From b3944ead8106c0f9ad9f390dcdb41a8fcdcce1ee Mon Sep 17 00:00:00 2001
From: Dave Walker <david.walker5@icloud.com>
Date: Mon, 25 May 2026 09:17:47 +0100
Subject: [PATCH 1/2] Added all-species Abingdon analysis

---
 .../analysis/activity_heatmap.png             |   Bin 0 -> 209555 bytes
 .../analysis/calendar_activity.json           |   920 +
 .../analysis/cluster_analysis.json            |  6622 ++
 .../analysis/cluster_dendrogram.png           |   Bin 0 -> 399507 bytes
 .../abingdon-all/analysis/cluster_summary.txt |   286 +
 .../analysis/extracted_clusters.json          |   178 +
 .../abingdon-all/analysis/feature_matrix.json |  4368 +
 .../analysis/species_similarity.json          | 90610 ++++++++++++++++
 .../analysis/species_similarity.txt           |   704 +
 .../analysis/species_similarity_heatmap.png   |   Bin 0 -> 3597444 bytes
 .../black_headed_gull_classification.json     |   105 +
 .../resident/black_headed_gull_consensus.json |    42 +
 .../resident/black_headed_gull_observed.csv   |    13 +
 .../resident/black_headed_gull_parameters.csv |   201 +
 .../resident/black_headed_gull_simulated.csv  |   123 +
 .../resident/black_headed_gull_simulated.png  |   Bin 0 -> 32564 bytes
 .../black_headed_gull_synthesised.csv         |    13 +
 .../black_headed_gull_synthesised.png         |   Bin 0 -> 80168 bytes
 .../resident/blackbird_classification.json    |   105 +
 .../resident/blackbird_consensus.json         |    42 +
 .../resident/blackbird_observed.csv           |    13 +
 .../resident/blackbird_parameters.csv         |   201 +
 .../resident/blackbird_simulated.csv          |   123 +
 .../resident/blackbird_simulated.png          |   Bin 0 -> 32790 bytes
 .../resident/blackbird_synthesised.csv        |    13 +
 .../resident/blackbird_synthesised.png        |   Bin 0 -> 80022 bytes
 .../resident/blackcap_classification.json     |   105 +
 .../resident/blackcap_consensus.json          |    42 +
 .../resident/blackcap_observed.csv            |    13 +
 .../resident/blackcap_parameters.csv          |   201 +
 .../resident/blackcap_simulated.csv           |   123 +
 .../resident/blackcap_simulated.png           |   Bin 0 -> 32418 bytes
 .../resident/blackcap_synthesised.csv         |    13 +
 .../resident/blackcap_synthesised.png         |   Bin 0 -> 73902 bytes
 .../resident/blue_tit_classification.json     |   105 +
 .../resident/blue_tit_consensus.json          |    42 +
 .../resident/blue_tit_observed.csv            |    13 +
 .../resident/blue_tit_parameters.csv          |   201 +
 .../resident/blue_tit_simulated.csv           |   123 +
 .../resident/blue_tit_simulated.png           |   Bin 0 -> 31875 bytes
 .../resident/blue_tit_synthesised.csv         |    13 +
 .../resident/blue_tit_synthesised.png         |   Bin 0 -> 73093 bytes
 .../resident/buzzard_classification.json      |   105 +
 .../resident/buzzard_consensus.json           |    42 +
 .../resident/buzzard_observed.csv             |    13 +
 .../resident/buzzard_parameters.csv           |   201 +
 .../resident/buzzard_simulated.csv            |   123 +
 .../resident/buzzard_simulated.png            |   Bin 0 -> 33238 bytes
 .../resident/buzzard_synthesised.csv          |    13 +
 .../resident/buzzard_synthesised.png          |   Bin 0 -> 80334 bytes
 .../resident/canada_goose_classification.json |   105 +
 .../resident/canada_goose_consensus.json      |    42 +
 .../resident/canada_goose_observed.csv        |    13 +
 .../resident/canada_goose_parameters.csv      |   201 +
 .../resident/canada_goose_simulated.csv       |   123 +
 .../resident/canada_goose_simulated.png       |   Bin 0 -> 32862 bytes
 .../resident/canada_goose_synthesised.csv     |    13 +
 .../resident/canada_goose_synthesised.png     |   Bin 0 -> 79160 bytes
 .../resident/chaffinch_classification.json    |   105 +
 .../resident/chaffinch_consensus.json         |    42 +
 .../resident/chaffinch_observed.csv           |    13 +
 .../resident/chaffinch_parameters.csv         |   201 +
 .../resident/chaffinch_simulated.csv          |   123 +
 .../resident/chaffinch_simulated.png          |   Bin 0 -> 31468 bytes
 .../resident/chaffinch_synthesised.csv        |    13 +
 .../resident/chaffinch_synthesised.png        |   Bin 0 -> 79995 bytes
 .../resident/coal_tit_classification.json     |   105 +
 .../resident/coal_tit_consensus.json          |    42 +
 .../resident/coal_tit_observed.csv            |    13 +
 .../resident/coal_tit_parameters.csv          |   201 +
 .../resident/coal_tit_simulated.csv           |   123 +
 .../resident/coal_tit_simulated.png           |   Bin 0 -> 32911 bytes
 .../resident/coal_tit_synthesised.csv         |    13 +
 .../resident/coal_tit_synthesised.png         |   Bin 0 -> 80390 bytes
 .../collared_dove_classification.json         |   105 +
 .../resident/collared_dove_consensus.json     |    42 +
 .../resident/collared_dove_observed.csv       |    13 +
 .../resident/collared_dove_parameters.csv     |   201 +
 .../resident/collared_dove_simulated.csv      |   123 +
 .../resident/collared_dove_simulated.png      |   Bin 0 -> 34167 bytes
 .../resident/collared_dove_synthesised.csv    |    13 +
 .../resident/collared_dove_synthesised.png    |   Bin 0 -> 82210 bytes
 .../common_cleavers_classification.json       |   105 +
 .../resident/common_cleavers_consensus.json   |    42 +
 .../resident/common_cleavers_observed.csv     |    13 +
 .../resident/common_cleavers_parameters.csv   |   201 +
 .../resident/common_cleavers_simulated.csv    |   123 +
 .../resident/common_cleavers_simulated.png    |   Bin 0 -> 32731 bytes
 .../resident/common_cleavers_synthesised.csv  |    13 +
 .../resident/common_cleavers_synthesised.png  |   Bin 0 -> 77863 bytes
 .../common_kestrel_classification.json        |   105 +
 .../resident/common_kestrel_consensus.json    |    42 +
 .../resident/common_kestrel_observed.csv      |    13 +
 .../resident/common_kestrel_parameters.csv    |   201 +
 .../resident/common_kestrel_simulated.csv     |   123 +
 .../resident/common_kestrel_simulated.png     |   Bin 0 -> 33327 bytes
 .../resident/common_kestrel_synthesised.csv   |    13 +
 .../resident/common_kestrel_synthesised.png   |   Bin 0 -> 89184 bytes
 .../common_starling_classification.json       |   105 +
 .../resident/common_starling_consensus.json   |    42 +
 .../resident/common_starling_observed.csv     |    13 +
 .../resident/common_starling_parameters.csv   |   201 +
 .../resident/common_starling_simulated.csv    |   123 +
 .../resident/common_starling_simulated.png    |   Bin 0 -> 32987 bytes
 .../resident/common_starling_synthesised.csv  |    13 +
 .../resident/common_starling_synthesised.png  |   Bin 0 -> 78015 bytes
 .../resident/coot_classification.json         |   105 +
 .../abingdon-all/resident/coot_consensus.json |    42 +
 .../abingdon-all/resident/coot_observed.csv   |    13 +
 .../abingdon-all/resident/coot_parameters.csv |   201 +
 .../abingdon-all/resident/coot_simulated.csv  |   123 +
 .../abingdon-all/resident/coot_simulated.png  |   Bin 0 -> 30503 bytes
 .../resident/coot_synthesised.csv             |    13 +
 .../resident/coot_synthesised.png             |   Bin 0 -> 76816 bytes
 .../resident/cormorant_classification.json    |   105 +
 .../resident/cormorant_consensus.json         |    42 +
 .../resident/cormorant_observed.csv           |    13 +
 .../resident/cormorant_parameters.csv         |   201 +
 .../resident/cormorant_simulated.csv          |   123 +
 .../resident/cormorant_simulated.png          |   Bin 0 -> 30214 bytes
 .../resident/cormorant_synthesised.csv        |    13 +
 .../resident/cormorant_synthesised.png        |   Bin 0 -> 72991 bytes
 .../resident/crow_classification.json         |   105 +
 .../abingdon-all/resident/crow_consensus.json |    42 +
 .../abingdon-all/resident/crow_observed.csv   |    13 +
 .../abingdon-all/resident/crow_parameters.csv |   201 +
 .../abingdon-all/resident/crow_simulated.csv  |   123 +
 .../abingdon-all/resident/crow_simulated.png  |   Bin 0 -> 31970 bytes
 .../resident/crow_synthesised.csv             |    13 +
 .../resident/crow_synthesised.png             |   Bin 0 -> 79712 bytes
 .../resident/daisy_classification.json        |   105 +
 .../resident/daisy_consensus.json             |    42 +
 .../abingdon-all/resident/daisy_observed.csv  |    13 +
 .../resident/daisy_parameters.csv             |   201 +
 .../abingdon-all/resident/daisy_simulated.csv |   123 +
 .../abingdon-all/resident/daisy_simulated.png |   Bin 0 -> 32196 bytes
 .../resident/daisy_synthesised.csv            |    13 +
 .../resident/daisy_synthesised.png            |   Bin 0 -> 76069 bytes
 .../resident/dandelion_classification.json    |   105 +
 .../resident/dandelion_consensus.json         |    42 +
 .../resident/dandelion_observed.csv           |    13 +
 .../resident/dandelion_parameters.csv         |   201 +
 .../resident/dandelion_simulated.csv          |   123 +
 .../resident/dandelion_simulated.png          |   Bin 0 -> 32221 bytes
 .../resident/dandelion_synthesised.csv        |    13 +
 .../resident/dandelion_synthesised.png        |   Bin 0 -> 79114 bytes
 .../resident/dunnock_classification.json      |   105 +
 .../resident/dunnock_consensus.json           |    42 +
 .../resident/dunnock_observed.csv             |    13 +
 .../resident/dunnock_parameters.csv           |   201 +
 .../resident/dunnock_simulated.csv            |   123 +
 .../resident/dunnock_simulated.png            |   Bin 0 -> 33219 bytes
 .../resident/dunnock_synthesised.csv          |    13 +
 .../resident/dunnock_synthesised.png          |   Bin 0 -> 76566 bytes
 .../germander_speedwell_classification.json   |   105 +
 .../germander_speedwell_consensus.json        |    42 +
 .../resident/germander_speedwell_observed.csv |    13 +
 .../germander_speedwell_parameters.csv        |   201 +
 .../germander_speedwell_simulated.csv         |   123 +
 .../germander_speedwell_simulated.png         |   Bin 0 -> 33218 bytes
 .../germander_speedwell_synthesised.csv       |    13 +
 .../germander_speedwell_synthesised.png       |   Bin 0 -> 77849 bytes
 .../resident/goldfinch_classification.json    |   105 +
 .../resident/goldfinch_consensus.json         |    42 +
 .../resident/goldfinch_observed.csv           |    13 +
 .../resident/goldfinch_parameters.csv         |   201 +
 .../resident/goldfinch_simulated.csv          |   123 +
 .../resident/goldfinch_simulated.png          |   Bin 0 -> 31634 bytes
 .../resident/goldfinch_synthesised.csv        |    13 +
 .../resident/goldfinch_synthesised.png        |   Bin 0 -> 81018 bytes
 .../resident/great_tit_classification.json    |   105 +
 .../resident/great_tit_consensus.json         |    42 +
 .../resident/great_tit_observed.csv           |    13 +
 .../resident/great_tit_parameters.csv         |   201 +
 .../resident/great_tit_simulated.csv          |   123 +
 .../resident/great_tit_simulated.png          |   Bin 0 -> 33464 bytes
 .../resident/great_tit_synthesised.csv        |    13 +
 .../resident/great_tit_synthesised.png        |   Bin 0 -> 76813 bytes
 .../resident/greenfinch_classification.json   |   105 +
 .../resident/greenfinch_consensus.json        |    42 +
 .../resident/greenfinch_observed.csv          |    13 +
 .../resident/greenfinch_parameters.csv        |   201 +
 .../resident/greenfinch_simulated.csv         |   123 +
 .../resident/greenfinch_simulated.png         |   Bin 0 -> 32335 bytes
 .../resident/greenfinch_synthesised.csv       |    13 +
 .../resident/greenfinch_synthesised.png       |   Bin 0 -> 79257 bytes
 .../resident/grey_heron_classification.json   |   105 +
 .../resident/grey_heron_consensus.json        |    42 +
 .../resident/grey_heron_observed.csv          |    13 +
 .../resident/grey_heron_parameters.csv        |   201 +
 .../resident/grey_heron_simulated.csv         |   123 +
 .../resident/grey_heron_simulated.png         |   Bin 0 -> 33332 bytes
 .../resident/grey_heron_synthesised.csv       |    13 +
 .../resident/grey_heron_synthesised.png       |   Bin 0 -> 80201 bytes
 .../greylag_goose_classification.json         |   105 +
 .../resident/greylag_goose_consensus.json     |    42 +
 .../resident/greylag_goose_observed.csv       |    13 +
 .../resident/greylag_goose_parameters.csv     |   201 +
 .../resident/greylag_goose_simulated.csv      |   123 +
 .../resident/greylag_goose_simulated.png      |   Bin 0 -> 34267 bytes
 .../resident/greylag_goose_synthesised.csv    |    13 +
 .../resident/greylag_goose_synthesised.png    |   Bin 0 -> 81526 bytes
 .../resident/herring_gull_classification.json |   105 +
 .../resident/herring_gull_consensus.json      |    42 +
 .../resident/herring_gull_observed.csv        |    13 +
 .../resident/herring_gull_parameters.csv      |   201 +
 .../resident/herring_gull_simulated.csv       |   123 +
 .../resident/herring_gull_simulated.png       |   Bin 0 -> 31815 bytes
 .../resident/herring_gull_synthesised.csv     |    13 +
 .../resident/herring_gull_synthesised.png     |   Bin 0 -> 85824 bytes
 .../house_sparrow_classification.json         |   105 +
 .../resident/house_sparrow_consensus.json     |    42 +
 .../resident/house_sparrow_observed.csv       |    13 +
 .../resident/house_sparrow_parameters.csv     |   201 +
 .../resident/house_sparrow_simulated.csv      |   123 +
 .../resident/house_sparrow_simulated.png      |   Bin 0 -> 33171 bytes
 .../resident/house_sparrow_synthesised.csv    |    13 +
 .../resident/house_sparrow_synthesised.png    |   Bin 0 -> 79523 bytes
 .../resident/jackdaw_classification.json      |   105 +
 .../resident/jackdaw_consensus.json           |    42 +
 .../resident/jackdaw_observed.csv             |    13 +
 .../resident/jackdaw_parameters.csv           |   201 +
 .../resident/jackdaw_simulated.csv            |   123 +
 .../resident/jackdaw_simulated.png            |   Bin 0 -> 33137 bytes
 .../resident/jackdaw_synthesised.csv          |    13 +
 .../resident/jackdaw_synthesised.png          |   Bin 0 -> 86431 bytes
 .../resident/jay_classification.json          |   105 +
 .../abingdon-all/resident/jay_consensus.json  |    42 +
 .../abingdon-all/resident/jay_observed.csv    |    13 +
 .../abingdon-all/resident/jay_parameters.csv  |   201 +
 .../abingdon-all/resident/jay_simulated.csv   |   123 +
 .../abingdon-all/resident/jay_simulated.png   |   Bin 0 -> 29938 bytes
 .../abingdon-all/resident/jay_synthesised.csv |    13 +
 .../abingdon-all/resident/jay_synthesised.png |   Bin 0 -> 75686 bytes
 .../long_tailed_tit_classification.json       |   105 +
 .../resident/long_tailed_tit_consensus.json   |    42 +
 .../resident/long_tailed_tit_observed.csv     |    13 +
 .../resident/long_tailed_tit_parameters.csv   |   201 +
 .../resident/long_tailed_tit_simulated.csv    |   123 +
 .../resident/long_tailed_tit_simulated.png    |   Bin 0 -> 30224 bytes
 .../resident/long_tailed_tit_synthesised.csv  |    13 +
 .../resident/long_tailed_tit_synthesised.png  |   Bin 0 -> 82105 bytes
 .../resident/magpie_classification.json       |   105 +
 .../resident/magpie_consensus.json            |    42 +
 .../abingdon-all/resident/magpie_observed.csv |    13 +
 .../resident/magpie_parameters.csv            |   201 +
 .../resident/magpie_simulated.csv             |   123 +
 .../resident/magpie_simulated.png             |   Bin 0 -> 32778 bytes
 .../resident/magpie_synthesised.csv           |    13 +
 .../resident/magpie_synthesised.png           |   Bin 0 -> 76427 bytes
 .../resident/mallard_classification.json      |   105 +
 .../resident/mallard_consensus.json           |    42 +
 .../resident/mallard_observed.csv             |    13 +
 .../resident/mallard_parameters.csv           |   201 +
 .../resident/mallard_simulated.csv            |   123 +
 .../resident/mallard_simulated.png            |   Bin 0 -> 34110 bytes
 .../resident/mallard_synthesised.csv          |    13 +
 .../resident/mallard_synthesised.png          |   Bin 0 -> 86778 bytes
 .../mistle_thrush_classification.json         |   105 +
 .../resident/mistle_thrush_consensus.json     |    42 +
 .../resident/mistle_thrush_observed.csv       |    13 +
 .../resident/mistle_thrush_parameters.csv     |   201 +
 .../resident/mistle_thrush_simulated.csv      |   123 +
 .../resident/mistle_thrush_simulated.png      |   Bin 0 -> 30657 bytes
 .../resident/mistle_thrush_synthesised.csv    |    13 +
 .../resident/mistle_thrush_synthesised.png    |   Bin 0 -> 73261 bytes
 .../resident/mute_swan_classification.json    |   105 +
 .../resident/mute_swan_consensus.json         |    42 +
 .../resident/mute_swan_observed.csv           |    13 +
 .../resident/mute_swan_parameters.csv         |   201 +
 .../resident/mute_swan_simulated.csv          |   123 +
 .../resident/mute_swan_simulated.png          |   Bin 0 -> 31464 bytes
 .../resident/mute_swan_synthesised.csv        |    13 +
 .../resident/mute_swan_synthesised.png        |   Bin 0 -> 77775 bytes
 .../resident/nettle_classification.json       |   105 +
 .../resident/nettle_consensus.json            |    42 +
 .../abingdon-all/resident/nettle_observed.csv |    13 +
 .../resident/nettle_parameters.csv            |   201 +
 .../resident/nettle_simulated.csv             |   123 +
 .../resident/nettle_simulated.png             |   Bin 0 -> 32055 bytes
 .../resident/nettle_synthesised.csv           |    13 +
 .../resident/nettle_synthesised.png           |   Bin 0 -> 77307 bytes
 .../resident/pheasant_classification.json     |   105 +
 .../resident/pheasant_consensus.json          |    42 +
 .../resident/pheasant_observed.csv            |    13 +
 .../resident/pheasant_parameters.csv          |   201 +
 .../resident/pheasant_simulated.csv           |   123 +
 .../resident/pheasant_simulated.png           |   Bin 0 -> 33460 bytes
 .../resident/pheasant_synthesised.csv         |    13 +
 .../resident/pheasant_synthesised.png         |   Bin 0 -> 80669 bytes
 .../resident/pied_wagtail_classification.json |   105 +
 .../resident/pied_wagtail_consensus.json      |    42 +
 .../resident/pied_wagtail_observed.csv        |    13 +
 .../resident/pied_wagtail_parameters.csv      |   201 +
 .../resident/pied_wagtail_simulated.csv       |   123 +
 .../resident/pied_wagtail_simulated.png       |   Bin 0 -> 33611 bytes
 .../resident/pied_wagtail_synthesised.csv     |    13 +
 .../resident/pied_wagtail_synthesised.png     |   Bin 0 -> 86583 bytes
 .../resident/red_kite_classification.json     |   105 +
 .../resident/red_kite_consensus.json          |    42 +
 .../resident/red_kite_observed.csv            |    13 +
 .../resident/red_kite_parameters.csv          |   201 +
 .../resident/red_kite_simulated.csv           |   123 +
 .../resident/red_kite_simulated.png           |   Bin 0 -> 32277 bytes
 .../resident/red_kite_synthesised.csv         |    13 +
 .../resident/red_kite_synthesised.png         |   Bin 0 -> 77800 bytes
 .../resident/robin_classification.json        |   105 +
 .../resident/robin_consensus.json             |    42 +
 .../abingdon-all/resident/robin_observed.csv  |    13 +
 .../resident/robin_parameters.csv             |   201 +
 .../abingdon-all/resident/robin_simulated.csv |   123 +
 .../abingdon-all/resident/robin_simulated.png |   Bin 0 -> 31345 bytes
 .../resident/robin_synthesised.csv            |    13 +
 .../resident/robin_synthesised.png            |   Bin 0 -> 77423 bytes
 .../resident/rook_classification.json         |   105 +
 .../abingdon-all/resident/rook_consensus.json |    42 +
 .../abingdon-all/resident/rook_observed.csv   |    13 +
 .../abingdon-all/resident/rook_parameters.csv |   201 +
 .../abingdon-all/resident/rook_simulated.csv  |   123 +
 .../abingdon-all/resident/rook_simulated.png  |   Bin 0 -> 33467 bytes
 .../resident/rook_synthesised.csv             |    13 +
 .../resident/rook_synthesised.png             |   Bin 0 -> 82384 bytes
 .../shepherds_purse_classification.json       |   105 +
 .../resident/shepherds_purse_consensus.json   |    42 +
 .../resident/shepherds_purse_observed.csv     |    13 +
 .../resident/shepherds_purse_parameters.csv   |   201 +
 .../resident/shepherds_purse_simulated.csv    |   123 +
 .../resident/shepherds_purse_simulated.png    |   Bin 0 -> 32812 bytes
 .../resident/shepherds_purse_synthesised.csv  |    13 +
 .../resident/shepherds_purse_synthesised.png  |   Bin 0 -> 77533 bytes
 .../resident/skylark_classification.json      |   105 +
 .../resident/skylark_consensus.json           |    42 +
 .../resident/skylark_observed.csv             |    13 +
 .../resident/skylark_parameters.csv           |   201 +
 .../resident/skylark_simulated.csv            |   123 +
 .../resident/skylark_simulated.png            |   Bin 0 -> 32194 bytes
 .../resident/skylark_synthesised.csv          |    13 +
 .../resident/skylark_synthesised.png          |   Bin 0 -> 82185 bytes
 .../resident/song_thrush_classification.json  |   105 +
 .../resident/song_thrush_consensus.json       |    42 +
 .../resident/song_thrush_observed.csv         |    13 +
 .../resident/song_thrush_parameters.csv       |   201 +
 .../resident/song_thrush_simulated.csv        |   123 +
 .../resident/song_thrush_simulated.png        |   Bin 0 -> 33053 bytes
 .../resident/song_thrush_synthesised.csv      |    13 +
 .../resident/song_thrush_synthesised.png      |   Bin 0 -> 77833 bytes
 .../resident/woodpigeon_classification.json   |   105 +
 .../resident/woodpigeon_consensus.json        |    42 +
 .../resident/woodpigeon_observed.csv          |    13 +
 .../resident/woodpigeon_parameters.csv        |   201 +
 .../resident/woodpigeon_simulated.csv         |   123 +
 .../resident/woodpigeon_simulated.png         |   Bin 0 -> 33164 bytes
 .../resident/woodpigeon_synthesised.csv       |    13 +
 .../resident/woodpigeon_synthesised.png       |   Bin 0 -> 76714 bytes
 .../resident/wren_classification.json         |   105 +
 .../abingdon-all/resident/wren_consensus.json |    42 +
 .../abingdon-all/resident/wren_observed.csv   |    13 +
 .../abingdon-all/resident/wren_parameters.csv |   201 +
 .../abingdon-all/resident/wren_simulated.csv  |   123 +
 .../abingdon-all/resident/wren_simulated.png  |   Bin 0 -> 31403 bytes
 .../resident/wren_synthesised.csv             |    13 +
 .../resident/wren_synthesised.png             |   Bin 0 -> 76512 bytes
 .../seasonal/bluebell_classification.json     |    49 +
 .../seasonal/bluebell_consensus.json          |    13 +
 .../seasonal/bluebell_observed.csv            |    13 +
 .../seasonal/bluebell_parameters.csv          |   201 +
 .../seasonal/bluebell_simulated.csv           |   123 +
 .../seasonal/bluebell_simulated.png           |   Bin 0 -> 26804 bytes
 .../seasonal/bluebell_synthesised.csv         |    13 +
 .../seasonal/bluebell_synthesised.png         |   Bin 0 -> 57827 bytes
 .../brimstone_butterfly_classification.json   |    49 +
 .../brimstone_butterfly_consensus.json        |    13 +
 .../seasonal/brimstone_butterfly_observed.csv |    13 +
 .../brimstone_butterfly_parameters.csv        |   201 +
 .../brimstone_butterfly_simulated.csv         |   123 +
 .../brimstone_butterfly_simulated.png         |   Bin 0 -> 31533 bytes
 .../brimstone_butterfly_synthesised.csv       |    13 +
 .../brimstone_butterfly_synthesised.png       |   Bin 0 -> 76705 bytes
 .../seasonal/buttercup_classification.json    |    49 +
 .../seasonal/buttercup_consensus.json         |    13 +
 .../seasonal/buttercup_observed.csv           |    13 +
 .../seasonal/buttercup_parameters.csv         |   201 +
 .../seasonal/buttercup_simulated.csv          |   123 +
 .../seasonal/buttercup_simulated.png          |   Bin 0 -> 30499 bytes
 .../seasonal/buttercup_synthesised.csv        |    13 +
 .../seasonal/buttercup_synthesised.png        |   Bin 0 -> 77888 bytes
 .../seasonal/chiffchaff_classification.json   |    49 +
 .../seasonal/chiffchaff_consensus.json        |    13 +
 .../seasonal/chiffchaff_observed.csv          |    13 +
 .../seasonal/chiffchaff_parameters.csv        |   201 +
 .../seasonal/chiffchaff_simulated.csv         |   123 +
 .../seasonal/chiffchaff_simulated.png         |   Bin 0 -> 29139 bytes
 .../seasonal/chiffchaff_synthesised.csv       |    13 +
 .../seasonal/chiffchaff_synthesised.png       |   Bin 0 -> 68505 bytes
 .../common_comfrey_classification.json        |    49 +
 .../seasonal/common_comfrey_consensus.json    |    13 +
 .../seasonal/common_comfrey_observed.csv      |    13 +
 .../seasonal/common_comfrey_parameters.csv    |   201 +
 .../seasonal/common_comfrey_simulated.csv     |   123 +
 .../seasonal/common_comfrey_simulated.png     |   Bin 0 -> 30493 bytes
 .../seasonal/common_comfrey_synthesised.csv   |    13 +
 .../seasonal/common_comfrey_synthesised.png   |   Bin 0 -> 75342 bytes
 .../seasonal/common_poppy_classification.json |    49 +
 .../seasonal/common_poppy_consensus.json      |    13 +
 .../seasonal/common_poppy_observed.csv        |    13 +
 .../seasonal/common_poppy_parameters.csv      |   201 +
 .../seasonal/common_poppy_simulated.csv       |   123 +
 .../seasonal/common_poppy_simulated.png       |   Bin 0 -> 30182 bytes
 .../seasonal/common_poppy_synthesised.csv     |    13 +
 .../seasonal/common_poppy_synthesised.png     |   Bin 0 -> 73748 bytes
 .../seasonal/common_vetch_classification.json |    49 +
 .../seasonal/common_vetch_consensus.json      |    13 +
 .../seasonal/common_vetch_observed.csv        |    13 +
 .../seasonal/common_vetch_parameters.csv      |   201 +
 .../seasonal/common_vetch_simulated.csv       |   123 +
 .../seasonal/common_vetch_simulated.png       |   Bin 0 -> 28436 bytes
 .../seasonal/common_vetch_synthesised.csv     |    13 +
 .../seasonal/common_vetch_synthesised.png     |   Bin 0 -> 64389 bytes
 .../seasonal/cornflower_classification.json   |    49 +
 .../seasonal/cornflower_consensus.json        |    13 +
 .../seasonal/cornflower_observed.csv          |    13 +
 .../seasonal/cornflower_parameters.csv        |   201 +
 .../seasonal/cornflower_simulated.csv         |   123 +
 .../seasonal/cornflower_simulated.png         |   Bin 0 -> 29175 bytes
 .../seasonal/cornflower_synthesised.csv       |    13 +
 .../seasonal/cornflower_synthesised.png       |   Bin 0 -> 69029 bytes
 .../seasonal/cow_parsley_classification.json  |    49 +
 .../seasonal/cow_parsley_consensus.json       |    13 +
 .../seasonal/cow_parsley_observed.csv         |    13 +
 .../seasonal/cow_parsley_parameters.csv       |   201 +
 .../seasonal/cow_parsley_simulated.csv        |   123 +
 .../seasonal/cow_parsley_simulated.png        |   Bin 0 -> 28652 bytes
 .../seasonal/cow_parsley_synthesised.csv      |    13 +
 .../seasonal/cow_parsley_synthesised.png      |   Bin 0 -> 65389 bytes
 .../seasonal/cowslip_classification.json      |    49 +
 .../seasonal/cowslip_consensus.json           |    13 +
 .../seasonal/cowslip_observed.csv             |    13 +
 .../seasonal/cowslip_parameters.csv           |   201 +
 .../seasonal/cowslip_simulated.csv            |   123 +
 .../seasonal/cowslip_simulated.png            |   Bin 0 -> 27611 bytes
 .../seasonal/cowslip_synthesised.csv          |    13 +
 .../seasonal/cowslip_synthesised.png          |   Bin 0 -> 64944 bytes
 .../seasonal/cuckoo_classification.json       |    49 +
 .../seasonal/cuckoo_consensus.json            |    13 +
 .../abingdon-all/seasonal/cuckoo_observed.csv |    13 +
 .../seasonal/cuckoo_parameters.csv            |   201 +
 .../seasonal/cuckoo_pint_classification.json  |    49 +
 .../seasonal/cuckoo_pint_consensus.json       |    13 +
 .../seasonal/cuckoo_pint_observed.csv         |    13 +
 .../seasonal/cuckoo_pint_parameters.csv       |   201 +
 .../seasonal/cuckoo_pint_simulated.csv        |   123 +
 .../seasonal/cuckoo_pint_simulated.png        |   Bin 0 -> 29880 bytes
 .../seasonal/cuckoo_pint_synthesised.csv      |    13 +
 .../seasonal/cuckoo_pint_synthesised.png      |   Bin 0 -> 81602 bytes
 .../seasonal/cuckoo_simulated.csv             |   123 +
 .../seasonal/cuckoo_simulated.png             |   Bin 0 -> 26888 bytes
 .../seasonal/cuckoo_synthesised.csv           |    13 +
 .../seasonal/cuckoo_synthesised.png           |   Bin 0 -> 58225 bytes
 .../seasonal/dog_rose_classification.json     |    49 +
 .../seasonal/dog_rose_consensus.json          |    13 +
 .../seasonal/dog_rose_observed.csv            |    13 +
 .../seasonal/dog_rose_parameters.csv          |   201 +
 .../seasonal/dog_rose_simulated.csv           |   123 +
 .../seasonal/dog_rose_simulated.png           |   Bin 0 -> 29897 bytes
 .../seasonal/dog_rose_synthesised.csv         |    13 +
 .../seasonal/dog_rose_synthesised.png         |   Bin 0 -> 74458 bytes
 .../doves_foot_cranesbill_classification.json |    49 +
 .../doves_foot_cranesbill_consensus.json      |    13 +
 .../doves_foot_cranesbill_observed.csv        |    13 +
 .../doves_foot_cranesbill_parameters.csv      |   201 +
 .../doves_foot_cranesbill_simulated.csv       |   123 +
 .../doves_foot_cranesbill_simulated.png       |   Bin 0 -> 31021 bytes
 .../doves_foot_cranesbill_synthesised.csv     |    13 +
 .../doves_foot_cranesbill_synthesised.png     |   Bin 0 -> 77281 bytes
 .../garden_warbler_classification.json        |    49 +
 .../seasonal/garden_warbler_consensus.json    |    13 +
 .../seasonal/garden_warbler_observed.csv      |    13 +
 .../seasonal/garden_warbler_parameters.csv    |   201 +
 .../seasonal/garden_warbler_simulated.csv     |   123 +
 .../seasonal/garden_warbler_simulated.png     |   Bin 0 -> 29730 bytes
 .../seasonal/garden_warbler_synthesised.csv   |    13 +
 .../seasonal/garden_warbler_synthesised.png   |   Bin 0 -> 71055 bytes
 .../garlic_mustard_classification.json        |    49 +
 .../seasonal/garlic_mustard_consensus.json    |    13 +
 .../seasonal/garlic_mustard_observed.csv      |    13 +
 .../seasonal/garlic_mustard_parameters.csv    |   201 +
 .../seasonal/garlic_mustard_simulated.csv     |   123 +
 .../seasonal/garlic_mustard_simulated.png     |   Bin 0 -> 27939 bytes
 .../seasonal/garlic_mustard_synthesised.csv   |    13 +
 .../seasonal/garlic_mustard_synthesised.png   |   Bin 0 -> 62256 bytes
 .../gatekeeper_butterfly_classification.json  |    49 +
 .../gatekeeper_butterfly_consensus.json       |    13 +
 .../gatekeeper_butterfly_observed.csv         |    13 +
 .../gatekeeper_butterfly_parameters.csv       |   201 +
 .../gatekeeper_butterfly_simulated.csv        |   123 +
 .../gatekeeper_butterfly_simulated.png        |   Bin 0 -> 28662 bytes
 .../gatekeeper_butterfly_synthesised.csv      |    13 +
 .../gatekeeper_butterfly_synthesised.png      |   Bin 0 -> 63061 bytes
 .../seasonal/goats_beard_classification.json  |    49 +
 .../seasonal/goats_beard_consensus.json       |    13 +
 .../seasonal/goats_beard_observed.csv         |    13 +
 .../seasonal/goats_beard_parameters.csv       |   201 +
 .../seasonal/goats_beard_simulated.csv        |   123 +
 .../seasonal/goats_beard_simulated.png        |   Bin 0 -> 29180 bytes
 .../seasonal/goats_beard_synthesised.csv      |    13 +
 .../seasonal/goats_beard_synthesised.png      |   Bin 0 -> 71950 bytes
 .../green_alkanet_classification.json         |    49 +
 .../seasonal/green_alkanet_consensus.json     |    13 +
 .../seasonal/green_alkanet_observed.csv       |    13 +
 .../seasonal/green_alkanet_parameters.csv     |   201 +
 .../seasonal/green_alkanet_simulated.csv      |   123 +
 .../seasonal/green_alkanet_simulated.png      |   Bin 0 -> 30203 bytes
 .../seasonal/green_alkanet_synthesised.csv    |    13 +
 .../seasonal/green_alkanet_synthesised.png    |   Bin 0 -> 75513 bytes
 .../seasonal/honeysuckle_classification.json  |    49 +
 .../seasonal/honeysuckle_consensus.json       |    13 +
 .../seasonal/honeysuckle_observed.csv         |    13 +
 .../seasonal/honeysuckle_parameters.csv       |   201 +
 .../seasonal/honeysuckle_simulated.csv        |   123 +
 .../seasonal/honeysuckle_simulated.png        |   Bin 0 -> 29623 bytes
 .../seasonal/honeysuckle_synthesised.csv      |    13 +
 .../seasonal/honeysuckle_synthesised.png      |   Bin 0 -> 75945 bytes
 .../seasonal/horsetail_classification.json    |    49 +
 .../seasonal/horsetail_consensus.json         |    13 +
 .../seasonal/horsetail_observed.csv           |    13 +
 .../seasonal/horsetail_parameters.csv         |   201 +
 .../seasonal/horsetail_simulated.csv          |   123 +
 .../seasonal/horsetail_simulated.png          |   Bin 0 -> 29172 bytes
 .../seasonal/horsetail_synthesised.csv        |    13 +
 .../seasonal/horsetail_synthesised.png        |   Bin 0 -> 72403 bytes
 .../lesser_celandine_classification.json      |    49 +
 .../seasonal/lesser_celandine_consensus.json  |    13 +
 .../seasonal/lesser_celandine_observed.csv    |    13 +
 .../seasonal/lesser_celandine_parameters.csv  |   201 +
 .../seasonal/lesser_celandine_simulated.csv   |   123 +
 .../seasonal/lesser_celandine_simulated.png   |   Bin 0 -> 28992 bytes
 .../seasonal/lesser_celandine_synthesised.csv |    13 +
 .../seasonal/lesser_celandine_synthesised.png |   Bin 0 -> 64076 bytes
 ...meadow_brown_butterfly_classification.json |    49 +
 .../meadow_brown_butterfly_consensus.json     |    13 +
 .../meadow_brown_butterfly_observed.csv       |    13 +
 .../meadow_brown_butterfly_parameters.csv     |   201 +
 .../meadow_brown_butterfly_simulated.csv      |   123 +
 .../meadow_brown_butterfly_simulated.png      |   Bin 0 -> 31336 bytes
 .../meadow_brown_butterfly_synthesised.csv    |    13 +
 .../meadow_brown_butterfly_synthesised.png    |   Bin 0 -> 71689 bytes
 .../orange_tip_butterfly_classification.json  |    49 +
 .../orange_tip_butterfly_consensus.json       |    13 +
 .../orange_tip_butterfly_observed.csv         |    13 +
 .../orange_tip_butterfly_parameters.csv       |   201 +
 .../orange_tip_butterfly_simulated.csv        |   123 +
 .../orange_tip_butterfly_simulated.png        |   Bin 0 -> 29018 bytes
 .../orange_tip_butterfly_synthesised.csv      |    13 +
 .../orange_tip_butterfly_synthesised.png      |   Bin 0 -> 63812 bytes
 .../seasonal/oxeye_daisy_classification.json  |    49 +
 .../seasonal/oxeye_daisy_consensus.json       |    13 +
 .../seasonal/oxeye_daisy_observed.csv         |    13 +
 .../seasonal/oxeye_daisy_parameters.csv       |   201 +
 .../seasonal/oxeye_daisy_simulated.csv        |   123 +
 .../seasonal/oxeye_daisy_simulated.png        |   Bin 0 -> 30453 bytes
 .../seasonal/oxeye_daisy_synthesised.csv      |    13 +
 .../seasonal/oxeye_daisy_synthesised.png      |   Bin 0 -> 73824 bytes
 .../peacock_butterfly_classification.json     |    49 +
 .../seasonal/peacock_butterfly_consensus.json |    13 +
 .../seasonal/peacock_butterfly_observed.csv   |    13 +
 .../seasonal/peacock_butterfly_parameters.csv |   201 +
 .../seasonal/peacock_butterfly_simulated.csv  |   123 +
 .../seasonal/peacock_butterfly_simulated.png  |   Bin 0 -> 30749 bytes
 .../peacock_butterfly_synthesised.csv         |    13 +
 .../peacock_butterfly_synthesised.png         |   Bin 0 -> 74889 bytes
 .../red_admiral_butterfly_classification.json |    49 +
 .../red_admiral_butterfly_consensus.json      |    13 +
 .../red_admiral_butterfly_observed.csv        |    13 +
 .../red_admiral_butterfly_parameters.csv      |   201 +
 .../red_admiral_butterfly_simulated.csv       |   123 +
 .../red_admiral_butterfly_simulated.png       |   Bin 0 -> 32920 bytes
 .../red_admiral_butterfly_synthesised.csv     |    13 +
 .../red_admiral_butterfly_synthesised.png     |   Bin 0 -> 82034 bytes
 .../seasonal/red_campion_classification.json  |    49 +
 .../seasonal/red_campion_consensus.json       |    13 +
 .../seasonal/red_campion_observed.csv         |    13 +
 .../seasonal/red_campion_parameters.csv       |   201 +
 .../seasonal/red_campion_simulated.csv        |   123 +
 .../seasonal/red_campion_simulated.png        |   Bin 0 -> 30127 bytes
 .../seasonal/red_campion_synthesised.csv      |    13 +
 .../seasonal/red_campion_synthesised.png      |   Bin 0 -> 73593 bytes
 .../seasonal/red_clover_classification.json   |    49 +
 .../seasonal/red_clover_consensus.json        |    13 +
 .../seasonal/red_clover_observed.csv          |    13 +
 .../seasonal/red_clover_parameters.csv        |   201 +
 .../seasonal/red_clover_simulated.csv         |   123 +
 .../seasonal/red_clover_simulated.png         |   Bin 0 -> 30901 bytes
 .../seasonal/red_clover_synthesised.csv       |    13 +
 .../seasonal/red_clover_synthesised.png       |   Bin 0 -> 77932 bytes
 .../red_dead_nettle_classification.json       |    49 +
 .../seasonal/red_dead_nettle_consensus.json   |    13 +
 .../seasonal/red_dead_nettle_observed.csv     |    13 +
 .../seasonal/red_dead_nettle_parameters.csv   |   201 +
 .../seasonal/red_dead_nettle_simulated.csv    |   123 +
 .../seasonal/red_dead_nettle_simulated.png    |   Bin 0 -> 31330 bytes
 .../seasonal/red_dead_nettle_synthesised.csv  |    13 +
 .../seasonal/red_dead_nettle_synthesised.png  |   Bin 0 -> 75998 bytes
 .../seasonal/reed_warbler_classification.json |    49 +
 .../seasonal/reed_warbler_consensus.json      |    13 +
 .../seasonal/reed_warbler_observed.csv        |    13 +
 .../seasonal/reed_warbler_parameters.csv      |   201 +
 .../seasonal/reed_warbler_simulated.csv       |   123 +
 .../seasonal/reed_warbler_simulated.png       |   Bin 0 -> 28817 bytes
 .../seasonal/reed_warbler_synthesised.csv     |    13 +
 .../seasonal/reed_warbler_synthesised.png     |   Bin 0 -> 72875 bytes
 .../rosebay_willowherb_classification.json    |    49 +
 .../rosebay_willowherb_consensus.json         |    13 +
 .../seasonal/rosebay_willowherb_observed.csv  |    13 +
 .../rosebay_willowherb_parameters.csv         |   201 +
 .../seasonal/rosebay_willowherb_simulated.csv |   123 +
 .../seasonal/rosebay_willowherb_simulated.png |   Bin 0 -> 29586 bytes
 .../rosebay_willowherb_synthesised.csv        |    13 +
 .../rosebay_willowherb_synthesised.png        |   Bin 0 -> 68588 bytes
 .../seasonal/snowdrop_classification.json     |    49 +
 .../seasonal/snowdrop_consensus.json          |    13 +
 .../seasonal/snowdrop_observed.csv            |    13 +
 .../seasonal/snowdrop_parameters.csv          |   201 +
 .../seasonal/snowdrop_simulated.csv           |   123 +
 .../seasonal/snowdrop_simulated.png           |   Bin 0 -> 27292 bytes
 .../seasonal/snowdrop_synthesised.csv         |    13 +
 .../seasonal/snowdrop_synthesised.png         |   Bin 0 -> 55715 bytes
 ...peckled_wood_butterfly_classification.json |    49 +
 .../speckled_wood_butterfly_consensus.json    |    13 +
 .../speckled_wood_butterfly_observed.csv      |    13 +
 .../speckled_wood_butterfly_parameters.csv    |   201 +
 .../speckled_wood_butterfly_simulated.csv     |   123 +
 .../speckled_wood_butterfly_simulated.png     |   Bin 0 -> 31629 bytes
 .../speckled_wood_butterfly_synthesised.csv   |    13 +
 .../speckled_wood_butterfly_synthesised.png   |   Bin 0 -> 74986 bytes
 .../seasonal/swallow_classification.json      |    49 +
 .../seasonal/swallow_consensus.json           |    13 +
 .../seasonal/swallow_observed.csv             |    13 +
 .../seasonal/swallow_parameters.csv           |   201 +
 .../seasonal/swallow_simulated.csv            |   123 +
 .../seasonal/swallow_simulated.png            |   Bin 0 -> 30223 bytes
 .../seasonal/swallow_synthesised.csv          |    13 +
 .../seasonal/swallow_synthesised.png          |   Bin 0 -> 74710 bytes
 .../seasonal/swift_classification.json        |    49 +
 .../seasonal/swift_consensus.json             |    13 +
 .../abingdon-all/seasonal/swift_observed.csv  |    13 +
 .../seasonal/swift_parameters.csv             |   201 +
 .../abingdon-all/seasonal/swift_simulated.csv |   123 +
 .../abingdon-all/seasonal/swift_simulated.png |   Bin 0 -> 28806 bytes
 .../seasonal/swift_synthesised.csv            |    13 +
 .../seasonal/swift_synthesised.png            |   Bin 0 -> 70707 bytes
 .../seasonal/teasel_classification.json       |    49 +
 .../seasonal/teasel_consensus.json            |    13 +
 .../abingdon-all/seasonal/teasel_observed.csv |    13 +
 .../seasonal/teasel_parameters.csv            |   201 +
 .../seasonal/teasel_simulated.csv             |   123 +
 .../seasonal/teasel_simulated.png             |   Bin 0 -> 29717 bytes
 .../seasonal/teasel_synthesised.csv           |    13 +
 .../seasonal/teasel_synthesised.png           |   Bin 0 -> 71412 bytes
 .../white_campion_classification.json         |    49 +
 .../seasonal/white_campion_consensus.json     |    13 +
 .../seasonal/white_campion_observed.csv       |    13 +
 .../seasonal/white_campion_parameters.csv     |   201 +
 .../seasonal/white_campion_simulated.csv      |   123 +
 .../seasonal/white_campion_simulated.png      |   Bin 0 -> 30708 bytes
 .../seasonal/white_campion_synthesised.csv    |    13 +
 .../seasonal/white_campion_synthesised.png    |   Bin 0 -> 79927 bytes
 .../seasonal/white_clover_classification.json |    49 +
 .../seasonal/white_clover_consensus.json      |    13 +
 .../seasonal/white_clover_observed.csv        |    13 +
 .../seasonal/white_clover_parameters.csv      |   201 +
 .../seasonal/white_clover_simulated.csv       |   123 +
 .../seasonal/white_clover_simulated.png       |   Bin 0 -> 28789 bytes
 .../seasonal/white_clover_synthesised.csv     |    13 +
 .../seasonal/white_clover_synthesised.png     |   Bin 0 -> 69580 bytes
 .../seasonal/whitethroat_classification.json  |    49 +
 .../seasonal/whitethroat_consensus.json       |    13 +
 .../seasonal/whitethroat_observed.csv         |    13 +
 .../seasonal/whitethroat_parameters.csv       |   201 +
 .../seasonal/whitethroat_simulated.csv        |   123 +
 .../seasonal/whitethroat_simulated.png        |   Bin 0 -> 27867 bytes
 .../seasonal/whitethroat_synthesised.csv      |    13 +
 .../seasonal/whitethroat_synthesised.png      |   Bin 0 -> 62942 bytes
 .../winter_aconite_classification.json        |    49 +
 .../seasonal/winter_aconite_consensus.json    |    13 +
 .../seasonal/winter_aconite_observed.csv      |    13 +
 .../seasonal/winter_aconite_parameters.csv    |   201 +
 .../seasonal/winter_aconite_simulated.csv     |   123 +
 .../seasonal/winter_aconite_simulated.png     |   Bin 0 -> 27321 bytes
 .../seasonal/winter_aconite_synthesised.csv   |    13 +
 .../seasonal/winter_aconite_synthesised.png   |   Bin 0 -> 61014 bytes
 .../yellow_flag_iris_classification.json      |    49 +
 .../seasonal/yellow_flag_iris_consensus.json  |    13 +
 .../seasonal/yellow_flag_iris_observed.csv    |    13 +
 .../seasonal/yellow_flag_iris_parameters.csv  |   201 +
 .../seasonal/yellow_flag_iris_simulated.csv   |   123 +
 .../seasonal/yellow_flag_iris_simulated.png   |   Bin 0 -> 26883 bytes
 .../seasonal/yellow_flag_iris_synthesised.csv |    13 +
 .../seasonal/yellow_flag_iris_synthesised.png |   Bin 0 -> 59638 bytes
 .../winter/redwing_classification.json        |    82 +
 .../winter/redwing_consensus.json             |    17 +
 .../abingdon-all/winter/redwing_observed.csv  |    13 +
 .../winter/redwing_parameters.csv             |   201 +
 .../abingdon-all/winter/redwing_simulated.csv |   123 +
 .../abingdon-all/winter/redwing_simulated.png |   Bin 0 -> 32131 bytes
 .../winter/redwing_synthesised.csv            |    13 +
 .../winter/redwing_synthesised.png            |   Bin 0 -> 61356 bytes
 .../winter/snowberry_classification.json      |    81 +
 .../winter/snowberry_consensus.json           |    17 +
 .../winter/snowberry_observed.csv             |    13 +
 .../winter/snowberry_parameters.csv           |   201 +
 .../winter/snowberry_simulated.csv            |   123 +
 .../winter/snowberry_simulated.png            |   Bin 0 -> 33724 bytes
 .../winter/snowberry_synthesised.csv          |    13 +
 .../winter/snowberry_synthesised.png          |   Bin 0 -> 81422 bytes
 .../analysis/activity_heatmap.png             |   Bin 0 -> 94509 bytes
 .../analysis/calendar_activity.json           |   265 +
 .../analysis/cluster_analysis.json            |  1018 +
 .../analysis/cluster_dendrogram.png           |   Bin 0 -> 82697 bytes
 .../analysis/cluster_summary.txt              |    70 +
 .../analysis/extracted_clusters.json          |    41 +
 .../analysis/feature_matrix.json              |   339 +
 .../analysis/species_similarity.json          |  1024 +
 .../analysis/species_similarity.txt           |    56 +
 .../analysis/species_similarity_heatmap.png   |   Bin 0 -> 122577 bytes
 .../analysis/activity_heatmap.png             |   Bin 0 -> 166084 bytes
 .../analysis/calendar_activity.json           |   703 +
 .../analysis/extracted_clusters.json          |   109 +
 727 files changed, 147382 insertions(+)
 create mode 100644 modelling/data/abingdon-all/analysis/activity_heatmap.png
 create mode 100644 modelling/data/abingdon-all/analysis/calendar_activity.json
 create mode 100644 modelling/data/abingdon-all/analysis/cluster_analysis.json
 create mode 100644 modelling/data/abingdon-all/analysis/cluster_dendrogram.png
 create mode 100644 modelling/data/abingdon-all/analysis/cluster_summary.txt
 create mode 100644 modelling/data/abingdon-all/analysis/extracted_clusters.json
 create mode 100644 modelling/data/abingdon-all/analysis/feature_matrix.json
 create mode 100644 modelling/data/abingdon-all/analysis/species_similarity.json
 create mode 100644 modelling/data/abingdon-all/analysis/species_similarity.txt
 create mode 100644 modelling/data/abingdon-all/analysis/species_similarity_heatmap.png
 create mode 100644 modelling/data/abingdon-all/resident/black_headed_gull_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/black_headed_gull_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/black_headed_gull_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/black_headed_gull_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/black_headed_gull_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/black_headed_gull_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/black_headed_gull_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/black_headed_gull_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/blackbird_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/blackbird_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/blackbird_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/blackbird_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/blackbird_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/blackbird_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/blackbird_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/blackbird_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/blackcap_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/blackcap_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/blackcap_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/blackcap_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/blackcap_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/blackcap_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/blackcap_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/blackcap_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/blue_tit_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/blue_tit_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/blue_tit_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/blue_tit_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/blue_tit_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/blue_tit_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/blue_tit_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/blue_tit_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/buzzard_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/buzzard_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/buzzard_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/buzzard_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/buzzard_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/buzzard_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/buzzard_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/buzzard_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/canada_goose_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/canada_goose_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/canada_goose_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/canada_goose_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/canada_goose_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/canada_goose_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/canada_goose_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/canada_goose_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/chaffinch_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/chaffinch_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/chaffinch_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/chaffinch_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/chaffinch_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/chaffinch_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/chaffinch_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/chaffinch_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/coal_tit_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/coal_tit_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/coal_tit_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/coal_tit_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/coal_tit_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/coal_tit_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/coal_tit_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/coal_tit_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/collared_dove_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/collared_dove_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/collared_dove_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/collared_dove_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/collared_dove_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/collared_dove_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/collared_dove_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/collared_dove_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/common_cleavers_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/common_cleavers_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/common_cleavers_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_cleavers_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_cleavers_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_cleavers_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/common_cleavers_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_cleavers_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/common_kestrel_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/common_kestrel_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/common_kestrel_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_kestrel_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_kestrel_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_kestrel_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/common_kestrel_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_kestrel_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/common_starling_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/common_starling_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/common_starling_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_starling_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_starling_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_starling_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/common_starling_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/common_starling_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/coot_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/coot_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/coot_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/coot_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/coot_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/coot_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/coot_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/coot_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/cormorant_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/cormorant_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/cormorant_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/cormorant_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/cormorant_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/cormorant_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/cormorant_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/cormorant_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/crow_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/crow_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/crow_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/crow_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/crow_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/crow_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/crow_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/crow_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/daisy_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/daisy_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/daisy_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/daisy_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/daisy_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/daisy_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/daisy_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/daisy_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/dandelion_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/dandelion_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/dandelion_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/dandelion_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/dandelion_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/dandelion_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/dandelion_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/dandelion_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/dunnock_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/dunnock_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/dunnock_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/dunnock_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/dunnock_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/dunnock_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/dunnock_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/dunnock_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/germander_speedwell_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/germander_speedwell_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/germander_speedwell_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/germander_speedwell_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/germander_speedwell_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/germander_speedwell_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/germander_speedwell_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/germander_speedwell_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/goldfinch_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/goldfinch_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/goldfinch_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/goldfinch_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/goldfinch_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/goldfinch_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/goldfinch_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/goldfinch_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/great_tit_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/great_tit_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/great_tit_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/great_tit_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/great_tit_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/great_tit_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/great_tit_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/great_tit_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/greenfinch_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/greenfinch_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/greenfinch_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/greenfinch_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/greenfinch_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/greenfinch_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/greenfinch_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/greenfinch_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/grey_heron_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/grey_heron_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/grey_heron_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/grey_heron_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/grey_heron_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/grey_heron_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/grey_heron_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/grey_heron_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/greylag_goose_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/greylag_goose_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/greylag_goose_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/greylag_goose_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/greylag_goose_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/greylag_goose_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/greylag_goose_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/greylag_goose_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/herring_gull_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/herring_gull_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/herring_gull_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/herring_gull_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/herring_gull_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/herring_gull_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/herring_gull_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/herring_gull_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/house_sparrow_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/house_sparrow_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/house_sparrow_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/house_sparrow_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/house_sparrow_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/house_sparrow_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/house_sparrow_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/house_sparrow_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/jackdaw_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/jackdaw_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/jackdaw_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/jackdaw_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/jackdaw_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/jackdaw_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/jackdaw_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/jackdaw_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/jay_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/jay_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/jay_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/jay_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/jay_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/jay_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/jay_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/jay_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/long_tailed_tit_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/long_tailed_tit_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/long_tailed_tit_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/long_tailed_tit_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/long_tailed_tit_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/long_tailed_tit_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/long_tailed_tit_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/long_tailed_tit_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/magpie_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/magpie_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/magpie_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/magpie_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/magpie_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/magpie_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/magpie_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/magpie_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/mallard_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/mallard_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/mallard_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/mallard_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/mallard_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/mallard_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/mallard_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/mallard_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/mistle_thrush_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/mistle_thrush_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/mistle_thrush_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/mistle_thrush_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/mistle_thrush_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/mistle_thrush_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/mistle_thrush_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/mistle_thrush_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/mute_swan_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/mute_swan_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/mute_swan_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/mute_swan_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/mute_swan_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/mute_swan_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/mute_swan_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/mute_swan_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/nettle_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/nettle_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/nettle_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/nettle_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/nettle_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/nettle_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/nettle_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/nettle_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/pheasant_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/pheasant_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/pheasant_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/pheasant_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/pheasant_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/pheasant_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/pheasant_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/pheasant_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/pied_wagtail_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/pied_wagtail_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/pied_wagtail_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/pied_wagtail_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/pied_wagtail_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/pied_wagtail_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/pied_wagtail_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/pied_wagtail_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/red_kite_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/red_kite_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/red_kite_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/red_kite_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/red_kite_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/red_kite_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/red_kite_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/red_kite_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/robin_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/robin_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/robin_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/robin_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/robin_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/robin_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/robin_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/robin_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/rook_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/rook_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/rook_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/rook_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/rook_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/rook_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/rook_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/rook_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/shepherds_purse_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/shepherds_purse_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/shepherds_purse_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/shepherds_purse_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/shepherds_purse_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/shepherds_purse_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/shepherds_purse_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/shepherds_purse_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/skylark_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/skylark_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/skylark_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/skylark_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/skylark_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/skylark_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/skylark_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/skylark_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/song_thrush_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/song_thrush_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/song_thrush_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/song_thrush_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/song_thrush_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/song_thrush_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/song_thrush_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/song_thrush_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/woodpigeon_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/woodpigeon_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/woodpigeon_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/woodpigeon_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/woodpigeon_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/woodpigeon_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/woodpigeon_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/woodpigeon_synthesised.png
 create mode 100644 modelling/data/abingdon-all/resident/wren_classification.json
 create mode 100644 modelling/data/abingdon-all/resident/wren_consensus.json
 create mode 100644 modelling/data/abingdon-all/resident/wren_observed.csv
 create mode 100644 modelling/data/abingdon-all/resident/wren_parameters.csv
 create mode 100644 modelling/data/abingdon-all/resident/wren_simulated.csv
 create mode 100644 modelling/data/abingdon-all/resident/wren_simulated.png
 create mode 100644 modelling/data/abingdon-all/resident/wren_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/resident/wren_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/bluebell_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/bluebell_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/bluebell_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/bluebell_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/bluebell_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/bluebell_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/bluebell_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/bluebell_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/brimstone_butterfly_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/brimstone_butterfly_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/brimstone_butterfly_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/brimstone_butterfly_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/brimstone_butterfly_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/brimstone_butterfly_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/brimstone_butterfly_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/brimstone_butterfly_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/buttercup_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/buttercup_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/buttercup_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/buttercup_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/buttercup_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/buttercup_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/buttercup_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/buttercup_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/chiffchaff_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/chiffchaff_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/chiffchaff_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/chiffchaff_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/chiffchaff_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/chiffchaff_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/chiffchaff_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/chiffchaff_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/common_comfrey_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/common_comfrey_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/common_comfrey_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_comfrey_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_comfrey_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_comfrey_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/common_comfrey_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_comfrey_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/common_poppy_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/common_poppy_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/common_poppy_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_poppy_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_poppy_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_poppy_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/common_poppy_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_poppy_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/common_vetch_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/common_vetch_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/common_vetch_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_vetch_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_vetch_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_vetch_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/common_vetch_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/common_vetch_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cornflower_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cornflower_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cornflower_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cornflower_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cornflower_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cornflower_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cornflower_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cornflower_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cow_parsley_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cow_parsley_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cow_parsley_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cow_parsley_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cow_parsley_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cow_parsley_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cow_parsley_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cow_parsley_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cowslip_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cowslip_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cowslip_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cowslip_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cowslip_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cowslip_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cowslip_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cowslip_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_pint_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_pint_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_pint_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_pint_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_pint_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_pint_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_pint_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_pint_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/cuckoo_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/dog_rose_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/dog_rose_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/dog_rose_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/dog_rose_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/dog_rose_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/dog_rose_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/dog_rose_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/dog_rose_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/garden_warbler_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/garden_warbler_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/garden_warbler_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/garden_warbler_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/garden_warbler_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/garden_warbler_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/garden_warbler_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/garden_warbler_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/garlic_mustard_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/garlic_mustard_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/garlic_mustard_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/garlic_mustard_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/garlic_mustard_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/garlic_mustard_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/garlic_mustard_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/garlic_mustard_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/goats_beard_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/goats_beard_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/goats_beard_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/goats_beard_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/goats_beard_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/goats_beard_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/goats_beard_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/goats_beard_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/green_alkanet_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/green_alkanet_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/green_alkanet_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/green_alkanet_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/green_alkanet_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/green_alkanet_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/green_alkanet_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/green_alkanet_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/honeysuckle_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/honeysuckle_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/honeysuckle_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/honeysuckle_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/honeysuckle_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/honeysuckle_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/honeysuckle_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/honeysuckle_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/horsetail_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/horsetail_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/horsetail_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/horsetail_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/horsetail_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/horsetail_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/horsetail_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/horsetail_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/lesser_celandine_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/lesser_celandine_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/lesser_celandine_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/lesser_celandine_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/lesser_celandine_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/lesser_celandine_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/lesser_celandine_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/lesser_celandine_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/orange_tip_butterfly_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/orange_tip_butterfly_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/orange_tip_butterfly_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/orange_tip_butterfly_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/orange_tip_butterfly_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/orange_tip_butterfly_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/orange_tip_butterfly_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/orange_tip_butterfly_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/oxeye_daisy_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/oxeye_daisy_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/oxeye_daisy_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/oxeye_daisy_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/oxeye_daisy_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/oxeye_daisy_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/oxeye_daisy_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/oxeye_daisy_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/peacock_butterfly_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/peacock_butterfly_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/peacock_butterfly_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/peacock_butterfly_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/peacock_butterfly_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/peacock_butterfly_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/peacock_butterfly_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/peacock_butterfly_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/red_admiral_butterfly_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/red_admiral_butterfly_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/red_admiral_butterfly_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_admiral_butterfly_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_admiral_butterfly_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_admiral_butterfly_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/red_admiral_butterfly_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_admiral_butterfly_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/red_campion_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/red_campion_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/red_campion_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_campion_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_campion_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_campion_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/red_campion_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_campion_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/red_clover_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/red_clover_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/red_clover_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_clover_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_clover_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_clover_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/red_clover_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_clover_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/red_dead_nettle_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/red_dead_nettle_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/red_dead_nettle_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_dead_nettle_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_dead_nettle_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_dead_nettle_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/red_dead_nettle_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/red_dead_nettle_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/reed_warbler_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/reed_warbler_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/reed_warbler_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/reed_warbler_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/reed_warbler_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/reed_warbler_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/reed_warbler_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/reed_warbler_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/rosebay_willowherb_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/rosebay_willowherb_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/rosebay_willowherb_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/rosebay_willowherb_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/rosebay_willowherb_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/rosebay_willowherb_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/rosebay_willowherb_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/rosebay_willowherb_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/snowdrop_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/snowdrop_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/snowdrop_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/snowdrop_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/snowdrop_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/snowdrop_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/snowdrop_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/snowdrop_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/swallow_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/swallow_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/swallow_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/swallow_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/swallow_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/swallow_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/swallow_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/swallow_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/swift_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/swift_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/swift_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/swift_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/swift_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/swift_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/swift_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/swift_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/teasel_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/teasel_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/teasel_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/teasel_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/teasel_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/teasel_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/teasel_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/teasel_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/white_campion_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/white_campion_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/white_campion_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/white_campion_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/white_campion_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/white_campion_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/white_campion_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/white_campion_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/white_clover_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/white_clover_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/white_clover_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/white_clover_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/white_clover_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/white_clover_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/white_clover_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/white_clover_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/whitethroat_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/whitethroat_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/whitethroat_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/whitethroat_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/whitethroat_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/whitethroat_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/whitethroat_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/whitethroat_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/winter_aconite_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/winter_aconite_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/winter_aconite_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/winter_aconite_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/winter_aconite_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/winter_aconite_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/winter_aconite_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/winter_aconite_synthesised.png
 create mode 100644 modelling/data/abingdon-all/seasonal/yellow_flag_iris_classification.json
 create mode 100644 modelling/data/abingdon-all/seasonal/yellow_flag_iris_consensus.json
 create mode 100644 modelling/data/abingdon-all/seasonal/yellow_flag_iris_observed.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/yellow_flag_iris_parameters.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/yellow_flag_iris_simulated.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/yellow_flag_iris_simulated.png
 create mode 100644 modelling/data/abingdon-all/seasonal/yellow_flag_iris_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/seasonal/yellow_flag_iris_synthesised.png
 create mode 100644 modelling/data/abingdon-all/winter/redwing_classification.json
 create mode 100644 modelling/data/abingdon-all/winter/redwing_consensus.json
 create mode 100644 modelling/data/abingdon-all/winter/redwing_observed.csv
 create mode 100644 modelling/data/abingdon-all/winter/redwing_parameters.csv
 create mode 100644 modelling/data/abingdon-all/winter/redwing_simulated.csv
 create mode 100644 modelling/data/abingdon-all/winter/redwing_simulated.png
 create mode 100644 modelling/data/abingdon-all/winter/redwing_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/winter/redwing_synthesised.png
 create mode 100644 modelling/data/abingdon-all/winter/snowberry_classification.json
 create mode 100644 modelling/data/abingdon-all/winter/snowberry_consensus.json
 create mode 100644 modelling/data/abingdon-all/winter/snowberry_observed.csv
 create mode 100644 modelling/data/abingdon-all/winter/snowberry_parameters.csv
 create mode 100644 modelling/data/abingdon-all/winter/snowberry_simulated.csv
 create mode 100644 modelling/data/abingdon-all/winter/snowberry_simulated.png
 create mode 100644 modelling/data/abingdon-all/winter/snowberry_synthesised.csv
 create mode 100644 modelling/data/abingdon-all/winter/snowberry_synthesised.png
 create mode 100644 modelling/data/abingdon-butterflies/analysis/activity_heatmap.png
 create mode 100644 modelling/data/abingdon-butterflies/analysis/calendar_activity.json
 create mode 100644 modelling/data/abingdon-butterflies/analysis/cluster_analysis.json
 create mode 100644 modelling/data/abingdon-butterflies/analysis/cluster_dendrogram.png
 create mode 100644 modelling/data/abingdon-butterflies/analysis/cluster_summary.txt
 create mode 100644 modelling/data/abingdon-butterflies/analysis/extracted_clusters.json
 create mode 100644 modelling/data/abingdon-butterflies/analysis/feature_matrix.json
 create mode 100644 modelling/data/abingdon-butterflies/analysis/species_similarity.json
 create mode 100644 modelling/data/abingdon-butterflies/analysis/species_similarity.txt
 create mode 100644 modelling/data/abingdon-butterflies/analysis/species_similarity_heatmap.png
 create mode 100644 modelling/data/abingdon-flowers/analysis/activity_heatmap.png
 create mode 100644 modelling/data/abingdon-flowers/analysis/calendar_activity.json
 create mode 100644 modelling/data/abingdon-flowers/analysis/extracted_clusters.json

diff --git a/modelling/data/abingdon-all/analysis/activity_heatmap.png b/modelling/data/abingdon-all/analysis/activity_heatmap.png
new file mode 100644
index 0000000000000000000000000000000000000000..66f8c750c0821120635b44ea0e1ed39dbd56e1dc
GIT binary patch
literal 209555
zcmc$`cUY5Y*FB1(jt-7(1XQXGmC$T}(nS#g=?T3kNN<AlZedgq5S1dm7$BjSfOH$6
zARs05qF_L}^bTj=aS-M^*ZZCK_xtDMx@HE3<jGU+d+)W^T6;fIl$Y8`%ScN@L$g!*
z>Sbjbnm;6HXtqAs{yY31-z`zq@E<`tNp(9FYa=_y8@7ftayRU5Sy<aynCc&LFtojG
zYHf9v=kzI_3tWdx?Cfsc7Ubo%{PhkVYg=R9<5wCq;3$9Gx~g%ThKBVm`e&2XXM0ha
zO*AypmoH+SB8EHvh|rl_7Wgq1nex}+z^nI<J$%S*_UOI*{g|2OZ9XlUm~%e$O=&pG
zAjKsD-werwTXOH=`|7eITE`AweyE=HsH1;cNO1Dn(-$9)oxR=P^=Wb0rRH``hwJEt
z((I0Bo~~lc9=GS+MA_gxe!kdKQZl!#{X(Otc2{xj7x9n#?*F#-i%irZy0xDbC$_|{
z{p|Jh#P+RgzdRSdcyjIMm~Vebz-9e>u`BFBH<tQ3>HPouS8%<#^7z2sd~KfaU7~Ye
z%30+<Ug&*%7E`0A$zzE3;KGZp6kx<=&hhcd&9}fccu6+6?QMpe6mwO0rp3Uf-7>GN
zCDWky-fq!{rVR;_*+$iII)x5(@lpZbI}07BhMIYEJ8Y}Ix96p^Jt5>>Cm(*moYfLt
z+drAMMRKTcti)G})%n=U@|b7EJ_X^uY@SOtZVLm6ryWN-Ou9?lXDsAu$s@V#JPuvX
z{U&vBk_NjE!kzPyq26_wPebXYtPfaSOoW%G8g>-Tj^uThe|m8?n{71Ob7lV3d|!BW
zbF+qV<lLC&YWw#1ttWR5IKRNi6;C&5;Yy+<luTv5Hpuei9}{#KKJf1EoxZ&RVxnz1
zrYb+i(ZkL-gdU;SUlTpPyydU&Z0_~tElF}pl?~y^th>TgM$4J<1n0gmoL!ssxj|^G
zNJYs#abiJHPkB1?-Y&rpf8bx@f0z($9jdtVK25q1X~?CXtKU2FZ|7Kb3huaAygbuB
z-WP6dG?r*QVwxDqU{L<}(c)NXY2cOJ@ZI8u)Rn=01n1i3xw_0LA;+2aN?$eTW?rX*
zZ&p^;)+Pm9?8<n6=lkhqJ+`spS>2<LL)klRtGM^?*K@Nm*nLk^hU{PeepSGAX1K*;
zaU`4HiNfD{^VwYIn8*Hhi)^_jD?5(?XO|IDbNP?2?|PHdOMC_z5{2++VM^-1SxsPu
zYmc*=?R2bQvMvhb<|Q>MpSJz>p~WCTg!t!0_A1^|H)fByucyr#lbnV#D`<r^y?Pwq
z{&C{dzPk(4>7J1|r#7p?5%g9O*O|v>YlYA5xD4N>yOo(6eaDXYBe09aA31%GeSise
z>~^0;3no>pu+1!)?{gB3OvCrO_}(~Q9^%|$zu2mC#O<03q!qVB`N*D`cIyDo)y3|e
z=O8T6&@cq~ppDAj^KQ3Tin^{dC5S0yS=S7oH{0cEj8kYMneVr3&-KHp>F~iPOJ5D8
z6&{JMZ8p=Y6<c*<z_b{K=ww-P7f;pKWf@j|ugA+;<hB~wOnf|1F*n|8E|SZklJH({
zWg;X+S=MYvOM(3mT8KH;-J(sfv{KGg&G$#Mjg_vhNaRh!!>G_(U1)B(@qi^xE6=Jm
zSJ3YJ9`}W*NAUrof>F+WFEsr)LaK1rC|z!o)#qUc8Kjb$D*c^b7zRIrRmtly8Qy)f
zLXqj&2?c-iwEW|L|9S8)CX0-VO?T6l)SI<$SD*j(<WkR@ZETO(FT|X&Xvr9E5po=j
zU~v@;fXlLSkhdzC?+ZO`P%e@8tfnsZ0c)7|?+yJb?4+sAgThX?9v?V;q_BHPtIepu
zfuO0?rq*WMHp^(9viAXtLyNw*k#dVsvyP)*kg6t!Cdn+QGyC4}J1g6=t6!Wwq1FH8
z-tM$l`x`QG?4&YIy~JGZ30;qQN{UQ<Ig>RrXG(^|42%4%y<n94OzVlXf<a;^zojNA
zdKEs_Q!mR~9mO`VNE*(nGHT8?sPJ!{zV<afG1^0r@g3XhT!jy1w6m}xzdx!_y<NIF
zuE6zh=e-kAPWnwo=}Y-RqmS%%dd|ILE8n_b`-w;Z<6D7lw`Y-yc4IGHGv&hhThF>r
zlhtZV_6LYAe3!@z9K}z#9`7`u)R%5GEfjH?`Y`%&N<@zPck5SQ|JGb(3Vi8$Vp*sz
zU9WWbptgtg@>HT&^~z2S?6h+!ZaPvX)s(mB$J-XO<kYM&gUP<??Aa=<CKL}O55dk9
zmu_+Hk8DV<YR!S=)x0<(<<I;=&yqyO%qVr{d^{fh?Sy=UdT;K+^ibaCk(UHXUxs<H
z<pG5qEbX0+-H~ITV=txV=GV(`l3%5|j^>{zeM`&9WhVqX-*YA0x`be(71XT21B=lu
zSv8f|X;k6QGFdCSXyMlmC$(d;I*c!woVknn{3$WR%IA!Ej@5k4*c7pwAD+1B;JUgh
zInyK374{v!_F*^Uxg^z!lJRmTwZcdR(fMPgD2&=M!9HJ*NUs=3jMmNc&`kT-pdhA`
zJf<jEt{}E-7u%0wocj0q7FeB=&yLGgrdiIL4=|Fa)f40+!@7;5-6!(3tzs)0@UkJ8
zJR8{Ujf0b>ZLoXyFSu(xALsqFjm_;;ZHou&&i<hW*gx50u9p5Hsk5Ii?dG-%pA@q;
zvxS^N9=woO#Z!25R>Lxy&9t-Ap*^+Sa`aWN|2)JXUc1K%!sC}c%IMWn9E1!F4d)?v
zWH(jlcF(pibrT@B^cOmg=~8CuXHmL6xl6MbGSl;il_Mjgu!5W*$mqjAX(5)0K4-<|
zKPq4_-(LE#hg)Pxr({)PlvGt2tc#~rA0Iq>JX!P^(bS?~AYmNBxDh#$sH{7{fuofs
zhq+7-2I2aymKrOBo#RM;^_+MVzZ_{-FWp)|Fq6SW!J|uQQ*ow*R~pE+uTE6)_QKQk
zQ`2>3Pf&=~?X~H08A@%n@qp;r+6~XlmpixR2$LSMa^n3yh4)fy?$3)I8{`BG$#`Y*
zb8MO64dt>YSj%J5^m6=dCh-<2)<xr2gy+9KYt8hWX*JGlw<;`yR2LN)Kzz9z62ObA
zmkGiL>v_yu{7D$RDp;eY=g#LU=EsfuAk%y-(pNdyp99w<Ju8)uH9U^nEn6XWyYJJm
zVCh_suLfVzlp{_Q4vijhwmqk(qq1bYoqzpoLQzjMM8`<np!1hI+p=mK%OD#@;pR9>
zx2Xh$t}HJach|LM8yhz#xm_b*ux)xow;=yi3?zIX7RL^os6jqL+~;5|s~5Ox>2{fD
zh1sS6kE!@!T>|d_EA#nV*Ht@Hw24=O%R5Ns&BLzYCA|cFg@qNIBlq!Zp-(zz2ee;~
zT@F(=jKapAaNl1~;u1TN*I_H0o9a4N>=;FBzSHpAhrmfJ56Xr^#f&O~<;QS>GPQ58
zK^!`Tc49A$Weai#I`GpDZKjC__{^{lrOjlN*XDWy($AM*1Gz-9Rp^OR7Si3MDQ&s2
z#7U9suf2vvW$5G0o<_Za$7w7)@!_b3VaB<psZN=SCsC1<+T|&CL0FVomDkA9v+@fi
z*tEZcqFxZpR48Lruz{i?OWRC7ERIAvc74Pw<7rh1L{;MUpppQUMEUBHMOd2RdrgOr
zF~AR`$?x$2Jc^RvYCTsbC6do_e?s|dNm-UV$nq?%;VO=gNVFOsEgb91Yti@hSzi6|
zKrF=}Tx@l|b`sW*9tn4`@6(HCxE7Q4TuVvABnUm}mG-lci+$YDnxBVMR#Z7{^eHrO
zWb)xr|D=g!$1dj+rBn5?Y8J_!t1I()-5#z{_9cs>g-Z~>LU2bo^u|IB{0TGXIrRdt
zf0)fvLTXos^j0;m7c0eIp@e7{z3{QGN{+x%h{<V{dUkb^e7eo6OZ{T=e*A4o`mUvm
zontZuM;dcX8?pwkQQAiu2`VcI;Z~KkkwT7l>`PY`hL-#Ux<bVuUlBW03wW#Yo{gqM
zgmb=QuS}m5CE}`@5<)D(s@387aS!W7USI-)(nI_ya4}lfi<zum#r6~iC+IkKlG<+D
zR&peMQaRYq>p3s$;90X8d2QBaep!u;KDGo<R7xdw-o>;C!5)v9;np1~Lgq~=OX$`O
z3uy*Txycw12n%Gin8(P;YGo^FaBg?8_XUSD-eGdd`M3Ms+?fQdv}cB$`d%0_ys`=!
zTZA{4=rb3)&ZaqZwy8?G%zb^p8KuXqmHTNGAXiG(L>+|5P(9ZX5@&8mRO^n#l8|nL
z0U`d?Nsdl|fo}f^`-W0>fCL^v?bl|jHO*7`YG=m?iBWKK&C`qd+l>YN+n8P5yRCyb
zCHSnngu{2U2%cLdtLar|>n>O|+I7N`@p}6gDmhLb<~V=aQ#NYq-X!GdK(QaMH)rRX
z4Lq2ginp`G&zMo#1y`3Q&9w!*6)~$$QJQziW!!lk%9*JEr!y<<E8Au9Z14M5H@PS=
z+kL)BzbGSizqxT2Ch|e$;pc-Anv>gNmBk5y9M_afM#Ie0UZf|VTbXE50|;OJ*3f&G
z1Z-BG9ltj^$Xp~5BitrF(zk0nv>HyL_*8s<E8xy9vu3%&emUvh-VJ8^N-m7#G+>&f
zxtUe8at1qKp-nzM?fs2Nt4gx!EYObx2$$G4f~QfVeTnNb(z&asrfnlxCdd&JdiUr~
zZXMr=Ub#1E5?f+1dGgGsu8WtPW^w)&NN<q8y0Vz8V}0XB3|%>a`Q)`(O*v)Rvc{&2
zCC$X9=X~zn4LOuxE!D*_Sy~=dE8j2)bzJ_^L=|U~bn`MGvUG>X9Kz>UOP#$7x-r{g
z>+RriHamBt{rQg5eAovIKQ-!_HS;_D_~NW9TN;qapxUhG>Ha4ZKbQHY;5PLUs8ci+
z6T@KjuYPPxW~TzOg~a0sRjMe6kb1@dA!o{m@REvTQ{$dKVDorYX|KE(cZ_6-(Q{P7
z2ip?3b@S1RB<Ci`);nKIO?e9IuACC0SMu3?Y1mlImu>0GHgbvQ=Zo7UC;Pe`lN6eh
zmtHZbF?!AyKWY1j54QH6f#p%g9-^&0WIEiEiOcnp9Sd6QWm^p;<!CZ{F1B}Lf>n0B
zg;<o|X0Kvi*1a;5NAIbJ9#)P_a_ZEJ%2}xe54*9h;<o7qK3VQJl{m5}mwRnhdo|v{
z>_o&Z2~xXk_jGoRAm?BeJUF$?h_-ONsvCMNjd7=>xdnz6I+OemWRAMs61wZcw<kW7
z!KizrK+S{%hk%c)uEUwHOX(-IZg|sUqUH&mUoG=Gb3eOl-+Hr^zBY3n&u}{^08boq
zwWS29sdBO1{&YICFU(xEu(Yu<N3?Bg)3k?ds&qps6M8J;$qS|V@I%Z={GrcqNe5@U
zJw0dcO&tvoe!A7ZZ?;;X`{tYIb9nI&5BDC8yYyh!j+BsG6|2(anJSMDx}kSAZ&T$8
zU=?wR9V&%&FplcCS2n#_Y!NCy@L3b?B@>mLt(nh*suxRJrDLB$Fy%$?h6Qle@IK!`
z*r>!7YbZ4I0Sl+vET8-P(r%G+{$eY0!(-lCE1x2~%2(2zrc<a6xG!rDmbTXI$D3`L
zqXk1vb1yzVJ5d3kiY2{t#l>N1pg?ukknn8BZTc!+0Cf_1YLDy3@iCh77Z}gn{Ge~0
zJYg@>Y<)x7q*tJHUe2K#e@df(pU?XY@o8Fh1)FCCw}5#Q*N!6YPhTIfu|i={nnkH#
zb+x!N%UK#cIy-pxM9^k$DQ26?l1^qec-IMtxJh%1kZb%G&Uh@%aUGa!(y}&eb}fH=
zaI&KcMI?TObi9|*rEM9?57Rq(e&;gh^nQ%$lHphN#ZPBMjB6q=6;Dele3K_8-By=p
z)5*qto>7TEwCr7Gh7UqmzTwv{d#BBI;DuPJT}n{27HPiZrLly|-vWKhxe$!i=B*L!
zq3HIrK>sW+H1b?7+GD|#A?&KyUt$odG`@UCP{z0uGGTOUKoQivAMYLy!Z%|cTvgtq
ze*?1`DtzPZeY57mnKtv@-JWxoW-i%TzWc2qK~C#SMIS^Qq2#}?tWB8Rm+(HUkZjV(
zxed-7%}`x?|1SF!mWEqYZDMa4$4S-jJ<0%|IfKoK5>JUj2)${j_aV-qE%c0`44o!X
z6^m=Rp>$7?S{bXG5%3J=LTny$HyD^X)xt4nP>DMQb;*&X$+tUrxor0kCyIkG8n}{j
zQhuKDsXnObeCXA*Gb>MBBmT%eMbOlY7Ip9YBeZc^Go@r<ur5_AFDZHI@jO(+EC|u2
za$3>%=%y`kMXbKi&{Li}F0xsLl-b6rqT^pYF}VaJh3jKRKC{?p>DrDq;o700gCTb_
zDPKG7c2;tZk#7QE^eZpvUYHrt8afR(nZ{2RQAsiP@rR^{m$ABjCvgX*Z~TqQ#<arG
z0w3a0!1`t=YL7RUuGqs}p}CSjLCfcR1jiAkw=h1R@oraDc}9{l>B;;(#l#3(8HO2|
zilAI~SoVf0&gw_Ki*f;(r&Km9T}-#-IHh`_NTq#7nqpKN73pUQ6)VAEIZSgT$h<DD
zO!!SYQF!jly-WZYyowjhZ(!7dIM}1%yM^hE8Pq7|5pS^rg-Y#1+N}3ABlcAGbZF@m
z*nQNr3{tx#vzW?!pIB5K);5d_mXNjIDM4-~opgkf&X}CeK%!hfJW7H1o~EB)bVS2l
zrnVewX{y92Os2GOiq&%F{gzraSyU2jGuhovB1p6V^JFr-n3`L=4+W6%>UL}Ruh-LH
z42xxE8G{WOr)EeN$K<&c^!RXQ(Xx|qn>CnmI8K>G0`uKAn+lffK}Eu}&O)rnR=4`y
zWQq#q$5ou=N?WdFI7=0P6Cs839L|d)dD(2Go)gca-vbM@2MX1m-zv^~mWAXLw}pBZ
zdoQc&hO<rWKkmInnUp-S2P-JhA8}j0DGTGx4CO&oWc<W!M_{>{oknFYx|2?7MVJe(
z7WnRyFnzeJ+GRwX!7@$Pb)|~7m*I&<1RXu+lkB*ad?^329Sk{c;kt+^Zp4niGWX2d
zQjDb;&E1&<?Mx)M6Ai0^HN^WNI!UP>PA}rqozD!(Gff`KY@T-3&DYVpB+|>!-<4K9
zON<@MD@(;9rjss;N}b3iH8Kw8l`dQIvlA9RW!H)_X<3qRL1L%6ArqX2v?w?>i@;ae
z#0%r7gNcz2ntnsg$K9UZ-GUMav**&dhB+R>m9Y7?&^9)Fu!%J7ANUNc3omItdFh=!
zMX>^QrAl%y+?zq7966Eh2<PszDS2Hkt(lEjZz48XobR%4R#|@eWP0KG=2wSj!gDn|
z*j_HWDCMdBInu-P>dRf9>(#r2hM$nWU+eDG&kw2E94~D~2-Os>Vaw6h9(Z8~EZfa0
zs1?UwZ{B?~RhVg^rD3vYsYKe6RiNeiy_5VwrM%P5*83Ni5r<9Z|MRjluzrLr>1W5e
zKgT6^!1-(UFUy6VI-Fep9ML<7i)nnd5~Amk|JmW%q}nm*O|b_47miaYmh(3HGxt`3
z%~Z~;f%0@;h_<aX$<nVpfK4yi9e@3D{?t8}!*>+}psEn&-egXDk)6%$$HnIbm9y6=
zmFInl6MXVyJ+t<{v<drBfX<OKTJ5f!TdgbGdvK)gO3y^sB7U<%-NR{ROS2OY7#0~X
zaroKrCSF&j&`Jq(+Nl&<F4jr0r6ygQddIesQN9Q3&g$weR?8$o8IvtAHg72BSuRu_
zoJHwW@jR7Fl+9>L)vBFz1YV(U-nG|HAWhu^NUoux(#De14gh}#xixc=Y?d1*QuzTS
z9>a-9kBlo15o`&JAC`um%cedhnhgk)Vr_^M{X_BGjd2mB_RTtZ<@ODy8!PzCEl_=3
zHUZod(ZW)li8D1v*>1EWzj8<|k}g;#wX)I@*cacT?#kIFKudcOK`SAqGGBlX_6KUS
zM|cbp=ECHbMTX;%*{dtFrApDwM<PQC?k6))bmei6mGOBJGL|P)t`a&Bw9!;MNvt(c
zP^RQ9D0bIQ{{7<~+tQ)rr#RO8sd8Fxr?gK_FYbg(Kgmp`aM@c>vT<G+t&6V^_8iNq
z;+f1TU;Oq=VKAq3g6-9_w)?b*a!KMX9Ld!xn^>v{Y}*q2;I$~Q%CE*s7R@@EfVb_1
zTSS<1{qp*b(sp0ll~Jgr;!+o~lD>xTViCmVBo{#bXK>XD;v55(O+R)h(Y~G}uYADN
zkFQDnn|m6mNmC<~AROWFZl?g()L9C5YaiR~{7svG$8vQ$v|G}1ml7vuOIO`9H{YCm
zaIb#+d3b4-=B3Um;1mqqAmAvOl&(yt_Y?Z;>!nX{H#s2AoOdQOadybIR&7>T;p^v0
zT!oJ$F(nVkY21=KAYb08v!n}R_*<n&eDFSu#0kYCHIRgz00Em9dn}xugZ%nV*zy@h
zElhf0c1&+?!PSdCn|BMJf*7xpJd!xwXKkK0NK976%FEE3bwMp|CgwSmnpX~KSgTjm
zs5*>Z&vV&6wOl3NU71oTPO)47z9QPE)N?vn&oDN8P}^<1Y#dlA?9%I%?C51K+F0Y-
zD6%Sv$mN~yF<+%u{`An+Mt{M<B%e~10~AQ!+9{SSHt+Y+S2=dttD%g-ms>8lIGo)-
zKiq>|mWd{~c}CbbX^aCNQZ4i-NDI2>1Pa2p--d>Pfu$#RDEk(CefOYQy|b@TMZs^u
zw!@|Z#}y65@Hj9p=e`$5XqqCpQ+EK#63(N=Q^k7EZ_mRymj!q(^*WEn&j&28ERLmT
z{?<8O!KT+wW0o&6+i@1?AY9$=d@Nd)oTK>uVF+jYycP3Zx)IsyOw6ht1Lor+W*g5R
zKX=@Lf7pAH9n(1zMWlkPjIFMum$TKX2&Jaxbrl@>q{4cNpv@QGA-P|NPL{XWPSWsM
zYHk~`+(COlYN&g8)G@OXlg#zmg8*y-{Rl}JA6X25=#HYSiwG`EIyM>ZJ@@C5^sFfZ
zkJ-`A-uwIHANEJNrnODizXB?6%BPewuL$D^YzU6oSnzM4cW>N@QDtoR-miOJ;lR!B
zpJQ7y8Qua;(9CqJxzLZ*(D@F3`jBQx>p`+?=MUb3*w>WYHZ%G+QHZ?SA&#Z*xw@$o
zD)<Y#M5aD(?UE%2Ve}U5Ry#pm*pV{3G+A2#>ln)Lamg9Sf(nmuUp=mwxd4%wmJ~ic
z=krED`}u|Fx|rUXu0IVzjmM<+*pz#CH%Jx&wIZRI{W_>pASYM)F$wTEz+<xz^=z*y
zvj=2tOyBqv%Xh+3OvIW<jCuC<3E*jkKUsxemAhVGk;TR4APs4UeuARDL1z`mbxn_=
zk0@jgueeUtNhR+*h3~)O()IF7Kk!tUuNMh-wZr)>vnYrl0eW58COt^j@~g7fD1?RN
zJOhQ=2CN}(^)oElsz1`v9}2<Zw%V7A=a$=_lx*g(Q`^3c#ZFOjnnd?nZZ!=zZCwMH
z`@jQc+p9Sit+ui4TtU>pW8zf3BLfLJgG#hp@Elw1l$~xy+Bbdt?P_(nKrLn~o-Mb3
z^`g*LdjAW3p_shpM1^QB^{1HQ_$Sf}7X`gv)aMFx+<M3LJW!KME=u?UBH9^~JCAW3
zBLT=Zj`f4ve7XtP5h{!4!vZWI@zk^5<fVx(ZGp)#COZ?K{kDa0MlP&gogeZam)+Cf
zuoMF#v&kTcEKt~5+!=Y<E6p9~0T|}yrUxJx+!QNMB%T^5p2)<Bme{ebK(Q+o`||Z=
z!5X?o8FGfQIu~wQ6L{0CUO8ND<>ng$B)UG#x4FJqkUuIQ6%}8Nmi`)m>e$Jm+)rn!
zZl)eoIdnv)0o0S5cVg*I$s7)XdRMe?8z?=UT-$@+?i-j(e)^Vez(aN@!Mp&9u!_Ot
zbXLd>HVjFK!_9In622Mq+unf{1>8FZHM0>aV|qAcibdvY=~SomqBig^*{?rCu@&j9
zUx`1BvkFwh-QvZ0$!_{Er6WWC8Z?{Io3rM$Q+U@E*vz$UeU?D=w$5^Hm3m72Er1jh
zbreJp+R2xL7Y3Z_v-=<+)YO<ar|D$7CyZIpKF5pK!kQ?2?NCpW?arIJCNnEdi^bo5
zS|de_3ra(hSy*cLXfL)bmEW>{P>c2nelnuOl@gmz_v6})Tss{Va?!cm99`Pzgt5M*
zuQiRMsaaF`bY0iTZ=TxeKrr_-oW11YfbZ`HNi7(6U8Y}XYjyp~&?VYA{HaF76b@eq
znOQ`DreDN;tlp7Zr{Ub+je>kS(Gs%#XLN?>w6FCaBC%hqZL>>jD3zM@)KexWd2gkc
zrFd+HrAPZyuXqI|@MLmYftieTql+dKITOZ__Nptu_3C_|(Q_HVyMfSZUOa+R)nH$R
zQdu=W72?sk?jq+&Gchey)nG9obtZ22*Hot$O;pmSL!4clv@q^@|7cz{Rg>&;ZS(Jc
zegKx7P~KYv5oiK%y~g)kq_iy|)YqGfN!Mf2vM#nSTR1A^pJE#c|MzTnws9?EMJ_0`
z#{GR$4GQT_+}vsulwsA4KRh`+UqCD>E_(qPHO(wf#H!=flB$*^E_vkTZN<m{v6b^;
zx4yjgwu)Cv2asz}(d1M_x==xZA~*Z9c}M~hI>ekOzIjItLGa|6I?oS!=WtXvFvt5{
z{P$DTq0G--`ts(Uxjnb4rYRniHx9XiB4j^^?KMW6>Jsd(z|L?=I^H!Utyd2_pkW8u
z)Ohx?<roF3{=Qns2uq+d?{DdfxNv&{1q8onYq*OJsr9$hmq=5>DFOY}P#uQpfiPw6
z&NY;hEx&@)$;rw1+={1A<YAER(>OPFdEP#)I<t9pSvA}q9+_9qKdR{5fP!b390Bt=
zNhv<d=OE(SR9~=@_Q{sgCsrOqVw>vxQC#~R(2)_i69hl(jT1N~7m!kWfJCk##<@Y{
z(~wNSzB!7cNYg)8#y!I-9mT~;2k{eazXeJekq!Rd&BhAP<5O;Sqq3|aSy37PqOpk!
z=b#yy<6*`Z+=j)Q$q{~&BmVW2=<$+xc)$sO2qi`5I?*JE7|ZpEr*QbGWiRYle*gsn
z$$ve??7@$xzUuL5b(T#Hueag<8(W6~onmCOO3+KJ`*9ZYf;2)w6QtH?+y#uaC+V1U
z^O??ef;Wy>qoOOqg=3Kk3a?*uU!19KbB8BrMYc)=rM;D3nLPsAX)^V_ZXC9-@kpmK
zd#K&mNM;4A&Ff9uF8eZY4_Yn}h;n9^f;AZv#uSM)!5D44`^%va%{07>8bM#v@+Ag0
za2}-S+*h!kvKGZ~h0^q2nt+u}(N`~EtDk8Y3KCOOBP?hZtRn3)r42{Ce$J-neW;+l
z*^JHrpym{SrW%yU#=9AqfrEi1dW2Lxvsg9Vd~RHjO!Mi;)k^MaMirM}{P-}i3#}Iv
zYTwv(zg*-MVN=GXO>xPM{HUKi&f-|$Pj=tkFx0H;YB}?#JZ?;xKFe;jp5JBa`(F5%
z>kRX?+K9%sj1qjmdcpn%cP9vxhO4?S$HW(S@VV{-LRr9<8PPW@vuE3J@8BkRUo+tH
zY{Fx#286<Dq+P~<_WwY<OjhOSL=~_2yN~#D*v(eR-Qx9ou*5x%TcIys%hDFW?=<2n
zDorgYM9^Fx$5%>H4krQ2vEw3wiJx!&^r}2hYUCdeDP1xw>n7k>(Ob{qewtMzzau$b
z8&>u>P?EU$6(nUG0EGw9T&>**%P`wFDs5$DN1vh#&=!rZ6_`1MehF>%+O%1}F-fV8
zh)Y)YT%I;Sy6szeP_hh*5K{;1>B_uk>a!|J56BKamv&uvZ@L9O81vDr>*oo_xFE&J
zILi5WII+IOeeu<|r?NR^=vrbvs_aG1nwahGOXC$bh{V9fBAFeLJ#GL?TU}X%93G3h
zFT9Vrc&`Tp$?CUMgU{#2b$iZh{ZL_N+s7<I{NZRVSYTG!vUeUla|}!}N@M-gVA!C_
z@+cpJn#LQ4%pkx`l!L5mfcTk&YwPYFh7(TDs&I?C?%QHPnAr>2O05H85UxZI6i8G=
zM|dm@)M118X5g%UzG51uzt<hj?e<vwy?q7Ld(FLf+l<03shb+3q+?IUWr97T3{@kK
z&(=Hyf=W0HLm#{L@$08w4$3YsOjji|#zD}u$pq-$<SLm2g5x<v<ybhwUGW2Mh%=1O
zTy=cqIfqId#I4gn6(YAy5hUTd*h>$NJIdjH*`2(~Zh<aRj`q8E3}ZbqLRfS`ZkQ`w
zT`YB$P?ScF3<b{xmE5JW{d(_%)N~KZ1+E*U=m<bUVE~~AS~$ZN^aULNm*0h?L3N`S
zhFKKsX(9(z=%8MM*O6%uV#|kHv$H7(Cbvy%=2{%2R+h#{>oGA46PTe%3V(6dxSTV+
z=qWcZ5WE_HocrenTpx$1d;*ni7S5ga&3>?Tg@Sfm&_lMOy6AYQ^vM`CB^?sJe5%bn
z9mkcP-xtQ0RtWp594OxBIw1f{g_?9-M@(d18p&wWUYs85F3o&^_62&$MnJN;QtGkH
z=z2hs+dHPfag0^g2OMN&Mvx6jyUgs<?U0=L`P*GZswPeSlz89*ENe_KVBZ18X3z{Q
z%O(I-vdH=QD6;beS#r*PBHfEOPh9o9bSd-0^vVr`-J6KbS&`Y7#xdqiEk|ii>SULi
z4(}BwO;|5Aw8omqiHv5Jv;Nj-@;;n9;;>JXjGqWi(i`1HZpxBkPNj!vOy&cc9iivu
zhgzJ{hZyGMqP!PPryk<tUwL%T36}VB>bpsLr$ZjQLU?iEwo#dFRWP@?b{;NSmA>k%
z(Wi$ASN0I!<3@E}NGNs|G)64lD}OT7w|YM2AxS$oQ;LQRPB?Y9?A6s(30faH58~>u
z{J193d$r(6Pp-vw38kW7^Wjb6I}1pu^V?KRt{HN2_5P-Kru1X>Esia?Ppgiuv=_Nk
zNZO~(It%Q}Cg4e%YdbcjXwX;5a+9atelE$R-Zc1Eqekm$g1)jvuLko-8!6eou+X|>
zKB38SD)_SO+i67OpqCfBG6kc$?}U7cP3Ir`j$^qT$GSwq7}w2rCzU~Rb10htV5!tw
zV7)Z9+}LCTVJ85tbIpk7<znuqW}!kDYEIV!7=K2K6%=IBP<51uP!#M@pV}Ogx+7s>
z>|b4|K@-0A^<M<g$TA^O8CC5TTe?LW86Pd0teFERKsM#gy=_t|$JV`oemCDg+#6U$
z$r^x7n`9fgPyYPj@LE`@fA3;pL~vMmOyR{Dc6q^pmlpYu0d1f>mr`jgS~nw#4{(;N
z+U*pH0`o%!c+Ji#93p7Dh<Ha}grG#;Z!WfZ+pfoOAOWj<O7I-S=YwF}@c~%Luc~cR
z<^+;U59}-d@!ksKp%s7@K0sMq-gt_>U!h2U40kHGayANBTMJ^qA*?N;U{l9N0r4HU
zV0)7vr-}ksl#3ZvvPvMf+;yTp19U&!f&p40vZM#xK%X!Y_M;sa(B6e|BVc*9TP#@~
zr(<56AR+n76*-u~ky|dCI@V|HnU|y-lq5-@3zASU)xTKgu)4P6Xt>U-KgoaFDASz{
zP<=&xdDVw-zV#6{y>^b}KY!TNZ_V2&UYrxlnX777#?Q(aOl1P8NBJKn&!%4&*C@*u
zrJwvk#iBR%Mt;{n-%0bI-~OV>=^X!hRQ?~n(A4p@BP5+o9XGMS{AX{d{W*ZKuOKS-
z<}}FrvaS4hPzQ+i1I4!04$9)@S{$+^q1Q><e3_APA43^~xB(N$lqc;0g_{l^{`pr(
z_|FoLU_}OD^;m#NCbyEX_CYTRmAyoNW!WN+<po0(;x0Z&8|si|hWZEBKKuOPgo9n#
z%a-y>@BX?^j7MG^k2I8&sjrNdEl5eFzPz3$B2VAXmwf^stDoE+;s?2i^O@zdC*;Dg
z8Nc?nc;;XCF}AQatT&vaG?smBd(oUU#YoWS!-nR{;nQ7RS>C}<#UOBKuR-ECot9*j
zKGW`<vT%6&p{7&_cxx|7g&&CcqrOf$uislm<NPBjAD)$8ZcwtA{bl)medJ%h-v94M
zj_%f#09KZ<qDlF(Zk2><1a<lJ0O0$grgwvXwqW$HwJ#5a4aA}YW<(pPWmV_9o+*gF
zkPBKz8nQ>w!(UGmG++#dCoxp$CaO2|$J$YnJlEf$Xsp>=*Mj|(nQ8uQM9wK+yL&M;
zwyWVj(wTk_{>HCAkbhg16ZzI|D9v>J-)SwF2@}8O9J==9wM{~k@nNI2dE@(){Sx8*
zbnQ+i>S+RNXZjxx|8pU%@B4pm<A1rKtC?Ka4oAavknH4>dPD(T1?5-VMR#c}YSWx_
z{=d69lInpc{2nF5w~UIdeVv!&@%4E9TzJDC4KWigQw>Z+%ip$mEiR#z-uTzexf+G?
zthzWr2s_SG?)OK~`>3|o6f?PQS1h&?iDdC<S7u>!-J)1*lnTG7TBYisKc&j2Gmj1{
zHp;IK-h(ub<rKS-1G!$aK-M6DhA80Z55JhM=)f=P*M1^ybdrtKpt62m|F=Qq|K^VA
zev6P|4E&FQavkg`P9S);_EJByzEi7yCG7uY)#jAPXA(9(hK;d*L->v~^^-FA3HGVq
z^=}(}1LIm=@Di-Tb1ZvG9t*J^-m7?ZJsA8it0-Svw9+SKzYfnt;0l}Ez5jU88$yK!
z&+IbxTGm(CKsS@N<D`Hd&_*0}CID8cJgd$)fL58{#F7H@MembKyB<LpZmtbl3&Au*
z{1GgR1&OSRC~B@B3xJ7wfgr6(*n9NK`-|IH=#WbWU`ZBF;o1(TAs*h2+s5WTrNpmi
zQ%2ugA+};;0jVF3954qAfc~e@(>7q4F9R>i0l@q^NI|fH0)=eoxb}D?IZ3gcSv5|Q
z0+0nER;2(K9)BRVba<xYcCATMN~`dgW!A^zHsA&<hq{Lqc_urcoU%du0q*76VZ0V_
zs<rLr%A+6&v;Y^dfBVItAyBkb>4_acxGKG_TiZ0^4Y5bCo7<tD!2~1J^LH1^KL-(y
z|3ImK&P&Wr=hJP7gExgkc~WL;9~A%VTMG8xH@hBx#gC}2Yo1DCboq4|pO2aPHGB2d
zL^1(?&&IieM2h{+Ob8K<FC%TQsb%dT*QJkaCwn2{0}RO3!Jbp`Y?4s+z`Ic<@(Nr#
z(Z+P`(M3WiUF$8A>zciM*JX<k&EIO<UlZ92PG-v_owavT^Xg_Nz)1!_zPvdN?g<ls
zwH?5SYaB4MxfXirMr`Uh2rH$bN0C((y}a1(9m0yZg15o|o=E`Y^D9u%_JDry2>5@q
z%)Dl>4Y;tZr6}=BpBV$n6ZmvR7Qoh_4<%GpA9QP^fxn;y?%~kw{XY*2Ii7w??BGWz
z>GVIxTpWknVCac#dp6)HA~*M~ov|0AiJ#i;1i5eqq2Y{6MIb4(cB30-0E)nLrs+Qi
z^LnZnTxG0sn!~q;5z?$=l3<vqyUQ>j+;MP1-1J1kz76P5<O<T-foaU7_Yil1Zp3nL
z+iw38(QaoJU0X74j4yVtmhgoC!V3)dnw;!2pujCd6&Lqza596gn}Iqsv_=-dV)wYK
z*tOX(WbLXXIc7`YQJ`FNSJD0!Q1Yr=VsI<QLGX(ypGKtA0dVi>IQ&YP*o)@EYoCt!
zMu2@X?^d$%3$ciER7rlDii_X-Uqu><PX?cE;LZoXC;S(Q)IQkP?VIg<oZz#3H=F-5
z`P!=nFM42(|JP9TXRz_H6h6oG9}(upu*qjV{ObuRF4zXvQcJ4X8~^d@*AWUpCT$ye
z?+NHOcn{ng8yHKBa*#HpWtIOODy0Z;&7Owd2A9?fa98!bd?xP$gv^!2nUQ#Ky|;QG
z+Vwn8pZXKuKGr?ocp~B)g}@Z|cx~SG5DNIL9ul303)on*22c@#93&vOky;jCfr+#i
zXsw3_p)Q?VfS_Ukajn(vtM~qLFggB(YMg|t>&Qa=8gI#*J`_5l8r#hV@FD*2lTeh)
zAi)VjR!^eXvT1G&5YhBdK;3qOJ?l#fK<gAWK5=b<;)VgqI32L7PCE>@fEir~8NjNW
z7D3uF02gim0P%EbU4`}go|G+-7nkfO@z@wvx`sHxd9rUDc%?G%!D^0oLCX;0w*tV4
zd3whsu(3JYlpi$anh*uOEh1FN(JI%iPI7;lk`xPWT-U5L4{nK(<vh}7Ex1fQ#>@6g
zsZiPApNpC6Z*1VeqZ3gdf_KAy0pf+CEN+ULM}k#`3am?)9Rg>cVXm<Q#T9X43$7Jf
zid4bE_l-|-9YbUsP<Ab_CFtnjlsOBbN9m;23UFBZV665nibme<N$8Owwb=*jIJACm
zBs2&Q3Gl6dx>18CBp~ZZczq~iJ+$UzI|Gvu59|>+Ee|?Z)VRdJR1U`hwfkr|(g?_D
zlOXt%LqO`&C?)Lu1zWw!ek=^78&B#MyMWiR8jPLL!=U};tZ&bUqXD1#qTOdSkjE64
zHd)xcY;|WkJZvz1Z9mg+9X>7>mh;&jx^Ps7Myew&WXJv1@K&@LSgRDXMo<>^LG!~y
zNqb<zjmU|}26X_;F~Z<GLneAj&~^-#=EiM+&R5GB5P~x{K%`W{)nA|zFaxC|+DDo)
zJ~h_u89UTJNwUVzBBGNE8TfYSlnQUBw)w=F0c(LIs7z?QDMz*0E3g%26S6FGTaSBy
zACtdz5BA7*(w2h`Q(1MEFM|C<{#5^bhLw*lJ>5ej7fKeg%gPI50EU_s4&D4Sdtx+)
zhMT*9-w9$VP(mC~p1!s5gClB-Y{z20wAtON=g`eg;G5YF=0Ua9-eE<%2^FJrGkZ?%
zB^<%#2XpU_YBnJgas1Jz4aP?^8<lx+_g$dwC%SneEC9BrGGM&vkuBq#q#-ayYcCTM
zlnmSI$>+FzfG<<yss(R$>`-kOA7?n~`SKN>0V((hf2Uo;D_EgfPgKmjXAu>@DA!v8
z<ZB!>;MgGdO;EZnaKa`&&rR0?PE3vR{(>Vzj|FO-3LHilAu}fDS>}Pjrk~G0GODaq
z)RtQpE+$Sw*#Lax`rh=a4^c}{c!+F;U89mz8JHJYm@IRYkeYECdR&|!NW>A8s5CG2
z{27#p+sQ!6SvUg$$Cm~YPNUBuEa>6;O~rN#{}6WrCZ%=abOrNSh3&*Fz+@+Oo&Vxx
zF%Oz$!0J-s0Evx$!@A6XY-l`*bYU>ttBklH)un6#ZX4<9q7y6`&R`_UGB%I2=UE3W
zT42`eqoizY9=+!(m)i7wxwD*!GtY^qaK^xM(^r9BK7V8+9wGyM6`yzNQ`o8e#06~?
zsvG0yGw{6uB6*T}3DA&4ZDa7v*Z_BFSOwn_0Bgx8a0b!1ko5o_!X*-wzkmTJjCMW9
ztN*#YI2!-~@r+gpyc1!+9Vxc~{o!)*K<QNn@=8BymJJNLYs>-fk9lzC@<XfRGj5~+
zQXLu>f<2dq^r*af6<Q`p^pG13<1c1ZUt24Ug+GCjzVLosryEV9Rv@_{lv`m92IQ1M
zm4!tFV-PE?l@2_d4e;>16EiCG1caY#z>81@ohtO<mbn_t;Qu{s@;L@j$0fiLCqTzq
zItn%*pOgjc1fbc|m6c(-?#DJ<<Td2F?tr!$r2D)FQ`U>Ev3(&Dil{vz$Gq7pbH)bR
z1m5>Ydq#Pul|be=51zX$Qx7mTJrrB|y1P|9EG}XH@*3*)a>+sa7S5Hqbcw>7{aMA#
zFa&eKGN<m!IAjVAT`;bECnq=STZ@sZnMB>3gh4b!(Dw>>JhK#WfZ6n04MY4O<CTMJ
zaQ`aUagYhaB&%6<JtHN>10Q~Y8qziCKqq|&#eK59$`=kftlWCYaWR!u4dzVSN5E+|
z^!zuaE)*&MC-wc2e&PCu{~d3TKbD9n*Z&0{Y^=j5w(}PMC)h=U3ab&8`(J7?@*8-#
zRL3{E<>OF{P^%bZB8HWHv@Oq?4KcdIK#AEvpQR*Ne22z}YcYrJ#m^=B4`4h6nY;z|
z9MO$;Yupt-#vnO}VOFq<cV@oZCDgcH4T<vsdQNhk9nGxfZ@&yxK{k?l%Ry-|fY1U@
z*zr9wq66de2!s^w9r7SgxY&16H7>M0PO)7~61=)82`E;zMO1{aKvSF}m{iUqNDO+F
z5yRuPwWnTh0tGCz9&CD^g={=_kzkTJ+N5saXE6^M{^aYVwG9_Du=hU3%VDI=a1taB
z2L1J_=i7D(z6_+KgQ|eHaE26W@x62HCWt>n<Z;F^1lmyuw1JZJeKd6Mgq}5)pIHF$
zw7uohS}kd^C;tP2`nltuGf)Kqmiiv3QVBE5XxC;!Cg+`Spf)uwLPwzHH_Nrlc>NTV
zf;*`YCTzfSA_ck#!_XvDQt7j&*G`1`mMG{BW<@R2hE#n4?u!6bjfMTE4{W6G4xU$s
zAmN8BwEe0Fl|E9FFyemLw?hkWo^`YwMR{uyqPS82&Ve&GuMUF&kDAv2pB7zhk34nb
zt%O!DC^nv%6~8Dz+21ZE{qBHDSSU}!aSsHcbTB|Y)W}fW6g>tR@1Fk}UqBPQ1u~;o
z!Xex}8EB&ocY@C`x}INq7}LBVzS<f#axT4m+;<hXW`JO+#^nh_tar<=WpIuI{_+Ev
z)2MLaUw=XDmfRbt>~%AXK#Arb{1sOjCDMjb!HE_vk0T4}(lx4y(C8I>_h5Gbw1$dl
z=>jKf09iJrif8TKdSQTU*k&AIa|Ic2GhtnqGiX`tO-{|#Y+4va{oGI-v0D|5mpeg#
z&9>J9HXe4C^Eqgb;wk)9kP#07WdUwXXAlbLTd|QK(3Jt)VFA0Aj*jCR8>sl)_E%{5
zLxTJU`uz`}$g4U%0NdgbYA{8v3gn@W1FJ|T#NP^#4F7^++!0cH!b%$B+HE|w8+Hn;
zb-t_tz}U%EMr(iY5?mJoV@4}&yA`Oc^F54tOZD1fr8)PnxeEUZMwJM+QRzb4UvK}<
zbRimf@ZWQ!_Q3_8DLyI30&1M(WCJ@r*3Oy6SN>NV2R?EgEsK9N|3|S#Z@vD<lPY&H
z`e%r=mRU~^F`8h5@mD^y&Us<Yq3iYWjdy>SfsRgBwyq`vE)AmZzuf7*GT(25Y6A#S
z24E$9jOG_W_X=ZKIb}@~qapHvXWIl++HaHdDVRoH@ZzP&Gy*HJf49h#BHfPlv>Ky{
z)cao4$pE&=3P`UZTjP+e6ZVMK5_BOxMhQ$F424d>Sj3<HS9O@Btt8(V;Ljpdo^j({
z52(M7A^VCVQHw>;?t_F9g5ura<;?^Ev;qxK0BPtk#IY-}>xZEs<-Yly={>k0pW_}C
zKp|lOq4u#h&wf}%e$a_nh6pf_+Wb)XLUq|my7jZa9!LVU&I9O+3ecF?dMg5Ii4xO;
zWX|Nj_$=FUkn@SE%7af?0GY^<qvPBLP%+3A!ddg^tvaI6!1v?#OkR*fRsDu{iUjtl
zgc9nWKwAs-ahykepii)u_WXj2Gz{%%Vg;H$!Qiz3ni?aJBGL?AX7FIB`WWO9u0_;&
zV}t5dD0$d`lX|?cfoJA=N_P`^Td7qdIDy~8bOa{kr=8JVSVZ><`q@vyF3LI};$jE;
zn8^m2A;%K=T~M<|V_x5MiR9Ws42x>?No$b-7GEtLJwIfhg>eCV<G>oBES4>!APv<|
zc1#0|CSZVx4BB6^p~2A~;)I~8hGEcoFckCzO0g2U-)wj|d<TUbEKoQ?x+3c5pV6ch
z=Yy6c)Mk5r>Bl<*<dMwE@;>qP_uZ@!TVtU*qnno7xWbWm|IIevXHWq}CT8#`X>3h`
zhEpX73&+Dltdm9mkl?<UR_vsi6TpCKq}OdVe@I$T<g=L&S?<SgIRIpN8`tWxr{bNs
zbBQafo6j|dED7~SUh@gI+C*1uU1|y9_;ktATd18Vr4g+ym%Pj<QgRLsCk5xzmpyV?
z)<TKOTck*eEz|{M4JrURQ4IwaK1kIk@Tk<4jZc<nkDl13ZOnUM9X~8UO0@;d45{0*
z4*0#ySOCE)(N;39D;Cd7wA0R?7)%3)Gu5SmW`YdWK4udu>ACG4w}C%OwdpOF<O%VG
zl3U8s9aup6XimCyR^i_=S}<poAvHUnV}}-~sy<lP94(^j{tTKy@=k${C)J1vJGt>F
zv`7;sGTVMQT$gLvp7b$ABfAHZpf5D2Nx_#x9ulRMTn}DJKVSzK9!>y+I<Bed0e%?+
zrK#c8v#1N=a_shBA|<dwSwBG{2R-T%VYrVGfDs_WV}OL4)c0ai8=yA-4nsH46pc&}
zgn4rAV%^sxJ53)@avB<~vyZY6zYRVNmNJ<Qr_lr({yENd5DEjjv+G-ZkZY?UCQpU)
z_cHz{Wj_7)4^M6tJiLZP{xhHNn16)pWBl2!Bc@QTOUk~vaJvr}_MT8rt)0^AUkb3i
z^lJKkruDBoghHOAOL5D;F1%xw`XuNI8)SvI<18W%uH|AHh8G)DkW{dQ;KhF(9))f^
zhuY0&JG9u~-Y}q^88pm6>65nA+V+jn1Z;&uFoIF~K<oG*?h0|)C;2xd71HlJ8R?+Q
zMZ>oUVL#}u%Tb4-+aSA|-xusStG?j2y?lB-NX0~H_R@D>?i2x+0J6-NgU9;-)nfZl
zrUA9BR50JZmI7s0=46dfg`7YqT|=TmKzYx40_7Wo;KAU+c-H6|u)jh!F!Q7gH6m|~
zgBp1ss<D{?Ce^__2q>&K_W)#6`xGf8K)d1YCXs+qDCbCw_$$45MiX%{s4z6f#VVg1
zg!1?i{Br@}KeT9;diIw-lvpQ=Vn%KAdm>B}QSnFR8^NkXW%HnS&39%5tk6l|c0b3H
z|Ly6?=Y3n-QPUUom2tU}V!MXrsfiK<*b60K+Pdq1Q8MXwTVSsZ_rG#;0dUG_rndI6
z&n5`20|j6_48b@POq%b(+spzxk8|!k_P!YnkU+{2(7Up8ohy%fZXd^)^;B4}moEi5
ztq|nm+A<B~mr*)C*y$rU*%;A$kEL%X#2&%55sgu9i(Vc!MuGtv33M$=IKRa4*JASP
zL00^?3Q%E~Ukf{D8ubHu03!9F+q&khLbz3d>6?n<+i|rk&<<J-%Y+FLv#8QQyy8OF
zn$SQ)_X%u;OsH9iA5A=(ydMn(|2||jWbkN118Ov~jr<%80rS_vppIVfz*YzIqHF_R
z4|l6y@-VFxA~Cgj)b@JF+(^85?{~wmiKt$ImN+dsHOW0h)}7G3jw)`1%2A;FwP3{?
zl!5^=^Z3YQ`X%0{OwPAB_4;N1Xh40oP<gx2F<ne@LGwV$ATTijyw!$M+>?-Ay|%H%
z;{_)_oizaH5kOYeN=-_?584Sb-suD3+By-vGL;BKrHZ=+8nQrrF?K@xE+gzdB5Q<G
z&m&|Stw8D(47gEmOnkKOMAO{LOX+8W_MU5>@I4yxi-89jOay2a8z9cE05{nS_HSQp
z5zl+z^wLdlUqh8%?1AvcPv8#nn8}Wo6pao*uDCkz@GlgeSv#zvI3(FmeS|%q;f@!+
z9`ZF<vE(}j&==;|tn5M55_npVqA+8!9e|R$iFpwW*%0_pvbGG&IMsrysBArlLvOiX
zRo|rJWlm3bn?^@RQrLD0?gTn7K}2y-e0d5^!oy(N84DAKc4q0Uok5ZXIH`T7Tr&6G
z*SrRmM6G5ozFrS)a3Jsv@7S+^H1m&`g7~~DAWO~fZB1PJ_;nkEAJ#q(d`D#;nlm*F
z9=RPltB$3MI%N~Eta*QdS1t|ZZ8`cwm(_qjxVQmCkQv21-1zlO@j+<CDKUZer$Z&?
zY@tUxZcim`RtWoNs5;S5rt^{Dx1t{kV7`#mGYyV(yi&!kwG$!*W$~a<QV{vFo1zbb
z>QmNFE4hv}2D#K`K!^ox1kV*+yMOAo@4IzKJcx6qA*Q6<8s7l_VszzTxJx)Nl03AM
z>!J~$!Yau$E;T!YxQzZu@Ui=$lC=gF?eG|4w;^j1H$?)M-}<YF!lNt0<rWMzB-S3;
zmIypz`oC~$)aQn{BHc(><wE|jcQ*cQkjq|<GgltWNKwi*&=d*-KcLC-1<p|r=8?oh
zq#%3n{5z+D161<xhWpF+d+bx-zsvvMsT6qiXVry}a{fmlLCK;Pn=<4lhcCs^t*1B|
zKI)?ygBe&kW@KWyJ;bMjFp8=s*cD95-pZ;OB5SLYhP@yBsXl0^7V1L@1zW8|vjV6+
zHG*|e)S!uAaf<7BDJhyx=CpicE1(Wmn7IdouL6MjdneJX2gp(%=!wT@AOdhIjNTiP
z4;iH$0FP*ZS$r<EFg@_8W$@XUX#q(YPJ&`6Wr<)vRd-N2`78d=h?CIRlxmQZ8A!O2
zQE-RGZ#=2OED*RFH6XZV%|ohH8>)StUI=|*k{j?24OtV6%GvYi+(`C_=$?dY-H3>2
z$Zfz&9F4B6KnxKYw8HfX=+)rV@G6QvP`m#lpRLNq(KWn0t6Pl1B^pQsQZWi}$Q20Y
z(TvwF10>L%c&M#8RA+VtYX0}GFS_o!78hw`<iWL>O{;(qm>W>jr`_g$SRj9w-AEgs
zmT~<{X=LiPxUe-L7ziRX@(j5UwlXDdFf{lzL9Ky?p6K7($^YT5yy*gr>dI=ae;!<=
zHwF|pazSh5Jy|CX*NbwM9^{{Qf?Bi}3OvUSxOvnm3n2Dn%?jEN(xFKK!_d8f9FqK%
zbL$Hs#$Q?TWhpej*gzO4yZ^_&tl(RyFc^ltaoX<tXA?-Z#gV<>TR3k84Wp>?X?mIl
z^f`hUb8mKgJn??AOZdm@6h56x2cfr)pMC>sOS%V=B$eVvModoKaNxhFu5>#H=ti3e
zAUTl-gcTwM`Oy4|IpCQyU%OJx=RjhQL-(Z!k~va>bX1Q1ifZDWLCe;d<693XnC;Gk
z2@&sMZd4ZLTIqbXwLUP}A6H6%N`hYUw1<$cInkU#E;=$$hh=TGP~pHk34A(dpd4=j
z(lU#v0>hxHh>CvD0kT7a?;l4!3UC>rfA3@p_KpID4ob?C$>mrp=rpBP&Oix<ddJp4
zIf05a26Hh4+8FN2aL*zdtp%1^pR;GYAAjXrCBzp2<W75&ZrmnCR1ESLftdQriW+Cv
zpTYIh=+Q#c`XdW810Wpq!cmx$6o4iN=)z)u1>m$7nxXs|xHY-zJ&@lG%|ppuf`s95
zXAjm8xRV`*eD~2{Jk-93m`>y*KvNsNJ&yZ9)VQFuy-fAVpZ|nzFJ){nXANN!UR*IB
zJpC^R8<bTUP}|H;&-jPHqx+r3&;TEPG_a%>&95l`0eD0baqWkikkcD?UnVHV>@2;{
z`T_<y6QA%B4Apgc*4<{!?Lb~|1|w$z3K!<Z0Z?AS6CMw+a0Wv}9UyPm4uLQsF5aR9
za2>X&YY(EVkc%RF9&8;fu;!dl-?#Z>2u2h+_r_6c+wEGB{b=ry0Ys8a)USlg+5m37
z*t-BtFcipx&xgS@oY1LLpRAV7*j|?kZkio#3AxaByn6FZ+)ZRh2d(=Ig6yy0US-p&
zNW&I3fVE%QHoEh`sY8QW#H&FPim93;A85yWFF2I44>1r7_rppVRRwDif)rkv>(xkp
zjpoU1jB<@St*dRl^zET5iJq$~J9ONY+Fs#r)x%~qqmMy_lqw$;XoH>deH?17!vuqs
zg$XHZMX>O9VExd9qh6@~AHjs46Uc|0qyXG+X;!5ImEX8aMBG6yH17nUA%&=~?mf6R
z_Mi$=V$XfeyUc=Ld%icN${Ot6OyhO@h}hRU<ZK%nTIO+dIH}3jwQPh0P4eR7vDIe0
zVoK#M)+VUZ2T5A3P_xsw*4CX$caPlTqmcb5`f^9cZ5Utq*AJ@Zn&@D&LxuJJ0?;QQ
z=@BT}`B)u}tr@646j=*;wu#MMR6RTh?h)4|IAMRF8Vx70cQB-^WM1Ua<nM+(g3*<I
zlVnQ}(E|{JS<wZKvIljx{0XoX*p&?q<0M|Bg%at>ArlVvl+*!+<D?*2=-tS?x+wjX
zP`Stq0SCo8`Zw{Ym(d@Z`@aL8LYP;BoYcM4CxBGu>V2w2U%FfwRo(g3)!j6jc~&9{
zCsV-JJ?VBFmnMVSk2e<TNrfFnso#Ah@XU(H8t>g1m&Ck92EN<~+2YAh863qZxLAyu
z9wx7hLF+wgoj~4%9++$tfEeE712{J2vSh5K8EiZHbkG59>8k)R`obGZD`Q%|eS8+L
z=rc0&3%$m{vn=$XwB;0XrVnGo`CZ5(Cvcu^*YE8l>No;UPEtqJe|*Ul%BTT|z93;Y
znSnU_AsB`o=D#+EfS^<NSH^}+dVMcmMh>h8pMt4EK>^e&soN#&$GY4DXH=Y*y>U5%
zx~83|QX8xSVoTfbl^LS>piV}O`N-{-=ClkW)%;<%37A)dxuo=87zxl=gvw@3)bKe^
zwZFH&nlA=IjJ^uQ*`^~S2GCneP+tM(o0;}(q0E>74AmNxC7uiVO#y1Te&KXB7*W^i
zp}bglu7=J<rvE17@yB2mIiiJ}8yojh#(`Xzz-AFe6cK?!m7IpS4Ik8)?glz62>enI
zOS32lcHDV6SOi`bda793XuM}I=H4zJIsVpTUC`v?)4Vt}un)C61KrNG<1YU86A3-a
zos_dR=Z_{c;x<5(i~|S^`A{JECRExZ9~<)P<#qs_(gIdF24^ueoQ|J5V-WFk4#h&8
zI19{fQ}P1{&(K(Kv<Egv001%js99vCqPqQ&83$Y(>^npePlb5X^V5wg@lQ4;0Wdg-
znQso!25I3mEb^^Q7huPrWtDESFGNBz2!N^qwQB)jL7J@?nmYuuYYXC7bZ9SEkNwSL
z^&vM1S;FdoN4%@kfS@s|K&kBqXke4J(^qdK`$%q}dlkhvp6f?2s?#oWfww@z{1u|1
zc5D%WmK`))_I%I7qdnk){M0lALJ}fh!K2g2I0mp1d@j>?y4N!FNy?lBInmfV17B9X
zlY(JR-2qT%&q;3d4l5E-)AK8cRlVRb`hekEp2;iKxgJS(w*ayu8c^(89IdxJs78(O
zsETx&tQP16>khoBCQ_&ZhB>kTGwO0qa$TqtXF-5w9Dqdy%tEQ+nrZ|W9cr6uV&&Ny
z@{eAu7FlaU<e!G*S$=05>w)ByEEz!37^<TNR`t@TW2rB~2?%E#cjaEE@z$`FSFZ+S
zo?fsV)h0-uh8cw)z=5JGwly-$wuNwf{cQdh%8Rf=C(yo}vtayl%sO`a&$e4&SRQ6+
zkNZ73erdgyLdLmYM8bQRhu3w;_y*)E%!k%>#{`@+vd2Mf{{ba1+vyJZQ<m1$<i7!e
zACIn;B5dIQkl%<L<&Cm4;)Kv}Q!eP@$^>_n6gd6kQP<}p;?ifj0NOA>`QZ=E31u*%
zfd#bulPxd)bpk5_NL5h?MA<(%^)FI`yigfR*{I$}v&RtkxwT0M#^&{c#lV0WTo9<b
zFNf65h88KEPt`B65IcmL4$%Zt=szt4R*Vy-7YCUGBGra|KV(-JK5Lr4A?$gX`2ja>
zo3D);9+k9U5Lq=wS_h(((#Z`zYe&O>q%#gBRQB_a0ZdO7Yk*zjEULAA!y_e!K|dCM
z^r;&XjjHnnkgR+*Fkv)Am|mD};Q>UMq-9WgA*up5lqtxpcR4NP!|}-R!7?O2LzTq}
zW691BCdFegmvQVkFQk3;!m4}->IwudYdV?9yCbH51o5a_q6{_;VTf<eX|39h5k+G?
zZ9rmrkLI<2!K0hnhWJ(q8Vr45lNisxK(ZfdlY9jzq8AoPjc8suqxsEf?hP7Ej3&q@
z{y?#p1A=9S(Yg{0b_L(#e2LluIDZ-HK7}VA57h|@!_(hTbE)b=vLN8P)bw?u?M3^6
zdUljLU%?1rG*8$M`e;)tr%@fkCG{);X&!cux9*UDOrX)~2IFn~Vdll*;B$meYJei4
zV{h%k{NlNgUmIuw_B5#4QPE)`gNsFTqvv4TWzV9K%}_8|K`BM5D_6@n)OgT1B5-<h
z5&TbDlI+@XVm75@yrpf$UaO=f#e)cDGzk;u=*)gOSH<@!W%wu-yG;9lLCMJQSMQ7Z
z+voII#}v5f+ns`G5EF>*4UEmnV*Wfe(9jF^#i&H~E---`z)sTOEQTg~Zs&_haGOt1
zuOBKZeUv=et08tqv9zPfcD|u9p2#bN1fmM$yKHHXgb77{W6+mxnwj@&g_G=o!YN03
zAP~a4`<$1-u@ZV>yFJ<w;F8*hns<@e3hf&8I9qEe7JDq3(}WyJWsqw0r6+-9K(lCB
zQL7+~>=A_Y8ab@KZ5Q+Z!`qucW4*WUquT8zL!+TIXi{b=G?^j|B(snqL})IAgbEc&
zgQ27hWmcqAq_hcT&QOL*NTMW>lIdLcv-k5n_V0i8I={2dTIXHsefPWf7M}0-^SOuX
zy6)?qNxEOuU+|_Od)}66II_7bvw*pTFVrI;uqujA4=!)JK_1ZAVpMZW0CP0)`v|d~
zzpAM5RI!j;4Tn@3(<P<~@XIm&)9xT-nnCdeL0<8C6<@Oa-uh>t|F4>VA#EDPUa}Ey
zCIbg4*Fzwtcdg7tBi>M(#|&cjGi?DRC)}k8PcW3>lJPMri90G#93`9Qz&VTfbGvnk
z!8c5rO<QiEE5A^D%<FLMNe@VV(i7z?+w>ZrTKA$6Cw;4c>oK$xCTCJf_GhvRC4%lj
z=uPcf|Kg{XmcL$5+mJQqCRhX?+Ph!2ig`Ps&EK^y-nR~(CoKpyMTb^snoSi;G@G29
zRcRa>mo(KNQ_4K+87|&5!gP&zI^ch9`eD8Sx{D60VCKn7bDejr_hriYm(W#gPo8Q(
zEr%)J7_k@gtAY5;(9(s34>o3^JU?;e$ZeRH%;RmQaQ*WQqCEL*#Iq1J&xGTU$Xi0$
z?>KY?uiUN&_REFS1$<ymxJlNKWHz98_Q$gK8mJ^fLl!W{kzsq^4|sGo0~M09YF){!
zFFAt4$v^yR4z6{^a0#TM;#rA&kmZe`9+9s&X&n<o(!BX*<f2HvY@)fo^my)>QxURm
z!{o;FmNJpIxaaB3>!`&LUNcb+ttA8ZCyS&x`1A+yz6;QLeKgqx(^r$#w{Vr!MM+lA
zKqT&GBR(1~{=j@>QM_~DDrA!2fLA30_Q?1Cvj&VuHX~@A`&fFl5S3Nthw;%g!~oUT
zHky(nFs?8*%pyECAN=~7a(5KlwosZ$tvT{_PNPSU7Viy08yHeSM!xz2dpMH>@zsd9
zoU7I_e{#Yj9{Jk&)Z82TlIN^71g>Y0UT!rHVU$vA9~?<Yq8iHO4pQXq`)Y!((eNH(
zL}$^3q=}Pg4cV$uiAe#PWOsSrvlhf_OR)ad7aF#>m*xy3ggfw&v1!I_Db3wV6afKC
zP=RXN7WN{pGweY3tga(@VgNH5fFh}X$!8*+wV^%a{?0Wh{?g0#C4PE|<99);^-3g0
zv(4P3KH-m-rYmcHXhm23K>UPC;?G7L49d&5U4}v>x7&@m;dE#ocwG@A8b~q2%mImp
z3Q@d<3cn}93bx@c>J!E0ZcLg7g=%uaJSpbGkx1ut&w_}w85*9mV8C~J#hYojif+#L
zK`H-a6)Nx>6`V%X9DjXlGMSx8F#$m!a@;k3J1XE|Y9dB=Ut~jKtYycsRVZRz5#Q3^
zSCN8@Vj28S6}dLh0RN+>%%7>#f!`@u3)UQlq3xS}&yy$eC+x6bm^_?%SfGc1Pu?BE
zf9cgF*ZV|WtX{F~3UV^<4M2cvt}?$(cy<aV1K>O}yL|dhngs?yp?)d*4M_fykFdzH
zK#Iqe+Jj%Zcl>Mt<{#7fjn5-yc+#|5rwY#{v@{H5`sjbZlFW_Xz)4942JbYA+43!K
zN)RaCWuedgbx4>g?}ZPE3yU&hR}ZK)`Pzrf@18K>?<j|qvH>kVrh(=`D`F|}ZJ3S~
zYM+g7oT{`K8g+6}tKE4?i_tv@FP|v)cdbd&imx1p5XbYe7a`Q}q9B|dP6n|gQpOeZ
z1`ORhXjFQCqv!RX3@-$58s}S2R0hA(?g7R6Y}&>-)2Ia%mYNtcS;99Q$~(SA8_pWr
zYi0*e9{|=wf>=^h@;hE;{_amb%-`yL-9>ureshT0Oui+epz20S-jx}N6k0&bEr^ET
zTp)RHT>|q~&HY7b0zi)TD}l5(u;UF0DHOzoqV9Db8i+4{##Nfog^KoLj)**Mem*39
zMsLfdGS?s0fJ*B;sAzcq7@hsf;$IY9Oq4|G>~937=jd<!gqVL$)xjc7QT-WGU6}A=
zz3E@ht^N8u&S_zh_=XV8r3+T0QKI`O`e7<Fw0UbVTnLoBwr3N0poAMMF|vXThTk>d
zbBMn(X%<rzZjX`%ap{VrZS&N7OkHE^(3s+QhR-L?q%_G!RVTBa{AF#oxLsiIda{Sn
zA?@tJ>yak}*X`YBoL+epIqnh{_@aw=1Z738Vmv6>6|dd~vlrb+y0%N_UkgSQlPgGL
zK5y@Ss$aTkx&!&#Lbn~)?mWXkbvWo5`rS*VYf%VkI!#S7d*sq-jpE<2WC8OJ>j<$#
z6*06{gl2He@X{Eu2=-bGr2)+qnQVM$FxA16hR4)TJD%AccmxcxZ53ftLst;ej67KU
zjz~5vaulwTWiN4Q48Zh2H86Xd#Mn@O96PV$<%EFMWkXx6X`!A#&9tU>><rz8S4T*}
zmfuF`+IXQw%-?cZDy)DR;v`Hhm58au%DW-Q9PNUp)O<cy@E>}uH8GrZlDBoY(*^;?
zf6{zJ#CPsbHx;|z9h^pzD6|5z3DfsLczy{x>{XwlPNtu)9vtp3_bOOkEHMKPQG2K}
z95>rWcLKwae9yZW^?-tTtT|O#2UIwk@{%Q}%dctq8dYaL05TwYmCP#w6<HJ0QK#jM
z)e}%;-Y$BrKazuj<aR-M8FcvX08u`~3%zS`9JTlEC|xEEpd-zE3u+GIqZxB7&kRh!
zN9u1~9s8<b)90{|kbG#f1b6r_AIZ~;F@K%VX<ZjrpKTOE(K{rH6dunYwSUWTgO$UJ
zNaS-hzIh`y2bjG7kuNiHUt{^iA3y-hXLxp?cXQc+dFLHubIanVa0;(&UC8`F<8I1X
zyeQtL|32ZqZ;;^jljEX|P-2T&(!65wG1jTJp997J?}d-w-85}6lt-3V?PNVS<Mr$|
z^1LSI+YfA!oi*<95P7I-)nuZHu%<KsXGL++Bhh#Q=W6!s*LpsQi6N?5sNw@i$_wdv
z#?t}9GpPwA%cp!O4`$KFAc5*ZU>CfOr<uRL${9zCgt@Uh^zk$qg5ULq<kW*n@AV+0
zh^2rt@Y;9avr)Qlh``UMIS>+ubIKVozX`t~Q}OKohS5Veyv14(>oc6H1bCQKIFJ<n
z{bLf$Urj}#Cm04W>UIncE+81{GRm{T&i!7+^{n|l4ju{>CQss(VmoOqOK8F?S7PWs
z?oPQ=@JE*-8r`~e<gRTpQLG)rSl^MPg>ooRRe4y_i0~9>e7f|bc~cfv<Kc&ww(Sr2
z35yaM)k&XUjm)c5ew4srdD`8=DYqqRLCN47w^;kurGfAi0H-$m+hy0On7-d9Emtz;
zRutrFf#cq)YZ%%*ZTGu4xP)LFQB+)f=jQ8lk$5vHABl<^PfbFVR)>h*#<TwHJjFGP
z8^C1{Kp3@rB${7#jONg)r0I{?lpUE5{w^mmLEDq<3D(HACW_1($0@BqnYia2g2*3%
ztg(9$b@YI-QTiSIM-cvY-THPBSyp}?G%9=C2ord}f{eN4En!oRPsVyt8>O~I%+T6^
zt3fSKFs=>ob|GS$vF<=bJYEi*M#{K%L>N5X#i+hbtI-LWCs;A>B8PB-TeQo)CcoJQ
zr~_x`{H{rDMqE9INr?qVA7da6=YHFIL{fhHfUx?H!k7jSsb0nmJKl~okk*Y<Ur2~(
ziufC%nWPTZY*s%{yL60WPUyTK*r^tHb~Dn?X|h41sTvezmU#7oTqy&n)YKs#N^eC;
z5qmz5#ZHS|!LS(vdV+#Snv~56fxPEUtxxK_K-{{j#dR0yW*6&x2+#j#<Wi#+$zjgQ
zcdj=4`)Jz9=}WE567A~|<F1j6iMCv1Jri!vKw42p$md*BkbdGTv$*6C5v7|&N_)QJ
z3B2C0rzkpxMAuC-Vbnk7{K}V(NlB5QZkxCUYVV|LSB;Biz7uapbLbBkx%mvK6uDN%
zCTaI<hj6(01eerlf`KV8)?(7l8fj5iWZdq+pC~O}xAzb$`Z$o;`gyyDo{%y0u@N)`
zQnj9O^S(KNea<lTB0Ho7YJNM%BrzySSicuc=kpQ7?tzfaY4w{TuR<^XIEYy{a3q*G
z`i7Ascyk8u215xNlER)Ox$<4a_@}s6g9$fGn{Tjgdke%a`PW$=rQj|Otf2&y2K$aj
z8Q8+LyzC?DBk_t)oW|1}0f=##w~-Wzph1#a&V=l84_?$ku(M^C<}<@`)TZ|J57u{p
zo`<SXNeSh#o5k+BbcR1H0h1ds`P9}=J9y5Q;=pEp7#DpXn`lgLJs?;NL2foe<h}?e
z7@?m@p&c846*2|h91`~EB}z}|kVXsANcp<maH<TVDofnO3F8IN&`T<m?;@YvJ!GK2
zF`D<D+`E`xHL0F_B&lqM%BD<gJ@Y_w_^$lBprkWh-t!x3%JYvs@x1e)IcP@B9ni3E
z!0XG~2@wW0{j0vN&<u(3j)|GNc+4|F-F1OHa!@<nD42O;1COqkqro0aImZ|o!J{kh
z&lI07$Nx-2M?$1;yuY=Yzf<4H>cWyif!cysYaf-jw5{1?w{P{@!w*;dEIZox^D8ee
zUt4MGAuANw4r!it@>9ju0Qjg1aK;Ccbz!N#61GT%m7Xz$5b14YXAVYrzTuSe&r^m1
zBad!K^HJ;k2O#%XllaBq$)}~t{hN~}zSdbjcOswV*-vl)wf}OP`Lb2+R-+%M82~@f
z1it7Xv%a}X1kuqvHFol<`587U1`#or`3N<L2L8kIsyuW--uG!cfvEiJ+ho81Hh935
z+lge+dC+0cLjCY~+5UIg6#!T&z=x0TvWXiTO)aADay90YKd&o1D@7|bV_4P-jLa6>
z?}GXt-+d(^W^744dbm7PS#y9{67f0v(RS9a?I&lvApw*^wLLXjK9I|0mJKjZ9*68)
z9{!1jrlwizdmcb@P3pKNvIHj=uZ~-m%<oct+$^GbWcgy7x1uf(P;r5fo`R`;PIA>J
z{qSXFFVEQGXO0KR55J1jhvZ$!5%D)~F0SGFg2o#`!E+kITK)WEtRF2V4`yH)#{a&7
zAu<w|(c|{^FE4EHyO^lL0$Jv7r{TjiU}JvhKW@H{L+j;79|OTD_Sr_0mphKLmO0A)
zsB~ShJ^fYWLOCo@TZRRB6+rU80eD<Z@?_DOV!Quj$z3`4+(CxvpLv8EBuOyug5>l|
zS6L;>^9W?L*aqWy(#0JLi>e8v?#KgNs4M-M8GfQBe>kMP)#PHvFmEDxY|_;wiKJ|@
zN`mo>WpTMlyZ>MXy{M*695~Ub9nb(xq8!{K7P!sS)U=Hioh!Z}`ai4ysCobi?iA9%
z!~Q>2C5_XfEaI%Y@r3-K>s&$2Y&0e<qXDBvqYJcx_k)(nt%AVWuWQYjiNV`3KxP>n
z$~V#2M(+68d!`cn@(qFb)Dla<)YXqriRTeUPZVfH3p(2^RirnhaRZ728$K`k=e?^u
zem=Cn=wix`_|v!WEfQrdxP5+??)RKQ*3M~&eZF|5hFNA(VO(T`ezI2=0=m`cbn|GB
zQa!j)9@=6t6M>fw6zzALQE+bVY(fEa^z@`_CNfWV)H@<zn-El{pa$cLjg55(hhtwz
zalT4|pWgoCI%qQ|lDVGaNYfOriNu;`gbhIlaKVvtgV*n>$Xv>z=WXfyEtuGW0%tPu
zZ5W-cQSBiUj&^4nl3MhGRZ)b#;gZgt+J`1;nb+{3Qx4?aqG|@v3@s1gO|bYQ+WOh+
zNlPQ9(%s~Jc5m@IotL;|0)*>)!_2}`Vwnl}T9C{yVSHZim^$r&$pgzKWO_g4m+fAN
z%g6RHd!VS}&q|beE)T_<(($|<ERUaPFsl=0s#6FEeIDaJ>4iI{dGhdFt}c8+M7%`z
zcNyVVh%$nv_w1+P1q*CAH)mFQ2co^^7|WM0mPVR6Ol9>LyjP(uxaoQwGA;4D>vVqb
zPvqPE#|Cm|B^~kZd*>d$0epO^o)iyiMsLBSw97xK!-2DD>ZZ}vahvj45ktgCdGMQB
z)?0uGs-ZQS^Q!^%>F=PG9|p-ko;{5*w(A1+z-<!J)gYFfGM$!e(#A?3s@DngjmGeJ
zy9*|hc}V(k8O7H0R4)wMg=~cuI_Xpn^OEhD)H*D1=3?w-+w3(j5n6r!h)GYf=y-Sx
z529UuJV(t2?#2E}XbjJ*bMZ?|q*-`JX|Ui;pvk#trd8mobm$}n=sNQd@&w5L0}>^J
z&b<&|-q<?86sd4%S_3$qg0#$qxeNQayQ(#s8xpWHMd__edu6QA=NHn-m@huB-raTf
zFP)blMJ}9(qC$vNI0n<DH~bYiXZ7+u5G^@er#YB8(5nT$+0BfM2~VKWV}v9CQ?jV;
zmdGZb)gh3I3|n%kA<noC8tj7^f9YkJ8x_}KfnpD)-W5d&f00i{o!wPmax2(_3DqV<
zUrm!}8vRSd^o+so*-(%s^!6JI?uTe7<Ci$|hjyq){cH&qHu<c5p#$w16hBLIVQ&~>
zZMAh(lTRABx0{ap5h8fB)=W)8xIo|m$i)d`g`{qG>@tYl2PCckyn4Ws3sle+NlthO
zOwpIh$S-)h?ZZ^?bgGbj=xg2m%saZ{MFv)6R!B)o@(7q6SQnnOD6H5QfRAsCWT3zb
z-hAcXkPar*xKmZ$Yt0SnaOcaID@m9jF>A`E+ReW1d*MUI7Jwh`Rx&?J0+-BW5oJmD
zoHhEoyL@Q3XfA2;Xz|cDkS2bh-glmP-CeSx{AR1od;>E}{tQf**yfP?V&xFH8G~>|
zN7Pna<WO$KoZ#|avdAd9*i<+Rv1`*c@JrD%t8tX^U8m7l%r_`w<LkX;5)!o|m1-=8
z5e0Z~(T{MR@c&$g+o5K33$=F>qS)5X{+_mNYxWQKd)Tqk((|kp0gI<5S!lFmfCVNq
z{6s}qx}~8g^961ofq~W=m96M!=TSUOgN8c3HHId-s*bBsZx}s<GQwz8BQ(x=kYHV_
zCm`!&FRRFQ{EUI?%~d!>yy+?L7M^uMdvpK*OYG^inH)bL*HR*nQAY4Tu1kt*;;Y@i
z;{S2O%vpmL<z+>t^2`it1dgm0n*U`RVYQBpz^vLm-I@>g=ZHUHO_gbBunrUP14&<8
zKtuUZg}Br3ah$3Dacyw+Q%EKNHIa~B0mMiHjSgbkN;(O^N1OJ04QzLxc6T2D#>q5X
zNUgN{T@0jEqyajWlr2XTm^KViUYrXo-Kto9ybd>!{02O?@CKsmLJGvi#}AS4LUd6z
zkhHK9*Tlk`dw>*b^$4g<HL#FqdyS4TZO30H(x8&@0}>)^`+#($WY3TX|JmGUXJ%Ao
zLpgn}l0|m%20|Jb+dxIqPLs!WK1JK1R?bEAiikrhT0!x<3HA9TN;xR1xC!(51psIs
z4ejcj#Y&#pgn*}^ypCJ$#W?gu{_TGe9CZML26Cp#%)8MMP~@uh8i$vk3Km|WyHF4M
z+0C73XvFOz_R2fHXb(J>M4x{~H9v*;>0c1T<-%oJ6%<e|d~5aGo{~)5WhL_)?l?0C
zJT2PJeG}<<>u219jgZ(*-IEhk<!oi{)&TygWF~x!pOVmxU{M3fy?6;c1c%f@uaZaN
zVGtV;VzIWz*=3cZ_TKCz$!K1ET^t-7$d9GUV6Mz2M~oImFPO-lg%jgF87cNCl8;@;
zcys=Jnb=<x)dyF)^u@b}MD=#@Z=P?k+2#oIYI8*0A60RwYdf%BepEdvVu+hv24})=
zU_9drvz*$ezk)VB4MVhkU`Krm=CfyQ>Wf=dMPAsZYFA%D&AEWK1~=ie@!(>ZXZBzt
z$!gMxO(tkk4b8Z!njXt8j3a^I5J6m@Yv0HM!1lP9q@?5#|8jE(S)!q=vqEx;Uhsk~
zj4&|e+>hYTMT@nv8X;Ob09MM6ZUoKLwBI3x5#byJx;If^B>}yu9rm|H+ZOvx(!I!X
zvhc1iwsnemMTRBIAlyA)+?q>Ep$T6)fS~P1!-Tz^4J)<o43R}wHr_;{gaz-|nC5gI
z^-+T8XriRXt)n8c37>rut#mo??&8IZ2T;YHA|NZID4<xLmt763_@ZVA+efA{I_5;j
zW(C&W5Y))yea|ewqa2D`JtO{pb1+dqmSv91k@R>APGlvmeN<Ds!1^2<2|8g?=9Qg9
zIwpxL@As_pW4|1ZgbMs#vo$m|^RPB+TGD6O{cuA|N<t*rQNL2Ph18818RUW-+kiK+
zhBB!Y1}XW<2GG0skZ`97b<LKaxF91HI;Qfqq0E!y9dj7=5I)2V(V$Tin$pQs;gU01
z9#y!sH8r@uogyHO@;pQ!$pbPN654=AUG=YrSzU>IJDsL%`~U=>f_l;iyt5At?uhRA
zgnK!ed}(`Lud=f=1yYfR&m8>qCr0K7Dt3NyZRV$5D2jYZhLDY!6)QmTiCZk(V!vBY
zdJJ+wo|C4h>^Et!uxFj4nP&3w<ENhVArE3kLjrl#T2YmDlzUuQls0MUH7C7KjX7R4
zjQiQ+5e<JYn3(j0%vQ-Pp^2gfsi`?##rFG`4*@#lLieRnEW3DCH1iQf`B7z!;}E$F
z;4YB2QwLz2;X_M4-sa%P<)OHkO~^{Hmgx8m&N!@P_m6_z_M?`Ht{b?ant`LndU_Yr
zx92;6Ke2+<bQ9`Rt#T4+*v5AN!nBuQ$ATz7YFT)DtFd33rVL{*9&n=(6w*!>aq^vv
zrtz(1=*3KPUiGw<PoY*IOA(zRmC23skL%dxd&d`WyNd;}BQ~88eMLdY!^Or3%*7sZ
zu5s&HX%HzSAb>_@mjOyP-M{j78#?*PwEbWe%zk!1eiEn3zAe>H(dt;*3n6mzg<c{j
zUHzj)!J<vz%93h!58;UU5XF#@3IMJGm7eLXR8d`axNv-rXQ=f6J}py-@AK{13&h5^
zkJLw0%Cx*5pp{w#4-;oV!CO@=eC2)%(yJAn_<<Z5cgW+8f~75*ajMJ&Z+fwxS;Ez<
zox(rN0&eqXRAQ*sp!Exqt7S|L^q5L-`v5)P+hcNY=2kLY*dDipyobNRKFJ5VoKsXk
z$U0TLrpakyp>l1|C54Pv$!}}ft2T`ly;Lr(#1;jywnT}vUAo}aIBD`Y<BtUE_j)CQ
zd@EMdCamgbs00LP^<njs_b0eiQID#r(fYGIqDA0QaK++=@wrsW%#dv*_F5Vt-gj6w
zNLkn}7k{0pZF6Ldn8EkYa@lKk);l(p7JU7~;8TC3@`suQcZXN(ccp*bTO7(o|9Zob
zHRqN-I<)(CU9Gt{XRDEMVX~TwvuVbiqZ~RmcO=X#PEDSh6rn6MQ4WNv;NC89VB93#
zuf<i$CB9Lxa%8A+#FwHz*)@{`V-rm&Wek7xTQVv^1n^ZXH=32Y$BT6Bc&kRclF!YG
z{%-AeGl@o$-xj23XfoPwnEj}U<s3nSB4?kO`H3P<g97HjbBRk$*I=I`Eeq}wNl89$
zFVc42XvPl3wn)XJE?MU2t3&PA9?T>sjl{*~-0Mlgs-`yZ+e?_^2=ecF+d9!o76hjr
z15u2xi*wQ2{B+ls7ej-AarWfme`bJrxKLCn=La6+mB{Jj=utUH?)gO8s_qA$p(R^j
zwOi?ygP5i|-+<fRbUNAeWDQ}aZWfg%huU7G(m;9>pu8=exEM<085u1_B}WsQkjd2h
zfW_GNT#TI`aM7rR`0*wZf^0=vU6BoT--;>#+v4wP2j8LFRXvKvd3(&>55-^KB8)oF
z!@xfdt4Gb`c5R&M5cYXZfgEH%i8^vYB3U*y*3|~H3~Rjw?KFyZS-ZnVL_A_Y;85Q_
zQVBby{-An|dRxT9j5K_%c<*G1B0E=>s%YmMq)b6#N~_P+g_D{r|D#FTj&%=FR_Q$g
zL~VuD+r}|_gF{1&R+m#7O1rNsFrh@1{i!S$#KHImu!Md{eXI8F!bP48j*W{V`=Nfi
z{jz_KdKQ6a4GWU@%Pg}eIHk3ltVj+#UvSC?B!PXj8zYP%dsi#rl&E6Q8o&E6Is>Uc
zH|DqQ2Oe-<F3*pLD{~}d*4YOuc9n6H8AEuI8v7vad_$Z&UjO?jc!-|@nJqU?K7WA5
zQ6It`s?vji5|p|;`AJR}N(^dV7}QkkWL06_f*nW=H0zT~+EZF-`bRWB-^nOO$LsRN
zI5@TE1lSQ75r;2Kz=5OU&u5hmCJ};9QLFOO@W%lxb-x)E54^?~*qJXPurdjGt*B@L
z@5)md_HoMwR)doe3ju;3K^hLG<j0rfd?k}0DWl?*e9PG&nz}aok2p#jMen|>;Zzfr
zF|3oy{`EQhud@r!s86D7yY9}A4}aGm(H5f)KCdGC#i+d0XT@cdQvZ}I|I07e7fh`q
zY?4at%Fe<5p5zEG0N}gNdro3KTaF|r^euj9zm}5`L-f6S_rkjmW-`FosiSIFK7W%)
z(sO@9=8qky;W^=GKPsjx#&(CNFlrOzn#9MLLh*qMrYtG!D1Jr*2Hoj9>LIAo3iK><
zGzxjx1EUH>hZ?`_(#1?27svAm=;2O5&PijWCF9qrvwxPi*eztO1;y;&4b{cPJzJ}3
zM`<PMXwTW{C6COx@Xj<Gazb~yL+$kW>sw~c=k0zU&5&PZW#u<OZM%MF@K3BcFYU5<
z^8!`Y(eeMQ%k$@>Zy0b<7=-&31LrlVNx!pJr-VkJm!V+MXmi7j$^~t9sh%2pV-)hU
z6IgXWkBGqCXU|4#Hx*>*r_gXRF>7?qPoY>|Gj0R0_~B^F98W?q7l{9<TBDk3@i-}>
z4a}hAJ@VVG-^2QC1kJDuhO^UnVb?`Xsm=P%U}>3er{=~uE`A>rD2f@7G@OrVW|cyh
zDK5Ax)3?4sN<vx_lK2>1oFC4AP1{H27Yb^#T3<q})nuklGz=o5Ms>Rht5@-VdF7Aj
z@CT64ox(?u&H%7H3sNJ48$TFvxs5E)Z~S2Lg(~_B7a1sKA}Zzq4AP@DPu!V;ai*Uk
z>zVtL2}(uH`=G%*`)&_DpGjx6tQ7}#`Xo)b6Y-YzU)9sR-6zcK1-_QU@?0^^7M?k)
z(h5E^Q;T;8S{WW1C!+D6Tv|Ut$$MUM39#yEf+tiG+z%if`Qka<?4zZY$<7$wczn*C
z31aI69m*7nmv~|7<^Kl55Oc~fp7aeFQR3yHKcf9>@w&qIHQ)tOSy}Lv^-`*fsEZ-%
z6|uX@>X~M@O?zrGE{<=sp0N^`@;AK4*gn*TGtqgzsWoRl8gD_WH*+D;j;tqWQY`Q%
zItAVn*FTm=3X!s985DeJC{^R<C(ytJX5<rf3~!+!O|qdI6K&qWeopE)78AEK05IhG
zK6)h-4XM7afD|paM`orY6xBSC%xXPEUSl*SBxz<+2|j)cVQX6oyq?yXC%%OOBn@p;
zO=}0U0gw8NCPhSR+o{;F2OAgCBLtp+O#LPj*G#yB8tN{?Q`YXOmp_Wvquoya!ODFq
zp)`d2_BLQ7-$D%y4StPz_Y%mQGvxUrgmS@zumz_f3QTtet9QVhWur8|;gB$sRmdFS
zax#TNoh!&0v}VP*Gbd@Sm2W8V|5?Y-D$GuaeAl_=JHRVnN^=>n|LLAz)v$ciqF&PE
z=v##RjBmBH)D~#+g?c#Zq%I4nMqMPB68T4T$EGbUa(IT-p*&1*);rERa3ti}QPhN7
zLA2%lo2y%E*FNaUogUf8CHw~Zb?!rB_RMw{^kvmGj?Aa#ul6_PhR#?G&;kSHboYQZ
za&u54IO8V3c-$yy>}UY=7y6jlv~QEzV%jk%=&zEn<~vk8u`69ri0}x$V1ZOW902EQ
zJ-|+mZ>p``)OVzTM)RQnfWmxb3fKuN>b=nOIlDgr{niBG)}(*;(8hmA+nuCI5xt91
z*$4!&h2X$jf>jc}+(Q=jqd-BzLfPO@p8LYg5D}gx5gJpB`|%n*r^VM6z}eiye9;t|
zSfIez*xwikf)#Y*`(wPU8l0oL2s+^KxPqIqEWZVv-cdO*sS{3H6G=5st_QjJSX0Sc
z)DPv2l&m~E0isG1P`$nQ=&_hGENK&O0@*l))|9CRbwQ25HBQwW@`EOf(Qp<^+}+}e
zpiK3Ns@n6~Pt1_dk^T`a$z*Z|;XFae$ClRBNK<(bVCCV|Tn^nWGAg}r(y1jn)C%%j
zD`*#{5b*+hEcw7N#PEK^mS(hM^Qg129LLnfOfdR)vE?waO4DeoIEe!ZkZ)a%WW)(D
zYojX)!GEI)6~xNY>qozu%=ahX53JOD>j|ZLbTk`b;t=aaNV>@==Q>OQj#qU;QLm=P
z?%CM2fv6tnNzDf!3=;a5Gf<6Ad~17=QAG=%DV|wXCqDbkq}|{O+WUz2wg1;spoM}c
z24ry-6{FXXB?>un(=W<s_eOPFovj+_t95s)`EhT4K*|VLfCS0hCy0;EBf|cV=yRBU
zs?f=9V4f%yUu&aylKtEILfv#N7oW{c<d^_$w`xLcoFZWEq)R?(dLI*J{`uo-<KU9F
z`$Z&Y@6lv^16}-fS95WDa~B0EOqYWDiERFkc#-iNTl04$+7sIWV%+3ppYG`DY<&LC
zgE3pF6;gm|u?gt;WEwctf2!}M4}AfHh$iuyAGl&4zr~AK+>(wYHSXcSwr?%NyIlsL
zn;5e+>P~=Jo}z8R=S7pEM^#m!&++ZA$4QKSPV8bYq`He0WjQ(`&$1X?mG1}-K3N!e
zxavC!U-Djao@+r^M)OXM7Rf{ymH3+7{%Y~yAx)2u{xS~ZO^7%m@}o|(FHNJ7N?;P@
z8xheLrg5p?*}rF0pY`gDH4=$NONo}NfEaZdq(=mw96+@3g}TWPNP_Ylr;2q}1aF(5
z-%Rl8*>yDJMM|aHirJ62bnaX!SXw9Fsb&-WrK4e&Cw0E}nwrFqIzLajXxY2>i<C<1
z?|mJ73-2B(?%jvK%QwCEql1H^rVnkJ--LOt^U3<O38Wqu$T3dR2vyy~?29kL!z#Ll
z<o&T=xBsI3e9X76(^U^s5K72Y!kq%wBSG#elVBD*1%N;kD*Gu2W!Ar5XnRhl?O@-?
zgVpw25hpvWJhdi?5k*mYqu&tO{K!U!qF+g*va)S}f9rQLOk=R~=*WEvMt9oSc(ht~
zDK<A|9Dq~6DVi2iK=&p3i-f&ah=)yJFD7AZWU``rFN3rljT(77((YW)X|r=dLR~3p
zfjYw_ny_d+_rOt@XWBF1CnBPvn;#r>+#@-gy(2+(jERIgnhe=#*mKB@8hbab(#Zp2
zSw)BlJ+UUtY&zZ>UFVC*p@HKa<kf5f{t-QOuo^9Q8sz$n2TlAixL+IgapjP(1FYAC
zC$wpd4!U>AKb3LA2umBM+=+}8jgD;r*XSZ#W`@opyRl;1Uj5eplZKXPyAtnUFR4R7
zAjQ9rx5vWhO@C=mm~%kI7(lD)t5E^&A~o&gf|_B&QH^<;nY3o}037~(fp#q2d4=6O
z%)bIXFlIHVbhc`{c4RU=W}v~0k|f-5q1^??iR=rI@Yw8Yp{OREZt)985E$YU<*ju>
z*xxSduaMAC{?=qE_H{q6fQiy*<I%SyxM25md5lKrq-Y4T-vdX6FbjU+5OE)ccW#XB
z)<}Q7G(7NZpc3=gdJ8Z8kFQ>7`$=QDk^feQY&&&!z>50B{teJVjzS2vW@V*>P)bhN
zHY%#CYqR@ponH2v;ZRStWit}qOXhF;&R|Zb{3v?F;@ke+bIyQsCL`nnwNC>=?}PHk
zmmp$n*YY7}6q1urs7_7RV%9x7wW;p0yMdn-CHe~kOSv>iPiqSEPuw8XRTh(>T1{vn
zc_=nN@88HOZJaeWB$$S;J@Qp`oequWaJti2R4&F?_{-o7QGto!-ZwZP^Q7P|R-eOS
zo}a3sQ;0<jiJJOn2Ig^nVXNqi;LUrz5iunXU{J*MfOYyZQ#-H?T+P0&Qj@99m0j@n
z4Wc$ZDHf#mlM1EQV10hh6Ge!VKXP&GFW18ocM{c!op#L6=)D~MR3%6&&Q6-G<tzJ%
z)!!*^Y+0|kUO)0ys1eo~suG~j4e9EJ%pOt)w#$PlhHR(W<u3D!>-6;4FTz}t<c`Kj
z?fL_dbaMkOw%l_a@t6?$_&!3GF6XRSvNgiET^7i6{V+?qM^#l)ER{_ZNJZy&P+0^G
z=EOoFFAwUR;9%qK{)KwS)^Fr!Q*ALFQ7K`s0P|Bty}<jPKn5S*0JF!>kB5p;iR|^b
z6ls~O4_PPBkWn<qPUkzD|M~sBxr^jnCfFC?i5$P&*-inEV1E%wN%JrLWC%f{9?@82
zD{Ak!8M@!-$~GH^YyeVH2P0WOSrpxaCgfog8N4Y-ThQz3tJ-f~$_0@w=m}MeA7n_r
zBr1<U!O(=5&qHob4^cGc(JE}m)ErnFXLK%PK2=#a;lQ`Ytycnc=lzopa3djwwA6w2
zm(cUgBlRuqPDq34z|B3nlqslp6nw<0Pn^ZWia)NuyI^V(zx9qPG9hFLd1#43W)B&2
z68V<+7)<N|+B{>&dZkYn;%QJ&pG7+ztG@!ZitV|L0PRcR%={|L{);2PKJ(L91Iv=$
zU`+I9YqUW)xi7Pr`CMdqgcp2B552T>_fWKw+k@SNp;)1F+}epx6J5C@0g0Kv9ut^J
zrR=k*jxNy`gcyuZ*52&HnVyFWkbS5PEqfQE#Cn(m-uTt%-?rL5IhLS6*v^baiR?L%
zU_89LL#sZVSIfoj%c^DY)cuA6-H)^#9)MCDhKYrx9p(40GJELfm*0%UQ45`*{YSK8
zB5)1Ssg4*l<09al<`*jsu9J&9)sh)+7c*Z~+Qj2J&hN>v!j*t`QVwAo=`;!%%P=BT
z0a7Imqso35pYow9ghuiggw1f6$ovM*S`b^Az*r@3^U`a<OPB}KZt0R!FHBEdPWf@l
z-B2$lnTZu}B#fdVykq_qjsKlqGcW!P2_$TLx0m_D{yQ8WXMOtrjK*w4IO?2Oi){+8
zc|n%i5St}M_F(5M@0fUY)8rf+v~>4sxAa#+9hZ*GX8tn&`Q;g5#Y3xXH^2I=_V_=)
zJNtusXNd=fWh5Raqk1cJ*bGPtiJfuYpvG^)lqM%>p>DmJ8#eMfXPA#<Z}-ZGj3L5|
zCUr=*V+F5?rU2<D6HCpD3%)XcNe<q-VBtl`M$xLHI+1IfbRfh*TBJ%Nrs&h#M?a^h
z4p6m5tr;0@S(lS(XcOcKTdK%;?f}%RKGZ14j!JYYJb^Iz87GuKKY`K_&=P3|BMLX6
ziHthEjkGLaebs<{)=y7WzP(cDPrk7+gr$F@YJ|K+6fiR01YU_-SXkKM38`0M1{+iN
zB#iwEbtYKP%JLIe-=_GZF%maNsw86d3R<G6030;Y!2BIT-Yn{U$ySD!+xdlX*v;iG
znhVFT?!>SqqtA!B8=q+k91QoM#IwSGxrhcNB?-;*soow_{D++{yZqM~i@~<ZL~M2<
zeRxFAPsk>16{$!v$iR@eKjC`Dm^0PqA+!Gsc>u+R4?eJBhB6wi;Mk<q)7ee9+yP)D
z0`;VY@SSyy#%QXqW73i^iH_EccNm)F?3~G6GlyMhK+7Op7t!$&YRIemkUWGCEgy5X
zHQ-Kibpk%TZSi|Ka1zx=C|9FbJJ!`Qoy|GCf6F5=iM0Wn8JK?SFqV<D-v_J?F2z6Z
z!0#WQAJi^)-b)OK%M)J9!;4s@koOXjb{UrGLk!ya11?hHWcyXa8Abk_MS^kwTVa6i
zql2mV&WvSn1FN=xHOil=x`V@SS}vz;v9GCp>z#kEJN&#=;n0Zfp#_KQEgo;AHl(KA
zSJ~C~`R&k7!ABD~RE}L%F8r+FqBRr+=8aG6Sc`7z<STMr+R`gs1a`<A-c|M^Nk<ZW
zzW6<0sXDEL{VEASJYTzQ&L&>oYIv}}eHciYK)5)Ya{i~hEb85bHk#^g=ldO(r-`Lv
zccWohV_a#F!+OAxvpOni1|0;|rFu#tr0iEc%&r~1mq?FaXK0waZ!@+K-LJR~nP$fF
zmFk+383xyWG-0Y_3f&pUDbSOVmwEJR@lia7%AIxy;G)g19XfJH!os=ulVKsboNrb9
zQC<BNd5?yR_4*%w+`_I7ofn7QNgRH5R)^F+j@qNSHJHFSKJG+Yv}h2{B3hk9f}oI4
zkO2G`ojGIF(Mkhc8Q%b*f^x~#m8rS?EV?Wi3^UZHe$>E87^lq-88`|KxZ~ajOPPQD
z`4>yB-fTeSfWq$ffhUZNMsXm}^7G8zd+2B4qmnNNirJm`U03dD)bc}4jvXQK*f-0^
zGZtO&*V7nBX3w({EkZ~gk91Uv?zxlCFIWGnr(9Wx>{m$$omR5E*oQn!X`)2#i(A!V
z)&b;j+<^ngkdk#$<wFj(0i}m=oqa$;#P`t>49r4gRP?~+#|fQ>1Bt{k8{B{mA=Q34
zzg#;5=33lBN(#hxyt}J@&#af3$vL9jiL^KPx)1fV6;`P=VLVIAB(iyk#yo&l$~ini
zdFzL3F4bN98)GRxv}R`uw&uQ7hKyK$Ljtt+h7U_nnMKBZ+`xW`8KD6qt%t6-3)@6?
zY=^x_9!fhtGLTyaEhq293_vG*cUM8>aPZ7)Wk~V~wa6WU7hiOdZJ9z(3CR*F-iWZs
zD2|LYD8YS!pev3O&Hrzn%%a783A<OS*274C9^}AnvXW;AnE<iE87YJZ6rK>y?y@>m
zB-FxgRl3%Fp7LWe8#w##oN96V1EXyd>InH?WIbmL_E3|D9LWx*DlbPJH(oGQ%)G?v
z3GvPU^UK*#fy&F>qrzO&r01=w&qH>mYRk@^HTxLzdva)QWxpDo-ck8}^0VbmCgRkt
z>qL&iKfwtmtfA`a04yr}sHP&A8a700Qtnl1SRoBgA$HV!50g9KNbsq2&FDo<=R^KS
zZ$sq}Ze_`)<qeqWCaAO_5^+lCWKlcmqG1CENxFW@U3ig!B&>K>lN*Zf`~*P7;tU83
zqZgYWbbHbuy)Qbn2m9X1Fh9@^8I*EOke^P50(Vm<N$+Wa7)Fv^CIV>De$YKk<{{UG
zkjcpy$>eG&>&)|kL{g(fM_&7mBpf2KW^0+i*l6;8yxBKSz)Yu#_4PZq-(GxmMycPC
zM}DL=Cz*b{i$u_C%$go*3kWJ~yMc;&HMw`lv5QBYF~@b}dcoN6){Cd4smAt%9`nT9
z$>^^*9?GY<t`%cgI`(ZV)C_Na=|OAvYWm}Qv_i4BpH?Wo{LTEl9UH%T>4)yTrChxf
z-?*CQP(Y(l!u<wF&S1^{x;9XeRl@aKDMZ$*Gyj~ud~iW>Gz^<hQH7g<iucC>s7Hg>
zT6zp(d`9F=BnViom8^EnKn1<-Oe`;ANS3i~J{PRibY$j}2hb*-LZcmf(U~IID#)JH
zpcl<UyIHv$th!mu-oM+Z7MJmp=NMmAX5!n(+5b>j3ES|}tl(_JO)S7FO!?@a$p($4
zsAVe&9FS4Yk;h_IBRWgr`VBxmcUQ4L3O_zdEJB(@HbxSuTG4F%{+*oV8NDHxDjyVU
zIp17C*Y1AA>;pM=Ok0i?kTwwvezqLZ5dLnRm}NYEKaTZeWHYVuM)ZNcZm$98X4Nul
zf0cp{%P(Kr=#c$!{d@!SCzmC+`$5Mn(f14TH8XqcPE3<xKeC<6xKm$T!F){-KVSa*
zL`zs{2eS9m*dIdwyNhfbfAv;r>km*-N8-RPE#}RU&He`iV%+zPUNn)0zuo}uo5j%o
zd_|c<MiqNkvKob8HM}H-^bNq^JhEp^gZ&SQ<Zf~^_A-$#P##GRpb5-H^)(lW<n{*E
ziRNg<4bY?!C~Aqri)Ng>VXabK4sf%6ACq62|0uZN#)V1f-9d&)QB7%u8p4WHXDBLZ
z#D#&lqUhPS3hkL1SdEU4Z<(KoqeysaQYg)C$g-|oVEoN#Y)2fOrR-=Eb?$rjPRXU(
zXbX;g-^V;R9REg)M#roVs?S@O_i5PCbzoOJ|D$Ibjd$68N;mSCqIUIvCu9g2{HII#
z-~2j#hYtFW6rVrqeCoF_JN5h<;~FKc?MRZhD6n{e!1sGJi2pB0Y}A)KO8-9tVxvSD
zYt9ce(%=CS*?(en?8F!KDPzxQO$u{jN+<PCRk;OA6>^S#dbjsV!PoH;AHP^Ua5H?K
za$jKY-$Jq9Uz%$0Zbg#Scc)IMt8vRH_&UZw<iVBh%`O@BDX3uscFT1aPj&zDKKA&+
z|Df6a-@f=!k%Zj{{r5RJr_o|7u@vIPQjLNQ%*C!8PcQyg;vJhgqDAv!|1%S^R5$-t
z$F%-4UiQBe)68vcd11QsI=%J}Z&}#le`|047vG)T7jgJojP7i;goU(U9s15l7hUqq
zT=3r~Qbo$gOv)y8Ctbk*?8{&885@l$<T>*o`aFPznm!o%lcK_VL0ECD11!%qv!7tI
zgb#_GiKzHn)Hl$5@SmTLHo_=6AhvtCoLpaks+!}h@I*c%<LIrg?gFX$hS<Eu4B3fG
zaTozGwjGe-6dHZWrEWn(BYf|hS<KH-Eq-D30-s3O`cuU!=RQUoa(~sS22^E|g%k9J
z*Y>pxeS+qhi}dE7zq4l=i|p^uiniXI4bbMMsNJdGXt>p&Z3(rX3)*=f;dc5*(ceue
zSLoS7(|MIc58n}`N<+a`AOILSissn?4;*<ssL1@C0wY;Ci2mJU56U6apfQM7N$cN{
zj1E>uVf82z+!jm}O9f8Z-Yru06VOs@=wsGVD5}B(c1#ATNqAS{TgckeK*EF~ReL}S
zsnxm4%Zw%PNZ5{43f+_vCmC=!7Jfex@<Mrpp4@Z~=I^Anl>vFH%{SmdVX@uUrDUSv
zmGp9Q7L8*s1{SMGk6D`V2E!R#ofs#=Bn>JE&Q7SVt6kT&UICmt{T36K<_KSi>O&SB
zoa!S`Ng-toXbx15A|YtryOzF=<-btJS6pFxi`Sgalb&Fz9}R8WL$;n(=?1ZizI{3N
zhmQUg<}Whf$zb-Du{~wi6(3cQT`V-5h9Q+WGpHyYuK&y&r|^#3fX_q<>H5~M;Ky`3
zm%9gaKy<<5&diY&Pnj|eoz(0GIRkkW2MiI^lyy`C!U*5T8Zu1qR!I;vh0u$Oq*;$D
z-HMfR;9ynbbcy*CRmK4{)xjCb)eyfGTn|bs#pxaP$}M?&8;rkIh@nwp`x0i7TP_jy
z^2|qwKzUjZWu~Ej<z24y7>5eQrBL}UAOD`hR_6Eh&O(ahrxag-O0t@)*@^NOa94U4
z6tocwnYZ+?GNE&-t$iG+W4_^92z<pgdF|`sF-Yrf?T0Z(FLD1Ib!oKlmb@3~pjyF+
zZ!&cBhkl_y<!2OdAT9h*SjD-uctFaV_&SGK^+mmWCT5a(w)KN<X0nOH{o^{+&p(7+
zLGdvx{=BZKZ+KkiC1DG6{mC7ixAz{6?8uh`m7P}xxx<={)y&V8mT=a$i7%2yAMk6Q
zA_YG+1k^S}19xbbf9FLle}!QL>r^EOmC7$NkT~|hzW-4@nMhYL-!zA8w%u%2SFd7T
z^!K#usoys(SYYFShBZg&Q5^=GE&u;9(T*a;{#Nr+Ue@@}ygcg5b(OBCw0>Y<*8hp|
zveUSuv_QOBL7d-F8(Idu49<!bh#o{t(X{$97y=x?#$%FbN0;4SK_V_<R&m=;QO(%k
z>IFO7=*-c5q_=e+%}|V;qOfcWNt2AZJ!zIJoG~Z^l#3?e1^3(hbz)o-a93xVP!ez-
z1T3dnh5ks$^GC9!FPTRK2g{bf*;Lw-$_#VfYiKnjV*>Jj1CW{qJ~#{!2H%M&NO*)G
z?>)B+nrx@pT^nWIcaX8D{q6s=jvV^gMkA;s^~F8nh9JzC)asn&dr5W;(R>qZdNuyi
z2{Svi8NE*J^!<yZj$)`gzK^zrk=bJ!rY&O!?hL*|KRbt*)!<`dq0Ino^BhBtB^lf9
zWg#dkx~FGdp#_)qASix;A#@|1FwKHElBc>A*2-#TUn6<~IFxh-Sq~vqSzrXJvPCzd
zi$?kF&#~E16`nVcsrmMSUo!ow0Q9#BSk=}}IKKP9wa)R(eO*&iL7LxWfM>N(Y!zSI
zPaPGFS~wQ=w;U=BWS@(K<7C3}_CD|*!hZP51d3m^;<_HzycbA2&O9Iw2)GrW-bwn)
zCOG9x9{s0re~LdE1Tn@@!D7utt7X#UA#<rJrr6*$a96{x?j7!Hwbtc#ai}k_9FYl^
zbu+!uH%{#PG2`#Q<0^EPc&>gMpk>#(#1j=GBRqK9VM9V{@sQSa;iH}Dweje24Oe@i
z%}aj#m54OR_OeWiX{yFHFdXw6mtp^AJe~Ssml3>nU3=+vm+(K1>!^Rl*%G_Avi3*#
zhE6UOncu~eh2&fWqNYD^b7uUYs0&_~ENw#!vnSNZ9(cdtisvorNm~^lKd7;2yyr0D
zl^YIp-e9$t(p1Oay~3KW(iS&3U`8|g@y!MYPIj;1EzG+@wUzXBMg2%!m-fNl!(@Mh
zLr>1$>YZz~j-S<0-v=jbPGps>oscXTneM-slrQVrKe6Ih7Un5Si#OQKjNFN;_|>c%
z^q0_CjKBNmFYJHlEFPLyylt0%&I|oa3~AjF(MZepTIxJ^8(D&?9)%^TVVN?JLZ?SK
znl%kBb|d>|%hhewpYIs=JpV5xT=9ah8!qvlj0(Nkw^Vj<%O!~wN-x&f1k+!Z|NVFW
z{Dt)o@9q;hwe6TpTEa}v?WsXZxRwXc6jgwetdYF2t*W!+SEIaR`n5O}HXxR;?t3_q
zDjDQ9-kwdfeG4`v!sbA3a&wa7+8ISV+e|AvWyi6h(5Uf7F#K~GK;DW^_vfP#7OqYZ
z2Ddge7&|FCKgPFb15?#cmt5U*ai7ioc$7++x&0WZH?fCxZvl=g=0ttrN91tlM{pZF
z8a6+miQKyq-6ErbQsgbkd-Mkmwf)}>BS4z`ubli7%pw1B)%^eC*3eu6mU78v;6VNc
z-YP92UoISGHl40QJ>U~FhHXJPAugi!qFbRY6Fst)2yNnr9ckmU74TFpMWHVG|A}uw
z70P-Y9*yaKf`um+A?TNBFiFAn0C_IzyTp+-<s7#U7Z?$$=LaSa;bU-bL&ND}S{sq5
zh-$~cq6<-2qtkVER}cs*MWHrqztO(yp}bw*g<1Y^L>XfttMa%-bN^wt2-lTddENnr
zj?s|I$h|8YozEE|`QI76!mJhZf||1*u?#SDN@#>5c&^xZ1+9oxGK2+^6&J&i<g(4V
zNf_M_Kaz=2cuan5>cqN<#Wa2yvabyupOc_`)%pcSd^YW?Vi;3U1^z{!h;{oicKm}H
z<mR2V%vyp&2W2kvZ~jMn|Nr@4L`}k`G6z9mT{cHR70+MMETcE<N;Q#p+{XF5S_MF+
zB!8VOIrpMt3oY}qIda8rjr>};DWCy5B^GuSzFB0N!EY*mn@h0hIhJV%dX+1WWD7)&
zx60Xk=g`^pcVz5d{L#4jMbfMlc8u9b@;9~m2YTW`89fQT01v4lsHLFw6nU_*6?~LD
z^$9f52Vh)vvpb7qv?PW-tU*&KBu`?DnqXeyv7YRwJA)AU>$fh)8Js4oePh^@hW#k(
zSHQ6$jf8r%--f(9tPn%q&GHtexzO-ThFZQWC#R^NvI&9m<J)Hhw~>bS(=f2YX5Sdy
z+Wmj1RJE>MYSN1<;6r0bWW-{HVxbA-#S{$lY*qI6M3u+rj4(OGor484`Z~O_aWl`8
z_C$i#jXPv}l3_%1mh0AbFppd#7&Xs@L~Ax<*b)%#D@~#1aq<08Cuo4h;{LjB)SO3i
zLAJaEb*7O&|0SKw&POCyWlZbSm;lu-q$@^JEf=4t!-LZxsG^|DHzi%{stZ<dc8%ka
zvREhh7Mc^ova69xbGT)1x>ojr3E1U$<Wt3hw<P&#|DY_pctDH8KFgzRaRB`jhMEXG
zitO7)+>a{t1(+nZCS!kw+D8ih*~{Q1NziM-SE<rBWJAn*{wHAGn<+~m^x3h-#S1!!
z$|=98g097wd{s6%F#dx6&t%oBQ@@Rny}@p5k(RwOG9)ryg`AF>;Hou|<d2*kgHUDW
zVsdGoJao_1<D;PQ=Ma1fZbj%7xEKw1pR93{wm;DQrz1nRhF>lwx1XHBw%*<V8b|Zw
zk15~Dx`kAd)x&71!}qn+=wjUIyug|9wy5{D!nz`Mz68H#w2B`SGuHP%lHz?2%q(cm
zx_v_BOpovAD*Z^bIJAi~u!$yxsZ4S#ED@$v>s9K`1o_Q`IVqW#=28Pdk?8;e`zef{
z#s^%rPOC<C?$Eknfn#*YxBNGH4)=@~y<Hn=Sb}`iNbV6)_9AHZN~vQXHxj3eVeYGX
zZXAYFQR|l)XIner=x-4{(uFdPvn`-J|K6j6?_4kP37S6Pw%Bsbi>AG4@j`TAbTsRb
z&IqbGHAU!pJxDT7TJaRya|DzHxr*{sul+TW|NRImGp$Zw;qg1-A=``34YLRTJcY&$
z9Se6P%zPto_lL@{{<mG80+@-pRF5fNKY{R=>BTKdD4BeBB-B2E-a`=9O;?so^|!MD
z7TTT^Y^?bJ6=l1(gl9MHuF-e71O<>dn8m2vRyZuStD1M$p0hS>Bo5`;P6nnBluq-+
zzaYAq{Z0Bt;%_9!JQ}*tyH+5>pL&tTc!`76EBYk7dNsq$#y0JAap6TJ(gWv#tG#ra
z_omx!<Qm3`b%~&`k#+O0C-@f|EU}25{yC(udZ?T8>BH2(*plWaKe1DMbNhh!3J_|!
z!}25hX+C}P1b3Okri>0U=`Tx7885%WA!FWDUdf{a2-1%#ohky(#iQuFDf@{;VuE4j
zSx%F-@42HMd))garui<ux-inz1Zs3^CmA@%T(?x#vJCCJ3QSpROwz%@y?CL9eTw^*
zj&wCar=uUzQ*|%DymHX>7XTOW2x+CT$kgoe#)r~p%kzhJdMeNMGCn;}=UT$2{AeXc
zLY!)pcUqOG9`k53bFwsUI5<c?BUp>E=vY}>P?HyYGku8JRaC}mfP3d$HLLgw%_Zt)
z{y<cC^%+aYjD9sV4u_WQD(L1bm&=#ny`xYEY9La|JL#*8Zb{#a9D$$M0T@{2I$PS5
zN|N1gwf)P1(}Wjn<IUm133*UtI~jX5a}RD&Fmgk*FTN&y{ccd<mxDRKE=3M5zIG}|
z|IG%ojSAX=L4ifr^MY(-q~|?o`}sKFdSiV5>45~}`!fDEl6EzTrBC{)OKCE*eKVop
z*iP<G0g+97*A_hw%DH?cM{MIfx1HfDuM3@?^>V@2pUrLwgR7rIr}8kZYr8?p;M5fw
z1@k*xzpglU<JbNj5M)SsG~Oy(r3~h!s!PB7k*Y*a1GcvXUsygonHKdN)%V^b?z^NJ
zW3v9b3mj-*O2B;|<}_l_NBFjhhm$8=C8o#?GlwB7i|NJaQ_2BF>_d>cChMR#cBqxN
z<#I|9X`Cxj<=wCB&H|6HZIwmwz9Uf3@ZGk#VjC)Y4AyuZpQPiAgXdl)Zo3_YnBGHW
zxJ2ZC^ujg|uJR!0UnDQ(2)#CZnI(R8xN&5_i?2`mT*IITVQlR<KIygJ?@W;uA|btd
zW6Q37at5(M`())H6{Z<PeN&B~_Q5MO@y~az7)j$13?wpJZ^y#}%HcX~vg)PHLk?Kv
zB(VK@oOtm-DX@=&cf5r7RyX;~sLVb%`1^Lff<fQ0dtV+7BA|(xZS=UEjss^&2krx@
z-M+TDc&>rW=5uS;&360KGTZwejj66VQkFiDTV$|njwNsu-@Q_62xS7bCnWh68k4Fa
zoV7k;_1=vTshnZ@8llc~)$K%k@-A$LlZtMu%uAd#OB}QaL=k;=h<aZqrSgVh5+)da
zM#7IrsO)Qp?@-d?FEm||TU$r_HjXNN6@Lv246&fF?}a8cicd^?AD;bqP+|m;AzntX
z3o@ODmF2zuPs9t#n{ZaMD!ciDj$$$^r{WOiZ6)^{1q2(?N1cMNmp-WwB`wB;H+OA3
z_~m05+$q}lj}BvaTzoIOoLHM)NYhil&9QfWty}Zc!n**Rd8w+>;W82pQJQlSwk-KD
zHFfZ`sO!pl`y0I;XP>2R{r!o^IucG=A;0mEdt_zSJXEU;O<!9JpF6GCRU9#tHI%vK
zkTNoeC*=c-cY*C`hRkkNz=M8qy_U-XCJV)8RK*wW5s}$$lASJXaZ6y)a0?$!sjz5O
z8N{tKv5&7p#cQq!Z>ojA$!xKreHXnXUM)?PxaG#1IxnzJsJTWM;oq>noE#Aya*mQ3
z0$Px`ej0f@0O-r8?!o1JX*;R4fYqv$+yRKSi#_!)kqtjJIP>hb?7}VQ`o-6Hbq82V
z=(=T-gp2swcE{g{NCVFv?k}-S6kMT5i7n*zBB>cGI`UH#yEQs4CoZ+<6j<@=rN>T(
zoc?6Xp`-&LPPQZb&4wqs2X^!3?0Uw{p%X^sVQ{9b=c&ML8w>BuQGNhx$NGEaXRSMi
zA@Qi@nj+iY6_GJ5Culfl<mX7GTZ-$CVcHLT9qVmn^IdSL^H3gLP2cuX;n~6SBTB#E
zqY`^i$7I8R|Fgp(G}<j@c^?$$De~BPLzY2z*Lcbo_Cz1_$ZxrJd38<<_l%b~m*M9U
ztzAxovQ%IYrVuwZLHE3M)>7*$cQ3~-y?ym#6JC&n!KPZ&>3OhJ*6*~nkx#$ey4Y0q
zQW;vXE6XoDlL=FPK-W56M&NG$GtMd9b9N0Lxkw(9-%#+~>`8Pxc($;xXzM|x@JM6H
zri2^kG&&(5OUeDB#dpR=W?m2ABRSi`GdW|R_|bPzAord2qiVwsmww$<Ox{>YwNvvO
zgTK$JE+SwmHz)C-vakBjt8S2)nSOb+vt)}rBv!$?y`U!#H~p+YA-j^QXon}RO0ss&
zNuSmp9OMzZy~u8DKwE3ee%)@f8i)Zdm7SUlS=-Q)KhHY^&OI}ZXPV;NR1G)8P%-o2
zvn$Fr6&ECbwH|-5=#@}B%E%*k+?rj!zpU*}O2C%x*MC`VxFfdKj>LqO2yr)Z$+kqo
ztn)&Szb6_N$!mZnGCx1TOd98BPk0#fAAR!082T3H;?g;^sgn0&9dzOyO?*+txBdJ{
z74DRSCfUI<RG^{z&aXEl&h9m~y`n`km6ZsJw{!PGr?S?zvDi{>`iee7mk`fv!L=3+
z>OFjS+dmWn-+7Z(aad-B{&42y<M9f%h58ZX=q4eroh>G9VSY{M@WGtyg!FA&Q{nLz
za_(^W^^~ra=vk_IJ#gE_&C01RR~4etQ1J0&-blZai6Q0krWT?1TqRxsUyv;a&SkdI
zYp&LXvpT$=kCbISp9mxBluEk1im2j>Lype-3?4*u=jqeXu$1OO1DRbRqouIF_fg}}
zZIXR#F)2=J5y<(aZhD_e$$?#NP|NB*PY^0!Yv{6tx1rT`CK<<ZU5T-F5e+|edG*aT
zv!05lgW=#09YKEQ3@YT-?JsQU-lpE{Rt__{`x_da9Xt!acPn@(Rh9Ci`dB|Jy4h1w
ziCn%9m2WFJNZ#B6Wzv%FdwPMA@xMBT$vcDEF1pU8GgfGqf@SdYQq+=LWRSAtqUBda
zDRG5)%8e~DZo}RF%ayJ{W$h~?cy~=0-`zOOmr5y;1$x-gbFy8CbGKX~#|WN0pcU?G
zyy5|rf+1xyc88I@U3=0a%#Ed0x)BC;09wV+N7ouhhJX4d4_IPg-?T3xu9>ovF?4`p
z5kwNmHsaCEBBwlF2ccB?y>Ro${Ja(`w{o8zAFDqA7(dCWfjVSpT=T4h3dP4-Z#XSt
zF>dDP4OJfb$pOuVb7a;Um%Km!_whlwXxZxC?0FAipHHa~RvN)qr2V(Wd`#^~Mh;M`
z<Xa+Z*)QJJ!WRSdp-{CvpL@;0Eg{!Zm&=SL8Qg=~mhPnNhpA_qYieY~wQZY2j)eps
z4nHN)xw6M3n%baXlXQjtJ$l_mL%;Tq>Bz%!G5zPEMn($!0d-C{gdcYZM%6w!{HhvA
zZ)AGpdYQY2-P-P0FQLWeci;V1k<UN7i2B(kPaF@R!*aG00_x^j$CcNfGkMly(p~Id
zx6s<?j)+~=nMUQ}yPy%{Qc7x8zvf*L78+*dMDRgdO3Y<*4WopQO{nIj?(M$lCU5tw
zJfKef22@8&I|Xk1QcRC25!O}cszU`N{7$M=Ut!6)D^G4*E*0HcGwrTY{*Wo}&%>?P
zQqQ)eed&)KTs@LL0IeOME1aypLl0Jf0m(%XwRZF1HIAa9py*Gy8{0pvOfVj^*iJss
zM%vC@q8!;c<fEwcUDuM{nRgX89+W8D(#F^R^2Vu^<DbhO*OAri9y^RiSbKs23_LWe
zu*{oFc(!#?d(ktY4C@Mg^>un~RMgD<84)Mtb$&)w2pW=%N;gJ@yWQleId{6)+9d)Z
z$`|;@{wx|kt=ThUif8krV)bH$)&`j&*Cz_kE}j<cCX|ULw)y%V*lL#;W#ohmXSxLp
z#1XZbI9ETYaQbB1{NA7a!DZcl>KO_zoD63-&d7kjV*7=<Z0fR$CV#g{@_JtBc^GL(
zEI3jm)x%;?S1#^V`2^K%PRqF+7tIqg<R1(h*(#{10AXK#0FP{4SA<;1$YjBjiQ;P~
z`^RdCty!vG#ap;u!fHnGs(hiB0z*;)IiK^VTiyAfr*OL;m#;|iHLqq#Vb6Mck6vGb
zM&yfTczp_L?Ge+Hw@*&D5f7&oMSS(G=4VYp(u<#6w0Vi`JY0qAWM)q7sH9D+QvLzt
zrr;>4@8acx47zQVr9|69aB-6Nx9}FX=ePV6nRg@Xh#9Z6@pT|Cj%%eg3<pZm2O0<4
zj%ELn3{ASVX>cB`y$cy=sDwN@VxLWv^ON93DtD$&RKGiIN(36u`@JU(2V<ssUB(uT
zMpYBH@7rp_9{a~C9L)3&zO~t+Pjh1F_H64F=l=4KbIsTloTDf8>UPjldGV`^5zhU#
zS0a*<jzpG=@zD-M=ib+PDI{8Un*G_gaO~GrLvUm;`;^&n`bQpMph1Q~1MM~Kg~Dvy
z<qtnIAWV}k*<Lg3f_aYH-HmG90Ry>%hTYv0BENqSiiGEU$hL07Bat)jc7O<sf8%y`
zbNa)^vvuO%$A}=yA8G1%oc@<dzfgM7@Un5vqIO{-M{PS|<}4jk+PZd^R{s08!717y
zwgG1cs#Z-YEyszu=D8|p)?q5pf?qBe-_<&{xu-3p*>^T38BIUk5wVzRT9X;)5gLpu
z6!*UM`?IdNka4e4VNvQU;aDaoH>KbEqKEudVMCWI9?K|Ia~)qqE&R3K8Q+@^7Q@FS
zvR)?n(4dsg+w%5@UI7D{MT8`@_n~0l{$)^4>7l5_pCQU#Iz~#Xj>d)<!H032ZOG7D
znVj+n$fcTomZC_>Dk>istQ8+<&>Q?x9@GO{f%WediPC#1Q4%gE4#s72JLj*<Kb8pT
zT3$%Ho|<50GAwp0`&aAO&}Ud874~af@}BGhgPa;IMe~=Fq{4$pY~I<}Tyuo9O&aUw
zO-X4E`reJVBKo@}sPB%)CqxvBR?oDgp<C4-OSda29#&Y#m+B#<on0h4qNZyYtC93b
z`|Ow`TYb$i+btJshU}gwSiBjIS*qV-64U&m7BJY`tD7Dte3>bFDB@3904lgD!zP9<
zpE}Cas`$Km-w?t<;=^?1XDUzdz@iVNOg|Y_WVb5uMP{7+%lE%K=52#e%!A|JVXacN
zx<dgW=4mDuJeD~IPf01a<d|Nlr<69iqY^n}Aa~bM=c2NYKX)D6ViaP#+Hzrfc8{iv
zjY0OW#O&{`2feP9FXYp_9;)bf;=9y&@d3B(x=RW>JYN+$e^}8CvbB_JGOwcCG<$yJ
z=WNy0=Zz12K{GU&tcHH83Z_PtdqtmZkK7n2n4!}@&3;qAkaEkUTLdy>SVTJYOPskZ
zxu0Zq6Pjd>Zt}F8DHNdGv27#wsv&%n%Gv<i=gsSmZkaGwySi}3w(f3Y4di8hhvB5Y
z2mSr_p4M6e9vW?~`G=jidJq)FNo$;ZTQa2j&J-**dAq-$>wb5~plhoWw@1;go0xnG
z)4TF`le`E=!bn#{MTK?$)nAIs?WVk#(35}A9fKA(4`1&;tR*vGUlM9*&KKh5a{Elt
z@}+GnRvT`c6WM*@yvV$<`3Jdq7K~q)4=l$(FzBky=Cql=%tGqFj_nc7w=w!eq&*Q`
zzC(LUzC}#2)8!BH4}M!-kp4ioE})~?_Yfib85SzX<5ctk@GOxYHg<wHd#uYAo*@*@
zMl&~ei3tmC&+cfapf7ru+#F0(Q@`*T8Y)`eH=9(tZLmpUIBEoPRmomsXIk+~6Jc7N
zm+L-Ywn*}b(tv5wqU(caX3Y(gz2>RVBs5l2tiJ6B+;EGISu2PN_sq!0eP8;>`soPJ
zWc>q%P#tjAMOoj!K6B?dH`|~y)@kOpv9lL&oi#}xytYDFNxUJ_C_}r{YlMKqq%UgD
zAEWyL`R=XkE(4CNH~u0pt+ATlXSp=j?mc~2t9#>M`W1cq-^~yGyPQ25ZFX$rUM{&k
z{myck0WGCPn-z}a*oP)QEOWhH9rUC6l<~YSkQAB&#h3Y#(p3@$hb78p|2!OG>sz#I
zL-MCVJ?=yP$91}oG9)*^L6s#8_(3{*wp%Y1DF>BkVP81i#kO$Q@XD9r9`6dBpLN|k
zXcj7Yhf62rgW=5=0TVR)rLPl~=(|p*d*@Re(5k18Px|I>nfwygZT!hX7BdKNOdj$u
zkKn%XYcGue|JbV#6{Md%U0TU#?*GN!dxvBF_y5BUp%NNGW`kt!?3tBKSy>sUz4u<B
zD6&VkY!O04HW}GcMzWI-vdR5?`FyYMr{C}R{dphveINJny^iZRI<Bjn&hvb~-_O_c
z`FK7CGO0+f1)%aCj~@AiQjBMN1P|r3OnQDcpg=5dw5>Luz!`5B8Iv()(;Ah>HfkoY
z-~@WOEOvLqTz0pHwXn4DJ?i2k?=Oj2kxZzu!=aM2BxOcB{3hO>3JL64{Y&>N6m>xB
z-;eAFG#0#hQ|3d~Mcg_t1MMbE?Wq<a)7iAfotHP@`&ZNQo(Bs*hNJ=eqCB_9hD<(e
z(gN630O}Xi{sgE@*OY*i{bg@AjvsO%M>Kw}9~bY@czdU!&CUVhuYwk?xY2EWuMAbw
zh7Pc>tnOczUF8tQEHIGmUt+;@ggbpn%l+`yZn_ZwkBAYrZ8w156_<Fr*CuFEVamT!
z>kC2F^iLgP9DLDgO<woQ$@Pw+no!M5a}{yoAN^1XlB}m=RCn<3%i$2SxtAEZ3m&G@
zl_g`{V4YxID;T0jes;BEE?!Gmp+slg{rAxLgf7HkIrXb27P+q7^y#GxxNUIxMSeDq
z-X#v<);CkLRX`PCIOiX7^I`^)MQyCP^l=)S)sYrge}&=d?DPR(B__KH=Wm6!Wf-)+
z{(&{xLiOk0yEsSwh1#Tq^J?$_40n}{e`ZeRP2b<%p_1slDEs36eS@UATbQBtxI1CT
zf9=RAK@qSUYwo&PP86_82|8c;9xjQnSBc>oLANLgButW>)La48EzqXbeZz+2IAOx?
z<36^Q0dM${e*)Sc&@3y0UEJ9v2-9I%UE`!ejAIROaZ%;R1m=I|sQCG(@Ta%6GF$wu
zI+h|!s(1qDkoo1daH_gq6CcK8oX`-zY_{*5!jguxC8Y`NYpGjod)q+7(#j;Z1^;t;
zPet!<emFI!MU*e%N<<N>inO`+>_lzPQfxO<3BzjPx8!#U#-9Mn-io#g(K9mSgLcuL
zuVi1|*c&Xf<MyV_1>U+NhKvVbEb{90VvfMu$zCJ0s|F*${DX|<f}}MA+Q>Cz{p3O@
z5i>=!xf8JKsU&rOZM}smY${xQ)(xoIsyk6@rDEvp&!af0v1UcrdVpaJCq^UK(Qa`G
zfol(8urJ=^Gu5S$%cuj_%2~>rEnag#5E#I%4QL@fdJw+!d;w#_mt)4r<yM{KH5K&h
z)`3(8!RN@1Xhkh^XslN8J^oQjK<x{JSvNxSrERv*vONZ_2`~It*Mx)S0;Iv2ksNmL
z@goTIt7^Lws(VjeGfmZ7AWr=nOG;)n4AUweKvP57;M`U{8C7H-^KvzYs*>$32L`7=
znml+_z*H!z9W0Nkl`iK1w<Y_)03|yTf6_^D{p!#s=Wg8N5L+o6ScB;9C`RG+VP`6f
z-o3H#xw4h!LX(|B0ppgl5gjRdFxY3(d!}yz4%iqE^T6m?;<O`wZ?K=uyZtz@`5REg
zS$z6D_Lr-^Z-*Su1L*>+GzkP9(-~)GpZMjXy|96w-|EDjOKtXlGWyoQX{zrXmJw)5
z5^J^tIjD4~ga@bN0=Ki+bvMZC3W00DX$iI&3-l4LzNenu(&Z&m#A+UO?bipm01s`B
zI=&yNo6~By#l36zjFFoKiWB4$DUcT62{jb_+DfG{%{LWOfUc8jYl!EWZwM(qet0)A
zKi*n6RR|>sDHx|rwU6*DPla!n2$+$3Ai<KMOU%>In<AOp;!0yZ_uEhgY2%ab{k71L
zy++sj;{a_Q$&ER=4L57IUH{w>^JHGuOV`+XvFc&<hu`Y`Zy83mbWW_$5cRM*#s0P^
z`2S7FUF>|&HkY3qu&#v}&#^kO%m0+keYtR9?KvOvXQ{QTdl<$t2e^r|e0?DYGo#<j
zT!1B}$9)ap(VTB_+f9e?0phb!yMZ(Ta>rSA^vzROK8iDzT;kvacBin6uu>~k*L0vA
z+lL$2lr479nJ!*pk8Wm62N&sX1LCHZW8aZ?!%7mH5`EFlB7W~Jaxk~vt~=bT;|!Z#
zRWc?XZ?RWk%VojlYq6u~x!>|931<F>fZ@n%DozXW3rVeC2w0sWSnWf3Okw4Qn~|=%
z9AQz&M*i7AJk8CprubVdDJP#9vV~1bp!H6mefa9N@V6|__P)L?a(&NHbepoN&4(-$
zTc_o~UWnmd&9PnRixp>O472ljTDs_;6Q8`hmb$Xa@%Gv(hY<F1%fT3|eNvf?!uC4h
zxN<0YY4}Im3$W?6w30Dvq33+dEbF2S9aCJ25H6+AHoF6Tk?!5L+10%Xln>CVvad_p
zvJzl-NG$s$rX1w&FMobp-J66!&VC`Du%&Ge6>aV!4$RGGem<-IRq=r=%LScBb~>lr
zc7$4v)xXsX_j*Eeb$Z^bON+9t?(DK}*MC+9ajRKo0P~*}ybbE+ezYL_wV$C13WB?k
zKCf8~H9lu=wW4&R&DnTu9hpo!{c%wd=m<-op@5)<Ut(s!8>J^NGtNN>Wyx%(^=$<r
zrgwl-#vwCQr)_mrOT%?!FF7?k%}%sL&=yAVU<5{wGi_s#C47GuaBlToo6Mi_Svzjf
zrJY?lMB$)!Iw3Eyj){>Um=7(j1LzbUfz9@rwt29MS4RG2_QT__iRSD<_GveLZnn@Y
z?tPR%*3p4Gvf%4=Q!f5>vsd;4)pZF_^3#n2Wr~5^2ON*+DIhy9Yg%}jc-p~ESaaM5
z2gPV6|4D|(6*i35@Jpfh4w7K7z@h_(0|R-g&vp}4emRQ(qE9(gX;&?xlz;`8Vr3E1
z=I8@=)kYAv9k9+Ak?B)`lQ*3LbRe3h+OZpO>P8n;%_R<LAyDD|0$U$+3J*qLRc{}M
zk|-8{x7>HE7+-S(a#jVCZHmp4U|(pSg=olGi@Pvj=W|(i^6UA4sX0^MKIe+z4nUHg
zC3Y$)NHv(OT5KtRJp8gi)>K^TW2dL(T=iBj83H<<9qNX-c&eHF7%8_{fStDbWL0Mk
z!mqUUzPY|f=BkV?6o}ripd!n3e_`!@^2uYSmh57EM$HV;Yw$yry$-8)b7AMstaA>~
zMT@KgQG<{VNb@T(*Tx_@HMIVmh%H|@yC%GE1F4#;cW>!hU1+mrOeP*kOodh}@2f*i
zX+Aq!miN=o;fqhyPc?5eI}Wim-KpunGb7}5OSgfz7=H(amVhZ$LXq4P_2kw9DTBEZ
z*YZ5}r}yq>+^|6mz6|1mpZmtcQNwWc9m^eRRCv8{9#0TYxjfpYppNB!qORJ)5SRXW
z>%~rCcpn;mi#W5~@?lCl)abf=rB1zd`ejzE7Cj?$0C`X48RNE~Dam<$nd+$~bU@qP
zU!Zq&EcdEe6Y|b(Gh6{GS2iAR$!}?6<Kzy$r8fgA&QCNNg)jvnUsR@cL00)X+U}aJ
z9}1@6wAp8d4P?*BmY=e#H5kUwx4?kUij-MhuY!4K!GS-lHeTl@#w$eghCz1rT61AK
zRL~@ru<3Y-o8FskC0FWf@F6;K9{^psHaTQ19WxsbGa1n)$jusg3qS?Oo17W)g$6cB
z6YlO3bl9t(X=5`{NX&o`Yf5KVYIwM&^wjoaA~J)yq<r?ZmQ~6&t1d^X9;?=pE8z)K
zpPw1>g;m85y{Xw~E}dnQRrF-0G;HzVP>Q%7#&hl2P=53J8e4&eK;@<I`Dt$+Z?!fr
z^RBr|ThCTC=+)@+6xzq%T7GeATfyhFvHRJ);%X<?axjdhe|Fv$6-T?V`%cU3m<Y6H
z>*vji-{Jj38$Dsu>X6BHaS*=a`6I(uaOTMvb87C-vJ<APi)&pWO6GIAyVna!{hWy+
z1K}wfg=3nrp?ylv#!o}u#E|PBYJSRZ%_r@TrMZPRq^;rvd>GbE4At1Ynj-SiM=DHM
zsZW4cGUGEznNm4IFR0oKG;>Jal$xIA%w<{4s797Y2Rv5-RDjJ>3WVFlr=I6#>2yy6
z&*x(wa?G#>lb0`u494l~VtOYmf{weD@!k?3tBRsZ$~D)JSVSWp4)aIQCFVF*E6Yh#
z199oLbKJ3GX$>udvn5@Ij=(}-j>e?UwXj`iX^ju0YO&`hdO{=T4Sf;_1RYAjna1@C
zypaC+7~%_oczeLDQIQ{Wy+HS=`eQ0x2+gX&N6<!?;-hdoSjP!J0+%_~BrrQbCcg`N
zzaZVF_p?r>-#;Jp_1pMaPXKQTK>cip?8n3)5W5K=kS4IJB|=$s$d!UqPk{JSX_o3c
z_`R>`q&hFXLd=p9Di?#hzu@>R=-UNq^|>YAllZv6WY_*)g4|OOH~Z^TOzS_Nqvazw
zObLL6Iz&jw$jI<Oy=wwr+wZeLNB6bIeUy=lxa~-=jEcZd0DI8ZN9E7SW4@R?;4`6k
znIj)Oq$M|W36`89d17GL)!1loY!IT%8<Fn$J>0y}yiBpx=uB;bxuX&FAwY7GXF<H~
zd(<d<NvrR_N%+TF(*B>Kg~6{s`p^IBVeyYCMcR`i!3Zp=VUQdj{5+0$|Gw`3Naao0
zQxM(bn_?15-1$Fn#L&yqQ6BNud}%F^4Hw*R#rE%^{i8-(vP+>Trs|Xh#3sKid3PkG
zOSpPOZ#0br0pAO2qz|Q^|JW0ycf_Wq6Z)^$G6SC}g-T#gxgxVd`Xn1<jfHZEmf$AO
zYS=wu1r9PDX@*6jIDx@*WLyHRQ!w02nT<PB4#<>m9l1xI8<9fqGi~`F_p8L0$ZZZf
z<l>GsS6F_?R*wTed4T<X0=NJmhs`Ef%%I?~D_WJ-$^N-0Jm5c$ruW|dgl&WvWKY4y
z|8BJ~+@43eA+Apv*AXu2h_vv~6i-4&#Nx68^6acx#9wzjgeOH|t5d-)rK1^76U05L
zKO7+F5Sh?6DoariA)leyi6boxa(sigYg&rW_dU%K$a$ZUSsL@^KHT<1D83?a?o}5s
zGs(Sy)esD08lM0(BWSCDkMxho$Q<RNXtlvlQ6g6y`eAffKSI8F=+W4iM!qx1rx0bf
zAf+SX-(37L0`Xjt?8buN)R))8mdo%*9_^zwU<cR)Yk)=17wAjuRr-h6D6fXc8S*8T
zzT-@ck0n4^c#DN)3R#PZ;C%EMa!DIu3`t&ILD3N)u*ZXS=V^H66wmmEAjwCx-L2S}
z0%<(=kab`n+@3^qk~8@siwIZ{2kP{IfV#Gwge$DCiM5sy2M_qKlE}cU{{XH&%{U8x
zi(ALVVXuZ$#4o-7Oj8|7kM6-P^&&#9fA513mk6C^clD0MCLc;;pZ#-F?_N6Tr2vG_
zOZyH$63<z)QwHz8bSxbql3aE)WN$;oQsu{HX^~SvR>QggdI_pX=DzJly)yt~TzNCv
zZU()|U9E^bc<Ds>+TxR}CFmbsAyxT3e;bI|xg|i=`B?(+io2C1(Ykn3`C*@P(2=AK
zJL14$>W~JVk{T3{LyW@4qXikTpQGnZq~xF23)6l?(Sek*3&0k5&dxI1;_S&NR0+gM
z_3AKGwnftEu$j-1aa)$S8Q3c0X=?$mWZ(eJPccOt*eWsS{5uvw#nr(b)5CmU9VJRJ
z!vZkSKWz=cS(ipiIFB@gm#+WUgHr*wdoUbi1|@5*JDb3iNSMp(f;NmiTP`7T1PGWY
z^@GmkJ#_4Rs4V6kKpPSW9QPQ0Jv_;L#%+2`Pzbum8l5dHU{#3+EWKM>RmiXm6dPB|
z*ENgLU6c0tzaG6B&xLnr-HnW0<l!I{CU!4kN9mP7eAf@SJI}P|`DM043+#~3BxH6B
z0OwQ811Kly%)b|hi~HxnuuMB=6kS%||MKBCT|+rVz0lhrz9-zv1dkx6P59J4dKv}Q
zW8xET*?<FRvEx_7Kp&g!2=U63V;qjV4Q`T3#QE<&R*xLHrE<QBJ@+2zvVE~HcfLn>
z0D6QKX;y(TJTSdlLV{O*!$9+h#Y^q+k31tW(DQT+@B$c7kn~wWwV2YZALtOcJAVKr
zt3&7LVb0b2r=VdTf_~x*w8dvpSsFmPE6Rc}u3_!6UT>I(=#yPQiag7#9%qz=s-$nr
zKSIbvWUlrI5gL*7P`*S*MWt5tI=VT(gZH30s5m}81i{K|_igy%ZIRjDCd|w!CyIZF
z10Xc8^z%#EqVWN|;4!7A|2()KTM;h<)N3)>XPMuojdZru=OMS1JVBs4*+OtJY~bOs
z;F*gzMBdKH%WckH?Km39QEj8*$h_`9ZkPF!z&gM^^7Hh7A?qQ!{3xRlr9mCJBO>Ar
zGPeG`FG*%~2|+=_ql>$tdi&SL!NmVi{<sbb2u0A=08)s%9R(Yi#{Tm@?}@`O)dYy(
zd2q6cTW<T71M>u1%*RksWk8%9-93>Q47v+j`WAIPL~B3<;X!06*9bzzi*OW0WrN93
z{T^aJi<JFCR8LDpL0r*Z3pPG`4?e?}*934d8CZ<~Dd1t?kxw%eSuXJE;0UD7+AT#-
z2Y6@)LnkAEh~Z!s^T`95VTqK*F@UYD)n@U3%fpoh|5fe$Z~pUti(3B|WBUK&U;Gi?
zTs~oH{lMz;YgNn~w=qUKfwzSd{^;m>Zm+lyy&9d6kZ|=D2M344R_cR^VhR&OkDb7o
z_Za7|^0Ahhu|^9eH)JAjIC)@;!5{zr_s1sQqrd-m<lqu1F3rDxA9*8hl!Nf@-~U9V
z(u6wtua}5?Y2712_xF#;jHmc1{rw}6)q*F}|NfExc_aUCek1fq9Qq5wFnw=jG0(zT
z%s8)@;&Lj5<*#ezlyaVLwQ}hAAMibzfg@WMY0_p;4jm%%%s{Il*9yplQGQ<b-OC#K
zeny}Ux{HF;jNVQ@4P7)v<i9nL)}32D%nai*=aGa*Q<ohkfScf#cNaa0UEnE6@&4Ig
zzf)%1FM>t91ezA11hedfNEl#PA-P93639u{ccAn})gAuf2Y|*V66w8op}jaVECsrz
zW+W*6m=+YiLf5v2CjkC@57{|)K<gR_D{2Ac5flYWSiUcC&P0K%hF25L$SC+%>1DTV
z;@N?*6)aEzFYL0JE&cBsdU>K7mn)hNdY>q8QF^;?<DZOFK1Pt>B@e>zBtk+7{Xrmq
zM<PePc7THt$ZhM7w*&FBKW|i!5t+<)^qf{hq9A~2cW$@=C>;fiDQ+xD)LlNjT#OPp
zz5vfK>Y*3+E0w%xM;aX~kG~$2E3qWFT$d0c-XW@VQJzydUfC2lfaFtNfTwDg0@!~8
zly>%|Nakp~KIjI{;+;@eqsbwGtsO8Aa{nQX<=4PdY6lW~Y#|I!6z`M&{eU-QbRxjY
z-#A{>6n27mJ%F+No&iZ-2jtD*)mOp(G!j7avVaPejVpk#H?6rc+C7GMe)|jP4Wgi1
z9B=-+60j4Re_scR(Cr<7KAYB&g-HV7XBN9-07k`Gf?mn#;1eXSM1sl4BdG|4&g=`N
zn7}_ViA1#V1iMyJ@ngeunNK4TmmmRFUyX(LAs}yEzcXxAXF!faerE!)vv+P!1uS*0
z0h@{z!c=52iDubGPuW^=>)ISJng&nmkFNjDJ9vW!GcYblBWpOL^uWt^Y2)?%8z(Gd
z;Qa{$K;_i9jv~}}L6dZL!Uyiqpe;q-+32hCnwLw!GP51NibPL1Km${0n4CeLNl14a
zjzHS$&p1`$1I>YJs(^yxXTW0pjM?*G($)_Fq0H5$@d=jA=cVLY;cPO3ZWK>c2Y$&E
zVQK<kvf_N!ps=6yY;XwUYS3S(QDf3u<<*_$H+=pLSZkDPNWU2?2ichqZ+$@4R4xmG
zLWjtX%16(!PeOc#?Q4`8(@G0<1yWjSLf;=HLz{5pCBtYb0FXBks1m<g@W~-e1fEuY
z<^+JHn%Jfq`k$c0S`FP2+)hSope|gsf)x6}=d`NwT=zfpU`ec1|8>ueKY?390{7B2
zjgwegD5+b<<@DEUzx<Cyyn*kMM*vs*n#c^`$Y=aypH1!UQ2597i{5AZ9^3}pu(}yA
ze^Eqc&y6dHsvQOE3tD&rJ^TAKT7M;46y3t%vw}s0cug>M4nTt*kM%E~h{I)`5>5OH
z<jkwTvMx+0>T4S-b;ARGnG(UR8vd)$Xm)7#A8l!&2YWXIlugo~hfoXlP(i{ch_$?t
zcEn;LI#H5;>i3{QZ<^@U??+_D!wKL)#f||RY*N&B5RiuFZ$?1?|Dq78SUa@x+;_aM
z#fRdE${|~L+`IH*)Y_0s5&R+GBo01aIB=!-X9)bs%hm|zMY9lWA%HAP3AX_oJ{8|$
zKZkN~u93+7`$WC$HlQ9<ngJ~977jBbT=s{~@kL>peg=e>I0jx9QgPse8<FePUkmUD
zZo_4)pD)k*uEU3*h0TG%_7>z!MS!Ke$?GlFv&vUQxv&oPpU}kO9;X0LFst~}!S$3U
z#HGbgxW?xN`^E@#>9%lNf(3g!JdMO(6_1@RyIfAjL2qX%lM1}|YglKVu{PocoZ?6N
zl&iidHB*rr9!1tY!i7C(<7iN)WRKGS(y0F&f*6U6@q5rQGR)^|xFMV~@y(jWxRmaI
z#56^QVtp}sxFghms!L2l<SX>4m-@fM{Da??MEV}tv5$G(cpj`76;JeZzkyNh=RCN<
ztGKwciC-x*IDq-79jTx;6Q=LH?m_U!iFeWjn2#gCQtL>)-Ww{yyhh^oY+pi1_WHNi
zYVas3mj1{u2r|TuExcjH%j_v!<`I#Nn!-|K^nNTSqrMJWWR9bnjw~xQVP)RP+q7d3
zpD%a?1v5n=#njCF8))0g$+5U#i4v613ktSaBcKW5`<W-5L|IX|YEl2*^?CekgywW&
ztcuN%_Tvq3XOj7+;nH0dF@mp$@~6{@YNRP3Y!<6mX=c2$Kpg?KRlot0@jb<3`4)~S
z+u}t(IWqu!eBzHk(F}-}c=GMS2~7WSNi(eVd)@?{QBGKx?F5UWsz`)lV_iP~LA+k6
z+1?RLv;>dxI8%(<L$Jz|g^Z_6BUpmsr=ruL2~VL9`0{Eg?F;DZyQV{|X%s>Dy}3&w
zW?Lwh0!#FsX6k%=>DVN^Wc0gmtnDrs*sq#~9z52-6zekfN%<0(i5}B#zF-ghOf_6a
z!?_aVuZi`nM2=#rKa_C+ry`Rs{C*RjIvZ}t?@(DLf5SVh7e{Rem8ED<rUb6(E{xAn
zdtP>*a(+LRn-M)xiAi?)MA$2tQjGV=fR>qXzqRXLOoN&yRa@|vf`7kCnI8&4+8i?D
zpP+C@@sp{jZ@|VQxDE_%rwK)s%(~Q~%A3_+h4IeC|B9=R>!8kk{3X=Dwg*lFLQF<S
z831lG-ilHraDw4Hz-GC|8j^J&LM^W=LN3aRL*c08Mq2axg7a$pQ-E{={e)3-;rbF$
zTpwc7B17Q7R7D&c<A=iiqDmjBN$4oBh){6vEX}HPz}uMz{LRy1X+%4W*rHh!uvBjc
zQ!(-sju#ipJZ2vTl@%H<#FK`Q*47sqW1Y`#nU?Ln*Y{M_GyJa)H~z#=N&I~5T??c3
zqHa#GNRBl*W<IQ<4gMB}Yp}lvnn%{zlOCGap3;0HG+AkHe0n$e7Daue&@!VY@kzb>
zB?~+}gQ^-J>0llkiuvB3jeIop`sWo5``4ys4d%F!26MS;Py9qRA@lVC{#%1jxz73v
z{ILa1(1X2rXGz2Hyv2&<AmK|vgaFCOZ+Ej)){y1grk23_u8Ni})eQq$hWBw&YSgiR
zz2{`eE>D-{dwWf=Nm0E50-YaawZ-oQ8TV*VKBZ~ag|!c%Y2O(b)wDIdS^iLRtX>jC
z^3?`RcRM>gJhbrs_c<YnHYSze3a9C7-?)qext>qaU)4{<8|V{?igkH!pi>`9_5dD%
zs?j?lL~TsWb#YwN%CEE%-lNk}<1Q<~jtw{t-0Ddi#Anl~SMikSFU}EGztv5C--<iO
zQTIvbS_|pShm+9!dE3LOc>~34$J9Rm_haN)aKIxPsmr_s`&8-blm5I#5Q6#|ZxoJs
z3d|*xO~wu!hexvqaJ{2uV5w&I<2IVTgM^6VTss>#owG>_@00%S5AmX*LMoSbAUjd|
z_i0>1GqR%l#t$NI3qY+Hd-kI@p>vE47@jH=e`apHTlx`ZJ<myxsnVxE#ra>>RgRR#
zM9Hzs%+1rIV798_thk6mJlzM-Q#SQ`GFof{+He!$WTjAyXgRuA#o1dfsop@XiZ1Ny
z^7sDzP%<j&9AYLmzFId07v=jRwRAoLaujpqHbgxQ^5-*tiqLW1$K9-g^S#LsPGebQ
zpxbalz&r*Yix>LoD2dCOFBkNa%>B5Qnt!T6t6|{Ao$L5b&RwtlWS8^3vnTZXHDbd^
z{gI``3^dUMow+FD<6%MraQ3bWsDYR13>?)gcpuE}F$`2DB;<{xGg$T@OHIgg;cEv<
zPs&k)i;Uo7@9o34*2rrQpui3Im_GK<>Nsv@|1}}r<2acfbPe9=1NH{2i;s?7^M8V?
zCByRKllem04S$C<|7df~Y#XS=3P+(3_3*sJA_a9j=(!S+w{^P&vCgGfmQgq$5)*HQ
zrX~N5v>oq5JfM9TMkaRvXA{uqRdUw@6;9*T6G=bVI_NTQkXgM^cKrr$lq@2^+R7pS
zYQi@t73h)i`c#+f%<;8GXeweIi5QPd`D!TJ-cJ%`5`3q|kOkM%(rUr@%xJlw9VQ?2
z4O{{|7}T`j+8S0I1+?>md^HNHm@ue`fm9><*LkmIZ&s6z%kh!bK?P4}7aoJ*PZMOI
z2JY-ZF^OYa=Q&l2VJf2e0<5bjl&?+->&vD?l(}~9V<86spm7tOUAM=_!8`k&_t#3B
zi3Z*48jR)}?-e*ca<(G}d_3^sBiD}+qU{nQ3h2UZ4(*(As(_oI%r@_KtkDfzTuo8?
zSMd$E4r&zzH||Y(AT?%JPx-~;mSD<kgO0_UaD(gZ95VFq{xzmov%_^_hwtivTV5%0
ziA5AEi(PV#Ms2u}op4(3!1B1mYXW+i1kQX=q_qRILz2QVaDVoxL?4yUe#9O{*V8w>
zVrK*A8BevAdW;j9xdEReXg*4T&#V-tDS}NtS-jS1ABcZ_LqqaJvo-z}-C}$pEPQ9b
zWXAUu6zEHq2z2>hI=LfVcb6@dXtu;0j1fu+$A|+$r=IG@#8>@5o&+o(rEOKDrf*M|
zK96Zr|LeOi>Vmq~g`VQrijXofCYTl5fxL2WI|1Nct_8q6?Z@oehBh9AGL}lSH{u>v
zR$uGPG(I){D|vy`njS?-J|ry?K<jYccm@hrqBuV?vzHN#>(Dmm*ggPaZT+vf*%Qd}
zxN+jfw^`KNdIK``vOr($dcS>?Joo8COhP5Hz9xn72*+arM%s%Qt45#&Ql6N`weM_V
zw~FBiE}7Bk>vu*5-aGMXlo!4EyT6q~i%f$?x8*IA<|`w`3-D4D>JA)8t6}Ei5V+~f
z*qs|IS+B|DR+xw~e)nkzZD0Y??b(A&`Maf1Yc5Vcq4pNKrASyuFl{;cUoq6zm|Z>9
z;L;V@G7V#c<<90`S9~z{Fw~$=$rzLexT3UOxEt_j)1pDW6bKeKV26LYte=o^9co_?
z%_4e=W?)5t$I;gX{g%@~_nnLK(MJ^lg)94;pi!9cC);ZC#hZxzZx3_n4I~H0jlV{B
z(<Y%3N+TTrYxg5zI;XXq0N|YB1RL%L9vHSeMaiHTlKm{hddS9cUba3N6k!iFd14z3
zpKw2g{&><4ErXGcAri&GAZ2RP$}cZ?-x|2N*GzxHJH(f*)&YO0$*nSfgOOVloXxA$
z8jJ9cWssPS_3R~4erlc|kyl`)ackWJA^*^>T(JDf(m;<j^qd>(R*4OQB<+FHMT=U0
zbaLE)e$i=Xom>&)jMC1;-#>KY?q5Zd&Zu-6#b}I^9BqP8B%$LQ2t5j_sjNS7_R$39
zf!ni$=i6a0{PViO0GWu-oPUbL|NKnzA3_pIUFvhE=MV`i65vVBnsDRE4+AkD>JVdF
z<H9dwCb4%RpjHxQF+xv`v;85O!#pV{+<gr$-3{25c;Rwi`}I^n?rRg&$2b)KBf}3v
zuh7E>bOf;)22WV0uk69DWa5!NTXz+SWn4G$zfZ>vCns#Nb6L0<@!(_}iA2S2aO*~)
zkw#$c*H<X!70VM3Y3WYHq7HrrApCRTZ_r$frE0{)d-(v4gm$>@7b!J?Hu;uSwfl-i
zAzQNr%maG3BUc|A0+osUXF0OJAO+(k{n5K31jkvhh_dtw?&#zCQByqeeR-{`z6^SH
zT9oZD>2Z1uMhuU}E<vnMh!i@jnXwjIUGN(XA~2D8xXxUSr?tRb$GkGQoR8L0)ZDS(
zr<KhRz{Gb#R0%8ce7z%Ve}biGHVvVk_3R7miP{o31kBu~JkL=y#K&-9=gE42uc-eP
zioE%id*?ajadX3`Y?A%VSYJxC^}j~?&7{MD#;`C{p#HxVanxB<05y*m*$d&Gxcb_k
z)G9tJIKd0o8%^y|ftR)D7>U{nm9a(!L%*cPyM2d9QbpWq`2PGK$4i(3C+1w4AknE1
zn5`PF)&$cu;3^%>zsi!NG*}(1hUbpohTha<ZazWg2ek8NIjBl}82Kd$6)$gwYnI{;
zUi}b29SujsZN?4B*K)|rxlpCce-MrX)=@>1hldHIq4iAuDe*fYq@I}ghe3%#!hl2s
zeR&%{8LUr?sWzCqej<uzvx}$MQvM~?-V4cklCql-LZ};vfA!dr=6Nuu7PKDXwq#{y
zvk$qM-p3^r#M?bhNHuu>0-(0WpL%u)bzveRJ;-q$p+^rdb7J0HON}hT5}o~6bPD5X
zut|3!H{LAt%cm<k+!535PmQ|poM4M`6ZMU_udnIwbSH&&r4hw>TH;_TtD*C0bY^8B
zpC>PSWQYHp1-Ih*wgo^aR-@d1A#8*Ag3!X|F-<VaBtIrC!98(3EljiTulA_F*XnKe
z*JFPbu^TexvHy3V%NuktceA>`;{LBM9mMfJ`1oI6|Nm?Z{%3XZ|IcNP?^cE8F<7(9
z+!4L^pF{Ki<EyUfK$wvDK$j_nn(Lc7IxZuh(#L_$NECL;CzuQEJU+WnuGAfRo7jY1
zQeuw0dF$rrKkFT@6pPP&=XYesFK*~F66aEl8f#d)<Sv%VYw-6>E+=;b8J#X}<42MZ
zUMJbPSJmP>Q#&_NVGJNkpPIOG#uMs%J7|R|D34%K6a`;{!V$}zj?od+`JizfT4s|q
zaPYZ_%+kJ#kU&!<o-+z_V=`muhimPSB^NKp*>{KHy%*FJW8fdi9yN@B5jm_O*CqGz
zd-OEG_EO80nuo>+;b02xTg%C?2q-JN{cqR*;}Yy-E+s;f7lmk9ys(@R|E7%R|AP^4
zq?>a<t{s~77-SaE4ki^5`!KY%qfrGp0JcMWn2-d7-*!+UCn5wmx%yQkpQOv%OnZ%Q
zcHfT-evXzq;K7&*lLJLNG=EoqDE;UM9y}i@qy^$~e?{9Gc-1=erUo(H-k-gA4W;Jo
zT8oPW3k+P0ccuHk723cCb?`pV^+6?Tn0@3h0DQ~<yuTbhfjmJY0bb<a0iYuiT!n;?
zltAqHCwS`@|Hvy1!ud;fqJk1m;IS1uGZwB!<C2#}felg41Zlkst#UHrq41S)bj5DN
z<p}h-$SPOMH~p03XeELB$RH>ev@ti`K$yYj;gH4rL~|f0+g>yuM^>lG$i=G0`TN%e
zIbUIdp`JgN+t(z}eILXPU1A_2$*^9>BESS^sD{>OcB72!xPUZVXT-V)a_vFXgrnWo
z5lZ(Ie(*4Omkk?$Pt{NQn<y0HCp35MFm}ZtQVVVJf1e>inn$k>THTin`U{k?i=v>^
z=Lksa&rUSYH-atJ&$L%jH}Wj@08c*J;R&ojdp1NWNDITg5y-2*qrd;pAzhs^$>(vB
z^Y<>G%AGxMb#}AkIMEX^N6o6bxPB#^=c5pZ0V8-sJydc9BvbxqH3Ut*0^*}2R=o2$
z{PXbgE7X-GSeCX&0!1scW`=NJscpid715J^!h)e4+`J;5LdX1&AJ!%#ufy4V3pJso
z^stAE`6w$xIuu}fHd5dpiMg|097dvE-gDlw?#qagR0=ea*a0KpFUzBpw;2G63(fe2
z0M=$LIDK+w{|^}BC!y_@XB%J@4+dOV2ihUcA(j!$NZMh-y0mEwcb@!Z@VB+K)B`?H
z{$5|$(sd=jtoIt#=8-bAr)BTk379|&_#7u3MvEEHY04+A!c$L+_)(=OvvZcYok2k3
ziUs5l-z@@94%T(8g6=#{T@Vo05$*MO?7VlZ#|WhMhZlOb+vvbvsU0?0SGr}x2Eer_
zl@XXfS6L1LDXQ92P9R3pff3pcj`9LNJ^Kg4gaAV$_-4+`v%5vs$Y>Gny8)U*3)#w=
z%O)^P_rb1_`}9I*6&FChH(;(+w1*oqNFX)mi+yp#w1`j*Y;Kym#FK(A%CU-mR<Ce_
zO&b1TD)SauyW*<LbSW*WGP3y!Y%P~2U14!LbF~(p>hkLTY*R917{?kl1;cObQ=#4O
z4}H)aG=l_u=5}y5-2j&#`~?NwshTmsmBgx4da7ar1qj!j3Ko?+Hc+O^zOY#*UL+RN
zuvSso1Y;j@___HhC_qWb!mS-ppQIhqZr%z%z8hzEm?+<YZ38pM${%n5Xospq`n3#P
zEG}D51CVn8lRXn}Ysn*tNPqF^rI*osZ;u9){ce+66Q7-9x3k8Ww9H?zvp6iHu{qs(
zvPLHLWO+>-dy0MFR>Xw)t+=Tz75s87MsWk)Rk;6y?Bm^|`FyLR*SN9QB)Y6yH<h{}
ztW#ss(@?U^oWoxwECn{CS9_GL9g14nk-=*_kgA9}as?J@V#)<fj7P&Z2cT@lb;0WJ
zYTYWV<xfSz=7?#g!99Xt#~LF|qo>9J>(sz4WZW&Ex`=r9t_oyfoSo)%73{?W)&{2)
zg%oQgM`Io8OzRld2T<)ya_pCB7dy*z=||%4t(-pY3Hb6GZEVA$a&kj&1yo(l#4T10
zvVGcKmShnf;F;ncY=yKT4#E>1oCP^Wp>A%l2WLK{>S0)1aTF?+n=rR}so|`$(wmaz
znUm}Sx7LkvWJn$b&XeqKp0tt}K7F43X424IZP`Z<19#Q0FK8@X-}wE$pSxX5ka$8>
zlj@QVzfsI}M%hlb9M8GWb}4ogJMcT_D-_}84P852{nKF>S7|v0TQ-s(*hQxdUPQ3R
zRiI-b?gb`hiLzq=nP<H5F!0h^RB<|rtQOu-EuWRVCB<9mDm;8|Lpzhp-7Cf=nR4J8
zz%6GE=WL9t=gZ~wK)`EDL0(KM&CwsWxSe4UT)1x!xY<o))A=@x^x>oP`MR0e1J|>S
zbw_X3uKd<9ssh4L=L!PXa6FibYda3JOo(qDs%7i+RmqKeA{-ULQ*;+|>yX-K2I_+x
z@)~?e`bN++T&0bb%)JIbvnwOqcgf)N!nN{PDL1!@ufOxkS@K3U<YqT}D+htnuSBI{
z?I2JIHUg}R?#6r1t!BKUuP1dzYa-_7a>bk7kvv>uQjTxdu!K)PcZZ^JN0C>=O+<I<
zZRJ!=!4~;Pe&<2A)x*4t`CpK%+ar&IzSBCa2MXQ!O|FX5(kDBpM)=EhbIMOxvGu>O
zxH&>&dA9Av^n37IzX@beb!)-;a_Zqn+GMSNxHf~G_d&g;wf!zRq4Gtov!$_@vf|z~
z*-Wb$O!1S%Jajs~te`W?g)Q8QozoRcph#+tr)ok&K(;#$i;?Vo3IL;SaT&tw-!c9N
zc*AM?{0PD{1B8Y7@ZB04a9iULoqTL!avhEMb0!{Oo683<tt?_=?;QRZ|MVSJ;0(_o
z^SWxZ-G&0NlPnBEm$P8+&$V@X3ILEzlBqKCb=RNBDx)80{V6+N;CV0l4JdA<EkDvw
zj`g&)LB8;P07L2$ck%mcO@&8Fyg=NjY6d>a#fhzGx0a`z6pGAsh9<rVNWVi|jp9{`
zXEUn5+;w-kOAi;8=-uyGufxfy1Pk!0Gr~<f2f$x7T9)EtL771bZ2}C*A^T8bvH%oh
zN-CBZjfrVRdr&ht{^<6{06EjCh69<y=iN~Oea^hMMhUfDYXRPt4V~~+Z-P1}_+)XC
zBo7~rO}GJHKR;W3)=jzU9P};jW?<dYJx&#-909PI&{i4RTr2>!?$wTV=Nf=V(RJbb
z6Hk9T+dh?UDqKRT2eL@QzPz;$M?e-V@Gs8=KuB2OZ)oPut$smX2Ky<1iCR4#hW&hF
z!~1yvh)AXcp->y`Y`|9T`qpQBfUKe0yEtn-4SkPpye?X}ngP(sGS-8jz370UwKbr{
z2sfJy%!|BQ8HZxs;j{v*BJH;a(egEM4!ODG1G$c*s5gv8hvAqbA0UmLv)ich?@)Fq
z|Cp{RjrA&0`@;y$WL4Ys@gn0<hOEv?DB(4)zv{qJSd27<rg(f61jo_BK8QD*&9p!|
zA?s0+;BWwYzb;0p(U@TzJQ5|19K>(FzkYGvT5WgzV8PxLo<Ei`%#R%e>#c8n4uiC^
z0`n9EYOo)bwaOyd`PmF9zEpLKi`nZ-NEVx@?|<69u98j>I?dF{M3$8@wD?(o%i1H5
zT^_Q*>|_}W-?ry#`#|?MD2Ps#nTjD?xvyN@n70&8mAU1`M;8?|+<~g(FnUuWyrZHM
zV6g{Uu(v)VEbg@h>DNZtGS${If|_l&3u>chL8q#>!-1mSCq0TmbG7DS<}sYu{ZU(Q
zRwt*8lg{0!Tpo1@jk_k$bTXrJK4CAln*|OUZ!<WdNvEKsmMLZbBK<MSh*01i52(ds
zUGDjyZlBzMw#N1G@Y+a0`OKH!RY}Y?xqGodv>xkWdR>1a3(^>>26MH-7>v1QwNkV?
zGiwAM*zDe0l+E98r>#ZS+lpqeknUn4GkCEF{UOUU&VK2tokM8BZ^_N8Y4hK|xc;!u
z5E|olpieq{9r6g9qj(3WO$jH!r9p=|`1E3eyx<NRxK#vS{<)#^gMx1PLtEujeAdAB
z$*X44tZUd{8TOY*eE=kE@dwPZCbLVJVu}a%^*H<AOIuVt8~e$noVoD|ddER#=s{2N
zF%bR$u#xE*dk5WpoVQw}xaA+Ng+}uek$k5i2^C2JQ9{-}CG(jw$T#Jm{f5ie>Vhag
z`t_&Sh%?!8=>$KkuT)II!^q_04OJU2;2vHs-WASVN5H9LF2iDPZ4u=VG?_`x+wN2P
z-;gH2e*T4u*&VLXH`dp>mvCErThM+0yZG&EXz$ya0(@WpKBn?Xp9_gv?4N&lGoV0*
zEe^Z)Zd+}%tg{bhCcw5T(}pH+cI$a64>P$cp9aYXq|&;J!nVHWwvUF_2#o#QjBsAv
zfKH$s*@;F2E3f328}@e@j<p$ZRMRoXq99mMxPdMDUBC@W!Cl0Z{rm^oRA$F)CkU9h
zzIO<Ms~BB4*;F7}q%(DPB8GtPbSBh}>OoK(+T-*it2%7;51l`^fJmc`|Kl4ET7y)%
z`FV=HzD^;H_o$>ci5U5|FF<vmA2NhSjB%w2%;&FkpREY4af7u$3_kQnwqeFuc6g?b
zM;(De7iicq-)_OC6p3F8x8(cTS>5YxlSr_$*G@eHy?~0)Cp_yVXp(2CRk{aix~sHK
zreD@FP4A76-tA-iSTg5%)5-v6I$Bjh6C6*3ui!trMxfN%SLKeH&EtX{lTec@Ibrb{
zT^GQ9wG-Jru6cY&#ltvQmnOd?qL`YI^3F-wtuz(!6?j4HtGu{{+NMd8h!r~F_Cvg<
z7wQQYEjzYgNyEPGfqMD1O<Pa8OkSax9i;No&Q@W*kG%*Nhj_L}WsB&X{`zNFSe(Im
zP3roAzXGpcNw+tmi*53A5{wO33EEbKfh@qj6>+@G6`x(h71pMYd~w(KeFpr39cN6Q
z6!$<$n5~;J?shmq*1zHLYK5kk<9*y37s0$$my4rPrFeB%x=!<Inx%fd|N7&GH4PuT
zZk3cSs3?;)-{K*;(S`^64Vx>~{57|i7yLeW;y6)@l9Z&(@k{48zB2<Ij};$b2zyMa
z3+#~a_nK_j>cI)GEP6sbAvr5|{CuTDb^?Z8ZWKOec~YAh4ySw3fHlqQ2#2dFi!)1(
z)M^at?x0KQ*n>fTK5$xgFV^`kW96*}LQpvy_wS6x+dndN0~kEeDm_`IHV6nTF0Xf=
z2~aNH=wR<A{t>JZTuNbvhA3W}$obql)3RUuo+*a%{D#1Z?7@3vZk))aGHmDVAhh~t
zTTr05ur6<Y@!X?C#0Y$jchWDq{3pXK;gVqyj=_6`MsRE~jAv7SkC-q{eVcMkzCC<l
zF<0_Ldj6?FHT+%^olGERzaxJX5qEj$M7qIf=vIUY-PVVdnbF^?^4Grw7>cJnSxH|m
z6mVXsCtPFL;9j9QAj!?C{kXFa?bo9U6TFV=+kqlwcT22iyk@*cEZ(TniSxcsD#p4!
z=<g{p-mzr`%eTOlXQBg^>c$?g=#pPlz3(`CFHKNvq}4v8E@na3jpNi(^|sDn9<ocP
zyUxR6%F*I|vV)-`KVx64s#WhqP5(|{b*Wkj!Bqy|aL)^)wyP0D&xK%G3LZA?9CEjk
z9(k@fy%p)hFu<(ilG8~RcF~x0B7wPQV8dBiNs0@tyG<>kOx`ljZ7a=b!+3P{I|H_)
z?SAP9ac;RlM`zhawqn7_^tZ8-<kMP@7BxrSMW1^^WAMTg5;D%s^SK3A;O#K$x?~6V
z!0M;A%gSu1T$O2?^2h0-Or*cE72rKwkbP?GqWeX8#Z7&MSIhCI^t;d9?Pq^AfF|r7
zSg~^Sn>wfz*?RYP-|$*crxsKM+G0b|>AbB`BHR`y&)qqt4*PDFuv1P1!`^S4K7Z<%
zNGqffZY_<l5bq}FkLt;?vFz-$Nsg&}QH6TMKIy${=1{gnEHWg2Jb;NmFB$LA6>LW}
z>Pz2$E4X}Mqiga#NulrNGRt`pmxw>Llo|JQ?33hR&671)=Px-W9>Ot`-Xw7FV8fch
zMWVIgA~WlkqPuwZZK9X>sNbG_tLyl_d7}M{<K50`RX%5-U;4i647q-y&q?rF^p*Ma
zPhiC~H^`rmT*G*Vl<D=#Xni@|Q>eyPA1F%7oVaduu8_#7w9;VDz*eDLB&U$GNW%RS
zkw5cVFR5;VBHuN_{Dgzz@{1&}DtqWghP>svwt8hq_~Usn5^jm2)EHVb$?A(y-TS|N
z4a;kGKnoI!!vl1L&8{By-is4aTuQ_F_QfeM9On!448UNUsdV|5PV~c%SYoTxglr7G
zw*-CTx%Te8@>44D?7Y(J1#*v$lXs!q?h+O|5ZikulUA1cfB$YPH<2)6N_~kUZ^1D=
zDz;l1W7WY=Rr->@=d|<=z)eA}1Oa$4W!o>=sL$)c&|NqUYpMBYcmutc`4!6eUQQ>s
zIgZSI^e^wf%P^ZlykICx5zl2oVinG#A)cV@ru)2YT7>T;^WcGI|6T%@!-L)U2sJ#F
zxxD#WyI8yvm)C4{FO{2UUDavp%}d?j@3Oqq$%cK3L|gw@)`gQNBzD3|pE{J{HjLXn
zK>UpC6X_rLHH~qcNc~vs>KSE~-v#IgY?DP3XnydqtB92}QH2>5YiM>zap}V%mZi~0
z|7d)3J>cyIxz^gpHfDVDeJe<w)1f(eZRC#KCL4BpKW;}J_w+?mVzt<)CFwHfAt$qP
zY_XPIUW-;<Y^v${>rP5){EY7v-aRHW2*Kc*a}ws$rNvh0Fyi2*wV%l~4yxjLhc*22
z8T^b$TA@W1GU3>#?9WQ@`{7C<Mtvn9T@%+k<Yf7qgwP+7MNDNUelCjo>goEbHp`!8
z(>I6u_lhBT)Xht|)3PDWim+I;%KAffx164bk<MB5Ib!URvNhRPB+=m$_cb^BzCKwR
zp^4SFCQzJIo=`usy#o}v%p!{>b0<?}w{B`rnh{>@lP$+;GZNB6k;zh^SqGOo-gj!-
zo3gKFl?BUMh|HX*@8OZOS9g!XS=YIeP9dozu2w5itL<3(Im9AI%eZ{9zhAT-EBIdi
zJeu;D_?*W~<B7lBv#7r`93|m(Cc3iA`^uvEk1}U0v6gQSMt)&s%uQm-JE~Lc-{ms3
zRn;L|gNcg)WADViTK^s?q1cefTnfdEexPuYN1&Y34d9R*PbS4}3A7`B)8%e^`;5!!
z`-}C(T!bMF<2Bu9mtTggTz{OtHWmBMvcRdj-!AFvANNYGZt5l-Hi=}$g?Cm}@vn&Y
zqAH8arCo$raZ_&!UcYM`+yju9+WTIXD}!0n9N3EYuwSzdD1MDRv++|(jncYhvqirQ
zgIVqn@4Zj1l%K?1dzs=q?oijC;gQo_6>Sb>ru7%_Ok41CGXy^RT9!>EcR9KbT^!Wp
zH55}*5>b;PcHyq59xJ#Fxm05`r2H;r6?vaT==l2Am&Y)d(@6BAxl|tr`YDagCfroG
z)zc;ER(4^PnkRQ;&1hq=PP3t8;Y%Amm7`dHo&t`ia&07j7_|t^+0<~3EW*c{w?54$
z?P(_0^noe9`m!T!8W+Q%I<rMIWj*HgZ6QSh$84O}3HM)p|9s(ba`3yv^;ox%<76`p
zHJT+EB;?6lzsT!SMIV`;Jik#Br+IvOZ#~xiiJuV`;cdRR8j2KAE^%B_zKr1jUgVhn
z>FRJPr?zQ6mQm;|3vX9KR<AjW{=*B2G6GCFfBY=XoL<KkW0&L?xxH6w+C2|KiYVNY
zrF7FItM@->6|p6!#_uo?7!LxoKwULWIKX0+f8b<6*ZV7n!VJ`JqzeWLlbt}6t>h+~
z<x7e?ReHxw)_V2B3$}dr4|NeDxf#AA8ba*##Hs4ogV_Nxr5NK}uFrn;nKg?zBfnO?
zG_7W|aPm*nKfP_mN+x;!!~=r^?W#cy7+-dCG#BjYS9Td|AL)Low^!z?T;I+3<oD$_
zmvx_g!-B5_hM}{Q1*`Oaw}ED{BUx^#5MamRO@|y8r9E{?<z86t**d66VTsLt48g&i
z&-=t|70A<h%}-r3C`cr?#uvvr{_#rsc;s!v6&StrK5v?~l&dndWL1}r>~18vY@}pL
zw1w5j^6=~FPMkA#*A@#G>Xm%CcfD*x`y;kkmdWkuu{^12#Tfln0ZVo53-S8DiXtn?
z0K{<e>NDNTAhMbXtENT3IbXl+ljw)gP|y7k5}@?_)etmbiV)``-VETWcP|5a`x5MM
z18V<3;iW~qjw6yjAe2WMn(VMP7@T>UZSDYtLvLpXF*80}Aa2MS%&?E<fe9tEyww97
zjLE*-2i8?I`#OL&*jHWzykFsn={T<_uzF{_jsv8IHxbLy)f;heQ0pZ=+R1GV8=9(O
z8(<dC9w6x*j>i%xXYhT1m^fqv6Jhs3*m+5ktC~Oy;Mf8j$L5?5g1e1i09Dk=BO1L8
z{c2F%%nD@bmS>H&xvl$nmB}Eb35||2|CVqve$opBLX^TmLG<1Q(bRpAg{M-5(PWJV
z)ab;KY_upsqL-$1czqUxxc}Jo6i^4}whE+-=<=EXvlotL6D`eUu0<p%Lczm`JTHSV
z=3n1<vh*wl(RKl?juMKW0cW@!kE5&iw@?J;rA|t`Gti!_*5Eo500EW~p~(;5BPwAO
z2Bbr_?O+2EhtiVMQ(ns5-Gei?kyo0u3V1s=5W#tJOS!TOEMKe4*Z~GL%4XX50OYYt
zDaEfF&&U7+qhL-)NcBsQ2EbBH6L3WY5QNuxNLA+n!^=4{;g6gHkJx{~rDd+0NA`EX
zy36_H31NQpV~Rg=1W<^{hNbd&i?agsMO-nw5*xoWLYc3O+$+zWt&P?L{K?r>VK48(
z&LoUibd@Ib>$3cX;I{;H(os2yl~A|RSchHUww{~a2Y(}FW)Fmc8-?7;#x1S`{)`L<
z;*00co^UJs%5Dwt21`x@>;jTCZCVZa+HXYNK!{{NUbphdS2wNX;ad;-ofNV_3BX>d
zoy&Cq+^r#d(n`=)55M^sGfFYa>^83yp_Zd5HR!aFrmYRUEqlH2w%ZmS2AX#%#P+h2
zHw+4;3~JA}_^1ju^G$&-GTw&ktVa+~zl`7(vv4K*;Nvz-0Gvftc7Sj>y?%cF1b>&l
z?@>Ne37?7qseG>R)tO6BKH2C+oYI|??L%<(Hh#!Es5wkL)V$xtTLKiEx%W2E+fYt%
zXaew7ZmV!RKtPuNc#N^B+Si<eJ6@WA{g97nQKZN2zKJnLh%WJu$G^*EELW6$Y`yWU
zKGy*|jcuK4q@Qh~uR9UAXZaOFAz>06!wS#RUbSpA0;HoUlp;Wz>baIU;sGV$V@f87
zu??!i{hVDt{h0u%Qab>GY7UzFa7R88I=5y$w)I(fFl5s@_VZy7nvaTlRG3?YhLB`w
z%S(H)_fOuwoXOl0rikK!jvnX8ds7Lrs?4G%P$XW48Bs@%gyBb_TxQ2sFSJJmOgbLz
z(k7?kMDo5Pj_+}0U~@V&)p0@hKmQ(OqQs=O`3*i+2+TDl!~wmWx#=i?2m$tK!!Umn
z_h)@)gFuL1x_my@`0n*5i!9(!+&NF&jb-``=6(5W*oqmUm6tWZn$>(+-}Uv=gb4yf
z?0PprNJD=poJ<OLv!|;!m=CFst5=lR>n-FyZ42}Z$*3=JFE`jD3}{CC$LDH*<r#ke
zX3m{PfH*!?s#ZusRh{9y>~pE-B(@kyFAJXnR=Gq>8@+*&U9_^KnfZ$k{3RDlzczpk
z*aYm2e$~+7(&N+G?=y7fs>OIbi#0?h2RtjJSl6ZP;MWtJ{3d`%z-u0Ghb#v9<d~-R
z?+tYcDOa55)LOb->V1<k9QKO*SoE`3<qed~%W^puG;R`xm+m8FVe+OOD|-sdOgoq(
z7S5W<npluOFN}2=C{~{v=ke9yeNLR(cD!c$_M+er_G_8-j5Oo!0+L@bMeq8J@vS1w
zotj`{pr`Sbn&o?8-&VhMNPv=N1LwlGc@o!tYiPv`mo4mi(>`s@CJ#hc#p$}6ncieS
zR!>dh#v3arU{L#2?#sY3I~Tq`A*1`a)9|^?D?8tTE@`Pr_@I1$@J9_=`4Ru2^h;Ep
zbyHt-ZnMG`{UI?*juS#(`JyzSngM^UL<jhuj%$D@(E$I^Bslw@hws_FdpWaKJ+RSB
zL0z9!ZP?w=4RK=;t7^)t$8IvDala4d(=RM(HFqV;r+5eJp2`Koxb77!9HQCVBL>R4
zDbq=h-RelSO<G0Otk?3!q)yy7<g)?Qmy=$TQ}c!dSIH7P)W6u#DNR}+ORkmMDnF=A
zsSsguOVzLZY$8@ggj4F4%uQl-%HJOs>**Am41sUu11arHrPSW9ljM{93tQ59FYriM
zscXX1So@7k#jA9du;00lm`k)}Bv|CQ+dP`8PO%^lV`!jS*rY5T?*D4xL{^hX!r8dt
z{ZqK(4B;#-{YaT6RQR}F+DX2kW4n3TiS$^+ZC>HSEU!#gE^mk`2d|B8NXPk=>oV9=
zL=mSAM!3C8uxL{oCVp1IqSYt4+~rM+CPW>)M=HS?>o3tN4DBi~mDH>ue*Pr!_2V8W
zd!}iE%H(=`<nrg@nnk+tTWU-AE9S-X5B10*C}(awW*k2q?aeAK1u$RoW$bptUybl>
z5-)$tS`TTU|3k6D-VF_x`|K&fewPR9H4&P*{d*lQ&H7Ql$M;_KhAcIS;!s@T(_N7J
zwv8N7CYf3LpW%N-jL5F;zQ><SByhwFPTbOZmAp66u})hsolCl)(B{65sV>ZO_U?<g
z%>QCwUcI2B*8TjWCW@J8rs!Kk&HTD#%5M}G4$LvB<_FITC!VyGXnBd$D^y3lCL(!j
zd^sNxwYwA=d7S}fj$7vzRZ4pCN@3KI5^ns2kF<*pt6bQe^Z`lzWuz|;F||1($GFWD
zMus1_aB0n5n%!{kNYa`h3o!fcSVV66gky}gzE_z;Xiy7#XzhKWLn8Ir5f&_*2&()T
zrjOBr<<=%&E7Zh$<&##+?71_L4PTb1<<OdH!Mc07{nZqQp&xHDmaHXS_*Tb!d&c8Y
z4=(Rfa2N|?Nwev<c6s2bVJIg4>qyCU^5`$?qV|fCcvqAOD2+E#Ah5=8n|aojQeLG%
zTjK^@i+fV!@6;;&22M7<y7KF$4|E<I0kzH$OBK5=eVs$;pS$;I{;U>Hh1(UT;UDMM
zxt%1sIuWADgOByBSLm7&)7Lu}*M&rlx-R#J)aZpf>t(VU(l_7?=12tWyfUY9lqipt
zc*S%1qc;DL|9h&Dw^*X*f8Jwyn=!I#DMeO;%TdwtEgkHVEME`Pbxtvgbm1owIqt)z
zBAEM{)dhc&f~<%9YYso>O<x|qx<4F}9B~9*{L>o_Sp|jtG(o-LNZ!GsvGl387mZ=b
zgzK}nu}J)91(rWD_&_O7XCCh-4#v|Tt`;D6@#pdvHNb9PAUFPm%O{q=<hS(A`YI(>
z`gv`lIPZeN?~HN_URfL#;Nq0G;6Oq2YaoBgko6h9#@a79<|0sr=2e|4j<_@-N<^}a
zZ}C4?pDr);(?>uJOS$xs@vFCRdY0oCg$;ISc8@$$P{yREXFgqXhkA~uI;04GXb->9
zq>#<{0dmPLpr|-ry!o&`G;hD^UHoxRRysGp1}=5~>`QQq6Xl8J3iXqRQ&T3sLs-z4
z;;_~D8A<)K0Ph9SUurgbj1IWmD1;;mGo(5<xT}kOK=N~@$O`*#N(DsD8~5DO$}%wl
zKX6eLkXw~-*a2{|3HyB;urRfccak)jk%K3*-e$8i&JsIz?bP@r8*2!+X8F5@2N9{z
zzC5^}LuBPreIUuI`l?ew4PW8>jSmzDo;U;;JOjz=*hC3SPjHrqF%z;r6+>p(t<An#
zKhAewFS<I=S<tG_&~X+jKVG8~VOdGbaCNn#w~5*3j0D>LDfaXw%ac*wU0qTK^568`
zZ*A}_%G7A)=;|!&=3nn9cW2GKvSf=1xTZI-917*Jdz+t}s_2C)0mnp^iNqqlTixX@
z?6xXJC6d|Sh<C&Y>a}!T{q{oF_qJss+SvsKl>|Xf<P6;hJd4b3arNFES5B}S{K+2g
z#LFEDGvOckCNb6T*Y&-bS89hOZZ%Vw8T;M*smB+7^;|IYBp7zak~{xKKDo7=`%v+@
z+1RI|q||q+!cqklm1SV3Vr2vs(9G13I=UK*`FFx*O1IzJH)2wECyuvLM3pqbzI9+N
zC+B>QA#?2`(N`$k^;fRTrr%rg(=J1OSKWbN7362Xd<FDI<&DQ2-4hyfW8Ya#!(*EA
zGIc<7;KTbh3OwunFRE|4RIh85c$wi<BNxochAtw!PaL@QKk*&!l`&$OY4;>M*~y5V
zIQD(p#_74nSDgdRfijoYKk6yBXLR^Zyc45Vb+7vHpR%V+S&DZ>ORzwxHr|Q0d%J$^
z1`@K*?S(8`lPB7eSFP7TxeGRuVrmlA*McTI3dOhX)4JslaoF5h5YS*+$zJK`>3E0N
zSi)$g{pm4{E<Mics?0=u?Gq9ta{3cfj6p*f4*dz4y^OVM1<N7E_?^2-%iIrczu}J$
z@}<TWA?3Wf&4Jy|s?q$dz1Np-7j4m8yGz6I9?zfJc8XgwffX};CsCQ>nI*Q^B{aNr
z%6dB8BYf~r(K~R@bkeG3lD9SD7?t07-Fn61kyK%iX5#ZNCUjA*mf#|u-o0o&D=sD5
z!+GzOE>ug*;PnOHk&fB>13iW!R-OdL(zUW=E<ujoIo4fgZGYgsyt?FJonHkTz{Z`A
zmZXeBl#9P5;YrC|3^k|Aq`PQdbveu`<^SUCy~DBo`~Uw!G>mrkNQLZCwn!p`%3dWo
zZP}-hm5l6c*_(vyO(L>)#z_iiHX$VB_jtOl@8|pd{`dR+^E-~~IIin`y^rd2_If>^
zk8!`>?ja_5CC?Tv2XdUnd=1&DVqG0@pVH>8_cN!A9;K#M@vzOmqoo8DkECwCrQ|OH
z%V2fgbHkS>e18aTj0xobty@84ZZZ$8Z(*6dC4aN4U0g$LLnT>5IK2|a#Uja1Urj#S
z`S|tCC$&GksZwL58u+)wx9kM^57eFWzm(~u4+qfY!~I+E@NsEzFb6z$WcPKcmGuau
z=+{2w^RHyw!ya$x#)-|B4KMP-ddfHM(JxfiBzn~_YjGjslY%3x4Ssp(mbNOz$deYd
zNCwq5k`m{>sqg*i)FNPM|9GJBX@1g=)C;&6KO_1RXMcp;jb<R?Cmn|>(!ou6iE$U{
z<&dk{R90WIjFF63V65n%ENQmWg@8DSMtoa4*fIc@T;Ejvb<`CJ<ky!tWn!0orb8Va
zo(;LsR_;nTj^U3<rRLG5I|kxON)*nMCGboicdkh1VOJeosE!ojPzrs_xypCWATkO&
z;O#)#t;Q9ou~Yxs)r{)nH92@)^uM?zdhv(oeck%Z$I>m)7e%5?$(UyKj3>-C8t*UZ
zY1h~9HF1Ja!lu_VPGEzWl<GVSYno^Ztx+6{E-YVvP(Czn(UL@ID&(Uf>az~fv3Z-D
zcNa@5yOvEF&L}npQ<YXdr3ormaG8%QP?fOX>LiS^yoK?%m~~Li)V$T~IriS=3h|(A
zNS}V-szKHpr~6;27Ay&|Kg$f?P|h`fUqghY5nGidW-ocY<-hN~mWCRg=eN1QncaO~
z#-?g6gxWsDIl(S?QHbDf{{cmG3v-uKqU6We?Kt70H^u4fQG!v!*I=2d@q;5^2nvOQ
z*KE=OR$ud2+@@C5cDq~(8~upaVhcbwStX@Hd#bym;6<=pk|N2izU+&;cIyOprt8yl
z=tfq|mq-5XAc3BdPJX}9ll<WTT^-xt(b2b6j!V}!Wi-tB?LWIn!#&w_jWBia<|a`A
zkGG8OKrKJlt9hXyZ*#?xM8Cl4v{N&e$Ms4PZD)4;^A2=2R}<N|9$$#5YZvt$cZm0E
z9Ck`z_hz2^NZ@^rgSY?q%krnQeXyE{EPcpcUU<PY!5A{@*|79TzQj3MUTIHDchh<H
zI-RY3Qib8cd_rgdfy@`eWktWcBt=y;qDpo>OQ$#eXHU+@lT+rNH<r5Rku_u{PG0mV
zRCIlVz(ez9Va^`y+veK)^&tw5Mr_w_=>-1{?MORA6j9G!s#bEk8LtXDwxk)@MHalp
z?kIj;x=%#g>?!#&p%}w2cObf-q)qbS1W#KNDYwlpw!)RCTe(6_4>j&kzXypP-p%N1
zxsc)4-ck;I7s*r;N1}DzzVFf+34N!CA|^p|if1GUF?9(mO@zzv#NHK8L1ogdG;v)^
z^@_Bk)k5s#9Uc!^%Ba2m6uoCw{yciRMteuae1D>E^RhFecnYq-g}1Kul6M!{>^$kn
zyUSb18&4~!o^eo^#~`|pP3idpq>c7fMqxRjab;|DM?RCXGCpyJ|8L25Sc7*tFOk2<
z^5aeqN4v9T3;U{erCvXN0CBQ=|E1p#qbHheIrTF2Bbf>^v^{ce$cqy6cW{4z^Q5Uq
zw2QX|uLB7bO%}5kUt;=M>R!0^J#YEGWpIzPHBur~z31XLGv1Ncf5RjiC{G`Y?l#Y=
zLj#tp%jb6|C3hZDw8sdgKeX5|V)_zb-qzk@Uw*fcu14Oi?~LV)<6s3mMGtGJj%O;8
zcJ{_~ruUKa6F<`cY|}gbENicFq{ZYuxeG*vAF@8D?h+_}d@=>?w@|Zd<znQrMGNYt
zxqhFx^5jFF31eK1`MfHZ3y^Ro-6~$p8q>clDi)c!UPLSPmE)BC0!k~!OD(rgmqU4Y
z1&NNFy6LuLye~gt{J=Noi$5Djca%f<tf)=NV7yY76+?+Cpg}l&yw8?p*+c^@hIbxU
z@!UztJqUZtIJM;cH+;oY77-~io8HU8nR8%?%p30!tT~uB;?Vqhxkr(|>pbS@Yr0RU
zs(bh<rRx2@X&I8N?HT>@S`IvVylkcmJW?@)+-#3fDcxC`UP8)Yi9jYS%PNaD{!;8<
zb$hIZzd*RVN$lgGfh1Ox&pyGl;jQrL*2D&mqCrwjl@^5mH3gB#@GGy4DTywh@5Tvf
zPKMO*Xa#V7yP>di+L%KjeOfeWx6>t};@N!*9iGZaL8$!hkJ1pPUZ0GZMJk$v<*-rd
zDZUG&Ja!xdf3UjkUfXKsO}}V{7I2Ov1J+nxg?uk9t#_Gcq&ka&TZ=99s5+!R8&$C4
zN<;?YOy^R($>pmfU@%cF=G_g`z()lnB7FY&Fsc^eG(Qq5^$}FL;$p^Z)puix(^j6f
z#g2Rh3i16@B${%=2#WFHfSEGO1VhnYQJGwNZa^W(F>^ij>))Dm>m|cF=_I9|j0<PN
z-sqcs7^OOGh<nAD3O8}OCjD8@3xrf=`Lbh~UkznPTgy(zZW_bo&2Dk(1BbGRe?2qF
z-if8`pezaH1CP2fH@6D|N$crzf|WOeq)b3xAq#auGU*z<6@rYVf7*b5s;%wB)Y#k)
zBM)nO8pwI`4v$plERsYxKc?y0B^quu8mqbO?Cta~Vs`4irm1epY5Q=si<zGV42a|3
zYpI$D_P1E6{k7&N6Fk{08S(zb7YC2NE<WizCq*{G;%HB1%jq&XjTQ^1B8iM!+*|iK
zKzUUq=+@#Ey8OG=JYId0R`d0dM6d-E>N=i3Hp6T8;_qIXe#pLt?xfMNi+wF=`80)0
zhIGRh1YDL!)D{BOOW)|^e*LQs?~hr<K@GvMicesLJ&A{lXY@fK=%-*ghbyMjU9!%m
z2n9Te1bEm|6nf8G3b43DCk8e?tK<4dupuphogsHUKf{PsgWQ5q)9aKo<}2foS-ASi
z8ujcY)OG$b_aHGfGL)q<$FDw>e@0Ax2#Er$2Dy|0Q7W&elH^5fjg6mMZArHJxY1`u
z8bX34X+*$0hD~q_j3ar<Lx|n5)h)Ij*ZdbEDt}^6uBY1uq(zb5x8|<APV_jlD?Lkc
z^zjl2PEub7aFCz=_3lV{9(VS1!xO|Q6~chGWRDJM-sZx-UrwTGI)2>1+Gq9qjh941
zH^=AieNY#tD}mRQj)aKj!wj+aeg>0*b#GDI_S!cgN~y6zkmlU0108b^QgV|vUM00f
ziOB{uasQILZ>+ZyQiz=v$)VJJ$6{iGDo4WaOC(3hBFPSMF8a~h-(NgAsHzb%_w~bU
z-|EgG>h?nr4*Te4CFy!W$FmV6m4?xVlCx*&JZDa1C9zQYC<%$g$T6(^Vd<%`6%MJb
zxq46VWz-x5#HKSpN1J;iVmuA5v#RCypLyFDThINJi1_87E8^YU{cn#x>ksiFdl@KH
z*bUmq@@3ilRs%GdqBFP8>Kknx{Dn~3m4u0mx7&}blkHAk$a?x*P{f5ocqT0DT7sxO
z<tnToQfZljV~tioigtW;I`(16P3qV?RCnA16SM5o><W0zNxiERl8G1|Xm}dlK4LC<
znn!Wp37`qDyyO;qQ6y31JtD)07e9-7#tG-MTEFpPSva6P5`M$;{y)RVCw{+{(l3j&
zdqJ^Gy3V@uc9fEhT~0wH)$k+zJW>miZE1az-T$(x(yDR`)JK1rmZ_|bPQT>~+3WU{
zm{<C@8sy~=UCCq;jej(?ZZmjBdf*|E{Q`fAk_yvN8`7=tSxTNXvfI{V4p)z|Cp@1p
zVxtN<LnswlwKmfCb1K#`5^ApYTMOd<9%ernwh1zk{_GND8|Y}w4=}+?1)L+-+Am|u
zuV^OSyo_fsI$7e@ub%1lg>HV{>*m<sgxyZqf8VVM;qz`3Tc;@DY&OE?%o^%s(3yTE
zEr>HI>{n;L@2vF8iPSeG5%-`Z(90$4rbx+YYr3Y*erOFZ6gUW7>kOB44VgYq@+Y1%
zPfp_{<J6{{`u^zyDC7AunR`k&O1Hnn=x(2BZsT}1=)fzN^jCuGl*5RDpU)GKmjVb<
z8diAExL~qU>s57(;|M6DXo!=9SD%Ji$TIfM0OgW&cpsUD|J)iYSi9!yQnvdyz>&M8
z%0};=-lt8K1S39r5|wMcN-T3P?KsLe{)q8cgng@35|)&>Ho37A@^SS8orQE+ElQn^
zo|OJTzLS0?<JPQz<%==r8H4pF<Hlnz#6<eRp?|hrqg}7vww-3|c!Ex3BN5dD3DugL
zsocJfM6FR<TVP(Mt@raJlaSSkc0W2s$J<*N_d9i>ZAZ$QbokT^cAd)TrkhY_L5G8Q
zs}TD~bCZ@$@zytvBEzDkS97FU*{fQN9Zd>KDjiqaJEk8nJi7Hjf51Ihs#4}?+6>iJ
zR6XaIV&w9SO+g2nH`3_#CN21zTdp%Y+`!YgT`w&&0Zxz10nu>1E=jSt1vlQI*;!UJ
za5+0sVNyV0KNyDEsg`$LuX6Fq9uT-a*OTHO4$;f4Hv#2|eA(B-f&v#MFgOZ2)5?jo
zpR&=gIxF1!8?L}L+Ur;gGTclwa{akH2R4;?;19L!6`=8Dt)E*S3K|Bn*{saeE;+nZ
zox{-7tsDxAYl2^_z)g3uN0!Pcvby4i2uQu<(e`XefC`8M@=%wl=jzW3u(@;sXYz-T
z+Ei?-p$F_iep)TULPA3X(L^iou)pJi`o&4D!e_M_j1c?{)1Z&#2!>0@Cz)j;a4UTX
z7b77XK#vFvra-~UylbP>35S82M>gLoiu%P5k9_3-n~sAic<OuhB>Hy|lq-fMY91G`
z{}`0qcDFRDx{#IQP~bc-SOI!^-}T#d|6m4&bby)*;I{d(^(^Yxp+Xt#;N1UJC<85y
z&!Z*^ub<!g12`QNvr^w&QM1zz52{Y3p7T!bSId07le$8@8BS$U_%{r=qY=(){5L?^
zPRN7jgJTnXF?%&2Kh1Q3$@lY2V4G!Rz34IYrNVp>pES#jH@nABo(tS<9~>_*UZQ}$
zRP||c2V5&8yPYslQmGU#qWuTI(tOOZKglqxA{Z2Xc0abnK{|{#)L6EG6ZA$x%%a=#
zOvIV>&P2pJ)lGiHP21tmPOz2FJySNw`y_d4m%0lJyEiveDCxWJdo29&qj$;qper}5
zW#O8R)5?F5n_U11XJz6%?@+PzFAv!VT?#6g3$q7`)_D;r2Q7rN)*t-_Wn(nB$sU*e
z!}G$zkaTM_%~J6e;13`D1ychq2_y3kpZ&W^cSmk^!)#v1yguJC3F<k9OeE+0rHK{*
zcn=1!retDtL7?gFc5C@-n%zqhqkC^K?QdMVo8Ze86->O|5skF7rLaHy8aWvaT25b_
zc(68foqj^tcWnx@m_qJ%_&(SS<qAN5j&V0u|Et1vsmu+=aWkEEwcqw07NRBChvk&6
zh#`H$-6>c2DT1@sIot@GjjXCU^2)@X%lxGUWRlO$GZ<>-n7S&7tu=qT*#c-B-Li!D
zH{5=K?%D6A>$m3xaCEB`=9+O<m|LDZKctXf?f5R!>al^(1=|6ie<%KO2b5<gy-<5j
z|Gq5W9|`9_STcZbLLONaei&CeUSGJCXc!_a51-cbN0HeU<(<gFvQoQZ_i0$Ok|D`&
zx>9;jd%u=*&8T^6$UE+L%UFKP8Fl@0LpqZPM6*2A?_@@^5`+nGU-2~fN}8qhbH!-I
z8ebrswL4pIC+p%*tMe=NUGdke)2&HPV{h0DlVWqMW!bT_HZe>kUCmVXr&lqiMA&t{
z8ZxY@t;R6XImOfcuS8wrCJX>`c@mq!pU=lnG#FSjUe)23`3IO$tKSQ(S85GBG>gMl
zXRY3wDV+SUI{u@FgNOHi<*5M68FFq+IoqeisLns1Cm!4UWH0xA@$tDG3pZAqujUNy
zt&i9z3+2v)k96uYbSqA?-F%oUOdd8bsQc!&-dr4Kx|_r(UUe#Yc}mDutO}PP+E6)t
zU5WeK@$M5L=lD<Ba8$DMSTQ*Jh_b{ny*AY6Ub%}`dW2D#Qo0$!sZbyGt<$B&Ld#jZ
z=wN*Gi=z1&d6^T-i;I{eh9{__k5604_xsdr$(<@s6z%>JIDUh{IKxzMoe_K4&fQv&
zx7FJ&*7B+Ay-Vv#UzaW|v19#<m6s@tn6Y$x@#nFpBeJU&V^>Wov_lDvjwqbu-8g32
z?H<nHy1hb&segJirQJx_7c<^>Pq=-j)n-cR`O3SD+6kziniTJM2K6f@Hf}$lu%6}K
zJcjKG-)=L`xUu6i8e2IKotd4}@Rsel*~B%>R?0U_IWgu(>Qagr=BF=0n|JogN^pHr
zB)2jBkQSHJf6&v(xu?V_=eqI|ulY;VLa>A>>~Wlof831#l?rQe+aNaAY4>&U$Ou}y
zXur&$blMe;an2;Gra?aMD<x%~r53~QQ}UaunuI^<jg-;|6L%iD0m|4{T6f~K3QLTg
zOo^P$K;li-Bb>}0Gd9PX-?><N!X$J}yfpg{J?7+-EJ{qi=}@QK;H}Q@jYY<7m)DQ&
zyt1F+##59C^XeQ`5YB#M9Bb(v_jnY$@OUeV1lLY_tn`Lvv`}~ZK(~N7@$Sd^U#_KH
z10@;`#QmPtUQ|b7ANUwb=>*$FIg*u>s*uZe=_)WKCKpF*biI?M)?2R|iq(qII%C=}
z;Ld7x%Z9AgCX1}aLb<eR=T?Ydve7kaOj?SS;Whsdb>WVC=^azBHo4$HGAzOIMyWoi
zg9^_y*`G8$mRL??L}1Ay(SfyBr(sMS77mTQpLG_0#z-x1UBZZtzmBIv&`4jl%Tw*u
zXuM{9Qtj<{Up{}w)60)A?{fhyg7HjUdFuEKMv#1ej|vqE{VUTo9*&S04E^oKJAH=#
z{+eq-$ISDBj#y4J&FZWGIsOn9e&&IY*}a*B>9K$~E0bYC5uC1UI>S}2bn<l*d}l?J
zNlou+Q~kq>;q)`73i{eQB7=juICZ((H40{hF8+S=`6jUut0mW8i7%`3qbZl$nI$@I
zFb(@g{z!;VxRelIdM;;xHN83<OaN#;ph!~{wUB@4HFBJn5>Um}>rtOP)B9QG7Tun`
z97XUP>(!JiO7ooe-Z2bJ^Rtpi+oldYFuO`zXZZ2T(bq&as!b`!I>^rIwlb!PkaX<u
z^vVcJg)w_`Ogzy27KFcjLO(3P`kV~u_3xNCN>acd55B2nngM~w$z>a>7l?`~@Z07t
zYcBbFvK~?{xk&@Idk?R!%!Rz?A0)RS7F*H8TzqME+;ggtu5mmyubb>C^YN3!_slf&
zF2xn4Oz>0w7pO(;2sq|UbPZI^uR(F=BkBvA^1@%M-MS}b!w0L-5_JYV!yRskxocYO
zr%1O@6HQm?Kz;GUGmZ}G=1leh1?!pDjpH1<y-UTaX5B~!|0~8w$?U|_i0W!6vqg5`
zYPWmbfM~DqJBf-RZAg=?FdU@lKZE4VrFfl8D>JA@$h~nKoJ}7$!L<~#2Q;KMlxQKc
z$g2_{x~*ld7cO7{Y~aFh#Jkc0FL(I2I#(8?2swVo;3rBx<QIm;^X(&?9d{GKz@1oE
zMJ*38AS`Y0Dc+*estrn&2;_unLkw8t#l7L?j?APK4q{^wpr?{qhv}McTrIuRcduUu
zpoh@_tdo9t?yf6*57H`=i1HnMHrc9rJ{&nWJ8xq_Tg8Hw_efK91;GMsL8Rrd_49vy
zzX79*TxyJSuVs@EsuUXbck|coHC4jhFOH0RP0Sr~%)yZfP-wKBRp99Rfy+uAK!jZs
z9OAvtz#od}f{Eq#-*q8?KW0Tf9t>>ZDCX$Opo+KTEdnp+XH@3zi^9SBbqxV-MPK0l
z^Tl2v69xA6!`QNEkb%h|W(^u0lJmPq%4a@HdwoqFnH`=X;+s0yu?7^weQm%!<7_*m
zrr|T13>kBj3xOb1xk+VN+82(<0G+-?FcG<mpsvQx-}&C2;U_rZ2n}HG%?I0!q{8B^
zTZ%|h^X#MN(KdhPkde{&D`j_}(+-DNE1tnX1Y6Cyq;);?dp7F$JCo$TPeL1L5}@#(
zC&4U_{%V@oe?R--qj4pdhNhrIQ1ZV|%76aVTciIsbnu0XSwK=n^0+oAYLo08CQNnw
z9FYr2=;9s(q<|>RVA2^Gg%j(9A4*oqC1oU7#DItHL&CN*m&3M*2mBOxF;0gIrJPUe
zGrCe&)K;AKsvU8-#d{9daCC|6(af}dj(QYoqAg9fx8#}MWood8<f4z5>y8}h#AMWw
zw2mVNZ712^hbe;7xD6Sz0U}I^FlVtAplND@yJqYM?l-u$t{@eEF%0ysqDjI?)}etM
z=E@PU6%d*S^57xN02MHP&*OortmeYl)NS{lFA4pTu>g&XLt5WBP<lili2zKBUBeL+
zdIy+^5%4RoqIii<iSJ;|?o<qH1)qb}<6!Qv;{)vRRrI9W0$JfIdI$b218kCc2Wsp?
zpxhw_8|K~uTJYYAK8wHNz_lu{LM=ufo*_WUJv2nhS;Fkl{66*}wlA^U+*p=6-0~Ru
zWDl`ChvdOUAPJCpuz=j~8Sp(%NGT&x*5T`d<b}4MPO!ZCo&%ps=nz=|GlbfFzwba-
zy!RFQ+Fv>djaUp!$t#d$pv{LwaUSQ+Zz44FArb;=^I7*$1=rj&T!B{|IEkjqT~Ayk
zW(Vqzj)!!BMY4$|eRKKyW!h*_y>mzDCYW-h`+EyV7nyb+96nCcga}dxf$MhYy}gR;
zmd6F;bxcxy!r{fcq6HOh1bj>URZ{`%;qLo?eY7&hjKC_&O#*xU=6)yOf0<^^fU8Ij
z38;7s|4&?XxGHx{3r#y(F}1;pO7zZYRRKgS)JjbQJ7Rf$$s;nzs}fs<xh>|j>X_=I
z`%xB<TwsZ#|DV5D_#b3-$fdvujVOK=$qI4qv+$L0+=A+LK3?A)NbB@*9b`O~f`x1T
zkDSoi+6Hd*c*J;agFK<Pod{Y1y2nHmdUV4Q3l^-Vb+_~&K6y=yHMqa!4$r#3fX!}i
z7!CqUpy()IVZ%WR$xH>4$R<Y^+?E<J7#`6oL8h!3@I#$=lpb*rmGgYaK==E}wE}=A
z^4d9*ee3zRcIp476p$UoBID+L+!`w1wHgjFn21uL1Sw@y_0#al^5;blnePx$eTx6>
zeVEi3JpLcJb?X*L0pC|MERRS;CqBz9MCv=Bq}>aDbC;TpwucH6%QPc}F>yr%cFZ0S
zBMpcJF)oI=3hO6B(NugCfY-MrnfVLL782yA9lo{h>J%N+#;l6M`Py-CsVDn4GyCIp
z9h9bdhy~sVpB6xRSHyz*(g6xLofUW0pFS1eT-ZmUF>i7VK}605tw4Z83y*@Z=Tntp
z(v|1o7l}NOF|G|EAa_R*Xs>fn_OGo~Fets+py!UDg)4=rXV$cQ+<ZnTi~_pTf6tIi
zVwTAZyhk_`hv#>o9J3odll`YAvV>B|`ibU42PDUAb%i^OVtx}=R6|iWWpKaX0%L)r
z%9;;nQF0Xy5tk7LjC?JS(89IRPT(F8rlqSRVuZN2;g_fs4B8dk@D_6fqWr5&leU2+
zS;ayLx4%~qKvc+G3&NthKDf>3Ed*Ug%HA)yS`QG!SnarnO->aBDzNH<NCq8Zr`z4O
z;EwqzuOz-X*w`)>{qITc<L>9*T5V$CMT|h9Sk_u$=%C5y0<kaMI*-vM=eLH4uYV1l
zZtHLkVdJ*$Wr9GmYHuG|fQPnMAzkT59di)RZD%&Twi>MTtI!rAK@j>g%+H;#?R+(F
z9Od-gFRvDhXGp8>ro?S&r7ssaW>6^@@bj}<T5ox+rWVu#i~Qt<?VWuUEtZT8XZ62X
zYUMHa;t`=dA%2F6{uIXtNm~$M`4neTFDQ&jMM}*a4LQM&v#l-OYS1sz4|16NUmOC1
zyLt;X_7jmUn~k6%zF6*8Yz$Jklg@rFDPztpi%>&6my6K+rwG02kBvb$ivffzZ=N;F
z)%c<?c&apF^jdxLWU8*=<N_Mk`d%G2^=>IYX^C0?g4h7NRhUJblVaQr$^@Dy=i;R4
zuKEqCe&IX|me694wHh$J?u=8#I=dlzaHn+CECG&UizTm1?G>LjELcvM-m8+7_;EK~
zyYO>>wQdN^1rWxDtHO}20ilzB(IDurW_P`IJg0JBm6n$BLt_*inA(}%d3p7rk}g~#
z-fk;UsE|5{&9WGA;7?dSS{NzlZ}CSdTQexq94A{1tA0APFY+<3Ok2%SG#vYp5U87N
zo3K7MFoal=ZAe+uo<A~K1jX3!3%zfh^*8MFvG&QgIhs(A@UQ3p)UC|%ye2ZZ;<LLg
zYfP4g`>hTfn=jIbrH5t`D>h3nh)h#YBkrM~I~OQg@bxF!&lD6^>3aa?<KzbM@b}u7
zzpqO%9#vZzWc^Ao<gyyE>ZWt&-`ch=nS;~x5@xutf=pUJaQRffr<hWW=a$qP_|dP8
zq7bMXocPQ0ADxjN#mClrF*MCKkNK}KAOWuAVy=?e!M>2DK)cBhVz4`2^ne^(!@cKl
z_O^-wSn#WJKwy1@6B|-}<g<!qbiPi@0AXi6=tfJ3F(^zs4hmi<f)G6uRG}Q(*gt!~
zlX$Z;3Xubm=x?MS#b^F&01t`?BwEO$Q*y;|T?dh+bE(k8!4#H{UHid*V2L5_`-h`d
zjD8pD?m7XmWEs0VR{rp1--nzU&hZdL;NRX@D*_Br6spOy>b>o`$3h(~CP9y;stv}_
zysR})*QlADpPd5rh2Ey15Jf*%<@cBC<}YNKch1))#ncBcdAQUB&`06+U}_o(<C}s{
zJ=X3GkXRkJ`=<L8%=!#}^7hDQAHMshu%S9NYu@K*l(`0q;YVZOk~w)x5L8z&D==y7
zoU}STyfQlKYg^%1RYy^NH0{d%lTFVP;Wo-da{p~CdIsK^K62JqwQ2%Uh5lOr9NKOB
z8LB>m3#ey*=}Ls+Ll+R|noA6?XKee~x3&94ejW<x0v$d>_ozI42Av&o#G3h0j<ojp
zZGF%TWU4Dvh<{1n-`(z+NJe<}B{=F2^tGXIv74-bgut19`W%-6=uw6Ps6_M^2e<C&
z*Ld$ILlM<<PzWGrA5#Uoo3I1`!*_A}^-Pz{o_JV(rlA{|w1{GUBR|T>F?~7A-dzL+
zj|xz&w4F{av|tbzkTB1h7+Mf;1qnQV=z|v@lAWEa=H7JAM$MW(sNaVw=@gDnH&liD
zCtR6^wu@unvn{a)NAl3%PxkPFOC%81Tva#E_Xn<4_Iwy!`OM4I*TE)@-(wYt`w@Ue
zZD21Na*L))h8CjCmP=rOAvmZk(@KHt2d2Q4XB(GjztH}Qqw8x$S!CZP?JB%H)q7P)
zKkYxv0HeUhdeJ-!Chpc@a2j;J9s5>Rn(Q<~XE>%->RK$p4;I>(g4*@=hw1uI9`pk~
zN8JI3j&UZ5cnAGwY$AdKn^!FL+h5jNj=-PYv11Evi!W{r!;5;U!Cvr=RG=&IQr0q{
z4iZKs@)W1x2J-Ol`B|17sLJk242XlWhV(c$^WU{AK@vWizC(Zish4pMv?fkJu+RUp
zW-;TEGsX+7;6+n*``<TOz`p-zWQ%R=@z|N6g=Y)7wdL|<H|74us=GjCm1o6IQNX;u
zj;;Qe>YfY^58DR6b^gLmVVJR+R~K~dzL5QGhq|kW;;1m{i=*bg10(d+@?*CVQ#2Dw
z=gb$43ayXQ&FD;YpS_X!Gzs4@^Aby=CTR-q+@;B;6q#r^6|={ATfXn2tu!$g6=|v=
z6S);9ygNRLtV6^sAwXwZpGCZs-q%X9Q_zOWgG5rx6dkt>?r<FoCSZt?Geqypg(Bwi
z5`{M(x{xWY*-yTDYv4;Ik32MU&qQH)E06L7oq8J+R#>Z{XXLB+0p^|S6uS4JtV%V+
zBLZ$K9?HX0iRo*i$64EK!SEe3DeXR0X{|W_J#~5&Z2Ro_;2BAk=6!x^ecieQCp-3e
z7`beE8@J&U@#*3Jc>C=emU+qNMBbe9jVFlHxd8UmkK!ze?GByz1p-j0ImrKCUi?O4
zhCf*RG~5Op9zWqd<wC>pS}a02ECbmj)jP7b(|r{lTKv(=A=B{pog9DZ3k#7ba+?@D
ziCV_jKJlFWKkWE~jmHx%Sx`7fbPqy(DwbfVWm*dq53;XR?*C)PFCw(bcysr<IJ{w;
z+}qT`<RrA#k|WA5J-DDuSTDNvA*lKa@f+JDz7Jm&83z#(NW|dYEdolRuL-Le_m>h9
z!RoF6yI$EQFO`|2?Lx$Th@s4LL|*s>%+aH>VxI=AV^yv_+ks?(NA46m5g$3b@0UlE
zQacPjkanNJnh6h6lf6olP7p|ak+LBiZLmaP8dLD-CT#qfB$WN!#~-)%Uxo~nRz_*{
zF+ui;Eq@12ymjaBOqo4hXHlBc_Z?`ZHLJmF)U-=^9^evjr$}mx=F$SA;nfeZuFYu`
za*rg5%unFwErd=*k!dcqWQ;||TP@OK?-uSagj3+NI884#c>m4UU#m6fjc|Frk!a7H
z{J;?wJ<d$MsY6DN{OAlytNZ-;r8J7svo09e`a22O@8T^j{^bJotWjtmDZ3vKsOHQb
z5169tYhmIv6x{~H3;ogtk>-PyR<{)QocHG>;EnYK`|H7=F%ch+%DsQHLXdpGf!|i4
z!2Ea-w3=EcJxa52v<D$Mem!Z3ud=#V5ij(wl!A?)>Wh(Un_)u9ANWfr5ruFT|IN!%
zQZp0_Ihvt%v;)Tr{Fg-+7#CF9+1&klB5uxjA$3BkB&(I=Yg{>^7H?7Q#JT|n$Klff
zJYIV~t)Z4zo?Iu!otFEu9hS`iLKkcD7RKZK&`wM~cXsRe&a=anbzxU6j>TCy|G0$#
z&7T6O0*(EL*$K&ut!7f)Ul(eWJFJg=L*41fS0~+(<o7o<zViO0>@7&k|8j$3UYXuN
zXWHSW(GRG~wao6&a%4~3+YQ;f>z*l*QIJw6e*^=LzR!Q%U?p}v89O7q@cj>cdnnkM
z#3KzN9}p?8Ni3wqDt{@A!s{59^0K-by1IjcfQ!zi`3#fW4*9<<@AMP3?Pnin=bt_3
zFHcvT_4RbwJ$bw`*nwr)7qx{hA%;rSwn^*SFz>L%(RHopFwZ&|Z?dV(7K!tU|Iw++
zk7{hoH_>TX4r=Id6_%i73Ar?Uu;wb11STc}zhk$D2Gr-im<PeF*6@Om%;+ObE$I7`
z#coe@?kMVCnN)Xy2mH1kUB~V9)21!Xj_~#Pi9N_aD2<cMLA}YIgyn1KtFO`;u3z=&
z0XacG)Gq4(#4Ou5=Kr#MU4`CX|I74XMJap#ro_D7Jj@kXXW6%Q&>nt2HG^XIxT&0$
zT(YS;qpIxY|2|$@da0!RoNABY(@OQcR8r2}nn+dTIg?0Ye>hjW;h~&Q7%VpDpV#bp
zED=;^EO{kDj`cHSIs0&#duQtDXFupGuZJ-gUP)R+YNX)3;dxOCDwCOlVVAz#iykb`
ze|r5UHHhlR^6~wNy)Y<AVz(q`lyZ%Z=jcoMKOBYUc*3#U+O;)NN-;wIZ<F+x$oF_t
zG=$~CqKA%Z4l)e|EC+f=4-q65_g7v7I~*qi3GwcF?-{lKG0fwYrv1q)D#@G)_3baV
zNZt+6dXSVgo#^F>$yn9Sd=&aIO?%@fj2<*so+ZE&$A7CMMg9c^Ua1C56Cs2<IqPD|
z%*VZpJy+96&99xlPOfC+@T#P6O<b!)d5HS>g^r5%jeKBfKf+9C6%|{>Qr~^VK>ajb
z;!4q@x@f!nKG47N<8)pr*-7*;_9N6!^Wu1%4ri>d*SKaOv};_Mj&c>^PD^n5$2r(=
zG*G@WPDW8uordR0YD+?xiu*4IA02k0&mzQ#RJ%R2PePDEd?T27c_gWuJzu452r2)q
zO|=ZakTP1pSJUSxXXJi4=W5=>P{5W}2^<#LRFe_p+5yL(yxzImUGOkBr}kbR%jtm9
zw(FtyP7(J_r)a73D7{E*?0a7vBBe!;@wUz?H-U|JHK7$`Eswqx)-oPnm!++J_Cze$
z>+>H`Eia`rmIKIjS77V+B-md3?NB{3&ywJV-%nq{H4ydS^|;UOoj1;8rl?4-&o6J-
zgy~4sC+wMD4^08mMqc<?>-F(p?-KTziNhke+11QlHOvX|UDdZgJXDwXel7hE#1Ace
zzAw49f&M7G!PiX_KukEP=Jn(@u{ISK3=Mey(ZcJ<mh<L>PLY}*7T=_fYV@x!Z;#!q
zt3$R5)^qW1k|qK^`pd%%Yx*?*xpMPKGx5S2m*m@`W6|@!St$9~=dRF=$atE|!b|7+
z58Hf$*zyCVW~)v2*ksx?4dJWfDN~p%`ACnoEV(V_JTCKVb?)GW36l+Me?n06M{N1y
z`zL?eZ;}d9s7{R=5RbxVRw@a((9lTc?EGiHy}Bs<zuksDi~$Wp;A6bQ(wFm{4$w+{
z>Sy=WyCxH@ygzjZxDZp%vv$+WOcgZ#k$6c7Xo0lpbZr$9LJt`_@1b(!VV`hw#+@Kw
zjy>bK-TzvXdyD1yWAiukip)JT_j>#v3j6FJ8#{dh$3khQ^fj=tlP`Ua<8rc&u}a^4
z6XmB<<W^LYO@}S*^P(YPFIgGM%VH)-eLH%fO=vx`<z#h{?BYvCg>SO5Cg`oG)LIL<
zE26V_V&RU<#cM04yG!7ji<xYt%gyK7ULbq*?wGgCi%X3sv~a5CjOV@6>;sGq!mbfh
z8cl5KDKnnOPW*hWK+pS8|FxF-6qaW$!Ef0d%cz=P@}xQQa&fzTcZue=XU7&jYhF$}
z@{Ej-&zF;UMLQoA<^90kO&{&|F-9nMB8T!y*L!SYpF}QREZBRyb0*BEF~}+A#W%$h
zLm53Z3q2tmB{Y_P85`#sX(Q>J-&!W$7+5ireT(O8CGMvB22;F^XZ7DgBy*5ZXxnuQ
z{_7WgdrEs_-R~vQ&aZF$9OX)eIp-bE@h{<-JQTs5a^qMX?>Xtc?%&^q_?epzdQMvB
zX61~(=1&h(-WX#cy$dFK>>j0ks27RMQNAbTC%?(Yhc%9?4_6FrRp=LWrYI_sT(ai;
zs2Eb)Vj;LD%x{qKS*x>{fMV>z@hFYi@JrL*ZwV?726`@I7B(F_kE`WNgq9@CyjJ*W
z6!n~Lw8dZQdZ}?<*VhZrOWRLg3&KhLlBrX0GCubFbM>{t`-B*tfQI;?6_cU*As2n@
zri71UDd)g^@+JR(k)FHG>Q%M28Yf<XIE55r8Ias_QkNsVd$ltx+RuflK6G?rEK1+`
zIBn?cDzrm74(c7X<s6MBMHJb#xfaoXIm{R?&gZx*p-JPrVe8kvR21UBRS+l4cNXOU
z+Jc+*XFV3|=UK8>{$oG)u>1dHKhK~7R>_ak4QCLP3`UpGKt3rHhp^l>C<)FbJuhy%
zRyBERSl7-+HXR_a(Z8^;`fi_4g7QWP5mL`2-GYkW;h-BaLxX_s^<xL1P2p&JLuSd1
ztAr6YzP|qRMV-iPG(@CZDnlpi9+bsu5imU#-WEl;Iy4~Z9!D~f8+%|rH;q7dzG<eq
z#U!Ff{R?k^>DF+x6~k=T!DigmHZa#m+siDEAJ~gnTcJr`8<1&L|9nHE^*u13D@%`t
z`)oXgVGDRsVU!SmsM_m6zyCA%f$|nN)^y`g9>TFpx;)!%FrVu>oos4UHT)h1OuWwE
znhl4+*HvfOCN+6aN4n=fK$^Ln?BbyR*VglpEogjw?Y@Ifhm|1)Ds0ZUrvYrA7SVbI
zlh^<QK%ZHJYW}(XP@~m84)7}xjtF5EfuOP*W%lBo!m%v%NQy@@MTtozTZds?)Ie}6
zR06T_R+}cX&ZxfiYp~cwtMKMUwA`wq`+$;$y1)<~Eb_k7DvK`sa6(j^uD4u*8Pm&G
z;xD%WHGJECNbIDx9*e+R<EgFQpSkY^r+De$DLC0+h{%d!R{7)KP;?43nb=Po@Lbkp
zO{>K{e!9!1S6)uA!>V6_8l9@;bNwZAwNr1`ATvD2oZ$f4x)})7G<9~vnJI8pJ^Rxk
z{FaLw4ZvrhKT$Z$2?gu$Ns5d@Zz!2NRFa>9O&(Gm@b~o-6{@@8U?5BGnST+hv5n0@
ztk3N-`?|*+yYDh(YjBinA`yERac73QVJ!a-qJacThu*$fSxs5#EJ4Mrd8AnWw+gdr
zbc5ic6AtEYKFu7-N*6QF>M2MRnWAQ<pM<*J?Ze`%b_Om4_Frm0goR+gPr4T8m?E(c
zPp`Dwxed}~iLtk3Gc*g^wKvZUdzVs3CcQSgU9FUoD4jTRVfR1tDRg5nQ|7F|LSXI+
z2)P~{F7>csRYR4h^+7uo0pEv^J>w)yq1uj;(4Ho)J`owP0@cIm)0;3|72MN7i;NX>
z_^$PLc3?^*Fk)`cbw?)gJ`$5j<B)PLlCTc+OATRMGNBL@@3W2WHvDQz#Eps9(eAbI
zMB}&nfGcDLfp}xjfH<JM1uqwhbt*LXGypQ*3BrBnx#qycV(z-%4|fjcRh;2BXxf0q
zZp}h{ad6bGJc)`J7n+_c00Xbc&EH!NHNbLt&}Z;gK?D4je69&ZIhX$R-(w&#tbY3+
zw>Lrl+;=V!CHpX0aC=|&^yT|NHIqo0ao5vW9PaVZUaF8ZMpmB63nZrfMylXxz1vX)
zuQOZ1Ht9va6doXT`jOwK2eFssP93;99hw>*{nzEnihJs3+xPt0zLFR{(gIPcbW6W&
z{_gL1`PSK`+jJtp61alao^nl2x=zh}+^dz%Pu`*}2y`j3zCsk!5*3%jvMwUOwgHPv
z-D*b%JIIqXbGX}1l?MK)x35lw)$RS+S;ypT(mBwtRaQw|SUdO$qg?Cyo8Eh$ohKh0
z&Xwe42+i|N{&Qi8Yp8OSrR^=vZ3#Pbxk(ti$v&umukpbBb?Yh8>PvLo-7)W{Wom9(
zt%97Mnt&n%a7`-o`>;PDdoFlXo0lhXqwaWvR)+*1k9KM3Jl|Dr<(rQt%c+N**D5mz
zNv7;Vy1*UtnA~2z!S6^>yXQMcb7NQk^&91e;HWt8{T_onzE!aL#5sCP%MR@h^`}o*
z204-UH9W{y5{9q)R1ZVx<s;&HvgK(n;PSaJzu<P#S$nAb{jAW1GA|LGnnK>E4JYuf
zwQSkyYZX=c)71rXwT`pe^>NiAr*?kBF-fs6G57#2gwb5Oah=R9H@{O5y_!#?(rGL{
zNX@yXG`#%CZFN})GInoMf36R8EK5I}(SqZen%Ek91G{fsaha|LPD}g~EGzbk$S1H_
zM9@M*)&|!)9oNr!#z3zVL>7rK;3M<!c+e{AqQdGndrmGsXDl&zNWbTtDAz*NivKlm
zVN->>H;dM!AyToueslM0v>50-E$K&_$h;@|Z8<SJ`bibwC@WuF!ZvT*#iYuwvQM57
z)$PY}RNQ7Sr$DpYxew{me$xuG7YO?^Xb7bd1a=)3Qv#*IMc#o&Lqd*cnA{QFZit$_
zuT6T<<Zksw(YM+-F7tPZkL~ZYcs2dr83O#4K1u?b3(K@fRm}B`yFjg$e@=8ogMU|b
z@$mT!8CoD*82^3bxhOIOr&<`_lqR;w%XIy=2>boJ!rwFaVt*pxqepIDAZF7fQ+vaK
ze+TWU4OEsu7QrRf`nId5%gXo$?Ild}(cMoU?>5s-l;&$+XjVTT)E{!#Acz}z<ds+T
zIcflZ=WB8B=(LD@$?}Hw*tg*F9#Q57l?Hy-+X;G4zkl><gU`Uw&fLw5X{&?3xJ53C
z{#nT~JC-CtEfIF*^0fSiWR1S0zkVJQ{(L0oPYjLoRMpu@X?^y$yxCD>6ZF-vFl{fH
z<2m&OhMY-=n9jt||M(-L&~ng<`l<%|<k&=u$qemvGvm^!znT0Ues^&ydUeW73hcP(
zP1<a;hM~AIx8O5{T{Ob=yc3oB>F%t2KplD2Fq8fJhFi%9al3)lbyuiQ-Vtk+u}_|M
zQb?3^ZgOr_)PWf>g<J3omf^QiUKYzH{3s6QA^U~L^SL;~lSWx-Ke-!E+6$caA5^oh
z7=WGKnSWc0!`yoeC2DlAqHF8DHX+qMQC`N?^ZEQ_FeQBTpH$aLU-qAoHNJ&aEv6gy
z`RvUo@G|cyiBsm?)mX(<cI=TA=;dy>6{HimYnQo^K06%dPz;zh(+y^@Cu)$2Z3sar
z)1=6$H(zTW6*6+*^nOmv=$@a;ifzv+#rf+ZQz0|zsortjrXn0{g|G<hc?O_OMMx2-
z=HXWr6Z}F*nvy!#{h+KH3LC1IgHxmzAaF_=Q5Jl=T`+n<gbt)8{mzM4T_In4Ykqd3
z&0nC`pk81gmK1Ji><k|wFsKfM)fKleA|2UbFigt));A!v-giI5n`v;EloabQXhh48
z8G3g2m5||MTI<W)*4fyScTuVNTqQbcN*67$d1J=G<u%%gn1#x{+sGuXrbe!KR<o0o
z9!$~%R<WGkN0l(zKcr{^v_4bEeXfYJW2p;;6^X^l*{4xcXW#45NhxJ;E9^YL@TKeM
zrm+x9@@|k2Zjd@Q0Git%D~$5^ke1;2GD3biz7lqaDY&H>w%&NMVpvkUK6={*zR(m9
z4KMCtiWY^*tYN%TlKSI@(!<kfXkACIOgVMJvSY<QUo%5g*U%oL9Z@*lUrZEiGfhzP
z@xk^ZiqDqJ2mv6gR#+52dMUa*{ooG@Ro=YfaHK@M?~){h{1))eX>^}#UiSZQQS1kj
z3SKUCEq5*@tfF5Nigd7-LE+GqgaM+VltgnT^EDh*z1fe1l+!!hGh<#okxYGqH~o(f
zn&i>r*7?G?@?@_nB!01XwA;RzNXL=+Mn8+^ozczYKS{sev&_%h4+<0)z930tAMe`*
z?dj0|j@jhI(v})IrZ29|o4gLKk;mISU?S{y^dfQcy=j+~he6o;wlVZxGWjdL`I{m0
zzdJ9}RUJglk~zo3ovTJ>=(w!^ZH9ISdD0K(8siJ^d_M+M)}HHN=$Cq%$vz2MbXwW0
zjY4&XUfyx=JF-7;-(U4OIMt)|%~!It_G*!t@J&)aUb#l+4#{JiWKuM1BiO-WCpsoB
zg-=CDQe|fxG0)}v_UJhb-BS$J%Vf$7P)}Y|;n87`3S9oWaCp|pR`k3z#X5X;DaiA8
zz;Ifws&jSdn7bSFmdEXVD#G+e$XYxahf>hM_dc<V^P#u-o23Iy`rPJkiHA2GV~%8N
ze>Pe+G48|Afk0V0MbPL<$64?1tkJAfdw418=F!ck9|n70F>X<QQNnFNnQ|X+0tvkZ
zDYZ}I3M=<iT|Oi_%CQ$*^}U%OJ?`IfL$}01K2J58f}?K8WT*GR?$@E+^J5d`@3U!F
zm&`wR*S35g+XID^)!d&J`}Fa2CDykWu5;n<jt&QCjr~HpuoPyC(!RS)y{yXl!;v$A
zX&;Boc6_VD@GH~d+bBTT7AUAb|DJX4LrOR6U=%M;(a^F9>afhNf)GT$=r?hRgS9LR
zil*gJxT7HxCR^*d5>!*v-$Bz{Q?%ZEV|nqjo|nz(b=Zn4h!E24bKq=2Uv(9U%>UdH
z38EzWqNC1B{B(v)qz<m{AI{a#L{JTs_PO21rk(G4+V8J!@tA&Pj9Kng&5R~7$@oOi
z;MC@myO*qG9cvZphMZHQ$;+S{E8*OIyy#3%l7UJq-<~>k!}zH!es5`UO3ip!UVO64
zs^|XXd9IaVc|qm<rciU^EfIx{mnpq!ArERkuX~T`2M`~LTlTKSagk;;D><*!cb$6q
zwD$*eBspw3yxpqjjL!xrs4LzWQpHR4r%H7Wz$(-JN4WL`n==2G^Bq@Tem_w=KgU?E
z9y1zTE?q6Z`##!HL*xBywYHXmJC|9Z%EcC%TVtH`g^n|q2wJLyUpYRuAnA91=b*)g
zF%3HENF;NS&804Jcf?=)G0j;4YU4D<FKpevn>#t@C7UUKHM_EEfSZjp<DCXJZo<dh
zmLNHH0s{gO?g}hQo2V|lDp%57*_K=K*^ae45_jQ4t=eF~dg`cK9{$DLb+?n7`rKvj
zEVX)U78V*=mTO!5H?PiXuiBdPPJHQzw3CTlJEz-Gv2g81`;b$ea#j2+999&=c2MDP
z?BAoQq<;Au)>xB}GP$UPkyw`BPk<*NJhBzCBu`&DKxqz|?MKk!qZp1y`#+9@18vRc
zdu%Lsw7FVzf<sn>JYN82ZKi$|X0*pc@Aej<0jl3D=m)TsCGYq%MdM?|IaVq8@|5W@
zLjJ8)d_tEU69!D1O2>kq{Nf>hWqV1R9VkoMZ(5v%{0y@fA^3A}-7-*NK}BgMG0*;I
zF|C~FR<dVq4y(#5vEFWb6QV{*ln_vLE=-hp@l4N!enH0^%xnJrj9UX{W%MK~VaND8
zXO8_-**+hYEFBSB(Kc+ORm~xTH)e01erVZpZ2jTix-y~xKpyZx_4ZP<qNan<iu0+<
z`AnKd{~>~lHD@uChMq6^68{R53q1J7&pLcYTMr{RKt2z<&RUV8ydk?HeG}u;#&xE5
z>zWiJoMWX@)1wWIKHlgKYYq|~49su&=;rb@jj~shj9;tyJKehNw<XF97JiYLAG%LH
z&m&(&Hn#(ALF}H$XGh(HH8%6C>_5+6ro>XQ5udn0ZQUEyov&VspDw%eK!wCILwjSj
z_lmx;t)2G!Kv9}yPs%wB`+w)ItijB>!VRW{4Ar-jZ|CF27Rs**s;YK3M_(j-EmS}!
z{z#7*uT@jPJGF+_j&!M_pD#C5?BO6{ZH-sdan{pcEE|WNhuQ|#Ry;}Lxd$AQscuKs
z6~#-!_yTnkOt0%P*q8n1ZjncEfK7>tXl6b6y2<{tEUnF*iOHskP5ZmQOiCa5guJ|<
zu9><J#74@<vus<dxeB6${yxfH#$Q*sj(!%Hh^hoXImJW{jDxxD&+{B90?wKrTWw&p
zYBh|NPfkYo)l5xKbU8mIk*j7FJ=KwD)OF=HNh?$jTJ_#_>y>Y|q3sF!l~9A5rVDpQ
zL_wyPR+?PA-yB-{8D$cSH?tm<;98dmA=h2u$9I){(*z%-Yu!d+4AV>UT5|$<*qwZ#
zk9SY^ATd_+B1c~dXcX}7^`raB+!3weG|ng$hi8CHb7~%_@`?eyjfrKq@-KQT%v&4n
zQj+G}c)qnd*+A=bFYZ(1A1zZ@ea%9|Yf<yku|schiDps5yr|>={z4+|&|J(R+OniS
z0{T~eLb`b#W9M|oDJ#2Z48e|sInT?Z`QGFrIX_otte#<<zmI<dJCn4VjE<*m@x-!k
z$oUNc{*7l{>Wzxhh<DhZXg!Wl+rRceK*&Wgj(v7oN3?zEE{=(A^l;BVv{0qVeSYW!
zosVNLO3O*201lO1eC+)nKm=R<V43#s8>pl@S`&?01BqYePAkI}xA9-7)b}(k+sdTC
zo!8}NeVv!1Obk6O)0P$8^A8gxk8X(#vX?fl!D-8a@^F7F`Eis)kbhetcjo*0sFR4c
zFrIy}0F8_WH%p7AZDkZVitaSwO~)y${-q{PjK=O~m=K>IJIe8fWD6nIyKAEvbC}I9
zp2oZ%2L)QV!I|ae%HQMQR?;fF^{QO1Oe8~V-enzDNZl4a{L`fPyRu6<`LhlhbC3LS
z@^O#tmvJHGSK(Sa%11;38iVB@!X0@xi;3K1V>*KM4OL4(9>Ri};+<=~X?D5me{2&c
z@-zz9`+a$Z*n=1Mob-E%{WmSxkqibe;&bHl`#qUt1tZb4<9HYK$um+KF!#Fee66B=
zUyfTX7Q1mBLhIc`>4tjP&}F#U{`iRA#MzRg&0f(cx|N9Uyu)vvOuN3nYhB+j|AU|6
z1O?Zxd8c&gxD@6UKFs&nQI$FCCn_XJH#(=XNJ=W!w|0h*W{&d75eyP%nL2@P$oD%J
z!P$5B1@#23?t{OHf%yC%t`*iSyFkMmP<#8O@DN8(NwP2oidIqO_+yiX7hp+Eign{V
zCcG;-tF%O$MmUZ3@>ut7P$&GTeD<TV&!7Tj4}T2(efA7T1*P|`L&ZcEiLu9AXDain
z{U<b(L3)RVV4h<_i3~GGx1vI1M4W$uXkZ<y2+c|x%&e%0<0u7E(gV6_>b-~O-s4Al
z<2o2k#p!Io5=^Kwp4y)B5i~he{b8mPRUHYd({(l~{-ux64AUhM#M}laZC@%JPGFEu
z04Id--Q@i1C$W$CtlNu4H;EW}4ZfsY-jx!TGUn_sU9TfOX(RCgHu_->EM_IU46Dr~
zvxJG!_BkyflJzmG1kRo{UBbl3U|ty!Bi8uv1gT1q#aaHcHxi_K5wmQkaIZy`ks+A!
z%8YJ$gxmjN2)>CXwOR`O_#?YgBv)}=OJ@@vXWXEh$e`or>Am;GSw>R2X3&N9c)^qJ
zF<xpSdGk;7z&p?+@P|}Rg*fc_$bo@@{2s)7aDZ`9`u1Dv6-1UdXgkt=rr%%mD?)q!
zk_chLn}`xTm<yUjqRo#Nyd^jmOQ3J@^P+4wCYEEBrIdWCW2Utb?v;k7c!OOwqv8v!
z-K(i5jE>JzxB4~ehA_0ANf?OqTDsNYRBGtl@5sdXhKhQMBYx)0LNGw8_-f)D<z&ly
z-dbWEGF?Jkyc~rs*%uhvH-$C`H+4uA7mn|7l|18pB3~z8{e}V&R)2{Q{yG3X!KaTj
zczUS^bZ34KLmZB^n;qoSUV-oAeym=E)Wfmd!NAftlpI%*!$X#2NjV6HX^8$5F^v05
z;liJ=SXHMaV1D`um2g`IkI=s>bNl4I9!%02`r<yA<a+6uZiUMRV%CM1J~VxL!Y9Rr
zQXWPwjeVbayl~>Bch13yNQ18o-Kj!2S<&??%X$S3LaU~EttrIO1VOXf;{E(qYu_s~
zV~B`agNyy_{f+MPd({_p$+%yoICJGt-K74_;mVk8>3n7R)t+8@{NDg`#`Yr%XV-;I
zHZ+K}Rqpn;Fz)|B`Y_rtCeq@8iy8FznyD&bj@0q2PL>AiI(fa@xB$-!1joM+4l<V}
zvdQKs=d@DmITopx-WSdyntA{P+p3FM7TI)dJ2F(NsuHDUhda01$pkoRoO)?VRY-_}
z7q9nY3+9SyOR7*pkKA2WW46GN9w#@sCuf#pLcYrBr0NY*!gtSTbMBg(bLYsNk5ta#
zVxP*W9QcN1ES?+v;=@VrzAO%m3ucXH8yM05EA=JWW=HSub)70wrV`Tic%ol@Ertwp
zepl{)dH#D%<vG8(gp_>g>%7-HK72`HZAB@h*A709=8QJ9|Dzhy(beeZ`ce7e3jI#P
z-=r5`oM~egGRYT%{@eQL+>^dQZYmy%e775}&{)*1yGDb0(zhHBg&ild_}+M~0Gob!
zB*^}WElR941|J2@RM}ya5S>`zRk#1&4Z04q_}}iOF1!7+a(#vn5621O@|;1|?$^**
z)-9~6{@g#sRhhC!jeCnn!y+<>%ZQtlb$JY{0VW3H%;)S|9?)xa?d#%idVsnh6Q*0W
zS(D?ynxJk!wfPr>2?|JWmJ51wA6$gmMVLh0%7nz9`d@YkH9HTp%J#iw^=Q{JdO!GA
zw-QL4SM|VmEDz$W=RX|r_-yTpvgm0oPRn<e()qK!pnujGgVMux!0_dXYpi6D=!4Qg
zeyxI>B8vLWx8$P`8oBltG$@bX!id$b!h3xglCs_{(mKHvNW2>Y>)!VZ#z@h&z6&p6
zm+#gMy@IfR&SqT)Lm^B?GWyjIZYIHWkcqqHVDbIdy)w%j0hl&MPog<wjCShRjV!vu
z(X95yBla=luEXgDvde;VqCfzmo{axlK>&}!r1pj-=PbfMzR?-Btwq(6?bs&dKMeY7
zkKH##Xw6)YgMVtcBVrJ7@pinF%>{rk*}p+k_0=tZ4I0Pjix7@8zM2RcRe9J^Dh_RU
zucnF>8tK4pWxjl<0(L_-RyuWkj&!ZuZUu!PPmEj56H^E6%!{U7Dcp0|ZM5HSaw%k?
zVT<1=ub3-Bxia-2zU*8@gC)CLt-P)v;Egvc8FF>M7$r(K(ee=#`46l})Lju7O8Q0p
zS4SK1k!+AA@?%9&7~|XaRm^t&w~cE4-Se<V$?gZ0na;qjPG7kq!*<%=r*N-c7Y9cJ
z8Gahv)cN-xnCqlo7^W<%hU^;i1&_{8Hw5RkepjK~_{izt42{03J(%-FXF(Xr_$0mz
z#<rOs^yOk?(F7=GcB4LY>*%KIHwjhI29(pHv^a~55*aR40!d@Oq6Avky+nQDZg`89
z#IC&--K#8#GrCl1=RZGG#UCgdQZ<mv&)akYOK7Vhh&AA?IfCV}(KwGa`HXzD1QtYC
zMq3Rk1!wDRS}bA2wQ+|QQUtPAucX<78pd>P<;e=qY`0}r4#t<D-n-^lmEoKHA4>f7
z$u-UII7eIR?MNuGq^$x!3i!(3m`=u3r5wk`+f*=O{XdI-8X;dl+R&9~GM?B%_te7t
z;`(tchEInKs}_!pb#a9tMKY{eM1zn-u!;Sy+^LluX63LX4$CG-8(QHcj>N{GTjOq&
zt3;MWvqY`0MUM(!91o_e2(A63=iW(s##lCogg@B^d!1i_=iJfO=uC3C=PTWKz?|ie
zctlefWR(ed-`3^gI)z>2+h~HM0O}Rh|A(`;4$Cs_)`v$$K&5Ot1nKThL1~aqLEu43
zIt3I#5$W!bk{0Pkq+96*1*E(CTet7~?%&?W-hX|^F*A-1gOB%p#aib&gGw((E2zX^
zypkcZrY*4>iCXHr+2%b#(0<fF5=@NSV_4?5_D~N(51f~ZzI6R=6#gm_5jbJkO;XZT
zCYto8N4_p?5=^HeE-@}NPL`(gok)AGPF6d|=)H|?e-dtZwKzyA$nM-W0RqHoY#y`E
zuR+~GyiWcnXacnoP~m>5Z71?jAEj^LbaPp?%!?qU!auq?DpvCS&R5d8cf2}O3tYu@
zYT<RoiPc`!S30h*lYc%<51J!Rx143R>yU~vS_+EECLaTlf`AE;wib$K9B1jnz81rn
zo?b>$8qRNbR7<udk7HTI0QMekt8h~8ob@((F<nWjhdyr5jpAQQE$pw*=2`0Hh1#C=
zg^nh~9KA6i?x&59o%hlrd(j%!6EP_m;}@!h-;TkkBJt{r{+!S@rPUqO$tQ)GixKLm
z<}~-To}BqtBMQr&s8^}^trxZmo33@QAP5b!*s>|sd(11=@P&O?Qi6`{P$(*xtQdUh
zIfODUl06i9*;QD^G`c3-k^G-gaXw~}QcJUYJ+?t4j@%r4%G}C-;M2)s6pMa!zuB6s
zC0n$qRnQQl7PZ0-Pu<sDOdu<CCH&L11)eq6j@QfVs0AvI_C{TMWuC$&hGALVen+%z
z&f>~uEmQgv0dqa`5`ZHPYSz1iul5X%FsFMY4w71HjE7lRmHBa^lBJE7{gAjd;#Q~L
z2Sdwc;*_vCQ;Actonc7-j{Elfz1HXz3sj8}-wrS3(}&v(#iwByBRs;eAgoK;X)&~t
z3bN``l@nOHE?2?~`CZ8`XS2sjimX@ItRAC?^Y0$T)<}8u)`j4<Hx7)J+<2k5^*U11
z=?H4uYsJl5d}A2{2kub>GIY?)XE*ZaCaWMA$MT@}i>xY<huDpni_fKR@CPj65fJ_q
zlfk$~Vu6+ZBy73$DT%{N?~DfotJ(L(P>hr}qd}(ICt-$m=f_d^Him;6$H+76&WJ*X
zYu<{ClNmjYZ@Lj;Bf7YzTPg!u(LkruhvkO8Cs>3}QEZ}*4YH`Dm$eBiTa+9pI9su=
zkQ;;;@F5+>(=cAj2vuKX06LM6yG|HEMThG=Bo#PBFtJ9`4Gd|LvPmqZl%W}>x2Cq6
z4H)H)<EjXsToFdq@9jiYow44AEjM>bf9)#rV3vM5JkZAV9{zY#(t+%FGBSqztAY+A
ztg~006VuW%zeH0x3c-yc8)HR-D~r*jC9Ub{{qXAY9%x=7yt6e^y)yR4)?j3hBkTWW
zI@iQZ5rpe>x1uh!>*zlrLDHq@a9Q_OhI@^Nm8OM1ua1JwpwT`G`?(o0Xk$w`?E)$O
z{*gGOUM%<bDZPK_i$8(Pf+bqJ{)bAoWYU)Wef2QHL+zQ;m3~Td^nWU4V?2CguRzt(
zGY5a)xI`!9woB`LJp3ED6Lc8&NPt^A@8)}KhL~-4)**_qUk%pDHs7zc!xs>oL+g9+
zWobu6j!p8nOlKlb)+2q27we#pc!Ky;ZC(H!*iE9r`Kd;er3+#Y|5s7vE(FpB8brI;
zwga3{^_Xke5wVm3GxHFgrYBZBjE^iGDz3()=h>IV6a}|;*T#AH_6Ahsd87$j&R`1F
z4u<^%q*_vhX6cB_q&$+y8dtvqstsu{t}BQ3J0l4P2>?zk##HkZxr8y`ygY^(hd`O=
zC-s1(Ru{|&Was`(07h~S1dFf`_kQF;w}iM#k~*s}D!TZ8eU9`VFjSBD{_PhS{D&a+
zw}v*M1R^o>&p|MI{mM_o=B$De5hBL}3Lc(YP(|N$&S^9AP3f6U>kf1+QF1`5Z-?_O
zdKGTecF^>x9XNCN-)Ug%;%&xyhs>sm<x7b;vI}dGIcO1d-=${<1KK5ONW$CSa88&s
z@P}(iU|&uF0ZGstG_#6zFe70tMl*RZ&)R9b4m!DZfG?&-<Ds8sclp->S;i8QDKL3}
ztd;-#l^y^8S3Ucm@9_6qRSAKMV*c*pPf9^x`u`Y>PrZy-v)BQ^MT01-*bzUH;Bi8W
zJi{vNW<+*tlK{QlPS4bxv)6wWx74Rr(J%%nbPs}}?<BLf3Tqr|vU+0cuyhDU(V7Y>
zNzQv!k{w3XX(#0eW-Kk+A7-^S*#4Be23jdQ4)%3g@c#WEoScN8Kn<L~2PG9XjObsn
z!-F>l7aHInyN9_0z}pUb<*2^|A_&Bd%LB<nJ1CMP1Av4_l5~nxYJc%`WDL6vQ)*u;
zqxe>s02)IM=yfj+q-ZDtk~CE#wrPUCb15P^MLN9xX$ewl5fNC$?XbWJw>v@H93uy^
z>~<t?VS5WoWc7aMpMIXenW9Fj-EFuusgN^)9kwGi!pZ2XcHT$_-x(x<d0?0O-->7C
zF{k$!rnf7-pLy_B2{AmGgDMK=5*ZpH(2|}}e3*lZR|cx_WV};bkd!zsmgymKJh1PJ
zu!OS;aAMssSi(f@@HpcC3ftkyhYJE9q8+fvNF=(l9ZZA6CSapTJ3n3P88U2!r>Bqe
zRvQu+!l16EafRtpI259Ed@v9+KTrA}Dq?pGF%Pu9o8NYUB=n9`A2dhdptWH<eSLGA
zNbC(fJIgjxB$pUbw;kwh1KQ^^P2RgD5SCuhsdZ!EuQr%%+}yHNrm<?>L0>?iFT|1o
z8OVlFwG(`LFOE<I5H}fP;8NY_1xNM1IZ(#SBjoit&@N(Ml1A7ZMIbcu{gw?Gl(}o;
z4p8a-RX-k0qX}%CpnYalxqC?&O==Q09R>b8u+8LfcxT?=JxN=CM-a^l+7}uig}Z7J
zez}RruMRs`6`>1Iz;ufPF+pR|D>RlwINvCEmm$9c$IJ6nJqrF<j97R!IINxcUMdh2
zdu{pz-U>A$5p8px6Fa|vJ4qoE=qJ=q4MygRUg#+ncalj@YGtb~ugc?7YppxTqdB-J
zJXxmqlIf0kJb}l-IPLPUZJE9d^o9<+e<W=lCn1pymGJJu!5HAZmIHEv;o%P|AUQ64
zm>)A*5hGM%c*DfMJrED$qDCA6AJGUT!nMmFW8HU#3K1b<V~BZabt0#4q3Q!MHM1K`
zB}za<i}#t|!i=ki8T|J?r>+NTONh2lOo<nc)o`R|J0;{$*g8XSpcu)(hg3(eKpn|d
zGx^{4eYSlC=af<=y8%@v?ChISS&fvzf_?ibF$j-G5E-U6_PJ|`DVYKD=apueHAq=4
zSIV;gvUN6{A$`zt`PEBs1I4R|j{Zyo4oqN!+hl3#D!XTh_zy8+(lZI^5ERS**J%Y?
zVI5{9h66|r_Bmn)Wp$Q#aeh#bxHk|ck%5-pFe+KQ&}S5CQ{7=}Yyf7FWOf%-ouY?z
zEY?R+|B(QOA-Z2Q8zhI*Fjg#z$ap9RZZFrurPHGVv&`7c(+wnF@swz*Vc*0RHdmvi
z6x!!NQ0D(SaG9!qeZe}eOd56N!*q9;F&a6-FEK2mdh7Givp5dfCZn*G!V%dq;)@{e
ziLm{?%jvmxCO2CdX7hm-3qvAZOaLY752$ux*8wXCJX=5aflh~{kMZnW${nuIb^zjI
z5r@TgIN*uiHXu>-g=kd8g^8djX}|x>J+x8~ZK?5=Cn5qywC_HG_jgELm*GhGVkR&J
zfUQj)a?uxBBZd>2>%kjjoG+B*ryFdiKz=NqMDroQgCbBfHN<@n(s9)%K{H5ZGDP<|
z;a1ckh1F;QEIO714u<@ar!hZs6J>YRl6sL?AWUYHY{`8i@K3xZ>vfJW_&wHv_@xN;
z5cAt7ZMVDB)gz`|0!@gnQJd@+#eC)^1w_GM1U-t6Nu2*{?P>la{^m2kPX9vAB@kjp
z{e?im^nkdBsN+GDdj2p%v_C%wWpC#4N$gjqx?~fbc)E+%u%B&+;pj{%JT-SC>yM!b
z&EU~;3bzkD*k2xG=!!Z7%w_(Z)HQO0s<$;|8h$1;KoAi-Cm-ch3*G2ShazAEuSZCG
zT!S1>&r6_d7GxypbP7A*Q>aP)_OpW1j5O-rLlSje+h&`9$52Gr;5;2-0YZx5y*eNx
zmTn4YN1`I4(LOybSK8PT>RNUNH=etHOqTB{4XX~ZMIO~;o#*FC#PV%I^(%c(%Q)1g
z;Hy0FDottojRZ0=i?zTGB(wdFirme<ce|fRBuJ7=FZOaQs|#z9{wxb4)+^LWMSXPq
z1yNcoe}2}4w2`#VRHJjT720<)yEckn&MRVkT}9;slnJl9q@>S^pdOEm9?j2~Nb%%@
z5+DrL5l_i07e>g%HH>P5EA-We-c}=-5RpTjSeg~SDKv-H-uc0UuSxR_l`$F48&kg=
z$Gl5RUe8v3<0DpEe=MlD-NbGKO+Kz8@!p;JF4)1LoVh>U>W8?ce^$n-DYA#JBLZ(!
z<-GfIKig%ND6^mnsSii-2cazO8c50Z%gzAU%1=JCxF+zE58bfj;MhxosZFe_2uon4
z=WjkMjO9$J@$-R)h(5aFrSa?E`vAyrfw4B_$xxT8{J6J+X^ZwYeSPb#y^>tsdJC=V
z>wopXZiu7(yj7-Lnou#&v)(<dXXq>hcZ3e3A0Nw1GNcN0ihA<h{v{fwEk5MonQS5m
z^tX|3I^nA)Y~JIy!XEp83@UgPX&=A1VFl;SFH~X8U#+?CKBuFd<;BlGnxGMF#D284
z3)kpF#EI>YX)M5!qrO+Tu;dhM(A1K=Du=kcz%YYoOm|h5QI_v@&Yt2=r(e1$-J(L>
zeBz@#K*^zj%F$#b%Ed@M3N`lg??IUzPiGdh1LRaB7#q!PL<W*{Iy}g}?8KPoWD_1I
zLiJew*YIHjAC5~|C_;>G>j)iklfX-tsA;)q9`*<I+Lif(t(rcdpJ@_8`_Zw{{t9uv
zk+9VGnPwM%0i?e^K%CSOSG;voUIp0SPJcWhulnlz0RowE!bj6M>((X)h1<Im5kRe?
z5%C{|u!byQ$ruy^D(CAkoMYM%f~{ih;sIxG?-`;w`gAIU)H@R6+t4ROf$3sVj+qSr
zYdBk4J#6|2aajgPy81__T{0(7^;FpiAmqkAr1UvCnJY(TZrK|%UqRh}Z~d`A*#?+=
zFm;1Hj#|G9@FQtUWsfKLp<=S{otC_(mA(szps$?`e8-;2A#m-9M$Y%H=?5gaYYaz-
zF0Ol0KS*V2%MBRP9n%u7e*>$}dw`RSzwJ_5^kG9T9;&y-3q;<k*6#$$yK5VXaPrFR
z$wXg(MihmFkdr<q8|hgDaw`)Ptg3fr0-*MdgajJD?~up(`E<V4bsCu_3`ZpILy<ut
ztfO^-gc5%eW*S?Etfib?NN>j8(izZ#gUV%4Fj51(jJ^AXuQ5s5A(&*6*zMQ}%|GS$
z@ZVm8-sY*c)2NAky|dTVdzcIMNkB`cD%YL802cQ5hW+}ROJ$v~&6Kr)+5Y}8-(hsz
z^52{P(vdw-BHPb;U~pHq3&-<4Qjxzw=y15#+nn$|LmaJh=3C(CNE!{2DQA1q@7B5K
z7Ic6p+s-H8m;@COw3Fus(}>{3ICBjqxi|HvVPTk?Uu5>aOMP7Bu1IFIoH8=i>!!59
zlN0M!AH{v`V^4R7ThZ%_^UCo;kb%EHK7~`0B_CM6l^f$=bzoPXK{<}^0%YFKrHF$R
z(uLEuFa@J+OZAgd{lShT<i;$V{JC1k<)%LkfcPhQ_1#M7%UlarT4i7jD*mcejm=zQ
z&x<-J&#@Z)xDwT2pZm1bD8YGZs9!y0J@}&aNPP|%4KJ$Xpz2(ZL4?|aYn@}r2QM>E
zlp}al8<U|;l%7?Sj+LEZZ43<g-tOt8;|0K#ubZe$9Vq=lVCh&;#=;REn)9*~NF@<R
zNB^}MPuTFx@wb3Z@6+(>wgT@bPC!PZ1>6>~I#dQmb#Cyd{C55^I(U5z$0s$M!)f=Y
zva}mqB_5w<x1qRWMp(QV(DSi6q+|#jk7)4k{XQTCvgxmjzF?NR!{>$5V{q+uZajPL
z_fQ5o)|X&j!YBlifM3p-=pVjJgHrt+NfUA_;4_ZGPh=4t`x3k^x=ENwXCM;)f?ee6
zF>bi?LV4Sm!kzdF5N=v$;%%K%1?`Dm@Z|70_@Si}i=OWU)qixkGi-()_g+Mb#as9R
z#*)RSr05icY|vXpV$|}LA=7!x5CjdEf!;vR3@AwS@-UKp=cNRPug0OES?kH+Dv~*e
z&OspeVY>GK#Rud$jLzGuELS+Z(Xr_vZ`~vVUP{I3G4xOgM<jrQX&wn7;$_Spa{0wK
zu+B~-k_`TN34HpTS3kavu2G6o*404);X8XV7q0kz*C6F&#v2#MY~-ew5}MRzv{fCT
z>y5$)uPX!0ak5X75JTb!3c-bob__65>qRQmLHEj^Qbh0G{IkD+(C`)>oVcx(4o87c
zt_CUQjBY;TGY}m8j%hh)KKnJIl-YDp*sb*uJr}d+!xyB$tX%4NW8zL`rvAm@NO9`7
zAY#KJK4tQ(0A&8#8yrtau22C}{_wArtUe8k5S)q`P`wrj#vu3U`x)<=OAq^!-jMbv
zUT)8#;k8zT)~65jAlg%zU~EcfUp>15gtNy-ERL7<{#o!m79_`Q60_aDDpozmw|&Re
z|I*N*2iiB)2W0<}VHfryjPOH2FD|r(FkJj^Uj~*r5%56<F)>*}d~^3mTR*s2gO>}f
zHRVZ^lmXV>6JpHtg6upa7ez`hrBxnBk@1)UiGGt?tvol(p2Te?!Q)|CRq4VQ$X>m@
zV2-tGAxVD6HK85>SZFau^_NfJ2r4qM3P3HFn8SnLY?@Aj()PP3|FnE;G4u%UjBa|<
z?gWutA_u}zhk=(2TDq+uEd!r3g3xagE+wm3XLe$5|Fc1v<zwf~nZcL<qxg;u#On$D
z1PP`i-X`I>yUG8WVP_6W2h4elb*u%`ocAt)Z>n|;nD+D@_Ou_mnGmslIXi)U^v+5i
z<4AQKBN)Uz_8*J{VF|tehW(a27`Sdf^r?cCg@3-E5kix$fz^>A#i_DU&W~pf5sg@{
z=`3blok6h>b&-s*aL*C9w^G02ufUp@=Ne|vMq1a}Dt8O$Yt#s#U1@v;i70t}uodrj
z2zmNj5MF+2^ybD%jPQA+nOt24ak{V|*pGf^d%&W4gSowm?UQM5(!AAzAURpFe7c0-
zaNoRy`j00ZCqr$n-E}Pnngzv`IO$z;E}PLc@i^-3;zR;3Z<|$u3c}awj{xm(n~r<b
zwBL&pwd(zxnsak7G`Ty>w07Mmr#v5T#dSILLG^l-MWtZp4XnI-Gxxn!T@mamUBs;M
z2vPC-x_>Wqnm-StG1CFW)C=uOSa5r<d(do%u&Fi)rlb<y9(%(knpblfjn(zBdrM`v
zhOxE!_7nwQBLM^3uI<k*Xa9c1yFu^GD}69>Uo5eaYXzP(Nr5uo;|gU9=m{ASuin@*
zobIx}+<EDz2S(%rN_k@>Q&`JvArUlnUw(=Syv^%N+{^#5E=r3^{dKWq%&<K7H*YG2
zAVu5vC1Ik|RxKh6V4rRzNwnR^4icMB^owle*?6@a>-R=%Vk8tv7sc5k<tH@4n1d~!
z#7En=ns>kS!P%_nO<aEE;vas5-h7KqlfbNNoFO3Tb#N>A+CnJ5&<_>j=Tj0b@9#Gk
zh>CMmWv0LO?BrD&^k1QJAlLX^@P`+(u`<N*WjM-~^?lD_ht;pc7Ew`j9t3Ea@M!NK
zlT2I$mc)X@se7p?4eGi@^e$iPKUO9*LKi_-LeSg-kp6Cyih-9a^S&6i7Sa}dXFrCq
zB_nPQp8HQZa@B;42P+4>roUgcQSM=>v)wje<oJkc_`soU6F}#`9LanESs8fqejF@p
zPm(oW;<eqr5{ute5Rs(pWrdpg(g&#0Q=C-_?4o^!#PhBvkG?5KK^%6DU{)u&;#A_Y
z?evo?C_Nc}?@kb_4)!F2+V&*uE`Gxd*Mc0@cKcHc8;MeG2@?_-Jo$$~tpM1O>eKvS
zV3?d`6vsMdkI{nMUG#}KE0v6KX2}J2hB5r^Av4K&oO$&;Q_O<SIH9)<UAuKCl6w5P
zuA}Jts^80+-+TdiQc2;&%&Q{QwR!gsJa}`FgM*jrmv4H9QiCZLg}%|I0J=x>rLB&g
zJ&}teMZS<!JL(~Gj?|&Cpn?R)cc+b_9uMDA&8BdexYx$zALx)^Hm7NODDX81n_jI4
zVY{A^YMrAo5hc3l?R069@OSnMNnaA|CD$}AyI#w&kUDNbduz{NJ1MsLh(EFDt+Do3
z>(ZoQOO=FQAw;jAoS5^Vl%zEN?BQ25mTC?iX$_ngER5yewdz#Y1>ref&eTq_=)|D_
zTK^o$EU(IaFSWoA4RdpRm)m#T;lj&6pq|1D*<RLYwa@+PT2PvGZnRh3%!%E7Q2#@i
zL0ri^FS_EWK${2!sBiZvDaz>M21ShEhUVQ#1Ic5xOhbnM6y|?x0W6>AKZ2@DbIqLK
zhppUhVU;gV7~*V7WCA@aYKr8l#O`@zSVYdje;ngJ2eV8M=kdC<PzvQfdbn;Ew9%=(
zo|1O?Q%r2u*yNxYf&#iq1$AH~wg&c~UFGkYb!N-etnIsUeIhiGMo33uesa)ZxkccG
zKRPdd`bTFo4V+U;NJN}hSj~GAt$je5d%G5{&aCto`(Z)1%DudDYThuc2L)|V9#SzF
zunN8S<~`FP)g&-*ZRiCx-p7BUYRHMvFMsUVHuqMu-AvLVpvR!zL<S0`w}0atNu_tb
z-qt34%lupPiSio^Bs^eK82vXxw4^M?-YP%}mD3HA3zD+gO~d#$?K)F5LMlX;vRqrQ
zVXbbGPIVe6Xk*c4l?%Uo9LHv)o>VbF;JoXsO0KF*@|{uCb^evxJ_-8fjuMJ%JX5Az
z4^x#%dp&2ATdLSmTe&hkDVv@p3uh_Tnm(A!u?^}R4V5=oSH5q(qQ@}ppO^Z1E6R3M
zX}Kk@s4CJ+X^DLnG=4;@r4{M7)?yD6v^b0Um>4!wz)HYX7WV=A8fRa@%d#nJNEy%H
zbDdiC``~rdwcZzNg@wxZ|8n#2sWC7Tus0|xva-%PoVmTrL=*Pj&*ayXJrD!8p(hM0
zJ?d+~YvbbB-V}b@mvhywm57(#`(1yr>7Q<Lt@OcR{lT%Q{EC-L^j=COYR}(1@Vd~d
zu+5Auq7|}mP@j2TYRB5cuf^HOZFc8MZ_H?x-cqD5w=~whS;E?^bBYRH7K0FOn&MCs
zrpWHqG~m02s+audpykj_{WJtuQD_Y$nE%>>j*SMfEb1$_o}PoAO_6)Vz<UlrQ>N3?
z3)~1<gf#fx^8$KadJzOW3tu+?iU#&;#I7#{wT7_Esd0r54P5Gg$$7ud888@WY5>hP
zPoXhv^Oy!l(1Bg2NhrL3ZNTde&jTzJ>UKDCeGlaxzXC`7Fqj+h2qwQs^$P>Qxp?#J
zFCiVdh3qMAn7slp>LHS?r*edjh(r6bz{`#YSPF{kD@bGea%>vl(_b54Cl!ex{RaZP
zbx;De;<+v(cq}rA_!~VegWxpjk#UoCfZ>TC*7DzXkk;o2rf1<jC2+aZAmYP67Dxel
z#J7O-i<)~LP{`^JPM<=z69$(8jVl<;g+V{VC-~%xCJI5irPFBrr4Xy|VT3wr3^tjV
zy?`iBR@Dnc5kz<(<t=LJ5D1O$+hzml>2c`<5XZ8(j_JR`+=qI}0Gv%6Sb?c#<rn3J
z79&+veWVR;A5c+DJUIqTnE1Q^k~S(^uOVJ@MG$XnIz;d_0e&er42~VHY_;6}fSuRC
z>FPQQg6p5<6sWb<;m~IZFJVf$QomGGKUXB{M=T)^1k|-mB9-2kcEHn*#sc))%EG85
zN1^jpe}J8EVp-(Jj>{ba9pBxyjXBn`DiTZlEa-CMkw!Txxpnr#-@G~Q1>B8KNd@kR
zJ4(19)a1Wh-D@Xlr`x6n`wBv<(sBn+N+IVx+4c8HR<D0Yxl=jY^F;A8(s5l-sd`<(
z_(STQB=m|J=~Mf#ma+P-B6F#iI<`<@K2e9_VPeB<uTJgu>);*4UNdj$fW9-;MZRZm
z8@zkN9nw)_QQf-b4tLX!0K6beLKb1{S{i_P<fn;<wIcL&mFv?_4k{663P+D9_M{>b
zMA*81@<QV2OI6QIk_r?8QiMbKk(OXuG4yAm3FbRWhersejo_l}&t~1chsBakfhFYo
zB0j{_8X&T&vdX*v(nEv|oZ(|~-ATJ`4=o*TFl-nRhizoCK|$_w=^8(?j?lMAZa_Gr
zk}m*;ly(+<gMZ~Z;`@Uiqi<C@7zSp83=W%T(}82%NHZyp@%&VX|Ja`txj|g4t0)Wm
z0ID0^b^02NcoW)VsIel=AjayfDgUj+RJ8l725cR)X@7@1nD0Aw0HpN6k$=mCWHz(L
zNNGb8oNQ=-Y--%Zuh8R~6d^+3jW5Gs>7zpW&oL-v;=ABcwnGn?fD8#8uM*?AKf<s~
z0uZTMkTwQq`52m_FsK&j1*c&qmGdVX#J1R>pYf^uz3sYjP-^DQ`#;S{Fz){^ne9fQ
zfnNy%U>}t7zESNx>GMi6BQ`}3TRb&Yia5)ZGqnkB1+UKUC$uWR|9MV{0x0DBFu^MQ
zSPz8v6+K~x0v?AuCgR>ju!k;?Q^QbqBYoMdo2MB%eADeCG|ugWGcn>Bl%rZwzSoF$
znU8lF+`H7p3j?FvB#{I%t?{mJ>_|AX5(+VaYKM+kNtj1~z8kZK?)r5Z+;g6=Y3;-d
z|1z2(uL#A66IV>_)YF%dsi%D(xutTKOJqv&5rxHOf|J?J<yq}*s=Ze~&zs46Iy@}Z
zNMCS`Y1-=ai79OHnb0-d)ACY6*g=>+xma1|pZ_B20D$FW>QOFn=M9~ZZ0T$fKM47x
zO(3Rs>GE?-C97e_Csjd~l1D#sJaVber+~(-ws(LSY;+ZUuoFPX`E&I{$<y4is6hR4
z2QJA=C&alRoGB*W)GeuZ{k?^FM}-5UFQ=e4^GhjASsK0{v<zo|Cb}lfBrehh2~ly3
zV6ys2e?Bg*ivAA)>DPS1@w=|eeD(cDf5juw7Q0vf25<(7<C!SWXypEnYU2^j6k-m|
z&$IN;%aYmhxLwf&1ju*5a9Cuszvq39HfDoi3f`*{3#1L)=_FoU-G{KWiH;$K%?Ru1
z3#l#)NioTr&P|yj{mPg_znE?K=Ls~aUFd|yC5BQMt~7L^zH^H}B1Ah(KZwx@uPM#+
z3?c*&S2zbHl<qp0w-|W2g<Ah6NuLn&Kt^N$4p}Z10$87Q0+tCk>eIBx`j1F4?)IBa
ze-w;dFHz`4@4KGgvGY06NgGokpg|3spmbd`@A3~GIVV(RPJTqs>GS?xTE~)mC0VNj
zQ;te0E2`%Z=G9DQs-<4#75RZvhNK(MUjrKkJ>Fy!#y||XtX8niD~l%v(y|0C9gjMX
zG_B(4taBoxCC9rK2xGHT?c#Cy7gJa_+sSd4MDb{g{gl>O|8Z-h@HHM9%vUJZ-XR?0
zOB2&hTQDOgFL+3%8c&y=JHMqqU>5o03%;s;ex3h<{NvKJIJ#UNCUiD7BAq+Qt)M<V
zK&t*|rY)hlW_1kCh3q}|pa$1H!lC7}pyPb?WQqJ5oTZQR5}{I_Uy5q)jnCx2d~IrG
zGG6p^C92^4w|L%HnkL_bc|w}GHPectxb59n_*j1Lxy~=dN$M$9%8Fn%ln)m0<kaf-
z9wkoUc6gwi9$@;Hp$*>w6NOiOz>E*+ebJBVcA3g?D)~F-TlQS8&ybh6it>Jb?2Iyh
zj#u>}Hcl$Tw0(woZ~bjXHJJTX7P{j(AKW@@3LtQJZbw6f`_`lfZiDaDGdt-Rlobr2
zqfgD1Iop1Gobk$fF<R8~DCAb_yLwB?rDr9?SK7vHE2|MZi$a{=oTzGY(PboNv?4cx
z?#v(M+AjW?kt2Tsz%9c+T<BD@VYlWeNGGoK$f3JBZ}P<LF9|m1k)ZJprKUyYSq|<a
z285rkB$zPJ)h`At;5@5K7T9(TX+f+ZUH_@Cc7yvl9I?0x0;4~uPQKVIa1?)K8`n=L
z4cs9|Cnz-^s&XQ4^BesZ<F|(R(~I%gzM=aQtj_4KkuNB>Ai128I=a#K+m39Fp2cDk
zg<=|kFktiJ9^M-gO?B-5RKd8_hx|V3;8()07}ndQ!HAdefbCLIDFp2Xb+UAquxTrQ
zzH9bpLVAO;Sm+)TL#(=NinE4j$nDl3@~g|2-|jM8`4pq&b4FblVem4lF=)f^-o53{
zPYs2t8_ww<Yahz!`f_((y!wlTw%T8A@|h5-1i5v?4YRFA)xHoA-5l45V2jB8s_*Be
z9KkY(QnV`Xk=Z~XqZ)U9uPQ`ri<voF<p$g;rUPF*D*5r0u|0qh#6mUz*dsx$r=E$O
z9Y9IsJ6aPnAJO`ep#Xo3i4BU*|9;;E$n?s6BN<u~wYercgD3jvGd_vx8gYy?#zWf$
zSN)KuOr5)dpl)pkTY4f=7XZY<KmbgKP+=s<ajqOOVklWW)}E5na`=%EeQQ~6Lb`pG
zv9xRI?gqI6%l&?Zxlb^ct`qDQY4!T{(VX|?O_DN6&7ilUS-eV0*5s<N&;&Q35~4yF
z3U;8B^hxnXiZRBWThULlRGHQYDn2;3WcCXue#UQlL8WM0AT{T$4)>JWR3%BYyg}uC
zbSBL|;gGS>MH3TRl4)O8{rolW6c#gkMIz5(U*tyNm#$}M!-WwK=V>4<%cp5xOY37v
zsKH0n_Jcix;s*YNS**f4*q2*(s(x;>pYfqb#|gdG)b=0s0K=jS@EVEJ1;GFX?HZt~
zIK_*$=S{IUKyEA%jxX5cs>wvAs`Iu`O&dhxnF<WrIl0;%8oO?8WV7r)B*J%#oCd7X
zXjwO9V`Du7Q)oMsrW(V<Y+L&98M!#k(x<*Sa_6iUxjQp7+karM&rJ|nGLY-JNaYq|
zf*{>BqWacS3bE$Eb5bj+w|v@@=P#ZAbuxS)damgfKI$V)6NO<+ZCG$E9(yQwSTm4#
z+Mz0R3aATR9@cK}zo=*Mto68f$l={`e63F=o4YN4yq9-oaBm@ydyH1_cfd~s30@>~
z0V!@{pd}*wgQ!oE|11m-7_+m|_k?-F{5g%OzTu6$E-FCm{fOTXGu9n7W{vQ7I7M#V
z;M~^^20BFik7gOUCSs@BCIct3$)-<Wto%?<a`ldJOK|GaEP>6(278j9p>1I_6Qk{N
zcX*+M`kt6oY9ReSYb@fh%Pw@U5{2;?p9&>~jZW7fhYo<A`kxcm{1*bT*&n^4I!cn^
zOp(~s=WsQLGMo<gslBrmq9y#;^D3(QSI-Ox+bacsh}t}MZdny1C;zgD<A7>hWUja&
zfTPL!q1%!pAKxGc<5He7!}fy($^{eB9@Cx`REO;P6Pm&bk_B9E>8_I2Ra{24yV0D|
zEKGgNoEGXDab6Ed@1rZs^2NU+&yK+z%TKfla9b(KJLPV~;_z8Oa+}<(f38TpN}|GK
zL-$frZ;4I9d@eWLhIb|DH>0$zUxh=Vs<TkJw(>^n%G*?nw^CnjR8_m+*m{dGb*4G`
zRB&qLc0fE{{?HD^xqgD-*PB}??7Fnj`3m#NA@y=5qS}{Bn0ryCwq{&-g^J&>tSD{P
z6eowXT->3yZ>+KwmHj*pUYcsad+qTT`=R@)^m2pzmf&-#=^Ap{%eaUeOI%%X(oS`h
zdn4B>Ov&(t?|bj{pK-2PKK@JeNiXOIUc;SYJ7Y(|a)k1(o)ncpAo@GSnQNlf1BT6m
zdpZtp2m8EUL0?22_?x+lm$#WwGV+T1P484!{3eKLc=z2N^=mOp>p_koD=~Cr9u<wk
zxUvk*bQ`m#WA7T?sHtmZ)Ra7Mc3y{j7<=B2S4BLD_lM?DrMe%7x$%6WgDFSn>6{<Q
zcBENv;v_=NbMXX`DlYeJ_58&V>U<;Z0sh9vOyJj&FEhLT0Eh8zw`#*T7Fl%1`*Wj6
z(Nr_=ME9kS!2}fe<&9+&L(+)oQa0+g@i#_XS%)UELsUm6zJoYPN8&n(>v;)fcihdD
zu~fIRwDkT}AnLVyka65)jeq)hF^gL&ZQe={7n!_$cca#uHo>NEZBRgcevT^s#H83_
zK)q}Pj(#Y&j~AZMy>_l~FWaHkUOdWQ8!1SqC2J`owrZ=f^Z$m|XRUdA<xbx`K#~eo
zmr<y|VsYi9KO`J4|9oN^UH8b{s|l)qO#a+*c)<T#oy(*|>`;M~mE*s5wl;I?8;_`#
zw5d910KeD6z<sUZWrg|f;e(#1stg@RyyM2owNF9@VdlcoWEvNV<G|3tGqI_@mYL=t
za!2ey>o5?%>CvWjLSo6iE<s_S!<i0Yko*ja`g{B91%q_}L8jdoZt_PM6Huh-lTx)2
zvHnt!A%%71*f`DsbsP;+cU2nsdnG!2lfH*KUji1ktJ6nqrlPh7^RezDt$8>ObsSSn
zvGY*yVR?zVf(cBT9jk^(Ar{9&n^p?Vq_j35UgDn@>5?brO4dtbtV62C)V^08GO80C
zsfBA5i`zo;xMvDTB027s!;rUCW`*mFcd#}N@w3#Oc*uOq5jUjSgCAsNjo&PyV8Ba>
z#@KZBTq@Ab=CQ+1OR_o1sN3SD_U5owdUe^~>`>zbv1;BCa7+8EJaxPM=t<IZzrfT{
zX-v*M_g;|h5uhuNP9dYrO@WX4oqenOwx+L3iztOyqwaPMePqv1YtmAQF?$yqPS2)U
z25vxqaHt$4=kj@XZgaRcU7}uRwI1&BiHz9`sBRIfx|OF>VtH%fdFdz?olX&od=|&8
zhfWEnncx<Y*wOv|4@Ffk_9<B3M3YVgdq+x&$+<2l3iRa>*ec~|3yt4I2$jZg&tdgy
zg*~(=L%$sQq&R2*=CF~D+8L1CTOg={(TQt{o%i&-)yZ66s|aRY(JSat9ZZC))FjV!
zN)lbetjyF>46y7{iT%941E7T#wLQZ#d(PG`>vrwCTRKKU_4lJe%UUw;cFnR?<kJ6L
z%=on&=Isv~QxOGk%>enZRAljldg__(oz1@MP*K=rLF#b0BgvDLW+aW4cjsyDKAcQ(
zRYJ@fQi;#3)YZmrL>|SNj8>d~;PJRKf0DOvKcS9Vd-%-R`0wI%vPjP_1ki~F%m(ya
z6ok{(Uo_`spm~L&f6Z5NP`M}8zqFeS?$zJ-Y-;qouh%WO8xYN|wtVd#%9&Z#{Hzp&
z8Z7N<a`+*JF?gCdV6n?JH&3(81{rc9BNk|^cbQn8us&a1$j-x!v-<b(wVutjB9h&S
z&uSpLs0j#BX&AV!F*^MDxg_zKmZTPox%u0zw@!;GmV+eTu8Wqb{ZRy;7Dt|w`zkCW
zGtGw!i@HW3Q5kfL4v2b0f*j48Z!ZRbs_$?36CE5PY!}F6v*Zy&eP-!(X4Gclo9w)v
zXGp4cJHTFdP%RMmWAc6fYx;c-H`dNOiP2x}i-1b$?GZ)J$nPrsY<<Ky8||{W6nFz|
zN1O<LTjh0Vv;E9Y^5+z1x|NMG<)c>v;^)-$yh-o;)RV(|vDC?d-9R+Xwg%cGKG8mZ
zXkdg~6SFr6ny5CKJS=>%xkpk2zcqg~C|rh$s>eg*h_7epZfN-k#y07~KPN>%RC$Ql
zwpFYo1fBdX(O>}HdF6z$HkxPcH7UAf+XC_H^<$H=kB~1&<?y5!3*Y%eYqdjrw5xM@
z*uph5s<msx@OW@c(S5G1&+>-!;+GUOb-e_D*B#$xK|oXHjTovg$o`Gk%XJ&Xhc*o2
zLbx5MRH&P@xI{gHCnzCd%Dq52E$wMw0A>LO{3kL==@VdHgJG_ahAI!Xk6D{pH$X>&
ztPM3%&Ih8QDRI0b&7O>4Z!PUyhOh&--@8k@mLSCcZ7+cd1U(BO!*4_K{Hh1paj^zM
zTKi<{9l-J9ClDX*p)X=;f5JkQ-9@iy<6(R)?%Mg!H4{>Ag}F&ySyA;$>5$td*Ina_
z5*u{UpJNi5{6h-USC_0b!e+kjGxx=q5{Tw5pzsvbLd3Fs;#v}w-5Yl2tTvtBUSjnb
zvIZCVzPTIa`RkPY&D(7skifFJ`0bcO3Xzpg9GAacLXoc*PlrVxIkOgGrybS#E=b%}
z?%P!pu6Y7)7sdq{;gm@muy*kk6Y2Z7T}&B8W>FUSGl!q)OH!IXg^lkn1q(+%rR#e!
zIn>7#kA{o;-Rte=h1h6pI|QgR2>o^ocOr64`sTPzUmUOGRAy&W!LAraU1H03j>gqA
zZ(v5#9J{$3sy`LvKrwC1<oY;1u84x!UxR>AZNu|XgejV_jipgi#_5Z}zJ}5lWm5~h
zHhPcrQ?R9z7AA~eXFZ0Dn<k}~efrk(j4_i}Ia+M%Y_MC3o*}M!hq8rOR)X6cOX6qW
z`et;WWtx_mVT`R1s|4Mczie{TD`+6OM3xT~aW>fDtBwe`xlDv0nzxnf*4{rnw{40s
z8}LhJvrO9o)+w<vo6hJp?Vu@8sT9uicr=5xCR*pspLG0gJ7DEfM{$Qigv<K2PDG&Y
ziX3YL+Wase(Z^*aOkn$LRxUMmJp#K#n(pMcolW{Al0vn+Z{sdawv9PlF`zSdJE|~k
z+I!n?MSsjjcO&ykfV6B>dPV{21T&LT#2x|wXO8L7SvVT$PsZqVZ};<jXQN{MaQgk|
zTjitL#;?LK2^N2STTG{vk*njVQy#5^rtJ&bt*4nguWieyJLWs;?j5`EDw^5b7uYaK
zPj_4xZOG49=hR(X$Y;{3-0Dcce8`F4N89a<9w`2l?kK%am)0x{#rffnYhQ{OCr!Gv
zG-t@uPhLt*M<PilC*udNbr%u@5?@Vw5ASSM1Ru;N879}lI!~;HG@<5?cguPT879OF
z=IrfD)865UV^a9QKa|C{9%ZK*Hoj-nl0O=S0<8v^KtkKv>zV}w7(h7+7|v2oE9n@{
zQDZ>NG;c8Vhfqjd-ayDEF5PilH)_|f(Im{sCkgUxZDgx_era<Kn$g4}OOwv1JxEN6
z`*u<f2ey7JyUFEVS>_#}In=^$<~rXIDeKxxua@JItDZkLbGkL#O5+Ka&_-=V1vJ`g
z9PcADo;QD-LNcJ;JV9>yJT%^6uIb`hHQAm!;+at9e-gp+Y^r)GGrovEx1K3gIFa9R
zJBnG4aLhWp8ioZts?_wVSu==bQm6@%2vyS&$?%!+#&8^uwSE>>dYJ67%z%B9p760b
zzvD!z<PF3Ya(uCFm&{qN+G(xEQaZ!?&G}-G1o!t%5tSn5%exW-#ri-#quYDaZzi@D
z`I1ki)GD)T5ztNr;(A~xyV#1ps<6mx+@9~OMf@X~V#ff7pxm1XAmFIcE;WCbBm$)U
zgt_+KCcoRYaa<Oej2!&#9T9Y1RwR4bI^_jC_J6u+hPCcw&zb#9mHgxw!nmNk7hf=u
z*{?_~7h}*GlEVH;_U8&h9AC_`e3HQu*52IG<|yaiCs2s$j(ehIK2h=Y0E({6RWjYr
zz;~i+b$0Hy+>^?wdiM4CyWw={@NXx7p5L&7Xdj}HW-+SrLExq(@7aq6lM0Ei{FqjJ
zT54NX#g|tz8gQ}+#ibj9t<SgugShel#tD+knH4QN4tompvBA}H_6t3G+T|}3)rHa&
zi@u()o9wTS>cdMA@B9gj|B_wjg5D^z`g5@3tA)4z*|EOxAPYFBgSpCSQXM<tTJXOP
zf0FPm2?}m33z)5a7)kt@UV=XU!EK#}UXU-9ctOua%Ut-SFElh|A(6`>N&}Wb+YY`4
z{7B-mp}Kc>Fd7kKSV!wQU8`l;LzrZbgKl_wG!ZM7znpyF$iIfSkCiP9B+jU{+qPpr
z|GnZVd}w1|Skyd4&s_w*87h9u>#k*<r_sYdfJ~VcON7#W9L$G5TWRjn^=l@->x?s=
zt6A;*>0XnO>S#3=X2(I?vQhBXoJtuP&e-2AJT$tR`#~$ajb5*yTSh_sN^uw~{gr$5
z;eKzdE@|p1prduP(zmMTYmeSp%OiIh@1bg3)>gL+Tl=UMs!R~B>DbX>s;;09*N>CQ
z1CtE*lKTuZT3+qTlIqMwZl!pIlUTh^%5aU}pA@}~3b<t)V=zybTP%BhfP=wI>t@%o
zl6vsddiY7TR&!T}x_VfZRUZ4h$lAOQ54|rlm}p&6h{7*Y{n`-`K+q;M%G1_z^Qx9A
zZ_wS^HoRejL3T%l>Owc(>tlgxdB&55k~|FGLk-750<;$2d^KtvyIcJ7ol6K-;r9~|
zOcn2`m71%)!Y-OFe4EI0U28M}do(JTNw9sj;iEnKqfMf<CuC{UX)L_KcYlhF{|+_l
zP+qjkDY|+l8YP&7t+zCHO|K)zR{c%%qqZkAHsdpQ2#tNQymq;ciDz$KEVNLv{|YI6
z@43c4?c=phP1OC(>q>qPRq^Gs1SWmH<UB#!1{oLiAN~8x@q`}#2n9}rxBCSU7;B^@
z^S0?W&^s5Ukt+(a5bU_<ACntV5nTM(czF`#KBUE*g6n#Zy(R@CYa{i&rHnC+Vb}hO
z)h=%=Q5H*ib5JL3n6=$kw%^44Z$(j|4_j_J2snP<`^tg;x=l_zD!`#Yg8F*d+QTc?
zwK6KAh^D{JhTJX^=!)fNox5TAh&}K*<rdaU*(u#E(|~K8yK@(>*`4R&D$#U~pl^{g
z9_rwfKqbuauV0CMZbrl|W7tUEXiWC0_xb%W5@QwgYX4(O?_2vCFdWHaPDyG*fA7B4
zBa!?l`Of93@;25FQ+6A60V-|(%+Cpx;UQaT{l_Qo?o1!KZQ;e1%Pq9VIIh58w4j_$
zYtwumC?_S&PWb8BPt%cKH8e)i7*<;fBF)Tmu5EpfMjMN8TdZ{c98W!+u)Lb&l|SfJ
z70f}&v47W|0;<F6(qC;3fBq2Q*SAG<3X1=5DmH%dTenCq><ot}s4BCjge3MmzQ&H>
zZMJ(M6alN55#g_tP{&s{dIB0^1B4>RO~O*AHyL+X3c3ZTxw(2Hu{L%Bl#QG12rgIN
zJBvG4(4p`*j=D}%UG(2?9d<eiPF3amuqC-oVm9>)4ZIS+C9)cdE8qXDD*g{<g9h)Q
z&4-0ovPw5`bb@B)(y&LaQ-)iWe!OA%S?r%{m!x=QeV$wm8iD!J5c*qFq9^olmwh;G
zDDxU|vJ7u2GecYbFhP+uc=g^_6GP_litB&xI^-Ye{_Nt{;0V}5azFQ3My2kcsX657
zl=ldN;(K2JCo>Em?ct-$5ZCwQwB#pV$Tj(q%(#RK^LiWgL*&Bz*LRX(zV34iZqFR8
zVpQNHdpHwrTg!uwIA#5IIMii1cTzc7U!R};n2uu7L6xIjEpz!BGOo$~_Y-u&WXa&-
zR#vb2!GFG;4_@lr(}JuU<nTMpg<ro*AETD5o*m}T`owr`tQ7U9D;5P>ul<X$5;G%k
zSHLUvqrFRP^X(G%k0QteMgg~&doV|h1BO?=t{}4LUi_KX{kz$J%@zjp?_j{Iu6$nu
z`Q$AzcNx@UU{pBB_^fUM8Q(dLbK?uT6w+xZsF?h}PxFwVdmZ`u2iBYxLzdpJqv5KB
zTdXC5PDQGeS>|feg4RN|eG0lQ%rM9E`H*TtS<nRr<Z{Wv9^8lZWme;H;9+n_EB60A
zvPXincrwU0b^R<ANSLWt?eque*W4rmPO5?aPaEN;Hvo~9B(zBzBddzCQH)<>sg?(_
zjrM_IYYzc#F$#(NcOBV~-|MF6XpxEh+3{XC@UvdN$00HI-v6(PhT>6sW<V>u6Y{M8
z{kHzwztJ{CFfCvH-@lH0?W2N!f5QLu|0(}gCXe{Pz8zj_Q<^BP@^hFvk;y@kvugU?
z=bEG*@y&+i!QAdb!$!GyZY#M+dbL|?PEfXFPsy+qB>LizXb(u<ya<NpFv^XfA5+Ud
z`%YFYk8H)bCEAAs%<B&uoSdrSj+xetWTkzMQ}naQl($2sZoU(B6UY2y`{duB|GM|(
zPuvvDAd&RB;?s)|1vlCAbSwJ;h<JK{%FqZeuS@ld{-kP_Qo}%j-nhf+$j<~IlcQiA
zU1f>>5L{|899N)MJvQ?J#_<z*+NJa>7Km*#LUmw^*0u8+g&ihWYCg!0Q?`X+mVSIk
zGWq{_49KfBzx@k%@LXw9f%JXs6Tn}{ln$r<19M~^MWMZjSdrItNXDh*Ojp=LS<8P0
zn93)fUrBWWW49fcB;PS}<#<O<cy$1OysThNbBo_`S#<{nTO+ua<d=#J8ZP&zh+VM<
ztD`tDR&UTZJ=&gkwG@Ll+)QGUbh|mQFN{Q5OU9>-EJIT9zr9=Kr?eUaSMiQaVX6E9
zZ6qt~jpXi{T^L;4Jv|3ODxz)(K68fE)D5~MGh}NO!?_Tjqn0}+N_*J^V3eynP|(H_
zaG+v<3;I(KDvqm6xowH<;WXp*j>`jV01qW2VQEEGK?|;a8@xDi+*aoB@=Xy9R9@%%
z0Lh;fwzGL(n7A!Dlm*)yPbev5iu$$qvtNWv(Iw%%`9vOYYAuqrRxQg+$O8-Y&O<`q
zf3MdE`gbr(ui1bSdHh@IJtplKFy4rVDB*&X12S$)%?Fqt*EW+t*H?__8yqG85_`c6
zPUt&OM#lqF;$BI>17R?@pgD<NeKv|N)_@c^?{Udq7JIJ&xgir)ANR@-K<n{)TslyV
z?N$D-bq@#S6fIs(M6t~;aeF{$$2N>wgG$H!?}mY~^$2?LKcnt#`;XLfX!)JjEz8v@
z1tMr&ks!)_Yj{KURXw0UH9?YmVr2f?+4-N{_@Pf>G?n>H8w+Gj1tBaNc_{F@;A!h^
zE>oY}(V1;P)H>{#9m-#yOZG$9XTW;16Pe{FDgGtek)pS=hdx%*>?R#|>;Wbi%kKmC
zQG1n2JCpuGLy7)R5*YENAE!xly)BM7?ru#^HhO$7>mcV1+^6uqbzqqL4JL@~Sfqj@
z2utHrFPp>SkEYUJptfTNzFVN#cv*h7ey!V_kc!wh?cO9ID?Rlb)pq^h6@A<0yG}%n
z#=0b%uJB&gF1Cg*PP4}{I7MISLBt?(s%1i{&y8;hrSsP{Kf#}*ozX1Qi-H=DOR~rH
zH-Qtx>bNpgx)*GT1tPvsD~7wpsBU(oMm3wNsT>78Epl3{I+tag0_CT#s%3SwxEtCR
zi%tb@=A?IPIMADzm*?x&xY%|qv^_pLhYHvp=4Ej~Bm&eOrNADJhf8NHz}cuJfDIDY
za@#RH`J6pgKmf!wS>;$<6}a%CKQnO9(PFqjKB0AA7f3l-@E<)^ZFlXBeP#x-@~hPg
zbj?6Ja?KueQ}Mu)e@LMs$a3sH*A}W?|5&U(twwB|BGj;32zUAyQ0F<}&DGapR0TU#
zLK;*T@P?9XJ>(O3*=)}M)e)TE0=|KlP?>I}U1${x$yu;FBBjlQJBhnG;evo<WhkEm
z6nJkC3n<GJ=2@IeF~Dp2Ou%Ixp;hbVxOnzLwxIo4jDT~&<l87VZ(-SK6D&AWwOh8E
z%DzVUy4egLaJ)Wu=Xmjhe4Hor+SoM`F_NwXK8~U!pt6v~KMY&xYiUz~R@F)XNsHUB
zOe^E^FYfta3bVGl$p_J<GyKNy6FAMDrZb)t%Toszd-CDtOlPr0R8>N6X*vA}br=%5
z371ld&W+C;FG+zKrmo0e8<><<`!-2LCCuvn+aP3?WDz|8J+kTn%ED-lJyUXtq@FR5
zRA>y&EYdPL-Q<&$VO>$js=~l+V4s;1a=r*D)M}&h3qS;+W-Hh&(V(aASjOJv8y*G3
zs|(Q5TP}4L{a0_?8+qN&6K295zW-;G&({s7Z>^2CccI`65N~vSU#!AYPoO!an_N`Y
zi5__^NPFVEp1yIJWaP^;5uND8t8+eVd@>lBvSqWLMZ{qw_bc<C)z{@eKHp#JZ$*fw
zpAHmAX<R=ej_CP`y&Of8<<ELlYW=Ckr3>VMX_}Z{4uQBsW7E)?N^7w|uU_ONqU98-
z@!6k_tW5F;elnfyfFbd$M&{bgy;)#@55rr;Df85I1s{Lw>EN%*VOE8zvr^n{Z1;r_
z%wR;4Vv(c8+}OwTTb+$gD8|iQV#v&W&j-_{HT-7BLXE=e`%K!#eO>|GBWWWy7FVGb
z(yVMIt$<_CQUsgwe)U5VII#rmVWK#`Ac3kBCYzc>O!jx6mXJzH&LawCDbjLY9%x@C
zp7Zs5PntTN@%Fs4_~@h^yg-dl6m^X)dNVkLKlhou^CXiQiXY*6OyU?(Dq*$&ht1Dr
z@u~Pzkj^t)i;tVd=ZJ~dE=I{~@A;p#3f%NScm3Q|gAq)`!`#O#S779Db9%{sw^nu5
zOm|<C|ClkaD|=OO^{&Rf-AiS}+$3ds`0>B1Rq9$OM1!*JTf{ov1w6<dXa?)Ogc$E`
z-!q1PAA=9CD@JG|yKO25!35lp!smj=xDD^*wR@&QBB9$lh?SCgUm}8-<#VLMD~I@x
zQ43D<fi^g`^@e)GbTa`yvEBvCm)ccpY$EP}8k~iy6`O8jShY1x8-~fC@S-o&RZgB`
zhc6iu_~mo^L2vfcjE_9Fzni`-Y?jZ1Sk7pLcMy&{qD0W~gqq~2=f@oYL(bYppWiVg
zN3ZWvtmE+PQGdfT#iKbGg>E5VP(+Gs<-ndjk^Uc_Bq&#sP9Bv`LtbDFoXS4>X|Us`
z5YoO|AgnHyd9K4B)2T_6Wb-HRs%ikA&B&XDsY_!gMmv8NfEAxicwx+ArFRaP#1!lr
zA~)T7&ol82-*x%Dyg(wJeW-$OyI~*eX}&r-=?6?=386K8Iv54=du_A-eba$fm-8ye
zm9YyEP!>|II6>vC4}Y(H^(A%7il*~CyMQ9i4T_nuMS@eKskc{e)NoskJsM)_6?9&o
zXe;}*0mH%Pj*dULI-;0X5KTSZ{1V)y2awiW`SYlKb_0^Y=OS62372&3=EK*rZ+Zf4
zrFgi=q%(ru5fmM0No1ypwLmiPvYHbXG>u{WoE!ag6w9;n48Zgn<Rsm#Lh#{qY<t*y
zzRRUh1@(bMbC}!Z+;VfAnFG~@$@t~j!5{N~pCOtEY?C1y{llWnVz?)s%R=4wqybLY
zbpUxhL+2&Fq}+bG6bRQA|BoO$GRrhe2M6jkA<*qNxrS5Ak1ZZRKAMHM1;)}n<Iyu=
zR98&N>a*9+J{<d$Zo#m0MXf-WZ<BcH3b5X6S#<0O4$e%7d0r-zvb^od*Zi7#01y!R
z)U=2~A2r--fdc~BQ<A41dx$EH>Gs|c;4QvGov`^9xh#elON1dCm(?Qo^G?rwNn%I*
z*273MfdE3Tj-dMNIdr`_n!$?DK>aRtMM2o>pUU2yAg9HcVmp;cD>ymaatj2Pr?LHF
zRzOPT6G6C0mrT*M-<vVn{|j(AS=rZyv*?3rMK6J7%Tf!ZE|Fb+`1R@o*c^|0>VJ^E
z?a8=6Xg_AXT0WuvLeb{#PLCqL{@9T4BmkkxiuhVSv=5_YTJ@f_Jb=RectrwZpfWi_
zcevx|ta?B;)E!hVcDNE_%lpI{C0@3#N$+t_{ZH1pm(>uM6#QUcMd;j1gYtWmbkAl(
z1TrQ4?}ZLe+V=|80@OL*e17*|#nXo{pUa<Q=+GzzvsGH_YM`2_^}Ap(CchKTwoVAw
zyt?`@tpj;PeHX&dORV|6wF_71$T2b<s)b=?2fqoi#ZcZBl=L?Q2xgOGeqEfBjWso(
zk@R@hhwp(U#y0S&Jyr_AiEX?F9h-1u8c<Gy#H9Aa@vtKH2791{x*;bjV2N@_!t@T3
z%^tAqvN_X0gr*rlA~3}N$HnQg<^<I(ljmWql{kk8(RCmH{5V;pi%-8zGz&Cq-xLma
zh)*TUVwIX><8H{U^FJn0*Z^biHhy!kr!X2%LW%|+gKz&>!yOTb<zweKT;poLVv{;a
zqnNacDEa;TIH|?&Gwb4O2Ejsm<?Z)m4(})f`{$K>?NXW3^Y1rU(DY})B}SH50<ROE
zti?*ApJKuhQhZ^*Z-czK;q6L4jj>=0<>&z<VrEVV=Ctab*P3V_kq>}viQxq)D2a!z
z$?3oj-0{0`u8J0JKL7<=`zr`rTeanVcNQKkhGV@rQCVCLLn~LHTvtM|-#faHz-<-h
zScEq-V|>|_Vv!<Rlr{n5RI<Ku!7yy>%jXKy%!c>KgyQ*AqE;*Xfy8Qbt5`aPi`(fk
z&k#dE%UZspR1vnHH)Nxk_m+phSO>RiNlv?i5HXKYnI>YCZ!ezH>^Blv@+tg?Hx&qS
zFTL+P4!}2bWF|WfoHi3Xk!-)spHPqHo5J$r*RBUKDhT=t+q5k|Bi?=JLALmvR$~qm
z*{EU>1>F^2^0ffLtqHV7UGPOMv&NAB)2d|(oGfqbw+}?${qx{$>I+I@^nr)1Gn{dN
z3!^V^yl0K7F#Wa_CD_BPT|%2HN;{Wqi``0KM7ymhfCwb~jPP;O-uCFt93eJ8Ay?`E
z;BWMFS=Y6suU`{CnXN!bSGDlCMx*W%r1iEK8qM)%X4sVgLp_v;H}b1Sh*8o!d>>g}
zg0!(<_FJs;Z>?<J+maX`!&zVIf#>mUW8eZ;<P<N5rx0VYQ*Z^0k`4FJ=f!-jfehql
zR|AG7M0_)$0vZ~E8bxw;a#b@i8Cbe2U_mmqcrYhwwjPZ&>whA|S3%Kr4yWWZD=oe1
zO~Llw2AZruGjEwldad}IM6t(@rDz#0Hddp6mD%0-Ubn?VLu!|BVMmv^wGxd$xs}<#
zYuek=>VkJ^cNg4_zBceK;qJ=t;N?j8;yCH1TaJiN5Sj9nl@X0ErTu?wy>~p;`~N>)
zvI*Hj_6V8TdzTQA$Vx6$_RbE;$O;+RyRyk9Gdo1GNA_089^c2S&v}o}@AvuV+|D_5
zyIhy+^?W`akNbKcyo1tk<D!e%PkCbtd`0ua*M_r|TC><MyRr%9C>!{n27+3bOEa(o
ziCD4nuXl^f3||=@L5chnu$QsOqbU1E63WRv;?MW?_m$I@`bdxAHqXce)JfmZb@8@q
z4PH$LKjYfzu`eu6cG3o>Fw0z|y`xub2{{b><5>Py=LX}Fw2NO8E!z3os$n#pG)i?P
zKMRMg+WxM1>q+z{HE)jOyqCMreh(SzpmqB-#@fsB?Ba#XFD~=MgjG`=1><q_2@!En
zcyMpZyqBvZJlw!I8z5JYU7<i0^UhLQ`5Z}1ANm~O?a$T|ixT3I?sbz0)l=6N+dlQ#
z{NlkY%TO5RrnGCXOG_f-?<E%*Oifqfmf&$K&S1U76J1Vpd>tTxO7}STbbRl`FxO6c
zp={S&&oKGM-=TPCM>$*)BwOZZGy1!F8vVwFdqw{M1ToB{*!NXT?$h!Vhz!^Vktx!D
z|Mjy)IQ{}Bj<1HzeX3z>{jZp^d3h(%yB}x>;B4M)eo7>?qHGtQSeH#3{kxKd<c4bR
zLNoN~De=WmCu{y-`sx#Ot%jTM^9LD}8O;k2ajdtXXrdv6q&2oyCsJ#qNo5{J9?Q)0
z{Wy%=$C2wuies>;9Vy$K@!?kLg<bjL(C!r9P`08_^QaL+|KKKiDm!!xQ^j(%!i8ff
zXCzC?7-H#L4wtR)m_&D|M(3jRV4!@=PsJt?o)7SfbLLz};XKWh$c`WVpgt+ORn-}#
zPVNe(+;3S6tRV|v9oDy0Pq0MGz&^Fumzrv~$k#-R={&=V@=wD3V0V;CD64TM^A#2U
z+=ZW<JnIF?*8=Uf&bUyYsD$8?G%H;6?J68E8q&_bw_JBcSWf54>G(;jWVBbsmqln|
zx$`KTXST3*Z@7Bvw&lM6ePdH>PV6j=1*`Wy8xJ}Q#+yyb$lLU!&LlT&v?!1i>SkZ!
z`80<Hl8JyzH>l96up_&Ma<<30HNB(=sF{ZOZm4X{TyP$4v%eaXZaPwILM>sbam-+9
zbJF&d1ik4lHzzGWO}6lIduNlYOk&N86kfyRLQ_%NBzX!fOMb`_C_23y*nsy-rB{2A
z-;q8p!Cc`h^POO6eat2mSqB*<YFB(;nuMsesx2O-Y5&rz>IwWTKfkxVNqm;ns!6F>
z<Ex>5=8u+qvUOL)FuExxs8s$!d)2v7HKyFcy};^l<AjP!36dhOezS9#;t>@mPWWWB
zg?X+jN~7#ud?~rqvAZA7JJGwO;q4N*6G-*op${FyM3f@(icf+H?b5^+fNGVdMnvCD
zx8tuV*XCZLdeJdPjJdx7|6h*P53M}9{Q+8F^v_W@X_q}OjoK=V8xpP>O2VrhbOw=X
z^xB1c1{1y-0nh2Sr(ZY5%r_F8ZTKZsk(;`F<i{9wnnA-Fudq(+cz;ch&aa*fGF$qI
z|41c=80@M`p`{-X)sZ^+l%Cg^Vlz&}Oeb#(5;TF)oKlp0I|<1*o~1;S+c7);2a{H~
zE#s?^O{7D`H`<!zw2iwdhbdPgCwPA^VU`?wL8qP{qR!w6;}iY%>FMAn*893omkJYT
zNPpViVeNAKlKLa%t&Pb6+gH8Ahs5C7dx??@!BNoB*!DzHZ5SK<2|0xfg~C)#6w_<f
zBX^j{&T#5^0}H2RRi@Qll&UW<vIb>78u&KJ>GoQ_k|U~z8$9${Kl-kG7pjhpP-Wdb
z*E7>2J#Z!(wQojq(WQO&?5$+g(1A!<S-|}?8|owjv~)XEpc-=-?oE}r+%fL~(Jeju
ztLP-KXzFUrC_U{7Nexhb;Hs>-p`S^E+xXEke8=Jf{<|JJQ3uqrU<dYmxanIP2fYbf
zbVop>C3eNQwW!rAie1o>Zg7hSPK(O>^twp&Dkle6!<x&401}QMxR8<o!b~5w*T*$^
zz#^`3I_j#sLHBApfkv60^yp@)kW!)P!<Z@i1l7pFVtdToNJkN@a=NBwZVmeTm@+gn
zG=Tz~Zm{oZie6ut(&n`++8Dprl&ZbhrQ~J8kT#qKut1GZcd-Bb9BtSb(fyd5lsCCZ
z=6x|Am7Y@qS7}L}BQ3PaNZUAA>Ju$+^|1YRX^o<FZVa5gUPXR;j3!-~SBb@Z-^?@^
z(ipjT12%e2^l{s+V86AdT@>>+8zZpc(-@(Q+NgSSw|*Imx((yv%km;TiJADc8Pjt|
zBK)f^v}o^}OViT=4f_dvGRd(qt|-^GW60w6hT}w;HrSvzD|tKcsdA!E^b?7LC|^mx
zMhW?9RF60wV!z~QJ&vr!+{!i4_c|1C%+=39C5DUM+^5EC%>YUuP%^yn1A9GHdA66>
ze1_}x6>P-|db&QWJ4JXjxMPc+TJEl0!y+%aT}K`DdWeL`89BK*ITAXfg1i6I-OA`O
zsgOa3$_HsOm{U&>*kurguKdEm_nJ%|m!%LWL}wW07R6Z)0J2nXr`b%_>}^4}Yl>{}
zt(%wwAHRwLqTUUYZ~+UDisv~{#PSj1APjWm9-i-v-k63NAOVPbrrjzK-&;GW+b;qE
zDFA!rs;i-U_zJol^RaSEi_|S3r3K+N-cgCW<V(U2a{dcABdqWbhf8zq5q&lJu%saR
z>GWr><t<PhzB@ez1*vsE4-gtD2d*3mV}Qn}K~E|a^#R)Wgr|c!qg#Ml)qQwSloI?}
zq-&{Y4u^y_K4TF=#Do^Q;|Na*)Dne)x4xTEZdQT)rsV`Wz3W@ms7_)5+bIbFkG=I)
zi?xEviUwebEm$dFr7^Qsj%q^V^a=kVG)QKi)<<L-dx#D_a~g6QOgIO<srmxgy%0yt
z_-7+1H;xdam7DDY&$tD^uFZ|6@5=y+3^2;Pn<^FT9ySmM6J*sWOsDcb$abWSX=oH#
zKP9KZM6DCSypIg~T?pXs?E}_G;y=j*_QO<W5{PiB=;!<mYQ65jo~rFfgkFG!Q=cr3
zeX<%YeKRZq0eFn#H+r|B-)j}jVezM_E=dD;A$<=257kf+7|gAAKp0}S8w$9gAQIX<
z!}sa381Gwr#8CfqWz}E=CY=rAqxZ(f>Zwwb`G7NM=jnU}T(!x&(H0LO=goVQME8!R
zj@M0bFCHPB6+yu;5Jl#bsdHENEx*4v376RJ=$}5FQ;$h8mzV}jU6lqQxpH8V_if-K
z2R4JNcnSfucc3jC-vZN4(g%3bW&{!F_t?W={-46(A5HDVaLUTPolOy)AYz|!+AV%Z
z_gJplVL`P$oL1`xg&6<3*w;j1VPvIMTD}*YWpfZ*1iMPR8q~B-Zm#$h=1wfjS#X+0
zKf=m3<;gWAL?4PX-Yhw7UY@G2^;)#*{F1`CvL(L^u%cy7-Gdr4m5LRE=}cph1XVNr
zo_Ic{PnVI|pvGzCv5Mc+Z3?Th;<GxKG4;lKM_ETa6IcHNL+iT3%I^D{v|{A&zz-qb
zQ_WWZWKeh<|0U~Spxh3CVUmhTDYTem9x}~&<zL}nA1FOwV?`iZ6*Tnrsx%_M4t0^A
z=;A9kfpHw!<O8Ix)s?k4;RW{b0b8;UWXbefz7kCzSbzt=To#vz3>`zHd}5w4y8BDA
zcJx;Wj>}mYuPi$4RX7CmZ1itQgl`)JsffbN5SUhNVA>Z$7=`hfR;N(_0~vjmYQiBF
zhVl0)q)+j!4Hs2TBSNoR3A1HRD+6ID+`#tp8#RKWcgI*sln<{0p1?l*m+jdD8!CqY
z0QP0ihB&mIK&V~dClvSO+=*|dcO*j+mTKGV%>{SWA2oddp;$&ZI>+9)@$eJ&>DMhM
zY)%VO5oWuLS8B7h=kjM|m#3W51PqNs2O2u?)mzy`TX7Op&Kcvl?Rc=!hOoKRH_H;1
ze<9c@y+{?vkF@sa_CwG3=g^(i--G&V%nAfBi{RJcFRI&C=?dPcTEoYZ_T~P791qS<
zC$)S;39qkORw>08n5)Fpwf@hMkbe<7IGhmbs@WG*c72uVRE$NHb)}{Eb_yYFJdQ}R
zLG6Km(uC_6W_ui-(>9&_3tb19`<i>n2FH#Db5bsxHJqUc0Q7SmAP|a=QztI2+A|W!
z?9IwuTF@fWR-`(9Q9OE|bjljxQj!<A+|xFbk`pf<4!riprfIwu2ylnEnHOJ5?#CkS
z(#7>MlwOOAE9%H7GQ#C9*@+YQghwxE?y_BEzoB0-(P+e~ag)|VRNteqQ}VQt&MF$e
zbOlYJjDf<Vkhy`7Y}QDfV5v7b@t!#rK4oO2q@TjJpgF1B7D}$Bg4)r?<YIqf^WSH*
z;d11&-rjSMkt9R=QlEcFRz_nWg-B&DkdiRj!6_tlBWFFo^9Nw4XDVn28&C~s#)ir>
z{!5bJJ#~325U#IN4arY>q83K>Bqa&N3%mBwBcsi@s>&m{&REf6h1M;sXDV0G<uOEw
z2Lr@Rh8RXeCszBx#@C~6#Q)PB1iJ~yJ~$^cRE={3q;N8SK3<a|NZ1y~JjuH|N6($$
z12{Wz-n8E2^RI%#BT{#0%lPAP+N}89%`QRf@(ar?%flej3ZGW&dsja^wh5(0Z>}>_
zI9#{j01X;SVD>`aEMchG+jW?Gsq}^3Yx_pnuT5)v{g}4R9OG39Y`<^bCd4|M>^}nu
zwWSFO{YxT32bJBW(GkbFOqSkmj!n@4^!kUcrn%ic<cebLS$94!uoUv$pz@*XK-F<_
z^CuJ#^q~8x*}V(E5Uswzz8{C5Q&?1G8Y$@a3RkwqInKKN3*TmLl;G-w=yB=LV8BP=
zhWZqh+}00{@Ni^2Ut);FsQxL!{~WR0=KxqLMEPoId9*Co4d_P!ZmrL|8FZ`MiTKi*
zf8G}4FKi<ZMZ`w|Cv@NIV7b@qnu*ljbEw#R5$$m#`?1Gfb536jaPYU^_tWJjIc=)L
zOnca0PIbPtTH@fZR(kpzX#-+{X$^DLlN)zJ^8SrgA2NDA&1JVQe)z6aS|{u`@j1+e
zwoaiwf<&AjCqJ?o{hA|4+AeyP1Y)i0*TIG?>LQNA`gZF1+~wNYa2$e)%ty|f;43g?
zO9L7*W$4doG`6Z$HJR;)pm*y*mU#q0j>jocXnC(_KRH%_Jc-e|3u}ovp*7yl0#8Z`
znB~$u?3OY9@tXZ^QvNYe8-D72J^0~4(6%+8VT%x_%L{R6Ic`vR3kE6L+4G<UoELDI
zzop-<ndf^4O=1rC_;pvOBP5E8t-f<Fu+Sxesw3Rjw5qCQ?>YMN8Q_X8_Y1~}o6P(f
z4`PPOs-sjW#Pm=Y>)$_U4Swd%i`)6Yli9VgCH={@W}KEKV#O-Dv4Rdg^-82tBt`;T
zl@w?CVZToblx~F?S*cZ3QgtIlT|_yU(UHA%kb32q-wH1Yh5dvFhiG2mv=jqZEIJ?E
zrk0%I!WR`EKUJJilVfB4?J61e^VmR^WRbR0x#g7sb(+1W+z7+csB;To*mAsw%Xd0(
zMrE-#O~j3)Mi`I;NYtxl)OG>I>7Rhf-G=j1o`M|%p~6`?sWD0X)edV9#Jo3}=Fa~`
z<9zuRTkS|6lE<e$svFYn;Z(7gbnC87LW`U-ieG)fv8SVQ>iQ>7Tih-6Lz+OL1yS*T
zbQB$!7;<kJZ`I>xrK`86ue+vzcx1l>ORjoDJf1!N=F=#{l9aD^ylb)&6&aJQkKz>=
zPeteo+h4W=L~8LM;0^9E_$SNr8j&KO#BWv-#WP%xHrq&N7scU0kvBFX#w%**a+|dm
zN0jyFVIzoFzCxq;tkUvPR0`o}Ze%w7y`lPZSD(pavyiu5qa88QijoWA(a@m<S`m3(
z&`XkVE4{42Toqjqcgu8ZdLWZ|wxTZ6Ry|SZ#?3PM+nrsnv~ZI<Rm}ZT;}2L~2jY#G
z9oIb@`nXU}qfUN%t8aDHAenRpCGOOY%Hugb4SW${a7;L^Q&qtE9*gx48>lb+@pWat
zwo0A`&3y9wuJ^P#EZOEbjD0|qm0<Q0p9AfnLy2I9_r5e!O-UBINcQXT9|Rt2P{+#j
z)yf(#(yml!Gm3;*r!B+A^Gk7teHeG%vI5>dSYmlPY7ioDCKdCq!(P>1q?*={1PhS%
zE<r8lgH%1g%U$N2>#$#?aWB`&KMdNM(}T6}7s(l(%BtQxx5~eyq{@{agY48g@?sKX
zbH8cgJhOUsxSqJowkVZhm0iVeX7Q}=i=^?rF*}Dl7aZ*4Q#<c(9V|`GKC?v$KP%B3
zF;E=g%l;o^yFuz+d4Nx1!>rBtKS~M(sc%1?GuqC)aEunriZajEmTJ;ON9R!d4PY3`
z$&mF8(u-ee*L}13=)SH{)6L#s3{)Zq!HkCKvGgN-Uv|5jCB$?g<IE-%k%o<$z(9=@
zcIyxWNl}tO6Ujg?=sr?`j~=Y>^L)~HALVDa9ao^r5Vv_X|7I9`y%d7qf-l8<c7s&i
zk#i<H`>8s&9OgNiF(hqseorW0;l}mI$;M8Ki?yoP#Jy<SE1oAT8>0ozy%+ZjGJNzT
zp6LkM<&N9NQCE5}g1=1qPzrZqANC0J#e+bCHHj15cs{RJg~aBVZ(g*kQ{}~lc2Ymj
zG0KGSr=2&g$8P>)?t<%k(?xqCZyV>T^J@~jifYxnHom?s7!vmQ?n7o`_P*NLg0(U^
zb5ae8*1~PE!#3gtvo^y=l@d;RcFjRr#uoa4hcpfR0Wwn%7Sf6tS9|vMggfqTeZ2ZP
zV_CH2Tt*?!KG$d+1?k7hm7UFG(qy7GXtb^U^|x{KjV_+PI3vP54LTzgUKw%Rta3tY
z;ZNqdepzH3&EqSb!abVX%3D<xue61peXk8ob+Q&FmrBPH8v2XQogLj0v`{9`OWXN}
zX?(0D4@d*H4$DvU;3Ir0er9_K{fVmcyRK_7s?|_eNb<hH0x*Nx#~ieFRpw%%8x=oI
z-u{@VcDxi};t+NFwUtRmXTbq;K{?&P7MsNqZtbgXqsC`0r5U7Hw<b5xcuz>!IuQzn
zI$3MLq*h3|f}oXMH+Z@47ZG{B^4RfvRi!L-ESmJQP(t*sNGi0E0lq}83;Co@`aizy
z>t<6@*vIhD8dL<Oo#_qO5wyQ2tLaerc)NcVJpngi*R02+&S88uy%y(y16|cX++rT+
zqIWxgp2q^j$-7XM^!jsF1Cl7acMK{cn+GHmrRS}N7S*$DWAE)NG^)f*vn6Y8;FoI8
zdx)pVjZv<^7hIg3OI;heP`vK{oh@&^C5`7N${*m@`bW<C><L*Z6VKQAr7+Cg9nM*A
z`S#r6zQwK|_`rTu-#+|U#BEfa{jK$V;`N6|72Owp!x$P+L3WxlJ;yjM#`XQ+Ee>oo
zxcl8Csp2t5eZ0-NLz5T!R&nw@&8EFa-`{%dcQZ%6*Vx!3?0sDt2NQ|qc9`*IW*ZOx
z-n_W@{TL&s9TqE2Y9SYXipJQy#H)o{nmhoVCtk-<SfO3a*Nu<o;Ei3cTN%?Nl-$)=
zE&<3UdSk0s3a2}y;(DF<f+fu}n0GVOz6qEle2yn{cKl#faBC*%A6VAvBZ%D4n>n~>
z0E!xY>>u}sv#_e!o2}SyXdT@{p{c8)H(6X+jLiQRR`G=A&R5@dL^0+P#fm?$rfeqk
zh`3YDs3uq;(8tgB`-lk<CB!JkvFOl1^!<l7(X&~n7I!{-4mS9lEA(Gosjar<S7iq7
zw%40YQbZ3gM4)5r<Zy>6qDgbzuND#a)wph@{Pvmxxmd?B(TgR1F)PTic|+y>{y44E
z^QZ+OWE-NN-f)xa{v$B9fq({1s!X<719x2_VL{oKJs$mEG!SXO2)!q6eOrd&YgN|y
zhf+Fsl?&3$n_~(bF4VuJnV^bO=OpEpr_Q_Mk9z&66yjsvMWJ&(@z`B{gDvG0ehi_k
z6kH^?LF8RvRU3Q``gFx>eIFN)Ec9*4QVdLtY5tX7p^q{?U(Gr1`)Ke*AE`bc^vO7)
z(=UZ$#zaliqC4lLLD}o}M&k2AX0Joj%4g)E<25RN%MC5(&0<wlJ|zgYnz~2>!>%mF
zlcOvzm_4SZm={a{Sp)ZgPAkq$Ak&UdkroEzz#$WR0UPosvJ)(_tdk;&Kj`AV(z~sX
z!Kx`MrMv6*Dp|gRY4dHllyhHG21e2oMYTducbw9Fq9t?)rCpxV3#m24+ohIikJe)h
zYVyZwzuKR2=P&kzOBIx9)dSP}H%uyw`fkNHc}A)a?iMQ&FI}QCHh9&~YXmm*I`jhG
zSbAj{4<M5AjXV1*I=6L#T!3cTAUO(8dy#hGGTH&|?`vN@O1gW1u#RtB=S4pUp<ICI
zBpZcCue7n82gc~L<uhPS->JO;P==*K8nJ2I<L+uv55^@5^EdcIAat>qRzGs{=jlQh
zXOU{HL}=%CHGXsxI5s@#Oi2ZmA3h_`ar2@hRV>69TCed@?a~XC;uSmWmHzuVj^SKI
z3mPEQdw+|kmsylRwxW|Uat>BimXpMbwA-)l@JoZdq4lMI_mjxmVmqLZ8k6}5AjPnH
z>+b4Mcg~l^&l7a*;(6=#Nf@&99k4UNjLk4!<Z(7RmFlhOuP+xt5MmNxdhd&xoCxT3
z9(DJicXhmB+Hj@muo0X917q|p&0fjB%`Ha^*?4|eYe~~Q^}-jv&UtLT3-3vEt}J;F
z`^TIi@~7kp#%$^6>hD;8R2~tKc%h6QWds#apXkMGe}OKiM)sMzu*p2@tS;a3qwR>>
z+|nXMPuWVp(ja;zs?OL(6z%Zi=5Dn|-_$#T?r5dpSoJk4Xvc9I<{KdEOk5bF(!?sr
zAF=RT<EwH<Z!iQwJj@X0`0u!y+&Xk7BzQIWNa<B%5lZ(@(9TP;d{iL)A2A1|UkrV!
z)ckL{UUKM1{S?XeIbhhqTVNUqlWNA5n-6bnMMRJ|f?dju^qgN#|D=W(bSrzz5j8g{
ziN3juHatS?--uU=_bqoKWGd?O_LV>quW<LKr@mz*SWNvw=$ZY(Nxhuc`{|x?#?cZf
zQv;Zejz#9sgDxyaxOCyqSC^ZryqR0ye3$9k@cj%s%*oJADd#At`j*Si3O*JBi=)8H
zV2b4~px=+N>wzXU(iI)bgRZs-vIiF{h9{Aaq)`{We9JClg;6U5&HUsKz1O=X*>)=!
z1cE!CAANE>;8h}d^rlFxo2<?5NWzrK{mSV)zja!!!J~T&GoMkNVk=qE`QBMmk(b)g
zWQLKP+8;Rbc1#tw82rv0%K2umf+N6ZN4DX2`e~%)Dpq}Cm7he-Z{AS&y2i#{qrR9L
z{Dk_>&=5Ko%79Kp#4hl3fO$MHYNMh`hPAV_E0%ZHWBszlono@IHOqvVzF&=jE<3h3
z*q^9tK(bcD8Yg2M7l7-g_^M<6A*iY@?;0`$TTZka$=dS2nx)L9BMMTsJ48^EH3}-$
z3$@HL#tWlvwsPl>#2Jn^Y0>p#XDCw!&7Oa~zx5C3C6|nJembu9gzIWYgkl$yo1d?f
z*V8YpMEyPE8f@r)eyPhFrs0)Di=>Fjo;|e~i#>X5pcHp6r3zAZ9oNezpUdf|0BTvG
zidtwPFni60_KXq>2b&vJyK~lfjIkYlDoc-dkrMPppXPA%(x|jXSYM~T^fb$I4h5at
z=iz=O$ai?*<<b?H+^Q@1xE0%yvp+SXqVF~11CLGE^;5F(lJ-SXhBN^X6M0O}Z5L0`
z4j<PAcil61X!7&QQ5e^AtIAuEd_E<b@tiV+?<tNjN+Z;I4q|v5hQxOttV@KqOQmf*
z)#tCXw_ax}Y%j|ml%Al$m=oB#I5II((Gf;%`#u6(SX{eT|A8*5z~H`afK!vYm(??(
zG9ojggzjCVn$bh@tLGn~Ysu}oV6_ki`B%l-1KxkdRulggTZJ!7frRpR1!Ow4I%ocM
zm*w0|z4j2%T47C@0+xx0i{y(ueg;sCIZifI=cK;6Or67}4^BJzEot}N<^G+hKExg{
z+~DI=1mf`PTce-^?x+ZT4GK^<kX*W;^x%vwA})^fVHu;@C~DUNC#g?{{AU&6M^@!S
zI#Y-}%USf)`pO?sC^YpTnzVNMe4M<dV3-HP%M?(OWDmpP()4I~b$JK;ZE>Ys_djam
zaCO6QwuEen$TmP032ckbavRrJ2XE>EBB`{01_CVNb{fdyGZM<m^uI9qE<7b{K(Rmf
zZfgJ11mLc9@WO)G*X+b@yssa)Vezrzt2RZs)hNIH$we%hnJ*XnC~~m;bnBj%Aljr)
zs1TQ+0Y{$t-KYluu{Jt(gL*2AMwFk;Z5w94{g+eS=N~lE{e*3&>KfsLeR}e(8M^na
zZ6gcKtf<_(QirYKEgyF8eLPZoU^BSF))GiaIF#^d7}SDE?`t7!y`%e;_7P)(fmNtM
z`zQALOCYG-2aJryeG<@PcLa;>I%{(7Us{QAhTOcb4{ftP9)mi^4OB_^b+#21L>o(6
zYoGypGGpIq{Rdb=^HZ9U7qntd*aa=BV<P&KG&)mOZC*Z9AhDa$7{BCo2z>@dEJL(C
zfAW%=8C!N94+WR*j3CSdpVWctSX6s=^ZM^C;0oMEiIo2#byn)cd4-ULlGMr6f;RIX
zDFlW{NZ8czC8ZAa0RNBLb7YSG$WsL3d~t9jYQ-|C<~Tmxchar0OCJWwT>skkID$PL
zCar`Qt$bet|KPJ!miJt{bgN7h^^}2<h!$&XKPYVn!Me9T<fephnWj$%4tz_rkA1p1
zQEdb|+QE+&Q<l-UT|HF;p~T|Ti13#B{0dL9IgbZGru<uTVW4%OHF;~!?q*DpeTNVJ
zepro^bqV1AjXQJy#`ZFp(+YkoG(9RO;f(9}(aJHLqn0?fei^urO3rV(WNj6A`K+eY
zkyaJCPrhXY7?LgN_?L!+TGD}>%BB2?28XS5{&zF830Svi`rwT{H|H8VTi((wi@uQ3
zVtm$#xS`zqTV??U+Og;<iElIWvCSZ8!Ze$bbNisXi(hB2L@w;+&wv-}T=|QvuQBpQ
zIvl=m=%l1>7f%x8ojv~?bs^8L(?)?DTc@O~IpY2>O7lGsHHL<29!zo7Sw_m-Ph7|7
zM02L9u;?nDnTQvIkf$@}_R^VVacRW;ule+-az_3hLEUe+UGUDyBRh-V#ohPIC#nbC
z@_N@7!15m^Fh-MdUVZvN=Uv$<-+L~aZVp8q&QiaAGevo$&Q_W6vQ+_g&ifn=*Xc&h
zIwTrDs_W=SE2RuAe<$2f5yIy8e4`mcHrshn#%doH)d+Bs?KSshhFaYCqja7OD47xY
z8mJMD;Nq*3_ONw^>^4=T*)Gi~aRQV6h3$FpzzG+3C8~0Mk|*80e}tE3KUw8}W<kRc
zO+OrrSL&TsH1aG=6@WXFr1Xe^2i0tOEu&~ZQtL6O9y{|UNa#+km-21bEmIu{E|oNk
zTfKfIvc^S0`Fgo;8C_V3Ob}5(dD)a24(t^cF-~`2n!XvgiTzzqH2>JNRWt{~cby?3
zRB*%{<urfJP6DIWG$r*wHNk?ymOyWGK=gU$T|22^)=V7Jz;2ot!VaPr8!BD{l?Ja$
z4aOtho`e^x-aR{CN^tDN^}l>8R<)v(#S~}b-h1mi{vFN}`~IGGG^L=T6?`Jh|1ffL
z4wf76vfvysdnJ~<;G)=-uL#X*7})CcTbwo$A*heGq%{}!Hp3ka?g&wQ#pr}<O0h4S
z()l>ZD6`I{d(o-$K9BiFwvLZ-E`;mWaZTv;jpZwND1)YJY?(N7?w`~8-snYIMU13Q
zB=Yy4!R=VNz$|VWUl6_Jl8aw=Toy(*Y<i+N_00s8-B$SXG$Ya-?=YkA<P`m|ku^)o
zfq}pyd?TF7qSL|uba5<7wGPE~r?<H7gD;Jy4=PYjYGqA*v9qS7>h&4DKlxVqAv1wT
zXf;7ffYnmZiXF`!@#w1+aTKRY+*QG6x}!}x@(qk0%R1{fti-HL;x2k=c_ZNJeA-6I
z#g4Pq2_m6LPKuqB9=cz>vEesv{4=R%C-W=FlQ{$O_E@V;^lC!!zAY!itpAK6T7G;-
zYXVaUf!~w(NDKbt7nQR_9Z}asWaHN@wnwd{=@lrgqWw){t$FR-i@ydFF*eMw8-Tga
zdDEiwt?g5jgI_-vq2d12I}AQB6j@s3hv9T0IjhyQV;o&HKLIL=QrRu_f4M+H(9HgN
z+*TQ$U~JbrJW$vHDb71^QgdG+x=-w%_OgRiXO#pUBY&AfF37W4ESD|iISi82iZps%
z|9p_YFO|WZF2fF=CHo!R%A*DHx9sUE>Lc0lp_lVuq<^__FM$1WPpY)^uCNo~_!*kM
z4h_UPU~nZ6W!&^LIs~<=oDbVF5UZnm;-g9b{lbs6G7U5-WB{h>U_->}U&HBf3Bw=K
zRDhtXC_&8mBNgA{m#61U;UdkSo(-v}F{)qyp~M?V;}C?n4e|{he7N@oVJ3AJkttjt
zy$R{>h3?B?zgg2!1o~JQwsJ+SfP@gCgD3qQq3F9%KdLmdgc7F);$-d7fBmlDZ3U?j
zxS1kv?@gtZ0T6@ZGv`p<&B0}peU&2n71aC$NJaeS?Z>WPkxwP%S%oYe!!;6OP*_3z
zYz|liwRHr3zb6oO<roG33^@n__c&U?R|EMu9pYfuLi}<!!PH;ybnMfIX9h7>v0uCc
z@bwT}=sgGlgE$WT2`eCWtCn^N8aq?4Xd8b2LMj(Se6+V==^ujRgw_f!feWh#-kvJF
zQ6RLfRrfb1zrrd3b5N6Nd{_KO%!>SYxgf^$(A-nM|Nh1Q=ToyJl`0xuK>pg_zx%)b
z(LsiRSS|mLKT?tS>z@2S{w(G>Dfa(i6@u4g{|&fB3?*dWVgaE}b)4|mEvl?g?EdGO
zfYk`^V2&EKR<_Dpg<6oOyM3&Dd~0i}-uf71^6%fjW;~+<-JjZSq9;Q#M+hfGen!0Y
zIt!V_GsWC!rDS|bG<&W*7yn=HRPi+suME9zDXUtf1Z{6QAH1`lYfAu0UOX7>6Tse;
zh?q11_)LVk@*T8k(_r)~m{}nHUE;FwaIoC+0d>c3kOm||%l5^n9wY@Pn5C*Rf&cX*
z{`DIZvWAb0+XmtQYxpJ~t4p6c?Es*ZaJaLS2y;+3W-pgsX)C4-B1jjaN8*Tt!N?*T
z{45#7-JDnATlUq+#(tF3>M=qG`wS5dA6G--uEXau*b;(DfvJE}1?;gI8tgks>^SVN
zU;nT7pt*hhuSG5sNF^W@`v^{xZ*=1}fn(oV546PBj<-PF{toOY12llHnS<v^7(P-t
z<N<ZTx);1fXqf~61>i;EaNWRhgLhBq3SBhY-3p&IfOnwHlPUwd!WWl~hV!#=gc8~l
z*J}kVp>m|K{(6f}^q5WQb6F)pDLJbUtFETjfBjPad1@GiK|>hAppgZqN6`=;zUN{E
zBGU1n$V`hU2&R^+z&F}&0O-RaR9j&rFwHM2MC1UvymjMJpD$GC7>ET{58A9z=!w6=
z0yB$iaJ}dj@%;ZE%%G^(6>TJL3y?@H1YKz5^cvXs$|Nx`WDk)`VDjMxEXugI79#^h
zk@0b*=izpVkt?_o79seI7cSJB;86?zGxq=a49I`7AHu^s{}#}mUYjs1^pePI4q9v%
zWQCj3{_13H<#nx`(5K(uYtGwSU2L=WL;{{0O`&ak40{n32CM8%%RrTs2n~KB%oy(o
zXvIeI@1JbWTs5$Sj#ur3ZhBI3g3W5J1URvGAQl<LSD6SbKyw{?$|msq*P|VHJ_Dt&
z#?7lOTj2PcK`zJD!3t}AEm+#r;gRF_q8uQxv6_7C4^j2khFO?M#wl6nR$uf17;1eU
z(QvkOcZgdP*_o3A*+V+9+|~2MWiV;Qiy#>e1)QZ(CE3OSxMYY=)CyCe^llg>Uo*0j
z^14~Ll`dklx<O}MjX2Zf2_?TH`roH-{e`mni10hAV=@6CS_A=5Wx{ufzB_JVh(8&;
z9i!_|9fB=nbDlK73^8nOaOV%rA;&brCBec!_QbERr9Lmj>OZXB8pwWK4Thbsuy<VT
z^9W*O6WFEz@uh9A*cz9I&yh&qRHdzP*`p@E%e{$`9u*M$9U&S1S);+*t9HoZqcv5o
zTB7+e-u_OdJlyIVhqBwGLk-dCbtg*WO@Mt{)BQaEFb?aM+MKqgCS#ejeiRy7cK7^2
zvRq@@wUi6<t)9MHA%C)I@OiKuYL$1Myc=f4J?Fk<iy!%V6{nCkVpB2l7_WASbNa(L
z@RO|8r*~%-q0p#-lg}zOHw?xBLTamEqgxMB5D_r!8GYo8=_UQd6Rr=R9(cx|I)_B#
zw6%gy7rBJ=Bq<bG=k5{N4^dew#I}R0Apts#ku{<jPs9cYhclq7w0lOG?#?y3=mm*t
z@0K=d;kJ5MTcbm$S=1rz-0BELup{d+m|hVLM5(iEJ)<i!x(_{&?MuD9=~+3+GAC6N
zdBJ|OdM;di?6(JmwNNMRL*FoB{c_TNnb7GMw95CUqDu*`-t2(N+O_&{9^(+!QweP7
zw65?165`>rE4d_40ea@1h!tWBA6QPNU(f>~GM4^g7^@55?EU0r514k@_HB(l#3Xtw
z*v@TObMu#x4Gn&oNk&_TNZY382)pJfd-U&|$n8Xl3I=h|PL|SoRAcHtWAg9Z=s*jB
zch`IKNq=Mb5R@=MD6S>t!2=(RcLx!HSa%44tU01(5qS2Uy$r-ry6t}2h+0c0)n$Ez
zkD;Z5>`!|Ycw#7bfH8QLlG?2seTOc@vhHyxk}F)WUbVe*GJ+BMRdYL<tNZ&G@cy9M
zpYPJA!bLs#<1WK01BKsuCW0r1*Tbaw$^8?&iHf_wlT4V$4_;I7RCu+7UEVyh|ASLW
zgq!$|&)-4pxZ3M@&*k+_FbSK|s-l%s8_!hWH|Gu_7m>c^=6I(ye7LM{k5fc46t;}C
z#GiwbBGE}E0&zL*oo(txu7S|2ZFPaZmTkD?zg*6(FWFRRZ*ryrjDhkBgGW%x9`PWF
z=UF1&!YSBqWnT0R#Cf(LkJF1|t5$`^W_o!axhAHs3RzLQ(e^qI|9sa8>#E#>r(2|u
zwDU*R8B(2Q@K?%R!Ck130)>^#cD6Oxw@>!CW)8M=QR}yV*i673TZSt=m`e*zK9U>c
z<-arV!C!lW_zMzoQ1mTdPhbmFd!uRfEn|F!I{CUkomU1}%np&wIJXiK`AlCufJ4v^
z*VFk)hl6U0#Aw%jZ7Rfttv|(!Age_njJlr6vMRc*`5BtJKJbgp-HXkGU!&1ynFvuY
zB}wb*g;-y+w989938sB+kcCwbh52RI4kXCL+-ra7)gJ~6qaQqRJ3ST0-t4peH2E*z
z)2<X^8*CGE24~FPIf7Zhv0yK?!Mc1E6>;N1VN&Ju-;a4npr*cKZvi<}9h^U#U3`g5
zV`cjW#NhVh#zGa~7+Muy^YzN|djbqCK#7REVe9SY4t21gP+e-eC{79rl|o{G7t|f$
zEttS?>Wp*dqEbcH)&btwMRu|EudRcjaSHy8mZN)RmBr^YCu$toE3o?xP?+-lp$Eop
zCZ6z$Qvf-WxSv5j`kMjsTUf4A&i1e(BA`MsS3TM46nvdi)UY!1Ni~7kGJW2I79<j_
zE`*FzX*Kl<lTy}DQOoLEzP_Ts?He8wNMz3FvS&lVS|wh_Q71gamEY<IM1`M(hMKPT
z#)T0NMetME;$Cm?PH;z-dbZEdx{NUJO-;bki*&PR!-a;ZNgmzeMoVbAP?I*GrkaAQ
z(v%ACp6}<65YN-K_ZiM6T3?@YerGn}7d|79B=xMpUzx9lZ!mKoOpsYIW+{BPEUNmz
zlXvaN=Blz}*7*5ANdzz(g5$Q$T?5c|XdHLj&LKN8eYbEXI18ot;3Qj$=X`7^_P*`I
zZT#7D*=_d^;=?mbu7~<Kg>3me#McyB8_2%Hw2}PYb;F=t>OW296++yX903PxiV0j(
zKy1}RSY)&MK{60mQ;=(cON{*oJSeP%_CNG2%$&pIu;dQA0bLjOKwv;X0dH)9aHu3Y
z4~|K$D+ns|*aA$Ud!B-O=jSB!7Qv2(z2}G0=&wZWh-uxI)2UV4q(OB#1;^Ny?SpOY
zhENd%;qM72$%tIYWIevl8Qli6RN>|Acu~ikeSn<YkhV_AdEJlh;HJ&Q2sLP0g}siP
zj@MO}Yl5G4y)0w-Uv4d{W(hK={)UVl{uYj{WY~xSk-5+jRCS~7nY4&ci#p!7jB*L_
zQr3Q}F2olJz)@)V9jbMP_%|U^lW7Y^pZ(Pz1&LK>z@}c+#iY4jXk*_+NGCPX#b`ED
z<imIlvR8sS%+q(botNezeW3EMh05}m1PEA*B;$@zW3CQ2=m^C3k0JkZMJ=AU$piXR
zYkFL3cQELBAXVjZMh8VNgCehC*j2$gXe-AZzNyDxv?n|2&b*Z0{BYN48OXo5Wh^As
zN}?NXEV}1BtM5GeF_+Qy^AS+d6*>vFB#j9|Wi@VJ4G}j^5NsWD9>M(cR3{Kobe&1J
zYlD6gddg}3fe*V6_Vu+J(Y@#nUER5~PSiPfDSaYDX0fR!0zB)XQJ_Y5NCuRf8l6M4
zVfo2ept~(3r_AodW)OyZ=X3Zj8y#N#iRca0=S%*dBcj+=lYhSzt2#Scvo_AW99h6}
zCw9bi3Ci@PTZZ}ukmFim>mZ$!h@M*Wxfb}s5wWk%2HPYS$?16Zb{PUdr<si_N!)?y
zlB7ND(&-7zcrN%N0Of9M#R#~0&PS`!lP=h|e{=bM-S_&4*k(MmcIZFwOiQI_UVIMg
zUAo$l<iR?|JY3S291%XpGwiYe`zjvP15YSo-vgdf8)wGp!*kGZw*3&WZYispi}a`O
z7f_F5NL(g%B69a#J4&8`rj($r4Y-6Tkym04HQVrO+JglljFy*p7pp(hkz<qPt}`4<
zP*|_UNgfr>0nWIG%pvW6ka1p0U~dp&J*+o0D759P-`tT#_f#6?m32|2F?E%)j;Xqo
zj?2(sW5x6$U~kqCvpSu&#PP&g#lz8SxQ`ADV+sk_QjYD0z|^Mu5{#hH_@4>^(TTv9
zrTcP~8F|U4!3Ky|PBaW-Wya6(4d)S|gM!<#j|8WS*p{O#$lAjNtM}3k+ByB^PE2u}
z?|5i<lLy$P92Wrk>g#*cTQA30!^m&DSn!SfJb7&|ZHtFGQS}db@NV>Suly*`&rmyj
zy|ErHYk`45DMp>zcw?1TG&@zyP{L+HWDDwkc=laS(2E7rvmc??To8}jTbjhK_Zhg&
zHu|C|ZLb!(CgCW$Hm8)hvyC{yskfP{J)>A1VbeLg4L)V`*Mnd%bO(XC)~v`8i|n0U
z%Ln^)6k4gWj>OgBUjG>b7_Y$;gKJM>sY%C*;m^7|hySvfVZN{_%lJ0-O9xp31Eyyf
zqMWgrtj4FDmi|?6D-eeh(CEn`((2&gduRd~tj7sXZJlrMP;GY6!v*@4Q}lM-vU-zz
zCbFE>>L+Y1S<=JeAhi@eIIluWpLppLNy2wO@wi(?f0kMORlY0&j!3==KA(R<N~6i0
zNRd~c;29A`CDln)-NC&`b0or^F>ebP1l6Bp5LA`w%{<qyb+J}*rlC;hHssaTc+?M)
zxp)!GC35wcv?b@!0y}n0L##k|UCE0z!x*PTl(Bc{V;uWWK$cBSy93=kTewMpcaGRl
zIdy_?b7S><p|2^s)`@#`AD98JxN|uygfofUz&>h*K`<_I3FUSNLPkmFzlegy>Cr5u
zA9u!l@MmSr0Nx~lLhJF0bOQSZn{1vhg51EaV~?r5QuPX@?j61Qy>E~<Qvm1X>>#8a
zP#Yxm{Eq`jruBV3i>&NNkr=~YI)$cc4vQ%$3&C?2Sw>VIQ_!1j7JnmqFFIP{tfEQX
z7iH8-j{K;5_7`hHDLVOswWdXDsvl^y;nR$BgL{LBgRYdqg|;0;3zy8AY?m~6G;3H5
zsaeBI_@;$a;3+$dot`hbVTGT=ZP4!u)j%uux+>e1$e*Z)v}5{yTJG*a2>g#7)Qt>*
zARQsIHa3|yH{~FY{NPN&1%9I|%nK>0FWS=_`Y|^t{rEFcRJ9Tv*A}O^Ngl=1kl%~T
zvZQ;H&Km?wI%_yi*UeR*2kAX$0bKU`IQ)Xu`^m-mro9B}y={tZw<&a0#4(4Ym#QA!
zN@1y{V;-h*ywYiBxNk#c-hM2=NGwCiiuc#%*hkeq!uFrhcNWfAHW7_(z8&*H5Z48f
z=J*)XKe;}~1gz%%I+xnXuoqGlLQTs}8Q`(%8iNX8Ver`rRt~6|u?V!642a<B6dqMJ
z;3ck0!|uU4gO%w9pIP_($Am3g2Igj#QkT;0svK|VRI%N?iM$r;q`wY%ZnH6_j#^;T
zGY3~1eW?SJHHtI3c9VWo9bH`5MdbiGo$Jb?yMtcgX`ewpjx8~J{tZVlU|Nrg+%ssf
zomPJFP4SKL4wW}~Hl}#Au9tOYmWZ*x;GXar&iOI=IX&b^?%I2}xnI0t+<~@GLE6*y
zW^OnU-9XWLe<4XpR$t~YeX<#iFiN23rD&x$G{`S)=sjd&B)%y((_iuvCuo04D(Sv^
zOXPg+YTRsL+53DU)Q_O3PB0x^>7T2(qxK4)VzUZ$+ABJg_uwvS4BOwn-At$3EZ=^~
zG&KOj^QcUP_=MOz)ezje!E;fU#!gKygI4et*6k=?CN3td(YpgBRDNjbv$2we6j<CB
z!W--92g*%mDXDj?Gh1n~-`XDjiLhP?Z(51HuE+K*ZgOuD#TVlDf;t?p>v7DcZX^LJ
z@wQ;$lH)%QP_?QWdIk>|r+!hcheATo$XrKVLjL(_DNQ*``S?9D(bo?twXqGO!XXw_
zN4J>eq6N1&9p00Ssrwx&SCweI{2Eadp>fyix@&rLG-aP~eYe+dV8z-wTnkl1GZ|*E
zG>E6|`(wz<I~-Jc$3Mt)o#a24+HZ{?LHF9B%|?M8o9}N_3`lzi*Gs#(7hhZ=-~|9h
z*x36J56vy~!o>?0ZY#)YXCt{fl1O%e5cE_ybxI)V{q<@D39fp3UlhiJHwQ*AXlN0?
zhcL|3V@R)vM@|jT{sBT*4oktL%oH&R@hHU8NIZT2oVwKEd{Vcd+cxUB5(Zy$*hPvh
zSqLBnb#gQzf`r0a5zk|<)}Sje1yyufCQ8F4X%6*X&ltE)sq_YCnCT%POR~6^RXyp+
z`6kRw=HT8@zjH0h>?f?nQP~ynIc}AuS#Wedf#&cX(4FrxUb=`tz{DjVOGw*9d^j8X
z&`^yc-fG|W@~4BWzfY0G0=GT{H3W-K)9UnSnZ@{BNJJuOK=$~u>cgf1HvJ#;5F#1f
zzrPYAkbq3Gh+W2;PTKoKso@;@1oMHc+j}06J*0;CR=8;(`NO>Is}SCaHM~%83H#fr
ztV!U2-`=wYhPV5NCJ}PUL&-}#?e&5ZLGj!GAQ>yk>{V%Sx>Q=fRX<OFc?*Hl9j?V~
zYg%ZUsvYlbkW7~WTs>3Gp_5N}K<)e)(yh^BEf7o#X0lJy$adKNHG$2SE3d5@$@75C
zR;hP@A<H(6sX6=@%9HTH*D#)rKY$#^>P)L&i=Jrsw~@zE!LXsfl%frwPm|+N<NcZv
zN_{J!%yZb=+vLXBS!BIWv&1nGj~eYSFhA+n|I7T8=rpzk(1#En1$WOgu8yn%6UbDf
zN~UhtB~hm9a;eL(L597Ceelbeyk_xF{<&`5B?OkVq&Che$ISU+q8et}_arDm>^4zv
ztgd|+v{3ii?00d7&%SpeC=u(g@C)rUj;imiF~8SF|7K5ihk74i#MXtR)T+o06994g
zo%_c3|Gp<nm63Z=n2&n#y9d~XNC-k;kYTc2_;vR&3AP5Y2zcg6WJRDd3$Z2H`CYyc
zFYV)PwcmJgZF!_5Gdb(>u?QQtf|^wzhFn%RAfc8B($k=fA$!r6Ox@cKef~9UAZtW$
zUSt?t%rEQh8u!9}^#b<dHDWeHQdFY^bl!VYD}I-Hw(Rb_I&!#p9rSOCX%clH9(YsQ
zXaV6&zNNn)OM;nouZ4zXlvw%DfOasV0yvg688%%<@Hgf3BMz!;e+<NV6VuL&<$1&~
zvj*q2O#QYKLur6|lUvIY=%*%UMy!wk+WD<sSsI;Qc7$<WyXA*iSDDyO0K<#1%TU5l
z%(@eEO}=fo$k?_a70K%``!@76W@-Yl2zC2!+Rr`EeMGpe4KXt@rxrj^U+)gxyh!sA
zKD<Zo+&!sPE|sa1ChXA;eX04>M=5FB2kqPq@;CoVms%BT+*$Nb=Th*zNXU{};uqSo
z=ItlKG*7OPP27r<9KIg2o^83L;k|o>zzr3}*IwiSiF(f>GCk3SNf$<R*{QR$I&2xX
z7RDm%FN;PzL$Z0f?2UA(bFShI`0i~0VtDEeD`ZCka2~)#jp<8uNMkv>EI%6lz*{nA
zRkHQm<GaVL!nynDPPfIfEQ_ifu$sipAWucE=!$Zx%=Augi-#GQXa0r{wgGW8zH%Pb
zje$UnFV$-iyHQs$r=`?7*}ghPp>)n2skZ+bLf=T@z8ph0A&w#Y-q?CGPjsgV;IDGo
z#mJ~eI8L^kbvx?R7k<Iv8zDPT^_!cam&d*+T8*;x1p(fTyq%0B`rgsR8)rBtz&$8m
z>qf7%9H+-pp_$orgL!|Q!+^EFJN9ep#~PS)tf>VU)W(su6+(#@|Ga21?TBQ!z7U7=
zN1OANp;F$wShvzO9gt%;HB2hhNGHk|v}#JN#--8IaKbjaIOmWnkF)?JUDIV;F3_Mt
z-NOhG)q5@0%M&4+;D=0?YcHxHSfvM|gGg3Ra6T4!O5D{|%G8e3>lY2d&iFG|s_-)g
zv<2CnZ`mbd3F{M7h7Zg716FFZYlOocEX0vs&S8b(5NtF15pEw!53`OWNd^iUtky<5
zpK^@8f(Sq>JN2AlnbbhD+3OtQ789_(68sN3!r61Wy^8y7d_v@1O4qM%>vwp3xsh2t
z_LIP`Rgd{+>8b&!FkJBI-@oRP7-<c?)Y<w+0%i!ScFu-tD%l=Mn<`Q~2?q1Uk#J4S
z7C*=!SNXysKk~VQ_Y^iw@c-D`nx4iC|Ba6#gt^pp$6>2#Y`Q^&VQ~MWr^J8JHytSx
zdnH#`$di5`9<s-r0Hv>f@h0?nmGr&<FN7M2w40ooh3FDNB#i|L<+T2V`Ns)fG7;j<
z+A*DrhaL$Xuo;YEzOcr2Oh)fxw)Wx3C|w{8frLYbH^Kfx8=g_WZOvpQ#ViE#`UHF%
zxoNJU&+)q5B_ihx8_w4=t&E>RpiQLR4zwYOxsxpF_J}$J2`MBMp5>TELRDZrDn7E|
zFCM<6K_IBUs-Kh%VgI?~QUlPwWYK5??nQ?dau$@lOa-F+<`hO1H1f??{AT=>2lLgQ
z$48kD8R*LN2`0J=;qv`v9tQvi<VOn?T4{XPjW@Q<2o!f-jrk#%nKWp>4BzYU+r-~Q
zv{BsSHnrA&&$wy~{%quiNL#sx8P9#=W2kBy2fjPB9!~*tGY8bDOo&|X(15iYAd+c_
z0}{5F)PG+hPC%{rvXV|;OD$PUFf(86@KejTQ`C90x;xa)4WUJwH9@pn2azVBt|C4{
z`66xas*W^3BCU9O?cNi^D1v}b4;(f~tgMF-4h~(pO#&5bbr+qIA<?tLN%<55gEJcA
z#-ugtC~=(#L+zb^6P6jz(`DYP#mK4hZ$a9g%fQ>)O^{zXs{Q-0XML`4<K95vn_eL=
zRnJs_fA(7b0IsK1ONNt|gm{gqzc&eCjEW?mB$VnVcZZy1v~78+zSX<XenIvcQS4>L
z2P5~IF!YPdWjHViXyOl2p3=uii$uQN_tgD@q^0Yz^};~^<m~L&R-eGn#ZL!Ii>|{h
zCc0_J(jl3F5M|c#A)$b4=F_9ZYH)`pRt0Bzh64@saEXF0$sM@2V*SFOl$pKALcv7C
z4(m~E;-=dhrTUOQC-z43dV;5!RyUT!rEoQxQgr&+U5C*$UHeq))NUPHhdz;ARxkc%
z`Ya9HJvzhH4w>=}Hym@2+d2Q!4Bd`hzfz~Hrj=~$4R!UwPNMnJB<5}*=N8+Q5i}F`
ze0G#A)a44*(3a(o#nx|T2kPy^!wyR|XFt8ZL#?jV=>iRrcw0>xJwZo)Yx`(CLJD3~
z7@_>M10YXB6S<LnsG$8`y6QjY@`UQ$_V54s3O}qet9!77OKBE76s$e)B}4+35wg+c
z+a>qt{DzSuWNEihl`zp0otQn`Ep39Syk<W-|H#SzFvps8{Xd>3vU5jc%`;KQ;BAY-
z`h@j;aD>J~XE8NTqO*cVvaVTt|32%?Ek;h<UN)U4;@C4CtW`a9^GzHpvlsN9jZ`#a
z&?)-P1<;eT7li+T;F-~(o_w9pAY~>VH!A)jPb4CjS)tmR?nlD@zBfst3ZHQFg=dXr
zYkj>O%>o{pGM1j44Y=XgdYm~|qbrR$pGGFP_-69sua;%mZFhoV!R84a&CA^YBqgzA
zy8)UxH=Y*m+V!aZ68jZ3wBG}V$ua~LF<-OKiD=?__r&bO?;O4_GhkokqVtA~$?_(h
zSk0KM&#P?|Xyln_Rg^7;M2g$-t>j9L@n1&BFinj{;x$N1mz;R0AiRNM;Ax+#b#+yH
zn}{{31;uftUuX+A_vNZRreB|{_U-*Ri`n}BDAU+0Wcc(Z3iJFZVJ(!3`TBfeSpLJ5
zJR*F2Ze%c@cMaF1X#O7C;W`Pr4w82%M4jI~J8$b_#pRb9;$J^I^#R$F)ww(|Ywr3V
z>fdS=iHAkUqS7b3pfA8;+eE_lH(^OpOkV*q0c@Wpw=-Kgq-k<YgsAD1Vp?ZoisZp=
zPpatd`S;z-vLWZFc5Mfx%wkI`pp5p!^J?`*jcFP`EYe)?W|QZKD|K3Fsr4&N5oZ3}
z8B$hxGjUJ%&+X@Q=CR7F>2!nxn>d~?1*sMaEPa1GP84UxrbQrqVs{)z&yM0ypJg{T
za5f<Rg+=hvY?NNS872Tr6<m?raL6BcnM9KRN}{#;h7rfeQ7H%r_QZW1?NKXkV62yO
z#?(Kk16=U0qdnT$9DUfQst=kU^KIFYs+b6|ZVX{1rLc$qKkEm{gM!bfua{aCm*2hJ
z1nshZ%;&xRpYwd3r-@c<R^rr{vLYs=0qdfZ)Ndz))~|tVFjP?;k535VBE)LrW!S9d
z=tbJ=Nvu>J30J?sKr6k2YqCKL-S7jtF7vv_ngmV!jmLBe1%C9$92Z9$olj&r?KOkk
zJ7RKE+`BNvF=a(3#bLzo;~yrElhOp)iUOvR&#|c~En=4uub`mH3JHN)CwwJe5tH-W
z#q|TbjZ56WMFOok;fM!aq##4**W7m||3LlvUL9>&n7;^J_+tpwXRIJyp}u-Hgmc~X
z-p?{a1P{OB)(ftyCm_;H>L8Bh27bYH_88n^G|zhg?6akvFag6jNjk~bMqE9L{-`95
zY3biR6=dKhY5VcWW?>KT!K*8F`ky_kCsi1ycekdcuY79L!JH7LV$E$2qqb<+f-c!b
z|8-QT<E|2hM)f1?ps{Nv;JbIpdxz3Z@Bv9KD}VRFrK%S`bCegt@01_KdlcUfOx02s
zWx3M-93(cjyR~!`{oOA`x|GvoV~kYpw=dJ@M)a$Fp^DSHoK(imF5?9BZ4UF#iUX$F
zX;?iUgPrwfZPIhDjo69AS5I^Fy#E72ETPh_QwbUfkx6$vgI_H19CHnyK1f8(omuRP
zv@d=Rjp%G*s}8+mKdi@H#TWHrxi~FUPPQ1&w5U7l3aN-p<17R%>sk4|9rWc&;_hbC
zzl$-d59Z7{Ow)TvlJ>wM>V>0_R)4JO@`1K&Wk9TCu19ASl9+6@EAHD2@}zqx<L&P2
zdwMa}MC~K-w$xu%ES#taPSbiGE$?YN-@A&W%8CMOw(iPL6Mj{YWBWPUCY{H6NnLC(
zU#A)2Wi-)8uO%9<fl5X*-&Bppi#_gl$c^W|Ggr=IhrOZ7#CAOE5m8ebuL`~s*NU@6
z3~mP58QbNjmHq4#$Q>=ax5RGPcYq`^U{y$0@Lkjltq-Nr+~P!MlLVZbs$noI@!PwS
zX|qt2M>{WVD1n;M{QabL?tjxVL2AhkAR)TKgED-4FZ@w1;?ub8K=UxahPk^Jj&`!H
z?`@5!M5kUh2tOzxsS^1bugz*L(OUz9$aloZ@3Ka~T924S9t?{qzv+G#b6dqHB|(Ox
zv|#3-NmKC$)@Ju<E=VaV=WySRyn?;aBS~OIUxc>kCPXjB8J2f_?1$_RJ+@d!W<Jd|
zv`aLQv`}nje$NGFsy*@OF7D_K#O*PX^U|XjEmc)Ef18Ef@AiWv%9yxLE!L2y0;}k`
z8?cvHRmw!1hIQ0Ft$5*bUj7Hd)we@!BC5cSxriScq|0G&-eI9#O}PL67<=z<to!$W
zyzG%t%E%@w`%-4ejzl6Qgj}eM$j-_N*_&)i${t-A2^B6|*;{sI_U3oKy5INvzCWMi
zbNr6)fA8b)zU8`J&)4}p&&T-~8ynHU?)_s7n+;JY*<h3D^g*m+5oLV(p#w~2{sku*
zGTduV5+=a9XyA66xCJ&3q0`gj5m}Mmf_*7j`?NTNF5Z3-jwgJ45oF+8Viza2CAvw?
zIT=Zld<UB$djfx#rHU*}h~W}?1JQ|B6FkK#O08|c692Ai^9A<n4AWVB;xFHs?lGUd
z6hlWSb@-eG)eru5i=tK>i3q0#BOG=*nHA3lfk?pFwgnh^WAmJt7p(oI7p#+hZm=dQ
z4P&IL-L?hhoGdnSj}KS8L?8O6<CdtTU#Dy7mn4!_VyuDv=nR+(e`xQWs{J~ZcNKiB
zI`HZ{Z9>k89~<aiL0$0M+;?Ejp&8M*i91Apnigx6oF77gB^ipzc+xLQAiY@fX<AaC
z9)x^X#|Rw=%xdpv7>O4Vk~D$e=+aK`mB~59fDEtB*=}OT7x`C*BwV>QhW7F6`a|-4
z4}?BvSP)P!S(Rd0n6Gre`AoANevrE}R6B4n<o2A^2F=MO@tk*r$sa=4KMp?)W~8Ef
z@&$GO?7b~oi#bv(%@#*TTQ#laL;Ys;V~sa%k=m#$S}J(7ln)n60*c@8ipm?9ntrxE
zJMTS7Y>e!c@((*4bErzZ9&}~6VU2y32fAywScC%7#Wt29AKbVR2h;xA<9l)cS4hTw
z@8M<4hhS0bx=amhI8=J*tIQ4Lh1ze!JPO(8@G2Yzsv?4?T4iDTVYiWC(7@ZyUhcmw
zo_emrtd9JU*p-Wvu@a|<J@S`3WxPNT)#ACSa}w#PL|-oC1RmS#k-8d9e#~5?LPtGd
zcr)4=H0QCwwU@GRt5D!MUq#-h02JpclTs1A{z0)&z=Du~@R1NFD>M4CB4=lAVmr-i
zTvHa0(1lXkAh)$t4LUjt*FK9yHcBg?j`lJMg#G(w;0)(dI|q6Ybkl?84j_C_9ztiA
z(YFhOEL9_dr4`3mLs1^>)qj$ry9)!|)QvP5=`w_XK=G+DS;GDk46y<Cx4{jvY_`(N
zzD<3h5JG=4wwa}$In22>&B9{6VPUMM<_=JyVz#Y@%U6}R&!ZroV!Qk<P>-BpAW(^W
z1HI5FfP&P|$fh_nDu}aS0iCgwAmEw!a<4mIzb{F`-uxk5L=srIy8urCWP*?_!rrom
zn86}4&D<-9Ro3|B`yQLO3xTc4(-HnG%soah#XcezMgaU#WTpAB5lI`;$5<uCll^Lb
z({-|2^=!fL#@BSG9Dq3HN|%9FFbY=P?3;S;k5X(TvIa#NQ|4!1(A!*NFv3{rA*Mnb
zPt8E`7-YF7eGXhxwxPJr07NM8M*TL>Q1#(YBbeRaJciHw33LrFQpYOnEf5>^;<<_n
z``KrJEotNm{&t5h5H{2?1vfY}Lj*y@aP7LFQqL34r%CVA5L2p1Csp7*Rs&Ip<LD5e
zFP8zzH-adS0*Ad;KVqspbw40eC0Wk^MT@PZHAK&3R;1S?>&^Qy`KDA~H>HtDA5wv9
zu5G}=asibC@fF!?;SIu0vn|TrAnfhywN79d1}XzjW0HLH69!XTPP2P|t3c)}08w@Q
z;Cfh+IM4X#*N->F;eQTqBd^t!hS8jLP-&{HKvzI?MRvqFOXn$VfI!o2(F3!o>RiNU
zXc`bF|7}<`;@{_Dq?av_`I#y)?|X>YdH9VU!*+S~B5*R+B+p&c`3>M%{D&KfY5@pf
zHUy9URvi1aID5wZfA$)RSCELG1|(GCBboSIy6@t}VIVCH#!kL=wK&I~OV>nHtEP5T
z7*TXS>RdKjk@fbKTvrfcJ-*W)?d^T;SKeo?bsS!+(gCM@AT5hlozcfFB1yfSWRSFn
zv=6u+<<>+XqoB$sI^<qA&Fn3&nCMsx`kHa<d#~xY%**?rFz;`@f~NU7Eab8bG{2$P
z59o$*&%9S=v6sA>l6!!XHl&Nl`~9EiuU`A!L87a>5jFktT<sOvX_M=+x^nC8Z%(4|
zT-im4Iur>6_wbjL<4)<8vWuX#*?5)T_Y7j0hFr@-RPqj#wy^1^%QmB!r_w5c8=PmT
z+P0;P73?#a7MnKBWpAFqIFK|eD>Ac_p3~zmmt9lbkJNjf$0bmznmu((rlcB?zKO11
z1p*A!bY?+?fZpUxdy3`4MLON*RrwFf1tjy!6{L#RQq<YHqr2?TIIQ}lbQ#!)n?G2t
z`}i(e?B4ZHBSEbp_N1aB=kzzeuS5_}1%<d_X)1$@Bdku^1Q)VEb79i>6(K*)i?ws{
z(wS1|kzzIGN_M76CWW7>H;^~bIPjWfQAGCm=AqD(>_d1RG_&PrEmEc>KNp44bPNEs
zSHDjw#U$wIO=t9H7E6*z#!4^XK76oN(miu5S}Y)P(=K4~%-n;LTM?l+9tu?`(c+Y|
zdM4Plv-qfh5kDD)`<<KUr3WFC2M$(c@-0l;nXMrz8&CFVp1tI|hGiO1zU6I@Nn<b)
zxg<P>EVj><M5N#89J9G1Kbx*uwD|?YGNi*Yd1mwXkL!YZdR9MP2U**T*_d9>V5X(O
zUW?Jh=J{4%Q)U<pRlgQf-z2P;j!jVHq+84>Z+s;V=)~l?J?||SVAAB@xW>sc=rj9f
z5k32J*T5X(emVdO_;R?_@6o_^ISLl~ZehA0mt)(ZOlq?<7KJlT0{Vmx?%44UGFPkV
z@{C5)$qsMX$q6a13Vd}Z(EHfwXy9viYF8Q4`O(TTtwTL(INsudCDl50nXD*IWs0N;
zz1*JZ&A9T32mfOni(x(gK8F-qFpkp<66y~oBTT9YPRm+RsNTfUp!9iTD-)RMZ7pv=
zIR$y-CZJ@~nt1g9W__mxR^wngO!65v63i3C*vZkS<Xj|73R>LzefSBdi8%jx0sXEq
z|D_(VGPx{Te*0JEoGtHhQ>*P%q{@39#dj8)^F1@LR4y88`tsja@IPS8OWD7&b*xO>
z$T3mn;P@O|$(?iw0MPuAY$|Ndw=EX=7=jA&>mijkBa&629YFV?8fyDz-u&}>0w**p
zAYB6fy3-9nD1Fz=!-iOgA>LE#&{ifQjo=?n>#a9xNVv{pDy@s<Gp{ULVMWjenRdnq
zFH;-V;7R!NKu{Ay7%z#SqmnKF2ecW0$@%9e{)rX(>z}-I^RJW`QJ*EEkzT)}+DJeJ
z-(eKrnSgS@9N^cC8gLpPxB?A6+-N9#{(r`-zrHyv`CpWIwitx#3#6+$gq1hQq#koo
zpnBsL?+}0}qOkk&)hj^<=~X%94?NDzZv~64$6-KbOX7cTrMGn9ZxzXZc6AVfGU=Ln
zr~99PoPRwfp!XYeo^k%)kKoV$Loo=J9{()-{`J2C&xGS-{Ey%AUmT5t312?w3=q5y
zjA6ZHDoe$w&OJX7NCZH$HQabe@{H+wAR0gX2-GUgP2HD3dycf8MI`u+THlUM(>%6{
zt-p-9d&@X^Fi7(&+SN5pL$e1bfDLcJiH&HHXivb&pR(Q`A-@Y3{5JgWzYNFF{Vy)N
z8BiI_0WO{ahKwjFHJ=c#Zk`ZArgP+5gw<TON;p$C5X$i_Umz<wxS5BMEy@gHX9n*3
z!f*|sV7)7bkV>JVmYL1NA5hnPVZsdAULj8(;5zK?J($z75@kFpk-ggCKD0hbAd(vz
zdvS^`D$d>w*`dLv6Vrz*FY{Utp()Ci_b15)Ql)OMZTWZR|Kt19daA{u!}Etu4gkqJ
zGMTl~hu_)uT|t;=b+ZXLTK6K>kZ7Hm_qhcq=>3P3YfdMBv4HOs39l0d@pBUY9iRiM
zt9r-Q2_%?9yW!eadn?%$?5WSl-Nd7Xx2^?g=8uLBZxG^aPhjz`QolzGgtCr}K&c8O
zx+jaXFkN0ky!8(CVR@6h!UHi-vO)qvGC~+`sn^^E5yG6&>DK@A#C!_?jDQDO`QEwj
z`sVO6!VU-P#)0unK(!KKx*D)j2PtSWkG|+}6+3KbM`5TR13PZ%t+8PQp}vHOau6r~
z8?c?VrtAg~!2}84p-)%ZO8q-{$5k*bF#i7z-k}#i+eE8O@D|<{uB-)}yu05Qq5l-k
zv4IbA37++3grbYuhFK&LlI>o>7Ic)rmNf~@M>UXP{rx5LV5O2(^G@Sw2#@k+0TbZ=
z@n&PG!TLxZ;S4HLb^|u?*jKALUa+Q47;x*F3IHapb(7uy(kAFYnoBD}m_pK?Lc^qB
zQEZ)v9Tfq~`A_lJrvlPE_nMBZVYS;Uce4lx?1RrgLopgbeBiR7_oPRUsL^0d`0fbY
z?P0Y?=z&N8la*)*!o@NGs}1ipcpU$F6aQ1{LJ^2YVE+tQ#5O?qlfWe+JP`6k^sTuA
z#X&RyA3LLfd5dg}QoEq5tom?%AVaZf5;&(HyrO+qP-eOL7!<HmUE8OFqP+UygSH(X
zZOhUV;RDc8@PEDPfoHBAZ7WgXPs3a#2F4ksV_*q55hKU4I|Co3v`!E4g?oL<XYGka
z@1NwJo+{@jRsQ#2<IfgunoAZoNrj2+1KMS45LfC$xJ#^X&7i@v0z&dbNryS(Qr*=m
zUrSqluWYu@Rc_^){nX6bZ#6E%mZgL)rkp|_e;Lf<&0&o&19&dEM;HW2au$#wdn?Es
zwNwXp-Wzb%*;f)taC#xW;n6|~l=-b^2HTKSU8LX4@xSE_O2h+i8UFZ&_U%HoZ$q{x
z;Kcq=<nHNHnE!<8yaM_QaF!d8{4~d`^&I+nB02)h3&kVE>Tw~h1{{rqkssZghVAcX
zI*53QWygF~d=V*FAPcQtS%F+qrotfPqWJ!BiG!gf5g6}x2M{UrEg2P=W|jS6IREBI
z0d%}x(LZ10x;`@lvMy2h&YBmfJv36^;r4ljgZhDfuF1aWknPa+A7cK})e$=^-k$J9
zUgnzWorz%c+UF;oEVa3`%Yc=*Xwp&y){NM-TbeQPHCl(gzg~h|=PLuqOq?vQZwN_7
zj1NMWYi4i<$l9(GdkB-ed6JHOc(v=TX2;z9fq4atku-ov>R?WCrZVi50~&PzBAFjd
zPq2Q@KusRXfB1b8I|Jzik70`H37HBi_FwCqeYC(*y$dr)KZ{m#&|;ScLr20d3@4c>
z5YaJA*cU4FRHtq*U(jbyWJ3({KZ7s?Yx(WA#as)Lg@fn{V6>{gkI<@7;aAqKz2-wW
z$4C2+bJhPa`9|FO)Lv)_e$j30{U*`(8<(3Eovu3UA)2;}=70v3+S&kGjJcnKpnmnO
zuP*cc-WBl=2`u>JZZRb5GXnc`&0MM?Mr`^HT;|rVRr+zL_wij#KCzD<z#6?ZSeo*J
zJse$(WH5^D2~>U&c9k%7JdL;44N4GdxYTD>x9)&kZNk3uvYwx;WgRxD^{q_yNjzSB
z_D%NtWg|u|$*o_K{30~cE@Y&>M_Dz_Xm1En1TRe^Y7(0pi-qwzha448s!-pLJA+_n
zmLEGLVL$Uak7iG768|v8Q`0NcNK0l<@997(N3?S=OD6{s6ZOG4LbbWsxnT~`lB^k6
zVW7Dg2wUmq*`ED+2$c4n7}MJVYm-+y*v1ORRu4j?5r@waCh3>ugHmD7u(9YWE7-;(
zX=p`H<-8t{K54N3c$GbnWq%2Z<Bk5rPsfA<9!ihAM5u*qn1LyP2`NijuuQIkPNr<3
zb-(~|Nb(>k@U=+=*`X?7LjmH55$4}|<2N7n(quP4rRb%;oM+{5z2~=0Epiupheeze
z=P}$ek7DKixvkHh(2TjLA+>ZV+?*fOPl%f8+p!?<#P^X)Xv|>;F3csz9i)uw#ZJQq
z`wbwRh+8OBNmtOix6Dh*nZY*?Y?*Di)Q)<=+Yh^7TTn&br;fM<Uq4{lLYgC-mUEk`
z0_&jItESQrXI)E1GKUdizIzx5CN6|!S-+dq*;dE5c4(KFRg8OwfC<10{aokzt6T29
zlWG7+syGW8*Bk4BT^?1w44S%_p387nd0}(@jA!8|XutaB4CY^qMf`-J8woZhz48%>
zE{1l3PA?2H(wle@s`}w~GPoPfH2R3TNRN=@E>AG{ErhF)XJH41?%!+vMn{O(s{Uv?
z$^r6=_Th4=Mywq`({_q~L5`4d3Qmug_x4js{#b!$&=SbET$l3yaHmA08svWRE2U7T
z^yxZu-Y#Q?Y_^W|%N|CS*gzq)47UcFP&`lK{8uRWBk=qV*%mP1sXGeOIIWB9v5Sal
z!znkben((S9h6P|0!GO7cVdV+v6O&fY}J#o&!cd4h*kE1n&1=Etk*H`5X<4BJiFcj
zC>4zT%FAEH&vLdT&VhJAxoHV5l3$42FQab+dKGIg@<}KRBt4b~$ACcmz-axTJErx8
z2Jv_2TBf~05~!B$XEYiD7F#@on}{_4g!2;+jqta=yEid4Lbqa>wf+uRmVEQRp8;(E
z2uN*qI9(VOR$L`M#O=A80_PBxy?xkcsy#*r9{cbmlJIN8bEpOhnN-<*VEL&O!Y|C&
zv;%ZikB%ZLS{=JF!d4*&@+I!>(ebbAFiMVi&w2sQ!?V&xs4xC-5qsMc_!LY<Yp0!<
zR)WERmngqR9C?9$x7cAy#y_^)cb$&y6s`t>!zfUz&$y5Q%nM6?H-yG6!9@M$uo_Ye
z3!#OKoc&uLq1{U-`XqwfnK@PDrNd&5Q1v?SRkOQS`>P=#?>d_9pNn15<R<iiUvJzJ
z1s%ZAJ`xK8GT!Psyb;LQG3FvZhAqk`0(qp+2U#L$ww|muD{jVt8In0z4Of&4*l@>f
zLmBHQMy$8Hko5RGk=kPOw(~16_!LonKT>^k)N#xz)GBBD4Ia-cai##yux>bDW0Joh
z1^h3q!bc>1OT{f_GOYwv;qm_yEfZwPrU1!+o3JRfNn_*+NxJ%0U7did?_?TcMa1;g
z=y*Ngh7FAp%UKN$&Ua((>o<l{mtWyo`bo&%`u^F&&5dk+4#cOJ62&TTB~cj#Ct}lu
zIMpL=E_Mx^c9qZKVfJ=&20$YxCOlI^*n~UmG8szWv;t<~`B&0O|3s!R(veO;r>(&N
zszyipWN-DKd8sI~mtx@mNk0YX+&-FtDAsb9sPnhfd$76DdjefEMuv#?6S%}!F;cTp
zzN{rWx-|nfv)wXZp{C6<g8NdCDWn%ZU4e>(fdGxEak%uhkhZiCmVrT&IRPxdKtvY;
zO1R~UM0n-WyYwRd!t*+N8Kk%Npf|E7@yon1Vz=!2FiBfe`m)_Avv!@g6A6wrO261Q
zf~3METVm8VSWTHv(zfru#El$_e1qU@1Oej_Gut5RbAh)+Va`QigsM~F_(H@YELV#U
zxBixGaCiNYZP;w@LmiFTY1#1}eY3K^e-bs$@Dp1Px$SwatlHRK)&Pd6a;7~=x+(0+
z@N6QTy?9zJUUDb4?k`~o*n@i$>f2Pjajrjir(ZZuv=T<$YKRvS&{9t29|&r@JCVGq
z0`V`(lYEV6Dx!M(Nr&tZ!J31T{AlP<ZE#Z*_X*?}E7PAO|Gp9(jmxlgh03D`f3N;D
z(Fa5lQ8Pz$=l)<8bTdJw5r>EvpWqbI{S(;RGI;Y9kn?N<Zfg30@Ss!KGewo|k!7>{
zuw5fZa)TDeFuA1B?#e!Lv2Kc#G>T|(;mt}s6q(<7Wm!;M_kGTAkd9EYE>~+y7(-q%
z7nZRcJ?#L*wc_xR`VnP_o9n<DO-0)=R9s-0g7K_Fobshz(C6y|ohidfM*$&g#|*yG
zhcF7*IFMQ0xkD|}KMlOAPx;PAk}30h`j|SwflvB78P&tPc%o~`8cyGn@F=RriUp$*
z#h#=tz5Qe<B+9Da?{L5fjA4RVQ<Zvt*$q}Pr|;XHjT?qm=NsI-Zjw$n-EnKwqOgMi
z2l59NR5zP<f<wO$rsx9N`^|$kICD{q>nmQ$-qJ^C0}Jo=kNur0)S;w_u>Ra&a9gbC
zMyRNd8#OG35dC6?V*>-hn*8_z9Iq$7nRA5w3XuOJG~*v?33Nf@2?@l}cuCQL;^}jS
z?=)483vmf5s&UMNFYO;OH{Te#8Gsn(lQB4*d^UG#<6mNM?t6&Vnx*{f4V=llFPr5j
z7`%?glR@Euc=eVOP;GLsQa0!3OrJ-ih}gMHbvdIaksj(x#&cXrK3t!qm=zFsy`D^S
zvN$73BLls(-vQ+nnhW$XJ&eBEB3-q?ndE*i@71?Vx!r9@(s2j54$qyhRVTy;FTXc%
zr)WmWQAQ;hzxCo$P^Owq$hIlJ6A@-RP-v^n5s$C(+|nqS46R0Fiii~O<)`n-pmHkK
zwecn2B<%{&AE10qxh0aQfa0%#_iX$jE0rRO_fCO&H;u+S7LWon-_<;lxh`!-<|Fv@
zFSS5T?S2ZNL2w`=)g3M-5|1>y6)?Y`FMK!&C{r8qPG+=x^6NT9s7r~bU4At?T0@ct
zrB7o<-h6cxraKNCw;bQ}*|k1dx}YyOG4XtQQMR>_yTW|NUDEW9;}nZ0W&=-=IH>h_
zO%#Zva$vQBvLa<BeJ=Q1<62K<fBflp3qP|@WORnKfslmUCArPd;B<X~;gk4_Xx3|y
ztM!GG_Ke40d=_Y>I;8~0L&kksxb{HU9M`!i;HERYb)t@<AP+AFuV(~$9#NNUmLUO~
z0R@W}_%;&Qi!}bSzf+8TfK`5bg0||qPiPchjftslHpH!b_Q5eaSb>$^1qJ4(HH4vE
zS36%E-yguMnOd{?*`Yj5VYTY(0oj#y;ZvWLMWs-CiXYrymq2BD`zec>z?y<kAn7MX
zC*q@*^EG(ighr>cs_pXw;Cu|<rQKMr+nMvp0NaV7P@l(9OJY8~Ul;2$F*V<tG(@9)
zV;TG7+I1CYReI?9RLME<eHILA4Li$~hpL|Q;=ChLYnx(h<fmoHk+`ND-KaFW`43d3
z_&xJ#&Mmy?IGd<Wi8G0J&GDsbAg-ZV((*9z8e$&#@hZ3OtaAQMfiUlzAUC^;u2zg(
zo)V|(gsb<4rF`P;_sg%E!X#=YnHyaSB0kg_3StxK&z`NjI2^@9<UdJ18|1~?q|U1C
zSH(m=W6-RGNpl$FmYDPzqK;NK(5e#=FEgBZF{Qc(Na*(?*)YHK=kX3{?A%vb`_@kD
zoOvtLM16-KnaAYh9ZxQaIxdskFM4t-VWdyX%}Ped>qsi_<b`$p@PAU?q>ANX>2b<J
zTyJZBcAGM&5d>tn%teJRw<$7D_&J?a(jqrxQNU~bc|v`Zx{dj+ch;3tCE`lfeG{Hv
z?WlE}n-T|Y1C`C}znyFsmTOm>#kO9`QkR(zv0^YO=QjoRvtH5F9M~&MZk$KUlXR_w
z#4dk?y`#{^`8mECDzUJTn<hJ@<&3~0&uFaRU$>o~`O0KF;Ltfcx58rkdA~G{bI55o
zLVE8OL-~pFqNB8e{4<UHhG(qK)*PI9$cW*vf)n&<#m`LfTY-Hdm2b&ZB!0{o(Ot5x
z+z`DZ{+}hpo=wvuU+~5Kt@Y+v5*lKKA6GRC6<HXVS51kwD|sH6ve3DI88_@<RN2aO
zFLN%~j0nHVU6S|0?kkztg)nyCTM38C5f8hi)U^i3V!C>`^uA@5BeqO-a*5v$9H}v8
zSIQ;A((OV|X)K>dySLz#C{@@KpAE|dEN@F3=k33Gr|-8wnD7<wQ>roOlbDf6U}RNe
z50tAUxKa~<hcb+W`I!Sg3EozsTZrJQ-5uHvdc$1s{={n<_)C%C`v0g%cvH=QG|O{#
zWp)LKhWQBTw+FzjQ$8H_e85eLIeQ;q0VK~l0s4^EEnmxmiUuT)+W>~;8BkCQgM8Fk
z<0&qHrPxaMjV`d;Ky7S8Y#o2uGD7p--%c<M6E<s(A+A;iSfdTD`?5%NMDnZt>Qa;E
z7!-#;kVo>=z0dz6{-YIsvBk?MB+{=N#Mr;Z-WvS`4kwaiqUrj_>uxO-i4^T&1gXZG
zM6gFVylJFSm}gkkizcnificFr=JJ!#VZ@bnYad#Z_|*>}`Eb~GhQ%Zj5>6Zw3L}j5
zg~@?4Zz!O4{*@B)+Us2(Ol;yC<uV?7en-8)5>TX9`qcu?vO{)aA)tRBtO;Ory8BQ{
z?mwX%xQ(aYzC~In1fP!<fS%;=7|b?Es+B>cur!7YF38=NO{v%v!mAl^us>7=l#h%)
zaZuRilLrSQv)zVR&3)C`@^qP$T<IdPmGE2Y&({~zhB>Wv9oAcxFu~sLJbLx6+K=%7
zP>BR&fX;B<MLZ+7oEL*K8R)OS44s$-PkS*?izEhF@->8!J^-TlB@lLz#;haQ9g>;5
zwGW{&H1F@YI!|n8x_mTlbvWdXJy-#{V>ZauA2ktrprHvt(oTpGN0c-w$%}f~_L0n7
zgjlEU9Sz1i;Ns_NKVh{ZKF?~C6U}`XVExlUUMB^?W3~o@vkniDESS~j5<!U0lb=z8
zp3k6Ms4OJp?YoAB^erzW;Bbud#;XLRmqPoL))fU9GQN2h1`F=9yHzj$3lILq+&T>@
zJcHQXRzJhe*GF*dlXk>3zPpd7#cUEjI%lCFy{WTL^VS_E>U=7@gPm3Lql4Yz5mP{~
zA<H~3F@}7<d>ps-G))7jagwzY5$6*m=w@HK`4=%Bw!D@+nSdh*SyW(nH$MPc_zH0o
zmcb=A;oK%x#&XiWhoLwdx|*$h#LY6L5g7NeWSHg)<IgKOB3S>5#0X(YZz+axsT5Ll
z_77pj78=7Nqd{<pQep`sm9*_R1J=+KTpaD%F0kNkgYNeUqF-GHF3VZIyKH)KUu?Yv
z6B%YH7&aB8Ca-)utvY_LBlOf{;7<{VpHXC?_r5jo1FV5#$baWNRsQ}?o2#qD?D{^V
z$E%Qi*;L`!EI!7}jSQpXr#0LXuT!;u8SQ1s{=Pux@P_o_#`b`Ea|ji3=YJSONM|vJ
z0Y|5G%x7&60h!BdKQCnboa}{@N9j$+7o{>6xv|W~38A0r`H!`x?Mzwrh^v_i<e2AH
zCUU%@(s;<-o*Pq$Z9!*k6WP}fBPS`RTfdHYU6<oHmCH3-f^8>q+wGsu;L-Swr@6TJ
zLO-|NP+nq)VZrf>&5<eNMiwW~`?I-z+yRO1Vm~=R!VlDTZA)k`FykE}EdOj6N-)gb
zg+^mxEuM)-uzbKVlcd?T+ibmzxL9^hM$n7tDp%{HheqwX6^3te3ApeR&9~rRvlvQy
zIe6sMr=ZcvsI{#;Ci%sI!P^F}(|qu#tSUMeWL+XC7QT52SPUnXkQe6<OB2sg{{uoR
zA>jY%rd&Baf93{2ZPIMbiyjCw?=Yr-eNiqC@l8QM<=>J~v*%LFJ-}lXTCIdOA+fYw
zl6Usp7aJdG?aX8{forV#2Pe;(@a8j$OB)Wwy&%3nzl;pvV}ME6i#+%im{+h48hH*>
zaYRahl{S{D-CUP29O6uyb<Vz<PnB8V+&y$;4p83(<$KSu9c6rLmzdt}a<Y`zh=Vp;
z7fHL*(Namk6us`pfS=AkUb`{W2{Zvx-d+Z|x{~T$cJ5Fn2GQ4bBo58UE?P(;;j~8_
z*M9;`5wUZO(5@lJ?D9{(F!t-$Vq`+}kAE<0$GSq9P(>0UT3rXw=dKB?$KJXBs8NK$
zu^YGD7!{Y{Y}-x&HtV)|VO8xvVm}y6@oSeXy|r0XS0T^zIq~w=arxC?@uic;+d6%=
zhwOpnW*y8IsAEsQ^v4sQCU#Og7ZM*l+7=*vmjQ&<*1h5l0yW8R=aVY7My$s8C!#0@
zeK1^CefetP@^8AET^b7o<{g?4c0Q$b5_Uru;Tb2t*5;}hq)@W<qKQ3>xKg0yb^P(`
z1E&>n|L&fDo*$dcm-x+>X9#&k6Z4#TW%Z`d$4bAvog?0-ZRU%m_KFJu@FXz`NB?!P
z(pSWn5;5lZlL*vgi22S!--sl70Bsp1;=c1cuV5uD*`mrPXDQ-Gicq*^@M)|=tkt9E
z{7SahBJq8D+6V9yif@o7>cTeV#yX7rgZv)DPG<0G6&!{zNc<>BCvW)?X^o^j+}`_T
zGkGhApLg=25iEt4w$1_?Ee3X>uSZZX)FlkkdIsHdCISAJ`B}vKuE>m{T?@x}Zr_)X
zLKJ3;v>qC~>PkL7WVywL#Y(uoWXF?;3_a1v?j3+PQVW$eAtGEHQ-A#p#bF7y{4B=W
z1SOse`5s;TA}7xy1oI!2*)6RT<9fseRpUOSdD=-<OdE8AeoNH5NUAZCVoY!4b<Q~@
zC`y50Ev4o1L|nCl6^Fyc!*6EdlHkj1WzN^&lKgx5{M;p!>P)6Hse}{Fo6soDqz{*B
z^mnFxO|b<D<W1hfA#^rXSS0#4>;wAr7tFXv=Lbu`*<0ZPrRDCbXx6lI`52hRH1WD~
zOF^rDZ272Ff|4jr6_YpN=SDswS`_)C-Z}#ezW#ooFOi@QRDZ$qrX~jzPx)9DrUHw9
zt3yPh#RD!4^c@T3H>Dl1MYq$NUYFirj-C*&*|C-8bQ_QlJXdUmTiffC_k2?-xU?yz
zUhVO*lK^OMA0ZJP-gH(gk)O<Nss^yg<7C|Zl}wr!F^k*Xg<vqg!Rfdd(g$wD7%5`5
zluGB^FNcmR@jMLmkkjGiMqaY<O_gE#`lwoy^;<;@xx*;JM6wUNJp?MekbKJ$!5AGE
zra^kfmtTdgq!OZ{V##*pjbuPlCrU{Yz@Tw8m8w4u^_afU9n0n+(`U@MCvIvG!~SD)
z!D{o(@fC*BiY;c$Nwy?HX2{0@?4nmf^X7Sd-x7SP!$z|kfmKMp!{Te^>?mJ%{1h4$
zH<oBi#l!n&OPm2i9jviBRvcI97e5oQ9O`DpS0Jip_f0VC-JZFDhgg?0X^lIjUwo)L
zl1*5QzXyOC1KqdC_N~gq=J04=2NZ5qYy56RO8EjS`Hy$e21@}j@{Alx#3^wpox@W-
z6xO_2(=x-@C`~AO%g*Hq&EJp6kMdVW{;C?CmFD;ktbf?J{6=)|?%vD47D2&l<2`;x
zH;DRy<<(?jE!f0~(HX`EX=C1gdDN=*kdXI5sons9x<lWbb^U1KtsbBiaWKJwID~|}
zwHcRg5R_hI2Dho;{(`1&5*n;iGlA@3MaKb?!OwG9cK9EY@?kXW^j&urJ_BTx4N$j4
z)7jj@5sVxh*RUWYZKG#ppkNaEI$=Pa%Z>x0eaFM1P7SyY&#xD;a2ucVRQ0w}{tY;^
z{w$pw0s8Yx5qh1BO~FIx_I36|4kc+kRL!}3lGnd`VSNzXKM6k|-+I{TD)@NZDrPKw
zsbGFOz%m}1QnBwAzAV?8o8;`c$lcOGY(%W$@_s2k%TthKz<vpvz(|d!boBv4qQ<&}
zC^Z-T8}W%ffpR`Me+G*#*N-ghiCxYE&4kv!_PDJX2~36MnCx1@qj4J!bDpD`=Wue?
zSfzIJ0<1DL3|JmfcE=B?i4RHgJl-GrW!r$wEW2|kXN(qXxil0H?~m?}f%o_RwUwX%
z5Tx0dBir|OgURotB)ml+my9-l)x9R5-37uR%R9l@xK!Cq-paqSzgzTxEgYm{)X9DI
zv&M{<+2&#mSrW%G76rY!FB|CM>S{$tW{E!+8J0LXu*VVt5YLk=do@Y%2Zo$EDNcht
zg4?#dbH3<CIZk}c^;5pa{^^w#{+j^TJ*a`3a{=if>EgpZ!AmA!a0Sgm(n1tT1|b;*
zk^(&97WO&>QVbeaw{P9LYEBPZ)0%K**-=k}-zMQq(j>YBD9c)C0GL{O#n9z1&s!Qg
z1sQC-u}4k5_5i$HopoOm6qq!_cj+&;Q<He56yLZ<3y9v+*I%p3BXgy%W`75Z6t0Z*
zuPEDy6!!PWpiX#`<z@sndog-SKO(#2LqnCUv(Bm%eKn+(N1c1|fl5@eW;VLWnY1L`
z5sCccvNRG+e0Sh&sfChuTD%)wxQaVhWz$OGWBqR6VyBlz^4a%HC~rwtDpOkYy{D3b
zf1Xd$RUVpFXV71R#=4~Z#3ct8QBm3@I}kQczj6QP-C^@Yo>4zQ-E9aFzD5?9I`nxc
zr=qA;*zR6KznbfM+o9Z8gcBQdU8X%TmTYP0qvr4e+!UChX%C1@jGT1`Qz56M3!H}{
zCQt-4+>y{v+;9m1t*8>ce2j<iN=*Ff9_!9_J9*zB{}@VH#D7(%wh6IvxT^<#L2s2M
zo3W$y7`j~~iz_JogGjsh*HKU>eE*|PD7}oM?{e0{c09Xz@c9)88{l1iGRUrd_at-d
zl5dbbhT`O&4lH%$!<CeMF)b|OLA4Tng;5Ks=?V-?;&C8izYDaFOzh$X*m`1>8xeOy
zT>|bEASF?{hUSd<U_ZEToSSDMnd*uhmaY3$ma``)P#(gE7G|-(g+kaXh%Vsu=ZiKh
z`U2}zC*Rp5y#gtgK(D%$R>Y<iY=*a_HYFc+rel|Megz*HhqE+<&`~9LhZM)j;N#iv
zY^rA;tau$??>=qnq_f3J<FXDz%#*XVl;^IU>GcBXc*Xc%sVWYO{oe--kxf6I`As$#
zZ%JO&ZzdGBWVN3q)>}nzKU#hUfhe2xm&^!|E&LLc8yaJE24SRz)zkBTu!WcjqNl{&
zvmEgTXIxsx>wK5?uL~ep)M&<>FIGjTSATC1)(0Qza7ZyO4&K~&j0B-4vCq2QlmUz~
zABS;nV8!Z?rh5z~*haF3=Jf3!20>X&YbWXIe5h9_ixfR145Qj~7whYeY(NF^VRalp
zU@`dOUw$H&Q)@Mv!fl8Gtn|X(5dhE%;Wr8pFG3Cs-UT=F_x1O%t~#AL|GiZGxKB-!
zI52Bny=$i`bUJz(rq=`ssG5t9Z(?>>gzy@plg3SPM2++(C4m3)fbom?HQV{p9$czP
zbehS7SKWK!B#99hs)CZN9QC46s`}yDQ5H3DS6OdyF?3iF*LqYO0~tacxH~wwq~l;U
zAd2jIQ*6zX<aC2Y9;tB>GK`2zdJ~&{Y>UnUT>z%Fd+ARY1?O`KY797Re%taGo(vTm
zEgF!&`$(gRJi0`^<ko!#CiIc<KKHy|D^5FIf*{t<0ZgL$iSJ{?O#CG`<*G}by&^V5
zp@dX5PK*E##d-}1-Kwmk#<QX4ujTpr_z|HTj{5KYU4+7<;4f;yAym>x;zo1gGQxe8
zAE_a!c3v5!i;pg`WoGai4yeop3j4?lUsaD~Ik&3Y^+)LvvR1yziFRxg<yV<(tq`6(
z!c;2e9c(J|&f?8EjF4ieH}K_Wu{B<SZJq9xZOG~IYsbdZ(gS=6IosPJ^A?ay{l~Ic
z|Ju_V3^0LJ6^`KGr+g`e9MMwUf_F6zO&{FBDWGinA!v<%jaF9;z$ipjNy>FTOnEk8
zT;dOnFX|U)AbP~a3p!)PO^Gik(G-PJtUbTa{;*8k>Q0;ho;<55-qYRV!UzPBaY|-=
z=pTDHHvkMKy$ZRp$q3F)qQ+(LfXiFtTyP`Y!)sguAADo8q~f^zdRj{$FGSj=i}Zps
zq|^ecOT~6Hb8?OzD_i-p)?$yS@<nmL{tqu(gUnLH2y#=BN<zX-kOf=s6An~#av6l1
z8lE6NBpG5ga*X4hvv;6KJb?6zXZnQg6+tP{Pm(z4HiW(V=N@m+d9#5#PI@dZ4nt7|
zZDS7ahK1eWpkUh82~$?)uxa0d%y7zwicU8ho@|JM{fF7D46|_KhcpL1H=684?h7lM
zC_FIj>g`t5Nx%HGc_*Aq<?#1`z;zwytf}@`V3!KxX8q~K$EhjX6oZZc0_b9r`8(Wj
z<=$L*+Y%CY<G5{l#7Efw>Roi2buhx^cH>_>xro|hpEj=&v=Z6#m7R+-Ehp&kzH#F!
zq1?+kuRT_|rVS;`&94ol&62Uf2kFc?D($8WnarIvSe9?=YcemGoauajk-{bfWk;nV
z{f%s;b~qr<2pg#H;un^sF<eEwCMRuvU2A9zFF0$m_&V(!Y=d8_nVVXJ>fXu8Q%gQ!
z(@Zb}X9m%u<4SCw3?_Tt@M?T9E{0Kbus@CWmV>ak<Z7@zQG}UWJuJHWkId8+;wm@?
z9Oza6^)pZFG0Qmf&z+(KCW;)$6!H<$C5whH|3*B9SKvA!l16+OH5sblWo^8bjqFx|
zN$B`6@gNPXH(g;Qq2TY@S)IgP5w>V&D1^0oMqf2h!j>wQ#|*kOA(ufrF8}`&HCPAh
z{69$=1S;(M)MgciI3}Mg=%fKr(hYVSt?!e6jS^PeNAetIr7FOvHXdnbpZ%d9)Bw+L
z6!1rCy*NZ`o(l@2<`Ua{*udf6pM(@XGJb`a`@dyXhNqJx9UtFw9L`iCT>)a`(A;OZ
zJ=7Sw;2;a?4_}`1GI^bq8<iHc(sYVmly6N>uzcL-nn&Dw*=+rG9qXj`r<#z6nxIMN
zeiK4La#T+M63q|>)^cU&$H-27&V9b_SIXbQ3u&+MT5pM_=rq9po&g_EU2g_V{+_`%
zO>DK0qY12_>O>KXnd<h;YaE)v)chp*zG#W?_hSyzqA8vzlP`FMz!C8_laJ5r12^!*
zPOX6mH6!$%!Mi<mhOHAQV7AS6u0wCU-~smm&%(!>C9_tgP}2SHdqEq$jW{94^c?_r
zl2=XZ5XvHrTtdm#F%Hvxk?%dbdQ#q5{Q!Zm3qZnT`BZ2VAn65pX@Y3JCB|TkzZZNi
zmb`VG=+fZIxa-!~@x`CCnt<%QU+UK<fSsDniKpcrh%?glGVfSHJsu4_%`U$n6t>m=
zfvF^NQpe04P&@g3>B$|a+PH<0L5I5CTVj0oKlLMKh4=cvl~xm-GX0p8EqHD<2j%xG
z<!{Z$g2Y_uKj$>_p_X#aEfQXTJ=TtkKcJ-<E$HV^IFsw3XZH;D^MkR6{(k3L-zGnO
zc_Z`~9`(TO=sZ8ODk6+5;umfx*AZthVDk>(Nzy9$v?aW|8SU?NQGCVEQY_3b7s&?S
zM4=OnIk<8QngSK533cy8ullYP`y`(GmPbqOGj`XoW!_8oX6fUYb8B*l9tH`1NmU@=
z)jd%<A9wB@TI_-4$>uh-o~cEKU7vj0yG@$(zfa`}S&*L9U0iGJW~OT}(0wyO&g+Pn
z#N44}r$M`nyWXu2GblQr)bk5HW|yd4;vL&kCdE6^bW0w?v#c-_z3JVv9^?Paafr-c
zPV|JXWwfEU`bhv3KWv6B7C%TnH=tEinRsruj9LG7(fh=nr7~9Day>eYtyc&~#i2)9
zU#uh+e@!)xY%1!MOgG2&?12@Avh|I-VWmT{2i{1Xnx$@rc4HnIC?eTyI&#_cB~!Nf
z=)1p`xp{_k5FaO}Y3W3k2ws#di)P+6m9$%$T6=lr@?Pxrq*JD($qp=1%ycYsrs#X}
zeV_&i$M*Vsew*6VpfnT6{g8cwl#T`~DtF8^L^#<GvLmXYo`#bH__Q5#BD9mVvvd~N
zFY?N`D87hk?^Z2DjFha>ONx4BOHL<F&3D&$pJI}1Qt<GVWi*G+Y=?8oG|saxW*;wT
zQzq&k=*ykMM;q5=SAs`fKI6{~(MeLeOl-s|z^4PIbZ%-mcKx{6Q_tKM`-^9wO)eXf
zj?^O5Gf|&%_v&rTSvae<Rn#`uh$hcyMc-s4$E{$uyfENebXkIv1eGPU9C151&!gM0
zTNDfIHI6!E9-D}^SgT7`?{2)%EvdaZTPEy8K5(yzauS<;JhNvbmsZDQy!cwsq$|oW
zAVkgp*D(A@ZmTI<!TgHsK|8G@EP48^uFQFrL`SkloT|oN+A@@xCS+8dxq^DaI@TYH
z{)8U7(!e+RJz~{8%2Ij?*MWK<s*|dWcO^fhss9uDEE}((!P(eDvVJbC?6c_nmCn!&
z+|fpt`z04w^J2pD9_`}ky)G2`9O?g3rshFCiBw!f6P@epLVP(<vC);L=k*DSUd95x
zi-BmyN%tA!xquBs{qUdHN~;XfLj<<4_)#WZ5;w8M3P~89!PQs80X+4Ce#uX(I=U51
z-dX=yfaO09HGC%!@BV@@x!6Abo1Mk?1Un|?G}}46(Ft1)mIGkY-0}zdd$vv1DR9xW
zp;NErIZ0&`tiW30jjxKgdWKf{IU<<&`yXeMRTSJu%=XnzLV`4g7hmoiW8N#S7Lo{_
zcNYlch$DH>p)5osz=%yJIh*NM`z!-)JhsT`>vA{$`6WPnNBt2V1l}SW^6`X4mQ$5#
zNpWE2BoK#+^%GAH?GtOAM;wXfp1>ZYRR7G$A%bH67|KkStI9P+{CVE|zYxY`P4wx1
z{4n6xD>kM7H(mi`S3+<%+~S}yiNFFItPMOF+90=P@faMh8W3xEL_Z-u{v6jT-3-YR
zfOUZt5`O?v2MPo%Oac*965yyqlLh4yB--%1G6f32cE3*7>wgC=Fc$X9$1iD)^qPTf
ztUBJM|G~xPJ_09o<ok2Y0$7s%pbG8;2%!^3^c3$MwH{+SUP17~p`RUS1Bdb@Kq(OH
zPfGI&D19;;+u)Fv0PM5@bBBK!nf>?cgSd4KFez0B0$MA$?pgz_C<l@o2vCimfM_*?
zaBl|E;`sC)z;4k3U{+JaUE02Z&LROifpd<+{*<Z+Y;11p21_FAE%`kGx(k5KJ`$mc
zng(|~jnYJpe-_(t`eGQGUHDA@1q%J^kp`YoANWhX^7m2s*AJ&&{$G@A<V!)+7ynBK
z^PjW!Cvt(q2iTKfa@CvwZA8+9hU!JjN3c5t#YNrNjZk7L&VGy8b<l2{b+q#<N~eib
z-9UeKfqDE)Nr$tRi(2LpkA|6mqAbrlNA@qSAcJcIg#IBg{LK(*=Fok_6YpSo&~~mf
z<9!1yk76~oSPBascJxf*ErSNufy?q%udu0qHC+$7kSx+mzuBWTSsCi#R3hx!OJMH<
zlSQ{M$PX{U+6sjb_d$Vi>2QBr46-gGb^+2@yH5=tH1mSw`Dj^?Z-_$G6ho%53a~e9
z1J<FXng{~4Obh_?MYp^Dw4OMVj|{X$BG7SM0==XVqEOHSa^$?If^s;M^=2)c4IAra
z_&vGg|Ks^sl_0hiZ-L^M4M)wjy75~O)eYdfx522|2CUmho`;)vfbV~Pq395lCaple
zZ|yHOZ9^0SVd4{kpW>8=w5}L)6xsWbe(=SH!PhgCei~JW9Fj6%Rd$;%>OnS(E1=a>
z#|^1FFl7gqsk1SGZK=hd*9OLf#GhXSk|2oi`xO{>>N!R5J(?M>QwL2nz`NB7c!YV)
zM~Kt90xr{k<SVc&_TL3(hTuvU`M@)Zc74uo7^|88IT7DfDrgHiUY<l=Ip`uouFSx^
zhXMu6r$fYFI|=+NM4wE%0uize$YGX<*Zs#|;viK1<8_75^p9`cgiUg3EBtqlWp>6P
zxGF}su>dPLNPRtU0$<~UyHqbWWX?5}Cp1EO74UtHgCxF}r4}8cu!o5z3*3VmYJF8$
zjxwb94RML`j{<be1=|^TY$C8}DXM^tzxtyr%EQ;(t_Vy8bpJEQ4a$n1#N!z$@b^8j
z2RHIRJ9Gl2pof5uJp!0aa6e@+7vjBg-se4!>0MP0yfHBPug;!>8G*xzgw*ggI0^L<
z)|%jJP9ySR>krCbjgo**(1!TvmP$wb{6kKrM<iceVBtV^1Vq^_5rota49Zfn^PHru
zNc@0r#C586CzE|alnFA<ZXK(cvgkarfFmdb#ba>%cn~PJxYN7G@C^+PhJj2ew*n4i
za9%QpKWva6`BwfrT!n~L)UoXHC}#sWBe%iY|3S?YShdf<j=p`Uy1(Sb?fFhvp4YN)
z%Yx4O(%TfLd!x<lNbOL@3_rbY4~)GFN7CSbsQt>AbOaXK4W6>QQ_*d}RfgPDvf#X^
z%ne(_4dZi1f^gQgmRq-sb04X|?moDT?_UK4YQ5c6@0&@qXoIJ`jZM^Au$BKbVhLoc
zpcUW?dua5rDO`oRp$>E)+>f%8Vlp<oW#9+*!)E^@B91^P6_<b}U>>>y*l^cHu_1~`
z!(32YIPJ$Fn+^38$(|z_SjK)kd};!-C8D=8hYy2->9ceikyCmo(_D??1^g|%0%T1~
zz4+bu<Ryq;caMdt515QN9~q}yQp0P6oR<xdl6ztPHFWlflB-uDg&g>^!EJjVKw&z#
zU;07oaBp+z@(;&;L68TV2hBlrN88IUrQmS!brDWA#u`?N>oFaX;cLZ8RQj}x;FJz7
z?~;f*3nQI$+0xw1791m;q?!$IX~8N(*uGV`F#%fryLvwrW(a+7`ZWR<>FhRnptG@S
z8jvdS@C=)N27})9gR}+BBh3hdr-d-7*P8of82!)ybGO(5I5+ux(Hxv1XuSmB4${Ha
zn4jyJ&|>PZt3nM3s=SXv1zFvq!SjOMTB!NzM198WXBarMf#ZPj{G|_-<71*0(PO!p
zuh`owW?kgipMVxwrQ;kH0pnmxk7phBZx4>g3b#umxtxtQ@<{!RulK;Bxg8^>UvbL_
z)F(|jHkr-8VPJUmZ*hf82a+U9bY7z#Siuhw=Xm`U?3u%-Ags|XME~e}ioa`r0ECFh
zMpP;gPg=qxVk)5CZ@D+$ptQe;6e;^Aj`#$)SMTa6aIvpwN^izA5dsY{{qXwngCW5N
zv`@`J&2&|3)6%sQ)O+#8J_{zZ5%~5X52sIV#MA(EnA|h6u?iFUD@2f)cej`g<0)S=
z#T4T&ljzPQ`50^mbTz9!D+*oNqma1f%qNIf##_lDQOni7+LE$zm4b6Y#@QP9OZibA
z{JVGi$eUQ$5#+3=zFTb1f2BV`ph%GDZCVO>HWL)!3<W}cvE@`7gDiFO=6OMVNqz9o
z>uYC9Y8UlGI-|9(t4G$7lWclkrAxh#)wn3$;Sydj2$QTB)`k@Ba$z7je{l3;3}6t}
z5EjV(L2AXTVG9HperqX{Mxhs7Mlgdhxh;X6GD`(Nol1o{0D5^c3Y^#(XQ*dLIER^m
zQUA{J-meYQ#cN@2!dz6aepZXz%XScEb8qO|K%mC<j{+;Z^U6<UowrUrBR6a|LLb8g
zrJ<jig8&g@h=36>GZlt^m8_e6V9U@#yE7FoN%eleenKn_sV{)JrXOEWu(wN2BB=nL
zTgSgXUJ)@PijGy^G<<~li24xS*|lM|9DcM5yC?a=(ERavvP13U(eMPWO!xjv{h|hh
zhT@NYye^wxf*a^VpZpdCnh7(a(1F(b>fAg|7wPU6tEN~h4QbDS8Xy4-_<yK_uY)PQ
zpw$7lTGb^zjf6&dm9@O#;F3T6kc%cp_B%Vn?1t#GnEdLlpHP6u((~p{%~;NHmD$lY
zIkr}bcLXkHg#P#tK9O)II4iATm7E-GLyN7s9JnO=Kd1r+s13=o0+UwSiV+^k1PL_P
zN=#bu^4>z>$Dw-xr{nq0-jSZdnRf1&zzC}prW<vNY!Gg=18w&FyX~min1P8sgfhH-
z^-B2h9$10adYZJ8RIAI@e!fcmPKx>h;>D4%a=)TAk)US)<c209CrxK<8LcQBaP{B3
z{R&_F6C{^u=$Mw-g?cLL2p~phrCtx#nV)|;21VhoR7q!H>Lz)D*%ASsR_7#goqn@J
zoR4(3_uvhp>O*Yb?YTe9UbgD*y#E$VD(DYIq1pN7fd~u9QiXR*q4K#watL`f#Vm3Q
zc+bZ1Xg5@WG_@L$svHS+l}OrD{^CSnkc{c6`$!`bPYT7Xv=4BUPPg(7d>VtI?-gYg
zmizFtdZYl4SHL;hw1JQe>{DcAoiSUb3E|+?pqH3&Ae)!|ldOTbJ-|4us@I4tWaIfa
z>LDJ2V_JHS(6b?&Ic+D@63za$cEw~fscn7#FFlP9KItb>>p{g-h2vByXPa^R9W&&)
zQdq60KYKX=_xU;$O!U5`PKD3B3m`kA@c5`)?*rI}<b+879<7+Kwi>J}-2Wm2P23ie
zJDWE}JnUEwU+l;<VvDgM1NW~}bEWDsO_SLUJm_lZUHxS!tk2eiP>J!GO^T!=q7!*D
z()Z=JEXC%T2Dp%-p0*nP9a@56^)Q9Vl8kKxz5WE-0{_%8aQ%(h<Dx=XOob5SwRO)T
z*{(r(=`OVV*j4rd)c(*a%*q>}ouqWhM=~$IkI^oC-B5s^=aIL4NJAu;^oB!TsYafe
zGVumaRUaPKe@|Ubyk$5EJaUch0g&mObx|*vjF*yStWMDw;n=>u;r71x<cJgWRB!WE
z01Lw#JTcrA3SRIv<fnKAD|-*Oz==e;_ZReD7`cIo2EoD*F90lE=1R#J#5+^h;qbYE
zIOfirUH`JlYj#pFL=Sa$4*bz^gaK*1U^U#hvKul`7OG;8)zPjH>vJC>XqTRV?#moK
zBA{1tVRbq3u~qQbu)U2gP3_(lkax@=6f>UvU8r&LOD9v0VX>{wqX`zLYn4t*=Lh>H
z=c?W{oZm+Be{ed&OWTX;i(-8Wieb;-ib%|qXD!~Zs3ld$=B8}GQ|H=)vdFmPCXWKI
zOJ(`bFNgNO!^xk8+nskqvj38aaR9Wib{VsxkA8fEUTB4F)2v|A=$ce4CiL0;ZSW8C
zXb?@!5+8WuDIxa)%y?RAEsdi)!1XV69Xg>GaX}@=@TX^Vw3mMdj-gU7|29df-hpGQ
zu-sF|*QIO1h14ptp_7d6aK$?<3-mbppr3mVK;ML2pR@lIOaSFUC$J(=XJ@v_wE$sN
zmS`Aw1wM;I2!OWkQ%FY7;_ITLxnmHR&=hwha`w@!B%Ad0KU>JpC#Nulk1+}=)r2*P
zFAWLutzZ8@2Z0m7dJ<)IdFLo7_-O~~tV|&gWMAvN*Wp=}uWQl%jGF<5H|S#~$8N1H
z`~+h@99MGbjm~ev>IL|#Fvf7s2dFMXU(iQDJ3jZ*zwL%6(whWXn%&ba2SkTz7D@IV
zO%OKy1cGNb5sUT>P+**vvYYp8{29ZqUQoF}c|pzt@${6Thz>wlbtw@+Bz}*3^Ahh=
zg8(K%7%Zb!faX%foU8`-&JBZOXf#Oqz5<asGQr9eCx$oyC`~<>7SP&EB35ugmg6o&
zK0(sXr`8m!I<wVXYCys_3RCYd7{l7Y?AmV5-ml5FU^;7gcm<ib{$!TGvHvX196;*$
zLLG#r#rH+W=YDHWp>|hmaVcDwJvJhd2orrz1|vM;vq~&Fq8-ODZS)hz9UbmJ5&9W*
z0B`V(iDdBAM!a}FHclARLUXhY`FDDHGZjD^_~BO?;B)|zTm`d}60H4^s&Q}|j>g4%
zdTWz#nQ-oKeTD!N%YFQ5IZ-3GrOPWwnfKt!2_vLnN*0etg#tqi!!yfnY2)*Pn3uuS
zZUM^9PXx&62ojkGxJIq)GWqvlflBVvifXcCNwsQXwON4sIF-chRY3{2*6$j7M=usM
zlrD!$e}U?@m{yns`UGPm`UsK?ej>3}x)ft@)<?k=C%&9Ok~I*qZ?!wMrYdyOBl_vB
zJ1{3!#HuVuYZ$d$1~!YY)Up?li<E0bX7<f|PT=;1slP&v-h8XE?Bl}#!%U%~(Ud*F
z*ZO){qvgjSWqW1Yt^6xZ{VGkBrPfDs2I1vnnDOd6*C#KQb|vDyxhdO^ry)wrw@t{7
z;M+k@*;_)EhAH&c!g)bLZ>MpHhBjO6;0@m#B@W&p26xlXx+_bCBG)3q-r=lS1+2Zr
zY%A?UL7H)1(&6ER_+l2zQ^p$GOBrLs9-Y2Tl}`XF-n#oat7D`X)cs>~{UC6@+-;)y
zoP1NQx=Us*9{NuXPsDJKZGm3uwA3^_xlJVYB-g&UBElrOc{mMKG0Br#W94aaD*-(E
z6pc6t=?Q-NlyKjX`Mn@z@uVwlxYX1FriUx=t$BPqt#Y?2#p!~}%SobSyDcg?W|$qx
zKQULP?hD<o0dHlDY!;QP1uLasigO0{;o_6)4UZcHr+$pZc~;5tu?VYii3d<(Bv<a6
z48z+Sv~Rnj-t;XDLfBIIDH_*5KTl~W%_NM}^0{wdOtrc4@p9C@gwqMp(@Ra#v=-m(
z=QL>?zO2ZZ#u=qX=pC^Mdg?bZQ^r`1am>}l23QJ<Y6&#ACOlsXD3#)-yx1<uo_<n4
z1T!HWv}Ka4Qd8+{zq|_5lC`a8_Fh5RfWBS7Dj((3S?#eV?_dqV)%fkCi8W8fqEmHj
z;y-@%;VH3hf1($msTIZ=B?#0nJ4`F9Wcl(C+B1C0&D=k5(vA4cr|NXkqd%nv`03Ap
z8vc6}(ta$Bgau5D7;S4$isrD7dEfLex_)S{aQSg}k>lcqaEAvd06AuKz<JTijL>xe
zh|1Maa0OSxhTwZ78{`c1I@)cV7ZUTdCpVRS7UH)0xw=PJe_)KK1?F$cdyNb#My9Ru
zcf>uy+|MNI1-gC^-+NTBG7cD#-o#;|-N{{aYIH5f26yESu(L~6NFhGrlS29ItVCj3
z)<Fmj9(5(gLZf-0W4FkkM3^R$<oHTO7yE`iI!4C-^J*WBq$SLrk={4^x%$ak?K5S|
z$@@%4FNew0C1)nhDmNOz_O<uEvXNFmt01aSX&)b?K9Uymg(6~4{59mb*7HKBKFyY!
zc52B{=7rsNY|IF!wSR}(?8DfB!@8K4E}VUH{r8`-HggAY^CjYZm~7H<9evggPyVFf
z-m;{7Li$gR*!Yp0+r|R~@)fE>=|Pu$%!V)AU;8FVsYrRQzx3&}+J4jm7>=2l;m45L
zj!*M((}vPq5wojrxsvOJ^1rRWEMvmkbr4+wA<w6Tc$hCm)+*+Zz8FLTzFtK%(oJw~
zxE7PQ^#3f;6Jm|J!dgEsB_{msx?4X92V{Ml%-Q2L*+QH^^u2dDDL(V!j0e0cwm5!u
zez!}K&$3ZojGxtv)oY`mvWK`PPhVrU#v8vo&9zW%e%!nw_FxHE#T3mcF7zYzhHgkz
z6Bdvn!qn?5iBg;o&qxbY$E!-QsK|whHNqYJ(9t{TLOTZ#9it!1d24vS_3C`t;lOCG
zQG+kxXnRf4f>omneOGVE)1ri*J1{Ir>A1PYoj|@Am6FG?EY67+4Y!5c;*$_E>>bLv
z)3bB+k&&%P2uwMlcUTh(v&Ky3h9+mk$jgPITfMU8C|$__w%oO^fw`?m&sjO`iixA-
zXew17b4J@GU$F2SA5;JRlp(rT&Qz20(C>DSdPD&5$bNC{B_!$0c*@c7O_2Mkk@wb}
zR;WE;THNJ^$Lc42hhdWD_52+Z-o&ih;_<NhT^jSOirXVG{CWgYBEEixTwPm1&+gAA
zhmd5OBs=z9izU0HAJr)8<Lt9h*rF^qj@zEdQZ=%&V?U4;Wpd8*taz-Uo^2fZUSX4U
z(4+v}6oWpCe#-yH)_ccO{lEX?rL2^!j2t^FD-_3wtZXGJvJ#TAx2&uX*^-@|l9|1-
z_pvH_%durd=<vIqz2BeD>-D*PfB(3-Mb3JR>$+d}@j`gefJsq<mY*KqyM%>OqEoDj
zHm=dP8|O?qrxk<w;ePube-e%#O%!N)*^QNm)5tRp|5~n))X6!WzG{PUr<=E_Wmv!&
z85`CRA0JZ3W3_t^<xH`*(yDDbn3_BX#Y@?7IOa^(?*}m(iu#;fK_?Rj#2Wk@bB}8|
zct4VbIeQzO9f)J^&~T!QBvuLSRJpiAigIDrW?8*cpG4+Cwxh9B;NH4WC{(HTz<49u
zdOhHTBp#J7bD!S}+OP~J`6b4ML0{?%7oHmOg?S~cNTBJgf4_G3H={c3Tj*N9C1)Fa
zoXoa3G5*Uy>h#GUUDTJG_2n=BG099UAiB)ca1%mj-eovmKZth8xB{lxr;jS#6?$?W
z9dp*7Y8Et4&^HGpg(Qhk8sJ6Bwm#1E;sK#s7k5*F&T@vE1tbLi2fA*d#Fw>_{jIh1
zGRq)Lg6tJdE>s<^el$$Sfft1GSXE*Z#3ycWad<Wf85BKbx4a-AqpL=ib!Pb?MT^mq
zTGz5rd*MaF%WO0ns^y(xPtqkWNZuMQ$@cRueg^)VX>I%W7mJJe7JsC61aWcl2@F~{
zvbxO%Ua((3$lK}M74tPkhiz5HEqUb8KEi8I7pKgO;|?J5@BFbpn7o*?ns0N{%=4r#
zZ?Yf1O15sxTOR8cTA%0fr=5JgOGSD18-Ly+D0+U)x;8GiiJd{emDu-^UuTT<Lp+Uw
zd0rmUdw0bH@ArLZQbRc)VbzNz6`#axQJ0#Yy1AU=2x@xgu@6a3J})Ry<`J+3&t~u?
zh*%|jza+(@J5l-vm@^(FonJqtpN$sdNW*bs9f<uOT_~--7h&>6%pfA}-NRIL*Qz7O
zb1}<UK@Iqej&eF=dD0cW4_{jz5=Zw`5+tyXiO5i{+7Zesc=k<&a%;}n+mZU)mpOmn
zvx{VL=`jtgsIRLuygW<f&)O7rc%9dehv(Zq11`~mpv6*HHekj`jPcD~yzw_~r{hdR
zx_nz^!_-#3O^KYA@s}wpvvl$`sxSGa_hGHGq*QmXG^3q=CXDR{>zTM~Cj-HL{20{f
z8eQ2c7_zxIPNB)u_|IFvxe&JoKW*Xy4w$jo4MTl0!LVjoeAx>w?mVOt9S!b2U6_Vz
z#Aml8(mPVLP*dUQWr+?xLNZlfQ<eF;mCqlErI~u_4y<bX`lJgzP$d7Kh3=1^yI(G)
zR<72uk-c+)#*zHO?K6n;MqB@z4!zucr}GX{l@VPv5A<<Yhg@v&ZWWgX=+|eZ_)#;8
zkAE*YT~YK_kg4o8%L412878*)f^&(4tnXX#odwI-2_yEMt~)dvH}`Y4)3zLEFbT7V
ziD`K!ljmJ<W>}DJvb?)IXcjRKUZW|-R8JWV{|-y2ZgpNPQZ5ANrEPGo9N9pI1`?}<
za`T%2@IKn@@fvp<DTK-?5g8>RM#hM~1(`q5|EaT`krnp(<5~h#k_10e@pi<aaK2HQ
zGx>A>brixw^f-q8N94B^%#R*JU;H=WMXq299PSP~-ayILe{_A}t%+<GG2%c4GOuXd
z5wwSoJyQQ4U02*)H*OP9Ey#Lr0C`|mjN?{HO@j?sTYUCDFR^+>tLRZn-?JE=`xv0<
z3I5bIdcMSdSPr~jgcE$l4)Q^e!ugnW3Py3SfKZrtyj?&i{G^Xr3)O+$K3wss(*@<6
z1DMt+GFC(2_((m1G<@Te=@S6Ui;ASq&z2)X!d9bK4{-o*h$86VqQ}sEAQhVd<tn^y
z4iN3~elfe{T76wGaz;!+d*BVTKqigSpQDe<EyZA3s0PL=r@Y4?MMoVbDfV6*%b`^y
zP2VP<t*}0Vvj3cy!<r^ML#0Yd;Df6t0S~47&6wx=4Cs2NYM?+bTL;ay2ht{5J5EAF
zV^)XT)jPz&Gf@A?#J*AkSK%<!(@eV(bFy!{p~rU42D?cPQY5sf#Ch$(AudKsV`R}~
z&l>@s5u+@TgX>IxjTCy|b<+M$oRYfn5}?2MtqOh93I{CayJ43<Fqnsy6-^s|>4|>-
z0u!{yuPAo*z^NpW_E?o-@w&Ni&a!zs*#TQ@vI`<Rl)X{!vOzHXqXQ-<9BF!BKmJpG
zWV-_)bRHzupU-m87srKq{rn$MTEFOTM3h#v^ZI>Rw^`oJ0w4=p>>dK-i?_x!ls$Z-
zvQzuAMCZs*Pon6pny$=?HZTDtKghq6ar2x580@_?Y`X4#S&!J=3Ic<=^roCd1l1s#
z(NuQasr4G|$Hw_Az!2PuNK}h!F9asfPuIS%J6plgdsKgn>pg<8*>@z1UbJNm7gQMt
zF3VTV=<z#3pRvtj3cAt{o+_7X8F-spn*)ZM&BdK*@G1!f2s-El!K<P!!|YD>yn8Jm
zSqqRx->F3Edh6X<Q@c}lmzg2ox>v%QL`C%dgAwr98|0VnRY^SInGGyEZY&>~^XU;<
zLys%ffqdykvVYI1SUx=w!SK#uB-tl#`BIqF%qSD?H(15KmF<l`n4xRT_dE9)i7P5Q
z2Frz~o)<N~kK46a{qG*8A}S6338Sz?=qtxIG=2E?U(i4#!t=KvMr!*5BC-WQE<|BP
zRwjqC-0s{&$TBb919By?;$8}Se@FDVxfdKyM1H@Hd#w2NG$Z2Cr5kJ2;ENx8qX2AR
z98Z}$_aRY9yE;iiq#S`b4Batd+iSl#RgOP1aCV9yPC3X#s~Zr~;{MYPRBBHY#HtY~
zmOte#pxsJ;q$#Cp@*077nY^XTZL(Feg|{(k20m$_9>zT}ki@s43Xz~bpFW;EMer8N
zF@Ed|slVc{sjVMfW793ON>Zs)GY2Pq?x_{Zmr_z*4Vy2sC%d7A*tT{0uU33Hi6<$1
zP8JzC;21BQ#z%j6a%{?QA#SqkUU)Jv!^);Wir7QIJ^R(TF{l>_mPL!uwB7hByr0Sw
zXD(YVSed-cD6?m`Rs{O=;b6>__mrY;DK=bP2$MyK@@x1D<<9qB^Qk&Jdu;V#Q?R*M
zyNaRRX!|MODhbYKyEcHE;W1oBYeh&S?w6v-&I&to$$abT;GBKr%oRl!M5lihFu&wa
z1;DF%3l4#!H`In~lC@B0X8M{0XMET8AEr_~6o*Xd5*Ub#9VxtPfya5QLJ>NK`7Q;A
zuhuAaetuKyN3~Hj>A~(=B2l)?5T}IflMHRlDmu8NK;f4#Dt7pMs0BJi|H`YwpYAA6
zwp0^vwXU^_IKPG6$(~xbm9accrSRH)DWWsXey#^N{aU*xS8tkc&vBi_!};TAuI*OZ
zeJ|J+UQ)H&F<5<QPB{q&*1a}EU<Z{+XFcF0b4k9?`111K>Mtr4Y{EDlFO%vlh`LI9
z!**m%?oinGqPkmeEHvj`(9wdqY~lRDoiGJV!jjF6^)I<ji7k^Tv#i~jzjT*OhJSCX
z>*SnW3<`ZHt&$&kVe+m6OC0oJhZg)B)1l95m<Eh=<z;Rh!lYUB!P&^O4P4fLRIb^~
z9A8h}rVdC5Q3_PsQ7hY3hHy9hto$iK5dfRKzH6}Pbn+2kut^piyTlC}GHV+PH%sEZ
zLrng=Ut%ng{qkiwYo2C5{YCI?j+wyoOxB2OnV$BV{d{|~zxYQtNVE8!SFmyK1pZ9w
zxT@ET!$(2`+gnt*Ug!PHdkBu_#bivqu%XA%HN~4i|M(n@TK}<;ooHRmb3Hz2AuHLt
z`kR8WznSSKoJwQE^+z49b>`6loyU3lP3qmh@9VZf&YB-GP0;YzYE(O%1dtsWgqHnk
zm2Zw<k?V#7CE+gJMDsaHnAByq$9PD2C*e4r*t668iGCX2nQb(bxoo7SBi^R@wuFbK
zHjeu=H{4MJ%Wq6M-N-)PFTflaYWB{1=j*3%Pq?3+Xe%}Ouz8}*ad>&fauH0Xla+on
z`7>j#B?-pFzGz1D4_BbR@tTio&@NtS4bXopY_9Q$Rfvl|rpe6i63@M@&MA)=v5BL5
zL0<7;QipI$=e@QaF^h|b3rX?^&VH$Uq>)xunnidK;R<k8&>aJP5)U!TPmGcspS!DX
za<A&0Dy_@=!}*5^$Y|$?UE+?8NKgeV+Dc{`X-O;`BG$>_rzNt^oardFnb+csh@6g)
zBULtK+maB`#cenmqhu^|O@-FIB2--F^quD{V?I&cU9ad=WA^U~y0P#Y(V0KCYCfr)
zO@Qh(z0y5|Be9T+6>;ZbI-pl9k$w{RrJ}-DFGS^WloR*b+>ScG^F8Gft^TaxyNgT<
zTJ2Se3j#t5WL$o@JMTlE1$<T=jE%P3xKOTt=$CKLGUirVk-`ZDneQ#yR9eFLQ*0}j
zH)3j-`tG~NJqNT~v`T}+^8*Z4eX#7&At-8lepUvdeqjZRROTGsCtqGF8kNxF>1OIq
zcU5%!F}Te!S+SrtS9r@l-n*;qH~(LDmJ0Pu7mq^jNk!J^qA#Z2EXkL1AKFI*vmT{@
z=h5!*@Z<t8bgyKcJMKbJrY%|bD(t?reE*>IgXau8?icuPS!ijOqzBqFQ+g1|vQ>1d
zk8(y^QF9!Z%$nMdoy<(XeNx&k_I%(Bpx}9Dg)5ss*eu8LnG!9}A-PJ4k$g|}!lP7J
zQl?5T$i%3PW|Hu1`w@*%XK@7ycj?v{Zv_*3arpNQL2_`K(@RmS(XaWfj-IFJzAO=H
z@~9~|S1`*F(oxV3b!02uB=a@wv*@tcz=?-X=Q@^akt9y@`L7-bOA6|Cah{of?LhQ}
zcL~R5Fwk#~79}E^+aJNav1)G5573JD>N=hqb{x9A?4>I9<QYn+ozF@fpj|DBpL@dh
zG+dUya(~)RU)_=o(?whMahf_`di(OB`MjUi1D%@bvee5Ob5Hom#skjHIWB=<#$5Q~
zG*_eMTuQY0V;N=5z1Q0B4*NIIV8W~FeC@c*)y_&U;RDV<n)wvNu2EG5AJKMJbw(${
z{iz>xL@FHbwqf#8syF(RRAZOJ@gmb?ZTqF!-nSH>f$R<*)3EpKO<hXho7We4r5}8V
z<07?p%a3}J0~6*_k;AjPb&K1Ui5PbZy+4~r?lAa$3-{x7!8UfG=u>4BB%Sv3r|0y@
z>_&J-Fdtj`Z_Pa?G*>Nz%=H9dyfr?aHJ5y}d3MNrd`9kuWSQn|=ZbW%@XKKi<N;;3
z?3XBcg;@M15Ys3tvQ>GZ;i3R$XKAKo%CQ!Fo(p?o6SLyy1^zCmS4>Fy+D{2el3G5)
zs_7)QZ_+#(t};AVkAf{ZPN#FcDVf;qs%JkTQ0QguTs6J85KWwE>TD6OyM}2#N6K$#
zuglPsNkr*<WOasN$#mPU?f3negL>hUkv%2$=QxaQ`}hrO&~w{b1`<PC`^IJ$Ki2IR
z4je*ZSTYvTxA*o0Cxe(%QpYlTIXeqa5fSezcUhLps<K;eR1`M<bl?a^THK6KsKTQ)
zR^eFn`h4YY^?iZXJn86?GiIl9F$M?T9G!2K&apl%HL>t@zGU$H!{&=%QE%!(kA~r}
zxu6bpj^+5%9BZC^znhj9EgcPuS8rOmM?T{~?@)wgsj=uZFcIBt7ot&Y&-Rxh5Tc2A
zU2<th@3@RuMo+m}%&R51K6OUE{aYE=8C%D9bHpiZL4Ldrp+7LeFKP`RRKV@KW>oA#
zRzqP*NYi#iPB6k<SW>7;^o5yh8456!(?yl5J^{;w!`^l~J|Ki0x;ZkcVz+0IREQxD
zVNg8LjmU)C9<Le~3m=xd1tY4=fa3Dm!stI_CtP6e!s*LpD?&+R2UKl6La%(PxIH%S
z)?{tZYs-64k8{L_pVA(_I)5@8$-D9qI<38>f#f!iozOd`Zf^PZlAHARj~6d+g(q^-
zSqJ~3mPs4ar_YktV9UbU4*5gOiALELlP%x1e;{$)4A0Fy2=%5f^61v1YO4%Vb2LQl
zD(8Fp8qgwkUWX?wJ%!Q-j=-ht^|^>@n6X)jG<kH#w~8IVc^Xn%f&K5yx8tVXT&(@u
z2sdaiC<QbKnLG-)!^q}m3~#@BREqR06jLKS*UubFt;K&i`lTjS!RPVH7fcWavVXPe
zN`WD4b4aE`3`bK}5lJ(Vud;<u#EavAs9i^=gtd|bqdU4q)Yw<~Aj!Pe@TK|e$0eoc
z^#Oarti-T%V95nb{ek-?!J{27)BfTW?x=9=t@70B;5kHDxl%_X8q*P*`pq%^%WfuE
zSCmXiA1r3Ho7hG5A4L=pCpwP#tQuO&@><T4zfz_DL7yY7a}M>RojK^#2;XVb9y`ia
zwCSJU3|B^$CChHvPA>+te%r|Xq6=M~Gz4>kCv6X!<`+ve$+X8$X(N^{eUu%JI=xJR
z-x~M5{+wLjo3r~D>+Qcqn_jSQqmE6E<FUN8n8eE;9dX$8)LzspHv7m9P=0>`8DsZi
zy!uNoj$A_6ZD}dA{j{P5JI(xgPFvTo2**wdCh&!pXzG<9AG34A4gRt_QiuE-<%>o_
zt<2BX<B<%2a`CQ!bj*RKHiEiEopNjLS7Scw<5bf|e)g1U?c>DJD=MRh<QtyW`t5&<
zuBXG}_#^X3CRa6c`)iiPIcEA+e5d)bm)y$DBj-b!Y963)S5sl#nE%bTN{sLFl4Ax-
z)B!U>sIX+pcon4<_+HKF%X2*E7!&U>Pi5Yw4T<E=DZ$~^QhUV))$ANHM!M@S1iHEY
zWo>GH<|6wL(<HTQjnAIz-xbTFPf@6bci+~vs<zrqlly9(tINmjb}sU3BN$FS!j`|n
z&l2&(3pxtHdbvq8*ynxs<ctgPFr^M#{{D%poNV|XLyCPm*l8kSYrbjaH*40Rm(fqn
z>J!hJ%U-kA?{q?W7<<MN=e+MY&`(JXc2JC&!=r0AzixVp($;#6iX%ivCZ0II;CB6y
za+4{*5Rfn*46C6*jKyx*Uo2heE>o7YDy2qQ<g?b1E9pDt<Aqzbz_1GLSO&XT6Tc2Q
z(FWyvXGR6Jz{ECH$BL;`Jx2PJa#_W5lksMYc4uo%rh5hAhpk4~0A2^XW+q9pSlx#}
zKhH+bxI6+|3Td0UxIypSB<#|%GBpa=U=3bv#0gde{pqLmhVi?nYXJSfPl*|Z32jeI
z>k;`k(ZcI<7?p%uP}V=Q;z$Wzvnd=j2KTb!u{J6^bE82~8|adg3KX3Qg&1GTOnc^+
z-AOyJertdNro3#`|IA=WSE=#JUvytI#h8t8mpP<s5J#Q)I2QHWYyN<t;mMJjxu)l}
zcsODfwn$ekX^T(yBuj{1eH(TnQT?202mWN?r-yb^Q6hKU+xl;jY?6k3S`&J|-_=_k
zJN7tkPo?aR>NT4NvF=Z;>UK#XH^Ti#f?^^cI^Gc2KjrpHFO~V(3{2ap-xr(#IF;0r
zVRe!?67Ja&_W$iufv_8E|0miPvbvs*Vk3V9#yLxk)U`)Z)B#Mvec$q@km~ctdv{!*
zk4TVhYNq!A;?p(&BQ}m_b*=O-E?HK>P;4!PR-hHU_AKX3@wkshE^;luy`rPp{f0yH
zH|L27e|<7b7wW6ZZ6x!Et#N(H1x5Sn$UBL|Mv$S_t44m>B0f6#P2O$$kAoP=Z8c#K
z*Ys@*f6CGC!lHyVqsf=P+mWf=L~?+<6d4VivzTpN&8isu6Th+s1%_VkxFQxJ#}}%f
zI#sXEsH@-j<bMOFipKyi>y(%2)9>4Eem%DCODx*C2keh5zC<AO-a2iVt~Jch_I|w;
zN%V^Lol@6mQLkE?zURJOa}?|A<=OH^C7vK4R(tqS(5m4Lk@R;r6opP8Mkn}uH1Y4o
z{j0s{ug>?F1wZom!Wd*<$Px{mJ(l3OZM*6OG0H<mJXm=dum$#F2h&prp?n<r1PMS~
z&xz%qTDm$vcwH~8Q(u46e8cV}c}FOnFvsqVIsJ#c)u33VICd`6O`5x3d=xU^$)6E2
zmLl@42>r!?sSy*>`TIpuI-9*+1@;tPN*~*z`;d3L$8_uLm0{M_S_#vt*AAMy=Pl#k
zebRoi;(!rri@8MPY`<aEp57&{-OemBi5veevpCM2*l@mqQqxDn7W{z-t!0|3No6Sc
ziCAg$xQFVxXy<&5e7_hz4v~BpeibUw0;e~8@r%_1rZz3coMPA8cU>?(s|%#VzJvI(
zKc!Tu-!QAp!ZEjq*`0Uu^Hq%>bo~)~U$#IqYE_%LknggV!B>gG65}r&DiIjAhtIV9
ztjOb!PnP8|Tzzuelmp$0f83bnfxxS9_=UOHE<~lbUZu{WSd7y5vUMi&Bp4et`=~)`
z@91RvH~6`2HXV&oc$d-VZGHGe8nKFg<ZfemMKtV!LMrnM?#u5}-FVB<0+qPAw}Y=w
zwFWi#5pphkr)6v0LH~;8CH!Y>Ky@qTffx8*A(21w+^&#sgIOF0+;1|a%^aj`nB^mw
zbSunWL|_ybkgd8R)*pL7&v6ABZLTPgUTuJ;X*k#VnzHTMlfEy9NJ>N1Js@JPZ2)n2
zbg>+<?!{o;sn#oiKV`WyR^zr^1Kj<wDL9I;2mmq(kXj9B&i+nUACy^Ic!Sn_f?|l6
z^+TR57(ZRY6x{oiAnN+_p$(|PCIP*(oREaObaxU!veLHO;qkM}{z4%C`Y{Pq4lJY_
zO?V-}g$2l|DTG9!PXY=micS@AS-VLGE$BM1o175e-6zr>*yD+7DPThQ#oo36DEY%C
z0D#OVLt`@uzHQTphHVlU<*RNq29A+KnaY&z-GCWY^j~8H$z8K263T1?db+YY$Uvvu
z01W9D5dVM!^Rr?1Vn+p*D0)V}6MLWpa_1U&W2W3^gE?2l+DY1y?ON#!fh4phh*(Y|
zPQ{^Pn*f7tf<<zi>k%M#z26Df&|nF?0YvsK45W%8R4Mw7BTzX~Vl}^;f=jt*0kA-W
z&6z|j-|`)UW$HX2Yole?kEhD4^xV(duW=4xbLuO%5aNhC(A#SfX7Z7ADzMHt!VDk|
zDgE4U#DWb5+7sqxkzU)a^fs;_0N4Tc(bEk#;M<z=k{lbk+u(U?{lXpF2n9q5#rB1!
z#}JTbaVh)Bp9*;O{>iQ~<%QQOS@L(TDsR72Qi$dlkmMS8$aOWBDr?(Ya__i$W20ij
z0h5fW-Dp_ZcTEah@dWyIYAs;d$?&DC%NL;nX>yDbd$u|-C&mPO$sV5>z~6D-8$$^9
z)xajUOsoTn_r3dI1lR9%Klcv1d#%TEt>fqnwClG*Ion$hm;8@S+`<P%K(pJeMi_B#
zLaK<OavVDotlhIeBx;)}m7njQJSqzDlADqj0A8KhJ)?f<r$hNxy`cFEk2`mSRlX~L
zY%NYq4ln7B$56h3Xhb!zNE$j(LN~_{R|g4zxoY7JcLOr<-N<LcQpmj*{LGgBfHqkS
z*oMu&k?LIWy8)F~vNS-!pS=}v)l<gLnhh4TO{&?F%eKaJ+I8y=h^@kKSd96qqI5=1
z>hoo8#IlTMz{W2>{)0fKpF2kww6YDOBI`)ZZw<UnJ=MTOvNE#AmI7WJ<Vn%?`^O^a
zsBw%F;7g3wqs}=5Z{@ag7$+zB`Y#$FQ0S$=3f<fXs-FWz@9hG^>oy2`*Jz*@aSZw>
zOeYQOB#T~UMke7;8;-rb^5Mv2!cL0tN00pdtYyw6eYU5Ts(bNn->)PxxH(L%A^Qh3
z7oX0ik?b=#^V@%h=VUg)G{|S3FW%4#Q^pFJvHtroCb%VVU#KX9nqU8kmDc^2K%*aU
z2lr-6T)KA(7~0#w9MKT!@zuTI>&D_P;IB|9LS8lxxL69UIg%Vc)>d1dcFMje)_$!z
z{}Y{7e%112#2$E8x9Dy^-H}uaI=NR|_1p2C4lSrE@<#M3N0kxF=0|5Cx+<UHW0c(x
z7DqXvlAT${q_A`c4etcylqhiB%DC+hfon9j_iTNmyu^3M%%VuEp>z}A(^>@Z!OYyo
zj)&|$GL3Th0A~Yi1{Vb{K%jvcWhjJ|r$bx?59@lTpb{{6v^wDU<5HLq4hA2Sumj`J
zfr2L{!bxwEzUP@d-<MItxlNkT^)`OPtyKTe0<|&ynSMKIqS~e0!94$#X53B@@G&oW
zb#1dZZH(^?%ZIA(*mPpvE-nnxHi4umibn7KZ3pt)pK<+5<nyt0s!TTtlWZG_gB|)5
zWwyt19iJw7`kJ?fEd!U{1&L07F1HH-nB#VVLvThlm&Sh#bJq}!^-{hM3hsKZQ+j8{
zlCf!wu8gahh#%Y-Ko6&!RR5PQ+aVuz+l<!GJ~^$I#5#>3tqzz^&GL5QgaT2B?ziS1
z3o7j)AnVSL`0_&ktixM)tLF6M2logy&SRD?FHbAHQSMdS98&(;AkV%=b#0_Y-b+U}
zKF@fT;}ybs^b5un`aRpEU^*R5Z!IghN|ey8WIn(@wzYq#^tB=6Dy71RZ0b(|(?EuJ
zaoLj?yhO`l<>_DVZBU;YIYMS#y^foWw<7fykTe&CO~>_-a+@h%v@8xjGUwST^|JvC
z#*|{{A_ZI+@kJDYZ;;kT))?tuE8I%HMKqA&*P2ILXNg+m_W)8Sf4~H!*W&0BYx{WR
zCRwzspx}m){5I&4#jBr0t2`F7y+b++P!%+R#`PvAg=pI7sPTR?nCVwJTHFK~yi~R0
z5`}xbY6ctC6&Xge5X6lUV(4^b7}5sBpbj@`Zs5w_>@pIy)?|;JY^6T4BHH2f()x=S
z2{u%_H@K$~&Ta}UQGi29eG<q3l=tbWnaB5ePsceba_z8)3*}iwu+8(v9qFLLZbN*=
z5P@eMe1L{1)2E7jI)%)9hp~P~6j=_OYH!I#Q(f;jHn0S#F{IfqRUegwiQ8K1ls>&X
zxx)KOdn+ctj_29#y?kd14bk;#WLoj_05Rd^EuI~3Yb_o4=@s*|Kjpau3<ud(Ub&2F
z&)v2t)M80KShyahu*(dF!43rg7N*rB>Uq@|g9l2ATspvH%#>sw3kk6G?{xkz$D!g`
z{d>O^gesKg95AIUxcE>@r*GjC+A2-9TOpIRGITMzaO>R)LR$E;Vmb?^->FJ_453BQ
zVjn87j&t_@c&NjPn<?+v)XL}G{|Ek7i@8{Ec5W+!60Zz27x?wk#!kdNsuxelCPz=z
zKuYK1L3Pp6$~od~C?Xu_w~i2tB*Zjn#5j;a&2FH`M3Fu}g{%z<-s0So$Y52g1Vo8V
zAOe+)Z2bVtW!<U3h*kd)<URp`xs~Mure*)Dwwdx^yqHJ_QCjDMHMnqUEXibP`@|>5
z|5~CCBp^99Qs=p8E2NC)w6ZMcMzB4J=5j36;w*Q`%{;*FqZ=6CWc!E6iT84!@!HcE
zM9{Q`<0iEKQVR>`QImgkSY$DQPiO?=Gzf!Ba|I$8=Br>yWCJDiUfq*a%l0ylulOvP
zk;Kc<eb|@~=gjM4rO(XewkRJb37M04`Z}|IBDa!xZ+BnHG@!6A^ICe3aKP;~|6vY%
zBN*LUjfp_z^?eUUCRW3XS77f9oEb*~<rs)?9a$kH>5!2i(z5_(M4nWJ;RndqTk$O}
zx1Jd7WKCNk?lmNeXaGlr;Uk&LM5BIEYVlkGzkFAj^*Vm$Wo}N#yD~bmu?#|Xy~7{~
z)_DdqKhIp;=a_K5L5Kt|!<am*$O+@X8V*cwAxMWQWjW4`evLoy;+^7>_vb<I8L@z*
zsYk!o5WOC3UYlJATi0m~Rb#$JW<nQ{{i1I5T~BKm!!s!`Sw|+{5(HZOqp!UquMaRr
zu)f*Jky!<+MiJg47(Q4g;LX303it8=FQ#r}(Caipw+-*3nKV?aM~EOp`LKM^x>f6;
zqz;VDWjgf-($wkX2+q<z{3RmvB5z=-Uwv`YBeSrbYJk5_1Ppqj)c1FgyTN|J<j>a7
zIqp~upc43#lKO4N2}KgnR%SA0I5q*v)VL0A8XkwmlPLjSFZs%#DtS;V4aINb2j9(_
zOrI2&+$#xJEgrQEYu}E0!SKS1d#Ueb=FbWc|5(x+YxPkt+8%WM+27X6KE)e+g>=8m
zp#8I}S7C79^+laYx^W3+&kM<NXQT)E;YGQZ)yvCN(XWDo)brt^wrk6fYh(4WbrdmI
zeItY&aOr2uJYu!#LCjC4SR%MPRn9mMWJW#>z%t|X>sEMag!)~~dL}!+Yozz+tMJ@;
z2w`VpKM#f(hf$K0BIm2Jd25*L>XE!HjP$04N+q}AV7B_2#5tivjN~mCD>HP{7{D3i
z%y_c)Mrw9w4T-R*pylwD60in645K<dciH4@@$AC=CjuCA{WB^n<$^wS3MqYYi{1-#
zzv*}Jaj7m0cgoTn5Q1#Y8}_ijHzAN07dZyn!TThT>%3ENvZA*PX@3U4f~C-+-oP7S
zb5-EykqXnmjO=hE=6k!u5QdZ8jvvp{*U;GG=J|Ivv|atui!3{Gc6-5~U>>u>caJEd
zI1Ju(*bc6durnCQ3VbbU*S*ww61RYeWw!A_g-~2uUJ~tkJ~IgkI!(^N>`B)A)qHcs
z$28G@s32jHx4;YJ=Ln3SUkE7TZ48m56hy3Dl7ExS5=DwZ1X)qEy)6_2V=eS7{#;Ab
zL0!Hl3WvLVHLA+kNbUyMD^WKTR`_Kwli2b$$KHfBDzOd4%qYIN$SET7fK@&KpY{n9
znXo@!QffnrwD!_}q<%5BROBi_XLTUNbfO1;br;b<H`?}}y!sgQ=aiVpV1ohq3FQ`O
zlC4bdJI_+qYEd!Cn|&evfX<L1)_h`W^N)@+$aJ2F-9H?Z)i1xd0VUYX<qyKq2B{J6
zS@<okM8vFD<eCO;CT#`8`mC7`$VENB0S_aNSc0mj;bk(h1gKnAD*6rnjANg9fKXy`
zQiZ#b**8wrEJF!DotN4DUs`lixqv(`c6qu0j};hgF7`L^>qpx_A>@rjPYHwgKpm|T
zIr$z8PFf7~;nlY^Lz|}#i|bRy4I~Z?dPH@Q09(y}0sX~WupfCqIBNf+Gad$WkeBDr
zRRp@T#yl_pT`oZMwgCB!EayX{RQ9h!u-dz5rYFEiYyO7c0P0s=lN2xjlfPIA1olMW
z<a~Im!Y=Ot8s~rHlq1ZFTr5#vmV((rk@*E2aPKGm$sVx<5^*6S*XzCz85<RU#n{&Z
zYW;>T2u)lPGHoXlcH5dicjOGN$_cf*qpGnwjV$cOpnMYjtp|3Hd2)$lW)Kek&%>~4
zA)mqdbZ1FWd_IO}_P8U8-I?&R#P|wm(-9ud^SyN|U;^ifQ_2RtPJ&J}5jx`0#alpP
zDV@XD)JD!@Wc3V!E)F^W20>^!%m0B)HWMF{m{|tq)v4c%(syp0E`XegQN-%yF_hBT
zaO|}hTw-}7v-{>BD}(lz_9<Jm{}r46owfY)MMdmKNcD+-p83DOi{!EQ|JQr>uOG!c
zM_%7QkMPfTT)*1M|9SxY>$m^&$ePQMY%yHdKu{%$<ZAD}y=rmCjz&@bC*TzE$Y>c6
zSs=!T!Ojv;vE8*XqaDHkv0Y$2J?Pj3x~dYZ0niB5d?Q|48#N4y^0g$;r1)hfUIW)Q
zadIcNIPBm9S1!u2Po|7%tKgq!M3(NTnN~r<ywwEC;cld>W%S(9+(rc4$YMh7am1JR
zGu(VTD?`0UdQXt9WgDTVAUzjCWO@t>6yDiuk3;y%uE2iC7y&R}9gbo(XkE@2ijbd2
z2ue$RX?||->Kv*t@MCkNvHF|d^9kbD8awSkG_M8#h&p0n0Ey(?0P-@rCBxa)gD6F6
z04hZMot+zcI`n~Vr549;&~1^E{P_4k)3N{aW(N&~pwc>-;s1UTn+;;?h8fR;X0c`9
zD19a*k44m72pzyzVUrf(uPSF>@pJ=O=9NdF990`2HdctV9*}z`2j~{4LQ3wH6+Wx?
zJlx&g2Cp^I(TOJXlo%&h`sJPViLt+dgj2XgYtxr-nM(EbpBY)Wk<DN8Q`P|tkMTP<
zfi0vCTcrn1rVx*EFbE%ei~?Lk2rL0^r{myR$EYRcBUnUw?*&@RwmQ$l(O%HemCb$r
z*CzyPMP6AB`i`?n@_#gL%XcAef9h~D^dMX_w$*XRL3I(KK~UUugPVZ~Kg8M9ya{fX
z0wc_;0NTXiyn(vj1D`0er7VGv#aRLzKt0a)2*V5!;FpEMzPctlZtI7z$hIDckW0%O
z`hxB(9<f%kEbidYH82O@W!K0w6FNG?dj6iFa&=$^9jOB%V2-6+w}Z4}s>)VyST{|6
z7f~6;Advti@ra|Ry!QhL{B#2jP0!a{tsXc=9<s^xfI#XqFqPUa4!dqj7F2{VM=|3i
zkkPZDmy|e(HMca4{*Tg}T-4tGvdOg4e9}85;XPn@*-Qud3b$)2GMLpjSuDdpl#@GM
z)^1Pb(uZs#V$Sy<{TY#ja@}XC8)Ap9=uszWLY{h3`Bu=MV#lRBha2#(5v7z=h$K~H
zwhhEI4=#-kBE^A*_|hewHgx|4sF@c)xmCWmBPZUDm?Y}kcd&~jr=-F#a1iA-ANjrE
zj2oK)qlO<W$Ihzm|7SzPT_V*<Ggqs?Xv^L45R4^!!nnW{<a58xG;HZ>u({kOM`xjS
z5r&MW!qngexz9PwoLtiA?4KxfRnS17s$3xD9e(Ch=(d0?Ysi&hu==2YTso&R0vW(J
z5Qzy@NP71tg4G@{$FfvtEAA!=-TMDI$Fk0g$;Ju-<38?p5{iLyB>2*zsGS3-dPl#y
z-nd)`Vz10!)o|@3Lh)qkSOCWNIyrQAEae4(y5!ENs58oyj+g8@8~hmXFi}Va%Y~@1
z4@mf_1*8SMe()pwV)M0%dvM-Ude4<q2TD}fkY&29OjMU!39QR~_yY5;L`0?($;clB
zcNAwn1WxTHR>I|KmC1IeUSUG`0y-}lBtT{SAED?iXmb((OJ;f>Zo2z~C^Y5C<AYS`
zyVa(C^%xqy2Qj~#5Uuy2Kyj7p=4@VpoO|R`dl;+;AvzMwLj>Gh3zqC>1jLemOX9xb
z=Ui0*rTH@C7Wgh*j99C1rdwq_LX`aACMm-H7}%fc(B`h1-_ZszG|s|c4rysM9>vtc
zk+!R=<T4CbOk$WVY$5JcHl`m<ZVqshh+KTjb04~h9?&^GMWDa+nr)437&9h#OvgD4
zl_Plo^rdGfS{)*ulN%^DUng9uWPHBJ!egGKD6M$Yb|6G$Lg9?o9Z`z4(3sa6*{+k2
z_uYrMGXpHe6ls<{rD?chB2-Ybr84XG`z*L=28qo_$gN)Q^ZeX}Fp7YwlVs<49n30&
zSAdh*#NAsDR?n-I@?4<<o=c0~^V=ZSN*w`AxEm?)8-&FX8!#Z+S~B?AeKi|L0_H56
zE1`@S$(}juS2mxZ;lc|Ug-E<n7~PKU0l&#G9EQn7l93{Bwr-zaKk!08Dj-Kmj)_JR
zj}kM;Fmxx13KXXtA?6kUK98&nw6_0kUB(a}kMdrISPempxLhiEK=@9M<f);CeW!z+
zrO4vdaFKXP%)t-I_g)#Tx0hco`tGQkzVvJNhf22EsZ8B`{L*Wl=L1VtJE*k_JAW!8
za!D0>(QS|Bm*G=9Q!BDHvmEd~)XShBz>Q|N_UHCE&OJfGuucRr(&)fse>oX1a;e3t
z3U?6~e(EYN!F)j+KB*E5>%o&F>E0}di!*>_wsbzMGI^$N!i)2FtP7?2Lp@?n`320K
zDMTDlrjNQ_j<lo8g}<Y#3Fw^=FAYRI4?ei2ZpVn9B!ir(PUlQ{L)Rmto^SVN=-e1v
zO*(Y}WPK+6&`&)HEx0A-R^Se6&B}8F^1Ff$*~~vP{E817^cI15!!Rb->62qq`ulEP
ztInpJ%M-%+yI~(0?O8@J>4u9~m?o5&6qL}r87+uGs>7U!Fv6j|ck7PEfeKVpt1mx*
z|9sb|tEPx$S(%EI<sf3E22QPAlT+78>|Zn9z>-}+r*3Hfb0DR^{V5+m3+0l@%>l+<
zn3FBK!63dAi!iKVOHaM>sE57O>_iI8$GlGH?CM<sR|>9e1!WKx(T9FqIUTzM9Vp+H
zCy)=<TmUNoBhq@Op_zn^Bp5~nZ#0ELL3z1QUsKUO{uqo+HvB0yg8m>IOLoi-d@zHz
zkzP=*Eq6Ws%;;iX3FZ~A7W@@tf?@r$+Hsi~Hh2?=5#uV3z?!MJ?mvHg<R?&D-C&Kn
zbv}26w=?9=cTdGcQa~n(*DG&nAHp&3R%R4vkb$@c0>&>_un9L}b`1d`j_<EL9LX#h
zgY|#s`zE4C^@zyxBOpc5K6nWhgWtdZfNYMn|HylRX)CbfwK%EWTZKs3k;8fM+M<i`
z+BFy{Haj7*zyi>{r|peE(NP2NTFzGmFV`dFSUJKKHj#$pjUn<h#6<M^9<bDZ3bhm*
zPd#7ZgDK1dg%lsG6OtM=3Dj+J-Ezro(4e!9z4S&N=Ho}de9bx!H=CWse(oPjDemi=
zK;@Wct-r<SjcAgQ8B>~Bwv7RtPCk2ppT(C$Bb^<SOTu5l{BsY23_<iy4nc;~Voj!E
z2DLGrkAHTp!8JSmmkL}3@n@!)=a6zFV7V07i{0*^cocCxvg}X@95@>0Pbz`LV^`$3
zw8uaLIC~d@OH)dap3*Bmk0+hfo5>HU10?{RVe^)&&*{xx9zv#D?~><8E#tV}mlsZf
z*UnfXNa-`{x=W837W<(-czMKV5M1N`&7#WmX&1pr`!=?B52jRf2ZvxY=?1ui`!r;Q
z9D(E#e_6@gFRrvM;p3+*n2=?DbpZ@I{8Pw#ujmhJ{Y`dV=l{SpYzV*;tG6oCZ^*O5
z^Je;+Ojg<HYvjVJ2N22`K9V_yx5;;(&|{IjyIs`}2P7-UmBW|qMzRZ`=-NQ2hx;g*
z=bWUT|Ed>X(IEHYy?p(6+t!B^2?2|yI>ShVb3F%uG@qg1Ch{|Z=UrX{h1t~UwXB5f
zepd}pgx!%yh&@Q~aD}y2m;4rCjMsu=Un{>Y8tzyuGX8RA8N<El{nO(;O}p?Ler@$p
zy*DdV${TwC4V!RQK*r&{0>I{WB}QN2SG^Cw>+JLwCcO@oaJneSNo^qCXA+iuye5N@
zW4{7DS_jE{aEHEntwfk^m7|oKlH^*4)0ZNISM2b6==hIu^jhT?`C6V0;MSJZk^XAC
z=32+x_C<Sob(XqTM~NOBFc3BKinfBg6y(lK0vm4a8}J$i$UDCoKqXm=1lu?x`7AY1
z>#!9u%N!p;1&-Hc2Th%I;f-JvYyIaLI3H^u0E2H62dN?quCM>*0+MR*!u;#=TKMEc
zax9#VWg$ExXe8&XoLN=Ej&C_i{5d#;)F9YNr$7iR;GvDmFT5pO)>p5?aH#B)?y8eF
zb~-*OdIGd2^H5s$r0l`{;jW%=RXHgz@3ar84b0_T;Hf=F#;BecxF*KH{quuUx}%U!
z&9qK@2%9!wk!$sfqI;6)-@kuR?R7VkpLq%6kz);AWGK;Bm9;*8?MauK-9f5?`oSZ(
z^Q~&d_S2<jlxC<~FJ67}u(v?JvUn{qT<YL`EISNF?|*u5ZRW}r2)1AHhr!*BnM9KO
zlBo(R7cPEu5L*=WYEv2&P)SK5eL7b5=^G6|RYwRJ9)0|h-kM8D%8nF^SWHbKnIgYa
z1TV!S{>*je#*xl9Q(Uc4)&<}sH&*V4N}J6qL2e`d+1V3*T6iISpUDrBsvJW?&_8|~
zpEc&S>wUrYXbW9!+7b2TK>dfl&mZCZbBvP1VQKBsYtt?|#*$}!j}|c_K<ciACo9E5
z=#dX@kk?(;^({Z39l7im>kx@eq+NFhiv|x;BF<KW3qsTP4RHCSs5h5X%J;@>8`&V#
z6znWjcm|U*u@F*Wk4ep<O5OwCm1wBIPCLCou+9($fV=UL?kR3?*{jD`z|7X?*Gu7a
z2}0Z#S|2Hd0kh_+J~n6C;@P-khWZt55<gY62m!^VR*fZnOcIWZ5w`XnE##N!^+eil
zI{)}PZg9OJwnTHZWtYsX@7?xBo=K~G$7NOD^o7WDau)CIH+{<s2Mlw;C3}6JG;S_B
zp#P*XB{TTqlFx29FB&_F^@cKZ;t-#sL#c(ylNQlnydrpSf2MX&np!h3^g>Lk-OH)U
z4QHsGZzv`}i15(!pfU2!U-aJf*eU2xtba0+?W`Lr(PP0lPHi}DX9|hD6~EMfWZ8OS
z$aqjl<8-M}ewm7X*%BOq7FJJO7;zLi?2Zv1-6ySbdzot~+azND>C?Cj=ZWqT7z<(4
zZNW<?WfI~g*5(B$+vO9DS%Noo-klj!M+LIQcsGO+Hw{b^{b04XeO+jfZ(Z*2wb|-J
zz(*i(@DwRgES#3PgfH6hN>2W(>`BV+yb<$_Fs6=q``h|^-UvaM9@zh2Mj+4XQ~{;p
z*AT~tzGGq`g8lW7lAV|D=kV%d8#vpTI-R2?8o%a?O8yh_PA2T$dU?JPK?gFkjzj0T
z@2xA;ajL`}PHsrf5Sr7`B%h*l>6iLb)nwoo@QRtv_OzIZf*9=JI!M-L_hS07=pW7E
z$;os{QHt%6Y=pizmW?`ZSlJ6{kHx|nRyAmtz$wCKk8MDYYSD3sscHGDfg%^Fqw{Ug
z;wNo;ymk3tjl`z-9w0Xk=fSz(WCTvr)R+9Iowa7d|9rtqo6;1fqyCu`>IpL(AMEsR
zEbCjO*NW_~()rARrzC{lLYs3XF-NEJ=%#3h{h-pDlJS5vC1OSGWr;<}bef8G;;%mS
zOnv3!8%?ZI3a@P-f@^3~f=|pg!fvav(S=O&dFw3>%!RM&eHH2kUm;kl=w0GjjMTb&
zQuQB<oEIT~62E<E?rh(tE&N%|{HEE8Ie-LjS(IeGdcQ<SH!YborsGJ8hvlTXMoJg5
zJhW3{ibcP}7*Ks=HhAUdR}!2X{ce#ZbOuv-NzJHL^B5gb@eJx{=`3M;@m*80%HiT8
zk%cb}!gMJi?RVFckO5P1{oIoq{t2(s3KpJzM7N!voJz{jiQ&T>%J)^!i@ZU*rwaN`
z&FRqQ{P}GrX{qK=<#S508N%mKzsSnjw6*J{!IhB$i!_BTPv^*TgX_0Fhb2!=--t!M
z=DDxOt}*tN37?Fx@ro|^!&pUPL45JAhPnlTN4PRo9u@I$B}q`W@phLyWV#7cv?Jnn
zw6h9zBYEdqC%e<b?93Gy1@czE8`O<>JoK^paj}-aciM}968+7b{YT|qv_}fs&Mnk&
zY*Z3S24Xs2dI+fRBxMkh^XSmF6F8%*i%lstJEx?Zs6%JqK)<DSz$vg$)!~|6C-2kr
zviiRLE4gyjM1?s^R98BR%ASu&qGDod<dY%lw-Z_QS`*4SC~pq)3@l6*f9YJBN3q^E
z4GGC7TWF5UhX?%8L>(MdOp(=<fl7OapfeJzRi_*9VjN^2j<*vWv(DVTZ*XDcCBNCT
zm_gRU8!ObC8PxlVuP<JBel9)qv{-UQam9u$HL=RwH>)U_&q41443cQ<&Z-+S=SZ7N
zFk&+>>38-9%#+w|WIyN7!@hbiI1kSDW!Q(e*cCC%Rf*LEq$iBYezD$9yiCe)UfwEQ
zVC%XD6FPH7dug?$kVrZnEjuGQlRldHs!#E%BKGHWI9Kd=fie#DQdPKnTV8>ag+fhS
z<aR_|XvUGjQ<c@9SLl<f93pe?j6@sHKk7Odqa}>K;wk4Zjr~a$gZVl&Wj8;mbMTbE
z>`cG&xQ*RF@Za=6NmNd8Lsp&1oLth@9P2ffCS#L}q-^|`Id;!$JhdzT?`o;SrKn$N
zv6zb}7JGU&j1`s#|5(h51ffnoIhEN*vbj(HKEgWbH5YWst&=N32HFj`e9s5R$PGXn
z6t}?@<!zkdbMBpsaQ-Lb_}T!JjJhiZJgB{9EKoe+2fl#j)an>X>F9>cvMu{?D8G5_
z){p>)t#PRP*rn>hbtDb@Yjs2zYcJ+DjC7|!2%vdxSnq{<^(VVe67I|e5V)16LcRC&
zCb-jYUPJoUl{M%^OONY;m(&dva(wjo7XVJ46=wl%o(=q!v?(Bk<nBT}k8|<!ss!Y!
z`B<xi>KBX(Kd}n^g4Yp`R1IEIFye+9*wSQ{HEe5t#TBSg*%gS-zB>30ovI&$wtylv
zx9iHd8v<+XgWyGL(gD!Tzh0B69$U(@?+vQUaO-eiT&=VnQ09yWEFRwr8`l8}AMv?o
zK<`@GHR?P9QV`XC$|h0#ZkH>+{8AHadCV>jj4u=5e@gP<szHFd4fO(kid^!q^$Cfc
zi?D>%zdnnpgV+qV9_U!84{*>qK0986lJbc}!`~cXCHrHfZCA@uiCx9QR8U%TY6<jP
znyrwg$GUS-W3o81)T2F==lpKpY)gpfZ%nBLpcZTe{ZQSvJM;LH{u(pcsf1wcw@5|5
zivyr%7%SJS0RqeUPQ(=xK8y0tohzmb@N+=`l?<oFzB2q!`*u_ERx!Vml{OgOH~`%z
z(2z}KuUYdLEYr((nV@fJ+Rb4G8i;kh0C5>_6`z_lXjSzbknES<ujj;BiFPy)U)|P$
z`wm5S5t7-V4V0Xe&n55H$3xqo;u-eZ2le+zA3J&dZ2Kio0n&Y$4d|z^yTU>!k?b^g
zT6%*KBn{X7Zz6HDb$yNp5-(jeg3ia~MkBe?rn3LJs1butFkf870(mb{U1TIvr&aGS
zqxtU_&6;-d522fgmmn#F_}ga%wcq)P&d~`qYp4`Ja3sG<Pm<Um3LHuvPu930Q(8e}
zgge<en|dNgKg&l;LyUcfY5?LW5jRhrwl{F4wK|_)o-BeQbBuVh&@b3d@oOd$jFh4k
zA8|g3in){cj4ic2DKjrC)kTh+TM}zm58dG6yb923#R%ZG!gUxJ$XfvQ$ynNDX`n?P
z+C1I3V5w5*%7%Lp$~tn_TQMaGn}<26sl_4Ut}XZcmEVXlTPiGg&u#cJ(hE|PN11AN
zd4S9Xsd)n0O5D}~1E2(SaE1r$9nW-qM3zqKeqZ0Ng&>3>z%<UlnHY!R%QLf2nX>zO
zUdUhgLKrWYx)lwXY_>CCEE>M)mR$t^a7W@m_k(@5{lz9?mTt{H+_`<ljRidM!Cx(0
zxRCBbT6*@t#Q^OCno7rzhceUeUz*t2r}oGP&gBJDqRujiUo|_n>s=H;HW8(U8xWY@
zA{}&|=TEp{a~vB(sxi)!ZsseY5h}>)mF=phKNTtF?M+&BGe)0UHjpEn9kHiGOYj<0
zeLV`Rqh;?M85ZOHpcwmY3ft7F8sFzL@;P$FWthL+hL-QaXC*YrLdFpeCmmf>hqfAV
z><WI(v{0esU2rGs)yUri^wo+e2{o@0w+U#U%dXR487B9lWF~FbGmbaa7ClTGMo3|(
zQjTRALKC&HNFTZQYHv^+ZDdTc+n1`_=LS}Ed~X%_{Ms*U?s~XO6R_rV6xSdpa>V(}
z=)(&+pD6AhW|T0**9|sbpZv%CIcWATde7kq^G2sbH?Vd?WXk2yLA>jhb^8n1fG$1W
zT^-4WL%>;RJ3WNIQ!GjeZdac4+pz?sV)JD57DR0c(8-J;cBC5bN+O!p_n<AE*Eiz1
zm)E}RqDjJq>0s9T6Mc-<lW&->csBN~CC;NUb02}oIkCEDACjj|RKz!)#sP~n_AN7_
z?Gzg2Luqra`Z}8#2OdF?%_D|P9b1^cMZ3Yqm1X0|)Y}6zRo!EE$P*>>!zFW5@oJD?
zg{c?xrr+KA*0k#p05>%&Y-9u@dk$Ad=D)T~SRbueg~jh6I6%?KN@@Kng^_93ye$6@
zHT;li`H>STEgQ6|pHHSUHD5S)`KgZt(}C#S)L(mJ??plfX6$0)i(ccamp^m^cF1VE
z+M)yXll}UT+34`Y9JXg(ZVn`o0nB>)E+#o4-P8)=SgHZ*ho~Ka_mq`u0Kf>_-PQ+P
z@6G(FtmTjBbH8c6&v`L=ANQK(325kv=p|m#IQ;zi7c>;H6$j@wyg}F%=VYkTCdM}6
z)qc-QC~_0-4E!U0jj>D6BqX8_v{)=r3+Ez?5BU3A0nd00u+bBSHrJN`4vPs6k?qya
zJw4W+wAk82{R?MvC7Qa(r^0|1nE+1huCS(D<G`=N;igPUl2zWTQB^($U3PP~&R>Y#
zeV1wXUDtf%DkC}{G3XXyB?)PgS3|~8PVX8z*b^NsJEBX`y%kSbD%IX$XPcwd__<}a
zh%ppss-l&+MGi14)$U}#%1onN0oWPo<&C(~kg6`9YYI7=_pAL9MSd`M5>#V#b=&~#
zS(Q00l2qO}Dl}HL*F_~X3Uj{CUNn1nW_4Zn>%Ba;0WwJd7VTd@2oYSAs(EAj**2J`
zS~4gqJi2`DXDH&<hzl)g1QVSnPR_6&t)BAGjQA^2E^bGWYEYZBh6+N35cpbYzLk^a
z+$*Ve%%Q$=7D+NMg)u?Sv|75yyq3|;*s&?^CmW7~YV0|gEp!QARne(45jP#Lvo_dy
zCaH-nN-y3k4@wOer(~CFi<a$RY6<)t8+zX^H1KHa(Q!Z)xjF%7h)1NV(d+6X5@Yig
z<E~as40>&FK(?&xRkZMAs*+KB2Mz_uRDhFqqYu7b^f>`U*W@|Ge5YU~q(-1>@q>(}
zmwjyNtXEvnN5~{3!*S<tCVX|4f7?nNwnt<7=E*HIElVP5*zRkpgVL+6d)(G42mkKx
zl$Zc6VhO66caDg{yY%V}pPuy<-K6t6pUoTJ5Vrs&Rxjt{dq;F-lr>eb<G_xfg~lsk
z()_kZo3LgqT$G}3K0yWtzO68bOV-Ndb>3Y_ICGiwPjq>1x=Ydf8&zkCLQ=>?fkjx{
z-(4X<%B<F1Vsc#zVfnyB@6loWqPp7p9EyylU4ola>>=FjBDhIFFO311z3vWXkaYLn
z_$uAqJKFf0VCa0yoK5S<Q7J}3W0otGX>_twTIg@Wf`ZtcUS^)m6Wcj0T(2u)Ty}b(
zG?KU~tB{saY(|nh)fX?X+O!{xf0b1ovE2;baf8uHySrEt@9gbh(srjvspKbt>q!t`
zSbtpTn)vLP1sA5;Aa{M5EI{rm$*#QY!;>*y^QcF&`6b2v^b!W*@3;oUa&C)L#W#zQ
z)1Cqp)oPGyj`u}!G|$midiB=Qbc_Z)`8f`TF%Gp<=$_(-b?p>1d%nHNLTPHW7>jhY
zjw5wLQqs(oBr7JxIJT}u3shm_oscXO3De8cUUW+AO-DrPkY$KoVc{<>-4tfQY+g*v
z^FBV>J<%Ej!{1TyQUSfPZY1CuBMO<-V)Ww@{Cey(QBxK|cHLp_|ED(!yfYWeqVG@k
za7*-zGdm%UU&D6Gj+7;HhNV+p$~aKqiWpN1?3VZ<zYCFmK~;_G)`aBOibs}KT<(|z
zIw`*(Qq8P+0T3bQmOiyr(jTfv_O1xI;l2>%$Y*@YjS=*_38+#R5Pxy`VPlz2Y0Z@L
zN^N~WheRw}bm{O|ZwF*eeNn!2=6LVuuZf-PQE@Ey{D6VqlY5BwNjk)9sAbwjiID5$
z9Rl8_X3?4z!uHxiJApC%cMNsX9R8NVrHd$=q`ELRK0}U!xSa&MuM<!ZQii1&lPrTa
zP+jAI!t+N`^X$5GXkuoUI{=o5G5p$8U#UD{=l$eZcEl3wP+)8ImLUD-;q~x3?Q!v#
zqnDOK*+LvMe+bZPvo-WLEj~LaVdq-|xW?XU8v*{-rH8AwHx>WhrchO8$??N>YL0jM
zR!N269)jWw*;IIo=Z>da5~iyJh#lX^u99Tf-we0Qon#MEqur^lXa^Hq*)kC?j(LZg
z)}mKEm(bX1E{&tz-keWS-0R6ai7p8qbtV4{H-j2k72gY;u2wW~q(=#)Q+o_E=mqUu
z1OG#H`KN&BMZ6Y?BvqTf$%i>Tlj3Jk2zNe_WS{~+wTDBzj#G7~^7-i;mDtPlG1AKy
z`Ni=hnu1^5q4+Y=&d2zhhAZl??fD-LBW8i|CNT;Gd`)s3P^L2?3?xBCDY?r`lmsD8
z0B>a*FpJ3G&MVvKrPxa31A)s?k*b~@q#IzM!?o#xGDEm5($TG#5}yz(o{u~7scW;|
zs0hmNSeg!}crz}oO0VIqs8A?(?+%~Hn@dWbZL@T^h$rXx`53F{0}Etd42J7XSN(XS
zXJ5zIYY(wR0bachRgMxP%c=+NSWNO77Un0T@6QITO4|+T=2sMnJWb-G%Ett~@wF!L
zyDD1=7AIPP6m*d>`akQzA?35x*!NLZ{#t4iv$scTLl~Lwc40oCrQqA(&Plh$krL7j
ze9yjUw0-w@7=@<z0*Sd7m&smZdcPjM9(<$j%zXZt#GTBv@DuKtnToG?w2gW)c{_e>
zpfW3tVGxoaI(E|h{y=6cAM8oRm%)}7PDlFE(fh3YPQEvrPWCH;duiAGj#Wt{EBzTk
zLs1~@kaJ_EjslAB4j|TI&&V4(Q`hq|YySNq{{h%Y=rpOKBFfGm7fN}Go5c4a=hYCS
zFu=H|#0c9cIqr!4A*G3zJyQohAH13z13zX~$?-Mxtwuiw>%S*z6ifJ`E;>QwiUCrW
z4UJ7B^N$C^m#!67e_y+F%b9um)`RFR)(^@2mGe=}`5Q=iZ!Z%WbImUEgK`Vv6r%Ag
zQ)arZ<4VzWyIJ|e_^&FN&FwU360p}bCeA5CazQ|*W#+-q8G4E!dOCBTnc^#K9hzsl
zNTF9^JJZ;=VfV!W69|q-;h{g}CJ6b)`<TXOuSI^3qEXhD&X_>_h}zqqw9`jQM<xGE
zGSn$~{2EDuL*gP>*__N|^MA0}<0;beq6W%dOsZJVRX9FKvn3x5>ZZJ;$J?C*Q}gVr
zGCOGq?Xed)d*w?$?{1|^SturS#DX|YZ-iiAYXUe$+-y?n@j~odC|1+cVpGLLi><~7
z&qN|u|NMV^y>(PoYuh(!fRqw~Akv_O5)#6qr5hwnLXegaSfrFlcS=Y~V<06R(kZFZ
zA>B(_`drifJny^5_nmY8+KxS_wdP#&zOG-YHnZ~-1*n|{E_*Ik!hvbyjlODeMA$2V
z%JG}s;GlDeB~aay2`%<bw;0TK)bRoWA15|2fD2{<<L<p6saB?(%sTXL!Yzuh0u*yE
zQK0mU2E&c${A4NVdlX(95U<Y%=)a!P$TJPe{p61`K72`>-<bII@4dWvaG_g&Ki_ke
zJuM7r=lVLS@o>rdTAM$|ia+-rY|t0&dFpA=Bqd|$H%9nBkTU>@p_LxdSQdRFMUByH
z?{@EYoO-<I+O9uY_>Nvt%q}t&spdAwC};I<zt;-Mj|tGsO!9``dOFv?JaBn$k$Dh<
zUQ)9S8I-mO>wf`@Q_ViWI_E~k5m4l+x4aBt<_(q_!+38d^{{9MYwCl4VzvH0c4E$m
zsAvCywWS93c%A{%@V{maP-Ru`Z!NfjO(@$5)J?8XcA)I$*~Z|HrDqCh_<?AIRfWhY
zkK>o0;YbQxc?0cJh?E?mTwZ>zJ$TPCinyl6VHw=jTd#%>oluD~5IZlXY7ju9Nf6S2
zcR`CVhsazf06$p$>y*L(Ppq2Mc;^^=c5S22f;m=SuuTF5VBNU~F9`|t-$Hs84y#}Z
zZbI0($V0??vx^YE6RrSs)*!ko<N#SMMDP+9z;RLs!R90_2!Od926&9$dM<NUFd$Ye
z+u?y^FiaDv+BUrQd8;o!9>}cAxQt<DreRqbNmE8tM((N|4v5zcBDqT@@4we-kLAT3
z^s8w5hP=%Z!T|aV9KzDd6b?{HWt#(J34N0GOk0J-ef^FVBo3M~F0S-$zKh9-El>*&
z))9di2BAZD0VruIM$T;+50E1POT1PG<WM1x7*J&xsKD4ohV#!oPM~vmOj6-sW99S-
zUXcszaeI0Y9X9$P#u)Ly!QMIl<KyFjzq!;D6&EI}EG*$EK5=JI$8avvqL(PYX7|Zw
zz`RSteME6~NSyX_iB3uZ!*WJ4iXkO~Pg}fX15%}C9l-pf<<yil(BCI<8zG2Y+z1;*
zH6u7*0y-jK<`0k5Z;7z5i&_JL`vO{Mc0pZJ=G9GbE_r_2pcD|5(u76E4otVhOg#)=
zD|7fgtvk*WS_soQfk=~Bk=X8PM10i|HLwSQu}$bv((fFEYkp6(49s81Oja;+!QI=!
z=66C}mFsOn(_3m`@IYeeUKm+ifnk)T#p$3Pxb%;fHiQT46`$Y|J;Z>Jeh0#K6%f<i
zmsXIgtnV!LG1*!j2pDSBF0<c1Rl1=Tg5&lObl@*QUbHJXjyi;|%GRx0>acq6Az4#}
zq5MF3K8acf#Lhph?}{PIyK6T@htC=-aSGW(ESw%x3am{c)%6x!%xEA&nDfIg#awh$
z27%w|9<p}{py!oeAX!ugPeD3$Vdf9OPI2W3H~woJ{#lw7Lvd&c7K8^+4K?qTS{^#Y
zaAF$`xP!ODU7OJ86wG&9$UuBcX)FWjEIi;DJn%=z_fc57NCy{TgZ&%A?CRwSD!blG
zmR|Pu=)WL*rTyGja+yJt>&T0N-zkwFI3C3wJkKxffId9ZwVCBTs08{AK3p2tWJFRy
zC1{s92r=M?qNNpdvm?i`roVJ7Q6A!st3yr2P#wiw(lg5_j*z++9Pu!EA)al74)uqr
zr=m=4grONVGr9h#3G*Xk`(w6>Njf+%z>q|=7&u*G>-=B>ipDYP<6tccbkelvch81e
z)IbYEr6%(aP3DP!d!_1uI+%3fcFS))CDD6()j3Fiv7<6>zp!n!=D)Pe(=wn6BxXhd
zO8%w(8M?QAb{i1}Imxl&MCVyYvi<NPy%;@|z<I5>;324qdsldVQGU^%Pr8s!NZ!@3
z-ZT4h2ovSmn0}p*6UCcZ$r5%Sp=Zt4x_Em+*a@OXQ2D+jKv~s&8W4TGzVJE2KHQ%A
za#0OYu-=L9bXwq1u7wrg7mgB)7n3ORL96r`gcxj{uf28eJ$}?A1Vp}OhcSQHy^5Hg
z$rqYSVF1Tosn`SHB^KrHTOPHJiw%g!C3jVF`WF!MAM-LTQxHr|sC74T-x>O78OcYG
zzBdRcR*6xNV?aNeef@wY;ut45gdKGuGLMO@Ab`S=>(t8-FN{sXipF8ehjLcynp3h&
zq+-e=A0ukjtT_BRowJ~>!~Ky^G6;7^T&^&Aeen$nh(&}#7bm0(bZW;|4@n*u&4EY8
z1i;ooNxVjF5xuU=gG6DP9<Bbl8Spo{pnYBgpy)qAl}MS$tN3*O$!Qo8{2fXqKzK~k
zeQ)T|((*jLU7_)@L*UHoN!wfdUjv&kvrqeJ-r@H>M1Q$|W<he0NRy_`kmrbFSpcOr
zx220KM_uQw-rHAVu89GzAMeOrXD!)6v}p}jrp~cD%wUG=;9a>D^=Woy!THg7cut3n
zKL{M)_l1UmCvpW^bGT7+sO_46WA}&=s2|j7R7FS}cNtrneB=GXXEKS`e28~5nHg6_
z^C%G+c!AxetGB;qFCaSZOT2Xe&%Z@laAHGwN}vDe$iCnVIs?E#(M5_?Kf%1q>v`gq
z_#jO^LpB>)8Fohy%L)X&>F5U$i6iYuNKMcZSb@xer9Zav#lK=Hh&am7fIN)Y6K2}s
zzdl4@cm5h|Hq;-ht0H?y(G=n%MufPShY<XisPW2EyTr^u70}Twh(8=AQ}TWF-Pvc)
z6KPWFNfA{+FozEOl+?|L{%}50k<>q)^b{q+YvI(IFW{sp#4%S}M1y9&__#Z35zjk@
z1BqHO=Y*xi!Z_X{$z?ua9w>ludTb+}%*THPzp%lXBW=gvt9g;QiJQR4F^nkrMjbY1
z+f87#_A>r8hS+<)vt-JRKv|VCD49N1|NQW<r&KhLA52ki3UOyO#QLeCu0@ncWDZHk
z-T(CD$Il)RSy_Y$Ewd&*^XBtKJg@p4Dma6zm&V}kn}<h*0N7E#>_|P8{v3HZT#F0r
zreSQMe`~h)K?}nX%R}F}D0py#rwriVM=o|V>hKz@@ToLR`Uur~A1-krG(m{)qGt<<
z29;k{L;Hn(T<)-_Cjn$dh*fXqqI*njhbYqIt@(8wdfNgg8Kgi%7^I>-0KTk48lL8@
zbkoJbqp%oNgS;Zp9zbqDI>eHXUA;f1^KvO`w?aW%akQ#7$c>3AS=dQ6Gtt<sC)Uz|
z)h<8<H^z74I&McO?c5}yAlSX%PqAMCnFAkb{FN(Q{Us8vQuTGhwq2<*+B6yQ*dsVu
z?k0!*AvnLyHt|Yn9O>DdDg<VDk6&%;f+EJ_3BM_|;VQz#U<4o(Y5+iWS3>io0-6Fm
zkg;1k$aBs<?-X*D)BjijH6m7ZGn5J#C0zp+`mLi+e32MLFLZ9v&Yqhs(p+kr+OFY_
zyjpt|O<tA!zOM*#<79-xwvg50x;xBgBV@UGt7STK{$llyY+;ES-s5Vy+Jcu7R}{UT
zxR5cirI5cvEHFkloR&H;xwO}I!68I!>iEhrF-}FuU}gu?eb&75OM5!OyEzyPT;E+?
z9Gdz5)@FECU)r0aOa-N<@ZR0SfrY-)?|9}|OX1t2Zi}w}<{S{~Ogz%jNOecKw6VaT
z@gq}A03G@2qmN(ljNk+Le)^e@FB7@*<9MTu-0P?!BmCeB_WWP*0p5|s>M(GM|IC|)
zp{Xdi6;eXK+*FQ{XI6P@lq_Tb^W{$xS3^nn`%QSeXB~6Uw;LV*_klnxNp?X7aVV(I
z*PCO%PG<>d*nk1?EvUSBei7flmYn9(MwWhd8Vg(c90>@~zd!tUhg`ZP;sx;`Hhz0U
zDK;K)!Drj`TOUo&!CRn&@`>QQA5ioaPEM&hslA9@3V9Nl=ll%P8)>yS|E<NR!nqRk
z*FPaGHVm6lXwg@4A~-TXJ77Joa{Q!1fCkz4P#vNlFagf!R<;Hn2^Y+E+;H>pBQ>XX
zx*)_UhFZ*9TR<5VNA~JNQAV~TcEW@t8O8F4|HWP<aSLtJeq2S~_F0Z=gP>EbuAh7k
zU9Hx&`zAliS$V<SJApLO?c$~*y^D~)kPT22Hdi7vIllWp|LA{=9nuqEItfF}4Bw#o
z7Rgl2y+&btfjTW4ZcwPcQTZ$Q1<tQsD_>_AaY<y)h^%}pR)(=As48C4avRc9{`W>;
zXljuVRNH_3@Av0_UqDvUX0z^@e|`18zO3zv;Qv=QqUisx2SpJZhsHjF?O}e>aapG3
z+m0tc5$C>DFw(DOX^B`vc83N3uuCiGgWVmkqKg7Sho&K@U8Q5xUAq0d_@e82@Cn5Y
zQWmO3Z?{73@YD2J#!+_n@BT_oqK2M=y5YLa_~LQ&?o1swvn1+rPyaKUNVngG!6XJ@
zEJC2h0x8+dhFJ|cKoB+Z-^&XUMVtE0Erg3h2$aJ?c>lCOe2Bc4u~x9WaYL}od*qNp
z0(c4Z_~E@t&zyEzRTR6bL^+B$D9|ukzlGhJ!pZjEw=VLgvOYk>I7msMd0)D(AY7F$
zgc^kPrAz$u$S{`csWoyH!MP}n9y0JxfJa&e{hSN@z^;5a2#}2eQwJ<9610mrp0!JX
zYEFRNV-QhD3(4Rybckgcuq?E^8hK~m_^4y(1h%fX@RT3qv-sK7l`39W9t;*Bs!KtV
zk6x-bg-uJ5)G0b@HTQ=s%i%Jd&|Q1+_b+a0QT3hXd=(G}TT?tpl9(B9A!#*;w?sDN
z>sfO+ju3O+9cWSEV@a}koxpGPL@#j)v9hQ>gtxcq_!Oad;MPPHBT1*M_feAWe}4Hp
zk~jgO^lni7IalPTXnzeuJas$$KITaRflQ|jk)9YCsJb@eebyAvbn3Z3N3qpR@iZQR
zGhlig3p+;O7KZ?&-053O0QD^;G2<_u_>uS;x(X))Qv7a9`KIK0Z_@dN`7jJV+rj^N
z;siKHFlkZFy#J7|h?0OU*wPz&0r5(3Mr=BDgGhLx3)poNn&{1D=(c)m^O|v4v)6|;
zOdAOyguLb~uvExxKKR>^$yW^NxI?*W9!Mc!>rc3I{?hk=Mib4$)hU_*qu2jJfylq8
zs1!pV`aP=isBwY#gw+M4EEL`(k>AybiJuR8t2}DqtlE4+oAgN^m~GXHTP5&g`IA$T
zpVXfNB3mlyAUFZzwA}xXAN?!?vHS<Xrrv>M?*_6e{WaaY93^9ZA?^*Z>vSu*1pM9x
zSI2M<<X&rb=Us<=&-C<?qIaVcHD`%<-fo!4ro1M^N@&7ng_LC_dY#8X9;}(wgNS7Y
z8AXtaN`6?IG$ArU`za!IJWg>fKb(tt?Vn2{-PNFA3A}O1oMmsC*AiSR%itkYhPqxq
zsRl(R(?|6TzhPJ>z9B(e`Jhom;tsRAm_QY#frfozG{z5R?=Pwr(iDl@hO$rQ?s9_S
z?+J`dREOFfg`mn9<!8M4Sjb#5fZY-N;t7yYf!bit^kD2Ch8?mCra=ucx!MkYOKPYT
zGyws~m$h=JR7wCOtX}qcJ;Meply@pN;jl^s-}Lax14!pZKFl2sV41e0f`)45Qn5Mz
zTszf?8E{&Q+I#}56Z1(6y4<y#iJhYfl%&R*9@AY4G{g-4V)l>%G{R?KaJ{nu;)1^+
zQ6<H&Qx9*-f>&hmZ2pfTW2Is!|9G4e0|4vrLe2>i!_Yg4WO`(Ko}QGd^_Q^{7z=^T
zopDDg|0UO`BmHzQ(m6WUGD(DN!mgj`-J`%KBIdS0ZK|*V8WZtDrxZN*u`d=6wZoK`
zncrW8$9`D_q=<Zj6iDNhR702??!dBMwGS2?m754UF-nw2WOR9$4r+fMLqUeDJI6z$
zuI0}vqm&;vOwHP|Efo+=qn+GfIua36nx}7RdIaOG=<16|*X;!m({{n{pb%u{zMxKr
zRNhPpp6p6|#@c|}oTZ!Lj(*HV?Dm?crGe7z&H?MDT{*M`XFcFz#_artcY9bU1Jk>k
z$&lT}`QwGq0q;X7yWe<@P|L5*6BevVo=T^{n00c=11^9NFNB^9z%FayO}|%S@V+f+
z@iC(t4{aYNl5YFVX80!wKAwCU-&-&4z3nohB5;|03qS)uw9b}nmV)9rF_KBnL}a}l
z<T|nC9x=4Gy=8)NLXr=SB<&_!RmI^@B|Q*p3!9}~q&4ba8UjC2Jg6&%97FpR+Ka@I
z+Dl0Ac`|x=fA*=phh1u56wC4{06W|eDqnU`2B)!?`z?xOL~J{<I|grw6&0^vKV2l(
z_Av<j&5?`RJK6f!G$BmzDE0)C<`LbhUYCTkl*X#<TWN5f!11g@&^M{=IzTUbGaC`r
z3{qdULYmMRRtFi@tHScVTc(m=7+ihP#~|@1_00(>AOAf<C&B~P_nc7*`A=Ce-Q-|%
zs1*b^s@2HQZQ-*Oj=u#f)*3Wg-pwe8_BgB6q?=ND=V@#7`A3Q{|30w=t?Q^0<p}?B
zN_!F_JaTK{pl}z&KVVwmr8PRpkNM`RI&@g{!5a#&Mo&Efa+6sWwd|S|8fxu!%vtZt
zf$lcHFF6_Vv2jo$HN1zn%_zk3qbi+_5pDMgv8?}gJuQZIT*lwj_Cdld`|d(r*7nCg
z>Z{c3YO<C)D~3eWd+YKv(<7fL{ic<!VI2H^*0a?lh*8&_jJY`Br&=XiC~x9cRHwJz
zjLUd6US+_3GCXBU+8m%-%CZNIRuy&K<wN31IF!aPx788Hvk9d7|Mk0B1st!pEd1Mz
zRJc>6+<nOcNz&)oaGFris6Pr97T>3d-E*2xaW0#mC?Ub2QUyWFpOS_8=~pLrj629I
zqIqzpJ0K8&x9j0COt4;c&CGPdjvr}e#zZJeH4yHCc_eqQbUMarm5zrp4O4ilkjeSN
zG6T&tH5X4I*Xy>QvfVq$tZ^F;{yyjfczjtpE`lH8!o;=RaxjB3_0-HpDP3MrO%W0N
zO}*z17+KNH9(a{8<t+%3G}nL>Jb!MiYiEaCQ`=PJ<gNm$o%B>q3?huyKu2Q={d!1T
z5b)uCC$;d{*ri=R9TSc&5~2lz&S!YCyxaSQ0-<F!pi3+(LWh8a)&LqIJK>!HE=U=V
z(JCj5^k`4A@F4g;R2MODcpkOcAy(Ci2ijIw9{Y7C3y*I4Z6J6otY?b*?CMB$E0V^d
z2ZAWg*bg9G(<=qdPKPj<yEG=wS8O8@c1=!h-Lk3%V4HdOpWZ@;>v3?6Ja-8}RNgj8
zpM&@Zkm5ow^y^u++!PI4kW9RU5h8^B;Uk)-FjVWo4lCseINsd7<D?H0o!K-;m0YVs
zM$szOz&J47ayd8Rk1_j<1k`?j7rN+9>+$DT3G&zjU6uDB;2^yVf*?h!0b`86SPvxE
zEg;Q?zsq2HOW1=b`^^98F662^g6_h($H>Ut%Y)X+y;n~q4rvqaFk`LX0n~JR52;*p
zUoY_R6`RArhvDhe4w2AeTGI>2$ESRBdj7)2f=OOIx%PWJ9u+W+#MQtN;w#n)aDY+j
zor@k%ArcM9fjV#*D6?T~r#!QP^?H(U$u%1ZXxlais8q5iW7VMiAXEr?&3oD^(F^M0
z?SFO<<L@=WlQqCmCqNob;v8PEK{rY^-r)qFKUt&ke4PrOcauFrE9_jFNA9PP8HQg1
z^;NU*Ac-jQ*aHjjhqBkdJ5M0U$?7R#<%OQpHm2~*m>ig)T>(O3-E{Sw?6{wEn;$7F
zU^9LWn59=8R1OwVqBY(KKkn8XHu0!9hO1u<^ET&pWuDO{0BaYIt>6VAq=DRWrxp@9
z61aP*C=x=;YwJY;D?esjxR<kj2se{R3FqtIgItbs@zn#_Fn>H>EWhS(eUuom*ElB-
zph=(jd7Qvc#EKmjXLf@(&TEazsLZFPu6$DYEg##a&cxhU1#}WBjqD_K{(U0V5vGS3
z75FEw6Ru<o{V@15*DOvH_07$HMSDAg9?W^s<(!p~wk&NP7gxj$91VqLKG$)znr~$?
zCOc+vrJFX&Kcw?*x6Iy&ey++gzK8GWay2?4`1bg3#4s?~OADYht_acS9ta*39`{t#
zHfA=o8+<Q>d55BJe0cYt#|W%{Jr+X+?~a8rq<Llt^cMGW8_5>W$;w&OG}v;;YdN(4
zwVysBxJ-Lg3auZJb;3}$an3=@wu65MfvfytD<GvVax2p|j3Qx#!o%)MB-)*&!|^{n
ze)>m-4`mnYJM&x<1mSFA>M`CNOFpbSJ?8qIl&0XXyrCw~{VQ(GNVziX-d_@B4@?R$
z-G3`4ZH6LL#pxvQZ259B9#R-0p}JMLO?TpRkqbi_TqZ%vwG?v&I+x!%Q%*pDPBkER
z!!T0$0XKtjfoGuev&eXFiUrFGaARH`grbRH0eBp~=uQ&c6%(Q0I{iKfnr#Z9C9m_?
z(c8+`r_7M{1{Wlc#|fq?7ws1{4vU$UlY%`Qj79pQND(3uTx~q{^wb9l0HAUXg%jfj
zGhKX%zTG}_UzQ9`xiBlo>w9*(H>5Br`=L4L2+$`A*U1^<v7XuDEqp>O4J$*18OiZ&
ze(-!6u$ZXczd&$FIp+6R+l`%9A@pU<zi{7t+v1hj0_W*yrDI*Q`RlrUqEqQ^c+G2o
z!0F*proCY7flkxX8oJ=!?u1ahQosY4wa8K72Mu0l{ri9nZ2s#`O6Lv^OR)KI|KW`k
z0|)~sh%OZo=m{SS17GWIVOroL<{x7(mQ0g^y~%mnr{8JcmU}1ySYaX3Z0J=hd)$wM
z0po<Uwi=j#e)^(0GrE*t&rjpZxI%zkvuXjD($-2p<<Tws)uFpVwY2^Tj0G%mtjqbZ
zSN@dnDb2uW`g_Qw!aC`@Z0FPsF*-{~DhpzzGA9z#d`MljTBP&@#xyzB^_6a6h(pxm
z44J`|60Q`xd$<n3Mj!@J@G{n!_EU<^b_;@2>JzQx{G%~DRZ<kK&r)h`Gy0&?ViNu%
zkk=#aTpD&Se-fF9OIJ&fQw~D|`M`nbN52W5LHS^ySO@yzHNLhEk>GD_W3ab8Y0_(>
zI5D-`TY)ILA5<cwl|}HU2BIUjkf!liSI9*C=@PWn>(zZhvd51@3u#i>6+<wewL=kJ
z!^?ydfW0b?u_#UqIQXQ8+K^{)jBnAu=%$_d%8$qR{0ON6UUOncO759Ul7{%##m0m+
z$56qvhFubah6I{V7x`N5C4HI#sjnhC^}A7UNWERuUNl*CG$l|!1*DPSjXO0%p_Q51
zy4QG%<fYwO?W@zSBb<sUj+5?Apa+@8FnRc=={N)pu*CRV7`Q^IV2FxapA5w?_5r<I
zE^38+l-u97AM>X@{;fzDfWG0B!jcTPkP>=_+!_#XTPAPnd}nj-)%D)<r@!hwCV1%@
zUjaXkLl8~)TJchL;)oORdh~NkJa2x-y{Q_;j=VR9ATOpA{F1$b>+9~Fa(6vaeAa)V
zNzAc(o;?I4yZjs4MqZ`A+?;5{SjuQHeka(Dr+;2W*TYf$;*ht<4)%Fw@~OgGuMgrT
zPtrUY_Cn|ujYlZlzdcGJtkx7x4*f)f?eNRqwMbK6OLSo~g>*jmu4kHcq2`}3Q~7)+
zLh+D0>*JKVilQ2X%gH={1Ox!i;4dH?+gq;*@-#=!UOkpS%pwTOTz@H{O5aXsy_jV*
z=1i&OWPmXP#Yus~On&Fp6rC3kj1xFMuYj|Sk3PR>JIGazqxx0K@1g=KEJLl4KWlCo
z_l@~6ApgE%#utAjzj7fL_{kfVMvB52)?bw@%jk?0?*4V$gSkyo`j|f7Dc;^}AUkx8
zrG$g0>#F2qms5!cNgmBDO$vO29&zmz>Q?@r8YkIO>uRDABR1)vzF{=oNI<1b4=<+K
z_0G$1&pvLCQKWyMEs=@rU_@NJJ^OZ&n;F5fZ|T=Ox&)<K9L%GTt@W~P_au8t3y1^h
zyF@)6afAA)Qjp~qt-_%J)4hd|oa&r%r{`gScnJI!f(P;N(EmJ$P5%2JX8)_vA^6#y
z=iUB;^{D#_J1#cxNo2u?CxLhMA|UpT#5Y;YR#?&&i55|Pz=B2$INb(}Oq6=r8Pu-v
z)HYm^>d_|Z#>VxX93#l6{Z2Sxj1#5j$m`H;Q}Da~uf+*#?F>4amby)=S2YJ%8D?_B
zN5ran)XyU8Rj_!6gEiHNk(F;+kG<`{K;xUrNx{s`=a-jYDj;wVqo)kZaO0dNClyk!
z>Thry&T8P$u_;KSxIXxGR%x?A7UKNuTu$s+Qjd?%nldqCUVq(h7hFgNHBcnaw@hfV
zt9V6dORBHj;ST({c_*`bvrO{cT5qGc6=Atx$gQDx{54bwW86=u%<R8I`Uj3VQi28c
z_&EsKt3S67&(sIA)YP0~f~Y8X(D`~0EYr1p3?{tFmoi;2Q)?>uCUDZ|QG`Lm(D<!M
z@aM?iWtY6+ePTBW%jme*;N6AFHj5G&ySf&MuXGIDxGns3mdt}((R&8L3n6!ol5P8C
z*cJ6e<OXF_^mA5l=aR^y-qHP<YTiSsV+oEH#uI<}svvG)JK*`*E%HcNVwXUj_EEe|
zFeN)N)|*5bhMYm2?OdaPXP12^3tu${)Au|0;71!Dq>eU+qb+*>kls0&DVfhdo$@B~
z6C)s?tB}64!^QJ%1^n`(z36eqJAEZdXf2*?ib1g<X7z*U9*I8DqwYC&zN{#KvKrd%
z=S<y;zd0Sf5-rW$3Axu6T^rH)OfduA5`=*v0^NcHEMJVwoc2UjjU*fz8MC#kmG6}L
z)VoFw+-gsJex&-z+7jQc*MVSHLiN*<kfd!v;B_;Ge#|NjSs-(?@AEyeSL4L9f3Vx~
zw1=7k={rvDa@wYMVyAEV38JtCmAOleHG1|-wgv)62!`tNkA^T3-F+ucXI59}6ZSd@
z)bB*}SsK_5>%uXC8JiN`7V$JqGG@9AS?LQ&y|v!a_p&i&>V{@wmMQjWq25U<G}SB{
zVvX)YW-&x^xyman)^e<Sss*3`VqEyMX1cI=O=}Q!DqB<5yg?YvnYSvM^m**hHIws3
z{TLoWf%j_xziH>EV)7fww%!AOPH@a|+#=&K<DTp^<%W`USR1)xdx<)!@#_-XuxcfQ
z3^G{>rg(*ts$;a8Z;Vo-c5V~{d+B4PT6IHsW7e>`?PqPkOidLrM*1Ht%km;(dyr6k
zn;R!Lg*l<P$-MO1W^!S(p=s7)Gd=fIKWZMH)n!%D4M`$Awm#EY{FeP#{)|p~oB3)U
z-qA8c4H4c7CY~ihke{f7Mag_FgW1X1%OTnq<z)nx!%icAi{4B*EqiWH>6qETY=8`U
zPLdB4@8m6$heXpn3h;=zxvVABLvp>*HYPkUMTg1Bx1Q5}fxU5Br<b#a6(0tW&aE8b
z{jR1IG;PQeR&3_qV@)=8W;S)o14QU%88U-+OlCY>_@0@51>4r`q?YaGA=ACC5P_L>
zUbt?2M}8$fn2Ai4QsVZ5as^f90JN=7kmA}>|E2zxcG9sEdokrR{u0Rx10?vO65F_S
zq-4TU-sBl$(iZoGw8U4x6QNJ+Bg3v%H6~3j7ISvUN1Oyc5vc=kd~GuD-jo;%SIS{4
zO+S_qoI!e*iiN>;Rw_loqEDWzDR}KL!``pmRg4iT3&V;1$FKOI?>1Ik*Ve%gzkSG{
zE0<d!A9**%n^l+O&dI<!=iCMLuGjiG4l(Op-%0QjnJzlURc$@`8hp;5q`MK1Rnb!n
zghB5H=@tEixdfkwK25RN3@sA1`@x2q$?V_r{aEZ4DmW}8N#e_RF)rnj>1aWWHnp^@
zeCx0nl^iPy@X_-Q;gfk+7OK*;ay(3<(qbx?goO254>PQ9aJ?1s|4graXWaLBT{r!-
zHJS9V?Vz&b_1~j()pQF%Pt|;DSoSp+v9q+p-Y>X~>@RV49kjX`316&hWQ=5qww)|=
zruDB`N%|Ajs<|9rH$%K2#v(j$K-1uzUOV4Na#K5zMO7z8CVd6_O%^*!@`iAWV1U?C
zsuVstdppO7ph$Gu**}o9jGO+4+cTkK&S<pem*mmygrrSQR$o2Hj;XQy`m3vk2y0lU
zLP&Ch5W`5N-jgtuIx0=!J8XyYtjZm!o_RwyOc<SGbexdHh+5xZq&Q>@+gq2cCjEzX
zDCE935x~>@`&Xk1u+Xau6E&`hBuujL;AHDYShU@zCq0w5?!S-u^9|&ASDZhcqGNaw
z!sF*0+tb?W1e9%hf*?A331W)UEyG}8>_glZ)Cf0)V1Iy@@Ko4<<uU=lT^x_Wa$7@9
z2>CqR2i$66stTb8;K%;(SO-F4aR=d^LCI6_v2zbLv>{I<3-yU=S_(+IJP-FlF4?iH
z2gClC<G2G|(EPQ>0v_t;0s5<lf3fc#=nvPJDh43J3n5M-_sk$gYN}Wj2ICWLpu`3M
zuq0)%jp_NZfdF2xuw1d&2a(ttv$FpfpPFL$HusOhkfQXzu=Po@s_;7uY$-LpTQ7H4
z6EqWmRT1ZfP=LezG;cy4K<G_n>zv$uYtgW1_@y|(QB1L~lJt`6Z%nbU7-G<xhs~}~
z4!m-tlb*mbJbsG2Y!lE65FNoXZ5Jrivy+f+^bSdse%eys98B@zcd`XhOL?xv?UZ{H
z<?$jeMKvkHAVM&IQf6&+NbfM2qecfQU?G=A&OQKPI0(+(lpLr7F0JzE$(Nu-BxxfN
z3Gwh)@5}Iq*rDfBm`H(IqVu{x5$JmOP5b1eZr$`NB=LE-VipY`mLXz+h~|KpN)5Bo
z@=~Ix!r@}mzfF2QKz!OQ?m+iDkt<mg0<#r~BqYVDPNu*3%Pat2puBh{3=ZvukLUZ>
zQkP<X5UqJYAQp4Wlhqlcb@0O-a_!pX8(tV(gnLWT70W$zUCA^F#C7=yD15$0f{Pl4
zrFVliJt@yE1!4Y`vI<Ap2Ng5ugZ_+}6cq82p@K^dqJ8Rlv!{UPs8-iqFJp56=*8b(
zZwA^N+bfcWdS89pfv^O!z5yI+n^!a$2q&-we_K2fPS7Sewe8Li;nRI#I1-kn!zL!6
zuI#Q@yLvb#{JgT%?7dUD&JI2jP@WB&^X?X?)ySN~4u!40x@s#FZ)yIT9sXSAeYf>z
zuDYT3B$n54A>=tUGaq^g5*8aqxE?&;6kL3GAkWbDbH1It1=rH_RQPo<)wq-KrDcJx
zldMxg-KMKF{HY~y#B0~QQPnm&B#h=jitvz7+Y7rXiBby2FzsNb7c=s$0jxT|1-KQ(
z{z<67g#3`l(&Dpua>#6c_IWPF9rDCXK71+-YM!_>4O?IF8V({9m8~;Yb}T)M@iQnL
zgB1_T%v%H}b`)P*%6${(F|7s`0DJkMyfxTzEf{4vD_QeDpMBUrcx1uu*#$W;pO`Lj
zt%Ag(0tu<o_4x%Kd?&=nH!ZO4%a{85a^TEYgmpm@w$VT}yagpE&&Ijsq)6bKs1DAh
z5L)w~F6wpvf{Qvig;6%as*%5dWNnz<=O<T92st~_Ru@lWj|7bE>X1_&hvA&G=gc+|
z5x)2hfAUD6KYS!dk!VB5%eQnR5_5fZ$VbPgd*Py1*E^N4RKo$zmg)dRwoJ;E3BVPk
z6MZ-;O_iWq+o2j-Sc^g5H;fm@rkOnySfpdyL%1Cr1$Bwy70F|-m9>NcmS?xMw$t8E
z<^xrke^N)2Pf?;ySGJYTQ{%I@h7E2EZ}h8RvFu?`+j{&3#E$JZ;)a?{TL|q5cDfmP
zT1n)n3+pR}qm~mu9@_aRg>6}E{clsE7rUToZ-K?^%@<1zM(m_>%Fl6@NEejt0lUxs
z?vlTDblmoN20*dYwxZh#G``x@+gvH1waYlU&vxzo1@)#Y5+Chy@l(i+E)3|k#X_vb
zjcwt&q-?aF*5otW3;x!YsO=)OtS!!@R6fDNaH+abxi7;3Hld#f1jr=X(0+Z_#$i9#
zF90E6QFck%1^N;lwSgQsLw`<u9mI!>+o_0-kj%J32F78>Ez<d`WO1qnM>d9wi+veu
z4L>1ow$O{o`Q7rzdxol&1+3&ZoR$_@M<`9lZ!dm03FRK1vKJ&YVP|JqF|Tb^Pu$Zy
zojgu`EZ@_d_l4MMp-g5t_wtPw-TNXP<SIYvc<MRAYGI7|NvrnLSWRTZ=eR37LwRza
zz+fS#p`G`D@%apX(dvXkhUI+u@_4(L)e#V=SREdSPN~Ay<ZGVrK6M9`QSqF&TUbsQ
zO!+?%AfUENpHBbuV3Oou50i>2E2m!B{8V=AKxy){FD{*5A=A+R%6pXs2#85erwq5j
zt@qd-btPq1mj58iyX0iMt!^3zo#<kZW?fBZxW&Mm$MO5x&_yK4oTjdK1=*wx-<<A0
z{P-wRz{L?Q(RHPqn@{&hC}J;<^=Q(6savwsu@aMD*)(;`{d7jAbXSI&-_Ca1=^x2K
z$4!XX^S-UH5A*JjZmM*@Z2@b;^+kx^6?l|{4xaUW)h_19Qruf_ZOtf&*xLemrm%b=
z95K@_)|TKL=UZ=Y-v@H<7w_iP5_vbr6(ldJ|Do_6`nI0xrXY57FTCv>*PwF$?MSI@
zO6J1&7;1<-{B+9doTqvv5ZCn5o}0&5(>><vaxCcRb0@iHZAs+zbDt(jE^142FuukT
zwoYI*WL$hrz}fclVXUVl2VD;x&c54;&In!uxq3#@1N<NS`Ja8(Zf^s}T64*RG-sld
zEa^eKPZdaq)|xU#v#!ZLDyg?;{mv^h-dgvHn%^W7h#FxNEHBLqVFc8xVlDN5Kww;`
zO1?U4{OeNdE4OW?x{KLSx&oY;L77ueMNCO35)3v%+LzLr(bO)wTJLoj1Dg7F_e&@?
zkCm5_7Q!3m(t1eq2w7N@k~LIH7t+u7bC{OC)c=pzK~<V*bEO#IXdwoSx^Tz9jW@|O
zd#Jego;)U1GSRt(H{OrgzM;&)r#Snj770>Glp+*t3j2W)4g>4S5r7#kRi5u!lk64B
zL@GkmhW6A65|>`_=Aw^mUkVN9{W$$RNzx(HY&#=SN|wGh9b1N)tUHcujG{Q|8|bzb
zPsG*oE!ZNk;%&W;@u+aH3-!LbQ(skfDE4?aQp$91_IYbe%m!J3obBZbc&>kv(z<E)
zg-DTcX*s>z{z2_%jQo}~yDPBsjE7o6YY7T<!5QJxK8w_!qBG`xO>F~(GSXu?h4+?f
z%B4`nCeuXk2gXv9)x~k^QpiAp5Qphz_x!fWCMHO;bilo*$#JhP?oEtftlQAV{dLSg
z`$>#(Lm5G^#-&Kvp|c%~Ox-fo)zR;p*5o~b%fGx(+1t>3mLS<j%tRvSyUX1Q47Ay{
z>2_t2oGP&q1hVVpNR?K785Wg&BFUWh*zB3VsPNlJ?1t}XV#<q;ah2XhDJin-RikRh
z0cp?9Bzd?m8%AyJR9^JwH)zfifzcgReHJ0<eL%x&5>f#`J(51E{P_B04+bNEvXzy&
zw^<DT_rgid^{lHQyv9#zC0-C;PR;cwIV)V-N40v<q+uj$-tep$^a7ToY6>a_b{P~+
z(Cvrl4um92Kbn2Y?EN^iDX)!d<-|i;T2kZ6T+!9Y53AE5-=+oo(jHM~uAXQq=C86}
zj|vJycY|Q!664L;N@q?UoK}Zbd<rW+erV3wy+OL2KQ3S403bu0GtDaw*$$R%@}fDT
zj;v-wY6Pc5*Q&j@ZQW60v^iMY(kdtO*}tZp-a!+m`in9^C+PUqaX9T)h9KV#5Gjn)
zO3z(?`%ygV@t6a1(Rm!o{;MRqKLlSEm^Wg+<LAGq(8^&K5z6`5pVoQ28P+W?V5Rx}
znWfGytGd&pg4X>IY)}45RMPn~eL7>Vj^^$?Y(9FOSmb?yegRv8MLk=>!WaDM7Xkv@
zc(cn-B<#)lnJX|I=TMgVu8b5zj)>YrCA|6Y%*(IejBitTW!#FfKh!t$uT{lz$}u$4
zTt!od44EyZs}@y|;LM{Ab#>gy7Svj(83i-wk_Yb0T)`BtC(*~}7@j9afY+aFF;1NJ
zLR)#Nbn0|~SGxzsF7)$F5<g4`K1`VLz>xoQgU$Lu;t5Jwqriffa_?EHDt@BmS0l<f
zBStS@9cC7MN`?B<eubvM+!F4D%-F4&Nr!Jnfu7vLx<i6*m!t`z3zhHL7JNw2%~cMW
z1UJ4T$y=Lm$|g86rSE8*Bg5ZD*r{hlIlbXsss+K&%3Wwwth_z8n*Z&F?z5{fqDzb@
zI4YwHoLd=*t5_2Lq;(?^d{vKD$$k3W9dUZp0x+n+po3rj_94w1M}(fwui8t-duuW%
zSSKpK`~15~i)8qSp&uPO5^;-NuUz*Oi6SJ#lE@t4)_GuKC@TaXdP7;}f`X>ZW3W0I
z(Od|$L64Z{VDB<fKPc*RIkDw=vzmQCJL;qG3wSeTa-8EOBkJ{HZ4sx1UYy|0K;dD%
z0K1Q@(xViY<IefY)1y8|R2J~9oMk+#f0!2jIM+n|CD0fTICY=oN}}efP6Ab8KZr)D
zo*G8`SY%kX#-i*MiwMyKvqLGcvqX)P)em`xDn6(6?3gNF`N-}S*5D|g<yn9^jwCDc
z^=ND;QgT?{E}6`Gv*^K2Tcwp#lINPrW~7y5xzXubBxR@Ys@aYFAn<2<HbqjXZK<uf
zB9N>pyRxq(NB8q=gx+5t>1q=TyVrg8W=ELBdSBH#bxUm2+XE3zAbks^XA5D*?+0-=
z!>v*JZl?kJ-{Bbby^s};tiB0Dk@|gZOTGN-qppjh{Oh*|y_s^*K6ZrZsHJ_)O5xsQ
z;BZwIf3ljcpjvvhwl00=?ulrhm#-s~c9Q*ObudtPWzWsKu1f+vbb?84j6SXTm>EK0
zJKFZo9TqUgs?Fde{p9w>w|t8!Y~FF2oBMvb_nN;1x7MXCJ6$GtjW=(pzu7Qu3RF-w
zN}uF)yF$9q7^KYZzE~Ye0a@47zH()R2itS*(Bw}MN3Su=jk;v-EtwK4ETnydy8WO|
z5sTo`cAmC%#SQMhmS;rKO~WF>e=^dVnn6+*`xA>c_~yRziTz=@r+QZTfeH^QtK#;-
za7pOOE!0Qptj_BnE0wq+KjW1^ha#>WA$jJ^&+x2EIi0qI!OK$0dJDo<A>P=E{XOTZ
z%8y@$E{f)VDqfR2+5W)(S~hao^>muvkkcW+F!U575xihs7#Z`p`O9b-@vfvo^U~RV
zc7H*McbGn_tg}gcKqDH8^UD5e;)baID*7NdlEM<=a$7>(Ur!@C$XAPU3$d%Zm;C>^
zbH1OuJadtRE#l6eG7?TUvHX!wjuv-7{rltZ(_(B7VChZVI!@|#%u`KH*<IP3)yi2<
znznz=u~wQ($LLsz%hA1y=tD@&Zxky8$6@x8>{lk1Sko(|1^0fX%_ZF+__DZaL`}2(
zcRUkQHIgRI2y-^ISxA$zZDLg_Jxhpfpn7j<NP7RJfQmz%*56yDP-V321zm+;;q}o9
zR2%U=mCcw@NJC!eb}O>|-(b9USpV~GYUay@tR6#wc>)0n>Bl;i!}c31cQp=WB*=cH
zO<rMHsx?JY<ET&pZ(=qWQ~B*47ij(?QDo(_^BKWq_|y&$5>xS1ux;O9yicae$tiP=
zpyEWA&-Ybwu{96R^FfNL;Gvx)4r>Yjz-XO(QXK1r8Uk~=3&F1q3RVVGsF~H=Dou~U
z%yrq^gvZxjO;s%5A~7HWT=_zTuLI>Id(NA)95Iy6e3glRX152M43UUGPaP;ATwFZj
zvPsj)rz37T_MgoYP?TJBaU`yy$z(VClcAOAy>e?c#ZfiSpmId?#rFnD&dgE56PcZY
z<UaQDN}48P8kSL!Vr|@uuQxL9@pPX1{@66xSe#V1?{n4TCY#{i7=c828PqMLQ`o};
z+)$rLt%%!j2nh3R*bE{*fo@G(6r+|EQ|;WHz7C&Nja3rq^0HvYy9Z^grqQf&)BOPh
z=hgd29_e?;k+r%>%<_@rIx{n#Ay)Y&I9kD%y5BO)v={`y$(@CjU#}Dn@^9PtIT;C;
zHoeodD`Y|z?2ruKh98tWcia!Qd$$5EQVj~n6hADa^iFzmeA<dkNo=Y)Kb1$qu+1qV
zWA;cE^tCk7#4GtyK#uzRLMdJtDwB)d93z;&uDL^*ld-s>j<G;J+fZFNRjJ*`Db1+0
zO}m>CtvMk$%+f%!BzElC>1V%^-&=b2n6YdBG8I>c$!1;Rv@(r}@JyPwp&RwiOn52v
zTrV$>z{Q1;VKuFXFK)6VPPYhpJ<GT)Cc5)oGw_>(0b%-5^;Sc<?ToURL4JK`I4Z?N
z5^!MB#L^^hPvWk#6;Ax=Z8$OkT!iWKbhfYUFy8Hzwea}yEs9iHiT`JUmwp!s`b(b@
zT7%nXoj`6m(&Hmv3oNu`&s=k&w{FPrS3<UiSyC(3=W;xgB&8#Qh6Uy7iwd@Sgld9w
zF-@Hgz3KRKO}6ZD?JqPa?tj)B_h9aSCElS(oXIDDXPDv(F8P-;7>&BSS|eY8&>L9)
zt?D=a89C06Lo)E$jE;VLQuM#w(va!iz%V)?mWD{jMev((Y}U|eEE-Ev&o#C)++3Ed
zbfCtHe%O{6EF@WX$wJNX3yCNz>DYBqbq1Rf{7UAfo`xhEJ9m#$X(~32^yOdRlP^tu
ztOLIhq<nbYLGY<5YZqv{*iBs0j>nQj%;woX*|(RBrVv8Oo6g)tV#tSjw!M%%&RK7G
z)X~HdF0e*)^}dr*Qn?<lvo!MM10w1^7IFLY`)j44L`a*mug}RZqZJq`N56V)LUET;
zrkg%RiIU-EEYd8*A{4n{4a_XwF`bF{JwN;HJ~0p#ctso9-OMu5^-Zx8y6qBK7*TL_
zothy*-c<bt<+jP`$+4y$f$14ji;6bs8<aUX1zfND-}MqD@#>kMHDxKISD~|2_g96h
z|N6~YoC|T;Z_SePsPO`4N#_=^02lJme@?u5b>UIBB<1mKZGeBJ+3nP2ywmEU8Hu7M
z<u=t#ha2WEQAE-|r{*9VD&y?HE;Wqs#_zjf7LH=V62!444~tHIa{MyUNxdxKaZ;rS
zDHX13cy2H!J|!kZogipC5F&xb$u5`WhBMtH_zW(d(o^xJ%;+MI&rmuT_Q7@4x8M@x
ztK*e)*>GyX{@pnvo0HwTX!4tH>E`Ta(u)mknB~LLW@f1uq;go$k?s$jZb(eN`f#3F
z`L#WFDJv!>Gc&y52i^j<ARPnCNl8z|PohYDohR%E7WY!;U2IM!hit4mj#|Mz5bPFi
z*a|WROGP2e_vk)5h42MxX_qp>74J+>M<G)Gq_lmC)j+ou=lSO@lUNgXboln@uR0y8
ze=9hvbIrA76sYXVwinKv^N*53r{=X4&mpr_8mEEB@V9Vo&Z?dpw$;Fd2y^z+{G+$_
zVf}D)%Kcp?;k5#d-s<CArtvde4bra|UlNg?L6O{EYV6GNWU&;Z|IR~7Y|Q}J%wCzW
zCZ0@pC%tg{P{O*NMgofHr8*ZDy9sY!^Eoa898~J<ye=bV(z__RUjg+E!2}G+OHFp*
zgIx2$=W0~eDh__ztk&RITpqNAr%I}miv56jG{I~b=sVs@BCau1Ore=Q;H^*m`IeJQ
z@W$dSgiJ|BvX$aEy#{{`C(ti~azl4)9lFcjuypuG`z7{feoNAP<-HZbO@1|@1O<6%
zpBi!Pz8VSI$v@6DH6o?de>W=5=Id7E8iUQn{BXFiIg@HItu~&IzVatv;4fH|d4}i6
z<n~z!NZGz~2j6AS)i5Ea8+HgFrJOp7Re6HH{AR`G1@q{m@@EbHWcS%C8E&nzn-n>N
zUxJb&GlMPyPvbKZMeKMvWFhScwaEQW?bJwM6z(U;gN5o|Y@Tl82LHq22w4}M%qz3~
zS$dVr?_u5Hs8U_>M-d@BuOAHy{#jDbm;`Libh>-u)|*^UZC)hlunMbxDQ6)(Bfa@d
zo$R>f92ZHd&8iK7M*dUog!cUshTuNX$QFK*B2RKAtd-;J<7R)NDZWoX?uc3~Xtbm=
zJr^2SgV<D5yQ6+yIF`T83Tur++I62-Jp$h;tI&`2Gcjp~r+am$383K{!PtI8nwUP(
z8gSRk;I#>~k-K|)H2kUesnZ4pz)VP|Q%v}xDk4qmmTO~=UM#sGgk6#K^oDRbFt>!-
z_UDfizn|ARpQFJX+X@LS6ta|~8d;q-!3%9wqi?9l7`*EG2FC<rexzo9MwLU`!l!Cp
zPDI)Nli=8^nVg*3y8PD#s=3Q7(f0jVvE+}A{wh_6!bSbN4AJT0Hr8osw+Tr_v-kvM
zc=XaTbc61UkO+T@=zUnoWqX_H3IQSRQSgcWMTxzBOu^*UXj^G}b>8S<&=!9@;x3&^
z>u@lqu)G1Ot=;-W^UJu=A5;xOjLrsmG!)YdK=^HO>Fr8v-I;WaX9LV~Hv@{h?Yt^y
zDX$(n=NRZT%i7HFV|1(wYlsVQQP5$uQZ98YOm)5{gqk>VH#^a~XrWJ*-E2Wf%z$d(
zfvOsg;Fo7=&s+~Feg*MX(jiLwS~dM(q(0Zf8Z5-=tJP%{+mGA$d)kE0VuBY@mUc!F
zdk-gSoLTB+=aR96-$f8~LcVFqmq2q({;Ps=i#q+&b6cXVf;|Q->SZyMiT#+6Gu0S<
zoB^ji!&T)LhII8l)#}8VKWo$l=5nVFo0p2hL*qKa&N>nD^Y`@@`BqBFF`6P#2oBTp
z_E+noCff-j-;%)9mB`5$O%P6d`rD)BkQXzMH$gIVrrGV{T1X@5LGT{YHfde!Zu;kR
z!;JKeY;EyH>x16_qgz-B%%4N#`8(%$RK-oVa0bzl>-^*edsl_~SlUpAxQ2N5C`z#T
zNlW#!%}4R^*1}HGX>6J8%)J0MY-*~q<{9D|60np{0*zR*e?#}e@l{bNpC|c<!Eb2q
z*iH8ER}KClb`{ldrbyQw1g<sh5=^ufJ`Kc@uQ)nb0Fg#PDFw!R`__E)V(O5_Hqm^n
zj=k&%ck(4_-*c|MPL}hY1+7bEmV|TTFTqp2OFge1wIHw5?@ZF_>ZFq?{GSvub(0P0
zgbd(MEVc1P!H6Y*0VGl0g~rL_uW%MALYf2KimQnI#1LTkUFd9}aQ=j-fK&b}p$!G<
zNT5hrgkS+lEd1@doCU<xJLA=XoNxi#=_W9e0F4pSvFr?q(bZ5E&tse%15pQwcPwJ#
z*iM83g-XHl|5Yf*L+2mKEEp0N??5XD_2XEukak-1rb#@ROAv9fo4NyOc)!4@&pU_7
zNP)@)r3C>{7XAjm&bo0YkZ(2ci?gcLidMlID!f6H>g^24u~IwD%!!uM;}9z_0Tw&S
z6@kG8IvykWMNCv@^~;^-7*O7;tfYYEyho9|$N-|4^nfK~>?F-5_`~5Yvg!o-R>Cz>
zTPR5#_40TG8H>GWP^r>mfbt4te;6Z@rTNo-g!le<=1nPPcQd5F7u2=qRx%*^@^6JM
zG|K%vse>g_kN;09%l(?KFmq#&9E6lfu=u_>KG+GwAe0*hqQjNhim4a<0Ldq-IO)$)
zs)48u|C4o)A@1mb(L2UrVY%m2yCsoc`*rP9w;%)&GNy_v`t_S@`U?}e;5~y7@yK2B
zx++LbSTj9PAqK6e+cZLPPQo;r8VKJbmE91qOa~-n@fy``7t-0WhiF&7m#I4>S_^9K
zY$@A|@ywTTBV<>zgwSqUDmDSRGj#YUStMo9$+e$=J3;bL@W24l-n@+4GQ(%zYaW5e
z8mR%&{-5GRK8RWAE&R&0khd(LTcPqp%`6T{4=>>?Sm`V4KA{0)L>vK#wp%U?)`63P
z=@1JCBN4+JqO&c}d~5^#>hE@9K5F-Z7l!bnmBlF{6g9Q-G*W`=D!|$Z8-3)afcj2S
zaB`}mY@rI=y;ok28-e$+#EXM?d%_N8Js&aC%FQS?BFNadFy{>W#(4<H@ymb^2f_AL
z&{@+xq43Zp&-oS|1pFq;W-_94Ktdt1V&>}o(l{C|FD?tbv6e6Mn1c5(B&N}R!m9tr
z=+X$5`iw>r=62p9tb#_KRS?0W5z9ha(J?z_Zzbcr(M%B>Lq{1n4H}}YYy6g1502dS
zmU2>CcDqTMK|9@Fgnqp)F^<G1ZaTqxv;m^RoUg7Fah9M)9CW;R=@uGX8GmKv+hV@g
zxHLqa@-gGKHKfKu|NXrFy!X7C2RG7VXibWb)seoK*Dse=n&w#!kMQCUhh6~9qfEDF
z3v_+d<>JCQL!Uars2z6;5(CFaSC>s#Qbx@m=#=YjuU<2i6BLdc=8%e^=xAHFccc&;
zT8h84s_~44yeeYIy)DepF^ts3*GyX4>{$*?Rdu;jc7b7NuFC4kGYYDzL<R1aZn+eH
z-CXG;g9W?yLZ))$RViR0NE*WH;sgz>(D33p33IGyr&q<Aj_|DK$0rf)ja0~&A|vUL
zTYTOz-A~HgXnoJIn8Y`TMrCZWotOkGU}`Si-dK@yPRe9BLDn@2zy3{d<$UF8o9W;+
zhc_H06ji^5*jmC+jvtufV!}_P`7Sfo6c%%94n?*QYCF1ZjkVENVO2S-m^kJ4&8yEI
z9Idu7MG>pp_ug;sJAYKbl$sp2`j+V>4$rsA2y+i5z6*{Q7^68~OEc)>@Clu#yv~Eq
zqmU5L)kye+(ShU#`)b*uA>*Ikvc=OyIme4d-nZYYH7QiC-4(yyK_pz7TwT6kw0DEV
zj`g&~M`>8$x}anHfIwee=8yFJp-amxA(pMd$`W$rG+7XsTCpZT=txv770+t2$}U@1
z#h)YI7aq8LcUF>dx+2%o!_0M-d{}l~uyx19k(2bzx2!-#U-1ULdpB>~9kgAGx-8Ko
zQF7j%z7NX`osv+PWa~pS%K2VGYqUytd-0;<LahDb)@lUHGx{Q_Ci#)n<fhfzEf4gS
zZ(7kCp4d_FaOl}xBV#nzf5AgY`sVe4OzG9cNO#6fZtH>Y4E-dd>gyW*#TL#K`pWN4
zFQ4TlwCiIV;s_a*rf#OKKat61z4bDL_1=(x2+pny(uTOW7vd#7XFFqPD_NyKC<YZ#
zKf|(ABG3mnOKEuSYB%2z+t*B%T{1tNbfI9gzqw5xuw9Q*5akZb2yaZ&rCgAI8q&=y
z#Ngmxy~P#zHNZ$p>uJlRWHj{~wm7qU`yM?E*9b_iFQry{lHR|mNLyf05L_5u7+ol^
zv@+B))YryG@*6*NGVI-v!BXi_QR)X8?<529G^sup&MPLi4P&I0*IeVB&hM!PS|SP!
z*^hxQd(gMZNx%5AChFkmb|0eF)O^0#r{6Kr5MShAd;%&aPuXneIH?>GZvWgYs?n-Y
zZx^Wv0~c{45ho0)i>g<4ySe`i+Ug`AYLUn2I=&HMVyv0u5T%H)5UsB7MC1CDkngK~
z+I2ayo0gYSn!izL@UIHByrg(DMAY|-@^gf-J*iOA<YukpWTtz<7Ms!c4*RdPP1c6_
zSng`#Sto^50VnNOsqQ?811ty>E2uX6|0*OusuRA*o#yl*&cY*)V^&QvqcE4p)*@$^
z<>#7JcKj6r7E(sEJPZ<Ra6%ii&;{Sx`M^pmzYv7RQl(`lW^R1O8fMQ<Uo>?+h^XJR
zprAD!E6+`liQPGJJr<juyvrxxHJK*+Zlwwz>i1tG4cRsRhyoY#66t?H1D^m=u!u9B
zf7E5tdgTw37V<UiB7jObj`hYDZWIEbUDYYnr3W$MpTJ+}w3@Ha7#uk59l(r|xMIr3
z%7Fh3is&z=?x-^T%dgC8fwbJwAr7N)FC_UWQOp2xymwDIcOr<P&@UQkU-XdUt3i$|
z4`%GMdDzV@eY>bSlE;w&`ouBQQTF+;dzA^oPHOr7g1TG80iHaKY!#mR$Uc0F)!R3>
z<q2jO$)Xq&?U(<-U;n;1T=iI7wT~Q4vbe$L*i}=Y1=<9}h`dOuEx}tl_w7i;O`IU^
z>A^Vu4R~<%v1Uj`R}Vp^F8lSdVTjOg=Dhw8tcysgVpodjD3bhk1m=d_YKXr`z`tT-
z_vQ;<1&RvEJQlia385wPaLWI?%F+5gC}LzhCZSC}%Y&7<VCBEviy5UAe0Il&djd!*
zgzXijfFWpG%`zV;$wSU}<$rfQW>!Mi;}F^8w)cOV9`F3CwZw-NZFXNZ;5t$}%xgJR
z(EHLH)W9w<e63A;A@42)BQ^q2{9i`*HgS}wtxq3Fj36H4>Kz#f%J6}4XmaWWaL2ci
zD#217JQ4xvq#1W#rT_@X8&;u(;v~&Eg8$qrh*h?O8Vu(Rt$?R|<E&bJhU6<H{tTe`
zky*+h`4!YfR$<_QpyCK>wt{b>5<uNmNfjHfh6QLI<PUt%Y#be0sSZg#=w1n&1f<9a
z?9w00gV{FEsB0m~M7*GGC^l-pY{3=rBu+jGR6s>b=s<F2MNU)+xSoE_gW8lIoIret
z3}T%TkAxsZ0x8h#OP%jdw%8efW8Ct;<&advjxbba!=-y~`>&TEosgN-`abmkv=IMu
zAH_T)`zia+&GfHtLGJCp1&#l&-<1BH>2FlRzwg9<zF9g?F6`d_{lDSI1!#m*ziX0h
z%~Xh1hB<N-NlGJgvX#aHsadk%ObBlmc)HD?1USm941Dm4I}gqcTUV`F9zvsFPI)ln
zNjO9dww2<Y&J!$YscYC8wt(&}xQbPB)@S?UP`oq9S}q?X_Wb*IN3tOlKXPj$jf#*1
zePtfx;R1*=O_|wrChaz8!3Gck8ql3@Vay)&+!y!cQpHK2vM#SjBu7F|wcxX1S-F&*
z4Y7CgNa`+x>)ZwdG-v5%pz}yM=)MqtHV-_jzCgZ%)q_DWtAx6Mf}{)5^uEDeX^3dQ
zZa(;ERyy+hRxy&AjlBt7@e(RfCHn8b6?yw&>~4}dos~ZN4vh`5EB{Y*Ul|tV-t}wI
zN(&-Av?2(oFr>iH2!g1jihzKG3@NREFr>614BcCiQYi^(kRfDChcrlR>E^84_j#VZ
z-}jtP=eo{^;|DK9nHgv9`@h!utzYcJjfQA@AA!V`dEXmWQkxtXI-%*ZZ+gl8r0tb(
znDz)P0PT?27X*60-uxO~&VU*8%HL_;LgvLI#5n?tma<EqnGxdd-m{kTOt!ps$Ket5
zvvGMh)BKpg@CkBF@p<<?R~!_;RRdXY;Kn8j4V*|F%|p>+$3%wIF!Fkc8-COZC~+;<
zKo1U<>T})Se=I;_`SJh_FS~(+&<RSFck>W{7aq+OfTOy0qZTF-dbJz>ysj{Lh<8&`
z;2GvO(9!BQr)rjiaF9;xCN!!!Opw=eL+2x~U6{k?Vf`<Tz@B+vJzqZa#zwQcPGAPQ
z`O=7sg@^__MoY34NjSZxepbf^w+L1NEX>E}02vcSV&lSh5fiSN&t9l|$j!R9BGSxa
zW+BWBbUVC*-xtn&z?vQ*0fODBkc4DCZT=;IY_lp^#`Cu+kg^WlK$>0*4^>ty4YL??
ziC7W85q0-%Ys>%Uw}4wmr2he`s+q?oIV9-`WQgOqa^E&A*zLG^YOzx=NSEZzKKscA
zWXc%`61akd--?eu%|Jt`=|F^jt3=&-9_w>a@RHJq_}+nnmmbY%DZo;~=Jl66;w3cm
zP7_r_?Q$AYXkNX2FP|wo71%-yktsG&D~J`u&uvV8Gl&%v;S)9>kz}Ni|L2?iuZt@y
z=*yHC9np)@#}eez(Wn&=2#FwWBnQ$kaR$)EBD37)O09b)LpvX0Ym^}4`SHLDv4?<F
zg=iO9+sZMg)mFYlpn`QS0zb(8Qeq1gGGram&R;Y_D2>n+pPxH5EdkP^4v=fv$k8o@
zsapQeD;r)Kzc-Y~Q`yn(Fd0C`@B-Y07YgIIJ;CK<$&%1{m;5}-Lu2Rs3%B!M!v)c-
zmm7KSvY75nl%y~n=#-?GY4~rG(^k()6R7-16~V8gIKl{k9WgLjLy{0LBa#~=FwnL)
z|91$3?5v{<%K*#1+zzR_T+`>@Ie_CpA7n-h2@(&NKr?<B7;+^DnN=YLRu`1Tebe_j
zK>lx;V%HvAZ`3dIEqG!B$$$V+D_?TTl@KT$;=l8YC3mnc<1bq<-rFg1?0KgAF()l^
zZISE*#5KiEvI*??4f%wUnN$SRwGhuUq!MTfI3bavpg&Ew21A25_d|HN_lOx|&jkb*
z?tp)131WJC3rdwH#AM)J3cvmQ^~9qU-y<<3MYFh}1PNb798Dpqe%K4<s^9U9doc8M
zfKdI>bX-N2F)T~7{#3$jDU7Zqq<6M*x*U_Rims0GX?B9qwbvM^HZxE#hR5CD_o^j|
zWoh#XkmH?MB%!SS9pC56O`8%UFlYu{M2Q85g%y44!4TEPRB})?36j+np0ARk^pg69
z1MCNo2xF$cKar@OvP00zzFPH4vKiR{^0B@0R=UuB#UxNoN|vr0_Feke|IpuZeGLqs
z5|&3QhprT_UnTI6qdaDTvZ!WsL|3;Av-~HT#jeDb8E8{X;o^*nl7`{DJw8ZQ+lVAw
zIP)2g%cW_|rZpddZx^p2a9%lkQkNS0C(~{;X*{UL67%l7d-GWfl(Du~n)wY5;hb7J
zVp@xCZZ=127mOAD3aqYu4KLEofW&b3yv3KO^Z4pV9p__0z;>b`$+1n~`*P~N+!WB^
zCV)<rMArA3wUCLsNt;H`QICBKvj>rk>V*NAdC;qdn7%4R*yW8zb6gel2tG_!Cyq|B
z0Qs?NRq7=*qeWpe-dRai6OA3?qb%7S8OmiO)b2sTcK9ENPERR5kxS4*v?63>-dE^@
zz2t)&<%5W#&{>BqL{@U*z5htZ7KlX@GOMzCHnjL?-klwIFq}FD7N;_QRom}VmV8cc
z+O%z6H&4i>dN^qoQ<UI;<IF(6*PM<mf0J;VpO!r^K)s)E>I#mj$fqEH#F94PT%RhQ
zb*`U5%_u*&1KUmU0c@<~^dZae5gg*$Xx^!Z8j_JzgY_FC$?UAYO-z=rLD(s=I@&7v
zZ6IUrYSSA)O@@57f!R9ynaz=>T>Ia_nQcVgSWujeatu09%e&HAf56K$?^#89-%fJ1
zPg)5`Scu~I>;>w`f%Pfd2NMR7*0%ah7Zw|GJ<0(2SUNY`Bv8<e__v)MwCn#zvNVcb
zJJy{+_+D60v<w7e<5%~QU?zebbP1@=rLh{{iQ(U#np<!#J(<{pTse!|hnC6iyx4F6
zuh4(k1jGebs3Coj^`B?QoY-dh*5EGj1S_%|!+eW#kTCL~JUwDc6fr9J9Z|TG2$7Sm
z2m^E6i3KR=n=FUkz=N)W<1wqs@&ce4eD5KsEz06Cw69yxx!C^BaAaj7!~)bLfIWaa
zT>1|iFVNVJg2Pu#@jg(zgJa7P$J4VH^ho#ZAP(X)BolHMvmjOAZqdWWuDw?fM~OgM
z0N}*D%AIXd*#V37nI%}v3H;m!?%!XlFYc$9fP>`6DtQa5k%|vn@H9_hMUx`_^sn)*
zV%LS<);;JFxLh=Qi@+Vk9l6r1+z$?<9^0m_n0WnaOxr?gXxuMNmj$F3IU0rTE7qkF
zQZ@#iKz=JOe9MaJZXgKSdw^%W6e4|c+8GIlAB9{(7K2YPM*KotOJjF^VIi|QT=+8y
zi~+1$zd?9{?$oE&$#%d?sdF<9nh~c_L=RdNrr`r7Yj9Mc3d4sH%l{W`j=UbN_iJ<<
z_n>w02x4(mopS;H{QaSn`Z6d*iW}#BQy}>}vm=rc)^b|LYly!oh<nbWXN2!pOaCP~
zA69~dbGiZDEFiw|NU+omVagl(uRijC-03eAqd-AsGmxD!1He(KZMrE4{5xd}hkX+2
z?a5Eze^Yf+UXdZk(!?Mn!wIh*K#oswomd!~OhpSCNmZHHgX$s1HT38EpG<Uq3j?fS
z^`?_<y);)o&WdL5S-g?_3EjWpR@ek+?Qhr&pFWX*7_BHYyHGBc{F-bgIZWP4)!Uj$
zT_K*IGqzJhNdF(sX6$Z)&nlgvuMa+$lC(qxnA!`UAwk0Z50V<&?F~iV?Y#zg$JixZ
z!8Sm)P>y#<4V1wzy{T?oU8c{$GtWwyUi09-<;i0!y$>gY?gICshI95mdPdVs#ycvu
zdfQyb3&mu>JAIMz(JQ;*DtL<EPE0@lnZlS|C`q4E2BL=Gjm4~ofn7rXx(!GTh8}Fm
z=vd(L<x9C;Jr%nMcCKbp$R%D`zXi9+Cn=x3jh~j_;(NVv?+xx0v{$9pL<0$5g&w+=
zmx!Tph`dDk{e#(U_@wN)j*zr$S8)lciEl6PEz)a1Rj@eHcE?%y+X{jQ{qiPXI_c^c
zq5J8mvY(Zb$6R$zO8o^p%dZU^18PayOkC;O*9sMrXU#r|EnW96@lPNn!F)4qMhmcJ
zqzWMc!j+Tm5G9QWQa(tf2lHYo+Q72c&>&sNL}mwZt68G7;fN-4QK3JEdR$1CjQ_Kg
zBFYiBd<E_hRNuH%dg-y6jOAcLt&l@HJ%{3A;8weR#T0NF{fT+j>5A3W6<sU2axhG$
zuRe!9diA9LjCL;yb?v4Q>NpKP_^`<h7Hrw!+YLfKuA5v`h}qv#V#~=fPCAUzYZ$G=
zWus14js$aDKSgSOoK<1{IBJ4=C#X7ra@;e$8<RzGgUBNF>-ybv<-ep$w_pWoN#(kM
z1UCiy;Dw~cBm=A-?Z@wuPatW0nORe^ztuJa{KTd0h{u%+anv#nb9|i(Mb6RQLV&PH
z^9-r3_h5*_z6M2mAeU_J@u61v@RJx$UFz;A+;ta#X@}Oj8xe86o!L~hO}8ufEoxaM
z%-@>xTxZkahQ{Pk#<lH?Ch7wcnR>&kj?eG$D3H={;V9(;PB{}D(T)V|%}5HNCkn*U
z12`%%2R|ypj_(KZUs-<%CK~n0ic@6GNDLL%yI<nYm#lB7gq<s@`w%=FeP+&f*9?+!
z?E<Ks#my$phz~!Qj;|(sw)$p1Cyv>9uxPf=?a>6O<BzA0;TxXd6cn7}%N~TyREH&C
z($WipsTDs15!5Nziu+c!CRy*rb+Uz*q{ed(7Q!X7yu0ttiB3^43t!0RbyWr!c~L?s
zwiv9#1|_e@2Y-y7FK>}r(z+tuq}z6#J=?2=r27q&4%?KN8bk`uJnYZU8%A>|GV*+M
zT}6kJmMp5ItNXA5n1K-oVM1R6K5q`TE068K%wgx80T8d<U*3+r7Y|cd;@W(*vbWq)
zogyjH1$6HB<1o6M(F{=rT|fI7!_<5d8t!F|*4w`4*t<xXST7%Yc`#rzTMnH7EriQp
zXT;%`JFBlq5-BTR%^rfu@lrn%12$6RBs0q#bL>fz&?Hf1tX)Cfx!{P@w?19Rd#_58
z?<mW0-EU!v%8WGf(Js|1`1$e}bI>KVv7E1AG;_TWep|b6cahjKrt6b%`4sJta<BF|
z;i|v<-tkR6FADW#iYXI!rSwQD7X7&T72BtnbTcK)p!cK>l}RZV$|GGdQe>THlgXR!
z^dLLa^Z~BI$u;`^`+uD?A3YkdP*sMC$O=XFi!}{$o1vCAwP}mSzH~IZYucXV^4;J&
zG4Co*XUhsQd)jF<i7dV`?#cZdC&7to=7z@hTX88AQH<b^fFiA&+`hFu3?0uj4=UC-
zXd84{aerPVXQj!9TW_-x$w;%9%FJ!y&65Doi`IfPq=g7VbF~*+cqUZ!V$Zmyl_W|q
z+CwASuz`diGSl!e`A)@fDh8gq$9K0}jnS30L^0X(Dp+FwVY8i)`(mkwWWg`@LhH7h
z%o>_Mx*1FXXr<N$i14RrZVXd8F9_z22D^@@<Me<ruWAr^*0pKv01%xCM8}-gxjN!D
zX3^{Bcxen~`M7QGe4MuY!3Cjcu32ssr->s3mKl2j^TRzDIBWw#%nzYVV!W4NCVIYQ
z2wqqZWYDs^b6iH+#*@IPX%|4zt3brti4{au#z&A>7VXZ1P%^DK_5$|6&^JoV?*Wx)
zr>_~s1O{KA3;ZT$WLxwCl5nePop5(PA@*czT_rl*75q*&&BGAmU8v9RWP&6~J%oG@
z=%VJp>55XY6Il(Ozxud;4Pn-F@t<EF$UT`Z)Ob~>(Zo`^9bubIu{1s1Jw1zP`krs8
zxrJ$6jo?;MM&;iUEmZ;2Mp_+nzlG1xTy1)$7gj+}rc`|drWl`L0O7Pa6$Zs6(;@7f
zNO}u;eGHUUy*`~!X}Fz0++VcI7Y1+Cp9|at*xKVHr;;b1XgE_(TAfQs`iW{0;U(EH
zZ92txiHJ!%J`LzcyvrMiEGjs55=F3sk92bl`n2*oG@Mjg6I+<b)>tGa?#dfI&_yn}
zL7$X)@Cn3yO6i7YSR}f9?!sLU`OxC1*cg#PbOKPiWoVX2@rj{JXM;MT1izV1>Q|Im
z$w<r5{3Y6rg@UCSI|-3wl>4l%xX_Shndpt<I+M6LI%1bzuv%?+ef@rDd%Q8&&Y_~|
zT@GMJsj^^&k`yW6o_z8Wraez^{=ei%S<#GN0|$8e9a%_7l0wBYJNcy>rYjnsszBOd
zkFesHFQYc<et70BDbtT00UuSWjbmGo#yP`{43)oXlpa9b%1<p%`22ntCXci}#=oax
zW^sfQ+0sk10Iu^m&6OWPFHmmF5J9v$K|0;TgGB_41|}I@5jX8odytaSQRW4TZynd!
z+BM*ZDJO@P(9A+|>eYE~sEh993T;xa)G7FI9Qx9z+wn%HPaE!c-nQ>~z6TP%(O}Q0
zKoMp@g<{H@z=inrua$#{n~+PUKj&^A73=S8?BftIz9Ow1yY>}vHd0NDu6pVK2-aXt
zNiEIPU(w4>r#A4$?LoJKJvX5M4qg;8X40P`b1Fl5he%P)#!S7q+6-ExC<$RJ&dV`Z
zu1nZV0b^vs>NOoD<<;dX4t%_N&gRlkpHK6{Nhm-eUY!aTwRn>d;7yo$--FJ8!oLwa
zdz1b{*J*_5J)71U^DTV`FGYZkwaaFkRm`uarEEpND^y+H12I}*cw9f&I)8^iW;pfL
z)woRs4}w0sv_6R+0d$LKn13zmSkfY7Hv7A5#-~`b$FN?GV<xa;PV2jFxx@IXq;BP0
zSFuI=O&LjO(UV+wtQ|+Lf|~U9l&7x|Dp4oXvtW$Oy7t-ewArYFR=gYR_OtPZgn7=M
zh4N0QrUc?y#0q|MrT>oUrUw1;mPFbPD|W5~**G6WtX6im5-t#Y7C<hk6>(GNW0+HK
z<3~!A$q-T`guhAL56TL@@d}F9Bbf*ZlAOZcRLUf4;{<GS8$F!um3%{<<^9ozMKdr1
zglgWMAxwG;Gi|X_=1E|Q<;Q+Ub-&c}8=$^Twc`*#?xAvH`I9{Jvwc_Eh*}+wG>N5Q
zuPVAnf2bfnCuPKDYP?k-2MQjWSY%gv$tJVtE}``=yHW%mqQUG;M5ywpvt?ewa_2~?
z26pXH>hf|=>Rxe(jOSxk6^phROjMZcsX|sx*)Lm2GHV_3o~nvd6A8!~dyw`VoRT++
znGj$slNDHbwyuyFOy;*v4|dHTQV@g9#N;#yjwMQK-e<9@nNzLAzT~N(&$KXMdsV=H
z+PCd;Pvy2dOiN2OnQS5IMk*eZuXdYKX2MD@W;&nj30wqyB(D}Eq~`4;$)cu-1;Rq;
zdOmO8y0C*#erQwFY-r<)>wVeglXd0q8<bi_-4IZ`AWgYIp_-)-Qf%DQy0cN90vrRr
zp1VE(lrY^-Tz`6fHvyT_ZeCM$qg64K=9o4*m-!Vn65=`Iyw1C^3sC-x<XL9}>dZ^d
zcCo{j2c_2EnzG-M`RiR4$}-WHLXRx;Q1Rx7z%>_ANtipz6d=#|E&J`^kMhZ(#<YfA
z)Q;TW8;ZT6V;cFLk(Gh5_x@|P@C#3<Gnu(R#N2<s?ZO~XSNsk<p*H%aVPIkyxNA&4
zG$nf*4mV8O%#@z9kO|vlqDJ^x*9Z-#R{}zK)=4^nOqR@Z^~$_wkYLZnC@<e0b;-Tf
zIAP{4aUJVSyq9@K`y|V^7({w&xBK4MK{7%Q9~L+NrGIJ=6&InnscKCOPD1G<YL+UM
z71b~Bi_Y?nV{MJ`&fd>I;?AoSt(i!c=8BLp^9ha!dHXv*nQzm{25;zIvTHuQ=a$VS
z^0l6-;Cd(;t!JAKv|fj@aVqgdZeB)vn_ozJ=RY#P!2hRHB<g+H7}>u7M>ygztzaLT
zP6|X2HLrVc#+sjbX9Bi0?f^S<XxQ!Y;SCBeo+%^S0`%>hE!2YVKW2arc?C4JVM}a;
z=Rrhv3^fVPR8soVZiq_xd7qh1{n+L}?L;7gN`*@I9eqA>dx5}KR}ql-pbGH5*NDg4
zPn+&0#BDqUyt3>N%8ygy*}Ja+khhp}c(z7k$D|DVIoeQe5V~V0RsgZKQ}_sX%6S0_
z7A@EP;%8hDPLd9tw2atTs#z)q^&bFdih;Xn41!I&L)T3)BlyGezfvU8)#i{Q`Qsba
z(${oeicE=nzlH&=Dxtuz5bEevuCZhlH=?O9=y|0$u@FET5+Q`}PoHW)D?+_i4x7ZX
z4Qn-mpy7~Nm*O*8_R(=vmC5NzTvw@4G!m7FmB>->P3g$|DroNmv6h=_pzpo4$-b*{
zGogg_6}09_r0Ge1`;>tLEk?tu?6=v(UDHy!_DsjepC1Y>uS&vUW&!y=w3Yo~;V-1O
zH$r@mCpp#E%11XYJFB`B{GqX{mtWzySq}}_?FKCuEes)#torECv+}{qu!*-*1jHin
zZ9V>{CBeNFeZ_*DaGYS>yD~K;%MLN2cNqLwiuR{FHV+B$7w=blsqeI8J!urlwoE_y
zZ5s64MMo3*q0%X^h;;QrEJCMNK=11<75F8XFZuPVyKxGs2V0U)As^ONkpYRJZ<g!(
zB;nvev0wz}Ucr$=_}~Ydpk$RJM>E~nC43vNDvwHeuj24cK7#ut(uH<3%2G;;@e@Ar
zrP~+Vb<(BfDROVdX=;WI79`@*AgKTHa<bOTzuQvMAFz%>_57NHvW$DnSz{J$v>(iT
z<Tnq0wo*TdD5hQRJxGra_F*`QJ6*s0n86bE6Y*;$Wkdm*WJa3U2+H#D6ddJ{+Hx+K
zXOFLtA19m=JW<)m#=ztle(jn?TP%i~A${#Puo|gISws+8G-MOEA13bp4$*X$g7#&N
zB)<4YPKv`9{JwgA5;%=JAdcO{^a?THAuFW`lX*62V7n&NIOa*e3wxmNFaD7={Qzxb
z=W|VzjG|nJqD4n%r-vs$>9CkMPK?z!;1#I*hvvj05TgLtnsPG~Ifau(tG{Y|CqDl&
zuT3-djh=^4{?~n>L@Sb33&QWysweJ)@zkYT#Y;Jaoy)9foTFAttnoT|RK>Y12jW9y
zY0*Hi-3S>=5IdVka5?a=2y-Oe9HNSq893gHrb!b+R1{~D!W<e>S%Lgxh3DFq>Gn?&
zJ011hF}MX&9;|<MW@@V7=i&4y;dnD%aVI@#K{v|&$Z@M9u*^ll_!|E;M%NR}Vuhb@
zK0$=~JTowUy9!KG(lA;2zBP{e{^t@_u)vZM5RW;v@y^yxt<P6?AnNdt?kex}L%IeX
zDr~eCeo7Mg;EjwYor~Gh4u@YycT{3zo&W8{3=4+-r@{BEshN2M86;FKsEH~USr<1u
zNH9YVdE}~TGd&`)=C~7nboE4x#t#^;_IGp$-DNnbDp!w%45LI6wx=ATXASA?e?2!L
zNHAtng!;-i{CGCb_syjCh2N&c+E=lq-xkZj$Q5zSd0K&ZpDP=>g9Tv+owl?o<5iQ2
z;@?U`gk7k0*Hp)^_?_610)6+%o*P*GT)h}<+!J`BPu60pV(YNV>VNSFHSOTN%Shs~
z53o271FgnI!SNES(37V_pE8;_N1=h}Y}b1t>9)y2KEmYsVIJF-mL^fx8q7~NR|__)
zMmfx7fW*+Q(x@0#=~a9c4h`cowWi2uYV?{bcW&2wQwRA$eD7>{b3S(bz6dbCpk9BB
z$DvCn!Qt4}NQ}3rWu-@mR>m5THO;)cqD9O-GU9!*({2wRhSknr9H41MYtoQKIYq#}
zz5yK@qsm)8d<2o0g_M@Iys26yyBFPjQHC_n>G*`wb!m>bkBnt`UTB@FpTV^g%Ygs5
ztviC>*o<`~h&4+_AbGZubz{&8f2Z*QGU4;idNf8vGswL8oO6i=S%{`cHjNTaBx%#N
zIGl@ZMO)q*a@~u$`$w_8ib?byNkWuT;>&JdCcem!tQ_{E<`rsa{_dwyOlXB*R2jYU
zxa+r|A4k<d5OB}C!SIKD#XRrc4m1-QnP*xU=a=KP`EIbgwA$NKx;n(TzG!4(I5Obi
zB5DQ-Tk+u4pD2r{_-7R_hoS_S_XXT_m8w=%%6=UQr4*JuQzW+2z?XE<Z#|Te+Co2T
ze3Z1U|FnMo*+*rcU}+jmzGS^X6Z=&z{>SG-hYr{E<|o{Uxzx3j8gyjkKvw@=CTYLq
zCPI&^v}&<mwI8V%s36>}ASl$Xb&amuFeudb^v1?JbF?s0G9s=QE&&hIA{*6`>2T?^
zamtt3i&dxMjQ8ZclU`KvAN<^P`RGA7l41yRT9QkM(10X7gD+@>E~;Ct@=1Bvk{4J~
zKE89{J?rxJqJT$ZE83fUgz@azwgIZSNOMd2^pR8zoNHtMGsV16!jxOUgxGGg_v~S#
zKpuFA8^{HPsy2#seR447F(m7A7HD;dKv|sIno8CFfqQM-6s<mN<}p0(fUH;tPkK_R
z(Dpo|wF{y*1BOCrw@Xre&XGGVAf{uD`bHS3UKaq5s(ca7J^ha!Yg8P@Xq6iD`L3FJ
zHk(jkBmZ+t>yDD;$&F^ryA4!nl+D&M2v~b4{k_YKm5n{GeQKF<1Vn#}mY)=5PQTI(
zz`w>^Xe9xcRsD2n!Ss?pDyj31-@4IN(h^U$=(pUJ<{v(;@c85_%7=rc)&@()t`v`9
zr28NhpmE|*&8Ei`Q)fS$IyOy_l#C0go8YEf!jL=A2(J=tnHGh3BH0X^PXt>KS^D$Y
zH4{B@LEVZndagssA@IMXrTB!AYxy`<*{f7=zgdZ8I&|TECXM@l5+(J$OpjMwnPg}j
zILkhBiijs`CCA^X!a+wL=kX)SdNPDKu3$7wgJJ%qd|o`uy5+8mkViy|meB1x!v}nL
ztiZBldt5a2uZACkFR=X^0~`*~j*d5zw%gB5>)m7VXxyOsui|}@Mj?hPWd|QzXj;U?
zC}eCk-Gmm{>EuMw<(ZDW{vpT5>`;i+x!2`Hh~RCD9YfcRq&S^(GSN#iUb#=Yiq396
zqs5f@y73pC(O3CWRuaM!t@q}8()}(NJM}+5om<n*V(n~-cRmREb+v6iT2zuG->ZLg
z=WUQ}nwA4Eh5xRjfM?0On2C>08f{W(V`O1-775CGj-Aiz?Ii`${;?>>DIlGoAaR*V
zkER}!y`kqH8pcLY*JfvJu+d5dkOJ4`!|Oq0ow_eTn*QK;*vPkp@t#wWC-`koylTWS
zbQU)*tr9bgM>A%#YFY)=WtRQ11_NGW>?sF*r>Hu8b8@4p)B|JgbLr?p)i`a3vg^uu
z+6)&|jV2iiDU|dQ_c9!i0F1Q0T7$ahYkvNXf5LD-)QLn3z$(xEPUwr@F^gZn*y;D?
z+d@bs_D`&J9lAkDDcOuOjNdYg$UNRT)&aNzgC~)+cRW4CZDN#9Eo@sEG}PHp#xLaQ
zX=n9*u9PH9Fw`(Pb>D|v%AMR2V+S+y-feyUeHT~2mY|)v(w_TbTj7UW>6verFsle~
zEO6!U@CW<PXwD9nyf4wdlg((lqDZZLF-Ed*+#^b78p{0^F~=L3sS+qrn%1_gJ5Dqy
zeo$av(#4kC!afyP=I5VZf3FZekM(~ykHYP^usF&G2ysZ>yVgC_GjDVm+|Of#WzMve
zFdO+l1+|TB{`I3L6PY(RBFTEmXsGJPy&J-92EMCdhst^8@sY(6B&CQ~!$qT@%`yO=
z)^uh6<^mP{f?O0D(s}M-!UjNh1Ee%Q+j72cp|VNr*UG;(2sQ%`r=(yBs!en0ld(~s
zM>J({vqe#y)l4mZ-3_C57;F6Si9z_{D=_CmytD_8Cl!5hAPDM&Hfl!mN!>&5Td%5m
zQY!-!;0CxvFU<l<(LW4X47}vLnf}Rq_5?62-V<J$bQR)5+-rClM3Du>w}vSS*N(~Y
zdcV^;=k+6%g(j+1^iENjKQHCIejgW-><TSAN%pT=bZ{yE^_^hJAC|C3_}E#D^F}PK
zAc`Ph^rT8DSRWU*pe0x)sFmEc0Yhl9!FV%b3Z~86p5~Lf=p2wI3ANo_uaMyE2@WlI
z#&usb(@+xd%8<F4=+nj1C^?#e+N@6bmp@M5CdGNU!bCgN+4~cA`HTs~an(q$l*&Em
zY*tQ(T@R!Sbed?4%5_^AMTb8xh}hj+VrKFt?Q%LS5`KjhK!PXj!@|z9Q#1k~_2jn!
zsXJn@97WAUkyjF(dAAnLMKb@GrH<l^bt)3$v<CzO-*q+;N*2W3Ss~>#i^S!>41IFA
zl9Hm2;%!&Toyr~!eYA7(VQ_m7qlYjJD=!3#EPYD(;O!9WJYNs3_T5FA&Yq?F*nSpl
z{cGB*ytD$%=xp90QkZfKP#>5(Cs`)_YSk8jnN^r5#)3pWq%S!{oay;6_n>EOx;|bS
zn0&O|PHG2RfEqF)Ai8f&-RlN@T5+h_vK**>KO%~debykJh4$9!A=210Fi6H{x+yFY
zF`lLJK7hF|AUV-kC5X+#3dO^rbKxLr$nQEK<67k3=RYnyksNYjXygQ2qKUb!n)!XT
z@9i(ZA}`7Y*6>0zkjE$rdwsl#1mY38Gj?=nc`LX`!V$)PK2(!KvM=@$d!a<5xfSAv
zufP?P9Ghj?nf#kohhVB_nmfOUMdj<8yLIP_W<iht-8!_9nk6|`tY=N6s56}*rd@NG
zwpxz=F=dUJ%0&wLW;V~aCX1-mW0YnXhqOiesMoQ6(lP9eYRB}YKLep@X{yRdf4suD
z{Zj2WS<U484s}GXvr7UwNe?qvi)ximk@sBdcr8+|%u@S&5zxgeJLUj3xjLrgo>^2s
z0@$x3!7|yJZ_(WcB?EdIx=rIj#I~c;$RP6eAmNf#_&Jd;$^jv7V&8+PQ%3api;E1g
z4q6ZSuIP|J@`B|z|HA(3GLa!vk!Na364`rFe{ck5&{13vBrY7^1jsrO1j$4A%~BZ(
zht?}kMu)>dw$ygIk0T!g5>C6LT%%6~CWTxZBufgIV}pJ~r*<RcWKL^6E+xxjFXxT0
zli;My^YfT8u$E)+eAJnYcV(S6tVZ^M@&37NEg}>%>+GM(nor~!UH*ZdbIVEqly^Y#
zPGM>w7rRG%uR7-Ebt+CO3AMCD4UfktISB<$GYQ9?qdTev6$=+C`&;xC8jhnrjz<O$
zgL#AkIzm}c0*DVIZ3P-XU!9J^=-*rhbzqzwN+H!#ZNvrC5c)xepGXt)?)_3^H`PgK
zyuC}j+S!l9!3@dz6_^@NRIjr)ooYHin;G-7jNTGIO>V|rVF|nJ@5*VE!|6Xk-1Vl5
z;>8K?FvT+!=e+~PE>2Q9)^2-&2ejc(K!t)YLrw<8v;rkq44JaZb(PP314)K~Q8Sw3
z?5le}4qJHVf6Zw~42xy=RQDT|iWi@ea1Kz?{=#`G=yY<cQVp47z{HdFi*A%=g&H)8
z6ok4Ek;Idg^(hZ&yQVRm>Gzf5in_XL3XO2rRIgkzuTu&hghP+cLy$6&%l@f$9dTm<
zQI6=SMI@`O>1g=5TgUf!4CFYUNF=3?;d+#uZxu9_g&z2e$*f{3gl##TlgG;AoXUu`
za{GrRoX2y6lCx@l-TSh~D9~G&<#){qI3BbzjF#>`LDe}Uh0HjPhP8<X^`kVw>qFfu
zle`fgIA-VLTWK|%T!*Exy}>_yTU2i5cl11*jgNIxFpn>Gcruve#<WP(^thVK@bZf3
z+_|K0(RiVOmWC$|<Gi0y5$XHw#wUxvUS*;xG<rHaYhXfu;qM~Cd99YtA_7p+l7nkY
zTw%al^8}LT<Ebaw5P|1;@7!-9$1o5%ruPxa$SXGjdiE)-TGV%pfjO}Te1PdoCKXpo
zHGz9cS=9;tWfOL=cYfZ7q{w~-4$>8!PLSXYj(;*1!+VSYY2h=_l8HuZ01Ha1(GXgL
zSQRA7Als!Ad<PlI`;f4Nn#r-UZD1u-U9%g+#Am_KFbbd)okzIDRMXh^dA5OJ;gP+6
z3xJ}=xD>r!YTkH#x$cjfX$oM=w+Du0nD}Ynf35-n_f4^&@lW6&l2<hW3rw+nJc7gh
zmz>J*bfS!>tD(y<1PiVJ*G$N942ZnkgaMoPpQ~)uRJ8Ubj}4I4A8C4N&45lS%<DUB
z`Z%&=Ll?&8<Hc?dWoO(vU;)3p;5D}a3;4fVQMq+E>wot6;09$qo97m=$b?rtYYtPu
zlMjg8@4CjQ*rX*&SrQiT$P#bJvHjAm_;QFG8HIh=L%@&TmhkJgev9VOQ25DVK*;#5
zW6DVZ`~22F^ot%oNa)I%+dxP(X&J?wan-6@<(8mLyPc=YQ@TX?Z*`d0jPsD_H-w~k
z@2_iMD5<(53G*JxPFn(m6XJy=aKGqGB~AHYVM_487Q(o5rm37OLIRaFIstPnmBRak
z&;qJTOKMnSRU?@VwH{PGN9Fx22`$c&W!MV~;{#uIe*q!hvUx;rlS&1+f^SWJ%>GAw
z#9X}xJ5|NzZ@{+53H>to(%&u7rl6en;z(3M)wCfMwl%OO42TXCakrY<fdxc#kBd$!
zuWV^pp_(q+%!xC!N=zk=)7DrY(z5#CeJM@$m%aE81e01loDY?8`9_jN_ws^;+f}K>
z0fF|K{S^MIn8@)eg}Q=uqzzS8FlBraM9Hd&n4r;<R%h5Q%JOy`ugpPWXfXLWO^(mU
zDsu)dX*5tJS3>9Hx+Si|k87hLu1pSYlh+eyQ>ZwBI!*2FKhn3T%Qq}X^T!w6(xSZ$
zSP2zMJq+fizTLc7V6n9eK(uXupsN90S^%j*EPmu*F`j4PSodr4I-qk}w>!fMC;`zX
z;k#mk@Dqy-ygbBGV|jlRACt<Tr&>J0=W(q2z17L7K>X+;SgA8aoyzs+$LZF(%XqA-
zuA^N8N=n|ac4fW|^)u;PB<5S7q&XgmHh-B*ictZkR3ekOeUd?ibKVFKdjs%(9=esp
ztVXjgVV;klZ=s74!o5`*YYVh(SE)d`uFwgDvaWf30*<ahxkB|E#A=t5tA{pIda0<X
z-HHQgXW5s9`^oQMvq$ERN~fCF!AajV%rHT(M!n%<jbugL>gt<wnzKF(6ilzdwa8z&
zvil*lmWEh|S(Qim!p-zy5r*#0ZtwkMQZB4~@5!cXgQH3bsZ^JVQCk>C)MHK^K4Zy&
zvZgGsWoPUPlBS?x?mj7GcmwNacb%KE=|Rn?@=Lnlz+IF&#pP^9KFo{sx0ssDw}d;_
zKhfy~;%*9kxr2S?Me81f#pUva$zjCmzGwJE$=TxcKIVkBox<q<V2a^Xcr!*Bd=W+G
zqCVK5*SB$mmz_eDo#pFAPx82)aY?@5f@Qg;VoWVS>D?|9Oi)a`#bA!Z8DnVbKazz6
zP+)A#hIvpkk(`Qe?Q=|U3jPI(5s~ugIGPTU&p(5<PBooCiTqmZWj(;Fn!#07vPst0
zl5;6oNZ}>jNJ#FT(v#EXw(0K*xr#DYA;U3}3imd6w0<VF^HvT<T=7m<cNJfw5_X`R
zX9-Vjz&%J86<&0)5Iv{SUxJxcXr{woAYBNa<(8!1m>%7*7DuI}Nd-Sv4ba<t`wv=?
zJcKu1_=_2iZldRn`nsgWR*^{+x(z2OIRw?C3@3rI^eI#%{pkapuu^R4@%ejSbd}=G
z^;IoJl8A06MFgl4g$@dmPd<x%$CU@9|Mgk};vn`U6!!8z=zR*d#{8&Q_*+q`P}5pU
zXSDoT_Md(4KSfQ91K=+lr*%`ooIHvf>vsZW`gbGv`zzc&=f6T4!45FNZPdLvo0ju@
zD8H=gPeeqq=MK%(V{#o{jyR)pi1y+}+^I~QBy2}0^hN(sjo@C#g}+4lO86!!MGr))
za11EN8HZ`1j`r7HCP1ncvYcKV1ItUQZ{<#wAA<SmeoF!jL5uq*!iCNTxMT(pWD%#C
zuOhIyyxRUs_|q(yKw4x21m9?4{6C&gG@K<3Ib)*4Awzoh%;9}Vs&xW|(Hqdb<b794
zs9lqWEF4?U04(er2YZwLMz?-{g{na$M(~*KIdK0xf;2NxB&8b(YrH*~{`E3=4<WnZ
zH;6N=vacaXZ4ioo-re`fXb2P0g!b+R5Vu1irSZSNrOZUr(jSZd0h#~fWn%=gy|9ee
z|N9U8`{x~j&j0VP|2{jBcNS54{I~D?=K-?V{x5SK|BnyHzwxiP<bQh^{|}@q|HoHA
j{r~5Gi1gOr&e1Wc_yl5Ix(}C*!7nu>Elh#J1Hb<TN6vGS

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/analysis/calendar_activity.json b/modelling/data/abingdon-all/analysis/calendar_activity.json
new file mode 100644
index 0000000..4fc8b3c
--- /dev/null
+++ b/modelling/data/abingdon-all/analysis/calendar_activity.json
@@ -0,0 +1,920 @@
+{
+  "schema_version": "seasonal-ecological-calendar-activity/v1",
+  "source_cluster_schema_version": "seasonal-ecological-calendar-clusters/v1",
+  "n_clusters": 10,
+  "normalisation": {
+    "method": "species_max",
+    "description": "Each species is normalised to its own maximum synthesised value before cluster-level monthly aggregation.",
+    "value_column": "synthesised"
+  },
+  "clusters": [
+    {
+      "cluster_id": 1,
+      "calendar_label": "Snowberry neighbourhood",
+      "description": "Single-species cluster containing Snowberry, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around September, a moderate autumn component, moderate summer suppression, and balanced response dynamics. Its defining traits include year wrapping winter presence, atypical winter peak, and moderate autumn component. Compared with the full species set, autumn to winter weight ratio is higher than the whole-set average and trough month is lower than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Snowberry"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.289268,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.053012,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.009363,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.001653,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.000292,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.035926,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.291041,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.706134,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 1.0,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.936094,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.581471,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.244276,
+          "n_species_contributing": 1
+        }
+      ]
+    },
+    {
+      "cluster_id": 2,
+      "calendar_label": "Jay neighbourhood",
+      "description": "Single-species cluster containing Jay, mainly representing resident with summer detectability collapse. Detectability peaks around October and and is lowest around August. The shared pattern includes weak baseline presence, moderate summer suppression, meaningful autumn component, and rapid decline biased response dynamics. Its defining traits include resident detectability pattern, weak baseline presence, and autumn detectability peak. Compared with the full species set, fit score is higher than the whole-set average and target amplitude is lower than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Jay"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 1.0,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.547699,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.333066,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.231214,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.182881,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.159615,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.064212,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.00059,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.089497,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.261757,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.198723,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.209148,
+          "n_species_contributing": 1
+        }
+      ]
+    },
+    {
+      "cluster_id": 3,
+      "calendar_label": "Resident With Summer Detectability Collapse",
+      "description": "Cluster of 28 species, mainly representing resident with summer detectability collapse. Detectability peaks around April and and is lowest around September. The shared pattern includes weak baseline presence, moderate summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, moderate summer suppression, and weak autumn component.",
+      "n_species": 28,
+      "species": [
+        "Collared Dove",
+        "House Sparrow",
+        "Chaffinch",
+        "Coal Tit",
+        "Germander Speedwell",
+        "Common Cleavers",
+        "Blackcap",
+        "Skylark",
+        "Mallard",
+        "Pied Wagtail",
+        "Shepherds Purse",
+        "Daisy",
+        "Nettle",
+        "Common Kestrel",
+        "Long Tailed Tit",
+        "Buzzard",
+        "Blackbird",
+        "Blue Tit",
+        "Dunnock",
+        "Canada Goose",
+        "Song Thrush",
+        "Greylag Goose",
+        "Great Tit",
+        "Pheasant",
+        "Greenfinch",
+        "Wren",
+        "Dandelion",
+        "Rook"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.53862,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.510212,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.679294,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.870215,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.808492,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.576286,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.303355,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.188865,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.192174,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.211752,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.239941,
+          "n_species_contributing": 28
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.3856,
+          "n_species_contributing": 28
+        }
+      ]
+    },
+    {
+      "cluster_id": 4,
+      "calendar_label": "Resident With Spring Persistence And Summer Suppression",
+      "description": "Cluster of 15 species, mainly representing resident with spring persistence and summer suppression. Detectability peaks around February and and is lowest around August. The shared pattern includes strong baseline presence, strong summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, meaningful year end component, and weak autumn component. Compared with the full species set, fit score is higher than the whole-set average.",
+      "n_species": 15,
+      "species": [
+        "Cormorant",
+        "Mistle Thrush",
+        "Robin",
+        "Mute Swan",
+        "Herring Gull",
+        "Black Headed Gull",
+        "Coot",
+        "Grey Heron",
+        "Jackdaw",
+        "Red Kite",
+        "Goldfinch",
+        "Woodpigeon",
+        "Common Starling",
+        "Crow",
+        "Magpie"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.964338,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.878583,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.774402,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.674279,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.623505,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.582529,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.420112,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.302199,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.316757,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.366061,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.412074,
+          "n_species_contributing": 15
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.572646,
+          "n_species_contributing": 15
+        }
+      ]
+    },
+    {
+      "cluster_id": 5,
+      "calendar_label": "Moderate Summer Seasonal Presence",
+      "description": "Cluster of 4 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from June to September, with a mean peak around July, and and an average width of 3.0 months. It is characterised by moderate season and moderate active window. Common high-support traits include summer peak, moderate season, and central peak alignment. Compared with the full species set, season start month is higher than the whole-set average and fit score is lower than the whole-set average.",
+      "n_species": 4,
+      "species": [
+        "Rosebay Willowherb",
+        "White Clover",
+        "Gatekeeper Butterfly",
+        "Goats Beard"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.0,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.0,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 1e-06,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.00258,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.190403,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.669587,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.786763,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.481691,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.086942,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.0001,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.0,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 4
+        }
+      ]
+    },
+    {
+      "cluster_id": 6,
+      "calendar_label": "Moderate Spring Seasonal Presence",
+      "description": "Cluster of 13 species, mainly representing moderate spring seasonal presence. The fitted active window runs roughly from April to June, with a mean peak around May, and and an average width of 2.6 months. It is characterised by moderate season and sharp active window. Common high-support traits include spring peak, central peak alignment, and strong offseason suppression. Compared with the full species set, fit score is lower than the whole-set average and season end month is lower than the whole-set average.",
+      "n_species": 13,
+      "species": [
+        "Chiffchaff",
+        "Garden Warbler",
+        "Lesser Celandine",
+        "Cowslip",
+        "Garlic Mustard",
+        "Common Vetch",
+        "Cow Parsley",
+        "Whitethroat",
+        "Orange Tip Butterfly",
+        "Reed Warbler",
+        "Yellow Flag Iris",
+        "Bluebell",
+        "Cuckoo"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.000537,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.051265,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.217858,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.606352,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.798771,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.264673,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.028819,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 8.1e-05,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.0,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.0,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.0,
+          "n_species_contributing": 13
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 13
+        }
+      ]
+    },
+    {
+      "cluster_id": 7,
+      "calendar_label": "Red Admiral Butterfly neighbourhood",
+      "description": "Single-species cluster containing Red Admiral Butterfly, mainly representing extended summer seasonal presence. The fitted active window runs roughly from March to December, with a mean peak around August, and and an average width of 8.8 months. It is characterised by very broad season and moderate active window. Its defining traits include summer peak, very broad season, and moderate seasonal window. Compared with the full species set, season width months is higher than the whole-set average and peak month is higher than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Red Admiral Butterfly"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.0,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.002427,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.106249,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.342973,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.608728,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.849296,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 1.0,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.847989,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.393208,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.250697,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.112701,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.002611,
+          "n_species_contributing": 1
+        }
+      ]
+    },
+    {
+      "cluster_id": 8,
+      "calendar_label": "Extended Spring Seasonal Presence",
+      "description": "Cluster of 22 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around June, and and an average width of 5.8 months. It is characterised by broad season and moderate active window. Common high-support traits include strong offseason suppression, strong post peak decline, and early peak alignment.",
+      "n_species": 22,
+      "species": [
+        "Swallow",
+        "Buttercup",
+        "Brimstone Butterfly",
+        "Red Dead Nettle",
+        "Green Alkanet",
+        "Peacock Butterfly",
+        "Common Comfrey",
+        "Oxeye Daisy",
+        "Doves Foot Cranesbill",
+        "Honeysuckle",
+        "Red Campion",
+        "Dog Rose",
+        "Teasel",
+        "Red Clover",
+        "White Campion",
+        "Cuckoo Pint",
+        "Speckled Wood Butterfly",
+        "Horsetail",
+        "Meadow Brown Butterfly",
+        "Common Poppy",
+        "Cornflower",
+        "Swift"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.000112,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.022969,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.133215,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.369405,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.686775,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.712112,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.503197,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.311763,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.129067,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.028989,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.004711,
+          "n_species_contributing": 22
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 1.9e-05,
+          "n_species_contributing": 22
+        }
+      ]
+    },
+    {
+      "cluster_id": 9,
+      "calendar_label": "Redwing neighbourhood",
+      "description": "Single-species cluster containing Redwing, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around January, a moderate autumn component, moderate summer suppression, and slow arrival fast departure response dynamics. Its defining traits include year wrapping winter presence, core winter winter peak, and moderate autumn component. Compared with the full species set, decay to growth ratio is higher than the whole-set average and active month count ge 0 10 is higher than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Redwing"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 1.0,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.98083,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.656166,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.241796,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.028644,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.002457,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.000211,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 1.8e-05,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.015724,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.114512,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.327539,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.631702,
+          "n_species_contributing": 1
+        }
+      ]
+    },
+    {
+      "cluster_id": 10,
+      "calendar_label": "Narrow Winter Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing narrow winter seasonal presence. The fitted active window runs roughly from January to March, with a mean peak around February, and and an average width of 1.7 months. It is characterised by narrow season and moderate active window. Common high-support traits include winter peak, narrow season, and strong offseason suppression. Compared with the full species set, season end month is lower than the whole-set average and season midpoint month is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Snowdrop",
+        "Winter Aconite"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.211124,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 1.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.290158,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.000638,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 1e-06,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        }
+      ]
+    }
+  ]
+}
diff --git a/modelling/data/abingdon-all/analysis/cluster_analysis.json b/modelling/data/abingdon-all/analysis/cluster_analysis.json
new file mode 100644
index 0000000..d804674
--- /dev/null
+++ b/modelling/data/abingdon-all/analysis/cluster_analysis.json
@@ -0,0 +1,6622 @@
+{
+  "schema_version": "species-similarity-clusters/v2",
+  "created_utc": "2026-05-25T08:08:58.218316+00:00",
+  "source_similarity_schema_version": "species-similarity/v1",
+  "source_feature_schema_version": "species-feature-table/v1",
+  "n_species": 88,
+  "n_clusters": 10,
+  "method": {
+    "description": "Hierarchical clustering over pairwise species similarity, followed by cluster-level summaries from the species feature matrix.",
+    "linkage_method": "average",
+    "cluster_cut": {
+      "criterion": "maxclust",
+      "n_clusters_requested": 10
+    },
+    "distance_definition": "distance = 1 - similarity",
+    "cluster_caveat": "Clusters should be interpreted as exploratory seasonal assemblages rather than fixed ecological categories."
+  },
+  "species_order": [
+    "Snowberry",
+    "Jay",
+    "Collared Dove",
+    "House Sparrow",
+    "Chaffinch",
+    "Coal Tit",
+    "Germander Speedwell",
+    "Common Cleavers",
+    "Blackcap",
+    "Skylark",
+    "Mallard",
+    "Pied Wagtail",
+    "Shepherds Purse",
+    "Daisy",
+    "Nettle",
+    "Common Kestrel",
+    "Long Tailed Tit",
+    "Buzzard",
+    "Blackbird",
+    "Blue Tit",
+    "Dunnock",
+    "Canada Goose",
+    "Song Thrush",
+    "Greylag Goose",
+    "Great Tit",
+    "Pheasant",
+    "Greenfinch",
+    "Wren",
+    "Dandelion",
+    "Rook",
+    "Cormorant",
+    "Mistle Thrush",
+    "Robin",
+    "Mute Swan",
+    "Herring Gull",
+    "Black Headed Gull",
+    "Coot",
+    "Grey Heron",
+    "Jackdaw",
+    "Red Kite",
+    "Goldfinch",
+    "Woodpigeon",
+    "Common Starling",
+    "Crow",
+    "Magpie",
+    "Rosebay Willowherb",
+    "White Clover",
+    "Gatekeeper Butterfly",
+    "Goats Beard",
+    "Chiffchaff",
+    "Garden Warbler",
+    "Lesser Celandine",
+    "Cowslip",
+    "Garlic Mustard",
+    "Common Vetch",
+    "Cow Parsley",
+    "Whitethroat",
+    "Orange Tip Butterfly",
+    "Reed Warbler",
+    "Yellow Flag Iris",
+    "Bluebell",
+    "Cuckoo",
+    "Red Admiral Butterfly",
+    "Swallow",
+    "Buttercup",
+    "Brimstone Butterfly",
+    "Red Dead Nettle",
+    "Green Alkanet",
+    "Peacock Butterfly",
+    "Common Comfrey",
+    "Oxeye Daisy",
+    "Doves Foot Cranesbill",
+    "Honeysuckle",
+    "Red Campion",
+    "Dog Rose",
+    "Teasel",
+    "Red Clover",
+    "White Campion",
+    "Cuckoo Pint",
+    "Speckled Wood Butterfly",
+    "Horsetail",
+    "Meadow Brown Butterfly",
+    "Common Poppy",
+    "Cornflower",
+    "Swift",
+    "Redwing",
+    "Snowdrop",
+    "Winter Aconite"
+  ],
+  "linkage": {
+    "format": "scipy.cluster.hierarchy.linkage",
+    "columns": [
+      "left_child",
+      "right_child",
+      "distance",
+      "n_leaves"
+    ],
+    "node_id_convention": "Leaf nodes are 0..n_species-1 in species_input_order; internal nodes are n_species..2*n_species-2 in linkage row order.",
+    "species_input_order": [
+      "Black Headed Gull",
+      "Blackbird",
+      "Blackcap",
+      "Blue Tit",
+      "Buzzard",
+      "Canada Goose",
+      "Chaffinch",
+      "Coal Tit",
+      "Collared Dove",
+      "Common Cleavers",
+      "Common Kestrel",
+      "Common Starling",
+      "Coot",
+      "Cormorant",
+      "Crow",
+      "Daisy",
+      "Dandelion",
+      "Dunnock",
+      "Germander Speedwell",
+      "Goldfinch",
+      "Great Tit",
+      "Greenfinch",
+      "Grey Heron",
+      "Greylag Goose",
+      "Herring Gull",
+      "House Sparrow",
+      "Jackdaw",
+      "Jay",
+      "Long Tailed Tit",
+      "Magpie",
+      "Mallard",
+      "Mistle Thrush",
+      "Mute Swan",
+      "Nettle",
+      "Pheasant",
+      "Pied Wagtail",
+      "Red Kite",
+      "Robin",
+      "Rook",
+      "Shepherds Purse",
+      "Skylark",
+      "Song Thrush",
+      "Woodpigeon",
+      "Wren",
+      "Bluebell",
+      "Brimstone Butterfly",
+      "Buttercup",
+      "Chiffchaff",
+      "Common Comfrey",
+      "Common Poppy",
+      "Common Vetch",
+      "Cornflower",
+      "Cow Parsley",
+      "Cowslip",
+      "Cuckoo",
+      "Cuckoo Pint",
+      "Dog Rose",
+      "Doves Foot Cranesbill",
+      "Garden Warbler",
+      "Garlic Mustard",
+      "Gatekeeper Butterfly",
+      "Goats Beard",
+      "Green Alkanet",
+      "Honeysuckle",
+      "Horsetail",
+      "Lesser Celandine",
+      "Meadow Brown Butterfly",
+      "Orange Tip Butterfly",
+      "Oxeye Daisy",
+      "Peacock Butterfly",
+      "Red Admiral Butterfly",
+      "Red Campion",
+      "Red Clover",
+      "Red Dead Nettle",
+      "Reed Warbler",
+      "Rosebay Willowherb",
+      "Snowdrop",
+      "Speckled Wood Butterfly",
+      "Swallow",
+      "Swift",
+      "Teasel",
+      "White Campion",
+      "White Clover",
+      "Whitethroat",
+      "Winter Aconite",
+      "Yellow Flag Iris",
+      "Redwing",
+      "Snowberry"
+    ],
+    "leaf_order_indices": [
+      87,
+      27,
+      8,
+      25,
+      6,
+      7,
+      18,
+      9,
+      2,
+      40,
+      30,
+      35,
+      39,
+      15,
+      33,
+      10,
+      28,
+      4,
+      1,
+      3,
+      17,
+      5,
+      41,
+      23,
+      20,
+      34,
+      21,
+      43,
+      16,
+      38,
+      13,
+      31,
+      37,
+      32,
+      24,
+      0,
+      12,
+      22,
+      26,
+      36,
+      19,
+      42,
+      11,
+      14,
+      29,
+      75,
+      82,
+      60,
+      61,
+      47,
+      58,
+      65,
+      53,
+      59,
+      50,
+      52,
+      83,
+      67,
+      74,
+      85,
+      44,
+      54,
+      70,
+      78,
+      46,
+      45,
+      73,
+      62,
+      69,
+      48,
+      68,
+      57,
+      63,
+      71,
+      56,
+      80,
+      72,
+      81,
+      55,
+      77,
+      64,
+      66,
+      49,
+      51,
+      79,
+      86,
+      76,
+      84
+    ],
+    "leaf_order_species": [
+      "Snowberry",
+      "Jay",
+      "Collared Dove",
+      "House Sparrow",
+      "Chaffinch",
+      "Coal Tit",
+      "Germander Speedwell",
+      "Common Cleavers",
+      "Blackcap",
+      "Skylark",
+      "Mallard",
+      "Pied Wagtail",
+      "Shepherds Purse",
+      "Daisy",
+      "Nettle",
+      "Common Kestrel",
+      "Long Tailed Tit",
+      "Buzzard",
+      "Blackbird",
+      "Blue Tit",
+      "Dunnock",
+      "Canada Goose",
+      "Song Thrush",
+      "Greylag Goose",
+      "Great Tit",
+      "Pheasant",
+      "Greenfinch",
+      "Wren",
+      "Dandelion",
+      "Rook",
+      "Cormorant",
+      "Mistle Thrush",
+      "Robin",
+      "Mute Swan",
+      "Herring Gull",
+      "Black Headed Gull",
+      "Coot",
+      "Grey Heron",
+      "Jackdaw",
+      "Red Kite",
+      "Goldfinch",
+      "Woodpigeon",
+      "Common Starling",
+      "Crow",
+      "Magpie",
+      "Rosebay Willowherb",
+      "White Clover",
+      "Gatekeeper Butterfly",
+      "Goats Beard",
+      "Chiffchaff",
+      "Garden Warbler",
+      "Lesser Celandine",
+      "Cowslip",
+      "Garlic Mustard",
+      "Common Vetch",
+      "Cow Parsley",
+      "Whitethroat",
+      "Orange Tip Butterfly",
+      "Reed Warbler",
+      "Yellow Flag Iris",
+      "Bluebell",
+      "Cuckoo",
+      "Red Admiral Butterfly",
+      "Swallow",
+      "Buttercup",
+      "Brimstone Butterfly",
+      "Red Dead Nettle",
+      "Green Alkanet",
+      "Peacock Butterfly",
+      "Common Comfrey",
+      "Oxeye Daisy",
+      "Doves Foot Cranesbill",
+      "Honeysuckle",
+      "Red Campion",
+      "Dog Rose",
+      "Teasel",
+      "Red Clover",
+      "White Campion",
+      "Cuckoo Pint",
+      "Speckled Wood Butterfly",
+      "Horsetail",
+      "Meadow Brown Butterfly",
+      "Common Poppy",
+      "Cornflower",
+      "Swift",
+      "Redwing",
+      "Snowdrop",
+      "Winter Aconite"
+    ],
+    "matrix": [
+      [
+        50,
+        52,
+        0.024399,
+        2
+      ],
+      [
+        67,
+        74,
+        0.028623,
+        2
+      ],
+      [
+        45,
+        73,
+        0.042837,
+        2
+      ],
+      [
+        20,
+        34,
+        0.042911,
+        2
+      ],
+      [
+        63,
+        71,
+        0.049127,
+        2
+      ],
+      [
+        48,
+        68,
+        0.053567,
+        2
+      ],
+      [
+        53,
+        59,
+        0.059395,
+        2
+      ],
+      [
+        56,
+        80,
+        0.062938,
+        2
+      ],
+      [
+        2,
+        40,
+        0.063401,
+        2
+      ],
+      [
+        14,
+        29,
+        0.063977,
+        2
+      ],
+      [
+        51,
+        79,
+        0.064085,
+        2
+      ],
+      [
+        9,
+        96,
+        0.065482,
+        3
+      ],
+      [
+        8,
+        25,
+        0.06802,
+        2
+      ],
+      [
+        3,
+        17,
+        0.075092,
+        2
+      ],
+      [
+        60,
+        61,
+        0.083611,
+        2
+      ],
+      [
+        19,
+        42,
+        0.086981,
+        2
+      ],
+      [
+        15,
+        33,
+        0.09005,
+        2
+      ],
+      [
+        21,
+        43,
+        0.091172,
+        2
+      ],
+      [
+        64,
+        66,
+        0.095752,
+        2
+      ],
+      [
+        69,
+        93,
+        0.095761,
+        3
+      ],
+      [
+        1,
+        101,
+        0.097551,
+        3
+      ],
+      [
+        30,
+        35,
+        0.1027,
+        2
+      ],
+      [
+        0,
+        12,
+        0.103578,
+        2
+      ],
+      [
+        72,
+        81,
+        0.107524,
+        2
+      ],
+      [
+        62,
+        107,
+        0.111241,
+        4
+      ],
+      [
+        44,
+        54,
+        0.112805,
+        2
+      ],
+      [
+        18,
+        99,
+        0.113897,
+        4
+      ],
+      [
+        39,
+        104,
+        0.114946,
+        3
+      ],
+      [
+        57,
+        92,
+        0.118577,
+        3
+      ],
+      [
+        16,
+        38,
+        0.119502,
+        2
+      ],
+      [
+        4,
+        108,
+        0.122987,
+        4
+      ],
+      [
+        55,
+        77,
+        0.124382,
+        2
+      ],
+      [
+        11,
+        97,
+        0.127628,
+        3
+      ],
+      [
+        83,
+        89,
+        0.129458,
+        3
+      ],
+      [
+        49,
+        98,
+        0.133749,
+        3
+      ],
+      [
+        23,
+        91,
+        0.135952,
+        3
+      ],
+      [
+        65,
+        94,
+        0.141695,
+        3
+      ],
+      [
+        5,
+        41,
+        0.145956,
+        2
+      ],
+      [
+        46,
+        90,
+        0.146288,
+        3
+      ],
+      [
+        88,
+        121,
+        0.146304,
+        5
+      ],
+      [
+        76,
+        84,
+        0.146934,
+        2
+      ],
+      [
+        7,
+        114,
+        0.151509,
+        5
+      ],
+      [
+        95,
+        111,
+        0.151924,
+        4
+      ],
+      [
+        105,
+        117,
+        0.1535,
+        4
+      ],
+      [
+        103,
+        120,
+        0.154192,
+        5
+      ],
+      [
+        31,
+        37,
+        0.154429,
+        2
+      ],
+      [
+        109,
+        115,
+        0.155837,
+        5
+      ],
+      [
+        112,
+        116,
+        0.160448,
+        7
+      ],
+      [
+        24,
+        110,
+        0.160575,
+        3
+      ],
+      [
+        82,
+        102,
+        0.165685,
+        3
+      ],
+      [
+        124,
+        127,
+        0.177738,
+        8
+      ],
+      [
+        129,
+        134,
+        0.1788,
+        10
+      ],
+      [
+        47,
+        58,
+        0.179472,
+        2
+      ],
+      [
+        13,
+        133,
+        0.180532,
+        3
+      ],
+      [
+        6,
+        139,
+        0.200532,
+        11
+      ],
+      [
+        126,
+        135,
+        0.201843,
+        10
+      ],
+      [
+        32,
+        136,
+        0.201957,
+        4
+      ],
+      [
+        85,
+        113,
+        0.203296,
+        3
+      ],
+      [
+        75,
+        137,
+        0.20348,
+        4
+      ],
+      [
+        106,
+        122,
+        0.204942,
+        5
+      ],
+      [
+        123,
+        131,
+        0.205408,
+        7
+      ],
+      [
+        125,
+        148,
+        0.211908,
+        9
+      ],
+      [
+        22,
+        26,
+        0.215114,
+        2
+      ],
+      [
+        119,
+        147,
+        0.22202,
+        7
+      ],
+      [
+        141,
+        144,
+        0.235573,
+        7
+      ],
+      [
+        36,
+        132,
+        0.246813,
+        6
+      ],
+      [
+        78,
+        143,
+        0.248047,
+        11
+      ],
+      [
+        130,
+        151,
+        0.248077,
+        11
+      ],
+      [
+        118,
+        149,
+        0.248174,
+        13
+      ],
+      [
+        100,
+        142,
+        0.248313,
+        13
+      ],
+      [
+        138,
+        145,
+        0.267677,
+        11
+      ],
+      [
+        150,
+        153,
+        0.272799,
+        8
+      ],
+      [
+        28,
+        156,
+        0.27337,
+        14
+      ],
+      [
+        10,
+        160,
+        0.287767,
+        15
+      ],
+      [
+        157,
+        161,
+        0.295193,
+        28
+      ],
+      [
+        152,
+        159,
+        0.316858,
+        15
+      ],
+      [
+        154,
+        155,
+        0.317037,
+        22
+      ],
+      [
+        140,
+        158,
+        0.345155,
+        13
+      ],
+      [
+        146,
+        165,
+        0.374478,
+        17
+      ],
+      [
+        162,
+        163,
+        0.375251,
+        43
+      ],
+      [
+        70,
+        164,
+        0.394294,
+        23
+      ],
+      [
+        166,
+        168,
+        0.422718,
+        40
+      ],
+      [
+        86,
+        128,
+        0.497349,
+        3
+      ],
+      [
+        27,
+        167,
+        0.505187,
+        44
+      ],
+      [
+        169,
+        170,
+        0.589869,
+        43
+      ],
+      [
+        171,
+        172,
+        0.607359,
+        87
+      ],
+      [
+        87,
+        173,
+        0.697624,
+        88
+      ]
+    ],
+    "merges": [
+      {
+        "node_id": 88,
+        "left_child": 50,
+        "right_child": 52,
+        "distance": 0.024399,
+        "n_leaves": 2,
+        "species": [
+          "Common Vetch",
+          "Cow Parsley"
+        ],
+        "left_species": [
+          "Common Vetch"
+        ],
+        "right_species": [
+          "Cow Parsley"
+        ]
+      },
+      {
+        "node_id": 89,
+        "left_child": 67,
+        "right_child": 74,
+        "distance": 0.028623,
+        "n_leaves": 2,
+        "species": [
+          "Orange Tip Butterfly",
+          "Reed Warbler"
+        ],
+        "left_species": [
+          "Orange Tip Butterfly"
+        ],
+        "right_species": [
+          "Reed Warbler"
+        ]
+      },
+      {
+        "node_id": 90,
+        "left_child": 45,
+        "right_child": 73,
+        "distance": 0.042837,
+        "n_leaves": 2,
+        "species": [
+          "Brimstone Butterfly",
+          "Red Dead Nettle"
+        ],
+        "left_species": [
+          "Brimstone Butterfly"
+        ],
+        "right_species": [
+          "Red Dead Nettle"
+        ]
+      },
+      {
+        "node_id": 91,
+        "left_child": 20,
+        "right_child": 34,
+        "distance": 0.042911,
+        "n_leaves": 2,
+        "species": [
+          "Great Tit",
+          "Pheasant"
+        ],
+        "left_species": [
+          "Great Tit"
+        ],
+        "right_species": [
+          "Pheasant"
+        ]
+      },
+      {
+        "node_id": 92,
+        "left_child": 63,
+        "right_child": 71,
+        "distance": 0.049127,
+        "n_leaves": 2,
+        "species": [
+          "Honeysuckle",
+          "Red Campion"
+        ],
+        "left_species": [
+          "Honeysuckle"
+        ],
+        "right_species": [
+          "Red Campion"
+        ]
+      },
+      {
+        "node_id": 93,
+        "left_child": 48,
+        "right_child": 68,
+        "distance": 0.053567,
+        "n_leaves": 2,
+        "species": [
+          "Common Comfrey",
+          "Oxeye Daisy"
+        ],
+        "left_species": [
+          "Common Comfrey"
+        ],
+        "right_species": [
+          "Oxeye Daisy"
+        ]
+      },
+      {
+        "node_id": 94,
+        "left_child": 53,
+        "right_child": 59,
+        "distance": 0.059395,
+        "n_leaves": 2,
+        "species": [
+          "Cowslip",
+          "Garlic Mustard"
+        ],
+        "left_species": [
+          "Cowslip"
+        ],
+        "right_species": [
+          "Garlic Mustard"
+        ]
+      },
+      {
+        "node_id": 95,
+        "left_child": 56,
+        "right_child": 80,
+        "distance": 0.062938,
+        "n_leaves": 2,
+        "species": [
+          "Dog Rose",
+          "Teasel"
+        ],
+        "left_species": [
+          "Dog Rose"
+        ],
+        "right_species": [
+          "Teasel"
+        ]
+      },
+      {
+        "node_id": 96,
+        "left_child": 2,
+        "right_child": 40,
+        "distance": 0.063401,
+        "n_leaves": 2,
+        "species": [
+          "Blackcap",
+          "Skylark"
+        ],
+        "left_species": [
+          "Blackcap"
+        ],
+        "right_species": [
+          "Skylark"
+        ]
+      },
+      {
+        "node_id": 97,
+        "left_child": 14,
+        "right_child": 29,
+        "distance": 0.063977,
+        "n_leaves": 2,
+        "species": [
+          "Crow",
+          "Magpie"
+        ],
+        "left_species": [
+          "Crow"
+        ],
+        "right_species": [
+          "Magpie"
+        ]
+      },
+      {
+        "node_id": 98,
+        "left_child": 51,
+        "right_child": 79,
+        "distance": 0.064085,
+        "n_leaves": 2,
+        "species": [
+          "Cornflower",
+          "Swift"
+        ],
+        "left_species": [
+          "Cornflower"
+        ],
+        "right_species": [
+          "Swift"
+        ]
+      },
+      {
+        "node_id": 99,
+        "left_child": 9,
+        "right_child": 96,
+        "distance": 0.065482,
+        "n_leaves": 3,
+        "species": [
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark"
+        ],
+        "left_species": [
+          "Common Cleavers"
+        ],
+        "right_species": [
+          "Blackcap",
+          "Skylark"
+        ]
+      },
+      {
+        "node_id": 100,
+        "left_child": 8,
+        "right_child": 25,
+        "distance": 0.06802,
+        "n_leaves": 2,
+        "species": [
+          "Collared Dove",
+          "House Sparrow"
+        ],
+        "left_species": [
+          "Collared Dove"
+        ],
+        "right_species": [
+          "House Sparrow"
+        ]
+      },
+      {
+        "node_id": 101,
+        "left_child": 3,
+        "right_child": 17,
+        "distance": 0.075092,
+        "n_leaves": 2,
+        "species": [
+          "Blue Tit",
+          "Dunnock"
+        ],
+        "left_species": [
+          "Blue Tit"
+        ],
+        "right_species": [
+          "Dunnock"
+        ]
+      },
+      {
+        "node_id": 102,
+        "left_child": 60,
+        "right_child": 61,
+        "distance": 0.083611,
+        "n_leaves": 2,
+        "species": [
+          "Gatekeeper Butterfly",
+          "Goats Beard"
+        ],
+        "left_species": [
+          "Gatekeeper Butterfly"
+        ],
+        "right_species": [
+          "Goats Beard"
+        ]
+      },
+      {
+        "node_id": 103,
+        "left_child": 19,
+        "right_child": 42,
+        "distance": 0.086981,
+        "n_leaves": 2,
+        "species": [
+          "Goldfinch",
+          "Woodpigeon"
+        ],
+        "left_species": [
+          "Goldfinch"
+        ],
+        "right_species": [
+          "Woodpigeon"
+        ]
+      },
+      {
+        "node_id": 104,
+        "left_child": 15,
+        "right_child": 33,
+        "distance": 0.09005,
+        "n_leaves": 2,
+        "species": [
+          "Daisy",
+          "Nettle"
+        ],
+        "left_species": [
+          "Daisy"
+        ],
+        "right_species": [
+          "Nettle"
+        ]
+      },
+      {
+        "node_id": 105,
+        "left_child": 21,
+        "right_child": 43,
+        "distance": 0.091172,
+        "n_leaves": 2,
+        "species": [
+          "Greenfinch",
+          "Wren"
+        ],
+        "left_species": [
+          "Greenfinch"
+        ],
+        "right_species": [
+          "Wren"
+        ]
+      },
+      {
+        "node_id": 106,
+        "left_child": 64,
+        "right_child": 66,
+        "distance": 0.095752,
+        "n_leaves": 2,
+        "species": [
+          "Horsetail",
+          "Meadow Brown Butterfly"
+        ],
+        "left_species": [
+          "Horsetail"
+        ],
+        "right_species": [
+          "Meadow Brown Butterfly"
+        ]
+      },
+      {
+        "node_id": 107,
+        "left_child": 69,
+        "right_child": 93,
+        "distance": 0.095761,
+        "n_leaves": 3,
+        "species": [
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy"
+        ],
+        "left_species": [
+          "Peacock Butterfly"
+        ],
+        "right_species": [
+          "Common Comfrey",
+          "Oxeye Daisy"
+        ]
+      },
+      {
+        "node_id": 108,
+        "left_child": 1,
+        "right_child": 101,
+        "distance": 0.097551,
+        "n_leaves": 3,
+        "species": [
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock"
+        ],
+        "left_species": [
+          "Blackbird"
+        ],
+        "right_species": [
+          "Blue Tit",
+          "Dunnock"
+        ]
+      },
+      {
+        "node_id": 109,
+        "left_child": 30,
+        "right_child": 35,
+        "distance": 0.1027,
+        "n_leaves": 2,
+        "species": [
+          "Mallard",
+          "Pied Wagtail"
+        ],
+        "left_species": [
+          "Mallard"
+        ],
+        "right_species": [
+          "Pied Wagtail"
+        ]
+      },
+      {
+        "node_id": 110,
+        "left_child": 0,
+        "right_child": 12,
+        "distance": 0.103578,
+        "n_leaves": 2,
+        "species": [
+          "Black Headed Gull",
+          "Coot"
+        ],
+        "left_species": [
+          "Black Headed Gull"
+        ],
+        "right_species": [
+          "Coot"
+        ]
+      },
+      {
+        "node_id": 111,
+        "left_child": 72,
+        "right_child": 81,
+        "distance": 0.107524,
+        "n_leaves": 2,
+        "species": [
+          "Red Clover",
+          "White Campion"
+        ],
+        "left_species": [
+          "Red Clover"
+        ],
+        "right_species": [
+          "White Campion"
+        ]
+      },
+      {
+        "node_id": 112,
+        "left_child": 62,
+        "right_child": 107,
+        "distance": 0.111241,
+        "n_leaves": 4,
+        "species": [
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy"
+        ],
+        "left_species": [
+          "Green Alkanet"
+        ],
+        "right_species": [
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy"
+        ]
+      },
+      {
+        "node_id": 113,
+        "left_child": 44,
+        "right_child": 54,
+        "distance": 0.112805,
+        "n_leaves": 2,
+        "species": [
+          "Bluebell",
+          "Cuckoo"
+        ],
+        "left_species": [
+          "Bluebell"
+        ],
+        "right_species": [
+          "Cuckoo"
+        ]
+      },
+      {
+        "node_id": 114,
+        "left_child": 18,
+        "right_child": 99,
+        "distance": 0.113897,
+        "n_leaves": 4,
+        "species": [
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark"
+        ],
+        "left_species": [
+          "Germander Speedwell"
+        ],
+        "right_species": [
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark"
+        ]
+      },
+      {
+        "node_id": 115,
+        "left_child": 39,
+        "right_child": 104,
+        "distance": 0.114946,
+        "n_leaves": 3,
+        "species": [
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ],
+        "left_species": [
+          "Shepherds Purse"
+        ],
+        "right_species": [
+          "Daisy",
+          "Nettle"
+        ]
+      },
+      {
+        "node_id": 116,
+        "left_child": 57,
+        "right_child": 92,
+        "distance": 0.118577,
+        "n_leaves": 3,
+        "species": [
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion"
+        ],
+        "left_species": [
+          "Doves Foot Cranesbill"
+        ],
+        "right_species": [
+          "Honeysuckle",
+          "Red Campion"
+        ]
+      },
+      {
+        "node_id": 117,
+        "left_child": 16,
+        "right_child": 38,
+        "distance": 0.119502,
+        "n_leaves": 2,
+        "species": [
+          "Dandelion",
+          "Rook"
+        ],
+        "left_species": [
+          "Dandelion"
+        ],
+        "right_species": [
+          "Rook"
+        ]
+      },
+      {
+        "node_id": 118,
+        "left_child": 4,
+        "right_child": 108,
+        "distance": 0.122987,
+        "n_leaves": 4,
+        "species": [
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock"
+        ],
+        "left_species": [
+          "Buzzard"
+        ],
+        "right_species": [
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock"
+        ]
+      },
+      {
+        "node_id": 119,
+        "left_child": 55,
+        "right_child": 77,
+        "distance": 0.124382,
+        "n_leaves": 2,
+        "species": [
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly"
+        ],
+        "left_species": [
+          "Cuckoo Pint"
+        ],
+        "right_species": [
+          "Speckled Wood Butterfly"
+        ]
+      },
+      {
+        "node_id": 120,
+        "left_child": 11,
+        "right_child": 97,
+        "distance": 0.127628,
+        "n_leaves": 3,
+        "species": [
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ],
+        "left_species": [
+          "Common Starling"
+        ],
+        "right_species": [
+          "Crow",
+          "Magpie"
+        ]
+      },
+      {
+        "node_id": 121,
+        "left_child": 83,
+        "right_child": 89,
+        "distance": 0.129458,
+        "n_leaves": 3,
+        "species": [
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler"
+        ],
+        "left_species": [
+          "Whitethroat"
+        ],
+        "right_species": [
+          "Orange Tip Butterfly",
+          "Reed Warbler"
+        ]
+      },
+      {
+        "node_id": 122,
+        "left_child": 49,
+        "right_child": 98,
+        "distance": 0.133749,
+        "n_leaves": 3,
+        "species": [
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ],
+        "left_species": [
+          "Common Poppy"
+        ],
+        "right_species": [
+          "Cornflower",
+          "Swift"
+        ]
+      },
+      {
+        "node_id": 123,
+        "left_child": 23,
+        "right_child": 91,
+        "distance": 0.135952,
+        "n_leaves": 3,
+        "species": [
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant"
+        ],
+        "left_species": [
+          "Greylag Goose"
+        ],
+        "right_species": [
+          "Great Tit",
+          "Pheasant"
+        ]
+      },
+      {
+        "node_id": 124,
+        "left_child": 65,
+        "right_child": 94,
+        "distance": 0.141695,
+        "n_leaves": 3,
+        "species": [
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard"
+        ],
+        "left_species": [
+          "Lesser Celandine"
+        ],
+        "right_species": [
+          "Cowslip",
+          "Garlic Mustard"
+        ]
+      },
+      {
+        "node_id": 125,
+        "left_child": 5,
+        "right_child": 41,
+        "distance": 0.145956,
+        "n_leaves": 2,
+        "species": [
+          "Canada Goose",
+          "Song Thrush"
+        ],
+        "left_species": [
+          "Canada Goose"
+        ],
+        "right_species": [
+          "Song Thrush"
+        ]
+      },
+      {
+        "node_id": 126,
+        "left_child": 46,
+        "right_child": 90,
+        "distance": 0.146288,
+        "n_leaves": 3,
+        "species": [
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle"
+        ],
+        "left_species": [
+          "Buttercup"
+        ],
+        "right_species": [
+          "Brimstone Butterfly",
+          "Red Dead Nettle"
+        ]
+      },
+      {
+        "node_id": 127,
+        "left_child": 88,
+        "right_child": 121,
+        "distance": 0.146304,
+        "n_leaves": 5,
+        "species": [
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler"
+        ],
+        "left_species": [
+          "Common Vetch",
+          "Cow Parsley"
+        ],
+        "right_species": [
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler"
+        ]
+      },
+      {
+        "node_id": 128,
+        "left_child": 76,
+        "right_child": 84,
+        "distance": 0.146934,
+        "n_leaves": 2,
+        "species": [
+          "Snowdrop",
+          "Winter Aconite"
+        ],
+        "left_species": [
+          "Snowdrop"
+        ],
+        "right_species": [
+          "Winter Aconite"
+        ]
+      },
+      {
+        "node_id": 129,
+        "left_child": 7,
+        "right_child": 114,
+        "distance": 0.151509,
+        "n_leaves": 5,
+        "species": [
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark"
+        ],
+        "left_species": [
+          "Coal Tit"
+        ],
+        "right_species": [
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark"
+        ]
+      },
+      {
+        "node_id": 130,
+        "left_child": 95,
+        "right_child": 111,
+        "distance": 0.151924,
+        "n_leaves": 4,
+        "species": [
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion"
+        ],
+        "left_species": [
+          "Dog Rose",
+          "Teasel"
+        ],
+        "right_species": [
+          "Red Clover",
+          "White Campion"
+        ]
+      },
+      {
+        "node_id": 131,
+        "left_child": 105,
+        "right_child": 117,
+        "distance": 0.1535,
+        "n_leaves": 4,
+        "species": [
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ],
+        "left_species": [
+          "Greenfinch",
+          "Wren"
+        ],
+        "right_species": [
+          "Dandelion",
+          "Rook"
+        ]
+      },
+      {
+        "node_id": 132,
+        "left_child": 103,
+        "right_child": 120,
+        "distance": 0.154192,
+        "n_leaves": 5,
+        "species": [
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ],
+        "left_species": [
+          "Goldfinch",
+          "Woodpigeon"
+        ],
+        "right_species": [
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ]
+      },
+      {
+        "node_id": 133,
+        "left_child": 31,
+        "right_child": 37,
+        "distance": 0.154429,
+        "n_leaves": 2,
+        "species": [
+          "Mistle Thrush",
+          "Robin"
+        ],
+        "left_species": [
+          "Mistle Thrush"
+        ],
+        "right_species": [
+          "Robin"
+        ]
+      },
+      {
+        "node_id": 134,
+        "left_child": 109,
+        "right_child": 115,
+        "distance": 0.155837,
+        "n_leaves": 5,
+        "species": [
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ],
+        "left_species": [
+          "Mallard",
+          "Pied Wagtail"
+        ],
+        "right_species": [
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ]
+      },
+      {
+        "node_id": 135,
+        "left_child": 112,
+        "right_child": 116,
+        "distance": 0.160448,
+        "n_leaves": 7,
+        "species": [
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion"
+        ],
+        "left_species": [
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy"
+        ],
+        "right_species": [
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion"
+        ]
+      },
+      {
+        "node_id": 136,
+        "left_child": 24,
+        "right_child": 110,
+        "distance": 0.160575,
+        "n_leaves": 3,
+        "species": [
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot"
+        ],
+        "left_species": [
+          "Herring Gull"
+        ],
+        "right_species": [
+          "Black Headed Gull",
+          "Coot"
+        ]
+      },
+      {
+        "node_id": 137,
+        "left_child": 82,
+        "right_child": 102,
+        "distance": 0.165685,
+        "n_leaves": 3,
+        "species": [
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard"
+        ],
+        "left_species": [
+          "White Clover"
+        ],
+        "right_species": [
+          "Gatekeeper Butterfly",
+          "Goats Beard"
+        ]
+      },
+      {
+        "node_id": 138,
+        "left_child": 124,
+        "right_child": 127,
+        "distance": 0.177738,
+        "n_leaves": 8,
+        "species": [
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler"
+        ],
+        "left_species": [
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard"
+        ],
+        "right_species": [
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler"
+        ]
+      },
+      {
+        "node_id": 139,
+        "left_child": 129,
+        "right_child": 134,
+        "distance": 0.1788,
+        "n_leaves": 10,
+        "species": [
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ],
+        "left_species": [
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark"
+        ],
+        "right_species": [
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ]
+      },
+      {
+        "node_id": 140,
+        "left_child": 47,
+        "right_child": 58,
+        "distance": 0.179472,
+        "n_leaves": 2,
+        "species": [
+          "Chiffchaff",
+          "Garden Warbler"
+        ],
+        "left_species": [
+          "Chiffchaff"
+        ],
+        "right_species": [
+          "Garden Warbler"
+        ]
+      },
+      {
+        "node_id": 141,
+        "left_child": 13,
+        "right_child": 133,
+        "distance": 0.180532,
+        "n_leaves": 3,
+        "species": [
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin"
+        ],
+        "left_species": [
+          "Cormorant"
+        ],
+        "right_species": [
+          "Mistle Thrush",
+          "Robin"
+        ]
+      },
+      {
+        "node_id": 142,
+        "left_child": 6,
+        "right_child": 139,
+        "distance": 0.200532,
+        "n_leaves": 11,
+        "species": [
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ],
+        "left_species": [
+          "Chaffinch"
+        ],
+        "right_species": [
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ]
+      },
+      {
+        "node_id": 143,
+        "left_child": 126,
+        "right_child": 135,
+        "distance": 0.201843,
+        "n_leaves": 10,
+        "species": [
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion"
+        ],
+        "left_species": [
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle"
+        ],
+        "right_species": [
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion"
+        ]
+      },
+      {
+        "node_id": 144,
+        "left_child": 32,
+        "right_child": 136,
+        "distance": 0.201957,
+        "n_leaves": 4,
+        "species": [
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot"
+        ],
+        "left_species": [
+          "Mute Swan"
+        ],
+        "right_species": [
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot"
+        ]
+      },
+      {
+        "node_id": 145,
+        "left_child": 85,
+        "right_child": 113,
+        "distance": 0.203296,
+        "n_leaves": 3,
+        "species": [
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo"
+        ],
+        "left_species": [
+          "Yellow Flag Iris"
+        ],
+        "right_species": [
+          "Bluebell",
+          "Cuckoo"
+        ]
+      },
+      {
+        "node_id": 146,
+        "left_child": 75,
+        "right_child": 137,
+        "distance": 0.20348,
+        "n_leaves": 4,
+        "species": [
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard"
+        ],
+        "left_species": [
+          "Rosebay Willowherb"
+        ],
+        "right_species": [
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard"
+        ]
+      },
+      {
+        "node_id": 147,
+        "left_child": 106,
+        "right_child": 122,
+        "distance": 0.204942,
+        "n_leaves": 5,
+        "species": [
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ],
+        "left_species": [
+          "Horsetail",
+          "Meadow Brown Butterfly"
+        ],
+        "right_species": [
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ]
+      },
+      {
+        "node_id": 148,
+        "left_child": 123,
+        "right_child": 131,
+        "distance": 0.205408,
+        "n_leaves": 7,
+        "species": [
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ],
+        "left_species": [
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant"
+        ],
+        "right_species": [
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ]
+      },
+      {
+        "node_id": 149,
+        "left_child": 125,
+        "right_child": 148,
+        "distance": 0.211908,
+        "n_leaves": 9,
+        "species": [
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ],
+        "left_species": [
+          "Canada Goose",
+          "Song Thrush"
+        ],
+        "right_species": [
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ]
+      },
+      {
+        "node_id": 150,
+        "left_child": 22,
+        "right_child": 26,
+        "distance": 0.215114,
+        "n_leaves": 2,
+        "species": [
+          "Grey Heron",
+          "Jackdaw"
+        ],
+        "left_species": [
+          "Grey Heron"
+        ],
+        "right_species": [
+          "Jackdaw"
+        ]
+      },
+      {
+        "node_id": 151,
+        "left_child": 119,
+        "right_child": 147,
+        "distance": 0.22202,
+        "n_leaves": 7,
+        "species": [
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ],
+        "left_species": [
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly"
+        ],
+        "right_species": [
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ]
+      },
+      {
+        "node_id": 152,
+        "left_child": 141,
+        "right_child": 144,
+        "distance": 0.235573,
+        "n_leaves": 7,
+        "species": [
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot"
+        ],
+        "left_species": [
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin"
+        ],
+        "right_species": [
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot"
+        ]
+      },
+      {
+        "node_id": 153,
+        "left_child": 36,
+        "right_child": 132,
+        "distance": 0.246813,
+        "n_leaves": 6,
+        "species": [
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ],
+        "left_species": [
+          "Red Kite"
+        ],
+        "right_species": [
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ]
+      },
+      {
+        "node_id": 154,
+        "left_child": 78,
+        "right_child": 143,
+        "distance": 0.248047,
+        "n_leaves": 11,
+        "species": [
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion"
+        ],
+        "left_species": [
+          "Swallow"
+        ],
+        "right_species": [
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion"
+        ]
+      },
+      {
+        "node_id": 155,
+        "left_child": 130,
+        "right_child": 151,
+        "distance": 0.248077,
+        "n_leaves": 11,
+        "species": [
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ],
+        "left_species": [
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion"
+        ],
+        "right_species": [
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ]
+      },
+      {
+        "node_id": 156,
+        "left_child": 118,
+        "right_child": 149,
+        "distance": 0.248174,
+        "n_leaves": 13,
+        "species": [
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ],
+        "left_species": [
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock"
+        ],
+        "right_species": [
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ]
+      },
+      {
+        "node_id": 157,
+        "left_child": 100,
+        "right_child": 142,
+        "distance": 0.248313,
+        "n_leaves": 13,
+        "species": [
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ],
+        "left_species": [
+          "Collared Dove",
+          "House Sparrow"
+        ],
+        "right_species": [
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ]
+      },
+      {
+        "node_id": 158,
+        "left_child": 138,
+        "right_child": 145,
+        "distance": 0.267677,
+        "n_leaves": 11,
+        "species": [
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo"
+        ],
+        "left_species": [
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler"
+        ],
+        "right_species": [
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo"
+        ]
+      },
+      {
+        "node_id": 159,
+        "left_child": 150,
+        "right_child": 153,
+        "distance": 0.272799,
+        "n_leaves": 8,
+        "species": [
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ],
+        "left_species": [
+          "Grey Heron",
+          "Jackdaw"
+        ],
+        "right_species": [
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ]
+      },
+      {
+        "node_id": 160,
+        "left_child": 28,
+        "right_child": 156,
+        "distance": 0.27337,
+        "n_leaves": 14,
+        "species": [
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ],
+        "left_species": [
+          "Long Tailed Tit"
+        ],
+        "right_species": [
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ]
+      },
+      {
+        "node_id": 161,
+        "left_child": 10,
+        "right_child": 160,
+        "distance": 0.287767,
+        "n_leaves": 15,
+        "species": [
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ],
+        "left_species": [
+          "Common Kestrel"
+        ],
+        "right_species": [
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ]
+      },
+      {
+        "node_id": 162,
+        "left_child": 157,
+        "right_child": 161,
+        "distance": 0.295193,
+        "n_leaves": 28,
+        "species": [
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle",
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ],
+        "left_species": [
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle"
+        ],
+        "right_species": [
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ]
+      },
+      {
+        "node_id": 163,
+        "left_child": 152,
+        "right_child": 159,
+        "distance": 0.316858,
+        "n_leaves": 15,
+        "species": [
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot",
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ],
+        "left_species": [
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot"
+        ],
+        "right_species": [
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ]
+      },
+      {
+        "node_id": 164,
+        "left_child": 154,
+        "right_child": 155,
+        "distance": 0.317037,
+        "n_leaves": 22,
+        "species": [
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ],
+        "left_species": [
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion"
+        ],
+        "right_species": [
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ]
+      },
+      {
+        "node_id": 165,
+        "left_child": 140,
+        "right_child": 158,
+        "distance": 0.345155,
+        "n_leaves": 13,
+        "species": [
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo"
+        ],
+        "left_species": [
+          "Chiffchaff",
+          "Garden Warbler"
+        ],
+        "right_species": [
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo"
+        ]
+      },
+      {
+        "node_id": 166,
+        "left_child": 146,
+        "right_child": 165,
+        "distance": 0.374478,
+        "n_leaves": 17,
+        "species": [
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard",
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo"
+        ],
+        "left_species": [
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard"
+        ],
+        "right_species": [
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo"
+        ]
+      },
+      {
+        "node_id": 167,
+        "left_child": 162,
+        "right_child": 163,
+        "distance": 0.375251,
+        "n_leaves": 43,
+        "species": [
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle",
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook",
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot",
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ],
+        "left_species": [
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle",
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook"
+        ],
+        "right_species": [
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot",
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ]
+      },
+      {
+        "node_id": 168,
+        "left_child": 70,
+        "right_child": 164,
+        "distance": 0.394294,
+        "n_leaves": 23,
+        "species": [
+          "Red Admiral Butterfly",
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ],
+        "left_species": [
+          "Red Admiral Butterfly"
+        ],
+        "right_species": [
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ]
+      },
+      {
+        "node_id": 169,
+        "left_child": 166,
+        "right_child": 168,
+        "distance": 0.422718,
+        "n_leaves": 40,
+        "species": [
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard",
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo",
+          "Red Admiral Butterfly",
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ],
+        "left_species": [
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard",
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo"
+        ],
+        "right_species": [
+          "Red Admiral Butterfly",
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ]
+      },
+      {
+        "node_id": 170,
+        "left_child": 86,
+        "right_child": 128,
+        "distance": 0.497349,
+        "n_leaves": 3,
+        "species": [
+          "Redwing",
+          "Snowdrop",
+          "Winter Aconite"
+        ],
+        "left_species": [
+          "Redwing"
+        ],
+        "right_species": [
+          "Snowdrop",
+          "Winter Aconite"
+        ]
+      },
+      {
+        "node_id": 171,
+        "left_child": 27,
+        "right_child": 167,
+        "distance": 0.505187,
+        "n_leaves": 44,
+        "species": [
+          "Jay",
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle",
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook",
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot",
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ],
+        "left_species": [
+          "Jay"
+        ],
+        "right_species": [
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle",
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook",
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot",
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ]
+      },
+      {
+        "node_id": 172,
+        "left_child": 169,
+        "right_child": 170,
+        "distance": 0.589869,
+        "n_leaves": 43,
+        "species": [
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard",
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo",
+          "Red Admiral Butterfly",
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift",
+          "Redwing",
+          "Snowdrop",
+          "Winter Aconite"
+        ],
+        "left_species": [
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard",
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo",
+          "Red Admiral Butterfly",
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift"
+        ],
+        "right_species": [
+          "Redwing",
+          "Snowdrop",
+          "Winter Aconite"
+        ]
+      },
+      {
+        "node_id": 173,
+        "left_child": 171,
+        "right_child": 172,
+        "distance": 0.607359,
+        "n_leaves": 87,
+        "species": [
+          "Jay",
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle",
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook",
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot",
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie",
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard",
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo",
+          "Red Admiral Butterfly",
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift",
+          "Redwing",
+          "Snowdrop",
+          "Winter Aconite"
+        ],
+        "left_species": [
+          "Jay",
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle",
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook",
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot",
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie"
+        ],
+        "right_species": [
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard",
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo",
+          "Red Admiral Butterfly",
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift",
+          "Redwing",
+          "Snowdrop",
+          "Winter Aconite"
+        ]
+      },
+      {
+        "node_id": 174,
+        "left_child": 87,
+        "right_child": 173,
+        "distance": 0.697624,
+        "n_leaves": 88,
+        "species": [
+          "Snowberry",
+          "Jay",
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle",
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook",
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot",
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie",
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard",
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo",
+          "Red Admiral Butterfly",
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift",
+          "Redwing",
+          "Snowdrop",
+          "Winter Aconite"
+        ],
+        "left_species": [
+          "Snowberry"
+        ],
+        "right_species": [
+          "Jay",
+          "Collared Dove",
+          "House Sparrow",
+          "Chaffinch",
+          "Coal Tit",
+          "Germander Speedwell",
+          "Common Cleavers",
+          "Blackcap",
+          "Skylark",
+          "Mallard",
+          "Pied Wagtail",
+          "Shepherds Purse",
+          "Daisy",
+          "Nettle",
+          "Common Kestrel",
+          "Long Tailed Tit",
+          "Buzzard",
+          "Blackbird",
+          "Blue Tit",
+          "Dunnock",
+          "Canada Goose",
+          "Song Thrush",
+          "Greylag Goose",
+          "Great Tit",
+          "Pheasant",
+          "Greenfinch",
+          "Wren",
+          "Dandelion",
+          "Rook",
+          "Cormorant",
+          "Mistle Thrush",
+          "Robin",
+          "Mute Swan",
+          "Herring Gull",
+          "Black Headed Gull",
+          "Coot",
+          "Grey Heron",
+          "Jackdaw",
+          "Red Kite",
+          "Goldfinch",
+          "Woodpigeon",
+          "Common Starling",
+          "Crow",
+          "Magpie",
+          "Rosebay Willowherb",
+          "White Clover",
+          "Gatekeeper Butterfly",
+          "Goats Beard",
+          "Chiffchaff",
+          "Garden Warbler",
+          "Lesser Celandine",
+          "Cowslip",
+          "Garlic Mustard",
+          "Common Vetch",
+          "Cow Parsley",
+          "Whitethroat",
+          "Orange Tip Butterfly",
+          "Reed Warbler",
+          "Yellow Flag Iris",
+          "Bluebell",
+          "Cuckoo",
+          "Red Admiral Butterfly",
+          "Swallow",
+          "Buttercup",
+          "Brimstone Butterfly",
+          "Red Dead Nettle",
+          "Green Alkanet",
+          "Peacock Butterfly",
+          "Common Comfrey",
+          "Oxeye Daisy",
+          "Doves Foot Cranesbill",
+          "Honeysuckle",
+          "Red Campion",
+          "Dog Rose",
+          "Teasel",
+          "Red Clover",
+          "White Campion",
+          "Cuckoo Pint",
+          "Speckled Wood Butterfly",
+          "Horsetail",
+          "Meadow Brown Butterfly",
+          "Common Poppy",
+          "Cornflower",
+          "Swift",
+          "Redwing",
+          "Snowdrop",
+          "Winter Aconite"
+        ]
+      }
+    ]
+  },
+  "species_cluster_ids": {
+    "Black Headed Gull": 4,
+    "Blackbird": 3,
+    "Blackcap": 3,
+    "Blue Tit": 3,
+    "Buzzard": 3,
+    "Canada Goose": 3,
+    "Chaffinch": 3,
+    "Coal Tit": 3,
+    "Collared Dove": 3,
+    "Common Cleavers": 3,
+    "Common Kestrel": 3,
+    "Common Starling": 4,
+    "Coot": 4,
+    "Cormorant": 4,
+    "Crow": 4,
+    "Daisy": 3,
+    "Dandelion": 3,
+    "Dunnock": 3,
+    "Germander Speedwell": 3,
+    "Goldfinch": 4,
+    "Great Tit": 3,
+    "Greenfinch": 3,
+    "Grey Heron": 4,
+    "Greylag Goose": 3,
+    "Herring Gull": 4,
+    "House Sparrow": 3,
+    "Jackdaw": 4,
+    "Jay": 2,
+    "Long Tailed Tit": 3,
+    "Magpie": 4,
+    "Mallard": 3,
+    "Mistle Thrush": 4,
+    "Mute Swan": 4,
+    "Nettle": 3,
+    "Pheasant": 3,
+    "Pied Wagtail": 3,
+    "Red Kite": 4,
+    "Robin": 4,
+    "Rook": 3,
+    "Shepherds Purse": 3,
+    "Skylark": 3,
+    "Song Thrush": 3,
+    "Woodpigeon": 4,
+    "Wren": 3,
+    "Bluebell": 6,
+    "Brimstone Butterfly": 8,
+    "Buttercup": 8,
+    "Chiffchaff": 6,
+    "Common Comfrey": 8,
+    "Common Poppy": 8,
+    "Common Vetch": 6,
+    "Cornflower": 8,
+    "Cow Parsley": 6,
+    "Cowslip": 6,
+    "Cuckoo": 6,
+    "Cuckoo Pint": 8,
+    "Dog Rose": 8,
+    "Doves Foot Cranesbill": 8,
+    "Garden Warbler": 6,
+    "Garlic Mustard": 6,
+    "Gatekeeper Butterfly": 5,
+    "Goats Beard": 5,
+    "Green Alkanet": 8,
+    "Honeysuckle": 8,
+    "Horsetail": 8,
+    "Lesser Celandine": 6,
+    "Meadow Brown Butterfly": 8,
+    "Orange Tip Butterfly": 6,
+    "Oxeye Daisy": 8,
+    "Peacock Butterfly": 8,
+    "Red Admiral Butterfly": 7,
+    "Red Campion": 8,
+    "Red Clover": 8,
+    "Red Dead Nettle": 8,
+    "Reed Warbler": 6,
+    "Rosebay Willowherb": 5,
+    "Snowdrop": 10,
+    "Speckled Wood Butterfly": 8,
+    "Swallow": 8,
+    "Swift": 8,
+    "Teasel": 8,
+    "White Campion": 8,
+    "White Clover": 5,
+    "Whitethroat": 6,
+    "Winter Aconite": 10,
+    "Yellow Flag Iris": 6,
+    "Redwing": 9,
+    "Snowberry": 1
+  },
+  "clusters": [
+    {
+      "cluster_id": 1,
+      "n_species": 1,
+      "species": [
+        "Snowberry"
+      ],
+      "description": "Single-species cluster containing Snowberry, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around September, a moderate autumn component, moderate summer suppression, and balanced response dynamics. Its defining traits include year wrapping winter presence, atypical winter peak, and moderate autumn component. Compared with the full species set, autumn to winter weight ratio is higher than the whole-set average and trough month is lower than the whole-set average.",
+      "dominant_model_family": "winter_presence",
+      "dominant_primary_class": "winter_visitor_with_autumn_arrival_component",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 1,
+          "mean": 9.0,
+          "min": 9.0,
+          "max": 9.0
+        },
+        "trough_month": {
+          "n": 1,
+          "mean": 3.0,
+          "min": 3.0,
+          "max": 3.0
+        },
+        "autumn_to_winter_weight_ratio": {
+          "n": 1,
+          "mean": 0.452991,
+          "min": 0.452991,
+          "max": 0.452991
+        },
+        "decay_to_growth_ratio": {
+          "n": 1,
+          "mean": 1.409756,
+          "min": 1.409756,
+          "max": 1.409756
+        },
+        "active_month_count_ge_0_10": {
+          "n": 1,
+          "mean": 6.0,
+          "min": 6.0,
+          "max": 6.0
+        },
+        "fit_score": {
+          "n": 1,
+          "mean": 0.145,
+          "min": 0.145,
+          "max": 0.145
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "winter_presence",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "winter_presence",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "winter_visitor_with_autumn_arrival_component",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "winter_visitor_with_autumn_arrival_component",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "medium",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "medium",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "baseline_presence": {
+          "dominant": "low",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "low",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "atypical",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "atypical",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "summer_suppression": {
+          "dominant": "moderate",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "autumn_component": {
+          "dominant": "moderate",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "response_dynamics": {
+          "dominant": "balanced",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "balanced",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "year_wrapping_winter_presence",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "atypical_winter_peak",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_autumn_component",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_summer_suppression",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "low_baseline_presence",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_winter_bump",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "balanced_response_dynamics",
+          "count": 1,
+          "fraction": 1.0
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "autumn_to_winter_weight_ratio",
+          "cluster_mean": 0.452991,
+          "global_mean": 0.077325,
+          "difference": 0.375666,
+          "scaled_difference": 0.879448,
+          "direction": "higher"
+        },
+        {
+          "feature": "trough_month",
+          "cluster_mean": 3.0,
+          "global_mean": 8.396314,
+          "difference": -5.396314,
+          "scaled_difference": -0.674539,
+          "direction": "lower"
+        },
+        {
+          "feature": "active_month_count_ge_0_10",
+          "cluster_mean": 6.0,
+          "global_mean": 6.5,
+          "difference": -0.5,
+          "scaled_difference": -0.5,
+          "direction": "lower"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 9.0,
+          "global_mean": 4.523587,
+          "difference": 4.476413,
+          "scaled_difference": 0.497379,
+          "direction": "higher"
+        },
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.145,
+          "global_mean": 0.187477,
+          "difference": -0.042477,
+          "scaled_difference": -0.07349,
+          "direction": "lower"
+        },
+        {
+          "feature": "decay_to_growth_ratio",
+          "cluster_mean": 1.409756,
+          "global_mean": 1.519766,
+          "difference": -0.11001,
+          "scaled_difference": -0.058354,
+          "direction": "lower"
+        }
+      ],
+      "suggested_label_terms": [
+        "winter_presence",
+        "atypical",
+        "winter_visitor_with_autumn_arrival_component",
+        "mean_peak_month_9.0",
+        "year_wrapping_winter_presence",
+        "atypical_winter_peak",
+        "moderate_autumn_component"
+      ]
+    },
+    {
+      "cluster_id": 2,
+      "n_species": 1,
+      "species": [
+        "Jay"
+      ],
+      "description": "Single-species cluster containing Jay, mainly representing resident with summer detectability collapse. Detectability peaks around October and and is lowest around August. The shared pattern includes weak baseline presence, moderate summer suppression, meaningful autumn component, and rapid decline biased response dynamics. Its defining traits include resident detectability pattern, weak baseline presence, and autumn detectability peak. Compared with the full species set, fit score is higher than the whole-set average and target amplitude is lower than the whole-set average.",
+      "dominant_model_family": "resident_detectability",
+      "dominant_primary_class": "resident_with_summer_detectability_collapse",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 1,
+          "mean": 10.0,
+          "min": 10.0,
+          "max": 10.0
+        },
+        "trough_month": {
+          "n": 1,
+          "mean": 8.0,
+          "min": 8.0,
+          "max": 8.0
+        },
+        "target_mean_value": {
+          "n": 1,
+          "mean": 0.108596,
+          "min": 0.108596,
+          "max": 0.108596
+        },
+        "target_amplitude": {
+          "n": 1,
+          "mean": 0.247474,
+          "min": 0.247474,
+          "max": 0.247474
+        },
+        "baseline_to_peak_ratio": {
+          "n": 1,
+          "mean": 0.14547,
+          "min": 0.14547,
+          "max": 0.14547
+        },
+        "autumn_to_winter_weight_ratio": {
+          "n": 1,
+          "mean": 0.130841,
+          "min": 0.130841,
+          "max": 0.130841
+        },
+        "year_end_to_winter_weight_ratio": {
+          "n": 1,
+          "mean": 0.738318,
+          "min": 0.738318,
+          "max": 0.738318
+        },
+        "decay_to_growth_ratio": {
+          "n": 1,
+          "mean": 1.329609,
+          "min": 1.329609,
+          "max": 1.329609
+        },
+        "fit_score": {
+          "n": 1,
+          "mean": 0.581,
+          "min": 0.581,
+          "max": 0.581
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "resident_detectability",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "resident_detectability",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "resident_with_summer_detectability_collapse",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "resident_with_summer_detectability_collapse",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "low",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "low",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "baseline_presence": {
+          "dominant": "weak",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "weak",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "autumn",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "autumn",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "summer_suppression": {
+          "dominant": "moderate",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "autumn_component": {
+          "dominant": "meaningful",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "meaningful",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "response_dynamics": {
+          "dominant": "rapid_decline_biased",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "rapid_decline_biased",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "resident_detectability_pattern",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "weak_baseline_presence",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "autumn_detectability_peak",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "summer_detectability_trough",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "weak_spring_carryover",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_summer_suppression",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "strong_summer_decay_acceleration",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "strong_pre_summer_retention",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "meaningful_autumn_component",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "meaningful_year_end_component",
+          "count": 1,
+          "fraction": 1.0
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.581,
+          "global_mean": 0.187477,
+          "difference": 0.393523,
+          "scaled_difference": 0.680836,
+          "direction": "higher"
+        },
+        {
+          "feature": "target_amplitude",
+          "cluster_mean": 0.247474,
+          "global_mean": 0.632112,
+          "difference": -0.384638,
+          "scaled_difference": -0.649486,
+          "direction": "lower"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 10.0,
+          "global_mean": 4.523587,
+          "difference": 5.476413,
+          "scaled_difference": 0.60849,
+          "direction": "higher"
+        },
+        {
+          "feature": "year_end_to_winter_weight_ratio",
+          "cluster_mean": 0.738318,
+          "global_mean": 0.431529,
+          "difference": 0.306789,
+          "scaled_difference": 0.404264,
+          "direction": "higher"
+        },
+        {
+          "feature": "target_mean_value",
+          "cluster_mean": 0.108596,
+          "global_mean": 0.400373,
+          "difference": -0.291777,
+          "scaled_difference": -0.385093,
+          "direction": "lower"
+        },
+        {
+          "feature": "baseline_to_peak_ratio",
+          "cluster_mean": 0.14547,
+          "global_mean": 0.277962,
+          "difference": -0.132492,
+          "scaled_difference": -0.222278,
+          "direction": "lower"
+        },
+        {
+          "feature": "autumn_to_winter_weight_ratio",
+          "cluster_mean": 0.130841,
+          "global_mean": 0.077325,
+          "difference": 0.053516,
+          "scaled_difference": 0.125283,
+          "direction": "higher"
+        },
+        {
+          "feature": "decay_to_growth_ratio",
+          "cluster_mean": 1.329609,
+          "global_mean": 1.519766,
+          "difference": -0.190157,
+          "scaled_difference": -0.100868,
+          "direction": "lower"
+        }
+      ],
+      "suggested_label_terms": [
+        "resident_detectability",
+        "autumn",
+        "resident_with_summer_detectability_collapse",
+        "mean_peak_month_10.0",
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "autumn_detectability_peak"
+      ]
+    },
+    {
+      "cluster_id": 3,
+      "n_species": 28,
+      "species": [
+        "Collared Dove",
+        "House Sparrow",
+        "Chaffinch",
+        "Coal Tit",
+        "Germander Speedwell",
+        "Common Cleavers",
+        "Blackcap",
+        "Skylark",
+        "Mallard",
+        "Pied Wagtail",
+        "Shepherds Purse",
+        "Daisy",
+        "Nettle",
+        "Common Kestrel",
+        "Long Tailed Tit",
+        "Buzzard",
+        "Blackbird",
+        "Blue Tit",
+        "Dunnock",
+        "Canada Goose",
+        "Song Thrush",
+        "Greylag Goose",
+        "Great Tit",
+        "Pheasant",
+        "Greenfinch",
+        "Wren",
+        "Dandelion",
+        "Rook"
+      ],
+      "description": "Cluster of 28 species, mainly representing resident with summer detectability collapse. Detectability peaks around April and and is lowest around September. The shared pattern includes weak baseline presence, moderate summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, moderate summer suppression, and weak autumn component.",
+      "dominant_model_family": "resident_detectability",
+      "dominant_primary_class": "resident_with_summer_detectability_collapse",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 28,
+          "mean": 4.292004,
+          "min": 3.0,
+          "max": 6.0
+        },
+        "trough_month": {
+          "n": 28,
+          "mean": 8.599991,
+          "min": 5.0,
+          "max": 11.0
+        },
+        "target_mean_value": {
+          "n": 28,
+          "mean": 0.335226,
+          "min": 0.151548,
+          "max": 0.614964
+        },
+        "target_amplitude": {
+          "n": 28,
+          "mean": 0.654807,
+          "min": 0.470688,
+          "max": 0.839693
+        },
+        "baseline_to_peak_ratio": {
+          "n": 28,
+          "mean": 0.215582,
+          "min": 0.048953,
+          "max": 0.50113
+        },
+        "autumn_to_winter_weight_ratio": {
+          "n": 28,
+          "mean": 0.051784,
+          "min": 0.02583,
+          "max": 0.084184
+        },
+        "year_end_to_winter_weight_ratio": {
+          "n": 28,
+          "mean": 0.353438,
+          "min": 0.187719,
+          "max": 0.619266
+        },
+        "decay_to_growth_ratio": {
+          "n": 28,
+          "mean": 1.61339,
+          "min": 0.874426,
+          "max": 2.111575
+        },
+        "fit_score": {
+          "n": 28,
+          "mean": 0.320214,
+          "min": 0.159,
+          "max": 0.549
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "resident_detectability",
+          "dominant_count": 28,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "resident_detectability",
+              "count": 28,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "resident_with_summer_detectability_collapse",
+          "dominant_count": 28,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "resident_with_summer_detectability_collapse",
+              "count": 28,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "medium",
+          "dominant_count": 12,
+          "dominant_fraction": 0.428571,
+          "values": [
+            {
+              "value": "medium",
+              "count": 12,
+              "fraction": 0.428571
+            },
+            {
+              "value": "low",
+              "count": 11,
+              "fraction": 0.392857
+            },
+            {
+              "value": "high",
+              "count": 5,
+              "fraction": 0.178571
+            }
+          ]
+        },
+        "baseline_presence": {
+          "dominant": "weak",
+          "dominant_count": 13,
+          "dominant_fraction": 0.464286,
+          "values": [
+            {
+              "value": "weak",
+              "count": 13,
+              "fraction": 0.464286
+            },
+            {
+              "value": "moderate",
+              "count": 8,
+              "fraction": 0.285714
+            },
+            {
+              "value": "strong",
+              "count": 7,
+              "fraction": 0.25
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "spring",
+          "dominant_count": 15,
+          "dominant_fraction": 0.535714,
+          "values": [
+            {
+              "value": "spring",
+              "count": 15,
+              "fraction": 0.535714
+            },
+            {
+              "value": "late_spring_early_summer",
+              "count": 13,
+              "fraction": 0.464286
+            }
+          ]
+        },
+        "summer_suppression": {
+          "dominant": "moderate",
+          "dominant_count": 27,
+          "dominant_fraction": 0.964286,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 27,
+              "fraction": 0.964286
+            },
+            {
+              "value": "strong",
+              "count": 1,
+              "fraction": 0.035714
+            }
+          ]
+        },
+        "autumn_component": {
+          "dominant": "weak",
+          "dominant_count": 25,
+          "dominant_fraction": 0.892857,
+          "values": [
+            {
+              "value": "weak",
+              "count": 25,
+              "fraction": 0.892857
+            },
+            {
+              "value": "minimal",
+              "count": 3,
+              "fraction": 0.107143
+            }
+          ]
+        },
+        "response_dynamics": {
+          "dominant": "rapid_decline_biased",
+          "dominant_count": 22,
+          "dominant_fraction": 0.785714,
+          "values": [
+            {
+              "value": "rapid_decline_biased",
+              "count": 22,
+              "fraction": 0.785714
+            },
+            {
+              "value": "decline_biased",
+              "count": 6,
+              "fraction": 0.214286
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "resident_detectability_pattern",
+          "count": 28,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_summer_suppression",
+          "count": 27,
+          "fraction": 0.964286
+        },
+        {
+          "trait": "weak_autumn_component",
+          "count": 25,
+          "fraction": 0.892857
+        },
+        {
+          "trait": "rapid_decline_biased_response_dynamics",
+          "count": 22,
+          "fraction": 0.785714
+        },
+        {
+          "trait": "meaningful_year_end_component",
+          "count": 20,
+          "fraction": 0.714286
+        },
+        {
+          "trait": "moderate_summer_decay_acceleration",
+          "count": 15,
+          "fraction": 0.535714
+        },
+        {
+          "trait": "strong_pre_summer_retention",
+          "count": 15,
+          "fraction": 0.535714
+        },
+        {
+          "trait": "weak_spring_carryover",
+          "count": 15,
+          "fraction": 0.535714
+        },
+        {
+          "trait": "spring_detectability_peak",
+          "count": 15,
+          "fraction": 0.535714
+        },
+        {
+          "trait": "late_spring_early_summer_detectability_peak",
+          "count": 13,
+          "fraction": 0.464286
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.320214,
+          "global_mean": 0.187477,
+          "difference": 0.132737,
+          "scaled_difference": 0.229649,
+          "direction": "higher"
+        },
+        {
+          "feature": "baseline_to_peak_ratio",
+          "cluster_mean": 0.215582,
+          "global_mean": 0.277962,
+          "difference": -0.06238,
+          "scaled_difference": -0.104653,
+          "direction": "lower"
+        },
+        {
+          "feature": "year_end_to_winter_weight_ratio",
+          "cluster_mean": 0.353438,
+          "global_mean": 0.431529,
+          "difference": -0.078091,
+          "scaled_difference": -0.102903,
+          "direction": "lower"
+        },
+        {
+          "feature": "target_mean_value",
+          "cluster_mean": 0.335226,
+          "global_mean": 0.400373,
+          "difference": -0.065147,
+          "scaled_difference": -0.085982,
+          "direction": "lower"
+        },
+        {
+          "feature": "autumn_to_winter_weight_ratio",
+          "cluster_mean": 0.051784,
+          "global_mean": 0.077325,
+          "difference": -0.025541,
+          "scaled_difference": -0.059792,
+          "direction": "lower"
+        },
+        {
+          "feature": "decay_to_growth_ratio",
+          "cluster_mean": 1.61339,
+          "global_mean": 1.519766,
+          "difference": 0.093624,
+          "scaled_difference": 0.049662,
+          "direction": "higher"
+        },
+        {
+          "feature": "target_amplitude",
+          "cluster_mean": 0.654807,
+          "global_mean": 0.632112,
+          "difference": 0.022695,
+          "scaled_difference": 0.038322,
+          "direction": "higher"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 4.292004,
+          "global_mean": 4.523587,
+          "difference": -0.231583,
+          "scaled_difference": -0.025731,
+          "direction": "lower"
+        }
+      ],
+      "suggested_label_terms": [
+        "resident_detectability",
+        "spring",
+        "resident_with_summer_detectability_collapse",
+        "mean_peak_month_4.292004",
+        "resident_detectability_pattern",
+        "moderate_summer_suppression",
+        "weak_autumn_component"
+      ]
+    },
+    {
+      "cluster_id": 4,
+      "n_species": 15,
+      "species": [
+        "Cormorant",
+        "Mistle Thrush",
+        "Robin",
+        "Mute Swan",
+        "Herring Gull",
+        "Black Headed Gull",
+        "Coot",
+        "Grey Heron",
+        "Jackdaw",
+        "Red Kite",
+        "Goldfinch",
+        "Woodpigeon",
+        "Common Starling",
+        "Crow",
+        "Magpie"
+      ],
+      "description": "Cluster of 15 species, mainly representing resident with spring persistence and summer suppression. Detectability peaks around February and and is lowest around August. The shared pattern includes strong baseline presence, strong summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, meaningful year end component, and weak autumn component. Compared with the full species set, fit score is higher than the whole-set average.",
+      "dominant_model_family": "resident_detectability",
+      "dominant_primary_class": "resident_with_spring_persistence_and_summer_suppression",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 15,
+          "mean": 2.334613,
+          "min": 2.0,
+          "max": 5.0
+        },
+        "trough_month": {
+          "n": 15,
+          "mean": 8.258615,
+          "min": 7.0,
+          "max": 10.0
+        },
+        "target_mean_value": {
+          "n": 15,
+          "mean": 0.541431,
+          "min": 0.138453,
+          "max": 0.866275
+        },
+        "target_amplitude": {
+          "n": 15,
+          "mean": 0.615392,
+          "min": 0.423891,
+          "max": 0.755396
+        },
+        "baseline_to_peak_ratio": {
+          "n": 15,
+          "mean": 0.403236,
+          "min": 0.076952,
+          "max": 0.645018
+        },
+        "autumn_to_winter_weight_ratio": {
+          "n": 15,
+          "mean": 0.085754,
+          "min": 0.052863,
+          "max": 0.135922
+        },
+        "year_end_to_winter_weight_ratio": {
+          "n": 15,
+          "mean": 0.556847,
+          "min": 0.361702,
+          "max": 0.946602
+        },
+        "decay_to_growth_ratio": {
+          "n": 15,
+          "mean": 1.289128,
+          "min": 0.772803,
+          "max": 1.610954
+        },
+        "fit_score": {
+          "n": 15,
+          "mean": 0.3386,
+          "min": 0.154,
+          "max": 0.497
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "resident_detectability",
+          "dominant_count": 15,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "resident_detectability",
+              "count": 15,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "resident_with_spring_persistence_and_summer_suppression",
+          "dominant_count": 8,
+          "dominant_fraction": 0.533333,
+          "values": [
+            {
+              "value": "resident_with_spring_persistence_and_summer_suppression",
+              "count": 8,
+              "fraction": 0.533333
+            },
+            {
+              "value": "resident_with_summer_detectability_collapse",
+              "count": 7,
+              "fraction": 0.466667
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "medium",
+          "dominant_count": 8,
+          "dominant_fraction": 0.533333,
+          "values": [
+            {
+              "value": "medium",
+              "count": 8,
+              "fraction": 0.533333
+            },
+            {
+              "value": "low",
+              "count": 6,
+              "fraction": 0.4
+            },
+            {
+              "value": "high",
+              "count": 1,
+              "fraction": 0.066667
+            }
+          ]
+        },
+        "baseline_presence": {
+          "dominant": "strong",
+          "dominant_count": 10,
+          "dominant_fraction": 0.666667,
+          "values": [
+            {
+              "value": "strong",
+              "count": 10,
+              "fraction": 0.666667
+            },
+            {
+              "value": "weak",
+              "count": 3,
+              "fraction": 0.2
+            },
+            {
+              "value": "moderate",
+              "count": 2,
+              "fraction": 0.133333
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "winter",
+          "dominant_count": 12,
+          "dominant_fraction": 0.8,
+          "values": [
+            {
+              "value": "winter",
+              "count": 12,
+              "fraction": 0.8
+            },
+            {
+              "value": "spring",
+              "count": 2,
+              "fraction": 0.133333
+            },
+            {
+              "value": "late_spring_early_summer",
+              "count": 1,
+              "fraction": 0.066667
+            }
+          ]
+        },
+        "summer_suppression": {
+          "dominant": "strong",
+          "dominant_count": 10,
+          "dominant_fraction": 0.666667,
+          "values": [
+            {
+              "value": "strong",
+              "count": 10,
+              "fraction": 0.666667
+            },
+            {
+              "value": "moderate",
+              "count": 5,
+              "fraction": 0.333333
+            }
+          ]
+        },
+        "autumn_component": {
+          "dominant": "weak",
+          "dominant_count": 13,
+          "dominant_fraction": 0.866667,
+          "values": [
+            {
+              "value": "weak",
+              "count": 13,
+              "fraction": 0.866667
+            },
+            {
+              "value": "meaningful",
+              "count": 2,
+              "fraction": 0.133333
+            }
+          ]
+        },
+        "response_dynamics": {
+          "dominant": "rapid_decline_biased",
+          "dominant_count": 8,
+          "dominant_fraction": 0.533333,
+          "values": [
+            {
+              "value": "rapid_decline_biased",
+              "count": 8,
+              "fraction": 0.533333
+            },
+            {
+              "value": "decline_biased",
+              "count": 7,
+              "fraction": 0.466667
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "resident_detectability_pattern",
+          "count": 15,
+          "fraction": 1.0
+        },
+        {
+          "trait": "meaningful_year_end_component",
+          "count": 15,
+          "fraction": 1.0
+        },
+        {
+          "trait": "weak_autumn_component",
+          "count": 13,
+          "fraction": 0.866667
+        },
+        {
+          "trait": "winter_detectability_peak",
+          "count": 12,
+          "fraction": 0.8
+        },
+        {
+          "trait": "strong_pre_summer_retention",
+          "count": 12,
+          "fraction": 0.8
+        },
+        {
+          "trait": "summer_detectability_trough",
+          "count": 10,
+          "fraction": 0.666667
+        },
+        {
+          "trait": "strong_summer_suppression",
+          "count": 10,
+          "fraction": 0.666667
+        },
+        {
+          "trait": "strong_baseline_presence",
+          "count": 10,
+          "fraction": 0.666667
+        },
+        {
+          "trait": "moderate_summer_decay_acceleration",
+          "count": 8,
+          "fraction": 0.533333
+        },
+        {
+          "trait": "rapid_decline_biased_response_dynamics",
+          "count": 8,
+          "fraction": 0.533333
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.3386,
+          "global_mean": 0.187477,
+          "difference": 0.151123,
+          "scaled_difference": 0.261458,
+          "direction": "higher"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 2.334613,
+          "global_mean": 4.523587,
+          "difference": -2.188974,
+          "scaled_difference": -0.243219,
+          "direction": "lower"
+        },
+        {
+          "feature": "baseline_to_peak_ratio",
+          "cluster_mean": 0.403236,
+          "global_mean": 0.277962,
+          "difference": 0.125274,
+          "scaled_difference": 0.210168,
+          "direction": "higher"
+        },
+        {
+          "feature": "target_mean_value",
+          "cluster_mean": 0.541431,
+          "global_mean": 0.400373,
+          "difference": 0.141058,
+          "scaled_difference": 0.186171,
+          "direction": "higher"
+        },
+        {
+          "feature": "year_end_to_winter_weight_ratio",
+          "cluster_mean": 0.556847,
+          "global_mean": 0.431529,
+          "difference": 0.125318,
+          "scaled_difference": 0.165135,
+          "direction": "higher"
+        },
+        {
+          "feature": "decay_to_growth_ratio",
+          "cluster_mean": 1.289128,
+          "global_mean": 1.519766,
+          "difference": -0.230638,
+          "scaled_difference": -0.122341,
+          "direction": "lower"
+        },
+        {
+          "feature": "target_amplitude",
+          "cluster_mean": 0.615392,
+          "global_mean": 0.632112,
+          "difference": -0.01672,
+          "scaled_difference": -0.028233,
+          "direction": "lower"
+        },
+        {
+          "feature": "autumn_to_winter_weight_ratio",
+          "cluster_mean": 0.085754,
+          "global_mean": 0.077325,
+          "difference": 0.008429,
+          "scaled_difference": 0.019733,
+          "direction": "higher"
+        }
+      ],
+      "suggested_label_terms": [
+        "resident_detectability",
+        "winter",
+        "resident_with_spring_persistence_and_summer_suppression",
+        "mean_peak_month_2.334613",
+        "resident_detectability_pattern",
+        "meaningful_year_end_component",
+        "weak_autumn_component"
+      ]
+    },
+    {
+      "cluster_id": 5,
+      "n_species": 4,
+      "species": [
+        "Rosebay Willowherb",
+        "White Clover",
+        "Gatekeeper Butterfly",
+        "Goats Beard"
+      ],
+      "description": "Cluster of 4 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from June to September, with a mean peak around July, and and an average width of 3.0 months. It is characterised by moderate season and moderate active window. Common high-support traits include summer peak, moderate season, and central peak alignment. Compared with the full species set, season start month is higher than the whole-set average and fit score is lower than the whole-set average.",
+      "dominant_model_family": "seasonal_presence",
+      "dominant_primary_class": "moderate_summer_seasonal_presence",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 4,
+          "mean": 7.045899,
+          "min": 6.175,
+          "max": 8.265
+        },
+        "season_start_month": {
+          "n": 4,
+          "mean": 5.64607,
+          "min": 5.005,
+          "max": 6.125
+        },
+        "season_end_month": {
+          "n": 4,
+          "mean": 8.614523,
+          "min": 8.3,
+          "max": 9.3
+        },
+        "season_width_months": {
+          "n": 4,
+          "mean": 2.9725,
+          "min": 2.435,
+          "max": 3.305
+        },
+        "season_midpoint_month": {
+          "n": 4,
+          "mean": 7.130672,
+          "min": 6.6575,
+          "max": 7.6875
+        },
+        "fit_score": {
+          "n": 4,
+          "mean": 0.01975,
+          "min": 0.009,
+          "max": 0.037
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "seasonal_presence",
+          "dominant_count": 4,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "seasonal_presence",
+              "count": 4,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "moderate_summer_seasonal_presence",
+          "dominant_count": 4,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate_summer_seasonal_presence",
+              "count": 4,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "high",
+          "dominant_count": 4,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "high",
+              "count": 4,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "summer",
+          "dominant_count": 4,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "summer",
+              "count": 4,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "season_width_class": {
+          "dominant": "moderate",
+          "dominant_count": 4,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 4,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "window_shape": {
+          "dominant": "moderate",
+          "dominant_count": 3,
+          "dominant_fraction": 0.75,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 3,
+              "fraction": 0.75
+            },
+            {
+              "value": "sharp",
+              "count": 1,
+              "fraction": 0.25
+            }
+          ]
+        },
+        "post_peak_decline": {
+          "dominant": "moderate",
+          "dominant_count": 2,
+          "dominant_fraction": 0.5,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 2,
+              "fraction": 0.5
+            },
+            {
+              "value": "strong",
+              "count": 2,
+              "fraction": 0.5
+            }
+          ]
+        },
+        "offseason_suppression": {
+          "dominant": "strong",
+          "dominant_count": 3,
+          "dominant_fraction": 0.75,
+          "values": [
+            {
+              "value": "strong",
+              "count": 3,
+              "fraction": 0.75
+            },
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 0.25
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "summer_peak",
+          "count": 4,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_season",
+          "count": 4,
+          "fraction": 1.0
+        },
+        {
+          "trait": "central_peak_alignment",
+          "count": 4,
+          "fraction": 1.0
+        },
+        {
+          "trait": "strong_offseason_suppression",
+          "count": 3,
+          "fraction": 0.75
+        },
+        {
+          "trait": "moderate_seasonal_window",
+          "count": 3,
+          "fraction": 0.75
+        },
+        {
+          "trait": "moderate_post_peak_decline",
+          "count": 2,
+          "fraction": 0.5
+        },
+        {
+          "trait": "strong_post_peak_decline",
+          "count": 2,
+          "fraction": 0.5
+        },
+        {
+          "trait": "sharp_seasonal_window",
+          "count": 1,
+          "fraction": 0.25
+        },
+        {
+          "trait": "moderate_offseason_suppression",
+          "count": 1,
+          "fraction": 0.25
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "season_start_month",
+          "cluster_mean": 5.64607,
+          "global_mean": 4.000033,
+          "difference": 1.646037,
+          "scaled_difference": 0.347265,
+          "direction": "higher"
+        },
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.01975,
+          "global_mean": 0.187477,
+          "difference": -0.167727,
+          "scaled_difference": -0.290185,
+          "direction": "lower"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 7.045899,
+          "global_mean": 4.523587,
+          "difference": 2.522312,
+          "scaled_difference": 0.280257,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_width_months",
+          "cluster_mean": 2.9725,
+          "global_mean": 4.392738,
+          "difference": -1.420238,
+          "scaled_difference": -0.177419,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_midpoint_month",
+          "cluster_mean": 7.130672,
+          "global_mean": 6.288318,
+          "difference": 0.842354,
+          "scaled_difference": 0.134939,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_end_month",
+          "cluster_mean": 8.614523,
+          "global_mean": 8.703144,
+          "difference": -0.088621,
+          "scaled_difference": -0.010204,
+          "direction": "lower"
+        }
+      ],
+      "suggested_label_terms": [
+        "seasonal_presence",
+        "summer",
+        "moderate",
+        "moderate_summer_seasonal_presence",
+        "mean_peak_month_7.045899",
+        "summer_peak",
+        "moderate_season",
+        "central_peak_alignment"
+      ]
+    },
+    {
+      "cluster_id": 6,
+      "n_species": 13,
+      "species": [
+        "Chiffchaff",
+        "Garden Warbler",
+        "Lesser Celandine",
+        "Cowslip",
+        "Garlic Mustard",
+        "Common Vetch",
+        "Cow Parsley",
+        "Whitethroat",
+        "Orange Tip Butterfly",
+        "Reed Warbler",
+        "Yellow Flag Iris",
+        "Bluebell",
+        "Cuckoo"
+      ],
+      "description": "Cluster of 13 species, mainly representing moderate spring seasonal presence. The fitted active window runs roughly from April to June, with a mean peak around May, and and an average width of 2.6 months. It is characterised by moderate season and sharp active window. Common high-support traits include spring peak, central peak alignment, and strong offseason suppression. Compared with the full species set, fit score is lower than the whole-set average and season end month is lower than the whole-set average.",
+      "dominant_model_family": "seasonal_presence",
+      "dominant_primary_class": "moderate_spring_seasonal_presence",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 13,
+          "mean": 4.68437,
+          "min": 3.12,
+          "max": 5.49
+        },
+        "season_start_month": {
+          "n": 13,
+          "mean": 3.746148,
+          "min": 2.035,
+          "max": 5.115
+        },
+        "season_end_month": {
+          "n": 13,
+          "mean": 6.316123,
+          "min": 5.25,
+          "max": 7.395
+        },
+        "season_width_months": {
+          "n": 13,
+          "mean": 2.588846,
+          "min": 0.77,
+          "max": 4.46
+        },
+        "season_midpoint_month": {
+          "n": 13,
+          "mean": 5.028751,
+          "min": 3.765,
+          "max": 5.8675
+        },
+        "fit_score": {
+          "n": 13,
+          "mean": 0.028385,
+          "min": 0.006,
+          "max": 0.065
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "seasonal_presence",
+          "dominant_count": 13,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "seasonal_presence",
+              "count": 13,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "moderate_spring_seasonal_presence",
+          "dominant_count": 8,
+          "dominant_fraction": 0.615385,
+          "values": [
+            {
+              "value": "moderate_spring_seasonal_presence",
+              "count": 8,
+              "fraction": 0.615385
+            },
+            {
+              "value": "narrow_spring_seasonal_presence",
+              "count": 3,
+              "fraction": 0.230769
+            },
+            {
+              "value": "extended_spring_seasonal_presence",
+              "count": 1,
+              "fraction": 0.076923
+            },
+            {
+              "value": "extended_early_spring_seasonal_presence",
+              "count": 1,
+              "fraction": 0.076923
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "high",
+          "dominant_count": 13,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "high",
+              "count": 13,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "spring",
+          "dominant_count": 12,
+          "dominant_fraction": 0.923077,
+          "values": [
+            {
+              "value": "spring",
+              "count": 12,
+              "fraction": 0.923077
+            },
+            {
+              "value": "early_spring",
+              "count": 1,
+              "fraction": 0.076923
+            }
+          ]
+        },
+        "season_width_class": {
+          "dominant": "moderate",
+          "dominant_count": 8,
+          "dominant_fraction": 0.615385,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 8,
+              "fraction": 0.615385
+            },
+            {
+              "value": "narrow",
+              "count": 3,
+              "fraction": 0.230769
+            },
+            {
+              "value": "broad",
+              "count": 2,
+              "fraction": 0.153846
+            }
+          ]
+        },
+        "window_shape": {
+          "dominant": "sharp",
+          "dominant_count": 8,
+          "dominant_fraction": 0.615385,
+          "values": [
+            {
+              "value": "sharp",
+              "count": 8,
+              "fraction": 0.615385
+            },
+            {
+              "value": "moderate",
+              "count": 5,
+              "fraction": 0.384615
+            }
+          ]
+        },
+        "post_peak_decline": {
+          "dominant": "moderate",
+          "dominant_count": 7,
+          "dominant_fraction": 0.538462,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 7,
+              "fraction": 0.538462
+            },
+            {
+              "value": "strong",
+              "count": 6,
+              "fraction": 0.461538
+            }
+          ]
+        },
+        "offseason_suppression": {
+          "dominant": "strong",
+          "dominant_count": 10,
+          "dominant_fraction": 0.769231,
+          "values": [
+            {
+              "value": "strong",
+              "count": 10,
+              "fraction": 0.769231
+            },
+            {
+              "value": "moderate",
+              "count": 3,
+              "fraction": 0.230769
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "spring_peak",
+          "count": 12,
+          "fraction": 0.923077
+        },
+        {
+          "trait": "central_peak_alignment",
+          "count": 11,
+          "fraction": 0.846154
+        },
+        {
+          "trait": "strong_offseason_suppression",
+          "count": 10,
+          "fraction": 0.769231
+        },
+        {
+          "trait": "sharp_seasonal_window",
+          "count": 8,
+          "fraction": 0.615385
+        },
+        {
+          "trait": "moderate_season",
+          "count": 8,
+          "fraction": 0.615385
+        },
+        {
+          "trait": "moderate_post_peak_decline",
+          "count": 7,
+          "fraction": 0.538462
+        },
+        {
+          "trait": "strong_post_peak_decline",
+          "count": 6,
+          "fraction": 0.461538
+        },
+        {
+          "trait": "moderate_seasonal_window",
+          "count": 5,
+          "fraction": 0.384615
+        },
+        {
+          "trait": "moderate_offseason_suppression",
+          "count": 3,
+          "fraction": 0.230769
+        },
+        {
+          "trait": "narrow_season",
+          "count": 3,
+          "fraction": 0.230769
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.028385,
+          "global_mean": 0.187477,
+          "difference": -0.159092,
+          "scaled_difference": -0.275246,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_end_month",
+          "cluster_mean": 6.316123,
+          "global_mean": 8.703144,
+          "difference": -2.387021,
+          "scaled_difference": -0.274844,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_width_months",
+          "cluster_mean": 2.588846,
+          "global_mean": 4.392738,
+          "difference": -1.803892,
+          "scaled_difference": -0.225346,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_midpoint_month",
+          "cluster_mean": 5.028751,
+          "global_mean": 6.288318,
+          "difference": -1.259567,
+          "scaled_difference": -0.201773,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_start_month",
+          "cluster_mean": 3.746148,
+          "global_mean": 4.000033,
+          "difference": -0.253885,
+          "scaled_difference": -0.053562,
+          "direction": "lower"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 4.68437,
+          "global_mean": 4.523587,
+          "difference": 0.160783,
+          "scaled_difference": 0.017865,
+          "direction": "higher"
+        }
+      ],
+      "suggested_label_terms": [
+        "seasonal_presence",
+        "spring",
+        "moderate",
+        "moderate_spring_seasonal_presence",
+        "mean_peak_month_4.68437",
+        "spring_peak",
+        "central_peak_alignment",
+        "strong_offseason_suppression"
+      ]
+    },
+    {
+      "cluster_id": 7,
+      "n_species": 1,
+      "species": [
+        "Red Admiral Butterfly"
+      ],
+      "description": "Single-species cluster containing Red Admiral Butterfly, mainly representing extended summer seasonal presence. The fitted active window runs roughly from March to December, with a mean peak around August, and and an average width of 8.8 months. It is characterised by very broad season and moderate active window. Its defining traits include summer peak, very broad season, and moderate seasonal window. Compared with the full species set, season width months is higher than the whole-set average and peak month is higher than the whole-set average.",
+      "dominant_model_family": "seasonal_presence",
+      "dominant_primary_class": "extended_summer_seasonal_presence",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 1,
+          "mean": 7.62,
+          "min": 7.62,
+          "max": 7.62
+        },
+        "season_start_month": {
+          "n": 1,
+          "mean": 2.855,
+          "min": 2.855,
+          "max": 2.855
+        },
+        "season_end_month": {
+          "n": 1,
+          "mean": 11.63,
+          "min": 11.63,
+          "max": 11.63
+        },
+        "season_width_months": {
+          "n": 1,
+          "mean": 8.775,
+          "min": 8.775,
+          "max": 8.775
+        },
+        "season_midpoint_month": {
+          "n": 1,
+          "mean": 7.2425,
+          "min": 7.2425,
+          "max": 7.2425
+        },
+        "fit_score": {
+          "n": 1,
+          "mean": 0.076,
+          "min": 0.076,
+          "max": 0.076
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "seasonal_presence",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "seasonal_presence",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "extended_summer_seasonal_presence",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "extended_summer_seasonal_presence",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "medium",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "medium",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "summer",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "summer",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "season_width_class": {
+          "dominant": "very_broad",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "very_broad",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "window_shape": {
+          "dominant": "moderate",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "post_peak_decline": {
+          "dominant": "moderate",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "offseason_suppression": {
+          "dominant": "moderate",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "summer_peak",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "very_broad_season",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_seasonal_window",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_post_peak_decline",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_offseason_suppression",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "central_peak_alignment",
+          "count": 1,
+          "fraction": 1.0
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "season_width_months",
+          "cluster_mean": 8.775,
+          "global_mean": 4.392738,
+          "difference": 4.382262,
+          "scaled_difference": 0.547441,
+          "direction": "higher"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 7.62,
+          "global_mean": 4.523587,
+          "difference": 3.096413,
+          "scaled_difference": 0.344046,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_end_month",
+          "cluster_mean": 11.63,
+          "global_mean": 8.703144,
+          "difference": 2.926856,
+          "scaled_difference": 0.337001,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_start_month",
+          "cluster_mean": 2.855,
+          "global_mean": 4.000033,
+          "difference": -1.145033,
+          "scaled_difference": -0.241568,
+          "direction": "lower"
+        },
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.076,
+          "global_mean": 0.187477,
+          "difference": -0.111477,
+          "scaled_difference": -0.192867,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_midpoint_month",
+          "cluster_mean": 7.2425,
+          "global_mean": 6.288318,
+          "difference": 0.954182,
+          "scaled_difference": 0.152853,
+          "direction": "higher"
+        }
+      ],
+      "suggested_label_terms": [
+        "seasonal_presence",
+        "summer",
+        "very_broad",
+        "extended_summer_seasonal_presence",
+        "mean_peak_month_7.62",
+        "summer_peak",
+        "very_broad_season",
+        "moderate_seasonal_window"
+      ]
+    },
+    {
+      "cluster_id": 8,
+      "n_species": 22,
+      "species": [
+        "Swallow",
+        "Buttercup",
+        "Brimstone Butterfly",
+        "Red Dead Nettle",
+        "Green Alkanet",
+        "Peacock Butterfly",
+        "Common Comfrey",
+        "Oxeye Daisy",
+        "Doves Foot Cranesbill",
+        "Honeysuckle",
+        "Red Campion",
+        "Dog Rose",
+        "Teasel",
+        "Red Clover",
+        "White Campion",
+        "Cuckoo Pint",
+        "Speckled Wood Butterfly",
+        "Horsetail",
+        "Meadow Brown Butterfly",
+        "Common Poppy",
+        "Cornflower",
+        "Swift"
+      ],
+      "description": "Cluster of 22 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around June, and and an average width of 5.8 months. It is characterised by broad season and moderate active window. Common high-support traits include strong offseason suppression, strong post peak decline, and early peak alignment.",
+      "dominant_model_family": "seasonal_presence",
+      "dominant_primary_class": "extended_spring_seasonal_presence",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 22,
+          "mean": 5.823411,
+          "min": 4.125,
+          "max": 8.385
+        },
+        "season_start_month": {
+          "n": 22,
+          "mean": 4.110511,
+          "min": 2.29,
+          "max": 6.11
+        },
+        "season_end_month": {
+          "n": 22,
+          "mean": 9.863468,
+          "min": 8.25,
+          "max": 11.475
+        },
+        "season_width_months": {
+          "n": 22,
+          "mean": 5.764091,
+          "min": 4.095,
+          "max": 7.595
+        },
+        "season_midpoint_month": {
+          "n": 22,
+          "mean": 6.986091,
+          "min": 5.39,
+          "max": 8.4675
+        },
+        "fit_score": {
+          "n": 22,
+          "mean": 0.048545,
+          "min": 0.017,
+          "max": 0.09
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "seasonal_presence",
+          "dominant_count": 22,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "seasonal_presence",
+              "count": 22,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "extended_spring_seasonal_presence",
+          "dominant_count": 11,
+          "dominant_fraction": 0.5,
+          "values": [
+            {
+              "value": "extended_spring_seasonal_presence",
+              "count": 11,
+              "fraction": 0.5
+            },
+            {
+              "value": "extended_summer_seasonal_presence",
+              "count": 11,
+              "fraction": 0.5
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "high",
+          "dominant_count": 20,
+          "dominant_fraction": 0.909091,
+          "values": [
+            {
+              "value": "high",
+              "count": 20,
+              "fraction": 0.909091
+            },
+            {
+              "value": "medium",
+              "count": 2,
+              "fraction": 0.090909
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "spring",
+          "dominant_count": 11,
+          "dominant_fraction": 0.5,
+          "values": [
+            {
+              "value": "spring",
+              "count": 11,
+              "fraction": 0.5
+            },
+            {
+              "value": "summer",
+              "count": 11,
+              "fraction": 0.5
+            }
+          ]
+        },
+        "season_width_class": {
+          "dominant": "broad",
+          "dominant_count": 12,
+          "dominant_fraction": 0.545455,
+          "values": [
+            {
+              "value": "broad",
+              "count": 12,
+              "fraction": 0.545455
+            },
+            {
+              "value": "very_broad",
+              "count": 10,
+              "fraction": 0.454545
+            }
+          ]
+        },
+        "window_shape": {
+          "dominant": "moderate",
+          "dominant_count": 15,
+          "dominant_fraction": 0.681818,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 15,
+              "fraction": 0.681818
+            },
+            {
+              "value": "sharp",
+              "count": 7,
+              "fraction": 0.318182
+            }
+          ]
+        },
+        "post_peak_decline": {
+          "dominant": "strong",
+          "dominant_count": 18,
+          "dominant_fraction": 0.818182,
+          "values": [
+            {
+              "value": "strong",
+              "count": 18,
+              "fraction": 0.818182
+            },
+            {
+              "value": "moderate",
+              "count": 4,
+              "fraction": 0.181818
+            }
+          ]
+        },
+        "offseason_suppression": {
+          "dominant": "strong",
+          "dominant_count": 19,
+          "dominant_fraction": 0.863636,
+          "values": [
+            {
+              "value": "strong",
+              "count": 19,
+              "fraction": 0.863636
+            },
+            {
+              "value": "moderate",
+              "count": 3,
+              "fraction": 0.136364
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "strong_offseason_suppression",
+          "count": 19,
+          "fraction": 0.863636
+        },
+        {
+          "trait": "strong_post_peak_decline",
+          "count": 18,
+          "fraction": 0.818182
+        },
+        {
+          "trait": "early_peak_alignment",
+          "count": 17,
+          "fraction": 0.772727
+        },
+        {
+          "trait": "moderate_seasonal_window",
+          "count": 15,
+          "fraction": 0.681818
+        },
+        {
+          "trait": "broad_season",
+          "count": 12,
+          "fraction": 0.545455
+        },
+        {
+          "trait": "spring_peak",
+          "count": 11,
+          "fraction": 0.5
+        },
+        {
+          "trait": "summer_peak",
+          "count": 11,
+          "fraction": 0.5
+        },
+        {
+          "trait": "very_broad_season",
+          "count": 10,
+          "fraction": 0.454545
+        },
+        {
+          "trait": "sharp_seasonal_window",
+          "count": 7,
+          "fraction": 0.318182
+        },
+        {
+          "trait": "moderate_post_peak_decline",
+          "count": 4,
+          "fraction": 0.181818
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.048545,
+          "global_mean": 0.187477,
+          "difference": -0.138932,
+          "scaled_difference": -0.240367,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_width_months",
+          "cluster_mean": 5.764091,
+          "global_mean": 4.392738,
+          "difference": 1.371353,
+          "scaled_difference": 0.171312,
+          "direction": "higher"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 5.823411,
+          "global_mean": 4.523587,
+          "difference": 1.299824,
+          "scaled_difference": 0.144425,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_end_month",
+          "cluster_mean": 9.863468,
+          "global_mean": 8.703144,
+          "difference": 1.160324,
+          "scaled_difference": 0.133601,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_midpoint_month",
+          "cluster_mean": 6.986091,
+          "global_mean": 6.288318,
+          "difference": 0.697773,
+          "scaled_difference": 0.111778,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_start_month",
+          "cluster_mean": 4.110511,
+          "global_mean": 4.000033,
+          "difference": 0.110478,
+          "scaled_difference": 0.023308,
+          "direction": "higher"
+        }
+      ],
+      "suggested_label_terms": [
+        "seasonal_presence",
+        "spring",
+        "broad",
+        "extended_spring_seasonal_presence",
+        "mean_peak_month_5.823411",
+        "strong_offseason_suppression",
+        "strong_post_peak_decline",
+        "early_peak_alignment"
+      ]
+    },
+    {
+      "cluster_id": 9,
+      "n_species": 1,
+      "species": [
+        "Redwing"
+      ],
+      "description": "Single-species cluster containing Redwing, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around January, a moderate autumn component, moderate summer suppression, and slow arrival fast departure response dynamics. Its defining traits include year wrapping winter presence, core winter winter peak, and moderate autumn component. Compared with the full species set, decay to growth ratio is higher than the whole-set average and active month count ge 0 10 is higher than the whole-set average.",
+      "dominant_model_family": "winter_presence",
+      "dominant_primary_class": "winter_visitor_with_autumn_arrival_component",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 1,
+          "mean": 1.0,
+          "min": 1.0,
+          "max": 1.0
+        },
+        "trough_month": {
+          "n": 1,
+          "mean": 5.0,
+          "min": 5.0,
+          "max": 5.0
+        },
+        "autumn_to_winter_weight_ratio": {
+          "n": 1,
+          "mean": 0.236867,
+          "min": 0.236867,
+          "max": 0.236867
+        },
+        "decay_to_growth_ratio": {
+          "n": 1,
+          "mean": 2.658009,
+          "min": 2.658009,
+          "max": 2.658009
+        },
+        "active_month_count_ge_0_10": {
+          "n": 1,
+          "mean": 7.0,
+          "min": 7.0,
+          "max": 7.0
+        },
+        "fit_score": {
+          "n": 1,
+          "mean": 0.128,
+          "min": 0.128,
+          "max": 0.128
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "winter_presence",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "winter_presence",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "winter_visitor_with_autumn_arrival_component",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "winter_visitor_with_autumn_arrival_component",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "medium",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "medium",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "baseline_presence": {
+          "dominant": "low",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "low",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "core_winter",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "core_winter",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "summer_suppression": {
+          "dominant": "moderate",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "autumn_component": {
+          "dominant": "moderate",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "response_dynamics": {
+          "dominant": "slow_arrival_fast_departure",
+          "dominant_count": 1,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "slow_arrival_fast_departure",
+              "count": 1,
+              "fraction": 1.0
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "year_wrapping_winter_presence",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "core_winter_winter_peak",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_autumn_component",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_summer_suppression",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "low_baseline_presence",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_winter_bump",
+          "count": 1,
+          "fraction": 1.0
+        },
+        {
+          "trait": "slow_arrival_fast_departure_response_dynamics",
+          "count": 1,
+          "fraction": 1.0
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "decay_to_growth_ratio",
+          "cluster_mean": 2.658009,
+          "global_mean": 1.519766,
+          "difference": 1.138243,
+          "scaled_difference": 0.603776,
+          "direction": "higher"
+        },
+        {
+          "feature": "active_month_count_ge_0_10",
+          "cluster_mean": 7.0,
+          "global_mean": 6.5,
+          "difference": 0.5,
+          "scaled_difference": 0.5,
+          "direction": "higher"
+        },
+        {
+          "feature": "trough_month",
+          "cluster_mean": 5.0,
+          "global_mean": 8.396314,
+          "difference": -3.396314,
+          "scaled_difference": -0.424539,
+          "direction": "lower"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 1.0,
+          "global_mean": 4.523587,
+          "difference": -3.523587,
+          "scaled_difference": -0.39151,
+          "direction": "lower"
+        },
+        {
+          "feature": "autumn_to_winter_weight_ratio",
+          "cluster_mean": 0.236867,
+          "global_mean": 0.077325,
+          "difference": 0.159542,
+          "scaled_difference": 0.373494,
+          "direction": "higher"
+        },
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.128,
+          "global_mean": 0.187477,
+          "difference": -0.059477,
+          "scaled_difference": -0.102901,
+          "direction": "lower"
+        }
+      ],
+      "suggested_label_terms": [
+        "winter_presence",
+        "core_winter",
+        "winter_visitor_with_autumn_arrival_component",
+        "mean_peak_month_1.0",
+        "year_wrapping_winter_presence",
+        "core_winter_winter_peak",
+        "moderate_autumn_component"
+      ]
+    },
+    {
+      "cluster_id": 10,
+      "n_species": 2,
+      "species": [
+        "Snowdrop",
+        "Winter Aconite"
+      ],
+      "description": "Cluster of 2 species, mainly representing narrow winter seasonal presence. The fitted active window runs roughly from January to March, with a mean peak around February, and and an average width of 1.7 months. It is characterised by narrow season and moderate active window. Common high-support traits include winter peak, narrow season, and strong offseason suppression. Compared with the full species set, season end month is lower than the whole-set average and season midpoint month is lower than the whole-set average.",
+      "dominant_model_family": "seasonal_presence",
+      "dominant_primary_class": "narrow_winter_seasonal_presence",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 2,
+          "mean": 2.4025,
+          "min": 2.355,
+          "max": 2.45
+        },
+        "season_start_month": {
+          "n": 2,
+          "mean": 1.445,
+          "min": 1.385,
+          "max": 1.505
+        },
+        "season_end_month": {
+          "n": 2,
+          "mean": 3.1275,
+          "min": 2.945,
+          "max": 3.31
+        },
+        "season_width_months": {
+          "n": 2,
+          "mean": 1.6825,
+          "min": 1.44,
+          "max": 1.925
+        },
+        "season_midpoint_month": {
+          "n": 2,
+          "mean": 2.28625,
+          "min": 2.225,
+          "max": 2.3475
+        },
+        "fit_score": {
+          "n": 2,
+          "mean": 0.0035,
+          "min": 0.003,
+          "max": 0.004
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "seasonal_presence",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "seasonal_presence",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "narrow_winter_seasonal_presence",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "narrow_winter_seasonal_presence",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "high",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "high",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "winter",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "winter",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "season_width_class": {
+          "dominant": "narrow",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "narrow",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "window_shape": {
+          "dominant": "moderate",
+          "dominant_count": 1,
+          "dominant_fraction": 0.5,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 0.5
+            },
+            {
+              "value": "sharp",
+              "count": 1,
+              "fraction": 0.5
+            }
+          ]
+        },
+        "post_peak_decline": {
+          "dominant": "strong",
+          "dominant_count": 1,
+          "dominant_fraction": 0.5,
+          "values": [
+            {
+              "value": "strong",
+              "count": 1,
+              "fraction": 0.5
+            },
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 0.5
+            }
+          ]
+        },
+        "offseason_suppression": {
+          "dominant": "strong",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "strong",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "winter_peak",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "narrow_season",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "strong_offseason_suppression",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "central_peak_alignment",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_seasonal_window",
+          "count": 1,
+          "fraction": 0.5
+        },
+        {
+          "trait": "strong_post_peak_decline",
+          "count": 1,
+          "fraction": 0.5
+        },
+        {
+          "trait": "sharp_seasonal_window",
+          "count": 1,
+          "fraction": 0.5
+        },
+        {
+          "trait": "moderate_post_peak_decline",
+          "count": 1,
+          "fraction": 0.5
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "season_end_month",
+          "cluster_mean": 3.1275,
+          "global_mean": 8.703144,
+          "difference": -5.575644,
+          "scaled_difference": -0.641985,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_midpoint_month",
+          "cluster_mean": 2.28625,
+          "global_mean": 6.288318,
+          "difference": -4.002068,
+          "scaled_difference": -0.6411,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_start_month",
+          "cluster_mean": 1.445,
+          "global_mean": 4.000033,
+          "difference": -2.555033,
+          "scaled_difference": -0.539036,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_width_months",
+          "cluster_mean": 1.6825,
+          "global_mean": 4.392738,
+          "difference": -2.710238,
+          "scaled_difference": -0.338568,
+          "direction": "lower"
+        },
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.0035,
+          "global_mean": 0.187477,
+          "difference": -0.183977,
+          "scaled_difference": -0.318299,
+          "direction": "lower"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 2.4025,
+          "global_mean": 4.523587,
+          "difference": -2.121087,
+          "scaled_difference": -0.235676,
+          "direction": "lower"
+        }
+      ],
+      "suggested_label_terms": [
+        "seasonal_presence",
+        "winter",
+        "narrow",
+        "narrow_winter_seasonal_presence",
+        "mean_peak_month_2.4025",
+        "winter_peak",
+        "narrow_season",
+        "strong_offseason_suppression"
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/modelling/data/abingdon-all/analysis/cluster_dendrogram.png b/modelling/data/abingdon-all/analysis/cluster_dendrogram.png
new file mode 100644
index 0000000000000000000000000000000000000000..5f4739525fbc2ca7f5abb06f380a2bcc59b6fda9
GIT binary patch
literal 399507
zcmeFZc{G%L{5OtrD=KYLS=)<nx5_d|`)X?tGZd-pJ6Q%TQYy5mtf9gTBkN!osTfPh
zIx)tO-Iy8sU@X7)<^JBw^PJy#&iS45`}3J|?mG-K*Id`<^M1d!_w`u+@|o45TSWx~
z1XiCrd(u!qK%@e`B&_%Yeq!I0ybu0S_c&$hVdQ+%!~43MjliYr9xe{f9uBrv@?JJ>
z?zYZOhm;TesjRkN{<epQi@UmtisL`Oq3rB-OJ(=z#;fouD_zcBbr%qj%0T`TwAlJw
zT0l@h;M~dMSMJ0NGeq8Q=xr+>4e9V(xAwz|^9Jho&XTStwMJ~;uAop88oF10)0LC^
z_bQx!o+!T})bM1~ig=;KAfd#GHRriDC9HtDcQHGo9UUq;eT!rwrt<Rcm)<vD+*!lZ
ztc%{JprB9%@BjDXZ2!TBet&<1{QF_KklVlC>ztIA7y0+wlmGWg0fGN}5@136|9uh+
z&puqWr9J)J%iYrB@-|hkT&bsdsb!xoMf>*;$N6zq7KBCmv2M>d-B_5Lp=3^SncD5&
zj<4T(#O@Whedxf_3Vl@aW2LDieEFzxah|!@`YY4gvGT<(<v%q&1|n=KUzCYTDBO^=
z^v^^SjBAFP3Abn%_h%CO3?J->S~H-j_#s-=IW8SbZdoIJtn(h(e`f6JV8cgtR<&}r
zy5~^7yG4R-u#324z{52%L$xMw80_a~WY3|grzPc{%A(ZU#-46DWEQ9Cv){R+h@*P4
zWZx0{mYis3iW(Yw4YoEs4EHQ;t(}kWi-?=OQN}uq^;Fi!X}I@2b)@IjFgEQsz2;mp
zpC_g-E~n*C;MV(l)dvH3Onnto`E^01_(rl`eAv`n9LlfV5svJrThCe2Fx|N%SIQ}W
z+p45f7X@efYN8pzt5TKZ!z&Bi``fwCoXkm1xt0MlWjKoO)UYkh!Y_UG=0Cq+A1qrs
zqP3!eYVgJSOI-t#G)rgg`H7c&bBS&xvz*U=tlnxm`nwDpQD{$7HqW#Qu6cKe>NWhU
zD{^qtxd!@z*68;QM{iWDWir*7HPNc1ESu`Wx-Z&`bJhftjJ#km$u>Ni(5`-~E^c)}
zdQ(dr=E}2}$hvoCGs(T9d{%u@2%MfDJYJ?X71PUqxLOKB6ZK5fchT~ja^NrUx#@cG
zTAbgjmyR;%+VURw;%v_KZx3g_x(0_Hy7}XCsD$D}jLBWb@3JS3(<5C(^udPRXf|c0
zFPh_;=g>MlUZ+ipR5CBmU$6|Ex7l&}sY`m%-3NwZlg8<0Wz%!az(sc7RocXw!WGt?
zU+zX8u{UPXNh%^zOYgY6({d+VvxwW><<G`Z0gLlI>s8cK>CG91Lkj$fMm?olwK3B3
zhwZ*TSV<YWk=qxhB>iTrx0?R`_<hW4wTLEV%Cr?P`Zu$_bEZGuTe5rUMFpmJAhlE{
z5m{useAn*s$89ZhGvnAt#ApTGQ|tn{JDq}(_j)Uye+%8X&k9+cVz%9^rc|S;QK}rd
zh5PaR>#X6{Y_eS+oZ7bTaP7GFo0x$MGs%-227Rb0wYxmg>-Wr9uREH^DD-q!iaU{;
zH#K!3J)?V!&n=-_hof#b6HG|=gvAOK*kUS0Kc87j?o5gGz`!=U>D}%c@><cP7W?!)
zuH`7a!A%k~fLzS$@FTAF&95t<`RKrwOc==Sl+nhWK1rQvF?XJf)x&8`sIAm`v*&Wm
zXK}6RFGI8pZta_}vfekA93lS8J$mKGb~{r2>ijqb{Y5<X&x8}47|+3mGP|afE-mlb
z9|J{0hmz{z72a>~eVSv5tbX!9=RGlH7nv<{+U5zA3#Igix$Z<iXY3+9#UQDDJgU(=
zkf7kl<1k#q(5&0o;!jSD!bn3|+=KynyjFu@jT1Q{=YwgAn@<Rl&8m8>NOn)EYd9r|
z?a3RjQDuIgZPTaTsg6|Q#0=>sU<%v{9EY-#x%793ZvD=cYfRQ7nL8Df!P@F8Pa1Eg
z;QUlurdLe1GAKAQia(sqQO(e~E3{2pGV5l|R#r3N4c4pGhU0yyq#!EEqGT6rw2x(P
zv>L^==RT8<ou=<K%Skz6*Hoc3H*$h`Ma*@6w_O1#Y`}B&q8-s^KGLQ(My<{Hv|9iZ
zsVQ1@!J-mbMLy$Z>1MgZ3~#3AB5pLfWl{a%YX!7hykIfu)3*AJJCLOmbVVM4C}%%N
ztGVr6?L~t9x5v(Wysu{5kziR8U|?PT^l??BQnd5c5%#BOr%?5PxjSieOreMEmDVg9
z>-L9ESF>+E+p6UcKUKrcdNl0_*IfU4pV22%(nmV1$fRPp>aadDDQD{9P)P@G{@Bc#
zVzs18<+}IRM$nIW4Zqb;c70|*Qf2xd8uD*<`L>$kh!jDE%=2%Q*?AxN`V&`2I`rb7
zcNF_k^Yw&9H$Iw$CDG3Ecxp!@%5)d5mOAP|RebeKN_DmcS>Y9)Iql|WSRxueV>i;`
zExD0u?tLlVOq^;5_4c=is}0cjE06PJ7VC^hy!SQb{Vseat=5pfSh**DI<k0nh+yEl
z<?!tY=lOLzPM?ewU$kaD+o6T*+92GoLQngO$uMcP^`8B)-sL{4Ca~%r1Ns$?%jLSa
z9J+b3w=Q10+!5=?&NYBF{K$0}cJ|6&+|K9#Nsl>CO)HI~rSS|{9fjOeBUAUZCF`^o
z{bNd;FGU@GJlh{1XoV8#riP18b9Gbd2JbEt`8{{3$<0}&_}2YDRwp`EFRJb+pg3!I
z4L`ygB%OXrCojyhaQ&XJR}G-Phq^MnJAC%E@Pv_zx>LLFukw)U<~=#o%o)|-7FlPM
zEcm{VZvJ@TO<T1}$*?Tbk6TQf{nO~vMW+IMX}BzENI_G>W8j*l|LCa-$CTfO&3)7`
z8TaNO{BJU+kcFA-8ttYs#_ej-`sMsbj+>;);LS{D^6;-qW``7cr1Au{=g~(UhZJ^9
z`l2mrqmEPu%umuHBzj!y?dJ%GpGc}WL2L4qVB&p^UvqE8<8D^JQSo-CSmGv|Ii|}=
zcy42Ic*Yo-{&O_d@MCCiZ7dy5_3yrAv;Y-M{?GO9wWugP3YP3ej5_qOuZT9IY@V0q
z$!Tv@F6ddW;nEqT5w5*3oy2CAFrCQkqcopRSgvm4ADMT$pLxN4C0FU8O9*3T&Ewj0
zBln9Z8ZJ!zexkCw+7vyQp)k3A*ZF+B37YHM+yQOQQ|Zg(J3|{+C=CqXbaPUeXLOqd
zd^pS-L3B9FJ(b30kX0?38HoxOxSMF#3|eZIMfJVZ-^LSaSI#VxxmB|(V~uDgE-W{!
zr}8DW_~@?G^_W=63Dibh?c~fVt%tMN>5@ghHnab#L^pmKotsJ70sG9Av3&yD;5|>~
zQr!EMcKd42PuVV#z1Vgp7Cs;OsH=Gn@AzQ@yz}&*{p?^#ixmaWpntaw)F&~l(VgBy
zO_j0M#avia!vVZF-=S2~erxehI0Nd6;*u$Y5-EH@N4{$kUuHsc{Kp|8;U16wX}l%v
z>LHW)bZ*0*c>mv8miQ<dH!k4*6^87^SQ&M%;Q_*WlaQ4-xk-)GAzz%HB!CJYGq7aW
zg8=F#C9|FYac&_?*`zhyZWOBhZWfO{G1$n_$g?UF<!K~V1)v|WyiYC`(@D<pd<HF$
zFi|vxre2ij$+f3>(cd1he&}o_iVOExGjVkZK|DAo`d|bpMg11OgCB!L3!vqm#=#mo
zV2mv<FWGKH()1ZSsdP1KXPYl{s#{kcuixd*!i|<m*0<F2-zcD~P#O4IeKaF0V172`
ziE?2@dU91su^;cW`5AO{ho3D2j<P&o94hvcwj5idoL*P-g*7tjO{B{qYh)6`WKmlk
zW1%RWnjCDTk~)m^P!j1vM=UA+lqxEN>`gsZi}IT~nSM2U_mKa7vz)!1n&=D*)DZMe
zuh)^4*yBVxGzIB&_b;v4x3IgCNtdDaV#?UioD&_Lp@~vNO>jqb(UZGR2^Z9c;6pt-
zti}Lxosv*A{^6Je{liJyO5=2gV@1R^gUrY2_cSR~h9zuEe|lq{^+9hAhUqJ=Iik}v
zqs|m{8*IxZaC3)d*IukH>W}vyJ4Y+n_AAvWIgvx*J28E^C5r(uB_^|uKb?&}#|O+-
zqLu7r&~72KMM|)jNHVzHlN#$C*loF#y7T^u6`s|x8s1IN%&jynV55drMQppzRsFN6
z5Z^h)Eg$*5LGOX)&Dm9ctfH|hML64;oQ97Vaze-Q6)K9|w>0v0sFgUYABFd^&GGag
zy7&DUY^mou0eoOM!r88G!F2^o`qTXe5<;w`<&Xj;KeH|ZF1mbuQ=*wt$$j%mg_yJ}
zsfJge;3NTn>ob$1?mFfYn$9k`x7NAXcXH^I-@-H1juF&ivx#NdECnD}u`^b9VPTD&
zmNfeFwd0nGQ@_5B{`$V@kA1@cIaB;7mt)m4AL=BwbegFGiWWScX%_0oO)_RzR%-t_
zS@L@S)q?;`jFqMNT_JM6+uuC+qeuO+U7fVi&wlO5U-wb~<uFNcUn_f7RCHID1Q&!|
z#oWb0-|B9^X(-aOkX{YTTCUp{PT_cZ^5E*P>mpd$l8vUG>q010U*e_cqnS=r?U8i-
z1YNie30h}lpY6z-^tk?<HwW0ms=XGr$_D9(lF1hHOir?vUPmFfm}l{nHTYFdWv%f5
zC2(;esDIC;s2=)d=*8CUVP*-eJG*zv(}Yz<XOzx`aif*<A3atU8r5zo+`N6`{AJcX
z6_vM3^!kC`kNGY*$3b@tHCh3>w<U#ZZT;zH!ggx*!YFx?Jz0Hi{sa`~!?~Bga~VRy
zqWPQJ4%l`S71$^5w|iY=Pa_8PPf`*$wc9<BlFD6gOvb)L`FVYDw+n}JvRFv9YxbY%
zePeED^rQneL_SqLEHl?_s%`ZXvsHeMiN)?+Gq5H0tEFBlFgrsC&Mbkd-wJIRTipj&
z)(lt_mesdm&*hz!d_2yb;y<ISWs-bZhPIuaRENFTRH*(j42?mspI=%_v+E$B`;Uil
zG!HEsU^v9rxIb}v6ERIG2H$8_>K_M5-;#`H7j|Ecxt)AD)-62#&hN*jq@=nRZ7-^4
zCs~e-pDrCB66Pnv^e&bhIDqSD+Jq@Nl*oO_n_qLP@sFJ!P^3@S24E>atz#9J%uku~
zOpVrl&vODsg!OZ;_gGz8@)}-Z9A*4u^lb`m?u0n%#>xb)8>Zw*<s{BXW9lu&vl&gH
z&K6m^mPu@*H3mu*bMLp&_cU|2Ev@pdxA&#ti*vf$enf0LG2D79-gEp!9gv?I_hKA>
zDroYsWm;b=h0h^7_EbF2{6khWdgF)hrxRXE9<|kSQdyyWXXL%JlbP^kQHSnCwZc;g
z6zv*6mTi4v@Gg;>V79@?X4;+ka6&o#!?_JS)6z_#tu-cT?(b(jB|Z(A&WcdaopM*Q
zuk{jkh$38d56UnnDPLPN1zWxFGp4lX$Gbxe%=gCzBqzq^_(shE(HW1-lSE8`zoh<y
z-*UqtqJA%5+(XwWrO!kk@y_fU3)?5(DEvoe{oKzern<BTW%6qCFHgbHz8_P`Hlmna
z3GNs7?83%$SHdTK$~?lg3i~x3cyt2W*iK7mBABSOu&3*IGIKtBHi_w<P~11%q89e7
z@AI04*ifZ>n)kNdzRuj3LGPVJW;=^WuB{2?1Xs_Zc(*B@^<3Yi)6c9JVZ3Mw%S^0)
zL=00^Mg!X}5zl=7_UmY;=OjPn094WaVW=f?yi?>aZoDt}rD(m!2I1Fu7vqmzP=_&P
z*+8tztKO(M*P(crr}Tz#*HOz`P;@9%==zhvH$=bBoyg2z9%8Z}cwSdQb;H+^gGci4
z{nJmqe|^5LtkaljJe?e^D=S=$kD~NN*<+fm4bj#&t0QZKM++;vzJ*}*k2-f~N@;kd
z5h7o~A?1tu3-cb&KP@{VyU+CVwH%kjO};N;nqy9ctjSG|4``FrEidDTea~B5h}~+~
z;7DThDcncDMp=D-bX%|>(ns>g04C(g*E8W-A_s7^xo?c=M{M2Dufbx}*|uL=&I={j
zmGg`zPXhmx3st^0nnFK~nWK#crY{EUoo>D*f3&yib@qct_S!F4{KyFA^XY}7D<u&2
zE3j58#}uKDS%&%zc(ft_L7oFZV?oDsOF#Az4S@JhGoC44TenzsHg|3^<=&istQJna
zT%e3_P|xo1mJAc0Ap<EUkl|+Zpq~;A!H#X6B_m(Oh*{$Rs=Ork?+k%vZ3>%*;WrPw
zRgnFqWO0EX6goG)j(JTxRaxNdDjDnCAH1*X=+Y@RohDovAGlC}gTlg@Dix8Nws4;s
zZZ#zhGEZxN+}CMD6}Xyfht~14!>-8oowTzYkv5W=d(|m-Pja8(&Q^;3xk;b#MfUjt
zt_9}zY|+5I$OjIzMb)2+xgFe#Zo?=1wRx4JxC<3NmsXb`B85OuzQOS|@XyAip~96L
zcAEl~VZ(k<-e{=klDlzDFX%n4PK{zW?%kJKq>6?%JMsK`ff?P1c>QXQN)TJ=@pS!(
z44RhW3PS?F?1?1#ns4bnVNT+5;YU&Zcc5UmB<smtP`2|Sw(v#!0~hDLEzfcS6HfZ}
zd7l00Iz2?l7=9?_w4xx++o3_oGvuclI(i^nYqo+mW)Y6+a>!6#D8;$Z?YZPn_-pfP
zK0efMT;#|9WEOwOf4^%ReR6U2L}0q4FY8|7tB#O~IouL_+F3lZcmerr+s{LdU1l~h
zOWL$%ie?#DR)AXcJpXF%x-1!IjQfxBTR-BaYx&Xo=hQ3$?aI>aoN88UTbHk*XWt4(
z_zxwr6hCH69`5<@xoUCyqhGZ?zKLQoMN?x#iEE8a_Y~@HOHa{HxQ9qCC}T8H$Oyfj
zm3f=e2lY0@(O*>iNJieCJIW4l>_LJ2DR$)6=|!(y6W%JBp^_>bzaqe9$7noDYGC_9
zpuOF*d|fx3_6tMbdCJn(eIdIfA{k-;nRYj4VI=BG*|qm=<Lvcf)jfs!mO**S%9wP=
zjQ=P<?dXfbpTD?fK`^V&UQbya=pir9+_|`UKHd2Hg*VE%O>VV~F9EpmWeFc~4mWF}
zY`QwpdW!om-<BxYD{W%3f>9LO>0%PjN)*?FOO{lFjWuNEK1eZ6kK$@1DvP`3&KpZU
z{NV5G>@++x-cOy0W(EGZM;Jd+d_P9RyLOW@W;4rc!s7YVU+4eBn!l8#hHKlE?bzuB
zPf!+*WU64*+e7gRJ(4nN)@$L@``U@(9tfYsjfcM>4Lmbe1-%`_x}PXn?EwET(=V$4
z<qYWJ>iyXo-khACE1xcIVOr<DyIku|WD|T*TK$@+(fE)VXvATz#lTG3DxU99k}i58
zvA&ICCQ;bIyOiEsJT)Y021N08*H~Y)bKCdF8yMD}=k6@b^e3e^<~f>MZccX+t*jr?
zNbqQ%km|&dCNwr|z`c2q^)k4FkC3Kt9-A)7awcjK3O9e{4`Tx7Ck5+B4y_Hm>2y*@
zsHZXyXaI9Nn~zu-0%v7bRKUfHxQ%b8a4CET*h`tj<d!ZH!z(&N-7vum^EyCJbM$0|
z=q+J+(10?yT&i54W}7--;%sQXWU6QdloC&q*3B<L&1?fq><AF@@zD%Uqn<Wf%*&~u
zH`4UP82rwWQYHUM+4<SYaqQ;zRkZvz8T&XJ^nE^}DXx}2_GgQL`L<txYy7uaHRI7r
z39>#t>k#fb4BF}ABiCqUEAe|RNKUcNwN{I3l~9B$sV_7#4m!3S=0lB2N>3X9@cF7z
z)wj}UmWAUKeBkw58Y1@c<{Np9d=BBzUGD?u&Kvr%fuYf5{f0Ax&b!T*FIPn4Uri3w
ze?zr+Uu53OT^{~8;Lt?$2oypyx3R_5h_=I*S@~(yYp`KgC6f<I!-VICpT`2`Mya=1
z!@yVP1N<a6YEF0Fk5sXw1bI#{rnHO>-KzDFlwaP+UHm4lEuG=T8T{vT9}HP?S<dn|
zZViOj;22Z<eN_9Mf#|27eZF1U!(eabjmq`W>YjKR?SOU@T*~>uUnz-WaM0NVVqq2f
zKB3v?)5Uif`DC7<-z}9_<7N-}My83pD;I2XO-<g;LH*75M3<!<xLxq|Nbo+p83Jww
zgvt|tOxn#5H?c%Z?3+@q!`jQ+eJRScKJgSIVBd0MH2JG;ZUFD=%=A!4F_}&}U|s$T
zBs0cl^PJmVVaa_fjX&pjb1fum31wM*^k(5dGK#0nbSg6Nt%A$`$nXAC@cu|Y`JSyX
z*Ebz+G-=vKa(0%)dOY9t%FK<`KJcl^TSf%CH^CME!svRG5T)|v9+3y(CmyaEMOP(z
z;|+}!-PqY}#w<;RD=n^uU*<sI$Uon*Ok_>Ii%CD~BNj9UitRFBeb(Zri3p7l3sYZc
zHD~M%IQ7Beg(Ke=6JLtR-jTmro@)JCJ1~IB1Odl|dP%bCwrDWacYb*S^U<w1pYqu$
zwp8~N>|+VuOcU=cv)Qe;s(>jhJT%K_;09@tqN*|RuBevGP{-)U&F_ydlayw88!+R6
zz!Wf1O0=1u&aVP^8}$`?nw`xJ>-|uZO-7vjy_zk~eOPZsZ(mg1^Bp1S7R7C+pKk6V
zkDQilo+f4S2Hew~gz)=m+}Fzc4a*Sx#0euPfBnfN1Tb@ckoBqjqK`c8lG-f)`jHT9
z$@PP6_8HF*7PtFA7%lz$YXt+Sh#;Q(jQ7p7uxJ^UO@KbOzE(2N+f4H8ex`aFR*GiJ
zD5%Lt@u#0{9o-t;VPF1q%Qlib=u0UfaskH_5P`z!7PPr~3oeQVXlgUnm(yO50!meR
zVci0$)3GLATf3vbt5$>i6vPA5rkMd|NnjB*#T?v@M0m9g-BXC9*V2gFJG=i5z2Vl*
zqppsMpX$s$BidaY7t!t<Z-c7YBL1oFCSV6^)KSoTp3MU9==RT;=9u{N^bo@5S-I=Y
z_hWg_cbqAol~rwbx$lg1+_P^+jy?_b%%kQAZAm4tplgEycm*_^q=Pn98#CBU9FNiO
z`E)}T2Sm6;IK<7}n<wbwaH<N%*VENP>u#yO>W}kNuI)}>#sEAoD~tuj>x>QPmgSCz
zL3?%l#wVY8vS}MBi8t2rINZgbxqfWRBNh)i<pL20Q~pPDvom8idS)otqowSKuINLG
zlE#x+_*DCrv_Z2GyUW}k@49)~rx2wLYLt6=U4Lz?JydHKi7LFl38Bl2-Bwoc3_O}9
zs0L0@^l~q~J6ML!CTzd*`fbOr30ZvPl`^lpLc+REXV8xTwYj77@SmFQ9F9*{P|lS>
zyA!O;Uq8otY0ClpP(ZVzJ5ERt@fS_XNcjC|95&PHl*u4o)DImnYt);J|9-0`s&~rB
zJ%`nv(p(T0jV~*%x`H;1Q^~y_I8lEF%NhjxrO>XuWMQ`YnNc$dUrUp2#veu>Ni{np
zLb4894q}HlQw-gVcQa<LmXVW*F7#v-j;9$<&Qc!SuYIZT8T7Z+CWC}f2V9(Wbm$l6
z5gMjD+R~zN|A*zcGZVP#Xw?kD`4(>ycqxcXXa4S>&H5{@bFhl?z54J!jCU0jo=fpH
zufw{O3KJbk3i-K?=*B&&pyg%FglTX-1L`K@T|Enanl`P|P4AjyggeHKeAh?k_uZ!X
zu}Ei1oM(%Mj<Lq^OmokzkDlP`GV*_mN@?Et%vWmQ=GDFnARj(cti_8ODt&pyamI+x
zTQZ6w)NkmYm*pHsuB>dXnsZxDs>%b<7PUo0&VJk|YfrJmY9@*uILr`OD_3~!oaD~O
zZHcUVe>pyey1)0#F0F}^(w++X$CRN~?v_4tuLyV^h1zk-0C~}W%yFH2so(A=gSRDp
ze0sm>XZiA^gsFKw?fD%0U}d{9;=V&mzkPP!4+OA+A^EcJE$x!KRUiVD`)W=QXEFur
zKooJbsgBGA&yHL`KSG^;ykU<+P1KR2whcSYO9G0`_1uf?DUcC>hvE7qh$SF@*_s-b
z3&nT&exs3dUmojw90(4Sn!GkUd@<%&J(wz`g3FQL|FHKj6JMvu=EvK5<)RT?DF4rk
z0qh$SF=}D5LO<Rf_(lN<*u2mq737d=z!`EHo<pz1$`nnA!wS`if(dn}7Xb<I_Lzq$
zDJgryG>~upddL@7Z{{pL`9D91SigiQ{(gSl-5`WT|IcIXy8jPPZgbBU32IV=M$sj^
zbVZOCS*HlWh4vEyK^`HZ|4TmM{XJ>d-=asdVec1M8|1rO*E*mhG{O*EAI4qn5-`mX
z@OKV+^(D|*fTE#uKH;09z)m@ZzdqGp$F^?Uutd+3<oWB*-v?Az{pTIQ<39Yq{^tMo
zkq(|QW4SIya&l1rCM1F?jtei5mA_tGe*0QPGW+|nUFfgN`2X^xd`H!*eceuHu~5lv
zwj8|S!t3%6<hFnv^!aHwc+g^-sbI`}JGkb9#S&!w>m>%8z;(o)H3c~!qE7GapQVyJ
zo!avcw2f24<w#%^nuEi{208njdLB4%)M73;efy87fqw(O2lE-U4zI|Tj}yYHp{e8m
z%D)Pts!*idF_$kE0PgIWlwvdy(|Yh$?Qqy=jGDU@qXS9@8zj>l(BaHL>QB2?dd~}b
zQ5)E>Cy0w9-^9s0=k|Qp7aYlk@E={We}8fTffr|<Z9S3(?wRslZSdm}X4Z*7;*Q`~
z;Bg-Xsgwn{^2<2l2Z)s;Km%0BXzr20R<K!|M8su1s1OU-Hw9X`DfFiOx%Q00T(C3i
zfTGB@xaQb3S7GPYUX;|G05cS&d^PKXgfixr7q>%(l{Zn~K+j7@RA;Zjk8jMNyRbow
z^y~*!@AOgVH<A@1B0UWyfq~|rO1|JoHHiG@!Z)NM#{SFQmoO4eDWCNd^5aYd(x?e>
zZwMKbHqtOcok<fz0QfwpY=DU#k|N-QwKd#B0tDbBGH`ZRz<4uJB8siab7E}G*fboE
zn|dckg^unF6`DZMS)A?;ckC$giQH$jn+%MbJ<|1U-@$+na{s;3ZzY{XL^|;UXmd|g
zhF6oQO!tO}5W7~k_F`^c(od9LoF>s~9*95|ki6w-8J@+R1%T=)N4ceRbneKZI!$ZD
zMr7woEZFVOzEu}?)Ohj0j~KPaXUAFgSN#$EvcO$js4J#|hHeA)U@mxR-)Fa?582~#
z7mPK0+1~)|K)q5DGu6A!2cvs<tXjoeiRJ0A^{B&b&<3C8U5b@@X8!t@Z<>M~8e`7~
z%OG#CF_~Jpm{>rX<RRIFnm`LqrzjVmDYOAM+l}vEDlC~lH3k}O_J_pFe{{HpW*{_$
zQ8NAei4zkAPFW_{V2x8822038e%tNLrFse?G*;bf`h%lsLE~jvlnf`~WKMQ}Z6UvA
z3opcPug-TnprREm1076Xi{n{sj~Br|cM7;|aKS6MNc1Q)^(`4ZLl+I;5ah0hQp13q
zJ?Q)?x-$~1;AHAr)JxYJC11{E2JmYD1@`vMZQ@#N98%~p)=87UDnUIHF6+rnpn{=x
zmmt69)0ZoP1*(5I?%CGdo%q@GI7f-p{=4lCvKO3Im9k5K6As@CV4Hvyl?G5h&yjxA
z`+1PrJ;fi9@FuO0yWoPI)XPXWS5>7Il;hu<G}o(?%(>-^-X1o=xCVm(Qj7RH_A11@
z-}rJT0K`xEiSI3_J_A1!INUR`KHqs5;1RfR&$Po+U}2Nzl`JVmbP=2^q#>k8Dx;{y
zbAv!Ao#I@v7uWg^pX%oUNAr|)9ncgQJ*D%{88ti>aGROwBED?Vv%J=If6$)>lev8#
zjXiS|oFsmS-YaV_a3|YgoSod1#)aI13+!r$5oSu%?h^^Tw5!=d3bklKV%4CY*35TR
zk=(uz<B{|rOsS(wZ@ve(T*BWs?7rwC(G-Wk`va51t&L_tG4QeT`yyycT1rLtm$gC?
zr0|LG;dqkdD@Az|7g_0s001+}(zH=%!CWD;XjVSEHJi%gNjVn*IniZgP-d$R-dfN*
znJi!~IIWmbWCeC~w*4-S9=cQA*sLz8%84D__KYeK!OFEbRUj)uF9|Fmc$usycInb(
z7D(bO4kyn5yu4L1H}>RX4zPZ@%o(h7r;JLVgu)dU9^zMphOf4jQfm31M)%>um9S-B
z7WaNOF3S#-@<bUA5JoZqs2k_pt`9mooX|#~o;vO|G7FYZ5P1>kX?L-VaKGp)=i<qh
zAeVN+LAgJ#1&QTIScn*Tdg^|2eRtUQh1gSceYzJXk-ZTtCA2R~Es$F@9!56V<u_8q
zjFK~#+;zvpHOMSle9OU|^25ys0wGD!-mRbBe#F_ENx?0POkF>p_(b{q&(Wuq;Lo)S
zi>Svfbme0pm_XDGgaSmI)&3}>dFLmCdN{d|gy|MpfA60TI%xSvwnJ<71HX;y7*;5w
z@{3)vqHF7$PGg(vMT@!l-D_0$OxMP0u<OsrO{OQ|9niY*prW9k#_Q>DayRmlebRRw
zyB1dSV%G)#ZMG>@x6ofNjI{S9h7ON+<(lxEY3YBGp)V7KFzh09uCm=EQPdutK}#{%
z(ZZJ1^8W>HxC$9S3D$4&ty!nyqcxw52Sn*7WQ@3*cReJn#zw3iI_B5hs$N?vs2*Xw
z<USz{<t%Sw7_E?_oo@O(3v|eSPO(pj;DZoJH^1>Pew{W)E<z8`kZ>+u-vR{4rwL9M
z=la+3?npG+y^*n8oEr}(n_SB<zleka9N#HWHk=n6Nj&wWoq|u#*Ur6aqC<=vve4n6
zl~~i?N$cB665HcRnpbvtq;wC;7-1_SOgmg#C}q2wTrWFW1m}Ct-SeroRzIzCal5j7
z2J;2M{O_KpbHkt$={e-{eE=p4hg^i8EHu}3__z38PA_hLfr5Hbxh{+XZW2Xbozhe_
z=TD&0h*+s^7Wx3?&Zw2DUcO|N6O)4K;Aers6H!Na!3->Z)l;0TP(d(Gw@ZDjm4T0A
ze!hM`R?U5Pn`RGm6mQ-ejN7@lryu2ns{M;{wg*XiAr3}gUA!~UHm~$16h6*)GFND9
z+%_Xl--0!w|GL*gf(N;kYn2FIAmR$c${_n=k1h0g?A2JrTzK6Afdw~r4{k@X#tnOq
zK%cQ5*XtQyJye<|`)kB3vv1bi(5O9t<|g;JUQR(mN>A2>$!KhH^M|a~qZVPoN8*1W
zQsm?Wt>_ef>`a;Y6fNFP*vtbbVh2F!*kM5*XzcCtU?J<)+H`!rej@syO(<@xa?du)
zj7=kcQ^V&bj_uZq8#a5UxO}N+et)#C-pLM?p^xEN*gI!r6~k$&Zwn&K7np2O7VSVk
zU+j6Q_s4_gsE1aN@uGOXU>&osor1u|8NbWp>4dETUxEauASiam&w`)uWZ&0b$PBsh
zV8!M_KbwwJ!4@`YEzY?s8h&`h@MWc6my&DvbeL&1-!t0ib**llM%H4!Oh;gQn2eU~
zrpc22YTDlGr&L05oVz%>cw1b$2z%h}2Cu$}tJN{Pl6tG&d<%`Nx)prklfQ=8-)kfY
ztjcCBOlcO+J0-{;;$(TQ-KWWrbLc)ootiP6h8>bYpXV{Tx|h*rifL?+Y5W4_rbnHg
z;yVLCRY-^Q6K4i->p-``R*&zx5Q(Te8;-2WD4vDdCfThHFg_RLIR*kO5%vIoQ84Lw
z;4Z#S@k+`y0Dc~K*>I^a!W1Fy!aSc$(}rXp@wX538K8GZ$fM;_SepqD=r9#bvbVGS
z&-ZtC(Oiw+w-@=iBdh{2LCv$SNOLFGt{F&IA|jJlbB`Gb>LSNI(RfasQh4W!cFg5f
zAO>xej~d5LZ25WMHN12|bTS+`XZy-$291KZe{2o^>WaPnJ~SX!N<L9&j1kR)<jLa9
z_FYY_+5HZTI&=1yxFo@9y?9NQt~X=KLF4wDmVLJG4jMR!|9v(al!HlcECUL}-iS#m
z51Ty@8P8DA<IGUene*jR&iN7U&@sJ+n)a#k3M3=m?7!N8uyv%|62@dzonpjJHUB{Y
zai}Hfj5taA@hAY#Ht^Snkvv+Ly~D;HMS0pCi3r7$vWIRyrHcm-<CRUwQ-FNQLp;b<
zOj|@liV$g54iE=Wo~CKpUUn32ZsUQPS^eS(K0{pk*fm5Om<PPa*$f9#Nh(pVo4vS7
zR`VA~-MzYj&qya9ujdE_e@Odj{IeLYT#$_gNeF^j7j<-q)@fo#o9wW$%RSnge6hz%
zrY=<9eNeUbW562QUy-?fR;w$l3G$XC55jzQx67BTi|-D#wI1phij<)InSnJVe>k;u
ze&FoZ#Ya0=a_x4{i~k|u?=7$pz3hY59QQ~NcQtUNwN+!SEUd`+%E%p0nhS|SA_}Xf
znRYr~N4eu?pLmQ0ndOB;?g|=EoQpUW%_Vpi_1$r9_;4;i<o=bNHE&Mcs*WoQeN}bK
zMn&Z&TIzM~*InJT)5n{;7P{{ArM*itd+BD(`xMHt2=tqB)V?9Y6E=SLFFRWCAp#@m
zlk(B;SjwS$9hP0kB9zV3EcHJHk%cYM5^osM;>+i7*JpGi6)nAZro3HMl37ZD!=tDY
z`^JE3lVc_?p8dt-k;QOU1#gn!glNw5Sa7R>LP21_YrK$8aujJm>jY5Na8T<<ygS~H
zXdGLmo&V;ah6u>=QxJyaVx+U?18Wnj|HSy3ST&hrb$6y>t_m%*#GG8HjZtSsXRP>p
z$$^G6b@GNzz--UE+tmkcW|%SEFVrqfoJflJ5B-fedg{iLN%vbxiArK|g_<YI2i)Jq
zqc)g&0``hn4_MV2k<}p+=kn$5<`@lL{9=0C0qc_%%T~omQd9+)(Pv$TzHfP=E@|^p
zdseyq1i%p;g>}ybeabJ^f8(a4e2Ks;ep563^kdE%&cRt9QEGopG&SLWXlc;N(2DP>
z7xD&Z!ZB(xzqC+y!rUrjj(lDXbYAEDd$+$2^u_6u#u2xwpO@7f;K<#J*YvH*nicNf
z6CNA7DU9U_AGqrk5EMno^6U{@p-Z?e-!<I<?0S1@nL0eVwqCHHNAX4VLaXa99<LNf
z-LF>~BN!->0lRaplPFcyv27#gx<G0z1;=m4b$t!~hT14!)9JTtr1<gj>RTD4msGtF
zzs<<SJGDKltPrDLsPl!Xv9Lf5lhy2!WmyFB6*uK*{d?Z!9nXzR^zifKa-I>qW)`%h
z4twXv(dVd6OeR|DjeB~-xMYo^@RR<`K<|a*(77L}*;Dkn)sg$$Piy$?c99A`-}CX_
z-ya=bwITno<?#TH!>d>=pB8To$-~JJU!4~FlM)wr{=rd_r^P7uzm3kFa=$tgwd;kC
z%D=}UP^na760zqYzD&{5=Q*1mP%-6%>NFz|UTC_vTtrr@qM<?wvI%XVEVQ3k3j6)_
z=O=x2EG81?I9`;E0h0UP)iM6_s)Hs`&VREV<i|Sx|B({p8Md(PqM}ZFgW~E`)S(2;
z@%olCKx~(l*Ovq?etx>_tnz=^V>`mzAybl7{!Gdo^kAh6k^2F)8W7BK@enn|O@SH}
z?DuFo!>$>BwIpCZ&6!E5532;v#{o2gT+j#2KuW*{$=DTN1B&4-xvHo7O`ThRE!#rd
zcVZxd)d7h;&OAs+-_?#6zUu4$cWOjuxN8~|0|ziiazMhMUs7e<fHswbkRRaxPSB1?
zKnTsAY*IS*G*t(fjCEQY;<K<jOYa-M*AY}SNPI94J<!#O3x}F3i}FPTfHbh<k<>OH
z2skn!fTa3c;V+VedkPUzyL_$8+3NqOP7Rsh8RxrTURR23+V6t?z5qS%CIsG%ewBwz
zL$tRp&G6%SV_@o1FjD{#MYY;IHaK7pSX)0kv>sG6`t;O%VQ#$69DKlG@cTX^t|hT(
z?EK|r+fRSbHMP`ai!=X<tHZ^TFE%f_lSwuyb8$JQY}d@lv26^p5w&clnDfB3bY~Zg
z_f%R#dH0kU05-aE#sV=8k;W`<{JQE?=*G;Wj%~j{+F8~DEhUn^kX@%G^%=wMt-%$0
zvRZ=rIYr}_N&cWC*Xwqh<=R~ZD2t&_!zXHk|8&Fj(DfZfZIH#!rb`A>%|88k^>Uo1
zEkshYz+-8bkz%{UpE~~j{`f$x6w#WXFo$$wHY5+Kw;sNI4b*|W4^7bBCBvvRBxE>s
zW<1odD?df37zyQ%f;#ci<Ef6_nZK2;AP;WO<HkJysaY5C9ou73-YpF0+I(%OQ`;lW
z?5iOp@UD|)#~HG1{M5Qywf!0d#ox~ZC7%LUqzyzLMmMA*_$>^GI*J8LTvi2_8vH+H
zNjJTy!<7h!jn?$ZvY%8Ijgfc{zC3TL;eyIcUP8&doZ_8G&?P0~6nm6Rh%wHwKmZ%T
z<2yi8Uw}63#S>)$CYBqs5~u@;GW^=a!nGSov^xTEa?-TZ0FRVLKF^1^cj0GCi7C5t
z#GnN*-*W*&sI^VyaPeP_Q;2F`JrlkF6yStKoBd+tcKr!bmE~vIi`L_oB9Auyv&kAt
z_GT}Yu#M~3Ph-V+Yl9wr6y=y$;+oN-a=>-WNKR}8Vz<#_P0yh#lE;t)EybozbNngc
zv$3Zez-nBz#Ct{QKp+gu6u!v?OkYR96$l`ekWO)cNSN2_R=D<_&Fm;6x>&YEDA1^H
zFzB#;ZA1p9paB#Tds4gG1)a$$5O8|&37|DgS_bFb<09A(oWu3q0jXK$)Dze9w2O_q
z^1pWfO`l)2WLRpGe}^izkBiPoeBqntyCm4#Ai$F!nQCXAP!RScFZuk$D-f^Ly#v9;
zIq65dGy0p@fTQO*a<&V^ZjfJp67vLU5Xj^CHgn>BL`MA}DjEYR9eYWP%Uv=prcv}I
z`YQ4B94n(FY%~{u-|7|A-n$~QE<8H}jzI<f=M1n|(G@kPu4myZ;UY7GewxuCtClAA
z;Z#>~UnOO#%^q9ry;yZKBda}dKMZDMLm@JU7>iI_$SqL0g_{e*&q4J_3hqw)X{pp0
zvTDn3F&NsQ$NO>Acy|!4V38bTIqu6RV99y8&dd%N^tpya_Ji*$YmJmkhLYON#UCxd
z^0#7p_DvO9$w|tXlk@USs<hr}rItfBKQ^|w3Owh4hv9NPzwMQZSx$v<nrRmYy^R>%
z_7eD~NJvpBAm3gNkGsfhTG<vyQ%7Bh9FW|b+FSV5Cq0=r7HO;O63m3Wqs#Fb@U$>1
zh+oVd!T<6BLCpVpfkn4LbN*qc_G4}Q)Yatj)X+)&E30KM3eE#^w2`#9lVG1AYbQ6y
zYqkWhfFaE;J?za#;>7k>j*H9B{ZsHhTu>XokzGxkwLG=$>xuE%&_&HMfv+b@Cp~G{
zey7AC#~LxBT0ZsZmTsX5*!{vqr`>%;#uW&YzTqZ!)AASzcdF5s*r_HNarUEZbO_60
zJjmX{C1X3LTH#7cr`cN*(1l^&Y+|F(TjWApp6!$8F)v$9m2RMKo+HIJT-iosUN0_D
zmBi^P{J1;uXcOzN)dBxsw-?|nF>4Mq1<yb}>9F2jm1~S#dy|TOZ%+G`&vBB!6jveF
zpTXMr(7x8GCOBO!8@iP(#0y;0+tCcRC5ls$4jGXU|GKy3+e=@M^^?Wp^2^r}1!kcz
zcrNKS74vGo6Db<CKeWTn>i#Wp0T3xIYUu>I`EgV~rYR5W*l<5JmrM(7k5^5eez0<b
z11ujw_os?$<Fx}Rz@EGXS-wS%KJIV%bYR(zjKU+O)Gp{Zd2Bj~4%wORVsQ(yckp!S
z;ef^NmkmWvL~qu{Y+)C`V8QaVWhX`dLwP+ec4h1KK~gz5&1GRADZITK_*g8@FGX|)
zyv$t4p0>hp%(6KCU~;?z5Im&u(aIU|lC^8L9<C6cC>1O)3o3!y6?wq=v}!!51cVQ=
z!UW6@P>VCp@MnPNK5S>^r!b1j6KH%=gh})mn7p$sD?hnXKw%LC;nw^nY#R6G?oxiN
zp}IE*$$VrZBNm;TZ5O7Y<h7y#MoLA#9Xu+JK_ZY5H$m1bhtA(eTv*<q$X(1IT%7O$
z`EpbFx+Og<DCe@^B(%ZazHi1C#*z82UMW?l93b}PVRG6|h^0VxA}bki5BX2KkcaRD
zOui;ecOkov@H-BqFFq*@?BH2^GYX$(>_WL!C(CP>Fu`>B)rwV5#^gz8$`$tQGx@v#
zbcxJv_vw#Sei{euFnUiBpp-lyYRlQ*Ht1<~DG-ujfC-G*Y>)=)p#%0!9q%4skVzU3
zOFdjmAFbQbp4oChpFalPLHoRUors+OHG~y^c+b;+O_>7)ma_n5X=<Kt0D2i4uE11!
zhWk8JKy$E>83&pUG-z^R!Xnu3Sy*ga+p^~mz}t$rxmTLkw)uaQ!AEkz?-9{(+(+?G
z;~@Xv-&X>;jv!Py(TK6+;HWnm+kl_<<3AyD8i>-2^>Y>ehK$X@OhpUW^&8knL~B7I
zwu8Nqi9~Mue!N?TZ#W`Z&{r3hx_TO!-GWSm_qGx6EHD+wlm^{CqquKsU&2ONLR$bJ
zOX3i=d2s8?uWsmaCT#L;mdWyFk}LMcw9G^B0;@O$Ev)0&p47e4awuPqF9&0dxVk}r
z21S<lGyvcAK2Qqa$q{@(<s9fISsF-q>wH$GpzW!LDc>*deg211+*AnHbw2X-H}%M-
zTE6)82e^~EhOCYIF!?U|Awnl7yw5D|Z~}O9E=x&1T>+FM9gY10i=~Se%MdT_3-6D!
z`{q<d&K_I9X|aEnG(w!~XIhX}u7l#f0U;4=(NAbYEC?Uuhb-H<1@T{O4WVtdOMKAz
zkYmb=A4evh;4%0{;k##Jdl!B}&lZXR31$L6PV<HK1tZsF_de<5&`r+`uO8<u`Je(p
z6MF7x1T%U!(@ATWZHMP#V6>rBfIMp3zxY(Z@VHLgR<n0N?pL49IGFrNt+a96?-27J
z8&798u{IEjMwjd#LCdF^J&}JM$kP8mSpNe6;QOFQYo|7`a%BJY1Hm!=kCg<)4{;m!
zIsUrujteKRcHY#I`JWftzE_?no(6Beq5NN3taGQ{O6K2R`rn<@ZNo|}wy6Kn@R478
z^e9NPAXeSAe8Dv5+tIl~+5*F;>2mxr`&Rc`nPOEvx#vw@f6hXSh4?-C_f>;7Mi7^|
z3IApmks8*pQL>-sew7;KjgoL2<AhpauNu_r{non+YyNXozL5t|CSif|wHftaNB6fL
z6rL*%7<4i}?1~c&|Ig7xG&DHsP<*?*G{(5+m`vddJy~HYSX=R;=3krvBWmtdUYc1x
zW6Duu{io;uc)cH-=lML+sx1e90bh9OLFTo)htoNTb(y;vz`4{*Z+mdd5=lO-HgAL-
z4yA_gSbGk6n_ga^&;rqiaVnCezlN7zampuc483cCcjHy7oHpm|;I@C?Va1{gnso8q
z!K=W9kfCGcpU*-=e_!0031!j@;XlAG>f`9eek3F$2D5bbNVVL4D%2FLDmE0$l?CaL
zu=(XkfHAq4J@U^R*wQ^`#A8IKHM~oQ1q1u{ZJg#!dGd{JVE#GFU5OFs%kf%{fI8nG
zq1n7^r9$Q~A5;vIkuB#tGNv&Fku5rm3EfV;1PU)E*zZp?8G=7dFHXBH;sxc}HkKnu
z52+GJouw?y+9NY%Kzb~8QEDZF#@{$C8~br}*^}<@;YCZbr`jC%F|-Y?`py2@xa_Cz
z8XOH!e;?2z7g5uBM2l(xK^}<{4+AFmmZ-5k2Xns+C8a^gz==_TS=z$M@RXQuAURti
z#T%L50?g<Pg0Lu0|E|YA#;4L#)jg}H{mO=GDEj`~mTyzk#4nLU2K|Y{O{3ZS)KCBY
zmO(Cs&<E12%0h`{v%qhXP>WziwL*saCRE;RXgFptN0tUMZl3j-fmHk4)injNd-P<H
zzzNp9=1AU+$`=u=$h`*JZ}fU2iT~T0E}dV3dO>7%L3qZDX}>(pTB*_9w;eK*ikSS*
z5Cmcf{{*Bct`>&`6=BlR3fQLyYbYNU*!QCjzdGp_R<Xxizp~Fj+=*Q#X*m(x?FKOS
z7cd3Z*KsJGduEFTPMQk)H1FQ!$PU+Fw-+q_csE)%m2~t|omKS<)XP|{b?Pg${rWJX
z;p>6?U56%l6U^$a&w|HmWBGN9ku>c;1s=&!R6$BB7OWL#%E+@TfRTJ*!W7VB)X0}*
zPGQ5KAR_d%1{qa${IZCcvC4%5+nKX4+~ak38s>yB^bt5`beIVo>Qi$D*(itCm<8*v
zwJp~kyIIMOPqC@q#G8iX6$v6ywIs?yBzV;77W{0V@td@-MKG?^l4*U04-P9ERBvzh
z`-mwJb<}a|T8zDB)UqOgBrP!WD*3hqnY05-+tjdrb5jT9c6}me`@L&h38V}F4Bjt_
zRf1Nms1U=xrAK+C-5xI|=DOcn-0<RwigevI4qh4^=9krXkrV>u;==||_B|K-|0)Uc
z`}V^mlW-G$jmcYx=hkVn5$jcQ$iCKo@w{^|iH7x#wU;2O{Wv8tfDh0Ln9IKutKJ;^
zGmg~ZTaCU+-56o-2hL1zCo;$G#{@O|DyR~;I%H%TxOmkaHZr}6z2M{A;b{w<m*9dh
zyk$ae^XV>_<~~pwcxW$eAp6GIH!odKfU(riPy<>)ks5|bZX}TKpni0^GHme+S-j<I
z_hR3eTq(-RXDnQFB<DCCsK&}i+x&P{n$=t7U_+3|GY)TY3G~a+ywGy-x(p~nI(s`_
zfBS2xKmPc|R8_bH;8`+Z+BhF|XQVTzpa?<-IFrFN7mfVYg$ns-1ERv%w-9kYo+>e9
zr{%urf+_UoI)R4nnv;3wb*IH%4vGT9(Cu^W_>-17x1XCY0D$=gL((@_Z$0dCJ-|N&
zP41hV@<v!Jo(Icc?b-}b0jx<D3?J@#&o03Coe1XlUl1(0=i^BmahBks>j-w1Q(R{J
z4em;L{X&&@%9w-U*v104oL-GZ^=r5E7BfEjW@gP8-njvvWAu>2uRq~rL~}*01nTSa
zHk>_%sF70gA4izd@?9^o{n~>BmkBKxZw9qS&Kxpv%Od^89}+_SU~AUrfsP<c8@&9w
zFW0Wwt(n#U@x$9Jyp>t$6r2Ycr7y<UgA|G<%@Z;QGIjkN_W-`9*uh9ZUxB>#6~ffp
zD;XAyV(&kLI~K+h<<vbYo?WUwamg_`bI-?w6Cs5KOs4<%CDk>k4zhPfw0DtiuqaUp
zW%Nj}at}kKCt*OuV~`Xr6p2p39(L#kkoM>j&?^VXK1%PD-(+`b4<zLJjtP!_2UG$d
z>dQ<QdD+gGKw)>c8#~=51`H%?A^2OCYiMH1meV3w(d|*PQn@Q7YiLUNg*6{dGp)A0
zA%xC>pynn>?$a^RPqT@NC&Tm_WoYa{t+p~m&&3NcrDX5XFv$q&(W$qQ@fiweJR<2J
zQ=p$Aa$Sp323-p^JCH>DS_~k@Da=ivatD@VYI)eUIQ?qTH;_FC&GQ0j2GKKJcJx_l
z3B|@o>=tP(_vIAzU!f@%aOE39lX0{M`W`Y)TEk;kzEO!+nKn+5ZL9%zt%X_a=Uu_0
zBMht8Vy`yLH{aftABUu`=b=(?)QZm-){1Z{;qDh{*5S53Rw=zjZH3%lncs3>Fmr5Q
zLPYx~y61`V8i5GS22UM|{kP-M8aLCQ`3{}ozo+{1N1h8Gr7Y^@T`#j>s=v#+kz>zI
zw|aLlnT4p-e?8V-0&LEPn>vty_7_Al<B(`AA0&=#7H5Elf))B!=#I1U=rz$&^nnZk
zjLbxn8^hk6_#X4R0}`y6lPsD!<ZpEIF6xB_VYpx^dr4jqd15<U*@Xldco1N_kjY!V
z{nGajUvFKG&u-jP`^Wz3cdCTkfvYv4udNqc|2dL(5C&dq<)!yU=-_rSvN#MfIkMl5
z&qg2N8#QMK-mxeNz#$HtBWTnh!{r2dA{o@%<Kccy=P^oDNN=CvnJsP_YP$*3E^I_o
z3fyyJVe~;Ev~ld_#UF?2rrUm2x1^ghV!F-^f|<(c)8oznGc8d21zuC_jnr2nYX#jS
zXoU$+9j9%=*&QAg;2`!2jX9_tGQVq8kan^8tMSL{E32bWSh;^7OOPq{PFJv#>=;rD
zEnwnD@~lakX}#7=&jvEkLTnHN6gzUyiwnarrI-heKr#&GY`(V;v8=oVg%Oyu{zZgP
z6&dX2bYPoE{+tiY2kV({p$%Ivf}5f55A>Hpl?|RU!Fo3P)M&@)BjXv+c-oN3Zzu%W
z$dFg=oA_g{iO6jYP;U-cH#EiKw_1!pWtpa$Sx~R=^X-}y5Q`8u-4$|fOiMub0&UQx
z6(7v_XUPg2FzTH+BZs?z-0cB1R<XkiGC-yfJWB&5a|(RAUl4k8fOG4_8G{M$UrPg4
z5ES`g?6LqdZ5yPq+Ov?rDt-WBN@ZIk6k|*(IzVB)UAIrO<<7>YJ#XN)2>CdF$TYH_
zs8C$keL#NgakCSy*YkwjoQY%K8z}7{R|A+>uPRccFu4?YWFwKscZZT$(`!~}P_F;I
zVgv?b0_h`fb?HfG!cUtA0Bl3<L-BiF3yPZPmIszF9nu1Vdqf7zJD6KZ$KUf~SS4l(
zhwGtRGuatJeEqThI<E5CpEdEy(h(pGT{YD2org;J;)c1vdS$Dnk^ldBFRLtQXt%4I
zE(d^FO~jiY576}hsD&;g6#H9YA<yAtzU+@xXD9N4&i*64!k=!B>$^<z@5J9TIWhwn
z*<p5K5N^|QKvjioR!uzvmoy!22|+12BI##^nj86+2Msw$!AGD!<Uaw;bs6y1Q$T#%
zV7(%`JM=;))ev7W6p+O-s--1b;d$Y_XocX1mqGr(UX<2*NOkOoJm%jIo&DPmA3q$i
za6sfA-ULYKe~Ulr_MNpyahMIUdHsL?9cVIYOBw9He{k}_XOoEJ!}#)l%7=jb!C-Cq
z#ZKIl6<9e@-hZq&`NaP-H*)`;E6Z~pyiETqMZ5GCk2e1!@FCy-A0nCm$0y}0!Oba+
zI&8b%afXN`r-7ScoOR<|^{ag^&ADIhF6*DyTB0ovy`>J{*57`{X$f68LV9aoJ$*SO
zmDlk8{>0z`7S+a~>=7*ZOh%&x<T#rUak)I0@`XlIHXN!*{EUD@^Yi-eK@fEy!!AsN
zbfIz({1sWO5gG9ZdfK1MuqgJu3O6Q7KYsrYATJ=NBeP*g0~h@1SvF64;jRYIEN;Ol
zsaJPp)DinHv#=*J5gP_V{2;{#XmD}D5wriXnLdoW%)vBL9&-N+0f=ijxi!;8gFu4!
zmeLL=LIw{imyJQ*&=gSEvdBSH37?}uh7n5#NPwQ34G7m9djxkC+1)k<_pdMmr;0s2
z+6|Fbcc{Q0WuT=a^o0dO@t5K>TV<q#Cl>?@Qru#Kq|aLZqho?Gw`AN1<U@5J>T1Af
zzhIr5hS!gP*}>$UflSaKA39_NfM0{yL?2&4O{do<opFR|V`47()<|b5(buAR7`c4}
zl&rmF<;&&$|9$Zl$@Bc0O-hF~Jl>86-N=N{jdzCe?^5tOs>~%?;-J11oVQ0CAaIz{
z3(^L}T%ro7c19NXEBl!42)erjNuz}YzB8>5bLBZW7}m5F%oPS$_cwWWCI;#`yG7HB
zsU0lMg$!*=siO`qyi$oVAWm6Gcoc*!aXLgQ5<8aZv>pFPrPMjLPnwx|-#zGtQHuUH
z??n)9%I)Vt6e?6JSQ^L-!UXcQjXRa24q>_qgj`gl!&8L|%_5PxbYfI7_+U;xu<aT4
z=&p2uVr28v9@xE$(}#PgxGMFOfS<wwsZpnQ4g!4)VIjbZHi=9Toi?5S9D#va*o~G?
zm!$kAn@y10D|t<iTwe;@;?dPG4<h4+6D~*Gh}Zp)%$-2TDsId$NP0++<%w5-GCZj8
z*%_JtqISteC~h=ixrc))6{;xDvy9tl0SXvNWorh$9Vxqg^6^@@LdY+bQy}rV(Q#&t
ze9^y`=d4nbnYszbC0uCmsV*A=f@T>O#qGsTh7i+L<xT-XlTvCoX1Uf>r>j*rM`225
zL4_R7q{_N0Rik}mFjtAR52vHVZ~#ZWfLpYJx5IV<-nB`xjRw=r?I)H;-23mlZ44tV
zT8iC1nX*RarT<Ihjz|P)6U7M_A3?P4_IcPR3^rmcDb*IwlpLYuD-=isKv+?qXlEbX
zY3E18vyk2JmyoZj?PHgOLkIgp9tS&+F*J!pAH{?LfUu@41$|RyS_MC7Z~68Q9Y^i}
zgT83#&G1BS_?53P1UaOo>@%`lkjX4)asDhk-mJQK$c15VF$Q<&npP;wy_hfq_8FEw
z2CVvHVPneZ;BSH4Aexr_9GFIV@M+rsBsrpdCq4s?qQg+#7EXfD*=_&Pt(FvdWlbb*
z$zU!xHcEU_ytn`gyd$L1lvkC2F2R`Vfn3>RvA6v{-dQ8QqJ2r6*-~1~9#Jz09^w-J
z4|DGw)pWYOj{=G%%vgz7K+w@qK@kh6AVriBD~N<35G+_hI-v!mD5HpiW5I%oC>9b3
zAchvY1slaeZz4z!MIZrb_jx&E`JTJhZ{2mvZ{7LhICD@T$>-hg-cQ?~K=6O8f){T6
zZ}-Mb`H!#iKNW83Qizk=wV>bMmqK5nwLfR9dAcVvOSX>ktPz4VbXSb5)WF}{zCbn>
zY7C~b8QMGfvx;x@in_$+kNGK?*HM4qYra8<mvvY3VM`}5-)h?7pl3N-()vjBmit`U
z3-XXUR<k-Z-&|X9PZd^*cXdmF#PVxU0T*6*qs)IxF66{@aBKTEuAbbFyYAA`PvbAB
z{m+8zh4Qk9)f$sz5#-3*u^g#2<{40C4WJsfks|i^&^Epxu|mR<e($f}l??Cr5@{;!
zI*Am>XiU@DQ&7ZZR0I?T-nZQe4wHD;)>OOSBXcTFkFA`B>-r8`VnIjnlQjx*B0BLJ
zt%0^xNqYxG9Z7_mqg}Ac=v8K<F7O-_dq3`1CV{{-NyxHGUiTDd?HFp(W60H#&)U*X
zB-xbYSFJ=UTc<khZ=2wD66pl0cbRj;$n&i?PFgtsLsY3-)JFQy(jGy}?>bKi82K=U
zf_PxTixd^EVu(ozl90Z<e9z-&Fu8v6?<Te;LaMUr|Jhtw^IxBc2`V8O5%~*0qIIzH
z0*TFx&royU=}c5hFTYgF)<ewvn7>e!7c$vy-eiT9zjg@k*V6(y6iep^i%c+@RVDrv
zGWXU3t1%Zm4gX`DArFx6Y7R;ocV*Q*kK*YZFwjK7Ra3KNMXtK<$6qZO$J7-{mMvML
zF#dwpf3*ca8VuiO<(W0d-{~f7JiRV-1Lda1K=}Ass~nFXaO#<mI}X<JpIlMkeFv}H
zNx@bVo_$6mqZ%<Pav?v@f*Dup@XIlY|Jd^JuNN+_JgD;KN|@ERy+=kW4roqaR%~S-
zKbQLa2>C02menm=YTXAW$$l6q&$JKcBOpm7cfp@^FK)=~ANGXFM&gIgn0%Z62L_s7
z-xRU`28@6GV$`T_7XtG{bj+p*U_1_ioL$P?HOJmRo4*C7uF4avq>+Klk!>G^07hrT
zY1+!`7yN5wB|jv@I<o-Q@i4!Zk**z2g6m+PBLUuuKu?qB9``&16p!z-KXf5VV-G3d
zGv#6NU6X++aL)qdNrh|7FnWCO)zJdNrV`%?aZ4UY?I8jce%s?W(P&wT6ULXh?egON
zP<1(nq)Scq?K$_egH@171IwkhFG~y{&P@jC%A<BKLPAawB$E|H_X;*IJRRl=?%lPj
z*Ky}`SngLQwSZvFlRXx@Od^!~8w}GBNR~@Bf!j{N6I_aEqYaqg6T;IZWduhh#lSP-
z=>AXp4>dACE@$$HbEYZ7Q;cA+S1m|Nvz3!9v`_2$`@R~n35rhDIcj)+d!mULr%(j5
zm}hvUFc6rO(THxnj@`M}vw0!wbKoK)#zQfM`zk+sXdU&$V;}yc&%23Bi||Gp|E_a_
z;jRL?2ltkJpTl^)#j>A>?lB#u+7*#2M_a9jt*a1|bTC9yc#Rb;>Q%g)-UzDP8uI)|
zhRZuW<wwLLK-$9@RO*+CP|JJk;)^C(4mQ3DeuL4NVHoXey5A9o#Wt{DNeE*b8x4<<
zdQv)Q$MH*R&{}q+pTLOc+lbVvB}ra5z2a|Z_p5+4;99>~@ep{-9w>T_6C~(GqaaLC
z1WQs!ejvMly2gkIZA`0h=;Aizi4$_~Lw94BQr;rJ&S}A}jxmvke)i`V%w#nWsM#G)
z-t6ac7-1{i$H_nt?B=$Vj-^vMEvEaE8<yAu=aX_QdSLzruE;|~y8;w>Tv`L}Y9OSm
zWQr|uqlT`rw^TwA@9;RUx1Xo@)IPa(+?$*05(vC_8wp4nj-OB2Yqh}}-B*4B$wOsH
z>y^h(l8qzQYtp50c0UXb<FFtbQEn=6|L9KwckCDeFTuy}e-bx<>OI-LGH(A<-%M&M
z!RwRS@Nqa+6l>YktPbZ_?;aq&;sF?D1ekBnshQB)eDFNFzFC$;;x-t`w`Sh3NrO3r
zkaXoBmSgbt;T|~zf0J9S=9H*kn-pVBR=vaMJA%fdeHghEI}2Mwm+twT<H$Qi%6kl^
z2D_BdV|F&YgSZXjq}~hxvi_h*=N>20r|x~@cdJ-J*(>uKXFfyv1Shp0@+_B%-9;%9
zPF2Q-Vtm&>SeJA%D#yIGZ_MQN`+!i2Xg6&<fU?BkASyo-vU$`7AGF^>yl!*2ioE6}
zD^m&wt32D%Md-h60p;6SP+on(L+Y9<=avlL0Dlb>4g2;|-vhOOPWw83ukW3GmbrUk
z3NHBznTTmAj@URJWj<8Hz<Ng}!FS%<jNm>@Sm3c-A?EIn+6xKdn#sBHueSQ}7Psv<
zL(C>s$UP{L2@X=sp!MGbH$G>@flV(<TKWxZlN(V-gaLJyUz`B|FeG{9x5JmyVnZ-u
z(NdLOitKZ_*46=aW)P38$oNtnFlLxmN8wU$?gh~xM9-8G+Id%uG|A#JbG&fqguu;5
z^(HxvyVinwv?rKamQa(@bxBcHR0%n@9nj}Sw}Ev>3l-eNee*X15oJiZD_k7SEg3DB
zI%`#r9!xwMQ8rI8_n*{9w#kbZPkLZ&FWG*BV;+&%ut@aiaVp5|6?XJi>-?^LY-17o
zNx{{eUX14{Gg>93W}FkI3BRBqxzIihzu6?7DA9vwq~f+F3p$b&QCm*{wBpL8m7J{_
zx%NoH;sD!;ZtjdRX2%n?Rze^xRAneQKwZIC>p+^$%`3``^7FQU8|;EzXhKfa`d=Tl
z2@fSC-`X8}wJvMKrRiGa=6g{6DBq-o2~Kr3JS}duDsRV~P<gWkQyV*bNC}V3<8{)s
z2X7!XoW45$RPdhFheLE7Xjhfi7PDAaswppN>tbCy%%HCo-Pp~r{h&E&#Ry-0%qZGw
zx0G<-@Rj~88@kVth{JXXN!oeN>%EF5(M`j}l4EB-EH7p`r;YjN?_Y!@&8ASaReC>~
zQ4`;#YtI`W62s*CtW}N=sCy;w%8fqj5YP$(Ju`O;t%Rih+HB)0cA%0a_dmnkVgolK
zB+@JOSOt)!?J+hsKDQ<>VeZnXkRr69BovQZ#Fq(X^(4Je#vNtwUL^T`+OJ*M_U@e=
ziYJP#5F*KEsqNs2yhGAc;%T<BZD42~qfqSuXJ{2YVe)CxK{++NJx1cHbgm?Cc0RKW
z;vInH&Swjdxyais3b(QdA<Y~>e2=Wu9{_1~PM(Gj!cKqhPfJ=4rQi~EWd+q=xNH4f
z;u>vup#|%1mCJ`6(1Sg`(3%HZA8)GY5iRLxzTHR`&GscSwkDE`kwmW=O_$7sekBR#
zn%|!^M3j|6+${VcNp;uXj#~lq-A&IMLJOU;)oEmkMbQ_wm^?yHI_!OjSD>f?{bT~5
zJGJ`c)dndIe;L@3EKd=UM@aP!5z&NQig4A(w68jm`zHPC)ZN7WK4!1Yr%Bx$=<s?p
zYox@8+PQAFx8)u&{T;Xktw;|_VkP<$h%=Iy2XXW&0M9atdQcLpR)!QeL(`EC9T>2%
ztAsRcFbgh#k=Z2HQec*(4Gm0a`Qn!*sv@Ljw3<Co8mvZ&AsNsm8_l?{-F$%gyLP*B
zzFG{9sfS(cJ?(x6x^|Mai)!tWWkXFifNP(N$W1qK|6udc85*j$mKUh(<4UR-Z!TUc
z&*oTVfh(%=K%>jEk;%mEOhP;O`k#>o9S@9uLF-!Ik3Tw-f40>^mf2-?#T4p<V)Deh
zqPyWM9^=iXpYi-xCL-k$j!Tpb<ykhC-o3OEYevLZ;^i7FW`~;4NHp7RMRO)_o<iDj
zGL9)H&s}-&44EbZaw$Er@E2T&-CdL{@fG+Efc@uQZ+Ic8Gj+Og>>9Gu92gy{2zhlo
zuG;8EnBA@q0TU^;yL0f|wl&O_2cvE?D>g{tYeQbEu$G|opf4Z1#H&!;c-d2T)5Xcv
zBQ<s0$pOv_qHc@E$RCsc$I#`_^~jGtX}&%4qcSzDC3ytyDCM_I)wl1npOob`{!`{U
z9m<?F#clePMRhv<_4!uCS}Oa_9vmD2Z`3F9c-Gqyc~N#m>&DHBaYj-<6cW4Qb-0x)
z<_0B<*v8)uoY8s)((-^m(L>+Wo!_BLp}oP>-jSAce_eA?aMiuf3lua*6O~D2-Bjzo
zl$JTrta7@v@H|>_-PNc2Ab|4nfz4y(t_lJUVf-x+xd9)W&eK%j{rHpk!|x4sZeNzZ
zAVRA6mZXW1hyTY^PCE0SGwA;r)cpVT7k#DU@r1r1(U9mng`4c1fryD$q=6s4craQ&
z{AXh!HvbuD<QRBc$?4hy*Thm39Fx17Ci0sfgtg%rOhlaX->frJr&3xG&wH3psLA+n
zM1tzw_*FH2TLYp^xXkj2FPO0UFpifmylQcP%(-CxG)aR~;#PqKb~@$!++%wh9DW#h
z#Kc~85Pl4GpcG?%+iRuRCm2ZgpuMyO7EPc`ob7=&)T|`<jvUo51}blLCv#~XM&MCu
z6sFx6KKz#E#pngktP|q9B%vue?FE$9Rn779CKwnZiH-uL+X^C!$3P1!Fw$2^N}?u9
zO?b)t5HLYKSm*dJZ_WD@6o@ifX(;ka(IXxN@^wCuq(KUx1fTGxZ@wO$s(S%Be{2qZ
zg4?TvH1*0xhCG)ABws-)7nwx|fSNdGb#(?8fs&XBjCJCMACg&w8f>TWD2EabzWS_q
zWh3MVKU#dcX&J;B^r4%7Y@Wm){Q8FQO%uz4({XdPyVk#)$|89m3b0g~xkE)}cMBr>
z(Wv-QEt&y}@^c~Zs=q2i+2uuNEv)D?7EsKpnH1^8`@kb{AZaX$frM(D4gB$l!he=d
zC;jLl*TuLkMg{3B*y(AO_b6Y!yt%sB+znt$`w&wbad|fHBLg`H^P$VI3Cchi_BP6m
z<r=ubTmgFe3TyE>r&lz>JY|L}$s(wW<mOG9yMCtaoY`S7*v@xDzu@Cz#=eWEmG}aI
z)?=M7E@=gAu^-UL6PPhm>*ySlW%T<3B6G0w=B=Hq*8ySjez$GM!%o~XNWtK8kFm56
zFpOKKTSxV#^zrlO{4$RR&s{NRO(^DZ$^2VG1t-s4U;C%dwMQ*Nd}PX-iYx2lcRgw`
zpyg4XQoYy$p4nqgIxkdd^({?SqSTF{=5#`o5tRhvPLzWyOnJ&5i@!l1b9)H#9M`A6
zuSpi|*5fzm(M`RPDgAf!;uAngV<5zEC7qQ?1ySdat_*-(G@y7B#JBK44%*_a2i=<K
zZ*smQ0bo)RS7JX+o@n)y50(u0;4>##1aAN6JbLY!9`a(~)5*!@@;-yL%Bu^LdrWix
zjK6#LZe_ae(SCfPjW`vv`_bUG=h!e*?$mXH%c}s%*TjBzvdS@6&d!2FdGQr=>x9ZG
zB)rb6LPTP#cz>28N}nJJ4~!}Ap!KLA$>z8@?a~Ri7a;JoBd&5?Ngs7r(w=Ez`gy0d
zapL{gj@LEZxFnk@Ksel}%S~yxG5V(esEi912FPxn<h*?($W(ShCLq&(MW^Wp$o>Uc
zIyKphAp?8!vXaN(Mfq_~C_>6hMGwVNfu}1M_U0JT7IP?!{jvTg0Tq^61Ep3WDZZ@2
zI~(SWaSC{c-j^8>^ANq95cvuShl&6VsMX4{L*FWdC8L74RFF6Obs0T5CO%3tY2+J>
ztZ{R~8V=I4+U40niZ#p?z9U_%hU-Tv-Btfa=$!e1<@-pAxztnYB%9xE1X<J-I+nzD
z$#WV4OIT#CeV2Hj?MjQ_ytXusiaqOjOG$3yt?@n>ZCx7c@y!uQIr72XjMl=QU$Wx8
z-tVwZIA^B@hf8!L1m+`D9CPF3?3WT7_`*=-&xRsDVoVV5mCX#lWC*v(O>&7ioj=bZ
z<42r<Sl|`RHB)rh_Y*%8EM#o@&f3^VhmvH1w?PP6W$}e#y!qVBsb6{QmBQEscBOF<
zHUlwd579OZ(6yC((}}kB=m}w)4}WLhuA(F~!IT8OD{m<-Ls1tkpcSRpkajesr56Fq
zi_PxDTwoN{v)$>v9x9TLvt?x5H^fP_oiYqaR7_=lNCs;0myD3r{fuK~wjq(-PSqVa
zU1#|zCeCyo^N~pd85@?%%JAY!B!3@n{IHj3H2XVq9N&2u>BR07^OO%!e9P0MB@G~)
z^VTxcxGc#o>oMWd0GAG+<8+JpSmdZ<W&Cn422i(l<_d9#j9<_>>%y0#=$vuzc#VOY
z8Lijx4n?jb{(L@N<Lf?(E;X5Bo6_)1XrB_(X-@l`jflkBVmi|)j;u4t+mT^YqAV)i
zi&1r>-L}<9DZ164Y&{~9kKh{0xMLZUd-9k(b-Rt`@_iwKAsTHtWpKJ~?pA02pcgUy
z&x=wS`;&9NCI|C#I<Qxy6rj2-{vu@+;X}2a2xXN*mPc+@xbjRxg}K|EFWKB2j$Hy^
z*``(t>G-2=pSY|{PYY_pmJNaiT7T?5iz}ajeK~|LVRYVk?IgE6Z%=GWy<hiFo+t3W
zb-KBklkCP)0tXtLUFYd{=H0xw-(3$-ms?iys*7*FpZL3TdP(k+Ds<k-?4u*T>)lUS
zkG$@_c3X6Ncac+EX>mwL;^&0rcfBXhu;$u#XzJ3^av!)fzXxdaz_et`ThryqpZqUa
z71?)ULj26jaF-jC7T=fT4v)K{lVm;n0JOkQ!v0{`iZ1ylib#BuN@b>oum6d>Om6TP
zGw#-}pIrNNyb6CRP!;5M$1O&6_x87J3@Bi?1jjI0+x^_FFNO*iuCOBb&yz#!w>4<I
zNy3X|>p-SkC+lO3c?m6!nDS`_-~!4>+EB>}P2)qu{f0`+U2lYj+3Dr^0DzwHT*v2+
z|4~!KbkrLHu2NPJv$ttUZ+MB>hDUGV?Lw9~SO=T^Tw!H|V)X7g_ItsP)=SjwLxpt~
zfr5GB5F|+ESX;!rP?d299dlPRHYMxiv2a>*yKPChy4Wf9QBk$VM;l|k6X?O|Te!j&
zWbSn4y}B)(R&b|5e)4m3D9wu(unacM_;u)u#=Q%=-v>Uo|C+b*I@(eo!>CGc@Dol}
zq9&5{C{S&#L#R#AeaRckhoJIj?(h5`8h^VJ9g)`4Z_m8pY%a6<QC_n0rcQ9i1!d4T
zRjOll3=)>3g&p@ch^sJg{mAVu#^R~l8^1<9yzSKZ{+`EYbUL;rHy9n$qtV&GP{Av)
zboNUN=9J%FM9rJN9QjFs#h<-F-nHlaM!Sf+dEKk(>Hh@$k_+%YMa%nJ^6O@_Tc(hE
zR}Q|z*yZZHmXjwWPd|`WyX%`<NuZ8o1Xf*KuX3%h4OOBmhoR{si7`AoAGq_E#TX`g
z7SZS_E1;II5C8)<w}m^A7!~HMbBYA-yohE|cxOr`DgyWJ5Xt|7kTzMx6PE+`c^{b2
z*(hv^u~;CWL8p`vEk7vcB)-aBtK25%3VMuL5ktWc?ZD_pgMifXhpm>4L$F~43vZye
zOzqF4-ra_g{*ucGEkX-8lX;5MeFh|)#dr0jO70V6G#<^Q87kFrKuzs)*UJBd7{xaE
z5@Eb#1ppnlD=Cyyu-PyP&0{e|{lK#cCBYTp{-q>s7Rxy-w%G>UWdptIhYIrQgK`Vb
z>pex?#LX6#=}E4%Hb93dql#KICfk-tPb1Sk`rJmdI?fGGygSO3bbZUXec2e-l4D+v
z04FG~2L0v6{ivx^VW`xzk9}h=jDu1|y&f}hGHt?Qebp0#<kQ+Ei1=UJ)#$z69Ci8B
zYa1)*%uMB(rr6?9MR2Dy=#;j+7i~KDY6_J~J@ilgNzsTXxpiZ$>=t(8kl|nDn-^Rr
z0a*k1SV=(6CLcGKFZCpmrw;zR(>Ldg*Khr=$?awB$ol+SxzXM|YIo-jC(Rzs(wdl?
zS@1^$R1cpO-%h{S+~iygDa!@tTe*h_-+qVyqzrS>slv=w#Zz=@YT~8K7o98gwSQE2
z%vw{HTNlNib<Nv#`<k$YZ9>-%Cv%Cs2XjneqIB>W$Nk?ygUINAL4%%}*8&H1&jpo#
z;E(H1|9E0A?%lO}dDd5KiuRJr(tdMypok22N&doTY!KdAYS=+^yUBL`(ENXO{yMLX
z)@E3Z-wY+a!tanX1c%93bcdsk4FOJwy;b50X{lvTWTdaf8U?NIo&SZ$MjOAZg|1WG
zNvr$JqJtSuyB^*8n637c-JB5q+pM=vUnbcH^^P5`Q^C*Y`y}W)D^YvTA<g@AXZlET
z{Nc@yjuKPAe7zUH4m)DLmw&QD`0|+vzp%1!6Z~)gqJA$v+XE<t6GSS$V-X>rSOhei
zFs53W*o?4MSkMiLQDtJfIrLf6)AK+Tj6dE@+_z88et+3`hi`T3#(+2}$NMW+=LrE(
zZ;S@Q>7?bX%w%M@dL|LJ3Fj#q1tF2yY7(^Ca!Q*I!Q)9@pzDVnYs&DaFV=hac$^nF
zBelmzGzesM*+T8<#8iaYvYcd-pgbiIsG@WLvqE0_5j=eNG~I-4d*DL4sd~J$5S;yC
z0De!lDW^Omh9|HNtS7zHuQuSHdmlehM$R1G^#A<hTmR7TD*$V<YN-M)Sy@3prc{1s
zq50&-MG&0`U;Yu&H$045aU7NbA>gqx5_Uma6QawT>gJ9+;UHOD77_yU6N+HMs6Zcx
zA8F*<;B<`ZfjexSD=r)s64OZ0UNSt4Il)b4+^P3mhDI1<by#ump0H+!R~a=lL(Xdp
zH&}a406JyKvGu7-dVIi2FJ1Nvd~rsMUAoLNEt%}Zv2?GMlsPp35d0KB6N<Dpyp-QQ
zEdHRydq0V~HSy@X9HO}yfC25mZ_7Tc;?<j|revZ(R}eH!xl}(yydVClN^h*`SgN|`
z*Won*;*KWKhNAZ6*lnewbNlwMO@VGDPEsP8uP`ld&#bQ`gsS)>drAxx=jUQah~6Cc
z7fDJ=DXwLQB6tu`^P6l8ghx>VQ>Ds`??aDdLULB5&H}KRR>$%ZmK`xc%}*M_G-w7N
zsrLq}#lX`O5FJT8*h^s+Bv+BB4_JU(LH};US!_=}S|9F^5b~=rp`5cO#1Y`JEgA%O
zaaBhZf6a^H8g?b(Nw^i0W6RBOJ2#s>vAOOhOY0@u-h6E_|G%+q1xxw6sTM}uy{zs}
zY8^!6W1fK#xn|{1jLIkllw2G@#r5p$$CmgQ=~Trm30VK9`i$8dx64dxTH7Ztf1VbT
zttT25RMNVlnd5((ImLFi-=}q1ARZ3KrhPrjNh@yDZ>%NQ1}>IOb54%Tq^{&JyzpFk
z+g3AUL+i6UX6+7g>!|b?nA!$b-GmIjAL^c!cGft@ba2t$TThg4xf!|W=QWmdWaLDG
zo>bl>xrU`;OFnV=?T>Tkvfk2yl8}p+G>AL)G0JQyezivHM1NUg2a-$jABwE1y(5|?
z0iHAE<0V$SS0-W|pbO4RS;GcjpYs$Nv{HidvzEA<sPZfuI|x-&x0@=26JO9yl~qip
z&y+ta;Uf74UDjg^xdj2|*uFlPplrcT+1)-AlH)m)?kX_jn8x2Ve=t;(To2OdyFEeZ
z|19!o(lRt1lls%j9SA4J_228qR#uskx3>zE8G_PY#5zB^z(PO4)k|T=;Y=M);^qfQ
zxSSujf7SAAqI|U#&3T)#@nxw3s=`$~5c}4DC+=(wXw{TMy|>xQ#TG&cpel10WIWOS
z7QH=8El)CylB{XQ4HW@=V8*l$nWvBMhz;&Q#fZj1v(sk!1!(zLZ{~WW&}eeoWmt=i
zOV+)&aoOe9@YQ53S7m*l=En3SxA-hDF>Q)`h*xI|y1Cuau0t5Xlli9eR<MnuKDXm}
zZ7r{AJs=(8*7X({s#eX^AHA)DmvnHh(JYF>v17MuQN~g!C1gf>ZMUnU16+5xoLl8o
zrxQ-QUOv2FQS_wzZ=bkFpVGj;an&tiD)nd$6eg{!#h`=roJuc+4t@5N3rg-jEm03G
zE^s|k(-n5r)&U%_0~8Uc_UC!MT6gdr#|b&~nJ#@$&91Uk^Pxj^*hrbwOX@V1c#6zi
zPLBEh2kbNHY%|S=orbh$UH9v1_x7jxjGS1bme&!jK=(Vbn1aUEdhehnQm@<BT89rR
zJ!Ojf!aJQGBxKZ?NPa^U4kN2QAi8|AEnP;UZ+tx&n6KnezMLEa!%%#Gn~YoSMlvw2
zl+1&sgDGRQV6{TYk$ev5{YtoZ9!gmi#p@Ie2i6KgB%Bz1wL^k;$xKU^6B~J+qT*d^
zx!$c{0PGQxXWPPxkdhpH>b6TXmZ{PN<TA^N@iC%c!|{%00~yyQ3&I8vK`RM+9CMq5
z@l|;nJ-M3+IYFh!Kqj(@bw_GxPsN=eF%;$IjG74Lar(=D&f^p06?6ThA1ZbLL@Xy6
z2*W1H?AKqwes8u(YLgFDY$8JHF*%O0x^w}Dx`6$<=$?bxT3MNZuaw!e=K`8tkiQMj
zvjgCw&XpMUl_EAnl%3{16GRFbo^wqKo3)cteHOYq=<#&DB?rkS6k6k5Yla{R%Ov#V
z_EH`&*QZsGSap&SX*0leZOC@cWJ!CCJ6)H0O-H;9EA6DGlzWOtvtJbnt4BVI3-0B|
z=3kXX)Bp}_gR+?6p;UkO5pR*U@^H_dncxfXjRVTqigY($;FPAiB&E`AyNjLimsmrS
za1Gkd)0gslu|t7@<T*#8ES(d}7BI8*R3sa+Yy0|*Sj_Zr<*l7W2H>W}95%jnn+)}z
z{k<6qU4$+2{wOI$!jWaPn=~$4{-iwh<yOla=Z;8Ph+RCbc#b3+$|w`gR`R9wLP5=3
z&1-9pB<Iu^cI&dbsY+{mML?R%iL2N$c1Anp&JeO1ssb|avK@DQaZ}-qm`E`L`iFaF
zOEyNZoq2Krd^SZGZevklv@k(f7B<~X5XsBPu?cu#?G{s9N717(Z%^@@Onb_5dAoWX
zZ86y^rhNG~nq)Nl+rH}3BI3<o`tEi~sdSsQCNEMH+AMoa+xT7VzFxEf%416c#uHvk
z!+_l>%K2(IfZP$u5}Lxb{FC%q9X`8sEnL>8cSlOib2$fV0IiE{R_rl>Id#)kQ(T<<
zM+y%-3RJ5N!#l3!SM<X*f1&lW3b29_NgbIDee@7c&iW;r^z?`##zKX=wF`2MWGRNr
zywi$rh&+LXVpx?XYM%PDVlWNYR%dKX-YkA<@9Dy2$(JtXIMBA+D0jj{O?C#}r7a&%
zFFmW6#|#Sep~WknqAlT`HKi@*Y&E4tQ8uKfTvv_d<%T&|*u0w?4UND%38(Z2$Zwse
zlty*s_%pK8v?ZTgFNt+vL?q;RFWaq}z)nkNw?y9XvAEJh`J1|3$;D)j2P~W6qOyw2
zebp<LSf;tZv}L_1(yH8zty*q3heR85H(%+rJd_c7Y^n7Sm)&XD5tFrAI#$Bc?`!{i
z$C81`bJX6_n#pk#LaD$%+vm`!RYQ5r4BGOD-EWwyyyBz!UeL)ek=dwmw`G9b{b;2w
z)oVf-W=oQ~q@I$ERW(lDf00JUZE9dBa(3p)Y>1?eZb$h~Gj~SCQipTanC6(P8XLdn
zDvzB_^Pc@-$9{ezqN|*<qsv)vHy0tY=64pBTv-IP<0_e5$7(~iUHwdCc~iftTCZrQ
z^?lo2)B|(aUD^g#(R-LA0%!QQuA^Dmgn90)h~1O$U||3ZJ$#kD`x6^#COv5RVmKi4
zA>$1K6UP*H=Nyr|b;H0c_QQ#zlbF2ibe0`2xg-OaY5{l1Q&*|}(!G0rN7v7dy=c*>
zB0VA{anavxP<kdp-%O}pUisz+LQX52Tt`R9d0+BGlG0fOxJ1UUdj%o#VnYQH5<Yp`
zxIy9{%QZE>&p3GPXH?jeOqfXx$tFBUiz|Hg))};KFQ9rI`og|c^tvM4ER5CdHPG#U
z)V}?=59G*k=!X6>=PK-~*uBt2W!dg4&JI~II;Ig1{H=I1>AYzAo|rop6}u%nK-n<9
zB#p>c21dlu{hl;wetybnDe0n6XR!QiJGDIhM!v@<&^pU~Xq~KEV$;m$g_~0RPKIoO
zj0iNnGq>OheNRV$hQSJ2Vy-Z)JW}bh!OKRCbx~&rkxts~{7BgHE$sz!>Nee*gZ7Q%
z?5$7jtNv<uYu0-h`2OwE5gizra=K`oH&_8~y8Ce~lN2;$-$qPe7=Qg`Tq%-IR?(ZH
zFL<C~%s9l(p-J`wL7yt<1>x;ReQZ6{rhPie{{ss8%7c%*0O_X=kPQJOGQgahYuVZa
z!R6Srzhc;6Y(6(^rk`n-pTfD%Gs_{YYkNmzG`IL>KHH^a{RhAydq9j>+w&fZ8d`-U
zQMC*#662a|rDw$)5!9%aD<)5RNma2KZobxFZ?L3%x%Y!-KC<k6CSOKC3`l70h9Jsq
z_n1?6>lEPv-qP9qZF^JqL%Z>i3I8_hE|`QGk_EVJA}~m2ngD^wH~9NDg^M#@{$mVg
zt*IUPCes85PLe2fsUyZ)xKbAH|M<mDaz=-&V&Ff&nqwNkq1+q=izsGSnkXL-0p6^5
z1#R}{oWEijJhNmD<y*12J+n4R_gFw3LS%x%T1&$vn3AcanPKJKa;t9E)s^hCj$$BA
zQ>2x>;jXSR@199h71j{ZZ8@RslvTXnCBw6&XWFDyTN!}yX=8J^TR#rg&E_aebjm{M
zpXbKCv)k{9fAgs)uTAzvt!SR_2bl;zh-$n?6C&LtO&)J@M%IR0gY1-?Lz)jM$40zm
zG#}bNUtQvEL;{&O7BY;*clzs@x3TiCMQgIU+g!PD*d0>h%m(gCi5YK*WsAr<NOP6g
z^J&Tp47WMi+jSx-D!JgF^1xR2<^z;ltk|vTNVUq4n(4A37v58Q6p|>L-999NSZX~U
zsJezf>3S#7*k2klJ*K^SBq`&_d$gttVh!anP!4EC2~I%KR@tZ%zMDxi<fS*9Hek0;
zjQagYfff_{Ov_92>UW~o#(4Zgjf;9;%vnvF;sMjpKr#K%!>m1iUr1ET%|^Bb?GC2|
zq0?VMb?gBtF93bx=Eu&dLJmbW?Y-h}ll3AFA+CdQXaH#ypF*Qz`2NDvb3GT=+elBd
z(P9QPXLqZ#u9K{%Y^J6zx~%9##*8UKYjgCF%mF&uiLtf@SDvzun>-(Zv!hk_FpZ9t
zdX=}mg=H5ic29{OGGZnMdytfg{Cm2)@=o5q*d5Zk>eD+%`q7w9J}8&=yFs5)(wM(d
zrO8eKZeFt15%s@Q`xJ~1B}mwNb9>aiU8U2uq4TX|HLr?TK{5;(k#}Y^Kn)ZerF@`}
z)qG%z?Y7pYO4=jC>}q&5>91}XeU#fEo{}+{5_idn=zX6nveEu+8el=uI~uYHEK7*R
zg=68Rs6KecXm5c2*X)52R;6lB$o%1_1M|*43DIAS1x3yxXgMZ{41LcGw>MFY7_`N3
zm`pmFFg8*K5fh*IV_;C-bjr~xFL?0C@QybG#yY)v#f(uH>+@iH<b#^A3RgbWG>R{-
z@2E^kkm{su37_&U$(fc48meN;*076?6-$0aO2rhe7;1RX+&EvgR|tyWQk1fLjAp!P
z#qW6Cwn_`l-Y!~W7Cq*BnG(~vhJc@!JP-PuAylP3XhIp=22Z{B`aGIRD5yCw;ss<y
zdtVr#r+>vx#Kdxr10}GV)C=;o97Vt$C%@docC&a&gSEj{!kj1d`2NIN@cXw%xEhVG
zI1~H}uuJ5_-!lz$M#)gM7goDIRhEsce|asiPI7_H%^Epx;y^N*@cr>s*tP5M=1IBk
zOV2#_>wfA6Xe9E_?{}(B{p+wrqxhTH1^@48o=*LDx@HAEn3X@Aw8Q03yayAfHM(tH
zR$P<~1DAs2cQ=uO6Ls-E*KKdyV^V!;wA}V4JJcSWD}5p3S%1~6HEPAp#2$EY+W&S1
z^o0EYE<@*S9Ou>%OE~oz@(5vZs_3*sbu#FQpS#}OAxo_zrEzY){1k&<z`5p|GLbL-
z@{29rbtlYZ$>N<c1BM{9AY2N^RkNnt8P5g}gzz4SrHC9ebk&ia#G4t703f28+>8Ye
zL*MKO4z)Gn-I(UhKQ$05O1~@AKa|Y-j(VQC3Q(Q=?r3Q60<{kOUlldjBGLerEx{MK
zCSyV;s=T9`-&lozK~en}>EMpisqJL9#U|n?OEGsc`)|zW97+7dnoAZ5Cc{PC81nDK
zr@-544<-DR@JZ9_Ucj|w+(agOG#gct$xxB-04(#jHsX5y)6BOLyAF}9?{{mx$9vdT
z>dj7b-uDBfaB}ttS7*Ndd$N4{T>Hx8cQJHGzDxYmhzbRfSYwad<My-DnEezouo&zP
za0SuMpHX+!(lg3lb7aO>hzNQ$i%ru*TcOb#U0(#8&=wsdaX^w4Pdp%AJgt(%p=0N)
zVJKElY3N6=@JW7&R{!a`_uu6M2R-Z+rhON5M@oJhUt^K7tZFP=b+vOPeLw1F{=PYR
z?F4;Wt-eoV$U@YmMCd?tTq@?`-2_wlp6VK^?K6BdmW+lBW)F$FLtE|?J6$pl>F068
zd_p$8zQMjA0sPhAtPVo2@!N!#y-EIkz|1O;9De{p3u2QlL)IqQfE5oz{2r3@l}dSw
zs%{MlVOUsL#hgncrCQ&b{veuSqC9B#M%US>+dXgN-^pqXh&8-qV}JXi@j7KZa6IH5
z@at-c=$$_~<EU6x|99|EUkZ+=j(yGk?2Qw%#N59&)UFZN->@RjZy7L@Gl|E63_(R>
zKxFisxv@ZSI#NjJNj2y{GKdq8@4UTy?DivqfBQ0^!2&{#!>N~|q7LXmJQhv9k5>qU
zRUPbn8jS?6a}X}nvCfw6e6j{CiV*l@pK!;O&y<(M6o8n;?N3%jef9=V^RAkVg02;w
zXw%w2dOf}zDJ4nvytAN`sOn1ZZwO=PkKmc(ON}j0v~5M{(VzX}i28OO8|9K8ToE&R
ziIjqAPlm~CyR8Ref%OWqSMdnF(i|a<SF&asm%fxcvE7Q-CYOxUR8)K&1CHy((GEHs
zc-ZBpOFudS9nH8?b(W93(3(|%#}lACIwSPj{?SfTI<I>O7kL>@n$da%8Co2Nk>>9d
z&@-2zUkDolJ$<smvG0Wt1$%S%Q1#dFb*|!r^wYtwTo+64%-uvSVSf`g(vBefaB2Cs
z8?k(3ad1=3yHD9na`b_6SMNzleO_1z(tB)#V3hc3ZIE3)ferevFdr6(w028sZG>VC
z<_iP2Oh8!f<Lj-9xS?I_1N1oVSyxPL$1zA7-N+9#%Tbz1zweHl+rqpL4{niUgY~Z1
zpt1P7LO)xLdH=`HZd>eBq}U#^U*oHXy~iVA8)$T?{u?AkD{n8-Io#LSCm%$<3R&Gv
zmh%wwUR+SDYVUrWWUF^1xIrG1y6z=h6-S76)T&3ZhIanM*ZM8nj=@gtO6{ZkXPP5c
zwq&V^tD*Q=m||8nMql>VpW*WIy;^RW0GBy%3OxBwN}Q#GMz5h${mWX#9A-r-6H7Ek
zb&Mt4b<YU+=xfXNCm~^hS{ot#cCPIs;2T0>;@(~#k-3C{16*l>!!>duuqEi&lSb)J
z9NrMnzvHkkalfehJ`2=J`FWe~YcPBC29@QW++@g-e@|v-qPDnL5?z-O2~1fda>L$a
zf_P@U?jqp^tmP^pA-GRc27n*^#cBu2?Ic1+Faeo|I1!0Bk>+dNX|4Yy?M?q>l+)3_
zF<ArX1XnUyMui26WgWIpT`<qJ**#Y#ARWTBvx$RfCb_g!f1BkK&`l+T1+kE4uADXL
z0lVYVrwnW{Za;xnKd;gB>ZcNjnioZPvuq~0g55b2dq4dMh+)8vYV<90Ydng@p9TM-
zte&tX;&DTRiLV8O<NUf{jnTaoB(3Q2!9bglnEq#VHfX}QibG@ti0ud32JQuh?Texp
z>A3bn5!bV~bO^vGiArLq_9IzVP@cwN^34)jhiJBhaIX>a^3mwpff&dn!RmJAlrlb|
zPsq9tVz~fBcz|>|&R)pHtl*gw|7{GCvG?~&uZM*l@Z}GVmz%?|8vb&1FNyZxDxN^y
z$Y^mF3*7j_%PQt;I>v&hO^gu4W=uvse*p%-_e7+ZQ+aA^J9`41DkAPB5J)C)mdY4T
zM&uq!%AB|i346(0PkY{eI-g0qru5dXIQqI&_7DRY`e;%CVhrm2hkzmPAz?&1T;G0z
zv;#6IN7HRX0uBf{<O+*p%As0zA!>9Ip@+Ht7PUh}bC}GWmqTD$5;V(zcX0o#ITz+0
zI&=2y*~kBOzP%9+!3&B$P)(;1-EEKj(O=`%>To&awZ{){7J!wzc#yASo#W$-MMq*I
zc^iC5_bWSGP*>^kw%ko$e*EI|?J^_gzoR*hltu)b_q$9h0ENZspsld%a_g#!aqpFW
znIFY2mXTTI`Q*_~DA9OVtnCun@fTFSw}hnCy%=a#I7+;_0UHTvTzxuq<X`4h;vfHC
zdQ|-vz5tSkx1{bsIIp<=+Fv{6|Jx4y|D`?uf6o_<c<_6e0|kx7tLriw!6|iYML}6o
z_98OANpp3g{>4J)sm;WQ1@`3$HrkmIIafRh-ncZh*0V;uL+xncolW+uz-Eb8Y|rnY
zJN;4u^pV-6X(R95^N%V3d&-QZNB2BF7*8-UlBa?V)Cn+(Vky@45^UR?A+tFD+KNBw
zyGe7z%D^)@FT4Z&C~KGqYM;E2@;_-$$WRhP1F*stRyg~MX;*cRBCkROy++{uNC@L9
z$ZZJ0L<(`LwOh=<g68Mdne<r8c1`3MOcA6I^7Z6ot)tkJ?9y0=Wc)ayq}Lkk+z9^D
z_(|^oPE{fez3{d-|I;T}{Ub`i3}RUU*;E8?a;jJxia-)p_Eiw|F=T@`|32u1F0TSo
zO<SC4BDWm79vzX|0A_ZEy9Oi{7h>_lcT^3bs9!o<u!|f$S^}WdG90|hBVSQ)cz~Hn
zxPQCi<qvaii3kA<xUkjt%eVadr?4?+LA~A>=m~i^Hs$!<WW^$}^wI@fN5FqYWXVK+
zh}PB7Jc2<S<%C~HGzGaZmHqxwsm8r2sEKGi_hxkiZ%P23u;h4M&{%Y9&LYaolOAu#
z#TbU5OC)eqlh{<&Fpd;iIAMN!y~k*-!;`J^Y#lTl8Iij(Pk74&ll0#VF-=V@!#Pb7
zR*b?RUFH`cpzWT7x(u1Iz4H$j+_puW!A7<$>%cEQR|UCI5gNU3rfhJKnG)yX$8g<M
zwBVLuG?9+;4r2-L=<=<Xv@>(g<_KZ>e~yU!_F}qToSB+ZWJsX@TAl*^jR*#kJ&0hl
zP;G^@=5u8daTa$SjVAf@XeFQb&u08~r{qx{6H`UiK-2+~4Tl#~>}mTszUug3xMxW#
z5<0~?mJz8xb&aS8KRu%9)W;iW_Fjg8gt7$oU4j4By#0c`G_GURp$sf9yj;W`gbRCK
z?j2`WVBRGDu1Uxzdk_Gee<6)OJ}Iui6)i>OIytCf7A`!$(RSnzt_JafC~B%tuhaH$
zgAuiMVrO16V$%MtlGPfdJgv(|YwZ&Nj8Es>^FP7Mq;tG(Nu@s&-DH0ms#%pdqvIR*
zAdFuxQqsw?!=&E>N&{hI9p@%rxlR{b2iH$v?tK5#nV`Vi<^CA9t%#?g#niQKLhZ>b
z4<r1}_YBaDd2X?4)e}{*t`a{0x%1*4`qE>r7EurYC9$CZ5-yATJ^wO`t^{+;^2ED`
zU>=Q<d~#3zR+`bU$|UZQ0*P)=K4&~7$`(|yT5;%S$_;8exi6G2)7Q#gC2qI5?w`bE
z4z%z*wI!dCptzX(zXZk2KK<g3*pq+5ecXO?S(?V~>@$266*T3~oj03;ZzX=&rNHfv
zV7{ebJBGhKw4Z{a^g^TWQ;o$nvge&2BqcqK!$=Ws%-tmD8LBvDqmA{QZ9+csR=LlU
zg1Z1-Rz9DAtGX*DR@j)jSa%-##e)i5ZB<@HB*1MURdR$9av$d?kiE0y$T8@NGZH_~
zl^m$<MtseLqrJ+*eoS3$`P(Ex9s9%!N*YZYH&zra>(jJ?6tU5`qYKf%W$;W%3q10E
zZ<p*0q}|_270oJ?RDqy!Lh{S!{G%KFygfJlxZ|VF=XA|fob_S$0Y`;F=@*J?<+Qw#
zrSz$;C5WpCaCO|Z_)%DciYN_pnX<1J`a|#9n4{No9MkD|h{mwfsIxPmt>><!``xFn
z<2t0_5OBAeUCGOKcFx^I%c1-+f<;9G5P!!&MCI5Xq&&qii{on)5j`?+Oj~*o4f&hA
z)63X{w3o5#ZeU7lVV9o_*`T}llZg(u^BpMG47i1g<hI48nr=v{uHd)}6<??OS`1WU
zxN_U&XBJD6oJ4cW^D)hI1ZU<L+iM#y;r8FBo*9tmkaio*hz(K3V>#Ya+H#ij4kg(V
zEhM9dW%QzNI#C@F#lD+vZF{~MiU&s-1N{8Y8I@BipMUZyPhwHOWYcQz7Tn5dF^s7$
zXzZ>vXgmmSQ@h0Jeevl>;xyWmpAvh&%*R&du-urQl){<J_$`k_TOL8+@{S>PH;xg$
zjj=kS;7r4IBt@OG@rYF((>(PDRHMM#G9Ea9Q3yn{$@`3B9y4RD>5{JOrF2uS*!n-&
z7lo5^(=YUpJ$czN{u_3cM%i*GrP{Jr(US5DEh3uG2zkG$@o1FWTha8%!D4IZ(pgU1
z*`G}GNzfO)YHqlLg|sZ^z@A#y&VeOfCeP!71C-}a2{?_T<{XnZ^we?0>cSMuEJ2NK
z6|0SQPicXPc`Hs*Kf9inX<fio6WpzfKI?iuTU%C!CdZ+sDbHT(@imgX#nDzXyrM~#
zK3$GGWI+=49$1m+?W9|u4C#$)GIBMpX(>^>;Ru-uAjer|?a`W(A@*w*^mNzSV_4iW
z&8(IGKE?S6jG$LJZK8)<@y|63g%!lL$gVD0qBC&6<593*wK??*-tUB-v)>^(G5tK_
z4cC;C?$f^K1^C4ofv#}iiA<)jx7t^6R+_D$%^WEB(AL#(T6h&1Ix=jM$YH0!-b62S
zh4|`%vwD#KW+K(Fzizh0#yjtx+}_#U7v^oWaOaaL8zDkzdt3A7a9j4BUsDS8Z>83w
zt#qmof~9R~!5h4m7=n?K8^cpt4&{*4OV!wvYJ)UI>t(T62*H_c66P83vO1;f1(p4r
z-*Bcxa;mx-<vG*qfO(C1yZ4_iD|{^<s#RbD{cYWmbarLI5oIU2&4Q54GPK2Mbk($K
zdiYZk#hkM+B7E}b^m-8`yO{azjD#cO?Pp#Z{fj5`B9-x5DM}{MoxGFu@#ATwHaEsH
zeBU8t)J@ApR@Zynd-Wevpne{SW~r&Xb1ZL|tPe3VE*779Z)5Jkvg2?*TZA38pL8t1
z`-Xvq?X%HHa~H|O!^X_HTj7PP90Dxiz5n52Ln*4VCoYlCtZ0>;FuY<ym2Qdhr_*Ay
zi#|AZz378=F*o)0n!oI8KC6$L7_qe;ylSeL1s>>Ze+dK0_Pb)n9S=jRt?k=+aiZ{`
zsySCBgobHf)H4G2XfF|INHbNEp}4B-&xE9qY)t#zM(1{6!Dc7f=}TaVCo=<gC`~!5
zFo2q>ut84zBHMEiEOYzaSxluq01;kw^okQaKH~b4!U`CI-ntL7wPJq8PKfD@HCoKM
zus!>rL#us=|6{|CfA2|aG3v0aFjDHhW=A=tNxa9)o~h=#c}2w}Hw2ovKMF0G=n=E#
zFUhR<^Y2I$U`XrC1*hoGW2|D-S}2Q8HddQJ^Pj~O-`F`=H(YnNd5CtaJ+r!>8-97<
zKRbb0w8O00H23ZZrMJH~1oUrNLO##zTQV2#p0()c#cNE-R1HrnkL7&WXk^NFjlmKw
zsg=3`1Jy^IFc62%{f?;-fKi2~BqQmR{n1YSn!mYyhBdESXtrIc(3sQE_g*&F6H%l`
zUJR&G=BpY!W^*t|+ODZ`xrF<Eb#=$0E;%c7RdvkY^4BO#zU@<~eRDmA;V>C9K`AEO
zR=c?!*9MZ5M3aM6kEG-n2ZTGuEU(s+svc&qBzcE+8pD3PMGpiwmopaB?$YoGNtJpD
zJoR4sVc<S1EPEoHr%(6(%gR$LB0Qwt1?Uprb+AS4PC<(D+`{Ket5<A^zBF<x+%l$O
z<GX-47a>&J7V=#piWfGTPgM#mOJ<7JH~JVBjUCaTW^x8`4?VtzU{>SW3_(599TL>A
z0?XXerAV;A%$27;+F*=r8sG!!Y#%0xE}$qkn`?hu8Dgfbjpkdqk_Knx>#is*dYA_-
zMakhe<eo(NIvCqlE>G_<qUUKs^LrszA%a*SB${yRmtm?sKrG^FA*uBA0Wi&*IdiWP
zS;3GyfEWvETqcQym6M9Ow9H&BiEwmI16?C+RTGoXG3VrVRb+HrUKZK5>EgjaBi)Fl
zuT0KdzPxqGwt0{BcI`<xWN_->d3`k5dUxk<(-$s0+ijWY)8Tw$)e(o_gtzOCWQ4cg
zu*tvf(QtjF`|ZntZ<-=+r9w!1T~7&m`N1hjkhOb|dbH--(xTVZndymIHN<s&{QY*1
zcW;?BVx?iN0&i_iYmL~Bp6BI>N|ouRN5nPd7dvEL?AUB!bYTR7#nhC>*?tNwH>a4B
zh2-jM2O%lKTbQgbvj<7O3qH9mkJ>lxNBEr1v<I`Ejv7ubQ~f=QUQ#$R$`(yI&ww<U
zf>-+^-DK5W)i8^sQN9g+i?mWnK4dZHq-TR8tdisdh;;0@zpj{&O;-wU?BMSE!1Bq{
zg<<$1kck4ChRtw4=8rlvmeO0AUI*5rDSKKVO2qBTd%*NgtD<RvC!#3kk{>AdscVUE
zkWkhBwUD4zNCr@}oxi;PQf|O1Y5@}DHh>VLe;`;@8I)ZdS=4%O_fY$;rbi;fAg16$
zre;!cqynRWRWU#$Bw>?>z>g)f?P)V?s@N`j;jz)khsP|yK6c3FZ(i^{yshmC#cCwJ
zghZ)MlDM&<gST3g9}~Q*<DQ{K_<gf@vPHmdXCIK<nS#1vJ@E{`0g%X}iNLmLs;4b#
z<oDvya_r6mr??Mv$mpE*$*e}(TORRG(>p6$SPu&RlJRPqFV672(-AKsWvr@0-Hq~$
zcgybG&<VIW1m$Iz3qLDMBSYmJfq3E*J60cipIl(ln2a8({pO<&zU=<qvX=Q{hWbgc
z(9$Kp4!$|Y5oCfOF)3J#Tb9>B^7$=PV;UHQ#H^CY+hyX51>|JAN<cG3y7!vywt&+a
zWKXfKS>CqW!1bh5dbKF8dWYHHO!Ql~6*W+XM>)tSu4^;<uUKGXmm8KTouemX>ZHq@
zV9PN<x-CylSL9Hy;lzBTh1(3^sY=!%5&Am9`z<z-_Yk4wkR82dmAUN;=G@rT3i1%y
z4wU%}gYDoLnTH4ZNVztb#@~}_r8RT9y}tDvb92llJTq|?6lG^TIV_o*I&(wK7@mEJ
z2Nu*`=cv;IQkH8bK^>X2+?I2}qT*3{y2Ll7i7(v*<%du{CXO%!{O&Jr8g)%$Dtvzb
zHn(XYveEcCIHq*NHDei-Qx_|gNXoE%i*N8wFju;xuYEekiLv;uGrQ9VSR|L@uN>Ez
zx@ePVVCvPL#=m6#Xqu0_DfMUHhDp|qTl`snCx&T6H|LW@_*3Gjdok0UG2!BkgZur)
zZC!B4>aQV@^Xc4^DHq2U3<Rls%$V=zzG|j&?^Q+L<dKAXBenNOrY^Luid3597x{Ol
zv)FK(*x;>`6CUhP)qpo8eAVHVHt$v*yLo4mr^TSX>NC!!Z;cD4;5P+!*EG^nVp@#y
zbVyiKVX^or#Q;(21YJ3*aeAzj;oXfsc17!SWTrRO6kF|XU0dnq^~<?N{*uCt$+2Q)
zx1{gR2_7)IlB}FMYpuh+b0wDn*ms5w1<v}>nW8u=h#Ovr>2I4&yMx&DR3`uKP$eq$
zR5o9Av(^KWwhW1;)JRq46`un?jam3}6MZGR0PgO=I4dAnF?6sNjyhcP<1N_0xDY~Y
z{GR{(b7r;GwX!;$K`AMzx+l3S4u9VsL%yo}BO_|U?cIy=9_-j59j=oo)i^RV&*SXA
z<&qI!j}VYKKKMIUmVIx=#YF}S&Kme4F92qT!S9Mh-@YsBrXL~ypN`@8Y%JeCTCZAy
zDkm>^QSfWWg8q>tQv;ZapV5PuOjGhZqrV?1ox#_kdC`_9H@Ovu$g0=3L&`L(?Y@Ha
z_OKgAUl8;4f*(vT{zFXc)Yu=L7ye5}|2tv$|LBW4X#@&E_WIkZMO4^}U2;Eya<~%{
z0j9(5_i9@pV=KyQ;C-6kX0S$K#dnSh-*duLvJ{-SRLOp>Hy0NM-QRhu9C-ycBx3Wt
zymmEkvN>%F|6Gf_+F<D^u!`oNow3ZCpsL7aTePz}iGbm*_W{j+vHKQ1L{_^Ha}Xbx
zP*ptHWM-E+<T@IG4};9q#2pAF?8^Y)=Kj1@eA?N|*_NZPeDr@lSCdV{Bu!SlDJH4f
znpjN_Vf_$UCPeJyr1Sx<IgWwBOIDnOSksQMXhmpK63|bUgCaT(4S*|D<0*GMFv7Hd
zK6z?N+xW+Tl5F7XTxf8+vIY4Uz}Z}L0Sj8Nu#?3W&6E)CyiF5crh7ND$TnDajd2Rf
zKRG3_1&-wMp=Om>IG-mmS0r0#Q+WfF!H@BljyvQX=$GSIQ`nD<Yl(n-O9>tUrwlQ~
zZ@Z#+g*XnUJthMm@#e|6D)oq(W|FlBxGNI~R|d!Ul#fga$ADjGf-Tn?4k(q<-1)fO
zeQT2|@dhGO_hM%a^$z=1-*d%(mKRA_#H1od;21#UBmf7g0_gl_+;8c@Rr{Y{-<w3Z
zGTeu3N8$#-E~OPo1sGq;h`wC$_LyDw3CSUVAItU1S1=b2+MKP`ndkei6!v>TmQq!K
z{Y_sM9=Xu!rpawY>u*II7`YCFCiZSB9W3B0@|fMWg1K`N^2kCgcubs6IapwCo!oF0
zfEDcngIYSedfykBi7hzzaOaI3Vb+1PUry<SJ&@7x63UN^zp+`Mgn+LVp0ROpDmEV;
zoF}Ur2)AGInt0#sc8U<d!ANFcJzY@7Fu@IRy;Oj5IF7IZ0x*jDAPA0u4`MW+*$F)D
z2kx@u@~}~yq8jMNnYdU?Ze;*J8AWO3xk~#?=5*oDm*Z_a4x(y>x=Dw--aznKgc+2B
zV226M6MEc5)<?K?Ls$V+sRnIu(J&cSGh0nHVM`9`x`EI45G*k+jd#F^)rNoxDU=){
z1``~{7k%Eor+!*@rmYNEzR1AzfZozcW5fLocj>uV>@MXvSj;0KH?sR@h%jR?Ca_iz
zk;Jk$5K(?ntRk7#osFZ$6L=5JXtkCKF}c)a?cR^Oxi=~~M@d42R4#E9L%_h}D2U3>
zaGcBvs+<cnNvNBWmI-eO0$rmA`VY|hhgWk3k?<g8znAM>>6k00yqLb00sp+)Z|rg;
z1zoIYI6xhww;*=Gp-RH#1Tg7+B-KS`&fBmx1&<HswdC(eb!k4(tLb;@)Q>0iLgB%D
z={BmEzU~P`*ScZ3)9_lKSdyb%#W|mBzgBsPQKUoBE5F6t@#f!<%Ag({_`8mHO%Q#Z
zdck~Ii8qHAB)tRyTekPkIu}6cSUCib$<wEfyTW?We5Hh|+GwbM{ARJAXGa3oIFC(=
zk`%wNdYY!*_f7+{H1#m+;r8qAX_W(s$3kq>3vlccMjOvht+LG)H#J$sF?xa;zsPex
z0fM9K>cfeLd1YPC%-6NA8yT6=x&(K@0uS~e(q=oVENp3Zn@LiUEk+pSHVAPYPl@dT
zpLh77LAdL(V$~0o;fiszS;O#aoYEG8Z{W{r0HS>6NxI@oYVm-bJeA1b_**bjFj|Gg
zD}vjw{Y3Ct9l@9M5^JHSSK;#s)=9Cvrn~--^^>f00hlV+4I`+KRgQ{j<1fz7DEqf8
z;thUt*d*3(q2%UCa!w+4+}J64%gmp*L>Uzci5nCso8z~sM|UQp)GjxRg|hf?Bxi@m
zojd*D<lBc26g5`YRS&RYcU|Kuz;C&CXic+`pnA+Zi_U9_8g!{{oz^b1!dxEOd2_^5
zEJN|No6B$4vn?JqYvRQ*I80g_QKsjYj2S!Tmj>Ws9Gk{T9RORgsg=pj5;hzh|9Ou7
zz~7nge*cW5O?&k6NrBTBnW0}6kkWr!WX9vX?l)Ri?`@vidL$s5Qa#k{zS>y>SLO_B
zvJ9FY#SNO8=1^HevKQJBYc}&#k$Bh1?>9JFj)@;En$bIyq1GHn*}qz8;`~Un>|<We
zTi1?ixnq0)d8g>E1NkC|O`piEbx<%9y!jBhrLH`h<SvqY5s>BQro1MJ2>~fMYG<Wi
zzd>QC^2RmrR36SCNx_XH?FJ!HW)*G&r}S+<S@GGG175@>?OVVK8PCRtL;06un<Bs3
zKt(+7VxDlsBksle(o=$uulB{_b6X$|2cA<*w(8z*#J>j?M*Gv!HeAo80OJLh4740G
zZPa+|XhgJjl>f7rSww5^BIzR7E=cW6@9D$MVom(*30!YZD%DhJ{p62|4Dn$Y_bg1g
z!fJ{W2Jhy%bkhplvn-6CZO~Xh#+g$ZWRd_`BHys%o5T#;?1<g!LVN4hTAYW<N3~oQ
zv!?+Tv%3TRBv9$p(#^rLiHH|+%lH8Mh|&PTa2eY~&}F8kbdU^opPe$g_@*z0Kvw6O
zdT1-m`?u>+&{`~8le9ehW~=mn?(feuBEzG(;&N}pg_4N3lz(A877QpqF`@Os+VRKO
zMhZe|+K*#GVN%NoJ6&<wpSW>S!!pUePGaye7{-%5K*$~=GN45J8ZDVLrR0oKS$o=c
z1Yq++)ojhaI}m9|6+za<oeHvr(H1)&uh>X()tbLYw&oITU#GV!W*W%>&kQ^?genHf
z_o~v%Hm|H$)-IrZ;&okXIUC5J5I1Y*+!%q&5qVeXO4SdwRxu9V@n|8WISHL%Oo$Nn
z%6oN=imbfzNk&bPmH4#pp=F;pN<_&*)Th(r2|X%fPB%ff66<gD4?(h(vh@q#{W63o
zd@2tcFuKESv7y<Mpgi1^w#48pl>#ZktY%GVUE<#-DyF1#32WL(j&&N;K6b@@Um9+=
zGAXa9o;Iw2a&p__`<Fp?V{u^sxEi0`f`+3U(~x|`wDNmrdmv${Kpo9dx<?{Cu`4Vd
z7fj`}Q~;H!p<hW%A+^RjX&63%Tr9=P7*8n&P9ivb5uvGt-Y>`{PwQ*JLwx8}4*pqs
z`P{7DngY3L!#;!lTYLhyJo46)ct<;W5f3cd><P`<B&3RDLpZ}^XN%Gv|9G#$yxI;~
zUu_Nj95S->k6?$gkJ82$ca$3kN6e!i-g)ksV;|o>H1hS_^|xl52FKexTMqqbR=Au(
zMrTL&nLv^efmoZ_i~4t3w9h%S{9iNPlp5*a@#~t_=LBR0cI1$yWuGX@PYf5Pvxlvm
z{<%|LKW2;McgZEbcwrM_cFJj<ERw2yZzyUg^>FBa{f<)-UrS+3Ue)LqIo~5r=HHr2
ze$nyzf2A}3|ES^rU;ec^qe-dgKpNWbvGJ_5tK#6*Z_kY<EQ0f`3r96GlF-rS9`%8O
zCOA%8Zq*dpFH_f+kBBQ~_`0LZ9qV-hD#zM+br9LiZtllNZi-HcToME)H)Vw7IHkwt
zboV*c=19tL)xfGEyk@rBadeY$WWNL{WN4_*C-F|*Ab~|Bp>`Rn!auhmQjGx9{)VK)
zf@Ds>1wr<Z5RK43iOX<I`!al+w$2jJe|#hgyOO(J%t84+uDn<q>x&KnRmkZE#_ceV
zX=-}S8)*r|NW972(l6e>i|mDmvC;W?>r9n>zUc@+2W71#HG{Sc*Gj1zD$VuE6%53e
zwwET^*R(6oATVAVhK|Q16YGE~(t=2+?84Qk<c~q#kN0XPTtDz`bD-O8L?D1Wh^z!Y
z4$58aNWQGw_R*{50&AcJdc!oiF&BSLmR_KUu8=#_gWNp<Bmz8)OM32>5y`h}klCN*
zYZ0;qAgtAs;PoC~lg;B6tDp%@1XA>Bu2<&<lJvlL$hxYmK&)oC;@(apL$m3DyHYYP
z)zB$ei!{@aQ<D=;(iuoXkr3jc%@bbwUAyx$-cx5<0|J0b1r?tyY>RryJ`%>v<_;(E
z6w7<Q3~CvBCqXbt%J9`&8@Mes#MwJENCK{|EfQ!~c;Q1bNwQ<mY0-+VG;drp-6W1`
zarjAuZ$AyFLjXR~&>rYfa`jq$zFeWV!3`wkLu5bgE7FyTp;(=1O;(MOf(#df)2qZT
za#wLo>9i;LA?2rGau(U~2?@t@DbX8a-F*UJ@%Z&4>IUUC=rbxkj5dq$<mqRye5}GZ
zA#J(ZNejUjQn;$OEz2)5v(yGh_FA*CAWYy5R<x7XGI*6FitW64H2x3*EZT=u$7QXN
zy-GIr-qN_WTp{uMsE--A?d8<bSwB4a^Qy~&oPHl4{oDQtzl{x4bVzq?$w;f|^#T>r
z25p8zL~J>oMJ*!h2KEyi{ttl&54qE_xYmzRR-=i)0*FZ3AXReGRw~SxDH%&i#=;3Z
z63J!DBU6La$R0rgbsA9kDx&?Bxx;>KO3n3Lp7&5_KS%y0y0)qz5VZB|mgUcrt_-4@
zlMqqmM@5xRl5ebYx$7E$Fh$^0^^T{!ruJDUrsOycL7pX-R2*&X8pFq@KsE}5t#f{$
z5ki)5XHgs^2hl7!SG4jlFFMZS`FEoW$ic0|EORb|(FD%&)Ufnwu;wzpHaqZux%?lj
zy$LiFY99wor9_L0v`X43tyK2hwBAZ-$TE~}D*L`>spwWJ>Ru@lT5g(Q5W_H*QqpEg
z#=grE1|>5xmhbm?Z}EQ1Ip6o4w{za}p1PTs<$3=9-zxZo$ky-k5qD3W7nNYfCACuC
z(ghuAP@}w@tA`qG2f+y5WYl@xg3OOUG_mUXcTbVf`*n=?J%|3eO8Q~aZ)DxkHlmEs
zJPkuwrgv!V_99s{Ii9wKdW*<s%eOwmgC5fDlf^<>^TS(dY;XE|Hfm8PG?QEqyl(5$
zS90|>Ka~nrkeIn8+(?S!IY|68C)`2vzl_ui@xTlh3k{8;TGrnH1M%_>SpXMx4*B*m
zIuLBYwtCtfZx2pe7(EN}?mh9J(nf{kZ6B8nCPLDZuHPV5umr?^Sxb#-eAu7EMZe8V
zJ2}-^&2y$m15K8%2DSh_b{kSJLCRwGZQB+zY6HtOzQ{0=edfB#D$j$Q5!yAr=0Rr7
zlFb&^9`E_u?fVhK|5<j!rG?fA*-D%ZXW|qtF}}OhsRuOB(hWqi6t#=eJ_;r#j_vz?
z&&_qW&yYQF`10bpbLU21PxWDtZRrL_*_cz2WmCSs%#@mxF%+q%V0&1}{&zCqbq&Ki
zbVcGuAnln{>=c?Oj}L;I?G?bVJT0?WWz{fxHY`zLQP4nwBEEP8jEFJ3J<$K0VCKbT
zib^kDeW$dw2XnS*@<7$rMbcEYsCT{rRh6xe+b)QF%oR6<5k84wZ-lEr`isk#Pfv*Y
zTwM(|*YfmjT5;bos+>*S5zSVa2QEajtG85z@|0oe=3P1*SB7Kf0)f-WFME%$)8P%-
zx+`b}BiXs0WOUx~cmvwBo+^IV?|YVWKqQZ*&5LVC7Ftk^+L?gVQ1LgYca`|EQ6$W9
z=duOnd*a^cJ>J)R;YiIO=EnlcD-y%3ICw)rTw2jNiOsP!UH4q7aiI7lt%(1)r*`Yn
zx%rBr_z3P2t6_2>SF%CL;#Afpt&nc9ygm(@ep&06s<7HR{4`t*J@41&d2##^Oso@9
zG-sCN)bgEp)2ri4Fs8>rKgui7J7fsWL3IWnR=1BX%K^p&u<f;~gc8T1-t9fa@{E(O
z@$RZPwgt1ZOV*kT`52{K?bB-vsIIMcsQb|*6YvC6spF2PEysxspIk%=*eaiU4;Z)v
z(xP<YDo*Zuk(zTRe`&TPWuuwAEI-GJ+l?#ts=id3(Q|sbp;I}h-MCeU!U?O3o7-!-
zLng-4xS=n%;6PMsM(ae%!@!(gEy?BYf%GVPEb=ss`=HdJS|n)C{)h&VYsIHKGgqc)
zoX$V&3rA)rR$MnuyG(v&*)?aX?gr;J-L0)z_6<23eKf~;Uu3W7C3pcyBcjgg-)$*>
zDhz(Nsq!Ww7B6)JC^^e+4ViPAzV6uZj8-voiN>ObLot<xdGXsnhh<ZN)vZR#T1Mp^
z1%G{!6yFe*e05V`OVpHS(DLoS)Fq=H-y0)j3P>XFseHdyNaNQA9HLiyhI$_d&LRvy
zz;o6PtsCXfr;WK2CF%oeu;RK=*p_iz)hWi%wO^D9He+OZTK5<Qo5hNyLBh-k-~%+2
zXySjfcu3Tf0bQYu6n}*+8fdJhAf@TZHU`ZlpyjKMP02(`0KJbT--sdE;cZ!mw&>zi
zMTwp#dEe*9n5)jq=#6vzao!yZpU)J=q_Lq=OSGr*X*LECMfVv;6X|&f(%y`b#PA+8
z;l>R8W?JWrSK&dm5H44NZGY4X9Oo2HoS<T_vu5ND$m5X{roJi?sme}EaGeW=2v;ce
zfuKl*9!CRepm~sv%7ZT9pPgZ|811eBpD`IEf#5Ou)<+y@{ID;WzrOV3_4Oj|vdzbb
zFg){cMYeR2N_f0&ulG~~Rv-ausF0_|2)&v-P890DM~k6ll$4uUH&Ns>k!=&1Iu?i)
zi{QKvEPItON;GPBz(Bz={DkBvv+S%I`<K%d?~z?g+yz*TIYvq*84m(D==E}>a3Ba_
zV!1WpWlB0*v2kLMbVd^8V*3xPvVb0vVN__PD8K<aigLssb{WE=+gz&q&+qd|of-L9
z6W?TINQcRn)_&b52Ny$)ew9>rGQzy^!*}UJ2$q`l{wxxp@*_3t^6#vN{RAkccY{+&
zpCKtn@t*u5s_-*lT<3`CN2kUces2FG0qHkoKGevd8()t&wVZDoH_nR+qxZ#eM>j&6
z)?t+f^8IB`Rlj~nUf!SsWfwi&xPf`WBOscP{=#Xb{6KLYnMSCxvB3tt$x_vHoAe8H
zF-O{Hu8qJhz-6{Oi6n^SC_T(T-7TZIGWAFrn9i;YlGKX%xvAFpMY<7_4=Gb)V8P7`
zO{CHRYh|mV;u$0z_jT9RQPOt@+%UB1TlM>$`Wrfudq|YKjPIa>_}qvQQjvq6ZEJw|
zwzVwzDh%yiidTzt#12O+oVioy*@mIemH#ej7x;gwZ!8M=ZMLP^O|1;&H3Lhg30>fy
z-fi$(`#aq=#}c9tR{vMf#Jw|oTZINIcFb0`p;f${GctT{<6nk>w|7wS=gVhL?ev<{
z-tTlVSW<jsabw{O3GYFH+PSJ2I+rcau>zeMll@7o713cKF}&-KuFN0fYlIsAHfmJ(
zPznL;(8fxli+{-%*(p5^GZK0=f5i2><*X%h@P@gTaL8qe$b&J66kFH5l&e7p#NM3r
ziWFTuUJgB5HsJY*6DO{C4sQ!C8i&mjBIwuSFIU`s<4&BRjqBjf1cO`OBUI)CnG_Ow
zCI5?Zxe}Q3)mv~OlkASmwSWBs!7N<A2$)jX`4g`8d!=BwDQVjLi<ws+)tIZVU0Y7a
zmt0o*HQ>x%AJDYUXtI~o-m>JU7OU>|;p=bB823RV-`Uu?0qkn||LNQQpZv$hqW}QO
zzLWw0dYgA7AVD_2BF*W^3W|zG9f1~4CT9aP*j;XhloE5BI4$ilZJ$u^s~>;TfY2ro
zz1Rk4EKC?bET(=$q?<LOkz5f-c?@#ewE*UCLnuY+C)9zf6VOOp2XcsHViPvTTYQ;%
zHc>{QWuUn*vJU9^X+Xy*z}w2fL&@2|-0-%?TR2+w)VLknufHK6ilosI!&XZ{gcU(e
zZORi~)WWJdsc+*TNrVMvQ-Pm}d`wBrlp*}?CTB<&??R|m$sDANG$A?;seoJPbx5NP
zY7w-YIA%zMcZ6nys&{E`YayxGC`a5+9M0fbC@M6=5qc%{q|gOYZT{~s*`57=(lA#u
zt8Cf%yKXExOP~{S&dt66-}o^cL^g<-V;muJd&ca_GVFrXC@)lJM8$26KFsceKdhV>
zGH4y~XkzYZ#hG@N^ju{UlzM`rY{}T`uh?C(H|eb2L+^i{QMZkB&wQ(AfBXET7?2nG
zK${J2X2N#1NB9RgqZ7oO9%q>Jng~TNl;PP--}fD;*{;e+9{7%#(i!v+FL;OIaNvA2
zHNZDW-Byck4ibYk!S-Q~+pEj7$gaMc>x7A!vCjt}FGGw($*1D<t0L62QR;i#0jKbq
zr=Zvap|ygwr{29eTnP%Ni&jP&@E~fi>u(}NA!#fHk<>6@7+6_auvse&4$PYtj|n(O
z#Mf-sHj*Skf<>U4zdbMiY#sD_RF?e<Zr;D!7xT#o9+}}jqIF~}gN>z@ze>YHuJZKN
zV~h5v;Ubr6;9~<I0784tN#=%ZG~bzAR)v00dIqkfTBaJGbWpky6I4$c&QnFdVQ5xr
z?m1BucXJ?jvPO7+S8L3NTwV@${}&L;)8}n?&Rl4)nvqsRN}q$)Q`1XGn2R<M-I4-5
zo6hpYt{-GCFAvJ;$B$e{U9F1?t|yP!`EMA;b@VM*%$_g|$nLpFJ*`#|$z_jRNMSdb
z0k)o`O3R#4KKHvMlAagmLFRuJE-=Tu4nq(#5vagsQm1Io|MiiVg<FcTT5?LT`|2%}
z<|J(j#Y<2y;)8y*>R7A%)rAng_dC&o8TdenyD7ai0T369%U`j&^!FafZ2avs&-L4v
ztyHINnMvJ|T>B~e+rU1Md<6kbV*OH!=-MXV%Zb04_#4p8kWfwUf?QV2Zp3d8&C|~7
zYA7yUl+X@0N;)Ww+K5B>-+9D(r~mZG3VZ+}ywQ4mv-F=lqJlkUWkaM!V1t5<BTJ(<
zm?XWyq|davAwY`0d2^=UtFiN2;uxpuLustCs!#LMA3r&B*&X?^29J9&N18m3vo{uY
zz=4vJN`eQfb~U7cA+lV^xavr`NtZLUVN=wzU`N<mSdBLefS3vrR-;`RLxRX^yaBYF
zY`8oU=g+T9@oHeLu9s19jv-!fO0Jji4?-B@s&vVFlJZR~LR~Dsx#7<xGkgg>2&Ce0
zSyl}m6DN}~WJfq<PB6gb_97_mdS6;Mv?J2WSbUha{1_UwA=|gZW&Fo=0@}o4O<zSR
zq~9PEzjxK(1lG0NagCjleP2GU%IOZ9LmYb`Ee|}RSsm`{hjvEltR`mfWE?&0eZAqf
z>1#4n((&H9nL?@R!K}7xyKIn6ZRG^G*d-XU!`Mcc$OSM2%8)bBKL1E0mUoxV@{j8O
zq%~UR`QWo$3CF9%7n8FoY3NT_AF-?=-NovWUv;XbW(u(`1Pl=y0DIdGX_1)yT3~Bp
z@l-IlnJL2BW3gC5T9<X1ta~s8i?B(5q}5}Rmnkaz4a(*(U1TrZ-_?ynvdgsL*%@Uw
z*{qPN&?d?=#JiQ5Urbf56Z071V*#i$kzz>)Ykn{KjaQ83-K!4kWh0es!iMnipGC{_
zE)20_@*Wp(Lhgsg97B*~CgvxG%OE&8nPFB-B;D9gQB;?cq0tM-FR$He;uW25$JhTn
zgHepFfN<5(&$V(RZIVHo7nyZiGoy|*Jk#zAtjW0QVCO|K9Ni>V$CECf+ba(&z)W<=
zz0c)$cPn=Jf{fc;wXP3nj)?BQ+f2)v8_*2X#WS3CQ>wG&->i3G3|@4Jzo4mn_I^4k
zmbrQV(=}&GEC9(D`RY^t`{_DDx6gm0KW_-lLjIbj_;k39V3XH5t4Y)489fu|2@yN!
z>i9LdDN1RaY?~I+S^M7B7YFWsjriMbrY=m){1at~Rx=1*u}tlWM~&$QM#^W{DTq?w
z7@Q+=*3vajQlS}6&?)*(I#=tZM&$qLin2?`b&-gkfXB&MstQj{BItcq-WIkIr?^n9
z_xI=WUGR?Ri2CDhw#Ge>M8eTwr(9-DDy?>V4ZCOi44Fu!R)&p2c9<deRE>s)RFvN9
z*?$(?T)&3*#gig@l08k2(WiU(67wrmXH~ciNY?BuZ6~v^I)**9w}#@-bx1H%vLG)2
z!$z6_>*g-Y!`W!|G=@I)@qzGCZ&R%p^Kn8!Q7mkc;d|9_SdlB4oWZcX+QPAI-{6Q>
zB^Jz&txq2y3T}&w!Xkqe%rYO7xE!Rn*a4aiB{rRa_xNyR(lbm^s_iudQ2Rl~%KS}b
z9Y7{Eq^s#yjRlIR2o!I{d%j)!H0Afg@U7jq1V`poLwx3Djp&LLEF|o?y<*p(5A>o#
zf-T-Kk@Aetfs4z~HnI*R7@2c+Rvrw(?OBySq_5<GyS`@or|lI)FWkr2-b^BqbCni{
z8?~Z@v3fKZ`_cAR6*J3hhJH7O181wr|NX`Rj2fQVTcFAVv_Lu{xf9xP*%*OPwgEbs
z;@G?oOXFSf+wd56TquWCYFGJgv^|;F*OEJ31JHYQ<AqLq_q!BirA5Apm4o9p$F7k`
zj4C4eG}rYIEP{0@VE(yY@1GB+_)6$SDzl_=I#DD6A{oK=t+aQ@Y;^p1yNNarnbh2H
zB`epDT*<3+5q8eG#q@%UDV((8wNBJ65=)?qvPJyLvsue_vEB_}5J<21MtCMNZCn+A
zgvxzy<mWGMct=rc>WXpNwL=EVqjb>W@VRes=O%<s@c$mUcqphA$7)(6n5Huz9<GH9
zO_)0M|HZ=bmtW86WrrL7T{sl^Lot{x?<Ly=z4x9tRb=y<U!}!<J3r$obvcn@3z|9T
zV^)bwZI!fy*iStdIZKw$hEnuuj~7N$%)fZo>?(hv;xS?G*bNMNXb;ktRrUE#{M1tT
zQ<wkoYa1XB;6LeSbIR<Cqw=!pJb7)Samtl}Uh>yWg#TSF{9ehf{m}XO%JF!)N3#Nn
z^6bizpL@w{+K0OrGDq9S_Z<0|@UbW6UloFbeBPW3y(4ys_b<%tnEEg`JzbtW^2eWJ
zda&*(A^_NdY^V`c0x?0&y{dIN-ZZC1H!p_h&wqz}nb6WPWD38Nm_1HS{XhGUS4eQ!
z=+c3+XSIzPS<f@wkh|f1t=1O;nOVFiLlgJh8TU`$T3uJ9ET4+?*f8b|L}p+g-q(Qp
zS@PuvX>|qRYf>Hoa+lP7a*$|_i*WYYD$Kc;y7vo2g6$tq<Na!D7n0a2Sv~*+{tlr+
zNcb$VYV;rvwOPC6VNoKOXw`Zr_->zJ<}iYTbQJOu9svJIAp8WxJ(Gx#Sda&!t3b5#
zP2u2q<K*<q51*fKT!ba|h9J2{=cn|5t%iWA#)Q+4vxH=hG!(jY*VfoVcjE;)6c=0v
z0cc)vr-;gyj`Ix)6_5!YC;+KjG6v?!4YOh-LMB>{AzLnDX#lWK(tmmiT!6?sfa-~m
zEtG>imb39izBvhFh(mM;P7dY$ks6ueZJgKmZS&2P5nL8E)(&wytVml2u~>o?N!d1(
zOtu6?+0{nLXCTEQ=adYw6(JgA)4?)fS=%wrLrXhK%OT$~scF@P%-Q}iKWA;)1AtZC
z7rsC+U&V50A|OtR&yeTVKdW$<b(iDEh{F^^uIEZDcqV5c@{4CHe-^9S42xb?W=_}q
z%@)T%6>-s_@eGNvY4y~kETuAIK~Ec>v@Bb8;ma$aDp^w7cn*=7<Rp|%&I=&Ubnp?U
zNV<lqPr$HD_eSP}LOc`qGBo{II=|d#__poUv_cdmmPih2@XAjz9ta4VhG!)}Gu1p-
zjBKFvxdyUbhZlasX?6?+RC1kGSY?SNknm_^8tK|d`J)g$Ubg99R!ZL!WVgTuHf_X^
z(~4u?NvZ|;)+snKE@|>Hbs7^d%`kEzJGO0?hGNwzj{~h)s%gG#*|o2bM5Z?pEJ}5*
z(3Lr3AHzMOF^hIfVBda6u>v-#roBxO?{a6UW||zBlI$5%h?79lc|UGn)W?2E!4oAK
z?F15&eh|32qgu1^b#+2O0<<IpCcd1ef&DJi8*d1rZVMzzxzVeD$g)Z|+t+J_Bd3kD
zrjvkUyfQbE_>(14f1Wh}AENi({;>A9*T>^0Ed2u<YnLgf36crQqt=-S3Wg5FEu@7;
zn=8@|a@K)Ug6DAsL%BnSV&WxvhfYb?c4e-z1M&l;FQ53K4c5q<SqJ8YFr&MT0!wA_
z@whG-m3Nz{x@1jlYDwv)+s5aly&c~;=?itck5Nf#RrhpR+p&*YaM9{Tb{{vD)3p+k
zt);r{zA(4>LKCc*R)gH+m%eCpe`>XzVcAZc1u!gA16b1#a!3@Z4NSN_?@vdVz(0o~
zZHX-)hzuYLw%S^gAqo7ON{-Q%CN-MXl>=h+6cJxiEkkpNZ_ES@)Ws($FyKq<h^iE<
z_^Y=IgkCNFg%Sz*Nra*l)Gc1#p5kRzfH$tmHXrhy2duj8)VmS6Rg{}}-nJE6VV`Iv
zF&Sh~Sg(P!HG{ZJr`CgLS1go^)sgxv_OuE8@b67r2;aJld9kdURL9sLj;99n?5jV=
zfoDq@SbMu_#h<P}4IH=2H0iDPONSre*ti(RLeCLL_DL)|_D=7>40swNKEl1(-MMUb
zRmM9$R`X@`y|qnv`frrE2wz_O3#P)Ef6$2u2IUl)7W=Q+nL(iuC~-_${^*+;dOm9;
z_S>ra?sCUt27#yQcn)IdL+pjN>w0@zXfRLZhjB);99(^Ax_sZd@<$bIo4k0|IGLUN
zTeA?r&36a1(}~`J%SlQ?msQ8zp`s39@#-j~-s;7M_(q@YYNKG39Al+442~|%UJd#l
z9&mtkE{Po`c&|6axcX_1r^tu~<<@hi@p}E(JEZ9%XBbDi6)AZ}<Na&q0RxdA1WX1t
z@C-7BDuBtS(5LHI)j~?!iios`zLG>p8vmtzmT6%I9|v7|1p7zhXOp8ag9dzu@!C1>
zsf#2^-<ankx7yujAFGE;%++c_aQ_%cBlH{vOJ@NXF`@FUBqFi3UBtJLzy>-~3e=z{
z>2En5F#&`$q`VUW;Bw@|M)~VGa@z2Z;ka0K?=a;aUCtz=u9A;OSqm~s@ppoxlbqjK
zDS#u|xudy4onmd26AWgIBb#*K4qPG1>-+_vXfj8jp{urbrHU5e(%91>670SldU)|9
z-AxuHzM5|CYIhX&_BgM&?O$oITw+LP9gwbRyd!?W!|)Nz$|S;^B)8m^!6iLzGa#^8
ze&W+VVG(Lyy9?)UzRNr_zodEe&%<}FJ3q8lD)e>T_K(lq7LK5cAWuDB=bXvl!jn+o
zXnojt@fS`ev~+jwHf+qP5cuVtF~dbHS{G{Yd7|uzab==H+E*<uFM-2skdJKyQWMLe
zS{$rBbzs64JRB0ftUB&3Dw^h}ro2WLi>6y_*Bq_tajJ#?8{G8QIlJ6+R8hR3lTttX
z7mjxS!8h;8LP8F|PzkL@sks)e-+&08-!D5CDy^wg#~wlP?q(4$5e!Ou9{oBjgIPy2
z^R3C<c=X1q$*m)G=ISErN*|V*Q>n8ELj7wm3ucW<Gs$GOdX)Sdoy<BNF`4~=hjh61
zOC^in`2~-mUHGl&)Nw!m|NsA}rB+F>UI@qrp^dAY*X{Hsc<C%2(1DI)h6=&sAV;X!
zvtB&4JzM-J5tEW3#)vpf=_y#=RDFjtR&2pZcr}?vd>OSF9&td_Qjk5h{{zvf<8*z7
z;c1uW!N@$k?PIYJ+*Wn7B_oN{I-?SD<&e;XM_lZnojeZq2X`a&;BEgsvuR33c{X$a
zvZNNNU{+YD>61ay3q_uZotQ(kL6;16LOfUr*V!2im1sR|Ar#4Ja?!nt!FOB=GqztL
zQIFsrIYp=$>4|^5`}-}FII1Mi*9PZQ*Mm!NTrbnsVuaH^L3JS$v|D(&;<zVzshsXS
zulnc0UJwg$al5A?lH(Kj{o@8ymyi|9q4mLYfKUM=f}j8iyP_<ceTOv02Q-lkc9MKS
z3GyPM5?mlm#LVen#@#vn*ZT>WKY@U4Ae2fb8a9%!0JQjK3gR=^>Of2g_q#trg=yu$
zsOxi=#Y)PCYB5S300QHPQAnZb`|p921H1E<1*tW5Q8p4Oi)bOb(@I6!h%m1KO{aIM
zbjN^#^TcYek4xbFU#o(wG~=7-rkUwzDcDq;f*;)V#W}PLR41N#dn-576<g<AV`%xM
z-QtG^E;SXC@b?j*4X-K%!qNV}bkRby!+vf$653b^yIPJbJiiZxc_yJd-|%R6DTX9r
zh@kDHOTlOG>u%D|Nhmq|T(;=pa_Y|_#RH`N4(#J-Mn@UX3v5tn;>q2Z&GhfZnmN5y
zC;D$F(W^9|P5~3nQb(Z=W1RpbL>$yBJU~plSfa;)$CB#et*vbAfy4>mHjTtka4L;b
zcjrA4pDOuI!9E@`DKr+mBYAE7ULcaO(3fu1kfGdoPaK<I4IFl4?CxGM@Vn5?CBM*D
zp{WOs-2w6S!c;{2cc{>Cr~j?ENMGn2W)CAWhDj2EnfNQ?<TJCfGA(>Haafl^Cxfdz
zP`pBi!x6j188`=dM?)2{8K8tN_n2{f&Kcl9$@E6vG??51ngHWCgfytEv>Q&Z^+kBp
zXgo!IZB-Dh5saneQ)Y(msR5v|oi`3h&uS}I4{K%A50U~R=~*%Ink$`u$Ax{3t-E7s
zb}4=S=dk(Nf4rT|ueD5^Av-X(>1t^QZ`VsO@RN8_+PK~E^W~x}66NB?X{3qrr|0Q#
z%EdUycd>x%XKH+{zI*I*BdIT0_)K@?@D!q-o7z;k==Crvs^EIPWfjpS(tIC_0IQu3
z$YoUPQRjL6+QO}hIabLLc2eoPIiF=j+Qe#s-AXQ96bieI5z+f%9C?OI=a_ZT0MTP<
zh%-IQawpSd$~=zhM&fci=CMS!Wc=o#`>(Z1Z~Kk<!?`SXE(i0qm0P@)iiA4DevpK!
za7(0a(^t6T18I_*q$$!q+~9mP#?n|gIiBzib3cdKVZ!gn{>L)>Ld%$uZ2HktU2GV5
zN25`mLVs!JS48oQqH7thWZEV9bi$`&yriWdFyxpwIkk~w($|zVwHW55bLi?B^6x2&
zM}U~Id0&Md{P~L%^7EH9R!;Jq4#sf#q;<w3%{G*wb5K|DlcZ-TOuG%W-lTKa`7EPr
z0$bn2xlIO@o+i=EmWP3*G4fpC*J*bf!frBtG#ETH^+4$c^)V}_jnvg)qHIx=DDujJ
zon5gr6wutK8sEXMd0nm>R~@>ae8&?98W(`J<B5J!Y1uI0A~uF&*q3UWXv<N{d-7V{
zOwkq5W#*YLn?`DIo&4ulea!4Zl2WnM6)u_TleN~}n2)BY?I*|=#OdEmpofyM7X+%y
zEGF;{WZCSwpD~goVo|=NDP7a&Su)@a2bJO^BF|L+_GTHm1W3Q)ONE!2Wz&{uR8!o|
zI$>;jHE+p7qo?ojNtOAs9kDg-?jm1l<x?coqov18da@Uw(J99$-tL1+43GXMGQzR>
zwA3M#mlW54<EX7sU>yimj37o-rYgTRUp{C$5zzq(dq)^S9KkL@PvZoDvra?Uz{FZ=
z=9)QN@;U?dM&jBU%|T<PUvPYS^yw}32*&QU402r7z*?`_{T0(}-VY<cN0)xRphB|#
zi(%5quhkbdjnWeCzyj0n6qZYcIZE0Z_@8P{$9Hy4BLqb0rFEvqp=8i2Yd1+s@+M+T
zWEU;6>Nt2)PN(1G8xoNHHEUCBj1ArnK?7BVE9vDDO<3niO6j?Ubw$<TnO(l7%fU2u
znZ}jk^s^ue@&k7^EUgd2t;Oys%k{6_eRM@P^E#gt22cv<w@jQq3GX~q9J#}%<yyt<
zC2%z;tGbqSR&Pgt>4)Nfl-}Qe8EbzcNlvHF?Bnrx$)7L0?7=>O9vS8)PAo+9O_BDA
zgr)*QnlqpzoO)U6VYzW0<pfa`&jOKCPkY6w^ujB`FgK2N`}TQ+^9SA-MH)Xo&mkzS
zH-eJLAYN8^j!=dw#__#18Y@ZTEYyohq=fOdBDLM<fhHV+WPS+O^vw!E+F52RWMbr2
zb!%{ea_{9t?=+a@YM|Y}OlM}~IEsvf+4y`y0TG02^Rq||I2U_^{kn3c_`%!8whok5
zu~>={3Fk)YU<a|#U;XIt)FwkioU11-TY|Er%t9PY+=4j88S_X958iHjRb@5ZpId*G
zOM+Tzu==UqNUiIL1@Gld3x4V5{eP{TN1ycbIl3%un#+{Wl(HpV&-r!47mlM};kbRA
z#IX~J@;P`r+7fa6QcsMi#8KfW)snU4C6Tweg|q=4bzGX3G9M5ES+hkx*T#OkbHr~1
zO*1T^G>rd>vSo?h_y{uwjL!2wTb&{*#1lVIZ(W`4y{5>3#pp5YK$1Y5>UyAE&v5-#
z6Ph#22CSA1oPf5GL`t$Wg;tVj*+nw+Kw!>kYC3W}KIN;*WJ+wuHs@Ktk)$bLXhhai
zBqTd<D?p@u{!PiY1dD<VsxpaO|1X;6mQNfSv|r`DuRgAywl70*WArC8`CCV`<vvEI
zC^UL;7WwtVU`*c%8+5Zz>4+BOMyr-gytQb!K)65Y;&SWCqe*{_M83E)CI}H4OcU-`
zowA2@>sxjqUCI-;xeYcO#Sb$m1F89hAD4mS8UE8F4=T0>OD?aO|9SU~ozwC-=8d%j
z7B*EwUV5@!R^9jA&E$T*6k11;feQHbrg3ho;rP+VfEg955PewSNtKAE_1#$jT~t+Q
zj)PEix%tqb<}BaB+cj&=vPN>gHRk4LRSnkluDR9q^yi}qT|R_L-UMR$BIyN{G(2|A
zTqF`$L<Y^@yi$Kc!>iwWUwQSlOAWJ)p6C5-0cW9JQibr&+s=9oYYj)H=Wq^EZ!9Wp
z-e=*_J1i&<(%e;@b^Jxt+BrY}1=*)xilQ%uD`}j3Jx$f2(O=x3bA+0d1TD;o=!2~f
zQIeaOeu%{HiE{kZTr88mZN2N=*PNZLAZfNivuE13oU*$i&GHL=KAc~9)IN(kOADbr
zt8dwADT=+>Y_UbqVwLo8_lS3AclI({r~NCE9JfwB<?-_?us-zvRefs{<qG<*K<DSC
z{xHw1XbiY{(P`|jXx+M%tnemut#Z{+Rko&;%nuu-4`NcA0KwOlc4*oN_-S=Mn~mA8
zV_$Q3P!-3%PPS`#jo7z{>|r#bew}Th6F96IZemkrN4LGL%=Il)Set$H@vrO$>|=-b
zrwhaDx_eOFIOTFS{ehZO%ZSfRaY5>0)o~BHcOU+i=E%;$p;uQfXDdi(dTeSuiE(r&
zee5p@?YQYY(Q)MJ*Er)3Jg$J>+S{6+HJH=+{mW&kX2WN%x)=Py{6P$^e7u4Z5WiW_
zz8`UE!$VZQcuV->-+$PF*mg9_y?Pg)roSJLp~OOsrp0lxptoaNB5wX>$28^7%<FC5
zN<X^YG<2++Oz5)N-qZ^wVv<{|DnD4ipK0O64_mA{V7DU8;`)>QcDFY_sp!)|sF%es
z%IbdpTJC^zClvK`wv02bP6^WE{!!6?9#xGsdg2R~j9Wi0>j5z&Hr@(Qz}r6gh)KzR
zww;<w^1V(s*A)MAU}2N@4CHO(XaG-Jtbom6yz+2%>%xQWw}CjkM}Z6{=I~2mXM-l{
zwggeoy#{ASEZeAr%mZt85{Sq%;yVI7YJ;(P25<IXu|T4T1tS*6)y?~=So?4u<>Oni
zAleU{$HquDh{K=Z{M6i8nT0R6HN#`yc*2<&tu_t-xS_r82hcMc;8e=6QIqs88^HcN
z%ulOglJGmt3fRC;<A-1plLTxQr$odg?W2DH$+m`TV3ZXDxF3rR>h>`J>N&IJsQyv!
zMzq4V+S%gxeFn_H7>`(^BMt#j1hE1uqn(4K@DY0hVEdY*5gHi8+||TnH;u>b8kV>N
zbSxc>&Ba;m0v#O#MzE;3{4(ryq<|{rbfJvFnp!m9A^VQ%Z$lOq+|h(rJ!Ve4<A&xW
z<}l4Z1IsWE@u%tS4uvSuh{MWP3hfC(-GhVuO#}NjJ{)HMdVl&Skcks*1JuAi0RFo?
zhcUP%5b9C65~y5?6(jAnigVj>h!4bBn%svVJ{b?T;m9Aw(sAEC$W&zZ>HpI1$f2nm
zy`Mz**ZE?~l54sy!$|ou!az)%af}sSK;}shl8d1C$=x=~?eXGMj_SlSPvaAYSJ?vC
z^E03+Y%W>*_!^Z@N*%%6SAl4h;~q+4GBs@wyB5!OqR+3TCHtVfxf4lYhwtw|(Xrt|
zz*7Wh3n)^Fv^>kOA24@%**833Xhq><)*81q65Or)!O1z)=k*J3?8jwRJw%E?th%SX
zQvOMr0pOs}GN?(Fo&BK1CQa2sXP4Zd2H-&HwF-aei#r80K_8n6AguzsKXL6dn$udz
zRePRg6h-F}SFIhXn-6!AiLh)W=17Eg%O(3~OU4!U;t64uc8Dc#ijAYQEX=*E^hNK3
znDwK4Bv&gO6GY=dW!rN*@GecoU}lV)o?1Qx>1_qx9o0^jKNtzyh!2VPWCKBFdCw=#
zWEHuCxFBMGg5Fw#3s7WbNk+URiz+j_OfcFyi{z1TG&d?iavEVk;Rrrek|~R5-H5fE
zM7^Lr(aGu<!c|n)Z$z^<f)x%`pKkX0dO`YChnLXuqhrSbqB)wRpHA9!M)$ISAfd8`
zFKBivcyN)l$cIZ64_tZ|hFxEOT?fe@KA}j{GO)4{`6p~@7iD&!#X<T3&!cNz>Gvhq
zCXv1&6`6n>u_xZYIT?ai=3wk)4$COXJBBt8^(e+*693r{L`M29Ibjj5rDh#cqI+5g
zcw8%>8qWyah!So~YP^Ior(@Ic=R%}}Uc3~d5GAiKk3%6V|LxBiF0E86;u|FUa)b1=
zHmBlYVqr;D9=YmHc_}bG7Uj`EyH+N6y-Uj!X%cQXC>8NNrX9L@Le$F%SYHh?8NJh%
zAI08+uF(Jd8Vr2*HTYrA(X9cQw4M5o<8ufcN;HQ#sd|?Of#tI8tFjx7;+T}fjH{gh
zZv72{?5a}o^EYF^eT*d5k6}qec$L{+%oRb3aU2BEi44%r>925;rAgqg5D}0o-!hGn
z!p%CmS5fT6#KUL00-A2Ac{obzc9=#Bn$IjmgHX8Z`bGT8cU}$Yw8o(?>YV$vq4FOo
zU*bI)5_LL`JkBzDYUPtj>!zriLhJ2TyXlWN5?0+J<KORo&|q53mrK36tGF1VD$#5O
ze~OedI1)LvuKei+Qc0CT0#)~(s0dBpT1r@*^QQx&&hb3XgK9IdR3<`1KVytY08N|9
zEhNn&e3sAWH?vX?2FW*1{CLmS7l@b(pOm5J)xT$-ku5Um4UCw=R5u9s%oo)JQv|GD
zsou)v;|rqL_lnW3iY#N0fYK}9O`@1rYx(;uUYK<*>X;xT(nOQAt9bTUbuM)++OsK{
z$i1&(tWyh?7$au<d|!T@yKeiOsXN~5JET|zggc@}MEVZxI?L!O{ad-)!TwRr5T)<j
z8Z4~NeB1<1e8`?$o^we6M6;4-NGDm?+B~uL*2LOze+&5}b~kf=g;>7QLsbdN6+y3j
z>iWKWw9biXB_2f!oU;_?279#@r#`3)<+HS1eWk0OlzPEc7&x88d}We!$!Yw!*fJf7
zcKIlA;qNT@w-fVEPq}b?+-CPGMkJ+@u26(gF++SaM@}8b`Yi1e0ZeEUvO0$|xHGZ-
z_WZz3yxYTu)}kNoOgT;0&V;GsuxA9VvJOQmTbCKHt5cG$DuWV!ZC0Dwq_D`Yh(EQW
z*?C@F=B*#BcKAN^ezk&mBvh;S1N!-BwUio0_h0GaLQ|)Y6DVkxkbVLzt8OR0Bdc%L
zFzLyz9)iVr?&G1=fAEQPD6kil;7*SNw0>Jod!76MQe&H+RY7W3T0@Lg$jIz{jr_&M
zk@thvpD(yr>kAG9I{4^7eb2yB#$7Hg3f?-eN3FOG<~Q8S+uD83YS>-2wn^IR^vp>M
z$Dl4P(GKKl(aU8pQ-@cq16cM9_gb2AC9RPMTV9%Ig9qMJ)Ldd4CcDV26pmVZTfvet
z>keGPY>!5eqZtv~omLhrL(ur_$$igvq}9*Ipl7XElXvS4`t%IN3H=COUz-JdKuufK
zO@yy9qef8ZHS-Z}Ovd6Y(<ZOADlH%{F4@hQhJ)CNPY5h`RrkWt5NuJ}^7Z)a=$1|~
znK2$nz0=}sH6u;C1~S_!Vs;MiB-oTh%D-e1w(`xXz5?!6=^L%@Lf#WFGBt>dR=CKx
zq@xqjH>4tji+e5=uCP)fTQvoUc58L~-pv_(>6j@BMfhP}ao*Cab)N_Hl4%79WtwFR
z3HK^n{Wl?`sK-s=8bOJ<5GhPZ0s5VumwdlpmxQMJU{Z34E5Z<AiI2JCx;%(QJuAw7
zuElPNI{>`K0jO}rt>J~ema5>v{cUsh#b{CiloJ4Ei`~5wS07bp5PPjn<hgHG9`CuC
zv+LTthOYDem&brvKZ&w9<E>kLO*Us_Zf}Iml=So(VI?)0N88tf@q+kJV{w@(Bes7}
zbixIvd}RZc07kjA4aPfo5EISjDy=z3iBgAvc5A3fLkBt*h~AY!@xV7--HR(w-1oZn
z0Pt$|Ri}Vtv46m>nr{6|P2;pHoti1%>(ZItqh*taU83{GjuS)8G3sd-hDb!%5X0$d
z;3OPi<}kgcBCx|S0nxu7L4aA2p^Dg9`v_-CO)f%Di5tV^{G?#r72<lnm;Rf-Vup_L
zSIo6HF)>c|TBEgRq~dVk^7wU!|DRmtV?kIk??>I{TZMdEWtR@yNe%}3MjpxlhR?mw
z31zcVMzfdsLti(HfmU2x2PxQ~SA=;_JUo_7gZ)ZW@_UE*^_Zg>W;ZH7TbYUFoj-nZ
zOvxrBw0m@g>@&M_XH$!VIX*JWI`w)h&L9892H`%FkO?N@6aB(V7*PHE{l@V>T5F3;
zxCsdfJ5_xbiH^^>BHT})%fGkbp3WPKHX4(uY3lwnKPjzAUTZ`@m+UPN7m|JSi=EUm
ze`0^GPGkS&%elfrTH4y<9%A<K(PC}wUtR{G<tyIax_j!)nW?$|igNq>tA2VKWNXJB
z^T-4H44wV^SC6V(F`JSgtKhSG`3H;7<A+ljgPrm1{*MT({}c7~>LSGc#4TVAj^J>m
zX%*tRmlc%iL1Dy~skOm}1vyqgPmyCKm@<38xXFKcf%w{ovv2QG%Frne26^AXp@*_z
zM$jzo1^S&xS}?kIgQ_A`H^j({e`N0?8|d#AX07K+@40+rve&O+UP$P|GJMg0C?_K0
zP;u=%Lp<#mH0ng!2x3Z9;B(iTlF2m*NZ@FC6u7E2wKs$>&lvl*P!=@^Knp+ARs*Fh
zbk4!AeyraKqj@R`aW#bm!>cQ;l^87UsV`qJjy`|Bg6u^|Hnag$>vjT{lnxhx*2y?K
zbSm{XCvj*)xPlX5@Gu4*S&jXoWdUhi?1V-~xULEKlJn+tCY6Ye+UfBrMC=cZkeqcH
z%mJw*K=HQJ`+!Vpy5EiIu>T|}+g2ZFd*}-3w=w)s)ee}qUz6-&LMXgU)$2<#WkdD3
zM?mTDP=BH{K-}>}eu3n~<7C&wg=qxNX|zoSibxY)74z(;l|=suqke@3{GIP@<DFC;
zKkq@a$1Se|pzEl|Np)=%rsuWFq+8WHYakYyhmVP0M$=Fr0Xf+`<kzqL(~~14v_aLS
z7!Xy#Bsu7euBqce8Tqb=4H(Va6n-|L0Wf(va-pc<w!UJin$YFbp@<N7kVYNQ#VIpW
z@V`o|a?7mg9;J}EI#b@`<a64QQijRzKVl>W%nnuhR(B!5zK)Cz<haY&XFljLCh10O
z$l<xTUTj@mp)MQcJ#f5m5GBxf;X8WQO}?)3#mL6SPepwbC!2=rPqCiZRcjpDS&}@n
z_Qr`e4|_*DeGC}YE9weWcVh*0>3-51D{mL^kbr(!{f**oCL13YZYTN(vPc7@uL+m|
zJye|1%GMd8<1z(~!>Z%@ZPIDEE9~;vv)ettpLvvrwX&HOMVU2(z10ZY=*!4Y)|UA(
zU6o9_IDKf1>@dzh6J|=xVmBg1g*09nqdq!_+}xkX((EZa6l4`i_JT$h7z2Y9HIOlo
zh>@C;M72UddCJvnJPETV7*VbgC9FI|#}KKy2IWIJOZkm7kV22Q=)`rHW}kh2d$QF2
z$CXw0?HgDVen5@2vpkYU$0ySFV;Q&+j!1jDtk&jCV6N^J{7)W7w=s^J<q<^%pH;h?
z@{QCwVShHpN@wnDLc3k|HQBnNm}s`PUNqVKnn*%G6uU&8S3D{-d*RqePMgy5yMN<S
z$bvLJR+<Vkj2^&Dw?cbcmk86-l=IFmvrqrg_7d6#evZT80B2mHogoIMiFh}ZV|DA0
zF*we!H|4&-`|$9a8cbNylQ1i<81$grRFJ)ovD`QuLZI42gp`p>^wG(~RxZ9qdcVgk
z7{-?;;l3+JP_$eCH$9==eDaJ%Z5AE|Pmko15(ilDt4`G&;(l^rxH!BZbD_+QKp)~^
zpc_FzZ**;<<KaA^fW~yc9g%<Smih|DA(3e0`_=vWcR>Niib11jI(>-?r#Ym@qUP0i
zvEPG?<o|PM$<C$x(k%Qb7LX@RPE3Q1UGM3YStyy2vx(O-aEhn&#r<fY&EP-ws2<*8
zR!v{PC!UcSx|phN0K3v7a5%GA{LK>2wxwGqQbRgSwHT=R{lH{Qk#UzD>?5TyJCcXv
z^g_zuyi65;%v?{|oA(MsK=bh8qZIDPsa264E%Sjj-M8X10;iS8smnVn9-SWV+KNL`
zoONAsQc>E~=|<s-y1L^1B=?TO>QF5vnbhYmv^*~iQ&P~c6~DY53$kBe@yPL#>VE;#
z<%em<;-q`!^<F)@9XI>K8g<vsJ8XjhXAHaNE0d;#?Z3aNIs4<^c2y)$VsplT;7AFh
z`Y+hk$_5Y<_OYvOgVID3N;$N`smPR3(XNlxHQ+W#Wm%P`wS;+{7(!TDtI->?HQg-a
zfl9}feR(k9u$1@FmkxDKkAKvKwok72Vle*BacBBw!_{vRDiklVFJjVn0gls7!glnw
z0SKPe#Glx>zw__!!a}zmDa4U9Ao44C3kJ^I8U^<mpRvmZB~X8_{Y~mK%|5%FOd>aW
zRG5aL$kyD+DqCdhyJFwp_Hjj08|azr%5eHO<IQg&gkO>sAw6LPXYfs)!_z>aEupF^
zN7Wf=O)zl0IkkS8s54{B%)ukA?U*2$cOY20OMeH5&-0OD^Z=F8`wT<jyliQSNTP1p
zd8MW7Gd_Q9>q@=j*AmqWeo3U3Xj9RUHJbqy?W5=YP-nSF6^TW~AH~i>>JqWQMW$Ic
z#}ubnhG-D94>*)H<Rgm7nI%R?Ul2wo%^34g4Nr_Nbu@76lymrK-ZZ5juK_44Rg>*Y
zlOw9K!?sC`c9+autw(!{m0GEb)z|OlREag0#hZ2KbP(Bz$#ySZESq@4CTMi4--kV7
zoAE>m>HmD=IbU%`?dtgF$If&ezKb+lXKU2I&#=U1%aaTV9!YKi9lX>1;O3`6OEkO4
zke4r&y&IFcNgMrkgJpnBjKpqXZ&{k00V~$9mUfSrt>kPTik*(9WW?jfVxeB;({9m>
zQ;n~#%tA}@9nwpClXnxn_arBhx+1fZ>80~qR$Rfv%+#{`rkgX~|GlQE#bYMee#PCw
zBZ&3-QhO+_0m{-jXBVoc5}oGLQJ(}Z@G9KDuz!dz`_8gpO$j?RbNL_tW*Wg%y5y&8
zb<%0Il!&W8Vhx2vA0btfU{MA&CRyh^yz0+SF<BjZ+zn(l<ADd12OCv9!1vpqpjTd^
zhnY|~c(EKC=oijr1{pmZ0eE)Pv<maK7mz)Zz+Q~hMp%WG**x^9u*^0^(=6g~I!r?P
zvD;Y_&g(^%#ci)qVJC&rZX3`n<}3BcstU-L>hV)Q@Q$#7LnAZ%Pll{n)l-_0O#ybE
zc8iB**1J**9$Un8D2bK3TtkE}>+_G|fT@<d<N2S`lXvB7X#(#EKahnGULuo@!$)E6
z92FmGMpU4PEmVK}A7}2fuiicC5-&c-x$C>3@Rg}Q_g26DXfoawC<`s$gqPL1_ZcdA
z8;zogM2IPhI{Q|V&(Pq+I;kDaqW#?`BNoE3r7m>>sYw-z75l1{e1NP+m+OG6`h|27
zVJ|la$Ago>0S3)V<Q;9WtN3wXh$2-bhX;?ATi!ojlmcm3_a@Jju}1XSGkh3yDzhiJ
zagD8t?)Adyl72HpWjAj0Olw^b%&x|;qY#+Qlh^r0`x};9Q)e&AcZDdtZ)q6j-V#9y
z;_MQJDy`yO;yK%|Ob;t$h)@2mF<^4=-nJ7!BoM3!7OXbnH`&C!bN}&~6aB}Bm=T|@
z9`_9fx9Y#VTRW8*zekpM2>Iy)(?pr{-$p4r9%I_HmdJ=Zj46Ajft9N-oN+6GOz6Ye
z=9^BgOq#pyV)`hT=QQX0$XvOu<$l?x&wX_p^>Cm29;0F`RfjRq>4fqFz8zz>^hoJ~
zP{CyL3%^#)uZMEy&)?+Oaxy7bB|uR~JJ{kjy~Yb#o~e29!B=l(1a2xRFtzE5FCm&(
zRo5V~2tWT{<hs_N-nRRGw0m>ZX}!Y!cOYa;OKS=Xg8JOC1KVLj=-;c)ULq--FMY`r
zaE<rmc0Z^;u@QCU%I=AY<DeX&EAP<qO!#<xmi-B$ZKi;rFW<i}S=ht+h*mAMV8?1!
zNmPw<7zD>`C|mG6WS>uN{4dHEWYw(k``P~`eD^=$$9}<y$O`akyt1kjzRjt;BNA5+
zMr>l+zi{PsOLvC+=a_u<pMT4LT0j$IZqs<1M*mnyV)=h&c8N_f|DO4xHvjo#i|!@H
zYG5c+yylC(_;(eQb^rHamIpLpna0CN>>EvWmK*h#;~Rc7-aqg^^KUGl4=)uU*jqXs
zN|mPZy&Sfi9lsyck0P6!+s3S{Ws{Uza~c5ES-ht%a_!@u*<0J{HXKNWzkvv9NR=s3
zw-PFbK$+UPh-a6Jm@{I0?(2k-JO20Z(xkxk@R1B^n0Uf*Fuh}>x689(Ah1C%9@;|_
zk5M;2h=&oNly0zI+E$>7ga7)xjX4BLCpB8*R|#kobt*~4i>(=gJvJ=KmD=O6V*M||
zO{?*t?g7b55So_wK=?r3DFn(UO9`Y8Nu<v!W;GlZBrM|g9g@cozz{QZQ6mS!(jQo$
z&XVO2V?iZB!trSn;~klkj5*7Q$eyi7XxnBw&w7P}<0R0!WRi^7?&$54?$-=e3rSpj
z4@rnM9wrTfxJ^WNsK{`KcBjcYfA4?!E=47ah^G1exo>+%k)YhK<O9^_uzEG-{0Fv&
z;=~tJrrLE+_)2{0>ilZlAR_U|Sl+2y8hYo|u8v-XjktRG^Vcjl!xfJpW3?QSb@3VB
zu1=r7>D9{L?@0XJw?b#!_9%J+a~U%qCI<?OMsWjYzsx4dTi`m{unK|l&onLpHAvuz
zi_nDK1Da&Yxp)!`rCtZ?hiDKvYbQ^eS3jYHsGjG3BC5W8)Swk>z>RFeu_mx#ct0Sq
zN+L}sGa)8mues6>JO^c%Te{(ZLp11zxI@AzrKxz=h*mL?#z(@S`A&Ffxny^Kq!+gv
z>li~MwXGL*sR+}hRC~<a@|zdFUq)`$4Fy<Y7=0Ne2!L^loi5h4i2eY*U>A6(EU1Jc
zRk30vQIoq^y$w^M)8FV@IZ(8wJZS#{--r?3cWVJ**b2y=jYI((Qr+^1ON6S@%UeN`
z#_f%~$cy)$^nga3L6t}%??}nUwOH*zrkqDM4>udADU%k)F4NWzunrRhK|qA|wPhiH
zAKrnuhtXeq-#-1z;?qAy+Bdm5Bc~UvIy9^Eu@GyLh?CfCDQEe=iFY@r)t=5tl7BDt
z2K-?i)00$E*pLJyQP^9d7-!ok&GA5A7Gqtqbk~n>l{*yX@nSfF#ctInfJt8uzd}?-
z(l_7@Dgi&*RrwsrHtWv`NCo=_YIN(wnQF(ev?bz>u8Gs5^Z=H;&M8z;$?IMmr2PeG
zAuEs5Xu{1u4c#oc+Hfu#;+<ZdV(R4<AuW=bC2Rw^m|_}(%qgI-sI1r_)2lfrd~2;-
zHfj?V)=f)#{~L6rA1BSC4Vj8Ni*$qs7L^ou1Dj*K_tSRq^*q;8|DvmLvPd^6(WP4(
z#KhH`NKbP|pspQc-}eRg`dAuP)ZY`}_bL0R6`fT%;`RE*;*J7iK+rWETj&BrE|FM?
z@NEtc;C$X#?D>7DsP&2XrY)h=$WZNbae61b&J~1Z-+^c*O+YMM0Em|Pe<luhb{T(W
z;+SUd)~$pMNq?<c8x6Jh>>!+RMv&4_+gR{rNNdrJj6;esR=b_I$AFNNYQW@?%01F0
zd?Mk3y2!(@6O7}BgstJ=U3RpWR&2<vf(UK#Fl)je0ZoKm1b=u*lNh$sgbby)V%sQG
zMX`FR0^kGun-;rvyA`BpS81&)?aT7aZj;F-;W1rq6k~-yc-qI*8CR_--Wb<}vEYW3
zioIE{{BXd0i<ya}hS?R+90hUIICfu}pty;6H69(Ou6vGDxhBP9x<%b~z$X-Ad6`1m
zk)bN$qe%N>K9SbtIOHE%0xul>cqlQOJ3Vpv;>1@>F7lBqA#I7pqJDwiU118?t)&KQ
zz2v`_@%18~+}K=xbUQ;_()qA9up5(kjHYUq!$ZL}mqej;-%gGNw#X*Fzqh7bK`40A
z>S_7-RQca7u)H2;c~+z@t05ugh;j4)mY|%MM)6lo*2NB0J*0o@ho#n5(^OUfMj$=v
z$csc6{Anxo&oF{LaiY$;ucwqC9W!u*;^4g6n)2ReB>Y0J!ggfW-Pld3pgHp6bQO<0
zx-6c@ye{8)av!DlmZtBpf@h}ovHTQNUFk^6PNJz8JWiLtFJ(RD!8?ySdy|q`THRlP
zc3jf@XNEAA``h%%2B{P33Xf=#!8}4W{}})AP+L+^d+RXV>H&W?)w=DA3|#*A-CC7{
zE)$C~9K1tGdj&r&=GHJtfeq<9ud&Qzd%?<oKi|t;DR!F)B<r5@bP@mFh;Lw@Bo5ly
zA^{&8McBZ9m}~>_?^@qkIVUK73LoZBOcd@Mr6k)mTSf8OEq&vzp0M*_YBC#m^5@mX
zXi^LsC(Y;#T`6sXHPa|aG2lmSHCO9_*Pz%or9;#miFSP%-8@=WDeuKUVy+|mtn0eZ
z=bVjLNZlDFzVQ3@AD24Lw`ouD6-(x%Qw2R|UZ<%{YkMGE$NP~5Ba-wNr)~_jf@(@y
zd?B^faC7ncT~+;`bf$|n%*i=j@3OBbaz67IY1W|MF*xl{E;DiY@0rDIep<`K?N9x>
z@nsYBTud_kf6Q#%JzU3APNzg@?XjwmKeHo3d;eGMJOGesf}g_I7F(~QA7fMMAOJ`d
z--alyhRPJMIj@-O$gZ4|N)btu{<~vT)e485R35NC*SHMi^0nF05^&8j=xU@qa$U+!
zet-PubJR6<W|-?UAC%EO1?Km?d4^>?lkRBO9@=Vy<LkuoF#=2VxL8Urxva6I&aXyL
zO|m=Xc@Mv(SsfT)@3g6;oQmuFk|P#SkJuEW=k~SXPrI_`+WB~BM|H<fuxB0?49N)r
zG1<Fw$I&Rh#iu}{3i>k>UyCi__x#j&MPszI5M%ZLu62j#2eiOkI%;)%M^;pw6ByXh
zH&vxtnsDA!rt(>NUJ)%+y5$e^t;}#<%z%N@drHMQxC_EJpT1FpU>hD*{Pc>JFc%qP
zyut>aSqy*q=u=pV4ZeHU@w&4l7b*CWoND@IgZJ*tbc29wTlCfK4s{zGs8;MtBMOaK
zrcd^D0C{2iQF{wWi#N%67yp`>D3tYmsOL#{w8d>`+$&~J$p1|`e;3~X>~xu&sq}Jp
zX(`#3U#}=^3HL0tvtbqOI-Re^t9Ea?-sJ-(PS~tfqzt9#K|Ss`=BYwY?I{9%UB)|V
zo%eoxo9hr+O16LM$8?UINjD~-wPjg@q+=OP2esz=orAI=Jz%J(<OsAVjpqwOxB6D4
z=BUWSgx6WgiU+g=TY%47n}<#xpF?EOsIfVJVIg2;|5lu?P4|PI!cNDwbPA|3T{zTM
zWX0K74`j_@oq+R0Ye!o4C`26~t5Q~bdZBgg={c+G%bZpnyvO>(*lWC$UrSUkH^D+h
zVG@Y}aOtj9AKaeruHQ!2J<PrD{l!hB3c`o!@fN(8#i=b9=|ibT4-_`&M}5)kHOjV1
z`Hm@!7!-wnGY_aWU6DB9w|ooUlVFb3%y>T)@}873Z+Dlpw4A{nafsPuygAL7IS_x{
zhty>bfm56t$6S+9I{XNx1>)iKt6Jk<dW{$JEq#jnj%Rl4ULvp->%3E(JNpocu8%3Z
z$Ayw*XXUO!M9Z(p$rYi=^IMtwW`0lWP;FKfn4Ba<;VnMIdADNHC{qfqI>>qHMR}e}
z7JPCod!!ZW-;J|k$?jZjKZhbp&-sDIA^RO|&~ce4r5Z(BX(ZV#w59mgK{&1G&sp>b
z;y3$vP+Xau*$QK+fk@XOZb=@Z9cA_mq#E!ufLPnk?L%L@HR)zLkyM${U6opxzoE?f
z8-Vt5G8<husvf_+iS&j^K|dRCzc!<Hps#~{w>7bO-wm_PkEQN)u##Pw1^WB#(5SVo
ztVv~V&;<AV{`)}E#S2}2_cRM=8~AZV@^!~O=k}7f%+Ruoc9IgFQf>J*uHBJ(uU>F>
z*D2*R#XCiw$(oc~Rw?NP4&ZBQP7)bV?%#^CMU}gPWNZjru~^7iM$)}Q5GB5}gcF6W
zrh!|ID7!P5A03xw<v2#1jyUNpjq<^QJ>AjW+N5)pnOVTaE>;sD29ew$|3JwLPhnQ*
z>gULt)vfcsk^X#V-U!ipMJh!u8aGP_$?gOyv?`<6uz@k*SiTEU4U20}6sbwAb_^6>
zD(LHIHS$pSpjVIbk<HSM^7YeSi9d7eEN?J6UkCe=aH^hyD>Fw16%6P-smYf#Xp0NZ
z*mF~kF@Y+~`~yPb{FnMlU-6NWkvU=pfi@zPS6g92kG&s{YcZbt1I+iRX&nPcO~Ac$
zp$5<iZmkueMzMtvs%56<zUqwb6PFo12CXE_HyN1_`Stoe3<+cD?Ih}jxwLGNLqvAl
z{ZM!&jWI<Kg;EmnMq`_+&YeP*2m#~OWRcQ=!IDe9kPh0;O{JCenWp<`aq7~Ap7V1i
zQr;o}ql_3FrAs>o+XOub>tql8_@pznGN|B+B1=~&K5(Zq1DU+)S!WNZtX%wO3+>Ro
zZ6B%6VIz_$(;zj;_Aj=ZA9|Lcl_`4b8I*H^w3kgUO!i)A9r|-AsXuCar+B46N?+?p
z6upO#7|<pcl_LsKcck-`v$~e~^SbR?)x#AH-LofgNZ#5=#NyNc?O=@Bb9`jo&cXWb
zMY03^d=J?#MQsyYX0;&?#eK@3uM)Z+T^nb%6_UuSS?K(AzxC0J^v7Ae$M%ap?*2ug
z;^x0RvEAZ{nB5_3XA|5~w*EsU;2~cNrmYy0Zvi^p4KyNE6X6;Q8Pmo|7yf5C3;(nA
z|NlcO#O0IV(?G!9N)z}e%;<)1mpiY!x7MrsdP3pxCClvBjC%%_n&a9ig=|&9gp~ju
zr~oZt*3gC};tgGkQYfqF*IP?C>wt&d28v3kH4<4uXj3@OQy;}ZE<hjvD{xVdT5mww
zjN>j9s#8Pw4%Wfb*yZ&NGg}2w7oHUWL1lZNjnvW(-Bd3A?{Ee?X0;f+umo@*$Q?BI
z$t3wZY|B}5Vlo51S&aY)b7(u0v7naWW?JO9<j)-H;dwsDgc9I_CP87!NN=L+MqeOu
zSd<$rc*tkLxe$j{<2K&E`$b9Cj1{2QM|sHYx4>4LjAV$ni`j}X!FYR-FbNYEmSQps
z7woc0pC7cg6h<zA_3*#0so7;<I;3w9-!;Jo6%d&1--^z+CiyF{h3pXEBgF+9nyOn2
z1Z7Xqc(i~Eql<HN4+SR0-0o<3>zdi=1dy~hdC`xYe>t@$T2$%708L(-LhTt9H|z4$
zaWRC;PXK3f7WRMuvlFu3Ygn@hc}ZGcq)LJ`hgl??O`S;1q-pd%5^%9BV^`JcJqA{e
z6l1{vz<!ezo><b>!O!NJuT*vnt0Rf^o|VFeD2t2;w%5-S#~as7sw)c@`$<TQ9OD|9
zDPTm8f%)MQsHFUX*cV`)Mj+FzK@TvRS?eQ$pnEpPOTP|$Iw^Kgz~oQ#x)G@{1+s`m
zPa*@ypqkgZT9U&d0QX*_j28hk*0#l$OCPi<iL3oH>S{Ct;jyRi%cA{J${kwfJI3hZ
zy*DSMlMb&)QQkg@KOi1V26CK7dY-rL#^U89Aj}^y-3kCe?K$1BmQ~<s?8F+7MB2;Y
z)FLu!$147pPkGRHHq)*eGcBdEmQWUJf+|<+q(sr|&p~Pm)9N<kgyZK)7dgtD>QgB5
z;_FE3E`hx#>TkBv%!+$XJZ>bO0{zM5T_|}VjZ`T4c!T%#X_BCdyW0pq-pS_bH5sG|
zQT1TN6wLjyM#&bL2B4{_0cnc!bahE|AG@MCea~}M1L=qMqs|#YNm@F@Ej5GPz{**-
z`B3eOFLZV|uOifTP7Q(GH+c`Q+Ij%yF+caARz#8{C)+f5KNa}3xt|{w-{$vdPXo)0
zsi^%4l}HaT_9&-me}$)q)W^T9ilx6p<}j(TK)rP?Fi__P8xa212pDV-=vvtZB-1YG
zzactYL?1$Hb-{*0RX8>`fLEv?h!y8Zv8<-c1Qb_Bwix4G{|VvWLqs`frMr!L*ku4!
zI@TnTjK0SpL1v+3x)l}aY0d)5WiG{~qg)Stg(tl7*TGgO#&Ri8)RAf+iA>^rn3*IR
zwo{@>irr9bFS42!OB-SG=95U*9xjmf28}t?%TYGw`>e`_ofi=?IR$jA`Y^`Y3aHVm
z-Cp>{X_=47XM}Fa$>)9bCB|H~fuHC0TIJ!mB5VR4bU00|wrdb&EJC2gqsaB%BVhoQ
zS##xuaUma+VlYfG3YPmBhGm3uB(PfSRp@kg3xCCN)M;@M1xUBH+L?BMlZVNrzr2xY
z&$nAgqS)~CC)-q&l2a7Ifa~A99^wCxY+Y+0!rsl{Wwqu$6kp){!tVlCtK*8I_e!D|
zQ|(4g*JFBE*@4aFl)Jw833EXhAAj&Gf!puV!FAD_|Cq*;55D|Vq@RRf5<4}V2t84y
z*{1{;Ijb{ic@y&|8c3zI+@o(A{3qO2Y^INrm5JcfTIa*>ohf(e+Ei}M5I-Af0v*t<
zJQ|{hu;HXsDy@v&f9%+?evh6uZJ{_r>FF`g24J;pNU9<g@}V{Hm8Bi#69NjtDj4#<
z6l*f!AOX*XMJrS4_9p&W>6J0ubopwj;Ji!31nE74giNX`$M-(}*8HB@mu-~OF~J|{
z#IN58gujjv1o)X6+yigJzx#mJ?Ax1h@;8zWay$dO<9pi<n}?Rxz9ixI1XEj&a#T>T
zm_Oa18AB}lvmmCiLJyR}*8L{nJZBhei!E(}8{)dIdKY^H46WunLC_keR#}Eq_oDtw
zRbpS6KFmdB9=ytQqHTy9ag^LdcS)<fO_IU_>W+YvAUY#*P@OZT{MB(T14R=IN3#%q
zm<Qu-r&#$!ZwrG5coDlMOrd<IH`ejpDO3iZ2#V_`UK#88Ms)0k{34#b-+G;p8q>Bf
z`4POw$4$24CD9#12Dwh<N^%>Ta!P3FS>^fJ>glvMef{vR&oPyX+rUHCju^`q(dm`h
zInCww8W<I=1pN&cQMBC3us7jwFi<8TMIyblmu88owos%1I~}ggw#e{B&zo%v%OX4b
zd+~l(tgc(VYDPBe30wnuOvC%MY}!ulvzlc$IdgsYMv-1E^Iw8F37|X{R{DPy_T;-Z
z3}y$d3i@GP80;d?qx}#PI*gQ3tB$(tY;k8|MkF`gb1pFIdW#^sXNBhT+QgH85~&g6
zf|1nwupJsilV~sqP5-ny5`m(qMxlHs5O}i^rjAT~xHP4=)WP+^KyaDE|3Te*05zTN
zf1`k+2y0yt3nI2vK~Yx`MJZy#j%WZO0TgQxq;~{S*0u`jVnI3<Oh^zR^d>5(2v~s7
zLRES~CqgLi=i#j7ymQOUz4P9=uQUJu%-KChBl-QF=llKC{Mx=pL)ZG+O?dK#MSs$Y
zc@bIVLXXQOVSO;`C5jN0^6}hC$?5=QL#ISk2_@BYeZ@?#*?;UeRPMu?mb}Unkzj1T
z8vwuM2`&Ncfr%j)8l(zc*OY?$m`h9yYTr!^-rA(Y;G|R6#neaZJ<EA%)ycFM8@`PU
z8i;8R>dV;VPvpKoBbgF-mwy(#qjiP@WRPbtD6)eScNBk+eo>r2g;@awCm_F^tx71#
z(Fsi<q+W#F#rIE!*v?PX;_t3a&`J-*rnJ;BAbt}fjcz6!RJP}s6PyNdFH37W>HGRm
z4+YQNVtnm}38h!MJ-w{8j&e(sIE!l;;!<~IX=X0jA6D%#luUN9&lzI!)9*A6>;auH
zueST@e;8;@&w;J?p0X#6F+HB4^0(MD<)44WVKXEjW9%-eCYl|xW)OS$iF5Fxh9~Qk
z6Fy)x<mT3piKS&#JR>_4s0>k6xkF~{u?~?p1mBgRb0$+{<-j3PB9y<B3<EQ@!s6}N
z-VJ;{*@jB_fEU~1p=tu=KM0*=D^i_fM#Eebgikt#NU=t%p>GO<l^3Ag=yNQ8{|Gc|
zgp4DgwuX6<$J6eG(ii;{G+LDS#m2Pr84VYiM@?8?HE>18S#F8poSI0th|zP0;)yMx
z#X!9-hCy;V$~>Y>K!m||VO6;wqtWrBw^n+L=1a_Z$=$Uyy(uOD^}lEqLTQ#-NRu6U
zjsz)ZTi=2U>eIxo{NQhFHb7O}4@sOKYT^{)X0#r<IYwJAD%%C&3@YypdT}>1X*Ex;
z+ETWV*zOPvD~59gmcYi>A@`8Xl}OE9rElT@@f4C2`rs%{<v&EOj7nCqh&Z8f51k<W
zi{Y{57c3{9Kb1phewwQ2(FuAriC&jCD2)MepU18zVGlf@H|(x5wf8rq)3;CWVzOND
zC(*8T<0eY(`#LOJu6~vjg!HzReWpAoYAr#8xbL7_G)DRZZq*P9rzle8mb%0h^v-Is
z_58zlhazbt4!x_?;#hU`w#vS5h%BV)5so5tLnDlyam2dhDCGiIFfUf(*B{HQKg(~X
zTBgp66ipU%thQ>&WR-}EZH}a$;zjI|tvhlzDQV|?j`evR1IoP}ml%n%9?Y&(OgeWf
z`$**d`E;*S^JsU~6Y}1|&qksvYU~Lmx?aXq%}lyF=GeI;iMDH;aKDL+6X5q8g4*Ut
zt^1_{R<Y>>ip()pF`1Q+sn|ced)xeJ0O?C+ZM`zBmR}fik@0~ti@omK>POZR<#+og
zEOPjvxd736>X76)IQi#bH@AFU1%amKbup49MIy*#a&f?0lB%+B2Zz%q+%aHgd*P32
zweZM*z)4WvA<7u<ulLh0f!}WW<tLyz^ZDlxA`uOdsmE;bCJBlB8{FkK`JP;l9_8>3
z^@K5JB)?!p{gG!T<{ftBt$c^xa|lJuSBmRSyZ3`w!ipm`;pYeTY5ZPNQ*-dL)sua8
z`^3dMw*2^wq!fJXMSYzUpk#JIQSHC`k#@&uu6f;5*)RY86Yq=jf8?4M|Ih$${>hRr
z`i<0CU|P6!gXjwWtbkR=>=$P7|FU`N|HZ$Y@_}SJA^+kzGF=a2DI@uUBnsq@rnpBO
zdhq`w{@qdcGZap2$^s()C!sDZz;Jh<{v{bJh>qeyTdP2#W+2&ESGs#oSH@u1Zc>RI
z4d9X_n!_S~o#0s{H;niWaax<`d_r`ndn+q3de8koiE@`*@m~vqE2gP?W^xSvZ(|Eh
zhGuo*l3HN9dsf@OA}jpx6$R<g6O}yKKMzEt52@|$gOiG6r}NQwiS%|QoSDHyY)r{p
z&^H8O8G9O$uMxv1$#zLywOPC$L}eRvMzJJr16v$nsU|cm{02HS8Uo=2^xW>=gGe|!
zhPz4Mf-)Mh4#b1JC0Wqz5)Pi@NC3eK^sxiEI|;qc<tb>Z!mg~3wyL^u-?cYbs;6;b
zk2D-|!@gIFz3VK{uH9LR4mj{OA2wTxOJ_+NfocOv2Yx%WS+F~xo{0a!&wrS93olKX
zRU+@i&So7+N;Z@30dM<M%}a0=RAA>kg)kikE_ZuDo#Y~oUmh#nY$riwGsBD|m4TR(
zo_Qk=IMtkI>G9>~loctK&G=%Iy`7PxB3=>8q;afCPR7X)*Br?%x4oG4&X61U0a@=P
z{Yg8~{I4W40vN5+L(iuST6YM?iNZlDK?Q3*l2_U9+^~gOr($$|O&Ydv?c8;b!BxdW
zh|=_qnOGs5<qlb1r>~6Ru02!wLGsb?p=HrR?hp`577kkWVmA`R^HoTq=^4;Nv}SiA
zy`};;<wD>32u2ri148t+a1;Bg7bO@hZa%xtj8ZsonDW7`AhaZ!!&sw@sf<XoonoF+
zlb?G6Xt#cV5u^-KzjotP;MvF(l;L}xo>y*2>dgk4pVW3I_9l%qMj{YkiMpo7<MyDF
zczgtF4s1)*Y)9Q%lC)KII|)r(4(o*=HB2b;5K2Jn>eYN38=Q0-p_^o06^_WquhW3^
zdzNtS_D?@O0%ALPgveg-m$lSfl8;7-lfJ3yKBzyae1dX-xoQ(=22{%0%Y9%-auf_d
zq@F4JQ*N#36X}Sdsa!7lyAfjCWdB3q2?_JyyB*Dtz&s^9Cw)Ryj&{TmYK(=fW&#C}
zQrA0QV2(;8lqV;fbgmNPkpX0BqhUaZNy3<*A`GfBdy!ny+7C4wFM)BH=vWasb3)}9
zS464`IcnT(66cj#do_*QE&Mc2;A^#&n|+ElaJaF-j&REYaKi_1WA2aF9OK)-SdQ(H
zej&!+1*-ykTT;WR{SVfy_@sG5L4%G7)%JYGjf0`DaeMHA_9UR<WRxSfP&f579q@1v
z^ePZ=Sw#9eWL_5EG25JSPL4*c*)96)ytUEb{2;>JvNL}lpjB&eR&g6+{5^ntka+Ae
zEH7=uIt1P$<(fjzP*DOj@y?;4D?RrORPkT~Gziy`ymo~IV0v=T4Ky#QKvYz!-phK8
z$1>`$^GuBtZqELB)@kcMx%&P#LOZ3$UeP)96hDu6(?-cq>AjTsLCEA1CMkTbJRzBj
z3`E-_$txv4fZcJH%`q)y`WsT30L0l+vZWJc@4O?y{}KXNqR0LAMs_=sk%DQhcGMrb
z4klegSsvg#sqP4X8$bM^MA<!@lx@Yz_sWR(Il<byrcCyk=&zQDch0omYTSp5B1~F~
zXQw#vXP*o`?_=p(PZvSm)zZOfo{60`<lxr?71NGK(r&&rDKqE0c6rU&rR-3$Z7hs<
zF6_b`vb>B?Kb5U|-&9N$+1}LfZ?79%TO-CpBRu5sw9E8-VurGGCxzGkF(bYj==DXf
z?E~`hLx{pzAo*ord9hE`hz9$j%Bl|{l*@gR6c~q|_`4m!<#SUR&5o<ZZ>ju*#Qdip
zCzZvD=k-i%56GT%SUMPhbM>!F^$}Oi@|6rb)U7L%ykq9BJ7aWlR}=2#GD3eCpH{xu
zn{B%cK&Q+Z*+Av7y-(g91N}Vx#5H4fCbm9M+fvIxRakwq0G?&L*&0n13na^>%hHuB
zDWRf+$K$-7v3A*f^c~aLIcw?P!ij?7KWU8zBs|B_4Tm8T1T!5mg%%pDc>xlPOQ5M6
zBd1gfgSG`QSYsr)Zj;kPZ@fTH7sa2cQ;|483#d(b3Z!FrsMfD_W4L!E^Dn=NDSGv!
zTekWonP<B<B4y3l6ahB%8Mk#)ex%!pDK2BUJtzw-K9T!WJ~yDB$otdFZ;Cz#o$yUZ
zg^_E4G($srE@iP`KP9Eyl#)7(O}z2MZRMH8g&7i@qLPd>8-uviA>miwx)5+ue{7N}
zS?=VezMb;aa^p(#%pwt!VLE+XZtux3|B449{%+YX>Q3#YgIe<>-(|$J8g9a-7$#=a
zxR=!)$vpb{>P-dWBw-#k6uHutPra-X))89IR<h$9H;fWE{-HNs-181lN|%Q%!^)2e
zjrjwrUZzLVjo&ccy;CL=A}ODWhG>K6G`VRCKRp1qBF>b(Z&8)%Q?gl%F0SJ4$M?C?
z3yO8r)u(&7$7GhCBgR3s_Hs2v;ZWIK#+8+QX~Lj}Bcjxzz5_hNLpQcLEFbn@@`kDx
z>b(}d?u)tKH1J!|K21iv0H^$pz-|F+vv?1Ti3>HHpBC2W7d9{OZR+By)Zp7iAOk7%
zPBLgY@QCiodG7_g0QIC8O}-}otl#y%mZ~6I-ww4(n+s6iGunESn@AREa&ixS^Sq|)
zv5U_A*PU1tK?RgHmBn@4%s89cs%`ah<&3017QN8CbI)TOeMq4xTimw{fb4UeTPCYc
zKTgzY-$Zvx@#)&l^LQ$odLp#FGWj#-RW;&C$+b@uzREZ!qoWN$vL2GmI4k4!u|4p$
z3d*Pc4iIk1{y9&I`CmN!_<8wNL>lIf)-{sulR3k2*?SKxW@QqXF@YPXtPqv09^QF_
zSdYb-4<Ti17T|Q7x1_y2f4QM*5000J-dR)t%&66!dwQeBW9hymWBWZ(vToqy+6ZSU
z?&S~_kfI}m2tKK-UOlIjp&-=AWLQsr<-SR;So6O-G@~JkhAHbT)`TF^ah`yfLhlL;
zim#xi`h7UHTyHn9_yrfQNG}g{7i^HL)P&#t&dgJ$1Bjsbs&sqk<WWmO9|%2&qRu!0
zCd_>+BJPa*v|-%3EbvYV7+-WNnmh{bt$vA^L)qpvP0+DDXytz_q;FQ4(7VP3_cYIW
zU+$DB$Mo`N?)CytS*V8TCDEse66rc(oM_(RC9SdB?3<2bI)kLCL8_3{rU`5%djfa+
z{nD2-<=uC)-<9=co(VD|p@k1NZL68MFZl1<LdhuyFrm=C#y4yx)5B;mDmF=G4`o{%
z<ECtR%WA)bW*~?YQT~9`8!HkrO=Nm^xY(G}E$0kl%Ulw8koAnRnS(}-3UvccM@iag
zPDuy^R-kB>6;ycvxh2zO;teu8^q0`*grG`6?ZF^9L@530g&}~ZNtb{XiGf-mLS~hH
zEgvLu8&Coc0CM6$T|Qrb6?@%RLa?;5Qws>NO)|WhOS$E}!3Ukk1W)!NLnyAH)b<7<
zkvERXy@NY3MOfU((vnG88Ua0@pl(92q3-|~|M-p7x`97*3yS|NlSj>Tfs@xwBYEv9
zr0%^0s&+Xe#-k*OZ0uusxFC-}hZrYk>hc2Shgr3%&}i9NWsrmT!6w(|4|vhf4pP1%
zUUBCkt0(~9ZHz`vAMU#3l1_B#T}2h0Thg<&Do^u=q7Fn>{%yrECLv<P)+Y!uMKQO^
zvw7+cr!IO^4^h~zWu&;kDtDWBYC&fC%_YZDmTJ=`O!ralFj(x0FPo;vmXRIIJR5@X
z+5{^p@9*ByGcke#txox~Lt!0S0RbO@q%&kvnzjTC#~zNoadF9E;HUR|Z;eu-Te64!
zwm)l@UNoxx9+>>BNh?P?ien1={jR7i)ko!?m($S{1;y2b<g^}X>u{dnLmy3Sig}-R
z?``z98ZW7<D+hzeY#k}&hm+O3UwHmuceT#gZ&aV_?UFSpSC(=lRzDi>b4;Xi)3)9n
z9?5+5I&*&R*NmxJKW~Y_-P_j8`ZK4cZ2ic{jMil;#Yck|%oX$YBVn}?1pu*VovsIB
z1Ds>u0zZxhY-gCZ(ovy<zbZ^ZWs&I*j?mj{nY`cEcf$+sw)WljS1JWQKoFrayn|Ml
zE!abu4RMx>vI0K*X3Mb`5_8IS%RIEi0#i{Q6k^=VIprm#^7CL96We^2NtSgIK1xPU
zYg2c)*kaZzlGZT5zjK+QtsOrct=PMy7_-rOoY108O?{sCOX`uB?y(=w8QG2hzsSx1
zf6nL5e~P0|@Yg+(?m=Nw%gB;Puo+@v*D#ITK2hjS1zr9GkpsJ7dHGwo0pbEF5vfy-
zj+UJu^XqQcIA@@FG)CzDnkOVp2gy1;<||iz?DjFQHo?g->KBD8H5Wv!ymI>*Kzxa3
zdE>!Lo)r#4PPsf|X_Pg3`v?<N0%a;$k4c<yXWuYsI0ScfvQW2>h{JJ4oPdlaj-=m1
z{l~(NO4wpTyTXy?ZzgKNzuCl6c;Wx&(sokGHu}rk<w?hWA{-SFoh&v35)xnW?8t?5
z05Bd4R`+0UzGV0i9XUBrAD+NV9gi2f45MHh0&(`*HM+o^)Q2;w3<f=tjo&#uj5ESs
zZrs?2-uHp3qn*>F<OJ(|8Cc<yBw-?T)mAx`rUg^0y{T%x!!IvQ_REdb_V~B%o_s8+
zsl%J=$S_Z`1xSG(VyCyIcFxq_ZB4l?3WVfK6~)p6!uHTbW4dsQB#UrT8teQYMhVe4
z?&O{t`$cNvFW0@)0irR7CdvdSg3NR@zO=;>v>2L=Q3`$Gj!B4KJ$KQ{W6UR{MZ5-z
zTvu)c)VAFB5u=KS*q?3HCgI1iX^{wOfd<|S3+R3A!XImCI8|6Bl6IlxI0+5VyEq4>
z*aQ=)$>5xm93~5M1!xc+QQ+gVU;pHKz%jPuP{h^=hI{3ISO23Q8_a@D>~&4_OXp%+
zPLA{=1+;iJ)uFwjfM!{gfCtF75JxV5YKYJgVF%8FL$1N|w~WiXw>pv_9qSOaqifkg
zi_~1nxyDWIDNk#yYTZ>M3X!wy%y4Md7p6JO5BIn-dNZx%L}wyfhzn!n26(cFJ00gW
zf4?~HJ6w(M=9i;#YxM4Ezd5j8#ngWQ>tU*%u%q^+6NLAvB}HT$!k2y+51tiPJ$Su&
z9b5o-<;0CC@rl5sS&oFXMUFYi?j}8%*8AdPoU2@ON#&xN4DCg#PaCYlDF*H2UL*EL
zj|vivplulbRL7Zb#)|DtlHlTDPu8o7^gP8g&eU;anT0>gc9Tp;l<KF&g}IP36T7wp
z3o*fx*{iKKt01H9vaO>V?oyhGhh&;`l7`zL2^|mp2=;k)cyVeB)YU0hn=w=8yt})y
zoe_mCx27PnfYo5fL^=uK=}v|fn#Ft+ZjMWny`lV@(5q0peZ_$3XpOngc*hkVBqt9S
z_W=Zf2>8=$TG*7|8S-}_J$uDT<@!zw@zWf5!vifHyxMK@qJ2Nl=!=`@^WKs$+$s9g
ztLXa@vO5tQQwERKJh^?Ln_NHT|3Msu7kAlOb)#TC>FV*7S%+%e2wPNL#>G2Mr6gyc
zkSte_EGAbyM$rnAbfR!<z`#p1K8{PZzs@u_@J(ro1(Z}R8T_B!6x(V6pr^X*PS7&j
z0<Z8>&w5E;#bkE|piP2Iaqj?}1>0La7>sgeNC{Oy6c?;mfY?MLb?r2X&1;82t)p5)
z`i-o&a`dF479I-4zQH#{lACM&ELr7G%Cner)6RZVNs&4NC=F@Cm!$k!7f8??Y@P~x
z9<`Sd+<@ep?7jczYsY0Bs!nZ2&hzH5n!wmuk@#Jbe9YdR4J4{HBQizG97k?n&4tP1
z(q@Y7{23>#=<?^u1=GjZ-Q*VFZ#d%gB1!26Wiwkb7Nd=d#}E`-q#@)Qx|+)$D<7h~
zVU&F}mF<U|L$)LRkSe=_TFa<Hi^L&}h_9vVC~x`mZtTXf_tGn5)e)ama-O=ZS0U0C
zeExD+TFyYMT`S&?;4G?348vi>rqZiAWBL?JcS^1n@}}4+8(h1Z_A8yk`>+rrcMs`u
zeb;QRf4mQn6m4-TB-trbw8N8?-WHoyX(@8shiktD=({_5_TfFfGR41D6ct7bmO2!y
zFvrwu$PtkR_eAHIYtA=<7`Bsbr?2+=@N-d+3SlJPXQ6X5=$);irpp=z<t;Ozl86^&
zYcXd37E^i$9v;b{>#UOI=YUnDtV-mN&8YNuaTS%HDC;fyWD&Sp1+62_LMTj<+uVu;
zwCVApgO?duA~I(Zxv>-PV_D)3exm9V<6ME+;kh(MijWcIc)&Z`&6f`x(}t4AP|3Vi
zqp|MPIn1k#E7gTm;6f%|fz=8oYYR<j(%)@5OdTOh!O++B%m?3jEmC3T)PTBy8?75h
zfHS9LQLCpq$`Ek#=+_~CmmfpKWv};v`;0=jt@=+7j}2FB(b^Rzulv(FcT;BN;T!jQ
z%P;cbtpV9%NC`n#ODZN|!T{XS^mLPZ#n7R#O33n*kzVe-JHw-2CDl~2y3V(CxaS)l
z^@hHu-ka1#eL?65l<Y(>S=ravZL-~gEX|{@q?{)e?Hl!#Be(AGDwj}}j~y?ftIW-V
zDYUp?+@`E(D4Q%{=c#qbGsb!>J$T-n_)KC-@~x$Jw||s(bez2uc!fJP;7g#T--jQp
zgW~XN%h_Vn7Wux9FleP8Jhy={-B9(p#3A4J!<!QfZwhu((w;lFo2t!GS86Q-5S%sR
zEA$XZ5cUwxrAQx#d!qe@AwRu%nyJ+ri_b`xIf@s~(Y`1hFvKEZOoDJ}oAAbxbuNv%
z=VOiic3e_%y3FskB_(zk=%~KwCyJD_NELOqNhi`cGp}hL^cu)$NqyqlM(4Bdv`Wo=
z(OmnVQ9w*_?a94k#HPig88g|PvT=v6@e}1Y6xnB9>)E@G#cXp66Y4E>+aP^l8|&>5
zsSzdmBd)2tm5aZ8u%}4>nj=Ts(8v=j__*KtEb72o3x;8-uZ8s3)TzB{ZbxZai>n!Y
zdNx9OfWn(cA%+hee7g<|ov9CGyipa=0>02=*i(ivR$S){xzl72IN|4A=<bJ0SG}a_
z_bX$*&sE;v9;gPZ#T?GrQ#tL^hRa_W+G1Boasl;GLb=aMLgTKJ_Cq4UTvJb$Qwv$Q
zKLna|N2`t;7Ej3>&4PWr=QM6!4qln9Zl>XhPk;&tOxHa0ys%F)s}S96GC`_acn4!l
zHPDXk?}_kta;feXRD?FflH_QWC>FFu1SOs^XYHjy!l-JwcfZ{x`<~v)rVrsZ+kWrL
zFth|ThjWQhEDwiJ?#beaZ8B<0OdB=zE|dK?^}e7p95*MM;YrLqRHjB|c}VUI&yWbZ
z>&Uf<5a04MWd0M@6rH|g+V~%c+U0q8LGJyqG5TvqrE{{W`E?nMA@0=UE<oq0QtVwP
z^V!2t*itR+H6C9*=9>)5b^M>l-z9kuVF)B6-bRma&n(ZfLOqxHLpt_QgVg)zP-8wu
zTXRZFhGl2F$9xpQ08s231#B{bL_<K@H=J7)oRxQI#7lmpR2bZ5=_DJlBK6qm%{$SF
zaBIe=$4h<V%Oe))M=js>@Z#m=%T`2fy(N9~`LVkz1S6fpeH*(&lbuzZ@4GivZH#HG
zU+s6_z2LrmM&o<xJCTQ`*+JiL5QtZLe8M`|%{M8|3e=*BCqf5o%VOA3l;E#<izwvT
zmb>j^dWEAJvT{O}=7+PnwyJ>N%s8pm)6n&lT9FIE9@T}YXvb46d0WGt8FM$=pS3(A
z-Fywz+X^3Pwy$LcDa;kg?7M1eF0jW@OQTy^g~z~m2nJjzEu>?v5Jw?-K1#7hpC*@N
z>NyfTh|@K>HL^8kj?AHe&>{zgz!4D%FV;fcwDK3(7Gi^hfxrZMewvJ@<7_>{F`hY$
z1nzZ3(_)PU<G(+^c;7r!lD|w70gb19Wi^nN&gU|;VjbFM0Rk<eag}B8Wjkg-zDVu_
zIbG!_N>ntX9caE}`g77wcwUICN@`g2l*6K;*!HCQ8{SrCsN!{|`lixzSv7|#g7T3q
zlQpJCZcAvGJOYrNdMZY7h@@ox+ebmjKlSz{EQ`~7=p42l#@{l*iStP=aL9SaP_D2o
z!-vRNgR1P%JQJ?|=1y1#X%B2AtDvH@=}sBXJY!J9>TL3qu9r>Q4fQ84mQ2VwVXce@
zQyeV3z2MHAe2B%eAWCfh?uw<0xO=4`Z#bG}Ev38MQA$sn-EKf_Nb~apnVjNU-K$Zu
zcb>W#FD<;iWv?3Vi~5u({-y={Q=+1xmR?)*yXnvfH(fBPQCELc`{ZU_(bci_9PiE%
znR%DT(ziX_DE|nA6<bzsy_fT}jS7mYWMe<=<@_ym?6Sw|`}t=!I!<b}fr0z-NIO5{
z4y$tau&3DRebYwfzJ}0wu(Q4U@^tBbC_x1h9=uai=M4ytP*RxEG|_}d4=dHO{Wkn;
z!xLMi%(-ponAi}xe~-H(<$depTR3L_aNEO3<7V87e7!0A(l0qwVz*vng`+-j=ERO*
z4U0y0u|dSvD=zIjy03^5I}AUB7zK7$d4<9*tlOh`v+Kt#hzCS>22@D4_E8Y;R_AZi
zI#c>=EPsc1asz$xV#zOVidGAeG4cJE|MKbdOX{WL>Ms2HQN^bIcRStG|60NSSN+TR
z7D@kpFmEII_2vomM`g7OsS!5oo&IShHqM8uzt6(U0<t@4so5H%yQuD(?}1nT`Uglo
zI6#8$3Mg&5ze@1o8$q=S+rDs&{H{t1my&;famv5%lQuofChcIOjo*Ujdmhl8{^_q4
z7xOLyl1>UP)}gDB1g*E<BBgNvc#j;I>T-|<sVPc3`5B>xF{W0Sl=gNEV_6_8T-Oj4
zahl)@O(Jq9Z2d*3?k&}cgS&z_81K@Y?vw6q9I0PIU>mdm9s3LwFC`1!LLOv|Xj6MX
z+>H4PZWhosd+9(1n9ExmwgU>zqtRxlY2`q8=-UiFi32dFj5vBBySDw?ikwdscl%@(
z$^Klz#6GR3tk>!-Iw-J3UaXvdwO!r{6?rZ6PY?wxRLI9k)f&l9BJrTt#+oh_NPfY7
zbu#JFKa4NPy$g$|ss<NG9}O%<Ym;?S?KrtG0#<`owICZkPSbL1W1ZgKl@(lYXSewB
zQ(S*}T0X6pte2jL=kYX*AI|`|<(5JYqOlGsNE?yCzs-k4J>flwhMK_X?c%$o0Pguf
zo;bT#rmwBsvb%R*sHWAJalhG6>RWc{q1m-MC0D`yJ*}Q_%8o10QMlVE_v)K1Kcp05
z-fP<utIydNr;zN1fYcY+w#hX<GHno&a&{=VE;4r|4S~L#zDOl|-?xx8%bdzf_Zm4T
zcNwk9uUQALwPA)U!**{m_pXmyek)7qnB-Hpm>dYG-x^hT6Tc0`6**N!l1u`bfWleQ
zl(GjgNzla$3ieN)KzYzhviE6YDBHX+*;|h$*<P1U8QtDPFO|S`@)0tK+?k>egB9v$
zukVe)55gRQSPonU{^&joF^gNu8M{nGa`}-0P9S$-0;418lW?<|F<P-!E6U4V-<Idd
zhsY{0s$OiuPZ@QMR_=|!y$@!8V%}_TyFX(3urP}<E_<tZ7ly)CA0x?kjki}@bbO0~
zj|$*;=qO#*aI?U_HnX}FG;eB$@qBCe1Tdc%!2G{juBN3IvUL(dEiP*L7<p;V-E!+{
zh?-R15VtiSfl<UuP>wjPX%_N~Zw5)x=E)e1Ah(uG>I=Y34dtw58aofiKTkx0p5=^M
zS0f#I4is~iG9h}n@$4;-OcnIN5``e2touRQ^NDTd1*c#GXl&A;2VtR*$l)Ej!|}Fh
z<P1A_Vut1SabcsB(<E)?*4FJ9A(Dm`e<?=>-OGHT1~OmOwzvNwzOyOl%dncsbX<k`
zt}*t90y1(<9@is8Qt?2p_%xp%futRwQA?5OuH&Y9`StmZgB?l$ZH`Cu#aZ*zxjtzS
zn~Uek?oob4DSplf8X99I$-=i9iqNziX~5J>s)0At^{MP1%(}|RcgH0Yh)+l6%aA8n
z3n$PCsaZUkMl74>3_lKM%dC8bRlq#jm5aujTAyRhMNe-(xG+Q{8o4{Au5StGk?ul=
z%^0=Z)E!(e@CvYFuxB<tLgadTyV78!3F3-VRixuIQpz@~%_HVwMMb|t4n>=F=?+wS
ze|)6W4<GVn*E^u>TqSeRPECQ5M=B`$Ff63bQFRDDZ}YRVYwPpM^P4An$2TJ7)2<Ls
zZNJ!klxpeiL-PVJZJNn3^;5W^TuE`arYMO(dA>XD8v|FLO}9JgYOPngw`6bN^eHu0
z89@|Ew2fK{QB?q$_oz)e#4;}S%>%f3)iBkX;&;uf*x_h-Gzm<FmV>Wj?fZi92_E5e
zMoUv|QWTw9+YdynvXb}lX$mTz&Wq=PA2^LvfamyJ>gKLGF;@CX&5s{YnXaCbtK3>w
z7;236zqAaFhG4oV%Krevy>&~%Zk90uPF&hzvO%z+J99?sEL;r_b%8t_-7)zX<^J5@
za*rK}=t>br_dmWsAx&mn4dtvmM33Uz61aO~f}*MYHTMe9!3Th(>~oDwkv=FSUQuqs
zpa&`KH2z09iE@vh+!S$*%85gf@m=Ph8f=FPS@^HBus8_Pic&Q0VYjV70G$>1Hfv2s
zPKNNw@jx?PC?jp?taOLg+4g}YedT{h=6AA727qeW*QR9{wya&{(4^<Q=Dc<Ey$$v!
zp8qY`vEzqo?B;Sa&A1Y)+h>I1`}p>S(r3h89cWaUpMEIN#3Z~4R`;XP2W5Je?u{{T
z$Swz58f>rikw}vShh;yzy~;tW{AE`Cvh{un??e40_~vQJ?+SzZ+y4scJ|M|y&}|1W
zOsGNgV8$CrZ(12|5EDG7G4}L1+v}0I;9~!(X9!BJj|W^EN8CNqHk8-Qxyjj%z7>In
z8k&u)caHmyvaO;{huG%(vLF0*NL4_)O+16B?5k>P@G}&BdsW~(>D5oax|rCfRUE~;
zI6nTMYf0Nh620WgLCX3$6<fNGiq3i=$vVW|eP#T9X;XK{{Nrr<F0UwwN|}#Hj8bUy
zWN4)LoXzK;`@v^st7G?hr8dXgFR*9OBvTtE8~U@pRt>gYxjBu^I!Sb<G@@*>s9Y5m
ziaw+-rmZK&DklFT2z+>ian*p+iGxP2tFIh?TgO78oDE8VTb!gq`MZF;zf)OMK1gmQ
z5aDH{Os6ND(TJNX2S(MZ$UC*tZ;KOXvb7&go>+#061nzKhgRH+?%mxz$%}i+m7d+O
z?DeF&26UKS8){1Xii>Gdv+emL#h-JS?n{-l4jq!{PFk|q83S|@-{oWdL`*G%kd_1n
zCy^rvaq+S4#(`K0DTId>DZH{?PJc1C?H*lL;cC|UnVfxh5pq;cTHJe9(~F|Kt?C(A
z%Gt#!j2CAS^<ubKK(0gTMn}pXcYeb*O3CbN5<PmlZ#XMJ2a?rXXJ_?<k9%hY7V@eA
zx;Nfo9wp@|zmX4YKFN+uPi&tWD84xWl2=enC!Q_flp>0^tulGd{q3WXKFjh(2}Da`
z?B`HHW91Rb_Kud<Ik|_{$OH$zU6;^XZkAgNdWrVoX-g|fnFBRk-;iH2a$%V~4<rH$
zNU-m#hz^6zok%&Mx>Tb9N^M>uBLvrXi%tX4so@RV;x=*m9uzIT%#W*rXU!<_bMimR
zh6Oy`F!~wF@mvZXS(<8k-$xXi8t(K2xSl*>mJS}F4fjkUcAC=i1gln`Gn^A#SCoAf
zrSFTrNUb0P07U!s4f`|Op66BeesosMs2<}rVBNf)&N4&NyCKC4bDmJ+pksOgtvfci
zv0NftXY^&w@~sd5HqVy)l(gSHq|@>pJt0s`u{ks{Im%oF%LOsm$vv(@?LrB;!fxe|
z$&R{Igd4R2XDDxwM=xXbC!po8rJ>hgX<Iw2PqxKvv#<HM`u0e-$~N@1atn#Vr%u^i
zMcz=C{j85_f3DSdSsOtYXtK!-hJKSJUr0yDZc<)kpj#Dpa=){^4st`N0Vxey+@M-a
zbtGP|9E$2=;nS)uncbf^Sl)2U4`o02pc?XO?3b>bIcJkRafrMI9(fF{>#;c62u4!b
z3ti!s1%=af?>QVup)I|&$EA0~OqjAUXyMMzo=f3dQEWLghO-kg=a(AO6%P~LcmjO?
zh%XWPb~`VLtryoHGhDDa>D$PxIm@tNy|o4>8o6WGJ$TLC!%sepTrl(KaNehMGdn}=
z=D8su=ge2ruJ$q7gJ`~-;x#DRq@S0$SXX~=qm{m3PS~h#M%$Zk>8T^1>DL@7tI1DY
z%=^{n{JyG*bLo*N6y=R=x5UB5o|`&yov*F`pBHY5cC8CNb<0LJW#>(!Ws}MONL&Ad
zd>y@7u(K_{4-2@=Db*O)w(}2vZGu#+5_es?OmW^OmsOz>w<?oGlYfL8AwF>XultwS
z0*PPNbuq;S{~P_wTSZ_*K!7_WAPQ)$*CWRp>W0Dg#<z<a!Qrh-^lHBe@@s3mJv0g8
zqBh7Xb#ty3UHdUhi78(1o-Eaia?1;3$sztuIMrjZitoO1K1HYtHkc@Mi4ubF4W#9n
zsBnyorGtBupn)%(C9j69>tpWcb3MtSt?O$i-Gpty8c*MIh*WZnoS}!rXc4Fiu_p<$
z2Iig!vd<W^5-Dd|oe%?)LxmxHkGD_v=r;fPmpl1-|MN>%L0bANPMkjY=SS7D0L-7^
zZ&Qlb@?d4|ha_7IvwQBCd`XfnAODvK*e1pPfd6O*i84-w<HW*MjN0=Bhamty%F=Hy
zjg2JXO=$2wf{Q#32uT_CIdgDBj|qI?sm4z0dgtv;o$NaT7;tA!oc6At8bPrs^CK?Z
zkbZ!B=@>qI+$9CKH>AgN*_G_hCJO_O2mnVLJf-pCW5y*NKRtg@CVpIe0=7euQwr&-
ztf2OxE{PtJ$tAUAB;<stAlwtOsm!gX=?JzE2Ry-Be~uAib%HGMIEr%qq<OWBN8*5+
z5^+seK(}=YQ}y+!{$B7w5;KHcsh~Qun#{MxK}@$)h_F}pJ@MQGSXITvkcpI9%L*I?
zThveRg*Yu7R@BK})Wn)u0zo#)gHL5SL2+Uy`%+rpPkuukbA8FTF61{q<73b}LzJ+a
z5NO}5)Fx{*TCV_A^tfOdXaaaZ68*|{%=0{kYRm-OT4jh#swvM}a*>g<GNoyO2$T+y
zQVZnkcUh4B={9mDLj;>t7z;%%LYuVm&{<!xoz+wP7qv)Lo4eZW<awfmI7zW+t(~VC
z8pBV?m^Z+F4@*A9k_2+#Zf$0p5q->b(4uO>O01&ZHdJyegx~|sxn(h*{|mWni!g7l
z3fpKlHr>bGp_qZcFydvOC14rYg%uZSrC5ADJPb*V#^>)Mhc|JEG|Q9LQgW|LeuTbe
zR8C7dzhv9Cv)F)mL6y?z%s7WVXP{(R6Xk2NP7e|2s3g@$z_6T7^44Z7H!{at;A9`@
zzV=B!zSb|swkZ7Is2nqR6XSX6Mh97dTq`sHO4wH@Ju9BsqbCx=UafrKNC$e&&VZw0
zFEHh98aO%aZ^mO;^VV@<zAe%ty=9xw=ZQcJeG$q}mgD(kTP6G0(B}Al8$O@N%^Ai?
zAb2d1FMbYisHmhhz45uH$SHBMWPRYAG%Shi#TnKLA6k+2Z-kA0MeLysDj@%!&eb|s
zi7&dr<cY<Vj0;)GKMz0eq)59>dk-huJ(Bs0!e`RY780Xnb`?RF>GfE-MJ3A|C{hTE
zF;lygj6|8uES=qyDelE-5m~)hVfNqZRQ`ve%~rBqsc5L0<il5HCuRHA4j0#%%5r?_
zh`BtGx}t&N$Ty>`kiK91Ttp%iOstb%CsG6IrE?ukhegf2)WnU}I*2L!2+iwpvaO}V
z4(>!8r}pl_e%YOKtdm}VES)iBX6x*wzi~5q4lnysvL&x4dEA3~le}KnV9QAz=7(Oy
z_)`PgfM|BCFsxx0>NbXFna!1&wnes&@rkQy*f@qa7`EY!8d`Dz&%|y_&|FzV{S<1y
z;`?EweP;R}4ewtsEaECoSk_at#VSYk8>8HyHbIFwWb%)45aofb@1x<`ByN@Qktd8d
z#VM6c1>&`SP*|xYFVwN%DDRi9Djlq#6Gx!H6<MgO(fC0(u8qk)<^>hSwW&9*WgDS(
zbq9A_yWy%i8e0u^+j7?J|IJs(ur_S{hL)IMdlOGhcq=)XUh4(EA~Zi;wq=L+VQol#
zu=G&6VBU>u>`Vz)$`_`U$I`!HctCYkyQV#_G_1vo;>T>EZT3XKijJN9L)uUKi}%I1
zH$O)oJjphVaunP;#w~haQ68!H4VHqA{Js1GGIj?#`e7n|Rf<Q(y$u{R`xEBFm5CU<
zlfOb7cO#Z%e48oRkL7Q6U0i>R9dG00kyxfG!dBxd7pil-4U-1o|4bD-Tr`P#Bu=T$
zai8>Xx@R7K%C+vSt0J<=ai$eQP5$=~^Jux(u;3d)2K_B#*-E_xGUCuCZ@17}PkUy*
zc@E4<AFPTLyzm;{`6sRYYWAQxrLihsCVb{4&EF|6m1i10asfU~lZr7IPPt!8;@LqD
zjEk=rAMp!>dU=Xz6I0vhMFaK%0s3e5(MMdfWfk(EbSO;DBwB%!F`qUh%qWL?Blh7l
zDCW(g+O+y$T~N!(7kiNd5w&csx-;jrq0CuIiKSQ7V0Afhx_P$mzF|)(Wh$Mcyv&`^
zr+`>O&k*UbLTC2Qw<7i_w!KDykhb$To=XRQeyOdI52QAwh;NxYv1o#J9%W|;39y+r
z`SkC<<XtTIyIhZ%o}#mj;-jp0XxsB#=HCW0qo=G(xP%01t4y50VYwn~4!6E+T3ek2
z4tj}s8wTi&jY+*9_KJ6rHYXb@pG(Z5IDNR(uL+EB)p;%sZ*55?v7_uK=?2P9g}>Eq
z0K4l+YYhA+%{EG6glh4D+I;1aLCYry1;W(+IAv-F{!}>m)sH+<m~M1vc5fG#U|6ky
zI4T`7?ToKKSFt|(vg3FAji2v$B1Y1XX3)to;|bk^wSbSeb-sBUgI$H&JE*T4S9?+;
zmW|g&a%~>dvjH{oIK7kB?f3>rcg1v=&Fiw;Nm34s^GBnRO%2et(iL}|R)Gljb-HMe
z&w-5|SFAi&bq=u?{bl&JU8^xo>#Qr#&f6Z#b<=+VHW!q_4#cAtFWmmO&5P$f0$v4Y
zrlGQB{@b}{6wZ!l$3uw$Kyk4NPCMqCz9$>Pw`>?mV%&tM-hzblhz|2#4^;$OzK^J>
zwtRt@pRd@Hc2^fd@;PDl8G>+-@WdRKO!jV&n3bEper&8X@Yg`+kc?zLlU=yAaie*b
zcUZ+HY=D9|6trAIUFxbFH_wo&!43sZKsAb-KMX;TpG$Cn`b`D+8>jS__TJxv@`I*z
zjQ8BM-Ybvl-vF~YS{bwo!5Yqymoj8<tnclK^><o5{zsFb_E_TfcyNij;`ybCb50PB
zlX=Ua^l1%+@(%9Y=R_phpCTKgB+uQ%Bc{BHOFG49kbOxy;z*M$Ge-r9BFyKgntJL^
z`mE*KW0%GE=`_{n`lV)>Q0fuf;ut=R!~%2hcQP*fNv|it0mJQ3qt+H^$&ST+l2THE
zCNgJAZD3saoc-9Xc}B7+N^dB|2?YoEX^0Uk4?EIH+!6(rkdUZM=MF<!yWbsH9j}w5
zy5q-oojtU|=$T@Zo2Mqm9S$iqL*UIRP<8RZ(vz>+(H8QaeMonAmQxU!g%X`naH7(P
z>^C)f(Ho6J0c@w<0T0LDy*2GA0g1Tr9p_xm$2iF|Qhk!%u$QZe8K+f(gn(5LGBQXg
zN441;!On$?s@_`rgQn`b>$`J5?iFiU8Wx)Yi&@4l7sZ)B6_eglPgap*T%|INWSZF2
zW|tsV=ij#QPx-y+XmC|?c149Xsm^xFTah@nEfT$aDn_Ku)C%G=>-#?XzLl6|c7Y;W
zWinZ^L){5iKg~QQ`Gu;cujoZomr4D{{;2d+M!BkCLPBPD!A2Ii$_y)xnJ*KOF3uLk
z8_4zyxAFwTaMp*7DUhzDgqe0<uvBpN{lW+%;~{OETa<*|EKQH3)N`?@wNmuJKTMtC
z0m%*f7L~hmb25ek$F3)H<~wM}b||}OAvBisPe^|0!b6>^<l$*bZ)Z#QLCYMpMv?0#
z*-LuONH2kJ>FgN8d>(P$;Q;vEbH((U)|A#0=u}m{XDFF&U81++JQ;k^wGrG@uV}Sf
z?$KGtMfW>eMluDC&g*yFs%xIS<4Syt?kWsI-9x_Pw@w?n6eNiH2W~HLG8Neaskciz
z#h!|zeuk<q3XQcL;_c)&UODt%YiO3&!(G;c!MArkeAd4Aq1lM%3X|l!gCemhTKI?K
zI)w*s)mJx8ecCh9%;;-}up5%3#l>xNp32z&EL0ZLT}`qIog;NY4E>(IGQXbfxlDfi
z#b5co?0wx=n7q^_7CEnW+y`bPQ+g6R#kBPO53RqmTx3?z->R+Y(oy3tI4GX1;Qe0=
zq4#C&?-45A@vYwn`w2qb1qK;$Cx_i{YHmro<fFI2=^x7pV!E6kXV*iTbgnZWOxS|i
zu_(*b-T9q96I0|z*vaD$J@*4roigjwqcwRq*HlJcUVn0!dsJi0ijvO;*LtI(Z2Tm|
zyvP3VqfVJM{f2Xkyx_prpfM0tHsZ<o%YCU-0KBO;6l&ch#Pk>c&>@h&*Z-0gS#dMI
z>XUF!)waz4LgI_?bB%+%Go`%@>cjRst)j=Fx3lpmRA!{_82xGrVNn{}7KamP{w(Eb
zDi#Z>{u5a=t*-Py-06ca-S}O>8r{{`dS+#-PkL3Gik*Lo#0v@HKN~IK#2Hco<qZ?(
z2ht#c2qs|ND8+I0Y3r#Nd+bfyvYrE?FoMa5bXpQqL@LJ3-#vq{Kp2s&6|~akmlZZt
zL&;)DNgQikK<q5XengxEyHyZd<b2*E=kL{#MWkC1sFVdx%|xOufc=OVs0}jDdAdVp
zf}@x&UZMPD-r7_Cq&XXV*6lNm-lhLSo&J>(5$|s(OlWmnG6N**<vr3Zn}`Avb5=P)
z)k#|-ev5a245!8nkrM6aAb!R!^nHS(k|<Gy1AyB`lV4FIjbk(mNfG9RD-29E0=*ZD
zHLMi69de+&J?8<-OOChs+7LjUDSBy;J`miC=!x4f{Kb>38pwP21Xq-L)2r9CUpwT_
zfA<7`dAmkw_oal!9V;^gHL?YfQy`2ym0tHvw}4Tl`-mZE3aCg4563y!2NS^Kx85Fr
ztp&-%D|`zk3^f2_0ZG;>otYc9VybrXg4$+`gx$kU@Bd@k*0wwKL3bp@;?5ewt1dxr
zLwFk58j}<nlgI5`o45c7QYI1NHNu-aZn>cmyQIyH$cbpW4`5~WcH+NiP&AZ^!6LUZ
zkxUYh$_RY6`UazDC=3bepR9xsi$eD1=>!Q`Gz5x$7*}(@*<d?8OOlzH5e3*$Au@fV
zlG^rXD$aV+ux&kub#RW&Y2@f-1r?6oT&c)t=JnB6$9O)Kb^*4q`bMkQu&KK(MaD7>
z{4k3dGPwbHH?h#}6j0_jf}FK$cz@cEYU`UiW9QKQW{eiG6s^{@bh^XG4Nuckn#x8}
zp4M$(b5%7P+qAa(zE8OWmO@Cg)Nl`;H0bwKC>e*`xWuZBeoZ}|%0|z^++C{EFAiX+
zt+dC5eAHo|-tKSap%e5K{^gf-C-ryT=M1;c+oSJ8Uip(l3#aO@%BSpaMA6kQr?w_9
zFSGf@iE%UXE$6-myxu5bm+$P!r8$$Tocj1`h=<EK4@#&7(npa;aRv&H2tGgu-z!8W
zQX8cd2DhHf1H|-$n=DMv)sl}P6+zlC%2^Qky1gc;-y?}mhO7tRzU1zZpuPMue)X+N
z(&NN};)Sh#ST;kN2gdaX{t9+0@+bkGFeAKnsU{!;F<G|{0yf>jt)dpca^sIw7X_X)
z77gQ`qFs);S_gf6$`nIZGPby;oS>r6!yb&!s)dOK`$MmIUGrSwm*=>*X#-I#`?d`1
z=~3|PL*kf2ZBlkeQ|@n0XWCDk$4K*m;>48kv99ZQQb<uV-2~69VBED=9Sw5a{JC`J
zP`t?A?N_KUuv}3ecT3?XY^ZxLYN>U@uH%Es*JRf!e<98Fv{i_RnmpdqFWX#$c%Is)
z7zUIPORN^t%}~4rSO}@fvOn(%EQzNs$-wXJuz8SR_%d|Wn7D=r1Kn0ilN&1JYnXNL
zCx#h>)1Te>5@BP4&s<K#ZHa>+?t)mNyk2Eco5=_rYA%&_r>M5gf(l(@WU!m0h!9u4
zN1o~=$=55vSY+7+U$CC8x7&fU-LH_^&S3O0o^V3(T$cI9VwU8P>bYrKxVxtNTY6L#
z4ma9ov<7~#FKN`mzzIKsVU}G!m(|{!e4}~4+Ww|EJ~t**WZf&^Z8RT3V|hc!mXBA5
zBd)1DhqgP5*A(6?+2bC`mPnbPT}|WlOuafs(Lesjy@rgruLawdhFo>!KOb6lilWN#
z$uOV3Cl{IE#C{=n;~K;HESz<Q^P}I{u9Uxv*N%i!)1rnkA?HdR98z}Fpyw$VLfh<c
z{tS$75<1kC{>A-FA5WNsh%#R?+OVm4-VOI7ObI)VlrU=7VUZrixyRyIeqgcW8|iYy
zTPeiAm@r}MlRIBXyjsBL+JElZmlS?{*?Cdly?057OEw9CpW=@onliMz7PDJ=^k%Bk
z|H0SzR`P4h(VCBkBvRh$tZ2CT{3l1{on-mp&6(m|aW8iy(Vy!5!x$cE1ZK(Z;=ov{
za;CTyi|rpd?qn_svyikLVY$9ZU$r`g04mvM{3LpbXK&Xr%6z7$BL?jHxxX>956@nA
zripA+Gis&XIJ6$`O{K2?EI<6o@U`H8>M&02qrqb;AFR|!NY1mU&-W7Wx7c4`1|%_R
zD4ggPJD&NJNmn*BUOX4$vka^e4`*&4DKT^!N@;$P=|+`p2p<?~u1JiDNzb%y(NlJF
z)X+0$uN%Zk?$}+q@aumeY7Ab<c@}%>(csiYd5bBJm^!;Cd+#nikc}a_!Ds8r!QSc1
z^cQUw`Dx0<qp`3vtu;-LvNi)@W$)1nDMMQkzfCrcvDNUaGgTfbZ5ohftZi~Tn_PYc
z>*CskSS9(sn8$rO78*zGktDc#sjrBX&=X$<rM$H~4Nrz`#-#8&_w4sI36<8-1MvM(
zzDU0*{$y56CiwF_B)iPt@K>LZY}u=*YIj`L`lURch(3TI6ZWpICf2}ByNiuZ)5uUW
z`s<;Tw72Z~5$KH*P=_$Hl`>a;A32sE*qaoW2d<>C;-TfTf&$-RMOl5e%oh?L9M+1r
ztI(T2E!#aN`ygd@ZlB&Zm!;Uib2UVXu0o}^y@$vB-ZswrmG1iumj>J)wc3IqEyobT
zb0+RZl`KP1uQ_eZG@a@#2lD#N&u2C)=H`ph`8WRg6`Id>Wn}|)v0N6=u*&dw2aGYt
zv8dlN>BDCKt>h#?`|Xs(9WS0n8*`LSxwJ_pL92AwC-({6S+a=HGKqV#AwMqz-{H&(
za`a~Ga`S3Tv2HX8t!$LPtJFns*j;uULtKvibz8PknxRdu3TsUtr8~=3Pj&lctetuW
z^g7J@28PF5^Lat~r!<=}*5n$YAs!(!?pd3Py72SMEj3;7g~Yf#$gHTwNphUzGu7H1
zHMV62BsSQY#hti5ajyE>Q(=PuEmACljnpS|a^%jQvpXPZkKdnneGIgToh!JiX<+<(
z1g%sq-=p<*cTl|!P4ZANyIF$7-)Y)&G$zaDA6bc<j;pqDF9>aqQ-OUe4eamyjeqF;
z(C~S8Z*VH=S`jo--P$ukIWRw9{hbb1Q*p%=vx!Em7tl}}4$*i*8iW!Gc{FTuk+eE?
z;)8N~5FS*L-<pPMK{a?VhKpa&-C6VoAp50w&^?Napd9Uyyhk8;EOkVG#KOGD{zQBz
z0#CqM3E&nM)6>W>M5aH&ur}=GRu-i^M)K!#l9c3{a`OGX+JePw6x|)gcp}U%1QqP$
zeDH#1CN9JZG6Gi^sBP%sS8#oc8G(j1F<1ME>jWEogTf2r($?)`c<aONe5tCeAx@zq
z-TiD!{UCdt=1pry61hjhpum|QqZbPLg~-Q<2Z<yS9h`oOF5$VKVinV0o6c~5xaa%#
zoYlW|+u^^whHKTu#q`rL7k@KVennK#GKT>*@flVJXG`9aK1TV<=j;HSdq)eGBk}-G
zS0~^!j74J9XEdxH!DVL8N*KC8rA%Xf>c?!A0I5{chr`7s1biU37QUx|rcSySgKFS@
zmh#9_;mq|d=WPje0AtVJLdTK~u0?-R!#UaQ2=Oi@?7fA`S<f8ltI)GF<%DOY0t*#1
zTs9BLPsy15r0U5k(-)~kK{L12gR8o%V8d#VDYX(^Fm$AdZT!dKLJo9#0w51BV!AaP
zTmBJgq(Gk1hS}E1s`2LYN7t@iz4~1D&)VV<FJ7y_=EkDe-NV|~|6NP%3-RfH6Y6;%
zqhO|XR*PuTT3ej3Bq(#^mARAsXM^d?Ud#bK%B>DAIv1k7v=e;jYAZ(B$Au&51^4r!
ziBxgv^Y@~xGh8+{u<%#y2aLYcqy9GEm8g_YxtE56wF3kU9qu`uWy^%uzlDF#8I*dw
zdEqDpG~#?a`+nR={?q&CXS6<zd95y~C?>Xbtm8~QM`tV#zZaX*WV_v9<auqlI#iF5
zW@zH|Q2zUOtGz1FEY8uS+HZW*s=EUlLA`pf-N_dgH_)uQ2|lQH+}pS__in@QWF2Wg
zDapS=!Jy>r35nLikD{%0KS=>Bpd2CyXwZYHG?S!Z;eEIhHndccOXY_@1a<cFPbKH8
z{tDmn@JR_bogPgVj-I#w{y*JG-#;7q2iT2&h-dI0FH8OZ`Cn?^BUCw7*G6{_r2btg
zuLf8r(f4F%%&!WO?!gQC?KhE`Bo_#PvzP?n+^TnIEy?G*1KrrnRf9&AwZjHF#aI&E
z^52S4PwW44#b}MztP$aF|Na>9J?=a5v=QtcsXebSIh%eQW3W@LCBTVn^$gv+NW_FD
z*5-pFNeCk5{yXqHrjo)v?+i3|kWBp*NPQvcYVH80uy>s`0|mS@!Cp*X{a3ha>T(bM
z=O=zdeG1FMUjIOy;D3v37&%zyERo~V#d1d&Y8&ENI0U;_IQQ)ccb1rT+mDfN>t7Z-
z@*nS=2rOgYPs~F?5er<rjd*`my1T{2X871*i3hNxX}Cxy9eO^tMyg?OTeUi^brW$Y
zV3ixcyt_I9yS#P!4$4PjG$RWxw!X=E@ZJ`q42D2rpjZu}Eh^#hzK#rEY#yiZF86R;
zM{pjrVGT^ckGKrf-wGwAcZ3au(!yDmOPUlan&k~~)s*abV&7Jkp1KzVE$61trQ3}}
zpjw+j9+*K;S_4#A6HiiQ{`l}y%QC$n8tn9fCU)$_df*GPOrzL{A#4Cnm}4aDYBv4+
zDU6d;*x`54efrc(M)JD-<ZTK;UDEv~@PTOFJYowvoR(_yF;2laCd?J!m^iB{-TyG|
zghmN>$!uIF@pz)ja9LEILsDyv#Hsw`xjZcMeB3gz_^+9OA)(z{jyeb%Ez3R9caV2Q
zn$Z$KI2Zf!$}{Esmta<TLfT!Q0|PMzuuxe@KOAEjraeredtaqMazsKQ`iKe|Hz85`
zW;j;;$;n-*7p5KIC;8Cv#|!$2jk5FC;)-`>v=SPa*eo?s2she<=Pr09FridPN8(2|
z>|Ik~60^%z^2-b3bTV!^k%}IrQ<RI$=arEyHWWYNbQR3}SaF#E00~h2ap{%S#3Ps!
zNw=0P1_~i$eYPzK>NmT4ZR<CDG}>$8Bk`!$r=;d=#AccL^^Qq2YIv@w|Hb&AI*c6T
z3bO7uD01cN8PB+T#}EZDFpwo58zr_%{CK!e8(!Fcf@u&q_p#k3YQbR4YqxR0zLxp;
zR5URRSagB{fT7FFK23<(=O&xez1FKpUm&d!a%n4RDQmaO_CpdnYoUB~+)2N5OsEF&
zrw%|hyH$I=3Z18*1PGq0eG1KN=eX0VEb~H2y{V+d%Xx0k;dEp@XMAONb8V-88na&O
zmyeX;ae`Ix7oHJ*R)(kGaJTrF%aH}NTW$LNg)yEGJ*b(H_9+&4bV2W$!c7*n5z;nS
zSlLvoSH!8jTA~Z2KL)bmPQXHrwGLqZZk?$F01^)x^|g^8zhW3S>tA2i<2T@7giA^2
zkgiruOl21nb2lbI>){?eGJkzB(l#a~ssH|(a(?=3Wh0PPHv;}0`HgShMMc;0`hI+)
zyl$|51<Aq2kvj|@>fW50w{}U=bYxfFx@9f)j<{Vcx*E3Z|1EzFyZ`e_m}1-^xb-aV
zAfcjKmTY^P8t0kN$5rfwWZ$jtf1sH5*0;zlAp2InIQq)etL;`^Ebc1JZq$1R5u*Dr
zGzQd1?q~dnVJ0|oW2x(vhUOdBE{3$@_3$Y;P8x+IgA9)@M@$Q(>3rkD9cN`@Lepmm
zfRlkb@s7Xoix?)G#Di-v7bh<Xef)G)9ESc^rRN|>+AOT6=#Q8AyD*VdrV0ANTg2(<
zIi_XT<FltYbv54h@9vf81tzi}$BtqT8R5s@>tF>CxFW81GuJ&2U|>*_h4|^YKM@1%
zu@5#nv#oe3#o*JYuezI{79+&}WDJ8Lt4KTmn}rlav<e5wVD0XSD}xU`ay(gtpf8xx
zy6G!cko`dgOp@IazGeKV2nIvVB&m^f1O70-Fugl?z3tH~CqP;peD6WsMv&!q_?AA$
zIpvNQ48smD)#NBq=4fOByh^|v>+MK*brZJIfO1UQpC5B2KB+hS6g^&^g2SRO-GI_d
z6euL^S_@UsaimJHdH}tmNhLf+mVrxjha-T}b!V$KkpTJ+yIP4p59}%nPofjtipD5N
zpfbC0*o#Um*=^(~Ben?qcjIuUnxF%dsvXn+fzu8|p~SbB6zoB1mulgO^8!#$W^$HE
zUfogD-65uC90?(0HkD+cpk|H)5x|j*&a(y9l4Y|+xa>}n)D{X9&iO;ER{NI|)reo=
zf<hz`6IA3gAqtMhB+iyik+8hp4J@UTqqYAxn%DLHYRW|nO5XJyTwuIbf^nBffE-Tz
zvp7I@|IZJN4gljtVZ3BUG+=4IL>sOYym;N`(I!@?LDZBaiEIw4q&TNOW}hesnq}cG
z`2hxa2TCdF{d&Rjp{`WSL<$>msq{fVlr$9eC#{>Vtax{~O7bh;&)9UH6OXxMHvKkx
ziZSb*>M-E?oPLkubu@mV>K&56Z|crhb*_T2B%UO%OsTYgAt_giMWM34<*`^g_}<5!
zh;dZW^IM^4Sd($=?KE;zSGu0w*F|~($Vmb*^bDo5X`O$`R6IfRcJ>fHq7l|I0?Y~i
z8cWF=vp&<|0DjHb`A6EoNQ^sgZo$omF7(&)Z}!Pf*zR?Ir^oOo$xl8+9Wr7h+iv~J
zW>~PuX_Gb`9TQS_i-u30p?W#%i(D}US8sUw3T+cR{04>UCspG11;5mYxSZ2IF{^!&
zKlPiizi7)y=(6x{BYAoP<qg7#57+&R1dpBy55-cRnyBeEk#?#-=w`S%JNbF3hvmh7
zq0YUZeU`67SZ&V`6)vo;{1{-(#2!>#7$~D4_VXna^Iss*rKkTdXY;$R%zr7+wCS&c
zs<c~P%70J!#Gn7a)ubwwisR}qX!J99j5ChAv5p(x)mO#fdHth1T3j|_bj2}=(RIA{
zhac1sCj5E;Xchnn;)xp+x84d&gihp%T6~v!)Vb335;4lwDja1H@t-gW@6pj{!WKm1
zJuyJ9E-9!a#g~EWtmq^KghXPP6TPgckAhEgY||LUKac(P%Rb;AU;B*&OA_%7$roj#
zW=i=$#6_aQB9j}*!6Zoq0Nh{Z`b*&)nv~*!Xi8F<Ng``fbAUQKQ|icQ=GgS%1(~U=
zO*<yPN%ur(M<ryf1&tCvTx9qfwP(ZU`<vVi?8rRg6vG%k!Ds}dWGR3P*@VtVj-)dK
z^B&ii$EXo*8tVBhSmO#|)u@jK<DIW#koLo$?hO2feOO<UPUhFo)sPn|-6<AS5P)8-
zy%!lD3eQN4h==`A2oM*V^I+|+yF)Ys8OJg3aY$bSsfB`eS73{Uq5^u1>5(iKok6hb
zPEeW|!@@>N7Y#`H_|tTpnBIIHN6iV3Jip+7t0;dLiQGo`QB}5r1o>lNy;$8}|2EHh
z7uEcS7}L0V`Od#CqbY)Lv8U3R8@0d5F4fB-IB}tEc?P0aRBQ<4uhIQ}O~%)OvJsAi
z^OdVt?T*CxwBU@8JhYF=O42dUPxfs3Fkgh~NER_BfgUQwnH*eWU!LN~R6X?}3!m;d
zZmCBkphV?Mh^pnC{7|iGC_DJ&?=E$DOk)5GSBWRqxH;HVLNv(UGRn;X7r3H1$vf%$
zgQz?4KNQ%1h);4f7(ZnUKmqU!iMADp<81qDj<rodC3b>IDd|e@Wa-Q<YIuU7BYR3e
zSwV30YbffOLX^k!#%ti1b#D40IA?vu^A2sm<>NdWMT<!%L%QW#3dVTqdIW9_2h<Yt
z94?(VNL*}b5ENhvdQ-3@oKynIm6!qfC)qr5DVCG$D5aMBT=K;UDc~<JlhyydVOH_c
zyI|$Yg?P$Nd+XF-&^89!&+CS!s)-RvIm~`Wp4`<{pHXeJ(Z1pD2XWNt(J_c*8ZDuW
zWlr1Vwm6}xex(~4{+1$qoI9{-K0;hiUz1zuWbdSf=r!?HL}NEH-U{2R&*HI|(A>Z1
zAEi=aZzOs}eBg2n$L$SswOqR%rXH?=GhxzOTd`LYzo!*1qx>9r7q9>ByXi<B^H7Hb
ze<O%foyy8U<D`i&TIqxa@q&>C*ayxgMG2&kQe`=*(vrD@ZOBY+wldWV&*&LUod(!?
z%#xyo-$<zlDWxUJxoVSzfZ8NVh_Pvcy4-c1OvoAxJQnFW;d8{}gA0@oHQv@End0QV
zCHhXKM!2ZXz|(z~?3$EJ<|otoxA$(APSTw;_!uQ~`1SA*;j*mf2oBVEO=_!X3_*L<
z8&&bT^VM?|#nqj6-pYHtDjDHLg87W75-N{GS-fCL^Z<6OVlmN<_Z9S;;a(PAR@R1i
z*`@Azq}Y~JZ`hwAW!28nWGez*RY|RdOTlTgBhh6@MLR-sX)9YaA$(nPL~`nd&O5E^
zLtcgK*Liwt=#GiCtyL8sIZxqodYmS*RGd8>F8D}z#=PF>{XeLC&#0)<tz8tQF+eLO
z#DIXd5fmdL8Btr*ZUb5r0)+t)1<5%hiU|e8*dm~SsfsFs6i`G(1r&)&&Kb$M$eicJ
zR@wX9aejPf+%fLu#~!;Cp=#Ay^PTgVPYBsFN$xn~E*yNQ$H(6A3dRPGmfn>7i)u$;
zMrvDV=fDj~me~|j6a%s<j>a)P478aR-`$j7V7Q#sX^U)!{(S0*Vn{5?oT}+H8Ydqw
zst~DJLfr%+oxvNMr#k{K=Or|f$<OkMV|A=D+x7w8!Ie5Yo-FT4jjlTxXcYJE*~7P<
z+fW53_bbLl;mc1RG~r7J5^3A^ZZxKk@cb}%`0s7Z<PCTzo4;p6P5x>{Iri-b8B+1<
z&)`$jy*Gjf=@N^3pYdp!O7~>+<K2Q8k^_*hU$|*ae@?vd9Lqsna<kSI>Ld4NN>9_p
zNG*TH76l-e@SeNl#&s~x5Rx1Il2Ap)rJ$_6`4vR^fc~o(Y$@J?S6cYaZwS6qD%_$(
zZW+2dReKNxyNuXrg_}SE1&7tkKGVAKPA6%j^EP>;KI+l7G-PDjp~Wn>V5?vfOCqdS
zu!fCrY<M4e#e8CqO2qo4V|m>%L512vBs_3zm}M8%AR-3p3`rei1!-G4nifZXATdK2
z9{kCqcU|rUiT}cy1`w-@lwHB11v|1~g~e9}2)Lh;dbI`x54}hK`}v1rHF`*V1aTE2
zWC2^f6v7wBo0CdUZg^y*YN5c>IEnl1b43vVtJISMky5z0#1JbkWK9tN6P9`$VCDAP
zfJfc9>&_L36!Tl4zig6tI?9NZw&miYh*%|=@Vx`7{ZC&<WhGm+aI?_w4Ao%_{QIp`
zbb(uF1B~}8bRt2s>WZK*6woP>1pi@bFts*U+<Dlu?<Rzzd30)6yQ*{MK9=9SZDNBs
z;4VOF5CK}l){rz_v&qbt^O|53wLxcO?LF`aLGGa~m;juzxcGVb;B&ou(h`(yD}_G7
z+`EZca>-Z{3dR_+ZuD(&0u6V_foF#Dq*;S!-aerLhwnWKfyJGMwIWXQ1q#eL{foN_
z*Q&3utSh8fSmy2#Ue&BcAB}5RKiy~BPoxFy+V0=#fJ&08<s_=|Xjb}~ge8m9z(49<
z_ABg)XAbXVHqie@cDbDVL5`XBz4T1fpSg2=*1Z1v9%De4I(Yu5X4)iaiJH<R>oEYd
zmv63n6(qkw%+K(Lc|3l?jE$2--#q`DdOxM&w0}YE#BZATAGd2W((in#c#u|-MAg0C
z)Bn#6q1WAkQh(=dp7fgj(~iLHn$KCu^e+b4CX4wO-n1Sq4&J+=`Tfkw?0@#(ReOGW
z^1oZ2so^6Wn|PI?(|0^)uSd3q*7Kk}ywTZ(oTEjlKi%Ve?h{K)!q-885X|VpliA=^
zi4eDyie6s1aF0A-D0junBlb7~%&{oWChR&E*<l3M73L0S*?R*TSnUu9`sIuw19jKH
zFZ69oeF8JEb#DDyz?{<K-Dp^_K2-1Ll~j`$d-_Ne@eL&EJ>Ja>26_vHgzlZ*IEFx*
zT7m6w-ChJa#eUs6t>fwNLlctHDI#5?Hl|TEuiy^ferDrci{Q)d&EOA}5P|`63CRf1
z0)QiOSu$Xd_J>&F{O+(Jt1lKp4c>}i;+zN4V&pC54f|hjD9F|yFEyP$@;L11ngb7(
z?<z{={qd3bh%8`z1Rm8!qBOu4sU$5VNj%3%_dH#&8nNhXY$-Tz%+N>^LWwpAMeA3g
zd%dF%imN&u5>V3Am9=1vR*Hdf!j2Dzr5~KB%Hbq-zhFJwS7B;-3RBqc8M79mAu&5;
zXVnPVDF$l{n*KEBzWmKoEfg0Fc`x3&dSB|&nJc8kmD$FA%Z4x9>u9tpeyv^MS8~<*
zuOBa(=i_pR!(6nK+Qi}>URV7&y9AG;CLS%D-UX-R<EXD~XyS?cYcZV4&J&8vv)w>A
zqVN8-ffGFaHTtz^kU>fTfB3ED?IsQ>jZjz~-yf8{TvLsBpF3i{FKdY!un+ldZsBR?
z@vrC4x)`f=M;YrawrHH)^6=+tNqI`RkY6dDeK?*{HOFzNaXO=r;CLTmTFK*)A)ta~
z2+RHX!a2$?{}cL8edKsW6E|;I-uhQ{;kbHBLI((LN<wc;eg`wkA+!`G>F+%nSM9%R
zW~tOt25N*pddyqWn>6&}N=zB<NoX?Lo#~MpCtKM8FgU)S59@kjc1l*q;4zd^PNwP4
zwiu7DArl8M4NZK2&iBfK?$;4&EUrZs8u<p6zmgy6>(ohRm16~1Vs9*NQEO*wjILjj
zJTBXmKpaMNVe&+Yl?Y(B0s1N%f<|FlsCR|>I6TWN?-j;X#A%Q<Gf93=T{Mz5fJY_X
zrt6X18>1eUL70*I_+~x0`2FDc91Ku6Pdo<%6A$v!8!ExNCb}j#%lNL8{WHY#C4cwU
zz1}5Hxs~JNeBbhpk4e!|WLJ`_eJW_YxOZI4UOdlkT;=6{5uT9>9ypn*5YWkN`D!R)
zBs5>2`FNVF2CD~v_3EfF7v}J@5E@@!ItIz5*~J08)lhucWU|AV*P&zPP=AlQI@X~~
zAX3N)Tk{f%f-5Wv3Lsu_GZxa6P#Z_qNm)WRMiPQAm*9z`EgiHxVjZV?wC%*jF0ew+
zk%&Bb;bj=H#%wTF#p}5MpXdj}EOtNH9ZP351}&^~2=jUxu3=oO2#6yFaDFDGhgdnV
zZ&MGKK#o~Bjn?RMcSHI!AWYXwyp{gQ6dEV2ciChiGsmbANKj&M*TiL~B<IH~!*8DD
z1i;Y-<aCbgyS{NLepbGyGxnAJ7-rJ!0!>m5zpQw&lb0I+qS|rd>$8KEEj_eZZ<x#D
z-2aH{2v#}q!64T6ZycPty~Qs}-CZ{Nx^w+sI4I2Av&Sd7(rIgR+Wvda-oRGpwl9Bn
zZpdMG5p|^o_NUf@;(2$aXeC^Oi@H~bC#fq#`jz!+hvI8p0~BJXIZYp!-MOqv{*A3$
z2T$dcBwq3dA-x?cYd=J1gRZpu8DJU-^!!J#Meg1Jg^A@ctdE1BMoxL@FK;_7!2ri_
zyCP7}MAKrZ?SdsJ^g6H2IN{yePypNH$8i7FC^Vq%>?NEyi9-PjM=%0<YZJgOCJ^&v
zTG1E@Q6g>-!q#}EE4u;AXSVHaAr|zVqNA;&$>HPn&^L(F(Tp6yFY%Vp3_nRi51X`Y
zL5Y5e-x+HZjW_K!dj14NBC|C~;f>K5)`~Hq<yejaxH-LE9)Y=Ev29p<4}6zJffv2z
z26kMFNz9_w=GGEpusH0f${KaR_<xBXF)d+l;Ju1q<4d{Ho@1sn@DbQ_<XUd3U|(x<
zta275+@_lys=ytBaYPCC;rgd83Kqq?^yY59L`wttGF~6VWsA_#7H%!MXP5NK+e+aO
zxdveR(r}iTyv_QM;nZ=@ho$fP4D!a#f0=r}KKWKNkp_$VzN8?n1&8?-c2L2t{9F=J
z%NWqOvISOhR8H#=eNdBL7=M1aStG%&%gy=aer=(8q}9Q`%0cH|7TrywFI<`Z2bE&t
z^oltMU1Zsgd>fswNwl^Kq}?gTWK{z9rCnW_d9=N9-M$|BgpOOGVE!S6xn==$y8>By
zc?><C0n;Vz7oSeu+LvEX+!}fYU#=LyoI5K{s;KXX{2(ZMg<wXV(8dh!;oe|M^|Mse
zg;A6vrZk$o6Qy)b-B$ipl(URy2@=IvUfg!GHgpW@YL2IG@5_CqMPrWd+S!(GodA8<
zZ|e)W+V`61V^nJg^_;TW=D%{lZO_1(z*mHK?$^_!O*e#W9ELlR0=GU`rzac4t{_*(
zC;Am%z?gY8+*|~(F%J*^Aom849(<QRvGGK$ERB(w9<{e;gXCRLrN&4Z)7Ysy+3USc
z(0EIw593&B!@My`S7ZzqGM$zd?5w1BGM|s8-ACM%a08t-2)Ln5AW7&eA+@k(IfXx=
z8dn4d#wVX_`#?-}0<2wf?N7x$@3<kEc}mm|BUw4$8~&6&xuKB;kO!}Nq)b3DAuZEp
zWX@t~)Wn^t0YYQbmi|t9)}17Sp@Sc`cW_cA-<s^-QOLd(HkFURh@>c*CidNr?+S)Y
zWJ+Zk$wKvQ9?$KKU;C7QcrHvMFUGu>hECyt0asueu7$Wolh-(uf7{C5@u>fn`Ekv^
zG=gK7Dwn!pNad{5cj-DIZ1x(BJZH`bpdj0eC*UQ-+c1+V9R{b6k;lXG4!tiO`y0MU
z!RS4w?O5M3G5(!Yrj|ZAkYQSy`mjZ7${@^IoTu2I_7-zyo!@v<xl(Rp)Gg1V)F*zi
zLY?##x|WYYuUK|eX5rd58u>8|)I&F98$s!)GFc5GYe#uPJ3;3NQnPS&h3&ze_The8
zf?ONt^^D5F=$(_sSBKkJh1C+4UF|L)6;7mfzA0b=8)MpPA9g`>)tZl+I|Hwsi*V_V
zscbD0J~7~OFi`SAJuHR8y%3u8{YzX2M{IQogYkD9-3EoLxdda@Va>O%Rr`uWbw9+$
zjA9jWNwfn;_>IDW1jBLy^_6d`8t+Vb2PcJC{>qRYE*2F7n=n=j&t^Di3Y8He6v#wh
zDMw<Em~uQ-gM^}t;0ztUZx46DF45135!fX+tz)ZG)y3&qgZ@W_oYX6i1+_f28Nf2e
zN=E84Bn-}fHlKa6RN&td{%y~06_=CE$I9o`56gC7Q86SUn<BUR$GdPdi?8!NK>T%B
zlmQ%!P1@}gV+MVP6d?wmIMCm;;0<Gm0_zx)(f^JA9CohN^s->(gepx+U66egYHf$s
z?deAKtSZ@O>PB`PSfJ{K3fL&#ahC~<ml3*Cm+>H5kwKR&dYDLecBMOTm3mHQv2`iE
zL!WDh{0|t?S16m;TxP7K+A-(o_N1@zz=>Rp-njhlsj%bRCz(0D&H&>7U6#rNXaT-x
zCuRBn+X9d`;I=>yW-a$YM<8}S8`ri$SIM|bkq&EE?A?xK@RXg;OAb@9Wy4bYyqHtf
zgN%p8;4IckkH=D(j5#`#e9~Xtyei>H;R`d^_>y8BHnjq*+->4bfYum{PX}M2L!ZCx
z{fVe^x8(~%o^Nl*DP<m(IQVf-8(C|&DILm`?Z_Qz(lr`B*<<V3aKyXAfxWSCq#G@q
zxlr$0RV!!jUi;NoNs`(dhobOP?SFcpGln3m-nUM3D4@j&u0yBMt{(8!6L)VASKi?m
z?cZlK)3@i-^ZT6L*C*d^&(=;zpqx;WrG9rpSe4EWIdEaAZ)r>|X(RBDh@Lc)!!$cu
zZAZKo1gwr&GgXy5uF)@>V6ta4jiJrCfakG&6o|BWg4W+8C^5n$xT+sst&z|I6ychY
zX_rkz;0;;+EmLhMQIaRAOU*o*K)r}0p-t*5DCBr8_CJKh4ihK<%Q=Bnh+@*(z$Yj~
z+qm&sp#dD2Y-}^Pt#O7zs?8yJ-3{wYyUF@rlW9}?$Wgnk0M4`XW&TtQim$mLxgPvD
z(t+6Cx%9)$uq^8QQR*rZpK9x+doRu;uhZl?^bDSg#IV*=h1ftObkoBN5_%u`L6@*t
zBl^N|OlpFED^`{3+&;$4w%&Tx#dhT@iLY}{O|iddQeO6R$l-arF8o-$g~vtAFUbO{
zh=ni)yBGkkarS|rfVa}4g>Fiu->Tq`Bfb0%6xRt|QxfN~P&$2yoYWK!J)gp4)Jldc
z3bU_Js~G0QSak#zV6YG3zb7=nkkhVaq?F%X;={;HWQC=^+Fr{4)ViFK?++sypJ{bO
zmfyiPF+6;Z*{OXm!;mKCEY(5u;ZHORHD#pMcDCm{y%e8{#_(2zD_=$2&Yc}!41%j@
zy|lc4Jqk_u2p?_3=TTmZ@&TAUr#(_~jw^i-oy*0?&Tq1Wr~LA59ji;%T-G3;+7LbP
zK3}~i+g&me=d>>25#O=T>!QlHplyDNb1rkQil3PK8V4E2=m^xPNs`yr4teh#{jeVR
zvklWGW$?e$N+azPt+q37h|WmNk_kf$*s<49TU_`C=po*Mqop?_$|)YK(aY-U?eg<N
z1}A}5JmN~nJ}RTy!RcEs2!->su1q3W%hI`GZW0~ru)1@b1Mfc@oUBipBMc7`3*!oD
z={LmD0E>WVNVeV&*Su03gLku&vgEl#p%{AkT3=%-x?W+hauTbThi9vdcj9+SmtUg`
z9=@4zFoKq*I>JJukoT2>c;zw9jXmxX%EtWMIX?;_56|OEs%?j-m#Q6qc!}tc{{5Qs
zU-pB`^+MR9T+?p{OD%tV3n*S9rv%gQEPV<^(~qy+tN&ASq*^4IzUIPGliN?I|F~3(
z{)7h5h;92n;wM}F)M_ywzuz9E_{%uaE&Z4C8h+vb*yO{v99{y%?!8@hl~G>E^`$Sk
zcJRTS$4<tr!Pk07kmuvoNkFUW2!@M^bUG}_)}tCs%(rlUra_Y14>N`$NQd7kzF%Mj
zXt({Tk??19siy&)Mxjg50-2Nv*CcqY)8PDf=8X-SZEhO_?rR^nIq(GBOrrj{c06jY
z100&yE!}eF8kTJZtk@cU5`<ijNN5=H8sqedk#CQEr|aBD0rdBG?A1prfamNeutt@R
zK*`m@6w!(;h~@G@xM5#_Fu|mJ7hFY2l3kuPDw1R5O|dtwlaRH%Sh$fFP}YO~k%#$9
zA1>3^BQkL$EC?=H+!%x1Jhp29|A-p`q|`GtUEyFa^@or9PcEU#Z?b01rrK=R>&uj!
zHy!tSv7fTf_3>imi)O{q#(oS<4eQra%ZjuvGrBndW0L|Y<)qpPhfZe%07$%PI-W})
zSOj#36{F`gB2$dOEee~pzZrbI0LuiR;Nb-PfiWkEg^eJ#9QE{c7buZwd!p&A*D#(2
z`ap;e#l$tdH(Tu1PG&8Ph0b8jE%m+~DqR9Y<h>Bg3_Rei*#D5MBZ=3*A0omuTb^~l
zTwZt2@u-bII1(^2UFpuq)!#Y;@u|j3G|XNm_kM|&V<cFaFEgIciNi?LkI^_zHnx;)
zWB|%*Bxbe}e9|Q8qw)82z|6Mfc=F30X2w)RVi=3B#}+#ZK8zEt9~g!rv0AAF2xEXQ
zCW;833Oe}{Ck$K>ve`~=$X8Or%}E^ON{Ny+#g?z+x;0Yj`~Z4`(^(Gh*3;;z*`-|U
ziORB<_%+y1_pzAtne1bIGUr)$b*lDx+<m@cMnvN(LcKQnaZR8m%xj%m7A%2v`kDf+
z3$e_Dn6wn2m(H_zSIR)Jw^DOT7trA^#Cjmb#FR6Yi%%#U4sqWYhJn~J2&AELQzs&8
zKO-9992%9yMrhkYogP=vbUnhRO^f=9RSPj@Cd)Z785gCPD3Msx-R}M}I9+i}?tp>p
zmb(1`3tN^O>i;f2p})e;VE6Tv$xcL_>Ij2(RgkX;dI%cuH0QvS-le7qxqy-Cry5hv
zIDSoXf_;@#oeNq6VuAPa@LP{s{v?X|7@RfY>hG-n+alZWW4lMKFUXRPu+-KWKt@K`
z8aZ+9)N$O4oE}Oii{FlNKN-ScV!#p)0AI(`mhzQ%#xD}rwZr^r^7nqfuusI$@Z$R4
zcBzzEN5`wz*Q?iaL0b!jWSC_k&pLLBNQH%MNcJ9uHe5<fBhqv>6d*EFtag-aQU%hb
zD>(*ev)WT11F(5tq$^a%-!d9=sP%6Zx))WPwY}dLdl5o0A=x1&Syq$+N6S~dGd7wO
z|2)mr-X+l65ElH$KJQ@rlxKEbHC+ysSR<B;e8ZD#-s7>?7JFT;h;|<*rc6GGE9&v>
zZNoV7nu6ocr<IzXhP`MZ+S5cVWHuL&_}up6mUnp77Ei7S;V`L+ZNzz)+TvXCbp}QZ
z)11Dsi&3tcB9-DK8lDXnY!QZCg2g7$FL)QyN6}Ww83@>;T02bGdM50B(R0MslXzI2
zCaf<-1Bi9-ge=rcl=xT=w*Pgdg>E_jv1*F5?JxnD8j0dao)Wt(W7OHjf0UI&Q-8C~
z1snB6LPd`%hlwx=DeGwrXM6Aibo~1KOyWKg@;x5H*)!^eRMFa(C*f5udYZ6aJNmQY
z31CG@`i5PsC$ye__P)?JyxyMdtV%#Y#RYB*e+Mf=*^OYTf=0%3d2-C>l8Gn~s0>KG
zm;j|wa&y|05Y<f7q|VAn^eUztckO&TJ=!2!w9>-kEp+cEa-8il9Q&Gu{!pQwY@;|r
z595lCO-iJ&hY$uBV;X+F@JBBun{SwT&aewq{YH$~5|csk0*P?9aON;`FhkLy912(N
z5N67l!%b-O9bJ${&g(u(N(~uXbRF@*%}BmkE&B8D;PEZc^Hyv~DMfRoiM?kiaYMjs
zCUjZ=9h5%cf@NF0RU5I1nLzX4HT|VPNeR6vNilHTZJV~twg~6JS>m5f!Q+&fK?7L<
zRqg@tPM3<+&=mU%13i(GTD5&b0kS45G{$<W#~|4U_5+F097bsjg^w@m?;%KKXlAVX
zF-i#$-n>mJpaT43VFHmkG=N*f7~Qgz8?{N4p9mjhgkP#Aqp3l?+A6bpSqqFFNScHe
zTEATu>v^tETB^;N65!OmuQ1gK@HcA%r(r}1GZmph@WlhB;fqn`Yc@2+pY0}w8KHoq
zSxdB*+k*9_C$ejKFJV_>*>6=U`9!0%AC*N5{;TCWwT*sUosOewtQ_r9$#Yqt#S=3;
z(8**8yBgELr_4bNYsOgP1%d;%A~osQb=FCTypVk)6EY?g&PfD{FUHou_^B^o4rpis
z2xr+pJ~d3A^xOp7F#%W9XPJOX&3DDZj4h{1%_>`T^@lvH*RS&*n|Eghyt1Fg=Y*hP
zs21h-X=Of`aB~Bn4vWsxg$0%V@4cq0&4M|0wQtGz&3fDERorP+9ZSXApSL|cxi?$H
zCd~3|y0QQM{{49wX|9YZU1`bLFV;hz9RcKV<vv~CyTjAwh)mv;na7&%^qwHp%FMPO
zR^KsO-2Mj%g4|oz_7LyhXEBX<^7emat7i;>OJ<&Uanlcq2l=L~xjt8Yp*5|ZEw1oW
z**@{FXZ&3CjaycIt&BDtpC|7$bn>Q=1>BLjkH>aMuTd-a@|T_0z8v3wdDahFSEn)r
z^Zo;)WrelBKOkE^HD+wN5c!cjJOhCz@70q3lQ;WE3+X1FcU&&x_Hydyg)QG+$?j}6
zjS$s8QY{J`M@94J!MJm+NXN0r2OW)M0w8jEi$ov#-=&-1dIiXew4cIHyv!Fv^yWXl
z{$Ekd|CbQ|^h3}xP;avo*Tmpth}B#33``e}9_U_~F@J@z|7xkRyp^yQlfgVi7AP)K
zCj+Zv$Nq!S>ytV-omKG%B;llJk)9D#(7Li+f8~?)I5BcV7c!mZ+FiGgm`~$T$gpV4
zGM2Td3nxw@M#*5%xEbT|ZR&sKJatCm&3)mAep~{c5EXu1MX<~NA7$$WUC%UtQ#*%J
z8VT8hup?a{ML`x*5|Nc`Ig@@8tnqkA1JX&ZGP))H8R>iO)j|inGt!@T&bmoQ&x-dj
zztUUZGD)By-!VrXUKT{`NM!INl86b9nkg;8K|y8Pd3*(b+%7!3U+Nin6-6zZ@7udb
zxAV@}j;$_J*WIK03Hj_b?OV2#ZD5Kf1vD~+R5{8KlKf7TaD_?b6B;)}TG`%fhT(4v
zaIsPlS!?MffFTze8FiCb8F=VG`a^>k{LJ{a=+X-a9>4_907)L^0uotIvW<<wmnF;w
zvdohI6JEOOIhhbgD-E}9bwusfyIfnrJ|->eR`)9&X0F7ipw^~;-hH$T-}=#V5l>eP
z$Rb=F$fj4uJE4DxBwbjhBcj5Vl5LtXcnc(7fK(P|9Ecid0~d81?dt>IM-Lo`82CqW
z?$^@YiAax;uJNXI5E^>eoZHx-YZw0W!NwC6go8w;1!9(q0~uDEQm^Z_!62IJL_9O!
zjG_G_i3OUsSL`XfH52>&Lj_$tKTm46YrgVFE9wM3ObKb4kP6sT_YenlD9rs8K@iwy
z@tNq5+v8fKs7I2pR&+b8d9Q;12Cx$&(E40%a!ufJ05V{c#M^q(&Z7~Jdt#41jyQA1
zjG*dEUCu(}JyVC12i|^jX&ULW@I2U%!wHD#df9J7HyRvpQw_J_S9LLuR*j?IE5X0K
zWBr#(NbnEM70(K_OC!```sjhy&Tp4KS}2_G?CZr^U)>$&<9p5Ln~qmofW+)u_mGHc
z7|o(v&;E7u#(B0fbq|N04iCL~dcPl1=(-HiGPd3&;2}4vT2P)jP8lR82pW1TX3gk3
zb7D$N;6xLzKA=pSQ-?xA49z)cn3<q*wXeQR7T-&GqyB1q5#43@x1hNF&tjzV+s6kS
zH@1|;fyiZG;W@W+Q1n0A{3XtAxnR4hI0?77Q<(QM`3CxH+?l3mLoC85PnQ`ISGsH@
zflAPWucm{NZho%;8*KYGa+%hmv<a-J9J?Oln|e;@?Wa(>McYalYKOAi%HsDm5wQqi
zpU3DhtB}Iv$Gc!)z7Owz47*bauL`o}wuUARp&o1lbtJ7a1x5E`tch_HRdO1TjRB~A
z?xsFOHeM0L!LI%J(lEKw@kQX8-sEofRR=Mye1~al^_4{}EKb9cjK{LC1v=nMdj|Z>
zeFYIyZr=#l{<FHw{cE`i9+p->{I|Y{loKod(rLll8*}a7hN+&Ugs1h-(AbcKnQKvo
z)dlMp>1cp%>b-Oy(MfAUnOn7nM(tR#_l1OAhX}mj143)3u2}rDCh(|SmN%<XQ900Q
znfthk?1>_DjPr<r`JxOoA1wid`EKWZz_>VA8&pR50%U_M@zq<oimmYgko9k~#)W#}
z9d+mYTDLR1|7Cy8iJ1L(s8plv#ObSt(n76N&&b&{sKs8zF%$Vi3Xpl72HjncNmz6%
zZixsIE(?FgYV9#pi&9K|dKW6OY$nY~>&5A!;rv1pnpjlw76hWvOd4vIGy-&UlZ&zQ
zE8_Izgg<3~GDK=lJE7z|mwsb691;UWK&tqy+(7qn^s-v07VBmEnsVQfZIR4)Y^o;s
zK`}a0T#=<$)<Sw@_O0nY3IoR9XNkE7ss~u}ldn21!Uys3EQmEpg;)o?#_P>phy*GZ
z7p#IWWeqMXhwbqN*c(NX8JwgUp>V`NB9Y?J%KrofMKs(QEHq=ZK~n2k8q7x+Za;a{
zL6aX%b~Y4eVR&vJxckMTG`jk;8;%4-rMZ#)ZV_e%!$Np!kl2zK8mJYmPzhODIx`+6
zK-1OkY&bp4kc+-4-u{zN_?k7DZAuUa340a7Z~oSy!UKhB`TcRT9}R=D_M;J*>xrS4
zXU_R!r`nXKN4tLmUnE|lgE0Bei}43itVzNT@fg;_xo6e^H(*<1;59odzhE!+!}AF}
zasxfPkCZM>r}j?AO=QnNsr!PU7}U|@@V2I<SE4l+cG)Xdh!f2io~%%UcLsp*V0#mS
zi#(Hru0I8)XF7t0d)^T!MH_L_msx!m#*`EvWw>qbY+N(l$Lhzq_j$elv)3YvEzCEp
zc&rt=_xQ2ctFZD&-?Qh#cn2D<IL_WpWUKGpgc+ws^sSCl*M|s}XI3&ljak}v%@Yg&
zVx?LeWgH&SJUWx3(HQ(`sLrHgw)l=8I;5?_UbYg&o<?)4|7{Uxb2s63l?Yzg>=1=K
z@XYLhMUO0<!H!(Mbg7%lPfZxUXX-g!^YLidxIH-3YYnkRa6Y>8szp4ilh839H6D+`
zr?bO_e0bI5zTGja{P}2u;<;$jPy7ED>;4*HEfUr}5rj<1=zD$N$XUzhewG2u`Py}+
z35q^mS;_Yw#=JMj6nW>}m;@WnBGZw;qP@442(@e{j<N8W`$)WIiNr1{OWAH#|3vF|
zhClYsil&31801TV@?OA>C&Hu$dx_&%g%jvdN^K*BewT!hfGv~Z)<%fK{rNGbm1h>o
zuGp7qHesjy{j%>fAW)B!6NDk5z&LEM-J2dt#FC*{-`Jq#CUUI}U=qyjF<<L8>p3Q_
z`wIzw219*a%D0dwEeo~JjpL}+Lc?PWG7-_e5J?_^JtuNQ@ykgnB#DkB9=ntm-<eCE
z>AQa^%zUnpag5~35wawpiH{Uda2h_uj6J<78c8|?z9#sSg{%4INrd0gf|~*pu+FLY
z#XGCfu_&7yQtZ3??2uSd6JEfVQ;UUH2u_lP<n3TbVbvHzWSQHsGpX#xUbYCJ0@*#=
zo{FG5rQKTEC}B_8$5QDd9CAQgar`~+AIVxiCzNo?Y=eyZnUvSc;E3D63CgXF0IlSd
z!kD`LByn<~8FgVnt$30{4`Po*mzun;3)<fLgFEE!$)bWQYK*2OB5AM8nke+V1eA(S
zZl*JI`l1TA&@3-sJ)P7`7#Ae(g=`$lieSrZktLhXCdm`$@kH5{lBgi(?O>8V7=<k9
zz9xNM;p3ViT}8+gHm8^$@pKiJJ^bA~3ARk;t)J)mMeDhD7;Idi=KA>2d~v0L@+s<G
zgy%)NPx$ZI5Cm>8h%7BtJ28TDjLG?d)Qj5$gONjb-*8PA8M%GmzNC?JrqEsS>9MD*
zO*(Cf><-XaOVIq5TP(9gk&{~R0B|rTx|6U^Nlh>0ukd@J)mWW9e7xg;)DI>P(osDZ
zTJMZB+0m5u%+nbDDpzJNTM|ABgJaqbLM4;gI0CMJlZocJlBicS`}%v!m-#ic6|lcF
zI%P^1Y646+UEU9>YZUYZ98M#fsX9(Ptx&nk8<|Tbzj}yo-qtZeT>=x&W@NyeAfO}(
zrTxz-i1f6bt0wiM!l=wSvQQrbuotHW1Ebm;7hAXRqeV>d1i&pOQs*ebQ1O*gZc5If
zQX<?9`GWX!6Ax1^vgn>L6h1?`XPj`U!$ovojU6O_f^fE(zz$3}_lX+`Nr>U_>v_}%
zy%`|Hnzu2+K9Ze?tF-@0mV3ikTGP^7#eC9a&dn}3orq4HHE-By`-P$^`J}zIM<s{x
z2v$%|VB=P1``U+IL0K0zhgNC_OWSb8yLh_>xLKI@HfV1@Slu@^I$UnRI$0hlF>s0E
znD#)TG0{)tYYpxZS3%9N!(%{|Eo6*%_T4I_eW!rBjeqoCx3O?4kI(ab9FLUkgr?7O
z&=yMNHxR0#uZnSRflu$|CpDU3kf(gpvUI%H(DlrWMnYc&(pI5`GpXc1Mev-;Zfuu0
zDwWCVI$`WlP~M!BJyTf))v#|do8shj?nJJbp}(kb?mP1%d?Q5FtCc_OO>)Z2guc)h
zas|`&$cP~@Cs*~`?Y*MckM3wc#LN%Q0N9mN-^B(>#vLIX>ZNlQREa4%e6{}VB{Xfs
zh7b^Lz;3bW*93mf^W*1z#wC8N75ca5E`J#`b;V2wUOx5UxsRWt)1xXVrc}0pkWOeq
z5vpf1=PtYHuAbTFKZk#}9-~uZ2e9Osg?Yo^t(mx302%(6UqNGL<kt*;IizgOd?T%F
z4@C!!hiP_v7;b-0%8}F5B}zSZ?Cz?&^d}^pO=fnYMvIwi+|0L-E+3KaYU-_AC`Wak
z_Ea78haIM+7|W=fu#+d2{kH8yVuN~^7MmWwZpB?!;d3TE1YaI3+*AHLvBBgnJ1lQ&
zJ*$)6elg^GWC4ox$f2aqe4*C2tHxuKOe>YRq4r0oykCYlI0As#w>NT~PbNIe9NQ?<
zB`>2Zi5`%Mx^yJpRCVpZ!p!_-H}6ZH(a2%CmH8dgc^a!~k*Ja0TIuc#-k4O??6i?u
z=sx@eo(dw-3yrLmrKeFDJ-QMLnM6#!EPsdI9%{JQUl%gwe@fmz?gVG}wvq})`3Rgn
zE|86X2IW?m-#V<%lXiQrfo)P!cDg{?sIntp{g6mu=<!`DUMnZ#an%WjwR$c(PC2jM
zdV<pOR_o3<K9nh?gH%7s8Pu0y5@$C4Rv1To+i(YWxKk){0B<c8!+|OO)kzfK%?*-;
zu?u{LdsI(l4vLajC6RQmlK7DjQ6&3Hp>)19HG>e?x3@e}R@}TTEz$L`C=FI`WtP1X
zPU7ow1b;G|#ZyQExW|J>^U2Y%ymA~ZeRF^`)z0dXpCc@0OtLPF^HAEp3ayvqp|0Z4
z%i*|@@Ptt4`|+AfA&v75rRi=v`<>aL4KKma#$@nK7qu)HG4krZt74e|Kl*y&6C3yB
z1ULhJO{2Qd6Sdm|Mci2kkReww&9=fyeEE+C4<Gf4$L_gG&O@>LP1s*&YkXu_1H#vH
z@2?ErD~L>-Omy`v+N4?*rfM%Y@0HMJOPYRtd0QYDsCj)uN59rPNi~S~ZW1&R4Q1dH
zOTRU%mdR^Yg~=x1q3v5#YIM+)lEt8npn&rhz?Ic#xxcGI5_EMfMpMK>>6qtRuPa?C
z$sx^ixp*h`O4CFApy%)_#YOA}NSwJ_OkjuDq|NOcV!nX(d}N@Da0-RxNaeygUE8pl
z`mCR5)ycx1n-6V4fFjgPsC1j+$tVnDjb$B^a+)F}InrJj1}~Ub>LUOZEcC7^rNz3q
zfLrVocIOLOYn3pF6@9x7AgG3{U6yuekuq5{jxzfi)vN+i1|#T`7z)&rNiL%f#4WuQ
zX3#c;s->%9uqiBsr&pB{@2!1pS-1pL?y{U&GjV&ls%a%L+DQ6LIR_m|2@G?ZB+{%a
zhNR9Vn%v;=UGi%<<XI0P1IwS}{u+b!BK1%STrCv3bjk%1q5|IV-73jG=(S@tYKa37
z36Eu4P{kSaZo(JYVvr?Lt2p-7ws*oBy)RxO^UfWuIK~nr7hT-$I_4x}Ym3EW`AD1L
zd@)7w2L#&dZ>ew$A?J}Y1`2_P3<X(2+d>nvudsoZU)L=9Wa%GrR!vn(!sR)0=tf{T
z%8_L-nIPF|RBb2c7gm;6WDd#te9hZ~uj9Y{6K)*aVI8(*bH{Ggs&a*Sr%v2{f(f%R
z;Ev_kJn>bB{hr`ti$`$R1DtNr9)15sSsg5&GLX3M<$3wlMY&tAmbW}!Y@z+aH*rAj
zVzQ~*oZ94kw*eTh{^6|^PF!eN`5gMIqf1BS-A#hX@Ey-t!ERl8`}!o#gWJmIoIF8M
zg++QC)e{uc7y#vzE45=^SJPzdCa4d?OTb(zeUM@<es?lXyfT7}i|mJ}HJp2Zso45N
zS!s+Bm$hLSrWi-t44!le!qJxdx};*w{RSqt@?Ymxl}XQ;+e#v1m#K_ySYDV=`-mHl
z^SgkE1VL&kcWQklOOiy))VQzEw~BxLkAFyzJ4aBMIaw+XC;2e{UvLcm=j??4tAF`j
zk*jtMI0+Fa#M-G@0#9oR`0}Dr>CctpfsBbcA!Grx#IFfEfwcL!`|pE_{UB?JjL8MC
z47|Vem$1-4{>WnV*adju0x*iCK)79<f>)$k=NMUE6F66sC^}wlo;s66D68EgqGQM}
z1j&p^zTA$@&l&oXIY=yWh!P$UUW0p6Q)$S;A3_8|%mjnc<Ypg4V~<I)En&FH<4D#A
zS?1&@x+9>07E(SWh}ze@?$sq#2ZFk}v&O+eZY5e$Nal+$Rh$PX8-;1L6p^H71QmOI
zOyeiy%Fp~n2e`D$0(kbt^K)E7y2bwf{^C?p?5EU&_Dc&NL`{sBsQ!^mQvZzdj6Kzr
zLSw9ub;wCZTtiGNR-WXH0P`aAbm#-97$lCT`6H@h!l|$TYs!qf>+TR?So`Wr=vIj<
zO?h0?6i&=WXN?i<jVT@&4Sfs|O(IF;z!t)5^0sM({_%K2LB9V4C^P5ysTWggF^~~q
zpw7crZd=(Ov4$f1{v@b4OOek+!}OnI&HsV8bQ1d?;^@{7d#=<O>FmFPHl}gDX-SHZ
zK7?55AgX0vxUS48o^^94-uO!ZFdfPo7o+xDZvHnfXgB81PiBn-jdNSj^5#{tasJpU
zn}Oc9W`e6SUjf4>hbeLs_iAJFb<=GGv6PWuVV8o8abbLHlss({OY>C@u*g2$dZ_fA
zqet$ey$a|d$mWsY-b_pgo1;nmWoaSt&P(=e8b8#L&~q>z%lKMrQT`YqpO#9&QQmG~
zJ*Cj$5xm+&;q92SIcS2clo6;2tdv{i5@52z`eYA~ip&c{r^bZq!*;-XxM5Gc8P1nV
z07$qUe01S?5Eu2BtjCn?wK=UHDxEU6CLuK1dSt|H-nr9K=R@O?G=mFW&!YQa^B##C
z{lkp3J(PNt{gXym^=%Vm5YhHiA@;evnfvan=7eim+DeLOs3nk$MAQn*JNEs!1+`#X
z=~T+lx4~1Qa}J-=E<*pnF!`CN47m;|muJFdKijR@gs+sq01TcEl0o=~6QZ41ZH`WB
z%S1^!<AVxJ^o!cQuyx;df-$DE$shK;G2|#Cb2o=mBp@VFcmMClJ960pWSL<U&+>BR
z&jh@nPi#D7X4!RcVFA)nOu9HScf)m+w%KI2vRRcIuI+@FOV!AqVe)&9JsA*Sj+@*Q
zVBi#Hu9LR#1b-36(GDdUq3zCiYwfG~tzUe}=5H1%<DIyDzCSNKYPl~(4#`1e8%5Z?
z9{+%O)4zdqdo&;V4HJ)i><a{E_zSs7T+{Gr{f09_K=<E@fyj<Ip@+Fi!|j$k<LNp2
zb?LXkNU`RUhzW(7JV0vkz&3D07|suKJJA^IvmF*vCLD=WNecZ8nKCW!wLFv)%Y4wr
z^sdl#1{`V<x7SoGfSBI5$JWj+^wP~Q$$ga>E6Pv5bR2r|a`YC&h~xc^LR^qC0?Xlb
zm&s;tO)A{M((~L{zUj%*>Aj;Q0ja#P@sP~HwRgkN)Tnt)zntfq?ELRL=HYpzLZ~WR
z>kfYL4hguVBghvyAsz71U>H+QNbc@W02{z$_IZj9A{%udhR)HT)X`J#1460b%jUNq
zy`+8QLoX(&R<OLcLrYs}!5-B(tbl&$#L4xBJ*+1(N<_N^kR*br%{n!_L=~H-+J#xi
zNw9<*hGUKkF7(0rSMJXpQjkE0V{sne-}E-hxU~QAl&Jne^e4Y5QfVz{iH09HKJ+mX
zDUA3~2$p}@>m=T|Q>W1ev(THAQf3mnrg)8!3M+S&{i;7q%&}LMwm6fnkA-n$ROsvS
zduN6<t~DRBG-Yhj+K@bYzTM=AIKxL)Q-!|YnDU4*wWL&c3VZ56Q$Kpv0FbQe0)#>*
zIQ+)LD8!5O94Wi@inR=`ok8_8^{Aj<8HZQ2PA9xykHj(~9G=EXJh67cBw!`fB$~LF
z`HAw4$tkuzSW*yd)AV+LS~Wcw36+)!!+{K~H-QImYdWPaJW<h?W2=(iuX{3Vu-N+D
zI|3Y&A*HREa$7KD<&XIvpVwT~{F)$phEQw;OsH7*;^@y4_ZxlpG@1woQKp<9HXR2C
zDmHB}nwl<|t9{XtRLShE!(sd*NZ7Uz$~2_049a<``08{QF)h{gU(@}iH`)R2;cZwz
z)lbw)W0Z3w!lV~wzLO%pFP1OXocY`+Pwja0el>0@CEQk&P)}AE>xh+1nb{?feq>~Q
z@_w#-KzdxnUP*PdW~V2Sl)JJ5?DC><M#cBxeC+awrY9(gnL4u1cpq@IG93obWjbvf
z5C3r|A{4td4wgj>+&MV=yF8`h()kyzZz}!s6i4FmgALke0aM<})pf>^39<?Mc&yn|
zh7>pKQGuggaQJ{umMyD7dS<?~S9Vd&fu6Vnpjlw1ys)`|;j4qiiD+K!)TeJIS)|Nu
z_B|jKf!nAAo8vZUhJT;ox5xNX?TVyQ#_4zr4QSL$%=gAP4O)1Hp{|pxIwa~5lteau
zlu@&%MaV%?L2&zcY)O)5gC;=+@^h}wbduf}Lod*iFC<CBA%#2Ey^7Nnq<NnVti+nH
z%rg9bw@U0U4_=<#;Sk!yEvzAV9~;u1VM~1<uG5YX1C%M$=Dt!bRes3?f<Ww#*!cn5
z&a3CtVhJf|(r)41ph%_kWA0e8DJ@1K{)EG~XTSM-3STqwGHLsgoETRJP9?@Ved5Q^
za}PPP0s+qe+U(?YxHU`|;qP;t$|L+4DFb->fjt1$Q}^wwoSQ2<iiaqv9tpR0;NPs9
zISH0rp$XiqT%pdeoVl=ubTSizXgGOh@r#aQeIJUY0@=h;XEMzah%p<0h{67?SiTA$
zHqy29NFp3AON!(s8nL^OC`f1|g2vJb%oGy165J;=KQ6F<638NqA!H-Qj$|cX>nx><
zXr>xWyxKS}^ezPFjDV<R9cKL(CBSh(fYCt<j~vV*mO_n&w^%kUhLXAnH9qhcdkn{f
zK9+|ZvbVQoITTovw6pAZ?*ZM~kgo`Z7zP|$-bfApbCzuzi4{{iT7Iqzw47;)V=A#n
zet?r$x>Qg5eNh$tl~A06r9LCb9sqFxqHKhdz)CH6e$c<U#0Q641)OMv!@WUij%^FH
zZ&;iG)fNu%%(f07Na2Jii0tE5I9>D`htd1c)Wu5lfdd`q=7Qdn6;z&Fj>GaCw;@?0
z!@?sicaVB-IEE^GOZ)8zVch_fv8bg!8(d~vb_yFS3rgS2XXf9unyy>|kFyk7*l$`s
zEpjk>-FR^LT8H$({d9*yk$!%zblM<Hs?MUVi$q@&C+>=)>Eo8!;z|ECW0?=XTdn?0
zaO?H(Ftx+jWBsxfeP*LdVp76D;aX<p^4PN4cKS7C7gHat@y~)XF19=_rt=I-yk^?;
zem(`Oq$_0wug+{tI!IVM?*~k!FRO-(`e!C*|FP;EsL1iBmanr2LXN$e(og0LO53%*
zE3*_UAS&Knxv9SGK=qC}Qj_hJ#8oDfbcECe#tBL1-dvkW)sg4)PZhn6{^ezpZe1c?
z|JQ2<=fSk;2S<$={Tn0Ry%7BKYo8MM7mf#AA3JPVSr)N%Z>$rKo6j#kz?mlqXS-hc
z2Uja_=7bf{uc_|iiaZITw^v{B1JvUY|L56jtNVZKVx=2K1c3RersLVS*0W~bRGxXa
zelAXY|4HdOxXN+Qd+W*=(?CZl$Py8$aqPnPD_CtN$jjq1%`9UQ@$G-i1OGoxT60vv
z)_e_`Hi*onv8;V(z~i%l1vIffD`OLiVR<+4$=a)~iHK<V``nk9Qi8a}kPW*z&jv4h
zrQV)ju9-lA-h<H`iYAp<P7-q^63Qr*G;o?w%0|(URg3E0n6EhJR>mJ3RdbIwx!(RL
zb|eRgjYo%UetbmsUS#$&jc%)(Ow&wsm{_d96Yw;F<4N2LK=gYT(nxP8|2(DbBpJnU
zSjLg12d1J%mqN%TkzrFryd}ch2+gHGA06D8C5l@te(Jn<@}iL(*;1LD4CL_hmb0JF
z5epBpK?ZQ4f5NHDgT&+ENj4zL4gqS{`0}Wf1FnSO3=QZ6yO@$O2Il}HQUv2G_!)P!
zz-}ntTo0EF(6k*0pUxSq$$rSxOCTBdZ&1p@Ryn?7f|`dib)df%zN#w=_M19S18TvB
z1n(;%GOFD>&@9F+JxnMy!agwf+$=6$xJyR7i7U8ovM<W5rE*p;1=55D2xk)36>PUY
zGHareYlFtrO8hlJJGo*Uy6!rQ+ADtSULLZl_oprNHKgSR?YX0WlmA<A%mRqeLkOj%
zA01Z6<g|;tUeL)sY9ULt4GWe>_0~-F7~ea|9A?{J7g_MCuhiIM-fN~q8c#>8;b=zZ
z*rDWMG9}^z9RXuSqP1Z;Xykv<YWN2(f&xX9#eSeFb7S#Qw*j~0FQSG=m(5@Omzi+|
zMW1*g#KZ2Z4S@E}Y<;{^l0p(Q4uT1BXfTE2^%vPvrwO1&B59HcUqC9+M|$0FOTBfC
z{wX;Bc}aZM&c-}Qq_q?5%+tLpgZ2n;6A1sSek@Rblh%vu!r&@r*pj!iO&)ccHntmg
zP!!Q$6vRk5oJ@x8;8NrgP+qBjU@tA?zQCq_XZD~@rHpAg#$!E^t<eiRhFs1k+KT34
zia613yQ}i;dkBX8NiZi{U2vh7r<X@(&`*vIPsozAERhHRP?sGSy}FU|o|tu+Bn>uL
zUU4H9Ws2}nB*ZTQ#NL$X#(0y>cb~471RC50l;9+5!!-d2y=Ne$!bp<krcH@593KUs
zK<uoR^*;1g=)NY9NF4oC%faz2Mhi~d9?UT)VKUIfFiG=aSsw9-E_rvt{DY82qC?-4
z;lOR@eFe(?Lrz~dl0#A+daOvir0*9X66Fv3j<4N4iiWHWXODGZz5sQ;5m9Y(h>V?e
zurO0_Na-cTuD43Nt&t6IAzAQTU%R4b(i(n_&`B9IESW+sZ~!g*s1hc0lG|FmH8tXr
zbLH1a1*x>&7o1Ohio}J1tb*@@uC%Cf?x@TAh3C?)Dk*a?2$y%bCFz0B5>AAzkYAI1
z;-TKnK6by#y?Fk$$hGng4Q8=dZ_{Be|4EV9UNx2-w7es^fSOJ$B+_Q23$NF#66Ke^
zlsVHG1o>&}kJj4(jV@Qn#j$HsZEwZ@k{C;$P-8w(-x=iIjcQUts6qGfaJ;8PGlp#N
zxK6nkn_|zN=Y7ypQBsrglHpe9s?-TIDNaRqN(<h&>BsY+h_FTn(Sti@SUE3vWR$>v
z8SCg}jia|j6-$I?OWGCm9rJU_%w%$M<}dXz%Ce>@Q<8?M4?ML#OAcsgE(^_%U#m%t
zRfOAHVM=B2sG%#!8-elmJIi@%x}A@zxg_Zg5t=jMlIYsk3*lLLN|2Z&>qluiG6&9p
z5^j7)Gj8#2tE3_40lX&XmSZ1S9pP~jy9K}9PWW|Z@u)|Y{o_u(vclxp)AjTKG~<3J
z+tPrQE!`&aps70cWsuI4sF(W{9>P~=%M*9)<%z1+M^xGeiGk@8x?xpQehr;}wua&e
zpz6560O=F4u$eXNU>?>$CQ9X<J0%`138Sy_v>TsW-ZVWK)^l{&Oc93b)hu=vHNW3b
zQtTjqgb<72fpkczq0ieI$TAddUu~bW=SIFSL59|@AhO?Zp|rJF?h6I1AKN%x%qhoX
z99nXV%8iuX7TYr*MVrL&UKal069x!#kI|%ETG_7a=X9lQH_`7>_C!gzxFUg-`mwbG
zockF=NhdeFN%R>5mo7=4EF>M_yY*J$GKG?Wj^C}GzD<}fN>|^schgZz79&rm=h+%!
zBlQ{EZy`O-R7z$e(~^>Jt+TGGkN#3<J3}#1tDYf2+tBplZ@;tEHO|uvWmtwiO$oAj
zLMzi6hZmjzzDtB`9DWP70yjx7EV2KQqei{U+LuP|$ACPsGr1BUtan|}N^N;9hIP>d
zHVBN*M`V82r2Uh6l+!-~nk_4?2R@KxH(hu-vqgcvLWAek$xf#PV=NaIS}DJM+04O7
zAoY^+(jJ*2$B7k~bZo(^ltGlOos~;NyR|#!dlZWDh0aTy6|<(uA}o>ZD%o=qv$)~M
zb<victT0>F%%_9JBobHnM$2;^c1FjS7v5wnOL;r|``2!o_kh#1r!1FbWCQ6qI<k*Z
z>xZzM(I-}>0LqV@O5i#Z1G}5so12{uL%>N^#^oJ)y$5IfhuaX5co?zmm4x~7bcJj%
zc<O}~ihO#z*6i30CHOB4<Hpii3dql;gz`JX+Ip>>r3Dt-@=Zf0GZOC?^FNj@w7TF;
z93L%iw23Sz8uFIkyp0-9zqbeZIi-%KEN+w4)?F{{8-x5-X7w#bY_V)sWz1y~V-hc0
z4R<@U%07a1wd8<i=(8*sO?gDcz;cjYEVI+R#RQQl;rgq{@SN8qeWx^|A(~`ChL*0|
z^tG&(f3Rl$62`Nba{=F)zE&tKkb+u>OOhR)<fp-!mUgpVH@}zY4Ay-F8tk6s*k1m)
z%HQa;{f6em=*qDv#^EMY!J?fRCl)rZBsoZ#)p9h?;ECU~37Dt-gk^S1>TGsnVOhsh
zi+l=|(}+Ihz2*xke$2DbD&HTNA^3y(1Xy!hD7rF}tXf#XXyYj%X%ROgGJ&EH=R>Jh
z5~SyRFV(!-!#TH+r%<N^O^eQqtT&-(JXlMPGv5)Sshc%jLr`NhR5n)VhEnGnUXy^X
zCNx7r_p3C7+8+I(;IM;f`9-z@Gy$?@V>mW8xW2yB;8bY9C?FXl-ll_C>9=7cJ~NJ3
z5yUoP*`Zj`Vx54Yw*<tCvRRAXPRy-J19fK5A;xvYCM|7t$N_QXNzdCgcTMKy_Wt(B
zl_YM=)|9boI?OEw^s=q4t#+>R&nZAWQ|_k_Z`n|EM3;5zU!M(k@~BA}+LDt7f!BBa
zhGTII;z5uWe&mXtgf+`H`a&^@hn9NdDVQnCvQHu`U0le2i2j4}iF8mbCOakNaFnJi
z{9;J97QA~D;{lp6;lFFr%KuqtDnqMWxhPDB6Dgoi$R}BBz-Sscv2C;XErrDYr2wuu
za1bgAi~NkZ219+qNQyHG+1~-9ih+`kY5C|4oi`*Ndc31rVn{kBy5y?ljD9VqC+i=H
z=O{$RGTeT4q3#563S^&H^KZ|uATcY)dKsD##?5|u4rGE&0e;d(4NBtxE#llXFTPF<
z*7Hmmn4sh(kJ>n*a}On}w^8(g#(1tw0&#~&3rNMj@g)FmnQY6D+S*da0W{PXun@5U
zddgYK+dH}u4ft?q{-{dh%j`wf{|1TAVBB4xvwL1x=INo@+vPf5;rwdDy|$lO^WREV
zz-nY|l?b{=zxg^ldq9OT2C0?xNJFTKtRw_t58Pclx5JrnTH}-@Fm&3CSS-ne4;o2X
zupiIfqawv`1JPKAggHAK?oqLasnyLO5Vl5N7nK5QtGIm56HBUHG7+1dHvEj`o?x-a
zx2_|oC&WZKUe`gR#n__=0V5&t=F5||CC7|6h8lf^vsd9k9hrH%WuS_Y5soprl4HB`
zX%{Gv2DlQhAtFpIN+Jpth<8e^&HbayfIg=}S-kL}wKHNW`{<wHkRG*BywKJVgMB~f
zH^c^(_AH?!f^j1b5B7vM7Wt7II89e(!f(Qan`|$Bj96jP)A|%?k!P+mmK1U-fJaYw
z=yiyuNYd_}P4X6>A3ckk*iLzVLNm=5EGB3m_QGoC<qvrV(hOB1^IR9<Q7um_aLs`v
zVuNl+<A09V>M{1Ni3iLsE?EA3v_2=P<`dn?{kwUaaoTU_fWn_`yWMLrn=mW7I(oW-
z!zspfLZ9hN<e%k@8%c_gJW0luKL_I0!2<d{rHesVRN8jSO`>`FtR;2*^Y`!LnEv)}
z!#YRfm=`aP?|}*F;$@S7+{;$XYg=v{;SqnjE!z%&%mysllk_FJzlhWs{^Nok#nRmT
zASgHHlwo>gG8(t}PV5EYEk|&_?T%@pK1-AsyzTVw9&+8Ev6norU5IFx*{ip5Md;KO
zo?~7!4f1XFGtW+U`&xsLU8@bbAahmAJzWOw%m%QSJ3^sJJyyO#19uEDT`5NF;sx|?
zELy_&t%c^#I{YOP6rVOJ5U$m4t$W+LZbwc2WooMNrQ>rnFrtTu(hCwn+HWNQBVp5_
z>a{e)6pR!T!7R<}Enl_h3iX%h_Br-nrMW|HQ+Nq=SuMw9fzQ>rQ4So;e15zSf}8u)
zoF8k)UgfyqGc(GD>f0mR8s&SE-pwy|{!0G(-><ose$M>(lm8Z+|I&*7fABBOx5If0
zwb0+ui$O@bTykfIQnmC5gtKRA$0J8?R5+#FVL+n>Z<OAR+JE1V{`<~-{=}B6fbSmw
zelz1-P=1rbEkQ`%Tp*^59QU)ChEPGqz#i#})dha4wGJQWsX9r6R6DSssYPzpF^toM
zxm*CUC_=1;S~e0yl&Ft^4Q|IeERY7xBO)@#7nLeuooaFd>z_lNc5Y@Fi`u_4#>nds
zKd%E+RI2mXVHZe?GyI3gi{j^-Ep8bfuf^WfsQAI!+x{!g%v^pXWUU0<^w{0)`XBH6
zhNvI&joP<o|J_v{bFMFZwcz9Z6~(q*J;}O(mDYjdpC8Mn9dCFnYtS$l3+n&le;nI~
zEnUxE>5i-HI5Z`>k?bvnlTuStOE86<$I2qUvIp8jv$uA5_ZuLnTql}_lYmyG1>)_3
z4&HTN@FsrSxFl!Tk!X|=NZCdd3@GCq&lO;-p1~qjH-T=+S6A_27SY9;&fKzU(&0bj
zp0tq$_2LL%X+n}@V!`5)ExDku2ft2WiBHSs^Vl)cQ;&e}XS*x)>8CCu7AF<3`Z=<u
zqrqm_B^#uCi3@tXdGme}M?zlzvH9wSlKy>1Hg^#D1^2jjM9rExQe=}U+1fuVox&Fy
z-OT@iqMrnTu3ea-whF88=Az9jSoempEi}ni=($PU>`mp_M_gftU*2^rQvvd0u3T<y
zoIL?c3vHZ1NZO9LK5d{pShuI+K+?lTKN`TVHcT(dwv+Tv2*=+irpBxq1R-#VX<{##
z2Mn9g9~Z&Ul@Mwtya6Fa7>VxbXGGV)LF6H>@p%l+p7O$!B0_-0Mcg(F$}MpvVe#2R
zEkF#JugMrJ@$?!7<FFL1%7jjAiL_x6Mk;;a*`1EApw%queGELSA@%+ea@r7b;>5O1
zAZ-sc7-Zx8{VU|PrYHN|=IOyk6?!R(JmL;C4BF;xU!CofTkI)wiO(wdRKkGAA35r5
zC<eQ1e#~m?C;#HzWEo5j7j6m3o+E2;t|eB@^F;2@3t*hw;cn{j5iBL+GE3lCUc<*P
zMy2$^M>|%d3T-%xVS`*Wy>+1)rFMMz{1IRX48}&+yzO5jX9Adf13o;WIubU^ez^G^
z@kgebhp8y~cm;3o(n`}VU3apu1*GTmgnpktC`_}uO_Fz5v_U-6Oi;V~aW2P-mppLq
z1bSTrm-J?Ovygg=4&aNkAX!(o0@AZBT{luFyY6r$>~)5V=ijg{V2>qKXx}=~@jyv%
zi6ewBq|pTVB<YwKZ#o=8|9w2gmn}#?vUW(-oM*8+og?&~h3qfl3kEdMPRBY{H3w9R
zl_tg(iVb{q{LXr(PwPBnR_(|^bK6RfcV=XecBp{qLYCCnl+N_pH+(Fe;ifYsTD9|J
z{x^pa$i6J6L{c|M@!z7fF>^HYOLZx6)ODg4Tt%7wO!^>3faB;4Yo_+$GcLh4+I?Cb
zmdq2$6%NP|<Ho95X5NvSHvn3ePG9Uf9cY+eIqJT3fh%Q=ZZLP}@~Dk`Z6#M54hk<l
z$F%Ve%i49XhChA2{EIsEzIauaL@w@^WJfV4Avgh&C|s(v;O-?qpIo)+f8U6TtalVH
zetUE{*f6P9D|GtILY@#Yk0Qfo%$#DQVP;_dJla#1#3PD7(=7r0!9K&V3K*H%WfSL3
zsXB^$?^g#v8fBvx@J7L=7O?S%Gc;nkDae9xsE51hg3b=9xV0*j`V-E5_m(L+?a=Lu
zQXP3?ren3-O)JpIRd<Kfql`3B$IoQ!AYz@7sonV7W4Bn%mYEz04oS5<Z~$Ph4VUC?
z2(+#tgfwADUu**BvjdZHoR;-mZ0o-G`Byke-p=aBdzibfvyQ;<_VC^JS{ryf3*QZ0
zcG~~-PuklTQ#JXXCXWp<w8ypb-z8DXal>-r!}kcYA8!!Hvfd>j4eEiGcJ`mPhOd~M
zg0~vOmgQ4lHERiV86IKXXbd5VKQ$5!^OrcDRACu*s%Qy1gJ;Gn(QeD1Z)hCGPIbo3
zmPw&Y&M3?V_SNG!20$mWH_mR~vZ)|$H>cQV6S>cX2ghiBr0%_bm6bolHF%n@ndzpt
zG3DFi$6`%Y#)wCwN(_c8vc_7qXl(yUN{k)lE5Gj118-v_9<gWJpFY;*{}>^cvDw>6
z^7wnlRsaj_x@|3&x<m^fH3k4zjt{3TPoQ(d61w-tjK$N7;RAM>z{=Y56`6xsJ3-H=
zQ4C8%lMytZ$0v949(4y_g<%`>MkC?3HJf>a;3&Ob`W!@ocHL~kAUmz6H$PPLkRZPo
z<s0BlT>%;P5y9<BN7&Yz=sDc-gA3#&2T<GTM)Nz2up^feKO{J`zR8`3<~FC*{UV5z
z@xyPLZN%q=H~q92R$0)Q(vIIy?7Qj!km$46Fz>xrL%*w`;u788{IrTWCEzfd@IYzL
z`T(&%4t2f~<e<2&8|}RNS@!NqOvnk1?9_PTcig_2_C#E(Qa%UA($Q^));*QZro5HX
zx}@O4C1S8$kO2n&+_K=(Pt}$0LrKfx%ZAk&B0}MpMgZYQ)9dK!8v4-%)w5Hz#YSDn
zhXdQnI9n@v&~%b4*g?hT8ZBB66cQx@O-X?}A7&lz%-f2SqKG6K#N2uT2c>ph;k5%=
z;U_N==IBoEYPR>Ga{=mf+;Hu>Mm|PTiiR^gZjHj`=J#)#FWz*UWLR`$o{ywYK}k(T
z$6Em2Lt|(knHVEXW_3pqGYi<^TokCoBVr<~Yxk6Kzx}&{=!-`W5qQiJ*^wg^TQxPF
z$R_r@E)XF_k`Zfy4hmrd$|ivhnZyx>Yybe)ldVfACRfDdT-_#nb;7YL)6W3FzD-*0
zBII`)Zaw=s92@geG^b^YCd@{S!bk-qVKkw~Ua7ORv>P#^%M=0s6YE$cx27!&Af(B7
z<6}!Nql@Gueqq?EWsm^frilV}CgBJ{;P|+LV#SisrL^PVQ_J7%cJtb=rd6Du1S9c1
zMK|%9Sm*)_tu?OIrUZz#c!Pjl%2L;v65(!7(R+ZXIlem3WW6<U@U#)i8W7ufaV;YU
z$=GB9>cf$&yR;HC5goo>AOeJJC)G)UrM|2er!u;6JC!jv5JR&G_lJUh4b3s=j?)-#
z3hZC?#if#r#yIIW>^4HD(W-howVN0P(dKj#J`kSIHr?R<fmgHAp+H(kw#I(IxD#Ps
zXEKI>wFasEu>jOZv^sfjuQ(8@^zF!*y!#R6%3M~b8RoLwZxUOsM|!IrHuP9ABsfj{
z(aUo0v3Cco_SB%=^zCy<l2_^OO5AyNbgOdNK>Hb!FVTl0ap0F{4@L@wx9dAzbyPcY
zu_JT5x@UTl%x&)u`++Xo**;Dq!wRZTA)KA?(lO!DHR65_Hx*}^7yq(*n)CGQeO+PN
zOPcfAk{Y8E{Am|I-}rI&sa!6x?N-)Kvc0`bfn6DtfBWIC33sVe<|x%e6x(5zM}Rs}
zzN3v!9c4v#s+|2PyxzUmqgLMARA52}_i(C3x$3?tvOdK>T@S7u&ef5f2t(iXgC{eG
zFH&=1hTn$dJ$jyfnx3;J=#4%*e^#U;D%Ez}$ixjLf0ZhIoSi1}`@i3ib9%yb^m{Kf
zN9gAPPyXP@e~vi+^_R=z_xw{KBszPtRTs}Gl^-vN`~Y!@pTD2{XOQaGD9uXi(=SGC
zn$`>t56qUIXIXT*?Ph(}qcr}ywP&7LJYWm-&@K$V7RJl_H3;yWUs=Q3{jg|}_E_bL
zQZqYRLL=URRg8aH%<+H=gQ13Fk4`QAgZzf?U*c_hoK(g>BwMy-2QRHv4A^QUCGXsD
z*FRz_q*_0|39rt1kCjSNb<QD||3%%KheO@=f8*lPGTN@Lq&@9LXx~ZNcd9Xr8MKS+
z`>sVPi56Os_GZkW8q3(CLW?D3>{~*N86-vqJ+D(&>i#~*@jUlmzvKD!$8~(~@3mOw
z^EuD=`?VsUuW3V5e)?6T>-H)J7a~`vEnO<Wmw1vIXdS1s;@m06$o_vVs~a^ARbp}x
zj5|a!vIC^VVM=0&M>ktT-Qt9DzL!155Uvlk=W6dh$QyjWMJknJfAY!=ZJ%gi@@XLZ
znnXwG0w!d`dEOneRz0ou_Q6AI%=&-e{0ibJ$MFWf$C0$IlYlK8TZeF$#F1D)_-z+9
zmELA#60yZn5{^QK)(*UVr`=t~-KY@4bd_KPb?phOHn2a%kehxE%MDh&3Tu}u2{0k8
zB;Bze>R**!?NB(l^lziJz0I$^o2nXmY*T4jdx~Qxmmj<t*lRUtmniO-;S<A)w_Y)p
z8&A!Z-#1D1*Kb0bPNEtJ*GhO?v;tozT5+ONCV?z!NEYuKOppV>^tIXez*HYwQLXF`
zlAnVj+wyogw~B2>XspApGicZpt<`Du7*I?JZ$eVmne+7EPc2P!jv}?Pgi$3Xziv_-
ziTbFG{PR-=-}f7q<s4enAdzNFPc1q9V$F9=r>bvSg(s4CSNJ!b+b>eH2=P;U)c?Bb
zH9=YBkY<OK$`UIr*-l+b-ys5laK+=8rg>7xhzxL6ioiXQG?ZoBS1T?Zh6%^2V(}T0
zgas;7su`v5x6kHLF=tz<KMd;e3OuVBS{3U(vDlO?QQLM#um3~5r@<M)(OrRijyrz2
z!E$vXcqG?G1&Nk8zQnTRBkzM2j`m3K3y53%;vy=d26ID1_!nB;8J7HlQ8=KjCGOpj
zS2+es^=Cg^4^Cc$kQ2MN&5)19iDN*C6ye|8M=meYXH*XB;}L`upJ3k}@$u=AUCTl+
z!IWb7H-l{0p}qt;&XS~#9$;v6jKPsu{z6tcTRF$9CAc#dq+MSPFdbTvnoPy=l1(5#
zEI&Td^RiEX{Rer}fyAXZY1uUxzvEj^-zoV4e%z@Z!M?|<<G<L;t-s{QQC{O(cMwzH
zXLakVO3C?lhqDi@nQUOWW+G#fq^#?t1xG(^Thpy$uKBL_emzFYypGWB+>mDG=MY2R
zRD^)@RjLSL!OQ&TF7Kfykq!7((}hODJ?xoM;74UOs9~`w$fUeVzU_u@kxUvErLial
z#bPdA5S3qgRg!3Ym2MmqnP)KB^PAq=8%x-UW3@%;#B2m_%zcaL+>t%le}?m?XhyZN
zvpW&XRx4O>6}xMq>m&4O5<i`I|8ZbUrJ`+$BvnUKIF^hj5@WM~X52(MzMpU0B%^os
zE1)P=c%+>zbJ~rMmSXrycw=Qk#5T>xWq-hb{m{JPqmCzd6=Hs*Bea6S?!qd_cSY8D
ztU}w8K<yc4QPpU1evmmmGN3lsIIqX!X!V1R%=eW|c@1)6$yomwoO4F^lc@Qg{il$!
z<LC>`t5X7w4qdwJ?bU~K{EQKHrr=AR3xe33R9d++0x@vD<{k8|yMBaWpiV;IHCtc)
zqu$gmYv-Fidsmpl)F|01KoT#g8>It3yD`n@tS4oSj7RP`zv45sz}CmtxS+&{P1EQr
zF~SbBR<!})1goT=i<u+E2qxU3ZbrKu*=S{g?R<rBEKIku*4d?qBVoLX-Bi#+pWsE@
zzPGQ!s8wniRWoqlXINTdu3Z}|gg^Fv2+h_T#yY<FcO+cAX?Ar~xQ4KN$kJ96WXdi)
z=a>9>I!#d4>Lp3HeLv;W2KzCR(z>jMbq!0kemy)RSMI$qdwX!soj0|gT`)?O6HDMH
zY*WEc1uC>dt<X)4k;In-vMuAS@5g%yIw(HLmC4a=Ai_!0SiFqZiqUg~4_IQfoW##Z
z;u-1Vf)pjuQuc-IdzWMxdO>sA(6RHCjhBl{&CA$xB=;M;o{j^OeRELuV{3FLDQnQ5
zJyOWgWDPB}g#CzUzh7!{O&J3c=n<7JH31>?z74G8A-z?YE=w&1Thq+l&;!ZHXI6vb
zMFh-Di#?IFdFPKc=bse);C*cIe)prxr^#@d)5>2zq~G{Ae|<gdpBl38(x!rsL#Qqm
zme%rOU<D5q_7>PNs^PBVHS~fPVSHi7*0CA|U7x|xgehbZ6?<GWex%utm$)ix9HT9`
zS8|28!>l~*<@u8*dBZVpmF>t;ogA-DxIjgRO03C8^D^-*iv_cy0C`x%a2*RAcdl%H
zs(14{315(Jz)$FLf+OP1O4OiUWUD3WI7V$XsYk~2a8gstNR)p3DmXxE>BVH1V1J3w
zNn530z~UWq)__9_`s=Iq#*r~+ZC*1Dm6`a&ba-3roVdpR-Gwl%W3Eqr{8%%uBlN4a
ztKR%g7agX|{`D&utma!&{`Nsik3;;oXsxN`CinoEoi}vn+!`rgSt0zVq!|(@MxIFi
zm3a+UmoYWLOFz-Ba!ix?8LoNr$H+Be&a$wP0h=O{(%t1Nh&tNH#7MEsZD&Cl>b?he
z(JQyQnh-TmD1NJ4(f2*OG;6I&!Uc0_OFZ|hWl3OI%IL-~IKx-ECBiX_WCPt??P^zc
zqme|jxT}vA6>Lx%>ryZBt(na9u>qPL@54~*7?SljKHXRR6D?m|yGxHm7D?}iuC&k3
zc^MYtI7m>`yT`pIY}IUw$*LC<9ma0#w+IF~!HWG!>}eD}+gHg=8rwNsz%P$GSHfOO
z8_5k~D84Zs%&i|iihYBAKu@L=0b!%VsOcX&nAM$_L7Jc=j3I$-xK?UQo`iGuGY?QU
zataF4nFlIyFS8#B+&+;aEQ{7K-74{_HAK_7)^-0f6Z2OUxHAg7JaFN~A~2Yw_!zB9
z#!54Wf|I{h;f)-*n9E6s{ftbxg(q<R);>vBo97-f(KgjutLx^D@{SY9DV9l`vbZAa
z(t*A=4P)oE76$zK5M{F7!Ms~5$kl%&1zRwK&#}&9Ytx?TyWEDzGC{wR9#y)GL9LA~
zvG4Of>KI2YELM0^Fv|nW2JryS;8cb(#@}Q>IMEu01p1>a2{}LLuuY0ij?l7+_<<*M
zAJl5QY}|P|z;gXXIG$sZ-G6wu9^U;Zn6D!x)UjiF0Y!6fK}|l45N}cYs!%Ogn&<Cq
zJcRRh_`!{TPYP1X(#t9dbq=k4cSBXYfXBccFN!Ol>3hQ<xVzxRe4SrEkk2zJ!Ut%Y
zp76(6RHh_bT%Ys~BLcw$ZBs3JEcDuWDyf>3qf^|zOr=fY@>1ngIk;*YbsC{Ck8gD3
zM2UPO$NST7Sun+>7B|l{dYqJ(noD5w`*N^(m(s8~c_SQP;*Wp63NYVUaSa#^o3^MG
z)SD7h%cA5Zm7aw75T~CYSR`n~PwE?Wh3&fU<J%`s222m{`X}0}UMyF|h^4HizjkiO
zpLsCzuXMHjh02mEZ<qppaLNn8B*uZ#3%&c!?3`i)r_Twd@Cr>sH}_oqN{zA?fBpJN
zH!q?O>V|sPYS=NV>oUmo8VjSESvLz7_Bn3QoWRdqU2+&m9%;ES!kWq4%rZZ~`>uZ|
zCcPO&9Lp<WlC+({{Im+j7B;g^b$IPmpxb-k{Nc{zmn5kk6eJwo&gv#%pO<-ScuIu{
z=Ao^4SPa4IGjEfI!bDy<^h9QW40bq7p^z?cVM#KH5=Z#e0nFd_0}@NpEPAO8Q6pF9
zVdfRl1wv1Jm*MO;BkmJ_#U$bai6c=o*l^2Zpn|H+*%N5-PWzr;rw=3Nbx7v;(N>LC
zzkXtw_hxXv^p%DL>8G{AgUOUZNRA#G*EaE!3gC@REj$m$D~}$IJ{__ObIs}d9<$z%
z;{jryBS|%#11pbHKN)LtSqG^%9{LgiG0C(7+Rwv!U5b3SCNj^}mqXWkaL{L<eQmc_
z5M#dx;72S;W^#4G{9L0V$~}yWl&fPhHD1=5dWqD>$=CAplx@VCl&XSrUZ^*iY8fTg
z+vbsdl_jLMM@i^Ylhi4?4}I`lEc}cQeeSkM>!`n;OI}=@>7Q6XeZN>^(iVT7uFv`H
z96#7N8@&Y7i}W+IR&<JGUS~=MUT@Fswy8<HoUr5Py6CW`{;mFV{?%bUYdV#+QkHr2
zj+|6Eq4)fu;R{c^>nvYeH+qYA9oWkj9>j38WbPYu<Ic5Q5kBTeRCtJVVE)$iQNP95
zG6xS6jzRTs69%Pok_i7#j@7<aK-jkyxI8<Z9H-H|-(7jp+5S};pNaP27|YV7?${2>
zOB&35P1yQsg_GCJd^RSrB*7h+!R5v=9RRlcrOD8(KQ5UPRPo0q>oZiK?@5$uvv*Cl
zDChHxgsUOnm^(ac-If7F^tFz^OIh;|Rlm%*%}~=ZjT~hnlpF_qzo&Mf#!Jksu8zJS
z-~V{X1bN+2|J7PNGW5dBiBFD}&h~X5tA{|QMPe;s%oX0iftT7Q4U(xk*8jb%_x(vW
zywE)VMe(0LuIrlZ>wlHPK7Lf?O%XOD$O<uTaKAiin*QZ!oMYcBHaN9>?1k^m{1wk2
zcWd&P{FGPxl^eiij_rq~|7P3d+z~{qFSHpkoh2%Mnpv)-sz0x6-P%((V?9T`or4_2
zbK5$8{|x_^4gdeR{{Pp1Q~MSIq~eX{n5{7c&z=ams|r;LlVU(+ug;R4>;Kfk%!xsu
zGf^88Pa&bXh+h(KjUgBzVghx-OJFl%!KcMmWkvD{WPvn{<G?jo+5yOHSBEVj^o?)+
z-SCvSy`5DtYvx(P(6uVD;la(aHe~!i0h9$s$Ko(4+NgBuN^+CtdmaD$Camdq#<lW?
zasTyRtFBW|AWh;(>r05nCJ|iKSB4E*svO6UHGzE}#ofkJi3H!4zrx8`f#b=OSQDLN
zHbQw}33(Ke9Xsz!BMGcZ$ijAmv@-utx8J-!luUn%$@Z!k2Yn1_+BN`m^vQCOvzReq
znH9qzL+Le&bIdX8Ik&O>|K2-p(s@~j1pKsWH|8PoR}31GJo(wTR(v3EucRA`R{GMV
z>u2>pJ2E5nem}(HG5{<vURgqG!dSvBVGptgy_p!aFb`_JDise1gEygB=N@s8@Y20N
z?lM%5nN+ytvAR7G?8B%^K$J$|O2&bB{8mJ`H<liLH<s3uh^d06MpEC5z!3Lz+-G%w
zB8)dRIY3P0BvFr0%YCZ~Ab#~06c0Tm`(FxJ*;O8$(S0rAG@KJI^<P2Hl%ngg3D+AB
z#3O%9IkAb5_Bawg6vxRZ#NKif_&LGasg<a=6z~=lT7<#X!KU*X4eNj0vd@V@jdc+;
zx8+)-s>Y?XsWP=PJ6NR)2t!7ECPEk|OjzX<NxFThdsP`UMSk7-;Exqjh<#th7k0)P
z(){hR?;atRPm-KQmQzGsSLBifS)!VURFN_%$;eK$F=^wR>qIj6smM?%QOjhs0;|aY
z6&Y@%e5L<%Kn?v_p24b#_VdeLWX&Jl!lJ|hUm9|{ChYlhqqH{cx1`@eeKgI7Z9@&z
zfQ6R&!+esx$;yxuPV)RhhJAoS0a@Tl*kNfe1lo3K)-auvweEe-b$kyek(kAi^8|FD
zu1hOo+jKyr_k>6$MtWg$K|kg{Bp`t?K@6ITU+>@{Uq3#o9@D-<smfT|bFMOdK=OsC
z=iT`J9oBj%Q@w=C$6JSMc{bq}Z>u!kjL~IiZ@+YWoU9$EZSp*2Z|opV2tBe|W&Mtb
z{MoY#CnBQjz3&G+unxg>B;*mdxgp+4hSW~Jj#BB^+qI(QguI@x8>DZ%<UaHn0wkZ2
zhMHA_e5;NRNT}Fk8TCCM4_8<@i8&_r-EsrZz{|VcMig?4>eX+}*?o_M5iA!^J5|E7
zNK}~Nu=cN!TYtYr${$pN?v9Lbk=^S#5B9R{f?F)QQFZ)@Vh9k7&W@T{R^vw6rPY_~
zEArCqOelMS1_@QJCO;>jiBm)q(Xj`sQ0>wlonY$C<jaa5hPkPjX>;e(2iRe{shOMz
z(1z(#1_aw34g#ipd_73kI8Xxo`E()OeYBOuF_yBVoB-uc2R__rqFnP_=cqR)(tm(Q
zy)~{VtEBNKS&wr!7BmsU^5&-OZMcd4v5eyKvX&Ujm(g!Bs2!83Z%mL>Brbz{_ilW9
zGS4JnO%c74zj>{Fl#K`GA@Tk}CahT_?j_{M!)a_!t5&1DBHdLe+o>;;hLtp0F%K#e
z{`uzRzQy}Hxbt|0$$M*upQ2o4{JI`|wnuHbsIRZ$yyERuj`o98-y0?8wgFST)V|U;
z^^Twp{3C0IfL_aLYCln~ZEh<z3gCu(HkTt|F|=WbHMc_+2(f!H%_jfz&p*~Ctgen>
znH%=SKH9)nx#9Wv5`zS>rpg!;2wCyNhdxt$!oI<%j!7@lW+jbCihqvUH<#JLk{i!g
z?AaXI(T;;O26#$hCP}QKrD;NZkZQwNJcfFOeXbjpgDop#W2vf6$?Eeb?rM743RA>O
z-x}i}4p)XG^h2YUz1spG5xAs9W*)51g(;55eM<7#M%uVrn9oO?qV!+5GI&aEJ$>Xj
z=kL_6<%=5kdCr^OiO;Jnx#Z%Y-AMAG^3-UzAKxyy+hRohbo|-j*w_&aq0wkr3(K!q
zA7>jYH~D59myY69=im@c@|4%#0MmfPcCBYL>qzKb)<<5bQuJ&m4{CwG?2mi9^SC@g
z!J8gHkIx9HmkDU5NnBuD9_MDVS5r(i95nDP|C;t%yXfyj?>RNy(QnvtU$WSs)@f^w
z=F~oQ$I7e3bwKKYB<>`okYxIkeOu6SV^Jlq`1r>^X*yGw)}CS2FCa<t2a|WE#YwtO
zbtGc8DoyoHHPIGJpK4IUW`9eP++sbDn;Gl5TM~T5{_oIj%9ZAl=Lh~`yX@KwS2?r2
z19iHLu~CkN#C3OKpJu($%pbV(5~R?C&f@1Huy%GsQH86#u}9D~)B4bS`!%HtK1MuO
z$ke2tVH7k{vZ#-DX<yKdc-0ScX#cgx-_Bap__-zh2-R`6fUg;$y?XlVIrXE84l}Fc
zOYT{S9H~17U7)3T9XodHL>wmgnW}y}#T!N)C7j;b)2+tAJ^1SRjtswJzh8Nozav4I
zaXIlNdx;PDtd%>4i1={ctXRkwXH+<0A+u9^$K$%_R3F~>DfBJSAEv5AoA@pzkgV<a
zU~Bfn{A>!6PH2iE`C4Ne@zJ8_h(r@88ZSviyc;9*i$x;Dg1ClUG-I&B3cG4p4@TT`
zY}gRKNO|w?qg`g20m3Mbp{|;wsq}4&hJD*&kKj=XGJDH<$Zdw-V1PSgK-0Prnx6%M
zkdu_EEy{Ciz=7<vmT2FaC1oT_7ikn+wmxZ8x)J!w$bw=2h?j<m_9!mPmeL0R>cn>j
zatyhS8FCHDLx<+VY}hC+=+M%IyQr+biuj9=DUs=3;hfy@?Fxos$+(qX-SNYSyzrGf
z(lBQeZwF(W1gO}lLmqzHBY)5CFj7KxsPb^r`LX-1GVIP0?-rSJu&9v$%3@;JBnNz;
z>$7a4!UOLYiyJvHXm>#hOGp1u6g`f>Kp}=CXF>qRd0CyWf)d}pJjF8+EtN0G1b`Em
zhvnzt_vO!qC#2hIRCUPOn-F~q3crNnX}(0xLUN-C?rlV44v04<Rw0sWP-a0|Aad@L
zEI~-Gi&xa&I)F_p4xmV}UERBeuta>-8o^pxd+dp$oLx~J(liy}hZoqk#9H2bn|)X$
z#hUp??7)#&dAKEE^xQXY!nA+>6$|-XpLBM`LC}Z$)q|9&ueS&e7%nQPA1@=5i}Oc>
z7b=bbFTBw-<w%*`!I^-0V>eB9eTj9xdf7hG>MeRrC=N1vDwrwivsm5GC^)299Ja+t
znb_zW(1XrXdrl2c9G6~C&}fB0`6qQc2^!wfNQsfFFT0zG<c32yQ|+6t>Uc75>$3LF
zb&fe9P?I>4_+jGv;n(pWtvwzmm_yT6=POrX`HsdV^@jPm1(#Q146!Y2yfE=-^&N@!
z@gGFX<`<QFqi%ze=@%VY-!APrht9T(s3YZPS&o|^v2UhauV+25$wJUqVj!Vdf%Do*
z0LPH-J%{@ttGY(0ybnHYzUInA4`-jxHSQ<hbsh1FZ!LdaHhS~q3oE{O<y__XIBJxx
zDqDAs;$i*CyVqxPW_ZkCrQVzYmjb=RH{I*GdGg+?)Ft<7Q~pj^m|M&JdHqb)SKc(W
zZZ!VK<^%jWCQ4pk9yk{6S;v$~@^n>_%DrCuEA5tdWAxEOZzbwaPCo27<31;AyP5#P
zhcUvKjn3N8Y-$lew@3QphqpC2?pajn9{=wk$6oaqKN_i&Jk9mr7gYPBO5cfJo$54w
z<QB_2h8yvf51#T_ePwhIQruSGldgAoz542($?HLsKh78#pGVri(<LE?_<#CuZl;mA
zyk&$)JADYLm*vxwPLG%(uJFg@Fyp8cxiE>M<Wdk|S6MY^Vac@i<`0Otq<PT2FL?f5
z3C1~dNb>@bFS5e?aNFj0Q&;^n!D5&Cl(FIn{N7~#ZpL&TM`E1i!y(ltu@S`3A|ma6
z0RH--E}(4>+c4f&48p>0jc|1;GAeGD9^IJ(aM?c~z%kWb(y(@_4M4w36Sp2&kJa9u
zWbKaV>W0+f7#i1NAxf8G>%(yFL5j{vT8jv;)A>?$fMvGQe0L%^c33I5Uhe0LlchcS
z0;KZG(UpilBlnH|hUF%|oN$-;2YI9`nXogP$w^P_ke2W%k>&)+k68^IoJb&e*CFKm
z;EhSs@e&Z$34?Scsa0qV^9Hw5#yFY?568pe<<k<ruAWNV+QgGeqB98fN4nsKPh4JA
zp`fWWmed`|%l-9v@V{EnEbTjw?MSzkc9-6K?(>*q#ZQ*Pw~5*s+aycUtb{2%NkQ#J
z1hQ7eAt9sRA@U|ueK3&N$V&SK3l=POY}`viJdXhhC0Q)@8w~Ee#<0X(ZVW30GNf}O
z*Pk8rODnqW+fU7u&rlV7IwX+aKcr8!u(>Sd@{i)L$^K1Mk9)Q&Uh<qO#-%h5QwE7x
zO9Y;J(#jb#WC?DNaZz@3%VJCtj)h~4f|E$x_<$q0OOF9HYwb<lpqNT%M71YT{6-a0
z21vF$lE{P!=|~bUQ?B&3>OFDs(}$Jz#3o4WLIEag!tHZbaF;j}6KqW8<ZWLWU&@?C
zC5MRMY88#T$Q`8A9;Nd_9oc{tLCvo6>?<8P+bl~o37e%Ra<p10fgLU0l}lxZz(t=6
zw{dM@uP0V)FQKJ$^0w0K>x(jBi*_#zV;qRmyL+1C&j7~@ye&Lo;k~jBsQ)3z(d-ZG
znc!(1D#7txg1moAoOa@PGL38YcGiqB$KGvcAF<%C(>0%@S~5rfwS_O7(=+{Y^P0%@
zETBNe)z?n`Y<4*P(8i;_)e`?>;Z*q?N-{O=rtWg_Hqk53$2~k9W8W9Vak5s5kGF{x
ztysi0e42r*!%5a_D6ddnV@X;uO05#JNv@soO-4y-dMA93bbON>a>IT5qDKU~43}HC
zd>Flw)E^10q;C?^<WZ7N$O_AE6j6ds%7304aoa>uO1~@(F|x8vOVQ~h;3F<rrnWI+
zlax*gui^h8NnEZyHEz?|_=+{z$4l~l;1%YMCuJ#4mT&%{#6}^hRSH6yfZKgJu0F;o
zy<Ha09`c1Z_AqS_@~|fUfH71EV^sLJb(E%jx#I&+vjkUv`FHkylT@;?%<W>x%>CD(
zLLT;6+O^AfZ!Ji>l%Ka}03o2Qu?&87Cj^AL1J$t$XT`*3M>pd%H$WtNmVf=hevYq+
zr<&V%z_&YP?~X7A2{CDJuB?<ND63N=YbR}HoX%HWU3M24it*Kt5T&$mRNb}#adVUl
zcc3jW?;nU~E#DxvXSB7~x5<xmlF)X%R%5SjL8`G)q(Mx4=Cd5W`l#hjP1h_|c!SG%
zskscx#<DdLcT^lX?osw1%7`Af`8x#6#lZTQ7VgTLzjZD_uMft|3t46as7~(sOHv~*
zKI!|gkzUIy?HG;lJ`Lqz9V_)}qf~Cd+dA@_t8dEVA(<N#8^<HUZ&D4)pe`MHOls{r
zmcU{jXDuIRJ~isxVd~X0=jb7-ega>4Z0rFN4`Kx8r4qfTt0$PNA}rxYiT9nod&Ipr
zc9k||?8!95;l1~KVcSp|7nO{cw*xS^!5lM79PA&*w~-l=BsNn+U}}2Lk&n{vhP2Zn
z$yWC0Z)neF`$i%gdaN+{qHTM$R)f<#`IpB<FAM5QmnqY-*o~I*4WN+k8f|0jdonws
zqllink_W=5R!p5aX)7h2TCN2ff^#oF3g7hRjHbD|w|$JJGt;8g$LO-#$W<_Yv6(4J
z-S6lHfp?h9NNeN0^xNY!sA+@#X}U$gJLgJh#$0kA=QAx^*C__E-5B4l>nTG^yG-Ja
zC#9VKb>)SUPWBydtj|+d%=!ZkmGK!&DlurGY+jVy(d47@Rd*cU*niIY+xq69$u7^s
zyn9{a#5{p43KazTV|?q(t3&f__gKL6bXGs+;a-sT<vWB=i5EKbB<sOC5uQ-zh*;JG
zUQYaHL?iH=2)W*r)Rwa?-wP*X(+Ml)t=mD&0x2s){~E`CA{xeatb(EGQsp3?_tjGu
zrks=H#7#d=)0<+zQ73f?0}=$Y2Ib53Ytd!2{~}doBu<eEq`KjAY^E19!lY4=tLEI>
z-OK3#z7tkuq3Cy7g|Xw&%9TsRgyXe}v!Zmv*>>?uhw)7Z=H?*XYs~?Lup#fTEk`|%
z6;Ti;KB|KH$2P4448*0y0#d7o6+t@{U`lI+oc!n4u2V*H-{Kk^W%+grA^grJ&VQa5
zoqkp2^~~sLlQ*ljDy=3rXWt*~m%6uaXu3PyL}WF4#;)O1b@ql>l@PfXtw<G%um5m~
zm3Rm%(bUQ~!PG*x&npAr4Ae4?57iA~-(Ho6EBq7d$v?ZXLJ2F96OEoG<5h}9QV-b9
zfh{Q<p`1j+{KI53oZKN;sdjzgjX#+&Mg?46O5$9Z5rSAxn8L&)0)OhN|M_`8-aWIg
zo^Z8mKBtzmwdG~Wbty|X;zT0Nv~fZO>LH3aHKDpo93Pntvks`nMK*-a;o7XaKe{tF
zd`%_ELxT_TqhVYsps+IjCnDbrZl5flisQsONrXM#M2eN>lcpCQqh;QFvoz-(($O?<
zSfyv>8O%?en%w9fSOK4YMk2&Tc9Z^w#GK4R#K!2v_QpRXt6496maWovUwZoBnB0nz
z&)RgfSoi;GPmy#8BMaQ{Q=HWbg+Ma}&(wiyDP$Cg-SOI6A=me27iR;f>MH_{pAwvF
zs~vSKF4lVPq1ee%sB-d;l~IC_YgT=MeXf~Mo~*A(gGe-Y;RWp4vAGhf`wVM#dvS9j
z^3=`{0@&h+u;_+A)}4f#8a&@ZC!#I|OwOl#JvnGZ3CyTW1$*Dd6zX?UOw|_YFT1yz
zQ`3-~Cn7kOsDO$HueXl#sK%;QsiaVyUjI5GR!F2C*hmst-{5FWWH}{Yz3~BWIp6cl
zR#N)V+m}3i{e8k@_(uqw7surb60EU$WnCCF<MbaY*7Ug}3sx49c=KeeZ&o|LlGt79
zBGr4;;P1rpftA>vA+-!Vv6q*nKbX96B$R}Jjo5U?J*#zoR1jrSDIZ5fy%sz%$Cs;3
zJFs~dLYtyjyM85AaU#Tg1SI-s+Z%zNaG_R~7*i{6G!wsy!l=Co9Qz@W*FdQzxrdL|
z^+xdom)ApjN3^*<OsVc{ACmte-$rT^37RTsc|9y^gVI*BVc)RBW%8n}p)#HjrSf6j
zxF9y&3j?QkVkH~}%beY|*W2Lij?bMLWc=i1qg}+Dg-72O#fQ7oT$V>3c>U$undtS!
zn`X@Exj(ai<@(`MN~{_Q@Vkpu@;_H4%FUQkIpLsSP1_5#ODU_a_atvV`|k)MuJ<UW
z7(n#-Li66Eky|P!C?_AxXddRBF>QL*`O47q=b9b9RaMqsEM9C~QN}qEHs<<nx_H9-
zvrB%NJn%@K`uu5l`9~Eko)WFEdh67vKVy0B8Gv|X-j92T1M2aO9lRKtyQ{L=@4FD&
z8&!MqR!SC+yDDhRA1MZ8L+Vct@^h2!>^<`D4!5a?ajJxrMtTYke6+YPfNXZE%O?Eu
zR{iVNov`#)NTN3MtiJbn>;nioPffYn^snyD&y6@BW!4YskMw!IY0TUGu1{-^?9?gW
zuc_Kjk1&gwY!Nfn1&oiMasPj`YF(c`_WI?KP;&()YQR5ae`D*vQsL|P26i9+|C~9y
z4mX9-Jm^G`&bTWzvpsQgVcStxMl)1<;=Rpnh<R@<JyNw|z+koCERN5A$)W9egejQ>
z=s+fLscI=vHv)ABz3_?=WDErsiOoC)d7W1&L3l($+{D|?T$IboAv^icKkHM#a1b|c
z6Q&>-`mPoOdNlt91i^#QbYYb^8iPqO-suC^iG^B3sBbt59yZv*(QgTqa70%bu&DAf
z{Pz=yB+CHIe)+4x#Nt6#21G<#;Jf^$kmb0?u?uv<2Zu75^M9NT`F$PKTNB92g!Bzk
zaGPX_*lP=bBv0QF|EYM)&KpO3YjBV`Da|~X-B_9T9l+VX2@_;~|JD|U{%e^dlll<q
zEOrSIZsJW32lA4}@N6#-APK-Fkd!HsrBI5)S%h<=Z}SAX*w>Q-tH~?Nhb#x`rsmQ(
zl4dzU;(|4>iG-4pDV}F5=>|wd-0j4kE+R4cfy6vV1`&5$EpQT8j+rpQf<W`+#6o15
zDYO*ZzA<=S5<pl-amGJ{?|rJc8=BuQEIyUVy_s>>=_|p;Ne>uFT8X%=V#}G!rL^kZ
z-6&tav02Wi<qwec`u50IB|q1bg=dM_l2r?MY3A4q?jCa1;})9*Sr~C0pDCXELu(mL
z@HxkK_dz^bd5Z8?LwuX%2e6+67}-mK#kG{iL2)^o@}iv&WT3=XWd0o%cPBKqo*|Qr
zdTRIArvpEq)idJ)>(qMzdzK{t@i>J~&<WS8q(F>=zKnSFX?YARwC~7{2L<8fT9i)^
z9h5+Q(8%AfsmwuHdArfmMsGSd53HPq-%b_IRgMkAvKSbz<;<;DYyyQb#C;jk#0t^>
zL-yF&0oh|M<vjH|2`DcmIw9~lUlp?2SCTAFg-k?y(4`1X@6Nd6_yJ1MAl5D)Rt8b-
zfC4;Lb^wlV#|T%@T?}30+uFzXPO3qIPe9`QDk9*Zwxp0I3z}LuR?)qa25G<fttJQ>
zvUqO(8|YgPLQFkEq8s%3(QZ0XEJPOe!I@r&GO|T*3(LqNn9Y<D#iCLWk=URBPehx`
z4d?aX6~kRq3HN3Tnjg**)sMQ5#4%?@{mTjdf>w1#eDwW|Fk~`UIhvT4!&~WG7{ZK5
zDv5rWfgY0bo&$lJhoRAlC3<0X@IXqvs^@=TV`D1zLK$?CRU@-`#UJm&@$?n`^fRL#
zTMr00A9bcZ=6n_8n{Ditj{AAE<B269>?cOmPt$FEKbxQF1z>H6nM8zH{uxP6rXCH4
z#9UpOct*-ohy$`vzz|-<OI?cQU@Op>JYr$x&7}E>c(%I&@K*8l>yH!SUiK>#c3K4k
z5>9x}#khlIeKvPmGGgL7NFb&w>4jn5C)@lU$9Xa@&u$dR;LP8$e(m15mzVfP^(7RO
zb4h!aE^*6}RLYq`N8@ew&Fw=(w6$@YEX#Ny@j73Lbsq*j5$aY0h2NjIXU+r&qORMF
zJTZ$My>P(9s~qEaS45etA(Zp|)3RNrNsXN!V{NX&iS#OzW}4`fef5N$?-u~>TiRn}
z?hXBOeBYxO+Zn61i$e8%i`DP4nb664Ri$|w(FM<E?2Cpi4L@WFK8P<FI3UMZyuagH
zsa3GC2lWz9q3$n*6rHKy%&FDHAw%Sp^OnHmqxj9Xx!WUm`hE22eNwtI=xfPKyeab_
zk_}qee}MsZBSc3C0=nXQ+fh(_=}RocjegPuybth6`3?dzcv(~w^MXXqD-C3a@>L!x
z`mo0{glE~we3!Ke0(Fy^{k~{W`anH1`yNJeC;ZAub6`2YoaB>z)HRX-%6sKrwrWkY
z$DX@jZ}H!~FsKd0M52541fQ1wV48q2Mw2XNgd1}3OCJ&|2}3suP!)BtgdB(Ef#@uy
zdb#i4zrP8sJ9Y)tlxWY#JKTV7FnzRemeZ2M5QrPEYjA)FZjmXlxT2(vp6dZdv^C?t
zzK9}LjD2{T{s;_Ie)EFtS44K)?gC5RJRZ&*ySNKo;BrKW*!=2l1y5xMb`XA*iI62X
zIIwBoO7)+Yn2&?QjJhDGoX)P;b<hjZ7({TeGhEA(M0!#y2tG5Fqw=)CjVRsh)UrKK
z8d)wvsgFB4!#Egwh(VW#2%)skrEXU32B&$ZX41CcPXK6maC=EP3&fhsU~7Wk;c>eg
z0J`!{^ah&4S!<V;q>{M{rU=1|UBl!h=Ec1T28-uq7fgebw$gd+56tPGIOD=bnNRpZ
zH2dT(L3#R9$P0={X^l$e5^K~=L@5lBIn`ehK2m<a8nLeQ`Fr*)MixsSGD^e%!jt%7
z1qf5M!sF;j&86HXVJMOtNX3g6)X?R+$%VAm5#Jeu`W<>oqP{urJh8HBRrJ;}g)BS*
zVp*7+>Zd?dU$~oD(8QWZvPS^R<`R8LYGcP0U3n=HB3_7ar``u6UzoiOkl?(%A6FWS
z${ZJ@gWzOtbLCwEoRdhhl5B-n<bH?YDC;O@>G|nSl&RVjT#O30{Z9_x$AKXZ*-O@u
zqN1YPx#dt)i^m`b^$_uLY|mftk)>I*pu(kQnDe%#?mdYiuDf4!zRVb)+#mMfGq~X1
zX4QXfSZm7Gy&kP5pdK0_qrLml4!#xLgh}mu-1=@&?q8PF5z3bRqwC+S-%6@Id0kD<
zZV!^VwFA!fW9YuKO=VL(%#U)ghOo*teV+CEw(v;JSfD&b%fn@J{nh~qRx<hhp9}uh
zG<_Xmu$<pc!xx%ApS_=d{d52S-z`(JzfYI{7yjl^QrZ=QJ$LA`+}|X^1h#n5IlSwM
z3tZ#SBXZ9z91n%0v>r#C&O-fz|G~!QD9Bul#z<#?9gtxLS0~X*KE!4GrX<eVn(T}K
zap!xEdrpQ);QmkX-mU!7Mo4^&ICL1S`XK+?+5;qE2zf3guA(>*QG9mb=z8jatjH5h
zf3{AK+&O*Ig=c?H-&lmTg7k^nPmN430F0Ty`b12KL{9)Y+K#<Rdcb6!z<Nc8x?JsU
z1JG%9#;z~Z&X9;6;Eoz3H67<yj_)VJYK+k8d`_H0DC=uc$VzVfhIp6<r7M(^{vdrv
z@<<ajZ36>P$4xZTFF`_9#Znv%j@9PRbmfz+uD?cR1P9Qc6ME61EAmz7^bFPVECEO}
zCbo5I&F$a7fK2yxWE4V!x(`J16YS(h{~C1GmY&x@kvMueOmWV{U<@^cl!dYU@wsCr
ztPHO&5oZWX5wgtMIL^8!@>~^;s?5@6B0eQq6+lrEdeGGRda_sNK8OIkPYBJ>LXkJw
zrD}lWsfsUk+^w<HF%}anrI?20A>a@tA&7lSb1P8!3_#7Fatzgqq1_0UV9US!?d(eE
z!ggGnpB74r=*nHkK&nbzlY4WS#utkudridb-wednl2AyrV{l;|h>3}5HNKnaaEq|I
z$>I1V#-jh5@ANrs#<PL0TQ5vH=eqSA;gV3wY6h_W0-STe!wnD14DVNLRMmikA`(aY
zQPa$6^9%#^qT~;bi7R)yxdSJjd<79iDLkQZ=!ZyLj3?L~Qk0Mwtv7nSMSvBjEwYg*
zABEsk9#KXZyEV+DT^CU$_<}`%{6`SsoWe)N2N;wK4(Eo6(m&wBTVpkpQmDvKou|JX
z#i;cq7-X7A@7CH51S*v;kb6<5%8gH-WMUcHPUP$VXwpI-(ruiDf^5#7(6RDqDWoWu
z#ATM(taSEGp_rMti<Xe&(VL6pv(COZAlQrr5Tu(|VU{By7b4@RJP%xB++=s<fCLEU
z)lKy$*d|ZGC>x^*ArQ*PTH{?M-vEY_icOTf9T3P5xZw<ZewnXeOK{nNGyB6XeZq_4
zI3T`a8?*Da!cd0=z8&SUmPV?0s#t-?vwm}!T0d`*gFAK9PS2HJC`TQtx>zv&Bkty>
z;Am!xSI7$}T#OfAbeMWRY=wQ#b~*z&>Fz*>R#<$vVx;Osny$3WKKHxjLmxrhLQh0b
ziw)=sjD7L4Zk4TAYTo)rAD8MyGq4QBg*;RFczHh_7jX*Ki;#&hUL}$aIO-mu3xED|
z2}3c@;sOynt(WW}vdN1+>Kj|`zp-NK&c{tmAjC?kGUeftO1?pw`%Zg1K&E_GEHk=g
z^iq7HJcUf^@l+V2oZlZ`4G$D|n@`=20^ye6TL;dVhg}*~@&h5#Vp%!QSxW};_Da4$
zgPr$kip(FFg1lY#j~02EJH=Q)nH!>6UUKUUsX=TCEzR}zbIT2!_m`i9vaTZJXo@89
z#CE;Bh6xw^OJXqeuKF@|z3|lRB@>l=UyK^78=j3hxk<+``>OR9p|1$ee8*>k7dy|h
zSSKeL3B6U{l_OA?2=vyPuwB1~?xGf(*k><MXOLo%Pm>GfM=W${sfxE@d^Bf@vi3}S
zoH@K;b!dP}tD+yFYe?6G#E=Ln5;w04Ze-1)&FsbYeVtXKys*EgPq}eP|2p!@q;Sks
z1RV#vsVU#xGr@scty1KL{pg>e4h34}cN^;noW)Cogs@TN67~DUv0Y0o1n=bU5gd)Q
zlX5-dWA_w=!h(uk4lSl)798$2aoViq<hx;xZ7f}CbeuS1)ilk{-(h_*9f0#XQEk?&
z45}_sXTJCBfkk|&Q<FhoXrO7-(pp0AMBN_17xWCj*HL@NwEXV(j*64o;K9x=`*Gwl
zJ}|qmOJAJ>I_~qb!4i&_l;Jlc)+z-$8)Y<`Y1#RAdH?CVKKbV!!@TP?IsZiA{uKr@
z=lWE+8H7h~4>+-dqrh!3<b1q*2Z!-esAy>k99A2FN;4ImSSt;M=Kcb?Liz{uS3MXs
zif~wd>OB?@jKY$vYnBO$9_;a*#||vVieRG6RXI$h%swOdtY0-{-l?7EGv-iYbC+hk
zG}}44sL><&oOyPzx=I&t*|L?@DWZDK<3N<HEnVbaO{O}&MH+~bgY<Ln_glXnNB3u|
zwUsp=z(G_uK)v|)V#CNXc(`+t(v{gxZ3QWw?uC5%fJ8ws$$4f{zX8Cs#G<{e%!#EE
zj=pyGcw_9f79Ti1?uZK)*R2}P$@Yw0@E7-HXc@?%+hYP&&9uMYvLa@|Kz2z72CO;Y
zVXvt{D-8O-UPZD*iGGqv{T@*j;E3nAHEhrP=0tsuN51A^IjGHCZL8RnChOrDw%&eN
z|I8#K^Be>B5j6S5D8%s|*xMZySyR`M3S-jKQ%GS(SS!mHuiQy8d~kv~2YLeIw#_B{
zimzz=COV+*t84~YOncJ1O+8c-mTW}Eiy`Ym>d_Cg;?!L*_t$7XjQt#;i%iGABqZ8D
z^<1;ALc!{p8z2fUOIA-A{8<yZey<i!8MILA_eLwTe8lP&AB9+A;UqU)lA)fBh;vkp
zzRZZ4bv()Z5Vhl6y4Y0l-SN`1DtWd2Ar%%-2z;VnK7++ik->}2F$`|O(l>-(-f!}O
zGptZvIG!!Y9e%H8=FHK8R!q6L3c4pFJFW1v7SFAtsX-i$s<KptDbEDokuRdAhTq|(
zPhsw2TTTNnCplzDi)Jnn`-BtKanMAC>k}-3`aksbLp0_MtLu~Ub^_@y&&8nhgaCC!
zHXGdqN`$Y?pcW#Z<eYnez){dujz!;TpEXeCa$$iTQ!OtMeMYf+?st;l6k^gQsZmzR
zErh38602z5xFS&SNk8jxO9xSBpfu<Wwbwkfkw}2In(;Q$%qCG-P7=ZDRLBb=0V$D8
zXPRD=j7fcxZOul>wR(boSa2;;_71DWP2y}!8fyS#CFI4yUmOdq&HBJ{{LaBLdsxL+
z4=lXIn3}ATnCQ^3ADH9z_U{eJdc0oZQO3yVETx)p5@<qO&WkX8oh7?qwrl2PBwMZA
z#i<X2Re4#e+mCN4!{NuAQSbZicOtut^426EYD2UhwntH4Yk~lvsc}XUj+A?eVfkF~
zifWel{oOMr@g!&~L6=sl(j;(lV^l}Qbv%W1`VQr$;=9S1dE}oGr5#mB(eNZ5AN8Vw
zm9-TA_VK=%WGq>QvU@9j!-JrlxBu$BoRLTjgo{LCsRZ&ix*>e9+{Gi;=$kt(!(&iy
zh?meeF)Zu01*_ERd;zx>)*eqe4}(aJU>ebcl7<VC*v{`EQkoe963$OqQz8Gs%^H=T
zpK}lzy|V-PMST0s+aj(#{G1d>$!s?ic(8PsN^WLe1e<ybKU3BP-*>9pBK1=Or(KRc
zA0SO|_Wj|#WYoMb<CRApnu5ADhzG>}NSTE=r(rA2qw(DK_XT12%3B1&?|-;`{O>jI
zJnXHpdq0xHoR-(!maZ^~l@%l(Yql9NS7m*^WZ-5E4{I5OX}DEa)*tWuNHL-IQi@M<
zio^6I0q4*B$r>D_5b=l7MJWGg7f5&W5<2eNOniUxS2PCMdlo)>{>G|uN%fvaP)M<4
zQFe4(_j&p+M-BdoplZ3Vx^Zi0+84g8`yE~mfM@R?Faw}|`9EIt|9}0>gJYp5iotn{
zn)B<Y>$cj5T(5J1Ley$#1qYgh#}!8~DD`wC0K^VDuXyo~PHW|@-S8E3JeM0`0G686
zz!KcYxe}@A?wI$F;X$mPy#MqQ*f8G0{vJF>Z`zkOfGOt{4x%S<qQgz%ajr*$bV$bC
zY!9pCcKr!Uk6mK|=Uy95>X?S1U(g(aQUc}^2d^>-V0UW#I5*XjG@->sL414v!<UPO
zhek+#Zn5OAL9qxmvLx4y6Uri$f}q_g@U6i;{R9fDV)Bj?P#%e@MQB%iVYL4+24nl`
zCZJ(v0Lz||@-VNquTVnAyUSM*r#@-@X#P&jp{CvBc*5ea;NbwAsn<<sO0lRlp?m8Y
zR10q*^*Mx}**>BZj7bymf`(I>Rn-%M+zT3zf_R8~QTg{%;xqW6DI;wkiGe_{5;Uka
zaDJeBm%#8ep8t>LbE;gM0SU4#&wUtunFrLR!g^>YR#&v;KRLAR!Qycwbr}b!gOWA$
zBI)Co9{VEc28%&n=XY~=pZY~l_$mKEY(bppb9XECwcB~cHOFm`g!vTM(i@0UkK$hQ
zSNiIfgJ56xudin_JI5A<z))loN1~iSpo*YE;?}wVNnuEZD0JvVQdT&13&*LD#&irO
z0UW$(q=}*jI}K^WCe9pE#Ytch0>YEsnvaYl>^=r3>LYBEp|$G}7+DtsB>dzR1^-kz
zsUvbT;N)qt7IG1QU{TFckR#a%%X&f4B#tR}n->vVaeTBDN#s*+BDI-iAe5&#*B8JB
zsT9PPHIdR(TTaP-g%ziSl$9W(A)15>VB!<9K2kSm9?Tj^BJ?U_JaZ3#qp|Y(_=d@;
zL~%r;kchT?yohgMxtoa<Qp+YRx4G@!e0kb^dym+dnT1%t_d`<r472PCm=21c{$o3>
zw)5M+&)what2=XQB5ltNoinRUPUcP_v1;bIe%P@Ltj6pyS~&>tlMkUJgVz6?uFso5
z%UgwFOyWNaMrl=r*XYT}W-0;Gu%GOU3On2BJa<B3AH%uH?c#&6SD#NC`~yBC`AL`Q
z7S3Pt(&XP#jybBsb?bCIQb$PkVAAL061C^HHxBa>d<@p0q@OC>!`kNA*FR@ExoDK;
zHSqTQ6?!dE{$5Ez2Eo~s*VKK0M7`X>Gl>Ygs3h-~v!`Z{)UkQFTQ6yQN;QGiS$#Wg
zBns=clZMeUEnpCe)<Y>Dcsu)wtJP-^osvSW=h2-AbTSg6<=R4%`@O(d#?AYgb-?rm
zb3<$HomWe!K&<t$3Zf)dHdb;XJ}2H|Youl%-fl5fy2+vc;GH%&xJJfDo5I|%)@th<
z12SEb+)J-O4UC2y1x}*_wQFF08%2P1d6Gu=UKjQoQ{O1cz74^3kb`f@TR=7}^?2$v
z?$Q=xcM+l<$db#9=b9R%#cBAKP|i}b#d<C5AkgzMThMFaWx=3ylT-;d>ikR`<2x=w
zkiKjd2@Zr4(AiQb{P_4Er7w+|MR2c|KGfjZ&`RB@eAS`DpJ4!`4dGILoFcTEINcZU
zVrKUB3^LBU!+lgHy>{(Nj_vM@kcpJWB~wuS76&XkvC*NDI}j)q5AyLero(`HfBk~k
zMn?2yC}sbcQgu9<XCOKHRzca5R49nG41(iW_62oiG(don-amS6QwO<+GN5VWPGd%x
z&j%_5T*6&ZbVs{DA@e@YW9|-T1Y3UUS#hVM)?CQduTQbqC9Jot$w=^I@mx$@j8Z&Y
z3;AVN=`Yx$Tye~Y>@~m0MF1j_>x_Bk)Me_A0ev#e#G1{?g17+B`K<9Y7p^~L^hmaB
zSs`|YdZn*}?k2P$8KaDK!enYfy6C0s*N^Y|ep=R7nlfQ#5~`S%-HNA)s<H!wWnyj}
zs)wrS?GL}*8L@uZuLDt8XYRyi<E38n2i%*@+dGC6qo8~gTav>~6$B-h4IdipDQCx{
z(B`w0nZe2QZ4BzGuv3CKeTz2Jy}lg(!ynx=b)y~Gyn%e34<xLb${uvLWv}ALG#$6f
z=)yf1;FVzGIbkr#C_+LE0T`XQjtMGkP0F2cnDLhB`}QE4?K=!~%tOh>QER5l6?zmN
z0K#})>GmM~mO;3N43jb!XRiD~=%M$84-Q|ryfF3(!{C1IHT7s+ZSi~h7jTh0sM-oS
z``{_L^2d1KXUd}JN8?S+xqbYZtc{-T1cQWmWErqX;N<BS6td>f3{)uDyc}np%wcty
z&egStJ4KpC>CKEW<A|TnuPg+rS)=*DywmjAgLtKvvwQ`{g)0c!Ms?9(@;_pc*JdYp
zfD2%jcH-O<Sl;y?^z3xP5r8q`PjXZ@Y$_$xCv43`K`C~9b?xOu4pzS~`qHW**GAcy
zJhxrj&FhxWJ+SQpR?Li^GElNExxxjIV>QUgbWZy{4*8kVOX(3JELRts9B(Q{nkUyo
z-B=2iYm&9737608PP%W(5c%6I{o#VGWfllOOjbHi4!`uZiush+OU~f<1;?^-P31WW
zQQpbtyX{nL<d4*@j>j+NHn%-baSr>OR`k}@G3Po?)#YCmETvV6w`K0#;09OGC{N3u
z-{<h`t990}Os&<hX(`DfG}OJ!4c|=PLx%D5kI!JDR!}O#2C~S^zv<<%ilkyH-6Fa5
zxs3-Dj^gj1^XcU!^%y{EG~+PYxCAmC-fvK!L!Hmj)np{;H&C8CveB7FPA2hp$XpWI
zUnkdlnoOs#`T|uupm_`~reyC~rzkwWIMbX;HjecsH}&d@KA@A?8QW!-ORj4m1lJ47
zGkyQSv}8u6si3P7wT&^zT%!ZlV9a!xPqCIGQSusQ?ZX^?Ktub=Xw9m*Aa-iS&@>;z
zB^T(9Oo}u?s(ySWNI{}GXIh9%gI~CbaUsP#`^?)D4rCXLLk?%f<jsMWMbT-T;>lx!
z!lCctt|U8w7w3)Q=1Q;y>e{;kNEQKSMDzPHsKN8BbN;!6Zyd3$l6c3)aJR;}Qa~p?
zIa|Ufkb>_IhvxaMerC|0VC826{>{-MKy^L!Z9BflVl0M@&@avhZZ-zd+ZRg(&e_L!
za?JwHO=!d1^&#)2ZQ%;4Nl+(gbJ8T4urn;?QI?XciQFg*VFw{(eP6O{$cjgXF+a%-
zl5NDv?ZJ3egs?w`0f(1YAZsi<9EEX*6mOHO{JtXf3|sL#(Jp&QnBHZ}l&5IAJ!9MH
zZ%C*sy8E0~{Zyxt7z^738x+jFqx|K*(R*&~25HD6NH0N->4lIFm1ZBp<0JyXr6m+D
zN}uTd?fXQ`qKOTQ@=;kUaWz8j;{<<J%b=lSgX(Iu5B|~3qnv&;)QscJp;V#1An{Ez
zk%a+Lt`YOR+Mx@pW!)q?tJK1s*B8Dbt|ivFKE(13?%ERS9d`@bZ0C8b^uBIWo)!pK
zr4aTTLVOMG8ZVzhaMcM$n4L(6Eui4#H^E+(o;mRY7?u$o${d9G3+9QBR4NQv&F@r(
zNM3wIb4q*$KjX12IdPW~`EEtr31VBwG+MJdVX-s)fN^zf-QKo45@Mp=p1-ns+`bEP
z8jX2HOU5vD7oZw;*+$24x(e>{b=q4Go-L@=`5!@tuHFV4i6AVBvjr$ey5?wQ=3~!%
z;`+&jg4>yPan_*9Ny^_lE0mx1UY}xh@mo2HQ#Ne<H}daShJ$F5c<Kh<&0Q5T4Kts5
zSa;ehj@xk<o8Y)1KePfjKddrV+WcsL3U0{jhb#St_RF;JdT(|%SB+B8!PI=Y(etrl
zB3bJ;5B&qKklDQKcyPJ-qHsDsi#Q{V^0;*qM*cyN%lJ49%UW07%Rrpr=szB8vc~;X
zY;_jnQ-5Hwj%*Ol;rJE%UHf6?^pm2UTlT__Vq1Ch!1W*Qa`&#j`<nbd{60B#PW&8S
zs%8UQM3}{!NacC|;@2G?_6+?ntR<Pq!|rU#NGVgq|Dnxa4t>$}qo;NppXht-XOU`<
z`lG(X))dp|GrYN(5cJ-fdt`b(J(7KH&5i%maNOBC!_(U5+a<%4W#%#53&go0^XcdJ
zU`ifv4Au)jAm#@pr=Iwr<~{w;)%;%YDdjh(*!XjyzFzCT$Wl5Zq_6aPR8WkD^B)Nl
z%Io{FO!5W(&uNUmHQV?{|N9)rk-5JmX1OzRbD#&QHohy>CRxfz5Hjq`^8OiM4d{!=
zIf?nbFU@*q$ErKFjlA*BbOJ*)VWHq*IWd4UrfdN@sl!M^b~&zPvXi_G(@b<1!;H4s
z!Mh|w@}TEo21H{$9fdH>?-h;kTU`7nDS9su1R*izTY@(rSwsYzRJe~xurFjBu6+Zf
zt?GC&d<A{3_e_H9sX|;%t`ge_J93}^s&_(UYGUh^IeO^}RpeVKQUGil*`x&|0t104
zj1+|dS$@q;=`wd#r{rC>Q^#8rm^gAOJVk5czN6>y7^;zD?P|9orzD&tK||BKk0cZ_
zQB`GIijO)QTWFmZj*#_!Iph5%{-MUuGbIhe^EJVtleBv-g}$!|2+%PSJx08Ggb83J
z>|y=37Tv3?A+?YLI<b*9k-SxRD-4FQ?h;s5&(1!EttsSUD0IzQ@N^R@5__>)MH_w;
zo`ObF9@-r)NA|EjA!VX^h*ngUCkfXvPX@Ipo^}FYQz4{u!ivP_K4qm!16GWj@@weD
z>u{=X?WB@E>tDf$x2w6bO&{kVdooeJB*Fe6vc6b*pM<?N``F7+8ardLe&{xELF?S!
zk%`)dp|qHk42LW_vNN?FA_K+zngJL4Q>FcMH|-x@{7iH?U32LA74lmywHpX*M#%fo
z&8@lTKB0)Dh;;4Xm>j_mEjeK^spV8hE0kFLtu18v^fU{13((+bk{mjc=U_38+gOL#
zh?knp(x<WSV<-1C^@x*=$x05*z#WASZxlum3)$M#jFm1era<l5J_XP$a|$kys%rIU
zn!B^_yW`c#^lV@(<;bhF!qa85&mOvmCgS0QWpf7Ckx#2lb`<JM+Mv5@u)0%4Z$s1K
zZb_oJz=;WEbX}eD{hcU-$su&>T4cpZDasAMURR&NiWV_|&`=9GpgVl*EZM<IzS$Hn
zAh98)%f&+=1lOrXzwAe1c8lY7K(O`GTJTiXzA|rBkj^10S9ONIP2_yTz%3Xb%I)Ep
zJ(-QGQnV}3HTSHbM9@nTIM~?SjZzs?TX9uY=WG)`7&P#+`KA=pG+AL@#7QQW6ZOAn
ziXGTGoA9uGD|Lcx&WhQA*ZLLbB-Ha1rCy77E7x$QtCQG}wVillI1ncicTYxuBU}&y
z1V$F-mpN<NHZ%5Y6_piiWoBZcWP4)XC5a_UWkO9owuj8?egVY#AlVg^zt73ZbU#{2
zhZXnwo$GqKk<ShG#cmS%0d9iyB3w<m(86(#Hn+-P?UPN_Pgpt7wb^u>ID{FftR}q`
z`T_FhGdDNs&2-<sy_;=~@97ZA1241rAu!mLD$*F$C+s-RT+`yV{B0VB0Fi1`QZxy(
zOAwXAIk%32+z(I+vM5Uv45cCay8Y#4qSkYiP+sB)sY$mrF|X$?7^7jl8aZZn2K;&x
zMy~x&FR72Wzhk(rf_7IIX1;Pyh)#BYbEB>w0h@Gl42h_ap&z%W7bm;NvG-~iKDnpa
z_HI#Y@5I-rd(SHbg0@(F;#JhpBnm_b?(_#rqM~&T|D{T-RqG|PUv2Ux`l+vfgh>kN
z7Hve@srfB$U93&DPT_E^C6;B!&Hnhc{-m<1rDr^p^L||`*Cr~T#iBNJ35{|vd1+0`
zv*DfKo<B6jv%&-$ma;D8Ai?dD2@M1B?E~%fSm{cT@9e=p@M<+-$c)1%nXn{B)4Qkr
z>Y-Eq=SP3_2KZ#FRtna+IwLZ+jrFcjs-5VleDv32jf-X4HI-=m3x%W4B!d&7bj9l!
zX*}PdKrb|cZ7sC1)jaZ3=_RJ{3A>%odc#|qsPd|SwHiuVTTwn-M*FHihx#K-hI=Fo
zJ3j688e$F_{?}*i|0tl2p0(pfznzI7Qz3>f)i!jhtwp)L{9C%j1CeO0CHbn#BbHJ9
zW;<QfAts=IjsMz*Gwx`R%d+p!-`j=OY?Us|TF-zc&U|nAg1JDn&BE8Byp`l$@N`D-
z2(~DNa3Rxur{&v4CvX|k5zAX99TQ3S{$(=RH+E9cir<1xnf3E|buf~|le3s;R{nz%
z3ekI1?uxCCu|xtB|7Z<mEl`A$mfI-5l1k_ycuZb4w~|!W>4B^Fk6R0Tm2`f<6|po<
zpC1LKZ3*^3hNCMawl9`$RDSx0bXWV-1n6^#ID|LsPd0}1so<1&OFfEW)%Thq7q>%w
zLEVxHtAu)%;6^FQPy)RA!S@A;{aXSj=LV^M3y!TreZUi}mv%xARX^}6+{7U5HAns;
z6A*Uo3Zej!VlOXW?$}GFVQ}-=fOM81kr*f2kb~p@7!B7SCmAQvNQzD2ex(bo0#U2%
z%f<9;w^oQ%Pi^}9@qJW0c|&<;Ne8G1&c#^lCB>xJ0{aC0oFtS;RF+CfT5*R20Ukv}
zQ~@LCQ%FiP7oNj(QA9W}=>z|<d$(}?<wv)WeFVx|zRifgv-UoDiQ*Re=<Cl89V^RC
zR$V<&5OdIh{z2zX)AUgvf4ww6hvrv#m}F|`-=P|xX&6=i(?p?sXj((!<&sqI<7VBM
zjeVPkJ$D|oS)*I(@h!O$G`4?XqvqY_30aXpC&i!7SUPbjslOA5@S|)gNWtkdE>1(H
zHD=(iei2M#vmj$?lQM<r4^NlmNX2_X-^d)i?Nb(4>pEk~O(*fcPpgc~;KjJSgLa;i
z{i@sikKc^{F(3cJYsf#Yy?3y?zau@cpC^=&$(QSw!{8tIzxdHdb}Y%VNHTnJCv8_;
z?`ZMV{%-;Q<-5PjPyhExa;p0?-eieo!_HFs-~W!^<UgJS%-R37W-Vw)dsFd;CkJ2e
zCv;SP2T_!jy2oLzy5HD|*Q&KNyko>chd-yPPvqz#?!86<$6~{|(J`1G;-%Q`itxG}
zMC-}0xACL77~WTBccdPCJt|eXFtPUa<xJ9JO!9(A+SZt1BwLJl%Hs%}uK7@+T(sIX
z4v4nY(gYgYc+aD$+J}QQ0Vn_Zqg`??Ab<zI1HTk1GKO{q&w{3OVG6|ic#w{e!2`T&
z&MXpOU1q;)eacL-k5LONZs7vRtji6zhP5#!P^&A8sT_oaZ2yBq!v$<<Ha|eN*_7}!
z8p@K6c61n=vbmyN@*kxZlnlj#IG6-PK#i|*Auby$XkSLP+@RqG_jW6^JhvfsUy_@z
zbRieGi@J8;;Ufxp$KRd*gL3=(7>I_YAo_{k4o8rN*>ZK_G$00wrKZn)TylFLJLR$%
z1D<y5L7s*X60^LJCQ1=d8w(Q3Wl=4%ti*O^gskDpSk_8?p_L)u;jzgo>&l=G5-LJY
zPa>TIUd**ifOw<>_w#)>uf<xTZA8-Qk_&|3<3<>pftSW&^5;|9NIfUhY~<#Bi7G9`
zD^BBZV^~{L@d#LnPrkp^=+siRwy@WD4ZA(L`8%?9vxv0U*+bL}nt_Kc;a(Rm%Ju!B
z^U8NDD^iQYI_rj%+L~>OKO=kU75D%WLFNQTAfY`rcUE*j2j11A#9Ixvf}bbFFZ~(O
zUL(x0FHUU4n(jR81dZ_`Ty?Ywt6ic=S~ofAaX#ayj!g(Mn%W9ngjC~L8Tsaz*K6*7
zIXJbW{u5_QFZwU(c*Zy|+zTSs4I<&}sQEE+2`z>6DwOqog=6Cth5GwIsl0MUz~MvN
z@I*J4<X1YCS|S)2$A6gzsZIcV7${hf3c8K4!3{A~<-P;>@!Iu~eIhWjLHspL;5ae4
zmr!7!=twC?xjoCAw#q~PJHK#)EUpFTsh&iAqm~2^U+h`90H<tY#)If7et-49Q9gbT
zY&_c6uwQ5nRX(O4X;3Xzw0p3g*c_H~m4VoAN_(c$Vq~3MfVFyjoKu`E)iO%CwD7{D
zRZaM8d1RbH?cR<7uF)O!3xRkjeS~5zko%_ms$k@<3n0W^PFja@SNw?TP5M4$_Ml_O
z>5e6GdxcEi#sup_J*_pFOvN}AF*E_6a@IO5@Tt=YZaYqGXO$Id5#EaQUsSeH-jgPX
z6K>SA?!%{OHK`BJ!X%0>@J{1-;cC`QFZvgNUX{%^BnZdn+siLpMUVXT`c4}kT;u0N
zEJcX`Z5>V=k7>?c=0JUvj9Ck$C?iQAWL?r<lE4Z(l6^x_;sPrLjM#Vb3<j|2Csl)X
z4yW?iBA45ynOn}MTllu}k20NnQ$WYrDUD!2pXF7mvYMowG3HEi5ffG@B0;AE_{TD_
zE#jL_*Hqkk)a8M|yAEiT22Lu)cGsP5dtK8#_NEEIa{V}Aa=zEPE%vv~os*mKuGu#i
z0ElMJOlB1lp(R$S>ffab%H{{(UdqmSYj2F*VupD#XII>~-P+vfqO0^!wjF)1rW*an
zN&{_<so~Tov3-g8ECDdgX2C?-DhJ+331~&{ggni;du@AA3CyQhP?uUH+fWa%Jzeb@
zc(9taDx?t`cp}h4=8|rJl}+>r{}WBuu3d8xMo421OXzQ;yGtE8X}wS!CA_hr-W(L>
zt}HK3EBRl{y?Hp4|NAzMLXosdNz%S3B}+x3y`(+VSW5|G-?u?ZduSmMr9ze&6=SDR
zk%-7lc14!PlI;6)zUrO&KF@JH$8-Gt`uXR59G_3j%suygy{_xL&L!Lfld*OE)F;4a
zIeM=BhYo3^#sP3mUgb<5AbJYX0N1iHRinQK0GGuCaz*V<Olv>MbtV7QiEWD8DQVgZ
z85N=YC5pAtUbE>(CFXd=$R`_Da}3gRHBPn;;QrAGPu`|a&(Vd@S8Fa^;fp||NOR~$
z>qYPCJ%|rsct0kq)4xpct+b4h9JSTX;EcV^EDY~-DkGptEQaUQT1hRZcHVE3HE6Ep
z#maapY(#~OrEvtAkfko?3a5&MN^4D*Xss&C)@hoR7d(a?*4nH-1!d!EyTThEzF>(F
zpyDxVw@KP>_Wx*)qv_bMn-L*CwJStiPtY=MzpJFio*|3nWIoZBb;AQ`p=_g1IjFQ$
zq$v6Td;iw-Rhc5$xaJ&I#Qu3~zRgR^8Zse^uWQH9?kK9paZ9&7vThh29?MKrD3QAK
zci=hpzhV>X9#skTXI47tGOZO%sphW98EeBLuFaoyHD>29PO3?HH>3V(LsTbnKxo#^
zaRpG&S#j<Gn6dU%Bk0X^HS8pLvyPx=h4Vo~QbibUSz;_UG<lZ@%k-?f0*)#hks3he
z4o%@bDP{SanX`rmeU6gU+zkvgg-e}P6#Ecr_F6D^=~7WXr!KKproc~)k0BCh-ZyO6
zE%5GkTD#K!Oh;PB+_(UqkJ|j{nAI3ON^@!zT0(Ic6Cpy34ybB0U^gVtf`aaz*soao
zY5}DO4%^Iz5kM8wr;kWn3}U)ax%p`a7N)cLYOu1n3qkL3Q)iK{6n>qidZsdauqpZi
z$+17r*N^{PB0F;TCPuM4XcO+0`vDBkUcG1Z=TrhC&GT(MQU4=+pqujSlGlgrhQi(G
zf+^VIRTWVt=!t4`-JAQs;7>!~If>-limsPx{td;a2$*OnNzKvX%7igZk~zSU5xpVQ
z=4AF}*j<sSE~zmoyOkI}3vjUI8Dv&z?)!;hH~D)PNfe+{e@)~*)Qk=^?62oNU~$|#
zGWx2zqJvmexvAB&GMnDtEh1C{9^;Tp(Wy-7<PSuFvp1AKB+~1QFV9KcbqEBaBuyQF
z*nBvV-61d}?_v3JBoRImuj%}ZANpneVmUYn>0o?Y3=za!Qm2wc9WZvLdYNl{pz1nk
zbS}U2VF(X4vBRlAgWlfGY)|V=!mJPbi>D9!qCfRynzRxj{*W0GB@0O|hv;h#%>#(Q
zcAM3b_y2tu?z56L*SWz-EcKPPMtQVaFYC7ExL`Y8Kh5s&@n}CS4pnM331Agjap)B>
z^@2__k%Y(9DAt4HW+T!>++PGkMcP;GA=JS0d=2Q+91TAywkTe#xGxL^EAJ~pNEHkr
zOXR-$tQ=|m%yhzkxN+j7%Mo*swh>@Hy)TWWhT@+<2Fi9GPt+yQD7ubW#rjdY!aGT<
zrFVm<j@3DU5Vnl$n#Y?y4wx`%uq46k9-KC9YgYyUad<R8GN8fA$f61+&*y@*3*QsA
zch!YelI%Bp(bL#(c(7N=m=7u$4V~80FWK%HaY1V(<KNGi7rT7t#F$Q_8_A&T^+Z1N
zS^BtCf5%^f)(Nc%A9raPepi{Zb1W+=M(XzY4rCCyS$f{N0$!Hs*eLI#PJrH`nHy9a
zN7@tamA`e67<j2!6#g^d1+VU{+QvD14kEFr<mcF?rE5m@W!LlxU6}DNGJklR=o!wU
zDb<*?{G(}6@t(wH*;4ZHKh^_W(|8khrLyk#-T7se1&5S7RPT<J$DSUF?&W{N|IYv-
zsfHN^=MJ;&T)~BZdd&ZG?ie3p{7wb;Stc&ebk24VugF@x=xLy=O#2pXmf6YRFx}mb
z-ff?uZ!sKieEm)d<Z6w@2hD{CxoU*!I00<su5TOh46dI!F7UpvBXM<kYx?FUnczIX
zH7vtZW0nBqB~!;I_DPey>jhI+8z_7MIbFFu6C&r6!S@toD?fi&td!&62I7+S|MwWA
z|7YNRE<qNEe1>R@&jIhrCA=$`6kjKUHO-;7qt=o*at)p6Guis!U|Ve(S>Z)h)M9iU
z?v0$c?VmK-{|Ek8)E1&J)Ct@`X3Fbx-_`SGol7E?;(dhCoB$<7#DKRT4n6ClJ`7<c
zw|)9x?*m>;p&2O7#6bByX^-dY=av$kTjyJmR$8Y8XktGqxBPP0S_PCm^@fVr>HiA_
z><-k6|2GQQt#{C{yk|gr+ZSJBtD#v0hbBI(T}fUr_!?;foIN&hhZ#aYOh>T;=$7#8
z`WG|Ni&f~aG@l*{bMhq)*Lte$ZTmz+%&Jr6UoXD#k6M^(`hl$E>_n((DoEu6{h~9G
z0Cvh~1|8rR^X&TcFbyn%olepzHxTVviV>#K;wCFmPn5g)lqa#C-c<(nY7G3FlP^s#
z`^UmyS{8;(Gvw&Jz$AcZoi4A7^)^s~r1n-$;G1%p9WX+)?l9rf#t!4xNc61>1}r83
zn=i9>rGnel-ULxnKhsZBBz7%tPlaY#g6TP3!u|LF1ZK%V)mzM67^3W(5<tHDZAVP_
zJs|UCha^c)X-0$!$<k|f@2)sEfj?CShQ^yTp{JsjzX%7BdtFUpCiMiV%w#Ym8buMr
zH_W#M2)@-fEU^)HfI}8DvFN`zUJHpC)T2ZtLA)trdfA4ix}iscI7HMtLb5Lgl_QH4
z!s;~Zf6#<8Hu-@NJD5>ap_z15L@KojCQJKYHceo2>0?_<mLm)=$^+ucSq|{6HG5dK
zW{$AL=H>u_;v&j2)!fn|Jt>=7!)2eoDq~|ulNOk@!r+qdf~l$d0ajLR0f^$vO4-@C
z_3v0`+NzlPzM{ZvCVIsdQy_p2gWV>?*1Hv3nk}5(^7x_L-MDvO5T%fJxxjf5vf?Wu
zrraq3)ns)A9c!9-MnH|g3MOBIrS}WVewRw~q!ep^MBf2IQWULXP?-4=uB|dd_>(%p
zt*@;6kN7`ZWnDHq6FU}0NMh25Zb(Smvt7OEq)%M<bQ{$&UGV@;sjt1^tTM4kuO>pQ
zAcq(r&*zu~QXhcGdwOiBcI@kotzC}<rz+ZiZ_pdVHTjHHSTp4=!BRD`ct|!E=_Te_
zy_k~IdV3W;Le6KO%vc+AP*;4KF-$3?k69vh&=orX*Q(*jJE;@gAQEYR<b}WY#7RY9
zfT@ru?R98H+q`WEUHRY)_K7>aCWGzL?c!Z2Fb1&G)bZxUiV+nc)W1v(y0kp!f8M2Q
z8+A>LfoRLV^lT@ZM7IQ=L}{N><|jS9j+hVIMORMD%*8zN3w_f)Z4D=^<4>DqAA9QO
z#$k!3boZ6*j*7nwl^r(_&{pZZ#EEz1w5Z>c<m>R)P_&w1_<JdMpB9yxie69pGYyFb
z)rJB~MI59gwGN4yDH~}_gIwrYtbw*jrG$B0u^kLrE$EE~M5zj5up_rUh9_Og=vV9*
zhmO)nU%`5f@>bryM|HaAqI-w%l)X`QN1j=#pUy%Pbg^G0v|h#7CX)fC*uBQNY2e28
zlW7(L4$5NJyedc#(fp#vxwCwH(ILcb({FmT>FBr2=%NWZI)%@r4;<=owORSBuTlTx
zFj^p;<~Tn>v$OhQre<<KwI!oOhu`%<Pjchp<1vmOy(hZpXmktY(AeKtXP-cOEuHR;
z0x+ycvSYPj2U9f^qvocsry5!;GhyYdUtOr)#7<%eUi1p#V><pWPn+YvNO_D7w=cSk
zo%8b3xvF3PmYB=NXMWzD+&9hhS={^8nJ1rHK5S;b?zNy?s=BKuI>+Z)wvon@7y-pi
zvkamYb^L2GVIts_Zv63)^hV)b8aZH~+i)l0-}t$HNnY_3IWKpVcGV3;pGozy@U8$U
z*T#1Qqq?-QhDaKMj0DU?xTIcdo^g`YwW@=BiN}>WiTLH}HcNx3{vc+D=C#3By*<$`
zY-hl%<T}plm?PkFbcT;>Q$!~xVp>1iM*B65^870^jxV}1tK>ZpDUxfuGxdXVSWy<H
z-ml*ED}N<fpUWmNZsFZ+wzNbqd*MA-2r;r)_ko~B<QRBrj3YHeRm~$?2Oo|jk<&i%
zZJ1+r(5>r2+s1~Mn(O@z)029L8(D+EAzIX##8sin0+u4jqNBCKI8YB(4HkwrBn-0@
zt12$Bf~QXTsw_}X9yKT57#<4s26ewZ?+4TU5_{I9><mkyT;Z?4kuWc9RUs58qDdK0
zV`+%Ha_so$`BL)uk5rm5w`=uBU9~O@e;a1#!m;H)^6){i3>km+t<-os#OR|B5bjOP
zL#?GLteIMAeO4c<V%EEYiPAoM5B-z;Sn4ZP(f$2;#}1)D`DxlwZ&<^wZqEoPr74=j
z-~IfGQ(NDK&mPDm`@mne;ZmbS;|<zx8;)eh2MeG4HF#0oq4ctNKq0*F4*cczyjUHu
z^htcU{2h_ZXqSzCl*>|FqL`Xv{kta!Z?4NW)2K`|DSfM9<mz85V348K^5jr5qkd)o
zlqrq3k4%nZ1~V;Ewly2fipc-`+;C<!A-jzvBKbBo#N1W?+!{8msZy|-<{S2K^Ks(`
zpJmc%-d=BGSl!Wjni}1}C~oVHEKmy)r8R!&-Bg_3&(}bS)DfL`K@A8`tZ7*^<4xwO
z(z2gbg84@&84tw2Z+qDB339wMkSSd&!;w_zJGbo-<INy}pdJ5UHC&hNqElzr%0IuY
zCc-xL)<ps$N?onaw?vAUYuo4ZOud8Zz-Ovy7+-Y`g??Uh2se6FMWeusG6u!JVRD=P
z7rRqKz0of-+RAPzKW}3ixkzf9Ud}41sZ4T=v#*+|bdl9CbymLQ=Tea69m#?BGPmr2
z&N=&alxs?#<kkY?+rnv5)#x`-UQS8U+nTPpw3&y8_CbWgpICfQ3SEg~AIkgQyY)NM
zo(lf8N_upKWy=bxHC;SE_J-rBS=%0LvVBY6z{scQ<HVmNcEokfBU<G%R}9=utTiNy
zrrPD}J3^lZL!wVdJ{=)mYJFue8FhS#t;CYHwJDWDN9OgZDmDR1&efe*$K0#cfB%-@
z6JCwZYc*Q>0x=?ku4`&(^b_&RnltV6vTB;*X;afv*vGq1OxnPFT!g^B7;(1ZmsCl~
zjEWG>DIcJv$#pL={h7FL{ztU6BY~XL$W5yX`an54fFtgJjsLTx(HGnFYabphOEfK=
zAN%z)^->1V&WE{&-#gscNnOvc6tS%o*raq;7xo|51c%T=*00K<O<)o6u0m%tYwDDu
zow+?i(ID|!f+&{);Nv|suRRZQOI<!iKN0T6c$vyfrxC3%U4@ZYt@kaS;uXV8+15z7
z_QnRWY?AvEz_K&bc<<WQLtB~09-4c6O`O6YFx5$^Dj96BGK2^3^FTg3nKrds;>woY
zSruc5#o~BI@@vFX_q)>P#dTcuvc4g8?30G7=$(lreS1WoiDTA-Ucld=(*1(w>$t63
zoCXYr8hj6aNYxz`A86wQdyRSjp7K5OlAOnkT)ze{H_Hv{A9GqMb9S_2L45p~{X=Sx
z3Qn^>*0r7C=9){?K)PwBya}c$dU1NnqL+#0+4~b(>*vJx!(8KDTN<AO*$I}R9cJn-
zO<ASK)N=%_tlE%l_G_OLUyq8T9C>`Fv!qsJK+05I^ef|tx;CTxmS6{y;fyXrXJ^W`
zuVitFcKi%Ur1okm1sop?BoPKc?|3uB(kRdL37N8)C37sQ26C*lAK8Ms8VOz$?|Rd-
z^sBl>sN27={FphKO3qBlwaDHSl!H^lS$s_-94Yl-r54VHs!n@ClnK6saV2F_Sqd*-
z6EXGf$iW)Djde(CPPD;sjS-{~Pz^4<@H$?9c%GZ@Hh1qqQ-6KXE{QkBNMZ+aTm*AF
zQaRFWA971uEKqc0iV3IBQ6(PTHD?QV5`)DddXcZi_t_6qKHcZ=aAyb$g!a@B3zCdp
zLV%}+>BH=XSb3*(X&J}bw`qjMIR}A=7k-JH<YXJk&em^w%xvGj^T7t*IwEij=BEYN
ziPL;%g#zXuX#c!t!Sn@x1a*7E2--bLwdUcPwsO`XsnsN7SocS44?|>1jG7j`ROFb{
z9F5ELhox-Hz&f6htWxyicHHsXJ^)dxfM2X=$8mwJDzFLswM;^dC&GQv4^pk&(b3EW
zxa(F6B#D$r9oIZG3bZ0k^ZVJy2ES~*Pe!atgyW|HF->=+Xa6Kr@GhNXt6#~Tcmlsg
z7hw?jp0t2BOrRA2;?5!bezoGK=mgdqZcItGS=Lydex3gk&8P#==8BmIH=lgqJ{To<
zspm5R11EitQ9Z{a{X;|0vM|l(ar8;=27yZ;p>87jb?*}5Ib$KATl~<6i!hjk=B#^F
zcxi1&OwBb|?35Fhr?$HW8!eeP?U|=eS@WRT%0q0|u*5d($*!g4Z4;gF^oY*FBx$bV
zCe<#wr;dbk!*s{2i_+?c?(*n%KQy(_H3&=5&~S7?2vvudFGwwy>}m(yTX?4EPU<8M
zK1FGiRL-dx_R6F+t6y`{GvW49%?GbnL`fEf%BP7GoLJZFFksu5v?-+VNmuiFg^_d1
zrjJhFJA-L5UH35Wj+rC5w-}#hj$DdiEZRTyccwG<k!A3_iy9dcy$oZ!X{*eQ5}$|c
z{+iUcqr^X7JAby_iC1^Bggu%NY4x(`teNR1hJd4nc8s#ZqVv)X#XBdY9@-u<B_Y$r
z=IQNo(q4P6>8x4PH~+??Xs>jK&I$!4eJpkI?@FNh5GlCj&d$SZ&nItOvI)vi9~X|q
zKEHeE!#^>=rm-XsT5ObP<q_2=pgMbf(lLmz5So<nRN%h@!t=?YjS|Nv?-wz%I#x4*
z%d_A+A)C)(yVL<!O~jy{%FH{ut$O0ImbNIp443G)5wlxOwS0@OMSHq+ohxM3$4ev*
zHCw#Dw<gm6gI0xDfSGZ~+GaCeTVBhIsedp@F3F!r)GFeeDsGH&@d9Nc#lHDy>TIW{
zm2FbLZAtpBteBG5CsE6>2&MBURj`#_CPr~0D?S?;(zm|jJ2`*B_}^Nuz#A5;EHM}H
zysuJg4zKto)V(+_bLLQM&Dsv8itzB<-(KJU{ri$VueJP|-i78e4_O{g^w!nsJ|%T0
z#&3kyU>V#wG{v>6X~P=UscMJa2Ny8!dbpK`S`6AHUz#%hYFv9J;3*Y0U6+S#@YlZM
zDLmg=vj&ALT4W>JLiB5|xVjDad~;aVd;Lt|wv+$Zr|by2e9&t`j<vq|s)Wv=k>aTB
z4t1~3+07v|&;NcTGmr)y8Yq6k_O)vPHRbQs;<~&VVSi)x{c9_eEe*Yj*4AWx?&wS3
z^fOgH|35oH@+WRCe>CA|$R)>$9$Q8d|J}{TQlpfUxd#_G`Yuqm|5P(LuqOD0`_<as
z{qN<@j9CA9RhSDNDqoZR=Jngp*>u5bL=nd_)P{@SZSPDht*24@gx=5j=QT{$K9b6d
zKl84!Z|L4<*{wO9Uz=tn-KAun{w8o|U+%|${$<J09a?^D<v2#+_l@r}t9rxf)l62R
zc-1La-wq}qHBCt^?wDgwZ^=uQ7AWc#zY}O!J+1xAFXQ&#Z>{9e4*mw4tzQJIg#NzQ
zY1NBT|8W}O;*$6W?E9ahO4VPv?682D?fBpr95U_VKpWf_5!6EbU#tniWswFp234C}
ze(mv1J;wL=OUAd3@TxM!Nhtk<kQ$4d;Atx%dYTxsb%v^d=}DOCaJn!ATYFN==UD-q
zWPzemY^~3lVRzvG*X|Q|$?6mmc}%R7zz&H-FjDrT!)OdazdzYdJk4J=5mPZyC;l4D
zk?l#es3YMR(?@vb?(ek{{`<*I9>YL}gmH=9A+9GtBI^2vp|be0?ZfBK$A>ThksiFy
zRqxz$uTDaL1@ZLAW*@k=RKi)xl<0!3@Wwr2Av0{hPqMW>;FZ+ct2SU&Aw4^Av-1n$
zz069o)W5cjY*Na8UO8MhU!ACOc^hgnZ<U_m+Ozhss2|%YepgkIO7-B;<GJHsmtO$#
zFut$yBnJ)xFQe?CKI?Gy{^~;Z7h5OTC@;eXRK0AYTEOZSi!V0a&4)=8GMVe}RyVjp
zjaKD7A=8dKOSWjUAuMzzRc@4h5zpJKYBb&c5ADq};W?*SnkpMFR4S+<bM{mfEitw{
zaIU2KEDM|lpWEj7#k@(Wh?bhAbvzxCZl^e9ZB+*Q`W%@>41Z!j-oDL<xw<c0;rlO}
z_E6Rn&Ck*7D-!HNS-8@_Oym$LAXdDUkgK#2@ei*POt8#<)MYV#ZdwT${3cN!T&vHR
z0UM>oCq4N-h?90%ihp`ES%z}n+QVp93W)wZHY(-_<r-;l5}mt@D#1z>0rpqpPALD;
zoC#8F$JWm$e|b{?;~+NpCy>Ej)xQ9c4l&0c?)_32StC4ucUKQFEUQ10XkU9SVb`D7
z2FWF-P8pgt-3%#M#&vof_zpXD9&+9f=@v;9hai=B1a|_Ub7u0@?;xco|44_HuCo_L
zoI0fcBCbGS#n<b_tm`98Llu6(^UBebT4d@7+JLKj<~N0!$i#+DgvDjoVqNx`ST+y>
z2Iv8k;tb(-xn8fb-$0Mnqv055wdwfAcBz&01_B^K1bA2bB@wwf)>E)55lkZz@`_~F
zFC)Yxi8#`)sT%6xh+68WZX`+s!gY9~+zY}%IkAK!&NhUvSVsf?O_X5Tx0mg&;uVH`
zR3n{6h%1Cr?6`0T2Dfb#A+QBH(geljG<CVciuRjUv`_f5ZTu>|$!}P@eZ^F+x%acx
znH!K%pD_XwfF|yY<nLA*OJl^!1@H9)g6v4ho7V;7&wJ-%$z0v0t;_gsqM=OooP=yL
zG4}~A`W8}>c{&Z+(lmtVxogu}*Na{p(!54B=imfPv45^HKQxf=GC;YgqLgEPi2nqe
zoftwXw`f16%n-0H!Y4Gx9`J>d<JvojYYQgs9MY47r{vkoWWkH_JCBv_L`jsF#CaCU
zS%fyw_{y;$dMbM;JlaF!B0t|JmodAKo~%$|d1gdk_%)toaI|6B^RJ&dUj9}pBxf1?
zHv-HrSmgESjiR3$$DEcIxqo3VxW)B6THbMw9+b_{&4R6vek;#G-dMfhj(Db)mVsD*
z6%gMR9vj}=s2=dyl83;S&ZUMkX15Bk%cMulxCgK<YHP=3Hw9XFpeI?*7Y33E2-z!M
zD}Hx*s8hD`7^+WNK#Rb$vKe|^Px39W($sNHXZ?&`-$!I;#M7NHpJuHs21EOfVC_&}
zM~5QUM9rJj(e3knh<%L3>Wa9=L!y(6tD-eKDwr|z;#iLS>ji&*!n}tGHTPGo@=UNI
zdJB)l-dm~(^apgwxcuZ*UnJBbY}~`T%+-QdlAXmm=EQ*4lr<B6+<o)nf}7f>soGie
zZI)oOQZ%hdsNax=z0~V652^1jXBN%&gGN}T#t^Fw`##X|_w@v7Ob&rYow#77@gCWO
zJUrZIMZ8HZJKKtA+U%htN-n(bh*3EaP%(Y`cxZ)muWw){Dq0MirZEI(x}CQONm_Av
zs^*E8aGr3C>sz-@@@03)zBQlRR2HM;iu_`+ACJ50WG^Hsx!dT!dv@*}%G~b@c94oM
z$xQdF)OM_L9I>wT9EQ;68KF61gLjtDi-{aq&p%=LvuN#OH`+(W)J<3RYo=M#w};MQ
zE;_hc65hs^9^g_Ov=>Q9Vk9NiUhs*OXDJgOck@>Jo7w2WQH;$jgdFKI3{xvaLRqUl
zyT-#)q;v>&T&pvxtaIl}ZytjU4ADUTq7Nu3_=)K(`_+-m&BH0O;5QTRvZ_EjmT#vC
z#e`}Tqo~83WU16nq7q$|BYQb;%$ls}8+i#-q13BpHx@tF290!PwQqEV{ir~tM)~}!
z*6)6qPwsQHR6+uht<Ja1(4$M8x3!hg^fw^9WJi%UCyqb=*3#~3{uz%1h0+fV=iOY~
z;-DkR{7r52oN^i%tOFR?pW#lBqdaTJMzConCqaoOd1PfP2<W(FUqGXo+(W0`tvVc@
zyvk3+&o#`J!q*V}=s;{mI($DYXq;E}X-BtFZ3$x<tn)J{pK5kdVVJ0rnK?5bT@xT7
zyp8Lu+>gmKu9|x1V#Ct|9xjVmVToRcMNko5{Vd9D0`S6IB}=%$+#{~u>!V4W8?!`f
z&xiG5dFsD+&XN;8syuY!40D@Y=`lFhk6nSGl5gv2Q}i19+CJgN(g4ERr1Pvr<N8pE
zA)&$ws+1~9YS|~R3I#KLcDFOLLsND1<=99O_75$rbi`AhVV>*b`S#ja-}D5dcmU}c
z&tYEhnmRo$;2X9mwrw9E5xifQiGZh*#A6O^!$%Dd5Q;WIKLiEcRIEHIeEBc7qQoZt
z(#BpydSxMTtlQS5N+<`|v+#a$QQ=|F?PINE4>lqS;dw$gado-ciz5PN^2}OSXc67p
zL2lB&<|O&JzH~e%eA-f!PZRI_nvQd`@?cq6&HET44Qr}jq(5YnCvYt27+1p#_BRNS
z5*?v&f^J20<uAy($l%0QYjDPN{fNwg^cI9C0H&e`%W&l$mIHWF&k?{#2E$mmH%MPb
zpgJ>@o!W}=HgtIeEOC0VUrB4%$Ny<hFD2oUZy(oD{QE(4oIFVJ244%DVQbM<ob(Cb
z@^0p6JWT=;Nl0{<Vr?`U75SODq_*j@WtdP#d+IcOiafYrLlI?$`qmU_<9_g6swl09
zaY-U2V1F*x1+hO33l_q&4qeuMyh{iY=@9A_V1zwRmHnFjk-3BQgz*s5uIWTK&^u`l
z%D#@OwD0Dhmt)dNkb)T=6viM$q)?!}Oko5P8?~R$KW)*Y`ho9rsr@*ZKrhJF#(_h5
zOitS*VpGana@H0Db6S4q*-+=VZ5?>b;TVVY&1aBKXT>R2Z;)hHe2JDI2}W&jJQGR{
z`7nm6oIny5ZdhYgWpN)*irtzTM5f)8HZLp_&=dIzqAHUVA6?al0pAD3Te3YdFl$3I
zTk0lGGPuef$Q^$2Hdy|v`)CVmENz=WR?DjOS4aX^g2ax55`Vwc8AlTui?Ob})#LJK
z7{1ss^;I9=B>QVUN1XSSdr1rS5AjXn9@Q4wvt^Vf(K6EU>Q<G<m{4ElxjXqmU$w@&
zOs>4{V=KZ1W$lihp_#%%ahZj_9`|g&oBuAwFCY1xq}7)@!kFC`br`{8>|Hgt52ZOv
z>ik3c@LcgfQkC!g-DaTv{{K4_>wj_=Jf~2>{2*fvp-t@!Cew|rKANvuM1%qr+gqWK
zLBJym@l@f+UjfHYd&6yi{!XzTg=W1z>E)ptGxv^bIKZX;;+C_q8oOvC@RqF?#&{LL
z(-d*Wi$1{>yRZZOidaVqs7}Ay)-J#<f`fyEdZ|1HZC!Yd@lA1F!P#~l!4`0N>~uX)
z`}kEyU<c8;xmVs@rLoFFzhZ5PR<GTb|Kg-^!Lwfr8i}whDiYq2U<>k)#~6pKJIT|r
zZxz$5yo42}Z%J%cH0YGFjuhf!K@6{Wjw-91dVSd`j$L0u1l6z>(FgxD80er+-?9RH
z)`sZrnYW9*g^5!>i7OUx45!Kc-2`%7o^g)57JK1X6c9oIE+=NP=+&oGeqNLX`OZng
z;Mv*-s?AKf;da2s#0ZR}8NCM>Qq@K5|A<eqbZYY=(T8e8Zzyyxr<}*`^ptTn32vq%
zsH!mFpu{5ESD~hh5OM^I%lHPd2De`Gn#3nze!QI2MnnXl_}Xz+Hs$-jzbd-c0ws${
z_)k~u_0bzTgt_5b(+PIAf^js`C+3t2+%~-GtDl`buj|^zWGK5K%7hMYIIy^~ohs*V
zw0ecrJcozM%=rK+^}K_aQ_QiXb+2p(`ZE6|dXdSAK^@Rw#SCkP(@qh&SOpupwpU$;
zRP{(!83B0RR%<7&uIbVfae2xX8N<r?7n``IyG92FUA;vA=KM3f?_e(YqK3t+j!eVb
z5Q?0@7gTk2Ng&}y^wtk_H92<JqPseu_&`*5-NPbH4As@HF%I1X2i^Z*i*ik3knoM&
zUGXkGV}>1D9zI@?rsAVNDdYT}I3Bg5F1uaUmK>XSEJ$+xtZ>Jut6sBqwyf}4Bsu%4
zr{u(&Q%7&sDD8<0YxHP;9N%FSKY4Pw*@*jxa@pW}<@e5>-OxZADa<G`veltkrXFaD
zO^WO|EY%51uhnRFZh>d=9yGK-O-awgf3hPtZuA&R|1_Lw6lgEJKw0kn!{n_xYbC|{
ztGV4S@rCq)DRGu(AKk#BCOu{H>bq;SjaWq8F|kx^v-TG!%+%_tQ413^A7SLEPOxT6
z5}jjWJ#}O3xp;|s*k{Y;vg(fHe8Sc?NV9<)_sN~GjQ%t+LaYSND3vz7ttSR>-h=~!
z|B0>i9x(LGhfF6CKe(AyrcObM_NJSxzg`%|?A)k44B5-Fb(*RBD+9r&KZ?O`DbXj|
z5*B0-dzO@@I_@Kh7Wq%}Cflh9nFGr=v6yxU|B=aZ!zoe_D7S-MoN81!Hqs$9a$?iP
zVwoNc2YYa%>~9_hD{v3w@9M8M8x_p4ou6>cGf_ARLab3Y*#OWNFU<R8Pv2O|D%xk_
z>Yh=aRUQZ+`z%RMA8>=qt0Y>un*bi5LDw#@9m?-VmR?ZsTn9|Qj1%Y?3xxOv=YQ<T
z#cW}ox!tEb=)2=F%R9wvoph&<y&=aCf-Bqhy{CV0E~f}G-#ZW!yvNgU28fGv25XS^
zsUyl~t9C2LwPfCmI^FTw&M&-uLH<4Mv&qt2TraWAP(12SKc@$}e-5uNSSs=-Es-Qq
z;G)aMW^blD2;!^@-%NpWEZbPd`T|pJD@vI8Tm->Q-olJ_1VLfhYE2|7-a#hZdl2u{
z=h@`eHy^Kc?NB~C*W#n0u`z=?mhU+wJXY>LF~3RfZK%lBscpi<Whj`Z0m}z<RmRB|
zhN@st+Q}*ieS5qu=TwFfWx54#LsnMSvilgPUrheUq|`*u(W0a<!tCM3w*L(?2HPJU
zR0Jani((m*B(9-8vSiu^l4k?B8*&`EVkVDuMugh=21pHqIWM67o%vMzT(Zc0?Kp(h
z@s8YY%jv?3D<5q@;n~<Grtw{Fp<MZdB>lMBm2Gp@*);6w3Mu|><LYwzEj9>?hRwQ{
zT_ue}fuJRCnPQ(So{oYW^IVSZ+)>tXaNBk#R~K2Yi$4?{oP@{u>WgkIb)L<b!1b!b
zWS=R`*q(XuJViI=OYFsJutyWxBDo{Ppj=)ft_5PzZNU1UC#K+L7Ibto&uQNym0<4?
zu91ZvTP|08gT;OPvq2qSx<)hB211VFLIM2fT8u(8?ULZFb!-wzL@dbs(Ads$;D~8{
z-_K1sY~dkJGk(*BM#zjKKZot9qkVxo)cN!o&&eUKDi;QK3iFfd@mzC_I%-cm-*=Y`
zoo`qfDrBYC>@is2qrG8O^H7N?E#^$-#dj5p^kW9-4qcj)wt!Bi{Vi?h1L~R7#C*ru
zvz0UhI6~9Za$MfyMlRUcGgx`4UQMb@UXK0T_%7FOu|Spfx4aoqIhj`>I7b{q@n&}L
zBAu<4jm4&J8Qj~`c$@q7S@IPZX?YYu!P|bT>y`YtDr?6RkEqf0r%ESnvai2W%Gnxh
zT=(ur+Jqgo7UlD)clXDfZ8Moe=eEL`mJ<tRiR%UbEJY6{UtxtBrOA=Cj<Wp~3G_KO
zWXeU)O8a2R=yIu4f+w0zrdxSJhXZSUr9gQ|;ZgdR=X|L?312BvpXIGsDKFMgT4D`L
zO#AUj1wQ;7s=4zl`Umx$%)}N}@PycWC-cdSu*k#}>{YE#i~H#3Vn4_*+8UV5biM|~
zK6_wC=G-Zo+0?RRJ=wF+DQr9a;4xn(<(-B7^cC3And@ipRV=EBwqpk`mz&7$?Zl)4
z<Bh=lRyb^2pccj5XFg{8Ow`okzLu!No;N*q)0_Dxy4XrX2R=J0TkW!JUV+IpxkuAK
z)BUW@R;3xAOQR+vd{>6swowI_(EB!}*{|ZqpLBYlTF-U$xJ}C0)G!U*{1ftGo|iju
z{q)7J%%t8ej26g*ka@BXa2YDagitEgFGpu3y@*?t6v<)oXiJ@zmt;RYGT|g$Z4^k7
zx$R}@p^Xq?YxgiU1!F+(y(q|Ot4?>8tx}ZIaX77!tZk@C+0WRTp(#nFS_yq;mYk3(
zm%qbGiKj=K3|(yk=P4f=o^YtOjr3!BoQ_q-NGV5Nd_nQ1`<I|2x`Vy+J-_NlwnkK^
zn3G5v(QJ<0Fgy9ku`RpLXuQx~n1L(2OsKGjhCh;vb(XM-Ty9yN&dY<-y$4z8jlJE<
zQbMoSupGCYx1sH5QaV{%{c7$=t$DAmz@niKuP-LmxV*p6<Px8ScH@2xJhA^F%&K~R
ze0DtNxVa$xWVogt?xo5^-R+iVYAvd)EzS;&-1)%Eu)R&Sf2L_koyP&Ek%YOQ!7lG)
zFWb35Ugt)0SXqlt_wf(M4HFhz3)ODYs0F@tPf%MsiF(b7eu!1P<xzeQ4xe|3wJxY)
z0UNplKxHouL$k87!)L0^9xi-wvD4)Sz4yD?`6KkVthUtsmeR%1w)8EI;mZfa>CZW5
zBeEEp!`cgzElN90jU~#5>kqEqC3I`?(1GSn^G(VI>McrM2-h#hC*{jHkuC71Ct{Wp
zn7%4cJe*Dq`HZ{z)D00+X%jXh#AGqU)=N8qnOI^<-Hlc8`XPXkr6&H*_%bM4>F2s}
z>=!78RBE?u{yZ2&bf+vuCB?RErU3h<{4Qz%YYsEq8MthAYmDtfet!PlPE+YWS;al@
zgjq*#!ZiU37Vn(b6PBA$;i4_Kt`<FJ%HA*N4jO|t0g70*Xh@uCsx!e#$hs}=wx$+`
zSz25Zq*UpmqB-Owl-ol)VP0XlElt>%nHgGC22)Q-B9*_BDf|2+6z$8BO8xFj@2ENN
zS(S^)b{F;uhC}@CYRFO9Xj`oROwObvj~Ep;{v?3Wub<0#u&q*W-UOfG%Bo^T(WDaR
zY<q^uHNLkXZiG$_Vk)QY+@1#{c*pUckR^L(XkRlAxqU+FE-_y1mQUS(-f%ZX{ApO4
zGJV<uXl$b<vZC$wp^sCa=UAw*n&KTR((u8@{A0>T`6(>5{*^}~0@vwl$L-d_Nuj<X
z8qku2EnSt}`ZiSK@D}6ZhsW=E=#bzTBljOrIt2yuwVL>6@O7p7x{vlItkO{uXcljG
z*&mydBmathfV-B~7b1?(y9=XY7P&jnbvywjp)r0K;-CAPZk&|+_9B-BLdGgHLozjA
zbNVPui)zX#wcPMryC*L<usVB`PBZUbYU<qEKPRMXYtwfpz<lAjArpHB`FAvV6e}gh
z4s1`LT}j+cShY{~+{`}znD5Vpt662+SYRY!BedP#y#>~>_e>iB?B07|Kh->>NW1a{
z^}TiBe7mXUg{xMlKG2*+?F`inSiUcyU{-I-DCJBQPT6%?#4<yji(XbL_V)W61l<^H
zGlz6b+LnGQ5ms!x_Y};7%rM>@TTk^H1x+aEnVwW;Tl_S0Hoar7)P-QU`fWR<%(z$&
zAYnt(jXk7qaJ3fdlP~bN6>WhxmQKh>&IgI9WiqW>xjA{XV{CLSi^nG8umPHsk`&vs
zD=7(2iMz#5^n}5Q9bz@qonwJAhS?bha*5)t>z*9UfvOZ@cq%mvS+*_qCBeLQqb?)v
zE%&=z&gWpPFRW_7b1z#<Z!X@%k{4%p{2&sg)Y$|xZA^RoAl`kKOgQ_<OR8cc=@hCa
zS$};!+1Btv&8M(8^uZzSj;*{YzRw$*jbV`(*n=1j1>2L&YpYSt$jJ**`HMXGf06!8
zLTt^Si~oa{awbNjrea2Q^dPJ5*!I12NmhGe>i!&KdZsP}ocHQ0ADw*6_mQ$chC5Po
zHTABx?n}emsqg%y?wachdE4t*DMx(ZXOvYa?oM_nDyyf8JlCA1RAO}uhqM*jN;f7@
zzPn7aL}tUs#AbB;a@<iyD=23e8pUD^4t3Gvt<hyuhxS&)Xt(AV4h`h4amhKCD5@pa
zPAzjbD=sns@N^{A&g2B>4{mTBSk}*)CoZ?dG1g40*Z+%;?e)r+ae*IHEI#(dZH;%g
z?5@zR|Kyy@oS|Pi2AZXEMQ&NgQzI%&tNkzn1<zZVQ0ZAS<xyC=RI|=c%0kA=4T=_=
zv|->=!L@TUWOB-nP5g0xW0+=&wWpJNZ&zZ|82e|fl8xJynwG~~`yqwRse1n8<!8m(
z^P^jfQ?}h1HPnJ})=J>%1N_pdc3Y;180b%rl-5f(4k!>lr}}uTk#LAM<K#;dhXEQT
zuE~-A@)mbX&*eElU^;~ArVeLtW3H+49^2A!0%Wn9kkSSVbbJmJotHUKo3CLvHZLX8
zSE%W!WM9_U;t0o&pD)$BZ1As<3HMmXd~;=I$CHm~uFwN?gnb+bY5He}T+_YAPehU}
zVXv+k%iJ@v9_+^^%g}Chh-I~6fW{NPzLQgJ7IgjivVG>|%F>jT7PXn?6nSIq>DMmS
z4|d@ZP+oWB&;7ww`_Oim2Sipz5@zOwdI%MRUx?Ob<<(ACV6T&hX~$fJBbO_46H<`5
zkifQ`r94X$<xcVan6ke6z>JWb?M)TWC{ZzhGcH!@Yd=>CRvLe+Tw~N2i^3end>7Pz
z+e+~&Pre4m6Yc?U%#xp-6Z5Mqn%rL0<WT0;1SCU-djN3w87%Q^T1u97`6eV9JjFZ_
zNR!|3(zTB<xomv-U8e)4w7RxE*Ql?yzMDGcn8Kg1@><_E8%t7C9$WgdINTk9Gyt$B
z0Vs1ldB?|pm+MvVG{2!h5G{i8JK;KaueSxie;c&@e57|S(Mx|O#7z!^0H7Sb#m4{q
zo~u*(o75PJFaIr!Tf{nSRhnamf<^-v76KcDFY+~EMRgZL<z8%Ll@&C{uP@h+*%HEe
zou_9kKd>6XWS6a6y(Ug>z~tHR^Y4Xv<?%lNvPqMU`3*e<t?fOsj85Yru^H~SMkDS+
zN_gT3P;hJ^U+%fT(fSE4k;Htdzpv&rp@_dBW>8J_sY3plOT@BA&bU|=Q1jBTurQ+#
zzAwE;p6po&L!G<8@%EwL#I;-{t)%kzFZ3^>#0~{wjZHquH?Vh)Bp4r_i-_^bIrB{n
z2%Bu?Lz0vrG56n>#ine5EDGQz*WTD;bczP{j7v~W8A}e_|J;%(_9O;vQ>ycwzb{iq
z`#Nxx(`lS!=h&B`TL*M^ec6`<?)_n}Z_FDQ5yH;l{%hX_Dg{*ye}8A%Q#>g$<UyJ^
zdBz?n0vDvk@wHSyL*2u%m^<(9KXj7C+v#flxcG|b+R(`_7wm3Y@Y1;}V#)rXPiqXv
zDW+Upmb+Bj4c7y#NV2RAK*zq>p%%NFJh07|Vtx95{>h_Io5rJIXf*6YVBgayISh=c
z^LC9Nb#?AYfm!GKxxh%y^0@>$J>QR=L^0jy^n8;8*O%$I^)O}!d#uK1SV;t@sYR$<
z;kZd(AV^+T-<jk>Z8`AggVZU<u7lJu*#;QLq&~vLGq1%Lo??H!#sZ7;#>3AHvi9_m
zq2%7EX51H?0umOk5$gBMa@7ENulAYaDcgCU;muwJORUMcL)|Tlu|&Cpg+d-S&;^Ou
zs=UWW{tP;Jo3T+^d^?!P{$S`iJAL}|4qlZac4Rp;8-6%if@8Bj!l9lxEGLe*y}=^C
z+9q`2_KTYx7Gziu$x_Png^R@ev~#~MoA_!3U)5G1^0y#zRJ%HB<!RtkGiJ<Kgxl~Z
zPUw6@=6u7U*yyu(WH%GJV4)HK6n_8w;K7TLypv!Poe<tS47IZF@eN;FOHL(crwJLI
z2Dnb^p|w9K%&R(aQXcIXJ_5N_8+|_mDP0O0<V_4jdoX!@!-H}M5|@19-_&w){E=H*
zf>e%8j_vo!@o<twJxf`WE~T9q+km*i7Ao^R{Q$2viXqUx8%xyg?7^YB7$lcFkcn@k
z-EhcigN;1O$D7s%@G60E!a<mPEso%I#&??C8mGc>sb&ndj1DT&Mu1c-#tzh%CI0L5
zH?Kb$u6D-fHq0O9!aJra!&OUXf79$SG-9VAMEXhA!^8btIxtD!f)oApvT5u;wvVrN
zSEow8u)LBN@;+2zGLI@)<PBJS%a?rxqc?$0DD&T7eY+lL(k8oRzf!iTV<iB>eW)Md
zAiDm<<1jOb>X(5#tsD_>OAdxsCBAfcMTdP<%f*<ZZxew8Ol+j+X5e|+lN)uiANWWE
z$O-;faO45TJ&i`F(Vn0xt?u{nd<SmZF2w%TTKy#b{lw1|0W`p$5h3YPIOlQ`G+`C|
z?A|i1+)1yL#zlBsb$i8p^fzUn<w`2%8bUy_Y}r?IW9z>>e-YtOrdm-x+z<`(nDsD0
zoGc(95U<xH$F@j%K<mBNjgY6rQIKuce@PDQz}G3`|0Nn0yeLl}_vEIW%;77I-V8{r
zu?aoqJD5c;!g6wbZkeCb`oU2-aZ7~g6oe>gp$?l>Ms#@y!`eJulz!QfSLh8hEiO}E
z%e$TH6#w5?+aF6-<$gJ*z#-@q0GGfAs74miQOs<my|<Q3&peQ0nrl@R{fUJhD7_7e
z9PO`fZ&0(%Az>jfm^pj#<1D6#kCd_xUwvxA+xhnhm@u&{HIBBCA*bW<Jt|V&s$GC`
zV+)*M=PH;TztGmg?Idh*vh&oSaFklG0^JTa>jkOJkbwK`%l%VfF7sM{y}Cp_D|}}x
zq^ox}L)^4%vjkuulO#r4iTp<2>mQDe0%FVq@_Gi1NrY}{<_8;Sq$+Jgq=tWd$yqkV
zQ9;EC`>(~ycN480yAgR7SPvPKIzunRloFu?7}>lW4$JSf64s>2V$FFc!?jOMy=9|a
zja^2BqNoyA$8Od3HwkYp)g11@nyZ}0hN^2f{`Gna7h9zdk5P^-KGbuiN7i@_$!C{!
zOio<176usimTz7UrzLq?Kk6ZRm)F@mzpROcYUi7Al3tvgr-9QbL_+FOk8dTT>C;t5
zp{B(Gd5{?WDj5Xj(ER><Z<FmyyOvwAkZ76MD|2;h$9n-Y(IEQ=>Xx_mpGSr3#}ndu
zF01c^$yEJYU%fyZ%CKp6C*%nC4pqB{n$s5%6>&~$+!}TnN^pq8+DARTl}yj#k2q%w
zpg_MfJ(E=taqi`Z$r8cc{eX0DqDfG!W|&v?97bV~ja1|+S}fUj3LCr|CF7~xp3TMI
zIiR_pfNzM@-XOUsIhcc%jNoQF9RLpZkw9dW!U*@mYahToK~yC>+Q!5a!c(XEbi0vt
z$4apTNAR3B!MS~t=8m%ZRj2?*5OFpDZp}AH25v3eFLq@Oj?w^B$4lBC0JDkpN<+T?
zKHLtoBIeBSJUjkfaB)q1h;>!4XCIQv15h1zr^bm`Q5WhX$i<w4hf@;5PKUuDc$Al_
z&queRk9~xt*?b%M1|MS!tM@pPP4ylqyE<t56X!F_0C?N_9N~0<hlBgm{4|zZUwG`z
zbKJ49A;Zz@9XtH{Tteg|iN5+?{d~{9e;k-6sZz?s%kmp%ELGcsmgzJyIY{pNN-(-i
z&NJFrOc56xT-g~BXx)ASoB4GEV^TkY^{%XAKV+U~qjT)Ff!>CM9xT!TQBSrbB~hIu
zRl@b)eStqCmnJUs790F!q*z3KWxzYwIgWCekwxm5dhr%~r7JQ#xJGjZUMl{efNJK4
z#q?o(h_25x;uRR*feD~`y~3YUsP2K6mzR2DF{t%8@UIg$t%SWE5SXbu%~x?Bwu;+(
zf8+CavI$>xnx-xQ!a9(Gl|)2zl{>>`cWMX03YI2n-X23|UV`QOZ5ob|6>5f|AOe!D
z!VyptPe6S@#-2uH<2`X@&B`v_m%nIm*Igq`4q#e&x*8%5R+4?2T`d5vJlt0%5*53k
zg#P_AF`~G**qEuuzO*>xy|&bgkdMx9Lq4(^#UeO4H5dyE*F&0nKtIy|Tab5iz4ao+
zq-d?UQ0L^}4@wdt)Tys%<b|-YS9lKs#?C0(<<a^y7!+){KF-ILTuoPSgbr`=0L~|L
z$4*BO`|=>=wBn`IEeU7b)S<L3bBM(nFU`!2>(NC4n+3LYueeJib~IHxiHBU;-dE=Q
zm!w-oc4wr~xP8J{K1I`&2s2^PX+Brp^iFBY`;7fKJk@t5hZ|&h$tZ?qHlfw1bZ2pR
zUeR#EU;pqitjoGtcc<^;w%vC6v~kj^XBt_*{=_+T&mu{&&k?-gC&!|WK;|iGQkDGt
zpqr$aU)n9c2G~7Yx5#ksn2*^71^mjugr69YaK>D<s|9@{4`Wdw_0N^%sv=$!jng%7
z#;zCUy1b@fYr7$O07I`1OhhUU`qjHD1Mt+n|KGYv4CrWgeBgC`f_Mf1#JNt6*%tQ=
zmNjxi#!?RB?|ZE+$15*$=^{tzYbyIjetdj+(CaDt>Y+UOBpUX%6BW_FKDM<X)UFpW
z{#<$Z(S_?`@@gnwOM&(%RCZLQEJk;88%Om!usD{0@ImgfgTntc!JdnSa^u81hd8H#
zSNzO8n~Oo_A+Dl2@(oU7i&+AF(M(TZ9`B8$e`3Z6YJ**gT-WVO7cZ(k+Hs`;qKey*
zp)UEQIsY9zb$LZn<d39J=S~rhKK%G1@-MfN{Yil0@&Q!L?AD`zVUC)R0n+!z%-`2h
zb=I3JQn%K5>+3NtjWLf4KYBB0NQu3a+9u1*CFzG|_$g^c(b;{&<o6R?i9pal<`wxZ
zJb!16wkAS8zO^j;uVK5qN+|bzU+;U4{kN|>;}cR1vai(1ELy0QBFDv*%#E)UBK0Ka
z@vjdKg`#~jm4C-Kt{;LJsh*K19-7pJpl{s;QkRDo*1VDgUqf=S-kkmZ&dU0a(1iT?
z@!TMZCYHdh=vLojMO9dY_I25$q`Q(^c}!Tb_wFm&=NBB-0|`R-#_T`8g{w4S4U2YN
z^CEU&+fgl-fwCL`bHRNjPxj`tiK@7}nSh-;xd_+1_2%<`Uv42DNURnE$ZUoRc?Jej
z>tRT}H(>R>QW|Xk3<4m$x9VE)_k+C}BJ(W7YC#U)37M%h-`bUc;SV25Zo*tp`F8wB
ztg|3D^T3rJB))52_l??gZA1nq0q53po*%0l@xl~kMwlaNvqV~4J0TLJxb#G8zx~sB
zaHUrQiBnIizzC5C{vycPO1BiuDI}vA$k%a_W4JePU0DCBHikCJ^E(_aPlj4%F%`qx
zqBUX)ir@u&*Qqo6tr3`Vx5#$HU>N#X-!kh7Rts>q+xE5Vl8QR{<>Rlo(zjL|esp}n
zIPUzz0=xO!@D|KRFaHF=uOxv*_67$>_x?%4;6=OxSxOo_AQ63{oiizmE;H;yZ+a_b
zud3`FKfh^_L&mBMY$m}5?4OR8yS;_xV!QjUrZ?5z=`{8embOh=F!ZQa*z)IVtfTG1
zkcK@)0H`qeAlZ?!@}+kGd%|z^zA6E#&8*5aM@wg*zo+q=WJEtGJlS)e41bC*Io3|V
zVI;}7x{oXxY)>6S%%#xc@zJxU8A{6t0Y&%W{ul6*jr@{KN;9&|Hy3c^&K6&7g{2!=
zO)mxiYQ_c&ol3VVw2JV_B$Xg)*Fkg^&J6$N)IvR+noEGMe)$0Yv4d?W(nuu>2C*Hu
z*F*TgAN{8}|EN2MM6r24Nvmh-!gcNv%Jk#5&6xv@^SUmnH!WOCd>m<*OV76RkOaPh
z1yNYrx}1*v?@D+Yr@HDcahh^hNLn5%SlQfOBpfu#X+3K)8|?&=5PWC^k)ZzIB?h)L
zaXYN5lrv*hZIdcx?o8vWAm@woE-R~NXujDF_tB;VKCqYQMl%&;kLK(aHk5%)*jxvo
zj8*iqA824NqHDKw$3@`<(ojtLq1hSi*5Po4isLC?i3!cFtwIC*+!a_D24Jjthf}){
zF0_O96eMwg+`{Vx*~59^Z(?fy)#BYK70Sv2{d0w)4QI%4IG9DL6$zCvMh%^udu`Ur
zMOXsLiZp0W(tUnvXFMGhp#*Pm9d`;}t){AlcO8oUhA!gWrG0D3-cywU8?8^t>ZeMf
z=iCWXnT52$?we@H(i#G}+=TJy7lVuwj?u&h_w)%!f~!*P-^VVHHM)LJsvcsrn|L@&
z#db&){&|e`R$Gf5^yPAIhfAQ*J+Q=<yWmf@>~Es%MwH^Z_e5ooZ5?jTl8--xn<Ac`
z#N#40D=C!IiRFTkVgu#mD6Yn7Jk3Vm%Lz21Zc>(}nI;M=o$xi4-2D=(@@RhY!j}?P
z-2;W4lx{H07L&nd%G~vVEDr26WV+7&x$)C=YWNln1zfI5X>Ga5bpU3Jc_vCf0dECI
z>4A<q%OY6Qk1F#ZQ8wuTRVN;PJ339v+3DLK5Kd$30=VhU3?zjQoz-Gg%ZTq)B2XYL
z1>zy2(SQNM^VLq(_MC3vEAdK+e_nFS5);Lnr`k3v3pn|2kyfSv1thf(gG<YDmyFp>
zn{3-E<jE{vDqty;hD#tNDy=gqUN0sOv!iLYy-+k$iow_yx;cfod~52q=MUsE?T66w
z?q}-?4RKFY7~iTRPD950X#3}i&58*nmG`im&xf$~8<-DY5|y2Pr~=+yftz?zd`<Ku
zeYkKWPt!><d6Ob>G^wQ%1LZ22@Z3+Pc54(r^_?2q=suiWzB|Wdgy1$ZTNZG2>_P{S
zW?g?V<$ZqY1SvecK-+Fwd074VpsEI@P~nlIe73aC3PRw(ptd`?1Bg>d;!($4U6X`f
zK!z#GDA8uOe0t`?opiBIYzK$ay}80h8JEx~Si<o2<>`Q|#5ciK9oXKh1QXvVR3|k+
zAR!h*ptgJiu4D9_GM|0)pt4AP7xxc~i49xSIt;`Rr-TYqRZx2JVABvzfq*G+O&b1t
z-ksYw!PtCl4VW-d+DVMn$DgSZc8i5dq4<{JAKM3j+B~w;5%QOB2EQrp-oDLfql`vy
zUtlHcQTbYluawfPg<+)}gejApQCM!2C;H<cN6UXY+wEKQK(4)yEp6jt|5h<S50K=I
zHggRxc-gYW7=UXDED}pYcW8TUEKz#lKJZQS1R8sk`8UJo{yQJtO6Y>W@5<Hg%Nv3s
zcXLU4c5~Q84Fcdp$=lMXbLb15(fl>wf<}DRj!6vRZJKTZ5)n|89htC%n(0CkCXbyY
zb01O2m{cT00XkSz#Ys5g1`s&0X*PYuS}n%?eN7Aaxpw248DU*RV4|b)#HZL9YnsCO
z$8eS_RAL8h-rhP0+~+ikLJ7zNrHW602Zc)fHwjLo{X#kXCvb_*!2q8Q6W*UFlJCF)
zQ{Sq$XU}C5DLovLE%0th#}e<OVk7F!6KJy6Bk=yHHyyLya)LLZ5G&Gd@YNE5=j2kL
zPvREAd<}rdHiRj0C5sUpK5>zlk5=@ty#dm?rj#3>OH&lPQSB}F;Fv8~u#r}X!lbNV
z^!o;^yE0%1-y|o$i)_^0>o!z}vms{lBWZ1)qHa6y&;X9QcrzoB%DzMv8U^M}JazL)
z*NEz!^7uO@8DUYM%2I_Tq(#AH4rc#%TW?u=K<DO#m9Jk?Vs}ey=H_}732I&AVT5VR
zM!KjQU#h`u8|=&VLlzgc5sIW+i*^b)gM}@T26nvjQcPxK4oJHGUsHcsL(J!HN1KZ1
zCa3Fr@-z<m@^B4%C0>Ru>seb9ftLCMDIy+#f7glhaJenOMR*5uF0zYBIKfU_degc8
zN7y~3C3w0l=8X#(J(u&?(2|eXRlJ?>WB$$Mu|E_+K)wY@%scpe{`gF@e*hFhjR<1?
zj(}WTKaB8}BT&k3;SMl?BTg(xhS?+d49f|_*d)FNV{?+v^gqux>5y>%6kwU~1o!27
zc*8|en9;xu4?x_#=+Diw24c9Ib#(@^W62jA2F1?Sz&B@u?_a_u*XB#uOedI@seylQ
z7>c$$9{~deIX5lPs0O7YfA)ay<J^D7Yp!W~$QOms1+%~OXeb@N<9{sxYhbhT_|%9G
zwbxqt?^uSnUUg2uM#Z|LMj4dT6oi85&se6u0-&@%ZbMg><9|O~o&2P{j4B+-r@=XD
zbVecG-`{48!xNqDOgNez3+%x@;TC>%FM6#i1--w&`a?6}c%Kb9=n0Vl2V}^_dK7U#
zSl0wvZI+XhD=@^L`w5z;^XaO;zgA~XUJ)}w;R~>B4<x~^Wf$4Ng(jJmAAviSBreD;
z;tPGD0R`|j;ZoBL$9q;F{5!7MuT6qZ3}cheCzwpN^kQ5IYQwm97vDw&i`cQ)4E#Jp
zj5t^8Bp)I%@Ed%@{=S2BVUY$sax%}r(f00vibt|J92t{Lo-;82%(lQCR9$ETMxVu;
zm4AQ939(vh9Y=?q_ugFOjg1D|#6CsMPx9Oy;J#J8DAz&Xe_~yleCAJ+g>OZd><)xo
zNtf<?TRP(nA$tVI?#4WJ%B?_JH}%4%Mr_V>)@wSUUtZgX={3cDB(>CB@nv#8%$p{^
zn{V>X89Z~+nLqz$i7<k8dbw_zgZxeh45V@c+t4yTL5s5<l(`hF)*>%8CvDrd?KFZS
zj$o3hWEKU=JO;P1;6gl}Ti3u5`G;i>vDsou%!^Nw0t;!1#OC9CQ|92IfmxG<;7ct!
zMa06D)SKs!^v~V**gMH!s?FNF5YiAN3rnlx80JKbDltVBuC)fCVUgPi+P0-8B~Sjj
zYCnwrw;q4lBy|ivEk-d5TM4R<&MAce4yD_Bl!DmDVviqAw5*k$yZ*EvoZ<t+8MS~d
z-C!zY)AL;;-Z#kvfbSh?-HHnXH4z}}9**v2aTo|y%H+s9?wVjjYwpO#muh%2;m7QW
z4SEb1<}8zBd(6p27QMCy+=k1sJ9C!!s1iViMSRP9iBZGfJNnmnU=nSJuWJ>gjq5ZD
ze2|%ab^x0(<@H-UHn<Nv%`9P|4|2y0ZxwQm0GaqJB9>3e+6RAp%OBZL<CHV&zNyT2
zEqxjW-K-qr=k4EcJ}g7iv>ux@Vsd&K2pII+rer5u;6k4ohitr3HUk+`tC{=91t62u
z74_pa%isDg(8nS0T~1sJc_Fva)m+jZ!-8Nh<fiI-g3z-%LtA?WEb{}E&$VrjQ~lcs
zjgrTic0+TJxD*&YAVA3F>5G9`Y&L2)7Fq+<;Vk5}zoQoN(ly#(WwhR~xaADUU4m1}
zAkS<7et#P<Va5Fze8CZ`D(``npoU(kaE|;F78_&XX9c?X4qMB(6Y;yy`7goTcz4#y
zBY^?kA15bZi6|V8o9=O`iEWQEIt7IS`%k7G;T^f|7H01;4m`mzdjt;DU0X;!0?Yg^
z?&S9XSQcf3qIFm3SP1iGqY(Gqi)MTjZ(yCJaae1}DZLaVH=`+(<fxqwf($p6*ptJP
z>~-9FN&Rj62BLVQ-KecrGujw&aD%U_Sm-=Dd}wQXkKCjOz~?5X^(@##JKnwEF<?jb
zuwiRKQms3+mkf3Dc8kyH_6;57E>lVMRI%+<dGza<S6!Wq5vku}{*sZs-!J)&(q`;f
z!R?ffXdBX4F5BU*b2x<W{x5EG_7C7KYUnKXU;F-ROoNMwAM9}Cb?Rc8qOnc{zwiV=
ze}mNO55XIXE>xtBK|!(%fa@*neS^D9cBXx}##m^HVwrQp1Q^gVt1_QdJe{}4hF*@{
zM(KTrQSJ-~xy$(9!R(C$B1fb#EK0jL9y#nzirkVi8o11hff&i`yejsBGvGnmEif=r
z_P#oCCL?rrZY7#A!s$=>sG1vI)Kjtf13Jkwg3QN{z@~4!$P;o`NBfJCpid8tBx+4;
z2GyhK2WEM)tycF>tvU9PJ7IB1wwB7#jM*41Zek=;6l#0CO@)KoJBS+1UJfMDs4D2J
z$+tv@HP0f;uO@b~ojc_7*j>amdf79!VatATMmH3+_f+)+5BFT0qWbYvHGi{8YQ^Bz
zG44d;A9UMuQ^e%*TBr%UY4&&Tez?oUF7bHPV<Gdq1ixCkZNZfbIz8{N%{{H0(ot^B
zb#C>>jh|OzKoq01Pi&3WJV*76vNe*@jqEx?wU7a)Yi2-Y>9b>zeq~qBNLjJ(Z;vTv
zt~(_4R=(<h|0@6Th&P^MRwN+Q1a#wWXo}Y$+4vcqsH~Buk~1-fG;8>(D-&ryviO&&
z+}lD+wd<&<PSndWpI?c+OHONT)Y0W&C_j=nND?md=gV}F^&IIbjXpg;&L<3@w{J$k
zU}m@S6mVRRQK>zNdXFzR_OJkmEn$161F?y4slKUqlwRVP9<|kSTk$hWZREv|K6Yt*
z9MXuqzN1$JE!I1T829&NmK+*Jvnd~z;JzWY*cDx!(Pj_={hn>{Fdx&WQ{-(|(>)zU
z=xS_g9|Q+##FEBAr+<q@c^7wu^p1|uk7-vEZd}>Y&4`4f{i1BmX@kBu_&6@2Y{<v!
zdu4`{RuL=^Khq4alv+*aPWDa|(IUKb7DsMa1H<<-?|QYE3-%0~!W9XWO^-GuwVl@%
zS_zoKq_Ki!Y9%GE5oCy-=);9Z453pTSJUkhg>(HcmTO)-RZG({S(*ak!r4HJdty_l
z^Q>}JwYNLam$9!p((@gj`1kp25H;?JFPX>xh+qu2PHaCdbfxDk{n7uT?#;t$T;IRp
zmB^SWVW$b1%1or$Ol3@^86{=4n&;V+wxNVnQV~jJl{8O^5Y2;Hv>G*AjhZz*pDRlH
zIG%sr-|-yJ`@a6z-|yCDt#z;aKCkoqOeZc@m7gfh$U@&TK}RgYBA^R-=sw4*{-Ig7
z-!LgBK$^N(1c2cS;?wnI>59|U_3{H~5A4h@4>v|C)!7wa3pY@iGOQ4L<+3By&IKq*
zkok_LmBQz!0UTGCELyavb@T*V|Eytw+j%3?f1mXxmr^+Q^=?>@X#Op7Q)9-c+RN#M
z=lD8yflS#cPdnIlDBPtd?KYKZ#<@rIMVx+rsM2@$?ej~Av4*>0drL{;=X`&OB@r7E
z@}gQ>PAh*6AN8;7JngP{s13H4#a|?-wRE^CQY>Xe&Umy8sVPNn@9+?&pDS%kSEJF*
z@3Imt1|THyxvuPu{M+?enZ*MsD8AH&($ZZF%k{mZQagj<ngJ&)QYp-@P_?RW`E@$*
zQgrAgh&yOTDJI-B?@@xA8{AqabZzAnGeOsGXNtbWqI7}g+dIlm&KUcO-(P;#yzfSA
z*Py&TfnINA@upJNpA`wxkqf_%)<*=+8Fzf`{c&0Xg{EY=i`pgT^t#^sR#mna(XFLB
z{I8dt&>cM3bNYnsCb_DcD+e!L$TZ&<pS~8;V{nq1fL!B+K&*2zm=;N|LAH?Lp3xTt
zrQK?wkva_9^q!BD@Vn}JyWB>Y5so`ue9Ww9E0Uy3FWiCL-(-+=WNxWs>z3zAwPi=O
z!$*J?HQm*Dmo~|+mhPd-os6Cn@9<@ZYIxF0Y6brZ!L}nQJ*oO$*0@$jZd&)C%<ONr
zL@&CTo{N)Qzs!f)lN=X8a;a^_sHsMsr;<C#p;ZsCF@shtIE-6p<1UZN7}L)0`@0+&
z29)k$wRz#WFld(K=G$Fin}UvU?AnokI1$^Vp8ExwL@KsBkpA)NAaoCm#StVPDn?Zs
z60?K{%|t=FA;(gy(=E&`_1`y3xOsUE)e<G*y0oyNSQXgXmzA{y-=NcyK3wE$e<?Q%
z!2zN4w^b$dsNHnhm{hS$hMg825qL?5*+uwxhm8@By_z73woE$GXeR@-0HzpbOfzHI
zocT5rB6;+kU7?F&!%j18fjg*xCH-NMhStHax}XR-<k4u}62Q~Q#P#reeS^TB)sJtl
zb?g4vd@}ap=@13Wmpqk_68N%9LUK{`;>6R_yGDViD9mWd0a&by9F7KCbRUK+`h!}v
z1+6XHlz4V9r#FEOA&Ibw>kX||QH}Z#fBLnIE;6jui+TQhW8px42tpvbPk<j(x3?Qk
z1j@HjVw1!4$yfC#`ytLFxM;%ARBhgU7URe&6rkYxSS8hP*7~Gl#K}RBSFbpd3jpEI
zDaf`~6Ui2x36-y7CpXVYZ&aXL11RRA?LB~sRzE6LE=N;7N9A^_uwB=syzBJ0aqheK
zYS2p=W2xNRw8<XVoC`XkP~!Zfg2_L(r<9^iB9wAg61?LxhT_~u^=gMBo^+uSuR0O5
zPp<;q_y<4It-|!WiP-EGtvxOa9%cokH{NJXKF7o{ZWuYH$r?^9U&aa;3eelT2r=DH
zqP2@pYOvP;#8wP_dFdi>v3kV!&+FpxXQ-*`017@#6l<3?Xz>wB^*D#No9hqGqOs^D
zUE;lf1s|4nif^)l=lU7O*t72pREquPXdzdMu#cfa+9@_siDwCdc@m0BMS7&XJ;VXq
z%=J9r+;PzRrK-x7_z;Jg?J;<*=?VdossT>F3~Z4oqKkx;)egM}NLyZ)>!<Rj|NCt7
zjLS}aF&CYoh6&E9it>_~zwG<fvSWJlXDIg!S9M){D!FT6<dQW<d86mVM7nJwq!Vcx
z9zL(Eu>^kJMf4lNt7cbwocpC|JygL45#@aKen0jOd-eo&XJbhr0tl2i2d<G@b@EMo
z$brji-nY-4?>N+FJC%q2%o%wfN0f$ur0^%Fjl}<eP)iOC(s>|}8~JWliajYA1f0J^
zkt=<)AY|eJrO3Vn74*nAxw4XAS)|3WwP<u<%(72?vX7aSc?xq(PSkeZ>(1kff0s=O
zmb-PU7J5o}OG({z@%mNcJi2A4+e5DSS&0pmU2GJW)7#MgD=yc9T<kN3shK%A;5PuO
z9Bbj$QG!;W`wD)?#6+31G9MH0)n?Z)ovY5{-pP(>1U>rRd}3;hAnUVZzB_n>bQPsY
zEloT%tB{=$PE06MnPqCJpge+alt0uG6lO~dX9iMbBj)wXjHgy;%Z`O)J7@q?&t>lr
zn)rRLH4%s2Eehb@pKjZ)eX~bU?WO(W4|Xs7j**$dd3-ZNHFZ1hrYdIf(-~qa8@0B}
z4<@dw;draFZ%>3-D9-=tg{GS3OaER+O3JeTU=M<m!UZXmDgWID^nc-p>1$2_76X97
zRa*<3`#tXkbjb@3p_-hpjPF@0WoL2A-5P~sbEf%+3+(TAj9(pmBAHlh;^I<!Agq+t
z+zZ^{+vQyFPOeO+#yq~m_t$y~9lpD-tumG6x*&rOt4THzmIzph%nk~fod=x6m?~*Y
z?06k@A;DREa8ANe$tC==C$5whFyR$<VKn5r56OTgAmRmjgP<ah^#8-dBMg_KUkqM8
zrx&s=pED@{&+l$NyQgyr&}2{K#~gvwcJ-wfxKHmQY#_6Z#C2z5nqFBBPnL462>m0}
z2?_F<Gv9MeWTR6kL#K%GP5mb(_AG!T{6@*H-;;(B0<bmTpQeKTlG~ZEd1PXkX;V{<
zM~6r>ej=s9?B8mY2~QCIA|Gxe365$29@}Uomi7>rokt|g2`F_mlUGB>=Y=Snycli9
ztR6J`Sz!Ji1&o5ffTCuMyAqOrpa2!i#Q<0t8}<CQK_lr6*pqxsgzNeV<nj}yv`1~>
zUfF8XBE53Z6Wj;weK_m>x>blp(9^&je;Z;t2qe6KvbjoF>vjdgA-V_1ht6eddQ3h<
zf@ISTfdN7Wsr#LQ>E(1<I@69-q63FM)$nSUE31(hF+bs8Gmfw)Dp<VphAxv>prVIR
z;}s5G!myP*)bFwe{oJ1~u6oc&bN;vZeRX-~k9kb(5XUnd6{{G3VfZCe^mysT8kF8c
zAOdskXrCi$UUO9QEEVB&$VRG2Z}A;<bxW3H32|W%llRrivIoonjvT~g-`352s8osd
z#9Y0AwZ2Y$NAz`f;vi2Evqjv%D!j-~sB#`Y=P1CmC|Y~#69STS@t3R?ga#m*7n`S2
z2-^A?wsB!}>)&-Ey_DtAm@!itapFDff&sE9rO_=<3Q#0hLdfBJ2XLod*wc<GA`knr
z2zo)$C#jCqLDcbYS8K6T5?M|=Y7#ga>{{U|I2UmkTv3L92r5{E_?JlSDh+Dtle4(k
z4UXdBBhDwqH*(hZ3_C%_Vm7dKG~!*_->2Ro(6v^@-NtT_iwXg#baQ-8ShZJffbPRX
za=5!#FV!_nt&qMup1b;oxQHO*K}*>~O_7jTrR1WH(;238jnXia@E|n?PKokUeAJRS
z(X<}ab_KBr^C!@cH7bI8+^NJ$`a{>5gARH|cd-Mv7gwv_L6%ngq)V*8{v&T<kQw-}
zfkzAsz;U=IRw5lIK6Ty&xNlZ~YTv0;ZD+*UT|&H^{V`z`o~~a2KqC+QY7I|=I<zsX
zpnQ4&If`F_cC$kzPYRl;^iz?{>%9oM@I))>vuw`x0&9}jku^G8HTtdL2t%hSms8vo
zkEJ{&@eka<W{f`u>lCz4W7{>v`B!B4#v{vA@MPHvO_3|D%oi+kPW@WwZKuszwAm}a
z*XxseYYC{KHGl_VXC{iiiZk9xm<TR+mNYUniB>-D&bL{aUU8}n+0zi#<;H1+f5u9s
zO+fo%F@jxb#j3HjMJ_ns%7cX~w9r#1%#TzmMaZW|H;=*T$S2VOO#Jyb$M~F&A3vVJ
zAR?#rv3Hr$yeewfG!sl}Hgo^v`AV%W$02RP-AbB^c2$wm*bj+MNm?X0$v{7j4mox+
zl>$EjfV69%ir(zi?;`VeJ9oAA_xId~`_rsGQbuS`BWmJYE0J9q)>4to$gv*IlW70C
z(L?zLRV=*gGIf6I(mT{?0D0n%B%9LKw6*Z6{qqKH6s9=+eW^}!6rX_!{YiA~Na>D)
z`I23?W=24g+19<XB>kJJOGIPoMH?xP=vuXxrei4U4%!v`-YjeTGHEG7vtu7>m&vo8
zbM#9HSz1T(Pf}&VTT`VtQvhn7$$O#`H7~<Uxk=*n<slF)hZLG`&n%m(oy@5pZkw+C
zS5-Fz7e&3jz1<?&Io+lMCDD6~sFkMhwzOW+^_MT7bs^T@8vWQRFdKS<L}q=G{nUk*
zJ>tg__iH~rYX|ZFBaU}vc|%a@p6yiulVfe?j?-!1(mMxxc?NY3)|obz_COuTQKe=X
z(RJtG0rhaI?1&Jf;QQ$(Mw)w{(>rwJlBYCXi1eS<5<bl4ymw+H29B+eOV-GxQwZ-Q
z{`4OvoEnx!Ci2ka=AMi<I25+w8~u#ta|Pd`^%y%FyLr_-jnV>pG}LcUEnlzXd;kxy
zzTas1NG#S(;Z3>a@p&=6dSw4Y<z2v+`OOYKAnyo<@ayZ!k7b%gEtb%Y7*RiNFDz58
zw5x;j&#(%#-@rH3<Ma9#{yj-uC}*x!5LzBr;-OV-?}pE@CpE(9qJq|jkr5>HjYzSG
zfY0Dsv}l?wjvN|my9?t%D>#MO@o5poS@2KN8)0861m38SAV63X^Nk08Y0;zheJqQ}
zG<~MT%FDyaVNhI2))TmQe|2ws^|8(-!$tI1(y*whH_DwnsDTVAi#HbGm$jUoV0NjH
z-jVJ#=}?>EQgYN02juE6vBDo)o5eW|NKCj1TVmW{<HDe8_{m<RX)bNB#PRt6qFA4S
z1WSIZJTck7hFV!~#O$VYdvRlx@=u;5weEhqTc|j$1{WgU_CYw=zMT@!D`|5aoqY6W
z7OAQ4dWjKeSJuj6Y}PG)t&vX?aHT56x>u<#GpEk&LzDLzXW%<p8Vt6?mmU`g*^j<j
zUOu+<<=Ba$x7=md{o+)(@`m!E+O`5<B{0CLC1jEUW|ivtE7~c~Ws}Zav+<6@g);L~
z?EbjC4MxK)>jfDd%2(9rOBuU9wHllbWBc{&@I76$$$HMTdlBZ|RFeoyYvnM{E{`?Z
zM2rJ&mUBov@viI2Yp83DK6|dbzUv_Rnj^8XMhvT3z?YkqSY*-G5T=r&Rlt{Gb68~9
z!r-^HwQk7<H6aoO0SWch&<EBB)C+)BD4<qc&@%S7CwlQCDG}z9@s+ZVYfC6nK%P&A
z9Odg8vCK22i!)4M5&ikvVZbapEw7cXLvV0~X=xip=Tybf{1Vsg7U@qzs^VJ507}4|
zN#h|~HIclc9#={pgOqyF`qP`srF)g?drN8;)14|4OrLiDD3J%JB1AM(gy}|dqQRbO
z_++lx-{xo|1SiqIT}^{EdP|oT)n^1i%T*?U(?waL`T>wp%)D>;66Dc!Tg`p2(41HE
zuEJE$tA52Sb*8L(qD+KcdC=}Y^iesFYA{sZ$CECP50f**ESpl{^u|ISb6oB&vc0mm
zSk5GMHE@&%1m6CQ6(W;7I?%P5X9#1MaxY*OQdoBn0Dt3p9yP^gtLdKDP5T5@OZuGi
z!*BnrJCqVo`S$sgR*~<wDu?xk=W(#+?nv#DZx%Q_xMP!x%)ian6`j`8DQP=p4Qq^H
zO*<kxgMa11pH&)x|DOE!etT>4f@!=Xl{Pb~90MEUs`%cBbgUfe8)zy#u5o1;=Uz5=
zr*rk&2;Jm+1rpJB4IFIRm?=aEX%<?^7#(5Z5-4ru?y8gPu$sICbj42yw?E;G&Cr-l
z=Vg?(E?>SJIKj%agrjQykvq?w?z)*-w|cFVyYzP6=?-k>;{naMb632E7WE&H=eW<0
z5NB5dKclx9;gy?9YH_~xG_#(Wr!!UDSwl@*(2y@wO#Dyfp;V{ATfM#XxJKjY_%J$7
zeB%Zl;8RiXNBuJ4=KQ1+PM4amKB)*)M_aT}RdVe$(T@|=j=cM{bcrp~|1NN)2nrq_
zPccc~S)RIaq2$Nnr?T6hJM}kJt=S!=5y@?~!O8=vqC<a&ovQi24hhwTg&e%3KkIcs
zd1DbKr~L6rl0s?s61xp81AfWunOJku?iGLOw>Z?^PRM4@yisZtf8B${tS3?S2#Kri
znt0PTk-x#Y?zQvT$%saV>5pxeUj~{D-r{ZW!$mS)1F#F$Wqf~N$ENs={TC$kip9sq
zxA|Ou5?RyJ^u?U&-9iqIp}QS>#$$FyK2-fdd^hg>^CmmA$BYQeM~cr$eJOrA_9}tn
zA(}(p<cPefO>Q!?l8K*AI;kkKvXj_rm+YK}qVk05esF@^R$ULVuKpTx2M}8TW@*Gj
z)<P!gXstjf9X`_oA3+1o%F<Ew03?^$WP_1_(>#T2fYp8Ek~Vo)vWpl*kkFCr$JTr5
zyCw`1#LBY@Rpuu_zCqqS!y2gX8@6x9IF}5RZy!S3mJ{0pK)#zY#PO)Qc>U>)s6c<M
z>p*qoApxp`&uVTo2~CL8QQf(KGQ-0Ki>7}6O3%LruKv~8jGS5wJ;XUjWG1MvAFtNo
zNby#9Bz8i2q+iDu(nO24a@CZ#cs>l(FH#JRQ4b(4Ti9s{rLt{{H1S-4BHRmCNy4re
zEdkc)!qCd;Q#k*Q*e-#^XEZX3i8_&pN3hAcrZ>@~=5nay8;ArBery8$bRnl`3$F?$
zSTETv$Rr`0rUSO$1_$w{-<xzmP-LuNJ0ON6p+k3MQM?;KA|lX#+ipVuY42zfaP@@>
zGi>QSVz9Bq5WOdKt&8bV#E21NM&yX0TE<^rJwfjDrgA5q29{(QBo13-nE7;?>5l1%
zJ>s<GVCJewH+;k^F@QywLqw}c@G$^360KZtZem;D*7I^$Gj<0%nht`Xu8#>)kMxQQ
zX2iAI)$S&^7l7067sccIk&Gz_h2;GuS~hR%GjUb^*8WkmzNAAPOCcKR;6dHpe#r=2
z+jFEkc~r>2-q~4*@8vlTmEecTs9AaeKT+$6y0Z@IdQa$R<=|Q4x7Xl&8B0&*Xh{OQ
z^K|O;>GJT?y_=S%+(D<mBR(KMb%`*7%ncCJ)pKvHyYNS4VKS=&nCyk><SS>$8QWT=
zO?od|i;*7acpmQP7H{ms{u3e$SzQnx!Y~6fa}w|`(Fm;9OgcqWR*Kgm8B8Tm%{pq~
zfTX`(?XgRxyq`1it*575m0mbA@kjFsik1%ea=p-+-g^ZuWM10C5T?olWO@c7h{$8P
zHo`@}{+&*FimhU$(;#iz^*D}f7{cOd_Q;J_pjv0TXb7myjL3A)lC0=Od<t28>4`&A
zTHys9Yq{5}t{|N{%@Ox}&aRjhDd=?0x|;*^4ryoMnEDCI&o9eD6h1sfQ)wvDh>&0R
z)1BQKyZ4%McED1}kMI`CG1tFEsLH#)>dq`#lKi_Z8@K0mCen(wa7i;|S~7k>aX&W2
zBGh>{!wxpJ*TD}pnD;iR#jGuok9-o-7P34R=Be&SWkuy)M0>HCR|Sa9HUfSyOAT)J
zLznV!7LDfFwic`-5fGcO2%A4U(@WWhS`gty+DL9?AaR)Tw|8Zt&8=FMId!}!0%8-W
zqy075RV!{66cD%2_pv0*GtAIFjbIoy%lq$?#5hr-6{*xr=CW_tAzO8;LsE^69#fGB
z*}dpvvg7!J67OD{=UrFBF-m+bCF>^jU<*5<Skd;QRwfjbgdDo!F{1(~^Q8jw07>5b
z&8eZl58e&tTGwlAxwd-nS3<XbS(`m>{@^1?D``6XJUkZzSd#Vb%lpTMi^kd3AJrl+
z8R@>PC3N|_ElJRDgubIktKFAz=r4%N<B5;{VW+}7dN>uTA!4m2xbM_y(?0auP)4r*
z{c1o|pn}9bs3<%iD;-}JBOwl?#Ale_`Vk-+i3<M0P8~mP3v2{dOZiv1yeiTB;LnC!
z5kwS3NeQb&7{+0wU<|$V>Z1ffUp!t8DKf$IBp_8A0J*2mS-M#kAlZ_724OzdU%7JS
z$hAbJRWw|eF@|G%QSE7F>}@-A)$f$Nfo>>DKCx&n(n~z|Vb(vp%yeVQUS<YELLxz{
zjo2wf9vFxY&WDX!8re_^Yx&aZCtlT!n<x0<W+w=mLN$})An*}5+Gk$6S_+TDNi34t
zrZNEiQHCKC)P)140RqKAEpp<S4staveLL2N_!X)T4Rtsw_KbBrfv0d!9+8#N%keQ`
z#^%~WzsJlJ)h`hI-F6dm)a>4#3l;NZyC)h1e2tCU50xZ-l<BW#FE-P>QUlYu9B_Yy
z%@J$~dDe8;*5)_FlKwKX(1gTPi+be}s{z#eJ~vn>-Ew25Q)i-SBqml=mn;%V@<7}<
zQ8^el1oM$O9NOP!lDjbUV;k0NK)+P5W78lyw%oyrc;i68@EI$0*sJX(wPgLf{3F#w
zVzH-XB@9QKTZ>{Js)q+#hMHeNZ1xG_Rsc;qv#X3mP@HnKZYtP~0D?_8kG)9b44Qjg
zRGnaPNns+CB6_izjbz~_R|-{@<ndx~39-3>44a|0l5lS_I6<5vgi7yCpf!vQ1m)vj
zwv58K$rTo#KJ~7W<7i(>+1g|7@7Ii+4wD_cAx0`pv;x|8)gS)nAimj|k4MC)?Irur
z357J4dzu8LKb7s=Y-e+dlkvN;K33blU|;CItiE24NVl{%n*`ofEpw^jOV{jg@4B>G
zq{Q-Q@7GUfU*53(Ia^S25++KSS2_R5?-oK#t=^a~Ti9XBeE!Kjs8K1p5ykyR>mZT8
zMIfQy83>JV0(@w)aY-8o?8%*nT{^^PB%Uwn^64*Vh#$<KKhdv||Bmgyn<D=|{lod;
zknyd+L+*)U^Q(JTkeL&!5H5_R0^7j0oprZG_4dBSJwta=q`y<1v~J14<Hzry>lqXM
zpvk&hP;k6+wer`O@)yWj$2dd<DbD2;o8KH|A>$a>HfH8{1E70<QWccY!~v$~fEO@L
zI)+7nIZ?=(TqOT=+LU9G$0kMgw>>!<p5#3G1{mm}#hbL&r@=r8eV7t%xVj#J44{M0
zaishNocXZ81`qJvEjkCH>A*XGf~q?VsidU%M`#iEue-zO7(_wvs5od)-;bafjU5Mw
zJ!!(MF?B}fjTV6MhcMCBMdwT3Llo7+8-~W*u(JdEzK7I;w^Iv}&}KfT*#ln8%~+zp
ztRIVAd|8!n4<4I0ea71HRvI_JjN|AENaV!B#Vi05v*R6!@DYg)^0?SSyDv|@D@s+i
zg?XeNC*)C&kW3=gh9paaBsZWvzK3(}qs=1#vR*K``yAKEj7C4Rxh5fc*QZ#^l#!P)
za+PmBq}1M?Qs@}C#dP?WrQ&%lDA~Pp6z2-sjWfR;qSlc&r+RdDubp!Ak7Ox#W_tVF
z>cH=K<{BC?uO9-Gy6Wt^t3;IPThNa^WLs%v+XpaO*P&~jQ=B)1)Va-<`r#0MhEID}
z!rF*5n4!H9C!c3=d9cvNt+v2a9B&XwT+aV4>+5v(fb+*tEenR&Q?Kz<?=iUPIJ>*)
zO}-B%VLu!|`-6`Kw!PMw;sysCd0HqGZLU89)B=;sFW2-*Nz6@WAjZumo}k{ul2l@W
zrjo`&I^3BsKl8dzXTu`V_+c$Egma3yB>8yT^~9oC-LR~Gf+<PC%NjVS;UL+FSp-&R
z4Nnz>JI~Q>n8D}>E4B|bIGeK~OVAzh++huxyyS7d+xL&6-6Qk?ejOFX=FizL-T2e;
zr!NsYN@DOS=W=HKOORK><6ok?GD*Qio?%%p*;$$^&11y8{!vc-3iWxcvPxBgX-149
z<A*6{w57E9poxZMbJ2%WjsnsSVr8}d*lMJTGQ2~r#^%)iKF5#miO1==9Xg%dLAL6D
z{yb?38RK&J7H$SJQhon*4X(8N@t0H_uTLq=7<DqfJk;68;kJLMjZ(QkJhZjhp}gz|
z+#;oCOVzsoHua#%f5+Dd6q48=6)$OGU(>fYj>)QU)P67-<d`<?FnHj=wStUvM>NoS
z(x$YV5UNMs6d~_vA5^z>IA((FcwHL*0RGi;c?`97eHR7J7caf`kDud)ixp9gkZK-s
zeM<i#Cu=Y&Yf3lzDc=mo)aGk)TEsW@Lqc95P3BlXVA-6XF!<l-wjqAWY${_U_3#!@
z(?|P&KxA;;j>mz&700fkS0(z}nKNg4B9%>EV^van*Wp~Oj6D@ZweP`W_@U`E<(w;1
zbF85<nI7hZ|5Lpmw39F%pKVX*%7>`^4p5vkdm&aRyKKx^veND}cWvoN*@1Fj5KB^>
zr(;X-@w3M?1^Wk3$=)jk4N3>zS2`QXPz~>G75IUhJ1!8z(T~g49D*zU9I(|!V^eWW
zA*+qiYINjgkFy9FjprwlK_zAco6T?BTDJ4(FMtuHpq16gaSJfs8{MpQ?^dGnC=Dz3
z<mdniwB^^@nEiv`&z^yRD2k=3a5eP(C=rp1#M2+~&y{U>wvUD3vo276LcKW%Lh=ym
zY)(E#*ITisKq|(3f9b<x4DM5v%1CAfhsT1MPkulfEf@y%t{?%WATgH1#2`e}8!*fc
zpa|7tRe>ksM?ay^Eo%@3lXMTv!e`QXIAK6|DT&3{uMzu+^8ByCzea^O+Sm9xm!AN{
z2PR9Dv{%H`0DSWxD*ez`hE&fNMY6j$gh?*oDU`b0l|e2Vk-N<AvA6x*>`IZPWIx&!
z?R$NQgpfdze;i5itH|I=3K3euXBgp50`cVH$2JY^qYxSiM?gJc@C|*=F4s5?#$%NX
z7E1piB(kpp-|-rY6jW2~Vr^674ts=RB=Qxuq$Nx1ewxp97eYSqB1Y32LOueC^popD
z`Ikp^&smw&&gIfRS%_gmI8A6yvk++ajF7G{4%z}7J|Z}bzS1wN7426^j%EOQ16zoX
zGnDobS;^F_vS3G?IeMB1>C?rt`x;HG_tZMFEIIh3=9Ts>Iv;)RI3Q7DL0jb8G>(3r
zFL2GD!jz#aoG&V<f^V1NFo{lg37pNzc^hiK?_eiq#giR5-sqe64@iQ5HRrj?;w@L}
z<WovA)*Yl;{(`dPY4=0)&Y$7!=V~6nm9H51Mlqo$Y@Cz|J^vMH+=WYHX^sjIiRJK8
z5!1R6F*=i4B$uV(=yiMoA>rh&)qy_e81V@X?jq_@>DBX_CdU>f2nt%y`K*b9(`3UW
zyVd_2)c^mn*VMpKCWpunUT<Cz*smID=y)2>SBC#F(W)YVXLF`TvK3wa<E*JkHUX0?
z9Ot~bPr<lh7OHas=gl*qrZ^zm4)qo1Kf$g2`eKQ2R~LZMRRATTH1QDDp%$-RN<fl<
za>|m41?VUr8jrC?0U6xknQc3fG)Lwol1T&2{-d_1Y>7Nub!V{cs-8gW$e~$Il;cHz
z?5RR1p&Hidxs%$^DfbaH1kZ+TgYN|)^moLOvku-T2i(~U-ZY@}6~P9!?VuGPDIxfC
zPQup>1lt2nMpjhg5UgN1R8aat_(XGxtu#c!XJd7<a5!oT<}wRUgktQHa*r5=g#8&%
z7EC^i55xUHSYOgie8v=)(HhxUtRtR<@HB(nqi?4RTvf$(z^&0vSOxW6_z(J(q0x?R
zGpQwk668KUs&;V3Z**%>Ut!kx`ry&PUo}si1E-!apMsX4--Ey`vPpQ@Nw1fPpb)&9
zFIN-Pnp>9g2uRtT!VSNk$oVnS`7&hex(}fV6-2?fhdrx@;9*%QS%u2=90hN+pca{J
zLN;JXx<eQr(-`9_Ewo0PFhqKiiioa9fnr2pyVWlkQA9ik;$j1`#!0S3;Z-KtB|;1*
zacLaQb|a`Fhv9X~O#=Ai%Xk4pX*Tv4(FR%hVNf@G7e=@0jTjamiVPaAjS?GOUW^wZ
z7vlnxp{xZS{?ec9uq=Bo#bIHZgo`y3eH9W2L~_JApW<?FKqs@~QoLh{CD0lLF=>E(
z&A=;t7@8?IC&=}$Nd#T2qxF>g2af|(03YL8N%K~d;C>#*dmL@$fm@p|4WYxyxY|sL
zlo|HG97fso=^?Tu`~_KL$<1~_Mm2NRC;EJ%O3@2w$1C`S*--tIOE4Q9&^QYksbN_E
zxg%6Hnq~@=!pznPayLR`$jKkZJDrk_QjL7ySll*-WtY_1USmnNU#J5D9bftGWqNXy
zl<`z}0;~zQ;B;LkdQk}A$s8{Ca16r_pDSNw8W-2Xw3XHTHTFm{6uvPPzc3gZ3V)#g
zFd39H8SHzOZ^_>Q;Lvv&`{gTFa_#8Ph$n=w!5a0y?j;~VEi{X9(NQJNaQb}5@tHWi
z@BLUxf%>t5j<m(B-RRVj**E0I@k#9)eRq^JLy%F4Tc4H>-NLbGpsm61^Yrj2_}30$
z`@<c~3t7a?^u`L^vL0-UA556rpUs{1y65Q(0?_?LyZo?vggo4JR=my_J90>lXK5S0
zGzc&9HbvxzD~0RjErYwrobTe77t0B7Y92%_NfaR@6*LOx!qC@CQu4=Zf=hd$Ns2>%
zR_s>`(p*_6hjNf{H}+RT{pE{i!s%n7InaUx&2)_wR?lccFZvl)mwJ@$xM8#`7a#O)
zU_3ns@L;t=1QbYD-~JlIlEM@DnyLQ7!?<OlLKiWF&1s$yB^~0Ui2-}B7}I=>WSqip
zI6(Qa`VQmqFUUo<u;7Z@2m$6RCGTXj5mUZQs3^~4^%APZ6JT1hIe)bv$f7wWJ@7te
zA)~heAi}I@#NgPj7K}&GK$wYA{fQ?fU)7!uliGkQ^&C80O>f~DEi}WGr)-(U%I)H5
ziE&5ccbZho7LPc99M+RIvnRs$nZbMp`x7|ofTq2UJsQ8qq$0Sre3SMY!zpHbilCEM
z1(Q7VutGRn4Egg;E7d1O#=V+8-+po}MEb;a!wm&|yJmY6W%L8$$N<}XATjsX>`f_W
z+(UN9<n1Q0qH_2?Gg_YRj#0K`If0|kn>~W&Ii!}cE0r(9lon`|yQ=NbUK1KUg3adL
z)tR}8W|&6en)``I9H@#XWMXnS3sxAm^7E092DE?T6~T<}Fzgbs?Y0PTj=~=s+2`*X
zAAZ2vP;{qdl(}m#1J$=v0twAa)Z?oG#(2q$^k?L#!+}_}nHkHYss4zXZGMpF95vjM
z^M$r;J@)|m_2<~V5Z9{q7KutOYFC<(YwObk4z4CoN5+ZsH8Fw!+1?5Zth%~y`?u)K
zW-1ZL@3HhxhR`alw~QJ``&DVtqP9OmLv%DjIiHpB4_%kxGK79`b1mEa!5}N@-;sQX
zG?NN`rkpR)6j?R{05Wja0>Hg3K7JdIA%d`v5RC{RXm2Qqk0IQ~pe%${UI#SzW`_f8
zc@N;q^J9!9l3!FuZ6mHVFH}aq8!Ylv*Zwf4MFpU9GRY(eb{$R;qMhr~f&|Z~VS#{z
zm7!01m8bFzpp%&?rB3dq^tB9A>{fjnCqNmUw1J~K^JQ;csU)M9o^R=7LVrXgPj%3O
zd7~H4{$t%d>fyER!qMVcni&?HKJY<}V^}`2>LM{K?;&hK@o>ahTilAd4%H99ikw0y
zfquhC>5Ys2(^JtUoNbtG{pf;5<1t2uMx%TnB7ce03q$Cl=JFa42^(@z-C8WviP8W0
zF1)|UzqUmgJ*9mTvm-@$M{(CZdUKTNCGoUNmwMCEao+*;c!{T84JbCV<F(jX;IMtJ
zKgAQiOX@+K9^?8`LVCxjSsw_`UTJ4smM0bTpe<^7P~SAc-pSBpCIAz|2RPU}yN?eA
zD1V?9XyXZ5Dj?6yW<|Nq<@<3rimiXiUsi?U1ZZ@(8Nz+g@?3g<b4h-T?7^0`sM|0D
ze(jBpyW_FWU!@{!L<J^Bx6UnWlb-zk=Ln^cC8YwpKkmcVB?o3nN=hhg?x&s_IUcl&
zQj<E)q2v3y4B2G`C$m#v3&(fB_eUl(_Fv9~sLaIc4pl>*94=eN*U}BCG_CZ!6CS`n
zjr?}H{J0aK-}}9Rq|}&^+{Jrbn$+(-;oT@+x%*|z>3Q`@<Ug@FH^GJq9a(eor9Y_K
zuaCPv7jGqAV%a(4e<^thV0%*{FBACEW9(ml|D&31{A?Nf_bGeMDBZd4dc$z=WZjRb
zSFD?HT!*`Eg&Y`rlfVCj$(8glL7CK54q|{3#(&M2af$0rRqApxecwNf?C+m++)1DL
zY2MKKpMrH&ji&73(URkTf-=MaQxCdSERIBS!!`;}`n6pRQ92d|uFf-VxeR@G^6YXR
z9+b4)=($K$N@~T#pNuCdlEhd{I7^bWfbh+#_3~cAt4O*vz?9q&X>O5}+X^_3rmU`}
zeS7_!*gzq!S<>ue-CpTMJgqF!XoL(BTRw02@h5wtwyULY8%n$Xt47MxQ6Be3K;)B8
z0s8~^C)TpMFt1MHOIHgTgDstzX<VML{C~ri`X0-i4iBOnj*RZF!`p|X!NchEov_n+
z`x~@NFCLN+lzA;DRF{>OZ?3%H@ZHklm1EyJ`IsgmoF8L3tsw?KkE7=#bW$dRs13Uz
z&D(_JjN0N(9URGC0J1(4!yTHj?rsxGd{_Ho*3LY)M_)VIyLA8A_gbZ++il{imH&VX
zW2-~I3F&UJ$R)>M%wV(z!rc4FxV{!H2TOq+FMX>swoZ{g`>e1R4yW~GrUYi^OM@Zz
zJ{tQhvh=6nG}b*|+f|C=$ltvNeQ0p&Ad1qawpYeg(p@9nAK6l+(TI5Cv>=N*GFq2;
zu}ol8wFQN-3dc)>4JqX^tY2;ooQ!l5+2)P!Lk=Chg3>4=TZqKOYG4rYj!CuxzrH1$
z3ouJxGGIK-77tD8%~4G`UQdVH`@VD7+MW9S0Zp!rJ!|ln1UtPL^*_At@=$WaR1;Ar
zYf8S~F7seX$RMYtL9A%gGSc~dmxl+DLjQp?<X{IDTH91rzF*yvdgvuRfvmC)1(1me
zLY^39yEOK8Lg?h{s2-z#c1k}!ST-`#3^QL5Ki#b!)V&8^;~@MYAztN}_<t}WH<2TP
zu!JblV{|Q|h<ud0Po&Nz#3kBj-v>QpQ9AK@PVFGH2+4i`#JdVT$_#5sdff;{_FSs4
z^2@boZSSIgD2)-tVG$yv;8SqEJrRf$5GHQ(;Y+ghX>0?ZZ?9k+!^0wP;CcU><oLsq
zaAWcQs~VQ9o|xgr!9gRb4b@%f7bT4|T%D6!m7(}QkV$|v7+d#}CR)!CP4SUK5p-tk
z&u>JN%=L)6HoPWM`2yHk1(H(e3(IM!UL^2bAKM~0U-ZIWSOzu~Tx@Y`65};ERQ^(R
zn|TC~JKxRBu`Dp8>!tLRsy9d-tQT+k3O$`jjOcvEGPd<RRxHcHz8Khy{)NyX;jvbR
z<zSd?s_*W|5DpfhauePm4B|Yd{05#2*$0eV)5)i-@fzL86};%PW^wV;-wdRz!m6XS
zy~iPHaDGh7_KF*}dZttbbZJ)fM$G*LGc_5!SRaoLTq%!$?qv1#*>|Qau`;<-OsYh;
z(~Lj~)yOU__z}G7d!eJ#!L;=v#;Bq!M&HBTO)c)AE@Z{4#R9h*kW57G^`{F?rLY`Y
zc=RQVtgZN91D&V1fn*zDLb-^Vu<IByC~U!)S;?JAy_6pHJS9Mz{U?auWFbKr=aCdL
zoL$5e1iRDi&Q6MU13p+r^618PEiTn%otk?;_J)pbjDEmv8{yRA@h4`Y(0f8<Q};t^
zDDs2dd<b)KbISy=CF&$R!Vw>W9?!E?9}}XUEfQ!#l*);CSrv^mBkm|O1vfT#9XPw~
zUC!aK85OM$)HO1sSGylVkyN;r9BoQXZ#OK5Wa-sy<`zMGu9tFMZeiV)sjjtZwrxxA
zK-nx=K2j=LC}*uwkgloDp!SH(ZyMV98@!{qI3Ip^^x4<6E^oVcUN@KI0)3C+U&da2
z6Zc!dJ^^p7I1=CUxDPZzO`O4O3lWV{3dDi^p8T1G1WU!e?A5Tq6IN;00oCx&v9XC9
zaXbZ7ujIT8XnW6wu*HO{)&_|8q^-zW>n;(*dc1SS3t-mbQtq*ps>zVjd+77`L-8o5
zU=TZm4o9~v`~qb7A2Zn<G`}96J9PN6?gE+bU-eQ4R8roLMtFFCQhYjbsJU_D)wgA1
z(9LWTL*<(ppLg-v2pNVRO9f@(EoY=epw{Xg{fS54Z@vwt)76iW!x;a8@1-eqnyqea
z=|IU-bH0~Wz3zDdQp@yYtY3#Qds3Uej)SlM)B0V~I;&>=oHe|%GOkD7GyLFaU)Su&
zo6l@NZpips_d`hF1f-Gmq$0Aha~y&UPs6GOeXd_U`q5mCvJ=m}ei*0rJis#Jcc*qz
zSJ{GdeV1Fsr*2U$zA4Fl@Y)hBx6aNRi`JccfFr^($q`7W9wcHXOn3S(sZd>&QnYLl
z$}Ay+w#lqPEy;b#UY_qP@@MHgs;MAy)waGJV@go;NY<TLs_?OsQZKtM5CP+B<j^Qi
zYs(?(@y`&UyrV;FkqVanFi_$;ym!P=nIDGzPhC0+*&}|X4P})CmamD!W3~3(D~TZC
zVdA^U*%q;L#n<9MQ8(g+A~KinM!+gWcM6Kxzd#}+(+Ryn6f<*rg5Rj}UxF*0WYie^
zGXfOGXLCFRQF;;WWKuXYgp@LZR7D#D91XH8A(>$SG;hG4qP$wcM-X8jTWh+2j@ID-
zy9??r8$CH;c+YBKbJvbg#0dG?Yb1uJCfSVz-c~^Rr+9>rQR|>AHQ43^V0fFBe~6@z
zkdRzvF{7EcibQQ)vcQxi1O@eL=TWBtcu*8NBF!&l-j;6_t~R*z&z&X4?ahB9R}yY>
zB!H{mLXQbi@I9yIM14hq0JthIdfCFIQh$4ArJL2V4jcuaFmI8CroprUoUXYk-$`}^
zEPL`e{_BCLTK_6TdyWu7k-~}!Ck-NE!CxRUrf{vCxlrg1;CA2iG;~LW;sKRQU!Bih
zOe9l@-(=M@QMXGqy3pJ{oMlc4SmHAw*rCW$itbo}2rsnD1$dCNax2g4J~T*@L1^0f
z^uEDsZ@W;9dsIw~Prwrrwof1%G_3f#e>wG(sGPv-yn5{6_L1AGZ?R&V*z{^zQ|(0e
zL5U|(Q=xi{9qnr8Z~KsZ@aDxG&vx>D1xDpdx0I|tHqQ3p&$uvArZ>HI9JDIFJVZj0
zKG@=(?Voz?F(A&fPNffewmh$(jKRCAjb77-*#3S5O1U1aoWa7o03;S6@WvL?SHiE2
zGd}U{{poYVDA^%hWm3PNP7B)Vy_52Oal@ZFHui?6UQG`d)SeKm{{0XXqkR*?NBpkf
z{{?5*{~R7p4<TB8qExiEXewC#F%t<Tsy;gWNK0C!Gi}nEG`z%nkdx0)FHXKXv->c(
zVIr*~m?@5OFVgPdaj6gwKymu8_Lk9q`e_mbz)D0B`fd?OlI?Vm!PfNe$0_MM-*<KY
zy>jyh5el>#fT9<83B1C2g@l(%#gH|51J22s9GP-KdM@WzWVcOjn|VsH1v>k@&eZ?B
z>!EUVv_~v0NSloBoQR1`21!QxPqa=q(+WGBaVwK3tHZc^rKET%{0An<I%R^n3&k&x
zwQlDz;~mXFW*wYA+WbbtNYYq?PqBH!H|RjtgFa3{2%7Las}?ZeFlap_oA87Hecr{X
zOPU9qzB_W9%Gw-Aw_=N4foAU9_{noGfV>`7a8?Ssy^X#hye{oeFOQ2aJ9NkWS@kol
z507W6PLVthI|hlJwQY@M<Vco#7RoZCS`%DrfQ)#dm-c(mf(~sPO9i>0#9HZ_S^fr7
ze<vghgwQ!67I7&t&WNo1gbvVevxdR`LC{lY%6u{PXyVa1U#c#z()63X{*V(nmom-`
z1NGG1&YNZ?RHR9W>%>nkA^L0SF*n4;k?F7h&Xkt@2DwC^5qGK@$pVwF`>q3gTv<aK
zemmHgF+})P`T!x`BucSphRC~q!t3XET+=`)S+vR;ES84at_U*83x7fVSq;9)ycu)*
zMx$@z+6779Ls0J8%nOgT#f=)&lSGot>q(<slYnry0N-#)>=#(=5T}2wp9nE=P0-1e
zL|-_@<$}bTlQ=GxN426_kc=}TrXtS7(){V^)_>6iw?r}1{R@L<#KQ->q4WwUq5em(
z@c5mFB>WxCo|tm0Nk()cRH?p!lCOtFPhss<>^TSAK~Y+T6(nKpvynhGyUReITlV<v
z?Y4y^zRr#RmG$AKUTD`6cDFF;jj5;b{z)Qv79OCdJ>r~i=!}CF8gz~{WR=eR^z?OF
z(XdW2ME7-MpG0fPHn<MMkz!^)iKnX0#4Tz3;CCv(_HJc@KE+rj$7);jd2CQ#m7I5-
zA0YnbdCzywIxUlFb$VX<;NQ<msm@f3H`?&@!0o#@ra@lV3ptMrEoeisk0wb!wS~8H
z0oM+AAxVBMw_X~a&d)d>g|JTIE;3b_BXWJ#kNVV^{)qCal!UhN1<es!8C7YB_0G4)
z<AgEmYB&<YgbZRMyfK~tl6(W{eX|5j{_`dPEMoD(98Z!<1RVD~V5p;g>R>F0$G_Jc
z(@hRp8bQ?eUrVVz!<F{!pV7C!n_2@M%YCxl3i^{V6^D5X*h0U7EP&99^+r00>tQ`C
zc;VY=WnXfn+FG7~)u0VxCFXm0@F`V))shsKK+Jl9q2Kwj2?Mc<d$5O6gkXEX96m#{
za31f=4C85ZUeF)`vWdDCI;zKHTDXh0Ulm)tTcBc#F+!YHADECR$m^Czru@7CvwY$D
z-xd$De);b5y&MBjYrne{j;H=-;X#4JkRRZfTzyy4)=bf}63lhHmH_3_mA^V{K?;e7
zxmrrHz;Wsxz$))`fIWk65ck3uF9xD3BL%OxCD?Mz0fQ1libS!IW_T7{=<9Ia&xm$L
zA42qQTS2FgL_#oqxl?Q5#kfOYED~7Wq779i34J;bU_3ZWBfK19wWG3g1xqKLh*RCr
ziG79<`DxEXICyg<gXBcMp!w&mABH7Vv&-Z<icS2Z=`MZe{+f0u{m%e_%45lk!ZkYu
zgPS%|r2z3Ykxp0n?{9@=$3lGlUdR{723jpCwdlQTGGpH!fzMHq5~hwA<y@AcdV{=e
zZ9MAnS+ce4JC@@;VegRnjc--2+Rn?crHqYy9`kUNo2lRjLju3eiRtpkcm2kq<|qGY
zA~qocMF_NiXZPm$v;SBa$JHM$ONvZLvlzh7p|Nf(wJ&0wOS;u~#x-mV<8WQI;so@b
zaGm%=O=5{UV@uA2vqI_xm?DbH^@)wK>BGcA=yO@5eaVK>y~uIJPuGsqW0Yzqk`|cj
z)n_?oO}DdKgc5RM@~QM+vjNhzr~ZZ4f#^+kBK$x3;ni)(_9wA&s!7Bkld}tL<g!<R
zZW0m6TG~?AwTz7|AdlPj1}FSA)v=u*{M;nsZBX3<`5fC0)c(R+#0=g@oFQAp`6Vaa
zz3KViuG^Ka#BsP<7P_S8FiWZoZPB%wbK3vf`>T%%F^ltb`P-th5=-=5gi(`Igsj~;
z0Ie-B_=U!IA*Cno1zS9gtBM>!Pp;X$dv}BVmNV%tCQJw)j3pL3sQgz?cUGVUfcudh
z#+B;{TY&;6hpBtfMhzd2DMvNaoGPZ)5+fLpL2Zav1<95bJcU{KFgkDK0cnX=ZJ~eJ
zh&*T&jnBC8_J^Jv!8p(`yb5l4tn+QQ5a9eo*WtwCje4DH_LHBF85ee+#nn3x3U(`e
z9`SLC*V}E7;)p^uhTjn27yyPGY(P9lX|SPwdc6CJf=?TjApb@@g?G~6APC@}dk*1?
zzcCEl15-|eEX+9>?(($kTr%EX@WUNgxP2EnXrv5<zTliW^WV*9{GrJqQA9B*rHr~f
ze|6%;Mzm_RPQERM*0C|AkzVssBFAs%u`#{G9j;Y!LJ$Yt!)^uA!)3IFE0tjUNivX#
z;4b;K7JDvWqumWDM_qS6P}s2)4^l*XH$gr_dT>wo!%T1M=A!)pwhjLjuNZ|D^{%&;
z9g!q{w;08DL;Q-X&}%n5q+WLcCwp*Ejie`Et;M&!MaN>XyU6g-CdrClyO=j$dO2D&
za(i$RR+`YH`65sh^DmoTeq}<1Et^w8tV*lPe|(uYI@=XF^HWm1I0D0LI=`PNb4CS(
zg;AOd9gI5T>US6oH<vVvN5=CXYc!23Pqsb=h<6Q`itTSNV&FXTD&kTTKqN9+uC}@T
z3Bap@h%xO_DnhJ7mFW-P$B_vt{Z!-2(kuhc&#|<Au-xZ+ev~w%zQ5U*=0islL-MT2
zQZ*nz-%hO<MN1PbteQd1Jg#j#Yb_G<HIgh21IwXZrgG*G-=mY29@vfsJy%${<uPJE
z2W(&ljWAapOY{phl<_%;*}Y91w8OUu50XEJYi_s`dv(bMgrAU8>^wVC`&E0Hv31S6
zvCWl<y>|E5H5Uy9wmV3S-z=3P-JVDmF$t$F_~vLmZ$>(7#MEVmoW`Q%rIf+czRH_L
z`(fYAC+B$Z4@Q7%rrKFL_j}CNoaRS4@8clcL_z?)@)y%Ty1(R$cWvc4PF<VqG;9Yy
z%kdcLuMi#{5F54F$DPe{=b~68nS*!Hy%@di`$g)3AQ`?hzNxH)#pEJ6rZHwI7!mZ`
zt?9o?JIcxGK`wWyy8U3S{;Ft>Sa-6^l7M->%hW~sV{;RUO7vvVzL|>aBHBMEy@97>
zTa68RLtQlLal@ADdGZc=1=vG()nJQ;?0uEKSVW+gm6+_AzXmKx-}eTOT)$INyj_#?
z%FgYimMW0E)8{(+_Qn?~Z5#Qx?vNeai|<gWmYiQibxSElaESlvf>f)u+lBzGp>?Io
zEyQY%a&_3kpeIo}s1`pJ<t{*g^$afT17>S-XytjtoX&KwNhrEuR&kKsEOoWAYy_>S
z$CWMhvuwsidu)f^T+>I=DfCh~IsiQF*trE8@#NGmL;03HwMMNXLa7ch@;i0D<bUbp
zU~64e03>*Ayc*+%rBp!C51WH!qOt<LF)J!n3)*Sj+X&iQ4?~V9t!cs1iBpGiY_%~v
z=!ku78tx|Ee-;ynS99;#yO)-4j9ma@>7Mf<E`>@9Y&rK{$Ky$4@qATvI|1x_kCBd-
zX+!Ht%a7$wj$6hs5fe9;V0FemRBL=)N>OZVc3O!2VYgnLk8@2D&rC=q`UqJmz;?k&
z%zrq0Af{V}oy%98i3Mv~iZYEQ`uc+N5yDVEDEnFdhC6kC;}5GjpOF5bPhuyn)fO1%
z)<)D8K`)p5#(RmjLt)MUT=B=YF0tLmDD3<=JGHHn{|+@a6`6Zo=~PSUDbpvW_Ug}L
z^p)nbWQ{}{^izgY<|{dtn}x>EY;h!<2RE)4(TYi?Am<pp>*~RMBLBwb_F^6)>g!;D
z%IR3^VH`(29!4wP0Brj9tDj<9(PnOYVh<5zpct?7LM+(Z(l`vl@sTo9;%WN{^+(Xy
ze9_2<=u8onTqmr+($96cm$A=y>G1_h>#^=<dAT@ewO8B=k6UqPoQur&?W?-!^yb$$
zs)Tjs+$lU?)t{usy@x;{seelA(Z_sKVlvpK%%1o_KvKX*d5sAWfns#I!OD!~otf$g
zbZKagv&N)o^5iu?GwQOqFlnEOA_kFYPp)G~Zabr-z67oljhioguq$+CCiDQj5lQMI
zX|SSOxufPvNL7MfSi$S9HHuoiE~|Z|c%z#e$8Z^&Ad&-POgvtEaMHDSW9Oe;{ts*Q
zEbHQY6=NZ{7a!8B6br7$rH%rnDwmdi&;PfzaG`{F70YEbeIg+p>w(B4yIDuw#0wk4
zxbBX^EFJtyER0s#BPxE(8ohG;m3h*4NXSzSKNGyoY7zp`+F;p6qX#(gvS1u35|U%=
z%dmcaDLSvP?W<meskE^YeDBd3X-<y!v8l9;%nPV959fc4%1w$k-`7BouiRQYjOO%+
zgp-t&h5iy3nB82}Bipqzn`WvtN79=7W5XG9ImA8epj$BvTrzY}W3s|N;Au$|d`+|%
z49Lrx-=KLh;d%8V1=1r7W@)ZzWRnA=JU+dxz4VVIL=Yumet{6Zs02G{rIt?ZfRk=Y
z5L!`BqwF$M)iSzL;f%H>f1zk$;>UxxdAQqp%JQ_BcUYohL;y`~dE5F^4B-X{!9PPw
zk}KJmryrZd-T&i4=<c|@dF`i5-dM7feZi&g%Y+NlNcuVybn+;9^(gj*VH}LoE+W7}
zMH0>VMRp(AmPnzCni>47s<RNLo@h<uyaG`1Z7rUi%l{JMVoBq9PPFioGDDF;8{Hn>
zTeJ9QyTc2Zb))9Vld^!Jz>@@a20{n;PtBu}#heEr72ZG$<U>`X!-1g@CDmPc7<OC=
zlD2+E&)kU(h(rS>iF4y5vbDIJsQaThf_a>%*;W@~PO5s)OTO{wUtBdn0@JeFz6QPR
z2R@lo{)I=5@lsV0DL;C`S)yM`f1KkyVacn!>h+uJ=qWxSRfoj02G3H>q<i%ul#7;N
zu3w;ubwXV{sT_c5w|X^^oePZ9kzR<lu#B+byQy^{)pNJVqn=+)mgTR{-%LEbn^~@2
zQt`|7qI@@*{*I^MIM+*dN9QR16T2-A3_NVQJ=f03F_Pyy)vpKM#)q~|Jq~vFt|(WK
zHFKonEWTTTp)z$1K}UC|<-w>qkQAwv54GR^<RCt`nd8qvx+iJ!ud1G>I@twgPeaUc
zulZGKQ)t&Fsvr}Sn_|h37)CiSe3B!OLg?%{LK~o;ZARO0q&_x!^J#WP`c#H2L4dZ}
z_ZrUR<P>c!g)~g}GV>Eeke{YzMyB>YB(cB2vmC)8pt)$NhzVu`${w5RgJk0K!cRrN
zlsq0HjR1GaVn+cxzV3(m%gi`0BgKTH1+~oF?#T9iWKUBr710eFw6Wk?F*ovTw2o|q
z#UL7-oZOi_Z&<t?cAQwPr*CwsARj$WOx$qK0N}T0&`&kk@Z4o-bU_i77;5KnR5k*t
zl(Qd0o+LZD@|dt{!PN#|OM;DcSF-3nhOn)@nqx#{Nn#y<I^#D7e>oOYpYA+PX<M}B
z)abNXLgBwg+HGSyXd60YN-I<@^>Ujwpx@Fn7(QDl!>gR_ff+CxFp;FVv|!x(?&P-q
zWOkRTWrA`2*;TwF*1>_ZiLqZh`7JR-T{o6#K05Lf;c4~Oi=#4Tk8HSV-?0-rYDWeo
zt9g_M2fuzY?e04j-W2N8CpDp2@cfrcMd<9T@no>fS0BVbz$c#W7&9X$sd-<c0hG$!
zTmmdYry!y3!?mYZ)=V_>o`-$jof6l6(zPe&gfEmq<%b$=7`^?AGfUeGy};CM-cUoI
zW!b-Y{PrMlkJCSsHZ;{ZnM#=)CBOaWSGoJ&vHt&OW-2Wm+=WCv45Gnp>T3*wzAO{W
zgiLYA2$qHVDY)LVTa2ZEYH-(@f&<;0v!$nNio@amjAc>sR}{E;cz9~0QGf5?P$ug@
za?Qo85n4_J`}jvatTg<IfWW|GA1Co(kaLrjMe^`68#2nVIH*8&){>3ualpA-$P7Ed
z>$n$h=DgDz*ry=o*>SW5kSh^NO|1o?YyZ-HnH%RH6%6?nI(T@tB8Nx?A~li929Q_x
zNwm~)4dWFru<eTEI-$<5A=xOz3U!J`7E6)5ozBHTn{J&fAqEQK4uB_j1za1ZNgf<^
zaw0=BKh@m)+m=zPMG1!n$v?MoG^{%a2md$pMF37~(8g-tKXOX=MY(2?W|M$I->Jlw
zh$H6#k&-pwQA(Og8FAb7mvWmQikZ)MRvq9UIi&6o5j0`ZxWW!>x9$aCLYN@3Zu1cS
z_c><p6J`8JkxtTNAl*rpto|Xx7CqNefv4pncl@?Ld1DXFpUHb4CA2+R3fF3Lq7w?h
zW`tPp>LUgL@Xs|!Me<@0I+1uw&z7?6|J8rf)|4m0zpUG_*^(%(b(;#FU`DH+JMqk!
zq>V`}OzPQX|Cq5-7gvW{M9}<I)El2dr1{1-^B2xILKLFbX)DMZaX#j=1Oi<esl5r~
zf++pdmCKidVx?B_<gi$T3da(YJ79scAX3$D_z<wm9J`dkJU0T3+(9qIl(-I4-F={x
zzKtiIzwHIud}L`AOs1J_?PA99@yoz$5e);us*S`cL%zntR)09vj(JZ!5CRCK#e`kG
z+%hnm(}q1W%+OvuGVUq<PGUq+V0Ph69Y!1)jY%@U@J4oU7o#1X*Qcf#@`Q?V?jO)@
z%3K*_?nor>WU*ma7ox|XK{iCToBZ*TzkP`yITTR8#GD=t9;0yF`hIsbnQjM5$UX#^
zDsG&Z`_u6QZpR$a7U<I#AuFsngY6vOMAz7N=#eX=43g`UTBAiRN~;~vnF8Wg0x4s_
zi15E9AftuGk;}*)edh|!G=X@j6-f1px>hTU8?Y#7|7_w2Bep^kn^sEoGpF%Y!i|F@
z;TZo!*E%xw(Tksc2cf9vi(6uCl}*9ZgYyofQMHLCy;128G;(*4mSt-v=Au4PCrv!Y
z)n~pU{IdKbjB`?Mi&-uzGhp*DQHOq@4x-|-r3TqFa5)=8mUjSf%rS%5yk^QzbcYAT
zA7s)z+@ggqh)@uWd{a3j9Gd;>Oc``34Wi<s)`k@}kIiq`+sj7mT&Mp$RoN5cL=~<~
z`Q<;=RIs2TNmjpkZQa9z(zDXMxBDN8vVw4~yk!h;-{8)+Pe~v$k%V7vC6Vg~lB%G#
z$bhfh9}!i|mEYG}#5D}XMb1dGYOP9Z#7tyu$Ezt&;!@5-yvzLdwU;=4D$83L_u`ny
zCcWJ4d1XQTGZu}Pl}krO?69G(do94cC0JMdoPK$T@a(13ST9?JxXe?a+jD*rp7L74
zN=*T!F*O0<wb0fJfwL&&xfz=l=irf5-rn|@yO*a0mVvL5kD|h|EUO?PPPV-&+cG}k
z&aj9{hPZOUT1aQejt4w50<A9P#dwJo=#?HIQwprMoDZ!`ZUk@jgtRh<Z6TP5%)s&C
zTMZ_xhnmh|fALsVafy&TzqXm;*B$n?*OK8<lMR+n9V1;EFx;2`1mniP<7(%z<TK+~
zCE0BoN>>Iv<)*mEk}mY0E$6QK>Ll;`cVP{bS{HxdN%5t8V{SLD)F6Z&NhfH}co?D)
z9t_-LSuo#VEtCMC(I!4a(I!?f#Rc%cWt(`BVb~iF)ph$+%L*)&t-Za|a6^sgX2uq~
zJrK&}WcVW3(RWO&`|37##}bD>0-p|<G02pACVGYMzE;RWwc(=kVhdXPbL`Fyen{B0
zV9i8jZfXJ;<^$V~5y!iYAG&hi4zlG^&%G6e;^Bi%QbEw``&mM*r*hvTq+K)e8b_^~
zDm^pebX1UT*8R^Z&i;WKSI(#MtI>>QRP1n>Njyb^-W1O4*dR^ylu@z^69q$GDVp8w
zpGjT8K4gF2kwh>%!QBnw1JH7E&7l@BVOohywNqOc0I4BaysXe;1)n_JSQx<M0Qebp
z-9M-V*uIV=RG?C3;Yty)*cNlQHRu-~g+NJ+Z9I`=KMrCBHbEgqRy9U{3G0RH?d!)*
zL_8(-`?I^jQ#0OzAZaD;yN5Z-;f(ltkdWXj7d<z}ftD>9V38b0wcde}z&OzVkeu+>
zx0MxX2=t<68(nV0otS;^R0*{s!lS9+#!oy*53jGh(9ZZ~S(LwAIPko}{$5QA)HLcU
z<FADvpiZzhKDKXL$vUbrk#rE1)i3+l{1sK*!GEt*@GOK>yFc$LVt?Z{0rFw3)pNo~
z0T+FSgi~T6-qx3p$L<8luA&sFSe+Ms@e>vNAhuqYZ;{qRvrjBXXT!?aw8sUs<V~a@
zHFX`?bujY-8a>@o;7f`yERLPEpfGNxO|LsvbYR33mZR*+r?>am)3kWQ&+g3>n+5;n
z{{PPa?*DVB{(t@_(=!pGuy>5`CrNBu#4C|{BG6z1D9!BKX*T0YSFXD8Wx=-p&9?Ts
z6zqA%=^~7~@-D8pJc#`<svAf0I#i_YmT!uHfR>M}h8}yXO~;w8PpI(E2C?SjC|1zs
zT-Z7Zv#-woZfp1VUU4H<n|ow!2mGk#@m6c%uqNp^NjqZZdxHo)KxFhFTJIsx;ec9<
z{&K>4<FOsn!hokAgTn#Y_um6z4;EoBe{vNZrq3|xq8nS7h<0o=+FGFC#Qh3^Oye1R
z&-&b51dA3N7eBP=^5q#bidt3_?F(CULU#WR7r~R<Q3Wjd_Wfat_D?mqd~(GR@vB4m
zsYwIvtCt=6wA!!5Nv1L9o32%_?}gQ$S>b7keWv!eIO^P^5UtnLnK;E1*_h*>%thc6
z+@M4-50Y&KF5GLu@^57SZ6x6@(Z|X;1bNl+xWoHU8L>C~nLp?}?YMz(Eb34vv2JAX
zJc2oG?8RMFCY=0zW?ip8eLQ=2M}J#d)%4dFm(S-OYNeQF!$h>6Agb%tVh-^Drb!w_
z5L@ZVR1C$+hg&uZGDIW2I10}i)JG}vVUx*6wJ_FcH1^SbfXo{go~F(=ZVYQAt3^q&
z(>H|6J%VlJ@(?Ui-%P>D-~3`pc0OxW*|F#*06(X*TbLI-wm}a_g6%?KD9SGHu3@9^
zna8{#4IH0*CE#1HIyytfM2Js9;rzsWnvGL-6(|g{rH9(A1t;i?_9y(2ebr=LE39{i
z&{efwC`S7c-{s*B3YNKdfwp6hQVMGh<^9AXSgp0E?M8XR+Dq>3#^%W`FRG2FyQz~q
z1KdxnFtyRe0lE(}Y?daC58~g&${GtT(?tzS3nWoEihxlR^gUt-kwqzFty!E_KY(7^
z?x;9B#=r&~u85EqhT1KueV{1hm~kYDGxi^J3b6aJZuTe4<Mj*gu=<E>x>wL;WdWAW
zrA_;m$9Qt~jj|qV?=<lPnBnPinvHa}Q4|{ztu)Kp$Z_ct%=4v-wf0)j>jJT~kvuYZ
z(rOAt(|az2y-gl@2@tT})3W|j|HQO7Lqt`4_6Igfhv+=1?mIYK%P$uJ{*ps)Wtirg
zh?D3p$n`|cK*_M}&q|N5n{oP9(C^XDlI@my?Nl#Yw1t|Nf1sGEQuutW+KFaG=`mF>
z6@jFKFC%ug&B)6r>d6wlZ$0(99HXHUPPS_mKto>jiCZ+y7Z*^%Jy=i+++75%*Sys0
zbIY<cG8q?5G-qovq^*PBf`0kX%In^@eUWpW=RsX;^&`AANtd>{>{?4C^?+vVbtTi6
zj5idNv)mVjezF`qS&e(Gr;Vazyt9}kd%q)|{k;^=!=n$ke-4YcY&GJv6@6J!%EGQ4
zk62p=ScR33NL~E0*4w1~L=Bz0UhVcUKFaA=&YO(i3<OWh=h;k6wyL=A+AezW%N-af
z)z-E?e%pQTnDja#<wjh?>92HcmV>x;+j;_LF|m@Q{xO^VR}&4`w8~2NFm|xef_S6O
zT$j-6ZYtdP)|M=oLL)&IOpz^xBvvg*-uX@0KeEgOD$|ZKI+2_5PR{f2v+nGT$s4Cm
z`$k3nMS`~MB77i8w}35nOj5hB&?c4=3pr$Io<{gBY`8xHv3HaTou482P1C*uty}nZ
z0!T<@7D2@EQ!_jc%0oT+H|y52^DIABPcu(B&nF4(r^;6#$|#K^We^ciG%qHk%%13T
zzV*p9KCZFFJ)c4UH-h>vb!lWf)!q^*QkaPqjo7=<f?j7vw$^)b^cFsEtr2Z<#^$=0
zA{3X=gR&EDjp_^A*S2AXCVta*I-HMVSJ@g81%7ME|03?q<6_?5|KYI}lCp)g2?uSK
zBP1=>vM)!AR>UbrX`A-VQX<NhI8;an)l7?Kn)WD4QHh#rT2)%6eW&eyzB;G$xj*;)
z&+qZQzqda+hnQx0zhBpNJ-6#fi})OKSBc}8CZg?l2_*WdRIi2vh9kQmC#*oc@T;C6
zV?no`IO4lgn$o9WZj0(m!4$6VY>=7HYAjVKf9TaN8UvmB%Ghs)+^;J&Z>7oP13g-U
zlmuI44SQR8YYiz$Lzui4G(oED)2r(dxu>dS#@Jy>k+Ne#c|G}<;S_`L$8d)E54i2V
zY%F-WJl>(>)V=yA{$KZ|*8_W=zKP!8c39L77{I_$Y(f<X2Z%ZUrx6Y@vZOD@x^Axk
z56MCEO1GCs7qL_7ErzT@pANvaML>w&CvR|DpMg(^Rgu8gQt`a7OYdSZjJV+p`}3pc
zC5b{BNCACk6u7cVaD4bh@3NSF$^tTP7ib<uq+tO2mJ<A#mH@tl%Cn`)TALzy%X{rH
zzn9WKudNKa1(2KU!+Q>G+}yij)Cbh6R)c6d?=qUXjMmF3_0zMM)0|-NkQ3tw8$|Bl
zGL)5F`lHC;9)<-#tuCb-D;|**2v8)!P6xg)#;zR}f%d%|ij>0G(13TZeTUwpA+UaW
z{?W_SQx?+MMcJp#KeQTHsbbY#K=yf49LNF0h1cQ?yU0CQF1JI*CQSxD4GG7Lx*-?}
zN<_b*S4e0pi#_0s6QMRbQ$nDx0^kgZO&9T2Ll3Lac2)}(Mv^zhKW#&-z1syGJ-zDc
zI3VO_+202fNA4n(4TmFiqw|NLmW!d~C!fWwX3@vXL-?|*)He5F54G`|YV?UOrR$$=
z6s-{Tg{F<CeLN6mHhroyfcyevixTZJJI`!aFY2W%si>HKj@QM5kkW?Hn-~)40rWR^
zXp!ZXbJTz0B-TF8s2&2#?Nk~6>A|`kNJ%_taxN<nZKl5RAW-l7(CzBeAUR4W+qbH}
zzlar&52}n`Z&dk3z2wJcQ+#ABDFbdCxW$ip@2M-2`8xFi)nIkitkkDOU!4H)^=Uzy
zu74M+Ix2{hAUvz6$wDv-i9t0Rr6iFsN2k#*CTO2Su8a=J(U=sEo7i8=l<Gj&sz?Zm
z)3&DGqA%@2xs-ere1oqK^Brrg3obt_lRYc&4g|49OO4`Jj+C;TiaiP3S+#0anP^RJ
z<yF^1XP+?ow#i15JgXVAX2r@lC;P(5gX7ogn7Vh@DS_b=XCg;N65b16$X%ZM#r?!;
z_kjgg8Y6FBc1zyzWv#|J9~VhD0rXp4O@kf}=9X9XM7blcDsj@O>yd-MUmXc<tl2nw
zUc6ODW#rwz=e+7?=)9<rb>GzfsWOj!J#~pks<;%Zy|R8ziTl-K>uw)uXgh(6r}^ZR
zG|uw&-U%xlcLs`VKKp>qMF$c>6JV}LGLcIQn3y`{ZE7pn?Xz%%H+i`<vE<naxSG35
zvbKx2D~?UzxWLu7&dO5RGo=%%cn914QVP%B{ky-E935$E#tRSm?SxFz|Iu%5-+ti`
zd3;PBHlzKSQQ-E{s>BhuIa#l}gl{hiV2}DW#(#XYd@UpErjJo_+eP0s7S6PPRyAhG
zNX#3JJdxVCd|#&PsFgA;=U?TL)W-Q^g|jAOX!bCy9#Zl}b4pLCTyZ7}fVBF5dqm+S
zM^DdPJ!Jhjp0n`MrDjFkk`+NSzg@bSo>b90x=QpER=bah1}MVjzzCz|V^B4Jn>1+>
z>5Ud84s2lsrAI^MvO%wA+O%o$H(o69==c0}fv0793eu)bnL=dp*rKEL5ZjNgT<Pz%
zmL-1X?zT!}_>&weDO+)K*!h)-KZ3|@i3Ukj$*j6DDP#VGXpR0Ef_8<FTGrvVTW{ZL
za6HZ;kYIM`q2`6#d_c5<*k((0lBZl#--HKv9>yj8AiA@?SK6rRswdJY10-08>@N4q
zou~eBTvUZ4WS*}j=Oo&fqw&^f7H_h6Y|AS;fXKfkR2$Nx%$GT)`RzK+Kcu$UG#ilx
z;}t=(Jr-@Bs0P-0x_z3!E9SeO(5R&+6P!=qgP~P{cJ?la`)o`bwIH15_&Oq%kYK1<
z-Z0u8BS<wsp4puDD$f+N#Ccx4fqB2}kFsgn3}ER#VI1D~#ga5ROt2(N^Jtufp`V|S
zRO^^Wl%ifn>xsyU?ApZ$?(5y(?oq&3In?K)-o*4^ACyf9?7?<~x9t#eYvMQ@Eo@M)
za7p?E$+IJAvvt3txxNEUZWaWMp_qYshrqj-3$~+fXG7+;OeGjxT(P6*#`CKHv|!pU
z%EBQ@R~!UNsA5+xT1H(JDKyCi5mVN~TSq=la#=h!+jy||rFRHuB&i7O-0`Hwhg-H=
zN<lBxEt!DYBDTaeVLJjiQ%)=oNqXnGtOJ-9PYuv25&gUj(GGWri~g;(DX~Xx9c)i0
z4hfQ>-m(PSodFTO*9(9it4sT~#9|a5e?Z`SPzaj`07Ys-h9kd<qokC#X$$b}v%G86
zs$ghRCtIgwc4YmVT;jp@$+n`j_lwph^fZ3Se0z@GTQu{WU?P#6Ih6q%YazYZ(`xo!
zs9k4Csv68)t|>*f8gXsRyj!Pdf{|_{oLFxUo{Y2#2k88o4Py3>6ER)%GWlwQ+A(eE
zW{r^T(8)-;95*Nkt4&=lyys3f_qF=`@!t0FlftrGTY4J^LQlTD*^qt4=+KL2^KNTM
zjCv&i2b-%{njdHtI|Z4!YMCkO`?*Mz4&QDA3}hXa1F_Ex;dR>fjE9k~0N9)J+A5MT
z)$2g{#y^fWbzJtUSy0*2D<`~*-1b_WwS2<IRZN<-&obEwpjDVh+VY=X);a{KFn7f)
zPL;lrj=%DkAyCax%=dv)tcUc4X3a7*Sb8sHX8Agc(?ptDrYcya1@+v{0PO_oiAZ@a
z&6P$OzBm?Qf<wpcH;i&cM_sVTSY%_|*)O|6HH!R9S=NoYHI|#l)2qqNR08l9FBmCa
zb48`%QS4qL$wm21cJ$}==W$6g`_P=7u1pkYnv`KYv6p%URQv;(X~7i*jPBN|4Z{d2
zB1KfmK#A)+AHq|ggZV&SbM_Jm^pzS!@;8cTMAmG6e^d5cQA8sv@f~o2S~6NfV6+b-
z_;MU}Mh_)D9&DS?_h$a=Z6T7g+qf=w5?W*rqQ2n9t0?-7>}w{8FC>daSvx!(ABzHt
zI<vRAmFR(il|dM|Ji09}SnWd1%P4A~^Or{#QX1_>KyS)P;ZIWutsAYnhO*9Q;`=5C
zjGHw(p0RQmQs9ylyrO-OJITor<)P<?pROc|3d93xV2M$sjB&sXlInr|xTT-NJ=)s?
zg^@)yiJnik^rW<pOaQS4A8Wf(Wjk<L<>0I#D-F_5!#!{mTg@M030Cq8{~A5P6ht}g
zfh?D8Wm|~}B@{2D6LwV+5Ou!119J~nKA9w0o}pA-pYXI*6_zir4Qk^#aUrG=j7!BQ
z$lB$l{Yd!+7HzSd$+X6GJP^30aHBmgVy8;#HHP>1X=$4#$i6AT_n{q`F@5?i1Xk>(
zK7R5<3WWjavEz9+%BhJ<=i2uG!(m;w<Tq4S*%B-0iZCFRwZBs;CZJW6V8JX}*L=Y&
z{#lEvqB|%VsuK#!e^>i)*L(XkoxJOVTa0UeI(Dqyq~PdGN^Senv8KXf4bp1f&bg3B
zxFYW_<GTC)$;RPC)=N1>8A}!Lh@7D*b!WMM|3RM~;eY;t>KHqLsU2I*U36UDzCS6w
zNx{ikg#45_6H*j0G)x=6f$>cb;|Y!X|M@r5T(uyhojiH+spf-?#ZJELQ_yv9T<LmK
z2u1$SF7SKw%=gykafjdReSoIlcCk&G$E42^^Bjc7-U2)s)!aFIe}mn}4K;7NACeXH
z8lr<{dv(=*FwsB%C9PQLL2{)?z;>q#vPMa4Qu1*ZIaitxQIeAoWL1k>hX{J43!TBW
zrzMkb-(7p>-;JAia4Cs>ID1jfHGo4e2jhB@-G@BI<**tFswhN|nhZ30c?z7<R_qf-
zkt8J+{k^~CMfRrcgX}Qy4!6U)0SN~{Bd>WBL?C|RC={2_m>i6Rky#%_yu~KGw`#Y5
zRDSqNF&yrMcW?I#z72H6joDiob#e!!I2P<Y=oa^VTZZe&=I^JGe6^y!Uz(JifX`qC
ziMtQW6LDPDhDWAc|L(2+aYB#j5$u2mssnUMc+G$zpn0tOP4J-v04CLN66}N=Dx9w<
z@65*spNqnBQ4nEo&`&{ouDn~;tH*{k+@InD9ZwhK6rJle^t4(^<m`KPZaan<^TWJD
zTbB})2Stm-j^jbrS;MArO%RP$G|#=^>DBYI$r^A3iSI1V9o?r$d`(b75taK>t)@PG
zPMM)kA2wBK5Q+eUxp$y`{gZ9o#FdYNdc#t%1N{q$?QAyfgv{#dz(eP~KzfN|)9yg&
zTS;%;g!)#NBo|}#AkOsSs=Z4FjU5(fnoZ7_hBdMzLP(Fvw$bV#G34ko)}Jq4tAtR2
z=b1cEn#6EMqLwi(-UT9&0|tBr0bB^xzTLq5ID>k~PfV#m^$Uce0U{NB&)y_!$3kkn
zA2h)#s1ak+bf)k~PNExvkQYVj7M*Y;rz4ssVu%{`(L*j!tk}d6-F~%)EEB_MEvLz0
zeY<$^qL8hHE9EI<LD;_jrz4g;5kxK~djvpQsmjY^ukMfy+jYPH6y6SupbiuaE4vk9
zI&S(*P%$ygH?%;<LnMU{X0N>@1qY*Xdof#m|M;vbtahbrLA=#xQuaM}Z;y+osT({g
z%+xy`QJ5kc^Bn=ky;$1tIqa@tEn+1dcM{hr6wv|Ded(WxdyON|89|-g2g+f8hZGbH
zLPHm2nFMF0NR;xW?*NC$#*ot>hzerQ{vqIQLXz^&&pxEmb8lZ^H-Z*g29fV&nfM!!
zhQyXP7aQ^i!m8P-AB9;h$=Z3w3AU@tOk+<Ow?(Vot9l|NVwO)NrOwbD+ECvmd39qx
z?#z0ie!l9q3hqnt%StE4wjyW}rT_FJn&1P)GTJdQvYX7vq1w}Osr_l9STgsFP0Vh3
znNQK>-ZTAh=bg;Gz`Uo%*n?Z9cL&?!cAUDSdbmo=S5~mT5c5Qt+wL7*4PG_5fDd#_
zbGPC|sP07{qK^}U7jsCzf+yNJ=TqM{GlbK>;QiHmQon7A)#9-umhz3U{pL=$z%|xG
zNpYr^_~#E|+n+iPdaK<S0-j^%IW)bu!di+HZxmGl2R+6S*5}A`nz|6Np(|@?&Xh1D
z`0cc)(gZ+lZ|3l2wiZq9TW*-DEN5s+8ml)grm^qhS2nm7ZtMmE9m~Hs_9*J(^^Gsk
z4kr%XkZ5bYI4!UX4ei$Tk@(#7sRO9)db0LXs$*$Z6k+?&tmQ|yG+h+@<|{D5)b+Jk
zvAW9G>3#p=4YN3`Vni}AXPz+3Oh6BFL_$M0QBkUJU2GlOB4Ia+kw{-q0ifHxN{NK7
z_d0>EUA)=y#Fb1#M9H2y3f1J>mM_#}de_=~wUeDM@s%g!_JJZh4SQo}Yhs%hD;tZn
zZ_-DQ%$Yrq%UNgYDlDDQ{dAh4k70Nd?zA2=KmLr36Dni>LyX+|JxsnpOdm7N7Y|EK
zvcSi22FcbW?IB#wjp#doCbGWwfH0SI@b#6k6<-5?^V=4j3UfI-zgin`pM~T2xZ>Of
zWtW9oi22u^ZC414Bq5T2eFXIAXah0#aPVfUw?zTQ$ZI$BGYU6>sp~KCKVUZ+Fyh?g
z|0X&yH0Or)VswLFOHaShyuBS@{+yO|@V+h2Qyqvf*E5Xp&m$Ypnrt;5xIx0J>Gxu3
zRIUyF&l(}9`n;_vHW7;%C+&5Cva#FhnbO8__`phsf)GWU!NTdh4-i>dN*vVe0v-5Q
zvbfjpO7FU!@pI5)VEkhws8a$X&Z`6#z1aKZM?wp$MVkO8y*ZQWRZ{AukEI)BD|BI)
zh=gFZJdD$(p?@hAIToFuo%NObkuR{JtR7g^8hw5PPLr>YZHpy6VHmsbA`BC1h8u>O
z(3P=km|Kj(YttEBbWTKH<s5eAZ-zMr;l<@=QJ1IHV#Xkm$QeJ&JhH~RfwYlC$K$7K
z*0y>tIeU3T|Ml-{eHnTVHFx4n(Vv(?{&I$Ux!_46u37ER5nA6!#0aFiS<pPzLW9@|
zdO8OKgQ!!Iwm$}+a=l0t%i~0-M67N&DR(>g0){+3&<nIa2W2Z1g`1dIm9R2nS~Q6n
zLHdzY#nf8FHu{qoSed?k_f{<>g$K-e4w$~?AYy~7b4a#x^?r&HYqy3eGl250t;7(L
z-dwbtU)XW1wdi+WYQM{ZZ9Gy?Ic-Y{yQSO_iZ~rJYA<3pP@t)&VbNHBp<-+J&O9vK
zBiKLjZ3fgpM?mGBr{)9G!%TuDG2eqG#j~_HRsaX71b`sa7v{uMT5V*qXtEZ3Tyq!J
zroCu>iG6lGcz9>cZL+nMFa!J`wk55{z=8k3y|8j*pmHR_+91+UQZql#OxA{SWS;Od
z*TsV$vW-SYXg8NuJl^wop|J3Y$l+euZwKLZO#U<L)*B=ALd!-0vz}{goY#&tH}(D3
zTHBn8Q^hHR<&<^rbcP?MkL2w<-|3&a#33v9n)E_nOJ&zR1skLnyjr!REKSYE<7G{1
zUOKlsbsBHV^q-W=st>C6pb7E^Ah-t|?-?{^65>m|XN}z`gN9FcOQ+^8j2~{(duq9+
zA8CIVtrFgC@dS*YW&=gTpO0ASoZcUwKO?m}`~iQ`&3{pwv`TV9{XBCaPdYbIn4`R=
zp|m456Wy%DE$EiQ+wC+Tto?cW6yRNhVfSN@l!mDM)-E++uAs1|)&^O)1L3#uh<o?h
z?eIU<V)Uzn$QU$0e*3=!y8YTu^gsABt;*1!tdNqDvJJ<a6`LuChAHO(K9Qa*gNy7N
z6Ckid1nuZ7(!X$g?O#~FfN3fkE65Izj32<;caT`(<a}NA0_m)0hL9jgl=}d5(dAui
zw1l8c|1|4&#j$IdNr0z~+L&D>%oNmJ?&WjmjlQYmi~2_hA8#Sd`!II<$YMTyjthS`
z>33n`iH_<eYg@pCAqu4Ujo-4_R0It{=hK^#d2{jayHOyP5m_<`(oxwx#ahEG6`{v|
zc?-NJN)}zph`P@IEreh9(2s4yIJmI&0Vt~vK;)9wt2q=wR#yi_i9h;_90IoElCKw;
zGBSQ@x_tVSBfaFRqqB&|o+U1Qm1`y+@0izqA9uuYPs?XJuMzII$f!J!Pf%2MUuzWM
zg~E4Nyf!6Ctou6a^VXolyN3pn#5@`Je!>))j333xRf2|2iPm%vr*~$GeG>d}ZjEs3
zl08e%6g-E=qc=rcgDTsOlcVG>E?H!TWwn4L8>KPT%-Xbx?ll7HIYMO+!m|jv15gUG
zBek<BJQ8Y3#t1ir{+=1g_Ii&$^d~Yyj2$gqdj3O@L=ox!8I0E=BuEsk^ap9oBcnP^
z*p{o;2WeO6glm72P|c6$(ZKqAX#E4(1y~%j^k|BUW57Vo^za^=T-(;5Cw-9^Zadr4
zh4eEi$=Z~W@kLARisT$L=<b!H%xho^#l<i6AlB(!7L_UTsJeb@#q6gqaX?eY-ClwI
zS$7pfzC`g@(Gc*yyBIIHTfXOR5M#h-0;b*w$HfXVC!jU-N{O`jEM-*5>51*>2LiAc
zSL694GE5*Wbrqfr^M~2HM8+e85bk!w>1vo8x~&~{7Zd-EQfZ?p?Wi7lymrjq*~rm(
zYZwyL2f8YXN}QVVI}x_{I{C%LVF>%=lZsC0N45~&1i3*+MHCFoTIv;}g!c6jYfw>w
zQ9Vh_A=}lqB0jql1Unr4VW1Ys;Z8MW$hV3M&2lI}BL5k@NGP1{TdEzRj8zGb3!3+R
zp?R#j&-ZR`dg;r253O`7!QeP^?w?@#`c%3;{$6xv2n=s@R9Oj{oHJTwqLa}$NSCoO
z>%6#!t;b=J;*%JB<v@V$BUc7X6mm=#d?yrUU+mFjBGJS)*#HlN9W=pAC>97)9GAwO
zBTV&Yr|7_rBG4NMSUNBFh5xr1^Ad{gG`Z2Wg_g)sEh8@``_g%_SD7FlorT{xnztic
zH;aUm!BQWSUpeO%7LtE%y(s}cU#sIe9wdkCdV=Hg9%RR5AtqB&E{$oP(iV=R`pGKu
z(ss2YePGJj=-Cc8`HE!DJGT#frW`*jYpt=FvEf(|Gn)zYOZ%!|mVZi{f|&gxCF|$=
zrX!tuMfiFWO~ur)zXGS3rw$sHOT!o(Kmgf34Cbr%wKQmSq+xzJS3LNZuU2mX<Bc1*
z@A&Z9I(jokicS2E7bYohQLDE!IQz)nTp&_tVTKpp4*j&quCI3Ol(KP1-DTVL{nDYv
zy}fcCmW1sNXPFX|u_l9#Rl@<v=MuZ4Bphq!2$U)2ry#lbIfkz8WI%~~F_21&>7-wv
z&lQpdx3<v;(HiA^oCFq&v9NV|G|jD4qTFx+OB<a$gZ@6ffb|`>leO|DLw*Bp4DV-s
z!uOw0hRNNtpUyp4@y3wJV*EfF8SO?f5vmeyNb5E)eiC~ko1G4$tqgLjZs8o?)o3H?
zqO2<UnVnF?V$HIjou%kf#7tZE%_ZV@ja_kxed2A6KkIV4(5DA-^Y#2V{5B-7sa2)^
zTz^z-V4`*$k6DORg17xR%SxO@|B_U5D{HBLEL)MDo33=iZ*^&mD@Y57oG7b}k{oUX
z3wh^FD4j04WW_X~Ym!6Mh>`8NTK)7e<~gq6ySNaVbFun>Q8jyIqa#5PpE?#_KTF>z
zG;`)1sF^$m40d*XS?da-l*ELVBssp`+MT~cp^f)fy_LUqHnqnYU4pqyrj=iJ@!S=A
zGdgEoWKVQqU&XO?5W~GRNW=TUxOah>5UY*`>pshHNfKU7(R)HHLXrC~o@!p+?j82R
z<geUAJ4Vpp<@|9-rLHrm^-FdO@RwaqTg?x-0f5lIu=V_A1}Ch|`I3ns?U43;>PyMb
z=|W^VG!&Naigt3YPJwi$ExK!R$C1fn<QS=F>ohoJMMYe~O&|p&2Z&UeL|^L2&><|(
zSn@NOFYFwKG;1sm%O4VLhU~ihZSBir&z=7=aYJiz2Zh)ZTY{W>2kpiCUVc2(cDEE-
zrF{<cYPbke&ucXXRZV}%R7rk8>;Wl*o%`Y*)wmGmr44TIM)GXtjL(&TxER24McNUd
zeHfWw%Lr(LJJevTyk6&lnJH1_SNR*+G$ga(xTiJ9BqCpm0ozgn-4D~k9q??D-2qa<
zFvR6RS+~YdrS}2W%N5H!umALDCH}2H4oM?2KVxd4-o<-wkTTS(Pu<4wuT9APfi`_P
zjwMzb@;<KjCLzS)Hv~6CoiJ`QfhyPBy)wl$L}jDLz^{}TN}5m-NC}ZFl>N__DiOe#
zh373tXkw8jj7o)Ha?#cQNxiUe)nRqm2ra0#)H=4dKh+YD@2QU80=eLS=zH~KpQDst
zxYz}(w-&JVwN3{@%wL^Bbe}a?l(1iPgV_n{ovVh_p=~NZ8$uA?wn3ma^X8J3u&ccm
zRBs+<tI+fvGTS@=>}gly?|NF`?Zq&NU999VbC<1$(1824U~e;40j9IErq7rWUq1k>
zH~>RM8Y}B#B#Kv`*zeDH<{-h%qpRK2=A~6mgp4!h;R=1N-3hb)wO-xQEykGzMFSqG
z6Mi_wy9QJ-H1=2Bf??1x^LyprXPOrzIHU@j8Guc1UXtXk$mTl9dd9lty}9E7Z<JsG
z0Lag?Sby`o%$Pumg4y_w4M$ZAlPXUI7EOq)^3a`-BJ$rY@1;Kd2q8^*x07irF65ER
z{@-7Nq7yDZu*K@XXb8-n0yBmfJ#3qO_N75%;Wq$<D<{5CO4Y&%2g`py&;R#tMl%5X
z&J`Ax0<-T^v>B>urj-~M{oE3I2ihrv_g@4(+B6#`N^bu26m*;iZVZy&`xq{dA1=p$
z;UGB`lI=<(pZTl5#kd2OA}$$nFCgwn8<FKJFkBMeqLD14L?&WgKU%4)zKXaCl#q)c
zXEe>@!Pt^byem~J#oo02Kl8uKI!ci8Q`S0yM!SxLvtiQRg9xDJY7h9-juTZSS;~cJ
zkL1S~PPWd}#rd#8ir?keu0bTcOkX06NY*_hH=o4hLpx1U?B8)nuqN?rSd8EfB(ik7
z@?4BDmA{@`M`8SBX`jSv2HuG+?q4bdhx>e{UIdv=*+jA<;8VOqPE@<rvc(EgkQ=qp
zV_XP^0?8v;`5Ak@<Y<Cjiwp>&8JmK9JAf<_#ZN6l`?RAGMd3=C+0lg~YEx8nh^_{&
z>NWr-5)cs5^V(*iudMi{1AlGM-XoOeKCWX>cL}ZTj~1L8Fvn*~hX&efgB19h;t0gL
z{&d!frw%yENOBd+9S{dmXA+*Lp@Z<QB%=x{c*Noyv#!rIzX&m~y8@uj0Cam5aob%n
z^>sojv==Jq)40Ro$iKEI(I_yF5XdM->+EJztc1oVy$l^IwzZi0;FG1@_;Ai`v&YZd
z(RZOF=H1&45bD`L{vzfYG^UU(Y;W8D;e2Tb6oPv9CQ$+uwJ`9Y4Z6stA={|30j{5W
z>a^3A-VUBq-#>w`Lo~{{0M;k62LgL0X+OYFMf5nKzyCH=%A-8<8lT2owy8hS3~Qdt
znL4H@oZsx%p_m1<!<_yOLl$*GrKp{9oH|i_Cgb5ZVK*qcwtMi`>azzSvG+n-wA5{Q
z(D5vGW$)X}u)Wy^FogS8CGp~-q<KE#pl+MXng2+^<xU8~%t*s2ooy)t3f%*fr_Ibl
z2fYjpHajzKnpEpJG)ysmQtc4nI+tTGeP)b~`R7?ucM|wAis_<Yx^w!Vw^$ELH1Y7{
z3<LNnp`u4fzuA$s%#Xxx5(u7^>j3hm%`wTVi8Qj9sXkyfN(WAa6&1Mhk2~AZrTxr4
zwKx0(>}{Ut@*_s;4lg-h-3^xEQ89<oN)PtRi*YN*jv$Ih@zcU@31|1&(i@6Inuzr@
z!YH}4ZnI#Dzl~P>@0o6f=>yw*g}C1h$$G%|Z>>zpWP$d16dJ<R)rtF&P_HI~NtADV
z6G;{zYBOIQ3GwpG!1f=O8(HtTy^<4VNrP@FE_eiXX9HiKrjFcLCj*W+;iJhe*;77@
z#Nn@h9QuH(@HC*gXgee9d-`=SR=vRe`5R`87_Gy8i`Gfox?`Sfp^>gdHG~?#>%iOK
z4{Lc@Uq2AZEZkzvJoGA_&c@-z%<Bf>@kB4OSlKQjg9Pt-vM%yhNlrK>2X#?k35yG6
zAUF$M=6Pd4O)a#sHpGNknuLrZLc4_b+nHg)CL%n9F)e0@Izz3_GK$xZxN7KL7C&tO
zn?(p9T>$Kbq$+AKTENrZhyIG~iXH5`h`xoS=;5+|w+s>aeI1);jeRU0k~z@2(08ap
z=K2FWN60M6+D!t|ng@VWYNGL=%Mak}ID@-kj2GUXnSTq6_J__go4n)25s{)^WaT7T
zgNl*$HZJfo8wrv&25pBX-Y@wpoT7So2(J|}$>N`*aNawDP@!)(jMU<68$qzCT-G57
zV+dz`2L@rYKz{YX3HyzZmW4cgvc`>M^biEX6*uqe>+R$Qz?9yiLKowNbt37eShOM+
z<HmA=9Rf`JfblLudI(^oNDB4vFs9*3dkH<y6tu$v4a}Hih%G)RFmNbvnT-atT)l@3
z&a<WQESpMz1Y02m`MiZ6`lGR-32&L?!nt#;^ZLlHmI+j}Him`>bH~&BK|!;ka1ET<
zmblXF44dyKrD|fi{+8_FLE)kY<C@)^heW6?_ZdF3)8Z!d93BqgsFsj673R0mK6N+b
zYm+@UeQ6&l8N0?tR6GrD&ZPL2XGcXye!erH-uX}M+4uuWSt#2dK5ez>wm@dG%3XGS
z=jzd}K+0$wLlKTUyV>ph<v3F!%#u_eS0Gs}@h4qJyYLtQNXd|#bW!?MjI*<dRrot6
z&8X3TB79-IK6tBb5NnIc<G%J*-aUUoyzN`=Yw}Dtjnmlp9a@bEuj0S^kpGcydcXer
zV4w`nxL#55DSWe{tl;S2#TfSya{AlMz~I~u(MVHVRcb=I*faZ+7kZ@b{m=H}?5ZX?
zfCwaXj_l;bP*0YRN)xqGTAI4se5;)R&E(j52#(4b2KfM~+hS>)0r!Z*7<V%9%ie*e
z<}89}V-dQJ0jak0Az`IA6FUhC(YsE6iq(X84v*l5%GA_kK7M|(Ww?%j8zi%dkksUG
z2mQK(47eRD$zVxHS%Z*jcH-W)O81d+w}Zfo?h?x~DpW1G@qsDnsWa5_Fj(xvaf}Y7
zJa$W<huHAAz@PNZYyktZ!-BYNA%+q<8nRokB--REoM(FmJy+^I$ov~;uYREeAS>C`
zIIFk`6cPsqNP8I?g|1RD;F5~JJi~*!_zsDTVO~FDUP&xv2}zOkB$Bd#*_5p%JE~8c
zze)-{)9WX_MpQ4VZg`C<rplrM<f{MFj&8|CS*(k%54sDmku(Ex(=pU`sMM3FTYcjJ
zJmh^WYts$yz{H}*!j9xdo}ZauC#L5;V2%keXZLAKBp`ttfQictHW^5&_v3JB-tq;B
zD*lb7G9>r++v-vYH4Krl^aSmD;h3}>n_WC2pN>aiy1c3TLwecuy#{xCE!tC!m!B{+
zky7}QMx<LJ-EfKg0WNk<g2fMzbZ0Owigcgz`~hZ0egm=N(dm8oyv!y!=#st%gV{d3
z+B&kZn{;gGAx~8^-CB}ZEWQK+sxoJCYQSimyco}y@-tbPXtb_3qA}99B+}`<0Q^Uz
zv$P}3Y>HUlgtl|@2*&aqE$HILviR3Ghd|tMl^|NPafJFi-SuF2o7&HYWr_DmBo@h^
zB-1yECA?%K$Thjn`otLsM^O_osh{*sdAxwOPh0v%I^dwD!4A3E8Iqzhyo5pwG5)Ce
zq+vBr)jr}UuB<(Iis8sJTDi3#!i1NsL<3^M?%43s2uXyV>9e<x<oz>*D~9?oe~7pv
zJZn&YV$ad|1&hVCKIh`CGLg?fF6Jq%CeaFIVh9sChZVVR7&~NhLiR>#q<27`xC<Kv
zB!5PEv~rlG%Cx4_PhEnxIvS|HSkOjvQt0fwS|6=Fc}YcTEy`7*PSCT9Ll`2#5blIb
zlH_SbU7e}NI=>pa?CxSmit&!|1I;_K;CpZHEK0wyhL3gV#qb??Lg}70VZdOEHX81*
zwEt_<h1R*Cjvo{1*r4<|l^uRDiM7wZ2zgTh?OY{q!jhV|bVs#e8Ox`)eHa09uzp~9
z7#jN(KmwW1_dh&}gJ7<xudKOzWHnpjcN_zj!G*vcEz7KeyWdQyr}iFGSH&Kl#Q@i}
zVtGRim{pi8e&KcFr>s;;n3};qC-w@)%zxFk7grUxF%v@zv$B=uBN&&ZwT-u>4%05x
zhWdzh70pGw_&!;BdN$6g<SmhgDQFw=XWH3sOJWG60C^8^CAJR^4kvCx<w>QYs-m9U
zkkUVg0D)Q~nOz`}_NgZ-OeazS3eDMpeM5}n96k=MqMXi=5XZ0)6CA+O<^*44-E+r2
zi_@58dMOtZ<EM<VgcOf{S(9zISw71Z5{2iVj?ASBPGS2oMkEhr{tXJC*r`GWuJES=
zm@*s%jEUwZydf9dof+5K{2Gy$#npt4s{ZKDwMCn@m{l=0?6lL!TX>&kqN9eBNhNZR
zew2p4i7KcI+CYj)D&r4{hg3U*xGqKKJF3TS$?7Oj4@CAwfjSVmM;)M1s>jn0QE|ez
z7BQ0*Ptzjk#C#->NyU~Z92kOvY=7<B1Tp@cVuLx8#X(JHyBh0<YIH9)3>n0+(c5q+
zZyhVKD-1+mP92;593ONq1}nV_ho*VI*1bHIol8l}J6k-2{O@88(3n}}?)~j2oePCa
zmBe%s{_X{q72?{8m+QsX-5M5A?wNdOYsZyji{hwlTj@BlNDe1vFF&qK2fC$VDtg}K
z46E2gp@G+v|5IOAjK4<ov?4pH;b3K)ucp+$TrRZaD9^OQrR#v-V>N{9zz%#s$*J3n
z&8pH{Dq#nU3B97LE@vg~Wq&AD*y1{z)f{F<hz!ab32?~5*|7{GmyKf^5TpRm#N32$
zP#%d~C<d^~<)0B7n8Z4+gBQ{F_M=Dt#Y_!S#YcY)W?)F(F8iLj<tNG&E4u}nS+eW<
z3>4Ie9renu$pN;7N(%+lcTIR)LNUr0%{1iFsi8EoL3sTd!2~1#?I9<boN<Z)GIcEq
zd8HL&dk_L@6rU6+jl!QN0`;LxjOZM|;d+Yz+sL4Z5Kn0J34@wXkCwpKyG0w-8GZy!
z!tw~@(%i|Yy#&k;X$51bMf{>-oCvjfLl2vVv0TLQjD@<(1Pr8VC47{N^i~Yz?-1I9
zgQ4!-LgRa6YQ?&(<=ZB6zNbUaL+}Rdg^ScWNA0nN%Vbo}<BD?Mo0T*Zb&Y6-$vlbL
zLqC;_BzQtNz%XpU_AqE1DCHXh72!|#EvS3X594BHvRa(zxhLI^p|Q`E$-g>l@u_V|
zLCerW_X@wk$~cq0Y<(ka3MZ{Qlg$};uGL8#sOZJ_K~nr2Cl@q*trGwv$m6eE+1hTZ
zC?^5YIkyiWr-+3y0ujx9nhXfxg@0x}V6?LahNKT+$uyt+JxL*#RM&SAN#3j_8$YrJ
zUg<HLRNA5w2fClco(d9aO1o?#_-iG-l<()6{pevwgZVO>AUnSqO8+*=U1LHDxv&QM
z6Ajo)B!3QFW?i#~V@xH$D)yUrJIP2L`=u^6Gpn3=$<IQav4k=~BLem0RO+vEeIlkD
z!^f(EbH(Q$FFR2CwnI}q=%3;|{YHu7(xjXhY*{>T`}DDr*1u9P)6d+yyE@|={#<=f
zW2_AHztGh7B^Xz`__*wMw5_e|QXQM&E6zqsbQ=3O<8Micjt^{tnTgGb^{#Ak!Xc8T
z%IzI%&aPbwfmJDZIH}VAg)TQ(SXj6!CQ#LNi(U;Hu$(hVC_hf;8I+`nz`I6ES^Sqv
z<$$c>UER@<J*{rTU7eon4j^OCUmISLDGGt2t2?&gIuAwkCo6RS!-BeGgpBJDqbX^4
zmt(sMuCkRR3I`NsHo8o4iwFobuKGe%JKpg_DY{C~9RnhD+Yhvw>B*^NuF5QgjvxPj
z_RDVq?@^IgVZ^=NF9kr9&=g$oK-iaf3s%0pcoB7gR_;UDv2E^e`^_>%WVQEWeTknX
zc8JJPQYK#68Y|%3E4{>z1{uTd+vLcn?37@vla0e)4c0asnCz-~0yF%2$IjD>k*Vwg
z){w;YlYP3R)c`^zeBsa>^;zST5-x$05JjA)xFJ-C8qR3bLFy`)Ynw_BLQH5|A&?Yz
z&RviN`j4#3U(_hYSwteG6RgsEy;yWvA;fMTXI?5!b>>IJgluGzG`XkG^<+vo?*~Ts
z?X&Y!8><)ivr%c4UyzV`+1&{odsWcb<!og!zny~mD^Yr|{9%o=s~P}jlH-DD*cjV?
zLQ0)5H55Hd#`vxf493z&OP|W?Az&3d5V*SYp;XQZWgPxUXPGDPfq5<wW362-reR%u
z8&gCj-@^|0;zh{YWJ(QzbB~ISotc8)t^4`fm~Htq`P?HKC1p&m0Zq*KM3|wkmrU0x
zf&3`|^ywa)>pQ~JX*XMmDi!I-+xxI;&-?>}UcyY!-*L_qlAHh{<N==66ypx`NW@nS
zbm@AN_p=Ck+Tg558|{67h|ot`&I7S5zygPdXy>N#@s*~afzv;s0{NyNe=P}y1NgNI
zcJ$Lilg=ZtB$wo>`vvi<m;Gw#)XR3)Z5B2!l~!54JR|gGg4-x1`Mt<)l*Bum?iSgT
ziSBxif|w3rNIPtAULaKCw0H)M@y1b?Pys|a1xQZxD^=?Uu5`JNy|(I%lSI!dFBXY>
zCeLBttNfIHh4KE3(xEX5`Bel>6Hf1ScG+njG7S5?egmCnPHh<E7`v0TBisEx@3k^_
zCyZ72qEsDqbjc-_BoFOR|0*0FQB@`4hWZA1;@TG{Pum_|9EhBVFGgz&*e42GgNWD8
zSp@+}=V5%88KsCZOU&dPl<>GPKDJ{T7xlF-sc$(>Sr<<A$h>NMrOcO>8OV_Y$4FwR
zO8!}Kx(`>$O7sl@P{w&KA^TUWd(V2)wVF!b8-~9Q+0I#QpBb$k&vNpc0m`0b*DiWp
ztut#`C*%uyvQCtgiRJ;-gHzf_7B?BvP=}+MECoZE=SrW#<=q?Bc6NX!m{_jm7w+NF
zzSIq$ev4M-*Srd<50yZ^^5tO1O=rxU+1YDL$&ea5r*XupRZUL>a=)60k4BY~G=BPg
zPPV0BR$HNwigf8@L(Y26tsig_&#fePa&J@8>@Aeai5m&|#ag~<+*ow7C0~3&O|ESv
zkhs(6H;&BC(jwbQAhaS%F5=f^_w^)U$eMehALkAM#H)LGfAP?!-^QS{7yo7jG@`_(
zQT#^qSFLiJi||%kL;bRj<U|h_oT=7G<R>}E^lcIgL~ju23)8o$d^ui&c}qF-nL#FG
zddab1K*@r%Xmj9(1>rhtULn_|_R}LB5R_{GV%>%&;sa@9oZOI+LA)B#KI6zTs5X)f
zc3nhXh6I%p!_{r+U2nx}474N)o2;%v3Az`frTkQmU8~-nAO*uM0@*}hb{1Tg!w!<=
zBG^l`6aa0_jYymoOtm{n{62KIF^-el%_r1iw^O(m`&>X^4bH`{>H%;x$@K%XktrJ`
zzrIzm0@5V&uBon4CxAmpEEZ57d^h3UX<uBr-cbJo&khNMW;fBpM&w6R`uTp{F_fx#
z=my$4T|p3pC>lWxWBC3fM9{JCr&PI4cpB|9fY!7(IEdbIcG?dlcC2ROBKdEJ!g$Nz
zt)>t>ckz+0L<IdjdC6eg!Wol8`fMODYp0A~W*r)uQCXq$aMM1M5{=%B$IBcye5#k-
z-xx;}jljRgF-H$Jec1B$yYih1V#EbUximtJmRM9S!Yd_eWvRc$+ky=9#RAu34QpGD
zS4}bm*3Q8vwY6X6E3N)49T9$8Jto*#{y)OI{%;Q(Yy)9xBhaMzAYqBvlA!&h6SZr8
z;98E^RyPo}*ztVVS6wGTUvm`A&!QJlU=(T`&jqO){HF}8ncOI+k#!P-xkupo$d7tS
zM~MIBc7j5=6KnQ)``!SBmU(KvI1_S6d=A<UFekr{xg1?~;UEY_@#v+2S1_m;AYuO~
z`-C*t1iC@iy5M+_$5lgwSYFDim{fb$UKCZbJ`KW7cwqc}rchiAKp}a)ODKnV8A+Kd
zNTvj7oVRx($u1jf2mgH9NeJann=0@1TLASYG43P)iI@^YV+IKbyf)JmjQ4F=b^(k7
z8MA94Ne1v}aTO5{rcYG%go)-~zW2Ud<J?=y?}@@L!f;B}#6&;UgO{xY)xqnp#>hx&
z>lNkia2{x@xWJ0pF^$N8uy3Sdg_ur?_MX;Uu){0xL#v4v|A-M*%R=qt2M#bp)@I7M
zN)lz)-9UB4`e!czt7edO>9?VN(?6U9zTdGqI<rgyOQL`K0hq21by8t~MsLL^@Bv_-
z0%6~8^#FdsT1KVto!SUDh+|dwDyH-p5a@7pFJ-v4d|dsPC&O5X5|#ZOL%Al#qdG)}
z-LkK6%q*H^|2OXxRk0iJ-t&L0<I1KmI)virDZuAq*+m<UC=jXHvZ=h=04Jo?tNV5?
ztzd~_;QI`J&f$IC+l9UCB|Y)sThtsopSxhJw!6^7Bchcg;`79WDPTVcn|sSiPasDJ
z0i&4+$&+msqj*vL?tnxT=5R;Bteyml`!5d0TW$L#^w{mt{WxG|SuNrehoAV?vh4WV
zE3GvlAd&Sqo-dXnf?%Mldrq8q(xT=z$Ua8bE4*ZCn3)6}kjP}JkIj%C*Of|Xj=;#Y
zagCusBIcbU1+ofRWL2adGrRQJ)xb>PuJlgB^gd9{+0en&jdn`5H_Zi;v;cWPfxY!9
z^{jGHW0B2HFTO(2Thugqbqb@7E;J26FS?j=TCAHfa6L!bibxSpub$|~4HE4>6%7{&
zZ#}Qhpy&2D&@Cdd*2^$N^;kaI8E4HjD6aN@<`*~yozki9t?CB9IACvX!S~<h^FJdt
z;$A(lv}Wa*pz4k@<Ft*Hznsw9VNIWoEno5bp3vVok~}IP7A$6zzqUDb^YF*t^Rl3#
zi}+T$ZATsH;Gw&azh%!t)Fos<m#4M*S{kKa5OhYo^LJ#*e1AFH&n&Rj+w5>E;_N^8
z%LceYi`9_)<%tVg;G?Yb$GId=#}VNjh=t(g^9w&dtLUgJdIQa6nFPhsAkOQX-_}lV
zx)7tVqjYk`A4CE3C=<kC^IzHwgR}nKfLVKrl|1@?QK!Ojg^~&}>_=IiH5EZKg!lD2
z+r|P?<5DqMrzgMAs?0TiFYaID8^(+BFFXki9vyoaOc#{rR<ljS1QQh_Flw`if|cbC
z&5gE_3OfG)Ttx4ftc{#BrSs}I<E(!GlHHMRMN$#MWzZETd!~`Cp$$#|vbJNxl1-sV
ztDZ`m*e$9et3pk1Bpn;p!)wYHt2o8x(5O^r^J*AM$8%V=F1|H_1MF!f?#10?of~zM
zP`~VWkwGDeexk|UMOs7W1gAg6o3ipfbatFK)jNqGB>So9x#$8<MWQ{l)_>*NTBhWz
zg1xcH=LW0<3xCIaQaV{h4s@PX(reIKq``jM!cj~r1i-KrpHXRJ-<GR3q45RUjkiOo
z4-y4ll;3Qd;XCTxD4O&Hy8#HTM)c+MLggyIi3g`Hx^FqlqTY&=X9c<uRg$m$t?yhL
zz2-{joA84B)d{<Hh9`<oiV8Y(xhv|;;Ly%kFSZH2v#P3U)y;+eU2Ns6*iig(y_$@P
z#)g!Yp@)Kv;Bh^>pqA(mh@nG&Flxb|hnnVpq^5i~6R-v%69%FSQ!7il^z%l;%Wd8p
z4Q<MP^aBm6=yK37lMGOL+Y0z{kIPdVH_)IhlRN<umT<pJN*Xsaf~mO5H0Kt{+%x_3
zR~?JyXuGu|V_t6<&ql+GrS6WiQSPw{wpeDE`ch#!dX=%#SH1EGb9Vod@ec-t9n_>M
z!ET`Z%_+*k;rE(bBPO37l3-*HcOTiONhZg*%w}%fA)>(h>59(LTmev%z4JlybO!HC
zCXHl$Am%O$PBUU`t*#(Poz8a})TThVZgBgEzY6ZMIK@0P?4mrIDc>eb2#yCHv|EvF
zz)X2}_!{YTPEbmOBJlqX>D*ocU;hokVzDOpA{H8*N>&9zVT(0s+X&+ce&@Azg{Uye
zktNZsD3Z4!*)8e#)qGaFVrV5280{luU)1pl{ioG&w3p;KyM<1D4`jUZE=6ITC<3~n
zDXdryt=#01szEzpa%FqaX79smGpF|h1T0OTsrPQAP{$Yt>xqawL2rSHSJh*NBnd$v
zx`k<Z#1?pB0E2%g5VYfmhrrbD!|_TO=OdzIHWhIoTNOzR^}}^0Uf2ePQRMh@EEFP2
zcF%BaY=Mi=dd)M~@PKp6DBVeLyqV45*V{G%<m>|~9KA3>yPh}n^@J0Ga*Q6{9UiOz
zyF_(PC5qT~DO6b^c-{w%U$Y8bihoc`-CI?m_7LB5yPrSrY%-m@X87c*!4{p2Kw^FS
z1okfZTn^#vxEzR&Su1%I<N5!cI&!VJ7AYg@u{T!9ST|;*8o$V0QE;YGMX0`w&tWYx
z(2iuf2Wy-j9y;=Fr|O)$CR3~?jY+M%N5&@nRG}Zcv+Mp?r?d>M=c3Se2Yj!tj`d7t
z*}ETxT<sPH>ML%M)Bf;?920P;556E`8yqEouOb?NkTOH<Eo>ykiG65PZx%_-nvycU
zF0I4(7<QGRNs^N4TMjenO{X-;F`OnXZtB$Q&$A`sMR-f!M6bhBfY)y7n4HGN$E(J$
zw|s;>ie`D=Tud%l?`3lxoc~R%C4ZfgF;Q;u-`)6xTkZdkZ(iAg-gfHLshX%(@v`gG
z+vr{YOe09lkqhX6C%h>-esYTUgy|}8dkLuA(bYeZMuy}tzi=q8O+q>=P&p2!;z|}k
z+JvM&_}sFgL|s8l3g~9`fMI=(|E>pz^8*o8={HeYsxj}B8NbyOBe>!}za*=s9|2z|
z59T2JW3ZYraYT?08gRo`?w775&`$i@gd)0(MADHYJ3_odS1$t`nOTF)rUC<c={EHq
zW$W&HHBefA0W_d)uLzzY@$B200aS$I02L{Fo2Y=@*yw9uk0;CSi0BI$A!Lz>(ZeNG
z6YgB~+Cb%1{}kRbMad`hB!LAo%L%QF!|tj;7SrDW(;%@RpqF1je7l~_7z8bqE6^s>
zvmK$Cx2}0F_~Fr}$fWkS0-d?aZJMM0i9lq_(Swtb_DZ}HEnnh^V+0?}su^?HjQJRw
z7mu#`!uV$mI+sicIChT*fdFvC!B~qY%&Gyya>hm%>jKHvMAmzIaKI5ViFiX`xh=Qs
z0_P(U$?1b9q~u5J(E-3?_YozcyN?#yrYyrG>z^N`<8ynKY?p|B5<|tu$(`stc2Ql@
zppGB=cs#PcVBZ#B>jNR=X-Dg5P?{}~;j$VFhNk7=)Vn{*zm|dZ6Zi;C?00Jy$a3VR
za&IrYN>(b7<s2<($n7%qZvwh`>&lD~wZ96g40p5>l^~%704u~GgWD1Nc;zETVEWkZ
zmyGp&*k!W~o_70ihYQ6~Pe19`zcl{_ZbDS_7H=!<2B>y!G?B~@vguL}(XN1C{wKpv
zGPZ?4l69DPVucOs!<MGx{*msc;rx?qKS$eo1`W{BBnK;ET5ni{Fs@q<o^|O!`t1{K
zLmBq?b=B{b@UKzbb-5KhpWbF{h+Z7fN760}3w%%LGNBs8ux8?4mOJSO27Y-lcjCq*
zWDbUv{64V-9FR!Ns?w8))*|AD02^>nIw0FuqHT+lu@=np=W7Ni)mm0k)L{4bf*PXr
z9#X})Ao7@cxNZLw2f-4is6lvXVExMti#Tcemt8WQomxoW82B1fhc*)yFYU+JdVSGh
zC-s^JXJxR<DXoDm7YvuVp#c~1rJfLijrP~a$Ujeb)g2jS`@EXo%wiSVm3TdQ`Wv>k
zCUu1!dMpw_tdQB%hnAmK@?t>|Ji9ThhTIKuMb}BZ-&KJi<|P;486uCB`D@W%hAyac
zLZT+hqkv$R_*-8(vggk~y3Dc`TH+gy_e0-5k#!t_+F*D7&FZVqy0`kS)<>R8x7%5t
zAH`UF&2qHQ=bzWTZ7SWHzrE^Lu}r)C*)l0dwKeDkjb=`3-Q&xA%{*nG|3oM3*d7EP
zN`YmXX&<4j!OzF%#f{`y6D?!t&=0a95z-Q}KrgPoFkg?OWZw&xPJcxLV}V<3)|`06
ztK<y$(mrSbIg1b+AQU{>mLeI$@Hfl;3Sq2Zn2=40rQuYcZtwSYv-5FfxAi)aj&k|N
z#?r>UJIEGr{W=HY@W;T+3fkhqKM`0n<=xcq;%jI%3uUvm+viv5W~zYBGNZVwC3wZL
zY>D@SZZiz5a4*iq^XD^vR^*z0`2+GN-a~3m*E9hUU0Qs>;bCkMj@oN)?#}3DqeI9+
zoLMbd+XWFvscK|lBS}W2A8*}icbcIyji29V6IpJh$Dyubv{dvMwNy&l81hk!Cs-^z
z`2Y6j><xd!Oi*4=CJlj1#rD~WUUAwlsOl2;SqHEW<&I|ug7kfez_3VB5^VdlUd+lV
z;+ufk$GZ(BVA6eGBw)W0ZMQ&H%`$UGAmJwkejo<Exf&br0;(pdjvW^i$^)D!*(QD}
zf0}=SQ$q4pBGyBmbT-FHz$P)K_IY{doE=mu$<kP&KyXdCpU_pTcT-}cnBT|Z+jV9<
z39eQhfdz7YOxpP?U7bRC77E0W$aaZPh^Z;Gj~k_|6Hx!*Zl)1FN1k;V&^vmzvYcQg
zO};fsYyj(FTGzAqdN7vLl(fV1#OWm=vg8K)3cK_6t&Nz6?}FR*<VG&&oB(RJ3{oU!
zjj?DbP{Q)#ed9`Co_BE%?<0wSFN?IBNNy!2*bgvTwKy1R3}B<leS*x(b`z}~*w)jy
zP>5JJ8-!8)`V{T!sa?6sod}aI-BJb_+#LXWdWir_4JvK&*C|eiga6qEl3SP7_D>-G
zDliZJAVnOXpGyJ6A9FID&#~Hb;rWAlg>+uvLRszRi<yR~0EoHC`5uJKmOa6$$tqKy
z__q;I1V<4GiwaS3PYeEa6o7xTRcQw=q&GbU`CQ@4IokE2_oyD_I3V*)USk_fwKa;G
zJiACe5e6)gC=O0{0~|Do+Ei*j<0)C+x&kdMVb8;jIAQ0mZlN`0f$uVxw-(p9%!7(h
zPdIYv>y?wOA+s?aT`cZCG7$XnvC@~K-5gp$$h=!TCe_Cwd8Hnd2y0=~5J^MD(!;}?
z?wg->c_Qm%C0eojK5JDfr{g5|nKCv1$wl+qM{xBWk2-OY+xIqT1cncP!b=>jsh~;_
z@hy?PaNS9QcBbgs6CUO#>+*stFF72NL2<^E|31WIvgJfXR$Z>(eq(}Hyv2({!M;Vh
zdUM(q38W286h&m*Aw8si-qtO#b1NP9w*b;SH35lLm$Tw9R1zk|zsQ{GvUtLk^WVDv
zU%clLTI-XnZx*l`+qAVVYbmdCPt_F8O72_`aA-8>X6xGVF40?t(6d!3yCxGX)_dQC
z2iaAJKT%Kmwbpv)KYUAB`t&h=Hl^^CN^NS<4|Ju!k3VT)al(gWs@zEP{HM2{(wC((
z+Ol6ELdCQxPybUQIo2GH_G{z$c%#4jKeiD|5vY~K()pG7KvGib;7bPp^;zOIHW(<F
zG$~Pb3XXN%7z2U{v^u)u8vP$GsX!8NVU&Z|R;bAWa7bQXGnE4|C~d}_wzzU?GeAoa
zl^llallV>NzG{+Kanud#5(3#cHiia}zLdm8fo{E4i`?;Z5W0|6lo<FeO;Ftn-WRN!
zwDrLiq5kotXiCOBQPylMdu1VCN>6<lO_%=WVYC@pDD8Ex^HfLoG>(I+5ioO--F5-4
zqL#q14g#W>s~~JI=8T;5JwaRJGwYvSbk+U2_AS|uOR`4M)a*k~F&a{XI7-ZC*T_B+
zID;e<q;&L@RNaSNke%1QaQtJ0Hwx$~{YufyI$|LO#PC+!hU6*3a!7U?ep40<MN$qY
za#Flk%}=H>{=)Up#n*vEzcsgX!&Vo8PpLnfWJw_2J;cEkeV^JtWt=JiUmXQaS{8Iq
zE1-WNUaGiiHekiOF8$S4fkX<$wPe%8=<C;D4<$J8kD)UMFc1^!#u11nRK{LzSX4l`
zrRv;}NrS}u1WYpko9By@V&9Q0X9$4KTP6C&6<BiP<(+mewYR-u9>?&nLrzX?<Y+fJ
z+)!}8srC6@|Gi{Sqp{=`+f}9Yld7)&5*fFj7-cl>B`(Z70ADU>dXtuTN$2M10g2$X
zPY3!N2xks3LKCQJD8wvt7cDXy@RL-tc-je8=sD!aB(;z<2S_H!N(lnNN|4s4HD*h?
z0B32UwKtDIbDoWm0+O~NQbqN#8hR{q<k=N^Jbft*KhRKy5fby;kIM)?e9hd(u_SbH
zbtx<J3a-BosNpTVXS;q3Ox`+SDB1ep)`{EuR<fO~%7CCYYss=gOi;vPock=utdQd-
z=&QJ#Q`CZvL#W&xD<}n`iNLS0n(&T8dS`|qBH9c2oWXk~z$(mnZ3Uq|`_vha5Q%g!
zb7x`y5Vo|<7R*w7>~{@9ZtN!j>$(qt3?!$Wtnu#CknLpZNqU(6DhnQ2`yM?yyfsJ(
zp>WB6q5zaR>-EshKL$c>_Wn|JRBVq^u_bZNh)9qCkQHL~H$vX97}HdNQaF-*5UDI<
zdkrp~w;61yY_?5Z_KIP3*x8rZhsxJ8r@7*UPuj93?N>-T#Um?xOuZLRUH7MZM7h3T
zR$%(^Q2NL6X|;Og;`dEHSsLn;8PfWIIBe&JU8SERxvZ|kAP`6+5YTrha7*1LG{QMo
zuUyH(NY?Vk17m?E=!up$Q(U9er`S+}CiH01YeuDaY?F1bs2&<uk%{3m?Q1DZS<ZYh
zqdKC1mW_?8ws}@>M+22<m<d?BYSF?zHO|9QRGD{RJ7fs?0$z6yhOOn>E=?U}db|KF
zuO8mrmR#Wj!(ZNZEAwbo$jXSfD((ee|GlXdLH|s;<m;(}xDA_WaPfQ=T`48yV%cUE
zfQ4?Nu^O?sfLC<?jtliQ#Q_`>;h~5@0pVF$GWpp5vWTwq^EwK5X}IcIO4{pREi=VM
z7sLDtETCJD!fZ*;4dD?xI0x7L&a<CdP@74#NK?!RTBI24*@z4N+yuz-M28o~dgq&;
zx~M*mp=z5bLBGfZN>zHSxjlr;=7AUJ`~SfJ6^xP=)kP!j(CQTkElju?za0u{?tOr%
zp=3+VY%-@~fQ*lI;mFv~rA9DumigX>?BoafqKqZoWqUdNeaq=j>@_&%Z6&W?xDtDn
zU(h_txP(bM;Lx=jtDN$bZ}+ykYnjX#rb}NA{!+P^;;mt8NELhvX^ks2-U!ew89)i2
zb*Te$)(3n>Eyehvakd#^+TBE*iPhOrimyq5ARHF@tZbap#Fc^egow)SidSMM90{f(
zrGSV*^qtA>QW4)x=Zg=+C%>pwjHEZYU@+}<gU+z|_bquZb9=TOL!y98G3|h5@_if&
zrEabbQd^9i8dvD28@kUXbJJehkP<qto$zNWfK<K@QGs)V3}thEz`y9`^cf=Ywryc+
zPgzmaUH;}>rFz-{0v+WIk$ow^A{!h?lDyVKjJG_JB`NSEL>diUj7|N)ALu4eV{j%y
z5vm5+O+pPF1}eDc^Rtl=sZz*Eh?VU&nDT5qJ(4e`?aAQX<JIGqN_Zb{beR#tm=wb@
zX{$_ikC<9pI@75B2eH(!t!iq)%S+72LUpsCMzxhP_aU3-&jrIof^k)_yFMROWgIVM
ziud^D$^I9y@oh`4PoY#%Ndy>_O5O#guoIl)CYxndAY+~@ov4staq{df#x^%yETg;V
zX4}ASeQ)=-R&Oh${@EK3UB9+&Qkmpfp&$HXsCv}Ow^`y<`eni*Yx>YOV?k~`-n!Nh
zFgh$K9QB7`Mc&18gYiinhuKFJ{%7Ojr{UG3ceu1`Kj~}=i(Yupk00WnOi5G0;`q0v
zY09-2N=o~}5oADe)Dj<0QU5xzyOH?2n)zbNdBLnnJI6e9>ISsd6ZiByd{X1cZXb%r
zz?hcTJA8wf8tcudb%R0)zMVFf38FrAbh9{x;`i)drM#5t^y%~W_?N@*!NqFvOUWt%
z<S?)j`}d`*yNp`UDuQ;EDL#Ao5BpAj)@I-TbxQm{Z71HZ`DQJWLaRnjI%s)s_bVx}
zuv%UoZz4n%3MQS(ltW{02%d5KJd)#O+fu4UXlLN|caZ{ELM0(!7{tgGeBsbKBVb9y
z7x#hW+Yw_Jg8Mab53ayPPBvH)N{Q@I{B{W5>SZL71=>`0GvTDr5|wUmgN=#nTHxGE
zLX$AIl==3&Uvi;X7yR_K(2{h?<=vwZ)-L5>^F}FdG%{s<#kjIdsh6g1&78i|Gjg!y
z@m9wI?jPi1s7l|~3PS$;7x$~!fV;y`Fq3fiB}kAW(zx|V$U{}RF%&nej0?);Y@a0{
z79vF^i>S9kwIwnbr0S|ivQ0;ml^efk%$8J@L#^)h(Jy70>q94cjy(hwAM1eR`<LJ<
zRQ6kf2q8m^92Qw1VNDhTw;S7|>_{Lq=n1-seEl2A0N}Cc?~(2CI2BrdC(jf6@dV#1
zp2o@h0@KtV@V5%LK7be}8^|U>(u^LOxDX%`{j@J3XM&ttm42X4rORxI09ZGg7zl~p
zw>GluC-w44$Xl`{iu*wW$P4HFr5LXBoquFbY7UWye!G};Y*hP+!J*du(IP~wLK>iZ
zU%{|xqnHk6*O*%|FwIxXT%rw`ife>_^nv{k(1^{exoA|AroHh~{rNIE0Ez&|f4e{h
zlLHUdzIjhfm0TsWIws3?jb3bnYvextM{%(I5XVmV?jpKvV?j|-+2^w#4SjwPQ8BK7
zmVV-EM1<KH^v4_5xZb=$py9V2xWYbQis#`85t+Ew0p8^qC(r6z0Xn;`hEvc^TvS@4
z+v6<;@miu$M%%#6TTet2$*n^B5+|D}vRJ<#BAb5Ut05>|xPv`s_Xs-Gd+5rbYB+xW
zd|(@KylQm@J@fBrZRlyp+vfh~p#6r7e<VAnj(|m{Z>!^(Kf74`eV=^M<;$0oRS+XC
ztVK#0+x=EeWI@GH+eqc|>D|4@D5;8Pvgf0j@g=rniC<l+Cf5@<=QhL=UEoo9?)8UB
zU{%y0h-i^T)CT9CCM^W%-*%-x?I!^WnJK`MMbZvo4~O14<@c5k;FtZRm0mLNdF}BL
zmBadW)U2>KF<zgy<Pr6^j<IW<_28)aw;5nov*?Bfj=DDY8LwyOyU|5AXgCtvQhm;~
zOZ0B(2}(lE5h<WfOHh3rg<GENW??R=j6HjogbjB)BnQDUsM}7b+AUNtC}z~dEqb3s
zDxms88oT~!OLtES)u#_|<WW);2Oc)1+MEm6F|@ex^3>eEL4O^i=vzjaMV1CT?2~r~
z`e?r)k)Efn+bQIG808s9op`fIS*U7MY%c7xL5$;m{05P}kR-3ABBs+a+*3N^P|PI;
zg!W+!51K(rDZF#uuf5+*YWotU)tHd?IU0NHMiqUZ9&ygN12t~0JQGWEhMQ?e9|?WA
z)P+IwczYPt@&!yNMCL`X+H<`)W3EU<zF~O9Al+ZWMosSrUF-8n$tM<Y{_YP}H3U3w
zRvq89-a*vYZ^@?Iw`chSHI7ZTHrzyn_EGsb;<D#zIYo8{H6#~fM+<_>S9PnHuVb{7
z_AI@Gl?~F}DQ2MrJ&_mYT%9FG(nS;Nol@O?)Gfrai?+%O)ebmUh)t@x)z8K=LHlcJ
zZz;A<h9ta?Q#GqHs5XK!#koqVc{5_eGG{wGY?r)}pKr9oA@Hu<O7FH2BftLfI!JjY
zV{WnCiqhf5lGn+tesNhfOOi!rYbyZgRVs@XE%g%2M6R02n=n?r-Rw;98Z%j%;5itX
z%&Q{{EcK>X)1TSR&SHuWKn^WmRV32VHxGB2s4(?O_@p0bp|)d-O)N8ED^zgRVP8OA
zQVUD;JjMM7UYQp%n@S9MeZg)&Kb#3xT~%eaCvs^YPM_ysCKRgKKdUYaHM`Q?IBB|>
zoGAV9cTCYTm_JI_y8>S(%_;Zs6lZf<TkEiyvm?J?4Pk~LNS)a?@KnCD=MA4=6w}&}
z8|y41Wp5E3S#vJna@N-QlN^5KjP2C=w~2T%kTWy}gQ&x54pY!1$KsweD6CpGN)cX|
zJ?iz*p;IK*o=|7^q02Xo1i3T4{DpaiVpd_cxgbNFXQM3hH}jd&dTgz`FiOhclmlwa
zO;E;2cC3Npo2IwpPkZ^#Kr<ILdJMX4kP1e$Eqln<!$7uUSy%(7odin8kW53+4{O}=
zYQzT=#W+oF$&saQ$*7LnpCb#KNQx=X89rZgS1WrpHP@_dTy`SWow4uY+0b|!{oaQB
z;7ALsYmefWhD`Fpg3i)L^;Eu7qGPQSWvABrOVZ{GttzFfFZsz`ostp8Kq#F8m}8N{
zsAj<yJM_(~>9KV*<OQ@U`6k}dqw7Y$WqFe%m^x?rZyaG={V=L}q*e(gji?hGLt)AL
ztP32)IK>l%HHs$=0CQm?Wj$8<Cz5ENW-6Cnr#`Z`mo9aW9C*TE)KAyn#aQseH_Rnj
zHS;I$WIfpn7gwX)%cE`0>PV=-h$bYuK@)qBRuD6sStyH@E{R>WOnZBS%LV*`tt*=I
z^5!A?Kn8WgtRZi&@=UW8sdmdKr;he(oF1)x<V)4>q~<03ZEHJq>J_0@aeBUD?bjzN
z&kpFDDLbQ7%ijwEoUOGA`lFJ`KciammOXp(+N*|i5ExrN7cC%B;absDZpWzcI1<8A
zD`lgd1LZ`<qm|5aQLOco$yBk4Jtu^NZP;2#;s0XpJ)oLSyLZtbiaHM18v<fOrRbm{
zNEh`33wC-_v0-R}^ez@`6csEeR#1TiP!b4T5kaYfBtU2?0vbb+-tY4=7XD}5b=JE7
zd+t4lwLZU@Q6YriyWhQ^{gmij73uecFFU)R#J3DY@~au*sU7{iz~bYReB$m|V4JX1
z$|~H00U&su+SL31<5Wg_ZX9#ruE|}GSFi~_7`I@(bwFuT;@%-*Z@a!Z<qbn9*|=QH
z`3gS(%%}?U@O4%*TGVXjN`&c0sTf~G_=sZlK-EK4X_EDnax^)$y=9BZQ|(zo)Y-{Q
zf0z9Rb*-)pGzcDYdePUpJx(=FcjId3rsraN5!78=TqeeE>*|>mU^Nyrf_})eG|A3_
z<-`lq`v!eOCI4jLoSHokc*X`;vVhWHsaM~E2BMh#T!cqTwsSqa+7eH+VInYI(3Y16
z_cv~dA?G7|&Zm~>4949wAzsxxZsiC%^A&L#wKNmO(Oqbf=r=gMsF(I6f+XARn+4wC
z9MMjdP9A3$7O>X2O2$dliN2tS7ze~n-Jn#~s!;8Xh$`#5CnJ0Iat=@BVRB`^Q^gST
zV4$;>2TbehA>QTlk(p~F{wjvcSfld@A@xBe_u$`Q^3Igxxf0pGAD5pjl6S-%Th3k%
z5qPv38qb*;-~oKNBsdurdynV<Om#v4)0l+*07)+r=YjZ*5M1T^zYG$)P%iqNzvdcK
zC8Mc9F?mb_gOtW(dUy?dkYnzz+I`=bF~b7aGsA8K8}L_NNAby>`6<JFVD3DIvT4pz
zpe81`HV=oEPoA-v&fG7PfcOQeVzr(-WW011cAvT~4+7K#hIJi;WP1M8=GLd<T+R%j
zZM_c5in8d8a0RLqdeFppv({@&t%bOhw^Ii|YTOEbD9tOaNH2&a_dx$z{DufUnyX21
z@6qHO=SX*gIP(@g$M=4i)`_P`u}V*NzC4GiG#^_UDX1qB;?06o5CeDivvLxonR*Y2
zjd-`p{hn9vADU;M^wQjz>CK}heHZonFP1Q$*BvhJVwoV%4Wy8y-A4X=G`PlD(Rz(3
z>p|A0EwL^aAI(m{MufK5IJ*(Azar%m@jSqf)ufF?10~%nKcJs|gtj^8otr{uc^f!)
z5&A~7gN$?ODRbOV6RU+9l;;ZH$LJt8+CFdkf$zka=O!F1P7T#QBGSJh{f6-(+SK{Y
z{*yozO`@_TO=Dhmc^nfhrSdw6ok>e2{4HeHdBXw9+PmM^Z>?AJ0qm%mMJW-RxTVM7
z5b7Oa42eUUf9>}4)uPGN-dN=QIq)`3M|b>}Su1yAlL6Mn1c(_jC(1jLxz6Fh<vEF(
zq7eYJy0U_h5c+tn0rX9E$tNwTNfxQjHbHkLCNKOA;)A;XVB<H$4nOR?MbK{N)uPX-
z@i8X*k8eNKg@}qRu9t-dQdm>c#LJrwTIuiu&ox(xsLMikX<5^nR~pSH{w&Oi&z`d7
zq%~5Zc9-5eRaVJ3OgrpcU(djN?HlJhQUq$>jA5DwIKh%3Nbd!zH0?~F6?Vp<SUsQT
z64_CV5+|#MHDkflC=4d-gnIL-YMaC89dt`!F{R*z6IIXs!B;7-Z{ybD_E%ROHQ{_?
zum6m7a8P?kEvR8tH>ticp$){L1yhlceyrg^M5u^<aka;3cj_}YN!Px?e2Adn*!+IJ
z=BYnWBSn%;H1x!%%ETuH)({w7ZWwN`!_5>MZN!lnf$fD&jh$KU0Oaj26jE`A&6nwD
z`{Ju=t<!SBSFCN_nD_Pd?YvkkiJ9XB1qlX!39;q@CS&BLxHJB{UQGWx{-*bGTwTnZ
zxmaa{`ub7`4V|O_09Hc^0N9wP=9kUv7=P$bw?pv_nj#_+Ml5v6O$5Ukl6_79u36BB
zkrtdxnXk1)Un!q|9#To%9r#wc^T#9rH9sfv&mR~Qw?EK2yA&Hza2VFCL|G%0b=W?9
zbdCjf#x=xq5ENM{I92MSp!e@QI!gOeF*~f~23vhbu7UDFaCS1r6MVK0ZO0c<T}f4m
z@b0&|VAtus?z%9wKFhEBTT6QHeg%m##QlBm_9na^coeJxZ#e|@YAYe({mdHbLs4xY
zT<nQ5ki!L@p9A!3CY3|kJo|U=L-Cy&j_~BOpN%V1A>k(R$@v4o)34#u-$U{O5Ir&N
zpk_;pT6G<9QyOLd5X-hXw{b4a%#qMGrO2=M+!(Ay-5T@41K!T_!nt}->PO<BeC)1E
zb1P#<tuju0Dt--i7X$_M#MLsLsmyU~<^Zg}0YQUdUO$kfeB=&Q7xD3A>*vJI=DWu-
zJBNW*Ak=rsgU>mMC}!^<T3v#n0eqmVI^d5Vsfa%~swhzyhDi|nwCQL7pJbxVKssB2
z6JLvf0J6t`mkVE_x$gzcPBHXuKAzWFgglV%O%HoyvA`mM!xibBvs@7W>8K9foiiQn
zE=(IVt$#sL6koeBJ|{CXum2Q>j?Sl{xI8?{cPl<m93pv5v`?m+c;p6>E(D?U$jdei
z-v0(c6pL$ko4yN^lbNb97*F<8MX*JbV=aK43}~6BCV#R+Dg)W~0JPhRj+yZ1<LkSK
zZGMT;`f3<t&;kC8TnC)J4cY>mAwCEkRfE-x<9I{s$Sn+IRZztpa58MCPF0;m`wnB*
zem9$w_h5OQdW=x8uwY}U`M`VUFnE4*qB+re+d&<(<mFSRbmA*--%(ok0OXyj?5WtG
zUwQ8+ApbiY%hwL9Cd2RJ<t7CginV2+FJVhR#LT^#)J%ft5PI-itQF7PBZdF$XHn7B
zhVfaaEhGJCLiM1TBsdj9!Poj@11*rf&8q1@5&%WANFoCQ97Kk2Z_?ItoJtre#z;5P
zCRkX)M*ovGYMCU{1;|3P!iiqBL$4>97^v)dxOvq*lIBXb_<X@}dm>+UW2?!}_^Nt`
z<a!MifHy%aXX&RAGxrLAA<^r0TxOxSdc?!23e8>L1ZNWWLX7rR!|-1!m2UFu4X88y
z*#u==LCTW%&X^a#lBv`jS{$s(64uun8_^H4mUNz44<hfBSVj$N2}ZEJX+YQ>EV42b
zP3hrtIY;j4AE(}o`AB<#M#CsC`d}*l5V(DbOkTnfcwHi!>9Z)~lUYn9!&q51J*Y)G
z^-*@;ponoKzsRFCeJ-pWhWeoED#{S?2vVCKOpS3Fn(u{%htOW%!bgZdOlhC}i~mU(
z{G}B<YcY9@l|y@KIe_OW*^GCFGN*A`ZQ`nSnkLP)@Z3X?=8X*fThvrrn;sg!JiGM7
zkx0ukdJi{GhNo(siq@u9Y#7gY`(V>a)uRv8&??Pfd3QlLMJkoPK_aYZyIHdRBCNT-
z(x_)WPBV|+TYD^!Va;K886UJjpqNRJ>f)3rkNu4c#8ZUQZBurpG7Uz+-H46J0-Mn;
zbXe1K^DhIeET7{_wMXtH9s6joYLK&7>ESjVitVYPkrO9&mFj;?Im)n=R#Gy=T1^g+
z%nfuZCcd?36=Lq_Pp8TAE3o3rv2P`tHpCpfGcvgVnpNNlYm8T|Rz0`lK1-a1A;Fv=
zX69(0naGJA!mV53ZQ~cG$HhkK@`pRE3KqM7$DVasj1BZTS_s{2d}q&7ATsg}>XK5w
z^;;l_Pqm6n(hqa_TAGt#k?!tvT#unVngd0GjaTKW1%QQI$pdy-ow4x!aB>z)+|#gX
zjX7t$OKy$eglKrrIJYwTJ+Qy(?&w8<x4F_o+*&?~n(b1DvXuRF;-@8Ju4j!X-ZmLw
zHSxNp{2RM~yDY;L^_NQ;)5-u;a`$@26Pm<mio1cR?_0cVMkE$S>V~sl4S^bd-h(Ku
zdT6EW?yi&;4=nYFI*}}*FHk#=Mcv^<P5d--%$HiY-m!59(J*bl<T#Nw11z71UPx#7
zQZiKKY$n)2#5<8TE<lrL8hj-w<x@3|clTk}qLuB|1;{TCm3f)EH1<k*!MhMYb0m}A
znt=!3K9|tKY;su8{$s;6gG=<_2!=X2P>UY=2-IF|FHM=ZICI)6zXuP`3P3_Dh>n)=
zf~dNIaWjU<Da9R{4*^aj!kZ8jQdUxY3g)TNH%P`Rev9aG-lAP?ApCP8vP5ySj%_ZH
z$H=`L-as@lRo4=BBD<@Ys8*-&y3}lpB<`gl+hERU`X+mo8YWue;`|nqTI`V&ga^lh
z@v0wUhUb}dZUn=H6{3|K2iL-=gLN0Rr0zUCmvo@2d5kCM>Jn{{fy#wS_L7Oh1PYZU
ztbs0;K*U%Fh-{Q?DUv=4#?9zr4HcLWT?zdNdLliz%2<VWR8@(7I8n}G4v=t#26SgH
z!m32Ws7@|ecRf^#11e&a+Kr9rE&>Z+dlcVh&b@>Q^es#xjlZ;S0sED&&QkzHUea>Q
z{E|=uF1X2agLx<M+8N!v{taG|k|6OjGx6{2=W0x=7#IGG`_#+4C^NxMmnHZil}78y
zxOEgNlKTXj(X4&rwC;H5_xcMwyPJ{GP<ZRLTcFRher{ZVO25XiH0pYH^sbY**{U<x
z%af~VLF0N)HxJX#4{-$s_4W^kAzoABGByWoBWtIJdwyws({yDl&mG6Vfzxv_Gu-uZ
z=CZg?h`UxE9!N9f_K+ySDmQQ~Vg^Os$g1`TP;K@W%@MP88JC4!wFbX!|G68)6LhZ~
zEy_8r3l;=12iV_u5a_xeF(1~F>F)BoO!BxqVnMO1G87F&{>m7-QT=R`_7I$#?by03
z!#}g#c5#Dww>kK>NKe&%?ScUIk<QOr0$bdFY~#MFOL3Cv^cZp*cXIllPKuKD5X0LK
z5Vzg}E+<O`{j;$=6PNE5dm_BLjl8Ah=RpFsRWw+zU103r`b2n(!jwZ(elK&$VHh0u
ztGu_#jqY~8wIBRt(J8TTK|-4f`M!TG;If*|jK5^6{IUJug&h2M-`=2K4Ozg*zkWpc
z!><K@Wpil`8u%ptOQOoHSUD;>)w$HwTY1P#g)G;yT7OL(lEe9iyC3r(&Qr_z$#>dx
zIbx!`Cg*XGA9DbIG{EN%sS5x4|A+5d+hm+e(&Bq;`L2X6zs4~)4DIvrAhL~3zFdi|
zQBc9`-D6-I?@!Rnhmw3Ha1Rz^hztX_Z#z^{B%PQzRI=PUqLQA>vl~SFSjwOptOO!N
zTo7@%562PLGi?9!F^uQjo3+~9lu)8Z>AvK8B(5_1aqzr3>okioJAe+PkL1Rc#I{dS
z9~2&&SS(sp=EPBk7e5&5Qh8Gm?vwMe(y0c$nb6ZwF|QDBCy0cWfd3LoytUL}xdpSd
zi5h_(@D)z*cotr}T{sUjquZ4K+eKSiUt_rUNez--0+I8iq!I9neqe!PC`q4shzPym
zbg&d1G?q~*gy4wYOODvj!6#mkwi6VQ{jwI5J;!iIeS-#Y$<P)nlIoZ}Rl_jUkywsB
z-#xb{>SeOfOLw9$UkUe}NiGG@|I?I>{SWv&>Dk)quU~N<H=PWT;apy*VU9H7kD+}p
zM}9rAl(vQcKGuAr-q1uB|B<1^8}BDQ8P_XEdsVJ!AovcZAch`JF0g2p#65kg@(I-q
z&IP++nJq_xHLvUe2;zpDSFZZ+7zn_gV|ro1vx;a!p>vtF0k90?gKg#W$TV2jve`B8
z7VjXLLeGCG2W0j?4c1F0$8*NgNtuT*Go6pbPmLsK6L^o&(}Jo0OwR$}M01X!C*QL(
zLe;7Rz3V;Io@&P*n63WfUi1AY(TgvNw^W)qV{<=ux_3P|Ga4SWtMyS}0z^Z7XxM4x
z>CA<kK2XM$tJ|x(y`jjMvy`~%Uj65wRw~lY>p&K^&n3-rG~EZAjhNb<xD%kR&Wf(C
zLu%s<%dR2ZjTPQP{T>fFU1*oNYR~jy!d$hmNwaBb9^&wTbOvh|P1r2-yS|J}pCRk;
z72L#+2BUkPU}M3LxDvJJ1*%|pdi}*i_?5zVkaC~Hs8^5R^iwJU$;ct)E-{NME}RWY
zha{>RgI(D_U$}tr+_>p;ERd!-r>T0lBq}#??RfoVsGK(dti1c;D!h-eC9P;nE{9z!
zdJ~v?MTW~U3}?*Y6egd&z7GE-7!<Ecf59qqbN}uDt?Kxmy_@XPGXmhkDtc5!1x)Y#
zv4-zYw*yt&j_0g_?1!Sgg$u}jWvaB&@m>NDc{FP-6fJS)V@`cB@vn7l!^GJ$z@<dL
z5wC*eXl@~5V8Xuepxe|rwLobA!w|lo5LUqViQNWmBK_|8P98eJJZuGJ<+m=(*iCc{
z?>i_(zftI3W+H2HjzF&h?Y2JnEc>r(r233_$0RyOJ)jA_2d)r`WqzR+KR&S(&72R@
ziB*mqgadlTcx-OKn99(XcmJh*g=2G7E#|=&pBWdcS<BMSy%r6mPH_}|FWy*u&u$S*
z1&ga|cr>?ZYWn66qaGP4BrUPeSSVZ`dX76)tM$gY&+a>$F1iTQyB3Y7-R9IAbIuu5
z{lJuzUS~YNWl}Z6EQ9`)*0Wd8Nq9K)T$S;J45)8o4!O*kHLKxA`e##PqqwQNluUnZ
z@7@yjAbQj}yGkZb=}Zw1<@Hm}3Jv0@UTT+=u>UO#&Kj$my<jocBJO=^q+Gflg!T^y
zE8|}>N-6rAPSAdsBLgd~_tPa?8KyX*XVFj--44^6xI>vnKd!mEN#>oxAlugy4bKB;
z7_=?WZ=S6Yy`uuFv=Fq;Ipe;>OTe`)iNgWEXo^jjSjgl&XpC&)S|t7|*=B9CwN(~(
zb17iV64q+KiDX}In{FeV%(y*BmZ=!9&eWEnS2KA^yk1lGKce>1J`QhRoxT)(_L1Y7
z^iCxgo)=Yt<uBCie(&~rn{P7$RT@<xvO-3IOjS1XNYGAA`e)^`o#Xr4v<{n83;t={
zvXYL-t|)a5!AVM5HE58~ELK2)`y5@bsP-|4NENh=$=+V@KDyB(PCa)%l4p266mjkz
z>GmH_=X=xOa~IDLPNlcgY%-Q8pQoRtC+f0N!<qvXO0rAkoy=PBO}zuMBt@p^GiT0J
z_b5Nq68sS_V2_>VCP9bXYQ|kwD#awGR6&ySd7UI@!wH_N@MlJPO6upkxqAK6v_KLh
zGRHZdJV8NXh6ciRil;Nmdv`SdJEPFk5H8U#IN*l{JUKpz-h*=gki+aw2}~QNj{;Co
zoVtED%}W1WpTT1N$4tf4zv$_?EKz;x0z2VEg%32;8>C)TowgG8hYm^#+M81YMl>yv
z{5=BVVuN<aCTpv-qWo4=RlBbeKF9cB8dTo1?t`=Xd7%{Phs?Sn8dv<(kdyE=5_Ce1
zr$#0Vy$K99-oy`}XV>()uU4pcnp>oz<w6S+S#VmVk*+b-MQoreWnqJBIj&_7$*nPj
zI$>ke%ou0p@8C7*WqbW;_3QT&MJ<xZI&O=qZquU&nM_wy(fhRJaW#}vd`HRk|K)q4
zF`W}P!J8Q&6;Eu^6?E>dIdT!1LhLVUW=Y0^KblLs>qP^3x2q1y++w^l5_C8wS`q^T
zhUym+Qr4P<o8sIFrH94yo3i!2>MrS9#zEoHas;sWlA#Svtkm#FmaB?#w{*Eq^vcsz
z6fVLWWUbdx6%A!p)ek(RRoMc8#mz(Ij5q0D2+{ETN`fmgHe`+bm+<&$ju1;6D=$ci
z=map~P;7Zu<{2YB=>*Y&e6D85`%K%TrVVU}?}YNPDzsUo<+Oh82DF)#I(I*tuRF~7
z)(zxl3u`F3qnhzbRaUrGj}Y;?9-NnW-c`x?F@o>EM-3=>1RRf-Bd9yk4eKUzcAUjR
z(H$`W%K{Xw7WCn+OO1^ac|8_1UKmAHp*nSwtu%_&b8OR-a=$8<;Er(WyOUbthSROz
z$A89Rshp?BsKMpgKDQ|^WD}8c>ovijak9b6mQ`(m&0<wr!w}eADfLu{Z-HXEW_!AU
z@dJLKBex^ok<;B-)n8pnCc!$-jw_FK!}TNF8gG>h8Arn9pZL$*m^com{tW=UrmDT!
zu+GKYq~;^K?(W;*7I~EG^QzYSppViwYbk<}rIyBAapfX(@UQqBkEgV9%)`{o8=BT1
zPyTC9U9a*>Kzp)%@{LE#ohzUX*zDfZVxyN2$b>V9m0Q}`#{iKNoxdRVQtw@$LUj28
zyR?Ha!Us{vsw(jr$;N_a+HRve%<o7f^QCTKj(&a0dS@IwxoSCp!iAeSkJuOOT$<()
zYbq1kJrZS(hO#>PHPnzmCy!ukTb0YpK+|TD?<!1XTpd7<<}4z7w2SxD73xLVGi+aD
z6FPc`D)uf8qfB8QhvJF;)Y%%pn5nBEe_-IUP_42{dL2oNBCCR{k{idR)){YTDM|Nm
zF@kXY?1=ka<LTZo<Ww=w<`G@v6t9WGoUUWhvp@A8@GaUG^BNhiwjHq;w3`z|^LSO?
ztDG%3GOG>fcl7SUV193ROAS?nYU6khRv{Mxfe2SReRaZj$t`+7P3Cn`2VBk04<fqg
z0(*n+(_aL)j7{0?mbErBCu3+au!@g4*aP0A>}7VzUKtNun5!Wtj6d-W>$9^G7O{r%
zDm!JO;QC-Kka{lB*eQ0=6KG<DYZS8hV81dXINv&9G*v04P~hYuBK#h;@5H_LlEyOG
zPIO?;*D%zcoszc?+a_u}uiZU1qLo<s;&I)Ij^Pp7TLA(6kh+Ikrc6oelCY}qge!ds
zvl(0K6u_~{rUQ;@ar$jjB~*!_!J&?=pgBR9rw!jB%c-lCwqx5Ei~avAFST6a2E)(m
zYPzr2tUU1;S^|bgGAJ|)G{Bslvu!Gz4jUiSy6?(VfjeSld17D)i#)?n_c4-mkWaTP
zOX+lJ0SjmjlNV)E-gUc6j93>>lot!-Yg$j5bdq!I<qcsS(1VuQ6)i0)8}TzBF@1qd
z={=;yG4T5Kt+(ALW_ssB+5UC&>MuPUNR{Zeo7iTsr_baQ5s!oT^DCt<+<rJHeZV&`
z`dj}$8Jn8ZdsgX$h?GVue%-rS^Krn%&WGdn&T!u+uyIRp?dFT89<NAWa^F{Hx>jrY
zjbJ-|wxZkeYg=`0T|FF8XY5kgP*lKbs@?kG%SemYn>n*sGc*3We|(7%V(rgYt4#@-
zV>x0=S^n8>;v|jX5!Ht?hkVQsWE2b>Dj#>#!@`O-)1TIezBk|In=G}Gy3mbqsNp2`
zQVf#Q^a>$*vIe;KBDK-g^?1IM&8DeJf<OD(fLrUtf?8&C<XMX)@Q3A3Gr2wO?UM(M
zOtQ4~QGxs~KLg1raBP&e<SPLd{cVd5WUxX?n`EC{{tJKc=ZEI3F-&(1v6IHkj$opW
zfp7lL`%S}25X@ZN+%Ck$**&I{x3)kjjD~X*l2L@BEW9R4LQu0JM<mzdH%>B5*edvh
z9I~IUuCv;UOXL#ScZn+6$|{`rFwM@+E~!vnis;2aE!|9dtivNjj|aH!2in|spsant
zI1K-MV*-nv!u(W=4EF<dX6V-+gOuaYR=?2*cFmWH#|I4m?xx{UbtWh%$gQ)d=LY5l
z;;cGK#s(2+W(r1Y19P7tCzoAo-&jGl415n5t?(NZI%zC8!$6zbhK#xfkQtw23*cC$
zg+)6V=3b6-hz$KazCpA17h-`Qsp}*UxokK<FD4lh0Qa}SAmlJsR#6w{7je?u98+Ji
z^siEn(-l{rYN<8?S@A7LKxxt#^u;wERLZy5vB+XEcoo%zL<Rb%Va?+F;_R$s>J)pk
z7u?$|W$lEhjzw7luDOjMSuVFrYd;6Ro7xA3Ooo#yw%|*Fdy@H%Sh9iJkloS_7q=w<
z4;19yV)wtAIHn;Jl;oypsn+4=wG|FL1-caF<u+^M<VrRTT+YECBeumy>G*V4Q4)0y
zH@EZOclWqUe8c4sqAcWl|95~jrCyINKGUdtdjoquefA+jq1X!IzV2=~mv|x~!aAN2
zm%ZI2`G$-^QLGF7!4D7ucZ9mbs;;0NY(DYtYmL*1{sK4M<wUzWb6AwffOr)KqVVl{
zQ-6DI`=~P)fd#=UkP0S3g#!0)8iQ^Ap72$9X<R_6CQ&q3MNpNzp}v`!ReWo0?*5YV
z4LJCFp<1ZS@JhWrPhJbvbV<>VwvU^L#G#-AOcrInlJD|g#uQjS>#Y;(;l6Xyx~z}L
z!3*LlOw)9Cy}`l3r9_}9+KO_06&tkOh|Jb*@9thdu<rFLO!P>BduOXjk{9+Jw5@SA
z)u@B{<9rS8G_r2=8^Fu9d3BPu8`|By2kyrWIH`5Pc<Q#a_4ck*{XnV`y@}z((<j!s
z!Ip%8^V*SkuB0JKfw&2jb*BL_`J|&v7wSw|pT<n%V8lz;&*gQEt5^C3u927iRP6l3
z66ZSfTx*Ks%u?rkZBJC|$2M^0yucXT?%~m`@GpM{a+SZ=e=J^@T{Dp>Qb<M`#IE`b
zh$(Mt8p*t5+~%fKK?hweCC2GNCZvr02)304p8;iw%YsJ?Ig^KkF^fK%4?1ZuAQB~2
zv83@0{zAf6aa^G`+qYxcAT}C@F@K9_%&GtS=P8j?O-tKyRcI=QlDpwM^U{1Ize+6O
zn%B(O&oi!KCem1uM_5AD?8F~jePrttD1Ytuz67G@t@RC}PeJ@#Q*jKEyhE=VF-?qb
z;evOw0q$0?rx$~Q^r+S_fQ3AO=wuxE^tbZz^lp%N*4lhQhaiJFERy(5Cf?+%@1ltP
zF_iUfE3r?@T|}RM=gF~#?5_c?gS`pW*cq$tf^_I{?smxjYKDx3>4|q;UDYjzh5@hK
z%*D#M!YdQ&hJCgVigDd9Lax}Pjt$4NyjyG4h|Yz$Al}in6LN)E<uF#~QnNU7cw`$u
z$mu&Z*4M8bi(c-N8yf6$+()x9O5&bD#{8|JZo`Qs^y}E^cen!TON}FG<9P$JA5--o
zK$O0sAeW$jMkB;E0nhf3z1RBZrwSbzs9rb3XSR(WbB#!}U`gS}GfO)DesLbv*vSiZ
zwQQKnMtAyJ99wcrwi1bt`F^ewhB@nk07guyHozve?9CwH!zmpn6PFF(X_q9LO;RRM
z3>x6v_UW&bMwU~K8YTBvpN0C@b^tI|D7FK|`=zmaE|2xHp#c<$I_-%=x3QZ9m=nT4
z%YA+>n4DHs_omMKM>3C!^Ks8=JDvXyxsJ1wGa>M9Ou#4d`}jh^V?g#zpg6VaF15`Z
z+GUnU4}DY7lE(}F#@UgA0$jdW;rhgSrD})YUM}^EJiWXG;oAM9AKRfQMn8Hy-D&D1
zAO<fzxcGQ{?8jax^QEzlNhOGlh=l425^aI?2ywQqaacttTo^On5ttGk`(BpA5hAIF
z#BjBg5@!g_#3WB25S<>wT$p5Cz6CP3&bp%H&Ltd3g_6G<g@-l~0m6la8X3L4y*lXf
zbeE;*bF}}1Y3&OXJB?Mm!pXI@wV#@rmID)A&#!h0#82|l2YJf)v2w0Opf}Gl^t-!s
z>kKT1!adtwPAtU+a;7BD{WFu;U4xnUPv{qHtNxM8taInd%?w@*-#r@vH=M#kF}VF5
zY;1>Jpw8*>lXp}QbJ6gQ1O-?EkTU!1AC4O}wG%hqHdv1rIJt&Gd2!p)vpr`nk@%K5
z*L0sd-PTLAOIS`k2Lkn?h*kUa{$~tyIr}p+2U=323RNh%e=J)m0UuBC`FSfavtW0z
ztYR3g@&x_J^IfjSkq}hCyf$*T#v{G*?$Mx|E22l3@zG|f%u219Ri5iSIfc_}p%r@}
zU@y*=guCU>k2_DntBIPCMj8u=?c6G!p|X^3+nC5civ4NC_}o;;mm@91S9!484jR8Q
zS%~Ii%+*ZUdH*Bh(Z4Dou`wGM#5DgQVB<^HPycf;?e9`^H|uxJU^z*-n{}nmtyY6&
zLjCU~RSJdk-oDyS#sEI~$rJv3PWsFmVpXJhS?jlHc$ONedq*#-qt6_yAv&UITmPKV
z9#VlGG@tCsMKkNjt|759A)Eh;JE-=UQ-(fc{FoIg#rJ>BZ)*Ot_GrPh)vH%`%riqF
zd2`4A-o1O9-jpT8CSe@cK9L4z_X+dkpuQEkwcIy&%zOLVp81k)i;npk24Uig^#!EN
z8KGb$y=~cWhIw|@MV_~pS$0PNigP#)#7#MflQ)|4U|mfXk0b*a^)nb3$2JTlM__%0
zz2ubxmT&>ku$QIKr*pRu>!*J|e8Y_<Cg5@kLF{WDfa}Bfx&&D#<kihvL>sv0@-Rh)
z0e0PvPfP?%FV(MMHlHtl=nN!C1fp*!VfFU+S9#f>G1`lfk2sN$Nnb+MRT3S^npP5K
z=0^X>a?-S&zkSmwO3@f^j`~I4C!~`84)m>em?R%st2lW)NYp<KUzd%pI)03dutl4M
z<`(X4K(9IjW{n31;H9%1A)tzW01bRvpZ8HF{fVjZZA<ppc-VR)ef}X5BYV?#5ctbM
z_e|z;Vk}|hVY{6hh7g;5K;&(-Y^ab!g~?mKxw)+iG1$bEgt#$Atx*NOA)<1xr18<l
zl*qj%J-nmxD2|ho%#z~g2FAe1f-}AWd20b5dMS&4=Oj~n+a|TmWjTgX&&{(02+){-
z9(t$B8&re_v_|WB5u7-Sy2SaMcv3H~!fyK}`!m3u*~el4njWBbgA%$Oe^1cD@u-KJ
znzr84-HV=x<JkQ{z1pN#KA(PZ$$#Q)x6t`na8{Bbh&`#a7+@Q(TS|bCgw??T>14oF
zVu#h*NZil<co!a9*L$eT;N%ufdPj+`sbG7s@e6G>R58n-xlrV#wSwoozYt9m?}4EG
z>OY6UJhF(hIL7@#wQ@G&^b|4Ys=To7Pi#^t3DFDffzp?oq-Rw1=q@-@%Kn%fZOn*%
zwu18)56{U48xeYxKp)oQ<9z6V8;$DJfco0ro%_dTmtrobD-p6@hPBuJN`(2&1<J@X
zZ|ehL32|jhqM}*o(Hi^W4`z#b7l4R#Tbm}qx#(nqyKJ_PkIz0Ug#DbnFqzP(B@~v{
zA&Q9g28SvXUy<baR;#IHJsM+TQSXN>;8J2ykN@d_;Y|oUQL|I%Q(JVf&-f>ZfLdK%
zRaaG`h`T~sN0ExuENrMaU%=Q3&OU#avxt%vlk-<LG5Y`aW7;Oze466cUxK4`16^R|
zk0En&^TzaUu)9<$GH@T>(l!e+k*U~JB@GUQydHLyJ7hd)rD!rzQlALAjz#3A;^!pS
z(Tn-RAVU$BAS7J&zyL$HAN_$pe>JGvZm=Va**pPPonMDjBpQ054eFGhKVe>*^*DhS
zV!thO;9cHqu+n_chccTtBKQEMR(T=iCCK0V@!XSY5rRQ1<HrmulWsIoy6EVaV`Q9E
zt%2KjgQHZhMjR-KvY07|U6u}BhHlJBDiHiobS?R?t@&~_PFv8McA5}dH|3Tqd|*VT
zL>{WuvQwT1zY!y<SzMgNLf?Vk53c6^$dAbuAD$*(Uh!?I-_slpNAceuGZvsB=y-45
zJ3n=y?YLTlQE4x(?$Y}k1+Cbzx5ye5^vi=<-9+dHMcU~!4JgeCZI*-)5<AbmPz24q
zidRx_=7X_O1bFLxC<{5WF}%ovU$Z9H2CKtcm-L-*`Yd3+JL}^~JV0_7-9m}o1hyYb
zp_wFi9SJSIqwKVe*li;{=wvgCGD+k2VF-wRc=C&q?^7$(Q@>(`S?mKT@KT6+mkPql
zLD5IpTt<EKL>Au<tO&P*##?Y~uB@S?y1KfvMhBLI+W`rFA<GS*m$$z;4w=Fzi;RO(
z$6X?^Zw<fbOgn=)CBsNijhJx!l}F-r!Gyhz>-sG^i30cU?t!9NL?(zxnG?2BlzQ{u
zSKc&nSGP+`3zxpXGBT26*u%6<kf^V6@(~D_?3*2fJ>Ah4+A%bz7YYzezo^^?h1oQV
zO98lCGJm9L-QI<*;bHWtpL7VD1!Y+I)DBAEpA!Av@7!lKk*%j3dHqfuH{nooLxrG3
zpDXYMvO*KVusKM_7W%O96YURRd_KndTjY+oufdo`hVm+lc{YuHOkzGjhpB6#^m7F5
zSN(oxp<??RO{Tc}-F1>Koi{03b9uAl{<tYorY-sXAdzFII)?cRio^et-_){p+4b+q
zeXaTXq)>xAdQMY=Mq8u+{hv68?`JEemZVS_!lIxA?ETfmh!vNQ#@taTXMVXhX0b+l
z5eKtNT@)XV*yvxF#{cz-n@Y(v#4-JnFkwr}9jC&C(J%jA<WGBp|L{MyOk=Q?X$1g+
zUgziMtEOCxi;LUPh%@l2lej;G%f(`bF6c#DFx|y$xf(O0?)eq54QomrbujA%%Xg^?
zRQ&lNQl@1aoqrN0hmt8}3VAI<OwIj6&Av`0Ae1u~E?l@0dYIrLj0&M3B9Rm?5*|$;
zXD~pM)*%QQM6Y8mv4mWCnYiQ5EtCkzIFvfZ^U+>dc#j-P1>qcp;97f2#H!%=Kr0Y3
zZ%7Yjg>S3>4#o)PvTI8U^z}*oUI6%>yR@1UcG5Bw-x-RwrbKfx2s2QUopTFq1HcP)
zLrr?(sCv_(as%c47^05v`I0$}Ox)UwvG}-7xUh+LQ&cc!<nBMJeS}<0uVHgiF$_HS
zR>>f-ry)ts<C`e2{#@Gi5-zI)F3aVWPppoGCAE}fCKR7HYcrw3yM^QUOi2S$Ufgdx
z%su!DWIxc^Qp2@P=C!tx8bMNU^GUt|=!{XfQ_;*duC3BiU571qD8@Y#5~)T=F6g!=
zxS7R#BsPH2v4j^4G~&95xbn?53+`K!<7bK8`3@5|Ubw(1vo=5i@8J5n9N5?z$8t+x
zSJL)sr)ZzZdd0dT{$+s$_ZClHys)-wA3W2D7sp#%5rr<1oT+2+v+5;T77ay4boKh9
zqP@|${LXwG0w3=xKD7a%EkpMb0>W=TezdwyDd*lQM<gY=)DI}^pu=-I)*{oKbdqw$
ziNTP)-i|jGv@!EnN%S=}IS26F1l<^!wZc&M@SWvyyhxWwM%BSsxzA2lT8SqG8l}07
z)Ccz}acgZ@trqn~b)78Uwab(16rOVQJ3%bKlsEYOFT4oFrfbki6MN0=fs<cv{$1H9
zoUI{Oc8dipmSdA;4?BfzZz5=IQzJeHtxfu~S4?_=J_s_w1SuiK2M^xHz-J#_fxaC^
z#htO*JS~d@XXitW(`N{CF_Oz-I9v0Qp>M;*b943CJkGmQ`QQ@^ui@u8(UoryclNK<
z#4{K4>VKM!(eTp)ZnM5q^r1=IT>2u`+GZ9tG(%_@=uQ}E;f9DC-Rq09^H=7MSN%f=
z%X0eWDfc}3Mjmagsgva9^LL$X)+sSVHGI6S;K7Z~Y3UBj<MV8Gf!(-6GXqU$7T(wx
zs?J>;xm$p=g6&Pe7GwF4pi&FNn#W*}Uqx&g2^L-ody_>)R$!fMe6tflPm{mnkjY>w
zpX#VN42ID7DY=X*X+nc3gc7*XoZ!D;V(cNxd{817#&wI)%0|g~f(;|?Et_@iSEbrK
zF}957ywbck({l#TN6u2<#vng;oz;(kM5C`QMwC4!#rH!i17{&qsCN)gn*;m=@z4iB
z#a*fjF;<04Zb|W#g&MVq+8kybmVWNlQ|1o$6tA+$q4WHC#<kd({N17I<Vh=9g$2}4
z718uh9(Yh}s?xcoU4^0gXU^*Z#`fpG@H97hX_6F}q#n3-+z%kkw{_!^%$o=`CDD;+
zCik(`C#p{PxkS)Bm8G0+t1T-+39w4EVF|s0ScZ7?=Mya(&i>K6ZNcOO1M6B$iW7|K
zZf-kCqXeO995|c8)J-aJdZ`z+<JK#MB(SA#mZamMegJ20P6KnUDK&>t>Z=|rdoST=
zpC_J~SA+AleRh#PldSsD2kRd31bDGyiW}u)?zo?c?R(trnxn8UCvX=@w~Em4v1Qkb
zT+w%;D%D2mF4zEm&khJQ_uu6ye<tBIH3>E`@3Id;+#mJLRImpZ{<;2Ic<Y7hw=hQ=
z+-o2|H-4_7$Jh?_L0wQWboq-CeK&d^$IrfNrP%_zennAe?$1$9-*a)a5s1oBHmv~{
zP>14s4TU~mHN&-i@rRzfaD7l+k3hr<YPS{_oR!<bgAfshp`kp-DopYI4`+xDa*fr>
z;of%3eIIRuga(KiEqHe_dBbQYZfVmp0{_l$BD??7uG|w&`6o?ZIy~}Yh9a48uxs>+
zgBUlqY(Zpoinm()6`A@qmQyZPZ^)l8v3@_fWbn9#um9T3{=p2x+?lmI8LgDx0IZCb
zA)7&@+gtb=zTgTn<ng&cMOR=bo#Ht}itJey(<&(x2o5<5qqM)H1@p>M%s5g>PoR_j
z0b2URKpHI%9P1Mic!BzhHz5Qw&b(%PH@PHm^-Xy8)a9^3Qp6)V*BoZN2jck9IKpP(
zF#VbSRl$IHWBQV*4`?NFWQ-+j4q^d07`w<>hi7ead_@E~j^Om}xa35m!vHEa)|6Gc
z--G99f|ie%SP>RBF%p0it=UZPdnztF(PkfeWoJ`qy9;WM!U{BkVPJ}|_g|&zSl9fe
z29BzfAzR_S!VVY&&XqG>ilxb#kDlNjFMUpg@&sfeROtdEL2Fvn2&n3X3hx~q&wxj<
z6;UsbVN}@Yx$X|q1RvmX-;Z3ZsT~sO=Ek?CN*)^1QK+7wf3<lKnrF<S3D^P3)eY^8
zAx?7R83g~+YXEC3l%%2~tnV?dF<iu_58S)3K#~4zJm-K1RyAutF@F)rWSaOuPxu&@
z&jX3I-h;hT0p3__7u;?VJ%^vIF0%V(D-B~E(g0!>5yw@=ZlybxZgBoux<zae0Eg$;
zuda=f*j{Y5$(ojdTlaQ09J?~A_L|3(I+Z!T4;KKmuoRDF#;I=~-o_S+NPbEi*LhDf
z;<e(f@(z`jJ6o?GV-373^WO6Py^nxV((bZ3$iTWIUkv+3DQ|CY+q(<vWkZI{lE7S6
z)pH$XE-#jf0&}_UR=^$~MYf#ZwIj2?p3K{jdqFz)taiZ4k&KP&W(p3o-qeXq^Bx@O
zyQv%VrAtb{hH7VJv{3ww(4mVrlGy(~+~imLTkvta8NLW4(fMB!$gbo~slAwH^RHf!
z{F!8;Rr25Ok{O-jX?WbD54VQUFicl|=mbrEz5mZGNAaB^=ujiJRnUQQ@K0V9KEeMY
zFzWv!jO%~?X@~FKxN!rN+Lb#vmavs-914@e>=u#{h*@4_O;lXm>N??i%>?lc^T=B@
z`teXg*w`lL$^rxAuSw#1y-xh+GCcdL*CgH4jC*kI8#uor&qpAfSp(q^VPhf*Yb_Dl
zk>!3Gydp~JW-4w#z?Y%*+Niz{B*V3V0N#l6X3nv3uRX`S=Mt}SbC<XE;nf_*Vgt5e
zvPNmH3D#VuF4)DN*nL|JL<6}oox^wr52LXqw%cT<NoG>)To>UUmKW$lCw>H_bq4B{
zqyWp-`0h?k5haP=v`vcd`S`h?$U`r+^UexF5yU;1e8gN{56!P`xofQ9MgukP?(er?
z$-HU3ZS@LrcM*We#&NvrANR-26Gyw$74LN~&K+KT@AVJop8b?Fn*PSZd1NakyJI0N
zYbT$y;WV(j>wa$MC!YJ(4-*dV?zj#V&Skjyj+TXeUX&ow1Fu#xL085f^zSRcNWTmx
zpIDjB2Z@<P8{{2h{7At>9A#`Slh7qb#1f}Z<hMgrEsg$hO|BAJV!}Zt!MSL@?3-IJ
zFcXrrxzW@utfDUT-y&*Kz9qjAP0dr&>Q_57#co!7{Ymq~lb0{x9Ju-MoA=${*>cr1
z6Bc^(+E{;JSDr88fEzgg)j!Y*nbO(sb(t2(`J0!#OC}a!(1*3`XnE|CK43#c-*Kx4
zu+=U?5w?~U&T$%Q#W)}C+=ww>@t*LcN&n2|f;6|5>W5lWIlfW!6`T`wOkdX3Ss;4F
zCStDi{=8+m<J)HZ{!wk#TlsuT{%$eN&f^L6&<ebgPzaSq^O%XM_LQb=>Nys3h7Z(R
zx+~P2zZ>rBvzeS{LqnsCGABi3jOdFdw%8$23&_$Y%s+D*hEkl90@VPk^ntl@`pT0y
zYWy(R?c*x}W2nvyBm|)Sxh7g3v~@n1f^z1syTg(8N*6JH7T4sCJtYZC_z+`IjOOyd
zZ;LQotxg$p$Z}Xe&nDoJ^2mr?LW}MtCrL3875)jUN!Bv3Bq_yyoH%=C2R-@Ni6_{W
zy`dEsP(Z7SXKy_5C5JNqsB{e4Tk+o8>EG<PQ+pL_T{jVX?;a;%o=x^i1tghtD0%j_
zW!amO$j3xOAHDG20HFpp$2{h1*SYa`1u2~0YhK@{(xXt`GUZgKp%k}7kyJ{W)~?l0
z%ofuQFkRc~{jBtApX^%rVwkDU`O8-OeZsoS?7zNZW;@%PfsSBw4+a{-bL@MG=rDc*
z@f(btJB%&qEyiocmcAHv-zuZ$k86giUa3K69o3a0$7Qg^m!YIIs-CJPyHjXv%VY0l
z0KIlB5-k$67an_+!~AUV%*8y>I!sq#uyomu4gsE>vLO;4P@YDKrn<I&YGetOb|2S4
zM?ic~wCp_|IH5A=W<>ykCXV~hR_qFv^mEhQ)Uo#1cbCfeM8~8gsT847AZn94j)~=P
zxhBt#7M_UyS{Awem~@ZA3QjkVV)|z}O3Cv72^d;R$2h$h-w?KY0Eoy-bwqISr{!`n
zCt2;Ie<rM?@$KEm6}q4yJQnz@yis%xHwFHj#42I$eN6!<3AE$aw~1z)-^{(qePmOO
zH^GXnoh1AgbXr;ZL*5gD`mny=q-_3PNB;w*1U<0HFGrU*t|w9_<dy0Prz9FNE);J<
zMJSCwxaq>&)e%<WbiKMo#JCY1&0b>HPIkRDJwV3Z6>Q}!ND|Hk*lA}zH4az&EqO*d
zOU~e2dDRKCoIqVQnfh&G3#>IZT_m1xpRO5z&jVCfp7JNQUW4dOunUwblyFpU;0xrV
z1Q9#&sBbDu5e>(^Xb_{Xi-v60r-A3kifttn3Yg|DgD@ce0jJ|inyt@lnympe*4HpM
zPHf>s|G@Bfafy{vT2~saDb9u+O3xI@a!OwIvlj<Ov<dqOAtM+tkA)lAIm{K1hY*{6
zlC$&b2hs%dfF1APo-&(K&3takDJ7+U$JuTS$c0DaPMB``iZ=DuoMzF7R1YT;03`CE
z%_&mJ%!9;Srcj->l%wz(-_vR=OB4sN2c1W!-ltU)7!VsD#ayBhw@RWv7=|9)s_5mO
z&i{-{7jggWM^}U8s+MC-=WS}Zdrci&NzRK;&5HS5KXJ<vkA(^9J>A_zAftof_A!RL
zz4-qFtrlSDcn<e9HJ(IQc~!;5mN>^vj)w5yhGeT3nnAb3*dw-R$!tz1I&ii*cz_>b
zGtNN)d>s<qI+=mZqsrPQc%p^3v2Y$gW(bKE5P=2}zhH&+Pw00zB+BF~G;r!`_9VVj
z!^4gri$qz5SzHK{jsbf#GAt@x6`0oVdeCjABK7b1`!Q3?#e)815_*}Zi-7NI-6KO0
z$Ok#raiaUOkJgB(Eu^Ker5!y&8@t(m$L)VsDw7LyDf;AWr%MIZ=3BT=%Cy7-jDHy#
zR6O~ZT&EwRax6P@!gz~g)6q8sybbL$z6I~^TAiTC@<C;NkSN91C{i~5LjS*C(jhj{
zl=_W$<*U%3`)MEnOS#k%<xV9}$$0wItdl=m<g6Gs0;SH%n8Vv2f|HXaIL^Vs!s2}3
zGu-Z!JHO6y+HC@go*mkDMXvXGx$<c9vS%#y=>HW?`QJx4|GR%v9}oXhtS&av3Cdoe
zj&J#inT&>phU4Y+HdRVTJnyCk#x;GK1iVY}vk?<`#Fi6js2vmL@5-GhHpbRh^4yE@
zf%0dU>4+3JKHaS(6_J@iSDdhUGq9xBxw*O4sJ<dUsz7HUn>MLtV)?RE_x65bo{35D
zIy`$OE|38j=x6yg*>~-0=XXy>-&^vF?=>vCtIs@TVvT=Tf}cJo;zR=h8Zjm=i@w<0
zhl}2*)}vMJEo}TYHO<(oM^rY)Pq$y3Ekjm&4S4MiaGnNzDt5<R<?=J#7~+Lz1e?6M
z4QW$$<0Qi|uIrkKGxn~aP7YYY6{-mlaM-Uh0_NzY7?Rxf31!E61lv`z)gxq7VsLD>
zexc?Vg)zksnA2hqAJ)<0XCkS%>QE*WsvtaMo=G{18}Qp<;R6b@<lvx8#>SS=bok+s
z*)Fkx-2+vR0m+vksVMu{_3RVGlyp1VvSl#aZM*|c#d0D7?GSBvK;&+ne69gHpJQ)0
z-SsdX2?eR7(rW}`^p5b8+zzO!&njKxi#E8M$u{ASH%iJ?iYKsB((O&t!8mAaC)6`_
zp=sv7DV$$hCWItRz*7CS<iB80KDTC{z{A<Y&c4kA<|K{c%&-&3xzF}3FFWChx?Ku!
zI<emQd!f2&MH5lIVZpXe;1uA?9S70?<YHyw2i$U_G{UNSYw`AN2c&rze72}`B5cq-
zppFz@0ut^k;-Rq%C5;G7t|Y;V4F+U)^WBlVJlMT~oVRGYgh{cPpi}xrO}nK}u~bxb
zZOf__yI;&G?A2cAHLF2ryl^qui-Ik<zR3r{mTM=bx6t=L)|p-wXeL8u!#NFa&IHi6
zN+3Hr_Mae3*A7+kzQI3HFyEUiM=?{E;&Jkm5|py)MCvDJz%^iIX$F{M&prDbE{G2t
zx&C-jv`{_Ny1`hzZX+~R&z&+?8J{ZL`Mf!D#y5Rk;p4Uu76?Yf0^uGq2@Xtn!Q`%j
zOL&>F7jd+EX)9FH@!>=t5MUhuPm9+%W6iItL;TGhcg_)Yr{+~dCh^Q7GsDQA>u^Ou
z%ns5T;*)tO$Gx(Rg;gBMZ#n5S>UW*;AJ&rSH~c<GWg5Uqa~K)+BKQ)^N=wi!z1uhD
z*K_$=Y~^#72k~!x5AAK)jsrA)h8z?=;p=ICgE;ih_r%D9$M93}|6aE3lv%z9S|5;%
zFgTrgCCW5Ok}n3s)GD>*Z|2A3iv$k{Mw`hR#BOW4Xb(tyYZPZ4A8_W`S3lpGEL3bP
zkC3fTSwld26q~@YYDO0c=a1|&U*$uFi<%iF;ev_$wAxAc7r9}!s!>yLmHe3it68w8
zi5jApzS;Kf$(|k41p7vOE;-r3lpWbwJ6$T|IEI`Y$j~1@d(7_s#!Qq;QHJg(o|E`j
zC0E5YbGC3g>cITo4m1^Cz)4y=z&KP%<eNG32?>(SFB_B9eGqvT%)u=;?ZHX8rYN~j
zd_4;Y(h60v?_8Is!0t$zTSd)b3B8ps1T(7O5tGSj5vY>W+~i=!F}Hh6F@*)sXkB_O
z_6s4EJeNWmUsM)G>XUJsW$<dJmvs2(mD3+DiYrw};U|3Ous<>rjjJSRS~!+lf_+Vm
zs;+SVvhq1hdaK0qnGh=)ElI-`;wsi8Gn;uSAC2GBd8f6{2xXi=zjJiT1?HTjj5mw!
z9s~btnG{Y@=zfGz)p~a5I?g;t7l`A3ow-z}zUA3Ve^+zOmVqA&RYzYW`K5QE@Rf2H
zFY?X9&~8s~v)GKX`$5$l)^{zuMf{+@ZRW;pWHQ&=VNws~oT@>d@{)HBaxmIk7}ebz
z)^q+;#3HkSoBy$Ux&k<qELO?bSS$wF-@fO1{l;IHGx<s|bD2@rZNj|*_kqO~vx%#R
zn=Cr^$K!qgSGsL^yo*W0Qgg##cu82}HqPXvNZxtv|DaPW{EPu5+w%&1(~lHcm=tpH
zlwM2rr=M+U9dXz&-yk88kz~%3u%9rdt)GWw@ij<@iN&k`c=-HV5XIj3jOA<8d+P<u
zoYR2`HX6<W&UFpF4Zdc4tds2mbqvk=-u+*n=v<+N7FRL7fI5?jIJK1=9MDr0+L|yq
z-|j$wo=b3d2Lby5)#+E4_nXFLF8ONQx=8OGiFPFGs~2-TV2Us9Zd$K*s9SD+E<4~(
zm8?U%Z(hx%#X+_gRecuESe>AA@%v(<{EM^fmRxOgaw(og-YD{s_0`(svdI7r(P(@E
zcHwzg%@fAuUO*RaXy1tR|4f>NXZzXfuxH(ikd#D5H=#7c7-B8;G_R_f1lOR8eVG<D
zyD+d6qd}Q@I+n1+(EII8`A6i=@*dzTx*-Sa2wrK3C^0+2s%kcght<t81Flh~HAn=;
zSe%Dj@)1v68l_9EtwWB1V<5(b_2s>IVe5D)CPh$6fBAF*_l!cFHeop5flHBP<3p3p
z{JP9KQ%9Rfx?V?0OA0fExVW*bB+)FA48Iq1RO`3Nt4P+Z+uKn3vVLG;jXTTAKEvax
z&fU1p+cvk@F8}xKAWh<`#4aYoT?J0=#4z%OZIVzXuF!wv;uT~$9ME(mzHUGaa8@D}
z1`YR-SfB$&qYS}3$Z~SOCDqm1D5iQk7CDClIhj5_MvybYqqF)>kiHi+SiI6#m3Rb!
z0Dqer`Je|#l5Q8^kFU$f%nXXUq+TguUJ>OK*|#$37IeK9<xJw7At%5pdYPZUorH23
zrMokpSwpLEVLy0E9uThV7;sB(K?`~vvsCz;0rzXZ8Bwzvd}G`u81~Quth{4;GksO{
z#X^!VY?i2-K0SP2;B1q}9p)j|H`J^te7bF9<I_Vw;&cqHc=JNB3F~+|@=zIsWw!`9
zll7^*#}xUEhkZCUBhHjvvm-K>4cqz#Tv+L&GUy`pu)40W;`Cydq72Un*%+OmO$RkJ
z535hvyhr{^ouY3{dy?Rpd&@^g`T!s25ibkSaIX?mxSFz!^SB(9CCg7XR<v2mdkFtn
zEVudgi0qHPl_3J0&HZ<#e|6dVxFz|<gXEk`O^cWNxHRqf%^FjE18{>+H=^<GP;*k4
z{r~B_e|C}kzVo(K>S}8+F3nX6i>x1SpLnz8Q2O<|DwjSjowoA5{^8<TAu-y+Nh5uh
zH+I4y_}`DLeG0bKhT!B&;d3h56fw5BqJKY{-Z6d2e{MRxn%?Dv#whllZH=w^nobW6
zyJb#)s(_Mlfk+<Tt$%kz+o2F%?&+3YBbkhazdj|UUKLR%SJCi=E2I*lK3EN5c;dIB
z4iMiF)BfYLf>o{xHKeRpsoxPXJ$N;Lg~OrrfRULYxi0>38;9NHLhgiCEBtXY2_om}
zg#dn>|Ir+7X6E_FyzE)NbNOCojLtKWmYcJGe`QM6*+UnWr}}JZs5lX_V0pFL%s;>7
zd(G`X6Wlu7Rxi9)J(Kli`SYITAsWZhs$Gtz=6$%mSezN~IIo3m^_zQ3q1?%RA)WVm
z+4QXzyC2uOhA7td)eSFq+04A+)Ku{2^HO#;8VRr%u}4l1d$!+CJv!zS*!$gF5Ui0R
z-p{)+BGUh21bELME+{A@@`{pmUD^4JoT&w~Ssv{^0}HFCRjT%X@upU}i~sow(=2ns
zZho((-w3~WP3N^tSYDaO%euKTfjYN#uDVB*J3l|NoDMl_+VU#}2L?VbpJ~<WuXFAd
zJ%Y?=zy844L$;dcon9elo^2jvUNlva`q7q>_gQ6e?a3`OqULP9roGfaFXUD0g{3+l
zTPnwVBX?vQg&N+z2)N$g`-QYHKR?=B6I6%CD1iQ_>=65lKt(P9lm;Ad?(0y$IymP%
zA|P$reP7d0((>D#de+!Y$!qivGT<i4`yIsivXlsIke34pIuN(K9y<I_Ei2#XVAmjZ
zvoJy}wT1)7$t76YPKWjeOWdpbnn*;!+PPkr-w}&t%$+2bP;vm7)Qj<auF1>>h4(7z
z1z{nPT^8A1am8b>5<MD=sU_ujcfh;<O0viR#7KhE8*o<kB9L#UCU9j#FnA70p8ywd
zH6cB~wKOO$`z)#Xcrh1x2L|#%EgXIBeWnw03WCX3FmQco6zJn0@ggo_1EfRxBLEdQ
zfV=CU4LpK&8?v13PQ>k&l_62oG0vgxuzqoCvZK_mx1X{~9>nZ@8^f`kocZcR@^LDT
zE=gMHxRP7~Xgm^wqEv$!iX|>6Ki<e+D76V(`Vd|ZVTyL7BD)V6F3Dl>`S|RkpS9lj
zUqXhScH)gsXGijvC#2P=&6YI&2rn5?e!9Z$%QKe;PCm#`V5n8S11R?GW%mdMt2HM-
zZSDiVssSSkS(OvywDWuAzEKo5J#5Y=FwDXbiIfMHKm))Il1sGqJb>GG7&%EGVpI-^
zSXl~E2MP9p9>6g;Au&1~Fu0!$ld;AXrDKMSzU;mYs<zciGkfoWC`Pj6%FG9VOcAfN
z4r34w{O{)D5;@#l@_-<jEZ6pjR%=H{HU$WOkI@istc~fQa+x$@rj3jKXml%9i@VAq
zOf@=4P#9JnOCNT2klTK;1LGowr}~k?G;9;GHMmSR6U2E5trCe~3#UG$wbQ;j%|q1D
zGdeq7iHwI;VKN3g@m(FQ3ZZUcMxHh<)>XVjwymwZGMB4y2>Fb<4(d|emjOioJ-F%_
z-k94%Fgy;%e)J~wVFzL_VhH2s&Q_CX?xQAv{6<7>%9=C2VbbKEXt_O|;sXeV^)8?r
zZWLrR+$LCyZQ)yDdUi<3_TU0nYMUxnG&2KFtf0$Pa$ri=O`0yU17*u6Mdg;>HxsPE
zAb)eW7vNVy!|xzyTkZHv;>)-pLO+q0(wrjX0uk=%LMw1Tq;_+<9%=M9FCi@&!bM)6
zX~XPzjd1wT&Wv(2q3*uP>FgD~`puIjc)%;}T!v^oH8@5fUBW`J0|#cJNo&<!qqyAn
zea;9<24=R<@sVHA_Io_W<e;BDq%I?)R_Q)xkD#jw8sTdI5GqWUm|2+E36=cQ58Cb;
z+G`hn)iS^i!ha7#(mX1mm|W6j3}$l0ofrDgc!d)Y_09z+^jdhw`_?GfN%`fL4Y5yo
zlcYR6uD2G<ZmD*wyw!(mvaw%W$v$hpHFZK7lh5fWshcib)+IIG0Gz_;zVuRFBxm-Y
zw>)iD<s{+>^l%bQT^}8oFsCWe*aSi6M@iYiW3M>iR0l&v%hQ&$)9m=_+d?IxcTP-5
zUS>}=5>^Xq;nzySUUnqgOg_w*VJ2ux^JdNsrp|+5mY5Z$*!m0zQ%c6?8Ov9r^V=t2
z`+&D=s+iJln9NCI#Wkfm?jy5EH`|2QLshZ88%}>q7f5w_N>5yDlx@M|ae!N{wYclA
z?{_{_znB^v*YwDyMd2o=zKRVzw9u3B&_pJKp<JaU^94Q;2aEVX_7w&a_gdKLl)Q7}
zIqCxw{ztE8o1jA^(u_JxyqVfE@4H;?AAkRFV>e9iYR-IiFFW1EqDsbDp19;_wy#Fn
z)8!l>s9SX#)1%-Xrl=@<JU|0&qkUZ>rTCX*R4nc{g}Hpo<&PsHa_n@g1d+BRL8Y35
z=L4h4bEMG^e(b+<E_0hnxXG)Nv!SlrXBG>J&|0og!#00o-icE-TO(izw(ouH%V;Nt
z0}u|~1@^)}hK7c6xGKl%=Fs|?BDtaGDwQ>CLg>`JCS?@(4}iri)KW&#i{UUnRjn^!
z2b;ybRY+um`kAIcOG`>;Y09L+17g9%SDQ@k@lK+cTWPu6%~T^5{Ml>H`bN;HOIgRa
zfX@Oz;~FSK<1?Ttw)xuMIQ>D>@dbhK+08D<1jqa({ShFgR=nvr2&*RNF=nToHJ`{2
zyRT?TdGL#c8F)h~NGCkh)adn!B)WxS(Eg<YWS-`f$!s%i0CPE9+vbT450zWdFIA}4
zm_ZfqJkd+j`@}p|Xzi8BH?G^Z=>Tm!>XSpfreU_BhviD)gEoRr`ArJ5l1eTf+rB%F
zn!qh}{7`RDcWgm0S0zIqcG5|<TV0PYa7(uh``p~$!nEOs>f6eI#I4`bU3Gz1INsQb
z&e<pEn7-!$`Vy)8bgWodUnS9rAN6VrSOJ^lcrWF-YV^Qo)KG5eZVPeH8t&-Ie0O@0
zc$H*!vZ8S1DHi+vLT||Z@%jKzqksG&^;e%if27cA$W!MtT1$59RvYo)^ZRGhLYo$)
z+qxCbh&P_XA37*5Bir<_)6}|>UTEX>xA3LxC3t?KoLKZ@<U4&KlFZziL>pvpvr#x&
zaC3Jqd}A`)J}4A0Zkuf)^0UJIuS`x47OM~J04G=a;}PiEoy|qBbEmY}G=2HYm=%GE
zZJ*6Z!`qpC@be`Gs*v~`C<YB?^r|DjOj}}g$sxb0{NusN_ZZPCiERF&37__C-4Dy>
zYD}|sY&FgaRAlPJDc9vXN)BiML4Qrd=Ed*c`(Rg0b5gI_-Jh$*4Wqmr)palnQcL@;
z7h%#^4q4*vCI(oHCnu)2YZC2<T&{NK7zOk+e+JAl5@#b0A_2p*#)Aw48GAWd-Y)Kx
z1u)>XGQP=6`P3~P`$#mO)vVl9^{ystS&1AVtnH20lujN(1-t_Ap~kchGK=y0tQZVW
z;kl4`o%67!*>adXAdn;#BisvcgRo~!=~eZ#^42i;X5z({q?x`fUG{SC$Eg)#1l!a6
zj}%ALB-VQOcRmB!n!A54_YsXHH#-@sCg;YJxKkZ4?Pm>%#-8BX(smNl#APt7$W*x8
z-O)kD`w4C~I4UGF41}1oguuTl{2J4Q_|uRjYU~DB+vpL@)QyJqNn?}{?E~BCjm=jV
zEAhQ#g|l&-^CfVr#!KWc1|__45BKwV17Hx5M26sU9PN<vrfwKL6~|6)k*(TRE1}i`
zIdP%mklIA8SNuPHzI-*w6p?;1QCM^-vbds%li0TFD-KHEQrKMc{KzHHb6<UbQPM-C
zVQYv;7nTx6WgD;*kNVMv&lu%2fbn$I`yB8tADglqjurtNT-)T1*b1X$`v=c1B55ZD
z_26}+<3%j&o_)7NuR{i5;H%bEaZSLFf#Dyu-Rp`>y2qfN{s5si+^Jllf^Dw~3C0iH
zv$s#eh|`8$%WiF8aLm^p%oKVfn#Gd`F;~L106X=YS*CWgN}RukG2Wz}`ijoH1Kq*8
zOc^Le*X5R5M!{1JQE126DICUIgi)kUQS#U4Qg_Fh37op(G?dPEEMK77$%;5%`?tWE
zGk*f5vjmUdht7Rp9{>;C?I(rLEY$F}mcDpt*2+W14(PTAHma`$FKy=L6DyR#$Cz1i
zf)b<m1wg}9NQ1VW3V{>PzP?yTn07L(Y$CvuoT=W!;}lmb)r%Of9L7@|uHP%Fga<dp
zJk5J9K;SR{lU1G;qThJJf1!t3rznGPSy}tbXlcW{dqLXxr@R3i%&XW(k>2H4#`5%+
zFSW8Ag}-ziy@0=vhcaH^t!8crZqiYJ4`J9*hrja>-|iE%ZYh?;NteY{*v|yI5D{6(
zs34e!fM!fZR|W8c>$u>zgJpTw+4}Y0=CG;|__WoNHXQHepL9EG1WNx~+Pem3Cy>os
zqdd5{e*ELOSu7)t<%bm}9u_$CFmIU79p+Oaq*Z;k57tno&)hfc+}pZiGb=Nku*nB~
zxH*T7wz!Kqy#Ma|bY;}wfRMccTCujzBgNU*zB*7uYk9f?K-w>^w_MVHK=|MGdbIHD
zxyTIXgl{2v3SScvPn+k0xb#Ow0uW}!OXhPE&c&cucs{*@k+A<Md;g~2yM9u(j*N5A
zPSW7`ipBq5%)NIw*L~kVjwIzIT}5R@>+B>+Av+DxP|3_{XyB7QA|p*o85N0!5{W)W
z*(;SIdw*oh%HDf@A1}@8{vE&j_+9sL+{gFVAJ=uBXT`^Ryq?eJ<M|kW{>A@{j{iSh
zR{gg_-v9VF`E&XP2JS#-B4s*7`1OX`|7Fd^Zu`edHq*kdPXemj0gP{luQZ|mQ0ma;
zGV7ESC~iuW*?rJ&<AXVA9-50C2Hfc0%Odrw^F)D%5wnJWU~5FC6F5e%I`;|`e<sh6
zCI<Jae;@X4lUyr2_|Jj&^Eu<mJG3c1J>BluB#Md3W&;@c5}^{IwzBa^@?&cB#cY~`
zcmFwQni#BdwXwgo0BQc;NsZpC6&I;}kwZ#2iIFB#K&{%%J0z|PjoRY)ix9gG;5+Qc
z$Z`r=TeAn;uGzm=W4jmsQck3tW!Sx+c;Ax>2#8;RXx8!XSI6H#SSLZv0{@aYONsfG
zS6$buzDb!MH-M8Gv^hqXPs#bonuZi#TMUfd>G0C;)Y3dg=^VvRnG2?6GgkGY+mURo
zBtO-+i^Q{L-fZ#rz1DrLsRM39;`HNyba<?I=z4bi^dF{k=Oab~9Uv<g>tMZm3eaTe
zZF`W_*I^?NHI+wp9-DbY3}ne(1=6gKS2GED8*Gc6*hP|_UfeWSd^0U*5}dNur0(RV
z<U_it5n#G6NH>6r;c#1!X#ufWf~lkUQ+v2%9Pmy<g~dGPv9J%*k8r{Bwr~KC&1Fq=
zf9P8jh7?*P*^P1QMTIM{hZiKJ5i7E*6EpCHAUu=<iD?dlXNXxr0|lpG3L%5ximWGw
z)eXsY$$Ju*nnx<eDxCfH^?O&)B@ipV^*jK!-Yl$4OH0dlfgEmW9mTyKkS|%bN#3lZ
zvzVE3NJ78D1KJbl+5Bkmw?ZE<^ji?^?n0C+Ga_O0PWpW~$g6*)nH>Cwb#+7Uqi@L^
zB?UJ0f+PGwcD%RLK<QLdjr1-5(Tqx-PRHthb9V!VOA$PJtbb+s%Fm+EoCcV>1@dsW
z1<g7S%=$r*%>l!BElg_JWSHn^e>_OrxjaWDn{m4eiU%)JtYti|=b+MxQ|=&s-n*+N
zsZ`cvcnr4tSJGUN{-ySj>f4Gg=X{Qy?K%BXz3O+1d8NyG9RIaenI9Bb+i#Y_G$IBk
z%IbDn)Dx*J@KzLISJhr*2o3ZfJA=i+9L+j=(;?s|xd0?=yk}C3N0Z3^Y-LS%^=$N$
z`j*^=XW43;2cY3PoPXOmnz1`2GL8qF16(=t++9v4{i%IPBUq*QXRvsL@UF&9J|@b)
zEXd%M6%-WQb-{&wBylL0hxn@;ZnFR*#&W&Bp}zUXM9^OGI%K}gVrY>4lR2YIE9t>Q
zztGS2wz=cJ`<qPpfE;nPS_)IHQaXpd4HmbHJI0#melRw5fM_$N6s0cDu&YwcnCY3&
zpFgTNc4JHBiGh)s#{k?}0tE-L;_{EnFg0#TGPREs{#*`}w3|=u7)`JXm+_jhC)XYr
zV=F?@wH9qx+@zFqH=)gBmq;BWyCTZ=nX%xbZgOBw9f6Qcc@>MRqlM#~>WP#VSGRr8
zBshV5LflHPYNyHl7pWd``czq$aQ!ov=Zn2}_sl@Un^8z)%g7tu03Q7vf^5VkV^Mpi
zq9;Bza>pA_4H!2QX40}vdfHgEFaIiwECYVx9eN-@Y%exT0_fI!NCn58%CBlBLxBK>
zi19VHazx1i&`+FN7WZBrP~I6<8>#_hj^4xt8Z8j7_PWLV6F-L}`~ZE&b$qAsp*%nu
zt)-E))uqRY2$aNf9ZfJJq1(z^&g5-CALRq7)O-glnY#%ImFWJ6;-Cdh@0r_H`xWZ2
zd>}@q3zN}!*>$2dX2ZNEI0Aeq2aB*%5C9U3QnmibMknBZWV>AgNJ#mZ2Rh`vWTVhW
zf=Wog3K`QetJb`K&<JgbGM+Ex`px5aPsM+og_)VTU!2-dVVk`xSoov3KN|}*k`Jc+
zU%HAdreUPLS=YX`qow8aPP_d@J%8b#^CeOW<ED8Q+yC$ea8)W^be^@wwsfT3CkA`7
zj2Ig|I#uqU_QmAltiV2On{b^lnASWm`(w*fy}S-J6ynVGDzm41_{WE$<KvhE*io<8
zc$c~k7M=V9O>S87%fiIfzpF}gZrPi3R=;MM$kZ|U8!f!!?|KZ}r$7tN2>w-a6%K?F
z;!gr^9X$zwcm44DOP<`aO@jnA?pFN4V!&^|=o{eN8}K>AZD@9uv$M|AB!;hVR=67Y
z$!gbM*G~2tVeupldC!f+1lXNAJ||S*9=F8T$a?l~8Swv!((r%S+GL!-oGCyg#G-<E
zA6^sRU67QJC6(>pBd<i)xLk(e$*(1hg4nYYk#VFkCb^;Hg#@H(T$30>%13Hi+PY9u
z3;r|nCmI!`m?MY}AcT&My774+O=m3m6BPe{HGi7=Vg59%%)9Ffan0TjWOuEg(ZAb3
znY0o>5%CWX^wOQ?0&~n(7y+Lm#yE3AzlW|o?vMZN8^RDP+8Oo32WL_?L9#JNzlJVQ
zZ7;7Xmslrfxwv^<jhRKHZ!=dw=k0l5kNSb!nta;jH(d)2>vT;T|Cacml(Y1i%mhKj
zp>~wGo}eJ#fr2j=*YUEt4rN_jI{3~~Wb<mAZvda8_WHMPi79-xy^eluys7R3dFKn>
zbQ74N{BY=J<A)|c>m}hj*bwuhhWJQYepQA^)oEzh&)mYjTM!sgpeR(^S@v=bhRa)J
z4p|<{3wvB1X<;@X&JI=}k1|;CU;ljw?cPp5gN0tQBd5ZxCBU4Q+EJJZHDo2AsfLMa
zqB|sUGEkHo3FcvbKXJJObLJjsGu9A81B`}OrPHrB5%sg7N%S0a_0kz^Vls7|#u&Yx
zpJX_k0!eubvM*BT#|cl0PsZk3!*d~lRwh>*@gHPGw7t14UHz~BdRf@zo@ejbz$U4R
z74SNUvaL{*`v(WN3dEO$_aM>kARf6ZsmEx-I6Bf6CW1fB+ffNf_8tg7f#Pqu#f;dS
z;|L@~)GveRuyd=;-wJ~ybO!{k{g)W#Gt>j-lS3a<o|K-YD)yXYQ5?OmU!C6>gI2?+
zAO#8+HW@b8u-^_N>~dw}I;S*5e00xZ)0Xj>Ev01<CAS}b3J<)stEsvS18`3H;(QS{
z6mw!0^m$rL&78zuD84XWaT18G$xah0=MxYx8)i`AKLZMD!AZWDvqDLNAFTSr4TV4!
z#D(jTK-v;*Nars7``Iks6(GCXbag`OW_IBrr!Q4CybKHsdBGuR$q1KyurR{*(ZI!-
zaV79u469!0>OpMe+ay7$H~><G2pJH;arM{iMgx48qzP9##!2ga7)LqI4O0zfh{%oW
zPS#AMlqavjF_8N(;c**&i$r4%z^p3=1MF!ms@HE`z;2ysHOfee@7%8jmnw#7{BEm5
zfSB>+tJTC?0}#xEk#A(HFgKF`SR?qfmZ$#fQ+o;T3fD^!#HCXe%L@?#2(u+xtV)9Z
zVtv|b8ovubrZZ0>9n#TPy@W875dR<UpefKYTwuhs#lG+O(Il%7!c0CW#Ys2%`zfY#
zB?}8E-!|cO0}np}SnX$w<0gXXUc55v(Kp`53q-c;3-3T$z||_GMHX7podHd#;P<hs
z@we+C@>5(YMoN98a6N#AqkQ6$=jZ2gwc)k3`rJ>K$o7lBkKUuyuN``ut%c&z@di(H
z%Zc5_wuE?)RUN?hN%RVNcOG4^if??#PDlL1j=EruuBw~P=xEm;Kwi6Pib3!mR?GSO
ztL>|;nb@a)l^zgqqe)s30SLlFu#qsSsE?0Uzf-Mwr1LBU@ylA#dc}M&^N-|c&Usys
z7>9@;vFMMJ<XJ-K{FZJSuVO?~cM_UCSf*sj66fj<o(uR*8seA#xNEApafaWWHkx`K
zWd3#jnC1=!*OH2FemDDZF^I|D0gA1uZ)E3HfDT$DX2(8;@P7UwT1qTK)Sc0@*IliG
zD8&czqN@&aec-s~!qZN`JZ;$TCF3CwEv4c;?_%~N0X?uQ^U{Tmo2<<8CK{^jYJIA(
zJ|sREZPaZ{_KuFE0eWSSR&{k8*WYGLls@s70Kqj(@q^`CYR}{ObeYOTJL`p41e&}%
z${<oV6SoZX;ejJ9@f=kM4T8ZljP}hh8=BsD45QJdo928`-P#k8rzo}~G5$cpE8E9X
z)@R<lg-q`Z-v~T>HGxBIV&xLsObM1LfwjqcJixxVnz?8W^HmrwSStY5c#a*&0L<HO
zVxhasYhlLpuNQN-Fmjt+Kg?%j+&%UNyoY;avD8D+u{8Z|h7j85xVvKUc8dmAhpwWh
zS0t;jb~Trvd;BXKNujKzMfi@`-ITLSrgdK}7)x>Fq+>TDBqCBZ2-`9|dCk6vBHIWc
z)+B4dXJUOv1yu-#+0C*QbTz*kA%(J#MtiSaJ&zTKB;tdzAH5;h>?(1vZw79#p6B8~
z^9`7vt=&m200y>tj+u-!V4;%woj*(%cX-nCU-;vtQn)9IGaFB@2Qk|sW?mIaUd*gf
zyu8OL3T*rre$Q8Q3io1QV0Qixy~1CdxwXIXNwifQzpfQ|{{9>Pf&U-;<_?f4ccrGL
z<{7Gg?d+tq5?8hxH;MPb6u{Z0o|l=-ex1f&2rai=lmv|M8xH6@@co{GTvrr8^+RZu
zL{Ua;k$}LGkhddn*dY)I#K<+ZYMDZ0FRqM4LNM6Ku9kR?k%Qw_+I5UqoN!4%FL2R&
z8db^{pa3yKSw}EM`s5jd`x}oQ!9)KymRQUZ#JMzI8!I#G#+CenH@bV^mHXpYMpC0a
zexn8E0C#Z&?}vxlTEa&fYF8sGS)^AU!bo%s2!;HyU1CMawv^9c7BDh0W@D^44Vqd>
z)UoZvloMxbe$5nnDcZYCo5j(#gRLsWFJWQk@TfFq6RWlYUSi1j95Y>Os5g2d(j;DC
zY)&?|oxr1~@3h{15qStsJez$QGF!~SN2YnNn3KiPjE_}jUA}+Zn$wt~Ab%IEfzFxu
zKV43p>1*6YlBKI#-TI3C8gx|5M4@i_2YGO)=vg&gLG;NlvOyGGnAu&stPc%GE;i|>
z@x94Bn0VU7Jz(y;rsob}X3`V>{(blZh@$0qv<bIo1iTUVp(O5_n!@!Y=2dfCt@ygC
z0v(!V0ZzH-QIpC@jijF&>rv<{4wLl@KH}m51AQeuuZZqQoP$J~<_)MN;5|3Bj~8*F
zL;;lPfQq8L$BR!GYi|i^99EG6=%wO_J%w3FKe1UvwF<S81li+E7r=+W!lR|Ov>y`t
z`#8RHAwO%$xHK>HQG%vv1iG9D4upST1<QCfy&-~|p#*go4C5_s9U~m$kIT5e5xg9*
z+8V&;_b~hI+YNHX4lGXAl5O9@&*J<E@(Ua(=Q>B9b&pVKR<uQ?(~pNIq1Jvj&KLJV
z0kZIXakZ+O$3|z-o3sXm?(^M;J1mS2@-7hCJ!1h%_Yx8kzH||TiiO$3qwLYd|DV}s
zMrq|!B7A_gZgwrpYD1RfA@3ioZWmYjjB&9{b-Xr<N6(_YHr6@+79{5q*laGn6^WCd
z@ymqX2Q?4WAHvr@;IBu<3%KqqOaZ1QgzLEZM1-bHbxFrC>bNqzS)XHzH|MS?;e^#Z
z3G!H)T|Ggde(ea;M)7auqGI=mIbt)=@;PUQ(T>@svYQlEW7}8g=^w<s9IhE6&FF?z
z&O<)6bOu7b!fj^b7ela*@*&oxlpu|9DD=hJ<YBs}_SC#L^b+_PpNUrnM*q3(dXRor
zDWw{l6Xp5MIsdAm^zk0OaQ7WB_I%l4CMIf;W>pTcv=-gQ`i(MCi$%g*SjN&!-384{
z(po*AZ(9=vn?0#vNp~0WpbAW&!sK1_ek^S(xKrx}XJ^L#3tG{3C+4nc0t@l`st9pg
z%ekQDP=tpPJot1}C@q5|)(}wDeKenG18;PuBj^*D-gBb=5!WaOt$?K@IT;TQUM$0-
zy%%AS`SKN+))!u}l{2Pr?L6eac?bNLcoGj?F`T}2y$eK7miSx2E_>#gP!A>)u^Uu>
z?mS!XJX)JEt)oi4L`@%o>S2Bl?Xd1HJ*?h>^o5eC?YHTYje{uM{GBnw$(!^NH(Qv2
zdLv3JuRtv{dvBR0PcXZIfXI1KmmE(aRrqtw;UE&x=M&O-zB9SDD!w*=WKcwI6M&VQ
z1e`7v&4r)QWS^m*<Fg;UrWt8on_OPA;VJ#wH&^U;ZwGee%5LnjcG~Ny`|BwspJDyy
zu78(s>e?8RE7c$Y=DF;$1?+J~MN)tc+AFAm4rMA(6&?Z4|M*TLDs#Nj2bE3>J!2tD
z*6g@P3D5v<%S)`<S#6hg*7RcJ(<G+u<UR4G3Xt7L9`8=VFmYV)L)>cJ4+oviROV@t
zzsVkc=~Y4Qzr2yxXK1w9oVP5Ta4`J7a%JLZtL))9_rWrxyoBo}#qoS+gFL)v&lpID
z%FT@ehvuEFeZQ;v1%+Zm<)Xd+i#1E!9%92&(bl(^r(K|h^r(z6tVR&-#4Np1Yk<;v
z{)Dt1!r*$uG&H(+?p>REAm~JoK8jK#7Kg*H#iJvBG1nU{DjT)-&oiX*(1t^ZYl2|f
zu&Pj|?PSB1#RvLKs-IQYaW&xkiFyI{Syc0aqr7Uzq3uzWqt#@PaFE545Cr%638vQ)
zOZFME>exoc(>rLlh4>cjtG-$tNJC!Q&WHDz3gTlKj_GD}#t^TX6zh0a6WgBTP04lY
z(WG~WHKcJ;<hDguV_ocw&J;XcIVOvh;~CaIoU{AE_3yq;YdqbX>KlKjw>;v0bK#SE
z#`+5e7x=&-TR4!OtvBdi!mek&qDX~ys2<AUcAKELe^;3*uxQh<{HnF?pG%sT7{4ho
zb$hGmCdEH>VUG*1v7?wQRW<nfmwQZAIv*oAn$bXSp-<KvsnVRPidY@*RF{0Y=3n<Z
zIqyu4_AaPiek9OTzf<REMTTcys*Q?i?fb1Fx&73mtpnjwy88pfUUpT*?RRo=%1dt7
z*=znXxnfZV2v}}Hl@)<JV(#ZT9ovG$Txn7ijS<vXAt<i5Zrg2iSRS}aMj+>E>-;tQ
z+k&^PG4dECD*OjqP9NxW(VygrW_FSJ9q4*emTFLuGeD5iCu`o+oJ8fz3-&zyvN<ln
zIFZtcqunkm6$AnAm^E9YurzU#7BLMp%Z(4HyO64t|3#CS%i+u>6S5TKwhR5$03&0Q
zC=nQZRB#|}I8oR%i;v5(&GhLbCb2FWyAvk70SJWQ%A@-nsNyBxMxUfsPj#@$tk+zN
z4_@%<-)0eX+Wtzc!fQ(Xbax%q7m-bkEuREU`*L>zW1s-ljkm&EUGbEGfWDCaR>HI!
z0E#)^aa!ZVtLuft*czVL>!Oo&bZZc<zU-g8CeYq4r@=@zUD+$@-JAHEPe_o4ap@j#
z&5SQwoh3KkZVXKiYu83P?Volrc-}LQgF3hE#H%!R9ihkK&FV-iaqkl))bWb2iauN5
znLDZ;>KX+Rx7y>A7(h-`+38|s_TcD6y$?qE!LrX{yAxbo{*8P8vWqQ(Fz+c}fMoE~
z)C*OFKA7?XAvgP&bov;OgO9~Ssl(T=kx?D6!Mst5_cR)d-9`tfGYRLHUTdj3TJT{d
zO?Itx0d^}_x-WuDU`&myhqZ|9YG<CzjWt_-;b-huy6e)aV^b>PLO^>ILI1`4mrb0?
z2&fa!p|?cOa#xx6EVfANyZAsg&wDIa&9k4@L8>wgHp*V9M4m`%8RJCZy8~S)RA&^z
z+b0EZX(UGcdd63Nc8yCy1T0DQl(ArqMj1UV7zFjK2r5>Bu|v9b+rgy+Zr2JlBGPTA
zM~I$w<ZD&@6zBt@+g5&)ZmJk+y$Y&-%`3NQvchlr7Bjq_PHvlXelh$Jj+<#0^*#kM
zwSH}d32<?(Kq-7o{u;v$u3;?4BsjhTFW7b>N%KbMs1DRZFEyzFrI8NGv8HM9CL{y`
zNf-G%yDrufPM+CJk!?0<o|Sp$i7x&<Q!D%xddUo!!)Y`%>mTZ+*im05my1UWK`lrc
z09_->AvZ-_DV6e3oVF?o;q<Thly+Ik&EUWcA>>T?7mY8kcc2y9ERez!#TCiMEpdPh
zt~WO7&rafJyN7+Dzf?ZN-s*{+tn<+2ZtE^UZ?~cq=!VDH$PnNI8xf^d;}mqs60B4e
z_jBCd6jxX#94)=9x66_>Ts)(KQVhp!;u9@-#g3_n618oe6T}X8#3`EXATus(7SCH8
zMO=jH9}%WgkiPlxqQe(}k`6#JMTUWgcKN%IMX5&iWeclqOXE8x9K*7T>L<}$Nr&uQ
zRUD|LaEkMuyQkCLqjGPX3Lfls@VmI=LRFNz95_1Lynq}_cuj~T69Qt}#Nvz4O(qm9
zcHeYS#`VRb!nfNHn)u6l#OmU<If!|3z~S|))j*$(>=eqDsm(Yq749p1vf|oXUj8ZB
zmf6D23$+j<lc{5=#Ju>S*<j<WOSn@%G8f#d{*>G(+!Kc>i*=K`CRNEVUXK=YPIvl)
z^)G<j-T0@OeD1+L#Rau2J&*AcxHH(OSaxqdzC^~ZIatNi*jz3&vY71`agHuijLUP<
z)OK_uUiH<y-ZIJ4=}gT9I-|VBKhqoN*h_cQkge;ggc#@}w~n3VRVe$#=gB-}P`7&T
z*1fS5m=X43%Lki3re73-lUrD`9C_{-oj$h%JkmJ}U%E_%m>RiXZzuk|-fy4}|JLv)
z4E=v&E@clxC-k+YWgQsb2U7&G+Gt$?80u?|+YUgjdBd+mX$ME!<NhiXPdLXbZR0)^
zCjwr%x9GV165c<LO^XVFP_w$ax;xN$5biY@`kuWe)KICp5TZ_G4Twge6R7Ix1R~Hn
z49>Sl#J7I2GS8bs((U3v;mo|Jagh3uePodgwqG#Db^7eH#;pt<mqebDVrbh{S$s<a
z6oKV%>PxL;Tk+ckpxE{LgASYxga?#^jngR<NrI;nJEJ@bku?(670k<P1;gOyN^Ag#
znUDh@zALGASSw4pOeHRSJ}lc6b2SB(>+UyfS&xzk05@Ca=;d{t!{t;w53QeWfSmZ5
zfR;dvN!$a0(h1t3tzh=@AcDl->}p*g$^HAVfme!Y7PZk5q=VBniIyb5kxakXjJ-Rj
zdhL4Lz7M*(e$Hg`hIu>(XWUvW_Af<kx9?Lxgxwn0UHAa_-)G~C7yreoUFJ8VX}_rE
zD@lW$8C=rK#J=RW!9QK!VVy^hAkbXM%uHs*bSu^YthfR<OQTyReuOAa9wZUL3WB|q
zCPEUM^BX-3JCZVWOKjk`>RID>3PP>eL!8e^|HkS4_W}RINFCxGdlQGXUx3LtNCC=S
zl_H&c&SJeojGxF52p93Z)Sq%*OSTK9CS_qux@6DMj?iL+Dc2~9akjdSoqbZN*3k(}
zNx{bZZ5?CpDgaw(!E9mGQTES^0(y)2KU9-=L42&c{j<XjRwooNI{x#KW%mA|lMdFt
zmp1JCU^yI4X9uukj@FTC-=CLUhVZ(NBfu$7=~#eXD5M-Rh_mj1_Y{B#V`xpAb9{5J
z)^LsJgunl=vrPk*?O5p^JHTzro4a#fKXF=FbXH$YU+AlNbb@JA<TeIvC&=jrK5?7-
z7wJVjB@TzgiM`W&m5kj+ZEj2bKrofTQn2m<)U5*9>#5dLj(o&I!L*C;<nU8%-Nvo0
zoglurm#3y3<*fA+^K_kU+Ijxu-;maB&+APty4~r!H?r+EC1&lHUR^K3>f?-iZ>eoM
z78u8MqA90ihbNl3c2Zp7EwgPLjMjO(MuGc(Mp-AbJ*;J~WQ@Xd#(<FBA{|UJsPsup
zU;SKxy@M6_AiiGuB5P3G9bGTeg_FV@Efw_RSP!XWo2u+`(yw>IR;N`~xb1~T=_;48
zr|2Ow87nI&L5BjwJ~P(F!y^E>G;yzKuVquMEyVS`3}{Z+L?<0>(l>WWgvk4V|K@i!
zSLt@2|NRW^_I!jhRP`=Xd@^E@3uE`uM%uVGP>xeM3I&L3%z+3i)&$clx~xy)p6OjF
z!{9hy(~Hs<$w3U4JAkf4Ta0OJq))JAvCXyK&yk>MLzJxQ=Y>qOA~`y%9_v@f>Q>6c
z$9wday}Y~dny^Nj-=HM)vn#8md9-v?2xr5sQ+D;11?L%?x%xmAIDp~6IDHh1@&zd?
z>D(iKEo<o{J?|$dm&{%}J2P8<vNn*jQ$Z4@(B&l!YR1=Wu~KNECe&@=D8aen687ZH
zEAGhhCcn5G(`pL}ixpK2V^|_Aed@bl#eFh*^n#;fVEi{&H62T2IBi<*0;DYomW)U)
zK)_EeHA{`_q)_cKKy+#<ksJ+NLAnWE#BZ47f?O?{(2J;{>La_nZ=9Ip1{cu41Bl5(
zT3taS$789)0L`e*5xCb$A=mrmy;;mzr?97Qm13{`-AVH(edy;CiP%<7?WE<eF?G0P
z@onXVPJ^emxooP<?Q?UK-}>`VQxAp-CuzVzpetPj$3o-dE1Eu(b#Is&NC(vEL%EjB
z)FTN0)K+^gX^LWM$Rb_Zjs!`l_YpWzqJF<KpT3Gq9@E{Kzt9(`iBh}Egbi%@1iBZi
z*ta!oB4!~p^%SOWP9y-uS~zZyj{VW^4@t+b&efp9U`VZE>zqUu&dJeXG^=itH!159
z*YVT*+N%!M9uWss-<#A9^*7bJ7pLGaB6{MjCy<6f{wI&%V!H4J^=N_k^Fe0gi$?Ed
z+`<&9b78NpG0xcR-t%W4@l^1K$uz}3QXNEH2Hn@yC4Cowel@0l1r=0$EMEU&&CYp)
zXwCzMi{f}4L0rf?^R)9u1ct~3-1T*OfUQmVy7RTF6FRwCMvRcla>$W<%Z!o%IlFTv
z=1cxutMIFnWi45lf`i!=nKTW2jlVG|GXD|OIRxXz26|(*Bdpd}L=I;O6W#?He{s`n
z5?M%qeM~nC9K1rFIbjv`E<8&EWgtITbEmE@8r7+x(nIe&k4EZAy_rdhw}#Ot1q?bi
z%W1M6{EVTeE1k1WDlrH2@U9+OugO?nW2*zk1U*@yjQ+&@-}Ulo$#I=s?c@kSQk(#3
z_aR--CxS(AzQh~tv1e<>h$Y@T3jQEk!F?p4BE$w#bHaKeDN1i75?y9U{Ku#UEkoA}
zRAvEK-(>|9?7d>+Tsz=GA*&E-KAH&=ook(ri&x2?YbC3V9Hi-7*0@YDq7K4lDqU(h
zYaTeV=11SUq#4UazDr6kw0pdLcIpjbH>;O+=Fd+yNH%MHbS2`O&Nm3X#5D%-*!h5)
z7-*r_7E%Z%@5%H-e;%lG8A56JilHYb0n15nl!It|7e)JltJak|!fuI3uV_d;_SWT6
zIgM<SeM@zOd5c}Akczjp(3G|+p=cUMrg&qLDa!~@vj<7AlRt*0<n-lZaxaL>I?jad
z>!rz&N%8UtPM@s!q&@kRzC`BALxE)Nl(zCXu2d**3gV;|X0O?@Kx>7pef0Q22y9O4
zlu<m!FsSau+z|rcjJQrD<gr-%;g{~ZViU;ldA*O|-tnaijLPHgQD4+B=%nnh$6TLD
zqiMbGd<5ZcOA?^wtaAdzBfWm&d8XII;+ekch?;f6)oUq~dc<zZds^p)9C+hy`S0R+
zQ`RLeE*zZ@1pP^zo4quKNeadF`!Dv(fQ@rt3wEWO#yy`nlk422taG+`$}yr-TL&K^
zWiJi*Gi|Lvk>T00Era9t*-1yYGl=r4Gr1;tCO$GaQn(n>8h*T4TZN0`TAXZxINB;e
z5?|6TiX<bHPS^y(4+S=Xe>O;T><s#DDIm$6;kDA2nF8<T4%i6B(32fKHVq!PhXj3+
zsdA4yC=_PjH$41{q%Y3Mp0E4x63)*j_zXWTIz1ehvRu(XcKO?$y<-yiu^M7v(JVli
zkSQ<dGj{y^djrV#!aS4c$o2h47hUwdQQN%)*2Qa=EuhP&m_wAU^q+ko>t}Y>?>(-<
zvVIUW_kw`g3=)6O<3+Lx_Aqa7)tx`)0SD0g<g2-TkKb_Juo}na0948NE`97jM=7>(
z6`h#98|G*59y!(YWIO)6#iCyblj{B-2%GJv+O0eAl__!f6AH_ISzYs+Kt%dHe;+J7
z8h6kjJ!Mz9`nm{QqF=v67yNEHu?zcOq4n^Xf!>8#;WQtWh#JoI;LKUKH6glWRL2}U
z49~KDID9TUCHrVG9qo@S68FZ9JI<kyHG>7p((jA`kj*K|G`hPTZTfo50%!JPTJ@%(
zw-m<q(-)gxl0~!jbk4maNYP#i6F~IMYbv!dMla@Jai#oGN9<iOlJ7@2G4a0X>BN~z
z5}Y553P@5fj1CWr2bwC#!_>|JR&CIA=o9)Wf!b-R^}49RQebpOyVh*sq@#U(V)5%z
z^6`USa0l*aV8tZ=1ye6=_8DT$mxXDD?D{)GkM21{_GMT(EvT-??uzu`BsMI4cE&Lw
zk5%E1c=xO%65a7GW0hKJ-^KB@e%rKGx--Z_@i$J`D%c6ZqU=M)G@#0@!sS>nP{ISd
z=Qo34@dD(bT=fSO#UVgKD*O9^_U{K&KrGCcJf`9GCUgfFvvHBZg@lh`N?4C;=7Z3t
z043cjrgT6rgufTq)Ops{)Pm{_7mV8uUg;9>mPN~d5rEs;IfF!TlY5c@KfH6+^V2$<
z=v03V!*m&z3{x<9XPxrV=5f~v*k-;7Z?IVTS9FkQm{m4V8~gFbcDvYN6NKQS!^zlr
z48YiSX#ny5TmKN-ri6u0*L(#hD6}dW=P6n9FO7c!`BL8gEYQ8Lm4Odd*+w*=AQ4Ik
z7jlc6oT|{K?Q_^)Z7oLw0Fz6CtNE~=p_nlg_0@9N)a|Q&HP4;v`%6u3o6p_Vy52B3
zEDNC@nd38jBzP2YW%}zatO2;R`_Fl4T3rNu^0k|HsA4&_(hM6?V}Ux9eCB*1ysu;w
zn#+Egmd+yM7Af6K&0sO#!O8y_z~SZCTch9wSr-R6<1U<;wg{mXptK2sp|<4gSVu%u
zGXUGr)h-}Oy@prcQctv+S^s3sV|V$*fOXA&IT-hImiat8tNY5a^dv8{+lPbZZz7+@
zU(X?nG@MS^xYa71!`K;KA4?)spW1pjda1pnmVa5on!PLhTLs-)ge+`1@t#pl^)XB=
z_@lCJbJMPt#CN^~k%AU`yBFlG<C2lF@AY&e5wTIGo*@%ZfM-qU(soK%)V4Jk>^{NQ
znO*dc&-VR*NfD_{cBz%E(!9pNtO%z=gU7^S0Bji*g-FVIN{TJ3hq&b8+e`&>j9Hp4
zZKy)fxYK(aJ&R8O4dRf~U{=2d1X$WboQ-!F(E3g1S+TxF+s1uvBb7_5imgr)ije%O
z_6vrt!R=h%_U#%#qu`&@4-IpGc)bUQP-|Zk{T~?>baab@PY}j?{zM(&*8o8a<liQS
zHQ`o@HzlJ6sTz9`MV|=*S}M#&F$Fa5z1kMsWD<gywtj-w4OCI0_9DIFz{gQ^kEamA
zYL`Wmstj&Sd;Lnutk)VA;=)6Ty{Utq3qN9SYWs$1qVYpP_g{4U=YBt9bh5W1tEt^Z
zWFQlK6IXu0$VSeTH3o?mXLiElrd3A~*@WMe^Ur3u(ue9N^C{8RB!p7yu?5Y_%@r#1
z>(==^jY;yVc6;}^DnBsarbrWo%rNO%G1m?Jeks4)LXa7?4{mZVEAfX?UzXv`a0u(&
zj^V}u{`D@=!|6mCiwE>(nUjqZ>m6)zSnIKW;q2+(*qzrszY|r8#6sSP&_k@cEGCi^
zcqZ=rm7R{_c<DNfq{H8njVBI)g~Msd6$vGFZ51}uJ~+rJUf3i(10aIo!zm7Sc78xY
z@U7@GLE;E}wUpK$@aG3sw1Z(3K&NbWRlAQZE^~%oPsPv*`1x$5h2fFC14fP;?^1=#
zpEgZ+Ni*i1M%>%E6NEj#55}UPdaPUDC5#|2<71KC6@v(zA%gHSJzT~URcW2l-+(Dd
zG!mmi6-k3A138#aD<;kx1?IUg${;PzKiMTYUY{07k9S!ZmREOBUUYd*p!+I;YS&r?
zX6^z&qPEcXK&`5yPm>`lfL)&R`3L^!UlhV(<;HN3wcvmk*Qg`ud&bUn>CTQzr71zY
zE0YVx(7msNi#0Kbejsx`k`Pqvdh2*AH_4@9kM$28rmathA$B<hDB_2WrQ5EEBwPIv
z2#*hgjCsb4e+7Q7jRvXO(8K<Nf=6uTOXc|#${IL=rvH(>VZJ4z?OnBg!$m>}34Sqs
zv(g%i_qkY-44J~8`YB;$5OxG+=d@F^bq&2t?ki^O=>DFry(PTCs;w)x?epuKLz0;x
z*OfdpXVV*dm#ZqrPE^xBW1g9HDw{e8V&#fgADz@!aVuE-Vie=HL<I?#isw~y<0AMZ
z8(`8|L~886^@od0ea+?qc9IRMtZFYD=vH9P5dY)Na6Js~3F)B;BZZ!CqV!i;|G(yd
z{NKPk|C8_ei=-1AOv27?b+@%G7cO{5qtR{|ewovmC2?#x%%AO#LU0oqFYnjet*HN{
zf^{{@Aq*W1b>PDIz_R}{u(-7--=w|$2d=NcHS5nYAH{e=e2l?QzVY2fgHT~n3bIiS
zNs1!rM2NJ?27y=MnpCcHKlN)Wo6{k%*(B4j^VcyBN`x#=6bOxkzjX(RW`zC?_v52b
zR|=A3QnF&gd$M1F?|RNCR^#)lXVIzp6KIo|C+)qr!3Qn6rk}{MO`v&rqo(D03+%c)
zzuB+DhQTT$?vJ~EG8zq8phYUyL+fv;AT`>Xwo2Y<14^o0_0+Qzz^(p4)fE6WNzf~y
z9W8aIXh_kG{zkqsYJWobE6*1)iWUK^V-O0$dFD$(X(1Bz|AdasPt2%D0qe8%n40e5
ztLK2Lk}q9fb-AVj#5H4`JCyPXl(t>Gx>-dxDf=S^Fnaq-v^;T{c$tbZ@LgS0c@5VX
z&d<!e6IlA3(Z?$r=$71**eykD23N0v&%52|*_?ZONqz_+<$>{m9#fU^cSqebN7E+;
zdZ1Ii%xeO^u}0i8o;3<?eQ-WMg0b@SP6{g_CJAF6kLUI#Mp~^gxa(0o$FB7KF#kLL
zz8Thk*#H7V(CJ!%UwPa#N0@{g0|1-LR^gI3w*f;gD@{t$BT_Wdcbxb(0g#jImZW>{
z_KUVmcRtvP=OC6nYgVFrBZ?7lxBey-42kV}=&LzfMPbt~vQz;$a>msP0NPt8A-ppi
zK^E#hqKZQ-67$q8ge9h&g=j3bO=D;<Ds4o^+d27QvWuorruZpZ_&HtTJ^w@n_`y|J
zyW$`|8{Yf`+*e{uP~Hce+6RlSR4X$&z26_rH7t|lW%seOKW>iRr6dFr6(&_B+{iP0
zwrapP#LBCPzZvTCwXt!4gMotGXhjkGr<<qK8t+>Vr-``4>+d*8RyvmFxoA~4VX+YP
z@P(;l<kwHPh469ip#9iIb^_x7!7isM3FRK+P<Y$H!^7ddm`iL!-&wf|oZBk%WnII5
znwvuU5VjlG7>WN*R68W%ws;(1L_khIs!Tv!g6$)7=d$4#+tP-kwC<6CMHjlD8TgD(
zP2hOaW|LKDbWEI}3|=GR{-yRZk`f?fn!*SEI{0?Z{;gr%g~NkfS33vs6wG%ZOKQ9A
zTG+B5&SK4#lDw>$_#3>dq;)1cPudNlW&K0F-awDN>>7lYZ4M-ZDgg1oMNq%%&a=_~
zP+dhx`Pe%U$M#ae+Q)dQ;JNKYf=_%9n4^rTyM?SC$uh7Xpwd`Q5-wB@V=d78J4m_6
z%@YM~5;~wqlX@a$9ZEpnp0ntuR&`XKkXoR06FH>Kx%UrY$7|mD%6GV`APqg{!R->R
zS{@wNM@g4G_ly5}ao<s)Tu0PsmkNp2`0I;TZNg35Mtv`?Onf<OV}{~DGkmaFo3NS}
zdk_vkF_y<W<%`kmGXNus&Wp*3iG66`c1^!BEqB~q_-^G!N>ry5{hvKOoveSPFBRPL
z%W0uc6XG|Rg9T>%ZibNWu%W+_CW4ho=uQlcwV@$n@Oe|Iw%s2$5rMa{M7Be^5vG52
zJeS@qnw65g5+a-$AFzO3ypIOMUh?Z|>zqDk?Z?|{A{RYdc!#5C`jeDc20Gch*UNEa
z&P7VweXBr7$wr*UqJ@w_u%D#ZK?BkXpuj)AkpNU*%)5!PCqTD-V1JPQpODy@WDJyv
zm9Vz4KDv~QY3M3_aTfhk)5cS5?e320sZxKzG|u3y<(=W^wtVE-{>aDO`6m3nd%flj
zCL#y2GuB9mbfZ#i2@P7^E&_Ke7mTrHke~_Rf0&kCVb_(+mKYgDy<`hy?tn%-QvoNT
z-s9QJMJIdu@>$cfe3}G^6E2F&(QSL$>4!6V&N;7?$$%!|^(y+|uH8nyPH0|2pszi1
z+nRci23#$Y;A*R}fA<=iqL*a)c@nY*=$=iKr*k!;g4RrYnTg&06qIG5f|EEC?;z9(
zThlwSM#b;XMd{?~M!ZAX+c}0-bdv$LX(TY6P?MYv;bEQ2=(ae7|K{JOjbWTvDh~D5
z*Iyms+DIWOga6u#CU_UaK=k8X_N)l*#-8|ZNFGSWr2E^qZ>2`z2(%CQ_pzkw(tmii
zzu%CNtDA}(Rlc7&stU`VYUJZx*rKaV%J{i>vE7hHT>jD}^@A+E%iXY3x*_?CAeQY@
zAUoP^H#B#)G0p0^Wz8Ig4laNdYS*8N+^fYNne87_vYv)rOe2wT-?Lcl{mGieHf^va
z_irNH^A81wueBefJRiJ9iYBj+&x5+9#3QzquJO0Jm(G<L`uoQ`+g)m|HW5M~d>&I@
z>pR*!GyO*O1+}xpup^)o*P3-o3O#}k-_k#mGwJx>+o<#c(D2vnAwp@u)mdQ?@O1tT
zm$^Frv7qIDZxF{RNw<65|6?7!=$D3Gult8=?UBRyU@eOiTA4(;pSPZlE^@92M#4XC
z)1KeKvwHbQq(Cy#yZJ|P8W?a%!p{4}AEo}$oii8y%YVa*_`e)d`)zKYJ=dP8*1NZ)
zZq&s@zgq4LbUBxAtt^dP*|71?*6E?Gx5*cbmw)4!y-#Qfc+qO*6up9IRasd|;KFmC
znk8f=)b8~|2Vqn?Ct<{xfdlY9!1CH2ZStxaYP`}eR(!MI<n_v)$8+b+-2dq9ny29b
z^=vjk_EXp`zqao``6b>o5M<}8QSWcy4O|0G&7$~Oa78!kVsd$o{_GB(0o?glU~}sc
zQ7BILIWJI_Y~k{DJUXq8^WFm){rO!ob{YAbM4*Qu&S5LJnLXTJ{jv#kp?1U3lq8GB
z%gcl`58%W$W9Y}q+Tx3=@*iSA*98$Ev^k{O{fvquk_zG=NwocY5fNa_DsNQ8?*M9N
zZ6Wbr1ByVLJczIB-~;@_ULqRBh!`ass;TxCDVAi{{6Nmp&YK2H01+V1zF6!9TH-|g
z2RQm)nwGqE4!Tip@))fM*LwT_Ifd}Yti}gUTP`zwX?6(v`sWxY37|xrqoFUc-|~Am
z?7pwZfPJNIQSBSo1>_)d*a+^Qf8BPNZH&Y9Q^i7;U`?Aq0;^@r;acBmk2c~`FJVs|
zwRXg;3ZRFRSgI`yo1U6##{PqZX9ilxtR*sBSR4FX9$Y%eWb!000m1KT#K@WGdI@lj
zQefD+^>~IWb7A#Kv~+|bOkzHPYvsm1g9s>jJP+O3I@GJL8}TZOXB7>9#kAWL+eG*H
zw~dHv*xFw%&G&4%dr7AY@JvPd75xa*BAlV31YIP2h?kM^p(lo5@kjCn)*pzM553-m
zsrN2g?SN?7SHN*+_ymfJlA&KYqtb(2{XXL1#@LJUE8aMUTcFZsrhAm{frBnQ2|giU
zbcY!p^u?uj40MA*DbwIloHq-QmUzhJPuWge>I=CL7k&^s+;|uCo%+4x&8R(c%6jy#
z27%Z|iKk0*jHuT^Wq(3!)`(qhs3_FED>t5szxv4p4c`u(2+C$E^>f_EWLwF|p*C;9
z=(fBEhJsmexyBiL`D)X?4~Ep8Q3T?!&^wK(_x)ge1<D<NW8%6Ynr1(lv<2R-nP)X^
zHs=MGOyW`1BQ9b^4-tMt`|qhfqxM%$UC-l%&#rzr$Sw76A-s!{iTh0w)0?PgPq??c
zq#Ao+2Cyvsp6|AaQJw}khn`r-!fMvgzwKp{2t=c=juQJMl1ddlYGf2y2P?wOw^u%P
z(2XFQUuQ1Q<^LSnO%mzQ{)rdzVsFBBrgWqiHoFqrI7lpeXwI=G^W0^Bq5gC=--Cid
z6xz)pcSTD|=1ROUve}={X`gg~@KjxWlYG!#Irdo+jsntD5LX@Jz1SQR--Rg3@Ecpj
zVJvR29=zn1g`??!y*?}rQX1{;v)Fo5shA)OdS=iG2P&n}XB0zCVlFr-UPN=4#;bj%
zdl*_h$ti8u7k@}``i|rIxsUEJ8~sc^rw%r%wOm^gP&Z>|;t~0?ZmC$cC$EmJowAL7
zFQK3HV+SJu8fd&sZ?q?Qp;N3{Zq`ntWnp`@{``8XH_g=v=pSRV>%8dSOD9*i6ijvw
zWt*kN&>@I<;bmGh5)jXw;0xZ$(o<NV*8`IMxVcbi`x_YMI&@MKh?bn_Ef^gSf$@;v
zgnryW%D}#DI-C|~G6nYiCEvP&Q%UsvcIP?_=zr#&Ppxu1PrpecX@+%7@%_$a^L5{O
zu32w)Qphf$vi8w&9xsQo;Aacwr9>}f>FP0C$f7u(V?N`^dAZ&mM}}TH)Uds~cc{<i
z&74{O{>%c$Lg!;Ny{(S<c{;s1TRm8(Dh5-rrdf#1;pBi5t=P;du3R(l8wH2_!`|S4
zq)Koe9~_iyyeb%Fj>WI^Si_Z4jI0l;6ST|>v6rYEf|x}!h5F!3z(2#i_1hDUzHPY7
zQnEyeN40T0e_Oq**Waxh-gd`Vho=&SLF90vN3Bh%N;?P%;nA;flt`_uhxtNjZ0W(k
zP<8bLtu_ylbmg{()(2f`fHnM6$M(a<M!|Tj|L#3L`Sl^kn6`a8Q+;T~?8U{Q#$SS}
zA9YMiJ9LLWjoclryBSoSA#gMNw2mvW>y|oIe|$Rho<-#0%yjR?7f8Vr5l*PFGR9qK
zf9l4ULvJP<`3k$@c3&-ny^H0?j_cSIE0&%KH1+$?i)TL+u!5{xeep!9^wzx1y9`F-
ztIYyu2A|A6$650tA~IPp4qg>R_JraoVw%`^-T1z~-DlJ6;BZ-kL1dzYym)*;5VKii
zMbjoT%XF|fU+~&h3gnB^^xCn$C`@3k4Q6%HcX#%89{Dnu`0S(eEt&WIi3<FDtL!RI
z7++zP2)k>#<7KJG9QiJ2*=|YsZ%It`ue5nWH+{4=RkA$~34*n~)3>K?2anLnG~L=7
z3U%i5rH5oiwG6k9)>s?Ao4@?Pi$``k(i7i;OL@=NsJ6&0Ii*y@{chy;wmN?^d}MV^
zO~2O1jy<u+L3klvp>6oA`j$j1E|qze@ry@CaQ0hqOxV)&?}y?Rmx0h;(;<7ggLwj?
z)sH;sN-GRx%^gfX>06YkDz#V|SbbhMZVMCf{7Wu+huNRn>AS~#`p5tSXsdMZ<G@(Q
zPhO+OR|$6GaWf9SEfIdV`$y=wYe`XtZ&OCuI)?Vo90C@$zO|~2PPxJf2P*7N&U7(1
zHjSL;==rG8^HE?@ZnQ?N+p!f-VHpa{jmU)frkNB&RV_AXcAVyQJo(-Xx*jQgc6wiT
ztFgDr?b%}<!+tuiv`k|RM&6DLDt!Ki&M19*gX=si#p!$6CND!uu%9`swB}05k7Hzm
z_!7@m!v<H*b=+_KFzAeyi|dr5%BPR|N4Sm-KFm@Wd|e>jsXiv9^Wo4-=qe?rVad|6
zJ?r7OjQXYC-x&%DatoS$cMT*nXJ7ifO+~ow2X7%?C+`}c^<A26G^^OAUybRyU;VVg
z-d`Q>;eY+=?C$*ra{jmfsM=GAucgV8je;Bz<5sek`ldj7e2l{kbMNFbsyX-=92LvA
z1^f(CQ@AmPqqy{h8?T?Aj>${0!Mv?6kWKPDsqL{0ETZM~9lPU<p%uI>mwBcaW~wTa
zU2hKQoQwHba$sxzz0gN?RoF+rh^@7&4uL*rE3!({W85mcV8gVv{;T7$uH??h{ko=c
z8anok*N_|6U2<z{fxn;j$s4iwJRz{mex7sTjQ@%21GXQ}?kOz`kNE*#Doo4Zqm-^Z
z`_Kn~zqh8oZFy|lW5-b7aG@tYTyNRe0;$e6eTNp`c979VEz7RJ)<=lfWvsD1JR))*
zW|9Mxs5HCu%>oPqSeZ(*B8#CGf5o`kG(qKjt?m87AhvS#OJqm*0;lIDYU)6aae-9Z
zfzkt8RVD!H908<KO5QVoH0iOQ*9WRIXR~zPv_6A0a`_kQm4A$5MR|{`3#5`dY}3bE
z_oJoDy>$HaV!5Hi$={xNaGiDvY4F~~wpZ(zvuy`fVl#g|yPT@6?pc4KliGf10iRK<
zs9%5*pTk;}ZM8NUe%t#qml}Uy-F6_0$NIoE*N3e?pR3#LH1i|Li5`Wn7q%J|1?de}
z0T<$7)->CyAN}P_U<j*3Wl+w5(WEozgfGC&`1>}mj6_0k-Rb-KB{<0*MLhAah5bT3
zhW^QR9M-wMMWW``SKo<VH##c^aKr`{Iw3gV<ym>9#qzfn%C?6Ed+u}NyMPE~#cO5&
zaIB(N8OjWosg>>*NxK)}MAJWCYx8;C{pO5Wq^}$R3}kho<K+v&QG2X;^tA6(&6eDa
zYNwAq(;4e}Q+N=I2#W~-!q$P~I6b#Mvda0#_!@_1SYOqOdZ=oABW?sgvQw`oExSWq
zyM5uc<p%!MmWOUGH?S9QYr+FexzH7pRibB|uhAl|s)5|j6mk}yxKlyG3SY2nO61p)
z$~w!_J%A@HfD}BQ9!_p4t5Y37EG`TcE0yA{2*9)9mfBmqx8eESgE^z~iO*~R_S~f<
z`$Znr;f|Oj@IEDE_)=_ewHhafa)hFqMdjcm?BHabC#qD1$~Sm+1$9cOaPdsu*23oa
z89b0?$t`}m11??gMI5ipIxigF-PDiU?R#t+UX->%@z90ZXy!}rg>T|nY{{30%hHaI
z{N$_Y=HVYS0tG`s?k6SL0`l`ZR2Wl>>l|_9hl}!vgz?xb^-V=xoEEYLv&rpi@g2FH
z7213|dQr0<U-@z}hRVER4S%gwuCR5H1D@)ZipKs4H0*8s;yWuU4b;_?8leBoif!_g
z(Og-Im%(q|u+d&V>s?A491G<}o7oAJb%^pRW{(c4K`EbOmyfPNmUYZDbAe&%{3WkH
zQP!;Ra+SMW$^6Z5a*4l^;~?|bh=^BS-I?}_W&1Knp>AbiJ*n3(>6u@D!$P_XPgnW%
zrlpgAg)g04NpH=Vv!nvTm`@<Ssye*tAA37HZ7#1lA0kB6bmrsKxQZOpTBsnOz|Z7P
zM0wL7=}-qJcj`s6H(EPsTD}VYnl_-wq<VsP`LbmfpPZEMt$e#;mQ(kfkB9+zs7ml8
z-K7zcXj?<t>oJ4Om|IQU%Mb5n=EM5V=k2zb+hgZ&*C(dFD30+pI_Wbui{CH>M`E=w
zk{yQQS-F0um2>G#9^7fkb>OP=iL~L0z*nP+aduamme`Pr@8H?Wo*R#cgXhy84%@3O
zA6IAIIxZ@h!E(Y}eUFl43Y48Mu5s#YaI02*%KhwLatu9Tt0On@du^6(y;+C4i)0Y+
zp`^U^P2<X~xVxAyvY_(3vcbgg0yjj0*D`ZSOYWK)&ltt|4*i{IVj5)Q{qM?MZu@#z
zZud1iy}u4SO+D+7{={u439@)+_tvnzCtfY#&$_mF{*sP87JSx^l$3cnY6Jvp4eN#6
z#zjZR_X$z&35~JPI|w}Vbe+1+ZI=DSGG=V!GhU}#Px-@3n#T4lxD>X?%R7x<a5DIr
zoV*7f_Jo}DOqa~jr}pPm`!Q4`w6V)?3U%+8I0^caTKN9rcK%O&0Kr?GZ}jS^Pb#%B
z2K+QF5R2_u9x~J?`p@*1%9s~iy|i}K8#n7WV-Ik!VsiBqYjIU7yQdo%3@u4HYj)r2
zXvm>=aOZ6M=v$=PlA6K5(k$2$#w2pJ=>%zYBBIhSu=%X9r}A9iQ-0o3l5h3H+x?1x
zedvf{-dn4h^3adN+eBZ0*)wCCpuf<9swJ<L#2pylsyg%aig41~v>cZa3|YhP#j>Dd
zaBJAX*kmvE3n|_45%>g>k;RMT1!IC&%fFvx&w42>`dGUVhohfR4hu(J|BU^iSUIo4
zh_S6Vie#&XvqXgw2Xch0+gx$j#qN~k`&y}}y-K4QI$qrX<Io3!va6Phsk8M2-*!HF
z^ymzm;{NFzw4L$lH2QJUrOgbk_Skr*?TVM*u-NwR!&XrHc>mJIlcudnXF7^4WA0s$
zEvpPZZenZWAtr8*5;W)>yC&*fF=PdeCX98e-MTy(dz85~zWRRTDeIrev37Q2)-W_9
z(t`AT89MsPNBs*gd^vre`meC%b*rA*?>Moko4I364Rzy)D8qogev4~ra<`I(^BCaZ
zBfC6uX4tdjT5Y4c&=PMnk1%lH8)A-bnigH)5SuQd>F+4JTV~LoMXpuFt7F_>Nj8(G
zYn4;qjvoHQJSNLOEqmu2yFY4U{PN}7ciY+l;TNnF0;H^8<usUY9me;>GWLX5p;?Qs
z)<M!{hf`Fkd<j5)#kKBaDKc3W?}-ifGPw}2{Cl%hG_<>=JE)DzaT%S;&O8U+6UK}|
zch@jfzMrJ%n5*+D>GpngO${|^36qU#AICkvruQY&VEfC?fP2mhV?=y8v{JO{_FPTB
zySieP^|P$A?A^^Tc0WzC&zr}W5I{1MTD*ee9Mo?fLOFGC8A)_K@oDARyz(!_i?(0x
z7B&2&Zhw*S!xC?$kM;umURh5Q(=PP;Z%S;qe8V%%{=oc?wF_@5DxO!5Qd)N&bg04C
zD=u~^#X5_`dPVJDlBc9}iMh4uz55k5=?#Up2FrbC56Fd&tepeC{Hu)jvu^(UOwr-Q
zrf;8BnV$rQJDxQCKv|UeV*Twjk+|u<!qrw7s$Ws!9tbc4?^5_;A=-04piOrTP#t7n
zT!_uyj&{d-{=`WSVa;y4)f+rDn{di1q+9TBl603U47N&T_t)Z6({tY(BT7vhsnUpF
z+Fcg0RHI8YJxtn*MfBPG?Vg4;O3DULzG^E{#>k9=;V;P`LGgpyjyVmcn5nQ%Xj$Y*
z83Ple7y}7oUr#i`&<%uKobEj4aIgbKdb4m+^BwVYiEwuoYc~-LTS@sB)K_SkJ%FqG
zlQyjMqU>!sD%1ii@3Rj+R1zB9Ip6*rMEir&IE9aiRC`I~k^{dCh=Wb$5~TyN6G>xR
z!wLi=Uft<^;@Fd9g93c0WTa_uB5V7M4`~7y<wDfq?X_3s*%8^+ATN`i6@#$q9h4AC
zc<CjoI61sR4eJ#(eGk78(Z$Yrj(nF~Zb^k#bY9praPpcbi|<<@F=u&IatnftJuIfe
zM)6>&z4b_WE@q`{=*3{f2$oubZ{mxGR{PjQCWkw<x>KtFU>?F@=EAl4xWbGB!nF_L
z8kkC>T9=aIA`P})o#s@fp;vxmhx}yM-GIwRKD^YA!RyA?-PgO5b*zuH1rl`tJqoQU
zG&j76I2Uq-bFpD<vO#utYe&~fOW8H<o_62*om9TQ@fc6+MKf(vYfEb>eEFJ;u?wnD
z6dcFTH{k#FqYXA4pXydE=B@WgG<vpPbk!vEbB{kv?+iOu`>=*IVQjNr(j8%`$3&H!
zWBhw%J*{s!9?6vLQ0=Y<zOpD60(sx+SS2G~jXJf}3?pIo$1L8>kB}WL+O@c)@G0iG
za?P~T*oDyDlV1Tz*a=8!9eiT>X{GT;4z0ZIH*1V;(^<g$vi-~1C;9XymKJ<bQYbgp
zM(Jfo_P4}Wh?)<>a3`P+`pTM~iNq$){VE?dwDf(ibgUR8&B!Pkl&9mDFZp}O=-eq3
zD?KnAKP?oQxH|6Kmn~jv1e0h-&pwJp>(gw~AExQavh<nY#UoX2N<nXXk~>>jmdy?2
z7~-Y02C^oJ0)J{eb*N;23%vs)Z2_PC@yO@(cGafV^T$|3QoTR)6I`M&NnfqSj`XFJ
zG3Jmp(VNtpmU}pqvz%~N56@DhTXIK9cf`nx&$q?$(no>=?9CGNR66%}d;-31o8=V5
z8B&R!4YJ{tFNWUSEObFHnq7Y-Y~Pc!j~%Rp#xW|%BxraU+F;giX8GI5;O8W_j$iN+
znWM<)T608}q0!$^s!ClXrR#P3)ujiOQEYUtjXp#JE)|wKHIQq~VafQo*i0@w$4jc!
z|DVXOrpl`S@K{@9RjzVq_NkFh2h=Q;ce`UE(IQA*vEc#^(bh#>Vey_tl9wwbLow?g
z=C;0aXrBTfM}Kk2)a%?$xzs`Pq!vHDFWUjKv~o_k@!Dx$>*$=vCdt2`UsdiRhKJ_y
zwBP`l^m+X=0Sp7|O}AZTH$}Vqb&B8UJ;*o{v$%iyrU(1i%QwTcy_~Bovv~g=*H--K
zsF%0oiRvpMos>efCsNt+Kp#pE%5>igRR@==WbfaP?mc#BeNc0hUofX>D`}bs`)_KF
z`RbOG%EoT+m{}O|oR+8Pr6kd+9C`uzjqK5o5ssG!r`~acq;hy>!63k~+*vwa7=HzO
zE)K{^nipbX<zg;r9%T1W=J2656-%MI2W_-;{}K(GO}CyHKQ0^a52*G&D88?8O8A=d
zx%F9j_2tJ0#%CSExK%?|(c3$p(jQJT>!67Zr~WWiaov;lZSD6V_t=nzw${}qF%=M`
z=N@^w{DZM>Ui*44hhW6LS+VWIUt6DJ2U77a+vvbgFf`~WQ?u<q3<J;{m$yqB6LR(U
zzxyA}@jBuobAK!Bo!67+Kl&m8lLK#En#ShQDQx|YPx$L75-8{sAEI;>-aMUiL(C}K
zN3v8E9vzuGtc#Y#8a+6Y;(+rkr21sqIVYTEbaY`zO~sdY4ds8|A6!T2QoR@Y>#QTc
z``>@&vJxzdAL+yz`GEP*vZ5jwYV4M#8VI=dY{zQ<d_lrVY#^NZj@2BxS?Oi(+-TR6
z)ON5xu?qHlCmvbmh3)$>@*Z9-KRr}xgR$xb`V0AdJTfnlk2&r_nt&`m$8#6pkj~}k
zURHv+@D9elx3PWiSzfe<25!oiY`SH9X+Ebiw^`x|X)@r0e9Tk*vIvl)4{>DxgmrsS
zZZ8?RF}H*QZIz9~+Cv4MsIiYC=U!k8))!zL8lg`E`QRZf4#$dE(YL@*&D(O{?-yN%
z7P>OFy-gAb9pLd+8slsnL->hb9S#;7^h_Zho02!^yNtKAV>0je5fgxlS{drZL%0wJ
z0SlT`!Qg!kslb~aXn@gZD0Atd=jEEZ!ug_EJh$c41*HbE*F>lXyTRaUJ4!Ky9HR%U
z3+2w60B4?n?SE<7XkB0r4oXrAV*xK{F3jGg?)i4GK*rOS_2+4lugBO_%-}?TgM?Z;
zT^;A)@`%({7>g?3*R$Hoh4D4`mQR%o0lFj+%!+riP_Qs-KD+9*1ErSatT;&Li*Mv8
zCFbS1*s&`{iLKy)?9XRF%n(Msr%73}_8$2b?4`-=>4xK7j-VCoKzyPGYG7mLGcz1@
zF$A5kL_&{el4tM{srMr{@;^_5PTZQ)8m2CicSCQ=DfXtPN!x?7kEIqQR-2`ma!K15
zjVGQ5!dQm+vc@18%Gq+wk9(@e2zF`PT_yh34!=oQJNs~nE>7UM{aZSnoT^^ten-#j
zC5@sEa3$-Hwzkg{$4Qlqh&Gh9+(;nJ8+;^CTI!Ka$zJ0d>-@5NZ%pgKY^?-^#-Jtc
zqqR2FFx%%qt>Kt+C%?YG9=6ewrn%hHE#$s|^f4Y)aEC2-WC9=#XvIh7$=-yPrhWVD
z_@N%@!;iEK9M+lQViTk%ul}XBIpdHjRX!w(f49;Vf2QMrLGqh!a5l}(jJ~yQyOMJ<
z&C==F&UEeAm0m3@!m)>aM>7-AJIn~?uEO<>#S<M0(PeY*;nY!56(RCfzWp@WLY8<z
ztjZm$f%YtmX_c0B(B-)WX;9hJgv!3<=YeX*J=r`n%Xgsk^^W)j>g5UM^<scwVskg8
zJij>AwCbXxJ0!v@Rw*hZqC|#*JR_8FrXG`;wf4$OCtnQ$w9KY=IxUhmbcC(k(5%J2
z5M7gyddi;3Z+OH++)6~x+o^x5!z0;_Jw{=7NR#st&pp0fIEDwUxz9!KU@KS?B;wwp
zrEjajRup{O{@j{Rq}V+Nkh<BeZ^?`%XD+BbQ#?aT5glLzJjeSe<Cd`Gp-6n?$(E?w
zF<Hrm)uNG!c%{y_XUtoiXYHi*_a`2K^LopoTLUPqEcA%m^yRzo?djCq*k9M1gP$Xk
z$J_k%=k*TLF^_ND$dHnMgN?PEmvLlL>%O}t*jpOoy)JxWsdtNgdzPrXLyY0UL39z%
z-gic&^dvhq?qJN;Jr|?MmbD!Z^?)JiIklLd{5`q?+}HK1X2;AjWvlQ9DSXvvH+)IG
z5^VCK0US?ifBE8ZPW|o6V^W!I9Mzj*H+%JJ>U}H13%{sS3b^~g{H2xxS!8n{!g(Wn
z5^ct2IlSWIDLlfRFPJQMC_70kX+BhNHh=bS{yBJZgZSwtH7=>=J0#X|x_uhOj-q*z
zIf){pWCh^h%yO;!O8a{WQm*w#NzqbWeYwY?M&`)i<V35C<*V&ep$NBT)?w$UTJnC+
z3g<l0tmkS6r9!5XnD;_CJY<6~p;o$t<G8eklz45`*-VAZx9@Ca?hV$rJxzeLbo(I5
zjkhx-cD7?Y6&uE8_kB&llK4+CiDO?qa_=j(*fMsN-!SQ6b`Q>xf8TbQ*=da!?A||E
zXX`l_^hs{A^q_M%lIcSF2&qcXhMAx%Y&j=v)VY*2rZRU2rDFlq+K^~5wR)o`XI;#!
z=%HyH3RPn!>0``|XsP!dUp?4Xdwa6X|7v|h>NUmjuT20tc|6VE<V(O^&BZvtcqVG4
zoei`0iEA9;x3(t>WG1p)vUg{h|IB&^W2@>>zQT{A;hPI`+TLSsu$JU|V#qW4ZT(^P
z@+q7LT9L{kGd0{LXiy(KMw8*x|DHf;BD<L_Rd+Uy{U6%iJgnxm{~yiV&K9AvX+Yah
zsk9}{CG3b4O{4+ssAycJc`!tZmQ9gpK=UXXG$^7L&2v;r<J!$yOY`)5-7EHUe&2Jx
z*Y&&3IbY8ok87h=Ykltb@S5(OF7uVM^6~D|QMOlyc<;q{#4KH2csZ^FWPA8fLc-I4
z-bVHX{s&an?X?}p6m9RzKTsl?X-ws*<O)&SG6CMoV9Q2oxaf_J!p)^(oV4YaEf;ql
z<K};2o*Mf*)mtGx$6q(oWYfZ?*kJ0g?zV!u;-L4(dIX+0Elym5MNOZ8eJtSnYVBD&
z!?S`SnFdt7Z(N&cK8p(9+P01V$<EKqyFb<gP?o;4Qo-P%6}08a0Fs(lD;D&aFBjOX
zU_|%|2++eg<@=wD>~-I(Gr?<OxJtK{5IvmNI~HD1RT1F*?R~1R|1uFlW^89bgnU7h
z`QHMxcxl?k4Bn1_;@S3ZPUxW@&ba2roJhM!Jw1iOt^ri*uyu_f)%5W&f54Es;{umk
znHw8F@&=p%lF~lKHMJq!%XDd{T^M(!FO_l${EcPcu+*~o`NzC`{qy6&afW05$6d#R
z13e!)C$wZs&w7c~pR!Elyw^6fRNjE=jy@;9>Fgk0UtKO@U?jp{=Dc9v{0=un>vUxW
z=^0o&Z3?i>dVyspN5K$$<Jpyds@qSw7!R{w7kYE6a;NHNc6HOzC52XB=B%fn3Mk)e
zpZM%6>Uuflxti{!#bZGSwm5WoD;U_{2;P>R-JusOpDj&GlH>YSt&%VNyy2=<105YN
z{iWON{B7kMGt|tSQ_af+>L%+3w0+AL1dR!+4xMmvq&%V7QPr8TqhZaatKPbnMhRFo
zB|MT>DAJk8F^FACb?NHJAZ!`9w$2JkgE6(H8PtVOn-!?_6Fx&H&*Zm{97`3*EPiS)
zU$marzf`*EV%(Dh%O_qPxG*V`Q8lV4C$wM9r=4^85xIFxLu!wRPux*j;ql&Kt*e5M
zOs>P`D5)>9^Jakcv6veoB1eU;5ixYa3Vxx}oRXR@i+u_=ul<$FSC7|^Co?_SI%kcx
z(I>;;Irp;_+^Q2-uxZH|fr)cb>W+=Sy-`ubf8Vw4-DPb?Sq871<qH?MEzW%s&C%aG
z`qH-fX`xedFXNTQku+s${ETXsr{R%Rb)S!Y=BFUpIghIRNYunvOW}G!9`8`i5?;fd
zRg!B*E$pd#tpX@d)+@*@-|y(WxYI5lU{?%?7D;6%vcK{$xOUQ{MV!QZ?TVc8v%kG&
z$ZQbWDB(ME(mJb)QMeI(fs)LiivJQM;rexGeyxnivWQe~TWXUkP&dpron*d6fVo4>
zcAeP!ZEBlh17!2&z~E}uyFKg8%{x$MpY|a@uU#T<{H*nW(T?uCu;V_aJ8_fw&5Y+M
zgNjvQ@&;G;)Z0D68dWop*%~HV`Yc=NN}c%=<DKr~-`pity6)sY*DT}}Su3FSp&81J
z{4b-O0#_UP=&FSt(DhM78SFWx%0fFO!Y(L;`HQm^miT3oi*Ma8hWMGk735#=G{i(j
z2{vsqFjh889Y-<obE!)YSQh-dB-K96Jg+Y~ry4yYgg_LBl<c{biVQ0OnK$dWq~VyA
z@LB)4#j49zAwH&KLO2~&H|Do<!JG6=)MN~^vK0;7^fQV@5;~`3tnY2O(~ur)qR?2X
zmheqA)B8&7<ACMMpL)1EPOarGDV+KaKTfAdZ_DecR%<7GF7BS_J+`x@dH9+lR`m(;
z<vxCM!P{p3Rueb`NK3ngR>0Shng=jO*@TZIICc-&rx~Rvlw)X=Aw|cfd@}kgjOuZf
zx|csP=gw!&vuP2ZZ$?O78D>9dI@r#>KVjF|_r4+}=fXWkoA1hXrv=DT{ZCPO_Xkga
z--{|*C06(j6otu|i&dP+vQlGHh<ZBU&UZCfD2HL#XlMAe%h8efNbMhYyd#l#r;;0C
z2x@W5TIi{MpzquGMa%fyfKjHM!hJ*gkCvydg_A)J1Y(!6+LjR%s!+ipcxt;!K$2Cu
z?|Ax1rPRmhq<g-fL}YB4r0+oCl9k&Y+p6YC_zvkiaKs*ZA~J0<H>q!Zz?hxByy8IA
z2mt{wL_Xx;{=R8++xxMoYzy}Gaa<Z%61S<4&K2~n?q(cka&~XL;fP>R=Mkj`KW>qg
zqEy+-iChpmc>8{zXyS9#WKQbyomYm*5+q%_Dc;VXwG#l5De3d&_yR6nsA3KOnX{!<
z0+)@_{xCUxdC7YB{IkZrU_6C0xlAs7Hlu8D(Q%<YZm7}NV`Qx7(lXE}gRR`2+x}V^
zmmf`X9K>NY@Zi6tp_%xODM`nr0u3nS-Dl_pw%y2)l(+;$D`)`gfpr+~6vo$L-c3ht
z0{&Ne6ueJfspb>iJWgP*)3pLFRW)<ICzfWCHg4BatDbuLi)DQ1^E<jI)kf0EW!Pzx
zNRQAz0n#(aEcn~{pZbf3wC;jbg)hLV|C6K#CeU=HrG!w-#y6^li8%B=HUoticXwq|
zf#G$B9ci*_MT&$jQtb}hF_|_jJzz4OT|9J~bGhA<Hw4F4t{4}m9atji<#DZV*hTFy
z^ZM$#!C_hP*WarrUf$H3sM@Slo{3@_Sg}Mf{Fi&0|MH@Rx%J0p$aP_ej_dxN`t6T+
z(`V_9Iu8XMD)(Aox~X{kS8A}0oN57#8l7YNon^t>@ZD95aK;5*F@({q8XbUdP6O=T
zY0iX{SM7d$)qj3+!&D!Q5kBK+Mio>ZeA3|vlIeN7Ot5s*1hCWl$>4Df3yqCzH#|9)
z_IrN+ixP&UKiYvkRZBTOYbBa)EkHA2fm7~ERHaGtyzLwD?wy{6=$5%;A=h^SFfu(K
zgs3}GG9-AC8i4nHN_q8RBVNC$OZ&}j-NU+&k>qrV^ph>p>xO{W^e|r@DGe3?e-6uI
z=UdBv)qI&?$IT&2_b^E>ms|338!v)a+P$<>GJ5>h+36tqI*HjV24xAl3~#`GUqKql
zbFE1FPByGG5VSEymp*UV9VruSCwcg>lb!#JA4R5UP59eQH~8*KNJm^U2-FR`7?IVd
zD<!c%<?q|FcjJs7n?I?|+gx{3*;#eEZGHR7j#rl39S~(>a&p=9%>NB+8J<SYKzQ}B
zA=%m$W#@O+d2n`|580Nk(EYARfa~o<)nDT|>yIeSDQoWAzPS63fFfYYR0o1AjSklt
z<?c*R&XL`@?1y__MaWlV?$!3Kjk%g}pys<B56B!X`&Xc6u0p7PpWeY>y1V*;glVjc
z_viSSueF1IDn=tNFJio^i(>yU;r0`W*)G{F5To<(>JLq+_uYS;+!4S3>;Bn}aQ`3s
zzWSA)U+jPSuSOjE-diV1#1)DFKt^870yd$aGV+xyI<Y(xP=&i+gA3F=dMD2Ft&H&e
z3An1i2Lkz+jC*N-Q=`ZpO;kr^cxd9_y6GX$IBqyNq)oY_6qk9^r=6fMo*K;!Mfj6Y
z0*bsFI14SG29`5h0|*{!9#hI666J;a#RgE~wb&lN<KO6>Y>0kj9nz2vR=VDD$D7Uz
zy8b_G6P52DV;$;&^x_~ceLqN04o)+)%16*K-cNXj!`SKoKp`4mMNz}59{ZC>36U2%
zKn53McK_s7(3g7LVUO@z#*DV6qOOE#Typgk5qp6oIL!IMRDqE6pf$s*2~td=Q^A(+
zi6Yo5qCMg<GiJ)n?rFB&7fR*+7fAY{ojC6DQ#-NA`d{rtb?tW5p5jd|I^Jq3c{s)O
zpF-T9`0!Xpa7CvzS|&uHhHcT<rBS%F{FrQB+w~362&{?5uD5OA`8&=P(pw`$ewqM7
zQb~<x%K}8zgGL%B&9@R{-N|00P6u^i$T*MvCf)w<C|<mhBNlhCA#?E={BGCY5b(kP
zqZmPh7=6z|-E@+niIm%&R!q60_8||vK^M)=r1`#LKuw_UrIDa_!>eeowc2LMI9?^~
zEgUny_M10)&TNhH&ygD49=mtymyWriw^CyKLgv5wOr#JLg-=iONa-V^e)#dr&p1P^
zR4ty<fA`c2wUTcqW<f-B-EZUim6yQEE@8~r=m3{8p|xIZKD_oSf>!TI`Kx_l)-mHk
z_St4nMUe`8BqfF(##v%+M$neJLjtn{#d_q$iqqBe&!l&B(nWW5p&R4{T|U9LzLh8v
zh8mE({n53R2t3{mo0rT21B#ZVKi(xlHN&4cT7UG!_w0V28-e5jg5iDO{#*!*IL%@7
z^Z6Jo-l7A*K;k49F;*>b(Q)MUOg@a<08NlkE+V3$hvAnpbwvfO#?%rfvGWty!#;Pn
zH=RHHx#q5oPL};#Y*N3005Hl6#}B)$&jT_OqdaBEPD<VlS3-%apzo5lCLaicNbY$s
z#)+!~ZafQ+6KPeebD{7qa7ha!Bw7uqgok8;a)4%}TejwM(a+DpHQOYx`W-Fud&$=#
zfnU5#r{@e3Gi%TCZ+$nVU0CHxc-R@h6sNkf4)7XDEgLlP7||s#Tv)gQ@{vT0TzjH=
z@MLR1RbVlR(bRs6<J&#0?)O4+2u?XfNz<dw+%~ntF`%o@l97x+qqi0JZ?~8)RuMft
zuTH2d3Rw0Z+xd&<Z%PWSwCTb(zsqG?E*T9BzL1<%ja^FWbDP8BR-dtkv=)NAAOyP8
zTcKN)x>K<+m1an<QhyDn1q*K-Ii{<K09GB5v&kc5BqVAAivZc~g9IeyEPgg4SBdd{
zzDkyTT7Mz&@1?)4yAuYXP8zvdjxoid+Xe{6!@&HBkLATL#?D5ief(|CrF~yeQAAR1
zd*|v{0k4^u#mTVlf1>hn*N>{NvMYl;`yxacCGP=JZ;gkQozEDQDEg+cQ+O#cL~$kd
z{LMlOOlra=JQ)xviKKX;bywHweCB_;#C4yr&Jb;SK&4~#55b+3DIn;hxQa;~Kb{7`
zWAQay(^L9zOkJWVp8$R_XUO<SFf~RO*A9ZfSwI%fEmCbNU$>-}1$VYxTT@+o7T>O9
ztV$p+nSL=voYb&Z%A=80G(mGiaqW2$%)I-k(nKf0+?u=H33{85lwr_|dk`#96=8uq
z;fja42CDb_54hi72*AVZ01A{YTbPONFGZx9<dY&HKUt1bU{UmECkZVjmiw)sr*&@D
z$rZe!{Swz}l|%~0dA(2WPI3|$v)yGo-~HNi_ptaOqO1r36w741<CIU#HFCFNRcHvG
zKG4Lv1*lfPLWw1q5*(v=pA68BuePaJ{cL{fZ}5SHW&Gfwq-?*wQP3PmyanaJ2q>aQ
z3As*C191$=LWN;p$&!R2VM!9;nu&`NBUVJYJJ|F%48z4H8`@k-9X-idBf>z_5Ela#
zPUK;S@xwV}1AnisjR0Gn^~K$Ahb{hn%&}*Gc6Fr=X|KLB1T=Tz%GKZ-ilf9X@}bE9
zfKN4=+#OLy`iUDwKY%i}?Oca<r0&l~0pHrEh+?6gr{M?uOM=Lj>Xh{L^z_V5rg>6N
zS>f6oq1LVEkW61E-U<YsnIwK7D3_;q=g7~ej_t_PSOr|ldVt84V#b5{0WZ23k^2Cq
zpIrW_z4y+qf*r0FPE$rWf)aKX(k`M8B|Q&wtUpPkvyB}2>7u%~>P|xj|MdHXj8_X*
zsQv3E`frAbVAeD;?w0R)ue#8PFRn;t5a+7)Hx>f$ZLGK`M#|n-i10c0qFH>7*6Yzw
zzTfb7LbzEseW{H6TYFBc#Y&z^R2xykpE}N8sI8OIaaMT5`9qb(5y_#Pdcq+&{>S0;
z-@K-uj|1EP(=6mIf?MDNS!53q;D*%b7+ViRk!wf<EDUL?0^<XNPNr8@GsQZ!ML81`
zM^{&0;>)A6S(~696}4gFIZJ-&$ZZW4_UqadN?g?a_~+%>>$XYlNm}oQ7fF6e-NNTD
zV`NvzZGpHj3oyYwfR2wKs`EqJcYr7Nz};p_4W!jb|3e#w)Gi9r!QHGU4Zx#1iwZCc
z(k<RM332xyH#%_6oh%_QAs@0f<pmzgXiQl#So8Hx%tH1R4V91_=IK*CC_abbIaH^V
z?bavaO1XAlp=!wZ^v#UOq%;YAn*B~9)RX#ZtWxvSVX%DxINoz|IKtJ)H>rkJG~_Bw
zQ1hZv6-RU*4Uhz8gk##^U`X&*(!D_Ln<lT77)6VYCejKr{SV-<afkUg%wczki}UB0
ziM^h35!o9P83a#(_-hY~?ILn@NIee{g}NM3P-42$-Lg?aCuaGFC$2xHSnqR#80rqe
zn|TCX$fOscO`JxeZWt!*SAD6>gUrmGD8e=CDQMMRmgPqkhTro!=#Qf4L=q0pE1Jt!
zO;>hjPwBkYgRSz`fkzB>128k80^pi0-wm^bqOepnyb55gu%_YG***61-`HzKiBd8f
zxUYR76Z_gDB1?e`A{bb|f3y1QPbeJW^pAtk>dm^K?{5#6&-rF}ZSo1exNdh{vNb2e
zS^R$CEP0h=pv_WrOS3WooLhtW@Wj9@B*98h@9J8N)ah$NTS^J>ob0I~y8eV-0_9t_
zQqbq403ZsdxMB7zqirkb%U(^(BK)9cavJq08>#J~Rx8zg=GEcB`)j6WJwT+`<(~c{
z4NQvHHm$?773&Wzt|TBWr|knMnQ!K0WKYnRtrU2C^=q&YNiNnT$Q3DTjOMRZ3l$6c
zu3!V)&Jv>%HDa3s>|-TOSCpZ)&)Pi>Xy&mAnEjG&wrL1X4--vWn7({Le><InV!_+p
z!|5}1^QQDL<{3}xErOezZndEwmNPG@+2-Mm3(AMRB6XtOds~?EX8lhP%LMl+h;zIG
zQc^=&G0(}r{^sZ#LZfSmVV@Op_QL$lki0qLJJLW`7?h+rUzEr=mMi!sa$Y6+=6B0u
z(n?W(@8gpQ{`IV#xjW97dmh#HmGtJw0Kb0K-A=x%WUmay@<?!gcmUL@nMYBi%-;h~
zvFu;Uy|K?kfb;opl)KU;L{)g9I?i9g-Cdn*5jJ?U?1BLA()Uvwvs0~e(Ti3p>?Bi;
z>{oGLtNk(<%OBB4nT2hma3NKr9~+nfWSGNR5`|0SbY!*?+A<qWu!a==UiE7;$C8xM
zQ{DMGHeZdcCChg_-}$dY7O5-&(wdsQdmW2Z?u}yI=$bNjG2TEJLbxm}eatpkr5y`f
zGz|bM>A6DVJ$>HBq72e&$<-fp%fU&Wq-uXW!+7^%peEE^M`o?(3I_3N{<spPb(oUo
zo6-*ze+smIcnl?4^_8~bUSXnf=?R~kKA(*Z!G4c7``k*oe<I|*a0YVB-@mw1@{5Fe
zPn&7=c=)VMK*jyW{qO$zZ7!duube-aZ%9-3hNwsuJh_c4H#h#RAEvK>{=Pg*T|UhJ
z($}hj+!LiW{B5otezMh~{<5Fw!KMM<p@t5W@PDHepK5A63MAakuU?QQv^FJQe1Dx=
zGj2!;C9+b!&Y@JAz=RCV^fY6>jGsO$Cw~7p^+vVCyBl=D^gnz)b~Il$kjXv}Dv*)Y
z9U@w>Lg1}~)!ObQDLdj*Nf7Rtlck^egWA#Dj2cg0T~V#NTrBY1W4j`$GO3!tifsZ`
zC4Eiri}-XqmVlM~FovU4u{K4yp5L#*<UxDzpUbCSjc*J%lXeSIy%FZ{(ygI9ee?Bv
zeo`C?$C&8aTK`j~)^w%Ssnw$g=#o0ApJ8;j)Iy%a+K*H#jhg(ItuNX7=;Ga>j;D)$
z{yb=Wsi4M1GkNnN)~+GLa8<)m3&$}s{u5--u*YzRNEx`)390mxsP&YCvp7D{VCtoJ
zbNi^|Yo&Ak1lS>*s7F&be9KR{jNL;~-$_5lYi_nH=%e<FBuui2s-FzugUOt8YI8UB
z&8j0Z+V2D$b;%Po*|>^EWRDjEQ(xnauM?kZ_m`-~T60g3M*roAz=NRqpIVASH0%h%
zFl4m`Khfl1Jzy8aGE<B0AO(2(JGxKzY5DsaH_6Vitc-NiMj}k=n*5J2Nf8z+3(FeJ
zA1wKJsu<`o3y@=nca=$L6XM(z<14}9?*Q$p`r6TG`))-IzHk_|3mee`<$QKphw61_
z_fKbTbh)%#{`k|tynO+*%&v{t$+d@CUe|y;(<c4|Ono&MUzXj!56sA+;FoQY@L^c_
zW!Sx0uq+ZEoirg5dLRNm2<eB10Xii!<7wek?YcX($30wfCaB6isB@(q0r6wR@L`3<
z+C_P_CoMQfap5FZH(9|<xawn|UJ@b@fCXuf<fuNowLB!7$IR~fgS*DNcohXc2Mayy
zCBR7QgGT*GIV^q^W0(N8+i>l2{`PhH6~Y&AYv$hDa!TeRbk4x|j}x!kaxXX94SF-9
zKWD!>jAeAXwc{aOvxjK-_HQX0+F(1VvTt~f8MUdgT<w6DVd8Trr==b`?$bWc`2+be
z{~g0$3GadZ7bb<%iBb*V6Q_>m&som=bdYFHjKl1hEr9VDk}IrweqY4qpROG#RTblg
zfeO6ATaW(yCv5+3MlH7g8Q3XS8*H$HCFb1;D<Gob?T&;`=dS;Z7)!a|M5Cf~O;^r8
zyWW%BXU=XH6-^l4O?D_)A&-*H)zgq8%(?w0(W;SWF%o&pES3iu=8|GBOaHI{;eUh(
z$R<*sU8;u-BMt9xB=ihACzKrisr*iy2e0ACm~b0IRg1(5CnlCwscJzalSJueiFe;;
z>|%CLw2LCHt5XNMbCr4xG~v8(O3NM^i^mSd!ZDGk*imrO$cSO0h=cL9hX6+v3d|!|
zwsWe1-98SF8Qsj6l3Xnxz{D7MSI^j`D-Gjl6lSH}fZ8;B;9@CTFaeuPAQ@UYXv&z|
z4>)FfKW?=D^T+o){`Bkw{;DRdzK2P7Br~B8o#;ywN`!XCcqV2vT4q_ghggV|v(EtO
zidwO!dFKi~nVnytld!-W@r_F>=I8wMX1^k4wX9;fcy|!9jcIW6L=$z(Z9dr-#TT9_
zx@m|tKD#Spa9?eSZ7SKFtk5hih<>Cm9BW+-(Y%&J>?G0$t&Ot%g+Z3aX1@*AO9Py`
z8X(xxAH&b4=?DU$fwBKokgdXg^PH+bH|UzD2w1)DpyQg9NKDqRa(iWqo)@jZ&}m68
zZXY*<w9^7o(z2;~1Uoescz_EyNOU0Srv6s@>qZC>PWr19-rmj#B=Dq!N7CORuk~R)
zU@n%si{M;CrhG4n9{Q6WU*@_RT#Ol?c7Qs7I;6yX-wVPnmkDAAiPpK83F*<(Bv-zs
zZv@mDz7+AteB)%(3iq7;J?aMaP|t(60lPG+z2>G`0qig9+UN`ifhN9^8|SMEAQ9i;
zrHUp-o-%k}(v4BLXNahmvfF7fjca@sYAM-Uw<q2rT;k+xBSAZ!6PjKfkDR-8A%9&9
zRdMu0BQY{zsJ~MVtx*1#bES^_gz(`D)I1vHTv{dY*8W=gGCo@sa;?-n<?{Kjdk(Pd
zMuUGzolZ|(SyiN1(EEvo1fdv$s$iknn7NwT!OJV4!!sqw%f5d+zf8KRbE6CJli)}?
zd}*D0*J*}d?2feWPE9%?Koh<)%^vd(>%{|OXvf?ytDfPrTcEl_)NtLg#BY?`l)U%!
zVekf>G~j0rudQxWZ<&{hcu%fv8;_v#nMQNel`S#iQ_^qngBW9F#il-NG9f&0VlwDw
zJqJZoa{u7Rqa8<XIv1$HAQZZ9kp0U8!gN)v5LC)7sDM%IFHV}!W9k6UEx?fa{IuM5
z>{dp};^D#U59AR~0C4KH;Q;~NHc8$~{jIG&UFeP%<wif5Qp}v+5=qoPCK>UTb#aZ}
z*mD2GW)FN+vWeoOnDArB{LSxJd#nybMKYcsMeJ#gb>)|hYnaD^1lq<~?I|Vp{mRsf
zcw>*UJZ_kVC?^Ek&tCO{hPR7<q3X3Rg5D5?k@YS?ijM^91vd-{CPp_a#-Z2IG&3{n
zK{qaKn#Si&c_nDHBqI3-P9C8Y$9G=jxKRn?W)@M%oN$FQMu(lYZ*ju#G&%SHMPD?p
z_fX$2`mNaSDv8$;wn>2#fxBRMCm6P_N(GU~XMR&d3mLK3sUm}b*LN)|uoJy?hKQVX
zzg8LNW_$Q$bb*seU00KwGZ;eDW)7%k-6K54r$Ws$1@?OKWyWqNGl{5zAa@JbU;4ZO
zn*9^(rSCun8wdp4aQ*^dFi`Ym3Pv&pP`L$EQ+-2W0cyv{u+h!ua-IR+xwc&I2y3=z
zJp0!V{`n883KYdveEs<&lzy!15l`looqRU4MN=b}u02)H+$w3~taFRk4V&ME#B~9e
z+Q?*)4B9+PRNqT8p8Y=2k7N3I>!9O+8^(KO_lrYxn9?=c#1)~Z|H~X|Sy1Ng@U>NW
z^6^z<o+FS@ZpyLC{8MW(WBsUIso{lB)2HCq)G_mrlmI4}S`I+|>5>_6jv);*?^Y^z
zF6Z>~!1vc($beTU$V0=@)$?q)e(455nv}tNTJt|#Eow3Xn_T+O8+xxwqT{CcI})pX
z{l?9k1Qw9{kHZ`Ijh6bI`q1F>>f7eL2g9F>Qhk^I+P?4_#xNyCJnt@HPO*o7EW760
zxnR!?>nMBA|K)7FtSVRJb-bSmjr8Ru2^T7q;?8mon9uNYmmgcePYJuht#@Km=2EI&
z>!yXxs#-sM9{18`VrK(R?M>TC^`1g?`xsP4G?P9JycJ7~6SY!}WX^3WXo+1*-6%II
z1mBOVV)w69%YKZmTW|liE4s+BE;5?Ft&8dBH!_~fQ8yqN?tHDC>n^Q>ecb=lb7e&1
z%Dzb+nxH*P_b}XU3ok>b={%FE(3rB%=qF~Wm89xB33M@rX!dl&=1_e^a>e(LpUP6t
zj)>j}2mIiKH1V_(%fK6j?mexT)$C8_blyFD-$tl=04l>dBb)FOr7HxU^pjG3wWAn}
zjNZUh`#N1E9-;`cz9FF7D=Fxb%940@*4-4DxEa?o(O!|T(`LNY!`R1?$zA|aj9#zL
zDupn#<t9eqLasZsOV0}O^9mIPH;Hfd&X(2)O+jQcetDnUWDwi1R_D)8*ph7Mz5ld-
z+hcH7&DRjy*p4ghH*fa#vYQF9QAN7h8)4L|Vtkcb*j(V=HWF8<`a1jm_bSV20DlQD
za&2#M&~~^36P0aF;R{e>=NEgwfx+}kb;riZ68K`kI6T2Hk7)sN!{<#~vOsdBTblk#
zp9qC+ajM>M)%`qY<MGMWN%i|QD9_&o{<KYNC1HXUOGknUCR#Ju(_%bzRWSBm@GJu^
zc`8rgN<TtHqL47G=Zx=U627m#_-x*gvxi1dBY~3gsIr-+c?|Z?M8~dh-q8%@^+1^E
z)X@G7BkL+~vQKtpv5%6rH0_L?KR)C31o*g<XHMSgxqr&~W6)>9bogWy5M1Ir5dQlT
z{*{W|T5~Aa+D1+P1%tLr3{V{X#8*0mW~XcLh~`;DZ$f%V8k%*WR~T0`P3b*fFG{*v
zI^|J=o}szcm-Fky7|+UFeUlezH5gu+hoV)|H}l<=eYH}y^G+IiS`5h;AR}7lQm>w<
z2h~_tj0Lvx^1<yY%cuNL#8rD;1}Vj&WgR0`e<(J_@X8ZyU*R{<HDQ^&Vjl^3YFO4x
zOxcj|2jxo}gsXk!qiDB+kb~J^B3{UQ7J6Vtb7$3Rg)3if-fSRxj2@Up%KCgohGMT#
zc{<^dsSqnh({9TRE#7=24~&bw==eHHE<Heg@IxD=G+dzW(~>IAS)%<6`hq>(D(}-q
z@zuVzcxihy3Dgzp$s`Mu1J<1wU{=avn9yBjnX$!Gk!cJm%0qnwHt+H{CM*zM0+>z9
zEMRzi0%c9i%TT|4^Hmuh$!<8)#ILQx(j;)fVViH)wor%TK!G@ZavHV&V6-SdGfdpV
zgMerZ5Ai{$msGX%^(!MM-{-R3F9YbC*#e|LgIPJp`GHhXkp(WfgXofFx}SVpo(t`~
z-9?(J^=D&vPOmYMWOoQ!+Y15}1WiAf_hGYtBt}&ktLJZ*dQDmUS-AoCN)FQ~>jawu
zw500=pLpr)RC8{@ekd|@``ZlhodfMTn<u#I+>t!zjRoItOE<<AD|8&Y&CmN=Gd8^}
z4;McFSKb?oj2qyCT+Xxk4%Pn`YgncXxdfSitLaWaV17?RC3etxtxoc4iN&46vU>W*
zOirOqn<(WSD-#rJ>u}=^AK?&9yd&}6*V0+6K5nI0ar`5NC$fFJDODZwasXtgGCblu
z4#e*wf+>?=eWB#j8x)*vJ^A!gaQ}1cG1@YXuI9_fcgyDQdAvtUzMS8-Md}o<(;<t_
zJ9BOd%xPi%5o1$oY~+N;qViA!CSCU4$GHm4(Dpfp&3vtxmMLzRwu-9`S%1lnf{&v6
zK10Loi<DRQ{KUh?)>}wy`x2AB#nZyvx-+TC?6fBt|B3>7a}&<$IP=yXh^azbPb+XG
ze6z6ewy1x@=4)MktY*{=M}GOauN_hSdP+~PTW0T?e-}WkYb-#}JNhfjAAi`C`ZV%i
zWp(O}g&KYox|i4WMQqwjSYJj(TZ;vv!B(+FV+UtBKU+i(60lJiPg~aIX`52<yNHv=
zSQzTg^j^<n>MI5BRZCpm;P!iDV9{Jkq3dC>`ZF(NoMs!&D#~4EW4nEn#V6qJ{v`Ik
zDd+zx7&Zj%;cM`lzibC11H}i=hWyGFtZqJ!f`KFW|1TuM@hMW@CiF=2&}8{;G!ETz
z33aTu=s$BLh!!<IiteOYHA%$R9DS71IGdzikL9Ehu(2KCR)WXN0mD%wq0UKS3h>cg
z#B0uqSpi3Wh^%=b(DH9^3)VP(EvJwm!yw5XK);&DDpq8TA<-#htBZ^4Lli_W;Bn7p
z90`t!P}_oENH~Kg;Y-&mxjPf!m)VyI`rZM^b~HB1q=G*5?T>`7nI4Bc!TinZ2%Ue0
z6K_zPA1?ZUh|fquo(<pt%Qo{7b`BJ44Nm+cqW0mlKJMo8+zI(47VmwzdZ3LzNVIa<
zn31$WB-D_FlE=uQYO9Cuv%@NgM2z<sL{%;4U3?Me+5$wMCZQ2X%!#K55>pr*ugoK4
zHcBKORyn%wXJ3+{kW?E^YoXwNVDm(U0jmZkYIR;C2cRJ-vT@=v0sgCq%EP@M1KEr_
zm+CcISrtIj5U4V;MM^Yfy8@>bryKHTgGgrNcGIgrbS>W38GU<%jhYLGqxa%;ZoiQM
zZR}AnGzWoVN5y-5A;R<oPthDmscHcBhhfVMl>)lVa@7#A5I;J#c5Q%SV=ghuk#HJK
zyaGo&6!|P%kWhuq(K+@X)=#bCE*j1wARB>sv*hG4+$miLy(uJ-PxwB<cs7MOK?OmQ
zG%O$oP5$Hhr*L8_sGtg%218)M8l4I6uk!#zVt@l`Qw*FWlKOpWTJDI1&~etdHJ13Y
zTwPOfM90&pU;kQ<<oyFYCnKjFiJ5P5$ZPHq2Bo|-NU8Nc*JJOwOA;fRs};M)#Dkkn
zwNKUgbRdr8(uXPjrt3w&|5&50AD@T6ZPx1m_@a#GqPf+r3*gn^%q7d3;qZntR@ab`
zFhh_6mObM;Hg9@X#s#4(J;7@{fL<N`>GF}t{ie!UAhh2TSCA!yrpU)PhXW`{!`2Z)
zN*Y3?y1S~%-LYnCz<Hu)Jxp9S^h*rM@^x<4dhi}yns6;HF19y!1Gh{+t<+5mcr%S7
zb{NZqar_06AVQcPW?rGsf-1k<oi-CBec|0Vd<<e%z)iCTocSK%2+2|<0tyM#XtE(`
zSZE`Ozerf|!3O6EMO!FWnij3306cNR6N5l<!@!%?pNSD3maT`jAARP>G4LGO1RC{I
z#`rWbhMgLPUVe8Oa2FSs9ZgtPDThaio8d-RI+s-j?}^iw8FyZ76p0o}yxmJDt8wuZ
zkp$2(pcv6T;o14OS~r`_l`$X|dG0QYhlqG9*|^0zXP}x8%MXw>&_>ZYrKaopgdrPW
zyZnrU(J9m0yK#40QZ-umorD(CIic8AQ>vo<1qS>3XIEZtjDOuxaGh+EL?$5n7j>e;
zl#?klOPH7tP_iW^%1|&E#t95G5&x`#;G^tSt+$CU#N^E?v91ocb#3D}w}qWJ-{jr+
z<0z_l{HHGSpWj+F<>(qo0zurB=Tirs-j&;5N7=-;lIz=_+)im1h+M>y|BeK>?K*Kn
zh1f&CURJlHlc;-wY^Q;%7Pr}>P>3#mv+2qZ`*l+fG6T4<^97A;DrjrZ_{t@tb}*k9
zrL%dsCxPXj3cIJ!7^|i-iz?D>In161W@6Qp;J|>8VL%fxOBf#zpt!1i@cOXnhE8nt
zEY2)L@>WG$1}!>yA>&iU754sTK^_Qy>btl>Yr~JFC{~l7_i!9-Ux4Jj!GHX?>uz^}
z+bbQb3dwm9dph9F48Ve7?gG$f%)e5+NTSBkevG4gJWvU<UOVe(^ODJ{F3$!$TKtP0
z27$PWO-cWmn*V6=(?a)g416N}COUtq={lJahBscq$76?1xn{o%?|m$G++TgX6-3H~
z-cv927A|mc9H_fMx!7C4a#aZZPW5MdYOf%E(YJWaoXL6nz)yweEfR$#JDn(On|$bu
z^^midMj!tle;o{Kb+uo_z#1`ryM91Y!c|9I&CCuN<0Vax)pEY|uGN3ZyFbWb)2{)i
zG@f=j4bL7(cRusTEAw{tDzUO>Vy@eDj%ya%aoRmz-rj!A{GlKvm3BVo{p!P=83SZ2
z)%{w?bZ_YXR2xM=>C8^5mV$VquPqK@U&i5uM*=Li_SMZdI4NNtjvm4;y=c*Af4w~D
z&F*yT6paz*(iw<cbma1JrU}@>;)jxLm0+{mI@wZ8xz9`8WZ<vnb4epJ_(JZuB9|Vo
zNUVQdT7|ZV$Xi@<@nByE2x-kKy8!9FLfsCce=~MEGZD!5XtI(F-B|9TF#vBQn2mAf
zk~KdOeDk8S;sddF$)oy%4&l+a;_aS5PmD>(9mI^xD%xTD+=#llU$SuO9oTd2t}Md0
zylCLHYItTeiP>w<$Dx~k-ROy(mDw+PM_tqlGuk(MKZkYfNVOfO&)01GQw$kgtCe2D
z^rvMDZKt}>{2Pp#Otno|G;%Alxr+oiw)_-AfGCc#*EvT;U=WFWdJV|1E>FCXLY!J%
z$|z_p6NGj@O7vS3jNpn%;*5XN4;)UrPg0kc!wZo^#QYrGKT?MOXaOp>Z0Zt5x-Ln*
zQOKe?WkCb;u@eivwTJO4-LBLMN8!fsAuJ~@UO)$C9Z-ZHC})y*wL+d#JC=<AcGCA5
zE3DwUsCI!-Oo<|<C<4!ZNMgb>(Ehz#ekc-yqm-b(u%dK2H{~O*K@qS2kUAe-hLgy6
zEL-zt*4iw$EaCg9eKK79qRLagd(;>r1<JwC|Ao_u21vF;Le#f`55s*AaH$IBH5=j)
zM0Ugxq7e?;C%3Q(-7#6O<1<bfi@GL}babA+V+Z(|50$@H?vs5_rQPcT#8ok6iw`sg
zEnk=_Ven9`&K@Ko(}pzWtX@SD6V!tp>LAH>XvxQD@<-+=s+L^9v1>)?T)aYSRojC1
zC_r>S&d<Aj|8A!=)gi=e`rIErHuL)J(hZ$ipG^6%kvLC6h)@mp-Gg(`b2z|m+b!~~
z_-W`Q$;3G-*AvMI?`!{5TMx4LE^T!m)e+d{#fd3yqXq5lH-ejpy)*2o)tkVdKt`Z9
zyBhZTd0%@*4)RK~?B!HT31+QtJp}0pcMAnmN7pyGh4t(fLMp~kjM@8)kZlDcp>{&*
z{z@g}k2(-3QG9RgU1OlsHH110z(qrRhMLLddj$4gEIscD<Ph6Jsu$N{i5DL>1727C
zr~Py`jAK18w`yQ+@@SzEx>Nr?Ej0xC1j}?AJ1$jU(=~0EN?*T*w>a|W#96oW3q}Wf
z&bW?OX#e--72vMd#_f(gEy$JQ+E4RYTJ^#c&!Gkpdxr8oYBV5B=ZW?!-o#D`UNGEI
z=M5zBgFOU|?YLG{`!q2zaYqn~&`NG>zpT^7yKj4X%0Wlu)rJi%*LOJ3_W-vc&}qZ|
zR{sr`wRHWJ);(XFFJEt;qd#oS4@cX-^t!ahIK1!rLdp+bgzesr_$r~&fF`m9A5arF
zXymP5vSRN~3hMM-M5nzhsF0*0+YaoVXyUGHNmVB22me!Hd+1gd=qxIoO=V33;em`y
z7I!+nJ{r94r`Yv>69X0KRG#(ti?!8|lIXqqhYuCMy<0iX-MON_<-v_0<rdc<+4YX(
zLSphuith))&&C#bO;20<fD@%9!_sm7550?`<~6P4OZ;DS*;20lj!Cq6K!a`jP48T#
zprD{Au4hG2f@%R8@4PlV@|>c$uV*%lOFh{URgVbcOS{t4DVgEojv*eCwee>DMFQgU
z--2x<_T;iot^nnk*@`-)J(mnmuAl8QnHVj6u3X*gpQ*X)Xv2%Qv>!R@D(|*u$$m&k
zSSz^O)!ntLhAXT6r)<1C?)QZZ*>e{6^iE#9pH`^;GNw%bv7%L);f>tHPal+vx-5Ut
zh`ss{^&ZF0Tx<g(XK-!GOGIXH*UKVk4Ln<Au2dgSUrk2X)}*YzrfQ!U74CGuZgDD_
zn>S2$#Os3d`aQFA`nRd$9VxYT-F_*MfZ>;U@8+GH+Nbt>5eksmOn48A+q>(xoA8*r
zlNdALt&fQ<RSMK7;i;n$!XBj|{rPv6=NSY<?2BZQ(LqAoFgkhk0N}Lvs<<G;?;QUf
zwN(O{y=m6FH9{=1@Ao`7*0J8*aQ=;pbin*Z#8Ub)YoRCqxYrpXziP}QLG{=Mq!2JG
zMb0Q@$!J*e6_?Tdcf2?l<gKv3>y<a(_K)7~XWM(9DHk1$eV+K``xZB(5s+We93)DQ
z%)BH$RGUa-9%u&d+$1qY26=M63Be=XD|0zI?)UDEDdqa_W{;T8PR=cuxK)#J<mH8w
z`3E-e4#}6Z!bZu8wIqBrOXdaBdkrQX!>)9qN)JIjvwYk%1)V{0QZwfC0^#-Am>p__
zV;&#JOqWUm?-i9v&x|qOpwc7q@ovu<p`ysKrE_|-lp{H*)2ai-^j3r+NRSOEDC10F
zyZS!`%H!UL=*^cu(sLKkS4geRr=0G+1g<KI;I>&o6A;k{kuUij1WqJtSVd3j!44Du
zt&x!6MtG5|F(Jrtq^D+^29}>VWbBSex3E|2OVHc$o81D(h|byX<J~b;JtGxr(Z86@
zd41+so_?6W5#fnv7O-vE++DIB2#o1ULRM}hdqWKr8#-;~x9}lXEbv6s0!w{E!uMPz
zh@9rsBNKE&qS=pKbzJSh80ORvK%x(7v8lVtXQvK4$GR}J__Bd;Ty^AL<>|kTXZq)E
zbR656*IuwIW<u^r>!*E-pu#XewiMrT=k9pEfEy&(aUZAb??^QjC;Vnt329VmWVS`L
zl+qUjyl}UyVP3fbv^k=sXp*oDr#+D!T1*LCRQu;gojYEW1F_%V-f1oIvX<3Q7Zv;C
zaLCJ<wA*sxY!MSV?S7&RWf9_#%lAmCzd8>rsqFhUwe+!krPlfvQ_Z-_r5fAogR9@1
zr}5<LInNTa+BZttNorP+&?;(H$vZgNS@8+Pd)FNQT4}%IB(cj9DwFJ*`WyNe9r3%%
z{-ITnacZ)^Nx9g|`pb(029Cogt1s@dNZ@3v%^#<=c`sPBwI_XeWwBOx(uW9Hdk77d
zPUl^Ydyt>-w(|m)nC%7?!_xd}by1d)APGH(6}(8~X}D*~Y(0`nh-Ro7!l!tL;wJNF
zx2v(%+$XYfJ{?|TeUrKlt^lXLda)ToVDh!XdemzsuVP_dzrY3Y6RuMUt<@2NvvYMv
zYtm6V^7c>FT3<i+`iI75%?J*UJR!E@&}+%F#LdF)?Y|j?#%>;h<T)Gj5L2NGh~&qC
zhB3@sa?0%_InMwKDMJQPMi0o&CfB-D%OJ#2eY(cROP8JY?$xka&ji&oZghlME^TFy
zP03lho}gR6oH{1(LYW><bX`+1P(~MxSwSUj0RX?^?Ic#$N20kxe0VJ$p#fy(JB-8X
zNu=-DD2c}bSM)i|s91z--EC@Sru*RbBdz;I)4QKEHkow9yUf$?D!Xc-(Q%){&!m4s
zV4#LjWb0e^K#dd$3`&_qtP<rwc?l=71LgReP=Z36;^)9Z^ngF&4OrwDeNz9Ybl^2f
zW!1k7oMM#atHRjp<cc#xnfgxP@h^amcMD`={@D{sd@Xo}4&lbcL!^R)@^=TXQEZH-
zJ?^lZgWR<1lo^3|LttHT&wcZk1wJ3z!=}h2{fEy|Z_GEWN^{&f5<UbuqtTfO5(c@H
zlP~xv&c}DW=orE`5DQG^F6vj8vkNBpD5We%p98coQRJK)rEL(a6XIJ*@Qys)ZQUBY
zcNX1CKo4WR@oZ7z22V)x#_M7VnNCUURQix;g0*<l+(X<l<O+<X`qy2hcP`=U$=S>(
zrCKdIa`T+xPpN%e4)zqLhf&7fd?J=0et7V?RD{Fl7^Iws9P=P>zk{sCMU6w_axsDq
z<K5bn<>q-mFWHjXN3=te_++&6J!e?kIwrSWg?+a+$~T7Nn!s&DsM>>6%=kK2h$IpW
zg^h{g;K=YNmP#H_6C*s`WLbR8)5O2sbeg9a&viIL+717)3(~DD`aKH561pid<GBmw
zrxC%WpcA}j1Zd_`7B-iobAHWTKuT`gkR|JP5fgKB?uqA7R@4!Iq(NvdqJRj!CD#3i
z2}T~4JWBf0>8k*RRrbvX;=ri;Yn|GH$4})V;{Fwcvu$~z8<#F1VcpZRwkd4>Ib_q4
z|2Ln1`!BbR_qJ39WDkunXs1%DUmv3(MTh)Sc{dO8lHVRO|IWcE-=<`^x=Fwx`9G6R
z<p1HM<FSWP@x3|bUCpU|YLS^Y0uF|APKn(P*V3DvUeY8MnlU72@+@GUeq-~#UX{3r
z(PY9OBJR=qvPgiGX7WpW!N237*6I*P6(xFUO_bIB@NJ=4UCPyqZX}0g7+xAI5?DR|
z*Bv8qH;@HzUg4V^F5toFGh)rsz)ysY=>QA$&V;6}FdqzY^dAY;4^eLAFwm$;O!<+k
z8(WV{Lu*JRv^5kf-@%1M5m<_Z>=4|@0{DSCiP^}L9BG0^zlH!mJRpJ)Gj?m;-z3Z6
zJI-tjnV|{xFhTJmrXCb$lYwkjd%|`#9R_SA|MDo?di|H2KVrw!jjlx=6K>A;nv*Ko
z@iG#r6)|W8d&rDKjLSXsr))F;Bc^)i-uz^lkaQd~S^N$`lwmob)Xa`?cOdF_K#odR
zIUWFaZEvV@H11z;)|3cQIcY>J@f||PNZ`g<1x!M{kxZ@iR_?X8$&3Yw-ybY&o2ZO8
zO+x?k^_%Jz*MRvaN6M5~((|Zq(x7=Ek;JvYVJ+!70aL)op(Q+zRf`-u!^^Y47<F@!
zusn$K+vAQuVDNFc+aM0w2MYq5BLweHp9XM)rY<vN@%8CSO)7Bz1P@=*w`OdA!4JsR
zteb&$)*4Ob4c6w2cT<yPOum(J=%N>don^Z906DFQJ*OHK??F?bKF`$ZObj-=3F13J
zKoxD^*|Vb)So(yiS<w-40f(VnnAH|B=uW{$B+IwVGWrT%bR{;cP_NGmbTu%!wQBCV
z-Isd$xGXDu>uc`i>tDxK$T&sBg`g!cJW3BKW)Y=Xv#Z-Z4e3KH%ocU9hU}6MiKS1=
zEbP7l8G=YsYSDVxL}LsoHCV|X?;G@-nT#SrPZG1-wf9@dh2)2ezLOC38Kkc7Fj1Q}
zoPJfQo{J^x27P#LnD}~qBxkWRTL7Fb8R!_pxWQ*n0_6#cph5C^IrIEOq2ZOy4cI7K
zwC2eqaN|efm<n@kh~_D8Rm6$3XH<_#Al@}lIR=Lln>OAK5SsF#kZ}-v#{%x$M0<D0
zljgdoWHMA135#x0YaPCHGG>i{NdA|J#ydp<)jDE%0$UJSRt3dXu+0+al0}r2tOG6&
zdH)~%PsPK1S#L4g(8+oPGr!;wGYA9|Z*7L*-RUzfO4>RZ2FkiyG7VRW^dq+_@mn)c
z&ERnG&`gmXtzZV343Nk<1q>pTN;!|`Q;a+u#Scgub(!$x5-NU>^rBeAj7UR16U8UZ
z;2UA^9Z9$5t~Zj=LqqlWjI&+BdbrF;KH=010GL1tL9`rC!cH2DLRF=c!x9qtbom@P
z4Y{Z26xwqFUqZfH9+4|dpxdMrFz}3}C!(8}0aP^k{K~GQc=qTScROX_QS9l{lVCZY
zmN%@>cz9PS)~8rMhSf*k)QWUR63KWCX^}%Xl1+v;`GdL$rS6I&e!+c+M9MW?;%&m5
z$s~xT!IP$5fX!hf4xTW@`pzCYPRMlC(I+fpSBdFs<cw4>pWYxPia=8&RsVxnEA%H?
zQ7>{CCsc7^aSa|A{U`U#bZnsUZ0iBzqE7gq3C7$sU3p>_SVuWGz3{1l2Zm=20@tO}
z+KG;NSGkPoZCZRZooK>2>e`o7Eu6(pt_gt7re#^g8Sr)KwxGv4Wp&~o(HD=;r3qfc
z1~IQ%{dd#<152Eo37t&r@4lI96FnQNIJOeK^h5?Ai@*wb<3#9`bnAEHkq*j~mhc_n
zHi)53Hw7J-8fK?=IHEedFn1Ja8zTXfR~eW%x>hMHoF<;i3dcNPpMf{JhQo?C2TE8w
z8LwhStI3ZPd{Rx*qz)fw8hfP+Z9Ji+(chJWGNV@#Nw@*{fC~zFYuuC?YiQ$}W2qaJ
zyWLk-U3!h1gJd@@TOZ)fXZd9Ofuz<;(!8hIU3|T7Qd(37WSri(EL!n)UVR(Kcf278
zc(`Z(E1%ew0GGFTHilSW6PpJ{nfPyE#k%#IRKFBVE&nrs@8J*~C*CsC=!5|CDsLhl
z)~xnyEq;M9NeP!yQ-K98XFd~QR2ae!SQsgq&CBBKXMg0$`84np@oXLsSfzA@dGluR
zU^|pm!r`Cjf27i%y_oS{#Cedg>MY}iLJz5}ET`r$S)sSd@kChvuotjtU3r@1q;p>o
zBDM*-u<);sFdH)QbbFZ$Ffm*i`804ZoML~cj6HTbkNq9Ouj&lXye7&{(uov-B4q`+
zrJ1B8yDI#;K{~Oq%O`cM%`O3$A(gf|hyRlV5%WFAs)ANULF6=G2kf${Up~h5c+m<n
z?5)gWTJ^e)-s{S|(K3@!z&x)se#VEM&p&+r+3ooRiU`S4L}N}UU1<}3NLSe3G#Xo(
zyu%>p2Izsj0!G2(cGASilq*^)DR6llpJpi0?{cIhU4(~-$ftGh)7<=Nda(x7`fpst
zdm?dNWi;xH_-h!BdWdy!YJ*k7^15l2cNlXg{>d+jY0IYy=imNq&yxZs{!hORDa4j@
z%gE*LxDK~=d%-96hue<C2H#s7pGcHt^P-p$>8Fiu<e=>xLFDQ2wk&oZY#sH6S^QSb
z{@n2eB<_H(QlIm~GeuX3(J7A@!P>cURlPHSfn%S05$*A0h1cx8rndw->?&Da$3QVN
zK>)m;PtX}~7d`lqkB+pF;Hfc0CYV~c37GoMEL?wI_Gd<EDtjyne6_+hr!*;QahIwu
zkxa%Ae%cDLRapft>V`iZMKpdVLn5kYalHUb$&72isu`ae!*b+G>|nsxX*8t|6-jB;
z>RlDw1u!es>wa<n=L~?5@~Kw^9HO0m{lWBU^srLmPVglCRwQv(!8mEE6;^pjdF$@r
zx;%pLv>NP(_o&B+gw@F36cVSBNMcmZd_c|Ua~!}}t^wt{L`wHcUPIfx*(im~j$mdk
zLxHJfiJ>mfqhW%vg7w}<=<p*_UiR03iCjFHU%um?MiE~b5n1b-4Poe-7<FQr&xMlI
z9#Z&v2nJ6$VQV|0s7k}`AA{7eElG&Q&}~`s)&*Ip)%aZQ)dS2h95ylx5}^D|ZYJ7Y
zt}L+mG|}|dz)BOoZ=8$|B<5FkN5D+{j`%X6!~hN^``_6AXBGBLC@@R!je>u(Y}M8$
zB13{HbuV8{m|i)PIY>f-uFjsdOI6)VFArVP8JG)1YJPeOBtNbM8HXmM<46L#&F(l0
zD6t-<fTI7nz7=DRQ3r*%)%UlaQV38D`X1>kGW<%zueW<o_+z?1vGh$4J<*YoGxkLb
zql(}En2oh6o_?7|FAO7qz)ijPn(ExH2q8C{4QxaoWMrQW)e`x+>8L1X;mc4SjkD8e
zw|=`vvepgKUy`gAZ3H@(cwvt9iE+MIbyTU_Nup(`l+zFLjV*Q?(f$y%thJ*T$sZvJ
zBYJ%|zhx&c>YsdU!;gGPfjdr0!)-boOGBGpr`}+FjBF~4-0&XrQ-b~G9isTJ{~Iov
z23fx7;VqG`qH;3mYZ`FFxa*t(>z{h}2A#OJsB)va_{Q@;Z24>v!@jm`y~YWyC$^Pc
zGs)GJ;ITb&njzzKn(<#}wI|z8FN#(ES8((HJs3mP{{?;(2`rxfx!7v={09a8AG^I|
zOBYCo!^HDVws(vh8U%ka083LtbhbsPZ=d@%U<ZH;qVV@t@;thJmM~YRYnTz=x*SZU
z)kF$)4x5k^&=h3V%CU?Fp=b?c5Qx7w<K1mL_<nM0*H{_OwlRHbQCXYQ(Nw6QpHDyT
z!Bu3T$s0o6Wf6N6N#WaKl~(m9D`*t+lP1w&5FtC+PFWR=ba%N{Uh`r)AWQdq&~bzk
zZ3Pix(7l@8Tak4fGaZF2`JqG0q;62o6G;jH4o$LxlLwY{iN)+#8UU8O^05UWHTe`0
z!a-!`X|N4;waN~AT_A$BZ1C2{0VRbFEK;G=JS`2s8|VxAAqK4Zwi}ISuK#xKAciAN
zg7hkrsBTus;oR`9I9#nBGWW+WNyI@M6;cZ*rIP3z2Ml1ERh}x^$~JxkKCwWb(Impk
zSr-^M4qG**3D3y_xRW4`{kVHGm!mxg-z&#f02tuYdavwyfq_3;K5cH_JB7E82!?Rb
zQl^z}wHG87TzV20mqOXL&<}<7)ij+%iM3MK?~ZprdCe1?ttQ;E=KKRIqz2{$eOtE`
z&Xw`>-46Gc*!md^wl)+u$1%nAIfO?D&z0X?l^gx^E{5f3_#bND{_|vFMxGAu$OqnC
zvlwtD=<KZ>b598k>lHwUEBW%Ymlc~%<dw&FS9uAOPzk2V{&taCV!E88m6L>1Yk)}T
zySt*u%1Wm4d+9BtRO#m*?a#ohM{g+Nc89e5u;RcbsZeHg1lXvF$G$riR2hWEoueHy
z)LLCa#uf*1OVY+wA$KR0oC>g`N>{Zi#-FjUT;HB6?CUs)XE_ezRUAe=$3HyH1L)=0
zio+A$W9TcJc6v!f4XuPqdO*v!Atpf9olW3zYfEPLYRlPd?#K5Of5UPr?siGsQ~qc?
zvmBz-hXe+0=<*l9n>>`C!dlX?n0@?m7?^RGoS?E)CUfiT+zxT`Tek4g@oJJ=l#_L+
zBQVW&P0W#dJyJ;(uP@14AmswsqwEV<!Zi<U=}lk~PjpRSK2M*Xz;67aJYx!n<UYXy
zQk*c2B)l9^#REflV+N%IGjsgAWBZs&P9&42H513Nq0RS6+HCSA(j-P6<5m|l9K7?M
zM0_f2ur07LpHe`4Aq+=!Zl+_lwYeX?jO;RiDsHb2#~rAupNY-30j`*)>A5A9fwlCZ
z#~6QgPwJh}2N)S+-dt%|@d$}CyYp>OXeFlb6ecKm!CBNvKb3Lu<S3S@BUPSkQfeX}
zgnzLcx#XM0AXf#6R1ktWOY!t8G|Ik<Id+8?(r$2)$v!lRH)PUfjjo!V_5KZUv8!)%
zN2YqxRkZ81=o&|qSLI)Q%Ksf|f4L<>*W>n?&Xz-(q+2Wq>abz{^=p)F%fUHm7<Vs?
z;v1;jrxQeaYx+7xsft$FXugQ7_zGt9x5;+LwUC0nvo9I>#}+V3X0827wh)O0vSr3;
zi7v=dVRV?+>C`Ce5Y-EmYcxTyPQ)`k;Ym`C32!+6Lbb;ayQkgp8&RQD1?N*D;w)pC
zTf4{oPjBY9dv>q^qlq=gpDS*sq<Ya6;1BPj@?v_CGuk87z>FSu(p=0_sUtO-wMgTb
zN7x?p-b3sE`0K;|2L85jjOwzV`<8C!UT7ck`jtq|&TTEn4~yw`^l?-aHYbsfYpo5j
zeI3C)@TJr-;FrS2f>ICg&ErX!A+v+X^09ilxrj4@{Vhn`FGONCBvHI%j%$I&p?x#u
zH(hp^@)K3|tlAKX=A!EaWR*n3S;R8CQEp3{{PG`U+5X)fAvqh$#B;~u;aTy-7&bnZ
z5Wf<!UkV#YNR7=2Zg<A#&-4JLWxr>Qxybsd=F8EsN)?YV-scxjZOa%WR{guQ6<TmQ
zOS$=M6vwwv*qxU=p4C29TTk#V(LjTA%OJAA&i^Rgn6SmX_%=CD-{?iVzfX1;Q4zAh
zvSR!b42g!^U}%vPy;YVN8s|QRfh3~nUVN;N*d>j;fA%+-hlE_0v1xDr8|n>Zk`CQ-
zWx054*TE-JUi9}~^?y2QH={nXj~pf1zp3*?8;!TjM(od(Q6qDUe3tv9Ag69xMx5Om
z`lHZ9-jFGLR=W7C?&S=UIZbnD!5d`G#(ZXh0fIEIe`+IHKhU3P>N%JSnH>a2!zM-X
zt6x^ulY29Zwwy@wr0^`nuxj7|MO8-ZEu-_Hj*KN+Ne?1`zU6Dd%4Sdc`#^p!#sT?s
zGI$a<4X!{GA)u8kAC=i1PF&MuH##j5;S##1qv&=?QeB5qw_rHH@aWTNTCOP8E@wL0
z@4n*3$^&C6b0`u*UdI;=zeIh<4>!2nu6%#a7x)Py34HH|{|rl~wq7{>Hf8nc;$J>I
z5x{NB%KC4wV*qZDyuR6I^!TQNTp&F1NoY(YNp?uT8d)h11#mMEWBFm&>3*fHoIOvl
zAu{wQw_Jb&(Z#=<`1r^*O|07tN)T=yBq6ilIOitvqS7!?M}aeVyXo>rl2#3OR3`fv
zX_2BII)*L~vli}%qMCB7;o>zf3_MQO%h{<Wq8XJ~jR_RD1U)`y1E^ZWi*N3U_Putx
zU#s?ps_u-+qI0Oi51%^jrO4a(nV`A!MUhRe_`=zvU4&y(_C(|Wi8tTs(ywKiPvLkP
zFVTH%Mb+PJC@=B%P+661&L+POP8RY^`9Ao?jYEw?`$5ro=o+hfPy#I^Rf&FQh@ctE
z_#LzeO%QGVnpDGo#CdsTT7WLNOs1oD?>70wuAyN%E59rx{`zG8Zu;*k1MD9xM*UJs
z#dRF@W5%<DvqI#r<l-WU?aG7rtgR2>@8cOOqzH+nzF)mNPh8~V@}(;U6b|)WKRy+z
z{h1&|v*S4YiKPB3+O(fdz&qD%*#P$(-Cxbm=2)HnKjz0z@LU#@T5@|v{yf1vaRR&s
zIZ1eN{b$!FS&#Q{1(5Bphpbg|61I5sW6*q)_4=+Hp9`HYNO;JhQ|j`+zF>Tg99ph7
z+y;BFhD_nueltvS47=;{orvS7!;_8~aWRclwROVj8jD-+*|#0M#=XQ&X|Hx=C5obK
zYz4EM=;OwSLm>G@th+zQr=5sEWSHq2+8yBU=MF3ydR*W`1<K?SnoR1yb}S#pf+oaD
zK?P~Y@h9i)3zp+}S>$~=ES9blG^Tm+OW}d-Y}2^usH}zXGkVx-8Ch>HaI}+-I_<39
z6v`dH4RGIm9+)zP4S1z!%&m<oDe3hF6T>7Os4C-?k8Lin;d{G1w+FS#2E9h#K!t`1
zbG||^4T&#Oayt9P$6qV0Dk{$0m$|iIIG8dGgn0W(8c7Bd=93K^9pW?h>t*Ji#O;<a
zsozX;BO5eY|D%4#MS&a(WVf8bLS8zCLVX0gmU<AKTy)ancL~PH*pW*lNBKLtWG9Vu
zzodpmWiz>-(O&@c{yhz1RnJAqpqZ!JkKClE4Nc;O^p%y5%R}3fIqH6cjlo)opQH+;
z5t(WChbI%Edtmh~rXSVFEVu;6p-x^uIP=7pGgqQr2iHam1_zVTjd01z#;65bO=~ON
z=R)yrQ!{!c>CO%!TmdzPQnhnQdnw0F=o)M9tu+?>qTb%B7<Ax#;`m(ps}rK0dlqON
z`Yq5KH6S4o7fJuUBao2dW>ES5Wvm1h!wXE<FB8EWO=Lkd5n1d8>*&L9|0W`Rts3aZ
zJ2T<<5@~dwVdChs@`{KH-;)|Z+>OeuU?_73Pw<d5Y+RC@-9^X24tW8HI)1?@PxLH>
z4sWbD&eTXTdG20-(z-7pD1Yf<OA%DMCuUpF;wseC?^SDg=_m9ISpz1Hf9Y`<8^*7E
zGS4qU4w=Z1-{y`+WkxbgPeK>Va3dZ01=MrT!p7D{&oa+7zp^t!iPrWMFQ=a1mD)Bk
zGnP(>kAkFclMwMG7BG;qR5z8Usx4#l=dE?eq{&SmbfS`f0Tf?Rf|yHA0(L1OV*GG<
zID*_G*y_v?{&J&xdvdeq*UQW7n{XYeHAa>SD{FFjB8i<ac?rHasAAvA4P@%i>y_xo
z=_GwS>E-Y~l(4g$(I9P<^<VudI#NIq{X<DVG+9IKuxvp0%q$;U5z?NuCMc=Oag+5K
z{D>7n?RMqUkoR}d>j{`mLb6;x?J{rl(!bh`&Kzp~@uYdlZ`z${R!!2Gz1W<TOH5dh
z2_8g=xuaK(E8CEL+^|qTwx7&OjHIm(j9uegK3W{_of^8Z+c6-)U3>)hNFs|U;lA5~
zGJ5VqAbK_XRw@QcH<~}2_PT(Fpsc3lz3cKhwN*)VL>(yCD&gI&;_s;bXX%+~5-36R
zBE)+%A(+VZCh2(rM-P%`N|_nBOgpc>kLtxv;(I1iM|-7sM_gJ;(Mz*lyC$9|p3%PB
zbGEmw1~KJKWT9B3l#l%q(wkL-_|WMVB15a#!*d4foe;xg@mg|Ck1M)#4Q?8!aBY$>
zFD7q8yi$3n^AItwqMC<K%Ws`sB#pl7bAntZ@W0r5>!>RGt!?x%5CkMd329IXkrY^q
zlm;aPR6t4u1eFeH5Rk?Nh$xMOl!|~zcXxM6hlH@`Jo9G1?-<{H&l%_6bH?}WJ;t*K
z4-dK)_kFM5ob#GjAZ8BO3J;_gE_E|~xinoGke$rn6#(g$N}G>eb1vSwdR%@%eZYzA
z4<MGr-Kui55r}Kd;Q<S0iazkJyAhEv9gqTKbpGKtB{iPm7rppj<9pkGIpx5={{P6*
z;9t<lo6FlU$)&-PWQO{VFN}FJYY;i2G;xwKIcnN!h`>p0r~aVPkr2ibf$QKi0`uFy
zbSF?4PYtV(0t-`-?hEkPxg?a27(A}my({JiW8+iLO60De5*#30fc@kUs;IMHNo}nO
z-MrTMJ$Ql2lvn&z2w5wY7m0S<n?|5TL=An)B|vsdOCT0N7Gm9S<Khs`!pjM9BsT^)
zs^65)ZNTz?S)Ba+z<1<fhN7pJQ55i5yxiM*qH}5gU?Q~P=GhHIZF+hPUNf+R*X+E5
z2wOg1JODW0)}aWTWJrW!D$=H%S`R}7`&X%lxvm?bM19fSMAG~ana%||{$KoX5Tt@=
zf)fcaMB+2$N6daIg^Nd?><?6IeCJVInK-Ez5kOu^=k%4RUI3E?aX|pj?OovJh9jf!
zsVW|FaM%&D8F&-EM67rPDfp3#a)lRR9o$jx65B_D1FtqrBCJffG`2niwTE>+PT#(g
z_5C_^#e`yn-A9BicVN8z^60VFjW~ezu4Y;y(bG^AfsHlm)a?S^W5=V=$wnZfdg&@4
zmviLZ05&KfunK&J-*qFMH)ts`Y1KiQ4Rn-KlE^e7I>L%9Be1arzc>$%_yNLfMONIS
znPTJA)0&8f0-_H3y7m=`ph`tXMEU{v4w^n3!A$jo0q~$t*)QEScqs^$L`V?J=tc>w
zU=i!YqBf7bixV)b^uV3do)uj$OFukf_1~(s?aC7GcY`T<etI04Np*){&hLhTqkg=P
zsAN>wNGQBp0Tgi>$r*$5CTV#6cx<QQCgQ4!@IQp0vS5oyCW>~C>$ee44ZFTa8nbJT
zN<Ac3@~J`$&8+D-z!q^&m~y_W7NZ0vM#etdOFUmBW^HfxkHB*Lun-^wrzM{NEih|&
zbw~)e<#W*~SD{Vw?Q2pagc7p|b)XHaDHkcimZWrmkfZ7W?DW87^GP<qlP)v??imrK
z$JIL1w8F1jN01P}%+?S(CPhv-ZYjC}Q_woL1xr(#PMXQn{4PsmD9Lh9cpe@7;}0#$
z>gh0yYo}SR2)&p_N0yteYUgzS3q&}?S>mCS{@aQ5a)iNpLNocB<7eyphSMZYZ5>6c
zQw`7rlHm|CiwyfA3N+rD`lCtjj*#;TA+NBH1pnpX)WqZWIZ@Ke+d-76*qzi}K6?I_
z55+zrYO!Ldv{;|>;kT;i3PTws7g6KZqthie09wr(uZ#M>af0=PJfh7x=BzWhHuBC~
zmgE@F!7s1~u29~#NA@L9{<u!iXAcVBT+iPD^n6a+&fF29U&7&|KkbYJ``Cd^&di!+
zsrdGvwc7ou(LnP$>i}EceEq#=frXvdF$%6+r_m#-a`sb9pI}546UTg}gIf|UjG&{P
ztuon~>0+D@<CFs<OGK*IkwFBRiHoL$s@ISc1-C`D=!wqCwKFpS&8r)@Z%&PX<o?OA
z&Rb7XLfJ?mo0&$}Agg_tzM6joRh9zs<V3d>Fa%uj9)yzx<jUm3V?4t(Fjl4cDA#9Z
z50V&rQo4GvJb-94L>k;>ep9Z61dbziboNWV8Py;hmrkbxc|&@G&YCp`(<lv)4iVxe
zmM8F^T||rb<!0vbG&a~ui1WcNpz0erfrf~=(c#!2$b4S@T7>}FG(fV1Jy@n38;Yl=
z{L)855<*Z@{)bVu^OT8pu9zGVPE&sZK_pGrHBnwSAafbk0{jjV{%d9i`qSl5S6{#h
zrVLG~j?nA}^_#`<DBR=q5RVz#H14@Vl+m*!a12jF@{~>xI_zWgKvImP4g<*_V$~x3
z9vLcY2|54FgK8mIDt|_wW*4^UJp3dZx(g?9-{8yQT)Zm;Ki++8?{Y3>INOQ0HT78g
z*7rQM@<#%oY?;gNBjuL;vW*y09NH=&zDPPR^wN1lmZlKq7;f%*IkHyO=#c%a1tfKf
z8AH;QZ^`?GonGY(m_Fcj=o)LE`fRu`+aVci>>?BqO~@26t{jXWc9r|(&KB@;fus*x
z_h^c=S5|lvyh?;7UNTqD<HZg@cGZS4MAkebazM;<OIOmroeqJ}ap)XJJ94Iy`>#vi
zrN255uJ+}~A?b^=9YOl4PLT2$Qh|ousi~mdtXi}>^i6b(?$$VtiY5;<lC*1~C5_k4
zlKV?X;d>>B;OXf=q`8H#bH7O9z;O-S{dlQabmObbR|kDM_h5d$f9X52$`_N|Pxt?>
z@DN91z^kmYT=eV;UQLk9Q#!;RhJDgeiRmc~z|=&Q$<GRI`t&c6I?J}KKeJAhc(^Xm
zu)W0iq}MONP4Cy$Do1M+ES=pNe25q`dqC>sCCREY=8#x!2SHEzS4bXBs_yB9LsOP_
z&t<dtN*}h%m{D3&UrR@a7f~NuS3wu1XE_b;_f19s;?$kaboOU@`RzQ@5cb|kTahRJ
z0}-Zjw0)zbHnNeFeG`!LT3}iQuNXIA1mvBp*G>;VQ(S=;`retm<?O%L$MUE(itZT(
z3%f~P1P$#QpVIWflTF@w%@(lN0A2|B(=leb3Km6rsDAa#VvBQ(sYKvPDdkRcb)+v~
zub3bS$3-{5b`r+iW_6O<o!egf)jNU~T|Sd*<rPqboii;F(o4AqR1jMepQYiiasxiq
zI0%iobM$oAeB(38Wx4zF3Rki64Y4DL><o~ipBuL&m+_dAC54AUG1S8{0H5mUbGuW2
zxh2=}7V)o6`fzhq&jmax)<`S-;+)sV$(m)6CDO24d&O%Uukn^&F#jGDGBtJ5Np~fz
zE=32eIFIV28>lY6Ahm4^pppsvl}0%Fk92e=U^DUL-H+6cqTQeIqifY4{QnAXv(0_s
z@)uYl?Uys9M@(`L-J%9}1UU&aEWzLUae4YQ@XlMY$%xd^3C>B6c!cIiPcg?1%&<3V
zr_zAvA_S#IEMxc9fu4M)X)Va<7lL2Y*wwp^BjhBa!=&ha5LR};r)I^`d>QH|nr035
zD2QccRz8M-$EyJ^rvgB<je&mS`y1)Y-``1=Y^KX{<|&+%XfJE4lO}rD7l6c4x!)NE
z-NH>M3SR(-Mj`%U=zlOB=;0RR&~?(=E5^^D?m@cVn)Slp*Pm=R+&K?+Dw69^TfcYK
zJ$*JYAsIRT;L(hA*L?#Kp9UWNeYmB=4F7u6JdsB&x(Kh3;LIA_9X_qKcQ02XYtWhg
za0Rz?0^9+Vo%t&={0LdLhL62=LySv-F4G#4e957eR=4PKnb=%TmJS>3N<Yhv8;?G=
zmfb5RGg|T(FP}x@d<}9)#7_uGZUYb_*s(*0NUTpi)KfXm9wW>Iam1krTSpgh>+iH{
z&{}gZQ|3;xR1LVqhjG0OaAS4N&qM?hto+Ch(zKqbR1A)rjcKHX(b!TBFg2u2+=Z(f
z<AM1nudvN7QFOnS-2`%2G$Dm0)2$7uuS-(r4-k*cz1Y_9Ol}Rk^9hJtsVw+=5z_U=
z|0%X2MDBL)2bl=OADCtT$PGHI7JYSn{Q2P&J57IE4}g{0Lk>0<)y3!$^Q;6YJq6CR
zEby!=nj=07or*For&d(R_T<DBq9A9{<t%j*k9_2^AM3IryXcJua2QPI`F6{Huk98B
zRGzlXOZQvj^h|klQ34(&0BN)RC>MufaGby8Xwbf+#tW)Xh5hy`9{SNqyBLZmTN*n@
zv|zq>jJZ>by7@Z3ulM;8NOSJPW9sf+3Kq$V8wtp4)2RbXq$v1;-5*^I&+5_UDUo`b
z{-p7CYYm(<@$;7w9(J8|Lzert3a3_9Wj-(a99I#tfjDCPv1gBi?4yvVzKA_c5CVY}
zy%%1Fy1fW{CRUGCB#1-8F3<7@7m{U2RLb0`3!R3IJr;VaC&#XNiDGcgdw_1CIqCLE
z_q7&c8I6!@Pd&d@0l&h3RLx_#k4$|7PT<M+aL7XE8%fnm^LYv4uKbeS$08lz`Gj<n
z{CNw?Bnc)D2PypWt#j_`{QcXjt}>edhHdfDxw}MHGAH4FE{uZPihFHQ0m4IA#6!>+
zXIi;dS~|qn^>FM!7~#+&AI<VzI4<>?TJkjD1O55RzlM#Vq7Z@t#PteRnDZa|ksJ_M
zJ^fHaT;`DoSEQUY5j{_~cRv5-K4*~;BD&frW;(=JamNSY11YnNA5vU%4@G%8tlzFP
zp54PELyV?`pv(7Ol*C!Ts-Y8x!0KSR=uI;!6G@4<2;X)?^b?58ZR^HxZA0mDjy`EE
zLNM4HM1*KggrG^bS{nLkf+PceJ^y~a9MumHh&9n$!;`7PTK9&!vpfT~=To=70HgA%
z1rCV+G=Z;%Kk2)w*$KoB8j^<fVC6H`LDS9vV9W;Hcvikw?K-101SR2p#Vu0B1{~7$
zy@oxK`EewjScU@ndlh6eCB_9^8P>H58oOzcAnn;T3yI0<kJUR)(4~JL-~n=QWv@IU
zZ&lK4Wu_?rJ{e=dYfLCdW(+f43DB=?-e|<Icfs$>GX|6)Cs9@VYX<rcwd5EI5TDq;
z!t5<bAOm6sQljxg56wX+<x8jletcOE)=Lo}8e}vA8f0=o^OP=ThOnn=zB)@P)Sre7
zECm{f7i^Yh$X&rFB@LQPcSNA1AT$4?SvPCzyAMO<?Dr5Yk3M~0w{_UvhxHAv?FgBT
z=)rxZhl7Y;KAIr}{|K*^`3@4b+=Ecb5L1+1aHP38@l3Q9y$<(%j(m2#>>d6FxHP$A
zhzNXwq?gobrtzky2kT`>5l?cljw$kab^EEaKGi<F|2m)^fx*ZhCq!^{=azMt<l7k@
zdc*|i)v+~v>z-Oqg&jS75t+h%k_}xu!Reu<bxN!-o!j4B437uUW^@YioUvG*grB^d
z{G!h>24QzBwE)N*i)2OKfll}i4DY4OfOIII>^6wgAS3g=kEhWd(TT{40$F~4yse#z
zTrI>3Vi7cu7Rw;6fxq#kDmaPv7fQjOLH_q<|9|xeIsH43@BXifwf|T5?En1ef3CoP
zuE77-SK#+a&d$xh8cGKzCzzWzqC-Dic+vSq;f@ZI8tFA@Rmmhg874+aqhOmhK}n-R
zrc3_3M$MrYbO#==OR;@P>drn1ncqJim@nu!Ubbx?H`yhO8^EsbZtmH&)Aj59DI0&a
zvg1-V(LyST$M}|{=nc)x=@<X@e>P{)jXos*_N})hk~8ORLJ8o{{QLJCFU~Mf{QI}y
zC&I`YB{=`*kCHI4gnH{BFZ*vlFRjdgTlDYWf}ik@y-Q^CKY#Qs3EJ~NZ}{}8{O1b)
z_rvj@N8-OePXBo%{_{xu_Z9d*`H}c+WI%BjPqj3|ZN)B)_2(f*JyyqPZ(|l{vi7l{
z)<PpY_4d&cloe=3(7<T@$!F3|GY@F9Z6E<qui9Vf=NzaeNncEZ8M7Tgo}OYN-XoZ@
zg|hxU|7ONSIlKf=kOO3W8*c`(((t0^6gpPNuMDh<Q*|F;5XTTSEJZ&2gaNYD{hN@Y
zM|_w?S>RYub@a}1R<ZVJ0c7=pLMVv@!=Pc9j)HAm0}9MHLwGhe7kkp~zFGr-)dm(y
za}R&$jj`z#=c#9?-AIEsuMCXtH~{MI60zlsP*p9M*c@h9@KyntHWuQJx?T+DW&8vz
zUf8(#gEf)R0z(=sR@!0Yopl9xi>fGugvr6c^ZfKja@^Dl)1q6SRwciW`RGLAu2`6J
z(lSV|d&&qtab!kHv<y^xX*>(qHp~M&$cu@%#{Uw9B-#?>jl<>z7_#VYHm%&0o(y%C
zG+0HpgED2&6?PRjpOE1m!%X_D9G6BMs0{W9^m_JontVHG3F2V6i3U&W?9BUDs5&WT
zn<MTY2!-ENvH@NfR~qX&?8}9L63ri04ht)LU_8>KL6Bbi{??y3a5o>N610f@3BrAJ
zTQvWz<)px8{`J~nf2KWDdk=8h0EAi90XCs5eTpP!uR-b@6_W!RtgnJ;c>KstKM_p-
z>Pr|4LBtqrSPJi@o>9rUz-tQJneT*!NM|AFXFKdC>99wD@hIA%iEQs@sC|ir>r1Xl
zCF97w)R@g2crB`%LZ)lo`?wbE4rn?GF)R;wj0KivMI=3=n#A<?#;x@V)}<q_IiU96
z5zlx}V4uEoIgFDdJCx=k@)`A4%$1Y<aq}%n2^*>wOr<+rF%e$B0o}5Gy*m1$`L_e6
z2KY9UcHoGbYKHRO6?fTjnmloB-vKd%e~}(+IO9NsU0DQFwO9mG$tDB}mv2BNhkkjf
zdXbHB8qjfX29CRwag)$WeYo@jQ$$X>2k_}@L_XBGwE@dmVT1spRd}~}1}<=vUDGlt
z#b&Gc;a_iC5Z7I+!S85wg1w==fW;`K;}JYXQKno>%0=!G?2lqWpV<~A?&1D>J+BMk
zRkNjlMmHuktq0byXcGcvxOuwW`+VhB{oh`6FZ6K2_@56%sEHZj*T89L2X2_6z?r4o
zXLW&dmhJOeHPyC=x43LM8{f+PxAh1IZF5w*<Fd+ynh!A*D@<30!~YD@pOl5tVrGT%
zUV&+$V!a<cBD1&1=6^c;26*b_u#Y?!`Ny|Pe#lzzS`;F*d#Bi`3{Z42AJAl6gC2+a
zzzltjY976J0QQBv6Lq%+z|m1jytc7@i(1fPSuqyHGdIX>FC~toAjbl9M2(jF2$WB8
z<_g4s;P=lV-r86CxepmAC|SZtlNb<@iR-}RHFwcPC9;yIRcGfvs4MfV)cqO^*@R0%
z$U&z32cG4LUcuae@uytf=`T!HwuWvp%loNMw8aQ^_-9>bDgy@uCtgsd-wq$ES$jjz
z^XzSrSWrx9_K%wh^oXP+>m4R&UOG`%MPyw%*@gXK`qTQih;7r~L0EC3kOg>fxzXg+
zmAjjVkm|J2lvY500?42(C_p%{X2HUFQn_ngYlpO!!G*woY~2IUwji8+oHz8*EEsHX
z??*eMK>r?F7eo;=4YZ7c(qkFzZk8dHJFL@{fSkVLOlw~hH#7I*gb(KrvT<=T-WeZk
zp|6L|&(AGZow#k6E=TaCe=nUr0;ZK2O;ICvt|O!!#hBwyePNl^qU7qz5J5Z*$qTpc
z3p8h2O-iOgkVz^HO;A>{I58D(?NGU!i>y&XMVHeDzj@(}M&>w#>yxl5rGKWPtazx|
zqm+lQnewSY@U-)5j9Qv9?L52>!35kzEQ5gMxY-P~)(-f3kz-?Z5DF7!4`UtNft*k#
z57&C!AGcFYmu`Jp66x0V1v9PQ51#9{hDz-rt!pk4Ax*88#;$eoe{{r7!g<n$h77%p
z;VZh;SY|)HLwm~CbkZ)!s$3TLK|v$`h(sBP9rl`O^H25?#ck-KzLkC!H;;Opr9*|K
z9muz}4ASSU$uGL`NHjXrLPcQUZ<+~F^0~`pf^{Vc5tlZpX65MBa9iV$@V?UNNC!3X
z)=!ZKJPGm|KW-Sp0`qwbPyS(&_(o5X3_<dV_gu-iLoNi62+Pq}zh(Oo5o9!h+ef-)
zpLb)Q&mTC6(YBpfy&)NQ%C8H2qW}W$`h_*XXIm)hAKkjL42?PF1@>`O$N4GUMgrSf
z;Cl8phR6McD?irCM)qahgh;_-emK^9bjbSsckg1m#b^0O(=Ov@yk^>)DT?3nyv?b_
zl=L<L%uKuM3XAvrrk8%ovyMh@IIc;!b&q@VM1FHDwH@9`2f4=0RneqU3b`m-Ei@CJ
zC%vWqR>v$-J8}+^@nCvmed?Go??YB2Ly1f5>t3n(hOD2OEuI}{#ex^OV%<<A+*h6&
z?LlQlQa)Mc1_AdTFAd&!573#(HD-EWCBpYg(RVJospt(_53W~Z)}u|8gIPX!|KZZg
ztwjmcaKGy3FkGljuObka-GetgmNHheAV0QWMRg3C%_x(~j3zgQ@4?A&jjr(>8?fex
zbe@bxMRTh?b*v)U1hHNZPzE%D*T<`aL}l>^ua?$gMLxXyWQUoh2|m*lA8_#WpJZLD
ztm)EY_}OX21hKKaF#9P3yQ)e*zH~So=NxHBOJ@u_>r8{XM5s`mj$-jxSoHJn%nwuI
zhqX~#6jn7|H)v@)OIS%2$T(#A;1`1wikSQS)Q8$#Bzrl=#;`C^bUFVVdHmIRyn3d1
ziW=_va3cnF%A4qrjjnb|?L`9M9Ryn|KiS`2`J)&wGDPFeOy^Bt^CtO<mJ6_}&K=;|
zd!O-lu6(cswv5pxDZxkkTYL>Z8Pxk{e9eYGxO-Wf)dgOye;{r<r)UD)x%%|0<oj3V
zy9Wwc+CACSQzOk;tX!YY;Gf%g4NH-0V-jT#Qo;OZ2t`~-RIk?(&Ht*^y759sSE>^A
zG+_$SVvK6G&=tRblq1X*?-8~%GV&@>Pti0K21s4pOI_g+IolDeeh&SGOLMoPZ)bsc
zBo*bvlYW6})s&b<wvpk&<7VISyAwI-=cY62mMG!__VbJ5=AWH8Gq53C`$o(KBn8yx
zSlO1WKPOJVcM~`5WaweZ_z6DSw<qk8Q<zyiid$Yy|HGMcdHlycYYWUA40q?)$S~BK
z{}^h6H1C~`BL&?9%e+fO)WhLo9ZW3b0iDEiZ7~!tmV=n2+|%#3Beo5}lf&Z2(<!yT
z5#5L%r%F=3k%iZ4!|%38Uo0W+9Rf<&(ikjtjjX;tl-lkzKxyxaAMFDZl3R8e8W-+Y
z#=mW|yfHH3T@{*}vSUdFk?PrR7-)y&aC1=pITyz;%b!n{r&#~gO3zVxFZ^+x@8frk
z56(9H=d)p`(%gmC+nTYJ*hy{!&a31`F(%VPg66|Uv8Xq}BQnnyuE&r3NbWR<>OJ5v
zeTtF!cr%{gRDbZ{d{`r)(EB3FdG3Vd`01)6>+I0&*!<0!U4o`f^8I(^0es{`HKa|0
zzN5Sj1|mUnkvZ|@^)wiv8U_DjlX#yj$qv;DRC3ait#~kFFNOJ9-}Gbh<%xW;P?i0w
zvx;{pF7?bsbtVsWuef*jooTvT(XHWha`%U-1y}>VQ)Ilgptw)oQ4<>>Lxy5d?|ao$
z$r$J^8Sh9@b5X(N^NH32niO@<HK&tjm}cy5L%z|3i^OXPnh^Rae?fQE&soB~i<F#Z
z0Hq(LZ9^P8l_zdU+^)XF5C>K~e-nwKSdynZg+F+f%T3H5)s(w%Xy>;s+#F}?wB*=*
zR&{Zoo;IXBMfa$)zEyY+BO_WG!hL~zM`D5zcXJF<{e;24jMvs<?qegq`JCU5;c)Oe
zZj>Y@gV+wWv%#q&A<kQ2C?O3ka~n#jO!dd8Uoqi(r{OoRjaPlz4HQjW?{e)^c*{6(
zVKQ%Z@|O-6;AR&$UfvRwKzj6&Gg%~(DH7jb>2Y<74?S&<MZc9Uf@P)hy?Ic1HOF?W
zahr{o4t;<0^&=VyL9>RX<3)${sk&7V@J+=-`_F6Z3aZ>^V)G}idOx2l?H~~#2d>~H
zHaG0LgOHQm%B`nm3!o9QSnU2XhC@JJtMdmWDm)F?nxpD*7hw7EBv=mR)~yWYBx}P!
zf=E*cAF;s3L~vl^(?z6YR~|ghP^;4g<J$3gAfdIEv_s)GT$&1%BC>Azz=oK13eG)&
z9Y?r!nX`QXEUi{yCx#U}Z8qA0lYb41{(Hjzs(<E{$4uh}u-sytQ-kk+<Oo1}KnRls
z%uQp@+oEUP5E)|BD?%#X>l0YW^J&Y|=0#-zk$p}G(T|p|X&|-G!zh%VOQPewJW<kz
zk?o(3M@Cb%0dogHIxd3sv&Pe+`ghb6*rJF5;7dopCTf9^#i0GGdK#t#deFD_{7xH2
zwj3*v6P_CBJ_@qY%KiLVB(YktLY5pPEGh*+66R@O`5FU`C^LU>^J8HW`aA+1rR#)s
z8N3;senTJptD`;y6!oqHB@UL@u@7wOa09L#FMherC7u`a3AB2Hu3}(v7uf;cxM#6@
zV7z50me!FRlC;nXHFsXL0ao)X<)HIhg$|J{p6roEcYnk!jn`mDMZ5$1(x9S#V9y(1
z5R1xjlSU4qIpBf^7s<ky&}vO{g4i#+`Eg)}QWV0^{)sTz<ORMs)(PaE!CBaXMHqn$
zjoww5$Ju68&||&hvEj=uo5IeQ;uhCz^AC|$IfiJQcN9#Fc_tD^_Da>h+*^ghMWas9
zYaA-}1n%KyBAM;ZI+$gfn;ofDIuH-!xk0#Mb*|;F1~`+$n<H+S?7Mz&#(()0s%nGl
zK(YNR2dE03`~CVFuPwTP;1`)=2^tc(EB0*;FbP@oH(Nm+oD0`lD~x6vs(_X2vn)}l
ztym{GRL`|64A?f+x27AuiO`+#&*_nj<A;;^K|;ec&?UJWfLMJJ!-uH2=E^}n>hP*J
zJ!}WP6%e0n{xflhtc^`AO3t~ZQZ)HNg}WPHKSPUNsO@GG3?TFn;x<%@orD8A=GABQ
z!`+4jX?se`Z`45bj;C>MsXj8Bh!wQdTR8rNXLKp*?@}}*YDE<h36+Dt2~Y8Rm(Cy6
z?R@WlIb9LG7Lr~ps&$0B_{T_yL0<X&SV!{(EY1(TLwK3CSkE2YIqdizTSFHo%rWo6
z-aXuW!URjg64!)8mUbX)*?vdDT>tJleL~_>r}|Y&*Swefi*DO;%?-MX!G6$IWX(k{
zT^PzJG^k~0pc5p7Tu*afrg4IHl4m+J?vK+!mjX-N6_iKfTK9Zs(fH2ATZXRlZYr~4
zh>OE`>^v|W0*drHQS%W$fHl+`9HUoukA9~^)ajG#51ur=V!Icuzd9Fb#KEkv(&aN*
znNWlS^LWvV3eYp&nBAFDY%f9@t1uVVx?&Q^E8NoiB$G{R+}T1g5hLGBpZD?Ks!}*7
zmlC4XL-|2jXehpP+#j7}X8z=E_k$;zqRO>Iq&JV#@sozCWu?Dq7qm+cy?>607}N9r
z{j3h1&zEG8eD|J+`1<zF^=qE~$^>8M6{OlMEi)fH{_?Xrf%W{-06_*Nn|Rna0UO_R
z_u)6Wq2rzOO0U$*Z+fxbSc+;ycON+=eg}V&r%b7bYz*G<33xcvI3MvI?~)nc?Tr)6
ztd@NEI$u6*^dlTF6OFgc=PT$)XQVIT%Dl9tXCgfcn+;%SOIE^FdaIaJoSQ5C;c}P4
zxO;Hyxr3(%jLm+x|0yNC)p(ZFXMsR%(%0wCh{Vwwo6A&^y@aZ+28^^R;y!%5ivtu*
zzqJlY9i;m@$;bbYT$Q^{(%~7u?nNgAvamQ-l1Fm)Y?B@=V5QB}#ie65Xry<IBsDI3
z%JjwyKBLYmUScQvE-8CXd##a!G{WdBLwBQWfvPN%Rwvc*LaC!_jC9{FGiktCDGySf
zn!+>EPncSy`4Bl0Pj3B$z?jp63dU|WRz5jo;OeCi>Pg6o#Jlc)`6w1|DbiGcOJM0E
zPxq1wfpf_A_2zDZum=*wctgy^L8jL|mR6<TMkG3te3|{uMKE;6Uqotd;g&(bz~hu!
z9H#GwhQdc5(ej~Y|8%_^&k0$ujPbnAD&v^iLUJcH6kU_=Ae7rtTJ^)vfB1`1@<N4?
zG}Sq?^L$<1<MO6U953f6zN#PY``&4iUL(zs`-t=T$LINK*$}y|gP~YCCPCFL!r~f?
z%yAK!P>hpxq|^C^L5>T0yg3x2*h@3yMe84NXrIqAn3jhrCg4iM@J-wprfx*tHDa4)
z3(Fm6T}{`zfG-*HT&jTLPV22Q=dcA!rVuBO&t+v;bqurDN3)9(Ba=q=e&CqndXLY>
z5%|ws@)9%STT0m|^RNi|7M9bHAW^e)&+-D1wu3~*VUxhe^iczbYtg2zyjknzlOg?c
zW0jbp1&w-}rLi9a{uV6JG;#NP^XSX5<!LtbF)Q8<a&{jmgdMg!oH!aurc*V3@aB8(
zh*F6LThwAECy3(-$u@a-anBFk?CfbJE?txT5Y97Pa{EE%T3uB4RRj-ey#3*sE*>L3
zW$-iAONPr;^+60=A(U2DnW4Ow{qV(8tY>W3g3Ot?x%U}q?`WD_vQnx1XWEa#H5e1H
zeLF8S_fpN1(z3&E68OyAf7Q%-;+?9j-*)+ZdJ&A1vRQ+EV@<?t#*~&dF=T$}x`-g=
z*=p0T6}q+*dP4TEV=A$^@3)CfnAvdH2#7WxX7ALhQrM}yik*w6#CIeoG@xt=#c8g>
z_RtxqpMAegDQ~Osz$j_-F23qgp!=2UEN_0+H-}FI_=erV@4cE!ee*WD!zYa0^h6^*
zVLtDunc#(uw_2?8!Iy!_c*1V#T>pQDsx{{)CWyUXlpcLk@1w}j!EHEG@4RL&-=f&8
zQDT`)zo{D9B~F(|`{KFzu*`7yYo<qR167`K*X;gms>}`*(LFWV@wUd?Szn+U9`6@!
zND|*$?EfBP&HaGBF<@Zw&8l=qcq*TK!|zbyd!GUbr&@o<>yU|hC0^AEDu~0u)PHvO
zKF6raek46H{k!f=fcK}o{5M_koAW7BX%@T^p>#Q0GVBHw9M&AUexAd`1Yb1&)<)jf
zQZQWg>EL#!kUlY>f4StpLMmVKvcq^3SM94Tqn>u+tx)mq;*Dus+G?>?6#Gg(&f{{P
znS&f5Zutr0Ov2!k1$4LS&t1QVYr$;pX-Y!5^p>tkw9A8W7n6d|^s>2$rH^~hy$X1m
zNYr5w7u{;oX|iztYsW4|%*b9XH2%KEnu#;rqR+!_)vBnsHF&txLEn;6HE`!LIYOU}
z%Q~BFa&JVLbs14wJ^1-gAUa|~Vb(mE^@xj9C&XEfTvM}Y&`YnDr>Qj1ZlYIINc1Y2
zE!|1}roD><*+bmd!G;n+^nbWbg0Y+=?J0Uv6hC)^9}cCg9Rp@$SWaxy?zb4OdcbiM
zCgZ=UqW0Qb_jh&dM9FRP2g>zCbBw{nn`tNaZ9)r24eYNH>DQanR0d=pg*)kVN?zM1
zA$ozqauF%X(N&kT@Wt;=XkTt~$dS79s=u{W%Sn8jD~os}B)Oa-&4&1NTM&e7R8@n2
zf9W`wYPe_mxDI=^iT#gbyQH{8*o46T`Ew~aQf##&$>`Scw*EKI-d#AXt&x=<dNd8y
zf;lt5ZNREHJ9A97-+<)luM!892_xehNrWb-j^<zHTHe9f^=5pDusVaBo$D_-TSa-2
zre~PX`Y)dq=sx4e6P6<FbDru+DLmP#P0~f*J<myzW8O2M70$2FUR}aZR(bFtiGId^
z!T<A-(xTyOVm0ygT%Pk=Ek;lO)@Vs@;<}wNA(a)PVMiJAn8`H>kv`T>v7vSOZnhBj
z`C$6Nbi*}yt#6(+!NH`IM@IwD<4;rdugvF9oWbBQ=~|(FGt3JTn48`zcLCV4b$t3m
z_@9Gh&*}vM%b{=a24N~m?qnanGiX&PY>E<u`70(@gvXt8s`Y<I_?+FD#w#h^T)QqP
zd(Oq9mO<8*+^}nYQJlk+p_rn9=3th0oZRk2Lj0N4a|v8?IqC8?4zj*5k{{ngiDPA&
z?ASLZ?L(7$yl8H_@3qKMIlkt-PV&pwyM5K6<=N$WDyHRSd-aGTX=ef!`BZ=23xn1-
zS-sGi?nd9LFILBw1ZON8wv=^BpoF`07jBXl|BZ1csavOdj6AJTtA&=yYSzVC4P1tT
z2UFc^nuXE9U>M%LNt{a<M(c?d+VW$@PkR>1%)*foj9%=O1F>G~pb>@I-;rj_m~d=|
z=7MKd^^1sRx7-XlzV9Oh(dmY<N1UweVr0&jhQK5COOufoXT9gEt;-Xt6YEQSacCKm
z)<nmK%BWTs2E)s10UW_eZDqyp_wV|x6Di%{wUs3QKDa|%?{7E5(0uSn=m-_QL1MX#
z=WMBv)@pEI-McgOaP{;#Gzde;0f9V}*Fn7ZG%2-o@e-fUyXQ#D`+H|yY{yW)S3wsH
z4~(9gVY6n4rx3hV92Me!z7F~!(@&hbt@j*G0&SWDyGDsI7c8k(EW6K4bKm!MBUND;
zt{f+u)}c)P%0Di)UQ3o5FV7=)fH-0y)6zTZKOhciaxOCO%@jY&5^r#wY<9b!LKR=&
zJtKz%+tqLb3T2YM*j5GQA?`+lHygqS87xWRUP<TqE~;8mW(9;+r?27or6`3xdD!$}
zT;W2!`^-C;bM&r%Jp+nO)|J>bqw@A^J0NK1vTbbNg!J2~NXhbr6I5%J(C1xD@Wt_t
z>V7$qF<(YBtFDRA(aoV9)PNO-!LpI+*{%+b-~Q2@;v=1M0gtOuAr|Y@Z}_NqXmDmO
zPxBX(Q5hIe8Y>xlN|feHigi{k{9ygu!!2|WHv^B=V=DhQ&kq|CB?5J4g6)=4IvW<N
z4q0i3xH5&_3rSu$RNi>F$y|&h$4#V6Gqb706u07F#P!)-EBLOgce<7)uSBntQSr1`
z_CI~HUy=&st5o6+diYt+(l!v=GA(_?G27H9zeH*f_41AryP>ksR+Z}o6BI$*vVhd4
zC{3#o#Z!w0$G%c0Te5dCO$+PQ-75ieg-`iZj9tcc9vW1Uw_B4l?<KotsL;#|MXT=`
zShxe?7tPyc(zJVpt4wIk0o9;ow=!||tvi|hq`A<V#^UC*V$I-W2glXT@u}N<(-H#B
zvCS?y2yH|<)07y&8s`S{a++wGGv1uLY(<CjeHc>^5=BoVLFu!sR~U7kg~As_m<l5L
zIE4&9o&l9m^-#MvDc|ZCEiYY@Zn`^|`+oSnEd{5}0us^5CMwnIvj0w=lGXoB9qW1N
z>bGSk4|IL%Qa96xjvRO1-~Te&KXf^7m_ChZK6l{hLlb582O67PG+YMzghX^q>4$%*
zI=s)IX)pI(3Vj`c!{k1Xn#Esgk-4;grCxdeitlUjD0g4Qg$G}6dFRJgR+=8<7p#~s
z*{d~^?KK~*#D8DDg-N{3az04DGa*Hn*lQmza5vXD$M|P)AO{gnSqD48Cr7&AuH^y+
zXT{(lg902jR_^oDDGc_%COoSnDeNVbQ!CN-aHw7L7ItBnK7W_EzJ)zBGoD%4&x3ft
zh+zVC{Ju$Fpyi*G;M6fqGvgiJf`f6256dh)ZBf-2K8daPK=;j6DNK1Ho%Q>XHA)k$
zH;rDkimSJ1zZ~bHLlpD4>tw&EO`t|QM>xv;@i*k6O~@}!MkXtJ&s{Y5<82*eMze6f
zWGjRsU)RfSo?6drBs@QQ`KF#$wzlu!o{lC|Lb32b3za(!#_?A_&@vBUQ}`@7Up~Nn
zTA;kHMoGZ4l8?Koo@?;e-P<-Im{?+#=m|+wfQ`1U%*l3ItjcCQZJsF;^%06rqC>eT
z)OZaQZ(4qzzDA&OchUowEq!N-wNwA<qf`D7LS#yMQzb9ei&s%o$-V=AFWu5V_NzLD
zUoUH79a6Wgw`^dO6Z2?Px-C0!gy2O$jjS+<`CCT%X=2hC39jUn@f(*J2`Op42rmlQ
z1p1SUOY?@_8}rJ+0<Bb_0#=fTktX#E@(=l3mT)AD-o9I!nT_5o$Rl>C+V9yI5>+Rw
zI^v1H{OhjEL1M6;)cJPr&#XDp9c%MIdFCfLC*Kp4)1y)<x>P#YTaE(hjOQdVi%$aU
zY(AT-#y3q;L3=iP7uYbKZ)Q~fsEGb)HFeG<;DXFsNAYA4ZXk||P@Oq02V|yg0x=x=
zD$=y%`?~Jws&2L?HUf`6X*)<rx*~kz^7K!Sil>{MfJiXuhCIw)r?H?s;l4Yy$#9MH
z(crnL-lWYNu~vHWUxO@|-}lkS8742wUu=Fx|LRKKghBT8+&DLyB6pHJem2*#-;^^t
zG%L&I7e$zJ7414eV@HQd{i`crblz|s%&UyL?S{oJTdtYa3zK)g9hw&G;eMRx=P$jT
zx@z>T42;qxLq>+)>>HL+i8yA5vBcUPyY=;WHtJA<B<J@tF2W=Cq5RKlrH1tF;v)`a
z)2~un-gu+rF-L~?B%0iL$70#c=5X?F7|`T>=BqI>Sog;IfNASF-9-o2C$zIi9s=?Y
zJ)+{}WCQLQ2Uh^F(Yos$E^KyQ)bM_1^{tpJ)R4~YD3QebMPjyEmTsTZzR_s9#auKS
zAyZn@?KG~CI;ITj+(A4x!j||l7G9J0XW#X5pH$*`cYHS_Wkclk__7LZnQ2$jThaj;
z(wHX`YpgedKJ`)HT-4%{UsrL-=@2oez7yiFVL`5>4?4ydpS-`30Pe$U*bE5O#_gxl
z$IDaryj-EH9)POt<ts1?56?7(w<Y1{CKyrM`8tHG!WJhwXG|Oe?$iw&!_4YIx@N!I
zp8f)q(3UW$U+u<{i*;tFzLOkrG#LU>GC4d5v}b&acP8w+KyhEHM2*5r{nDX?Kd@0D
zdh{tpdftbN^@c79Wq^}vEvvG#6qA%zR9lcB>Guz~EdEMuF$&y-ldP*F1wR6cD<8<u
z;K;rp^jS{!C#z2-RNNj#*|4&7y%!;1GjtN$b}&*=h`kSLI|b+4gzA(WJibpCDieLX
zf*R8RQ>3bSOOLq`_)i11@6&GS4Z>w@F;GF3PCG8L;M`i|QkZPFwWagrr>Xcr#*DvZ
z`7S2!hA$!0fjqxL-gOKChULj+TwNv;Vy=bdgupZBaj9hGm{P1STVFDIccqo`)*C!p
z!X(sYA-%6S%`l~pDM9)D3-<M5f57+Ry>(u8i15xFT^??j(R%m2Cxcv3K2#i<l?#5J
zR~pW5-96f4HcI*sW4F6Ju>&W2j6kAp2C-3C1<!u>9HpUFXXTNV*i>ZIUFE0+LCU6X
zAE9be&l*2}yx2s*MDKJ2dPg|dWZ?GR=%_jF%42L8KDy0DvGK{G*Ce;Ns_88@jFp(l
z1$BYtRy#epY^RtEE#cqId5~N5Y~J2ybi+8;Nl3W)b_rLWrQb)@TMXmV`X*nJBiX6!
z^Z=nCs_(0YN>Qma_Ps!XNk_aa*9Ntdv~1Uz6#FkBdpSfGg4a^cZ>7%83*XWRNLojQ
z)KN>{pOkNS8bD+i`&n_^x!N&cJXxOscT>wK;2=36jBML>+fp^`B2@lK!r}w)jtnVb
zsJa&Jy{*wM(0g^7U_*{di`(biWjTssA69qju1B2=D!~dIFTE63CoGJE=j$0T;hygG
zj=?+$b;iM4!6V0t*EU&Vr<Z4&^RJ_BP<AZ*;Ghf2b>w<U)k(Z*K<;Tpa}?^Xq+gj)
zndIg5!7aw-njEfS{+Jxayz5Q%nJEUj6LsQoXT<ioExyv|3*J|HPag`@9rM~UjS22l
z?)oX$In<_h{$~$Wi{S)3V`}r3-IzruBTe}Z#rg|>SOeed#i40=n+gpJh?tn(+wkrf
zbv+a^6m1tYihC`!)1$8$+%QU1^n5fK!;52!Km7I;U&F6<y%Wv)@g)QG5SCZi>fV)J
zbh|B$pNQ~EQ)y%o2iE5^T8fvp(yhz9kqxUq*M;hNAysaOQP;UkyzX8@H_=PmA#-BX
zLXh+`O)*N1)mU<%=Xoom*W5^}x0B^fEF}S%srK+28@~GI&vGsl<2yYstqN-q#$VGd
z#r=ESgtDLrvm#teFFnVjpK|i|SXx}xLhEg8Q=QfN?<3!xk07A0X%yoP7*A8~M3dW5
zZ6K1J=(<OP7c{R_?zSGV+nSd+ia$z%@eF@JhMq6vd6t(ty>4Le>BrsA3TV04jll`!
z?VH*o#CC1w)w(bt5E$%ORN|N80q<P}0CN>t35<dL(Ad2Q_9BG!0c+gX4j}#EnMd|3
zqsbt-<w?MLh|RmeUa&PlI}1!tA_2i2(6fMT;TXd20B^z!mu9xKNZbA&`U#uk+2Ch^
zq)pB}L3m2qfL9j4Ucdsj8DoH?b^uk%JY6V?*En$Gs|HsAFl$a%2l!Xn3n6ynHE7#}
z9DuXq*>MQgv?T};VdS&KxdO!~UJD?FjDdW#`Ur%8XV-F^w_ffbOOS!tq9Wp*KV8Xw
z2Ou*l87Z&~LC2q9%^;ZNPQ%Ar8tn*H`p*s+K(`GX_ZHAEtpb~he_mBKK4@bb&QCXh
zv^OvZz!(?<N0Va63$TJ==j9S9Rf-vQuFW?2FT7qc_`28tS7zlS`=jRXIz_oI;C5Gp
zSkksy>xj#@zc>KVPUje0KSgx<4^Y2de?XM<@c@h#_;WqKePC5(${tTuig`X0dZ2!c
zFmm#$8pD|11v^h3!aAZTgV$}}t^njbscWj+z@I9F%VZA(nU%<C;Q1^f@}W6&7_ED>
zpyjG^BzKkTJd0}4)Yg!ZJ)iZIbb&(nO<AHYst>l4)jrm<T<L^OM*QgswwF#edBZFe
zu4}{ZV}l5enQuW5DSrnRq#?zKJimxeh?x*FpnY6G?pFwFr_wOnESZx`?Sd?1X<P!L
zB=>S#wZ4cv0(+&XFuBbU5DbkWW?0!~ppfTnuqlHxjBif3J;#tx2&IY!>lmpW@VVs{
zG6ZtaYcQpM+I)E}9(Y^48{Qo1%9{qD22-lg&v_=p>P9!`BHnwcp@(9M$EcCSwiVP=
zSC^ujnnTk)aGL0f4}pSYP0jz($OtFSi%1VPSD$r^Y)an^P;h|NF#kL)2)ryFR_9+m
zN`ymk)f1P_)acw^%35N{d`AMk<~Xc=3c(j9AdK10u*Ub&*eRm?M4;s_c<MzKk(&E(
zN>B9t(4Qy+agw5ovHG^R9c^nYy2rdPGa?Fi@c5N6L*TK}O*t^qvxd;g3&}mpn$0wL
zWlie{Ux?ZVR!Wtza-yq)Im~k<pqXoQZ5U-R(@n|TiPG=t-xSsM$Y^H{k6`3zZ7L+f
zGOyC-$ANJ?V=@+q9ENje8g<}vHiob?irgrj?g{iW<2G{IaxD=ag@|CsL$k_>l0c?B
zcMUpGoAR{<7gs^3l$EyAO-@MyD)t;iOqmu1Lf$(Za|EvyD?qe1hA8T@2wA$%yopDH
z1n-^51ES46SOn7SI88Ol=I&qY7R*@s<;Ve)2qfI5jfUo^MQ10cf$shb9YU;IuE2cU
zb1+5XZm@%VQ;VV(=jJ>XJcfT~*AVd?U8V{UqQ^AA24)QIQeSCF&&gs;Bi&kjsiCuk
zC7%Y8!}%_j$5PG@w{1FdLY>@QE+fGRyN&cI4lKf{p9?@ZcN6PG5?s;BpF?1E$mmD&
zY~Od_=I;tQl7M)YW$0Imy#$iR!EBttP+LJm93R@2Bu6zb5Bw1YF8Fd+LZ|_Fj?s98
zOm%_m(iT7IX}@lpKM`e=UN@d;3~PrZ8pX})s^}!gyGAHgZ6m#>tqf8MB+}PO%cST2
zAtlf<X}l{X{i;}--{`Dx>U+A!S1$Qm-1u`*+xd!Yv?07$9WK*Q!0|^dP2>bE3fxB2
z3SlJM4%@3=2ur2IEu!z(;pA{dlQ8Yz4SPr0MM6Z~o1qZlm<)HBIY!-^1QGI{*E-Pc
z<*_MM`HR7ICx&o)Z(hBX3x}BHBP9%33cUh4$dKla;J+A#FpyqO7DeO}*Jt2-5jeO>
z7ABoX>EgLD<b^}fD%NVStx6&3pPo(3Oxm!VqYaP$&w^PXeJWk&J#hNjkk7iGJ%7uk
z6fr?ar6ogG3?)Y_U!OYhY()%upHG-2tsxt`pAFv|%^?Q(-p|Ms$Y6MWqOr~QT>Rz!
zwSyj)9Y69@vLiAZyPv8v!a^@xx`u)i-5T!nd}}06%}|b^pL(+FrFq~iIv~q>6CiGC
zT*7DMB~p$DA4?%PR$>F<ziZ|sDP)M54RVKHR=YxM<sZ&_1P_ia$bLEJL9@oW%yjh@
zcuL6pRBAkfOY?Ne2K2-}y4O|DFN~L!XmM9nUxYvKG#$(>Z*IA(%2&WG|JQrFVxRZ_
ztom^I-$!JUQg@5~2WPi<QS-)ZOWfrf_fSBw(NiA#7xOr3KT6mkOFcGSw<Ld$w1lN`
z2Iyv=w(Scq3|y`YM+VhA`idTj>B`lRedqnHFt)Oik^%M9&G)R=t_(O?2`Cu11`lv~
z&HX8{r4M9LDN5Hr)$B+E&;}3Kb!5xu1bX;5So5Nx#M;7`$Ylby+xEwM9UekJDSZ1A
z3g6j`8qhemd`JWXL1kbe#6in|-ug3uxScM7|IazhpW>JIb4K1I5=@i(awQfwz2#_n
zz%K1*)!S)lHR?YWlr+cD<H!{lgJFN^#`-94_Yv|zlbjK{K~VA!0L#5j@Z81$KNyYd
z>TTg22_y91pHSxK!8Izx7U7Hn0sBsa5#LK2csARifX2PQabE~l+%}L%^&9avYX{Sn
zwNhv_+JVnD1Fm2<=3G!<0u~FlRM+InS)UNni3~3Gef<>1%ovEj5M(pk{KYK}>L(iE
z9mqCc$EPDV`1P`{IoLt+x}=-#Rv7+!YDRqb(*D7J>6E0o5p|RFW&dt>XoF(G6uE8)
zqOYFC_RG=Qe?X|c)Fw`l&XTM43HY|jwh%rkgfv1}@Y_KFslc&yM>?BK7gIB;midq^
z4cx4>*h1t(G9P`7re_Si420n)yQ-xIsuARm1Gv+Fd=*oZuwj<23K_UIa(dg|;>oi0
z`;ahQL{{iX3KQi#>fzVNZB!_$&wIi#2MdU}xE<IWN}I(KXrd2ap{d{@U0&bL#ila5
zf)j1)Rx{WM(^yrWX@^042Cg%`r!kmp3C6<0Uud@FlLNa()-t$P^z8vflp0;e81@D9
ztR+2=WNG^ycnu>j#)^Mo!TLxh>l0k<iM;#Zj2X*o+#I>h@O}!2wM4FSAPuf60($v7
z=1`NlQfRA$p!Xy!J%(RXG0y?v6Ks8bm@$QjTiXx!u;)V3-qE@58mOyKCdt>S+;h(*
zbOp{z;<jF%{S#osgv%zpM#EK%vn=1cIgw+;Ln&Yu*>v-+?&EKoU59OZBCj+Z+o9Br
zq9JQkDe8qjxjWdo-B##O+T>U_;#Mr$qjtjmztMwZky194Z?0X=J9K9RG1PlO!FxM9
z`?^_RE3o~08b^T@U}@y_S_sUu<3Nu+ubt<`0U;&bji`>M31DMC`2CSEUk5%N{70dt
z3|SL})`liPWZ`M>1zz1c_`Vq1QP^NOfN$<D>n;u_b)^ZxJ&9HGQ+}{?6f?7t#4Zq0
zC0DrqC?z1|;Gcv3+fz><oz@mH;j835g6F9nNCcKk)I-viB2c!e?l(|>iHBC(ve^X!
zlxxS@&klXoNpRcNlI_mV{ksSRBOYGqqVynWe<G*BWZ`}qQ0t$6y;PpoD&f2fYa@rO
z!YTYTc;r*Z7MM4;AQh}xL_O&M_lv<1{MR_(@DHPkLRIZX2XhRi%-6f1e%YGm#-Fcx
z##b)4CYzC__47GZk<^;Av1J2>w!Pwbi;IslyE1qic-&EZ2Gws}k2=5p=&T90?xk@1
zwDNG_V2JZvHsu<$g^fLD%rYeDfer0`a^!%Rf6LAfeb+|`YH7{4Mj19gNtDD<zq!v$
zb-mPz!|f6@O5tgSr3b_0b>(`I=9eukS3o5{5}dX`)Se~=gzo)H9(LWKSxY;<puY=$
zpzBV-LK{DSi^cxZ;WmabV9q8+&{9C?JsR@~rh!No>tkrhX|c41bO}h{4Mtl<wcZ7f
zxgy}M2BS9kZt*xr<nn#w3yJ47zSo))kUxhPed0XgMW|vDYwa5)tkw^i2TfX~jyY(=
z&bo#APmwtGTzpH21L5;5gp<om(D)ln2BKJ`!1V;f#<Eov34(n6pP~<oZMD~qklBj{
zqKTfDuCH0r64%q`>J8-!!Jc8dT_UO7yJjIh-MQO~#wwVWujuCVC)$yk%|tNe9HJ6+
z&RgUvP58@^N8PajHbpGoz0(aJ@E$fi8Ea-Tb1&_<dt_qRE~OoMX$4{V773VFjm`iM
zi{BQe5<$f7{dv5_AIyo%M4B4o%aRmc!MpQ6x3ploQSzA43QPRF<CDJTep+yuu&0uf
z?l<!0$%-c@y>kYYzu%Ht!6=y+Tu%AppLs@QP0JL=OhS6GQB)a^#nZeRZX|#Y4HYAf
zC(p?VI4^BMLb6F<O4&oX$!!DL`E20z38Rv%mY?2%m~n#O#7{O>M>p<&q-=Oj$?a-*
zrS7+{0r5F}Uy9%q%7_eYaa7HO%bF;bkdm!%t<ZY<fADfCmB0bQBK8w91Y8Ky&~vIo
zLpF(FFeB=#m8rq+-%hO5zE^>n8>@yebIm5o$MOI<B8)O(i4=1ye!;xd#(Af*(ECjO
zDKVE&ld?z;A~_5{)a^zQ20sy@?{EU!rRW1&^I+-5IV1$j=zaEV{XaOA;?~lRmwNT4
zS$N-`qnf`-MPpU#3dd*aC_;XILF_Rxqh&4hbY|8`>!}wHJ5}QqS^oB9*E~L7fqf*I
z+>o$>Jh+E49DPAfq@I7~jX6o^FU0X6+v9;CWkWhH;e^>(C7)V7h<Bo<t9vgU{lk3S
z{GNE#T_FD9PcInU_XqM8RkFS2f_m(I{pom);i@->z(J#8p_JX`X0U{zKCO$km%zB1
zEs!z#PxgcA+~;lAY-w_<Y=5^tH8^K4Khb(#btz!YN`%pp5*4P;bxR}b&iwDnO122j
z4`&+4oqc>X8>xKF?eK$w)A?fO0V;L?8$zSzX389^$?C{DodtWNkk?YOT}7zdnjF$j
zFYd=u7~B<1<O)52f)i8jqg-2926CLcWq*9W-=kDP%oo+^#5sn~mi*-)<QTo{phnj&
zrDvwq#kJrx(~L1#=mJa6R*`~<C|vNk=d)>;$^oyNL6k+9eHL)Hz~UkI@r5NHmuGqN
zBC)ZX=Z3EoNp0UA^)3$)VZd!<Bf4PZTanRn=G=vuTel{XUzuxlZSg&C<!<LW&L2`T
zy+8a>to<y3-L1h1nX(@gvN7kYcI#ukg&Mlv8ou8<OJuljPLk2g+0n>!v;ILnL%opE
zfROPwvTJgLEAmmhm^!?V(km^44O>MgFu8AR)|WbAH)wtZmyC{7pLo6wksDkW3p~7e
zHZFvyF5}+F@04Vixa&thi_u-(ztL_KoBMk5taGGEjf5h-F{ZK1lx35tW3%Gqh>N=#
z%njFN_0=_W&ZUily|YRCmrGPJlr>hxBj}5^kK5NT+grSXX2zw}6~9OtGj%(4OA<|K
z8|tuH6Z^4TWzUI1-hqxrR!*ibd{cvFypbtaT1!(}f~rvPC~RF+k$%bz;<#72x9Sc*
z9DCbRjMeTcS6p=VyJt*z4`-j;zR`sQp=YiM$Fua<(!~cAe^x^I?fru#HKNl>6`!`d
zu+Nn19d9u1G-%*Q#lmZ&6sJx{9+4s`kw>sm<wZ_@_IIy|!3FR-KWQx7abpZ@Jym=A
zb4=nhN?$viPu36GR1pBlM#({l$Dz0J*6KH{pOOiJFMC;Si7INcov_affS@-QYluPD
zy8+L76m%seuxIgiX$O@?>pE}{gZ5%iuugyjje+qA&zx4Fzy#9QI3-w)7Iq=S27)U&
zRC(d>3?M-et?P$Y71=v<;6>Yt7~fmN-?s3PRka$apHh7akkHxo>(JN>5S811%O7Pv
zwEo1UAHTB)Pc1f!58_xNi%~P7Qlrqs6oMo1yP|#&g3LSyN!|Cy-=j<5kuL3kd_RLM
z+og=OdRL-D4|r>P!ydr(bxJsbE+I9ZZ5mq9XYKlVreVmeRscoPDWME{>A7p*a?-SO
z2*3y5%11)XS7_sl+QHy4X6*pzqV<RLR5K0tJAYn(@69?p7ag$QR2x9nwgWwq?FkgK
zN*g4NcFy+J54VGD{uP>!V2NK7s{tAphrY~57yrE6m}#2R9Dap>c1MMfd+51k-qKg$
zaT4kNjsxk4EkFqM45RW`kXpd3ae&wijby7AK;OAnKJ5&h2En%m1bic);0)f&0`bRO
z39$WZUEBE&d+uxNxtj`dfpvWLo+|__@g(SjDcl?uLa`cLl@sLXWx5i#kB{ero~U5w
zI|K(7!H1;W)=XCvIvook&7#z?vVB}Pd$`5XYwV9QXAox~&n<pf4n%fzIY}7S!Qg9w
zsep&|?An?oi|_^e)lqb6#dp23VNe3PwRM10BhHS-bhI$1>pOH=@AeJ>#1S;S3pV#m
zePr{1*6>-lKu3?7+uIXP&oXn`qY^OFEPoBMkCd)1B;c^Wxf8a_%p<)S^cAs8Eu%Yd
zMS}KR;SsX{P-+yOw_?Qb_p?r0yr}S8EI2<4SefM;ra8EBExDCtkJReZFF1?6LLi|(
znutjd{3Dn+t|ar?5`sY@U-1b3Iub~aKQ#XkjHozbci@&aG!onNfnuoul%G68Utz?U
zLx=aNpB@+W-n_JSof4~1)}!*2yoXs-PyXiDfr#^(tq4}}YXzWk&(y^~LU)GK{_YzG
z7&D5k0+p1O?}rF@0FQ$Ie2s`oX->6pnzFIQt2O;B9rO+ynN~Hq!09c3>B-aZGL~0c
zZn4$7W+|Q3c_U1Yj%VN%@G+w39TQKGINrnq5+P<&PK@5PmXQ6@6|9qx;e$@cm4qL1
zXaQ>5c=!clrXe1PY;f(HyYy>ln!b6&W093eN7!x4lYkx0%e@{y$2c1=@iw@Mo375r
z9i%W}|GRfUNT(@ys<tWjuMd042WOK=NY6ZrypvlQ==}KC&!hxX6Q&DV5z3nwC2SPy
zBNLM47pw2o7%z9G5*z|}ixo5ZA{O=?A<vgz-Aci`M6D#7Dfjpo$f29X6imrxfqIW8
z<vbtlxlhTEkQyLat)(Yq#tP2H?k+tZxz7^tOqhNhs$x<mlMkf}h8kIu_FtT9mV9FF
zap(34%h?;G2oSlY`1}mhjndA3=|U2xHI);J&BOnTy0?s~a_|22RU{Oog@rUIp-3v7
zvPcmmR1if{Q0YY@4YH6$gMy@hgxf$skVZNesWd1J64KKDdE<V5|L2Tz-kg``%^qV9
z9qL-#F~4(O^ZKCKf<s6yjK}7jOBcc3TvPl%FsSB6B+q-NW#O`P&3s3Jwj1ENn1A;C
zTZk`0=TIh$FE%zwNP~%X`-8%1<#dk<298L=^p-CA%;GboR1QZNYO>~ea;jt#cETzj
zPhv*rsc%OdD(_ZEWcKCqKK60kEMp3R%mkqf8m-BNy{k1V;N2NIdyG`_2l%4}SFfM@
zu2Jn=zC$cy!70*pYSvt!NE6$+=8q?Bk-Szx^HnwWF|8`&{GwfE9hZMNwnlJHKIEKP
z`D%9Hh3;e_-==pw_I5s^C)2xU3())23DaKQ2U)B!-`G{<*l2JOMpl@4M&=uV7NV{4
z5AqTomAg&FV%55PY4()^Q|TMb8>l#TLi#srR}QR<(ls+Sr_x9JNK0>wn-n*p0K?XJ
zaZYEQ$ihlZ#bxf-fuy-@%RK>In<o~Hc%KCzS*QusCON5I-=?R^P2%y8zL*gGU{FL=
z;Mt>|ysnaRPPb16#+^PcOOH&*pCxT?6uXjfog0z*c;57^JG<ks+->N3ackYllq}xp
z6XHFny|yksah!pDHq^*%i#_pL*7VmERVA&#5|*f`gNlkMdSR=epie?pnxRIV{wYny
z>CZ%jh%7=i+TEM(Do&pqHA6xppN<V(W`DOJxW#dINUlR+y4lIsnkp>$^nfk>x(J40
zC&%ZBsNL-^)=lL{eJIs4Z}g#ALR+oo`#O66U4YJgt`my#dYr>lDoiFu(Q1Y*tx}Ju
zg+wDShO>72u1fH()KJEfM>uu<7<u`^^90c;Iq^e5m%ss^WG8o&-uU8$$6-`1tZHOL
zqKm2YI>$`=YuFTaBy{vm1=(-05N)G1N77;|GdZS89B46GA8fW%&Yv;9X|Q<U8XH$n
zg>tkf*QUeaa*dZm6a;2dzW+dYx!-)^j~!|_NMi$LvSn(resG_ah-Ar2YeJXUymk2(
z26eb-^+1QL57m?|f1ka~q&s@;9;)7d^YYZTyXMfx@<@NyV2gC`Ip;6j0av2<IOK~|
zPvJOQNOyyY-#Fe-L7+LNvzcGEjEE<=cLyDxMzYg*(H1tbolXBv!yD(Y{)uuNG=Czg
zQRDQDl=v|o8`{qw-g$pzm}=x7PGj;OdHyMtwi0E~b!$`x7qA%>K}=-Y?UThxDlYB7
zB=qnTMd@Wua!iAO4vUIkY=^=Qbt9A4#nB>W@$G<hf?SON^Y8<W!TUQOoSiI6$#744
zPf4-_lkc3^pM79#(MUQdY*lXTV@Bdpsj>0z)fpW|tboZ$6XIYV2onqMu58})A}7_n
zv}Bi@)5O++#eB<ZpDu%q@fn*w8i8b&i{{t7AL%l^F67;LCOTEJN8aT`@|g6Ws$9mZ
zcNjje+K*Kt5-jNCA+BFqA@W?~?Pcz_cL?x1PSanTv2VH6D)8x+gX}G)zUVw2zo3Hh
zvZxksI3Np+ttE`jrL>@8ZwL#`d|GDY>p$gqj<{J<y5j4Mcw;UxoiXia7ZVn(w@!5I
z8N~W&3LZYAR0br8HxmB(a&p;`1}NIRCh!#3xrCRu$o$YJ&aOZ9CZ!T7k6d$XKfV4R
z1~Z*brKo;M1Z5X7E$AsWMB@01XNH?aRQ>yhoGr7heNLSanUe;YzFiGV_d{PtR$SQk
zoVsxFQq)}(nfvVzHmxm2u_3=-ob~4jtu<X%qqT_lH1+-Zqwc`ZoIX!GO&llmkV=V;
zc4hhk%~ZHLSBuS=pJ*%NA7s%n=+05?*B|Uh36&~$6~a4Dq2Cg32$coDPjwqW`R`Z=
zW6jx5yuvc=oanlX&NGWQS0L5CrJb)Ch~UMIMwb{pxEVJBW5|LTyw0i!G>$I><#cs~
zkT`ztm(*HMmRk)WL`!pr`e7#(4{TnLHiSA&vAyLpHs&g&nz#~Lsy`ga&n6j0cyp9z
zNN=~`TekR9>bc;wcVr<Ar$`1p#dIycK>lNxHyh`v(BD?9bkje~ImUa#_csR@PPJ*p
z&a~=1;D=Xz+R*s{H_9s?Ebh9{d@FI)){qqZ@N?Ll!nol<y38Z3^wJRfhTOVxR3k%G
z?mrrmO(N`7=;;iKkR{7cEOJoC3u0Q*l;j7#k8SRzHGR_vBi5cNnrlmp-uQ*iXLVso
z!sU1f_h3xvMuoD3T+O||UXx<VTt8Lj>e2Zp@!xABM5lOjdtB+)P{-ocP}8zJF$so@
zrsoa2<buT}m1;znJl|`y{^xOo@JbvfP%0oQe5{jdvKM+T<kchWe6<O(xHzr!%bc3A
zs}x$b)yorJOO5A#=SX#{atH8?9S+Iz%Vx$+2IoY8-J(vsjTJ^xM;)RIRX(3(ENr06
ztNhhp=vRc>6yqgSlVkaA%y@yiC!&J;8ACo{pr4hy4wH@+`dRk@#DAqh?Q8|-TF|cN
z8`(0R8jq+{H7{2$9v<D{XlYbV3?$^#*ITGL#lajS(ag(8<%`PN*Q5dqKx~@oipI5h
zBPIrPqgzk@-2krev2=~BbxqOvkWI_i<eD##2HYbk{6t_Mm4<n8>{)u=&l3A^5!su{
z%S9*FKf~Oy;ATq@EMiKKCfY|15o(IwaxC2+m=A_Nc7g_{HkRA)z=6Zif~_Wnb)6fp
zG8my`j2?}8AJ}B!X+yT3X~d5=|K}sUQ(~qti<>T8wqb++$zU;ZmFenU;&9gV`9;^+
zb4(i6rvknC7Tg_go)jS$_SS!=eB~m8s67+1SG?D+gl^LA+~Z;<zHdV1Y@3KLZyvpr
zAbSJOW?5t=8|GZob#&&>u*ON*ZQA?zQ8WXy4nsh`8rQV6_WXC*2a&kyBi8etwl)1c
zZufVA<CJ>LTo|8(^;P8tVJ9<DC^?W0dFC@@7KM$>JI6#Uz}tg;dg-FFT;l5G1VxFn
z)~~*%RgCI)vDj7Bv8l-7^`6i+oku@4jjdnN+>z5cZ&toSGr52)E8$j71eag^Q3$Q=
zJ#xd_-3yqdnjq3-s6!>*SYkc2s(w-joZVF)<Y7o>s~Hu^`A}o3yQ3SdfG=@svFV8+
zQVNRdj=~6;Pdse`L}VX&eFm?0$nYv;rrv*WGwip_B+tKP`~yHy+X<?wo|leqO6|-P
zuBFygtER#>v2NwE$Oc*NcN%h|N%}_qP#LRW4dn>S(<v18&)kwHM0ZI@Wls~3eHHJu
zzmoqY#7a-+&CU?}t#_JShDznwHaFud6wwl8ajN~jWplB|#b07?bF|uPrp>(5RI@B^
z%1q(a^pY8}p{8*1lJ=r5l(|uA!G|r{SW?8FC>FIDoV4)%AvGUV|D4Z=tnAQDq3JGV
z+eEYKI*6y^-OoR&QY%<Yo;cZV$79*QZKwS@ZJnrJLbJ0xv6OV4A~#kbY8YL?vP{kA
z-9UA&@Qh}xX8~n2A?^B^Dw-Fr*=SNJk*h>OK{Kk~m%EeK`it0}=;d3}!HsM)R=+Ej
zDICF%b1@+$DRTZX(5&gVFx0f-zYz1cT$Vi=C6HhrU--<#TP}23c|>ve&|kBcs;btP
zGazn80Z&GjBfiA`t)ib=LEY%~7dhyGKMX3P-)tmfR0yD=COEFCJ1^XX3NUd5)5q%%
z!P=5MZyP`S-dbLJn4zlr#`dc!1`#ccA)?qek(kE`IS)4nNd0*THoq1%T<8wykwpT`
zUcRCTt{C|x$TG~DA<ld2k)2#@*Au=PAtu`P$l2}vJQWro5bgG$<v+D6J8BfKu&WdO
zws(jH6&pgbMe}AD4%9+b2!`lpr!%Hgyby*uADn3taqd0~MbaPnSIuc8sAbDoVu)*r
z;^wR#o28tERn5CoYPZD-FY$U*kc!&>rfI*{>#ZG}W2+MoliyuMA>d)vovFr9qV;y8
z?x0%SyXmgN`72&8uVgCxP_50wkqcP4RkA6HXvZL#D7x{+_SuK|a@@}0OKr4#L}?w=
zkCZ2kJNuhm6>M;A+s^b8bY^U3>`@g17YUvnrUlu$TqpX6Rqa=MN){SL)67%{E2Jli
z9slb>k}5_?IA#_co%|g*h!=%Y!WZcDhQ{O51t>$>;+LHLhn(iEohN`LY^5QbwuDwH
zY0~wfdY4gAi*UsRY|_THA@`Y>dcPdZ5P0;}8n~wCn?mUGjkdQ~wJcbYG;DRcVnn-{
zW<JWrNo*B&wKgxcOHnwkL$ALvvr!q}pMI%p_d!-eTHbG_@{IF$1?esDG$)twO(#Ru
z7o`57XKJ`Dm+wYC@HJ`=XqI}W#zO}#P)v_mZ&1ehThY%`m#o(MvoD2&7aIz``CpG`
z=aGahM=;wePmt92*T}{ygp)9_n^cR}wF>S=|HP^h;Tet6i78mD$xfi9sow{@eull>
zUH0i>vhYLBecpyb*vUON(Exjjk8Y2|+@_hhx@%9(ZmMg;?P;5&9lHht4bhGoS!?Mr
zuq?NaPKrPN1%3SWyU;{bH&uPTBqVD5o9$IDw1E7cF@|5*VKtL(AiKQ=?Ot0X|IwA{
z(M_S8DA_pLC26r46TPo1*Cj%vvk%_0#}%EYc0|+!_KL4uId&yjYA<@maYa**>7l#@
z^C-1_*`Jd<VtR6qAmdG+FS_n3ejho@?wYKBeI3RgUG$^O{HA3ltqfu^fn)U$`kB4m
zl7eR*<$0sW+N8X62JwDWw2HzF_DLhX1RFCE<<E6&$;=n-sLtyS2D-eFjZ`{lpt_M*
zAjYTsV5!l_A5~&trGU_YYd`~<`Z(dn(Ivq0d_xEQeurAg5&L!Q4Zk}JN4J$?_-9W>
z9sbFPdXBlsceYJVezj3pI;Kdb0NrERr%5@jQq#$IYr0d_2sFpiS-WR)?xc(7b_jZK
zQ_c0#gqmWXDihgT)nBi$%XqU#HB6`gt<tbj#Z+yd*?TS5zmu5fAR}3mt^!Lf-NRW2
zx+JRl1U1#v2=DB}p72>Nct}$=un%rSo>6P@S>l}q82E_^tBkN?7P!@=(m6A%BPc(U
z&HCh<rD-jQa*7k6FsN+RI6D(N-4BhXjML|5P01E#b<;nE_*)FCa`&8>pfv0AJx-u;
zXsj{8(x&v>@Bw($Po+caNZDH-tL$`9Q$0xtx3%8Ereg9opOLV^cv`@kv2M6#DI=8s
z`is)|lHbSxd*;u&WD|oAD#D#V+$=mkMCh{akCSK$Vau%jFQOQhX|6WUrlOzi=0X4!
zh}_8>L6r??rECkBNjTq3O1hKVW}_Qa#MvD$lhVaJ>pIUw%!_FSao1F96OHq~y-|82
zx7TxH<rzO{vqlE4`EAiU(XMIkj=p$Dv6A9%D+L3#c4vLc27kus9P7)boUixI9m!5Z
zn|!E;YdCR{P&FCP#1ki>C9Nu;nabYN2lGYi1Lf589ycx1pW>1)Hm55X2VQq*yPALh
z15?j7eR;+L`-^cxewh3b{<cT)x{hA?Q@=mt0hC+t#dphj$xfu|e{Mz6FYpSW7KWZ^
zO)&LAAvAARH~ug`gI-^047ZjGn7F04fXj46rld%asqGu}xM8@Q%aBoQ8M60|0a4Mz
zr7rLn$9HVYrLI+^N?@kzF8ARWMB0$PqX6OySbCJ5Jk5W<v{we~;%ySY`aWuT*!36L
zBuaVjxnbTzYHQ<VkcJt;jI|j0i%Zaqo&legs9rJvclC=fCpY|PBvbr!d({@%mxrzV
zGGsNP42ZsJ%L8b9jzFNo5EPAmhFKa6#c&}mf&Td?;w<so(y#FN><Ot~@xNAwhl6)F
zX1i*=fT16O$#o-B$Dw->e1cbIt+0k3&MIi^i@4FJpZLrVQ8>FIu;UsJXNQtI$k!(-
zp@4U9^n%EeCD^4Oftdsn19NplAB;%4Meb|UCE7?v=m@mGO2EtJay{<i6exEFWWeb)
zj95XY#XodJunr!;3*QMqKsjCV`Crf&I~5y{Glk^lhFP;+x}Y9Q@~#*eu}DlF#2)$*
zkPF%fI!>x`W*DV!-jeId)^dfevegcY#YgRoXG5Q#+}VPEaJYmmtiCS=P{>-P&<y;{
zhJVZwD3;n>y{Y3a8KvI1Ek?tw>6Ccok?AC5vVsIGj-c)w__suA+z!~0==-fDKr{CO
zoe#jlMOZ%WxSFp6sjX|$P?~4%BA%9CuSIGEJvXf}PodCX^`ifr!Uz8d!Kv|h=$SWG
zAgJaIxdR|2731Po?QeMRs_8|n44OgnILk-3YBm;#sZ!9-+k@7-quL|F_0Y}cq=Ivt
z6;mEe0P2`T;NB9u7&70CbPrwOg`1VyY1u_FyALS9x&0!zfT~y1vr!YMU$bQ}9(Ay6
ze-*bOEDb|;<pYFbTWVct>VPqEyL2^0s>2y4QZsU|lQQ1Wsb^${X~}e_MObzKT)r$w
zzgc<A0e6S!x#<IeHqldWDWsN5AO@lR>Oy?uJ&Rx8-#h%0xixTx!>HsTK54E9%G9Rt
z<W{2gGXW5dMBKK5lbgLJK!4vUYCGH=9lLt|T#ruN133_Q6+bG2`#zzBTaqe43L4Kh
z40~>SBNIK57Z|>^42ZgGMXVP;`jg&WMl@7*=g$S}Fkeb<vxx}{X#N8o*0v-hRY_D1
zLh1Z>p;Ufo{_g|i1w>ReK+DxEj8BIs94Wp=V39-Gi8Y;t*AUw3Z88aot7InT+#^Cf
zE&cd43MTPR8GudN$}FU}&q&Rvom_SUhmkAXc6Rg5Fd)5J%Hq|ORM!frzmPHj{d)`u
zG#+`UV(=2v7&-0f&(MAv4T0SPAThfJnl4ymGnKby4E4mhBL@MJC<FE1TB1zL@aS-{
zQ;jhyw!L4lGn(j<m!mK#+C_ri>yNFyh8-uJdk+0uGmcK|v+G0&yx0Y9$5fsy4f#xF
zDhD)m{g7OA?;)Bb>Q(BjJ{2jIxw!|MFwUx?22me!d8&bl<n#sR$|j8m2mt3^)8_7?
zaz*T@3)a8i#e!&nsr_RbtGL;p{G%$?KI)k;N})x<UR@^kC8&Z~El&OIP~M#910-W9
zHYZ^mP6VPJg4(5za7~$?E8s>JaTyyS+#E9ZBu`2ST4bUx)B2yk=r8ld6MnR(MR{r)
z6dCQZ_6xNdCpUpdYqwmu&@}q^UoMUb=ua-wkP6S%mjZU1Z<A!bJVsL@0B^m4+Nfoz
zT==OPE4(`dd@uKVWn%?O&sRF(AvD~tyd(#%OR+5c%&p)wbDw=3+{TjJ%ew0~3Lzek
zK8N(nsAhkJX;zc8_KfsVjed<*<^P(D!-I!oK_gl6Tc+w5gb?Zi>`LPxjj(YkQdHti
zYEO(lKfaX>27Im?Yhag1ba~!I#i=X~ibISf0JBLI;_garknRrgx}RIDJ67NUC56C6
zZ?!VN^#KHA&eHCF^i`qx(~bzjqhsR#|DVZ|r#=5_oBw`<zrXVTsP$DfB60Kbpqzvz
zjH=orNIHO4pFviXb8o)(*9Fy$C4^bMt>nvly6vc21=w85eDSe))l%cFX^3AF&KGuF
z8m{42|MWfrrcC&xnCqE3THPaM^o26QzI@o;#x}Qo|HCzjF>War*B9CMdO!aC%CPAX
z$hI?;Ke)>p5anAE2(Bane1C~Z6DQCW@aRg0!@*g7X2*|)wk7rO-U!o0eyn=AI+}?3
z5E*U)ERRF@wQND&rDxwEtfC3>crZ!8VM-u4IgE#<oaTFZe@c+j@d<XofY5LTG>}f}
zFZmalU`V71F_y_N5aL*JhmsEic{H<-Mb*iB=R*<(qPfHoU>_N=&j6;4ujx6({`?a1
z;^=z6M^^^gNdskfd#h90Oip^*3yQgvlNx{9iEvZPs6Sj81o_&KJv@^nz%u9x*WHf=
zU~BNu512!sh6bVMiZN9VDV8xXeHsDPXv7*kl*AD}5Z);dTWSvFwkK(hG<%w>0Gi^F
zdj586ei;I?H#*<9gqO)fs%t2FN8Lk&s4sP0UP3}d8Xg_Mt4InW1fxYPT4>iwUT&|=
zNFmR=0ub~~_=13_CmE_BNqDni_+c0}1FK^$P;PuSR2j;{8UuNVuiU-Z6ELru+4|p_
z(2Keo>?Ks`Bpr{g9R7RpW7Cf$;8Z7)Ucz&seQO&b?sa!S*64b$@zKZPJwJT>`xBJN
zv=G7QvyY<fvq2T*h#*py@KQ3k)VPF)XTG&J+^#a~66hp3m|;Hb@_z~B#&<reFNjwY
z>Z|xBM^e&D`sNCmXKfyp0DhR95iZ%{4mQhV1d)?~cS!Qc*?d+?838>N4zDJjnuwcT
zs<weVgP3#eK7XHkl<8J!w7-yxj%`Lf3DkDeTTtvJe)bst{N!cG#Ze$}F-XGO8{>5h
zgo{ZPSayg;@#Zc`oD;ZlA$KVF4CC|_tIld(#Ow)=oHen=eW)O(Q3qTX&#B6EI4?vT
z8ZE4~f4Uc3Y6I#W%&+&wl5ow1Ce8y<<m1d={`=b6Q$U3*bFQTHj)0qT0YTl+F1juU
z-pG^E^`JM6Pu3S^hLdqJ25(yd-QY{b3`^n>5H5x;wVu?-Iyo7LKA}`yS)J`#pkk&2
z*)@j#^o+%*AJoxkU5V0M_zWLIWd@F4q~)@JdqluhgMfVzYQ!CzCm<#eo2w`Q`vtj}
z?*^6$MHh9maB4C>5UV300ROz4*c_lVUm7@dLq};%qmX%SCW=uGy(b4;9M`xHWdDh*
zqD6^QLT2}!e!p0OS+OgUie2#LxO2lApHaE^$M^aqUonn8=GHK|_ahaA<X4;Sm6$0%
zB^tg4#H*VOP?_Y<{fRdwUVut!jLlSL&Sf*1$Egy{IGoveOt~(G`*Tl9T?X8dhaxsw
zE}>8za6+K(N&_SQU$<pFpzY)LAPEo;F4*y<!<GU{<}kh$9Hg|wufgpd@6zGIK*xX2
zsz^Nz43|%%)F6tP9S<f^-6ihP{8h22v416(H;O0)W~&f6=w7?sN88UkyeUS-I~aHn
zx(l}yT(KP%*BaYapukihT)bIVusP4qHJ;pJ(t;b*VHoo*wh7{)H#bw@v_5?~{JF}-
z{8kR0aQ3&U7!)_WTo^gaVq<m)*W-(!4sw`9JCSUybbq)nh4DT-*f*2qE{*E|w0ro=
zhI!+)GQkeRl(hG{HBENH`eZJ^KuBJF+$*>dXq(Bp?W~(FgPVA>Rb=xC$PP>3y4{B+
z1&iSQclG1)C<G=wET3kuGTeF3x{PXZQ`@9(=tR(A8IN^)sL>yVn+?CwjJ&Z_e{TlJ
z!_$1Ov7hjsJ`Mc{SZlpSBYHs$Lul^rQ1kt`@JlT403!@wKTXJRAn#~p3Q~Hi?W|Wc
zO=Ge{IrQD0V#ogd-Op{#Ia1RK019j96X)U-nn@&I91d;%#w#q!&NdO2iWnJ=!8>Hy
zjqdI<6DZvudbd4=)4f-hc3Z*z@|E7>j@84_lJe6DW-It8^4!Afy(P!X;W(viyZEQE
zoK%LPFi+y$U*ZL-FbY~EzTlC(x-~=qa$ZXf5Td9R*fk6u_=k~m16tT-IC<}YVpg2x
zo;fwy7gVP`Wwa@aq9{=gU@cwl(3%VDp;S?abo=%d)E_}<_hg>$)x`Ao?EM_tjL8~v
zaEdQ!H^heR1J>Z7B?U1{FG6Cs7~cuzm`Zcqm*~Joi7|-Fa%rVl<Hk|@f-J~62@gW$
zaY%$G=4xRSr0rorwF#NiglLsiA7~OX;ePnAB<UjN(;Mop>1`Fx`;b45$`ESk)c71m
z-~H7rvhkQZa`uYdgPdNUBp`S@P{#&3M*V9;o{Tfq2tMbeS3Hk@Ku2W%9+qGvr*~js
zBz~YOS&5AASoK^U@MaS?t5J{W<LU^4bz$Wz89LnE;+2u~WHYgTyGYlZFYEV1hac{O
zJiyl_KvHX{8iX2!3Y@F;C^e2mmKnmn_DWuj;xtdHClXf|+{6f&pC!JBI2(046IWkJ
zR>FH6S9@|mB}E7w^PH7n3C<ZwTsK|?^7nzE?M6kXvN##^zfwh&!l}QWApa|JT#MOU
zU4>hANL)leiH2@6(&O!es>%{sLz0^UzIeqklRd7C6X9w}$*48UBc~(Fud6AX*-a<O
zxeq!v3D&io#^Hn)|5^CAM4y5sTVoS_0y@WV62(xsFBRu~VqI5Qxl^U<Rug%sWWVF_
z#(?|wfo-pYXM3IoSLO$HY4x&toUptod0a)zE1)unf8*gNc^|e!XwC4GlcZ3n(0B=)
zJ)Lob+UBJrtfIa0sMT(>8w?{9UD4sp<|ylBAV1HvJbR+ySi?)eQ@)$Ko0K1SB3Y~*
z7u%_1R{1)FSNKtAvQYOGN1ktXBK7!0F8!`g8ObFQDZ14*@pt9q(uXzJywyaKBI>VQ
z*Y~@!+Av?p@lOYPzw1hN(%~ZRz07~DVlU4*gL5AamQ|PfDV<^0Y3E>19L9>f%;#jB
zA_CiU1;@gLVhMHEyO7{Wu4vSDdibC4-3f7(nQY1L29aV7(o3}xeBLV$b58l2MLM)p
zyYC5V<|~nzsZhoyi&~bO8TsNqp#lgg_u4rwrO3StZ~6X|LxVMakwGknV9>v4YCEBJ
zB56vtjcPwrnCOjqz68&P{8-jIzS-ZkE?P}?C}NooKYp{y_PzL`G>XBJGph>sJsT<L
zRzCfSs8?;GA*GFErb|*z;CAE1y1X{xVI{STl%rc?Q=GLQRdQohRhs?_&r_D2LS&7#
zIbP2<wVsuL!g&}>fh9m_IUpB2b=D6ShdQbyDE4aZ4CH7}OM3^Ktj~5$|A7-4x1&37
zKo;KqOLCU@q^FGnup#*rdahOF9gt*ub&a88!4lr5OVA`)JLtGdBQx}W1i54<vLOR>
z37+?ga=XY{H-fogK<*j4wT<joL3bm5IR!d1@fbH-*=&~Xsf-9&;XX+?R}O>Cx$bGP
z)11y0QYS*kKx+&90L}n3oO6Z2oh|%H?K40?k~l}`4L(Z+O<^Mw5<`Ea6&y~Ma-Dt>
z136KR(gZ$7B$pKaGqMhL844gn@Wvxj%I%gy0G0ytr)>gYH?84mC6r~zVxnyb^@U-$
zn}wIxKpdDTi3o_+MwX#M!SsB65tRxo{nfk&tM4Gd&q1RCY`naA_W__|?%{d?zREAi
zUIF||Xx$FooCC}E;AH2X+9MY(F^yUqffbf$J^Fk9tDmqK4)wMrj#I<Hv7_H+!vSe>
z_aNDIRA}t8?a1JLPz0uF{_Z<#F|`K03M7!defKG}J^puBp<OGK$0@hvR$gqtiQsw3
zCeVm&Gw@xI^Kn)MV6*!cy>_;iS#?EsF79L>X(J5>l)^jN>E_=-KWQ4)90yBGcuw1l
zzo%%?g_VsS%L>VqHK=D(?tFJ@nT@+Y*eQkYI)s?$2Wx9k>~Sy7G`m4BtKA)z4qLh9
zm?fPAtE!+REMG2lS$r&O2(?*_hd+8T>G@tm?RP0j!Gwb>=@p~<6B`smbg+9B(!~kw
z2&0q(SrA>D4Q?XHn<G>_J@HT68#|HI>}jc?juIoFz~qWUB)_{aA3~j1rj57}(%#`y
z<;HLW3TvYCiNexwg+MWO2Ywn3aDw=S*tw&e^%U^je1#QTZln{26AfYQGJBYAy~Z@R
ziO+Xt&=TJ-(Ib51KVU1h<F~e$fc}U}t*`8~+jQ!vCBeb6S2p63Z~L_O(AIc+?C@Y_
z35q#HOKR4_xGck#b4Z6SyJ9yw980y&sN9H-`rEmHEj^W^wUrZS9F@UUC|zj$G|<PX
zRM9elL0IYZj6cjo>Ab$!Up0Yx0p8fV93v3F_?taCd{*yp1Ixzk^*L;Qb1b-YOU0Di
z-}4w%*=Ww??s)2bLd2*aa|ZkT(<AE;{dJWY>if#H=d?x8EjL-x?Ny)LKudJ34m@Vm
zvGU-2=!+Fd|B0<Te~t=k&M4<y9#Xm@N8mH$lrp+G&VZH7x*QU{6{GP?O{K$oDRb^Z
z=>TceLs1zagX86tSLZ*PHT9;nnai`S_JoF&UO2Y}%W%(|hvl!(<(C?N^^eD3rO!O3
zNgu_YKOc=xEtR4IPSZ>yP;#sAk*(VGL^6(U-y9x+*+MvpB+NFuX@6FT{Kn2R9#fbt
ze<faSJi$sVeb0YKhLTrJFDZz}Xp+=lC(yE#Ou;L3J-?_zcaEEm!zpBR>sqgn&AF`o
znrq6>J(nxQvaB;RE?kWKgkA5UOB{dMbjwcfqVvOFG8YL)xK@7LT^C5dRbg;Lykji5
z=W>QjpW*EtxzZQC)o6(<(g|XZE=FGb*zEDdlwt4Sr0Dd-oSPiVA_`nnVmUWN-c<QX
zB;JXjWL78ghc&N6hx(x+bX|`amW2DvXV&y5&4H9xSkeUc&4Q9i-5LY*8lh%NM=x-!
zHSw55$UULj+L9xstk>A&NM8u)+_-k1{ek&4w#Q;*K|-m&uMH71Yk5)yMKB3+x7MLz
zFGrF#xK4+l=RH4}xuHtrvqCDfJEBZScCC$zKOEyIh|-<z><w@YC2(qn)1Ym5!j(rl
z>K%GF7yUKKTKLDm2_?MvpUX`C?`4L{S}+QSEu_~%f%!fhb6cuW3`AtY30L+WGBRan
z%G7u5A(rpLU{r)qH<84J35EGPWH+Uy8s^yqU4G`R1c(sKT%+Z=L>`g0@956eqWQQ-
zLs3#Wi7gY~@OuPKUQZkC9{}j3A)c9gT}R0jTlZ7`)eW3~b5cxh;hAthHWkW^K!?bD
zhx^?D6SIvZ=VGVN3g&qXwPtNzxMg$kcN@xXV$t<Ua^t9{>2Txk@Y)Ece`1r@*R`3-
znn~VjZRVZqR^Ck>WeU}`hc4mv2c`MPxb95sg&Vx&#{`}>$R?Onm;7v$tP<qoCdjUZ
z9o{FKJLZS?Jo$Om{MO5~tGkxPiiTpVQQ2zu+ag%W78WMLd$3BvMj4`-@^VF5#2aH8
zaenp3`DS0IM!!gM`mla^lY28-UG7ueuk1pCsdn1f_S6%@qm3=k@1xPl>8$?q%#Fqu
zX`K@52$)aJlE{fG<x=P@Wa%oC?gZDX&aHO{l8X$61YO-cuzoLp&fJMjl7v{ovtw-m
zCzR0d$Pu#|dcZ{}k-Nsr_-No!j|M+UUCG(=oU`_HCqA)Our}Os62ZtGXlA)Cx>4$J
zZ$4dii)_)iWPk5P+m8?0rZ@BH{DPI;SXQzfil}E&m{Odch!eop#B2Rww~!$<>7Ne_
z$`+TZKnT)pyqX1B3m4yGGoj<;4ooF3c=@|dMZPA|6r2==m%Q*THq!b{X2q*tk1qxX
zc@<hpZbUA+C^X)4{&wqOICg?@zhmtWy{P5g|I`ch1V^L|p`f(uukY>R^$w9#?C3&m
z(L8)U8>hB{uNk4@1uEZ#n6`r`-;6|6bEZ;&%s!JJ=SUY69+)l4qjaV{i@S$f_urhZ
z`|@y$y{!<Fw6E99UoBfKsxv~W?8;QqOW<ic2x|iM{-ksd@_c=H{xSFL&F&Um*|aU5
zN*g^EO!{M1tJi3BR+mZehbvED{V2_hLU|7Rp-e7!k|CPx(@kI2!I$+XP|*QNdfKNP
zFZNp#tuU=TU5+4XENMJQMwjJ}aYemAZ;hY-<QYL7#quI;Kij6npMy0(UQ<vb=7yh3
z1A8Ff&)JZ9Y)GHhqdSwb236VjD>RiS#hZ@Ly!>Vz>t|`Xa@w;ZU!{D6@nr>O&aT39
z3twj2>m6-<Xg?T<ZPkdHmGw6G<RQXi2#T^OoWE_1o4&hRCc!@Ws-A_IdU7_wZpZ{}
zqZ)op{24qsOQmPddisehJsa==8Z>fjX{0QX@Y(F+{K|e+{iN?`Y&v((g{biGtqO3;
zWvKM7u+84h#X0BVgKL^9SPf-2bEdh~xBYo=+ky1cYU{*1!d|}nZ3%LpP}nAK*j{KD
z)oVzzuDKV?ccyKl^6<d3;CDd%nOGU?+kQM7k5dIk(`9x`DjouPGd<3v)hlfv6aPSD
zrbav5Y?R-vx$r;dyXVB}pOEui7V5%9KN6C3@qE9qK~9;+T)25rkABvYS4~YySNdqQ
zq)nJw_)b<g1&SCW)gm|9cYBRG8KPY@yk#CS*VgP~^-l}iuPqebxv6LI)_Sn887)Z_
zbYoJS=+Lc8DpQzykh@9n#!2R<usrp8iSe_IeKmJWxbaZ)!9#Y{^dgQE;1E}H77DJI
zf%zBBD2-(#At$e<Wm2m&<D3Amh^A4IJa*h3&(*|4%3_6CuLqem&VkPIcxv|iQw@41
zy<tX%YgIoo)8A?9{NaK-{8H$N=nc>HT>2fWNc>vs<DwRMT7J9~-BueUj%3;?HK@Lh
zm=OBrtrM%joh}y85bRdU$$-34@@(QXh_et>YKHpv!mJWg&-YV!SH8MyV&iPt%nN^X
zVvV&KG`$C79n%lHqL4-MN+>!Cr}>rQ^cqU_W)yQ<D(?5j<vcaf#esUehEy95>l#8s
z!I46Q+`Ma?4MrTf6HzTFJxcA#-m^op{Wt;hn7rJ*7^*i$i))0<SXa^<y<e}>27^k!
zGDOfM@yWuHk{Bt0fweJbt;prS7&?qVjv9YaT%bfK*k-;k;zo;gWV;r=p43bxf@+Le
zG{JphRn1)pF6;=Y7QBA<;imm(DmrxKU2Eo(3?HzO)Az{6#EtXMguBfXaK^LBX5dVE
z#<>Hm;*j+}v{*Qkgs`CFuqkuV3Z0(5+5MZ7o{~0Z?4>e1r4fXvqR|D}Ih2mj#b+b*
zLrclwuSL#cDeF&}ZYe~Z=KbaHrxF4}8YIwxw~B<N&_SCGA&Pfz`dp!-QWM?BC@4Pj
zLp&m=)@*Qva5T^Tqp;hZb=uKyEwqxAkjcc_B1+?SfdLVljQHZSpQB4^He0?o-lS$;
z;~05$rh-9lc{W@l`n_mK@V6~K)73TT;hhW*nT!3zHu%B`EWg#Ca4`v2zVUG!`^A$g
zWcJKJ!@iD6C2(|<P$tR7U`-dsWEsUs?MXwZwd1j@AB`V=lM}V1PfzGXo1l(uI`iDE
zXy=L*UxZF2+A(Qy8=Ws(myQ-TJ84rwlSz>el(jm2o_*kgNIAt1eJ(E<gAnUO)n_)L
zpjn@;sHzKar7#ax5>*Jjxo{#}Z>F1YgkM^0AV~k7Jw#z8xKizgNB+A@1bRogziZZl
zvV;t09XNiFU2vpV^wOW84Hr(w)+#5Np)V}*Jd%V1iDLnv-yc66gP>bAw1S@V&Dg6^
zx5XdDC<XNwHlzB=qx4b90UY5DWG9ta208>&46L6IoV|4W<Y=N^FscIF?*8&-jNw=f
ziPI&-IFwM$!fUIab~*_J+UMu4B@B?#*9vr1uWa@e?m>Wxpt9sViDf4J{3K$|N<J;7
zKBTYep#D}(K>UTEa&&l-m-=z{+5yc#N=KF02oMk}|DhVFb4P-R+h$&*$&~Dq+cFi1
zOMOv}j6!7>hY6c~Iv&m{hx)O|L1xD+4Qq@K*^fW#@_%NT!DmkNJ8L%c-JN?5O5cTV
z2Kvc77iyz`<@MgnU0;rDXgq316~98t`%??v1>Un&qkP8-|5-FcSg-FbzAG}S)B9eR
z;=H3zH#<Ga%G1VLcldrN5+v&87Evo2JkK&qM;C}=l^ZpHAA6g=H#DP&`I*#JTxx5E
zk5|O14|UrOxS~{OJTqe)8kV+<VB;to&O%%q(GDHTiNSHjY${G!UnSyr4E>64EDqNz
z<L~M-{e~g7M14q(*?md2wc$`cu>%{!FNbhKNL*&>))b*P_HoO9e)1Ez(c*0$Q_tmC
zcW_5<u<sl<Bi1w#FxUKK*i*-;Yj!hhU3&Q>ZlJd!d4`-xTre7M{N(JQ@7kV$OXu!r
z(5u@nP2YdM)S}~Ne*n;ev(9U_K|*ftPN|r<`~R5f{MV5KaYVqXeq{}1z)yw%5h6ZZ
zu{dprB&S9Gm~kTZ6b%<j<)UX6*O1vDqf&Sm5htx2iY(+yKXk5f6DK&icMWL#lujCO
zs2XAwm}{>PS>mRpDY`N;8P^%>LzElb<@L_(zBlWy7YxxotH?a&o^hkU?>7)!V#*@j
zc+<knw!JVR3SxHhyPKMm-sl?R{u)Y+1VL*VAWt+)e@tfJ&@?m#BS0*aSEQ8m8CWLA
zMe!JLyvX%QAtt_lGttp*(}^gFJ~L`k!lCr$9dy|bEAGqU&(t^!YQ&c_3d4d5C+^&L
zjtgmd+?^TX@Q%$ebGDAhs;B=1kv2!L6~!ch!D}xe%5kekiFWU5YmsAnSvEqYs~U*C
z1_KTKSA{PY3e+>rZno(A9R3)D^Ge2mS-iK(Y5OEySQ)?C_m$z=gSzV0E%D8P0y>7F
zQs;ki>BBALuImgKz9ZnX@|m($tQbcbALUpL_nvuXHBYe3z2T5w+Dx~u(9Oi@6RGa8
zfzIm>m{E@4pg`MqdGpa4cUU^{E{X#_8o!1uY&?cfryh*1Ke-?i#z{yZ=fP)a@dZ+{
zZ=m^!FyWkUQwVw28Iy#>d2|-JbLCkZBO{j5<OUWQ>?JLP+XcuSov1f{ymu|)XS=(d
zXjd81MKu@ME*dg}`{_L^w@zbr%sH6zS-l!sf0y}cZi_9g8+n5T2R%bf=al%T9M2Zo
zEEYAXi1Kav+bcdvH#V2^?D-t+p}GBP_GSZS$1qlwp2&$KbZ4;0=E)#&FcaqFAcNQF
zKX*Qsn=yzCyzsARp0iu$rW5Qw$XrrZ4yDm<D0M<6eg>+(2ga2(6`dK@8-5ywBg+=B
zqNn^)i2f_pb6ozH2nnM7zy&^tsfkK(4eZh$NYXn0OVPUan%qoDNKuw_FM)v&GPMx-
za5Ab{h{w80u_1wR6WAF(y$rlT`E<}b0Y0lY%YvzS2AnlDyTr?6g#^w@dXihF2U>cP
z7I~znx_o*st*Tdu+%ZvL#XMn}d7APT2dDBh#z>0kZ?mYRDQSw1n(`>Z54kOWadJvi
zv1;&~M@7Q=U<m?L4rQv*6hoJO35n`M4){wz%glvCn#p}&4l>V8GW7~nW#qdo-gSj~
z#})=<BhVBogOzTlOSj&dANU|TDfp(sB`T3k&&Cc|vKaY~AZr+~z%m%|xv;uVQn>=R
znq>{^c&$>KzdlyE0Om4ZWYtvzjr_L~DNm5koea?ql~0fyHAEtIgE<cNI`7%R07s}%
zBT=;dh-}(NkRKLsTG&FLV<d`Gr4+8<Fo_py!0F6n)xe(T2*^Y_W4$0%URVy9cyfa~
zxN@x)gOQtO=j$b$Ilq%2?qFKEHVPxbVrVDX0+XX5^+MpmXzU^~F)X$opq?Mq9(*R6
z=ePxsNGU>#7=o|B^*^Gk!OK{%c9kG2W;V~?bs2%Q&lUQCzmOTo((|*IR+DQtU~@gC
zukt921m<8{a0YFY;!^$22fq)~7{O{cc}`-y<T2#owIHL}1n*-A-~z;telcvjPwyg<
z4G(c>l8*$lcr@K>Y>i}BY?B#-5RjW2i8;7tbCH~78(4U+fZgF?7%!I~x-ZAEY%Nw-
zfIIy1>6Z^eCVPkQ%`Foa!0${;uiw>+{uVO@0Ff)?-#wZ<UXu2{^Pi^Qh?AqW%%qkG
z9Jc&I!of_);JM=PU^ndE!-As-K~LnJU385I@U0oJQT%Jsdefs79d|b2^sDrae@$9l
zXKxqlGvrM?f6&Jj-R0&Ocu?~58RIZSrp(O6LjM(i|MTNG2?WB@(r+|L6-l(A{wQk<
zcZ_Yp!}itndYG6`AioNDkUB%m#%H%FWPm$@%v>Et!V?uHlqq3#wJnCYie<)NJ4xsv
zw6tEg*4{&S#3caKmY3jkEF^j1*7h0GmRMffk46>4fT=N*Jk&6i^)G*KP{1{|5=t-N
z0--q84VS}bj9>xys`FVr%aB11ZHa&#W$BSuczr6Dch_AG1@~Z|cnR@wn7>>h-hNX_
zeV;x-!AD5!b)^JFg*|Xji4qgg#8v#2V~yvoS!bV4ZaWj13{+iTn`eCRg_vZg#xx!?
zDM6JVEW@E@<IQ%+=x3|VQrB;rB)@Suar0VgHw6-pG2eZN7kv81eoba7{Xi3m^^4iB
zi^+D|zdW>9b1$;=Eo9-i6U#5X6190e9j+iL^!9(wEMgb_WalNXBOpT)|3bU!q*iPj
zVHu++b#xOi6{)boL(=X8OVeL|PVC*J<+*uEKd(I`Dq1lPJ)Q0bO>$ak^ICQc`9Lc6
z71t}-JDtPw|KcNRM-d1RcO+x2B=6BT{^D6N8{3VGkL<uAu&@pXxV%u#(+oP&$e?^$
zr2E_is+ji)@&}S<(pW-FM#oGv=0Bm{!eM{Yx%(GQ>{_7}OXni=oE9PMD*ud=7Etg;
zSs~)T0ma*sqTqLUW1!Iuv0|3Ue0TR_e#aU#bZs}Y<$&%xU516{7AB8X+~ZG|3afL=
zOMzu5;?na%&;L7AuRr&1M!91ow5Ge<;rX6~`1eqQ@Tj@luSBindvy4u;Y;ezGYQZI
z{x18!EmS2W6IX`nm|Xfz@ZfWqVuH~cc&m<ZEO1GG|BEX9H)jLCB=MCc=>D;Pf6u=j
zE96^DXZwFH*PO?opAdeAn1>Pe&#!QgE=>vpCuxt|y=}=-#d)DR)(D=Lgrp@I6j>(#
zFn@anm?q3KG6tRg`oTqcF6hv@S%N+Ue?x3UufKj^@z)WZQ@)1Bq<GBpW)wdLtKy_&
zZf~#*VuIBC5UDP+s99>b&*hc!bX9Eza1mE7%_OUNU0T*&7mhno3xC7qLphKYD8dx?
zX@&{=@fqMh1@a{Cl{mh^fR{-UVNQ^h^H|U|4!}b+84l@PCGY@C1}jr7uXO-{bItO2
z6AUqy?>W?;)r8kjm@X5sJZuzGrxXB=IRm^j260>U{&S}TF+6E7KZPE@L&sOF^%VE)
zOx5AO9bJkhiT1s(R3WyVrr9GDgRw=IFXA84k=$gFkWx}$8-du?qbnml@8(HZ;miDy
z$pSj#qu5>W((vc))KYbL726C=UwPDBH#bsN>=6ACY+TzQOv5Q|fotC3`-l66#ukGk
zZos~-9Wf}q65#qtz`*}A246#hijjxQK%R+W4#uGYb})p-W`K=#c5w}toaeEGzP!ZB
zyWDh1YLk-v&7t=3+yHV()wryk$l;tZS`-XSL`Y8|LV!6IcJwECkLyP_yZ(_GjO5FQ
zCpv0~B6JQMZ5a6Q^s4(Z07>A1{>CZpAz+TC#8m9lMx<*{vfh22G*i0l(%&=pcM0+%
z9S;((s6>ho9++W=MhQeomxD3rjr?aW5_xmLYb7r)R6A3fIVA5#Qgnd&236d>mx=d$
z4m7IM<-OsS`NCFl;pl7RJ8H#HZDo4{<<({s3KJ!P$kHJI>@c8>oq2PN!ZBPC-lNID
zK%Jl4u=ZF^^SV9p#$z8|)=7w-F_Ur(=BG(es7S%(`bEV4hdj+!a`9&d(#Q5Tv&gna
zpZrH>MB@;s$iQt3FQ6niBZ$KY=s7?#0BxooVJWeznL-pXkK?U&rIx<b#>Va1S0S{Q
zI|#~7=sv|Kh&1kv8E%@xHD7x#<_SHK$zVh3f%ne(oF;e+aAXCu;}EK9UkN{t>R*Sz
z-f&4GL1xo#!rX;0+Hwb8cKpR0<ls7i-b=6NHj>Z`CBa;h_s$%CVW2?q%~^!_O-7hO
zFmDNW1hW4^l$(7U$oMJIdjNz7YkY+wq2zm8*9q+ynrS;Bd0CfksV75)BIZU-kpjE}
zli+Xfh<&;5j;JG__9;FKS+&q6Y}65hvPXDP<?R7_YwOyB3CvD6h!v9*DP*pEOhLws
zy4=la-X%o46vQj=8cbX+bDE>hO+lisGBP3+ea2KC<}l`S<%Jzz^aQ@>mG^uw#$A){
z{rciiUlX-+>n1hO?fj9#<!~n|htEy)+QHw48!ZK#u4f+T7k>S`>e#qdwzB^yu;M48
zEIqYaSTa-n*GupCtcnS%HxQ*TG88h1?B(4e4s~_24Yy!#1+whPq_q0{VvTi-+XPeS
zFzU%UF<a{;r8=1egJ>JA=;sU3?Ln1c1TXR(wWi4r93AifU?{gqw8ojS-?`av%<1$@
zjCMn7TY^aY3^KSG_DFx<6nJ8m$j;rrNb?kDRkIsBRdC+L8+8~5=IK)k9ubn<Pe`XG
z|0t46)b-wv94)X}f%;Vv**VDl2;hv!vcYqYs_of~h&DP&oYdKidiIilk2j>V3Ck3#
zTiE`z09Pwl57kbni)ou#QdW48-5AT=Vhh8nyNK~s8qSCh`EPiwwMk1kPNcFb<^Dno
z;-l5DgfDsp9BbXYzumfn;QSq~<;5QoK5`5-5nB9^Xl|i7X?T!#h7v<RAF<84R;@Rx
z(s}9dPorF$Oo`Y&#r98w8e2w%vR(RMkJLr5P6)3(9%Lx_nOyVm;SQ8G?d5@%KX<|E
zd-=Cl!#t_E4OI78NxgPJD<(Cvc=9ca4>FZxRm_!Hzo-3p#=X(Bvh9m5m{>$+O8<<9
zuF>@ojj&eK?UxAbv*B1sr0@ftC#gO@7%WwJAhh|KCii76xl~)*8wSpaxzj~H^MjxN
ziMlm8n|ios`J;T;a~YH=369;_<rZOs!8PGDbMu$wUnEQnxuP0+uk)AG!Cn4fmH8L5
zA`6@wK$N<MAo^203-3FQo)2ipBNm7K>+e7eso8gACc-q8Titr)nI+kj3E2e%Idnjo
zqLCzHYL?c}r&(XwI`b{ATSCEj#BSk;pzL>sorGy=fDjw1uc2i+{Ha#Kuyhr#MwURA
zsLZ5zRyh^%ub@KlkY#A5THWb7VDXY+f~IeM4Q@#(6;`i8T^LOR<%xGFvL1-;We?Ln
zZ6@3`jCvdLp|MHb%e1Z5{yBz9aP-)-XoLYmHJv`eMAv(X$P*_4dl3<nRun^`MgUnH
z#_vWOMb2cgG^xuo8jEM$=R=+6r6E!y8$$3Pp?h84g(F~`!NoL@ItL3;)?Rpag$#?L
zDA`0zQ@H(*v;$uH1}?Hp@i)N!YfZ%dup_%^uA9f^ifR_>N5Z{9c(mW|a;)}V{%(-T
z!QM6=IQ}r9a8H4|g-yK^<Mp9o<!0y64PWG@X3EH!B~gmZaMt$3eG)$*c+<@I4f%kq
z39^f|LUln&)W(<nGnCEBwvdSWbJ%?*84m=-s>Jx7aqm<=d?~$iz)4gt=UP_hpy-k$
z#D#Jw%n6CvJ4p6Yg-w1dX?C50@8T1t_KcV~;?ferzT{(&x?HayFXQm;YGlC|LgwEf
zZj*pCW@qSZE&Q-gGZL!q;h!~WI8K&t#2lqAcYH8Ww7M&R<{@aQvjj{}W<40J#40|5
zLyq#xuG`uLnrtzdzu@Ki!N9s21G_C3?5IMVJ5THcSZ)J-g!}ZWw4vH_$flUV;CfJv
zRgBxsm*U3-^UccnZ@rD3tHsIS7>e#0=|tT(KcT|dR}1Jda(27YS99voE|Vm6JWbkz
z1^tuFg9$DiWn`M9iD3jPD94krVZwL+$gw?G`Ed}7Sc1efr3__%htFwGic!t7I#H3c
zO%sWycRdillZ#2B_Qrz&CL<>I&XBhY6^$lsRc#YKwX@#*;Prun5$%R|fJV0+sy4o=
zvk1p-{_ZPp{U595_2G+gB|-Fq5x=_W)^E{?*k4ZZt9&k-xmYt>Wc}+-+VX_c8vzl^
zpQXJ7Ymta5ZI+*@Z?4ywQv7j=tXHbbbcsFwQ=Y&3Irt=t!P}IM9sM0Bs4X5OuB3W@
z9UFcB#C}PaSe#fQ#alzFvv}J_-#$s0*o@!u7i~r3xNHiuyZLd$(#~La*}(wI3GcS{
zN2EIhi;WdPRM<_Mwk5|uVaKf7$nn{~W{EO04|hHG&#naVNNdFx{;h`x&kJ7EKQlT2
z8ZB|nt>ao&6wUm1{1}Rc9CX)Dx3ZTz`FpQAhxc5iN<hs-`;~LrtzVuGKI{>51F$sF
zE(yul9g|r18e}FGlw@S~lbtNlFKqIRW1W9B^U3kK=8ZQLLCoCU-wb^h99UNIr~pio
z>~^OjMS^T&S<rp-w8fv_Kd0S!SeNIeN%s>gU%ajOd(@$&JVJyF`{))^$v%1Qx)eiO
z#1>i<BVY<@eJTn&TQ3I60DRNWd;*j4jwCUM@w%IhM?lRVXgw(Ni_Jh!kN@`p^deea
z_mU(qZLZRZQy{1oOohG&|JVvtfB1hWek4%KB)%^IAP2EuHSH!<En<Lrxw?#LX|mjd
zV+==kK?H+HLsDM}#<Iuz1vC`Okk>Pk3okIuG=FjAb(hh^kX==nC(ef8Pz%}6f_f#e
z^3Fw@+719lOv9(1$^vZUWh?=u4ddE2JluvMbhZ?!;eowtE$<j}n>d4c3U%Z#RE<-Y
zdZ0R@X?gWt?!zv0av>?yd*7oNWJI=5ACEln+5h&m2$}*Q!|1uB^#VR*>6~$EQwKb9
zXx5VB`k-S}0+QG#ZLS$A5#+GdZVsKH?Ip#EMR*!7fjXREnN?5a=_nK^hyzr}#v2Tl
z@lOy*mzwie-s~h(S@36Rx6L4;dSDOj5OciW#;cqZkc0kwI%YTkf1V*u!^7FX>cheY
zQk^dimxwH{A-d6CcL-J;hNGeE6AMHtyloA7u<Z{U@cq2`rd4jS@k_l0KLc;F(|nvW
zL{yo56+3GP5G3IZtL*MOLaHvF8}n0;<$7s(4dw$!8)jn;9|dWHL|48O@1%6ha*lc{
zO2H4H<!NJoq$a~xSqy^8?sULoco^RJJwR1!=Xj^!Ajq>OX@*(k-Ja8I=T~IEZWns;
z(_Vc*ExSSk$`ML_I(6Ie&zOs=j1*3&Df4@p-?MHnGkeUwUV;z6((esTq~{WiFACs?
zC$#1}-fh<q!OFVEyv8Z}5zf~*qc*tlN8HB{*W_{v-5`I?LbH>h=*A`I>Y3~mkH?il
zuMR&#XJe{VvksKP1daVb*bm>E0V^DKd-(fR5A)510im(`u+ZSQ5y(&S`1+;mCSxiH
zl^hP0*OSU+D=oWJjjW!|f)%IB9ip&A5&r~Yi$mPk-n(Ihe3A{l9Dt90wVe^<POugX
z&8<?n7{U|&al8k+4;rZ(^PymBZAgM7rqrQs^0tz_4bx>GfYxVvEJCot_zNDEAzQK!
z$9$l-%E<W(7XqskSH~&<lJYAxg=4r--zzzvO2d3}HQkqp#jDb@M+}&|gpbzRyEpqC
zIPO<K#mrR<pjws;s3I%k*XBZ9tj~07wIRQ~vAiQH6{*Poh9_T&I68&#NFF7k2Kr)8
zq~F1svR%8%jP+%s_9Yn=?2olYe>}^j&~f8=Mc#&jdE1|ri5n-Y;bdi*o^^T83qa_2
zD^8B_J<7$iS0DRZQG8H2A1+oJF?)vbmdd1xi9FE>4gqWyn`tNye_5&w6*>C4`9C(;
zy4CFV>6FaW^DSSM-6(C)bz;00A-LbyGKs0a{b4Pi`|#*N+T{R_*D=k4kD5cyb9w~i
z&<UVzqK%@hC^_!?ZoVNyub)&RzYt1$inPlN-RJ&^DlIeYd_f>RN3$Q#Re@f$n=gpd
zZ>UyjtgF#l5p=6~3?(^s_l>{#xgm@M7h5@y+LQv5O~XFDnBB}K9LB>chtB9Go{RBL
z$Q0<-RM=1PT*HkPU2qJ(%#D>l{k*%?iNSv-QcO}H&fAo|rax6Fa8|WNO?_2E;Uq0@
zZbjt%04uRWFKkvuB|~<3)E9Is)ndZwqq(rbS><phh8{aB?i4YsUaRU!4zq~j!^oN!
zqLzEvK5s(9P8LV~+_Y=BzC)tzhb}XaP^wCA^-rJFW!GJ8T|r}>+33zEueT^Hsz`1B
zbZ2<5uYI6YF&25NfmK0kU9zhIePOU^-5USCJ9&$cS!IYYtWSY9(EGw?$*7XpI5L3)
zp~0+Rt>O<8&H9}v*cWFD7vnbep6ocO;3VRf8a8X2KF%PPFhkg^qvt;uyScvE?8J7t
zs`%c$L^5*uEVjdYe4|fWYecV$hMtY2Iw7OFex<Zd>durnhi|jvwHN0|yK37cP!xL@
z!$Ch)yYwbCh2`Mbb(4l{jWCRf!X0;uWTCD~MnVfV(+|H!QV3>W77{zFah;TFLKzU3
zXATCZ<7jf{FLTs|eCIwln)sTaf76$Yew{n<O+BgeL_3?j`(lw<LQ=;mq-BI{%Rsh3
zqE6~mL_JS@Y1ZBPhBWv7HZQ;NpAyiiYdqJ&Iis*b(xwX(1uDfsUi?DRky*k#%v{Fh
zB!h}kdLOmB8_hCnd~xipSt%P*A%02}LB|`k1W*f+0y<|*lWP4Gcbd%c&3c1eO>8Y*
zf~fJFY)!$zXlm+OhjOp;i!AA*n;iA$8+Xr`YU>CQ<UR^m+J<Ln{V)xI@J5gcH8)eZ
zGwyDtOT9uIui%LtlS9QHl?N{QM0$sn<ET}koll)amS=hEa?P&mHQu^eV&5d+dGN+t
z)idNLlZr?<k)b7DXZ4rh0O`}2oSU^pMADa(+o0b@n4&U9KEH)x4A3!%CVEv*t*{T~
zp6c1_l4j<o%y{SiKkD8zkjk}x|E^?~A;prJ3`LnTPc4?AGNv6OrDZJhkeSS6jzpFr
zWT=!WGDXBfX39+Fnam;lzn8uD{k#9a=Xv?Od0uYW$-1uVyw3CZevadan=?32V#(cz
z#ViFMM`iz&utk0&I{c1)ffuFfji;19*VAs{XG3oB&WeQ+&wZGfyPDE^Pi3z0@`Pc>
zV}_A~xnXbivmM>x%!}J$-CvdsH0BLcV&uZ>hO#`A4*LoOXpf?w8sr-Iao%xBVjn4+
z*iL`E7p-wMKK8Zf<)`~W1^kUM;RjfDhW6`sO|Ul4mn)+VLPcWYx-u^)b4#WMx@z;1
z>^IX9wn%pHJvNL|k#c4}Ic4rU00NWk%?usNm4k0aJk}Sn)k{?9-Bws_)0XCFtt{&l
zuH#aHz&3f<sb08qTZ?Slbv;kbkcyeSq*_O}F_X2+3o!KH!<XoZdmLTNGqp8+HCv+I
zi*&4L_qe4~eqH;Hl;i;t`0Bfw9Yxt){~Vj7RY=b9<ciRV$IhpkZ)SIEy2$+<UQR}J
zL^B;nJj9)(i|wjst{UG@o?E3b?I$9jc{?hkQTT!>h;eUR9^8twxpZQuN&1SYW^T*)
zaV&&f2|1yx98yaC#ap9CQQNQ4Cfu=DwBhE~?l-5wuY(@ne-z|N4;rBe{3-m<OG;j+
zmEs=86MATJT=`AvsL8QvzkC{P#yJ+kU&pK2b3dWVEEYW(&dL~(Ff0A2veXd#q79uv
ze~dq6<XPVxyHeV@XS}Mcw6n70T!|-`A&;rT)aXQED)M_dlogm5n{b52yBC7cOpg3E
zsy!?IBz$lCc?mqu7SVHcs$pIa@Op%gVvGv#o^STgYwz`oQFMD7UvpypAVQ>aFWp`9
zqrh1}+3K2abU13!AE*{PnTTsAD`pM6m{r=6eBD0&C*z%G5T}2Yp0$%(!ahFZ8R?D^
z&&?IguR?K|T^bc4%4k5C_&VmIbN20Sy_WXjy|~Xkub13Z_E-7391|Avsfbv5k9yFG
zmH&hZj{CX<1>viEOEQAI3+k0?nKygUKaX*(#Rp!Nz*$mN-1q$ql{qEF4F?!0frq0t
zUo_&`g&%fiJ&v+*Iu)tyWLF;MEi5_OJh^FAkr8`3CUpCS6TVC^jnAJ>?fgpv(}!~L
z*ICJ=H8S6pcDcEz{m-R7N~}Bi%dhRB%k9Dmr-{I!gFgB_2+K`4%zmjX!XUQWn4~Pq
zY=t@9<|Dt#)PQJ7lvgMiGi|s{*@?!HrX4p3lTsM&J(sR}DXN=&q#fci*OD2zZVr2V
zfX$$&@xU(Igq|^$lLImJY2j6@lVFcZY=r;uJdbwI1FS%#gJF%B556SXr!6ORzKp~+
z7GbtGvV6d-AQbL>eL%6Rpv(MsL~LcwlL?|amJ15iJJXCha!h-1$*H^yr-hSSpLiH>
zzT0PxJ1xzC-tQ@~1WoRA$=sneJ?`Z@v$qu4IESb9By8QY_jYSx8`h#gN0*;Dp!xKo
z*tn!o6@E|VZ)$0q!kw}~v1{HeJ)AH!!YN7C<FOo%#3;?2axu&3sto2hov2=b>K08y
zJ~$nd7B9d^FGU|?QWWHRt;ZX!y{A1xrSy6f!~9kRv>TTZl?E<|@%|15_r#4>neKk`
zRO?Am<QnH;`C2%7oaP6poS!=4X5FVxwmh<XBFxHmSH$3a<_(VI7Z#CBRCHIL(RqN|
zx8X~Zn39R*OF?6Wk@!nZBO*`7$9wWOLkL8*D~L@?Rh13{m}hRfr4l%qMt6&K4qfbC
zFUaxYU6hE49J$!G5_zO8b2uM~wI_c{jC0A%5@$&M44*hmRIO$?sUf!&#94n&IO9R3
z1+Bp2)T<PR-p`f{S{}Nlqe7V2TR9Mm)`|yX47G{tmyjU#(*!D&s!?ia40*1Mkn4l5
z>)41~rB?kXs}WAAsONq+Z)A6i#iu#FEPgTk_D8cQ&3)A9qFlDI1!SWNS<#fmkm0Db
zm*)a`X>JNVyA!i-;Kt3Ece4+4EUE@om2#}l%j-AY*1U`_HD1N%KR>BKVM5%WflGW6
zBD|%G{}h&SnT+3+E%`NTm#T-UXp(8ZhwiwQiKb<j%lM}RNk_Bh{qtu}&;3x7+6^(m
z*b;rO_)e3^2E#(Cw=4cmZ0*w@2A#g?QCr_&7Bu>a`SMC(um8%ZM02MkGLD^K%e9NO
z9*nVZ>+;?Cg81|}#`~pTO5u->^Jwn{ekZMeHENe4ep5E(;M>;F#l<0xPMMcZZ5Wm!
z)t2Q=M&%JQh3bJ_gHLv^)?qylmJ*|NZWX&KcBwex%13I#q<IBJf!oS{8%etHH+?1P
zR^&ERoL-lz(^i@P8bWtAC?z`0WaU1y!rj>Pq72>z?HOfhqZI!vP4-7d8@_8v(HI|k
zYa`w(D9sz4+`lF8@ZT#d`}dWlPQD(1>7Y`+#P*Txkms)lC_P`BZ5axJwkwZrO|nQF
z`qlJNH(ayb4ygO|)3h^PiQA!<>cR{E=7$-il^(LX;Ol5FIBW9m6Vx2FtjA7YZv2gR
zX-YqqfoT|jR|V=Xmck#S(dV>tP*p>If`is?>-u?v;|(cDbx%mTprt;LCWJg>+INjY
z4veY(+L9{vxLjz?*Jc)O)uS72|J<=so26JFU-!P&mD`0Rm%7duu3WUFxps-+q{GAR
z+0&x6hx^oCnqC}^BUM77El*2dSe6uM@KwKh>F_L&!zlAF^nK3i4uKLGw8v-`*_@Ej
zV%Ml&`pb}Kg&y+muTlhU+><eljJwe#OE4b<@#l+Zj{2X!v8GU`N8Ie!!**GO9$?f=
zt`Plp-LuQSeuOsZvMm+$jzzRhxrt~u_}LgtQt`-z8RW3qk~!m^nS5ryc(!&~KC+uo
zHqlz2phCQy_3ecJK%DpVaQF8?Z!21Dlu5>DevWTkt&yF=c=T7vCcVVGvcE1uoW8`U
zUo(yKh#vLsS>k>0+C6BNw)<J*Nv=M3D5fA9>uf!9(%YP=u$`qj@rl>lYfb9=g6-tb
zUgz6Iqy>6zD9yK2e5BOSqKmYnS}7s!(e1NNe0tiSm`cn*kGe^{ghRejH48VR-B9Mb
z;>e#+s4?c6_O`OHEx}^@Bvn_&ECF4a>#KWmFi+uz&*+z6=D)A}61oRyDQCR&NBRv3
zuP56ghX)gXkDgqQN`|1?ly?=ZLWxdKf80-{pa?+G2zG(@yvcH)I9JFU+sLgDKfCtf
z^X|n_mN)49_OVyNEDtG;NjwD8x&=1jYjnK}V!&-#U1YvCV9GHS+6?{k=Z_#o|H|Ac
z`wr}rn&_)#iwBM<MZvV_2eA%Ff5o&X#n$3pNDKj1P}v(tk2qjsFE5I#WD>T22f~Eb
z{udaJC69{8M!~$d-qo8OR?4jZ=a|HnRpzfidZPpvfzS9Fg}Vi%vPAcp@QY;;>p0ab
zbcO-!0Nx?f5p3f)G3Oo>CaK99pIKv^5X$MgoVhn?G(?P-)xK>dU6Ya~HjWCBLMYUT
zn20OEsHBkj28lpy0x#3nfW}FWP)>Rb_ZW$iTqp{CJM`Bb=yr&4F|fsW=Iibu*{;j=
z-ue8;(k=^qcFXvfm+_r7?=R{OdH@KfWI$KVI=rciTC;G$>3J#}oFRhOxTsga=TI7n
zZgQ1REI~IW$tAhCxQUc03Q<f#B-m&r0oPaRp;kO(A-lEcQ19_=Ff>`df1W4ICf!Ky
z?9b^RNQY}bK}#3Y5udvid+YuxSr{EkewIMYA^afzT1Oa0pFKNs|D(h8Dprrhg6Rsi
zODT<J5Nq!it~7y<5;tIumOSoe9-b!Wzs0Qn*W-+u&n@BpJ(5#n`gU5|OM~LJUv6^P
zJ>{g`vL(kJYiDvkv`<HOR!DdzcnE5YVNA5yyo6%~DedJOhz8E^kZiwh?^t2r+ZQa!
z=dBs^4)@69%4#F?x7uKwcIOwvdMeA)x_uiLY9ObJcKh&R?(gSg)_j*s!*hehT8*11
zCGgQ*r%t6;&IagN-7O{acVj!zE;sc>T<-hU0k37bC0VjwsrKC&bTakBO!dU}b;FkD
zIh;-k5Hpah_6x?KFL$`D8;bPwIjW@B(JAZ{G9r6e9h+UYDeTy>{V3J@6+Dt10@o~C
z(}|`nHXL!ETU;arblPug{rr{PF2s`NF`Lv#+TOZHD-~uX^Y|c@QoBL2fyE?NNvoJj
zIGBKyA-(OM_s&#}hv1JfCUYjthjpe!z9{U=dX8CsdC!Il(*1x!d;Z*(MBNNNzmn1r
zl^(e>k8!HHw)Wsbgwi?gyK>bGE4e<ql<Te)r(*sNNr^zp7c;-+XlLlPEz5!PKc)=^
zHK~%e&<qo^QU+xXE}%RjcngyK-+N@fgXD<qPZN=jD-|np+b}T?kxbb`LZN<1f!`|&
z@#X=4RCq*TL8Z&LWkgey1WgeF)E^T=E(GFQbi=bcG_o&)`aW~{PBHK3M^H?Tf^;rH
zB0w3PJfcSKc>{2=4E?@C;6F@S0I{YS($>piY-+F#18))2B0H8D9rN6LaQ!*9f|D`H
z0ro;8({eDjqm)T0ziw(#+|ICqAN(ORiq!ZHM3-co+U_@JEd|nO83s!8Hbb9;HoP*5
zPnqVMCW=|Vw9EjNhCy;36uCW^X+r!m{IF#ZScZ{sHi!7jcL#vM$+DC;u>s|2r!5gW
zItGD_(&3K$@0_K!BTTC2_|gv~&Rs=D7ruEoR#UDY@#znNAeuA*6w(Tk<FX7WfUQZ0
z2MC(2#hljR@7!Kdz|*2KWWE{u4<oe?v&&`Y-n-@lIWP;zGP+zgc^a}V|1Umj=#%|)
z0#d^naXsCA&2K2#q4~lxG%}j+?jsFmlirh!G0T9m5qv{h9?M|l6Db)il`$#<i?hB!
z9U%BaP;OZUx3Y+^9&lnADi+mH6`T1T2&s>MQ*rSBEs4SCe}nj~!Jmnzy1m@7KuBS#
z%i&c$L_j6eA)^9%<q#6FwGWkzEvpC&Tq{MnhwHbBP1`-@bYiIoCjaYJGMrv^;5Pg(
zMhb|jh<9w#AoL32wS0_`>1E3*4hiT=SZRQ8pwAhV+Rf__U{#Jl`hf7@bXnf&+<ZRD
zcGOY$0wVh+mZ9d;ti=M}5O7}X^TfV--ivGs+|AX}PDySf@hYi%*Rr;eF(+*DhG{h<
zzBEd$zd(jX`lKAOj&E<x&>htkFb(Etb8>dKh|VKHNajF!#5ftC=Xzn_mE_U!p;I7^
z;V$Ab?q<E2w}3$k$(XNLL|>qqFaVW!80OpwWeQr76A>#-lgVq_fCRQ|yI!95fvg7i
zt_3%JU_LGwAft7;SEneUKM-N%mLUdhjaid<7_QiKVh-!T0`zce%=O<)4C8vqQ{U||
z;!?r3Utu?<;J6IUTvjQmCFT?lG**&Fxhs4)(%WR|1dJA85ZgaX969qDW?K;ksU^z{
z>!`iOp+uoo80NH#+iv|>ffv|P3S?d&b*K@amFYmRe*Qttc=F=EXEOd-y=A=g%jb9B
zfAhTZls_<;;BS?u_VvlbGbOP{5wHD$jn?Vv=_Z%^lJA!*22jOZJm4oCKP+U6?tcJ6
z?JG|8B2t=S%&*KMl{bz2nf6?3u{j?g^<VEhAK95LEgmi>dk^P`0ox8Y%wM$M4N-%>
z5KVB;>fs?U62Vd_6OC;(j~_G%Up@NCB-%`Wr#J=lEwMZESsqR-iQ>LRD}yaCQ~gwh
zW<j49yK@0+SL3tGFP2DEzwrfVRsSbV=&8tn{}IGhA-kw!G{iwwbZW1v=pI*_{Z_`;
z<JTuk8m*yC!+7hwsck!`!Y@e*k@%P$n2fg=W!GCD>amlZ*kt^dj7oPsinfOOLCQ54
zluIGUE**%XLkJ=fN*4Crt)&HI7K>DSErPDg+6Fku64Id5hD5&rxAoR9faL1F^52LW
z@K{Fw?>v_8QJdqxKlUG5>;H#=NOAm&C%_va9xU(tNheOf$2KPRThIHugMW~ARAc(r
zeMkH~QUtUP1saktW_o;-WCLqi;N5o|n&9Ea0mCl|_w%L2^u;Y_r+=WF_Y>td4b9w7
zDUkpnM{prYBe8W54pCWqS)<@8HkrDfyx|MHZAKVGAI3R$tBap~Z2u44q%g_$^eCXX
z!3Af4mIuEgAAne;Hpz}a0ZSmUac^$t%_ATd3}~J@wg}-Runpn%U=Ck8Q}QKN>cabm
zw*Q@tBpfsdlQ5-nB8_jboJ=;s_)5C)wh`EfGd?X`qha~@@jqA{rV~ShL^VA_UZxDf
zCaRy?VRW<teTB%a_rH^irjeAR>BCgdwa_Dmibpc0op7#rG#TlJvbWQGd8LV8K{XJ;
zexUH!9;wQ+8ZQ6dbQWGz^Kr0F{zEGXrVSc=d^p7f^xGT3|GKdXpB&{zJ%gK{?#@@%
zxj6fmas2vSnZrx41qi*mQE1W05lboa0#}$g4MQQZYM`W3x^_lA*CU__zE=WPamN&&
z1GgC%*f==^LWB(6W16QjZ#Zcl3(?8{bLSq(#EVB^LE2yYAsxsOsuPoL4FmpD-5>j7
zg((=EKSPPK9wm+)XkxBP77gz<ssZA}s^*=x>Xl2mgZ8^(|0D(J^Vf_rZNs-GV1Fm=
zpC5z4YUDM=m1_DuPe=Y<_O5bp#J3^ub*sUWOZO5bQe|HtMTs+zq<E#h6fonLUhZ}O
zl@_%7pR^#l_w`<Sp2wi<rHRj@Z-3A-6_RMAkU>v-Dp}@Zp1=e7gH<YXpxNv%-pcvO
z1bde@us}>99ys5n4X~E?&H*8U<ZZ2c9{!n;Plh}dk!9KR9$CA6^2?vV(VzvHld&J4
z#2xe)Ye^G+|5goEbhI?zL}*M$-sy|bTCP|Vd;{cb8fRBa%IzM%SD@$XRZ*r~-Y3if
z<zz=aq~TV_VdC~#avDOOoZf%leVC2Bnhy{>9qLN!J$pGE>k#g<*miUz7jhpF+64ho
z9W|tvuEf5P@7$l*!~-(lBndRC8gpk#mHVaxfLhs^?VCu?@S}WNXX@fh2ExB+KO|>t
zNfzG5**7q78xXb|!9tgjy~sf;U>Nqu!B+TgM|F;YNz&&vxQgag6tlSqvt}~d2fu*Y
ze!2+k@+?Z;|B8JYd8guWURm(-yC(SgGdEDOmYXs6@SVgv1;Xx-`jWKwOAXQ*P7TGT
zw4=l+r56R)nR+H*wT$>Puy9uS@c8^1QVq5Aq$Pv3;}UYF`?)GZ?(Y9+H<gPfk;(R8
zyZTVF*T^H!5t;8Dw27>}E8c_F#s_dp5fWlCZkWTYO?~ipb$?ojVEV-jyF1N%A6od3
zE_-a->q`j!-|#i<z|_<hB9Ys`uBblx`W|F(_asU=KOE_^2gX7Y;Psqb+6}^`R8=Zq
zJe!o;_4obwZTj-rm-oeOhAf)fN3HZ}&1g*Ggy!MXaDm`x<AK;2>=^kBQAB5M_=SxM
z9ZlKqOq%)~f#Dy~j?u7*uSWpH)}nz&z<tY_+0dNlH2L~UJu#}|J)#jd1&#AuA5|r^
zO>ErqA3?Xph&1>DX(Bc%`S^4ApD1uaNkV>)nzZYb^mRs|+p^GSssaE0R<AjNo*4)<
zwwWG9uk$oN@zj}_Z2>>TAb(c4?(J!pD4Dg8&ag(=8Li;e4JKy~V3d-)AK=BNX<E4a
zBbCgBHD7!6rIYT!IMX{v?4LC&WcZX4VoXvMJcgu+wZU2uu1%>ph#*VhGuk!B!d9Q{
z=hdOGp)B}>pjV%L4i8A9h5<os(d0&6rAI}b5QS9LZ@`G<k0eXaxQ7(jC4B7*ilsxC
zS}gz8IkqYd6ce9Bgy1aVp+Kzy_KKYeVzjXv@!qqZLC~+5H6y|M4>szXBG50)zgi?v
zgs;OcU##I8jv2)Y`Hg31fc>`z7K3006i!jRaa^{nV2cm<#JEqVI{5A<Q{WijgMTe#
zf^`iib8hyYLHzdJ<<5_EjOLH~a}zyeQjy@QM2h5@!r0H^*@%8Yvy=qj-eT<$*x?&J
z<#-aX(ra?=#pS_8Yv{kqJPd~yv(zmNQrg!@9!bt5iV70?y(aVG?&CyzJD?1^-S9|_
z=Cq{Xnj=eOB<!apfd0QSl{MTIxW?Iz+H+$u39~qax5dkni386cuW!)nc;nDLoWcPV
zckHOcnIyYrk1-LUzIC3G&_sep!9jAV>tIttSArfZx*uHr>Qe3k<dvL{%SF7N68?7l
zkw9$R+gL@?e{r|KZ}pc&zgo`>Lai|R%l4*M_MB=9MW*XA;=+OJKiZL4Y>L%c3Y_*V
zmD5jH-po>ltAFw6n5Ny!7bG%AQC=}gRb$*>oumpr9_i=g6!)AD$0oz-MT8gZO&>DZ
zf0FMm%+h$iu$kl7uH@8J+p&c4#15>HT}VL!ArH%@(oW6-bd&WMhCSvDKk&~8bwrIe
zzPl>P@JR1`?P{ZpL6EC)7%fgmg4>ObPjTbydwkJO(}pYXWPkAd<+X_s{*fM+^$X8y
zE=QYIs9s9KK6o?XRQ}ThQ@v^>L#6Q*M)2)D3>pe_n`u;*tPR4`YWz%NO!AGyrXOdz
zf`B!vaqbK)zT}`GpDizB^V4%P%DN@DgG+)qMwZS&$Obvlw!zjr+-iJivv%K3+0n;|
zceKcrheo@BcRod`cC6`lt82}P(<R@=Y;kD>L=>uSYKfwc;w2*;G6-U%Qvw&XT#W8M
zd5>LXa`!jST6u3+*41-iLI!(sb2_+?L%#TUSSW}&k91OJ?GL7RE@|&7OWCo``@g&1
zBT(+QCi3Cxbi$+G#v1qsC+5S1YT5=fN@z5!OyZQn;a&CKUR5W%g~u`qU~r)<uMX(t
z_^QA??HHFTm0c+@u#a?Fwj@drmrZ^G+Ofqd_3Mc<0zDVp;~uNnd}1wsQu0bZO_Bee
z=W1XX3*Lbe-zCl<AAM@Np(o;>CwuY?f)0I=Px+$~bI^1KSP_mZ0;8G;UQ^~cqg?(2
zL;-*yDC=fBGg?=Xnyc$m(>${Wu+?aC`Gb_-xgb`ky+t^AiKL!_lD^SZI4(QFqL{Gl
z^FDF5A0gpCul&eM+JoH<Vf-W5*$Jf%mM;&Mey9L1WJkN4+nR|Zyjxm_AZBvP>od}}
z2mI1>1>A~a(@ZHz?YY6co`{*M=^58BtR`})EdiI-p$npQ73@n;JcpR2V0DqbC%p>!
z!1)Q-nf6rM=9>^(gD4ZKWy?N$OX4obdmBtwXL%=JQxv`<KU0dx73CmhK6Y8`i`ka^
zJ7K5-I>M*D5aI`7i@KKQzrS4{j#|qM%PT^P9(!_4At!Qr9RY`sb0~-$&$fpF=%DYr
z%qV6>!cV*D0QQ1%$N-|K^r@731EHTW#|0pLKx|YUAiinG_hYHG!*G(HE`qS5nTijx
z2Oun6(~=(BW$L}kO({7^jnw1`jY7TKAhLw6eScnc2;$~BPJE9e!2T^R#pse|SnjD#
z&eOf6s@!L1W=7icP?GlwO+qW+rYVQH*i%WlcPW#l^lx>fT$Y(2D(D-WP#$?B0oa~}
z1^|2_mrclh4=LXr-N6U@&CA0Ux5<Ofc5jV;OLC?)=>>cs>kQVPA)n|f!<zgJu?EIT
zYlM!H^MUH+@S#&+bDdtd3J*nN7_ujtbWyVP3BQ2DoAJ`Pi<nQQ`{83|61mOB33O4q
z<O(cD;bke-*vWc>)Z0eUuQ{V+gq3YzZ|l*$0!QI<j(Knjz~f*wUPzdzYM=i=?{SD6
z&}X0IV;C}W>Y!x&6JRZdEi-Wi|HXHSP6@sC*j}DypyStzF6QS+c6uhc^~1n6Vh86P
z7@59QxqjZj)-zaR(*Xp9mn)DXnDqVg7(PBU6$tivPZid&br6<_+veWrepo&LRbb~m
z!|MnO)=1NX+3)KJF*d#5DuHKu2UpyT=@+saM#9C-Y|h>K0mx`M@|GHznPq?b0pdkt
z6TIP$T&gL1=M&i=+K~((e3N+U9=wj#_M!6nQvUuwCy)m&%15a$Co?Z|KMN~<i+Pbh
zDy|K|CDi(gaprm<x6juGj~cV>(u7>*Qwxb(RSckx2{2~=E)Zjf@!9>Ll1Z+O6MHl0
z!^-jHnNp|Q7|T_%dmP6vVGd&>Q6W~>kGg|Zox2W3Tqh#*bImzWq1@|=nfZq)nc}kW
z5UXYK(4cdF$ZAJnhE8*7Y-FUGtf}rgrJo8d=B({Vvh=N9fe36`p+#HUX4IMQ^AWdh
z5Z_FH*6;)VsPXY~1u%9xnwT<!kc*rHvAm)_!^F=+-P!NN_PoIy1_qwVH97I?0cUT>
z)~SpPUU3>*qeeM&++}SqU=OM8rnq`VT0o&u4v)_jHcQJ;lk<0?mrnd)GdGgVs)TSZ
z4>g}wGk|*Nc5C+B-bj&^mBZl(JBcfv#%!jqT;oc<5R$$XA7P=-VR!Azg8J|cR-*Kq
zRf&Q*x&|wO-+glK?aDh(Ti;8mSC)0(EK>igy@;BN>AWJL&<L9?S|1hCVnV^TCPJ1Q
zFO)RlBrL0R@gcc0`il5&%B<mvo^Lobx8eUV+eTs<$Zfqi1TglTH^RG(%D7IX92C2*
zJ}`$|KcW5OA%&afp6uf<D1=t$qwPtUsRISEXWGL?xXz{IxC_L^gt!RHQSacE6HfO`
zk1SAsRKv(Ih=yovDP)$mo<y4zu{K9)Y$`l{l4gIQ+l!M0Q?r*boTv#203?snYxjQ*
z9V{Nx9whOq-=#?r;?;>2CvO4;w1p}Bkszfj`!22^Ib0FrzGtj4(^}(K*}tSy>D-3G
zOOs46OG$JxMT9sP-iY@7BA?1xL9$u5cWOoQUjgC9-$YqWY6%?yeeQYt$_Mwkp1<m4
zNF=GCx3fQvJr|_O)S78=o{&@dVR)N%*SFX$8vpa{k=imO6j5jogYo-c>`xOmKcx||
zxM!6T3JnZu^b}!>w%3|FbLO5_-N(GvxHcN<OCL;cDPZqP{F;)e%aKS@&eaTum0`_I
z*2(p_`R4@r)tkQiszT*O0^D;m{x$h4RXmYiT~BoAQSU5yOd{gS6Ho9IRJTPF-sCO%
z&Bc34Xif9YJ$cyNicnte+J0u%Tm3=|DR?_a<@b0?@y^2<{W#bOW(wj3HDBs8v5IjC
zMze^Mt?uH6$?5S59iLzK5VY|Pj8=19?NA^$kukd0a*M%^&Cq4onL9#U<6PG_4&BB?
z@jMSHDKg3JY`d+}S1zwK-u%RH{$-oKr)QOX6Ys6c&SLsSn|qInoL-f_WhPUX%HfII
zH``4&VTOw#t3<>MZMV13)4M&Tz50xry2LRW3`L?E+3DGK`M%ZF{&#Cm7ZZzWsN!Ct
zdpWsWD;EmHCEH{?tT&Eh1?Fn~w<=Tw4#6U7mPGo2Hn#q()pOdwd~DozZT>r?1J{Gs
zo>W_BgkOjw%-#aSpf%lve3GYyzv(~pdw(7GPm?6ukGS=lNoC;IE&OY>tq9D?xnm|w
zvQKCeX6~;z3M@7)@jPUFHG0h>68q9S5SuLZ`aoaejFa^|`|Lot`qqFqv3s9Xl(0(C
zl(7xNEtU!&=_&1(&VTCzn9E0MSLSgI9;Qi<x{Q9z$L!zEGcFda;SFJrR64O3XqoXu
zaK31C8Ww)mW}$E>#lEPllKwFL>KTVyg6^j+Q6_QqLMGdk>cmV=Nd1<O1jxtd^Bx)h
z<l40auZ9`x2ohNB87V@>Bd-0-o7kYztIyg?n;2H7PR;1~lvfg*@5V$sWvgO7BF0Kf
z`Ylbai`3aPlxh^?m^>ne$c*vP)ImPl(9d-jCIShCFq>m0#;kXlWHB6tyjXy3mBspk
zrTEbv!v@4zy-m?1yPT8`>5cZ$jy`nPe=cIHf2eIp4!$o|;qc?g@}CsdKDs;NsohlM
zP4DS3UI^_r2E3E|qS#&LvpwEhJL$#7+$-2UAFZkk+sd|DzeV{H!^c+ZSou<^Mh^{+
zquYTw&?r5ezxb;B0ErQkKf3ens%mz4|GDf~nx2N+Tc^EL8iECTuTQzp5=`>xGpAEk
z3P%}jT#hDH>=SC9=iQ2$;n7aK$*j|-__C@n(f^rmjTx1(@$q%S_c0HBZkQT2n~bVr
z`rI@-T#Rm7X21z0p@j&}L2U*SH#|CROp^0Wi+Z`=qI>Lxt&&v|Gy2y~UShj;o8|9o
z8qk*<g9xHsHOi-GBwt*z+F&KR8IGM(_V4eB_71)$LvVpQW&^U1QCPVP?Dmu6sD{KF
z55GfVIM<w4UO@%Y65RR3IP~Gyl5I{u2F3DGp_-x(P{1KLE<%R6sLg}AzOPTjzcs>i
zqeq)VRbE}n!8;`XD_dlz2h;&(S*L*1kT3yAFtaOj`a-31%JpFb&P(JXe{!qqpdAt`
z#_Rk@CglD^@C?`KbJ@omd?=PP6IxBKxJgAHB-GQxCQe_i+4%k*;lTSe_Gb}d-r!*i
z&v-E1lGq^F_8=^$t-#f*t%Oe_Bxj%4ZBwO(XFe>EpTIi6(SMKTyEqh66cN@y;fFC!
z3vzfgZ>XGAvKrP}IcT(LIBmlDoltP@{zCtJuIu1aSLV#El{E7L;mHVGYlCYY2PH1u
zBpNNg!#US<Koh9;&7jX->bc}q?I8Eb9n?yZ><1EQ<^B?`b3>PFni>)m?s#}7_&<An
zJXq2|E7}hyN!;0#yHT2BQf_;mW3iG)-ypk7S>lhrMSVLE?5*Q^xI@g(*yTT9%84oy
z!>af26B@6!bv`rxwhnWEm*E%xRniWqmW~p9@9QuTy?)+$2E#21%2+1v$G!Xp0#19a
z%y{|=V!;Mkd6XHgZ%j<p`F?zd^3dPp%t9sA(|E`YaD2h9f4V<9nM{H?Cn{~$8}foO
zc{Pc{zexP>^R_D9CZspKf50kwC-zD+E?67)$hdFAUx&-$gE^f}pOosy<!fIkB=mKB
zdzw&obDT{k!X#~6-+5^C7CCQ}6(#1fU*x}Ev-8u%gw2uF^B4Nn^DqnTEp@JExQ+P@
z{R(p{?tBMh=HuEV4!^W?H<W;byG#({iqR{ysFAXMN6E*_{9IMj?6g5PdQG*O!XcXO
zq(pm2WPJfvXU{!R#5{6m>3jRu3PyO6i_yC2_PGt)ty^2t#~4y~Ml_AXLz^1roTiT{
z(QF*={M~~^KeGtGuB7r>BrCr$_|_ckBtG<O`1LG4Ufi1ZO_O8o86``%&Ac8>ndZ|k
zMJ64eDH7R7aXzz*$ADm6blH~kV|Uf#tQiYJ?SG#h-pEGe)4z6K^K%-BeYz46lujKi
z1L!g9e!eS$m(x4=W{=0Bae9dTBK4F)CK=5G?+{d-L?ZvougmozMZ=Hy>-97;6IsLC
z&@|FpA}b?dKS(Q)))J3cKiaxW8WU-%qTxe{PlqO11Rs1QDe8S2SPcOFopo`_Stp6r
zue8Z<a+mpq|3PStKU`vYwtBz)I~%94v%;OflHT-?(-a?w)qVLQmxiHm>wc(`=h0P8
z>wEpmooK9-g{HnhBOm3t^zP`vO9myA(m^ZH1|MF@sg_vpT7P&~Kypk)tAk~o@c7=D
ziJ?6hH?GTNEMnr_QghRgymR%zQII+sVy?a%R=fNYJwp>A2VQ|nuUl1Y*wye~n0)tb
zt@;?v!vNro<R6*-2E2}-dzol1->*ZvX~QHde~)w&VkLyy+t<f1d}^>w`vyKW<_Q@y
z!{V5>+rb2ss(buK=7qXJe@x0R&8?#;-MUUwp#<4FcJ#Ec4?vZ^^0S3cm3E1lF}D}$
zyrt_;Z5-<$GV-!AJ}{#f$-2=e^i;~s=V4(s^<5UE9qmC$JS1caUM6nBRkt?r*GSah
zzE}6kYR@zt593a^sf)20RXr=rNqu1@kY9RHzD;iNU>`q0^D&~2%=eJEiN3uFhqsxl
zb8R?5)^$)+70gOU+ZPy~TkAdBBW-Z;q|&U%j0F-*qaTM+4uuqzufy3xZ>j#--*eDw
zJ%yL3>IqA?{)yE-Y?Nq_csf?_t9q*3Flr{0?E&jx{{6-}3+3xJ6sg7;jY8v_;5YsA
z^J<Nd>P1Z^RtY5`r_)MjCRI1Hji>bm-;eY2%#--fgF{B`sg}<z1{w<qp*y8EOFfWd
zu{any77=0=zUXPr-jy6z1-fvh{eA6w5<(Y5d?rrT=+_@4qZU4~UU(tYGQpOmhN1)2
z%b15YQlVM3+%kO*$#`v6IM2K-weYS;Z9`Mr_ZDvP!T=ZzY0<Z<+?}z}Qw$+BB_7W_
zUNPH$?%qO}5lZvPvlD!gZnnE~InM2JZ&7Xi2DBM4q)AqP(}9#BAR3oLty|O0hBZS&
z+8u=-(Nq*|5+@*O!kozn(|Vl9J^f<n<Jw<gj>lAHAiG1oM}Yh^zf6XUZCkBfGX>Pr
zVBRA2OO4X){+tALqU{E#pJ$Bi3Fd69AC9Ogm>t8BHq!1xri6yF09%H{aZ7=X(_v5k
zu=V2n)wJ(5ij~Km`7#?~_1rg)be76W*LQJ(V*GQlcA~H;j$JWm@@@s2(=B1y#0x0#
zMwYAG$LE`xFSNIEkU52`m)`9VG&{W$LV;M^!!snz`#9<MpJe>75jZg`PB#=ym)gQ?
z#E>rQzopyeWKbAo58h<8ih{dD<XtEq2G0KAgmyTJQafs(BSN(sEa#sVM0ukV=X_?J
znasm4WKLh!K*aqvW|tvjy6a3}pizzo&mR^Szv$7bz;0p*-X6<QzGhVY@1_L2g3N}H
zqW~_em>fHc7#ww;m0UMfGah3g=a^%RBb?zc3?N|WSGawtkqXaF3=WnodrFa@?$Kx}
zI<;NS>WpZRkk8KhJ^mToX#GCya;{-n;hc(gNSAVtsC8YuNK2sJhHCW}eNA_lfw~{;
z<X9v3IW8S#6G8?h;_mHSm-p9-C0D3(6+F7VdqmgoHb^Yji|Y67!CrOdlG@dH*Wjzw
z9iw1q#|{MSoR~s;>!&p_byXz%JKcQjVF;TJ(nM*O_k(YB1xg{Eco}4fg?N}RA#ph#
z0PB`(%5KJ0JnDU~Dk_0=i$%4p<h;9E@q<~`y%++V9vxX`_yPM6K151ehXB{bGu?x;
z^!kK3NEpk&T+J@Su@MRM9Y)%|5P`eGs$W>A#Cv~tig^!qrWK08l+Fgl7RD(_6J=&m
zEV4rY!cJ9e!Q(p*Cgzc0P@3Qzd_7^IHBp3TIsue{GDL$f^Fa(+NcM&`)X_^rwU!I~
z6d}BWHyrYZZuONpX73@$PvHuvU(^59q~&U}tRkC9?)>#5;*p;J{hUwtsMHGisOJ6M
z<&b1-m==~n@O6mfk3o&%cBJ*}_B*{!8P=Khm!f>jUNAI*{)avQ4n7#bL+JPil$#Y6
zphA?5YKv+2v7kaJb4UO6{>w*jB>hifPox**WDP+fS~-ldgxYIYK~r;vS>ysjxlEUX
zb68~CbFl!g@ZC0Dn0ubDMiQ-)1vNwEM~TajZ-AsH#Cd_!+s$i8U>m(1<-&h*6OWlH
z;0L3-rw?dbLGjflQyX=TH{V0Td|%^5>p&JHV0j2Gf^>c*IFdyjZdW|EcBEYLgsE#{
zdy#$+sBnGE5_V}G5Z;%7MMjh?{|)~98c6KYUUj<8AscGA>f;^!97)|tsere2>u)7y
zcG?$)4xvc24-#A?wq~HWZw_RTGI57lG3gXqKrKZ^@|V=?Gmz6NKz3`{<_}#?ZCX8=
zkA0|Emg1C0@(3RF<QO;C^f9eSipX*k(KzF>+L3P#7aEG1K{Bv9>9sd+$+!_lQoUTs
z<Pd0Tn1wmc=u&@Cb_{t+sQcB=xk&Fz@Ml0R!nJG68zt5w!KcP3sdAVM^B^;dVGs<P
zv5?oJ(=t>H7|rwm80ZDPNOufjYWBGhDMp$_Z*XnaZGsr?#F?r+aK_K%{KL@@9>&#Q
z@u3G@Fof38Z21OxOUvHS!g8T?uC|0`9j2R~`(+P)PqZ=x$-$scblqz9U7E}BWe=qE
zKrCIug44-9RnBV&4o6&0`n2D_!)HB9dG1PMT;k)Y;h#Afk;3hh!7c&FDXWom?c4fI
zv5l{Q@g#S7qW^&qo{IcW{tgLM?#<9>&YQo1Ic{ls!#R+W!^7cgeMe{2hm97KYy_iJ
zx4Aduw1s!6>vJ!dcluILV$RWSGQ_3m!kB;jlX7vzu*1K9aeylE(Oy*{<UyeNBM%4w
zXp&s^k9&h`!>-Au&TY)6|3=T>t6=sGyfrPB=P9*E`FB#v(NRU)@E_`f_jZ01&t6g3
zAs!60_tT5vEwjK6o^J+-Ceg`IKJ}M&qzIDF&8~4q-a~Uj(A@UUR^QT4Sy4B{9@kz@
z|Igq(fSNG!?-(EIdR%{zxirjYi;!`xdCimKZ9q2aAEoQS{9Xd)Q_qnPUkU`uiYET6
z4>v)-9KysD^<n-+H^BI0sEFkC{Yw@6`v;Ar#Yq48zyJB~3=Mac(&7K{z0{IN!Jq&8
z>kcRW$pHGl{_e?>NW|p-^(FWrjig6?U;pdt|6i~oX(q<>S4p%h-As1wYG_Z759msl
zsR72;x&oLE{bTK?r$CU!IYPRL6l8xT7lCp=^OWzs9W2ATe@E#cP}T-Gj@=+=io8Oi
z!i)JD{o=@wQ@45>pmmFoUV)cf{xm^WAyMxK3$O(I<&M*B$p(E&P1ka^|D`u#?iK94
zlKW3K4Q~bse2^hE;PF~=f{bG*a(bx)gY|4+#WY~8ONQt9jH>K=pt8!~m4Sm<t^|@W
z0}AdGlwH+JPA6b-Lf8fgAQ>K$4gQQk7k@fe0aH3okVf0=k@{r{cz{sL5dR<d3kS=D
z1ZYJsBv<n5C>^gu{oVY1V4UpRVLto@iC2+??{Gq*dypYW8%Xu@5H2;i13C1Czf2(7
zm4f_y2j3mF!o7?Vy8ql2jdFh@D98jyLIGB%F&scy4d{LNtt6q-s?44OkdG$)yl?*-
z3K5Cig+t=#pF@BN?cW1YHgTS3je+=cNE>LE%)QRZppGXhkr-!q#+<q;79D0neikVg
zG>60l4Oll@Il_PeOnU4A%^f&oya^=B>|yUnQq4WlrNhIDTi379T)d{hWqF&FMqBtw
zV{3HC&5LnyPNCstym7+ABn(|=*%eLR@V(E~w$NhWxbA<w?m#|eVb5Tuy8U3$v2Dcs
zx2N2un=EV8L@abdfMIuJq3Vax%BFX9GB|V|MA_6n{QgD~2{41~t9u<v7m9NtF?!&?
zUqLRWBvdv2W%;1=C%~m5*kjnN|2#+-Z%zVutO9<*)LEp#UV#}~`893M6cY9%^YEZ8
z)u6tvYNSZmr(Yl*2{4+55m2qK?QpqhwrPLt4oL7V_riY|BSge1oh`IU=>VcS15L!v
zFn`X?tY(1VV?ZV5Wbl@X;nT=a2oTF>G7cp?=nVpy*}!>K6G~-ehI94HUjb&%5c(%%
z44yi|Acc1@8z+NShiT+$x=s@^;PVOubQcFcek+55n`9`#kbuadCqgy55ffT4e8J|_
zFI-^=ke}H`yXme5O-nD25k^^rm%y~)G4gi2m813LPtrP=-_6>_Mki?r9mX7(_f|*4
zWJYn{oCVJS)!17Gc{u8K_r|s-d-fq`BwSaty%aErKr&IaVf6&TFQ{as-~r&42;Y}0
zf7q@2J&#R#m6&QiuTG|(1IzUrp~zsaMhTn2=yJA;$2v)Csk5yAjIEGz`3zWQGpsBj
zaXXo$s%Hk6%RImboeV7>Na3G|@+mQbaAs+-_mox0P>wr5##-s3AKd;D$Z2RDvMI9S
zM1Lbge{h_Av+T=%<;Fem9$;H#n?FBS+k;NZ9Kc}6YQ6-X*6GAw4ecjw8D0RYgoE)9
z_usu&u+zY)7;M5rB*U|<($GlATzni0@TvxkztrN0ok){}knS&Yu#Q|?S*f2t_Spy6
zkMJS8QOJsFj3d~&Mp!*@ZsR-KtnIAmd*;_EkX&TYy@e^|HL7$q9QA>mAGOR=6lIM{
zunWb(KXoMY0!edXTd?^T>2vzy4A-znB=_TXX9ncJ(#4`h*{1Xv;&~Pg;dXWtQ&O5k
zdarC{sxMHrBOZC$OJB)%R|>yf7CD^$pj&!pKTh?7!9LQhoDjao4?u0$oV5I`@p~8e
zAd?(BgE72gpQ?<|8?0AZfR{3JVwy?!nOg|Gc?XeyxG#||E&9Y`G6&;BCnI@9tc)H(
zTP*_*ulNN~2qKp<2gEdHQ0gH=>=zVznD%+lE!MawIV3VMwu_5*Q99;!N9nBDeCp$U
zi2PkM9Gt(fyb2)_k}x2C2NX^!=7Rq3lnEJ5ZTlR)0m>>k#%pzFp%Dl;%g2FgAPuHz
z$}<BCfn2)#BR{ZkY1Bs3aesnVe*!4bl;d?Q5w`FZt=n<_k7B*?(#u(I{jEl^85S_Z
zQ!8d_5SR}Nx!!U?xZWTOG1SlX6=b*>O)f&*6T)#U$yBd4Pa!1zz)QD?(yEM-PUz5j
zIPG*>S6I0evZM^_+96oQc!OqLY#`WUeejm4QnmJNCw9~Mj#vJnS=1-jUjg5h_;}27
zT5)Ivl(9D2Jl^J^YyZA%Wsrz9u9eF5Nc|df`#2?Ax?uf2bM_eOSNw8HzV-LRZ%&p{
z#=d1-S%v6N6hS9EIVl^4&3K-q{GSacE)zw<Q!E9?ff6ANq>GOGmPFVD|5jlFDT+^D
zZR4D_o<+&VVt+TvOz*zwE0q5-G{KA`uQP7E^kzhMr4P-sdUd)zn7LY|&|vRh)MHDP
zaVyl<!+&ZUKX2Ufp?v=047}CE$meSwa4ey1egP3YfD+-Q@2lQ9PDD5GGVmdtdC_+<
zBNBZ3iHk&QaD++hSUzgDqLTm9!9QP^X7dGABPw+9L3C|&*ig|YX`qlDkE*RSiwW0C
zi$Z+^9m5$R_v0<-vNZ^r#^c3J@tnWL2S}d=Uf;_65Os!6hsgBYjEp=<*Oi6ho?#N<
zJiK!H1M*XaO`i(snPSIa3O{Y8J#g+!G^Ytu-7&X${mE&g#(5BTRuHhPI9q&D)H(dP
ze=B>V+*-IXY(|ZQ!`6_3Kjq?l>VZ`ER}q2|U6*_0t#<)!<l0|C*n96oL|67_Uz(Z%
zSgurvKVOoEzma{@sYhESaly8~u)c>pZN0+<CDSIgz>lq|rFMoLzm#p|YEZ6<$9qCW
zl*3cC`!!>S*&4|YcX{?rfF+RRBfytYN)bpZe-^XqyFX7SsZ6xgkmIyV+M&syIGZth
z(Ii-%89^z8eh-{dX=HK_k!y9C<-38}$Lzo25wv(kE120SK5H<0ljE6Q2Wunu1e4c`
zR#F*OW#(NY^cL$LlNI-ukhX;IF;)V$we|*{50z{DvnS_I5lFWCQLqnU7DzaTOVqes
zHm;?-u%~fTPBp#)o5nq47n1Pk!Eds`A9L}YRPN8*G4K1YC{)n;ngLEez1>64c&<|L
zww4*kK!-Q7-JFXZ@_>xkEE(_F4@lOo&<O|D>i5@9w%4yj6V5-Ab4NlQR=-x4`A?wQ
zh59(#!wFirqF?Y@$~X+KFfjH*lEO8fL?ISV@ph#{mF$8<&g3oh`+nY9&zMI3@TC?i
zl)<cSF>TVRuJ7n4$6u_*7k0<@Y$D=wU!a;A2vZwVYGXSIy4cxlc^#@aQpx*r^jEUh
zai~Vg;8p?|T`B9Y+<MDRL}K1}Lkc&=%h8h4kt5|9RB7!A;;V~5?usRm{}xZ`fOY+O
z_B&6_!xB@aRCa<E{okeHr%4zsEC{Aw$FU|yu&9h`u}s%JzRcvj{BP#v_#s_X05yj-
zH-B}umQUdq*c^txP4|F!rB8S!$MBufZAbX!%HXzsG`kQ1ndg5ZtBp~T4w;gN>0y_j
z8g88veVCxxv5(X}&-{ViY0?T%-Jq}{+Bp_pi`FUYNNgcO>}?$yiu4z$<0LvgM<Hfz
z8y-P2{$2=;8;=}xUk2C5|6nQW6-Xp4WV?hjBfYpt$ng3wz;uk;j36cSD3<p<f>cQ9
z3++=(DIPE;vVkRR2%wm9<irVHGrD=Bx#Cl)Ko9aR8!qElIU^-%hanm#MQm=gy1D|e
z$3FW5geY52E`0}*nbVCp-Z4Z5xSM|;ogxfxr;EAo+!kQFqHT`{)MPvbP)wVG2lYq2
zR*x%hzP^s6{vvLYnX*y91E<aWE^(&97E%^zwt_REso_7(Rv;_U_HxIAVXnE@3*?Iv
zE2%k=|1u8+6B`I&)afY>xhZkwX;3RVJp>>!o_Q2lT?0759?>%piN%_m5^XAvVDCG~
zJAD~wjT1<=4KE)ap^E_)5q<mzAs}J7vRg+YjH8Q$VK>bi<!Jz?*r@Q`(9(BEy8O^b
zAc)l+D**xWHJ!Aj4&5lPYKPUBMOSQh9@@#Kz-%MF?8#TrNF()CA^AHn<DR{U9>lh*
z2`#g&_6Hmp@$eh}xCBlRgEzNwC59usXa2x01+`CeUh%-ZDf5#5Bqe;9G%lCE!J2F1
z?E)L3?C(E}za@kqNlbPvA15+h!b?oay6FF;OaS&x+M|P<6M&wGpJ54|CNCz%!?m{>
zXg0{Y^YLLB6qvjCz=GPh`ufI;m-aJ|=4Pk+-jG2$GF<TefI~3*i+vVo?%0#*eVwZ9
zB2x$GQ1`=Bz)VH5!~sKTV0wE499YRQln?kx&gn4pzP*(@{sZp7c9*&NFr?(n3w%kb
ziMvQq@KOFw%#CS6kcb)`TXU=fT3)H-h|3?C&y;;yfjUTf7pA-YX=s8YNC`>>o@KwA
z9ft8p!+y|qSejcqGQx@6hB9f5ttW1IE}oH6E~o!Fe2kToAsrzXYCKMoTng2tVNr+Q
z@(K%=Yu?ydh|=lp*bM2VN|E?;ieN<K3Emm4@LN^hwNS6URFIm3WyMbB_n+Q6e<oYr
zh3`w%R7NS@?Q14>R5e(7&Aa5rJfym$pg?@miT?R2P?wLT!&Uv}3)gewRnOm+u-|&y
zOHTHQbtJ;IiGB3R42`k<YUVjvcPCsg>)~ez+EnxTRYK2#b7k(1cWv6a##QIqP4h5b
zE8SJx<I6(WV{9w4fUtn;2B90586S@b4Ykduv7k@b9}9H0hED$C4g@228ZR1o82!?t
zd`Mf_u==O=Z7XZ7I0KyW9dW^zwu{FSNgY$kDjAMziVI*)*Mw1NR`HI!a4n<>{X)gw
zna7hiI>8X7UuojME88JX;`r#x9^;N*8ueKJWks#gTF0&u7peWPH$icjs9GTu&>Fa+
zwig%}UF*u{@l83$z48%57@Qr?NNb#=uIcVb(g=_$+BBlxC#KSOA}D7{{1v3t(4A~o
zhZC{v%Ive}V|8tF@4n+|+IWN8I#G4mN}70%M@D8fyrE8nKQT^-1})qs!QjLstF%EV
z&|><lgXdx3=Fq0!Wjw9)#aR#A`P0n-E^^L4)k$kzYd-m_2zEZ;?;)7*(Tm#rGrQdr
z%eu?JGAcu$?bKz-IxRgE<-MHDBQ&k25Be6S6CF;7#$KF|in%}%7OCQvWyjheCeT7^
z;Zd2H$hl)oIk9b|SsIa3omPBp#2lZ&XzNwE8)`F7c(<vN($*)P53;Rl^F7$Z<y;qV
zE>tozp;v1D^s+LO-L=5aIL&DMbE9eZklI>;Ov3TBRl6~r;njKTPj<EPg<2|oige8+
zXBoMNz~$I4JTyg&(jZ-FQ&@+*V`Bxc2YO%9&X|rR+NJVeTw4SzjZ}tMQBR9Sc^(%y
z!mD+g?u`H1)S6mcvQ``+sdIC1J}v;z>$v=+0DZ1F%gX~nT4`wG-?==K2~uO_alv+P
zQK_c`r%ZfD28{xmiBs5_NrcK_R8dn|d_Mx}tO_mKI3$SVYcJ?L-Zef`XLHeSKDILR
zs;X&qXOg2(0=NyO+CP%ql{KzCiT%kgb48g(fQg*eh*ghb8+!_KFw}tV)2a@@Ln`=R
zi=_dHgtgVm#}%u46RgqV5A4|9i9=h4*fs1Ij%x8t5vdo3cyFsz%K7U4iv&poeI1JP
zB;oP_4OzB3rwr#dXm6x@UzaxF%>EEqxKr0VxTmLIkQ9=mv!SR}6-)dnZI@~++xj}`
zht8fypI#qS2^-^|q&W~rkS7+Ka+DRhhpF>g`EdjYm*J|)qL36S9=MS@so1~54oVq|
zt5=OOj@wmw!QI>+;k~Kop^Xpl$~q7#cV`c9kqY>3Thi)3kXZPO(e_}=WU_n|d$mC?
zlpW_o`*bu+m#(&iicze8sKM~buX(groq=ZJEL+zTEqTx2<Gra=DQh0$)~^Z1zW9qh
z>oo7LsdIGgRyhBxz-b_4=PP1coJT2&t!X63J{k_oW88J<Fbpg>>9=dFS7s&`ka9oV
zOc7J^pWBAr1Tp8t>Dku7+qZtIt0cvZ|IRZ!eS1{SPGjBu2vcpk&LYyFvlOYW_yTl|
zdxi0A11-Z!2AeITJpZ4uFSWJoBcj?h1iTmd4Iikkx})7s*@~5#7(c1koFv!ergK{T
z%^`JsN2O?3EYzWNP%3NWm?C>Lr?kF@Tb1VO@(H^6ZV3LUH<B}64mC&Z=&aIxWTdpX
zCr190JqYiab&_E)?}ZVEqRi-C)fXZDXmJKjj6(xf^=fc_j;!^-l_KAhQ3LrWr&3F%
z9u&w>G?Hoy{<@r*4Et|-&KoF=^m8SrH+2S{M;y!Dm0g+_jpoFo8yKtKO{Y`HNOztA
zHH<QL^v86rsp6UaB|q}ZA$P?e%3pgfj}zNCrzOJG@Aaqf!KRs3aU`akQ+_wfdI6K9
zvS|O-zq0-G6*<DDYp|GDh1bqDn@Me)NqLWZ6ftK-7uGc+aseB?n&3uGB)TRZdvEC6
z0y4R-T-y&|miPM{c3p4ZY$Y+riizqGTf1rXJqX4wlXGMjdn44qc{nT49K71gM{YdG
zll(a*l2Re4|H=~;;R*UAqJ)ZkQY4FCoN+O|(Sf6o3p-cbnTGan`K0*SEj_YBo*`8z
zj&`p0T<OxsCdYQ3mX8_D&T%`pq#Swv)hmS&W5IPjlzK^YNCEkul&k%<?n(v6n#T2|
z#uTdbR*b7>9;OrCVpND#KZg3W`h+uX{*(O#4q^*mD&3Mv(J?;7j`CYw3{&8+ExEN_
z*B2gBZ_75;zuI$Z?G3*L32pNOiLlmOipjZR=o)==;)B0&&!EPZEgT^pkgw<Fdj+&I
zp;N4K^S7B`KtXzzk!Y7d*<8-b^*8KRBC@%SYLQW9Dkdd)hg3NDm4Be;<fv^+V;0`-
z406h&INeBXY)$(8hCUn%nj3qs_dp$)Nz4I?@Smcp_sumy*{}g^MR~~`{&DOU2)%uk
z#7>56^|E?)>KU_+&>kA$pW@GWx|nx-^UMdgLT|>nnsW4`sGXA4283gVXfB+n<0w?f
zB(hEBh(h{PGxtmkM&^IyJ*t)H9<l0RUm_Ov1|Jq`0_mMk`SCku?l&``bfiv6S`Ul%
zl$h>*iqI)V?xZr+g`ZPpGbv%O#X|<<<~Aan?oY5VQpQ*|PX(^}N!}1^j1PZ3sEhcD
z*Nx?5%-fi{eHiHbDQ=+LOlpjh)NRp>*9v`I<erC>#r`YF;k6M(TlIL^34PDH->Av&
zrT4#_SQk%bN;0l-B;=GGGxK*?c7NrW>wq%wmt%jv@4D_zgqF=erv6@YLDYZdZT-1I
zze-)wv2V6Qddi}4uL**nziLHKo+%?dV2$6ZufBtK=SLl+c@Q{6GZh`L`@wksr<pGu
z)n>k10W!}!ctCQUxN@Pd#&|tVB~b7W$`ep`CEDBZ(bXkBbXQOw`gS}{A4er3b#;5x
zIr~r4jUnjIqzxonH^kyTU(e~c@-_S^dTli7gfcq?aI2y(Opl4_b=X)*6_mArqvUz<
z-ZiQ7-FamlN$AbUWnNwsL1@X77(olpUZj-u-Up4DQJEWBWqA~CO-cr*cL##LZ7n!e
z`umIh;Ci%R*u-f12%2t0Kw`nZQ@`SUk^y}oJ8y#5OW2^#gXp7(WT*eM6k+E|9)EP{
zfab*shr%s(CdrYZS-Z;Db#RH&{sgdWGvaAC3!IGk&s%wBxyyHduC)!ttOHVzc<NM(
z!IEcJn{!w4TTCLAy=K?107>x|Q~!8hLu6?fjsoWc$`El!{j+MNQe`E`dfe|s$t_(E
zf<)uS0&7RLo|e1X$5zJ?-jw<4D4PD#A~As+yR?p5QeS=(YOu;^lAoi9dXd=wX0%F_
zY*1(IgE~$fT{QLQXSnCG9$OSw9PZaN$G?j9sL403Q(L}6e)t*sGFqzlN9=cw8(E^<
z{MfE=@8k+a2gGFaT4RlmC;xh7q_<)2n_@Q^;7vGr3M)Ng-gq~fJ$NNr`UYfwwyylT
zv&~X^a%ysm@sm(Xp|<~{lMEq(?gIBd%iMl3iP@}s@M$<;EYBarmoBUGzdTl^h-DZ}
zzi@UkPRA9FpF-Vco%9>2@?cC{fKyhkfee?wLroUBk#z?Qp=Us)Y+jcQI~4P&V%_~9
zZY8kvaJ|Xsala`j2}I*;iQC(GPP^BnGQ0BnPqbfSll2#`7Br5i!;m$db$y@CD2N+t
zn(rk=3HC2`0@aV~<LZK`TuN+)&+#f6IdsO0T?!jz(<~-;xS?XbU=>eu_sp61QvJWt
z0jDe9R)KK(qZr8zea3U>>iy(%y3wz9Tj%N$d0xq<TU~52t=2qG-ooCW5O-})aCFQK
zj;6bxW=stW_J6d6f?r6)=hwXE@->q<wap~@lzw@7Q;n-+|A)5sii&dEx^`702@*u1
zkPH%3Br37U2&hDHDJY<1kR(ZR&Qc@+0m(r?mr7D%kp+qjf)XT%AVtnW@)<9CukYXc
zobTpb{5Lk6(x9q%=bU4X(fiXcqTj5NP%6On+{`~?=d)Ui@qCKrd`J9>YD*P56o!`O
zam~aU&TARkO7e4iq9Q_3g=^IRdG!vRPJ`LX&GYj2k9$OQdl0(IKuJscdgW(*;g?@#
zgDdg8T(Oifp09X$gE!gD*&>^Kq<MXh=bk4c2!&{yU}R$@Z~N-9HrMRu*P?byDNbK+
zHD4t(7EdeXE&nBTo8(q)*@ZD2Z{@k?8^}bG%pN5n_|6E6mn=wN**QmQA5rAr<Usy1
zF3G1vwmplV=pj0-oW(6sP)9R8jx?J{>6bO{Yi%WL*y{TwfIjmM2ye6VTbE)@bg`d^
z)aP&Athp^Bd}4c=fcNXm@f}zj&PYx(4Leiz0iv2%tv?h|4PAqWuYScFychKR%S2}{
zq6!2|!m(Mr8^culzHDcVr5F7?S+9QL53k{kGfv@paMi%H?(uM`M!IxvRJ7eTjw9;2
zp{d{@&6xrB63%%Rz2s-(Q$CzcC)hxLoEKS6!R(}Hox!)m+$cTfj6($r%mq2F4sW<u
z4G~V~kL?Wkx|_zNG0uVpUer0@<jY;zLqWbb?~?W8SQenQ*(yab8~8xuLQnv{Stkhn
zGhTVGs4gmmJ6YI5S)SgbzK?lQ>>#kzMEInepCBq)l1b{--$GQouMb111J_sHnJb(*
z2<Bn5zM@i=o<rcpI7u#UKdT{v=OfBcRp8z`J2hiBSN~`k<T5udvw-~KTpq_7%`he9
zEvM7&zS03>H(QLw@a3W}$#$|xH6rxZc{jwbDxk@TIAn%w?=1DfY&zR`RY|ECWf#NI
z+z#$aCEI!Hc<O_;Y00)Pt{6RSZatc1%dhwU7?!XS-IksiMfwbAvWl?-hJrP+wn#a|
zT6*31qOs)W7cpPk--B4Ub$R`(aA8huYW@Oph1YsxpQNbOXRN?tTod!n=|_k-iK)o~
z-mTXTR9`pb-5{Rh+?|0~K5L<3V@ZRRj#XDB@(vu~?>3?t=jr|q%UQ`8kGbI0<lWGh
z7eVpNHt<QD`Ij|Golazz+_*psE4Bs+wVHOf{$vtB;b<k&E<~&_X7T85o&f(HI;V>R
znfuo7pLBJYu}v3Rzn3jr<)iw~B{Fe_Es&%MmgC&k^7yzE%%~8Qc_jp0*COZ-=$cf-
zJbm^hl)5}Gu~thL{H};v1VN10zPTNbXiLh0(0l#J2h5}u5G58SSqru8^d!>DUxG7f
z;{Hdyp=&_yegs)G+Ynu452G>Lw(meC9;^tbz2<-*QxNcm)K6c64$u@pSkw|EE3E4w
zC=X}Ql}x_6`k?FD{r8C#;3O{j)pblI$y6YA^qE`B2%vCCzF{>@0n;gctgHP<#eNOg
znr$T(Mk@N4L~T<pdw?*i14)rVmRF~X_pyLQ(Qo&sOPKUnDM(Lh)gGlH&<Ld41bCGn
z2qX9rsBp?)T7Wdc&+XP6Crz0m3QZ4)tf_=R@pRyT>{TLqu|-<smpp<@CPi+3w<v%o
zs1mwc4$DyOy1-P)&AV|E;*1!r#$k|DZk}QvED0^NL2<cav!PO(<UN>Q&{rr$x_*S7
zO0p1!S!#HL;88-hQiKD<WtrFH@x2X!Nlg`k6dG7PcKUeKKw~a*PE?m(yVXo{{6~#f
zl?M!|D-b)kP2>pF2~9}E)hSc{-h<fIw`Hl?@h$D3uj^QbfTB4i&cCE|VJ^x69<h%~
z%+X}S??Aky6f6S=Y2Dh#$F*bCbMOAfbg&VF%*LL@_2)^BgbLn9h?M^g5~?@3AEN7F
z_Sqr@7V8m&U%1tllb&<ss?de&H`5`;@<-N9G6at!IBH~C7kSlNKUr0YrnMJ=T_@XC
zwn{A&HX2F%h9%<!LTQ^W8L0bWzuSM@jbf^Tb?^&e=j2*Lms7MdZtKh`re`qFssv{#
z#^V*>PPni>B0tV~A04=q0gQQiY$hM^)-#D%CssjIKd?LL{fF#Vg4CEBUb`Fi2o&7$
ztRw~7_By^hO40?0Ke^=lru(_p8>DkA`n4vlFL9HW?E3L4hX=n`6ucn*L_mZ>4;V>H
z(B`q27L5}ouUOcwEB9=>oL7!WUX1zi)d2kQbEbadWnKF_4b2b3Bn{B$bXUyIvCc7h
z-KriGUxD@i^{Y&4+n14Pn7IpXe!(t6z3l=$!A_O6XmtibyPrutbR!AtF_)+5!B~fL
zw28DoI~~9A*Bn!|+jNroYw^uowPg8(8(RAI5zz1){qVT9<}%IV3r_>U61Yw88~&gB
z<YAQ2e#^ynfE<w&nfq^3Gbd=V(=Av=2V5u+MfWM9ai?Rht&Cg^?I-ZI7W)MY^}LhT
zmm`8Gy|1p(S-)WBcDMRGn~H{<6CFB(jQ!@#N-!DLyY`;@OlW7I<tjHYIXVJCB^-AD
z4EGg39v8+`@(ZicFMKus4jiOirAm8E^)c`k7w>1D;nTk@xcfze?MadebVB!kfpAKA
zV!e7{u&6PIhHWv}<o-X?EGqA~f5A&U&{H``<5-R^TXPkTXGz4;+1h#AU<#~<15?tp
zH<RJ{OzONe)dBv~;?}o!yp7kyW77{|ihgy5{S0+W|66UfB~u4Qc%VjcbAa@l@q`uH
z?2)p+_|MA@q%uHm-tfbD`~fo5gd|U?k{F@qVe`@Hxp^+g7mSw4XKAccbZWh;5w1WU
z2%We#ybVce`2*8o0ZJkfbAm5u7Eh22NI@2uIRG`)VQaZ(`9D7+RN;S9wwx#Z_Z$76
zuS4z_iZQZ8|BGbi<|(AE{jaYCP0V@Hf4}(u`X8-J(SFDHm;d_m|I6Q4QHl4XcA2Kn
ziz`>}zkde1%(NbC3ODD*stBO<9sV{Qk(Ldmior7PP+mx4jfD-=p?P59qTZeJAKekH
zOy|K)^3@*85dx;NDx8(p1OR`WA^~idhrpkf0EeWVGcWjPl75|WF4`?>a2=<S%5`SI
z^<B-iEt554bsj_`R8+-!te5Z%Q{5T@CWC`P6fzg>gN}0^C@|DP+n55cO+uN;Ij--s
z)q|2hi<KXT?=A>h7(R54wb5PkMzk(YmLRuEMTU=;J37*&B=0XFks%r3C6CTsw}m;t
zShLD7JpAUXznXT8?p+RzIEUzukI5j=C4c@AwCm<@E~>*Jw)UA^{=CwsOyR_=O8b9n
zM71_}w0a1kN7$eaAdyag2P$OrwGJ~wBwVE1l70!hu5J$WG4+2)FwmeDQQCp;Edk~N
zzjaV>h=a#Heuo*(6f@d=$XH76a|oN+fOC2lT*pXm=(}CT%#&V4-O_s|o`^a|98_!x
z+9=S1DDf5(n(l*EJvHI6_Ygw=S_e)@Vy99Nwbl7DqBXchNCw4BMoM<!dV#+2^Zb3R
z@eYhiXA$Xxk{L7+<~#xOV}>2?Lx5FAK11i(8Sy}}`RhiglziU5@I`P%X8G4mj5m?{
z;dPjEzS&8>6VL=7>dz6_@YE|Des`RLQSatt4Ki<8<=b{Inq<<2@17EWD~FQo!$a!}
zK@rxo;SJbT0y{&W{1F7OMGrf=un8_&-jWsOHPynVZRhb&q&h{ymTrtgA_`KW#t;uW
zE249L%buI(-WsG}r4$*rye^#dFe>j&_ug&YkGJ1HLI5I!-<gfJ4PAQvXQ6&oX8R7K
zbT!b?EQ1b-yZI5Kq80zU1#ICGa8x@XL0af$dyrI=J2umse+jZtJ1_E;;cyeG7r_CJ
zg*iE5CKJrQYd_&C*m1>?)Baf6^6p+MA_@SB<G5m1Z^*zjz)DO-7@vJWXgJnFt`H{0
zK0r3MhYaBzk+cQP3YgXuk}@FiOhnS_FkVZ6dSsmU`C7-m?aw;DE|5^1DyVhed^)-4
zg$OL>fsb<7g~Tv=ZVj3H;ro<mxKsr;1M$)o22o<aNRBmXh=@T`9A}dXRG-nn-aP$d
zMF}{}-MaKk%p!zcSDw(Q`BuJ%S<H@TEnc^=!4Xtc-<nS-Cs{tm=Gs;*md4epZSjVg
z2&h)<h^|q<NSwF$$N)!ycVHU+41=&PV3jQ)5E{e59t8LCiOee@g3~a<2&Pu0F%<|c
z4R?Cc3Er=Suz6QUi6x<~#rO9~G4^S(J_z5#Ga+9Os*f87g&<s;-UStjBY5diF1Cr4
znJh>1kB=N6&Bl0&QTH9}_%Se0->%J6c<25jf#(8_kchw}kcR{@C+Aar9ecKe448Wp
zKG6+49j*KfKQ5(C=l~x3F4F{kvpI$#MLYCnzqan#TI2@UG8MnOO>?uxT5O(6?RDbX
z-6h~wwUEcnu5<`@iy`Ufi?(}riv{KpqKDu{tUp18B+T|wL8vBW$~O&)V|uSp)gP73
zCCor!n*d-FlajI~F^W!*XYW=&-+eA{q1%~*o+r1KV|>f)Ys`SP11zWHTA<WCQre9;
zQkKpHDp`^Dt%Kq9us=rKpILlr!-ck7+r<DCfXJ+s@PnPKo}y4lqqkL0C*Q<&PlV)?
zdHNt?yrgKg3Wbki-bjtWL)}j=G54uY-4SAbVm1!L9E$Ine`-gVcp}_cB@KZS=H&Q`
z_mzq3vEgc%nX<yoFKE-A47us?{qH|ovN{;PCQ+JJk!#`kI%F&#iO_y6#npqJ+)jj&
z^U6G&cb($agTF*OnqZw>NO%#t)~9jOZF`GSl3V3XU$hoGnl1aex&SnPIAV|WHR>S0
zUdK?*<`|It&8-y0Z1Zsx_A&Iplcfemk|dLqBCiuYe~n434xC)(0#RjJl1JY(dJiHq
z=*7m~JbFBf$<vx@`d%N#otB6{;JSk2TNgFy?0WNdK-z0p44!!prFF9(cF4`aX%w-F
z?p`Za_j*`iCd{;cJuPTgUfSY;%=3{<eo!y=Z9I^C{B!h-HA}HX{0`56hN5>zlbibP
zmER_jbzaeIV}4<$rnuX5Ug!zROfYq|T~BW7F@`<-3~x6GcIHw*Ggl-oi5Jd8R@{0@
zyT?z2ESvVtAo*y!hQ&;1+sv9P{x+}xJKXxu9xPPOe{_U_F5cutnd+yL$=7Xa6@xAA
z$h@8Q*7{)qpUU*;20|j36q*!1*kd{R6XNDAvy++Ka{(>m6|?@9a)Wf)Lk=Iz#EqQ$
zF}1j32jiEEmjwzHTjjd$a0OqJuMQSm0ee2(V}S-Uj&bp^m%QwT3yorRMk@eOFvDC8
z#BB3xuAXXX-vV!w9qlOr3&X+bn`mBMb;A?&dohIa20VhacPT#B0%5Nt@mw%W4f}X?
z*8Mxeuai;0FeOB{&diXV=aO`I?bO9-dV!}7kI_WB<PE~<_!78G(B&GGbCK~+U2b-5
zZa5(2PI=NGRC2<6qKQ7>WZFI!kT7u(O?+LyMX}a-?p#YHkkZq~$6H+VYy|<Gpvo;c
z<~nV!KcNnx+Cwf(_>yOepZt*gBVLli!RQx9KyR7eaqU7FFC*zzC8$8_F_0api;zCD
zrRDLviK0!$5?w0LBA{>Z?f3<+k+-ABGRT2OK4GiSl9(5LmEp1g`zqF2z%YjW0`5E+
zdOvclw~M#9hfcuA2vbxT8ea6mQD@({mr$Jb?5W~rb~nwV3|pP+nan!(Oaxz==U}F8
z1q(PU$gpw}*xZ(>*Qs>)eY+$vq}~F0sa$_4=*(#Ezp81L(seQtTmwa&2$3CaP=haa
z6h_rbE}Hytq)`^Ms0xa3^H)eHPfCdO3L|f5@d;(7hXH1#^)r*4?>r4d>wLes@p`V&
zNhu8Vsk!(W<Q`NohkJTPe?Y2SUJDPy%y<c7!L&~-D2CoyoNDoP))~fK4ljbyP-)|$
zWOFlZl0}VV$Fsv1E56LXCVWcE)!4A9voR$R7Z&tI4`+36fhYkk4Q5VEPN$7eANU77
z9cKB{9<nTWg0*i<u<h@@tVpR>a4vM?I3zA`5GGT+w<W1GXV*dJMhVpxNwknL%%8~C
z$ThjM^hat_O=i;FGisH-BJ<;n!c1}@)r+*%(7m-3ObDV^iqStz<vm4CWImU^x(nA6
zX9%~<FJGqT2XD}mw3v!}sC>F<bu@Qz{Yb;b=h?8+q*9ue9Pc#oN#Rdc3?qZO5=HIO
zdVM~TGFb40)3wQs8+zuR?d{!2XRs}=9|9@FdzKy<lnZkC6i)bTd^J$*bDdt4#H4gw
zfKaaws&+s5hgf7L;epb)k!nWwuv)xUXco7H)%4~kVy_p1=TRDfF*fS^j{IpIaAs4X
z+C%&0;BN8$-uRJ7^OIf9^;6Rl7#U=kKkI^tmFqRh>VF_HX?f4B{!b{M;aJn--AilT
zVz<A%D$KAOJl)E5ZZ7pO;=N%H!V-%(*;CVQdWzwWfab7^XtPSQ`Yv}j2E);Unu-1Z
zZHA=nW>(|WR7WEd>`#9(4DV`92wF=6L&%uTJgW`j#n4hSibc-a>0jup$?tomX85Lj
zE0slsrCnQs@{KR=Mu*DJ*roY7u=U|cHqnp+UG8GgtTGoWPQO@R?#sww*B`WKF1zEZ
zTvvC;$1s4P`R*7~k4J}Gbh_&F7{(DzgSY1&D-gU`LjA(+eC?YL!a?4xe^m8_`Lk<R
zusF``C;Mk5x5K|GVQ5CWKgtN?a%f|2U<7gKWXm;eWx<*vw)pKEZAvm(k9(!}bK#O*
z<k-jb_wm-GQ4agl$?&HGm;2N8R^ddfKynnfhpqULHb;!NB$zr&cav)k2SHEt2&4q-
z$%ydA3!G3RKyfMuZmG(jWJJKU?g0WOmy{#CE1dkJVA*4P?g?7w>EUCM&fqGD&J*#x
z&@$QsA7zui6<oEZJ*7wZ7pj%vG;;9-srM4SdCCOs)%zVtF{tqE7F6<`pZ87u$G!Ki
zt<)gRt17Ub4z2>=s`;a^!xXN(GXJl?Um?buDyX5nM?QPQ5V;I43kY#^;aJ?`2{NZ?
zL?QWn#Qx_I6w(9eMHx7V2aAxH+J0eEz4B*<Bg;VGS%!ATcO+qIVGz-Hezb=IdD`s|
zcDJPGcL?!J2qQ)UYI5te<p&=gUf4duv9j>Xb-z@l$cjt0;+p3MpyTy%7ohQNv}8C$
z&<k@dmB$Yt(Z|mz+M&~8>iqx_Cc&q3YyK(H+tVAif}_O#pd3nkzfGHVXQY<dv@$u#
zqz$^P@^$TRosjCj4xOVeq|4+yH}x$-uK*fCew*d+kyHR-B7AQNMy>+m)hi8T_AM2`
zKJJ$7?IF+Cg<$yah=t#@eG8I09!UwHqa`sfX0P)%Lx%VE(kY=H6j>h?Y+;Oz@nl;*
zj+MXv9+gK4_v5)wdl0=_u+s?|bY{ut(0@)chE?U7who{q2A=J{T(vtoN6)Rr!G8J6
zX#lR~7Ln^{#J2@9Z@N9i*fy;TEfCagz7MKk_>|G)E8#3?E$r49S}=$DcL_Ocnwita
z3q-T$M3-GB<NfX(aKsk1ys}4-N41c1iQ6WB*8;Yd#7T^lL4G<?X?L)^?38JMT4{3o
zaJ8-NFQ5Q+eBSpGvp|=4F{erb->G~V(bv@N+|l&VfNlU|cEN5D9!j(yF>|v3X1`$^
znvlO9>@=+a@|ZaBI@qGkyTB)Bn!@P%qs@ou(RbkLw0z!yq3Z}ZrINd$T1+iw3HfFT
z{?O+>M+Y!FnG2EDgMQ>TG<_puN0BZmG2=7Y5y?iRSqP8Y&5JBwdugBucBTX_5+Zdn
zBY#tEsj;-P>~kdf(pw*hN3$Vu^)f73<0}gwv+u~S`AV;m-A1-v0!4GubHs%4s|%0K
z*iKeN|M?l<XI$W=RKRN{^pSOZOad=H>oMbFVg)+#qGb!8>Bx?RXdnKqp^w<L+uC`r
z;4y02;IB;D7Ou73DzowKYO*YVwNQa%;jO2-P{gRSWJdarrOxor6oJ&ciAniYz})x8
zw7X)CsI+ZRONU7=L#-j&0&jq6fMT|zx)(1uDdc#ws}>F!f*+kS+^T`sXb!&03=|#&
zxp@p$Jnk3CV)mb+%$ID=+V9swYalm6ul?V|%PE&qiyk6vp`CE@Dfv(g&pV<uWc-Cy
zDT-#iVDJv$zl;`CDqmp7v7rrG%sK^1-nMdth9n8jKeW=&y>MQn*O%r|sM730DYc=w
zFbJJvn@D|_e7SX*+lSHB2oO2Y;&q(N>Lp2NS^sn*NRM~Y3#aJ$>)#f3FFfA(9R3Qs
zVZ^h=5DVG?Mpr3X_dkd5MWRRD{-?t~ej?`Id`t3>v1EWz^11a-yM<o?UPYzh9jNKP
z--tSRKn&b9@~P=+1a65Ac|xc9Sab$A_ydPU4B4^(Dgmp_AdB#WNuegr?g-#-Ip}Su
z+lBE)Fw<`!A4gc$Zf#Ac;7K`5!i#R$*KA+>q5VxwhzO$Rz2`?+W7}k<J^!qr2a3Xb
zy*V_62;9Idu%<_BOt^@fK3R|%c&J!==3ycB*NdxPg`zoXzl**2n8_s8#XbOSbm5l;
zNDEPK9voll`Q}*{af@6hMf6?i`ov(HYx%8<DM=Rdr@duUbx9~1d32#){rS%l-19rv
zN5Ls)J=fw<aIg82lNI0Z8}wsEeMjQJ{38%0{axmVo*SIJW*l8F*dY}#w+ap+;g-Ga
zWtQ@!-*7E<7UoQLNWdU9hu%EcDM@TtYr#vore_WdX}XF}zcR<#j`nb9&@XbOtFwo5
z<_7H#!Pkm!^D;VpweV+WJ3@-}gLxcJkfT!CgL_zedckQ*!8;FG^a=QVh@idH-5jNQ
zb_)7F>S^NwL@T3U5n8wYa%N5vRhq~W!h|fZ6}T!S?LC3FC=p;H74QAo=0%!HzwJni
z<a6Z@1y0R<`D^|~FV|zjGdgc{$iQdA;x-i%hle$E+6FUufLXS!oXtg#k2<tpo0hCS
z+1(|6uzq#p%5FTQr^?I_)q3N)E5wK#mX>|+o%dO8olZ^{oN^Z(c%t%#qB?kpRT{32
zgUu1FgE@GX?5{~4-2O$u;vbKyIrIrC#z~eI`K{|#OVx^zwNXsuAVQMEF5}b>eJ86(
zeYlTbZjbHKxd!d7(EXdo4U2%4xxfeEXAB2l2F;NBYx)FoaVrWMmXq93B0<YHtY)Ga
zxt)wr{_?HoyveZ@utcclIw&XbBrT{o<!;K%ZzSspJaz(XEp^j>E-BJaNFN}U4=$%;
zc6`Ij7`u1@yTC6T_gE(m&dCjm%LJ}XRgeaCNmZ0~y4}HbXA}>6+Q-HB*afz7q+By)
z%hQt>^f>qG+DuyD)6d(NuCsK@>$o+XWG9OYz~@Od1pnm5GF~F9PO&N0vSrAPugqd0
zY$c_-&(CAdJAturtu54ifU`{$=tk3JvLCnwEv~Ppls<N2J6$Vt?|tp#ulNReF%|h1
z_D6w48~ARH5JOGZdex1a5(8}S#SL#%53sSYxCx8P@LamI8!8Z{m8n7F|BXx{cBN!2
zx^fmrx0rUj``J+;)w_7j*E2a_NN$RZ^@tI837w(0q`xg2>)f54H6P0}+Z<ZSj0B(~
zy?e|9LpOszeCmm6{ic#=aL7coW-%Rt<!Ve0NM!swXN#5hn(>(<F1)iGwete$qcSZ+
zRo1|3nSQN5RF|}$q{*rD@l3SE#;8?fFXD{5Jwv0b0!6pZ#g*K6unYC^x4#o^waT3#
zl`lQD8D_w-U=`=t7g$GeW}DG@EV|2+=Z9&i5b@7p3}v7?MVl8U@((mvRBw~o{dwBJ
zM^huhV0_=Z;|-~)?YvZiyT6C<;Q?$T*A3q#IjSZKu=Ps?EOon{i{nNebb6+jZf{Q%
zZpL@HUi{18<tPEYJQqzwk~hhO=VXMa1T^A=4S$l-Md)#?YdN-abL1Z`cqp@bkp?<!
zDeMv-?Z1%5d18tLdDLhII55xUI-BV8SlnmWv<m`t@)k+T7AY&zZCTj*Z+Q8;*vNYc
ze|McoREv<)#VxDp;>gr>EgXG9?XQ~W<dgVM23}THjyB^OEehSXxSK)6m41&En{dud
zDpgQ`{_QTA^PGkj^>vxBVWocI0nUDzTDBV`5)l&YH|4$O^Ldtgk}%(p#x{=SSTYw{
zNOgyT7gHoxA?rxWZ#$MCin%l;H1#Gts6dhIyf>CCoi>>zGC_%qe=wSdUoUY4=watq
zvMz2EKOKT{bf^8-`|)VPDTSPcsa19j9=8Xr!e;APYgz3LEEU%pU&Zg+W3AWU>-~6j
z!@}>HmM+`-7#<Q24F_CM1$Xd0gRa&Kx4b22r+jZ-SsN=lG1r~9z|HVG^0r8u4c%n{
zr=mgnOAy6goh`3#sKTjiekGd2L2j4M+M1=r?M&mwtvv>xT2(@~J>2gXS^+h_)Gs{0
zp_Ybv8nURx*Bj2=f1KmU<ncjoCN(2Sswy)iB?MJ~J9}GNcH?Dygwxd3zmh(rk&=N;
zCC7~Bl?;o3d-TXl6fc-T8FmlDRN}h7mD=}gZ%I~FTqX}|i?(q)OSb)F;#KE;41Nl8
z3I9o-yweUYe@Szn6*ZS}Obo<>Ird0SwwrNg`hMoD?dkUT5y9LiCUuGSFci6He8Ko^
zw_MtN2kdlNO(RK{8QC<~cUg5GQ@sr7Y+vfjI2`SNJ+hxHuP}9dt|nTuj(oEto<IR2
zJ4Fovml_C>kC?zj@M(#R?ksl)$K`K#-}fSn$kY1G87nAk5lgUajH<=m=tw+;;hZ{)
z1mCAxN2_uxG3CY1j+>0TMKte7(QzN$2=;K0D`^d;H2tNYvMpC7$dxMHKqMt%C_G@!
z+z^Zw3CY~Xg>`zAx-im1OhNCXDN-LGFL&;V;)S|%>;_$&ubO`^Txwx1TQ-@EylG8q
z&Uf?R2|Cx?CK7tKAH?syJ2Xlcoss0%`Vrd6U~OhPN$)lhLc#PjvZOV@nQH9dgLFG3
z(}mwm60!d-QUahzA&JS|{(~s`Tjy`k6_!W&O(6$5f8<cJ`=^f(^}4dB*m5w~^vaKb
zSONwjK5gr(yesazguO7eUat=gR3;!=2T#AGd8+fPp|IugAT?bmq*Cz`u32vF7DvVT
zUGg4R7TTS-s@4~!bbU$JzMeT1&;_?C!#PsBlfyn>4l-NyZR-AETXhZpyZOXPZ~kz_
zaH%1lva%Ymi=1EYBDo_mhJHSIdd%l7W-9LN<W;hl-o`SUfyB3?^ISzLW^<D<Y()Ht
z;Bjd73Yob2{=q%Dm}}Ls<RXGUe}_GwS8~7zKi86E+9|Hhw1#WQoqY2KBf75wg+pg$
z<&>OgPsH3>J_rbPKhlfNU%v1O`?Z#y!NN-VyKGvdcY9#Iaa4k}`(^p=G^q$`nxV!F
zD^r2geDR8DplgU$Ch<rd;+R16lD=~`eEJg`5m{D;02jhwKnd<M2hWz;NUR6vuV?DT
zu`MwATCE@Tk1j>JsFGb|$--F9&XHza(R)@;I6aO!`PPoyQqF;D`ViINa3kTCIXdDB
z{}8h<ebu1m7gsqSNGi)+eO@#D+N#5hcZ{CQNUxO>9x8k)1BVEU$m?Hj5iQr1?u!(x
z*Yhxbj_RScwyle9cl;AE^qpX^8|nE;e_~+3_ikGcbNQceXVJH7f2ood>Ut_ngfq~u
zf@a(7+7lR82?p@>a1ZV$T)VrOkbx(8I`6cB0=e=zPw-242#cE7Hb{`z$i}_e|Ee|S
zG6T0XZYj}!o~6d4&K|g12O2#2MTkjosv6Yl8KiQ1OWrnHmqlDiLj9?ae))Z2uqSO0
z4D7StC&UDCV_O8UG{2|<=*Uic`(t?FD(na|4pZ{AEz@JPtleNS7%y7(Up;G)IoQyC
z*iE&Wb{IrVOGQkM`iVGtrcq-QhRgK#9vBv}9lUMKAWT+mvk^@{?dCDTS!bt9-X7KD
zIQQZ($Xqi~y3zl9ruV@!4Bir+IHljW?u*tnP%|j*H!HPW=uaSH*tm?T*?0?=p6MOw
z<Zj;<f#NT}*bQs?;`x8%wr;5E%t%_V)oUl%bImleGm!Zs{TOC_rb~2&cMZ><50W#m
znNhV<`RcUs=v__H!k%igpLJt{w84S3boOJa?{S6mi0xJz^*iJ&zntZ@GY-O3$+o_P
z`>J2pF0s?NkxH_(nbP0wJXtPsa84@a>fOzO{lq(yq)eusDrH@(u1&H)%oQ-ccL^=R
zAmWd{lT^U{E_T018|gLw<{Xj|cpv0dyBc8s(&D~rd6wvbLuxCwqA+IM(Vk!NGb{Tk
zN7k{EU=e*P!uEzE+gi_5+8M@Sc)`f^kI8L+qH4Z`r$$65{>kK9kn~;L3!8poz2L7p
zMus9dsZcT?MxiM3gh01c<@@8%Q&Z_Job1|C@}EvjH^dQ(Z`cO@YfGsV=v+jmnba6$
zOQAmb{B6kzg|4?wjfHFMU0n``!F~xp;36cnLP*E|mqVbxjEk;FT~%Oex9gSS!s+ed
zGxLje@<cnsI{WpKJQfoXO=s64gZ+X+SeMDFN=BzuH|77J?NpS=+2H0>y)%E-txcHb
z7hP1Y=$I?V%AqSwVYvmJjxI@_mq6(b9fQqSqscQLS{)KC6_344%vjR}+HC*ltK1&m
zGJ)}CY$*bH&#AlbXm-iVh!ikRP*gA0H?WM|^3IC;5v-~YpoxYigE?A_7FO|`bfry;
zTc^qX$kx=eMtLj?wh{2kKcYW*sD?AbIXSAmtIX7I9mkIr`uVX?(xbP|NV?LLJnPP4
zaBn7aw*dHyZWZ0ZKrj)Lw5RLvT97w~(FtbbG0h4CDH>WU)y8#<-n<+OLs(;4_yaCO
zx!z2Xh036y#s<b485zGXOcHJ??G?$Uee@>l6OHv^ab9S>0Y0o7KC|H{($MlJ)hyMl
z%P2|97JuJ8qv$6J5p>u%8<J&z-)GBHJ6>=AVyKBVMzz(&IjshwB<xhorQ;Tb6q5+3
z>`9`lGCD&PDU02n^bs0!7ANP|nvpdu7?&G)u3S{=b?ms1g_`N>r2(Bo!#VMnmRCh8
z$?1i@VDd`S4&1NA^rnSgow@C8?ud6c9O>w%iaRdQ@|A~upugir-iMKr%gmyYJM$uA
zJzz>A)&7k@>|;m!u@4JeN=F`rH@befM-D5yD*rC~lr7qEW5A4=cB3ZJP}0J<QZ3V@
zT|Ql5yF@&==cmCRpWQQ)r*}T}HAPl?duiyxhJ!buNjW`ON8kTARMW7rGLQW!gP^jp
zqiVD#8^hR)0SqHZ<|ADs+;3PYeA@nxgYMY-fBL<k|NhHa|5g8lOAQHYcazT0y1Q2V
z3W}n$KraryQPUAYKP0tkR)4y7#*D$>(A8}bY=(l2Dc~kEbCJrN($V1<xEP#}adSNb
z-%KJe?p8moi!*IrzXk-LsS~9JPv5epvnbu7W!6E}Wi&SsWlFRX4uaGNT{|%X)6dsU
z-k3w)ly!1f_d-pJi8rq`+XHbNfs);w%Q_2BPKG<Iy;MK=K}a=xPNNEm3k{-Zz)lWz
z?;wLn(g4f@Id&b4NoEeH1I_Zp$>v>63!k;$(7D9=MU<NSgxytIQkeN!F17rk;GaY_
zSdi7+A#`pIrlh^Ci*0I;@NlFYo`jq5*^$7XZ(ufOW=s@Lz`HxqRPWEaDSNO(r;{C*
zOvu^L|7%t;x#wd)aWSq|7n9xDdep*Bw#{MAN@mKNqsg_~8AwW#qM8|ri+E8)yG*jS
zQY;s2ZrU5}ZcIa_nSiDwq8^TRw4qRF3)(OGlT7+{F8C&!h}F*ufLYK%q;NQjVF)F+
zcm6r<+ASZh>zBO3y;ah)4OaUzr5k5b1%3u8vM48H(nY_?UkhT+>afnr7^`*<zG;lE
zIUvHa>ZIJH{A$Kq$LU|A^zoLHpc1#qS$(x}_I)1rJP_72myj&~X&71Bxm++NNEbl5
zUC1m8xB_!M@6P<)vpu6T9+>NBvdI%<*_iPyj}1Pd5XO@HJLzwhbA`92&NZu=gxbF>
z9_p0weqYqKT=D8L>+**1^!X0085b0`r_;55FXG$|p#*(Jvv1riR*>QUbk$A_$mbc!
zO0VHK)O-xRLnFVGN7dwZHYz^9bvi9%!x6)YX^#t2({?p76F$#pOwz28#n_u?U9HW6
zxy(o=EG>Ia%Fi#!bMiaNx_UaPJL8AIisrz~RkEY*{Zj|w=2y2B>DJg9$P9COi9b1m
zDO9!EP}L;+r1P!QXGBir-8t^|XD+(sO%5Xr@16F&v+e{MCV%fW)=8dqwD_p;NPEC~
z*YthelhDXE6TQnFQv-S_YPf#><*J#>&1xHGyh2@Qci(Rsz^d$#!aiV^32bk64X3`q
zA=X{r%r!r2BZp^Gn2}1RB_F~M$3;EE`|_E@o@YSC2!2#!c?iwDq!uCNCw=Bz>q9UQ
zrcdn>UVq<DBh)k!yiJ%zZA!*?x;#OjGNX2-$V-G5iqq9FH=6F-lIyD0(&h`Y+k+`n
z(JT@#_Sa{$r%^cKO@D*oLc@SwHFUt}MtbYN+6JBt7vNZV0l@j9zec2{q7_D<jhLfv
z#i4`|7?`j_fvNnbdK!AD8p1k8VV|fvZkvOlqXKkdPOva$$H3pT1jw67?-I`)2S>n*
zxqo58ABlHudn4Ieg?h+5sNw<0phnJIxKa*Xu*fPPNtc0~Vp<e{>UZ4i2LG*bOtOOh
zP1msw6qsLS&;woq?*1r9UV`7n(iyncFM^^4foPS3vebF|hn-9rD6p0yM8{?zF0#O{
z8|yTC7rOV$&QK{YE<u;X7FhD52>a;(tosDZMP{8BU64sZC0cZQ!W$vj!)4#n1qKWD
z`1K<+SbaM?DnR5IC0+|ku_dIDly~sfPNrYK*88AinTMnMrW;bBY(rrm8QTQ4`!P9;
zQtamm?Wh}1`vpuPs<@OP2<8>_2)oQ<&@iOpxE&6B9A=jh`y~M1QM)h?;3q>$YoQr8
z0tWPC2hGQTZBxl$RJ^tg<;+tP0^Q5t+<j7w@Dg!s+j;xMOit030l<A^px<m*2FTcA
zZaa(_mk>jA?y}Z%Cpoz5!7k(_x`c&s#xdxuJ8WSEYO*4jspzbyrknh}-ER&vfG=S*
zqlo-lT+v*!3pOmyxY`V%oR{A+yt{7f_qCf;awb`W>2J7t>g65G`#6aELw5seXBLEP
zO?s56)I=UfCN@WivD^`)qOVImPgWwCLy)YwgaqImK<XF4JZC7#r210^AWR?*|5aIh
z8@@i0NnxNT9iTUM!!_`{ErBM>Y|77Zhaq=~O*biEN=QpG#BIwOXC)*yeq_if1^wzy
z*DbgX5Fhfr@GcpFcV`R13>`ZulOG;WQy{@hFnF1L#iPZ(BA$hjYTdO++|~Fi3LKMy
zcm$_H+Knih#6zU1Us<=MF6Mzv9PvOu=0HZw&NA@*RUFc1MogUJt<?#U5%(i##%I?y
zblKgF7any}s9evqe#Mqr(GKrr3Od~1K0q8+Z~Z=ne!Vl2=-Okd*8iX<3Avyp?F|<7
zx5-LKTuWjElw7L~jET}#{c0jdl-Mw7e_+w5)n=gKgz0pQfQ6GNF2zzn?zo7gA|cT=
z5&J~nPVUmXNr19iO;U(Iix<2VUBcYA%Z~f`II@gAu$RY!>fx{PEl?w+m;WPP)u!Co
z26J}Ob}8a?K!3b+^-i%MtJWx2-`?!pv|e{p%y0PRQ~+2?csb%eSM)MmDU-MF$Y?d+
zJ?tFRFSFI}^NwRVxXD8L&S$9=9aNNJ)wi@^(}we?N=E=DdQsxU#xg!J=8=21%$E+}
zjU>B>4@XvtLt1R7o-xdfEF)Z6+f49Q{WLbdDMt`v=;lphwnSGNfm}J#@E~gywNa==
zAXPEM-+BCTluVz&CWQ#6&B$*q^(G-r`q}P(IysMDtfub^H3Q~r(2@1hC1%V*v3ZD#
zAz`=8^W~D*stozMGi=4gnLVppO*G`oG;E5tE#08GzF3gQx)R;&agJXN`|isTrJ?pJ
zUlmM#A`&d+vUfBm2%;3&AN-UG<IV)7q)2Fu!iFSz7NXOp{P`jg!KC8-e@Rwvv880n
z;4gdpP13EBFC-sK%BEOK+QuQ_bLfdjM2IjrGr5Z<VRInJlp!rq71M4w!R_DE6d0Fa
zkLJ$_J;7k~_`E&|v1;gJ{+uE<j98}gjf8(guR`~gkENfNe#2@KbnC-4Vu(d{_Qkef
zewl>sFkH(ABj7z)Qcu^^m>oL=)u9ER3Ig&jHyARibs3}YgXsOk?F;Pf(GS+4U4Nr_
z6&_>pveD<st?@}DYuzvYsG)(C`}!@NLtUElcU`XKLY`p&AAhTWK8u>I(RA082$zho
z*V*M&&}5%?qDCgRFjC3Fu^~dq&>SR~j(4RCf;Zft4~S`LXA5Ecr3YQ+E@X#2PEM0!
zQ~Z9+bOJ`CH~=|PO6(_<^5lcgaOLbmX4QpXTA_@qkPLXSkx2>Lo2@JfTdbD8@`*+<
zM<iBM9O5CInE}80EnOh_lDgQ$>Ao^VsjbZc^6l%F6@n?4<^Un6^!Xn!#t!CxL%#8x
z<N4nRbL@V|9qAuq<v)LWaT>8$B6q0&{DbElP8J{l|NW0tSt`ex(f|5N#K8T3?HkL5
z`SbZw8HwU!R@F17+iCza2b48op9k-Cw0dq1*&uSj6py8fmK`u5q{4wHKA`6q0Z@cQ
zf4=X`#6mDRQp;10V(x-xO1GzJXmVbq@=5pft4Fr>w$+>W%>jGS1>1#QPZRY~6b!q?
zp=y3U1|yu5Z>>xHWt@2)BDfv!WBtMaROHkDWb|nz#vmVX;1tZaT+{*Bh>upFum`&1
zB%}AA33Z61O-1x}JNH9Cc2(twM1%pC8S7Ygl2{Bm?Y5wwg$LM;)3JONjHl{y{E<df
zgZgwzmhH$XF;s4!-B)J!xCHkDW}P{;J8(X9td~Chb{sjV{qEl7JlNH`fa35I5f{02
zx#$nLfo3ulo?NkG-rW87GsxNWR==v$5hm-jt_)|`&ahZV%a%PAZcP&&`#-<KP=5tx
z<nHXBsSt9pzzEX|70&f$OEd<F%rXb~Y!`$}q(HijSf2CFuvI~l$3BcLyC6(@0tws}
zhyA(ps5@11U<WUAWC@+Jd4QhYuga|;Jw+h0*vb_sfP`lB`#^Ag3Mj-SVVYGS_*w?i
zrn~O&S5IMKmOfo>3d3%7C^I714sv4E9gr|OBuk?U#>RLw{Df&2MEHwjxGnYC;JEw&
zwjl{J2>zL@^AGPSv-1M2-31zP(+Dy5-E}RCm=v(&{CoWt9zV1>KS9H54@Hjw9x=Qi
z<Sxut+J>Q0%f4o02XK7KdIT>VBZpNCJJ$tOfEvyejmLJR%ZvvSjDw!0tF0(+9fqPw
zwLk$md%%G1N_U&4FR`p|2jq*DNftzYA$fnM<i84`{u2k;ew8CIE$Nr-+u?WEQKZc5
z_66y$3VZE3nQH{kAl{J6Ge+m1BCp?i_!ozwp_0Ruf7V=Rga5y{aqvJ98)K~@aVW)}
z5%(F9B8VeO$ga5<55$7n1=(PjkX4wWzHSkt0RNZ^#DH01)nnzv9(uFH(Zn<6dbUVm
zskS`8ug691ifo%uXeRnNjv@I>;`_<FC;p2cN5XFa$DZ-^=Bi=JTJAhPh6_mK=DH^;
zsWI?k?h==3;?L_=-#c8N13XU3d*5|ERmM{=nbH^AUApjgt@7NJQ9H)6U`K2nX?XWE
zVL`7W$g}PLr34<bIH|SvE!dL5N6bjRb+RH7c&#3w4i-BCRne(}s1YeRHW4j&3bGj@
zb!Hy~?V5x2!QOf1H)3TvT#fQcEFFf&LT$$FD-9OTu*;@rp}OVAgAqfBZRS5|az~&;
zppQC&5|Y8~9i&3LabdTG>mM~E>TpCr8OAP`3Soh?yaM>%qal)dM+YAhOsB9MgMd;b
zqh-S?&2K+78tdkActTU5BIB&CrTd%UPukfF8(vH8T+D59_rmV2NPd)ieAfRk_`Sm-
z&*lcqoL-kIKVa`O(DepEa*A*_x)0SF9S*Bi9BCnyfR4Kk+ve#?i&c-|Ohe9s=gdIC
z?^~+iBVfo<iI)`@quY53W$CS;LTI{t+5;fYK0~)%TjTl-2pv=;TlGJzf;i=l+MW4t
zAMVR=ex1MX1J9QTS2p?%s5FdryC~fg=VO!t{|6*@KD1D7yhupn$V9b-;U%x4`NZz0
zf^@`5<mmz$7<{`c&6^rTbQ`;ST6b;W0ejZmUsI{eJjC6yJ{gY#XXm{`H61`Io$MqS
zm+(B3(Odt?Cix@|eEoJJ*X`}RMW6kYHHUJObnn`DQE#|Uwz4&9zu`(AnEc*3LOZB=
zDcpd|1#L5h2VKiEglIPv>LiKD-rs^xtILsZalOFjpxrtrXDr%h0|&zFSOF=G!7V?S
z<qyq5%II5j4;%LH2&?Q?-*o|LEg6g{?lH_4R2AuDX1*eFw;9flYHm*f;X7;rjdt~1
z*LKCzEY0@Kp3}-R7^o5Wy6vzIJO5DbEQ#$rlr1@S`6Y-)yS!$@`|)6Wx0>$vhJg!%
zHqi#kxvRV#RRi9pK+_0```Tp>9(#RGQn-5vni269CYO|6VL5yjnYGN5NPkc8ahYch
z|ATvcA+(0TDb5$lHnF3WWN7WG4cy_bliB*9v%y<Or^hricK^GfL*6f`t_B9OU*E-|
zNicGr#iY%*$=y*Tum@Vv+UmYHpFF`ft^38qu<QHD=G(Nds>9=XMIO3?vWOO|yTADL
zO}OC0W6}MIHDLHjAhwOwxa|fbZn7_^+q(O|>2;r|-rQaqO>K?kP7YGV%=6wuLe`tL
z_Yk<8!I&@GtF1)D%mBw1gNA1t;g+4m6V!>Lb(8u1LYqm^`-Yy)vRw@lY&(e50;OxV
zn&`Pji}BT?$!1q_q4m=pF||*PIH@-elBLM1LqtG(jF!9kaJL&wkWa~1Pz+tL!RK@b
zW}Y){fPL4J_I(T;xl)|p9=~3B52}pUTI8pjK;$zU+6KXkg<@zhCm8c|o~JDvVr?|4
zy781<87HPhvDR;F^3wo!#c+)@JIcPEVePd9qRWpcq8L(66Ffonf`y<H<Qb`OT?^zJ
zh-Onzt?p4mEm+dcrHgQy_y`Tw)i0;J{vtKLmsO2D7A`8G$&(D_DBk8}M@qEm`9SAC
z*Wg5INDa*KLeHQI1Z8Pbp|l$l*tF>0yvP@=ZE}i3=t$!>*)F$)J+$xtgC-}it5t>*
z6tdW}k~la$lZTS}hb8x2!1!$4|C=L+YUv?GQOz=JTywfieT#R7(uBtNf)`yQS$D|E
z@EW=cQzQyh!3=ZM`j`&T$xU+ICaN6YqV8%^!RTd${1Fx4i<S=Tq(*&VO_)^c-<4nP
z5kcYJ@=wK?ui9ePUPfXIFB5Pu6Y0&-3{9q`v>#XpzPyKpGp!l*BBhVH<7zalHr$QL
z3>M793||_}PWA|L2@KY2)@oY{TFYpx;Byc2==C}CcM38iQR+4f&DBqw6g0~uh-R85
z8<P%yFG$3iJ#&b}(yLwDXW*~^s=X0jy8xq=qn$Y>Scjw<&g>ybJL$URua@a>G#{J2
zhAia0N|MZ>%aGfZPv^wx-bHD8^EoP8g}QN?cZ0>4>u9UXK8c~Ql}bNw^>t~cx6P5M
zp2p|P!sH_%yR3K5ZQgl(u}vdA5nQ9Q+}<eSXt}v?HI3)w;loNZ4@7zy;U3V1Oqs|b
zQ?XdhLx9K)oWc2vjn<K0WYu=wI<~cAIb(}nOPB_*EJltzlbLq^bas-ivVE<I?s4M0
zJzwpF-k5e`J3B*%cK-jQc#}Q@XA2D%TCZG2*9bz0j)`h;h*ZJ$>R?wsL4>$Im!OTZ
z2sFs=U<Xl~u>$DasR8A6QF0FD$m{sWV1SHi*GKf5q?JctxLr%Bh33z?K6HPKS`gf>
z;{sGtosNg_9Y&yD`*N6W#pO{7r1jU!fEAuXgj0UMFAAHfj@U=8&i?<R&gJey<n4_C
z$f$meAmlV_D`3rZ+Cg<hJGbvN9NeuyDRtgu2{E(&H*wBqM0jO6P0Hi-@}Cc;fOxkB
zPt^!mz$)Q{#A)Y3)x#No!;S%S@y3;<KZqGsxJ#^YqY>z0LdUGR+(=Qou@t;FR42*F
zq@@^7Tlia@cWa3OlqvR`;7`t}doHKp`s2$Q-03Qi9u?Sg>0FN#o$o<EYa67Ep-g!`
zDXzc5rmMh5l-o~;Xf5#S>C#e5e-O<dlBkDN1&}betFj4Z(?axkEi|;ItKj8SLbHsl
zpY*UY>pi30w|DVXAl)2X1zF)JQdM-iAYn6IZ2}fO8R#{e9oPwl<^a<=2D&8s0R*Yu
zxr!wHy^5)oyYzK_OB!}9H@%^mzd_%V01YJ&h<;dLSDv9Fb4Kv>>-zB1Mg@3vi@#jc
zEzUu_&WP01e!Me9ybt>F<>32nDW61$ml9J58^C=JDL;Wj{G<#_dTvg)`C5_-H=9rm
zJJ%k55|Fr}qJFS>;V*-Hnn<lEy@7^<a{lq1z31!*M5ap_pYt{0em9czjhK>+T4KCB
zm^Pkh)=GgZr&Fg&5@!j@)=|Ly5q3@PJ2%{*4@iScQTgNulBs|wL?b#L_N2>AQW+aU
zRKkda^IXoTG<4G3e+~v>HO(;*V--=0l%C2*>kTO)79(%Q-8Tz<BaylXWxzLx+09{j
zl$&86TGP4;1hdm^rbyQieto|y%;H3{yu=d34SUcw&_l6zuZ6pAt_*9!F<`m**>o~A
zE^upxAxyMlGMn9*<wO#G+tD!2ms!FB$hEhhvQjwzpVUM7eU@YL99x|S86`FP%Ia<%
z*?E2@?8J)nYKVabQJT6d!Kx^^YvU>AXN05%H@sK4*cHunNT{RAn8%zC=O->GSg8D)
zI%g>Lx1Yxeo1napK`W_X1Q$ALCc8rSvonDE9N5DpqFijLT<s<%ZhN^)<pAi(740VV
z>qLPpR$$evfrD&ixcL!Hfy5E42Sj`4I^g~zyk~QRdiZ5ex%b^xfr*(`yt>!}^hfN^
zH!4+zci67@(qS(L%!xe`Pg+&s?08Q%-x->~!RAyQ!>~ef^Zu&;x_=tUF?H_5m%lq$
zDkbRyr?%bm9W@wUB!|+yt?Of1$zPYhbP`Lm8rs4k!>i~_vL^ePt)w^AJIZ{6o4Hr+
zfH{=Hce{vi*=}Br?!3GB4^xu4N3MRuTk3h~IwXH#wrl9HCoKB}7U^i^iD=k=JQBec
zt$sJ<1rwO|f*A9VFU6WWr?$C4cauN{WwiN5&3Jp<vlds}ub|uKX~_)U1yVP+GZq-2
z=SjCU_6TR=^f01YbM0-c%u5CuPYY7qZz&rrNUbPNSJEyiAE|_}R;cIjulC=BXpx$4
zZqHLT8yy9{FHtz0!G%ST#N?}o@+l~?pa;S%CW7{ayn(a*%~kplJc65TI-v>ZiON-;
zs9|Z>YuS0d7Y>VFN(YLHuTxEb@aB;`=qA%5tt)V`etllX^;#dx>WeNSjE}dS%QQ~W
zw65`D!7~|jnT(JeNMQ>E^M29?WbtQm@WS0vNQ<JJ$YGXn*%A9S%#$XLk8?pMLi)=(
z(<lzjKE!w?%9%Zv%GrM>neOgsO_>>WcGG{Zz$8k?(!kSTqmOcg<NtMvFYj<sd1nKc
zI0flsI2*>Xp^n|Wl-y<KB$*xWOCt-e6po3Dx`oXd=bKlo*c2~?C!i%KbOWBm2=P#I
z5w-CoQ~4Gb|D=x#i8Iey;59R2kashB)?C+k$`m>S+K0iKBY|UI5*1x-X@eZUi3Bp9
zeMpj<rlXUqUe0G~<d?egIgEUZ_m>Aeb4{`{-<_Vs*1^5mxZ>-9&ScSc+J+3dI<F4R
zsl?*g0`v<*(F<~$t*5S2wf(T$nARizEGPa@x1Y=8n&Catptj&s{EQqJ2h^a-&k!}q
zLeNad)wa~hkvx$9aqjiN;j8FI**~K^Pi82Ea;YjACux#j{Q1LnN!V><h;`zI$`i%9
z!O51b*^I;F4?>0FCkU=)Vg*g8%@S&UFDL(lqr23mkwOvI$x<^m*3$N36hca~Sp4Tw
zqpP(FyL}Bv+d}T3tac@x2cd~DxC$+X*PZOoImnx(@0uvG#jbMQ_8PM1%D44zPIH<H
z^6(ueAsP{F6T{SevADf^!X%|<2<Kefc}H%W^V*3`KS9duOqV{=V2?HVWj=@7sYpnp
z8F_tv+xlJZsS%2o=4(pC5gId;EA8js3iojCGbbqzxb8s5-MG20aM9SAWzsF$kR?Dk
zxl^p$_WK?4kvi87v$OI8ed&MFq^(F9hGj0u2?gu*y+Zl9Q7m(vWt9p_2eu|waJxYu
zLb|z7J@xL9^&m;5$R?GO&2DLR>9{X*X;*efrnTE3n(7{Na&77wPe<jy+h(Vaf%G{)
z5da$5)|Aqhs#f_lxwSn**2YI?j9<!(JBk!G3(;zkouZ}E{nU6h7Mt|ln52;)4d*IL
zbggICkUF~QJ}u8`UDzpxb6E|iE{{EzBP&OZS*P_{GqkjZ+*)db?Y#;8Ew(=EO88F^
zmm6sc71qg$6+dj4wC#K|d-#gEtoREaumqn|5#@ec&E5QoHQ-^7)M`V{_=IVz(n;x0
z{A3LqchJ+qoVY>TZ2C(=U)HO~85lW8dwEu5xy;c@)U*>rRI*)~v}3C(ly@`_Eg$g}
zP;=1ZNOyw5a%Cka?Spv@c}aw1bNYa5CUPogZu`^U1G15f#Pmn|#jnGKRu&YsfiWPd
z8tIx$^IETbLljfGRjIXi>)rmuC$_ZaA@=_Q)=`(*u861y*V@idPJL}spq&xcYBj;$
z%B%5ju4C0zRW^8^Lj0|ksl7qI`eiu%Xy|rX1amzRA-1>oj`zz5dK8`~y{v1nLy2LD
z&!J66jp^lNvI?Pfe#Sn^CPv?C<dco^n7g#$aHKdpgZ1Eb+0o*9qHcH0UdOc|^sjF_
zhCf=`6tg<-ZIv^{0{0}JVJ={vdepyY)V<93I_27edPw2=%Zz1gPM;D#cEvyG?;^Gq
zC6>%;3sH8uq2eJcnxISchR$A^kgBKvsfsp#ZvXX9E*#a-@~G+s=t#917M&9?+O01S
zVhg&diPm#4WGx%h<jpOPrfqt}OENFDu&t-|De;UezZ9goHUE_Tqatq*$spQA4>V)J
zDXMd#7rsXiLh5#+vYyUYU2D8IDpm0AZUh}#GObc>?CGq0;uFjy>e~t<r7>emNr+}1
zuTwED4DWU?tMoqscl-<r{tcgq4C(xaI<&w^j_WpB7Jv4$uDp|{HACi!>||pwu?Tlz
zukS7xb~1NPyPe02;usAKc;`5dyc?B7q=K`3<%kGQ2q~g;FhX(hE8n$l{eRhZvX@S6
z$Pm2;%RfXab&9HeIwe2;OaH|KH;IEBfdKWK$mo-`tAa60DuEvuFpspHt~E~r=r%dx
z(mw67eFK$;LL%M)+xlJ1`1kdEJutT(2Jdcn3ohu;auSkFo@Wtp>V&o<PHbX@)V>ql
zynN8+HH7-bttF#sj^$GkC&a$r5g>jIcZa0DOftbUG}l58ZPQ~T)D>yY5KN2><tTrN
z{+D<!vPm{geQ&V%bZesM4GpfCdnk<|0ogy#=Dx68MyPm>#Wx4tZe0<-lNTZIM_6Q?
z?d2JUW`V;=KaIfC$<Lb&lEHnis1hm>ay#f+_tgUIIZNX=|K0>bk63;mw*+*SnHgU9
zMoFc8(2Vt7F*34${j5_?+@<=-iQDmwsBD5ls+o|RBPNBcw{*-Lm>(`Pq90%T9(`e|
z`nJVA@9=t|cbU9Q0vJse-sig$DAP-4WJT&i71Y&f@3zt~G>b{Y1ct_cV475|MU454
z4KFG>0INOZYdC*a;8}@Ic!>KTb`U8veMpB=DXc{d2}1OvBhRFT{~L*C^s47QRQb=&
z5TJ?#YN*Z)+A+2?UQJNKnmp-mJkjcpHZ)tklvi+WPV^Bgo$JQe?QGvwvPRV_x}B!<
zzGrDaF(j*7^EqP9&2GgyspLL#%oGinV;ZF<{F^ds!@T*C{2gP)FD0?pxn|l}`PUi*
z#sq>jAImu#|L(sdv1Zirmeu&mw%P-(6%!?mV*0T2LV<@AUq|J(^?@^)q!4|0DF(m2
z#GYs1N}Cn+lhYGu@)w7S97CO^c3|EnN@P=OkB;dGv|;&suUx6eO!@A4SuRJ$;Y0_a
zvQ>tbq^LEoQj(W~Q^Vi2boA5J8Fm`egtw?8LS}?V#@(NqyDwUIXRc+V|2^s`%KO)@
z?dusR!e21{cfd{FwL8CtXyeF)V=~F3E*%En?QaTC7D#rzH9;NlfNZS6dxhDIO*kGO
zb~YJPG+I^IW+Y0)DuY7#V?7oG?b4JOnBBnJ=eNzJ#~qGEh<F?KTYTfMDX?vyAm^RR
z{=Bk`w6ON~z=YTRM>>vP<1RUKV24`VgYRVG^I<B!1LDCV*ru;+w|}@+3zKrr2MHC*
zcKR2_yC7)1Gz;7)+<n&c!v8lqo^Fa+Hqiiy(EgJRgBnk_jzp!S^?-@ii%nQ(-v=lL
zQUT8?Q3Q=gGsLhKSB#KxGB@S;W=5;Z1Vs>%RsS{SuigPFTvXI20Neh1ADLd(w4k0k
z7VKsoxhqiheJqVa9750+2`>9DHeSQ@RW4xTJrGLvZBRV3>W?lu8Bkfa<5vC5tJa>l
z+a7BY)*vTl>2yUrk)GfnGmxy&)z~yTLJMwMXXCW_XK~@*9t7@fU)-x;Ip8>h@(3V*
z*V_F5aQBvRQLo+Kwup2pNJxVMD$>o+X;5N-0#X8QN<tZ08e}Lz1%aWIut@2U8bTxl
zrAuHa>5{(JkL%k1`+43!&;8<lv%`;jBh1YCTjyHGI=+-u&eiF~B5#nGDZEp>f}!Cw
zy`@W6a$A;J!4s97Cpb;X;t3P>Q%N#ax%c~(z9uaElo_UQn&wQQE%6CsQabwDkVrdg
zx+2SGES<y^ek(>WUf!0Dc#_dmJSTZhWr~I6Q>!S@0AizJch_b(bk%w#Ednneafq|8
zByZfU+&ODxLr5eW9>(B1OQW1*k)fpEHlHHSr_8=PDnp-iiEKc(G3^)(^i<1Q?eP2W
z{7|JalXd}c=aXx+7AH~=p7x|gU950xP_wmibd$~+yO-+>Z=kv&Lx0PY7VbxeLM{yZ
z74FN93IZo4eQxyYG6ae67xF)Ej{Q!P7<O#Yfr+qDSd(E?=$VK-bo3dW-esdGDba|D
zAQs*+*$@SWIpJe@9tC!3O6Po|M966d2@$QE)`yYlCkeTT?=fs4@;sxBW?{`l!=Pkg
z^MJUEOgsEMqmAe@U}O+^wUFpF@h*W%$O!c+*AE*?^dn7jdUVRIM1#5h{d)WULjp1W
zDoOUZT-16-apXIgS#}@}UrBdyNSZ~Laox9HGgBT2884kMC*!;3#mUh^zWD98Xv85?
zw#Z<AOx6B7hrNwCK&uSD$^*I-Nx~r0L>6HuKlEag=CgL0)0#q@#WUJ*CZ<_e<Ivzq
zxb&Z!JTqq5&!>4=G^9JsbHcbj%2R&(<BYf7=%BG`wFRx}T_owUmnwv9p3vwkY0P^^
z7b2e+?Q;Tcs<IP5<NTA?hnd!6NKoRB6e($$M*EYM<<8U(Q((84n#oqL-!Dvj<~`0t
z+nN%^{_Qq1j1<`|i|hL9J<#WixPpBHC&IOfkb^BP+LE<_NyD#j$6chv`izE5%SzZ`
z7JJpE!jt)1*)VGC0O{LrH#O0fR~p%A+ue1u>>Kob4LOm{$s!mkOC>|QT}8`y3Be-g
zz{9A+^FIg<hC`TzC?~1PXII^_m-QZO*j>)<Wh7Qm)SnKfI$10>aZpa;dIrlVA1%P!
zrpk6oHcZ>im`;@yr#Me)l-&W(u2(Zs$=46Wthw#beK&mv10pGjlqIL*W!Mf_qK)T+
zWY`K@4I9KnkBZFDS=If<n&M<uFP+~wyTdez*Me+P#!@6-rZFlMrqCjb8haM3%}m$!
zvWFB}Xl6t@pm{TdlWyOSj69E$OX3t8m<@`W@a+{_>?FQ{Pr~H2GfLyEYweXxx~RRG
zI?DwsUZK_xseE$(8y}f)qu&kHA_buv_^lxKY<YV&(dO(2kRBN<LR1~nkv>|^TQN|n
z&wHs@YEjcfEcBrz?e_0C?T<!b{j?u<$|}5^#WQj>NxPz$Z1NO@N3O2fR8bE8<^J!0
z?Dx^r0vKCs)j@-2F$#=t4x?4&mB^m%al-~+T7;llf<@r7xrZ7UCjSpFc355lDpdg;
zx??cw4yb0X=w}4oFR)NwKSDTxN&vFT){!Vc1z$u*Vd~s;7SD|2g8lk%x6=oPkHg67
zbs;2=@;qIF5ZU4XC*b6&(Dw&g^K!5OjOsgtqjChAC1r5*yGES7Z2cM0k(9Y+>83i)
zN9{qt@(+0=<`KSPIU)#Ugau7^!CJT|e@UW7{5j2$EH-VX5L>qXzZoSCY|@@Sjd{A@
zU+uz9m{3~I49V(jk{N{XJE*c4mM8t!t#{676j-1UXf3{ZN?`$4&Ly~e-ALlLE53^~
zZh$)}2hu9E5@u{bi0%Rp74^jl=?fwKycE%g*RY-|ZEui?>=LvJt)|Y&{4R$m2*)-h
z#kU;&zA})*SqdL|{2l;gL%oCtZu@^%@v^3f%gMD9xFWuXBUzU$FAY%6dkvL3xi42P
zD?tCO;<yj>|BqRZ(DML9PZAEnluIy+UDDTNo2F(G{#tyO_u%|(quAWEi@O+Rv0+Gm
zK*+f7nS6iBe)oN8wGxkIg_Y!{YFOnMZlIPE$TDyQ6*|($!|#KcqA#)@M0D-d)UXfh
zDnB18k_|Inn7Gu~b?i)pa<s3);xb9wmzTOYGN;;(&Q)H0AAKym<9>dE!@$_b0n#oe
zHes07p~=U6G)%bj?m?I0%}oa(<n}NG`4!t?JW;|fjZ8}S^+rK^A+h3tBwaycx!Mt$
zX^~Oyk`bEWIP0O@_kAI~hRnl{vmi%$q=+Xi)<lF@{e|WYA*dNwjHHF2GF!&Ciw&?>
z{0OfPX-m)LQdc?H0;vapX82w`OQ(z&_nz4-_GCxT-EX1on<)>(xwcKDM!)?h5b5iC
z^}WCSt@r?#7K^DU5os;m3+MdKOu+sz{egyjI!S^m^g7Rf^0?OzU+Tt~{B*p5g=IT1
zKlWG$guccxkJljGS_ie1E{zQ;+#0kyW!#M7exBXUhsF4;_TtOy2Z$*P6~}=;fRCnx
zOThkGReYq!II?JrXZsg53Al*!D>gs|YW+oA8+@j1|B>-UpUu0RaU~2LL&kkSCJ@Dv
zOCs77vV9>apPzMH=D7{e#Y;<IkpWz(MI`8{9|ED5Rxd_Z629meA^Cx&Z6a{m4$$)X
z_w>lH&HPW&WB(+VxPZBTCjQSAa{J-3?x2MW$yc~C)w_B5HRaL+MKG$o9+AN<3@;4+
z#R*ib0{+9?SVV^om%~R@0A~1?pd@)R1B`^Q$74`GPY%Ot*mnC;GThG*>t68%P3dy4
zR+1Y_j%z&}@Zo!ZL4RCJ=idT>G?whY3=X|=){R696@Cu4E@fPiFRbqqnVi=rorSc@
z0pU7aIE?q@5N{eRL)xe;Gls0}sXUvy^=~7KHZkqL`IZ0vFpm$*=cn3`Q1buRuL0Kd
zf12g_{{Rxw%SfZ(4C=3D?wgU%7VdFUVaeuS1M)`>iQ^Rmcg75mJr_l{N7>4N$4!A4
zyEda5?{Zh5Ol2x5nx3C^g;Z>Z!MlHqJ{lI(=Nc7d^?;mi1_+?`*?V`g%ClO0s&gJN
zwD-UD94i_yX`Z{Kr6`90LVvtrAuej6;(dca2Z`vXy9GA>e~h8<ML3a2h3`UJw?>dH
zV*uYmk0ZuT3H(KE^;_xy|CfU36fWK``Pc)USeyDFvJRMJti7WKSKseqyS@&DpGkqj
zK^7s0T{pTl<sjywz=)F8LifIL1L@1$x~IBoPvT5{JQU$gRf;5<&OoS<OASB|tY6}3
zGlc7j$u^!zdcSiD$~Y`O{eBkH>UA&aItgjP-m@ihy8rNdf-%Ry(g~i8sn)ni=UvcP
zJch|N2VfAR&bwQS3+<4#nJE6~rp`hE9CA3N2S{Qjd`xkbgqa5*JDNlypaj-_FPbBX
zoXH4(gUA?kzFo+0?K5$gks5v+XaE7Uw^RA)IU{Bx;Aph*{shmVzKb7`x)71N?QFyF
zA4yhasYXgBgC%$r$yBlwvrNWnMdH-;dz<I#Kc=oz;1{64zdKkv*0Ug-v`(P!HrJaQ
z*8@`2Y<LzEnb7~|qxgaw!SddY18OX(L67-?kjm||NV*V0)j4C~UoG9{hRa=b=GTz9
zH*QsxTBZ?EL)aa94%GN~u?z82@&bg@deuYCI^Xau5s!WXC%1aZ#&Pan{WUmX*Moj7
z!GXCB6CCNI{Tam+IN0G&{9}EhyNv(&uCz(QrmL?rI0UUX_T;Oni)1)x)fpuXZR7s)
z(e7u{3xk|@QghDGh0m3O9Xyo~FxufzI%0h&50!TEPagL9XCkA(%S0FftQaX5QkVSL
z%GZ*1qE))avYC3OLvGnE3eab|f6Cwj*3p%&8riKF26~lWNL8?E)*Mj-plAnV2GduX
z8p7n5#s<h*9nc1U|6+)ef$>lZa7aVpZHQvU_Zzolr{0%;ZpZQL!Q+eC8xLQTnTLsm
zO*&P*1D;zF6JnDox>{G~LrRbg>SPL`sxG5KtE=NX=<|{1B-(;T$6zPq2EQ+M9eA{-
zNM_Wf8`JO;PJx}cP8kG9mM`B1A=#t(!A^jSZdm#AK%`agLy#ON102s1I0oJr_6l|n
zfGEA*82j{6EFvM_vLNQw-5Ij#e4$0$5T7K;<Ic6x$8v7SOK2)#3wQmUak&fb#4jL$
zdN>YpY5ua+X17D3_h}tMOd3#jpq5k(9q^e5X2i7X<B{-ES)PnWgug3WkNE;m>md~5
z!wmc0IXIpZX5NgttS&<}!Ytpg8T$@Ett(6W!cPLLFsw2^&}#RMGW<Ae0YJKTFGOuI
z;&kFny730l;0koG+Fh^AH>PfPv-mRbh<7S+q??9?`Ip|KEvEC#19Fh}Qxo)=m#g4Y
zX+&k?1zb&1E%;T8u*(@OjI=)kmysiTo=msu@L-SRR}Uhn!I~pvRC6xJ5Ef(<&-bVk
zr=@-Pjry-T&Gx@G^=w7!7(AU~*x5ZM#sg%f4>o!%9b6%PGf~@UfLwjyC)oz`%@ASY
zuA1T^A5(0!3u1|$C0z?439i#rSXq0Q`uH<dQndYNh^U!6C=wC$G&i0+7ycs!L22-N
zMIEx2Z^{>3j8;$?+Swd~ddFry3&wXEqfAaPxqX`Hw{Iw;EG6ulxtBA9nEt4q?dXR<
z9Bd0hW_?G6?5az3mokM0;tZ<F26|P-Y*0uJdijIGLf_4wce6gmlO)>cn9b-hY{XUb
zJ=~t}va-B?%fuo5=mC`I_;MM>$w`DEnnGzU6W3J*x?Uxl2u4+w{OQeOw0b=W@=((|
zn?-j!5_Jdm_VQRB*34XKK%ybrzV77WU(eEZT#e@q6iHep0o#ZigSeBr`}z%x$n2TH
z@Iyaf$`b6*t9|DEJLE1(J_xyM%u(IE31-8@r$_4z(xB#hzp27*8`Z<N?-SRnACF{)
zlg$vC53!1NXU@%U-Euv7B+aZra^9=<s+;0v7O1FPh^bj^v1|jH(EyrWxub{_(YYM+
zDekdp?kzc<SI)-2bl!qgNU4Vzeqx&5U>H2vS=y;vDUzz@_=w~(V{XlMUpL$<w0D@j
zasoNS+Hg))74e=t&xfF3eTX}$fVq#%hkxBnPXCY)!3JzYmT$Mb8mkI1%+*=lk!_0^
zW0%$o*1k3~zxEZI5709@7?b#<g>}U4+qBCq`)2p8b{7SvTY1^}PEFT^_A3_&Mb#=K
z<_YB)PA#(|B)Ny+AhsMeY1bv~uw3T~Mdzlq>gmNcIhN(J@TJq!2NG?`-`Y+iPdjIy
zpNg;PkfK40(E|x#A@_xdn)TP}M2cHX6meBut2YzK8E6b`E$S|{*YlU-xMrv2OoZe0
z@i0bDVqAkpNCUJ^y^`UJ{EYub(d=P9{Vqj#smhGb6dU}Kf0RIRe<jf4qV+13B^O0f
z)w3en`dXv@g`Xep=Ge&thJtTOVsvI0HhP=&2Ogth)3u<~UfaimmJ<4FrsD&*R@yG-
zHBw4I1_gz=K-ZbmCzicGch;YXa6tkwG5%5NR+5y4@bhLA`<<^9RL5*&SmBm?k*2Rc
zCjsLJ#G&<Sw0eMRhfK2oeHR`PnUQ54!Lz;*mFj!AV}o4id2ehW^)y4Zp|?drau~5d
zvSImE;?5t44p&Qs#q1BPy;OTp52iG|w?9)dyg|Y6!!{GSI0y*dlcp|l5Ej2V(;`lx
zUi=;0s_hn3eH*Gt`JC+*EI49@;5oupGv%;gC(tlzK+06ajmL^hohpK9B!(N-TqLSm
zuu+34AW^+QtivE{L`y!;!6e#!Q6Q?othpZ5*?CfSjmUf+5AJSpVozUHHcMlbSNw#9
zI=0RXNA;psEwl!my;8)tu!%%};mlR&`1^u<S9V%sIiKsKrF=!GZ)<HeOH6;6e?dS^
zQ~e5LCfiY73tCirT1X{Z2Tj@F(-`$@l8arhKVc_~kN!TRo;o7y`)1*x_t*5$p_$Yw
z#;fQtvp55hzjNxAMrwYVj!ewOT`8Ba&jp-f#fvbmjPx$DRfMKAk18bRITw;Gepk8t
zP-VuI!)+meh~kD%%Hw*ntmXXK8@1zdlK$O?Err38h==u|+MS%vU<yW@8*hdDwXi?@
zlNlU1o{oq1Yguy8nkI1JV1T(qn6{5_)<+Yd9#!`hAJ)%a<H%kX(?F6|H5{2Tug8b^
zea{rq*G-O4Q0*&v9K~+cb1Gt@{1Tz%rGo@db@oS$ZmhVwQ*K}$F7Uc3XtnfBs8)PZ
zV7rc1<-yxXTT9G}udUPI3DsT1z5fx|rnkCZ`6H@&q8${QW&@(KJ_TUBTS-5B@L!Fz
z*?~yocKo^dbCbkAqfT8q#1FGO_IH2f33Xi_J<_!4#t-y%7N6Y=WiN*%dW*@ZgQQmP
zXc2Owf`{X>t!W1_6!lqS@X7Y5Db*Oc<?4X3Y>~k|z&~$yNX%RL1G(iQmhRm3nAR3?
zSL^v$8Cp@T2N_4{?gKGl)Zssl0+fC^40$c|wUMo}eSQ?#)WV(QZp%Yy6HeNLALz;~
z|FP&R`jep5Z0RdH*i?y~X-_07gJ*y>pvF=l%a<uIRtVM%F9uEtd^EjIwC*9fY|j5M
zDuCcsiE?NGL9^rEE!FZllK9uQkC@6by`7X9SG_T@0M`qzUlytgP1E$atD<Qre6uL_
zrH7nDRC@+Vtm+brcxUv<WsVl+3SvUZ%|>(sZzSwFu*e7LvzKwOkVrWW+u}qhd)jXg
zSScN89`)27pkS#7pP0+B%kJ{^%O_0!!1L8u4;~hdGIpPovA@b#enQ#cvDKp%!cAp4
zn1l%~?Xx&lb<fgnNcqIc(DzMCSHu<meL^nU?nQ}n7<}oRe5i6?ILo7XA!j*H{|V7<
z{9ZwNu(qhF$>-$b^@o;opJ`RBzV=@pyV9F#4;lo<e3L<lIWWd910{KVoh=oL+t3PA
zV71zJKr%=9<Pe_SBZ#DIEE#Z5q{XlRj@Z&ADCEx^T0<Fx-#^Wx(a45$Z)8TxoGrJZ
z2#r3@1U(KxK(GE@f(n9Ft_Jq+N&zolLS)gv%!xit_HtkNb!F?1`LfAJLy>JHfl02$
zaYXiCaAyS6z!z?%=p6#wgCs+=u8%+o#_+ctX!5svuvE|(g#_a|bY}$bIKtj{!DO;Q
zx(bmyNT}Qy1&x{9Kf&HpC4yS9fYXAX2ic2)I11+N5m-qaf$QYVqa)~PHAex(bWAcm
zA{-q02A2WtN;hZ)Km7wYeDOXe0MW2B*;kHWi|~{L;{#pjYKd+8z!zEft_9~=+0l$|
z@4MG&HdlE`^xL$Lw0`N9365>U1Yrc?FaAg$Ee#Z9?>GXBQZO0c-L?QpK*Rhf=>6i|
zVJI14cipQNs`raqN6<aWmMI19c?ljOmd&w0!NifUY~6`vGyHttvHZf)AS_*3|G8&+
z^C#6dY-_4wClPgV?AWnjt@L4<eBfXyRLV;r&!&~@a83D_C4<~cn<=_mqt#o3-&%@Z
zBNG>IDIkW+kYG=dW?*zD$|jK<ypJ{Y^Lk!>N9%P+7F3NKSocI<2o1(tZkXpeZq76N
zRqKWJhTqMSW;_TuEC>92axlv7@$#*MAFq6%W9mBdJ&7^rgDH9<xL?HW7c5DbM;X+b
z;-Wb?J~-{V@fxOlok7%ZdmX<X!F_ZD7M0|eDj}_mc%I4)2{m0Go<YDXSvsHO2xk%f
zYFNjtW3@?MQF(wY_-QMywcSkcd?ReGqT;ax(tdUmr=igYcegyDAs5M#38NtE`DEv3
zs|t4?B25FC5Z3H-MW04j7f$W|0NtZG{&ahFKpP|!#ivZdkC{rqk~@+5+|ZBipLd=n
z3VF=fw`V8Zz3}6@vfJ|LNOG-NT|mFc=WkEWN!rh1;ly@cXPRP=e?xJQZ2w2srpD&m
zS0~uDnFt|DH1qZDQYLANELBRKPMqyKEZmv-1U*HU54S(y9Y?EV-g)zWXi&4fiG;Im
z?{BsdxO(8t+ij|!B)&hoFbQb(6Nr6hbx(y2GA1J>-a~kV<D$euoN1=S|9Ep6C29W5
z3=ew`PB*_oXVF+{(id^Jwu@X*c)HOwKX42etbT%(t1J$~uFBa5yZNu(HtvZYhpje4
z8`OF#U>kK*8R~P0Z1T?$n%B_0&y;b+Cs@KovDNhuE(W$WEaJ9$Z7yOVCQxDF_hI+#
z{EOt>M^Mnpq?T85U@6!LH?jeoJJs<3>v!nkS_SVo=gAK*MRxx}BN&jp$joSk!4}bq
z<~?fMvM%hetjjG+&%DfoJ8n}e<G~_Q7>@ZsVdXKOR32KooPIf0zors8VkejD4DoD3
z9(hWAYsf&e$Jg&WKKVM*)ZxC*-v~6x+h-;tN?JFbdU?4Udb#UQrko{y>M|)2%xA^a
zFQS{^j@s=Hk0d!WnujjS|AtM$qYu;xmgVau?)9^EJ{gc$ref5dy{(cqG4eI)F~#UF
zbj}iZ=F*o!`^d28(C6|eM=03&|4`c8m8~3asE>MD+sB8l)~g=>8NyiAm*iiPUpaOK
z&0QdtDmuY79=zg(o*o~tR=r)+!<I*a5=Ay@Cg;Y3M|N{ji>vG^Sa$TdKgv`D9iGpV
zTGDJ+cRi+=#v!qtu4Ta}m``f-4BBOvjC>~bis(ft&TO<5t?~&W$~@LJCsb>U{!PNa
zb#hJ12QlPJMCj_Bp%;4|u0Of253~48Y>qd6AZ9*Qb!mT`S(*HV5c=`>6Xmd<{EvlH
zrgrP>Se-Obv9YE3h%w)Jlmqpe>LSZK`wgFk3G2FrMn5(che<BADdO6@Y*=1&=Uc+j
zJ8F^Rs_5$|A6trg6VGazo>-xU#Q?sHyKsJBIOb1|L^__@mD*)o7DK(M8qN4c*!94#
zm9v^KUA)>bPsPb+vOrDz#M0G+-J#G`-lTD=IhwN$)t~1cpf7sV#SNFFGP=D3Pkn$U
zFV+Q=6Bfodf+EYztDCAP`MKOz4=LoV?{(&K=H0}R?Q&M&^2EAD)Fw!O_zWl6Y((j!
z+qwB>137i8>|b+fHG4JNSDj1jp^Xh}Icqw5U9!<m&k&7rJHXbXM{aiH$ci)TyGcw6
zY(`SAXylqJ1T)&vSB=&&xSf(^O9{LCo{9t$rRkVC8<D>&^Lkyr>SFb1X08(N%3t2d
zNXREDch*x2<xJ2e-t1I!ZOb2@xN4L@u{-^&tA0bV!+eRk<mdvS$FWPzirVb+b177J
zTv*F^wCoA}sq=lF;*1sYwZMJfFy2}1((GHqY8{~Em&4Wkm$(D2byXUdY@Az;@m*o%
zZ9Bc}VOqWtVB=A!5Hs&3gsu}y9rwZQDJ({AjW6dZPitiV7NJUPIoVAYmZPM|bMp;H
zl1f8I+zP`C^Zq&`YBI5Jybf8Oo++pHNxntLU==vl#b;=_QWLmp9~2*|mdn${W4e=3
zJFrdR6i>Y8_zm6U{VU*)aP+jP@-mN-`1xh@cQ2w{W*T3o_XTca4~pJhKJM5R`u}Io
z%5dCrBH{I8%B(8RwfY<U5)3JZ^cSX5#)RLHVjh_W-eVFrrd^8cY7szLq)m^-htp6{
z1bwEwr$=5N61ZhSHEyb^xJ_WXAIK2Cqh077#=yY&jBz0?*<1kc|NTj;M4$`V;Mm$p
zZ5{Mr;Fh_wzxsI<dS31p(stJZ&VN#S?%!eH4QRV2*I(%3r?Rvvs@t!^5+ZbI3tQ}<
zCuoIP5lD7+QaMpLu7pN0l-T+)%y{^=(Mj^5xR$><(SExyz%QjoBk;MPjFtW$M#Fxx
zHiyVqX?sNiN@~bBHRMxs6g50i-_^o>nk(a=U+<@>M^U~KW3jX@N7348qWT%SjCgfk
z6^UI}1s8#j?BpMW3ZJmqkv`-S)yn(f6u4HB6`-*A;IWz?-S6&70#3Fa?jV;-@^t5E
zW|<hWV5z}xFkD?-rRI!df>(b2Katb=^(i*0od!oiWnVmnSWdl+&?XPx^*3?boWVBf
zJwN@bAmHhAVij?S@I~Fii!-w~F`Vs;hJP>g@zdUXMf8YrN}m%`%JD;D<)gr`Wf0lP
z1BSPIG0tr>p~CN&t^{t}ENT0ipxtj(KV`vWrW3fd?bK+opGieG&G?1ID*!8$b0F-Q
zQJFcLdn@SYPkSYvcO=b$D$*pIrB?kl(KTPk>&qI4Px#cy_or#TKQ$%%dY5}>z53SL
zD{@Te+kG>3d#U1+N4k4-IH|KOd`TGz5oV7yqs0!@uJXi_Vy<p5PmS177ItZ1#LV{|
zTq<LiJuSl}5&n{BDyUo{X*=OVet6Wf@Nl+ks&Sis$rCT%fK|DcoNr8;(oXmlU#3Z>
zy{mK6Qli$^^H#BKWkJR(PD!q#DsLh=Z?<aO8mK$bp-~SGQ-xR5-y9#CM@6=Kn)me9
z9&QTJ`6h{9K1?1DZ)2O54|9*bwY>5)>a|w33o8V_C2ZH_yJFSWXvJp;@Mn}CiP@Jq
z=doYCV=Z|}_>enp_Mg1ZlVkRJR6Ws|HMMw)_TvP|7W)5&jsz9%C8}SjQZjUFQ0n-`
z&n}F9sFYD<HxTgJy^7X8>MBD_%WA6yA&&d0bLgfPc^ivuwMlh^UX{3N#{K|cW}G(u
zg#1FOYU2+{jN^#B6rUEHUDjooX`OBsbZ3||(zDTz3yx2Fy_9A%p6GDs;%8*^SUcp(
z<xzahRRuLK-8ObS)?VkUYtSy|1HKTF%6wtS)+j<_pWDaFT{^b0wKy}L=R4e8`@NY#
zsv7TEcyJ+hVt~E0@5WEQPnbdi9&)rx8bw&bGbzy!5zLc~(@C1~-qGe{AB5HnmfsRq
zydZLS<MTO$SOj6L#8kaiZ09-gp4dFAhb5jkU1;^SXPsLpZ+gIRD3WXxc&=Hv*Ya;Y
znoix9qN0ZGw3S=o^tG)N#d(6s6BVhxO(&&%dOcCy9l2|aHupQ2Ggr4739&icYDQmG
zBh~+Li5?_c%|G=;A_CVUq=B<4WPZoC=<|_vDuZ(BiwzxzsU7-@k&qWd`)Y`)uE!ob
z#iDY=Vyl~%C>wNFbwumu|Dl{3_;VK%H+z!uG%C7p@AcDq<hnGqe<9mWPhr@2VJBz3
z`UcMCt6@;V3@lMd6t<RWrdkpb90+3EFUP8^Of~JjnAP$|Zy}3^E%q@5`~r#X6hCrl
zoZkAwu=-6cQ+*Ck4NtR>Xd^1IY7~_zHK?6sr5aWEX=pu8E$Pw^=E=f$eZm5kEm?jm
z)Zu&z)8hxPwy%uZ(S0W~Xf?aVe1V&Cv}3sET+0Au9Wg=ewzSVlwvf}W*VgY#Ca(PP
zZZ?)`GcHNPZx6g#Kd~!d8+fNnnmw!C{#9E0sLS~{nUyw^-t9hPjLh*gD)G35AM`9(
zvp#P}HUBj486I+>kIGo1@>7<K5v*wJcwz{jR&Pv7u9^Q&2$K7l&Jh(_SA#A}IE^E1
z!v`K+mwCm+aP9Akh3>3eeOJ*+hs8PbmHpAF_@4_G$OT%)ui7C;D<;fWH-z&Kg)gru
z<rY@J8vX4BWz{v2`W4Ffm)d90N~fRFW)2}L!iwQT;db)^c1GXjDYXc-<9DByfm!4q
z^YGuf>|cBw%2!U32ZYg$uDcLywh^CV_$GYjFC*^9ss=0=dh&(kd-5exnk93;A)vsa
zO)dCs=x$Z4J@iu@5H3D7$6Q+~FiDPkjLME-resE6vB)VMmEWML|NVQFv5BQv_@}#|
zSs-Cjrk0og;dVAXvf57m);Or<LNFn*8RgV3T2_f0F5D&$rzv&i7T6eGsV&-W-i|SC
zvu0jdnhqr4ocJn|P*kw|v8Y4T)XDxtK_4#PW^Z!on&9qP*%OHt@Nxub+x)tJmhjB(
zZ`l11b>*CwxTbYvfBH$y>(;;a=7M3=Hjdrdx~V}EZ|IceMf~uAj&*eOG<_EhvY2>8
zQ~6_U3MGWJvK9Kn3}6GMD3^S40?Jh<?gs>uR7v?Ubd~-*cPFp;&TqNlGjdl<dushT
zN9-8rXKzv_+MierwaZp;@FU}XNvZKtA1~3uDjJ669=w@hOA~a2lkP~EkJhL&W?+jW
zs~p;APq=P@+FIC3a~{5rPs<@5;CGc>&O3g~1XCU3l$2%!k;DFs#*dZ#e`cDXu07P#
zAz`^G%b$IYopp+wnh^U!iGR|*;UozhXWm6Cs<u`P#0UMTT2r(j!?~*TqRdw>)gLkZ
zD9cvdcwi`+%fYa;Qg68)Vj|smUHXr_4cuwoMtq-RKTndo*8J{LsmVUs8n>Bp<WoMB
zMZEFg+_P?M@I4H(GMC<gPpmpW!%)BUWN20XvpO-l7eA>YYy?Js-=2|*nyfqhGv^L1
zZGFGsGh&ZUlDSMbu3FioN4O|9I|hq?6@Q{min}M+qeqSN1-LDT^Gy>5+UZ#C!1I&o
zA~_4XQD0Ire20oZ=)&|~zzHMn_msqDKhnBB+ha462cA7{vA@$`Hq$xrh8)!tz+J;>
z8FMLEO|s4G$)&=`?hx%u?dgA{t(tp`+t1d|ciH<FJo_$+AyMAMMzI&kKGT+Hm#LEV
z_v=iO>SPM9p252xOuN*)ZdZyLHnUZ==~?bCo2M#gXUI@Ky*dsnbK)-761?49D>nTL
z-e~LElTwO)w6-%H4=%AWILo3}mi>~bO?fZByq?9gI)5Y4?TMGHYxk|rxYqrWeC2tL
zS(wdWmjmzu<+yWmb9rxjm7PxS)Ylfs^i7vkko&y3bTf{PV-cOmaUe}9X@BZ_YXEN5
z>S31SoNl}B84pY-SM7%Uu8HY1@;+!ei%iVbNIzx=Gn&rB(y3=rn2OfV{CvwKlXc~Z
z8-e-hIf2j{uCk}r^Xn+G|LW*VnTY=D$rvt-gQR+ajc=FIS;-cfUB{={8uxeBCsk7T
z0)xZSs0g;UC2tkJMy#NM+03IyD8lhMn~5<223pxykH>ut)m8;1^V3w>-3DI@PaLW<
z4D#Q;k2E^ay5kaz@e7QE0q(2*`PIsO#q5uiJC{j1FEOkbDNzmT(Z=ry>Mtq#NqY{8
zwiNMPD~BG@QG$Lmji`*-*AoUa=$swbizmkb(rsxa{zXA8r02Ku$Y~+iTwW_y+byuv
z&#X*?coFi8J~|o>XS3(pIcceGkeKeqXXdNECCSjre`X{9xO!JOWq&f<i~y^Bt~Yv9
z@0w=KpMYh=sbnL*F`vl!ahsjXCzhqwpVfos<*A53$!4n(E-674xvmd~RAN(|I`MwV
zyVv3`%l7rtZXA9mY4L_d&y(_G>k&0Rdv9u|21}-|z8n)L58|-Cp%i_Jd6;P?K(by>
zx23`zV_`r#`le+c-X_UKqQbaSU&0@3XV$imL=uquFpD>THG3pgG^G-1J@ojxPbOiN
zD+Asje65r(aCmV;#_eQ9U7k=GNk!wK-)F5megoL$U@FDV^}^ina*~Oo#9Gn3Yec5M
z?5$TD63m`>yqCFMxck+TB@t()ZTqNJpy!C+2HAJEHy^@o5RJd4qdW|Hn>|c*PMrUi
z4=>wDRC~H5pDxyZt@^%gEthJ@+f7tBzSLfjKZo=};;&o?xi)7KTHFtz;;-_HDZ#|-
zjBnfP-f@)taBraFl;m7tV*IwpTG3wJ0#+tDg|A?Ms2qWie|JnCd1&&i(deIZp_&Yr
zDn_~Jh|3)9ee~%YmvhSq_I)^Zw?S>O4Zmks(e<FgvF$iKG3@#AeS@?m`s$$^>Z(YN
z09gDGhs}49wK&bzD{T>1D)E6TBSiipDU7<5s{*nw0$()QQzpdwH_ZY5ne@8XKCs(r
zswEcpEka$KVV^8JM3YBoiq&$)kIAsi!aVA=GsCHiVj;HJK)Zai&}Q2N<E0=4TtsBb
zf<Rh6e>;V=xu(&I^kQ+(NmZ}O%@B7Ep>;^7e{PiA*w9ib+<IL)f^9f(p(wv)*)SeI
zoh<6fsC{DDpiL1%E{bAQ6WkfpjT&tTo(H#B;jW<W7-?CH1bP8j*C9}xuk`IVTW1It
zyU{av!VEG|8-=Au#!z92jLuWqCg|;<?{@R{l0+<_ooH`jzjGFobiQdLRqofBifvLE
zjFo&>)q7=Z!hib0wQ`4?M;OxH((iep6K9yM(wU<L=99;G?oXYz>SkMZV5kzgbEZVf
zK+9Z-Mb8)e+9p$;^kD=e!=iO$kbtbY)m!RW4mByWx>tIiAXaJc24ffW3pGqI=Yu-3
zKMLrX!)E%AU%z_Z35z)nOBZoojcP-tRV}<&OC$ohQ|-X|+iZ(GX;Fv8m86uev-;B!
zg|PU;YmvM%&pd_Fr`AGw|HUqdmh`K8<mm@43!kw1Jsn3mAFJ-NfdtE0R(+XGoh5LS
zuOLX=>MNBfwifeqFpTk#<UQRK97c#{u@HV+1sIQHv*CsyX$;Y>!df7uRRtH0rq7a)
zQsd@e_-csug$*Y+Nt`W1YpjXT1{Z3GnI~5WPd#gU_~NxR|0%nYwr4u^ac?Tj+pWE)
zwr6$ggL+<#uEr~9xRJOC?!Jg8oxP7Y#jO7lQ#9!cY!O=*!8tBmxt6eGA5g<5O72nt
zc7ufEo6Gk9OjYuGVw{tns+H_(JeCto6JkpJp`CJu*o{ucM#L~fsLN!QPmbn0-djk(
ze%ErHe*N~|k+~Tmy{HD(d6#&t1$18lRq1rhbfV00%+ZOeoI@=_Yt7aYQzsf^nu`*%
zTHB-wzwZCoi&7a9c~EDDlRhh{_Vm4^kk&}Y-!|S;8$@Gbc{YOIhW&jR=nwc_QY-nb
zRxw%3Ibk-LPB2q=D4GctR(@p-bw{w7H<Fs{XlqGU=)mn1<k0O9EqBCEBZa*s>9UD(
zH+#RC8q12~*Q%F0QkH~sGQx#6nZxaSXhl`0t}MwW#%&Mi+JE<Av}8C4a(Dklh-S2A
zzc!|lm)Sf=0~>^G^VVgYF;6g)?PA^9ReWn5ZCTob1C>VXlZuwKla(p2&(skyXB~8V
z+2g+l!Ej+N;82+lnF!#nr<R}Xd_ysF0wGiAm5t$V7m?ZLFf`dKp}p>Y9brg68ucKt
zz{9Xet^T<hJb>dGQ##4gBE37%I8NFFA5a;98?LZeyl^K+uMS~Ty}%e$2L9SYi0P1a
z2O`tCHc`UvRe5vRX`bIvKvfR1(gduXztjhWC!+eSKoFtwWpzfADS$zu9bserMoLgQ
zP`LSZ)yN)}33P~mA?eJ=<~<v%N7f#&EoCs>Ccn)G7=}C8@N5UuVMW;y+SA%Q5MB3h
z>GVcBaQRO{X*e90Y=%~Vu@Y$xGz73}2;ydrA;!*XguI1A;OW2izYbT0hwyC;AyUL7
z(M7;8vZ_Cq<If=te~-b`g}p?Gui80;#;?S~sq&mjh|+}Lv*-Ay3R<s?2&L%tr=a<b
zYfdw$Q_2B{$d!X>q7*r@rBdm>jG#k5k<DwbaetBuWU~E;Mkqe9VxtIx$F^Zc9Q`sA
z8p246oN$`+pK_$4E3xgaZz1nn>qDGM7<)wgV;sG<&I;L+qAnT(0{c;82DNi*kYbon
zaq;fw<XAGRIf(moLsUg&>m~LB7E8KAtC*IP58t3XT(EXom+odLBz<%&aT;4fh+B=r
zvLhtba_TAk==|4S=TNp<N$4x)>1T%Q1pU0yYK5RGj<9Tni5dWer+vL<YtU{9x!tcP
zrTH=iRr?i|9E;aw0Lj(4Uh`)Mf>>hiXX~)__<gvQYjKSKk^G7X_HuFBNJ~W&7T!{j
z@Y(f5GwE@%<a2JPjm{n&x$iBPQw?<Gf2IHq+#R@&huJ1Zj)M(J(s73XOGl;`kyN?6
z%3ZF|mLI5I#j!+Erz^6%v~XqB04vPW?^Gxw$os<RTY`vXy9}bqVR>n_IrR{N+#Er=
zf(RK|2HvIu&fJc1-AGAW6Ll2xU1yp92p&CTG?uh3iYT3|sT<JGJ1kJ@ia&g74|nb0
zxXex$`eHxuWA^^80T8y@4_M_rA(%WLEP>kytc8rcG&JwA{S%(SXVBUWbUTub&E)gd
zRXDl~mi!^$c;?M|B50D32u6314!U8N5&70So23gaOj$7^clw;8jw<x=Ub$_w#2W;K
z^-rQ?@CiXPJ416Y1ebJehNe9;bJ6-R@*FMC^7Bp6!ruITH->OS+UJ?9rLpQ*&E~KB
zkG5;A^p=eYQ)Yu_zC83s5)AhR6O;Mu*4@U00$>Q?U%n4Aw-Fe8F`G0xA?Yb%9M{e_
zw7NY@;eb%>QA}tra~~R}V{{6-h0Y2_2dCze+&1rV!yIc73rRJ2wjUi=6II`d35M(_
z+)nZX=&wL_d92p2en9~ADDnti!_<JHE%$|wz>hbjyeG>uoJ7Y|MrV^+h(yB#JVEW@
z)b70tx+=-#-}?`5OqZovxfWP$#{J{_J^97qSMT^5tyFLLWVEx2hrv120gQdey2#U&
znzqVo^ySyKQ08L~dVZd*(tLnu;Mrb!*ktYMBNK=E>mr8+T^gS7kChx~oAIB)rNmgJ
z;ImZ(Ew{5Lbi(8bQB5m)jXc3IuenRdHzQ_5Ouf+@1iSQkoK<QEvD}SE!4XYEl+nM8
z@d4BnqfX#c(@9XgJ*61r2+>@ntA%_%p}<MTlCrq?!l&f@dE~?l6UaE`R$r*VcEzEq
z%L!B1>*b}qkWLIDjwIR|M4iy;n!KMH^z;01E@pBdQ2c~)`P)_+S(^@4I{dG5&HgLN
zL1%PcJ*du6@g!IAKl4iFwMSah5<&XJ0j=jN)`hoxoK_$Ihk#u>UdbbkrFSWerHHQ@
z1>{6ZMx#~enxH~eb87*_BM$^s&CRl`1-+Q0RsB&POrgzwbB!@B)7XlJ^68W+UoCGr
zdf=4$=r5o~`lk}B;o$n+!B<<5;nJvjix8)dnVceRI&n_2Hm~26>w#DjWvi3+gZjN_
z)(ZP;T(t#KipBr?&q9N=;Z)8eZsZOmstfZQO{oHhWD3|!<p98Z0$RDubMz`!FA+!-
znco5+E>AbgV)+A^BD;ZivwR|i1tW6Tisr{d+6t^2Jy=>riANzXsJ|RcQJBwpklOZM
zjtJ1L9A>_Oei6?NTT7<183;Luu-B3-FS5+We6}Ul-vgW`2ZzrcqJN`_X^DdVLpvW|
zzW?Vh|JNA?x2-!aM<my`ug<WWbgB0*^56NG&;!!986ea^GWSOki3jUI9MteQmqVV0
z5YW1ag#Qqkd{l|Hx^gr>I~Aw<RN?P9Ve^v_%x4~QK6sG5b%mG^8Gs1f1i=stbUHt$
z?H+<9W7I?0o+b<`H#&d2QYu|K>iI#;?w5cVFY*~Y{wb?7A46B9rk-;bY`#7t=zub3
zHXii9OrHd6{{D`yMYcU$fiaUsrmV;6L3m(xz@eQCFChMYb>6)%ZO9uV8PGjxL`Dp8
z-E)Yfvg1*93LbIlbs$OA^u^|(yHm?cEg%41HiivA9YhzR@BQCU?iYvF5C_`<Zlz>c
zRgnSz@YAhPFQ;tymktDu@rF}w=gw2E#w7xl^IdUFWkD?xm3w6Z|NSoDlTQAh?*kzU
zXF$pObPEi#$GSu$-Xy*j)G&9GA;^lUVNUUImB#XXs)A327#PJYIgwSAj)g;*`MB?H
zFE2w@^7ltwY5uN2Y%uZcz=6Jmglpr{yb!-4D0#kn7;W7$g_op%48p!ccBx!eVZ8ny
z^J2F;qs)bC@sAHdG$*TzS`88@s|9FP2dKXk`4og^hC^3ZnK4r@Q}&GcEbzty2?p=3
zoxN>%8jpzOSboF*@=llfaqIl}72@wbHe_;fT1kc+dvt;>D!@|23v8`<193Lkkvrgz
z@(^`|7)zrpF^)Z1k*iwGw1aRWCjUHw2c=!xGi7hkE9$^gbuBqCy#`{sWiG4gk0Z@F
zzXmwew9kxGx_7Q8$t_p)Fe`YM^;Eh$*&OcgbYLNj=?QrSX)ycGSW?xUwdwDg^bY-;
z>Dp)h=MzestAC6h6A-WRM5BIyWP*_RF)B#p+5JiBaqTE6Sqz7wg3Xg!@RQB}%qw|>
zqvfz-4Mm7-*O?BgmwoXz4`4BBwyPF?L}DSPl4og6*=cs6nv;VwNQC{567`KW{7Jv^
zr~~x!7lc&?q*#*uMNnDuLK&0-9sLECDF7ujjl3RP^=jJ()!VscAC)#(bVA)?x2al0
ziamonOAQC4pN;^b!lg8?yKuO81eE^CWs-HXO;b*p?EML-n8g$NtWN`I=XR0igu*4D
znRTFEYj=ekz>NQ<%BdjGAHI=9_<GlRGCpa5W1iM~p+M!4MRN;^=$6M&Qb)2H+*N*j
zfH23bWkJ!|hq<b??FQI1RF3{23u0rMK>`ayxRx|WUX&);Sv|jkEFHFsvB4HbR>#WW
z5m@@#Wgyq@>1Sv(WkXGjKZFW~0z<1T8|Zhi@W48blEo3&^oJ^cQUNIB4NxlFBWYz{
z!+b_y`5SEA*x6*z-H1%PRzrP(KUZ?JlkR{>vDdHmb|_EpL+|;<`x7X`0nRC^ZupO&
zq)0}NZ<H5&nG{$k7cFURr0DzoW_U04Xg~X^veF3m&{P+q8+J7f5tbDg@wNDNZG(Er
z{2}82S9BTU?#Ge%rXsH=kv|`Wt621q>=-i317`Kz2b~444H5qB4AY!cl)|p<I%_Xa
ztX9keuj+g?51llVxtX`T1qb1td>2|^W9sCx`L{+~F|x(t7k8~O>S}IHC=|MVk05BL
zoN*g9pOcB<D^VmO(>FwCA)dV@G(t@|Z^S%Mbj^b>;)@SW(n|wSwYempBeB~mK9Bd2
z2tC<5UQZN{G&H;N9^J?DNs>Q*mmm49r4hd4S#ihVe*3?Z3dIv}e_CiymJxfrKcTSU
zuq!RQht%S)1dLwH7`Lg&8PG_MkZneOMBwIpr<h5$gU+2^u5Fn~j94<L(78HyFm-B}
z38Td?c@^`QW?-n+;rh9Bk=<kJbf#UI!gMxDdG2w7-wK=0OGzbN5k@6ldyv$$(%<KG
zn?R^!Nqc=>oRH*hclLhJoRj`wSb;nEGj(7u>wABM@ATL{)`ck20Yq-YQOvV708;S@
z*wG)5BH3uM=DU|?GW(!3-9W83=2#wYU?64AzB(dWjU_}L;Ono6+!Y1li@sj>b)n=F
z`1~#)Sc&1G2>;6REi-Y%)7M@v5%IK@)b%JQ|L=8Q2L>&p94r5Xra|QS1H6B+ND1PD
z!W$X>InOE|F#-}Xj7i`mI3u6VK&qu=1XkdAVOZPAD-;b=!8WV0cDqJEzxGslxLVF~
zVs_vf*nZOGeK4A#BK*u(72(lMK!IQ9>N2Q8jMU}HX{ukg;mY%1<Pt7#77Grxt^Y(A
zQhh5Q9f9Gx9%R+b-?D7fpY1DrEzWC{!r^PVKuwX>_4@_+W3X0X1M6UTnQAk7jU_|c
zY_><Qkqg~%T9SVF<CT*36@bX(;AD^})E*G#FA&y#9)K8p=U`Xxht2cBQKU@qpk_$j
zVT<?;H-`^mPNOITN6hI&m7Reb^>{*TXiXE2&Wfl(a(kv95w5mHr^kC*aSbO$V;|3{
zkt&hoKO(a1gnLS)KZhmbMWz5Z4Q^qb)%%ox>`BucZLiOtGt&N5+D*YkZP>*D=mPt)
zWrmK~sTx=yQ&}MW;HstGUG8dQxnI9RfNT*&a)sLIo6ZyS@I2x~J6e%X2BpHYatz51
z#rPBOP*j{${RY2JasAIB)y08Js)lT@92HmF&T7zMqZJx(<e$~cMJi4v89ftu_H@fJ
zfz<M&25;<bO3@A1HW7zGaZ9GD#Qh42>Sk*O%938j>CDd}<jz+Hxya2^drHP6`iw0p
zV_;81LPKjXU@M)C9i#%8GXZW=EV_T?3nM?<7^o*Ki)duL7OqLJ6t=b~Zc@Vegcn;h
z^H7d&_zcEtyD}VdbT#!}l%-(0E_{BEYDQU4fxFfWRUFHMq$_3e{E?60JCbiOW?{<i
zzu^kEog`A;UZUOlb8i-TG4+yy2JCK^LdGC1vXRL@_Ti64L@a2%9u$0(JvOvvK5K>A
z@ANyg#PPO;rjOLGlF{)d*l6Nox{n#&lb*QBM+67jOkP$bBSE8T3f=lG#qRr7lLQsd
zoX?dvOGniu*Qk%&^v%QE3!!ATn18v(^C6zOT$AC?@Q(ltw@`eF2+@G5X?JXk@ZvdZ
z!B}$41me^5u(k?V6LHMHikZn@W6!Epf5d}-FiSl}?DKV}m#^>!+s(X|qTomZlpKo*
zQ}o=ocA{hPFQRsw{PJKlV_tLcq>pm7XjB?Wf-C1`OlxoKg%M}n|5jgW3KQg9YQ*i>
zl6*ZsmpbtGJ-+BHR56<oG$RfU*5vitqXVIpJ>U!zml?0zqo2phdu|BN=pOfS!0;eG
zL&Kpk97$el2M?d|gV#b2u=xtGgM3<U3$AQ$EJ3~q)EPvL55xQW^41Z`pwMQr!W%At
ze(sP{P%ybaq%Z@1K8xmyJk5V8VO;T}Xv||K1@8`-3GQ&iWS6Ufq=r)DK~xFrRLut=
z6>YyB??T%n$?l77H+Sz2Ld?&&1Hswpj%*VjK{M#9Co>BDc(@$4QWEcHsF9VzuE!FR
zmzwPWTpN9#_2|>pl2v$s;$I;t6VO}PgVnm3i#<^J+-$qoy9G(H1@}Qc-J{{lubb5`
zTe;SDSv%z()R$IKAmr|r2Uc?U%KehYnmvHs2!|fRKB)i04Ab|wa(_df7T?NY_`EIj
zgv3P0r~fBL`Qr4(gQMNoGF#9Inl8_i_k$M2)qnVElD)x!z~1Nn%#M@p%RfI|prB&g
z9sw|Q<ablVOzvf`BPeS`b)s@@c1gy%iOVmk%E}7ZE3UrU1dm2^+&aAdDvme7p-C3+
z`Rh8j{6CuvvfuAZ?p{agr5Pw6VI518?MZwkYy<TpuK4of6q6{skPGv!@M{v$*nFQ*
z=eR?Bp5-0}iuU)9SQJ}ppehRP=Gb@#HDj|+A2_<#D<Nc~DGHiuy{u5Fty?rB9$D9q
z@PEV$tyz^rljpn0yu?|g>Xd<(q@chOK=&|{Bo~B>+%kbRvk^$+O(?l43D3o&E2YC{
z+&f|8PK=ksl>A%SjY>v{=ym|Mci2Y&s@%u}7Wq1+lB2^tmYp?G=!uou4-`6r;_i1;
zCPj>lqEq$et8Ox=(Zc0Sb8lWKh4z{AqS@;F7DSA_aV-z2MJlf)!z9lFhr9n{UDSL%
zP$LCgaM>7VGz7i08NBj4Tu;S&<LQ+bLlnpYuh2cY_MkwR;px)wfVUJxfp;BT`G=(%
z5(n}3Hh2_U4xsmFadZR^wnSG5Jz>tStXlh1t8?o>D>3nMdMKpY$7J6y9eLSN#`oWw
z0k_|AecD1GNpGEzoWF(EYiZ_OF|6M!h8BE!N9lyzs<nXD%EnsYYtyb(PST!Tc!Mx6
zo2`BIl28A;4NH|aD6Q3s^}s&cTX~LEK4t9bYSp7yG?!7QJj&070Go>*b$+nK5uCQ$
zC`Ly!%{j0hGDTGX?f3Uk6e7bdm<%$?LiI)*vG<a&7mrpnH=K>WU-e<dZ8Po~dyj)t
z8`IR!=TaV$oWBXvyK@aF*yD!X;nSRjtzvgWFHH_aFqYOX1-7YGkCTP+rEM}$5k8_1
zJ2n0e-luq>(VARNZ_#O7;4cbu$5rp94`*~c^T&O{v$10a=c2DxZRGIzkv^(=u==qf
zDe7^rZ;V(TtAXhT7w7A8K~*L;hA*k;>E|^|FI`nGOo{~@F`qcWSb9}W`Ibm{%@`zc
z#$6%RU%bL1OQoxayX0hOxtqTk|7Enk#MGf$^Fo{J??=pU`DW$N$vtB$zo<?gC=H$G
zp5239FAiOK=JZ!jhx<^JQqxJC)U{>d<#4*aD{1;!a=&nMiX9wN9vXW`TXIWtk>_Jc
z7s!^5<Sm(fQe1w2qEK_^ym@L)#5PHIyzWNDNg;H{@49mu59k}q+MnduOx1tzyE4j8
zjfnUxnM@m7UNcs8c1Hre{;tTjJEPy3g?os`wDT>&SA#(sOYNAuC3j0FM=;ys?9&($
z)37#w%G0;GwZ_C0ysDpfUy+=uu1$$)PAe8fd#md0^!Vpcw?qe*<Xc+Au<P`W{dknA
z=E+o^?dSO<d2?lJUXUgDnHH(CD6_hvXcX<~lhsk)e^=)}-@wWLdz;<~M22pSjwg1g
zcK!(Fuec+cKfP*!u0qmikszY(e2-xVUp<CIGV@2SrF-W3bUYEMU=>y)=ji0Vz;(l@
zWrO9~v&ZRQe>;?Lq4?6}Tkk7EL!R!WJY_FmL`_iYg(-fD3Z@&vXg<+5v=zOTIrd!k
zVmJ|ObWC%QWYdX;48`<YfoZ<gPjt)l#*Kb(rEKByqwD-DI7<aXJgg$S+6PYZ6x4PI
z$C&-$a?h1&{6Hkb-JZ`;KUQd_lXG`)B=vgI{)D;e=N}!ALQBqc#=ze>{Bb_h6;dkg
z1XGq0_LeVfL>L7ohW-Bid8Uy-Oj2(H?BHnc?HQar<xs4I%RNe~N%$lh^wS))eH1S2
z^rnMDAwkbO=`r7eM0B2VM0_%s@2Al)J;DVFtNG}t7+ZStycJ8T-Y<`z<MHj6c7{eI
zuYhXCG7=XreXtZ9$voAY#cFSAexqQ<g5HXda*S^4&1&MV^3#w0EIu`mU}9-cMfZxG
z@O(v3S3gs_LzIU~SPxB(*Jp<YM@wnyOYYoEmjfs(ivt%qf*p)C97#V!a>cIE6|x43
znGX)2Cz=!p54w|<2k$$k8UK>L&SoKg;Wl}#DnmCR!;y3wx&eQ}H+t!<2~*xd5?5U7
z*+s24R4$P{WBa=b&rNOi%~9r-ES=3LT#}SrPTpJ97<P?27a2SKyNB%J;SH2ga(err
zKsC5MwNqYL6Ueik|7M)ztC8cS;LBt;7iTZH>i97%gCn!uS(JJE-&V#H%`tL7ogeY;
zSKM&4{L;2dE5ok@?5C#gocylnY&wdxsigCzZ%rPvqR{!PAryoZiAo(BsHiiiryhm7
z->0`vIzJd@79F~|OG6RyRv=^YU89P7eDZ(*tz~kZYb<IGu_82!;4P+blRZvmMLP*}
zKVN?$VF)&|wNaKa8u2Q4GP(VV{JQL-yloe!W%BuLK2tNMiy{IA`BAY~TKZ{Us>N~&
zyPe;o))f<C5?P^dMk^`Yc6l~w9?HlbBFymPQ}#bh0UMzbW}cC#R;5wlm`U|0|Kz<Q
z{gXVd{b6Twcat6N4)QQ7A4qGNdT1os!4d)KhlU?>e6Q4Y75`zeURNkNBKaw|i?cIq
zYdR27N~ducb(FkhcK%(oSqx50DkqvVuT}EFg<S=<YTa_-7|V~i@rZ(R4Jijp;G-4k
zQ<vglF?S6b8k;1D5TUi?aA^{8^Mq!l1#UZMr`g~OA@NTB)Jz%W)K$K|E!b1H9G#if
zbGz8h{qf_Vi@sm$N;C(CxmYa8jH&V?pNNL5B-W$OlD%OCS;FsrMYE~7H!0#k^(nEP
zuYUeXRovX=*^5<qt9NWH6Gkw~Lu$;rFJkRSmDpCRMqT*kogfgbCR!(L1QtksCTOB|
zQwt)(NVh!7B|Ujwvf~F$<r&l!)e|SJM3??;hPH6fTbRI(zY^R6C#%eX_tBJgU>FNP
z=@$8K9<GP{^ZgXdV6W54b!*|z_e(z;^;^fTz@lL)jL1)8^-`b!P|Ml7H^~zsOGy>3
z(3_pgj|JPu0Te7(8-DSLhGh}<HM%A}&Ok?nj!2JhyI6Jmg0KZ=rc8=PjYDB*r;@S<
zTZ!7^PyV<L%@p~q#@x8GZR#XZ*_FJ6!?+FYy|^wY5;5B{h(uo*!@4GJfi94QIII4o
zxzVcDTg4kmlHZwb^$$Ng{c9exPpo@m@Gk=O;6`%|vfp@~f9u4Q*C*`LQEAR^R7vb{
zk+}7;r!9P|{-&)10`ORRrK5PUy<e8<y*s7)ui3cED_W2s5wQ*lRC35t81DLzX3S5u
zw?DRXr?{VwmYUXy*>s3&cva<oN`JGQ!-v5?-H-e|y$IG!(hhettE*y7<_)z|txjvM
z#>AAriWS!{s=T0MNR^@X6M3=sE!f?q(51kGvfr#B>k{Uhz22lJ)9-S|R8C!Y$#A6c
zif7+Ay>Vgl*=h+~CPf0>eB1f@1p=ItS0>hHI;CP2wJ4MZfNQwMmlTvD6}0GNKGYI&
zMRV+jshU;Vcj3pGjDOL2-@W-?vTubvkG>W!qr*Fi{cl@7Y+sq!1t24Wr?D)Zs)|fY
zq~9V+t>g7F_077=U=xeCk%wZjm2}eF%Jqb0&}QHSKePQQPVe)h--Aw)U;-Ifc*R=o
zpHUT}c)<h}Y1;+#>_qpsdcF{AMJ5#Ied2H!I3xw@t8D8)^7xAxH1~>WgEWRu6gw%9
zwpS-6!as9?z5Q1g$v&1fDM${-Nk^Py!`N^~)@pEcpFvllsz>;op5yL)bAQ^ypvb0`
zd7{h@->(?ca(V?7;Nn<$C~%Q5O|@Cvy(5U|+*@kZUmfV(ou#<^0jdj8<Yl}XYUL^V
zzuG(ZaH#V=jt^zfxUS8P6(u6O3E5b;B-e7Qtt^|StXoM<W{P2=+*LDjX&130W7%pK
zGn3rY95T%)hKj;ai=7d<jA$~*`TW{Cr}OW5&U2pUoM-*d!|(f>@AvEdet%x?0$9py
zH)%+x;q?fKI%l(`N=jBrgnecA*|+V7uxzpK>(~B`p)c-nvvr2c)eENilyNLWysjp&
zujGNw=vl}~iRy04*C)oeVO@0OQat(Sl#qbePAlb`3x{_;Af*-dd1>!ic!O{N;yz&w
z7VSt9=TGG%<eq|Fmv-U$zT+S?bIuj)su*>urod-*^vms9gn@4pE8LdMjGVW%xH`2t
zt3ERAgl$2|Y`%YqxU-_&(DYPfMf#R|yb=Eo@Rax4a)#35<a5Yi`>+xhTdbg{=s0-$
zJiA}PDV&};5%2f1^*&mm;b_Y@(!c~;&!%zk!Z(|3GQ@c#%Sm2AosImD-LZNx#I(NM
zxujHZ`Tdmsm={-YZg#3dAmt}zq<g_G7SuoK*Da{Q8vu(s@UqZT&%oH)-G8^yK72jL
z-EKBfQ|xaLI-I1udORgc9D7h^%Pw7CJ6dDlEky^9L2sJ%#&1v(W}UB0rK#QSdoU4p
zB#$$iNjcTmFC3Z+YQd93l!N3hzI5c&ETWubQ_GQ&xF`y1Se$F3<(-DW7^>`xi_MeO
z-r5&*nSdk?W03MHYp~e;E3`a<ov%KNA+qUCY0$6nmYPehXj5}ZbD1!Dk?H9ZszEnL
z(XI`OMDtu8ZEajK6%GF&UbM}SKT40>qydJ)_xhiW{7{W{!{3GPx6C6h7WA5>v%09_
zO92AQL*_QQ=BrDLr8)<L^cl%AC11L-5sHV-m~wGPnGI#`=MF{)cQq`(p{&9yC5Mqg
z!>_i6Fk_m#<gww3OlsIIC?3Ei-5MYrwi5W&o`6i*Oawa6v-IF1V<-DW1~ax8K=q*|
z^4j4MgW;Gx>evRJ$rRr~SMEUk9d(*@f>%wpNhT3r8#9(2^U2wg(cb~e%e3W^?cG&N
z`V*>OWiWC1;u@EIc{Tb(iihLO#83aaZC_3bP|(|PF89LRKBnFVaR<j^wOMKo=22pn
zTF{nMf+iPO@u8X?iY+@g`eX#vs$kH1GqO37hl3WYN&d`}?dx@l9keYYj%Yp=A88rB
zFry*NX8kfGAo91mqBP0=D1*l)7!hgXD;*BX6w&5*M?JCo8d-HloJ1&8)plB;x61^p
z;WrZ8l}G4ZQ@V*ARMq0{Xf0+5C0IG`a=Of?LHd{;EOC1D{-*@Yu-08-)&Wg?Fl8Mw
z|0~hn670U|Oq}65jW2zFGs9h9Y~4PV7FCUTe*P+MT36r7L^lJxiLGe4Ha<PBbG>zH
zOfv)NV<Opp&s|6P3iGHc-zs7&+CeF0L{g@s=--jJjf2vBWB#1++^ZkOa;Eu>EL`5}
z9obidpIQSZ5{H}oHw^yfRYn7jUTuYrYb1$#=uKu{-yB_p+(N#zRUwcW6LtJV*J5hQ
z%(gfwcB&Z+oV->dEiL6W7#sa|c*pI_LBynieK`};jif@B`pTH*H)-2!5WSc}cRONA
z5U~`ws)TlYrtui2*ERPPOgTc!0lDMDOS@emUMf>iaZMgFXT3=_T!Uc7TKad4z%+N+
z$2mXjrD?}eGR}WLO<gs2L9Z|tNocg&_p+1JHMB^O%wxqmoI(frAQSXfrV?kBryHBG
z=LKp}{i><Q9{OF)UDRzn6GlC=hmcG@i?`3ZeaCIGv-icw+Dp3vwQ|poCN}+c=uVTC
z$J2B+X$EP$s>7mV$Cs#k*3KXHJZyJ0J~L3N7^FJEyUF08NruAES!1CaDf_1J%Bf(>
z^(QF`vXE`$ZlH}*OlEB>TIVl*W*UX$!u)=g;TX(%LCV6bXvow?#@<ninxw|_R&tcu
z2w<cYc&&V_QBSFNbO<F{C==Y`%<!d4FG{K$=GcuJkpk2DR<%oZ^vd4t&1)`4qU`TR
zYgV{?t|Yww;M@E=-4HK|AhBzGiprJ}*W0GZ#klhOBLy8)V+*2+(8scG_eba3yIRw%
zY?xYpPQNk@Od%@!Ssa*YC!m6B0I4BGAXAsDg;)tlK+zyts9*0P&yEI8T0{=r<(A)q
zkWDl<QxB0H1TYxgfLLpYpCLg!Q0QBmfQ`5)Qba6*iB@@>2!yF<cz2J`O5bO42H+Z#
z|7^G0j~|D9I30*lO@{TWhZCGnoPfEqTFAqm1P4m{*GI^ha?`V0$8v3tJ~TkePld5a
zml~i`#*kvPck!k_Lp)(G7$NsHiS39$M*#d>lW<#(k&lX9QT+v*Lc^R53&ps-%<%3n
zqJfn&3HIWYE*L#0u76W1fJg_@1xb8H8m88QS;GP`O;SkgFemsUD82<mmiavnAbyik
z@Wz%0)UmFUC*jFkL<7oY5|pV|$jt1!_Qo>m*URh`s;7KxUKmKS+;kN;9NW`J22|b&
zxXBHGzjP(+cSxLS*TXX;KtM|^dcZu0lSkeL+$iI5%l%pj@kQ6BjIuG(lSyc00mRJi
z4FJl`s~4Fteq{bOO11thotVQr`-Sxq(heute`8-HXoHik8~pA4N#1Rz0Za6`e`)z>
z7?fp3fxkb%o&i~_o7)R@459H(w$GsYLP*+tUu{2fPVm~o=Wc&1-wf_!xYW6h@P`1X
zHmy7qVf9z8202~Mges!Q+rqmWP%4krw?sm-S>5=PN-L?_yt0Q4f2X}Aeo!E|X#Ok6
zUX$``&t&#kq|WOO#*Ui+@?kyS^8jE#<|ZN3Bg+@TJbbHH3=W#>YNvz`@--d}kM><_
zM8u?;Dlt5np{54#X4|8=zE5quwi+5fR89#DD5HV0<tu@W%KS;$aTNfi><#4vw>?iI
zgZaX@A4=C3AUr~3Jf5=Y5d3Te>HyRfi24j5z<??%5fXB8?SYS9!7n(Z@5-XWtjV_$
zH&DnASmhtGrmy<=0UE0_tV>+zwlr-!+Xm?lY`w$wPCLxCVdVIItZXv|R-k2wbDEou
zZ6YJ&JFrwBaVNPFJ5pDNX!SW^Z?V;PQjY6O`Rs%h0|+(8=I5olDB$`D;KY>2Ex?p8
z0Tj0IS<TZOQ=R?+BG@o72YZ4~yR4l8l9J~WV&w-6qw7ca(NgR(&ornJxu32=+jWb}
zn)ki|R>`L9_H(}&;cz6`en#WaGE8+64CRu&jCN<Lg~(iT@Y;(}C8399&Oa${Z`}-)
zp?cZMT^G}nv%a8H-(PhVm<`46!Z*oJhndAsDjOzkwC=@a9?LbmolN6Lkxnxg97n?o
zGT1wAC~EuCrn&!gn0LJFc;7Smn#7IV6(1#DcEW`<R`GH@Rr--6N!l7h`i*PpPJ>77
z?uv&hp&iydFGq4ka0g^;tNF_xZg8NwKm92y0gh;((kW~q3Oz+V2k@t15`1KKtouF~
zf#g;7?sT<ISf6(hg2DKO<4Bj7S(cnaIl>y!HYHdV{3ANCLxE}g9`E<zkNi^y`u_pp
z{g-Pv{{!g0zkcKQI@13lck!>q`*#+vkj`F~zsMsV?h(~|hk~!2F5b=+I}RuQ9RM>G
Ap8x;=

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/analysis/cluster_summary.txt b/modelling/data/abingdon-all/analysis/cluster_summary.txt
new file mode 100644
index 0000000..1c4eda4
--- /dev/null
+++ b/modelling/data/abingdon-all/analysis/cluster_summary.txt
@@ -0,0 +1,286 @@
+
+Species clusters
+================
+
+Cluster 1
+---------
+Single-species cluster containing Snowberry, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around September, a moderate autumn component, moderate summer suppression, and balanced response dynamics. Its defining traits include year wrapping winter presence, atypical winter peak, and moderate autumn component. Compared with the full species set, autumn to winter weight ratio is higher than the whole-set average and trough month is lower than the whole-set average.
+
+Species (1):
+  Snowberry
+
+Dominant model family : winter_presence
+Dominant class        : winter_visitor_with_autumn_arrival_component
+Common traits         : year_wrapping_winter_presence (1, 100%), atypical_winter_peak (1, 100%), moderate_autumn_component (1, 100%), moderate_summer_suppression (1, 100%), low_baseline_presence (1, 100%)
+
+Peak month mean/range : 9.00 (9.00 - 9.00)
+
+Distinguishing numeric features:
+  - autumn_to_winter_weight_ratio (higher, scaled_difference=0.88)
+  - trough_month (lower, scaled_difference=-0.67)
+  - active_month_count_ge_0_10 (lower, scaled_difference=-0.50)
+  - peak_month (higher, scaled_difference=0.50)
+  - fit_score (lower, scaled_difference=-0.07)
+
+Cluster 2
+---------
+Single-species cluster containing Jay, mainly representing resident with summer detectability collapse. Detectability peaks around October and and is lowest around August. The shared pattern includes weak baseline presence, moderate summer suppression, meaningful autumn component, and rapid decline biased response dynamics. Its defining traits include resident detectability pattern, weak baseline presence, and autumn detectability peak. Compared with the full species set, fit score is higher than the whole-set average and target amplitude is lower than the whole-set average.
+
+Species (1):
+  Jay
+
+Dominant model family : resident_detectability
+Dominant class        : resident_with_summer_detectability_collapse
+Common traits         : resident_detectability_pattern (1, 100%), weak_baseline_presence (1, 100%), autumn_detectability_peak (1, 100%), summer_detectability_trough (1, 100%), weak_spring_carryover (1, 100%)
+
+Peak month mean/range : 10.00 (10.00 - 10.00)
+
+Distinguishing numeric features:
+  - fit_score (higher, scaled_difference=0.68)
+  - target_amplitude (lower, scaled_difference=-0.65)
+  - peak_month (higher, scaled_difference=0.61)
+  - year_end_to_winter_weight_ratio (higher, scaled_difference=0.40)
+  - target_mean_value (lower, scaled_difference=-0.39)
+
+Cluster 3
+---------
+Cluster of 28 species, mainly representing resident with summer detectability collapse. Detectability peaks around April and and is lowest around September. The shared pattern includes weak baseline presence, moderate summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, moderate summer suppression, and weak autumn component.
+
+Species (28):
+  Collared Dove
+  House Sparrow
+  Chaffinch
+  Coal Tit
+  Germander Speedwell
+  Common Cleavers
+  Blackcap
+  Skylark
+  Mallard
+  Pied Wagtail
+  Shepherds Purse
+  Daisy
+  Nettle
+  Common Kestrel
+  Long Tailed Tit
+  Buzzard
+  Blackbird
+  Blue Tit
+  Dunnock
+  Canada Goose
+  Song Thrush
+  Greylag Goose
+  Great Tit
+  Pheasant
+  Greenfinch
+  Wren
+  Dandelion
+  Rook
+
+Dominant model family : resident_detectability
+Dominant class        : resident_with_summer_detectability_collapse
+Common traits         : resident_detectability_pattern (28, 100%), moderate_summer_suppression (27, 96%), weak_autumn_component (25, 89%), rapid_decline_biased_response_dynamics (22, 79%), meaningful_year_end_component (20, 71%)
+
+Peak month mean/range : 4.29 (3.00 - 6.00)
+
+Distinguishing numeric features:
+  - fit_score (higher, scaled_difference=0.23)
+  - baseline_to_peak_ratio (lower, scaled_difference=-0.10)
+  - year_end_to_winter_weight_ratio (lower, scaled_difference=-0.10)
+  - target_mean_value (lower, scaled_difference=-0.09)
+  - autumn_to_winter_weight_ratio (lower, scaled_difference=-0.06)
+
+Cluster 4
+---------
+Cluster of 15 species, mainly representing resident with spring persistence and summer suppression. Detectability peaks around February and and is lowest around August. The shared pattern includes strong baseline presence, strong summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, meaningful year end component, and weak autumn component. Compared with the full species set, fit score is higher than the whole-set average.
+
+Species (15):
+  Cormorant
+  Mistle Thrush
+  Robin
+  Mute Swan
+  Herring Gull
+  Black Headed Gull
+  Coot
+  Grey Heron
+  Jackdaw
+  Red Kite
+  Goldfinch
+  Woodpigeon
+  Common Starling
+  Crow
+  Magpie
+
+Dominant model family : resident_detectability
+Dominant class        : resident_with_spring_persistence_and_summer_suppression
+Common traits         : resident_detectability_pattern (15, 100%), meaningful_year_end_component (15, 100%), weak_autumn_component (13, 87%), winter_detectability_peak (12, 80%), strong_pre_summer_retention (12, 80%)
+
+Peak month mean/range : 2.33 (2.00 - 5.00)
+
+Distinguishing numeric features:
+  - fit_score (higher, scaled_difference=0.26)
+  - peak_month (lower, scaled_difference=-0.24)
+  - baseline_to_peak_ratio (higher, scaled_difference=0.21)
+  - target_mean_value (higher, scaled_difference=0.19)
+  - year_end_to_winter_weight_ratio (higher, scaled_difference=0.17)
+
+Cluster 5
+---------
+Cluster of 4 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from June to September, with a mean peak around July, and and an average width of 3.0 months. It is characterised by moderate season and moderate active window. Common high-support traits include summer peak, moderate season, and central peak alignment. Compared with the full species set, season start month is higher than the whole-set average and fit score is lower than the whole-set average.
+
+Species (4):
+  Rosebay Willowherb
+  White Clover
+  Gatekeeper Butterfly
+  Goats Beard
+
+Dominant model family : seasonal_presence
+Dominant class        : moderate_summer_seasonal_presence
+Common traits         : summer_peak (4, 100%), moderate_season (4, 100%), central_peak_alignment (4, 100%), strong_offseason_suppression (3, 75%), moderate_seasonal_window (3, 75%)
+
+Peak month mean/range : 7.05 (6.17 - 8.27)
+Season width mean     : 2.97 months
+
+Distinguishing numeric features:
+  - season_start_month (higher, scaled_difference=0.35)
+  - fit_score (lower, scaled_difference=-0.29)
+  - peak_month (higher, scaled_difference=0.28)
+  - season_width_months (lower, scaled_difference=-0.18)
+  - season_midpoint_month (higher, scaled_difference=0.13)
+
+Cluster 6
+---------
+Cluster of 13 species, mainly representing moderate spring seasonal presence. The fitted active window runs roughly from April to June, with a mean peak around May, and and an average width of 2.6 months. It is characterised by moderate season and sharp active window. Common high-support traits include spring peak, central peak alignment, and strong offseason suppression. Compared with the full species set, fit score is lower than the whole-set average and season end month is lower than the whole-set average.
+
+Species (13):
+  Chiffchaff
+  Garden Warbler
+  Lesser Celandine
+  Cowslip
+  Garlic Mustard
+  Common Vetch
+  Cow Parsley
+  Whitethroat
+  Orange Tip Butterfly
+  Reed Warbler
+  Yellow Flag Iris
+  Bluebell
+  Cuckoo
+
+Dominant model family : seasonal_presence
+Dominant class        : moderate_spring_seasonal_presence
+Common traits         : spring_peak (12, 92%), central_peak_alignment (11, 85%), strong_offseason_suppression (10, 77%), sharp_seasonal_window (8, 62%), moderate_season (8, 62%)
+
+Peak month mean/range : 4.68 (3.12 - 5.49)
+Season width mean     : 2.59 months
+
+Distinguishing numeric features:
+  - fit_score (lower, scaled_difference=-0.28)
+  - season_end_month (lower, scaled_difference=-0.27)
+  - season_width_months (lower, scaled_difference=-0.23)
+  - season_midpoint_month (lower, scaled_difference=-0.20)
+  - season_start_month (lower, scaled_difference=-0.05)
+
+Cluster 7
+---------
+Single-species cluster containing Red Admiral Butterfly, mainly representing extended summer seasonal presence. The fitted active window runs roughly from March to December, with a mean peak around August, and and an average width of 8.8 months. It is characterised by very broad season and moderate active window. Its defining traits include summer peak, very broad season, and moderate seasonal window. Compared with the full species set, season width months is higher than the whole-set average and peak month is higher than the whole-set average.
+
+Species (1):
+  Red Admiral Butterfly
+
+Dominant model family : seasonal_presence
+Dominant class        : extended_summer_seasonal_presence
+Common traits         : summer_peak (1, 100%), very_broad_season (1, 100%), moderate_seasonal_window (1, 100%), moderate_post_peak_decline (1, 100%), moderate_offseason_suppression (1, 100%)
+
+Peak month mean/range : 7.62 (7.62 - 7.62)
+Season width mean     : 8.78 months
+
+Distinguishing numeric features:
+  - season_width_months (higher, scaled_difference=0.55)
+  - peak_month (higher, scaled_difference=0.34)
+  - season_end_month (higher, scaled_difference=0.34)
+  - season_start_month (lower, scaled_difference=-0.24)
+  - fit_score (lower, scaled_difference=-0.19)
+
+Cluster 8
+---------
+Cluster of 22 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around June, and and an average width of 5.8 months. It is characterised by broad season and moderate active window. Common high-support traits include strong offseason suppression, strong post peak decline, and early peak alignment.
+
+Species (22):
+  Swallow
+  Buttercup
+  Brimstone Butterfly
+  Red Dead Nettle
+  Green Alkanet
+  Peacock Butterfly
+  Common Comfrey
+  Oxeye Daisy
+  Doves Foot Cranesbill
+  Honeysuckle
+  Red Campion
+  Dog Rose
+  Teasel
+  Red Clover
+  White Campion
+  Cuckoo Pint
+  Speckled Wood Butterfly
+  Horsetail
+  Meadow Brown Butterfly
+  Common Poppy
+  Cornflower
+  Swift
+
+Dominant model family : seasonal_presence
+Dominant class        : extended_spring_seasonal_presence
+Common traits         : strong_offseason_suppression (19, 86%), strong_post_peak_decline (18, 82%), early_peak_alignment (17, 77%), moderate_seasonal_window (15, 68%), broad_season (12, 55%)
+
+Peak month mean/range : 5.82 (4.12 - 8.38)
+Season width mean     : 5.76 months
+
+Distinguishing numeric features:
+  - fit_score (lower, scaled_difference=-0.24)
+  - season_width_months (higher, scaled_difference=0.17)
+  - peak_month (higher, scaled_difference=0.14)
+  - season_end_month (higher, scaled_difference=0.13)
+  - season_midpoint_month (higher, scaled_difference=0.11)
+
+Cluster 9
+---------
+Single-species cluster containing Redwing, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around January, a moderate autumn component, moderate summer suppression, and slow arrival fast departure response dynamics. Its defining traits include year wrapping winter presence, core winter winter peak, and moderate autumn component. Compared with the full species set, decay to growth ratio is higher than the whole-set average and active month count ge 0 10 is higher than the whole-set average.
+
+Species (1):
+  Redwing
+
+Dominant model family : winter_presence
+Dominant class        : winter_visitor_with_autumn_arrival_component
+Common traits         : year_wrapping_winter_presence (1, 100%), core_winter_winter_peak (1, 100%), moderate_autumn_component (1, 100%), moderate_summer_suppression (1, 100%), low_baseline_presence (1, 100%)
+
+Peak month mean/range : 1.00 (1.00 - 1.00)
+
+Distinguishing numeric features:
+  - decay_to_growth_ratio (higher, scaled_difference=0.60)
+  - active_month_count_ge_0_10 (higher, scaled_difference=0.50)
+  - trough_month (lower, scaled_difference=-0.42)
+  - peak_month (lower, scaled_difference=-0.39)
+  - autumn_to_winter_weight_ratio (higher, scaled_difference=0.37)
+
+Cluster 10
+----------
+Cluster of 2 species, mainly representing narrow winter seasonal presence. The fitted active window runs roughly from January to March, with a mean peak around February, and and an average width of 1.7 months. It is characterised by narrow season and moderate active window. Common high-support traits include winter peak, narrow season, and strong offseason suppression. Compared with the full species set, season end month is lower than the whole-set average and season midpoint month is lower than the whole-set average.
+
+Species (2):
+  Snowdrop
+  Winter Aconite
+
+Dominant model family : seasonal_presence
+Dominant class        : narrow_winter_seasonal_presence
+Common traits         : winter_peak (2, 100%), narrow_season (2, 100%), strong_offseason_suppression (2, 100%), central_peak_alignment (2, 100%), moderate_seasonal_window (1, 50%)
+
+Peak month mean/range : 2.40 (2.35 - 2.45)
+Season width mean     : 1.68 months
+
+Distinguishing numeric features:
+  - season_end_month (lower, scaled_difference=-0.64)
+  - season_midpoint_month (lower, scaled_difference=-0.64)
+  - season_start_month (lower, scaled_difference=-0.54)
+  - season_width_months (lower, scaled_difference=-0.34)
+  - fit_score (lower, scaled_difference=-0.32)
diff --git a/modelling/data/abingdon-all/analysis/extracted_clusters.json b/modelling/data/abingdon-all/analysis/extracted_clusters.json
new file mode 100644
index 0000000..567dfec
--- /dev/null
+++ b/modelling/data/abingdon-all/analysis/extracted_clusters.json
@@ -0,0 +1,178 @@
+{
+  "schema_version": "seasonal-ecological-calendar-clusters/v1",
+  "source_schema_version": "species-similarity-clusters/v2",
+  "source_created_utc": "2026-05-25T08:08:58.218316+00:00",
+  "n_species": 88,
+  "n_clusters": 10,
+  "cluster_caveat": "Clusters should be interpreted as exploratory seasonal assemblages rather than fixed ecological categories.",
+  "clusters": [
+    {
+      "cluster_id": 1,
+      "calendar_label": "Snowberry neighbourhood",
+      "description": "Single-species cluster containing Snowberry, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around September, a moderate autumn component, moderate summer suppression, and balanced response dynamics. Its defining traits include year wrapping winter presence, atypical winter peak, and moderate autumn component. Compared with the full species set, autumn to winter weight ratio is higher than the whole-set average and trough month is lower than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Snowberry"
+      ]
+    },
+    {
+      "cluster_id": 2,
+      "calendar_label": "Jay neighbourhood",
+      "description": "Single-species cluster containing Jay, mainly representing resident with summer detectability collapse. Detectability peaks around October and and is lowest around August. The shared pattern includes weak baseline presence, moderate summer suppression, meaningful autumn component, and rapid decline biased response dynamics. Its defining traits include resident detectability pattern, weak baseline presence, and autumn detectability peak. Compared with the full species set, fit score is higher than the whole-set average and target amplitude is lower than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Jay"
+      ]
+    },
+    {
+      "cluster_id": 3,
+      "calendar_label": "Resident With Summer Detectability Collapse",
+      "description": "Cluster of 28 species, mainly representing resident with summer detectability collapse. Detectability peaks around April and and is lowest around September. The shared pattern includes weak baseline presence, moderate summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, moderate summer suppression, and weak autumn component.",
+      "n_species": 28,
+      "species": [
+        "Collared Dove",
+        "House Sparrow",
+        "Chaffinch",
+        "Coal Tit",
+        "Germander Speedwell",
+        "Common Cleavers",
+        "Blackcap",
+        "Skylark",
+        "Mallard",
+        "Pied Wagtail",
+        "Shepherds Purse",
+        "Daisy",
+        "Nettle",
+        "Common Kestrel",
+        "Long Tailed Tit",
+        "Buzzard",
+        "Blackbird",
+        "Blue Tit",
+        "Dunnock",
+        "Canada Goose",
+        "Song Thrush",
+        "Greylag Goose",
+        "Great Tit",
+        "Pheasant",
+        "Greenfinch",
+        "Wren",
+        "Dandelion",
+        "Rook"
+      ]
+    },
+    {
+      "cluster_id": 4,
+      "calendar_label": "Resident With Spring Persistence And Summer Suppression",
+      "description": "Cluster of 15 species, mainly representing resident with spring persistence and summer suppression. Detectability peaks around February and and is lowest around August. The shared pattern includes strong baseline presence, strong summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, meaningful year end component, and weak autumn component. Compared with the full species set, fit score is higher than the whole-set average.",
+      "n_species": 15,
+      "species": [
+        "Cormorant",
+        "Mistle Thrush",
+        "Robin",
+        "Mute Swan",
+        "Herring Gull",
+        "Black Headed Gull",
+        "Coot",
+        "Grey Heron",
+        "Jackdaw",
+        "Red Kite",
+        "Goldfinch",
+        "Woodpigeon",
+        "Common Starling",
+        "Crow",
+        "Magpie"
+      ]
+    },
+    {
+      "cluster_id": 5,
+      "calendar_label": "Moderate Summer Seasonal Presence",
+      "description": "Cluster of 4 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from June to September, with a mean peak around July, and and an average width of 3.0 months. It is characterised by moderate season and moderate active window. Common high-support traits include summer peak, moderate season, and central peak alignment. Compared with the full species set, season start month is higher than the whole-set average and fit score is lower than the whole-set average.",
+      "n_species": 4,
+      "species": [
+        "Rosebay Willowherb",
+        "White Clover",
+        "Gatekeeper Butterfly",
+        "Goats Beard"
+      ]
+    },
+    {
+      "cluster_id": 6,
+      "calendar_label": "Moderate Spring Seasonal Presence",
+      "description": "Cluster of 13 species, mainly representing moderate spring seasonal presence. The fitted active window runs roughly from April to June, with a mean peak around May, and and an average width of 2.6 months. It is characterised by moderate season and sharp active window. Common high-support traits include spring peak, central peak alignment, and strong offseason suppression. Compared with the full species set, fit score is lower than the whole-set average and season end month is lower than the whole-set average.",
+      "n_species": 13,
+      "species": [
+        "Chiffchaff",
+        "Garden Warbler",
+        "Lesser Celandine",
+        "Cowslip",
+        "Garlic Mustard",
+        "Common Vetch",
+        "Cow Parsley",
+        "Whitethroat",
+        "Orange Tip Butterfly",
+        "Reed Warbler",
+        "Yellow Flag Iris",
+        "Bluebell",
+        "Cuckoo"
+      ]
+    },
+    {
+      "cluster_id": 7,
+      "calendar_label": "Red Admiral Butterfly neighbourhood",
+      "description": "Single-species cluster containing Red Admiral Butterfly, mainly representing extended summer seasonal presence. The fitted active window runs roughly from March to December, with a mean peak around August, and and an average width of 8.8 months. It is characterised by very broad season and moderate active window. Its defining traits include summer peak, very broad season, and moderate seasonal window. Compared with the full species set, season width months is higher than the whole-set average and peak month is higher than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Red Admiral Butterfly"
+      ]
+    },
+    {
+      "cluster_id": 8,
+      "calendar_label": "Extended Spring Seasonal Presence",
+      "description": "Cluster of 22 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around June, and and an average width of 5.8 months. It is characterised by broad season and moderate active window. Common high-support traits include strong offseason suppression, strong post peak decline, and early peak alignment.",
+      "n_species": 22,
+      "species": [
+        "Swallow",
+        "Buttercup",
+        "Brimstone Butterfly",
+        "Red Dead Nettle",
+        "Green Alkanet",
+        "Peacock Butterfly",
+        "Common Comfrey",
+        "Oxeye Daisy",
+        "Doves Foot Cranesbill",
+        "Honeysuckle",
+        "Red Campion",
+        "Dog Rose",
+        "Teasel",
+        "Red Clover",
+        "White Campion",
+        "Cuckoo Pint",
+        "Speckled Wood Butterfly",
+        "Horsetail",
+        "Meadow Brown Butterfly",
+        "Common Poppy",
+        "Cornflower",
+        "Swift"
+      ]
+    },
+    {
+      "cluster_id": 9,
+      "calendar_label": "Redwing neighbourhood",
+      "description": "Single-species cluster containing Redwing, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around January, a moderate autumn component, moderate summer suppression, and slow arrival fast departure response dynamics. Its defining traits include year wrapping winter presence, core winter winter peak, and moderate autumn component. Compared with the full species set, decay to growth ratio is higher than the whole-set average and active month count ge 0 10 is higher than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Redwing"
+      ]
+    },
+    {
+      "cluster_id": 10,
+      "calendar_label": "Narrow Winter Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing narrow winter seasonal presence. The fitted active window runs roughly from January to March, with a mean peak around February, and and an average width of 1.7 months. It is characterised by narrow season and moderate active window. Common high-support traits include winter peak, narrow season, and strong offseason suppression. Compared with the full species set, season end month is lower than the whole-set average and season midpoint month is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Snowdrop",
+        "Winter Aconite"
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/modelling/data/abingdon-all/analysis/feature_matrix.json b/modelling/data/abingdon-all/analysis/feature_matrix.json
new file mode 100644
index 0000000..7e4d1e8
--- /dev/null
+++ b/modelling/data/abingdon-all/analysis/feature_matrix.json
@@ -0,0 +1,4368 @@
+{
+  "schema_version": "species-feature-table/v1",
+  "created_utc": "2026-05-25T08:08:55.483796+00:00",
+  "description": "Whole-set seasonal ecology feature table compiled from per-species classification JSON files.",
+  "n_species": 88,
+  "source_files": [
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/black_headed_gull_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/blackbird_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/blackcap_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/blue_tit_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/buzzard_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/canada_goose_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/chaffinch_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/coal_tit_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/collared_dove_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/common_cleavers_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/common_kestrel_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/common_starling_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/coot_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/cormorant_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/crow_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/daisy_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/dandelion_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/dunnock_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/germander_speedwell_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/goldfinch_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/great_tit_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/greenfinch_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/grey_heron_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/greylag_goose_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/herring_gull_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/house_sparrow_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/jackdaw_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/jay_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/long_tailed_tit_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/magpie_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/mallard_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/mistle_thrush_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/mute_swan_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/nettle_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/pheasant_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/pied_wagtail_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/red_kite_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/robin_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/rook_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/shepherds_purse_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/skylark_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/song_thrush_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/woodpigeon_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/wren_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/bluebell_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/brimstone_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/buttercup_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/chiffchaff_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/common_comfrey_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/common_poppy_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/common_vetch_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cornflower_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cow_parsley_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cowslip_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cuckoo_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cuckoo_pint_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/dog_rose_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/garden_warbler_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/garlic_mustard_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/goats_beard_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/green_alkanet_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/honeysuckle_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/horsetail_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/lesser_celandine_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/oxeye_daisy_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/peacock_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/red_campion_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/red_clover_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/red_dead_nettle_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/reed_warbler_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/rosebay_willowherb_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/snowdrop_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/swallow_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/swift_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/teasel_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/white_campion_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/white_clover_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/whitethroat_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/winter_aconite_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/yellow_flag_iris_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/winter/redwing_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/winter/snowberry_classification.json"
+  ],
+  "features": [
+    {
+      "species": "Black Headed Gull",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.224,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.41979462891906966,
+      "target_amplitude": 0.6506072390252963,
+      "baseline_to_peak_ratio": 0.3630015032901893,
+      "autumn_to_winter_weight_ratio": 0.05286343612334802,
+      "year_end_to_winter_weight_ratio": 0.44493392070484583,
+      "decay_to_growth_ratio": 1.350471293916024,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "winter_detectability_peak",
+        "autumn_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/black_headed_gull_classification.json",
+      "summary": "Black Headed Gull is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around September. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Blackbird",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.268,
+      "n_warnings": 0,
+      "peak_month": 3,
+      "peak_label": "March",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.5591013398309653,
+      "target_amplitude": 0.8266946309032337,
+      "baseline_to_peak_ratio": 0.31946520527280137,
+      "autumn_to_winter_weight_ratio": 0.08418367346938775,
+      "year_end_to_winter_weight_ratio": 0.33163265306122447,
+      "decay_to_growth_ratio": 1.849680170575693,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "spring_detectability_peak",
+        "autumn_detectability_trough",
+        "strong_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/blackbird_classification.json",
+      "summary": "Blackbird is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around September. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Blackcap",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.41,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.2115108255843349,
+      "target_amplitude": 0.632486441862457,
+      "baseline_to_peak_ratio": 0.06087580296904315,
+      "autumn_to_winter_weight_ratio": 0.04152249134948097,
+      "year_end_to_winter_weight_ratio": 0.25259515570934254,
+      "decay_to_growth_ratio": 1.9722518676627534,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "autumn_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "weak_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/blackcap_classification.json",
+      "summary": "Blackcap is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates weak baseline presence, moderate spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Blue Tit",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.258,
+      "n_warnings": 0,
+      "peak_month": 3,
+      "peak_label": "March",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.4217387502672212,
+      "target_amplitude": 0.5854727476001274,
+      "baseline_to_peak_ratio": 0.40450915989234393,
+      "autumn_to_winter_weight_ratio": 0.0477326968973747,
+      "year_end_to_winter_weight_ratio": 0.477326968973747,
+      "decay_to_growth_ratio": 1.723291626564004,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/blue_tit_classification.json",
+      "summary": "Blue Tit is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around August. The model indicates strong baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Buzzard",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.24,
+      "n_warnings": 0,
+      "peak_month": 3,
+      "peak_label": "March",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.6013872841601938,
+      "target_amplitude": 0.6498656227579029,
+      "baseline_to_peak_ratio": 0.5011297544025949,
+      "autumn_to_winter_weight_ratio": 0.06473214285714286,
+      "year_end_to_winter_weight_ratio": 0.40625,
+      "decay_to_growth_ratio": 1.4757990867579909,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "strong_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/buzzard_classification.json",
+      "summary": "Buzzard is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around August. The model indicates strong baseline presence, weak spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Canada Goose",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.365,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 11,
+      "trough_label": "November",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.195070674578276,
+      "target_amplitude": 0.6199725038934809,
+      "baseline_to_peak_ratio": 0.05484114180302685,
+      "autumn_to_winter_weight_ratio": 0.05928853754940711,
+      "year_end_to_winter_weight_ratio": 0.3932806324110672,
+      "decay_to_growth_ratio": 1.856164383561644,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "spring_detectability_peak",
+        "late_autumn_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/canada_goose_classification.json",
+      "summary": "Canada Goose is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around November. The model indicates weak baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Chaffinch",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.237,
+      "n_warnings": 0,
+      "peak_month": 6,
+      "peak_label": "June",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.30583473679231316,
+      "target_amplitude": 0.8187244086048439,
+      "baseline_to_peak_ratio": 0.05374213781531037,
+      "autumn_to_winter_weight_ratio": 0.055865921787709494,
+      "year_end_to_winter_weight_ratio": 0.39106145251396646,
+      "decay_to_growth_ratio": 1.540796963946869,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "summer_detectability_trough",
+        "strong_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/chaffinch_classification.json",
+      "summary": "Chaffinch is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around June and reaches its lowest point around August. The model indicates weak baseline presence, strong spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Coal Tit",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.537,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 7,
+      "trough_label": "July",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.16406511606117974,
+      "target_amplitude": 0.5953104080888479,
+      "baseline_to_peak_ratio": 0.0806302045920826,
+      "autumn_to_winter_weight_ratio": 0.04780876494023904,
+      "year_end_to_winter_weight_ratio": 0.3426294820717131,
+      "decay_to_growth_ratio": 1.870304114490161,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/coal_tit_classification.json",
+      "summary": "Coal Tit is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around July. The model indicates weak baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Collared Dove",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.31,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 10,
+      "trough_label": "October",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.5247953698728599,
+      "target_amplitude": 0.7547852589099668,
+      "baseline_to_peak_ratio": 0.34191288616697213,
+      "autumn_to_winter_weight_ratio": 0.064343163538874,
+      "year_end_to_winter_weight_ratio": 0.5683646112600537,
+      "decay_to_growth_ratio": 0.8744257274119449,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "autumn_detectability_trough",
+        "strong_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/collared_dove_classification.json",
+      "summary": "Collared Dove is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around October. The model indicates strong baseline presence, strong spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Common Cleavers",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.443,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.21404045898897828,
+      "target_amplitude": 0.6575175486696657,
+      "baseline_to_peak_ratio": 0.06803489734013847,
+      "autumn_to_winter_weight_ratio": 0.043859649122807015,
+      "year_end_to_winter_weight_ratio": 0.18771929824561404,
+      "decay_to_growth_ratio": 1.2490450725744844,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "autumn_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "weak_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/common_cleavers_classification.json",
+      "summary": "Common Cleavers is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Common Kestrel",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.549,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 11,
+      "trough_label": "November",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.3882718232372166,
+      "target_amplitude": 0.6005388381850569,
+      "baseline_to_peak_ratio": 0.3686350234535814,
+      "autumn_to_winter_weight_ratio": 0.06880733944954129,
+      "year_end_to_winter_weight_ratio": 0.6192660550458715,
+      "decay_to_growth_ratio": 1.1338199513381995,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "spring_detectability_peak",
+        "late_autumn_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/common_kestrel_classification.json",
+      "summary": "Common Kestrel is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around November. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Common Starling",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+      "confidence": "low",
+      "fit_score": 0.452,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.7756278512637006,
+      "target_amplitude": 0.7553959265734586,
+      "baseline_to_peak_ratio": 0.48899329091444604,
+      "autumn_to_winter_weight_ratio": 0.06467661691542288,
+      "year_end_to_winter_weight_ratio": 0.41044776119402987,
+      "decay_to_growth_ratio": 1.225254394079556,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "winter_detectability_peak",
+        "summer_detectability_trough",
+        "moderate_spring_carryover",
+        "strong_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/common_starling_classification.json",
+      "summary": "Common Starling is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Coot",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.234,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.272580850304194,
+      "target_amplitude": 0.6497519376515021,
+      "baseline_to_peak_ratio": 0.07695244462174697,
+      "autumn_to_winter_weight_ratio": 0.06976744186046512,
+      "year_end_to_winter_weight_ratio": 0.45930232558139533,
+      "decay_to_growth_ratio": 1.321614063124251,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "winter_detectability_peak",
+        "autumn_detectability_trough",
+        "strong_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/coot_classification.json",
+      "summary": "Coot is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around September. The model indicates weak baseline presence, strong spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Cormorant",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "high",
+      "fit_score": 0.154,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 7,
+      "trough_label": "July",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.15966405215719734,
+      "target_amplitude": 0.4645468966315792,
+      "baseline_to_peak_ratio": 0.11624230059775015,
+      "autumn_to_winter_weight_ratio": 0.082687338501292,
+      "year_end_to_winter_weight_ratio": 0.42377260981912146,
+      "decay_to_growth_ratio": 1.4839527027027026,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "winter_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/cormorant_classification.json",
+      "summary": "Cormorant is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around July. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Crow",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+      "confidence": "low",
+      "fit_score": 0.477,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.7581203409781896,
+      "target_amplitude": 0.534852057969918,
+      "baseline_to_peak_ratio": 0.6450181059441938,
+      "autumn_to_winter_weight_ratio": 0.1141732283464567,
+      "year_end_to_winter_weight_ratio": 0.5984251968503937,
+      "decay_to_growth_ratio": 1.360093896713615,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "winter_detectability_peak",
+        "summer_detectability_trough",
+        "moderate_spring_carryover",
+        "strong_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/crow_classification.json",
+      "summary": "Crow is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, moderate pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Daisy",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.249,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.34079283471359834,
+      "target_amplitude": 0.5609681031670967,
+      "baseline_to_peak_ratio": 0.26282033010438555,
+      "autumn_to_winter_weight_ratio": 0.055776892430278883,
+      "year_end_to_winter_weight_ratio": 0.3107569721115538,
+      "decay_to_growth_ratio": 1.5664136622390892,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "autumn_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/daisy_classification.json",
+      "summary": "Daisy is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Dandelion",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.367,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.17122105315475547,
+      "target_amplitude": 0.5343576847288469,
+      "baseline_to_peak_ratio": 0.08084497681169209,
+      "autumn_to_winter_weight_ratio": 0.04436860068259386,
+      "year_end_to_winter_weight_ratio": 0.25597269624573377,
+      "decay_to_growth_ratio": 1.6020618556701032,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "weak_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/dandelion_classification.json",
+      "summary": "Dandelion is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Dunnock",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "high",
+      "fit_score": 0.195,
+      "n_warnings": 0,
+      "peak_month": 3,
+      "peak_label": "March",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.43861540264734467,
+      "target_amplitude": 0.6101099673412291,
+      "baseline_to_peak_ratio": 0.3728234258432724,
+      "autumn_to_winter_weight_ratio": 0.046464646464646465,
+      "year_end_to_winter_weight_ratio": 0.4121212121212121,
+      "decay_to_growth_ratio": 1.343807763401109,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "spring_detectability_peak",
+        "autumn_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/dunnock_classification.json",
+      "summary": "Dunnock is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around September. The model indicates strong baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Germander Speedwell",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.417,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.19006020014144828,
+      "target_amplitude": 0.5895043526086411,
+      "baseline_to_peak_ratio": 0.0709205172365685,
+      "autumn_to_winter_weight_ratio": 0.04664179104477612,
+      "year_end_to_winter_weight_ratio": 0.2798507462686567,
+      "decay_to_growth_ratio": 1.6262178919397696,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "autumn_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "weak_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/germander_speedwell_classification.json",
+      "summary": "Germander Speedwell is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates weak baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Goldfinch",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+      "confidence": "medium",
+      "fit_score": 0.35,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.5558225761604985,
+      "target_amplitude": 0.7377696378752077,
+      "baseline_to_peak_ratio": 0.36777432055324877,
+      "autumn_to_winter_weight_ratio": 0.10894941634241245,
+      "year_end_to_winter_weight_ratio": 0.669260700389105,
+      "decay_to_growth_ratio": 0.9342492639842983,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "winter_detectability_peak",
+        "autumn_detectability_trough",
+        "strong_spring_carryover",
+        "strong_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/goldfinch_classification.json",
+      "summary": "Goldfinch is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around September. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Great Tit",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "high",
+      "fit_score": 0.159,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.37448367728894455,
+      "target_amplitude": 0.6883531447825695,
+      "baseline_to_peak_ratio": 0.2712162837064409,
+      "autumn_to_winter_weight_ratio": 0.060810810810810814,
+      "year_end_to_winter_weight_ratio": 0.3761261261261261,
+      "decay_to_growth_ratio": 1.6836686944314458,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/great_tit_classification.json",
+      "summary": "Great Tit is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates moderate baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Greenfinch",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.389,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "minimal",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.20198254429648033,
+      "target_amplitude": 0.6462342810924729,
+      "baseline_to_peak_ratio": 0.0541599246960897,
+      "autumn_to_winter_weight_ratio": 0.03756708407871199,
+      "year_end_to_winter_weight_ratio": 0.2504472271914132,
+      "decay_to_growth_ratio": 2.1115751789976134,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "minimal_autumn_component",
+        "weak_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/greenfinch_classification.json",
+      "summary": "Greenfinch is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates weak baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Grey Heron",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+      "confidence": "medium",
+      "fit_score": 0.206,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.44250863140775165,
+      "target_amplitude": 0.6438349054309149,
+      "baseline_to_peak_ratio": 0.3944245654192382,
+      "autumn_to_winter_weight_ratio": 0.07446808510638298,
+      "year_end_to_winter_weight_ratio": 0.3617021276595745,
+      "decay_to_growth_ratio": 1.3318505338078293,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "moderate_spring_carryover",
+        "strong_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/grey_heron_classification.json",
+      "summary": "Grey Heron is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Greylag Goose",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "high",
+      "fit_score": 0.184,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.3781718655054268,
+      "target_amplitude": 0.693648113276107,
+      "baseline_to_peak_ratio": 0.2957007791504614,
+      "autumn_to_winter_weight_ratio": 0.050966608084358524,
+      "year_end_to_winter_weight_ratio": 0.3409490333919156,
+      "decay_to_growth_ratio": 1.4959546925566343,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "spring_detectability_peak",
+        "autumn_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/greylag_goose_classification.json",
+      "summary": "Greylag Goose is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around September. The model indicates moderate baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Herring Gull",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.347,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.5130236659284254,
+      "target_amplitude": 0.5921682838531045,
+      "baseline_to_peak_ratio": 0.46416042849786016,
+      "autumn_to_winter_weight_ratio": 0.0676056338028169,
+      "year_end_to_winter_weight_ratio": 0.6816901408450704,
+      "decay_to_growth_ratio": 0.7728026533996684,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "winter_detectability_peak",
+        "autumn_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/herring_gull_classification.json",
+      "summary": "Herring Gull is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around September. The model indicates strong baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "House Sparrow",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "high",
+      "fit_score": 0.167,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 10,
+      "trough_label": "October",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.6149644338983231,
+      "target_amplitude": 0.8396931269417937,
+      "baseline_to_peak_ratio": 0.35763171629134666,
+      "autumn_to_winter_weight_ratio": 0.05134474327628362,
+      "year_end_to_winter_weight_ratio": 0.3276283618581907,
+      "decay_to_growth_ratio": 1.274323335771763,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "autumn_detectability_trough",
+        "strong_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/house_sparrow_classification.json",
+      "summary": "House Sparrow is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around October. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Jackdaw",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+      "confidence": "low",
+      "fit_score": 0.435,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.7203418580614599,
+      "target_amplitude": 0.7061241865815708,
+      "baseline_to_peak_ratio": 0.507571844890725,
+      "autumn_to_winter_weight_ratio": 0.09491525423728814,
+      "year_end_to_winter_weight_ratio": 0.535593220338983,
+      "decay_to_growth_ratio": 1.4302874302874302,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "summer_detectability_trough",
+        "strong_spring_carryover",
+        "strong_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/jackdaw_classification.json",
+      "summary": "Jackdaw is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around May and reaches its lowest point around August. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Jay",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.581,
+      "n_warnings": 0,
+      "peak_month": 10,
+      "peak_label": "October",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "autumn",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "meaningful",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.10859575234282763,
+      "target_amplitude": 0.24747398820984062,
+      "baseline_to_peak_ratio": 0.14546983406383107,
+      "autumn_to_winter_weight_ratio": 0.1308411214953271,
+      "year_end_to_winter_weight_ratio": 0.7383177570093458,
+      "decay_to_growth_ratio": 1.329608938547486,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "autumn_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "meaningful_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/jay_classification.json",
+      "summary": "Jay is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around October and reaches its lowest point around August. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Long Tailed Tit",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.319,
+      "n_warnings": 0,
+      "peak_month": 3,
+      "peak_label": "March",
+      "trough_month": 5,
+      "trough_label": "May",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.15154760741292142,
+      "target_amplitude": 0.47068776872668894,
+      "baseline_to_peak_ratio": 0.09348022813303479,
+      "autumn_to_winter_weight_ratio": 0.06313131313131314,
+      "year_end_to_winter_weight_ratio": 0.4393939393939394,
+      "decay_to_growth_ratio": 1.3518164435946463,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "spring_detectability_peak",
+        "late_spring_early_summer_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/long_tailed_tit_classification.json",
+      "summary": "Long Tailed Tit is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around May. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Magpie",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+      "confidence": "low",
+      "fit_score": 0.45,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.8662751790538733,
+      "target_amplitude": 0.7182949488612982,
+      "baseline_to_peak_ratio": 0.5453977731652019,
+      "autumn_to_winter_weight_ratio": 0.06287425149700598,
+      "year_end_to_winter_weight_ratio": 0.46407185628742514,
+      "decay_to_growth_ratio": 1.3685051958433254,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "winter_detectability_peak",
+        "summer_detectability_trough",
+        "strong_spring_carryover",
+        "strong_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/magpie_classification.json",
+      "summary": "Magpie is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates strong baseline presence, strong spring carry-over, moderate pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Mallard",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.421,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.45620398110730787,
+      "target_amplitude": 0.5235586614434156,
+      "baseline_to_peak_ratio": 0.4739585836125837,
+      "autumn_to_winter_weight_ratio": 0.048,
+      "year_end_to_winter_weight_ratio": 0.4106666666666667,
+      "decay_to_growth_ratio": 2.0201660735468563,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/mallard_classification.json",
+      "summary": "Mallard is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around August. The model indicates strong baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Mistle Thrush",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.225,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.13845269500030552,
+      "target_amplitude": 0.42389052211390243,
+      "baseline_to_peak_ratio": 0.08964578828160052,
+      "autumn_to_winter_weight_ratio": 0.08536585365853659,
+      "year_end_to_winter_weight_ratio": 0.47560975609756095,
+      "decay_to_growth_ratio": 1.0601503759398496,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "winter_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "strong_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/mistle_thrush_classification.json",
+      "summary": "Mistle Thrush is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Mute Swan",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.259,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "meaningful",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.5774560907770357,
+      "target_amplitude": 0.49953038372288017,
+      "baseline_to_peak_ratio": 0.4937381914483355,
+      "autumn_to_winter_weight_ratio": 0.13358778625954199,
+      "year_end_to_winter_weight_ratio": 0.7557251908396947,
+      "decay_to_growth_ratio": 1.1929046563192904,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "winter_detectability_peak",
+        "summer_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "meaningful_autumn_component",
+        "meaningful_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/mute_swan_classification.json",
+      "summary": "Mute Swan is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Nettle",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.317,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.49486562136948054,
+      "target_amplitude": 0.666191092292284,
+      "baseline_to_peak_ratio": 0.29609884286710064,
+      "autumn_to_winter_weight_ratio": 0.05,
+      "year_end_to_winter_weight_ratio": 0.3730769230769231,
+      "decay_to_growth_ratio": 1.6388174807197944,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "autumn_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/nettle_classification.json",
+      "summary": "Nettle is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates moderate baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Pheasant",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "high",
+      "fit_score": 0.194,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.4213717695284509,
+      "target_amplitude": 0.7630322641674512,
+      "baseline_to_peak_ratio": 0.27186132392856505,
+      "autumn_to_winter_weight_ratio": 0.04332129963898917,
+      "year_end_to_winter_weight_ratio": 0.33935018050541516,
+      "decay_to_growth_ratio": 1.9923076923076923,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/pheasant_classification.json",
+      "summary": "Pheasant is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates moderate baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Pied Wagtail",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.396,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.31229921259198684,
+      "target_amplitude": 0.561793912653357,
+      "baseline_to_peak_ratio": 0.32824313622649515,
+      "autumn_to_winter_weight_ratio": 0.05603448275862069,
+      "year_end_to_winter_weight_ratio": 0.39870689655172414,
+      "decay_to_growth_ratio": 1.5668789808917198,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/pied_wagtail_classification.json",
+      "summary": "Pied Wagtail is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around August. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Red Kite",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+      "confidence": "low",
+      "fit_score": 0.481,
+      "n_warnings": 0,
+      "peak_month": 3,
+      "peak_label": "March",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "meaningful",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.7405183265563009,
+      "target_amplitude": 0.6011335470203422,
+      "baseline_to_peak_ratio": 0.5876422059605672,
+      "autumn_to_winter_weight_ratio": 0.13592233009708737,
+      "year_end_to_winter_weight_ratio": 0.9466019417475728,
+      "decay_to_growth_ratio": 1.541724296911019,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "moderate_spring_carryover",
+        "strong_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "meaningful_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/red_kite_classification.json",
+      "summary": "Red Kite is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around March and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, strong pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Robin",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.288,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 7,
+      "trough_label": "July",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.3613473640431974,
+      "target_amplitude": 0.500652881353124,
+      "baseline_to_peak_ratio": 0.4016014388706911,
+      "autumn_to_winter_weight_ratio": 0.0621301775147929,
+      "year_end_to_winter_weight_ratio": 0.636094674556213,
+      "decay_to_growth_ratio": 1.3521066208082546,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "winter_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "strong_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/robin_classification.json",
+      "summary": "Robin is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around July. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Rook",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.295,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 7,
+      "trough_label": "July",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "decline_biased",
+      "target_mean_value": 0.1652963016372777,
+      "target_amplitude": 0.6544130305529264,
+      "baseline_to_peak_ratio": 0.07946052045458842,
+      "autumn_to_winter_weight_ratio": 0.050724637681159424,
+      "year_end_to_winter_weight_ratio": 0.26811594202898553,
+      "decay_to_growth_ratio": 1.4050073637702503,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "weak_year_end_component",
+        "decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/rook_classification.json",
+      "summary": "Rook is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around July. The model indicates weak baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Shepherds Purse",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.316,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "moderate",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "minimal",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.342655888022306,
+      "target_amplitude": 0.5569413022187641,
+      "baseline_to_peak_ratio": 0.2831615682175547,
+      "autumn_to_winter_weight_ratio": 0.038461538461538464,
+      "year_end_to_winter_weight_ratio": 0.25274725274725274,
+      "decay_to_growth_ratio": 1.7541345093715546,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "moderate_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "autumn_detectability_trough",
+        "weak_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "minimal_autumn_component",
+        "weak_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/shepherds_purse_classification.json",
+      "summary": "Shepherds Purse is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates moderate baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Skylark",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "low",
+      "fit_score": 0.517,
+      "n_warnings": 0,
+      "peak_month": 5,
+      "peak_label": "May",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "late_spring_early_summer",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.2406220517571283,
+      "target_amplitude": 0.6771691786162352,
+      "baseline_to_peak_ratio": 0.06747710955411745,
+      "autumn_to_winter_weight_ratio": 0.052830188679245285,
+      "year_end_to_winter_weight_ratio": 0.32452830188679244,
+      "decay_to_growth_ratio": 1.6775032509752925,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "late_spring_early_summer_detectability_peak",
+        "autumn_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/skylark_classification.json",
+      "summary": "Skylark is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates weak baseline presence, moderate spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Song Thrush",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.239,
+      "n_warnings": 0,
+      "peak_month": 3,
+      "peak_label": "March",
+      "trough_month": 9,
+      "trough_label": "September",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.22259139258049532,
+      "target_amplitude": 0.7190289491373724,
+      "baseline_to_peak_ratio": 0.07371052314873378,
+      "autumn_to_winter_weight_ratio": 0.049523809523809526,
+      "year_end_to_winter_weight_ratio": 0.3295238095238095,
+      "decay_to_growth_ratio": 2.068205666316894,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "spring_detectability_peak",
+        "autumn_detectability_trough",
+        "moderate_spring_carryover",
+        "moderate_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/song_thrush_classification.json",
+      "summary": "Song Thrush is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around September. The model indicates weak baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Woodpigeon",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+      "confidence": "low",
+      "fit_score": 0.497,
+      "n_warnings": 0,
+      "peak_month": 2,
+      "peak_label": "February",
+      "trough_month": 10,
+      "trough_label": "October",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "strong",
+      "timing": "winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "strong",
+      "autumn_component": "weak",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.8199376823763411,
+      "target_amplitude": 0.7523271555786653,
+      "baseline_to_peak_ratio": 0.5063744983550917,
+      "autumn_to_winter_weight_ratio": 0.07631578947368421,
+      "year_end_to_winter_weight_ratio": 0.48947368421052634,
+      "decay_to_growth_ratio": 1.6109537299338998,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "strong_baseline_presence",
+        "winter_detectability_peak",
+        "autumn_detectability_trough",
+        "strong_spring_carryover",
+        "strong_summer_suppression",
+        "strong_summer_decay_acceleration",
+        "strong_pre_summer_retention",
+        "weak_autumn_component",
+        "meaningful_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/woodpigeon_classification.json",
+      "summary": "Woodpigeon is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around October. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+    },
+    {
+      "species": "Wren",
+      "model_family": "resident_detectability",
+      "schema_version": "resident-classification/v1",
+      "primary_class": "resident_with_summer_detectability_collapse",
+      "confidence": "medium",
+      "fit_score": 0.208,
+      "n_warnings": 0,
+      "peak_month": 4,
+      "peak_label": "April",
+      "trough_month": 8,
+      "trough_label": "August",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "weak",
+      "timing": "spring",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "minimal",
+      "response_dynamics": "rapid_decline_biased",
+      "target_mean_value": 0.28277359644625405,
+      "target_amplitude": 0.8375385729882336,
+      "baseline_to_peak_ratio": 0.04895296923903706,
+      "autumn_to_winter_weight_ratio": 0.025830258302583026,
+      "year_end_to_winter_weight_ratio": 0.23616236162361623,
+      "decay_to_growth_ratio": 1.4504901960784313,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "resident_detectability_pattern",
+        "weak_baseline_presence",
+        "spring_detectability_peak",
+        "summer_detectability_trough",
+        "strong_spring_carryover",
+        "moderate_summer_suppression",
+        "moderate_summer_decay_acceleration",
+        "moderate_pre_summer_retention",
+        "minimal_autumn_component",
+        "weak_year_end_component",
+        "rapid_decline_biased_response_dynamics"
+      ],
+      "trait_count": 11,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/resident/wren_classification.json",
+      "summary": "Wren is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates weak baseline presence, strong spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+    },
+    {
+      "species": "Bluebell",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "narrow_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.039,
+      "n_warnings": 0,
+      "peak_month": 4.875,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.08,
+      "season_start_label": "April",
+      "season_end_month": 5.55,
+      "season_end_label": "June",
+      "season_width_months": 1.47,
+      "season_midpoint_month": 4.815,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "narrow",
+      "window_shape": "sharp",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "moderate",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "narrow_season",
+        "sharp_seasonal_window",
+        "moderate_post_peak_decline",
+        "moderate_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/bluebell_classification.json",
+      "summary": "Bluebell is classified as narrow spring seasonal presence. The fitted seasonal window runs from about April to June, with a spring peak around May. The season is narrow, with a sharp active window, moderate post-peak decline, and moderate off-season suppression."
+    },
+    {
+      "species": "Brimstone Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.053,
+      "n_warnings": 0,
+      "peak_month": 4.145,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 2.29,
+      "season_start_label": "February",
+      "season_end_month": 9.12,
+      "season_end_label": "September",
+      "season_width_months": 6.83,
+      "season_midpoint_month": 5.705,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/brimstone_butterfly_classification.json",
+      "summary": "Brimstone Butterfly is classified as extended spring seasonal presence. The fitted seasonal window runs from about February to September, with a spring peak around April. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Buttercup",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.042,
+      "n_warnings": 0,
+      "peak_month": 5.41,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.41,
+      "season_start_label": "March",
+      "season_end_month": 10.31,
+      "season_end_label": "October",
+      "season_width_months": 6.9,
+      "season_midpoint_month": 6.86,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "moderate",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "moderate_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/buttercup_classification.json",
+      "summary": "Buttercup is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to October, with a spring peak around May. The season is very_broad, with a moderate active window, strong post-peak decline, and moderate off-season suppression."
+    },
+    {
+      "species": "Chiffchaff",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.024,
+      "n_warnings": 0,
+      "peak_month": 4.255,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.03,
+      "season_start_label": "March",
+      "season_end_month": 7.35,
+      "season_end_label": "July",
+      "season_width_months": 4.32,
+      "season_midpoint_month": 5.19,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "broad",
+      "window_shape": "sharp",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "broad_season",
+        "sharp_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/chiffchaff_classification.json",
+      "summary": "Chiffchaff is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to July, with a spring peak around April. The season is broad, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Common Comfrey",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.035,
+      "n_warnings": 0,
+      "peak_month": 5.245,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.355,
+      "season_start_label": "March",
+      "season_end_month": 9.32,
+      "season_end_label": "September",
+      "season_width_months": 5.965,
+      "season_midpoint_month": 6.3375,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/common_comfrey_classification.json",
+      "summary": "Common Comfrey is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to September, with a spring peak around May. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Common Poppy",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.046,
+      "n_warnings": 0,
+      "peak_month": 5.91,
+      "peak_label": "June",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.815,
+      "season_start_label": "May",
+      "season_end_month": 9.995,
+      "season_end_label": "October",
+      "season_width_months": 5.18,
+      "season_midpoint_month": 7.405,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "broad",
+      "window_shape": "sharp",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "broad_season",
+        "sharp_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/common_poppy_classification.json",
+      "summary": "Common Poppy is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to October, with a summer peak around June. The season is broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Common Vetch",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.036,
+      "n_warnings": 0,
+      "peak_month": 5.19,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.545,
+      "season_start_label": "May",
+      "season_end_month": 7.19,
+      "season_end_label": "July",
+      "season_width_months": 2.645,
+      "season_midpoint_month": 5.8675,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "moderate",
+      "window_shape": "sharp",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "moderate_season",
+        "sharp_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/common_vetch_classification.json",
+      "summary": "Common Vetch is classified as moderate spring seasonal presence. The fitted seasonal window runs from about May to July, with a spring peak around May. The season is moderate, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Cornflower",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.017,
+      "n_warnings": 0,
+      "peak_month": 6.89,
+      "peak_label": "July",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 6.11,
+      "season_start_label": "June",
+      "season_end_month": 10.205,
+      "season_end_label": "October",
+      "season_width_months": 4.095,
+      "season_midpoint_month": 8.1575,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cornflower_classification.json",
+      "summary": "Cornflower is classified as extended summer seasonal presence. The fitted seasonal window runs from about June to October, with a summer peak around July. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Cow Parsley",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.015,
+      "n_warnings": 0,
+      "peak_month": 5.11,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.245,
+      "season_start_label": "April",
+      "season_end_month": 7.395,
+      "season_end_label": "July",
+      "season_width_months": 3.15,
+      "season_midpoint_month": 5.82,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "moderate",
+      "window_shape": "sharp",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "moderate_season",
+        "sharp_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cow_parsley_classification.json",
+      "summary": "Cow Parsley is classified as moderate spring seasonal presence. The fitted seasonal window runs from about April to July, with a spring peak around May. The season is moderate, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Cowslip",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.013,
+      "n_warnings": 0,
+      "peak_month": 4.245,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.365,
+      "season_start_label": "March",
+      "season_end_month": 5.43,
+      "season_end_label": "May",
+      "season_width_months": 2.065,
+      "season_midpoint_month": 4.3975,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "moderate",
+      "window_shape": "sharp",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "moderate_season",
+        "sharp_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cowslip_classification.json",
+      "summary": "Cowslip is classified as moderate spring seasonal presence. The fitted seasonal window runs from about March to May, with a spring peak around April. The season is moderate, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Cuckoo",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "narrow_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.007,
+      "n_warnings": 0,
+      "peak_month": 5.49,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.365,
+      "season_start_label": "April",
+      "season_end_month": 6.195,
+      "season_end_label": "June",
+      "season_width_months": 1.83,
+      "season_midpoint_month": 5.28,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "narrow",
+      "window_shape": "sharp",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "narrow_season",
+        "sharp_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cuckoo_classification.json",
+      "summary": "Cuckoo is classified as narrow spring seasonal presence. The fitted seasonal window runs from about April to June, with a spring peak around May. The season is narrow, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Cuckoo Pint",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.068,
+      "n_warnings": 0,
+      "peak_month": 7.855,
+      "peak_label": "August",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.925,
+      "season_start_label": "April",
+      "season_end_month": 9.245,
+      "season_end_label": "September",
+      "season_width_months": 5.32,
+      "season_midpoint_month": 6.585,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "late_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/cuckoo_pint_classification.json",
+      "summary": "Cuckoo Pint is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to September, with a summer peak around August. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Dog Rose",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "medium",
+      "fit_score": 0.085,
+      "n_warnings": 0,
+      "peak_month": 5.855,
+      "peak_label": "June",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 5.12,
+      "season_start_label": "May",
+      "season_end_month": 11.455,
+      "season_end_label": "November",
+      "season_width_months": 6.335,
+      "season_midpoint_month": 8.2875,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "very_broad",
+      "window_shape": "sharp",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "very_broad_season",
+        "sharp_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/dog_rose_classification.json",
+      "summary": "Dog Rose is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to November, with a summer peak around June. The season is very_broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Doves Foot Cranesbill",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.042,
+      "n_warnings": 0,
+      "peak_month": 5.4,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.185,
+      "season_start_label": "April",
+      "season_end_month": 10.41,
+      "season_end_label": "October",
+      "season_width_months": 6.225,
+      "season_midpoint_month": 7.2975,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "very_broad",
+      "window_shape": "sharp",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "very_broad_season",
+        "sharp_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_classification.json",
+      "summary": "Doves Foot Cranesbill is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to October, with a spring peak around May. The season is very_broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Garden Warbler",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_early_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.065,
+      "n_warnings": 0,
+      "peak_month": 3.12,
+      "peak_label": "March",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 2.035,
+      "season_start_label": "February",
+      "season_end_month": 6.495,
+      "season_end_label": "June",
+      "season_width_months": 4.46,
+      "season_midpoint_month": 4.265,
+      "baseline_presence": null,
+      "timing": "early_spring",
+      "season_width_class": "broad",
+      "window_shape": "sharp",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "early_spring_peak",
+        "broad_season",
+        "sharp_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/garden_warbler_classification.json",
+      "summary": "Garden Warbler is classified as extended early spring seasonal presence. The fitted seasonal window runs from about February to June, with a early spring peak around March. The season is broad, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Garlic Mustard",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.02,
+      "n_warnings": 0,
+      "peak_month": 5.07,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.965,
+      "season_start_label": "April",
+      "season_end_month": 6.315,
+      "season_end_label": "June",
+      "season_width_months": 2.35,
+      "season_midpoint_month": 5.14,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "moderate",
+      "window_shape": "sharp",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "moderate_season",
+        "sharp_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/garlic_mustard_classification.json",
+      "summary": "Garlic Mustard is classified as moderate spring seasonal presence. The fitted seasonal window runs from about April to June, with a spring peak around May. The season is moderate, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Gatekeeper Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.037,
+      "n_warnings": 0,
+      "peak_month": 7.475,
+      "peak_label": "July",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 6.125,
+      "season_start_label": "June",
+      "season_end_month": 8.56,
+      "season_end_label": "September",
+      "season_width_months": 2.435,
+      "season_midpoint_month": 7.3425,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "moderate",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_classification.json",
+      "summary": "Gatekeeper Butterfly is classified as moderate summer seasonal presence. The fitted seasonal window runs from about June to September, with a summer peak around July. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Goats Beard",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.021,
+      "n_warnings": 0,
+      "peak_month": 6.175,
+      "peak_label": "June",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 5.005,
+      "season_start_label": "May",
+      "season_end_month": 8.31,
+      "season_end_label": "August",
+      "season_width_months": 3.305,
+      "season_midpoint_month": 6.6575,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "moderate",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/goats_beard_classification.json",
+      "summary": "Goats Beard is classified as moderate summer seasonal presence. The fitted seasonal window runs from about May to August, with a summer peak around June. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Green Alkanet",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.025,
+      "n_warnings": 0,
+      "peak_month": 5.25,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.27,
+      "season_start_label": "March",
+      "season_end_month": 8.29,
+      "season_end_label": "August",
+      "season_width_months": 5.02,
+      "season_midpoint_month": 5.78,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/green_alkanet_classification.json",
+      "summary": "Green Alkanet is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to August, with a spring peak around May. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Honeysuckle",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.056,
+      "n_warnings": 0,
+      "peak_month": 4.96,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.17,
+      "season_start_label": "April",
+      "season_end_month": 9.085,
+      "season_end_label": "September",
+      "season_width_months": 4.915,
+      "season_midpoint_month": 6.6275,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "broad",
+      "window_shape": "sharp",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "broad_season",
+        "sharp_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/honeysuckle_classification.json",
+      "summary": "Honeysuckle is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to September, with a spring peak around May. The season is broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Horsetail",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.026,
+      "n_warnings": 0,
+      "peak_month": 6.58,
+      "peak_label": "July",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.235,
+      "season_start_label": "April",
+      "season_end_month": 8.78,
+      "season_end_label": "September",
+      "season_width_months": 4.545,
+      "season_midpoint_month": 6.5075,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "moderate",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "moderate_post_peak_decline",
+        "moderate_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/horsetail_classification.json",
+      "summary": "Horsetail is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to September, with a summer peak around July. The season is broad, with a moderate active window, moderate post-peak decline, and moderate off-season suppression."
+    },
+    {
+      "species": "Lesser Celandine",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.006,
+      "n_warnings": 0,
+      "peak_month": 4.36,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 2.28,
+      "season_start_label": "February",
+      "season_end_month": 5.25,
+      "season_end_label": "May",
+      "season_width_months": 2.97,
+      "season_midpoint_month": 3.765,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "moderate",
+      "window_shape": "moderate",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/lesser_celandine_classification.json",
+      "summary": "Lesser Celandine is classified as moderate spring seasonal presence. The fitted seasonal window runs from about February to May, with a spring peak around April. The season is moderate, with a moderate active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Meadow Brown Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.054,
+      "n_warnings": 0,
+      "peak_month": 6.64,
+      "peak_label": "July",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.48,
+      "season_start_label": "April",
+      "season_end_month": 9.33,
+      "season_end_label": "September",
+      "season_width_months": 4.85,
+      "season_midpoint_month": 6.905,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_classification.json",
+      "summary": "Meadow Brown Butterfly is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to September, with a summer peak around July. The season is broad, with a moderate active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Orange Tip Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.038,
+      "n_warnings": 0,
+      "peak_month": 4.295,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.775,
+      "season_start_label": "April",
+      "season_end_month": 6.2,
+      "season_end_label": "June",
+      "season_width_months": 2.425,
+      "season_midpoint_month": 4.9875,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "moderate",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_classification.json",
+      "summary": "Orange Tip Butterfly is classified as moderate spring seasonal presence. The fitted seasonal window runs from about April to June, with a spring peak around April. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Oxeye Daisy",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.038,
+      "n_warnings": 0,
+      "peak_month": 5.365,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.47,
+      "season_start_label": "April",
+      "season_end_month": 10.18,
+      "season_end_label": "October",
+      "season_width_months": 5.71,
+      "season_midpoint_month": 7.325,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/oxeye_daisy_classification.json",
+      "summary": "Oxeye Daisy is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to October, with a spring peak around May. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Peacock Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.07,
+      "n_warnings": 0,
+      "peak_month": 4.125,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 2.53,
+      "season_start_label": "March",
+      "season_end_month": 8.25,
+      "season_end_label": "August",
+      "season_width_months": 5.72,
+      "season_midpoint_month": 5.39,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/peacock_butterfly_classification.json",
+      "summary": "Peacock Butterfly is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to August, with a spring peak around April. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Red Admiral Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "medium",
+      "fit_score": 0.076,
+      "n_warnings": 0,
+      "peak_month": 7.62,
+      "peak_label": "August",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 2.855,
+      "season_start_label": "March",
+      "season_end_month": 11.63,
+      "season_end_label": "December",
+      "season_width_months": 8.775,
+      "season_midpoint_month": 7.2425,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "moderate",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "moderate_post_peak_decline",
+        "moderate_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_classification.json",
+      "summary": "Red Admiral Butterfly is classified as extended summer seasonal presence. The fitted seasonal window runs from about March to December, with a summer peak around August. The season is very_broad, with a moderate active window, moderate post-peak decline, and moderate off-season suppression."
+    },
+    {
+      "species": "Red Campion",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.037,
+      "n_warnings": 0,
+      "peak_month": 5.16,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.135,
+      "season_start_label": "April",
+      "season_end_month": 9.95,
+      "season_end_label": "October",
+      "season_width_months": 5.815,
+      "season_midpoint_month": 7.0425,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "broad",
+      "window_shape": "sharp",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "broad_season",
+        "sharp_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/red_campion_classification.json",
+      "summary": "Red Campion is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to October, with a spring peak around May. The season is broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Red Clover",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.038,
+      "n_warnings": 0,
+      "peak_month": 6.355,
+      "peak_label": "June",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.25,
+      "season_start_label": "April",
+      "season_end_month": 11.115,
+      "season_end_label": "November",
+      "season_width_months": 6.865,
+      "season_midpoint_month": 7.6825,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/red_clover_classification.json",
+      "summary": "Red Clover is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to November, with a summer peak around June. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Red Dead Nettle",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.057,
+      "n_warnings": 0,
+      "peak_month": 4.215,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 2.37,
+      "season_start_label": "February",
+      "season_end_month": 9.965,
+      "season_end_label": "October",
+      "season_width_months": 7.595,
+      "season_midpoint_month": 6.1675,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/red_dead_nettle_classification.json",
+      "summary": "Red Dead Nettle is classified as extended spring seasonal presence. The fitted seasonal window runs from about February to October, with a spring peak around April. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Reed Warbler",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.06,
+      "n_warnings": 0,
+      "peak_month": 4.12,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.29,
+      "season_start_label": "March",
+      "season_end_month": 6.115,
+      "season_end_label": "June",
+      "season_width_months": 2.825,
+      "season_midpoint_month": 4.7025,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "moderate",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/reed_warbler_classification.json",
+      "summary": "Reed Warbler is classified as moderate spring seasonal presence. The fitted seasonal window runs from about March to June, with a spring peak around April. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Rosebay Willowherb",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.012,
+      "n_warnings": 0,
+      "peak_month": 8.265,
+      "peak_label": "August",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 6.075,
+      "season_start_label": "June",
+      "season_end_month": 9.3,
+      "season_end_label": "September",
+      "season_width_months": 3.225,
+      "season_midpoint_month": 7.6875,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "moderate",
+      "window_shape": "sharp",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "moderate_season",
+        "sharp_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/rosebay_willowherb_classification.json",
+      "summary": "Rosebay Willowherb is classified as moderate summer seasonal presence. The fitted seasonal window runs from about June to September, with a summer peak around August. The season is moderate, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Snowdrop",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "narrow_winter_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.003,
+      "n_warnings": 0,
+      "peak_month": 2.45,
+      "peak_label": "February",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 1.385,
+      "season_start_label": "January",
+      "season_end_month": 3.31,
+      "season_end_label": "March",
+      "season_width_months": 1.925,
+      "season_midpoint_month": 2.3475,
+      "baseline_presence": null,
+      "timing": "winter",
+      "season_width_class": "narrow",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "winter_peak",
+        "narrow_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/snowdrop_classification.json",
+      "summary": "Snowdrop is classified as narrow winter seasonal presence. The fitted seasonal window runs from about January to March, with a winter peak around February. The season is narrow, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Speckled Wood Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "medium",
+      "fit_score": 0.09,
+      "n_warnings": 0,
+      "peak_month": 8.385,
+      "peak_label": "August",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.595,
+      "season_start_label": "April",
+      "season_end_month": 9.77,
+      "season_end_label": "October",
+      "season_width_months": 6.175,
+      "season_midpoint_month": 6.6825,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "late_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_classification.json",
+      "summary": "Speckled Wood Butterfly is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to October, with a summer peak around August. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Swallow",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.045,
+      "n_warnings": 0,
+      "peak_month": 5.47,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.08,
+      "season_start_label": "April",
+      "season_end_month": 10.295,
+      "season_end_label": "October",
+      "season_width_months": 6.215,
+      "season_midpoint_month": 7.1875,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "very_broad",
+      "window_shape": "sharp",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "moderate",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "very_broad_season",
+        "sharp_seasonal_window",
+        "moderate_post_peak_decline",
+        "moderate_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/swallow_classification.json",
+      "summary": "Swallow is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to October, with a spring peak around May. The season is very_broad, with a sharp active window, moderate post-peak decline, and moderate off-season suppression."
+    },
+    {
+      "species": "Swift",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.029,
+      "n_warnings": 0,
+      "peak_month": 6.06,
+      "peak_label": "June",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 5.11,
+      "season_start_label": "May",
+      "season_end_month": 9.305,
+      "season_end_label": "September",
+      "season_width_months": 4.195,
+      "season_midpoint_month": 7.2075,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/swift_classification.json",
+      "summary": "Swift is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to September, with a summer peak around June. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Teasel",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.052,
+      "n_warnings": 0,
+      "peak_month": 7.49,
+      "peak_label": "July",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 5.46,
+      "season_start_label": "May",
+      "season_end_month": 11.475,
+      "season_end_label": "November",
+      "season_width_months": 6.015,
+      "season_midpoint_month": 8.4675,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "very_broad",
+      "window_shape": "sharp",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "very_broad_season",
+        "sharp_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/teasel_classification.json",
+      "summary": "Teasel is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to November, with a summer peak around July. The season is very_broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "White Campion",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.063,
+      "n_warnings": 0,
+      "peak_month": 6.045,
+      "peak_label": "June",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.92,
+      "season_start_label": "May",
+      "season_end_month": 11.245,
+      "season_end_label": "November",
+      "season_width_months": 6.325,
+      "season_midpoint_month": 8.0825,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/white_campion_classification.json",
+      "summary": "White Campion is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to November, with a summer peak around June. The season is very_broad, with a moderate active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "White Clover",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.009,
+      "n_warnings": 0,
+      "peak_month": 6.305,
+      "peak_label": "June",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 5.375,
+      "season_start_label": "May",
+      "season_end_month": 8.3,
+      "season_end_label": "August",
+      "season_width_months": 2.925,
+      "season_midpoint_month": 6.8375,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "moderate",
+      "window_shape": "moderate",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "moderate",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "moderate_post_peak_decline",
+        "moderate_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/white_clover_classification.json",
+      "summary": "White Clover is classified as moderate summer seasonal presence. The fitted seasonal window runs from about May to August, with a summer peak around June. The season is moderate, with a moderate active window, moderate post-peak decline, and moderate off-season suppression."
+    },
+    {
+      "species": "Whitethroat",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.028,
+      "n_warnings": 0,
+      "peak_month": 5.19,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.395,
+      "season_start_label": "April",
+      "season_end_month": 6.77,
+      "season_end_label": "July",
+      "season_width_months": 2.375,
+      "season_midpoint_month": 5.5825,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "moderate",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "moderate",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "moderate_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/whitethroat_classification.json",
+      "summary": "Whitethroat is classified as moderate spring seasonal presence. The fitted seasonal window runs from about April to July, with a spring peak around May. The season is moderate, with a moderate active window, strong post-peak decline, and moderate off-season suppression."
+    },
+    {
+      "species": "Winter Aconite",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "narrow_winter_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.004,
+      "n_warnings": 0,
+      "peak_month": 2.355,
+      "peak_label": "February",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 1.505,
+      "season_start_label": "February",
+      "season_end_month": 2.945,
+      "season_end_label": "March",
+      "season_width_months": 1.44,
+      "season_midpoint_month": 2.225,
+      "baseline_presence": null,
+      "timing": "winter",
+      "season_width_class": "narrow",
+      "window_shape": "sharp",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "winter_peak",
+        "narrow_season",
+        "sharp_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/winter_aconite_classification.json",
+      "summary": "Winter Aconite is classified as narrow winter seasonal presence. The fitted seasonal window runs from about February to March, with a winter peak around February. The season is narrow, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Yellow Flag Iris",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "narrow_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.018,
+      "n_warnings": 0,
+      "peak_month": 5.45,
+      "peak_label": "May",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 5.115,
+      "season_start_label": "May",
+      "season_end_month": 5.885,
+      "season_end_label": "June",
+      "season_width_months": 0.77,
+      "season_midpoint_month": 5.5,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "narrow",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "moderate",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "narrow_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "moderate_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/seasonal/yellow_flag_iris_classification.json",
+      "summary": "Yellow Flag Iris is classified as narrow spring seasonal presence. The fitted seasonal window runs from about May to June, with a spring peak around May. The season is narrow, with a moderate active window, strong post-peak decline, and moderate off-season suppression."
+    },
+    {
+      "species": "Redwing",
+      "model_family": "winter_presence",
+      "schema_version": "winter-classification/v1",
+      "primary_class": "winter_visitor_with_autumn_arrival_component",
+      "confidence": "medium",
+      "fit_score": 0.128,
+      "n_warnings": 0,
+      "peak_month": 1,
+      "peak_label": "January",
+      "trough_month": 5,
+      "trough_label": "May",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "low",
+      "timing": "core_winter",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "moderate",
+      "response_dynamics": "slow_arrival_fast_departure",
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": 0.23686723973256923,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": 2.658008658008658,
+      "active_month_count_ge_0_10": 7,
+      "traits": [
+        "year_wrapping_winter_presence",
+        "core_winter_winter_peak",
+        "moderate_autumn_component",
+        "moderate_summer_suppression",
+        "low_baseline_presence",
+        "moderate_winter_bump",
+        "slow_arrival_fast_departure_response_dynamics"
+      ],
+      "trait_count": 7,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/winter/redwing_classification.json",
+      "summary": "Redwing is classified as winter visitor with autumn arrival component. The fitted winter component peaks around February, with a moderate autumn component centred around December. The model has low baseline presence and moderate summer suppression centred around June. The fitted response dynamics suggest slow arrival fast departure."
+    },
+    {
+      "species": "Snowberry",
+      "model_family": "winter_presence",
+      "schema_version": "winter-classification/v1",
+      "primary_class": "winter_visitor_with_autumn_arrival_component",
+      "confidence": "medium",
+      "fit_score": 0.145,
+      "n_warnings": 0,
+      "peak_month": 9,
+      "peak_label": "September",
+      "trough_month": 3,
+      "trough_label": "March",
+      "season_start_month": null,
+      "season_start_label": null,
+      "season_end_month": null,
+      "season_end_label": null,
+      "season_width_months": null,
+      "season_midpoint_month": null,
+      "baseline_presence": "low",
+      "timing": "atypical",
+      "season_width_class": null,
+      "window_shape": null,
+      "post_peak_decline": null,
+      "offseason_suppression": null,
+      "summer_suppression": "moderate",
+      "autumn_component": "moderate",
+      "response_dynamics": "balanced",
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": 0.452991452991453,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": 1.4097560975609755,
+      "active_month_count_ge_0_10": 6,
+      "traits": [
+        "year_wrapping_winter_presence",
+        "atypical_winter_peak",
+        "moderate_autumn_component",
+        "moderate_summer_suppression",
+        "low_baseline_presence",
+        "moderate_winter_bump",
+        "balanced_response_dynamics"
+      ],
+      "trait_count": 7,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-all/winter/snowberry_classification.json",
+      "summary": "Snowberry is classified as winter visitor with autumn arrival component. The fitted winter component peaks around September, with a moderate autumn component centred around October. The model has low baseline presence and moderate summer suppression centred around July. The fitted response dynamics suggest balanced."
+    }
+  ]
+}
diff --git a/modelling/data/abingdon-all/analysis/species_similarity.json b/modelling/data/abingdon-all/analysis/species_similarity.json
new file mode 100644
index 0000000..812a9da
--- /dev/null
+++ b/modelling/data/abingdon-all/analysis/species_similarity.json
@@ -0,0 +1,90610 @@
+{
+  "schema_version": "species-similarity/v1",
+  "created_utc": "2026-05-25T08:08:55.533132+00:00",
+  "source_feature_schema_version": "species-feature-table/v1",
+  "source_feature_created_utc": "2026-05-25T08:08:55.483796+00:00",
+  "n_species": 88,
+  "top_n": 5,
+  "method": {
+    "description": "Weighted mixed-feature similarity using circular month distance, min-max scaled numeric distance, categorical exact-match distance, and Jaccard trait distance.",
+    "distance_range": "0 means identical on compared features; 1 means maximally different",
+    "similarity_range": "1 means most similar; 0 means least similar",
+    "component_weights": {
+      "circular_month": 0.4,
+      "numeric": 0.25,
+      "categorical": 0.2,
+      "traits": 0.15
+    },
+    "circular_month_features": {
+      "peak_month": 2.0,
+      "trough_month": 1.25,
+      "season_start_month": 1.25,
+      "season_end_month": 1.25,
+      "season_midpoint_month": 1.5
+    },
+    "numeric_features": {
+      "season_width_months": 1.5,
+      "target_mean_value": 1.0,
+      "target_amplitude": 1.0,
+      "baseline_to_peak_ratio": 1.0,
+      "autumn_to_winter_weight_ratio": 0.75,
+      "year_end_to_winter_weight_ratio": 0.75,
+      "decay_to_growth_ratio": 0.75,
+      "active_month_count_ge_0_10": 1.0,
+      "fit_score": 0.25
+    },
+    "categorical_features": {
+      "model_family": 1.0,
+      "primary_class": 1.0,
+      "confidence": 0.25,
+      "baseline_presence": 0.75,
+      "timing": 1.0,
+      "season_width_class": 0.75,
+      "window_shape": 0.75,
+      "post_peak_decline": 0.75,
+      "offseason_suppression": 0.75,
+      "summer_suppression": 0.75,
+      "autumn_component": 0.75,
+      "response_dynamics": 0.75
+    },
+    "missing_value_policy": "Missing feature values are skipped for that pair/component. Component weights are renormalised over available components."
+  },
+  "species": [
+    {
+      "species": "Black Headed Gull",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Blackbird",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Blackcap",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Blue Tit",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Buzzard",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Canada Goose",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Chaffinch",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Coal Tit",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Collared Dove",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Common Cleavers",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Common Kestrel",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Common Starling",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression"
+    },
+    {
+      "species": "Coot",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Cormorant",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Crow",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression"
+    },
+    {
+      "species": "Daisy",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Dandelion",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Dunnock",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Germander Speedwell",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Goldfinch",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression"
+    },
+    {
+      "species": "Great Tit",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Greenfinch",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Grey Heron",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression"
+    },
+    {
+      "species": "Greylag Goose",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Herring Gull",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "House Sparrow",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Jackdaw",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression"
+    },
+    {
+      "species": "Jay",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Long Tailed Tit",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Magpie",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression"
+    },
+    {
+      "species": "Mallard",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Mistle Thrush",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Mute Swan",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Nettle",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Pheasant",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Pied Wagtail",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Red Kite",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression"
+    },
+    {
+      "species": "Robin",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Rook",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Shepherds Purse",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Skylark",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Song Thrush",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Woodpigeon",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_spring_persistence_and_summer_suppression"
+    },
+    {
+      "species": "Wren",
+      "model_family": "resident_detectability",
+      "primary_class": "resident_with_summer_detectability_collapse"
+    },
+    {
+      "species": "Bluebell",
+      "model_family": "seasonal_presence",
+      "primary_class": "narrow_spring_seasonal_presence"
+    },
+    {
+      "species": "Brimstone Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Buttercup",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Chiffchaff",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Common Comfrey",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Common Poppy",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Common Vetch",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_spring_seasonal_presence"
+    },
+    {
+      "species": "Cornflower",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Cow Parsley",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_spring_seasonal_presence"
+    },
+    {
+      "species": "Cowslip",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_spring_seasonal_presence"
+    },
+    {
+      "species": "Cuckoo",
+      "model_family": "seasonal_presence",
+      "primary_class": "narrow_spring_seasonal_presence"
+    },
+    {
+      "species": "Cuckoo Pint",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Dog Rose",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Doves Foot Cranesbill",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Garden Warbler",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_early_spring_seasonal_presence"
+    },
+    {
+      "species": "Garlic Mustard",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_spring_seasonal_presence"
+    },
+    {
+      "species": "Gatekeeper Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_summer_seasonal_presence"
+    },
+    {
+      "species": "Goats Beard",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_summer_seasonal_presence"
+    },
+    {
+      "species": "Green Alkanet",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Honeysuckle",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Horsetail",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Lesser Celandine",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_spring_seasonal_presence"
+    },
+    {
+      "species": "Meadow Brown Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Orange Tip Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_spring_seasonal_presence"
+    },
+    {
+      "species": "Oxeye Daisy",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Peacock Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Red Admiral Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Red Campion",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Red Clover",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Red Dead Nettle",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Reed Warbler",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_spring_seasonal_presence"
+    },
+    {
+      "species": "Rosebay Willowherb",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_summer_seasonal_presence"
+    },
+    {
+      "species": "Snowdrop",
+      "model_family": "seasonal_presence",
+      "primary_class": "narrow_winter_seasonal_presence"
+    },
+    {
+      "species": "Speckled Wood Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Swallow",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Swift",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Teasel",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "White Campion",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "White Clover",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_summer_seasonal_presence"
+    },
+    {
+      "species": "Whitethroat",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_spring_seasonal_presence"
+    },
+    {
+      "species": "Winter Aconite",
+      "model_family": "seasonal_presence",
+      "primary_class": "narrow_winter_seasonal_presence"
+    },
+    {
+      "species": "Yellow Flag Iris",
+      "model_family": "seasonal_presence",
+      "primary_class": "narrow_spring_seasonal_presence"
+    },
+    {
+      "species": "Redwing",
+      "model_family": "winter_presence",
+      "primary_class": "winter_visitor_with_autumn_arrival_component"
+    },
+    {
+      "species": "Snowberry",
+      "model_family": "winter_presence",
+      "primary_class": "winter_visitor_with_autumn_arrival_component"
+    }
+  ],
+  "nearest_neighbours": {
+    "Black Headed Gull": [
+      {
+        "species": "Coot",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.896422,
+        "distance": 0.103578,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.133695,
+          "categorical": 0.12,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Herring Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.853531,
+        "distance": 0.146469,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.169877,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.81474,
+        "distance": 0.18526,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.223298,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Greylag Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.812622,
+        "distance": 0.187378,
+        "component_distances": {
+          "circular_month": 0.205128,
+          "numeric": 0.07669,
+          "categorical": 0.2,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Robin",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.807858,
+        "distance": 0.192142,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.114297,
+          "categorical": 0.24,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Blackbird": [
+      {
+        "species": "Dunnock",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.92187,
+        "distance": 0.07813,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.180519,
+          "categorical": 0.04,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Blue Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.883029,
+        "distance": 0.116971,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.180706,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Buzzard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.843895,
+        "distance": 0.156105,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.168713,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Song Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.841425,
+        "distance": 0.158575,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.218299,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Greylag Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.788979,
+        "distance": 0.211021,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.135983,
+          "categorical": 0.28,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Blackcap": [
+      {
+        "species": "Skylark",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.936599,
+        "distance": 0.063401,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.068988,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Common Cleavers",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.9344,
+        "distance": 0.0656,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.077787,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Germander Speedwell",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.898334,
+        "distance": 0.101666,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.05352,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Daisy",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.860815,
+        "distance": 0.139185,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.171598,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Coal Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.838875,
+        "distance": 0.161125,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.064371,
+          "categorical": 0.0,
+          "traits": 0.625
+        }
+      }
+    ],
+    "Blue Tit": [
+      {
+        "species": "Dunnock",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.924908,
+        "distance": 0.075092,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.065804,
+          "categorical": 0.04,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Buzzard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.918533,
+        "distance": 0.081467,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.129868,
+          "categorical": 0.12,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Blackbird",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.883029,
+        "distance": 0.116971,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.180706,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Great Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.83354,
+        "distance": 0.16646,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.116595,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Mallard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.829244,
+        "distance": 0.170756,
+        "component_distances": {
+          "circular_month": 0.205128,
+          "numeric": 0.094819,
+          "categorical": 0.2,
+          "traits": 0.166667
+        }
+      }
+    ],
+    "Buzzard": [
+      {
+        "species": "Blue Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.918533,
+        "distance": 0.081467,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.129868,
+          "categorical": 0.12,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Dunnock",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.868611,
+        "distance": 0.131389,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.110376,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Blackbird",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.843895,
+        "distance": 0.156105,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.168713,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Grey Heron",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.832639,
+        "distance": 0.167361,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.096724,
+          "categorical": 0.28,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Red Kite",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.817144,
+        "distance": 0.182856,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.21828,
+          "categorical": 0.32,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Canada Goose": [
+      {
+        "species": "Song Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.854044,
+        "distance": 0.145956,
+        "component_distances": {
+          "circular_month": 0.230769,
+          "numeric": 0.082591,
+          "categorical": 0.04,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Greenfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.819068,
+        "distance": 0.180932,
+        "component_distances": {
+          "circular_month": 0.192308,
+          "numeric": 0.062891,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Common Kestrel",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.807397,
+        "distance": 0.192603,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.258411,
+          "categorical": 0.24,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Dandelion",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.807349,
+        "distance": 0.192651,
+        "component_distances": {
+          "circular_month": 0.192308,
+          "numeric": 0.087913,
+          "categorical": 0.0,
+          "traits": 0.625
+        }
+      },
+      {
+        "species": "Pheasant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.794296,
+        "distance": 0.205704,
+        "component_distances": {
+          "circular_month": 0.192308,
+          "numeric": 0.202507,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      }
+    ],
+    "Chaffinch": [
+      {
+        "species": "Skylark",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.852147,
+        "distance": 0.147853,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.10813,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Coal Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.836801,
+        "distance": 0.163199,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.169514,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Pied Wagtail",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.835825,
+        "distance": 0.164175,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.179981,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Common Cleavers",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.822659,
+        "distance": 0.177341,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.153555,
+          "categorical": 0.04,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Blackcap",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.806268,
+        "distance": 0.193732,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.156261,
+          "categorical": 0.04,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Coal Tit": [
+      {
+        "species": "Skylark",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.86746,
+        "distance": 0.13254,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.067889,
+          "categorical": 0.0,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Pied Wagtail",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.862423,
+        "distance": 0.137577,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.167129,
+          "categorical": 0.12,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Common Cleavers",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.855342,
+        "distance": 0.144658,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.116359,
+          "categorical": 0.0,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Blackcap",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.838875,
+        "distance": 0.161125,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.064371,
+          "categorical": 0.0,
+          "traits": 0.625
+        }
+      },
+      {
+        "species": "Chaffinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.836801,
+        "distance": 0.163199,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.169514,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      }
+    ],
+    "Collared Dove": [
+      {
+        "species": "House Sparrow",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.93198,
+        "distance": 0.06802,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.140079,
+          "categorical": 0.04,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Nettle",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.810392,
+        "distance": 0.189608,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.143868,
+          "categorical": 0.24,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Germander Speedwell",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.794569,
+        "distance": 0.205431,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.334018,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Daisy",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.788444,
+        "distance": 0.211556,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.23166,
+          "categorical": 0.24,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Mallard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.773497,
+        "distance": 0.226503,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.252886,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Common Cleavers": [
+      {
+        "species": "Skylark",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.934636,
+        "distance": 0.065364,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.07684,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Blackcap",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.9344,
+        "distance": 0.0656,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.077787,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Germander Speedwell",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.893143,
+        "distance": 0.106857,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.074286,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Daisy",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.857814,
+        "distance": 0.142186,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.1836,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Coal Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.855342,
+        "distance": 0.144658,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.116359,
+          "categorical": 0.0,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Common Kestrel": [
+      {
+        "species": "Greylag Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.835467,
+        "distance": 0.164533,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.163861,
+          "categorical": 0.04,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Canada Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.807397,
+        "distance": 0.192603,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.258411,
+          "categorical": 0.24,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Great Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.75316,
+        "distance": 0.24684,
+        "component_distances": {
+          "circular_month": 0.192308,
+          "numeric": 0.17667,
+          "categorical": 0.16,
+          "traits": 0.625
+        }
+      },
+      {
+        "species": "Pheasant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.752127,
+        "distance": 0.247873,
+        "component_distances": {
+          "circular_month": 0.192308,
+          "numeric": 0.235798,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Dunnock",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.745772,
+        "distance": 0.254228,
+        "component_distances": {
+          "circular_month": 0.230769,
+          "numeric": 0.103679,
+          "categorical": 0.28,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Common Starling": [
+      {
+        "species": "Magpie",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.87823,
+        "distance": 0.12177,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.071078,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Crow",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.866514,
+        "distance": 0.133486,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.180801,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Woodpigeon",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.82816,
+        "distance": 0.17184,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.06623,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Goldfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.816148,
+        "distance": 0.183852,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.184843,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Mute Swan",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.808567,
+        "distance": 0.191433,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.229115,
+          "categorical": 0.44,
+          "traits": 0.307692
+        }
+      }
+    ],
+    "Coot": [
+      {
+        "species": "Black Headed Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.896422,
+        "distance": 0.103578,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.133695,
+          "categorical": 0.12,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.863443,
+        "distance": 0.136557,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.124484,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Herring Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.825319,
+        "distance": 0.174681,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.282722,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Mistle Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.799376,
+        "distance": 0.200624,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.13293,
+          "categorical": 0.24,
+          "traits": 0.625
+        }
+      },
+      {
+        "species": "Song Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.779616,
+        "distance": 0.220384,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.118433,
+          "categorical": 0.28,
+          "traits": 0.625
+        }
+      }
+    ],
+    "Cormorant": [
+      {
+        "species": "Coot",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.863443,
+        "distance": 0.136557,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.124484,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Mistle Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.83605,
+        "distance": 0.16395,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.072093,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Black Headed Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.81474,
+        "distance": 0.18526,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.223298,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Robin",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.802886,
+        "distance": 0.197114,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.211315,
+          "categorical": 0.4,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Rook",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.782204,
+        "distance": 0.217796,
+        "component_distances": {
+          "circular_month": 0.205128,
+          "numeric": 0.125835,
+          "categorical": 0.2,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Crow": [
+      {
+        "species": "Magpie",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.936023,
+        "distance": 0.063977,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.15591,
+          "categorical": 0.0,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Common Starling",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.866514,
+        "distance": 0.133486,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.180801,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Woodpigeon",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.840614,
+        "distance": 0.159386,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.175273,
+          "categorical": 0.0,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Goldfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.839424,
+        "distance": 0.160576,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.250597,
+          "categorical": 0.04,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Red Kite",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.80743,
+        "distance": 0.19257,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.125034,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Daisy": [
+      {
+        "species": "Nettle",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.90995,
+        "distance": 0.09005,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.103055,
+          "categorical": 0.0,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Pied Wagtail",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.906573,
+        "distance": 0.093427,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.054527,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Shepherds Purse",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.885328,
+        "distance": 0.114672,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.042687,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Skylark",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.865758,
+        "distance": 0.134242,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.151825,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Blackcap",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.860815,
+        "distance": 0.139185,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.171598,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Dandelion": [
+      {
+        "species": "Rook",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.880498,
+        "distance": 0.119502,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.062829,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Greenfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.873095,
+        "distance": 0.126905,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.091618,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Wren",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.863084,
+        "distance": 0.136916,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.162522,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Great Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.837194,
+        "distance": 0.162806,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.203223,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Blue Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.822639,
+        "distance": 0.177361,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.232726,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      }
+    ],
+    "Dunnock": [
+      {
+        "species": "Blue Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.924908,
+        "distance": 0.075092,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.065804,
+          "categorical": 0.04,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Blackbird",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.92187,
+        "distance": 0.07813,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.180519,
+          "categorical": 0.04,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Buzzard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.868611,
+        "distance": 0.131389,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.110376,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Song Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.825952,
+        "distance": 0.174048,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.248194,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Greylag Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.824245,
+        "distance": 0.175755,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.089773,
+          "categorical": 0.24,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Germander Speedwell": [
+      {
+        "species": "Blackcap",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.898334,
+        "distance": 0.101666,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.05352,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Common Cleavers",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.893143,
+        "distance": 0.106857,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.074286,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Skylark",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.866831,
+        "distance": 0.133169,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.061675,
+          "categorical": 0.12,
+          "traits": 0.625
+        }
+      },
+      {
+        "species": "Coal Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.832286,
+        "distance": 0.167714,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.049728,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Daisy",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.831631,
+        "distance": 0.168369,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.129474,
+          "categorical": 0.28,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Goldfinch": [
+      {
+        "species": "Woodpigeon",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.913019,
+        "distance": 0.086981,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.213358,
+          "categorical": 0.04,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Magpie",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.863827,
+        "distance": 0.136173,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.225512,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Crow",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.839424,
+        "distance": 0.160576,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.250597,
+          "categorical": 0.04,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Common Starling",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.816148,
+        "distance": 0.183852,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.184843,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Herring Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.81207,
+        "distance": 0.18793,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.111718,
+          "categorical": 0.4,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Great Tit": [
+      {
+        "species": "Pheasant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.957089,
+        "distance": 0.042911,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.071645,
+          "categorical": 0.0,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Greylag Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.877327,
+        "distance": 0.122673,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.034987,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Dandelion",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.837194,
+        "distance": 0.162806,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.203223,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Blue Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.83354,
+        "distance": 0.16646,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.116595,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Wren",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.815839,
+        "distance": 0.184161,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.192643,
+          "categorical": 0.28,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Greenfinch": [
+      {
+        "species": "Wren",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.908828,
+        "distance": 0.091172,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.148074,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Dandelion",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.873095,
+        "distance": 0.126905,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.091618,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Pheasant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.830543,
+        "distance": 0.169457,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.196684,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Song Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.820493,
+        "distance": 0.179507,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.066217,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Canada Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.819068,
+        "distance": 0.180932,
+        "component_distances": {
+          "circular_month": 0.192308,
+          "numeric": 0.062891,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Grey Heron": [
+      {
+        "species": "Buzzard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.832639,
+        "distance": 0.167361,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.096724,
+          "categorical": 0.28,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Common Starling",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.807455,
+        "distance": 0.192545,
+        "component_distances": {
+          "circular_month": 0.205128,
+          "numeric": 0.181976,
+          "categorical": 0.2,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Blue Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.792765,
+        "distance": 0.207235,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.087693,
+          "categorical": 0.4,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Jackdaw",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.784886,
+        "distance": 0.215114,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.183211,
+          "categorical": 0.32,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Great Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.782083,
+        "distance": 0.217917,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.10367,
+          "categorical": 0.56,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Greylag Goose": [
+      {
+        "species": "Great Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.877327,
+        "distance": 0.122673,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.034987,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Pheasant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.85077,
+        "distance": 0.14923,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.078357,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Common Kestrel",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.835467,
+        "distance": 0.164533,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.163861,
+          "categorical": 0.04,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Dunnock",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.824245,
+        "distance": 0.175755,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.089773,
+          "categorical": 0.24,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Rook",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.813042,
+        "distance": 0.186958,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.157561,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Herring Gull": [
+      {
+        "species": "Black Headed Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.853531,
+        "distance": 0.146469,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.169877,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Mute Swan",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.839209,
+        "distance": 0.160791,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.1246,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Coot",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.825319,
+        "distance": 0.174681,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.282722,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Goldfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.81207,
+        "distance": 0.18793,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.111718,
+          "categorical": 0.4,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Common Starling",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.777518,
+        "distance": 0.222482,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.211363,
+          "categorical": 0.32,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "House Sparrow": [
+      {
+        "species": "Collared Dove",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.93198,
+        "distance": 0.06802,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.140079,
+          "categorical": 0.04,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Daisy",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.800996,
+        "distance": 0.199004,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.212307,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Nettle",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.787706,
+        "distance": 0.212294,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.147614,
+          "categorical": 0.28,
+          "traits": 0.625
+        }
+      },
+      {
+        "species": "Mallard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.787295,
+        "distance": 0.212705,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.260551,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Germander Speedwell",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.782001,
+        "distance": 0.217999,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.32143,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Jackdaw": [
+      {
+        "species": "Mallard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.845126,
+        "distance": 0.154874,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.210881,
+          "categorical": 0.28,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Grey Heron",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.784886,
+        "distance": 0.215114,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.183211,
+          "categorical": 0.32,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Pied Wagtail",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.778279,
+        "distance": 0.221721,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.246885,
+          "categorical": 0.4,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Buzzard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.774973,
+        "distance": 0.225027,
+        "component_distances": {
+          "circular_month": 0.205128,
+          "numeric": 0.099286,
+          "categorical": 0.36,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Magpie",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.760882,
+        "distance": 0.239118,
+        "component_distances": {
+          "circular_month": 0.307692,
+          "numeric": 0.079023,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Jay": [
+      {
+        "species": "Mistle Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.63672,
+        "distance": 0.36328,
+        "component_distances": {
+          "circular_month": 0.410256,
+          "numeric": 0.187565,
+          "categorical": 0.44,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Chaffinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.612774,
+        "distance": 0.387226,
+        "component_distances": {
+          "circular_month": 0.410256,
+          "numeric": 0.379353,
+          "categorical": 0.32,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.591144,
+        "distance": 0.408856,
+        "component_distances": {
+          "circular_month": 0.474359,
+          "numeric": 0.204451,
+          "categorical": 0.44,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Coal Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.578931,
+        "distance": 0.421069,
+        "component_distances": {
+          "circular_month": 0.576923,
+          "numeric": 0.280057,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Pied Wagtail",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.571149,
+        "distance": 0.428851,
+        "component_distances": {
+          "circular_month": 0.512821,
+          "numeric": 0.31775,
+          "categorical": 0.4,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Long Tailed Tit": [
+      {
+        "species": "Song Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.78777,
+        "distance": 0.21223,
+        "component_distances": {
+          "circular_month": 0.25641,
+          "numeric": 0.181519,
+          "categorical": 0.0,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Dandelion",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.787529,
+        "distance": 0.212471,
+        "component_distances": {
+          "circular_month": 0.294872,
+          "numeric": 0.088947,
+          "categorical": 0.04,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Blue Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.775204,
+        "distance": 0.224796,
+        "component_distances": {
+          "circular_month": 0.192308,
+          "numeric": 0.23835,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Rook",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.763829,
+        "distance": 0.236171,
+        "component_distances": {
+          "circular_month": 0.230769,
+          "numeric": 0.104454,
+          "categorical": 0.12,
+          "traits": 0.625
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.753102,
+        "distance": 0.246898,
+        "component_distances": {
+          "circular_month": 0.230769,
+          "numeric": 0.04236,
+          "categorical": 0.32,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Magpie": [
+      {
+        "species": "Crow",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.936023,
+        "distance": 0.063977,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.15591,
+          "categorical": 0.0,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Woodpigeon",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.886674,
+        "distance": 0.113326,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.06356,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Common Starling",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.87823,
+        "distance": 0.12177,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.071078,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Goldfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.863827,
+        "distance": 0.136173,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.225512,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Buzzard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.773641,
+        "distance": 0.226359,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.133335,
+          "categorical": 0.36,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Mallard": [
+      {
+        "species": "Pied Wagtail",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.8973,
+        "distance": 0.1027,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.130187,
+          "categorical": 0.12,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Daisy",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.853613,
+        "distance": 0.146387,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.170367,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Jackdaw",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.845126,
+        "distance": 0.154874,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.210881,
+          "categorical": 0.28,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Blue Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.829244,
+        "distance": 0.170756,
+        "component_distances": {
+          "circular_month": 0.205128,
+          "numeric": 0.094819,
+          "categorical": 0.2,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Coal Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.824984,
+        "distance": 0.175016,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.244359,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Mistle Thrush": [
+      {
+        "species": "Robin",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.845571,
+        "distance": 0.154429,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.234538,
+          "categorical": 0.12,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.83605,
+        "distance": 0.16395,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.072093,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Coot",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.799376,
+        "distance": 0.200624,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.13293,
+          "categorical": 0.24,
+          "traits": 0.625
+        }
+      },
+      {
+        "species": "Goldfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.768418,
+        "distance": 0.231582,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.34262,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Crow",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.765477,
+        "distance": 0.234523,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.42495,
+          "categorical": 0.32,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Mute Swan": [
+      {
+        "species": "Herring Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.839209,
+        "distance": 0.160791,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.1246,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Common Starling",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.808567,
+        "distance": 0.191433,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.229115,
+          "categorical": 0.44,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Black Headed Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.791394,
+        "distance": 0.208606,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.21986,
+          "categorical": 0.24,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.771235,
+        "distance": 0.228765,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.331352,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Coot",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.763527,
+        "distance": 0.236473,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.331326,
+          "categorical": 0.24,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Nettle": [
+      {
+        "species": "Daisy",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.90995,
+        "distance": 0.09005,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.103055,
+          "categorical": 0.0,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Shepherds Purse",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.88478,
+        "distance": 0.11522,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.107738,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Skylark",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.881278,
+        "distance": 0.118722,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.162271,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Pied Wagtail",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.87617,
+        "distance": 0.12383,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.103614,
+          "categorical": 0.04,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Blackcap",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.83653,
+        "distance": 0.16347,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.205882,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Pheasant": [
+      {
+        "species": "Great Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.957089,
+        "distance": 0.042911,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.071645,
+          "categorical": 0.0,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Greylag Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.85077,
+        "distance": 0.14923,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.078357,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Greenfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.830543,
+        "distance": 0.169457,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.196684,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Nettle",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.822631,
+        "distance": 0.177369,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.098195,
+          "categorical": 0.2,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Song Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.821573,
+        "distance": 0.178427,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.134427,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      }
+    ],
+    "Pied Wagtail": [
+      {
+        "species": "Daisy",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.906573,
+        "distance": 0.093427,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.054527,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Mallard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.8973,
+        "distance": 0.1027,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.130187,
+          "categorical": 0.12,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Nettle",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.87617,
+        "distance": 0.12383,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.103614,
+          "categorical": 0.04,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Coal Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.862423,
+        "distance": 0.137577,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.167129,
+          "categorical": 0.12,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Skylark",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.845065,
+        "distance": 0.154935,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.164033,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Red Kite": [
+      {
+        "species": "Buzzard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.817144,
+        "distance": 0.182856,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.21828,
+          "categorical": 0.32,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Crow",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.80743,
+        "distance": 0.19257,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.125034,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Magpie",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.771968,
+        "distance": 0.228032,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.204026,
+          "categorical": 0.28,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Grey Heron",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.762417,
+        "distance": 0.237583,
+        "component_distances": {
+          "circular_month": 0.102564,
+          "numeric": 0.305086,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Blue Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.761922,
+        "distance": 0.238078,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.280313,
+          "categorical": 0.44,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Robin": [
+      {
+        "species": "Mistle Thrush",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.845571,
+        "distance": 0.154429,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.234538,
+          "categorical": 0.12,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Black Headed Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.807858,
+        "distance": 0.192142,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.114297,
+          "categorical": 0.24,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.802886,
+        "distance": 0.197114,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.211315,
+          "categorical": 0.4,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Buzzard",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.784023,
+        "distance": 0.215977,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.188624,
+          "categorical": 0.28,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Crow",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.775663,
+        "distance": 0.224337,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.218785,
+          "categorical": 0.32,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Rook": [
+      {
+        "species": "Dandelion",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.880498,
+        "distance": 0.119502,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.062829,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Wren",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.832689,
+        "distance": 0.167311,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.117539,
+          "categorical": 0.24,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Greenfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.817132,
+        "distance": 0.182868,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.084908,
+          "categorical": 0.28,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Greylag Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.813042,
+        "distance": 0.186958,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.157561,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Germander Speedwell",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.807168,
+        "distance": 0.192832,
+        "component_distances": {
+          "circular_month": 0.230769,
+          "numeric": 0.057482,
+          "categorical": 0.2,
+          "traits": 0.307692
+        }
+      }
+    ],
+    "Shepherds Purse": [
+      {
+        "species": "Daisy",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.885328,
+        "distance": 0.114672,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.042687,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Nettle",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.88478,
+        "distance": 0.11522,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.107738,
+          "categorical": 0.12,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Pied Wagtail",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.843809,
+        "distance": 0.156191,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.074199,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Common Cleavers",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.832891,
+        "distance": 0.167109,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.187292,
+          "categorical": 0.28,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Blackcap",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.81359,
+        "distance": 0.18641,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.146642,
+          "categorical": 0.28,
+          "traits": 0.625
+        }
+      }
+    ],
+    "Skylark": [
+      {
+        "species": "Blackcap",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.936599,
+        "distance": 0.063401,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.068988,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Common Cleavers",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.934636,
+        "distance": 0.065364,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.07684,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Nettle",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.881278,
+        "distance": 0.118722,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.162271,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Coal Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.86746,
+        "distance": 0.13254,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.067889,
+          "categorical": 0.0,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Germander Speedwell",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.866831,
+        "distance": 0.133169,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.061675,
+          "categorical": 0.12,
+          "traits": 0.625
+        }
+      }
+    ],
+    "Song Thrush": [
+      {
+        "species": "Canada Goose",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.854044,
+        "distance": 0.145956,
+        "component_distances": {
+          "circular_month": 0.230769,
+          "numeric": 0.082591,
+          "categorical": 0.04,
+          "traits": 0.166667
+        }
+      },
+      {
+        "species": "Blackbird",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.841425,
+        "distance": 0.158575,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.218299,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Dunnock",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.825952,
+        "distance": 0.174048,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.248194,
+          "categorical": 0.16,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Pheasant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.821573,
+        "distance": 0.178427,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.134427,
+          "categorical": 0.16,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Greenfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.820493,
+        "distance": 0.179507,
+        "component_distances": {
+          "circular_month": 0.166667,
+          "numeric": 0.066217,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      }
+    ],
+    "Woodpigeon": [
+      {
+        "species": "Goldfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.913019,
+        "distance": 0.086981,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.213358,
+          "categorical": 0.04,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Magpie",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.886674,
+        "distance": 0.113326,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.06356,
+          "categorical": 0.0,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Crow",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.840614,
+        "distance": 0.159386,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.175273,
+          "categorical": 0.0,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Common Starling",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+        "similarity": 0.82816,
+        "distance": 0.17184,
+        "component_distances": {
+          "circular_month": 0.128205,
+          "numeric": 0.06623,
+          "categorical": 0.12,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Herring Gull",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.744999,
+        "distance": 0.255001,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.245439,
+          "categorical": 0.44,
+          "traits": 0.533333
+        }
+      }
+    ],
+    "Wren": [
+      {
+        "species": "Greenfinch",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.908828,
+        "distance": 0.091172,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.148074,
+          "categorical": 0.04,
+          "traits": 0.307692
+        }
+      },
+      {
+        "species": "Dandelion",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.863084,
+        "distance": 0.136916,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.162522,
+          "categorical": 0.16,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Rook",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.832689,
+        "distance": 0.167311,
+        "component_distances": {
+          "circular_month": 0.064103,
+          "numeric": 0.117539,
+          "categorical": 0.24,
+          "traits": 0.428571
+        }
+      },
+      {
+        "species": "Great Tit",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.815839,
+        "distance": 0.184161,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.192643,
+          "categorical": 0.28,
+          "traits": 0.533333
+        }
+      },
+      {
+        "species": "Pheasant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.803114,
+        "distance": 0.196886,
+        "component_distances": {
+          "circular_month": 0.0,
+          "numeric": 0.188545,
+          "categorical": 0.28,
+          "traits": 0.625
+        }
+      }
+    ],
+    "Bluebell": [
+      {
+        "species": "Cuckoo",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.887195,
+        "distance": 0.112805,
+        "component_distances": {
+          "circular_month": 0.085833,
+          "numeric": 0.046456,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Yellow Flag Iris",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.813742,
+        "distance": 0.186258,
+        "component_distances": {
+          "circular_month": 0.108056,
+          "numeric": 0.080143,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Garlic Mustard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.798297,
+        "distance": 0.201703,
+        "component_distances": {
+          "circular_month": 0.054931,
+          "numeric": 0.098923,
+          "categorical": 0.4,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cowslip",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.79491,
+        "distance": 0.20509,
+        "component_distances": {
+          "circular_month": 0.081389,
+          "numeric": 0.070136,
+          "categorical": 0.4,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Whitethroat",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.729983,
+        "distance": 0.270017,
+        "component_distances": {
+          "circular_month": 0.102778,
+          "numeric": 0.099622,
+          "categorical": 0.52,
+          "traits": 0.666667
+        }
+      }
+    ],
+    "Brimstone Butterfly": [
+      {
+        "species": "Red Dead Nettle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.957163,
+        "distance": 0.042837,
+        "component_distances": {
+          "circular_month": 0.055278,
+          "numeric": 0.082902,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.881268,
+        "distance": 0.118732,
+        "component_distances": {
+          "circular_month": 0.052778,
+          "numeric": 0.123056,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Comfrey",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.85632,
+        "distance": 0.14368,
+        "component_distances": {
+          "circular_month": 0.131389,
+          "numeric": 0.09707,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Buttercup",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.851145,
+        "distance": 0.148855,
+        "component_distances": {
+          "circular_month": 0.198611,
+          "numeric": 0.010214,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Doves Foot Cranesbill",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.817601,
+        "distance": 0.182399,
+        "component_distances": {
+          "circular_month": 0.246667,
+          "numeric": 0.0675,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Buttercup": [
+      {
+        "species": "Red Dead Nettle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.856278,
+        "distance": 0.143722,
+        "component_distances": {
+          "circular_month": 0.143333,
+          "numeric": 0.078125,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Brimstone Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.851145,
+        "distance": 0.148855,
+        "component_distances": {
+          "circular_month": 0.198611,
+          "numeric": 0.010214,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Swallow",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.842172,
+        "distance": 0.157828,
+        "component_distances": {
+          "circular_month": 0.040764,
+          "numeric": 0.074088,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Doves Foot Cranesbill",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.839264,
+        "distance": 0.160736,
+        "component_distances": {
+          "circular_month": 0.049167,
+          "numeric": 0.072276,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Common Comfrey",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.82465,
+        "distance": 0.17535,
+        "component_distances": {
+          "circular_month": 0.067222,
+          "numeric": 0.101846,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Chiffchaff": [
+      {
+        "species": "Honeysuckle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.835682,
+        "distance": 0.164318,
+        "component_distances": {
+          "circular_month": 0.198889,
+          "numeric": 0.071619,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Garden Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_early_spring_seasonal_presence",
+        "similarity": 0.820528,
+        "distance": 0.179472,
+        "component_distances": {
+          "circular_month": 0.165833,
+          "numeric": 0.025124,
+          "categorical": 0.32,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.811014,
+        "distance": 0.188986,
+        "component_distances": {
+          "circular_month": 0.064167,
+          "numeric": 0.161276,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Red Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.789876,
+        "distance": 0.210124,
+        "component_distances": {
+          "circular_month": 0.256111,
+          "numeric": 0.163292,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Green Alkanet",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.784867,
+        "distance": 0.215133,
+        "component_distances": {
+          "circular_month": 0.120833,
+          "numeric": 0.0752,
+          "categorical": 0.24,
+          "traits": 0.666667
+        }
+      }
+    ],
+    "Common Comfrey": [
+      {
+        "species": "Oxeye Daisy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.946433,
+        "distance": 0.053567,
+        "component_distances": {
+          "circular_month": 0.116389,
+          "numeric": 0.028046,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.924279,
+        "distance": 0.075721,
+        "component_distances": {
+          "circular_month": 0.1675,
+          "numeric": 0.034884,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Green Alkanet",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.906339,
+        "distance": 0.093661,
+        "component_distances": {
+          "circular_month": 0.062222,
+          "numeric": 0.103658,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Red Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.895782,
+        "distance": 0.104218,
+        "component_distances": {
+          "circular_month": 0.083056,
+          "numeric": 0.016556,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Honeysuckle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.877988,
+        "distance": 0.122012,
+        "component_distances": {
+          "circular_month": 0.064375,
+          "numeric": 0.11762,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Common Poppy": [
+      {
+        "species": "Swift",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.885419,
+        "distance": 0.114581,
+        "component_distances": {
+          "circular_month": 0.050764,
+          "numeric": 0.109671,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Dog Rose",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.85137,
+        "distance": 0.14863,
+        "component_distances": {
+          "circular_month": 0.101111,
+          "numeric": 0.133312,
+          "categorical": 0.16,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cornflower",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.847084,
+        "distance": 0.152916,
+        "component_distances": {
+          "circular_month": 0.138056,
+          "numeric": 0.123345,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Red Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.842811,
+        "distance": 0.157189,
+        "component_distances": {
+          "circular_month": 0.081944,
+          "numeric": 0.070218,
+          "categorical": 0.32,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Honeysuckle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.829765,
+        "distance": 0.170235,
+        "component_distances": {
+          "circular_month": 0.139167,
+          "numeric": 0.030847,
+          "categorical": 0.32,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Common Vetch": [
+      {
+        "species": "Cow Parsley",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.975601,
+        "distance": 0.024399,
+        "component_distances": {
+          "circular_month": 0.023958,
+          "numeric": 0.059264,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Garlic Mustard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.889257,
+        "distance": 0.110743,
+        "component_distances": {
+          "circular_month": 0.0875,
+          "numeric": 0.035542,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.86813,
+        "distance": 0.13187,
+        "component_distances": {
+          "circular_month": 0.1475,
+          "numeric": 0.024051,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Whitethroat",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.856611,
+        "distance": 0.143389,
+        "component_distances": {
+          "circular_month": 0.031667,
+          "numeric": 0.030888,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Reed Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.851286,
+        "distance": 0.148714,
+        "component_distances": {
+          "circular_month": 0.188889,
+          "numeric": 0.025205,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Cornflower": [
+      {
+        "species": "Swift",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.935915,
+        "distance": 0.064085,
+        "component_distances": {
+          "circular_month": 0.151667,
+          "numeric": 0.013673,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Common Poppy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.847084,
+        "distance": 0.152916,
+        "component_distances": {
+          "circular_month": 0.138056,
+          "numeric": 0.123345,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cuckoo Pint",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.829866,
+        "distance": 0.170134,
+        "component_distances": {
+          "circular_month": 0.228333,
+          "numeric": 0.143773,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.817281,
+        "distance": 0.182719,
+        "component_distances": {
+          "circular_month": 0.153056,
+          "numeric": 0.089987,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Red Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.799417,
+        "distance": 0.200583,
+        "component_distances": {
+          "circular_month": 0.145694,
+          "numeric": 0.301791,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Cow Parsley": [
+      {
+        "species": "Common Vetch",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.975601,
+        "distance": 0.024399,
+        "component_distances": {
+          "circular_month": 0.023958,
+          "numeric": 0.059264,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Garlic Mustard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.880308,
+        "distance": 0.119692,
+        "component_distances": {
+          "circular_month": 0.077778,
+          "numeric": 0.086897,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.857203,
+        "distance": 0.142797,
+        "component_distances": {
+          "circular_month": 0.137778,
+          "numeric": 0.083315,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Reed Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.849996,
+        "distance": 0.150004,
+        "component_distances": {
+          "circular_month": 0.179167,
+          "numeric": 0.045922,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Whitethroat",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.838951,
+        "distance": 0.161049,
+        "component_distances": {
+          "circular_month": 0.04125,
+          "numeric": 0.086197,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Cowslip": [
+      {
+        "species": "Garlic Mustard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.940605,
+        "distance": 0.059395,
+        "component_distances": {
+          "circular_month": 0.128333,
+          "numeric": 0.032247,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Lesser Celandine",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.877818,
+        "distance": 0.122182,
+        "component_distances": {
+          "circular_month": 0.076667,
+          "numeric": 0.098634,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.838485,
+        "distance": 0.161515,
+        "component_distances": {
+          "circular_month": 0.068333,
+          "numeric": 0.044726,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Reed Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.835335,
+        "distance": 0.164665,
+        "component_distances": {
+          "circular_month": 0.046042,
+          "numeric": 0.092994,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Common Vetch",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.829862,
+        "distance": 0.170138,
+        "component_distances": {
+          "circular_month": 0.215833,
+          "numeric": 0.067789,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Cuckoo": [
+      {
+        "species": "Bluebell",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.887195,
+        "distance": 0.112805,
+        "component_distances": {
+          "circular_month": 0.085833,
+          "numeric": 0.046456,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Garlic Mustard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.867531,
+        "distance": 0.132469,
+        "component_distances": {
+          "circular_month": 0.047222,
+          "numeric": 0.058893,
+          "categorical": 0.28,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cowslip",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.827593,
+        "distance": 0.172407,
+        "component_distances": {
+          "circular_month": 0.167222,
+          "numeric": 0.026646,
+          "categorical": 0.28,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Vetch",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.788614,
+        "distance": 0.211386,
+        "component_distances": {
+          "circular_month": 0.081944,
+          "numeric": 0.094434,
+          "categorical": 0.4,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Yellow Flag Iris",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.779667,
+        "distance": 0.220333,
+        "component_distances": {
+          "circular_month": 0.048194,
+          "numeric": 0.116219,
+          "categorical": 0.36,
+          "traits": 0.666667
+        }
+      }
+    ],
+    "Cuckoo Pint": [
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.875618,
+        "distance": 0.124382,
+        "component_distances": {
+          "circular_month": 0.063194,
+          "numeric": 0.096987,
+          "categorical": 0.16,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Swift",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.857062,
+        "distance": 0.142938,
+        "component_distances": {
+          "circular_month": 0.168889,
+          "numeric": 0.1301,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.846331,
+        "distance": 0.153669,
+        "component_distances": {
+          "circular_month": 0.103056,
+          "numeric": 0.053786,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cornflower",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.829866,
+        "distance": 0.170134,
+        "component_distances": {
+          "circular_month": 0.228333,
+          "numeric": 0.143773,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Poppy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.816226,
+        "distance": 0.183774,
+        "component_distances": {
+          "circular_month": 0.199167,
+          "numeric": 0.020428,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Dog Rose": [
+      {
+        "species": "Teasel",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.937062,
+        "distance": 0.062938,
+        "component_distances": {
+          "circular_month": 0.110833,
+          "numeric": 0.042421,
+          "categorical": 0.04,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Red Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.870051,
+        "distance": 0.129949,
+        "component_distances": {
+          "circular_month": 0.095,
+          "numeric": 0.068367,
+          "categorical": 0.16,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "White Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.85404,
+        "distance": 0.14596,
+        "component_distances": {
+          "circular_month": 0.033333,
+          "numeric": 0.006508,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Common Poppy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.85137,
+        "distance": 0.14863,
+        "component_distances": {
+          "circular_month": 0.101111,
+          "numeric": 0.133312,
+          "categorical": 0.16,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Doves Foot Cranesbill",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.82543,
+        "distance": 0.17457,
+        "component_distances": {
+          "circular_month": 0.135278,
+          "numeric": 0.022406,
+          "categorical": 0.36,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Doves Foot Cranesbill": [
+      {
+        "species": "Red Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.905192,
+        "distance": 0.094808,
+        "component_distances": {
+          "circular_month": 0.041667,
+          "numeric": 0.045137,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Swallow",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.870102,
+        "distance": 0.129898,
+        "component_distances": {
+          "circular_month": 0.016111,
+          "numeric": 0.001812,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Honeysuckle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.857655,
+        "distance": 0.142345,
+        "component_distances": {
+          "circular_month": 0.098889,
+          "numeric": 0.14373,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Oxeye Daisy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.854578,
+        "distance": 0.145422,
+        "component_distances": {
+          "circular_month": 0.020972,
+          "numeric": 0.056133,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Buttercup",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.839264,
+        "distance": 0.160736,
+        "component_distances": {
+          "circular_month": 0.049167,
+          "numeric": 0.072276,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Garden Warbler": [
+      {
+        "species": "Chiffchaff",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.820528,
+        "distance": 0.179472,
+        "component_distances": {
+          "circular_month": 0.165833,
+          "numeric": 0.025124,
+          "categorical": 0.32,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cowslip",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.684203,
+        "distance": 0.315797,
+        "component_distances": {
+          "circular_month": 0.151181,
+          "numeric": 0.269299,
+          "categorical": 0.44,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.681629,
+        "distance": 0.318371,
+        "component_distances": {
+          "circular_month": 0.180833,
+          "numeric": 0.136151,
+          "categorical": 0.56,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Honeysuckle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.678375,
+        "distance": 0.321625,
+        "component_distances": {
+          "circular_month": 0.364722,
+          "numeric": 0.050944,
+          "categorical": 0.44,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Lesser Celandine",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.667885,
+        "distance": 0.332115,
+        "component_distances": {
+          "circular_month": 0.141458,
+          "numeric": 0.174125,
+          "categorical": 0.56,
+          "traits": 0.8
+        }
+      }
+    ],
+    "Garlic Mustard": [
+      {
+        "species": "Cowslip",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.940605,
+        "distance": 0.059395,
+        "component_distances": {
+          "circular_month": 0.128333,
+          "numeric": 0.032247,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Common Vetch",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.889257,
+        "distance": 0.110743,
+        "component_distances": {
+          "circular_month": 0.0875,
+          "numeric": 0.035542,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cow Parsley",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.880308,
+        "distance": 0.119692,
+        "component_distances": {
+          "circular_month": 0.077778,
+          "numeric": 0.086897,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cuckoo",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.867531,
+        "distance": 0.132469,
+        "component_distances": {
+          "circular_month": 0.047222,
+          "numeric": 0.058893,
+          "categorical": 0.28,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.84988,
+        "distance": 0.15012,
+        "component_distances": {
+          "circular_month": 0.06,
+          "numeric": 0.01248,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Gatekeeper Butterfly": [
+      {
+        "species": "Goats Beard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.916389,
+        "distance": 0.083611,
+        "component_distances": {
+          "circular_month": 0.148333,
+          "numeric": 0.097111,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Rosebay Willowherb",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.82003,
+        "distance": 0.17997,
+        "component_distances": {
+          "circular_month": 0.085694,
+          "numeric": 0.090769,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "White Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.813709,
+        "distance": 0.186291,
+        "component_distances": {
+          "circular_month": 0.121111,
+          "numeric": 0.059388,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cornflower",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.773689,
+        "distance": 0.226311,
+        "component_distances": {
+          "circular_month": 0.124097,
+          "numeric": 0.182689,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Swift",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.763253,
+        "distance": 0.236747,
+        "component_distances": {
+          "circular_month": 0.145347,
+          "numeric": 0.190431,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Goats Beard": [
+      {
+        "species": "Gatekeeper Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.916389,
+        "distance": 0.083611,
+        "component_distances": {
+          "circular_month": 0.148333,
+          "numeric": 0.097111,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "White Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.85492,
+        "distance": 0.14508,
+        "component_distances": {
+          "circular_month": 0.027917,
+          "numeric": 0.043655,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Swift",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.817681,
+        "distance": 0.182319,
+        "component_distances": {
+          "circular_month": 0.0675,
+          "numeric": 0.097275,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Rosebay Willowherb",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.78208,
+        "distance": 0.21792,
+        "component_distances": {
+          "circular_month": 0.230556,
+          "numeric": 0.01079,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cow Parsley",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.771591,
+        "distance": 0.228409,
+        "component_distances": {
+          "circular_month": 0.152222,
+          "numeric": 0.01808,
+          "categorical": 0.44,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Green Alkanet": [
+      {
+        "species": "Common Comfrey",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.906339,
+        "distance": 0.093661,
+        "component_distances": {
+          "circular_month": 0.062222,
+          "numeric": 0.103658,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.893291,
+        "distance": 0.106709,
+        "component_distances": {
+          "circular_month": 0.105833,
+          "numeric": 0.086075,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Oxeye Daisy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.866647,
+        "distance": 0.133353,
+        "component_distances": {
+          "circular_month": 0.178056,
+          "numeric": 0.077095,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Honeysuckle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.852163,
+        "distance": 0.147837,
+        "component_distances": {
+          "circular_month": 0.110278,
+          "numeric": 0.018905,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Red Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.820866,
+        "distance": 0.179134,
+        "component_distances": {
+          "circular_month": 0.145278,
+          "numeric": 0.088091,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Honeysuckle": [
+      {
+        "species": "Red Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.950873,
+        "distance": 0.049127,
+        "component_distances": {
+          "circular_month": 0.059653,
+          "numeric": 0.101064,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Common Comfrey",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.877988,
+        "distance": 0.122012,
+        "component_distances": {
+          "circular_month": 0.064375,
+          "numeric": 0.11762,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Oxeye Daisy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.870749,
+        "distance": 0.129251,
+        "component_distances": {
+          "circular_month": 0.1,
+          "numeric": 0.089574,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Doves Foot Cranesbill",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.857655,
+        "distance": 0.142345,
+        "component_distances": {
+          "circular_month": 0.098889,
+          "numeric": 0.14373,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Green Alkanet",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.852163,
+        "distance": 0.147837,
+        "component_distances": {
+          "circular_month": 0.110278,
+          "numeric": 0.018905,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Horsetail": [
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.904248,
+        "distance": 0.095752,
+        "component_distances": {
+          "circular_month": 0.0475,
+          "numeric": 0.039579,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "White Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.822616,
+        "distance": 0.177384,
+        "component_distances": {
+          "circular_month": 0.085278,
+          "numeric": 0.177665,
+          "categorical": 0.28,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Swift",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.799779,
+        "distance": 0.200221,
+        "component_distances": {
+          "circular_month": 0.106667,
+          "numeric": 0.038218,
+          "categorical": 0.24,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Cuckoo Pint",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.78827,
+        "distance": 0.21173,
+        "component_distances": {
+          "circular_month": 0.100972,
+          "numeric": 0.093364,
+          "categorical": 0.24,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Cornflower",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.759176,
+        "distance": 0.240824,
+        "component_distances": {
+          "circular_month": 0.200556,
+          "numeric": 0.050409,
+          "categorical": 0.24,
+          "traits": 0.666667
+        }
+      }
+    ],
+    "Lesser Celandine": [
+      {
+        "species": "Reed Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.878925,
+        "distance": 0.121075,
+        "component_distances": {
+          "circular_month": 0.1175,
+          "numeric": 0.028873,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cowslip",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.877818,
+        "distance": 0.122182,
+        "component_distances": {
+          "circular_month": 0.076667,
+          "numeric": 0.098634,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.860799,
+        "distance": 0.139201,
+        "component_distances": {
+          "circular_month": 0.139444,
+          "numeric": 0.066265,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Garlic Mustard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.838792,
+        "distance": 0.161208,
+        "component_distances": {
+          "circular_month": 0.192222,
+          "numeric": 0.069847,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cow Parsley",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.763625,
+        "distance": 0.236375,
+        "component_distances": {
+          "circular_month": 0.27,
+          "numeric": 0.021498,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Meadow Brown Butterfly": [
+      {
+        "species": "Horsetail",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.904248,
+        "distance": 0.095752,
+        "component_distances": {
+          "circular_month": 0.0475,
+          "numeric": 0.039579,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Swift",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.854894,
+        "distance": 0.145106,
+        "component_distances": {
+          "circular_month": 0.067569,
+          "numeric": 0.076314,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cuckoo Pint",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.846331,
+        "distance": 0.153669,
+        "component_distances": {
+          "circular_month": 0.103056,
+          "numeric": 0.053786,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cornflower",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.817281,
+        "distance": 0.182719,
+        "component_distances": {
+          "circular_month": 0.153056,
+          "numeric": 0.089987,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Common Poppy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.804227,
+        "distance": 0.195773,
+        "component_distances": {
+          "circular_month": 0.096111,
+          "numeric": 0.037312,
+          "categorical": 0.24,
+          "traits": 0.666667
+        }
+      }
+    ],
+    "Orange Tip Butterfly": [
+      {
+        "species": "Reed Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.971377,
+        "distance": 0.028623,
+        "component_distances": {
+          "circular_month": 0.041389,
+          "numeric": 0.048268,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Whitethroat",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.884853,
+        "distance": 0.115147,
+        "component_distances": {
+          "circular_month": 0.115833,
+          "numeric": 0.007825,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Vetch",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.86813,
+        "distance": 0.13187,
+        "component_distances": {
+          "circular_month": 0.1475,
+          "numeric": 0.024051,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Lesser Celandine",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.860799,
+        "distance": 0.139201,
+        "component_distances": {
+          "circular_month": 0.139444,
+          "numeric": 0.066265,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cow Parsley",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.857203,
+        "distance": 0.142797,
+        "component_distances": {
+          "circular_month": 0.137778,
+          "numeric": 0.083315,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Oxeye Daisy": [
+      {
+        "species": "Common Comfrey",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.946433,
+        "distance": 0.053567,
+        "component_distances": {
+          "circular_month": 0.116389,
+          "numeric": 0.028046,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Red Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.913159,
+        "distance": 0.086841,
+        "component_distances": {
+          "circular_month": 0.042778,
+          "numeric": 0.01149,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.884199,
+        "distance": 0.115801,
+        "component_distances": {
+          "circular_month": 0.283889,
+          "numeric": 0.00898,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Honeysuckle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.870749,
+        "distance": 0.129251,
+        "component_distances": {
+          "circular_month": 0.1,
+          "numeric": 0.089574,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Green Alkanet",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.866647,
+        "distance": 0.133353,
+        "component_distances": {
+          "circular_month": 0.178056,
+          "numeric": 0.077095,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Peacock Butterfly": [
+      {
+        "species": "Common Comfrey",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.924279,
+        "distance": 0.075721,
+        "component_distances": {
+          "circular_month": 0.1675,
+          "numeric": 0.034884,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Green Alkanet",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.893291,
+        "distance": 0.106709,
+        "component_distances": {
+          "circular_month": 0.105833,
+          "numeric": 0.086075,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Oxeye Daisy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.884199,
+        "distance": 0.115801,
+        "component_distances": {
+          "circular_month": 0.283889,
+          "numeric": 0.00898,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Brimstone Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.881268,
+        "distance": 0.118732,
+        "component_distances": {
+          "circular_month": 0.052778,
+          "numeric": 0.123056,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Red Dead Nettle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.841148,
+        "distance": 0.158852,
+        "component_distances": {
+          "circular_month": 0.1025,
+          "numeric": 0.20398,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Red Admiral Butterfly": [
+      {
+        "species": "White Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.743585,
+        "distance": 0.256415,
+        "component_distances": {
+          "circular_month": 0.207569,
+          "numeric": 0.265549,
+          "categorical": 0.16,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Red Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.728551,
+        "distance": 0.271449,
+        "component_distances": {
+          "circular_month": 0.154931,
+          "numeric": 0.213907,
+          "categorical": 0.28,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.719091,
+        "distance": 0.280909,
+        "component_distances": {
+          "circular_month": 0.156111,
+          "numeric": 0.281858,
+          "categorical": 0.24,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Horsetail",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.714709,
+        "distance": 0.285291,
+        "component_distances": {
+          "circular_month": 0.235278,
+          "numeric": 0.465289,
+          "categorical": 0.16,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.680656,
+        "distance": 0.319344,
+        "component_distances": {
+          "circular_month": 0.204792,
+          "numeric": 0.425711,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Red Campion": [
+      {
+        "species": "Honeysuckle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.950873,
+        "distance": 0.049127,
+        "component_distances": {
+          "circular_month": 0.059653,
+          "numeric": 0.101064,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Oxeye Daisy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.913159,
+        "distance": 0.086841,
+        "component_distances": {
+          "circular_month": 0.042778,
+          "numeric": 0.01149,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Doves Foot Cranesbill",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.905192,
+        "distance": 0.094808,
+        "component_distances": {
+          "circular_month": 0.041667,
+          "numeric": 0.045137,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Comfrey",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.895782,
+        "distance": 0.104218,
+        "component_distances": {
+          "circular_month": 0.083056,
+          "numeric": 0.016556,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Poppy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.842811,
+        "distance": 0.157189,
+        "component_distances": {
+          "circular_month": 0.081944,
+          "numeric": 0.070218,
+          "categorical": 0.32,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Red Clover": [
+      {
+        "species": "White Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.892476,
+        "distance": 0.107524,
+        "component_distances": {
+          "circular_month": 0.061667,
+          "numeric": 0.064,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Dog Rose",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.870051,
+        "distance": 0.129949,
+        "component_distances": {
+          "circular_month": 0.095,
+          "numeric": 0.068367,
+          "categorical": 0.16,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Teasel",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.849413,
+        "distance": 0.150587,
+        "component_distances": {
+          "circular_month": 0.150278,
+          "numeric": 0.094475,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.837904,
+        "distance": 0.162096,
+        "component_distances": {
+          "circular_month": 0.223889,
+          "numeric": 0.086735,
+          "categorical": 0.04,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Swift",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.809558,
+        "distance": 0.190442,
+        "component_distances": {
+          "circular_month": 0.128889,
+          "numeric": 0.288117,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Red Dead Nettle": [
+      {
+        "species": "Brimstone Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.957163,
+        "distance": 0.042837,
+        "component_distances": {
+          "circular_month": 0.055278,
+          "numeric": 0.082902,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Buttercup",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.856278,
+        "distance": 0.143722,
+        "component_distances": {
+          "circular_month": 0.143333,
+          "numeric": 0.078125,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.841148,
+        "distance": 0.158852,
+        "component_distances": {
+          "circular_month": 0.1025,
+          "numeric": 0.20398,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Comfrey",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.839789,
+        "distance": 0.160211,
+        "component_distances": {
+          "circular_month": 0.120903,
+          "numeric": 0.179971,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Doves Foot Cranesbill",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.818987,
+        "distance": 0.181013,
+        "component_distances": {
+          "circular_month": 0.191389,
+          "numeric": 0.150401,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Reed Warbler": [
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.971377,
+        "distance": 0.028623,
+        "component_distances": {
+          "circular_month": 0.041389,
+          "numeric": 0.048268,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Lesser Celandine",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.878925,
+        "distance": 0.121075,
+        "component_distances": {
+          "circular_month": 0.1175,
+          "numeric": 0.028873,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Whitethroat",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.856231,
+        "distance": 0.143769,
+        "component_distances": {
+          "circular_month": 0.157222,
+          "numeric": 0.056093,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Vetch",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.851286,
+        "distance": 0.148714,
+        "component_distances": {
+          "circular_month": 0.188889,
+          "numeric": 0.025205,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cow Parsley",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.849996,
+        "distance": 0.150004,
+        "component_distances": {
+          "circular_month": 0.179167,
+          "numeric": 0.045922,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Rosebay Willowherb": [
+      {
+        "species": "Gatekeeper Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.82003,
+        "distance": 0.17997,
+        "component_distances": {
+          "circular_month": 0.085694,
+          "numeric": 0.090769,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "White Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.787451,
+        "distance": 0.212549,
+        "component_distances": {
+          "circular_month": 0.203333,
+          "numeric": 0.032864,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Goats Beard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.78208,
+        "distance": 0.21792,
+        "component_distances": {
+          "circular_month": 0.230556,
+          "numeric": 0.01079,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.727183,
+        "distance": 0.272817,
+        "component_distances": {
+          "circular_month": 0.179306,
+          "numeric": 0.184379,
+          "categorical": 0.4,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cornflower",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.700958,
+        "distance": 0.299042,
+        "component_distances": {
+          "circular_month": 0.128611,
+          "numeric": 0.094392,
+          "categorical": 0.52,
+          "traits": 0.8
+        }
+      }
+    ],
+    "Snowdrop": [
+      {
+        "species": "Winter Aconite",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_winter_seasonal_presence",
+        "similarity": 0.853066,
+        "distance": 0.146934,
+        "component_distances": {
+          "circular_month": 0.027222,
+          "numeric": 0.052179,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Reed Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.667608,
+        "distance": 0.332392,
+        "component_distances": {
+          "circular_month": 0.354444,
+          "numeric": 0.110456,
+          "categorical": 0.44,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.66312,
+        "distance": 0.33688,
+        "component_distances": {
+          "circular_month": 0.395833,
+          "numeric": 0.062188,
+          "categorical": 0.44,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Lesser Celandine",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.654397,
+        "distance": 0.345603,
+        "component_distances": {
+          "circular_month": 0.263611,
+          "numeric": 0.112636,
+          "categorical": 0.56,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.631612,
+        "distance": 0.368388,
+        "component_distances": {
+          "circular_month": 0.075,
+          "numeric": 0.261246,
+          "categorical": 0.615385,
+          "traits": 1.0
+        }
+      }
+    ],
+    "Speckled Wood Butterfly": [
+      {
+        "species": "Cuckoo Pint",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.875618,
+        "distance": 0.124382,
+        "component_distances": {
+          "circular_month": 0.063194,
+          "numeric": 0.096987,
+          "categorical": 0.16,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Red Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.837904,
+        "distance": 0.162096,
+        "component_distances": {
+          "circular_month": 0.223889,
+          "numeric": 0.086735,
+          "categorical": 0.04,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Teasel",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.787147,
+        "distance": 0.212853,
+        "component_distances": {
+          "circular_month": 0.248056,
+          "numeric": 0.026524,
+          "categorical": 0.16,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "White Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.773094,
+        "distance": 0.226906,
+        "component_distances": {
+          "circular_month": 0.285556,
+          "numeric": 0.022735,
+          "categorical": 0.16,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Dog Rose",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.768852,
+        "distance": 0.231148,
+        "component_distances": {
+          "circular_month": 0.318889,
+          "numeric": 0.018368,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Swallow": [
+      {
+        "species": "Doves Foot Cranesbill",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.870102,
+        "distance": 0.129898,
+        "component_distances": {
+          "circular_month": 0.016111,
+          "numeric": 0.001812,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Buttercup",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.842172,
+        "distance": 0.157828,
+        "component_distances": {
+          "circular_month": 0.040764,
+          "numeric": 0.074088,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Red Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.801937,
+        "distance": 0.198063,
+        "component_distances": {
+          "circular_month": 0.037153,
+          "numeric": 0.044808,
+          "categorical": 0.36,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Oxeye Daisy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.75841,
+        "distance": 0.24159,
+        "component_distances": {
+          "circular_month": 0.029097,
+          "numeric": 0.055803,
+          "categorical": 0.48,
+          "traits": 0.8
+        }
+      },
+      {
+        "species": "Honeysuckle",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.753798,
+        "distance": 0.246202,
+        "component_distances": {
+          "circular_month": 0.096806,
+          "numeric": 0.141917,
+          "categorical": 0.36,
+          "traits": 0.666667
+        }
+      }
+    ],
+    "Swift": [
+      {
+        "species": "Cornflower",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.935915,
+        "distance": 0.064085,
+        "component_distances": {
+          "circular_month": 0.151667,
+          "numeric": 0.013673,
+          "categorical": 0.0,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Common Poppy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.885419,
+        "distance": 0.114581,
+        "component_distances": {
+          "circular_month": 0.050764,
+          "numeric": 0.109671,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cuckoo Pint",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.857062,
+        "distance": 0.142938,
+        "component_distances": {
+          "circular_month": 0.168889,
+          "numeric": 0.1301,
+          "categorical": 0.0,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.854894,
+        "distance": 0.145106,
+        "component_distances": {
+          "circular_month": 0.067569,
+          "numeric": 0.076314,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Goats Beard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.817681,
+        "distance": 0.182319,
+        "component_distances": {
+          "circular_month": 0.0675,
+          "numeric": 0.097275,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Teasel": [
+      {
+        "species": "Dog Rose",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.937062,
+        "distance": 0.062938,
+        "component_distances": {
+          "circular_month": 0.110833,
+          "numeric": 0.042421,
+          "categorical": 0.04,
+          "traits": 0.0
+        }
+      },
+      {
+        "species": "Red Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.849413,
+        "distance": 0.150587,
+        "component_distances": {
+          "circular_month": 0.150278,
+          "numeric": 0.094475,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Poppy",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.828087,
+        "distance": 0.171913,
+        "component_distances": {
+          "circular_month": 0.205833,
+          "numeric": 0.090891,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "White Campion",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.8188,
+        "distance": 0.1812,
+        "component_distances": {
+          "circular_month": 0.123056,
+          "numeric": 0.035912,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Doves Foot Cranesbill",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.788459,
+        "distance": 0.211541,
+        "component_distances": {
+          "circular_month": 0.246111,
+          "numeric": 0.024958,
+          "categorical": 0.32,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "White Campion": [
+      {
+        "species": "Red Clover",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.892476,
+        "distance": 0.107524,
+        "component_distances": {
+          "circular_month": 0.061667,
+          "numeric": 0.064,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Dog Rose",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.85404,
+        "distance": 0.14596,
+        "component_distances": {
+          "circular_month": 0.033333,
+          "numeric": 0.006508,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Teasel",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.8188,
+        "distance": 0.1812,
+        "component_distances": {
+          "circular_month": 0.123056,
+          "numeric": 0.035912,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.795404,
+        "distance": 0.204596,
+        "component_distances": {
+          "circular_month": 0.163889,
+          "numeric": 0.160161,
+          "categorical": 0.12,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Swift",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.773381,
+        "distance": 0.226619,
+        "component_distances": {
+          "circular_month": 0.11125,
+          "numeric": 0.236475,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      }
+    ],
+    "White Clover": [
+      {
+        "species": "Goats Beard",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.85492,
+        "distance": 0.14508,
+        "component_distances": {
+          "circular_month": 0.027917,
+          "numeric": 0.043655,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Horsetail",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.822616,
+        "distance": 0.177384,
+        "component_distances": {
+          "circular_month": 0.085278,
+          "numeric": 0.177665,
+          "categorical": 0.28,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Gatekeeper Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.813709,
+        "distance": 0.186291,
+        "component_distances": {
+          "circular_month": 0.121111,
+          "numeric": 0.059388,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Rosebay Willowherb",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.787451,
+        "distance": 0.212549,
+        "component_distances": {
+          "circular_month": 0.203333,
+          "numeric": 0.032864,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.755384,
+        "distance": 0.244616,
+        "component_distances": {
+          "circular_month": 0.088264,
+          "numeric": 0.217243,
+          "categorical": 0.4,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Whitethroat": [
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.884853,
+        "distance": 0.115147,
+        "component_distances": {
+          "circular_month": 0.115833,
+          "numeric": 0.007825,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Common Vetch",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.856611,
+        "distance": 0.143389,
+        "component_distances": {
+          "circular_month": 0.031667,
+          "numeric": 0.030888,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Reed Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.856231,
+        "distance": 0.143769,
+        "component_distances": {
+          "circular_month": 0.157222,
+          "numeric": 0.056093,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Cow Parsley",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.838951,
+        "distance": 0.161049,
+        "component_distances": {
+          "circular_month": 0.04125,
+          "numeric": 0.086197,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Yellow Flag Iris",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.828116,
+        "distance": 0.171884,
+        "component_distances": {
+          "circular_month": 0.073611,
+          "numeric": 0.174328,
+          "categorical": 0.28,
+          "traits": 0.285714
+        }
+      }
+    ],
+    "Winter Aconite": [
+      {
+        "species": "Snowdrop",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_winter_seasonal_presence",
+        "similarity": 0.853066,
+        "distance": 0.146934,
+        "component_distances": {
+          "circular_month": 0.027222,
+          "numeric": 0.052179,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cowslip",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.681158,
+        "distance": 0.318842,
+        "component_distances": {
+          "circular_month": 0.346389,
+          "numeric": 0.069147,
+          "categorical": 0.44,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cuckoo",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.677073,
+        "distance": 0.322927,
+        "component_distances": {
+          "circular_month": 0.513611,
+          "numeric": 0.042501,
+          "categorical": 0.32,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Bluebell",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.662923,
+        "distance": 0.337077,
+        "component_distances": {
+          "circular_month": 0.427778,
+          "numeric": 0.011863,
+          "categorical": 0.44,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.638378,
+        "distance": 0.361622,
+        "component_distances": {
+          "circular_month": 0.059167,
+          "numeric": 0.259516,
+          "categorical": 0.615385,
+          "traits": 1.0
+        }
+      }
+    ],
+    "Yellow Flag Iris": [
+      {
+        "species": "Whitethroat",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.828116,
+        "distance": 0.171884,
+        "component_distances": {
+          "circular_month": 0.073611,
+          "numeric": 0.174328,
+          "categorical": 0.28,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Bluebell",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.813742,
+        "distance": 0.186258,
+        "component_distances": {
+          "circular_month": 0.108056,
+          "numeric": 0.080143,
+          "categorical": 0.24,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Cuckoo",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_spring_seasonal_presence",
+        "similarity": 0.779667,
+        "distance": 0.220333,
+        "component_distances": {
+          "circular_month": 0.048194,
+          "numeric": 0.116219,
+          "categorical": 0.36,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.742267,
+        "distance": 0.257733,
+        "component_distances": {
+          "circular_month": 0.142986,
+          "numeric": 0.182154,
+          "categorical": 0.4,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Reed Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.716006,
+        "distance": 0.283994,
+        "component_distances": {
+          "circular_month": 0.178472,
+          "numeric": 0.230422,
+          "categorical": 0.4,
+          "traits": 0.5
+        }
+      }
+    ],
+    "Redwing": [
+      {
+        "species": "Winter Aconite",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_winter_seasonal_presence",
+        "similarity": 0.506033,
+        "distance": 0.493967,
+        "component_distances": {
+          "circular_month": 0.225833,
+          "numeric": 0.214533,
+          "categorical": 1.0,
+          "traits": 1.0
+        }
+      },
+      {
+        "species": "Snowdrop",
+        "model_family": "seasonal_presence",
+        "primary_class": "narrow_winter_seasonal_presence",
+        "similarity": 0.499268,
+        "distance": 0.500732,
+        "component_distances": {
+          "circular_month": 0.241667,
+          "numeric": 0.216263,
+          "categorical": 1.0,
+          "traits": 1.0
+        }
+      },
+      {
+        "species": "Snowberry",
+        "model_family": "winter_presence",
+        "primary_class": "winter_visitor_with_autumn_arrival_component",
+        "similarity": 0.490729,
+        "distance": 0.509271,
+        "component_distances": {
+          "circular_month": 0.538462,
+          "numeric": 0.684879,
+          "categorical": 0.28,
+          "traits": 0.444444
+        }
+      },
+      {
+        "species": "Cormorant",
+        "model_family": "resident_detectability",
+        "primary_class": "resident_with_summer_detectability_collapse",
+        "similarity": 0.483511,
+        "distance": 0.516489,
+        "component_distances": {
+          "circular_month": 0.230769,
+          "numeric": 0.428018,
+          "categorical": 0.88,
+          "traits": 0.941176
+        }
+      },
+      {
+        "species": "Garden Warbler",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_early_spring_seasonal_presence",
+        "similarity": 0.481418,
+        "distance": 0.518582,
+        "component_distances": {
+          "circular_month": 0.353333,
+          "numeric": 0.108997,
+          "categorical": 1.0,
+          "traits": 1.0
+        }
+      }
+    ],
+    "Snowberry": [
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.600596,
+        "distance": 0.399404,
+        "component_distances": {
+          "circular_month": 0.1025,
+          "numeric": 0.095156,
+          "categorical": 0.923077,
+          "traits": 1.0
+        }
+      },
+      {
+        "species": "Red Admiral Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.54354,
+        "distance": 0.45646,
+        "component_distances": {
+          "circular_month": 0.23,
+          "numeric": 0.119377,
+          "categorical": 0.923077,
+          "traits": 1.0
+        }
+      },
+      {
+        "species": "Rosebay Willowherb",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.543474,
+        "distance": 0.456526,
+        "component_distances": {
+          "circular_month": 0.1225,
+          "numeric": 0.230104,
+          "categorical": 1.0,
+          "traits": 1.0
+        }
+      },
+      {
+        "species": "Cuckoo Pint",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.540362,
+        "distance": 0.459638,
+        "component_distances": {
+          "circular_month": 0.190833,
+          "numeric": 0.133218,
+          "categorical": 1.0,
+          "traits": 1.0
+        }
+      },
+      {
+        "species": "Teasel",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.509108,
+        "distance": 0.490892,
+        "component_distances": {
+          "circular_month": 0.251667,
+          "numeric": 0.1609,
+          "categorical": 1.0,
+          "traits": 1.0
+        }
+      }
+    ]
+  },
+  "pairwise": [
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Blackbird",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.7563,
+      "distance": 0.2437,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.170697,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Blackcap",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.633801,
+      "distance": 0.366199,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.245487,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Blue Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.755777,
+      "distance": 0.244223,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.070225,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Buzzard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.708833,
+      "distance": 0.291167,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.107001,
+        "categorical": 0.52,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Canada Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.607918,
+      "distance": 0.392082,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.21633,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Chaffinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.574693,
+      "distance": 0.425307,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.198722,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Coal Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.570087,
+      "distance": 0.429913,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.246688,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Collared Dove",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.682618,
+      "distance": 0.317382,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.130654,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Common Cleavers",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.641393,
+      "distance": 0.358607,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.215122,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.736806,
+      "distance": 0.263194,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.102299,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.758122,
+      "distance": 0.241878,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.192947,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.896422,
+      "distance": 0.103578,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.133695,
+        "categorical": 0.12,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.81474,
+      "distance": 0.18526,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.223298,
+        "categorical": 0.16,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.678069,
+      "distance": 0.321931,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.270494,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.744854,
+      "distance": 0.255146,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.119663,
+        "categorical": 0.28,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.648679,
+      "distance": 0.351321,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.247516,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.799027,
+      "distance": 0.200973,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.030647,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.675484,
+      "distance": 0.324516,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.229755,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.762478,
+      "distance": 0.237522,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.159087,
+        "categorical": 0.52,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.710914,
+      "distance": 0.289086,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.094573,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.581389,
+      "distance": 0.418611,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.255676,
+        "categorical": 0.56,
+        "traits": 0.9
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.676125,
+      "distance": 0.323875,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.04173,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.812622,
+      "distance": 0.187378,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.07669,
+        "categorical": 0.2,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.853531,
+      "distance": 0.146469,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.169877,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.688477,
+      "distance": 0.311523,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.138078,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.555063,
+      "distance": 0.444937,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.185346,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.499376,
+      "distance": 0.500624,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.371993,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.629245,
+      "distance": 0.370755,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.213662,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.693375,
+      "distance": 0.306625,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.20927,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.644974,
+      "distance": 0.355026,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.153232,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.744242,
+      "distance": 0.255758,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.257466,
+        "categorical": 0.36,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.791394,
+      "distance": 0.208606,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.21986,
+        "categorical": 0.24,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.705872,
+      "distance": 0.294128,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.085203,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.689051,
+      "distance": 0.310949,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.133499,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.681741,
+      "distance": 0.318259,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.102163,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.561173,
+      "distance": 0.438827,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.311379,
+        "categorical": 0.84,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.807858,
+      "distance": 0.192142,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.114297,
+        "categorical": 0.24,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.669239,
+      "distance": 0.330761,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.190712,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.654244,
+      "distance": 0.345756,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.147186,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.642764,
+      "distance": 0.357236,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.209638,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.715224,
+      "distance": 0.284776,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.231471,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.711913,
+      "distance": 0.288087,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.226784,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.601816,
+      "distance": 0.398184,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.240702,
+        "categorical": 0.52,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.378316,
+      "distance": 0.621684,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.320069,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.433038,
+      "distance": 0.566962,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.295848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.343947,
+      "distance": 0.656053,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.314879,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.413161,
+      "distance": 0.586839,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.346021,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.351919,
+      "distance": 0.648081,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.32699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.312344,
+      "distance": 0.687656,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.307958,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.356018,
+      "distance": 0.643982,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.32526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.234467,
+      "distance": 0.765533,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.358131,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.352269,
+      "distance": 0.647731,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.361592,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.40907,
+      "distance": 0.59093,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.365052,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.323475,
+      "distance": 0.676525,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.375433,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.192193,
+      "distance": 0.807807,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.269896,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.348264,
+      "distance": 0.651736,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.240484,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.344614,
+      "distance": 0.655386,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.314879,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.506562,
+      "distance": 0.493438,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.275087,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.357098,
+      "distance": 0.642902,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.352941,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.204118,
+      "distance": 0.795882,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.323529,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.283864,
+      "distance": 0.716136,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.351211,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.347261,
+      "distance": 0.652739,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.344291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.380002,
+      "distance": 0.619998,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.290657,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.259027,
+      "distance": 0.740973,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.342561,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.398376,
+      "distance": 0.601624,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.377163,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.267137,
+      "distance": 0.732863,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.294118,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.41655,
+      "distance": 0.58345,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.321799,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.345217,
+      "distance": 0.654783,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.321799,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.441724,
+      "distance": 0.558276,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.266436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.226704,
+      "distance": 0.773296,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.256055,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.358451,
+      "distance": 0.641549,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.323529,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.279217,
+      "distance": 0.720783,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.321799,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.430101,
+      "distance": 0.569899,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.288927,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.437732,
+      "distance": 0.562268,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.283737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.175971,
+      "distance": 0.824029,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.366782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.58595,
+      "distance": 0.41405,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.382353,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.233093,
+      "distance": 0.766907,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.231834,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.341245,
+      "distance": 0.658755,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.309689,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.294991,
+      "distance": 0.705009,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.33737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.209606,
+      "distance": 0.790394,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.297578,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.310697,
+      "distance": 0.689303,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.278547,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.270007,
+      "distance": 0.729993,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.371972,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.352558,
+      "distance": 0.647442,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.3391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.592716,
+      "distance": 0.407284,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.380623,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.3309,
+      "distance": 0.6691,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.356401,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.420837,
+      "distance": 0.579163,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.505586,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Black Headed Gull",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.223236,
+      "distance": 0.776764,
+      "component_distances": {
+        "circular_month": 0.897436,
+        "numeric": 0.434452,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Blackcap",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.706507,
+      "distance": 0.293493,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.269766,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Blue Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.883029,
+      "distance": 0.116971,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.180706,
+        "categorical": 0.0,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Buzzard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.843895,
+      "distance": 0.156105,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.168713,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Canada Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.717277,
+      "distance": 0.282723,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.258662,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Chaffinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.668088,
+      "distance": 0.331912,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.188776,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Coal Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.628054,
+      "distance": 0.371946,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.27492,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Collared Dove",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.732053,
+      "distance": 0.267947,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.159875,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Common Cleavers",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.683354,
+      "distance": 0.316646,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.307377,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.693968,
+      "distance": 0.306032,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.255897,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.668187,
+      "distance": 0.331813,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.205587,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.748322,
+      "distance": 0.251678,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.265467,
+        "categorical": 0.4,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.645573,
+      "distance": 0.354427,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.321478,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.644945,
+      "distance": 0.355055,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.346024,
+        "categorical": 0.48,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.751151,
+      "distance": 0.248849,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.18605,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.744429,
+      "distance": 0.255571,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.307618,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.92187,
+      "distance": 0.07813,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.180519,
+        "categorical": 0.04,
+        "traits": 0.166667
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 10
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.652476,
+      "distance": 0.347524,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.286362,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.760673,
+      "distance": 0.239327,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.184063,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.786951,
+      "distance": 0.213049,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.137529,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.690678,
+      "distance": 0.309322,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.279956,
+        "categorical": 0.28,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.733878,
+      "distance": 0.266122,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.15782,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.788979,
+      "distance": 0.211021,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.135983,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.73935,
+      "distance": 0.26065,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.279497,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.759704,
+      "distance": 0.240296,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.089801,
+        "categorical": 0.32,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.677864,
+      "distance": 0.322136,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.216632,
+        "categorical": 0.48,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.453045,
+      "distance": 0.546955,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.489213,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.707902,
+      "distance": 0.292098,
+      "component_distances": {
+        "circular_month": 0.25641,
+        "numeric": 0.342137,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.679677,
+      "distance": 0.320323,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.255626,
+        "categorical": 0.48,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.734272,
+      "distance": 0.265728,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.215,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.652089,
+      "distance": 0.347911,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.381449,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.685034,
+      "distance": 0.314966,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.298198,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.740878,
+      "distance": 0.259122,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.109284,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.783162,
+      "distance": 0.216838,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.097684,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.68586,
+      "distance": 0.31414,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.19479,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.702451,
+      "distance": 0.297549,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.360633,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.665962,
+      "distance": 0.334038,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.27192,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.684564,
+      "distance": 0.315436,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.276984,
+        "categorical": 0.24,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.67496,
+      "distance": 0.32504,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.185288,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.71332,
+      "distance": 0.28668,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.242516,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.841425,
+      "distance": 0.158575,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.218299,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.720901,
+      "distance": 0.279099,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.208588,
+        "categorical": 0.48,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.736201,
+      "distance": 0.263799,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.22153,
+        "categorical": 0.24,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.48749,
+      "distance": 0.51251,
+      "component_distances": {
+        "circular_month": 0.3125,
+        "numeric": 0.396194,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.542212,
+      "distance": 0.457788,
+      "component_distances": {
+        "circular_month": 0.190833,
+        "numeric": 0.371972,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.453121,
+      "distance": 0.546879,
+      "component_distances": {
+        "circular_month": 0.401667,
+        "numeric": 0.391003,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.522335,
+      "distance": 0.477665,
+      "component_distances": {
+        "circular_month": 0.209167,
+        "numeric": 0.422145,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.461093,
+      "distance": 0.538907,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.403114,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.359979,
+      "distance": 0.640021,
+      "component_distances": {
+        "circular_month": 0.485,
+        "numeric": 0.384083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.465192,
+      "distance": 0.534808,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.401384,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.282103,
+      "distance": 0.717897,
+      "component_distances": {
+        "circular_month": 0.648333,
+        "numeric": 0.434256,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.461443,
+      "distance": 0.538557,
+      "component_distances": {
+        "circular_month": 0.351667,
+        "numeric": 0.437716,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.518244,
+      "distance": 0.481756,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.441176,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.432649,
+      "distance": 0.567351,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.451557,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.239828,
+      "distance": 0.760172,
+      "component_distances": {
+        "circular_month": 0.809167,
+        "numeric": 0.346021,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.395899,
+      "distance": 0.604101,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.316609,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.453788,
+      "distance": 0.546212,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.391003,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.554197,
+      "distance": 0.445803,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.351211,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.466272,
+      "distance": 0.533728,
+      "component_distances": {
+        "circular_month": 0.345,
+        "numeric": 0.429066,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.251753,
+      "distance": 0.748247,
+      "component_distances": {
+        "circular_month": 0.745833,
+        "numeric": 0.399654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.331499,
+      "distance": 0.668501,
+      "component_distances": {
+        "circular_month": 0.529167,
+        "numeric": 0.427336,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.456435,
+      "distance": 0.543565,
+      "component_distances": {
+        "circular_month": 0.375,
+        "numeric": 0.420415,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.489176,
+      "distance": 0.510824,
+      "component_distances": {
+        "circular_month": 0.326667,
+        "numeric": 0.366782,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.306662,
+      "distance": 0.693338,
+      "component_distances": {
+        "circular_month": 0.596667,
+        "numeric": 0.418685,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.50755,
+      "distance": 0.49245,
+      "component_distances": {
+        "circular_month": 0.226667,
+        "numeric": 0.453287,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.314773,
+      "distance": 0.685227,
+      "component_distances": {
+        "circular_month": 0.606667,
+        "numeric": 0.370242,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.525724,
+      "distance": 0.474276,
+      "component_distances": {
+        "circular_month": 0.215833,
+        "numeric": 0.397924,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.454391,
+      "distance": 0.545609,
+      "component_distances": {
+        "circular_month": 0.394167,
+        "numeric": 0.397924,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.550898,
+      "distance": 0.449102,
+      "component_distances": {
+        "circular_month": 0.1875,
+        "numeric": 0.342561,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.27434,
+      "distance": 0.72566,
+      "component_distances": {
+        "circular_month": 0.77,
+        "numeric": 0.33218,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.467625,
+      "distance": 0.532375,
+      "component_distances": {
+        "circular_month": 0.36,
+        "numeric": 0.399654,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.326852,
+      "distance": 0.673148,
+      "component_distances": {
+        "circular_month": 0.559167,
+        "numeric": 0.397924,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.539275,
+      "distance": 0.460725,
+      "component_distances": {
+        "circular_month": 0.2025,
+        "numeric": 0.365052,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.546906,
+      "distance": 0.453094,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.359862,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.188273,
+      "distance": 0.811727,
+      "component_distances": {
+        "circular_month": 0.8775,
+        "numeric": 0.442907,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.498714,
+      "distance": 0.501286,
+      "component_distances": {
+        "circular_month": 0.091667,
+        "numeric": 0.458478,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.229395,
+      "distance": 0.770605,
+      "component_distances": {
+        "circular_month": 0.8975,
+        "numeric": 0.307958,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.450419,
+      "distance": 0.549581,
+      "component_distances": {
+        "circular_month": 0.411667,
+        "numeric": 0.385813,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.342626,
+      "distance": 0.657374,
+      "component_distances": {
+        "circular_month": 0.51,
+        "numeric": 0.413495,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.257241,
+      "distance": 0.742759,
+      "component_distances": {
+        "circular_month": 0.748333,
+        "numeric": 0.373702,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.358332,
+      "distance": 0.641668,
+      "component_distances": {
+        "circular_month": 0.5075,
+        "numeric": 0.354671,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.317642,
+      "distance": 0.682358,
+      "component_distances": {
+        "circular_month": 0.550833,
+        "numeric": 0.448097,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.461732,
+      "distance": 0.538268,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.415225,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.492813,
+      "distance": 0.507187,
+      "component_distances": {
+        "circular_month": 0.1075,
+        "numeric": 0.456747,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.440074,
+      "distance": 0.559926,
+      "component_distances": {
+        "circular_month": 0.408333,
+        "numeric": 0.432526,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.413321,
+      "distance": 0.586679,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.37155,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Blackbird",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.165715,
+      "distance": 0.834285,
+      "component_distances": {
+        "circular_month": 1.0,
+        "numeric": 0.500435,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Blue Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.674051,
+      "distance": 0.325949,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.242026,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Buzzard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.619055,
+      "distance": 0.380945,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.317483,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Canada Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.768814,
+      "distance": 0.231186,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.052515,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Chaffinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.806268,
+      "distance": 0.193732,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.156261,
+        "categorical": 0.04,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Coal Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.838875,
+      "distance": 0.161125,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.064371,
+        "categorical": 0.0,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Collared Dove",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.737172,
+      "distance": 0.262828,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.34975,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Common Cleavers",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.9344,
+      "distance": 0.0656,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.077787,
+        "categorical": 0.0,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.637957,
+      "distance": 0.362043,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.292276,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.510203,
+      "distance": 0.489797,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.396785,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.699942,
+      "distance": 0.300058,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.131923,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.622831,
+      "distance": 0.377169,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.180242,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.504063,
+      "distance": 0.495937,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.474208,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.860815,
+      "distance": 0.139185,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.171598,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.817658,
+      "distance": 0.182342,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.07756,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.711666,
+      "distance": 0.288334,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.249129,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.898334,
+      "distance": 0.101666,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.05352,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.554852,
+      "distance": 0.445148,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.384757,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.728236,
+      "distance": 0.271764,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.189388,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.7781,
+      "distance": 0.2219,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.021934,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.620164,
+      "distance": 0.379836,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.253147,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.714713,
+      "distance": 0.285287,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.201516,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.586818,
+      "distance": 0.413182,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.384891,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.754069,
+      "distance": 0.245931,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.337162,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.703101,
+      "distance": 0.296899,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.390031,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.521241,
+      "distance": 0.478759,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.344428,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.640008,
+      "distance": 0.359992,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.166507,
+        "categorical": 0.2,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.507243,
+      "distance": 0.492757,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.422893,
+        "categorical": 0.56,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.807117,
+      "distance": 0.192883,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.252966,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.625164,
+      "distance": 0.374836,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.224943,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.521221,
+      "distance": 0.478779,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.448716,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.83653,
+      "distance": 0.16347,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.205882,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.716102,
+      "distance": 0.283898,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.189396,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.80942,
+      "distance": 0.19058,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.188755,
+        "categorical": 0.12,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.517437,
+      "distance": 0.482563,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.488817,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.554183,
+      "distance": 0.445817,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.310303,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.730119,
+      "distance": 0.269881,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.079292,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.81359,
+      "distance": 0.18641,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.146642,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.936599,
+      "distance": 0.063401,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.068988,
+        "categorical": 0.0,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.780471,
+      "distance": 0.219529,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.069909,
+        "categorical": 0.2,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.532066,
+      "distance": 0.467934,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.405333,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.739263,
+      "distance": 0.260737,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.14528,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.4812,
+      "distance": 0.5188,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.641869,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.438588,
+      "distance": 0.561412,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.617647,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.463497,
+      "distance": 0.536503,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.636678,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.433378,
+      "distance": 0.566622,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.66782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.471469,
+      "distance": 0.528531,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.648789,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.431894,
+      "distance": 0.568106,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.629758,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.475569,
+      "distance": 0.524431,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.647059,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.354017,
+      "distance": 0.645983,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.679931,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.471819,
+      "distance": 0.528181,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.683391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.427954,
+      "distance": 0.572046,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.686851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.443025,
+      "distance": 0.556975,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.697232,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.311743,
+      "distance": 0.688257,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.591696,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.452429,
+      "distance": 0.547571,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.562284,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.464164,
+      "distance": 0.535836,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.636678,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.375445,
+      "distance": 0.624555,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.596886,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.476648,
+      "distance": 0.523352,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.67474,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.323668,
+      "distance": 0.676332,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.645329,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.403414,
+      "distance": 0.596586,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.67301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.466811,
+      "distance": 0.533189,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.66609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.494219,
+      "distance": 0.505781,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.612457,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.378577,
+      "distance": 0.621423,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.66436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.432593,
+      "distance": 0.567407,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.698962,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.386687,
+      "distance": 0.613313,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.615917,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.4421,
+      "distance": 0.5579,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.643599,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.464767,
+      "distance": 0.535233,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.643599,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.444608,
+      "distance": 0.555392,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.588235,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.33087,
+      "distance": 0.66913,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.577855,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.478001,
+      "distance": 0.521999,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.645329,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.398767,
+      "distance": 0.601233,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.643599,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.444985,
+      "distance": 0.555015,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.610727,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.439949,
+      "distance": 0.560051,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.605536,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.260188,
+      "distance": 0.739812,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.688581,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.303962,
+      "distance": 0.696038,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.704152,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.285925,
+      "distance": 0.714075,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.553633,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.460795,
+      "distance": 0.539205,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.631488,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.414541,
+      "distance": 0.585459,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.65917,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.329156,
+      "distance": 0.670844,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.619377,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.430247,
+      "distance": 0.569753,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.600346,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.389557,
+      "distance": 0.610443,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.693772,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.472108,
+      "distance": 0.527892,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.6609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.298061,
+      "distance": 0.701939,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.702422,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.45045,
+      "distance": 0.54955,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.678201,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.310761,
+      "distance": 0.689239,
+      "component_distances": {
+        "circular_month": 0.666667,
+        "numeric": 0.421584,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Blackcap",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.213325,
+      "distance": 0.786675,
+      "component_distances": {
+        "circular_month": 0.794872,
+        "numeric": 0.606199,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Buzzard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.918533,
+      "distance": 0.081467,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.129868,
+        "categorical": 0.12,
+        "traits": 0.166667
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 10
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Canada Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.704186,
+      "distance": 0.295814,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.208461,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Chaffinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.681081,
+      "distance": 0.318919,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.239368,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Coal Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.693195,
+      "distance": 0.306805,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.220449,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Collared Dove",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.671177,
+      "distance": 0.328823,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.182957,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Common Cleavers",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.665377,
+      "distance": 0.334623,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.276723,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.715713,
+      "distance": 0.284287,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.121355,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.701082,
+      "distance": 0.298918,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.231568,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.710419,
+      "distance": 0.289581,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.196658,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.722493,
+      "distance": 0.277507,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.234218,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.705202,
+      "distance": 0.294798,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.256088,
+        "categorical": 0.48,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.743342,
+      "distance": 0.256658,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.114721,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.822639,
+      "distance": 0.177361,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.232726,
+        "categorical": 0.16,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.924908,
+      "distance": 0.075092,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.065804,
+        "categorical": 0.04,
+        "traits": 0.166667
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 10
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.644939,
+      "distance": 0.355061,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.213946,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.699464,
+      "distance": 0.300536,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.208478,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.83354,
+      "distance": 0.16646,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.116595,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.731928,
+      "distance": 0.268072,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.260657,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.792765,
+      "distance": 0.207235,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.087693,
+        "categorical": 0.4,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.766169,
+      "distance": 0.233831,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.124657,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.731208,
+      "distance": 0.268792,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.160974,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.671067,
+      "distance": 0.328933,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.2064,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.707468,
+      "distance": 0.292532,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.200779,
+        "categorical": 0.48,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.530563,
+      "distance": 0.469437,
+      "component_distances": {
+        "circular_month": 0.512821,
+        "numeric": 0.385234,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.775204,
+      "distance": 0.224796,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.23835,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.709623,
+      "distance": 0.290377,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.238405,
+        "categorical": 0.48,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.829244,
+      "distance": 0.170756,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.094819,
+        "categorical": 0.2,
+        "traits": 0.166667
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 10
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.729846,
+      "distance": 0.270154,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.276515,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.747263,
+      "distance": 0.252737,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.206846,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.704024,
+      "distance": 0.295976,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.105605,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.810535,
+      "distance": 0.189465,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.145756,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.765728,
+      "distance": 0.234272,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.095739,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.761922,
+      "distance": 0.238078,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.280313,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.763109,
+      "distance": 0.236891,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.103753,
+        "categorical": 0.4,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.74375,
+      "distance": 0.25625,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.246334,
+        "categorical": 0.24,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.666927,
+      "distance": 0.333073,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.114858,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.677762,
+      "distance": 0.322238,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.227183,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.795792,
+      "distance": 0.204208,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.243269,
+        "categorical": 0.12,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.663922,
+      "distance": 0.336078,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.216081,
+        "categorical": 0.48,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.743929,
+      "distance": 0.256071,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.293181,
+        "categorical": 0.24,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.491815,
+      "distance": 0.508185,
+      "component_distances": {
+        "circular_month": 0.3125,
+        "numeric": 0.378893,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.546537,
+      "distance": 0.453463,
+      "component_distances": {
+        "circular_month": 0.190833,
+        "numeric": 0.354671,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.457446,
+      "distance": 0.542554,
+      "component_distances": {
+        "circular_month": 0.401667,
+        "numeric": 0.373702,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.526661,
+      "distance": 0.473339,
+      "component_distances": {
+        "circular_month": 0.209167,
+        "numeric": 0.404844,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.465419,
+      "distance": 0.534581,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.385813,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.364304,
+      "distance": 0.635696,
+      "component_distances": {
+        "circular_month": 0.485,
+        "numeric": 0.366782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.469518,
+      "distance": 0.530482,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.384083,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.286428,
+      "distance": 0.713572,
+      "component_distances": {
+        "circular_month": 0.648333,
+        "numeric": 0.416955,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.465768,
+      "distance": 0.534232,
+      "component_distances": {
+        "circular_month": 0.351667,
+        "numeric": 0.420415,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.52257,
+      "distance": 0.47743,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.423875,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.436974,
+      "distance": 0.563026,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.434256,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.244153,
+      "distance": 0.755847,
+      "component_distances": {
+        "circular_month": 0.809167,
+        "numeric": 0.32872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.400224,
+      "distance": 0.599776,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.299308,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.458113,
+      "distance": 0.541887,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.373702,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.558522,
+      "distance": 0.441478,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.33391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.470597,
+      "distance": 0.529403,
+      "component_distances": {
+        "circular_month": 0.345,
+        "numeric": 0.411765,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.256078,
+      "distance": 0.743922,
+      "component_distances": {
+        "circular_month": 0.745833,
+        "numeric": 0.382353,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.335825,
+      "distance": 0.664175,
+      "component_distances": {
+        "circular_month": 0.529167,
+        "numeric": 0.410035,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.46076,
+      "distance": 0.53924,
+      "component_distances": {
+        "circular_month": 0.375,
+        "numeric": 0.403114,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.493502,
+      "distance": 0.506498,
+      "component_distances": {
+        "circular_month": 0.326667,
+        "numeric": 0.349481,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.310987,
+      "distance": 0.689013,
+      "component_distances": {
+        "circular_month": 0.596667,
+        "numeric": 0.401384,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.511875,
+      "distance": 0.488125,
+      "component_distances": {
+        "circular_month": 0.226667,
+        "numeric": 0.435986,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.319098,
+      "distance": 0.680902,
+      "component_distances": {
+        "circular_month": 0.606667,
+        "numeric": 0.352941,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.530049,
+      "distance": 0.469951,
+      "component_distances": {
+        "circular_month": 0.215833,
+        "numeric": 0.380623,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.458716,
+      "distance": 0.541284,
+      "component_distances": {
+        "circular_month": 0.394167,
+        "numeric": 0.380623,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.555224,
+      "distance": 0.444776,
+      "component_distances": {
+        "circular_month": 0.1875,
+        "numeric": 0.32526,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.278665,
+      "distance": 0.721335,
+      "component_distances": {
+        "circular_month": 0.77,
+        "numeric": 0.314879,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.47195,
+      "distance": 0.52805,
+      "component_distances": {
+        "circular_month": 0.36,
+        "numeric": 0.382353,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.331178,
+      "distance": 0.668822,
+      "component_distances": {
+        "circular_month": 0.559167,
+        "numeric": 0.380623,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.543601,
+      "distance": 0.456399,
+      "component_distances": {
+        "circular_month": 0.2025,
+        "numeric": 0.347751,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.551232,
+      "distance": 0.448768,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.342561,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.192599,
+      "distance": 0.807401,
+      "component_distances": {
+        "circular_month": 0.8775,
+        "numeric": 0.425606,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.503039,
+      "distance": 0.496961,
+      "component_distances": {
+        "circular_month": 0.091667,
+        "numeric": 0.441176,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.23372,
+      "distance": 0.76628,
+      "component_distances": {
+        "circular_month": 0.8975,
+        "numeric": 0.290657,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.454744,
+      "distance": 0.545256,
+      "component_distances": {
+        "circular_month": 0.411667,
+        "numeric": 0.368512,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.346952,
+      "distance": 0.653048,
+      "component_distances": {
+        "circular_month": 0.51,
+        "numeric": 0.396194,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.261566,
+      "distance": 0.738434,
+      "component_distances": {
+        "circular_month": 0.748333,
+        "numeric": 0.356401,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.362657,
+      "distance": 0.637343,
+      "component_distances": {
+        "circular_month": 0.5075,
+        "numeric": 0.33737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.321968,
+      "distance": 0.678032,
+      "component_distances": {
+        "circular_month": 0.550833,
+        "numeric": 0.430796,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.466057,
+      "distance": 0.533943,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.397924,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.497138,
+      "distance": 0.502862,
+      "component_distances": {
+        "circular_month": 0.1075,
+        "numeric": 0.439446,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.444399,
+      "distance": 0.555601,
+      "component_distances": {
+        "circular_month": 0.408333,
+        "numeric": 0.415225,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.423254,
+      "distance": 0.576746,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.434382,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Blue Tit",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.190014,
+      "distance": 0.809986,
+      "component_distances": {
+        "circular_month": 0.935897,
+        "numeric": 0.505803,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Canada Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.649113,
+      "distance": 0.350887,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.284223,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Chaffinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.635741,
+      "distance": 0.364259,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.269729,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Coal Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.630887,
+      "distance": 0.369113,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.318684,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Collared Dove",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.63643,
+      "distance": 0.36357,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.177416,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Common Cleavers",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.621999,
+      "distance": 0.378001,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.305704,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.659473,
+      "distance": 0.340527,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.195314,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.770319,
+      "distance": 0.229681,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.11348,
+        "categorical": 0.48,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.665679,
+      "distance": 0.334321,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.23109,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.667201,
+      "distance": 0.332799,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.29653,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.758441,
+      "distance": 0.241559,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.194134,
+        "categorical": 0.36,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.684858,
+      "distance": 0.315142,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.189799,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.758811,
+      "distance": 0.241189,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.319512,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.868611,
+      "distance": 0.131389,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.110376,
+        "categorical": 0.16,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.588203,
+      "distance": 0.411797,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.301751,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.742384,
+      "distance": 0.257616,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.187798,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.781858,
+      "distance": 0.218142,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.164467,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.68039,
+      "distance": 0.31961,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.327672,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.832639,
+      "distance": 0.167361,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.096724,
+        "categorical": 0.28,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.721669,
+      "distance": 0.278331,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.151658,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.696699,
+      "distance": 0.303301,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.159871,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.648911,
+      "distance": 0.351089,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.144024,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.774973,
+      "distance": 0.225027,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.099286,
+        "categorical": 0.36,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.472011,
+      "distance": 0.527989,
+      "component_distances": {
+        "circular_month": 0.512821,
+        "numeric": 0.468444,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.71784,
+      "distance": 0.28216,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.308949,
+        "categorical": 0.24,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.773641,
+      "distance": 0.226359,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.133335,
+        "categorical": 0.36,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.772382,
+      "distance": 0.227618,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.14165,
+        "categorical": 0.32,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.74962,
+      "distance": 0.25038,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.356277,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.721003,
+      "distance": 0.278997,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.160887,
+        "categorical": 0.52,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.665235,
+      "distance": 0.334765,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.121625,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.757297,
+      "distance": 0.242703,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.20771,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.706915,
+      "distance": 0.293085,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.172135,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.817144,
+      "distance": 0.182856,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.21828,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.784023,
+      "distance": 0.215977,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.188624,
+        "categorical": 0.28,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.699232,
+      "distance": 0.300768,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.273405,
+        "categorical": 0.36,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.607196,
+      "distance": 0.392804,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.219182,
+        "categorical": 0.52,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.627903,
+      "distance": 0.372097,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.282089,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.744457,
+      "distance": 0.255543,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.30408,
+        "categorical": 0.24,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.722157,
+      "distance": 0.277843,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.134141,
+        "categorical": 0.36,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.701259,
+      "distance": 0.298741,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.319331,
+        "categorical": 0.36,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.499601,
+      "distance": 0.500399,
+      "component_distances": {
+        "circular_month": 0.3125,
+        "numeric": 0.347751,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.554323,
+      "distance": 0.445677,
+      "component_distances": {
+        "circular_month": 0.190833,
+        "numeric": 0.323529,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.465232,
+      "distance": 0.534768,
+      "component_distances": {
+        "circular_month": 0.401667,
+        "numeric": 0.342561,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.534446,
+      "distance": 0.465554,
+      "component_distances": {
+        "circular_month": 0.209167,
+        "numeric": 0.373702,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.473204,
+      "distance": 0.526796,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.354671,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.37209,
+      "distance": 0.62791,
+      "component_distances": {
+        "circular_month": 0.485,
+        "numeric": 0.33564,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.477303,
+      "distance": 0.522697,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.352941,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.294213,
+      "distance": 0.705787,
+      "component_distances": {
+        "circular_month": 0.648333,
+        "numeric": 0.385813,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.473553,
+      "distance": 0.526447,
+      "component_distances": {
+        "circular_month": 0.351667,
+        "numeric": 0.389273,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.530355,
+      "distance": 0.469645,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.392734,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.44476,
+      "distance": 0.55524,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.403114,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.251939,
+      "distance": 0.748061,
+      "component_distances": {
+        "circular_month": 0.809167,
+        "numeric": 0.297578,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.40801,
+      "distance": 0.59199,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.268166,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.465898,
+      "distance": 0.534102,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.342561,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.566308,
+      "distance": 0.433692,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.302768,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.478383,
+      "distance": 0.521617,
+      "component_distances": {
+        "circular_month": 0.345,
+        "numeric": 0.380623,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.263864,
+      "distance": 0.736136,
+      "component_distances": {
+        "circular_month": 0.745833,
+        "numeric": 0.351211,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.34361,
+      "distance": 0.65639,
+      "component_distances": {
+        "circular_month": 0.529167,
+        "numeric": 0.378893,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.468545,
+      "distance": 0.531455,
+      "component_distances": {
+        "circular_month": 0.375,
+        "numeric": 0.371972,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.501287,
+      "distance": 0.498713,
+      "component_distances": {
+        "circular_month": 0.326667,
+        "numeric": 0.318339,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.318773,
+      "distance": 0.681227,
+      "component_distances": {
+        "circular_month": 0.596667,
+        "numeric": 0.370242,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.519661,
+      "distance": 0.480339,
+      "component_distances": {
+        "circular_month": 0.226667,
+        "numeric": 0.404844,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.326884,
+      "distance": 0.673116,
+      "component_distances": {
+        "circular_month": 0.606667,
+        "numeric": 0.321799,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.537835,
+      "distance": 0.462165,
+      "component_distances": {
+        "circular_month": 0.215833,
+        "numeric": 0.349481,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.466502,
+      "distance": 0.533498,
+      "component_distances": {
+        "circular_month": 0.394167,
+        "numeric": 0.349481,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.563009,
+      "distance": 0.436991,
+      "component_distances": {
+        "circular_month": 0.1875,
+        "numeric": 0.294118,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.28645,
+      "distance": 0.71355,
+      "component_distances": {
+        "circular_month": 0.77,
+        "numeric": 0.283737,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.479736,
+      "distance": 0.520264,
+      "component_distances": {
+        "circular_month": 0.36,
+        "numeric": 0.351211,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.338963,
+      "distance": 0.661037,
+      "component_distances": {
+        "circular_month": 0.559167,
+        "numeric": 0.349481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.551386,
+      "distance": 0.448614,
+      "component_distances": {
+        "circular_month": 0.2025,
+        "numeric": 0.316609,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.559017,
+      "distance": 0.440983,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.311419,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.200384,
+      "distance": 0.799616,
+      "component_distances": {
+        "circular_month": 0.8775,
+        "numeric": 0.394464,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.510825,
+      "distance": 0.489175,
+      "component_distances": {
+        "circular_month": 0.091667,
+        "numeric": 0.410035,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.241506,
+      "distance": 0.758494,
+      "component_distances": {
+        "circular_month": 0.8975,
+        "numeric": 0.259516,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.462529,
+      "distance": 0.537471,
+      "component_distances": {
+        "circular_month": 0.411667,
+        "numeric": 0.33737,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.354737,
+      "distance": 0.645263,
+      "component_distances": {
+        "circular_month": 0.51,
+        "numeric": 0.365052,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.269352,
+      "distance": 0.730648,
+      "component_distances": {
+        "circular_month": 0.748333,
+        "numeric": 0.32526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.370443,
+      "distance": 0.629557,
+      "component_distances": {
+        "circular_month": 0.5075,
+        "numeric": 0.306228,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.329753,
+      "distance": 0.670247,
+      "component_distances": {
+        "circular_month": 0.550833,
+        "numeric": 0.399654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.473843,
+      "distance": 0.526157,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.366782,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.504924,
+      "distance": 0.495076,
+      "component_distances": {
+        "circular_month": 0.1075,
+        "numeric": 0.408304,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.452184,
+      "distance": 0.547816,
+      "component_distances": {
+        "circular_month": 0.408333,
+        "numeric": 0.384083,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.38174,
+      "distance": 0.61826,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.469141,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buzzard",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.176632,
+      "distance": 0.823368,
+      "component_distances": {
+        "circular_month": 0.935897,
+        "numeric": 0.428035,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Chaffinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.69045,
+      "distance": 0.30955,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.122303,
+        "categorical": 0.2,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Coal Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.747576,
+      "distance": 0.252424,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.050194,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Collared Dove",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.660328,
+      "distance": 0.339672,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.31649,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Common Cleavers",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.753939,
+      "distance": 0.246061,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.112015,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.807397,
+      "distance": 0.192603,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.258411,
+        "categorical": 0.24,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.495708,
+      "distance": 0.504292,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.370604,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.672118,
+      "distance": 0.327882,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.098664,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.61265,
+      "distance": 0.38735,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.131409,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.53894,
+      "distance": 0.46106,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.440342,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.697171,
+      "distance": 0.302829,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.162554,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.807349,
+      "distance": 0.192651,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.087913,
+        "categorical": 0.0,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.727849,
+      "distance": 0.272151,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.216374,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.730659,
+      "distance": 0.269341,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.060603,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.55291,
+      "distance": 0.44709,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.351497,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.786218,
+      "distance": 0.213782,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.162294,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.819068,
+      "distance": 0.180932,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.062891,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.647386,
+      "distance": 0.352614,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.231236,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.750874,
+      "distance": 0.249126,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.192377,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.61268,
+      "distance": 0.38732,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.343948,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.645525,
+      "distance": 0.354475,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.332568,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.562422,
+      "distance": 0.437578,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.36385,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.451505,
+      "distance": 0.548495,
+      "component_distances": {
+        "circular_month": 0.807692,
+        "numeric": 0.302673,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.703424,
+      "distance": 0.296576,
+      "component_distances": {
+        "circular_month": 0.487179,
+        "numeric": 0.117674,
+        "categorical": 0.04,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.536098,
+      "distance": 0.463902,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.396712,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.659393,
+      "distance": 0.340607,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.243102,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.639248,
+      "distance": 0.360752,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.176109,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.510416,
+      "distance": 0.489584,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.407772,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.732953,
+      "distance": 0.267047,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.185813,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.794296,
+      "distance": 0.205704,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.202507,
+        "categorical": 0.16,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.69361,
+      "distance": 0.30639,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.154765,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.570563,
+      "distance": 0.429437,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.454951,
+        "categorical": 0.52,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.543378,
+      "distance": 0.456622,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.26936,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.749538,
+      "distance": 0.250462,
+      "component_distances": {
+        "circular_month": 0.25641,
+        "numeric": 0.088592,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.671923,
+      "distance": 0.328077,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.167546,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.793497,
+      "distance": 0.206503,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.071638,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.854044,
+      "distance": 0.145956,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.082591,
+        "categorical": 0.04,
+        "traits": 0.166667
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 10
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.579637,
+      "distance": 0.420363,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.379152,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.754767,
+      "distance": 0.245233,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.170241,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.512202,
+      "distance": 0.487798,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.564014,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.566924,
+      "distance": 0.433076,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.539792,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.477833,
+      "distance": 0.522167,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.558824,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.547047,
+      "distance": 0.452953,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.589965,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.485805,
+      "distance": 0.514195,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.570934,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.384691,
+      "distance": 0.615309,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.551903,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.489904,
+      "distance": 0.510096,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.569204,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.306814,
+      "distance": 0.693186,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.602076,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.486154,
+      "distance": 0.513846,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.605536,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.542956,
+      "distance": 0.457044,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.608997,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.457361,
+      "distance": 0.542639,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.619377,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.26454,
+      "distance": 0.73546,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.513841,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.405226,
+      "distance": 0.594774,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.484429,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.478499,
+      "distance": 0.521501,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.558824,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.461576,
+      "distance": 0.538424,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.519031,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.490984,
+      "distance": 0.509016,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.596886,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.276465,
+      "distance": 0.723535,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.567474,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.356211,
+      "distance": 0.643789,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.595156,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.481146,
+      "distance": 0.518854,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.588235,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.513888,
+      "distance": 0.486112,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.534602,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.331374,
+      "distance": 0.668626,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.586505,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.532262,
+      "distance": 0.467738,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.621107,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.339484,
+      "distance": 0.660516,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.538062,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.550436,
+      "distance": 0.449564,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.565744,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.479102,
+      "distance": 0.520898,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.565744,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.57561,
+      "distance": 0.42439,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.510381,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.283667,
+      "distance": 0.716333,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.5,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.492337,
+      "distance": 0.507663,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.567474,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.351564,
+      "distance": 0.648436,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.565744,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.563987,
+      "distance": 0.436013,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.532872,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.571618,
+      "distance": 0.428382,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.527682,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.212985,
+      "distance": 0.787015,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.610727,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.390092,
+      "distance": 0.609908,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.626298,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.238722,
+      "distance": 0.761278,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.475779,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.47513,
+      "distance": 0.52487,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.553633,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.367338,
+      "distance": 0.632662,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.581315,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.281953,
+      "distance": 0.718047,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.541522,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.383044,
+      "distance": 0.616956,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.522491,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.342354,
+      "distance": 0.657646,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.615917,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.486444,
+      "distance": 0.513556,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.583045,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.384191,
+      "distance": 0.615809,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.624567,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.464785,
+      "distance": 0.535215,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.600346,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.301144,
+      "distance": 0.698856,
+      "component_distances": {
+        "circular_month": 0.692308,
+        "numeric": 0.419028,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Canada Goose",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.237416,
+      "distance": 0.762584,
+      "component_distances": {
+        "circular_month": 0.769231,
+        "numeric": 0.550861,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Coal Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.836801,
+      "distance": 0.163199,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.169514,
+        "categorical": 0.04,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Collared Dove",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.703797,
+      "distance": 0.296203,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.248582,
+        "categorical": 0.24,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Common Cleavers",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.822659,
+      "distance": 0.177341,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.153555,
+        "categorical": 0.04,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.588793,
+      "distance": 0.411207,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.281931,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.508272,
+      "distance": 0.491728,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.310971,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.649325,
+      "distance": 0.350675,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.099726,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.619267,
+      "distance": 0.380733,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.187956,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.506182,
+      "distance": 0.493818,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.463863,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.787195,
+      "distance": 0.212805,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.168553,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.75533,
+      "distance": 0.24467,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.170473,
+        "categorical": 0.2,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.639138,
+      "distance": 0.360862,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.217577,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.758787,
+      "distance": 0.241213,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.146658,
+        "categorical": 0.16,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.543174,
+      "distance": 0.456826,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.300328,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.724307,
+      "distance": 0.275693,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.143566,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.71961,
+      "distance": 0.28039,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.162353,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.621273,
+      "distance": 0.378727,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.219175,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.650755,
+      "distance": 0.349245,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.147544,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.533215,
+      "distance": 0.466785,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.364637,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.718958,
+      "distance": 0.281042,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.210936,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.723071,
+      "distance": 0.276929,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.334471,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.612774,
+      "distance": 0.387226,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.379353,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.656935,
+      "distance": 0.343065,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.187119,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.545932,
+      "distance": 0.454068,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.35986,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.785174,
+      "distance": 0.214826,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.31006,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.657447,
+      "distance": 0.342553,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.232657,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.52236,
+      "distance": 0.47764,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.414621,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.783183,
+      "distance": 0.216817,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.184603,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.733775,
+      "distance": 0.266225,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.160694,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.835825,
+      "distance": 0.164175,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.179981,
+        "categorical": 0.16,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.519522,
+      "distance": 0.480478,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.478606,
+        "categorical": 0.72,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.566314,
+      "distance": 0.433686,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.28077,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.697892,
+      "distance": 0.302108,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.130132,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.726641,
+      "distance": 0.273359,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.21124,
+        "categorical": 0.24,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.852147,
+      "distance": 0.147853,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.10813,
+        "categorical": 0.04,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.712266,
+      "distance": 0.287734,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.108063,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.501727,
+      "distance": 0.498273,
+      "component_distances": {
+        "circular_month": 0.538462,
+        "numeric": 0.331553,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.753447,
+      "distance": 0.246553,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.059006,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.48936,
+      "distance": 0.51064,
+      "component_distances": {
+        "circular_month": 0.1875,
+        "numeric": 0.342561,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.446749,
+      "distance": 0.553251,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.318339,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.526324,
+      "distance": 0.473676,
+      "component_distances": {
+        "circular_month": 0.098333,
+        "numeric": 0.33737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.441539,
+      "distance": 0.558461,
+      "component_distances": {
+        "circular_month": 0.290833,
+        "numeric": 0.368512,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.512296,
+      "distance": 0.487704,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.349481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.561388,
+      "distance": 0.438612,
+      "component_distances": {
+        "circular_month": 0.015,
+        "numeric": 0.33045,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.509062,
+      "distance": 0.490938,
+      "component_distances": {
+        "circular_month": 0.135,
+        "numeric": 0.347751,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.495511,
+      "distance": 0.504489,
+      "component_distances": {
+        "circular_month": 0.148333,
+        "numeric": 0.380623,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.494646,
+      "distance": 0.505354,
+      "component_distances": {
+        "circular_month": 0.148333,
+        "numeric": 0.384083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.436114,
+      "distance": 0.563886,
+      "component_distances": {
+        "circular_month": 0.2925,
+        "numeric": 0.387543,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.516519,
+      "distance": 0.483481,
+      "component_distances": {
+        "circular_month": 0.085,
+        "numeric": 0.397924,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.453236,
+      "distance": 0.546764,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.292388,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.589974,
+      "distance": 0.410026,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.262976,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.525657,
+      "distance": 0.474343,
+      "component_distances": {
+        "circular_month": 0.1,
+        "numeric": 0.33737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.383606,
+      "distance": 0.616394,
+      "component_distances": {
+        "circular_month": 0.48,
+        "numeric": 0.297578,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.494142,
+      "distance": 0.505858,
+      "component_distances": {
+        "circular_month": 0.155,
+        "numeric": 0.375433,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.465161,
+      "distance": 0.534839,
+      "component_distances": {
+        "circular_month": 0.245833,
+        "numeric": 0.346021,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.544908,
+      "distance": 0.455092,
+      "component_distances": {
+        "circular_month": 0.029167,
+        "numeric": 0.373702,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.508304,
+      "distance": 0.491696,
+      "component_distances": {
+        "circular_month": 0.125,
+        "numeric": 0.366782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.502379,
+      "distance": 0.497621,
+      "component_distances": {
+        "circular_month": 0.173333,
+        "numeric": 0.313149,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.52007,
+      "distance": 0.47993,
+      "component_distances": {
+        "circular_month": 0.096667,
+        "numeric": 0.365052,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.440753,
+      "distance": 0.559247,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.399654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.528181,
+      "distance": 0.471819,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.316609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.450261,
+      "distance": 0.549739,
+      "component_distances": {
+        "circular_month": 0.284167,
+        "numeric": 0.344291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.521594,
+      "distance": 0.478406,
+      "component_distances": {
+        "circular_month": 0.105833,
+        "numeric": 0.344291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.452768,
+      "distance": 0.547232,
+      "component_distances": {
+        "circular_month": 0.3125,
+        "numeric": 0.288927,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.487748,
+      "distance": 0.512252,
+      "component_distances": {
+        "circular_month": 0.27,
+        "numeric": 0.278547,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.507495,
+      "distance": 0.492505,
+      "component_distances": {
+        "circular_month": 0.14,
+        "numeric": 0.346021,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.540261,
+      "distance": 0.459739,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.344291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.453145,
+      "distance": 0.546855,
+      "component_distances": {
+        "circular_month": 0.2975,
+        "numeric": 0.311419,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.44811,
+      "distance": 0.55189,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.306228,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.401682,
+      "distance": 0.598318,
+      "component_distances": {
+        "circular_month": 0.3775,
+        "numeric": 0.389273,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.312122,
+      "distance": 0.687878,
+      "component_distances": {
+        "circular_month": 0.591667,
+        "numeric": 0.404844,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.442803,
+      "distance": 0.557197,
+      "component_distances": {
+        "circular_month": 0.3975,
+        "numeric": 0.254325,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.531622,
+      "distance": 0.468378,
+      "component_distances": {
+        "circular_month": 0.088333,
+        "numeric": 0.33218,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.556035,
+      "distance": 0.443965,
+      "component_distances": {
+        "circular_month": 0.01,
+        "numeric": 0.359862,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.470649,
+      "distance": 0.529351,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.320069,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.57174,
+      "distance": 0.42826,
+      "component_distances": {
+        "circular_month": 0.0075,
+        "numeric": 0.301038,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.531051,
+      "distance": 0.468949,
+      "component_distances": {
+        "circular_month": 0.050833,
+        "numeric": 0.394464,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.505602,
+      "distance": 0.494398,
+      "component_distances": {
+        "circular_month": 0.135,
+        "numeric": 0.361592,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.306221,
+      "distance": 0.693779,
+      "component_distances": {
+        "circular_month": 0.6075,
+        "numeric": 0.403114,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.51861,
+      "distance": 0.48139,
+      "component_distances": {
+        "circular_month": 0.091667,
+        "numeric": 0.378893,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.293142,
+      "distance": 0.706858,
+      "component_distances": {
+        "circular_month": 0.705128,
+        "numeric": 0.462519,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chaffinch",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.3268,
+      "distance": 0.6732,
+      "component_distances": {
+        "circular_month": 0.628205,
+        "numeric": 0.450965,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Collared Dove",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.685589,
+      "distance": 0.314411,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.350951,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Common Cleavers",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.855342,
+      "distance": 0.144658,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.116359,
+        "categorical": 0.0,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.619189,
+      "distance": 0.380811,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.253886,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.50077,
+      "distance": 0.49923,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.391381,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.621917,
+      "distance": 0.378083,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.135368,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.698962,
+      "distance": 0.301038,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.135845,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.548771,
+      "distance": 0.451229,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.442044,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.796361,
+      "distance": 0.203639,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.161427,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.803849,
+      "distance": 0.196151,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.069937,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.649554,
+      "distance": 0.350446,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.237449,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.832286,
+      "distance": 0.167714,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.049728,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.503269,
+      "distance": 0.496731,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.385958,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.741686,
+      "distance": 0.258314,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.190589,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.7769,
+      "distance": 0.2231,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.081732,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.60908,
+      "distance": 0.39092,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.254348,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.675112,
+      "distance": 0.324888,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.203321,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.553075,
+      "distance": 0.446925,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.363265,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.675256,
+      "distance": 0.324744,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.343754,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.703784,
+      "distance": 0.296216,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.387301,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.578931,
+      "distance": 0.421069,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.280057,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.731853,
+      "distance": 0.268147,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.122111,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.554831,
+      "distance": 0.445169,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.417803,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.824984,
+      "distance": 0.175016,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.244359,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.67786,
+      "distance": 0.32214,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.180546,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.515843,
+      "distance": 0.484157,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.42709,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.800662,
+      "distance": 0.199338,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.207083,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.7527,
+      "distance": 0.2473,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.20939,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.862423,
+      "distance": 0.137577,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.167129,
+        "categorical": 0.12,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.535525,
+      "distance": 0.464475,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.4596,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.623004,
+      "distance": 0.376996,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.288678,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.793523,
+      "distance": 0.206477,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.085805,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.772385,
+      "distance": 0.227615,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.161331,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.86746,
+      "distance": 0.13254,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.067889,
+        "categorical": 0.0,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.738683,
+      "distance": 0.261317,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.094791,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.483905,
+      "distance": 0.516095,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.392851,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.726858,
+      "distance": 0.273142,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.194902,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.426269,
+      "distance": 0.573731,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.861592,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.383657,
+      "distance": 0.616343,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.83737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.408566,
+      "distance": 0.591434,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.856401,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.378448,
+      "distance": 0.621552,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.887543,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.416539,
+      "distance": 0.583461,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.868512,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.376963,
+      "distance": 0.623037,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.849481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.420638,
+      "distance": 0.579362,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.866782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.299087,
+      "distance": 0.700913,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.899654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.416888,
+      "distance": 0.583112,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.903114,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.373023,
+      "distance": 0.626977,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.906574,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.388095,
+      "distance": 0.611905,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.916955,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.256812,
+      "distance": 0.743188,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.811419,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.397498,
+      "distance": 0.602502,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.782007,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.409233,
+      "distance": 0.590767,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.856401,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.320514,
+      "distance": 0.679486,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.816609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.421717,
+      "distance": 0.578283,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.894464,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.268737,
+      "distance": 0.731263,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.865052,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.348483,
+      "distance": 0.651517,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.892734,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.41188,
+      "distance": 0.58812,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.885813,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.439288,
+      "distance": 0.560712,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.83218,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.323646,
+      "distance": 0.676354,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.884083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.377662,
+      "distance": 0.622338,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.918685,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.331757,
+      "distance": 0.668243,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.83564,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.38717,
+      "distance": 0.61283,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.863322,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.409836,
+      "distance": 0.590164,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.863322,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.389677,
+      "distance": 0.610323,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.807958,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.275939,
+      "distance": 0.724061,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.797578,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.42307,
+      "distance": 0.57693,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.865052,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.343836,
+      "distance": 0.656164,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.863322,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.390054,
+      "distance": 0.609946,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.83045,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.385018,
+      "distance": 0.614982,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.82526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.205257,
+      "distance": 0.794743,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.908304,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.249031,
+      "distance": 0.750969,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.923875,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.230994,
+      "distance": 0.769006,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.773356,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.405864,
+      "distance": 0.594136,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.851211,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.35961,
+      "distance": 0.64039,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.878893,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.274225,
+      "distance": 0.725775,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.8391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.375316,
+      "distance": 0.624684,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.820069,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.334626,
+      "distance": 0.665374,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.913495,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.417178,
+      "distance": 0.582822,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.880623,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.24313,
+      "distance": 0.75687,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.922145,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.395519,
+      "distance": 0.604481,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.897924,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.349978,
+      "distance": 0.650022,
+      "component_distances": {
+        "circular_month": 0.538462,
+        "numeric": 0.469842,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Coal Tit",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.264131,
+      "distance": 0.735869,
+      "component_distances": {
+        "circular_month": 0.666667,
+        "numeric": 0.608104,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Common Cleavers",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.73736,
+      "distance": 0.26264,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.300468,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.729352,
+      "distance": 0.270648,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.136397,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.593324,
+      "distance": 0.406676,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.170269,
+        "categorical": 0.48,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.672686,
+      "distance": 0.327314,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.233243,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.558811,
+      "distance": 0.441189,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.333758,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.528373,
+      "distance": 0.471627,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.285541,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.788444,
+      "distance": 0.211556,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.23166,
+        "categorical": 0.24,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.615081,
+      "distance": 0.384919,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.351779,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.710482,
+      "distance": 0.289518,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.151305,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.794569,
+      "distance": 0.205431,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.334018,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.630432,
+      "distance": 0.369568,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.060401,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.679915,
+      "distance": 0.320085,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.184111,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.579392,
+      "distance": 0.420608,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.359939,
+        "categorical": 0.56,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.688077,
+      "distance": 0.311923,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.15146,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.763035,
+      "distance": 0.236965,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.168051,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.72457,
+      "distance": 0.27543,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.121705,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.93198,
+      "distance": 0.06802,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.140079,
+        "categorical": 0.04,
+        "traits": 0.166667
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 10
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.736198,
+      "distance": 0.263802,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.178081,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.399887,
+      "distance": 0.600113,
+      "component_distances": {
+        "circular_month": 0.641026,
+        "numeric": 0.42155,
+        "categorical": 0.56,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.515235,
+      "distance": 0.484765,
+      "component_distances": {
+        "circular_month": 0.525641,
+        "numeric": 0.311369,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.556598,
+      "distance": 0.443402,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.221174,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.773497,
+      "distance": 0.226503,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.252886,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.516639,
+      "distance": 0.483361,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.314744,
+        "categorical": 0.52,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.620858,
+      "distance": 0.379142,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.220134,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.810392,
+      "distance": 0.189608,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.143868,
+        "categorical": 0.24,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.667169,
+      "distance": 0.332831,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.186563,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.735735,
+      "distance": 0.264265,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.204401,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.514744,
+      "distance": 0.485256,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.326426,
+        "categorical": 0.72,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.533181,
+      "distance": 0.466819,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.18461,
+        "categorical": 0.52,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.658552,
+      "distance": 0.341448,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.294997,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.733614,
+      "distance": 0.266386,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.251449,
+        "categorical": 0.36,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.750211,
+      "distance": 0.249789,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.297591,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.642336,
+      "distance": 0.357664,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.304889,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.611242,
+      "distance": 0.388758,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.207725,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.624179,
+      "distance": 0.375821,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.294523,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.524452,
+      "distance": 0.475548,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.468858,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.481841,
+      "distance": 0.518159,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.444637,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.50675,
+      "distance": 0.49325,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.463668,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.476631,
+      "distance": 0.523369,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.49481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.514722,
+      "distance": 0.485278,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.475779,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.475146,
+      "distance": 0.524854,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.456747,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.518821,
+      "distance": 0.481179,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.474048,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.39727,
+      "distance": 0.60273,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.50692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.515072,
+      "distance": 0.484928,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.510381,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.471206,
+      "distance": 0.528794,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.513841,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.486278,
+      "distance": 0.513722,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.524221,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.354995,
+      "distance": 0.645005,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.418685,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.511066,
+      "distance": 0.488934,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.389273,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.507416,
+      "distance": 0.492584,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.463668,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.418698,
+      "distance": 0.581302,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.423875,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.519901,
+      "distance": 0.480099,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.50173,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.36692,
+      "distance": 0.63308,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.472318,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.446667,
+      "distance": 0.553333,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.5,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.510063,
+      "distance": 0.489937,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.49308,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.537472,
+      "distance": 0.462528,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.439446,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.421829,
+      "distance": 0.578171,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.491349,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.475845,
+      "distance": 0.524155,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.525952,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.42994,
+      "distance": 0.57006,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.442907,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.485353,
+      "distance": 0.514647,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.470588,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.50802,
+      "distance": 0.49198,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.470588,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.48786,
+      "distance": 0.51214,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.415225,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.389507,
+      "distance": 0.610493,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.404844,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.521254,
+      "distance": 0.478746,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.472318,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.44202,
+      "distance": 0.55798,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.470588,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.488238,
+      "distance": 0.511762,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.437716,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.483202,
+      "distance": 0.516798,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.432526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.303441,
+      "distance": 0.696559,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.515571,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.347215,
+      "distance": 0.652785,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.531142,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.344562,
+      "distance": 0.655438,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.380623,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.504047,
+      "distance": 0.495953,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.458478,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.457794,
+      "distance": 0.542206,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.486159,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.372408,
+      "distance": 0.627592,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.446367,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.473499,
+      "distance": 0.526501,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.427336,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.43281,
+      "distance": 0.56719,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.520761,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.515361,
+      "distance": 0.484639,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.487889,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.341314,
+      "distance": 0.658686,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.529412,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.493702,
+      "distance": 0.506298,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.50519,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.242629,
+      "distance": 0.757371,
+      "component_distances": {
+        "circular_month": 0.730769,
+        "numeric": 0.623545,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Collared Dove",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.260413,
+      "distance": 0.739587,
+      "component_distances": {
+        "circular_month": 0.730769,
+        "numeric": 0.552411,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Common Kestrel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.670649,
+      "distance": 0.329351,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.253175,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.503388,
+      "distance": 0.496612,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.342314,
+        "categorical": 0.68,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.694696,
+      "distance": 0.305304,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.097909,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.622509,
+      "distance": 0.377491,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.181528,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.509823,
+      "distance": 0.490177,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.451171,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.857814,
+      "distance": 0.142186,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.1836,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.813064,
+      "distance": 0.186936,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.095933,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.716717,
+      "distance": 0.283283,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.228927,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.893143,
+      "distance": 0.106857,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.074286,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.579304,
+      "distance": 0.420696,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.335475,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.701921,
+      "distance": 0.298079,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.202983,
+        "categorical": 0.32,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.760957,
+      "distance": 0.239043,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.090507,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.606956,
+      "distance": 0.393044,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.224246,
+        "categorical": 0.72,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.718103,
+      "distance": 0.281897,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.187954,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.595296,
+      "distance": 0.404704,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.35098,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.751725,
+      "distance": 0.248275,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.291538,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.697717,
+      "distance": 0.302283,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.363038,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.553682,
+      "distance": 0.446318,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.318196,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.673929,
+      "distance": 0.326071,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.148678,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.526189,
+      "distance": 0.473811,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.385704,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.789872,
+      "distance": 0.210128,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.321949,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.659221,
+      "distance": 0.340779,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.192245,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.509265,
+      "distance": 0.490735,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.414804,
+        "categorical": 0.56,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.834753,
+      "distance": 0.165247,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.212988,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.70218,
+      "distance": 0.29782,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.245083,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.835867,
+      "distance": 0.164133,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.200824,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.516627,
+      "distance": 0.483373,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.492056,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.558933,
+      "distance": 0.441067,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.291301,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.736019,
+      "distance": 0.263981,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.055693,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.832891,
+      "distance": 0.167109,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.187292,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.934636,
+      "distance": 0.065364,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.07684,
+        "categorical": 0.0,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.766636,
+      "distance": 0.233364,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.125253,
+        "categorical": 0.2,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.544728,
+      "distance": 0.455272,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.403218,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.732177,
+      "distance": 0.267823,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.125095,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.466926,
+      "distance": 0.533074,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.698962,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.424315,
+      "distance": 0.575685,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.67474,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.449224,
+      "distance": 0.550776,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.693772,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.419105,
+      "distance": 0.580895,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.724913,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.457196,
+      "distance": 0.542804,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.705882,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.417621,
+      "distance": 0.582379,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.686851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.461295,
+      "distance": 0.538705,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.704152,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.339744,
+      "distance": 0.660256,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.737024,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.457546,
+      "distance": 0.542454,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.740484,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.413681,
+      "distance": 0.586319,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.743945,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.428752,
+      "distance": 0.571248,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.754325,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.297469,
+      "distance": 0.702531,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.648789,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.438156,
+      "distance": 0.561844,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.619377,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.44989,
+      "distance": 0.55011,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.693772,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.361172,
+      "distance": 0.638828,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.653979,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.462375,
+      "distance": 0.537625,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.731834,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.309394,
+      "distance": 0.690606,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.702422,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.389141,
+      "distance": 0.610859,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.730104,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.452537,
+      "distance": 0.547463,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.723183,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.479946,
+      "distance": 0.520054,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.66955,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.364303,
+      "distance": 0.635697,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.721453,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.418319,
+      "distance": 0.581681,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.756055,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.372414,
+      "distance": 0.627586,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.67301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.427827,
+      "distance": 0.572173,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.700692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.450494,
+      "distance": 0.549506,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.700692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.430334,
+      "distance": 0.569666,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.645329,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.316596,
+      "distance": 0.683404,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.634948,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.463728,
+      "distance": 0.536272,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.702422,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.384494,
+      "distance": 0.615506,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.700692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.430712,
+      "distance": 0.569288,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.66782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.425676,
+      "distance": 0.574324,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.66263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.245915,
+      "distance": 0.754085,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.745675,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.289689,
+      "distance": 0.710311,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.761246,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.271652,
+      "distance": 0.728348,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.610727,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.446521,
+      "distance": 0.553479,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.688581,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.400268,
+      "distance": 0.599732,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.716263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.314882,
+      "distance": 0.685118,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.676471,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.415973,
+      "distance": 0.584027,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.657439,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.375284,
+      "distance": 0.624716,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.750865,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.457835,
+      "distance": 0.542165,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.717993,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.283788,
+      "distance": 0.716212,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.759516,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.436176,
+      "distance": 0.563824,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.735294,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.268206,
+      "distance": 0.731794,
+      "component_distances": {
+        "circular_month": 0.666667,
+        "numeric": 0.591805,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Cleavers",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.234707,
+      "distance": 0.765293,
+      "component_distances": {
+        "circular_month": 0.794872,
+        "numeric": 0.520671,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Common Starling",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.56557,
+      "distance": 0.43443,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.230292,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.659104,
+      "distance": 0.340896,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.199249,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.603998,
+      "distance": 0.396002,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.269546,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.529989,
+      "distance": 0.470011,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.23348,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.721118,
+      "distance": 0.278882,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.170298,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.710964,
+      "distance": 0.289036,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.281452,
+        "categorical": 0.24,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.745772,
+      "distance": 0.254228,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.103679,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.681853,
+      "distance": 0.318147,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.255827,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.583163,
+      "distance": 0.416837,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.134484,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.75316,
+      "distance": 0.24684,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.17667,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.655858,
+      "distance": 0.344142,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.31421,
+        "categorical": 0.36,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.710437,
+      "distance": 0.289563,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.123561,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.835467,
+      "distance": 0.164533,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.163861,
+        "categorical": 0.04,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.680106,
+      "distance": 0.319894,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.115244,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.718243,
+      "distance": 0.281757,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.229361,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.577319,
+      "distance": 0.422681,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.208261,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.403809,
+      "distance": 0.596191,
+      "component_distances": {
+        "circular_month": 0.807692,
+        "numeric": 0.301455,
+        "categorical": 0.52,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.622695,
+      "distance": 0.377305,
+      "component_distances": {
+        "circular_month": 0.487179,
+        "numeric": 0.248592,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.52353,
+      "distance": 0.47647,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.259318,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.66071,
+      "distance": 0.33929,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.190366,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.569978,
+      "distance": 0.430022,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.26119,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.600431,
+      "distance": 0.399569,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.186849,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.706723,
+      "distance": 0.293277,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.172875,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.752127,
+      "distance": 0.247873,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.235798,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.729387,
+      "distance": 0.270613,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.129513,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.581516,
+      "distance": 0.418484,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.266611,
+        "categorical": 0.64,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.611471,
+      "distance": 0.388529,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.088653,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.705007,
+      "distance": 0.294993,
+      "component_distances": {
+        "circular_month": 0.25641,
+        "numeric": 0.266715,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.666524,
+      "distance": 0.333476,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.189143,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.671261,
+      "distance": 0.328739,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.250725,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.678872,
+      "distance": 0.321128,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.316283,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.586295,
+      "distance": 0.413705,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.256523,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.634793,
+      "distance": 0.365207,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.327873,
+        "categorical": 0.4,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.432617,
+      "distance": 0.567383,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.882353,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.487339,
+      "distance": 0.512661,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.858131,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.398248,
+      "distance": 0.601752,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.877163,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.467462,
+      "distance": 0.532538,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.908304,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.40622,
+      "distance": 0.59378,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.889273,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.305106,
+      "distance": 0.694894,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.870242,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.410319,
+      "distance": 0.589681,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.887543,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.22723,
+      "distance": 0.77277,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.920415,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.40657,
+      "distance": 0.59343,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.923875,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.463371,
+      "distance": 0.536629,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.927336,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.377776,
+      "distance": 0.622224,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.937716,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.184955,
+      "distance": 0.815045,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.83218,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.325641,
+      "distance": 0.674359,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.802768,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.398914,
+      "distance": 0.601086,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.877163,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.381991,
+      "distance": 0.618009,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.83737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.411399,
+      "distance": 0.588601,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.915225,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.19688,
+      "distance": 0.80312,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.885813,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.276626,
+      "distance": 0.723374,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.913495,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.401562,
+      "distance": 0.598438,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.906574,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.434303,
+      "distance": 0.565697,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.852941,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.251789,
+      "distance": 0.748211,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.904844,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.452677,
+      "distance": 0.547323,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.939446,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.2599,
+      "distance": 0.7401,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.856401,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.470851,
+      "distance": 0.529149,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.884083,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.399518,
+      "distance": 0.600482,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.884083,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.496025,
+      "distance": 0.503975,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.82872,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.204082,
+      "distance": 0.795918,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.818339,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.412752,
+      "distance": 0.587248,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.885813,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.271979,
+      "distance": 0.728021,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.884083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.484402,
+      "distance": 0.515598,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.851211,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.492033,
+      "distance": 0.507967,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.846021,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.1334,
+      "distance": 0.8666,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.929066,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.310507,
+      "distance": 0.689493,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.944637,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.159137,
+      "distance": 0.840863,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.794118,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.395545,
+      "distance": 0.604455,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.871972,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.287753,
+      "distance": 0.712247,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.899654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.202368,
+      "distance": 0.797632,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.859862,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.303459,
+      "distance": 0.696541,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.84083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.262769,
+      "distance": 0.737231,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.934256,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.406859,
+      "distance": 0.593141,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.901384,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.304607,
+      "distance": 0.695393,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.942907,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.385201,
+      "distance": 0.614799,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.918685,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.251108,
+      "distance": 0.748892,
+      "component_distances": {
+        "circular_month": 0.692308,
+        "numeric": 0.619168,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Kestrel",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.238123,
+      "distance": 0.761877,
+      "component_distances": {
+        "circular_month": 0.769231,
+        "numeric": 0.548034,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Coot",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.728021,
+      "distance": 0.271979,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.313351,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.721799,
+      "distance": 0.278201,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.401097,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.866514,
+      "distance": 0.133486,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.180801,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.527794,
+      "distance": 0.472206,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.294423,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.574672,
+      "distance": 0.425328,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.405578,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.67063,
+      "distance": 0.32937,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.195812,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.527627,
+      "distance": 0.472373,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.379953,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.816148,
+      "distance": 0.183852,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.184843,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.61848,
+      "distance": 0.38152,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.246875,
+        "categorical": 0.72,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.529064,
+      "distance": 0.470936,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.410277,
+        "categorical": 0.8,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.807455,
+      "distance": 0.192545,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.181976,
+        "categorical": 0.2,
+        "traits": 0.166667
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 10
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.608722,
+      "distance": 0.391278,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.230815,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.777518,
+      "distance": 0.222482,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.211363,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.61224,
+      "distance": 0.38776,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.149603,
+        "categorical": 0.48,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.736045,
+      "distance": 0.263955,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.082369,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.429601,
+      "distance": 0.570399,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.518519,
+        "categorical": 0.8,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.525605,
+      "distance": 0.474395,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.38312,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.87823,
+      "distance": 0.12177,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.071078,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.630495,
+      "distance": 0.369505,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.217714,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.72585,
+      "distance": 0.27415,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.424598,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.808567,
+      "distance": 0.191433,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.229115,
+        "categorical": 0.44,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.539233,
+      "distance": 0.460767,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.205531,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.605828,
+      "distance": 0.394172,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.248952,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.571631,
+      "distance": 0.428369,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.253639,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.741441,
+      "distance": 0.258559,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.230134,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.755145,
+      "distance": 0.244855,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.267712,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.576985,
+      "distance": 0.423015,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.357761,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.462108,
+      "distance": 0.537892,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.313269,
+        "categorical": 0.84,
+        "traits": 0.952381
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.524894,
+      "distance": 0.475106,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.338021,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.580754,
+      "distance": 0.419246,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.367652,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.82816,
+      "distance": 0.17184,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.06623,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.534405,
+      "distance": 0.465595,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.356912,
+        "categorical": 0.84,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.2797,
+      "distance": 0.7203,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.714533,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.334422,
+      "distance": 0.665578,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.690311,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.245331,
+      "distance": 0.754669,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.709343,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.314546,
+      "distance": 0.685454,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.740484,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.253303,
+      "distance": 0.746697,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.721453,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.213728,
+      "distance": 0.786272,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.702422,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.257403,
+      "distance": 0.742597,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.719723,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.135851,
+      "distance": 0.864149,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.752595,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.253653,
+      "distance": 0.746347,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.756055,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.310454,
+      "distance": 0.689546,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.759516,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.224859,
+      "distance": 0.775141,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.769896,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.093577,
+      "distance": 0.906423,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.66436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.234263,
+      "distance": 0.765737,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.634948,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.245998,
+      "distance": 0.754002,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.709343,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.407946,
+      "distance": 0.592054,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.66955,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.258482,
+      "distance": 0.741518,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.747405,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.105502,
+      "distance": 0.894498,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.717993,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.185248,
+      "distance": 0.814752,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.745675,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.248645,
+      "distance": 0.751355,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.738754,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.281386,
+      "distance": 0.718614,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.685121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.160411,
+      "distance": 0.839589,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.737024,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.29976,
+      "distance": 0.70024,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.771626,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.168521,
+      "distance": 0.831479,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.688581,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.317934,
+      "distance": 0.682066,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.716263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.246601,
+      "distance": 0.753399,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.716263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.343108,
+      "distance": 0.656892,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.6609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.112704,
+      "distance": 0.887296,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.650519,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.259835,
+      "distance": 0.740165,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.717993,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.180601,
+      "distance": 0.819399,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.716263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.331486,
+      "distance": 0.668514,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.683391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.339116,
+      "distance": 0.660884,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.678201,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.077355,
+      "distance": 0.922645,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.761246,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.487334,
+      "distance": 0.512666,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.776817,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.119092,
+      "distance": 0.880908,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.626298,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.242629,
+      "distance": 0.757371,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.704152,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.196375,
+      "distance": 0.803625,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.731834,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.11099,
+      "distance": 0.88901,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.692042,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.212081,
+      "distance": 0.787919,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.67301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.171391,
+      "distance": 0.828609,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.766436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.253942,
+      "distance": 0.746058,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.733564,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.4941,
+      "distance": 0.5059,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.775087,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.232284,
+      "distance": 0.767716,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.750865,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.387413,
+      "distance": 0.612587,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.578552,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Starling",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.189812,
+      "distance": 0.810188,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.507418,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Cormorant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.863443,
+      "distance": 0.136557,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.124484,
+        "categorical": 0.04,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.649159,
+      "distance": 0.350841,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.386135,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.679331,
+      "distance": 0.320669,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.150367,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.700476,
+      "distance": 0.299524,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.136327,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.750261,
+      "distance": 0.249739,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.162852,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.727875,
+      "distance": 0.272125,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.116191,
+        "categorical": 0.2,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.74823,
+      "distance": 0.25177,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.271078,
+        "categorical": 0.52,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.662062,
+      "distance": 0.337938,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.145453,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.642464,
+      "distance": 0.357536,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.142112,
+        "categorical": 0.44,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.646204,
+      "distance": 0.353796,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.161413,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.736611,
+      "distance": 0.263389,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.149351,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.825319,
+      "distance": 0.174681,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.282722,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.675048,
+      "distance": 0.324952,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.264322,
+        "categorical": 0.32,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.538154,
+      "distance": 0.461846,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.301511,
+        "categorical": 0.72,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.54606,
+      "distance": 0.45394,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.281255,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.680754,
+      "distance": 0.319246,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.103625,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.674017,
+      "distance": 0.325983,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.329837,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.598325,
+      "distance": 0.401675,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.284828,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.799376,
+      "distance": 0.200624,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.13293,
+        "categorical": 0.24,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.763527,
+      "distance": 0.236473,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.331326,
+        "categorical": 0.24,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.646913,
+      "distance": 0.353087,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.17651,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.634743,
+      "distance": 0.365257,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.211592,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.617665,
+      "distance": 0.382335,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.15894,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.532263,
+      "distance": 0.467737,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.427019,
+        "categorical": 0.84,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.731277,
+      "distance": 0.268723,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.206762,
+        "categorical": 0.36,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.721116,
+      "distance": 0.278884,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.079203,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.598344,
+      "distance": 0.401656,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.193054,
+        "categorical": 0.52,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.708773,
+      "distance": 0.291227,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.096599,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.779616,
+      "distance": 0.220384,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.118433,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.696622,
+      "distance": 0.303378,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.34295,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.672893,
+      "distance": 0.327107,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.134128,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.373991,
+      "distance": 0.626009,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.33737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.428713,
+      "distance": 0.571287,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.313149,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.339622,
+      "distance": 0.660378,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.33218,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.408836,
+      "distance": 0.591164,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.363322,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.347594,
+      "distance": 0.652406,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.344291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.308018,
+      "distance": 0.691982,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.32526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.351693,
+      "distance": 0.648307,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.342561,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.230142,
+      "distance": 0.769858,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.375433,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.347943,
+      "distance": 0.652057,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.378893,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.404745,
+      "distance": 0.595255,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.382353,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.31915,
+      "distance": 0.68085,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.392734,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.187867,
+      "distance": 0.812133,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.287197,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.343938,
+      "distance": 0.656062,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.257785,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.340288,
+      "distance": 0.659712,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.33218,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.502236,
+      "distance": 0.497764,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.292388,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.352773,
+      "distance": 0.647227,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.370242,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.199792,
+      "distance": 0.800208,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.34083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.279539,
+      "distance": 0.720461,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.368512,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.342935,
+      "distance": 0.657065,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.361592,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.375677,
+      "distance": 0.624323,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.307958,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.254701,
+      "distance": 0.745299,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.359862,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.394051,
+      "distance": 0.605949,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.394464,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.262812,
+      "distance": 0.737188,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.311419,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.412225,
+      "distance": 0.587775,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.3391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.340892,
+      "distance": 0.659108,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.3391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.437399,
+      "distance": 0.562601,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.283737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.222379,
+      "distance": 0.777621,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.273356,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.354126,
+      "distance": 0.645874,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.34083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.274892,
+      "distance": 0.725108,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.3391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.425776,
+      "distance": 0.574224,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.306228,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.433407,
+      "distance": 0.566593,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.301038,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.171646,
+      "distance": 0.828354,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.384083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.581625,
+      "distance": 0.418375,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.399654,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.228768,
+      "distance": 0.771232,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.249135,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.336919,
+      "distance": 0.663081,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.32699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.290666,
+      "distance": 0.709334,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.354671,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.20528,
+      "distance": 0.79472,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.314879,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.306371,
+      "distance": 0.693629,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.295848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.265682,
+      "distance": 0.734318,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.389273,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.348233,
+      "distance": 0.651767,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.356401,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.588391,
+      "distance": 0.411609,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.397924,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.326574,
+      "distance": 0.673426,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.373702,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.422819,
+      "distance": 0.577181,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.497658,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Coot",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.225218,
+      "distance": 0.774782,
+      "component_distances": {
+        "circular_month": 0.897436,
+        "numeric": 0.426524,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Crow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.655906,
+      "distance": 0.344094,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.402282,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.617613,
+      "distance": 0.382387,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.160112,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.738352,
+      "distance": 0.261648,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.102682,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.693464,
+      "distance": 0.306536,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.216912,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.673685,
+      "distance": 0.326315,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.127823,
+        "categorical": 0.2,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.64,
+      "distance": 0.36,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.363344,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.669078,
+      "distance": 0.330922,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.197917,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.639066,
+      "distance": 0.360934,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.1943,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.633148,
+      "distance": 0.366852,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.23664,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.67923,
+      "distance": 0.32077,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.205748,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.735998,
+      "distance": 0.264002,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.347879,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.578618,
+      "distance": 0.421382,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.34153,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.519018,
+      "distance": 0.480982,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.378055,
+        "categorical": 0.72,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.591144,
+      "distance": 0.408856,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.204451,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.753102,
+      "distance": 0.246898,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.04236,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.650585,
+      "distance": 0.349415,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.423568,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.631096,
+      "distance": 0.368904,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.271603,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.83605,
+      "distance": 0.16395,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.072093,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.771235,
+      "distance": 0.228765,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.331352,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.560782,
+      "distance": 0.439218,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.240771,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.639035,
+      "distance": 0.360965,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.269562,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.640984,
+      "distance": 0.359016,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.169192,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.53218,
+      "distance": 0.46782,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.465947,
+        "categorical": 0.84,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.802886,
+      "distance": 0.197114,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.211315,
+        "categorical": 0.4,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.782204,
+      "distance": 0.217796,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.125835,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.537244,
+      "distance": 0.462756,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.200327,
+        "categorical": 0.56,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.625518,
+      "distance": 0.374482,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.169491,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.692142,
+      "distance": 0.307858,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.182671,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.601245,
+      "distance": 0.398755,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.415798,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.642648,
+      "distance": 0.357352,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.22311,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.423977,
+      "distance": 0.576023,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.198962,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.478699,
+      "distance": 0.521301,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.17474,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.389608,
+      "distance": 0.610392,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.193772,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.458823,
+      "distance": 0.541177,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.224913,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.397581,
+      "distance": 0.602419,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.205882,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.358005,
+      "distance": 0.641995,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.186851,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.40168,
+      "distance": 0.59832,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.204152,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.280129,
+      "distance": 0.719871,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.237024,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.39793,
+      "distance": 0.60207,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.240484,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.454732,
+      "distance": 0.545268,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.243945,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.369137,
+      "distance": 0.630863,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.254325,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.237854,
+      "distance": 0.762146,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.148789,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.363156,
+      "distance": 0.636844,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.119377,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.390275,
+      "distance": 0.609725,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.193772,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.552223,
+      "distance": 0.447777,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.153979,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.402759,
+      "distance": 0.597241,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.231834,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.249779,
+      "distance": 0.750221,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.202422,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.329525,
+      "distance": 0.670475,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.230104,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.392922,
+      "distance": 0.607078,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.223183,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.425664,
+      "distance": 0.574336,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.16955,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.304688,
+      "distance": 0.695312,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.221453,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.444037,
+      "distance": 0.555963,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.256055,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.312799,
+      "distance": 0.687201,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.17301,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.462212,
+      "distance": 0.537788,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.200692,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.390878,
+      "distance": 0.609122,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.200692,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.487386,
+      "distance": 0.512614,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.145329,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.241596,
+      "distance": 0.758404,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.134948,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.404112,
+      "distance": 0.595888,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.202422,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.324878,
+      "distance": 0.675122,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.200692,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.475763,
+      "distance": 0.524237,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.16782,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.483394,
+      "distance": 0.516606,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.16263,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.221633,
+      "distance": 0.778367,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.245675,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.631612,
+      "distance": 0.368388,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.261246,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.247985,
+      "distance": 0.752015,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.110727,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.386906,
+      "distance": 0.613094,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.188581,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.340652,
+      "distance": 0.659348,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.216263,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.255267,
+      "distance": 0.744733,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.176471,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.356358,
+      "distance": 0.643642,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.157439,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.315668,
+      "distance": 0.684332,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.250865,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.39822,
+      "distance": 0.60178,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.217993,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.638378,
+      "distance": 0.361622,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.259516,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.376561,
+      "distance": 0.623439,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.235294,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.483511,
+      "distance": 0.516489,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.428018,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cormorant",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.277477,
+      "distance": 0.722523,
+      "component_distances": {
+        "circular_month": 0.769231,
+        "numeric": 0.390618,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.532632,
+      "distance": 0.467368,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.327932,
+        "categorical": 0.6,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.583519,
+      "distance": 0.416481,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.423051,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.666138,
+      "distance": 0.333862,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.26125,
+        "categorical": 0.48,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.48122,
+      "distance": 0.51878,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.430983,
+        "categorical": 0.68,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.839424,
+      "distance": 0.160576,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.250597,
+        "categorical": 0.04,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.628298,
+      "distance": 0.371702,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.358601,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.564163,
+      "distance": 0.435837,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.496141,
+        "categorical": 0.68,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.707899,
+      "distance": 0.292101,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.264201,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.545193,
+      "distance": 0.454807,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.345793,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.768546,
+      "distance": 0.231454,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.214111,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.510249,
+      "distance": 0.489751,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.314903,
+        "categorical": 0.6,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.732575,
+      "distance": 0.267425,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.129392,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.484687,
+      "distance": 0.515313,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.437313,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.558322,
+      "distance": 0.441678,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.391387,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.936023,
+      "distance": 0.063977,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.15591,
+        "categorical": 0.0,
+        "traits": 0.166667
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 10
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.636396,
+      "distance": 0.363604,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.235108,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.765477,
+      "distance": 0.234523,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.42495,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.753239,
+      "distance": 0.246761,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.164043,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.57537,
+      "distance": 0.42463,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.303649,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.633202,
+      "distance": 0.366798,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.401844,
+        "categorical": 0.6,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.599259,
+      "distance": 0.400741,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.287655,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.80743,
+      "distance": 0.19257,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.125034,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.775663,
+      "distance": 0.224337,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.218785,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.519479,
+      "distance": 0.480521,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.448647,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.504539,
+      "distance": 0.495461,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.344305,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.535795,
+      "distance": 0.464205,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.438948,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.60878,
+      "distance": 0.39122,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.498214,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.840614,
+      "distance": 0.159386,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.175273,
+        "categorical": 0.0,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.529831,
+      "distance": 0.470169,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.509804,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.268887,
+      "distance": 0.731113,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.757785,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.323609,
+      "distance": 0.676391,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.733564,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.234518,
+      "distance": 0.765482,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.752595,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.303732,
+      "distance": 0.696268,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.783737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.24249,
+      "distance": 0.75751,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.764706,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.202915,
+      "distance": 0.797085,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.745675,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.246589,
+      "distance": 0.753411,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.762976,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.125038,
+      "distance": 0.874962,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.795848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.24284,
+      "distance": 0.75716,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.799308,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.299641,
+      "distance": 0.700359,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.802768,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.214046,
+      "distance": 0.785954,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.813149,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.082764,
+      "distance": 0.917236,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.707612,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.22345,
+      "distance": 0.77655,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.678201,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.235185,
+      "distance": 0.764815,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.752595,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.397133,
+      "distance": 0.602867,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.712803,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.247669,
+      "distance": 0.752331,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.790657,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.094689,
+      "distance": 0.905311,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.761246,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.174435,
+      "distance": 0.825565,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.788927,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.237832,
+      "distance": 0.762168,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.782007,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.270573,
+      "distance": 0.729427,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.728374,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.149597,
+      "distance": 0.850403,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.780277,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.288947,
+      "distance": 0.711053,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.814879,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.157708,
+      "distance": 0.842292,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.731834,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.307121,
+      "distance": 0.692879,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.759516,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.235788,
+      "distance": 0.764212,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.759516,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.332295,
+      "distance": 0.667705,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.704152,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.10189,
+      "distance": 0.89811,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.693772,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.249022,
+      "distance": 0.750978,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.761246,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.169788,
+      "distance": 0.830212,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.759516,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.320672,
+      "distance": 0.679328,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.726644,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.328303,
+      "distance": 0.671697,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.721453,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.066542,
+      "distance": 0.933458,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.804498,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.476521,
+      "distance": 0.523479,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.820069,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.108279,
+      "distance": 0.891721,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.66955,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.231815,
+      "distance": 0.768185,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.747405,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.185562,
+      "distance": 0.814438,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.775087,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.100176,
+      "distance": 0.899824,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.735294,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.201268,
+      "distance": 0.798732,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.716263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.160578,
+      "distance": 0.839422,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.809689,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.243129,
+      "distance": 0.756871,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.776817,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.483287,
+      "distance": 0.516713,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.818339,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.221471,
+      "distance": 0.778529,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.794118,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.405947,
+      "distance": 0.594053,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.504417,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Crow",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.208346,
+      "distance": 0.791654,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.433283,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Dandelion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.756905,
+      "distance": 0.243095,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.129714,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.779382,
+      "distance": 0.220618,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.113651,
+        "categorical": 0.32,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.831631,
+      "distance": 0.168369,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.129474,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.602934,
+      "distance": 0.397066,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.272958,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.793667,
+      "distance": 0.206333,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.078667,
+        "categorical": 0.2,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.67146,
+      "distance": 0.32854,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.190229,
+        "categorical": 0.44,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.660085,
+      "distance": 0.339915,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.125462,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.811463,
+      "distance": 0.188537,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.076903,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.629075,
+      "distance": 0.370925,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.247864,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.800996,
+      "distance": 0.199004,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.212307,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.734442,
+      "distance": 0.265558,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.287669,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.504533,
+      "distance": 0.495467,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.331791,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.636566,
+      "distance": 0.363434,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.171274,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.534482,
+      "distance": 0.465518,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.320532,
+        "categorical": 0.6,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.853613,
+      "distance": 0.146387,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.170367,
+        "categorical": 0.16,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.622272,
+      "distance": 0.377728,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.221038,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.571727,
+      "distance": 0.428273,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.27869,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.90995,
+      "distance": 0.09005,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.103055,
+        "categorical": 0.0,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.767489,
+      "distance": 0.232511,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.128376,
+        "categorical": 0.2,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.906573,
+      "distance": 0.093427,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.054527,
+        "categorical": 0.04,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.53984,
+      "distance": 0.46016,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.367204,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.669146,
+      "distance": 0.330854,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.144839,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.683985,
+      "distance": 0.316015,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.1513,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.885328,
+      "distance": 0.114672,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.042687,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.865758,
+      "distance": 0.134242,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.151825,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.723942,
+      "distance": 0.276058,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.177026,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.560178,
+      "distance": 0.439822,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.309415,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.687006,
+      "distance": 0.312994,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.198642,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.550836,
+      "distance": 0.449164,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.363322,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.508225,
+      "distance": 0.491775,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.3391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.533134,
+      "distance": 0.466866,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.358131,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.503015,
+      "distance": 0.496985,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.389273,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.541106,
+      "distance": 0.458894,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.370242,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.501531,
+      "distance": 0.498469,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.351211,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.545205,
+      "distance": 0.454795,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.368512,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.423654,
+      "distance": 0.576346,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.401384,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.541456,
+      "distance": 0.458544,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.404844,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.497591,
+      "distance": 0.502409,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.408304,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.512662,
+      "distance": 0.487338,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.418685,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.381379,
+      "distance": 0.618621,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.313149,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.53745,
+      "distance": 0.46255,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.283737,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.5338,
+      "distance": 0.4662,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.358131,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.445082,
+      "distance": 0.554918,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.318339,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.546285,
+      "distance": 0.453715,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.396194,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.393304,
+      "distance": 0.606696,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.366782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.473051,
+      "distance": 0.526949,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.394464,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.536448,
+      "distance": 0.463552,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.387543,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.563856,
+      "distance": 0.436144,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.33391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.448213,
+      "distance": 0.551787,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.385813,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.50223,
+      "distance": 0.49777,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.420415,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.456324,
+      "distance": 0.543676,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.33737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.511737,
+      "distance": 0.488263,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.365052,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.534404,
+      "distance": 0.465596,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.365052,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.514245,
+      "distance": 0.485755,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.309689,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.415891,
+      "distance": 0.584109,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.299308,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.547638,
+      "distance": 0.452362,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.366782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.468404,
+      "distance": 0.531596,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.365052,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.514622,
+      "distance": 0.485378,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.33218,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.509586,
+      "distance": 0.490414,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.32699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.329825,
+      "distance": 0.670175,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.410035,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.373599,
+      "distance": 0.626401,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.425606,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.370946,
+      "distance": 0.629054,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.275087,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.530431,
+      "distance": 0.469569,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.352941,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.484178,
+      "distance": 0.515822,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.380623,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.398792,
+      "distance": 0.601208,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.34083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.499884,
+      "distance": 0.500116,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.321799,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.459194,
+      "distance": 0.540806,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.415225,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.541745,
+      "distance": 0.458255,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.382353,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.367698,
+      "distance": 0.632302,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.423875,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.520087,
+      "distance": 0.479913,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.399654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.309219,
+      "distance": 0.690781,
+      "component_distances": {
+        "circular_month": 0.666667,
+        "numeric": 0.459751,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Daisy",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.257914,
+      "distance": 0.742086,
+      "component_distances": {
+        "circular_month": 0.794872,
+        "numeric": 0.459844,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Dunnock",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.777693,
+      "distance": 0.222307,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.237419,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.78854,
+      "distance": 0.21146,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.035174,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.558945,
+      "distance": 0.441055,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.386786,
+        "categorical": 0.6,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.837194,
+      "distance": 0.162806,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.203223,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.873095,
+      "distance": 0.126905,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.091618,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.730456,
+      "distance": 0.269544,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.255176,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.773723,
+      "distance": 0.226277,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.203545,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.587451,
+      "distance": 0.412549,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.362164,
+        "categorical": 0.44,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.629012,
+      "distance": 0.370988,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.339191,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.653518,
+      "distance": 0.346482,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.398824,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.549438,
+      "distance": 0.450562,
+      "component_distances": {
+        "circular_month": 0.615385,
+        "numeric": 0.273631,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.787529,
+      "distance": 0.212471,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.088947,
+        "categorical": 0.04,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.581361,
+      "distance": 0.418639,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.431686,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.774924,
+      "distance": 0.225076,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.25506,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.737103,
+      "distance": 0.262897,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.147382,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.602443,
+      "distance": 0.397557,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.390492,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.69936,
+      "distance": 0.30064,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.213228,
+        "categorical": 0.32,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.812838,
+      "distance": 0.187162,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.245649,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.78499,
+      "distance": 0.21501,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.151939,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.629503,
+      "distance": 0.370497,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.478358,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.661288,
+      "distance": 0.338712,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.252079,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.880498,
+      "distance": 0.119502,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.062829,
+        "categorical": 0.16,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.707636,
+      "distance": 0.292364,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.127261,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.783371,
+      "distance": 0.216629,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.096849,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.799122,
+      "distance": 0.200878,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.129846,
+        "categorical": 0.04,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.534147,
+      "distance": 0.465853,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.415412,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.863084,
+      "distance": 0.136916,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.162522,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.511337,
+      "distance": 0.488663,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.567474,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.566059,
+      "distance": 0.433941,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.543253,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.476968,
+      "distance": 0.523032,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.562284,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.546182,
+      "distance": 0.453818,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.593426,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.48494,
+      "distance": 0.51506,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.574394,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.383826,
+      "distance": 0.616174,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.555363,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.489039,
+      "distance": 0.510961,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.572664,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.305949,
+      "distance": 0.694051,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.605536,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.485289,
+      "distance": 0.514711,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.608997,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.542091,
+      "distance": 0.457909,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.612457,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.456496,
+      "distance": 0.543504,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.622837,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.263675,
+      "distance": 0.736325,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.517301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.404361,
+      "distance": 0.595639,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.487889,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.477634,
+      "distance": 0.522366,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.562284,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.46071,
+      "distance": 0.53929,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.522491,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.490119,
+      "distance": 0.509881,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.600346,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.2756,
+      "distance": 0.7244,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.570934,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.355346,
+      "distance": 0.644654,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.598616,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.480281,
+      "distance": 0.519719,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.591696,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.513023,
+      "distance": 0.486977,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.538062,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.330509,
+      "distance": 0.669491,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.589965,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.531397,
+      "distance": 0.468603,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.624567,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.338619,
+      "distance": 0.661381,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.541522,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.549571,
+      "distance": 0.450429,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.569204,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.478237,
+      "distance": 0.521763,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.569204,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.574745,
+      "distance": 0.425255,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.513841,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.282802,
+      "distance": 0.717198,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.50346,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.491472,
+      "distance": 0.508528,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.570934,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.350699,
+      "distance": 0.649301,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.569204,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.563122,
+      "distance": 0.436878,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.536332,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.570753,
+      "distance": 0.429247,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.531142,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.21212,
+      "distance": 0.78788,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.614187,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.389227,
+      "distance": 0.610773,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.629758,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.237857,
+      "distance": 0.762143,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.479239,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.474265,
+      "distance": 0.525735,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.557093,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.366473,
+      "distance": 0.633527,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.584775,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.281088,
+      "distance": 0.718912,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.544983,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.382179,
+      "distance": 0.617821,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.525952,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.341489,
+      "distance": 0.658511,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.619377,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.485579,
+      "distance": 0.514421,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.586505,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.383326,
+      "distance": 0.616674,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.628028,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.46392,
+      "distance": 0.53608,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.603806,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.359759,
+      "distance": 0.640241,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.492257,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Dandelion",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.222351,
+      "distance": 0.777649,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.508559,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Germander Speedwell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.681256,
+      "distance": 0.318744,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.219771,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.738768,
+      "distance": 0.261232,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.176826,
+        "categorical": 0.48,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.802117,
+      "distance": 0.197883,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.108867,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.693727,
+      "distance": 0.306273,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.26776,
+        "categorical": 0.28,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.755932,
+      "distance": 0.244068,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.037607,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.824245,
+      "distance": 0.175755,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.089773,
+        "categorical": 0.24,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.761307,
+      "distance": 0.238693,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.159668,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.736671,
+      "distance": 0.263329,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.141405,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.666066,
+      "distance": 0.333934,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.200968,
+        "categorical": 0.48,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.493278,
+      "distance": 0.506722,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.37681,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.746787,
+      "distance": 0.253213,
+      "component_distances": {
+        "circular_month": 0.25641,
+        "numeric": 0.217451,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.675228,
+      "distance": 0.324772,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.224892,
+        "categorical": 0.48,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.773881,
+      "distance": 0.226119,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.12909,
+        "categorical": 0.2,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.686013,
+      "distance": 0.313987,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.262283,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.69917,
+      "distance": 0.30083,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.209652,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.736899,
+      "distance": 0.263101,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.093197,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.779846,
+      "distance": 0.220154,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.14295,
+        "categorical": 0.12,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.72427,
+      "distance": 0.27573,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.096151,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.717075,
+      "distance": 0.282925,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.302135,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.711171,
+      "distance": 0.288829,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.114085,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.705892,
+      "distance": 0.294108,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.208201,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.689794,
+      "distance": 0.310206,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.137089,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.716831,
+      "distance": 0.283169,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.228471,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.825952,
+      "distance": 0.174048,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.248194,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.696732,
+      "distance": 0.303268,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.242406,
+        "categorical": 0.48,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.708212,
+      "distance": 0.291788,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.252955,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.534449,
+      "distance": 0.465551,
+      "component_distances": {
+        "circular_month": 0.3125,
+        "numeric": 0.269896,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.589171,
+      "distance": 0.410829,
+      "component_distances": {
+        "circular_month": 0.190833,
+        "numeric": 0.245675,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.50008,
+      "distance": 0.49992,
+      "component_distances": {
+        "circular_month": 0.401667,
+        "numeric": 0.264706,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.569294,
+      "distance": 0.430706,
+      "component_distances": {
+        "circular_month": 0.209167,
+        "numeric": 0.295848,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.508052,
+      "distance": 0.491948,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.276817,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.406938,
+      "distance": 0.593062,
+      "component_distances": {
+        "circular_month": 0.485,
+        "numeric": 0.257785,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.512151,
+      "distance": 0.487849,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.275087,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.329062,
+      "distance": 0.670938,
+      "component_distances": {
+        "circular_month": 0.648333,
+        "numeric": 0.307958,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.508402,
+      "distance": 0.491598,
+      "component_distances": {
+        "circular_month": 0.351667,
+        "numeric": 0.311419,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.565203,
+      "distance": 0.434797,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.314879,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.479608,
+      "distance": 0.520392,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.32526,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.286787,
+      "distance": 0.713213,
+      "component_distances": {
+        "circular_month": 0.809167,
+        "numeric": 0.219723,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.412089,
+      "distance": 0.587911,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.190311,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.500747,
+      "distance": 0.499253,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.264706,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.601156,
+      "distance": 0.398844,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.224913,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.513231,
+      "distance": 0.486769,
+      "component_distances": {
+        "circular_month": 0.345,
+        "numeric": 0.302768,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.298712,
+      "distance": 0.701288,
+      "component_distances": {
+        "circular_month": 0.745833,
+        "numeric": 0.273356,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.378458,
+      "distance": 0.621542,
+      "component_distances": {
+        "circular_month": 0.529167,
+        "numeric": 0.301038,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.503394,
+      "distance": 0.496606,
+      "component_distances": {
+        "circular_month": 0.375,
+        "numeric": 0.294118,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.536135,
+      "distance": 0.463865,
+      "component_distances": {
+        "circular_month": 0.326667,
+        "numeric": 0.240484,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.353621,
+      "distance": 0.646379,
+      "component_distances": {
+        "circular_month": 0.596667,
+        "numeric": 0.292388,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.554509,
+      "distance": 0.445491,
+      "component_distances": {
+        "circular_month": 0.226667,
+        "numeric": 0.32699,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.361732,
+      "distance": 0.638268,
+      "component_distances": {
+        "circular_month": 0.606667,
+        "numeric": 0.243945,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.572683,
+      "distance": 0.427317,
+      "component_distances": {
+        "circular_month": 0.215833,
+        "numeric": 0.271626,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.50135,
+      "distance": 0.49865,
+      "component_distances": {
+        "circular_month": 0.394167,
+        "numeric": 0.271626,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.597857,
+      "distance": 0.402143,
+      "component_distances": {
+        "circular_month": 0.1875,
+        "numeric": 0.216263,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.290529,
+      "distance": 0.709471,
+      "component_distances": {
+        "circular_month": 0.77,
+        "numeric": 0.205882,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.514584,
+      "distance": 0.485416,
+      "component_distances": {
+        "circular_month": 0.36,
+        "numeric": 0.273356,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.373811,
+      "distance": 0.626189,
+      "component_distances": {
+        "circular_month": 0.559167,
+        "numeric": 0.271626,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.586234,
+      "distance": 0.413766,
+      "component_distances": {
+        "circular_month": 0.2025,
+        "numeric": 0.238754,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.593865,
+      "distance": 0.406135,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.233564,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.235232,
+      "distance": 0.764768,
+      "component_distances": {
+        "circular_month": 0.8775,
+        "numeric": 0.316609,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.545673,
+      "distance": 0.454327,
+      "component_distances": {
+        "circular_month": 0.091667,
+        "numeric": 0.33218,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.245585,
+      "distance": 0.754415,
+      "component_distances": {
+        "circular_month": 0.8975,
+        "numeric": 0.181661,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.497378,
+      "distance": 0.502622,
+      "component_distances": {
+        "circular_month": 0.411667,
+        "numeric": 0.259516,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.389585,
+      "distance": 0.610415,
+      "component_distances": {
+        "circular_month": 0.51,
+        "numeric": 0.287197,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.3042,
+      "distance": 0.6958,
+      "component_distances": {
+        "circular_month": 0.748333,
+        "numeric": 0.247405,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.405291,
+      "distance": 0.594709,
+      "component_distances": {
+        "circular_month": 0.5075,
+        "numeric": 0.228374,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.364601,
+      "distance": 0.635399,
+      "component_distances": {
+        "circular_month": 0.550833,
+        "numeric": 0.321799,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.508691,
+      "distance": 0.491309,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.288927,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.539772,
+      "distance": 0.460228,
+      "component_distances": {
+        "circular_month": 0.1075,
+        "numeric": 0.33045,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.487033,
+      "distance": 0.512967,
+      "component_distances": {
+        "circular_month": 0.408333,
+        "numeric": 0.306228,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.37162,
+      "distance": 0.62838,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.506353,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Dunnock",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.174019,
+      "distance": 0.825981,
+      "component_distances": {
+        "circular_month": 1.0,
+        "numeric": 0.435219,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Goldfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.514351,
+      "distance": 0.485649,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.369025,
+        "categorical": 0.72,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.693959,
+      "distance": 0.306041,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.181968,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.729731,
+      "distance": 0.270269,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.07088,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.637313,
+      "distance": 0.362687,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.237415,
+        "categorical": 0.6,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.784243,
+      "distance": 0.215757,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.185784,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.633072,
+      "distance": 0.366928,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.344403,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.782001,
+      "distance": 0.217999,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.32143,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.660393,
+      "distance": 0.339607,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.373199,
+        "categorical": 0.52,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.499837,
+      "distance": 0.500163,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.290909,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.61698,
+      "distance": 0.38302,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.114089,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.487451,
+      "distance": 0.512549,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.406061,
+        "categorical": 0.68,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.767659,
+      "distance": 0.232341,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.259801,
+        "categorical": 0.24,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.603484,
+      "distance": 0.396516,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.172524,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.544967,
+      "distance": 0.455033,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.406592,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.802257,
+      "distance": 0.197743,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.191973,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.672206,
+      "distance": 0.327794,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.225844,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.783819,
+      "distance": 0.216181,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.146631,
+        "categorical": 0.24,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.476267,
+      "distance": 0.523733,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.452733,
+        "categorical": 0.8,
+        "traits": 0.952381
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.529929,
+      "distance": 0.470071,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.26818,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.807168,
+      "distance": 0.192832,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.057482,
+        "categorical": 0.2,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.805992,
+      "distance": 0.194008,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.136032,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.866831,
+      "distance": 0.133169,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.061675,
+        "categorical": 0.12,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.734139,
+      "distance": 0.265861,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.104237,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.491841,
+      "distance": 0.508159,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.388501,
+        "categorical": 0.68,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.714398,
+      "distance": 0.285602,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.148739,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.478172,
+      "distance": 0.521828,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.653979,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.435561,
+      "distance": 0.564439,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.629758,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.460469,
+      "distance": 0.539531,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.648789,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.430351,
+      "distance": 0.569649,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.679931,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.468442,
+      "distance": 0.531558,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.6609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.428866,
+      "distance": 0.571134,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.641869,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.472541,
+      "distance": 0.527459,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.65917,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.35099,
+      "distance": 0.64901,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.692042,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.468791,
+      "distance": 0.531209,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.695502,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.424926,
+      "distance": 0.575074,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.698962,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.439998,
+      "distance": 0.560002,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.709343,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.308715,
+      "distance": 0.691285,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.603806,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.449401,
+      "distance": 0.550599,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.574394,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.461136,
+      "distance": 0.538864,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.648789,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.372418,
+      "distance": 0.627582,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.608997,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.473621,
+      "distance": 0.526379,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.686851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.32064,
+      "distance": 0.67936,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.657439,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.400386,
+      "distance": 0.599614,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.685121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.463783,
+      "distance": 0.536217,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.678201,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.491191,
+      "distance": 0.508809,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.624567,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.375549,
+      "distance": 0.624451,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.676471,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.429565,
+      "distance": 0.570435,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.711073,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.38366,
+      "distance": 0.61634,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.628028,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.439073,
+      "distance": 0.560927,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.655709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.461739,
+      "distance": 0.538261,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.655709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.44158,
+      "distance": 0.55842,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.600346,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.327842,
+      "distance": 0.672158,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.589965,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.474973,
+      "distance": 0.525027,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.657439,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.395739,
+      "distance": 0.604261,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.655709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.441957,
+      "distance": 0.558043,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.622837,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.436922,
+      "distance": 0.563078,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.617647,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.25716,
+      "distance": 0.74284,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.700692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.300934,
+      "distance": 0.699066,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.716263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.282897,
+      "distance": 0.717103,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.565744,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.457767,
+      "distance": 0.542233,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.643599,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.411513,
+      "distance": 0.588487,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.67128,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.326128,
+      "distance": 0.673872,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.631488,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.427219,
+      "distance": 0.572781,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.612457,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.386529,
+      "distance": 0.613471,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.705882,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.469081,
+      "distance": 0.530919,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.67301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.295033,
+      "distance": 0.704967,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.714533,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.447422,
+      "distance": 0.552578,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.690311,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.291946,
+      "distance": 0.708054,
+      "component_distances": {
+        "circular_month": 0.666667,
+        "numeric": 0.496843,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Germander Speedwell",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.233843,
+      "distance": 0.766157,
+      "component_distances": {
+        "circular_month": 0.794872,
+        "numeric": 0.524127,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Great Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.599289,
+      "distance": 0.400711,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.225409,
+        "categorical": 0.6,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.523255,
+      "distance": 0.476745,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.394946,
+        "categorical": 0.72,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.699928,
+      "distance": 0.300072,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.170517,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.604945,
+      "distance": 0.395055,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.20935,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.81207,
+      "distance": 0.18793,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.111718,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.609446,
+      "distance": 0.390554,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.167345,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.706271,
+      "distance": 0.293729,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.162901,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.46242,
+      "distance": 0.53758,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.391817,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.562847,
+      "distance": 0.437153,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.351251,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.863827,
+      "distance": 0.136173,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.225512,
+        "categorical": 0.04,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.593503,
+      "distance": 0.406497,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.272115,
+        "categorical": 0.48,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.768418,
+      "distance": 0.231582,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.34262,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.722971,
+      "distance": 0.277029,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.166024,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.625157,
+      "distance": 0.374843,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.184065,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.606848,
+      "distance": 0.393152,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.238309,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.57768,
+      "distance": 0.42232,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.239408,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.722827,
+      "distance": 0.277173,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.266025,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.76627,
+      "distance": 0.23373,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.18579,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.511593,
+      "distance": 0.488407,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.336295,
+        "categorical": 0.68,
+        "traits": 0.9
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.551306,
+      "distance": 0.448694,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.291803,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.593774,
+      "distance": 0.406226,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.332598,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.666678,
+      "distance": 0.333322,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.346187,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.913019,
+      "distance": 0.086981,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.213358,
+        "categorical": 0.04,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 11
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.543424,
+      "distance": 0.456576,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.34627,
+        "categorical": 0.68,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.323818,
+      "distance": 0.676182,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.538062,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.37854,
+      "distance": 0.62146,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.513841,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.289449,
+      "distance": 0.710551,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.532872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.358663,
+      "distance": 0.641337,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.564014,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.297421,
+      "distance": 0.702579,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.544983,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.257845,
+      "distance": 0.742155,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.525952,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.30152,
+      "distance": 0.69848,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.543253,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.179969,
+      "distance": 0.820031,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.576125,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.29777,
+      "distance": 0.70223,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.579585,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.354572,
+      "distance": 0.645428,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.583045,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.268977,
+      "distance": 0.731023,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.593426,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.137694,
+      "distance": 0.862306,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.487889,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.293765,
+      "distance": 0.706235,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.458478,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.290115,
+      "distance": 0.709885,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.532872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.452063,
+      "distance": 0.547937,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.49308,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.3026,
+      "distance": 0.6974,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.570934,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.149619,
+      "distance": 0.850381,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.541522,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.229366,
+      "distance": 0.770634,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.569204,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.292762,
+      "distance": 0.707238,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.562284,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.325504,
+      "distance": 0.674496,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.508651,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.204528,
+      "distance": 0.795472,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.560554,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.343878,
+      "distance": 0.656122,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.595156,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.212639,
+      "distance": 0.787361,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.512111,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.362052,
+      "distance": 0.637948,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.539792,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.290719,
+      "distance": 0.709281,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.539792,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.387226,
+      "distance": 0.612774,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.484429,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.172206,
+      "distance": 0.827794,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.474048,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.303953,
+      "distance": 0.696047,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.541522,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.224719,
+      "distance": 0.775281,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.539792,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.375603,
+      "distance": 0.624397,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.50692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.383234,
+      "distance": 0.616766,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.50173,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.121473,
+      "distance": 0.878527,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.584775,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.531452,
+      "distance": 0.468548,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.600346,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.178595,
+      "distance": 0.821405,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.449827,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.286746,
+      "distance": 0.713254,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.527682,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.240493,
+      "distance": 0.759507,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.555363,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.155107,
+      "distance": 0.844893,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.515571,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.256198,
+      "distance": 0.743802,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.49654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.215509,
+      "distance": 0.784491,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.589965,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.29806,
+      "distance": 0.70194,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.557093,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.538218,
+      "distance": 0.461782,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.598616,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.276401,
+      "distance": 0.723599,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.574394,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.370641,
+      "distance": 0.629359,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.575078,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goldfinch",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.17304,
+      "distance": 0.82696,
+      "component_distances": {
+        "circular_month": 0.897436,
+        "numeric": 0.503944,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Greenfinch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.814106,
+      "distance": 0.185894,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.199577,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.782083,
+      "distance": 0.217917,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.10367,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.877327,
+      "distance": 0.122673,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.034987,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.645714,
+      "distance": 0.354286,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.259375,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.678684,
+      "distance": 0.321316,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.172505,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.685194,
+      "distance": 0.314806,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.240121,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.464026,
+      "distance": 0.535974,
+      "component_distances": {
+        "circular_month": 0.615385,
+        "numeric": 0.383751,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.700493,
+      "distance": 0.299507,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.223234,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.635953,
+      "distance": 0.364047,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.272983,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.768153,
+      "distance": 0.231847,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.187287,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.65676,
+      "distance": 0.34324,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.269224,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.634859,
+      "distance": 0.365141,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.309359,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.81331,
+      "distance": 0.18669,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.06295,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.957089,
+      "distance": 0.042911,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.071645,
+        "categorical": 0.0,
+        "traits": 0.166667
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 10
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.813014,
+      "distance": 0.186986,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.10384,
+        "categorical": 0.2,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.659922,
+      "distance": 0.340078,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.37321,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.702855,
+      "distance": 0.297145,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.181813,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.795212,
+      "distance": 0.204788,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.172589,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.738857,
+      "distance": 0.261143,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.098375,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.741053,
+      "distance": 0.258947,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.138121,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.798999,
+      "distance": 0.201001,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.152196,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.566144,
+      "distance": 0.433856,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.255423,
+        "categorical": 0.6,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.815839,
+      "distance": 0.184161,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.192643,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.616687,
+      "distance": 0.383313,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.207612,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.671409,
+      "distance": 0.328591,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.183391,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.582318,
+      "distance": 0.417682,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.202422,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.651532,
+      "distance": 0.348468,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.233564,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.59029,
+      "distance": 0.40971,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.214533,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.489176,
+      "distance": 0.510824,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.195502,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.594389,
+      "distance": 0.405611,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.212803,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.411299,
+      "distance": 0.588701,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.245675,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.590639,
+      "distance": 0.409361,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.249135,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.647441,
+      "distance": 0.352559,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.252595,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.561846,
+      "distance": 0.438154,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.262976,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.369025,
+      "distance": 0.630975,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.157439,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.494326,
+      "distance": 0.505674,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.128028,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.582984,
+      "distance": 0.417016,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.202422,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.566061,
+      "distance": 0.433939,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.16263,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.595469,
+      "distance": 0.404531,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.240484,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.38095,
+      "distance": 0.61905,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.211073,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.460696,
+      "distance": 0.539304,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.238754,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.585631,
+      "distance": 0.414369,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.231834,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.618373,
+      "distance": 0.381627,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.178201,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.435859,
+      "distance": 0.564141,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.230104,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.636747,
+      "distance": 0.363253,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.264706,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.443969,
+      "distance": 0.556031,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.181661,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.654921,
+      "distance": 0.345079,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.209343,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.583587,
+      "distance": 0.416413,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.209343,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.680095,
+      "distance": 0.319905,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.153979,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.372767,
+      "distance": 0.627233,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.143599,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.596822,
+      "distance": 0.403178,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.211073,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.456049,
+      "distance": 0.543951,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.209343,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.668472,
+      "distance": 0.331528,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.176471,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.676103,
+      "distance": 0.323897,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.17128,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.31747,
+      "distance": 0.68253,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.254325,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.494577,
+      "distance": 0.505423,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.269896,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.327822,
+      "distance": 0.672178,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.119377,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.579615,
+      "distance": 0.420385,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.197232,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.471823,
+      "distance": 0.528177,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.224913,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.386438,
+      "distance": 0.613562,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.185121,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.487529,
+      "distance": 0.512471,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.16609,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.446839,
+      "distance": 0.553161,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.259516,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.590929,
+      "distance": 0.409071,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.226644,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.488676,
+      "distance": 0.511324,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.268166,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.56927,
+      "distance": 0.43073,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.243945,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.381373,
+      "distance": 0.618627,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.4058,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Great Tit",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.234689,
+      "distance": 0.765311,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.459205,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Grey Heron",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.681131,
+      "distance": 0.318869,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.264809,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.724766,
+      "distance": 0.275234,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.211705,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.573545,
+      "distance": 0.426455,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.403522,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.573855,
+      "distance": 0.426145,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.347351,
+        "categorical": 0.56,
+        "traits": 0.9
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.595778,
+      "distance": 0.404222,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.403523,
+        "categorical": 0.68,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.513649,
+      "distance": 0.486351,
+      "component_distances": {
+        "circular_month": 0.615385,
+        "numeric": 0.361789,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.71116,
+      "distance": 0.28884,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.180565,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.56697,
+      "distance": 0.43303,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.436386,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.695316,
+      "distance": 0.304684,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.267968,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.664316,
+      "distance": 0.335684,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.239,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.572445,
+      "distance": 0.427555,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.467346,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.697566,
+      "distance": 0.302434,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.216071,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.830543,
+      "distance": 0.169457,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.196684,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.72097,
+      "distance": 0.27903,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.208487,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.633537,
+      "distance": 0.366463,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.51075,
+        "categorical": 0.52,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.571758,
+      "distance": 0.428242,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.328934,
+        "categorical": 0.56,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.817132,
+      "distance": 0.182868,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.084908,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.748504,
+      "distance": 0.251496,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.163318,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.762963,
+      "distance": 0.237037,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.08248,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.820493,
+      "distance": 0.179507,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.066217,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.499645,
+      "distance": 0.500355,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.418825,
+        "categorical": 0.68,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.908828,
+      "distance": 0.091172,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.148074,
+        "categorical": 0.04,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.501821,
+      "distance": 0.498179,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.605536,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.556543,
+      "distance": 0.443457,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.581315,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.467452,
+      "distance": 0.532548,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.600346,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.536666,
+      "distance": 0.463334,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.631488,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.475424,
+      "distance": 0.524576,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.612457,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.37431,
+      "distance": 0.62569,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.593426,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.479523,
+      "distance": 0.520477,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.610727,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.296434,
+      "distance": 0.703566,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.643599,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.475774,
+      "distance": 0.524226,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.647059,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.532575,
+      "distance": 0.467425,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.650519,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.44698,
+      "distance": 0.55302,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.6609,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.254159,
+      "distance": 0.745841,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.555363,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.394845,
+      "distance": 0.605155,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.525952,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.468119,
+      "distance": 0.531881,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.600346,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.451195,
+      "distance": 0.548805,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.560554,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.480603,
+      "distance": 0.519397,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.638408,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.266084,
+      "distance": 0.733916,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.608997,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.34583,
+      "distance": 0.65417,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.636678,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.470766,
+      "distance": 0.529234,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.629758,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.503507,
+      "distance": 0.496493,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.576125,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.320993,
+      "distance": 0.679007,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.628028,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.521881,
+      "distance": 0.478119,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.66263,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.329104,
+      "distance": 0.670896,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.579585,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.540055,
+      "distance": 0.459945,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.607266,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.468722,
+      "distance": 0.531278,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.607266,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.565229,
+      "distance": 0.434771,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.551903,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.273286,
+      "distance": 0.726714,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.541522,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.481956,
+      "distance": 0.518044,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.608997,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.341183,
+      "distance": 0.658817,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.607266,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.553607,
+      "distance": 0.446393,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.574394,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.561237,
+      "distance": 0.438763,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.569204,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.202604,
+      "distance": 0.797396,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.652249,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.379712,
+      "distance": 0.620288,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.66782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.228341,
+      "distance": 0.771659,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.517301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.46475,
+      "distance": 0.53525,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.595156,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.356957,
+      "distance": 0.643043,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.622837,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.271572,
+      "distance": 0.728428,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.583045,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.372663,
+      "distance": 0.627337,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.564014,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.331973,
+      "distance": 0.668027,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.657439,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.476063,
+      "distance": 0.523937,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.624567,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.373811,
+      "distance": 0.626189,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.66609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.454405,
+      "distance": 0.545595,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.641869,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.385651,
+      "distance": 0.614349,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.388689,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Greenfinch",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.190328,
+      "distance": 0.809672,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.63665,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Greylag Goose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.77119,
+      "distance": 0.22881,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.085678,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.66924,
+      "distance": 0.33076,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.165271,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.698325,
+      "distance": 0.301675,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.13347,
+        "categorical": 0.48,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.784886,
+      "distance": 0.215114,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.183211,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.37091,
+      "distance": 0.62909,
+      "component_distances": {
+        "circular_month": 0.615385,
+        "numeric": 0.393077,
+        "categorical": 0.84,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.611497,
+      "distance": 0.388503,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.242687,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.706564,
+      "distance": 0.293436,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.214537,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.72187,
+      "distance": 0.27813,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.148417,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.642561,
+      "distance": 0.357439,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.27855,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.688945,
+      "distance": 0.311055,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.210873,
+        "categorical": 0.56,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.658115,
+      "distance": 0.341885,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.090208,
+        "categorical": 0.68,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.758818,
+      "distance": 0.241182,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.141729,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.678818,
+      "distance": 0.321182,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.121097,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.762417,
+      "distance": 0.237583,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.305086,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.668612,
+      "distance": 0.331388,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.126782,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.749976,
+      "distance": 0.250024,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.20253,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.591765,
+      "distance": 0.408235,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.154846,
+        "categorical": 0.8,
+        "traits": 0.952381
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.628087,
+      "distance": 0.371913,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.221456,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.662629,
+      "distance": 0.337371,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.243289,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.652754,
+      "distance": 0.347246,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.224649,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.692832,
+      "distance": 0.307168,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.250004,
+        "categorical": 0.64,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.580973,
+      "distance": 0.419027,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.288927,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.635695,
+      "distance": 0.364305,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.264706,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.546604,
+      "distance": 0.453396,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.283737,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.615819,
+      "distance": 0.384181,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.314879,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.554577,
+      "distance": 0.445423,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.295848,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.453463,
+      "distance": 0.546537,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.276817,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.558676,
+      "distance": 0.441324,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.294118,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.375586,
+      "distance": 0.624414,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.32699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.554926,
+      "distance": 0.445074,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.33045,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.611728,
+      "distance": 0.388272,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.33391,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.526132,
+      "distance": 0.473868,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.344291,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.333311,
+      "distance": 0.666689,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.238754,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.489382,
+      "distance": 0.510618,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.209343,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.547271,
+      "distance": 0.452729,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.283737,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.530347,
+      "distance": 0.469653,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.243945,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.559755,
+      "distance": 0.440245,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.321799,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.345236,
+      "distance": 0.654764,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.292388,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.424983,
+      "distance": 0.575017,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.320069,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.549918,
+      "distance": 0.450082,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.313149,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.58266,
+      "distance": 0.41734,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.259516,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.400145,
+      "distance": 0.599855,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.311419,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.601033,
+      "distance": 0.398967,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.346021,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.408256,
+      "distance": 0.591744,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.262976,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.619207,
+      "distance": 0.380793,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.290657,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.547874,
+      "distance": 0.452126,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.290657,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.644382,
+      "distance": 0.355618,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.235294,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.367823,
+      "distance": 0.632177,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.224913,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.561108,
+      "distance": 0.438892,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.292388,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.420336,
+      "distance": 0.579664,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.290657,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.632759,
+      "distance": 0.367241,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.257785,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.64039,
+      "distance": 0.35961,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.252595,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.281757,
+      "distance": 0.718243,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.33564,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.458864,
+      "distance": 0.541136,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.351211,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.322878,
+      "distance": 0.677122,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.200692,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.543902,
+      "distance": 0.456098,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.278547,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.43611,
+      "distance": 0.56389,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.306228,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.350724,
+      "distance": 0.649276,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.266436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.451815,
+      "distance": 0.548185,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.247405,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.411126,
+      "distance": 0.588874,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.34083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.555216,
+      "distance": 0.444784,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.307958,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.452963,
+      "distance": 0.547037,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.349481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.533557,
+      "distance": 0.466443,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.32526,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.337076,
+      "distance": 0.662924,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.483694,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Grey Heron",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.221527,
+      "distance": 0.778473,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.41256,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Herring Gull",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.712307,
+      "distance": 0.287693,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.246567,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.762225,
+      "distance": 0.237775,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.140433,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.616651,
+      "distance": 0.383349,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.224061,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.402626,
+      "distance": 0.597374,
+      "component_distances": {
+        "circular_month": 0.679487,
+        "numeric": 0.38765,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.649877,
+      "distance": 0.350123,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.227133,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.56741,
+      "distance": 0.43259,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.256924,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.702746,
+      "distance": 0.297254,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.195349,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.59536,
+      "distance": 0.40464,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.273123,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.624288,
+      "distance": 0.375712,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.296551,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.799117,
+      "distance": 0.200883,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.063428,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.85077,
+      "distance": 0.14923,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.078357,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.75058,
+      "distance": 0.24942,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.100013,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.579262,
+      "distance": 0.420738,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.367023,
+        "categorical": 0.68,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.642223,
+      "distance": 0.357777,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.170774,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.813042,
+      "distance": 0.186958,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.157561,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.751421,
+      "distance": 0.248579,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.103215,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.727455,
+      "distance": 0.272545,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.150547,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.782706,
+      "distance": 0.217294,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.161072,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.567641,
+      "distance": 0.432359,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.256,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.744886,
+      "distance": 0.255114,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.174364,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.605873,
+      "distance": 0.394127,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.250865,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.660596,
+      "distance": 0.339404,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.226644,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.571504,
+      "distance": 0.428496,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.245675,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.640719,
+      "distance": 0.359281,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.276817,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.579477,
+      "distance": 0.420523,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.257785,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.478363,
+      "distance": 0.521637,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.238754,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.583576,
+      "distance": 0.416424,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.256055,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.400486,
+      "distance": 0.599514,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.288927,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.579826,
+      "distance": 0.420174,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.292388,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.636628,
+      "distance": 0.363372,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.295848,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.551033,
+      "distance": 0.448967,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.306228,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.358212,
+      "distance": 0.641788,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.200692,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.483513,
+      "distance": 0.516487,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.17128,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.572171,
+      "distance": 0.427829,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.245675,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.555247,
+      "distance": 0.444753,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.205882,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.584655,
+      "distance": 0.415345,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.283737,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.370137,
+      "distance": 0.629863,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.254325,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.449883,
+      "distance": 0.550117,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.282007,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.574818,
+      "distance": 0.425182,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.275087,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.60756,
+      "distance": 0.39244,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.221453,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.425046,
+      "distance": 0.574954,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.273356,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.625933,
+      "distance": 0.374067,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.307958,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.433156,
+      "distance": 0.566844,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.224913,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.644108,
+      "distance": 0.355892,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.252595,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.572774,
+      "distance": 0.427226,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.252595,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.669282,
+      "distance": 0.330718,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.197232,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.361954,
+      "distance": 0.638046,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.186851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.586008,
+      "distance": 0.413992,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.254325,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.445236,
+      "distance": 0.554764,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.252595,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.657659,
+      "distance": 0.342341,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.219723,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.66529,
+      "distance": 0.33471,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.214533,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.306657,
+      "distance": 0.693343,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.297578,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.483764,
+      "distance": 0.516236,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.313149,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.317009,
+      "distance": 0.682991,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.16263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.568802,
+      "distance": 0.431198,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.240484,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.46101,
+      "distance": 0.53899,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.268166,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.375625,
+      "distance": 0.624375,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.228374,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.476716,
+      "distance": 0.523284,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.209343,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.436026,
+      "distance": 0.563974,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.302768,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.580116,
+      "distance": 0.419884,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.269896,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.477863,
+      "distance": 0.522137,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.311419,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.558457,
+      "distance": 0.441543,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.287197,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.34105,
+      "distance": 0.65895,
+      "component_distances": {
+        "circular_month": 0.564103,
+        "numeric": 0.46453,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Greylag Goose",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.215702,
+      "distance": 0.784298,
+      "component_distances": {
+        "circular_month": 0.897436,
+        "numeric": 0.432587,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "House Sparrow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.668233,
+      "distance": 0.331767,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.252195,
+        "categorical": 0.2,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.567759,
+      "distance": 0.432241,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.187426,
+        "categorical": 0.6,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.484308,
+      "distance": 0.515692,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.389125,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.588988,
+      "distance": 0.411012,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.326158,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.74634,
+      "distance": 0.25366,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.240075,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.634227,
+      "distance": 0.365773,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.188692,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.71426,
+      "distance": 0.28574,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.328866,
+        "categorical": 0.36,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.839209,
+      "distance": 0.160791,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.1246,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.681532,
+      "distance": 0.318468,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.204423,
+        "categorical": 0.4,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.648653,
+      "distance": 0.351347,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.302618,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.603703,
+      "distance": 0.396297,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.214786,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.625807,
+      "distance": 0.374193,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.230577,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.725036,
+      "distance": 0.274964,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.14006,
+        "categorical": 0.36,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.617429,
+      "distance": 0.382571,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.349421,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.600363,
+      "distance": 0.399637,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.26671,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.618881,
+      "distance": 0.381119,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.360169,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.714942,
+      "distance": 0.285058,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.398989,
+        "categorical": 0.4,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.744999,
+      "distance": 0.255001,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.245439,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.559347,
+      "distance": 0.440653,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.410579,
+        "categorical": 0.52,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.325115,
+      "distance": 0.674885,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.532872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.379837,
+      "distance": 0.620163,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.508651,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.290746,
+      "distance": 0.709254,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.527682,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.359961,
+      "distance": 0.640039,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.558824,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.298719,
+      "distance": 0.701281,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.539792,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.259143,
+      "distance": 0.740857,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.520761,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.302818,
+      "distance": 0.697182,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.538062,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.181266,
+      "distance": 0.818734,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.570934,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.299068,
+      "distance": 0.700932,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.574394,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.35587,
+      "distance": 0.64413,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.577855,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.270275,
+      "distance": 0.729725,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.588235,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.138992,
+      "distance": 0.861008,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.482699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.295063,
+      "distance": 0.704937,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.453287,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.291413,
+      "distance": 0.708587,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.527682,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.453361,
+      "distance": 0.546639,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.487889,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.303897,
+      "distance": 0.696103,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.565744,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.150917,
+      "distance": 0.849083,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.536332,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.230663,
+      "distance": 0.769337,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.564014,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.29406,
+      "distance": 0.70594,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.557093,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.326802,
+      "distance": 0.673198,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.50346,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.205826,
+      "distance": 0.794174,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.555363,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.345175,
+      "distance": 0.654825,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.589965,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.213937,
+      "distance": 0.786063,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.50692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.363349,
+      "distance": 0.636651,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.534602,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.292016,
+      "distance": 0.707984,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.534602,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.388524,
+      "distance": 0.611476,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.479239,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.173503,
+      "distance": 0.826497,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.468858,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.30525,
+      "distance": 0.69475,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.536332,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.226016,
+      "distance": 0.773984,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.534602,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.376901,
+      "distance": 0.623099,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.50173,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.384532,
+      "distance": 0.615468,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.49654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.12277,
+      "distance": 0.87723,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.579585,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.53275,
+      "distance": 0.46725,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.595156,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.179892,
+      "distance": 0.820108,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.444637,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.288044,
+      "distance": 0.711956,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.522491,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.24179,
+      "distance": 0.75821,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.550173,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.156405,
+      "distance": 0.843595,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.510381,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.257496,
+      "distance": 0.742504,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.491349,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.216806,
+      "distance": 0.783194,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.584775,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.299358,
+      "distance": 0.700642,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.551903,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.539515,
+      "distance": 0.460485,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.593426,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.277699,
+      "distance": 0.722301,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.569204,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.384104,
+      "distance": 0.615896,
+      "component_distances": {
+        "circular_month": 0.358974,
+        "numeric": 0.652519,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Herring Gull",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.186503,
+      "distance": 0.813497,
+      "component_distances": {
+        "circular_month": 0.897436,
+        "numeric": 0.581385,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Jackdaw",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.747516,
+      "distance": 0.252484,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.195666,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.388979,
+      "distance": 0.611021,
+      "component_distances": {
+        "circular_month": 0.641026,
+        "numeric": 0.503777,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.509243,
+      "distance": 0.490757,
+      "component_distances": {
+        "circular_month": 0.525641,
+        "numeric": 0.346473,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.546729,
+      "distance": 0.453271,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.212117,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.787295,
+      "distance": 0.212705,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.260551,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.501661,
+      "distance": 0.498339,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.381252,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.613827,
+      "distance": 0.386173,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.271255,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.787706,
+      "distance": 0.212294,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.147614,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.672306,
+      "distance": 0.327694,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.15488,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.74388,
+      "distance": 0.25612,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.220352,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.517053,
+      "distance": 0.482947,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.355788,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.519024,
+      "distance": 0.480976,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.252374,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.642156,
+      "distance": 0.357844,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.28005,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.717977,
+      "distance": 0.282023,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.238861,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.766871,
+      "distance": 0.233129,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.285952,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.627972,
+      "distance": 0.372028,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.281815,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.624739,
+      "distance": 0.375261,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.208735,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.625256,
+      "distance": 0.374744,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.215081,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.601688,
+      "distance": 0.398312,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.221453,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.559077,
+      "distance": 0.440923,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.197232,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.583986,
+      "distance": 0.416014,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.216263,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.553867,
+      "distance": 0.446133,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.247405,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.591958,
+      "distance": 0.408042,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.228374,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.552382,
+      "distance": 0.447618,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.209343,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.596057,
+      "distance": 0.403943,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.226644,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.474506,
+      "distance": 0.525494,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.259516,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.592307,
+      "distance": 0.407693,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.262976,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.548442,
+      "distance": 0.451558,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.266436,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.563514,
+      "distance": 0.436486,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.276817,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.432231,
+      "distance": 0.567769,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.17128,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.557533,
+      "distance": 0.442467,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.141869,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.584652,
+      "distance": 0.415348,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.216263,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.495934,
+      "distance": 0.504066,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.176471,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.597137,
+      "distance": 0.402863,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.254325,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.444156,
+      "distance": 0.555844,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.224913,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.523902,
+      "distance": 0.476098,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.252595,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.587299,
+      "distance": 0.412701,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.245675,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.614708,
+      "distance": 0.385292,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.192042,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.499065,
+      "distance": 0.500935,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.243945,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.553081,
+      "distance": 0.446919,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.278547,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.507176,
+      "distance": 0.492824,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.195502,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.562589,
+      "distance": 0.437411,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.223183,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.585255,
+      "distance": 0.414745,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.223183,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.565096,
+      "distance": 0.434904,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.16782,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.435973,
+      "distance": 0.564027,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.157439,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.59849,
+      "distance": 0.40151,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.224913,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.519255,
+      "distance": 0.480745,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.223183,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.565473,
+      "distance": 0.434527,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.190311,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.560438,
+      "distance": 0.439562,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.185121,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.380676,
+      "distance": 0.619324,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.268166,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.42445,
+      "distance": 0.57555,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.283737,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.391029,
+      "distance": 0.608971,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.133218,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.581283,
+      "distance": 0.418717,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.211073,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.535029,
+      "distance": 0.464971,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.238754,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.449644,
+      "distance": 0.550356,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.198962,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.550735,
+      "distance": 0.449265,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.179931,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.510046,
+      "distance": 0.489954,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.273356,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.592597,
+      "distance": 0.407403,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.240484,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.41855,
+      "distance": 0.58145,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.282007,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.570938,
+      "distance": 0.429062,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.257785,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.262933,
+      "distance": 0.737067,
+      "component_distances": {
+        "circular_month": 0.730769,
+        "numeric": 0.510333,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "House Sparrow",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.280716,
+      "distance": 0.719284,
+      "component_distances": {
+        "circular_month": 0.730769,
+        "numeric": 0.439199,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Jay",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.436809,
+      "distance": 0.563191,
+      "component_distances": {
+        "circular_month": 0.512821,
+        "numeric": 0.464722,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.520814,
+      "distance": 0.479186,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.377315,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.760882,
+      "distance": 0.239118,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.079023,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.845126,
+      "distance": 0.154874,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.210881,
+        "categorical": 0.28,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.598203,
+      "distance": 0.401797,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.410878,
+        "categorical": 0.48,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.592961,
+      "distance": 0.407039,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.184847,
+        "categorical": 0.72,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.730782,
+      "distance": 0.269218,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.198777,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.664979,
+      "distance": 0.335021,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.272452,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.778279,
+      "distance": 0.221721,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.246885,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.741918,
+      "distance": 0.258082,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.160122,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.634173,
+      "distance": 0.365827,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.227294,
+        "categorical": 0.48,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.584001,
+      "distance": 0.415999,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.354664,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.659414,
+      "distance": 0.340586,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.306515,
+        "categorical": 0.56,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.717124,
+      "distance": 0.282876,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.333941,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.563435,
+      "distance": 0.436565,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.368822,
+        "categorical": 0.6,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.711701,
+      "distance": 0.288299,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.070619,
+        "categorical": 0.16,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.613989,
+      "distance": 0.386011,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.380412,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.470386,
+      "distance": 0.529614,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.685121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.427775,
+      "distance": 0.572225,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.6609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.452684,
+      "distance": 0.547316,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.679931,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.422565,
+      "distance": 0.577435,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.711073,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.460656,
+      "distance": 0.539344,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.692042,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.421081,
+      "distance": 0.578919,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.67301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.464755,
+      "distance": 0.535245,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.690311,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.343204,
+      "distance": 0.656796,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.723183,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.461006,
+      "distance": 0.538994,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.726644,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.417141,
+      "distance": 0.582859,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.730104,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.432212,
+      "distance": 0.567788,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.740484,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.30093,
+      "distance": 0.69907,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.634948,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.441616,
+      "distance": 0.558384,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.605536,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.453351,
+      "distance": 0.546649,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.679931,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.364632,
+      "distance": 0.635368,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.640138,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.465835,
+      "distance": 0.534165,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.717993,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.312855,
+      "distance": 0.687145,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.688581,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.392601,
+      "distance": 0.607399,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.716263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.455998,
+      "distance": 0.544002,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.709343,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.483406,
+      "distance": 0.516594,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.655709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.367764,
+      "distance": 0.632236,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.707612,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.42178,
+      "distance": 0.57822,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.742215,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.375874,
+      "distance": 0.624126,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.65917,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.431287,
+      "distance": 0.568713,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.686851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.453954,
+      "distance": 0.546046,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.686851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.433795,
+      "distance": 0.566205,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.631488,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.320057,
+      "distance": 0.679943,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.621107,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.467188,
+      "distance": 0.532812,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.688581,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.387954,
+      "distance": 0.612046,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.686851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.434172,
+      "distance": 0.565828,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.653979,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.429136,
+      "distance": 0.570864,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.648789,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.249375,
+      "distance": 0.750625,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.731834,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.293149,
+      "distance": 0.706851,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.747405,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.275112,
+      "distance": 0.724888,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.596886,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.449982,
+      "distance": 0.550018,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.67474,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.403728,
+      "distance": 0.596272,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.702422,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.318343,
+      "distance": 0.681657,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.66263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.419434,
+      "distance": 0.580566,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.643599,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.378744,
+      "distance": 0.621256,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.737024,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.461295,
+      "distance": 0.538705,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.704152,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.287248,
+      "distance": 0.712752,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.745675,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.439637,
+      "distance": 0.560363,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.721453,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.284624,
+      "distance": 0.715376,
+      "component_distances": {
+        "circular_month": 0.602564,
+        "numeric": 0.497401,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jackdaw",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.248792,
+      "distance": 0.751208,
+      "component_distances": {
+        "circular_month": 0.730769,
+        "numeric": 0.435602,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Long Tailed Tit",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.541605,
+      "distance": 0.458395,
+      "component_distances": {
+        "circular_month": 0.705128,
+        "numeric": 0.192234,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.460903,
+      "distance": 0.539097,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.532448,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.530815,
+      "distance": 0.469185,
+      "component_distances": {
+        "circular_month": 0.512821,
+        "numeric": 0.416229,
+        "categorical": 0.4,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.63672,
+      "distance": 0.36328,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.187565,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.570312,
+      "distance": 0.429688,
+      "component_distances": {
+        "circular_month": 0.410256,
+        "numeric": 0.335343,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.47491,
+      "distance": 0.52509,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.401754,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.459623,
+      "distance": 0.540377,
+      "component_distances": {
+        "circular_month": 0.615385,
+        "numeric": 0.449891,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.571149,
+      "distance": 0.428851,
+      "component_distances": {
+        "circular_month": 0.512821,
+        "numeric": 0.31775,
+        "categorical": 0.4,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.488534,
+      "distance": 0.511466,
+      "component_distances": {
+        "circular_month": 0.512821,
+        "numeric": 0.45735,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.534136,
+      "distance": 0.465864,
+      "component_distances": {
+        "circular_month": 0.474359,
+        "numeric": 0.281481,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.460151,
+      "distance": 0.539849,
+      "component_distances": {
+        "circular_month": 0.679487,
+        "numeric": 0.296688,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.484982,
+      "distance": 0.515018,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.361467,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.554019,
+      "distance": 0.445981,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.316848,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.518043,
+      "distance": 0.481957,
+      "component_distances": {
+        "circular_month": 0.576923,
+        "numeric": 0.373753,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.411518,
+      "distance": 0.588482,
+      "component_distances": {
+        "circular_month": 0.538462,
+        "numeric": 0.524859,
+        "categorical": 0.68,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.480407,
+      "distance": 0.519593,
+      "component_distances": {
+        "circular_month": 0.615385,
+        "numeric": 0.414226,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.073904,
+      "distance": 0.926096,
+      "component_distances": {
+        "circular_month": 0.854167,
+        "numeric": 0.937716,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.031293,
+      "distance": 0.968707,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.913495,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.110869,
+      "distance": 0.889131,
+      "component_distances": {
+        "circular_month": 0.765,
+        "numeric": 0.932526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.026083,
+      "distance": 0.973917,
+      "component_distances": {
+        "circular_month": 0.9575,
+        "numeric": 0.963668,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.096841,
+      "distance": 0.903159,
+      "component_distances": {
+        "circular_month": 0.7925,
+        "numeric": 0.944637,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.145932,
+      "distance": 0.854068,
+      "component_distances": {
+        "circular_month": 0.681667,
+        "numeric": 0.925606,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.093607,
+      "distance": 0.906393,
+      "component_distances": {
+        "circular_month": 0.801667,
+        "numeric": 0.942907,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.198722,
+      "distance": 0.801278,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.975779,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.07919,
+      "distance": 0.92081,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.979239,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.020659,
+      "distance": 0.979341,
+      "component_distances": {
+        "circular_month": 0.959167,
+        "numeric": 0.982699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.101063,
+      "distance": 0.898937,
+      "component_distances": {
+        "circular_month": 0.751667,
+        "numeric": 0.99308,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.285114,
+      "distance": 0.714886,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.887543,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.159134,
+      "distance": 0.840866,
+      "component_distances": {
+        "circular_month": 0.690833,
+        "numeric": 0.858131,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.110202,
+      "distance": 0.889798,
+      "component_distances": {
+        "circular_month": 0.766667,
+        "numeric": 0.932526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.085483,
+      "distance": 0.914517,
+      "component_distances": {
+        "circular_month": 0.853333,
+        "numeric": 0.892734,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.078686,
+      "distance": 0.921314,
+      "component_distances": {
+        "circular_month": 0.821667,
+        "numeric": 0.970588,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.246373,
+      "distance": 0.753627,
+      "component_distances": {
+        "circular_month": 0.420833,
+        "numeric": 0.941176,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.152785,
+      "distance": 0.847215,
+      "component_distances": {
+        "circular_month": 0.6375,
+        "numeric": 0.968858,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.092849,
+      "distance": 0.907151,
+      "component_distances": {
+        "circular_month": 0.791667,
+        "numeric": 0.961938,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.086924,
+      "distance": 0.913076,
+      "component_distances": {
+        "circular_month": 0.84,
+        "numeric": 0.908304,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.181948,
+      "distance": 0.818052,
+      "component_distances": {
+        "circular_month": 0.57,
+        "numeric": 0.960208,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.025298,
+      "distance": 0.974702,
+      "component_distances": {
+        "circular_month": 0.94,
+        "numeric": 0.99481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.198059,
+      "distance": 0.801941,
+      "component_distances": {
+        "circular_month": 0.56,
+        "numeric": 0.911765,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.034805,
+      "distance": 0.965195,
+      "component_distances": {
+        "circular_month": 0.950833,
+        "numeric": 0.939446,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.106138,
+      "distance": 0.893862,
+      "component_distances": {
+        "circular_month": 0.7725,
+        "numeric": 0.939446,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.037313,
+      "distance": 0.962687,
+      "component_distances": {
+        "circular_month": 0.979167,
+        "numeric": 0.884083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.272908,
+      "distance": 0.727092,
+      "component_distances": {
+        "circular_month": 0.396667,
+        "numeric": 0.873702,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.092039,
+      "distance": 0.907961,
+      "component_distances": {
+        "circular_month": 0.806667,
+        "numeric": 0.941176,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.172138,
+      "distance": 0.827862,
+      "component_distances": {
+        "circular_month": 0.6075,
+        "numeric": 0.939446,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.03769,
+      "distance": 0.96231,
+      "component_distances": {
+        "circular_month": 0.964167,
+        "numeric": 0.906574,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.032654,
+      "distance": 0.967346,
+      "component_distances": {
+        "circular_month": 0.98,
+        "numeric": 0.901384,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.288226,
+      "distance": 0.711774,
+      "component_distances": {
+        "circular_month": 0.289167,
+        "numeric": 0.984429,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.103333,
+      "distance": 0.896667,
+      "component_distances": {
+        "circular_month": 0.741667,
+        "numeric": 1.0,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.329963,
+      "distance": 0.670037,
+      "component_distances": {
+        "circular_month": 0.269167,
+        "numeric": 0.849481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.116166,
+      "distance": 0.883834,
+      "component_distances": {
+        "circular_month": 0.755,
+        "numeric": 0.927336,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.148579,
+      "distance": 0.851421,
+      "component_distances": {
+        "circular_month": 0.656667,
+        "numeric": 0.955017,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.25386,
+      "distance": 0.74614,
+      "component_distances": {
+        "circular_month": 0.418333,
+        "numeric": 0.915225,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.162285,
+      "distance": 0.837715,
+      "component_distances": {
+        "circular_month": 0.659167,
+        "numeric": 0.896194,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.156262,
+      "distance": 0.843738,
+      "component_distances": {
+        "circular_month": 0.615833,
+        "numeric": 0.989619,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.090146,
+      "distance": 0.909854,
+      "component_distances": {
+        "circular_month": 0.801667,
+        "numeric": 0.956747,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.110099,
+      "distance": 0.889901,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.99827,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.103155,
+      "distance": 0.896845,
+      "component_distances": {
+        "circular_month": 0.758333,
+        "numeric": 0.974048,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.352741,
+      "distance": 0.647259,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.520329,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Jay",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.401294,
+      "distance": 0.598706,
+      "component_distances": {
+        "circular_month": 0.423077,
+        "numeric": 0.449195,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Magpie",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.555818,
+      "distance": 0.444182,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.401404,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.629087,
+      "distance": 0.370913,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.271755,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.746572,
+      "distance": 0.253428,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.060774,
+        "categorical": 0.28,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.57921,
+      "distance": 0.42079,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.328697,
+        "categorical": 0.52,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.605325,
+      "distance": 0.394675,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.241237,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.697708,
+      "distance": 0.302292,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.289374,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.670404,
+      "distance": 0.329596,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.169344,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.599084,
+      "distance": 0.400916,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.472971,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.686029,
+      "distance": 0.313971,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.191655,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.763829,
+      "distance": 0.236171,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.104454,
+        "categorical": 0.12,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.579265,
+      "distance": 0.420735,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.20095,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.67216,
+      "distance": 0.32784,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.155757,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.78777,
+      "distance": 0.21223,
+      "component_distances": {
+        "circular_month": 0.25641,
+        "numeric": 0.181519,
+        "categorical": 0.0,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.512331,
+      "distance": 0.487669,
+      "component_distances": {
+        "circular_month": 0.423077,
+        "numeric": 0.418754,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.696671,
+      "distance": 0.303329,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.221993,
+        "categorical": 0.12,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.465431,
+      "distance": 0.534569,
+      "component_distances": {
+        "circular_month": 0.3125,
+        "numeric": 0.484429,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.520153,
+      "distance": 0.479847,
+      "component_distances": {
+        "circular_month": 0.190833,
+        "numeric": 0.460208,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.431062,
+      "distance": 0.568938,
+      "component_distances": {
+        "circular_month": 0.401667,
+        "numeric": 0.479239,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.500277,
+      "distance": 0.499723,
+      "component_distances": {
+        "circular_month": 0.209167,
+        "numeric": 0.510381,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.439034,
+      "distance": 0.560966,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.491349,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.33792,
+      "distance": 0.66208,
+      "component_distances": {
+        "circular_month": 0.485,
+        "numeric": 0.472318,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.443134,
+      "distance": 0.556866,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.489619,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.260044,
+      "distance": 0.739956,
+      "component_distances": {
+        "circular_month": 0.648333,
+        "numeric": 0.522491,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.439384,
+      "distance": 0.560616,
+      "component_distances": {
+        "circular_month": 0.351667,
+        "numeric": 0.525952,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.496186,
+      "distance": 0.503814,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.529412,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.41059,
+      "distance": 0.58941,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.539792,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.217769,
+      "distance": 0.782231,
+      "component_distances": {
+        "circular_month": 0.809167,
+        "numeric": 0.434256,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.37384,
+      "distance": 0.62616,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.404844,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.431729,
+      "distance": 0.568271,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.479239,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.532138,
+      "distance": 0.467862,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.439446,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.444213,
+      "distance": 0.555787,
+      "component_distances": {
+        "circular_month": 0.345,
+        "numeric": 0.517301,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.229694,
+      "distance": 0.770306,
+      "component_distances": {
+        "circular_month": 0.745833,
+        "numeric": 0.487889,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.309441,
+      "distance": 0.690559,
+      "component_distances": {
+        "circular_month": 0.529167,
+        "numeric": 0.515571,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.434376,
+      "distance": 0.565624,
+      "component_distances": {
+        "circular_month": 0.375,
+        "numeric": 0.508651,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.467117,
+      "distance": 0.532883,
+      "component_distances": {
+        "circular_month": 0.326667,
+        "numeric": 0.455017,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.284603,
+      "distance": 0.715397,
+      "component_distances": {
+        "circular_month": 0.596667,
+        "numeric": 0.50692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.485491,
+      "distance": 0.514509,
+      "component_distances": {
+        "circular_month": 0.226667,
+        "numeric": 0.541522,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.292714,
+      "distance": 0.707286,
+      "component_distances": {
+        "circular_month": 0.606667,
+        "numeric": 0.458478,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.503665,
+      "distance": 0.496335,
+      "component_distances": {
+        "circular_month": 0.215833,
+        "numeric": 0.486159,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.432332,
+      "distance": 0.567668,
+      "component_distances": {
+        "circular_month": 0.394167,
+        "numeric": 0.486159,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.528839,
+      "distance": 0.471161,
+      "component_distances": {
+        "circular_month": 0.1875,
+        "numeric": 0.430796,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.252281,
+      "distance": 0.747719,
+      "component_distances": {
+        "circular_month": 0.77,
+        "numeric": 0.420415,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.445566,
+      "distance": 0.554434,
+      "component_distances": {
+        "circular_month": 0.36,
+        "numeric": 0.487889,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.304794,
+      "distance": 0.695206,
+      "component_distances": {
+        "circular_month": 0.559167,
+        "numeric": 0.486159,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.517217,
+      "distance": 0.482783,
+      "component_distances": {
+        "circular_month": 0.2025,
+        "numeric": 0.453287,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.524848,
+      "distance": 0.475152,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.448097,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.166215,
+      "distance": 0.833785,
+      "component_distances": {
+        "circular_month": 0.8775,
+        "numeric": 0.531142,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.476655,
+      "distance": 0.523345,
+      "component_distances": {
+        "circular_month": 0.091667,
+        "numeric": 0.546713,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.207336,
+      "distance": 0.792664,
+      "component_distances": {
+        "circular_month": 0.8975,
+        "numeric": 0.396194,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.42836,
+      "distance": 0.57164,
+      "component_distances": {
+        "circular_month": 0.411667,
+        "numeric": 0.474048,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.320567,
+      "distance": 0.679433,
+      "component_distances": {
+        "circular_month": 0.51,
+        "numeric": 0.50173,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.235182,
+      "distance": 0.764818,
+      "component_distances": {
+        "circular_month": 0.748333,
+        "numeric": 0.461938,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.336273,
+      "distance": 0.663727,
+      "component_distances": {
+        "circular_month": 0.5075,
+        "numeric": 0.442907,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.295584,
+      "distance": 0.704416,
+      "component_distances": {
+        "circular_month": 0.550833,
+        "numeric": 0.536332,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.439673,
+      "distance": 0.560327,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.50346,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.470754,
+      "distance": 0.529246,
+      "component_distances": {
+        "circular_month": 0.1075,
+        "numeric": 0.544983,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.418015,
+      "distance": 0.581985,
+      "component_distances": {
+        "circular_month": 0.408333,
+        "numeric": 0.520761,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.479158,
+      "distance": 0.520842,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.518459,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Long Tailed Tit",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.281557,
+      "distance": 0.718443,
+      "component_distances": {
+        "circular_month": 0.74359,
+        "numeric": 0.447324,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Mallard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.634237,
+      "distance": 0.365763,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.243743,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.758387,
+      "distance": 0.241613,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.453309,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.718385,
+      "distance": 0.281615,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.254932,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.579622,
+      "distance": 0.420378,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.231639,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.643488,
+      "distance": 0.356512,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.297841,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.601236,
+      "distance": 0.398764,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.279747,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.771968,
+      "distance": 0.228032,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.204026,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.761129,
+      "distance": 0.238871,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.276921,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.535674,
+      "distance": 0.464326,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.383869,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.505771,
+      "distance": 0.494229,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.339377,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.542289,
+      "distance": 0.457711,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.364444,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.62103,
+      "distance": 0.37897,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.394211,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.886674,
+      "distance": 0.113326,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.06356,
+        "categorical": 0.0,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.566616,
+      "distance": 0.433384,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.405801,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.280565,
+      "distance": 0.719435,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.711073,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.335287,
+      "distance": 0.664713,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.686851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.246196,
+      "distance": 0.753804,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.705882,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.315411,
+      "distance": 0.684589,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.737024,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.254168,
+      "distance": 0.745832,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.717993,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.214593,
+      "distance": 0.785407,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.698962,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.258268,
+      "distance": 0.741732,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.716263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.136716,
+      "distance": 0.863284,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.749135,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.254518,
+      "distance": 0.745482,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.752595,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.311319,
+      "distance": 0.688681,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.756055,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.225724,
+      "distance": 0.774276,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.766436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.094442,
+      "distance": 0.905558,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.6609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.235128,
+      "distance": 0.764872,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.631488,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.246863,
+      "distance": 0.753137,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.705882,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.408811,
+      "distance": 0.591189,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.66609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.259347,
+      "distance": 0.740653,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.743945,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.106367,
+      "distance": 0.893633,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.714533,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.186113,
+      "distance": 0.813887,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.742215,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.24951,
+      "distance": 0.75049,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.735294,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.282251,
+      "distance": 0.717749,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.681661,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.161276,
+      "distance": 0.838724,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.733564,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.300625,
+      "distance": 0.699375,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.768166,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.169386,
+      "distance": 0.830614,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.685121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.318799,
+      "distance": 0.681201,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.712803,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.247466,
+      "distance": 0.752534,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.712803,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.343973,
+      "distance": 0.656027,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.657439,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.113569,
+      "distance": 0.886431,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.647059,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.2607,
+      "distance": 0.7393,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.714533,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.181466,
+      "distance": 0.818534,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.712803,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.332351,
+      "distance": 0.667649,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.679931,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.339982,
+      "distance": 0.660018,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.67474,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.07822,
+      "distance": 0.92178,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.757785,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.488199,
+      "distance": 0.511801,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.773356,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.119957,
+      "distance": 0.880043,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.622837,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.243494,
+      "distance": 0.756506,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.700692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.19724,
+      "distance": 0.80276,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.728374,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.111855,
+      "distance": 0.888145,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.688581,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.212946,
+      "distance": 0.787054,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.66955,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.172256,
+      "distance": 0.827744,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.762976,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.254807,
+      "distance": 0.745193,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.730104,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.494965,
+      "distance": 0.505035,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.771626,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.233149,
+      "distance": 0.766851,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.747405,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.395226,
+      "distance": 0.604774,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.5473,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Magpie",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.197625,
+      "distance": 0.802375,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.476166,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Mistle Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.625791,
+      "distance": 0.374209,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.332529,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.65782,
+      "distance": 0.34218,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.204411,
+        "categorical": 0.44,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.81099,
+      "distance": 0.18901,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.150476,
+        "categorical": 0.16,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.756799,
+      "distance": 0.243201,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.177701,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.8973,
+      "distance": 0.1027,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.130187,
+        "categorical": 0.12,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.639595,
+      "distance": 0.360405,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.290415,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.66008,
+      "distance": 0.33992,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.155666,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.673782,
+      "distance": 0.326218,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.311206,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.773822,
+      "distance": 0.226178,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.154617,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.8023,
+      "distance": 0.1977,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.272238,
+        "categorical": 0.12,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.654672,
+      "distance": 0.345328,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.271014,
+        "categorical": 0.32,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.587345,
+      "distance": 0.412655,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.226183,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.674081,
+      "distance": 0.325919,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.364044,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.476442,
+      "distance": 0.523558,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.6609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.43383,
+      "distance": 0.56617,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.636678,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.458739,
+      "distance": 0.541261,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.655709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.428621,
+      "distance": 0.571379,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.686851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.466712,
+      "distance": 0.533288,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.66782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.427136,
+      "distance": 0.572864,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.648789,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.470811,
+      "distance": 0.529189,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.66609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.34926,
+      "distance": 0.65074,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.698962,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.467061,
+      "distance": 0.532939,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.702422,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.423196,
+      "distance": 0.576804,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.705882,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.438268,
+      "distance": 0.561732,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.716263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.306985,
+      "distance": 0.693015,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.610727,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.447671,
+      "distance": 0.552329,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.581315,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.459406,
+      "distance": 0.540594,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.655709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.370687,
+      "distance": 0.629313,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.615917,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.47189,
+      "distance": 0.52811,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.693772,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.31891,
+      "distance": 0.68109,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.66436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.398656,
+      "distance": 0.601344,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.692042,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.462053,
+      "distance": 0.537947,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.685121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.489461,
+      "distance": 0.510539,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.631488,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.373819,
+      "distance": 0.626181,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.683391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.427835,
+      "distance": 0.572165,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.717993,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.38193,
+      "distance": 0.61807,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.634948,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.437343,
+      "distance": 0.562657,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.66263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.460009,
+      "distance": 0.539991,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.66263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.43985,
+      "distance": 0.56015,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.607266,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.326112,
+      "distance": 0.673888,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.596886,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.473243,
+      "distance": 0.526757,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.66436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.394009,
+      "distance": 0.605991,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.66263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.440227,
+      "distance": 0.559773,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.629758,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.435191,
+      "distance": 0.564809,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.624567,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.25543,
+      "distance": 0.74457,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.707612,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.299204,
+      "distance": 0.700796,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.723183,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.281167,
+      "distance": 0.718833,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.572664,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.456037,
+      "distance": 0.543963,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.650519,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.409783,
+      "distance": 0.590217,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.678201,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.324398,
+      "distance": 0.675602,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.638408,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.425489,
+      "distance": 0.574511,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.619377,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.384799,
+      "distance": 0.615201,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.712803,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.467351,
+      "distance": 0.532649,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.679931,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.293303,
+      "distance": 0.706697,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.721453,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.445692,
+      "distance": 0.554308,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.697232,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.34007,
+      "distance": 0.65993,
+      "component_distances": {
+        "circular_month": 0.602564,
+        "numeric": 0.406911,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Mallard",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.237188,
+      "distance": 0.762812,
+      "component_distances": {
+        "circular_month": 0.730769,
+        "numeric": 0.613311,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Mute Swan",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.715659,
+      "distance": 0.284341,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.329834,
+        "categorical": 0.48,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.589975,
+      "distance": 0.410025,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.301697,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.652358,
+      "distance": 0.347642,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.335364,
+        "categorical": 0.44,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.667108,
+      "distance": 0.332892,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.230118,
+        "categorical": 0.44,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.632341,
+      "distance": 0.367659,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.506534,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.845571,
+      "distance": 0.154429,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.234538,
+        "categorical": 0.12,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.666647,
+      "distance": 0.333353,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.159114,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.565302,
+      "distance": 0.434698,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.261253,
+        "categorical": 0.52,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.653734,
+      "distance": 0.346266,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.214192,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.72674,
+      "distance": 0.27326,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.227372,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.705908,
+      "distance": 0.294092,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.458095,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.654871,
+      "distance": 0.345129,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.265643,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.377884,
+      "distance": 0.622116,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.321799,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.432606,
+      "distance": 0.567394,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.297578,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.343514,
+      "distance": 0.656486,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.316609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.412729,
+      "distance": 0.587271,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.347751,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.351487,
+      "distance": 0.648513,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.32872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.311911,
+      "distance": 0.688089,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.309689,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.355586,
+      "distance": 0.644414,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.32699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.234035,
+      "distance": 0.765965,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.359862,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.351836,
+      "distance": 0.648164,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.363322,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.408638,
+      "distance": 0.591362,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.366782,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.323043,
+      "distance": 0.676957,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.377163,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.19176,
+      "distance": 0.80824,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.271626,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.347831,
+      "distance": 0.652169,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.242215,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.344181,
+      "distance": 0.655819,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.316609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.506129,
+      "distance": 0.493871,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.276817,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.356666,
+      "distance": 0.643334,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.354671,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.203685,
+      "distance": 0.796315,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.32526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.283431,
+      "distance": 0.716569,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.352941,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.346828,
+      "distance": 0.653172,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.346021,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.37957,
+      "distance": 0.62043,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.292388,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.258594,
+      "distance": 0.741406,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.344291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.397943,
+      "distance": 0.602057,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.378893,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.266705,
+      "distance": 0.733295,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.295848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.416118,
+      "distance": 0.583882,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.323529,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.344784,
+      "distance": 0.655216,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.323529,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.441292,
+      "distance": 0.558708,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.268166,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.226272,
+      "distance": 0.773728,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.257785,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.358018,
+      "distance": 0.641982,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.32526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.278784,
+      "distance": 0.721216,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.323529,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.429669,
+      "distance": 0.570331,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.290657,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.4373,
+      "distance": 0.5627,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.285467,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.175539,
+      "distance": 0.824461,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.368512,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.585518,
+      "distance": 0.414482,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.384083,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.23266,
+      "distance": 0.76734,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.233564,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.340812,
+      "distance": 0.659188,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.311419,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.294558,
+      "distance": 0.705442,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.3391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.209173,
+      "distance": 0.790827,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.299308,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.310264,
+      "distance": 0.689736,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.280277,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.269574,
+      "distance": 0.730426,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.373702,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.352126,
+      "distance": 0.647874,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.34083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.592284,
+      "distance": 0.407716,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.382353,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.330467,
+      "distance": 0.669533,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.358131,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.405245,
+      "distance": 0.594755,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.539223,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mistle Thrush",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.207644,
+      "distance": 0.792356,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.468089,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.564733,
+      "distance": 0.435267,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.263529,
+        "categorical": 0.52,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.611916,
+      "distance": 0.388084,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.352602,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.594051,
+      "distance": 0.405949,
+      "component_distances": {
+        "circular_month": 0.307692,
+        "numeric": 0.259961,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.714799,
+      "distance": 0.285201,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.1767,
+        "categorical": 0.6,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.750006,
+      "distance": 0.249994,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.138412,
+        "categorical": 0.48,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.605159,
+      "distance": 0.394841,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.405067,
+        "categorical": 0.4,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.536275,
+      "distance": 0.463725,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.304028,
+        "categorical": 0.52,
+        "traits": 0.9
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.527401,
+      "distance": 0.472599,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.423993,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.600424,
+      "distance": 0.399576,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.448972,
+        "categorical": 0.52,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.667152,
+      "distance": 0.332848,
+      "component_distances": {
+        "circular_month": 0.128205,
+        "numeric": 0.254735,
+        "categorical": 0.56,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.582141,
+      "distance": 0.417859,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.460562,
+        "categorical": 0.52,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.363178,
+      "distance": 0.636822,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.380623,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.4179,
+      "distance": 0.5821,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.356401,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.328809,
+      "distance": 0.671191,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.375433,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.398023,
+      "distance": 0.601977,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.406574,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.336781,
+      "distance": 0.663219,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.387543,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.297205,
+      "distance": 0.702795,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.368512,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.34088,
+      "distance": 0.65912,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.385813,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.219329,
+      "distance": 0.780671,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.418685,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.33713,
+      "distance": 0.66287,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.422145,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.393932,
+      "distance": 0.606068,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.425606,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.308337,
+      "distance": 0.691663,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.435986,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.177054,
+      "distance": 0.822946,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.33045,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.333125,
+      "distance": 0.666875,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.301038,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.329475,
+      "distance": 0.670525,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.375433,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.491423,
+      "distance": 0.508577,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.33564,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.34196,
+      "distance": 0.65804,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.413495,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.188979,
+      "distance": 0.811021,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.384083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.268725,
+      "distance": 0.731275,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.411765,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.332122,
+      "distance": 0.667878,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.404844,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.364864,
+      "distance": 0.635136,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.351211,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.243888,
+      "distance": 0.756112,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.403114,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.383238,
+      "distance": 0.616762,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.437716,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.251999,
+      "distance": 0.748001,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.354671,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.401412,
+      "distance": 0.598588,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.382353,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.330078,
+      "distance": 0.669922,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.382353,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.426586,
+      "distance": 0.573414,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.32699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.211566,
+      "distance": 0.788434,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.316609,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.343313,
+      "distance": 0.656687,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.384083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.264078,
+      "distance": 0.735922,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.382353,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.414963,
+      "distance": 0.585037,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.349481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.422594,
+      "distance": 0.577406,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.344291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.160833,
+      "distance": 0.839167,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.427336,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.570812,
+      "distance": 0.429188,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.442907,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.217954,
+      "distance": 0.782046,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.292388,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.326106,
+      "distance": 0.673894,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.370242,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.279852,
+      "distance": 0.720148,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.397924,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.194467,
+      "distance": 0.805533,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.358131,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.295558,
+      "distance": 0.704442,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.3391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.254869,
+      "distance": 0.745131,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.432526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.33742,
+      "distance": 0.66258,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.399654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.577578,
+      "distance": 0.422422,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.441176,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.315761,
+      "distance": 0.684239,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.416955,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.455608,
+      "distance": 0.544392,
+      "component_distances": {
+        "circular_month": 0.294872,
+        "numeric": 0.469066,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Mute Swan",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.258007,
+      "distance": 0.741993,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.397932,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Pheasant",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.822631,
+      "distance": 0.177369,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.098195,
+        "categorical": 0.2,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.87617,
+      "distance": 0.12383,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.103614,
+        "categorical": 0.04,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.562861,
+      "distance": 0.437139,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.318258,
+        "categorical": 0.72,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.616459,
+      "distance": 0.383541,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.189197,
+        "categorical": 0.28,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.664396,
+      "distance": 0.335604,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.186517,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.88478,
+      "distance": 0.11522,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.107738,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.881278,
+      "distance": 0.118722,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.162271,
+        "categorical": 0.16,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.767154,
+      "distance": 0.232846,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.194565,
+        "categorical": 0.28,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.584012,
+      "distance": 0.415988,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.214079,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.678317,
+      "distance": 0.321683,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.2334,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.521424,
+      "distance": 0.478576,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.480969,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.478813,
+      "distance": 0.521187,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.456747,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.503722,
+      "distance": 0.496278,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.475779,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.473603,
+      "distance": 0.526397,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.50692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.511694,
+      "distance": 0.488306,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.487889,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.472119,
+      "distance": 0.527881,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.468858,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.515794,
+      "distance": 0.484206,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.486159,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.394242,
+      "distance": 0.605758,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.519031,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.512044,
+      "distance": 0.487956,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.522491,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.468179,
+      "distance": 0.531821,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.525952,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.48325,
+      "distance": 0.51675,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.536332,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.351968,
+      "distance": 0.648032,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.430796,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.508039,
+      "distance": 0.491961,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.401384,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.504389,
+      "distance": 0.495611,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.475779,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.41567,
+      "distance": 0.58433,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.435986,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.516873,
+      "distance": 0.483127,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.513841,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.363893,
+      "distance": 0.636107,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.484429,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.443639,
+      "distance": 0.556361,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.512111,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.507036,
+      "distance": 0.492964,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.50519,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.534444,
+      "distance": 0.465556,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.451557,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.418802,
+      "distance": 0.581198,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.50346,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.472818,
+      "distance": 0.527182,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.538062,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.426912,
+      "distance": 0.573088,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.455017,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.482325,
+      "distance": 0.517675,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.482699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.504992,
+      "distance": 0.495008,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.482699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.484833,
+      "distance": 0.515167,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.427336,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.386479,
+      "distance": 0.613521,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.416955,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.518226,
+      "distance": 0.481774,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.484429,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.438992,
+      "distance": 0.561008,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.482699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.48521,
+      "distance": 0.51479,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.449827,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.480174,
+      "distance": 0.519826,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.444637,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.300413,
+      "distance": 0.699587,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.527682,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.344187,
+      "distance": 0.655813,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.543253,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.341535,
+      "distance": 0.658465,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.392734,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.50102,
+      "distance": 0.49898,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.470588,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.454766,
+      "distance": 0.545234,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.49827,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.369381,
+      "distance": 0.630619,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.458478,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.470472,
+      "distance": 0.529528,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.439446,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.429782,
+      "distance": 0.570218,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.532872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.512333,
+      "distance": 0.487667,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.5,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.338286,
+      "distance": 0.661714,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.541522,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.490675,
+      "distance": 0.509325,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.517301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.307683,
+      "distance": 0.692317,
+      "component_distances": {
+        "circular_month": 0.666667,
+        "numeric": 0.465894,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Nettle",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.248148,
+      "distance": 0.751852,
+      "component_distances": {
+        "circular_month": 0.794872,
+        "numeric": 0.498906,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Pied Wagtail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.813054,
+      "distance": 0.186946,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.166537,
+        "categorical": 0.2,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.662861,
+      "distance": 0.337139,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.416453,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.672668,
+      "distance": 0.327332,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.247559,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.769841,
+      "distance": 0.230159,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.219073,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.743197,
+      "distance": 0.256803,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.129544,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.742846,
+      "distance": 0.257154,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.185949,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.821573,
+      "distance": 0.178427,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.134427,
+        "categorical": 0.16,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.575938,
+      "distance": 0.424062,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.259385,
+        "categorical": 0.6,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.803114,
+      "distance": 0.196886,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.188545,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.601548,
+      "distance": 0.398452,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.268166,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.65627,
+      "distance": 0.34373,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.243945,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.567179,
+      "distance": 0.432821,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.262976,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.636394,
+      "distance": 0.363606,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.294118,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.575151,
+      "distance": 0.424849,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.275087,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.474037,
+      "distance": 0.525963,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.256055,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.579251,
+      "distance": 0.420749,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.273356,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.396161,
+      "distance": 0.603839,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.306228,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.575501,
+      "distance": 0.424499,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.309689,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.632303,
+      "distance": 0.367697,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.313149,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.546707,
+      "distance": 0.453293,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.323529,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.353886,
+      "distance": 0.646114,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.217993,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.479188,
+      "distance": 0.520812,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.188581,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.567846,
+      "distance": 0.432154,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.262976,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.550922,
+      "distance": 0.449078,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.223183,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.58033,
+      "distance": 0.41967,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.301038,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.365811,
+      "distance": 0.634189,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.271626,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.445558,
+      "distance": 0.554442,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.299308,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.570493,
+      "distance": 0.429507,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.292388,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.603234,
+      "distance": 0.396766,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.238754,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.42072,
+      "distance": 0.57928,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.290657,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.621608,
+      "distance": 0.378392,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.32526,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.428831,
+      "distance": 0.571169,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.242215,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.639782,
+      "distance": 0.360218,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.269896,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.568449,
+      "distance": 0.431551,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.269896,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.664957,
+      "distance": 0.335043,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.214533,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.357629,
+      "distance": 0.642371,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.204152,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.581683,
+      "distance": 0.418317,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.271626,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.440911,
+      "distance": 0.559089,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.269896,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.653334,
+      "distance": 0.346666,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.237024,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.660965,
+      "distance": 0.339035,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.231834,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.302332,
+      "distance": 0.697668,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.314879,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.479439,
+      "distance": 0.520561,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.33045,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.312684,
+      "distance": 0.687316,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.179931,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.564477,
+      "distance": 0.435523,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.257785,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.456685,
+      "distance": 0.543315,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.285467,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.371299,
+      "distance": 0.628701,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.245675,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.47239,
+      "distance": 0.52761,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.226644,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.431701,
+      "distance": 0.568299,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.320069,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.57579,
+      "distance": 0.42421,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.287197,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.473538,
+      "distance": 0.526462,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.32872,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.554132,
+      "distance": 0.445868,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.304498,
+        "categorical": 0.615385,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.392365,
+      "distance": 0.607635,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.361834,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Pheasant",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.210598,
+      "distance": 0.789402,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.555567,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Red Kite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.606594,
+      "distance": 0.393406,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.326419,
+        "categorical": 0.68,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.692609,
+      "distance": 0.307391,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.121548,
+        "categorical": 0.32,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.693349,
+      "distance": 0.306651,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.18441,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.843809,
+      "distance": 0.156191,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.074199,
+        "categorical": 0.16,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.845065,
+      "distance": 0.154935,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.164033,
+        "categorical": 0.12,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.681918,
+      "distance": 0.318082,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.21056,
+        "categorical": 0.32,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.55275,
+      "distance": 0.44725,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.268563,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.694561,
+      "distance": 0.305439,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.238987,
+        "categorical": 0.44,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.487255,
+      "distance": 0.512745,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.617647,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.444644,
+      "distance": 0.555356,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.593426,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.469552,
+      "distance": 0.530448,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.612457,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.439434,
+      "distance": 0.560566,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.643599,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.477525,
+      "distance": 0.522475,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.624567,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.437949,
+      "distance": 0.562051,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.605536,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.481624,
+      "distance": 0.518376,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.622837,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.360073,
+      "distance": 0.639927,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.655709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.477874,
+      "distance": 0.522126,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.65917,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.434009,
+      "distance": 0.565991,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.66263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.449081,
+      "distance": 0.550919,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.67301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.317798,
+      "distance": 0.682202,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.567474,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.458484,
+      "distance": 0.541516,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.538062,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.470219,
+      "distance": 0.529781,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.612457,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.381501,
+      "distance": 0.618499,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.572664,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.482704,
+      "distance": 0.517296,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.650519,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.329723,
+      "distance": 0.670277,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.621107,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.409469,
+      "distance": 0.590531,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.648789,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.472866,
+      "distance": 0.527134,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.641869,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.500275,
+      "distance": 0.499725,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.588235,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.384632,
+      "distance": 0.615368,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.640138,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.438648,
+      "distance": 0.561352,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.67474,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.392743,
+      "distance": 0.607257,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.591696,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.448156,
+      "distance": 0.551844,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.619377,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.470822,
+      "distance": 0.529178,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.619377,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.450663,
+      "distance": 0.549337,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.564014,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.336925,
+      "distance": 0.663075,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.553633,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.484057,
+      "distance": 0.515943,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.621107,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.404822,
+      "distance": 0.595178,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.619377,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.45104,
+      "distance": 0.54896,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.586505,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.446005,
+      "distance": 0.553995,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.581315,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.266243,
+      "distance": 0.733757,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.66436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.310017,
+      "distance": 0.689983,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.679931,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.29198,
+      "distance": 0.70802,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.529412,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.46685,
+      "distance": 0.53315,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.607266,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.420596,
+      "distance": 0.579404,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.634948,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.335211,
+      "distance": 0.664789,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.595156,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.436302,
+      "distance": 0.563698,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.576125,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.395612,
+      "distance": 0.604388,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.66955,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.478164,
+      "distance": 0.521836,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.636678,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.304116,
+      "distance": 0.695884,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.678201,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.456505,
+      "distance": 0.543495,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.653979,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.317868,
+      "distance": 0.682132,
+      "component_distances": {
+        "circular_month": 0.602564,
+        "numeric": 0.495719,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Pied Wagtail",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.26651,
+      "distance": 0.73349,
+      "component_distances": {
+        "circular_month": 0.730769,
+        "numeric": 0.496023,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Robin",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.647876,
+      "distance": 0.352124,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.286831,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.550259,
+      "distance": 0.449741,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.483034,
+        "categorical": 0.68,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.52548,
+      "distance": 0.47452,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.386049,
+        "categorical": 0.72,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.549326,
+      "distance": 0.450674,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.452927,
+        "categorical": 0.68,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.640403,
+      "distance": 0.359597,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.512823,
+        "categorical": 0.56,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.722267,
+      "distance": 0.277733,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.197701,
+        "categorical": 0.28,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.595905,
+      "distance": 0.404095,
+      "component_distances": {
+        "circular_month": 0.102564,
+        "numeric": 0.537612,
+        "categorical": 0.56,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.395362,
+      "distance": 0.604638,
+      "component_distances": {
+        "circular_month": 0.3125,
+        "numeric": 0.764706,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.450084,
+      "distance": 0.549916,
+      "component_distances": {
+        "circular_month": 0.190833,
+        "numeric": 0.740484,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.360993,
+      "distance": 0.639007,
+      "component_distances": {
+        "circular_month": 0.401667,
+        "numeric": 0.759516,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.430207,
+      "distance": 0.569793,
+      "component_distances": {
+        "circular_month": 0.209167,
+        "numeric": 0.790657,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.368965,
+      "distance": 0.631035,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.771626,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.267851,
+      "distance": 0.732149,
+      "component_distances": {
+        "circular_month": 0.485,
+        "numeric": 0.752595,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.373064,
+      "distance": 0.626936,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.769896,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.189975,
+      "distance": 0.810025,
+      "component_distances": {
+        "circular_month": 0.648333,
+        "numeric": 0.802768,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.369315,
+      "distance": 0.630685,
+      "component_distances": {
+        "circular_month": 0.351667,
+        "numeric": 0.806228,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.426116,
+      "distance": 0.573884,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.809689,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.340521,
+      "distance": 0.659479,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.820069,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.1477,
+      "distance": 0.8523,
+      "component_distances": {
+        "circular_month": 0.809167,
+        "numeric": 0.714533,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.288386,
+      "distance": 0.711614,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.685121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.36166,
+      "distance": 0.63834,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.759516,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.462069,
+      "distance": 0.537931,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.719723,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.374144,
+      "distance": 0.625856,
+      "component_distances": {
+        "circular_month": 0.345,
+        "numeric": 0.797578,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.159625,
+      "distance": 0.840375,
+      "component_distances": {
+        "circular_month": 0.745833,
+        "numeric": 0.768166,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.239371,
+      "distance": 0.760629,
+      "component_distances": {
+        "circular_month": 0.529167,
+        "numeric": 0.795848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.364307,
+      "distance": 0.635693,
+      "component_distances": {
+        "circular_month": 0.375,
+        "numeric": 0.788927,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.397048,
+      "distance": 0.602952,
+      "component_distances": {
+        "circular_month": 0.326667,
+        "numeric": 0.735294,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.214534,
+      "distance": 0.785466,
+      "component_distances": {
+        "circular_month": 0.596667,
+        "numeric": 0.787197,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.415422,
+      "distance": 0.584578,
+      "component_distances": {
+        "circular_month": 0.226667,
+        "numeric": 0.821799,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.222645,
+      "distance": 0.777355,
+      "component_distances": {
+        "circular_month": 0.606667,
+        "numeric": 0.738754,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.433596,
+      "distance": 0.566404,
+      "component_distances": {
+        "circular_month": 0.215833,
+        "numeric": 0.766436,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.362263,
+      "distance": 0.637737,
+      "component_distances": {
+        "circular_month": 0.394167,
+        "numeric": 0.766436,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.45877,
+      "distance": 0.54123,
+      "component_distances": {
+        "circular_month": 0.1875,
+        "numeric": 0.711073,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.166827,
+      "distance": 0.833173,
+      "component_distances": {
+        "circular_month": 0.77,
+        "numeric": 0.700692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.375497,
+      "distance": 0.624503,
+      "component_distances": {
+        "circular_month": 0.36,
+        "numeric": 0.768166,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.234724,
+      "distance": 0.765276,
+      "component_distances": {
+        "circular_month": 0.559167,
+        "numeric": 0.766436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.447147,
+      "distance": 0.552853,
+      "component_distances": {
+        "circular_month": 0.2025,
+        "numeric": 0.733564,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.454778,
+      "distance": 0.545222,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.728374,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.096145,
+      "distance": 0.903855,
+      "component_distances": {
+        "circular_month": 0.8775,
+        "numeric": 0.811419,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.406586,
+      "distance": 0.593414,
+      "component_distances": {
+        "circular_month": 0.091667,
+        "numeric": 0.82699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.121882,
+      "distance": 0.878118,
+      "component_distances": {
+        "circular_month": 0.8975,
+        "numeric": 0.676471,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.35829,
+      "distance": 0.64171,
+      "component_distances": {
+        "circular_month": 0.411667,
+        "numeric": 0.754325,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.250498,
+      "distance": 0.749502,
+      "component_distances": {
+        "circular_month": 0.51,
+        "numeric": 0.782007,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.165113,
+      "distance": 0.834887,
+      "component_distances": {
+        "circular_month": 0.748333,
+        "numeric": 0.742215,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.266204,
+      "distance": 0.733796,
+      "component_distances": {
+        "circular_month": 0.5075,
+        "numeric": 0.723183,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.225514,
+      "distance": 0.774486,
+      "component_distances": {
+        "circular_month": 0.550833,
+        "numeric": 0.816609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.369604,
+      "distance": 0.630396,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.783737,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.400685,
+      "distance": 0.599315,
+      "component_distances": {
+        "circular_month": 0.1075,
+        "numeric": 0.82526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.347946,
+      "distance": 0.652054,
+      "component_distances": {
+        "circular_month": 0.408333,
+        "numeric": 0.801038,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.380452,
+      "distance": 0.619548,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.442294,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Kite",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.167851,
+      "distance": 0.832149,
+      "component_distances": {
+        "circular_month": 0.935897,
+        "numeric": 0.431162,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Rook",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.641403,
+      "distance": 0.358597,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.266655,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.58757,
+      "distance": 0.41243,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.165616,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.560363,
+      "distance": 0.439637,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.285581,
+        "categorical": 0.44,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.632245,
+      "distance": 0.367755,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.315121,
+        "categorical": 0.4,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.70775,
+      "distance": 0.29225,
+      "component_distances": {
+        "circular_month": 0.192308,
+        "numeric": 0.285307,
+        "categorical": 0.32,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.589963,
+      "distance": 0.410037,
+      "component_distances": {
+        "circular_month": 0.269231,
+        "numeric": 0.326711,
+        "categorical": 0.52,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.350634,
+      "distance": 0.649366,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.430796,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.405356,
+      "distance": 0.594644,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.406574,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.316265,
+      "distance": 0.683735,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.425606,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.38548,
+      "distance": 0.61452,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.456747,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.324238,
+      "distance": 0.675762,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.437716,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.284662,
+      "distance": 0.715338,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.418685,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.328337,
+      "distance": 0.671663,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.435986,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.206785,
+      "distance": 0.793215,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.468858,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.324587,
+      "distance": 0.675413,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.472318,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.381389,
+      "distance": 0.618611,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.475779,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.295794,
+      "distance": 0.704206,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.486159,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.164511,
+      "distance": 0.835489,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.380623,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.320582,
+      "distance": 0.679418,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.351211,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.316932,
+      "distance": 0.683068,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.425606,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.47888,
+      "distance": 0.52112,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.385813,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.329416,
+      "distance": 0.670584,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.463668,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.176436,
+      "distance": 0.823564,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.434256,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.256182,
+      "distance": 0.743818,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.461938,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.319579,
+      "distance": 0.680421,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.455017,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.352321,
+      "distance": 0.647679,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.401384,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.231345,
+      "distance": 0.768655,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.453287,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.370694,
+      "distance": 0.629306,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.487889,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.239456,
+      "distance": 0.760544,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.404844,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.388869,
+      "distance": 0.611131,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.432526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.317535,
+      "distance": 0.682465,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.432526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.414043,
+      "distance": 0.585957,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.377163,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.199022,
+      "distance": 0.800978,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.366782,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.330769,
+      "distance": 0.669231,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.434256,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.251535,
+      "distance": 0.748465,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.432526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.40242,
+      "distance": 0.59758,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.399654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.410051,
+      "distance": 0.589949,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.394464,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.14829,
+      "distance": 0.85171,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.477509,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.558269,
+      "distance": 0.441731,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.49308,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.205411,
+      "distance": 0.794589,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.342561,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.313563,
+      "distance": 0.686437,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.420415,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.267309,
+      "distance": 0.732691,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.448097,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.181924,
+      "distance": 0.818076,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.408304,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.283015,
+      "distance": 0.716985,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.389273,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.242325,
+      "distance": 0.757675,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.482699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.324877,
+      "distance": 0.675123,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.449827,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.565034,
+      "distance": 0.434966,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.491349,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.303218,
+      "distance": 0.696782,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.467128,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.437759,
+      "distance": 0.562241,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.511735,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Robin",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.240157,
+      "distance": 0.759843,
+      "component_distances": {
+        "circular_month": 0.769231,
+        "numeric": 0.440601,
+        "categorical": 0.96,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Shepherds Purse",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.655759,
+      "distance": 0.344241,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.168202,
+        "categorical": 0.52,
+        "traits": 0.705882
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.707852,
+      "distance": 0.292148,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.076695,
+        "categorical": 0.32,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.765159,
+      "distance": 0.234841,
+      "component_distances": {
+        "circular_month": 0.230769,
+        "numeric": 0.099134,
+        "categorical": 0.12,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.463,
+      "distance": 0.537,
+      "component_distances": {
+        "circular_month": 0.397436,
+        "numeric": 0.396103,
+        "categorical": 0.72,
+        "traits": 0.9
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.832689,
+      "distance": 0.167311,
+      "component_distances": {
+        "circular_month": 0.064103,
+        "numeric": 0.117539,
+        "categorical": 0.24,
+        "traits": 0.428571
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 8
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.542478,
+      "distance": 0.457522,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.442907,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.597201,
+      "distance": 0.402799,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.418685,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.508109,
+      "distance": 0.491891,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.437716,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.577324,
+      "distance": 0.422676,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.468858,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.516082,
+      "distance": 0.483918,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.449827,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.414968,
+      "distance": 0.585032,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.430796,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.520181,
+      "distance": 0.479819,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.448097,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.337091,
+      "distance": 0.662909,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.480969,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.516431,
+      "distance": 0.483569,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.484429,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.573233,
+      "distance": 0.426767,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.487889,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.487638,
+      "distance": 0.512362,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.49827,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.294817,
+      "distance": 0.705183,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.392734,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.450887,
+      "distance": 0.549113,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.363322,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.508776,
+      "distance": 0.491224,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.437716,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.491852,
+      "distance": 0.508148,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.397924,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.52126,
+      "distance": 0.47874,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.475779,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.306742,
+      "distance": 0.693258,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.446367,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.386488,
+      "distance": 0.613512,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.474048,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.511423,
+      "distance": 0.488577,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.467128,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.544165,
+      "distance": 0.455835,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.413495,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.361651,
+      "distance": 0.638349,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.465398,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.562538,
+      "distance": 0.437462,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.5,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.369761,
+      "distance": 0.630239,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.416955,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.580713,
+      "distance": 0.419287,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.444637,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.509379,
+      "distance": 0.490621,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.444637,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.605887,
+      "distance": 0.394113,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.389273,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.329328,
+      "distance": 0.670672,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.378893,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.522613,
+      "distance": 0.477387,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.446367,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.381841,
+      "distance": 0.618159,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.444637,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.594264,
+      "distance": 0.405736,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.411765,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.601895,
+      "distance": 0.398105,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.406574,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.243262,
+      "distance": 0.756738,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.489619,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.420369,
+      "distance": 0.579631,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.50519,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.284383,
+      "distance": 0.715617,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.354671,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.505407,
+      "distance": 0.494593,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.432526,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.397615,
+      "distance": 0.602385,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.460208,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.31223,
+      "distance": 0.68777,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.420415,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.413321,
+      "distance": 0.586679,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.401384,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.372631,
+      "distance": 0.627369,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.49481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.516721,
+      "distance": 0.483279,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.461938,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.414468,
+      "distance": 0.585532,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.50346,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.495062,
+      "distance": 0.504938,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.479239,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.388244,
+      "distance": 0.611756,
+      "component_distances": {
+        "circular_month": 0.435897,
+        "numeric": 0.512882,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Rook",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.272694,
+      "distance": 0.727306,
+      "component_distances": {
+        "circular_month": 0.769231,
+        "numeric": 0.441748,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Skylark",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.808745,
+      "distance": 0.191255,
+      "component_distances": {
+        "circular_month": 0.0,
+        "numeric": 0.166022,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.697058,
+      "distance": 0.302942,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.188564,
+        "categorical": 0.4,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.510161,
+      "distance": 0.489839,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.321817,
+        "categorical": 0.72,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.731227,
+      "distance": 0.268773,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.209427,
+        "categorical": 0.28,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.521857,
+      "distance": 0.478143,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.479239,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.479246,
+      "distance": 0.520754,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.455017,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.504155,
+      "distance": 0.495845,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.474048,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.474036,
+      "distance": 0.525964,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.50519,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.512127,
+      "distance": 0.487873,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.486159,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.472551,
+      "distance": 0.527449,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.467128,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.516226,
+      "distance": 0.483774,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.484429,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.394675,
+      "distance": 0.605325,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.517301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.512476,
+      "distance": 0.487524,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.520761,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.468611,
+      "distance": 0.531389,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.524221,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.483683,
+      "distance": 0.516317,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.534602,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.3524,
+      "distance": 0.6476,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.429066,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.508471,
+      "distance": 0.491529,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.399654,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.504821,
+      "distance": 0.495179,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.474048,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.416103,
+      "distance": 0.583897,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.434256,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.517306,
+      "distance": 0.482694,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.512111,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.364325,
+      "distance": 0.635675,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.482699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.444072,
+      "distance": 0.555928,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.510381,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.507468,
+      "distance": 0.492532,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.50346,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.534877,
+      "distance": 0.465123,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.449827,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.419234,
+      "distance": 0.580766,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.50173,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.47325,
+      "distance": 0.52675,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.536332,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.427345,
+      "distance": 0.572655,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.453287,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.482758,
+      "distance": 0.517242,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.480969,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.505424,
+      "distance": 0.494576,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.480969,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.485265,
+      "distance": 0.514735,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.425606,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.386912,
+      "distance": 0.613088,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.415225,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.518659,
+      "distance": 0.481341,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.482699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.439424,
+      "distance": 0.560576,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.480969,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.485642,
+      "distance": 0.514358,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.448097,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.480607,
+      "distance": 0.519393,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.442907,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.300845,
+      "distance": 0.699155,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.525952,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.344619,
+      "distance": 0.655381,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.541522,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.341967,
+      "distance": 0.658033,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.391003,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.501452,
+      "distance": 0.498548,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.468858,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.455198,
+      "distance": 0.544802,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.49654,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.369813,
+      "distance": 0.630187,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.456747,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.470904,
+      "distance": 0.529096,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.437716,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.430215,
+      "distance": 0.569785,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.531142,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.512766,
+      "distance": 0.487234,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.49827,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.338719,
+      "distance": 0.661281,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.539792,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.491107,
+      "distance": 0.508893,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.515571,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.311405,
+      "distance": 0.688595,
+      "component_distances": {
+        "circular_month": 0.666667,
+        "numeric": 0.451008,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Shepherds Purse",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.238762,
+      "distance": 0.761238,
+      "component_distances": {
+        "circular_month": 0.794872,
+        "numeric": 0.536451,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Song Thrush",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.814006,
+      "distance": 0.185994,
+      "component_distances": {
+        "circular_month": 0.205128,
+        "numeric": 0.071156,
+        "categorical": 0.2,
+        "traits": 0.307692
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 9
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.574409,
+      "distance": 0.425591,
+      "component_distances": {
+        "circular_month": 0.371795,
+        "numeric": 0.339491,
+        "categorical": 0.56,
+        "traits": 0.533333
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 7
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.720112,
+      "distance": 0.279888,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.130219,
+        "categorical": 0.32,
+        "traits": 0.777778
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.434919,
+      "distance": 0.565081,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.82699,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.392308,
+      "distance": 0.607692,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.802768,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.417217,
+      "distance": 0.582783,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.821799,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.387098,
+      "distance": 0.612902,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.852941,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.425189,
+      "distance": 0.574811,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.83391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.385614,
+      "distance": 0.614386,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.814879,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.429288,
+      "distance": 0.570712,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.83218,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.307737,
+      "distance": 0.692263,
+      "component_distances": {
+        "circular_month": 0.315,
+        "numeric": 0.865052,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.425539,
+      "distance": 0.574461,
+      "component_distances": {
+        "circular_month": 0.018333,
+        "numeric": 0.868512,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.381674,
+      "distance": 0.618326,
+      "component_distances": {
+        "circular_month": 0.125833,
+        "numeric": 0.871972,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.396745,
+      "distance": 0.603255,
+      "component_distances": {
+        "circular_month": 0.081667,
+        "numeric": 0.882353,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.265463,
+      "distance": 0.734537,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.776817,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.406149,
+      "distance": 0.593851,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.747405,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.417884,
+      "distance": 0.582116,
+      "component_distances": {
+        "circular_month": 0.066667,
+        "numeric": 0.821799,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.329165,
+      "distance": 0.670835,
+      "component_distances": {
+        "circular_month": 0.313333,
+        "numeric": 0.782007,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.430368,
+      "distance": 0.569632,
+      "component_distances": {
+        "circular_month": 0.011667,
+        "numeric": 0.859862,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.277388,
+      "distance": 0.722612,
+      "component_distances": {
+        "circular_month": 0.4125,
+        "numeric": 0.83045,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.357134,
+      "distance": 0.642866,
+      "component_distances": {
+        "circular_month": 0.195833,
+        "numeric": 0.858131,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.420531,
+      "distance": 0.579469,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.851211,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.447939,
+      "distance": 0.552061,
+      "component_distances": {
+        "circular_month": 0.006667,
+        "numeric": 0.797578,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.332296,
+      "distance": 0.667704,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.849481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.386313,
+      "distance": 0.613687,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.884083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.340407,
+      "distance": 0.659593,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.801038,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.39582,
+      "distance": 0.60418,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.82872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.418487,
+      "distance": 0.581513,
+      "component_distances": {
+        "circular_month": 0.060833,
+        "numeric": 0.82872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.398328,
+      "distance": 0.601672,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.773356,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.284589,
+      "distance": 0.715411,
+      "component_distances": {
+        "circular_month": 0.436667,
+        "numeric": 0.762976,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.431721,
+      "distance": 0.568279,
+      "component_distances": {
+        "circular_month": 0.026667,
+        "numeric": 0.83045,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.352487,
+      "distance": 0.647513,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.82872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.398705,
+      "distance": 0.601295,
+      "component_distances": {
+        "circular_month": 0.130833,
+        "numeric": 0.795848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.393669,
+      "distance": 0.606331,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.790657,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.213908,
+      "distance": 0.786092,
+      "component_distances": {
+        "circular_month": 0.544167,
+        "numeric": 0.873702,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.257682,
+      "distance": 0.742318,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.889273,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.239645,
+      "distance": 0.760355,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.738754,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.414514,
+      "distance": 0.585486,
+      "component_distances": {
+        "circular_month": 0.078333,
+        "numeric": 0.816609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.368261,
+      "distance": 0.631739,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.844291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.282875,
+      "distance": 0.717125,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.804498,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.383967,
+      "distance": 0.616033,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.785467,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.343277,
+      "distance": 0.656723,
+      "component_distances": {
+        "circular_month": 0.2175,
+        "numeric": 0.878893,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.425828,
+      "distance": 0.574172,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.846021,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.251781,
+      "distance": 0.748219,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.887543,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.40417,
+      "distance": 0.59583,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.863322,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.290234,
+      "distance": 0.709766,
+      "component_distances": {
+        "circular_month": 0.666667,
+        "numeric": 0.503691,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Skylark",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.226302,
+      "distance": 0.773698,
+      "component_distances": {
+        "circular_month": 0.794872,
+        "numeric": 0.554293,
+        "categorical": 0.88,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Woodpigeon",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_spring_persistence_and_summer_suppression",
+      "similarity": 0.625533,
+      "distance": 0.374467,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.376201,
+        "categorical": 0.6,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.783124,
+      "distance": 0.216876,
+      "component_distances": {
+        "circular_month": 0.166667,
+        "numeric": 0.129837,
+        "categorical": 0.12,
+        "traits": 0.625
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.500033,
+      "distance": 0.499967,
+      "component_distances": {
+        "circular_month": 0.3125,
+        "numeric": 0.346021,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.554755,
+      "distance": 0.445245,
+      "component_distances": {
+        "circular_month": 0.190833,
+        "numeric": 0.321799,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.465664,
+      "distance": 0.534336,
+      "component_distances": {
+        "circular_month": 0.401667,
+        "numeric": 0.34083,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.534879,
+      "distance": 0.465121,
+      "component_distances": {
+        "circular_month": 0.209167,
+        "numeric": 0.371972,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.473637,
+      "distance": 0.526363,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.352941,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.372522,
+      "distance": 0.627478,
+      "component_distances": {
+        "circular_month": 0.485,
+        "numeric": 0.33391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.477736,
+      "distance": 0.522264,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.351211,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.294646,
+      "distance": 0.705354,
+      "component_distances": {
+        "circular_month": 0.648333,
+        "numeric": 0.384083,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.473986,
+      "distance": 0.526014,
+      "component_distances": {
+        "circular_month": 0.351667,
+        "numeric": 0.387543,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.530788,
+      "distance": 0.469212,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.391003,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.445192,
+      "distance": 0.554808,
+      "component_distances": {
+        "circular_month": 0.415,
+        "numeric": 0.401384,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.252371,
+      "distance": 0.747629,
+      "component_distances": {
+        "circular_month": 0.809167,
+        "numeric": 0.295848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.408442,
+      "distance": 0.591558,
+      "component_distances": {
+        "circular_month": 0.475833,
+        "numeric": 0.266436,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.466331,
+      "distance": 0.533669,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.34083,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.56674,
+      "distance": 0.43326,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.301038,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.478815,
+      "distance": 0.521185,
+      "component_distances": {
+        "circular_month": 0.345,
+        "numeric": 0.378893,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.264296,
+      "distance": 0.735704,
+      "component_distances": {
+        "circular_month": 0.745833,
+        "numeric": 0.349481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.344043,
+      "distance": 0.655957,
+      "component_distances": {
+        "circular_month": 0.529167,
+        "numeric": 0.377163,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.468978,
+      "distance": 0.531022,
+      "component_distances": {
+        "circular_month": 0.375,
+        "numeric": 0.370242,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.50172,
+      "distance": 0.49828,
+      "component_distances": {
+        "circular_month": 0.326667,
+        "numeric": 0.316609,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.319205,
+      "distance": 0.680795,
+      "component_distances": {
+        "circular_month": 0.596667,
+        "numeric": 0.368512,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.520093,
+      "distance": 0.479907,
+      "component_distances": {
+        "circular_month": 0.226667,
+        "numeric": 0.403114,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.327316,
+      "distance": 0.672684,
+      "component_distances": {
+        "circular_month": 0.606667,
+        "numeric": 0.320069,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.538267,
+      "distance": 0.461733,
+      "component_distances": {
+        "circular_month": 0.215833,
+        "numeric": 0.347751,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.466934,
+      "distance": 0.533066,
+      "component_distances": {
+        "circular_month": 0.394167,
+        "numeric": 0.347751,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.563442,
+      "distance": 0.436558,
+      "component_distances": {
+        "circular_month": 0.1875,
+        "numeric": 0.292388,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.286883,
+      "distance": 0.713117,
+      "component_distances": {
+        "circular_month": 0.77,
+        "numeric": 0.282007,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.480168,
+      "distance": 0.519832,
+      "component_distances": {
+        "circular_month": 0.36,
+        "numeric": 0.349481,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.339396,
+      "distance": 0.660604,
+      "component_distances": {
+        "circular_month": 0.559167,
+        "numeric": 0.347751,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.551819,
+      "distance": 0.448181,
+      "component_distances": {
+        "circular_month": 0.2025,
+        "numeric": 0.314879,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.55945,
+      "distance": 0.44055,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.309689,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.200817,
+      "distance": 0.799183,
+      "component_distances": {
+        "circular_month": 0.8775,
+        "numeric": 0.392734,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.511257,
+      "distance": 0.488743,
+      "component_distances": {
+        "circular_month": 0.091667,
+        "numeric": 0.408304,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.241938,
+      "distance": 0.758062,
+      "component_distances": {
+        "circular_month": 0.8975,
+        "numeric": 0.257785,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.462962,
+      "distance": 0.537038,
+      "component_distances": {
+        "circular_month": 0.411667,
+        "numeric": 0.33564,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.35517,
+      "distance": 0.64483,
+      "component_distances": {
+        "circular_month": 0.51,
+        "numeric": 0.363322,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.269784,
+      "distance": 0.730216,
+      "component_distances": {
+        "circular_month": 0.748333,
+        "numeric": 0.323529,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.370875,
+      "distance": 0.629125,
+      "component_distances": {
+        "circular_month": 0.5075,
+        "numeric": 0.304498,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.330186,
+      "distance": 0.669814,
+      "component_distances": {
+        "circular_month": 0.550833,
+        "numeric": 0.397924,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.474275,
+      "distance": 0.525725,
+      "component_distances": {
+        "circular_month": 0.365,
+        "numeric": 0.365052,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.505356,
+      "distance": 0.494644,
+      "component_distances": {
+        "circular_month": 0.1075,
+        "numeric": 0.406574,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.452617,
+      "distance": 0.547383,
+      "component_distances": {
+        "circular_month": 0.408333,
+        "numeric": 0.382353,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.418838,
+      "distance": 0.581162,
+      "component_distances": {
+        "circular_month": 0.461538,
+        "numeric": 0.349479,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Song Thrush",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.146393,
+      "distance": 0.853607,
+      "component_distances": {
+        "circular_month": 1.0,
+        "numeric": 0.57772,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Wren",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "resident_detectability",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "resident_with_summer_detectability_collapse",
+      "similarity": 0.498711,
+      "distance": 0.501289,
+      "component_distances": {
+        "circular_month": 0.333333,
+        "numeric": 0.390559,
+        "categorical": 0.72,
+        "traits": 0.842105
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 7,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.260236,
+      "distance": 0.739764,
+      "component_distances": {
+        "circular_month": 0.479167,
+        "numeric": 0.792388,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.314958,
+      "distance": 0.685042,
+      "component_distances": {
+        "circular_month": 0.3575,
+        "numeric": 0.768166,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.225867,
+      "distance": 0.774133,
+      "component_distances": {
+        "circular_month": 0.568333,
+        "numeric": 0.787197,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.295082,
+      "distance": 0.704918,
+      "component_distances": {
+        "circular_month": 0.375833,
+        "numeric": 0.818339,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.23384,
+      "distance": 0.76616,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.799308,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.194264,
+      "distance": 0.805736,
+      "component_distances": {
+        "circular_month": 0.651667,
+        "numeric": 0.780277,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.237939,
+      "distance": 0.762061,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.797578,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.116388,
+      "distance": 0.883612,
+      "component_distances": {
+        "circular_month": 0.815,
+        "numeric": 0.83045,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.234189,
+      "distance": 0.765811,
+      "component_distances": {
+        "circular_month": 0.518333,
+        "numeric": 0.83391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.290991,
+      "distance": 0.709009,
+      "component_distances": {
+        "circular_month": 0.374167,
+        "numeric": 0.83737,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.205396,
+      "distance": 0.794604,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.847751,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.074113,
+      "distance": 0.925887,
+      "component_distances": {
+        "circular_month": 0.975833,
+        "numeric": 0.742215,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.214799,
+      "distance": 0.785201,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.712803,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.226534,
+      "distance": 0.773466,
+      "component_distances": {
+        "circular_month": 0.566667,
+        "numeric": 0.787197,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.388482,
+      "distance": 0.611518,
+      "component_distances": {
+        "circular_month": 0.186667,
+        "numeric": 0.747405,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.239018,
+      "distance": 0.760982,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.82526,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.086038,
+      "distance": 0.913962,
+      "component_distances": {
+        "circular_month": 0.9125,
+        "numeric": 0.795848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.165784,
+      "distance": 0.834216,
+      "component_distances": {
+        "circular_month": 0.695833,
+        "numeric": 0.823529,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.229181,
+      "distance": 0.770819,
+      "component_distances": {
+        "circular_month": 0.541667,
+        "numeric": 0.816609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.261923,
+      "distance": 0.738077,
+      "component_distances": {
+        "circular_month": 0.493333,
+        "numeric": 0.762976,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.140947,
+      "distance": 0.859053,
+      "component_distances": {
+        "circular_month": 0.763333,
+        "numeric": 0.814879,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.280296,
+      "distance": 0.719704,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.849481,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.149058,
+      "distance": 0.850942,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.766436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.298471,
+      "distance": 0.701529,
+      "component_distances": {
+        "circular_month": 0.3825,
+        "numeric": 0.794118,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.227137,
+      "distance": 0.772863,
+      "component_distances": {
+        "circular_month": 0.560833,
+        "numeric": 0.794118,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.323645,
+      "distance": 0.676355,
+      "component_distances": {
+        "circular_month": 0.354167,
+        "numeric": 0.738754,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.09324,
+      "distance": 0.90676,
+      "component_distances": {
+        "circular_month": 0.936667,
+        "numeric": 0.728374,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.240371,
+      "distance": 0.759629,
+      "component_distances": {
+        "circular_month": 0.526667,
+        "numeric": 0.795848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.161137,
+      "distance": 0.838863,
+      "component_distances": {
+        "circular_month": 0.725833,
+        "numeric": 0.794118,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.312022,
+      "distance": 0.687978,
+      "component_distances": {
+        "circular_month": 0.369167,
+        "numeric": 0.761246,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.319653,
+      "distance": 0.680347,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.756055,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.057892,
+      "distance": 0.942108,
+      "component_distances": {
+        "circular_month": 0.955833,
+        "numeric": 0.8391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.467871,
+      "distance": 0.532129,
+      "component_distances": {
+        "circular_month": 0.075,
+        "numeric": 0.854671,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.099629,
+      "distance": 0.900371,
+      "component_distances": {
+        "circular_month": 0.935833,
+        "numeric": 0.704152,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.223165,
+      "distance": 0.776835,
+      "component_distances": {
+        "circular_month": 0.578333,
+        "numeric": 0.782007,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.176911,
+      "distance": 0.823089,
+      "component_distances": {
+        "circular_month": 0.676667,
+        "numeric": 0.809689,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.091526,
+      "distance": 0.908474,
+      "component_distances": {
+        "circular_month": 0.915,
+        "numeric": 0.769896,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.192617,
+      "distance": 0.807383,
+      "component_distances": {
+        "circular_month": 0.674167,
+        "numeric": 0.750865,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.151927,
+      "distance": 0.848073,
+      "component_distances": {
+        "circular_month": 0.7175,
+        "numeric": 0.844291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.234479,
+      "distance": 0.765521,
+      "component_distances": {
+        "circular_month": 0.531667,
+        "numeric": 0.811419,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.474637,
+      "distance": 0.525363,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.852941,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.21282,
+      "distance": 0.78718,
+      "component_distances": {
+        "circular_month": 0.575,
+        "numeric": 0.82872,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.358191,
+      "distance": 0.641809,
+      "component_distances": {
+        "circular_month": 0.423077,
+        "numeric": 0.490314,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Woodpigeon",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_spring_persistence_and_summer_suppression",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.189002,
+      "distance": 0.810998,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.510658,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Bluebell",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.580108,
+      "distance": 0.419892,
+      "component_distances": {
+        "circular_month": 0.145833,
+        "numeric": 0.292388,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.63483,
+      "distance": 0.36517,
+      "component_distances": {
+        "circular_month": 0.024167,
+        "numeric": 0.268166,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Buttercup",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.545739,
+      "distance": 0.454261,
+      "component_distances": {
+        "circular_month": 0.235,
+        "numeric": 0.287197,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Chiffchaff",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.614954,
+      "distance": 0.385046,
+      "component_distances": {
+        "circular_month": 0.0425,
+        "numeric": 0.318339,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Common Comfrey",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.553711,
+      "distance": 0.446289,
+      "component_distances": {
+        "circular_month": 0.2075,
+        "numeric": 0.299308,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Common Poppy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.452597,
+      "distance": 0.547403,
+      "component_distances": {
+        "circular_month": 0.318333,
+        "numeric": 0.280277,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Common Vetch",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.557811,
+      "distance": 0.442189,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.297578,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Cornflower",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.374721,
+      "distance": 0.625279,
+      "component_distances": {
+        "circular_month": 0.481667,
+        "numeric": 0.33045,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Cow Parsley",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.554061,
+      "distance": 0.445939,
+      "component_distances": {
+        "circular_month": 0.185,
+        "numeric": 0.33391,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Cowslip",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.610863,
+      "distance": 0.389137,
+      "component_distances": {
+        "circular_month": 0.040833,
+        "numeric": 0.33737,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Cuckoo",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.525267,
+      "distance": 0.474733,
+      "component_distances": {
+        "circular_month": 0.248333,
+        "numeric": 0.347751,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.332446,
+      "distance": 0.667554,
+      "component_distances": {
+        "circular_month": 0.6425,
+        "numeric": 0.242215,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Dog Rose",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.488517,
+      "distance": 0.511483,
+      "component_distances": {
+        "circular_month": 0.309167,
+        "numeric": 0.212803,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.546406,
+      "distance": 0.453594,
+      "component_distances": {
+        "circular_month": 0.233333,
+        "numeric": 0.287197,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Garden Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.529482,
+      "distance": 0.470518,
+      "component_distances": {
+        "circular_month": 0.146667,
+        "numeric": 0.247405,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.55889,
+      "distance": 0.44111,
+      "component_distances": {
+        "circular_month": 0.178333,
+        "numeric": 0.32526,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.344371,
+      "distance": 0.655629,
+      "component_distances": {
+        "circular_month": 0.579167,
+        "numeric": 0.295848,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Goats Beard",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.424118,
+      "distance": 0.575882,
+      "component_distances": {
+        "circular_month": 0.3625,
+        "numeric": 0.323529,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Green Alkanet",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.549053,
+      "distance": 0.450947,
+      "component_distances": {
+        "circular_month": 0.208333,
+        "numeric": 0.316609,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Honeysuckle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.581795,
+      "distance": 0.418205,
+      "component_distances": {
+        "circular_month": 0.16,
+        "numeric": 0.262976,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Horsetail",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.39928,
+      "distance": 0.60072,
+      "component_distances": {
+        "circular_month": 0.43,
+        "numeric": 0.314879,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.600168,
+      "distance": 0.399832,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.349481,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.407391,
+      "distance": 0.592609,
+      "component_distances": {
+        "circular_month": 0.44,
+        "numeric": 0.266436,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.618342,
+      "distance": 0.381658,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.294118,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.547009,
+      "distance": 0.452991,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.294118,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.643517,
+      "distance": 0.356483,
+      "component_distances": {
+        "circular_month": 0.020833,
+        "numeric": 0.238754,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.366958,
+      "distance": 0.633042,
+      "component_distances": {
+        "circular_month": 0.603333,
+        "numeric": 0.228374,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Red Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.560243,
+      "distance": 0.439757,
+      "component_distances": {
+        "circular_month": 0.193333,
+        "numeric": 0.295848,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Red Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.419471,
+      "distance": 0.580529,
+      "component_distances": {
+        "circular_month": 0.3925,
+        "numeric": 0.294118,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.631894,
+      "distance": 0.368106,
+      "component_distances": {
+        "circular_month": 0.035833,
+        "numeric": 0.261246,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Reed Warbler",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.639525,
+      "distance": 0.360475,
+      "component_distances": {
+        "circular_month": 0.02,
+        "numeric": 0.256055,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.280892,
+      "distance": 0.719108,
+      "component_distances": {
+        "circular_month": 0.710833,
+        "numeric": 0.3391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Snowdrop",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.457999,
+      "distance": 0.542001,
+      "component_distances": {
+        "circular_month": 0.258333,
+        "numeric": 0.354671,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.322013,
+      "distance": 0.677987,
+      "component_distances": {
+        "circular_month": 0.730833,
+        "numeric": 0.204152,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Swallow",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.543037,
+      "distance": 0.456963,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.282007,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Swift",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.435245,
+      "distance": 0.564755,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.309689,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Teasel",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.349859,
+      "distance": 0.650141,
+      "component_distances": {
+        "circular_month": 0.581667,
+        "numeric": 0.269896,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "White Campion",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.45095,
+      "distance": 0.54905,
+      "component_distances": {
+        "circular_month": 0.340833,
+        "numeric": 0.250865,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "White Clover",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.410261,
+      "distance": 0.589739,
+      "component_distances": {
+        "circular_month": 0.384167,
+        "numeric": 0.344291,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Whitethroat",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.55435,
+      "distance": 0.44565,
+      "component_distances": {
+        "circular_month": 0.198333,
+        "numeric": 0.311419,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Winter Aconite",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.452098,
+      "distance": 0.547902,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.352941,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.532692,
+      "distance": 0.467308,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.32872,
+        "categorical": 0.692308,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Redwing",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.364319,
+      "distance": 0.635681,
+      "component_distances": {
+        "circular_month": 0.5,
+        "numeric": 0.506016,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Wren",
+      "species_b": "Snowberry",
+      "model_family_a": "resident_detectability",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "resident_with_summer_detectability_collapse",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.24414,
+      "distance": 0.75586,
+      "component_distances": {
+        "circular_month": 0.833333,
+        "numeric": 0.453403,
+        "categorical": 0.84,
+        "traits": 0.941176
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 3,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Brimstone Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.48579,
+      "distance": 0.51421,
+      "component_distances": {
+        "circular_month": 0.26375,
+        "numeric": 0.577387,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Buttercup",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.50907,
+      "distance": 0.49093,
+      "component_distances": {
+        "circular_month": 0.303472,
+        "numeric": 0.582164,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Chiffchaff",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.68317,
+      "distance": 0.31683,
+      "component_distances": {
+        "circular_month": 0.149028,
+        "numeric": 0.308874,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Common Comfrey",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.519035,
+      "distance": 0.480965,
+      "component_distances": {
+        "circular_month": 0.240069,
+        "numeric": 0.482295,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Common Poppy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.48978,
+      "distance": 0.51022,
+      "component_distances": {
+        "circular_month": 0.345278,
+        "numeric": 0.398982,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Common Vetch",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.710583,
+      "distance": 0.289417,
+      "component_distances": {
+        "circular_month": 0.134444,
+        "numeric": 0.126556,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Cornflower",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.425039,
+      "distance": 0.574961,
+      "component_distances": {
+        "circular_month": 0.483333,
+        "numeric": 0.286512,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Cow Parsley",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.699656,
+      "distance": 0.300344,
+      "component_distances": {
+        "circular_month": 0.124722,
+        "numeric": 0.185819,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Cowslip",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.79491,
+      "distance": 0.20509,
+      "component_distances": {
+        "circular_month": 0.081389,
+        "numeric": 0.070136,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.887195,
+      "distance": 0.112805,
+      "component_distances": {
+        "circular_month": 0.085833,
+        "numeric": 0.046456,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.435953,
+      "distance": 0.564047,
+      "component_distances": {
+        "circular_month": 0.372986,
+        "numeric": 0.41941,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.410452,
+      "distance": 0.589548,
+      "component_distances": {
+        "circular_month": 0.440278,
+        "numeric": 0.532294,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.526528,
+      "distance": 0.473472,
+      "component_distances": {
+        "circular_month": 0.305,
+        "numeric": 0.509888,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.59666,
+      "distance": 0.40334,
+      "component_distances": {
+        "circular_month": 0.224236,
+        "numeric": 0.326583,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.798297,
+      "distance": 0.201703,
+      "component_distances": {
+        "circular_month": 0.054931,
+        "numeric": 0.098923,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.50757,
+      "distance": 0.49243,
+      "component_distances": {
+        "circular_month": 0.425278,
+        "numeric": 0.103823,
+        "categorical": 0.8,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.542625,
+      "distance": 0.457375,
+      "component_distances": {
+        "circular_month": 0.276944,
+        "numeric": 0.200933,
+        "categorical": 0.8,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.582383,
+      "distance": 0.417617,
+      "component_distances": {
+        "circular_month": 0.184306,
+        "numeric": 0.38358,
+        "categorical": 0.64,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.600286,
+      "distance": 0.399714,
+      "component_distances": {
+        "circular_month": 0.206111,
+        "numeric": 0.373078,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.591771,
+      "distance": 0.408229,
+      "component_distances": {
+        "circular_month": 0.282778,
+        "numeric": 0.332472,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.695696,
+      "distance": 0.304304,
+      "component_distances": {
+        "circular_month": 0.145278,
+        "numeric": 0.16877,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.520483,
+      "distance": 0.479517,
+      "component_distances": {
+        "circular_month": 0.330278,
+        "numeric": 0.365624,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.697346,
+      "distance": 0.302654,
+      "component_distances": {
+        "circular_month": 0.072569,
+        "numeric": 0.102505,
+        "categorical": 0.64,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.49963,
+      "distance": 0.50037,
+      "component_distances": {
+        "circular_month": 0.306111,
+        "numeric": 0.454249,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.534675,
+      "distance": 0.465325,
+      "component_distances": {
+        "circular_month": 0.213194,
+        "numeric": 0.462735,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.381472,
+      "distance": 0.618528,
+      "component_distances": {
+        "circular_month": 0.501736,
+        "numeric": 0.791335,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.554232,
+      "distance": 0.445768,
+      "component_distances": {
+        "circular_month": 0.263333,
+        "numeric": 0.465739,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.385186,
+      "distance": 0.614814,
+      "component_distances": {
+        "circular_month": 0.400833,
+        "numeric": 0.577922,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.448286,
+      "distance": 0.551714,
+      "component_distances": {
+        "circular_month": 0.305694,
+        "numeric": 0.660289,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.676958,
+      "distance": 0.323042,
+      "component_distances": {
+        "circular_month": 0.093681,
+        "numeric": 0.150278,
+        "categorical": 0.64,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.536352,
+      "distance": 0.463648,
+      "component_distances": {
+        "circular_month": 0.5075,
+        "numeric": 0.194592,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.56604,
+      "distance": 0.43396,
+      "component_distances": {
+        "circular_month": 0.408889,
+        "numeric": 0.057617,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.378428,
+      "distance": 0.621572,
+      "component_distances": {
+        "circular_month": 0.436181,
+        "numeric": 0.516397,
+        "categorical": 0.84,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.622944,
+      "distance": 0.377056,
+      "component_distances": {
+        "circular_month": 0.296667,
+        "numeric": 0.509558,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.48377,
+      "distance": 0.51623,
+      "component_distances": {
+        "circular_month": 0.331667,
+        "numeric": 0.294253,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.384724,
+      "distance": 0.615276,
+      "component_distances": {
+        "circular_month": 0.551111,
+        "numeric": 0.489873,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.424968,
+      "distance": 0.575032,
+      "component_distances": {
+        "circular_month": 0.428056,
+        "numeric": 0.525785,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.625531,
+      "distance": 0.374469,
+      "component_distances": {
+        "circular_month": 0.304167,
+        "numeric": 0.16321,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.729983,
+      "distance": 0.270017,
+      "component_distances": {
+        "circular_month": 0.102778,
+        "numeric": 0.099622,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.662923,
+      "distance": 0.337077,
+      "component_distances": {
+        "circular_month": 0.427778,
+        "numeric": 0.011863,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.813742,
+      "distance": 0.186258,
+      "component_distances": {
+        "circular_month": 0.108056,
+        "numeric": 0.080143,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.353172,
+      "distance": 0.646828,
+      "component_distances": {
+        "circular_month": 0.645833,
+        "numeric": 0.153979,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Bluebell",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.329152,
+      "distance": 0.670848,
+      "component_distances": {
+        "circular_month": 0.6875,
+        "numeric": 0.183391,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Buttercup",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.851145,
+      "distance": 0.148855,
+      "component_distances": {
+        "circular_month": 0.198611,
+        "numeric": 0.010214,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Chiffchaff",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.713129,
+      "distance": 0.286871,
+      "component_distances": {
+        "circular_month": 0.114722,
+        "numeric": 0.275928,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Common Comfrey",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.85632,
+      "distance": 0.14368,
+      "component_distances": {
+        "circular_month": 0.131389,
+        "numeric": 0.09707,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Common Poppy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.628621,
+      "distance": 0.371379,
+      "component_distances": {
+        "circular_month": 0.286944,
+        "numeric": 0.178405,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Common Vetch",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.622866,
+      "distance": 0.377134,
+      "component_distances": {
+        "circular_month": 0.210139,
+        "numeric": 0.452314,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Cornflower",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.591562,
+      "distance": 0.408438,
+      "component_distances": {
+        "circular_month": 0.425,
+        "numeric": 0.30175,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Cow Parsley",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.64467,
+      "distance": 0.35533,
+      "component_distances": {
+        "circular_month": 0.186181,
+        "numeric": 0.403431,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Cowslip",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.55578,
+      "distance": 0.44422,
+      "component_distances": {
+        "circular_month": 0.225486,
+        "numeric": 0.520103,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.532896,
+      "distance": 0.467104,
+      "component_distances": {
+        "circular_month": 0.266042,
+        "numeric": 0.546749,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.649096,
+      "distance": 0.350904,
+      "component_distances": {
+        "circular_month": 0.303889,
+        "numeric": 0.165392,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.660994,
+      "distance": 0.339006,
+      "component_distances": {
+        "circular_month": 0.381944,
+        "numeric": 0.060912,
+        "categorical": 0.48,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.817601,
+      "distance": 0.182399,
+      "component_distances": {
+        "circular_month": 0.246667,
+        "numeric": 0.0675,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.593038,
+      "distance": 0.406962,
+      "component_distances": {
+        "circular_month": 0.216944,
+        "numeric": 0.256736,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.561841,
+      "distance": 0.438159,
+      "component_distances": {
+        "circular_month": 0.230486,
+        "numeric": 0.487856,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.531028,
+      "distance": 0.468972,
+      "component_distances": {
+        "circular_month": 0.405833,
+        "numeric": 0.474553,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.605718,
+      "distance": 0.394282,
+      "component_distances": {
+        "circular_month": 0.274861,
+        "numeric": 0.385352,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.799874,
+      "distance": 0.200126,
+      "component_distances": {
+        "circular_month": 0.127361,
+        "numeric": 0.200728,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.765469,
+      "distance": 0.234531,
+      "component_distances": {
+        "circular_month": 0.150208,
+        "numeric": 0.205792,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.565579,
+      "distance": 0.434421,
+      "component_distances": {
+        "circular_month": 0.248056,
+        "numeric": 0.251342,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.622768,
+      "distance": 0.377232,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.42493,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.606158,
+      "distance": 0.393842,
+      "component_distances": {
+        "circular_month": 0.271944,
+        "numeric": 0.212258,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.673684,
+      "distance": 0.326316,
+      "component_distances": {
+        "circular_month": 0.191181,
+        "numeric": 0.475377,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.803124,
+      "distance": 0.196876,
+      "component_distances": {
+        "circular_month": 0.247778,
+        "numeric": 0.123632,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.881268,
+      "distance": 0.118732,
+      "component_distances": {
+        "circular_month": 0.052778,
+        "numeric": 0.123056,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.560958,
+      "distance": 0.439042,
+      "component_distances": {
+        "circular_month": 0.363889,
+        "numeric": 0.213947,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.766841,
+      "distance": 0.233159,
+      "component_distances": {
+        "circular_month": 0.205,
+        "numeric": 0.112637,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.754279,
+      "distance": 0.245721,
+      "component_distances": {
+        "circular_month": 0.3425,
+        "numeric": 0.007455,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.957163,
+      "distance": 0.042837,
+      "component_distances": {
+        "circular_month": 0.055278,
+        "numeric": 0.082902,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.688469,
+      "distance": 0.311531,
+      "component_distances": {
+        "circular_month": 0.182222,
+        "numeric": 0.430569,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.448934,
+      "distance": 0.551066,
+      "component_distances": {
+        "circular_month": 0.449167,
+        "numeric": 0.396142,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.49072,
+      "distance": 0.50928,
+      "component_distances": {
+        "circular_month": 0.467222,
+        "numeric": 0.537565,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.695513,
+      "distance": 0.304487,
+      "component_distances": {
+        "circular_month": 0.344167,
+        "numeric": 0.07928,
+        "categorical": 0.36,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.715709,
+      "distance": 0.284291,
+      "component_distances": {
+        "circular_month": 0.238333,
+        "numeric": 0.067829,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.655647,
+      "distance": 0.344353,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.288077,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.61801,
+      "distance": 0.38199,
+      "component_distances": {
+        "circular_month": 0.492778,
+        "numeric": 0.087514,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.674975,
+      "distance": 0.325025,
+      "component_distances": {
+        "circular_month": 0.369722,
+        "numeric": 0.056545,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.499274,
+      "distance": 0.500726,
+      "component_distances": {
+        "circular_month": 0.302778,
+        "numeric": 0.429006,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.612061,
+      "distance": 0.387939,
+      "component_distances": {
+        "circular_month": 0.217847,
+        "numeric": 0.483202,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.390741,
+      "distance": 0.609259,
+      "component_distances": {
+        "circular_month": 0.473958,
+        "numeric": 0.58925,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.539034,
+      "distance": 0.460966,
+      "component_distances": {
+        "circular_month": 0.291458,
+        "numeric": 0.657531,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.407894,
+      "distance": 0.592106,
+      "component_distances": {
+        "circular_month": 0.524167,
+        "numeric": 0.129758,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.286541,
+      "distance": 0.713459,
+      "component_distances": {
+        "circular_month": 0.809167,
+        "numeric": 0.15917,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Chiffchaff",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.613935,
+      "distance": 0.386065,
+      "component_distances": {
+        "circular_month": 0.249722,
+        "numeric": 0.280705,
+        "categorical": 0.48,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Common Comfrey",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.82465,
+      "distance": 0.17535,
+      "component_distances": {
+        "circular_month": 0.067222,
+        "numeric": 0.101846,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Common Poppy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.653627,
+      "distance": 0.346373,
+      "component_distances": {
+        "circular_month": 0.110208,
+        "numeric": 0.185159,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Common Vetch",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.581199,
+      "distance": 0.418801,
+      "component_distances": {
+        "circular_month": 0.201319,
+        "numeric": 0.457091,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Cornflower",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.617896,
+      "distance": 0.382104,
+      "component_distances": {
+        "circular_month": 0.233681,
+        "numeric": 0.306527,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Cow Parsley",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.597865,
+      "distance": 0.402135,
+      "component_distances": {
+        "circular_month": 0.190208,
+        "numeric": 0.408208,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Cowslip",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.469083,
+      "distance": 0.530917,
+      "component_distances": {
+        "circular_month": 0.338333,
+        "numeric": 0.52488,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.499227,
+      "distance": 0.500773,
+      "component_distances": {
+        "circular_month": 0.246319,
+        "numeric": 0.551526,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.643237,
+      "distance": 0.356763,
+      "component_distances": {
+        "circular_month": 0.202153,
+        "numeric": 0.175606,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.688885,
+      "distance": 0.311115,
+      "component_distances": {
+        "circular_month": 0.183333,
+        "numeric": 0.071126,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.839264,
+      "distance": 0.160736,
+      "component_distances": {
+        "circular_month": 0.049167,
+        "numeric": 0.072276,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.470677,
+      "distance": 0.529323,
+      "component_distances": {
+        "circular_month": 0.415556,
+        "numeric": 0.26695,
+        "categorical": 0.8,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.513061,
+      "distance": 0.486939,
+      "component_distances": {
+        "circular_month": 0.248542,
+        "numeric": 0.492633,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.532223,
+      "distance": 0.467777,
+      "component_distances": {
+        "circular_month": 0.289861,
+        "numeric": 0.47933,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.600162,
+      "distance": 0.399838,
+      "component_distances": {
+        "circular_month": 0.175764,
+        "numeric": 0.390128,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.749068,
+      "distance": 0.250932,
+      "component_distances": {
+        "circular_month": 0.128889,
+        "numeric": 0.205504,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.732554,
+      "distance": 0.267446,
+      "component_distances": {
+        "circular_month": 0.103611,
+        "numeric": 0.216006,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.639387,
+      "distance": 0.360613,
+      "component_distances": {
+        "circular_month": 0.161458,
+        "numeric": 0.256118,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.507685,
+      "distance": 0.492315,
+      "component_distances": {
+        "circular_month": 0.402222,
+        "numeric": 0.429706,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.615463,
+      "distance": 0.384537,
+      "component_distances": {
+        "circular_month": 0.141389,
+        "numeric": 0.222472,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.581823,
+      "distance": 0.418177,
+      "component_distances": {
+        "circular_month": 0.295347,
+        "numeric": 0.480153,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.81962,
+      "distance": 0.18038,
+      "component_distances": {
+        "circular_month": 0.063194,
+        "numeric": 0.128409,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.749794,
+      "distance": 0.250206,
+      "component_distances": {
+        "circular_month": 0.234722,
+        "numeric": 0.13327,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.67018,
+      "distance": 0.32982,
+      "component_distances": {
+        "circular_month": 0.203819,
+        "numeric": 0.209171,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.77498,
+      "distance": 0.22502,
+      "component_distances": {
+        "circular_month": 0.059167,
+        "numeric": 0.117413,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.77826,
+      "distance": 0.22174,
+      "component_distances": {
+        "circular_month": 0.143889,
+        "numeric": 0.004736,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.856278,
+      "distance": 0.143722,
+      "component_distances": {
+        "circular_month": 0.143333,
+        "numeric": 0.078125,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.585249,
+      "distance": 0.414751,
+      "component_distances": {
+        "circular_month": 0.311389,
+        "numeric": 0.440783,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.461493,
+      "distance": 0.538507,
+      "component_distances": {
+        "circular_month": 0.320694,
+        "numeric": 0.400919,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.393859,
+      "distance": 0.606141,
+      "component_distances": {
+        "circular_month": 0.596389,
+        "numeric": 0.542342,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.702488,
+      "distance": 0.297512,
+      "component_distances": {
+        "circular_month": 0.197847,
+        "numeric": 0.089494,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.842172,
+      "distance": 0.157828,
+      "component_distances": {
+        "circular_month": 0.040764,
+        "numeric": 0.074088,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.656981,
+      "distance": 0.343019,
+      "component_distances": {
+        "circular_month": 0.144514,
+        "numeric": 0.292853,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.646025,
+      "distance": 0.353975,
+      "component_distances": {
+        "circular_month": 0.294167,
+        "numeric": 0.097234,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.702866,
+      "distance": 0.297134,
+      "component_distances": {
+        "circular_month": 0.171111,
+        "numeric": 0.066759,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.584082,
+      "distance": 0.415918,
+      "component_distances": {
+        "circular_month": 0.188681,
+        "numeric": 0.433783,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.657978,
+      "distance": 0.342022,
+      "component_distances": {
+        "circular_month": 0.222569,
+        "numeric": 0.487979,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.305521,
+      "distance": 0.694479,
+      "component_distances": {
+        "circular_month": 0.589931,
+        "numeric": 0.594027,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.594729,
+      "distance": 0.405271,
+      "component_distances": {
+        "circular_month": 0.271736,
+        "numeric": 0.662307,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.318803,
+      "distance": 0.681197,
+      "component_distances": {
+        "circular_month": 0.735,
+        "numeric": 0.148789,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Buttercup",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.366116,
+      "distance": 0.633884,
+      "component_distances": {
+        "circular_month": 0.598333,
+        "numeric": 0.178201,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Common Comfrey",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.759285,
+      "distance": 0.240715,
+      "component_distances": {
+        "circular_month": 0.1825,
+        "numeric": 0.178859,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Common Poppy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.677397,
+      "distance": 0.322603,
+      "component_distances": {
+        "circular_month": 0.338056,
+        "numeric": 0.097523,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Common Vetch",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.719087,
+      "distance": 0.280913,
+      "component_distances": {
+        "circular_month": 0.138333,
+        "numeric": 0.182318,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Cornflower",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.5911,
+      "distance": 0.4089,
+      "component_distances": {
+        "circular_month": 0.476111,
+        "numeric": 0.025822,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Cow Parsley",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.741124,
+      "distance": 0.258876,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.127503,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Cowslip",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.763206,
+      "distance": 0.236794,
+      "component_distances": {
+        "circular_month": 0.111875,
+        "numeric": 0.244175,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.737767,
+      "distance": 0.262233,
+      "component_distances": {
+        "circular_month": 0.158819,
+        "numeric": 0.270821,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.596512,
+      "distance": 0.403488,
+      "component_distances": {
+        "circular_month": 0.355,
+        "numeric": 0.117951,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.549069,
+      "distance": 0.450931,
+      "component_distances": {
+        "circular_month": 0.433056,
+        "numeric": 0.230835,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.705782,
+      "distance": 0.294218,
+      "component_distances": {
+        "circular_month": 0.297778,
+        "numeric": 0.208428,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.820528,
+      "distance": 0.179472,
+      "component_distances": {
+        "circular_month": 0.165833,
+        "numeric": 0.025124,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.769712,
+      "distance": 0.230288,
+      "component_distances": {
+        "circular_month": 0.115764,
+        "numeric": 0.211928,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.509151,
+      "distance": 0.490849,
+      "component_distances": {
+        "circular_month": 0.418056,
+        "numeric": 0.205051,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.592392,
+      "distance": 0.407608,
+      "component_distances": {
+        "circular_month": 0.269722,
+        "numeric": 0.109424,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.784867,
+      "distance": 0.215133,
+      "component_distances": {
+        "circular_month": 0.120833,
+        "numeric": 0.0752,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.835682,
+      "distance": 0.164318,
+      "component_distances": {
+        "circular_month": 0.198889,
+        "numeric": 0.071619,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.651631,
+      "distance": 0.348369,
+      "component_distances": {
+        "circular_month": 0.275556,
+        "numeric": 0.024586,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.717083,
+      "distance": 0.282917,
+      "component_distances": {
+        "circular_month": 0.164167,
+        "numeric": 0.149001,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.666737,
+      "distance": 0.333263,
+      "component_distances": {
+        "circular_month": 0.323056,
+        "numeric": 0.064165,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.693824,
+      "distance": 0.306176,
+      "component_distances": {
+        "circular_month": 0.076458,
+        "numeric": 0.206369,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.719371,
+      "distance": 0.280629,
+      "component_distances": {
+        "circular_month": 0.298889,
+        "numeric": 0.152296,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.811014,
+      "distance": 0.188986,
+      "component_distances": {
+        "circular_month": 0.064167,
+        "numeric": 0.161276,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.426306,
+      "distance": 0.573694,
+      "component_distances": {
+        "circular_month": 0.427153,
+        "numeric": 0.489875,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.789876,
+      "distance": 0.210124,
+      "component_distances": {
+        "circular_month": 0.256111,
+        "numeric": 0.163292,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.517563,
+      "distance": 0.482437,
+      "component_distances": {
+        "circular_month": 0.393611,
+        "numeric": 0.275968,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.675626,
+      "distance": 0.324374,
+      "component_distances": {
+        "circular_month": 0.156667,
+        "numeric": 0.35883,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.701867,
+      "distance": 0.298133,
+      "component_distances": {
+        "circular_month": 0.079722,
+        "numeric": 0.168976,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.581835,
+      "distance": 0.418165,
+      "component_distances": {
+        "circular_month": 0.500278,
+        "numeric": 0.120214,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.495783,
+      "distance": 0.504217,
+      "component_distances": {
+        "circular_month": 0.416111,
+        "numeric": 0.261637,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.507791,
+      "distance": 0.492209,
+      "component_distances": {
+        "circular_month": 0.395278,
+        "numeric": 0.214938,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.709197,
+      "distance": 0.290803,
+      "component_distances": {
+        "circular_month": 0.289444,
+        "numeric": 0.208099,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.654567,
+      "distance": 0.345433,
+      "component_distances": {
+        "circular_month": 0.324444,
+        "numeric": 0.01462,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.523341,
+      "distance": 0.476659,
+      "component_distances": {
+        "circular_month": 0.543889,
+        "numeric": 0.188414,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.563585,
+      "distance": 0.436415,
+      "component_distances": {
+        "circular_month": 0.420833,
+        "numeric": 0.224326,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.570589,
+      "distance": 0.429411,
+      "component_distances": {
+        "circular_month": 0.296944,
+        "numeric": 0.153078,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.62899,
+      "distance": 0.37101,
+      "component_distances": {
+        "circular_month": 0.135833,
+        "numeric": 0.209251,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.55967,
+      "distance": 0.44033,
+      "component_distances": {
+        "circular_month": 0.435,
+        "numeric": 0.313322,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.559208,
+      "distance": 0.440792,
+      "component_distances": {
+        "circular_month": 0.202569,
+        "numeric": 0.381603,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.388017,
+      "distance": 0.611983,
+      "component_distances": {
+        "circular_month": 0.5425,
+        "numeric": 0.179931,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Chiffchaff",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.281331,
+      "distance": 0.718669,
+      "component_distances": {
+        "circular_month": 0.790833,
+        "numeric": 0.209343,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Common Poppy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.753084,
+      "distance": 0.246916,
+      "component_distances": {
+        "circular_month": 0.155556,
+        "numeric": 0.086773,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Common Vetch",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.675899,
+      "distance": 0.324101,
+      "component_distances": {
+        "circular_month": 0.137917,
+        "numeric": 0.355739,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Cornflower",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.724528,
+      "distance": 0.275472,
+      "component_distances": {
+        "circular_month": 0.293611,
+        "numeric": 0.204681,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Cow Parsley",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.692687,
+      "distance": 0.307313,
+      "component_distances": {
+        "circular_month": 0.126806,
+        "numeric": 0.306362,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Cowslip",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.561519,
+      "distance": 0.438481,
+      "component_distances": {
+        "circular_month": 0.271806,
+        "numeric": 0.423034,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.58308,
+      "distance": 0.41692,
+      "component_distances": {
+        "circular_month": 0.20125,
+        "numeric": 0.449679,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.770612,
+      "distance": 0.229388,
+      "component_distances": {
+        "circular_month": 0.177708,
+        "numeric": 0.07722,
+        "categorical": 0.32,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.666784,
+      "distance": 0.333216,
+      "component_distances": {
+        "circular_month": 0.250556,
+        "numeric": 0.051976,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.823496,
+      "distance": 0.176504,
+      "component_distances": {
+        "circular_month": 0.115278,
+        "numeric": 0.02957,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.606526,
+      "distance": 0.393474,
+      "component_distances": {
+        "circular_month": 0.348333,
+        "numeric": 0.168564,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.604248,
+      "distance": 0.395752,
+      "component_distances": {
+        "circular_month": 0.185139,
+        "numeric": 0.390787,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.602049,
+      "distance": 0.397951,
+      "component_distances": {
+        "circular_month": 0.288333,
+        "numeric": 0.378472,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.676985,
+      "distance": 0.323015,
+      "component_distances": {
+        "circular_month": 0.157361,
+        "numeric": 0.288282,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.906339,
+      "distance": 0.093661,
+      "component_distances": {
+        "circular_month": 0.062222,
+        "numeric": 0.103658,
+        "categorical": 0.0,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.877988,
+      "distance": 0.122012,
+      "component_distances": {
+        "circular_month": 0.064375,
+        "numeric": 0.11762,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.67721,
+      "distance": 0.32279,
+      "component_distances": {
+        "circular_month": 0.130556,
+        "numeric": 0.154272,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.604035,
+      "distance": 0.395965,
+      "component_distances": {
+        "circular_month": 0.335,
+        "numeric": 0.32786,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.724756,
+      "distance": 0.275244,
+      "component_distances": {
+        "circular_month": 0.140556,
+        "numeric": 0.124086,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.681275,
+      "distance": 0.318725,
+      "component_distances": {
+        "circular_month": 0.231944,
+        "numeric": 0.37979,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.946433,
+      "distance": 0.053567,
+      "component_distances": {
+        "circular_month": 0.116389,
+        "numeric": 0.028046,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.924279,
+      "distance": 0.075721,
+      "component_distances": {
+        "circular_month": 0.1675,
+        "numeric": 0.034884,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.534993,
+      "distance": 0.465007,
+      "component_distances": {
+        "circular_month": 0.267222,
+        "numeric": 0.311017,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.895782,
+      "distance": 0.104218,
+      "component_distances": {
+        "circular_month": 0.083056,
+        "numeric": 0.016556,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.728278,
+      "distance": 0.271722,
+      "component_distances": {
+        "circular_month": 0.211111,
+        "numeric": 0.09711,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.839789,
+      "distance": 0.160211,
+      "component_distances": {
+        "circular_month": 0.120903,
+        "numeric": 0.179971,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.685734,
+      "distance": 0.314266,
+      "component_distances": {
+        "circular_month": 0.244167,
+        "numeric": 0.342397,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.525202,
+      "distance": 0.474798,
+      "component_distances": {
+        "circular_month": 0.319167,
+        "numeric": 0.299073,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.462709,
+      "distance": 0.537291,
+      "component_distances": {
+        "circular_month": 0.597917,
+        "numeric": 0.440496,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.709869,
+      "distance": 0.290131,
+      "component_distances": {
+        "circular_month": 0.212778,
+        "numeric": 0.03608,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.733912,
+      "distance": 0.266088,
+      "component_distances": {
+        "circular_month": 0.106944,
+        "numeric": 0.029241,
+        "categorical": 0.48,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.788197,
+      "distance": 0.211803,
+      "component_distances": {
+        "circular_month": 0.142986,
+        "numeric": 0.191007,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.641056,
+      "distance": 0.358944,
+      "component_distances": {
+        "circular_month": 0.361389,
+        "numeric": 0.009555,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.6813,
+      "distance": 0.3187,
+      "component_distances": {
+        "circular_month": 0.238333,
+        "numeric": 0.045468,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.570541,
+      "distance": 0.429459,
+      "component_distances": {
+        "circular_month": 0.185278,
+        "numeric": 0.331937,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.6598,
+      "distance": 0.3402,
+      "component_distances": {
+        "circular_month": 0.159167,
+        "numeric": 0.386133,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.368008,
+      "distance": 0.631992,
+      "component_distances": {
+        "circular_month": 0.591458,
+        "numeric": 0.49218,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.589218,
+      "distance": 0.410782,
+      "component_distances": {
+        "circular_month": 0.226667,
+        "numeric": 0.560461,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.326775,
+      "distance": 0.673225,
+      "component_distances": {
+        "circular_month": 0.7075,
+        "numeric": 0.1609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Comfrey",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.352089,
+      "distance": 0.647911,
+      "component_distances": {
+        "circular_month": 0.625833,
+        "numeric": 0.190311,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Common Vetch",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.659189,
+      "distance": 0.340811,
+      "component_distances": {
+        "circular_month": 0.210833,
+        "numeric": 0.273909,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Cornflower",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.847084,
+      "distance": 0.152916,
+      "component_distances": {
+        "circular_month": 0.138056,
+        "numeric": 0.123345,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Cow Parsley",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.667521,
+      "distance": 0.332479,
+      "component_distances": {
+        "circular_month": 0.220556,
+        "numeric": 0.225026,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Cowslip",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.511909,
+      "distance": 0.488091,
+      "component_distances": {
+        "circular_month": 0.426667,
+        "numeric": 0.341698,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.572136,
+      "distance": 0.427864,
+      "component_distances": {
+        "circular_month": 0.259444,
+        "numeric": 0.368344,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.816226,
+      "distance": 0.183774,
+      "component_distances": {
+        "circular_month": 0.199167,
+        "numeric": 0.020428,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.85137,
+      "distance": 0.14863,
+      "component_distances": {
+        "circular_month": 0.101111,
+        "numeric": 0.133312,
+        "categorical": 0.16,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.78114,
+      "distance": 0.21886,
+      "component_distances": {
+        "circular_month": 0.069097,
+        "numeric": 0.112883,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.614997,
+      "distance": 0.385003,
+      "component_distances": {
+        "circular_month": 0.503889,
+        "numeric": 0.081791,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.571304,
+      "distance": 0.428696,
+      "component_distances": {
+        "circular_month": 0.298333,
+        "numeric": 0.309451,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.672019,
+      "distance": 0.327981,
+      "component_distances": {
+        "circular_month": 0.184861,
+        "numeric": 0.296148,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.723875,
+      "distance": 0.276125,
+      "component_distances": {
+        "circular_month": 0.110972,
+        "numeric": 0.206946,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.71953,
+      "distance": 0.28047,
+      "component_distances": {
+        "circular_month": 0.217222,
+        "numeric": 0.022322,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.829765,
+      "distance": 0.170235,
+      "component_distances": {
+        "circular_month": 0.139167,
+        "numeric": 0.030847,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.734988,
+      "distance": 0.265012,
+      "component_distances": {
+        "circular_month": 0.136944,
+        "numeric": 0.072936,
+        "categorical": 0.36,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.469783,
+      "distance": 0.530217,
+      "component_distances": {
+        "circular_month": 0.490556,
+        "numeric": 0.246524,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.804227,
+      "distance": 0.195773,
+      "component_distances": {
+        "circular_month": 0.096111,
+        "numeric": 0.037312,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.550424,
+      "distance": 0.449576,
+      "component_distances": {
+        "circular_month": 0.358333,
+        "numeric": 0.296971,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.801513,
+      "distance": 0.198487,
+      "component_distances": {
+        "circular_month": 0.052014,
+        "numeric": 0.058728,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.69184,
+      "distance": 0.30816,
+      "component_distances": {
+        "circular_month": 0.323056,
+        "numeric": 0.063753,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.570909,
+      "distance": 0.429091,
+      "component_distances": {
+        "circular_month": 0.226597,
+        "numeric": 0.392353,
+        "categorical": 0.52,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.842811,
+      "distance": 0.157189,
+      "component_distances": {
+        "circular_month": 0.081944,
+        "numeric": 0.070218,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.793483,
+      "distance": 0.206517,
+      "component_distances": {
+        "circular_month": 0.094792,
+        "numeric": 0.1824,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.630007,
+      "distance": 0.369993,
+      "component_distances": {
+        "circular_month": 0.231667,
+        "numeric": 0.261307,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.544205,
+      "distance": 0.455795,
+      "component_distances": {
+        "circular_month": 0.399722,
+        "numeric": 0.255624,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.681371,
+      "distance": 0.318629,
+      "component_distances": {
+        "circular_month": 0.210486,
+        "numeric": 0.217737,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.395571,
+      "distance": 0.604429,
+      "component_distances": {
+        "circular_month": 0.706597,
+        "numeric": 0.35916,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.727535,
+      "distance": 0.272465,
+      "component_distances": {
+        "circular_month": 0.217778,
+        "numeric": 0.117415,
+        "categorical": 0.28,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.688455,
+      "distance": 0.311545,
+      "component_distances": {
+        "circular_month": 0.069444,
+        "numeric": 0.111071,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.885419,
+      "distance": 0.114581,
+      "component_distances": {
+        "circular_month": 0.050764,
+        "numeric": 0.109671,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.828087,
+      "distance": 0.171913,
+      "component_distances": {
+        "circular_month": 0.205833,
+        "numeric": 0.090891,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.763188,
+      "distance": 0.236812,
+      "component_distances": {
+        "circular_month": 0.082778,
+        "numeric": 0.126804,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.623431,
+      "distance": 0.376569,
+      "component_distances": {
+        "circular_month": 0.123889,
+        "numeric": 0.250601,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.554437,
+      "distance": 0.445563,
+      "component_distances": {
+        "circular_month": 0.2425,
+        "numeric": 0.304797,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.385233,
+      "distance": 0.614767,
+      "component_distances": {
+        "circular_month": 0.700139,
+        "numeric": 0.410845,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.504633,
+      "distance": 0.495367,
+      "component_distances": {
+        "circular_month": 0.258056,
+        "numeric": 0.479125,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.2872,
+      "distance": 0.7128,
+      "component_distances": {
+        "circular_month": 0.818333,
+        "numeric": 0.141869,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Poppy",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.40118,
+      "distance": 0.59882,
+      "component_distances": {
+        "circular_month": 0.515,
+        "numeric": 0.17128,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Cornflower",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.588455,
+      "distance": 0.411545,
+      "component_distances": {
+        "circular_month": 0.348889,
+        "numeric": 0.159956,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Cow Parsley",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.975601,
+      "distance": 0.024399,
+      "component_distances": {
+        "circular_month": 0.023958,
+        "numeric": 0.059264,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Cowslip",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.829862,
+      "distance": 0.170138,
+      "component_distances": {
+        "circular_month": 0.215833,
+        "numeric": 0.067789,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.788614,
+      "distance": 0.211386,
+      "component_distances": {
+        "circular_month": 0.081944,
+        "numeric": 0.094434,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.586082,
+      "distance": 0.413918,
+      "component_distances": {
+        "circular_month": 0.270833,
+        "numeric": 0.294337,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.579861,
+      "distance": 0.420139,
+      "component_distances": {
+        "circular_month": 0.305833,
+        "numeric": 0.407221,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.694574,
+      "distance": 0.305426,
+      "component_distances": {
+        "circular_month": 0.195556,
+        "numeric": 0.384815,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.6004,
+      "distance": 0.3996,
+      "component_distances": {
+        "circular_month": 0.293056,
+        "numeric": 0.20151,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.889257,
+      "distance": 0.110743,
+      "component_distances": {
+        "circular_month": 0.0875,
+        "numeric": 0.035542,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.714983,
+      "distance": 0.285017,
+      "component_distances": {
+        "circular_month": 0.290833,
+        "numeric": 0.022733,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.761406,
+      "distance": 0.238594,
+      "component_distances": {
+        "circular_month": 0.1425,
+        "numeric": 0.074377,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.744966,
+      "distance": 0.255034,
+      "component_distances": {
+        "circular_month": 0.089444,
+        "numeric": 0.257024,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.757693,
+      "distance": 0.242307,
+      "component_distances": {
+        "circular_month": 0.123264,
+        "numeric": 0.248006,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.584213,
+      "distance": 0.415787,
+      "component_distances": {
+        "circular_month": 0.169861,
+        "numeric": 0.205916,
+        "categorical": 0.8,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.754558,
+      "distance": 0.245442,
+      "component_distances": {
+        "circular_month": 0.279722,
+        "numeric": 0.042214,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.603723,
+      "distance": 0.396277,
+      "component_distances": {
+        "circular_month": 0.200347,
+        "numeric": 0.240551,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.86813,
+      "distance": 0.13187,
+      "component_distances": {
+        "circular_month": 0.1475,
+        "numeric": 0.024051,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.667079,
+      "distance": 0.332921,
+      "component_distances": {
+        "circular_month": 0.176875,
+        "numeric": 0.328682,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.661251,
+      "distance": 0.338749,
+      "component_distances": {
+        "circular_month": 0.185833,
+        "numeric": 0.337662,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.367015,
+      "distance": 0.632985,
+      "component_distances": {
+        "circular_month": 0.405139,
+        "numeric": 0.666262,
+        "categorical": 0.84,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.719803,
+      "distance": 0.280197,
+      "component_distances": {
+        "circular_month": 0.160694,
+        "numeric": 0.339678,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.540161,
+      "distance": 0.459839,
+      "component_distances": {
+        "circular_month": 0.286875,
+        "numeric": 0.452355,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.590779,
+      "distance": 0.409221,
+      "component_distances": {
+        "circular_month": 0.238542,
+        "numeric": 0.535216,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.851286,
+      "distance": 0.148714,
+      "component_distances": {
+        "circular_month": 0.188889,
+        "numeric": 0.025205,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.670769,
+      "distance": 0.329231,
+      "component_distances": {
+        "circular_month": 0.373056,
+        "numeric": 0.068036,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.549354,
+      "distance": 0.450646,
+      "component_distances": {
+        "circular_month": 0.543333,
+        "numeric": 0.085251,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.528558,
+      "distance": 0.471442,
+      "component_distances": {
+        "circular_month": 0.334028,
+        "numeric": 0.391325,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.602073,
+      "distance": 0.397927,
+      "component_distances": {
+        "circular_month": 0.194514,
+        "numeric": 0.384486,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.647187,
+      "distance": 0.352813,
+      "component_distances": {
+        "circular_month": 0.197222,
+        "numeric": 0.167698,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.554133,
+      "distance": 0.445867,
+      "component_distances": {
+        "circular_month": 0.416667,
+        "numeric": 0.3648,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.510014,
+      "distance": 0.489986,
+      "component_distances": {
+        "circular_month": 0.293611,
+        "numeric": 0.400713,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.666947,
+      "distance": 0.333053,
+      "component_distances": {
+        "circular_month": 0.169722,
+        "numeric": 0.036655,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.856611,
+      "distance": 0.143389,
+      "component_distances": {
+        "circular_month": 0.031667,
+        "numeric": 0.030888,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.528877,
+      "distance": 0.471123,
+      "component_distances": {
+        "circular_month": 0.562222,
+        "numeric": 0.136936,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.706752,
+      "distance": 0.293248,
+      "component_distances": {
+        "circular_month": 0.094861,
+        "numeric": 0.205216,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.330874,
+      "distance": 0.669126,
+      "component_distances": {
+        "circular_month": 0.698333,
+        "numeric": 0.15917,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Common Vetch",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.348855,
+      "distance": 0.651145,
+      "component_distances": {
+        "circular_month": 0.635,
+        "numeric": 0.188581,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Cow Parsley",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.599135,
+      "distance": 0.400865,
+      "component_distances": {
+        "circular_month": 0.358611,
+        "numeric": 0.101681,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Cowslip",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.447159,
+      "distance": 0.552841,
+      "component_distances": {
+        "circular_month": 0.564722,
+        "numeric": 0.218353,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.507387,
+      "distance": 0.492613,
+      "component_distances": {
+        "circular_month": 0.3975,
+        "numeric": 0.244999,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.829866,
+      "distance": 0.170134,
+      "component_distances": {
+        "circular_month": 0.228333,
+        "numeric": 0.143773,
+        "categorical": 0.0,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.748558,
+      "distance": 0.251442,
+      "component_distances": {
+        "circular_month": 0.140694,
+        "numeric": 0.256657,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.65241,
+      "distance": 0.34759,
+      "component_distances": {
+        "circular_month": 0.192569,
+        "numeric": 0.234251,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.518486,
+      "distance": 0.481514,
+      "component_distances": {
+        "circular_month": 0.641944,
+        "numeric": 0.050946,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.506184,
+      "distance": 0.493816,
+      "component_distances": {
+        "circular_month": 0.436389,
+        "numeric": 0.187589,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.773689,
+      "distance": 0.226311,
+      "component_distances": {
+        "circular_month": 0.124097,
+        "numeric": 0.182689,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.76505,
+      "distance": 0.23495,
+      "component_distances": {
+        "circular_month": 0.206389,
+        "numeric": 0.085579,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.693633,
+      "distance": 0.306367,
+      "component_distances": {
+        "circular_month": 0.355278,
+        "numeric": 0.101023,
+        "categorical": 0.32,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.701751,
+      "distance": 0.298249,
+      "component_distances": {
+        "circular_month": 0.277222,
+        "numeric": 0.097441,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.759176,
+      "distance": 0.240824,
+      "component_distances": {
+        "circular_month": 0.200556,
+        "numeric": 0.050409,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.485761,
+      "distance": 0.514239,
+      "component_distances": {
+        "circular_month": 0.628611,
+        "numeric": 0.123179,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.817281,
+      "distance": 0.182719,
+      "component_distances": {
+        "circular_month": 0.153056,
+        "numeric": 0.089987,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.567443,
+      "distance": 0.432557,
+      "component_distances": {
+        "circular_month": 0.496389,
+        "numeric": 0.184007,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.777724,
+      "distance": 0.222276,
+      "component_distances": {
+        "circular_month": 0.177222,
+        "numeric": 0.178118,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.661924,
+      "distance": 0.338076,
+      "component_distances": {
+        "circular_month": 0.461111,
+        "numeric": 0.187098,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.574603,
+      "distance": 0.425397,
+      "component_distances": {
+        "circular_month": 0.241181,
+        "numeric": 0.515698,
+        "categorical": 0.4,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.701722,
+      "distance": 0.298278,
+      "component_distances": {
+        "circular_month": 0.22,
+        "numeric": 0.189114,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.799417,
+      "distance": 0.200583,
+      "component_distances": {
+        "circular_month": 0.145694,
+        "numeric": 0.301791,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.592948,
+      "distance": 0.407052,
+      "component_distances": {
+        "circular_month": 0.369722,
+        "numeric": 0.384652,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.560235,
+      "distance": 0.439765,
+      "component_distances": {
+        "circular_month": 0.537778,
+        "numeric": 0.146614,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.700958,
+      "distance": 0.299042,
+      "component_distances": {
+        "circular_month": 0.128611,
+        "numeric": 0.094392,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.421018,
+      "distance": 0.578982,
+      "component_distances": {
+        "circular_month": 0.830069,
+        "numeric": 0.235815,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.734032,
+      "distance": 0.265968,
+      "component_distances": {
+        "circular_month": 0.246944,
+        "numeric": 0.24076,
+        "categorical": 0.16,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.567989,
+      "distance": 0.432011,
+      "component_distances": {
+        "circular_month": 0.192917,
+        "numeric": 0.233921,
+        "categorical": 0.8,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.935915,
+      "distance": 0.064085,
+      "component_distances": {
+        "circular_month": 0.151667,
+        "numeric": 0.013673,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.778274,
+      "distance": 0.221726,
+      "component_distances": {
+        "circular_month": 0.112917,
+        "numeric": 0.214236,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.763463,
+      "distance": 0.236537,
+      "component_distances": {
+        "circular_month": 0.1275,
+        "numeric": 0.250149,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.672519,
+      "distance": 0.327481,
+      "component_distances": {
+        "circular_month": 0.179167,
+        "numeric": 0.127256,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.569055,
+      "distance": 0.430945,
+      "component_distances": {
+        "circular_month": 0.380556,
+        "numeric": 0.186889,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.326317,
+      "distance": 0.673683,
+      "component_distances": {
+        "circular_month": 0.823611,
+        "numeric": 0.2875,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.52882,
+      "distance": 0.47118,
+      "component_distances": {
+        "circular_month": 0.375278,
+        "numeric": 0.356275,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.209323,
+      "distance": 0.790677,
+      "component_distances": {
+        "circular_month": 0.981667,
+        "numeric": 0.192042,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cornflower",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.45397,
+      "distance": 0.54603,
+      "component_distances": {
+        "circular_month": 0.351667,
+        "numeric": 0.221453,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Cowslip",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.82153,
+      "distance": 0.17847,
+      "component_distances": {
+        "circular_month": 0.206111,
+        "numeric": 0.116672,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.773393,
+      "distance": 0.226607,
+      "component_distances": {
+        "circular_month": 0.089444,
+        "numeric": 0.143317,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.602748,
+      "distance": 0.397252,
+      "component_distances": {
+        "circular_month": 0.259722,
+        "numeric": 0.245454,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.588193,
+      "distance": 0.411807,
+      "component_distances": {
+        "circular_month": 0.315556,
+        "numeric": 0.358338,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.711239,
+      "distance": 0.288761,
+      "component_distances": {
+        "circular_month": 0.184444,
+        "numeric": 0.335932,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.61651,
+      "distance": 0.38349,
+      "component_distances": {
+        "circular_month": 0.283333,
+        "numeric": 0.152627,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.880308,
+      "distance": 0.119692,
+      "component_distances": {
+        "circular_month": 0.077778,
+        "numeric": 0.086897,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.696279,
+      "distance": 0.303721,
+      "component_distances": {
+        "circular_month": 0.300556,
+        "numeric": 0.081997,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.771591,
+      "distance": 0.228409,
+      "component_distances": {
+        "circular_month": 0.152222,
+        "numeric": 0.01808,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.764574,
+      "distance": 0.235426,
+      "component_distances": {
+        "circular_month": 0.074375,
+        "numeric": 0.202704,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.777914,
+      "distance": 0.222086,
+      "component_distances": {
+        "circular_month": 0.103264,
+        "numeric": 0.199122,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.602114,
+      "distance": 0.397886,
+      "component_distances": {
+        "circular_month": 0.15875,
+        "numeric": 0.15209,
+        "categorical": 0.8,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.763625,
+      "distance": 0.236375,
+      "component_distances": {
+        "circular_month": 0.27,
+        "numeric": 0.021498,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.613861,
+      "distance": 0.386139,
+      "component_distances": {
+        "circular_month": 0.205556,
+        "numeric": 0.191668,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.857203,
+      "distance": 0.142797,
+      "component_distances": {
+        "circular_month": 0.137778,
+        "numeric": 0.083315,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.677495,
+      "distance": 0.322505,
+      "component_distances": {
+        "circular_month": 0.181389,
+        "numeric": 0.279799,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.683055,
+      "distance": 0.316945,
+      "component_distances": {
+        "circular_month": 0.161875,
+        "numeric": 0.288779,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.383681,
+      "distance": 0.616319,
+      "component_distances": {
+        "circular_month": 0.394028,
+        "numeric": 0.617379,
+        "categorical": 0.84,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.737801,
+      "distance": 0.262199,
+      "component_distances": {
+        "circular_month": 0.14625,
+        "numeric": 0.290795,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.556688,
+      "distance": 0.443312,
+      "component_distances": {
+        "circular_month": 0.276111,
+        "numeric": 0.403472,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.611,
+      "distance": 0.389,
+      "component_distances": {
+        "circular_month": 0.218542,
+        "numeric": 0.486333,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.849996,
+      "distance": 0.150004,
+      "component_distances": {
+        "circular_month": 0.179167,
+        "numeric": 0.045922,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.681696,
+      "distance": 0.318304,
+      "component_distances": {
+        "circular_month": 0.382778,
+        "numeric": 0.008772,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.541022,
+      "distance": 0.458978,
+      "component_distances": {
+        "circular_month": 0.533611,
+        "numeric": 0.134134,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.545223,
+      "distance": 0.454777,
+      "component_distances": {
+        "circular_month": 0.322917,
+        "numeric": 0.342442,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.618738,
+      "distance": 0.381262,
+      "component_distances": {
+        "circular_month": 0.183403,
+        "numeric": 0.335602,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.656384,
+      "distance": 0.343616,
+      "component_distances": {
+        "circular_month": 0.206944,
+        "numeric": 0.115355,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.562465,
+      "distance": 0.437535,
+      "component_distances": {
+        "circular_month": 0.426389,
+        "numeric": 0.315917,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.518346,
+      "distance": 0.481654,
+      "component_distances": {
+        "circular_month": 0.303333,
+        "numeric": 0.35183,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.665828,
+      "distance": 0.334172,
+      "component_distances": {
+        "circular_month": 0.179444,
+        "numeric": 0.025575,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.838951,
+      "distance": 0.161049,
+      "component_distances": {
+        "circular_month": 0.04125,
+        "numeric": 0.086197,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.520545,
+      "distance": 0.479455,
+      "component_distances": {
+        "circular_month": 0.5525,
+        "numeric": 0.185819,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.68616,
+      "distance": 0.31384,
+      "component_distances": {
+        "circular_month": 0.114861,
+        "numeric": 0.255582,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.327125,
+      "distance": 0.672875,
+      "component_distances": {
+        "circular_month": 0.685,
+        "numeric": 0.195502,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cow Parsley",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.334438,
+      "distance": 0.665562,
+      "component_distances": {
+        "circular_month": 0.648333,
+        "numeric": 0.224913,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Cuckoo",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.827593,
+      "distance": 0.172407,
+      "component_distances": {
+        "circular_month": 0.167222,
+        "numeric": 0.026646,
+        "categorical": 0.28,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.45966,
+      "distance": 0.54034,
+      "component_distances": {
+        "circular_month": 0.443611,
+        "numeric": 0.362126,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.433275,
+      "distance": 0.566725,
+      "component_distances": {
+        "circular_month": 0.519931,
+        "numeric": 0.47501,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.552294,
+      "distance": 0.447706,
+      "component_distances": {
+        "circular_month": 0.386389,
+        "numeric": 0.452603,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.684203,
+      "distance": 0.315797,
+      "component_distances": {
+        "circular_month": 0.151181,
+        "numeric": 0.269299,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.940605,
+      "distance": 0.059395,
+      "component_distances": {
+        "circular_month": 0.128333,
+        "numeric": 0.032247,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.573946,
+      "distance": 0.426054,
+      "component_distances": {
+        "circular_month": 0.506667,
+        "numeric": 0.04555,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.610979,
+      "distance": 0.389021,
+      "component_distances": {
+        "circular_month": 0.358333,
+        "numeric": 0.134751,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.62974,
+      "distance": 0.37026,
+      "component_distances": {
+        "circular_month": 0.216042,
+        "numeric": 0.319375,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.626051,
+      "distance": 0.373949,
+      "component_distances": {
+        "circular_month": 0.2875,
+        "numeric": 0.315794,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.531143,
+      "distance": 0.468857,
+      "component_distances": {
+        "circular_month": 0.364167,
+        "numeric": 0.268761,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.877818,
+      "distance": 0.122182,
+      "component_distances": {
+        "circular_month": 0.076667,
+        "numeric": 0.098634,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.546248,
+      "distance": 0.453752,
+      "component_distances": {
+        "circular_month": 0.411667,
+        "numeric": 0.30834,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.838485,
+      "distance": 0.161515,
+      "component_distances": {
+        "circular_month": 0.068333,
+        "numeric": 0.044726,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.521882,
+      "distance": 0.478118,
+      "component_distances": {
+        "circular_month": 0.3875,
+        "numeric": 0.396471,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.604665,
+      "distance": 0.395335,
+      "component_distances": {
+        "circular_month": 0.174931,
+        "numeric": 0.405451,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.342432,
+      "distance": 0.657568,
+      "component_distances": {
+        "circular_month": 0.525139,
+        "numeric": 0.73405,
+        "categorical": 0.72,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.580244,
+      "distance": 0.419756,
+      "component_distances": {
+        "circular_month": 0.344722,
+        "numeric": 0.407467,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.404712,
+      "distance": 0.595288,
+      "component_distances": {
+        "circular_month": 0.482222,
+        "numeric": 0.520143,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.518277,
+      "distance": 0.481723,
+      "component_distances": {
+        "circular_month": 0.267431,
+        "numeric": 0.603005,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.835335,
+      "distance": 0.164665,
+      "component_distances": {
+        "circular_month": 0.046042,
+        "numeric": 0.092994,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.626473,
+      "distance": 0.373527,
+      "component_distances": {
+        "circular_month": 0.588889,
+        "numeric": 0.124455,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.608634,
+      "distance": 0.391366,
+      "component_distances": {
+        "circular_month": 0.3275,
+        "numeric": 0.017462,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.411302,
+      "distance": 0.588698,
+      "component_distances": {
+        "circular_month": 0.483889,
+        "numeric": 0.459113,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.555709,
+      "distance": 0.444291,
+      "component_distances": {
+        "circular_month": 0.378056,
+        "numeric": 0.452274,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.504408,
+      "distance": 0.495592,
+      "component_distances": {
+        "circular_month": 0.413056,
+        "numeric": 0.232026,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.408103,
+      "distance": 0.591897,
+      "component_distances": {
+        "circular_month": 0.629375,
+        "numeric": 0.432589,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.447097,
+      "distance": 0.552903,
+      "component_distances": {
+        "circular_month": 0.509444,
+        "numeric": 0.468501,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.610509,
+      "distance": 0.389491,
+      "component_distances": {
+        "circular_month": 0.385556,
+        "numeric": 0.093074,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.745108,
+      "distance": 0.254892,
+      "component_distances": {
+        "circular_month": 0.184167,
+        "numeric": 0.036901,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.681158,
+      "distance": 0.318842,
+      "component_distances": {
+        "circular_month": 0.346389,
+        "numeric": 0.069147,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.641247,
+      "distance": 0.358753,
+      "component_distances": {
+        "circular_month": 0.189444,
+        "numeric": 0.139899,
+        "categorical": 0.64,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.383926,
+      "distance": 0.616074,
+      "component_distances": {
+        "circular_month": 0.540833,
+        "numeric": 0.198962,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cowslip",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.275907,
+      "distance": 0.724093,
+      "component_distances": {
+        "circular_month": 0.7925,
+        "numeric": 0.228374,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Cuckoo Pint",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.507666,
+      "distance": 0.492334,
+      "component_distances": {
+        "circular_month": 0.306944,
+        "numeric": 0.388772,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.492808,
+      "distance": 0.507192,
+      "component_distances": {
+        "circular_month": 0.354444,
+        "numeric": 0.501655,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.603521,
+      "distance": 0.396479,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.479249,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.631903,
+      "distance": 0.368097,
+      "component_distances": {
+        "circular_month": 0.265278,
+        "numeric": 0.295945,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.867531,
+      "distance": 0.132469,
+      "component_distances": {
+        "circular_month": 0.047222,
+        "numeric": 0.058893,
+        "categorical": 0.28,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.590173,
+      "distance": 0.409827,
+      "component_distances": {
+        "circular_month": 0.339444,
+        "numeric": 0.072196,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.627206,
+      "distance": 0.372794,
+      "component_distances": {
+        "circular_month": 0.191111,
+        "numeric": 0.161397,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.651523,
+      "distance": 0.348477,
+      "component_distances": {
+        "circular_month": 0.144931,
+        "numeric": 0.346021,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.657307,
+      "distance": 0.342693,
+      "component_distances": {
+        "circular_month": 0.192708,
+        "numeric": 0.34244,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.587759,
+      "distance": 0.412241,
+      "component_distances": {
+        "circular_month": 0.205972,
+        "numeric": 0.295407,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.721977,
+      "distance": 0.278023,
+      "component_distances": {
+        "circular_month": 0.231111,
+        "numeric": 0.122314,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.606476,
+      "distance": 0.393524,
+      "component_distances": {
+        "circular_month": 0.244444,
+        "numeric": 0.334986,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.738463,
+      "distance": 0.261537,
+      "component_distances": {
+        "circular_month": 0.099236,
+        "numeric": 0.071372,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.576554,
+      "distance": 0.423446,
+      "component_distances": {
+        "circular_month": 0.234167,
+        "numeric": 0.423117,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.581781,
+      "distance": 0.418219,
+      "component_distances": {
+        "circular_month": 0.215486,
+        "numeric": 0.432096,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.369326,
+      "distance": 0.630674,
+      "component_distances": {
+        "circular_month": 0.44125,
+        "numeric": 0.760696,
+        "categorical": 0.72,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.619416,
+      "distance": 0.380584,
+      "component_distances": {
+        "circular_month": 0.230139,
+        "numeric": 0.434112,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.461745,
+      "distance": 0.538255,
+      "component_distances": {
+        "circular_month": 0.322986,
+        "numeric": 0.546789,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.495393,
+      "distance": 0.504607,
+      "component_distances": {
+        "circular_month": 0.307986,
+        "numeric": 0.629651,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.709979,
+      "distance": 0.290021,
+      "component_distances": {
+        "circular_month": 0.140278,
+        "numeric": 0.11964,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.630682,
+      "distance": 0.369318,
+      "component_distances": {
+        "circular_month": 0.421667,
+        "numeric": 0.150607,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.587321,
+      "distance": 0.412679,
+      "component_distances": {
+        "circular_month": 0.494722,
+        "numeric": 0.011161,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.450141,
+      "distance": 0.549859,
+      "component_distances": {
+        "circular_month": 0.370139,
+        "numeric": 0.485759,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.607131,
+      "distance": 0.392869,
+      "component_distances": {
+        "circular_month": 0.232847,
+        "numeric": 0.47892,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.564635,
+      "distance": 0.435365,
+      "component_distances": {
+        "circular_month": 0.245833,
+        "numeric": 0.258672,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.46708,
+      "distance": 0.53292,
+      "component_distances": {
+        "circular_month": 0.465278,
+        "numeric": 0.459235,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.507324,
+      "distance": 0.492676,
+      "component_distances": {
+        "circular_month": 0.342222,
+        "numeric": 0.495147,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.627231,
+      "distance": 0.372769,
+      "component_distances": {
+        "circular_month": 0.218333,
+        "numeric": 0.117742,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.716002,
+      "distance": 0.283998,
+      "component_distances": {
+        "circular_month": 0.050278,
+        "numeric": 0.063547,
+        "categorical": 0.64,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.677073,
+      "distance": 0.322927,
+      "component_distances": {
+        "circular_month": 0.513611,
+        "numeric": 0.042501,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.779667,
+      "distance": 0.220333,
+      "component_distances": {
+        "circular_month": 0.048194,
+        "numeric": 0.116219,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.298331,
+      "distance": 0.701669,
+      "component_distances": {
+        "circular_month": 0.748333,
+        "numeric": 0.209343,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cuckoo",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.356311,
+      "distance": 0.643689,
+      "component_distances": {
+        "circular_month": 0.585,
+        "numeric": 0.238754,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Dog Rose",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.695668,
+      "distance": 0.304332,
+      "component_distances": {
+        "circular_month": 0.300278,
+        "numeric": 0.112884,
+        "categorical": 0.28,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.655945,
+      "distance": 0.344055,
+      "component_distances": {
+        "circular_month": 0.215556,
+        "numeric": 0.10333,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.53646,
+      "distance": 0.46354,
+      "component_distances": {
+        "circular_month": 0.520833,
+        "numeric": 0.092827,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.517944,
+      "distance": 0.482056,
+      "component_distances": {
+        "circular_month": 0.318056,
+        "numeric": 0.329879,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.728717,
+      "distance": 0.271283,
+      "component_distances": {
+        "circular_month": 0.152847,
+        "numeric": 0.316576,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.745629,
+      "distance": 0.254371,
+      "component_distances": {
+        "circular_month": 0.166319,
+        "numeric": 0.227374,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.756646,
+      "distance": 0.243354,
+      "component_distances": {
+        "circular_month": 0.234167,
+        "numeric": 0.042751,
+        "categorical": 0.32,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.72975,
+      "distance": 0.27025,
+      "component_distances": {
+        "circular_month": 0.176667,
+        "numeric": 0.046332,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.78827,
+      "distance": 0.21173,
+      "component_distances": {
+        "circular_month": 0.100972,
+        "numeric": 0.093364,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.498262,
+      "distance": 0.501738,
+      "component_distances": {
+        "circular_month": 0.5075,
+        "numeric": 0.266952,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.846331,
+      "distance": 0.153669,
+      "component_distances": {
+        "circular_month": 0.103056,
+        "numeric": 0.053786,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.582539,
+      "distance": 0.417461,
+      "component_distances": {
+        "circular_month": 0.375278,
+        "numeric": 0.3174,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.760484,
+      "distance": 0.239516,
+      "component_distances": {
+        "circular_month": 0.220556,
+        "numeric": 0.049174,
+        "categorical": 0.32,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.714169,
+      "distance": 0.285831,
+      "component_distances": {
+        "circular_month": 0.34,
+        "numeric": 0.043325,
+        "categorical": 0.32,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.642852,
+      "distance": 0.357148,
+      "component_distances": {
+        "circular_month": 0.160417,
+        "numeric": 0.371925,
+        "categorical": 0.4,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.716612,
+      "distance": 0.283388,
+      "component_distances": {
+        "circular_month": 0.200556,
+        "numeric": 0.060664,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.775677,
+      "distance": 0.224323,
+      "component_distances": {
+        "circular_month": 0.205278,
+        "numeric": 0.172847,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.630976,
+      "distance": 0.369024,
+      "component_distances": {
+        "circular_month": 0.298611,
+        "numeric": 0.246316,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.57805,
+      "distance": 0.42195,
+      "component_distances": {
+        "circular_month": 0.416667,
+        "numeric": 0.269132,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.658348,
+      "distance": 0.341652,
+      "component_distances": {
+        "circular_month": 0.145278,
+        "numeric": 0.238165,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.408659,
+      "distance": 0.591341,
+      "component_distances": {
+        "circular_month": 0.771111,
+        "numeric": 0.379588,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.875618,
+      "distance": 0.124382,
+      "component_distances": {
+        "circular_month": 0.063194,
+        "numeric": 0.096987,
+        "categorical": 0.16,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.584843,
+      "distance": 0.415157,
+      "component_distances": {
+        "circular_month": 0.199444,
+        "numeric": 0.101518,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.857062,
+      "distance": 0.142938,
+      "component_distances": {
+        "circular_month": 0.168889,
+        "numeric": 0.1301,
+        "categorical": 0.0,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.740629,
+      "distance": 0.259371,
+      "component_distances": {
+        "circular_month": 0.229444,
+        "numeric": 0.078372,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.71801,
+      "distance": 0.28199,
+      "component_distances": {
+        "circular_month": 0.266944,
+        "numeric": 0.108847,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.636326,
+      "distance": 0.363674,
+      "component_distances": {
+        "circular_month": 0.179792,
+        "numeric": 0.271029,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.56986,
+      "distance": 0.43014,
+      "component_distances": {
+        "circular_month": 0.292083,
+        "numeric": 0.325225,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.312152,
+      "distance": 0.687848,
+      "component_distances": {
+        "circular_month": 0.769167,
+        "numeric": 0.431273,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.508389,
+      "distance": 0.491611,
+      "component_distances": {
+        "circular_month": 0.336806,
+        "numeric": 0.499553,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.281048,
+      "distance": 0.718952,
+      "component_distances": {
+        "circular_month": 0.8575,
+        "numeric": 0.103806,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Cuckoo Pint",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.540362,
+      "distance": 0.459638,
+      "component_distances": {
+        "circular_month": 0.190833,
+        "numeric": 0.133218,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Doves Foot Cranesbill",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.82543,
+      "distance": 0.17457,
+      "component_distances": {
+        "circular_month": 0.135278,
+        "numeric": 0.022406,
+        "categorical": 0.36,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.489017,
+      "distance": 0.510983,
+      "component_distances": {
+        "circular_month": 0.598889,
+        "numeric": 0.205711,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.491976,
+      "distance": 0.508024,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.442763,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.598718,
+      "distance": 0.401282,
+      "component_distances": {
+        "circular_month": 0.264792,
+        "numeric": 0.42946,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.64738,
+      "distance": 0.35262,
+      "component_distances": {
+        "circular_month": 0.198889,
+        "numeric": 0.340258,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.596203,
+      "distance": 0.403797,
+      "component_distances": {
+        "circular_month": 0.312222,
+        "numeric": 0.155634,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.695529,
+      "distance": 0.304471,
+      "component_distances": {
+        "circular_month": 0.234167,
+        "numeric": 0.159215,
+        "categorical": 0.48,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.612852,
+      "distance": 0.387148,
+      "component_distances": {
+        "circular_month": 0.238056,
+        "numeric": 0.206248,
+        "categorical": 0.52,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.39615,
+      "distance": 0.60385,
+      "component_distances": {
+        "circular_month": 0.571319,
+        "numeric": 0.379836,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.679444,
+      "distance": 0.320556,
+      "component_distances": {
+        "circular_month": 0.197222,
+        "numeric": 0.16667,
+        "categorical": 0.4,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.471096,
+      "distance": 0.528904,
+      "component_distances": {
+        "circular_month": 0.453333,
+        "numeric": 0.430283,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.706699,
+      "distance": 0.293301,
+      "component_distances": {
+        "circular_month": 0.134167,
+        "numeric": 0.078539,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.595388,
+      "distance": 0.404612,
+      "component_distances": {
+        "circular_month": 0.418056,
+        "numeric": 0.069559,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.6516,
+      "distance": 0.3484,
+      "component_distances": {
+        "circular_month": 0.226319,
+        "numeric": 0.26349,
+        "categorical": 0.36,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.741336,
+      "distance": 0.258664,
+      "component_distances": {
+        "circular_month": 0.176944,
+        "numeric": 0.067543,
+        "categorical": 0.48,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.870051,
+      "distance": 0.129949,
+      "component_distances": {
+        "circular_month": 0.095,
+        "numeric": 0.068367,
+        "categorical": 0.16,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.662874,
+      "distance": 0.337126,
+      "component_distances": {
+        "circular_month": 0.326667,
+        "numeric": 0.141836,
+        "categorical": 0.48,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.466607,
+      "distance": 0.533393,
+      "component_distances": {
+        "circular_month": 0.494722,
+        "numeric": 0.382015,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.617488,
+      "distance": 0.382512,
+      "component_distances": {
+        "circular_month": 0.266875,
+        "numeric": 0.351049,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.356799,
+      "distance": 0.643201,
+      "component_distances": {
+        "circular_month": 0.700208,
+        "numeric": 0.492472,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.768852,
+      "distance": 0.231148,
+      "component_distances": {
+        "circular_month": 0.318889,
+        "numeric": 0.018368,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.716872,
+      "distance": 0.283128,
+      "component_distances": {
+        "circular_month": 0.143611,
+        "numeric": 0.022735,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.755699,
+      "distance": 0.244301,
+      "component_distances": {
+        "circular_month": 0.131389,
+        "numeric": 0.242983,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.937062,
+      "distance": 0.062938,
+      "component_distances": {
+        "circular_month": 0.110833,
+        "numeric": 0.042421,
+        "categorical": 0.04,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.85404,
+      "distance": 0.14596,
+      "component_distances": {
+        "circular_month": 0.033333,
+        "numeric": 0.006508,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.55013,
+      "distance": 0.44987,
+      "component_distances": {
+        "circular_month": 0.203819,
+        "numeric": 0.383913,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.475109,
+      "distance": 0.524891,
+      "component_distances": {
+        "circular_month": 0.3375,
+        "numeric": 0.438109,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.348544,
+      "distance": 0.651456,
+      "component_distances": {
+        "circular_month": 0.688542,
+        "numeric": 0.544156,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.433638,
+      "distance": 0.566362,
+      "component_distances": {
+        "circular_month": 0.332222,
+        "numeric": 0.612437,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.323119,
+      "distance": 0.676881,
+      "component_distances": {
+        "circular_month": 0.809167,
+        "numeric": 0.074394,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Dog Rose",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.429766,
+      "distance": 0.570234,
+      "component_distances": {
+        "circular_month": 0.524167,
+        "numeric": 0.103806,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Garden Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_early_spring_seasonal_presence",
+      "similarity": 0.553887,
+      "distance": 0.446113,
+      "component_distances": {
+        "circular_month": 0.463611,
+        "numeric": 0.194674,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.611689,
+      "distance": 0.388311,
+      "component_distances": {
+        "circular_month": 0.258056,
+        "numeric": 0.420357,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.566737,
+      "distance": 0.433263,
+      "component_distances": {
+        "circular_month": 0.24875,
+        "numeric": 0.407054,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.620093,
+      "distance": 0.379907,
+      "component_distances": {
+        "circular_month": 0.171111,
+        "numeric": 0.317852,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.747915,
+      "distance": 0.252085,
+      "component_distances": {
+        "circular_month": 0.176944,
+        "numeric": 0.133228,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.857655,
+      "distance": 0.142345,
+      "component_distances": {
+        "circular_month": 0.098889,
+        "numeric": 0.14373,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.581317,
+      "distance": 0.418683,
+      "component_distances": {
+        "circular_month": 0.156806,
+        "numeric": 0.183842,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.506531,
+      "distance": 0.493469,
+      "component_distances": {
+        "circular_month": 0.450278,
+        "numeric": 0.35743,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.636893,
+      "distance": 0.363107,
+      "component_distances": {
+        "circular_month": 0.132986,
+        "numeric": 0.150195,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.590808,
+      "distance": 0.409192,
+      "component_distances": {
+        "circular_month": 0.318056,
+        "numeric": 0.407877,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.854578,
+      "distance": 0.145422,
+      "component_distances": {
+        "circular_month": 0.020972,
+        "numeric": 0.056133,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.74864,
+      "distance": 0.25136,
+      "component_distances": {
+        "circular_month": 0.282778,
+        "numeric": 0.060994,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.563608,
+      "distance": 0.436392,
+      "component_distances": {
+        "circular_month": 0.214167,
+        "numeric": 0.281447,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.905192,
+      "distance": 0.094808,
+      "component_distances": {
+        "circular_month": 0.041667,
+        "numeric": 0.045137,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.781287,
+      "distance": 0.218713,
+      "component_distances": {
+        "circular_month": 0.095833,
+        "numeric": 0.069517,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.818987,
+      "distance": 0.181013,
+      "component_distances": {
+        "circular_month": 0.191389,
+        "numeric": 0.150401,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.584095,
+      "distance": 0.415905,
+      "component_distances": {
+        "circular_month": 0.359444,
+        "numeric": 0.368507,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.574006,
+      "distance": 0.425994,
+      "component_distances": {
+        "circular_month": 0.279583,
+        "numeric": 0.328643,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.395484,
+      "distance": 0.604516,
+      "component_distances": {
+        "circular_month": 0.6375,
+        "numeric": 0.470066,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.706029,
+      "distance": 0.293971,
+      "component_distances": {
+        "circular_month": 0.234167,
+        "numeric": 0.017217,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.870102,
+      "distance": 0.129898,
+      "component_distances": {
+        "circular_month": 0.016111,
+        "numeric": 0.001812,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.688495,
+      "distance": 0.311505,
+      "component_distances": {
+        "circular_month": 0.110903,
+        "numeric": 0.220577,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.788459,
+      "distance": 0.211541,
+      "component_distances": {
+        "circular_month": 0.246111,
+        "numeric": 0.024958,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.734803,
+      "distance": 0.265197,
+      "component_distances": {
+        "circular_month": 0.123056,
+        "numeric": 0.015898,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.526012,
+      "distance": 0.473988,
+      "component_distances": {
+        "circular_month": 0.184028,
+        "numeric": 0.361507,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.585352,
+      "distance": 0.414648,
+      "component_distances": {
+        "circular_month": 0.216806,
+        "numeric": 0.415703,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.385146,
+      "distance": 0.614854,
+      "component_distances": {
+        "circular_month": 0.631042,
+        "numeric": 0.52175,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.521659,
+      "distance": 0.478341,
+      "component_distances": {
+        "circular_month": 0.267083,
+        "numeric": 0.590031,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.319469,
+      "distance": 0.680531,
+      "component_distances": {
+        "circular_month": 0.733333,
+        "numeric": 0.148789,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Doves Foot Cranesbill",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.36545,
+      "distance": 0.63455,
+      "component_distances": {
+        "circular_month": 0.6,
+        "numeric": 0.178201,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Garlic Mustard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.665515,
+      "distance": 0.334485,
+      "component_distances": {
+        "circular_month": 0.218056,
+        "numeric": 0.237052,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.438144,
+      "distance": 0.561856,
+      "component_distances": {
+        "circular_month": 0.583889,
+        "numeric": 0.223749,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.519777,
+      "distance": 0.480223,
+      "component_distances": {
+        "circular_month": 0.435556,
+        "numeric": 0.134548,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.635871,
+      "distance": 0.364129,
+      "component_distances": {
+        "circular_month": 0.286667,
+        "numeric": 0.069849,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.678375,
+      "distance": 0.321625,
+      "component_distances": {
+        "circular_month": 0.364722,
+        "numeric": 0.050944,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.586759,
+      "distance": 0.413241,
+      "component_distances": {
+        "circular_month": 0.441389,
+        "numeric": 0.018741,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.667885,
+      "distance": 0.332115,
+      "component_distances": {
+        "circular_month": 0.141458,
+        "numeric": 0.174125,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.605325,
+      "distance": 0.394675,
+      "component_distances": {
+        "circular_month": 0.488889,
+        "numeric": 0.044478,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.605077,
+      "distance": 0.394923,
+      "component_distances": {
+        "circular_month": 0.166042,
+        "numeric": 0.224573,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.566982,
+      "distance": 0.433018,
+      "component_distances": {
+        "circular_month": 0.464722,
+        "numeric": 0.140518,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.681629,
+      "distance": 0.318371,
+      "component_distances": {
+        "circular_month": 0.180833,
+        "numeric": 0.136151,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.371115,
+      "distance": 0.628885,
+      "component_distances": {
+        "circular_month": 0.580833,
+        "numeric": 0.464751,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.63022,
+      "distance": 0.36978,
+      "component_distances": {
+        "circular_month": 0.421944,
+        "numeric": 0.152008,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.454175,
+      "distance": 0.545825,
+      "component_distances": {
+        "circular_month": 0.559444,
+        "numeric": 0.264191,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.550696,
+      "distance": 0.449304,
+      "component_distances": {
+        "circular_month": 0.272222,
+        "numeric": 0.33766,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.631338,
+      "distance": 0.368662,
+      "component_distances": {
+        "circular_month": 0.130556,
+        "numeric": 0.176305,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.509221,
+      "distance": 0.490779,
+      "component_distances": {
+        "circular_month": 0.666111,
+        "numeric": 0.145338,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.555835,
+      "distance": 0.444165,
+      "component_distances": {
+        "circular_month": 0.250278,
+        "numeric": 0.286761,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.447738,
+      "distance": 0.552262,
+      "component_distances": {
+        "circular_month": 0.561111,
+        "numeric": 0.189814,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.557674,
+      "distance": 0.442326,
+      "component_distances": {
+        "circular_month": 0.455278,
+        "numeric": 0.192861,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.582571,
+      "distance": 0.417429,
+      "component_distances": {
+        "circular_month": 0.490278,
+        "numeric": 0.037273,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.461682,
+      "distance": 0.538318,
+      "component_distances": {
+        "circular_month": 0.709722,
+        "numeric": 0.169716,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.503286,
+      "distance": 0.496714,
+      "component_distances": {
+        "circular_month": 0.586667,
+        "numeric": 0.200191,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.497975,
+      "distance": 0.502025,
+      "component_distances": {
+        "circular_month": 0.462778,
+        "numeric": 0.178202,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.527345,
+      "distance": 0.472655,
+      "component_distances": {
+        "circular_month": 0.261389,
+        "numeric": 0.232398,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.619722,
+      "distance": 0.380278,
+      "component_distances": {
+        "circular_month": 0.269167,
+        "numeric": 0.338446,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.464707,
+      "distance": 0.535293,
+      "component_distances": {
+        "circular_month": 0.309028,
+        "numeric": 0.406727,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.481418,
+      "distance": 0.518582,
+      "component_distances": {
+        "circular_month": 0.353333,
+        "numeric": 0.108997,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Garden Warbler",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_early_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.223398,
+      "distance": 0.776602,
+      "component_distances": {
+        "circular_month": 0.98,
+        "numeric": 0.138408,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.633341,
+      "distance": 0.366659,
+      "component_distances": {
+        "circular_month": 0.378333,
+        "numeric": 0.013303,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.670374,
+      "distance": 0.329626,
+      "component_distances": {
+        "circular_month": 0.23,
+        "numeric": 0.102505,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.672468,
+      "distance": 0.327532,
+      "component_distances": {
+        "circular_month": 0.129375,
+        "numeric": 0.287129,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.680558,
+      "distance": 0.319442,
+      "component_distances": {
+        "circular_month": 0.171389,
+        "numeric": 0.283547,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.590538,
+      "distance": 0.409462,
+      "component_distances": {
+        "circular_month": 0.235833,
+        "numeric": 0.236515,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.838792,
+      "distance": 0.161208,
+      "component_distances": {
+        "circular_month": 0.192222,
+        "numeric": 0.069847,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.605643,
+      "distance": 0.394357,
+      "component_distances": {
+        "circular_month": 0.283333,
+        "numeric": 0.276093,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.84988,
+      "distance": 0.15012,
+      "component_distances": {
+        "circular_month": 0.06,
+        "numeric": 0.01248,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.581277,
+      "distance": 0.418723,
+      "component_distances": {
+        "circular_month": 0.259167,
+        "numeric": 0.364224,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.610727,
+      "distance": 0.389273,
+      "component_distances": {
+        "circular_month": 0.179931,
+        "numeric": 0.373204,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.379605,
+      "distance": 0.620395,
+      "component_distances": {
+        "circular_month": 0.452361,
+        "numeric": 0.701804,
+        "categorical": 0.72,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.639639,
+      "distance": 0.360361,
+      "component_distances": {
+        "circular_month": 0.216389,
+        "numeric": 0.37522,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.464107,
+      "distance": 0.535893,
+      "component_distances": {
+        "circular_month": 0.353889,
+        "numeric": 0.487897,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.524338,
+      "distance": 0.475662,
+      "component_distances": {
+        "circular_month": 0.272431,
+        "numeric": 0.570758,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.821258,
+      "distance": 0.178742,
+      "component_distances": {
+        "circular_month": 0.101389,
+        "numeric": 0.060747,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.685003,
+      "distance": 0.314997,
+      "component_distances": {
+        "circular_month": 0.460556,
+        "numeric": 0.095669,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.549239,
+      "distance": 0.450761,
+      "component_distances": {
+        "circular_month": 0.455833,
+        "numeric": 0.049709,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.46042,
+      "distance": 0.53958,
+      "component_distances": {
+        "circular_month": 0.38125,
+        "numeric": 0.426866,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.615104,
+      "distance": 0.384896,
+      "component_distances": {
+        "circular_month": 0.249722,
+        "numeric": 0.420027,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.563803,
+      "distance": 0.436197,
+      "component_distances": {
+        "circular_month": 0.284722,
+        "numeric": 0.19978,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.466248,
+      "distance": 0.533752,
+      "component_distances": {
+        "circular_month": 0.504167,
+        "numeric": 0.400342,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.506492,
+      "distance": 0.493508,
+      "component_distances": {
+        "circular_month": 0.381111,
+        "numeric": 0.436255,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.669039,
+      "distance": 0.330961,
+      "component_distances": {
+        "circular_month": 0.257222,
+        "numeric": 0.064287,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.804503,
+      "distance": 0.195497,
+      "component_distances": {
+        "circular_month": 0.055833,
+        "numeric": 0.004654,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.621763,
+      "distance": 0.378237,
+      "component_distances": {
+        "circular_month": 0.474722,
+        "numeric": 0.101394,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.673193,
+      "distance": 0.326807,
+      "component_distances": {
+        "circular_month": 0.090972,
+        "numeric": 0.169674,
+        "categorical": 0.64,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.331954,
+      "distance": 0.668046,
+      "component_distances": {
+        "circular_month": 0.678333,
+        "numeric": 0.186851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Garlic Mustard",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.333934,
+      "distance": 0.666066,
+      "component_distances": {
+        "circular_month": 0.655,
+        "numeric": 0.216263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Goats Beard",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.916389,
+      "distance": 0.083611,
+      "component_distances": {
+        "circular_month": 0.148333,
+        "numeric": 0.097111,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.648172,
+      "distance": 0.351828,
+      "component_distances": {
+        "circular_month": 0.297222,
+        "numeric": 0.279757,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.598189,
+      "distance": 0.401811,
+      "component_distances": {
+        "circular_month": 0.255625,
+        "numeric": 0.270244,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.675727,
+      "distance": 0.324273,
+      "component_distances": {
+        "circular_month": 0.157778,
+        "numeric": 0.228649,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.592541,
+      "distance": 0.407459,
+      "component_distances": {
+        "circular_month": 0.570556,
+        "numeric": 0.064948,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.719914,
+      "distance": 0.280086,
+      "component_distances": {
+        "circular_month": 0.148472,
+        "numeric": 0.26279,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.71748,
+      "distance": 0.28252,
+      "component_distances": {
+        "circular_month": 0.438333,
+        "numeric": 0.001318,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.631603,
+      "distance": 0.368397,
+      "component_distances": {
+        "circular_month": 0.231667,
+        "numeric": 0.350921,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.560803,
+      "distance": 0.439197,
+      "component_distances": {
+        "circular_month": 0.403056,
+        "numeric": 0.359901,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.52293,
+      "distance": 0.47707,
+      "component_distances": {
+        "circular_month": 0.232361,
+        "numeric": 0.688501,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.574132,
+      "distance": 0.425868,
+      "component_distances": {
+        "circular_month": 0.258472,
+        "numeric": 0.361917,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.658268,
+      "distance": 0.341732,
+      "component_distances": {
+        "circular_month": 0.230208,
+        "numeric": 0.474594,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.508942,
+      "distance": 0.491058,
+      "component_distances": {
+        "circular_month": 0.409236,
+        "numeric": 0.557455,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.689393,
+      "distance": 0.310607,
+      "component_distances": {
+        "circular_month": 0.479722,
+        "numeric": 0.047444,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.82003,
+      "distance": 0.17997,
+      "component_distances": {
+        "circular_month": 0.085694,
+        "numeric": 0.090769,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.48758,
+      "distance": 0.51242,
+      "component_distances": {
+        "circular_month": 0.834167,
+        "numeric": 0.063012,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.674442,
+      "distance": 0.325558,
+      "component_distances": {
+        "circular_month": 0.207917,
+        "numeric": 0.413563,
+        "categorical": 0.32,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.48868,
+      "distance": 0.51132,
+      "component_distances": {
+        "circular_month": 0.249097,
+        "numeric": 0.406724,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.763253,
+      "distance": 0.236747,
+      "component_distances": {
+        "circular_month": 0.145347,
+        "numeric": 0.190431,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.654435,
+      "distance": 0.345565,
+      "component_distances": {
+        "circular_month": 0.172014,
+        "numeric": 0.387039,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.616123,
+      "distance": 0.383877,
+      "component_distances": {
+        "circular_month": 0.245347,
+        "numeric": 0.422951,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.813709,
+      "distance": 0.186291,
+      "component_distances": {
+        "circular_month": 0.121111,
+        "numeric": 0.059388,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.705838,
+      "distance": 0.294162,
+      "component_distances": {
+        "circular_month": 0.3225,
+        "numeric": 0.008649,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.374104,
+      "distance": 0.625896,
+      "component_distances": {
+        "circular_month": 0.853056,
+        "numeric": 0.114697,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.615367,
+      "distance": 0.384633,
+      "component_distances": {
+        "circular_month": 0.317222,
+        "numeric": 0.182977,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.242307,
+      "distance": 0.757693,
+      "component_distances": {
+        "circular_month": 0.920833,
+        "numeric": 0.157439,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.501621,
+      "distance": 0.498379,
+      "component_distances": {
+        "circular_month": 0.254167,
+        "numeric": 0.186851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Green Alkanet",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.731288,
+      "distance": 0.268712,
+      "component_distances": {
+        "circular_month": 0.148889,
+        "numeric": 0.184624,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.672878,
+      "distance": 0.327122,
+      "component_distances": {
+        "circular_month": 0.124653,
+        "numeric": 0.181043,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.733775,
+      "distance": 0.266225,
+      "component_distances": {
+        "circular_month": 0.071806,
+        "numeric": 0.13401,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.658217,
+      "distance": 0.341783,
+      "component_distances": {
+        "circular_month": 0.422222,
+        "numeric": 0.039578,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.765686,
+      "distance": 0.234314,
+      "component_distances": {
+        "circular_month": 0.089792,
+        "numeric": 0.173589,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.752536,
+      "distance": 0.247464,
+      "component_distances": {
+        "circular_month": 0.29,
+        "numeric": 0.098429,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.684042,
+      "distance": 0.315958,
+      "component_distances": {
+        "circular_month": 0.156319,
+        "numeric": 0.261719,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.642436,
+      "distance": 0.357564,
+      "component_distances": {
+        "circular_month": 0.254722,
+        "numeric": 0.270699,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.520342,
+      "distance": 0.479658,
+      "component_distances": {
+        "circular_month": 0.294583,
+        "numeric": 0.599299,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.635988,
+      "distance": 0.364012,
+      "component_distances": {
+        "circular_month": 0.159583,
+        "numeric": 0.272715,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.702124,
+      "distance": 0.297876,
+      "component_distances": {
+        "circular_month": 0.176319,
+        "numeric": 0.385392,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.583631,
+      "distance": 0.416369,
+      "component_distances": {
+        "circular_month": 0.278264,
+        "numeric": 0.468253,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.745328,
+      "distance": 0.254672,
+      "component_distances": {
+        "circular_month": 0.331389,
+        "numeric": 0.061036,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.78208,
+      "distance": 0.21792,
+      "component_distances": {
+        "circular_month": 0.230556,
+        "numeric": 0.01079,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.524613,
+      "distance": 0.475387,
+      "component_distances": {
+        "circular_month": 0.685833,
+        "numeric": 0.152214,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.690521,
+      "distance": 0.309479,
+      "component_distances": {
+        "circular_month": 0.223472,
+        "numeric": 0.324362,
+        "categorical": 0.32,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.545703,
+      "distance": 0.454297,
+      "component_distances": {
+        "circular_month": 0.162292,
+        "numeric": 0.317523,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.817681,
+      "distance": 0.182319,
+      "component_distances": {
+        "circular_month": 0.0675,
+        "numeric": 0.097275,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.635874,
+      "distance": 0.364126,
+      "component_distances": {
+        "circular_month": 0.274167,
+        "numeric": 0.297838,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.667979,
+      "distance": 0.332021,
+      "component_distances": {
+        "circular_month": 0.171458,
+        "numeric": 0.33375,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.85492,
+      "distance": 0.14508,
+      "component_distances": {
+        "circular_month": 0.027917,
+        "numeric": 0.043655,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.742006,
+      "distance": 0.257994,
+      "component_distances": {
+        "circular_month": 0.174167,
+        "numeric": 0.101311,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.411137,
+      "distance": 0.588863,
+      "component_distances": {
+        "circular_month": 0.704722,
+        "numeric": 0.203898,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.649344,
+      "distance": 0.350656,
+      "component_distances": {
+        "circular_month": 0.176528,
+        "numeric": 0.272179,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.25872,
+      "distance": 0.74128,
+      "component_distances": {
+        "circular_month": 0.8625,
+        "numeric": 0.185121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Goats Beard",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.408033,
+      "distance": 0.591967,
+      "component_distances": {
+        "circular_month": 0.470833,
+        "numeric": 0.214533,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Honeysuckle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.852163,
+      "distance": 0.147837,
+      "component_distances": {
+        "circular_month": 0.110278,
+        "numeric": 0.018905,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.713334,
+      "distance": 0.286666,
+      "component_distances": {
+        "circular_month": 0.154722,
+        "numeric": 0.051108,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.679616,
+      "distance": 0.320384,
+      "component_distances": {
+        "circular_month": 0.273333,
+        "numeric": 0.224202,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.749768,
+      "distance": 0.250232,
+      "component_distances": {
+        "circular_month": 0.202222,
+        "numeric": 0.02537,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.760402,
+      "distance": 0.239598,
+      "component_distances": {
+        "circular_month": 0.176181,
+        "numeric": 0.281075,
+        "categorical": 0.28,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.866647,
+      "distance": 0.133353,
+      "component_distances": {
+        "circular_month": 0.178056,
+        "numeric": 0.077095,
+        "categorical": 0.0,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.893291,
+      "distance": 0.106709,
+      "component_distances": {
+        "circular_month": 0.105833,
+        "numeric": 0.086075,
+        "categorical": 0.0,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.503137,
+      "distance": 0.496863,
+      "component_distances": {
+        "circular_month": 0.322986,
+        "numeric": 0.414675,
+        "categorical": 0.72,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.820866,
+      "distance": 0.179134,
+      "component_distances": {
+        "circular_month": 0.145278,
+        "numeric": 0.088091,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.652697,
+      "distance": 0.347303,
+      "component_distances": {
+        "circular_month": 0.272778,
+        "numeric": 0.200768,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.76487,
+      "distance": 0.23513,
+      "component_distances": {
+        "circular_month": 0.163056,
+        "numeric": 0.28363,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.766667,
+      "distance": 0.233333,
+      "component_distances": {
+        "circular_month": 0.183889,
+        "numeric": 0.243682,
+        "categorical": 0.28,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.543369,
+      "distance": 0.456631,
+      "component_distances": {
+        "circular_month": 0.379444,
+        "numeric": 0.195414,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.538013,
+      "distance": 0.461987,
+      "component_distances": {
+        "circular_month": 0.536944,
+        "numeric": 0.336837,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.659288,
+      "distance": 0.340712,
+      "component_distances": {
+        "circular_month": 0.274444,
+        "numeric": 0.139738,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.666967,
+      "distance": 0.333033,
+      "component_distances": {
+        "circular_month": 0.168611,
+        "numeric": 0.132899,
+        "categorical": 0.48,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.757224,
+      "distance": 0.242776,
+      "component_distances": {
+        "circular_month": 0.203611,
+        "numeric": 0.089326,
+        "categorical": 0.32,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.570474,
+      "distance": 0.429526,
+      "component_distances": {
+        "circular_month": 0.423056,
+        "numeric": 0.113214,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.610718,
+      "distance": 0.389282,
+      "component_distances": {
+        "circular_month": 0.3,
+        "numeric": 0.149126,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.616486,
+      "distance": 0.383514,
+      "component_distances": {
+        "circular_month": 0.176111,
+        "numeric": 0.228279,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.73265,
+      "distance": 0.26735,
+      "component_distances": {
+        "circular_month": 0.103403,
+        "numeric": 0.283957,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.424536,
+      "distance": 0.575464,
+      "component_distances": {
+        "circular_month": 0.555833,
+        "numeric": 0.388522,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.66266,
+      "distance": 0.33734,
+      "component_distances": {
+        "circular_month": 0.170347,
+        "numeric": 0.456803,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.322116,
+      "distance": 0.677884,
+      "component_distances": {
+        "circular_month": 0.708333,
+        "numeric": 0.178201,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Green Alkanet",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.348097,
+      "distance": 0.651903,
+      "component_distances": {
+        "circular_month": 0.625,
+        "numeric": 0.207612,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Horsetail",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.672739,
+      "distance": 0.327261,
+      "component_distances": {
+        "circular_month": 0.107847,
+        "numeric": 0.047033,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.580289,
+      "distance": 0.419711,
+      "component_distances": {
+        "circular_month": 0.351389,
+        "numeric": 0.220621,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.71647,
+      "distance": 0.28353,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.007454,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.664566,
+      "distance": 0.335434,
+      "component_distances": {
+        "circular_month": 0.219167,
+        "numeric": 0.271068,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.870749,
+      "distance": 0.129251,
+      "component_distances": {
+        "circular_month": 0.1,
+        "numeric": 0.089574,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.837173,
+      "distance": 0.162827,
+      "component_distances": {
+        "circular_month": 0.183889,
+        "numeric": 0.089656,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.454464,
+      "distance": 0.545536,
+      "component_distances": {
+        "circular_month": 0.307431,
+        "numeric": 0.418256,
+        "categorical": 0.84,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.950873,
+      "distance": 0.049127,
+      "component_distances": {
+        "circular_month": 0.059653,
+        "numeric": 0.101064,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.656799,
+      "distance": 0.343201,
+      "component_distances": {
+        "circular_month": 0.194722,
+        "numeric": 0.213247,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.743753,
+      "distance": 0.256247,
+      "component_distances": {
+        "circular_month": 0.153611,
+        "numeric": 0.287211,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.659583,
+      "distance": 0.340417,
+      "component_distances": {
+        "circular_month": 0.260556,
+        "numeric": 0.224777,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.599486,
+      "distance": 0.400514,
+      "component_distances": {
+        "circular_month": 0.301389,
+        "numeric": 0.191833,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.438686,
+      "distance": 0.561314,
+      "component_distances": {
+        "circular_month": 0.615,
+        "numeric": 0.333256,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.629642,
+      "distance": 0.370358,
+      "component_distances": {
+        "circular_month": 0.236319,
+        "numeric": 0.143319,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.753798,
+      "distance": 0.246202,
+      "component_distances": {
+        "circular_month": 0.096806,
+        "numeric": 0.141917,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.765836,
+      "distance": 0.234164,
+      "component_distances": {
+        "circular_month": 0.125556,
+        "numeric": 0.083768,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.669307,
+      "distance": 0.330693,
+      "component_distances": {
+        "circular_month": 0.345,
+        "numeric": 0.118772,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.617045,
+      "distance": 0.382955,
+      "component_distances": {
+        "circular_month": 0.221944,
+        "numeric": 0.152707,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.572798,
+      "distance": 0.427202,
+      "component_distances": {
+        "circular_month": 0.152569,
+        "numeric": 0.224698,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.648471,
+      "distance": 0.351529,
+      "component_distances": {
+        "circular_month": 0.144514,
+        "numeric": 0.278893,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.422098,
+      "distance": 0.577902,
+      "component_distances": {
+        "circular_month": 0.624167,
+        "numeric": 0.384941,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.575445,
+      "distance": 0.424555,
+      "component_distances": {
+        "circular_month": 0.218125,
+        "numeric": 0.453222,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.354858,
+      "distance": 0.645142,
+      "component_distances": {
+        "circular_month": 0.66,
+        "numeric": 0.124567,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Honeysuckle",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.342172,
+      "distance": 0.657828,
+      "component_distances": {
+        "circular_month": 0.673333,
+        "numeric": 0.153979,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Lesser Celandine",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.573381,
+      "distance": 0.426619,
+      "component_distances": {
+        "circular_month": 0.428056,
+        "numeric": 0.173588,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.904248,
+      "distance": 0.095752,
+      "component_distances": {
+        "circular_month": 0.0475,
+        "numeric": 0.039579,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.568175,
+      "distance": 0.431825,
+      "component_distances": {
+        "circular_month": 0.295833,
+        "numeric": 0.229967,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.672739,
+      "distance": 0.327261,
+      "component_distances": {
+        "circular_month": 0.158333,
+        "numeric": 0.127709,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.629605,
+      "distance": 0.370395,
+      "component_distances": {
+        "circular_month": 0.260556,
+        "numeric": 0.136689,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.714709,
+      "distance": 0.285291,
+      "component_distances": {
+        "circular_month": 0.235278,
+        "numeric": 0.465289,
+        "categorical": 0.16,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.634849,
+      "distance": 0.365151,
+      "component_distances": {
+        "circular_month": 0.145278,
+        "numeric": 0.138705,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.687932,
+      "distance": 0.312068,
+      "component_distances": {
+        "circular_month": 0.143056,
+        "numeric": 0.251382,
+        "categorical": 0.36,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.543492,
+      "distance": 0.456508,
+      "component_distances": {
+        "circular_month": 0.251458,
+        "numeric": 0.334243,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.560968,
+      "distance": 0.439032,
+      "component_distances": {
+        "circular_month": 0.337222,
+        "numeric": 0.192574,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.669911,
+      "distance": 0.330089,
+      "component_distances": {
+        "circular_month": 0.224722,
+        "numeric": 0.1448,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.395777,
+      "distance": 0.604223,
+      "component_distances": {
+        "circular_month": 0.691667,
+        "numeric": 0.286224,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.686745,
+      "distance": 0.313255,
+      "component_distances": {
+        "circular_month": 0.164167,
+        "numeric": 0.190352,
+        "categorical": 0.4,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.662927,
+      "distance": 0.337073,
+      "component_distances": {
+        "circular_month": 0.147986,
+        "numeric": 0.183513,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.799779,
+      "distance": 0.200221,
+      "component_distances": {
+        "circular_month": 0.106667,
+        "numeric": 0.038218,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.619346,
+      "distance": 0.380654,
+      "component_distances": {
+        "circular_month": 0.268333,
+        "numeric": 0.163828,
+        "categorical": 0.48,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.720176,
+      "distance": 0.279824,
+      "component_distances": {
+        "circular_month": 0.204722,
+        "numeric": 0.19974,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.822616,
+      "distance": 0.177384,
+      "component_distances": {
+        "circular_month": 0.085278,
+        "numeric": 0.177665,
+        "categorical": 0.28,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.653343,
+      "distance": 0.346657,
+      "component_distances": {
+        "circular_month": 0.191111,
+        "numeric": 0.232849,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.375301,
+      "distance": 0.624699,
+      "component_distances": {
+        "circular_month": 0.710556,
+        "numeric": 0.337908,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.592119,
+      "distance": 0.407881,
+      "component_distances": {
+        "circular_month": 0.235833,
+        "numeric": 0.406189,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.233882,
+      "distance": 0.766118,
+      "component_distances": {
+        "circular_month": 0.93,
+        "numeric": 0.176471,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Horsetail",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.437196,
+      "distance": 0.562804,
+      "component_distances": {
+        "circular_month": 0.403333,
+        "numeric": 0.205882,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.593486,
+      "distance": 0.406514,
+      "component_distances": {
+        "circular_month": 0.475556,
+        "numeric": 0.213166,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.860799,
+      "distance": 0.139201,
+      "component_distances": {
+        "circular_month": 0.139444,
+        "numeric": 0.066265,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.56412,
+      "distance": 0.43588,
+      "component_distances": {
+        "circular_month": 0.451389,
+        "numeric": 0.301297,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.664986,
+      "distance": 0.335014,
+      "component_distances": {
+        "circular_month": 0.193611,
+        "numeric": 0.310277,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.403836,
+      "distance": 0.596164,
+      "component_distances": {
+        "circular_month": 0.541111,
+        "numeric": 0.638877,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.534482,
+      "distance": 0.465518,
+      "component_distances": {
+        "circular_month": 0.408611,
+        "numeric": 0.312293,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.443313,
+      "distance": 0.556687,
+      "component_distances": {
+        "circular_month": 0.546111,
+        "numeric": 0.42497,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.583042,
+      "distance": 0.416958,
+      "component_distances": {
+        "circular_month": 0.275,
+        "numeric": 0.507831,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.878925,
+      "distance": 0.121075,
+      "component_distances": {
+        "circular_month": 0.1175,
+        "numeric": 0.028873,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.568692,
+      "distance": 0.431308,
+      "component_distances": {
+        "circular_month": 0.652778,
+        "numeric": 0.028787,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.654397,
+      "distance": 0.345603,
+      "component_distances": {
+        "circular_month": 0.263611,
+        "numeric": 0.112636,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.449904,
+      "distance": 0.550096,
+      "component_distances": {
+        "circular_month": 0.547778,
+        "numeric": 0.36394,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.509947,
+      "distance": 0.490053,
+      "component_distances": {
+        "circular_month": 0.441944,
+        "numeric": 0.357101,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.543009,
+      "distance": 0.456991,
+      "component_distances": {
+        "circular_month": 0.476944,
+        "numeric": 0.136853,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.370977,
+      "distance": 0.629023,
+      "component_distances": {
+        "circular_month": 0.680764,
+        "numeric": 0.337415,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.489335,
+      "distance": 0.510665,
+      "component_distances": {
+        "circular_month": 0.573333,
+        "numeric": 0.373328,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.655832,
+      "distance": 0.344168,
+      "component_distances": {
+        "circular_month": 0.449444,
+        "numeric": 0.00556,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.760491,
+      "distance": 0.239509,
+      "component_distances": {
+        "circular_month": 0.248056,
+        "numeric": 0.069148,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.63392,
+      "distance": 0.36608,
+      "component_distances": {
+        "circular_month": 0.2825,
+        "numeric": 0.16432,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.635033,
+      "distance": 0.364967,
+      "component_distances": {
+        "circular_month": 0.253333,
+        "numeric": 0.238533,
+        "categorical": 0.52,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.373232,
+      "distance": 0.626768,
+      "component_distances": {
+        "circular_month": 0.56,
+        "numeric": 0.211073,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Lesser Celandine",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.280546,
+      "distance": 0.719454,
+      "component_distances": {
+        "circular_month": 0.773333,
+        "numeric": 0.240484,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.584763,
+      "distance": 0.415237,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.263614,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.740712,
+      "distance": 0.259288,
+      "component_distances": {
+        "circular_month": 0.118194,
+        "numeric": 0.09604,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.6645,
+      "distance": 0.3355,
+      "component_distances": {
+        "circular_month": 0.308056,
+        "numeric": 0.097111,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.680656,
+      "distance": 0.319344,
+      "component_distances": {
+        "circular_month": 0.204792,
+        "numeric": 0.425711,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.692534,
+      "distance": 0.307466,
+      "component_distances": {
+        "circular_month": 0.121458,
+        "numeric": 0.10753,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.749794,
+      "distance": 0.250206,
+      "component_distances": {
+        "circular_month": 0.118194,
+        "numeric": 0.219713,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.590028,
+      "distance": 0.409972,
+      "component_distances": {
+        "circular_month": 0.260764,
+        "numeric": 0.294665,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.579533,
+      "distance": 0.420467,
+      "component_distances": {
+        "circular_month": 0.384722,
+        "numeric": 0.218312,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.727183,
+      "distance": 0.272817,
+      "component_distances": {
+        "circular_month": 0.179306,
+        "numeric": 0.184379,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.411438,
+      "distance": 0.588562,
+      "component_distances": {
+        "circular_month": 0.737778,
+        "numeric": 0.325802,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.745418,
+      "distance": 0.254582,
+      "component_distances": {
+        "circular_month": 0.152222,
+        "numeric": 0.150773,
+        "categorical": 0.28,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.640874,
+      "distance": 0.359126,
+      "component_distances": {
+        "circular_month": 0.124167,
+        "numeric": 0.148383,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.854894,
+      "distance": 0.145106,
+      "component_distances": {
+        "circular_month": 0.067569,
+        "numeric": 0.076314,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.688357,
+      "distance": 0.311643,
+      "component_distances": {
+        "circular_month": 0.220833,
+        "numeric": 0.125238,
+        "categorical": 0.36,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.795404,
+      "distance": 0.204596,
+      "component_distances": {
+        "circular_month": 0.163889,
+        "numeric": 0.160161,
+        "categorical": 0.12,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.755384,
+      "distance": 0.244616,
+      "component_distances": {
+        "circular_month": 0.088264,
+        "numeric": 0.217243,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.58514,
+      "distance": 0.41486,
+      "component_distances": {
+        "circular_month": 0.2275,
+        "numeric": 0.271439,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.401101,
+      "distance": 0.598899,
+      "component_distances": {
+        "circular_month": 0.731319,
+        "numeric": 0.377487,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.52603,
+      "distance": 0.47397,
+      "component_distances": {
+        "circular_month": 0.266319,
+        "numeric": 0.445767,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.241993,
+      "distance": 0.758007,
+      "component_distances": {
+        "circular_month": 0.94,
+        "numeric": 0.128028,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.453307,
+      "distance": 0.546693,
+      "component_distances": {
+        "circular_month": 0.393333,
+        "numeric": 0.157439,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Oxeye Daisy",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.653397,
+      "distance": 0.346603,
+      "component_distances": {
+        "circular_month": 0.319167,
+        "numeric": 0.351744,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.722569,
+      "distance": 0.277431,
+      "component_distances": {
+        "circular_month": 0.140625,
+        "numeric": 0.360724,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.364002,
+      "distance": 0.635998,
+      "component_distances": {
+        "circular_month": 0.499167,
+        "numeric": 0.689324,
+        "categorical": 0.72,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.618636,
+      "distance": 0.381364,
+      "component_distances": {
+        "circular_month": 0.276389,
+        "numeric": 0.363235,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.52759,
+      "distance": 0.47241,
+      "component_distances": {
+        "circular_month": 0.413889,
+        "numeric": 0.475417,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.63618,
+      "distance": 0.36382,
+      "component_distances": {
+        "circular_month": 0.233125,
+        "numeric": 0.558279,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.971377,
+      "distance": 0.028623,
+      "component_distances": {
+        "circular_month": 0.041389,
+        "numeric": 0.048268,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.556756,
+      "distance": 0.443244,
+      "component_distances": {
+        "circular_month": 0.520556,
+        "numeric": 0.092087,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.66312,
+      "distance": 0.33688,
+      "component_distances": {
+        "circular_month": 0.395833,
+        "numeric": 0.062188,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.529181,
+      "distance": 0.470819,
+      "component_distances": {
+        "circular_month": 0.428056,
+        "numeric": 0.414387,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.509861,
+      "distance": 0.490139,
+      "component_distances": {
+        "circular_month": 0.309722,
+        "numeric": 0.407548,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.626174,
+      "distance": 0.373826,
+      "component_distances": {
+        "circular_month": 0.344722,
+        "numeric": 0.191749,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.445368,
+      "distance": 0.554632,
+      "component_distances": {
+        "circular_month": 0.564167,
+        "numeric": 0.387863,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.485612,
+      "distance": 0.514388,
+      "component_distances": {
+        "circular_month": 0.441111,
+        "numeric": 0.423775,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.645935,
+      "distance": 0.354065,
+      "component_distances": {
+        "circular_month": 0.317222,
+        "numeric": 0.060706,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.884853,
+      "distance": 0.115147,
+      "component_distances": {
+        "circular_month": 0.115833,
+        "numeric": 0.007825,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.549643,
+      "distance": 0.450357,
+      "component_distances": {
+        "circular_month": 0.414722,
+        "numeric": 0.113873,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.742267,
+      "distance": 0.257733,
+      "component_distances": {
+        "circular_month": 0.142986,
+        "numeric": 0.182154,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.391406,
+      "distance": 0.608594,
+      "component_distances": {
+        "circular_month": 0.549167,
+        "numeric": 0.155709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.290053,
+      "distance": 0.709947,
+      "component_distances": {
+        "circular_month": 0.784167,
+        "numeric": 0.185121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.884199,
+      "distance": 0.115801,
+      "component_distances": {
+        "circular_month": 0.283889,
+        "numeric": 0.00898,
+        "categorical": 0.0,
+        "traits": 0.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 6
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.541186,
+      "distance": 0.458814,
+      "component_distances": {
+        "circular_month": 0.235139,
+        "numeric": 0.33758,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.913159,
+      "distance": 0.086841,
+      "component_distances": {
+        "circular_month": 0.042778,
+        "numeric": 0.01149,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.762082,
+      "distance": 0.237918,
+      "component_distances": {
+        "circular_month": 0.11,
+        "numeric": 0.123673,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.804509,
+      "distance": 0.195491,
+      "component_distances": {
+        "circular_month": 0.1925,
+        "numeric": 0.206534,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.64619,
+      "distance": 0.35381,
+      "component_distances": {
+        "circular_month": 0.360556,
+        "numeric": 0.314352,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.554509,
+      "distance": 0.445491,
+      "component_distances": {
+        "circular_month": 0.2625,
+        "numeric": 0.27251,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.446683,
+      "distance": 0.553317,
+      "component_distances": {
+        "circular_month": 0.654583,
+        "numeric": 0.413933,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.692673,
+      "distance": 0.307327,
+      "component_distances": {
+        "circular_month": 0.239167,
+        "numeric": 0.062643,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.75841,
+      "distance": 0.24159,
+      "component_distances": {
+        "circular_month": 0.029097,
+        "numeric": 0.055803,
+        "categorical": 0.48,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.813587,
+      "distance": 0.186413,
+      "component_distances": {
+        "circular_month": 0.096111,
+        "numeric": 0.164444,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.68097,
+      "distance": 0.31903,
+      "component_distances": {
+        "circular_month": 0.245,
+        "numeric": 0.036118,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.721215,
+      "distance": 0.278785,
+      "component_distances": {
+        "circular_month": 0.121944,
+        "numeric": 0.072031,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.583598,
+      "distance": 0.416402,
+      "component_distances": {
+        "circular_month": 0.169236,
+        "numeric": 0.305374,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.648774,
+      "distance": 0.351226,
+      "component_distances": {
+        "circular_month": 0.203333,
+        "numeric": 0.35957,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.351982,
+      "distance": 0.648018,
+      "component_distances": {
+        "circular_month": 0.648125,
+        "numeric": 0.465618,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.585609,
+      "distance": 0.414391,
+      "component_distances": {
+        "circular_month": 0.252292,
+        "numeric": 0.533898,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.320073,
+      "distance": 0.679927,
+      "component_distances": {
+        "circular_month": 0.7275,
+        "numeric": 0.155709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Oxeye Daisy",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.361386,
+      "distance": 0.638614,
+      "component_distances": {
+        "circular_month": 0.605833,
+        "numeric": 0.185121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.477486,
+      "distance": 0.522514,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.3286,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.832116,
+      "distance": 0.167884,
+      "component_distances": {
+        "circular_month": 0.241111,
+        "numeric": 0.018328,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.652928,
+      "distance": 0.347072,
+      "component_distances": {
+        "circular_month": 0.378611,
+        "numeric": 0.130511,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.841148,
+      "distance": 0.158852,
+      "component_distances": {
+        "circular_month": 0.1025,
+        "numeric": 0.20398,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.739108,
+      "distance": 0.260892,
+      "component_distances": {
+        "circular_month": 0.129444,
+        "numeric": 0.312456,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.463153,
+      "distance": 0.536847,
+      "component_distances": {
+        "circular_month": 0.485278,
+        "numeric": 0.28149,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.533827,
+      "distance": 0.466173,
+      "component_distances": {
+        "circular_month": 0.431111,
+        "numeric": 0.422913,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.638473,
+      "distance": 0.361527,
+      "component_distances": {
+        "circular_month": 0.380278,
+        "numeric": 0.053663,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.659427,
+      "distance": 0.340573,
+      "component_distances": {
+        "circular_month": 0.274444,
+        "numeric": 0.059182,
+        "categorical": 0.48,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.726009,
+      "distance": 0.273991,
+      "component_distances": {
+        "circular_month": 0.309444,
+        "numeric": 0.173424,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.567435,
+      "distance": 0.432565,
+      "component_distances": {
+        "circular_month": 0.528889,
+        "numeric": 0.036036,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.609039,
+      "distance": 0.390961,
+      "component_distances": {
+        "circular_month": 0.405833,
+        "numeric": 0.066511,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.53627,
+      "distance": 0.46373,
+      "component_distances": {
+        "circular_month": 0.281944,
+        "numeric": 0.314354,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.654529,
+      "distance": 0.345471,
+      "component_distances": {
+        "circular_month": 0.183333,
+        "numeric": 0.36855,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.428987,
+      "distance": 0.571013,
+      "component_distances": {
+        "circular_month": 0.45,
+        "numeric": 0.474597,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.584253,
+      "distance": 0.415747,
+      "component_distances": {
+        "circular_month": 0.250069,
+        "numeric": 0.542878,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.41658,
+      "distance": 0.58342,
+      "component_distances": {
+        "circular_month": 0.520833,
+        "numeric": 0.100346,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.292561,
+      "distance": 0.707439,
+      "component_distances": {
+        "circular_month": 0.8125,
+        "numeric": 0.129758,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Red Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.501243,
+      "distance": 0.498757,
+      "component_distances": {
+        "circular_month": 0.247778,
+        "numeric": 0.326584,
+        "categorical": 0.84,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.728551,
+      "distance": 0.271449,
+      "component_distances": {
+        "circular_month": 0.154931,
+        "numeric": 0.213907,
+        "categorical": 0.28,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.603794,
+      "distance": 0.396206,
+      "component_distances": {
+        "circular_month": 0.308611,
+        "numeric": 0.131046,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.372986,
+      "distance": 0.627014,
+      "component_distances": {
+        "circular_month": 0.506875,
+        "numeric": 0.641056,
+        "categorical": 0.72,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.536644,
+      "distance": 0.463356,
+      "component_distances": {
+        "circular_month": 0.247083,
+        "numeric": 0.61009,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.280122,
+      "distance": 0.719878,
+      "component_distances": {
+        "circular_month": 0.67,
+        "numeric": 0.751513,
+        "categorical": 0.72,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.719091,
+      "distance": 0.280909,
+      "component_distances": {
+        "circular_month": 0.156111,
+        "numeric": 0.281858,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.649306,
+      "distance": 0.350694,
+      "component_distances": {
+        "circular_month": 0.210625,
+        "numeric": 0.281776,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.575633,
+      "distance": 0.424367,
+      "component_distances": {
+        "circular_month": 0.247153,
+        "numeric": 0.502024,
+        "categorical": 0.4,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.662996,
+      "distance": 0.337004,
+      "component_distances": {
+        "circular_month": 0.154097,
+        "numeric": 0.301461,
+        "categorical": 0.4,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.743585,
+      "distance": 0.256415,
+      "component_distances": {
+        "circular_month": 0.207569,
+        "numeric": 0.265549,
+        "categorical": 0.16,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.615182,
+      "distance": 0.384818,
+      "component_distances": {
+        "circular_month": 0.293056,
+        "numeric": 0.642954,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.435157,
+      "distance": 0.564843,
+      "component_distances": {
+        "circular_month": 0.426389,
+        "numeric": 0.69715,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.269784,
+      "distance": 0.730216,
+      "component_distances": {
+        "circular_month": 0.663542,
+        "numeric": 0.803197,
+        "categorical": 0.72,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.373686,
+      "distance": 0.626314,
+      "component_distances": {
+        "circular_month": 0.471111,
+        "numeric": 0.871478,
+        "categorical": 0.6,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.284227,
+      "distance": 0.715773,
+      "component_distances": {
+        "circular_month": 0.896667,
+        "numeric": 0.089965,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.54354,
+      "distance": 0.45646,
+      "component_distances": {
+        "circular_month": 0.23,
+        "numeric": 0.119377,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Red Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.704831,
+      "distance": 0.295169,
+      "component_distances": {
+        "circular_month": 0.1375,
+        "numeric": 0.112677,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.76781,
+      "distance": 0.23219,
+      "component_distances": {
+        "circular_month": 0.150764,
+        "numeric": 0.195538,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.611428,
+      "distance": 0.388572,
+      "component_distances": {
+        "circular_month": 0.317778,
+        "numeric": 0.325842,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.581401,
+      "distance": 0.418599,
+      "component_distances": {
+        "circular_month": 0.289306,
+        "numeric": 0.283506,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.410657,
+      "distance": 0.589343,
+      "component_distances": {
+        "circular_month": 0.627778,
+        "numeric": 0.424929,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.659422,
+      "distance": 0.340578,
+      "component_distances": {
+        "circular_month": 0.219167,
+        "numeric": 0.051647,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.801937,
+      "distance": 0.198063,
+      "component_distances": {
+        "circular_month": 0.037153,
+        "numeric": 0.044808,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.74789,
+      "distance": 0.25211,
+      "component_distances": {
+        "circular_month": 0.113125,
+        "numeric": 0.17544,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.715608,
+      "distance": 0.284392,
+      "component_distances": {
+        "circular_month": 0.287778,
+        "numeric": 0.025123,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.662852,
+      "distance": 0.337148,
+      "component_distances": {
+        "circular_month": 0.164722,
+        "numeric": 0.061035,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.541908,
+      "distance": 0.458092,
+      "component_distances": {
+        "circular_month": 0.1725,
+        "numeric": 0.31637,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.610581,
+      "distance": 0.389419,
+      "component_distances": {
+        "circular_month": 0.181944,
+        "numeric": 0.370566,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.400319,
+      "distance": 0.599681,
+      "component_distances": {
+        "circular_month": 0.621319,
+        "numeric": 0.476613,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.537554,
+      "distance": 0.462446,
+      "component_distances": {
+        "circular_month": 0.255556,
+        "numeric": 0.544894,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.333307,
+      "distance": 0.666693,
+      "component_distances": {
+        "circular_month": 0.693333,
+        "numeric": 0.157439,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Campion",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.347287,
+      "distance": 0.652713,
+      "component_distances": {
+        "circular_month": 0.64,
+        "numeric": 0.186851,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Red Dead Nettle",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.757539,
+      "distance": 0.242461,
+      "component_distances": {
+        "circular_month": 0.287222,
+        "numeric": 0.082861,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.520383,
+      "distance": 0.479617,
+      "component_distances": {
+        "circular_month": 0.455278,
+        "numeric": 0.438024,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.583871,
+      "distance": 0.416129,
+      "component_distances": {
+        "circular_month": 0.232708,
+        "numeric": 0.396183,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.403849,
+      "distance": 0.596151,
+      "component_distances": {
+        "circular_month": 0.684375,
+        "numeric": 0.537606,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.837904,
+      "distance": 0.162096,
+      "component_distances": {
+        "circular_month": 0.223889,
+        "numeric": 0.086735,
+        "categorical": 0.04,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.684501,
+      "distance": 0.315499,
+      "component_distances": {
+        "circular_month": 0.104167,
+        "numeric": 0.071329,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.809558,
+      "distance": 0.190442,
+      "component_distances": {
+        "circular_month": 0.128889,
+        "numeric": 0.288117,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.849413,
+      "distance": 0.150587,
+      "component_distances": {
+        "circular_month": 0.150278,
+        "numeric": 0.094475,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.892476,
+      "distance": 0.107524,
+      "component_distances": {
+        "circular_month": 0.061667,
+        "numeric": 0.064,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.598822,
+      "distance": 0.401178,
+      "component_distances": {
+        "circular_month": 0.174792,
+        "numeric": 0.429047,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.523939,
+      "distance": 0.476061,
+      "component_distances": {
+        "circular_month": 0.308125,
+        "numeric": 0.483243,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.309147,
+      "distance": 0.690853,
+      "component_distances": {
+        "circular_month": 0.677917,
+        "numeric": 0.58929,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.462468,
+      "distance": 0.537532,
+      "component_distances": {
+        "circular_month": 0.352847,
+        "numeric": 0.657571,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.254073,
+      "distance": 0.745927,
+      "component_distances": {
+        "circular_month": 0.8925,
+        "numeric": 0.155709,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Clover",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.427386,
+      "distance": 0.572614,
+      "component_distances": {
+        "circular_month": 0.440833,
+        "numeric": 0.185121,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Reed Warbler",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.648349,
+      "distance": 0.351651,
+      "component_distances": {
+        "circular_month": 0.231944,
+        "numeric": 0.511494,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.431848,
+      "distance": 0.568152,
+      "component_distances": {
+        "circular_month": 0.440069,
+        "numeric": 0.479044,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.466078,
+      "distance": 0.533922,
+      "component_distances": {
+        "circular_month": 0.477014,
+        "numeric": 0.620467,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.691977,
+      "distance": 0.308023,
+      "component_distances": {
+        "circular_month": 0.302431,
+        "numeric": 0.160204,
+        "categorical": 0.36,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.717095,
+      "distance": 0.282905,
+      "component_distances": {
+        "circular_month": 0.183056,
+        "numeric": 0.150731,
+        "categorical": 0.36,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.6387,
+      "distance": 0.3613,
+      "component_distances": {
+        "circular_month": 0.263889,
+        "numeric": 0.370979,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.619396,
+      "distance": 0.380604,
+      "component_distances": {
+        "circular_month": 0.4375,
+        "numeric": 0.170416,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.676855,
+      "distance": 0.323145,
+      "component_distances": {
+        "circular_month": 0.314444,
+        "numeric": 0.137469,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.477187,
+      "distance": 0.522813,
+      "component_distances": {
+        "circular_month": 0.306181,
+        "numeric": 0.511908,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.574557,
+      "distance": 0.425443,
+      "component_distances": {
+        "circular_month": 0.259792,
+        "numeric": 0.566104,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.371376,
+      "distance": 0.628624,
+      "component_distances": {
+        "circular_month": 0.470556,
+        "numeric": 0.672152,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.501531,
+      "distance": 0.498469,
+      "component_distances": {
+        "circular_month": 0.333403,
+        "numeric": 0.740432,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.404957,
+      "distance": 0.595043,
+      "component_distances": {
+        "circular_month": 0.535833,
+        "numeric": 0.122837,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Red Dead Nettle",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.292938,
+      "distance": 0.707062,
+      "component_distances": {
+        "circular_month": 0.7975,
+        "numeric": 0.152249,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Rosebay Willowherb",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.549549,
+      "distance": 0.450451,
+      "component_distances": {
+        "circular_month": 0.561944,
+        "numeric": 0.054694,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.667608,
+      "distance": 0.332392,
+      "component_distances": {
+        "circular_month": 0.354444,
+        "numeric": 0.110456,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.529692,
+      "distance": 0.470308,
+      "component_distances": {
+        "circular_month": 0.456944,
+        "numeric": 0.366119,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.503518,
+      "distance": 0.496482,
+      "component_distances": {
+        "circular_month": 0.351111,
+        "numeric": 0.366695,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.618967,
+      "distance": 0.381033,
+      "component_distances": {
+        "circular_month": 0.386111,
+        "numeric": 0.154356,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.43989,
+      "distance": 0.56011,
+      "component_distances": {
+        "circular_month": 0.605556,
+        "numeric": 0.343549,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.481123,
+      "distance": 0.518877,
+      "component_distances": {
+        "circular_month": 0.4825,
+        "numeric": 0.375507,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.638727,
+      "distance": 0.361273,
+      "component_distances": {
+        "circular_month": 0.358611,
+        "numeric": 0.023313,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.856231,
+      "distance": 0.143769,
+      "component_distances": {
+        "circular_month": 0.157222,
+        "numeric": 0.056093,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.554131,
+      "distance": 0.445869,
+      "component_distances": {
+        "circular_month": 0.373333,
+        "numeric": 0.162141,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.716006,
+      "distance": 0.283994,
+      "component_distances": {
+        "circular_month": 0.178472,
+        "numeric": 0.230422,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.412588,
+      "distance": 0.587412,
+      "component_distances": {
+        "circular_month": 0.52,
+        "numeric": 0.117647,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Reed Warbler",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.287902,
+      "distance": 0.712098,
+      "component_distances": {
+        "circular_month": 0.813333,
+        "numeric": 0.147059,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Snowdrop",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.342089,
+      "distance": 0.657911,
+      "component_distances": {
+        "circular_month": 0.916389,
+        "numeric": 0.141423,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.623823,
+      "distance": 0.376177,
+      "component_distances": {
+        "circular_month": 0.150972,
+        "numeric": 0.335152,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.573949,
+      "distance": 0.426051,
+      "component_distances": {
+        "circular_month": 0.279931,
+        "numeric": 0.328313,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.678511,
+      "distance": 0.321489,
+      "component_distances": {
+        "circular_month": 0.176181,
+        "numeric": 0.108065,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.673871,
+      "distance": 0.326129,
+      "component_distances": {
+        "circular_month": 0.172431,
+        "numeric": 0.308628,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.634893,
+      "distance": 0.365107,
+      "component_distances": {
+        "circular_month": 0.247431,
+        "numeric": 0.34454,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.787451,
+      "distance": 0.212549,
+      "component_distances": {
+        "circular_month": 0.203333,
+        "numeric": 0.032864,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.558369,
+      "distance": 0.441631,
+      "component_distances": {
+        "circular_month": 0.404722,
+        "numeric": 0.094969,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.424473,
+      "distance": 0.575527,
+      "component_distances": {
+        "circular_month": 0.910625,
+        "numeric": 0.193108,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.47777,
+      "distance": 0.52223,
+      "component_distances": {
+        "circular_month": 0.399444,
+        "numeric": 0.264354,
+        "categorical": 0.8,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.28416,
+      "distance": 0.71584,
+      "component_distances": {
+        "circular_month": 0.789167,
+        "numeric": 0.200692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Rosebay Willowherb",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.543474,
+      "distance": 0.456526,
+      "component_distances": {
+        "circular_month": 0.1225,
+        "numeric": 0.230104,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.373078,
+      "distance": 0.626922,
+      "component_distances": {
+        "circular_month": 0.779444,
+        "numeric": 0.476575,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.317705,
+      "distance": 0.682295,
+      "component_distances": {
+        "circular_month": 0.637153,
+        "numeric": 0.469736,
+        "categorical": 0.8,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.453406,
+      "distance": 0.546594,
+      "component_distances": {
+        "circular_month": 0.740556,
+        "numeric": 0.249488,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.335626,
+      "distance": 0.664374,
+      "component_distances": {
+        "circular_month": 0.799653,
+        "numeric": 0.450051,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.365481,
+      "distance": 0.634519,
+      "component_distances": {
+        "circular_month": 0.702569,
+        "numeric": 0.485964,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.431638,
+      "distance": 0.568362,
+      "component_distances": {
+        "circular_month": 0.713056,
+        "numeric": 0.108559,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.569743,
+      "distance": 0.430257,
+      "component_distances": {
+        "circular_month": 0.511667,
+        "numeric": 0.054363,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.853066,
+      "distance": 0.146934,
+      "component_distances": {
+        "circular_month": 0.027222,
+        "numeric": 0.052179,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.598377,
+      "distance": 0.401623,
+      "component_distances": {
+        "circular_month": 0.516944,
+        "numeric": 0.12738,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.499268,
+      "distance": 0.500732,
+      "component_distances": {
+        "circular_month": 0.241667,
+        "numeric": 0.216263,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Snowdrop",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.225248,
+      "distance": 0.774752,
+      "component_distances": {
+        "circular_month": 0.908333,
+        "numeric": 0.245675,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "Swallow",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.628563,
+      "distance": 0.371437,
+      "component_distances": {
+        "circular_month": 0.218056,
+        "numeric": 0.015405,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.748312,
+      "distance": 0.251688,
+      "component_distances": {
+        "circular_month": 0.219792,
+        "numeric": 0.227087,
+        "categorical": 0.16,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.787147,
+      "distance": 0.212853,
+      "component_distances": {
+        "circular_month": 0.248056,
+        "numeric": 0.026524,
+        "categorical": 0.16,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.773094,
+      "distance": 0.226906,
+      "component_distances": {
+        "circular_month": 0.285556,
+        "numeric": 0.022735,
+        "categorical": 0.16,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.582051,
+      "distance": 0.417949,
+      "component_distances": {
+        "circular_month": 0.234861,
+        "numeric": 0.368017,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.512336,
+      "distance": 0.487664,
+      "component_distances": {
+        "circular_month": 0.355278,
+        "numeric": 0.422212,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.27971,
+      "distance": 0.72029,
+      "component_distances": {
+        "circular_month": 0.769653,
+        "numeric": 0.52826,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.450865,
+      "distance": 0.549135,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.596541,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.341282,
+      "distance": 0.658718,
+      "component_distances": {
+        "circular_month": 0.769167,
+        "numeric": 0.065744,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Speckled Wood Butterfly",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.600596,
+      "distance": 0.399404,
+      "component_distances": {
+        "circular_month": 0.1025,
+        "numeric": 0.095156,
+        "categorical": 0.923077,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Swallow",
+      "species_b": "Swift",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.607074,
+      "distance": 0.392926,
+      "component_distances": {
+        "circular_month": 0.10375,
+        "numeric": 0.220248,
+        "categorical": 0.8,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Swallow",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.680436,
+      "distance": 0.319564,
+      "component_distances": {
+        "circular_month": 0.254444,
+        "numeric": 0.023145,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Swallow",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.731388,
+      "distance": 0.268612,
+      "component_distances": {
+        "circular_month": 0.131389,
+        "numeric": 0.016227,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Swallow",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.607622,
+      "distance": 0.392378,
+      "component_distances": {
+        "circular_month": 0.175208,
+        "numeric": 0.361178,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Swallow",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.585851,
+      "distance": 0.414149,
+      "component_distances": {
+        "circular_month": 0.215764,
+        "numeric": 0.415373,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Swallow",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.385367,
+      "distance": 0.614633,
+      "component_distances": {
+        "circular_month": 0.630694,
+        "numeric": 0.521421,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Swallow",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.52438,
+      "distance": 0.47562,
+      "component_distances": {
+        "circular_month": 0.260486,
+        "numeric": 0.589702,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Swallow",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.3161,
+      "distance": 0.6839,
+      "component_distances": {
+        "circular_month": 0.745,
+        "numeric": 0.143599,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Swallow",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.371414,
+      "distance": 0.628586,
+      "component_distances": {
+        "circular_month": 0.588333,
+        "numeric": 0.17301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Swift",
+      "species_b": "Teasel",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.739082,
+      "distance": 0.260918,
+      "component_distances": {
+        "circular_month": 0.219444,
+        "numeric": 0.200563,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Swift",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.773381,
+      "distance": 0.226619,
+      "component_distances": {
+        "circular_month": 0.11125,
+        "numeric": 0.236475,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Swift",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.711518,
+      "distance": 0.288482,
+      "component_distances": {
+        "circular_month": 0.073125,
+        "numeric": 0.14093,
+        "categorical": 0.52,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Swift",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.627663,
+      "distance": 0.372337,
+      "component_distances": {
+        "circular_month": 0.228889,
+        "numeric": 0.195125,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Swift",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.358565,
+      "distance": 0.641435,
+      "component_distances": {
+        "circular_month": 0.734444,
+        "numeric": 0.301173,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Swift",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.586053,
+      "distance": 0.413947,
+      "component_distances": {
+        "circular_month": 0.223958,
+        "numeric": 0.369454,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Swift",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.269847,
+      "distance": 0.730153,
+      "component_distances": {
+        "circular_month": 0.843333,
+        "numeric": 0.17128,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Swift",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.403827,
+      "distance": 0.596173,
+      "component_distances": {
+        "circular_month": 0.49,
+        "numeric": 0.200692,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Teasel",
+      "species_b": "White Campion",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.8188,
+      "distance": 0.1812,
+      "component_distances": {
+        "circular_month": 0.123056,
+        "numeric": 0.035912,
+        "categorical": 0.24,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Teasel",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.551485,
+      "distance": 0.448515,
+      "component_distances": {
+        "circular_month": 0.246944,
+        "numeric": 0.341492,
+        "categorical": 0.64,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Teasel",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.449381,
+      "distance": 0.550619,
+      "component_distances": {
+        "circular_month": 0.448333,
+        "numeric": 0.395688,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Teasel",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.329372,
+      "distance": 0.670628,
+      "component_distances": {
+        "circular_month": 0.782986,
+        "numeric": 0.501736,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Teasel",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.40791,
+      "distance": 0.59209,
+      "component_distances": {
+        "circular_month": 0.443056,
+        "numeric": 0.570017,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Teasel",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.249795,
+      "distance": 0.750205,
+      "component_distances": {
+        "circular_month": 0.918333,
+        "numeric": 0.131488,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Teasel",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.509108,
+      "distance": 0.490892,
+      "component_distances": {
+        "circular_month": 0.251667,
+        "numeric": 0.1609,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "White Campion",
+      "species_b": "White Clover",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.651899,
+      "distance": 0.348101,
+      "component_distances": {
+        "circular_month": 0.184375,
+        "numeric": 0.377405,
+        "categorical": 0.4,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "White Campion",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.489625,
+      "distance": 0.510375,
+      "component_distances": {
+        "circular_month": 0.325278,
+        "numeric": 0.4316,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "White Campion",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.355143,
+      "distance": 0.644857,
+      "component_distances": {
+        "circular_month": 0.696111,
+        "numeric": 0.537648,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "White Campion",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.442737,
+      "distance": 0.557263,
+      "component_distances": {
+        "circular_month": 0.333542,
+        "numeric": 0.605929,
+        "categorical": 0.68,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "White Campion",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.285552,
+      "distance": 0.714448,
+      "component_distances": {
+        "circular_month": 0.840833,
+        "numeric": 0.112457,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "White Campion",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.417533,
+      "distance": 0.582467,
+      "component_distances": {
+        "circular_month": 0.4925,
+        "numeric": 0.141869,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "White Clover",
+      "species_b": "Whitethroat",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.740548,
+      "distance": 0.259452,
+      "component_distances": {
+        "circular_month": 0.201389,
+        "numeric": 0.063588,
+        "categorical": 0.44,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "White Clover",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.411161,
+      "distance": 0.588839,
+      "component_distances": {
+        "circular_month": 0.731944,
+        "numeric": 0.160244,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "White Clover",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.651312,
+      "distance": 0.348688,
+      "component_distances": {
+        "circular_month": 0.196111,
+        "numeric": 0.232973,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "White Clover",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.244863,
+      "distance": 0.755137,
+      "component_distances": {
+        "circular_month": 0.884167,
+        "numeric": 0.205882,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "White Clover",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.41151,
+      "distance": 0.58849,
+      "component_distances": {
+        "circular_month": 0.449167,
+        "numeric": 0.235294,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Whitethroat",
+      "species_b": "Winter Aconite",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_winter_seasonal_presence",
+      "similarity": 0.464902,
+      "distance": 0.535098,
+      "component_distances": {
+        "circular_month": 0.530556,
+        "numeric": 0.106048,
+        "categorical": 0.8,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Whitethroat",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.828116,
+      "distance": 0.171884,
+      "component_distances": {
+        "circular_month": 0.073611,
+        "numeric": 0.174328,
+        "categorical": 0.28,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Whitethroat",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.327414,
+      "distance": 0.672586,
+      "component_distances": {
+        "circular_month": 0.698333,
+        "numeric": 0.17301,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Whitethroat",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.345394,
+      "distance": 0.654606,
+      "component_distances": {
+        "circular_month": 0.635,
+        "numeric": 0.202422,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Winter Aconite",
+      "species_b": "Yellow Flag Iris",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "narrow_spring_seasonal_presence",
+      "similarity": 0.510866,
+      "distance": 0.489134,
+      "component_distances": {
+        "circular_month": 0.535833,
+        "numeric": 0.075201,
+        "categorical": 0.68,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Winter Aconite",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.506033,
+      "distance": 0.493967,
+      "component_distances": {
+        "circular_month": 0.225833,
+        "numeric": 0.214533,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Winter Aconite",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_winter_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.232014,
+      "distance": 0.767986,
+      "component_distances": {
+        "circular_month": 0.8925,
+        "numeric": 0.243945,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Yellow Flag Iris",
+      "species_b": "Redwing",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.305755,
+      "distance": 0.694245,
+      "component_distances": {
+        "circular_month": 0.741667,
+        "numeric": 0.190311,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Yellow Flag Iris",
+      "species_b": "Snowberry",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "narrow_spring_seasonal_presence",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.358403,
+      "distance": 0.641597,
+      "component_distances": {
+        "circular_month": 0.591667,
+        "numeric": 0.219723,
+        "categorical": 1.0,
+        "traits": 1.0
+      },
+      "compared_feature_counts": {
+        "circular_month": 1,
+        "numeric": 1,
+        "categorical": 4,
+        "traits": 0
+      }
+    },
+    {
+      "species_a": "Redwing",
+      "species_b": "Snowberry",
+      "model_family_a": "winter_presence",
+      "model_family_b": "winter_presence",
+      "primary_class_a": "winter_visitor_with_autumn_arrival_component",
+      "primary_class_b": "winter_visitor_with_autumn_arrival_component",
+      "similarity": 0.490729,
+      "distance": 0.509271,
+      "component_distances": {
+        "circular_month": 0.538462,
+        "numeric": 0.684879,
+        "categorical": 0.28,
+        "traits": 0.444444
+      },
+      "compared_feature_counts": {
+        "circular_month": 2,
+        "numeric": 4,
+        "categorical": 8,
+        "traits": 5
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/modelling/data/abingdon-all/analysis/species_similarity.txt b/modelling/data/abingdon-all/analysis/species_similarity.txt
new file mode 100644
index 0000000..519c816
--- /dev/null
+++ b/modelling/data/abingdon-all/analysis/species_similarity.txt
@@ -0,0 +1,704 @@
+
+Black Headed Gull
+-----------------
+ 1. Coot                         similarity=0.896 distance=0.104
+ 2. Herring Gull                 similarity=0.854 distance=0.146
+ 3. Cormorant                    similarity=0.815 distance=0.185
+ 4. Greylag Goose                similarity=0.813 distance=0.187
+ 5. Robin                        similarity=0.808 distance=0.192
+
+Blackbird
+---------
+ 1. Dunnock                      similarity=0.922 distance=0.078
+ 2. Blue Tit                     similarity=0.883 distance=0.117
+ 3. Buzzard                      similarity=0.844 distance=0.156
+ 4. Song Thrush                  similarity=0.841 distance=0.159
+ 5. Greylag Goose                similarity=0.789 distance=0.211
+
+Blackcap
+--------
+ 1. Skylark                      similarity=0.937 distance=0.063
+ 2. Common Cleavers              similarity=0.934 distance=0.066
+ 3. Germander Speedwell          similarity=0.898 distance=0.102
+ 4. Daisy                        similarity=0.861 distance=0.139
+ 5. Coal Tit                     similarity=0.839 distance=0.161
+
+Blue Tit
+--------
+ 1. Dunnock                      similarity=0.925 distance=0.075
+ 2. Buzzard                      similarity=0.919 distance=0.081
+ 3. Blackbird                    similarity=0.883 distance=0.117
+ 4. Great Tit                    similarity=0.834 distance=0.166
+ 5. Mallard                      similarity=0.829 distance=0.171
+
+Buzzard
+-------
+ 1. Blue Tit                     similarity=0.919 distance=0.081
+ 2. Dunnock                      similarity=0.869 distance=0.131
+ 3. Blackbird                    similarity=0.844 distance=0.156
+ 4. Grey Heron                   similarity=0.833 distance=0.167
+ 5. Red Kite                     similarity=0.817 distance=0.183
+
+Canada Goose
+------------
+ 1. Song Thrush                  similarity=0.854 distance=0.146
+ 2. Greenfinch                   similarity=0.819 distance=0.181
+ 3. Common Kestrel               similarity=0.807 distance=0.193
+ 4. Dandelion                    similarity=0.807 distance=0.193
+ 5. Pheasant                     similarity=0.794 distance=0.206
+
+Chaffinch
+---------
+ 1. Skylark                      similarity=0.852 distance=0.148
+ 2. Coal Tit                     similarity=0.837 distance=0.163
+ 3. Pied Wagtail                 similarity=0.836 distance=0.164
+ 4. Common Cleavers              similarity=0.823 distance=0.177
+ 5. Blackcap                     similarity=0.806 distance=0.194
+
+Coal Tit
+--------
+ 1. Skylark                      similarity=0.867 distance=0.133
+ 2. Pied Wagtail                 similarity=0.862 distance=0.138
+ 3. Common Cleavers              similarity=0.855 distance=0.145
+ 4. Blackcap                     similarity=0.839 distance=0.161
+ 5. Chaffinch                    similarity=0.837 distance=0.163
+
+Collared Dove
+-------------
+ 1. House Sparrow                similarity=0.932 distance=0.068
+ 2. Nettle                       similarity=0.810 distance=0.190
+ 3. Germander Speedwell          similarity=0.795 distance=0.205
+ 4. Daisy                        similarity=0.788 distance=0.212
+ 5. Mallard                      similarity=0.773 distance=0.227
+
+Common Cleavers
+---------------
+ 1. Skylark                      similarity=0.935 distance=0.065
+ 2. Blackcap                     similarity=0.934 distance=0.066
+ 3. Germander Speedwell          similarity=0.893 distance=0.107
+ 4. Daisy                        similarity=0.858 distance=0.142
+ 5. Coal Tit                     similarity=0.855 distance=0.145
+
+Common Kestrel
+--------------
+ 1. Greylag Goose                similarity=0.835 distance=0.165
+ 2. Canada Goose                 similarity=0.807 distance=0.193
+ 3. Great Tit                    similarity=0.753 distance=0.247
+ 4. Pheasant                     similarity=0.752 distance=0.248
+ 5. Dunnock                      similarity=0.746 distance=0.254
+
+Common Starling
+---------------
+ 1. Magpie                       similarity=0.878 distance=0.122
+ 2. Crow                         similarity=0.867 distance=0.133
+ 3. Woodpigeon                   similarity=0.828 distance=0.172
+ 4. Goldfinch                    similarity=0.816 distance=0.184
+ 5. Mute Swan                    similarity=0.809 distance=0.191
+
+Coot
+----
+ 1. Black Headed Gull            similarity=0.896 distance=0.104
+ 2. Cormorant                    similarity=0.863 distance=0.137
+ 3. Herring Gull                 similarity=0.825 distance=0.175
+ 4. Mistle Thrush                similarity=0.799 distance=0.201
+ 5. Song Thrush                  similarity=0.780 distance=0.220
+
+Cormorant
+---------
+ 1. Coot                         similarity=0.863 distance=0.137
+ 2. Mistle Thrush                similarity=0.836 distance=0.164
+ 3. Black Headed Gull            similarity=0.815 distance=0.185
+ 4. Robin                        similarity=0.803 distance=0.197
+ 5. Rook                         similarity=0.782 distance=0.218
+
+Crow
+----
+ 1. Magpie                       similarity=0.936 distance=0.064
+ 2. Common Starling              similarity=0.867 distance=0.133
+ 3. Woodpigeon                   similarity=0.841 distance=0.159
+ 4. Goldfinch                    similarity=0.839 distance=0.161
+ 5. Red Kite                     similarity=0.807 distance=0.193
+
+Daisy
+-----
+ 1. Nettle                       similarity=0.910 distance=0.090
+ 2. Pied Wagtail                 similarity=0.907 distance=0.093
+ 3. Shepherds Purse              similarity=0.885 distance=0.115
+ 4. Skylark                      similarity=0.866 distance=0.134
+ 5. Blackcap                     similarity=0.861 distance=0.139
+
+Dandelion
+---------
+ 1. Rook                         similarity=0.880 distance=0.120
+ 2. Greenfinch                   similarity=0.873 distance=0.127
+ 3. Wren                         similarity=0.863 distance=0.137
+ 4. Great Tit                    similarity=0.837 distance=0.163
+ 5. Blue Tit                     similarity=0.823 distance=0.177
+
+Dunnock
+-------
+ 1. Blue Tit                     similarity=0.925 distance=0.075
+ 2. Blackbird                    similarity=0.922 distance=0.078
+ 3. Buzzard                      similarity=0.869 distance=0.131
+ 4. Song Thrush                  similarity=0.826 distance=0.174
+ 5. Greylag Goose                similarity=0.824 distance=0.176
+
+Germander Speedwell
+-------------------
+ 1. Blackcap                     similarity=0.898 distance=0.102
+ 2. Common Cleavers              similarity=0.893 distance=0.107
+ 3. Skylark                      similarity=0.867 distance=0.133
+ 4. Coal Tit                     similarity=0.832 distance=0.168
+ 5. Daisy                        similarity=0.832 distance=0.168
+
+Goldfinch
+---------
+ 1. Woodpigeon                   similarity=0.913 distance=0.087
+ 2. Magpie                       similarity=0.864 distance=0.136
+ 3. Crow                         similarity=0.839 distance=0.161
+ 4. Common Starling              similarity=0.816 distance=0.184
+ 5. Herring Gull                 similarity=0.812 distance=0.188
+
+Great Tit
+---------
+ 1. Pheasant                     similarity=0.957 distance=0.043
+ 2. Greylag Goose                similarity=0.877 distance=0.123
+ 3. Dandelion                    similarity=0.837 distance=0.163
+ 4. Blue Tit                     similarity=0.834 distance=0.166
+ 5. Wren                         similarity=0.816 distance=0.184
+
+Greenfinch
+----------
+ 1. Wren                         similarity=0.909 distance=0.091
+ 2. Dandelion                    similarity=0.873 distance=0.127
+ 3. Pheasant                     similarity=0.831 distance=0.169
+ 4. Song Thrush                  similarity=0.820 distance=0.180
+ 5. Canada Goose                 similarity=0.819 distance=0.181
+
+Grey Heron
+----------
+ 1. Buzzard                      similarity=0.833 distance=0.167
+ 2. Common Starling              similarity=0.807 distance=0.193
+ 3. Blue Tit                     similarity=0.793 distance=0.207
+ 4. Jackdaw                      similarity=0.785 distance=0.215
+ 5. Great Tit                    similarity=0.782 distance=0.218
+
+Greylag Goose
+-------------
+ 1. Great Tit                    similarity=0.877 distance=0.123
+ 2. Pheasant                     similarity=0.851 distance=0.149
+ 3. Common Kestrel               similarity=0.835 distance=0.165
+ 4. Dunnock                      similarity=0.824 distance=0.176
+ 5. Rook                         similarity=0.813 distance=0.187
+
+Herring Gull
+------------
+ 1. Black Headed Gull            similarity=0.854 distance=0.146
+ 2. Mute Swan                    similarity=0.839 distance=0.161
+ 3. Coot                         similarity=0.825 distance=0.175
+ 4. Goldfinch                    similarity=0.812 distance=0.188
+ 5. Common Starling              similarity=0.778 distance=0.222
+
+House Sparrow
+-------------
+ 1. Collared Dove                similarity=0.932 distance=0.068
+ 2. Daisy                        similarity=0.801 distance=0.199
+ 3. Nettle                       similarity=0.788 distance=0.212
+ 4. Mallard                      similarity=0.787 distance=0.213
+ 5. Germander Speedwell          similarity=0.782 distance=0.218
+
+Jackdaw
+-------
+ 1. Mallard                      similarity=0.845 distance=0.155
+ 2. Grey Heron                   similarity=0.785 distance=0.215
+ 3. Pied Wagtail                 similarity=0.778 distance=0.222
+ 4. Buzzard                      similarity=0.775 distance=0.225
+ 5. Magpie                       similarity=0.761 distance=0.239
+
+Jay
+---
+ 1. Mistle Thrush                similarity=0.637 distance=0.363
+ 2. Chaffinch                    similarity=0.613 distance=0.387
+ 3. Cormorant                    similarity=0.591 distance=0.409
+ 4. Coal Tit                     similarity=0.579 distance=0.421
+ 5. Pied Wagtail                 similarity=0.571 distance=0.429
+
+Long Tailed Tit
+---------------
+ 1. Song Thrush                  similarity=0.788 distance=0.212
+ 2. Dandelion                    similarity=0.788 distance=0.212
+ 3. Blue Tit                     similarity=0.775 distance=0.225
+ 4. Rook                         similarity=0.764 distance=0.236
+ 5. Cormorant                    similarity=0.753 distance=0.247
+
+Magpie
+------
+ 1. Crow                         similarity=0.936 distance=0.064
+ 2. Woodpigeon                   similarity=0.887 distance=0.113
+ 3. Common Starling              similarity=0.878 distance=0.122
+ 4. Goldfinch                    similarity=0.864 distance=0.136
+ 5. Buzzard                      similarity=0.774 distance=0.226
+
+Mallard
+-------
+ 1. Pied Wagtail                 similarity=0.897 distance=0.103
+ 2. Daisy                        similarity=0.854 distance=0.146
+ 3. Jackdaw                      similarity=0.845 distance=0.155
+ 4. Blue Tit                     similarity=0.829 distance=0.171
+ 5. Coal Tit                     similarity=0.825 distance=0.175
+
+Mistle Thrush
+-------------
+ 1. Robin                        similarity=0.846 distance=0.154
+ 2. Cormorant                    similarity=0.836 distance=0.164
+ 3. Coot                         similarity=0.799 distance=0.201
+ 4. Goldfinch                    similarity=0.768 distance=0.232
+ 5. Crow                         similarity=0.765 distance=0.235
+
+Mute Swan
+---------
+ 1. Herring Gull                 similarity=0.839 distance=0.161
+ 2. Common Starling              similarity=0.809 distance=0.191
+ 3. Black Headed Gull            similarity=0.791 distance=0.209
+ 4. Cormorant                    similarity=0.771 distance=0.229
+ 5. Coot                         similarity=0.764 distance=0.236
+
+Nettle
+------
+ 1. Daisy                        similarity=0.910 distance=0.090
+ 2. Shepherds Purse              similarity=0.885 distance=0.115
+ 3. Skylark                      similarity=0.881 distance=0.119
+ 4. Pied Wagtail                 similarity=0.876 distance=0.124
+ 5. Blackcap                     similarity=0.837 distance=0.163
+
+Pheasant
+--------
+ 1. Great Tit                    similarity=0.957 distance=0.043
+ 2. Greylag Goose                similarity=0.851 distance=0.149
+ 3. Greenfinch                   similarity=0.831 distance=0.169
+ 4. Nettle                       similarity=0.823 distance=0.177
+ 5. Song Thrush                  similarity=0.822 distance=0.178
+
+Pied Wagtail
+------------
+ 1. Daisy                        similarity=0.907 distance=0.093
+ 2. Mallard                      similarity=0.897 distance=0.103
+ 3. Nettle                       similarity=0.876 distance=0.124
+ 4. Coal Tit                     similarity=0.862 distance=0.138
+ 5. Skylark                      similarity=0.845 distance=0.155
+
+Red Kite
+--------
+ 1. Buzzard                      similarity=0.817 distance=0.183
+ 2. Crow                         similarity=0.807 distance=0.193
+ 3. Magpie                       similarity=0.772 distance=0.228
+ 4. Grey Heron                   similarity=0.762 distance=0.238
+ 5. Blue Tit                     similarity=0.762 distance=0.238
+
+Robin
+-----
+ 1. Mistle Thrush                similarity=0.846 distance=0.154
+ 2. Black Headed Gull            similarity=0.808 distance=0.192
+ 3. Cormorant                    similarity=0.803 distance=0.197
+ 4. Buzzard                      similarity=0.784 distance=0.216
+ 5. Crow                         similarity=0.776 distance=0.224
+
+Rook
+----
+ 1. Dandelion                    similarity=0.880 distance=0.120
+ 2. Wren                         similarity=0.833 distance=0.167
+ 3. Greenfinch                   similarity=0.817 distance=0.183
+ 4. Greylag Goose                similarity=0.813 distance=0.187
+ 5. Germander Speedwell          similarity=0.807 distance=0.193
+
+Shepherds Purse
+---------------
+ 1. Daisy                        similarity=0.885 distance=0.115
+ 2. Nettle                       similarity=0.885 distance=0.115
+ 3. Pied Wagtail                 similarity=0.844 distance=0.156
+ 4. Common Cleavers              similarity=0.833 distance=0.167
+ 5. Blackcap                     similarity=0.814 distance=0.186
+
+Skylark
+-------
+ 1. Blackcap                     similarity=0.937 distance=0.063
+ 2. Common Cleavers              similarity=0.935 distance=0.065
+ 3. Nettle                       similarity=0.881 distance=0.119
+ 4. Coal Tit                     similarity=0.867 distance=0.133
+ 5. Germander Speedwell          similarity=0.867 distance=0.133
+
+Song Thrush
+-----------
+ 1. Canada Goose                 similarity=0.854 distance=0.146
+ 2. Blackbird                    similarity=0.841 distance=0.159
+ 3. Dunnock                      similarity=0.826 distance=0.174
+ 4. Pheasant                     similarity=0.822 distance=0.178
+ 5. Greenfinch                   similarity=0.820 distance=0.180
+
+Woodpigeon
+----------
+ 1. Goldfinch                    similarity=0.913 distance=0.087
+ 2. Magpie                       similarity=0.887 distance=0.113
+ 3. Crow                         similarity=0.841 distance=0.159
+ 4. Common Starling              similarity=0.828 distance=0.172
+ 5. Herring Gull                 similarity=0.745 distance=0.255
+
+Wren
+----
+ 1. Greenfinch                   similarity=0.909 distance=0.091
+ 2. Dandelion                    similarity=0.863 distance=0.137
+ 3. Rook                         similarity=0.833 distance=0.167
+ 4. Great Tit                    similarity=0.816 distance=0.184
+ 5. Pheasant                     similarity=0.803 distance=0.197
+
+Bluebell
+--------
+ 1. Cuckoo                       similarity=0.887 distance=0.113
+ 2. Yellow Flag Iris             similarity=0.814 distance=0.186
+ 3. Garlic Mustard               similarity=0.798 distance=0.202
+ 4. Cowslip                      similarity=0.795 distance=0.205
+ 5. Whitethroat                  similarity=0.730 distance=0.270
+
+Brimstone Butterfly
+-------------------
+ 1. Red Dead Nettle              similarity=0.957 distance=0.043
+ 2. Peacock Butterfly            similarity=0.881 distance=0.119
+ 3. Common Comfrey               similarity=0.856 distance=0.144
+ 4. Buttercup                    similarity=0.851 distance=0.149
+ 5. Doves Foot Cranesbill        similarity=0.818 distance=0.182
+
+Buttercup
+---------
+ 1. Red Dead Nettle              similarity=0.856 distance=0.144
+ 2. Brimstone Butterfly          similarity=0.851 distance=0.149
+ 3. Swallow                      similarity=0.842 distance=0.158
+ 4. Doves Foot Cranesbill        similarity=0.839 distance=0.161
+ 5. Common Comfrey               similarity=0.825 distance=0.175
+
+Chiffchaff
+----------
+ 1. Honeysuckle                  similarity=0.836 distance=0.164
+ 2. Garden Warbler               similarity=0.821 distance=0.179
+ 3. Peacock Butterfly            similarity=0.811 distance=0.189
+ 4. Red Campion                  similarity=0.790 distance=0.210
+ 5. Green Alkanet                similarity=0.785 distance=0.215
+
+Common Comfrey
+--------------
+ 1. Oxeye Daisy                  similarity=0.946 distance=0.054
+ 2. Peacock Butterfly            similarity=0.924 distance=0.076
+ 3. Green Alkanet                similarity=0.906 distance=0.094
+ 4. Red Campion                  similarity=0.896 distance=0.104
+ 5. Honeysuckle                  similarity=0.878 distance=0.122
+
+Common Poppy
+------------
+ 1. Swift                        similarity=0.885 distance=0.115
+ 2. Dog Rose                     similarity=0.851 distance=0.149
+ 3. Cornflower                   similarity=0.847 distance=0.153
+ 4. Red Campion                  similarity=0.843 distance=0.157
+ 5. Honeysuckle                  similarity=0.830 distance=0.170
+
+Common Vetch
+------------
+ 1. Cow Parsley                  similarity=0.976 distance=0.024
+ 2. Garlic Mustard               similarity=0.889 distance=0.111
+ 3. Orange Tip Butterfly         similarity=0.868 distance=0.132
+ 4. Whitethroat                  similarity=0.857 distance=0.143
+ 5. Reed Warbler                 similarity=0.851 distance=0.149
+
+Cornflower
+----------
+ 1. Swift                        similarity=0.936 distance=0.064
+ 2. Common Poppy                 similarity=0.847 distance=0.153
+ 3. Cuckoo Pint                  similarity=0.830 distance=0.170
+ 4. Meadow Brown Butterfly       similarity=0.817 distance=0.183
+ 5. Red Clover                   similarity=0.799 distance=0.201
+
+Cow Parsley
+-----------
+ 1. Common Vetch                 similarity=0.976 distance=0.024
+ 2. Garlic Mustard               similarity=0.880 distance=0.120
+ 3. Orange Tip Butterfly         similarity=0.857 distance=0.143
+ 4. Reed Warbler                 similarity=0.850 distance=0.150
+ 5. Whitethroat                  similarity=0.839 distance=0.161
+
+Cowslip
+-------
+ 1. Garlic Mustard               similarity=0.941 distance=0.059
+ 2. Lesser Celandine             similarity=0.878 distance=0.122
+ 3. Orange Tip Butterfly         similarity=0.838 distance=0.162
+ 4. Reed Warbler                 similarity=0.835 distance=0.165
+ 5. Common Vetch                 similarity=0.830 distance=0.170
+
+Cuckoo
+------
+ 1. Bluebell                     similarity=0.887 distance=0.113
+ 2. Garlic Mustard               similarity=0.868 distance=0.132
+ 3. Cowslip                      similarity=0.828 distance=0.172
+ 4. Common Vetch                 similarity=0.789 distance=0.211
+ 5. Yellow Flag Iris             similarity=0.780 distance=0.220
+
+Cuckoo Pint
+-----------
+ 1. Speckled Wood Butterfly      similarity=0.876 distance=0.124
+ 2. Swift                        similarity=0.857 distance=0.143
+ 3. Meadow Brown Butterfly       similarity=0.846 distance=0.154
+ 4. Cornflower                   similarity=0.830 distance=0.170
+ 5. Common Poppy                 similarity=0.816 distance=0.184
+
+Dog Rose
+--------
+ 1. Teasel                       similarity=0.937 distance=0.063
+ 2. Red Clover                   similarity=0.870 distance=0.130
+ 3. White Campion                similarity=0.854 distance=0.146
+ 4. Common Poppy                 similarity=0.851 distance=0.149
+ 5. Doves Foot Cranesbill        similarity=0.825 distance=0.175
+
+Doves Foot Cranesbill
+---------------------
+ 1. Red Campion                  similarity=0.905 distance=0.095
+ 2. Swallow                      similarity=0.870 distance=0.130
+ 3. Honeysuckle                  similarity=0.858 distance=0.142
+ 4. Oxeye Daisy                  similarity=0.855 distance=0.145
+ 5. Buttercup                    similarity=0.839 distance=0.161
+
+Garden Warbler
+--------------
+ 1. Chiffchaff                   similarity=0.821 distance=0.179
+ 2. Cowslip                      similarity=0.684 distance=0.316
+ 3. Peacock Butterfly            similarity=0.682 distance=0.318
+ 4. Honeysuckle                  similarity=0.678 distance=0.322
+ 5. Lesser Celandine             similarity=0.668 distance=0.332
+
+Garlic Mustard
+--------------
+ 1. Cowslip                      similarity=0.941 distance=0.059
+ 2. Common Vetch                 similarity=0.889 distance=0.111
+ 3. Cow Parsley                  similarity=0.880 distance=0.120
+ 4. Cuckoo                       similarity=0.868 distance=0.132
+ 5. Orange Tip Butterfly         similarity=0.850 distance=0.150
+
+Gatekeeper Butterfly
+--------------------
+ 1. Goats Beard                  similarity=0.916 distance=0.084
+ 2. Rosebay Willowherb           similarity=0.820 distance=0.180
+ 3. White Clover                 similarity=0.814 distance=0.186
+ 4. Cornflower                   similarity=0.774 distance=0.226
+ 5. Swift                        similarity=0.763 distance=0.237
+
+Goats Beard
+-----------
+ 1. Gatekeeper Butterfly         similarity=0.916 distance=0.084
+ 2. White Clover                 similarity=0.855 distance=0.145
+ 3. Swift                        similarity=0.818 distance=0.182
+ 4. Rosebay Willowherb           similarity=0.782 distance=0.218
+ 5. Cow Parsley                  similarity=0.772 distance=0.228
+
+Green Alkanet
+-------------
+ 1. Common Comfrey               similarity=0.906 distance=0.094
+ 2. Peacock Butterfly            similarity=0.893 distance=0.107
+ 3. Oxeye Daisy                  similarity=0.867 distance=0.133
+ 4. Honeysuckle                  similarity=0.852 distance=0.148
+ 5. Red Campion                  similarity=0.821 distance=0.179
+
+Honeysuckle
+-----------
+ 1. Red Campion                  similarity=0.951 distance=0.049
+ 2. Common Comfrey               similarity=0.878 distance=0.122
+ 3. Oxeye Daisy                  similarity=0.871 distance=0.129
+ 4. Doves Foot Cranesbill        similarity=0.858 distance=0.142
+ 5. Green Alkanet                similarity=0.852 distance=0.148
+
+Horsetail
+---------
+ 1. Meadow Brown Butterfly       similarity=0.904 distance=0.096
+ 2. White Clover                 similarity=0.823 distance=0.177
+ 3. Swift                        similarity=0.800 distance=0.200
+ 4. Cuckoo Pint                  similarity=0.788 distance=0.212
+ 5. Cornflower                   similarity=0.759 distance=0.241
+
+Lesser Celandine
+----------------
+ 1. Reed Warbler                 similarity=0.879 distance=0.121
+ 2. Cowslip                      similarity=0.878 distance=0.122
+ 3. Orange Tip Butterfly         similarity=0.861 distance=0.139
+ 4. Garlic Mustard               similarity=0.839 distance=0.161
+ 5. Cow Parsley                  similarity=0.764 distance=0.236
+
+Meadow Brown Butterfly
+----------------------
+ 1. Horsetail                    similarity=0.904 distance=0.096
+ 2. Swift                        similarity=0.855 distance=0.145
+ 3. Cuckoo Pint                  similarity=0.846 distance=0.154
+ 4. Cornflower                   similarity=0.817 distance=0.183
+ 5. Common Poppy                 similarity=0.804 distance=0.196
+
+Orange Tip Butterfly
+--------------------
+ 1. Reed Warbler                 similarity=0.971 distance=0.029
+ 2. Whitethroat                  similarity=0.885 distance=0.115
+ 3. Common Vetch                 similarity=0.868 distance=0.132
+ 4. Lesser Celandine             similarity=0.861 distance=0.139
+ 5. Cow Parsley                  similarity=0.857 distance=0.143
+
+Oxeye Daisy
+-----------
+ 1. Common Comfrey               similarity=0.946 distance=0.054
+ 2. Red Campion                  similarity=0.913 distance=0.087
+ 3. Peacock Butterfly            similarity=0.884 distance=0.116
+ 4. Honeysuckle                  similarity=0.871 distance=0.129
+ 5. Green Alkanet                similarity=0.867 distance=0.133
+
+Peacock Butterfly
+-----------------
+ 1. Common Comfrey               similarity=0.924 distance=0.076
+ 2. Green Alkanet                similarity=0.893 distance=0.107
+ 3. Oxeye Daisy                  similarity=0.884 distance=0.116
+ 4. Brimstone Butterfly          similarity=0.881 distance=0.119
+ 5. Red Dead Nettle              similarity=0.841 distance=0.159
+
+Red Admiral Butterfly
+---------------------
+ 1. White Campion                similarity=0.744 distance=0.256
+ 2. Red Clover                   similarity=0.729 distance=0.271
+ 3. Speckled Wood Butterfly      similarity=0.719 distance=0.281
+ 4. Horsetail                    similarity=0.715 distance=0.285
+ 5. Meadow Brown Butterfly       similarity=0.681 distance=0.319
+
+Red Campion
+-----------
+ 1. Honeysuckle                  similarity=0.951 distance=0.049
+ 2. Oxeye Daisy                  similarity=0.913 distance=0.087
+ 3. Doves Foot Cranesbill        similarity=0.905 distance=0.095
+ 4. Common Comfrey               similarity=0.896 distance=0.104
+ 5. Common Poppy                 similarity=0.843 distance=0.157
+
+Red Clover
+----------
+ 1. White Campion                similarity=0.892 distance=0.108
+ 2. Dog Rose                     similarity=0.870 distance=0.130
+ 3. Teasel                       similarity=0.849 distance=0.151
+ 4. Speckled Wood Butterfly      similarity=0.838 distance=0.162
+ 5. Swift                        similarity=0.810 distance=0.190
+
+Red Dead Nettle
+---------------
+ 1. Brimstone Butterfly          similarity=0.957 distance=0.043
+ 2. Buttercup                    similarity=0.856 distance=0.144
+ 3. Peacock Butterfly            similarity=0.841 distance=0.159
+ 4. Common Comfrey               similarity=0.840 distance=0.160
+ 5. Doves Foot Cranesbill        similarity=0.819 distance=0.181
+
+Reed Warbler
+------------
+ 1. Orange Tip Butterfly         similarity=0.971 distance=0.029
+ 2. Lesser Celandine             similarity=0.879 distance=0.121
+ 3. Whitethroat                  similarity=0.856 distance=0.144
+ 4. Common Vetch                 similarity=0.851 distance=0.149
+ 5. Cow Parsley                  similarity=0.850 distance=0.150
+
+Rosebay Willowherb
+------------------
+ 1. Gatekeeper Butterfly         similarity=0.820 distance=0.180
+ 2. White Clover                 similarity=0.787 distance=0.213
+ 3. Goats Beard                  similarity=0.782 distance=0.218
+ 4. Meadow Brown Butterfly       similarity=0.727 distance=0.273
+ 5. Cornflower                   similarity=0.701 distance=0.299
+
+Snowdrop
+--------
+ 1. Winter Aconite               similarity=0.853 distance=0.147
+ 2. Reed Warbler                 similarity=0.668 distance=0.332
+ 3. Orange Tip Butterfly         similarity=0.663 distance=0.337
+ 4. Lesser Celandine             similarity=0.654 distance=0.346
+ 5. Cormorant                    similarity=0.632 distance=0.368
+
+Speckled Wood Butterfly
+-----------------------
+ 1. Cuckoo Pint                  similarity=0.876 distance=0.124
+ 2. Red Clover                   similarity=0.838 distance=0.162
+ 3. Teasel                       similarity=0.787 distance=0.213
+ 4. White Campion                similarity=0.773 distance=0.227
+ 5. Dog Rose                     similarity=0.769 distance=0.231
+
+Swallow
+-------
+ 1. Doves Foot Cranesbill        similarity=0.870 distance=0.130
+ 2. Buttercup                    similarity=0.842 distance=0.158
+ 3. Red Campion                  similarity=0.802 distance=0.198
+ 4. Oxeye Daisy                  similarity=0.758 distance=0.242
+ 5. Honeysuckle                  similarity=0.754 distance=0.246
+
+Swift
+-----
+ 1. Cornflower                   similarity=0.936 distance=0.064
+ 2. Common Poppy                 similarity=0.885 distance=0.115
+ 3. Cuckoo Pint                  similarity=0.857 distance=0.143
+ 4. Meadow Brown Butterfly       similarity=0.855 distance=0.145
+ 5. Goats Beard                  similarity=0.818 distance=0.182
+
+Teasel
+------
+ 1. Dog Rose                     similarity=0.937 distance=0.063
+ 2. Red Clover                   similarity=0.849 distance=0.151
+ 3. Common Poppy                 similarity=0.828 distance=0.172
+ 4. White Campion                similarity=0.819 distance=0.181
+ 5. Doves Foot Cranesbill        similarity=0.788 distance=0.212
+
+White Campion
+-------------
+ 1. Red Clover                   similarity=0.892 distance=0.108
+ 2. Dog Rose                     similarity=0.854 distance=0.146
+ 3. Teasel                       similarity=0.819 distance=0.181
+ 4. Meadow Brown Butterfly       similarity=0.795 distance=0.205
+ 5. Swift                        similarity=0.773 distance=0.227
+
+White Clover
+------------
+ 1. Goats Beard                  similarity=0.855 distance=0.145
+ 2. Horsetail                    similarity=0.823 distance=0.177
+ 3. Gatekeeper Butterfly         similarity=0.814 distance=0.186
+ 4. Rosebay Willowherb           similarity=0.787 distance=0.213
+ 5. Meadow Brown Butterfly       similarity=0.755 distance=0.245
+
+Whitethroat
+-----------
+ 1. Orange Tip Butterfly         similarity=0.885 distance=0.115
+ 2. Common Vetch                 similarity=0.857 distance=0.143
+ 3. Reed Warbler                 similarity=0.856 distance=0.144
+ 4. Cow Parsley                  similarity=0.839 distance=0.161
+ 5. Yellow Flag Iris             similarity=0.828 distance=0.172
+
+Winter Aconite
+--------------
+ 1. Snowdrop                     similarity=0.853 distance=0.147
+ 2. Cowslip                      similarity=0.681 distance=0.319
+ 3. Cuckoo                       similarity=0.677 distance=0.323
+ 4. Bluebell                     similarity=0.663 distance=0.337
+ 5. Cormorant                    similarity=0.638 distance=0.362
+
+Yellow Flag Iris
+----------------
+ 1. Whitethroat                  similarity=0.828 distance=0.172
+ 2. Bluebell                     similarity=0.814 distance=0.186
+ 3. Cuckoo                       similarity=0.780 distance=0.220
+ 4. Orange Tip Butterfly         similarity=0.742 distance=0.258
+ 5. Reed Warbler                 similarity=0.716 distance=0.284
+
+Redwing
+-------
+ 1. Winter Aconite               similarity=0.506 distance=0.494
+ 2. Snowdrop                     similarity=0.499 distance=0.501
+ 3. Snowberry                    similarity=0.491 distance=0.509
+ 4. Cormorant                    similarity=0.484 distance=0.516
+ 5. Garden Warbler               similarity=0.481 distance=0.519
+
+Snowberry
+---------
+ 1. Speckled Wood Butterfly      similarity=0.601 distance=0.399
+ 2. Red Admiral Butterfly        similarity=0.544 distance=0.456
+ 3. Rosebay Willowherb           similarity=0.543 distance=0.457
+ 4. Cuckoo Pint                  similarity=0.540 distance=0.460
+ 5. Teasel                       similarity=0.509 distance=0.491
diff --git a/modelling/data/abingdon-all/analysis/species_similarity_heatmap.png b/modelling/data/abingdon-all/analysis/species_similarity_heatmap.png
new file mode 100644
index 0000000000000000000000000000000000000000..346ee50198f7716762fc502025c2e5f88f39e1b4
GIT binary patch
literal 3597444
zcmeFZbyyVt`#x%-C?X{xB^?U5AYGz#Bi*uecgLzA9U?8=BHhhOO9(8|jdU#CyTEzz
zIp;cWegA&n&%fu7^V{p<VrF+{cjlQV?)!e8nIJ`Zi3j%{-@A70+5;&`(Kp~9`r0+D
zpLa39JD+O#$iP27Cov5tWm^*`R|5y*YjOroc2>4dR_4$rF2)Xy=C(E*tdQrdyw9GP
zIXT%m^0Bd5|G!(X+B%rB(To4m1mA*bC#mUp?HWbP)!%iS0cW9W*RNfZ5*1N#OWK^i
zqd_1+dS?f&i%YQfgxN(bTLZ^)JE&t!`xaeLD$^G;Sq=+4!w|vJV?xiMMpxYXM>F>s
zZ*Yl<D4wPy2!=oPyz}^wb@$RU#WU*}|3W=~dHK?GSM=x4pKnnA&#$tty|FAQf&cUC
z7CjpGe|~9R|34r9Z>;lw%<><jAo#5Z(nNklGew~Ti@Peu%S|l}9}y576wl=FyKW7!
zD%ZPMYw)vyXz?!At@nr3!+M%T|9l-(8GCQg;r(M_1Su6>eC#vL559LE{ysb0a68$d
zDl_W3!Ozc6@Js`TPCEK!wseeQruYMuuZkk{6FC3udbJdJIEMxM;|DGsO#4&BVwhDG
zbLGipzr4VlpPvs53lnp2V8_G9$Hm8|fmPYfzw$ai9A#fC)~R)fE#ks$G=b(c3~BDS
zVR;yNUs!X<{BeA^h{;Zpi$9|2qCK2KFu2Zn<9D;~or%=iy1EQ#d$66OW0Vw~>-J20
zo^r0;+8|w4R@M(=r#Oax1?t9kKjDAg%78IJeDyoS$t$}&DJUr7pBvox!fhMgo4`TJ
z!e(-YLT$q#wlf0YFxzi%R>}KfJorr6J%;7*+YosXGI=mjX&GB|<1d3W-j+R~`R51D
z;<PF)9`z;jGr;>|o)Woij=jgDlaAM!86PL1qN3V!Jl$KW)=>UuhyN^f-(46*{b2(H
zyk+@kVx@ky8KT9iEHyntETk!2>#yI%#YN;pTPXi|4*^#(GRivIc=hpKW7XkEkuGTh
zyYc7LWPaD~)aeFy{BzWCKyfh}85!9pepj1lX4QN8-iMD^b?XiWjjblD9te6IyaanJ
zo;fW3xc>0r!xt7qcVQQ&40w2WdKTXH_Vy<W5yCqcsO{FCp8Hi*RTIu5`RWgaFVP(G
zsX~Qk)xcJR7qIqG68qHws#DnU{(ck(gGql1xs8p@SJiw%|A&;}sN-!@Gr`i*Qes{Q
z+V#<5wv8_wrt(HTu@8=pj@Y>hwW~W;5t;Uf>%(!uor%o0N1Njl8n<uX&SRxHN*FS3
zYl^l&PE?-kv_4!q!d>Fy<I9kWqSt`?G$Q!)8r<H)FE2>98;>dO5wSjtb9Hr<NaV7{
zAta35y4+W-%Hsu&+8z%vG&+}weTE6#orJp-`Bbfd@%ST$X<vf_s?Hn5<&Q=3;oZAy
zwUowPpT%tOb*XLgV6Mms&f(dg2^<or^0~RU$i2GMA-99|VHs4pg7Eo^*3x)R%h;ps
z?l`uHQR}7dm@;yrXBvuC21G<eFRaFJ_E-8Pq@}xMY^y1KPDDC}hlf?GluLgys~3e{
zzlkw7Qm9R$)!!QMuoQ#|3Bzu+yu7@FuKV6%WY;fpKBw=W>0}mt5@&=oL3|<mU62#m
zbzyBsvc=OuWfx}~Y~%j-2pFFj(p^LpYE`yeoTI|J6{MwG8r=7dV2rUu*3xY?mZL@N
z^0rU0moF5$y1E=FZ3fb=3kV7>T}q)*&37n&T)g`u+E#TVhX)@$`Nu&s)T4MECp^#f
z)L+Ga8O~Q<$czyB+(l8>mnzIAtehj;JXUJB+r^NYRnHp9!#EQ2Wi?BNRxl_czSeGa
zAYG%v4A)}lYvdLmgF?!)D377fn{P&Iy-_X+cI5`G7%yz5h>NA8cXvA}4MAjx!|NSa
z!qJ;Ejijyq4_YhCe;M6KW}<#CMr)imtlg&NC5o58C__6hCMw$C(8!{s_YHh&n&<JB
zgXg-(*#Q%m%@m{X%{$mb^cn4KZ9i_M4h$$ZE@ft9lvs_kYr=OIIv4i)g*zt)s;sr2
z>DCPy-N-)i3kWcrs<CGelBZP(_G=t1)t#X&r3~S@2b~P`6DK82bh@<Z2ql>)e*Nl|
zp0;<}1;ZHzVs;e|)f&s9y=dC};kHI8^tQuNx3P;ZbQW(CdUmkpc7d*4=i+zUNt;rm
z5f6P{&la@D=d#H-YA#9p6$IK{^&*`}2mvO7+CYgmuSqK70=RY5`In;ARWnU}r8}j`
zZ9a5?S(_jUkkTCmUAS#c)s}6A5V6G~``*~&oL8)}J(z5iv?8KJ$cs{cmE<A7T=^p>
zi(VT4D=Fb|FlTF(n}o@Z>>VBX6dIEWc@Ya=oMa}EOZWbuH(}_BV@pjkknNSH!xL<?
z@`83SL@v_e)yv{`(L-IBBFCt*`f%vipW(TQz6p?w#Sfx^F0(*-q9g}?CFAxC#OeDm
znI6f|tt;lep(9|^)9HIl_xWQuIe$(vE(-**8)Ha?*S9`Wm>>6o#-ts;iv=n!5@}U#
z+D|dn=t=aDLf}&n6e?aQpUjunp-NjV;CUqL!*+4`{{4Fg6E;YGOnm9i-ck>b`(Bo8
zJSum_#l7xL)Onf7&tQw;Z|T7LWmu5~w0N|)AvZJQc@=2Mg2t!XxbP>7O@4lHAY{i?
zfIQ8T48|{S2tw+mzq+lG_vW_kL>MXeB0S>)s{aTT8}F^KX$egX8K-D(db&=Br!V$u
zs4WPeqrxU~iWZMtj2{mvgNC&im_r*SA}D^^k+(myhQje7e6Cwb=maxMD53moXcd3D
z)p!}Z50s0i^jwTRTe5~jg7#!<vRa}3VIFd__|;|{)Pzq71~Jqb{-$btNk5TqrkpqV
zk~Y8x)W-N1=AXNq1%1#OeFR^$6hsPSHrX<^>s+@}(8;TYqO*tXMEXB2;gXNlXsX04
zJ}1Uo%WvL<5{gHXkx){yp?qm1!haxP=o9<e2kjS6t8xvdgi)IuwZ#QmmC_foy=CKN
z#xj}g4=zWZt3h+5aETD&Z3P(_VS$%%fvILsGgzrflsEH1?f-NhE4hWwu^V(2G|nzI
zIa%kNZxxaOBkJ;k5~?Umc@#gzwrIOx`)xP({rY&3Xh!vz$#0D(;T(DAems3aS;CP7
ztP?c<6eU~)OzqwutLIOxXPX4Ybk-HldHDEpLWv>Nbkx+pDGRIB3biJjLAlVqn5?#)
zjc#ibZCtXMX-IejfC#dTi;IgXj#c-KuBn%om-O0Tc4ZHj`Jkxtc)&x-9P~Eq@)zsM
z)>g{iT=UIgXZbHLq_!_-tE?xZNx5ylvU=_<c15$n(d@>*a^%F}q&#+MF66&0Ir~$E
z6##e$cd32%?p-vnATdkar%#{Q%?8q<WfR!DmK;|4l0jfU%3KmUnY)Rs1EoF2VS7e!
z*rELlr0ux9wcOMkG=6b@gJ!vj`RK1oOZ8!6Q1a7t=_SI+_GZ7S=I7`%d1>0#f;5!{
zvYB|j)$Z?h<))M0_fMUBVp)_yTxV7{e0BW!g|o6J1Zf~GUX^Df*e+z-?K<ln2Vfaq
zt?f7W-QQx}>%;lVNy*8T8<XXx3jP!7BL$jEO?w-~@Elq?x-}Nlv6*|1n6u97^VN&L
z6=_>VfofSL9kF#pP%78YJ?oXJ+awdmy2hG{C{sShN3ane>4REOb}6N+*48t0seiJX
z8Bx&_%c%6q#`JZ6il9sak9|hf)HBVpEI)t$Z$%1Llj*Mma&#Kp5Jm|ZVcZr&lG--M
zThnr^iHLL7MvY1{#H-4%)uXPAu&k<c3PF#ow)S?C!}+>%2RplxF205>p4E%gHxV35
zJ#h-PcJm()Rd~qP)y0(TMv@pA;(sKsgYB5{LCk<Z-?3=xb%j=CszCjVea_F)U%tO_
zl^3)}Pj(mVcjiQpy*6wzz38D#iHB%_PaNoZbfK}iha01ornvYVVnGQLL!lIcTKpU-
z@m=O1(Ry$Y<lu2A28|=yLXAJfKd=M-A>I>|Fw=I)8S{1FcYDavrEXaKPb*Ls9FA(#
zOW!u%*c>Z;?ZaZyF<I-#fIdGDi^b=#c|gX4a}xt=ppT0S+IBZ{sclo|L*Uxxc==MV
zp+(!-7cT2>kA35It9oSUOm5+G90!rq1`{x49P>k7Plb|j%+1X`fy3Q)Gm;9Gdd2BY
z5*_XB5!!k~?!YM=FrJH8-GprXPULc0RlM??twf79*_aIS;PK8kYkhp?;bw90i?gR^
z$J-Gg?W~>ml{7YDLJ7M;;qNYP-~0k4jnB^ygfT;Wr#7gM@FDq=z=I-%VLpwsK?zf$
zq<9>z_n;WOh!HvDN}e;pc}RShLa(%i<mT&3)a+#i>J-41-5xgh*CJ)B$?YbTe4ng&
zaQq_$D;Omur8SJ|>?^lOn>0E#mQBBC;wqWsS&JTMLb*f`sll4K$j!~rvmNtaIp%O8
zWZzKfZ@CT;GSfB}qI19a7{#~~c;FG0P@WG8$<6!p?{x79|8MMng>e#I=E~5vB?-gy
z=zRe0x*zjY-M_I>aH86_SWc^lG4ct!)!6eWcy(pvu#A~@of8v<kk{90SwKN9(EAG3
zcu|sNT}k6;mSC#a{y#*&4Q1iJR?d}g&y<K*9Q}CjQOgyAp%3zFSIM}b*8E8pNlXJ}
zeWp``!=~3TfbzB|3l0kl3!P6qs_OYgca%C+>zFtN|H5f$LSU(k3K$zv%~u=VS^=5J
zzY+&o;IuZlw_!b5WxQ%DARw@Vte$Oo({?eCr_6vn1~~IYZGq%q;}y!O6Ai-qs#(5l
zSr}s0N?ofEwtD}AuW#jS2<`I0#M)P-%(=xyqpIGtv?tardpUB6MuP|Wc$kTKrLwZJ
zZ8MFYyE(v##1n^1i^8&wYAvKX^RDuZTr{EgdadKih0?ShCpPu`AOe9{+!kv|t*@`=
ziqtyD|0A$OFICrFfBp&n^hIcG3pGk#^;Iz7nTTdY8aQZLeDI5ZB;y5Wl8s9&w=Q&i
zh~&F0E=LP5KR*pUy*Rzw<}92NRMU|QJz8Ti35lNKjp2OL7f)mIL>VIkX-sYlIIl;`
zQV$h&c7%~u>ch~xowiO~FCaa0rG}l0qcbxzJBNpI$F^;<?yBEZn*AS;8cnxfQaO)2
z6`>siL`<yDhptMh-UT_MaSjk4b0o2O{DA3K@W}-5bAz>Z_1=+qKErtcO?SC;YwSd}
z`s3L2V<%O6tLX6_DreKz2e*|ba@&4MvS(M_7%7yauWe*W_1X(cQdN%UFvZ4rNKx=b
zmfplrcDT{=cvR~S1a$>Pf3jxsXD(M-j)wZMndD5C8Hb>?dOJ>LJhzSAa#SK0>8mp1
zaTO2Ta|GOWt{E5@@OYn9Om*z;?s}XT+LR@&ayXg3_110c{pjQ4vsRTi#6@i)FI(LI
z$Xa@{IL}(z%eHSL+;<h;ZWXo0Li2e<tSs}%=TYJF1Lbnq>pw2hfo=O={Ppr$q!WV>
z^_mSRO?MwW5OZ_m0qmGL3gT3#*QiDRKCn#y()xv$+MGp@n)mCQY-#p2MI7UGdUTM(
z8-SYU0Q~JAxRj!exl4^Jfljt*nSFor&H<jw4DIw811+sl%>^~nvlz)7gxm?hX?YwB
zE~^6~iGB<hY$Q^Fppw-$s6gp?APaH4bwRnt-O*C6$=KM~;v7Ux=D@bCfDh3gBSS&J
z$Z^jX11ehbBJwQ>4$c$PpZHyc8RVq&X47@fGW5mwpq_xr99E8qaIgI$m>!=UszL?f
zGZ;Y~Ey&w9bN)jjk)wH1w*I1*G$u%$Dysz9z24O$82+G4hi8=ax?H=6)n#a}0CTuR
z9wv<K7h%vJetcmaza#OF6%Qz>O(raV<%FTL`aI}NpdfY$m-~{R!im~?WdRJP>4>1T
zb@9G^pRiZ4wyq~A>vgLU)pQowuDd3HY}0-Ok#4#C{9}n(+As)e*bfu`Lh1Y?pjtg`
zvZdCduNJyvo-Ro+>NV8J{var)3U13k_{`4n+d3|expAE8_B6?sp35nS<py)Wkz4u!
zWgdhb1D=ajsc!ki<P;whmd9~Q0xnU)Wr{G26;8;p0z{6ckv)#GX=i+i;i`HY{zv6~
zjo~g|zG%=-_)lzKtQ}o)SLSh(1dQ4zQT@Z!sL$BCtk&-RA=w}jY4CWzsTZ?Gxm{65
z?vO!HOb+l?hQ`LmjJ_sa<uciwD+%Z#Z%9<E^3c@C<SXpA^QbVV9@O)yn(plF4Wg#o
zLx>=b%d$@ELzsZhuZ|Y$*G)1BUU>tM3_LP>;O5#@RtT9Re2!4LWIk1T;h=;bApaQO
zFka8SLUzXb4Q`QJXO2tVw=D;nygjWma^rvQ0GY%CPK1*922j_i-o?h)mTg9Iu;wPf
zS=n+9_?Ta)-CclI<G}S2l9@Kvmp7?Ts|N2qx~#6q<0k)KPu<`zIfOq0u!EEN0LqHl
z5ToqZ0oV!Wi2#NfnN3sA)5OeU+1E)u*7rHh*889$E)3$FtM=mL#H~T9?$CCo;q>XS
zFeBp+vqm7eNz68R+XECx#_uBASH*}|ytmR{OazO}QqPr7h9&tOSM{LSa7rbI3$?j7
zC#xS)!q5;j8a=nV8c4?Lu*!02EB6Wy<#r`HN!dch;VRTh2ZPx%dzK0c3RnDhM6x>h
z?Bt~34Y<g>>sn1-wMoOuILJkSZcYwI^^IY)P%6A(C;at`!bxF4TR!aK1)jfBgnr9k
zDZ(|-psWu$S^bk0w$KrVRjA&(7v0^}CAIBZR8%xk4A}6F!cte1gsn-%kZ3gblJn^7
zC&}pD!z+s6_5S01BH&Lq0Dct#z|AEAu<5rgewdftdl!XQ-WfIR2h=h{K<(H1Vq+0U
z&@iFXMf_os^R~^jyfz_fs6p6_DF1Yob>h(mC{nG{)6<)Kz+XCHh{W*L4W7O~oD=sv
zPGg0f_YeQ|pmA94%{y+K$1?VBX=!1PCeG$pehbp^p^tv8gE4Y6Jw4rlz7Qtunha>d
zW#>kZ83<8<Y0aD&0vHUI;PeO&FXMb1K%GmDrE}7@jt*)jCMh4}@88tI%SpVB;um3b
z*>RuD!p*85F{^yiPZfqy0QsQ(N`3(n0kW?BS-^;NZ(aOEDkx=^rgUfqo9Vjj^Eyy&
z)>z?SQ|`L3XG?NzBBOvgun!e)&BA9F?fw7AJ*#j(%s&Ov?N1Ax5gXq6C2vK_dqT2`
zYifAPdjPalq94nmCs50KBes1E2%&FdV<V_A^wlOmAETA!zPv#A2wG3P5b!=Du$7La
z7E`QqGC!@9y!I=3cT>)CrlIy|0|>zAmF{wrI*xHVTH367be2@qTRF@|0PHW#Vuedn
zLr9(|Uv2|6%{MNNs30c(upFGs#5RL`(uvmbdk_rqx?BPRI&8bAa@I65Zus^CG4b(%
z*)nlobj1%Ef!r|SqYr#Mj@kFm^PBzq{4U=B9Mu8n5Jy9U<Pb5tQQ(oMy1F{=(^y{W
z@$CRgpXaBZkf+LUpYw{@YMbfD?)%Hb+Ty)+!}YGV$YVjzBT*wGBma%UShpjf0=15e
zsQGxGpE)-k!ZBxkP=!YuAki)?c14j~On&{!*tjj`00kV-|KbRUBNN5H5)JyIt955!
zA2TyEUGxb#rUAh3Su8^xA<KjPgq2oQ*nV}qao!wLnk*8%F#>XT1^id?IYMi#>KDlT
z3)yE9tst##CPtF5iOqgXe0EA-9ZA;^#6$e}`P*yY>e}ud{~n8ZTnsX0CP*U1D%gL}
zSp@w0-*7b>n?fKE<H6%JP<b7=o;q@rk@MJHtF#y%lu^O&g4A(v=XIqB*2|uqZq;uu
zV#(Br?unI~{Ipx{B|&0ogIH71RY(=`R?LwlLC&fcXeiMWG`j7+ay}g!(~wQ(dj!~1
z=QjM(<^bh&x@T~*GY_t&LP{t|?Oi0dhLeQ6A2)g&UTMd>%s`wdNEX~gWJ-M1Yvjw3
zO@I>MPm6YeB9{g>KlvTPcHrZRI<h8URJ`VmI%=P94UmhiHSQs7bX)JUIAI4e%jKgC
z>lfA&DkyJ7#ZOj_{-A3>9p?$OEm_gBtTN*s3pgkcaJjA2oIoS^5pvQp%3UFuFI(=7
z<#-ugLGtQCoePo~?sK%6u$k(QO>V(HuiE>p+G3cw0<c9}mmU>xDosZlypGFnhrTK~
z@Nd*Pt>Hc9vI+!T+{g??#HvFKi2sDqQe5(be!Lk`GOP#=>TwP9IWWVa4?{QZ<PMOY
z5Eq-^C?rw@-1SZ`|4fWV$TF?E8~?xn(S!a#TGrju&GLT53Nxhyjg`ekzXHv2YI=GM
zkeyorf;_wsr`;x|&&VSYaC`29-jztu;Wq5RO88Fy87Z344GPvFUT{Y^c?jr0B*@a@
zal9Tb*4G~q>&+PklA>n+_wO%jYHO+J=xzgU9EIse#HKeye=~=Ef&`D_cCcU8P{Oe2
z?_nTj8Q(Ap!lU~H)bG<vVUGjGBHeoWIFM4X^~8Xc7th2#WNV~Ku5KVQ1Cpjoq+^(W
zqzc1z#CsK;FVOBuf}U#hWSBtkW!IVoZ5*S)&=VdWp6|1>`bDpYc=`AqgAo4?SW-n#
z$Yq42hL<X+)R*@liJ6jjWh5m(p+1eNw;vJi;-W4<a8+8%^zymSx7;r0xZY$=Eu~C5
z6MPozq7M?zxCs)8jAT-#uML&_hDWK~hGqRLS78*T3A7laHzV-(l5LNqil}SVt!N;x
z^Hw{rH0=+!?{||(h<V}!8E0JLaJ&VwgvxWRxIkr~ag=%<+l&hbWobrUW5J7T-;Bse
zz4zcjjFfqXU=UX(|3cnlgo4*j^PLl*Yb+i^QJ_3(jL4zoajb`?dcWCDCI<SlLO2Q}
zi3u<(L6hoL*kjJcQdwH{5cc*XS-SOf{;0pnB<{bW6VwF;d|IcdQ&GH-c`T_qQT9*q
z<WgRuuikoy?j^+sZC`2I<y$P;RlQ~;kuSJB4$Kl5jpRZ4HG*bHM&obb0_8Iq=;@rN
z+|){WpeWG8*i5*9N<xc)Mf@acN3=ysLn9tdjEAX^$6?uc57IN<<c-<^WxU6aF>-*R
zd#b`bYTS*K9?!TZR*s%LoBnYSZ6{!h2|59iceQHl=AZUc{0C6%9v#J&u8x(`0KcX_
z){GpZ6{>4%681s6T{UK6X+IZ>Y7=yoWE4>cDRW11aGs9nw4|Et1Gd3#@LW|=^6mvo
zTT_$Ixd$4(-_PExYQ?=fUTPRH&PDy1cQ~tWj?ttDUle8;|B~ehAEEH==e0bOAD^hk
zn!M{}y$GGPOQ9cUw(mb;Hd4ie*)n6-?Sk@~EgMegT|K5|F)7nKR%3?9z#^~zqc8+s
z{B+~?`{#{Sed%6CdLd{mGbBG=GMWd7rAgk~AkDDPclPzk_ob{XEYO%%U*Ynk^ljs-
zoX~fT+kMZdK)V{7+hz&`$0J6?mwmE_rz@$MZo9upwBq7xrD?+h`9egQAu?%_k83@T
zS=mkdp5de0p1p@IGeSty;*}I=3BJ&nM6FNNasWM%C2G43>pgX(A`ZvhV9h>&2|t4L
zXIzuAjCax&`T^>n2b7MUEOJPG;#YWlq#~_OP@A~EzJ9_drr%Kv3KWgbfg~kud%tau
zH^+T<cI<fTW8%XU+f=PMB6n!;iba#f$S#7e3Q*YCW%~s)-dbCMJ@k?YQv$RXzp52J
z{_x?$Vu9hvE83x8T208WX+XDdNJ#SJ)Ox=@6h<p1?l9oZw-uyc(u0mDfTLo4P>{HF
ztfuQ!C)sEj7<#yvj@)q>5NyGsT&AX`!_I&ibl*~lTzvZZXIs;g-)jKbM1_eZt_|fy
z$<p_kWh649u7D%pc}qfcXE=~V-SvXBkyU_L;>;9&^U$9Sg9`A&FkwuO8liO{*WBFf
zU?Tbl0?Tj}$%&4ut^b2QiC(%x{kbFEr~)-(+m1yKws55Es7cguF!iSEU8|j9R)xiB
z%|d8}(m`PCdH(TT)NhPN&@z7{U{TTS8qjL6#P<QQ4_)T^b6aW;&%a0;*liF%>G#pm
z1gFk`?HX8G_Wbx0JmNNr{nh0FUv|~jh@zK!V?%Ay7YY>L&q{xiBWjPHvL@t>KZ#=C
zkG-ww`T$_~+d%C34m873(3QHf`z&ZXrh`^NY!USz1s@l|AMh8t180;55M3xKci-v?
z(9ggBh@@e8^H&o(!&TQrM*YtoTVUX`r<NlHfLgsO)@v+*UHUBc#6=|j5j%l_KW?yR
zgO;{N#@oM)^!JK%>tCJne`4?dUMjfuSN{7yAOHW_EHg?#3e>1~VF9J;9lhL_?_FJ(
z{}~ZTOH1Q^v)uCWKBC0n^%Z<E?Mq@*`HBM)Q7D)iSkR4QqNAg0AB_2<EBv<~QfE{v
z&>kfWf(A%$iXf^oCg#(pcYqQYo}V3lgZC%#mdgr|@z_0?QB9hU__rJWv#tm@67T*@
z;vits)@Az1e9k2RERqSh;c%GrzC>h*f#%75tj90z0`=D0v>L<o&&i8_9g&Ab(D(tf
z>Ni?pz<O(3kdMJo0D8joWU|Sd{|W}ceJ;<BOC6S^jX<Lxg#!2*jJsS1W#=7GmWy<1
zKLCI|ulrx)Yewm6`T;0{f(e_)^kHPYZ!Qu!E!AX`c$C=273>@wT6X4JmqtN<^ZUWt
zuU*!^#x?#-Dp$*mkO&IF7SOX=90ge@AU8L6-2u!CP=VeA4N!!xHHG{;JN}hdZF@m`
z=2LVuExbrIKelVB%(OoofKlWu$YpRxZMyvIr!W87;g6LA{lm?14pA{N&AP`2Y*(Cs
z2WY#NYWr(%b4>cmD}ZWk24_|M7Cmk(6T|%RXCik`l_Tg$xp{gn=>DZW{Cy2FxJ7AE
zpoG8M&90^f4#Z4D4(5mEv)XR(A(sG0+16>%|6elWKi&YAF6ys3N#_$IBO{w-K-3=b
zA*ZB_aDDJ!F1*KmA#ss0>idRrB!m$w@&2TH8vr4<Oi!QdlQe>^B61W+I^6YE;bgoO
z`atoV({24zJ^9xeRKKJ}Es1e;e9;S%Jla1vK&y+hf#{ehj{5w$mlbueri>h|by#Yt
zr!W661{M{))OB%jnJ8XZSop~b>a!to6im>#jXwWx(J(_ioq!2Oi+Wi-_m}06qqpx7
zxUE#(`)?_IH4MPU5g+fZDc<s)lwW8eP-TEFdBR_<`ro}r7NF@*f}Sp?hk%I4vc^S6
z`<0YDN6v!L9Axq&^S|rtpH|A??&#~o1|mb0zU_3~BjC#4dO!=|2ACMy+W;dHO;Osk
z|M9*9E;@Sp-+;;QSpp=(+xYa~A@HAd#N-Ze#x^j$QQQ;rGyrHe>^q_dsn0!+tZv=8
z(^Gs0n=DYo7lVZ5SGBFa)mVwh(Z^KpqXgNlp3ih4N5^2c=;Ub9c4-t06y3$dY_1PX
zU==-($L;dDe*JoE5yt=aHyanOXgeTTAOJ)~$Ld|#z*tmPoLihUT8DOj?cTk69@$@k
zyhj97wN5aLRpN1I@xpB28t51J2LuH49-n|NkKIDYgW63H@sVu$O|A|b|LxkYl5={W
zIRPC_;t+%zGAea6a)+Tei5DLj4U97hf*vxJa2-Ilp{YJ+n4npKIim`$L56E^d3pKK
z1`ffy<d1dDGg0^EHDV`rJe%-i9iG{8oYd?3(UCW*5?u6|vZ%kW3E(-)qDEU|YZu&;
zh|2#yd-$QfTY`&}ta0f!EW(m7zXhTFac<jw7`oKMH^qu^d4n75MbvNqBI5~KFs52b
zqXiLoBX$;>`+m#pQo~Yr#Gyaz;wj-%{Sm5`o(%7O1V0_veH^-EIhmP#+)jFXZriQH
zVM+MgHCS;4_ku<i_Gr?){$k2fHyrx#@|Ei|wWfkrXV(*=Cd+X?ovLy(Pacm>(u?-r
z|M}pQj8IUVvN2&+x`Qb)w(zxIuGr)v;wg5lu=p&q&3NgT)u^O?%>pmYfYr~jf-rn%
zw>eY9k=;RE;?l90Oazf(Ps{An32-o|TOld@nnzP|d9SH@Mnx!S*tA`epv}AAT=XmE
z+;&%0B~FOytV{Qd$&2c>e5QPUwwHDKCqk15jIZ81GWoE*<V^VV(hXs<(~}2tJhtXP
z%E0i-<kqUd?!4c02X1suim?4v+91c`!Sb5tY+!V+bJdIC>KtBMnfF9YwtExF%<Q}A
zT)!AU*1kI4#c#1;?`yWB1$(b7El_+N77!Kt^iq%agg>QB<FpK0seL|`bEwSOO{sMc
z1zi^WkBRFV+B=ypu<yK;l2Ep25zaU6l$PKaEjLRP@Te{jL(w9gS?*J$hSRH-t_mt5
z1;1Mn3W+n^ZV}f0YTS7@)+XZj*r)xprEUeRcQEYx$07EQ=Hg0zW;pZ2)^d4ea%mKx
z7i{F_;>zyFIz3a@JrS&&<FyLs+Y!9rezsO4fqz1wXI{Jaw8}3v%(&B{(`vnWd)}mH
zgi4>LM@X0{Wwrs{1x#(Y)B6GPLyOcWa)Sk&zpo+9NgT`w!S`cBn$XQ>&*gwd#YV7a
zb=-tH!&M9v)e@U&J~SZ14$I$xD7paVIqjUC#Q=-nxuSR=0NvssASKQ)X_n_Wds2_H
zv6X3NQKW?P+CR+~6i8k2%bx09xu(F)ukpsH?52ROHE`IZejJk2hbdLHENUNr(B8KV
z*sP5~&e_xkEJp9KBr4*b$__Puz<j`#LbaFowe@C*stD6;%On+|3`xZv#W-6grRKn|
z!H&TudWujRpkQfWqv!elYuuqT_eWCr&VifBl~bey@?~ihp(UWgZWdSTc%oP-+Ev*0
z?kp1&)XJh*Wg1u4*^`&WBQ&;?UglV;Oh2^Riado+t3s|@sClr{jMv25tadL|qxn=j
z_+$U9D0!J?l_2BfJUJzs3EsKL=k{&|QU;B)sV;}5+~N83M@euoZMP(7?e4dN*A2#<
zA(0Vcp0XtxrxW`aG7*!M+9zXAIztF&u(1>7Ns_0bOS3K|0j8`yx+{b>jbP~wcF4$l
zRi>ao6pL5m?1xcyzaN`wcA+j6c3AA1&GEcUlmd>E;EZ%m=Mq{SmbAsND6~beQdWF(
zqiz@5nsk|-3ax1hxtWxIK)$tX_Ews@`4c)%EKpvJ=4odldd9>~M=4OQRfA1v6BU`j
zGRXi2JW8x)$xdISE_L3`Q0TUq7ZPcsN?e+FZB+KCLZXyyxooZ}{?o%0UX}(*qw;_i
z{QIe|O{xM+Ut#x9q`rAZc9Yc8P3X!8u|3_EOQ(oMYLeO51gwFT&{Kpn4;?03Im$n7
z%o)wEFtqO{me^sD6+Xd;aMTdO*h(mvYw8iqcdtsAAy43>%!nH|op}-I#vpX*7k{{I
zYy$d9rJ3kYkR#kbFwegi)!zM!*8RP~|K}fH+KY%>je+BX`fRfH?JpkuXHAPF0d?Zd
zE`S(VB<#0<P8v{H$Z|E&3z|(pW4$>GyA)*AZ|bf2bEm(S5tcEBhehG5v)liVbS$65
z^B%~Z>5eOXc1}*BR#wlhs-;1ze>#wW_Fi8;xNWH-I&53ln)ym|%)RC<;*OyG#kRG{
zWsYLuwHJ@i$&-2rB&L2&jtRQqh4*XbRm*0lkS}>yPbc9zqsh3ucAwgi^O-v&<8$kE
z{@_%{J$!=M^l|ffk+%6Qf^voGi;$yf@m%{(L_@}XwWFuS=kC(d_b^y${njR_cjoNb
zzr}P1U{cL6Zl!2D3*uk!1xIo`q+vdSc**b?q9dGf=N5|UHY>6jo^Nk+@HjK6`RF%K
zK7t<>*;Js%dt7&?SEt9E8E^Ebz~8wlNjxK+B)cuR_jS|&ff<_QNTB4J`n}o@zXPU?
ze|<@3c%uaUV!2Q-Ksj#9e0?r-R;W0m+6x^;>&0y&d@*Bx+m(_&!|p=hB*T}@qk<`4
z@1lF3xONpQV~g&4wV6=pwkqcJ>|~WV-BJ{Wf1mJ2naGGw=*`=~p3BXn)-stgnbZ@;
z7(e;K+b4?`Ob!f<`oG+MB+d8ME|8MhGrw4QWWLytnD?oGH9uPM&UGQ1b%=%s-o9E0
z(oP-!CJ}lhzYek2?J^dk8^Af49yo@*oiKyF|Il#p;5;xmD8QCUJ(P0b?)9cqa2h9f
zmkarVl!>6xe9_LWw)&$8ZJ&V?U5$n<ESs6|*GE>Gi|oGeZ@%3=r$3`%FLTlUcXtk-
zD_tnbotE+~jgDMxJ^f{maxGfF#|Ts~$A@nhhrFf9rR$;SG?TkK`zpn)Ev@m@zlr5_
z1J%|Q`)<My3yZ7K!C|J)jhm_bQtLi?KE$&#n!cP{LE6-z-2<LGXqjo9-b{?2!3YU|
zJJY?uH~F0$?353G(1C3GU771#^`0N&7<cmfFDG)neV2jZh1>`6b*qfxmx`2)zBgq@
z4d(4blUUBO8FpCK{B~zYMPBmaBMru-dbJ%1b6MA`0xUdwOj)_r4s8Qqy5zIB)K!8+
zc*Of8!`|QTxHMwL=!_=T8EQ)l4HRMd1tBg`!uR!9B{!nSAlyo1c*gS~k^`HXdAXDx
z<4`URzQ_aY7p6>P=mb?%wmqHO9x?3eR`!66e)TZ0ibr%<9JgbJC_opdh76-<I*#*$
z-j&gZ%ROx?T@#Sk9U)7U4lz_to7vkNdm)4c+a4lI6lg2$x+AESPnl>$ZnE9}ql+Ks
z(f-}0Y{BOjqp^2)*s|(2*Y=f&c^q!GD2UH_w0Vb84BcpaZL!9(k3I#QxDoTdnjZ}_
zA2x-JJEBsK?qGZPWgk|dR)A(b#9`1yw7so)lwY{xp^bG8b~R+@`0%c<J^m=omcc<k
z3j(#k=g~ueO-u_jU4`l98@3Eobu9H`w*O$Ne*v-UJki&B^1V21jW~2BbSElO8VjQ#
zVup(IAl98AH854&rsJDjE)F^A!^^T$h>N15${tHvoxEnixaSLq+bw<DQgW??i1%aI
z>=;mfuXi()qazU_OQ}oSDu&OqDxHsdI9%T@wy^{T``p#HRS2aVq`1CxKfiNsiUo_T
z^zl4{&D`0~dg5~#(u0eNrWtl$AAMha@uFdrW*4-Gr+%Agzte2ma4{|C?hdDYs2*)N
zqVrcc!dP%;lKZfthk-#@;!<g{#9&2Cr`Da)9qEwaQ%OxcQ7j~&v#+tsLx)9^yEWYQ
z{lUVWMpKg{2T2b3+Ds04bF=62ykSiDvDZVDg*b%eOZ|_&3X11aq(07a3>7lA^OD{s
z_Lg-FEi$UZ-p7V6Rt)WCB$_msSm<MohK^=9cUWSeey<|=P*Cil;xBzoHIkuGZSKCy
zQ){RRlMboeX#3Aw?yYgEhn-SF3o4f`C+g57m1e&F*=JLP1qKafYo!?lt()G&yvDim
zsZTnXOwRn25(hh&ZYE~BO3K9u8Q`l~3*`M`sCY?-f8M(x1bZ{FfNeGA-jyae;v0}Z
zP0Dr|bM<8mnyt0I*`4`n5WNb2!-|g^Zy$B~^P(UQ>#TC*Q;>_5<-0q|#oHAh??7x%
zag+Ecv-5lzd^ScUZQbp|T<2C<;+uAGDB9@Kw8YqC(a4(wY*uGyzuRbBpRd0q$e>_o
z?QF+bSSJ#FS6{eZ<|yBhf%4Dy5blYj!>2fgG|5vROgTMJj_7==GJRuJRmpo3V!!`j
ziSM|T_JpvawI=NiNqrx=2Wj#JPrA;^)<W_5X|S*BbK?y;vf9T1p1WOlDYb6<=;fej
zGy}Y=Ar_{z85DHQor2sQmCruB`>=j~lJwejz<ZbOoY?56UuWyLb$!cOr<)wuQ_a49
zD_^z7u<?bS1^@1=9qO4i!ttGp3v70i!#aE1_BKQw%Rig)W`0eI!5T12XTG^J&u1>1
z%c7h$dz1sjhWl$Pk?KKgoHH@0g-$@#(om1S`*j+kRJr<<UE|vv#{xFc)epbA1tV72
z6b0bP4*i)16YiI3;|wKks0UM_xW@wQnXfSKU~O$#UZixc%MjNd+yF(OrCL%i^s<-o
zdN$e6MhQ3GYoe6aZ0+4{?>KbTNu4vMQ(mfzz=Ml(oMo%pqGQ)E<~nFA&beVAXS+em
zED^+E&7BTI49N+xQ(=QC-127?$ZvZYy={=&miAs<3rn1=Es13m3p(fj;PqkWh=;R=
z!#$c6^4CMtw@wIM+fHo1C2ZlVr8GA<6CI%ZQm%XS%+{iA&7R}>|1`jL+hN4y?5Xc@
zCS)_StwYylpc$l3&%Y(EMTwqbcn_M!g!NFeb;A?XeBkT!J#o$&jwCd3x}rngKbua3
z^>0PLC}rCUX&Y!?v0ocmsPNux{k{4|0jA@4Bu>_p=zgzWzT@}!K7kuiMQho`d&X6$
z;j&PciT*SCqxRsnseqwrqW!rIm+XP;^eu16QZ~KO%@ECKZ%A8jli6)Z$pMdXOPwWg
z?H+r^mhea0c>&@}DUw^!KXNI22PTQ@Ht|@e2_cdq_7PJjXTH>{Zy2l_;%jR!Du1f9
z`bsY(J{(SENGLhFC(a6wRtumIy31&ufsL{;Sp9te%=x5*xNb;}l+DEEsM>?P&V3<K
zt-Y{ZP^(6v%zq)ux$WfvCeh%TUy4r->K3kV`${P4)--XbKq#;F1E^y2BT}FIBE5^p
z2trnii4Ut$gXZ@`#I$iHpWJTWU+EZS3CTN<irASh_;uzz7;!xZWqiL{0?A|0Ra;@-
zva<AxgdwRp`^QOzz4XRskA+*hf*lkcLzQumGnmin^tY_xaAkU%#-K>jqNghgx2+&W
zj#9S>euf-8yBG2*S1Na)p@Bo~Xm9uey%G~wdh(rosv+@f=y1c{+~|my(s&ym!xlVD
zsosW)S<mretl{~Md+|Il0kW{I9+f`IJL(7@_}-ANEHBPSn#c(I?Jf?oi$NkEiuHc;
zwf48?l@-KJOfkE}vI2Q+Y1R5#SZaa9qHCRLa*!y<KuS;Xuc7obmJVl@<Wjy(c$hpa
zMRfmOpT=pW1I5#`pww8s7JtLi8od2m?vBQ<8_TeXCz^N!_LfxGgwfdI<Tc4$;%16>
zuT#)>++~0ccsF(v&yyZ{@(FV5wGSCWh*gW9c&NUir1`<8Qxl?OYKRlFgC%t80M)tu
z@D@+rF=dNy*2>A68-dzPXlrBE3S%@ssd$X5#4ohFo_Vr|b$VJ33qjW$m^>l)g4(FQ
zt$Ug1O{nZD4s{B^TOIy!P<a%@PyO6sUoIOvr4~~38uJ!GUz86y_KZmGn(4sQDCSdP
z8GhjhDb9qB$4^Ha-*7%#c=v#Q-TXnnf|eK-7fIWb6FTT~J$zqVENF=e0|wo%pynBE
z;#$F1dg}X!CG9m2L#Wd}>7Ff728rjouOJ!<Xw+PeM=sEPnY3Qj%gj|tuy=Pb`xP_I
z^g_8Eb$>qIs@FIhmjbGqF3`t+d<XN$#%21Ths&x{^R6q3VWE1~r!|^M+3sLf3G|%B
z=x+_eB#x%IY8=r5Bd{Ydm{EPaC)(+(Y-inhU3S;<eMza~fY;eu0_*rH{b=*aTMr~)
z5xT+(-vJ}GUpe7*nt5@Pt8bl1k|<zCJhgUZM|lIvBhbL?b#FYq%QgV_d?#<bPAA0Y
zgU^0ny14m5NI3k``w`5lCOnAJ)9~^Wb4gdESP=(gt=9gOv@gAXN0)e@{9a3(^Lqs*
z(-#*;ycyd<N-VCU&535S1q4<779j(0zO;9V<d3}@$Rb@S%;Rdk7Oq=3>G^&BNM2&-
zqD`hh{^;EE7PTq%q0WALB5Owf*GA$Ub2>jZt2?Q9;bv2goEh5*Ut8xTD{OUcOy+vO
z8>lT*`aVn;c5%#2z1?ORcj~dIXLYafy*r%qd%~mSf&5IiCgQ65`L24LtS}VkK>|+r
zbzN^9p+Y9F;N{l~O_R9Z!b+81cj`A!(j7JZ<jq1CIA&ifMrEvWc?oloH)QMP_?c3m
z5&3xXy&exeFRTJz+0-JwZgaH>DC)2Lez1ZtZL`5zB?;WgPM%X9#0(SGHSpjk3x0{p
z$u99WvGij#E4B(yP+M((X%oOIqgZAqv>88*(W&kva!C;*XB*(0i!l8`h;`C{(W3tG
zdv3+k$FACetMw7X8+LPi6L58m$rWeu)z41|?0S5~n_*P!%&aWfdf_LAFKLoAP?$&0
z)`MT2BA3`9%o_v@)!zPAt?&BtX}naqPoiB!7HmR#qhYU=eHi>$PbHNvUWtkezF`u+
z<w@u)l8$yqFuFxr0Mu@&kkM~T3Q1G9_A5qSPaU)|n{qDlDv@o(9vx_^eOSeYCB7OQ
zq4Zsl?XmX@bvBHMRN8c{><`38)~|=1SL4{KnoY1y$_QK3VK-9W*qD)3Ttk%RK<yqN
zXW2rK_k~`qmf0}QrQ8Xt>l>ZL_(;CnnMTi3+H~jW8TKnG1<x1jb>E$^X1=>fRyypv
zlkpH@K2$#pDWBl85{M9jZ+E<-cz;)a5LbvU332i(W_j{;)aNmw@<*>$s+A{NbI*|T
zBjFK;LL5H0U2-q;&)SC#pMy}$)<M*upuZqIj1wQYtNM|F1MQUQ@9N1PJ8K&WVX&^X
zeQ)vJ|9xnRFkQvQIw^SEqVA&Fz1`G?_8BO6QPpo9F(8)A3DL+<ZyKl(H<+53R7Raz
z9-wjz-_Cn0Q6!3Qx4%<hra~82?J#Zmb)*(TyshpLb>{pY6RN!Z%C!1TxSXIm4ZGIL
z*b56vu8(@14b2biOxz`w#$I@Ft8LeP(+e1uK&-^UA#?fScV~Avy&41uYW7t`J0D-B
z`Y~WiG3pH9zJ|jd+OVz@=>{lFg?Bl=-tC-wXm7ION_=$gdEz~YjfOZzc#vNReGn2Z
zZhKcuO5^p5duO*VqJx|vM?ZjaCLl57tbN;;^lWaVw0WX`SuC|Hwc34FpAMsQU}cn(
zc%WXWW%Tfag1PI9ErC`eIGPqh^6@_3+f`S&x#a>1-v|^->xdu`#MR0(X>5=4@epG;
z26-+O`+9l;alspCNog^juYA<cwkN#j#0A^F+7d8?4;LFc70>tBtFVaW2VVi7pU}-X
zgO{l$cW3u#yt>^o>`}Xc;Xxd@zO)3ai+<_CRWC?xrprn_oZ{nsg&HrfOI_nD5d0|g
zn#<sOTqSPPvhq)eN6MO^Q#_A&Z0iyH15TZQD6hEB3kA<mg2}bjwaL{>F&4k#wf9R=
z6Z7a8jfxYubdOUt4*BtS*BjTLcv&mRVVNY7<mwEED%a6Cwda1Z@3xAum!`r(RYi7<
zX{&nbFoY{ia!yha3uWsJ@`}$s=Mi5K$+QXiSrMSUMw#h++&-Mjyx^C1y4)G!&@l2S
zy{GQ!WO{yIQ~cL)BH?1D(P}R!e-hk-h(!oe%4XB>4!CUdJBk?Grka~x(tMfr5vn<z
zcLUma@@`f2<1A!VG0vHUhzqK%M?_Txta_WE-{_Mta59=Cuh<gW+#h+aS8<>LDOAu1
zyWU9p#LL^(IBC#Wi_h>Dg5d=xul(srV)j_w%8li4<U4%rvkZ}+cxD6k%+$8RUH}@H
zBTGRRfrT#NPyR*^17jE=w3#kr`u-;dz}bl~-O<8YRi&J_geyV^+MTdmknj&jKfO!6
z5e#>A$MJ6q>}4p$k$7Cfaid)4BgWI?Uo77AJ3l9Jm^6C5z{(LBA74<{M`ya7u^pax
zlK15fwlm93eN)mGx(?S75yNprdq({q0#ke@`eP{8ACeW;*-_rH>1=J~N?aoba6xFl
zZ$4M8-Of$&5ugJlI|s#%owRAQANId0b)WDZFXZ+sHD(F=yD+{F)o^%*;jOOUuJGXA
zoT9DpiN~V&FY{d7bH=X4*~PAe+qgHG&4tx{h7@Q|yd`KaraVdUwI7MC#tHpM77Wob
zh3?%yv^?K`F?tqY0e$}BCL~b)CH#~g`ssvhSZ3VNtTVLzJ9Ck##u>5oJm?Ti2{}B(
z@Ou1iM+_OWaek?7Z8AlX7dn|+ExIb8bcg?!Gw~pfshW#;vAoY0J{<@sEzSoCPPcB>
z#fqH_(eE%>M0A|H#5b)(N=)rD`VL?|u=ny%zQxJ<!KSrUWy@WqEr{f2iK*930=yN%
z|7=*gPk$!M`~G@zBd$=XkXP_n=I%q!-YM5Ee@edSSF1IAJVM#mKRk9%pZw7}=A>~s
z|D)rPuDvC~bE02=R$Waum9x!Yw~us{V~GdDiPd*U>OnNI7ktv|lw5|!Nk@<@bx;!D
z_w|_5k0%&0Q+AfSD6pUKtuNut%QCAR^aMABiUM~|3!{&A+WAChWfXON)K6F{Y*nx(
z8Mq}@3u2``PrQ<=6mTAfRBhH{s#8-M41ew5DNEzLS2vy^(qHM8^r=AaV%3{?M@r0(
z&8#r`@>Gk%`!ge)r%J*6{eUJV^AfB|4UQHfwWnjp&KKuyj)ZGvrh$Bnwhg-~LG{!F
zrt4Bzt19>AVM8Ak<{QkWV3Zk@@wIoxifCU+jJE6s9pVh7;nam;cjnkFiCu45(%$`w
zaOIXJENKm&=Uj3)=Z}5Wx49lM_XG6_KjQ66#o7wgr`h;%BBaAy0IM-BUny>QznOm;
zz1V<td~=h=clmK5Q?Aw&;kKrD(y*rSq9!&i5v*rI^5c&8y-kvu-yPB62<2dSHSDGB
ze)kRZ*%@+59m*koC85%~yUU5I(vLsgLEf1|)7_)&r|r1D;ceozman6b_bo-X#LboV
zOqM_FI=KwBmlumMKe}R8mb?wP@jxV}z1J)9Tbzu6HiqF)<r;bNWzIoV?<z7k&o{ui
zO5*;p)QFu|SupWtU69Z(Q7ma1bic<A(`TYE*py|Hf|>rkbVG}UldQA57GKx!hoC#^
z9LSa8?IC?A9V*K__jy|8YLrE5t|Y~a3#K72Pb>W!>6xObDnufO_su6h$fr7?AQoQb
zq;!JTrG{?KwK|vBbdemMg!xtxW!U^SY5j|a!~@w_EezZ$NA24#2{7^OOzu~mqn*2X
zVYowIpVyuH;3Q&Cb7{FO&D<s9@g$-M&xv9xfF?OSx#vx&_g#S{cy6cv`VQ0E0D77T
zYQDaM)5Ie(2ZY!Vqe0R&<tY~K4p*k21^8{~al|8~A5097FMVzS=%V8wK<GWH*Q#(R
zXuo=2|D<k3{1=HS4!P|z8X`d`iq=p<)$SEu+~22Q5R|BV<^H^)^h_o#6pBOmQ3#gY
zsX$54Jg?8(nwv)c1?@v?2+?r6&MEz^{X51&eRRt%m1;>njE=yeFQ|iN$neQVi7+_W
zB(N7@`+W0zX>xWiR$H9_2C07gMJ+NPE6rO0chsB9W}0g3P!J(v=iUQi1Jnbwil8v|
z?YNJ{ArHQ=3fcOEKB;P5xk_v)=9m$6YRT|`o7EJF<X2n;_O407W+AtXm1ii6*bC{H
zu@;^mDDRb1=QX%bWY%!bTqFp1@Z;O|%Z+&PWS=Nct;-q*`HZzSoJ7VS>Q%8kQ?tFF
zr{*uQ@O>#@r=;J&MK|Q(v`A`p+|DmgJ)S8zwb#9|jINr6wNWar>*uk$;$gqnyMn^H
zd7kVYe*=L{HIuXPc5Q{BkO|}W#KdzsEPtct82kNsdg^E1mGl@?Gh>(9kH!{zsYml3
z`({E`%h&JuSg7CxpiWvlX}G`0@){r2eR+1NM}1b<6#Q81px8OYzB_=UZ*F~BG~pKU
z%qZo@y``6}QVdI+!j=u&&^1#AFieL9T6RCagF)gY_*Ex<9g6|nLn5B{Cc9$R)7`yG
z!OKg)<8b{pc%;bUkI0)sLP8qgW-be_cB}WGe;&Jm*Hc$hlLkg$d7Py$3x~liD^bqR
zbs|o*cO6^XTER$RSL&TRcSvJS!R!yXU;GBR6-lBmiPv}>j^4ZfIciuT96SUj?06PN
z2_BqL7XEwt>Xujrg#)%Da38I5EU($X6L1G}2IyCmR9BC7$fI?<SYi_eJ-NX1Iv$de
zk`93<rGTO4I5_^{n{x1Aic=K0iH*Q^FgvWibRoBtr`p2OKel)*Q;<R@?E7+4E3W6(
zJ#0CRcN{%jR6F@kknHdE?=1YNpyT24ybbNw>zJUp8HuLFy_nX@D{|bNu)Le6ey!PA
zU><26B1IYZUhe2wd?n4Gkzfj3QY21T{_Wez-;A4|dsdCir_MG`c3U&dl)6+?&_7Qb
z$ZV!z!Kwj+tUNi7Irzz_th=dBTFZ7=mjk<Ql76Q*<?7W*7owR*&nBju-Vr{DaS_R*
z4v#;wd=2ik`e1FqUD0zuSxqEoN!StCR5`be49>WXL^RkyYIwfE^UQi14DX(nV0{qY
z@po0aBfF)4hl{ryy8Nwt-I;g-M{qL6SD(o=nmOs=FN~4)kZ1xce&TdplgnL3uLB>Z
zp`u01Vzm2?)JEAJOWhrXX;2EgH2oUXv6|&VS|)oaqEITa3^g318}Q_(s@5>>iULiX
z?8dzeGavo~3tefwYtx?WEKTI31mfqxTa3RA0@yzyA!p_H0zH#L@#Df~`&c)guiSm5
z6(?rb!~O-Ss2|iEth^2(M%)tQKe4Fty_s`9_}z^^bT%M|v+;R`t=vhR3&JWOBd5Bx
z_vT&mm58|!pB>h%&@T9kk8(v;@wKw&Et6;j3!+?E?8Lo3T}6pOmUJ)WO~ARit@XxO
zLqQTtu4J<pqw*9<CfxR2%}Fkgy`Hgtk~<C+5{)x8p|0$MKepH%oX``V$Oymf;qvX8
zu&uh>shnyzoA251y^U!7*{ep#uh+PPMK?Z7MhCds6Ukm6z3D)|7POPBEDtvEp3Ls(
zef!Fh^T0BFGXynAQMS65PKn{AdFL=cx6yq#8p3f*lcjrFVg0-&!Gx4dl?~P#usUA*
zW`c|Otm%!9*@Q1Wd19Q*BnF+%^RobdX{^3!h*H2Pocz}A^ZhuuRcw!G&o>`OG3|g_
z37kRcUlhT7(7ksa(&TC>YQ?QP^sD1DL_XOskn<~NZo4<eT%HsP*6=QkpbBQ}Nt|!o
zOOw355MpC!LM|$)t$(X}@4YL8LG~iMbdVx0S&<DEZG%MyL2`3IPMq&AM_7bgjSmLB
z|A<<Klw;Fm6+Zl+9it50aiqycFVS~X9twH5?EPP4y=72a-yik+s{t((DHaNWBE>CG
z+)A-Rixn^KPLbjSiUv=MyIYG(aR|ZP-QC?KfqVMD^UU12&kKebUW9OR4twwKTI;i5
z`j+xI7<`lM?;mW_1S-sZlPilaqd7`%wNXWe`V^JRpbuZ;#O=dIkJ(p$^oUKWU-~2D
zDU!XdgVSvLkfk}B)9*4OPs(=!Hm6k~VvWM5%hBql%i22VX}Ud5XVMRXPibm(|7-kI
zYj|2V+3TYDUCG%UayM`!#v^k_a^L++7rlZ)!%8#V+qf*$hsgDwQ4HUT=)Wt{dJKzP
z;8cczv34|xkq1v!bX&pEuo~b-*-xnB?3V<;Sh;#cm4U`2{yd4C8Bq|OPPx@;xF8Dk
z5Xe*~UTcqnj9tCSkuZH)Q~dPkRY`*IxkRqMj@QQ~ucgP==&mc^@J!`cK*vZ&M{j%+
zqyoB^P#G`MdD_vK!nwT{#Hij)5WUH?^;p_Dp_-5yT==F|*L1+eBD>vS<PrB==Cj!v
zMvg1@3()lI_T{P_kfsDe*q!BrpoWY+%<7nZ$F~RJI=YXUxeLfRtw&F^v!Q)*-M`w-
z<$-66yKUfY>E+tGg<zd&fB3j@6~Zx`5|y?If}U?gj%4;i1iz)FObeH?%<{5?MM<UL
zZ|nc(gJVT+ZeK@m(<0Z!bca7$LgP25IvlQ&WNn0RM}uKIQu)a=6;w4IuEK5|zjK-?
z2Hdfvz#S_V)}&S?GhzIlm%D3wb9?4@;~=CyB+>X>-CY=9TR35K0V+sV&&gMo^ZlYq
z4qV$31jp<~`(_;#*?yQjf%h&z>+vu!N}(G}eYcjAzRP^K%1pSHV;I4+M(5z=*it3_
zdo3p!kV`a_@}n3+-8TOYp7CMVJhKLIeDx?|+~brFS7FYNPzkF3vTN{15x=YJ{wSFu
zpN=kAbcHVHVHk(!Nm!PqA#i~D0O1&62xyKyW5^Y85uY<NeRnXTviMYec1?ms#HZ3G
z-Q?vKZX9Ll*ABOl*O4P6CH`s@<atL@AMgGHKH`FQgKo@T@3QqW4{&FV%n<xfOKCW!
z9I+F!YNa@)y6ou7EYBj@-SOI%^GKE<S>k(s^Y23Qp^<HW2F%Cz?5}Y@c%=}i4w5Y@
z)Nz(8Q%{@pg=;aylIcwZf4Z@&o~fdmn(th@>Xwn+{(B*~*{ne{!&Nwh!x66Q3Z`}z
zA<z**IHoo<)HtSknhQ?VJqY{y7Kf1mMvwaO<DYl}6CC-XeF4fiE(;$%nrb|KR@*u^
zAWgqBW76lR#XQyV7lOZ*DLnI+N~2+ab}8h5(|d>wrG)t5B~j-#Z0T~hT1y-sfKXhJ
z7sH?~rN-dlfiNZ`L7HtBIG?Dp*@X3Y^f50kg?ub%&uzA{x$Q~|&!1zCbspTo7Y45r
z+;;>5-m!!()32t<=zYEye9z<~@l`CpusWUP>m=ik(ZKJA?nHmP7FBx5cLO6Ynv@WJ
z<e_fU%vZu5aZ~eWoDgYE??=?~FKBCjkv3v)AlLOaHrisj`E*rE{Y$aGst>_OpPgkC
zz}P(gva%E6U#5*7wK<yfJ?4X@%qohe@><(EC>bd|MMhw^H7MzQK2&?eD^OvynOA6L
zv>Y-T_zrSi7Vye{41xja#^HnM%))0tto*(|@#JW0-I;O~ubcB;`A=-A#;1$bih5Kt
zVI!gx7&l_^#%`xZt1xq^8r;^XTNM_O?MGICR7DzdUeT3vWKFZO!_7Kx;-zTYk6OdB
z+(}ix$NL*ozPd!;`%nzL%tQ>w?3&`=iN1&CygZbb<;J(h0!sf_Qi9QTY~)LxyH(Qr
z-saky`dgP{2kAa5!Mjz=j%5{oyvsC&Inui!0sp*M9Y~g^z%^-Qd>;?q`HwKD0{5K}
z#2;|szyO)$HhG#<arZDR?@&UtY!IaBmcq4p#DZn1`5*EEyITuEf5nQKOpyq2+LONk
z#W;QFV?JcmZNZgVaLU#=qd7jQXj|mAymDVS-59?s62%V`+@MfymxorzKv+1aa~!Cj
z@-aR=@^k0Band&x<E#Ux3|IWYlp`G<&y-R&6-tpM_usyRtyT)MzHs(RQIa(6Bq_9j
zlN?4Dtz4TBLo^)-s3V;30>(iJ)1=UscLA$h;&w+n4a{BnIPC@-rnzkIKHFk@?_9~&
z+pav3*B)llzmz4GN>?Shmpa&R9C)&@Vnl=N7(Gy)G`w*Sct^YzK-0^g=_+NKQZ~}g
zj~oKN4D`dpp?(|>!hSbPm^9kz+~_RgaFtHGM&F-bZwPe8o-E$jLYN9-9Pg`y*pRvx
zD9ckO92+gk3)F98V!m;XwO|@{UdA=cFlF$kH|#3{3iI#0$%Yb|YVcnzhh~J99J~BQ
zw&R5|Zcs(?`q)(Tm7urN#9pNKH7w`fK2s{yyydQBg49O-oK3?jNz^CwAFUASpN$<9
zSYM9@T^lMBsV7nw8mqaw-zSjxM+JX!3nJv3(ErTi(#8`oej;hlHsEf<_e~x=I)h87
zU}UhD#c0DBW~P^HGmU~uRlWQ!Aq$_!Vzq;x=zgL_Sy9-vzh>Zr3xERg_06B&Saf1V
zG{rz#pQE9D+ro>y4VT6);m6(tmBvrCU{2*&Oi6g+QsCuOJ_dS>b(s8Qe?o4e?!<5r
z%hg7aH;Wa?2cE6@<BEaEuO-#T1Mz#YlL9W$d2HjuRe>dBHrOf(hRc{zs#j0Q{O>}x
zc^-r}FBrpYwEDXY_T!SVejoZSTOA%>c1Osj%C*van)T1R&Ut}>Gjq$P9^-zF9*kmD
z&wh~tcs65gP1*h@mP`U-$@*KP;XM8q4Q6jJ(i20FgC7G_9VF~c`P>>dI&*kCVn7tN
z#?2`AEl8OIHId7>7-=mi`bXIwoHNrIqRMOmi(=<Zn63xCiqbb&QNG}{+qq+p^LB|^
z6j|+g>J9RbU%=d6Xth-^X&F(jGh{Zq0*Em07+x*#ep?I&*aQE3OSN7%6`xlL#m0yU
z3H<?Ed}2Stt7iZ{$9fzv^#TaM_W-r8-1SKBpu%}~{MW-F0Q>m{{=Gy6BoE+JV!XHR
zyGvyB&vB_lDFAPN7Z8)Dj=shKjL5iPK@gje<tSa^PXJma`p$Y12Z$2A{Rh|k414+d
z-TN<5C*(qs73tUHzcQ`>NM43+gNp|ONFFSW02rqjR;@23r2y@qVqe(()BvE&{c%X;
zwM{}@0jNc3X@J*}fSzx*y?x4>EnIlL(yNY!$+3T%W$|G*8H{^LN!+{KtDXuQ`SNA`
zDorhX>2ccm{<GH7_RO@wC)kPH=21&Whz##&)obUOxBOc@k%!I^`6P(fsXq!Z6_tm&
zl#l%6HjLZ}%*qCHa<;I<oG>q*VDHB2Bjm&bz<rvHX>_6zr<J7k!@_QF6~0a$)cdXK
z-3(u^nc5eN68IjF7)+>NVBg913=w$qzP?}~9WIqHRSZZC_UIAJ(Jd=p-3#IoD(&T4
z4kerh!)WYRZlAm>`qEO1!oC95fd=mz;(3BRr?p<9@<ZE|8i#u`3ai`NB$SwfuG4dO
z+e&0j!O7hBs=3Tiqze{naM>D1B{+@T23E+Z_t6GMY+no^^F1Inn&1WALj`XBw`}i;
z)?4R--N3T!Uu1<6A1cg**15Dg$2(+xPO-yMPW76+IQ&ns5g%>@07sMRU$2d;p>+wG
zdOSzd!4$HKLSm`uU%}y1)HebY`|=33AtEw=6|1@T?aQXUK86)uWd2esayWA22*Y!E
zTg-AX@ACnx^OwI_IrI`}=hhP~#_?E>XJ`F0h05XOc0)Yht+hHOak9qeTFc|ZeVfE_
zZi{;~aaia1@;h4W#TWz1vTO9%F)-!~wvfs8#itB%JV`+hfODYXYGO&#Y6q$;z}wMn
zJR&B_yCKVh2!)eR?$^^VHU1IdU2yvmBseF?hB1Wi&Gq=gI%fDN+A8M#G{FV=5Semr
z7HRcSLol{ROc<<dNYdyiv(Q2(zsduwFfWOI{r2Uq(ksK2T|Sgv9HTMvwC(hfZ5yc_
zBP3W7z1wl#SE@&0C^P=8K5uKLatmM>29DTB)j68AHA_r=Zhvnoq{`u2cC4|48)V9=
zNx)8p&ll-SeBQ@}!KZ|fwnT%*Sp&=3IxDdn!^1SPel6uwg{t2Yq(1OH;iDP<mSPDX
znFs|@WQV=kFSwNupofppcQUoM$%HtPPw!P}@4e2S=YlBI-H>!LO%7AagVXgkK&hWL
zK;WO{mv5>i)cm34R==ir^*+s!KJsix+1*kIG7ji9N;&81Vi+MAr*f%tnmXt2Vg5Ju
z{y!!f?{oux1*S;gP45$?<zGIZQN0Z)BoXj=MJej>XOXga6*W)+jp9iW()4Jw0<TF~
z^GgG^-bn`=PGWx}vPki-;26w}lEp??L4u6O9uY@z!M?_ScWRSNi|jshyO3S?+$LEe
zr@YSv8jN_YcE5+X7~6q4)vune6`mc?*OJ=cF$}z=5KNQ$k_JD~M|O<HtH`$p&WD8#
z1sapfg05OJ`v{9o!K>50Ugtx>&Z#>6xPrD{-EQM!?v+hN5+{wPD>Ri5kQYb~LHVIi
z%iKYb`Je-)aU>!&o^4VWsS0T8Qt!ouvYoArk1M8brEpIF=<oSxO*)9QwRTxx!!<5;
z4ZcGwTg2vYy$>}jKjq_Ms_ZEZw~OHMp-=l7n%YI+i~}Ngq+?gYlX@Q(=Vz9+``vg$
za@I+)5ZC`*pmoppmXAWqDqXqNVcD+s_nWlitodTRi|#ZSCAO0psx=YUOV_lu<oTjw
zzPW1|F+NlmeGRW;j{G=N*Z-^BpsMpfBVdN`vl|`r$vykl^3WNW3`YvYic-I?!W_f1
zNfL5(ODgJb{mCsu(&QW(58CJEry7Z)GSKw)PE0xdvazK+yQVV0N>tCyn;T1I>Y;zm
zJxz+%!FN$d3&xx@gCfodP71UpnGR4pN<^VsHL=`Ab=CT?mPMg5W>qMPWz8Nq!WS(E
zm2q>_aoi@&kWT3U<ISwgNzx~u;DBwLT|^QpW{w733)1e-qr*Fv-B<@@M5PC~aR2np
z*F6yJ;mTxd`}=WdU?SoR+R8x#E=oSnTT<^rG+noG>v`U#sr3rZW}Dv8S@Vl(x#H;P
z(O_gL;zR7Yg2h>N=8C0$A0{6o#6EYt2Mkv9v#m|>HrVyhQE;x}F4c=E+&zM6&-g^|
znTmrE6hD$@tt)8U!4F<}f6-xxIb37Q6m!CrYHvooM&xk+{eWP1=e+O~^*j8@r9PL_
zebsKLBd!*UPyGdv>E}6ukVamu742blG)kEPq8O*o`eX~<hTCSnZCI58m>-V{hN6-P
z=#7`zj0{jl(Hd~^0D26UUFX`{j~hCRNK_r_1+XVM2v6-2{p^;Pg4pT*kuN6QT_`4f
z-0NS~{k;>55RSBNg;eRdJjypt1HlO<b)?h(bB%FO_sLAv10TN4NJ}pE2G83NkQ6pU
zrzG2{hkG#eDMACfLMxATT^~s(%JjA8$Lr?1h#jk2V$<uD(4cN>ZqV<~F?I9Pq?hOe
zmFN*Wq$O5+_Oz52-_5$Cof!{)pfy$jSLXo_|D37J)$T5L;)@1$;UC)RO^j$2kOw<I
zyy0XwT169eBWn#uc6>Mb$(IU>Q3>%y3Yy*!z*S2MXN(`5xgpcvpA5Rp42uk3Q+AG-
z%O!XJKC4g@Q0Pf|epdpza*AvIKZDHi0z`A%Hh3~mp1eO@j0(Utb7d;fovHyC>}0Hh
zO(4%$p!z#1rGwqmWn(}DEaVc?;|#D*;`TmX0QsL@lNJDHK`9Z0Gji_*<Q}=|6#55U
z0b0Wi=X)R`W>Q!G+~*&z8t`){m+FZC$Ypu@jogwYAOxqW35ui=V<)@{7+-G!JllQn
zkE%q#jFXn|v>hkV2wneh1dK0xJRSf*%Jx`3eDSu%X2uU#;r|S>Gw#p+#RfuAKOY!$
zfxu+c^PttMf4q@<6hPn6taE$|poo;pjigLeeIIx7sq6D;^DziFXZ!fF-7By<ZvK^+
zOcD6Wt*>V?m_!Ue+SY$cxFi(ImA1gb%PyOC+%UU`xagS>#T;Dvl3wk3RCkw9C-PWE
zT2%$z#IGE^*IkHEh;I}Cm@07(ZypV$=eJDAJ`@|RzP#Tm$?*|ayLK73bE{pKMl<(z
z^lmpO;y=)lwdGT_m+Gr`m6ci>tt}Q>Ojz?&57~u%jXkeX*@w!5DV)frR%ZRfCk$;E
zg;SjN7TO=y8opki#~&~bTU4irNH>;Q?*6DR&=P+zlG$&|m%F(+r^2!Ci6`8$OK1+h
z<P?3LR;<yTOr}*~(i*V%$U=#U%~DB|{IxGGVn3F2aRKaPc-HM<|HZvB*F^}_pYq1o
z{=&P{h|>yBSjXnCtpDr*=Ni5@I_q^1R2NKsr6*CSXI%zWCm;Wl<C8_@`4AEUMUrf>
zFAZpdy_ZVHGrt<5`E3xvxcbFE8U7x!yG#o=5T;PraA|rU#xwfB5>GWOduuv2XTagT
ziiK_1Yl8eCg6$?nxNUrGZ4>Mgl{dfR)3fyMW2eJo#f*}_G%I`vD08`c_I>-Wuq}E2
zfek%IsgDp&dOej^rAcSJE=%s+l_k{gt7o?X;++|XaEk2(rQalv`GwZ>j7b~pA}le)
zH=@_2+W<$}%1CK~6C?3>LuQ9+igkg{+Ss7#rK5Qx>K9<_{pfjIqa4v{F_Xdn!gF@*
zbO7_(;oR;W+KuT0sjGAxYhtmLemL}JLCm*d1s#g^awdQD=`}jZSmmqFT~`gy$<8vE
zao9~^wtOdFus{oW{n&oLsY@<>y~yXRqoW6Ri@oVKxw-kSh<%mvZPxeVmDB6D_v!u!
zTR#OVb+;Ztll@I655UIii|Ozj%SwCZ`;9`-MwszfVMog#FT)>I#sK76P3Ct9>5Y%}
z^%dl%r6@t1vCY}Ox~;CSlm&x<2ZB{L=zXKtc<a5Kg1N<Rwl6Nl6Wd4HS#%=Ks5MSp
zlTEc6|I1prvg3%q&N^dWVYkadI~Gdq-_^aM-A|cKm`=aeK%hOmg0AQ`K5i*+j!?Om
z#o@Iy`dO}JRa7F91ZFWk2Q`gtU%&IRN*JZ&atxoGL|#&bPgNI0PMrh59PN=6v?DOJ
z(grc0Z9P&<i2pxQzOqla!QE^p)2yiBJV~nP3gaa#OjP{gQ3W6LK8E>Zhue$KD|vJJ
zXIm)X(;fT2eYzrD7%I-)%RIT6<jX5bz<`*kYq`K;1IgRw9C~!r4iY;jxmzbo%m0rZ
z18=BqeK5%B>Xlj_>&j2Uv1B4?0dsO;uUnjKJgLl1R3-mN6RR*!B~duPJ-HUQc`GS#
zzu1qgra{}|FOM7|X7`;BQwjLFs+jd)(_KAo_mAz%d4hd)T~fl-5rf*T0;G90Y>|$K
zylx5C6xpuQS)J(&_F1K3!Us-oc7L5dmTc1^*Rid%^oh>|NhXCLBe5vRE|ZK5UQThd
zdWTo<yQv{?AC^6QtiX@ec8BfNzk)H6YPU{W$3@`$XIH|rMNuJ7w79}NDPxB-vXCNh
z^snvXK2c%!B#)tN_7qh;8$xpPKez(+hk1#D!U{p=u)l6es1Lu}NbfB&#vb1N*`_zw
zV&0D<kN?)O)}@s{eBRZB1=iNk+p5UpZx<aue}3Z#ivMQhLi`p(_Sgo&Ta4o9%l1{s
z(#)1i0@a3rggfEfidj2&p7??#B_}-Uw&@1LloXDpjUp%l3_M^{%Jh+O!xZjkSAD%Q
z^u*Dn3_x-B&itV{6z;V3hsFQhc!<8_*HdZEQygV^kU87fI|>V$qsAPRN|?j#Io@v+
zwbe)U<Gp+*OE7|$MkBgH7Q|8aL%+epShJ>L8sv>xi~%#eD|=m#8|{`^!y(w%+C1%H
zI@^4#_T!|P@knBKKP)@^NCNO37MZ3PagN1@L0wX~qd&hf#&6_d!w~7s@<rTYdu-Yu
zo;T=dofs1H0m(?KEZi*p&*nm2RZPXWBGBRY49cHMap&Fv=Oa6vW}d45BRBs6fzFAI
zTn4{ibtvqO8Xeamsuh)tmP6wvgkwPSkzMdg#caz5C>B^nMhqjb+Sdkqr>cvc-1(MH
z{~hB|))E6-Q?R}mbA%ysaT-J!p^gBzUm8v*_q~CP023Ualnh6k+Qh-~O!VtihY!!1
z99oa1%wzY$*us)^V1P4+@~!n?dIfp9*a9!G$60w~cGw(9i}<6TE&KOU6Gu=%I1tcg
zSJL<}d7*1~4E|1n?lw_daEu|f8MC&!gr{R$@Z!+S6i++h&t5?z4c{_5+oSnU{!$6c
zHyRA3Ov@x4{M>qLWPdMeb{N|J3+Zb%)pS`9jFf$gaVb#tTi-n!v^{~e7g~p$^(Pgy
z4Su8``}+3D!>2cp9f4+jw?_wswbXEV^$W;{!=g^(fCj*;8Yuv2vLuLc>IsA?rW>F8
zjzc~OxLFwq(0t~WE=cg^lHVWOk^?)w9;Y@}PvQOr<b)l#T;|=wBlRvdRpzkcsYE)q
zV0P3uQZF!KoS?s*lWefvxrRx+AqynZMF{%29nzPhK5<;UqFPY>sy?%NTv957&BZzX
z)99T$GC=3e$VG6!5ZY+pNO*d#@BD0_ld7xvh`GC7YvL?=lITgcHzXAlyeHSDFM;!J
zY9hSEcgD2q#^S=;;V2fC;Qr=?%x#<o8p<@K!<fK<>8<JcGJ1|g;&5M!(?x@hhLUc@
zCFLZC_TPpm#GHZFE?M-DkbvMh5GdmsZgh7Ff6XH|=*@6XO!Y7LWiek10c734)s6^`
z@c)5m_Zfl%8Uf_z%5bK{Y<fuI2?@InWArv4$Ch4Q$tUy1K6j&WP@p@RC{UJYF4pQ#
zVt93$m6f%;xk(@Wq9Zw~eJO0_KVXbf5`V0b^O0a8hfn!v+(b-#T#XJL;s~I8isi49
zxlCWAiFndS-{M45++FN35P~`$ken-}0Ih*O8vPWqmu^^*J`9kc6OZ|Th;>r{0^rT9
z?2P4e@H8wntSYy1e@Cx9&GY(7qJY7W7{_Td`-oM~hf-*>YNFXeyOBxOLb(Riy!(d^
z571MQ_r^7xrY8>Bn9m*@z-B?lCwXDhkfz*4ZN!77n@;nu<0FRwrS1jX2KapImV_(W
z0-cZAD)n^sSTeOJHQ8LGWad!2J<&;-l<h+mc9Jt{VV$cSj}T&e@V1J)3ezw;xf?sT
zbgax0v)rxC9q@;Cx(SUlg_hRGP0au)9n+KN*#QV29T?MHncITpe!^16_Q9U>W9*gf
zT{wZ~(epeufl!yGI9eMmzMKD+_gKV;!lqJ@kvFOGF-zd`t5=-1J&>xszpo7Y{Pe5=
zaWdM)_#{bXx}0;`LOry`aC*H-v+<J11vR1e7DJD}epAKW!Dx1s*5azeF@Wueog=hy
zQn0`V^W-x3#0i%g@Rm-@;Oo^Gj^QyK7@ApU^XDY}J$)z0%VK(Z^-zFfx+`~E(ArO!
zk`=>n!lU&vJ)ZlYK4_@YR_2Bl*iV?#<LEp{&K<y2FUjHl=aJJy|90Gr^hkmYJh0rY
zmT4s!kB#G<!{x&i7`yTy@?(+mZ7$>@l9%*sT22%`#ln8id|adxUzPB?+>$iEu6jXP
z;tph;ZhQ1g=lTN;ExzQx6Q2K!usnB87RnQ;_o;lE_6X5K9=_4HDFY+%c9h2blu)-l
z(9tq#i%g-v=(R#zGOaNY{@29p1%K;9C4HqZp>M6#Mt?9uLF=yyA2FhjbxG$SCUi1h
zEj?<QtSB~5slX1KN@<S_Twvq+7Ya&n2|p|tqs)5OwVhGp6rPsi3q1+T{V4u|{(f}-
zB3^6_pX6KP4=}fOA|*qy;8|y<Y@D!9WnQ(x&Pi5oSLkLxc<#}{9lNi2uD<i_Qy+o7
zlR04@Ics>|qK;=(5TJGet{}%lgNU_>8UekkO~~2YpMTO6{bBnmPZt2KX6Q~lJDA9n
z^VYtRRpUXh^$zj}{_e^;`SemTKt`mKYQ@!lJDaN%eN9*Dq$nK1L=|7Y?R?0r=f2LM
zrp6%@19l)%Y0EnPw8l5L)D8Mv=7m#q;1SdTA0eSE?G^0jFAASC_p;D|5h`DM&U-Sh
z8^RV=eqDQgv;vRoZ=alA2`6=9ZpM02%EWk5dRyZ4OrAK!_60wscOP2YYQjpM-u}CA
zhL6`tl{)_4NyyOpzBn{5<vqdGd_i&IL=iN#N;94%g;Z4PG)r?TV%nYN^#w|QDEWj9
zjM<<wWB=XpNv;=xe@~Zk`+_<HhUHwnj-lsU465Sz%AN5s*+w^T(12)YM>2<TSIp)t
z6rw%Js(J588-S`OjC3~dp~Ho6t405LmXV^?*m-IWMy?LTml<1yRh?FvB2Rxs5S;em
z@=qoLiI%^9r<AvQG(cqUBIdvzup8#3s$NP_ZB?D+Gap{dMJugnj8onX&3D9HXhcLU
z+|M*mt2$Ag;@*D7(ztw<3e~N{n^6UZ3zmlx3RbA3OR2ujmZ&wNCQx`W5dY{h9x>k}
zBXXz|xAkAAHk_PH-qvJ6EZVr17UTMiOMA6C*$7eki;gK~1}9JBGCNN@J^@>MHeU*A
z){A_V0Hnz-hQeSZfRh)cehtk_Q@WJW&uywHwZ->ubysF}i%z*IOAE=Vjc0!t5|q2?
z;(<n4!0Vx3GPa{bb1!7gkC>oQa>?kLY8iK%gi$4Kg<5~nXgE_Bh8U?p<;gXmONsto
zA>Suu<5T#xr3eTBa`u)J?L4~9azfoX?|*&dfojmrD)NV*pFCMU#T#n)LsSu+uBwJT
zlexcboZzvH>uq^G)U^f-%lMAYjh7GJL_e1LuymgK%i>|{`978E4OQ3sNyAau&(CEM
zxPA#6e-@}1Onlx!rpZesVo@%q*?iIoE?>xK$H&77aF>vo8GL-w_~^)wi^&u}_33TZ
z?7IWI8G1m@yz2C*CRs=F&pb;ct)(4?sLf=4l+y;^D}R}gp<(Aut<O7OM)$pkMc=TI
zYzW(~0P@bNSdih?&7I?BqYqF<q)zBBrfAU1KoXAhJ4+ZX;ZMQQYmQ~sj_cPX(Roe9
zQIC~R)%L~_u@~D7>&!jtxjTLMd&gdSx=%+ypzHzQQ*u@TDq&oR8PF*qX<@+#r~$0z
z`N=?olv#g*FW^e*Yj05ns3VLznhy~;ejm%`5I%^@J3xJ)hCq}DTg;7(QR;RlPQQ*_
z_opF=!SS~ML5?BnM)3Rgn}@%Zl@b6#g#ZL9NS!zW=)eH{<~@LrRI9Pvz5T8RG?oAj
z6CFSx`@-xo5wGnmo%uC)44XFZ%>yT$8UH(mH!ar(V}1#;N+>Y^xk4X}BgOiRz?^^<
z@?^QM*8MDRW(j~8&zb0QF^e*j)ahPuOwZH{QlG5Q3V-qnWhlQoS)JitcbQO3AX*AT
z@X#sLw)Z@wV%~mZt2<l%Jwo0Q(C3=A{PpwWuQ*~^Xsz96{rd-eEBn*0?Z;3HsW4gl
zsk%%;^f8l{Go{|ojk&ETQs`0pF5<a#<H8bKDq#{3$u_(`mzd_t{_AxNuzObzDssbi
zyE0S>WcG!OQ12sEMCHMU^abO{PA~8#1@bs?WtuDZnU`FSZG1qx`Sl5$vk0_6G+@R2
zEtnJ`<|0axy-7LI@aQOp5BB9Aims86T2c&1M$TP)4`G@Mb7v;~g$fl~-oJo>s+X(u
zTGQS9(=?^M9{2HQOLie3#tUz~mIMwSU5zI&LEKJHAqmc)Hgk&3xE(4pdm;XWX<T0V
z%RskUvi?~ERoKoQ#7mB`x_{>>RqW2D)0~M+`3Kxn!tJAwR~HNhoukIr%`$&+Vje(t
zgFE|SV{M#Xz1}v7V+4S)ygvr->Ft(G$Za&I@s5MnlElNn3}8DXpQ2VDM-F;{^A0<X
zWj)JH0oQGex{s&1$LG%Xap{A+2_&H_(N~6j^Xz#wzVZI3Zd;`*#ePi>qNN8#vCLI@
z8<+^pt{1_fx~F(B)K32E7I!Yl!3lR|cW?-2*C0<MCmO}+=)xZ~Bpkpt_I2kkrmklz
zt;78+l=bzD>cy4izdw4;u=9}scVFBL_}tiDlhA*b5C}7Y*ET6SC%_`bf4)t2wpfr0
zD<Dv0m=LesM>dHQ>VHLcnZLB?*&ThFIwBXTvIcaD#%Ee_K0|LXuG+m56cEB!j6p+!
zer(Zdk@7x4h8+d;7U~jP)8EA@k|W7P-fXS^)ZU3UI$z2m1K(lUv2WhdIo-b0^ZzDR
z7<S2q+PK<~^IY~=hvM8hB`de4&j{v>ahSDV1bYJ3ci}ii4XQS)J~$7n*gaLO{&*jO
zQ2ad}5J~Bo!ClZj%YY8uFn$@PUULp6fDBV<G<o2#8{B-q2&;>;!>+)^t=_#8|4cEj
zqqiinb?I)alvTjOuFI45=<NXrTw1}A;~G8>1FpGIUn3k?`g_~5KG}<$KB{KJ`jXnz
zUEj%6ivL7FVaA{B%wHdxV)XK0WM7lX6(e%QaGI;3Da80(GS>K<dd;}18uz4>Q*UfP
z%t_2okxAul^@|SNE7<m|A!(X)AeGO=B;`9uJI@;{{nbu*wD&h7M-dV+pGte}vY`KM
z32u#_wjCS~MZ%?;Qp%jP6otJ{i5%c*%+S_{&883O$3uhZUkIPaTuygbY`)nO@~Qm%
zf16h>D9H87aaCN5uX9qTE8aX6%^frIv3F9wS13|JEvbYYL7O7XL+mShUO*hA&!bJy
z|IXFghv9DtLSgnO9b5aG=F^~~CIUD<`kL&8qG*Y(bYtdyGMEo?e+<?+T(R~_z016x
zLw4|3wbfMa>2BSl3r?I56_OoXzB>~+^N3Y*uEz)^d)YGzE&`B_sO2~$X1WQ^=~m~4
z=Em3Z<ju@tA>gMam61XxJ;!ImM_YQ<ID%G2%a>7*vY<UO5;19Qm&QN(Fosffm{t}p
z6==#3<y{1#-Br>=;5q^Jtlg!vZkydS83kZ~@D6YAmbedAIkg6CLIgwXPSa$(g>Igo
zyL<>4EQA=NO}&<WhkN6kCj4m|!x=}a-(}p-kUM~?w;M019VJ#DIpsIbI53?;cA4Vq
zi|BE)^yF?7Bl?D}UTuVdScQ`na2%IMi`}v@cgAj?`d`{}P@_c+7a=(5P$F&mX3X@}
z+pXusazbm{`nJcM_e@by`Yi(b>`z^EeP1jN?rtFDJW~ppd`9nfH#ls<VDL1Woy0s8
zJdQlJ6v6S@4wk?34HGXFdSXTq#3sr?_^Dm6V_!BGdl!BoN8IfXHCH`+mVX#_rPl`S
zMzljeY7kygrz&MdPm^-2+$oqAvtUeeDL@iB=x)WME}QFjK#X0U2pV?>UK+}_I9*=3
z>p7>}l9T~gWwDKCf>u>?$O2qIM?GELACLi6pZh8Mjijl#I*8IxhBd3D8+J0!W(WSi
zYK9sPC8&K_e6{c5IUl9r^s3WrfLJsHzl$Li_&)c(>KTlJL)lw6h^@|Im|-W~Cyv<w
z2F*YEs_QvU#X#4b=HQo(eVG#eYpz_Wi)VJD<Fhg}pQ5XlnAF}Gc{j<UP~Mj(;3LN+
z>cf=~B3Db1`op?B!~$|zdvc?4%$ovMm-56-6p|q!a{4O{(Rfp)sTZ?fqc|9PwQv`B
z0hd2TDI>fbM0d<+9HcI$*ME`6%lAvhQ~si(Gse#+@u$c$=G;th!11eI-9P@r3@H;g
zfOy8B%u1DU&UX!J!K-P1ro_{_fRZ@ISi$czewDO^mU};w_FZXtA8Gp(SiEaUUj(h3
zR8Db9D^<5GCL4wS3~wcb@4yMFms+kRlxye56cM-r6^zaw-xWx#asvy+aC|SD2Cqrq
z(<ZW6xs8F4f_C$d9`~!cla>{1?M)xFxAUq3o3^OBt*P~(m%CS(VeAI;o8+}zy~~1?
zw!9b66Xl9qZ~W*V)~<vjMy;}Ig6GpAl?YX7WzsbVJAy5pilR>=&kN!&oB8(KyhnlY
z+BioZp+BImZI?Ya?`kypciwO3;Y5SzkUVe)Pa^2jUr)smqg%_=(^#L%s~P{wB@IdC
ze4PTN7F?NTCOGW5+?{>(KqRwqWafuQ+Jz1OJM%YGai&QI1_ytPzt`E3%y}ENJ6mN*
zYkmlHPT?6D84UxTg~T$3sNHrO=<m}_HJ@%Zy0L$J@;j(b3KzPfu<$lnXMSPfBJLAV
zAM%Cpt{uT+JsGn{g22YZi|@<77j<@*urf6Rh>L@(SH~+72SWgTmEnQ7@&OG{ilx)F
zYwT7|jMtc2<<aR}r~i!Ds+|Dv`sUR0mk!W~C`;y}QqChqr<HV<(|Mg9Jne%Mxc6)q
zUG&la&*@fc*t*I53$X~Ai$6JRKY_wjQ6rz(h&$DpN;By|8uv1^>TF;qDF<MdP?KYP
z{<B`reZBMK*Mz-^q}st2`UQJ|N~gHDZVMB`i-z?m2Aes>ykhP{AQfGEj_-@H2XHO1
zncW(Uw5MM-opxOLdgrb27<B^7B#NMyDq@ly6?W2lMXHm;q$SLEDu2SJ4zqv4PW%;S
zDow=$N7<)cj`M(kvGkkau5*80S~D<m*%DT6Xyl~InvH;mV9Tu1vh(l0V(2tlklu*5
zZ>c_JM4!SXdy<XG-X`6Rt#56{%gQS2(%T9FPi2ez)7zvuTo|X@=_6oIKYH#`YgPs>
z0ZtEDxTf>vwhwA(!2rEzy!7Ovws9q#v@%k1v+wUa94Wi8$`|uxhd#&n9K7vYf+Gnp
z4co#m3p5AOv3(l5KZ%KZ>y77{Sp@r<TdIdyuvou&NVgM2Ul|;yH<TGFkgA?Tbf?a{
zLBXdIFRPLFg{LNf<yqy@@HpMG%ut;{^}J`9_alVZA21}>dnu80O$Bw&gnbdCEUDfm
ze-#|TJx4wzUM2gDwC-VVf|@n;lJkrcLs8(z%jmDKFP_(%mGHlv0_=6vN+G_<4mg+k
zG8yTKpwHN2?HQ>KIA3ErPI##KZ(Usvy4pHOpbZ+Gon!~&dj`m60XB@O2;=2%9#rIz
zga0rTaXNx_Y`MlMX|pI-4*j3j7SdU2dg!Z0$`77uo`31en~~vkyEU}AK7*>ByYyU_
z%WhnlRwy!Wh1hy>?2fMlqD0FYPwi(4-J*V)=)hPzyJT#^UM~#h7O^p$`Qa@uIyoBM
zv?@sgk$}iCu)8Nll&9fchnlWFit@g>W2Y`diKSbL>!=dr4KDf|KTUSge}9ItNN<!;
z4Q78+)>`-trdmlt1^5;f(ZzAV-oz5Z7;Nh~2>j+})dvEwmQbnV`gSpe_6=)@z3YJW
zEeLGo7EaRjag3WOJfVWr|6w}tWu;IdWwuH*nq98}#&%ZU3Q50}AfDt_IN^jSF#R0l
zH^t=b-?_!>`sbv0=z$0lk(*TkbQF@VO}kn6jd7Kk(00U>p26Hb%TD;zr4jJ?mK(;^
zK^>TY7i5Y4_W3aE_m%?Y_#pXwKRh~*vOOq-DuIfjSlHI(|EF>w6gh=O^*$H`PK_|E
z5AP5TX1hzE<2M_7&hp149|I@OxfxVBa&_xl+yP(^oJWqXsqF#w-8RT<g>zY?aa&=B
zLHoKc2-U@FlQ8y@7<xWuyYd*9%kYb9D$U7BOL=lZR>k1H5s75Y{Is`-Lg@qk5~dZU
zoIKp^dQbJU-{nf@plOQzyIP!9|4~uO>X~7NmX~{TF`UhVx|%v$&G|m5cjvmQOm?e+
zHMPwmMWL6prA}d5SV3yykGkU16F-h;dU<QxAg+}VxU2QGgRD3^oy(VmwtfbNFbez1
zzPy^j+IDk(x3ym*g7Td$^MCJ`3Rk<2nP=g=7;S~!)@Tm!{~#hO|AUBlIP>Eh3fu8%
z!|ZX=Jg~^=tKCGdgd^u~U{}KJ=x|ct8CFJcM2TpdsWRGenEy9g*j8@wG;UJyi(BkP
zerT|}UxS0Jy#`<}1!Lx-yc{pVO{Z{a+TlA>BZFqIw-|~mB~b-5drETW&wt%I^Am-<
zryAP|qTQtESl*E-TY;NNL;Xq`s|8HH^mLHp*<ah>d>udi!ttOK;Bd1s$|6QVe*Zb&
zOQ;QSL9I7$A4gsNr*AQ(^;=R@CwSOr2HDXq!?<oV&)35rLv)vggmxb@CUPdN2zH<O
z;mpH6dl*9hkvOE<Gc@%CKBep7D74d*sWt=lrW4+Tx{W*?#5cn+4%G1Eie@;{CD^@A
zu=~EVRxzROrv3|zW_L(KQ^vFEpVhjHVK3CTw^{SnnJPUhJW^3kyDXl2oh(*=_w6lR
z>K6OwE7=qJThqR3nI;Fn75<Iw)OaD@?ekB%yPhl8<I;{8E#q*QG5fi#$}4i%L`Abh
zD8J8XMcXAe#+IV_VWu1e@OitEQ#`OK4bI2kx-Tt}Im>ND>n97rVjMg!KcG=3qhi87
z;T|+YWcq=;82J-MKQ%-!B>r?K-hC01!-<(e^>?<k-~UPJ3Kay2R=NzG*ERCPs9qJI
z8}%2p1mNH(b=bHG;*&DG{N^sy{vG5=l1sS#LFNfa+&ph7{xxlkbNk4lDZwJ!0c{sn
z>_U07uIz;%|9b1C5d2~fpBVn0Q1(PE)y7^xRQ4$4I%|5$$uxG)GtoK87F$Zb>RCD3
z=XVjh@n|btF!!{l6q|ota?8q&|FZC&i}F%nxJH)RX50EWFJ@ejsH)@A>FQ$7{!;W0
z5rlFn#<3E4;u~wfo*z0pbSJ7%pfailtZ0&tUE9%;^UxF=*Vw0mVPayI@(}*tub!wJ
zoLpJ)b2a|C%#J`F<FvOJq*iz-3fUlz-y=|AcuKiH<#2Rt>>KsnDRz=C-4WrmyF`5~
z2zG;?ISG6k>WTZV5c)^3Z=xU0Dk9ZgmpVp=6o3xv-zz{rI2qlmp?jcv?;pw^DF2Cn
zZb{6X;4P7yB<vpJdz30<N&5M_l$6vC8v_6l?lTeiHB1TyM*yJV3}6c|yWR{CUV8%C
zf$nN6pFHUppoH>Xb`K~dbhtXyZ8B*buaJ6``O%}l;5^TV@9GZV`L7g~Hn;wRECU?L
zKA&fhzSX&(Y&9<_LUWsL-su}E*51Z_Xl;T8H@K5u1bMw|K$U1tTxj3iwMCO=j&7wY
z`CRky3pxqBn0hIhSS^37QK|TM4~tv`o2s8IQX8g7eY*Vo>E&UlO`X%qbP@3%=WTQv
zsUJg%B(Sd_P-5liEJg%%DW=mFR6Az9$<rS?`uRjcFivuCUrT9ndBEhdF7{C8YO5)U
zr1cvMdv=1So%<=T!HAUGdY>;IGnxK>_sj*4{hF5;sjjgZw}Q%@;L8plxcs!4@y4Ce
zcK%+&_S;jvpMU)`PPB-9C||zHJ3j3WD*$ag4lI`Eo!(SuA3Z-%e|~__3wup0qRf!-
zAMark;JySVqx;o=AlHAwsQkQVnK_g&W1KstpLLz^uaNm^GnQ8F%=%yp>o^*3$M=3_
zSbbUZgn_cfFZ1Qfh9Rs#GgWZfM22#1zd#N71l_qWQ9_}${v@;kSH@^@)(JF`U+-{Z
z`-v8qgfYiCzJJfe5U%T@&V-Ov&P6R<BHLy#B*c{2y>L=}UJ!p01ae>6?rSz^-;e!E
zUe5>->SjNQeD3BNqb>9X2oEFc@b8Y9=!+VEbWbx_sA!|9(*X@cW*9G7sXRQa0=x;H
zu)*BOtSDLfrdr*mA&2fL!g=yA4}V6R)Y3-_zjeVX3BH6*W=cO>IIw>vWcF9NRHCLA
zYq#b#abG=c3xinaplHT;X6z|Rf5{T+C7y;5&VjbZ@3t5v9EuujY-ykWI21i4EzMl<
z=iZNtH~OM$WIchP-1FLoX_`y#$MpST;oU;;;k=NOCr0|t*zc7PJV~b_oGzE*@;9PM
zryAD18n=QF?ZFm@hH``N*lzBdJj&jTNmFbkOb^fL`|+k?z8(L`85aytl~PKNJ$?NC
zM=3++;5^3^;e37L7g%Y0TN@i*(4}?8xZx=!4n-vxyR&+-efgIHI3|qric%OEp^fLT
z7kS!nrV&FPx_TfM^sWBkk2djBXeE%O1IT<W(^{Cv*RsGZ!}5)6Z`Pbxcz&PrJlP`&
zwBOcJE>v#N56i1Twu@NkmFB$i_oTsq5s(q**S}nBcfrS70*U^JX0s*{n3L$C+2zA&
zzAX^;^PXp=vQeJ(&(pts|J!MbikAuc;hVf?f&<nQh5$q4ap!SwdRKwsM`F?kqE9tC
z?cL2hYJC%NR1`llzD+Tsvx1Q+5*QH8>=1F=T-0wG49_xy?@n$TLk2h%roSo)62t!`
z$4dQJXtw7r02$tRKc!9XhKl)H{O;_x)X(^@XJzWd>C84k{N5ZS;U0=J7#NUXpldDt
zVIHO)A=hi`bF=xx>+Vj0h$RLu!iuQ67kW~t;EnaVR$hQN)&V(<c-NJ;3Ft|R+Og<k
z?6*BW*ZZ^}{+<6waAW~C2QN{bqlpx?tI+-nczdJs7G&3Y%{aQKjo~l;`NRj+bG9G<
zA^bo>P*O?;I_la~$Htx6J&s((+k254=$BFMl)8d&p6IA_+S5x33L!94ABVc8?4lb&
zoD7EyLHz7&OCs@=9lr<jW8=KT(UP%RTxa}o&*m?f4<A56w)vwR)ulz_D}C<A_I+WQ
zV($P?&@)q=<QUZF-)+CKW*G7&sV`QhX2S56vw0tNC-H<?%~YU%zQ)?Ed`jHsPSaBQ
zU+3U-Va$@cJGa%;Vpz;6!a9r4-{N5Em#ZX>T@N%PA>J|i`&h{t{*}HQi9=_ub@?`*
z30RKUS=?UxLaPvQTg&U$e2YyCmBe{rv|lxT@bk6*&9VJZSmqJ}KznQjhjWqo`(GEx
zzdZxyG2V4D(5FxVa$<BN{_;^^xk`=Y<r7nz$%`|sWBbak;d?e`BYPoRAxV*zauq%v
zh*D=Z6qBv(?j=;Id+brop>TT!f%SS3Blv65H10wnO~H|zDr-Cyz@db=sP96)lBGKz
zRDKBYKZJPf<FbOXy~9ZW+Q5wsBr>Hrf@e%<<tB`D)|BFOGYZdEdx<~ywcjo46j^?N
zl~G1YvJ2WH(JW<DiO_!m#BWAU5^kI9>ma9dyGCSf0iQLlY8X6W>gk6F0<1porFMv5
zJZif)j;#{d0#lTRKu07hIf5)Ztp)G0rg4|Xr}nWudG3r@#_m?PKH0CwOp^-bAvi)E
zzB~-{p2&t1Y*O)1GK3g^=P>29g%qY!Fub&mx#zd61TiofV>_{W-<z#e8@yZtVARB>
zV9}Dmj8f8`r^EsZiRChu@TAMRzgHjR(}&01QlfGMM0<g43$Mj(Kx&raNAaGlEXCR|
zZ$vTA5<}zWznB_($1fFSP41>9FHJgUvRo0f^42rHzDocSa0rNpf7HTBi&p?-g`j3f
zIdzU8a7ol|rIsFpgj5Lqd6NXa{%VFGYa(I=KhK8vX4e=XYcG#a`(XtZ@?b|6XZ)#g
zPv_F0rTgi~)xcDf$ICyIlUG)vFsa_X8(~oWE_HlcSg;ICsOFveW^5@L5buAQktAg}
zYphGyNmwz3{6rjvNt)tm6ZOSE!F!c%JdR}4fqRA?iuQVMC$JR$yTSs|UVYxOGHW$4
zS9a=H$Y_NgSoFH{;mfJmz4^cIrs^2dB=5ZhICCVPZwR_R^52_JszLAFqx8I9*|pQJ
z#+hw~oYlk{C%9?K+DfODTDiY*8<A2yu9C|2s|F#qNdCb9es0#g4Yy(+cPE1-l9=(t
z9_nu}m`N)nAo)6OKaX*;U8GlU(fQky8S{Jub1QwXDM1wn^r1pq0r3(FIP-2#DBUZv
z1AF~tr6HQ%@co}N#9E^t=rC%4NGp%dP}w<TwslRdNib$)-0&Wfi~D=+l1j>xWX(k$
zY!)hL(Rq-!s{|3djabaD1lut=E0MMNOym*y1s%wAyu!s|JP0oD8(ec(<$lVit~WpC
z{IS4sXwBF(8AsRtHLw~2k+xJX3oo><b^>C9nciEC=^(8OrP3>chdCeuS0lwIJ9}zt
zmAe3#;Uo%QVcnwfnMsCVKfd6C8dkHuz@+8w_5@cmys)4auBQE*-&X`wS%2Y4i8%Jb
zeoaw@x1x%tASa(TX1%;xxlzJLIA15aIn2}Qyo4y16oi<}XDwC5MPyq?9ezSU4oXaj
zoF|<njTs@nTzNZ!sQ-jhBynQSf-|v)fCsGZ>icmuJw|UiohY?dh`6(&0O16{-?(<U
zef}1Mcp_RBvAgb{AugmeGN(1hkfPLSb;NQN(SSQ$QUx1|bqGrkv09Fi(B!NYZJh6D
zzLqrCSEbC-tH0n%0pJK3$zTP&`mn|9%N75xdKMO(bGfXDN)A5^JDHBrK{@S@YzTKI
z`J1`r71rCFma0<*s&>C6$s2co=IBT^c=NrNst%88{PIH^^KQt!{$JL}3}sj>wA@5A
zT-RClasc@<=FVAHhB63dtbp@UeK0?WT@)VLaiBcDpgx0#yMRO;@Nu4;Rm~XORx?Ll
zw&7+;YcY(UICploxt49dCvw3lHT2M@sMlZA22A5lZYkFkNcr!VQso>ui!hyxIy|P!
zXCsuYc82$6<s2B>M`3Cm(C(DmJEH@?NwO!{aFu2&<)`At@JyrfMl41{czIzd^IS&S
z7riNn%nIPslK?Vtp_!jJdQ8LW=NRXf?cZ%4g}1an><qOKT+xwzx?1S$w%c9fMjt5Q
zh-bsQr!iu>VdXyh>bt}5XUueE0$I>TKPyTyKe02;A?3$7C`sm4=;^&Tt#x2cHJn^I
z;Wwwnng54lsMfyRwu<!{K!z4I=Co&I<|$sIf4=g!OA<BwMUQcq1fmFSMcHO49xH|+
zy&SycB9O+wLGd%rSCWaUKrc(%mEQ{5AhMF3=oqNSwvjyW**w_CC~I%e{Q=G52?e~~
zNKxwQdQRS!%>(`7{6DBju^f#>`y+u%EXJMSa+WV$Oi2!{Wt?vOGX@sHW+}&0WTq)J
zcfgff{CB%@mdA4`*!L$(cz-wTOOlNwlLIQMV%K68Bd}@QX31_=V}8)ML+r+0ZlHb#
zojL-Y<O<Y2%_*SK>IBF8b<0BU`<$D)>pAMe(q1}#*Sq~-XiRv>oE^<6Ql+XSr-DQM
z>izMTfg9sT+Tlx{+5$dB83H~!UdjSKHbqqt`ZbG^8-6Z~n+b%#zca(}L+#$1?7{jY
z5!ucNOxfDp#JBq&!nv~ZKfd^!Dy}Dn5r{8*P(_d7zP@kGg~1~N_|Bh5%#!$ofOJOM
z-@sn^7xNLgKQMi@9(0P>9R@O=Dhf=_j7g+xyjHtPpHyJ7t2&|#K~)@ftHSC#VPAaM
zqtLVALXp{1t7Y}y+&572+}U~lw!Dd|IW^$N^Z1RIFPLk?AbxC}RFSP~Iiy&l6leaE
zIzcd97o6Y4WVHJck{c*N<A5hMu@FDAJlQUtnRSNje`&xk3RsI&zAtd=lzJefo#}|M
zt|7fQ1;J5IDTq7>DS2l&+ZAWxJ&9af+Ob_v)UIv4)LRKi0f$-{knnE|Fb<mfUGwra
zSykWwhOObBJhrMHO>O(C0d_GDNO#n8J9npyoQ9LW1XJ*9qW8x|P6bNcxQ_zQ4CW`X
zaz#|f#tk>g)@z1*si{b$25q#Ico89j7T%QU*EooxrXajNp}u(L5VDhIZEv!U6sJsO
zGR#6R?@?x>;eKo+p<>pDkw!UBFI|Y{Z$keLGb1G-F~0{v4)YCcMiZDr15NCurq+&F
zJrDsvW$AmBaypvzg;!wQMMK#)Zo`58Z^|%VV5&}3HRKyzlfGOS8$XhjLi;-DV@1t5
zP|hGGBr7Rt5)1&}ImG9u2U4}sISjNw`9L60HnIws*W6CmpWE1+Q?1L%&z_x)r3*F#
zCrr&oHwe&K!+<E&)*xfWz`&r<DAD;}T^<&zUL(J-@c0rwb=2dI{vY+1M@w+?p)}-@
z*uelB(8AdHi&h4ogd_;#Wele2(z_F%>+Nhf&@SnA^ML;_1&ICGUwJlG+W7{ujkKN~
zs2Z`ndwu4Qx|-f6z81O$v`-=0Z^$aX2(elc>gc=I5jT{vp3s2WV8$Zc9e7{zl~uez
zlgSgC6tL1=Jcr@lW_W?Id3lBd7Ntyn6PuJq!=J<8h)=B<Z%H?#aK%c6H6J9T4!-a6
z850^Dk4}Dvj%Aezuk1lKh$w~KgLZ+5gL7!KNcL%R%!mG_r#L9%^v3u58ogxXc~yRe
z(G`fLT5$f=<aAG1B(U1dp6g}Tq&*TTG#K9M9oUJx2s0jSxdrhayzzKB;~S-SQ)Xl1
zq*|JBUmfcb5lXx1{TM?*knx+zUF`SHppc`s31v$L0G<B9EVX^4=aT|8)6KKl^MwL^
zm?Dee@Iy@45;lyl6>se-`wUOpo`YR^@joh*`x}ocNE%s&t}aKruv@4vx8j>!y~n7~
zjkchrz19iwx@jlc+j2de_Q1iRPKuasbcB4@pNRYY-O+_T7dg#pSEva7s>LepMH8p~
z=qIsq0!CNYL5wQX*Tq7;E{wlzU}9H$Hn2FsIpiCRFh!uEq3|!p95uebs0!tzg%$!t
z|FQ^XIEI@!rBn{4D6`qWE6@{17jqvZ#ftYgF`P=O3jepOF{{=L?VOOU15r~t0%N{b
z`&``rhrG9pit7p52Y<l{g9Vpi0t5)I3GM_!@SwpZ2?TeC!8Je#!CiuDa2;Tf;O_1Y
zgAcwp|J}1+-*-PRXFf2T=5}>;S6BC~s^>9co2h`4z2Vv&&^^n3I8Qvux$NIM3;HCY
zXi$`f>B@N+!P6aOj{9w9P*45QHvMd2?-#^e^^s8N=C-c}wXHB((r9|}7bJ3;RpsTC
zVL-mO+o9p?yIO#E;<}%9`<Mts-3nH#Iz_M^h2T~<w@-ay!e}}&d8ECmv`o#2ygV2!
zd5dwWb$c+SH<G)+&sqyRKy-i1{W9K9wy;{&LZ1EWBm%cuD8GBPPVxo^j}^e}(tzD_
zTA8X=%zs-j?*5qke$^rqC*E76(#wIM|CcHhb@N~uuOi3547e8ln5RjrG&#e(efX&i
z6YvPn7xivc2J*g3zDtTueAPFoSqt#isgx$#;IA+0F}|l!0_ks-N-*Aa2g?Cyi$z9{
zJ9HR(;(Qglm^jx%M=1$f{SX*GJI2I95;IU>&H3~;Oi~kco70pgdAu1+K4{=ViBH4O
zkC{TLao$<cYWXs>Um8AL$(avM#e2DbOoWVg?hFxMQ4oInPINq`<Ks}(9#x>(1XDa$
zVd&Y*p3ZFCQ#izA_da*HYOh-2!lKM~qr$)m+O-(f+a60rNJ4}uesVv{bwbo&NyE`f
z=wVcWw=Ow(7A5-)26^+P;C}KsTLgGOEKZ#2$x7k=;ts?63hpS=EA|sV&3C-<ImU%;
zp<yWLR=m)Cn_-bOg^INfLcBp}2LNjceZ68YqYGxVOU%^Oj4<gv<E#~5X}W8<U$8y8
zG*^Bb?VmZ$8NJK~>AXC@Y7g;PnlQCL@OJ>Ee4h&Mu)QfF(LobVxcDLNMV=T239*xq
znUogTtnCO@8d$5hqwMQ?4g_gk$Qvbz0s;A-)YF9uyRydKr;{K40Q&24MbfcjcyYYu
z9u>i|<-wR9<%Fur&*96K%4*bn71u#B=o@^z4)nU^4)gRoyTmByHeM&aDblP(b1glj
zhmv|6hzVUKMK@nV;B#Z7Q>YOpPq!zlhk1|dv92fansx9b5KV4v@B2Wri^O%L9%iiD
z`X;w7!tSlSUGfnWJ=@jTgcV#6c2%iFgz9FUw4}*|aeHKPb{`0!GfF)OT@(jOw#KKv
zEUC|suD2WCpIwXWmL1U1^s?5{-6CHa2JUe#!ll4`?o1gzkf%3sMlZ$IaSrcWe{IR9
z;PkDNf#DfVcV-y^*y~<#mkD!iStX}!vkgIx-YMky-wC@;zl{TYGlONm-XFkBm!B$(
zeDS%JKO6*-*|hw3$}xY@Bd-ONA^*R3xQW{!cMx^0e1Qtq7^L7c&n^*V%$TpZWk1JF
ztWW27#+f-jgkd$*BuB;lKTIzw@7X+R06M+PITMjGlG%kjJ*5|)ybgdf71s}5p+mA=
zvl1`UVW0ltN;_dH#Auh9wpic-Rhly$EYY|pcb5B=4D1+A&B@<8Hg8NmfFJ86V0f(u
zCZpQ@wKu+^mVKd8Vh_IP02q6Y=Q~d8B&zRef>Y-B7JBo9+}I;r7IpwQIum@R8{=U9
zm!FmGmm4YvdCwX3V<s`V7^RubKR1qFB|T;qXD5pITGA&WehMnhEGY+z102jVjR5q<
z?Fq|$?!jUS+-%h6jQQvq+?)C13C}{47*&sq7g&_Mrt6s|qxn=}p1;tHVitACK4O%o
zV6xgRLW|wJn=%m~(FDVUf$i!(7IXL6^LK*o&A*pmH~GrGH-6eNUlPB3G_LLRs65`_
zIqP7Io4HMF>mjFp3*1$^OV2$+e*d3@)BTtQ{N2gy#$nem{#iVxc%h5AETd4GXSXio
z^^kPfN~wA%3nKt1A~gt?0j04Yd%Wtbun@B*H<a7S=q1|lqA|m#rDLQ8u2T4#Tb^hR
z-eOQ*yfVyV`Q{z9@n_Aw{9HaGxvtN;M7$&Xokm{n`_kP<Y<7pN6vN*b4c7>L<|%|j
z<Om5%8c#m9<DIwR{y2zr`J0B#R3X;2$Ubwr>hRMW3nuBIeNU-@A*gZe^GTX|eu|@T
z(JRI2L%5`xmo@pv32#sjL{i3DN*B~t!ZriER*%O_YTlxx>0%oA9EL%%h_F)qG{J45
z1LD3W;<i7d{jKtP?Ui}h_zBT?LT1Z-%^yzR=1+E_04$@QWF|{^OuboV)<}}-Vq@xm
zZcJ3p-?UJ~gEhF+eFG$KfE>>jUoZW9W>}`=O{T^q^Aq>&_qhUfU-|ossy(vHx{|G;
z!^m@Bpv&q=lA%akm=^CW-slP*Q8e=cZSz-QZ*}={Cd~oM8}2<PC`iwdrj-#QC$A#R
zc3?y?HBda#pVx{nc+l{NGve+Cz4KK!5WTn#Mst9i{dn~G3n|HmLeB6n?|w`Zphm{1
zTe`pIMjikl_u|1uu_Civum3B*`DJzym4x<SgSem&OZ9$1=tdMz?mln2JoD%%+C+NP
z#$cpBAsLrsQiu2E+zKe`su8+>kyHl;9RT2*nMxwDbzm9rt=5l&u@ZRs`>mAd;j60o
zD~mO;KFVknEy6(E6!Jj;c-z>C+dX>ZQKWc<>4L~7KoV5943x0^z`<o{Se=Oh>eesh
z9puRcPD=CHf!Q`H-mO7*0O;f2Cb{dwyvInL@A8Uik}et{Kq`x$VVp`<UIBZ;1G(S+
z7wWP<qWwaX%!QLCb;ANC7VHm4S^UZ#(IY*f0P4`D0Ih2Ij;2nx!0$g)rW-%GExJi$
zM7^KG0$g=gW+3G$UEQhIFQUFSyk$~gTwOfsO=`Y=Yq}A)YLSXdg0s_64q?gqE*bD^
zbb1DxJ0_0XB2oaVs5J~}_9#df7bDn-85M`>JIHgSawZBu2ctxvSaIxTYR-G#m>=if
z{ZW`d5$4bsHuEjs3HMJ4`q)a2)<k=y_5!1<A&oT9uD_sr)plJWUAmuq(KDdYOXcq+
z3-{kh192^lDF0Gv5+!iLw|(HiegJz@D&50M`x9q|TJ7s7+Y{Wkb;ahciq6tY7^w2i
z5P@fj0(T2n2HYMjp&cNFd(;fBIYds&+TT29tYUtmO#{Fl6917?T;~M|Ibf=VkF2J0
zGEGl0gS3^_SEHEvJQuPhjt_N=dU1TB7ek(Iz5d$8;TrvNmVu2AQy3Pg>AC;<F3IXL
zF9mthUd8|p6AaqF@k%P_SU9kKGwO7ne&g$(zdl;q7JWEi-Xrws3=eZ3T!JuU>JjsT
z-XexWjdY16@!}7dwNCHzYI|0_(#aQ<Mula+zQ!1O!<|$dF4^bpm|o0{aFez6=E1OO
zDerm-W1ohmxEdVgx0GKwZbe>RJls7$7Wok3m2tTHaSZ)|Dn-oo({0<pg0Cyjy6ZgK
zF2Dq3$@4pmRYfN6&6j@SUz|oX@hlWD2KT9AO(X)2zhw<IecMJY=-57>&{*huH2)@d
z>s`(=K-9E}zN}&D+6JWVW<#GIkpS@-;OrY5=u`N<1ptgnYxg(je@l6J$Xxcvaxv4=
z)3-{!xw*OLS0eLT0D826OrNtpCdW?(0Q1w6`3YNAZbO^+V{k)rvqaF3{~Q*VvIQ7A
zaBP^hbX!K(IV2<F*N=}$yWd!Z;W*SkB_}g{N;Z%R?mJnz6Ew%0TblDoygT-}ZmU<R
z^tp4rY95plv$C>PEh;PwdpNGOnz3JPe|E7y73uQ?WEmf#NH8%mr3t&?)z$s%bCH$B
zSZ?u9uX_LEQ{LY+76GeiwyPS+Z%Nm_H(O+`w2)kU4=yIM=_2(|gGzFMpcCLWuPS(a
znCR;1>Ff!ia;C<|-1Uc=cEN_e`$S`@+v3As^g&`^uS_tEI#%|vgI-;<vfd9J<1k5l
z#gKBM>@>PdFs2J4eG>}XGVACMEhd#ROIx$k6I@09#*T6bfZ5a-Z)wlw1X>F}cE4to
z+|`pqF2G0?gGTG|I%nWia!5Uq7v=Y_IFSpEsK)_)h~ZD8b%K0tc=t9L*ji$&(xs`0
zI^_JbN5<<QR`F`ud#lq-tcUK;?%(j9=8HPxpB4!ol}`iWNBR--l#jJPgX7ndGqN5D
zC{NI#GoX%s^Dpjs92Vd4e9ZKe&VG@bd~vtpEK~_;;{q7?U~Yl12dcGx=oeh*dFa1q
z{8**6eu|1+3(N!_aohjFU5{AENYU~?sQEFPw&Vhu<ehTo)sg^38k$WUi)o&pPv~fn
zXTWv|N!@GXHgZav=g?lA|I_CeX7A<U3xlBVxORuDC&WxTH>DsltIq4>&7cHM`Gx~+
z#6$xYEjFta>Iz!lyGx@K`_PJ2ZMH_$1BDk~NA*UlKp~^fMnI~9T9ENpHP0)rj+H}y
zgwOl3)Xw;k`|X?_8+(={5CE$^C232KEHNM{_0|d*pGNRU1InDlK=3!R{_E1=7@^(B
z<}GT0vlkP!TH!2NdG?9o1q#}T`h8S|<a?=sg-)YSv-->$MR8eT6e%B#M&A~h>MOJ(
ziFIf7M^_|ReNi<?1Z2tH2EzIo*7`YZnOnpYYW-n7E^GZGb|_F6|Ap@F638ui+x5HO
z*d=o`Z4N(E-}uURmU(to+_MF}Qmm%Ge~x|#FLv>>3)*B<1O}R#foQ!cu;1dR#1dyW
zajNAiQ${F=GnRsSmV(m7`vzAO;}?^TBL|E%aGeS08+DF=U+2M(&yoZB+oM^rxu8Ek
zA<P$?N$#%iu1{FE-G~6(>&#xUPwgIuT~Cb3uX{}GVMOZ9rz?KSNO~-0<xH_5j&d{7
zWp1WHZk$m^C#Qdb>8oENU$YGW)`sTUlZs0FH7QrZ)e6{S1Q5}#V%q19M87^+8OcEQ
zvSAP#9rm`f6`C27US95wNv}I?SL2XzykG3abfU~kOeDL#IvU9M=zfoMa5bT=_B-7$
z6~_SJQ?H(`hxk|8ySvc=?19f@PhZT<Hvl}M(!)Wz&dUP^H{@e8usP()$1#>hQ!Mc?
zJrbfx68w*!E-1DxLXJQL=PW7McV{HiTm`1^e$|z|{?DJzAGFelCAXE1g@rrLgDAmo
zoP2!0M3+u>$8rx*__w>-f$Y8Nf=zCm<Gdn+=C^vj`ufzmb=J(M$w)f!cTBqg4Qzmc
z22g+S72tDi@9Yc^^*PxAazz{6y21zxwJT`6`e|}ezdF36r+1o%IPKHqhC)%d8^4Ps
zy^E5Sm3{g^@jpucuYsCDHaZlI7Tu|M31F9<D`DX(IPcr&k7sQ;0q|YT0BonjOF=p0
z8Bkpjc6R32xUx`ZL*>P-n9LL0S{zVO!RdOk{Lpuo^e!Z#-<*_$M_bcaS?#`I^~X!B
zfdAq12vbvcChXdo1)Z)0?5Dj9vy=qb>FVqN{L%(u@!J2z6M!xrSx2#<Xp&g{05k+4
z2}v+2Cf-XXrchDbO4%q%4c7mS4!WRt|0Xdg>u?2@DLOYYKK|l-dq^7Q`%ozRKMn$D
z5cc${W;Ny|mgL+&)%-8lO?rwHj>P}G!2Tck*#XP>pVaw(Hwd$QmJST&e=}~N&6FSI
z7Vsm51FVG8-(gWv!BJ7Tch_T4)h3puoMC51GMkds3AkrDE7GqOy^l;(GeETR6(-M7
z^RSpC^l8SUN=<%{vL<2e^}OZ!8%9*>z5ANhU<d^x7&{>RN4Y6p;Gz4!?RT^`NV3gd
zNWwvI+=UH&3biCq|Cvks-z<}7fr@MQv`eFu81KUW?e|%hc!2?ECI=E0;6lCjEX7r%
zh9xMF`q_ipNU`Uvsr*m-tr<R&Hl^`8Vm>h~WZ>xK%g^4QKaW<us8M<!iVccDzmj9r
zeld!tL-A`6tv1+s$dVwF9E_D*vZse_hq=Yb^`5Nqgf1fXwy*Otm$%e9I7a0cuaif_
z4<DU;{B(v&PA(s^yyvXa$%LQ}alv497UHH8Qx1!a_H8Vw=#r{SW4c1HJx|i}6sEiq
z%|Lx6_;ZZn<j#1bJWSLjo_|CAs}<lc8(qmmyx$?wtW$Z$>-fevs{+v4$m;<Aa=$I}
zXBfA|C<j?+7#J*_{XaOIMSsC1v}gA)_ddM|u78)k(9Om`zRQZO?JHZ91$de~GVK`T
zs~YzGU(cET^TStcE=*w8x!DUA;+iCyC9Ss7Le<mAeoLFHGm89`p^1udE472wxt}G}
z^`1kHU>;H;X-zPTC-xcWq<L3-DO7P}Cd6Mk{GSioEX3Bu-xDn6QoVWk&o`k9ajCvg
z4!QU!O}_g)wdD6safbx2kq*V#8<Q;dG;x3_2rfadQhCPe@^Ufhqi6JU&<FI4dhM?u
zX?p)&=Ok|>KM`6%L0ki`DAOn3r$^D!vNBi$D5&y$wxIo)CqZ3>#Jyc?xG7r~)s>wk
z|05OF-2lEML6F}hYb(mZ3m3_LG2xRp)cF`|LoGH05%Zxv?G>9Kz+?SJz3(4+uH}0Z
z?}lY3hSjF+`kYbP{h(rvs!Ff&%&OrV{a}mm{fihZM(HG=7D#LvlNP&ThOEsF|2dO{
zEOzI?1)&E1T87Ws-L2ohaqC<M*-g@{_1g(y`7(FjphzdF@gsX6q^0-&T%m$61}%2=
zF0HqBzYX>ZS?7&(gSHXUhoFJxdvgcpL6H4ci8Dc)lH<*DUwM>zY%S5?GR#^$M3f*J
zEw<YMt3@h-)-r}KMK3yQW_(9h34+JMHQ>Z+&6;*Go9zB$jMV#1K4JKEkzZrV$$x7{
zS*2iayOS4MAs7#<K3_wPx8yFVFjf*#dYKjguUxO)a7KksybOtIdcF|)<^*rW{Eqh3
z8ZIW>XfGg(Cy2D(&*)g*r1#fP^x-MCCY<@Vp?hxrMmK{07NRO}QoL919C&GLBsSO*
zis06*5WiPC1{7)W!3Wul#m^ibzgC6u?^wqwZHoHuFKS$ewcvXn^fbZ2-IshMkA^4-
zP)O&&OFF8@HqXv}d!~1*p07h;1(ig5(vV5wWzyj34th=Godu4zuT1p6)f$xF0V{7m
z-HUy3e}G*-%XVSNd@mYgplHv;M)kOjkIpL2SH*EJI*G;#qf<G3O{^7Cu-{pay{!As
z_z5yNEEWcP7_(gndUhpd-}+Al%EeZms#!q2OPO2PpQjZphO>~?oM?=_)e|Qvzt`bM
z&h)?dchIr`=)1A%vvqcz%#a7mz&4~6f)ql`v@z@72u7_MDa>}eW{+(n+=yMBnt^jJ
z!flA4{NDT)QBS6ed4+IOA_Kl*AVy$x|Lox1(3;VVj1C123(ilbt{&{v)PK9_RObJu
z4f}t)2OAx3atO6XBK1>gAN5qziT;=Sw#*wp()<6FrvV=L|Ch$6^@VD=82SbVPdl~b
zj@w}BUPJ%wb|<VfPbw2m-r|c^QGTMV$sLd<Tf|RySW63a^_48#a`TG?u1IK|6Pz&p
z$G{zEfl+MN%^J+uWzbuCwqw6Hy&tzV|K=S2_pfx47J^{qU1s3S4;r3pWHg1JgB^#d
z?jtIwxf(yA&84IakL9z#18H<F084a2fu`ITUTJZ|L){dI1?%HC7TBeBzRi3Wh&^-K
z8!r&<^^@m0Vau&pX{bSvD~xxSiwQJ#diDj&BN?MWoiod27aN7MO?Ea^B>3zrar}C7
z^J%5nDRoL{M*EQ>pEAQ|ZEs(82C^mFw!oqA9aS*|x!lGdVzHR`HTmahS0W+P(|1@R
zw<sokXIo2;bh!PgC-VA(*Ij+g9NpLTrY7|V+%@&fa!aTxRcqghO(|@<;HNY87J$g@
z@z(^T>Nn7zU-fie{9;`G(U5e~H`|%)R+$2RUdCKM>iQrpQ?NO}`DDnG_Ey|)y8k`e
zv1deO5cQ3ad)o7@FN811&P5$UGCb&=RC)tBi4R`#5h@SlWW8Y`_NStuW7F~nxy5CR
zoJV(cd!NvE|Nes9TNIwubAmKE!Hug0UPxjZ(TSB5dLFzKAyj5Pkvgd7LbLS^suV!y
zSyb>pOH&PxyvY!N>4(2duf5I|7N_osq#M18DZtXq(gx@snC<6p$aPbXX%VANK@7}@
zQ1fr9hEVNw(>A8)iycS>!}U+(0E`B|*Qhf~@Du|jaY=es_@?dUa7N+h*HO*UG^v^I
zTQb#kB2MsHf{q4NEtHzDV>}3Tp!AYec(x4f-+a+(@|UGn_wSxRIC#mt_yuiYcHmx#
zJMFDLF&5<q&8yqx9`(pYJe*omQ=2dQZ{yDpGzdI5v8yi54-EVK+Q*AT^sU%W_e_tN
z6J5u(R&R>ow!n>g?JU7vYLo(i4`tsALzMKqtH5WhlG24jH&6_mDMc5zO6-WQ8wn?D
zc;N0_CqZ@w62Ioeiu*S=W}uB!oX$!f5w*3a;IdE(w=BV9N)$4mucF^uBWS4d_Dv2o
zm#z9d&@b%;Nu$M=0=D_J2?RJ%OzetZqY^R6>PyAc;=fwPUp@=+F}mNcTsOS5jY~ob
z@KdLVFUzb(j93sI=SzI+#J!lMn`3<Sg^bqy8b@aYFYxM@-fra@(c^1-a3#;8e9*+t
z*A_!<f$f)y-WsEf?--;#Zf*X}m5jH@9p0tZO5ibPcI78>|18w8=No3V7DVM;9S-|8
z7QS92{y20chWKmps+2zHqSK<kZVtamaWn;s1a;ugWS>90L5{@842Gg~*R}uUx?(}u
zk@L;~<#Oc8g;7&Xi}`glSdHEsv)u2z`x{TY>57s@`cBGf+XgK}L}Jzp-IX92v{h99
zieuYro!a+T$dw)q+}W1=?nV^-#xoc+v%V(4N}RG$L2uu;R9qh!+oyVaOzCOu%|?}b
z-5PZCU3fIb9+d{h%`IeD1+3h)n$u@B337DyJ4|P_az(0!FKB`3Co<pN<L9|{7D439
z&p%^@S8E6WWiMsv_=N5(lqN+$HP(WWuisfT=KnE{pJ$QW7u#O5hftJsaY)Wa@J!e+
z%dfjZmy>a|yMBe;46o>(`V~46X<w@T9~~D_8Lv8z9r>Jx#pKehD(r=VVaud2<-qx5
z^CaXiah1|hNg28{t(D;Ed%#j|WPpeQ%9fEd!@mLFJH8=xnO+J#?zAW843}6)S0OB3
zO)drDtFK=4(p%UxM7E=jh^6y}%KV@0A@=cpqjuBwr#CbW{Co&|hOps+qjT9OMBEpO
zEBf{nx#1ftu3VZU{(LDk>O;W9?cJy@rGLA4#%o)AntUk_wFbbZRnoEx3<nk`9G;wl
zg><~maH&JmLuE&Zu#((yO*qH5mc4ehM7(>Af+b<<qsKlkE@7|$aSr)y|2NIl8?B@e
zPi7;0vSoPe*bYJgD~%|mawfU(x!3V4Ddt@i&(dGiBLq9CHY#&oS{YGl)|gI!72g0>
z4E_3KbMJD2OlQ(wxTK!0mdbwE7*g4`oT6315+p<IJt>zuKRCxq^DWr-7%xM6eJLJE
zqrk8bC~YEd!Ow}ps8~Mx#CEJnyZpzMYfXqR)IetSP&KIa79@<k74dw(l?$WxM89U{
z&*r_S`z~uFyMP{xrHL4{9E+*I;PyOfle6D#A)@rBB1BwD28sTJjJySV2IK=Ul9e|n
zhf~|BW<1wSzqe@Jrx|o=7x2nLQb*Soh{B>{?ToDI4TA$uKo+wx(h|Mzu$u3*j$30g
zdvmWVl@1@?u=kjD_b9YncQbr8M$Fo9xjqr5;EA_aciV+ETr0PMpt2p=Tb>q^1`&Q0
zj}o(}H<xwaR($xtl{g`7taBwwqlU?Mfl#5~6pqMO<#_O`0Z!<ErT|hgG-T--Yqt{1
zMD4jV;`>;K?A2q+Hb8E~<#mdE#d|tXcFO6P+1F3th;=n=Bx%r0a!(a4qmz{9qfq_S
z{-wba^!cPh&kjpDJz;Rcd}OZExBT}E1_mQ|v}p++3)iPqCnT!C*vS0VWYk?dtUCrP
zQdNYe@d=^S@D`cS3M+pSNE2dB=4E0qe`ztvqBBkTTxp`sV#N$V-s;h|0|!wDwW@O#
zTGjeNSHoET+GCfy+*V)Dl<|`nC~HO^k&q=C_p8tz-sv`#8GoA~F~S^r2b|ZL_Kndd
zqhJBh$Ue=|z^cOsmj_sHQT0!c56a47ZRrh!(;V<DlX1*ru@%#Y6LaDN<Be~#Uf!rK
zagPYQQ=(3~9C2DWdxIx*WZ8({7)3cf>St}>n3eG-FEqX(j4YoRBf^J|Z833pGM+jB
zpJ45+ltBURJ(W*jC88kWV6B}5P|H_9E#iQb+R=MlgBjKF5Bdr)QIH}4Gkb@PrD?n(
zl{nI0xyN>R;EUr@-GQ)sgKH9d=CshOvXVQq`URNqi#wBde~VxbidT=gOeQB{pnX}<
zwH5F60-v){+=gk$(6Z6Yi5^8}Y4%d^wQkG$DAOib;~kidWG{<TD=6)LVdV44iW3Cy
zs9pkYj*EhEC^;*AW44isCn7aLduK9hA?j62;qZR@F(rf5qoP}n{$^mso94=JBiojn
z__55KmhCJa1>BW0Gs8M}XGM<J6XEjbXz6~dcXh#%(b-zAz2=JC8B#+%l1s7^X~mx&
z*t#Q7n2Ol}yBuWsTN%&_3+a$3)p66^&amRo%u#?bR60`)EIVy}4q87e2^8nynLNgH
zS*k<W>7!HN8Twl-Rm|NTyd`I$4;0Al<&eg$CDp0gm$-~pnUcgz9d2(s)+tQI3xW<5
zW!e&9u$!DzWY5S+rm9|=JGLQ2Cx=4YVVB=kevKeI9j_iKF;Iz-ou)cXQ6?vXjvpUS
zoTj=VtTqmOlS;QfA?&`r|K?Q$IxOP(hRq5;H2)K{=7d|@VVJFwQzKOD)eLm;KirWo
zSi9Bd6A!)q&BnX+5v}uR1OJkx5*ma+i7U|0UuIpwc#kj%xWfw+Ax`O8gPVt?-Vvfv
zuP#!+g0#eqyYpFjuD$OSZz+Z2VFo(Qmz31r=8|w<5fmYg8yWDctn135e|FslkBCYn
zne1>SZ&vZohoiaIC5480o%LQ#ANyd1Dhp>3R?<8(I(h2S=`rI2dt!wQy{*<x9h2Mo
z{zX4XbD?b1vf&xHhelf<p`+g(DM)=w<1d@KgoWG&brKJj2|2T4w9%`;vnIqW>Q@49
z;mT_<P8AHt$*q^q7BL{^;{1m#5F18)nO&lr5&h;P3~ChL;E)MoG-t!`%I34nOQZ*#
zXUuHRveASmotAYQqm#<FZxmnI#Bh7tSF-l_(1)Y8O^zeZ50Uly6m=^h(z)oPg`(hR
zOVf0R8TU7+sji{f-%c*MN`+Hf=Rvb<PU7m*gTHr-_s*&Ktbo{8xNoimrXB~p!<>cB
zx|c5N!8_<(tC~m#kF%&3RH<4`r)n)=P_&v1kdz3vNI3*J$Nel+Wqj?`RbE`mx)s{2
zhfb9kR@|j_K*B?+(pmdhIeezskuJ`9+3KxC=phMpn;32sM<^lJ@r%w3=nt=xY$^xD
z!!aGm6CCJTPhTj$jq=#=axMfNaEn7%m<;836Sf)$k9sbD3IDxFTc`i`N-yk5#LJGs
zcs<%YX>5Ul5QnOBLKze68!6$Ke;*zUvWq)MY(PdvyM`pTtGne^j4$`xuqf7|7tT?#
zi}Jg~s<R3;whcAem0m4Dqt(qwo+O?KeY~td0*%k?I73aPTWuSvO@*6mA4!yLsI(W=
z3sf*`46b;~AODb2QC>)lKbVs{U%6SNkZURYJ7R_Pc9o5A<;L*RCGZ6lv~n~{a0&(*
zVMyDM+%FDL@RRX%wQd1~bK{ioX_5B1W@Zxbb_NdJDI+s}DD+HrbG)aLcT8eoF8eS0
z>sXKFw(I1ii<j8Ei%JB`^Mr=C`@8NB;GZ7HUtY7YO5YvWoxZIn_d>Ns<fZdYd+Bw4
zkp8`%vG|k6eZR=e#Rn(Yv-HQBrV!&&c<*<NZLE`H6i#VeXOVNtzMF1GSZ>KjqAJvV
z4gHF{CI#<dkrQic(mMY7?%d^a<T5<S;6L|!@Y7~ttD8F4=`7Wtg;iwO>E+tDqF_8K
z2(6&r<EEE^3q#k?SxLjP;&nXI`*cg7w2da_$MSH4=rB%7@rOfRoQQ$XE{J<nMgyN1
zif0K}kWD;JB0vJ-s7(=cAyrMO!`BrN2bcCL$zJnw2Ok#C&6(sHM;5NRNaBWD;NQ2W
zu^<LyhTFQk4I9iqorwQt<p<67;j)y^5bbMwCur-3G@p7T^@yCLHqEY7yv-=s26m@M
z?9?eK%$NzTJ$=wuzG_+Idwlm~tDKF@ksoPy*kHv%BZpQR?IP5WdD(rPxel6Z*_rOC
zmu|BMCE0MG4c$)iongM&c$vT;f?Lj=lgypsTh>OOcEp2ZEu$&ys<6Qjzm)#85otbH
z+t|o%`QPqdA?JB%s~U5XJMzufn(B95pJO>o)emt%b`#GL8?pQr>v^o_6z46~Dic*^
zl{hp{hfyb~dTV!qoDPR3lrX&G-^Syo{7GZ;7;78*9RpH0U?}waCUy5CxiGwb-SeS3
zrfVm%qRV7x2rcNsxwGs<B>Q)9mss2g<XV=|Y<*2TX{>{WP`zdC+wUkmD~OgFX2oci
zyvlZUgNOf%nQecLLN(OgPa`@G-uqkM!_ae(d=(L=-*$NU9Jaz$dSy<(H3-{2kzy&i
zFkB^jpMG1J;8ScO4y1@GBcM5a#;LC4ym)s%(T1>T1!gMAv*jA>@%SwJw6Sus{5w^P
zkn#T7DC^*^MNC*GAVC=*L9q^gXo(Jfpv<MJk+NtIlgWCU#o(@KOc+I58i@6n_J#<j
zdO3f4qxXSxEH9xH1UeD{5!UCab=O)2<&9_+ybX_vkz291=?p6Fmeaz707|R^l=ym%
zvC^YIp};*(%MUKSL?Bp2a|oIobA6!SBu&t27Ag#jDOfR;#jy&CIo;eh(IZ*kAU**^
z&cpb4%AFV)V<u7s^~1?1AkFF>Hh0Wqa!#$}r=uXkZ|V9zd=-|o51)eXV``R!1_Ijq
zR7Yd@doy?MXS4mAiLT$+m-cococS&_flWM5_PAC!-$ChzgxpH6;Kg^Each1k6r^$;
zQ~E@SjMKfX$-YU`eHq#zKKLKG_a^lQExtq{ston5=Wk^ktW6JB%`*X^KHG(lI7KRq
z{Z%GAUszzi7ysMCBrJ13`(K8Z?k>T{De{LDaao9GaJ7oKaqmpIyU0*z<k%fa*RDB)
zYp>sH5UWN8Y3$~nY?-y;Z_$19BCf(`Llaon%uGf^%{wE*(Np7iI^dSR_Pj8(K?IMq
z`;IPxXH=pW$L>d(QBK3jS-f8NWm96w=VtdCu%S8GnktT$jB`1<FuP`r@DpXDh)4fp
z5ZgVHjbb7#ig13E#>HiFRB&DNC(hR8O8*%5z3B25nVFj?tBCcwp9>9X<wx~|Mt(Y8
zNb0hA<%k9vRpxN7u`H2Q5dO7aVlt!9ak-TDZMJXs<*jfAa&j0jy6NsI+8kt!g5)su
z!?QTs9@CH*^iG&#aAFmPP=@<Wc$>6R7sgZ>U~N}Fkoxz$+w+T^%96uufb(??OS;Fu
z*)ZXTrm>v$qMkjdA;j3?I1PPcD5BU1#q#i46#2#+Rw7mEG0pZh^(*AO`W7dKB~{il
z#G3{Be3q9F9FiJtxW8VxNp41bML3U2-zB?k#uV%pnp$SgH`F#@A6M8$XHD0UH=WT8
z%Q9#$62WrIx-Rb;JgwViOK6{vJ<Fpqii_tcyiLM%>ty2Y^SfE_pUs)Ji675SH<m5<
zirB4;AcEA%gB*xIlZhvBrC@5p%N53mLu2^L;FK@4bITIGNGMn&2CU#w*Cpv?{W76V
zY%e<|<8?@m$T!26iA?Na_s$tzlO35O9_O#NpXO)ZLC)`Hw2<GQQyjlCT`%8B0}q~t
z7L?%$u|*fBfDe8B89DyAst)KAm0&clKekBdryk=76S>qF5eE}zm}`aldb@;;d5yGo
zb$#LIcFM!2dpg7&nU}SAI>LT6FgJT>`B~()wj@}As%dR{I-`<%Lbkbzi6AjeeGOlf
zF{9(4fsOjp^fR?)Px!PHrcIk*w0;J6N~;__x5E|fVA?EUtT{BGp!v=GwNc=v#$$J)
z$4$3=C2!~bw<Tj+7ClVR9)$-$zRs+n@ymXHgxlTQMJQo#9~;$2$rqgF84-TYX|_Ep
z8zv%xmQl`VA#M%%Ie{eWHo}dPgeluL)Z{{Jk0{WnaKJTGP52J-KY8ly*8PxFW-R3f
z15JoT=qnT=b4b@<cshZ{vAO$nmDJs1No*RO3g$ce$~QgtdrMpUe%aBH=<ATdiiUDX
z`s?fE);kW<&doPTZ$z=wOj6gj_P)EOGtvnrLnV=AdiZ0|QBHEwMQk@XRPNeVX|#1l
zL&Q@<@Kcp5J5}i?K^puM+ukTv+RA!fxrJz=*q@zGgRPi$#+@U2+y@11VNF%UhBQ|e
zGiG={)saj(%T4E?hrmRW*_kr?>z<F!Cx<b|4`i!jac(4av#l%MExxHixn90KOH>2K
z=4JuY2Ilnq^;w?##w+NGNi~$!UqSCQkfiP&g1H90*b!gI1*qTw!W*_-TFxi^e-Tc>
zAP*1pu%<g|-hA|`5#bsrO@?@k<P42E@ni?-;B65k$Ciy~s)IALFz`3|m5Y@YY}}>2
zUF2ji`1Rr9J!*z*X%D_xQzg!SG3lT<dbpBeQWLn^_x8Ek3|U7>x#;}mJxL$)Jxpcs
zxlhQWw078`F?W;O*}Lm!k%(P+#oyoyqprD*W9CCq*E&Xvr6V$5;g{er>(dvEig-Ze
z(3z-3Bz?4e;`2?N`yJseeg^zTdiJaH$vpXzm&(p*sDnFsEjm9(1?dg^a~@(gaTJJA
zP&Wl*Pdv7lGPe@CxQMlg9FCUncsJJltr?2G%GcrY`fqUP;wjerSkxX&<h%U+llZmV
zWE2VF%wD4Tm^U_!ZG<T^2Z}HSQH_(j*_F#&4?o*oKH(Sf)ZdH4u5f*?uQwfK#(!`$
zRhCWd;buJj%P_2|N#fNBa4LBnl-o){I(Ynq4c2%__8Mtv@9Li6cB&DlyS@r7h{T?c
z5ewMl6ZH5X!v?VNL@B_oJIm62jLpiUTyyd1If@+P;*kn)hVqr2n(bQ-n>3Hj)<EnD
zH<RfYQ34kajusK?vGVI2m4%K$F)scMh*7KOIYkeiRg|!~`PzLp^J@-{cMFC%9t*FO
zLl%;_9#jTX#);IleYZaE)=D^t&L*37l=?az(DGOO@EM-(mTbw?7KScDv59>3LqAP~
zykv2vZ`l{hHrRmx_hfw#&VE>PcB%kHTZ+G2%ono%sKq?NZk-wJ<3FG3qb-Rti-YlO
zO*%DtpkDO*^HRf5uY1N7(sLP`PB!$Tb#sxp^WbzkBjgd}0$sS&fVvd%WN2_-HBMS@
zGOgl6;NrvGvd?q0yQng|?ikC?A$hIrD^k~>`Z-d(>iYF?e9&d^{%Gi;*FFU!M?*le
z85P~x=#0KKWt)-j6ZfGgaFtsotG@yTMKyBF<1UP>KwBP_fKvc7^eJ{il9=()5sjCr
zMs71%9^qUsb?1LTa?n1Fbza~aTM}5QPDBWGQ|@-Lz2-l>Gjh55sg4=S?PQ86lkpJC
z3WJ6PoJFo0n}5HVX!6a$ONiWGr4nfqB2oBy>F3{u0mB=XHCz8fl_WS$7TbK=UY)=_
zA0t|B%tnv*FhA4zJ8H?^N{`c)&1{gnuj)H?0Yd04kz9hC%w)M(W$ox!GK{mRFO@v{
zo{{0SYDp9tWU;A2ofCck9WfcnItsy#DEA9Z_KooupMMLzgSknmV#)z!k(lOi7P8st
zy0MOZ2Ql}`-$dmVwy45R>@}(0*vu3nkM4&YjKhK<$r}rFXBY17O?o*GSy2%O{#AjQ
z!X1kmq1PF~w276zz3iorwU`<D$pPr%Zk_8ciB+CBPf{hVy(a*MFB6xOzLiV{5--D+
z)IuET_Nw5_&fe|v%Ie}^KUl#_c71w{yRvFhy14^J&r$UU_fyRyi<Vt;u*-SV#_(9x
z=(vXDU5B2kYCCVf^DAm1bMR`9`mjo%IoPV^r2csy^QX+pZkkMTl`5Hg_&buBOEdBQ
zR&5Kgy=Pc^*QXqZ-{<P$()gO>+MW$r>rKAaFQ7NtD`xBYm`Q?vabvA?J0{fdj|!F~
zcw&~c?w3bLNa_>#dmmiN2q&lUq!Zt*TL*2*f{%O#31B7a-L(fy;*EcvFF{N21X2EF
z`GiU1JYoePN2=Gm^gwoB0#`|=?dzv|nh0HH`}FlV6*5Sfl)rrv#HjG~`{ZNU(V^ie
z5kMiJ<FOCUzjT)3H{x{-7`n1Mpc88)kn3b+Qt{c`O15ecF+<M)$1Z&f!Ot9f_;Jce
zy2HpWvtK=fWpu}sK`jvJcNz~4@Wbv1o3FvYt^-T$PiPBpdy+<+KUalXR9F_FYK3gr
zakWI@2I$STFUeva$a+*pqSYHlY_-A~LkT_6lHfzSRLa}B$hK-!z2TvPMF{~Xo`G~S
z3LW8b)VA7-HPhcwKh$Xca<agW5B>-{vO{A-*6=W}{_y)XmkUWz>PV;;G1j$hL3CDb
z8Brk-9~=s^*(oWkIt>*_h7@aNg99LY#@T_5G+%dZ8DP@vwD4SFklPz6RU3e}sE|Id
z>J4AKmFWS_jqnzixNfplv4;NFl%F_qwoE&w_UzJp^^^Xs(Uh_cl+`%c@Q+B$9xeSy
zIO0Diw7cYvC4Hg;PeEz*ci4LH&6A97#Yesw&9a6;XAK6MHC^ib+B!*oe0tYEQ&*3*
za}!?CB0tlqYejgl;iBIOH%&lp^teGabsNrz*P2y$H5x1&yzFz`yp|u{FdTEMCZ^Bo
z(Zb8nK-X{IsiLYkq*~JDMWXU)TAG&3Zps-_IBT$S@E&~t?-sFcSpT4EJL3w7tinLC
zcCIY0My1<uB82lktJd9Jbwvr`=X$3qO4N{QL6;Zz9y15M*6~O}uXdd$PPc0kR?e*}
zyx%b<0d`S*Q<Yc7{^z;E>C5mH(nRt1J@)+cXpNK|ORA`}N;U$bA`0p+rE!BFUp`Ve
zfxS}0x3%W&C*#uvn$|y1hw$^s+4~7D4%Jqc$MEuL0xC^^)qS)M8R0Go1XF)!SqO+(
z^o<Lyco-aQNf0}Xn&keIjo!jmOUSW<_H%1ygL`oWB-!@Wo`2#q*<RJ->jLnW^UE)h
zA0Hd`WkvGq{z%RU$s%e-JL}qNb)X`*I$9O19Nnhw(l}_CDexsJoP*n`b!U5FwJN+i
z@$S;-D|@blDSvmp4*g!5{G4~}J_3~I_{S9j%p{p1P+9NWVp8hCVuH+`{uq@3_zUjE
z0W`@BMtlBgiT7S!!(=qxA)E-LnZ7GwkAZtA*nm3wW86)Mx0e2W<Yna%^H-Oj>iC|;
zFJ`JRGYdn{Pq<sc83L$2buN9xIlySN=UM!&%?96QN}8H_hUb`3lCMv+?P*Dp_$;Qp
zSRu7$y;#Hh@L>=6ci(u&Y0%P~b%If*fOvJd*}C-T2+c?j+`x63Ur%%vIZ&Cp^Tgl`
z=3;{-`>l!PW1W$9_m)TNi^@DkA;}M;EA}bj-J27qRYEn`tQ;-92w74rTZ@h<xZivl
z5axT$0Ub~u++S}$h?$6Klf}fRXFJ>qx~&tk=NXgG<}^#%*V_Le8`ATgJ?u02>p#IN
z{Rp(`rdfE0%rt2}<mPqYInx&%UwRt2&k(^TdxX*wb)yiHT9_bG2^6@WYAVZ0RkNPF
zI$RPs;6P4e(a~*@Z*ZtLg}eY&3-NI428zqxMRxDXk|O?$%QmFN^(V-^GI2LBLz{ZD
zy)I29JWTp%+m^3i>#bxVZ0v&ILx)>Y(EXhwIKJJ-!mbR+|A=etb0g`nP@4VGAvxS8
z;YGSZ(CDN{DQ;yzMHQp|#pE39Tw$Oxv_Pfq><AN7I|e7P@@e>1Vqyb!s(Y#vjehE_
zv#Fv$s_I9eUY3oGN)TP86kAvpVyhU)!v>j|;Xm$9b+mh_F&s%hY5<uc&)^4<-38G(
zNaqu~E++gc<ma4l1{;}E=1<DQ-r^MSr6|Hp#{T5gxkns9CyW%my>>N~s1*oR#Elsw
zR($y;Nc<QXBz`M@ll$8nO5B1!P=lGlh*iuARM&;i2Zm-^;MZufa6CTh;f8w=U#&#9
zbRt~quxxE`-1NYukd40R0&Bq$7^?GmQ_n7;#WQ{?u)rq^6Mbzt*NNX$Dl88(ixLLw
zLat1N?7*y#=|^5CvkvzdyYsT5@mB>k$G@G%b=X>m*Q#u?P|=uZxydcNhSPGi{<q;O
z)(goM&B}QtZuj-h&VL*0itKWw?ZxGaRLLmRigN*KrhK;H_{O|Sf9R8Kxfb{=h=ggy
z#9hG(jlX{VEYIXvAFO{PlTow%?CYg#0>y$E`C`{k1BuzD^4LZ5_kZoT!6E$hvi9n%
z!*~IU4OOirnLkV(qzCu+x~wo!DRr}ILkX#s-l+BJQYm0Iykv!;;kzr7m*YJkEeUho
zmU|I2$5_Yv&)wvtOEc#|Df=w5j=!L0QR%SSo+L4v!W~nPHYTcd${6*Rt*r*~o+&+N
zMaE+hMXA3dN^5$(#2i-`I@eC>n`8;b*A#PckOaGiur*XFx(1_{iw10!zG~vYl$#FN
z_Qj2ht?P~8MVep9z>dXK)wk>pNXtbrsT5GHKXH@$ULMVLJJ_T)cl0d>8DZ+tbG5`U
z1$a#bH&=5{KaEFEbaaH?3+c?Gn_*1LiSqL{2vL|!R2->kX+=lYGq}-ft7`@{hP!ru
z$zrnNO~d0bLAJ|c9Y3jIJ_v#j8@nq4Z?AMj6sqvZf5pce+ZJm(P*8mvXmy*5XeH+^
z#R&)$>R4KOb|B3tsjd#zt2@o?`r|nCtj2C9w2uh0eQ1cr2}%)-acO0y^nMFl4fVEO
z@<2<>-nm95T?kL7Zd3U4m#y^<=|}KzVwqqFp`;CgNCU~Dfla0FmIW|;lY!{Sd!ABZ
z|EsbCvon0r)oshbMqZ38|3vy}>s8k;=E@9>M2{#3THgaI+}Il?>r9`9M>xBVA7)Al
z@DfhC!`9Y$6hrd!DeJ67J2>I{J{Bv(kT@pX&Cf}^A77!mJrB*ucsrbF5H4m^8xR=@
zMnMs&{5pjuBP%AS_}%)k)_O?oJC-G@7Uqg~4qkMw&jE(13zupR9=UC>SnrQ#?4vF6
z2D1yvCYz(Khh2!u_m6SL31x!Ogwne7?y3sPAtdyI6pyRo;a|3z)Gbz;Xc%J-F!;%=
z2GhqNxGmI`U+L?G#hipdR+s~Foihs*9JQsDwl`RtJ7gx;&*tPy@=#-Gw2phjOwtKN
z@=zC-j;ef*&|<|AnVyx7my)sK7lEm%;O$2q5bpj=XNpTG>oLVBtTs=ajfQmw62y@i
zZ*nC6oqYU7M<C#5rYH{*fuKu1OWolwQNqxUdVeC)5pa-iD`me;s`z#Cz%+G7Se7dm
z%_8NoZJiFx^7~)N@c9AlCi#55iT59-oj6|1Y)Mh3(mB<+kfc<K_xf@w%aW1#E^E8S
z9CFKASTvJT9}FMWJ-n#|BArLEEQ{~WLNf0Lw}f-JTC~AvZWX9*O!TFhV=q!D`)3`4
zo@yr3apuhw#W^RP-uRaU(!L$Cjrzm0YHG1n#Jt_33%IC(im}ca%IN7o8;S!`%4S_N
zLxdug%!>wPmA;?2W;mWal%nydtK5~L7Y8J-wK2`{?!&U4DXH}irKIz<*c`p@>dL1*
z6MJH2O9QbJh*VM(RDY2cq;NIVG>$}-;Xy2zhQ7T-99)R)j(u|ErCR>K17skQzEws>
z_|*ik@C3uIY`Q-uiT;YC&HIQE($GNc&F@R{xF{B7V4S0hFV$PHpA}fk^y<N_8*3Q)
z^kah2UD)ijB5<t2jlQs`=>Eu@14oeI3|)<?$y$fR+a#;g^~T9NTL?)HV~>6@m(${X
z^eT}z=HQW{PT-?t`K!`@fw0Xp8$$BOc=xBOvce~1*!7%nqH|Buvz*6V`U$A@b^UEj
zDJZqv80ja0c6}M@W#d$8gorQ1r(lu8tkV(6rMh*oYEOWNhR42bM(k|3taq9T%u(fj
z$~p`{Zc%ZVA=`of!y%ZGTw$4%bh|h>F3Z9jhWC7g=xKq9b;Tb?yvUbx@dBC~9n2^u
zQl!-lDD<MwGJTuQ>+8rT3OM!~xda2Ay&bZqr5p&0ryfX}2er8jHdK8t8j3a2=@$m#
zVU<r5A#RSc_Lxi!3kN0-XyUGMqwEF9jZf#dUw6m4Fl=2t?f;B-G%S}RoX2~kLgURs
zQFVp0YGcr;*<Dn7B_RVnp7gBs<oJet91%usr<5Vr_!9O;;<4b1b!!KeBoyJ@0N<tk
zfwIsALc6irGEAXb$I#X&T2HqtsfGN1$FjWctyDW>cX4sF>r;O(8{X2)ne^&lpL?d*
zBmF6Svo<`LR-puYm$%*d!L0(&hMPZ*r4QGsNmn)s&Q^M%1|s!7pNzVg%-8-3&Q16w
zR>1t$0x9Vmp!5yRI;Icn{&ad8d>P|Z51z>WC?!z;pq-s2wF;pwW*QBLDe~o4{UX|(
zxX3%!D|s#aRvAy^-NuIj{C8#mS|D0|ZD?~k$24@t@2+)??Wr$!s8w+^H<o14+GXu?
zQIx}yRaNSX<sT`5dHElSwnO$w68$Gnx~Gbsw7`yN|1!`CLjNTmp2oZYN|k`xEZUbZ
z|I5$MS5;RJY;6?<NSFgRKljOJ1!CZux>0~|Hcrw2D#o}6Z-9>BNtc}@{uk|;3#o3n
zl77*rYK*(vE1XAz9rA4&cWfd9O_0?$_Vc;aP48D<iF4x3w|Fo4G*?ebdpRWTnsqRz
z;RiTB(;KwS?J7^I&q@m0$D8pCjR+1935nGeWvC1)_=OxouUR;xH%r*U?><q8L^<3E
zJ_QInB;lQPV-~s7WJWR`FGg<$=cHdxX<B^{iQAJ{_P&zbu4ya$?p?!Eme!zEEsI;j
zGtrq|<Gsui!}OWH{XNmjl9J!nsX0RE`o(!>epXEjH8eP9oJZ#Oc6R*lx;&89d_!Cp
z%!^!F*@1%kS|sG*xOdm#_zg{gLO+#7aWK&d4`HHS*Z!WP_gllyBso#>crf;^?JP}p
zpFYpRvY3UFKU)K;8qY(G;3oV`prv||j*YGl9xL9jWlUYU@4m<EetQjH(ZY1gW3>Jw
z^uGTctFVDQcy@1HIRFJr9N+0MfjVo~5<??rwC+%Boo)~{6w=+~WxsMuV8+=Zost$O
zM-G-@*vyHa4c95fOS`aVdMj52Qph!iy^0WRJgG{<ZiMu)z5c@Fv0uWfDGvS>;k^2i
zArLhewcB;I;f&)@d+}Y2XoO4quPSC9bWh6<huCT@Jb9bh@wL%;plP87dUI|(R%r)j
zYB#Zf2T085#-NqRBS7W}lK1EqAc+glE|<M;Lx|~h+Om4Du|LU}g*2L*8t0S+nE3w@
z&*w!G+FeJ&`MSOkJ3f-9`;#%>SZtWK+eJDET5Pc~NVAK&t`~KBCXqe6Tj?A#TTmBK
z9*nz`tBPwQhh9{V#d>@V#_RfQHsHo>%p}r3)v@Q6hPRn^PpkY<i%?ngww>eihO~)y
z#G{P&_??V*@c>a~UPj-%i7AKf+=2Xjb}Pqmmrsr;RwL$J?e*wJJB~<#uJI61{J)80
zRlKM+W;$cd$)V{|UNCl9we(x4Aen?0xp9r%40>7=X3;Ev$&F9V&I8$oG(3Fp2lcMl
z^YB&u@*0`iq2S822is1Z7!MBbyx$OHF4wJ*hiuT>rM@%@Y21;qk@73G#Zi#)i1?$C
zk)w~w|Jz$}R|xr9TEiPpS5SVhT^{1*&Zws_315Fd%Ng-m<=Cq<3)lQF+v~Ncn5i5k
z<Ng?veaU{vlGs`d(@Lj|90{DV@0R{NaHJ>{qPn1gdZfJ+db62|rB4t}??{T{z_a<c
zf7P;3CxnQOf>N(PmKL{mh;PhyOEgKP$-n)Eu!Tos)}L1;<CXciS1_0@!tbFI>jJs4
z$8;n?7=J3?Pig@4r08vWPdl1p$$k3{!|>HkF7C)TImh!idIpQ(Pcm(FYtIh(7v*B$
zj%T&kbCo(?_{T8uuG#bZo0L&k)$G6;@0ve9_M3HfSEJLS-symU{pvVfRiA~pN6;iL
zuUF05W(EJwaaFUH#6MT8O?l&>UW{w5d=S~sBB4Ov_o$~pue8{=I`X9aYUibd5$cM#
ze9+Kui%HliC63YW{)?3!QF$3mBAXhXZKKJHKIG?$P+^BmM5v~l3G9r+^U#YUj_G}3
z74rw;%t0|;bJByj)9pcFnhxJP=?j6&{RzSIW<`(-@2v>bJGUJ&qR|0?$lsVnP(w@c
ze01I#ZSKLkp>#(2P{`H6advOE#m!MiO0)gS1%cT}Yy1k-tViAOYff!qco3fM3~x_*
zadg3=O2>HvHD8%}vQ=2zFGIgLLV5D}o&+O|e46F2x$(^!{})ql9o5G7h5eS&LMd7(
zZUtH>?rz13ySux)lLE!vU5k5gcXuyVB)B^y5XhVF@80*W``@ftlg!MSb7s!j`*}XQ
zMkQ=a{qx|_pV~I(VhfGVJa+qq_?S4>@?g>vt+Bk{eX9tHuxdP0<d17Z4XoLWHwQL)
z>-jbPNtIox`dSQbxxJ|{YSe0hqMNUAihI(?hR*J@qFjnkdUR($CS$b-H_)A*%}e|U
zW4|{e9<y=j$A;vVuyxwGSC|VMToLH&MUGn1TAf=mu2O@wfjIvvL=8kxB4x*ozORv#
zE4ke?wXb{?T_#scak|ajd;6!b5L;ZxD{fhyPVu^0yMg-oNx^KNmL+fEx&d?N+&oH%
zifdrf^dnJYMw~pq;|(19r4~6l5@Gdk7G4{B8U5Vpum&nII$!#&jxRnl-uv5`;N;uC
zy-ok9{n$@Q=8J}n;bgtwWqExwcPt9uw-bk0FMNa=2Eqeljz~x`tC8tiuQ7O$k&&MW
z@84GIddrT_&Lg*6UNM)o`X7FJZsR#$djeig(3|can4Z1mIM@>~AiU@nJv}f;WaD@o
zJg+;1vi%m6JjF{am2b4w$7~rer~}~RIRlmS?Xbyj<t$XTV%8PmQ})8#KkoE~(u6vY
zQGaSG;@h?&v{x5%i_ytRV}Rts-@gf}$hj)++xHQC@d6Q@`lnCWkKA{jeL&Tn@F>OI
zwIN%~Ymm9XTJv5&USh(|rfr0!3)`almjP6i3~fT4h;<R*TmE>x6*<26`k~bM*X@{f
zPcTjTCWb$Qv#>6vJ#=q#1~TA$bZiYQ4N)(>X`7M7^1ejZ;jW~o6>Dh6ZN6{wyI|+_
z^`o7e20pfwmG+Y70`sC4YH)Xxpi$tY#Chi%xp$%H)>M+4e_i(W^X^`0g&s5Pa&I^Y
zs}b$KnKt$?UTmcGSV!CCs(cj7MYkqMoOf})dD2BYR}M4We0H2`*CwU)KHc`<;ih=b
z`@$YIfr)nCw6`wriV2S-JMlwnmj(`%1fj~G|CpOueG&c{CbW~#mzHu)Wo~XxAmAoM
z9d{YUcY)#Ju4E5N+UCQ8INr9`^L>EvpPMY@(l#=ykrNW=`VE;z$xTB+?Dp4f$&3{m
zjFxz__!VO0_4P0-8jS$-MvTUR9AEWw;mD_1AENq~kx<*6wE*_+jHxX^)uIT44tF^t
zwU~UPgC4ObB?LbXz$8ZqAd57^|IFr({K^-9G0+aJzKP58|5_2eWqfeWPSmLVy@!0}
z-~+tNGjpcyIL7c}Vhg)6i0Rufh-FwZPz4%>9+J<lt?Q{EIl69mQvyu6BUqP5#RUL)
zAteSSF0ee}I7u-@+4lw}JuMoG17gD%HquLC_8So(Lo;>UxBh3&#}*t0od?4S7s3%E
zF<0DHTZQw7U(LhCPKT#enve9%30JO@K`I213JZR>uZY;H_1|*KODi#8K3uJg_mh#=
z$<z*s``qTks;@r2O02mc2vxRUsqrj#4?Th6Ck^C8AE%eJyDJ>{PSaU#U9bDz*G;UP
zz~y`SZ~g_{v=;&?J#$6BnK$HzZ&&O%s_DJgu2PW8Sx$Z5)(lL8vX+#kCO}(nw2uBi
ziIXVNf3C+t;c>Wuz0U1eB|RhKe@^?0j?3-6z2EMq%M>guSQ!~9I0A4h<<M&f+=`lU
zn4Fqwa=Kj2!p0^#lPg%M7hq>s)lW|$Qooy<sXlm7Xjj7AW*eT-O_aEo&ET@D&DX3K
zIW(-C64AvoS!Db`=#x0Zv7}lFKD*4fcZlBjI))IEU8Giadi+CMA3bvzsjR%}zrC?|
zx0#R{4!8)ge3jf>sj?moEu(E{medLF#D6+}!ts+9?*^&;iF4A1UUj3fZB=YJe;$=!
zY5I9G6W`rOp!ItxsWd+e8)I6T2?W)0(p&kZ<OHo=;qnW4hff&87C;>FIPT^F4sINV
zIE4X6#r?d4{P4xM31}vzdUb4Nm0y&n2fNpNPF6M+@xs=4jC@`BlT#4oV<o7#TFOAV
zDd^SP7Wo(*{}l6q`$Bv<-Z4w))pKfgE)F4RZ9_%}tC`1A<GtB@3Ca2pIcGgN&bl^7
zMiLB<f!IK%Gtt!HO7brnYK{@w8;?bbF04z+5+<p8g+Yr@Yz1T$8o6{EIx5yQ0D`DJ
zqPv}gWt`Z*Y+zR~m2N<i;0zW$wIjc;pq=gIFV`+x(*PV>y{M_5rDDulSxIvu1}K$?
zs^vI%>3<_!+?3X(5VJb?cV^$<+g<KYDh%7yAG4aUL+o4fThUZ!hVl*dsg7h;^_u2H
z+DJ%8wLhq=OOa-E@PU-J)>bzEMKlamD`L@e{%{3J@ZBARiJi7MRiVlEW{A|Vq(1e~
z-65l!e?1sW5HTdp%3230`AXV34uQpZGfBJyS4duc)~}(6ZfeQ110sfj%u-EJd=*mT
z2h6bHN;$i>r0|#*I%MNw?WJ`Thl9+z99$%Lshm0Ie^gZ$=f6t?Xo&oi`_#tC<(t&^
z*9#+%xB%*?VL^JpE<<|-WD1kl?@zg46x|J&>~goN>s}*rJKfn^);7M@oL@1BbO0=+
z!Pr^xqcZw}(z1W4#Cb&~5gD5_poM)cI}*s_u4*y!_lYObnzx2WN8w^!HpagA!{mX~
z{CSiba+XmSUw^b&p!*$~4nIfJEd|F0`FKGv|02?h@lF;g#2Fb(q)_l7>N<Qi+WlKE
zjOSOB6ZWYY-F*Opa?je6hEvleC0UyCXtq{tGe^BoSBA{{>b2`m-Ta%{*p&R0t8YmT
zu^GuG-RFjM{#IsXtS^dbn3C(y2NV?_+;)twpg)V!YLm8Y_eNELQ-ayfR`K-Bfc?p(
zfniDY@VH^NYoJae3i*q28V%Rz{Ro;}TgI=LV0u6qE)8$T2i}lkEiW#l^MB~h2fm7K
zwU*JF#ALg4Gt`8*&0k3K(wnto4d~6Clo<vxJgp2zK3EQW7x?<)+!??=Xc`tx01?%-
z`QvfOS63F3fQa07unIg&<WutTreH<oowz(zOmb5<z^jju*3x=L)Ev8L!Rr9Jo8BW<
zWsl2GRba>?8zfV%qv(qvyV}UX!voLa0O2}+<V};l3M4a_tl8bEw@s*twWpl3rfcSB
zX>k32v%)WPfO)0Vsilv5M?VzNvxwKW;Zh+xN4sFQ<UeD_X}JFQnu6{tHswY-YLxS+
zvMV8KQDon!xM~SdR3L^npEQvzD(YWaibQ!|TA(H*GUFEZS7j~eC47XYL+hC7u!{Pv
zPG$;J&xViJw)U^-TE*a^mk99U(5JAc@S#$BfoobmQXkZT0#0EP`T=Ywi~P=Pi0PIH
zgx$r0)6T&-OpKHi*wrLx85NdGKbo=7n!S4M>S`eYp-f_@zZx;11Y{F_yuZ%7k}P<x
z^LBZ1jJ%O35j@)dB_;^(QZ&lGy?asf=OU8G*{7#LkSU4tz5w`z#$C_-a1j_%GenO#
zPKmOC46C|z^Px16(ab{9l&Xl-@$Cl#2JtPQiyvp_lzuAmW=R)W;NOl|QEQGRo1!wa
z)$QvDa3N_bY{y&7mA5FF+#GOmxm-eu7-g0+%xY4>$9m_3x<!Y$Q7%o7oozbqqd0W8
zU(2021=YWre;%7jsu?ud{jfSV3kZn>3R;u0u#HA3&MW};ZAiE<+%>^xIG(Ec{2*+&
z0m4i%N#NNOkwA9Iv*~C=GmIcd`PclsOS*JUzKu;$#Nc9ueLIW!5~&uEt-4&JYt!Gb
z>Nc*D8Wag14GMk{`<>>FaQShGphb37;l2FEMl=iRMASGrdAIm<2Eg2IsTXNd<UN1Q
zz-r$+OAkQQoFR8#E8#QHe~UE3S9Rf5oG)IF!O^BDWKa!)3L46&-=kxYZ~BIZ-fRo{
zb&kppf+w@ISlW1NLV6@eK0U9(n0qkXV9KOmZl~Vm6vN%S3*ZOs6>>)tmAS@sHnYRg
z=KJ#UjI&F6i;_gtwy8<9`1Da>UV7GR#L3B`3vNzvlf=EfS{xcjQQaQK#U@>2$hbcb
zz=tq8#@obAhpQA>Roal1eM!=U4JNubScLZAn(>^(qw861|6Z3E2P)u8Gr!=vf-;Vp
zMk;EjM}#f@s76m(WN|goE5M!raG{{eibk^tbunl9{(UgH{B*X*(DvxWW~?01I_HFf
zmG_1H<VP($tgFFHh~kM)tkr=QTw(0kczKPw%tRVe5@WtA9fC$J;1QpEoxx@nz8c6H
z@VY-E!><*P-ViKK`=2HTB1RbJPdvKP@>}={5*IDJ5!5W=TXxzwbfb>!^m?a42*7Ih
zo5ri(Ym|-_hBn3Mz(cMnkHn+)hh8szziajP(!8H*WM}8*e$3RM!<su`kr?y0`-4_f
z6(dLc+(y=gj6f@;>~qOHQAySJg1Y>gUGi*mDU}N|A=*y&1B*FUdxpeh7hHKXV)amY
zwpZGU5Mhl`qbqN=t4+gWe$=$H(E3E|Zdh~L1`N;?p$He!lD}x4z|1HOkzsr6`_KJ`
zj!8m>2F5SSDoBv#A;+j2`xdyuMng~&d-T7#p^AeY+iUbnWAd@EjWh#M)se8ndGPzB
z%pDys2EJH<FAH#SJ~)2jxHnxAnHHdr3?kvZ#Uj*(d^p*q>45@TF(;P#(3MG}`;Kaf
zO*f*0SGt+iUbR9C)C37^C|Rp3ObJ_zt^2uCor#aN-xmU-zYkLHf1!|Qc2H$UZDS=B
z8;b$Rp)V$s84Yw!W>X$DZlN|Ucg#UbC$#RnnAgBku?4xUxD%Uy<~%SpNW4N_Wp(?s
z4D}TRrB(xhT-Ztbj&_f<0YvNA{vFG~x(y*pO?lBs=c&dUS0w~1sxF_r_q{%vMy=Je
z6^(9fC}h*#Dh|xc;a3wow`rNMJqjLMvehOP<<j;Df_=}~_;c&&K9qU_;^HL`#dm3=
zAS0^pmIFb~-~RRR)|karSEf4`J4*OSi7hzDn%~7|!Xv=6#GFf-u)9n2e{nymZ;jn@
zy>Tjs7saxWQf`gcAnC@>U&-~fX5XQPdT*}{sJUeaB;CK9EPIy26%yB5e?qNTG4+dr
zE7pGP;b9B{5FnOd>~|v2_i$iI#NeQ~m94CYn#b8nAca_{(Nrd9I+s1svq2KI{Px8~
ztf23M5#(lncD@2Cax<C1e)hJDJOCUh_^qyDW#xPByF1UZY39E8CCobGWaQ{#>N==q
znF5~?b+!bfeROt^ik?q=q_l2c|C}7olwfpzp&kx$iI?f%8Zyi4lK{VTG_OdVKO)XS
z??4Ya`%G+xQv2pQwhX6D@A?l!XULG&6D2zPKM2j(%fh=%Yv5l=qD<?)-Ck8YzsykH
zLXjfQIMq*?*<l0rBu1sxk*5*7;0p}~1`hSv%){iKnbbamv@SZcy1ybhA<8RW{GVL;
z)G%ybb>HdOG-ygdQgyCY9teoZi;NVg96Z6@H7Ua4OPq7!aIELz<_(r+I?fwAcUU)C
zGvApyMQ}BjfX3FyaJbo|^|w`O+_cn!t!}I2KP0yN^qczE02ySi{~Z>?B_K*>WNOBC
z&{(!8g6gX;9$OK$*l7YKO9^^KHUur#@v-3)!xGUBbpHF-3@(8Op}t|7^7LJr4%ye{
zLu&%1i60=h>K+*n5tPs~zgYAan?5ZY)@UBvnjxw?eXiJOr?8wrzM7u#K~H3ZJ{3jW
zYHtN(u-@Bqw^i8<a>3M%q2XEaN$bbUCn~rAVWzGCU?0MVWqFz-j&{YG!o#`iI8w?9
ze_TaQ*R-=TVO>J=vogeFS!5==UGRIei5VT#tBREp^-?0uApH!R^C7q*ym#XNgy;wB
z^D#05zo2mWozt<SXl4flq#$;>S2z8q?$%Lt+#SDli%2?q#b5ubf!twWBt~x8cAsCU
zhJzfm!D8ab5nZ|!s3KoiI@{>U`2zwA=G%^o<Ga%G#v~p{VkvE^w)5L~4w{-<_HYLS
z=BVrL>+T7;&|Ct6i*MWF{PbGpmL>><8xQOna$_(Yx~BU>ZLh7UJw&GrQ;jE7?FgXw
zW?m_@iGAC7O^E!YUJN~9F~-vAREI@nfMWf#(pG&vS4NBi#|CFJGtw2pik+tkIlmUz
zH~c@|3b@abH%--X!0UjI2OOzMwHa204+mkb{n;8{@wQ<2=f5as#iRafCN)$t$vo5D
zD9m)#EfP9TTO)uge{?4<YEqYCFUj3V_Lr4SnM3lEo|FMKbrcG+13OrCU@jl%qf8yt
zo~VSMc-KFGm0C!?pVpALj6LS2=SO}MhOd87K@*q2vT*Nk8NB(K@bb>wKJkiv&bx>N
zEzAPwESD{6KN3zh?Es%qxP%mjNC3In5Njf&MK0)}%Ym>^4zmV$_d|kkH}>rafYK7L
z9n-dW$^aVzx{Pb}1EO$K6xXgqMC$qG2d)vr0(`#+=DK*AvwH}H@a{OmkJ+}Wi8xT{
zxL~srgpna;>dIzc+_#wC4NI<Iol$dZM)+lgs2^@pf$&#zMqr<Gp|`wTch$u_ny4NF
z;evB4xzyuJHpKZ|S$)Fu)F?SLb?#U<Sj0aUKUG~0j@Rvc;zD!ROmARobmA6YtVK90
z?4QyE%{opYZseY0F7#0Ny2IxtX#|YZLDkADz8Bw^9M6#4IWG>yaB;tp=*^Q29O{KC
zM=>g?m?)q%{tWxsd{*<%@U4X_BRR9~WY$`YzkW{*I+<YHNGK^cOOax)u+DN&jAz~B
zBD>z^T&*ZF+6$jLlTyv8$y-Hy9G;fV(cHCJx~r`?a#9_2rji@CLu#AVXStDX(*y#p
z{7>DV88f+iyTTdI#P8*M$R+a-8nAp^5#@^U>Y&7BW#4ya^Hf>v&WH%sFhUctUD;Cc
z`5Nu7hU}EBNW)e2^n!$5Eb3s7?zS`lpo?a$a0LI(jI-UP+RADsXl-hQfZrLBff3DI
z!3z5K%;?Yz?b(AA?L3Hw-|8X)!~O)o3ZDk3%@=z6Z=h~PFLDf%D-_QBTK&)kyoiDX
z&+cn-H=psu1^Q=->A%1ZFaM$jV2*6EGdp?9GDpB0aG6SxB|oWhV+LkFtgsm?sc7oF
zyNCw;i#1Q4p^B<m!y8`4PYg@h(tpJVsk+Z1C<|`eT}z@pbG-}o5G%6#1dGr+mwlkX
zw?o6dCw~rThpkvF;GYW1G?>qjx>@ZY$-1siMZLc89nonZqZIO8!6YYi>Nv4|XMXP9
z3}2|25|Xm`O@AZcgz0mn8dDKXfDgwlxQJRi+NfM^qMTXjP;mbK?4J`Qo;uZhMOrWH
z=JmyFD05mEOFQC!=DVn}onfMewyb(Wg*-@O`}1s(3Ki^KH+)ILt{dX&QRhSb)V+yb
zg!_Wx=~sNALQI#WDDL+?Fx_Eci7<_ntbU(mpauS$HD6e?za$llozX7rH-_2$7b4A@
z+)(%)Ry(6VfP=@-_~p?t=Ds1{vGmq!1d^$y*^Q`mqlUZ{M<aLAyY1tA<iqWT)|)Ty
ztM}~0rT)W)h=2Q^j|}ixRrU3&-_>^CnKb~PNv}-n>hU_c$9Z=c81)*8PONeLI-&~u
z8BK6qyNtzN9-{q$x@(=&RVMt-+7+!f@#c!_8~H!HpVD$9W=iLtc#4`Ffo(^=lS~JA
zCZu<JlcHV`@^sIYdtXaLC*)k-rZ#7=eq?J<R#6J?Ty#rLN&YcW<q|}I2oI?^xGy5G
z1H+OE>SWl$$%!xR`s9hK5A&l+fxKEyN4Oo^aeeF3n938Gb^K#29l)%katfz$`3L`q
zo2BFxl;Sa!Qph*_)ZXmF--Jj9{uU~9?Amu!HGDQ_5x*qN&6TPl-Z+#oOA>5*vKM^0
zdP-=n<w@*&eWR)~Qi!$UG~#<{$;Lk7Z!sF1C24doU}x4vfzQ?utp^rui@rQy>PP+v
zd7s1EqHL3le`EXO`D!@#RgG6{DeL>=dK{2QUj05%J4(C;v9`37y_$hxqVa5uB85Lv
z)AWJfxHK*G`&l-il%OOE()*>A`gC6%=_z*ZWi<=;cm{VO#M?EftD8|lh$i_*FZ|~r
zv(F&EI^xS?iKU;&obUzcGrJj!rP~+U;M5B2Z1fCSQiNqbCw*5;-3#hnnmO@D#V4@<
zlu6D?Ix+M`_T{Q8Wak>1y>0KG6dp}A8|67$_(f|&XOtNWVgv@oc-!Y;qHgPVS{5p~
zC*V^rzA5C?_KI{55F-YLt7IwP#_s?{dd7{YiN1MRXEvPo!sGD_`*CBu5_y(UsXA4D
zXyiR<$yCR2(KGCi(#f@qrGle$sl31fQDp1)N6kA4RT$kpk)`a=Z8H_`{@(jELa*H9
zxPN^&iY{g0iYlc+EHqT#qZOmPK&r3?uXgAy2p;lC9)0RR1pmpPHi+=x@3<Dqdg&G$
z?TYkGm!F_EjO?qp67M8Zt+lz2XDlUC5x=j?EhX#jfS+W4F*pc^lZVh|G+VB}^B{$S
zH!sO}3USqkz@1R>@M&O7%_Zz7k|Yj#b5+_H#A;t-YV9lI`}^MAxY~KR*85U%(5?5S
zlJ6KP_jM1Q#uVLa-HOUa#oz3JoklxlKwS5IApJ$3t{u?Cy$mq|{N3FK_x7pbBrqb*
zTHxAw29-$&!~O7oNiXnGoVEZk@GrT<J=Tp<mEVQo607Fb9X?=%pbSV8(5@@BjO-dY
zIh9t=|4w5i$j#4W&7vH~|ErnSvl3iCqt~~<3u2QRM&Nd3-0(}G7{Q1%JO4!^L>Dcu
z;-REY2L)E#U$Opl+_T0X(H~ei?mqkdVm-12+II4E!@j2ysBUy-X2O?c9vWu=SC0OL
zM|c3Nh7FZM|3xtp`69BXmMXwh)a#zCi@lX+GNfL_)|B<K_GWk~g=JMF)F<N~1aQ&G
z%SlsX)Z6%^=n~I+GR86%EelE}U&+5cIZlp^h3IK3YrmIbq6>jlw_vkA`S=Je4;4{$
zR7VYZ?hlt{11N;5yTTYB6R(r3*yBDDE($-8%Dfs(+Z6_C3eYI($Kmf!+J76tt4L)B
zlnB2%p(~a~K(Bv~lAne{OzoIb4Wd)B*io0mmXa3$&$5uh!iOI@wwUv%W_VEbLCNw<
z8q3f9dVNKoJOm^fvD$L~kmYvI^aZ`lv7x@!2rCT0lUZjOlpUvVLkJ%olr?iqy-4Au
za#URfb=H2!f7QeKNJ2m#E1Y<ST`Ol@u~XR@v!UUtNRYYiMi0$^*<O!RcTqhduhRbD
zxJSM-wp92z+=Y`=T;Ac!_|iB$9UR%aFIPj|Hm3c5BNk1Ql<CKn<1<NkTPfASfrnRa
z+NL}iV+T=@Wd!R<%Lr76hJH_0$P<@vNP!!IB0g7Dyojtk%Ctr18SZu!X4)9{N)iI#
z1f<mUbiG9J^R%)dX(e&~t7o2~!bETz5X7fnzf0!pvITM1-`19`KY#RKhYQL4<1_R}
zV}L|fU$#$!uRPKOaR06-W#!CfBvZCM`?<()P0GWbT3bWPnKo=>FXAsXCP=~*G}aVD
z(2z1INu_e%#%HIZx|&K0$~5dfvM_8AMBeH?_b#Ykn^8#;`x6jbZSQxuMWAG*@Qpr6
zx_^o3&ZV~D&jjsfea@JPj=9e-D*9byHil!8m^g3jFirk<Y6?B!t9v2Zt-otI&acKs
zj_otMDFXxqccqDH;eailx5A2q479-s7^TSNIWtL#>_$xPlu{vR7Efn~Y>!bn7Q6ae
zD31<|k`@+Bk&!Y+CWXi_JmLP*Zq@sRK%h_$+9dlFgnQN4EGdEFI5>Ke9RIm1O1i)J
zw$e=DF{uh3ov`TFn+Bo2@{LxN1w)~taxdmI7?)2dIcv{#m)<@ryPLt>TJ<O4lR-Tn
z301t#dgWm3=Cf&y!CA6A{NI@ZBUnw5g~!$qj(<#&+uW>pwnzKRf)Vpz-*1p%d}aGW
zSUrw{A$g@}Rb2b7&H41D@+Q!oTKmGQwwbC<VSQtMnq5p<zw^Sg+uAL^=)*bZl@8N!
zVam&%LPSJ#URJ)#1y&#3uXqj-y^t8e9c^7U7<lx4lt%!N6)PCUKboMakd>VHtwsKc
zr2EC0Um?3I%$BCKZ*BbQ);ylies3#Z2W%RGcAQ6pc=?ijsn>IjH8w_A=YFAk&Fe}x
zF-Ut_XEKG*=?^UR87j3Y2#$NDzX!-9)CMbF^Ufq+q5`_)pZvT-?j@xOKd+}&G14{b
zPvfQi|3elsQ<XX}XVvf1j>m|KX+6vEAO*`J$Sr>S4`Mk^_v^<?6XEUtdwiZ&@9&p~
zxcjgHf2|sf$#0vkmFB}+aWJ0LYmo{vp}ju6lNJQ))U(#85Zymc0sh=x%c&%P?>xAN
z{t3Pm4YNHAtjjldN8c~DvXYkb3XL7VXW_1b+UIyit2d4rcIkwAJu%^+dI+X!U6mFW
zOl}Uq`HRuYzT2$OfRk?lWJi6fm?|FenTW0nJ>3b<aXn-s$w0=rT3!DKcYSWu&M4WD
zAWnR9JgD<7Z8YP-=(rIjKN;P0BKqGtr+>KFFjpRde{}vc8_CaPw{oZrGQK7TzHPc{
zKtZtOy19qI&{#A;K*EUhJDKMA)8R;p*PT%n{Y?lOt>NhRvZqUQg(okfq?q@<dFl+{
zq)=@F+p5yYv}<1Yo9FjMhguj(;C~>|B8X>m74-*@@Kk|V*ldkHe|mcQ4{hy?e-c#|
zQ<<aV<D!0kor7J5fEP{<4vsqOg_6j}#Kc4=&>#wj-AcS5!j-ER?6s?(o`FFQ6rjGJ
zdF8P<R4i$Y&5zDni|Fk!?$NZ^|MD#ctEtR*XlZEuGvf(CJz$-na-dHwI7h(m*m$44
z;YJ4Qi46w<aGQ(~y0ZSbJuBn#mv)2;ef3cr5*77{96}IV{g&RbOgY$})VIThQqg@r
zutG-Oi~krjk4Q^MRzz{d?lECOeefAKZLG7lw78$?Au4u8Vz5%q4VQl|l(EM`o@4fJ
zZ}FZU&@!c=7BL!(>_|jp4N_N79ug-BwX*mW(|%*g{9tOXR1twRoZ0$0kBU}I5995i
z!nNu<cF6f$SWx6x&XD>3nYyYCjc|$Ut21^|G^3X7u8LcznV`7kmsy3<6Sl8=>T=O;
zENZ4SzoLZMEA!tKu&#cH&nz1~>6JrGGpYaPj+GShraVIa<AmarCQln1SH}ly$hW%f
zwy-%7L{vsSpB&oq;J?}*>XvKT;aVST9DiY^2j2{hUkxG-EQ#z0EjmX(q>F;NwG-Jo
z$INI*G_^y`q)D&(R*a3Md3(^P;a5&m9M)?0PR)6q;t&(knUvEaBp=)ofz-Jt=V9vK
z_Y*nIKnl_yg%+{!LkMJ367j4`RF@<oY@ja?J=?Dx_p<)eFy?kdWthBgH*O!=Y*id1
zYl6e8O_=U+=L%(Itu>i<DHgVn0h_Ko+htg49Bq5ICu7WiI{G4stm=<-ue!ffT=Pk1
zao!SUK}{Rku<t?1ue>Z9XsA9|8YXaEo|+AAZ2eS-$5quz2U_T-8>A_>toN|036XVV
z|8{<*j|XpZbBGyf(Vix_{|hG72I)cIXhBL^aq~y&C*5r|L;L{JtEGWkw|9Iui@|Nw
z7mBwci!&*j5`xf4Rm>Lb9edpnpSp#<;!+hh0eQ)MoH#VR%vRxbOl5X|`WhyKVXGaJ
z-dB6mQDH2S=YluZZ9{eOnV$_9*S<<z&lzYSX{yR^<mr(s<IvYKxudml8JqYw%VS9@
zie>1Z;pZgAg+KBhofvCXpKSj@LuY962ANX7EyDXAz$O&Q*b8o5iHnKryKwm*h%5cZ
z-reaqBbih{bvusT4~w(<<^*K@8?WhpwTBR3mV0blJHXV5dnlnIWEW$08j&QTyNvgF
ztaqi?EibY%s+5&xz|ETQD?rLWAsbnjR=2zk@p$Eq4hO-c6s%6mrS2TKeK=%A`U<{l
z;4UmtGq8)cSR10<tinhKPYzifXScb``={J;mcPG){p_Z0Bvm`=l|oFzE_z~$;Qhb?
ziPnpO0QJN)kbU6b2a}$oDpB#0{XbDLYCQ!O=p3`^Bl{d<uj~7b0`HD)AGhA3b6oRj
zR=`qq2btcP<^G+Q!cmSP!P>05xmi}11jy<?I9?A0eB51FmwTrL=dH~{!dwql?B0dv
z_`OII&V%ipPZ!j@vaA9ErlA6effz2(YZ^!K7cFmf@NOJnj=WNgJar6z%N#xxF)8&4
zQ0NA)zHnOz3~6KHlNZSxZG&Fa-uW$i$?$&k9#(D6jxx@>-2Va#vuh?hgE#UR@|cg;
z4ML#86SQr-79l)y7p~hWw+zCoK|0%#t6?ik;Juhi=^RlpL{H*d*|{rvs^8bWU7@r^
zZilw5#i3(ymfxJHNG<}h2Jg4bTshU1Yf@us3Ws)<XcdhnJdK7QicYqHK>`tk3%XcZ
z&OmQ$*Tl`BA1haT6nTaH7-Y9AfemCmq?4#{QQ5PXd%0r}p2LQ9K%|+`x&*CnHPee%
zpJ`(xcBj6)6RUuRXlT@q^M^8eUiizt@Z9tI^gt@xU;#zw;)aIq<hTrovsY-!hIP&H
z{$Hka?sRoU1)8HGv0mr3UKNz>!TnbY)hk^LH2Vr<o;c{sZ18PhTE|1Qv7!RI^E7=I
zbna=wmJENzolN9fJSRwGiC)`|GG=c=as5ul6<QOixmby<2_bb@{C%w|$jz-@Ig-di
zuu1C!G~TxNUiVD6coy}q#T6BAFOiy@uT_eQ(9)<r5h!`9<nsg~kewZZvU{-lx@$ii
zw1tEWLD?2P`-dtqznZr`VFd;-LD|4<+n^NWL^i$lxF0=hY>y{!%}vw`96v=xd4k*S
zep8#vXSE#^l|~8w$!FTfjA%O$n=9LI*-@x7(C}{JvDL}reRMR~v=PeZb(P`nR110q
zfmE9PEGYAMCdGLURy)}iT?dEgF@*;(Y#Q=pN1e0-NeS3J;(vvA)Xr5W?fq7t4@_n>
zhy`6Ezit^Jz7Xn0Csu_;MGJp_ol3QKL`99NP={orjbGIq{)*BhmmYUI|5R(Q9x~%k
zZ5cO>Ei}9d*zbM|a55LhKZKeO)99ODy!emsK0plINk5OCe%~=nxmm6N!HWzDCQYes
z$T_p#b*;SYpPjy89(#`fVpzitG~^E5ag*`{FDB&8*zrQsb5<_*O(+cwn0@s+AH*x<
zeWHIDT0+&+aVpb?0>Tu3g68M)c8n}_-gkI2RI+dNXkg}v-Cs#6N2exG$OJ?`c&4@H
zB~c`%#28=oa(Q7v_<j4gM<(Xy36f~;hE{i@DlGl5_5MryRG@c^uYk6!@hczXAl+Bs
zD6pve)rgF)8we;tZCF{|i&uQpGy#R^7c&l1fiCC+bU*)3AEe>{yPoEMx2QS`*dU2C
z{QGbCSiWmVRWkrB=~y@t?-l;_BEokRmp$Ho|F#pt&HPHze1RTP4#ePV0y(zOpKcEc
z>jY2<k5oMFu9Eb<!ykZ8o%&5aZI^$MT)_)5<d)pN%Vbg~pYTcya+o3on>(=%4wZ>Z
z6H?-Q+Gc8tze+N#k|<VhEtP8~JGogE;dn~~y;r5Uy@^_dWY)iM=Q=ZLAkph}LR3^j
zvzT$m>#SbXq3utU3XbF-$rWuQW=QPNj2#N8t|zO`-u~Y7jr&n<sS#T$kir0aVt)sQ
z-aq{E6xg?q%)b6??4IwWcl>k<kj8AU@8MpY9~ttcP3(4JevjY)CI0R|eThyUAwMRj
zqw$FWJk0(6qDTGz&XWpo{`0a*YPY-5Qp;x!GCkO?H#5Rv%&YJH(dad*ei#?*DJ(oa
zJsmBSV!~nTv669QeFFoCaIU+UwDg!E-@iE8OIJuigJ95Kq2Dck$e`KxbvKK;a1;t<
z8E=d4Ydj~Wk$G9DH=<sCO~pIR^0BHX9X(aL*Vooq5AgXc{lguv1?Bam;9MPtl9;FA
zst6J;qdWnhCK=Ft+X$VVS#u9CD!%;ut}&AvfltGNhwb-z3aiNr890C+s~TTn_#Y$k
z&Mey-_b0dB8ihY}xz3iW8g5(NSl6H8u<#$=APA!cMy4WN*bAyLy7!LH4k7ealGovk
zL2Zsr_piA}85u;BWNQ?{syZ?0sW>Nz2Vdfwwzp*;iiBuf89%2c@3@(<c^JeDtR<uf
zr(X7?yn!pvSBPx4jpew8VXyE0K__RMbI;-gcWsF&cmyyuk%+E17kev?IQCMLDMoX%
zzTkhxLzP9xoy3ukB|J9^kJlt;c{QLM<|D3;dchNr?Q5A%A>GJMRO$T8kFXDy8(o<1
z4JfIjG-uW)9gp~?e*x>Db;fY+*cL{p$Em^tE6%|NBAT0hDzfiy{o4A5+LR-%xR-u6
z)DW>n$^h>~*f#e+8>gev1lLqxXJ*>&l-7A!eP8;O6H8a~ZErj72vZB>IAn+^Uyapy
z_`U;cWJUv-zIKSJrR=jvp+usXhhSJrF42KI2<h=4H!83v2O~R%Gd{sE=v$iUHB%SX
z0JJTT+oCU=Hp2Z4!kahJ;v#C7ttA@Z^M2n4GGr?ENr9Kxf8V<JXTG*wZ(4j1x<%Tw
z$h_kG+h0-kbq_C%q6~vO9MA0uy@SWX0B4%%U^6zXCj>A1eknm&E2#LBv{#yXxN)H>
zic6#n>!F8$&oY}44UmmS6Y9r^H~nN|HNk!zmr_vhJ_xfXsHK?8ueu3%;_<dL7%BVT
zJ5s-~ap79@!xmTOk^ZfpS%QI7fAT-eIu7sZ|D*`@&eCA8IBMV~^4xWGc8f>lFJM=0
zT<<6dW#jj*Ts!_U`?gP#fYhq*uL^OcC=M^7csGvQ9xj8s8jGTv!1hKZ@TvuGp|AQ~
z=LEwbOTsk4%Txzh923)1-K>U$jRDHC#8(QY$`4)tAfA;Zm)4Qn6PGK}!`&r1TK8Wv
zl0?k5MAA0<Rb+8*p%SlH32y-Gj6A316o2YI%U;s#=zDw$ZIfBk)=;L!=$!5a{Rkij
zk77<$V?hsHJ?5!TQ8jntb=5+@01}wb%=|=fZ`*l(=oeE96j6guZNCFy0e*SqhZfU5
z=`MHZ9BMZG(@Lb8h8Cc>D>H`UX&4n0Or82+6Mss<<e_P9xPq7xaJOSeZ#9GZ@HyF=
zRQ%P;U@z`xwlGr{(Fo+vD1Z<E?FN23(D#Yc89u4wRvW2uWvvqQ#L3C0EC^0r{_wg>
zSc>RNTGdGsw$ab_?!D8ipxFq!0`fnS{i7eBiHkO8#+my9J7~2w#5`yu2?_aDsd)A%
z);FJdUxKfX>$LpV=!J!19@!<YBK}@A&j!_oaA`<<b@AAyy$RWkW-c=^a3!w6a2V{{
zk|CZ(vdL!tP3`o0G$gn#B^J_Eq{w69w;(b7_Lf{no60LpOHePdBJ6y|s2Ik5QecUD
zQUEu=w+NWiTs`p~ne2x=W;1euppK)Libm%7q27Wy`89>`x6u0pT(<Dd8QSlC*}IN&
z4S^_=_iC$2i~)RCAE&8_tVT?umI~yb3NmnmJfnt2Dg~~UHPLVR)?M$vG)Z-cBAZ-Z
z_N0Bpu{U2KD%&*{Wf~?Ah;bnM3Gbe~hDUrxrv(Y`gEF8|<;c`Ro7h8=j>>{0;Rhg7
z-HVZkwzSQGtx)Tvbf52i^QVR2BPu*{&z^12uF+q`;gOSBYUu15Qr~)RJt_+?AbNl8
zcj(6NZ3=ioTgDLm)`v%<oQ#0F87KmqQiRi?Fd6mkoFA@{v%S(IWpTbLLX(qs2rW?`
z+O@nB5(?DhLTM-o_f~?a<IwEw=Ku?)9OcD^v;)B$dYRwp2f)LrAB4U{%14uKK+|a=
zOcnwXNE>lh`-UE`T5wlIx?4%r6lR~|HKWs`DF>rYU_&FS&2DO5icK#CA@FvAJCBJ2
zJm6>grokn|%6D|4RO|s{``Hs3Y9qfwSmw;i$3Q6Sa|QF_+8jaaE0us`hTv&PMBZ>>
zDtCLxB-e7{?%TG2b{uI_YeR1L;G1&|&EE|tu=Z_{;N!eOO5{Jc^0r0LcGl&NeHDTs
zm3);?=J>sSw!}**F>BqTT3;tpww&uFP2ZL{&NN?z-qybJ$IX2_<MguH0jF(yBww4H
z>eP=N1WtZl0`03uh1JDp{ngG7p#%>s2%A1cS97W(CoRXLjEn<+H8$cJ#mEN-ROAVJ
zB0V(8tpCKp>AI{t*4V=<gdlT=Pk3Dl16uqF2BhZS7Uy<uTH>r|mwpv|ycL3#-|oIJ
zV)>onrqO6c4AIQR7K=zqT$dMr7t)V{*Bp(zK5qUlw1g9-$PJn+hHvgifmEA=vR5ZQ
z_oWFPOlE4`|5yzByx%K=pPsG#{#Ly0a>EIjolzdvQJB3NLt`0`5;%k|oWKsalO$#Z
zn7LXc2*392MZuRAtJ&J}43-{Mx$t5Xf;{&~n+I~;Wg+UH;Gx>REfE?+*K-ke<!&!_
zjMr2Xh=~^EU$XEU*=E63!nj-}lk>imM?K#!mUI8W7YZMA0`P?<y=3eWt9YJ>+TIs`
zaF|NrHPimg0EY(vK5zpqUtg^r3}{dpA0!`DKS{56^Wsr#dC9Da7_dHUMUNyJLvb*^
zofPCS25}1-<L5wlPk^OYK-Tt%GW|912Mwf?^v4u-{6E$Ejk1N0F^%f0vQOeNu7aGc
zS9YNT4_h9r&1Hzf{JF2|d4;dKmdLzqnb?Xosr?S)MwPXpVJO}N05ER*5~rwcd6HqJ
zZ0?m94gb4Z-$94?-q`b;fRQEmjply7iJ!oK{(Erp!)75gk`K!lCZ_PoL<JR#nNQ@#
z`)$i?<|@n1uJjl-TVspZRmlh?|7>+*a7kgdJEAGFP5R$bjg+%rkc&>!+SQO>cuzJ`
zQ%pZcLmtCrnZ+H;r#dTSg}ZeIk3<YUWV)jWIZ$8SvJ6D(W5#D0MsL?_q@ToR;2T>P
zhCsHQiN{$>pQd!kLxlmh=)S1>UrSt~P@6c_SE7tz5KR_VCAjnrgREO_08`eX(AU+s
z5xp^i5dbef6SIy0&ohIU8b%`J)8ex<!?y$Uyv4fLF=So+C-atL{HL<#ANC~PK6*OS
zg0R`0F6Vr$Y|Hyr1EY3@qwOMo>ZclQj<X*vG$Hg~bPtr|a088<0Rg1%p1)X)(}KOy
z2WA%D(l<*w@f~TWCGCtP)p0BgLnEemNbS&us?@o!4(F%qTIMB8KDLwxHkZ&fHmM~f
z>Haoc-Vm?#U^=74tlhLU8VAukHM9TdpssIb2~d+wz&P91+`^#e(#JdgwVv-d+OlqB
z-FKAF--Cf|=FVdMAmV1Ni|?`gGhA`J_iTu!K&^rL$@5S_JISIS)1TGsNC52B(LeJS
zonGTy(!oI}D9p`F7{+&`sijS5`s(;+_3v)?d5lGM_rUzV?`*l)mxr^C@bFQ~l~xC~
zXWrX?TL+gv{!Ygj8yo*#T$HQQ_x#}OTn?_#L=7P9K98jMqXDGx27CYQkBr9|oudD7
zwXKnjMy1(5-j8()*ijfJew4T5IAtM~)g+ZD_1Ii-y+Yz=_1-;kq|5yeKkPAISKY))
zCKM3ntQsKsI2~ZMUSV***az+=z=mc?A$eA5HDR{3z5jr5@-@+zsfr<n6+rd~AbHd$
z=dk6)lTADSSsIHDw7h(;5PHAiC^l)*vFTqzadLs0&C?z(*ha&eu--d73n!2?GHN6L
zV=-Hl0WW&uE%iB<^JyW_qf!C+j)E*mON@^zsE!t=k$o`?@R#}s9$fYH<vDEikdsOs
z!$L#p&g|rz?}w?*R{Y;j93W2sgP91}e9$eCg{HMWxg_3(iDXZAleK-+Nd1{EoW+k|
zv%yU|S2e)Epzj~u5R4d2+BrO|{%7cH8&59U-PqPXC`^%ne<kuF#~*V3%dPj=ctewb
z%}&UVsMYDU?&*zXlvr!hY&S;k$STN@N}_oMbxJ4ZzsECIF7^igcz%bE9<C6uDNmAn
z6xybR*0FGl+7RtxN@C%s1=ad+)_TC9TG8jfDYmMD75yc_-u$LR?W&_wjN(^6nDG1r
zZ5XQ<&{+W*u<>Syc9qsT6ycGqGo-nhFPn6#@=i|M_bis;PwGG^!fsL%(Bxcsng+S)
zz>EMGeH&&N>f}SPfIGDYi!QFja24|2=A$e$Fxjne{Fa-Qk}}d9Cwqv#%c!Y>Oi}2u
zDlKQAU}+eqLp9&`hKw}%3loKYEXJO&YUZ^e_m9~-*RvwOp7sMR;4KsWpAJ|56bjWD
z7girVss~Qjimj?9&#S{A54~uGDclKFx@S~v-jEdl6Ok-6r*c&=D=CZF*-!AI>n}q@
z$to>Cs%;Vy$G+Rul#iA+fzj(^cM6{u8BKX`*kyk8(9y36))BabLLb>-_b5;JhomlP
zg!Bf|XP@>=JKZt*fpqk%@|n@zqqFED##n=qF_y}_bTpHDteMd(jjxEBn7q92y&xqn
zf&E#YaPC>?(^_2<YfZrG=y=^5q0Oe9Ln`WlzvsM!p=@mFMz6ISdI`>3526jr!bZn8
z{@G~H-^`8hdSsb@X(}t5C{DOK1FLhd%lVFs>@3kB7WU@Ec$7C=A}024lPaeUtZ^a<
zbU!ymMKkhcXdY)^@5dd7Q<yHhKGt_TWiE(>FvIKJOx%ZH0w(Y)f`v8KKsE`C0h1Yo
zIZdA%BudDToSU!YY2f2c)hr6V?yy&$$#Azx!c@QyJJ?yZ`TOYqi|HaE-wV#q13$%W
zbpD}GRp_5rL%yYP0S56dIWAXZfnB9(ATJ|LEwh#O_Q2O&b)I#ie0|f`_inqA9FntO
z{j2N7Ktq4ssueffHi*QBiwS!>w!P<^y2jZ7XkJJ7@fT$|<c!wG?;1sjI1%sZ)*nK5
zPHX)Nsu*}5;DeA6i^HL`3?p6W47Z$bg`y(3MqoefDit;`if6TGPIyo)0LLq|)EPSq
z2M{7Hi_KO=>BTCIe5UvKC+QG?64cS|%r@EjMpo5=A^232c>^y*`&9J$u(P?YWpQWf
z(?cF$jOng{^Y6hh8{XEB#{&#2;?XUpSlBqO$gShR$k2xXho4%`+l1W1Yk|aRWNeps
z3^AN6fUhltt59Kb;3J>5jjL&uCkS}ELHs-V(Nx%S4`zQz<z{b%j!NZTWPxXLo`4@N
zJ2s#>1vgj;*V6_KUk1jdp+iqrO@<C^Dfzc^xy?41v@+Q}X3Oiz3X=wJmgL~N7i4?+
z60+8Z5?Nx;NnLk@W{syZ)pZh2@*!i$a3$_ca)Pm!={xz2877_E+xospMsE1$>GyVR
zCokdf<-S>Z{}BCwc!&1H^zKZ`i;<)KuR${hSJ7d70$-z%wJ^?p$4cgc)L_;Qu>HZj
zYaPdu#A9=Pl+s9?Lrnf<OJ8ZOAoOJ2bZ9tA5As6fvJdD;X&5>dG+Rfc=DKb~PO>2X
zkp^F6n=F8f<R%T=vi0v)dcw{q_x{ItuEx51@c=J2;2!TJp0#3EBIi06Q@(mATj*KO
zp|trBY&GBorHc2KrXoP~(CR=}vU_;RU$i)ojYdIET13`HuSzvJ**%AZem2BvaEnxK
zcn-cP)(zt!Jul=N*!&RZ&c<#i7aL4Rfv*|>7|s2#GQD1<^RU(J7W<_Oi2WZ9OzQu^
zfsGj99Z%)(<KyAswR&EX$;r!q^Jvj+l=66F35D1BY(RZYSAEr}(Tmsuz)0KM+s{OM
znMJlj@ua5c`p^95q$a<M3;OD3XPzLk&kd$LmP6S1c>$4Q|43G(Y5#Bwi2gJ{A?hHi
zn=zwqkTN~q4a}zpsC7ED_|ZLIcG-tHaeytYbkl##G`nc-M7IFXK;0e_fKXU#Z31pq
zxamOY?ot~u?xVn_Cs8JKsFl#6uT@som+MVc=xP9uOVUC`F}w&Gk**6HoZmSZO}Xeg
z+gDB)kjNH3^=y&*a$YhLE>Hg}v;rIMpQ<y>#(&O^`&xo;GQV6ZHO^p0gM{wj5OZvJ
zeL24}@)MIb<Xig7SHg(*->&9WN5+OdSX2*1&E*V$gS3cTnRGl$gBUoMG=;Aa&ANG|
zVbAHG;JGH3d@hg}f{vlD?zPW6qC?%jEx*6rH5_@hIx_Z#_WieX(v)9=o!D>&^0t|;
zWO@Yk-@(1l(u-m~%CtYXyk<6S^GgPEvAnuu8C!|fE`Bvs77Lby&}^U5vx1eh-tyb4
zPu>H2zw`26-c>sWEpC`h3K0hnR#7fC%=ednB4fdkZw|;){$3Dv2gQzFgC%zT{h>;T
zUe)Bh%dgm)rI`!&3x(kFw^`o>rk(vBAI50s;hYc7(fjrX5nrrmFU9Dg+Ux59?!bgN
z4vp_}P{z^M;Pf+5Y0}TBMt2a;v#u(P$wsHH9^wrNRLk@v9x^y|IF82pjFQEo(43fG
zA38t#(MA9jMT_u+$Q4fWiyO=~fuo{9dq$e@J0%`AlNnP|3YwENY<MKH`rbg}uSdRv
z;Hj#BJoz?pcc%5<zb>(_o}C?7XQ2lwNnDj77$*c2A;4gIU^d1ihqKF@KZv-zeBXzT
za2$C^%c9({^pGzKaSYP`UFMbU@5a5*p7j$^p__xXY<6Vg`A@>{zETA@jFR_DyuzJD
zNjcecFBBaFoD>#Oa=xydCG+HR9L`;m_N~M+OoeODY^3|&C57kA+`RAXje-`l;VpX~
zd;8wjKAT7%*`hE>c(YXYB%kh#2oza9vSo5bK66b``&(b>%9e&d+F`KA)i2M7T5623
z@646;jFNy^mNA<|qqLvg)C=l-7pMtuJ4PMb-KUjyCwzWfXBXE5VKToVre15a+KK<j
z)6YIxE_^(YRCoa!diW`ITU6kjW+6D`)t54<k0f-~u<=OpQ|I-uB@moUO-NkPzgGi?
z{VIRX(?eUaycsGLa)3uZ4C2I099TQ$IGyWjW#L&sT<K+m1+wgbfz64hpf>6nOqZ|@
zR+ve5Menkh2dhP1yej6gVLqAP6c1r~bL=%TF=;l@;eDEYpfwKJ;DOP|`MYL}^aY)@
zR$>zcPsy_Dp-`JyYT$Lkbr`$JwR4e{pV|8FnaU3byh*WLKUF+feJf^-$W`SWO;s6B
z^C^Yc?wyoBlQT9txrFPQ`%T6_gsDUe-Bhp%>DcT%jkZItovZg^8}UQi|Fr!vXtKq5
zdSZFi`n@``r8XRTDFD;xSozb9B8s#)+|SMmHr|qLO}93JNnvt$ET=i5Ml+J(B<=V*
z6AEqNX%ix~8|`Fxf{h(H^d>og05wtr!Y8lDv+cJyS>hg8XH2+RUsjpO0>(Bc)&f)T
zYT_Q^!{tZvN=#S!#&Z~v&vrZ#bLQrW8g$m_!WA#+)`wWhR9K&G-RkI9&{gBQ`nJz!
z=uF)#eWM*1XnuCU4PIF$5FJOLA7d1aA^${DEurkbZQRfer!Ra6gbN$utif5)JV&lC
zrM}Wqlgxo>1$+w4F26FYjD6*5%wQ4c9UHOcmz+xKCW;?AH#Z3{o>KhNenYY4BBg$)
zh@dcVB(sjry;%^1>@I5JwM!Y}{gf#E0<8ON&~C$XVT#DkSp$2>U2W4i3m`_v&AtNm
z?O94+wLwDl(ZJO?2-Lh9{*o%2;AG9{RZY`2fxrmG7vWEN3X%ILa(*8{5sJvgpam??
z#ROLulRTYJy=ju+y~!cH>5WzG0P;lZ%bG#8HMraB(Jf&r<BtSy!%C2x&=VI+%2Y-V
zB<q!6FBIPYjjk|Q0cT&g$lqTMut7`$P%O5vCh&VI7*m*KR{K_4DEYCPkP(a5f|CWH
z*E}iuSffqIKH%aA=&SA)wT9FfLw}WUUc>H}dlGl&r?fZe5yMC(D(S2_G8F0Lha)w<
z;VX@P4gy0u!~i+FULnbB!M`B5D!UvMl2?WHdZ1V10_MbKM^%PLeM_mA!!kBU2&M){
z0hf}e<9hODQF3+!>Z_hl^e^08n*4Mrl}$}4%)!0hqFX<dbKSPTrO~V&gBBGx0k(FR
zT4o<Zt7|vzy?W`GEVEW8P#SzDVr%cwjn48vG+=gBGzO2M7oFvw?9(s3$sIa09*IFd
zbA_+`w|DcyDi{2e!VZ&fPG;k3F<9FjbuEjE4o#PzoW7Rq7Z})^W*ht?wD_sVkDruI
zMKSP%7^keJ7g`%2Ky#g)LFLcl`<eTghJq6xCv8hyMMsDsnv=CP3DqL{>VUZ?i(6&B
zp4D~^<!g!A9|KbQ>`hKQ3+fGOBv$8R>?E!9F%9%JhBB`%w|^23Hh5a7X_zm)-G^{o
zSy*%Q;G*{kizmdIXNABRlD$c=5(Nm-*@|_Lg2c}-fn?>zBm}utANGXUO&wS*<wR3|
zqx~P+-a06bsO$d>fgr&lxH|-g;1=AS0KpxCySr;3IKd%Ua336Ia3{C~cXtK`hMhcb
z?H^lP^?Tm^W2?FfYWnuvp3{AApVQ}_@8{%U&5{8=;O<3Tp3Hw0tFgxpjjn{)8%+I9
z=)16tj3*qd2yLeHhsgeSySF@Fmh-<tJRigr^uEg>eJ$4+B8HXZFqedl@`{LZ;-c$K
z5zO|zyEpT2_7;YaHzGUt^6CFb&qKwfarkua20YVDF*O?xDstEmtxif#4$10y{@&k@
zS$?n=&&`nDJ02f*#(9xK>pop)YIyo&j$b;p5?(ROSES8qM=HRNNlw1jFJpzX)Of(T
z1RZksEX@A#gUvr+&H3e;c&-A}^QOhAc2G`!0yw^LPszzdb|*~cyg#j!ndRC-aw94Y
z#3w-nm@TGXWr|u8ltLSDn{!y4Egn=aoom;wM5#FcNgv1l+EvocB-uQHPH>u!>dfmP
z1?ahPjjyvL7vfLm80axcq9vjUS(`tNCu9l+gvmud;&E}rF?=UG2t@jQKt`*+u!mYX
z)9C}BCpg?czTp`+-&dtN*N32#e*<&KSuBrDrds5|J_{6t{PqH(zYcmQ2N8NENTX*!
zE3lAP2Bt!8eo6^{cf7JQ-uEqytG`qMEGZeJbNUoOS~~SNtfJ?1`_yDH@zS|9ttqTx
zRob&4u@=Guif8KDOH~!zw6CYr(BS59o7CnE(uEDsw<2|RLug9*cS5C;OYwS>+WfAY
zI$wj9d|LicbQ-$6T-zG`E0NQV%tM!M0Z_z@#Ivq!jrZmMvR7vjrSt#%QY!YP)2QJI
z!H>soH<Fpb`pZ!k7uT&L@Nu^`DAxZEwl&7<TW;<!h5QeTlEEaN4q4$xZeC``r(`**
z=UIq}g2@aarvlCiFJ#@XI%^ULK3bz4s<iAoiDGd_l*(M9^@5qyrC~d#^Ho2D5;4H}
zOf-^^6@xq+*Qmc11$l9tDzzsV+%)R(D&y(#GZ1oTPTy^&n1gZBv&3cdw;w&6_upl@
z**<wWKZawxT@tq3e-4vVnv@d3)X!NKBeE*>H50^Y4C{BFbK>pNK(bS**J+fg0l4}T
zL)P0_36_Jhy|Nh87Z!MEuxRz<7?~s~H8dJI-PYk$5C<JGl+;-yXTO<o<yf#U;Hx?}
zNU!-N;2Q>30<3{exu-pnPkenXNi*|P6g{>vsi{iiIgQG+VYri|#*Flm4Hot$mYLs=
z8e2?`m42W>4uF!AH<h8AR~34P1ymY;q@WOWq^Q!5js)4yjH~pYtX9I8zxb9`v0KFW
zi_b-pgXKpFY!x1XS_0i1lH&w{dsh*qT-|D9|HPuX2kd9ytT9wF^f7Z-p}{bFn;)|W
zeXJXBFl$*d_`e0sEH=K^z{Y&k*GebtdkVh0np3esYsLFQuZ<nES%5jtRF**ckr?mx
zQ{vRXQzAVDBr(AUl9+=*Ot~k?X2mMNdMv58bvvof!M*k5$9W|zXw&*j1L=glQK#`U
zgMsL!;Q)l7rpM%tPpipU&4r93U?~MA)3=Z7QI}MPk>m0>&0jA_2#Y+qiv$m2Lb|{N
zU+)}r;>NHSB3#Xhl)l%=__IiUlwEp_CK=20muVoEc{01V=^3q$w;b1%A?Hh<S;pg*
zxpevog2|qcGZ95(Hs6Wjh<zx?YlKr_w}s=LS@KcRsM#g73q%=Y!?afYIIE@^T3O8o
z&0I(dP#N$JQo{Gm?;2#g=l=60thN%nrrI%15JULPZ1G7>-u!fv#Tw~coBw4fT0tm!
zEa`U?%O{)Gss?gi1Jhb7xOg(>?3SvZtMJ_T`F%?jQAs&JC)l(|1Q@ZngKR*xVQfY@
zXk(LZEt`%pvqF)v%SFG?PQ2Dl2{HrjCi0W-E+v`A$*0n;b`GshL)+BFC?sUG;fNti
zJGb9W$}1~}(>MO=Si}t_Wj?zI@A+kB1vU*}YMi+u5;y&}f5?c;v97g3x7)ckbyOE_
zytM5-oG{yAngj$KGd%7vy*>F1(>jyD++doPq=y|aE}ao+U;;ZJ%cTUx%y)^Jr{<QX
zmi&pgQCz`_%If6`A?D~^`9XQqY!7eEa~G9>>hVLQM!caLL48Hh28q4<<xpbxshj8%
z5X6_Y<U)l=)Fxf`Y3?(LljitKJI37Z1Qj0O^}fU{+_>y2(cvF|wO`gYmAe=QAjb;A
zwqn2`ARrL-yGM(OiGeLt$`kS1-s}s*d5DOL0!>X}dU|?#Lt0$n=43lNJF!Se;{JAc
z6&rSVg7>qXuyAm$6Bki6BNNaU3%y%w1ga7&5)of<#?NkuF*L(2t=4&wr8^|eH+855
zz*i+Gnn!PXt{X$sjJr?BfZ3R#7kD+ebO>A3J&{iRj(wxGTcrscH|Lj%!qk~)rcZ`j
z5O0cb+D;>5aCe%0Yd0ei9dhlgteQx;-+jcz3H(3$uE}5AZgszK=AI);a0&7ODw?Ux
z-%XMr7{VIl;0t6|zD9~=SI(5i+}hD}R0MZpO;P~6o`4rH-lNGHdf-=vaAxC@uuF&J
zF`Y|A9Ds7&F_XPWxks=Q+AGS8ajbJ|cW4WW>7K)8hKoVn^;aUa_V?^zRt(^7f=PTJ
znQtHa7uUD<8T3kx-2VCRGb<l4u+}j~SNb0A*-R~MrZLy8J(0BowR%i11DKrs8_rNR
z{QM%Ad#*ljz08zX)&=Ooery-J0U1X)A1PW;32NvlmfrN+z%~XL!&?ELU#Ia9#ug?m
z-FO$cmmJsB4L}<`+sX)1@Fqey9gE6(z!H^Ny^HD@G3*<~RIb1bsx|wEQ1-5Z3(B^J
zQM#AjK-nk|n8p5sN48Xrf+mMYmI5~vd#^9xq0k0~GJka<>V~b0N`@*lFAap6C@!#H
zIts%Z8W6nYmcvY=6h9mx5qSk@LslPfP2-Bdnx97X2_5PY7f~DKs{l+3s{H^ZU;8#8
z;qo6&a&oq5pu7a`33adRz56kHUKz3hW})g`xD#%trK;U)5m$H_DsjF9#awt#?e>J+
zs|OMA4-8};Pc9rA&iwl0_azjptLd$O%My|F{~{)LSfXf)GD|iQJsWC7Fu%5OK6^0p
zwGc@CKY+>X#{Vu+(ZtpT*hrUXU9fk9M-p(Ie+1fqCj3KacQ!}$*tI+FiE#%9K?DDp
ziqZCaa49`-^iu6>k}wr78#*ufMq^M<&@1`E!h*2@;`SJgXkx%e(gIAVbT2}mEMhDt
zrom~E=T1+b^?86Q76KK;zLXd`I=Ym!G!;90?e@#<t-Jq&;U1fWe>^eIdkRti&(6*q
z5a0f2>|eJ3gb4rJwk`IK6-<M?oo}aRyU?G>X}*N}oQVseSIP|D0!4v9ps<(mKYujN
zy^zp}5m;GS`-g@=tE(h;CyQl2ss8)dhf+c{r$fbHf4E9YN=|!z|Nf14F_AAu(erXo
zVmntJl9Ys%BNjyd0(lr}b2}&~qJCX6H8eE5J)8-9$yRxw`CoMr$B4@MMjY$4<JYfW
zb+5!EBs!f#EXUb`9v}VWK{?N5(S8r-^<~eTs0b+k)gZ72+dYW?u?f4|?V<X;aZu1}
zPxZiTnd%Pgbrzw3E3MxO#lQDo|L5&Fs5tVFI(n*}XuIcsOx&2o=S1GY@3he!a2n%Z
zER*mwrf1OVNVeV+lsJ*iCuwL%CiZfRJCFQdzWG1>Ugd}XM`3cA#i)}IW?Gy1-*|y9
zcREX}tFM-<Yz6?V`ucij7ni<tR{hP*&Cfg%|L4>FpS{lvh3{aqv_J3B(a~$>!g_ar
zBG2dl&4E~NY?JZ-H`nT48wqclzW;><|EFIq_|ypeVAw&7wtzVqbT=~b(Y$(0WX*;C
zf`IQ>vANhj{6ZHz;lC#5421I^H0rK}d_EKocYHXSa($Ol*k6mV{Llacs-J%rY#7?x
zIU0Qk9Z}=2$C5`%LHG}Q{*8Rk5Q=u-H+6yc-Aq!?=TdzZ!}F}YCrJp%@>>9E+FTX9
z8vhevT8BVXsu7~(#KZae(6szJ2T^jiAS5cLoaBUER#k*FxSl3N_lT2^X$*KpyH&ks
zX2k}y4&U*sp8q)MQ(c%5hyRi*enSC;Jr9T!qV{NB%bhvft7JJ9Y660jcGIkO{;mwc
z9#dQuC=Hm%I!I_G0oOmgq;&QB3p6%8@|^eV2nwG=odw=1lE@%EhT<99st1Rf1NSOf
z!ff9@eGH9N1F5}JNI<`YX>X!Mvtw0(fqXu4>mThW4Y(SxmXX3wI#O@hq}K1;k>%^v
z@wx6rakL_V<lS;>&j$Q(fewk+&l+2!1bb&C2jOF@W2^W@&+WYe5|t9E8~803q3M>4
zs?0bw{?$0CViTbSOX+X}1Hd$6qsVKwC@RJ$!;p-(E%Imr`;3XARJvDtdbw)&K3f0g
zMi$?K)3a||qdFJC4d~4OF?c!iXwi2R<}elOR3kw~gU9<WHQ&9Yf79jCox~B(mIY($
z5t9uJFb~^-A1DR5R&Fn5*)G3?G8SO)6SWuKh6Y0qr%^3`09)ki&JwOOfC=2iku(Z?
zPO$4#O3va}aNAPXrqSl1Djv|V2FSjI+AN`$@FB#bYl}oo%@dLt5b%p~a$c9#-BAL>
ze!5E@Rlvi3OC_HIJBl5W^I<}R(A%-i6$0-oEx`3ym3rVlKZ0~4%_s#*CIg|zyZ7PQ
z6d;Xr`e*Oav_`BCcNmO`ZIo4Lzsb~~YP$L?s@?C!nKY#zx#3n3Uf4dr=wYQ2vZh9%
z=9GQ-B<-_%$8PKx8{E_P4`Ba_JIBb*&Q72Q8xqm%()RW&_V)HmJ&EUfXqvc^rm6Y4
z3Ae<h9E_^?Dg;?F!*TeY*9|JHB&qKi!zxsWT&o-k$w+82(FAx~rV|KMkRIDC8Qq)0
zR_wO$!5;*c#bKEr)Ogp^@U)PTLD#dhg1h_N0>No-8heos{O|QKtH}D1E5qzbgvwD5
z6CW{@{3s2wht*E)nY~4J+XR7>#sK-<BL%BzReWBVAdV*dCh}|2(}HZuDh#d(dxQyW
zLRSZe!feJI@`iDTLLGE_b<JL|?xqEUP0e7EgCz|>%;M{6AEhK<!0M<yokI@KQ(Uq=
zrn!LY7l|I~3ONUCFOZViNR8;v9cx6w3^6{(FrH^hy!#h7aR*N2jrS`T5fk&SXW<Un
zjVulY4DNYmrtrD^rZ=f9sQTg%Cm%=P{wbc1U#xRWlBpSd80Om{S#vwWUqdMDk~O{c
zRQj7>8(UQPG_<Wz_Jt_%!d_^(8DbbQ&=Kp0kr_f5&K7=eDRXvTf!xwa@{#R62P5t|
zU*hdgn6;HYi0a_BlN0J=30mU|%Gha#1%^!vnpj{><5xzob8sP(<r5NJBQ!}XqY{2#
zKyiwb!>;kq?4{J%G*JHg7V#YlaO|@~=w*GOU{l;Yl_-iKrUZmW6Z370;*nlD@Z|HR
zK|-4NkOmk`>z-Xe3xjOky~8u*BU5JQjtoh5CYdhH;Mzfcy9zg($fk^MgjncMAL)Ds
z$1K?vb7`*N8}ZKtO{ztQN4AfPSA9QCPg_=6tbd7ifAMg!0a{skiW~ckER+~P4D%pN
z`To*DTZcb$27*ZLooxA_B-1Fcx&7I?!igN+E<^>)9CS-)3UlyuToEO%sN0#=$5#=l
zD!6%&+un|Do~ws5z(;{zrY1s1E>BOeFPB=S>#lc<(kTPioONqHs329~MinpYCtxKX
zZqd9;3lZ45nCC0rY;p`U;p!yhdEa8kD=xP^lz`PlUL+eY<q+a<b(Qp^&WJTfY|vlm
zt<_irb3T>%C<nkEdjWp~dM)C=f!gY)n`ve3o&Oh(s_m~$K>_sgX?5mOnB{bG%u5KV
z?*-HJW$UpHyWC3)U~m+eXyTo}jzQJ7Y=cF*@ZLJkB}JzA9B#{%CsH;b5_l3_=L0Dg
z2W^qm>%*LL5eV=BNb%2n(^ee*>=z%Zo`n(+i=dpQXPa>5NSF`rKS}~r#lVBe1jV3g
zKj1@&vygKmSEgsw1>M&3R-{u9z#flR$4|gDwZP#9v@ZE>O7q+UGjzzvbZ0h<yf5^A
z!z_@D!Dez2t8|`7^dS6ZD7qzV%kM=MS>C&{@3N~)QI|*$Bk}?!(YWutYIGSu>+EmO
z_ZEtX9hye*^BlhCHU%r0<E7?Or<<`Ht?=E%W(MmTN|32u?q<fv(+W;ge34BZ%7336
zlWk_upUP{S${21vh?@|(3xXc1of%>yRv&OaSzBAyozU6jVL8rfUJ6H4AoYCMQki|v
zeZ=OU-48ZTu7kBB@(8;ifqR)LBzWdRa7?lH1JxP;QtW`XO<_)*b!9#g`uA8yh$nfW
zPZpUjeBv;f5k!#VWdbe-ukKy=MpQBEHa-OR_sfNx^zn(C1bsR}+^~Uz)HVB}Iw4_n
zy=#WoMqKQ^to1RfyOtbV>1Eg73~aKJ6^E!Q)$G@Lpi1EAt-XaFFT#ST0;Xrz@DoX$
z+u|F97U?ghkZb!M@vlpo7@$mEDoFq?6nNXwyP>@_;91Doyk#7ytV{I%C(w9jEdP?A
zQiTB~u`P}jTk#k(^}q7#{`r33xBqcR|97rRIpY5~mjBJygLx{?Ix6QyvmMb>&Hwzp
zd4d0p5BIN)7X1GwU+DkW##i~~_ovI{>cxmP25r<=qBll2`x93^p)kpEzking@7vWY
zJWMT9OOcuerUkLYG57lms-B+S^z?LaN(wF_CVBkL!4xX%`YY-9wv3f{F}S3<8l8lM
z#Qks@4i%r}Gpsam+6<<c^xu2x4<fcKd`F4wGCDfS@$C;Si*Yw8>|dMZ2D*07v-fy-
zc%6YS#0;u={gb&uoYs@1<C&acsSjB&ara`kgUQnkA0Hn%C8hpq{Z{AwaiZtzF?QW1
z8|-e#dB^K7qs8;~I68gmq|BeF>;$+~KNoNU^YA+#99Lf71d#@W%Cc)NFRq_kfzP4_
zxgNv<(jxQI4MFplx~Zw@eSb%gk+j_-s!P}|+$3QP-Q*poq)c@Lb|JDV(qlw1>lfA0
z?gOj0h&7#wHKL{b&*ovV4`X9voPHaM_T7YW@oQ$ETzPs|w$95f3+ZmqR_R4;_<aaj
zx<m@hzr~9D9ol@HiF-fRY_}ifITjcypQ|_Qn;&e~Qv-TAi=sQfBI6DYsA*|K!MP9v
z9bN2Gi#`{wS+~a%y-6H_QQaLwF(2}&PCMG<(%gd3EiLC>d_Lqvxkr_z5pm`Bi0`J-
zMT_}$UHcS6itqVe3LTsVx+lF!6Oh~_u)Ow(FSvtL$ABwyO0*fNMc>;$?&}j4hLjRt
zbp17A*wi*E9EVgl^VF@bR~2F4(_3#Q-jZ6RrT3|7qQ|i$Z2l^x)<Mcn=B^jygdZ6w
zxt!J-kRUPlwyPZL5^MbR!EHx$Q%Z*IkD`KU@$XO{UKyLpsd+cgZ$$esqN=QH(uT@k
zSn7CW;8`E1)(kTfs^4YFv9d?RC4VfnB`m7p>LCwpz{OVoSQ$k>N~~MvFbd7p(~jMH
zJOX^t2tK{$@@B5ApK8+FUIewA+E<N@%P4$fTKn>ab5V`rZXP^#k((L68qu)VI;S>7
zQA*Esp(+mv&J}3ObSOx~ZWna*plm{0b#tqu%3$75mVW2vj;^NqCGBBd^xFtPQ;Sx=
z`=?+F5piRX>M%GM{?P{~pHEX0L=o9=9bjP{$Qw8{C86+@$sp|ur{vfhqmR#mgsDHm
z>u|o3ebQ7Pq8FLOuq_+B41ADP4nSL+t4_bG<56sQHcr^h*kBIndDd2Xv@&>9{KM_?
zi4XItq(rS6ZtlyM0aZj_8_I($v><#7bJU$gB@xC7v!Cfy!h7JI#ji2Q2NkfF#l%Ym
znn#I>H-B6jGjC)m@OYGFKZSRZ27MytBrM%X3~$Inxuy`2UfW$BPV8jYG1}qm;~?fm
z{=JaS2s6NVaoG<JKkQLd0g`#!L!=ZJn!>MB@E`H5yk~=G8&p27kDJ<A@k($temvgd
zqk*5(Iam~*0@JRsZPrHR;^$zb`w#bGmy#<0d@r@kkHsm_cZIokJ>RAqCCZwqU<<=Q
zUJY^Z&-S}uM+>e<GJmG4yq~V<yOSsuuWW3rp!ge3{u^QVTCoqGRSi+9bM826bIDjd
z9s_br|8}^u1f@jw12w#1pue^bBL6#{-SvERgV-!~4d+ixBowi*6|{x%bdFYsCcjzT
zF1B^PWkRXnZLAQPR0zS+j>Tg3O2fUs0cf;%X+TLuyf`xD&0-p{bj#FKv&jxj{=9V1
zfGiIli!+CekR+R^uT-bBl4;ENLuB@eX%=qKDi{*QQl*T$hhkeKEH0^%cd0F&XEJv5
zD5cHTQf9pqD31L{am;yS=B>xx5)~*Cj8^5JKY3hG)ABK$KMN?UQ;!kolM-njj}bd&
zQdtupp+b)*XcEoN(ihKH!T(A{;A6SxtfkZEOThgpsd)8{^GNsp9-cX@tc5teEeoil
zTF*M^n>D&@RzHkys5G-4K7_yV%T&hwV|O!8FOJTn@#E5uj09z$WqW^DP3-}DvVgX$
ziXdMui8#xX!nWUnEr&V_H)F|WEaM|47p$yEIcaIwMb>D{bjwsJ%JNydX=+)OtPPqu
zm7I5%cBe?Bs<q?u`>S8}ZA<p{GAS~?2UIMda!-6o<LK2zN?}D`O3(u@4KGRL4C509
znb>coK$9ZPE8@jc`(%`fP|27b3RS=)MnQz8ec&*A!*F5wzCTDK|MJ{rg^1dSdVNz`
zEs1?~FVe)3hJNg@n?M777t!xa=Oh!`z}zJQX+U;N6A*|0uzY(}ke+aFaF5eJyz?=*
zggwi%9wD#YR`=`T+d#xv2baNF3sMym`}z-_#2<B!O(VZs8TfTm3gXG)G+eTDAQLO_
zVA+(%Jf4?2&!k_ZP}Tma`y`0|Z?(>x=8yur8<@y;G^4Qm19u+nmUE6AqB0)K-6vUD
zw;yOzn$EOrs8g=}7MC1haTq;lB->nd+ad>v9?kQ0bIS;#?Zo*uxEd~>zBDM?IB6Xv
zUPTOKLiMVYr`7rp3EbKoB!*usSP~Q@%#1jN6L{(xvRI$T_m+SuT4)`YDhv37+V`eJ
zd4a>PV)v8q!oRm6kd0K<<=b^X33&;06f*VCu?pA&h!TvUq3=Vxg3-m{;OHnB<<yU&
zwbIt@g4HDCF0zgIEETUsx&2b?+ekvs_FrE2Z-gPej*jO!<2eEc<EJ@(m*>l*IinTf
z?c~UA$z~AqzRO0Q`;>ZuU0q+9Az3l<U>gctQNfxwnx18Zki&OfKLc)mu#k4^#LguP
zRwrV#3;|{J?`P_DVC_XQuRr1mc8t}T*}N(0asXQb)T5ao8VQiizlWs{6#3(W_d)~1
zzttq{O(W0A7r?is#<!nbrk3V#s>zevOxXKkCm*s<6&%@ikH;fa&L@1mYms~QU43mP
zk4ypC@*=eMjFnRMSt?cgD-u=d4%FHy^7R8_=pP#*+1Nlc$9fj!b9LN&vO!r07eYe4
zpg*^;7`Vl!x)Y7r&0{+?Si7Goi*8A$2)7IYU{X#)P}ZLnt+{qq&k`-B^4MKRy0M#~
z=>w`BHVWmYuGU{y1hceibz~H5-Q)P@aP}K5bY>*!hr;j8EBm1sgZWzl8I-qAXZi7~
zD1MH3I~|Iy{d<gR8pVTYUk#_{<2D9)8U(u##xxXvKF?k|CqjnK`k`aY09|=0^Xoyt
zOGmuM(`dQ+%!4T}PAA22sHw1v$XVE~8B15$PIh}Ukniule@gO=vY{{sP;=F(>^+{Y
zZ!NM*N%L^!7jqpa<M``+;~u^d=T>AzCjwWO&=1T-UD#(pcF^E1j*>t|^+Q(w8d~gC
z?$7mu#qvwX9MYhDZ4DnthyJWz<Vu!qk72s`kpNkTaOb-Y|1K=ez@7TBi<6~2+~uV}
z{UJ6#SI_0B*F0tDRqXd5f55v}?+#>5=<Zcw?KOCaTYx`p;!)OmQtaoYdZp)jUoz`e
zQpQ|?Vl=My<XOU@GnCNp;p&rr{S{(zBXfbqBF)?)hLi9H3T|W+uc72U|3PgW=)v!z
zs7fKGJ9iBmqHP@hw0!f>_k)E+AQjH14ad;mq0Y?TPYUVAxN>X()wQ$k317z3Yanki
zduJf=;g`wkfWHOaqJ;go@566|{GYTqd|RBSzCbkVEp)hcOFRy7Y@*V*1!>y5Xo4tm
zCI$#rFJS2^xU_b-LZb!moe?Z0@BY>!;+vuSYv}p*h^e=meYpz->DXZM26r}Ov&}Oa
zqoE^+!eDd=)y~P>LWkfqYrgI1CiBj#?kLCLVnr5|>ujT<lkyNNk`_lN+elffRutEY
zt}Toge;BMi?A-i@{n?v<Mo7SXN^wg$UuXW?<@x%j)2^@KW)Z|8lN#f`!>HU(K3VBo
zQ%WoXNi}CkVkA}G_2wt;TmIxmx*oVRG=}xoDtu2wGgFve^gGjc)W7hxLF)?P;@B$S
z?JPBKfuGSjs{4lzeX~^6Ct=LLFmX5<xR1h+!$jo<*1i9VUJk}XS#RNfY(;-Z+adoP
ziJpTtn{8Q_>685MG*BGI;S^o#0wLJb_2q3{W)sDaw!!7K-)VlUw47plN+EW<Ov+6`
z$LU6-q1XmP#FC>%ftyLWTO$C5n=c}Tt7Tj{lLN`-%M<PVyo58*(jJ;`7Ip@3MoXFH
z%_y3npQ2N>YTLO1-@rGHM5DHIhZOdSY35<r$5xgr^km$1^3dugc@lx_PZPcLFX^SZ
ziSxDyg3Uns+>wFg9f2gBk23>f#LR<D4VX1}+Yu8nghX56A}JnE1sXA4_hma%QZ<;N
zr*+pOCgJTrzrUKXAC1dn;#96#tDNt}d=Z_?N*QW!=8wrv!Esc<;1ywrSb+ZsDs*Rg
zO!KEOieiIn(dFbJohf|Yh`Q*e94ay#k(;cHRG1A`QzhDuM+1h3tWR*I&Tr*TcwHUb
zQ9lKEzj82C<q)g92sl9wuIp}pX=4id>6s6dQ%XUyG81*KIW2{z{0)|5Um;*It}9T9
zf9kx=G(#_b<=~nuCe)PZevM_&i(q)A<UQTItwEOZ0vl_8rGu$x%R58bmPcCa>=FKW
z`#xS{rry+C;hoE@KH_WY)=1i&OT96>VcuD!w>8BP<Y6rw6cuPX*Y&qWlY;l^K~mY^
z+=Q!$%m%TECB9Cw0lydKs6Tc0dQ|Bc_n?y*^5?VG2yb;0LtPI_GFbWUr&<c*_p<In
zxF<tyK43HJ2I!NEI~Kk0>8yLg<M2yoPlvaLZ0Dl|M-Xfn0Fyz2cEblF#0_|MWpUU0
zJiC<>CpLyg>+S@0s{1C(jfLI;(fK2OFS92MabH=h3=v6c4Ygm=L+OMr#Etag*u?L3
z9~E?@TD`WrhG4`Eu-U31?Lo3jxhza!eBGPt11=(j&k(n9_dPGMKLh8dKV(s&7uMHK
zUz_<*6g_Drj5Old`Y?0_8cB+T_;1FX1xbvblY@8HKK_Oj8nt-uRCs1`&;~y|5slTF
zoP}ty__Z-xi7nSC*A%V-^Hj2Rhf;2`dt9zQiu4d!aT(30Y}vCJ=?22n6c0a6$h~;G
z=qE!TC%$cU9`I#b@aHAa1zCL?>Kh_v&U1)5?A5*n?fG|JzL3SAZikB0e!8fKC6_;V
zTYJ4%`O6&E-VJA(x3I)X^EOar@Ttyr><i1|7WHn#d-tQw$TSKJad!f!sDA62An&U$
zYHRZQBgn8brayF0lD;<oYR0tcuP@oyI!X9)3ixHQhm*p*yE8l?sPyDzeVUw{|90Tb
z?3q)~>Ke4_{NdXxMzR~=zDpi*rr&}D(QLXmvG+>}=r!RWM3bRm*-D%#1#gC7+B6t1
z))>~i9jNHdt7iQCN$d|fYlX4O@s$Q&^N(hVk?>h`VT*3pyZpXM4=ft_C1`8q2>WnB
zGnPCL+4k8)W9Dy=imk0xSvLIfKt?MO9Z2+`iDmHT(GkV3-uLwwhqLpj8Zqy>pP^il
zDytFtJ<8#HUM8RD8qr>coCbF5v2{5bF;DGj0l5YU72zAFjzSqxZQ1A4o_hSgk%A@z
zA?|3e&+l>4AEL6mj>0^S-pza4-5B0p*mN%6&aZ#+cVmPnvGSBC$VQ`ZfEB}aHdj&n
zGDGdM8(84l-H_|QyX&|d&-?Ol#vS#BLO5ts$iT1>ufsSqs#m;=^BOXxmZlS(DmFQ7
z2OL5lDjr)O2qC)p5pad*JCPTC)$<zcw2CR|VHz_d0zZf@JJ;alVmj#m!KgE&ZW)&o
z{6KMO2Qe+*YwKRMZp0Q2q@7fTyxH^8+!ARLBVWH^#kljqr(485<cYNx*k1n{8v6^)
zmyz9j+eWz43-8{GB&<Q`DLdG26b~$C6k6MvgZ+)J&uajWFe5MV=B#tewqnCLoZ@Az
zz~08jR~6$JQ)zNQ?%bJlE4%1@6?08*t7y$7uD+RiAXA?F)KHchyWB)V-03-61rX`0
zwC?_e0_J}82s>!$m$1S2%ZSQhU9Z$TbV4_FOg3uNXTn_!_IkR8RNJMmpEe+Ow{L0Z
z80+b$(etPk?b&Pk5B+=qSm%nhe7i{+A?$Vvmp@?7L;cwLwi=vSymw31C-1D?b^>)x
z&)%QabF*5a6USGNgVcUhecRdgkcMM1jZ9mpspI4xDs6wSR6ROmB*Z>EehUeq4e~e8
zh?J%+lx69ANK5lBEWj%36y7p3U4shhSa;oz@S}~S?6_oIt%+zECIAHKguTya(=EW&
zrNsH#siuWpH0`ndU~%<`E4m2&t>eB`sGclAfMHebP+gI~F#Y`NTk8U;P`djGk|Hx)
zd4zCykN5tCi~|h3Du-rFeTh7HnHuWB8)T1noBBco0V3s#CKg$wAi9YF=Y@(#R9zsG
zCHi{h$G&30#ikOMX@`7T%IeDU{+q`L{<Db<=!4^=8V@EsSyW%!(-~3>%eRJ~JtcIu
zB*b+sML1I<s4kO3xRb&U!n$R>+s8O8bqkY2%FSt++Fygi?w@z+{tTLkF4%FDQe%Sp
zCvIG{E#X)u#_LA4g(!lms(W`w{ZCu@@)9vrMG<QwE@=Gjk;=PW$!cnqWTwv(<l;#Y
zJbt*a>|fr>d9!(weC6H<-QNBpClR{Y`o#Q)!*v6aV`T2=5V4|<!noW?79tj8-SC<{
z7(#l?3ZqTyF!<_v8~VJ<OCi{duO+zPf8IPd<G>(B8%^IqA<1>2jLIrexg_}EQa-eD
ztstDO6YLf^_^?K99PWcOi!CG=O)jP9!-h%2yVjS>*WNb~`5MP06!Y%Iho+soTJKAu
zUEBN4*E-A>;O{1x1Odn_hn3q~w#nUB94lF)ck2p_y{*{i(JigO(Rdu;Kmk-fB!oU?
z;01|{!DMLV(%T;Qo5+lQoGcz&{^<CZ$+QOIs<DrfW%w9Ztr3rPm3255C3vO+8FL@9
z^&=Ua4z_K*!~n665R<tx13)ZGU0WEEa7<8@CTP8(4O7MaswC=>q)oH>R}c4KM38yz
zAPTJVWK@$uWq5e#5ewHPv{pQ)pk}Cd&LF<Y?i@Z@X;zbdKu*Z6^T*=#la;kN-MTUp
zFjmdsZQt)4uK4b>FaSB!nR^C_X2-3Z-2UjWVm?d{kJR0Q^~*O7urEF$zpklQI9~#T
zhHa|z^bv!h=P>i7wi#773QarX03T6__qHwXHU#nK91MYNrAZWczWt890y&H4W1t~R
zZQsM!y-(jN=<XM_%}u`$i8j-TYJ{TCr)BDDN7GE^Id9d+Ri2@{*B6o}rVVpS3_Vzs
z&lBqC1-oc3WI8ygI+!QRyhBOMUo$j_c;Jq!i>Gy6lB?G<ie$jOaV~K~t=BUnpZ}3S
zb>7(y5Uxc#K^?6Z97ZRr>Ic-6gU09H5>HKBazL-6$D_PP{E=OxKa`=GN3%&iW#?hG
zx*mcZ>DxbBs`VLJ=j9$A$NA<4Qs0>FR+Glh$RpTU_$e^$8xBj`i&02*=$Y?TOT_c%
z#0sf;1!v<0T?2B5NxkyUmu}bVtVdqHAAB*}`7DO86nh0@_FCmmL}n<3Gdw5sT(0J6
ze)nm;!5*XItyW?kj7B8_+{i`C8<Kj8hTTuKkc(cnG)T$t%na;{@_+f&I|iq6xJ4P!
z4hN<zd;^-Y-rfiG)$M2Dt~QQwURa5mb@)=RjJ#(~QRLXRM?6PEiO5b>jr2tmO2N>H
zp=-Ijj%ZDljRe|ulAeZ>f7iaHd_`)#;e1v?bi_d6Ob%HJ_tJP@UzDq#LLT3q6=tUn
zNACc{y;{~%4SIiL+kkS9$ZI;yV}@(7G#j&oph(+lg4?pe+}Am~939Y)Idi_C>(ljy
z=AM3QGTa$3qI4L#MCwKVDQL!)e?nvQ_;Pwusz1EVBv6%oDTdX#>=&X2>dqtJ#R_|$
zOhNW^80HSH*aX}rq5!zF!8Sj>QHXRfJ3*91eG6dZV=cYP!5sJ_!p1!|w(dXvOGc`Z
zs{@%2*7Rm0aLP`0Rh_g$(Z=W7lVgUPR)0g$*!ec5#!Y0J+|vL2>Z6oJv7Niqby5Gm
zCAJ~G&1|@7>#X`as`VOsH6k08X@Jm$4c-f}m4jf?(&mn1MYb}EN7#)j>5z(#;QWIL
zxJ_w|v|o(iUi)KRLHUQczd1I^8|@A6g){VnxoK;*uM)+)iTiDd(Ge|qhHQE6&;eh|
zfTXfQ;qv{AwY5W05ha<KI^i1ukC=2Q4%uFKU$(n$saY^xi_eDk)3!#!4Ghlqts7p{
zy#V|rxiS1DxT-nHNpYN$&o1x(Dh{&^YKZAbjne9Bs(mj@-UED)dFl<-iDXFGbFTk1
zgxHWl*-+qza^LQULKGoa{>3bzhgo>oNJ5@&kalm&pYYWvbo!(<NYIgiQH%KYt`#(!
zYrqkZ7`P2ri`Itc&0YAWlDbJgaN}3nW_?^1fQMsgH-|Kk6W7rU)&A@po}DRX^-J9%
z5jU5r*u`cfmK~?zl*1(3&=T`kz?>NJ79!{KeU<BY+?1@n*CZcZno0i=+8WVHsFPsz
zPPX@Rv4o*2E|U3M(yO`0D#(Ml9?`zxh@?HcL-NLGICVUKa->l43TR^Vk9!VByT}E9
zQqSYa4iQ#Xw&?>1?sjF*E0*JSN^6aDnS24!g|2xl$b$NwbCS(C)x2NT%f)&>;PiSN
zvb49AW2o)o`B>H=mt$$4QGpgim+2LIlSmG`9jjrtBkk5?KLk7!BM8M7hPwDsn*j|u
zdI%0E;_N7!cQ+Q7@2%hO*8qa&ogO5ooOM_>U{oF}iow4Qs-TGxa9wRmF2aTKaV!S(
z9xINe?$w^2KFIUE<9BVs6-7UjtFehIuocAN89XD2eB0C~YghZnZyjn`H52&I66ZSp
zvPW*l;3+j_B2)zyK?P+PNCLM-o$a=Qt$j_=*H?aqL(k&PH`V@R;I7aN&%fsx^<{Y#
z!3A~4g1Xotz_f$BRh2!H^Y&F;kxFjg7O(zmV@=Lem>O<}C)OHi{35AJi&^J`l92ml
zeT1&X_m_;_%;!6vc6PB(8rh6l9X{pj7o_b!6Dyc&%<U<5K#Hqud*<i&wEf?m67yg&
zh6^q1l#FG8)?Iq%VMWB9%``+Wl8=~O=n2lir_6nTo*A`DF_!^r@0tixbO8Mak&&$?
zTmeFIKU5To``~N`RIU$;+ttRJGh$0%tmU=8O#FehXxT=m!EYFtpaA{Yud6AWmh6Q{
zlL;08%AvJ<9BdNY$UG`o$Ncah0%K{QPJljiGVBmI^)TJj)y<~G%oD9x+Y2cUn;w|L
zFPZ;1zU)s>oMAXrqUzT?jdV7hLYqoD)pz-Y@5iOO7V{Hj1bH&wahTyROojTRf$zx9
z>D!6nI5n94gv-kj#*u$vC#@|T>EuLh8pv$11Y(z*1n!58hf8`XaGaG%2`^7Xh*^o|
zgy_0@Zww(aPmOV!X}&%0Txj0Qd~AlrnB(&X<1Dl1c4SIJnfbUbE|E}iATM4kYG)6F
zJ0#q}B_gwf0k3{XqN&}RngFD;ApwN^sLsUvCc_)@bVzaj*}_yNMfvm>KKMxrgFK-t
zM*l(vs8>YM>JSHu;TZ(7Z~Hdt<o&$u|9r={|I;in{x>^vsZ4Tub_$;vcGbZv`f}a}
zq5*0eajk)h#UuVQ0d=C{t4JwAt^rALvWsiL>ehCWJ2+EFHT5_|1in5oMRx#^nSGek
zO!4jcc>7dN&O9(@ymAl%@4mmg<sSb?hfPrCW$Whq*^)mcu8jm1WBBs>wz&1iz8n!k
zN9bt%Z?Jk2Td=qO)>9pBn#0$Z5Md<ICOYkGS+NgJJJ#qC;TuK_|3ULxj|tBm$1#3Q
zkCY`a=&w$LH*vs1a_TXP_JRDtf>>}UAAa=_B%lcdBnUZq@`+HC;NKo7o10wT)T-=m
zt~UBCT`Doo4?On3aIfn*t7IB^0n<T}h!GlL-Eb}5?Ty@}7q&iUf9UtkNu~$R_+mMn
zf&|TmuwE_V(yVVdwxfgq+!vxPK1QwSLxnEr-;z4l=^>vtJ({M?r}6h`(zaAM_sJ%t
zPV3(M+-<#XAf;)c-=4gkWUV##IPKgLZ24h~tLV%r3&)NtS~}4mCowfN+m;CdkyQnj
z;NB^Z1u25+9y6T1?mpw5$YQViwa@TnnZNG&D;c>+o@BSXoeU*}-31;@&%?xs_Ynv0
zw>CC@*$q3$N9Rt%iG-cjZBMbFy*>%zh+h01<@t3a^-IL%9UxN=gFUZjZ^KB8sM^pm
z!(?SD#=C)eYURiRf4?Sf=vb$t(AtlI<&_5ov@RCbu_5-J4~gkj5W0+UxM^2O7NzKu
z*?Ibrj61n^cDRoGT=!KbvGf6ld}ECk6r(i$a*n9ogCCPemRslVg%jE3_ugv}Gm1nt
zG$$pO@Iqt*o6P^L$q$9VmD6X$^5exc<4gUz8$AgDuEOS?y&#JIA&<NM((E_f6L6zX
zW(Ox+J-f8c(AH<f$e=(X6lTP=*XMnD%>zEo<^w)!51E2&JW<%hwUuu;SX~Pt$=&$H
zWiUCkmOBz1&@JMNxMDgm!-8h)1CK)S(AlHBlobl48hlC8&<%q#9x!z^R%P*~#`4ro
z2jo@;r&>FGTMa=Nf7vF~4&wSC(&26Tn3%z7KgzrI@<Io=@|ShF)}YS|5Jn4V_n8d<
zvM(C;PLHfQpY&>ZyJ2SATTD^J0K7#AjOfX29-O9zOx4MC#cBmc)POfHC=RdQ^!qh!
z-{)&n?sMz?7e&zg4rtFE3Hvrg>*c4Sj#^*m>8h1uuXpQ_23S|%5ySdSIM6uB2Dk`c
zIY&lDnt(Ztjoj7z)|scWbqx)`Y^QGd%9$e#Ev@k7Mr#@vn-V7m!O_u?kk66S@o)QG
zt3^AkN_*Y+gw_3GJ$IBYO<@M665M$+DOCRZH&=V$W^c%+it?70bb9vWo)9gDIpqdL
zMMcnDh33}5fvn}-?QQ=r`IMv|g|Avfe=Ry;xQ?gRj*brVm8NfutgHiKBe3-YHlcJ|
zXRRBN5{1(c0Uxm-s6Q;jA95c8TLeJvcgmR~;-`Jlt}6DD3Vq4ub=Y>WhH=kt4=#FM
zyVnmeR~TMD8NYhtY384YXEM-W;cv(D+(dn*$1{C#gpRuEcl)B%3NPXr3bhwXCUGwW
zJTV@hkT~B;xZVB6)XwRPh6@3^u1g-`?|(NDLyD(GQuDz<Mj3l3Ge4#@?iW4{<Dej^
z%EQOVT6#<J{U9?{UvncEWuxC53Q%jO{IoV_=)wViAx0Fhu6}-a>J*pIC`i@XgwbQf
z#?h{Gy`{+y-Ev)fxs$7Wsv3&7R!>h)5Zh;!nfa?_V04Fje)>$-wXbB`Ub;xa8Li(+
zwivXQP!#^*G@p~=_pzRPws87Go~ctm<+s0{w66e?JrpK>F>}#R^UcVdE&-R}>e0pk
zM1d%k!jG&ZF?NCClYJ@3*{eBqKf7M}UwkZG5kJDvwP#^_YC2y)B^g&KiHjf7%sY!&
z^Sqj*{VE6*J9EBChvh3W`>c93H3fGJHyn8s{f;ye`?KEu4NZ=#m&6f+(2=1S4_@aH
zAW@^eqZScZ(kx?kGj>@NM`q+)UmW#bemj4B4NX55Y`LVNC5|Zv{csv$)S`Wv5<R`R
z@IDvtJDlh44qUAj@=kQ})=i`NfXs;jL7t_)yDsM;kCy0ysh)LE&K}F2YEV{NB?*Y;
zmpaIsXyW83j=99wJy~gcbeHIgB13d%yEe^uRj8y-$1yDtj#-_f7KKQvb-YUaR++lK
zxsRKd*M<S#^hXL!)%bXQvqGO320p&?tWWOm>WH)~qP(P|sTkpAVhWh-mp;J(MD*;l
z4N<p_*0w+v&)`Vaj0!D~;2z^PaMc#P>czpgX!qKrvD$44%qO(+UHq}ZJrMa*AwFfr
zq-qY4DxLZ#n1P3TXi_gw#F?WtxN<U1D>3C~mT9JnM8x^j$VqeqqKGsO_)1IF7Io)y
za<3d@YQ=Wd__WI5HDeTirPV$#_xILHtE1zqJc%7zUGg8P#(Ohte13s~hC(>6)OK0J
z>}6g3kTSX!Zw<3BEL2YX;ielGFT<0;5UqLIMa;c@b3s0egOhRD>(};3#Gkw0qQ|N#
z7?%O)C1Ph%hGtw1);)=lKZ*I3y??d_oaFsbGXR7(koAbCWrh7VFH>)Kqp<ifVf>^8
z^})GT%_uT^rLaNYNYmMVCv?W2BntU65JM96TRQ<XQtFa)lo(d!LfWspc`7$V6=F@=
zEt(Qnp?;qE;pjVu7m=ClyKgTyU(AhvLk7~LssTrPHI0w<?9KfbDWEHNYl0@PW(oG|
zciY3C4JOnn8^-}a6jNzE6ne;tc~K&~;EF=s$2E8^R5$za{ni~ZtBjdrQlSn=L1Hl)
z92X}d|Jd|$0ggdhJ2|e?u9-(T5~)7ewU~80%E@hvW9BdU&fl|Xar(h)6CJ%5TQ|6#
zptT%h@yfmDKYh4er&XKmc!l|0c!FQ~oPa623|{q?vnS3mZ$owkap&t7K4h48hQY=`
zowQ#Jp`vgbf8n@Pj)^Ipm*QCIBFZ}gh9w@S&_uVoK4Bds;W>$toKn$YrU6=2A*IVY
zSy?+2?a1~Sh(o&0rBRQ(kxB|$Yot$MYgY^AlhE)j&T;o7TSRL=j@^piv_c5n?#OqQ
z1>}b9*CG>3UnY9Ul6g_9h~SFcr9)<iHi6rthl{z2Ks9-Dab>GELA4a&Cat8kzPVwJ
zJ2z(i)_LbhaQm~GVT^T^{bf@cx&*5<cwD<OPDtrV4i%vHsb|tz)HVEjqQP&*V!YS&
zdY8`tIi(aeB*iLkTx6XQn4#t|b_|>AR~F$6s<f9Rs!A6&%hVjI_St8Sb<L|}09s$;
zurU@0k4=<=L`O#uF;~a1%F4N`QOP|sHysl(xKOmi0W*(vO!>wHya#UW(=(`D+52JL
zY)RoCK#y4c6C{$|-Cv?B$Z|L<a=C$|C7-TTWpHH9iNp#dr`SfNl-a$)K<5XjA2P9y
z!(lT6a$TB<9uk4OO9QY(0-E`Fl4_=O=hjOrh7`W6V6#mzGk~6D*}3R6%u?d%;?>0d
zBxrZGEy=cUXtq%mhvWw_FUp4pp8dMLx%=B`^JifGnmCXsIhK>B7dz!GDXdmZ+MZ7(
z5)In?6nV=fNa6W#KRar|Iw)DQa9DIBeb*NV%{;s)PwNwpy%Xtd=1L_RgQ-_BnF*g=
z7KJD;%_S?V&7123x|J!@1WCT8e|bw0gS_EE$qP$BFZZ!7h1b^ZncIe=(nqvWjxWd3
z^QsvF%mqWTNJX#e@Oiq>JhnhL0)*#Ii32bG(-X>(CP*lG$gZ2pN#G}Y^3r=}&@VZ@
z@V1ddIJ2zb=RW_YgpkDVD8*5q%M<CN6v;9B=M82>pHAX@GFK+hQ`+09$G=1_VTb4u
z)ey8yBLzn#zy_G3v-5r%G65P!gKSdqhpiee7NYH_SV8n{)ZdQ>p*`^Qk3y8=DiXMA
z&Av8fY!=RLg=J2S<iwK^qEeV1`x0L4DZX;xnkpRjrPa-^LTuV@FLCw68JDs+$1Oe`
zroXCrB>JhP6zFshkE6kYbPZny@h(<E9iY6mXt;k*IoA{7G(!!VMOU<PG<pY^&L}8V
zn7&XZrKBV-g}R;@g*H}uviD6z-1n)%w4sxxV$k$qN%MrJZ|qbO*6gOnS#K%)go;&n
zj6w;P6|qbu)upoydR}H-giQVU`26{Y3BtTF<Sy%}s|hvz$v9?oPV%)q{tTXpSzS%Z
zUkk{$tS^HI0&<9VJnh_PVpb`<T1)1k64e7X)--)(WNRko-@YrB47y#P_zh&j^d@0W
zEicvIa3_V?8WPWkD@mAi{KluXS^Rt%fcb5}?<by-B(>;@LY2%9+u<BYOv=wGUo%Z5
zUFF9-XB6gcT^D_VKWmiW5XAki|DC~CWME<A#9s1RJ2Pj_JhgFm_b9A%R%4z)v2%Le
z++&&{bhKp2N0cr+y1eI)>!Lt<KmihX<&VBeY^CTGBPKn5zBIsyL|QU;2_kzX9KV32
z?0VLKbLwPRH{L?w?*z>zR$nMn^vqtMew~Y$@wdRt5V%9a!)Ox<p-!k0f*_L6);PM)
zjp$8_zPDH@vkdyB?17rKeU2DboAf;RF7*ofat+GLd`jXoL-eMCEzGWD@R*()(rjbB
zaI0;Lcr*`<zi&gCdbsc1bhbul8^Jm^4=b5!m6T3Ey!!eK-9Hf-$rK!?;FNsE-nWk8
zX>9*Y-`x8o2JUepTv~o-{^VU)oX;96QhoJQZsHEZ$P?uP20`+_AD+%aNin@V#j&Pl
zmoi?nA}U_Gux6)FO^p_GMY=^S%-rnx-SS0sy^wBX5vix8q$!g(4@}v=`3n5xf1_l{
zpBGlqC4xOW7A9IBaK~M!M>IL6pKiKiI8L#Z_&HBf_F(qorJ1T18k$Ez)UMI-iF|%b
zkU-c5AB$M(_X<o1<vx{DHCunUIDLI@WXi)))KYe)7;mO%zZ!vG7IIMMEc}kIPeE4(
zk8cFO$zB|p3s3diEa^c{m&ba0rL&!w%yk0_;nfvUx!z}NIAnKDqsn|$=Ak$d5so^t
zMWmNbfavB!+gKu0nkZ1I_jw3xd09tr(iIrT4g?iqAiHjT?a3Vj&B^g89ZwF7t2%pf
zo;&rArwDEzAzL?jeX|^2!{7D{d3XqS%&&Wv!YIAJnqEP`w5uW~D4HKYePlh^-j^Du
zP_Yl~W~0Yj*p%?4(-t8MWen19VhCECrTQcQ%>YOQX3xnE(I@Qe10x{g5y}ts@-v9M
zBbD#6-MNr7{d_3tSIA7sxvBy`B5?h9$7|58N?|YG|6CX-9H175N|dI1r^Qk9Y(JBC
z_@LRhBFcg7_i5ncU%=y~w|Ui{P_|9cn=R=u0Rd_(og1)+xQ$2w*D1_-r|OO-+KuBd
z*00JVFT6t^x~&xD<Kh4knZwLkoQNJOQgyYm6LKqb(TK95%fX}?g8DF8cU*!j6(LyA
z)rxLbCOZw<?a7(sCJ%!Jp)0dwDMf%sutl9VCYx9<;o-O}4nwtYO56kDqnQPOTN(Ir
zm8G_;%~-!E_57eZ_L-34C=xRYY^uimajGfiaS74=$I8Bqm(p=x0?1~P*Z7gdZus00
z?CgB9kmOK`iC`d$DuM`0oNExVjc_(sGShodo#-<6V_;6#P&qx{d9YBGX~ZnP4)>O-
zi+{qNvw%2I8GX<t=w8o`tw?;LwyI+XKHJytr>P{#kJm$yU&9g+Jze`U*Yge!$Eqo0
z5ewadStr-Nt(RRoryh3&b}$Zsa&xeE`(8O}_kt|Uj^8*rqJImU#|3!Y1}rAEat3K7
zjqq5gd}B3weI(~qMRiiggjV0BMCIyU+^tUFFR*o_aCqpxF(XI+oY_OR(7BR3h<p;n
zSO5KDJC-w`Yi4E&qtA%fJHVY$5NTy6KID}SC9vJjX9z!euzTGDQ!@&Q%1W0K_<UBs
ze<wFQy!?A(R%v)Mk`wmSnaNMt8u2_Nm9m)5?-7um_jZ`)vG-|Z2#^b53OAB$jS$J@
zt^dA}zu+I3(qGB$a=@qDU#W$t3{PLx*_XR9M}gE{>q!ZJk?0`Y^DPP%&A1)#J-$G%
zX})HzOrdfHh%`eK*qtE?2iJP%QFmS(uQ6|ovM>8;D+tNA;s?wnrxQ+t+Vo~V2K%Fg
z8#@8QD|Xr`t?aGCBLF5744|e18?V8emM+U9xz1||FL!h|*(ek1Du_Sep7hM;#nxBg
zTA}m)2;2Va6N1!(0PdyJglx5Povm-y|3%bWhPCm9-QH~}P&CDg6WqPHyIXOmSc{bu
zcW4PtaWC#}#ofKd3GVK}B@j;j&vVZEexF>KJu`b|-}heYxBj4+oh$Xv;uJhneuLHd
z*er`X<ULo>FLmiyIRHAN`jS0-8f*YWn22(hGl=eqYY9^veow<gf>orRt%kR37)Tq;
ztEsOaX4>IxJ`h3h?%lg?Qc(L(c?z!}`jnfKMZB-$Hsw*z1jC~K_nWA1k&(@}`oj_S
zRuoltqjpcO5KQ7XNf9qU;0v{uhwE3+KEU?PyjgL0SWqM(N1joW<3h6&4MN3!IPrLQ
z9+U0=h&DAfrJ$-h*9K6`AQkoIQ5DJHG=G!ylXek{LWD@E5ch?a)*x<JDxM*RTo`gK
zsAx+2{4m0hJ$V#BTN_XNjzZj@3?O>_9ufaL<$8L5v2820j<9BWE-$oueSA)NVv7>7
z$zF*$IXU@Y=H>Mm2`tnEmwQ}tHK&-(eBImoLbS3BAgoF^Wjxe0L8w?v01RibWCrzQ
z0%;MGujDb)8}ZJbEvAmsvZ2Ruv}@~nWyemu4R64%S>NTYD9<O>x5e>g?p?of`z`%T
zl&@DegwR#ygd`^eXBQ1XT<Te3(w+DBZTHt_5wkS=H)6^U&zR2{qa3(BEZk(J^5eW_
zlamtbuxm&EX<eEf@BQKLJ0!;HYi*at>H+f9fknCj6eadY8*9}M;dZU5Y3Vc@X*f0Y
z$+^%c-u&XS^^#9pROx#IT`g(EC<_Wsg}(!~r(&~}%Q*+vNFc_zIw49?ZyHdLT(K__
z`XW~=X`78LebuRvN=Z01iZ20in^eLq#=5hYjb0@cB%dIf?P&&K?(;KKFkSlOy(B)J
zH<Sd#Jg*A&9wTKmO`uYR7l;`5DXDxJ4&`Tm%5zYO(LA6nNr#BN(XkA_NJd)gPuiKN
zEN34t*e6~|;X;Y-QJKzr{x(7Bdqb7mX+mF6euZ`HA#L3pKhH)(9&WqCS7ktMW6&gb
z>@BEF`+#8zh;%7dmE;~^)bK`K;bxh^SOb!4<j;=sVfez-i>cE0i&Dt49o=KtwKe5=
zb-57(BG3bw0&naW^B}LLc6E=UHC9&gLj9uChJDuyQvC~tIxOUyLuo}|W*Tv?r&aED
z&ZoSl9)Z}qc_Trf$DEFNP=S|Nyr9}-rJ?MZVwvb5@yd(}ZD57{TjrSK{!ds~B_d8A
z{@C~nE0;Zvw7Lfpq--!?LxWfIkv?4vp*;~C2+T4~tt)i_hGFF>x9j*_+Kil|dt%!f
zpOA%Jww);9g6vI7=VO#d+2B(rs)PWfRE@$}%7ZbMcly4;Vg|6raBxmk;=J7fp%%6#
z{D{Sgputn7_=xNfEN^Vp{CR8R86L=d?Ofk$@38|F{T<|3tW_&es8Fqhxp^b(?Ct3p
z8y?~Q&00+3MPDa0l)U14324KSAA0d1pkF3YUy1Lcg@NPCge6*SZK0?e{t0-{SX)_x
zi?`xn%R0ue9%Wc)YC#c&SAkfYGM4uewe1OPN>W~$l+*g<0BK_H=wUhfKW&7W_Gk$y
zp}x#{RaP72D$im98Wj>AMofe2BhuXu+Se_=!?C=cMtrmhS?n*u>V9IXaT~L4r<ezr
z6L<?LTzE@~J*m;=!xnj1)!6tT13|u+9<@D`csh~4t!!+%*&1;D1|C}#*37gT9LXBz
z8KKPui{dz4-;E6-C6tv7nK;WhQ7x4&FXT-cM)Xgqe75yZHIu^iE9*(7_%#2HG0NB&
z3wf{q?Vn!R(~pvHy|I$Tsw|LeHZYOjuI~{#JsAC7S%!^-<!b&}xm6=C696i}r#!G=
z&fDgO&iU>2K?2c#f3_C@CjR#BC(yBsO^Gsvf!n`*r^*)31#1+R$xlL--`(%>4L-$1
zETbr*cdS;_iszFFqSHNZ9eX;`o$1V)hc&TP`#SA55bczK2*cUhG)6(7yOD5{#Lc;M
zFQ`yP82gYGbf7~j!B2uwZ*C?a)04$=j;5*t1-yc3^}TK|7}tNfoueAJBg4w`#+#xY
zdqp;dX5@bB?AdA(I-1jf*5JADsmt#Yu8AA~Lyai^?I6|Nf`8qd5nauFy-!n1y6Qkj
z6d+6p-`AXk*`e_5TvU^nvg2!8##Uz{u>VV2QWP&eK2k|a;2bP|oEk9-%Uil_cc;2`
zD=`Wc4*8ON{JsFy!2MRzgATUWK3c!5Z7!#Juu;U8UK9Q~+s^N5jrhS)J&jIzcQ<7>
zBli1RGV2Za4b~%NHwB^d8BO1){X2apEXziQt;X<v$ROe#6ZD!|{A54l-fqzt{77gV
zPSMCo7)G%+44%)GaTWX>$boAlNa&fxZO^TnAo{uDi@lH>rS>fU<XnN{O-rLiy6PYk
zc4e5>G&+ti9pd5rYN2@Rx0RUpVGI9H_9v6jP=_1D^jAHjOJr&82%@f!nUKg9HqfW%
zUsL9+a96(lzz)4G-#Bi1VRQtA%e`2UH5sKxFJG}t&GevGug3T7Pxu^oa}z|yM{VEA
z4eu{IkL6DC<P_)Y9Q!7;@v<K*7}Biou=bVDUv4y<v$sCQ{o=qiY(!(beO((lz)Q4a
z`<}rQaZxcEqeY&mZ1mo|ai{<Mx7Kw963%waV@O(HbeOcFW#JfIhY~(Xf9jkg%5JqT
z570H1?!L4qs^i6J^1`ifTh{kTsvD#D1A)nR>D~_k9jP~9p1&TVhQy1U;7%U6B3*4i
z*ScswgZ`iaE2lT?EO1cdy$;Xa<h{0gRcAs&NvUcVrp5#n{<04Js9GvEE8f+WGBuVy
zp9<@UO4S931k`nVW(#-Vf_pQsml)0`(qq%0ht;J^erKV-mpPGbEmtqd7RFeo1|~es
z6ids7=60Mh&yLF0QB6#oHXUt`A2+<IaO=uBDSMl#v8cN0KcFfQgvvjA?Y8~?6fS9w
z;x{>kwy%ZQDZ~?7O+nEU#wohyuOeC)9_i=y{3{q0eQwsxl8*Puc;Mw3KZ&Xw7xBG3
zQ@6G`|8aF#wBJ`8%DrL7(wn&Us7?VY@W>&*U1gP1Gsxs~?9vPILFOfz?uj!C;mN}o
z2NYrWXx6uKPTmUx#76C#J^xX@ZfpUNVLf)o(bLs0pz=|x99otEPOu(xw3ksu)S;mG
zT<}j!axx=GFnC2EHC8g^37rmmjad>?z3}}JFx&)l?;>VVhi!SF(CM8%t~^U^y%phk
zTlL)kD?!ZE3Ej%RX%H{rq)!I2Q;g4!hpr7i>d3#5+sb#twvG2uV*U4>uc7^hkEs$-
zTr?B#9VY)&Wp?PHx7JHL0DrK$2Oon?ef<z+f3k>Qx8>LR)|~DfN+gqab^{qtLfEgz
zwrqAgb^j?skMm-^CwKC-n6EqAinv|fdmj3A9}n)SY4?~X#Z`pI-By0<F!RMqT1D4+
zDE}Iw4E-w)7JJuFJd(~9-P6nR?*55;@G14j^5q_v0!t~lT~qeI`=3NtsWIR&5g;9c
zn)~mse6CxqEg9yXr2@;K`4quhUngWsKKKo<Rr(>)>-j0E7)hhl81LhSS3Y333Uc<H
zl_7p#AM)4h#zU#(cfW24M}(ZWKuoF2GYMiEe-ZTnohiPv*l$B|cds8e+fj&9W#p9j
zN?xJtZ%baOA?y_f?81z)AC5+`ALf+LP~UtRkA@zCY`-@Uq#H}eyV&D(b%DL4pWmOY
zI@47K*gyBTxo_5*yOPBt{L1O+rm&so;I}gXjcL+Qdt`;bRsBEI9toD!`U!iU)1D7F
zcRkvlRLLS(j#SQzS6Bu%&dwgWT|N4Og)0-O*s~LQbU<XL#=dA*S&lK^Gh5amkjZc6
z>cy%R+d3-`s+pq!suxFo6Cfo{>)7hUt8}4OThPDEb(NhL__5s=0u(o%73JoM&S|)7
zrRu>~2fQ!}igtrv?q}SXMo#1uSK~Q%gnCexi9VJ?!KG!ybivD+7xN0(Y(2~)Xw{xC
zK`hzbI{9;5HY@#7`FTk;bN{&@D!Z5<Jbv^|__e8Pm|#$fp7Cx2TG6t{P_VEp0OJ1@
z$*1OkdN1mDGEekBRVoTN21d|g&I$iWQa%v3^9S{(c7d{@Vo%$7XJjx2A)lW=bVJfG
zn4O*;1%Y_te8C8{SF|8eq{NTB$=;KQUso7tJ6&$t4kk3^eC$|RF-9<DW_G&e6r4Be
zCd48iAH9uRUBl^Hc%|ZT6?@4Q-Itp{z~_p*yf@XIkIbrn+I%0lD_IrppROisdx46^
zS9knysfTk3D*?Ypo^R*j3|TqZab=M*rk5V^K^=pAveg~8B&zkkhlMGe2vh39($aMQ
zV5c8!I!KZlSUNkeps0vOo<Je$jcD!$6sjA7tE(@zO6ej-?G6%jSFo_#5|n&Bv{c3Y
z3{#p?vI0}mc~R~l(ejc`yk%uN`cKbvzK@3DtlpNdu(K8W7Ul!`YJo$Wxr~0qk<5wL
ziY#Z?kKTJ{l(}YxP^UddCJ1m$ZY9OfD?sf-<Tb_Z;~nkpE@{B6N6p3epVVdnI9f?&
zZ%aGaSPO9#$WP53ZP8>q;Zl+99*6I(T*bp9X*xO~8{U^|S^M5nXXjtv!v|@1vRi+R
zCaQR1A7Q;Pgm(Xx3do<N$|IM{SVzYw4br_67W+b9Nm-&CE+-ABYcV`}VJ{VkH69B1
zE|t=JBt$z~TC>vT^;0eWx!Xnkvh#;<d%1G$?}VNWiR$t~x_G+>0D@bjBVbZGI5W<-
zKyeg4D?}h#U*c%fy=<yh)4(a8*zneDH#sj;8<Rf{**#f%(^-ejkGqSi5X+D_1B-bn
z_RjVQcGsusMjn5pb1$>fjz(a^9$1`)tUH@LW%qOEhiEBv>Uxf(IoMx3(dNh&#*SjC
zz<gPdTC$fj*3c@nqElMaZxCSlMMsuy80=KE(AXZg_`!;?bbpB-YOv#{#4@<isu?cR
zKw`Fd3}OT%DsZXT$(A2l+sx`48$=T-M?lN#NLewlo#JIADltFEaToknaGl=`DZ{?w
zVfJ<G>nc@U&?^7YkS0hmSNdw9Xz-_fc6~8M9K*xwC9@-ocE$UzZdj)5ta7T-NGoit
zHFJFg<0z-^M@jbci6?v=1_b&O9!frKezebgu%QYpZb9y>V#=R;qd0)2DXU>xEtxC%
zrX;wI<}WK-F8gfL%~2q=!V<Bbc@g*dJy!C#+Peoo;V43d>CaPlMjACd9|D5ummLaF
z_Y@pufyU)?(S6){mL^YHpTNY(vZ~uP|N8#fkVTZuQSK|Rx@M^;ey_vXbfoGsaoo2H
zKF`LKWB}NEFW4-m8DE>Z;9b<U^$vADymF;!DD!Uj5I~x6cmJ6=>uIZ7pe;S~%5YIu
z9i^5IxBR}VU8!7mQ%03H>*`P68iEW{s=L*&>>OJM00!AT&)%+}8?#jRwTRut&;@4!
z2AKU{4(J=ZJDlNGf!BrvYI9{=<8vs&eIjv&`Msp2!5X};&L4@7`{41+iRH%^fusSu
z@whkZzwqpu1$vZUl#3wK3#dCFh`pIZxX&*Ab&hUuf;F$_;J*)TH0`lckCZJx=;59F
z)eRVjyv)94TG4ubWYD5)nkrq$=D$R#-*2A+L;cP0nRvAc71LXrm07>5=kioWHZY4E
z+lHF8!8A;0NBm?$0D*!gf6KdXMh!Dgy#h>Fzg@<Kz(?LN*}0WJ&sem5F=4H$4$aGb
zZI7Si**8c5GFsj)`164yg>d^Ts>?OLa+C!x_gQOmxXO^-p&N5X+2o*|@RAR8gKluk
zp$s9Z&75^FnL4Vr-4Tx4M~od-;lq7^Uk2y+0HmHh%+spGQIgQko^u>AsNRkP-_!(6
ziR}T8=U)KMa}LNjs%GhEY@VSSz!f2NxGkh!;jJCC`N}bHhx9Z#q8Q<9Et)()nDYWs
z3=1ej@~vpNb&~~x{t6@@znGnAh^u1r`p&NtBDvzCV4mis_jj`^u{t$Hn1$5a(M9W(
zL)&9SZ*MN8Bc#F&E}ZS~#Oy#%g}8$6F9yE}J_;C6_2vjMC*`VH8ipw0ZRcogdFG-|
zAa?Q0fB}`5^H(M8zOz$NW+9%4W5?d-YWY=Ki`H~^*x|X?%9W!|G%s7IGl1;y_GsfC
z-nA3v%z^9a(>KDr{MC3yJWQRbWWIbMI?sI>(E5bMkIfAhiw*zYlqlX)l9`Xc4#1XR
zAY@6Lx2<7i2R?hO$Ub3gLTd@~a|~4zq`TUwhZs6Kpt5G5r>svui?Itfh7(Squ`z5h
zF&~IwHhAhq-}Wtn&xhUv*|vRMDITjkg74>BQ*WmNthN@_=zU#z=TRXd+^Gsxw)?CD
zcj|9*6Vg?dQ3)?6UxtLkve(eW-2ZW(s51{>v?YA1EDJ5Jd>3kV@QM)3u@QOHd|L?M
zB*YhT$!!8^mL;aTfzvU_RsII27wt<$*8UDhhsf3b)(p0GESkq^xWT%wXvWX~W>vGh
zIFGl)mu@&T^Ds<@aXHB3X7|gbwr3oB>2_UVdkcRZHAd^V)yASvv)-6EHnE$XAu*hZ
zfz$!xB8R&@O-IJsb9tuLmcu+e<Ag5kV7)H#gpTpZ^A0!2wCkDB3HEFgu}p{3N?9wB
z7hcv;I>&7F-3bPo>QvAzvAN7H>wFDtw9iW5XR+hjFc!)L@O{`@z&Vs=d3X6pFP5$`
z6$oP1*z^+jIXOm5CbW5hb^N{C4Zlf7aMDjqT^SU-&K}dibJ%@e0!=s`kG^~H`)2?h
zjlY#J34?1*O7DbW(B1Zq{^}ShBzaFiOC#vSj^MIPr?PGg!gh~hk%DNYCJ0|(k+2G9
zhr&tEDB;#fZNAm`94FJYW7|=umwwNdiWqRGcl$s^pz%NXmv0_8;yvBsrpen0Vy5?b
zz<uCd@y4*$BRp<YL$`eO*nL_Z-OVL&%dzzkthlSAbT4x8@hFi*Uq97yF5Qo_p!l|i
zNb#12Xf2_Af&(&Nou`!Kp1u58{dc?i-;cEuehB5X`Y!d^OqNaf^E}3d?+F`1st2u4
z*|_6x>j~axT9GAiTQO~ei#WN&Za89~$?c*O_?kXt(qrqVrkl^PWOB*u*W|L3#(e34
zjN+<alF_r2Z9R5xpdIe`<%Rcke~lllfvZq#iA8WTt!rp*mb9_FF{$`ZGz4%j-l*N3
zce?GM&^8q%#+N}M8vD#5XCe0TbLu10u6}@IbaNAp>S)bn>3fxRZ-770G^ntJILsb?
zw&+fj<D$^27@|~&W)hnU3GUad5RU^l2X{=7*d>v)x7|==ou0lH2748gqh9hKPw03E
z<KU{2p%nRj7Xvt*Uvn<*jTTFDKBxFVVH;8|K#{L`0F{x?EZmhCBN>?Izmp|XR0(%$
zk_<N#Gm%E+;Bgb|zb|9Pb?^OMzt@?Fq({P!9clb^_hJ2i$BQiY8s9fzH2)_Z^yceH
z9-_yet#`m%+X{dhp?a{~3o1d^I$bNg=-)ytFbpf1+f>5a(XEe{K_m2;T`{U8q=ARa
zXFcaM<Me3_oInD$zw&sB=wCI*YT*`QTYK*IEdXq*&;Mo$0Do(rtk^-og8^nf!29yp
z2hND}1S>2rcEaa?=BRr;!_)-%`~8AR@0@*7OkbX7vG(Bp4_o<u#pL#vQ|q1h(Nr0$
z#~a^}#0i<!mgB>CKMM62T1b|^`$9NRU0omD1X#hm{_%IB4SBa{e|skPV24TCD+*;y
zZ8s;tL1b(F00oGOwv)8frPb6*;0I!{dtB^d>jO_V?&bezz1RD8wea5ca>wDS)c884
zBmAD9!WZk|#SQo*eQc9El!F-6vs*=BEr^k?HpDf43pO+Y&r9MnZDW*wQAG>OmV?wT
z!JjUDDKaCg<r<!Ho*M}`(0PFA<95VVz=38T;Q9`pOM%z30L>fe)(eIj2a&-_pcn4y
zHDt=yez-ju65A4%4*aG$$N{j{STrT~efjA60(mT*vrj2<Yll<Rr-QHI$M=NTJTZM0
zjzoD0IUnmog$J*1q;f)eH7^ll%a|svEpVN{-A!K&XNjl2_V{67e!r)9p)7GC)XQD`
zNSmY*v)XMac6hJWwEdJlGp0HU?OScY|G%TaFNkfCaB-9tgj*q=9Nb*}*x>6wv!TMc
zSiB|NwOC(mMZ^&6ADd1Ty2D)|o*vo^c!1?1e4AxLSRa7n-NpHVH3uV~pZwe2s#mrI
z=Yw1aq)&g}?M5n<KTJ%u>Tf$9Jtv&L191qx=HMsoDCilm=jfj9C9Cf63`oBK{Ts^t
zL_st&LHaWbqA;Sf@qEM2wbd~r(6oiq3bb44Oe}tmNWRm{UM-&SFX$9q`29*b61M!m
z(zyH2XaT?Yz{XW<U8mbKt;Nyr6_VP_{2!3V$H)Kk(OvuVS@gd%3_hO_e<>IVDzIAt
zZ=L>oxsEfa`!W^OMI#>#rGN5!x)|~v@ee{^DQQGSGwCso=o@h!Z;s{5_nse*t9hm-
z#>cA;UuX}jxfWw6al>t<*UcV$&O%dCZkd1uqh>S(mlU=xQ+cx9>bML6NTmYJj;lh<
z_Lg&EmmG=^nr*3gI?~0)Z=~cLn#j=VTSX(Qsn*B^cTSuk{%CNbFjNtH07p&~H&76-
zA$=X8blZHoG4^db4f)i&4%RftAM6KhU94WeYlbH3zL;%JA7|%Jv`%n7o>6_9D@|mj
z1uaCyj#%DQl`E+9bynq5{b`cz){>qAZCjA}+q8e0USHoVo>mG{lsRDcfkv%#N&6vf
zQ2*(64$%8uKR0I>C{jp*@W@XEiT8T^JWEY7{ZVs|8Eg5~#0vM9+n-#5S8!Vew=NAA
z93ca~J0wBM_LU_9pblX^NR}_@r#9vZh-ugE<=G_`U6Wjv+I6P%jWV;^lg6j;zATFN
zx%bcjm5@qabk`dE+;YjhM}_je{#I;ioQ|S^T(bQnH}AQ(FKF%%rpYy_Aa?4REAy`=
z1X;1eznJBo%!otHn4^|K1=ZSt;vFl8xeM84_^GD)zmT%d<U%c9*b7?CgfVc0NdFFj
z9E>l1<`H#_)?dXT&Zt^T7JB}9wVGjNuQM=%Urg#I>G(bBL!Zxuyhg_jGkWI}$_uY}
zg46rRN!8+M1scCfT7j+YT=LLS=5}q3An+PRfDf5BY;jtT#_#DH&c%&eMMq+cI%d{N
z$@J{@q8V-}n=x;Mc*}FO#Mb+Gq7S5-l77-2K1|MbbN51(sq|0Qb0wVoR6x{xU#i{G
z#H#>vvG*?u*lX38Q}nzZb#a<6&D6!e_%}gX{>UK$qZ<gZ@Kp=~OZj4wA#pvb<M0!-
z<mC6c93lN%EL24cxUtD0fPZ*vmvG*S*iMoE6bif?jlzY)(Rbi7Aq$)ymF!E3amub-
z9YO#7a~UT`?JHDjKRBKV?HpoXC*hWOqx*9>LD6u%3%?4jTt*qT_#ERk;`h<)Rqq_4
z=bRNQ=n+;z=0z>dVDf>ad$EQ8aUvO1_O}tsLf;!~c+CfVCL<9rnM?!7gb*wiwxb0s
zJ$!zS`4_r&2DzS70D9QVoTzj!1zGq`OZ!MXE-%YA>uW@bO263z(G1#p5txdmV5z6Q
z1ACP{Jtv7#q7mA+dQOXlxz^;lJJ~vOfqK`=FPv8p)~6Bwe`Yez--w$FB6(Lk>bV6B
zsfy)-3-2Pl@Zbt`63l%+x&tcw@=(_sT@XFU7Po%-L>{^)-ld=za6Mmcc_qF_S<*dK
z(+cC}dG+M-Oh_lm;kGR}jIF8mR+mcb@N~64nu6FWW^uLNY}CUoY17w~pkt6TcM}A&
z5jT>lXpU}3xw;tnOabgTr7-wnF*h9W1+xTGtnqq|794{`4e7W1X8c-=c%fY#TGK^d
zrFI;YXGh@QtQ)rPPPe_X^F6<hKfsIK^<yfA;sD|*Rj+OA_5KKOWIwoc2|h$@1;j@e
zjYXEI8?8ubZoGgR)5hg-i{Fy=GqqSFj!s8!78syBgrARYNZ}Sg8Q1$!CQzyu4mLgP
z@@&S`(05~1f5E4I(*1H}8kmn&^@8DpCRMRcLF@R^l+!8c@N+J+!R1d|2Z6J_j()OX
zMGAC&O)hZk8LW{D`K)J3SF|!b5N8UPQw#vCh^4f5(#H?+KL-bObxDEr>>uq4V$yl3
zZ|N;gJ8*rc{~=Mkd^{mKh)Ef@?sHov|NTRm`5pFEV<F!osOj8Z*-Z5mwnRzIM`2(6
zVIv{b?Zo*9;%e-lIFo%%DSq;6Q?Z8r$>k7zX+GqGtg-ep__;n=)`)&_35B$_I>EW%
z=dd9;2Wx8MWgZkAUOU50&{;&}yURZV-3l{vdvLS^u{)0@sELaF+K#9R#o2)jAT|!k
zW<C3FPhGj=*3*+s^RqN;d*{_&0|+IrOb(pSkIr=mGkSMfGboW++{*t4!Cw#&pG4Kn
zLT?5rSyz(a1vG=tO;08*fFh);zBaW9F<3&d1<LEyD}gxuGCi~{j<K3UcGWc(E(MvX
z-DNGo=2X*gGc)wiu7tP631b&W(N>;|kzA?8ffGo_y}#4%9qktU+<r=A;lKRlznJ~d
zuZ9jY`gVNN<8pThPAC8{LyujjQ8m8-9T@y5A7F?Dc;6M<Sk73;m9q$Nw@B~bes)ya
zxAzzSuqrw<f2d<J6HKOh`QVaF{?Lhe0du(+g)Jkmt>d-&l|>riUaZ#T(z|`KGLO#G
z60%t0Q2g$7_hz_pJjXqn2r_j63OJWuUSElLSg=Vba^ho>9il(fMt&IMe)0vZM`75u
z0O;NN>%S>}fB10>)<DHPhTg$)2K0BANtg6@ak2zkXu@?9^l$VxUhcd<ALMT*-%9IL
zq6}?Ca)PAa1g=;U5p80|6$-j{l84)tZ*5*~WnX`0E2R{uXge0i<3JD_5iiL%4mh<t
zBoNcY?S$Ny6L8vc9_F_%VvVm&PEJ9}X5Nini-<R9YK%I?v&a1ZNIp#EF$7V*jnYF;
zIjTCs8|KlWBhq5czl*#1Q?8u6obLnbvZ-a-5z3LDRlpR0gihse-TU-5ICh|j6_JgG
zNp#Jo!iTJYVHnUroUbyovn%SH{<o>LscLoiD2+k$<)`beJk&}P@xwoxfn*bR_xlib
z)$RAf`fVvr9j{#G2kqxCOzL5F6Gta49_aP*`w~7u{ZG+&7r{hUTd&0d?BI9v5X>pW
zHXY*N6^YnlEEIRAzBwN{{T2o^J<HIi?QP0yl2*2p!}@SH-|dHg#F=k}yA)yOes4O{
zCn?xbMrK-J-9d3C#+>O0)60>4qzlvT{h4-^Y47^F^_0hc?Wx3@Xpn#BA=&Aik#oh0
zE3)35%A?+dT>}pgZ9;72ghmKiD90sMRLWFDp&X7it@r_M1S?+`9c{>tX|b=eUp_Ch
z1n7!CW@ngKJ-wh_M8Ckpi3eZkQahi{dvM`IFJ>-xXC|`{$kt{kFhu2xF<qFi8ZNxb
ztP7rkyE9yLAA&^+MTBf@K`M<9SlZ&b16P)Z3mo!qPxzS_gzS?6iVZ!;7$2bYBJn=!
zZ5}bYJ#9|gD9?z@4g_(aZ~AgQyOVZ`otKw@T-bd_wV(D`85geb!bkrUMamzo`$9AK
z$_)?R=&&ed?SIy?4|mS452>iA_z<AR3^<C8i3Ah)Ijj4}!L>9LlEeVu;v}L!R?pU~
za5y*oX_LtnBFLz8W@~F39o_SYY9stsaN8ln$;;)>0gai&PRgOU30qgi_<^EkP~wwa
z0U_k`>{fHp1PLG@Ec=-pZ4A~2hIKqS(}}oc3218khXx6F+4!E+{tj~Xn6ATj#$Li!
z9n{*0JttdOqE~KyTD6Y4Bl=(>ebjthh%%pW$15_=563Qrd}YUxK05hvwDQK)j0d1o
z`Y5DPtvQAMBPhOk`Fr$HP;_-y7{<pvev@r0b4frAfwRtoYxy;?E;^^oC$kvQUG(<T
zqOMntPomE1fKOMxbmue`zX%t{lQS?;=3da}?DCJuqnaaGZQjH<1~<CvQty=WXh8TS
z92`R=O5dRhc}nM&789V0^e3lgP=|_7Xg!estLMfi)qbQtH^D6XMXb515hJaH{Kb%1
z9GPiFGtk7{w8WvLIFv8*FB{a@nxdEO8rCz?o6%@iz;%EW6`~t%Q~Uhr{Zv#kD1!Rj
zH%xeZq@isVbCB`HNA(P@XiMB#UD7WLtmdNwCkW1WMpwVSTbs+t!!d)w?8+`ePM`Oi
z5w`koEGCt5;z%F2ZK~$L)JUQ>NtjqS0vg5L$J{fay&UCsaYdgjy)bl0-U3mp{HC+m
zWh)&5s`E%dLYH?x|E`ez+@X6zU5I=AZ#*CEQ?<}ROuF>8ufs-KOeIk$SP9vbmkW5e
z;FJ5OlY-f1fBWOE*Sn_K?3mwMnmi?QHLi0_H_49d8vBHojmH-~#)*!r;CR*L1K5&q
zIA>Ebg3=&`?|Z|hI`04ew?kbV#cbcH7#d<Drwre7rqpeFlHntvxSsYVZ>Ez=oWV4Q
zEJoS&vx{UBIt7Y)@<-%{_=fTnUQNub{!-CjE`T&^w|f^mfpaakQcMeF?-E|KQZwR0
ziPDg^a4WL-0_iNZ;$u>wg)pk>na7ak2t#~E-UBc8j>G*Ow7g<vyBeW7{3Pk+<L9c$
zs~&^?bKuDOXZ?p78~|5LKw|jKlO;`B19Jvrd5=2zeRhQ+tosr)h(>^TXddVJM@eBn
zp8m;sf6fC8?^Ay~xRLakMn#A?D7hq2)8H!%^CxWF{!+P-3xP+}wpuAqLQ#q)*Rk)3
zF<qw&F$Ed=c-07fOok_C20j+@>SyXiMD(0q`_I>o$df!WU>Tol{mWb!@N=6>wXCd;
z+{u!8)Brc=)D*tc({XFBHMAtymqXWP>$ekWU09>kg)x>B)rpdGK@4EXZp|uz6+*n7
z<18PQm~E$#31Tqm_mN`Q_0zHdLt|wZTJqaUbZ-fnicxtV3Ea@_bfBCidzR?V-@D4|
z2sD}NpN;aXhEVk`Yh1p+qPUugR{#2yWreY-=TADa99lq>du`5mH#?+s)4Vr1ej*AX
z8<cJM1Z@A19g6gjB(TQ+N(?0lGu<jy|LG(5f|3C75fx-=bG~YS^G7@G5bE3B&|>dc
zTTx2)sonw#eUc*!mT$e)!Gr2!uC-f(xl1{KG9BnfTpA!Qn7FmokgBk~>M$#LPeLAi
zBuSo8Adp@TO8M<qKe`~lEb=4fmS;1+$yv<XIn@@?eSDO-;J2n!CuE;$;@@F9p;FtS
zljQ&!x$3)-A6FA@WOn`o6gtO!Kb^lk$Spt?<@tr<p!zqMbjA4Kt2cW+QMm!ULqDp5
z)GVHm%BXS>8^phM<o~Vbf7^&9b$}cUMG_veQ1_w}=S*~lQG2MC&y15&0w#)|#9AAI
zNcOpu1FZeaw_)5gP$ua4v>joaySZ^Svvjr-d*gYnd~mbeMcmYsT-4k#E<tD*mZY%a
zc#to=@P0j~8e?bueHAmiB6_=_E*LbU{C;_4W`TcBEC<B>2Mu@FKFUw4{4wWK2niCg
zT^ME_WC%@7SE1CQF*0tP+t@FUywYF(aX`l|d<`{Wvd;h_)K+m%cyie^Ukf*Uy>__2
z>iuH#{0ctx51q;S?jk075FTfGPC0kxmU5sc#mHD099jn#b>(94-Yd@xHCYy<q3Xbl
z<Xg=_-0d#;v%|ybmGd3H6piN&V?v`iL~}2PMA!>-@9HY0B#AX0X~$*Pa@+R4!|yCL
zUqOGCwC8MzPjMjYy$7+>%1=|OTbmb%L4|l4*duFFT;RxpVe@wBW~er&0vj=*_xO&G
z*dPAb*NEc&VXn0q63q|lnrVuNOEn3u1YHG~Nn)o>-C{A9#@?~r_V8Z}`a!3iXni4g
zJ&uFxe#i(BWMe#r9cM}YPfW;v-93#`o-z_iYsNBJZ$)ys%8o)B@U7X!ad9kE5?{3D
z1>Wg;@|z@Nh`N4zZE+c8-UVOZn|1jhmQ3(us2anqUh1clc<i|dVnBy(+y0&x>a@Od
zO^Sph0Ol_r<~N4hL_JyXY=(Y5{d?r2>XNc<1w`0$9SLWNd7jeZiv8Mqq{M0~3O>G*
zbSFrr_{V*Qq{XfMJ2p2q!5k|FvpP$rSAOc9`?sti#9}oz)eLM#e+7g%T*mmi*Ak#g
z-B^49GZ#jMHrf6qo2lJRZDH#_eRFn>w%VDcTC!7%Cc@3L806Lz<>oYQOWVGV)WfbD
zcHK~zR5WTot6_JvX-6Y>Zat54Xn*zUR6IxZw;wv%xeK4I_}7G9xBdJ#$}wL^>4<p8
zx<3LRtQhyK?l+@rF|WocH!~Hg01of@t4ZfkvA#Fp<lZ??qavsus<lc4W)+u!za!*|
z!>rYP*?15CU+1sB^t|uJx4!sR7*_SuU17MYH*b{*QT@Cpc8F=Vezr{l7PeAU-Qr&R
z!&sj)ssZT#)AmFC6KN&(!FDL;;_k9M5jtCYD$_LVCg%s`7=}{TS3WT2us2$ze}g|G
z1P15em(S#E*F^Qf4<%jEI;5}=-D;|TQ*$OEiJFy|U;i*4o}>Evn4J5h@W*_y*tHha
z{NnyC{~}M~s`juVdGqnpqU+x1^<&(Xs^qQVdi}=%M6G#!YJrd()ZDPm=xC-xrYcRO
zKRDYDCyCe(+YZG-y*LbC$7)}rdmcN?@D>=(wSQC8zxet=v+D#_U7hVY&(1}USe_nx
zK69}$mizs1Ye&N6W~sGVUM&g|msZ${itHd7Y0*KvA9q}s!IHtBTeF?TiJQ-BTSEk>
zsp{TD`YYz3$rXbLrn-7wf}bC^p{rOG3w{7wBMQ(*`-8@s;u(6#1^tlZNPxfAc;>pX
z>s&J+OYm0^fzUqx80I)A`67GWVM&ks7oLJR^zcnBS^-dZl_z;~7f<27fWeoX?)piA
zh)|1vda94)tJdiCvPa@Yc0QYCxAcC`H{bs_S(Q6?`!N%FE}?sZ?vF|z&?5+-K%(Vq
z;!<h>&=gn20wT_K$n0T$Ki@W;a%$;qW>DAOt^G^dZCmT+^*^afQBQwhwWvUcZ|n$+
z`#-&b<o`DHLPJqiH^xRrBw@FwMwzj4-#zvNMgxnBixDDfbVXy>?J{Wd_&73-Mt&Nm
z*j%id!0hkl_N3mhmrz_#5Cn(KsEao&6iMY`r7Aj8_5AxMa8O@UlcR(6VoQQYgh-uv
zaefgJ5ZJgF0uEJ~w0++nCl3k^rlO-m-XG7**CBL!$wEC%fIuk;sL?EHk*WJuoUWzl
z<p7Z6zg5+sob#_@>+Ory!ztp%y}jq`ThP|p1Ds8B*NKvM9xKW-aK9+p!j#_iG0$51
zMjm;qSn}vq=0Te?#SR&iOaDF2ZHAw2&_9DwbdRK*Ku6U)^_WL*P5Jv)g~QGFe{4kD
z>xfKRkS$~zNC*?gxSoNYWjePH$M1-_B+lz{sQeE0wf&ROTl7FQHX0z>GtsgRL^fh)
z*Y)X#d|2FZWc6Cee$LwPbW2uy*O*Jk+Bt;D_D^<NA>GrESj6>dsA2osFR~9Q2OyN#
zJ}r}qegPewNE~;FD#pf)PD5%hIrQTIXcwK4lmuE2hWA3utP}x)S-P`%czRQzv?~L1
zvs8m4_gOM1ng$zI*1Qxh4#}I^vRFl}7r?+1TbhCKcxLZRK@SO*V6x^91_$K0wE9M=
zGkR%;;Cuq!`-P!}kXY#$^A8rr+Vd8%`fV3dXR2%B47M#mxQ4EDIEn}rcSm;<??=?X
zKQN=vn|PJ}#vd`zg#Y_HX}~&|wj_j^z}uw0HdG%=CbytxB0aRJX#b4FX<2D~0Mg*v
z3J#=xd=MbDGzd=qS--AG+q>9mh?!)_+Yr!Lg^h;*fQkrej5Sni{hPq|BH>j!en=<^
z!=!yUZZG>FP5Te=!Hr32TtN*zE-S^Pp)0apH7J(|DkLJu!u`9nB*4=szGB$*taxW{
z*0bKpq`;dglqDk|gpC-B#+*gXxG(LwS!|;SFo5BzHutr97(&LhviZ*yF$x}~cKVs@
z7%XOjvg-A~)9%g^0ci29^v912BD1Ii_WT!XGb>6;WU27bs8Ij#DDUndaUpD6uJPH~
zqZnybHj9&Uer&^Zp5(7tSCR$vens=0g@Ua<iyQjRf^xxv{ILB*=l1F4>s))2Vfs}z
zFW!&_4^E+93C7xB8ZDZQ6)B6iwYvq(OBWW%axKezH$4}5cI_t<*%FZDPa)sDcD*~P
z6mttuBSxMnoRX=kvf)36ZTYVz*9?DoNsfD?`Y-qT=D?@qqyTN=XAU#7@R3Wq_8r@d
zS)~K(ufgQON#1_3#(n3&CVcHlW?|_}m1FcnFuNv~8WZN$TUoXu=)Ef<7;$6kEevu<
z4T9|zkfgk27%jU9Qg#8x$_yNuK5<Ebgqa!%5AGy2qvGkM`EDgSgqhBCjspxN9!FyK
zCHUrKjq)Prhz=nYkqk;@TzxSCWZuI1=0>K$otSgXo=WxHA}3Z+<sCQWaviQl(e5&Y
zNEx1ParZGUqe3EO+u6e~G+l&eM{-;~I(hWh&9de%?FKmE5iQl)*h;*(E=%>`HcIUh
zj|bf8z?x<t+TvNCZIM#99Ku5+>KExdvVLEfn2WjUKr5i=D(NAXIJZHkj>o;A==GnQ
zlIIVdnJ_RUEfrva;o|BMx2f+)Act%-l(}-JuSQ^s#_#W3so18k8EM|R#2Zo8`LmP6
z+WrX1<s(9V%bY^NqWL+o*rX0q7QG#J*le*NCV`;wi(YDdWE24A^;|^OHOk^tA0z&z
zr5}CGpOatS1C@o0MdNc~N;D=i;wKJDD8!9lNEg016R9X!ae|UJL&&=JbT<xuyh`A<
z`4))JpoHZhWy@RSlinD)jKOR;3pTygb&WoX*RI@YLX#m}u@Xqu`T40ws5Mq6Tu;T<
zX|NmvAu8Pit-DT8I6|7gLXizMZONaouv2*+4z#!OGk^QJ+6kH-KD-hW>LTfL%`#r{
zv=L}&{vclz)O3=s2=p}E);C0!Yw)l;179N^%<b1!j3t9L@8M4NL4SjV8fpVh&L{_J
zrI18fwKtL|@w^Wlf-4OO=&v=tviFZ&*qhQt-?mK{Pe#o-xLO1q8TJdTFvyim50+bg
zt5l_j6_(B}9G=SIVW^H$)_j9RYGq(<;m3T~N~A_=Gxo_A2!<`I+`KOB^eFp-65|9z
zq#uovsJQUfrhH}_7}o@M1hvA>>B!0}dfrr_Tcjf<w6YTnJb92EjrX#Xi`PWRVi>ku
zS;N+3{bFTzs`)kNmv`q#TT<tUK}e+m8>|TR2+4vlv+_G@HF|zCtv@rk9lg5V!|_=l
z5i*VLAF|-0c&bR?)@*1Dj%o8wZ5$(aJ#jV^G!1{eJN*+EfcZcQuPs68d*k|)FB}uV
zS`HSUFlVS8eiL_U^8MPGT}~W-vVGo95cOj=HYf>GHGt->J5GYb==Zh!nPmKHM2$$t
zzQ*4Fi$R#=+y!-EYatW&SG22rRt$n4li(BB%uX(1-F)H2(Sc|rCFQN|`{#=KW~u`7
zsFne4N8VXtobpy-qS2-t{ReAV2*O^+`;Wk!vbU#5Nf*!aFL9FR>vUo3gVSQrrh(cZ
z&0lAGODm`z%3N3G&$LrTV)yzluj7GdiiJAAI{n%4JJp{2Vofw7ErQXrL_*I>FgqIs
z+^aG3+nRaCzE@*@gpulfJK13Gi}JVu<oGv>lk2#V_=@tSQec+r%t;q+MlPoV;)zGz
z+eBJ6MRK)<MzgQ5_o!r{bCQcxI&DX;J#wF@6cG@1WldIKM4=KSToDL7n&M}ulF2w8
zf%`SVVvGZSU#~s+L9_gE_d{Vb_1jSGFiBvJn?0cxH*K=Tp0o(J=kWJ!KP2K?CvK6-
zB*~PU{hhGuI!QvHznStgO>HFYm$MSmk9r#fnGtc75oyv`w+)R9ww8OTHOc?GIsQLf
z9XY;S7eqO^ym})BgMJQy@QD*+nt{Ppw<}0L;?eEC)79YuW1t`tSh#hnV7CnHoM@o{
zDMQu!60|@IBqdX3?mJKu+K$x@NqhbU^q%ce4Iu@&&!lW>gy@D$NfyC!YEbn4ltC}P
z2jI0zSR@6QtDSA^?a<D+XxfPWCw+Gp_+a*HDg!HryPwdKe&VKxl231BJO8w0C$+#B
zxvC&>dwYM0_(swL<S6Eh+Gz_L+4U?0y!2J8jLV;W_smHMqL(LEW|r4u-^|I=jZ!v9
zO6~bL^nyi95ybZq7z~kJb$Z8778($MwfN;xqWk}1Yx38G_&Uh)n|Jh2;TFiI;l8id
zH8jBHR7*D__wT-9aw||0*Ye_UxH|XHf<x2l(>y;7KP)u+w|@$nLIA~QrtYc#`l`IZ
z%9C@BwZN!>IFOgLLKAV6-~OLnu1Nm8&2Kxdpu$t)y21hC*$-!VXZtlX1RF^==GzZn
zbcjYV_W%&cnn8r?l{RZ(e_dbv@TSj8P*set#hq&V{ZWp|(A@>ZY)BmE7es0gurAaY
zchYNzugADKQa4@%V>%_X)v22DbF*sJ{gIY01&_x>@M$f-^FO!noUCdQi7z1hvPes_
z|F4hR9wyx7HM8-w_m3KWmA(dPuC34R#56j$9il3t@y)EH{IfF-T4OE(R8wkem)Gy}
zhmypw{YQ8{?bMvtJz<IK2#U$Owq8(vl#Hs*Mk{=lI3p(b9NGV5*KvGCpxrm|S!~j!
zev?ALTZ}wEwB9}oV;_;j-0m-uH<ohD{(1B0N}%1J%=<v3B%0G)`z^}d)ck{aLX-JZ
z$-Dkvr`Oqk<!AVE$A{^88i4XkcT=|Fz>o65aJqF)^Y5=vNVRduZn3`tLY`f8z7r#s
z&=&!O$<QI2kJqQmgbZpK-H0s1i(#6W`Xi5%llq_E{r$zxClrGPR*xxy0t4Sv7&f41
z3VRGbT<za5zl(>(2Z?JzlS~~G%@OH^JXB}?h@3(G5%Vy)d`TxKuJ(>7q=zn~!vHC5
z?b-DsGtJW&+NU_?05jhU<jS-8`-k<zgn&rF1Zu9s)jl34j@AU!WKaY+PcAr>3+H+t
zZ(Z;$LI&V_5z@G{wRO&64(H#8&gjv+->?RF<?>NY$<YU5c@R0S?J$bK2K}$kH^HI#
zeopr)LbsU;Jr}^Ci&0M4#jE~`*6?9UADPev%YhzO#v`6o9u46^ye>qYoA4GR8w4m_
zc!T5rh-yYw(XeNHcQr46zkRjJbX^+y(^2={#vZqwjE;!h+P7QAiVdu#a3wX(HHms=
zB9v29Kt^ETMN|*PTJUb$o(~7jWSbe(5qzpM?cNvwZ7n^Tyz?y}{0~e!5u*xf9SXK4
z<@DaR*fDJh&QQKM;Ps)Ff#^1On)8EzD+Z0PpZVD3E|QEGTk&I}>lk{cm(WL6Zg#%T
z2|k4RfQbFhaaW1CK^}?5>Nzj&CQxS8y|$a(JJq|BPAJw6nNV=qUy(3}N}TJbZ72~@
zlz6Bbmt8<eq^RjXb{Rbuv{s|=3lk^gvSU(cMt-CE*Dr*<ebcx=?*q^RT-z{s)1BM!
zd1w+_#iOzBPoVSLaM}M$rtLs&$%@fiA%`j%zHS|%J#b_jIC^qsJR*e#M(TzT+de??
z4J^b`D)<-wQLGatZf90dx9@yWPk2t=O`3Y)cdl<IvC5{_W|p$6L<d?E=4WaL5vtH~
zcQV%Y!RBOnHd%V50@>UMN+glwA{){{=gbisUmSl5>OMZ#7#Rf1%Ww-owJBgGr8#p*
zqW{=pwX1vcj&QxdnZ;cs3=}UeTBv>E5@lUbr5<dJP@3hL-6lShShtrQfY#S^w?#ja
zHX4<eacY0Db|p$|=YRV3_k$h=Mo`#2e@bw&d07M7UUE`Sg2JyVYA*khs=TD|K?B?6
zY!lr#02hpQ%i@3<8~cVgF-ny-!D4+!nq%e6oW^#tEZ6@Di1j~3zrs)!q1{}!imd%J
zu$(l&Q=3;;_?FbZ!H+Xp`QE4Q&%3j|<kYW~>!`wZ1U!QOG(zOcj*e|LH-u5T=06N=
z()k$uMQDc!!--b=mk{7wkuh>5|H>L7isTQT6FJXjD)s8jdKHY--TAt@-<#?s!iy+K
znae5l?4d#7Rwdz@!b1DQ0<M1&KWkOGi$%vFh*zh~+}IyHrHjP>a|ccpm~=V`RA_gH
zr^g`V%&Zmc2;bUO?ZNW-X4@C0vg(2S$5E{2PHy5oZepdzlLGO(XGbRO7UyAcctmHl
zfG>X4$Ko7%IA2+{ai{>}D+*xy&j@Mxbllg91L95^S6@m5x(TP%$a9(4LYbGFoiAN|
zjM~Ser1iqz9*?#-)lA*?lq1W|R&|~ih+~WEF&~&)b~@>s>PilU(Y7bg&TkK0Dh>16
ziS&?b&s(dBbM&96<e^IC`8w2GI#A#%VbQzIKTazO$8T6O4EE+Obsf&+8yp;djeP%=
z2|<+C_ZA`~wsuRM?&~;Iu5uD**fOko<70O64xz-}S(#bPs9-((QchKkDrBzYOF?~F
zG1(^>0h(5}EleWxtLOWC8D;FL$aZ1iQ>nu7Ao$r$j%iI{c!&kArl8AsVXegV#Thl~
z8ynku$MSVVV*8ixxN#E?*}6>EzNx#rKZq5Pd8SH3qws56tgk8Ip6nMVg+32ZT%*sD
zKisbZB0|X_2ry=4J+;bRy}VKsx^kT|S05!+gu^9VTO)jb)xmbRJUMmKAx6)|YwIm4
zyV~&P)?1G(fgXr}8fBs#&#-PO)jpqhLW`aG&d=9pC<Oaoyo4>hEyP-v6>w}B2Fgw}
zmtwX>>o2bB+nhZWSudP&8UaP#OWSQL&h2TMVZ^4`^?+on<Spw=s~iKdXd+ip3^VKG
z4Mjat<I0MGkalNZywL!nhlW@3DjjsiiY1?JHGLCC4yjXI1s=X+=@Lpen2ELT9RJ`=
zvrhGCdR2WdNZn!>&M^~l_=47$yeB8bP{)}+H>Ps9g`dW@r-PrLP)KAVW8qK&Ioi_7
zh{-Veq;k4t#P`_R+|h_0qx8#<_Egy3s9o3e*8vHdcQ~y;Va32FYb<|v&a==o3T#io
zhF7Z<bYb;z77ZDZbH)wcoT9-8d31X)z9GBg%drc0Ih>-l<r%98>lW+Ov#E;6KC;SM
zo+f-TTxHi9TpH6)p*ok`zxYeeii<JsE~lan0@>04g(Z+#%fPnV#}wRMo=+RwKfajg
zr|U&GX<~47d?Ng#eDNm*JmpInPB+oE+#rC6Pj05()2633u?lleGT%LwVw}B6#V>ol
z^qdaI^fZX9;Z*Vw*qsp&^llw_Z^0m$rU@>*Kprm9v_SWOuB$oxd`$uI+}C8UVEt=j
zF<;uw?4ZWn6QA{Tyeil;9@df^so=vRBWP%DZO1h?pxC+8Wvgk7JvR_+Zn!K=(~VYZ
zTbSyi9G&)4jVH}ws)PFPv|@z!4Wgj4O0h)HaT*c|T5)<zt*}|Lj<j8*GI3n!P~)OA
zFcC7&jLJ+`I#N?joDXu}x!(#>@in}4aUACQxDZaS&8o!O&ze~Vtu~#Q8J!%983%Y(
z@;!{3TA9=Km5W7t9#&=0Bi+>`S?H({H=yAOq;uXlQp^pg2O>aJzX@y6tUW)ry#Lr9
zPQiG%5`d5kv>%;@$ya^dD*t66a`+{Zg&;%KW+<T9QjOoE|0yk60U_^c8LPSU{;5mY
zEG?A)R{*Cp5Mi`%Y>RcIMrKj)y>p7qsZawKIyqZuGjho?7`U1i2xkc=hQQbOhz=|x
z*FQ4Xh*x6D50QxD+o_qU_n#=q6{Ivk<g*c~?t)uTR(-<NRE)FOqy7i)M`y8C-Ff*o
zUf6-znXTV-5cYM>@U!oAMpjnX0~>N&79{Mlv1c^WnNj;DwO>@yb9xQmb1|X@igRiR
zo6%Z4IQ%BfB9k;{S99%4!99A+84R0F9`1swuxHuqzfvdVia@+({OEv!NlGFE<gt9e
zF`Qcdd8hUsQl*569y0S2_98Glc1(Ny#|OEa#$hSjDXe*+mFXBW<PI0!uL;W)>Gbs=
zL^R)P4gGOMSXnPRBPA<zbGteJ0L<Uh#9DRPUQ(}AXjvo_vpi3C)Ou%wg9TMt?d==A
zl8ceP(AqB-J1J2R7JonOO6(tCf*WUSIfgb|a<?a$$}H0!-xmrNrsmFcnr3WyzX<FS
z@caDz%P6CVpy?)jRy7xl(#qP8?=w^5K%jMjP9xr2RqpzF`q3VBkzD`guuBWPbK5aF
z4xjwwS;`KtgbqxlGSRPGl-@IQb^LFnP4qGv9YRo^%oI1a80aIr6k)p~!LgojW(IH_
zOeAgLA?6=lLtigQ`9Hk9Ra9I}qph9b?gV!W*0@8XL4pQ{;2zxF-8Hy71P|_R!QGwU
z?#@~7xA%AcG0w$4d;b^bq6g4)udY?Ax>m`Y&s1pTj=Pp;S*W*r-d~-GDt_iO-?>|P
zbfxNw8#s+fh+t;Rag*!tY5dTuWwmKx9QM^opaEEJFtX!75hEb^ojNm)$CAvmv1=5R
zDAljoO4#*SB)xR;8$(~8W}F&|kBqYr%As<Eg)Oia-UX3`zF>(<rIbT*-tCWfnn>8O
zF^4V2_pXT?I)=pDe0qa%6SC=kgm2@l<uaeA|Dg2@+frldu%dr*ULbyYxDf}txBNjf
zpr0RrZ$ymCRWLxnQA2YsO78w*4lihdE(??4z=M<Td3sTjTmu?EJPk|HRjTXgmL3E-
zI6F^QWoQ%kE&WXZT1~!T@`Rmpb8ECVI5UD~*}=Ivt#$<a#X0rQ<Qfr+kL}x(XmFw(
zv?d<@>&|(G&+acsZ+9{r0Rg9%9qe&IaomT&fDE6T`u_7n?8R)&;C%T@L3X=w2lSMi
zL)x2z1OEeN0O9LQ5U$B#Ks-Y%nfh=E@7k=n6QNeO@exSW;dOVk6|RmUlD*<{1tES%
zp(4Ah=#cfus1n5VoA7CiR?ziG`|vQeTy|j}r+@Qdr&q2v<dMu|jYte;nT&UcnBIG0
z_RQgaA^N%R+`4<^TX+z_e|=tsfqf%vq8a1zmh*Pmviaefmrl=5)c5(9GO%^_$sS-|
zEB_4RHkN^-W{ePxQGgX|bm+Tkr&X9WN9!euPj9-RYs;v(=%=)D@?&b)$X|f*P@f49
zg00#$9I0XG8$Zc&(X}VF7);e-NL{wS+C2fdGaA`Ks8-^z0B$pm!HVQ&ZeR$|UP0Qx
z!hecJ4puhugR{Z(>hh99`Qi1OiAdhrB`Bml1>F9cNkj{0SKFg-rcfS-gz7<IB26wp
z`RUXq1e@k}Zb{i7<r&&>pR7wgYa~*jvQac#0G$}hs_^B&gcQS#La4y{dO8Aq4bKY^
z6?dvu^jI=NwUG>3CsHpY+VvV^1qf=zuwP#ehj{x*e@wOl#E<!F4mu!Q9c8t9b6{dv
zxW8C!y{rBP;f1rYl~ZSj&W?L2G;+IsDdvIH<XT(oX^EV->l1zSKJL9=J1(LGw17Iv
zOBw=w9P~>j{xd0wbk?q5Ag@O(ssZQWknN~YaFh|DCX*-yHi!91n`&s4Ox?;*1~@Bp
zN%Vw#pJamTNn#vy_I3VA!rI!?ou5F!%jslW1874>eWNS!bu8BpcNGz-D<Z3)i?^)F
zQ%n=o8}U*3KI%pC<$nmgdqTP8g9Ta39&)SkC7G!5DZk;Dn`G{<i53ukeBl$6fVbXL
zF&sa`iagqllyHkDPP2@!ik8hgb#TyUOO5fFq7EBP-{1KQ!GLGgLoKiyl>&6L#yMWG
zWkj%Nr00Fvm|Ipf-93Ylb*!#wvBLYnaU(X(4dDePXs!2XnN8*CWbxf*bMjJk%BQ($
zhVidNh_UF9sqNsm6Pz6!?3uY}<Z%b+nzhRF*hm^^wluRKJhD6AGq5yKOOWKD$oJA+
z(_YYsj(oA7r*le_3^9@?neF<KUHPP|Z9QS1ywPh&y6-eeDk=wa%b*wSSz*g`!p)Ml
zw1~A%`z{=6dd5b-jy`Uoh<|C_`38cSB?x%a30)c=lh7q7=kGoIXlh7p)h<Eb%|KWw
z5c_hNoqBL6zn7or49*%A7XLw1Wa}=vU9j-vroUCg5ZEG#zDe2tBFK8k%}HJPvck$<
zrF|4TqLSaNHreEiPEet}+~;Wt*&=Cmjk0EEb|b&aZ7Dq+4e8SKK10FVkor)p)VypL
zx~(B<uhMdc4d~ArQo(4p|GBv+X&ibdG}@tj`bMrXsIxs^lgYDjL7*`hUUQ*;3hpW{
zcBp%fh+h4t0$J&fn1eiqkfbWvWUBK~5gR|{3dqmhbD}dLlp{KbL+ejp9UlmLD)GTG
zyfezSdJ`6$UIXgHfaC-$U71<%#a;x_@XfNGJYJ(WLst?eK)r8HxO}>_Bu+{x8LAjL
zk$6SB?ge^^MLP>g>(klf?-D*f1nbd8$as0$qWBg0&Gne~&9zZH8CI@0T{@9>#4o6y
zo{Jac#VwLq?loHZ@xrB~D{~}DDDqbL3?8$LPIX`!<x(Ezj8A#Je{;e-7#wTgnC*w^
z$y*coXhbtgu%YuwKTih#!sh_5+rt_@yUm1a(YhhDz4pp#qT7~)1upX#uINuECr{>Q
zVgkq1f6VgG#0xf0u%iZbz%k*_d$JVPss`&~0Bvw7M@}OqAo;5LuOy6t?hN$^--^_M
zv<;!;6>#>a%^?O2h5s89JP3(iOP2*MA?NM;NRMK>&qcDgJ!fOxwIUTB#FWC_xx|gq
z0z7#=xZfI&zD*|juW*{y!OV@_h5n@gFZAmj?KEFJBE1l738}WCZb}fD*EWo`?hl#c
zyF@q#lG|Q~W9xjM5=dg}bKeb{WIZ2Gmgq4KP%sM(HGabSdJHjoR_NJD*k6Jwp>O$O
zqv{oB@}3SPZL3z7{cV0X0;NY>KK(yl>Q3OHToWAXRBjvyQd6?>ot*3Pn6$;n9W+_0
zy<)F@SV_vvl^<N$YT&_+C`G%fTc_tc^_+hDWLXXa4TA+tOnDL>(;aL{=W??R6IA=M
zT8@5aQQj<x7VrCf|Fi;v3fY#Q5sVVk=+C^Ss3%l6#(#)ocSZjN64vzp7h5TTTDB+e
zOGLHvspe>wKx^qALXv{t#HDo$xuUR=g^F4oo_KR}bM8`ZE%27wt!b6BCgHQQ%1=hu
z-2t!!Yxg&YGpL@OSpxO)i)6zA6;js6(}mJX-vPpJ-TK6kz$}c)=Qj`###>+&hu|3n
zpG--{^!YQ~Kk(wKJbnM%(l@Ha7fI-zY@atg;K5U|X=-5+@hxBcwF3Ou=xX8$i<LC1
z_r_&P#`H^k0i}}rW=*}R)eOfs)eXDu#F@gPVcl1;uzRL9eZ&$I>|V(AY4k|+UC_k#
zv+4v%<d<X6)@{(>6u1kWFF8i6Q}PWVaN_1t>{}29Vgt<-G-v4_my32{S*oqtaP!D4
zZU@12LTpK#Oty~Jpx@>kPfoT4_mqfoqHXSCdedQJvgaY*uf(tSPcf}ETzlG!t}Q(P
z_6VNA_;886+2&y3Ja7M)DUbYn^hS}lFOXQouI=FQOg5yI$$XKpptrMy@OTUL!fr{2
z1>N6v75~RmQH{p&b(cfkt!Y}UgQB-6FR68Xc>)ueH!+`~0K@UwlG8H4GxygoaR3I)
zEwIH{@`paXGOmRuf1{|s`pPljcN<3GWf=Ps)A<lj{@vi>_k8t=?rncX_Z(&sx`Bod
zF75|eu@%Y*+m7y(3#GO-Ehu~t4>(&@EsIkDjW)ZVaz&J4vRG-`i)Z^1rn4P?3&&{&
z1T`0aRw$j4qV677kZ%gBJL7GYLv|pd_3TSpTpC9_H^t7~IJI;QXFTxhU*b)Kl5EZ1
z#iCFv4bCrw&a$l@fL)hEOI0Y@GO+l`X?9^Hix-a1exOG-fN#OoWDC1{eH4cDRPaMN
zbY@n+;-{c+PPK3V;5YcTn&VfN3N0RP#Vq>g9qZ)VJnK(0c6CM7XptzGEd!Q@rsio;
zuRyK(fs$9FM1<s{pAY?GbsMf|fl2xWiILP~jAg%aPD8@P7EgAkS33q=krZd?v{Y$p
z`sbTkP)cKe<|yi$%5u;h9dB9d`@I>^?kz0~8*FbL7-Cq^_5L}s$C|e=<LDqcal8={
zeG+<iQJSOEQd!Us$UFouR?Sl9fY(K!yBb(g3SJGOV005X8{ZQ=9G-a?>(8xM!G~2w
ziTHfK!Vfq8n(0S_3|Q`5TXNe|1Ros(#rR0n;vXdkx<w-E8}74Xj0ig#0afEMhq~7H
z@NIYG_KD9m$T|(%*)hhgs9in%c*N)JAEjMzW>;l|mKUWIa6V0CM|ic}&^`V2d1S2E
z-oFGUBK!h5AUg5>EyJN_v2--a>Z5shGT27W_WQSO(I=Z>dA_*Yt8{VJ$lo>MHATd_
z@pcLpXdv_*Q&g@d&7){wi;|jNrAhgFNCh$VfN*I~^jByulurkA=sRliE_FBrK2w~P
zwTKAVbPU|_@NR_&+Q9Y;DK*mBYO?UIG@rJECXjOyDKLDaDM2soc;7H^h=&db=&0j&
z^$t1$6`$URY^)FJos7)6VXl<nT$g81g1#byrRW0N<N`p>7$*@|L9JrP1i#Hy+*uzq
z!>R@U;Mh>_=1ZvJ%R;1MZ%UTkzrOR5474npzZ#mrUnQD5{!Y?UYr<LWi+cOkiRwv7
zeu8q{)B5Af0Yy~~_FtX5x<NvcSEh!T<T=tZxu{F6JZ0%gZsGjyZ4r=MY-r7xJdK<}
zYAB}pQFU*kpd7cBM%03R`c7W5J;Gt9P0QjABbS#(wtelFxUT^dtl@E0vpKa<xE|zf
zTjRGMANg*cgy?#zGTScXzM{Kpj}^EJVR)=xSamQ-eR`%E#k`&gulbx0^`<Dzfa2WG
zM*Xz&1C<X8U0a4$1U&WSJG}StnV}|5A^AzfP51XO=mR@&<{##n3G{0jWqk|e80oN>
z*-eWt&GR75@XP!FdRa4?UB!1Oig(8^g?-|%-W$xy<h{iWx9Zy3VKE%WaKG!s%G(k1
z`Ua#z<ar%xH02!18_L?{%8Mv>axlvP7<XAa&iV+0$j0|&^(acm(fLxj$HGoT@C2xP
z^@f~xpkP}wGM#AsYWtjqmqZ!gGi&(JzaAGb-ly+DPC>H;JXX`JBAypu=elI5;z<79
zAP~RKO?$I8+|HpLfac4qR*izTbBk3go9bUefDMN3&U}WTul-tTgOi94_|v~sIsH_h
zMDQ!lhWnCYcr6O+?M?aNTz9-Tf`;{*VsUV16mIt2Mc+;Ii?c;Wqd<KGB1V|DvQn#S
zPBO`A;WBuroTULE13&7Yoq9U*#Ua>~Qt2Su_k7PCvztkCtgs?>1c_EvkhHk#lgnd|
z*n#gpmn#`|XF^mU-6;|t9B(j))_<K4eEcKEy|_T)u=Dr8nH_pvHOZA@5znT6A&x96
zVau_l11U}?<zT`TbM}FueTrK0!lKwDJyzSI+B!D8x-o%kU5-|4f*x=AQPR?1w>B%z
zXuD!d=ize&oUYMN(yp(8Orlzs<?xxf3*+!X9Oev7v53tgL7+-iZf3eV4IH{K5c`P2
z*ZHDB)`R+JMMTYyhc`1sXhjZ_Mvm1K1|;)(m)JZe*`p#J612{daN>ezw2$tmF58|r
zQw&38+#~`u6suPFUUkCH_4uO?96>tLUUkVFa-FmA`qsSQC(wSrTK_Td?Xt(MiXp~1
zi|jGS{**B~f9KbV1e<mI!R3tki%GM7MoxDm<PR+p^=TTj>@2KkW;Kl&C1cD8i)uGD
zGFdu1Ag~FQ$s!{KH`w+JpF)7rfy^%*@eYIV;M6oHWOAVw?49DlMzR)tI2z>4@9sLF
z2XdrvH{-_<U$U>!43jJ0E5s}-)eN0$i#%nOdVAN-74T)_mVS;c6?b-P&W({--m|<`
z$EncPNm23l#KtLhoDEa@$#3^nf~hTCClJg<XZFnGv1l0G=%)>;5>8T#y0pHJQ5w>L
zSekesmtTQJSH(DiyPQ0S%sf8S5ecPPp8$!!=MlPwGcd1>p;WaVpHq3J0r=v?w1H81
zZp|G?CYn&0a<U-6HxD3){rXOooT<3leY}qap3XyJ9`wL2aNp%&m@w!|FNfRrn!J4K
zbREk3cCsb6*W36WL;1DE_jk*MXxd5>kmNj(-MS=nGV$+{_705bb354<69++0M-N4s
z<6O6F7qYxN5>_HUKBMhq5{-g98(7<sjlAqDf%H`MxSqe3n8qR&z*uKrd|=CCSmj1Z
za1L@3x7@+I9OjO8@!MTFLQUW8oWJEVK}KPYo6cAe^?#}p**w%IgL5#;I(FkQA8m~f
zdC}zHuV7#S522Gd?&+Q@w#wXWiZ#r0p|!re0C_@h>=ia<bt5eN&Tb)o+F4k^w&Omy
z!;@LpG5Zc=RjRoW5!fh^C_#K`cGR^ZrKUKgKK${*RfRPemoXE-+60<JAIh}er7_S7
zHv#iX_kpQxN^zWNFjRhZ`KRlJeqkN0sLI@N?wecYCO!+}@t<mkQNVs(RH|;KsB<oa
zD&^GD25~wLQo;R?-3s{3!`!69i18dC=hr(Em>E4XOY*$VTXYt~hSMplSMy<CUGX~J
z*7kS1t!<7InGe&I&aGH<k`(kDt?@&1W)6#fON=MhJV7@LNjU#PzAEPAYYO9<U)_ds
z-MAXmR)?Y;aAJFqpkuplFge<T{|YXd(=)N;{~ckjN7Wz%OG03og(G#IKQf=d<EVSw
z9P)7gkiHz_Eb%Q70r9R#L?>5FP4_!t#v1gQ7Dq?<_A>19F-;3@wsw&0{?!4vGdTcC
zv?udoxP(+v?B#iMLagP7F?TEwSm1oy(A}*@zB#TEJW5A(z17`e`@mB~vHr}6jLEtF
zMXElH`qk^s^@9l@G00)PA#cg)^Vg=;)CPnS-Hk0=$0FZOA%|m?G()`XmYp2#?<bC5
zPYyf;m?ufm8=Fz5)1UQBiUA3K%Y*Mm^9w%@()p=ue_#~+GT0WN{-WX0si;?P1R@op
zf*|#e=OEHj-U(fB*Ra@4Dpd`;SwJRtv0GhG1~~oHCwcg6q3fIjqkSN`h|QQ(Lz|;|
zC(0rU7?|b8vHy(nrQx4hQ{f{)F)=%hk3mKmhvTY-cO@P2+Ivk4fBA~df7+LV_BR;S
zl}_1g#f8oK{cq=w1i&Wd@jT6}pAaqUULN$g7<C-bo2rS|R$+Hh7+PfaK+ie}evmCj
zb#K}VAR9n6F*DMFnu6x|M7WTeuyf8vb6?0gNM{6=VM$2{%K()FKQN>I5%vlhAM6+2
zB6qF^w8?~3`ZaJr=-0j7Z}C<}c}@setXUc1ESP)MHF9vauLrFcO9fB!j;_S|zFhIT
z@=7x6=b(aJ(>kvPn<^`pSsnsLC8%0lHFmmw+6Fw97$%s{rqr+j9p*lOHI|z=DQL8I
zb;#io@D(srLy+Y^B+!#MmqN*XS7SYCRr04@aheASI#?ukcci?R=&q#4SP9__I&E2A
zXJ=SZ?=Uw*ugDDOH~Lw5FX<t>6=NwmA4T>ut#Tt>b$bRJ$ynu~LIJ+D|3nq{487&y
zBg*|{KW75Zbhr_H*T<zVW!cFYf6EI&D%M33O)0Zu)wM9gyv&=tuIWs6eto!Z-@D!M
zH*0cGIf|T*aWWs(a;RP6io4w*SUd1?Tym#N&f@WmF7~H8$Nvpvvv$UF7-c#m^Awl8
z@jiXDx(>LqDbFT0I=vbd?O3*3^n|^d)^tSvJ(xT3#8I___$zARazn>LXYhI1;QITw
z8*tR|LHdusi;k3-#t2kx8Rg8B)5zH!xG3-wsXTPOLV{RHbNX)s-!<|4iEPcbd_Nf}
z81DVyu0X<&3wCjzetyCJ|L_3kBbghkMGoHAub(qrZ@c$*()0aG#*Z>LJO#t=U#Jtw
z!dKLu7%O<>Tq|nj1o>UtIE&Kh4Rp<7`a{^5J-%Zs1L5(8?%Yp7xIX9CqlQG^)D@#1
z>E&n0asP3<PohqwfF+)#GXRQkS?AH(e!hlR%_fJHT@>u!?5vns>VhQwne4;QWs2P+
z8sTJd#1D>&P*t+7d-{SEvQOWNUzv!fZ8lcBs4LpSPej)4Jf@!ig)O_3*P9no#X%A$
z*lNFD&&S>Z2){LkgD6liN68G86%}7BEg29H5f7aLhZATFdxMex0R~(g7H4y6dpum|
zBawg!$;ikgWn=<*8u{Avx*;?(&jFM#F1NySLD&FIwZP4!sH~Kwo15Fk)s;w<PP^^h
z$x_h<01GJUOpcGwa}n?ZOn3VaMc7h`mJ5|c6^r-J=beUKz8~EM)k>9{TrbI=ZfBC7
zKuk;_+1Vr&dpI~a5<ZQWEo7p>lg=-%uW?zGKDe={<U75nf{}+a#fD>P9O8mB*mnj7
z24-_Y)5(;NzvJY=k5Je96UB3noYt$0%I(ZxFfl+cX5V6^r;nh%Ib?O%li^i0%2@Zh
z*LIh;KkuBOd51E3@${-kd>J)l>K+VuAKrcEL~gX+iT}$iR)#A2xj~D>w=PIfM6zci
z9V*C|mH$(2UnWiw`APBKFW+|#7u}5D(9>gR3qcx<sMUqy9*ZDbF9miNI+0FYL^7$g
zr}!LJv!BS4Zf?B(YCbe6NcTnZAsdayq?FB7@|XZtuc$rH8RB^RG>oZxpI~dxaIgG_
z?Ym~v9lWuPyzujF&ym5?U=<l%L?`*FPdC-lPUwplX5g;p1`bpvYH6)W&NcDt;$`RF
z@=gL;gT~@xEVnT}umA^AZDFB?i3{NrksQAxis@46IW!n=!#k)`YEqA~wOBQBd{kL%
zdYykL4Q;uK&^y&VdqK*JW*5v6L&FP}5t_BLx^*XOn!Ja0e3n%g2&Hkibx6-))jGRm
z$YTw<o=W!05>x)&uw0|Z+7u-|%d)lCn_99z=^apAqj@Dg16@DHm7Nv|f*7P-kdPPY
z<J5mudP%_*Ua(2cZU>o-$~76ia=X8ft$May9YBd?zrl;xyG=rgWxi{u;}NI&mM8=L
zka1^CXbV-f4<RqI08tg({9FGtaVQ9FUQov#H!Lej0y=TaU`{l&a+OK_Ik}uf)Nx9u
zd%2j^HCov5lx%A`8AYN_>)m(B2NZBEDVF>~U5?ZcLqX@244f<qE<I2P;|mgcvkcp%
zd#UanELN1Mpq{Z1X&{HZQOXFshiHW<PDUr&^@z*;Y04O4g|f34ZSA7f_B0*&i}JKH
z+^}&KOX#09igF~dJOVEbQ*$K7EcG|M4B$-?LK~Z}lzGy32pg~>&otW<(8M7n{C@lS
z$DhTh;G2Sxy}r5%z<GXE00{Mtt}p^)?^xxp5x1gf+6>h(Nl|FZFc@XGj_ls*&pyLn
z=6Vlk1*o*1>mkv!LDj^uPIcS9)vTc*h?NmjNfJ;N*?)vAMV7!@%Py`E0<G9Wk|2`?
z(TU*Ro<9nF9|S6h+t5Zgf|MVwJ>>Y_b_p9|<VR2m3|}^c?g^hgp?W^P^h4kxf&b+6
z3`*v|n>z3KK&t*Lb^D}t!c1{vLDwhh?sR45s{=YZI$D^RB#?#$I1J1b@tZ5-`Xg{=
zcDb&WnjQAd=D6dbBrss4jKT3n^C{)`q^|Dn1}BR(i}e;b?l%X1!T~U3f`TN^_vgj$
zH1IyC5T%k$K%944pd<$L@Wy<p5>1*=a$KBn*>T)2SC{kk!iANU6~n)O64}3j=;#n8
zz<|Rgvd+fX_{(1pg-Wev5lmwEf@~>8ibFQV?wD1FxnC;(FiRTO-4S6?2)p*i(&J)d
zh2EXxa~iEyI5mxJ*IJy!hrOZVNhLAfz)uJHMfX09^8Z4t{|D6(2p0P<|B8GcsSXqr
zPxq(XWBlHL1OQa{RjYKOl#1o1)V#a|WNis}9Y0ryak*Y>7H!x$ITfmG0-TU`kNas#
zmUvt)_Zu_K)M!eiHx=)fO9?0_sL6s(n~uj|)m4w3D6R{@yfGtI4;w^zw$@|^sq1x%
zjY7;XNe>%ez-41&LwD{lAyDk{+82g-xFHgcC*>q?^$uKy?GdI<u}14P;-=R!wW?_x
zKT1(v9v(7&enOyF{SizZL+N6YbPs?lIg(m6o>DMAQp!7-@*plevgp@&+@H|g++4}8
zU-RTMCo75`T%H2|Z*>4D>HhtahfW0P2g5ok$uI3B-VeER3$0B}dH{?5#z{~zsC9tO
zrG=fH9oNgm&@g~XI%!hPqEgUqyU%NdCd_gqnW?yHUMPNjXar5Mzq&rwh!5=cJ)*vz
z1N^v)`Q#3OM_U(u9TV66&n{0y3L@i&|6RWS%hmk%nE<N5|K=<I^VG%DyA;hn{+BJ~
z-^c!scSOEJk80e426QI@NBSqr(SPKK|E|RU#z&h$0<G?U^bS4d<qr&7G5>?l0E!XG
z`2o0`|MfTE|15YuvL0>S2jE#UTso?pa?BztX@{;+ndd5@p$||(>c2h~ATD+kRemh7
znS7&16GLVYGx4vt`LQlk`##($GBx?Z>}OBCd`T6oGQ^Qz(RySFxiUVR{$Q?7(_JZ&
z5d%BKxP(KO2>Ho1Gd})kjv^u#%AN^wY-nI6u!cAaT^At>SAu|iYt;oZ_ie$~H%3c?
zaf1Ab5S7CUF!;MgEJ5YkSk<qbet2OEPz_SZLIJ*SaUzi7WII1$*kkpige0GDoo<2q
z6T~t3RIj=IDLKRFhf-hXFm^_xXQ(`wJ%~y&s=aDw98t+o*%CFx=3pyG7Da*!<N|^t
z6=VoR(u?K(9;7{0hyn9HYJ@gxGqw(46Edx5G3dbP)Z?Q`(g{q(5A3^fnK~b96!UXS
zzN+IfaF`8!swVN|Fq6b|CCp$K^7CbFvY3qh<(s1(XNRU9Op0tP-(_bz^}z-D4APXt
zR!t~<^Rw+Ulo|(qJQN{pDn9Zs#Ic`pK(GhI$fVTf<K{1PRa7{gTVD}ct>^h$-${49
z1sF^JeDOt|A9FB{EE$mjzO0LgmdWW)LVDVciimtPM9V@X>hLE7{3}A`;+_FoIklQm
zQ09{gWO}2P#pvEdr=`N8EnOYL8YsdwD*3sUicNQ8b3z?m?wh&7qTW%}tlWrgNi@#Q
z;+uf{Er(262#*rq-VDWmS|J9;t+bj|y>wFHZDV9oLF+lYarmE>_1?)0jQeS@fbYys
zCmA0fK}Sc&&AUe<LvVUo0<*TRc9ddM4|-5f9V%(nD12H01KigVreDxM$+|QH=yZJ+
zjf~-_19~<{oZWhEg{@Qs%>7^V6X~=_W?`Otd9|DF2nL0zbC4);%TUl%VWvBjg#<`v
z(Y1%r8c+l4U;`1Dd?Xdwpe;H<i}JPt3c+xKDB;e+w&mz&)kdYwd?(jIw^N1VVE^TU
zWi<U)irmpL98QR3N)ac84=0F$$07DEy4+X@d?@`W5XT197cJ_ChxAQI*xqlp3=`<(
zuZjdr-A*;5DvOT_d)xFS0;E4Zp1NyfxPf0<9=dAegh&|g(AdRuSVQ?Y)qgT-J<F~8
zuN2s$>MriV;jpQ>KX<?Rw4uUb>v;QD{<YwRX^47MXV~;~yz?{6wLMkB)A9nW2y_7<
z+11BfVX%Z{_Rzrnesh=N0L-?wUy0R(S}w3vGLEAP!^Xv}idYh%n$;5%(B4>Glh&s+
z>4ccrJzr)u8iMh0!3Ox?h7C&5QeUsl&z8@!9l0W1;OgsO!=NsQ?(s6KMX22U{7E~6
zFbxjqo_d=tm_Z1?9Tixnt$QWHFxeq&XE1_ULfT&bWQXtpuJ9(<><ISbzG!Jc^(j~X
zsL0uA+^b5iAqRQD<h9>Hp0CA_qO=P)9n=|QX|;u<dBSMm%7__$NHB!oJv!7p<nQQ8
zY}c4X&vWuRkU7-4QXVIn{Gt~WtbW4yR|~5xb(#xLW|siNS05Wpgzyn&^QXa^cMT1V
zi_6Q$31dAtkLXuJVB|v1i4>`-1cSXt5%re66!ng*9t8B1mx9t<3s4VDD{#}!qULm<
zROBy?z2|7*Yf`T{>JJoweJAZwl9&p?xw%e~8SL1nJ})}Vc=5XK@R=?)Xyvb~VpP9%
zGhwoA=HaPD*H3=H>AVsJQo0Q|LcxEAEG<t4UsFMqYtpA6l`?fgW!nU%BSJl9l)^pA
zHQ7me8T0a5Vl|*z^Rponj|3%<`HW+A-{$D8D|Zi)-3F+kC)R$izGDg}k!XY@Afv>A
ziImVQx4mZBA4{Hci?Mx+L*ud}7wN<q2VqW|c1E5-9QD-GP?H}`jG@IVeVd?A5PDC!
z-a~R+r!5Dqd(w$dy2jb^nc(MbHz3Tv6-LVgBf{hm8KD@#z=W-<P54lL%5s~gyImtO
z?Z+<)cpyQ3;%{yqffgH9?7$E{0=)$3jso4u^PjQ*!FAgv_~~g#Ds-_yr~1xDfDJFx
z2isZj?^B5s-1}cxVdGE|K0GoDARwj|ryca->4+Ovg4r`RI089HaTMD1b~y#_fA=v_
zUpX@8nCpn(><q2ki%vBAGIW5%zupHv27wnQa70+1tmVoVm_+<03@)kD2L1tzyv5em
zLF&)S!9%9#neSylS?oy|JxKy%M3w!!SfK=hN*n|c7re9gp{=t2Oy0YRW#Uw$x+AWD
z6La4YLtAQOo9<fq14_~%CW1ok{LhRP@OT9RN@fJ%%V0%T3PPw!HOVq!I*eXZE<ErA
zvcAkx`57O)LgZOnV>*N2fEMj}^JQyb%YI^iSv-Th&WGI2-}idU{>GtaV$ga5p`}sc
zUM*-oK!Td|D5;Ax_Z~5{a`B(p#tAWwx9*5TWR6|W-{>7QE80~Zn63EJozP00v(<H~
z>)g;J#KzzvR@X>z<x1O)W;76A492Vk#yhSy#YI;9*iPuzbz0y!qFEvnz#7vjXfK$e
z<s|2yy21B5SQdSEYh9`@?;-hTsGvFU0v0s=pWT}SE=jro@Xh~u%l@xN9{>Nw8c8CE
zUH^@N%)ejq!lXCw%Z265f1LTPQ4jn7O&R|mjfeiJ@^{|D!$W2^w%%&}UKt&S?LK(-
zu}D0&w~3fg&5D7>4eyA5m_h67#0E9ESy@>JOSLq6qp1NF3zhJU<p1^c`F9omM^ixi
zAWepE%>1S{WyX#R_T-Kx<bhyfV&Z?jnXz?ok<ie<+uq);w*UK8{rmTPAk;}D;z@Au
zSH-3J?@RpM{<(wcacKGtV&4O~v$loG6(@r9`;GpJU5qC%>nL{i#8HKdmr6axc{z7X
z`=HV{Eu9D<8@{$DEu2wT-kt)anvm(5-39ick)uf}Kn+$DOu;+rcfY)bv#VZ5k2mZ#
zr|<(G?TEHFBThJld9w8|?d3ObTkRw0txYG8H3;FgH>29#oLi*5-0ghnEpZ?Hat{j-
z0p#rtXluFODq(4N40}`n25sJUJ|Z$q3DLdN=&L?<EiVsvdmq6y&rZCF+_jO3ZfYTV
zrKMBKJ|B#TjNanNv;Bom*rzrgXq`Cp>RbEX`Kc;WyYp{#f$ySIxGg6{O~D~~<n*Y;
z;O|ic1osEpn74nfZ#p=MD`PjBB1Ega!?iGdF!jAOs0^e>zLiXo$}kM<Tgx4Q5-)W4
zsJ};Fb2y1-qsD7&(b#a6;Nw@9G$Bb~a||hz>YG|ezp>JSZS8zR3V+<Us_FzMHX9GA
znWO154yb*sJkY1-aPtEE-tw%{)l~%uh33efROAc@w%rO6r`#66p_t2{RwC#Q1qAv&
zxpt4C*tqdci&=oZe^vCM)?<JEwU84KgiE5%msd;WBPdfcG-zCJC&*73zs>iZ>&fSf
zs6dix@>a=j7-Qty3zo(%s8YtP#O14Xhx|N*4O+TGZbz)Ji?B?Jmhk?zg=l(E7j)tD
z!L<aX;>*FV$ospv27sJYJ|3Zo)2mIOm#HcJ7VKVuM6!~Ww3WIIp`{GOidKt-BS&lE
z0ZtM<wTccT$UY29R<ho`qp#&<d&`Yjh8-1<EujyCn~#dq9hbOBSkjjP0e5fR&>C%>
z&kgkgI=>s(N@0&JM$&IKy)0-F+%F7*GSpCELd(-`d{<3>IMI&(GXJ)u5JOB3zn;uP
z)+GX^^rEg3bWZ2w*gb{5CKK5^15NEHOxG`tbIN^iW&MM;;WJi>jZI8x!%It3M;%5D
z)!)ygoWkS-A_kb{GK+ySJmZ&(f!*_}55pm~@L!C%73VB5VbrBB{VYZ}yMG)(HFex!
zFsx~R^PvCOYy%RKT}4h<;OiuW+^5|kySnsmX@bJ`Kox$wOg1Y~dMos3fEGY=Cp4JY
z*FPNA8Y=sFaPlJxn*tL3)S|~*o3`s`=CFIV6vJ4~L%GY$vp{3`<=PjXZF{WGrK&rB
zEVL)*0&T2~WL0UCOp_G&)`!LY3r|<kjBSjso>&uM5EX%4*J_NyU+xcpUBj4<3(27-
zSMZ&o9u9FP{MNfTQzr7b9TLFtDLG-!b1r|8M*oDi!T<;+CX!OBBMfNg9h~E0%T@Ki
z8S{Wjk8-R(h%hpuA8#VrAnw!vZh+uK9^N;W66`mYe5mJerx(K<#9-bZ&%E1Td0CHV
z#XGs?dWlE;AFZxq5);+6b(XMbJdbvLtuef{J-_PsUONr6JcK4<rLRSvzdPH(Hz?Cq
zcTIhqIkA*I>R!MbbFVJ<qQA|_!JraDEoZn)tRybL+HxQkXqp<VBkn6o*3<Y3zw2b~
z*pQ&-)&!eJ^gU^-w>9WNMMv29q7g&?M+#qXtA(+8f=>83>({t%`FZEPmXr@UnTWy7
zKYYdqsUb<4bD&8cwGhGf0{avMPIh)Gc<rh)9|F;|>s+?x`kg3MN9aX6z6QXha;iqu
z{m{S>9HZ;*P$bg6ap}%S8LL^wS)y80)e7?;PzPk;Htwm>b8m;PEac;Tp0<sHzex?f
zqS{qL3l|VctG?yd)?%yP+zQw6brP+(HsUJD86A01*DwbdXf71pCs{m@xYw2><Lo&(
z+0?c)r47aYViNr+I>PGtbCDrHHy=rhpukHMZyl9`u{Uj0kwJQ4IdHs>+Oe%uHYHmt
zu>En2Q(wvhxV#)4?`l8#ADBzwYF`Lz3IgUsuF*Y;(WH06KqXU4!wB^59u&)CfuL3T
zfuBkm11)GXg@;~1IMh98U*E=^C;WI8t`6H!wTZsS#c|8#9gsF=4f(ajUr!nOqn(=e
zNa&6a{<Pu;yMN0rx<^JvR=@C|_HIgv`HheK1hs51m(UI8#IaUY19aBz!4a7J<u%)v
zAH<$hV#z8$C^;A7j#TI1ymo$7ib0Jr+PY|0EJ&K|)-m@J?!HrhC=qNsdGNBf{K}F<
zjV-EECT{9MtLk_uRF^PX&}IzCT-p+11bD<y*)NjAs_SZD#a+#e!72q^(;i<!>C3+8
zRN%L|KN|eRd3Vocd^|Wu9J!SB=0Q-#5Bwfhv$%j4H(zA@8E}7TSkvAm(<=O$>QZCq
z5g{=}s#&<xE-WHObda{qX~X|Qhs-<N_s}zlw<fz<%UHhC$@HtM5&G|E1&e3BxJEW|
z<Cix(BYWa;I`b$niGf8>g)p(~wf;A6JWd?7JT0XdGYj~nhbB_>>7J*k^87N#d7C@N
z@{Mqrs=r*k7W*$5if{EVpG+4xd4O!&;eK^@c~d!Oi~fwZu`wwsE}B+Xy+9f+8pLKE
zjXz_<>m9g%t=#1XiW2pH*xM!8Xig1ZzrC^Ke(<>BP8af23gi=SvRKjmsT`<#O=sJv
z2v3j5cH<ns6~W9^*BDo~1~!8{Zd`2gWN4=h(aIGu<-$`%x)ZIV=@i^>t%XxUDa3mo
zY!*mcmj|bW%QoKZ+(|&5+Fl&q6&Z7<L{oVvHhY=ym8X1)K5(YKO9gtUsc|gIecC23
z6N^zi>`-{rXLfBRmHdI$^mBvreorhlI`jkT-ts|!5t8DwLKI@Cp>EHOd1X)4^02Je
ze|?HZWEAsUbDKxVRNfvHr>$MRKexyIB{`XEt$#UzNBz$7vkuAj;KmyjPf`|@SB{7&
zDo|cjvAP&|0l->J>!B2NyV;vH#(Ajz356z+tiBHA4g(Ph;rC!qw>RTT!7;SDd(g}m
zH9S@R6AMio8yx*V=Z6EVZNy7A-d9`fmMw-k5pT}i+zpvO@WyuyhV87{=KCZ1EV@JQ
z_7{RknEo36nWyx^V;EC-HP(G~J+-Co=p-$^)YQeO62LZK)v>_z0zj40OvgjaCD3@*
z*!q9;iShOhhHO70r&|*Yq3MML$X|}2rK<-Px**iEwB}>c=e41q+LN?;YDWvC{?%-?
zWbBzH*1^p+^dPy(5*b1BXoQotaaiD$sv%##sV7K~X8x<yux^Us!1j5-#oRqxH@~OV
z&i*C!yOi<ixwY&$p80~mk0l~tO*c5K_Z%uyIXE#0!iMyet@?`@&hpnRxCYcw{{HGD
zB89vzkQ|}ZoT#t>sV}E!NkR-I_}y>?%On4T^p4}Q&k*VqF%Sx>6i6%Kx}3eV*7RD-
z!=0Ev^JduHcG?*98o5|tz##j1c0dY6u{`ufr0&{lPo#~|<2QZUz6h6m<fKNvz=1%}
zJS1Ij90LQ-&)nN7Z%%cV4zFX+8)zOKbq7R>)@Fl=V`|Tv7<hFLa@dh9i;#tor~2V`
zqza@j>h2K<-Ej%sbAhswblpE^_*rF6%9(l-`A^15%#z4Pp=bC~7Uh2+USE>Te;Kja
zarJTe2847RTO0VW2%8dyf^OO-xHHCB8^)NN=Nre=t{g3EkyUS4t<qP-NZ?Mg-wvCF
zRys361Ra|01e#c?lk3)iblkf;gLAu%0+vehj$QAXWn`W=5|90l#44AsuQu_g>9Xen
zWObA9@a>;Je<`FT<rEUC4$zYjR)B&=pOwVyLm>~9#5`;d#30QrxL@Zomc9bBc_dgi
zr$eo*y+5Z<T%SO;dN}N#jHWu6?2V_^vh@xL-rjH!m9701DAjH;n<Y8>F#w9Qdlt@m
zyC9Fz=1mRSNzKr<-#@{aAf(%qq*f(lP7{=~4mp_IJC3@TdF1Es@Jkm2Zxq1JaQ5${
zvo%vMtZxh>Kku<eQCQk*OCK~xT;h_&5>V9r_=~$Wa*Vq+;~06dK2B*VkQ@@3hc791
z7m8%p6ECrx<HB|yxs)7?-D&rH=dYqJAdvUy<-r#pn_^LCbDpcf&$DQ`vF_4nd+}?k
zqx}%w@wESl@Tp{pkhdh2=SDS)=f=L4=jJ2u=$+r6R1Tgok{vu~9!W9DYSkL;y|LoA
z;FV6#Y6VOfflj8wX>x`7vZg2+Gc|7~W1se}SO$MrZ!5sqk8m99orlh0_Mj6@Bc$81
zki__8`c7%D)m*0*z2>4Y5$?2mKQ1zll6)Fs>h0Gm=T9(HSG!WxyS+dYd;VS;PzIgS
zk#4GeIA*qfoV}9nf17+&bJYP*(pQr2)0n)Q{ISyw<Gz=OH{NBbU(XAKo|(Hk>x~Cz
zS8c6qY}*M;DGbJ;>pX1!{rG8th7x-#N?vYzv0vuk#wireVen3#L@X9t5Zi$nlK!rU
zb1ATxw{Dy|W4M2ZWdVs(zq0$x+{ww+)C1#An^DZ(8#@D=9O-m78kHufcOvm!LvFO&
zv3xOMncc?immxhcf7sF0>OGKD^hV9U!mK&}N*0g!Ym))T(99IbZ!fKwyZYB!J##Sh
z3k&W$nc&L>B=Q}_5{l3BDOYHJQM!@6gF{?q=GgMCpvkcxUrOT@WrwE+oV&|qckza9
zcj&%%@0fN>Z-gn!>0&<vKW`q<lhd`I3|)^zx*^NUl6KSEh~dRPXJp6kZOUk^p`J#P
z)etm6nio52q6r^YB=4-Rk;DegVeZGnmZK}4m@Kutxh{M-<!=Jm6gb%uJ*EL$e+`;H
z9PWJ{NJkCH7xkr}B<DLJBcK2S4uM*zUJuu4spkjd8nlR$>gy;;Zdx(*+wTZxx{fFd
z3rPNoCgyLV)X`$IG&b8OCqbXNU9iy|iu4x!sxB;^(MxEVp*Znpc3yeRuKUa~vYI~_
zb0usEdXk<kJ@VY$dSLadVH|KAjcRGR8$$m%FPK99VO12_FVNc2buKWF%f9Z|!}N_V
z*5&q7rR5WJg0uIOL3(o_)MkyqF<R>#&55fgSR~}G{~+o-pSAddlut&%f@2yt#=XxK
z_1&mW=%|C*l<7DYzuhLi=ejr4FIVrGDr|EGI)(vzd6%1?Qq{S25DB$ccC3r2S>&)0
z$6Sx@BHuS|I@GHMCvOP(3s?_ioU{ch=ggQF02pxrMvJhuurN#3A5a&G@C)XiE&~09
zsyP`L`C5cY0?)wyD+`#6phm!dleWQeDXqmlGHfEac=6*#!?j<PSYV_kQN|ZpcuzIs
z#Lcoc)^g-~afxQA<hgoR5DTgt%AM={g1x@EO$GkQudmgThr!n5v<<UA4aL8J?|7cO
z*Vca%gB@;s^`(FNP4fy2B<&kC6_lRGKF1;7knpthZs>?XdVNyE?j2eGc#p3w@ler%
zApJ+WW_Afp@+z?fLmmrfv!oc6pO9fh_x$Lite2AL&)GSBF@0j<*i?`La@^ONo~4S*
z_P#&VQaxu!bZxrd!tXPY(lNP8=`WR~KB9PBj8u=y1W&i{Ml$^A{ajj#6hNiuX-OF{
z8;;bupsfGHm^P_I>&J)Qy<Z42jEr5vF1oH4b;6OgtzjU*!oJnLtrhu`bM92bMKGb0
zr>Jy*0GkSzY)4m}#=W}j7jDGQvje*L&Ga;c(ej}|9eVfbfvFi0)Pcl(J*b6_KI(Rb
zIMldIq7DVOo~dzS-G!e!hvED$XD6^hna0zH8^3;47t~=%H<NZ&(a~QT34e@!QlElG
zMa3VTQ%7}j!p%w!f!$4tNPPZPW+#>J*Vuk*w9uJUR#TmWOX5ag+4B^Sz@L^Hqm-*^
z>EBr>+r%|DOWikTb`jpn#yd>;nF_#1;>sI;+KfT-PT%Bz`}hFzB3N?3$vN7_cICfk
z7jd!ft{BRl#QCJ5^FCzuz~D}lI?);Y>$)a3IE0LJ&v5#~klS-WYezAl_MbehJ~b!X
zd(R5T#SlU(=}A-K!M#=C-`>CXO{RE<M5if*eC_ynomDx1FeSJMkJ;j?m$cN23vSp?
z+==3YR-fr6_$J5dnf1+|MUC}`ZB}yN1{c384`vny?8{_7s<$G`v_&0thaXz*&&_*c
zS;QgoW0Sb$LR9WnNz3b^UteWtX}ib_aNHdAD<U*}%By-m8{kA)I;6>k!1qI^d{)z|
z%*UJyS>a`@vU(}Zfv_pW+MeOmalH1FaR#D*hr}%>NL@8c16a7Y-xvKh1c^^SNpj6_
zq3IUp`ml`$ynh@4IbpBUgZf!r3=#?!)xY@-UL)GBP9!f-TU|JE9imb_@vbH(M8IMv
zIlJhpV1wq&H+vnjVZ6r~2ag*OFEj?J1#rE15@7Z<W&&VArajUpzUQq^-JN&>i!-%O
z?$wN~gjECkI}sposB@g5>{k|I?(Ap+(d91bKTN%$wTBn+yqm>CA09@;B&+6oG*)l;
zAa}_bPB(*W3!!dH1{+h2aec@jabSXS6TU8&$DE8m4$&4uKg@*3yu=SmfE6+#zKMh5
z54QW_J!O8<vq&7uI9*1shl4(;Y*yTelq1}VFcl)PG#BE!uo2X(mB-8ttg|0%b6G_>
zPIa4=Cu#dvU5!+8juH@IVQ5vB_g@bO*DPC-B)=QAxz-`d`$!HAaJ!7WRWsH=UCW!2
z1zQSTD(a2ZLqsko1U?KCZBgx`LfFMGQoK!t4&3i?q(A;V%>Dd4Gs1Fh#yb$wyjTuW
z#KX9{{9-B^yJ0F8>~Pq$9*IOTQP?ZJ?VIfm(-k8DLk^%pS!W51TptWz#!>5j`Yi@7
zSYvP2!r6%Nja+DG!V`y&iD|tnl>HS%8+i=2_P$66`|$`eklyg9DaR*Z`(vhO=U^#K
z*Zoqv6pDxDYbH-Muf^0=@;V%vJ=xs?3Oz*^%*|KPCcWp2SMp;N^+(H#pB&?1%J>tQ
zEfN{x4`8vZS`~dCI}1to^m`%CIcR>fnD-+0b<ShzsB$Lo3=<yQNBvEQzqpKJ@bqSd
z1!8(4(75nE5la@|x80e`54j$huhff-ZX}1NOc`ZthH?};FdrR5^-YlNK-JvZ`A-d?
z7~=h^b85<{7+4X7I4Fva$0yo5lj?6ex87cL&}JN&VCa3Za0@*=i!kHjnWy|@I9tlz
zx3Ta^$Hc+gKX^1zuBb<eu4f+Xr@TM?E0mc1FjrGef(u6$(Yc>u{{a=bhJ&O%zX=18
zHKLkzC;_IaVvMPmBCMI41YL4uD?#7W0K_kLw@A2$ELa1{%3jp)__q#%a@MSxa}g74
zfZl+urnj0&m=OjSn7wrVJIL*2JpOB2g0>jsl_XI){pZ2JU9AiYlCJNt-$mMF_NShB
zky;XirnH!O^<{<e<^eQJ1Su+1g745OhWo_K=_}bzs>D>Yrv`0OOH&>!SF+FVk`EH?
z<)a&`u6s7nN!MJg$-0NrS6Vs;Z<5ACpL<`L`1@{lpLR11B6;J2AGXGBhB3vx6xU_4
zk?i^@Ow-O2R(}6seitV;Xu<b?nWx0jpIri~hroJGFiR@m%gLhZ!}`^*c(<wO>g325
zanu9#*w~mj(`mcYEKY^AD0-_r6idCg2F6^t>lh=_y*IrU^dDpW{E^Gf1ea_rUD7|S
z%6El2ZGQSmjD>{o?v%ylQl}S}3ooQ{QIYN~jR!mJZ74EdwL3^Y7=$J|nZU1Sphcs+
zeQo&|UCHM2NurACcr?&0ecNtV6TKsKhKNkZ{>82kjj6m9MUV?mT*6~Ti_cOZJH+k#
zIqBXo$^p?{;2bO)v;7=4rROA$&X}dO3}g8KAfz+MNgVSG%uK$r12rRg^E)kdH5><}
z_>dyApaxHmsauTi8O*xChx+7tTyq`<S<hQ3%3-e)i&@4)P|fj<u4RYY39k1vYiK_h
zH>pHE4zi-L{XEFSumJtlpN$5h@aFM!!c83QG-nnw<VS)-xVOr-#9Iy~BSAW#t~PDj
z&{VYObz!=4a8^*<aTUc@)R4)b#jZz(JE^B9H)3|?(7@i{GTE$bu*-d+{%*^0)0=xi
zzw6kiBfXU|gHgdWzZ89OR?E(Shhjc18_c3ck>EJSk!r?ztZPFDG*JlLRcv*KTC{wW
zVp4BM5ARl>Cl3`&*rLVMKhDv6pzo7Zve+cIdl<RL(hRnuEllxYfo1VR`iNwKfxvP!
zfz=oD1C^<H=&8-vQc0oS?sVGJMq-+@p|LmGL*$@7djQAaq1#A{V2$`|hg$&SkZm#U
zwY&+r3EUEYRaYAQBkt{Y@@<kBvm!yDtGbkvWlbs7P}E?AdABE+Az!VjZmbe^i6|r6
znHsbL7<BJq)COnBdEE?kFWN3>??%OYBR;=tZ?B{+SX`eOWg;%Rde*(il57x<@m8j#
zS>EkY4BYV`uI5+i`bzR?Lw#~mJ8aqendOd1pnRHff2iOm*iEmkE13z90`s2;H^DXW
z(Vx*UB(D-M;+0L2fyS?C_fybwu2#oHNOktUAN5Tw!Q)i*oB7Z>BRQ;;$$D>(mVGxA
zte>m*#6OA?Ns7Ppo~9>nZJ_|C0nhSI7?+Fj9R`-HFD_vViAFTG_VjkpM;M2#I5j%#
zt~k+fZ;L(B#?aV{r4Z_x$%vweX#wRD8rO*#?{Y`eEX3~RRLJUjOF6)b7~i~lj0=JJ
zMF^uZimG9$8|GL@{ryJ%9$ND)TZ;e*vGDfx@D>7TBRkMyhjC?dBX+CuIUl+F)JmGZ
z|3#W7G>jE$cgk)q4y#XaHqwVT!vMDodG{sZQT-HjE;V>M$kV!;-<LM>h+BV+vRz!K
zmt3Sy!lu+(clxQw>8h&-oS{wkD>%{=)P5^Myl2%KkV3PZ?^431`kv|+m#rh*6A!M)
z5WIr*K{`JPmQ_lB3HfPC)L%4T50%wA$<h<EiklmSsY<dr05|fTMf@SmCvr0BU?$-d
zeUDb6z6d3oSaL8lhH2|g;&p4-VWOhgp4mnk!XWD~a@{Jk#$6s?yu;@syai16$kK90
zJLkdX#OX=|W7iE+CEnes)BfG5mm|CZEZ>P|J59zedHIt7_I;-d@q!?cS&dE1c<wM;
zj6@U94ZJnVt2?5@!9sefD9P5|WI{8~%^SP>#Br6zcrHP9>xrE3sB8W{NOw)>rA(lr
z>M(X6RE00#vh{ri{+qstn#<@@A-07D#KhmmfjvWD#@r`k9<olU0jy<2zHH-TtVjJ`
zMhTqF!*9E@z<{}e3N&W4;++kzJ{M;(d9y{_X}yLGuxb4k_y{|LE{YO!rDibps1^Bi
zNxhwYYSJ!<k$z#R^xm*j0lm49-p`$^0xy_&8}Qn2)*9qSLNu6+7=nK{<?R7aVRG6v
zwo%*@v2Pn^h{Jk$P=a!>u(nVgb619l`!<TAwQ;Mw170q;QAF~zC&(h+fRE5QK%^;z
z;=+hHxNT$280&8%u_iOYuYn&|Zx<w@5NrtyjCq;?&zH+STynxRaMi=B;0u5XlXgyP
zat}Tgh=gfIG;gf;EUKv4dfSn_U3Jp@mB?}7rWHh{NFF5LGF0rSd%W^7t9)S=eN-uU
zNymL2#?H_+&;b8y_i#@=Tb3D@Q$$k}zeqkC#mC1-k`m(|z2W`gVNvlBx`>F#K|~Co
zsaDVM*H%&rNTgTG19k^(ot=x8ZihDHGq};!sx(bnmH^>qFbWZZnwr{>5v$|bDjvOR
zc~0uHW^XE+=|N|$$=GkWJBo*ghaA(1tpCN+TSm3Dc5S0AP$+K2U5XZm;O^d1+}+)s
z;!q^GOL2F1cXxLSZo%!#e%^7;zhopC%kH%@=e(@l5mRH!eGeJt%a@s2Ue~iQ2wyW&
z0WFG_p1$wqV2s86N<U3JW*+b9p`<8FL@Dl|-vW{k2Y#0X5)VKqrt)KIG~epAZ*OpZ
zsQ&@jto~dX+2XK2nWyEu>V~#=a>}c90Zo5~B(aF8Bp%bQL&RDoW_!=2Wo3DOlB3Jb
z4ir_^L($jS&NqrRCu{U6ES;EzQBgu-1f1nM_Nd=j(E)FkU$xne+E6ctoZ?&mdBG_<
ze{~rM34X|}>?97I<jgd8J+x%Z@+^i95&J^gzXd<VH=AmT!so{ie8|eaQ0R$#fnu>S
zCnbkcd301Yqsd2E_Fe`j)We22yACxA2!L?6!vF#@?O=VHR@gFox||?iKWfRSx+dA{
z0k%x^g~c!DZ$#*9Wo$bAkJn<+18?NIsUf@sjbzuSL^QHey{RjRIaQ^?k8`NENn3{_
zEMZ!$*cva<d92?tn-<^0$~%V8SRg}ED^@>2k*+E!Ink#~Wo_LnTIWQSE0B?grONL6
z9@oueQS;MjwmEW#so>w)1i4ohKW+p&s=Z#EEehY4&)`(vhU+weD!IM_<Td*P$cE*l
zdN1p6M6^@_iB)~)TH_q~F7kVg%_QrSWv*hA3HDuGA4}Tf9z50H;M~L0bcf0;Nt>Gb
zM59AS7*@iX7`h3Jlx2cs`@<4sEmTXJHIZ2xl2#DDW*;RO{!M1fx^m1V=oCc0&3||W
zbOk&-+ue>?0RE7yz2pMp342&sV7bO-#38D2KDA$gaN3EuJEi$sKo__E4n~B2Rn4qJ
z#mCk{D9rq5clDDndpMTO-_63XUav}HdZ>)|C|B&BnTrcTux*2%NP4j{VT}r8z}RDG
z+oZjesT8ZcVdzD5d=q|otx)k;GIGi^GYUTjLnj&Qi5gYQDiZ8anP#!qPlF0WbnS?*
zsQoiXT=p-^YidfNfR3#7SmD?H@xmcCermA1zwt6EhO0|Tq2l+W-Ni1X#{BdS5Lz<%
z8?_j=K4+oGSN+z08uaHF+=^f7S;YsV%cA$kw}c5n@l#8w;40n;1&Ax7o>lKL-u)xH
zVrx(cE%QXirdyvDrxY&^OnL8W>?HQGeDYfg`HLW@O2;A%QKCj58jIn~zb>_<HHk*$
z5EHYnF{kA%?QP5|l{+{EHm7z^HGDsC?`;{O@;*D4c-aG*RMf!_&1cB}<X8#HhVEb)
z9MQ-094UC59z#}3uYo6?ni3jGs-SuD<+Zf?PHr{1R$NvZvKEi&UZr*)Ew<1SL9_Nw
zP=BmZ%;ybNu;wO8ymHR8F^3Hn0=cTYuoAH4cCa)gbCS1Xh2asv2KRqXXFBY|7pw4A
zjvGvFTIs#S<nOqetQJB-wtE6I^`?O_<Zj&tfBQ~?Kr{npMD1j5)kB;sChbdhBaC^S
z23l%<V3%LhKZu}put1hcCWDZqU;(9Hdt-rSzdLJevMALI12XC&=mK?KTkzV<t(_DW
zHCGF;5>0T)6L;hj5qZMDf5i^B&z74csK4`Yr7d*l-GjHA6l}cC$CD_39^#u6bgjN1
z;qOPeN(#f*dx=>1`hAJ}I@`QCryUAdLdY^QgMLnF_``{9`7oQVVwsY{OH6l&I~^R;
zJ5F`%to~E`?-c)fI)Btq8ga~hV=0^_f1}H-WS1#e$Qj4;%EA%75Uy3<@*g6(vQoeE
zwSVs>v7TANjcylrUc%^=Y?Tn$?Ki0ySr4h(_f~F>k*j}Ae@)e`PHBXBC25nKuLAOh
ziH~GTJuaWHjwq;8o}^A&%}+iQZXSmdPn6QGFOi3+bO@;qmIj#c2Q9NQ7(+Zoga<9Z
zs5;kl|BDc;zY`}(B<xWNjK(|NeHz7&bX1uwSJ?MrRc#wuc~(E)!e!C~hhlJuaBECx
zU?l_bh&EUn0(r^T_nq@H0$?WA>ygAbeT(<=&^SBWCy0mf{3La|3X%-Mx+r?fGhVF`
zTbp?XNc+Aiz+!k8+gCI8EoC6Bd40*%b7FPp&aIeL4!PxHEth8KnfpAMvTIijpDpP=
zcT=$%RL<(Tdpou9HZ!H-kJf@4xc<XNq@WVzchv!DVLYcD^FNldN*sL&I5#<)qv)?{
zcpE<?U3MA|cIc=CYVmZq;;RPZZ8n(u6@$?dzp?SU|4UCNJVGq}F(#N4h1b!+!m&z#
zE`WglScJx_e;aJ-%|63PExk9kEE(T`b#wJxVc?Iuu|lNtmhkvI(>Tnyq@S#zS|EX^
zaG)>2#3UC5770oYupRyxc3#7M&o~G#fjW|DLQa^1EgXoq>NPqO3M0*j`*+!zV^)@-
zF0r!pcMu*~WeWc8->=kohMtc~{L2}p>Nw11PL{L_fkZxm(_1?JXaz8V{E48$*?c$(
zA7%B~5dx$1kt`D{0UoL@Bt;Ld9S1iop5gD0l*56mhnEqLCZySzc%4>zfdbL2Fwz5{
zs<=G1WaO&WN|ZL)1^1~fqBmv7ppky}zA0n_B^Cfq(%L?sKw&kZVr$7&b2<W%F-AF(
zebM{Hi=i)`wm8Zab_Bj2#Mi83+$bY4>dhYpdGgk^hsNyt1n#3r47Fo}=NUuY888Sr
zF{I^{GOvX%vrDDH@qI7~hs4@|*v5vD$=NTTb)B&{@@JmFO8jYjiR!bl3@tyrpJW#)
z_@R21+DAoww#CKAQAG*e6sASr677hj&GDc}>l%3cJ>(`28W|u=)}xOKS>>FGT}^h(
zg)lAu;^QNIJ4-@Ika2+wWsMU&)&5Uwr4b$}GYgmyfjfDxXmrX>53EkR>T)|$^zL9X
z=hPrkE&RwMzFL-i9I|&S{TH?iPE9l4#t4JVC$taKDKedAmqQ_})knJPS<xI2er|8c
zBUQHVp(=b<EA<~;g58R4Hb`tSgIF-4n~Y5@k-!@T5gY82(ds8bu}ALRF=}31V=jxg
zYH=SO{;YL-XvCo)viVWz2aWF>?oXj>kFKWFtp-#0Wt02*5{gW6=RGU=aH7bb_AS8<
zGERWwlIWD_6{2%~u5@;~Z#CQ#%lXTE<DfJDl1zTI9mb+`2*P>piP&2FjkEL7WoC0f
z&D7;u9orOq-NSC%et$r*6LP)!)ZWFXOCcO+w}lhNvhHp(W^@j6KUd4TPGgw=+yJk`
z$J`JR+C#NIv=Y=sA6V?dS}sG=9cj-gXR{ab6$cMF<~P@}ffM;hijNb<5kW}MKZumh
zR*B^7Jj_;N#qjbTf=>!n*_?)y?5sEVq%n2<LOp<-*`}G04_++%4Epk39G_S8gB&3*
zGrTvyhE5bgjcYdmSzn^}IB4I$1btomJ&RP-Ps-eY(XKqg^tQ=u($vT}j4kN_RR~q_
z%PN=b_0M9&OR9C1<d%2bp1UEhmYcl~i6^sKX4YlAF*ulip~+A-+WGD@kzL+e>Qm}2
zb!cp>&4!jK1mqbeVc|EN3E9>KO!*1_npJ^B(19~s@u!Horan82m$dc7Xu}dOc!6&$
zHvdS-Ux}^{zD-J!*!4(OwM7RTX<f~1ZS*$P@p4}N*ZeU<?q9s~4d#Z-bm5S9G1#`Y
z_?{nV$8x@j!mxUh_|9B)fo*qp-?Tu$j{rve|2^0e45j`c7^nh_t6G0Se!I@xz+jgC
z;&^Uf^kvPufaoH@%D(c?^5Gw<wRO%<3y>tZ1SQLK7t(6K=b{%8BLXm@Py)4@uV5u|
zoUBcq;A;1(ZXT0G-&36VWHP13wc^OSx=l>%fBr-e=uk~(_e_a;k`ejfIZ(s2+4LoF
zCFLn|P6PIXeR`O&VW&wpn|QoC(%&~_F?*aO@$n}7{-@Mg&66@>r-cz8b~K83F<h5j
zu92&m#opM0Oic7dxfML0+mo{(rvz?)6nbH!V`TL`4|X)7XmPR$FW=%4Tpv#h#kj1$
z!slr9Cw1NgwNv!uUlu-Fo7F;cZJgcJSvPV;Ne}0DfYqi4p|F+C4m#T{U23slr<Z$E
zSJtyNUW*pH%eg&MCs61|4mX%Nj~i@!>SW$qin;ETOk*o==1rg7#@<wjc^vF^f!I53
zilSCq(DGUo%EpqH%~W`ICmd9Tp(n7qsE;{b>#7ObO@jGBh!yY?b<Emk&_+zRONYLn
z-$n<`bilWqCpi$0zn!_EjhdVfQb!C_(Cg4v>%!#|N<tpv>D206W!izssQJ6;H8$pd
z+BsBhT7vL^&V%(1nP})2(G7^9c=t0G&68elZX{9tPVsFyUXo1CU!D3w1|D)MD<K6u
z;QU;-`tX|sGD45!EnJSIBvU=SV-Lt{?FtqRLtrC01Wy!-*(Ro|hf40$90VMyOS21Q
zsxsJl1YqC7nn7f^?daj*9X`{WYT*JqjOuI!(1yS1Vsy=07T=CLmB*W@Kh42%CXg7=
ze5fM=Xb<tR1=eA6bP=*{ybKIUNa`Q<M*T`D41bS$jQx+M+ee6fHB@b3yVV(0TufuV
zS`Qx^8=JyuM~sY5ap`q;BHs1EE0@ap<v*S3M>fC)U)O!-3;1*i^*?L!U_>0bN}t;a
zP8QcQ_4QU4#JwTl5Jdh3*P<P*rssnN6nHi-8+CGXvx7`z5aC5$-(M~*R_e^ABuq@c
z>v|p+NIVfpNlA6LU3SWv5OCTOLfECEr+<xcBBP@VKPPy5L(;v$oDFtcS({CMABEp8
zgF;DsQ($2>A=_|&I!H#xx8%CpKg#wi><OmSkC{iM1;QXP>bB!PY<e*vf3yDcYUAO-
z&8X8l|A+@){)3i9&J{?=ZKy=$p$PT$1#Iyqjh&jBI??IqC`UbkUqM_0|Af2PMq3x&
z(Loe)htj>mbsEoMRBGwWe%F{jV`#BuE3oXt{zbzh(HX;MUxdoGC~^0_GpS^mW0j|$
zD$&SX%?%ST#P#l9I<02F`o~XgGFy`}7UteWUq~&V_c2O&PxX-S_uS#6@K_|RLmla1
zSYi16w*FfF*lVg&o|-=WHA)%DC(5Easj?M&6Iu>hm7uz=Npd*<7aA=V4VM$1U-F;M
zjo8;BvOkUf`OwtIN61|xOtqMC6TX-pB;B{^!z1^UXm&BV7P~ffW}*HFc#MlzOzx?-
zq8{G|dFXPisbb1=E29-^pP)L1M^4n}tQ>$5>tZ2fj0hQ3+gtNZO=3}yRLEN;gy};=
z1W!Hbp}*sX@z!5ER9FciDJz+lqFy?`mv-gEkuTVITDF>rZ9yC$YCuJ3ry(Blsul8@
z)dIU!v_oO#1vxy5RcWkRQQotss#c(K2g+O2s0GbOnrg&nrMa6CuehiRj+luc)RAw_
zb4@H}91Wn@<S4SI7WcApnC~vH{;Ogkr<x4UvT`P*mrNE~)X?xq^;Dw9zJLpc;ej<(
z<9`RI>>%pcv;@UXy~V}G)>pXk)$WvD9{y;{QVS{y0etYE`nCe%dPsdp$|F;1osdK3
z6zI@M>8M!iaf>m<Pv9bKx=3xp+TW;z<EvE0qG_;-LdoT&;J{+a%ahBmxZUCKM2SdP
z^Lg+9wUr?Kr)qdj>7k8?2OFSA;YUcjmzgp#hcQFJ{8HWxh?XYz(Wc^A`^Wx9tI*~g
z+BP)`e9*}|SuvM8xbo71-jmdr*WB5qIYGsuHYeu!$lfeNes7CUzIYyl-grhXBG4Y@
zpoL*i0sQFkwIc1@afF;+mQgOblWkqKFO!MaFCqNFiJ<czeHmIFU%9iwbj^NW{j!V=
zw<D!gu|RVrM@KJ;V>$N(uv*r?vi@w#ANbQ{gkv@D9<wa2fFq^Hms=uS92jQ$^E@#-
zsz%)7F|V-o?tP{OLb7c6WHVXx@8Q6?e3<zTcxYnHP~07_OBVqxf`3A)kk=!WT4F;?
z8c*KX=+Y_$1wBN=U^6QlJm9`49ej`B5aDTG)k54%Yu`Elm-rj|vGCQkm{^u{52StY
zj8QKT23?Ce^Cd=>EY(?H3t6#h)0Or7R4gb#%96=wz(Bk6vi;)OHhR5#r~UZhK(GP)
zZnTmqQg$vRu$86)+t5ku6G@Dc{xbY-Dp32O^E?b!z}HHHF(c>y>x%}i8ia{sS@!7i
zODBR%A*t29=P%<0MJtG=uYDdWXsGa?qBcY~pL#<6^zN>~fe|%mX;u-n@Lq78>w%|*
z`1AtJ-SMC#j1>Y~EH_GhIR!8}rEBmE@^K>~+tM9sej922W&PG8uA7MMH8*zU4Cl7C
zAg&PN#XoL*^>f#{1PkwmZhB2TI=S+Qe4CV7)DV%?n828{Rx3f#I$%bWSxMj;>!^G=
zXe(UaK6d9Ih!2KHUTo?&t$LQV1?KPr1wSE60(DznFyl8>gW~MGa3s+;A_o9ausQT+
zNrmXLA}89-9&+Rh1s>=4YI#*MMpscHnQR5icwQa7eOo*B!&BL#PyI|u$Gl{dO)${+
zgIpv@ySsS;zBzU+zlnCBVYp&?){7lN4w?CF{d6I1GF;g|4KQV`cj#G(#5R89!X_gb
zn8i%g!lzDH0D<}}aZ&>Z!Z(v;%2?*dlu<`s>QtYXFES9o4!^et=((@foG>@u<@!T8
z5z9{uWS4`0m1RQ<rJ6{psiQ)hdOx*lCQK~FXieNXI?&GdW~Z41ptJXr*hhtGQ({xo
zJPOrPJBTLJzO1kG^L4iH6kBHcy;e3u?dcHa?AH<&S~w5S9kVRc(4-J%2-m{hY|O1{
z`~Fi7Syqk4@hep_s?RVZ*3pW%Xj#F{NRHr?tr*YyasiyUm$v&piOn%by@BO^?TGT~
zx+T^mh;ePut9Kf|_`3IVH(ln@Z|P!P2JE1+Jzxbn2tUM)Xv&?wwTWcC!3xgSaGPor
zYlC-*SEEXNQPB*!Q_^L4vpV|pWP@{+Aa9Q^d#>v}$XW8lL#%Y$FHa_7*3BVDA5!AK
zI6iuWA;=PIYo)ak>c%h++Xt0egv()BaC2h8V7G$&3dc*M+rR~)$1q(f%Ol7txH+?8
z(8rWIc1?^Ibb^+y>YqcjA!ib1KafiK-iQ8G)>qcQNG9MI`pvzInjo>zI&$cBM;Nq!
zxorKET)TjaZ>kDsFv*p^5<pzu8Wf|*I5Y0Ud81V;?b({tV-+99cvw<$p#d_CZuP(e
z^phFCsYI?N4p&8_VqLx6Admy}`fmLSHI~F@QBwK#8eAE<;#b=lgBV->Y!4i<+?Tnp
z536WJFGXHR4_Z;)_N>f1u9ZPsvBIFIPX{2K?xNLR&<&o;)!SlrHV1@NRqi|mzOqi=
zL_k)`lJ)pSS?`JneJ5ERp%33T_iJzL*T$i|wF|AsD^G!q`g^qt+Il4LDmnd<CVamI
z*Vpf7$uL3Iirvk9CCvuxQ>6<|Q=5@ce~0-C?(ew<=Im@FLSE^RkoQx^2<})mTV9h+
zzdk+V51vc+B2)M&EdIVPOv<T<_(tKj;eV;-0D8HVKih>bHmBPvXM!oU2Ncyl-EiuO
z4i|Dou4NAEb(SGf_;o;UA*;=}SwXpezkcD#Sz<GP`o4fWYSLu>V`~lFETSA7{G*ad
zdpuxk62^JWjeum6`4rL3K{4m<-wbEIs=j$pD)3@IgiUody4qNcb)uKer@G69q~jg-
z5Qt>EDG8C6&d`XW$M%#Hy=qp&i-lBNe_g=`I`|cCON1YL*HtA$broUa)x+XB(mAw6
zn(+^)KJN*ZN3_4OR3Jgz`)WIvr%^gf+nOc>hbWA-_y&nsZ9-RhtQuEPipIfXt|vlV
zA7DH1m$Cz1^~RpA?|nLVl3MC(R=8?UDaZamqcNifM2)Mp*gv*j?yqw?>vN?#2$sP*
z&nNgIfI)+GJ3d$1;5u2}i*C0K74RF&=Qa#kEkVCCDew4$9zEnAEAodx!?Ih+-Wsif
zD~|&h9!9Q+BZ!%1t_=OumbJlugh1Io+#Jj)T>qjCeDxcvTO*iTRsi8hK%GdCt#I_~
zDecHX(kZRZg&}`|!&X-MaVI~^R%ZvsJGZk|7Pm9vDQ(WBlM_hZjU`l}ZvL{6BeUyj
z-Q-w2$lLz&UMIlk!m;Tqe{#`z%rF0(a~=89e;xFb`RqoR_YjZJUy;Xe-de9w9tZem
z9lCPR2o;OM(U5y};)Jvx&#VrDfpH|G*FLij+O!1|n07`k57M^9F;`WQ@Oa$7t<2nT
zc=it-8K`fO&iT~)1lZq~n*1xh^Qrf2c7Pj;y?)LzqBSQt`-{%z*6p>e3HAU>zIxKc
z>V=rvh_G3C@p7j#=bNMp(Uk3;<!bz)VGs;Xxb$@cSeRj``3jwmRvnHuIZFMX)P0aW
zS?o{GqolN)9Qz1@nVh91-Q^Kwb;ZAbpH3Gm`q-xU<{mxd<dCxb-aYtU&g!_FLDPD1
zp~k%wJ(iR)SL-cK_V(s!^KnSdSXlCb`+;z%hAXuu|EZ*WpAK-+;HwRKB?9&rD|KWA
zsf8UTgrTm6eKtLgh$yM4=gQqFai^A=4n7OQW3>Ce@l3=>x?grYOt-n&{TB=rPpw$^
zKo&FZM_C+YJi&&VMF6nI-SqqLv0kq3*?p&sAT9}oRL56I*_oM9&COi#FLB!)5XeM?
z5@Y5pSf>qNDUeAAl77Q~kK1UwAp;FRa%uDRk>UnJLyFWaP#Y$WdxmSfs<jm#0;>%C
z`3y~(sHqriqoDuKL`cW!TavP9RaIzH+cA}lW5Dpld=m9}(2^iOvY=vt^z^ow9nxU=
zKqxxbt5ulTJt<sXx!;2>(%<?F<!`FyAgGk4h~rDjOFI({y?(miR_I)}%sQ0z)lGdz
zQ_j6U8~n#^M6X2X`(%Aukk)&3Mdx1v&-7dvYlLOYZ^Kq@*^?avuh_2~9);A8F%OeO
zz3yX^0`?f0x~YHL_i%p3CZKHP_@MK>3oPT^Q3S{yx#GGUQgaRGv$t)<I!w(W1^D4e
zlAspf$|+u!jME2=YkY~7Lr5)Sdy}`U+Y;OKx_T`%?8veOQKafcUVq~zt@-P>Gm#?8
z(a>Bnvx{l>F76~EufxB|^kaZ45sJ<hGm}M}M*+4@{<p3n-1;HlDK%a*Z{S*!h{}`8
z&<jqFa>@K!M&@(<U3a>FNayq4E_yn!3&`a=k+F}K9%?(meu#8d5^9>v2{LQ*TI%Sw
zfgSLh&Db4UQP}`d2Q~?f{P`3w0%v<3<KXtJHP034*qLmCZ5S)!BYkCA-a-7$_?Y5s
zgZ4XC6l{|-kN26iroad(hX_^C%GoTK=SLMy-|vCo$Aygu(`MEZXnIz6o@EN@IZwPK
z-qca%lz6h3_?^AKta1#r{V1Hj@zO>)?V#Zxkq4YWTqhN+h&4}!ByJ7{q10R127DP_
zFQnufrriY18E7}J(6-sYheY`|e`Ckn2Dk1~$l&;Uw6PKS%AVsXm}YyWdgUKt7GG=3
zGNe)A1O=orMV1tQdQws3)${{d8Dff=0(yEryJ_aYC6^)t3=$O)0Xf~R^7i&_!I@Gp
zI-MmIb6DR*Rx6P&`K3(-W7`ONQLOU_a;5+1&8ThV=$nk|Y|T-Dg|=O3%4hxgNWiQ-
z=&{=eG=mdR@1Zv5d<V;q_FS!xbjN}5iqU39`r{n^9kWEARTX~OM2l2pt=hzG42r>q
zL))roTq7@N64K8Y#x-HOI-?3XHo!XB9tvxz0h{`eP-$~BjMYhYA{r4`963CH$kX;$
zFFR|W5g{ZFcdEF?t{yHfi&x|bGP2c1h`YG_Tv{@!Xob2Z%)AQ8V~e)1WNs_}D!A;G
z3;ZRd7Q6V@FM(^@RfFxlMj|vkD|(rDCt}}{L09_l)hMP!hxAofJDgRAi1=Yw@VZ`o
zYQg`B3v!C2Rau?!omv{PIU6*~?KvAJ^b*vBjN#<exEp0q+aJL~6MAs8kRxE2+5JUA
zeRf7H1kERXMFQV$GY@Tsx9D~w&Z~ebAjQ~U9dR6XZd3vnjGrkCTVg@vj)_P26bP?W
zTF<4V96a)_@W{Y}Cat2`?#_@rdZobImy&2-(GCl(STOqz0_g+KV?VRgM{!R)4d=IA
z#g0XJ=R@=ZyP(LWL|7f~Bv5VyzbC<$RzT#!@bWnB)Zw6IgC-%<l0iTyg)ig{<s%R#
zz8$?gYT>oHMpJuE{XFv%ryTg_o7vvL;(cf@z5>pK0>gb=g#Db%KMh_SJOB#32#y=~
zD7&Y(BL@kzUq@7PI1#$OsUG~+I$em&*&m0TS85+`l4iiC&!0X?iwP^Q1~3AKw{57P
zV~>;4^g{OO7-mb$m{+DqMRPS}13$uS0Lcc^$5eQ}hmc5$K0C}XzNU(mAUcNVMf2<8
zDoo#Vi)whvX5f5J001_<nxTkLjn2}()Q$O)U$X#_mBm(*o2)sr4v7HnOHM>Ol1Unm
zH%2nhziUHyoq`DMA3Lb`#P>bLhZVX<aPaqw6tQ6?0dAPEL^{y?$&%qHZ(>wU+Mcaz
zycL+WjIHC1<sA4*Em_BWb<5R1aq0gFht`oE$;Hg~`3Luxh8^B_hk#|r4E+Q4NmpV=
zYeJl8MgcKcA_4ByKz|4m=%T>3eJ=>#hG_Gdf(Yn({U?6KqAs{Wn?P#9J5V_&9qSc!
z{`WjSA?@^TjgZ;d1x_So11yvFNRH=~tt8VrL*sTH!FleJ`>*{!YpMaubCxdb^e+^)
z(aZQ3qUXD1c)`jcOFlZsDa<mo1Ao^s>f^&pqTULcF>vM^*vGOfCiWtlS=dHwZO8+M
zKf76K5tj|9E|BL)L@fBrH`3^t;ilg%Samk0KBYrXy~;b`+;Za7wY1BH#5&p%SIq6?
z{bl9TP!7`}F1$6*dC8N`PPhh-+?YNacVYv-a2q}R(Wg|gyy`WnRFqiP$%f>m^Brj2
z0r3e-W_N2oL5>E~xEkJ}Ul8iD(QX!QPoAu5eOO$OlbeUYq_`oKr#kqFAl850e}xK}
zsQ{NVq9QVJ-FTUc^_vbK7ERg0PCQ}@?xPOWZlRmRr=$3gP#z;~Ew!L#saS2zh%ZBI
z*WFW14kzK!&hpJFr{j}K>!Zq?U6XuoKj(OE%O|5CyfO~RpHz8@)z>uNujFvNfk59*
zL|8l<@0wKCV$!`JPj}wbCueGS+k>mq-4Wh`WoK4`WNZnoj!VgxS@Vr{t{>Gdp4-ED
za1$%}EH={v=^%gN?2O65?kZc-i<Zhoo7wDss+QZed`tS)Vl+r~uLijjP=#?&6+)J^
zkzS9fb_<;?X9v&}a55>S7|R9%;x*j$hio#^#`7Z9-6yn6=%79P#$=d{yqLHF3YM~U
zC<!X3H8<u|u;t->4NIQ*gH{KxdmOB=l<BxOl_>be%xheS1>ZRAFeQTQ0m2Y8O>kXo
zy<Q;+(4%2k4NqNr)y)JsAuPY~%2!QNzj9U(k|!#a^u)>_6C=9xTzHAZDChJb9@T-`
z4>l?{-Fy^tOw8L=8EZ58lC&(K&1eDlh+;TutadYd@sChQ>&aowGv}c8g1|Z?VHuXq
z&V&f2mq$_B+My!&;NkLF^3WrVIQik}e-VeQG->H$vNaCo_H)|rj>NF<j))FG@#z+C
z-^6HGKJRbop#whN*9L-qgi=gH6khSyN6n46*5Br*=Se2UaP~~4+1?y*kAaS&dd&%;
z{(@U#>w6)c)9UX7+CMH%Ls4H|_JlOKiC5x-1c#dX^z*s}Ah3aX#?bAtO-o{pW&yV3
zyd@v@S-?i1XpFK(1P-Gq!Ju?z$K`XD$f<ug(Dm?k=5;S2zDc&`*d4&gaDi;)UC+6&
zop*^?f7}p>Z4;n^m%q$Kil(#P?AomR$G>Y!c>VESo)vsIboM*->!u~8=*K4{R)pr7
z)b~dwP%ih@`VUsHWZrhFYLlo2+xc|%vMKjyy*BSzM__Z!`GmC-O6M7Ye)Yt4hE3(-
z`&Mb-N4MY`flp2#qT2faq4!F*RUkp|u(H<w*GmvUdI?u;lL^6+2ClfGK_fE8W&WVZ
z1<UK+VCz2h3Ry&>hQn9PY#mG6bzc&*WGUYMLxb(b^f0g4aYmitfn8tUNBd7^$-auc
z*}#<5g5FWnLtx9q1c{UVu})tWr$9*jxE(*g#eG+PfaQ<n)F3!jy`B<IFO5lp|LZOy
z8dw6H=m)>bmIKkhcInY}8?h|?Dwye8()bHqb^j-HC1ci@e?S`+M|unb1rS+iDyE|Q
zzqI0IwK!j?;X}Axegsx#E`YPOmrTE{tOf3RBl^Q>Xa3-HQ9tZZtExsr6rD*U9D=O2
zlo6pt_cWgiR)4PxrHUcyp*m(}Dint*+^n{B29c=)WPpDWQAU5W$@k)WV<kL@(``=y
zC(?_n)^55}%g+%)=1udBC^sGH5hKiUn3pD}WP?3X1JLfkLeB~z(kl<KLtQKBpD}^=
znPcmip${er4^DbL1B*TZ&ENxp)r6#YRWw~a4=7*V=qTa9CvlbH@>#<tHJs}Gfp_)$
z(NAZBseeQDHlzB|srBuZg-)L-Y9>?zViY&&dJ2s+n!&=SaewE{!R}6{M0~45a0;eI
zpUV#7?-nvlM+MV@Wo2I)J72SH_hvc;?3KcP+8!{|{;xB^*Z=Gn`4O3)Pl=zus5v_~
zXYom0ObiB@jtv#&6=IoZ4{^#gHa1>&iNW!=4x;|-MH!gUu>xy~@p`m7TmN|Xbd){k
zw^XIKg?qMSkBZSP35DSY8OUQpzkA-Fg+q+xrjb1M?S>=J(9nbeucbnSG5!q0!KYb4
zs8%r_OzPF2ApVw=9cH54+1DI{G5T!^nLIlXE4ux+EEr`?M97yK*-**XA=EA83`+lG
z<Q`ubrEC%(FgkJorN(ChsCQUoe6iD{`ZcSn4hcaD8@XBpf%nHf_vhmxhucGWNEh|F
zNHIG^BCjWgOjLjD$J)1u3b>2y;X#KOJcdD^`#qJ6j-*hXG7_QcDuf{>lf7V6ARZL-
z%X&xWO%9}nusHanya;mOszkfxq$VBL@+ZsOAj4iUdO3|vc@ih&%i@uuE~X6J4$I1-
zOr6_0d>teCw-xfha(^h0MpQ~p3mu;BM*3<oC-Bpk{!3dMFnC!bI7TwWs5|LkSrEcw
zqy$YRJ=T<C5PdfUvyZ+SA!!)<P&IwZKS}n|MCEJII%$pywpzsnwB6Y!kV)qCot(`M
zMg{QxrK_o^#?WiH`%k&!pwi$@(SRmk7`q@J?}rt)QI#2pt0P``2gz#qQh8#Dz6bj3
z=Y`G)vaC_pfnxHCl?L>5jVUfzI-`Zp=os=GQ)xiqgGjOGtYESCcOwfIDIt{y#A#r3
z`WNNkzh3RMyQ&XC8t4)2`Ay+STf@@`vo))ET!!E3#^sMiq#7IJcS6=?p;LtXH9|T;
z0tKn;plIX21dphVT`XD)mYP%ik*og3N2|&j;T@Zs?JL6X(!S=^@Q$Yd1JlMHD(`u@
ze^(p1gwq6Bw^^e1?QXwZt`YJLdaiWt8QXPz(4R>BLOw9GrlHAJbL^`BcH)C@%0-S8
zEA`)6_<nSD9e=C$!>mP5ehgva@%+6tJtrM<rb(n)fW-;xiTq&hS-l*L`031^4zFuJ
z*{GD{1A4p5Bsomy8|R&5pGQcy4=Y|FJ@OqES<*C8mY}jq8qDh(*06ByykJQB(@?q6
zrhb6k&8S0m8C0h!s_F-=Z@F?FMUAvXsCvwJuU?{>epl60mtp)#cNJWA<3G4_MXJ5z
zc1O9pj~CCMLtlK#&rf7c!kl9%$|NEb<NnG)WvuebI5_;o-Jq$VD1uVdn;6XL>}mH`
z{ip|8PY)O<aTn63IbX*$VsELH$wR%rFRC*n%!wBW<1Fnb0AOFwX)61t#1ofsZE?$D
ze<;{Na%$DcdyTRbK1SSUQtWP8-u1EN?$wS@^YW`;pFMbUZx`LmflU3o=3{eqU7adH
zL#wSKrr6HUemXb=#*cCFIYo7ZD`FwWvUrS0NTMwYKs`q~<~K{g``PV-$v=Sb?w^#e
z6zM<n`by^w@vkIn+b6pcf&8(bW3CCst`w)2w50Wr!MCcpxA!pRiZs2ux*?)50$snt
zoFHDT9(ptZki@Q7t#BMgvtBi_LFTOZ>&wztH0o!|AA(}RlO#HW&vh;8e7OgtLw*6B
z!gSA;31m{ilVw%<Z^3*&h)sDErcX|<K#Ob6@9zVkX}^5$(oiMz#d|Ot_=_5MZE1tL
zM;nOA2I0BuBu|>(Jw{$nm{>XF0)f`Cp2s^&O#=G;tCeW`m7(Tm9v#IZqeWW;T4Gn1
z{zO&N@s}=k;74aM6gn%*#3uDOtumxr^SvhmgUA`aw8(;CE1`Emwq%@EK>!$Tm72oi
zd0z*%?d|S{sJbz|#&6!h#1P%Cdn>}BrTLd`gb}pJdshjxR!Z01om+mD1l}vr%v0H^
zy5Dz_2snH|n;h%ts4!sG<vJm6<JpQ!MuCu%=la#IimeJiY}AqnWeCgQz0kdn#|cMt
zCHqo(phc_T@vcJm>wVl_f0SW+^99fAx-sscjqyv@Dhk#DkKBqo^l72<_6AroOrBvV
zO_0t0dIRKV^1jIVQyg+V5S_)2rm75mtOc;Q2+S?weLF?7ZG5h~1<m50pSfq%@{oLG
zoZp{e7l*L)9sK&pLgIOvQ%`b3q0Rw1eKX?-X-_+LWBLNRh$=aAwX*7dR5%fm?=O2C
z>BZ0jcz~_$=dv&AeBFPMvJmRm9;cRJY74~xMpfrTLfN$9t@JS}1p}jxQ25pldZhJ8
zKKzN`1tCGE?>v{S!FNp&HO--@{r9eq9#YI%+?nuG71v;U*f=7Kpso`Vk9$)#)<>TI
zc2FQ1^eW1?s0UfP0>1T`U-LvWS&G_nbXvXW?5QN>t5{IM&ua%SJh``SoYn81pRphA
z?C1o?@tizyll7z_A2UC9HD?JQUe_~;JrO(yq_0oo*kaHA>H2`mx%=}Bx?8HT)f_tX
z0h8c0Kk8ok4gEK!g*bR9%_fH<b*=Y5r;Do-j*Os9jWGWRiWiQ;nKFK3JEd)$CefM}
zcj}C0>NPrFf1kM%k8mYz^f;0)?@|dG;P*jpe9A)ObE1RJ65QOjt{c@){|LXa$w7g+
zS7f+@aP6ldAF@JcZ8_O&7xjky@tYPzSSPVDvH{*I&X~T_=ET6hzTv1xriSZ0AHpu`
z(Rc6qO1PFpu^oc<&*E^*l6T*;bV`e73`W(i)gKb>o+x%^K!vR!jP0<>&(Y>Di+F?`
zDu!|LS06X6Nij}1JQC_luedq>UOcTc|Aa7<n;~=_;<sJ=$sds+$r>?7Tbhbb&0Pjt
zn+@dSTaI(iTbpJ4EVpA;S1HeCbDbT;##@_PoO0e%d^`*vmxmAuwm$VUYf{eb-!XMR
zMx2Py4@uUqT**a%o%D2d&K4rR@c`F~nkQ>U;?o0@xTovOSx%w<tw(#YqXq|cKU$KA
zP#AK6WYpB;(N1sV<j1pai3!1^(P^g^*Ueqfpie!rtH(IM4YQk!;`7G^QHTAZ49cQS
zRNdFd7g>P8xl4IE@l38fskw_w3fP0NA%bO&=e?pfeY7jYh3z8ub*lNMNaFSU2Jgd9
z=tpnYZBW+r2fdu$`@{cg9HclRyN~y`_AMfQ&ji?fJg0+Etmn(^o<IiJbjp8`Fu>St
zX2%UZ_(vy4$KK*!dDU*0y7*z72E8!&+7hf&;RA(%_Hh=`FwZut_2Cb?jx8CZv-nbn
zZP$B4bLIY!JS;JY-#D@@g}=j=_bqbg<1QlpwE1MWKXiq!>(h-%#Pch7PSIkpv$t0S
z6v?V9H4d0!M<cR%18Z7saVCu6B;b7e7F1o$oR%76EUR3i%#K?FVUvU1tQs^|qlbVb
zMLoXA=Za9Dq`UP*8wH&@%;7OUtrAkc<Xqcb+b8z*^q_c{7X6Ev6ZhsTFJh)HUv`8a
z;~d!CZe;<jR$3T|x<sMa`MF~A3g899!QugWVlJy7qLxuRMlG1v*dBq@<)hThZxWm7
z*@M<d(m2EyR_Z^`h);ro#$|r2#fssee2ulqa5#?l2aA!#*{;uNK=P)ubF&G4YpDnD
zWTLRv>BHT0@+`3<CR}gDSo_>7!5d#N7LQI!PMO^PO10MfaM5I#_#{Qs=?s1GOK1A}
zpvd0!UgVXC&IvIG4A_v{1)ck+)gpi_Eq@KXQ5CG%kzbB%rR^PV3vpg!f#elSnWm2!
z6h=5Db<{%j=oj24CI&pK^%Op{Ht<-ZUL8*Ci`(Nku%=`tDJo1oVBfY`k<>uzv;zcI
zIy1Ec_$r7YGH9u@^D6~S^uy=2ZFELiIqHIMc>DcV<rooB0hO+>cz;jiO=!x?>V^xA
z6jXeO?k(rtrEN>~IPP2?>su3GpO9j4SuGlIr0suK^%SN##{UuI^zzaapq*;>o=O_6
zD(m}Ct(<G=!9t}@nQKyT;*6`mIG|lI{PUk(=Kqw*l}2L_)C}+JEVgthN6_x+(B@y$
zu&dcGUmqghs)}C1?|$2yI{}5*Bc4Qy!)e44DSL+EsDDqu6^ns52T5-^@lt;?Cw+^H
z%L1|Q?CadR^J@v6F*KeFV0CD==e~qu8yA=L*{P_c92u{o99dZ%Z#|5RSiDBQ_I@`p
zc`U8PFpI1`2du&{)`>&+OVp22DHmU-h04|mo2K#*`NBg0Jh1rp;-zEK8`cIFaz#|o
z4TAf};LEuO%|<Kc_buy!ORGJ*9^ITjA14LFde=`n8~-;rz4{p@BrsXUJ~0`mR}!p9
zk7GT6au2#F5>rC|2zO%GA#?qQ`u&!@klORW3XHAsfqxbI*WA9K#?HJdhE#EGpJ3bp
zotIRbEC;W6yv7tqYk}nS>72ZUI#yu4r=GY^oLqZ8ZLz6s`LCaKB?=`9w#&4F!3hb0
zRMpI`xdlh(<+jnCTQj%4i@t!u^eF@D%GD~R3)W#<%Icw0hWy{jQQOzZbsq<5T0oN8
zw)UUwVB-B-kUwyN2TdaqormT-d%Rwq=f4Ef@S}Py)bL?a(FzM9v<`9}GZmb319DMG
zNm@rMc@xr)I7fKnyr+R$OYbBlIq1AA)aT)i29*@6Lka@tnu=jCXFYm2dRfH*QCX@P
zfX>{YoQm}lXlm5pHW$IXwDbko>}13d{0$GENMMAq2J%E}8jL{BU$S(lFUQ|%I=Vz9
zW`#^HohiFC;YjM{02O4e)uL{wU*g;qZuw(>hieryJQ}3j2|;O155VHxj2n}(dT7P^
z!_bGH%b9>6KrAH<b7MVzb`ds3p=>-7F@|q?%#z%bcW2Ksl{RBl4xnIarGD^o1U{Eq
zw)EOW0)8~Kf$d4Fto3JJFmOdWWs%f#WkYAP7;&MM=SOo&;CY|Ol~7Dhm8(ngp5-qN
zftDn@TCzb=+C%SpjVCPp$NC##{=1oX8A>dC?|Re+G{!0sXuUkIeHF_RrY6XRc<*os
zs5;>Cx9xpA2F%J@Ib0oo-Ta-*pRY|YpY{}@N#yNbS=9AwFb|F{H<ZWx<b>3sCn?Pc
zQJ{5(F%5|0($9DUNe?<Q<c%#sVuinPmS+u;8F=i-B$<Ea;j#Vh@2W_BMAlypT<PW8
z%p_prG(NCO$l*A}d*(T#spwA^DAWiec#oc^csfUpdB{AN7~dMc9)gresye|Qen$WC
zh1rkeIowvL&pn=vCpI2Ns6HM!Z36Njp~Z!7*9FalXCr0ZvF~JGna9Em*<ADyZ#l`K
zOQ7pKR5~>gNe*;|w=0C=R-`WngIb2S$#BR@@&^qAGZtJ9Yc<{58XYsa$5*N+UuDUW
zAImBi_8>MoI}p*qwGdNZ;XoysLUWu_bYd4(I?U^e7;o_~7v$N!E`1N#(?e<}OsU4;
z`Cj};4a}uSjXnv=k?}sM$A733+d_kQWL24#?I9Upe!o+qa)A{8ec-d!iSTzI@s+Wj
z#UfQ|rtTKnS+cHbMBr~8%_eC_`d0OVHeMaD66uJHE2c<F#QeXAf(Bem?DQ38-7&VY
zcFE0jGaPf(kWb$+TFSAJ_xNtF@h#GA-(}Xy0%7sy4_mL8M$y(0+O+cmfmm7!0!6MX
z!*I^_hiA2&7nKmoD^k=_T4sXcQ8lZ>=@EmiV_HYyXN(}+m!G_8zd|166jQ(YJZuUx
z)ggTaP>2RHrj7k{X>#)5j%yxQ+s~p5$<IqaCPN}xH|9#zu_zEsORnl@yWxKtO>R=}
zWGFXdpWO4fTU_M|2Y*Sq|3a<tTd#S{3!wszN}#noQGh4=b|zc50X(BfBGOyi$>kAo
zJ9Dd$_6*9lHM%1?meS?!HeF=ZtcU;GmMA<&DQeBwh>F|;?H^KOpvK8viLEwwW<>SB
zn(pI^4*Q`PV2MOhU2wl<#kHA0=U-!sbT$S5w=kl)&3V9wFI)%T{zucvw&0cGhlHNF
zbzqG)0qAsx7ANP@F3Cn8^KAxp@ji`6O(WhP0$lJkji^ry3qpvr=?$_K#B6IhZOQEp
z<JJp|EjN+B3DZ*rc{Hx&#W`?qxu;$o7SSnx97h3kllE$u6}cJcS-S8=Ck$n+4gcr1
z)4(FKqK8W%#}<jc>P`S@r56w%R7uwfK$sVi_f?s>8r_@jGzor?5m<=Q#K!sBSZRN4
z=1Aeoy($v(M$^NfMTC!+>d|zf8+Yjahn17L5#G&&F{u@wfEz`i-kei%n>eVYy@%?m
zUbH1?i|X4Vu61wgDHU7>Iwcd4XfN-K`QD0ggaT#KuBtAFZ-y!VaG8US^c&<}LDf)W
zo$na|J9>6ab0o`WeeQfV<5|p@5}%FWPaAc!SeDdsd3Z7B)a$>gV%*&xyari1|08TE
zk}?KH+sF-35%sRypC~1n5UHO64_@DDW~jUkm#u6KF$-VAA%a4V)u0glE^sgY>yv4|
zxNDc`81-oxWZoZtQx>E7GmwSeW7O}26hq*`PV?Q&L5it#Fx&1vcjfJW9<k=gKZfHC
z>JpNZ=lnW4o)kad8~_eEwI9?TAp@)H|H27=xa@DezrFPJ^+7uwjti@(%yl<3H{)71
zq?xwtdBs|dJX8c5V|jyeLaV)>9Mc?t>wY6~--{s<y_FA$PY%O-NEI=@0L2Z#N1@kc
zN3!V*0ki(6H-^j37e;JG?Xc}_{WK0Bs@2{4`h#CVl+-7Zk}`<iZyOS&3g#uZlal)C
z!vXUg>xYFP9^oH$7-Jni(SdJlDMaonWGu-<$g}mWSXE68D0;*;Q&e^*Z$e_z8T7!Z
z-QSrq16mjXKg9QNd&Gu!uo$xnUD!m6Sp$aw3Sh9Y5#I1i=eazm4hLLIgM?LU%irzt
zZ*$^-yepR4a&&#>d2{)oEsF-4za5{qawIGU&d)$E0c^?XOm(WFfp2GG<S>HXg0pT!
zmiL~#weWJ!4~jCQd`@3-MCIqILpPRyz6uAkma#-$&<3Vm;q6oVPx2VNyv~U-_PM2l
z#y2jtt*{;C#^+Z0ZYEglcX#f~(iR-cOd4f<06#nYc0=Ua*wVJV1lw9b(vG?YR<6n`
z_0oew97T)78rLsM$~d^+hM|K|8pgL7{Nv6um9%+L9{kRZG24-g^~95wR@0f(xI-y#
z_@exLlq?l+wd`dFc=l+i<89EiT@mV$zZ(h<vP&z(73q6Mk<Us>3J-vsqo4Gn2s==|
zySQBKTA-4Pn$_SIaTKy<EY9Z^HJjjBo}RK)Hn7ew^^E<n|C_`VH+>U1MvaH$$sXST
ztWGWqtYJMpuq!JOGeaMV)PHMY2Yt41ljS$p4S`k#cjG2@@FU;IELb_{RQ3D}FKCZy
z{b{sFZDobN62SPXJ8>M)3+_av|Mu9oM(`4)yLo?~QlYfNi;60nPFhzFzwZ+P$m#tF
z2UM?tryTyFk=Hl%d15WdvjTfTtx}YGnTB$H5+yqDCFi8~`({^-+He>&ONXN9AB+)e
zZ=8pEEPk|FB1&>EFxahsr=RurM}~TcfW!)1TA(#!bC%W@5|vYIJqF|ICQ;NxB*};}
z2vt-{8q1Sc>l%5|ky6D<&Ij6qnabh@`B3@fBu1%X2RVsl`8$ik+n2WH<hqDM*YL&)
zbrI;8DCwEgZM#L{j}*Uhz#S0TJ6TVm?hMJTuChv5HynoAO3sGOgTx}C0SMes$&gn{
zTcIp~@_Y8&L(NMD20~}KDD8OJDeCfb8CJp#sD!!hR6*iOAv=(I(v!Ie5>5=^42yY{
zS2V*z!6}6l;L3TxvV%TH5y6{kJ)2dOCVCF`tC2LMkQb;1ZzEHBfgAAFRcyVDI0hvF
zQH%(wKaB4^xvY+|j6?al5>8$@$j~m4khTK1OoPzgD8c8d>pu+{oZ9<4sYA7-qT&}6
zGnEtwANXO1Sh;?b5nJunR(B=iXONU4cPqzj_b`<+L}?$^f+TJUcGyYIsiHrQFJxW+
z)g%I|J}NXu4d?+G5VSB|V|854Qa#E*q&2{Fj2a(N`%c9<`dR4^NuNy6M-*o)`$<43
zRA>}H3fDOY!zWUq(@q1&65j<v22j+ycjdbUdD06!Pi}!{xK*N1J483~=k*A->e?kj
zZ;!FsAM#ltVjuh3RHP9T5T-j0>wc_5K))fTgyAn_6uF2$ZHZC3#?Xq2INT^l=_h0!
zTSL}tve0kq-=vh%k3SzHvgU@mb%{Z;lUFyRO}BV;4X8xLIdT(Jt?QIR_BDUw#aTX?
z{N!1l`_rV9NgPUF$}%f%;dT2s$iqxjMpRWUp^T{U;+j~JQvyfT49NT=_cbYOo57K}
z#jK?hrADQp{lPk;%K~Ee!4Qe#SGAMfwK4IZ-N&+FwsX@gglj2P`fB!^&+#F(`QV_!
zzDL3_@l55o$_0P_!qEf;_wt1z0a2!D<bUw$HBdl?P=TJaBCy^O%)(>QE{=y#n!eE;
zuaP7Cs{y5xk028Xf}L^^stwmou0Q|S6uSs<F`dP!=b;x^_0BLvJSVM{G_FPn#r!L8
zB1I#tSBLBpgwlzi?Ni0c$Pj7k%|AZ@{ZQ{#@PX<azZ2fs*<3pe#uvn)Jp_Io>{M&j
zTJ+Dx2>m^7qs09T!?l?y&pI0zqAzF}pLMd_E>GSHs_5Twu5<A6<bJj%K-c;%YT!~w
zaFVtFVM=~BZdbL`M0Jyy;oQF%wCcp(Yfy^6Ugc)hWgE5BXLFg(K=S?QM5_1Zgj}Vx
zs1+yrnW52)vh1P&+f~k*F=MA<ZLv$YCWs{ltY<|VVW^XP<z0IOx3x5~-JjgLet%fj
zb=oR%>t7tiyMX((d?Z~2!b#@2fpG*d%c%ZRE|R#slZWG!uCB~FU`@=cs2;Y*G~GXa
zl=BvdhXpc9s5oIt)H7_2eN>RH5Pxc{&JrGTOWd>1TH&It!tikqV26K`vNs4`;VQ{p
zWLB^Q{r`l<pkjNj&2h;goIE=M9AA<*UlMK2^|tG~pKgllb3KXg+0USNf#%wNF#buN
zB&^ZaD>0w}!fy=Z{g2;R`w<|&4S?eu)psSz6iqWht%YEcsHeFs>3fLi$0g>zJ~cT+
zj^oC|PxOr%^8q%My`uh;08O~wry{>RCiMg+oE-(cCD@+H#w8LP1Dh%XZIcVxG=egZ
ztMR=tD~2J<iuNNx)8xp(@p(p%+vS2;O_=mAXY3OsvhIgKh1X7tU+jz>1PhOr8G@Yz
z;y#!psRJA|N>)2#nC+&Rr<x*DI%xzHL0Whe-qWF`7gp~4^L>~P&d&cWk0U#{J|BNg
z9ik6UnH0>4Su^s!hTb+U#S$w`#hs0&<h;Rweb&h68_PFBo=3eD(OYBnSIH&kcSBh5
zoTHn1A}AFu@3C>Jbw=T>pTz0g72OL>o;$My@>QX&&3jpmjNlJ{(@;Abp7@AiAxUQ|
zQ=hO!e<nx)RToiW0-76@tEor1Nnc#d0`2;bO*spnjTa_o%S3wk_|!bqpcEd+5~AVl
zM2VVB+|Oi<31!<Bdf7%jfyxlw{m!}1v^Y^ZcwW@k*-Gm;ZHoYR4!xQ67%(r_r{q=g
z&BE3Ji47eEJ`UmIM9s-PRLwIVoXh`JR{iUAuh$Zk>lHAyvp1rU-Omdv@)k(X?_WTD
z*~O@lT|dpq(taXIf%ps(V%*L@?nUXU{+}Eu5EYwzvRXq5RzO5om-zAlS=a%230-QC
z%j&buAmnw-pW25lzwAyWB_;EimDL8T8qYgRWi>S;NMu!%NsN37rPgNGXZTOr)%u?&
zo+Vi~GkIJPPz7JBM>z6{r55>ar@m4;=|V?fGvq!{q(ZMX+E_WhLE`6)RYH=KTyK3o
z)K<e_UVR`iV|}G`qp;&v2$KJP+m_!4QDR~uJ86u!EyMrg>@CCM2)cIN;O-8=U4jO8
zhu{(*xVyU(oZ#;61P>70-Q5Z9uEB=kbl!dTx%R*Fe)|W^HPAghU0q$hs@AjahjK@F
zbc43t<di?4P%{Ltkl$x-{;F0?ue!gHEvzV|l!*r(Sd$j=tswR5_H|*x9m?*1B;AZd
z7shdJo%|e&$o3HjlZW>UE6*HSZ8aZE>q4NSVyxaoUvu}?z?hc;Edn9OQGv4jD-&wM
z&Qyf`S<qs;T7J!<(P?K`<AIunL1=e7wp<>oeB%hhxapk~5h=A^^a@^9+*PdEPLu^7
z_vYQvJnyw@BH4&|tj!5d`s-JLAqk&7@MUS%2*ORC?a=p6<0`H<e2CM-1$)`_==29N
z8y&&^N?ny>WBnz~LIqcXh3#THS24Sc2=`l;QToNbzRSXEE1uK2at5MHU3=y7(}7wg
z5-TQXeHJpGQBm{kRl2k)zUz1<`L~C`_O$E3spF*;2vEX_r*%Q5baVUX-15DFch~aJ
zANuz2e}lg2Zr&q_U0nn#VoC3Y!<ln#?w!+SvAK^sn;LY)R^2%rb66k_eBrHe>>kbj
zR-@?2TZ{h36!Sh_w!WbF<5#x_&xKLeS%30o^ezgxjte8gkY|%`)KcgGGCDiqdm;fZ
zOp8WkZ?nI?tBHR9k5^{X`lK?Y&h4|H)gRBt1<8eJMaXQtCFOI=dk9MX#cvt>Ue`%H
zhAMUBJXUSZSW8E#yG;vX6Sq!Msxi2LT{Y`^*(go4>sMn*4K~PP3fE*g^s<`4qtz16
zIVMICC^a*NjsoUFqSN-s;uTf3K<fpgjs<13T20)(as3c4#Ch3smL_ZDB)V;D+@3>A
zi#WOjY*NiMF>4DrAago(W?fgQ5yL%kDVkoOZlrI;))qm1%$&Mi`SVL=ibdf@ohL_G
zBfijIRL}lVSIl>{6vD^xecXd2CWAbURFh(PMUMND6E`hw{V;Sm3|P5myccsi^>j^h
zs^B%UerUxo%`Z_q7u(;Lzm~GwR{m!0KOJ+9-Zqt4KD#yw6%7*=U>B%X-dVh*aK(_F
zQDEu?z=qmjO5NwXu_#O8j#EqR0O4izU7-rIXO#E}>{sibH>p1lU`FZL0rz9(Vs8M?
zFv!h$P%b4nL~sHS2ch&;(*K4VSTkB}<K`j1a$2{n^7brmLNq^UGgUJTDc3{34T8`<
zng3MxENMxHU3E>9vBd2<ZR3+ycWzVGl@B)AWW5ax$y>1AU`gv=tWrvRJj_c_LzmSk
z=Q7XmLuk;;xmL9&Z*$=?@(WgQJhT;4B=?m-)!Mewh7(55+8zNAQWkjI+A*+O&&^Xb
z*#7kx5C%084+lKz!}_7GE=v9S6(XY^>nD#8Hkx8tNl_h-LZw&ZkHkU4ck?R59#CKL
zYDEZfA+KO+^L^h7hD3T&FRg66$z1s-h_}P7gtrQi&Q$_qwOrWYtYb*jC{d!W)tWa0
z^BSP#r14|Pb#E<Tz2Pd*FPX)yVo(|5EGVmsap#LNgD#>f8)aA)$+GxA-MT|~jOBir
z@ZsB(6Rk-n$cxHVWWRS#+_}5QR6jYpF0K`QwAdI4%u^2;+<|=u%YR2&GD|fEU-$|T
z9Y+o@pa>~`Dtvd?p5%YVKiG*N%fRPt;_Jv$l?mph@w{WfR9n~8kPp6(&|4c=J(O;-
zEvQW<u)VV}cXwi}kJ31w<3PmGXJQm<)C%gtBmm@}j^)2$h1;}a)%34jde8Zvk9S6%
zhi#{Xy`8`}Tt}qhJnzSQArHJIo}Wt48+>!DhT2jxsM9AGGj4XD9-nbMC*&j>>Ntnx
zX>ks5aaFPw#2I?SZV}a&myHsO3Q+YKn1X79p*CGPo9czXY8bbO*%w6ZcRpK~IxGI#
z4!K(?h7}}(;OWc;+z#k3xfQx|p@cKw<#+_s3ATfp2ujjD7)hrw1k1UOA)W)E95$wg
zp>kmbM`*m`ZD)di2!Xs=X(x!43`V7j8<16)ovUQ&OEUsXp$Yx(7RFZrtopU6wD@~E
z&Us||0_H?#LimxmZbJEzp_ehaKD?Vv$I&`aak+C4A<_zu)5Zr%{u*l{`E_MIOE~z|
zH5Bnq=Q?44xzqfRQnsg^Q!l$heTTX*YEcz{mpEk~7nTwVx1<Z%QVLw11z98^n>5K3
zMzxkGFLTB$no}S2YMy_W6wPM#<~0(xr`K0v9ALUCttTXC<`fB%)-cDRRHhJv3pJ|x
zD``)k%Q}Af=n#vi@Dgls_hw|T$s*66D8(Hk;YD9h!%S*zM_l@wJ9~`h!I1%!jLCFi
zH=^3QZ;a~g!-#RoBxzMm!dQDqUM&`ULM*T3#I$@|FW8Dr`uHF%w-UtM_3<?JM6+Rb
zUNVf%f>%iHQ<(NLRevMnYNL|>Oo40|%lwz?u^0gX3#$G*aw+zWiD7spN`hY~?B_pz
zC-0P?YfiM-U!$l@vHPa#i=A!L3yZf4`Ar&PZ8`u{MG?Fz1(v~%tY=T=k!>QOFZ6})
zwB-_ikBiy;t^q7Y5y8fUu!Et!g_1mfuA<UZ?5(=tWDKM>oZ32}|NKIc)wNn={pZN}
zP`TFQixQERB<vDGL5-mU%4*f%lk7_#*^jIv(m%MTEW|GjrMW|irz-}UJtFH1n@jX3
zh|huh(MgDJ1j9zrl*sq<W4`ZcTr-N0cQSc@U!w5bEWcK$BO33QN;fU9&*R%gtx!%Q
zYXiV!rtV%DcFlVXeV3-c@9pH;CD9PsgRnLf`OS|lW@7R!IRepfAafpN4_dra>5qRn
z_-*dB)v0d>`5yH%A#L`El(yBU(#KotjS#k*;q`xT#u{4wnebn&8?ra{rt`?WnQJYe
z-<Rp`Y)A<;&JwL-^)&Snr@ae?;_Zr^=?KCZ_;UP2{(I-F+yhj2CYOu40$W2d_VC*7
zl^<B}bAD=9%u~+NF{(vs2Q!u|IwtXu$&lB}lD=gFm>?xa5sy%8K^)bpPjp3lgTosr
zdxI8gcRP%@J9+`Z_KJ6|ePKcD9U0$3GIAAVfRN!U(6!ipwTF*Yiv0c5l=8#Mal5a|
zxG^R2h9@m%ap~}88o+NnM~k^?%2)!(M%L&IQWuVqYg=!K2c@eQuGNoykApb)2UXv*
zzR`%xk(zt)8JYRh_Z3q>%MEB{>WBqnjz0KKxT^1@VD@{~8<8jseZj)n09A)%b^jUE
z_5Ui#D>bUa{ZH$lO0d>yvIbM5)HYgwsF={p9OmeE>q`ULH)gu%dl==ikC0^;+F)$;
z6v{qJ;zqg_djcxyT-IAm*35QEd9&gtRzqOlJ?W!f!b&i7pUHvE>3cWMfXx?TU|&DA
z>qX!JJe~bPo7N|`24wz1r~*vh8LU@?DPx}zVq2ip&JfJioW@;xp&(iuhpE!_rK&aE
z0-w>1ZRLA~PvXuI-OyYw?0eU~I<EICFU7{!$T^@N=1xm$dwnYP;5@c3k%}8E`^DDP
z$@r&SLXjlk&Jwm03|1aTVGiLn5o5D^_$m?BPS#e<p>d@c+9nlVA&z3E_<WBD`eUZ`
zLe)IgA(&7jJMU&*P4a4tbp2<R$(L=tZtA=k-NccWyQ7O5!ubbOQ0G36dnf!B$>acH
zF4m}B0rBAmX^54<ASL?%!fb(})|&<2LX)@rg~LkvXR|$&r}i)P_dAXw1E|Ngzh}on
z*Wp*MTic5SHztEvWpNQmEfCi3Y{zofm+|J^X~^fMF;u|7gNqB!x|&4I$C1lQy0Di9
zg`+B*g*WrZCPXZ}2c=v7@YwvS3}fZseXbOj)jF~6l#0o+$%T$Z5=AGQT>v6QCr-qz
zit!}1A|Ag}TMNrzeiRhSG-+z~sFZ^Nb)TLoUG<{T!Jt4evvZrA+l@TeQ1gLneHE?)
z$+SdE6!zntEq3t*>k8?-e}@8hgCtx<-3vaq{@##*ntuyS04;s0&`8WOYH^W=%)F=F
zV1j%x&a$z$L!Q+8{ViF5uOn-)KGrEsfBWmarC#g-LG7v-v2s>jToQnO)lv+b%0~9#
zC4hBe&z_QU5T+zxz8-PpBidUhScRs5sz)#vjcWwO=BB&zK_%EbOL)=M(G<)WrmZ`=
zKdbYBuz`MPbWGH+-b#7sj&Z0zF?4q!czk$awtRO3$!+d1DQKqv>wQsyEa5$ZabWLi
z$D;|BtpVkR-KObIiaRL5^nJzb?>LZxm|Gx}KRV<Mxu__)j{kvPj6JUac409!k<Z7v
zeB3iosz)Gb^D$b>vx)#RCu2H+oSLoAI@0#c0r3+DgIa6TtdH8xLU5ga(TBHbt*yRg
zrS9ol{X|J<#fJHLlwnW&yCUAa{z~-y1x^=C<5xQ|R&Z(<C)J;m1E{x@{h>9%r1W7;
zAz<C-qhGV@!wG*`w87N7q_WQnaF3I5_e1-B^!UeD5#$gIA7v;H(spP1FYKHJP3+;&
z<oUC#W^~vU+a_a@`gj12ixEDp8^=n=>W+Oxt6E5Fn)9`<j>kqt)!?ru$c~w*&c(+@
zPC>E>0+J9bqFoGv(~x6Ui_Fltm*c?fIQ;-(a1A?C4mxT^$h36Sgl}U=7n5Hj_JtQ$
zC{kytQG74dyrQYr*i3BFj#is!n0~fGi@d2a0I9cufhAbW7<D9vb50NpA|B+)tsH9p
zL9K;xVUhKAV=yx~1WwnAjDu_J=;CQkQsGB8z;q}@qUBltINH>oqI>^WonqsMP54>1
z9oK2n0+*a5yz{>8T`N;Gg7eUuK-L`qbp-@7@2&><2W9CgTk=FJ5&?~YO@gO#Q;uB&
zda<0%6QKDM<X{rlBaoU7cfZyrF1YDtm$KgD4sb<=kM_vSJkdOO`#doY(uUbdsI8Zo
zc>5f)Y*}t9(WyN_uWe+N+CKV^W!hh7cY5VesEUIp;87e-Qr{@&a)~t1sDSXfWq>tc
zf^|aYg=ozd(AtDO?>%vaJr{LnIP5|O5DC>*%^KZYsz+a)$R0&gRf34tlh7~ehaDS)
zY}C%QA*b~Yqgjb4KLS5hdqeP8I^0rZ0qytA*o60cXB47Fp}1_}?D1c<qokvkh?oF{
zGKn<Wc^s-o@2Ow~EWzc@--~MU*T1G(FD;^RsTVT4e=q2jE35mv<Y1mIJ-NElS4W+<
za?3t0&oQuixIhj`++3|^af|>rEPJLn=~0F_zg+!21lWSa6;-c~BOIKRCEh-MeJKRc
zP=3Ney|LP5-DINDLY3*L1?=XwNAH{RjErti33~9FzigCPDU{)^>i%wAe@3z4!vr^R
z1|HqIT%z<eIyg|U%Y+`I<7kkM2DSZ0ReQxhbsOX6-cdR=l*czU_HpGxinMD)FwaZV
zJga+ih7clI4r{(tIL&WnDSb-~kufMS(mT<uDL`#=;xf|2L|M`CW@)Z*6~O9zi&;vU
z+Q(l?;Sr>S=spzfrjq+q5%*UBu4yu74ohu|@4J3Z2l}5uxIBL!f>Y~Hr7;}Gf0MZ%
z`=`e-NT)c@1NFLYAaVWuVYdQ4W0LzTj(lQWlO87~;||bf5#Vz`gO!5a&OH|Sr=b2L
zo#bSC2ffLc&cTj9zqGY&8>E(`fDc6BO#?JC^{%Qq!3yw=##k-WvUPt#rgt5An?81T
z&h;DOwFb*=d>q7ecbXbOm)G(5qwG&)QMEapBHU5{vVqN7(CUf|uuFK&PVGMYSpf19
z{519-bV?DmRu5^v`N`%VM|K8;@04W-L~z*&kNYlrXYe&OH7)KJgsyzV5`{DmGz15i
z8?E!UUVw@9J*U^Lsi&9M4q&fmgZy;%r=1%xEtkGBB9VAh+C8>>gO0<ZRouQACT)I-
zo+*-^M{tvsl|5dlND9s7<>i%8R0K;O*wH;6&laWgI2De15D*Zkrvl=la&?8^wLmDi
zx!>dj@FlABZLTL`4GfqvrQMTR-1FYc)=e>i-`}~C!kQ&TWjS&Ey>el%+#Ifc__3k&
zX7NL?36}Nkn|3v=*UV#i(M)VPIOlm-NE*#Hbe_Bi=n8#wsOAl(-Q<hdy(NTx{do;W
z@?-T8v+yT?eJZHa4VDz%l(MgY{UiQ$<yFzugyA;2&l;a}Op*qJ#kM7IqL8p{wlKIG
zbE{(`X0t4CBT;)|D_cY@^0iIoW<UM|Q#$&Tj{oUzzj&{<g4f+Nvd5d^K;MAa^uSEt
zek<xRGJ^#ovl!=i*;&BlK{*sgOy^rD0Gf2%9bL}<WW#4BeRvQHvBea=v5W-hjFJcb
z6!!Y_2IT&x+p5*HkQaQh+k4%q+$?<8fA)rRSMb4#?aFmTwdSKQ{mhvJ`-o!jK;zvF
z!XD#rxmk~fk$KrO-Q(o`eG%L@k0OrS4J}Qow68DQ^GInfGWka1GW0W<Ztm<xMTH*m
z-rF@%=DMgGPoOo%;TvDhpq1?p!cS9+3&xds2VvJAb4cJ8!a^epPIzgy-gd8Iz*Jai
z1ZY0x%H@kDR#I%YjeM>uUvA{2g*}}z+}Sy`@o7K8$4Ax|6_IYrf0F2~Jh)Eb+5Sdq
zG4bG_&Gg2zfOS=dXQb~8f!OGsxoVNw%&`g2`saALhpqy15RfuewIRc}dAqvC8wQUd
zk!&2cpYsWxPq3p<oi#-)F77g>928>jU`eC-s(y{sWQ<bQFn|;GftyI+-&0|>97&&b
zhKW2oy_PlOwF`%@$KPu6n)v{)-L?6PIMG#GcgFfUXY8{aQ6Mxkm1Wb4zFz2U8y{gg
zw=zY)ZweNQ$o?L=BJ8i$_@zLt=ub5Y?4~Df=A1KB{mro&rZZMIauuSmiHmX2FP*!9
z8A~v`Y8Oe~&v9j$F+AD2)xm~(6z6;IC_b4bD<_r8UR*pd7f|Y`1LM53DL$8~L`~(b
ztXeyqd8!(WjEY&sJr|tKH|{R8b8lEQ_DdLDMvu9cUQ{I~che$z0AqUWnY#=_iV^vu
z?$?G49smp%9iB(k{={tg`Dv5MWXr&)3d;fuQ7!?Xb*KlCLUn8}8e%nS*owJ*`V9l*
z>r!B|933(%6jm^R)r>Ls^T3fm#G4MCkO|Fj)-}{*W+3%rL}WPh2q=&|`^!N9h?jt>
z*QZw?!p|?Ckx6V2+&`js>r{F5zm_fJ&kqA3n{cC0ODUVhqU`;@oO|&>Zf@*ye9Pwg
zJ^l{>zL_9X>y{EVGjH$%Yua5ZWL9>zeNT?n&&PQ0br^`#-u)~rKj3a!c(*|9U^viX
zTi$CW>PB>E3%30%erodh(9vq^OTcN~B}y~oAP9NAcHt|LCs)$@ohsi%-!bXW^iM!i
z`e2J~bGA+HBqD6V8~YbAh*rtG8Ma-0VAVWW4|C6EIn|D%UT&-9`f+%Nop-a=V=(O$
zu|rcOk~IOJZR#>2Q42Oz;JiYtKryc5WN>8O5nP{?5Kwh+6NlmN$x(v-<~(i%TWR5!
z!^YinZ?u~*XKlK0dL6?3J|ti=M2ADSbXH&3Sml&`os(vvMtsa<=TfK<b=O1)IyU>m
z)trhTr05!5w<3e){!mu~7bxY8K6ui57g&>SfvubTwX$DrIr_dwGS)<8>A|ot4-3)S
z&GX6~!rA8G_>gMwYF1Q%T|H}*49`UAN@SutAv||j&g#QbRDr$cq9v3^my|SAk<4~Q
z!w899cJb#P>vY=pj`CjV8ur@+gLcn3kq=^j4XzXVOAwh<7I(&fB6gI~w$X`2H^6l>
zw^b@j3|VJvXep2n#-jRPV-lTEOt{tu19vB*M7M9hRt&W3#DmS;V4Rr1ji@=sVF_W(
zVn_B3A71*cK{OtM^w`gYg4rDe#$GBEd1Mbs(HPVy=6$l}FX8qi&gWkFC>^bEcqcf;
zsF~1o6^kZ+>s`I8D;END%L9yc`6beGR6989|G7yNZG<J7o7F++QL$rNyK4DzvrE7k
z`}>kmDB+uuL4?;5+6|F)pPW=mv6mO$J3N`@a|H?%%d@Y9*fY@kpRIN%tPm4?U$#Fe
zS|*sHfo?VKQkmKN!(NY4hLpym=a^<P9Z^T4SH6(`A`?T>pk)5}1jumGl2}K<FVk$j
z_IHwdzKWsd@@2;EY7+yhf33N3yoQ!ZMVbSTM+wmq)F@PR(rSQpLXeZ`>xytQ>s~7K
zazq83Nzjv}bhc+b5`{0|TwMA1G#|d)&`diUKK~}3Q)gjL`!bW-jN0b77a~qDQoT@^
zRg39U>Kek`yc!QplRlzcG<<H5bll{cy<Il&!=jC>Z=6hAqZPK@flx6v21GGcTqT?r
z+Y`?^&o)2s!Qv-()b3q^PNg`v1;O8Yw6Nxhe7KXZrEhG?<U^a_-gLaQD3b8RZ6FOb
z$aU#i?Uz*BrKK8dM5{`)HQjB_vwc!QhG%<v;E*Kb-H}BZ>FVv9t`_85jhb_y3i^0C
zZ<@tfx|jUn2mE@!-;KLD1}v`mtVqi@eMQgJ^+BqvKZ#YwrZ#T(Gx6cNDO%e{QfSEa
zgI*vWO=;}YvpS~c5E66IQ$w9{?v8<t^wla<cn|B(Je4(r?u=R0`nRs7qQSMMxCQbC
z;hSIRe}_Jcm>&#00XWPt#G>acAI8I3Q}CfVuYTjv;p}=;*5R$`|Hs9ICVUtrtWiQ`
zJxg*o_j5L6J=B|&j0@JyL-rW9A&!1AbwUXv<~~hw0{-IOTS_-C#5=o{F-3&?hoVbX
z+HXErNL1nA?y0oXFNpO@ip2Y)0@u?pD|g4z?+Q>;MHnBxH{WD&Rc+g=(U<tBi^V{c
zi7gs;S835E)F?%Ba?NT<ZWfro@|JK8mjl=L&K&PDfW0C^=hD|h5hXU^8&7Eo&k>^K
z<Qg3Hopqv6*M8L18CQb{j!mLtH2P`S&LM!LW1rJnjQa=Z5grAzd@iC*vivh{hi=OX
z%Na-R+}|v~M*e6W4;P;VT2I*{8Jpn$ChxrsubcdZ&jpyB?&;VUF@1<AxNn)!8@Jl7
zXzE5+8<*Gaho|{1Lljuk!lMII#i*`Yt|1MwLWt*Hh2lvH3>=lggv91oid-vH1Qto9
z9$Zbb8z;93Hnkba4@b$d_<dL)-ug}=#Gk-^d_=8ZwO#Mj4X2-eE3|0=>Go>W2DH*y
zn-i^=<K6w(2uJR@!9HtWA_EETMO8gy_dcJu%-KPbT)L_S<5{rleyYvPAA=vA)2{Xl
zp~$&6YgKkX?zQ>!ksJp`)7mm)moE?gSxC&?tbHilnsz-T{x_$VKkpfJ9Fqx?jy9z`
zO4#`jhfHG5zQLMEK7erbaFk|b91+#aJbXajtQ~G&!+ze%jlHQ$lk3`)p{Mbs?r~Fj
zB5G1JZp)$HfP5&5Sm0Va#Nyx6h+Q7}pr*4=?~JBDw_s_!>@Jlf<6c|y2h^m$tFZ(R
zMf9(VBlR=ZcVpCBfOnTQiDguyHIowXX~Epo^342N>Bt2cJgOEeh!#pTc`ymW$`~h=
zb+}bBWqz0ONoobHa4|;^U`8C&d!@SwKwapWJ$aep!(N*<<*dXqzT3L10jSf=6o=ob
zjy%;BzAP|`^2akPq$mgN6o({&sRk2+*(SQrMQhjpv1h;v)<r%r80Uyi(luS-pu*l{
zrxavu%l#WlPM+?;3n%y&uit=qDC%P4Mq7GXV{3lt{yS?$Guj`=Zc7Vx=W**<L7C9b
zJMYiW$Atl_|Ev51o|65z{#cdS0&9Q8rMq6CjzXN17Fd=*3(Fc~rNVa@KHRP_v7)P4
zBr=V-A7pCy@HOk?AD<KR_vYbCk;;cmPMR=)$GKWge92)ASBS)F6FyI%@OxD}7OQB&
z)+Gh^ZrXx-^^gl_w8{0b|5z|M+=mWvl^>3wc?<?!g8sLVkOtPJiz@bx+EmvqPK9{J
zt0N<zjTZWj`5=FI(-<ha?aT<U-pTFQbDtxfax^jDEgB|_%a9HD+#nY~7z0#~WSW|%
z_32@7sK*`PIkO$nS)`HJ21A(ldWXoWn1ag(3-y5CY!jpgm#_}Z;u%KZ2o3RH9Ybas
zyICB(bk%dS6Ah1&Ek-vhtTJ}4Ijgvb%&yVOHG_r3QYInKQYO%Is2;QER1JrdA33`K
zltAAX6v2Tq&2p^RPMjZ#8ow$PPOofMnjhzh2_xnO2M~O=V%gW4Ef~c2x;l;R1qYRW
zIOv~BU77rHa2TH~_45gStKUv=1m>rOaB$IwGaNC8GbI8p$9a>7Gc4{+w-ZGNysmpL
zc)xOQ!e?F5PNb&wJWa`_)s9{83Zo!md2W318aQ)|<+scmOYfkXOF5X(k*?5wwYGwa
zWmx*PhjP_l+S^|Fjj!(Xz`qnMx64+1y+^i9nLU5;(zrWIi>Ba4#hMWgA#5U^XUH$5
z3}`H++^2Wah7!?6ScdgrsqvE+rV!XnW_<o7h!|OEg>GPPgwy76U7YdSA(#w$wQL>|
zEm}0`+t^aLyt{Pqt2=(~x_{pb3*8$J6|cALhv@+AU^JpR^#g8yecxrk;)pa4<ae;Z
zfRwmkilu*H#pPi6<}k)kF?cBlbN?=gm(BTnIir(+KQ}x13*=mM8w|{sGF6^KJ-8j%
z=-)3m%nu&LJQ+ErIRL5SUI1RZHzx0(At<W2v~*6SZKprn<lTS%Lj|l%5B}&Sm(3DW
zrco^f<_9VEUb~GJjQKKdGZ;z;BLJ{jx<$(8T7KhlOYnSoR@*(4Os{rqAu(v+|7_;_
zchw^13IPTN<}-)h(Nrmf*6QjiJOV;scegN*vL|x}5Sf@zu*f~N-C#ry505B$cWP?t
z<CWQXj448@ei8&4s_sPrlTCo*d2&S_XkR=f^9+r7?|#0**66TBax|4=GjS-*j+-bl
zu-@#j2YS9cUaZ7>%hr|NC(rZoA;PV-wzj@LE{Zc=uF<1$n~BG`?tI)VdYHg7Tvis!
ztDs|HDf<RzV`JlVvnxqxx#Adrnf<gECv1GPJLq|o;~@{OaoFl=aXvsq0cEk7z-m-$
zOA1eqjfshfd=LPt&0n*H{4(`ll@c>De)Nd+TMeDSl~VMqd&eJi%lbL9PpzX!yS_od
z55`78<?Fw2h74R*SIA%}hppP#IN6*cH@>&gbL<2t>~c)!pT$lFrR4d^1yA5vP;57#
z1dYaXSkSEbTEW-hMh>htpwr|dzwq%F3%w(Yb!oArBacoC1%ICoIYSEBXyrhkf>}or
zy>)4rF^Z~lb99@NfAVF>M)q<kL#ly$zO#VeL>)!amr%zIkXm^Ua!G`nHJQeRA6*qy
zBKs`W0#1K8Z8&aI<9U~9`D~21W{*9^jHP-c5S0sg+IJ9MN_J{EUw|y;C~(Raf_O~Y
zpq~>{vmUxQXcH%o<=P?B!e&QP$oy>@|J}i*YY)2D?WWI9sc@OJZ`9FfB`IQqw#uPJ
z0Bj|p2U1ZcVBWZcE_8NB)a+W;k|;sqmda=6iIZALxPk_T?(Sje$5~A&CCQ`eEa3f1
zaoOyfrqQxmO>{=2qOd=8IkFR)aLjd6Ukn~cS|^ilfGa^vc~RfPFp_w#Nb>itA7hU1
zNkK~xDMk~YMUNa7xHmxG>TWBL-*QDhgVC!%cP*qU+|6P#%prn7$B}|TV~+ZtAyw$R
z;WfaaJvR|;z*r4zoe)RCccs}oCVVA`t5V-LsRNJ4ry!vo)N_IU7rs#OolN)njRdRF
zmqGk}7~M^(hwqrt_E|kFFpl!{r{nKuv1ZwbHX28RV*!<!CS(TjG}#Ego6b6KvPK0$
z5LMw~-}CX^7#zBr$jU=9QYVSzf>+?O+KW(Zxs6Wf1(K#+k8~bZ4Kee5E)z&AW+89}
z{399*`Wy|fkQQl+)JK5fc#TBQ07o0`(hpN*83rhJ_WL+{P})oXPJNU^BC$XmxQyvL
zjKHVZGUG&1DA`wShCWqEBH^0j`1*Hh9ZlMG%)NK4jQuHEQa#miS{EK~V;KIF67a&Q
z!Sz%ay%Ck5Ml3_Z>mwDtDz}9nZ9P|vn8I1&&Q6OHbDivZ@6dHd*SQ`aCQ7P`f18hf
ze`nhq1`CPpAf{d<%zA&xAB4o;)k**JwDsNW$z<g-FbGhi{L12Wp>e<3jERVV-)M0P
zHs7KYHQM(v`G@z-B#(toAQte9*BAe_osydR&vT^((E02&QME*ymQ&_=T&$(QuHfL{
z%;xi8x^f4AK|?mu(fFdlOQ}rXg08O}Uxavg()IJw(`Cjz-`^f}ke?_;{VFwUOU+OS
zKS#ihTYV;^qN3W469$Xu=@F-X(pkbkw~%jlzp!-N?MD-q-+I3tXIVJuz8zzX>Gco6
zGw@C58gcO1Pms3!Ev|}31wY+^3T9SRR9vYuf|`t!2|}Y)$dot(0eFFbrFw-$MK`CF
zwb~$J1Wzir+3R=Mkt>=E1X&u%#0ypihEvj{lwL#D|ES6Ti<dgLf9rgu<g2GLhdhaa
zv8Jo*4Hjr9bXfom8PJ2v1YbszLpbfXac}uz0V7_Ss7aAjOkX4pBdgP{M3Rjxu5jX?
z%j=!~&mu9<S6-f;|4e8;Q<5Q^a)g=wq!jhGS*j}d1|y43K6)?x3or3CKHB{go5Q96
zA*)Q#E3<Bk2ozA5RuC75hO%!nqCGPF+iv~Xf#%ztjJcR9b3!OIFX0{NZd#lPcRo4{
zz`+d;!k`IUe-Hv)i_538LcD+8&z10ZekbO4&;R)|a_JL7yzkq?GI`P{6F3a|IpK`>
z<40D&^Cs#_rpEv%qO^h)`CnW+<p1VnF8~Htq5o-_yw`xLUDpMffPLVUld9ZdzEq)_
zd78&3n++&*<OFcbJ2D@Ly_!;u`om_I4MK~zsUf@%MZK#7p{G6>bY*vC_D@Zr0zN&3
zwW+7yMS^ff#|eD{O#YQvo>Vq%cx?G;tor~Gv-`pS;(Gn>O+d9qER7%jtJC<88`1yT
z61dj?$GiWgk8nYZUl0H9gZ_8DDh!1TQ~LvK@T>sPJZ4`9{>#0G-f1)1wE$y?Kc~oh
z0Z2=S|HG48`M|Ut_dn?Q|GpNH2-SZYksSZP?7KXz%<O}3F@*R}<$%v9VmmmiXc#%1
z=!u>sB>n44h#KHEe$|kl#E$#1>Z}BX<KKzWPGK0ghD%WY{{615OPh||q|Lvd_Jf>?
zuakIep${c$tWvUkc7?KCi$|{!#@hNKUXKo=3iQI4ugItyK((^ED9(hb2+RM1`5Tq0
z#<=Ct4MRPQ|Cw;%k`cSgx83P`a7bgAqfGK&N3=8q4gXS<d+8rz5G2GYL1Xd772<C7
z8g;i#r+mp&U&UoiANhL9qQvTM=Q-WV88F=^sw%6+&0>KVJE&A7xKDgAD8=BcOj^+v
zCZw3=OPno)*$i4$FrSi^UPvh_9kvFnUkz+iJ5mVN_76TX%@uG28ODqrwbl(P2`1g8
zQ+RxY-hkuj0hQ%5MQE_$ff@lesv~MD5<_qf6qzb0E{|5`o=l$H_BmLWoNmfEKdqsT
zJ-#BTv+j<zx1y3ZN~bSHX^HJ8G*fp0sx?e%uj011@(;sh*==w+I#fa5v!w`f`xNAI
zVB`qdc^mEk#mWPA9kDt^egh@+pe%IzCFD{dRt40~&^au@K;79Ph3&H*0LsPmAronN
zP>77eckhI;g~Mapro48cwIf!h*%r`NrS&BqA^uL*dhM<<A|yLRFSZWd3V%$t?cH4@
zqtz}SpTLI>7?*h2M(D2GhF-?m8|UXm)g2)5Dq3HoKnlHDXNz0k_oW)pUw_nKsY5RI
z?d)+QtA%2K_B|~4Dc-4_?iW?+O;(3&>ZL}z-Sy#@o}!G;hs#H#Rn%h8PX_o%eYAEi
zh`upphVYz#?Ew9%oG)*AX`?`&i+<NxSzKO5YL7|;IxAS5or41d-x5FlYV8)HLjZaW
zJ4rPR^YKFqt{I}5(05~t03P#FaT$iU;O%sB-5HagYY>sY1Iycz$kUOTFCfVjv1@!Y
zT2Q}|_bL}7E~BRO_Qq2oR7S0FiN@0)(FSWc!0CCCNkE>8>9vcDB!<pIiMd&_4*ckA
z3hvTF|2Q979UR$XD7s!i!-Ve~_#iUR23<q_Eoe-6cOR`xcjv{V)qza+Hk2_>`IO*8
z*~cAIx;umrwcmAa${6TWp8Uz4&>|_+*?LvilqQ@;evN!Q_)}g4LB9jz_r8jm8P;us
zWr?wwECtcu%ds6h*7BpoVlyiHgJ7EALdNn9TW}G%!>QxF8uNwt$lz-ZAmh|@K|9(x
zfJD&Qpyg*MW4B7!9FypJ&$n%`%+MFH$6*S*08u~jukFgBuaE^2he*p~wmV}U_raB1
zn*ZV`RfC;%AYV@iaZxxRtt^<&-U8dxBxKNXd(pA2O;Z=3zA6$>_lUbh6VDdJtn_aW
zW6~C}mVSaS+w>hI5gj`}r|~pk=V)zU8l!&i5{1-2LHMbe5W`zySsI|P(X9F))J7o+
zw=5xAq<twCa;zT1?Lz(B`o3<$S;C@Q3B4rA?(t;MjDWh?S6g=c-hB3bjO-4hi#X&m
z?#nI_czBq8fCm1JX@ybQ^PTEmAoIBJJ9{$EYd;R;bk0EE3+)<S2uaz>n0G+y_cMA$
z(`>4H?I1K=#$Ta&nl89p$5j%0keVv>b?laUI}FTk)8msYOugx4o5k<bBO@Xr-+Kb%
zqThW<UsXf;aQbM*4MAIl(ApiL*e?O*++c1)0x&-E&^wbLHXg<{-2}b8n>5Q_Upy_k
z+dV)0V8zI2#FIZ|2$lb>Yva2%4}pw%_e^ssh1tn+&?tJRA)>DECY9E+5Ob4^mp!hS
z$r1uhf3<~qzsZ3ndgAW${7$EJQ9c29%pec8>>vv!so?N}9{x#QD=YqGL%yXNy+&A_
zB|YqK7MF-jjWDm;jQfbU6D*_<)^F4=LY}B9NB-FAVGVjT1;Y+~&ta8&r4+Y4+~|o&
z;&~FwIen|el_sSH<L*1>5ai(clZXu#TmJ0!BLvq?23<j2pM5J=kcQTlqs1Y|alJ*9
z;Xz*aBSPaAQ<Yu^ryI?hoi2+fKRmC!lBYB5nlJr^XG%Pe4{jfHGP&QBt?P@*3ftYq
z$u!yNbu$p1yKiF!y&SjDmQtRcYQT?%9*;(Rd6R6p4JMIN-~CS*3mq%1Ugfwqh?I~t
zt01x^(ZXlWPzc8UEu4EU_)VEK<K;3c;>#8UdFwVestR`iZVd<(3;k<{+`rzoxrd%Y
z?Z^)uEv^1nacAripR$}pnczhr*7A=(5dE_d29}!!`iT!nNZ?)J0xnO#RQlFJ^pi03
z>fywkH|;(bI*GL0vVELQ0mjNxQHe^JR8axQS+8zjZgZry<0roDX>``(Q<dNK!;$>S
zNFwc>S?l><i0&Hd2#ncOl%b?7VM0O2z7TG+HdWVd|0Wkm(7$EHrj6Exg36N(LQ)F$
zBt&1S9^%X(;}-YP;7{|IpW>ulC-vcl^e551!CZ<fZq@POp;vJOH2d&8;Sa>LARfsF
z^uj3+Srsy68ClyCx9E|gN;Aw~B_lM-(>bNSl&w1z3GtRD<UX&oaOfQAJWWBeas}JQ
zD6!fTXrbtGn?6C0))_O*LdK8=xR5)=A`CY@V1grn(Al3zMs*bFUD!PDWn@No5wlr?
z2flOWXkzOBPY{zi+!cC7@IMR^KyY>6h5wt_@BavsY(D@lBL8I&^Z$Ny7)lQ$aJ&7F
z4pay6e-WL1m$8KS9~>w8J!L|V$p>%G-Yx8=8^*@vfAkFvS^uw_BKkeOLanS1h=VIC
zD&DmTT3cJw+076kp`doQw?)PoKYg<M+YYSBWP<ZRuLh!HMC_&`0U9L#$5r_MJ4>VS
zh!9)=Rs9~ivZ6IGFtGh}vo|s|B?U~uKp@aet%0z>!-851Q0EGs&+iikKS2QiX(>-n
z9+ax2QPWTUkKGe^{0>HgN;e~)YNVQhwaz<d>_UF;YyI{;Pd*{gB_C!3L;m7of!%j3
z{fre1B~&z<4)fW=$`x-O6oO}K841(~+pDlg3s>nYc(4zqF=kZVtviOZjqC9#Q~xOm
z;I*!%)!C(9G|bO^TgOoeIY=lNgkxNFei*FM#qjcW1Ieke$vjY!NVvand@Z*n5`E+G
z%e%Waa_mOZh~O4TeJ9FZ7u525GZc3$$I4Fip8V8~nhxh3yD^F2ehcvP6HGly+g(rm
zl6-cCULC(nDeTdh5LrD|SJ4Q`Mr}qnbA~~lunon+eV=?Y&dSVzXYuos8UD}sJ)Zy;
z%d@lks&ee`g+-b9(`{3SIKW&5*R!QZ+Vlh*1p8O4TeGa6<rjy#zy6cexl2pa8G0tA
zr{m|afLmAr{w7H;Db(2Rcj_AZRV!zO1(&$lSH2fdipNuha~~&!Uo5%}-bz>BlzOgG
z2+)0e3K^Io=xdq6UW~IB&;0b$5w9#rf<MootrcQoU#-O5dk9JSRS)fIcRx3v--9bh
zo^3hi^xt|;1-mPL4tTr4AfDbI(_xw<Br&!{QFkm0X=lf|XpjH8Oc<#fZIa!>a?@t2
zr0e&x`{eo{qLTp6#(a70QD=)ZZIK)Dn4Qsx`m>gr%x{xIeNej=s`jX?*JWrg9{NR8
zQ$0G-;F0p|PaNS{j|I5FkwEa{FL$Hz%8J03b86GBhL24is#Tlweuqidz9$3`9fB$@
zf)L+onZ?}Bzg8~$2ymlZ&gXsS=^+zet??VtTc8U5W$;<Rz#sPZGKc){gVgE1g>u(X
z{^IMi&?^tfAOqq@9PNS=P;zO(#=xRg3)P)g+IN&O8V~y{s;L#!NBo-b@;7qmHh9wu
zL-eZ4^p^W8camepIDF+JsH+q*%X&;%t4taW4q;QHt)McZTUh98ZWI#VIG9I<X_zks
z?@hRMdh91=_S{l_VHaxWfNDpzqj&^Vx59Pi1GMiE;eGz8HsqYXSM6%o_FJF2=cI2(
zJxlWWMmRE~U#|z437Xjpr8Un%>ZS5Zr}OCW7vey23im3Nhvt2qang{*(T+SyoI>LG
zbxv&oss?u2uBIE#FE@Zx^SwqDVbjsA-ulS4fLP|)U@@6HwOi!Gx(P%(e&;z(%9P5P
zT3b`wKlW4g<D7a?V;3p}P=2CX+E>ILe6>qSQ-ID`dqfFje`@TVt1d6%ES3D<TMiW2
zO7q58pXIF`;2zZUh_;Tt+T0ute*8F5li%f<-%P3Tcq6St3*KsCuEfqW$EH*&lE#y!
z*9h||OiSAM*-^qLxG6_JP}BD%+42mX3d_igNGaOU!?uH_T_Xx+G?YiHO6segVBfxR
zmCaRfE(4ftHO-1zD@8SA<3CaaEu5Vgx-@gsnbVug3&`^^N|O*i=ut_n*;yjW&P-Fw
z?Y&|OrWU>LctLvg?0wt)&suqEk(}R38cFyVsh@ZzusW+o)|Jts<|FId%Q30>1R+a|
znUEfO9J#6Ay6y(mi<eKC!1iHr970xmRyWUK9qd)3^paf~aZ`v0LWqAwicRhgy7Rt8
z|Dm=Pf5v1JLUtd1V-CB0czAeXt%P1jWIPu1qeAtZ5D(RS(>-}=S#_UryqKxSxo`|G
zBNp&lBL^}&e7DX0LqUMhUQ_De0x<CQ%IBv@Svt#)UJ!Lh@Mrm2B;imVTmo^~GQBzz
z01(=>GWDVb&A!qtoX$#;_l84U9<NRab~7+b%d>IoCx5A17$z1x0Qp(iW~ST}s>YHA
zA$Q+AI&=O`)*!2q3dZy!Mh$%_l;hw^sN*Vv&MPH)7<Jc=aJKIv#-+wF))bXA$pe+=
z;7NJnukF0;iveJ9_U9~jM1-1ql!MMKb9VhtoVO^slTTstj9sGS{T}{dH>b|*`qe+#
z2y4IG{N{i6Y*GPAL43by%+mG0UNRq(9{~2_*}mBo2aify-b62Jk%{c*6ku70Yb8CZ
z0b$;vvJ@XgUULV-s5Z>A5znu+($e+#QKOz;`-Js#w36c*2*+=FI#mg}+&Q8(4d_1&
z{XJz!x`LA{d0LvBBjLPO2u3!YV8Y!KOmQQi!TCnOA!oKS!C@{`RsmBVZ$~WgG?x-E
z(NSObG4IIbO@+CaJ-|akJEJ>BaiW*rEoSiOv10#;exl3?{F|v3dkgn#e)PmvvT7Cl
zwWT{4H%T`-#Umns!bOW-!{b4+v9jZt*H%o(-CQ$Yt5UiS_^)0E+t@HGs+M~@dbfGn
zo_PtZvk(8ho7#52qP}JAFFjIXEY0sJX?O8DC6bzGyc%eT5{=Eh%jpf&1@QA|B^kan
zZgs&gt0Xa3l6eNZZ|i1nAhvGW?tlp1w5XJ_UkN%Dl9~=M8p7z2#~-Bq37C&eUZzad
z2qfH<yVtY829>q_{Ne0%@9y-8a@IRcE<H1>7EGNi@cxRR7h)GSJjUt$&ndzJ(6eBT
zv2N|}C+$g}&bB9yhaRtp#|M5tQJ5y%0EO)0N~F}O8(0yW8h~?8i^}&D&6uI6w>OLn
zvl3!^9HW<dWI2LT4;x<=?SRlnhqQ;k{UG}=r|M77G}>_VgIXCQ57M+i16dUaTepJK
zO%_P`eN2+Mmr1X%cbBuBH>zetE_)t^;aM6z8ZXO2|0b|mxYXZLogfjqKByQ!1d~Ug
zZs%FpwkF4&@Fz08_7w^#`0Xgo;eCnMop=c4n$q$Ps9Wq3F#~wXDMu~|l}m+{X^@rS
zFyw2?UjkY*B2HdancST8SvJq|_~RoVG?D6VH$^%&#>2ZoYP>)p2vRE!aHOxs4=t<`
zaNjC|k-XBoIA?#MrasvCD*5&oLY+LF>XLk^d^pDY*@w5co?l(&_9v1zDL7@g#hr{j
z8dcIYABTYX(B#FPgkbY({mK96fuf2(ElTd2HMZu7<4uV@fTwEI2V1FjsSrn7m7+2q
z8ohAk-llOa_D<PIYI&q48(7f=pwe%(3BGXOZ=ZCIJ{`7ID6|MKAo$QWHZ%8wKUb~f
z1Z}9Iw82!?y`02Gpn8bPfm|8j;%d7hXFEIU?wWE-+v+}H5TThBs#i<Cqt-kbOF^%_
z+%`*2gz8oa*zFTZaqSV+U>m+T2z2e(QEoYY##*<>e}*-f;?}zHP!BWtrsc#++<HLh
z3J3vCf7oFV?=CnK>rV9VWnr?mRr0$}UCuqV_Pa=X)fxyfBi~&i{o?fzG2_V&#Ce@h
z&?yyd7Ll&<uOcq&&z{8;&KV!vJ998}^*}rKtsfO8ygTRSt_N%33VAht(m#BDi(x-k
z7>qRd!Ms$c6M<N1;VS0J@2|JvM1wc(FDqfJh|~Du-T3g;@G_lMfOnw#CKCWxZi4>e
zy5~%btAzeD5A3)WVKt9~KV*52|3)m}kLOl*2`lwzS%4br?B*E2;dX5St8p&JF@nAy
zv8dDtAki#bZl2c8@c;B<@f-Z6=wC*FC7@~UAMbxQi{Q<O!I4IGug@aAL9s(8uCi_g
zjl+0?)^z}5TonGiSWA#VtynO(ztUi@P6=K0l96FL*3wFwLtQ9e9n8Bc6&52Z{zLfa
z1v>E>V!NjhTAahSZQq@OP1QWt;9eF-E6wue)+oyBq3aRLJFC*OQ8g1_rPyhx0k+D$
zJ-SVEK-!c185PdKtLHj!dQ-hHDEFMr+-7p*%AvQBGglmCm#woTse{jvw|yG;WElW7
z^Aq!_(fFt6%iY)<j_A{Z?8@*gsfTMvz|=W${qp1Aj#+`t@aPon^x>=Bgq@sC1@@1l
zJ-^S)O-c$(tBQa90n6CVkrKcXKqh-wBykOyxN;jOWe!=-bJ1R}Q!xrH(14P9+*|8W
z74cU?!ZRy^SA6B)L(5Qcvle^3YEXZ=wLFO-xshFGrhdAY)=3{<AK*DKC)e1d+g<`>
z<ix<!AB}N32rG*1&9(HPVVkxsT?nZw+2)=}OZLj@;u~v@FgRm&KZ_=;*%_Q3H_YvF
zH~cM!NZ7*@jDPhoKAiY$Le`C3@1^C%TxNypWx!fky|A9z0x7>W&Jpg*8Tt5f^ta6L
zEd{dbBVkBdQD%m?K1<ISqiM|7sG3XD7|xy-?Z-(9dErcZ`u+);EJ|&kjDMrjO+V;z
z^Y;l6bguMzh#t150_~x-kcK|H_aQqE{H&11J!=>G{QJJw;jQm{CN6nF3!y{qSl>+*
z;_>Nscy5B<f-|t945M4Q;{JX@X!8MWCJezNs9#ARxSPgb=j(55nVZJne(3pAbv!%q
zSA<7NJvb_HJUAAi&!gQg^hXIiII<%RbF_Lp9-RhClXk7R6Ek+TM{X2ayV{(^a@PKp
zcBLJ+pbSCb$GX1QTyM!$m*0|hzaD^_md?`6(^L=T7UB;Vo-!+J6blv=^sPHwgs>zs
z?F{g{k%QFm4fs=+#=U`Kqkj^73=cl~%^zF3+wZU&pFVnVfa2Q680X%XMA@%U^R4*~
z*VqB4prr#ht&1e)@?xVpty_?Uv8#J1<tmJ`_FmGp%zSLi8RtjFfx>~(Wi+kyZ%#&G
zh<fhU+vaGy-@gBuct#sR1RxJ>g+TwE%o8T9)Tj=Uq3Q$j<x#Um(m=|Gl9!jj=kIwh
zkRb^ljKbT?@z{J`KGP|h-3I8F_<-9_*E{%CBY@j}gXjKa9<Hma>&d|6Y)5_Kl>*nG
zYmTUsa^vP?nw!lSY_tKg|J<SbiTk0og39yk$J8<UKJt$hlJ30GzWMR#8JlqF*IAo2
z7@nPmv?BDwqli;&L5;WU?>l#BJ5y*T+b70e({==A>7;4l>A77I?nx$-ImXd^31Lq=
zc01G!pBFRR_@a3d5S1$6bzY(S44B2VQ*fC9D3Hwppd;qt`80qNm(BKP!hC9qopW>Y
z)6lU0Wkj-EeNFjCEVVnw(i~v{Nrgw-?K3hK%hNNWtt6B+am)s`%ykjPr>eS-M8G7_
z>pN`_6$R5cV{h?-K(_4}Tt=r^(5eCBf|j~g^g-_BF@2JuxD^bI#lfCw9ce9cmakxe
z9VWz}w_sT5(KdOCXxM3+w{GREVNDjtpLj*CYGyjRA+=SQC(04kY3eU9w>6u6DGJ?&
zb5krcn9Sr5p0?9`12u05{3LmCGX;KZ-g~d*6ZAl#9_<Nd4o&R9TVBTx!3I2vyN$2+
z85}T5AD<BOnn?qHLiS56<3CDEkv|nR$KUSqmkR{o2(c(i4*$t=Dmn9;xzQ6oAt&rf
z`+SC?p4$oiZC$zXTX%L9F4@IH3C%JCWqXg!P?7R5_2<`i|JsT^IGhsCJfz!o^{+qZ
zsbP5bcc9RG#@)5fc15{&Ih9on!c`=_@TqOI(`DvQSPNP{U>zV%xVZ)u<p|oJHOAjU
ztG5V&K0u~+hTf-b1-|s*5Kb(+FXL_;vmv(yQH-C_#)iG`F2}!|pDE|Xgf`mIi7oj7
zetCB&;>tyP-z~AL-f>S?cvgOV-0nX9+W2-sG$6eh*Y?vo%7-s5;6s<(mef)<OnI9p
z49T=$%nY%PBcn6jeP}9si#$F`o@6cM-Scw35FV11Cq88N=aKlkR8d%;l8=kaSjwOa
zt`JaN%_`S*IxAuUX?N(r(U#=kbLDk_6(Zl&YRHP>qxg6cTyC6DNIcr%-qZxQivJ<z
zzMc5&-%7JaP_m}5ZHJ=Y8&^$S`rK2Oepxd^|E4x)swR#}!W^-lB&M&LT3`mw^UB#d
zoCk@Z*4{Bf_3Y~$pWsl+kzt6$Y|HltF-ai_clRf;16jB2vrK0Jy@c?soVWZsjwS^A
zIDzl^2M**Z_n}CdJ9mAb8{aQ%2HYt93L=_W;y-jHuhtgrMi;Pz*gZuoiSij3qzh%h
zE^rOkeBs2!Nil3KBSI-$QPzkZZGGk;IEF)m8|Ql(%eoIOeWZ5tMxLA)6pvMKXN!hj
zAK5@>!YwH6LOmO2xVBUjQiQwNQag4hJ7B3~=%pwjYWwkzdk{+ioQOpU2w=4{jgji)
zM(yZ6Lpyi7tZDo1AEN@K0~7&W-LJ?jK5!d0u6j`Gs$W>&#kh=LU}wm>Id5R_-B<~3
z_SX94rbxeUQ~j0(wV=ja#VDXu1mA?Kk^gS)j|D1M)|4Eu4W9z3bcxnUzEBE(S;;jB
z<W5Aa%d}n77`>L%pdZp5?>i_*_mq7Cxd@U(j)#<Kg<MgBwrO$5JEf2;D1|i&7fp^2
zkdd8L3@z{iJR>A!s+M{r2l9O1j<TIQQsd*M`F$wYzQuA{4SHUS!PcN42B#$(gsI@M
zZ__*V#0i2>*wxRrDSmgn56)TJj?hWsF$Q9zfK-(On^h5StcX|$_wkbSB5$~VVXSk&
z=W3i9O~lxGMiO7!!I3_Fkr*il3>%KQNiJ}Kq&;Co?c7W^!I4p`a%WLFrb8LtZW6lE
zy>s%;_=ak9cS>-S9+Z{dU5fCf1}d?zEyCmBr}z16RogL^{xl=~W3sgE$Tr+*+N1u_
zUXlhs-KX^(b0MLt{TNF;-lbyPz1}E-7OuKb_jtbT;Y(fqg=5e4XX9_<7j;D~m`LnV
zb?hTau=iDyEd7)}T6suCPkREJK{r2IuhCacT++Eg1E?c2$J^&K>fmuJ7@6`}L%TX!
z-vJ6+#+sfMeqJ6d40z#O_qV41hp4xTimU5_MMDVgE{z8X?(Q0#0Kwhe-2;ugOOVFh
z-QAtw?(Xhz`up#>_daw#>@j*j>|Sf_nl)=yX-5S;4?LwJ+-T`(M@t=haIFXXwKsEj
zJGQ$kIC4nvvftmAzIfgxk1<IU^wYK^Kdfh*d+fXK%0nzTUr8h;AcD*i^~aNB@xK^U
zC<wT7Cp?4@x5f%kAH3vS@QVGQc<T5$E2@g-H%{d`b8QKi?A0>!B^aq-KQ$vWCZRw2
zcCJUQ)3nn+QjPVmHzZ-zf+h3fJRF*FyQW%*8@x0VMG-2@*Jt9^`0n<{aG9F%^(5#$
zn;%u(Mjqhz$mQ6n42Ne+`g0Kv;@IQ>5dQloIrdEUgFf1|!o9kluK!326c^zZf?J&z
zJijT`8`$5IV!uHB#2UBCx1h2gV*rZl<hV}@=2VAY)+KJd0RHys&y0H#lNikayjj!W
zBRXwQSK#`*iaQ9v`WP!&Eu|AyBn@xB1k?jNO|c{{%o~t{OH{d`@fb`j{df_7?r8a6
z?2%~()I*c;((MU4VvskXa_VZoqTxnbxE2NeEK*v-)ttouZA}c=aK6c@EB^|<huVK4
z8;0yL9*@@&x%6o55WIY|(K5w5(3=vK<rMuj^EaO?k|#6x$zWUcd?$3)BADCS`OBLL
zS-wj8q(KZ$>9ut+z_Vrah?Epz=a%`#nWqxT2C_h-s{x9*<6NHk05mQ(j(U@=0-jU7
zVLoXR>lY+~U<^uf2=6Dlj&ZZ}wyQKvoBhi{j`~oPWOT627HQYl#q7J<ATquQ3dXG^
zrR_$un%py-<Ae+KE8%S?s2C=35qgtZcQ+~ix3KN#inT$6F2u>51XljK+0hKX+anxC
z1`y$obtwiu!_1<Ia)>_D)*N^<NW8maTu-?IQ)<(0KsGC}re=k^=W8a;eI}`8m|$Po
za)FeHIKj34io@2Pgu^T_$IA36%V7xpzvE>Qp2^aVWrxbe+_#;pBrguJ&{$w*P9pFf
zZ$H(84susC(`J%$hG&?j?+xG)x*cG<NRDGLx6IbRxhm_&mmo3ZpydU1RY^Vbfx8o|
z%b@KiJ3KVZdfe<9W8zm2MJ)B&+xfdc5?Rza`};!1WDhu}3stb_=dDkV`R?wg(IsDZ
z9!+Q0r(7+6$0IT+`CV*a=?_U|q2JYHaM}98!r@6|G(Y|&P4h}JV*d@=kooh4nw+%b
zu~o{I(*wlomSEkI{!RSyV{_9x>rkM2Io(Tsay)~T)on5|OjoN|sR_y{aqb86yE%=-
zW#rJjTl#5LGO~ksss|6GBCtbBX{r?9f!lcrVMyh|u|_0jy643}$i{t>{Y}k@X4`bj
zj`YS3NB@A4I@Azb)=R^1{@EIF)1J7d&Z~Q*dk2d)4DWd(_U%%^Y<mcSd+A2n>uE`f
z>C%|T<6vEbpJW?X@2pKZG_9+EEL<bw$RbPy$BD^Xna<FRWuJsa8<{m71LPw2OQlFe
z&yF_o`0URJ55gq3&6O2=uI_YoPvL85=6qkZ_aJngXFc8K5V}$8lF?01^8RP~y?$sF
zI|tJ3ye5}%Xh(`8I4p`UcLQF+-3w68_cz>Nb4_S1{KLMMgYQ6cqH6Gr@cL+TM)k7o
z(oenzWoWi~zhjcT$MRxB>}K3+>_wQ2Wi|$>tLXcQhKqIc--zwD9kf?n+M4YSRl`0e
z7wcceMtzm;<n2?0fQOCYp-7-qs3-fEZ2?tv4;qX<-%#PTHzwe@|5CPO^m0i2Ojl-S
z*Oca5du-aayEXI1O4=WsR$lx}LH#8!dKA_NN-|4rlHT|7>YEruL@i%{!{%MEG6KS@
z62g9JhalYhDnK5UpCB`)3}tM~boNHOcLQNLwT6O7Q8@sONFSKgRcN>rU={j$Eyd;V
zR+(9V3hJCg_P@YJg_E^U)KLEvMa(D{$IWfLjih(r@@axyEpiEpNx<ydWaxiAz37{e
z4~R3EtXS1ww&|z01|mIB<oF38a5SgIl#SR__snaLFWr7o+~uw1dCT%Qkg+AbSQVf@
z{Y5f#))Drp9@5bS&$N4pDHdfBV$Ud3&X*EoaC%94kr11_D&l}-`WY{RzRX5?Yni@F
z!p7RO4M!M;qT@>m04{Fybu9DiGjOoBF6m=(Fa<o-KY9|Gp2>*K0SHkqtfG?qO!b$-
zS3_S*)c`(UAIZi^Gta8Ib6fQ2Ihb6@&TAAqLBVfT#K5=Vg?)giU)<clca-JUVe(zj
z#9+0{BkJR^U~xpc;c_b%v!o7A9h3Wn&e|(iU>gIzFv!Es8N!snH?+9s9CeaB05mdK
z%?|#B2d(Rm(w?*L)JK<_0fdwmOQa_Z7e1wSFnPFr8?^o72^OKA(K9_?%PRK_pC-Bb
zJ2ywUK71}5_{xBov>~q?r}o@1eXjlAw}G~vJh-A><N_9c=()OP-tkzfA4&cOw3j5d
z!tSR$1d<%(qD;F9Usn$>o}v}_UQL31n1jHF3zp*4Yh1tH4n|`?*+ZVH^_3z5$1n4x
zEqmHs&aA`w$Q*wBKJ^XU7wT6fY35rA<Xq1hDc`akc;>e$%>HP@4JZV}sdN5Ke`OeS
zfP7KSWdP{LU=wNx+i;i|#lemImO*_L+RN_1XfVfEtfM!Qn7-!589Vsh9mnBTL@P!v
zBta^-g+T*>doZRg_4@lG^tCaf2MwX3EP87?l&a3uz*Pras85^B*!3~}1T*;~$&I84
zbET<T15fZ;%I|=*lv>mQYx6^LqeJx=%I^>J(ZPr6X)PCO0f<vIoy!^DM(oKt2<$SY
zh7f!?B=7)FL_YyRdV3!7W}866aXwI3aZ!h4Ewu-D&YR3|2&(CA(nQ-yXVwOOq@cn5
zM(8UUkbsGCEh^KGI$6}v^k!)=Hd4>HlQX~Xv8eW{@7dbggZ@jWEBZKpmc-y!*{)2d
zX!aaj)~S;7EyHM)rW@urd+=?W3`4H*UB847K2VUbEJ56QmYn}04+%7icDTHhO0C&p
zS@8Zxyq%d*W9Wt$EYBbQ1X<NRA}=U)eKuj;&eBZy;_MJCW*t1RYHKw7`qRPgQoWfs
z4Wo<Cb3qCgs*tPJ7`A*|T>U{AG0WqUb8V9o`+z{e^b&-^Y&6eao;DA&-4m@|^C%E3
z|4De=rnfcMGbtT8HRvXu-NY{TRr$@884?3q_fJ9vrl@BPKuTpK>1cHx&j|Wu=iH9b
zaYa$<L!~@zT}|`@uK&^l?6W1nVflQVdNtwE;EmGY4fW#c(39%#>+XftR+%W0^Xo@q
zqhT|SOwO;Bey}Q4IR3rW<uv%|$vuP516?MCVE{bU9pUr(KuSxC5P`!ep`tSHXE?LA
zwpKU`MZC`oR<(bFhK~39TvYF5L{7-E3K`!1fW4{dS;5<ml^U;pPJNjC9ff#w5iq0R
zo|6~D{<cnky)EN^v||QDaJx;v@HofQLp(W#7vz-r_PV0K>_z&cN{NKBB~U8_Mm%-T
zDgu^R>zjs@<PK<j98*iF<#ID#Nm~A%cWwy5htT+n8E0GSr<3!%BqhOtWmpvt_wF;c
z{JoX2jRD?9bwj^ZWAYIRnn74PKeys`Q9S(Qs|}Q?JvRK`O4cMt$4^Ns*Pb7&>PGR<
zf{wL4Otg61%=Qf--yM^r!6BXk+<9>>6#MS$qv%zdTG>GLzyW#J*uSaz3LX?q$fl<D
z=xln2rB<QHQ4xKqP_M6i86#hBT**kKjJ1!9LsD0GjA`x^Fr|4Mkc$q>h2G)>XRtlx
zJ)jDx)1G_|+<rv*g`SqVkv?=w-Tft+aaO2`Aw%mhAhxyR5A1C=e&aA9!klM664(}>
zG;8%`f_P4U%+-Gt9^Orez4;)Bk3C@XMLc{@?(odsxsk&>f5&RD(D?Cs`xXB29s2gy
zIgUl)0ZaXAD<aC~J3;Bc8|=@@C>1Ps4a;a|C8v5E*z2eQB<hfNM_Xc3BTM+7taXK_
zA~r}ZdaT=aQYLuNp%hPZ|DbzB&@^N}BE?42gpT-J$l#mK#Al)*i^CK|USRaHbs0k5
z)7LnvVK4nhX*m^ZFLCAy%yM?B5PmFw(vFM%rD}-JiV>Tc1Qv(M1isnwDN#)YER7M?
zUaVk5Msalt!VRoG<QgwR%u$k)TCE(K$Br3rMr*-nxWkrKt_dA~=w(YziR_o${@}l&
zHOA-p{pNt}p+_(NY}b{?zE&hBbWzwbyy=R1(@aj@!HZLB$(`|Ccc*=`*3B(ZuQe=y
z-<to2$w|+~rhbkx3jS}JA2;yn3?^tzeg^vJZG)lo*8xjk&&S158S8-GD7k)*trOYE
zPHYuB=qN43z5*~hlunbH^Gf^p(g=AF`mfkA;y)KT*tX0oeAgYH^}oV5o{4Wq1M`XU
z<xNigcin9P>gM%Og+z&;E)e3czCj*Sm7X>|eq)aL?XP%=1t#WUE+$yurS!E*T{9af
z89IO*slYOD5#IQmU+36JAIW4VU+mt~OQ0}JP7XF5mJED;Xe>527t+o&{hM)}*thT(
zJ`zo9OPowElrhX(nZR4@ISMWWu_?*LUDrC=KIa>e>DP9;8X*`~Qp3cTA|htGF1=7G
z2-i?^yATopoYY$aoNP6PqTq7_nyK_ZaZ2mf40cLbjImSuhHU&YFAtJA;b7ziba3|-
zqNNnVOG)}Z>t56pj!dWGsxX3`=Wj$!X$M9a`>Iom&+)?=i=*_|hCb(AV{)$+nV25{
zuhl#wu$C?lm&lNG0jf1tIn+B}1hJMi1eE9%;BF$#OzEy^)E<JwqZwYqvlMiP)@b6m
zxLuKEO}s6Hf^t`r)bo?F7vq7&x#r)7eYTQD3|IzHQ<#8Y%}p84{><Elxtm#W9bAX?
z)r744%8i_=<81iwg6eFTma6FF9NAf%k#+(3y}aPadczt9CI>G=JfQGY%mK?g?UhU3
zR5Md6{5o3Iy>BL*{E+_9A#i-|8!tlh{w1C9{-xz*fNrvqd&Kgg>jKyFiKaMG@M@}2
zXcYIeZ(=4?R&6qAtMq3+UT{(g{=R;WBC-a3B2Xj<a-Ds&r!vS9*45tzfiW%jX6&jE
zh^5=qM9!gpurFj?T^70uJwAm8IJ<KbW<-E%?-#jiNX$)Gfxdb1eACnnVq8C;8B&55
z3_}GqFZU?W^(Tv5ymT}cBib#g@2CJ|{;3(Ef2KZEx6KLp&5R>Xeifc|X$(JSjIOqn
zXTrC#@lT89aL)}=hGN%9(hZPwvuZy!l^fj-5i*mUkgefQZzE_lNkQX1JKc%i;9zm|
zRP@urYdy-CGch&%ic^z)?6@U4t*@@8>AzS(e-)m@!@>12v6MZdw|;sN7#H=f5{8RF
zXoK{ihL>u5y-2tGgh_(F!|SEhfUIJ3%E~!FRpRO$&oM|vda$}2`-C}$270=v<9txl
zOG+~;A18niA;s3Hd!O&1zf;S^<)2%8=2?Jlh4UjzHD4ck%Od4aRolX9K+d1C9yqDK
zBtE+GF~Q@$jyYy^`*+6bM2;$fm28xeNuk?RCzdT1SU~i!=g}6v%H><8zq<Ql;#y0X
z+mvfnzqx@Md|XGRe0Rj6A)wtQ>Y`U*=q0xUh`Fzl3`<8A+nz96|MlfFS&CQfjW+1x
zpIOx94|ZYtsdjqs01let9Q0ZxS&|m<?Q97F{M(0Lqe}vqMC$tT5+?)@qM{kcknmFH
zX59otO4UcRW^|9YpSd#QaOh0(Fq*M<8CB|m;Z=7Zx-T?3Te9A0Pd+M@*qyydY(gX*
zbS#`)4F%6;H8SO&h=Sr{#|8CvBYLzgW3iu+$Hp<p$VzvH*d6?b5$Ve+U<=2XxUs4O
zeI++4F=r>S*gQnVzIku~Rj&`(Js>jY%za9y>fVq53H_|mH>Db&{}V5nZ#U>h6U*=h
zX>K6(t1Nu|Pcay;Z_Cn>JH*r>fjh}I*~@x!^e|DEsi!G(EQt1Xe~5<|w!DW53m=Y5
zfUt~!ZyMoJJH!?-$IvTAt*!jQC98RndHfF#gYJw`4@)}hL}PcWdCdL8`{2r}qzHpd
zWX{GQpI8gW?gQ9}iYJCm?P_n`L61skyJw(;^Ha>(RV)^WsVLg6L3n}PSPl%TK6X4%
z=Somf3_<yn?Rz+U8!==Tr4vk#k^;NW!a7OBMnuwKC&Eos?|UL}=%2JD{qGUg_x3}Z
z=4_e)`9>^Qbk@de?voyd8LIlGc#0<2kL^hT3B4I;GqZTYlPtCNzbRSzk^wQlka-Zy
zHjcIfxq*DlvELzN6h1r}kVNKh^vv^+G~<bP0=cK$4fGKr8b2aDyU#`|JYwjFpdF&h
zpXjj?pgqZMs8POosOwK?^;mOfOtL)jmcBqozLG-U4mO5VO<Hit>Zp6rA%VKKVia>G
zk9KUrY%bj-T&3uv?U!7i_X%WAa?k)-Dnr3qpCla43!zBzEOdC~(MTR^H3kDEh_WZA
z;lmr1u#W6Qf7KvKFwzXi3Nn&yswt3fv+jecfFDo&1DfS7?~X;N3Q$YkQ^J<cAAgp%
z9-U=9dkN#-*HHIN{n>ZFE_>ROwwVB|n`1ok-nOjtQ=ZG?@x7mBA<x`tQ_0opi~AU<
zQ|}_F$Y4ClhG)^O3Y`OFt%K?PEI@-Z!++!-aM#D62>I!^E-j-`B%X33Vkj5}*{2M2
zqZxbB6<QL!d@_vPy{d7zxvxBPeaE#Nlx%<>wy=&(-G4dfIk+~%krtX}pzWG^pd*nL
zERUFUEBabgoz>k?ZnNyfLo(r(m<yC6c*?obgQPmNQA?tctaL4hUIwf@=*KqG{&<MC
zZ&_8XW1}Nj+EY|~Ez`UCS)4+_!^HeZ;a6+!)a1`G>1NFY55N`n*1Y}+O?mGoYOFU%
zm1;BrAXM*iuSsfcX2!miVDXJ>V_-ojWcSId@E7lvyLmkxwwtFa+2{RWeIA_F({`Xl
zNbqbUVOfI`W;jr1EhMx8mVsNLgm9^xbLn{uqw_8`nG!nIi;g;M0RpTwqQp324@#>B
z<txZ)EBYY@&}Xrl{_{pFq;sq2gsB`H5;h@6Uv~-mI3AK(%f_}_20Q<KfBKe5o}t#p
zr61eH{&qI!Q$V@_{VF{;O%#UwjtklwJ-PDCQ?M+kY7Cp{IV651&kF@tZTpmfK%Vbp
zVm3fUOTgM249C$$AU7oVDBJarAH!YAV~*U9$^q5#ReniWStZTQe9^IIbQ>NAzp6`;
z+<KG@W()2ansbrW5YpUwE+#GmyjnynONWS}@6~8OM*H&x#-C<_2n9R;W!c2=Q1u-*
z3{`-y40S&#=DWP3D~A@XIK>c$Ayw`hDye~Ys$vXj$V;^g^8wn9vW(F%nr}rkY0A)^
zk<w2uv2Ue^t)MI8L-k#)v{T<XZdJDnZdIdDB=4BKs8PlnwxYT>RU%3k!;Ka$l3`tG
z^bJY=$oJPv?E~$}UM4#$@5L#|^-SZdCN!f!P*hKUOBZXf^#miU6c8l18>VR4)qdXa
zWhW&D_pecu>ME(aO^ClG@0#B?-lMsD?vz@l@ge-p`^9RYU=v~Tr!!7M)@A5$oImVM
z-N1?h=#MN}_krFHx5?$3C&>mOMx-qv0qT)a1d<+K*h?_<n@eV9gsd!MUsBt1=u5Mp
z2rzTHXDFB)W7H~X$tT{+=HiC`k=erd3mM2NhC~lgp1BUgQu8I<Z&pCACJusMoB2h`
z&iSs!zbgbwz?&Oa=gr1}w6J9@b@t;x{wP>Dr-C@R*87oP7JnHcZVHNIcoEym>``UR
zPhb7x3o+7j=JdcOGR}qhs9j78Mw`*E;*VAv_#kj;r3s{bQ~dGy2OL-&KW=7c_n!||
z_vWVFB~i)maE&_C?J>r#xfkv<bB%^@^5w7rLw7H)1h3RUKDp7+(W`a0&Fv8?5P6s<
zSzPGb>p{958MlTPXFdcZbnGFM^=f0(*;b!68X6kC?@+bNsp?JIvl_;M+4$wb{=UK6
z)3v?5J&7NN6aH2js~Ok1lA@yUM>2y>s}N;E9C`1>dRqbpG8X*1cwWrS*~0Mnxb^ku
z$V?Vuv2wBftuQlm5S!b9oSfY7A?+hl*PlhYp)T7464E>Z1?QO!VO8b97rg|18&WYf
zKds4Gu;yzY_h_#DX?d>y8)W8$LqVt)>3kJ8){zNg-<%e={VO|>j-NtrZu8fQ1jiNl
zy1G|F55lbaSo0CTUXcL6{2I_($Csw0-`vV6wG3yVkUDW#t+XE7jy0kobymM}>>f0d
z!O=svVu)_Q=5oZCuq7b}aQRWye~UfAW3Q;FrvSaOK)*Jt%IE3U*C)tm^-lM^2X*5F
zt(=2uOWNc9bXafzz{ejpi`kgq-DEc;!|ZMUNtKxSZ%Mo`2g0O?v4^ak_i@vS0{>v0
zx2K&deTm}XKJa{+O3`zte8H!a_Au}62`>@!Z#oFFkl=zE>xk+fLr5nXTrSqy2v_S_
zSxK)Gy2h-O!8pl>vksE?#J9b<gskUf_s$<EU5mrqHr?dgNuY&B;eq3bYS`UI;r)5@
z;Z~Oby1)ki;UNrFAWZgIz5%hJsfpBwN^+vZ3CZ~aTv8EOqHBLZW^6FQJ8z-nb5Ci!
z&LdhXe`VxcO~ChMze}){*l17d4p!n=Z{@!5ZjM6zf#nwp!)AbZjJzD2uQfmJpZMLC
zd!dy{K#m2@H0w6z*G9&mrP+CX{^qJuQM(*hetm&W)y4{b7C3{xfdjew>}yQP31z}G
zGZv~tu~WW;`k)J0t?5PxWj~|^$o0mpUAS~o$X}i!ZHV5g-eLbRiWGfY?;E?H@;{Ua
zLF7qWrgEz*y%#q$k+reHrrn!NEUw9Fy`yvAgvoMdl0@^~1Tt<`O@WXND!2@`4={-9
z-^emb6TVmJN*Nwui6begNZ-xJ&gKJ4iDty-agQuZ3LtNvr6C?8Y6id2biLPHE#pMY
z_!VsVO3BT-HJtb+A4J=XvknweHm9l;;1JuX%xzI?oj;9xcdAYjf?}{$$i}4uj-{Tj
zS`s6(7L~7kG~-mg1yp|rT_hW}I|u?cQsQS`P4OG|>=_45okJO_dS;PVc=*mq`mmz+
zV1hSqXlKS$!%+;Kwx89=T0wrHm+=VqFR;Xe2ZpH$P|%JU#YJU(=cAf@Cg11(8T@I8
zB%g3_D9?vCNJbxbSO4;9MGf1P6itCQ0R2iG8QB4ag?ngR(gaBnr>7D@#V(I#x+iEs
zG0-4w`#dC5ie^gMGhY9-K1N>rvh5fw#LT4t&0JcyWMr)M+c&jhtI=38Ns316axa}G
z0)1%r_461)l*5jEbAlZ0ty>5r^(tDi6*MhVAa0*MlOO<zDx`DT0UF0(6U2mIff_vZ
z<W+0PgM6Zc47K%HR|@bm>orgtq*^N}nLSyJ`^ati#>w^Ks{Qs`Gi*kc{&8M2w?uBm
zVlk-5#-v$u&?Y1=C<(SHSzl9x$a|6^=P(JAPJZ4t0dZvB<%$;+m>q$F=D`TSV-If}
zf?obU2rbiB<Db*s>3?2jnK4*gAgV+7BGbRZBiY}qvD)akq@xj}cu>(_6fUivb~Hp~
zbX3R6v!?Q6TA{oG@|L@`(q_N9sTKZv>PPA1ZPna-u9q$c^xol4T`jt!W>t?sorv(u
zuwUC0-Qt4(U7D5E7A>m2wgZI7O&xRT4-_iymvQ=+K#u55S8TN{C;&og*{OzRCc1|-
zR#yESQ5SO&j3a--)4)G`MCUoYKAyk3(#&p=AM8!&9cRX=o>VZlLm1QdRmODE<{pSz
zh5EaVnUf>J5@>m8zS6$z(4HrE%6xPV6pL5E3Q6!-Z;k7~sf9LNA2z&4q{wHyn^G*U
zWYu6e!t)lFUkl%Pir^vHUE@p-SW~CeSZI+>e-#C6{xg4~3!`j%-r%f;t%<9}$I{@^
z|IR$y1o3@yQF;|xV4*o)Wv2E`rD?0~23z7%ru!ZH#U(NlX$GnqJ3Xh2^=G81^N;dD
zAru4~!Zmt(@glpT0$?tYui$#fROKtK&kgAXPLmSy@qQ|*xt()OiDJkROZ3B$el#rw
zef>`@yuytM|JAT>&it8?;wURiL@n~z2iy|zjj=jm{`gb|wKhG_YAl*15u2M}SIP7}
z%=lMm>`ith)x14x1UVPxCU{66=M`WRR;6*%KcdAA|Ea&LxIRD79uXQ&$uNiqiG4!x
z3>aWJs_jcgpf!?kakGtp4-3Ym?h!X#oe-d^N~61EuC*zfMqz0OdPiE!J-jG&87Si+
zze+QX<LsL1grn(7Bpz=sNP!4j{kz6y)v+GbiJQ-0B<zhpQ=E&;o@I?lL>eJ}B}7aa
z6UBc{W13Lww;48G`LV<u3xs*syw#)qGtV2&r<aLRi0y~if~%0pduF5q!xZXx<*nl5
z8GqVZ&_lag_!c(EhT0ceyJT4~aXhiqlq5N-dmsqV+8W$tB^zOcA#u*v^oS4I0Po-t
z&-BY|fI?c@^33gMD{4bZ+ve20{hbwzFC(;7eKlSKp=Y~b_?|riZGnZmG$X$XE!^0g
zVeJlCUgaxgU^5N!+E(=OfgH4p92f^1#k)3{Yru%}+ft?&>8oY7E)77WU?AFw6y9%8
z6r#dus2mZ`X(x9;+FYOBdmCfT$9jRG2$8YccA9PU8VBr4I=J?S0$7I*jOW-?L*$9l
zgdq30HfOAfc)dN7t`dQqIm`QAUQ@Zp+r$Y&-(;hgQ1yXhCBdt^YF$NrGa{j39d`<I
z6)L5N^K2Y+hFK#SJf3lRK6s+mOhkYyToB@OV6?1`br0jmXgy4hFsR#}BL|a#IP>Qa
zW98O*CftwGy;KF}IU>Ag6s<VBdFbcasl44owW|wc+yB70@u?xyPrV7~lv&N{o)PCp
zM6Oe^RkuYxwEPkV0XkM50NaT@YhJHVx^)jS)tpW3qhK9SG15Sa`?o<hC|d8%s*lUp
zgUvfx-01E?^+j5`uqtt?1Xxo)lzyCqTkKHkobLQ2x2|@&7=Vl-z0I=wm1nXgz|E~;
z=YNfo7ZZBWbhME?bq5xJ4!qhf!AmIG4-B{+{y)H-3liCY8e^WG-<jEjB8~)3`Ex}I
zB!#~g;9mx)1aCm4@8rsRun!apMPD1q2pp^9uM%+&1_lqsFa+BO4aP3;T#vx3)q?kj
zV$*ir3x@=;do~Ve824t;cpTP=0`8bz*!hS4fjaj=tCsnpai!NG|I=A>$PCpA%aG<E
z|BxkljsKKGz2cL2)}iy?&6cC#$NK)HjM3!N?c}zrWdh(#7o|mqlfg<)%^XX8Q<DBt
zoLIAMGjPLe_o~jH`FWF2l!fE!{e-6-N4xJf-OxdAmryZ5Z^4~%HzjQrvdaF>A8Dnh
z49RuL8AkwM#PouL%$r|)ZvO+V^7JD6@q+6uBi|0DHkzaJ3$S;sVR0tdV{25WPb%i`
z@5LWEzZMddFL5og&R$gy?gS^y!h=kk-FZ{ALITOaG<{)(XfbW&8f(UvGWH_p?*O>t
zefM0zqvl4k{yvT+#X-%@`U=A*&-X4w1?R(ucg+7_Fdt2D6GXwU9~HgiLnXgyWV872
zCMW6LP}A}S!09^OU~iwDmcy*RSW;2@y<xO*uqe>Q#pMYMcmG~QL`3whwK!eRDJvM<
z9nCOta#B&jeSo8>xjgTFfITtN(VtWI_z&`Xl4#X(trjcYKb{XqrqV!Qix2#_O7_&v
z^TjG+sWkwnEy2z0Z4EdiJNFUn9XnH^d`qn{?k4L<miPVk%x%LXgq)cLl-56h$7<R=
zICx;k-$w85=_&B<J;<ctR|)=>by=qQmNBicck8yWmxc);pDs_}3J=yexKi`f#Lb#n
zhS+P8NppAUfnteuXh_+4q=4MccKE87fZRY+jQ@oyGczr-|7$;h3yHCy6uIaY%Y9-D
zzw6;v!qJ3qqbo@?p8Eirn?D{YT!p4~YgI9uKikYzU7>V8>uj35wH4c;0lwVc&HM!~
z;S46)j0JQ%56LZ0IDU7jP-+WAW^V|sQr1sneH4)l{`&&$t)m`3lgy&-NSE#Vn@*eH
zS5i?Xre>NNY*+)uH*{w5#swxUSn$P;KIGeF(rJZDkFPLVsj%OE?OAP3W%N@bO?QF(
zxhG`J?IO06y@nU$WaAAsUUY_a+Y670UYVzQ+qIZ39thV@Hh(MWDU9|AoB0#oaxZto
z8UI~Vog)<nM=GdJB<PFZ-xph&cdwMfk5^asQeiJ}X{iCJO~ju@=FmFCCOQ@Mr&fg0
zs%+H6eM!k7KGt|HUxVIsLj)gd!p22N;W^GkF5-XKQpm|})wm<mFs=*9m48g~nnv+p
znxAG{3&R{33$l9gK7p(ka?E$-G3nT|MG;`rPyC~iZo)}UyXisP%P}Q_I+JI%r7+y5
zz9I*1R_PZd&8{#gl)i}1K+I5Wf^Bv)8XnL_l-7DyP^pp^skH^<D$%)I{c2uE37!&H
ze4|U4;sTjsLHFXp#CaUI6xatBacsX}FOlaUALih$b<GnC-WhwAvk_|2bGpY~3w3EV
zXIIawVMS!}al)p@cHAk}1!3^r*ZR#04k$1(jwuE1meUVXQDdqfEUjVVKj%qDQ$GjA
za<X+Vk0W~NWav*hIHGLs|1uO3*hL`{|KL1W;Yj^n*OyUh$fxmF4w`JdEV*j@9F@kJ
zR6yEgC-3*4CzgxA;4fCp91r(mW?Iyvm^5^4YJWb4(9v$aVcb(AP|fN6Q(90#KM(cg
z>`+n>WNXM8QPbw(_l6rjE6Jd&AgMCNC&mw9=GPEXl=tB?D&lrc%wz~I&Z3Q5zRqIY
zW}ANzxHT9f6R+%+@W3ndTrw<7A<U(<WMVD(B7%X@zMb1~YGIHWzx0P2LO}*5?hDv$
z_62qxJ|j+TSA~=IZEZGz4*PS<mm!sXMX%n>=)UvJagC;Ipg_QyxRwI{e5=?BCJv7%
z5wBV_>g%CpBJQcVKcsM_`wz9Pyb!2<WRT}^Q^aOCtzu#M(5d`O5jqa_{C@VT0vdem
za2%}Y-Xe{CrFIze1NPEp4;G3QW@_B%uw6IRMfuxtB}ehE`R{kO(5Y^|k(r0?O9thl
zw`1k1W5RSoB1!&^v9$Ju&G=QVn%jq{F5LYG=m75-c^zc#{bm*22$>Eoh7bvW{e2k`
zuKF8DwTzr9w8PlUzvEmx6v@;C6aAUEZ6&_*S8)rjjH3)H30l0TPjxf;VwvR#wO=bH
zEz<J<#{<s3wVy+am6PAKBDL`enVA=psECYBt(bpGW`%umIt<b1DHFW_N;r7WUJRX}
zTT=AAkf_zCz{P15_4X!;AhxDO1GYP>=hV9w4Xul<jI8xv%H&^cgvz=!e+L|b<1+Uo
z-G8XgJDqfAd`U6hV&kJHv|N6wpA+`Oh!-r~cQ48=rWQDNaF~lw7@Rg^v@Pi>wHEbj
zh(53KwX4uU9=DhirBHHDgNrRx+Gz`CY1hyW{r(`omsrtwmzLH#T_{ke8FI<?G9Gjy
zaQk;qpss*@a$!MV+5*jW)#5QN;y3hLZZ~3>jd=`b+O<~HS6Y6;&xfaqYE=t&L@f;~
z@K;5*716>|LlX{fa7W+EK#TthLOnoF$k&+@$LB2nDBp>vRI%T@CB6+rhC!lh<R3-}
z!C`1ka1=H9pp-aYQhlaM^g=8vG;Sq)HNA|KVc_MBMi*p?TTw%zEE8f$k$O)n&%@im
z0@_7rHZuOxfe8RT{xmbg^JwWhGvs)&YmP~MZ0iQ@V)o#R^9#K46IMAlh9t>*U_2uc
z+|UPxa>fqh>NEBXqWK=3k&9|nz>ih#Wq&TH_sd=&qC{n8`pMAsoQA~zswfUAD?p{v
zMG1r)lCKM5k9rp;B+M7-2P_qEbxQ<9DR}18WqvbpxmU+di1`qtA~TgGapUIu5nM2g
zn8%L2jw@sR@2rUFylUdSMiWf6--tM>5N^aMHVq*|uk89<JeVUg*Ot($+s}zd_frRd
zfuZJzwhftNkk$HSxEw@qr{{;lOzdn^K+kp55JX9s>KN-#KV%3g&?6rZ)#p949A|+d
zP1lwc@xi-`%36cLH`gY_*!dUIzXYx@xSsD)TfJbb(Z2xp`g!d(9U@xEnqZYEQ)m8T
zOBVa(6Bn48w!UrfUBVVhE5ya^#LV^B_Dy~YS_~%6mmBv+DiWEoQPfP$sgYpPB+qY7
zr{8-ns*YgA7*b~4b2=Ppu-Jw~&0x8O?k*-=c>HHM5>b+084==j!{E_F<5dmXu7L%8
zCs#_C*`r|h04GnctXarM?+s6FTYFuUe9LlZT<k<9tPg4Dw{!&)GEWD+$;&ij!5c)Y
z%-RNQPM;z($jYVPOCr{|$BP8%42RjD$?E;>c^Ckq#I1WEe$6%#WKB+d1;V5%4@Wg7
zX-~Jv0D@G(k~cNX4Cr1=Ysr@aCmEf!eR`tj=nY~fC!j_c*ojmwCOOQk5A0X6?u?B(
z@-Tn~wLQ7xmpCcIG<+ZzR*UH1xU8_0M9|Y|(w8Z9JN=`cqd5sHC*DL}kUr45S4E}#
zxei>+S4K@uixsy!-8c`V3ON60K_W^tynVJ7o3a~#HnnN+*MzZRAS^{ZwPyg#AoL=g
z+S4V`hnVrL?%`y*ypi2<_jG?9M?e{?ezqjaHM6&C#Xh17N~ypF5z6(gFrVu)undIP
zEf3RGh|0HI4?^qO=p$a2)CN7ouEr}23*W8%0!|V3W{fWP#bp%6Ym*G&gd|*_jjlF7
zStwLI-GN2~6C=&k)&>Wr>i<(d)wD1;_7{44Ah<B&%&>aZYvcII46M}1>acw;imTrs
z@;GA!+i8)f7~Cdli%r=MAcF;C=VO+<8QYEjL34mhwR>PEx-xR!+^)Msh|Ka)*Rg=%
z#yru`XY#LrMHF(5(<{@TTt{ye5;H_d$K6k+qSrNwA>6^QmZAaYOs%|mz`*(KVNt%e
z6J!Qo^nU>gThs#AXDOd?NV@vo0V~irwKIO_I{mV*0FJHypBT>t{rlIpb%Wn`8Su(<
z8Iab(kCi-to&9-D-XDoL?SYdK!QQd9?AGIO;?~1+$^3UPM*Ce{^qjc_F`e;{<Yks4
znz#!5xj$U1-%SweV!)oqjaKMOdm=YE-I*U`CdUBH84c5(FdI*CM3N#+)-<v$()SEP
z=uSATyWPxu4ny`wo)7a6{rxpQ>GFCq<pL15-tr)@`RyB5#GP5_#=x@f#vsyfWqnmn
zv8fsm1@xX?7GB5By`A>+<1^Gnp}eJjo|mqD-rNDSs86pVMZC1`8f$Xv^8Aey)PwC#
zz?Z7@b3<J2kqVDuY@(uiWcGD9PLsXU!UDF{c~$$iWUMl>c4kR^n=26K#ca|KF`IMM
zU)i1DyW0fBq&o1pHfKdZ`K(nJgI18cD0Zh(>d$|vYxY&<HOy{UkB-QPKmG1Y$FaD%
zMp4^7(BDX8!#y&BWW+)6ZhXP#rk~cPAt{12Jy0VplH9BeDrg9Hk+d?Qzbx)JX=pE0
z2M>8<%}8on)6%bGvp;`#vl_m<ZQ4`*0S5HFP;yUszdj&v7;B4u@xR~A#=N!3=IYAI
zB5La_lQSROwSm(gc0-7LyW2f(hoyWG!9H!|MgNwUExM}td|ud~k?;e-rVsc44r_Di
zCmA_83Mn7iTEYaOVkw!;hW<=mx2ub`OZ0Ww`3TF@E{}itQcvLMh#FTLCnY#1;)J!w
zWiyZk1p`Oco|%EcbrZ-&R(&+Ex#3#l_bApAEe{TBu5Its#8*f**8}&`HiVX<>T+m+
zuT1aQ?bPn*iUE1r6-cQ{cf5h4KZ;HWsV0d`rn37VjCf4O)uY0)ijqG`4JyBJjDY`R
z^OBBgSTq@_r+J2JE?iyr=lR-KrdK}SLvwfk>reLbEZC6MGq>2AZSUW@ZAf8VoZiWk
z{;x&P!<zN@WGHIxjA_6pv!T44Mw_;iPmI(AX&%_XBTDP6VspN_JG`)O7!%7<0VFxF
zoZyH8WtW15o&7GL_@{mIq$ket>_P6yAfe=2`}Xs@cC+`JfMeII;-zoZJ^~36yijj;
zjk|X0BSOe*q+8tkjP~!%W~4X}=UQhvLea8vT-OuK+p4-C8uV055sAl%cl;97{bTTD
zE#ubnve&SB^WQaP#~bb0_jxyrVV|54vu!3*+?z%M_wpB}qEV<+xEb+j?Z$DkV`4gj
zYjG7c&m_|T4d~Gf%tg@mk<&|ksgoXF$ya+KnkrVC9vEGj1EIKEf!eP3I2(k`Dd9IK
zyALXx?V@m+orG4Wr~FPO=8rpjQYk<i4b8QyFKKj3TdZ-^=jnd7S1YK}JD89it2wV+
zJTVAzO%AHLvV0(*6rC##zFr>Vt?ka0g-Y$aPsaGnu|3}c6{dkOiW;n(T=ge4ak~#Q
zWOUnQf*7M|%5cs_GP%T?GA`)w2TNZJ#3Z?ZTT>!Qn`#(V+JM~1w|jFT6dAbA-;75W
zrqsgLE`%H=DaRBTZ}f!Vo&ecxu{?uV2+;z%@%)b(zJgHlH<MwkRJ4>3qnxZ*zTj`}
zwuDRHdQ{Gr#L_OX(f8)4Ygoz>!7?c?UG6Nfa7D!|=S487>)&GB@TDn(gli_c;9fEZ
z#Ty|*W&cMmy!D-%NcQi*wt1H)whB}R5!Utt^ZUyrQA;$br`M)2|B?vgaT!@gm<4DS
zW=Blvw^TI=^bg#H7cK)!O^ATY0t~-t70SVgM(pPGL5yCaAe{oNqv1Q8f=?U2IBJ+e
zhVqNy#t|Y_>vZib)wRUm%>6kY-v2Z*jnUk%Ns$jyzV}A)jvQQGDYtAdO)u$XW@rsR
zsA);MKT(~T?j-yQz2HfoVY*8Sy$(rd1%PPEm|C)7f9hlsTY0kt3%n9}V0}&dDD`Y#
zAC|PZmCyATA#Ex06J}sooVU!ReBxRf%Mmp~^pv3MA$I|BtN$RQg1+!X^f8rl#Zn=W
zBqJ|+d{3!1QfDnczZi`+u*vUdWRRoVk$p<{q{4X|vvPQV0}XxOgf(=wQ$uiM|2H)7
zHPbhI;KeIQeOks3W~-t`+?~E#{`4-^uN;^{(el^%s#d6o_(K0Z%9{?ixZ_ADr*w$+
z6@BIpbh+>3<Mr@kHMv@XHwuEYCIEOp^Q_L4t?{9}q1ybcYKEywTYanwq065dD1#Aj
zj|~9-`xz4>^ZCFCZl3dqzL#b)y6NTNFas+QW?d_@*QL=OTtj7Lud~uwqJ(fRjE};>
z;#H%rp;@9RQi+o$C>du>55Q^Fp+OG`<9lQEBZSixpK6RZpN;>~maT9lC773;wwUEF
z@5+pUdgr%iZGsnE8}Ga41m4T{_|o0@ln>97gXQU&*qgmCv@PmP_4iT2L=ngv$$OUn
zdREahlh+4d$~@GWmQDp@?Zg@A0dy@v_i9cx`on(4K-Ck7zA=2N4shQlldu3*-4Dks
zRT-A;?vwZTa1t(9&AlLZ@eL+Z+~yOjgP(q6UXoY=!8ts<=Oz7F{VGwy`U-3}J94sw
zS`m$e@#$e*T&!sL*63dD)d5Msg-zjDv+szki{KI*xH~ud8S(LF4jA=VW9v;q;EbKk
z4)$UqDEk=ij%qRZ3`dSqmxc<}T|h}<r^yJX?jNUjxN?d!5Ta@%d~;_*QX@{>88#!m
za!uUvwq`D@>_Xw>g@Xo@JC8P3KcQ{MU)`*QoYnnMPRV#1%lj_zny<lju8aQlK_DXi
z^(9yPX$|L%(CKkZ7&4xnijFY*rycmzW5k2N+8qDJ7!%#7%O!n2jxA0BG+yiQfmTkW
zCYWHg-oH38ZV%N$I4B79pJyzS<ca2)kvE{x&pXf<XYdDEO;6>wa<3MjF&F0A?;9%#
zupv|PF3jE7qP#2U{2zWttQfp!vfZs}nl*j>(e74mWCQ~9HGQ9qM(UNF|6<&hI{(e$
z^E_#8A0#rIbSeqxu7g5l5_pa&(BJi}V#Gow9Mm~0`|?h&o|A?S|1Tj46!5R<xmi{B
zqenr=dPW(v<D0U$UMGq&p__6O3_98}muIMO>k*{Ve+L@U9bNQxA`opwH8Gm>I@p!J
z=u|_!GBj^9*AJavt3PV~=~>DjOCD=+r=OELWn1x+wsVtlw1^_*Tr(MpRVW^c<-D=y
z-`T_yMF&sc|F^vBpm@%s240p#=wNqKPvw8~TAdS55tK3aLmT1#1XSp~p&UBjZL~CN
zX3tK(s{2)aLGWx#XmJmY^Ib??$gDtFCopNwP?oxwk$du@^Icv<@7a_vdf(Tk!+jur
z7Ux88v{*KH^(pVt`UB;|cD7{~Wx+q^YOl0PdT_mz6KB`7(YqlS@8Ee3D>-K+82FWy
zK${OYp_2#U)n98wLK-Nt&RiaIXas0utJq)XfKQr-e{=Z`!>Xzi0!pWVzB7MkTNtA9
zV{1!(lHf2cZ-p0p{FE2?uebj38T|h=*VnWk)Gbg@9`;}Jy2+o|DPNhnxVZG^iWQd{
zZ2;)#=+iB%b@?!Rd%O&(7@q+^;PoNMZ)Y=@TP2n|vx=EC=D$|?f3{SWdR>(!F`{59
zeRC7UniG49+21J8R$**xT>r$Mz=wyu(B2jeY)C~Uzj1a2jxd(^M@-5S{$={<(xi;y
z-rCS4s;!CFx$dGzyB)I}7uXWg;t9n|w$%WtIW|WZ@DY8T6M?D0OEVs=nh{9)-lYnM
z6RqQdn+jsZQ2ARV_f0cAPAgAL$A@2xfGPmDcXB+E?uOwP=wzB)ujC&uyGROn>WzS*
ztanI$r6`c?gXmTk$KZCe+xvnX3vWTVph8p_;KHS(5wz^e5sZU;h)JTH(+`1iIONz$
zENWs)I-c2pgQm{Kn_XD`b@Z?1Z=B?8-IBnTNjS=JvjaC5MeO8k;gY~<saM~eI>-}e
zd35W3qYXC959e=CS`TqkH?JuArVPN#ld8CT8_e-G7}346Ka*;{wl9PSdu(IAIrbiA
z1eKal7W`8SbBT$NPQ9Vv8?R@+xRlry581KLr`j46JjxbA*R#%M6<biDZUu|*UQ28A
zuLy1B+o<IvKw^48WjL-Mcn9XLhbY!ZH3(0<e@p!<v;E#Dvd5r{G_edZRd8#-e@0D?
z=nEBYz2JA6YdP1Ws0Aa8z|-u_3|ZiXoag?ks~Vy%0fWb<${_afC}?>+jUQg<nQa7V
z<~6tPIQIDBh=1eu9@#$eI&yg8g%XOiQt^zB7m>@gUp7iZq998umD{?MT76zqEZoMA
zJzut^zv9WyrK%QGqV)cNONY8!-2k9DIn5D*Jd>Tca@0T$fFhf0?AAa*T<SL3aK=0r
z2neVEGk?D+gQiaGV&B&-hg;pqY)WSL^_*8ka5IV``&>?=|44Lj9wq#~x3{dIpIh8L
z9Hkkr-HqO4QC5CpNkN5;3!S0j2M8vq?LcZ-<<Y=sLEhl`O{+c=OE!EK{tfmlk4=fs
z?}H%Y7<5GqMXf6BJNWC^5!hAu^kXqB#*sqX+0~Qn8wPFLvQ%7ojg?6#5Rvnz3rSo0
z{5)s3BAL+TCi={*Fz>}Gf(GCy%evp&729F8Tb%q)w-~R0TWnZtQ8EP!JL%)M(fad=
zHK+V+@E9O68AOe+Ze}#nNuoVREWr@@1f26LEH>HRLM@M2$|6aZe9)CliQFb@TYn~F
zvXPu898IwE^vk*gFXquoPIL{>-#2_Xl04N?fa*^TFn1X_Du3~Zec|tD9sdcRA980<
zCyvwSML!Zfsd(9U#!0(?zl$mSY$ebNTUK_&y<7~VWFrwxYkcHObbCQPj>Yddqd8(a
z$iVcmoEhj=ANGT~I#K{E9sss}Oo&V*t9BW>(~#5`!Co|}H0$YG;S|TV0g*S?2PLmR
zY1h(Vr=|y%fa{!~%7vo6{(r2Tc@9H3)QgL7k=%*lcQ#SpG*}cDS5F&e4%iP3YkiD$
z__&hahFxtKhsVC<$b}g^n5Dn>Fbh;&ic1ISGTn`S2;5JMlfnfk+muI^PT4Lh`86~=
z{nm@o+n;|LuDuVs-uMa;msI*Y7bO1?mLtHbjI)v}D&uqT@bz4vPH@(&a`u9im5R~v
zWuP$;tbGWProAp169jZ|he8DpRqy=7>tpd%ELkKHY)$~?d0=s^Pr(rJw7~=9B9q~p
zU#aJ%o9)kbrh=x&zpbb0EON^;2!M3L0{>~gvCY}vlmTUhuvrh(EM933>SPcQ2<u&#
z#5vWR$WPA@SDU|(bkt+}iMj5rU8f9lZpZ4C{E-3Rw4**VM0(o*n2K2H>x>xSJU!IO
z?C))?J2PVxUMw$zPe?4z7*CE!)VjsZVAil-BOa8<Q=Ae-<tfldEw5)ui1Q-l{=Q=t
zzVrXfh=)@X49esG4?OApzdYCPkG|I7`XI9C#_B_eRcy*{4vqg~wTchSV-8}nfpv%@
z6xKTJu^RqwG!)*88#5=2lRTOJDx5d5d<9l@-cF=VNHix~{|3n!$TrsrMuN(b@ZTkM
z#R;|9v*OfBgg7~!Yyqf*Cm$Nz&BrOCTIRL>laou40x^3S>wj&ohI!r)?*AYN0^q_#
zM=01m;rwL(5!E?)>z253?<Fn7C(JubO_oVm`V-`JM%cb+?2?hp&{Cl_<qB%gb)~4O
z!l*?>o!x*lSyYUK6Oxgd4QF?wkpwpe544`2@<H;})%vF*S(7CKvN{XvC7`8jq3F3>
z{76kFwLa*xuH45d5?fuaH^THogh{F-GE#-;bqt-Tf5fPSba;T&qt)zo`OEqiN&x19
z{#+^UyXVycb-&MSM22?v6DDXGC*7sku6w*AO#S&MG|@>0>Ij`XInU9Z6XLvh#Un#y
zdCc*FRZ#P|w6_;i8u{CZmCBR1+E-*>f&eqG+H@k<>zdy4L`S;!=N#4EO{0dMeC1HB
zrHG8qpVmxce~>yC!Ms&SEyqc0)q=qQp${SDTTru|*RDu_W(Xcmy$g8CkJe9NsITDt
z?#(bOTF+SEG>cAX4`-gFp&2`mW59CQ>=SFE{ZF%k$kru^cxVw+u9@r4H0>}R6-Wa5
zz@v^G4iPqN4}2}_t$FA{R1lq}If^Ru3E3`=-<~;2g2MNUGW#c9cDui`p`g6PVd+tD
zdwhsv)UJg7t()}od^Ys;WoGaH(pdwPIoqwx*PX#gOMc?4lix39vrbyg!;Uog=Ui%t
zqOr;DbSLM;&nMiXdY~&-dgA+#gDiQix2pT@ZbM(S`;hBg&Z=cMktLXeZRT>~%c}0C
z2Cu<F>Vx>~lp>0+Y9+7I@9R-z{P_R;uO|qK(Ae+iRX67s4My?$>GhpsKjc8&%HBK6
zj7^r1(GO2cHr=-w$;|aXjc~^R;(`SQZawJR-#Za(A0|j2Sk?&8vfmk=)X6+o#+rxz
zBdI2@jgVHs%8A(+IprxbTU*@6Cx?KCR)UMCd~ZY}$wmSOV<sa>DDOO5s~A#+0;BnR
zZSt<wiYTY@7@kFXR=y$4mEQkhxU8WWiG3W8zq1yehe{Q%lj7Ir_tQ1cnFzPCltcA-
zlP^<3yl@PrY9G7I<W0zhM+XMc<o6|^Q6JiijI1tsWxPWKRx+;UbqY+voK#?&FRdD2
zMJFMFHTfCOis893;cdjeeGO-Obh5!nH1Ct`s?A%?3%9dH)w?Zie%^Q6_dE1a8Y{)3
z;*h)w%nmZ-@A-Kj2Xe?9hJ8Hst;s2wWoOv>G0pW#-fjE`aTpgLl}Mr93P{f-k#D?g
z+cEzQpTz|E9ZJH$2mPZVB_;I~w2~#Dqn{V}`Z}J*`d>3wDj@sU4|3ivrp5I(x46vA
z_bM%35)z?HV*!65A@nCUmkx(rXncHpNfxra!(DGzEd%SNe+6mABP8g5Ny)pB{noAJ
zKT4|XNQxfr;cZ`|tH(8`G&2W+Js;WF>^J(z5AUnvc7FRNEp&_@>Ow=q`<$6bR+d}+
zWzv@{F9(*1T}h7kmV0A3CxzQr)_P1&@jZH*AbB=Ap7b%As1#e7cjE%ig^Qbh31Pcr
zR$2O*27$F}H=2Qt8E0fH%)&S|u!m(0F3luW!U~YQ?VLAOChRlY;<Qdcgb-qy#HGUv
zS?nBs1{TK6;LC1ZO~G5QLX>Cj8ND2#hl$rKz*5^YGzP{E_w5aR$07R<%;NA)nA4&c
z^L0D+Y!sTRlg%l8nj}jK>bOHThH6%3;pOA8=Gp(l*<Xdl5o~YYaDd?M?gV#&y9Wsn
z++BhbU~qSLcS(Y~>i~nhy9NkugZnqx|L5R6-1|G?f~%XZuBz_3tJl4L%Z$LZPv)~h
zDzB+Z>j6I4e`CvHv@lsLA{wx|?^ITeC;VCIZ1<0LEJ+h8s)r%f9GhMt0=mX(GA0A#
zr**(+aGm&VmG_?GVq@SZvtU~|JBsAbQ$;*0Vz2Jj%!cMkuXZwMgTXtF1*|M{+grVd
z6hL2eJebdT-!n3L{)~u}b}x25$YEobeMA*#4w2y(LW+4AJ$$b9)a}?@7FvME)oQgj
zrrj-vf8v=Ak^7SJ;Q50VlhXpvj<yds^q(KmeU88CYkD%k&YOgC)-gVo9r<%6O@n$W
z^u0QOfIjJ{B~*{Zey40R>?BaVTnp}N{#Qj6zbCBoFceVNCFWPH{Rsk`v&YPr{0bI!
zk;p6YEFNQ#@GrU!$UsevVl-5bnZ8=o&n7fnJY3Dr-&6cE)%?bI_)H+-R@jWPZyWR$
zNZ1>e<HyF9QDk?VIiqFMaq;}Ahx?`P;3Q<r*%z|p{;5QY?<}0uY#vyU4;T%lMASl6
zw|}Tzo~AOBY*-%057?Q`AJ)g@qr#of9&%`Es1coFkxRUF6cS4tF4^kZ(F{r0sx!7s
zlzjOOes0L}8ED5E@~jKoG^g&EG%1l6mdDW)a7=lx8ipPEb+>M|JR;SlZ9@X7VE>8G
ztylrq28>-ro$C<V>(d5{1%!qaf@aBBi6Jy3XRo|-s=M6B{k@cIO1Jgf)L~wHY|kw4
zRO%R}rHNQ~sFaakZ1anaMzEoQIqekxNl~FQz0EI@a$N@a!8hNm8Vn`?|IG|5{H#`T
z<d15J5){Tg1nz@o@z%DF=(bJv3HoCOaDOd-)AW|8m-Uq)@rNDVoJ63}(jGEmTHl_1
z@vkd~6V~Hzx>#~<20mcP8l8RnZj(H)3fOU#<L;|Morkq$NCK?UTuVq5e?3+$tCU5W
za{wfzp$vu{^Yn)ezLoz9e6w+&RK<}$1-RSP0p(pWBAp6<YwCq(>4rGvtd{(eOwBpG
z4Dwuip>vrfoNM7~77;9#v?|2Fw}m`n+IrDs0ws4x&W$qmFtKwlD2c_YML+WdXYy|{
zLnZW|h<z<(;0LRVf5APC%jb$Tr~;?fPq7>K^D9!Q8&j{=rp#a9V(J#ig1w_ZI^ktl
z3peO%#Ah!w<xJ7|&Bz3)!3vly2Ql8%?>0M<(-w|y6QtS4kNZF;pSshOK>Od^hSl)5
z2**;%aJ}Nt5h__6-l%ahO)HpL?P@+VNIOraFX)*fWB#F+)Pe`yYS6Gtqieb3cxf+I
zO8UYm2{X&Gp+`5LBxqIL_I3Y&5>x$#swCqY(iNC~)DIW)lHzPn{4=dEeGqM~YILf`
z0l-0soo}0px-P&s?8I21suzALe>2NBP@_Q_W!pMNS%^T1rs~Sg&I@w4vzZU%mwQkz
zRPtu7lwi|?IZM>}xF8|=t4w%sZ~Kb_?AxJPt1yvd42^y7L{KqHN@6G=eje{Lp2KHW
zeOh};&S7J{@8!{~fB8~>&ymfJ&M26<?`s0+6L_13c!Nltm^cY|sk7L4ktr=h+P0T7
zKKK&1>TRnR#i1sRPAlx<L}~6HsPnQ&Ts2`QH<vw*gNZ&>|I%_2X^;#5>0c`8a3T^I
zJ;eC#nCE)$I1j_h$#kqjqt%ycmWXZ^jv>mF)2{W?KHOXSkhB1JB~g&gf6jaqeK_Eo
zRgFoh<iWTc_p&u74sAroAonB)XnD-sUy#?gu&cOM46dX66~lb!^>f+yiq{MV68KQa
zk*8m17MDQudOmi1!8oJ><+6EEJvIEbm9p{{!ZntByRfd<z=y!%;VBLA4s9qF!Dr}M
zcH8!mYCi^6c_Ns^9sOTFo``7?p8F8SLBfV#mm;dsJj#Pv9)TsfA02Pp2F@N=?^{<Q
zI9y73<NW8p8o?JbNW4@zG0K#%Zn8*RpxJMsgk{#7;RSI&S%lU@weKY9q?8GAKeyP`
zQjpACgCKXcL2{{H!15?sCr+-l{-*kzhiBh&xNR1xRwp3Pk5}9RL~TJcx|jG|9R5T!
zGm*GpBF<MKX@tN2CjU%U1Y&n2$zL%r>W0TAhHN)Y8N8kkTZY8w2+zll;|>WYmLiM=
zg%&2WUbfWezRl?}QbamL!aA=Hm-Y`Uxj~Zc-+=YKTd~St&k93|g|&YyN&k+ULbY$t
z^66VwQN?c?X08_hmI_@hfLw$+8qX%~C<+4xn!hN1pIbOhCNt>fxWQk6C@?j2zGJE(
z>#m=yljnhlng6cp-OM_9YEr-&1(9aZ)C(m=M9HXGr`sbY;qZ#td$kb3?=EsKo<u}k
zgPA+;maz~-3f^x`Gz?74J&ScjQ5X%J*}00_Z3BE4tE%6mU!$H&H#I+gq!ESj<(9e2
z$%BjpYYZCC-g}<gx{FEXr&xiAST2#P!}KPfplZ~lF~~%0EcFMx4DSAaG+JmUa$1r*
zP`8`^{-P5ZuNlm$9fx@=h0?X0qEaO4_jxZ_<RbD=Ih&2s&(2Zutwz*u-2TT)DR-D6
z%N)6+P0q*nFJ{9^cdguY*bYkHyN3xl*Kvmo&wHwZskw&Axt4M@0u3i28ET50C`%-^
z`j`?Vzu*qqV?Xg+^2hNY0f(=1l&%HwNgoMu4}blL+A8jJG09t*8zDh=MGO4GTo%eJ
z3%ykwM~Qlzptg~+zI2+d(DVY<7-Vy~2_(-ZMcV(07}Sq8N#aId71|Q_PJ8klhV*Lb
zmYIc^J>MI!D0*0&II!lpd-8RLuiJ*t3yz<tb81yWG3ga+Zp?|g`a^Nvyz)m{0oU3g
zBVLzAKx<;KVeT?&!D@G!mgrkE9Me|d@LXE{YXq2BMQ;hLYl`#>)3QBT2Pnm66WqKQ
z=zoA>6~!T`{GUi5D=TY6e7vltCZ2%nG&xR7NNTEINv@o$nTqvkM3?`&U*`*WjE2Es
zIDzu=>MBr?mKxC?Qh-ZZS9cX?7^dIOb6inot3xPw>FVz8e>(NXn<>&vO@(J50THhu
zumZ*dfqd#CsSzZ9mAlE`C!|~XM{5u5??R7?a_^@bf`uVO0Tn&1cr&er+Uxu9h^Gi)
z{)ER3N4NEX;chagru3rPO1uhmQ87&u?m?7ok!oMB0AZ>cE6RS&C>22l%};oR@;dPd
z<ahh-{Y{Fka-rI#WI|uBS|rt-Ieu?V4tSrP4oi$U?jm3Mb^J}oPnE|_`s`+*P*x5)
zQ{_LEvb>z-Z!(Sw=KgJoSCFk9L#B$kh?`p6-VIf=S`V{$&xyQEg<%{wDTmP^&&V+@
zFQeo;6H=C+d{$M<3`FsxqU@A{_Q}?g$m?C78Zg&m^2yNpf|u-`9#K~aiJ9Xvx%E8x
zIZ*1uT0X3c>xFMvq!QS$&gnf2Fr#Frs0DO10hV|EN+sD4DfiZLaD76a{fx;u_5EPs
zW@T{+X3_wLl8sdof@+6jeL+Y&pXB3wGXuZIHhE(_y`2!;Y%s5{`e1Y`-%DIBn>-w?
zjC`GHt+zwY+qxsIcU+fTY$CYH;vti8VQ_Hd@3#)l(a7EbUU{p_Y)S9m60|DC24uG3
zz^<VuT)gu7#<!menUCv8h@_JV!lt9s791-vGuCWTmNa=zX2;DImkbX#b=M<-m!((;
zZx@`Mlk(1|h%?O{A_*-9%zJ-m6(VF;FpXFnu*oeCxRa;if(GVM8d#d>n(js`*tMBM
zS%%7J9mkkCnko@YBrv_AY5v&>fi||aYnuKE`S&2&hf1TMay|ENzPo5So6#X<ieW{h
zm8d>E%#=LCdH2GP`fjH<IVDPBx4F-y?S90j{^YF_nQ^mb{@kB_c(NLO=%}Mkd;zbi
zXlP0lh-4=6?^lbP_4-i5iaLZGto};ailP+Y>l6$;RH;v1=ylmpb(SzbPp?G7rF#nk
zd1F(?x5Xb5w@}_)2VUco7ruBjpeY9B4%f83M*9d+9<5`RCvnnqHet6kXxhp2{2eIm
z^hC#9GTXj`(nAL~lhSO#+v&utRto*}txNG?eLKTh|NT{L|4dt5zXPTW$lH0KOfBk|
za&f&eME`d7*=DYR!r3KgX&pUNhYaWRF}8s$CS7}Hu3W+uD`HxQV(>1@d3YvZ#<W@3
zPhSVYN{!2hX3ilV-j+%34}q32-#0B-L2RzptgM|t`9MgCMFRSi!WtF-E4%aZiOaQ1
z;c|yf>HSziC(ryU_*na1M`|^6=S2RNI+hpdRSE7nyy^{F`(86vHT2JGeK3&m)L2l#
zOFw??OdMHEd#EiyFc_e6#g48ktPE-l)tZ+(R=Y-yRDRY!_*s<CSkA8g`yx3bnMpGx
z%`8GuJ_$YwQi-6c61t7?lZ^IoOg#w|P1?iH@`&LJDhxBdudsWiL&!wnTt(On%DLv=
z-c?4FKM9T|rco+^1Y2VYlsp`P9c3SuQn(-5nvwDkg^Cl8deI_;^2L?*kpT%N8g@{`
z<ZBJc->D``KwoM5`!IM4-z(PI5Zph@3Nm5JpQvkl)qJql0AvtMlaQnTOiN0R>|_qv
zgPp#q(1BD4i|r+0yDjlr{&V)A@7jV>T=MH<MT5MYPMnL$Gh6Z>mu*@s<3RG0sZHmG
z!S++tae2lb9CzaSjOXVY)6SF4m;0}PmVvpJIY{;qrlC`Pe=L~DZiE4Z4z-T`ll*Db
z#8eSYqVngVHFYm~*{8jb-@L-wqCz`LJnJ;jJ{y6#`aWx8aJIAZm*4csHg6%N0yRkS
z=<s)h9h>vCk;XCX$_#k^TGG~HbBZ4LL4muoQGe6?E$#><5N4r?7-jv0=;Fv%$K(Ah
zPPQ&(nQ;MnT8d=V{0FLEVF=AQwTXq8JQcVU*atKO-Pn`oI>1bqS;?RH0V5a}ZOhxa
z;g5$7tTGXyA8nn-R5Z2%mPmCTlamP_p~tVy$2^0Qxq0?dcXk^k6y2I>BOS)-6*yLY
z>Ab1vxiC+#28L?~h?OC5Xf$a<_zS$QO82&m@Z^Guo!P+{whUgnwkg3K?Ifo4JG6`R
z@XB${9uN0pI|g*No#~nZ4xAib!~NQNDl$)UH7gBgSGn^(tw^vLCzH*wUu2o==;=Wv
znbIC(Gf3!}bI2|VSIvW4_gbFZ{2!aUq`oA<99ZBMcWFl~EtHTQa}I10sWl)^YZRTc
z;Z;1_@EpIHx<To~Li-fDfUm1(<xv{uFW5L!O4awIc>nH+hne3Z%8d_VP9E1K(vo|u
z{Ha>jPYPI>lMf=FQ&6cYAL0XSWVwolr+|Xo?6Q5<KyW9V3LMwsBAZu@(y9Q`Ze<p#
zcgMZCejgO~S_(vA{w8^!T-7gFtV4V!YbN!vpG3yBhTwh!b<5*W(~g%Dv=H#QphVoK
zBT@G?;GQcS_wkb6j@`6m!9f+j-WVUVD_J<clIFKZOD(Hxmcp!QJr@)putIbBSXNYl
z&PV03f?NO0jn+G(q{++mY1NgJ=`k`UR;ZhNly#=q^1b{0W@F7EfGmATi(``94iwNF
zT{YHaSTlO<mtQ+LEvxP`j`Z_S<@a@xw%`ww`?(j={W%p2d2DRkjJ7A)^c<Ee+1xI_
zO)i{KGn~VQRD_WwtRa(7WbugWBH87n=d!u&)9*Aq%1Yf0t7?nqaqrWc=kW^x?VYX|
z3D@Mv2xV=po-~lHn_ZVLUDt<d39fO#f}vA;MJqI@3N>bnq^kBa5Xa9Hs#98md7On(
zu5bKRU-7<0*4&jxFsv!nRKpqbDjL(!ZX>!iQ~J+bpYbih;t<+5bOm-{TKtR0ilJI`
zq^oYDhB!4d=Q_b+lyEOkEYT5&i`tmwbEx{kysTNo%v=XQC3xy{2;T?>q$EqZ;IW^)
zEDxFVOCl1l3nkv2$-$TI_OxIpe3!-syy8a9&|fX!1kG>Zk-e+Y7-J{ud<p7N7XT&Z
zKl6q0OjPJ})cq6Cg=Bcz0DgE40Hf56@%wp1u$)r^mdOs+srG%vTqeSOBZc5m+G1(#
zjVaHpye$Vuf0;E@&vI8}YpOwL{??(GA<99yvQcd^(lD|k%i~UU#LFi_%Id!efR>)}
zindbKdFrAH-M6U`rv@C;ojIGw15V8IYRY$KwAoP`jyhs*(c<Sm<P`!;V;C)DOr(AJ
z%C^Mt$|!+OoS(peti$O6%tWhMxghh>Vw8$=yjp>erO(kNbIZ;ME@pt%%xEVo!d0Ef
zmA5~+K0h@UO-w0d`GuH4_g%|dTpzdU%F2W{M`>SiX35CQ*NRKpg=H$%%o1e06&ZSO
zyxTmcmf~ohA!+6vZOgejVUi|QEs#D=oO^Dk0vlsVtdFlWJIQU}Nz4PT#HiNr;2L(p
zHA)r~>vKt`%|^P#{j=A{&C_bdET?`w&7nU6tD0epB$chC$P~mQqWL8ZCPvEiezLk*
zJ`ZEck|zylAm`th16ngeop_NO8*m%Wc63>1M{POkkSiLx)Wujg3{EmbiAed9R7ymT
z!iI$-&A-W)ro(FHPFdPxjJ|!v>>%%%&<zO%tw`e-z2?O^IVv=|BowJv_s??ad|@gZ
z=x0Cpy?iO|&&&M61an6E>9Q`_cr((~bm$vN^e`l?e;uREs4BPw!ZrKO4Bv$2jjcl(
zRz9{fg%aXzodRmJ(+r=s1nTKmiFsL*)-MQFiqflG#Mv{<ukHAF`SVJh&!yBf2e#`|
z-<8_4E7}K(&hyl2t!-B}qh{?dQR(?gECs*FJW@@PE|R+omsYBo^bXi{PWPsz2sd!u
zmsoKQzXtoZDG%n{<)Bk(ZAnMubN8+4nC;i8t1pyea0J9M?fS<AcH|Nu8=ZWJ97f4?
z#k*O}Xt-6nJ|IWCALI>B8X2)wgx+2kj&y3k-Sq^#&en@NYDtlqm?rZ}Y<xBiUR{zU
z`8E_5c)aYygS|rr@zW*=@Z3yCpdK`E6a@?Ls8^UtLX1P~XV%J64)N5{w|$-eaB#Hc
zHYb=f*|~xQKyI{i9#dwYO?0e6LV+WiKP#omkqfV$ZTgWgGq4YDuy<X7ln;0C{cyou
z7;OxAlp>l4*G+w+qH`-=(^~crU&)RG(_kO|S{=`{j@b8NLz1Nj7jI;><rC&*Gq)J`
zI=sT*zzMY9u{Y9t<pd!QdeoI&sG4tSLFGiBsNm{}jpB?v!>giqp+^oJ2}RExQT_2<
z>M2e<Tt(dSCi;#?a)<9VIVtl{nn6Qre<*RYd)K~2H9+!-cNOu{q}=AyMf;HxiMj1A
z!&l*6=XsV3ntK)Ed*P1N5cvVi7||F;Od*dt$!ZS~Xs-(bl|XoRJw&`X>!D^@bQnOL
z96V;*4FJRCnEg!7UFzIVOsNg&y1sw3!3J1*=d$ZBAJCCXfSi9FDD^!`Nnon>+mhf!
z{sqtgK^7UR)9zDiwp!>>IC)Yl`?44n-Bw*My`AyLE9+IRyohxY*(4R6{Dj`)>GZRc
zxGkKq=5YL%mAit5*3J>M<9w|}`nv5U_0DNfVk6YwkYr^vn&RAI97)$fUR`h(_ukU+
zu+<AV8g6fFmBQbjbCv(cKj+JzMyT_M7luF@+=OLU9%K!`Z3KeW(trV?lhtvrOE=tc
z5uvOBGlg7<A&=?$MA_gCXoO&4g)A5bbzYkKKeiZoijhaV?D;y7QWL36>Djhr4;qo^
zmcN2Myj~M28sUGe!rrzqyM&|=8@+s?gp_*|TKN3#gSZXp<l$Xv{ethO5=+ua3lk}L
zy;faL-%qfM`fB&7F^$4lq|N=dhY4kOa>oy?I#nR#_yUll4Qb`P0Eyj=oZBE_zQ^6z
zS028CW~g0kR-Q?QGW%MiGwiTZ`^)q&)V(Z`KoFdb(Pcqx=oRsli!KDp5o^Nii1M0p
zL`sV3ndphnEM3}#0-+$T@GrU@H>u*!Uj!}Cef9;=q3^^&f}H9=<n9_j{7OIf^&3`g
zs(|#iCxgpdyBKg|pE2)iTaz`6Fh-kjUhG$qGzh;lnpE`8nQ|+B3lH6$7!xlJ%!QFn
zG!*~$X?IAk>K|{TPaorPO_E2XP1krKR-Z?td?*AH$ay6f5()!x93$)4`Ph(18cvuD
zB^azYH>4wt+|rv39~tCecnZYkngKY6$}@a;WZYDy0QshW+oiP$s`Jdc5`&$rV%yFI
zkJ}t3`4?4vwmSCP9R44mV~`EZSHjiR!A14{MLME^|9NuXP2>bUX#V!{9;cbCT>0DE
zu?<h30rNDZHX3?y<|EGET!m{WbS}x9tK%!28~2u;59kUxicCX}48I;uq|X7}@tk2a
z0y&DZt;!8XhRy=m)&or$1n0AR>7qV;q+2hE;^$XQ$;RiApH<VQh_lSjc4CIN7TlZ?
zO*9(Yg?UzYey*Y&yMHk<7?EkM2qSeUJ)4#rLK~WQyKL+qnRkA<tHtr}`so;cR0ELd
zPq&(GD5mZU%B?lMH&7qJjUegW6!hC<Xywl`n|a>Z<8mqA>I5v+oty+-{%DeNpzIJY
z3RV2V8usc>n=B>DW`(@|m36T37yi{tvIxO?^sTLzKqppAL=9VkRe^9{5J{csg)e6b
z&ZEA!W;pD@a#QEU4NX42eLUs;Q-@w6h%e4yw0{y?E+T88bH?X~C(Eo0Q)1O38)dG+
z!FbN<L6Hme>5Y~k<(~?dL&C#=T4UMDWfx_Z{0$G=mvk$g$BVFfaLb1HR2<r+dkc+=
z?hva*E!c{eoJU1pGx|oz;qgCtkd1KvXPkz>6hD<*Kq^)nc|0AJyyNOkLQ)>FB0usv
zZc07h*_AXU3VYx6WYpG~;GeN0CcLM6JX(|Eq%4|l{w3JM8=I-hWr_2D|D3Zh6i{-Y
zm1x#NY$9-Z!2%2$53&K9@=uQ;33eYU<ju7f+evsq?B<@3C3{6L5|ikAyh{Zf^>Vsk
zp-E*4H<C?i26?tJ-Zwx~+V*!*M?M8@-dw|~fU>{V7MzrExA%iFf^COyvYhL`pcU<{
z;#UGEf}4m3xCvZYn~tu>Glakw*_%AeB;~@HoU5xO((<_7V{DYjr2=wN%O{W*tR9#7
zBEzj4?3Z$lZ5sf~-Ln&$U(T_yG@ia+ioqA9aD;TZVXjYbN)$euvn0}txOn)fMPk1s
zYQKbRoGUr0pCtTJKhEt>RxjyU$kIIp%o*t?6|3)<;|hB6v3Gec;f4jDPacltpp*pa
zO({k2H54CRC+z1Z`a41Ziuu%{p`jI!#Ue{Ng8AzN&4{mLnt#+K`j(WZC97ZN4Q!G>
zaN2e1)pv-}r4bYWOWxBrfZ5ivTWfnrqrT63VOJ?P6KICPw+wPQ|BR4JDhF158Aeno
zy}<Wwx6YMHYx~Z<0@!kSlf`J`m;9z3lT=)iz!CrT<FlX;U1DKrH`y5D*f;GO3E4ml
zJ$usaQbV8gs#&&h^Iy=sIDlmbkT2t3j7S_K-euFT8nE4!^r87;5%jj+AyGHjMDl24
zp*_854n~UM(<@Nm3_cnWawrQw%16V!o!@{Yy-9abPFeIGdsZ_Te0t<)Ik47Ux*Zik
z@Z6eXg1=zS{9R^QvQ^=Cx@@TuxfMzocyB)cJ4`vW$~NNg6nyFeW@7-x@nJ&CgRCkV
ztBa-B;pm}C2pGF0p(Efcf_Z}51<JeG1b72)g7O{jLLgw=-O_r5ZQUP5LRQdY;u(Vq
zUsio164Z4-YqJmx7fW3_i!X!uxM`#mKD<E~6=aG-E*#p(KbCcl+0jt|nzX=JT}!$c
zW83V>^)rj;Y9(Ohk(CQZs@VHwC(Mp*()A0QWIlS%<@okQJW4(=dsNr1ac^^`w7@X*
z!bV<2y@qOv@Kb${pz8U6^#J^`*S6AX5KOt*p9FSBEcqr>sk~}ki-cR2H9Voe+%2KA
z#r~8oZ(EMY#mofx>hS}R0*ET*kWvFXbogKMe^SxS9X<WD<!)NuEdsLVx1~S&`Ag$Q
zX)rElWfo>@hfr5f9vW{;QFV_6CK|1)#FOt??A;SQ5`W&aTB<NEG7Ap3dCX>Rb3fCy
z+zGH)_?4ld6H*`M)tZ@Qk~L3MQ<{tbAUv^+4kE(+yEQ5eNlL7CQzh{o#GgD)$2m#`
z=<?8)shN!aLUFFC8b%Q&`N=2RNg8CA<?E-^1kF`rL0uz*s8#mC@nP*xboF}O=_fh`
z9LAIffhGh`0HbRi#_ks@cfRQ5ha4SHig*L65RJsk`U)vI9X`d243W<IYhDMc2-qgC
z)>7%m8un>e8$+meiY5wq8AkLP{~uhdbEyW7YE61$JWpCYiWbe#YE9D@qGLp>TSPWO
zZbkCKM?d8<3}C32sir=em*r0k(#`w20Y%Ys#NFo0qT)|Tsf^5uY%+$qSh*7ed<3U(
zB{G8ZHYeMZcz;w9h(*3KNae3Pw?<7|##M0t_WsUR&u73WD^rE#Nbs;m?Af~+l$x&*
z<P(aOYhg-qx{X9vsOy)jT9MyRb47Z(9X2(KJacbIt1oSt@y9gQx_aWZc3>0jfwqBw
zOBMNBsY;?6fGW3=eQl!pY#*|HAlXBzYX34?SVCtxa8P(44dC~9e|7fgoea8Jz}v6o
zIi$fg^B2UoC;q;EL5a03CaC3;rxWrPszY;SRiBJ2;_A>0H7EMaSV6FY^yx~D+HT@1
zG@CR8E{QF_#q>Ek8d*M}Mzt_mJ4D!U;&p%-0yBs`VjH!sn+oiR&8;jQgy)}lEoy04
zPPVcV&^Bu>ek;mJ&slMPI5wdK+h`n`G7Kg<kio6N%+dNEod>R<gE8H>Q&T`4hRqo}
z8~T$v-10HN^jK4AVG=3JLo=3v%sfLU^(DuzGKp_C!g%<${cyao%LU&ld0LO22lQj#
zjtgS`Vh<6bweuIoEBU7$8naUS{=LY2_<7EC;p}F2Tv2x=mrWB2y<~GzyS5_cqe@=~
ztp7rquQ;PY1EIXoxndy3R!>c`t1?nYUMu>i&QN}#??>xce6Co+1uR>aZ5df4egA`l
zM3SIY+}WK+b9{?0$38b3MN{g+AyEYaM?vZ?AcZdfp0S!#J&MmK0xX;KZdj2qCjKF2
z(v#BAF!tkLvobUTLH=fM8z`Y6+&!TYzxC7f^coPBtiob6M8{6EIKLyW!GiYigYD(H
zXC{jV)h|USgwyiHl66o-6hC;krH*Xzr|@LF*$Wj{81C+ON47JL%E4E2l(ivbuJgZz
z&t>6G=?Lr#Q)mq^S!Z=Tp&PyK+puS`u{;2GkcT62arBJY+FGGlb^nVk|8SLRK}9i+
ztZZX&!xOBfmvnBLGGm#B$>@<Q<mu~=InDBU`-O&}IwkzM{$3oBXgWaaGhP{isht%(
zjye;^yE>dR6Yk+L6=>#1ppz!sM`gB(g~dXdNCr_+n)_9G2&!cB+7Td;fc?yw>^bvR
z;YGKfP}-qe{}yu^0VOa3F;1L)Q>p5CX~?WZ&9UHnVx%_uF4m2t7Wcc<z95YpGlt?e
zZo^#U*Oxd_c;w+Rf7-Ufl5GCT7<7r+K!dKKr?vWhCu;b%1$k$pt(hIaiG7ukZ)gXc
z!(Gj$zk&3i$8Tqt<`rj-ceLpV9D_{91JYsJf;^bSt&pvHP`j{h<d4R58Sj*nd;IuY
za9_-`=b@iWv2gR!_xQ5oI}f=MVK*0$2f(z3W8ljyUO7(2dwM%dYu4`JL)?UYVM-Z1
z?JD5vi?fTK6W7pVi=azO=mH1i-f}QPp!}Z9O6y3^R@yx%qwUd^I7vvcKUm!=jUMd_
z01{_*%xxN!op^>GmjtPXcP_fN$=4<@VN>PDMKhJ~E?fazLo;%{kpBFwz*e@<9H<}3
z@SHr-)yxUCvhe;gKZ)RM?O@xG=S+vJ`<vtoEwbj*lkU!;Uaxr|aS58i!u}<Ead6Or
ziG)f6+AjeSNK8-#t1TV!6_I}uIEN@s)G_o<q!$zkpOhs6Y|h?jw3-w{A6H{@f^2$I
zv9A4>YJ2;QNgpAkQ^+QQdJ6=7uys;N4J5$6w;q0%WARU*`-{4m_6~_c|IT-ADIgL&
z$4?4XQ%qXs5?Oqx2MYF+AU6;gp6^CMvRB8q(j(SqbzQIP`s${<`gDAelw=C^FG3m@
zGq^|7nVqxi&mk56QV;RJE98yP&>yV?M4~DR^Cgco%hK|6F3Q_Iu!P#j$JS9MQS+QG
zMWSMgBWSkh2ovA9N|;!X{^gotsgdMGM<($GBIhi0q*<lR_lV(_NZ+lG(`EneEU&B0
zM(%!vq=1-A(pQ#(UZ~L%^$epO^3wQtx`=ZY=m^bmmcBQI`v<2#x77iDOu_7>%@=0Z
ze2SYuwXKeZT?N#Y%Y@!9ZOK}GL;Xp`^|3wM?76Xek3aV1bFrYv8e#m8F~{OoRq>>^
zZa<a}YGEEtcEOx5JnXOO_88|ueMqo>$u&>5Eh5dh+Ide@ZZ6V5V;iL3w99&4u#fEY
zoOp-oS_HWt2T*dCr|~il#$Wa+!HhV2{Xsv3b1w(D){$>wD0v7%QDZ1Xx=0{|8Q8yE
zW>AA@irx>kwhcx!B86u>#y&2JmY<r9CMkae@|W#pQV248Y@(aS`9WL9rwV`})d?D&
z<{6q<UQi#?Kkvb>ne@{C2R&m~9c>M90S1~S2Lq0&$huhHD%J4$N4K=?#7?Ir?ZeHi
zCpf(1Yh_~IvfcQKOu|*@e0nkQV=PhDA{pR6{mow_7y`~ffc;vxe1=7=;gJ)&9>0MZ
zD)d8ff<yukW5ale@nm-rBo~7=|0Y_-=nN*dTlcE?@vmimO2tmHo!%Xy&k$YSD`%ZJ
zeiQ1O`dYvhVj|0OKv{G+z>ZxSf*$>p;h_S8^PcDNScSQsmvb59EU`d2n;{qk4^AsX
z<O8TWwLQ1Q51+YrCJ;iSsc2l1Pjv51=gQuKT~qksS322Y+=j*Fxc3=|eAh65Z_v7x
z3ncl|-#oOXI<h5gdgGnjG!#$!Zv0ZJlxGJ(8EFi^CNdjN7d(ui<Th)>Qj4?gr^6?l
z1Y+LA4<?wcaa`=BX80Qj4;@ns%vim0|838F^g|`h;16mznsBKc*S|mf@Y;4xbF1&p
z<Wf0^@&DoR+XX!3j-{Udb!RPJJ?V6rDGM)|%{oxaG3OJd#SkY#RG)fYqdI25?e0j7
zwzlG$?$r!>1-;HFTP2qO1;fl={_Oe6?HT?_7iM<a31(gOd$evc+RT@FaTYaV0xJf)
zRFcj^kVdiVHn0$&kz>snw(Ht%zV)8rEE%C-XQf%VTXO_aX`lO&3&&Z^D%#XzG5L^O
z5gWQgc+f1-xSl&qoAkmV-nN+1xr-*<0Ee7Q7LT^~rN}YPEy48_x$acvvnIk{-~{d7
zK8~i@Ab4z;DGjtB9`*wS!)~RDJ_*b}WFL-SFafc+u{e4Qk{I!{da^j?P3ju9L0_=6
z#f<yh>KZ!Qo@U&C^i-k-<|q$^IA$%mb_?7yR~&>mWQdk^biX7KjjwrNw@JtNc#{~3
zNJ;wrn$$Ig-F$w-;=Hby2iw=0y?wBM#Ghr~Ik}zyALLl>E1$;6QInq)5dP!lyj+;f
z_EhRa43PfO5P~EGv){M4h*wuv=j8g?hX!D8&(d$oK}AJXYrn?x^XJcmxhL1;=k6D<
zLXL<p5eys(g{WE5D<t7Xt}maKAA)ziy9<*jq(Dv}lKc8Kw5En_FrHjl>BIcbUl$ou
ziHV8J^%lr8b(oeViFElsNi;miv!$Zf`eB`&Lal9Wn1nxm{J=oc6DfNAmiO8U!9|9Y
z&^`ZQ@qPd9!S~~$^T|=|9mJwfehDWrb^6grAH@?_yn`o5+0-aE0!{C6&cwcmpgUih
z!lKa4`+*Jd*;L35xHX>bgP*PYvr~|;``d}f9Ocd#gOheUqK~SO3sp|~wHE%^K6Hvd
z31Y=X^W|^JiG$spD;S^%<?Tj`aZ3pBj^dpPi<HOlL;gDPJzmXz0yh9l$ZvZI?$cIh
z^mIjs=faNsLHf)q{+lT%cLo!Izm3$#*>{`Im47^6xt)s<D;NFp0G+_pC_5qn`vo%k
zC7WU;T`wy;=L*=<Kj49Nlvh<PGp~m{n|nsyPpGcTeKkgk5gy1;#7ozPXg+sqyMteY
z-ih9xDp2IqXhHF^q_ZVo#V;NFp2yK?yJM%-CbEBC_NKl$UJ@0XZDvGF3wrm`ErATB
zzaNXg?Rj@aOw-)$*>AdD`al)(KAx}{qI=>R++VFJw{bB-7y5(O$k;-FqqZ@Mxq`Tb
zN8vqmOB*uOpZ!Gr!7xJ<jSp6vd)TBoveciW51cPOpbA&QACoWGqn5nHTn}#r`cmjT
zlKsE3;}o_$k`5W66GhklF@p3+mN_3#r0}2up@I)dq|K5S%Y<(v-v>opdxWiXgib(P
zB)pa}Z%mvI$HY_iA^GA#=)JD@8rIK#dwe+nxZLlw@hlyZ`aYQbVyihtSs5hyC<Q;m
z{`MT*%|^+bKh%DBBP5~bK?Z#63aN$8^Hn_+xg5E@W25}MPXQEgB^k5Lrn#z%Iq1&1
z(J|be1Ki_dXu6<u-fM9^kO5==x*LuiNQa0B4Fi>jcYdIp2xPtcMeQSm7`{ask%q;}
zYG1K+#^rkCTitnM7S6noes<~_VnTrNcOgVsvXi+Ki0ig|WR}?VJTG}50QtN}BXo@!
zdADvpT7+m^3Z)x!V-?<eG>Vs`V{UR2`Zzb0!uM5GUsgz3^Yz)+ydOAcN{QEes}!9a
z9u5c(hrsAy_JOi4q|fe`p`^Now#tRyRZ(C?WRM<3Z;9WDUt)!s8F1vO&sLj2rz;KL
zw6!BlKw*hAA_g`#HnnyuoJr&N?#4+^8T}HpnM&807oFE=a(7&`Ik~x4f1=r_`1vzw
zSdWwP^U;5)jzl~B=L3-n{eSZ#s*ZYF4+?4jUBJlym0PYyuiJ-T!1XYoB;SuHR{%g&
zvc`cJ;Q#hW7ZnvX?CT$1rdE<v;eCJZar7(wOW!)V|BJZN?a68r)A@QEj2RUpBhvl(
z28egdC)jK#4%3^xUBu(^1MvM#P)@(Gu5L%~>wi$T|5ekF1`Z1l{c%P``{(CVa<=bR
zZEH*>vbg!&&q>;jPfm7@kE19h!zeg8v4Y`HpY*2uFS_o(fVa^_Ujk5xc@oUqtnz*F
zqVZVzGC0g)s$WP*NSyXZahY}MKR(}I48@DSAw)_+8yOk-fJf*cEU*JT>Hno|^o9T0
zW>#c1mABkztyXbwztNtmuMYu^<?Cl<WMmkF_eS<+_aV-6FVX9(D@wZKA2YM=5Weo-
z?7;LZN?BQ1j%Z7LeP0kP^6&zd|G~<CGg|+zfurv=8Q`i9{}LDfyPo{NBeO1L|F;vO
zzKQ+wWc@GKKpH^!H)#JuPeR&800rHR3t5@|>(kz}l+KGv+`o}EO{%=L6j&(zkN1W7
zfA{s?vAhC<mi98-j0p{`c4w5w&dn7lW(p_5ft@Mww<jMp>}Q3F>1x1-x+q>!via<7
zT^9d+_DaPN-B3jEm{jLcK{;<=XWUkMX(g{Xcf0_73hnpr#_#(LB#iqnX~E@zTkQp^
z&>Fa?+t@Pg<$0oyx9ouu1J`*JQE&z7y%k9EZAcc@&TlyEP>PC=*YGI6C9uEPKSs}>
zqN0{s9Ye=|o`+$~1E?(U6fm~L@jl*`!_8|j_R^u2!_il0yetOml94v(!dtKa0pAKg
zj4C|L_4ean$Unv^%cmlaRy=0QR3!3J(8WU9SE^aaEIsMyeYp0)0yW+(VF~7ldpnh#
zR^@tGS%v$9(31u9^#PX)qtGaRX7&{@Hb2A&IDDf8>vL?30{CW!#24w2>PW>I)K0(c
zehU4&Ce3Ip-$(ER#0B|%dAYa02C|NjulC+B_+Li#5z+Q;JS<RZz^S1-zU^scL!n_^
zMu{O{D|kbGLxA$mv!6Cb!WPT}82{DEHGdgN&*<$3L3dK|z~p!~1}>w}p8ws({T<%}
z0bK3qh)4!w(30Bqcw0p(3q~lKV3{Ku*46&ul{wJq{n^0se#J5U<iAE2a8&Ze^9~U@
z!{fS<Cq$g)!?@>N^sOcP6@)~p5W<eQT_=nXTOgbTUN^$Y>g!J(^1}*l`$$W@{<zS)
zibN}J@Q|Eu1v?igvYpC^s2J9EMF$jzPDZ2LPPG%vaJ`twe{mJeK>LnvSjHY+rX}bH
zpvMK77a;qCiTl})Rxvx1r~{9TmEZQ5XvE|&{lSrFNIjd0Mx^D^FNXyf@AsSxkf{y!
zM@ojX{PgLc7>iHH%tTaHb_=+<R*v4;8?GGQ4&0+kS#AY2e~u=9{1C;WZ<3k|B~s>e
z9ioBeFOZTB73G$PL3>pqnF_=&$A+xV=DO(8f@}!Mvz~K>lUvBpWMcv1D|uU9DpNGr
zjrSph@qj{+9_%9Xw__;Ds(k!$59aW&56Z);vpsYR-J2Mqd&=RuqB0`DTd|d1;^xrI
z&SMqxU9@P|x6#7YDR>^(m!|<$S!F{2ecgS41s)JkHwz+O^n6K^j0}b!S9`38))3ib
zSKeJ>8};q-JY!1}@CG{sGdemNo<K?dYT^AUG&oEo>S*}NDH#e6<fvcVie3_d4lc^&
zz36W114V1)tL&T)c#Hn(U%+k#lf3OI=$q&zPGtKO1&0#bjXh*5Gt{|-vuyc(lto|0
zyVAptuG%n39LZNM1>XnS<4yr)W=WfygqmgRnCwoRJ(HDPG1@L|V2XmLL$!cXK3H3R
zGXwa|oNq~Bh4Npu(jtzKK|w{U#npnW(M|kz6AyYM8b$TNEJz-ZQ`vunRTX52KFSL&
z^Xy&G<{y5LeH$y>glfKhX&S*&qchwm4o34CqZ7#Bzt+W%En;C8_`G*r6C5?v{{8Pq
zy<~}h^64XMEpGZX9dHq;86b48728Y4E})X%<8QaU#>VMuX%?aElMb`R!~P?rDhViJ
z8yT?0`Mn(8XXtw&)B9DVV}8#yLDEg~_~V9g?ax7^=6XiI158EFYWQ)!)yfPjQoDzm
zXrC#D1zqr}Bc1QZ?vub#vSvJ?=Z|f$cE3{J+ty!#Ok=zNw2%HWGH^mdLT@gl^e@$B
z?_}MzF#g2#YHt_cP+%=7LtpZrV&72@|GlL5{UI(+^zEI#DOQJDZ{=ODDJ@JdGv0?k
z&OHRKt1S>&^S+OG==>cr&x?swIBlWrfCp1(uw1lM7CV}od+_op^m+VHZVC?#;yW>s
zwNG(CuO5{vIhvYVF+<y^<0&eN-8$C!2|{#lGRUOZl*Klwix4F){o9Rrv2fB$hrZ=Y
z?7+kerWJh#wQRRT^dCy9(N~$nGSbdtr+>0?dDzI{OYR$**V|+bssjpH__XN5+>Z16
z(u_4aP=vu@oyJwPJywgfTI3OKwaQ>9`{k!QZSkwu+aA|Xze}{5*MV%%(6vKwe+w<h
z9~CGdlp#cDDC)5N)$gvcW!i+xA53`OeZ`~i5tG<9M+aV&HKu>tWBGWo*<XQH=cp)=
z4)gLDvb;n`b))QOc5|Cfg_-3SA^KQdjOpc1{%=A-qB>sQZ2sVmu5o{1<0qQ~x2tl{
zz<CYDcYJ?82J68Ngs(y$MB2!N@Cy0=DQW>C6KP<8a`j65-U1xTlD#bD=QvTItFRNZ
z#KqM?as-+mIn{bRP-?FNT^Q5BIguBlhzI5n+`EQq(8|s*SVchjFUM~PT#t~=$Ja~d
zJ{GoX+IJgi#}Ee3W^s^lNcLNA1)5eW45p?_4)5a<4ag&P>!&13JP*b-Q~n`^H=YS9
z-D9#N=SP!mWs#Xe6ZSrJp_71Kgk<tv<!)ELzVU}!xuyPM%ySY@_DhAQ0fwe8G~`O`
zI3`GWzCj**HTGblu*>7*EFTHd_&V{=G4I{FuUs!fbR$lNYas3&_P4d-Ba9FYvVG<5
zfrghQm}{%Y_!&I5OS1gFuao~CER}_H$m2PvME2rP?#A7L-Pe@_dG&6h?MS>0PD_PH
zZ6fd<cq)}Z{&V~Hsp}k7C94o*<txD&+P^Dw3ut1kbinL5!wCeb)}`QgeTUx>z>lu~
zw8qO;Pl_Y#e=i{Z@5t#8(f>`TsKh{f^^yOdn)<KLl=<*4Qu{x(?f*X!_5YF}|7#UR
zk3%ii(*pfJ96$O#I%05h!#Y~LNI3eA*EkN@v_wluN%i#ie}pL7_zl(TgDJWx5tqLx
zEU^D|2jPsq3;k<5hlImsXJjNcT@fUx4N>Ib>Wra4py*&Mak%K)1I*xX02Is@u%RBC
zq@16kDdn|r^7k+QgYbJ{qx`qk37u8+^%b_9%!%9|OP8d;*gh)B9~@4kro=(Iy4;Z@
z5%$6nbU*Kh=yG<eNs?kt(&U06npbOQ2u&CQ4~E|ziVu&Ek6&~jKe*rWC$H%QBXxFm
z_V8BtL((zy9H?4qkqiX+Oc$(_DJ!Fq54wo&wg%#iOn<PIMfjj0I`{FC-_3Q1vbG`Q
zGj{|u@NyQaFHjFpk-=*U!L#u)O&-V$;2B#hia77fyVfO}S~$9g@MpSgcASZ0(&mj#
zKV>eDf7D1c$QIFJRDU@2Li1B%k^EML)tyGwNq!nJLQ2~DUj4%PlAssm6N;2;PUUlO
z6o7#oDW09mpz#2SQ2|pm3#H0}O1?yd=G_t4fsXYd)FX-8`%olYfibCv#W5)1aa2(k
zUk3(Fi*%|QrBJ26R6ZBG5qW807i=2kwG>?hKs>E_fr!wD#UUt3I~`JWR8;MZZ!x~1
zxO<tbR9v0s=AkR+%`|oD_y;47J!i#o7y^Pt0<>rh<Sb$fu>`?jgU$GW>$Mv3(<3<P
zZ-`OoxnfT_7c(k)CGItA<0F?(UU<%a%R!AgTTUWV75>UMncSETl)1)7e?x?)fYBlO
z?-B|gqJ&|TV<LfOPTnb2d)w<vwoX=SCRN@NTfVVEOaG$p?tgyx9BU1C`z>vA<<bJ7
zmW~|j+**ml8{@m}X3!=tWP6UPma<P(oFDi&A)uL?McdQ+&GWqmAy!NsWPhoZ3oHKo
zgQv+8r}ytzQmk>MQIWFXM%dC$2kq`PcuXhHXN`!i^#W#Q@ts2KFRwn4n*0&#IXeyC
z@$ABdpwu#PxJRtN<lG=KI&SX1WqVX3pI>yNP3d6k5U)oL1(z8WLWt`gK73^77qvVp
zIB5mjJ%~att_;TuVDDc!LGweB7x$c67ZQJ-jhsd1et?OcG8gsHIV~IY(Q`J<P9WJd
zsPX{e;T%X6hV)D|V?i4P8YsWg^ra%O&1X*F16orgL(Y_o_W{6T(%fFfla5S|yx9)s
z9(@pGFW-QQgr3&}no2uffB`yM^*PY%q3_9Af5~_#>-DOYGz^Sgz@;zMDl8TYX~W|=
zWW;gVeAcxVsb;Xb^%D`J>6NjS1;4w&uKIN(#!pmTrNs#HoK{!$q-Am9@RUyXDuzt`
zbUS3;UJN|cSBvWc;0~8*^$zyq1WR)&CNE1=?p%}YXSyX1_U;6?P&zqFO?2_?jpw0z
z-jD`^&$c2%HbQtQZk&S4O9?E1B(j_7(M_W}-|`7>YY7yvqZ9Nhr0{JyG~FNtq^st)
zUw;7@$0Nsvc21FSnA9)Rkm?#6xWYQLlP-Y1DiPEx`w=yj!SnMUyUxtDaZW?f($;yF
zRSg5VEpX{o$}niKc5J<gUGZJEo=ufRSeK5Mf&*0%-S`@AjpgJB{i@4ln&n{=5vO%%
z`skV$4^6f+QEXMC>rPELY+;x<G(UDw%>RZZrdQ9%RtcbP+o#u@2SwM3Cvb)F>m*z(
z{Yp(>`dUqqAI#kU(AfnORt`L%ikhL+(F?~L6EEz`d9WnyBnCKHT2y{rSlWsH01~ic
zrU#)vTKvq%V#eJOME4HKXjxZ&6etNfD=D3S#c}r*GGnnlFWJM{{cg>Tlxinxk=WrI
z{hHE5_(?m_Q1J;Tm!)5uXgfsZB+Z^(v<*WPU%eoN0Y36WG)xZreBdiF&`&!el)=uw
zKJh~)LW}pavxuXu#-~M%dO%&VN(Ag;^C2tNk4?ef?BrU<H)hjwrijfe4Zgicp9c6S
zY8Ic~<mw0nA<??gGD+!Ai<+eX48*I{SeEwaHh>3%D7hBjpY1s;#Ad<cds$Hi*51i-
z#_^WAK^leTE+RAk83Mc7*fL}dB0%pb-UiBiXq|M}NuQ>mW_Y}O+esgq;CXwknqlBq
zurn4p3@p_+M+-Lr`4;^Ii2GN!5hMoP3uj9QelHL6VlHDG$Oky5EG~gS<0y{u%va^}
zwW!T08WiP~og=*dW{%P4SPrCy!;_$WB8RQcxzq&{xgQL1?A<yePk&iW2YJ^D!UL^%
z2DxNu^Y|OCn7uVmIA;B*h^bSh2k74)`JDMp&Gqsh>92%}sPK8!pLh=05=>)ZZG-!~
zaMQ*VoaA(Zqr$vG5c>BrH!UTC{pSYzoL`0?EI*xO0|70v5ixq<iE{j{+8V|8*H+BG
zmUoBZenH9wUD_KmxZ!9NC~CyByKtm=@bwstSApOL$@fyIl!e1AUc?p5v<Jz3QoqF*
zDSUnjY>}KJNV|fM=8UduDTRKFee0P)YFKZ5g_2a4=SZV1duGrytvo$l_3|-)V&Erw
zO;MU8IIlb}p~3s}MT!3p(=i3N+Pzv(&U9~|lR->-QuHtU`b0gQa8^h~v&S6tKB3mN
zspdl;MWK|+TdumEj~dtBiSJD6w;9(~a7se-y`Vq3+6v?B(_2Ky@ZO+_sI@7njme=|
z;<kU`@aSR`rhKqe29vwcmKzWQTlx3#l!Xt$?2Tt%B#vGDLR@@sSC!N0zy}adt6spb
zmg@w)DlvR-2F<&Bsf>oe$CL*uMWNK+HK4uoulcawW^#bf_Kxo3r{{J#w-j{<3fM^h
z@KyN4h?;Kh(ivTq`y$sHLL`%nvOjW>HaRKN+}sD8v^2wAU^TRfj3N%P_?>N1_?DND
zi`UzRm}Bi28HbJ~nv@eFYKIrdgi#(szM;D~mFaG=q1Gpuw#2(6D?hLTaRlWVzfC@T
z%p{23I7NL5DJAyQ_Tq+bOGR@1k!G@Q>=@EUSQ^a%oAIC*<tO~Wmva5)9$#YoS_REa
zx)+KLYCS-XM8kKfy-~z-W;&i8SRi4NeWn~A6Z7uO3y<_pzFFIC@y!z9;>qymB+ah=
zTc}<wL2jf_>DNnsM%s3wHQ#2(%%2*#4i<2QSoKHKUoih}IJa?}wq?dIwG5b<TX~cC
zF|{5Yq&6}7JSiag#W6^IYr=w*o9=x7N&Nf9h0Bn5eROE{gh<5N7+K`VkdiiU`%-R>
z+h_I)#|~Jto9t8RbovX=XO?u3t=u;WQZPIpERhl2W&#0vhAU^S7VCs3mo1YG?cmF{
z@Rov(&$MdIH$3<7)QfCo@hhLe{2_qry-s(~`N{H+L%j1(dx=w&xf@p#l~#@CqON~L
z7SGzlvfUe0^ciJuX6~n1mYsyPeIKCGPGcn<>PQS;?dy(%F+vD4l0{ruVWQnOWK}g`
zBPGuu1)FD<;|O?LJ@r5P+oIg%$;--!<3cJ?hkRV#If*pDB-=CA4&QLEH9tY!!_zFb
zg@><vx?u<b@UU<BZ?n3+5QTe3W?jGfHl6dHbp~C#1D{LDEv4_~)87@a(oX#Y*8dQ>
z-Zl)D-?vjUPsgo6Xu!4K-G!3snF>`nd1`xP*<g*=DK36{Qvrc-_5uKlFUnRVM$20T
zs6}zVO-B;Lhgr&`waA$&eFO<ipdc^>{mI^z=j6l`Jy=MV_1VTahi?kopzwlFzBYr_
zpSiQE2MBXH3IY&1p#eQlJsOYJS_<EuI?+QZ+^suSBa??wj*GRC3S`Gg3trR%0_%by
zRpGq&5q85K5-&3Ied~63;*3W6KsiX-+0pE!B}{l<&(V0{Gp|+yW_Fx7D}rlqH8Dx;
z+5oL7!P4+a2`O`xAla#B>my?UFz@8nD{B$8W!H9%W3cFK-QIUb=dt7Ig)wNRt<wm0
zf7`~vyfJ<c-&=zilpp;&M;qCr#*=|GBtV0RaM*>~G$fANWKz7Ybux$Mu;(3_LePbP
zK#c!KQa|;R%fv9WXMR_Yf!hCk_8_rZl|*t@$h<R-Oid2LT-+4%ZcU1IMCSz55g}>7
ztagmD`~D;!L^a;JVuwJF{v?xLJ?y$s%2(hVlADKXBnQcL?Wg$1NOt$$4O9B#guk2-
zfrItZlwJ7}!#)8^0hi7Fqln^g_5~w((JLOl1Eeu1fWDm-%GKADuE^yFE!vqv#{w2j
zAa2ZEHOt|p6<ivL+7hfXawQ4=a&x=WC;S@Oje%jZI6k2&y}2o%P)bafmP_I{b<p4!
zawZ?{-=ux0Ldh3iJ+)rSC~0=lmS(O2Fq*#LkR1ZwOESomiuaZq*mL=kK;50Ws(11>
zdMw~m{|C!Y<o^c?LG-@;5JhD*@O8Js)K|M=%Gl1_HaMAvCBHH@sAKCvWJiRxYfC-I
z!RxE;U}R4x9G=zOS37hy7wi7aK=i|M6jv&6^SeIi=F@T?JnCdRs{`=~j1GZq)8P`M
zLkz3K%;qudp=)_q_eTbzQ`9<q+q*>_9(Q{r@o`52e!iv=AD{Kcl%a;>qcPM);+r+g
zA>t9r;Rkg&%+M)^KQ+o>Q7h$OEH>aXKJwfaj7EpQGO*-CdUI@eJpf^TZ77GUxp;lu
zeT?kxfWuRp*9mFz&h~h$Ka+)Jue8U9gSppbMg5@@o8D|=Y`Uxwo2GZu=&L2;_?<#L
z%&&&EOn`yG_E_|CyO#SYJjdwA9h*$M{=oUW-%am}SrI+Bb@(|EOZF$QV@Q7+^%&Bg
z^WH<}GqGrQ96N?&#?fw;>=^PH?R9yLOj&UQ>yJLfvUj>++6yhrXYf3JTD|KQmTbPx
zuG<TA#H!B+BCLxm=e-;D#bC!T_i-<=kbDjaa>h5)`|I6L*6l4lhqKo+*mZmU_BgO|
zl)-g-t9RbOl8u+y`IJCsteQInVO`z1b=Vt?9Y^ls-h%>GhfXf|=A);y?w`NvEcPCa
zMMh3JL_#xi&)3tRLU=cKqZ~sM9S$=(sONOrF>^XSTbR>fbkLmBVRQ(@xWRtSHrT?<
z>7=RWbj;W}ok@o0boj1^#0LBCW691K<QB=%wY?oy&Fq7)U?*-JPN!hemfJ|mEN9EX
z(+VHG-UZ`^x7YGX^VZ+Q#v}14t*k@eF3yPhxF6bk8TPfSe|?B02NTtE3D#KkP8WoA
zFff;JF&m5aK0s0qGq2Qu_U`8RXmmS_8>sE~<I*ee$(H*#d$$luRRe;&EOFrTFnBr1
zjB;LU^{!|v*>nxL1&mK{!m2rgTJQ;Xu;U2h6V&Z7m}!qsXx$(A$uVp@ti3jDNIzd3
z-!z6>{?40NvgxXZ{AUo>m3uyP!`|E2apazk{3i|GKV|L-tlx7R%RU>3X%XD-Bq$UL
zg+kGUCj3z-M#L9id_j`^x^?S@0|yR}Q~flN%jNj-#~)Etr2T^57~ndQk2$T6N%-SR
z25iK^!SGA@|BAiG6EI`(IjosC5aFF&uwq9vhE6_&_}?Pn#IZQ)?Db5%GCUA{y17Ck
z7GUwF>lpI(A>8}<O}MKUu_vdOqW`#knD9a{=D*(?R^}qyPbwn!bFnYE1T(K>BdVVV
z!W_-9>RthcpLmGaF@bQBaxY}E5}G1*Ovk3ry2}rl=bg@}z_tNi@Uax(kE{y3e=!qo
zG9gBIYY!R^6<6Ymj6y8)b|j1E*XEVt#l#$3@8k(bp}x*_^$i&PAO{XYGi>#9hMP!$
zj5;N(%$g65{V+8jaq>E>^>u=)P=I|!6?pzZ4z2`ylKXWzSXhD2QVX%d&j~#(B#6o>
z#S3xSxY^yypbn#Av*9Q-!;SzKxH3A_Dq$^X)?s;82{z@GVQo8Sbd-v4tEv|7Cgl-5
z-*MHR5U_t~IJ_5shLovuP<ibRT&6~#<F8wAyUR0B7O<0bTKB&^f+TGvPyPgzSE3<l
z?+gF+-!UU~q<y?l>t6Ga&TyLa3aVn_&=MkZ8S?HV;P&Q&c=_;Zw1$n32VOh64ma2C
z!J*e@!gpYAjNJG&Dsu{u{QCuRPw?1b7`*IL9Gx-`nOE<i*R=6?<K!m%*kLHDIsPuY
zm!5^!cb_4ZvBUK{aCtux9e&x0n68W+ia71y`PFQsO!*iUmsvabZCFg~kgm2vT~;nh
z0IW%3PVfXA-gpu1_pinMUL#5JpC%4thQs&!&ye)qTvS}ULz1{U9o>wZ!GodT(AV*m
z5%BqDCKBKJ6y=wrA#LxA_M5&X@>6ClBKMftSfR_=Jt#YS757I>BF~Yw^MSIYoYSs+
z*9E7s!_jWpr%0GG7v)#)z;jvzx}MyGs~v`L+Q8}6=SUJ;{De<Ye(4sZ0Y2!sm9YVk
zG=sIl&CnNNVrJH?N2dUE`*SM__8;fe!S=;x;rZ=nNc&(8s;=LG^ZSu#|MOPd>&9IV
z?8c6O$5*qFI_2Xg8~ChWOeU@}KVfZP**_fl>vp2*W(-UOW^n&<CIWulhWkB+puSqJ
z^*qP1!{NX5Q#^QgE-J3xf%}IM=zM$=u6Jy~28(7QVbZ54yL1b(03USN%-SG%CTjzM
zjTO3|-;L5US8?~*x7d2n-W$r2GEN&Dt*OSs%2Iq~X^XA`F}BJp5Ls4$KkQs#Z`y3j
zMxw0j!KN*-l+@Q_L`g1&iJRldWqa+(oU?Uud|FY0AsY8+a=fkzi{-_bE44=#fe1Tl
zD=@h#AHQ0<aq4iit_sU*O7NA;0o}~RNUc}ki|Qg0A7)GK9{HJ8qo0M#H=iT>qc0%8
zaU1sUOn}d!ZFtagAXJ6=^}zb2k#L^(F|yvDjp}PRA@=u!d(`)&E#!Xw&EI<FzRWVr
zyqAZluI!@eRmnvdekl#HgWADK%pDtsUP^<bSb)7@9&nckNJ5#7u=#I0S6GF2eC^QF
zRsv-M@I`DshFwa>-GTlv*N7nuOk&=b#ijVx-j*cfZ78q6Yk37Y@9qi*jW*TDMkjkH
z8no-dpzK^cCu=TaKcRpmrg#eksA*`x`tl0Anp=QN9<H$Gc;>$Ba?Fa$$LdaOlHU(0
z#d!8=I_?edH)w-lSJUAnGQ*x89&nQgkS<riTEhm6UA_r)LOXL2X{S3f%kbij3|#B)
zhhUDxN1{V)K2~>jL70scs~8=wrQ?1JIt;y%4kxi0_JpwIpsRz2RDgwzI)K&Th3gr(
z{)D~`he|5(MOG1(dODIslC=e8cqus-*E%x&6f;iwFC^!}L12n4zRqwHnvs5rwPrsh
zy#R4Fby(};2p6WGQe1)2NjbROk-MLAAg>&sBo<&*pff_PB=|9-1fy<elH@!mj{6xM
zp1YL^N0AwR>g)zLu@LDs3ax$$Ly)-$zjbe3NGssZC&4fBYJ62ziiJ#anNWmHRh1Z5
zRDd&1E}V67y`2LT4Gmg#aY#WPo|S4Zj2<8sW2sH^<h;m0LJQHMx*7{gOR>n7O>o;-
zQHeJS3UJnyTZawy4p2Z_hrzjdcuuCjIQw|D9MN@kaMmazF8J;*8iNf;T_`WbLTg)e
zQ`dzziVJYY(Li0WbwHg?T^L%Jhi4`FbzzBh>viF1Z50+(m0*E|ojN|2V`6zePTF$E
zrXQ^s8#Gf|ufoVu?fAH;vIJKYwOC?d4|g*GE+}g7Wo0p(OwBNmBS!vQS%vvUCHT(K
zjwE1jC@aUSx%s%@>Beb;P0mbvX#QMMufo90T#T^L@Xbt8u*44DLdG}OV|`f#UdhSF
zB`@x0TEFltTo-<h?CD>i`o?WIygLEDhqoai#Bhvsng1~|-&4oPc7E_s$H*LYjC_=5
zK58FfrMaVaIW(y7Vnq&y2w592vEak1d<bBIRpyScFfqmU+Hy>)%)`%CZjhPi*UQ5t
zm6(%VL=y5C-@LA%9Ah5l;%WyEPT#!E$4R>`s_OAXLKa4<lkFH*6_jCpK{-}?Il!AK
zliU*W%u5~IAu-j~;b2h(K1(mea$hI(G?ySMw-lq}vvISlVSn&^JnIj(x7Y9o8f|WQ
zb_q7+mtn1+GXiBI+^Vd_dk<NEFvUgxh4Q|vGR(Z6hbZ-C1gjnvVfd9a#6I0ZKjm^7
z97O``?dbt`sQ_u!9Q_m@JM^?s_fz8XG3;_W?mng8Pa!(oEyT>@sfZfshcHhIth$tg
z;alSnJFPpMEDX#gh|LhIu|QO_xmPRdaVxtDpAYaL$%7>|N=!eRiqSjcarNCU`tlQs
zG4pH&q6T^+%+(yLqVq8PP$FU@JHbh2K)%R~eBUIW<DMZtR@gMeS1b9&5c?8~G4o<3
zqMr0Zn6nJ4V)8Nkw<N^A8q|Ugrigv5IjKqa>6sDQ3qwz&mE*0`X?VfUNb5m*8D`$e
zMO26z!tA72l~{z~=TZ?nEC5at4jokW7<x7pjuJEM?c)h|sSs&Z3fPF6pIxP_Cy9fR
zzP5PjQaW1Wa9I`R<`(07H+zIg#aLHVj<KnExE$aPM}fXi*y^S469yz@W2Aa>28JIB
z%dw%T96x$E!b>E;w|OOaIW-R#+Pmrbgnh9^nE6*aqK5jAB)?VHb1{5R0%9k3fs=U)
zZDDeAS(|XyM&L+7F|KA+!OcLMYSQ6$0cQS^f~Xh$NrKy|^Vt}_;XYz#_kfcncfzcd
z#Eg93q=SwM-=EIHj~8;V<(2mEv6Eol$#n9}yR&*gBGk6Q-spVHIGl{Am)j$pSsZsZ
z3&W!BA?}Nw2IVuP7S&+(k%#E-ufNcVdEV&<rP%&vAd&xjd<ov)p9nW=F-Z<IHXH1V
zFUHI>8HgIB;gb#|B6dP2!}WmiNfX=PlZLg?Coz8UTqdHPW|RC@-O9)C!-<F;AKbD}
z8sCZz-d5N&*r!c8?EN(cGrm5CHD8ZHcy~{%*nAN~-`tA$Q`6z3-h4!pvsY5^%E&J0
z)58lAu@H;bp2LuFTXFA?58&>?&LLM-*P(AuZ;W}i6W;#hh(Xyz{;4#~SQCvk(?b#7
z(E%$C#AE2}(}>?b0!|zYJngJR`0R~f1bSJKM1|ijXJNv3SKwqL#*i>}9worT3O{_<
z6Mn81kk=}){6GSR%s!38og?6AqyNmkClWB@`*T<`=V^p@Vdnd9Vd&(;i2rrG;raey
z9nj}fS4czxEZ%$rLna@>y~EA({n@AA()yj_=Tk9h-XC~zkbdIj-ZL4Pu`UK{KInn)
zKs&5Bl!&39ok#qpA>1~w6ymd20}<$D$=cv*4kj$Q!P=l_^P<tAJ)N<6X7eH-u}&M%
z(&2nIW^9f_)H|IJ9$<r&zouZ={HutI8bF?_r-OwEpN?sVKo4`G!_gc0n7AqiPS#=!
z>A`LUGGlWrPRA5s`}A(`agyTq+l6?4?LD~JNiZ^8KOuhaU#Xa}`Ucj_2qz2qR_u?%
z(3yWBe%DAiaU{l*x-hOY0==vu5}M+-OPQGP?ImI}rY=<1C~+&X2w#lvOcouMRMcVG
zs_Pi_>1kZw@T_s#fYD)7EY`f+ndq?MmlO=0cMb7t4Cuhr1)_rmTNke9VZzEgaIzL*
zNDp>#VfMB`TEBDrW&tMsa0f5;(O;0f_ew5i>`FjXWDvsJS!3miGz|OhCgQ&DOa3lH
zq!!3A`=<x!-$A?YQ(dP*bZR+1f8LKQh%c#DVET@DJiqKVu6@OBAYqg`TvqEaA&4YF
z5goq0iMS<g&|y~#I*eB9P^H#k>1|y5x|h+(Cpuin#*8iTh?*SCwuj$RF>Jv##QpH3
zf%YK8r!O|vMH99?{K&Ki5r%YkBxA@IzP$;dzyyas34xVNfaSlWVDS8_xVP#FnCtXG
zo8(VX%l}m^|3?GzErs~>rFIB(*O32%j{HSx`Jc8fpXhKg2Q#+CA?oc;Y+XE>hGE}a
zN8HLMS}uqDYRujqkNzF?7uSCO^F#b_JPljk?*d;ZDdz4;#IUcg<KFWAkciB<+rv)@
zh>GaQ)`gSl81{WM;uiOXlYtFZn(D%C{kp)=-bIF0;{xI5B!#@L9xG0!Vd&y$JovsZ
z9Ce<_cRe6FoOpm4OU`4>7f-S8<agc1(06`8{LgQ2$LJebcx6}s`gCR9$(v#E=4cFg
z=V#nI_<B=}{%FYsoW7Qc9SaA;$IS}AUrxt+3(vsK$s8jGWv<6<00961Nkl<Z_-V_(
zl!F=D;}JC}7~$=0u<}?chAq5-xaIv@uLnEh(LYeX9#qw;(656n#`JQ*<n{LrK0`}~
z9cmqzx_B%N!xr5{+_HYH=pe`JoeA7J)Tq!e&<10Ax30tEZjTHzw#4D|-6CwC*0ni4
zuDj31$1slgXbg4nvbr25s>|WH+BYxl*9PC5&_Z3XVe7(%HkJdgHsCov^4u1TMu%&8
zn6WnzQR4y;?q`LSe`H|TvfGGT*t_M}P$<XjeM#tVAPI)y@XdT&O)i5QN1f7(O_A!@
zbRr$Y7OP{E^`pn8=DwP*Mm<Qt^UH7J+5!Xp6rN-BzY&|V|C*rnJI61iVbc7+@Zuo-
z4LXPpXVNia-5sp?AOztZ)nmv{&mn&EFvH{M*E%B5(~2ECUCG9TCD-9(Bf*eR?Qy~3
z3z@hYR}43M!<&;C!}w|Mv3Sh*?hMw<AB6BOu2``>8bjYYfcRq*;AF3#sL3Sok#&3B
z-Pv;3cnw1)9l*U`BjB#yRE@0Ldwn-1yx1A@-|qt}3o-5|6_WcoZE*BHW-R;zYZeSc
zcvp9<*mey=C+tT2@9%Kya5W9DJQs{U-96Z~gX=G0NaRnrcWg4;UD$cH03Un&Fn0+2
zJZ;(ej4fBmJ&Aw53rC%2@;!zoI-E+yjHqa=`6#S;PG{C>#P2XLr(-F`XX83)&*^;2
z%;~T?5F2<}vU56a%$$x2%lF4)$gERH+%-~fPKWP$NObrk88cQ~!J1F{Aw1X#EB4&O
z&<~Cye*aiF*>RPF7@tLUL!gfhN$ULVLOLdVb(SrM-s~EH#oO=ThrRc)b>5Tkb+g3W
zbvMZ~@9%wya~<j4vzeH&;U3n!-xcA3wpei_8AIn>Lj3wchUXGq2|%ESC0iG+=3>I~
zTkO122>UlC=TxEptaF$!*c<cT2!xePi2G^f+~XEwnAbWMhZ&1bW6hU?5#H4mE4JOh
z(24sHe`1n>_Lz=Wp6!S}JqEIKdmFD}$b@~kcXUFNParz<_r>N#!<u#ASm#0HA7$j9
z!kPs`5Z=`dE4E(8(208yfAVc^`Pb6%%5y<#pCrKI4OcK^!d~1vItlLTjmaB1{Cfhf
z-p+<w3!8CMC=?2XqD#vw$tV=ce@0SL5*9CB410TfoH%hpFWHYlDwSf^tXcT-OYPH`
z3JVJ{ZQ3;W`uajF7Q@NO31i2O#l3s_Cl)<;@Bp)C&qj|PJ%}ucM1p{T0DSVvC#bBf
z#DB^B`SZyx`Df0YA)mKy-AeujhHcxnk?$I>#(Vw^mT!y3q?bA&a&$0)+Sz06yg`sj
z1lW9t`^2Z6i-+OeSG%HHM<)dO*<r(iXHZ|?fWNLZFM#@D)kO?{!Uv0IK7sBXo#5|f
zgON}Bb4~~m9qtuiQlLE|0_+iFD<O%0GG>wb1O3Dn%>^(nGGWu@tg~q3a()%YwYS3n
zH%s_fit$#U1G?Htajii6^bUroyi&aBV1?HmtPm&_k;FflsR?!#R&d*(u$-Khv&-KF
zy)32h5)0ASQi{&%o!jO0_4uWv3iCbe$<O^HLVV(G2S2d@n+v#;Yktfr#ds%cyy0X;
z7FVwDb0jA(?a1fWVMl&BIhA2|2Uqm6lEPaeL_cdOI-55SZm(9<;8|O947D{U-#>3}
zfv0U`xLK)xvV`jg6Og}oFABCFggib8DeuoANk~rPxp#80?9~Gmmv5qI@2{v$%R<?o
z7f`tGH<*WNFM>2Rm!aL(W%z&Wod;MH*Z23olx-}%Exiedh=`(q8e7!Z5{<FO#3*Wv
zQ4?!ojES0N?}^x3)EK+Q-g`w95d{^b_uknC?=v$C+h!3HljZmR@8@~u(OHJMhjY(8
zx9mOlyqq)_@?!P?vpN#aT*Kw>S0n!D1vG|s6GxypDIMo#EkS<#OGK{QgQo}2B5b-c
z05@z#I38@?kLVqTksp_c6BFk{T3L-YV+XUo)8Wgp$lJaT`MVCGIz9o(Uwns}sw&ux
z9>V&(sfr#XsTnA}cmoCdk3-l_d5T=|sY@t1dj;aeWIE_CeZdOUlvhF+qTFO!hx4?t
z$lkgSxjPS`DlP#DljcEQSq0G;_VUd-v_a{uDCGUg)I%{<5BpBQRHYtVzM24WdKQz>
zFER$=<aGME>X+=B7WHilt~0`sxp_abcN|7#Tp}I#S5sLH$Fb}>u;|zpr8gfSckc;Q
zr(~e${7vNSJqfcAW%*RbJ4sG{{bloRH&iC1p!n)N)_01&9E<$z`%s{;gA|1w*nXnh
z4$5ywp>V&_4hl8w;Kjgj6zo2P>bMuEdK{1B315Tf<_wcI%1v!`xJ(O2)|UOqQRv{s
z=Zp><!r99=@6Z+{3LS_QI>`O=B+OLm!1e115T|9+8U3hCfz`?B^mElO*|Y9#t182A
zzA1+AP2pqA!B3`E5EvNZKy?M{^OlB2uv58iN~*y(FhF0Pa?wxq=hSsUT#Yae4{k>6
zi%8T)`ypI24C0xhnGqNB1lHig07oS3{dKfVj5fx6^ydocfQe2V0s3)G@K`4KTko`;
zJRU_m_n~;tL5QCvAanX$x-D3J%-$AELV{6w_dZGv{sn1j2FfpAN6De%5VURmx8J!c
zu>j-UEiuO368`2qL<Bj)#K;iaQ;J!i-=0!LXDB%w>WWS_Ch!n)(bZOn))vZz$5S2M
zG1}b{EzSA#=iAyk(ZOg@#p;2l6jZ>+NHbH6Ff)ZOmxCoXj2-MPW48k<BO}-wE3a!+
z)esmM;60(z4n8myqKkk}2bDDEa<IVK5@ofucq&m1#Za;)sQ}|#Eiu~F68>g9I_Qql
z!HzU`9Z;VaN#!`$&J`W4P2gd|MHd?(TAM3%@UF;=&i3ac<igjKhoAiHVQOrMdqvth
zpjiEqkztHNh6qXqL)|iLSIBUvohv#uB!kElKBnq2++~p=BDVye*qGxZ8#88{;%ZBe
zQ}z_Fj}i71meFH`-Chm|Gv(KhQvy`RDaVT|@Pm^LI+_aL#pB=`M{1nH!S;N1|GYM}
z2;t5a_{7NqElhd%)lUS0ks*H1WFOb;%q*d0*dOSO4wfc#=AO=0CJ5BXL}z4R00*9N
z{bj3TQF(KD89p=-Vz`MAz8nq~Sy<9OW?!WaTQoF;J!OxI>$;e+#dkG=yr`fq)#ofV
zHqWcFsjLhinhG)8l#yYvl_mIw2Kci=S9{Qqp;{q>M$loFOpfo1i}9<CH8?sp+BcQ)
zVpGt;mI}rehN;*B_0D}&y80&#86=DhngM@YG|m>bSCwHH-xP!SrtmiA(1Cw^14A6F
zE^l1_C}sM`J}QBH4`mVz;tLVV<-^6u7$f+m@H65dMy3B!Wn)PhJ~C%~Gv!B@+FC1o
zb9tkD^VNFaY@+U)P3n9z7Yl5xXx|*C!#CIUXGMzsEMpqepIMJ$@6Uvx8hzxY>nJ{W
z9D?B1f9svEJ4UcDG=i<lb(^XO7|@x3DN<@=cqEtLdlM#0pr;WB-wUiEMlDWB*ljB!
zzZ9da&G3=68T|NMtZ=cR^-B3*)_O2Df{0^We_bi7qTBC43+9V4YGV==G&oaaiGCJB
zI%D8^H#=lY<v3NMJ%?Ra=MU@@{=k!&!|uw{;Scf{fAEKoBRz+8=W+0sxw=2NS6+>N
zRzf-hDD`v7A9S~1_XqXk6gNwZaZ~h<fr@cTs*e6KRWVKpQH)beSjH(G+%eisWt`GR
zF-|FA@1s}U%)<C~_81dv4}W_TI`GegV~FihxoB`L!HipfiA<H7cP#kEI2-Pdp{;Du
z+)jWnS2L`A*Ar2h6-X`C&c?PXDhJ~OY%wOl7XCH@I>?4z%ZSZyxO^d}{t~eS;qZ(M
z)t<3p*_c)@!=qe`_qWBE7B=v=7SMrzv<&gO56hwgyBb<gQT-Wp{gqsdZq8=#V%cQW
zB<$dMKE``lVT`90{4Mx&;2*7nq#|}1l8R9%k>PMBcXYB9GGk_YAzG_sknZbfhM!uA
z@V?8dv%^tr$S=XiR%RG!WrpT_E|xpl&~5yWqDK0Ja>geNQ1uA~rI=xFiN5A0bjHAS
zE_TS4$#A+<+b68LmyPj3b{Nyz4*qrmMD+Dwbnu8dQI`#>$8|8})?Xr)fWC|}38tP)
z!S4gTz-b`Bik9JOCdP+~FeXF<e+Lsf=*@&<gzb^J4a;E8t-nMnL2;B0sDQa|d%9vk
zfDHnjgxE2{2brZ39E;Vq@70$xFutQB!owWk?<mCjVLmY78e;pMY@OxHYicp-_jt_j
z=MGPnjbFEuO7TgE2;F=v;bFtagielV?PQ9`l+q@tgH`u)Fus*7#<a49zpVffz1$g}
z_)mS3@oV^`2MWK~QsEbSD14GemOynK7&O8!8Z=&pEjKZKL_35J3x>asJvRI@5GDc+
zw(XB%eSY_vVVE>3jLz8S=WU10O9r8)wiXv}zN~*{)CX-aZ|d9V*~wdHx%K5Ah{yQ;
z%@E$V8T>sguwh0Bv(|oEJ;Q7r-GW3I)Y%m++%3?|*$h*M_#v>FC2qtj+waJp9_ShD
zKyMCf>1m0TliH%RLW-C~c3->d_Xik1Sh3#U%my3g^?-@M7~77pZ@AsPq%S6oXpJC0
z#d`k_JyBBwT)eAXJ9MxWs$G9wPDJ+*S9rN<pT@rG&~uFM>xuB*9`JWJ$A+nGVZt-Q
zHjON|^*U&6k3nxaqlKF}nmL(b>L4EkdRgFxhVAk=MsTp^*I!l*1oN&wmW1)|xFWo#
zD}7@7`p;X@GHk!Vz7E!{l??`Ua6k)JGc<D);>-6u5$Iutn{mqTCvL|V;gh#r=x04d
zCYaFM4Xr)R5cxt!J?wvq@$dQ|yq`DxJuI<dW*AKPM%Z>zhb^>mz@RQ}XyKu-g`q7F
z=w*c)F^mtfFy-Rh%3c`uwg;NKSs<*X9e$k_f~aSONX@BenmRc4QcZ>plPDPsu}!B8
zwiwjGv0jF$1H5P%Zah`?=?+$Wwd=3D+34QN23{<gL|30q#`x|o2=D3)e`iyy5BFzu
za5WPR_6-q_F@JC~I`e@l7A72=`=%X+g*l+PlMrFvmRS2q3q&QAA~j#fno?7f!NnBo
z$2L-ib&oNBhz=R%sL0@BiM6A3%b@S_X&H_uVSF!Fg!gcTzpEM6e-^;Va4DVj`ECI=
z7!>A!7A~e}<{-qE?|LH8ooWw^ExyRAz@6vCST`X6?R_lK+}RWnp9RnXXM3+_X_x<(
zM)?yJ<zIY7`L3oK?NL#FrlS1MG|CsVmru)ZA_?PrxFWo}3nRmXmN4P!)&X4)@>+~q
z`v~)g`DoPxHBO-d66OwWhJo!x2y{2c&MAS&EE3~rWDdIwXHqb}n+w9bDB8oA77AO)
zXxJ7uJjVPFn!%GL!|}+Dj_4U+1220Mv~)4WijmDxS|vkFT3M5`1Bz9<qA~u1mI!~}
zAO6j(vEjS!%sAobQ`YBqFY1j+!vhiIX9qt|YiwTdHuIhQJ*6ML9i4?w-t$AZ_Ac;n
zHphe^0d#hzd$HQ}u=-@O(hjKhI9_1~mtRo_zs6wxP#<`TwCiA07iWAw#2Y<X4#Z$%
z^~n^Bf7=D&-4s4yygwtul~>5{TMXt8@umY;v}JI@_k+D@TX<#pZ@4|y_mAD3>1RFc
zO)%jdH#%dTuKuwp*rHZFjC%w1&{<Irjj)9#p#y#Qk9uwkO-6>ZsTkkI8R4Csn7-i?
zKSqY@uc(JjPcVO=7i-@@kx^8Qsee4jt_dw0T+dj2TBC0YSM*KSUZI2a?0pk6Rtv_k
zPzN-3RE*U|`ync+O!qiN&wcd2(Kl($AFsSb_x3LEa$(Qr#mphS5Z=cV{_YmoFf|w^
z)ZVJINe#>)UC_c^F^BxXmzhI8QC|nk$gjkg>mFkFoKQL-xFPgCe_FNkKE@Aih42qr
z!Qa~!8y56}37?~T-`=wRm^8ADV&9$(HviO{sfXJt`}S5}N53v!So&30wDA`y_U(DI
z2J6r=Y`cr`!`mQyND%ye?6Bd-e$0Bx!Dx0FRu00XkJ=%~-vNHjY_WOay9ybUbN`V8
z0?@OQ7rfl8(9*{aE9dk=X}K6N&vKjG99p@i<E^o#V}xy|bjhG&P3N)dnvN%(S<uVL
zj9Jr}9ISIqN8ffx>)?;a82`Q>!ryBSe=jR+_~tFfCmesqE<>;r26gvD3r{OFb1}!%
z5djGFw#JP|IZB`OXDsH9ZG(YbJrL+)gPjYyAv3=cN3W)^%WxzS<NLTH{2h1ryP0Fd
zlptnZ=^Xp>-2&|}sG}2FxGB~W-fxCLPjlQ*S&#f~=Tr1+C&JQk0cg|Al74PLm?LWd
zVN+PwTDAQ?#t#cb_+W)k_@OuB6AnFQeSY_f_b}-r$|s26*USc+f9|7bkLo((agE?$
zXIg(*seCV^Uj99dAJ!V-g9DlJf9%7Qe=tTz`2#TNqqYe0SCs!tUoC$?k&#`7FMql~
z%gbpX;E_Ne5C{ZKNUuR4G!dv^H@RGn&p!JMB9Zn9BC1e9eRbsJ<smFA3~Sb`frp0&
zX3Us@x8HsnhYue{XlN*I++ebN)j@r}b?a7md3j;<=+T%saU!g(t+8au67=fT3sNcj
zhQ|K_Dzo9#sZ;6yw{G1U^XJd6zo@^hF{G!bH+W@bsV`_sByvPO%|Xu&$~5MNh6d;v
z=7u|u*cU%Fp-#n-%H*(COaiC@`^l?G@Nu_7pHB}%)OiEKM(oAWiwUg1Po1p(Aiokl
zoRlYb7#bL$hqEc}=$K?vluK*i_2(0K?0tek=U(E8#s>Kg_ClOUDM3bsgq}cN&Md?8
zQZaftn`xacA6+3vH**uU^1GS~5Lv;#vGH_qCE5%5_$oCIzR}6(5Sxk>Sw)a5PG_f1
zpqB&m2542N6WH&RX}^<}p<ImaDx1qF8M;}T;2z8K6sL+R5Msv1%%nUtyPt&6=u|9E
zFRYh=BGinJtEE+VQN?T)eq15O?Xqh0QpqAgVZh-)*fszqmu@OQtgS`K<y$ZfZNplA
z*_{Uvwh4f+9TQN*^K^w(pROoAb5-p*&ov8BeEJGXFWthM#-&3LUS7DZ_F3ZD8}#QC
zh8zx@f?ML{1(mXEYw3HJ4%&Ygt%o+09@L+wWH$|A*F(9c9z0xO*}EHx&*%u!H8h0v
z(05@d6rlX>L#^^n+qOjUMfLKFFWrJ!n2vh5{Sc;Y1L_0(n0n}jqSMNHuz9x!%A;c8
zw|6Z<GVUNK@)$(phOxd+-?l*OAh;!pH0rGI!Y!C9>Q$4HTMy{psS9r7d%D7=Usn{K
zx~j7b(Z>Ukz3q^09kdBR>1Ay@5Qgfu0}~Y;a6MdM(YqTR=&1`MbH*2GX4s?3H=}f*
zVF%Q`E*((W9nCa!VBNPX3RUgky|+;o^%(y9)}TYyZM40A6b|Fr?SRTO5i66R6PKsv
zlR9#EcqrB0=*$Kc82B#Fgf$}$MShJOS0q&!%4c6trZRIql}iw2%vY0vx_=~Nmm$cQ
zho>?z9xHyHCYR!xv<jU$g4cd0RS$xo0F+-<8AsICqWtPjn1m>^FQ`IgED{8@st@qv
zxVyr%S2vWOzw)=<N%aj6imTDXPN?2L+6i%|P<xXv#qsQNgjt*5i$_^-I{gf-FD7Eq
zvpluFL6Z_`4gIgR#_4609mGf^=*(BQ1L{6X+&DYfTV8>ILK8YTjt#1e-DTx4H!y%d
zm&2}ul4`tdtF8m;{tiokBE^ZEGK5+R@MUZ^T+Tm7(AAe%oRF_m2h`{LGD}b)uSF=!
z>40@IXx78qR6Xbj5Im7xM!)Ne*lakTQ^@e*6*6QnGK6W!K$ZWfQjD%<>SF}zKC)8B
zIHjb58K<P>qxs_$bc{>G%53d%3QudCVt_j=V;@R}hh^31Zmm96dfUnbcT3o1IGJCL
zPzye$J<EZ|wFI=glZ2(o1zI{ttdzj(dIJ1!zC?IzCeo^<takEPD#cqo^|srY$48Wu
zJs?VxKPxLRK%i}lcf?`@WoM#mPB!Kg7txu|*q~*QNa->)Wq2TNoD6#_DlouAT?T3+
z@zlaXOr!$0I1Ojb(f4?<N$5a_El~GVcEH9!1&O}LXR!r|7;SPg(JeO{-<Gi30#*JK
znFJj<>g7}S(K>?jG&xvZf&N_e{;`cQ7Z)W}$d=3KdCMJ1HIi#&c#Et3B@6AF#S(ND
zXw-v%kErTK)<bCp2AaOYH<y;f+>qTj*Y{^vH2SkEH(}DAy^pN88wEjYl|ItL6=v^r
zLz!kD*@$=koiTzYhb86c%N5qwgG7;uk_!A(eJ2%w`jF+F4g2QC$*{Yy3?EpULa4~F
zmm-lNM<z#CmB45!vmTW_Q1hM2Ijn|1urNWS4u5c(@&~4T%uLRMcT^I>Vp6d@L){-x
zKfhK|g#;CUaEHYoG}J%#p!(>d2F58?CivoU7M#vJL+i_lSoFM+;}o`xwz3*L$Sg;X
zW|nH}8Pxq9md%}YluP9BS{4P5rBQU|z9%{C^47~xEu#ZsEcr&-YZ*Be=;3azt^;>-
z+{vnFxctpA@YwVSgN`NO3Cm`mtLbHMTptbp?T<0}LJA71WUTL^Wyq^U4;M3a8C=Y8
zC%d8b6gj+pkA=t1#~5@f5l;%)$21f<l~SBaDZ$tlHcitGC><14p@-rG@p>8TO>w6{
zhYXpe2(vN47Y{PwbSw_7&%D5*r@8cot-k~96RITWYO3y+x|s5DzmY!SkD_u6vJgV3
z@XaYw8FFQEbP=ligth`6BCEvOI>@R(4-X4<9eA4KPDXjdw)k5#JbsPFpaakGMB{)g
zs*fK1S0ZMHI-;c=`vG2R?J=VqJ$yCVqmKpdq`aa%{(K)EKSg5D_BcGrR?3i6C`NXf
zlzvAY76M~BbDriqsq&-J%Fv^^M)}PxaXU$O`9GaWft?u#<2pF9{=9>yIgZB`Afs5!
ztSvq-#`C-?^kT_kpm!bU@=0#yxRdz`pR_Rs9vdHF&=DOzDXk2S>!RVm^)V)&e}zxV
ztwax3O&QE^C#$?+pS1NcJhsGO&|e97Qo!aH%i*~35&U<?V)DfXWRS=Z6`QFRm}h8c
zNZ;Ri@ak-x6qQv{NTqUEtBkuFi$p3%)bm0*I8Rx=0eZG|z?~<$125~K?CfGxHlC%G
zqD!E?&N4QgNPvZqgVx@b>@qyfMb9wTH@4odNltzRPF_#O*g-8>%CAAxi(>R_W3OI*
z8xiir=??r<)4{_WJWDG>msZSa^mSZ`$%AO<arlirgU{DKKtU<HkELZuEJ2UfwrVm^
z_qU%FH%^8}`FNI5fzB<JS-?B^S>gD-9Ap$!Gd>|EAI~!?(5sEDZd*_}$(`0iup{nh
zY(mv3LsS-?rInydYj#_pD5;P#;}ngc?WUoF8bl?Opl6Vsx(-^~;ZA(fYst_>MFv%J
zio|pVgR#Bbw9BXZhNLp|XlbLagO=8~ouFF>KOIS=vx1H5=7PphQl%IxvScxBQZfW+
z$Pi$S+b<fB;cz1CEdIF+`YvDD9!k+8P(y}5sy#H)7Gv`9EVBZg{h2X<STR23t7M3#
z-brO>xEWu_UViI;Sbl~|`7%ZM9G3D`HutK@@RHJjt+ou$8>oka39vKgVO$SopHfFs
zZWXeN#puyW`A({DqB0ZRVevDxEhJOz!CGAgf2uu{=$7H=OQt<^b=LWeY8jg^r^CX;
zn9i!yl<a_!L5`?6wm#YwcVcuOQlZ^P*T7okV7U%KjyQfb2^l%%jBmb|j^`=Gct_>C
z|2qB9cF;;g2d!)xZjY25Q0?*U#<j<WV0?lO85*+1Ly2!hhJT|y*7uK*xyt_WaRHuZ
zR-l(kAE+gRK5enC9<+S(D{O(P2dX`Ge?#@4cOB@vf7D-FXi_qyl+k^GnhgF{xSiNQ
z-|$xw?98|r*M-TRr3tlPY4ql&nAOJ(EuD2|57OB;(POm+%0Hs$o4UQaZ=xuvRM-K_
z;Wqm2qyMeGNtK*}N}Rl&g0X}AS%1#Vor=)2tw>`YZI3%o8##x3kb`IG>T^iS4nA3O
z53`0gM@yA8Gj<vDJAb10?LDFP?YXP#po1IkMC%TIWvvIbeS0tA<6(t9;}1gAX&u6b
z@5a#!FW7ZJ%aDbh9X-`$=;(nv4>KCSo<hqY&{@W&eGgz^#zSjAQIncO*URvXWlbm8
z0e7Ch=9*6H2G(?rzhKsMRKC|}I`eorqT=(>v%Ryr4%$28&g0z1$#5?N&r(Xzr46IU
zq|7p87gV8Vi1M9OFlJ~=JKTPpqhl?hSbHrYh+0c1Y@7_yd3csyjxGVV%JvYM10QEo
z^!e@<L?50)*tDxSdMmSOu4~clF`I6GYBF?m$DN0nuh|~eee;!jX%Kbz4Su~h<Ma9F
zP{6X^MR)lgxD)-F{y=4YmG;YDAIGfmA#?yRfj}S-2(N?gV?YT6!hg!mn@n&C6|DC<
z%$_|PiHV7rGiMGKE?iju`KeQ<(7%6wgolUY*|TT#7yA^WMvbC_0=ZoEQ!;-1@kcta
zZvX!M_~@gLps#>GDpMg9yh#0@$^iJfxVmaD=rlxraTR^~lSm`;9+inNUdKu3n#^8t
zoldh|7c`h#P>J$NDVA)F#7|#z!r~ck;mnO>44!%%m$nZ@*Y@g*fBDsN$ZG+6f%=5n
zp3gx%%L)1vz7~9J>Eeb~)_jymYOpdU7oGolftVqFa1k<fyQZTvCf-Pc``)LZ4r`(|
zm~8CqiY|`oi+TkzIlbxKPGjSkov|@qRI_h-OOZ%%y-bFoHm2C`<A|4HDQ2bQK~`If
z*-q9lGcrVbArH$ki{Q)W!k%M<gN5aYEU%`s=V+o!2I}{oD>hqdl3XptHL(oCY)x^{
z&k--HrI?YF2Wc%Z$Ca79&v3RvnY;$=qEkT~Tt?}6o|`p>+o^xiWo&B&17l-IbJZuO
z(wuw<e7#u9r?R<mY^>1o(x3Ek;8bv3&Za%cT)Mvg8JnT~Aq;AX$DIb@-@w$t78N<_
z3oGS0`QTfa!I;kj-^v1p#>S|~QUANBds{#4zpG9UvRw6dN^|qUZ?0Pp#x~YyadDrT
z9<r7x^*|wL=?niW2VuzPL0(>o7sDsfnd4O9)YpSX`8fqJX|A31l!D6aN68&{Wp91?
zSsVXA`jQRx&+xrm;rQ7|WUStXv?Uv0+O8G6R(+3Ji4?iJjx;G-pmadh8I^@kvwR^-
zol#I(?Wo^td*hG#@-x=|fs{o`9jIdaeoq)%njve)Vb-75>p(*WSp#-JW%Hx#p!o%*
z9prA_gKP~usK>wnuFJkd*{%Die)?QX2W;h2_a@C7(1DE=g03lbkh$Rxq%KzKK;Y#H
z!NieBU$q^ni#E`~f!?dXqwOH)cXc}`s;QxUl8vFdPogs7yp*zUs#E2WRE+0xDHfS&
zZ-T7jaCHTQ28QUZlHo{AhFUqR4Agy+j6FD?%Irt|-l%fs3kXWmVO&#8;9I=*JB@7E
z{Q-5)^I>m~RMsLR8*6x;+0SI?<#152bvN=>M*OXJ=8I)a|EQ6<z@BG}_;U9CF{wg=
z%au}$bg{tk4sJ*+mte}HY`Sll=cm1BMs4Dq@i-eDtpy0s_#&oI&e(ySk%k=@86lw&
zcJNRvM!Zyt6}H-TaK5q%pXU{zs<sv)BP0CjU<VtGa%de$7#)as8vP^B2+u0mb?~xM
zij=BKeCTA3zd~G*P$8v*|D-jw_}*8kgU6-S=yEF=)it#+H8RA3U>7<ojV>9eGF1_A
zjqprYJyc3@xu6msIx{jPR!Z^3W2zpsW$1iUDZ@b)84BdO#wkX4&Jr9)ks_ASS<Hr5
znPOiv2YQ@B1^-cYFx%0pew?yAn;NHZ=!{>7ipmjLA!Z$?<V%^cnn)x2o;{_5N*&{r
zDk-iONikexj>ADNcv&UEwD=sl9_D&6i|g&p`Pk&|2p<y;vL$jXOv*>ks8rk!^@N$R
z@{9RGg-^0m1jW>0YiNiB9offJc_@+KnM{Udmg*Y>yYczxD-gid$QUUy8J3onU{paq
zj@jDNnFm$TDT9$A5@d~#K`g;DsSL}l)Mbb$E29@B#+mB=(z&UO7n_0(>SUnmUQGr=
zLnJmrhUhw5u+Xpt9v^-90y^Vtid=>zWhMBeFds*4)NO$Z0%Xe9>>myBvJnTz)b)?Q
zn5vgQ&(s><l^3E*Q6{Yms>Gj7t<hd3u&`bSbv{AEXHxZ&&<GhGRx`eNrJeSM+4B`u
zn3$Vi@0<5I*t7a(o&8x}K6t*m`$%f6<aJh~k6aP)+VA{3V+2*Gg8^RDNbw_AxtYb&
zkOM~pBdn<|rn3c7fq+yN!JJw-@@ln%KkIxm<v&%S?q7&sEkjhL7;)87tZ`NL2~=QD
zoqtz_y3du$S^WXk{?(ps$RCKMxK=8|P+L<RQ1}BX_>T$#|Heh(51bVKAV%pAzIU<4
zFk5whpx!^e#yF)?Wt<Y`hQta9ro<@5Db00^Q=YJoQ)n3~WsuhZ_8MQ#Q}^*YPR#bT
z6=2ICZ?tkSp#%9=-pE4dO|gjivNc>-ve#8hYw+#4RE%h43v-PzS$>s52O68U>`jaj
zU&tPK>1)Numfjv{Wov>Gu^cO-veEg^c*Klu2^Ym_uDv}hFv!OW9_C!UED__o8yV<-
z_&IKV*aAix!TR~tbuwtwgTNT^MLJ}#<Y7y9ceJt<Ffv5vp!4Bph#BDz7nN*>b^QLU
z0A?H`4DzyUnsy+Ov&+CYMtoTVW9D2bM!H+zcxMl0%={pek)fsT4I#Ry_suLmA)ygI
z;Q{3n#8Rwww*6Z^fo=<w4ul#y5ONS-pu-NV`PlNV7h2g1P*N?&%DdU<{CgZ?K5YdT
zbH)yq-p+!tp#i>V-|)d~v<wwe_V#GTMSL#%COKa_0k#bDK`Te9J<752N(MUr7K4~s
zZQx?bLv|VC&r~zs(f6jD`k!f*ul1}M7teCo%fFFWf^E06@nCka&cAEzU~hc3?>XG&
z-KBLwHNlM^`l1U<kd@wbQ0J30HV{&Fq0=W(cF@NIt?U#&DKZ<K|A<FSxQb8mRQMzd
zE?yRk@!j<d^gr|*H%GGgq<X)oVT&f5hW%nM$}b8~BBA_Z4m$6PN6aWyzi5s@-j?vN
z;4w1X%0U04FK~0XpSBD|m5|G8AhJ~-TiV;1B0lle8^kDPFFpe&kvV#HVjtHuM1F~w
z4jvX+srxH?D?Z{=*)u~@l$1;0GW00KQaSxMt((>!z1pb<qMo>&fe(MYiAu2yjy3|E
zTmCj|SpxF%iyB(*fAz*FirK4fz{$>(4iaQz=U;I!GvVNap4u4?^GkK<fQR_B26Rv%
zh0BL0=*`-+4!&rEUcpNL)4QDmeOkJwgAj?C<(RuY7X9Ylz^&D9!$>1zM}Db<kwN2>
zcIy6FdPRdWxQ@M8FT-yW1JpL^ubt2mpRIcgx3L#tY()7418kh!3SCr!xzucdst1ij
zeeA6%TPSJR76u=JSR$wYu65Hx(W^cCM&@d<9N%nsfDe0kz+Ca2NR!fm4jJq%xrlEd
zAf2{_@C!;?pk!#nz7cHar8JlcjPXGS2kr996y;lJ_)rTTp6NK8;l{HfY`c<y2Mar(
zF;q+BnDggzjOgG1a}D3u<Yh4D(SZ^T%CP7)WZ26tgTBjGlYy;0yuub;KfR=E4-;C}
zw+BCGQ@Gjk@$K$s*f6mbgghfUTUB~NHL{AtI&|<i${*iA`F4u(KX17FhHa6nQ-&LH
zh1hl}4G)&R#rkt9kbwC+)Za;E$f)}ns|@BWGBng4u4drD&tYhY6A$w+GU72RC2}}g
z@^JR+wy@P0Kk3^JUfoAG@;mv}x8P(aR13`b^_#Bv?8i%ReP=t2jScBB>!$f{qf4+e
zyI*GWNxIr&d=a)?PRD~Ko$w}5%D`i>#aGC%xZ^)B|6gd26l*{A$7d0-a2tO~**{JS
zU=3Jr61Lb-Jv3wsSJLrd(HpD>ed<8p{iB}SLX(l9Ov>Ijm{WZN`yoy@o)=@=^-Mfi
z5Tf(FOHZfJW9ct?HoSLAw;eRl7V7$@UmEV4)a+p23ycVJfVsf9$@S6yR^P-rf9%0N
z$IdTN=)j7nJ&$hSP`8o_30y{;P|l;jY>Qqhfm%!U#nWp!Uk>tl<=>$1`IB<rp8COi
zR3^Sg&*PV0g_FII4hT})x3}dke){q)ES}i~XKo~6@R!GMX~%GM4RK{zPpO5-R#OIQ
zJ*A*=GAz5q>>cc+3>u_3ap?s<oPL-N0CKc9!?_(F!B*vv*`_duu9tzb1M9!BrZeP-
z(iW$OXs_wqN>^XgS<wTwmi#7VhqMgE)l5BDYu1AR@hQa(>!AN0MLif|-PfJaE0ozA
zN(KATe}~39srww3L%(#cD_K(OO0QT;7<ERumN2<BdbMTN`g4oLD6f)X$$=O6>5~>%
z9PW=ZQMnlW%RO9L{1&>Z1V}fDb*;MgsO6i5h=2JyKEYHiXs>r?PYmki15X!AB&HQ(
z?#gTE_vr!L+V?SCZ?E(Rwp96z^asnYXqCTY(;XNa8RE-N+BNDO1OkCTAgDqD{s@F7
zLUuN@Ip4*l@h3q^Bogf1yB9V#Hu&zl@6>+QuU|hpW8eAn=jmX=&Ye5cpF2CVpRzP%
z$`m@_@4|%(dJFjbUu5y-d)RmS87}V_3cg}<6}1_QVqo`Xm_C}x#t_uP9=D^juyJ3E
zR>0rip@T?BUv+d82@!BG4x8c%@S|el{M(a!+|8}TkzSr~H|64bb~(Pdl@3P}4ti>2
z`FmZcL*H#VMp*4`M{fcS67rBGk>S^zVmjcDVxy-BQ<8JxACm%Vdsb@`9tK;R(wQLM
z1T~5cookyh8<E?X@@W~?WER(N;67YXj{W)N*y<xf3jr4~m12C8oDT<%F+Q?ap0@pW
zFz*ryr>{Rp($obgzZVUDGk18b_#V!4a*?rU9k?!za9{pC;`@(AZ6mY3{4ZkGITVgx
zeU6l=^HCm2>A?eT%fE*-YYH+K|5pE8_46dehQ0?Q3o}>`>I1LMOA+_ZNUfm1*Ttes
z2wZ1RMB*0<P<HPT1kK#xx$-->emfay3)e9Z85+<T{!+eQN#9mPKZUTRFB~R(s1@+{
zzi11VT|?mh?L<7E^aD!oK7zp89X@O3!u`8RNcoxBM6Qa{xFIM!eGQVVSD!%jT6XaD
z=SZD49~F_&;5GAr>$30R_{|h#sn|gsZmWNQz~2|~J%_)M@-4cCz-`V%yqNL>%I-b_
z-`gGDtLDOO?j)rCqR@e%0m|;jBI!HE4$7nBVA9eDP7_9G1^oR}sO)~tjW}q{(cUzz
zn&D^w&jdV;pqhWeJ!v&ISC`;Bfi(h+c}SJZu(+xa8>)*jk*~cW^GzdsD-?D!CLwF)
zJXA(SgX`rE$3^oX`|1niE&CP!1vQGmv<+<>>AoS@Qh<zV8CJX~U=8^D;!!r9l!|e+
zOXD&LzYcrLD$s(%K^v9K%yo3)^KjltL<be_DX+k1c?CG>D58T2-$egN1){AFWOUHh
zLV(O_DOSELPz$zeZpuSsXD^h><T#X7hH;NFaUsl|HR$i}%CI3&wH~BcnW!zp{VrZ8
zk;-v6s|;fwW#VFoe=Y-6zOAt#R=e3U;}jDfvZONnmQz9p{84Ohx5pQ$d1x7%svM_S
znIig4jZ<oC>2b=s79yq|%=yR^%dje?us-0gx5_5mR*C>Xznd>{D7O@2oZeiUr82tt
z8FSD^<G_!B0_7q(WvkTnR&F+KOT=m!<lY2-R#d=`ZVyTss0^B0%gS-uK|}{Y{Tt|e
zyx0_Upe92VV+%nVwm@Zntb>w~dZu&Uo4197V)p)VS5+CEnQnubEu4&u5h)ep$BH7@
z8yce%OP0TX!XK1x=5o+RC3|Zfodi5waB*OKb6Ghi<mTg)v%?$l&2%3*a}qMCKJtDv
zcvK&`cpmJ(`U1KCQ6H(A-OtC6gI2~$9dHZ`uv%z`d6fm|RGLovMJi)pXJfu1_urdk
zPeB>{`5ZcX-+x8DKk!ue10mxN)@Bvg2mBo_EXRR@a%}Nt`~j8W@0-+oIC70K($4(N
zjZ<1{j8hT{SOdMjh*6AF-g<N6ln!oY^i@YkH!}pRiN>bL9Q@c*J*Yt{ufd3Y&#7dS
zSU14)&6MwCN?-NmI|&i6;|Vs!<l)Co%zD*uKjnr%DhP)P4)opj7+2EE=uBPzSOy1E
z`l^?~!4v^|pJLOKeEb-yy%}OhTmeS<T7#6mbx>Tvw=Eok3^G9yY=T2@hv4o6_uw}8
z;O+!>2=4Cg?hxGF5;VBG!<+o>SM^oBs{88RKd0uLKD&2M_4HYL?X{{tM!a=d1L}dE
zU`s^j!Y)s=MksPC6^1o=`3Bvs1dQbsLC<dZ^)F~%!T=oB$I`sKaO(H$d;^8SE%!BL
zD7m#X=MW=Q(!s{(#m9YA!rg0CM*m>Y`$Ya<g*?mmHPM%%S3dr=79jDnup<9EOAWc}
z%Iziys5wnLC@-rqpp6Y}@ssp<zb_o8hV67+%PFk&D~@CKETxr?pKSEy`L-6fXKV(N
zXA|!L7ENBR6nhT`g?}FPd+&c=U!8*`0)gYIM%7r^2^sG?SHbJadMd_tzf_NTUU8G&
z@X`3YHjig*K3ZID_tASDj7#7U8G%iH!Mbv#<ZAu22P@nWW4r(xV63h};ec<O2&bag
zg&dh3->_{$jTWAoK9uO4EgC(=P~tAH%kNFTp{h(R^xbqQ=+gJ~2e%}*FeB(j2|FsM
zhY94i*|Qqb%A-ITH{BlBASfa%7R{c^LDA<wpK;*cjH&!XV>Po^+Q`p3temndLvrAc
zX+I}-6T$Bj_~zGqbUn+6z&JJ{K7Y&gbb8B^$t7VGb`xmx#FF2Z(KC0k@=Wk#mw2=?
z6tVA&sZEPOrP5OW6Ic@{@sRv&ctdbF`{nfn>JU&{#(MwThu@UCEY{#UXmE*hO^;R~
z<U=c}cccMS@Yka;_Dut{@b&>z4C~eV^0qg+Xn{t%ChXRLp9F2fgLvT2627<WW@i7@
zv)ps<r~|YV;F6D~E|F37T3MOCxfmGHD^cu(0xezr-Olm3&kHt{o~?x5kv#*U75Zfu
z0T+5gqt(pVc!QlQ*sV`mvqHWqQ@;{vLAV!MKx;<Cz!$uqI_u8aBU=@BHD_ZE+G~%#
znnce>YZ8vwg<!~9U|SrhQp{L?q_-?=1Lbz(MSQWxhIxsTM6k=b`jna7dqv5HrM;9-
z>DieD-X#lXd%vm2w&~Nx<E*e}%>mM^K&jEegI<GJD<NsBB;UR=;PI5`<~Md~1W+qe
zf7?tT;|4uJJFH=E*4D>+2v2WPf54(<iSranCg$i@r*H31ixZmkas)q8s5TOLg~hz2
zc1=H!1*ZJ)55{w6cA&ICZP~<V$Co|e`jS9xeG-EM?eDp%^1hqH+?B@+=U6x1z2FIk
zoUMAS;>`}$E1#}<B!@;m5t>8)F2Er6wO^fa^0sbwR28kKgu79}K3-wZy;7EIZ|HqR
zguNO5;De2Vw;L|U4xrX!PP>$pX<B*<Ls*SiLPOZ875={IK3hf{5^m=P_i6drmH2{V
zsvp4&Hx$}YMvDO@w>+Y@r;kt3C-dE3uK&=LzOUdR>&xRE`~92@s)ApkUKL3uD?~Fy
ztwOdi30;LAu3c%q(QlmjxapKd^{1Wcua~%Lzj_5|df-p%E#ov;SO<6SI-j4mgibsz
zijep13o!U>TOIR&f=AoL7m|pu(jptW)+Od*nBRso-~Bs9J--2v?#a+!gF~aEC7hht
zT3yaiKYcm@3eD}Qbn7`fI(l^zC2)H@-JUGffB}YJu%eQZU+QOzBRmlklWiqE4%L~N
zna|H|YHHZR!tq5q%bLjhal-b<bMiyEa!+>E#*?iogO?|FHAY8X>Fbv;d`Jpjlumy7
z;U<SgJ@;-J+q<wQb8C&BWZWKt)(MX#doA-yoYm>}{Ro3o?}XUjf1#Pl_&#iL{^x}b
z|M<Z7)mp}+NDvQ(5KF~iXIs1BhX5X!%w5DZa{%eUjU`2GAb?vGpUhpk*kS-p4+g-c
z#Px-(VdL}X?zqXGZvv(&Ly&zsBvfs1gzQ)lkMu6S4vRujV>stAw{5l&(_Fl78Aab6
zHGJ}^WhhBl1du+EH$T)^Jw-9U(N`-`FF-Q|i0^U3y&YoNz)~^4$>Q_*@{KdB{p1Oh
zA>f8emV?B*_!1G(kAdE3j#N2>U2%$E_C`Ph30~GZ**t%s`ptG%blI?-rI49{mLuu4
zWkpjf=JX9@G;gS~i<2Wx;jfVY>Y{izcV?kf1OR*7xY!?Ck&K%N!2dRWb;La83u`Bk
z;=@fv+^9LlF=Eh=;39au(k#K;N}|4gqa_*;#>Gbr9tQt>4rEc+(1dzI?1WnqPb+q=
zqRswn+rzbQB+y?Yc)|}7hG}1Xi>MdFaD0d@=T#Xf0br{QQ1+Tk@o+nxXRZ2$p%!!J
zWiHa`m5Tr}1!P4gD#1f5Bm3E;i8OjYcGJ9tM;MQej(+&<?ZTC15@0;_U@o|n96({!
z5r%xOV;0Wwv?xD;C{n#X)Zac&@ESDEf}4%@{B%#9k@vb}#N+yYe^g7FV6h1#9pld)
z`o8`><`1&`KyYt;k5q!PShggTn@F(aHKldrr4|%aFHciEJ%q1Fwm4Fn|IOIygIowL
z^LW5Thoz|0FIVa$1E^!Fm^LjenHmU+K*Kt(KWjNLuWhFqB1T`hb&6}N<RA#BU>m-l
z+-g{(W`vTB=Q`+;I-tjcjL<DF359wHkr$))BQS`9!dABf-EGvz<HTj<G9u-*Mw2g1
zw-WjXOrRIWc^=vDh#<hqP}^Vo*qIZ>NMyWeBnM*X+JV7|q-(=m5RV}EJIr=0$gnta
zUhvIW_Cu7a$`&oHGY=E<*8oZ<yC3@eXc;qg`|o-f>E<~gEA}9Qzaeao5;gdw1l+cN
zLH^)(P6Wx9Kk3zOqcP{Y*1~3=inF_mw`iUdwL?PGqRLqmj7ww5VvZ^SP_n%fNV8oS
z!J_WzC6?wnRYej&yC7t|Xh>9~01kjw(3#YT$j+OGVoD;EUGdY;?F<K~+1MOy7nkz!
zU8|pE=STpKe3D-+6-gII9*YWLBWsi#J~32q$ZD1M#e(5%J~3nzC}KgN)!aO#!s4HL
z%6SPp5#!izrKP`Q>b~2+IdiZVj!GpCpC=A@dt|T-LG*2w5J5Dw%(KEeK^}(8FB}0T
zCi6bx^OsPA#w8`SC?2^eS&M(CKLtwI8y?L@C{P*oUDa?vpc<Z5q!6|E^}J!Us-owc
z9ekn1b@Y4#o4STZ#QNCDRK{q!^?~V_Sh|d#m1=<|jL*V9tdm3e#&A94*0#L;y`Bcg
z1c!^v_%EV@oqMIeq@&}>V@r}*W;Kj))$5op$aM?^o3ts1KXxa>$23Br%75i^dZLPc
ztsqZva{)72@K}a|nwE&EQ3Lze-e6-5GxPioyW9zmMdOW9|JKE^$0DR17c`tCaFoA$
zw&b5P#n+6>VJC$<nD-220#jp`33tdo`sD{nY|lOIbMIwb>VKi*1qv{2lE{+wjf|02
z{17mH8)A{$<Y1DU{@F9BGRR2|Ww9Up;+M-YW@1KQ`!Y<ws4h*F)SKh`j!>0TJP6Sq
zlT?um<uk$Y-JU}}cDS8)d6$~AK&z)O6w!Q9vn~Ll_AXMbufc`VftU`@YyVCgD^6Zd
zEtQ#%R>cYB5tbU+GMSeH5fE!X5!Z-n1s$dAxT?_&5S^K2-L4uP|A72r5OIQKLBwP!
zj^8nz5OHn*esufLT!njNp>&q^7A0R?(i0PlJl6R3^k0x9%~vQ8=EbLlnL?}>1G*H~
z1id_Ec8M(th!|Tx9U9Ush?|hv+5c<>3Zr^>(8YD<#NbVtfzksd$4rfE6)ZDHspGm8
zcL=z4l;F6KG)9XuRRf`Ujgk;bh|#7R=$5Uq@Xf~jZN7-k(ZokE$8jghf*N@z;nN?w
z=sQsuB3IQN7JdL-clSl14EfS2s;(`)>u;y6&$&VLYMoK^pNWTbr>cS2AMV9yKRt>b
zrhDFe>T<Xm+0<XO6+hTXs{{`}LO8o9@qOv*>jK#jv``37wCumumhWP#_6cnVxT*q6
zT5=3KxQAAe?WhaX+xJ2>yR#JZWduZY3|<@0U+x(#`4U37h#FLqdP;q7UcXxwYITw!
zOE-#bJ@58d9KDokM~`&Z{Uv>FX(wt!9dkMm{EbMEykOHBCQaYJC6G056EPF8!fOiY
z5fc`Ncdwt0_Z=O|HjtR>Fj+vP2jPPV;N3Kc87lC@(I}?U{+9l-AN%tH4Bmyy^WiDf
zea|<B@luOP8`U|t@<jql0zwlzESlfLR%#?RQ%Art`Hl4#9N8TIk#3EktWl%JI?qr_
z4xXX%v_CZ^`yZnS*wX)zQ@v9dff5TeLk;@a@cy+@fI7Qw^7(<yqfpJ_6T6OgsQ9`9
z>B5MSNKCR;=-+k=pmxsj(;+*&y#QBqvvJ0hj8Sf5s6azDGR|&2c$@}`8dA-Zh{(aR
zL~utp@6fUQ{l3}Tbj-5f=E(+HTJbj~gZ8~~fy0A89l?6~rD<&Rj7&IE07A<VoUwTw
zlfB|z({%tg+0P=McdBNn-XJHJc#UF6Wx&v76+RV%jV-DZcU*4-I|%n;({{Qc622-s
z4HV?nEW<a;CKsU&2bQ1YAP+yx<2Hx&V-IKx{*H~hfxb&#USg+AeNS#8PxW!~pXj_E
z_sEnTK-FEA=sM(i$Uv($^1z(1@g(x?l=4wmrSJRQ&}8STDsX+)``j@%nU}Q#?w<&@
zfbqHUP8p}vIJAgX#cjU!btdq1#kMQs&Px&LvxgjH>mo3R)7v|ZRv+gy0?8&xtar4k
z$osmc2@hWFCRy=QWpAQyN1zor=z4X`A>TtjHr`VlZIX%cQLTW%W*@nyT;7WJ8mEkm
zn6|6$J`|{|caw@_=Gv&^<<a-uONVITikrU6-`ynC`%~@{G&1)U0&UFU$_h#v<!0+e
zb-a#t@|u;x=E3!Xv6D{lQr4-~v+!nP7(+4{KV8Ip-1o_|QQCQgwRlyJ5J<Y6ejv2a
z9ULR+U%4_XTTGTvb{OigyT-qCx8%1EFWY>bMsng=x<`bdLLsA5m$bR(Z!I?ReBoNw
zLh$%sSuD+KJ+;0-_27c9R)b#aygaVm!(i+$*^JG8xsN2Ss@Gm%Pn<m?`g*VUN(+Bt
zX#Z1jKwBP(;^|S@w*Whx%vz%ymjb0H2rdhetfo$s88Im*ZAMc<6MUT-6%O(WY^V=B
zlbB1Dd%x?6IaR-Vk?2`Sh|G4BgN*uldAHuk*7$LiSP$<PITrXL%8YwsvL|So;6_dY
zt4sJ#(`|$KbE^__L*;d81Khk*fj!;Yn;+_Z9+cU_VVPr(`z0`|3}nquZRUQY>2#tv
z%E8e~Y1t7>o_4zRd~1Ms4Y{`!Vf-%LN+c;st%Pzvdw_OHyP<zqdU-aJ@;q^do1^x6
z^JHHCeEKIo_*Pj1&Xm40fQ^UD&g*ROLub-I%0d8#!&hcs!TUi@PNuku2;fO*0fUru
zipnx6#?v>PsHiB5Nkz|xog`ciYy8-_IA;Cscb-r$a7Pn?!(8<6bs4o!UP8u_miwi%
z-w3oTG5lV{nq4J8RO-sg;o&Z`=nI-J8mfubk-sMKPPeWHgv@X@vTr7CVMux9)#S-u
zNed89<yQ1A74S+{R#G>VOj=fQ=L#b114@i8Acz)r6p5+(wCwfYAQlJVQesueY}93|
z-O76WSaei>H!U;@G#?hF%BFOO_%%@2cD4)DHM?BJV<h3J>?7*gt5G6>2l`!xDfl?j
zWmA(%Pd2&6Ogo!Wq4qN}9ZweD$c4w2j1gIJHjEoufk>ZO6w=&3<mAA@QndNgs4!{v
z`>U%vo)te&b-&yF!=3wFX+N!oCE_bct6$Y<y<OuABgL>jkk{yi@##|cMb%pX;lbxs
z?CmWJ;Yl%nJu1jFnyF#3-Q6i)pr|-TDh6}|r_0A({Gv1G^=Ng{6~53Xg3af6_T$o{
z^+utrB)IhnL9T$A>1%+mR8U&$<tP!a@6PJsrKa;)NG;Ft4qi(2yubTHK@*|iMp<Tz
z@WwWbU8(brx=t(K1);f5>gIDGC%w|*?^Xoo4M&0no~rnL0FhX&AAWJ))z?+4{DW(l
zjtZ>+SgnrwxmJLw;^0U9E|{|ojrC}fZ{HR*yg>!9A9%7)oesLIF}SH(Zr)LRcGln8
z_C3Tr@lJy1|9A&xu>KbBMY;pA{?>0cE4aWPHoHY5X#rvWS>@4lCg{ZVK7z~4pxk4Y
ztN~_mJtVxX)`AUG{Ioy=a#JZ0uUObvliY-b=v`$%H%76+-ug28oRpaY^Q5Ta_M&G$
ztvV>(DNTy6{gj7VZ*3tqTG|ck@CB?3-&?+Xvl@f!&6ret^MP@M-1aZt;@yY2O@K=E
z`gA!<`q^Jpd4lkjcmg>4mS)8YYrvcrlk@_=YSeco=W|~u&V4$cjcu3+Rx>A1Key8`
zW{!#7v=@T!rCY{X;892Vsa^st+ZO+v^8H~cWFiH6XBTM=VlW^1sprc?>kQ)7MER+n
z!_aqiDL$l7Mh|<#o8Wb(nKFQzQ;vK>odzaR85)!h9pDtB3-qsvvO^9A6=~Cy3G1QU
z+DYND@>gP(Mkg@fsFKbJ4|4Vk|M*4Yq$QKh{%GG|T%4z^=ATa!szyw19A3eR|2w|8
z=?|VEvme(7n@oPiifXaMKB2F}v7-tqeS}}dM!R=5g4DHw8r#1QDfAC9sf!>SzP3vS
z)X^jj4WWM;AFCdmXdI5jNee(dv=kBvN{a`6)_D5LrD2Lfv;3^Ph+TZC_1VErt5lcY
ziD*tROWaOe`&*L0kD|2!qlR}4^m=7)EKF0S{@kGVZrZ<#XNrSME#R*35;tAN$iEc#
z>(361*A!n;r?8bAO$MaCXe>q*M_76im2j)MW&ESo3KQ&oi9lW3-e2%d@g*TRP9ja(
z3f1;I#kWdRd^B+aRVFBRwitk-5>y10P=F0eZ?V5KAi$WKm=zxB9k!5COh`waH>y_Y
z3EIlhIUvX6{TH@gBD2i$Z_5;A^oRRIB~MJWaR`r4D|WB1d~%_~z0=3gwJ-Ka7arBO
z3~7`rY`(4)r52H;_afRYeeJjMhahn!+z7Fi_IM+~&qLcM(eMa-9j-NlBtxW2j1Rdb
z>BW+_P;SK&vh?QliDleV;NVqRIBR)DM)ghoq(Prq@{>r$Hrb4*^pgxcwE6u`WTrF+
z5wa)@0P(2haLw^~HHGn7QA`AB=-eyGX3;65zs8au*!*7(z5ITJLv{}NH{IRXRyukq
zpT(X6G=cN#wDx<rvqC<LwDD*8sB!KJ<l-JM@>+l>VQnb}#YG`|>R!w=;Adk%i|S2J
zEfHX8WApx<Xr!{PTp|7#(BW4J#`yATUL7?<$COz#5;>xSPvkAs&z%T=&wSk9A0%;-
zQ83T)Tbh2>ol@1ix(vj?$Ee2mroqhZYLRqC$<mW&<9D$E*}2jE@uBreedf)jVGD}l
z7BHSPi0zoPQWW?HK|2*~H@Xhvj%97BD^zrX>RAG~QeQb(Y$Gx7Hv+<&;sJz;!7qw;
z23Ag{%^IznpS@piSme&|Bb|L2?%Qm+#1U^B3gsQYC+bO?p5(DRvSA;({F(_`lskCH
z6F>Lq0KVQ{KX#@9U36>Kx=#4L*IaRm7SV*;5?kf5*PS^Ny?r1AFuvMRBz|6WcFf%0
zJD&Ho0~++vh<!4;s-mvjr7+{AHq81=lX6nvGakfL5f1a8P{;AIWHW2^Eb3hU+zZlx
zFOb9$j`?#YuyboQEPGBHj1(FITO-35XP{2Bs`5+KmXbEy+)Sd?P4F27@~T1M%nyiH
z5YI#vi_bkKD611i(`Pm(!`{Uxe>hxIH)BV3`7{CY$kRPqS^)1TVP4HS7&LFBvaU4<
zB>0rR{NSyP#<IftlaH_*{DjvmD*Fc`7xNjGU)Z_+XyHIP==Hy0(6EE%_3D8t2n~UB
zEJoiqe&hf7ceFJ2U@AJ%YvXGVqF;Fb5qsT|<nNRaIU@_Ltw0SNtgvV#)U64Us5d)w
zDbnD@N$;P;rBm1neAwR@g*v@L2fn~2q&rga=~$c~{G+up1zk;y?pa+y0H$`BYG+-&
zQdryEQgHv|RO5!wvT#l-P`>0gn;>F)&&*E(g=Z?|>9F!{1=^-JDWx^_CwT5FHIKd#
zldvsHX|&wps~o?=odK+Llf>qpYz!v>vqD*P;mUg_MZAcHPP9dBQ}zV|Kn;BBDw*n=
zH1~qu8N9NyzU<rj{Ot|v3=@A(`Yntm%l%=jFHM`si`b~(LjXB}uGT-EE6tNc^;{2R
z=v;3lx6<8p<_A69NeCd`M@{?Yrn*_g|0E`|Fz;U<-6I4=Rtmv|RXc3<CrKqDLF&Oi
zo;R@HAD-l9(L<<l|I}0r`n=TWXdZ6TN5G9~I-MJo?@CZ)3RiO{E6=vtD{z!{==bum
zme%exZR2~i^7WF$8=hAj&1w{{mF=rKBUJF3fqyPpLSRfRxodnql_&D>AW8zyV|z2m
z<&cpQ560w!RTOJ@>(`ctPaQT@<PA2AsyYA{B@FC*9+8z9`n&V1$5qY_^Xe!s4^-Do
zmHgX>a3g}JTQd;8-Gy^(E3hdRV_`s}37BTRx#z@T>wXk$wm4F90U`VxJa*`Ts>3Ma
zU?D3Z5>#yYxKXeeD@1DZi<M2*me3|ZUqFjnI;#|jb7o3fuG-fFZawUo9gaYKRQ578
zZ-H~k`kNy{OW=TGBMrSQ6-sJFysGn-1^vA_vpj<Y?j4LcDTm>Jc5ItC%%KNHM-RvD
z{#9zIc7dFbdK!Xf?{3>Y*A}*%4Jgd{bFg;Z$WNUhzbzV03%CpFQTYW1fnpe+>IYPB
zT^E$1Ce&FPpSkXLyxjb#Xwi`sUFpZN%n)s=2}^=kDGj9mRIEY&saF@tW&Cr!)NXgh
zu<3en&hsApot_e~`<IIHwbaPew2Ut)EiK&XXn}-@3BAc?U2POulJBVxO<?1VbXEe|
zkZv=Xt0V0ZP;cLTsDq}cNG^6yyz96z?JzOre=Ih;o_m&L8T#va-5NYO(|K;oBGE{S
z-ZK{ftK3gfuCaN-WVrjy5!G1;+LWB$5)-lgU3cs9Hs_cHZi(bslg7_Vc4}<`4g$@a
zu$n(J|Co{0SOO*|5|{c?W=iw(H8Eb!EyX$eUXD8HU|6zte!MhOB^PT8%iialaDVjm
z-=hKDL+?&aw6#ZR1}kv_)d@@a9+JP*{>snSu4mrNsrVUv!$n?PT+%NQCPVot&VFNv
zdB78A_XT`HUrpWwx1PTP_UnKrIBsGoOMdksz>%goc=w5jKX}cIkFn!jrza}El9BY3
zQCJ>11;yXo$e+Q^g`T2DSb0ji;n63_dz9@%zMmEmQGTZc2H250SdK6ZEDk^1kNL(J
zh>2rRa8nuYL&$$!MhG{bM@$QMi^&Ayb{S)X<E0uCxoa1!Me68B6<#-(N65e%_x-rs
zBI;{rfP*ZK)mC8a7=FH2S9&KSzY`LwUX)mWUJ+HaCmgiW-aL^NwH24NZ^LadLaT6d
z9jFOnOHloZg=y}k3y?5-53$+V#iNzS3DJDYDXoSpFxS|xu|*h57vto1XMeeR!h02c
zq9)4Oi>*4hT_thtBnV3Ed)$hC&6@Apo)|fC_1XJqv=%Kk(19Bui}xW);m7_-u!ixF
zZrcalw4@x;L*|h)0l&U@Tka>x48rzCy5KLYcn4R9*S0YWBIE_Z9@F)N+PktvH_CUi
zQKQjy3ih`&zsysZSU&Zd+`mh9LK55c0N0O9s&{<oTusd7rNK6iVYYpYEeTG~2;R?n
zverYk6Gv6*)Dl|9$!vxzG6yRXzF->P5eiL>5uBnFPG>D9WVJZ+ystX(A3Y8o5^zN}
zInnAfc((oG`N~&@dToVbPTSOHv-dInPqf%U2X3<ro@`Q9L&mgFct!-OuJ`CZ@!P#|
z^8}*ALmy}SnirgJ6JEwm^rQC4>Q`7;&LE#3#~Bg{cw<gK>zwg;IT%HD{0EDh-w;Uy
z3I3iLI&Rdsapk8h4<%3TXaAiO3+dE9&L)kmfu%Xp3k@S^u6Tu6=tCejSTg;Yl+>pl
z(<85|6r`E(gC^{Hes#0S3u%Okrx^!!uO#naEOMC#m*DGq4Q6Zv{+DrMM+Mt07VW~|
zJYH^8V<+x=gU>H+IuD>S7vlYaEZZj&QhT&?KQ~EYd;x-}y-&+0`sLj~y#%amtl)4#
zFoUy7LQZKTg2?@t;bi&D`w(E{c|ytK)|PLn{q+{oKAohcLdq{F$jkM)YjA*)*I}$;
ztjM4CeT3^0J%bpQ#RY%TG8JbLY1RY{n@+bU%+kF24=Bk6DiA_C6%s!88RT8TApSin
zo8Nz^Y^_A<wUyphqYH`<ffcZB5ZSY$19PU}#5{0$Y}cya*N$2KeQu6;Se?)g7|*vW
zj&k!GDK@j^<I@*#L4eMQul+D1RmR4|{~VBl*!VHKBjFw76UzRWAow@#OJwNCk5B8k
zC|G)hGS}7OzeY)AqK60mnk+b0uW#)=BySaHKR=UF;CakS*>a9ynGA?KQhY*2i6Vjf
zjF(QSo@}703!{0}Y}U79=wJ@YATSRAfdP8ESW`kq>zXBtdux~W*X$Tm%W^6??~xYb
z<F^QWf1p}W#V_i6XmHgU+qV~yaoUy^eHh>y$@eE()j~Xn*pu*y<DQJfg9tOe9c|$B
zBN=41Xc>4(VVLj^_k2O4{h}gS{e^@mjxU}&880iG-?`8h3pY<j&0m03+O8q{Bc+J8
zhH>()v471pbiNyT9R=?oamWYm#c>8>eKMTNEcFT_=rP&>2lDnz8e&1znKUfFc5<UT
z!hoO%V3BZxak7z(?=ZC+V(uU{ujLTEkg+Vi_zIKrlbbyQe#=1e-mi9n-wXI@S5i!r
z9q+PMQlRhIL8@H+$=R_P2Zkkv>Al-i!MJ0Sbop;pko3!fG%S9v)X2tN&wAFq?WQ?W
zl@SQjNDRm&!Y3A<GLzZ++N9GlWy3Hu@}NKYh8HKRO_L-?$<KHg{`&1G`HB?h#Zq>2
zV2@auu5a?&gQFG!%}nB^vNG!!6^$rya5yn4ju!2RdDhplfSP`Du|QiUmR^qCL%rTt
z4GmwH`xXAsk;1yta?BUF_uQ;nP$qI<0r@!-i}-iKC!E<&V`EGm+2|E5+HiI)jtH%#
zsh@#3EG#ng`bNp%5)u(Ncy|=I>KQY%xsF{^eBAD}A@p(1bP6tAOJr_b#;<*2Tf(hA
zxmG!~>9^8-aL8Iz3<3U|N6Wp3mrB<=923~R@FvMRYJz|Pz~`&#y3_+Az*Wlay{ZPk
zXwX11`P@EH8SPXYBv-YwB!@&e!cARM5y%hRFfxjeG-r!a`>r1~z;k#%)(cd|>f{O;
z?A!eqXv1!7bWh4bggP*g45@g1@`+c?jt)gCv(eSjmU^<H8LFu+MBtGc`AMI&$*1hR
zUOt~Ct8{JJmhw7g+=nb#R~vH$J1dcx*@?J1ysaR16LXi>b9MP+zYRoXRUAF%x+ef4
zo3m3_ifZDbs5Sx>r6;INEyEIgh&;~~59?0|yspdOJns1uXF1NyMNcF|p<U0mX#m!x
z-cGB4&dkk%5T8ptd9U~t{%>Y4%XJ--Z-e*(BhAz)E006@5PcBNB<`s;Dz*vEG>qHa
zRjQ10{ja^y2m!>xXCY^1zTk>0Ko+@@gE|?Vt@1srhlAw=!@zO8rzeHdBkTyr98{ex
z1Pc^syYsnkGT;JmR2zO#BknBFU^gOC>Z1~&tV=UM?eww@+t1mrXPh3Z5^zwnoP2C9
z3ve@!R3<b9+qfg42Dd}W_M=n77@NT#(T~4~df+IRcO(QNhvI|%QeMr*dT?x6_6#?9
zpoR<rI#MFVWuSJed#cJrgZ>+te9UlWIXh&58~FR`j>!wAy7z<P57WMs%V7})3-7`1
zWIr_@dPoDZz6n<k!JQBUs6P<{ux36-D8e~KaAk-BzR@3#!9_!jeLv+y3A<`tD$+rR
zeZkL<4`Y^#sVUSZ9gJ>bz3`33A~+T{{*&fFPq3EA+rC|yN2s|<_N;_Vki59I1_uFS
z9#MObJ@zM~43D`>0Zi!s77ft_gaw>8DwG%TjtNPnz-@o+EN4g<vSX^j9pyfJecv>^
z<Xc7GdsaZUr1|4^;eEN6Zufq7+yxByw6O1+enencq|~R53XB+qkOQ<jrsY8d#*r`T
z_({Rk{89w*(mRq=-!m&SRTzXE6|u@&#BISyg6U=uU&fg$^e-DZ6+glwp}r9JQ(@+D
zakE!u>(3qH&Xas%JNuBzKFXzJu(35#dozBsU1SYsQHVF-raci=7$4pHncR;c(Co}8
ztl_Q}qy<!|5A6E5X*AH^dpf3mRdfVGbYc%|!b0me<Wl=RY-p)yx5b3DUkW;wGS<yI
zu5H;;F`);wa+5qy;vhORi+ONBS2A<Be(-jT2dc*@XF9I6H0d9+sZAsNXMDqoR?sd1
zNLy({Tp$@?7dD<8kJ@>B91w^zy8#{y4rU{|n#`ZEa?d99_ota{<stLDV})x=CH?gW
zA5xj0C#>YpoFmf_y@rKmib9BudJdNb4tW<z%qiV({^XRUe9}?Y1aCs*fdn&%e!9S`
zElbr?IiyYJvtIV?P~V*gqgS5RGd2$$k_RQ03vR~AQF|)k1j@H2gep*CWnm6)#aSC~
z!RiId)2Q8lp(R{182&9XI;9qH?l6pqjWoU10|z1c%fdp%eh|r(21iMPgR-u4pU)Go
z_qE^!-zxmBE=Gx_r}-Tg=+tBr)<*g<n`4D>4Jx_97<CrF%!-zyLu(oU*P?&3pjBKP
zPwYt*2XA>D0c-m)1w4JccFmVCZ}VD;vQ%e+%d1`fGh@{9HD{qkHgHV5x_3(|-vpCP
z`J&F0F=hNas<Vl0_4lkU8KT2r=5U+5j4C!^%_aSt9@FCDM3QziFh?HFnqOQ761LZf
zCA&`j9?}Y1lQ=6St2^0LNn6U27e5ll?CPvQRdMWQ(w`dKsbTo2h4+7xLTXO;9gO~}
z8k&8-B_24)s_##3+1rmy8gqYxHR*Ws@(~ZRnd}|b4H28gJbKY0WA^z&aI7%{Ae`78
zn)t49#-aGwK4Z^}n(pJfQ&-O+S(+fQgab|#%gu<!5`HePc|1oE2Xuf|i8`(cJC^OI
zo7EyvZwH{^W2JH-9egk-IyDC01!9VNE+^Lb(}28}ZZQ3McxFL_AL~Y#J+8oye{a`%
zj?<)zK3t35r%GH?)SweV%NLn4qfCXA+W?8Gu%NmRL?{9md1ocFXC)goCaCd1`}C-h
zzEfI|I!6qb)%x!M|4NvJ<PI{__mvp`xK*FEe&{64)_9f+v=Ih9fX8yv%ocwmkkDJ!
zJPP9LWNp5rGP69}f0Ao_Pxlz{z=Lz*EhDfxwj8l`?{X-I;GE?Z8j_N8gNGID?SqAu
ziL-SddwTtCe;IxZ27O^y+a0VMH`^n~7@<KB>AZ%Gc+v3duq#$UkzT?znj1veJDeIV
zmZ!zU&G}OhI_h*lP2f|@k{3AvMiy&hZmYpV_c&d~&cac46`+@6U?y!@BvnIyJViw%
zWCwRP;UUu;O5(C@+yZaf5}mh*BTjLC?Nyq_S@4ou>{*d;P1X+UGHEm(2n#z#St!J>
zsM&gp03KnnM7VwcEl?RH-&laIb@=J~JTejA*n%1_(21m>$qYcQ0fN^|9)C?k2z!=;
zf&+<YS76x&%?i!XYCl7B*?(FF&81L^?{;?u-BOCfrU`BL_8f~0)V~8(MAVg1(nI93
z9wrk}4^N~kj^Pb%9@_|aR;0iaLWmt@NUf*oKZ}OB<5Q^gI!?EwK{X<8-t4Iv<idy1
z85P@uPXZNTa$rd*2|h&zc^4RMfHx(^Q`~K5713z2<WJ6`^iavWS9{<xZz+<S&bZRc
zU0u66P}hGC5^SbrF*R-&N3rc;Hcp8dpx}WwE&Ka=4Un~L74_<xRE&m8pVA-y1p0L3
z`_tpoyA3hMk!}fpW(oU++xu}N&xR*EnV$v`+}YLbNl8T9d-!KsW?f-XVv=vrlTsjo
z>!<y2Bh^@Rvp-+BM_=EtOj$HL$4)MU$JDdqk^*i{(=QKHDQ;}I80uP{Jg=bzc;Q1Q
zyhyGQE9J{nS`y+gv1EU2!X3btIIM=v$wgJ+XQWG-0+q91rKDsUv#==jP*{R=if&va
z?jO~;yUBm0#gd3^e!^ra_ZS;G&#6Mq%Kq7Nb2fZlxJvd%ps{}7IO78SJYvI|vU{E~
zaLI`rcC;_$wSsyDDu9%}P#lan!tvJUK4g(inCb^5dI}u2(0>Ji+}lVzN0s3`lF5F}
z;zK5A4>##46!fomDI@4nFA%c&7C5L5g)UkmOGqp+gFz(~rs}rS={r9v&At9$bbc$a
z;Vzrzuu`~|y#cckc*Siwto&mQ9_x#z4MZwm|CZ=F=={c(z1Q6WN0&7`#-qm-tnD71
zBEiu#a7Z?Z<siAsv^_0-%HmLD=X?E<+hG^Rl~2v;(wbC|EW&c-jpsn<Rnp7Mo?Yj_
z=3=ZTJ$3hN{<!aq%ewb<1zzFGRigZrPpZZy+HHM*xoG1HOMfnC%+qstw=MbYi2hh(
zjfijp`}pa0pm8uHWpKI$sxB0)^mH3*`z%GuaAt&7nZnPG3GRGFIeCwd@o_(5p68T>
z1!z4!bUx3_89G*NhFw<_H*(0~Gp>59@xafkO&60fh(9F03_}jvfPFRkh=+UL$cTR;
z8>6QZ=+t&bMpgtAd3xk%;c|RQoyc891{JeqxSF7@em9m4jx~567i%@0sV<H%f?dLO
zoFQ|}FHvz2P+WE3=$HfBHn-r|+QP=glkdb-i#70Ui*=&8M3P@Xp!NnDUFvD;i~wFS
zvO=WdQo8J>qs;0d2H_?QyN=o0C0gc7UWf3cCS9ssom@_$@4T09(fKQ}9p7!Vf4JK;
zg81FFwbqR?6@v!KJ-f?kA2bbaYD8BUgYFC++1=eR(=G4SF(-~8I`wB<D-Y_qDS3uE
z2j1+?dQu|4j0T*kO+MTXg!ISk|ArcM!dlr;(BKT7nQULiHl_Y;UAR7nF2)lk!5H4h
z{g8Q{GuE4P80FplDtQ)u1C#HMng5b^^5IzHf}yUlXqs@8_RIZdQyT8?Hm(eECguv<
zx+ERnrZy~hms=xh0XVQpmcqS%>m@lN(b)awv>w6tdw=V&%QOAg)T5=kOTIvPCC2pu
zDM7tbTh1V;CgH9wyX2%AA+f}L7ZRH=>2e!l6@)e5P3z|mf%iF~OeSNvbh_=hY3x?L
z_2#qsrbSNy*fc0a(S!b3Sw#1q{LmItMGcJ->~0AmcyuK=cxJuKF3*Qpe)4wH$xO{j
z-7aqeSs1eZUFio}KgBhupC7w~t^pRoucQpUP+|cdZig(%7zAFnGMSV5qz_Mq#4#hx
zj*mzUcVlUoLGW=Y5i0)f?%<baLiKj8kIFbY;tpsKeC-#)HDr@@D)#aetjkhk^>bpB
z<ph@cMvM(3BE}HRaOIMnj}37bVPEWJ+GE58ApNYltZ=$MlYm#X5!n`>_7mTh7>)bC
zQZ&f@EX`^57s@;mo&)w<BY=g%p`_s&raHtHC6H#yx$V>-#w~tfnk3HX97|TSZKU1Q
zB9g=G<;6mrBa}tHFB><DPd8u7{G6=#LnaicHX!agsT6XSUePlhGjCE|0lI{iw`FKW
zQOW&(28+<A>rbi<5yzAsbO#RhY+}nL$E8O{MN653_+6^I9Zh$3Ym76U@3|V@vFh!T
z$kP<n9R`Hcokxb>mT<rW<a?GD5Gt<<eaUL`V3W205rJQmxE{jy4)d{j6FSWZ{$y(7
zjJ;d@250U~5+<iByy8jm?%-@=j^Q1+^0>6?tm9DYaUH5)Y)9vbDnoFhzgfr&U&zUo
zfqHt>VSy@K<n1?eZTZah%JU_&P4R6k?xo1U&@|Foz#B;!z+)saXds_;QLON+lZr{m
ziv-q!aL&3{iy6z{XMO+%%Utj-&MVT#X$}~QqcL11xKr`FVH}{uyKgKlcSDZsZSjwZ
z8L1_VEqOCLI1mbwtSu6<d^RvSofmA=1hBLLJSx0lBFAmpbB8%<J1P@%fly-OselY%
zQ3K9gmjqc}S9s)(_9%<G>kZdVgraXdDaH258o4xX=E8oLacK1k=RYV_3)HX2_4S^-
z0+uF(zA!or_4nKn@y;G14LlsLPbNa9FtmiKH=|vEN>%Re47dIVq_MgLTc$$I?f7v3
z8p)%sIe>BP`wGnDyrL{11)0ZI4GKabGKut~9#eYCydAk%S7~Z|`_w7kV@>h1DvDPM
z(714}o;}yI?JY%c&Nd?dAeQ4#R5ZT|gLRyAouLFUz9ZTm-WWcAHm3O9l@(E%@Azd*
zJ><7QRNY~=z&ad!gME1=m5^>E{_B9YWnHy@g`vNvNu)O9@>+?a-zx=<C!qD|JkF3}
zXrFJbjFs+Y2U$^tcF;z(f2b;9*4Gm+;P!^aXkGzo!fWb@!kt5c^*2e2EI7fJq}2}Y
zKGtS_-=$Q^{qL7rD=YoC6Cm#DYVM;Qek>r`mp6KOY0yd02Bl@xJMX0XwJl|XlUp!R
z??)|b($A}_TJbLBI0FXkp}3(MVg|HjLy)G{xoxdKo~UP`jbueU^ang2;15+dX1cON
zUD0;`2FUT+G>)wDN+_DJQb_;1xE*vU$`n>%mCm%H!^dfqJp~7E&y|RkKrGK7A<cl}
zA?jSM9PypSXvO&_al%%nx?cyW6;Jl#3|t8iFoL2$mDD#f^b-}Id&?|(SNnD&(?D)_
zC~4??+d&FoU(dd`DH?(&8b)Vpu6p>ASN1~$a60au>c4T+UyoWW*jANF{q)8QJ!lab
z&j^`d4+NPR59Ik26=jsjfr{53Hl2(Ro%+iuxy(EwV>VHw5Nry7EgwMy<<K$-S2XG^
zIBpY`RvB~XuX?;{fOZNH<~<?mR|kbC<$RVK=J#xJ7tX(aU%z*Zn#_jfFD8yHA-%C1
zkxvO6iXYkkLF=BrWh84lVF(TxN^k7X(%mJKpp(c3p-K2_$8#4i;1->8-Iqn8bb4oo
z|7;s}WZL+`K|AL7JxYkB)EJi_EmYY2gJp~Oz8Oh(g0nR=M_wu*Vx}DbpK9?5GmZO`
zoBBzS6*Jg7ERpz5g1ItblA&-O<qh&W`2&r1EYzsjYPt1=2+$4Lar1(CbPS)DfE!m|
zxFPs69i!q<_l|y2Mk_G&ge1lS?IY5w{;=Ae%M?_)ih4hL0$VMyY{{=dDM*GLM5Xmp
zs(MvM3xQ_ns~k;#4^08R<L+T&;43eQ&g+U)p-+D8yfxeRgS5ZUm$RuuqC6u*OAgaB
zqVFlIhGJsOCW$!N`Gp8_;^N5+_1(c?#KN)&sZeZAUFyLk1$sKve%{na;{mI#motd?
ziH3R18$KUo_i;$)b1JCioR5nmZrRz*DF*Cvvrs1D^CN-r@Is1TWqw_oej|$Tm6^`6
zQ-6f^z?07GlhyfXF6_I!#xcJai`5PT*fX<VEX$LOmnDGBRWbNpYgn0j-&ImmTsFwt
zSAu^gP+#t_si(_6m~fq>-FbxRSKY^QisaJwg<Bw<s)X20g}>BaGM>=wzsms~z*EI6
z5~~dLc{2jeKQttj16GrBep~_$pmfpRJ_7;D1g`Q&T;E%OH*^n=jgD%G5XkoPDdM3v
z);Kf>)|)|LV%6v;TGG;QWPK_r=}X7jjyDa1p32ZD`=C<UbT8W_OdMmLvHtAep&$8a
zw&RWZId>8VILU{Q@~{Ae#lur0*lt)#bj`^@$M)2kJjizTjwm5ApjBD=!iA6V!kDU~
z%ok>)FXai{xK<ef&HOo7&sasxCh=0XyqPg1t~wE#8aM-wd1*<lvOtJ+WV;jy`}c^b
za{*?>iHz+fEKvxiMv>C!uR{pP5JZtFpOaOv$RaAN{Z<YCj0K|-FYlhN7pNnTvfqtE
z!&H>i#^t@g4<sB7BGyD8f|&5_5H@6zib1qs<T{TkJov=u27l3(NP&)JY+w9$&zscV
zYMs`@N#}C0$uI%T2f5#teAD3h)U?pkqyd1&#=qM}IA{sXP+c2s*=El9epuGLx~W~u
z_v!Eh_q~G%dQa3|e_wKGuG@2Ydz=@@b`@&mdFg8CMR}eUiBU-SbhTp3&XGJBZrwum
z>AWxxKAzM_`KgDsB^ctL>%S?zp=dd9Q+bG+@bfvNux-ws8C@auJzL>wwI})>BU5XJ
z%h=kxI)q@R{Z^7@TlE8ek|&>@)VzqCUg&{a6u1cPBJg0+1LI;F1-ILSu+wD=V2!nS
zknHR|r9&_&my57N=Z%YF4YqtmA2nz{fw_6sZWy7$qC#BXpG(_V379x8^hpWO7l&u@
zDFv*)0glaC+AH`jM+?+#Y2cR&KEkymZ_Vw&pi|fG6qv`a<G$j~zF#Ml?=4>6R#d0<
zZ^J?pxV!5X?H}kXEc7?<M$U3n?x*~qc=4@(j{krzT)uYx{F}UrXKXNZMdp6U=RO-I
z08y+>X}o5hN?9c52B_=hTcP+)2T~>4o${lY2rTb}@<q6Cpx*IDzH-p!89ZrK_4}*u
zI-<_HAU{pct?LP9bn0Er5)k<z<WJj~Flh{UfA8>!?W(Xd5`NZW>h0~wlXt+oK)dbX
zJlsoj5^4zD$a5)G%IqTntVJoqm>WYbN^%UA+%#2opq;NhSHKIRsEQJG*Tw4i_Iq+1
zzpe8`vMYGOHwFf(re!$vd~`j)WHD>_w7byU*odR)UQ2||+#YS%;iL1%y^CJX##PU_
zqf2ERoBjBE`Q0RENu~d!NR9r-x;6QWy@S2EpQuE)^Ap!4YTg{*|0aYmzugrLF_en`
zOoEqtyTld^Yw*wnAbjS&zag2qq6HB&ry49Cqd)T9IR8}fTc0e-ZWb1{DLtH53&<L%
zhl?Kd-k3X|kQ-u5(C;CdjM4cb{<DZnZXC^5vSyf*zDp{P@NaT03HAZ}{51t9jl;m%
ztpEPq+{Iuy`~B^mDQ?3h3G!&cb<k^;fOS-;*Agsa@ZGtft{vO1jYq(7FAbcV*5>tP
zQ$piU<s3D%Iq~jc+Oz4RcGgCHU!C<1v94gh74-W>S&A$1w3<UFCv#awN67Znwd2%s
zXiXqDsC~@NT?kQBEdp5Lrh3>&oM><vG$;kqmZ^b=<FSFLUfUDDRrPokFNIWuZyKOR
zprVqKwuwd%yRfD|w$h7+m7|(J%va5GC<uuT5;18YtW0!N+}4G!H;Qoh92HWF004iJ
zzEy8zhXLzUji~McES_Z~ecD$41zTu^-B#am)rONJUViN>Ib&P(zjU);J%}HdpIhyl
zTe$W(%(ir2xaIsCA9A2yr}#(v{Evc-TFTMrTbu<-*yUbHynGXUanqpe=N)-Swr5$;
zXp!;$-=U%EGk5}5^uGpC$_}e#`x`fhzFTF!y7lFsI0kZ?m4cd{%lBQBdJxN50;nxF
zt9!A3kJ%p5%4(T;K8Pa-dYX`XcVUQhB_W@i?V0<QIjrUshzm+8SHo%s@plf<mi9h}
zv^o9|RdC=*kHUQyL(1c3;oOpHvu3-&oY7;sKQ?P|mcqddhr(~lUU#N5gSTGU5*fXh
zE@EKLMsR(16_1+C`Bkv(ISQF)smc)GutM#mkX`9NaK8AW9ic^}<s)D}P9{D;GS1{v
z9BmCk{lWx&dDx!g=sCPOcP|X-I^8q)jerGOV7Yp5^QQ*2zuny4500_lJG=0TSA;<u
zL&&_CYnr0|sVN%*#Q5+%{cq6c1^Iv%)_&Ym4*wsw7!iZ{#`c<A8LiTUlZ{VO11)e~
zQ$uF`%Z=A;4#zA<$#Rd2%bd6K#j3s|#Nf~0|L}%$@2|!j+~vE2y;6vCf^gTyKe+W9
zj;(`6$4JsNwyt{_K1`B8rSaUo6YNnRWT{><yTUv7<oli;NUDlIUM;Q}?OxCy+q%!9
z-?+6~@I603U-RWv*RNP@>;ZJiGoi0<*}DAd0$n)RHm%_$D2zERMOdhnppYiNhDCOB
z&|{ORt^qm0F9~>bga-8Klqb=~u$y?9$eZ{M#R#BY@tIS~otP=zeJyQ71n`2c=AB3s
zzOXm+j^o+Rgin<x1d)mS&a&31vZLqh<o>u<P0B1PtSodVl_dVYt-vx;RU@Xs%9gp*
zD2W&Mfx0;*AeV<MR7ly>AJWy?*IEe0m-3DG=Yeiw^T}P*$jk5vh?fmL2W(ym{Jt~3
zr9f3B8C~~J2Q66FFqqy@_2?V0%OjtY=gT)p>mTpNbMCNFa@Vp3#G=J(7`>WFLFu4M
zh9TMn{ntv)eoa5<zOp2A@aeL+fvxx{AVeZUeuKudw_G1O0`PD@;6~Z6+V#yr<`266
zE<+(FCkLEOL%n(Gk>-mg6T|~zL$#8}m(e2MB=0&@Kgbwe(qXz5AEkcYuXX*nwY}$d
z|FZuHGf8#U_jd=k+eT4IMh|#7jk#Swm47F$l6G{RTifNqgNW+6M=|n}$Dk)^1rP((
zMt<*m-ikY?w2la6GE?+G#gD_q!m&v>IdK7~_&<t@9+5uI&(A~6as+jC319I0p-q1^
zUQf=RcYj>&4~nu5v-li#fseN*C^j}WydJl}prD|kkrBVRxKF*ky|!1ovX87`*Vm4Y
zM++aIB5wOD4G^zveI4R0sQN-od^{W)nu+j&`l0vT<<98!6Prf0K1_zH!p+{!&W@va
zFN02N@$f}q_N&_W?<T@A?smM|_)B%o&#QCgtr0`cM7b|sH<6fc<V{||r222{`*D<g
zgQVx@&MygX+1O%wk%99pF9(|sV|J37%_25CcRQmBoDjP5q$7F21M6UqXXxwkkKE%l
z+m02XgeCNZ^(fy^LMx%m7qg}PX;dnElL-F<(w754{<BZbRjY7bm-aJooE6KtO_!`i
z-pGUVkF;62&qb3{udyum8brU%?npeF_9wApi+rM-_pZzQpUxtLpROL`Hl6pP(a(##
zy_9|zUzj=A7wH-|uik)NZI+6gE<f?V0r}Iezw?V-CS@Htwd2m))UP?6Z_Q3lS$23E
zyS^@)+CEv;t&L2k-%_XA%<4U0Mhj%V1MuC(EYA)eI7J95-j5fVwYZe&8oNGTxWYlT
zkmX$;r#b7pve)^!?Ik%^iU=3<9-{oGUWdIq668lWI51E0?hdM+vp3CrguB22&;ziu
zRWvlHWfQpPyZuQ<^0D-QTSi^4?D4K|MxzF1Sx%xpJ3Oeuk}yvO;%``YmI(W*0L&OQ
z*lB(_A8+az8{Cz_!%50%7GQFiLe<xf1fRPCTHy~9`xTy=2nVZ(P7(7}z~ME-9i3^t
zhlC6aLtE6xznOME0jVW6=dX+{S_?2FEH{x6Z)|rK>q5nwZXF}G-)CS+<`40HzDb{6
zJRLSXyMunY&%wxd?aZ<yUrR`yXuKrYOyQAC={?i~8_tMDD@{S?sKTXk2UVUz0s*)O
zi<Ey@2?7*i9(`Hf$Xy)XV<_c!V!U<jX4(-2NZuTOa(%g8p*YKF()Cj6kpH<~W3zEP
z|E6A1nDqKY=`GOF80?YW`Dhaz)PbQ?*~NUsH~ae71Z&{)ayN}lwBO-_%r<q^o|7A=
z`|^>`#iFvS0T|Yn0)yxz4GpLSI#caAEoflI1n4yFC3>JRk!zc9Id@&<5sN^D3G$c9
zGNj6bf61}q2zV?!{2ugGAfT1+ZF01L<+;TvH2W<pF%ba==eFCZ_f4<(6s!j?ukQcy
z)AhY?q_8A2!ME$T(DnN+nBj8?;;$s$uMei&#WwS$s%C5LTx;G>R&a1|Kl(POU|et*
zv;~EPU|zHdq!a0S=F7exOj`eG4V;=%_(DlJ3*)bXEkJ`?%}_l#J&oZHKpV&r37)Fd
z;eqO$!*X$PaoTOcz4*{<$gd}-rsjG*-8MU)d=`)V3{ONvr0IS5c6xeTGWK6gw*PD-
z|Iu3i*F*f@d<u9YB8KsS6aM6fY^l{^Pc9yXA9{1NI4fi`r>d+h0yw%k{e!o;xw#LO
zb$mHnT3+5f{nO^?+yymP+kCt^s;;i?emd)lhRU}<LoYpEs_~zglYoDDc|5AJb#Um5
z0I@Q8+*;!E7OyMU94$3Ka0=zK<N&0J@$o;TL?0KlY+|4o<bNODe<*qXf9Sn$i~qqa
zk%W!cS6iJRd09;j4gINXko_`d&~+lCo}6B)g0EAm0*v3>jf?C28H0NDkIt_bH#hym
zag=XrDgW1a|F0+azR?6dV*mJWGxy&N^{-L;-wysizAxvSAj>nx|LPXsDY$=&_P=-t
zG@P$6lHElA^RWJNrR+Pf7s~&5CeT}+^|}S^Fc7Q2|ACi*|N9t$77z&Jh92(USl^*)
z{eAQE39oN80^fVrCNu>`CMP5?CNb2u=w9N{i1kd+)<!Y+Km8xh-m)#Ort8`zK#<@N
z+yaCE!QC5|1b26Lcc*bDxVu~9?i$=7SmW;Q?7p5~@ZS4tA4_Vju3EEZ)tKj~P2q+0
zOzfRTFTJ%7{Z;pFOzq|dPerC;w|B6J*EcYXoy0hM`vVvpOPf1<ZE;HnWVR%Ga0rek
zF)6h<FJEdB6l#?4c@Fw1=XR-kT*I%Z?A02OP%40LJh66L4O3P_IL>-^f;FnWuAh`s
z-FzK+s;#e*nAZ#e|BPoD#20jXQe(9Ck*jsP%3B}gyJ^um*ausblMK_?o_o^g<d3U#
z`v8}RiB0jJ?;`gmZJDNKoxISGmT+j-)(z5&!JgDEt}uGBP3r5gLo_UUZ>xr7k%X0B
z?v^BQ{<Zg%3;W%;Yr<hks3(~n*LZhP(A}*|thOC4;7Ac?^sN0I6ZyCkj83Y%Q%55q
z0sS!+$@%I)q_0vWkR$&+cM<2V5~f=6!*^!>S51@rfXj3@eR^wOgkEv?b;X1}<y<{6
zUWC4hcBvlz_heA{#Dd-v2$-bp2l<}ci-Lr+eO<my%>4Jw6u$?R&p7epEn{_;nt?0-
zGjMT71^qdy;s1&sd3%w7e0En3^yEKW#o6;*{518e#>Y8+oIrKqIYVS=HK5BTz5vYe
z3!;LCq=^Wsv(|5uq<bIDF7h?-K1;wZ7l;~gsg;jke7YG@X#5Kd2mr%AQ?+KF2u(Rj
zw%Ki_99O+Qdu|@dg^<^BS6Zg~6VLA-sfB22y{(d$NZRc!t>%*~VIH<7<Z9bNS}sX<
ztB0mYtL_l_apUN86TxIZ&w2YXH#@tzy?vcCCOCZoxL>#oV&^I(K!`3zSCkgPeDmAp
ze7DoDwEF}ZhC+G`4!=Vp3w&|xEemQkv-@8V{sO-EIMg<9W-eL>0RCq4kT7)HE^0mT
z$)f!E;R81n7VVip_C6O5((RJ5+XGi|gd8**#WmQ6ZWtpxyCO&3ssn;wSDBfn3y_6@
zn#$w&Fk9qrf92~pvD_;mQ<y)uPq3ZOLGv_N-!zN#x>LDr_^fXau_C$&kU|%p7li)0
z<>W62y&d_J+s?Z;ba!ak?Md7d1mC+o2<NP!5XEo|-yI~7pyC0WsN5jG_#I$%t{UF@
zGheRf3xHp}Utv3w<*u9?d|yJ={$c$$=Q-Ov8gW42>(HrT;X4!{m}s_Hte|gNE&{(F
z&43*2pH%!<3T2*@FLn~^JaUfLadN!*NX}|5AUz@82O#v40)M9ppa%}?H^d6$HeX+G
zqX=LA1Lw(+gGq|iw4$EA5lujvPxGfMGi;O9vpQ6_0Nq*IZ)b2gM^03-S8tl?fo?<O
zrJ>)GR$%rHCTN!w2xv897liauyHwpf`zhCN!q>OWLsDb<oN##z4xY3hww_2qi8;ZL
z!(JJLCu~ntLfW5t5#qBTEqXxqq$s>D+!!q}0lA~)g&f?ezOSe2B9!rb_Hmpl%y~Cq
zIxkoPTxU-}1${kkjcr=2fl#<}l6!5x36DaoI?mJXB_xZoR|9iNg-2x%)!-o035dG>
zEFlPpVd*Ia`8(+^!s51f{%bXOt{XW~ubit4+$3Lo;1B`I(LD)h0)Fvn9`;3`nQx{)
zZsunTzc;@p5q7-e4DB%c00>8<_iz;{Px&+)p}#%IVe(HET*c@PBhIVS&$GZi@7iie
z1g(gj)Vy|l3sTO3ya=@yRN-7Rt;B~}$WYw~0<_Y4Ad&r<gS-TiW=3I~ojkeo{bsS!
zJ)gHx`8AR}4z%|h$2pT{l&0^Hs3SZ#EDwhM-@*^%L;Jsn5=6<6{~>DsUz|#Z`o0<a
zzl4(iav!MwJ(?m4LWpz!TWB<g{%=z8e*y3R`NaR<kHh9st=$R@0|P^+4iW_Czxw@x
z7}S`*9VZa;x=ypmf0S=;Z3*f9zqaG`!#{vLHB?&^KDzPKo47anZ9uK=?>7NqXJ<AJ
z>t%ndrD`&Mequ<v2x@8)uTZU;E|DYs&-@ltUq9EJ8YGTRNEm4{mb`VmPyxvip>w86
zP8c9H4La?vgDHBxWe>UBeF8@7=P&AAdmME)qcbaVL5(+%A=k)yQlIg_-&0)>i}Au2
z+l7W|-^0k-R>9w`e+HpLJ$<#%DB5(4IyCdm-XP8sI=v_iYl#ovQ)7wK`5|OQMYf1+
z8G_Eqx@hLMHrCtX!#EGv!6(dh{8jS&va+H{$CVL5?^dUvO({Vo$685vibBf!>4f(o
zVhq&T2K&_L$i}(7trftoiGQP>L#&h>{o+`=c#swSS>4W3?n9tkJVr%Dtc9{dT*C$>
zFxummcRiYm#|2c<hOAW~bp*a+-QMQS!-jSlVJc^Xk7u#LZ*zQHHXj<1SI`1tCk?hx
zmkB%AplBmUGey{iV0gQBzUykl$Y4Y4C*li&nc<PftI!9w>Hxg?Ot@}Em{n8lPEX6G
zCR%<u-x3TRG!V~!4aO}%1BQmeKn(%)7+$#6AOD8!Gv8^r$a$3kF(RW;r1A~|;-N!O
zGl|Tgk6VgM?W}L~)WS3IbCNH<_?ClF*7rFv#=hs1%epFSNXB%pD3k})mYri&PQ1>q
zmPDC>F#7w(u>#<nAhThHe6qFnklcq+JN>0ucu46&%l(Zf--?ImS=xPq`0NF{3rOU?
zz&-PQo61-mu=qCli(=-q!eNtpIqz11FWdVHD}vB{!|B+(#qXUA);1<?7nkg0Q)6IC
zBY+?nHA*_z{C!TD3;7r^yA$O%31Bdx3`xOJ?}3;9M|4ng1ad54TyM`Z9>56zJUM*m
zb;HSf)xgZ2)Q#z=U;4P`&HCX3+pMwE18KxlfqTc}HC3V*#D6EHtYC}nO5}1a^V<ZY
z@J1f1q~eUw@|e`7SBv?ZuJ{1Sf5gBOUN@Cw11A$5uT8_QG)hgU<<*@L@^XIj=3!fH
zK$9kmQI=_|MP)aymU#f8@Xe0{G-_)A@#l6%svdRY(Bow;WA8>N6@^%5fE_Ol5yuVy
zZg>!}E>Jj;h&TH5v((9I0mum9v{=^v8#NS>1jZkMO#j)0gBkQhIs4S&Tf{O}y)CRC
zu>o0qR3l#^<lT4KW)En50*UvqhALiy#>Gwn0ezkwZKy0X#C+3LFd0(|F7m&RHsOm<
z-zRxF4-)llRGA%%9AQ)KYv<Q-dW*fYrf|o0AGtfxha-Q=e^2O78tWx@BkVAuDfDBg
zsT$0WB0rsCEC3(%u=h!7v3l<r5AtM3O49X2;C>#dP9~cUjAgGPMmMy{Z}$!-0t-y^
z#z(Py{k><;xuq|b3-ip))YSB-K@ww{NZzFl4Ox)qQP0p<@JE=KSU$^0CSxF_HFS#C
zp%lq&gt8KbB>ck+{gb%Ccy3Caoma>x@>jp~-+W|~zB-+oZF!sG)7zQF(<}yY_YZ3~
zBNNU>*78)Lb7OLAB6_HAS%u#3L$7<rjn;mnAsxORRrp>NKnTW@@;RLz9!h+Ff=Jxe
zQ?*O)dAoiPiH3UCrR1mvsnA4R%Xp~&TO&E6*H!Q}1jOtq-pRvo1~4Z-L3~l@mAZb8
z{Xt@4gwzD+RDn9UcUaT&>1`S5`=9@??Ec-mJaD|KkEUF?Tt2b3S7oq`Y<x3B`$P&^
z4%gGwRSq=5P8vxZ>t%=1bZC7X8ilrT>8LLo$-Q_tkkUo;ouJP<sVwr3q-5Ygz&UOL
zVveHLMcC)JK#MsJq2lnY=B9j}3mMyGS5H+5OBhUo2t;N^gCfNyIm}mkcsWgQjciPr
z*GZs*wCQd@BE0n>Hdn**!bFU8X4dh;y@qI7w@rrD%$q_iii0dwU_!>ap5KgT?2%`b
z5W+Z3RWnczg6$8P(uF5A-rsa(Zzn!=H9pq&Fkp^Rbp2*@`Ylf4UjXIGu{+h^VxOYu
z*W_<%KP03`aFK|ur&W92Utef6T2#vDMdb3J{93{fKXRz6dM3A729%}bzt{AN$w@R=
z=DzZ1t%*<Md~M=VGq0M%5ulkcZ5(7E66&N^ywFh42+B}2eV>o%@7Kn%az9KJU=MbP
z=(1tn7W<?+u*dAvKuKy9n1yb569M4)K`1dR1u;bJ*BR-J;D|XqFn(_a<71>nV>j2u
z=`e`pj=)+ydwv_xXs^jz#?K0M@at55i83?xk7y;kdl1n6HT+KXS&}x%-^$p(DMt8p
zejPiHp}5V&Jr0QdP#3R5CYIZYxOnR<5>|kUPjX<icJ$o_-?Yid$9MLhv9)JnD7Ia@
zp(QW;qS<1}R|6HrPj!Qiu<2KzQN5u1WR!=Qo9u%vby@r`l+vV~9l;1bXZUHH#a|7S
zG?^8D7TtDs<Ku!oSMy`Dj{Hm`l}S69s^ZQI%G?xvZYA#bA6GOaNY`Os4So0}zuryf
zW87T^7Lh>wi%v~Gb$Mln(wwWR&jem&q+5^E4W&1b52{B;?oFJ|Om=MXJd%|``C(HJ
zM@Xgr%WGy=g8!Okh~FhQI{ei4MR{?)FA_q)*e7pTP-w<bV+Fk$64Xginx9!mu#0qJ
zZ0GSW&F@aVv_6_k5W&H&Y>ou^KTnMfI*xPSV-6c$E69@pOHfFa+IWl%&8V_2B3iP7
zv6oombr^(lf#_BnH=<#*FR6xR$_zuqzo#`<D;{e_-rnMup{+YoqT%tesVo0%y(car
zIAU^iG`Z90)Haz%u#>Whgth;xaJl@3OM2!R^63)?7t3V#`%NYbVi!cFdNUOPiLN3C
zra0;^LabR<kutrE;@S}VGedY0YGSrN)O^RQnMrqKa}yv%PLpyou=@`lZ)sxhTzVZ0
zm9%%oC*GFo(oi0JxNdR&Q}3Y>Cfy>E-`IEPHHv7!jNV~gH~z}i8}zYeF>>B+=&H9<
zkgF|P5G+p}pxwg{+4b!XwwCew=tbWT!#8b1<K(Gj0NT5Lo1j{}Sm;MhfFCO%kv1#3
z?aw#!PE=V+qo<kg#<-C)EB(k;L(QULHI!CQp>}3QS9!4Cja7ty)&$2EAQq$D_LbU>
zy4+?OGIu@klN=P>C}@+39V9QR^L9~s6PTl&pbGR~3*>xj2Yso^&@ecgM-O^jtsApv
z$BuLr5EmB5FRUYYY)Lg5viFNRJ`?-Md_HZTnBnrFf?=#5)hFA{H{+F{d#*&uwEj1Y
zh+(D(dgUsDLDX!|Fql||Xp>Es0)F~!jQ2@ckr)W_dJ#RfRXuBdyu(_zrplh=Cgfl*
zMn8nc8o>azgb9*!WQAPAVXJgxYWH{c5iCrvEb-5ccM9$xYVt)?iQ=Z}kJnI&@MSkn
zc#F>qn*@a9%l$+GC>9~pa2u`X#w^LCzeHW*@gPpIwXV=6NUD`nBwb0tV(>ItrT)sQ
zQcD+651mZq?T#{Y_C1J;U>%m?&t1>C`0bFFN$bKiT64t{=01L?uNkKZA4)@PTydgb
z>IUQq<EkO+r;1M8YKlOf10LI4y#T|x-l$0#ooEdV45LWsZ9wKNoSBvH8SgXZUtS2d
z|3L0iQBnb+OO%c<ok9rZ)p1*_*!Vv<zlqco(?DS5B_<Gk!=9O9QqyBRqi_d-L8M##
z)yxnT-ZVtb+a>=Ds{;7oC&{Qb*55-QmG&7vTLAo(*-Gdj_(#GyU?@oFl2fSq9>Z1q
zisr-I$ms=HiAb5PeXWc@1r$0@hk3T70Ao4$d;Py@5vAp88=-*jzjlL1RlV-Bk{7wE
z%<C(65+ezAzQ&5jD7iw63$WNACgy+aPiv3e@342i@~?gxY@<*neN!%qwT+F#;dwr^
zQYIy?*pNW8QUFUR(Jj9tyf74fqi=@RHll!qNO7ljfav7~;MkVTn7xBJJmMCFTGJp#
zVLn0yw0Q1E^D!l4bDKzt1kJKHI)(~pFp=y);{jwQINt|W2!p|b*)*N7`@_N(eGg&o
zQ|R^MoU9m$G`Xu7M0P?PqJG0A=SZ2X6h_i4B0pGo^IJ#v`!8~EU2{wE6M2;BqUAIi
z*Mt`5!j${*)Z_yV0MVy8j+ZkWVjpY@WiSQ5)YNnISi+8T*3z|!A!_AYz7#vmoxw3W
zp9V9Em&1vOdnS#7*sh6LiHfMR3`MZAK<KL!b8PWJ+&jXR#W)cQ7HO4l(5JI9Ze!3h
zks}!Cj(fL+UXMR?e&^L<J&%hHj5Rh7Y{p)kL=XuRc<EZ{SNl_Y_<;AlkoLHDfrwSS
zVW6~Y!*a@+?;2TQ>WjSk&mkZ&4EnCs+$Olr7HmZK@kUmM^mArq3C^nfJTMOG{%(3A
zG)I3a+$>DSxa$Jd79y%C4l3i<)1~R<w7S?_PD-JsE(<A1;O=^4LdOcFUXA*RF;Db-
zC}oOzW)Q=U1#$TP+qVr9E;*t)nOA~#tDGT{qV|{R;K7}!Jp&lXg2;C!!?dS^CVhHR
ztpso9DHED(u*6E#UP3P7=O%r+v*B!WRRc>Wa7pwpc)|S4B%m>2_1nNyx(+-i3&`A#
z50hmKU(1<eFp8`TZ$atlA(%08VDg5>vU{mL3!wzpb+HQQR5sp*$*;@WpU&(Xt)<qM
z6dViDbT1~EHYtpHFv1fu7H$bC(m)ghVGzuM5X$4T%ZpL1w;Ed=Qu*}CFyuuX7q-(A
zc|_<?<y15W|01)TI{2!*4RHk7T+4F)n(}M9sEXoEmXvedZ>|j}SL^K-)kmdnbT*EP
zVDYyrW#@A5JKf3?0^(88?;MB}TKw)#;U@BiQ=li==!%*lC0B_SgS@NQ7&Ki4T#uc1
z$*p*mVyrbE7WrPdkYpEtPYQ3SETDIH&ABn0T%i19=={Z5aDX$*C0Xvjy@J4>-#0Jx
za*K=M^!(n~RV&p$Q9wjzN3)+VI&M&dgvlJ8oE%>6ZN}5tks#)(!}VrUo2Qk$P+_@#
zlQ{yhZeSl=mNaC3uls>qA>g5Z_rQQC57gyIJVh#>2TN4+FQ;cc6YyWE)YePB#gAp&
zysE5P&jbEj{C3={13+kJ^u6KmLOTuKm93Ps^$s*(3Qvl2UHIZs0Nv}Dm5Y}tflLpL
z@Rg^AvqQT|o-)~B;lBNrm61U@ka&#ufq%Szy!#J2^8jJqyy%%H+_P<j*xIT7az-tD
zX4*~kVa`%s>w)#ZJ>*wUeyml2+ak__aoz;sZr1w~{Y&m+L|r+lpP+_v^cz?X1h##{
zlosS1mEG-@G%Rc6=!Q{UiUyeayO_Kd)tFurjl&7%vYbNcs*zx3WRR*kyb_GaD+9ye
z<24Zxt6N}rfNS7CrR^_t)pUK(dF+~mkow8CuRCLo4l98=A$l@45T#N4&fBc@?fy?r
z4f%_Lz_{e}m7agosT+JRMkZvZkc!2oQKzp|<+N8)8qB_`uunD>bi;@FeA*2z{`68$
zgmgA!RaI5pjOA5A-GM~6JG8jJm5f=C>Bsw-0uYNc(&s$g84?0ZC<K>1CH-3HpK$)_
zdB<LlNZ6-h#_ao@2}+;n#_eI7^V_k$^0&O-vj6!pDgN&ae)Gk>&+10896FB2i|j4x
zJ4FU6RHdwBvCY8!PVXf*=#yL@+;jk-+&=inh{rAR%qptEW4wzyb}|VAo`)kvKF4c#
zKj}oESu83ZXwNLsY>(_}4dprQzoPl9Bqw{vZSO*`PY}qW;OgpM)nk<hsq%gqyr(=D
z>Iu?ElGCO8w)a=C5A2jh0fwV1Z8h5k4C2_0ENK@~_aN()`DrtC+a0>F9vbYKy7bBB
z(fHskYgO|ray=BOXzVk=LRzc+lRH!&gY~e=hwp9YB5&xO*jSPiI;#U9;v5jT)G&j<
z+m4;$JhJ(4!}gpN3wT4_yJ9o|x3dbzyoQ_*OXRZgoHv3kI4emz)W&;nrVjFM&nX}!
z@xUHdEr+QZ&O*AqRli4u4x9<$*A{N-&O3ByJ+w!N<1^IvNo`R9ENm7$IPu@SIB<{o
zcTdD4y!Pphwq^GqPzRnsn#PQf?<y^%;))CHz=lX;RU{}FrEqj#usPHXseUG<#M;cw
zdcNDZ>t|UXr-|5MKc|J`yMNy{@ZDaU3m1Q`OJonS6D~`DG}X_0Mb`qq`?PX4<9G<g
zMVA_V`&X}E+xDybhOWI%cU040rJY}14)fP9^4Nr-eL62&SHt2RUru`8w%Q)G3cde6
z!p<bxKa#8l3=5qCdOerD>=hn^u6d*6F4qPggBt7-0Rdm23caDf0(!kZ;P{T1pcV)K
zd9v_nb1KgEqRpsuA=EDN9<eh4QbEG-PJT~X7km%{gx0br^<OqC9D7DSuFL@U<lvWp
zYS4~(Y$pWqi+4+h<T@n2d_*5ev4m$~h))-l^fq~1X=pu0-|NZf^@!LKR*i0SJ*J&X
zh;Nt=d=A`xzr`H)%mjvglL%5r0&(P_zu6XVS}>9>-~5C4M&=Oy1?}J)>7~+UJ`LTP
zx=6*$+Scr;Y~PqJnwwGjSHeA>|3ZD<knG*j-9RrN(O?u&#4r^zCC>*U5$`tNTaY|w
z`GuDN)BAOMNMH>onFr>CeD5C0*HITF{OoD)i9}$C&bNLEv_JnM@ywAK*m=khDJ8ce
zhIbmhlo2LbR1|XE_kK-QjS7fmK_@=`<i+5{-|<47Rb3#U$<rHd7Bz24L&vsp#<;sJ
zYPFYwI>hrl4D+uj^^Fg$Taj?-=sJ>V(}0J><#t}f_apQObbx0dmy4C@K~(IG^R~fQ
z*0*?z$rA=5yS0f_mR~~)9#pqB5`*uzVW96H$>h^^a}BDB@T)P3><rPXE)$v>x9+gY
zzjf0kGUEBxyS|LK(Ac=FtQmq<e`7y3h`~X3Vf_UH>ha^!R*tz~`2y-&K<)hjDUGM?
zjT^9Dvl99jfKfs09hZutWh7$#@U=JGD2Oc_83)plAv?{XEtZHJ?#sOaMp19UCU}W)
z!K?JzTLXsR(Ce{F8%Kbu*T1<Yym*x;v~3oQg&~;|dQ|W9Ut`T<O92ZwH4TnMK&@kU
zO`6`G7HMR|v}PjOnx4Qwa=P03Vjw?fO5%3^srH(^i(w<MirjL%vV*ZazCgm0V}n)Y
zKYjimI}|rm6L|JzWyKH-jn<aEq4&vxBJ9*0tuT{_Z{0G%MR?iiK&^?)BaV{4uDD*3
z%EM>Z1kQeG;h*+@<Nvg>!uYvql$(amTG#kO!J(zCs1f#A*!2C@%LN}mKQ>51+|;tD
zZ1k>7F`PR~cdM|Bx0g|pxHs!-pM}rrx1yjEQES4@Wst}3XZdC4tIz88`@G?}XKHYm
ztF++8irLel8zrLL3q&7Xu*ZJrL>Ycmz}woZ(IfP`NVF=}cim0#6LtM$5qW+$m2hUT
zx)&$m+x@`K(e5G$_xP~DL)^W*?rA`9=apZN5I{_{V=^d`)BtC7Zd!1W?ar4mOW;a(
zu|}%quaPo`eig&}U%&N5eLnMxDcR9FN)E6R{piqzBR)_g_R$S$*VwaXS@1ER3aC`{
zCQgY2LyIERqU+oICfkUX?%!e11s&9`3U!aLEjvVmnxk1+#Y_M6Dw;$G5(vDVTEW|q
zrKHd5yNM%)h!*YWQpr8m6UANHEpL}cky}sD^upO;Xd<+@tCI~C1`)NzzOT*H{e6Pq
z;J2Nww4^YE={~DxXotC7lx#U1sLjJnA$S45-pSJgi(+bL_ZtiwEH~{VfUPE}38}H{
z0O{PlwkX36(u@H3vo)8P1-Jp@X;)Btu+f|PjN)J@?ytQ={Hzd$WN0E(`w;qJgm4v1
zReYLzu|326cu`U02QlhKj6FxV=W4I07LPNR>I#MLxXL>x1>v{*oHC{)zX$dX#2()g
za4tbxJKEZ0#ixFssE`=oU@h&YS4b0LHA?<qTy^0JYmbBORdJqe{31$NS9&%QD^{t-
z<!w8rtz)nixp`VMjLd1Zyj{O59Do(No7`_H$xA1G&JTeq(hl31aU7fi2^WP7*t_0o
z5wqAi+UIUUs^of^S#mj16;I+Ss*N`xh!hN7UOeG!g@l{P7n1pZ0kOjH_=kiTku4W1
z5Mroqz7y-248!~jg8<{uMb2Yye|oIbl~}5ye;o`-=aFuL585@;&4`pJ@{OtW)$bqA
z)v;o0Yn$RDafOsXP5vmgve2;Mu&jPvv=`Yyqy0a$>fO0i!Z5_O&kyj2H%CGPIRs-}
zi^ORm7;mrBwb87Pd=zx+j%c03q@t%+%=S3U8PZrvkuy&Pop`)0*f`Qh2u?~Q+242P
zrmT|uD6m+YhbasVrGlO{4JWRQZ{My+wtY{&cuCpl8QKi>W|D1OI&pknT85&!I51qR
zVFopC=DQK{io-|dLre~O;<<a7IGKmayZ>BH2DXRktbP_w26%!8jmNd!NKec{W(j|)
zk%o!nXy9UWn?apcHE_0SW;k7)m8xDk)kCEig<&<%GP_>UFKb=R@D3m*EwJ!;EBIfC
zH|KK_<0SoJva$INH`y9BGV#_p)}0ib);&zIJ(rAdS38iN@b~a#%x9qL9N7zL{hf`w
z8B^~fLgD~t<&(o$4CU6+9L+MI6}yw$cB2dTme)wF>oXvwh~(VVXn*4%3~wDeZ(_W5
z-<sf=!7r?ZlGwm*!=HX%W$Q#hFPC-96hI13wisiH%E<ev{5!k44+pkSGJnraQI`Jj
z^`y@dE3?yyQf1D3L{spBA7$Rut5=vF81g;z=A9?>Wk{sQ+ZHuO9jf*iSQgeY6;aur
z%(m=y;`xcT<L499OWcU|W7&<0koChoB#b!`l@7FT{qvc@%fF>4OScNxIW^PDoq;M1
za!n-dI6ZNW3j|1!Za%RP^OPo#X_NJ*Dc|ap$MtUCnUp4uTzzZ(>I8l$<b1_ekz|H6
ztfTuU!GkaIi`?^YRPbnzbHtq7m#ZVvsY@aBmwgk>kpA#6ygc%LyI2g)ZVVP8i$Y{M
zq^qNBv&USSxkMo_WNRI=RWt6xh|WBUmZ!U~?gT*bQ4^<tWNsm=BEHyN8#z74SjSwL
zNs;a0l=g-eOO}8mxnQ~cQGt@nUy+1c3HP0k!+T37`X5N5-fKj8x;W}iWROcpP@Ert
z)J`@9p?O|Fc73PB`q4I9^v4$-HAFQK7KYl_oy3ceUamc+F)kB7nE%V$>H8_mV`KWB
z@s&w!fD7>3GiHmF0~f{5=4XO<R>x4Ou`r1~w`a&vI*#pKvBj4z%)>QGtNmktzp6ke
z48&m~7aF)%+pz(ldS$<Zt`VYfzEuCP_z8?-ix_s?xoNjEih(!uXG>xtX;Cvf8(zur
z3gHwJG^VBm3Y?AuM5h4eY-3gbnlYSPI*|m6*z~5Bp9Buw&gRBm)`B7Mtt~Hg7%Xd3
zD)TUV856bpiagKn1i+ThWHrfK@-TOxSF#~j=Yc>seuC=I;(VY8V%TGx7(B{z(NAxm
zR2_KyNcHEEb>$D^rQPG)zazN^t=<WEjN;|DGuc0VZsqK9V@c-10Gd-iSoHl9bmMFI
zp<#%h5bm0K(i3P7U!=ZoFFJeN5na3KIE|!?6FL6=#&`BP_2B^N_Kh2}wt}aAitLWh
zZ^dnk(zLoW^iI!36yhvgx$yw&Q=B96x`C!|H^C8mu(di<wRK?IJ5Fj>Y;f8~c$?Yn
zhF6c)oc}vSwn_|dr5_6m2R#48IX`B9|Jk&<Bj66~Dq>EHp?cvF1W1Ubcps5mt|x-?
zX8#F8@%)%;WCefOI;7sV^T|{08L1XtAgF%Zz8#;|cH7aI$MtOuiA2_v%Z(Q$0T<$|
zmW2+}=4m;V*E~qJeFHV<`5W_@p(U~ff!N7hiD7@*$(*bT#*^QKzA?K`<f17GoYi_p
z!!Z1H^WjM75`?>{?F=Zk4*SpT1x8rx<2fCbzW<&}+gIBkT+*mI3c5n15D6<i`nR3L
zHok@jywhtEE6rh7CG`yefOREa7dLpkq2a;4hwuWNtV1{#rUs|iFAZIu6-4>VC0Pio
zrj0e-2NtKR$`Ao5j_G-X#6U}OlpI%9U{_=Tdh>Qwh!1oTkbi3WpWG@H1T)}X(MlN-
z!o68PA?Mr$WcbjAHmz<8zH@5(#@0hp@c<CdVU#6*pAM}&yRuaNA%1%=J}d}tYU5zW
z<|)S=zWmmI*d%x-12oP0JiLr9p>`Y48W)-5MUuBvh~@66&lN=HrF)+xH!#lb2J*ev
zg1}2yaeRuigkHPy+I;#_zYS5@N7-+i{v3Mumf6BeeWR9g8{AxalLHy)s=4!|8*UU+
zKWE9^qZU7WSRU!$*;IZMvkJqAs&{gR%=GqRobG8|UfH;7J$k6K`1Ic?N4;HrQSycV
zvFvkn5qo*krGBbDO`I)jn%YeE$M+!Nt)HM0?f<sXshwkq5d1P)oepMueQj2o#Js)v
zAiCioh}aQgp6A=UKap`{?VzBba5$X@Q(j&kR-D0=<M+<J>&VTZ-Qo{fOfZBfC)FFw
zG43zGv8SijncPkxsHfjwFX}8;b)rZ&;I>2pH!qArQ3URR;r>7y_yUa_aHk{s51)Bd
zp?B0vE7QmcB(Ru_3_Zh!Y_*^1u0Pc6>F#GnPTGds+Wt}QPI*lR@p0C(P4b9^B^D;Y
z_@^y0@<-lO{WpEPRQo8<n{JG3YuOni>i*iZRAJqwxJ>e*_E^tab~PTJK2VT~%+>cW
za$FHHX2{YGswnU(#D0P)%q+rGTzec#9f$@)6rWh1Y-3<93ja2*(_FN0dvgJ)WG<c`
zxs+t+efS}rEGS2T+J&nw5~T?t{D8WgBwX-AuBDk%&A!-Cp!zc988Z!#F}EWphlqoe
zT1%w^6OmmqOlk5>FgvEO$P@cRBjcGvZe(WG!hm>buBKh|*d}-k=!T_&2&6`+zRdMO
zJv~tH<;#1GY-~YU@d|G)BHA(nH3XN<9UZXi?%w0f^`cU!DI4P(k&OB%srmMgj&#>e
z7b5S~BBe2Mg4ej<yyEgNt_7hWfE~dij!AQYJm`Y!dl^1;r#sB&mspWyS&wwRt1>BS
zZm-YV1I9c(R6f05<`dO~@$!8<HTu%5T3+8Q2S_{pho)_}5x!Ct?W|Q&j>P(fkGObU
z-fn6H$&f02NH0g(^DTFf&hVmA2ryt!{g@1Gs3Wi$LN)a%S&FhRwAqNgB@R^}Ns)wq
zUr<)<R~f!pBwo!u+=nqf=MN}PMBdHm4v*@j(#P+!#$nyP*<^Yo9`NZz4qmz_U}46d
z@_R(VMx?R-@cw?nn=yePalHQ~sWc+^`RFfg#a6Kh+>!#!mEjiLZgyA5D5P%JZaFej
zNo|YY=@jf)a&l{LZ1XSn6moz3l&}M=gBc!sqA^=|9OBjd-F=u{NCS=&k-uhjhp!39
z^>uVQ_7f%D$^A*t^ZVDailTx@L*3;WdzZEPv+Q0!f(%-zjsMl!^m9M}83bjFHrgbp
z!%4YvCUkc&@1m<6&4h|(OZSiA?hMV`qa;dVYtn~$#R+}e3~?lt1GiB{1w_K0c;}HY
zt*^Y+8oLeSCzPHZa4of@;C;y@9hh`hd-|%f``Q3qL^ZkfQR_yssenC0@=<d3BV)sh
zk__>au*_kub7C<yG<gt1nEzL7A@sxzFRVgpv2y1mU6G4l-^e;2bU89Q?DlQz&TKKQ
zIWIb&e89ec&o?>`PSaRj4#vxn?k#PED?4OBPoiEK^7bcyI#imKAi72lGPN=p>gXt;
z{0<qWEekB`AJIZh=_o%V8diI_S|}rgFUTH1<tR~!)|bT(YpH*L7)_>+%ZpKPqE+{x
zU{N*rm)RSS8gNRyM18~S>5e}~vA8`hVJ<KYBVF<<QjXiT)bwy49zT85(aT$v^ks4@
zEZP@#)~ZV1q;O`EWV|DTaB<U+<@q%XOn#lyh>88AZrUHArgyw6izsJR5JDPGUVRla
zbdqle_gpVA#Tq?^zNw@h_}?hL!=U2Y)K(5|rEhisGfEZH?C_UpI%JE@98o>^c3lfN
zsER0z?{EufUPWTFY91yCGK_sg91P|*6ah7@WE@Q{Lba8c@cB;e7tIU+LNZy?$AKA0
ziML_pLnAQ08ukAB!If?|FL#QmCHMRQq76L+He&1_lZ?rxf>b^?HxmF<?|wGuzk$I@
zB29@#H*@mdHb(WsVqSdt*DooD+n(U~v`2;U#6tANS)3OsT)0b<BQ@~)OAw#j&<{Va
zs*K^2NX9?W?;<iXm+@tY1QE!f`E;w4hl88uv1CtA(3~1yHICDnqn?pi`)hVMGY>xg
ztUk0}{HJ{_jc+-y<0&+ulnac+LFc3#MSI&=R;<YN97VpM(S?xb-l?=#-%BS|z#Y&>
z7uDRz5P`Gy(@F+GUhNuM1np0ImJ)O@w?;u$I7Y_++~ep>#QS<uuU<FD_XGW)EN(y(
zD=<eih+Vg-0dOv}vt(dLa1i<8Lp(Dyj&L3Vcc^bG%Icyj6i9t4_Ph}5^e^}_@uiYS
z%jt%BJn9BU(R9qZa@SX0o=Tua@eCeQMIcW3DFET7ioT3A$l?k}pVs=g-1k+4PI`+L
zXQoHM5ctOZr0D`$TB`BYrlBiddSF+wcK?`OgJrd*pDqg-j~I>9pF<lcc8`6|N4P0t
zJl;Gcd^S|Mw21P4XOpvd7ky`}svJ0)?epZ8#aO{r3pLZ1hLMW8trMnj60x>CLq<fb
z_L%?+oJUNGtCk^4@U|6nRx$HQiym5=1qv3)eAszTEj0gOE)FIZ=cpH>&_YD9kH<SS
zT<X6~e=)~Wxa-%YPqmfAB6PlC2~8;?gFgMPKGTolQN+Uci++1)3qpEhYaAT;(PVCH
z6ePpH&P|+cYQ7{CdZ;h|20B3O`!&wkpD18dd$1078wX`m89muYt>zSEU+dpphDQiP
zbf|9O2JJ`srX-9yQSIImjI^Thdy@<!FQE}uCW)oD)5`95{o4~><n*+9&}S4IgZ!FE
zd3vKFzkXbi8>!2fB4$qwg1HBH^^8p$B*b&v#Q8B-2b(BG?o{d|5kr){Z%JGBPDPF&
zMf%Y4+S#z-U&}<BP-6r`zX>txnP+E^`-xj>w|PiyD_b~&yBSv#{zRT$e<3p84Qkrg
z#&>RrD<$dy@sJTt8v0mYx#Xrn^G6|1FO1^pioa&?ENV;lq`Jl+SeyvTO@d$J(Y}-G
zoGS88=-_LJQHETg_IChCE*oa7KkUQ~wiEQ>oh{6TVBUvZ?DMJC!O?pURSQcAOvR1-
z;!O<_6kdoNcMpN0g`qkRPfO4hCk17t5R<niiN}^!;(b>aF|}-&AOen-%rIsfVsy+?
ze{s~I<<|gCGvM@mx($dE`o^<$E{bWi<2U2b*|N7a(QfpjZSiGe!ZdJHa(dmD{w#C)
zY&%^lJd?B`{-rn6QJ_U9lJpdDxC1Z%m;N?Ub;#$9X&lP{a1=1VkYr_8i=LR%MLi?p
zB9`R#re+LXb)gR3&>SWEK}slaDQ@Ma^oR+57Su&WYe?)r_rkjo!V2nGf{pI50h#!^
zNg|_wZVp*DP9Es};ITqEBv}1;Ar5RtFMZk9jpr@LR{NE$A%Lt7khQ59o1JkioGs4b
zLldVR6dB?%!Q47FnU2oP$imkQDz*^O%1|9#O!qxE3+w0r8=}n%%Rso8p~sFIs&voP
zZE-x#3*RK=uvJDUkb}2T!+ouPO+6w<v|ZHp?3dH-<Z(No2qV+J4r$Qsl{f_&l6Be!
z9Ht2WDc=Ms*J@EK44kVYusf8SfGfjr6#m`(*d+W!uI1Uvmb~wxqHU+YnSb-dG=}3-
zlez#q!UIJedP+IBs+QAFIHR^U@?CmdHb>^({n}63UiLH??9aW=RH+YnXzNjB$T}wi
zSdn%cR{rl*XEXEbU)u$&0t-(SiMlKH9zvWP@aF#ElVxR2kNktpka%|B(UvLK2&JE5
zvdc{gK@G~YA)co1A<%Wjgl$RH-<u8@p-tZU#pjpP{5)V4b+i=`XIpK)YZ^h1l_5yJ
zI5;V=<56=lI{*i>%F_p4NPO-~^wpimt?rhu?B!A?DChG<lIhiwsodJ@*@-+bWG;?G
z66WC^v)P<_+D_6OH5gMG_p12>+0n{HwmAs1jZU)JjO^HU<O@HzAY9B;nIjXe?qAS!
zULLOjwhlmb`z>IS!twSj&EVN|(1UD)NY5n>C>RPJ1&&CQ{1V7x!P%yp^rT4c|1Qm<
zG@P~=k1v(*_B#v2;GN<}cbcj0wBYmhl!zyX4Wy~ef}9hZ5pzaXgRB}G5LdH}bp04N
zo&_bx8F~}-bPX?Bpa|4+QGRyU|9Qo5u})|L^mlw}90B77bYc-KQRf_AO7IOiI}1y~
zQ?WU+4DHAIv^uuvMxw6j>FWx}Rq@1aeu8&$xa(IOgBX!z&Z=5uvb0p+)h0Xq2CZ-n
zwuU%F^!N&@`%ptrXLsU~IdInip45|qsZ!If#T5y(YY`<zByGR)!;cWxhr%?s&P-{H
zO^X1P1Woc9`3Ne7bgM_J_o(4iR9OUzi;<^ZrdHB5>FR%QypX%=q3IHibH5XG5^5P8
zy=<7Dn?}GjiL=4vG@%>`pU5*F?_4<Q72eIjW`vHplr{nuXK;rX&m$X%R(Qz^vpR@E
zICl3L8k0rv_V4a?Z88orOMiyKHKvI8fO^GRQC4^y&t~I7Ty6$+3jMa510201NxJzb
zd$dp*Z)2fTggR%0He0<r@fcO_X3iF#4+$IRLy4~eEBhCBGr|ut^Kd2k5Ed6pED2SP
zh_3XsEsO?bNR1a=j>vDegSZl-tBDsCCrQ@R_sTMF)V~*6!c#e_r0y}yZv^DKI;3pZ
z4L!*kXWuYRj1FiPU?M9HXZtW<c-#BI{m>}d<4h*@Q0W}sZrleSDE_^75icOGYw}vY
zq5kA~eMK;WgZoz4EkNL*VKBz2^No3acoJ)k419e0k_Z38cNuoV+h*&)BK!>86&x}8
zTf3!zx>-w3@$#3RfV0IOG8z?Yl$QWh0Dz<AM!KG8F*8gxO~md!aXjx1By~cxLICOi
z%2RpRCo~aYR@-2+orGqc!$y*O%&3#25J5SmHJ`z5s?8kTxw6GAdNa?e&@9*;&z70-
z08JP472Md4fz*v`grlPX@pIE<mZHx|-8bII-6+s!OdufZ>-zX~&tF(2xaZum6z*yP
zrMGBt>s)wv+WzBE6BMBZE7@Vg@l^(dqwVo3+GyK>M#L1W+TIYVRL+qMHyJZ`394})
zFyXp8D%=dHcS?@Q)L%gO`N_d$>qJ&t=aD}1;n@f5)<1woP>@!G@(RI7K$w{xI-9pX
z*eQ{#yK!eVJozsE#NPaL=1gS2a%(^M{IuFVKUkxVE<)qn2=n7hD4V?h1<Y;DOKqIA
zH#qn8Fpyk6G(ZMd^h`qlcC~=4LPI2c&Q?a8=^^+pv5Ze;t(PwDcayJMj|=KDPu+Yf
zbpa+-9J$xv>%=k6;Y2c->G@THB~qHd;E%81D9eENEPk#haOdFP?!F5xWH?~2K6O9z
z`@4Z|mv{KySW5rmVlrHyhZn74Fs(@7r(gSAXlQ8B57~Skfw6#R1c+4;dbp^)o7?d2
z--P(IGJ--ZERj0)BmLcxcmyP*g0zFms;VQa-Oe1}=kRyAcgT5|y}iA0lHb`1HrHC6
zEPe?0K??RT@bC~I`}ZxatqN}ozkdJD$46Xkuz=y^<qaD&EPojY$Ff)yb_tUeb%p50
z7pt`31q1}1@vn8dUe4Ps|Bc3N4%c)&f2ppnW&`T(3`JY`8_UGK#NxAt9Lt=`S&JJF
z4_TrPgaLHgoP`Vx$pKHhSX^9Of@*5GDU5oHo_^Qsl0O9U$F%G^2fe1U`MqYlRpMUa
z5B?JlKxz%kq?MGE)Ya8D-yXmc#>R!J8gs=m1ptw*$mnR4&TQDQcdR8W9UixHX;v9b
z0en7prtKYes$eSF%-rW1^;+RQ7tDs=x^4~%#s*}GiHXzKip^;FrRQs{SZAxvp=oLO
zcb%$LnlnqsSSBVcYkt{Lwr5|d4i1lxbG3NU)_hBS@(ZOEY7>ihnpikze;Td!!ZUGV
zQ%uX<IH%WLe_4~G7E~)rSPnzgA=KPVPL>f33S`0O>+VK+`0U1{e}Kd%r(n$xHu+QR
zcUR&@!51eApLG7qrWG{)?^5eX8u%-Rv^YD?F3yKH!+Yt3lTTcls{R|~JICW#CbvYs
zf`!gMIa^CUIbX&dWPjfoa)O+IUwS;f*b`^lSB(@Zg)}2Ur|{QzMp`c@(qvGwin;{g
zp`{s!r@_5K`?u`RN2PWID!IzjnOKPXx2lX+5z1iqC3&(OX<f#oq#h+X(j4QG0u@b6
zIOF2&2h4Yw2p%{%Cfg0XR$RNEx|Nlp8-p24h>Dr_)yRK0#Q;WY5lE+)UM+q3X1KeV
zbF<Y)$9=~@H;en2!0FJ(_Lc^lkR`tjMGyMpSC?lVY%_hRlH^bBZzacW<Wo8;90!d7
z9%E326*_X+TG!fgBW+J{zC-!!DS5)%N6_tnta#V`FK%)^K8MFABC7evZrFoGpyTQM
zNgm_*TwwJw6gH)a=EcX4hwn@2O~`^xD~-FY8iW)6bi(Ho@VBhR*H8i?a%$>#=TYPJ
znJAB41#h5t$qkpF2cK#{VqTVHr6TFbP3UY}BVuR-(p8M6kMfTK;gB(t!N=*5mW@Vu
z6%H25MZC``Ez(JeqrZ3cx<37iD+Z%Ol2nn|%3m(_86*AJ#r$pGF5J#`qS8w(v91}e
z8W4L|R$;?6GxRs=kx(w@R(>FF+hLX4*lR4neI9_Tda@B@fy4jI5ukuH2?ys$xclMo
z#JHYd{QeDpiYG%#**mX34deXMy6H#e1cPu~IGO1{asPo3@(Lijf3(m#$y!LLIHcu|
zTGWW)WKK3t(zdHFVjIohtzETEAz9|O75s`3swq3OtL8nbgqxY6-+_N)|7<z)5C!;&
z8#=hRMR>b77O^}pMKJQFRzjn(L{2ZvD67CrD6PpJfFJc5xmQn?a4)%Tp<x(BcRZT<
zbc?PXTJmONJ9o1Ub%@tC|CLIPZW#z6Zqz9^_OGfAAx!Kv_a8+;!)6c~9*?oPYsU&#
z@G`68B$OG1mgcj#uZIa2Xw4va#78}1(saMRVs=zHJCalB1@dyg`r7m8FbI%ipQ};K
zT&uDri&>3QT|AHzK6-GJEz;^$Rt_Z8u{g6S+ob%xc`0&%<g2(}^Sf(dF?HTu(?*t4
z^q^RYiP<nM-VZhOoY9>-)D^;q#flECEens~i^W^C3J1{~k!Dtw(OGv`H(%Ir&ib}%
ze~N9v?<GN5e3E=q8j@FoZ$^@O^r_ALYNr7iLxaM?Fp^JP2|AKKHlEHr1Z$Dvmjzsv
zk|VP#3>f(Etk=wIlgcL9T4(S@CWq#QnsB>MK8>|;9QOy<`Q5+hedE-iSar^PFIx(w
zDVbsq1+&4l)ftTMf0X<KOox~j^F?fwpUAKHW%MdDP`^ty#;P;>m5&ltXCh{<DHRp~
z;VmC3(RRM}`o!PH{u?~Bw96;Y;p@)&3l_+h9v2}bMEn7k3Yx2Bg3a~`ADo&yjLr4i
z%f5Zy6?VR3Q|jE9BWlL7%pUft@<E7YM`OMegv~CoxR?r$I(wKiU|1B%1qSJbCPEID
zpX*&mZcg}Oxo9wE<ZkU76d<9u)w;58&yqsy@XTHe&;3nsECl~&cRnWC_3z83=oP$P
z@xWEhz#G{j?A+)g41ixe^b%6d^y`WhUG(VmG5qeG$S)6Sx*AbJO23z8A7=FpiSF{_
z0wgI1+HTl&`lu7Vc6AlhMaw;X9Vu@0k+H39TDI;<Jya##!rbO6#I~PF%sH>2Pld?J
z!@uknl;P5X5m;CU8b;XMH$0;k9}H{xWE+uX&2aLA%g6w}@yM}SH8bbFM6Q%K@JzEV
zjgQ{Wca6$AYB!CA8M%$Mm)3OFGRRDA#2>{uP1*ZgPi$D>+(ph&f^~15(zN1k*-CTa
zsAzw_C_~?rqN0pD@Kz^t82saRr|S$2@an(Rma@0AvA2qR`g!87+=Zs0RoM%7u%mBf
z=|5w`#%h%GC*TWy3UwBT%sI{CQg8H9>s_^u@?$_ciZ{JIt!Ddc@PQ#WVZ*{cyeZd{
z^glGmOO{T&br0Fm>cu>=DFQobls$Wfn47_-4?*tf#&cz7tCMO+pXMgpmN&^4(_bc%
z9K5zw8CI*3m*6AXnynp!a9tzR{;oIi2K)}R;g9(>XSE+yJ#VFa&L|D4jY3L<YZ05^
z<x=F@t6(bpFiASmVe!mpsWI9|8~xmhx^S61Ao7ErX<o)G&G9@OJ+Z@!hv&L;OHNeS
zqqg&x-MZ1McrEH8p>`Zgq4Ie&-Ge+UEOtV++M%kH*NlG%NN5tXN_!IBRnIR-WIR=P
zG~7jpEAyI^mywy*vVmj^c{~HV1y=q^<*1)jTd*~NsKa_rJkI-dWb?4`wQq{#<CM<`
z&a7Jx!6VwvR;Cr2r~yqa#JUoC?&D9wR7Dqg(w43?6C@DfvDUiHbl9?gx4@GXhh*Gp
z&n?PW9vpGZUzbD0cGRG?e8)-L1rDYUt+xV}G7l538@fna^n(ITcma0eS2~9i7Zje%
z_~r?_e3AC&GT`)eg-h5($$L${2!+&IM0qc+Ut~yC8A1WCLz?A0*;{|u86#6c3L$hR
z`|79Yw&}1E2GND-A6ccX0L3RrY9wy=K(M!D4&zsmKDK4dW<3GvOcdQH2x{bxn@nc}
zuidTD;a(JR8a?%08gpEfKf3py)mOR1Oghs0qtzOtm0)jSk^pT*6mq0hZ_@-503Nig
z^cAb5+B4(t<1)zT%RP#7a1Ngjk85;Et*(Gd%$X=WTvxsyta7X~)4GAWR;0ZKLoN+E
z-e|+5SFzkdi+Q>W5+B`%k($R83kJhT<A)mXdWCy&H5#bzjSUkedwbIx3R2w0d3jkF
zo>gARp=q4cu77>b_T=@fH^=4#7T9FD3fAF{sh_EaJ=Ngue#3t{xV|&(7*QjYBqdgn
zBDK*B1w2PuUFJ9uVm(+K6?{I=XnELk8Y$*Tzd6)Ah%<~jA2o^D&Jy8JSesi@2ZTnA
zl)2qdX`*7J9WIXkY9!L+-M(i%gSRM4?C<<8I<S|g#QN@7sv?jtqR!LyxxMrl{WNe@
zt^vO1y1Im#xO}mx3`SNrT*y%K6Q^!_hJT6!_u<S?v>87ot`5w?>$kYd67vU`E^cRu
zB1h{Jv+x8r#rRZ>zQ2Bd0#d?*4<{4wU%~4Cr53j7!l5N;?rF+l=f6)r-wor^+JC5^
zwy`%W-2wOSTZof2I0^Zr#YDXUJnRZ@z9~6{{qMkpOF|daoN6!salUsjRvAkE&2(d}
zCO2Et5Iw!npP*ogd@jO{qSor$As4dD5(e1#wp@O^&f>;F#V239KW}nR*@p2XwtTb5
zbq6a!$j(+(8$Y<_dU|=1`qxDv&z`TuTKy3&J1X(pl(|y^d)J@w5C3JdVoy^9N?<0t
zjl9~E8zwqN22hs1<(-lzeuPo6wWKv1ulJK{i;6@$3m!7u&Ie~YjS8M05+<KSU2in0
zKsMalf+o~+x!C2ZUH2BmG^#Mb{O#qTq}Ps7x1%Qnh0xr!6+#11*DRNX`UQoLIAAqf
zh=}4!5fJcQ9u)B(c;f-=H|+lj#{6>OXs+Z6GHssg4Q_4ae#;pl53rDkA?mHvsMoi%
zlLKy-w|L(DoX~`TH`EBY%=PvCL(xbLZ}umYYv9pHroGBoo%W@*TOB`NbiFX3MDhB*
za-js#($W^-qg8zS<p1`3SD<k_@_@(VO#MdkJvW+hI!4f1=v+fxUGm~$XGa8v*bf3a
z$>jIKffTU@rlh2dnvL-PG8Kbdf<XCK;DRJmI>(3`xk+MXru1H%eruZ}L^GU@2vV!j
zWz)ZbKtmens&(4M!AgtKu-KR{RNuenO2m>hR7whx(x4fFk#HI0+dmdg{@!eKdMS02
z2l&d$%HFbXqaDA`mnl(st`|wAFc}R+9WVWLf<{dBzB|Tl<P2DDZD>#~$_%qZA>=@Q
zdAKN9iogC2_!X!PxwMRrCV%c_PT+Fk4@r%m3Gq6ja)3Iu)ed7bo50J`6)LMB#uU9E
z2>ZXSQ4JOaQ&z`2m~1X))?ZM9SLyYAj%k_NMzv-!PyUO>XMMZ!XCNK-43F^G4_rN7
zic`E(U~$aQ2z|W4-X5&8`Uk9>S(ATcFdmJ^+7QcKLhqThnB-q2osrS%#F^-!MN5r?
zk()!u_qm-U4^7<&H3$q6o#sbIb{m}i{7nDKAEI>nIBR1{4Ok^w6Umz0AC4V7ho#5*
z1r?Fz7H2$sWIQ8<kG<-5!+w7Z>}?Hjcn-eLpvGEb>6lvwFIp0|)YJYf^(L3o@lE{y
zXgbH>$l9(8Pi#9KYhq0%noMllww+9@j&0l4#I|kQn%MaId8@u3sjf<OpYC(|KGpl)
z`&w%yW85dXQ!oe#yK^O{(j1tnD(BYLqiez6v1|??>ZPUbgQCx<4ovrObhH{2;ETyl
z*45{B8gAJZgM=(Jp%J}R*6S_tVB`e1*Wf>KkmrncCH!>GnsVYgy#9{4h=L)_p4=Lw
zU&^Y=2dV+T&siJz;$Xl4FpJC2v|`i2gq)O40O1Da7P7!gcqNr{ba&hRl9w!D_T>9l
z#m4h-#UBQJPQU$)AIWp9{(PiZ0tT$NVnznFPTxR6P2){3zhI~Ddjcy~iN&Tp?j!BB
z*6WBtaSkp^c@5Bnb5nXD%Q)n5?hlOc1$+AIjSK`^=g5TakISGfmH!5cI5sa9pwNUr
zU*_{u>E3CwhQ>O!<q&6pVXM!xbJEXtrkS}25AsER0p{VgG-Ubkurz9TPO&3VqHaLi
zskbehd@zW4X;wt8t`M|)fc$Oc?k%mx0HeqUT30(sQmjWO8d`b1FG9{r+^dl}twzLi
zYPNlPdF3*(#Y>$sB&+Y@89PrU`7+|`Q`=O}dWsEjal{r)aEt8nRtcdp1De+StZ!&9
zx?}9m3I;%qPBT-kV+4x3FjiOSSGOWcH|}EP@Cx_C=bkml?pN+TmoUtEqd5zbLA9w&
zIccW`{;o>!s+=L<K*uPpe=DQv^NgsA07rqc==NWXis<FhyKAq{Pp-CFkYc6?_slXn
z;c^2_MLl?$h*Ifg8`P)8qyU_CyTu2%E}^p}Gr8TK=@%9Q<9Pd=UU2*Y=@E4WopkBy
z__O+bD${ebHxqO`csmF<MriL7NV}%ies)9@MowBdxaa4FlM#p%m=bZ?l^VmWg_+2Y
zma9(}i1(-pBi(Voi-p7KxCU{p?ZONEr`&WX1{YGwVpYMn-5mFWmP|!gj+laDgaZ@j
z9O=VHg_~h+T5t})l!_2pRc<eZE!j~mQiyfv2M?`jcpaJh>r5HhYGWav;vAocBHqCE
z<t2%T4wH5~VhzbF*#jR3>G75s6D~@}R!&Yy6*WEE-)kE%cNJ+=*UX#7eKE22=kKL4
z)l~a*<xpS<tPLg;Iy-nzNSwc7Y4#7+%b||f&dzr!<!Wh3n;Hm~$0V6Y<{)7JoI5UM
ziO^qhZP!Hwl+q8*vuo;+STw8V=H~p~7vip9SJ=sO^uB9e3OX=~#Cl^u#pkpA#W_bW
zbEANMpG+nnG#M|n=QS0l{fn|n@PlME{nV@@9<GWpXv;&Rijs&C?!?}H^eGh8Rm-uD
zf?8aRIo9%zom?PcH&e3JyZ}mEQRDe_ZVRSCkz%Fm!aK{~>I3r|5pG`(2)*|$b&JnJ
zvu|QLzbhH1@>anmT$$rVn2Q91@8LB%0VS}P5qKuIUA^*EcFYT6Eg->I0YYJmvU+IV
z6*lMUDue=5(es5a`mz{DlkdK#DQ1$>a)nJL)pWmmeFZAMCcsdPkBO}=WybxzTx;~C
z<s2&8YYmdoH2h_^EM*nfl>%L44xTd|e`jOZr#223G_~q05W@D&RS}{Sx;VKEqiRAw
zNKQ6d+{AR=zzP0d0O%L#@~Nd~!+UMxPTi<Knnc4h$@GekQV{79Cq{$P9Fi1K)MjMt
zL;e0E)BI5K?PNNqgkKYE;znU%-0X$&#F-A85-W*$c78Aqdx{OX<9isP$Eh{P+qPKH
za>o0r#X*PI^t0;EW&V;Q>N$CSt@xWdO$DqF!K8hDQ3ru;p*&#XCOIZ4{_dK&29qNx
zAozKN!szGAiu8Z)&*aoNQiD&ombPbZ^j#QB>PEyEzbfYMW@{5mv3fY+U~B4yp?{if
za!Zb0c$&f~8>&Yt(6T*NA=gA_a^f4BCiqFU*rDNZl`+qAdD7CqrYi`$$n7t5TPNFj
zZh_>;CS;3H*{$#>H`<3f@Y){=S|LAJ_}$u)*?X5@e{J1~V!+flsYR<SC(JmEEAgbQ
zAu=ANf9hg{H;Smd9JmYPcfX(4IMw}NgF-RAhKYDv1@ulTMy{3^)*cGk;YQro9!Zj+
zJC4QD>;0*eyEKeq7oV)^MNz!o8Bd-WYJ2Kr`P`9e@dk{&_{$>sT&s=wpV<Eb9cob#
z`MXiANo@xK<FY(5*WiX`^I9Gi1%{qm!z2C8m{;o_eC9>uY!#u}*F0;4ygbF=9ATdN
zvpWoZ+7{e#wb=g0wA{{~9B`IPysnj*ygL$le!b$QwlfG9Eez@>^mJ=<Yp9|H)V;Gy
zt${ZG!w?gn8Ai)0zTsmRto2I+T;!k!D5?Y>E{#%r>gcq<Ns0?VZE{n@Udt-%miaho
z&<bT@@BRfVIc_{NKi@lK(R)(eP$!-iuZY*RcKc1J&7)^Ry|LrR?E!l&s>K>f7~ikg
zhimJLj#NLG@wK}yId;oA&(w-WmZQD1CuQf6l(BIE85k!tviQc6YgU+FHB`I3f`k7g
zy)r!#qw_Md^Gc<m#hh5Crmc|y*-EEauJR91zYx&+tZtxEV)-h(4fX?vPPQ_?nwK_l
z_6;lxW1igDQPke@R{<*|WPo2a6nni-Hu4xHMCbsXLu-A~p%)E?XB&AP;ss}B42!2A
zT0);vjSyPNG2`dg9XhXtAuv-*E3q%tuhNO^8O&7tv)$j>QRzR=^ez2DF&Vgp$6TIY
zzk-nk$JHz_CfvMOTE#sx>>1!tj$ka3+Apl>ZJ56Qncpy;qRXjaTv(!FnAxIY_=O>~
z9yYpZm0Uv&!@xeHid^GZd*{JQ<h8DO?(G>LNyT7oVVYNZZ#cn)AM|I5r!Q)?s?-+W
z2=XrnLCHq7Nha$EU>~I;aD795(CvYoVIR}~gTFCGRmbV?-%26k-zTN{G1>TmSC(lW
zvYXO9u~5sWM}}fn<nLYibk_8UFCYBgm7;4RMM5q~twd?SEROgaeMVnz>2W3@figs?
z=|MvSUnY9@8n7w8>AqZsY5Uy>)02&vdfn6i#yWa8BAUbr*ZR5)U8P!Ldi14vvX(X(
zhlk81$&Q@FAweHJb;h|kYRFnS`+aPR$k<<=*0GvEBwMQe-V5$Wx#o)3?-~DXheTog
zLE9m-j%VWg+2Q=_sWq{dn?_Ay2K#O0{SN;Lora05>JSry<3Tqb^{u=kuEMpBg(<;x
z0>zaVCDG^(g35*C8&TMpsv?3{;=~jnBm0y&@Jh0m%}!8MHcT64@q^A)6+Lixf#^c?
z*>RJBa}~b=QnKo+9%IPY7p}U~RY*@SrJBwr;|-g;(Ybt{AibKB;yOj(!DFlxA^ZW8
zHAJ=C?tBPJ|9z;$9^eA@>S3%S1*7%-r$EWKNqW1lp>*U$18efg?R!L9BSu>1)RojH
zd*WVimYT$bnpvt)G@=}}JI$e3rSQhc(aBkz)2F2DDgtwCemNK;VM?r>44vtj<Bao`
z)+3v>;L@|)B7#sPOHH-5Oh1^2_1%B@r3gF^EX9vIN_{EkcKxG6E!-`W)BWJK$W*DF
zq?lT!e}e1ccqhqHV>Lq$BJ<nM`PYu{opWsjxAib>`X*dY7;9oER$_8}<ZgLXE@!5@
zErA;WiY@o6A#?Tc)ppPIz<4j&;7-jW*IR8JUeK_E8P}`UuiF<F{attlyHFK_0@vpG
zdY4UUJqo~K&fY<bOu*?!Dipi}+6oPV`~+2a#i}W55+>ZeVs|(kWzLs2j8nA5>iep6
zJJX@t<9a&FcYdJnh-{Jfs*i#Bf}(lZ6%`fr4f8$F7eI3bX2Stk{MhG7j&1W1Dt|u;
zBht|hF_JVWiEp?s$P`BUD*9xtC~%MDy$+y!-+*i{i19=kC396ymqJAvq!n`ifIn9o
z0(VE@(i|!p4<lw0ra~s-kL|IssOem_lA<!P6YdnKHz%_NZ1VOXr$h7QYC<GQW#sY$
zAmo<KYJCv2uWFskxvF$3vw#qXp%r?lXuV)O$q?<)M4C`HU!2s%vs(3cc6<(7g0b;&
ziyhMtWWsXbE$`>E(fjQ<6Rk(Ww;t2U^w}QaTRik@@hbsdDR5qiToSm?3i#&=cu3{P
zm;XG1^!W^}ZnGr(sQn>5kn!0<p<~c}ZC4fFVlaKN&?(;Z>W$Bl2zWjSQXY{)@-+E-
zv}`tRuAA#dMrivUg-}@B#?Ur+dBSaLpW7QAm<wWP*W6Rd^iLtI+miyII<2-_KIH`K
z-(F7ebHlm}>n(B%fIo+to|~vKF7MF!EdisrD+=54*>C@Hf{d*!O3nO=CAm=_lMm+U
zgEFM8cPcAl+7FA=<x`P<>3AnyF#F=fPfn<9f15<aycAR+n!gGT#<iKSfwwj$>HDZ>
zeOFY@MZ11dW4^>i98Sw2a~<Qs-0+6%hbFSuV!@d^n2v2Q7J6`@WGVoO-I(qtWDI`R
z;&e1I38}~AeTmQH%&7lC4tTn_apS)Ebr8twU)Kx(U-ALYabet?dD=qU73}^+ZE-?t
z`>rD-;?8wT)WN^^InQ>!#n=0nhL6Pl?aA%eJH3roME)LH_c`^3XlKk9c*K-|{g(&0
zuFNa4dtQve!6ov)pWC_CQ^EsdHo1}er2->7o>(TMjXA-ODd)g!FmR-Xx98n>!TTSH
zrN(tH+gn7qe_(?*@597j_p~rKJt5;#eq|>6Ahc^F#5GB~Ts+zdtU;D&fKK*|2NM*f
z%VL3%JRP*JmP4vhCF8awx<!R}0yS+jj=FXCuNiItx@iD<o(mA#xv|@FptUlY8QF07
z6@?@oPgK9_SyjRS^6{OSP>(FEcdV2fEkmy7PFC^L`*BxS;7|A-DeR`H91JpJ+|kbs
z$!jw8mFx0ydPv5WRrZmRBB#KXs=GCzvg;upg?#3z!BpceBf`J_V{T<8O{~)J_lM}d
z(e4U%To@DsfkAEsP;dLTrv-3RyZM!AYxo@x!jmiG)5zOdh0FTBvBZ^RRU=+<ypEf<
zf_tZ?WX`QLEDX155^?tr9lqGyEz8{K`@c~!%J18HjN6e3-Bj!m(C=~50YCJLca@!R
zaL-OZbM8e<9*=SQwtK!!4yIo^dJ3_8+SiwWdGq058hUw9$^KfK=kM~3e+5}$d_aIu
zLvi`445VWibe8y{!<E={DTq&4t&K}&E=EGI>AjOwE_t${w`3|eW#wjR2bWp@=e;&)
zSLKi+s$g+Oy5Y4#f-RDY-xlsCwlw|)nmZ$Wy-Wir!qDc`i8S@$kD{Q&ioKo}0UxlT
zB9ooSzx{kyFnq@c{d(4Z*rL9^^q*>^s~-#AaT7U987qde22^VY_IKaoS!(zB*v!g6
zUH?2#*B^<(%}&b7>=kGwMF+ar5_PORK<M`moCcSlMWEZRH9hyH`1^`09}>crVx>vP
zp+WH5eg;W_csMa}q0va3_yz%CE}HONinBd?UW_GSrp(Oqu-VEZH4*}M+m4SU>C(2`
z;HDfn8!O!>Mr=Q_xc*A<5VAJ0jcw>ayklkblrr42l{x)T)?@YvNNzWq$P?)vAIS&Y
zbOU~VBI)s@YxoJ_K|Rk76Mc%3@zBr?s<9NtEFB{Werzu>S~7&BO5<PS=+O_}*D7aP
zT)x&sCXJ-ds}_blARU_Mk0te{2VR`{@hO^(;yQMHKgRK=3U*Ua4<}A=`U(EImG~a-
z7`cKW3v9ApV0EJTyDLd1Xmo4u<@If&3ekaq6(<2jq;FI^(w0X<X)CeGw)kE_<kuf1
zHr)@{^{YZdFuA63Uvx`g4tcFhZHy`a_vCcXK9p~W$PFsP&KB4rxE!2(a%d-kKK@x_
zhf{|1xYUbMjm|eRd{Z}oGSGsZ6fxS3&WD<pp@<#WUD*#RIX_C19dR#X>fZEvkE|LU
zd-$f~FY`Fv*uhg=QL1&%scfM0zSg%=+2h};iqpCYZGTJmEdgUxK$Ch}3iI>ca%5`i
zxZS-3#EBIwXeJoAHnyf<|1L&k-&J%Y4j%u>Yd&*6S=o$#i+zv8cOvD$fo~|jUNBID
zhb{JeQ1cvHz?1~gYt)da$iF9|WdBJT+hXfH+G%Nv)zgkfJI~QSe;%q;Sf6>+6L491
zMbr{{cZXO`bRXXihlYxeI{Q^ku~!f!=U}CadhtoR8OFq;Jr4&(dC2yw_dbh>Q%`<O
zT4Au7Z=VHp*CH+kOnoIIiT*6#gpR5_5f!XQa~M7p_G;LLvz<iwTxZYawssG$DzIA4
zTf^bt+4W)>__7=IN%&Mq(`i;>Zb-_KgiiAn4#~62?XSW_wE6HA17SyMZ+p?lE8Kl@
z6--+(qy24sdk%KGGkm;uxwp-W8&nD}-NXA^e|o>hI)ak>W0-0mFfQ3iyf6z>rPv)<
z1e9<vp1r&gQpoF7Sg}4#_?}Cn_Y)m%9V83qI1lZj)q)-&qIf-EP78`!u1P?bYjgRe
zVB7MFzh-oVq4!ZK4wvT(-`4I_h6C!W%5eoRxT@dVpun{@<QAVfPcIj#cnnyX-kQE=
zs?6A=D>DcC{I*>z)L9zi@-WD^@9=NkcNoWl>jHjwDdtO%t79r51vvQS1GqpQUNTs-
z$(^d!8pT~(BMP<*Vf(P72YM6%{hVGre(1hec;8=iZ;K&pa+FPwerH4TL8jSxFKZ)k
zeJTmT)M-hHJUzea1Br@s4)7X3rIIh&Vt~hbyK_xow4N}_#BPE=0<zRMVXmT!TV6@v
zau`}^Q4rrlmXwy93$5^Qa*Pe3(}dO&xY(M9+IE!@1<4)l-!oM0n}75*9&4m_Jm6(k
zBF;vACwT*LH+kHd(IO|~1Oz#o=vPgmEstaf3C+Kco#n^OpS#y^Mm2|yt~NA>`q@A^
zl90O5Lnr7Xmnbjd7FmD8O1RQJ()v9IxU_xZgR3Vmzq*jve-AFzfdw?ejnTiHk|KW+
z1xabWsVqZ5IPP5DX5;?7X06=b5&`atH+5`XYJbf>$gELa;EhyWZpsYYH|A+)<YMc;
z*%{EH?e0zkTiC-!^t=&tr%b=ny#B*m-nWCH-aq<db2-6BbBm`yjLWGI9(t-Mk&1ww
zySqD^n=IE#41d7-e{RhXUkebQ1Ox<bz{_$H0UecIA4m`jl8$C~JeBnfs)<xsC*$;K
z&{0L}Z&jc?(Jn67IH)ni{m4dj#R49lok_ra{(A}fgm^t%ymTlU8XB8@^;tWH_!8eC
zKhG_1+|7OrU-?D~Bvib$4+1v5JgD|V{Rl&hmx*0b;sO%G&1p4RYh(p{l&>_|0Fam|
zz&t=Q6!!;jaeczkWU+wr$Vg>5JrXwSmDsKlM0eSMP4VPGkaK=IR6L~iR);%AfoPN>
z+?G<;aJfo_d95J`joE(oK>zmg`e1brf={?XCyM=w&7c_wGV-3QOay^6ztJn*|84zF
z{~bRvF*@3t%3@^h+8u$zG)K}`?#Flgk@N!|otSDBmBV&Jo$x}<ghO#?Aen;XdK>oH
zQ^}g1(wQtSJ<kJPQqvTSz*+@Ddr_lqA3NE$GmOs_MM#Nn5-zn)7}D+!-K+Wh1{6}e
z%|J{yZ{IS8vfNoCC>|2QrtGD>q`L%L{HN^Q9JEG@)sc0i_)FL-@~wonr4JrK5|#6T
zavi_fqMwiy;qSIQHYElpNO#+U<VL}){4w}U2D$+X^2x!`Z{94?sa&Mp^#R#)wnY^o
zq%WheGxP7Vi`=CqU*n~vGb5}+CH-mjf?l?T_yqEb8vZ{Axt#Z{anRJnydOkhQ<4nK
zB(le#ZKZT{XmduCQfhn@`EuTsC`D3D^V@bKHxe3hw>-)tvbJ7dTfQ&y__y<r1Ck0i
z8<lism}~#~vr%TLHH~*zjBNN4obnOoPe<f*2UZWj5&?Yq=jNg)>QlOOX_E5qUFb{x
z^_wx<u3{o5h?1G!61)?_E3)ca*Ob?Uf$R(&?-X<u!}BAp@%7EDYdp9y-DP<zWYgX~
z>ee2}JgpKz6pML_Jv{o;XYeyI%KY)mw65T^dO-0y_Rb<oMj2AL?(n{9%I-`8uE6#L
zWD(7&xr6>s@6KxO*kejfXOf)OU-szEgJhwV4D#`yJ|g80dFt-3j148)Cy2Oo9T8V{
z>iInwB7|ZxlWjPPuV*@MU2z-zz+f#LGF4lkWty#Q?Zp!E^wt;R+W(r=)W9lDZ0W66
zdCkDGp*5h(RdUi^V<o{k;tMb*$QA{*UfSKeLFK;|by3;-;SRGIw<9uv&{8%qa{>o#
z=4Wz`$t77K!*;GBvJ0q9&0KqIfzfcX^M1)@{O(AACuswI<N1WdN75S1E-+V5bMZY&
zxKc4g-UgzPJ#3{=JHqSDu9*CIhsAi@MqbjIB(5iIMSn1uqpPHm_ZY$Au)HglilIb9
z%gqJ#bT${R-k}9vj~t><(uBIAG*Da(W_!rYu)KhBtNDmM8CrZG^n0)QC>O1OD!but
ze8d#h^7PI~o<H*ApGr{fIyzlBWvQmMbQPt3;$_I*pVW9IO1BPW3E#Ed>K{u_<SUDX
z9JmM;WNnwB;XrCHlfY6hk?r|8(SWxP?>McY)xjlsVjH<mK{~)BOH~wDi4dr1!8M}K
zbi@P$6UUoWp@=+0<`GlwC_miCkFtdh(V;p%q(sSAB|Qmk!b)3Geftq9A|5yHo2n+r
zxBZB$h5}0g7=6ezw3ZkVy#fh*c<CCLG*2Ba9oyDYe+y9+;00Rdm*#_ihmT;MkMGt=
zJ~``4;6e0D4mNC%6EE&{Phe0U{`nvPllKM_uM)P#Urx){sSWLE<D;Jo194LEEFe?|
zTXqP~cZ~_yNsPgOH^CaIDb4MrD9BgZ&2vo+t!FAf=RYs-Pk!ZhmajlTiV~*nQWw!K
z!%T6CxcOUS8jKjAl7zJIPNJg<*1k40F@ORO&oW<b>odd12-kgpwd3@&yKZi|7${AS
zP{JLAg~gez7RqGvwPi|&z|bXrEa!4RII4LhH$0J5N-W+xnFD=HMb59M{BMXx@GU<|
ze2XKo^Z|)-?M)0u2qM;-a_l?jTN)l&Q6YgzeK=?ZL<KI`kW|UL5Xoi#T5#w`$Qn+-
z(D|zj;WawCzNLC#5X#P2e7$}R`-`}Ew*q<Uog4G!ME@O{dqoPBayr)eHz~12(BbvQ
zt$I;RraKMM`Bf2_rC_dLS7<^``K(w<e|8BHIcNBT#SvT*?^>Yoo5};k?Xp%jOBiIq
zCdfSGb;TM#_fhY8Z(~JT+Nr6B#C>TK6p9(6o0M9Geyv8lCQ@}M|GGTB>+e;G>GeZ&
z5TzRA>gc4+e(U+H>bsO4xp-jo1Bq{jRh7I3aKi7BNufYU7k`tPBi#5wzMMHS!y}V!
z&AP9nHlARa2`v*kMlB$13ioQ~U0g>acmIMFIEj>>QP|Ce7e#IaaUJdDB&lSE!6QlC
zGlp=34=A<pUVxf|S01jnfKucv%}Ue*?VDIdm8pD#r_$vs8Oq1LPmhkipP}NhXcV1v
z@3$5s73&GDELY9+48bz!$lU0gA{<~l*%VcU!P=<t2}-FYcq}t6nL{Ws`0!iTMh&AB
z>x!&!RB`cfVgbpG@OQJmneb5$j3L0`gZchE*U!}nx#T$np$>gr3bY{_mWQ>HAZ`cO
z!D=%NlnEAOUt9Kq+J^P(pW*4_uV<rU81pl$3P(9d_)cGlMHdD>Cb|u`*izbUW#P9q
z<;KYSGOi;0k_EZ~sWopg*>2NpQ&=hLo_KPF#f*MUcIIK=BH?M+smUQ$?N6M7%Syn#
z3lbnTf(u|=VLBi_PU{a`8{NR?Zn3xV`aw(=ICx|@+GR!yV6O=HFjPWtFp&8Zb>XAj
zm9_!RW#UpVplpd|I2SSNdkQ>TE)Sp=A<hz8NsqRV^=16oj2JDMAvEtOg;wfJt>1`T
z41Mb;KTp~$O>PCbNLq!<f=7AMeN<PBOp1frRLFq8;-rBr9xP(#2?t7tW#2lw&T;`}
z7k;Ve$uWT1y+I9`^=JPI8VNEFx^_&aUix;aqx`z9rhlNtsfR-RefBjfe;nlD1%x)P
z>pzgo03zQp45Zd?R`>(hx3I6X+_Sc!7as&<LONJ|^h)OpuwszOKZRFVgOEWLiUS_y
z^WAwe{_4kP)n}c5RX(y##DsvbCCg(7+gyuU759PFEU8X)KQ<8|m7c&#v!*kyimwZ*
zW|w3}?C^esmyKZC2F~*D+515j9JHoVq{(LyAG`Zh_kvga_#nffUN!YMF&<qeJ3Y^g
z#3!7!LIv#%=ih>izOODSFEF}>m;W5xI_n|ixH|li%AM7xjerg*sE^*v_$y_mzNBue
z_zD_v7K0~e(?3K<_5l^0yPPItDuI)6F-o#y!!%?2ivu9-UurIwF4hW)@|*eMjjg7u
z&a1i7BJb<*F|9Y-D7s)ZX$(l~Va|CE>BB=9R>Nmoc?xr8^mC5!_5o=Cx{%k_tK0%8
z$3$)|z^u(M=xn<v&Kq6Ux7~}&k<a$m7q;rZa{a52DY`SXmUwN(T2DDdL(@xvA;QsR
zU3-~ZLj^e_aoqonF5L~!V4EfdXt}=gkEAzhWaH}>`^tn7aGH_aT9?`Pi!Gh+MD&EU
zl!F_VC#8mOUxeYIS6ZrF*m<Q#iFim)aHWsq;y)h7GLz%LGL55f<TzI9%4!W{`xRKF
zk}h;qI!Wr(Fi9Ge#kUIL+DN6miS)Fe+`WXXK<iY0H2b?R%}$K5-hs3HWJ6N23M7n`
zOpc=IV0MUl+d0_h${eu_fcB_*kn-@^wBLq6XBF_z`98NM?uoc_qG#-Pj57FV!(`s6
zW`GIdveF0vclJacxkZnjLmA@sMMO_rjn-b4>PGfZF_Ed;JvRznO!pFKE5otmT#C#m
zwlk6<4D%}pdDdOseXmipCugV2oa*SnssXOZzLvFe75Wy4o$<4lUtOChnIN<j`B`ar
zd=`@Zh)kFYJHO(r$t;MeGzG#2LwIdDDVcAfp|^G$t*Kn75oxQE@p@r+?W}K0O#O9U
z=)LY#hwVW@N6h-vE+VAci~sLVk_4T;l|>*sd33%B`TBn?VbexLcl^U0%W88BL-CC3
zROk&A@92&BS<#!{BX|5ib*!2M2oK-Z>~DQNs8gm#r6(zFvG!eWd1~`ahh+ZSBQP%*
zfcburf;!1e2zn|#+n`$cbQ{FH2#bhVXsanI27q$JUP=6&R3M?Dmr`w_jjfbQXkq2n
zJt@A?|NMzHH5E=gDUtjuzA6ebz{Jd~0y2z}lJaKk2;s!hVOJ3=;afc|5ucAV#DHdl
zd7gv!a5N#PDN$}M5&(TXoihz^lc=BT^m<VQc_EjSl!RZN1vEDP^m)7Fz&{aXJ&TJB
z5axwzBS(p6h=ml_)F{gaU+D7oJSm3~jXgeaab&v9Y6rD>KXgJnU%I5++}s}Y(0iVW
zmod0hKn*6y<aiP}be=MzYcX&P31(ur=ZdjCG1lMlPoadcA|fISL<d_cyyCi^ulF=a
z9w1`AELa-!^vYvC8Ltl0Z!xSCKMdvN<sY2l#8DU^2po1**`S@DifUApmG}B4ai#IA
z({$>?P1bD<XO94!%}%hIKg-r72oAc6ECIEp$ggeYr-lI$HIB^uK4ZwO$vim=UA72l
z#=Vakj%XflPJBCVnqjBGWR5YWw-P405?q4&w=7**XTL{H??pYx0+Um6E5sFlzmQLd
zgkqIg-`#j>ppD6gbwRIjM5dmdfOGR#N{1iUvwE49wzjGi76?Ir*-1#v$Vh~&&!Hp!
zsN}l7C78{tNB0&f=SG#nuv6L&s7A;-3lcMViF!b?FQ|n4jTlvaxJ^$t_&q+Iqd${|
zM%2QD5*k;M?P_&_Ul<}IF)TT$Kh12P7_NuL>lyLLu2E=el&=NH#aaJRRjbf;b(~IX
zc?34eQXqVBdUS}30r1Dg*(Hzs^X>Z^#fAsuKi({5-Mh1`=q}mPSjjl&FRqTZCXs<K
zghh|I<3H>d`;7uuAIG()YuIIy%L&IUJj)pO6v652rDr({)+BVa#V8O6KUN+u{AxAE
ztrkc{WJ1gtxRn(YG(~|Q&i4<y_dX~TMBHyfAWZ#e+ZQ>a+9u9nZ~DxNp}k3DPxO+V
zpU`Fp_m+2Tjy29j^Whu#<SR-3=eAH~X-xB&B+JG~;nJ)8kP>ksm$D-Nc}BOQ=)~&+
zk#dsIO@SHn=^T-J3D(1Gq0=v8+kIpjd9h*fd7Qi=f-^yt4E?1;q&3Jev>2v^Dw!D-
zfRyTLPs@)Oq^7%d{$^}FuX)e-s4fb+wWJNQ4l4`oO9ZvMaF(TPUn6G#hR}Pu27k?b
zk{wAjecW8srV3yr!Z-=Pi=VyN@*b(J&D_8sFv23}<ln%DI{%eaww!g3@2k--IyhvC
zgYpqy6?teep^r0tzIZt2v3*Pexv~BrS)%KMRTA|oU^b(sx|BT&7xBmDBo;RXj(&cQ
z%jPibD&+~~*RBMf(+kaW&8?&Z-(T46G84v~iyo7%)=Zs1pWA-aP~?>Q2<G0jFSa@M
zBT>%8<PuF}5fgh<nlXVakl<MuM{0K`w}xhW0X3yQd}ew|nUt>r7DM~xu(^@BuNPD0
zr6#;^@pikOb*Phl1BFf{(lbtwBTnwAR&mu!m&q$Gl17+Jn~6rm4y1$@&yHcMYSrP<
z7-<~;H_E35pvXYRTP{`lA8cM)Aq2{coMamMg$>Ww60a9o$NuhvYHc0bzgq5tszMtC
z>@wA1UYZA$r;d1xM>s}Z38ue<yk~`_A@a5w6&J+zGWH1?7Q}v#zo*CP6)>sRF)_rL
zcAn8ZIqCADM%Z_@2rr_9OQ9O-W)R!o1wYB0C0}OVQx#4;JHxVJ?rIvqy{6KR`STFl
zXxwca8tamF9+Uj-PI2fQ!?C-2HJs$mT;7WqOC5WQz)i!PHa2<IHdFxB<^gYHr^F0V
z_AHI4A3BMz!wcZj%5MhM;jZlH1fi1(mw;QTR$fh_mUpVBLT*m{eM4uW*EbEC>X@m)
zfu(o<@D6WhO*9YpWv@04ix|mqx)&FF=ApqAp8Kad<rCD5kT3?2d#aEJi-)_z_RIb^
zfU}F*=KbvPatbcCepFo4A~NOdVf~5j7`?EsXAv)V0c=j&9n4ZwW8#i}{hE4NZ6tKA
z1%MniG$Otq<C9L0qSvjEY38Kh+^D^@ih$LMCWPYh@VcoH5@oFdnjz9V9Z?Sh&D2e^
zA~LC^E*&?;DST#GQ~?_F$f7H?bkt-T%$ZoM30)JeG8}F*fp}9d?qVcnT!(2J4E=s?
zSzX+M8y5w3D?{e2b7{g(<)Vm`Ncp@fb?w%4mcG5AG<%PEwg~Jvh3-VRfGRYuEIvv$
z{tLBD5Pve$HwuYE?ljvSH@Bv%%t+Pb4P+-Rg6;I$ejo6)wVB1l(Ti^s0W3BSBB!4x
z`?#X>WEZs|^F2w^!;kD@KmdAFY%pS4d14P#JXo#<kN4ZRu0Rxd<s*b4uvn5kbfmXX
zRu&|yPdc;1agrO(%~cLw{P$D-4x;gqU#-reSeCnEqPH+w)A>2Rgg|^~^2w4qq``0_
zVtn|Ix7(P1wafZ`-z6vF$&peOggdWA>KZZ`W%6YUP(;gaf8$ZWya-!c=4!RA4nkMd
ztfJ$SmI`on+v@nx2;FAB+7p>g%SW;zU;r#hOC8wfSR;|)U41WzZsp1SP*Ehk5;@#!
z&qMkNqRT^)k*ds-yTAxHG1=W>10*24L0`QIrDT$GDg2{nQfx?sm1j@7S%F3)v0K{i
z-d}0NShJ*DcDLj(iB2|~onzz3VLD|F{psJ=;dj8ePy0reK>uvy&02|z73nUnA2p=}
zd2y|{+x<~`FepmeUU5NS440VP9V2}d?!{<Wganjs??M0-!f0U!Zp6EwibjJd6BW&=
zc`*#VYxWY2SLg<X=ROb<pL!pC=G8%U^05g12KVbLwB!lp{$To5(*}5Krw<gdQPIut
z<cvQD@Kz5(7s~A2s3kd?7Zvv3(Mz9wF1vtEB|@5}FKD$&zv^&i#J9j#+4Q&yv(18M
zM&vD3tO6NrHFY6P3<d^{$hV-lU!oP6`1-{D2Nc8RSu=>ns9EaW#Kh^ZXU+|(5)7%e
zmiAZ=+Qz{tHD%87jBJ2ott6U5tyT?wZpk8VV^`E^KIuF|<F!5aiz6gB-=cC^RK)43
z$&(?wUH_G9<(K}Bg>vKY3nud5)Cr4yWXSJGk{xz>sIWQn#pRh%d=k3mko`K3`#LUG
zC1663hF}rgRe1>3--UqOtBPHgi;}pc<BMa62K?3El=!lINzCf;)NYN#{BfUE2GEjb
z?=w@0?8ASy-(00)V;`_E>{v;3AvEs4@wYLAhD=cf2%%ey)f+V|2LjT47Kb^m2me{#
z3^qmM<F$L#RQG~9=BayzZqcS(&a;ZhPK#?t+XpsxAzPM*xos@(CYCH43qxoRW6)@p
z?4@PC>HS7PMVk*L$IFibKNI;HXH<JeJ-eX@FK@Og6wTL@7fbJZ2Y2F+S-q40%5P4>
z1E-M^OVA(QyOX$?5sxZDakl3UC49JvI^iCQniV<j$@p>XG^@ooY|<L>u}M<Tw#D`r
z3<elID{YY20W511>(HJFFJbG+x8HFlGh-2|9N5jkxFONw*W7{04SFo>)n-NDP5!w5
z7U8-z+=}EqTOMa=kCWCO2LlH_r>$3cpdrUnf_IyEJY(!_f<FBk!#?6YDj=cU6*+Q@
z$8=^f24a1jF}eBYp?O3oJDAS$i(;S{c_jP&9;e{>+!BK&KJXVdp_6_#!@-@3j7-o0
z3!1um6DsLU4EU{z*mvEjsBS93W?hO*E|ozmk~-eBRqJ<OjVQpp3c;t4k;0H4M=l8I
zipp><q#SH~jDGzCHNus5pcUz#`2v*5giK4<o{Bc|RZx*pZ%NgQ%XMRKP`d=~%&L$|
z2nzUCCBXp<mIrs*oc?b|6m&%K5juLIlRIZ=x9Oa1=s)h(*HpKsyaugaW@LJOqfdvg
z8y(<ed`KA37ATQs%pfMc03Q4L3B}0HE~d7Y8UNey@o~v55!_Tc{0v#zYcL{S{;iLy
zD)xs|eg2}bfkB?+41Syj#u(mJdFj}O+PtTVzXl}w`%j}G#Pqmo5LL})UPD{435sEq
z*VKF+s!xJ|c5-sE*uf+A+O8Q><@<X7Vfk0Z=Bb>HmzVcmVX#0f#{5w@ULpq45k!AC
z$<~+ae&5!3X^*Y+Jy2Nx<34|0abP|^Cw{Mh@=OlqMS(yDcmD<olsw(`^ZVw3f_^Q=
z%GTv}0}cwWr3SI;H7WuD0;8g?w?uk=6>UCWY${+yc6|*By|`TG91WHip`a;*`kfLr
zd_)nfd(N*`pMePs`+APSJv_VlV~UFHjz+cXyK=B=`#OF}?mulUVZx9YMriO6W7qvh
zphz26A<nfl67qIjz|*FXp(QWx$t0h6&e|v*DU9wMR1FD-Qe|g)U>_@<=opT(=sP-?
znG*~4s4t@4vnN5orp&I5QDEktV`WRC-^ztzWU^eF1oSXXR_0BA&doi(oRyH5Cp)&R
zDH&pH&VA{`cf%iEN{Ir0#n_fGjPxvs!WF{6$ZT&e&-)NpPR|U|<IYU$3QVBf*7?B^
zvZb+)$Kfrgut5xHM|rHFgaUSFQzzJ$#dmTfnHv=YDkL_`a;BlHcrVNX@PA=kgkAI`
z+$TnDYr)IpMM2I5RYmE@RNQUmRZK&-djz2_&i~OHzYZxm6*NO@7On(vjjY2@TQ%6k
znP&I{vqYfSAcjfYvFn)}|L){gglH6(1D24naq>e}#D#bbG6ygdoPMAglL%_Xkya-r
z?Fd@HJ!)BI%L|EXG-K$lrxaX&Dq(Jb<Sf&I=B}0ZzqKE^YY6G&lM@31?bK$Dxy%@Q
zcJCCZJ>J2g{t)%n`v21I$_mc>fl~pr)yAISzj~pgj*<(=E@P>Lc>-FL=u<opmXU7v
zsDsnl4TAd@l^|R|e8^`eMRYtHJL}v-NoQR;cnzf7e|Tyk=RTPA&)A$w^K7_7X4^Fj
z^n`TYjQ`rN_~+oc$cVVoi7D}vO?oqh(U8Us4m~95)^JW;gQQ!t7G&C<LiV)v<6y%b
ze7cO>ys6FY<>8<+en2^JT2~~eB&!2*nn^JB=^CnDD5qy-9jObUgyi7>v=Li*JmKeH
z#Ss>sfBHz778H0sKl3cdXtcyhA9oq)x`WiU<Yr4bN2OZsB`c+g%)E?yqecv#dc4l!
zOA~e@cU+C;-d0L`UToj_npZs7_6&aiCAY)s0_hwT729zR>%IN2#DrQ#Qsn+3>E8XQ
zOv*kDJ0Kv$U<AP%k=%~MjWIP`ni3%I?7YK#`@8Ups~Wa%u8%s5#`MS}Ka5w6*cI#0
z>7h5Y0%iV=)xtZ~B40Dbhk=Iw55t2$KkHH^1I>{2d^*QJxJ@F|IgSgz^W-FIpJzys
zC!&7SJ!(zjzfTSivo7b7;t7hew}d#H>AqLsAmb;|n}lQPwkKFaCX|)w7jSnoCgl`}
z(L(ZDMf%`y9&Lk_0pj`#ZE*}X6ghF7W{m7Y8MkZ9AkaZ|x2TLS4xO(zx&qE(ndQo4
zQt9n5t{iQ^M_*GaHmJNfAh^2q1T<7Ku1S}vIxb39sf?{Rz)~hNk;4D+1^=w`uj_+m
z)KV2p&kRs*MH=~Y*x1Vzgk;%X!ks`se|>t+#>RnNP!vYWUUHCMn~&aa-8wn3U!b^4
zF*nSkR&56`F^j$|Ykg*AhuFWIw9ua{FC>WkBj2#uNgq|mN&{dt^nS(*yDqH71SmOP
z*C~oN(iXp{lOO1kX=>u<H5Q>QiI~pOYm<XagT=O_{1WoOuzw!Cp2O*?uH17Y%oCO9
zD?-rWUo=yY5$4dC2&TSM<Go=xIy6K9q#s=36#JrDCz0;;2NGy(H2shSs|V*Ry{c>|
z)St)*gATE9Py0XIe%)#kWKuw@FT}siy6zTWLayWYuS*AJvf`=oN{Lw;;EB>@A-Zx>
z!LS>8x1{0D==WIUg`NB}jV79U_ovNi*EF<tgV#(ApB<Y(1)w|1Q&jZWi%ppt=~DDd
zRK`FdwS3xS{^e?-I?^AiaP~Sg6aaoC51Y<@RXlUE5_(rgofcmn)H`|+XGw6x_>!QU
zDaHLW4Xa~PoSB<It(ripBW27O`x=O&Tb`Yc-!(3c3EIkhuVchsLC*o6qFJP#ScZ-4
zvC_wk7JgxbZbBSHjH=+CpY@FK%k4kB?nUfR$guqUjp1*ImL4Izl0DowPCN>c%_}!u
zC}8}TL1n$+0}ASdh9w^_G?COF(aPy=rhf$X@zrA_UPWKc2TXCy<fMX<x#oW`KlAJq
zL4x7@tTdS@f)Pto;UQ=!gDzCX^^!AG*sD+&V|Uo=LCS8rlARq<gTczOw1ikQit?|F
z3%5jh2<JAO-$(Th4FF>PG4JB*PrmvO(ufydCT77g$hh>ZO$<Y2MhkgW_l#PZqCG{t
z6j1IqTYmy)A5B-1<AEA1cne?ol7;GNsZnr}UE(BsS09<lF?mhJGiq-)a%ne5#i?XZ
zKvP4OrsJ`Xp1{Ao2MvgvC+GVBI+eGNc)d_vbhsMg%F)pRUcq_;6BXs1k`1rIk+Iq3
zz-<&N^$a6NMQ(7UL30C&zNJbYO=MyXd-l}CL}W2<?}<94toHXzCBLm=^mI!3EbBBx
zxH-pk?>JOSzS1CLq=u9l1L_}rGm%qqp-k+vI7V`C9KQIa2N92L9?ydL<^6GU;2tCJ
z+v=y<8l;s6cO@yTG}u@sc@@boO5V8tDGBD^tx+9+fiYA?&a92Wp6i-AeiWp1#B>p&
zd?$yXhd($P!RV-}JyoG9{w+R4L2T7QOFbBmbNVb@=39B0jnCcSB0O?K-2j?-SbfK+
zM3524YXAq`FM*;&F#!o>VAw8)N9qVQ6eKHyfu^NnG#~-hr18K}vSEXl6OIOix-$cu
zw>QI%IhmlS0vG$Xl!&1&9(0*ae&teL(r>{j;esL{i{>x<d3rBpm=~(NxDvho(SdIf
z+)h@u2zC@?E2EHG$%e8azi2`y=>|`VGm)1>U+?n}M}x&!p<iz^wYdl9;R|vo3X0Ou
zG&OJyy`|X+>AcBM(g_|o!yae1-yE$J_c!Qkx!3`EfklS-?O0?8<F)j(7zv5s^GCvk
zc_meF+DH!yBo#gWg*@7$w0&hu@8`i^!Ay@$Y(wD#^lM^o<8LQO5?r{|iJLXNjS)&b
zmCUaeteWY7**ZlRF3$1sT?ur;3Y8Qf9jHmKng}fGA_A9Id0<^ih)I(EIV_pOrDf<P
zOskoSJ9o1-6lneWo7Z*cLS!gT`14P;HeRFy+wfAM_C%!QFywaxkb<F(j1iDSOGtH-
z7D3s@8$Nv7Lf>I#74Y^#xssF_@xc3jo}skuDloET-=@Jd(vNAyM44av-**Bq7QKKA
z`P&K`@#@(-!;cenxLQzN8~f(Hcy4SYVrJ*$<^KLN67hb=mU1X*MEjyMAsp-9jonr1
zQZF27h~BJFr)GPq{$`Z1txXM7$=!&a-mFWj$nVxB*WDmD$o90p^|jdQ%c_p#z?Do;
zF_hCHGeR3r##n+VaXbI1XKJ4TJxZ#FYzaoB)XqtMkOKSP$J@lTs-eiQtpq0r9$H24
zB{YhlVRxR7uJSWLga)Ch9gWp|y;2i4Q9;}PMcub>L@OqY5d5NAI>}3BDeh{BP}+7B
z9pN>Ez<_McFt|K~Y(+ZosZDwI$BlS(?@A-iB=O0uxCXXcsI&O3zZc~}(1hfWbLu(o
z(}Z~6I-XR>z_^1V9zM^7+_}`p#&^vb4w>_@M18!mtMJ#!OT);QE?TFnTu=_!4<ny%
z5i>7jYM&9VP-}|Tg;?x9WZpaW2;Dd{$SJe5nmOWdXBut$A{DA`X73YDR>q+0pxXB~
z9?Ua42!f>AVXW42bG{2M{mug{26)leJ}R@pOO3JA(>2@j8D1K3YK7IAb3VPT#*@e0
zuR$XZITtLh!dR^Qp+o}=)3Kv{c#z{Y9g(%H;_g~l^A>+RgMR=oW`(Y_@Y$bh(L@=$
z{8hV_U~ijy)Ajo0)wQEzd9^<XZ~BoqS8)w)+-(0|?0L(bHX>!pC}^ts|7gaj`}b~T
zojwK91Oe`OQ$3+jbWL{;=9)<oRLCe3Dq>Vk$=cAw2ciFYkQnbPHQcj`#Wr&-WrqnE
zlp%taQHYqeTi>dFDHEcIhxtV@_hU12@>~AgxzcOPen^4B{eqX=FLE!>9jr|HLEITl
zsrHp|B+_-g85u(Xkh8QWZ}fZ~d9y3C;rS0vEque-kgZH)OOOD9!jbTxCSjWKl>y&7
zW4&)yFfh`KhFvFA%utpFdXyvAB2mbfDN_3mwyI+iZD9u7%7?s*L@1OeSAXCv#J-+&
zU=M9$sC=+nbj}LEDOt*t*_smUoq|z&s<b$nWL!Xd6NdHEm~G#BCpz|W`jDNuKqI&m
z=|G?-6KO#GK5rVZveUQ$Z8!z(J4DXXjtM;I-Zwv)Stlf2Pju$2DelK^MFt*nw^+^!
zd~!bwKFD1&Q=xQw&t^hPmW=%1R|owxyPj`f5Lb-nwh)967aP6wta0$jg2oTAza_b~
zmFErqaAq=m1|$Dl^d$^TmUB5d4UQ#bnwjfI6v#GJe+${bITRovZ{j=la){+XM0!4h
zz_HhPXlo2(tXyP$p4%~YLi1W2!d<*gS})vQTr0G>Wj_VBHA*Z|k-g3&G94v>4tW(G
zn`OXO>bJHt?Is)Yc>DUikHD!FT6gjRor#p$ctYZv1<Av}i3fbrT$%eP!^-FVV1?On
z89AerjhFf-bFY|9R-q;a+t(qJY%ZwXWYO&>5*@V1q7)yA^xF(EInK5)9UmR!%c}mQ
zfjjZ0R#{9_lKu_nRc^rGTlOf(6|p)7S!SSXThC}7N4pm0<pRYsCtuGKhf@<kO5ThK
zi0KqI6h-4b$!}%xw&YL?e8-gKh=*}cHMoRg)lD=ge6QU=Yd`Q|uC?{yPu=QA5^CZT
z6C+0GIJEM=oBnHmCPBq0yUgR(&U*q9l^CIL1ipiQ=zPaqVu=HJ3_%xg`wPZvwznnN
zF}4}5!6tc{uzZ|US{GUO{ZM~E33*e8#dsLO`JP=Zv40*>`#oRdqoH@b8g`Yu87xgm
zH@;cQ=8*fHqPh25D^g~|bHLhpgRh5t$fv^2|IZw8_6N&(*M!Pq7?sWoB)r{f1hU5b
zn`3whpzO3hc{NYE!q#?l<N~cJ?#zEcx@+lQTD%b4GQ9A3{7w@C7|t>?IE|FE3%Db{
zME~;PM2EA30p(axJU{M8y%5ZG=}zSodt>^=ZR?5A@mWFstRGAVPM>NDj<j#^PNE@H
zJ04!s;5fIrO=Ec2K$!i&S9duw1%J$n7${B)?<uM5P#h@2B%uK!gvW&LKgz}D5_d_P
z%m@GMA92SquT_-yBV2mFO}z{9*~oMm*x=hWHj5lgX#MuLi0^k#$7J5Ky8?<EXBru$
zki~BivVgQO*eoq>gQfHgX7uy^%~?#ftM7*YPGKwG^MR&#_fNtjYs2QJHvS~UPL;p$
z`m0JtAT~uSeIU)Ogy>&|yRscQ<B0<Q`?vk05BH;v?7$G*hDUhXz_%=b*6w&tpFYJL
zussW{nrD1qOA1c&c>e1iq>Ul%f!Di24vAAo`HzFV<w5Xd`fex^>icm&_yjOKxNSE-
zGzuf(qpRe44Zj=A-td`38^7uqU4xAfbF#vUcnT>{5t3rF-?O$ql7)Z#z>AQ{ak7%7
zxV~!dWV-edGXvTFk<qq()3f!3xBHH9Z(UZz+qEAZJ2`F6%&eov4H#eLCracqoL8EH
z7Q!D}Mwf1^q@>oJrll6r7KMwiZ~Yk<YCNSUVQ;UZI%5eyv<i>AW6Dz@*K*f!>#JgT
zJVc(uzqu5tX7n1W%80A<xog@QoZkKe3?VN=5Rr88x61MP_yOO99c=H!JUBlhEv@4Y
zguZ()@BeC_ZXk_faokmDxNTOj!PtsxhTGN&PN-tRmOB84#`)(HsOrORzGEl~yqMaE
z9PavCQ){8>Imo-#8+Fq!7qhc(DGTwfd()LzmK`1Oq;Qp84zLDE-rXLl`soO`@GZ9l
zy5n%YI0ERm9%9!j+GN_$LcGm%4d&GdF>gcIdQpB6+uvr%+*~GmX1-4mjf^Nv(vE`E
zJ&3{F^gI8Ei$Q_WYzf40v1F?=TY=>}obiNF#-<f?#{AcIin_YdK?pc=6TTE9GF<kN
zkgg0`O&50K%p4qI9v<BPJSh^g*tN1i&SfAMf@+c`vQ@O@8a=u3m%YIVmpQE$m)oqQ
zZiLolvm9^LiVcp=E=gHUP0gs+(s7biJiCn+|Ghm!?QS2!9IsnA?;6^cm}fT?Q?Wz8
zZrYEL<A0m&Azw&{KHtBcYKX9f##o!1AKAtH<wN%Gd^f&rDb!BFuxq;Lj$tiBB$hr3
zuq%IdbrhTU>i7Y|JkijS!UTq+NysZ;mng(@!!W9^i2c72f6BlDGuFup<ilT%_haML
zf=#D}IDa&;TpVWn*>jRqaUNl09Ddd#KW$7#_inIf>3tZLnH>?Rqh`5dFl$3)-?gXM
z<Xq^TM>HGyS&ZOtc8`rm-mVyoG{`jq3fPpB3uG8_t&Ou2mZ_#*9`QnFNZ9kQ#9T*w
z;lL_X8>_A41f(UguAH6Z<%~dLAil```F@WEAg`zgKaX&V(<KFVXTz?`faY*2Be?~x
zeV<lom`~$UHw84^I%*(ZPelRQ6x*1rxgK1$%_G&)I6CG4;E?3LEFUlt4qr(-A_N^*
zW9OGcZ=+AQ?Uh0?-yopeiuqJ%vSQSm!_`odht^foFmTl8<&}~H!Q>5L&Dtz#h33mF
zu(Ufr(_9yD*Q{iqZwJi(ZV-Ax9B|tp{n|CMs6hEcY%e~lfzUPW2})S@G1k<W^!Of%
zV&WLQ7Z$o{>H5_H3X#B?bew^I_OHG0Jz-c!1P9x}uSUzrxD>3kevj&GnJ?bgQ)<~j
zFC+{xt<-iJS+I#PiQHcA-)g>5J2W{YOr%iVQE9-^?HV<`yZ0FlaqFrXlip)yhgy-b
z0_OJ(D@6FiZHcS{Av4mZM!|ll9H9&Shz>D>mU%10Nl7tgN2SKzihmqRfM*}RB<S^|
zBC}cj?rS?$HN65mTlnrly`Gstu(?WtLV}m9E<KIvG>3#(=M#G2Ce>?|xn0*97V5=(
zV0Ip^&$e99z&O?+l!*8*Cn%KQX+d{epa0|St)k)z)~?+U+%32?PLSXboZt=#5Zs;M
z?ry;?xJw`eYuu$FxVw9BcWdBZ+20xCT%K>Ai~kBnkCxT7s=BJ)n)8|2XQc{{`JC6<
z<7dL*0}y=pxbE|!J4>0JdE!Kl&xxR?XS#2&<DsgQP7UE)LQx1XQvN;gH0nl+6=Z0u
z*$Hh)B4D|8VbiYz;9@oneUQY0nNgV~t|>>%<GHpz$W7;bUb?$fh2>X%m7uesuPr80
zv$U*lUD)$6Yo5J*aAJwkcRzocp=r+jCj=HHM!)zL8`uws;my-V8~Xv5(F%XFTfhH+
zk5ovM8qLguq{GgRXXB6m^sn_3jt)____iPK`j_k4wqiq2W0J0oG;fLS{gc>KVhq=F
zM6FY%!|q$0<Rv&?0c&Ex@)f#xLy-=iz@;wjQG~P7rB7OZOPA<s9nYkp=$8@b_$*ad
zLbIOZOK?Ox9L#bfQW<rmiZsTg7p@`MFdt)N-!o|(fCh_?sXLU?$WjAu$8k2^PZef1
zmhdz3V6r+lLNJlF(#Vqn(MqGuageJydzf=<v_UOt)a`YoR|Z9tKkG;Xcf)vB*T`<e
zvY<^=rE<3f8WAvKb?*Jw^bD4Mlqh3Tk7+Ai#I=7*T(BDkYN=e>i@i3w<341w1<|7p
zhv%fouqGJ2^t>y2mr6Y`gjCY%-M#i*hct%iy=rOPV$oSAk#bf2yMz4D80^X$0E>&-
zdtf^#sWQ@(6f%?O#7lgzy^WBPhWqQ;Fk1AsSSB^a#K?tCW!Tj68&%&$@feuE(d|3y
zS0+G13B})!)=D@)Y9Wz_-K1;LG;C?@?u+=jLwG?&q&0=I@cnvXYy~M*r=?rnPuWb^
zfvwQ2e!~?(Mc&Nv8)IL@E(@4ocqdins}h0>?PX@G;oLA+9Y#z($q0S3_SCVjKVH6X
zH2_yj=O9Y4*rU>;6AzFH$vv?x>t~4A0o+wZYLNmz%@*vd7FlpQV}7J;&j%@(4w`~z
zrX}-aLQG=a&hf0w$4XiGkyb_8EUbb?oQUx0EvPHnNMmCD+}8&NcVia)!F)I0`u*B*
zVHta!#<al1gNhXWnr&?kP4yVhFP^@vtGkGqMt0b!v?RO(zb|duRI=9L>Y^it;U-n`
zLQ96W1289H`_nHB9w~{XfAe(!Dlfk}aXVrMKehII&Jc*Wvh{OW%--&**s*U74_&Y;
zvqf<{D@G?Ulyz}zA?|R%eV4rNg<v#14*BK%_BKs_=PoDb*d-bT`XPH^?U%oTc|D=P
z-0djsegE4mx579eo&7_&*}<Yr(%^(9b2rRKZ{jRzSBjmy+w=hy2C*o4$APfU3V~dM
zkntqE?Hb33mB&A5B+er>^?z?9IsCPyca@zCR?M}Zpb__57^)wxN>GSWQcS69#iY)r
z4NQZSV@8fncqJ_jpcA8S4`_GNUb*lXXm^n6*!~=_<bYExUL%=keCyt7m|%~&Ty$NB
z4_f-MppHo)q^(R4*FtTNe3a42-j*jQ?Ovqf#;Z^OLD_I6;g1mg4hSPl>c}?UyhZ8&
z+ol><``py$T=VW0e4GHOhQvcvTWXG|>brRt;u*2GXWD#3+m{1UNZ@Udi2uHQ%=MPj
zNN3LXA7Tt|PiT0bMa36}IVpN~lC2IMgv0a!2WL3`ZC?}52q?zp9&@)e29tC&UZ1Wf
zNaH|;A(?VQAv&o-ul{aQ3W3YP-dvMWyH|Qz_>mJ+e&k%mrh)Q~<e3I}kd`AYDMq5$
z_%Yp%2TC#nn9Foet)kAhIoO|F`KQVrExnz6c8tHWE=#TfXR&G+z29yEe~2?_jG!q?
zmXTaKIcR(c|7a9Xrh%~DuO5RZ$vda%TaJ`my>&sSbkE2LYkS)N<pDSQ!+9vw0YOY&
zRs7ig?|0A1bWNO0cz1DMV6KXS+(K=8Hd5RM-p3oi91s@$O>*VN%}SqvyEVUbtuM!k
zNh-45PW=+Y_VmXZZJjKvyugY0_~yBlJgqB<Eb!b&m84Sfo)d%NK?RPVc-uv$@UXs}
zx22(^Nw~F$6gO6K%KAgh^<?)V;XECe6t%acuLw~}%%n6`SuUo~dE!g<Qv>R*tMjz3
z4h;`40h56a7bN`xCbGWQ=IeuN;EF|G#JtRCYWJi<$Y#YcTlgN$!Q&JQh8^WyFsBnq
zQ`*KzNerIfC);y#se7{`5%b*WzH_0?ERbg8#k0WDv!Mg3jv^Ty+^>Ukf}zbO6~4NL
z9?~4#hcegw?eObksu3OcU^}qYu6<PPG6F<@Ew+z#uQZFLbEnJ1uEKlBp7HL%O+{zq
zHG26SC%6@pXZ$FZc3F(wY*O;xOMB~l>1BUH<?6g0LY5Vupb-WrMyY69(MAOo9e0;0
z7KT4!_LdNoEd;;?_%@vI;c&?BBXA{F7>>_;^2+^2Vw!5)SIJhio6<e061}OX%eDt=
zf5NkW7<iq9GqU_Z$e`70xoaCy%d{5OjyJ#F`xF27;b+}g*|O6K+_^ynE|HJU$Jx_?
zYvJ)}`XTFfG!w6xaVkO~7h6lG`%}8yOj{dnv03OC?FA4`8m9I1#fo=41E1?f_0ksC
zlk842z&AurkwcS^@x-+xo8zr|Q7|mWWl@^{HMfeB{N%{!I}3BJ@OD8?N?U^UPsoV}
zJc7+w-j(#!g?Z6-@9lT2!kB7xs6NT}#X`uk<8yQ(Jv*@s-b-?_a%N?N;JiI|<9H8I
zQOHo_huN)$RYO?;sQ4Md=z;GKJ_qiISljS((=)Y%^*$J)2eUMPE;*y%^bhZ5N@y0}
zz`S`QD<P`JGvHI(5x7KAisW4>l79z~A!3=<>!$328OdUyoc!_V5%eGj=VW|myRtTS
zBR6@MFT=-I_SbPCuy@mz2)mS*Bca@)t^=vYFAN{}O<&jNMJ*rH!YRDR2;zp9;WSjU
z(&vs@8<Fi%Y?HpD$1>E*PG^?QhWfjA!q&r-V$$n7`*Kx7W<CL9{<+OD6EN}8Bf~E^
zbEY>8E8!cvV1m1YUi7i9pcrMp;;K<Z((XU@Gf=*yJ?n6Vov8yFZ#I3rCCpzK_DRAm
z@2=d0zg$laCqM4jiQ$nA6tBsaB|lkm0yi&bt;DO1Fg09suWBj)#hQ~{`$=p2u!S7y
zd`57@+QGUR1jVl)Ec0DcE7kM4aw1$<!OskPFg|G3R1msH>A1y#@(aHqt23>@*ADkm
z1(o@*D@U=uEc4e<**X*L=BhD<4-V~|@7i*H2+v2azSbozCXWoMYRC2?n@{T`J&Zy}
z8De|=k%%sA{d-BoipRqBEVm90Z#MP+-I7aAvFw)JOsc+pt-+Y}z5ei1xFrD(A8lev
z8g=F47qTTlYk-)%8^2zso*~}hnaNh$Nsw({HbU8HRpE=la1OO{_{eHU-uX<afg!BU
z+xk2FP*A^_H1cO!-4;I1)Zd*AyV&+C{>dk`i{*OW=tt3NcdLO$js10dY3?2<`zSY1
z$O*naHYWa)ny4jF>yW*A&T_m133Oz5_<h9CDO{L-ES%=4v?IJ8YaR1|+w^AQIm+Ac
z_Hp_CK2sz<Swk%Nr6YF+0XV)lN2Yc*I7IyFY+2K9uOEM?9TdqrbiSBk0ld$2M(Iet
zfBGb8?VW_-{qOJr#`vj#)-#dY-VlB5r4WB3#l6&nQFd<w-mogaq6s5QafOMR2HGZ8
zH^-ehj@!0Ra&E{Op6T1im}G|bgD3Uh<(X9UhAC{jAH!t^;-3o27;gQDB+kTljt)1h
zTv%?Q*il*C9K_5E?V&>Wv1kFBI=(hc_P7|*PPRd<L}Na)m-ZD*&u$`Qg^hw`e!?!R
zxQ}<scO-^u6tmn75TUk&9K9e<ol_^*{CxDWN`L7JmiLwGPJj6{2s)s8|JuSf;$gcv
zpzUuom4bmUZfSb2LtTR5y#PA9d-OMTXFRf&k3bCvlb6h=+|kXIm6i-eZ8)&}<U?mf
z$h8=;q5N{lgWkUH?=<c<h7VO2@|Dyjd1z!AOWVg8`fNX5V+)L6sr-+GLeb}LCRsWq
zB4y>PC@CxCI^b_vJfhZ0v|s20>rRL}_ZjI$CIZ)zl>Y~2ak#IRXdp@WO2}%^5z^Ty
zGTL<qeQ-`z@EKAwyU+Y+ukSi1g2Q{alWJhR++a&6;AT@%BcslvtgIYO$o^L3`8uiZ
z>2EzilsI0hN2QkjZEj1+A$!Y>Q#bolo*?;dpq?gJ2S9KO3JS(2CW-|=uX&#dk@6J~
zZ@Ao@>cPRoLsnPyXyvmWg}x;z2JH@90eHJYNz~JjD8{~MqF|6e^h>WgfR*UpfCRI9
z-`YUWdoX`lgAD*XrPZfh5y{y*dYBBF&q<$7mEUd<^VrDL3LP@WI506X{_=10x`{+s
zN{Ej52f=V~U<<<_)3)vt>(12ozd8K+*#2~T61DE9`aCJj!-J1b%$2u@Kbsl!j|(oJ
z%F-K&$7Jc&4=6i~H@X6^h3xI^0qHgsA0Lr&j$pplGa4FTY$E3VCUK@%1J%-;$?7eo
zGpM*EyFm-_4-W|mIkZW1)DQ`e66759SKP5rb?i5K6QmL={+{LUO~|yiBmxJeOgaYw
z%TXgLoq^5g!2O8r&1S1IL;jGs>^Eh20`N)x4HBT7T4^e;1apx~gGrlPnSJE<xfGc~
zIQ(x94U1JHx~rtSJ*pk})ka?7$VnPSWeP;d=q)p`?iP6$s_+~16f*b`=H50S^KnW;
zjAFn%1KFJTiWsOCuwo16?3TV(xrUc#ZlKt?{3lA9d_}~<2ieV~qVQ*_g5HBwtVC}i
zVeAzG&<#mMm_Ueira>$b{V$*HDD3WAbSr~c@om`dM@UqD;pFu`i>Rx|`54mu=?cp)
z*2gov27fQ;re#w(fl~PWcpr+e(%`FG`9{Y*bQ}28ire~l|ESh>VbP=cdQjd))#1j4
zuy*(>V;WRI33l=lN{%$R+8B;{7^S?1DjGc6T|tdiAd(x9vIoZ!e%dp69OAIuTav5v
z>2vX+_MZPJ*;R)nnZFv_gS+0k_~$-kq(QP_zwX8;KM=~dZ~>lY>>n&E#H_RVlQM9v
zA;@$hTo8~b{O?Y(=lK=v_9(+?ouEUkj7c2Po!=zSFY>4R*Akx-zJ1#AuMGAyfIE7j
zOoL8Do+1qiz*9C;9|Y%Zadsc(t;<gcU&gwMz?mVhNb4Y%0YKMMjD}}yH45EKhyK50
zaCpeN1ksNa?+rG1AopaO{S0D_vbSf{3xA6ZFU3)pDBp`V@o{a&N*ciJWW7^IoMOSt
z!EazeT9qcb!>%L!1$vi*y@sF#_|(8R`T8@`(;Y~1xONzx{dRAHYK|bhlKVUmtN8P0
z)r78&@8m(TxC5FW7Sd7qaUv(6Zb%KjG+EGVb0kJ=55>|N#306T)G~2T_f6kP-K&7(
z*Te}Z1`?wH6VToTYe;UG;qf8nb)Ue!WJaz7RxyT0h_B5nAv15A+J~QSi9jGs0)kQT
zIl|Yw&ujf1<T+r3SC~391W<asF-O6{Yx(N^E5v{|F8m8F&4Be>xfWNZ_SsrHHc=^W
zphkLD7HQ19OjlBADMQD@E(tO7FQqSEu<h2>g{m()15B?uIXJojAMr1YukjRBgGuzS
z)Er@$Af?yDGo_$$z&`EbeaBd%_;s?=-yZ<|8vzM=TzQIQrD}4uQ_p%RsHj$-jHILx
z?00*1hMT9)1zh&KNTAKWt%qSUmsxEuV*+OYTIMY>Aq|WV@T<}f2}a~T6%T@|(%n=_
ze_)!&U6nE1FI6p3vk`j>mFX&~X-_U4T9OWWk(nrPGJNkDXUa_j69*VMGys#e&&$K!
zjE2kxV|6}14c2uo+Lp;b+1Y=1K>y!=URb*>Aup)$Z>no*IEbTn_x8e-viT=%EO8=2
z5Z)$6Thhp9MnoV3dNXw()bfo~P?PZe2CSEFm45sFp1i!gmBTyat#1IGXDs{4UKxoN
zqK`|j^k*oUsZ^gvRaal1d@M&up7V*1k6{V`%*v#68~8nh`ZWTngwuwD<>k!Z;>d-(
zCJedF{ur}kfP@vQs27i9!n)`bGbWh*XlhsLt>+DGZDY>QJKZngkV&&REiguz0SCFx
z<MZgqh^1Qx5Nt60-Wx|jx(4(2bghLl@x9yb2oW3{+yuo~620<Nd7Slp<=5sEA7vbg
zyGdz~(P#!Y*Dxh=O>|ULPlZlnd`?bmVq#*aix7iIB6p2)uJHa`1<7c%%uqDkaRQpJ
zVkXZ|;Zh9bcQk=MfAxzLm_K|dTc@sZKVHbkA^bIRf3a=lz&Lp6vE7Hxm^wh?Ms0>e
zOe{C7BlJZ5zq|$iZq~&s5ug%e{q(k6#$lx&<R1-`Z70xNXmE*<S88i&3LpkFoGbLX
zK4P_d4B{M}LO%EL9j|-2{#$V(F9Frn?26O!9B&f6Q6NAaxAYX4`*3+|m*Bj;z0rs`
zLJ+#S?N;tV)r%3h^yjPY>zlv}i(wprd8O-cwrq2IyAb<a+H$pp`=5`;Rx;>N#*hdZ
z&c)5GF8~Jim!CfY&WiM@V$hR}TbqIZGhTXnI+sV1sWT1Haj`=BTR?soGu~h|9fp9K
z*x%xM1lW9}Z?qe1h}zoP)GBF3gNs&V<M%JN`>U<zS-jc{3#riw$+#>h)?0GmR`i-2
z0uRMHV39F^Nt)?7_ns2;=j?lo{aTwWEMxK)j7!xqs0KW88%>8;5SpyIxQZV<Jp9bM
ztY@WWb<p9Te?{^CZBKvqkBx<$h-Z5=S78t3GcW)WU97l8YYM-rtAF$L2SPrsA&AH`
z)R@9DdHA01#W~tXbA&R5XDAmDkDTI`Op_>D00iz-IR8=yJ@P3v(dj@T&$pVdih<v0
zq9{C}crqz%!>O$E2il3E_M6?I*BAD>>(wUG8MG?d8Q0XJKYZf5x?2{m{xOK-mL_(~
zd^&pni_3=^NNQNZ|L?!;|2z{MAo9O$p8w~q58;`6K>tO@{YM?UdE=XpXUO(aH3=-N
z)YR2cD*mevy*EG@KJWi8+5))gQbGanQ1<_>Ilf>{5NN{ymxdLK^03`m!ch$e{<ZOf
z5;A}T<|5dA(nzR8l=;(r5T9ZlP~${qx=VsoEH3#IV`wNes?#3%6WuG*JFPbbl*}=2
z-XXmgsZ~Lwn-JCh8EeSjr2gioiqUvb{E$n$4$aEBnmWu6B%9z!6tZ`z2PofQDR*#P
zTwwHIHxJ*6s;dMR{8ia}2cTKCRE&J9+i=W6i^8$O<g{pq<U`0x)P88>aW(2{l9_(e
zlKp9TX~vP)gcM{<fxv7VYK=R^*!)OAgI6Q>18)Fs4(2_>yGkW>b+v*vO+ym3!#s&D
zVHMNQ$Rtcgwx4O{LjS1Kc!2a6T|n8?HtTO-^}6Jm_{w8t2)yRH9|L1MFeHk-f`$k(
zQCrKETqZbi)x%M&eu7PCt>77*hbZ1Za%|KG1k*ARF(!rT=oBp+ym|XXWt#kp8E1i@
zHZ;3aR2p$&nn1my5`5+HJGjG7XhO7$8;?VGe){=U4`T|Dn~9~u9u&gW!D3g?JMitJ
z=>AjnV|K_q6~FHJ0lY>RcstAxVc4v?QLpYHf+YgvpgZNajiW&LlN#a{>f6Ssn{I^v
z`1t7qmnEt6Wel*i{d_Hx4trL93fCdmJWhO^3HNLR`{hyBp%1y{6*4)rYJz;e47k>R
zBZF%QT)+wvgMQwB{KUhAyooCI1QK_UVPd`>$-d}B-DQ1!ohU6Yf9JMG4D@zrI1LR=
z*X(Tai~m-a+`^(ZvdL?ji)ki5ghNEO=?yh3V%ncRF&UJVRU=aBER3HjWIwnag5NVL
z@shQz<bjA-(|j0^*{&Sn^^t!C$1z31{ZMARag=QC;@?Lt4^F5;MKeHMrhDhz(nF!r
z^!Wb94OdM#uufL20ht4&0kQpjaE4H8YIJ0h6I_<Z|Cg^7!a)rqmT0zvR!g&K6Mx2R
zLxkmYqGyD|YSWr_c8n1bVDeK8(`W}*u5AVWL-<<__cS_`WtLrmR^&?YoWjh!j?aG&
zFp_wUeA&l)$+qUZV^u?PI`O#AvD*BH8r%Z4A_IKuqDYvpLNfbtYd&NfX=O2I`M`Q>
zn$x1t<sKTIqFr%qLMi6Q@aT}=R+Th0_i(6gTog3d<~^&zSS7)gqlVZdP%}G+lwmI7
zkAazSniM&l!^}#%b|~E5HRy4<1ehgs@qnGee<nCcYnc&bcB#;T(Or&>tl~eEWBl9&
zOSCv#GT9nxCD5h$09{9j*_9)tUexoqA+TEYy6sMdwJ~B)#8&DE49)`r39u#zEcJl!
ztHCBcx-3@nqeWx`0+$oGdeM3ev3cqI;lSwho6w`e+TjmIT2$w0%^h{fZy&|lOXI}u
z(D7b7Z9jt!{}XKR9v5tnH5*(_JSn>Gge8E?A3l<z-CZMQNP;97USyjXU`?bJ?u4ot
zc@>&u@J(9;`l+iP?YFq3(79wVDdew4oE8&&U0^I3b4;iZeA*mhu&$Bod(QBmyk{b*
znJGD;FCc%}*SNU2@TjO^|4LZ#1>a+mO=N2%_XVbH|9|V!M8RGZ>yIz~U1B{%Xnn6b
z83K|$z3i%3i+Cme{i^|(laCLSNWHGZFXxNZ=wg>n*SuT{ZC@wQ{E4Qed(3y@f)3*O
zZP7+jPH`0cl$u#gYo*2PCzXLm1-xkr;D0Dva(UCBz|BD<49S@H(8I4<$gmO@WKE3f
zjY|wKYt5r^{?qH|<U_1+BRj|$n$U~Z<D{ldx)%e^O+O)JkmD(Z?}<wl-sE~y(lqj;
zi6`}RKXlh(N>iRUfln@jg>$>?8^I@ASNSFzv>TcXhtn753-6CT*o_W(MTaS=Oqq$F
znO8Iu&W#r=A+8=AmhS{VBJV|2C-oQRcR8n)<VJ_DGHwo0-VJ{V8eiWkR({v!-?I8(
z!u6`y^s+hFZ!+<CAPVfU=ENuXFMc^(jy~q!j2ckT<bMzm8?J2y_MM$~NcSKtw-Hiy
zFJ^6nXRXg<b`AGPFi)Y@fNPA0L8+<bQ<F94n~Jj&0wupPO3UX*@V_n<7(B`UkOt;o
zzyx}y3+eZ{NolwwWmgCCaKpybph3(S>+gBp>y$L^Xls(dc0<$^NzpbeZ|Ev$uv2xC
zOqA9F9(XpJF98IB06q!C=&R#FLU<$kIUN|@*PlL*$!`ADxyDlyo`uwaY6HKDz~SX$
zH?aIbq6dc30-|VW3H)6C$DkUx@;G&0Y&AC}wg)xDL2o3U)(^lIu8jw2NCZCrsXtFJ
z&=q{l<dgZC#>MxT+LCXD-Mi7RE=uff(lm?0g%3#&q_`#u>?1e-E?-N3wi6;Od55$@
zmxd+=_WT8G-kgK6)fiWx)m|7{j4LZUu}vR?Dhxi!h&cygAD^r7J}@X^F}G6y<4xRC
z1MUb)*@O}FR3OoG8-SIuj3Bzx9kYD4e<ubuK?|YbYGx0rAV(?_H<yQ77JeMxp;JR5
zfsO!Ebo3+U@ZrG!jk($o#{Yl4wELfRzznQr*MGls!T-Or^!We#b-rK{@j21BxVT{9
z;!@W!{x?msEfNI4!9@PPJU<Z%d2#vp_!!#QpaIczz~cK&PdE^f;t!>)^Ln*tcG!Fi
zRG?6RG`w%l#@_z^{?Q;2^8EaKv9ka5vTR!f>8}x{dGN;@n7&um>rnN8i*+D$K9Gph
z-0<dbc4B_MAHdGW_&q;DfV}i7gU&u6PNUj>U6@%D{Kk22%uMnM^NX%-^p`@Z&8|RL
zAXM+)Htb*7Y~B0elGYE1zOY$tK=-~q&KFHZGg@dmBUe90l9cm;dHZ}^eY#AJgyOQ*
z?gm80E_g#3a@t4o#&vkyx-bn~zBK#2w3P9BJi>1!T~TsO6wdpIRB#4m@>$OsO&4;N
zx1|OFCw3W2a^Tw!8gP6W=lZQro(NL88l!I*=B7nAf27QgOJ_&*<q)JZ&R;ux>`A}l
zdsW>lf%@2tjY_vDgh^3h<7;c>HEWJ|pXB}ET4DS!>+x($Eq+{I3;Z)Y!hFp1{*RA5
zYBV?JtTBwCyAezSz7zjF387(NI&DUTMBBVyT6);BnOO$^cl3*-Wc26Ps4Qku78VuH
z&RWgrcJ&N?9Giah@aLIoHgKcl#WdR=#oV}pC*`_B>yHd@4JKite-A@0N0?1PBH@4R
zQ}b(nOb;9Nm4Nr>al_EtKYvjP>R!f-XLDzeGmx}yFWD~X*?{&EekZm0a!*70MU^0L
zqtcBmOBjS4?kG;-<}BtZ#lsPsBR=wx>9;Gz_pIa1Y7aVQZ?_<T`9=Gs+Jk$S>D`Kd
zv7^Xcg!rW4uH|<!n}j=F(s6oLiLuoZ?Hz9=BA7en@UDSTY%`)o8DSstO@k_lP~8q7
z9@~dNDX^!@4r^J9`fd|dFt-M&`R@MgV6GZ(X_OSbBqhe^&@>ztmX2!c4}8UC=~#B~
zg!8Nh82wyS--n~puahXw9i-Y^eDf#&x`Pg*LB^9bwl;}?sx<6u=cD6$;&D=RYD67V
z5sdzmLDYo&9WOFpU#@2_!8U2MfIo}mp4gK>Iu8m>PN%wW%vlKK`I8Hhf?yL5#ohyx
zpf(seVy|*e{vpIb?y|a;i+~7^<Nh$>JmwFI;?2Wy2=)U*lTPI#oy*k6ZhTdNN0H|7
z-&-~-@hKFYHE%1fd(%Et2ZiUroC%%u`J?q)>H0Ez5r-|Xc8G5Zow!0?Y7@XD0%*n>
z^fH{a3BJe7TYD@TrKn$d#|Sa!Lu=z}j0m>O{i<$qUh6R2Ov0VcTAg=3lis34MDbAE
z-7#@DAXiQ|^W+EAA*<q3bcXRj9<CA`NUJPyr{Z$NuWd$oAkG&Gnm37!$O+ZoC#L9T
z5J_z0#~>|#NQ+ViCl)kAcJv!8&A$D*c?3-L_<zhdP0e9yhRq!CNDL!N(7m*Yrte7B
zqeOMBn)~+pc+*V2!j8Te>BwQs(J~C){R)OQF=vgaB%T=s=cG72VAc&Ze(YyteR;7`
zb-`DcGN%IMAc~`ZG?)Kii>62|xyBE%ePl-OPrOQ?O@^!vykR0)E{qeJM`ZO(4%{B}
zL>gxePRPMn(v}4`C6M_j-XHNAd4FS>qurxWWE3}vKpI}LotP>z7x2lA4^3JO%_5UP
z&^)$_A;-@mGfhs`%u0(9CwjQf!JraCt7q?3pqI}$(9X7%<<rbeQyk7mW(Y@cb3G4M
zfToBJ<-e^o_GP}QskjXeXq{}^VVg_1hncr4t>qK|W!5+)NcG7XW8*Js<%eQ-jw1B^
z+%T^;Z(SH&KoV(P5Y^U-pe5qFugxQ@o^nb%I4nr2rrcf7?h?)Q&*&)mmZb)XN$TL7
z6;>k7N)P*7YW{SWvVhgf-0V1Y4UAxhFJ$ztI1$y-!@LpT#`mD*sK5OCQEcNgZvzpa
zJcJpFE)#X41PPRWbsMH!GEsZa$Ekh0gcdgHtizlABZ4+E<C5CVXfR<^%#JlusK}jA
zzp5n1TCjv_M=3Uj2k*oyQv`+;-$G_`oS+tb5REajdxIz}yZ@^u$YnuQEx`6`$1nSU
z2h$O|uCpkRnbn140;Ss!U{%p#=}m;{t|X)swBejj&iB)yTJs)Vr1n$_&NdI<%`NS*
zoY7y6>$M~{M+xmkG1WLb7J!jtIfx|qKj9`I8E9n`hNgHgMU!E)GMMDE=6<9ZEB9P8
z6kvy&GhN&09wl*#%@x1&>1~5F`C2b15+Tag_OUtCNngib3<!O_3RJi;dZBZ9t>b1#
zwBD+1>VQZ@C$9mWQ#}~!MAQ*A)`dLvQHE*5{8!vhbeqXxZT2%I#$@BMBQ$8j*Y5?9
zavnrPhGkW-+Li~-JVHu6Lx`m^42cD$G1zl%ZsPH<^Yg!IpCl2aUWv;1;&NxicIv_9
z#y-B(*c!M1fe?lZP^Ra*6L*cO)#li?Bu6J}B*v?J4g=DJG?&M5MJu6Z4Nv;SQlMD1
z<f^LR?z3fe5s_PFTpe-MbBby#Ey<mxJ5P!Xz6<}{Z)8*);7dt<mB``AnJFx59RcbA
zsRCetaS-ha%R#D}bWM{7H|%Tzk}I+%`WKH`*PZ2cdDMFyIwoc$qQAblS=#E?vW`WK
zbVaCbMd3McPW7W02wd09>IQ3(XGb(wah#`T(yHHI#9_M??HT)Ovye^05k`P#dWk>8
z)W@kh4e~PZk(4;0Bz)NJla0!%m|V?zihZa-VU`=~KFFdn{V_ZtLDg++VO{rYGbdBu
z%-Bo<K}Bw8a;6*0I#YmZpe4o0BO}rz!c&(|1`S-(O#R5~^y19jj>Xi&c}~$vI7qw0
zJGF-XoILb>9)rkpA)f9mH(Ek-%O)me>9J(MbY<fpw<YOiP`=b(ZWOXM;`2B0We^B$
zVOe@AQEXHNU$(Rf^Aehzw2~t^O{##%i;S)(-;X}Bb)r8TFqU<#0KnK&Gah}5<nEQv
zn0h2>CSNe!dDAcMJk`Pp4m2NVVy^U<sLO4SqA3JE*me&qM0XHZEz*U+sf(}zKQK>r
z97=!wQq|Ux<`h%;;2TC=yzoFTK}E(pWDiRP*>Kja%~l3FJ{f_N7KPk9%J#k9&wsAi
z7jAjUnAY8Tf2ivcT^u@46EU&UQ_&i%v7ldz#b>5CHDyLlB6=?Uq&@kaiz|}mFN`4)
zR!mi*8RnK#yl}4%d%tiwf8jOBvL*`|B9TC3$l#X&H#E`*=>h@sJzUYk7uvO?y9gR0
zucs=47(&AmKKeuwUi_AumeHYldf4T?oydT-xjzy#sO?S(tX#l$c6Y>cEg++_3k#21
z#%y7GqEB-z0%f|O%N>Se;o=taiP}Q?u@~O7b%YWV@YcO`k!dQ`L=T#EKRm^+eE73^
zX?t3e!KyFc6&OP5+Hi!G`qJjsaeLOCN;`@H=Yzo+a(~2xn(1yTWEwcRSi9*8Svy^_
zb)Z3G^79M(QEm+9rDMEGV2d^L-M`ZL+6fK+%rj^p#7AbB2~aVIu?nMfov*Di&f5s#
z2R>n^4-7H&2IoHJYl&M|Tz<@^<@qiphfy8KFc*vbDLxLLWJL)ASZ2N}umq{8BZH)o
zi*K&F&sieZaa5e;E@syppcn69`9f7(Y)nI4P2T=$uLHu-N!7DrMdj>>-mWTuZ*l$M
zxY?v_Nt=?RjYt5qg1ioC=3G{X)G^1M1I?K5P}k8lRT>FVp0x=RGx;$rz5L1ZbYD_c
z_0|B>7=hqu_33mm(q;YM#-11&X5o9BghBW$R$h|rsK7PCwOPfT7I2e~PyG>JrQqnN
zW<aU5qTqO+Nzt?@d-xNb=b1blkG^n+Kh5|=Mg;H+%vAP_nxg5v!aZv*ZZ2H!q6n<Y
z_RfiHUr_L4YQd|l7_8ur3fA3CX0p&5_ntY*3^Ix5MIp~&+=|ARXq{Z16&o+a8SN8T
z#+c;teDP#uZpJbo^NuNFb^fgXB|<8;@7@(4beE$Y{lv&*p*8FUUFZ@u0i#74{fNcC
zAN3lw4pJQ<co`>EIs~xyThR}LG5q^XdWk%J9k?M&n|`ikm;giCW?J>y+9=9IHS=rd
z%j)ENQZz+TA9G}he{3qFuuzZ(wdSzU$LD;y*ChU-&Yv{?85z)Jxl5r@utWUEp!WLp
zq@@j;@&d*C1p-lh*E&dw#s2&Xet+@%zHdW5kE(<XfLY)-B|7`hl1w+UN*d!{klf9t
zI0$a`b9k9+Q);A<K+i-~DR->m=lh_wKf`VFtYrJ4M60WZ*&r+)a`gVl=S$(1K)g9c
z^r<yzgNWX(c4h4JwEi1(mg0M3hc{t&-#)MMj4!@mS=iHWxT?U6#Gp@9Bva!nTO!i~
z{tQI|T=14pRySY(pc*K{Fms^C>uC^@?lkA&z15mNoELZN=*r1tV4S~20(WcC`tR7{
z&bXeJ7h){$@GGcHZ{o*c$eG>P&q`PNM|Usw6M1B-!#PI?w;*VmTo|5ZJW207?lV^X
zqgRiP^OF5I+;;E(&RYEYaVrmj`>|l-Uk)UN;VX>`(F_S$C7n@ks7Ix}0}o_L6#a1S
z<BD<*IJbMUDuO#U2KAR;JHVQ$QkK~MGmU17pVBkEgq7>+)*XVObmLSm<=TW5hqw1*
z$cWG?^XM~347hVg&ezs<!6r%d*OT7e&BBk=Accd?V&9j0`B~^B%26@=Jez;?&Tib0
z?{s|Mtgq@Uw@w_>D9HV$!tq7M)*;LSqtumrlr#Leia)&QYQG(u*HPMv{5e*D?%Ju!
z^Rz(FpZEgdss#P=VVXehs>Hx^R~clLD`E@1;Zr~M4*D@-4ELyMv>NS(gtB1}C*;LI
z9OW(~W-69rOfFK+5O#O*MN2iK@kH2-6jNGBlxXQ=eSa~lKv#c7nB!1jzvjiXZ;|Oc
zN^m~<obM{UsN(%Rqygj?)=uAZ&YZZMI$x7O=6BzgJ#^EeIDhHqc2I|rMl_|O`oh2w
z9{XcFe-vyd_Q82y+!UiiQ~6;_$R5pqIoSf^`K?9{!)U%m<8HRND%n8BSoQl*3>QV|
zD2$Iu)%OlXzcFCj)aG1Vp0c+ZAu|3WKFVM050hER{X_A>yW<nT26Z9eYkq8|4T9bu
zolja{XhMfk0W9AHw;9Mn)#oCRHO&3)Z@XXjVe5h$BT5+^PyfuFZ@pit;+}DHJz(>O
zYsoY|dH>o{LAxT;2d<9;9@P4vHm`{(Y1|(Q*HSsNHjYEm&lMC${n|3s_guuXvV9oD
zT8e5v`<Woe$#pYXMK5hizn+CltLJI)r$Ky6S0{P<#RO;h!jsGzou<j^$Su-0oAIii
zYJvstN7@`oGe`dW<*o1tQO5ZabNtP+o5qW$6S%*BQ}b0(rM;9vAN^YG1n=K5-3m&`
z(OF@ZSKF!6pIpWX_phm9|GpHlE_Cu0{X*2C?M_0^(kW$bhb)*q!saQXsz5lCc9-*?
zdcpf10Id&Vw-_TOKAtbv;v^OJNi)Au#Z*`Z8^LmLeuWJo^v6t8On`fGJzFF5zB>(V
zZ$Io}rKd*(VA;j~MBSg>UKO*p1dO73QSwe8Tf41GR((OldU^6#(6UytsSN4cEOdvR
zsBA_>1Cpj1PI$b+j{9plw*mZ^ZJp)5QOwQyZAfYve5Cwvwbwk^H5y-lhQCt4hjAfH
zNmHY~WDlFe!&nMwlXCC)NMRsQSyIMiLH7P5M|#Bd{?k`WyBI_-ue8nnoE%0Hse6h{
zozCGQ2#&Qp7ePcdwFszZYRYkT5Sz!#i+J9?u|7=gz_X$J?P`+hd8LH2=!VS~Z1Nu|
zkib3RA*i};NGM<}H661he5nS%0a^UquBm{n!dPau{j9E4I+0)Sww*)eA~ydpESJTY
zT|G_bs|djb95xp7x<4X|yg9YqkS-7-A`$%HqjcPNwY&N`r*e@++iwAL4Aq=+cbfH!
z$CL0M;hgh@maLJ)g!5U<YvLpfQJM7yg3!C%PtpdMV^<d4dyPUKlQoEpk&)b|R#&1R
z50>1R0oiq`*D(`bf8n<=$^aNHfIPm~IZ4dSM&uAR4rIPDyHJ(jegqTkBe;3Bjq_Xl
zdZhQ7SO}GqtKI2MvxeA3+Zmx3h}s_WhsB=N%J@aknk7&i5X@%7<jarS<a31satgi=
zceH=*qh7ZfXg$~AAd8b8mAV}bXS3T6G#7EaG*B=Qt3qD65K<s{+L%1odM_&%Jly|0
zu{*BUH1!M9w=#A>695}wd(>SaA%K>@FM-b;AQRI%j{d_iq+~p>IeN<l>#=8F;<I7_
zW5~4iTjApv^0JP;1LUiCtVcrI;@GbKJ^w!l>-z7v9`tiSw^9?os~nxX1&hLkrMhOY
z_Z?rPNpDU<adM7y{6z5dL3cf))z0y_FT`U)0$V30Bn~aB(gR-aq^cO?WFXH~>J(>R
znez(8gRfe07QU}%U`mWd4S3P!Iy97H$w$?)DI3QWKT;ik80>Ef;>zN24yvy-_tmww
zDVw7Et2T75ug~EXNi!QIorF4-S5+8{PS?OTIoYdB>q)2=ADLvX6u<u~N5GhSpRDOa
zc1+r!^B0FZc2Z%~z%zT1O<6<twMR>#CRX%~sGM`!OM9V!{5X0bDyOi6@NS1H**Zpt
zCvbJ2^1WC0q7(@bEoK(Mz;$0i!x8ol)<)P5B;08Sx#D@Y+{ol_09}g)<JDe#D^SUF
zFsDD|o?4^xV95yl&aRtDVYMF-cFD7OgI1|H(a0uVTZS0#%=d15Ex8d{7-}o#3x*_I
z`;5enbrE|y%oi7tw%rLL-{~|#)Qk9%8OnZ1yza?@xhHz`MG$!-udxlZF`Ruv<Mc3G
zenQN@w!LR8%q6lcToeHf4)h<Vp_O0Mh%@1e+sKVUyp3d=)>qIQ5VZex#t+;7lJvtR
ze=w3I9N-kDAe9^GjovF=nE8QPpn1oS>ucA))w{d~#=Sb4I8tY>ABU*3IPgqK+a$ch
zM~H0k<}Sp__0r5w4y8mdPsdFOTWj1pzpg-FQ=h7jEKG;Lr(=OFlK~h0hZwTa{@rxN
z`tbKG1}t@=QCU^^>e_9an`Tm0aJE(R!m$~m2sJi2UW)P55m(v)K;8@v4FmZoLc5mn
zD-_YI+1U|cb7{9k<=s#G&Y7`!iU9unro@iCQ6*PS)5-`QUZio}&cvA(6#^r??|Wy#
zDy*xiTJXpk@dq@?g_P{LIGibmp6LibWmh-;WwGBbugvLa_Wd-4RSfei_!??kva&=S
zV4e~f9ljcr5!vBxdgO!q)t)cge)LgM=e~Xz9UrMpxUt>v@i&r=U3BX<LG-p?N$7Xf
z)biZT86UrY?U&7#G-lQyrjMwPPC_b?iv<6oKtxsiU=_b!S>O{rBHIs|iv@2Uknp7I
zlr2!S*1SD4|C!gQ$*$jKTk!~cm0V-&lbjo)AC~B)h0*VX!uF95mnqA}@=Z@lw4e`G
zcF=MMOWUP;>tboFh8f;Ilo9)R6z|5@SBj+}=?$_5NfS_Tbo|C69IXV22^(XZnXPc=
z#}c_0J&iIQ>8SnnhPr0jG4P%$4rEge&JRqUy<}pV2){3wN)u{mBL$iM+!m)sE>2II
zbnG5>DpmJa%V~`dXgl$IAk4^!wH|{yr;@pS>(KlXXeayInSd467iwsW?C$IPLrvXS
zM_)LssA#)5in@IE)aqhQz(HG(1X;D&Gx($k%Y$q=<{TgRDa~IL(e|0Zj9niUTlvHK
z<((JE*j~BGR!d1rM&>ai^W(l84VMF(^;y+9)C~3PuG0SMWByY~kJSU<TOhM0S^9d1
z{+vs<Wn_)HV0A$92*i0k&yB}qZP3g~>qflWmAj$SVHBSazt}gWgjCawf!QadO&y7t
zJszdL1*dAIIevi2TmuRS?d)?xa^ktTRp-VYpU|&7^x6n3x#BdOuYP5zxCoO5#!K;}
z5gh*+eX5N#8sJP7x#orCRO&UvMJ{&a?rk9%+`rmJZA+UZb)$pA$eJ4qJ^I!A)Zd{3
z#-ua5FwBev!!~WUcU9=dPHfwL96ay>(;GFen?(E0?8K~(58Y$&C8VZ!`!{>m3&e-p
zhV<^d@@QB(nh2-~YX%*ARSceKcnPsLF~``ZcHeKR7x%qIV3e1<zuok@pVD^$i9rT$
zvo}mF1DcGtqB3@TSQ`liww$d#mGZ=z6BsHP)2X*CIh{Cpu^>qP+=vw+qCdD8@@Hj)
z=Xq>d*s;Q-hZXvhn%twSOzAJD%ik?G1n%v@$3S@G{gE6Om@wG1b0*i%O}vAZ8buVR
z3NHPL8&n<*KK)Afs2c-`T0^f-?MWsCE_>5ZK!cYg!7095tY{)1+!lm@5$2(7JTb~U
z(^q}`c0_Tg2*&ddhR*cWIppYFNa9OGKSrw%*HeiScEmot2x$<QMTlT|>IytLif~Hv
zo`W`X?W(xS{MBXO3c)-p22$)-Bn*HrMoq6D7|>XY6CVxp+J)cSHmO#|0ZFNX3XFd~
z>gigZ8@kEz6=%mnx_md0vVScMloW`o@tChDbr)l>Ak}d9wOAbNJD+mv`)nWzP=DYj
z+~4X&d_f_bS);#e{gD;7s<*OX#Mljrc(^~7dJ8at_KzxC26sMd(wXZ<_7{_z+D^g&
z?EHf9{8SJ2V&vm!YfT-}!i66tw(mWlW;|j^s2fGSDYN{7a{bZk1=R=72wVg9tMxS3
zi!Y?C=Jf$&$`c&3kk4@)Rf^#|sW{b}UL0<|e_=71#76``(q|7Y=BR|fXP1FmgYa-y
z^i}o3btQdJmLmAn4dw9|wI^ykWA->I7yetlsJJzC`N=jit2}$;FcbJzox|%4UHZ@7
zsNt|`1EO-c5un6aXv?E-oO_<uyC(L<+T82EsB&GWv|fz?7Hynpy^op=&pckS{NF7~
z`qipjalKrxyT@pKf9FPdE>SbSYU322q4g9ilTbJ1!_VbJOPxLBBQ4LsyWwY?lqN?Y
z8TfCYix8N!us?7i|IxjJbK5n(wt?7!vpTNeS%e1v<XDYv7+Hj@gUmK+Ka6jfntk_!
zWRTcmygU$3&#yvu(@(HS4Wqaba|`F|*0DQYg%-4|5TdlxBiOwqD4;8&r5Gi4e@tcy
zj=;5CV&gn3VT0XUPIZ`d{fK%(>~@3bYiIf&UcG>eMCmWSfXPBv>dm_g5<t>f*NQ?%
zJHL7QgFuIMaOA+V@X3ZkY<#x?K$f=C-Wlap1)CVuhonn@%KW3G;vVun8Y*$4J(s+2
z;5eW6kZe$_B!Ug*a-t;9e%@g>v<cN$@Bnyx_M_C){rxh2R#wKOO;H8%4x$ao;JKQp
zqO^vOq_FBj-PxhK;JPpj4IDP#Cr+CeW-N$bil(z5O8f4b#C?Mu)Qye1>o|_Md%X7@
z6|7zsiX!CKEapMIkdD(1X|nG3Sk5YAHB9%B*9A;-99Y4)(ct_k%>w<!4Rwy<GxYxA
zNti4Q3zJFjLEn&y<Ik-Ct~{?Wcei+`TZM@KUV9^$2ZONlxp~g}^TXW~+p_}=54!Dl
zLmVG(c9`~g5zz%G#lkFB7kSc`Xf5f2i3EBFM#gr+Y<0muzuaQeUMmqtqOUImOR>VV
z`$oi$9M0{2>vpgP0o8(AF+r~??`ZH@kaenm6T-tV$WYB&dgSa#>pzu=B4H>_pd$6N
z)kgo)mE(Rp6s9|+zDf&mE9!~+2o};W8sysZykTY$vQ>jp&IgLpA12?}xx58`ZMCR}
zVl_jZf!8RotV8VwUL|B-_?n@38Nj)HK0}({1}#s_ximPHXzqnPZjFhY%0{*oC}5rA
z@qb%%Q04_9-SWRQJ8W4ka~<|1$k-5ftAZ4)Cn#$PYhy2;#I}rkMd3qgS!>wb4B*zR
z?R3td0f!Eh#M2*FdUp?Ou~r7~t^Irh^`~DY?pa|iJBOF0{iopk>~?k69XMeMQ&s}9
ze^PoO2o(M*BE>W?Hy-=`iFhM7+aRpe`Yi8NgTT?fzcu6XtjPE=Ut{6Anl-3>r22N;
z<68d;$!NW?v|adxI3iXUN;2xr)6hMJ)!U?B{*y($5&0{>2jc<w95i8MdcqH#zWFjK
z;^p*gLU{n9W&<J*R<!bd`qSJvcD4!gu=OlmT|PF|VccB2@dwbJY(Run$9YY~WiRiw
z_RAaARG_e*Kb+sO@Tu!X_CGv+pe}K3@@0W*0TDuzx9vpbW$zURZm#%tKqAL>bZ_lq
zlSh>H@!9enOZx~UM;W>=_;`12<KwoEmo?JM#S31GA&_16ImhEczuSJ?7ulNho}~`?
z@J*)`Bb@5h4di=1ZmD44PmpQRu=7|f&N^`vC4$xApO?}h8?s29!MGb&WM6P4U1?AC
zF6Bp|ud0C0c>`kKhxXF14Sl3eK|UCsD#GC_d1e?^-vX)-J$uHrtT3AO*~4iR*73sR
zl{u>|zU3K{x8Lx6jKkPUmtIdC&z0g%yu-X~9**Q6$@Qzu_b1%{IU^Ec(lsRAbk%PD
z>Tn+SUctbbB(w7{VB?Jdz(q%E7Z!;+HxQW-j>EJ<5Wz(CLV7JdawM!jN72BrZ4PKO
z^CmZWhV0#2>05a4r*AD++#Lwzf=DIiMYvpe?{KD54SIH)?J1igVCRm#L-cWDsiBR^
zhW*aqrDSj9`(N(jb=JFoPRLd~F@@+!duj`NHf_eA*Rot3qlYZU^y46Dp8i|Ur)wFP
zRdmLWw|fgvEmgRuM80e5>kMzy&E=MF7qHmon1BUpJz+e5&`VBUpqJEZj{AXhsj-jG
z<tAec$aV8H#yyO(_KT9L@^r`QXpXw|6x5rh?D!R>>aNQE?Zjk^K*xcf=H#^aTkz8X
zVeJe1nteY=kgkbUKeFfg17@}7Hzv3zEtAnnr0d5^j&6Ui@J9lBJ~Y&T+_E-OJ6fZe
z8Ub)Eo5c9s?@n$|YfiufSb<l|TBJPw(18;;4h%7wUU&odq-l6^KzRMKN!~r@0z@BJ
zNv73*Bqe+1p2tba{oeOjTfM+tij4l|<#vO~YuuuY-}1f(;*6cv0cGSF_a%WSl7Y?7
z#IK3{(KhL&&*wv1i&*XpR_9~c-W@o*8bQAZ3fx8%u;>z(U8dL0%jn(1p1G^S9sJ%u
z_ogYX>WCOMa2Inh5h!1L6*<m^_fYG<yX&l89qn7q{v;Fsi30MoN!-d21qS7v+$746
zx7<a%KP^#vBXt<mBk|pXLf%lGo(`VUdFH0K%Br8z<-1+^`(JtH_!_#~pYq*B=PdF$
zlNavQC3*OH@Y?4(Jm^z}-TVsYQ6z1?ZQ7>v^6|h?#y|^<YG=^XA>rC%jz+t2v@ugo
z%lr=hHcsu5c}bE(PKtsXbMy3UVPJgwyKI5C3RjF+z;HB2dY|tGE(b&g<84h&vLfFF
z&grn6o=K>MjNeU~3{`nJS@I?;r`2B)v#dq*SK7BgrWesV*T477{7l`nu?X7rYr!-%
z|Btx2tA_t2?)-3;$>(m>9b8=vN$0ev3wlQC>+8F}-;TQg>`%Xaa{v)LptR^39!52;
zCcM49CFC$g$`PC#d&}u|teKGzY>K8^Z45tZDt&r%cBUM>hQyJM2E?!N2?_~OCdf<_
z$>L@S`)VKQXY;!j+%YmRK-xU7Hcn5K&hXy73lVv_57tjgN(u%n3Ehi}>1$=KM{`ZS
zPdruV-#aAi3q(9IE(QNK-@he|u=|^wn;Qp6JEotKIw@Nc4F{K;F193(S6fq;HW#W*
zw1EgYz%{_E(|`u}1j=WHs&t!!{)s~7=28y-9v#UC^P!^7);ePe_`g2i0r9_xD=RCE
z!>1>W>wSP9W2TZe@cW-RnpSGi-PwA{dK@XA%E{HtjM_*RA1)v>DZHcSM<*9dYqV2a
z_yNb`cfT2~MxSVP`A_h^PESkwMJH*Ga!28K3Tz~<kRzC$a@9F_XxqqcWJw{mZiV7+
zAYk+Oo1myKY{6|G`|PGw1HJ1<f+*6pdq8g7hX$6@n3@`=tj;gVj`k9-Z(MAT;DPiv
zxceoe*_FzHQC3k+3C2#0I~BJ4gb#f@HKCm`>^v?v0Y7YByt>V>{|4K<IB>E5_Tf9X
zImaT|FVi#Wz1kKDv`ggX?ES2&IzvEYR9cT0eFID*odI`VOt7#EWo?xJ0$WoV^SS6y
z>1(1`;6wVNroFYQNytMSyeA<GHw3E``7kM_4?pEP=PBym6+APqF}<lwR1$37m5b!{
zZ9buMyT@qBqsV?eE?O`AGZczvERqpdQ$V%QcE@sdQ%pIU;D1G4g8@a+vUz(sW*|8S
z!DU1Ky_9$L&G0>k8%WCWUjChsU+lgtNc{Nptrh3Xw3e=UwD_g+Q$ou&TV%Jv=Ijsn
z_aB&pdKTP0sy<q;qBYN-QQEE}|M){g@f24kv;In=prdXp?ELIOCAXE-6z%8U{TYW$
zxr)iJqTOiRTmAi31NkTDxO6;-To(3q2qkKh$BwPa=ZI%C-t|QIUmjdR8eCCsYgkBo
zCj_v+SFvLEI6An8_}7r8`>#nFnKJA9G?T+u8E;%bkk-6A_?_ViIyHm$`kVYZ=(H8c
z!;XJ>K!q)crgA&`vO%{Si}|&d+|D*T+!f}bTQ7649`{$+Md8w0jf1F^tjtoJWaD^j
zOz&75$h*pN<0$9_6A{)JfQu^I_R5`v#cJ@t-BLCX^-~k1;yIComJS1=OWhrA$4<SX
z^}UWr(bHkemE2B*NT}FCJxaOrB{B`+nO-%~8h&O$P9PHM&$;+dn9`;XZSy*ZBwb27
zuHyO%RaHp$Q4FdZUrNzXi{>nC-iM_IVz*n!dh#g^)-5+}OK-<F_=-%qlNFz^14T~q
zlfLst_-Xag1ov%nj@#V46ZSjkS5s16m?Zo|`iFx|nax^X?t<cxV5-)~>Yeoo%BLCl
zzgg`ei366z=lGqLv_qGuMmQq|7%ZIqln4FKGK-Fcp_^5f8z5wSH?*C3NSiC?-(T0r
zT6>jLwy*YVswcR@n~xy`xPW{1ZB*g*f$RSPKS990e0@S)u)+GoY>aWRz$gcE_(?@r
z<6}oN{_IN4<Gp@YN-oVNx7W`Jt;~(#Au&Qb3u81ksap6XL0}Fd!^+p0%mR3k>v%E(
ztxw9v7<&thvRBIYwu7;LHS$xH@*BK?{Hy|aiTULdR!3%Fg1aTgx?95EOiTkSqz3xf
z9?O4N#P--Mnx*APup8RiNZ~0Jp`)z{np#vXK%Z*ufidou2r!q>&$l&mrW@Vw<!A?^
z6Mjg}#uz(ujIuMQ!Fj7a?I6|H!|pVGJM2#9?6Akz5v|OO;h}uK#wr<JZs!%Fx1|Ys
zSenr92Uwe;vxOA*3$!y(txw3pSVwb=cCdh-RE)Lt>}fsNnUc$24k<Y_tKYtc&S+g(
z4pOzv`Xt~(vmSUW%ZraqS-BWxVTR!rrf47*VY!1ftqXf|@^#OZ469z33ySIW6@g|X
zu<@Xq0|uCzpq|JGEsVujVsDK{B{IazwKEU?SeS=l%6XEnp%K0{=jKTV{_Z?UPko+b
zp<|vz*jAW_p~j|o$JmtW@QoQaUp%B!2Lsp{RK2b#bx;lTQvII1&Xp9Sm5~_kI<mS6
zT@D-5b1~Y=3?r<~&_E)>N*5b?zh5%>+k%y$0UStOQ@$?c7t!ncD}(LGj|(JVZ<f6!
zdYhZjY)Bj2?2xP|#i?9%|E{j+K<4a2jZN^bv9d0jadq)vHFZ(7jIWkx*Mk-LIp`#o
zV6K@Z0*pj7=&qZ@m^XlsuqB7{U51%)zRNNjt}gD)E2vdHxKgC_T}-NUc-zzj9gHRL
zFfv2~kr5VITOyAfVj)uvljE@aa6B@8-jB@Phfosn3h~pq@zGj`-(V8boE{L8eNgE)
zT)2v?Lnk0r@f-5aT}JZPtB`ZzchrWu;J*nyK7Ajbg-|DRyys|vh9+XH^R=gSduKBL
z*swD>hi3KLAK;AE7Tnm--cm}l!Bwy-E)%X|BW(6_q?rOejg8RN+63Ol{2NPFKT!Jd
z{z^aoEqBh3f2R8&Ej{R|`|%oqfnVH6KrasqENkbAX7*C}Sc=il+mbhcaP`$hObB+s
z*cJ}(caUPkKyOGz2H1W#wfc1gGg0NsL1W|4sOI+gqN^LaRFf4$O^5I_OsHp#u|C%D
zx0KKzJ*j~nw!hLooPw}DQdti=d7`bo2|P_j=;&aIrYf6f-t?a9qO&m0)dFK&EYQ$Y
zjP?Ewv@Y&Q<e%^FNXVfXCJzR>ppBK3mU9PdDVk_xam-hgVeI21YzT1R4F;@WLuwA*
zvoXg=8#6jjTIFU-=Sh1q`1|EOnR#@cwA<SetxP3w7aO6inK2qE=Sf9nWjK*tfG?eG
z(8kml-eMzs=44I(-JZ^0zgNFV#{_RHjP<gDzlDSb{?WP^mBoAg_NZ)R$`m-#)&p&A
zP2g!FLPvWOG_|ZMhh9!*_`0zJ2D;XKqC2$%8K11pFw)u#eq?-dwW0kCdEQ!$PkG$<
zG(cs1B0+<*9W2q?f*YSUy4xXHUW!vW+T+veYe|^U!X9IT?BQ=OrGbA^BYkYY_Xh1j
zB_PZ~Vu-V${xry|ft@j0k>IhuUbvT7fY@y9`6|`nNg5{j*<fsa8~9sEXy6|$hZmXE
z>mW6%d};OxH&P2Q+SeMLoXy~ACdT`IwrFZ?jN55EHn^LD2~F%Uwy_=jZH=*^hX-ea
z$2F`ini^HU_|_H^@?@C)M+|oM^?{MT?!zId4wn-#A;bY=gB{@SD5ZgaQX>Owzf(;)
z5Z}{WRQXcvmq<MzL4)(Ux}kp~8#Hk?!Oz2dk(evP@h2H|vtPWCgbB^<F}9hqF81}}
z%Hcr`HqcQQ3B#M%qN|Suysae&u$N**4-e#)lp-vJf4)c#o|`bFDMAM~fqy+)Z2GDv
zq!J@+JH(%jc=yWwm@=}ta;@72Tfgn4wbo4#iwxjsXIlBPQW?WlS#vxJ6S})0w5uCE
zHGbm<jUg2qVEZ5Z*}Xe8w!xs*j%es+1|KIAeALeiO+3wTExfAj+<2aa_ug`)*Lpfg
zF|mg`ntGYx&P)Dz$Lf7gF`<8bg!c7?zn3L8ebNR}u_3no_L5(R=1v&Y(E|-VE#c#8
zj_E@K(8R|ISHn^&uOZp~7K{r-SB=eDyf!!yg$do<5Zc8J{%&U2IH?h5gA4Ke@*CM;
zP%B3?bTx&KqX|Ch>xCvB#0FeH{xYcmH(zAqhl!2Q($^9VTuiZHQX{&Nd+(n~{5qVD
z#)QtU2<_+se-~414E5)9xSXg{@6xhzjNb4V3kUnq&0nfmNR9COXDu+Kl_MHBo1j%a
zORRgZA?`)xA~v0WEn)T1NKEMIfza+A@OL-IrVj(D4%>c@;kQE*I}B>$jE3%9U6?-5
z2Ti=parJ3cd!N7K8G5&Hz<1*tp_z{*y{>;NC*F;Rb-@N}PR3xuTdoN0<N|+JQ*0dX
z&-F`}5~|l>eHa$LQx9JD+G`Y}+dJcn!S&EpW3x7|{6FF_p{)}_+c?4B*#sL$)aUx7
z>q*ti-xiLA{k-61tKH7$AAgNrjcl-Nun(G%va&O#*?n|v#ui!!D!-jGLfb0kk8A*`
zs5bJSVPQW{c=2SEoqw!Ce!be;KxiG##9%@vSA=#@wui9|mF=O1y13~v7QXGntHX#k
zPUzam2Hy5k1h|@F<%kBzEm9yXPJ8~h=Cp?VP^J7UHOSxi2J%PhmQQs!8;c1YT@c#d
znbTp6AJ-nQ)X*nveu9Mqy?J#YBxDt1`tAtqn%oFRIu2c})Zv1%J+yYBnT|FNuV1^m
zuss|L`|!61M+>pq>(@u==v?0t-nPbdt{xCp?|+5~{d^JHM>$5%X$`5w0NYM#A52N;
z)XWisIw;3z7jsO1*B?#1t#I`*H@C7d72)^Q-7(}XPc(41K&t>dd_OaUW>ktz(OxfH
zb1n`O+B+k(oio=SM=9Im)f(!-)@NAQ-%DpbAi+GU<zS`bzzsDW+G^-<tp*)_RO(>+
z_jLHD+aotV24P5uBN{j<$Hy^#xEGbDdwe{jY>yq3?Qv`^+vBDuSUAX=cYGYt+7Vp?
zRO@1W<QA18EH1xpmP1{zfxzRF&}C3(bhwy+39X$F+RBj|8;1IFI%s4G)Y4(cb1dxb
z0WY4QksDFDcrU~OoqR3fX(PeJwoWv2;GLM<IyYCV9HTp^jM48Y+rytVl*5*%SU8}D
zG5VJm*flYr+A(_d{->DGuYT3o^l|Gq^B;%!bN=Ha75}lPPp$n&YJ*=je8|a4AM$(+
zKBSweh98}!?nifaq1SraOEIy#JIx%Z%a2y`pNQ`=u9p7O50A0%9UcDDTowPxmy8d(
z{ioHxJjR59ehBT?0RG-q*z{RDNF|2Yb|Qk`20_jk)Y%ISy{x!$7}f|)>RDHo16fmA
zyYC4;AJ+^6I(njsuMKuA>V(AfLL9ry?~|_Hc^?x72OxA{0Q`Myu<47pxV?kN_zzmy
zy|gE$3~P!&KRft&S!3&>t|%)5&flt9|8TT5QG5M*@ijWPbcMI8_Bzw*qpvt0x?6=0
z-ISXr>GYv()qUszN*`L~_lfyC!#N*%TtJOJG}YnwYqd3<O;gC4jy|^OT+^||pw>>6
zYdX{Wd(*mj^;uP2bhMJFy?(uwjLwa1;O%HqH|ye|=a|sj2cbQ^;qPgIO*2|@eZra7
z{5A-5z@T=nXy{=9A7?X6AKU;<ye)C{Nt)Vq32BA+==*!vJ+C!A(5X7s{1%M~UEC1b
z*_E@w`vF|Pc(I20+V^2tIK)?Lo<Q5fsTh3zwhsohbf9ZaJ3efT#H<n=<5{=m+Cn3Q
z4pO#-1zotda8yTISk_C~7VP2YZH=v8R<woKYT801ItRPK+l_zCb@iSwOc>Y@q5b{f
z?`@4ub31T-!mrQyb@-+$ro7t-femco=V^tl^E;xfyd39mb2fV!n}eH=Q?TK)_GlSk
zj|QHWG?<Vi@z{G-+ZS2A=OHEx3P9+9hMfG*J8|-l^B*j~``hlAGNdsA8<76M3R@R+
zR?4sH$8Urs<Gp@<=+wdmp3df&I5+@JeQk03N!9qlU@#aAhAvpZ-~R|CsH(KI6q6=R
z;te`eg#>O@kd~H)R;^lL?b@|8SZmg-S$ONMw{Yah5rl+<;ObQ_dy*#Px|J(e(x5#O
z1W1CpMvNGNvuDrJfHM*V*QZY(8bJ2)<x310FaVK}{3qlN9Xb^I_wPsl{{87ao<4nw
zzJ2@R-o1NN7ZL#X?z`{O`;uV4o;`bN1&9$niM~gV9z~ZfU8sH@9v<|$$mb-eQ4_gb
zj_%#N<M-cxr$KC^MvbC6lAuBIS#9{~r=RG*bLPx}l;`ApU3S;S#*G`PO|M<MM(y{}
zM<2n})fL}<`z_5NNP_$-$jr>70gWVJvUl&^G%%0+?Wt3z(56ir+_`h7@>*g$6B85c
z*|UdNE(r)Ej2=C@@-t!!5`4L4%^Dg&I&IoCDu)D=k~(wi)-A335M4-_5&MzyB*B`b
zK9XR?wr$(e0L6-Xk$OV{C5dcO4{J+&e0;SpQWsT`$x3nWX%f1&@vQtzUtbSh+j!yT
z1Kp02DuqRIngZTh$0i3NW6S;rurL#&sh<Py$?Er03ed%)Y7>>do*sRFGl_r0CLv!|
z3h%99@Z9nUgO0z#Qyxe3a(o_~Ha>*^_Q#m|M+`EGv^Or36V=0HGPIY7)#SI6h;grk
ze-o1?WMk<76Dg!Bo5YFZ@=<ywJ}@_<n`Wzn=<rxBM?0}ZT?erQ_f_h3b?h%JKtGAP
z4uqSs5;RLmM5okb%*)9_R#~am-|86|(IC9siz=rxmzN{&;x(8CSDo^$O8%|;kOnq_
zG>8kN5qY}7yn81a$f64abM91ZMOF^44yMfmkbPd|gs<{)WM8-rvsU~%<lT4x)8>sT
z1N_8ZZm{av30bEvS6*Y&w+r&`J%QiebqG$liNHI@;V^y(uY8N30Hpn)E}y)&YRxY{
z^ZEn&H<m5A)8M6EuCVXj5viv*`Fe(i&^I(hX|Z}eDl001b-Sw5+y4%(tpoA;j~i;A
zMV`G%KPTuL8NoRy0IxNki@bN`c`kCjO;7+5HLg$k<2vkh*g;=xgwkU5dRkgk0(%|L
zsHd+Fuc5tRXd*@GjR$o~enoqHRw_d)L-qF9+DL+jirV!FhfDI&TVzt1xlaZzbAwpr
ztbB4$5|Dde<DR50nlx*KoD1qU$h~k~cYC~fpZ<+W3uRmIbc1D&PRKr^-X1;Ie2MHc
z7m<6h`jhnjO&zKXpbzVJ`$FHu82Psz@aka3*C(9U-6!PUcmT8JjVc5DBwlW??%4^M
z8ht|Ey(eh6Zyj1C-bC{|$Kj}>PY~J$B>Tz3{1S9l*?3IqO(zQ}4Ho0$R8|3k%_Nxp
zIt@OzqY&~S7AxX1)iUa7%GjTlhtc+C^l*b($+xV9{HQee+>JuW!&t0{uR(q~zx;~t
z@8=Ywi=B!39KqHEH?#ORcb-VjM=L8SraexA^O*=Vy%>olFVb}CK**7o(SNOVWT7G1
z_c~fg)pY1+Zj9Uc{B}5<Rfu3y3FgG4!S{YNT0f4(%ET-+9f+MS=N8e-NrcCRCAgVa
zjIJtjD&#-NFQIm?bva~m<uEHU72daABlvy{me)`Z_NC_1z*63FAakW+8QM$L`^64Y
z3GQl)ak}^=Cm#dNOkh$?KwWNG8SN!CgYJm@CvrL3iqz$k_xI(sn<tULKwa~spwvXX
zm6nXpb<C40bx_FAMx;JpB<~-{OKPn{AF)&`t7`@6Wu>?zE5Z<C{vUV*FNd;nJSr+d
zM^p7afxN#{SUdS7=wXnBX{G!axdN$*Qgk$}dL|Nt*jy^cU7mXitpisN<Y@PI>SA#L
z`bw(m0r43w%8KD-U`Vr8wn$CHz>F09Ud+ECNSE)@{tbMWy*$2)ri|Tr`7qbhgTIC!
zQ{gw{UsCrQ$a@nV<70sizajT`-F`!L)CvDh;PHu$4SB`rY^5%ryuY2xUw2Ms<RjQz
zf|;*U;dwn0E$&2Pc}#|y{8JePXl5qHsHchWxE_ht_hPU;iGKqG_2W|u(Zx-}k9RY}
z%_RPfRD^taDZIBohUd003_9@&Pcw?t%HULV4t%X7=ymKRoVGqf>;2(49;vN^Oi_mW
z3HfRPC}b^zyuTTfSN%G|(!20nau<VkgyX4>V3FEDZID@nE>5QEHgGb-&2%00AU+qZ
zY^9iXI|0szo}uZ92rPM$N`H+0EBB;zF|QbJshlcH>w>iux3c-?3BRS~Bg9gI>ES7G
zzw`>tuSH?mYxTN7Am8`0HANR4S(q#2KPoIiM>CCn*^KndI_60^1!!p^!N+mwXz(}&
zZNlTQD!FQ&M6z3w(O9ezSS8Wd!_5Nids3Ta6`_lRhRy6vaWg|lIV9$ym5mhB?kB?e
zcsQD#d5I;@s><O_sooB?>z8(C=HYEiQ<x|-9mdEMNFn2snfmxdvIlD3leUM%e01@#
zRBsPHmbj^7qj6<>Sbh(l-`%5``)X<rImHSZ9A+so;4g>tLUeJ~C<hl)+)SxvZBJeX
z?|o0<x%Vjs{r(zHv()>r*7hd&EhYyE1v0uZ<6>eSUgVabn~RyY{Nw_3@#I-sOw6y|
z2AdwibK^q{I`UF$ZISd#V@|%t>|jR(=-9}p)i2f8C<otK^h@8|h3D6IFlc)?o+ek7
zLsVu7lJn&B9u-&^8`A87n)j>|{UWW41?b|fp@X*tZpPP84y*6ObJcwe+8cqVsfE?b
z*m^G&7GeW5b<qC3fm`cN=2`3Z#Lb6qxYn)W3llEgj)g<3b@1!41s^OtiwuqWO6AMT
za4#|kU7Fge+n}i}Zba~psj85Ae*RH9A`%MFKA<WSd22r_oVcBWgp6XYErg}xMM43(
zHM8Z>p_Fd&@7lsy-3Be4aPvuO?R2=Ch=|x+bO@~ew=_OD8|0!(6B~6KG$A&~s-66>
zbVMW;puInLB72E)P9#yu#7gcdHqytn=b60qglw|!5}=_&fHiKs(p?T;AC08hU&eQG
zt<|&U6e;^fo`VUf9bRRlYoMKaIRx6_CXdd%c6gYEi1>VTXvCE>2}C`4Ck4JPrsz5U
zIvj?dLaP~<aqN0x-LwJKAs1a5Y3R_%1~*<-qr+jP4xMYKgD$B2*gSMmIoY4eZ)k-Z
zuXA<FKN$@>GZDtO)!v*;%HY)FOw_kGM$dJR;P~-1v|f4-#~!BDNgX)(`P%aRtgDy*
zn^Jx|XC3l0P~Sm{o@*b%an4n=UUIhv8`J?EqDgzOR@cFwv<KaX;(dMWHCGoqa+zwX
zgN{!Z<6$8+q**g+B|o4B`A3!VJJnMD1%CNzI{5SGz~gUK>TtYz8<4UXv*jt~^zuM}
zi)oEI()Q3mvo2WCzzm%_oYLJMG)c*o;nb5%8njW@>Otig{UQThgEYqI7S6c&G_96n
zbP^)sa?zow?lC&2K*sgW8iy!Q8^rL`gN8M<#}iSoGdIHc_S)^Sg3A%vaGd!k8h(Bg
zQ+7olBVYRfDK#A$^5_s*gAQi3&|%h}XgL2SrtId|;lF5)gq%X<_{bCFRJ{(_|6pBA
zP}W7$|6}FwAKE~`@k!`1s8c$`k+DI;k8WUz8_~M`*so8=a5}W+9~)YGnd8Lc3?yWi
zaQ@SaY`jP<LN|@<(L&GFs_mQot#Bi<ntth5QVt@F@8GO^jNbYTb9%a0J4RRfk1BzA
z+}K3?$Fw)}ANjMD)!K(_`Zs;Zgeo7h(vQBATIEMS&cKVr0(4XH(X{+0E#Jkudf(+p
zB<w8yzW+qa;dwf`wsg_(<6Ur58RTE14Q?kOA|?kNnsMb2m6(U*j3RUmuDT~VC?F)j
z4mTca2iH&?!c)<;mAkqQA?~>ONOu6PDkSr;Tu};Z9U0hCG750=&uEMr6rjV0&e7pR
zXT6~hZKL8tCv!gZ7uVr1;xt;#yo_Tv_yc-%>d^EJbWpD8bWj=N)NGJdLNij1>*mg{
zLtUtgFS5|Jxr4e5nmgcTH3vPa+2DRMBI0w=p)r@?u%ay9TY3|7hWH`Cv-(5Ds107{
zqDx~98#K1TjThC};Ls~>p755o4Wd$ukepqjwpK*~Aw$Tzsm4924W5y<;HGYaR-`TH
z4hH9M3;g?NQ_^*}g-RWsr=e?ztGW)suDGdkI9JU&RPE(0k#l<>NcKO~dy)gru02fR
z=?{41hY<O1(jSz;+PumJt(!RF#N}utq~>$|@|}3Rh|NZKm41i8U@#aAUDR}7H{<^k
zNPrlD1Y5lcpMLr&4eXjbcP<t$UR?P(2^u2-XQ82?h=_=QzQ#tm@bGYig@wV+j&lOY
zbtJHE*sx(})Tj|2KYmOD%m^d{9SQ0q!FTJ{t<%zhWZ)zB(!9QF*RC|k?U!GEp_$?c
zfq{WkXA)>fg8B$$Wo0yYj0BaDU^Mdg6@2o^Cs@9GdF9`zl9-r?mMvT2(xpofiMRz}
z5^zZ5u3EK<1_S<EcIV^Svu8BGk7OA<fBrnp)>y&PrAuiUk$}0`vuD%KtgNgM8ygE3
z7xe`{5->>u@<`UibLY;{&xmaY4H|^qyLZ!|$>8AN%Iis>C<)MXbabTluHe1*-lM^D
znl>fb23xdff%o5kpO%{{$;ruR+O#RP3(4YF!HE+m5ET_g0~A-UUaj^wB+H_aQT3Y*
zRUw%J--Pt6LX?)4!@*X41DCyx37$vR?5q(!U49YH_NFwWpDMpyc!}XNkI_vMPWGnw
z{paDZ<w@(EUZg;2IkZmfx0f2?c_#k`vHDgL{Mf@2jcujKDJjLOd&y|O?>WN81i)2!
z5_Jzx3k>qLf~UC%uX9Q;|7rsI9C?9j!yCdtW#d?8X&K#2W^16nVTokmh~&v^qRE4j
z5<Hj7vBE}uf$)diJdi_a#+z0DBNx@7OsRuLUqaqTD)<*bRe30rAwr?RatrlE1ClAE
zr^J|MiHRvyU|C)c-pfqKF&ldrsBGvrw6UVWX^K?!;9q%aIwbYAGolhmW<T<G4gNSl
zg9FIs-?XiJki238zmj@-aQ*HJ<X^vw;%6_kzBaPubdYQ6kdgsu1AZMy7B53vD>S*Z
zm)@TQizRLT1@X%^RbC_Uc7xNT5lC3G4ROmh!L&tVc(48f<uW-^cO9*~PGoCEgY!yK
z)a$)0B?G2@-n{ZjW<T<GZLa=ODL;DSUc6eenSNiIUx3W(_fh|gDYzg08YL;|a2ehg
zR;>e3@Jc(I*k8fa(G~?M>Nd+yNr%M342BXhBvuymxe7F%i@dkxc`mWi4n-Q*llK-n
z?2vHwDgtJWMaq>s$c>DJbC=fec)J_)G}@F^qx$G`V;>A8V#xCgabeI@n!&Fw$tPr&
zmnz$%`rq5=8Q^tk&FwKvQG%Cca(peW8mGMUjo_qjfYn9WSR}Qk8EAHv<RZDe6log4
zC8SR4Y>y52Z9p>08QNH*;racQbunej9waT_Sa}TzERzNX;Ay*oH9o_?r31k@pg#OB
z9ika9OY;lya_AJAJx^DkAk)x6mP+b^?mmJ1UDL}|eL~`<Ul6yns!uTXc7ySx5r|*2
z4Y5l%!K_7N_^jdjgcOxNp)S}UL(bJjJB>~L_96qk$l(txi7uAoO0fb%>`ZaU-wCga
z<e2q34f1keuDkZa@^6{>$WfGGq`h|Lk_?3o`9=nKQB;lm5(S3Xn&Ob36J8g~F)K<b
z-|fxh6VheMIf7W-Z6oiW=ksr#jw+PlVxb%(TrF^-l{+E}WcV;Fnd-2hf%cC$WE1bK
zr^#qzZHz`L3yzw0AX%~0?O=$PIs$T{OXRqctH8T9ra0Juv%~CYVux~k=EB)wrjsS|
zO3TplaU96On&dgZaJ9w|TQlBzK<ut1Un9eHr45SZxLjO>A@*iC9N<jr!OX~1D9Xz*
z*IoMr{NFOTav+%;`N%9))&)cDxzbCX>|dJPFDk)vnH;Mfb)UXpTvm>6(y}qgObRpQ
zM)wM`bj*|N4D=BxtNlD_nYnr$?5Lb4xhdyK%ky$DHY*)Rtkvg9>N=>~fV_XLsCmBl
zNM3>$rE)AaSD!Dca=54fCVKklA(qz3a>&pn-_QUrOKKs%ums^Ha;$Z&YKN)H9~U(5
zN!l9;a?nI*9kQyMv)86B%DK9@RHZIvl$D`?WEm{T!)#M?d}eBa%d%oj&dI<p`gUlg
z5@f3CyO45M)4{+1uin6SS!t_X7ta+I;e)gc6qT35!N36f9PMDEA;-W*$DBPi9b#Yp
z@tI`yBYs1@->dwF^dI*iRhQpT19icF6MB5oJvJENMWK!{x`-PahB}zxXk!;dlCj}s
z3Y9<4lj|3visbmQC<oJAtuV*kng){1d6fnuJw1$aw9w(lYuG?)gy&h+`0-tdA8*Y0
z@%K~E{@`<jjpY3J)ItRf{`u~1GQMi<j3sSda5g3v@0^UpA8*%3N7t$`GQCiN(lWqa
zV*{hTsS%#1@sH2-?Tqo`;Cg86WI_X%R$WO%`wfo~HY*UWIyNCxM|w#qX9J0b4J3wm
zp2Kg0sC*eN=F2d`%MvF#dm=JVh7WHiKwegk1x*~@_@3!9<@F-<>m9@fcu~M#7orN~
zxKu31Feh^yYwn83LKzM2BlDE`K3qV-fuvkK%qzyV5RYnYP}whQ)J4*#z9{DJ7h_5k
zH1qB|R;JkR<A~QKavJ<c>f)zPR&@MnX(Gmo<Sf*e7}5Uta8^F<6qL{`e>!a-=CN6x
zj`mm}!^KoNMtE4@M0-y}=F9Nm{Y0)k22^cCs4W$C(3&sSa(uc+#;0OA*1D;TPs%Zf
zZ_KM0yR_Sbk#>8~kx`<)tucNaR1b|ErCfWsnuPXSo*?X_ro8Q;SYC#CzsF)&V_TSO
z)K98Iv9cVDHFS^|;kk~Cfb}gT__2dK8e2<{BP+wIuvE1F^(DgI@q?=g*S6QTalz!P
zaq!stjP}tah;MUyH*`=5imkK(-`b*yk?yrcYYBer<%Py}WNlG_Rd<rnes?&+#y6^5
zTm0@;5)AeAFfFL&pr`Z#Ie$5riSRr%M|Zz8#21a7NI8^Z)ujZqUmu3BInCf|DMoT0
z*N!!_?m3tmReo2e`o)TJFy$$S>gwVEA2fDQuJK+^MEjqfB5X<%H64D7$im1&FHtBj
zgOiyN&b-$UwmciCb*^>Wn&A2CTCR1kxWuh>s{{@9Xzz_d-5bEm)dG>R+4y|bW%QnK
z0M`$UhJnhwIXzcKgNGe7PKqb*BjR-jzvdLk;Wq9(4QwOp*6SxXQrm>MZejo?{qPv>
z<Icm-K#yw+QyZg$N-$TY4%sD~4Xo7z7VWK#@jOQNhS8jS8C(bKM~SSIKGP3#TA`cD
z#=zQ=o>z?x67s9J!TT4gY%npP(guDmrf|2FVBYQsY?|B{CSn7cMKC_27)e<rx^=M7
zXgd~SMCdqR@M=UBwp~iV{l%?o^_<1BQq0}=0>fH6!dzoMM0Ln5;dHQ4pU06b0?*^B
zw}b2GGnIDuVQN!!YtD^Lso5pSFH&IH!I${@y@psC>W?$`QZe}3+qkf_9Xd9)tz$N*
z&_SavScqsqC$A3Ai4O6&zoZTRF6sGPzwDrqNrm*O5h}seYVu!YW81YP+@Ifq_xsd5
z8S+a?vFvOtzV7dZrGvb2_Gu>G+58meX9l99O3-&*(1DX*u04*J8zCaOpnCaV)FA&%
z489)Vjiqn<aPl`j!TDK4zPg`PCv>Q251Qpb>SA^6;c^1*f71%p@!NwmjM(rPg|bpO
zS&DJ?ljgA1cvhY5(Y%_rP$B=@TFC!FMgFJS@;M#kx^>WHgBRJ@b|n$_zY5VQ|GQJs
zw6B`ht>)jRt8EWD4jiC$;d&D8&*QHPn(Vxp3^R!V-VW3bh!?sZP#tnA#%PVP!Aer|
z82$D^<ruApA7-^ex0d_?9>pc4_-x}n4Dad%bLE^`t38_Y)B|08(#vdYyPAai3tH;b
zuLsGp)ZC6{`ie{|!u%tV=(FY_uFY$q_Ivz)s>9Jp^jZ55*XFA0@Nc$9wefNPOAKq}
z2y<h@+P6oGTC~Tnb+<>tZx2abe8Sa53o*`q+>F023SJI%$OZz9PePYLozbD7y0L-3
zU%VQbgKamHasSgGojR<0ryeHldja<^Zc(3}Eaz_?Rv#Ve)vdXjT6^FthonN??cvWv
z++S3+uT7KhPRGzOV_Mhh$LMPP$JiRirhx~l#-`b=(Jfea5NNeJRQAn(!H1l{??V#S
zz3-1n8=k;@!i6e7dP*bSKrG$kgSh(ff%s2L-oSs_%kMv>XBSuF$7fex4t@4i`SG8$
zMK@)D4hi<7&!BNn@;*i75WY$svWhqzR1TJ-I@n0@JgVkHYY3mNz6xhMQ?;N$RdyT?
zhnds}Z+ESy+lSUzOW=Iyyy|`E_s&-N&{LYATQgN3x|H*wM>oXMu>m-9FNO1=m$X&$
zp*bD+*E8%bMR;CAU33loqe=&|rqj%h-v$@rU}kKHw_EcE$O>K;b7cH$8Dzd1ms@>Z
z9QrE_Dx)@--U8iPR6XOeec`kne)M+z8uhCx2a$H4P~BR>g?QZmt}XBPB-oGML&L82
z7UIh9{?oSbtM0Z?W1kS6T{|7VzX@kslggl9KTk`zJDOtN`dipEuOm#14QUp^_>=-9
zX&g3LC11k^)>1r=&Z?dKbvNK_XQCD~`2D9HFzK6%aO=4PhKBke(}FEubVi3DXT<Yl
zCucAi3<g6L7V!5!0tvJtkZf?Zg=C8(fnFrAj0AD1LNd9L;4cy|MuNB6w{NfZ{pX*5
zUK#91AOU3F-rjiq`Zdi)R}s8NAldUsK-Z&3k9hUay#Aec-l5lLXJ=!@iWQZ?euUw}
zhtuFa)q4^BNYG-hUcJ-;(+CR|ETDmYBxsOi&#MURtAGTbseVSX1Cq>us@d`WX}jxU
z^XAP^C=@iPPc_)DB5;ueA(HZ{2>2rz12u#F2mt{B=-jz8&9+Fg7*+(+k?egW;E%ji
z1O7-hzLb;{8jNS4+)()7!2?{sejVe+jnlFz$;wB9{fItKo;;xeo~nHJ-FIrieyZ?&
zZfaWdW<w!ay7@ZxpL~XkyGKEyvAL>qD-S&Qbv)8Di?H>;LkyjM6gLlzrNM-Mm)6dv
z^i@F{XA?B~`6;%9rQxf#T)7YRt6Hcbn|DZXVEt{6aVb6zUEKLMwEq=IhKz<rMrfvz
zr82BUhM#itaK_1zH&f0(&Ay@n_!$}@P@@g^H?DHN{EUp~HSN=qaYI(3mQC=lVA?(e
zP9IM}?2H8{xcdkaZx6UFUjWBXKSc7f^;*}vul@?g{`C>jRXdZ`U&W$BFx)<!jL2z=
zkaznLjD0-dwQ4@x=1oQ1;vcw+^z~?lznCvp(YFN;pTQ)cJ{%_wR}1+2E7)`lM!k8H
z@Oa9X$i5W@lX~t5So=9j=1;-PZ@3N24@ZB3rrQ>yTjHN6Qz(#o{}~eYo}`%p|9|1u
z^l#C2>o*wm{4|#tGBOS?w;zG;xWQ`I<wQi`c;G;YEX?5fP7k!-u?(j=j^Yiv`@bZg
zFS}oT10ysstm+fUCh2u1c9>t7fz~<kAfriZLkZd&N|d?({vKwuJ$`_g=?js6=OH9M
zo^W6B1>{K|B5~<@h+LiEvHS}>@B1FgOKO*a=%3c1g5noZcoNbN1{P+p9@G=wTfaki
z_Yu4SZ*Pi4$6&aBHW{xzT!dU@pWw54KHNW_ir8<f`UH~UFM7UupWrlUxLUy9|5Y21
zq$Fg+^}2doz)~|)36f+AtWC(~4fxxcl8bIuQaEXh;eT1aa>MsJ9}W45*}MUNJ5!bN
zH8!dLEgk5FZv$*<>O^%2vNT3Qu>vb!W$*@6ObbiK)7%nVZs+-r>OkzU*2|9S5NIMs
zqD+DBld~%W{*Gqm<6uS}e)O@2pRov!3uTxalMY8C1B|dU|NHVq2KZj39uWC!<Fj}J
z{<wNz@{iR6zN~T$MMh|D%)e=v1Q@)Zm`3}<?;Laoqy1I(*K(fJ(9j4S(vxY{zqWsK
zp2U~kuYrLPni}ceIDM$N0R1IWi2tRzqtNBBJ1Y<V5+j;9Pbh@efz|_37mcdwBA2TK
z=q8b1ya^Y~<ZmRxJ(&!@6y|FM{QX__=4tyb6||Lzan9L+2Gs4zFTkX<44iaw&<d=3
zQ%u{1z+ui5#LrrQ!aI*3_VIwrvITJX<U^!<r|mcV+X&^q2|Yg1F<NAR_4OUNvB6A&
z#1aM8#Aj9p{FR{`&CMkE(wqCCJJ3vmXN5BSl$fIx@b_0}?PN+{6|`|OMWfwMvE@k`
zzH044gB%I{y)7`K85dj=XeY&uq<ngfYQW!LlJ8+gUzPGb%+P4nLu|Q~g0H&&Hz$aa
zXC#4Wn?hXa58pvHQX~}0vGQ3O4fy*{bU-<+3mg2oy3pKQg2ZA4R!3*jfWNq6Ip##9
z;$)C3BpSir|BQUV)=(d7+-<pel2nW&xdQ7`a%jLGVUveFrp2Zq;7Kg?otjF;7;I&V
zhqcU>SECNfpvp}_E?hZS8zZ4ej+GJVe<|Sa@3JR@8=pw_zW<8W?q>8=K^u27G+O%*
zTkfRbtFG$pL0(#hVf$YYcN;(S_xk5_a4?~-N*x?b(CAP&wuEQks}|hJ^6Q_b<5p@R
zj&}2chp7mECg)??^>{c*jnGvi%ikNzcQK`}O8G9PX!O$)Y<ZZ9uiCrfUUC7xzn6kL
z?*;s8V?%3CbNZ^(!P5+lzI%WzH<R&I&*}qi{}K6hpkHk5W=3C?I=Gpl(fUW&axWEM
zy;Zd_v9p&s?oDoj^g=m)x}S>S2Vdg)ghpDyg@2c&n{QzM$#7iUH9~Ezdstup%KtZR
zV2>sZ>`|}lCS1A|i!LgGfqxaU+3WtA_B5F5LRbdoY<mW82Prx!PcvWtTQqJ(WaHT9
zE#P5qj6a`dV%p{>aJH79D^F0vU(!Kpga<nYAiq#fvj@#ycL(0iX6V$s=8Q`Jh<sv$
zmF<vUT#5@}>6o)UoU=hA8yFet<Itx;c>jkm*uHm;_TA)E_MXk{Xy5dA$tzM|%%;cK
zJi(uLL%1g7gz}-^hf&!Z##Yshf65LI)_10L;rydC%-;GK-i}gqYGPM8R~pdD2{Q+A
zo5BKpEO8?|6Pr&(X>C^gzh(of!-mJ${C)szH8wo|7vvQyFlPI6Y#!ABwi?0H6;vbx
z?%&iFGnAXB1KrGU{dF!jUrE&3!2N$s2P%JCI5v;|3-Tj#l=5{Sbo75l2T~U|Kf&g4
zHMfV({?;@YjBL#P@lpbYtq;SEMIo^N8+Dj#k5909d@bZRw5CBwRQ|;T4EtUwUt=Td
zU(#XA6KoD`s8fe~(YaXndmQe58S<~pm1teq@f@2+>aGi#Y`>9&5iK1c(KwLg|6)DR
z8l$)M<Hm-2NtnG}IYuip_^9>G3omhf^X%FMr`1>nKRv_d_x!50!LZ;eU$(KUDVn&N
z!guZsT#Cq2%N+Kf>oD){>+mM+v9b)-E62yshJRTuZ(XdWJ*xEyUx&~Dq8~3OVAv0j
zabscd->!>wq8#di4FnvYgf4?RrNhqWG<eUp8eeezl?2?1&cm^Z0r0RE<Ih()n0D|L
zoGnD?s*&aI|J;0$w1*#`V)Gck>c{AFak#rM_+MMkpkvd|{W<@Uj7{I)hPSinf95|{
z`jD$Md`RLuDKn$3KN*8tFS2oLUJyL&jPd8QOibJIl=GvT+W!4=*!UOxCy?>M|DP>~
z-EVVqggXhCz2+voUChu)C7bYn#nPYdVE>sHxVUYw*51JiwjX<j5q<o0e*c$!=<hqx
zz&`3j|M&#njwa~T#8$<JcErp<+<}#WJ{GtUo`ub)qW_i;t);`74#+PietbG+lQkVu
z7kTc#{f{_|=;#88=<m;0>s(#j(u1pu_fs%?;{$j*nV?gk1Ma=Z#JVFdaBowOf5&ei
zHuydan<q6AWGz9Hr9a-m{?ie-xa}R?ZQ<zCf4nWI>G1Od?EgIy7dQ8>lwm{;R$Sf#
z6TZF#o42;pU~Q5yuvZ(me`L>^n*8neu>b5!T--8H?HRw{7lxaUQ*eBBZ+JMF;mZ9)
ze7N)q4Gi@2{Cj>pgTY`h{{M#s{4sR${P}Yf7Z=muFsW2K%L4hF1pGaG_)sh0k7U}@
z#L3Bt2K;G$M}o-g?d@qsJw7zAC)ota^(14TySuxV41(&tNN^gVQ>RY6!DJ*G9SLe9
znF<>>Ze01DrKKgjytFrQkl?)=H*Vm+=H|_t^j{LFM>70rLIU?lnW;j`h6LDMy?T`f
zACdq+RnpVbD{V%C8Oi_m?b}C#^(q1>NdRC)K%k~BBoJ`XqD5M|ROmteRSo!)NF-`D
zuAoDQ4pcVDR7ip~`}XaNjvYIqVZ(-R?CiwF#Z~(~$x5gi&}eHVrIUD)E?kw=i~=~?
zRUeqQ;>Vj<w)qCm?HGY3e%c$NOr#>z^RPxe51>^u7u4^%5kDP#gt?Q|PiM6?Hl&$t
zQVZ3~hn(*3$a7LNA4UfH2(*_XQpc&`1aC_*l|`=UqSAD%4fN>-vh-5*6VlU4OKIkq
z>L@HL!><K}m}9BF`SDgs3DV2T5S&oe7RlYe%F4!%xp}zds=mNtt*_LftYXVA2YGL&
zkx7P6hZ9AGm}ORTaDa!QA(a)aP@tX4J~Bl{7RnV07}~2ZI2hU6LY|VwdoSlNW+7wm
zQDp2mK;IWXjex$1F+9FsjO6crpn+EvxUF0Si(Z`((R~=?iTvr^<>{ObMw&V}*g%%d
zuY>!SGmyIHI8wG9<ZSWe1=XS6#%~a}WCPVfmXwCVaP=UX!sn5&8Kj=2RF<Aa1M<Wg
z8{9<>HYiC}&tOtP{jaAZVb`yS`{@vUpZDYi3{0eGvgIqh{B|RiU-&u>H#&`mfz%j=
z=B6k~PDAs3tLf+e1o_G7FmX_~nW=*<igWUyC@w*v^0`bjo{PLEf2&D}@_J*9>&g2f
z9d;mpL$c)=h(!?FSfVg76)l#|L7v7lmdWMFi{vsJX54=Y+m?+HF#SDTpS-Zn$R}9p
z87SMMdY_O{UaFPZNt43zGMttbV4AV^Vts(27)Q;Wkyl<ugDR}`4KOq}35^WZ7o8O8
z)wD+)ZNYWnOl0gmhP0o#_E_}v1@xuH@ciLhBrf{_(q@fd<Y0?NH-4@B8<L&JtX(i1
zCXdD)i-sg6@V}}<MW0YEm!sr$3}>$gPhb+%1ddb3B6`|<-abL3p@Ya?cc0+-<qV|k
zIgVtNKEc4m7`~gnLF{6cKH-^mpJ4m8dY@1iY+z%=)x|W83?8YnQaI=ckaH9n&;V1_
z>}2(&BBaPmAuB6~Nagg**kU;@Wfx(OAO8t*HikOn%S+*4q(i=u0gUuD<QwadUn0k)
zoFeRLz%QR*D^ku8O4Ktpk@t=g9Xd!1wQS&LDnfFJLQ98_!jf<@B@Y+ddcsvB8;PbJ
zDzdCp*+HR|S*ZdCo^ohlY@}v~1#uae;beuuHr(dc0I3*pB?_!g%2o^btEdN>nOvxR
zo%Mj&02=aj*Mp1Mh1k<j_m6Pa2Fkji(4H%4X0p+wpsWnX@(S>Yt!1@AX7LII4!b#M
zWtAgX>6j;_mDX;a^jmQuW}4PKPjV;oBt3mZmnzU!rw$q!b;?R%r;+VVONa6@{8mzk
z878`eW$wsI@VZoibrO?0TMjn5<SS|?|7dnTK66lCtgmQ8<Q|SH{R(MsjU}Qwr-M~>
zbM_j7;%GhKsf*;EL~1<)^**Scp&{<dwS)94d>2ygYC6=?cR5~Ah>xxK>!MU&A712T
z1O!RMXd9nI0|cj8R_R=tp<~W&Zwo~#|M=+m#Vlm)JBrK-zu{Q~9UtA+Ek??6b-$rD
z)CK=d=<!MS*g)n820F(EL(Q>?%n@W&V*|OyPpV$;$u-B)v`^5j^5ZpZP$-9^Mush2
z7#Zjx(9Rf<IVF|%G}H$gYMff?XDz|CMD^1>ZKZ}F#hse3-cC~U<#058gLMRF6GUe4
zXaA}RTd@IWgJKOE6f5AUV_rc%r*kEh^7bRA$QCOgD=mBDd)kVW*UQwePbn#dgN`4I
z9mPC#(L{t~WnFlXTTJJht!{GjRRYP_bv3I98{@K&+qJ%SzpPOgNuTPVYo0{ri!fB5
zFN#Gpt7=7E^b#B4H(zHIl$If{tc>>0<DydF$@5H=HYnk-nXdL|th9k@Iha?KgXj$d
z9V_ghHD9dF_*7bkBiZ?w>!>k48S;-$<b5M!k&gBt|9kDhNxMDJV84AY5Sv|sbL0GZ
zv-?pUB+7Cq($Jw;PVHSQ9rX1OXk(1XT&_<jQj}r--6S09>WMz?T)*AK#u$$>im>W&
zs#?GwwE^GSVuAe4))pP4h*V|^yBeQ|)B**(Ha${n3m;#M!@9dEh@9M1-3BH`{N<1*
zgJUf>n@}BGOc0sQm4l;lqfSbm3{EQdNXeJe{;SUQixuUN&r=Sy+^An!7d0|7nurWg
z&xX7tXys-GzjY6>?LjI&Yp;IbpU$=J^jfTS|8xt>w%o+IpNH|Tb*tj-ZV6i}W4wyZ
zQVaMa8;eNalA^IjP2M|L=??1E*VjWmCr-aWZwrLS<zwlgS2W<SsH7C1?~cIXxk2dD
zg4;aX#M2xPU*}@wvDaDwf3}ul&IXz4C-$di7Qs<tjMdV?m7Dhk*0(`;Og5J84141Z
zn`DETP8(R((gt4U2#?Rl(j$?Tn>B-cEO38SdwO!dOi>0q3o%-MdX0XrQ->V&_K=cO
zqLnp*5Sdzt=(J)CSoyH>vx<#@qW8`re0f{=I7rnt$Hit8;g7j3cr)8k9n8g?4jP${
zNrnMO>l*B!Jm`=F^M%LeW9fmHG~kcilbnd(P$giS;OAzBYfm%kpbaW?(5MSJGOd&P
zsSYVbhawDE{y<xYk-sB+Rl7<ZY6IB>PWr`^Tn!uK$+R-4Q2A*^h|Va+fDMmT<a7Uu
zrd&e!mmzSo64NX({!Z$8G<1~W+N+#8rvoQnkIGY%pDX9D2Nm*vc&uFpA6!ECSE};W
z`_zVxCb$-<ooS#>=upufG|Pe1Mc(#Mgy{5Q3|P(69>)HG@MUc(>mtcGTF*gBU#;p{
zqQS>kX(q7G`gzsd9&<@ss7C%O9{FSbK=^km@+AhSCsC0<M=4+9kOo^bBi%ai1P4~?
zu;!7r4&%-vd}(W3jmW0+9M9QTE3YA$IOgnofwjNK;`PdQ|4e(>$kQG^yoB(DA@H%Q
z8rS}Om5qp$BJ3T{KW+(K52y|n6=Sr<*pO8WN1IxX(Z1FQkIuo;U60iQ{%GI4;1Xhz
z3vhmIcdhJxYV9%i4eP=8VcIsBcoE^>guusMyI=OUGp4d$r52$}!#B{uT!#*%9<1ll
zVbVo}fBj}U{G08uBG@lBy%>MY4dTu2S8aRD`3vnalxvULbrEP)&jJlTxyD}?1uus>
zWCMZ5C!x!r&gfwBhGRo|F`_d|Fks6Q6&<*LMbob!e11zB)c5&`XdIs4k3LFYqKS(s
z9wroE<%M{)fIp$<YHIDFwtaJ&vOTQhDTfIc5Wct-%>YQp=#Q_dkJ0;IV(qy&yk6e+
zpZ6at#-_gz@K@D0{{uecVa|u7e)OIQ9R8H}(e_n-bW|=@9)GPB@TYrx(BVI&RO3I5
zK8NrXJpNO95&oFR??2gEN_3ZlMwT%x8@O3il|xiEmj3*Z2K-gbEyz8cY^&};-Z!nU
zeds4y<DfcZsAu|0%_xMUZ4K)wKi|W$ZFg~Q%iCyDpFgwRpZ5|F5uJs7%X?MtLu;%h
zP#;<&+njD6nyjbfVd=paG~iFS4{eHT&$KhO=~~lC&6dHjrn=~?vZh1o;-N^bfWJSV
zW*{P=0Q)}CouO3lx@aNdU&|o#)tdSQ<yviEJu8IA=3?pIa2oLU=i@Y_W*5U__^;}H
z(x!)4dpH77zx3Bp4zgPH36*OJ%kFF2VAxrNuW4Ude#EX$D)lKfrvyz^4r8maE!fni
zE!@Gmt%K2o=b%ruwy>hN&ink;K7s16>mio?`~c@R^hFb2^|l_=&<+oNc^5hPC6LL>
zU}t5FR%4DJ$lp$fd<`397S=3(=L0O;ejn#H4M3CnRc)ZCSb@*i-^7uXz0jvUx0Xu2
zfA}IDD|bG`)&-rby)T2oU@#ag;O~C~M@L5*e3g)pfCdd3)aq|?bGcO14i5Y$Y*z$|
zRa~cvxw-a+(ux2wUEgU2qt$e;>SU<i>#shCg$4g6Kq8||V}oOLc8`vZrgkS84*w3B
znVFRt4{HO-!1vZ$Z_)pE@7^80zP>cTkp$2kJ9dl))|Hf$s0Ch*7%>7XSFWT%g?;+;
zL4JNdz1H8~AI+OL*V5(W$&>V@i-H36jRho7lP`de*qQ_pl8lQdPMpB0Q>W<XZf<V)
z?6c1>Wy%!PmN(6&C=wYUD8LElZ$x8YH?D1zm6hZC^=M2Tt=q}`Zp#fU-gq5nwhcpz
z#<g3tA@?oO*n~!PFwjSH2NPU~&BK6tR+Y}zh1gt739Q}8>ckm*l3s+KUb;6@$LGnA
zQKW#A#zr5Jo*tTrM7Ua9f}YCYULv2o4>hYk!{Uj;BFM_i@wSP&Lo?V!iuMw9M{{Iq
zI{kczskQ@1bZBg3gli?m=piw#)Zto53C5^o_~hecu~G+>EH%1FDpeq>tPJ)V8<I)z
z2?;te@6-l4zn$Yg)YF4mr#494yo>i<`cg^N3TDN9N|k*Bspm=ungsh<_V11tJx4$m
z6R%S@qC@`ur?7mhH8Owwqw+qMo!cO31HTR=h)y*~iBE^z>-S+?UwskZ*w+&!v58vp
zbM8HbZI{+aIj#&U*3+Z!qu1}&Azy-WE%~KdHXxK17SWfHr8(?+v_tqO%kfVTf8!zQ
z_3ohdnRmA~^z(`!x5Rr-;oYS*B2=D>yuZ!!T;%$Udr#rir8Qzzt|#xqb=aZu8B1g|
z*p38}c?|B3r~{{~y<SgWANpcZoswVC9{mkOxTz>cS5Z};a8q845t8aN2%MD_LWXkm
z6X|ZZW_tR79uQqB$J0_7KGFydBz3Xi!4p_?ZiDO-RqfHdb8Dn*($OA`jkW7y#d|$H
z<X*gv$3g0gr(Ro@p*SKENh`N#x1)bS2VI-_Njd28lmpQrPuVAAsP+kOwL#(r-8$5!
zPmngy=o9LDqL`;o5ZVT0vvZ)Sm<Gl5wK1)%i<ff>G0}-XXs4CAF%G8X(d+b;bB<R<
zavF%I8c0CcotjIt(Dkt9udizItu^F3RwF-MLw<1$@~w2Y7xFjFEhM;*UVs5k=2dfq
z^a4!r;y($rjkPiM#pkN&@UlQgv)5JVP+ne+>5r3fEIAM7+jzi>X9I+q9ZbaZx%(=0
zCHKCPTZH!=_~#w1OeHv&kzcJH3QNnOxs{x3j@1}i>GjP_#kibZh<>W|AiD??opi`I
zm+;gB84U>4Du)!V9D3@g2bFUri3ood7NfUWRli8ykF%`4Up$dlNarc<n49PfGJ7pk
z;E0<84QSIPzmbs<uFKTtN!Mj1cu!jMJgKC-9D`~*Pbx2iJx>rJ)xl6iWp)==*??qC
z9&KFxeDRcWt~OAjTZaS1`DkQlgoY}a-|AdB=<A`Wu^3khiqYFbr7h$aVS-Kd0hPbz
z6hKxEylbg$D-R<>8qjbhzZi{`nFsSq%W%K21fkYubxsGa9vI=8tQg(jur8ib)<w;F
zK+DxgL<2rmi7HjVg{Lf3eV1M)>b}d^ntYc6e&40KEMP=uKEJ`Vqq^Tf-luQTH9nF#
zbIpE3ZK)Ifo514}9UIIfxRh0hezsL(19?BmMfVteAT_tzv7wcPF<xo}%e*X<!Chj+
z@5kFqaUm`j1AHv2Y!H`+DNWzNkIyJVPY;XAd$zDQ!3&KalV4_)z(eD7T9KhXn!A|d
z!mAt%2vBAyEGwt)r?hdbz5L`t^lb3gPS&P2ur|hp<a`WJZmgg-NY2L;o=p>kHg;0%
zi_TWB2PBZk*swCl>`m@T>!O(i7c&ac-`=dME@T#BvOE8CwYD_I{v?guy;FE4QTOiK
zvC*+@t7CMWj%_;~cGR(L+qUgw#kOtR+^fHR{^wlo?>QIe;#}patXfsGYR)z5tue>=
zy>04L!SN~OaG8}dcGZn;O=Y2S@d{fa0bE&&zkS^r^pe8<kXJ){(v`m+jJb-sY$bVT
zp%{|%=F&a5DjJ94MFp+ip`n6#zK*IU><a0A$KcYsOZHD>W+>P<@(Gu8m!23(aN{2B
z6$|sM<-$3T2c`U_!qowz;!Gu$&4HI4r4}KlinA9#jErdPF<Oq3Z7(%u7Y)qs03)4W
z^{=O9=$P#N=6zQ7c+Cx^B(#~sSAdpREIH^Krr)iGJ@9Pg@y)6X=CJTUpLQUy-vj<y
z`2-c^mYKY#>5<zQBfl8ejMY_x%Tpym0m2v%yqJ+X{FkjaFhv{wT17)EVq_rU5V0{i
zTQwkSQ+op+T|b<G;PhbWZ5u8EzNU9sY;{U`g%QZ5@)5)NP}C}3J&REe$wFu~yRO3k
z%#4R@vdX7MGBvCFuGPAxtgqHyK7=<gq-_f+BSNw%SBAHy<i#E2syfXyyWvZ`BvFkz
zRygs{EVZ4fRXS~j^v)}&oV}%aG(S*a*mn4`t_98iuH@n8!o*$?wX0LIZ6_i1#PJcU
zgM+s^P&e_fftS9}d8>%rf02;a64gqeby@WTv4C5>ql%3M@xxi3rh^0HaZ_H|wm~UE
ztnw_vuFFs$souEyxysH|JjKhjf3^J0@h+AEW3=%jITWG=H`Sjpcxh>|SDsK%*R<uD
z4Gb(Xou?F0j+MDF-T4t%XoSkEIjeb5&xqKWhYhM4ZS#!-H+1!|MU5JQQ=ppMs*H;-
zdo?$Ue1eIoCelHLi&q*j@74HK8L{YOqR-cAHukFO^1a#%3osVo;bLx8RfWo)!=19%
z7cUKOb&``O3|Vw*{Qbd!y*K}A9x42N_uGu1?}E`gjZ+D|a#uSx1Mk#e&(C(6m#KQD
z#`y3i4{>S&&lw?|&uRrWqv2EHhvP$Q`>CWXQ??R`L`-T?yQ3L7b6~Q1Q44ZbA$@l}
z;tQN+*_eRrK5dO#Np+CNL!>vOBHWHm<rt*XPbj%r0v2W_i9$Z!v3_NfL;N5383is4
zDaCv-_E;(l1db0nX`W_<?`EmI7dLt_Qylzdr#Tk>4BU>-Vtm5un8Bp2_E;<5Y!*=>
zexHRffSlgl>CzJDE8~hsSYK7N^NE-@1c%T`UzFrCj2~Gbkr%3eFf0)$uQ>CCE;bfb
zy`O;!E%}c!w{_V^TyE?BU|*N&n{WPb+^lY^75uS$W#U1=P;mi*3m0mG>yq;4qE>@`
zm9(}ux%ZTv^EIu$*G^9p={aPIPE5=fPnOr0hT92x3U~m=;~EL!U?WNVpw3prFID#n
z=tp-T!|(1+bDo#~^mlaI>2C8v!_euep~ep&GKCt7*qUhj`5#W68h?G<Zby_Ik_N1%
z1d*|hInj*n#vx{RM*D$JTJIfWA`-#h)0_)!Y>bHUKuf9w_FJjLov0>aD%P@gJ)ZW<
z*iJdJ6MmE!&D-JYI@ZP@j84LtF#5gb19HA5kD(P0rPtRD19m#^{7_M^x2M&sxX17i
zcFO7*g2!+jFsXesI_NPCB|5!)&f6`nbnUN388bhgaukxsCo0VFmv%ESr@eP7$@Bzw
zc|>U-TCRWo@5fdRUJKN{J$t^O_kI=`R!mGfBcQU_B87K3TQ4~1k<*(N5p3(WbaqD-
zuL#jLPwDXQ+NI%5^j|yEy`K%x)18m?7spEAFKhXwQAAXe!A&{*cRh=;r~Hn3)f_c~
z3%n7p(_Kmb#&62@n8>a$?%Co_>}%TOOO2!S#okNM8TIOg!CEV)+gFip+fw+Mh)#uV
z;2n}8Q%$C2A_75y{^`%H?s>|H%hS**oU?j9fzAkp4c_mobKzT%o5u9Sz#rRLXa)ic
zQ)4kyH-c&j;lbNLSMoX*UlZ}V75V-3FO+-n*TkPDK6*B}pv}4m`f))zr3mkd*11xh
zG`Q<z)`B13I4hfK9@r<XaFji@IByG9o8(LVv+*alC_Met5)uERFgZy8-!RWzd<NDC
zw#Q%j&3CHb{&K@9O(wfxr$@H$SUjKlC-HuO#1cmPW_FhEZ$%Bw=SDh>eZBBw*tQ3=
zp1oO&P&&nQNZ6G;YJLf18pZs}fd3Nc1M=I&&DWaf8Fbo2SOF^Fz6&CvKk-L)2cbr=
zirsW{M2C-voGC%P`!BsYwyT8%P*TiIRX>6j!+L(AOg{mWI`VXQ9+bd;+2O-H&jlFY
zkb-!Vl@r1|^LRWnO%#-*ZOEx4Uv+;G5PCfuRA%S4S$UFa?M(@MN&8a+`ufZl2Y|pY
zgVXuan!38a>m9(2Ewh6*)1a3<C_N4r5R%8b`0jxVA!;9hc$o3XO!x(B2E|I33dk%H
ztb3)`c873RMer#uhlrcwJX%(!@hc65h6rTwXusip?LL5`bXO`cL*EVFc#4UM3;yeV
zV@s2Qz3(&4ssL>tlUJAzv$!EA=-UBrl$h=}m=)z$U-})R`3P^c+Lnx@e+2x2j(nIw
zLH}R_t$#mBzvDI_!$X6*t1UL9*|YNa*Cv@!&pPc*i5a!n-^dB>fTxKGCRRRw8$4?Y
z3<FCWg0RssCgs-FyZn22PHZgws>D~*c+Z!YW8xo+t5`CdmR@3zcyTZJS>L}POJOKX
zQ!+C{2gOLhaYC<^4EQI&S^87v48)u%@E#DZQ(Iq)T0H|H909e7gNKfB1I9953~s+7
zEFRNS6d^E<4twT$knsmr!$YaJzQCvGY2~lCnPIQ^{XXX9kEIHSmj_I$@7CKu>-y2i
z81_LI>}7R)01bbrJnqpT{t^hC@4*1q0!ZHGUq*d!n-}zY-6Xt45Hmw&-#xHsSZ5Ls
z_j5bcd2o&T(yU9mFL?I1-2FOu4D3G5=_V!<>-LyFx;`JT<l|!eQeJ3J-p02WdRzxN
z_XRwHI@Y4~&-Xy0MOlxJ(7DN~)}koX9sv(?BN76Ru%`6seSiAoJ6^Zp=wGVUti`vZ
zOom(Ez*m|9+dqup6A7C?pg*!a)G}iHj_y=vo=Pbh`Yctc><M{=7b}@k<{iZSfy)R7
z{R5IO&Kqkpk>fAl74F}H#smaE@0Jpu=KF_5V9(rC;9ymCtL)5AgY(Am_6Nyx$96TC
z9RBpwGH1_TUD>P#ClN-8ESV7Q^)>;n-OABHgYNqnJt<T+_YTW0uv(0;QLgv}`!1Lo
z(wHH|C<a|hgoBIAoANh+ZEbl2w`c|+Ga13d%S7BLx_Z9hkIARR__<5+EJJemhK7T&
z5CqM6gJH_#gGkGDz17}k35J^yf8L{`^;7f?kArWLzV_8BF?n4vcTJ8^MkJ;f*$8su
zV24aE%SU7mv{DIiL58*vh6~V26oU}gM=aDc;Uyj9hsUBN@%ECK8AH@8viih#f#@cT
z))r93>#i+IxHB`mZm_%9>O}duN5^_Uea92nUo~2lt>Sb0l2|oj*~P5Lx%$=a@E+1I
zWH#LWfs8_k)WSe?5o-x&@&ZBS_9!GHrXfg-mb#*u{iVf?tlgdFpHZKzfRYRi#)`TO
ze}PnwNGx&Ak)#$Ju&_3*&$9%q1cvcH6F0KJnA*>7<@fbai%ao4o=WuW8-cSU_Ur?z
zl8c$Y%hC8^QGN}0Ze08ReB{;Q$&PIS)ym&%0qp*achSs--r&ikly{ayNRLLQM15gH
zb_6us!u4ss8&TK{QAqXuk%#I%{E1p}YG9zf&?qh*f+T!j9XmU41jpCFc*aWZH-Xr4
z`izx8+w=4YO1xfSUTUbKSDa#3rsAhmp$Af-2b6==ugO8mnUj=#bKhY@E>#L+gSvdg
z7w3gB%JKVJ!DD|Ba1E^d!bIl9&dHoq`N6h7Mz_mvFm_2;hP49CcHAp-IJkLrOn1Ln
zirh5j^ur1nXK!-<E<|h15l|Z0dLTxDxA%@u`<OZqt7Dx2Qq1C?l*OeyuG8v;V@kns
z;~nJXRik1hd8EV0oSFKCI4+^$|2$$Wr^Wfp8O<_}^!nKt>LsSgSSt$3(V|vJkNcG`
zBYO>!1fVBu2k%=&D2`mJX&^GFrreW2Oh}VMvyeUz!37qYU|sa+@Gz64LPmI$RzRU<
z(AAJrLuGf!0?5pyG?7&M&33@dq$=%+e3MD>#x3cBM^q1=skrccQNE}B>R*ma4DYM6
zhp*p$9YBhoJrVnOaX$UnW#oD}wxC%^!;B@WzX`Q)(WV2~V7e!i8V}U6O&5dkl}X2>
z88}Cc@|OCfQ+AeTP)>|a2Kf7e@c&S%wuB0EoQhvOJjyG!&qC8G>xtvF$(r{y%M!t&
z`~eth#Rd}Sgp^3XH(?$s;BP9NGVyTuPcHDYt2E#B?s_<)TAs;+jA%QywLssE|K3!m
zcjWTWw~RvCoBM7~C*)wn%x+?L8?5!m+CWkpCnEy>Ixzn=dc>XOZhA}`)-sY#yk8*A
z$}&o&bmbZYw@=tOfSg+69@{Pb4yq8Q5-hX+$at2BPZ6n!`sn<Ms-AUnbm#Cq+kAci
z=(PfT=|wFxO-YLP)hGR~8BW$hM?3fuXL#PY`&Da}7l>_IV3Jd+9$-o``Ind*o>l3U
z!2(<P%N3_<Oc%ckZp5vbof2~+GSb5C7qA+s>F9t|Lm|wIx7XL=%-iqn5S@z53(zTE
zlin8@ohsSw>p>|eDL6|qX*<m43F1r`B|MW~Ox5v*Okyj?IguTjF{k3?-xZ2xcvVJt
zDnekxWV4POR)IIXx8Q$!7WPGP|I9YA0E?PUnV*`9ML$mVOiY}fbYL!SW0i8v8yY2}
z=j!lq>}dvPB|APiR6WbI5*UHNLKi*JkCynY*MdRS<;;LCX~=ln+MRWMf`0I^0MA1&
z`)g<<bpj9BjR8jxk;43hXrL{)luACqphAFyAnJn;c9MdG&SuOy=H*qDL<mo&R4+?M
zF)Z;Z{(C$vz$H;Xhf5F<%ZnTKLPvULWC7mH$o@u4nSByzk-x*zl*cT9z$27MO{u|=
zb)c>M7gbE6VTFDD^704cN$F;Iq5!D(hd7?l`h>Z2$vH5mO81wDv?|OXEk_P23*14-
zL=v%rYuRHsn~eh^OiSr-Lt&AyFi(JPv~Wx#v*xN~Edy_6y)V)dQgkN<oEh*T&auZ%
zEnQ{nkHE;n6mPX?t{<M<O0ND&hEB*{Q~JR7<7Idb7B!13zqJ*d9#}HK&mO)w@RZT&
zWxl>gris~ob8y-x!Xaf9HZgd9RGPAD6Q~9h6_|;FUvf;W^Wr|KuZJ2yoZ19k=?j-Z
zSSLi$U;(i_jhF)}Gkf9Tw3lnZZH^yOp3)8(OFyVdjc!RLS5wh}zKsXuW;5%MW!w%Y
zIWDTo;m;!nI6<%72Xx#Wr%*gNRMwL(@!#NWDytP;^g^~n4(#>pgKe1D8511|2X?ds
zlY>F(>j7&e%&l2J*gHo1$Dw|uoLUO|Gb9HU?+7QN+TI-$x)jDy)6?h$1#5`bU|{!T
zQeyoLtK=#gEF_hu5ppQSN}p@Fu?S#sdG}Yh@zC5Z;NyR2+9u4VSV=W19DQ!!<O(Ms
z60BOP6V##%An*z#GDB@}1Ue6#p<npYKGg>6_N{0K3~VG`><9rnOL-NL9U3yi(Ccy_
zhEm7;dw3JmB}Uz6FaN_FS+$Pk&i4n5JoyRd4<~cu;Az@g=(@zb!c4TYtfD^$+hcrp
z%TmmC?96?;N$W+O)mN0H{kmaphla*ulC>;!=*%xH5o%3P4zVEIoN3$jYoSc+)A_#L
zYH_!<XC@S?0p_+H=_`F8xy5<N`{sU0vJ`A^ggRQvRp?QCFKJp@=fl=SAFrCALK!j&
zQ<4$qyNVSZGOq<F5w?9R<G^K=F1C8)IHy5KZkC$y^W%tV&rz?D4YadQ>HX2%!aBXx
zH@~xFH;43qu1`J;Vgl0=Gs}o`65z0u+<qlLFvU<r;{SaWF>tiEZAs}{+z1Xg)jwNT
z0Zmik@L^~PymOHvG4<4%Z7GHu6J%(^Qp~EYzK-XyYT7#Iqm`bXp40@yRYfIcGLBRO
zqi4W7NZtE<m@z5xHK2wvUF{1*Ws68KCK&Bqppos5UPrOiC`biQ>qmUta~x<kqb{De
zg!_@Cj%q%^9BBTfe9ba`&}w;<JJ(o1%3@fx+<1Xt@o4>|fqXLmDc2YsF)>&?#+a8C
zjPBO3w3)(Y<bx@+#Gluz+uMbq?oNUOF#sE(Vxvn?|4OWFMW+5v(Civ#d`pVk<$))2
zY+5q+G+Xng2<nwGZoSQ%jFW3bYU%Onz!@P5>8P}NK#9HV#7satcw_sX&PDglsJk@`
z!;2mIu^Eu|AqPaPd$vw!7<ILQn(<I4dGuJT>eR7D=$`Ev$~tj6@e#C7b@T;Am-|(-
zI7lI<XGHfq+JHHT&?RU3SrN_iZn%pHFa~%Lie=L-FQHh<iR9*p_|}dhlp8Jb`-Mkh
zg^N>L|9oX6EJQ#v;q+ugZ)c?34h~gGPeIg`^UG|7zHAzF!AlQL1*WF?=tDWG*^C3D
zo4Q%h8}9*-84&-_)2Zrc2?>T);#EjE^(V~Q6=dqX^Oz{HAULh1(acGsL`Pv$BSi&&
zm-zbpkG0>q+qsq)Y2-ed*?;U_VM4v=pO?Lv?^p(Izp4TW{BftqW$-Py^}7Ta)@14^
zI6aAgPfXy)Focwfn4@;5HZ0D1A%LJ#72MH7_^Mz7sjD1MBP~Z8!*F0R%b#6U76t}O
zHA-uy{Aeg44*uNq2fs6oe{k$VL~Q|nQ?MDqhylRa*|hIju!_Lcc=F8ouh7wmitoSH
zd((~YvP>5Pv2`|(fgQ6Uf`4ui)QGvOKtu~zW?x^o8h^BFQ4gziiQym<gETLIuc}I@
z#)DE8$ljPh0C;-@JwDJ)xB8M#@=x^JM$i2*P|aDqTY><FUZyPcMQe(=7PBaCrBwC>
zlt!O+k{J(Tw>Izr&HSS7dSf&%2G}i3?cBJ~6~b~z0XCkajZn4@X}(d51Bj!KH7_t~
zn88$Q{^f}H3EA=8I`3ze_m-wmlv2#Icl*mgZ$^|l$!kQpn70UB0_crAlCO%OcNxi-
z#0!OBkAou!psJs+1iIW$1MqXTvZ<YFO6mmNO}MOxfu@+x8*YttzLBLNUCOz*7WDn*
zIk6jMiown6$Zbk11ia%lkA}RklA}zjt)=ecQ=^Ye@+$-xPRBVnt~Rlt!I#AbFKg?E
zjyljfNYJdouSVyF2Ur`^7?y}Z`8g84)0^w2yUbhfz>*2-B<Vv?&7^a;3cUOYc@o-z
z(sY<*Pj(bs)8?|%^zN2`H%1maLk-L-+sW-i%f&;IHVw52NFa8wO-2K_(ysm{j%ViI
zB#HZ8U={6exkNA`c3LefvUhRlY}bH1Gp>}4A0fi$ZgfA*tX4kXt0W4Q8iZJYxA|DA
z(mh-b$d#C{-&@+rwux?l??T!e9MYKh&B6aTZys&-W0kZr9EFZR@e1M8FrkhitfkF`
z9}#AS+(q2PMz44jSmXM0`#(SfR&GaU!Q)G493Sj+gQ&*j1S5ZzWz+G=BW<qxC%=9P
z!brBd4Ykvp_l$<ts0X_1lba<bj1vGrGGeUSzUIuCMiu_H%E6&=l=*eY4EmPsXmlr|
zj*rU!ZqUkeG!ek_z=_|m>K{9ZRf&YFM4H8{+0P?3g@@x)yY(50;nf733kK4_rZ~T9
zqi4O}HM!V5kqdSOR_%>YZwPIXznD>Q4;v0|2wRz{N!Znjza*@ux8QQm`bzX9JcqaP
zI0f3m!;mcK2X|+9`3pMWi?3)shkwy{Ir{wI-?+gWGz4>5#@@S~lRj@t@IlXgcVGN{
zpUqD5QEXtlEl{cQD(CR~G21lCJfc=lS1dfp85*$$kmf1Z;_2?$Dr_@I*8y$jj!Kt0
z3bD!X@<Oc1)({w7&cz|#LJ+)BtZN7;zMxr3C_=Ifux;k^sZNJL_@-TR!azS32Jme-
z?Q@@CcK*C#lc#K{C0#uC>N#PG(Q?OPy`sy&m##JD#?%%C1}NTlC?4r9K;$qT$ci1h
zQcLGUs!Ek(()IlOySw|txGr1|R7VMw<xYgPfW<=tH2n9H!043Gh`MYxIaC6FLmfdz
zTYBG>Fk^f8W2BX`$1$3=_G*$|FvuoW`ysJr%tOR$lKLHOX?P*D3PBvR=>r(2mQ;-~
zyjpY;o`-1l!=E@BCy9Yeshj0%UpIMWn_N7oYVs59p;9HM8+?HX9cNVfQ!UcvDI810
z?(NqA0&PNW(-RraH5{W6@X1LjFIO?(G1w1Y1GIiEdotkQ7CBhTvSS#&Dh>?GBSkHu
zu*nm=7n%5XWkG-JF#C1Tw=@PQ&14`X^e!7M2LJKw3xUi)V5{TQOrv@;O`IxzdhBTy
zC$TV<XLL8BTYf^BR5gTGu3G!u7&zr!?Cah@f8JKTfg$0Z(c9Q;BCxTu+E<tLqdCx_
zfWCzAbZTfkR))!WMzrCY($kM`@f~IGWIFn-(rVlfE(4L!UT~YNe5-HbZ_QD9)wLsw
zaGm`})SPcQD%4j<KxQHMWt6GQI}I4CsxF`>D(iSt@~tN@l@yHGdB?R%Am^6wkC&8p
z)n)X{E|TmgTh*1`<DDnnx(l2;#^2!L`qU(ZaUdxdYd=D6Q9GFVr4uj$pL|8Gzcd0}
zkx|%LH1HpA9mT)(@PJyQA;Xi|!sR*>IMeYI5FVb5VzL+_=2~@l0RaICG87=!Ef~`C
zS0d$*+D}ku7+>FaSy!E0je66>S1%w1LKFM=a<dc8$Y@W~jNb!wFq$x$&;4<ls7)bX
zOo8jiiVh|*F>#Cc7eB%xkTanbSw~7rYG7?$iGD6V8n+%CT_ls9_h)aA)9an{_VyMC
zrTyb49)(w02)6@-(AlD0tKr^1JXmCsR0F@956pgjepu4`TJY)4^?Z*_(va|fj+=u;
zUY-Ui_QrvQGAZ&|?$>Tatzp0DL`v;IyOLEx!q8-@#K-WQ2Z4lq4GEDR;t>bLWNCoo
z(i$~bod?jmi<ACr?UjxPda}i;mh|MEg-S3a<d<fmQEoj3`rr0%E_a|b&L!7LqNR8+
z1nF9mv*%!ge&KB*e~uz>?DxM6oro?!(D~btk>R?vxu)!mu`?jw(N!QZ#RBb^(SU~G
zF{+wj-(sQLFD{ND<%II`lxg9nXj}1`rHq#?tJ?)!QD1STVl`BQR9;$@p}a{+&+D2h
zXLFTv3xx}WqIm4FozpF{>13^t8It$p6^QM}Mvp0;A4y;iQ&NS;>q`aBu76>zY64t8
zrLnk{^Qh?X7@?v9Nq%H{G1@z+j%g=0Sn*8^?sVv5h)hPw7nsfJC-*b9_F(#b^efzN
zL7F|4j)Z01GqX55fbf(R5b{Eh@>sSoW+2Aq<HHgJ?)}=ji77Unz8bI*2`-D*F~qdZ
z(O}~3%7BRt2ivzuW!t7agkwOCi1B`6?%PU*ow79pczy;`MTHHWt!$B4UsY?~#v^6~
zEl=V+biYCyiu3IA!w+3#p%N*Layb80tOu4}u`9kHbftm-qff@b11?{^9F@~nGdD2#
zZ^dcEv~UY$rAF=py63LO&{tO&U?%Bt49*M7&Z+oRr}Dq}-(R4kf+qt@<MHX%%Vl-P
zqN0j>J%JyI4&Oh;;AThYQI3o6Ujg%(T-~<W3Y-^@?-#_GoEn600e0snTp$pmN3#LO
zgYnB6`73IKy~{I*sYrku_bC`ERbAUW11PXitcmVa5G7j<s$014-lr^85uf078D(=t
z<d5v;-456VvXA$76*bT}R>{vp58Ra5(^AHM<8_K2dKr=Tb&Ai}AvG)W1WltdufI%I
zFPO`equ#<$-pxn76%{psp;_8VAvafQ1O{v(mH}fJ@5S(OVQqIu4JQAlp}rbB5qRi8
zAq%kB^fm;Pq|cvcd1pei1o%Xh7dQK^{fxVyJD;#XLq#!X_UlgzhzPt3`Ly`xKFX=@
zGq!a0jM{t6sdaMK>irKeF9mYP`LmQQ<xeooTlSuQM`|>leYTj$g)@}A?q)O{U8x92
zCfUebXIcff_b@<aum8n(Ocm9@?y_{jFq*j)$>7d6v*mD34vH?3Dt7+1ut>Z9Eo_JU
z*%=D1WYga-JtLs3Itv^jdgBa2+M%HN2_QyoSXP!nj;_=gLnb7mRS8@2qFoW<UczSM
zk+S0H;;nWl*xO*@aN~|MG1*E1oT;Gs=a&3-h9Th)v&Mz$Xt6>2C=h9B;eYB9dGN?G
z5NkzGxm&Ptca&-Wj(er~nI`K3L=8hMHW#1!n}1iVqh*SIUD)%9$t=qGPGSM#5ss{J
zm8yVxEk^R32z}2EjB*)QWmzznU5!N0BN&&{NY{#cl|QuDnMg32Rhfm=>&PJ7c8`^r
zhdXmM#aJD-kz<IGH`UUdFD7|+Z5h5`SaPOcB!Dzhn`X>6p)gB~3lG6=&`jaP+*1H!
z(oh)ZoI|Rd0ByFr5*n`}%J-0Bn2LVj@5zb;xdVAEw7brQg(;hmpLV;R2YLLSssapR
z%kQV~Utx+F6GvXh?z9xYE_mWhs^~|^Due_McrBcC87|~-aj*@7RTg-ubCm_-if<?5
zol{R!D5>{3GbSeDC6GB_?$b?11>{KX6Or*HYm112qYw}fM3-$W)PArh{GP(pqup<z
zO*RNFynNZUCD)c07BD&NY12mZr;~}zr2@<*(BWV$OOOnLFhVWUav%-d4SQ>l04DlS
z@NV~!lv7PD1;NbCD2<7V8{ml*nIGM`gz~1c4St#9OYjZLPp-7O=?7$2{?4k8cdMC;
z699Z4(SDI>MQ6v@-x=$$a>2zh@DD`L414}C+HH?<tKlsl{kyU!f6z{*eALcqz9i~-
zypyQy>;Hm1Pg%z@Ev^&`EuMKk^Roc|JjpWvmoSq*`xnwZkr&{sc}OU>=pJ`H<5$?)
z=vjQXmfVndF{5d(#0f`?e)oQL**l~~{b0#oH`@dE<ifj??o@X~V&_{*r`dm;47Z`I
z2n1LU)Ji;D=>g8gWe7xcBS+@aa2lide&`|G_U*Z0wt)4>TqA%orqsB7HO^nZaq?x%
z?Fa~k6Lpk$7&#+S549;ofMW!zFi>|?O8AO$pvG$de0MR*z}tp{I*1Ogb!BP1VJ<H~
zi)ZYgwyY$BWE0-bzIs)8y$SH;S6!ZNMH{=MFd97IWUGnW*0&{Wm|LFyb->Xms_Bat
zJ~=?bB^OmRNx{iANr*W5En(Rz(kXxhf`ZUhw7QXnUBm$s_5DSV^qEKbp_?+x#Na(w
zE%8eH`~Y$2IWL?R<JK5}y=xKLfC7OLSV+_=;ajANlHoB1hd3ySix%T1Ul@=c3SGQ;
z+js8%%lvT-u0<k}X<`Z^`+05QH7l*-%sk4`{#e17TTxPSW?ni%FTK4_up)yJ4an07
z{VogMx*H#&+|crUVgceW?f6V=W*x<56Um1?brM;umxiy{pdsG<pNcd};D%Ec2}^&j
zo9r_$KiEY!<unl|$};;#Zdp{kw6h+iDTzXrPogi#t45lBSN)F&$A}r>b$ZTpzF&pD
zbu#qioGZQcWqcT;^VUS@JIYXU<6bENre=D*1Ix&B9@f{PdMaG&6Es3gQZtEHN4&d;
z((Y4pC~JO=a_WS}CSmupEOaueQF4Q)drF|GjKAL}#tgA-FcP+7nxph(dEju^IB9jc
z_)|mv^rU-x;LNJ85KImcbLmAD$pUYD5iwpudd;t%Bu#fZhJk&f*n7=Yf()7KqyE8b
zHPaB1US-NG2T#RmB!k~|pIArHvZHh^Kz5uuaizMi=u>=*cF9jAT%(Nh6P*Rh{qkht
zqzbh7>cJVylhv$BH1Ef|z;2a=_r2t1-kX<9vW~yh7^&p2E-7KxPH>dcze_q5>?DM7
ztK{0!dLDi~DrR^zdo8RQRs{iT|LSK{JW({X@K%sNo7$GDEe$1d@Mmw))g6=WrC6%;
z(vamB7)=sOlEF@r5yfULD+>zrSO&7^Z~$AiWqPkI^>7<@Trcuu2(VUXCQ<QMP}7l7
zPIY=#B98L<GomIszzpPls_wG3l>A)bTF`j8j>FSD5e>{Cj<Sky<4pp=MHj+C;!b%%
ze<rP#l-=2uZ{X&}Y~}jq*+J`?Pi+E;mK%?wjW#w$MplYds}{2=mK#I!m-X9#CiQy-
z_q1PEe?)Mc2|WGII}AD3((|;m7(Mv%!TLx4sL6P_n-v_5)*L5eN=(uS<|K2;(!&S&
zvmjG5bV|tZuW&x@6j6puQ5AuBdNEKebFs#37W?TPvH?0WzhiZtg0S2jIM(lS<m2eu
z%U!VKa63MTX*x4w*m(NvkCTAEYVO^aUE0+gp8mCx^ld{FwU^fU19npy=*U`-9Sq@2
zfBy4IskhpD&~Uw3<t!3_seO3P#(*47!KReFC2Qf|$rzJCFPxK%E$f+U;a_$(QdEi5
z%&*eidtY?VkB+Q0xk3<?kb#1u%-j}Fd)Pe&A%4A@lSo<&*pVPRN+6mBz!&pdAVM8b
z)VJIlR#p%$2>NlzuFK_r*?zttG+s$iWXs}Uvy~v?>%=C}0{V1zv~{kVdQPe}0fH-2
z14Za%Yq{#arMLvd{GB27{^{7x6EJyCrTX%?W>)V^$WllhJ@+yO=G(u+gtMXY@uwh9
zxefdmWit?ib!QL)eF+XZA2edzbV@p56ZEbM4c?0=f%8Sh-e4(&zh})g{sT92Lm=Pm
zow2$j3G7HK(BVC8cfNtbjtR)vZyDd^ND?SX#b=Kwi8e7aWZvtc1$xX5_5wWystCS_
zfizR5hC;B}y94$6^04=4<%9BQnZ_i6I*_Ey(B6m-#+e?$F#mW^$F&@W<DaWw)WM{q
zkJ~muN`&PN!4Vv^P+)x9u7<?Ux(NAC<msncE*jgnNA$=&@dj0jpF7?XUHsQTvqhez
z(&4A3o`aWnpywg62ox6vzNbzh;M^34yTic5L)hGXIN4yvmc|JfL2iptsaRxOO!9nE
z9GObQsv<2Zu9^oc6UJn;iTFGr<`7$|A3Q<VSr{@;w5Os<GCD0wKQ+3?yg2cM{s%CB
z_>K4BT|bTbyN;pa%vW||o|O*?LA7aUuez1RjulXfEwhs|-tlngq<~~_^Rn#92eT3g
z%c&JML*Ij=hj1N~V%DX(Lb-2o%+z_JcZo^s)RLR$-~FQtXSf<5utBgeIP}7?(8VLb
z2%VXbTHUy6RD~BFRnjoTMRO6myp52M<HTJ0ji;JohJA2B)ImE7v!I;;RtM2(01`Cn
zf5S+KLn09D>A10lJ&ocvKIap}Xp8{q$pFS&1m>$Hs))@SywpHgockvkJvr&cVH-8G
z!|(!I3T`~0)u|#PE7+I4yNgngvr3eVK-qINZF^~i%*$`~9Ir7+gs(p!H-w$@A43Bw
z-JVE#>N^7L19>+S4NfK3#82M^G*5&X<Zp=Q=06}$#cgM<iOovhV!Fp|f?V6PjqXo_
zRlM#)UQ^bEg9$e@x%lxEZ?gFp@CZNizS!gd-mltg-Z-lhP!<{k>MaKZajdWws$FxI
z?!AK8L?dTI-hUBpN+H->f|3AgnJ1n!&-<N44ILEppQtM@EDe^YKEPdt^0YY?>jbA>
zCB|s_`VcrQYUK67v@$k1krCNP9}@O?A086G4A$L7&y{{ZX)tkthZiZEm~Q+%g!sUB
zbg4dlDnz{4_G`#Mp<DmZJ`qmeyH~4J_ApmOnqN{XvVktY&DD|NB5d;yZ$sj1q)q}Z
z^_-*==KF?IBTiV3oCz!8uktu>D_5K#<6}So1XFc1rGil)ifr7pRWL&l>(fdrPvmj6
ze-(7cBd8HD$yeeBRE1}5#3m_41PTa<*{d@DtEP6dpyZ@tZ5=F%dnpskuDN8`oeOK>
z_pLA)x0boOQ^Q^rYfZA-CT~vKwun-?(|oUN42XtunRzH4Nza~UF3ZeD@1%smnvdJ6
z2bpCFuelD!)z-SMA2^W#TUf$S*;i`{)Sz4d&bVN+7-fFBPnll5FZ4eeAj*WF+_bZ6
zPNM4MY6ecO-jp9;8u-eN?VhP8>|Za7yUWk6y^t|vc3Gau3o#8JPtPPqsQlt9(emHs
zhcHq7o)4a`4_^Hvn>k+!1k|_Ggu5iY?XF=czxG&9Zz-Gl^G39DZa2v{n6KW_u^wKy
zj1Mv9a=LAcn)>$tg2u#*LO`<sDJ%ZDaGmxn>4xueOtzc6bQ*Qwf`WpaF4sgI9rJQ}
z^b8DxK?t}&K)zTtX#_3@;##xq(EH2X4e-@oP1pT!9Q*!s0S;(kCoCcYjxbvWO}Aca
z1eKSUw|!EYHQ5d<ylwG#Vae>VRQy9f67-~2UF`#2;&i@T%R&@u98s><&5z*2^Y;?3
z&G|yp^#T~buplCHodmKnOI4q$Wf}SZk@h>?pYqJ6vgX+zA5U>*ehu>H`Nzkj0)r7n
zb5Z}WDZSzR{QPWh_#+|3lFrWTon0h7wLqr+y(^)BSA@^E%YgaWSw$KnAa3QJPmhaU
zuPXym%<FD~L%l{H1fiwf<tA^@q4D<uY_siF(G<Jmv3%oI$iy#GK}E#ITA(GMoPnh!
z92C?8AqkM{AMkg}GkMj29^mcw{Or=w`iIh?U-t#MO196qgl_Gb=Mo%VaI6@L2u-aL
zvgc`t9ytzkkFw8f&$M^H_z;WO^U-Cws^a(8*AHq|${vpu0j2IQ*cDjMgh^aD{{aEG
zBH_c1+7J|Z{$B4*^?kSs|I!}r7J58{WG593kU%2S)3+MkS{bI7REI$rn(UviWOIdm
z4={laL$EerFC2R_`z3blL;(o!qVc4CC)bY8E)DPbG|w8)HVwF;gTVpiaB@Kr!gEG_
zk7G~n-B8{5eUIUC;?h3NJ`RP$NEE$yPzFcgH>?z}nuy<XuK?cBb`GL_^|5;pOT_1y
zf38=Fv~?m<*<l_a9(4%1Iba^k189RY<c44_y9Xw-NS>b^>-VVG-c(v{h^^+q8$3D)
zh3tzD>>8vwNisa{KFwV}Frh~(a}1!lJB68Ep4=h@0hxW1-$@3$qm$Ggq00adhXCXn
zwHB`%h?983Kufp)o+hxF+e_V@{bsDFr0Q1qdcTutM=DJUd~{W)U_oH(W&NjFB;WL_
zzm$WWQNQm_LXg7tRxZCnGaxTQHb=ga^xrn+aIZ_kh}gYo^zLsloCR&~&iRcLbEiCr
zhRi?!{}tCAxZSZuMAjVXPO45}$93!^ZubbYv#<4ts?5L8TP9HN>*NiNnTgUwj|K-^
zG$1;O-1dtHJ)4H>O$BWdKl6f4Dz)YQm~yId#U(yG_0|6(Z?@MW<~$(^ARzR2fFQ`O
zc!k-bgx(}@htouCo_Je~^inuxP8&xJV1UY9%eNo|FDAs4?Yj5|el+jvD%sWJ>9@xN
zUE4yQ@~*{249)Pp1y8b_xJ86>>!7IxQ)oR~P{PI}n5h4z*6ubQmsEtoim#>c*bljL
zD{w(@QS`aZoLt-cXG`K7Y%lE2;YBloJ4wHqyWExcNM(T-bZr-H1tPW}bglby_E@Cc
zNU%HOB}a8j3ujB)Z^E|W=P#rM&vV=z2;6Hzk5T>WSP(A$pJ*QfXB?j#`q-bJ!9*b1
zWF@x1A3R(7hL&w-pjaeM@9=O4q}RvI5aICfaL$rSjnxVZ&bk<XyVnQz1ki)LNuq~n
z<XPOWhQ{yXlt!c*XyBO&+4FF@kq#N->f$ne?np)z13n$=)9ww2A|c@i_MiHCy7s?U
zvS7#~W{i4W{V#V%7VMom?PXhR;-g{U#$MOGPz~?H^~f6|TU}lsX-TLs5o-+=sGV8h
zk3jr=+>Y&V3^AJ)sq1Dy060#A`gi0J%$(;Hv+SKQ#_j@NcOVk#urmt$)#-8_8xVv5
zNc&+q-Qntx*2~1sp0t_-9u@bhiYuYNJ4EOm0W`W$Tw7jVo;D*%{Rr6vPHB}3p8qD!
z|6qRq4}VI=VxS}1@B@2GENfnGyP<$^BSJs$uF8MVUB_5>TeT|fTt<|6(Ymo%pO)!q
z`9^pbXJ_XYr!$O+%fIi>f6^K!`uae@pb-1}0^ux>SHB=6rq_U#NH+^=dNV{V85ww-
zJUm9P_a|)b#3Kw(wt{}!5_ap)H+!|#YwS3jzgWmnBm($HqMknAu1Gmkq_(tyRJfj=
zpPEqx=du}`f@A*1Z|PhP6oV1iO0L#hU7i*}9RuN*Mo*U;Y(L|{T?zQy5>^E<85kJu
zxlz7J`dw_g9^r4ENnGy&ZB0uUhNAHEd$S=SAsZNCD}35MqmUGzB#5Y8i%7+zhy(<(
zPX(=n>kwYw-j-f<|I0h}FWf!&rSi|Hg@|6WAxGorHylimR=YF3=K}ahfw->6@hFuz
zQLnD|(<`jRAum4;hmABV>SEC8rCz4)f*>fhia+&N8NODN)h{q;OTc!o|H+xmrC#ix
zYIb!EjTwFU+gBcT>*X5a36$Y~C;LD2;Q#FM&IqXE{?7yRzv=h?{VfG3eGu>e_5}Y|
zQ|3X`dkFulvGqSKW5RO!hH*Xg|7`v@XB5Nt0pd0O>#P4y<Nm+99N}E_f0xtCga#Ib
zVqmO=11jdW-u(qgNCq=G=o{f+p$hIIc&e5^J^={=9c5Ia`a+im>%sEj2`GgAS>baV
z=;bBk+Dfnw%O~hGy#&=SX5u%BiJb(eg*aM=EZape3Z5W0%`xx4EWLcAuqA<H2nYB&
z$=4W_90OXZqRaZ)=X5A9KSCc1MoXiC2dL*XNcZsP;>jnRe#j*Yr{>|^f`Y7pQUe_`
z5=H|uD*re*rwZw*cMERw3z~01xcPMXPG2av+#`U*ruzE8#x#Qaj`=E!5x;@+?O6YO
zH|GOc1B;a#gc2lH`MF)|E6>mY+b6W@SL$1HD=Nf;_$|N&selLBepB|9wAAMz$9|Uq
zQ?+aQ6IWwOfeMp5&`%lz9n?9ZfQJgb#fX7XyjA<SO`XDnF9xU=z6UJib|6L|2sMl6
z9;h`y5uf=MAT~fK=uCrvE{XcS`HyyK+;sEF8SJ4FQG6KUQ$Yz14RP!Hx3TcUaOt6H
zdg-Jv!qRu&4pnnc69nAroC<Np6rurJ&Mk+s8qEl{&mwq`3}+3tJA}#uT_%iQ5-#)z
z<&-No%?NdCPef&Gt#thObJb7ChhGpn_1`#r76{aJ<+?G&hKJnq_WzG&YMuEa-0FsW
zbY29dj`O24qEtsGhan~W35lnVg9=7G^7qMyO_LLU81fOt_HT$D9OkLY{sm&b+8@7>
z<X9q5J&x@{JMM&+HbLSX55KHxTv&*CUvNGgSSzT#*DAjz2%*}Z3x(rPA9-N#4GiQh
zKv9oF@Qp02n}<#*aDjMjQ$`*?#H0M)1^QP}BAoPIpd}K7%_Wl@N)y38XIn3u>@q*`
z(tyr%t72|3R78G2CS%gG3$!MpYt<!FB>EyG1kl#6?=<F&#7c+i@zE!=r%Ng;9ZDn?
z$f*phzILjeUQ@chp&naAPqF}wnvuP%8I=l%F;3-yYfFkDw+~QJ_0tEwFJmzHO)Ui2
zL>u!JGK^zRpah&@-g)vuSi=R-)yC&|3MHl1e1I(UHXt7VTvQK-IL9RK8!hHmZvjZg
zQD(dwvZ_;qH~DsfRlu_XpZcaS<#ozC`)4b?Wy+i{%21?G>cldfFE##&yrN9NZ7}zp
zF~KbY)jDIKz5^YthU12&2PzrofJC8|#~71iq7siXe?j~i!G8m(2BCklh6ULsVv?pY
zNTs&Ni`N3_mV279j$d%vewYP#1t(w5*~%K2f&bAjxug}6aREAG&xBX;C5Um{O#F$k
z+KBz$DARv)yW+{z{+&PYM}<fq1eeJOoxX}H)Ty9rS`Bx?8mt~>pso^$lfv*1@(<u}
zJ5a4bF@dZ0pYg61{;i1t+3|$^;jOKWr>&#&<$#aXcWJZ*%D6m>+JP0Z8jHw9K@#?v
z{eb(0`)*sDWC*M`m}7GY_b-oUnv`5wP-@xZ!lKVd5~iv;eek`C)*>SNzDLpL{!fS>
zp<$7j9D;LJd@3;EqZD-`l^?8u$7gFA`rNu2<u*T?^*YLr<A!^H9H7D<Mv5l*aL2%V
z7lE$z+V{Hu8(wui7qRzHkL6x|F=W!&-{#2s7X15MjUX=Kp%2CeNsq^61)W-!?toKI
z%a%L5rtUHXaVrK3=%;&tW%PHWP4RfrHDWTP*GN%-4p6~H2S)}UA@xlx<rPT>tUYNF
zla16<0tNV#Sd_TGb>HgtK)@5w%W=Dn)59;viTKap+w}%X#@0_47H5`o@C?fR34BTy
zortU(5Y12G^JmBQF{%b$$_&K6P=R>|b707EJifvZI#Ml09LV&x7lASBh<IT+^?efy
zmk%yT4^Pl%9339sdE0jbXO+Vq3Y<J0?=G;Kg9N@Y>woY9lH?xYD7$0-4aMBvcJovs
zJFb?l$fQv5!1ya(33*`G2LFNn<4OUPsxY6>lRR+5t=7w!#HJkJ3p=Ws$bRT%;PKvC
z-B5mTa<CNHr}{HUy>8vWBX+c3v&TFN+RacKI5C}uZr|_qjWpx?Y)9xp#LGF=oJ4O+
z?>M$t(^mk;<pxj~!z>Zlq(2DSb@g1#6d?IIc%$n6)6UbLagIzv($z2&U#ebO;AYuA
zG3!mov>k{AdMGtAo9q{)=Gh`nOhCmhy)(Mg<Rk!&3B5rOig4P4MX&GPV!a~w{Aj+2
z*-JeX5P!ua|LmqOP=g3GGK3c3PlP@aK(RT4ITJ?NqV8vb7qX{q{vmWu08J@SiR~v9
zaF<K_VGi9<q_isY+(y+2OWaCs8N3|_e7ESPza;l?A4e1mS>Q8p8vY%MoZkM`y6z(S
z>CF)TpTd~tX-rL!|5A4R-vWhhJNmyD9{=`?;077{|CcKGe=BmF0%S9}1?A+fzO-Eb
z8*TJIU6bzyZ~2_ntN#v>m!H3La8UTrs!S6Y9gPHuL=XWq#Q@CDC#*C_T>~by)N2oL
z;^uB=8gjuF=}-N)f2wU-HeYsz>xdKVj)W_}@|V=Ic4f|~T)dK+Wf|OM@w7aVeNSBx
zZSlSZ1ApaFDF*~;ji|fQe;;|VXZsUlXidln-hR6ji;twp{CRBIIMpBIMx~A{^u@?X
z55PRyvpW=J*ELJ*5i;~)*u+p@pTM6yB-wQT%t#K7<Z_jur4Q_u2&k^4pOL0J?0n4J
zS6-*0o_T$zH-d3qS+nr`v=F0kKEl+GO(fss;Fz=U&xCkc){Y5os8eKPW9dsaRfR^o
zIpbj?MQ`3`shr{oCttQPk@^zg;Xw@!hg;~nB0@1LZfuGIPk#~zT;_)|Io1f@#M_a1
zbU=$f5uD5~IZIMm4MzLLmb0Q^rw(&@;f#cL3A@4+C;v*<UzW*+-s=%#vbX<ve;qo^
z=Zd(n!(@S$VJ71f>yHl$===WTj23MjVa~O4FW6{@=?{3n&18(3G4b6ncE49`ha!|p
z#*wt&8wVlj$=gN9%d=MI(|raD=mS3iQf)rIJt5!Fo`oLi+oaK^<pVsz4$ohd^+EW6
z{s9nR6_3l~32Z^;#~tI=ob4zy+p7z21pY<L!!ehQ>>JL>!musNUzF2GZ0OQ(FniKG
zyQevH3HjJ9{ad?dPbR#gEQWi}$GK#e=LJZzjMh9Sfu~3M>BGGnJH+4MtY+@#xSSB*
zho<tmdAT9;hsvh(F}K6lTgbFuOi2kYILn-6#;8e;J!OC=d_U%rm3zYp<<2_Us_~_X
z6!0Vjvc!7le(>129~x$I1E;AF5BI|NJdPMf#n|kAQoXVSLY44Gb1BD^PyS+nk!*0E
zd)rz*{)|E2Fc2yoovE;tYb~{0e!>L9)vZ$Pe+Nan!*0ea66HMXeUDdN<Q>_;)8=IN
zVh*1{i4?rNfqi>VS3t<`zjUVx1SOJ~LAfwyf}LgI=P>>dn<>W<iO3Frcb7Xg&Te3)
zfGf{uiJ_wvMP+4H<#7BdC1sSkWHu&MyKRCKRlHBEqzd`hNVvlM*hklS)#&tg2|MMB
z1cA^^-M~aRn43DgX2*#_wQKyReJH35UBCKTKTNOc!Z8u;0On39XIe_Iv@11lL}X1}
zEtngRz0vh7<_Tv~O8C(W3)b0LZet^w6zKU(PlWe6<$FSGIN_{AOc|A^k4ONyEW0_w
zLAO`W8JRZYd={nSj~|1&a+h4*W7IuS<Gj2yNyOz1@R%MM)6443@AM-p>d7gQXd2Ww
zsUbD%bBMswhBoUQssXjyRL<DcXgX2q^?ot+Q;To{Rf_vJv8Vj+T6xp2?J$TK>IV}7
za?jMPn7Ay7?8xCY%QKJ@PRG1VV!;T~5jWxOvyiP2%dwfkOoa%O?p(RGBFzZS=!XWD
zx%OGcRDD9MQfxnVyS+p(QYkIQuE^rHDWxu7JQVj_z8;lO;iTD^k3MYV{t$T4j23b~
zV~1S_&cn($9y4)MLNueVayzoc>4&%SeRvDHVyj{p?;*K<uNxcP{;lsbgTe}*e4NDy
zT!&b5xUC_kY_^|#uZ%=bJ8Aj6=to<pT1?s+Q1{!A%|K8!Hr-PfBt}6mL_PtL=_m0p
zH3>ajIIf|mjjjio@m=oO)GS7T9H7{9``(T4*s>}NWIz<2tUQx;Lo?e$j6Xcg^osbs
zI49Y$u~pPRY#()aSdH#^BnOd@dRSWoni_g_?_|y^ukT|AZ^lW~%thVdD!<UN!nMP}
z)(p>rqK-SB>GS+y!z=2R8<Jp=3rSbH<L!+aM_q4m6<VximC#oIA!nEJ0Ydlo<Wtba
zF&Y-GV0Xulf<Y%dGFHN^g~=geVt7D%@NCR5xH|YFLeBo+IiY}s|A+lgTd0HQdlvkm
zIQtu3IY=Y0gXewQXvm^>ZmW>V{<7h5$rnpdJj<jnUWB1IhgfRHz5O?yoMbQ#G25`o
zzQYu{ezcJjcW));!=+|XIrj}q4qSpF!-EZDGR)zbe%Y|b%nju80zkBPTGWkM{sKQL
z?s2ZZoBYAsAG5rgJB^^#9~*q*e}3D2aJMJb5cA^GW*3kEm-Z<Z2i0+R{q%XLyWf*j
zvAktG-@gNg@^&Xh;+0a^eu_H>%n{1naYj+6KlNghy>E5vWt%#e9<9RU(z_+Io_jB=
zo>J0}QYfw6y6;LQ6>z2`<K<@IS-f|xVXm{U4P~ygie?*k1)s)Q%JLNtu4=4C=XZ_;
zUyPKV4!_x*O%92h8{m5tnUmU=`^2r3kB-8HRt*3X#uXistA6k@crrCj)s%iZFK;*a
zPfE<65(Um$>hon~^zVYJLKwPcG;4m*5Ey@-rdKdZ5ThlsWBm4oxYCw!jI7Q6g7c&u
zU!qP9m_NbHrKxoh{$<DE0l2;f2zI^SUQrkwL>82N<^%%|?syLsJ<IgjZ)yGF;7_~d
z?aD;}m1RQ2pavQ1OOVEswtY5f13mLct_%=KR?$&G2Stfmad8!>&w+nn$AP|w)H%x#
zY^$l(CGbiHmTpVF=OqNf0*Bu6rl17Qoqn9;ojEM`(>_b_^P4Sr`&nGJ-wl+@KBJA&
zOV&I<6v)9UUZWmnpb^EDV|`~DhU#)2{7OX>Cp6Q)lQH!7n1o~vK`8su*$LJo0Q%Ur
zOUN?*oP%^$e|ph^w(09;?|jh5a>n-#qO6`hc_Z?M^5DtOTzuGx#eTM0K-ca<MH02Z
z2AV_Lnag;$@L0Yf;>wB}4b)PRnI-3x7Gp2ULjSC(Ca-=c<%qAnzozYwqzUL~!0VD#
z96!H`oXKo);uVr~hT&g(z&j!+B5nT}_4v7{&O!XGYhgYRSTCwS&{ZrkNhhR4NL!Ik
z5TWm_<%Q2MWH@p;<dPTz)tU$2Rdty1W1cYI-DU1-#O$t_zyBm1#w9ZW3J&#qTa#U1
z+^>mkt1*E?YffB$bjlC}WAjskpvGK;@7mE@kY(rXNdd8E1i9XD?sy+9t!_HJ&#(en
z(Z%fMYdx?6($~S&N<S`kqB$!#@%{Jlu+!R74KGR{p&x5YG=kGduv%|mUOAcpGbb{%
z0$;c0WRF{tg4$xtB0;af1n!}wt7oEuG<O@$U#ESRWM;8#`caLjV945f;yNv{0fkVc
zH#Du^>_xfgw^G46nA#i`t{7fKVaGRK@P=#)iAd!j8QrP*&(A_fI(bj45JC`(^U58u
zF4Wxd*?A8gQ@*Pg0>0-7*R>&DEzXq!f@nk4|L`LMm&Vzgm<Lw>dLW-$=+?ixmtwu#
zIo#V?`RAj8(Fja2QV*=}DR6#r;$uU=x~xcC8;F}p+Z<J_K_;WlJGnIL0?iqv9HGU(
zC`5wAfGgL7H%uz{+DxsU2;A?vd4L#>X@ma-7D4I0yHbZqRXP|<z07<4vVq>1)6K2U
z$)`G8h{K9Au~l_(M12H%*P<@oO2)`7PtiZn7DuO5wFgx`*!dh=E+=5sFkejX=FTtw
zyoUUdZy<m3Q}l0EgZxWM`Q7>DQynhGW5rn&9fsFOuvab0;dTl}ZdKY~YL)L2y6qWu
z-bhxvwtIjzPOG$8t@e09qdj`mvOVrlw#WB1+T*WLTw5qqz{|Q8?NQ)*K=|P(8Kc9w
zF}j`=)_v3h!3}kc(O1YA{gfM{OUvNvLdIx6jPA~j(S$|Y!?6EC4C2xXATl&SP<?BB
zGodL$bd3A79-NEgY~X5wwZm#z5ALL3<d4tLzo{*bPHC+6U3gLfK06YLD=)I4C@Y7*
zlL-z^ZUlF0{`Kn(mlCkz_gJnjxSC?^P~Y0?@KZSYH?_gh4|sGq`dVFwNdde%)QR?3
z2kIj2o6o6~!w}zE_RT36xlP$OPp&ElgDIDIuU|HZ^v&*d*9Jn4j{>)aI-|qYM69^T
z`H)SWO|W(l86V7Q*5N@KM(&D0|3=n0I?liH^OQUpKKm^i=OVI^U8F#JZ*#1BTelxu
zC+3R+kI_PpP1FWwG<?W$Z{S0&Rr-*hX!wu^RD4Lky6;2&a5x+*_B^R7hgq!<?9cz3
z?U75-Sh6z=ui}+{yqh^@4GX~NUiH+j*?cqt_aZWonOlPUKlevqeVb~Z<%a`Luwv&!
zBxe+&sjm&zebNrWjrf1V-+JU3cAbpClgLc^KB%D`zMUGPc6~}lAwFAo6Tjb#Lw24F
z9hy7Qd-}Rt)=3|l>Trr@O-H8=JZm}wc-C}ws;ub*)V!u6cwPK85-Se9Kyp?wntEGc
z-IPECH?Zcn!PNvT+5a4`5=l9bKEV{T-uA`lu2nV;U2zvX{!m{B?h)jG)8Dq!ZG+!q
zvErn1Ey3LsYsWOKoegdzVdVP9=pST<qqCY->3JswoBxQ%{peg|=F4&K+g1pyrmwFP
z?eWkvtk@l<)WI6-X17LgfIYts7o)Ib$0NLo&#ls7L}QHZ<*U{&F5G$_KOTRM?0gy8
zHg>><PujxQT}M4Q_>_~MQG}+x)>t>EP4)7(KU9}LvI$1_){wvD9)3Kgl;6Yw8$Kod
zLCxjLU@#aA1`GIOF#bhIaNnp=qbetDX=!OVefl&OEn0*#XU^d2)vGWtFkodMF#CUd
zjM?9w!Nza;AtcZhYqs4$&oMjk{QO6-x7FS}arss>hV^fPHbHKXhz;@GrmN`j-cCIE
z{X@7oa?Vgep$u(Xy5rqGjWBWU@fvkF@HicF&ct9tKW<~*x*N&py)zuoJ_>}rDgQ<$
zbFl%QeN^S3swQkKl$YT_Vj({7<ccPaQe+h=F!NM22K^F&TPh3B6&x=p#Fv@bSV}gD
zip2OaFApPA({RPv3AQ|SbgP{WxNUD7WOH=4q-6A!YHx5jU08_wB{DeHP}ffs72=z`
zY<y!*bP!=%K|bEgO2Y+PM_wH^TiHTZUS9d0Y!2>~k%Hc0^@YlgA~BX*R5{*a9hogH
z-tGgZ#h)W##(WgseF)nr<KT5<2O@&Hpfp{5a}~kz-TrV~^eN(}eu9Eq_aLt44Y!TU
zNn=OSJT7oW-^7>(DrN3E0MB1Gqb6+L=?#zX<{@g@7s$W;2#(XnqTz|{c-W*H6ls~-
z*AMMSgJmKoeTMv-_aX81g3p#^REL;P)dRUqf*Qkq!Y~wsg;%SC^N?N$STz@6lNTcE
z)+2b&7=u=4f5L?ZJt5=K!S9<Ha2?ejkKUh;{O7M>-=jT(kFLj`ZH6KDVfY*0(`!gC
z1h1Nl>ysBE?bag%%ov02XMe(x20c;CBR}Yy8Soy}AJ^ZXkL>5K;nJf$-a5J-C)*4|
zrc!=kd@}BRwgR~?V`xJmfpJ}q|A1ec4MO%a^-WbG6Dd+2Md0DK!x(z>2h@b6rz=LB
z+>Cph_Tk9LIq>Sz8vTF#2Kh;8i2VI3y(VBtFLYlu7bhn#MEtEsXf<ODMxFf$>l^e$
zA<r}Y8#buGwnbw!m^2KTkDgciTtc@8%eVW$dGY6nSIW1WG7jEK`3fEKofdtHI2HNs
zO8JQ@@{5)7y=u`OsSZo#A%4aeD7f<wc2h&)eRKz&H}9%jhc7=t?37PYNOkan`=;e&
z27tu5N*$z98W51V>ma;-*;Jzrc0+o@XXRYHn6dzQw;sV|`dBnR{S)pq>;XAXU9cbC
z7v4+eAY#H?<XnFMX?;&L*tV3YfXF#Z=rx9x=4kfkUSwaog~xr~r}r`T^?)KPr%v`s
z2a|H~$@5gK4{$)Rr7_k;XQJ=jI6Q9e4STV+D<dl_NAEjvuoD|#Z=egD#fFG2R>0Cw
zJF)rQoFZ(E%SPjBHZ2P+pKu^P2XmgJU_(=G)AqW^4D`MpgJ)gq>C~a;^%&TR4Y5Di
z6)qA(8n|F-R5g}fNiV<$Ue;(~C4r(GnExyly{^aNaTgz$@aTFprvM9*GqK#+20_MR
zY|hBVkmwZLsP6(hL+vs8XLozGF`CR1I=xCne~YSlLSb1sLQEv+Z()L2iP~*SmBZ<I
zm=~RnHQx4UVJg9fq-?w$o``$R++k<LZ-W8P5@Ba#fL-++;UqFdT!{h}D$jPQu^UQN
zbbMAQ!+`Ka46@<>ap72Q0T!laV!1N7Y)fV?hQ_Agx(~k%w!3QEp!4fQ^fy<rL3ues
zj3pRgW`bGC)!X2=;zBIW&&JngRy4?Odtn~NW~bqtjT3D3wdHTHuz|cvJhIBm&^I#~
zy~I`WZ`!E;xO!PugwOJ_&{M*{Vf9o=0hSbG;Y$;1G&K}sM{zF3=cVF|r88`Jbok!P
zR&BnRT~>+#ImzfLs=EKuf-KyWmteW64P5jMaZO%~FAFkZuWx`ZD%aJOayU*7u*k^5
zGCON}FvixLTntZ6#Z@<F-udcJ4z}v$P*#dA@yY0CS|#6GWQ4^MYj_wLqPV;aTXOO+
zEGZS&-TCiHZIG6U?;LE<Tq44jtUL^hPsKGaXI>j@bFov?A+xj;Z$&4epBbk^QCT?+
zcARBnL4z~0OUp1nH52c}r{Q-`r#e{=el0A-SJ~NEV#Njd{g{`JQE6$o?8NUkY_%ae
zsMLe9GIUQ)L0_r%28YvyMYu1M!NEYgFI2^9a38oXnTOcvU(mUV{nSv@JGKMQ$UGrU
zyB=A++aE4peS(+|K2^?Dyx_5!o2w)!=Lx3mf|0gm7Ygr(LC?Sd&Wk=qz2iF(-l99o
z3XAGoT|AJGgE>!Aut6DAwC;5Vdf$w}v$v`lpKip!PGpGvEnMMZY)FHtw8ke-YqYRb
zj!)sK=yf9&k2`CRPX`in@$s`%{Lt8u8>6E#(dTw7o_6xlE&paL?8OGy7sQQ^u|;xN
zsK|FUHpF5-d(<-#p&aGd6`zB*@5JFw2X6%MjMoPuGBM|J95!_EK(Lbu*4<A*?;|hq
zEVL2qr8@k0kpca_0zU7who?Dy>fxmpfKyl35)MRVVa}aIY-sIDgZ$P#OGEE-ukmb9
z1K1nukZ+`qXM_BB<&(9uw=YD)NM8>}x_HrR*E~%_kF$|@Jg@;wRLV<jz80Q}^^F`5
zY+;ObF`4LlCk~H0)G%KY8DMWS<$SG30ZXH*I!5ZpH}&n5bphC&kb`&b#p8BcFZgTJ
zg`?T|_#!C-E1Yc+Bo$**dM@6LO2*9wuDt#74xV{Z$Cn8hU{N&(`93`dThnu~-pv*s
zMn+hYl7%5r$+%YE1rmMzx;bAI*bcNUoQ}qZ{@w_7GsU{=N$CA^IG)XDR()Gg+32O+
z77CPY!30^w3d}qijX}Gg<JOd_4P;t<!j*Vzc#8}2TlXLpy^p@cvoQhH^a=WSHl~I?
z!NVLsb@!~XPdM;219Q&BVnZ)41iP4E-R)%b-uoQSK4=PilWJ`6LDlo<X=qU2MnZ!I
zy{*J3Qj}rstz`82<vAjzG=&|{Jr6ue$DH4yv0)G?2Q#d@mW19vJ;Sp(q#Q)Lb(mAN
z`9$;S3S^~d>tT*}8{1-%Mv$hK{D*0nb0P{G-u9sZcI*C3MDL%T;@QW|b<39+(C>B0
zUw$b8>#rqY`%qtaT1&9-Y%IO!<Jrw2QRz4SO&zEWJk9WK6B|rAT)hnl`%gc|>}8j+
zabZ`4G;zY3UH8y);$b{LIS%$V+H<SRx8pFZk006uIzu8hz;{31L67$j<H@gM;Gzu5
zkBrSm`%(KaZg3+kn%V~DreZvOl}^{jwd7w-#O&?Qv0+jGLh4&$?QhZO_0?^Jf8P=I
zmfGW~wW$&24z343S5t@#^>C5|g02sPy@d!pn%Qw<!_s>&GStJ-&w^ksHN@&)qtJcP
zEj(G*0VWb29nME%_78WladrsZP`Tz{IC{=GkLP>(!=5J?+S*)%d7~S{&)otdBYpgK
zJs#thUWdJv1U-VCQCO_NgO?eYKc+F=<dl^s!;E!zFktRQ+}YYkTmJPV%-;DN8zuxG
z#McsQPer5G;=2f6-5&N9y4L`rQw#CQ?&oOlXQlPs@?WFy{plENpVF9a&|7feCB5g9
zmF*xAY4@`vAZ+&D7uYbSAwqo2vG!~ndaZbX@MUdaUrpe0bXpNU+4mCdc{cO;lD=(p
z19;mRqexbUHD_bdbNPL|_^vJNc<#CX&qU1L7LE-cG~(*Qi7511bPM4dI_anjBFuf4
z)CCi|0gu*&b)+tc(W5!HsciPPXSf)aft@o0;c0J--yf#q!%a`%Y%M|m5Qn;FgPX~i
z{YwNkj3qi)VC~sh^jdx&;or5bS%<wZ(7pkm4pOWe?FVoB3LRq5^Sk?av0Ph+{r6Ha
z`)DLK4E03_*))790lhXnLHHLfU~g89{ET9Ja_lwQ`)F_en|&k_7hhy!=X-v%U;O=f
z7Ct=i63!N4y4hRH29-M0M+n(0dNBdLet3-V1ubi#LnPYsY-pT)nCOs&o$ob-r;P-^
zhi58v5TSn)TYepmL}J4*6&=<;M)<;7=x~%@hlIsd!Rdt4&oc4;o(R0%tnSIDI^0gd
z?ENpXVYDAYyv?!pTpW6>eu(gITUTEf(~I!Q!T-nJd4NT6b$$F#*-r1h34(y4qF~p=
zuCXP?lEf(XsEOS~V@tEep4fYfC6?GVi8Xcw6+u8il-~Q&mWA(`nT2h$fWAqF_j~W}
zdG^s=hB<%Ez2~;QXKoxi>qy$BI2D$O`!5UNz!KMW+F$zwQOg=&|5zMrJl5I|&BXoq
zy6w{%9%f+nu~=;W#2dlxrr7Xj68f%xf~fD>HP8p_n=pI(TVVH?X0`7HEMsNbewao)
z-cZEj!v7#1PqD<~uXV&D$Mt~LaP<{tZw|wjSwRSHW`*^~qtR#XHAEj6K=-?vSQrbi
zV3a?6TukV`;oRL6j9qaLHfBs8P0`fZ7(Y#K0}lryl$Oh}?$>Dao_iIshX%shOsHKC
zj>lp1M^rs9!G<eI=)3VLqP_{P-v`Iz(b-eG9>iyrqRWqA7~9bvO9!~aL}ZA_R4IhI
z>cXQ;g$AlkFu{ha$>{r2IHHyY)vw`19U4|Y#@G(_So)q@of;ZNJT`{9NR`8hIBXut
zQVw;-WGUvIWG{!5<t%OUL8@)GZk#^gx_{(278;F)$61(tIsu!h2ROJGW5dl9^xYnT
zsILO+E{EJQ%sZ1nC-bR7&!2WjfoGtHQ)8Ra^UZbFQ_*W{1S00OhD2b{_{NJ|_t6~p
zO=@$<35q%7`B&)s!y`nkZ@?V#Kr}ixW0^yqR?H!%D&~+!W9fTFtZkfg$fJM0#O#d^
zuw`xs1p8TI{n1GDnfW`S55Er^3$}T@01HM3z{k~;DTmuh7`yBiJ?HP;j!8C?mR6!;
zfGs}k?v9BoZtMITYBl^GhuLdyW6OfB2==$Z`d`A)XWBVLpBxDr3zqei&{T}*?S&2j
zcC=4d?R$*gQ_msd*WqxqF{0yf$m~nt8S3M=wS8eC;bHBeaP<7_EFzDOfJ9^coa;HX
z+M3Q}#hT7p#hT8~I@WZId6+-c6F!bAYdSw^tm!OQtm({e;F=ECb@4_LX732cmd{%u
z*xLf@e~U$*uWuoGXD>R=wSB<Hf)PIOaW-b^;)67dT^maKt9Kjb!FCjV+Sp?EtTwgp
z1uW}|wHofGWA>pKY#!^&tR-A}jlL^F5w*Hw-E9KpgG20V3DPn-I(eJn!*;fqwDY;n
zdo-GO{39N-H{8RPFFP?Bjzpl(j7x|<`k`(OV_GsAcm_CkI}u~Qzp2o`B*Csa5RRXY
zMPl#bu5h<E!s6|r^gSaFf1tI-N!wq44_m&X?AtK*zqp9#Ux(?oAJP&&Zf1=ATZtI^
z-3?}Ku|4z9gH`*V;-{mL*t?`F+#QUucv~oa&&Z=g>-7iW|36fVQ1|Wx0ztdZ5dOCy
zWlkXcgLry+(#d_)>zi-B!RF1I5gi?kR;^m$-o1OcafAH{SA>6;bvy51{O~}8eApVk
zUN+eJ!vKgyJna58jP?41>xW{>s37{pKA$Gm*s)>|s;aAT<+k#v*rVQWiN#;MgC3nc
z8m8e+8pa3OU`%Tp_}Yl+&3a;<KK6t$rwFn^ZA7v&=GVS#RW^;73Jr02Of!7wZwYTJ
z5!z9kY~FK6XsQ&6`PwHt>?kb4N5)1NZe)a}d>&R<m_wwek0ZrWR@>$V2Cz|i-7G7E
zNKX#~G&aqqRaRnQZa#jtvaC15d}m1!Mu;UCCYHd<kcS^k%;<X_D`nSUrmwH2;jaot
zLw}*V2ELx2+I6NZo8u^~r;SJMzN5%HbR6X|aY&i*HL6QXVKM4M*6YQ=fso#Ng#2I6
zK$e(-;;Vll|M*#m1C<*mi~hKQjPKT<@Z9fc2=-r$Mdt3K$l8AbrO|Onn6`-C+-ozM
zU4wDE)+o9gikzcoQT{pw1%KW`_OWx2v{m1HrY{l0bMIQbobol~`Gs|AXfi7Vi93!V
zY41rCN5#`gdh(JoxQzXP^?K(~gAluHD>5(ML`gz2UTr;$j0-p5IeY9|-P3PY2wv<s
zhPb^aQ4keRC%sjcl)+1f{U)OZA$-|ZBwxIV;)G<xY(0$R3pe1eVn6BJHTvg;aj#Jr
z`wC$T*Q2ty1lH}epWqgE=_al%T94@8{zOA)GkFB^6O!@!oR!Fqeu;;h4&nLn%V;-q
zOzk!8W`!VZ$1yzFdlK1E@i;em31lT@Xr<$C`X_uqVJH!!%b_1}d%{ALvm|#lrg*T@
zu%BFyeF=;GJQn-uZxD~x)5alZ?@{C)RA`vK5LJ|hPjzW%4e7m5T0=!*3W~1Y(xG83
z3eGl6gVT%<r0qP0jJ+pO5*3fw&laPqqzrZ;><d07?OUVZb{H}bpQGD^ygzOu^T>G^
ztF#Hu^CqG^DV;vik2)!^>{T*-UD?Z|M%gB9c$JH>&ZZdcWQJx&0&McLgV;bH`%>8J
z@ZRKn`h=3>t(?%oTnslcA6+cOXknth_*z_9h0#w_vBl30<~qLMX$<x$*2U*wysH_;
zxSGM&M1ajL?P(2rUgxu3zvp!xax3IG8SIRXmSVU`_~>dSL4c`J!-Wp680~5XKNBJS
z`R>*Zbkaj;zIsAQ4O_Dd@QJxGJ~B6kw~&w34wm#uFTdm!v0iU(XaHNDVeRXBaVdR0
zmE2duFmof!u`xqeBi*O;)$ns#K1SP^;u9Ma_=x#f?_o{f??5KI{R5eW^r?P_z3tJ?
zL<CnM51mX!Xf9DMfLrklV9PhGeO=0v!d<{aClmH3oNmo2z$a$L7-?n<Zvmf9IHNQi
z&e!1s0|VF^8rHsUNEsgtFj4V=sS)N_o6)DK)yM9VA`BN9VW`N69w&Wo%#78J>l`N;
zz}i6hx~&)|^-~!qss5aL{ZU?qc02)G4A@6)d&-J1Okji$ghuc*<k1OVLg?c}d9iK{
zDlaODOQ@%ZJ}OCvk1H!MSRg?#PY5RiLkt%h!N-7y@Jj8|*cwAQY%3_j$0kM?VQd6%
zJ`by`Ea-ALTvV)k%xtK9-6&OznI%deyl*5y7qO5|vhwEhvDDHWMb*`as*th!Ag>Ug
zm>OfGsS)D?TMNbq1r5|7En|G3Ncb}`(8sUNwisk0fhV7bHX;F*+gRXfc?FVXm5s6<
zY%eOpNFxb`8%fZV$HNM9GYIwda73zW?xHboP|RK46KT#}<XDuSkDn|pz++9hP+~J}
z9I_STgtF*3B!0n+6D)O&Rob;i@x4&wsg4tVJqwA-I3a#W2yzddKv`5QN+Y82dh%Qd
zTpS^8rA!2AOm&g&pIpo^#>I?IfT9xr=>92DNB@+l=%0cV{garbe`@cF(Jm_eQ!7RP
zRG{5It$&$=an5EK<E*gX+zw)Wee6xrVLvG!c``Xpv~fm93q>DoDM5frAN`)KF@4&f
zmk}RLjRg44#|B1*`naFR-aoDj&A@nnD~$2Cg0H0rn|ruIY^aYt5zGlmI_L2cUhT`4
zC1FNjps#j~Im?&cjb$xiU1T=KH?_bRFAMmZ3F*W?v7sLJ#OCU@Pn`-a=GDGzRW>%n
z7FOVXRtYw>b3$7yF}zKM*wo$$rSfVVNnkJA4GAjaHDi_WT5=uZwF)_ow^kXiS*nlM
z=(=EI1TP66O(lGM+tiw=3oK)$E!l+_MU9gzm~qk?N5wcP_wB|>)FucjS#Fk%8Ty$>
z;3wi^v$HkQE9JOQSkh?6i(LC*-R(4tZ)1Zofr?ld=)uH7=zkCkA-;5ynYVTQu|R7G
zQ?v<wiZ-FU3)3b<>VBXAm0(wYo1oXAHeucUG>mU$gE1|w;cG3%=6;Iy;7L{;_5nL1
ze(lRvBRO)UzZH6Tn8L$c2tR8vR`+y4VYwXPnL6s?tyGK;vc;G-w(zwTWAk7Si1`NC
z^XLuAL1RPVC#`L;sE0GUvuvc)vj0~q#s}MCOk0Kh_nSb>Gr*pQnRWX>hkdFZZoHL>
z1>K!7(9e=St#9veFQgV$;Ixi%{kt{LJ_xkIqMk13UdN_hH4S@1G5*8m2zlQhzMhuY
zx}+z>LLPRXe8zhH!5{l$%E*>z*~|t$9+uegT`yEsRpZLN#M)~XZn%YhUEHy1PFJ+@
zwM7#bGYq7X{8<tR*Pl(m_@2%P>Fx|)XJc%c<PWjH0DG<`v)b?GZ;2u8?9j}~2u<uH
z_~Jcxv~V@X?WjEZ=do#0+<TFaO%wgm*2@gujz-u#$)Db!b@;C|b{`yjj`8n#A*7!t
zeBI2jb#^<5g$CGto;_i*TPr&Z>EeQBZl-ABXpHF}HbV;!bKDAN%FWb>kKfn!#ISeW
z;O%0Hc7E3QX+{u2V{(z0p*;p&fBqH5cXvj}J5KO*GQyVeeoQP}OMx!rRn-{vQ#h7<
z=mmFM^>Hdy7dKpZjj!Ktf<bL<Y5(k-+8n8Q<@ilU-CBPs5#zf$BBYB0d>xIjWsDD_
z;bv;x8n#AY$q)~?+i1^?KWcA>9)6bauo1)0$p~vcYKp>AIl`0J$Dr#^Ct!RpXN2@{
zhOdh;wtUu{sSAIypElpExh00Qw?i{$V>Gds;EMt7XyHcH1?9NnZgd_#eb<S;*3DLo
ziM?GA;BJhEvH6YD2bW%Bd^abAba7N@XvX;9Mm=?5>oY8QzX{w~PGR||gFSlqt7`B@
zVQD48leGKX_197`zP&v{+S$=3%WN6$1u<VAdo)fv(XziU8cX`Q!rfBa{@sK^d>U+v
zZeC_|vfadv_Vh_G4_~vd@vXm_jPV`p5z=0vVMIeUL}5ukH@I7A&(-fH6yVcfJ9KNR
z(9p?2p@DtevHr?iYS<fvCH>ho*qQRxUT4Cy@s5`nJgh{G&OWW-_e6~E;)sw=4)Ap_
z!j@5rc(_$hJnV?Xl0hD<b&(<^uME?Fd4U5H{OH62T~HfpY5ScO@%X92{$KUj-`+s`
z6YI85YxpAx<2ySbq$A}63ATLV&6LCKdNk~OjwJ)#;jY8CRPunGsi5{{uH!)qbUb!Y
ziN|4zdT_6vda%Eqcns2rM~6D%k>h$mK_xtl@9&9_zD?lkW{Rz|f|x$~g04Q=7DGBa
zqnWFsj~?oS7ER1>>zQ(l`%w>f`s7^?2V?lTn_=zLKom-42#;s!8~#kf_)b(kuxIMQ
z$BKGzC#`ND?0$|V1Ke1Bu<*B+=<9EZl^=Mbm5VW&Sc~XW0CjChr!{o6M@R>ShL4&u
z<Mw(rL}AGQch)vx;prL;P3qOqDB`gZ)W!8z73I+0o{7nkO&eAh_E2pzdpW4K1=Q=z
z(`>xcR7c;?7<|BW|HyGHG#U*zQZT-q9YTU^;cF+xmZ6@^9P&X%-5L(YU`cNm`t&?i
zVzbI{?{yJ24Q+z9F2?Yt)<}jnL8+_?haYD(&haA0eKgm76YYa@8gs}AZ!m`(=A|`v
zVVy%xYut0lbw?sGeqd9Cyypd9cQb6A*8yUIA$FgOWwqU{wLOM(bwx8bGc<8B!SvyN
zXwih4$17upI$dn>*p}$gR{P<WY^*!@6yt~ZB4nTsd_63%bwO8VJ>@j}!?X|n&;wJ3
z`J<(`6@1*yv13s;X7Atwrrcr^3vlmQ1~$*{g0_A(@OCrDmib*!T3(66mtq^;9Gcc}
zMq^E9vSLl=N<C{j&PEy<6l*%EiZz`{8f!Y`y4Q3#uZt&RF}{x*LVCHu*VP1DKW|O@
zVE5(M>^=yv#*mJVXy#&qCJsiJKG+K_+)Z&yW9^Vi@UycJ*1pW^NUC0c@fF6u<Aji|
zj!c^{)>pBXP>&BbJ;RcrP3R<FO-6Ngz@qn?(CZ2H(J12aa0JE=@<GUZP2uZqj;&vI
zf>=mtc)_kA&;dibxuKc6xk7_KS~Ri1t*7bAcJXKgz7A=LL0w$Y!pjo-mUKgEb_ssF
zsa>|~etCxRgMAP(z#G0E=Ggj`!v5J9-S*#cSK1%pj~1Sk{S2l3BN6y|Y%2`v>c-e#
zs<3~9y>1Z*1OkDe3Q71Q5dLKZ0s-E6=N<b0+1a``fl(9`6kz4bmFU{FD;yjgz~}Sn
ze?R^7Q^d!!FD_66#65fVpmXQWFf%iQSS*H@mlq~YnuNqe<(KrjIC}IbtuY`V0BLDy
zZ+zd-&`?a9HVyv%{xCH)g-9eq^XAR5V#Nx`WZD}A-Q3*hSAKpzeJ?vZI|zkBIw|t-
z;luc+si>$#Xha%%bZS!jnZCY0dUR}pdtvMoR!vGuWsu3_urL$7orcOPgr!N*UF9ig
z`uckG`+LdkUldamSIFV9CJb(?!|12&N9x#YQ$s<SoZduZCRBe~6ZJ&(@QMm_7AiNv
z>+9*ElTd)ra`sJ3nox;>gCt^lgJliWLdF-_x%kY)nBIh17nFtwnG7BILNyK4`!E^%
zMqf>+#J~YUbqy5vD#{U<nTmI_((!dc9(|gHCVD&`L@oVMe2qDgji$O9Mb~db9He~0
zwkp&KUgDO`AyRD8<-0k<xK}q6{(ikddf7BcTKl8ms>+jWs;g0O?GB8Bl}|cXrRZK5
zB(3}*X~QJb2;7}v-lr?_FR3RJyKh*E{EOF7c=b-b8cYNIkoBj^b=B3#{__sZ+p}xX
z7w}M3rd~!>rRA{b)cTF@sn6rVGSCmH8rP=%c?ULi*q3YAmzS2qMqyv;Z`9X^`|y5r
z@>}NJ$M{ciYTpts|GcaAS^VW&^yf8ylS7~%UTXYJ)O#nEzv-X!LHkXMk$nCJ(yplM
zZEW#C*%!C;N6{PDm$KM5`48if+FW0JT|FMD_mUv?a**B+qjie|Tl{Srj063UcSXG}
zQ149?^-Gh&yJ7V2)Fk)`-JN04w<~flD%%9h0q>$H^cj4QZb19AyJ-FBH`t9I)+pN~
z>g18I!ZN(8a^f1*H@s^p#yuSyjn8Ekqn()uUp!BT^VL|iy7dw(<FnOHa-*33JRN<l
zjnLgn(rE41YRE4`cWZSG)cbq6?EU`P^kTHL5aaWwX>hn0gMcgXSRRw5r9qVfSrz@S
z1<Mm1DGg6cE7TJ6C=FeVgm_fauyMjKdBqrFDuF~t(tTY}_Ma4&;~kZ87G=MinHUd>
z%2<ErLY@>s#zM?a$U>7x2?&0Yh}FrtI(<OdIGSCAQ8vcVV>t<!8mBxht58b_qkSL|
z;!$Y>eUM*_AtrC>18SU9S%D6G^|2cD{;{mQ!Q-U<0x`sT?Dn&(<hWi@ieVy&P7RT?
z26Z1$?;kgCtahSYivE0c4Xq6MxLQ$)40$Cz-?%3$LxQ{#op{1VSq|al73eHdw@<wf
z)#!(Hakx;5K}Oo+RaF}Y3yWc*uLob2@iVQVtOA|I8a@yU@u;kUJ}4;0VB@-dP*_z(
zZ#>t0P)1{^2hS>G=q%7E2Z4}2RlFe_mP#>DtUY&`o|}uwR0183*PwAi(KYoxl6tRm
zoN!NjoM76!8w%<eCm5J8C+cXP!rLh7BGo??u=Gz>65PwHqkl3N<MU@}aJUqMfNSws
z{-S~Xlg6oTy6nG8^^ZD|^UkFgA=q4m&m+>|`1=dAyzvq%Vzv9|8mP~YrW8ObuSPqT
zlYlDZRS3(FqPwe!x({4Ua4(HL`LuQ(zat!O+n-{{={Q7YYwNv{Tm<_qPvE=f8K(aE
z8abuf$+wMSErIeuP6@i(8>{=k-Wd0?bl;PD@PWs#&*66LIfh(GKxCe>KQFIh%3P?j
zDUG_PKwl5HSrRI0$7@y^b-}8h@tV0}ymloPt^Q&kuhl?(PMs(zt*oZUd7Ad0mX@Qd
zk@`4=djGJ2<D^5mMHpggRNF4UmQ^CNQm!`kqLQ;)iv_G>uf{W8<jxOtETk5rdlNH_
zSTMsqmgEPuSokp%ZmUA+llvkw>WhU+)>x>Ghs+Xmch+bVT#Ruqt&Vt<$>Fi<8QgY;
zW5}5}MCP!y3B|DA_7uMRA~5v|dz(Ppr`iK|4f}4UxR+9o4>mrA+lI#&ax4asb;K@Z
zV@FsPOa%rAu+`o)LYG5Iv07ptT@Ie6^k&04HLQ39x8;v8WM5Rh<)Bkvt$mGp;MD;8
z%O1h)hld!lHwuyIO8W`9<w!4*(f6pqRAfk>UdVROe?r5XQc)pC=<^KpXy>A)p+|cc
z+<T&X)2b@eX?C*8Dp)9zfT`ra^EY0?%gr2pCLD)tr_E?L{1AToQ+tz7g{%sp@rCH#
z!cyG_Ev#@ihS}^@7t~nrN_aM6Ql;qZ%bZY9u4sRRe0{ZhQX8diM{6gTSIFcDeUXbE
zDo;_TeGq7mdy!cU(-4}5n4|)939!+5U4c}_v<VuCvQ#|?eOZX^%{6?`+!A+nY^bC7
z?sy!mP5Bu2F7woJRT45wk)B_!c283=55ZJ?vD}l^@Tv&i{Vdcq_*vj?Tpb#Idr3dp
zeq2}P>Faet+1PO{1*T#{1h^RKs0#(?9$=-eA%Ln2x;3bk!_#cUq)5?O<?m?kV~(>A
zGLVu}MqhI+JR2`kr0A(}YD}Z>fi4Zcl!k)8QA4sqgR!>#q#|@zd9puk-`fm#U+Hd>
zzPtDu*2X-HYtOz3uf4ko&OXaQN`5(01~2mQBC`}dSx%-@YB1N(U`}rYuTz5&592!M
z(qO8gA&=3}tPTx68XA1earb2%8ZIdOphJTy8HE+N5Rr?J4t9;seyxVrMd;p4vo4zB
zZhRee@k|1&jrkbYnK`LO6RLk0z4JNd^mc)tqjn5v+4p@*`(5g=zvDUP^r_o^ojz!0
zfxGc_l*3s{15c+9C~m~$!*14JXtwYkrW}kxPO<iP;dRDiLLKpVsR8jAp%IT+b;Kiw
z^`N$oj>$!jK+Qhd4)>ndy=Ow%N2enusZeJhP1)FfHWsE59s*S62em#(EJpWcn(=5+
zcRZeZ#rU9;1MA;^;aLuv+KSO<!xPxexrO%2AK^D058Yri6lrT{R!^I7UZJ6*y$%hz
zXlf%upN&spH}^K$uLxz;(5U0_->i!@<>1ZIHrLfZUC><)y4z;^#_I#F`$rCAp;2i_
zE=G5i)2L_-P3sx2{hr8-mD*|hw!Bg?e=^jVKN;%bwnqJKG~-1s`)H2)rh4a)FY1{?
zn$$CgY{4>zWVt8T^CzYpa?qoVgL*l%wa2{(-49SwD~Cs^h)FC&mzLV6)-?oLLv$8;
z1Uac|2y&#8_TFec#f14jx4eSco2GiAA{~!>1KfU+-l*o#N)3hR9`GNo>7=Nv>D07I
zJeD;bmBhrxQx~fc8k>(Et!&imK`R^Fi^^%34<2VCCb<Y*nydTxdU!T$ho6JbxXbwL
zr!eFcvag%dK1e7+ca_9E+6Vp?b+0R(jAz!Bx@orwZ$hJq$CzyNXsfBAVev?7c$k8i
z!~%3_$+YhYsYOW7DW&gG1NDF}>h!?7&oWusgKV{HmG&Fxg9j;yd0l`mtu*WhvDt4}
z8$%!v2!#J_>N{|WKp_0hR8&;p`t|GdX5yAD**EOh5ET`L#fuly34%k041q)<p-%|>
z<(FS@{``4_g@wV@)wTBes;VjsA3hw%j~|Dlqa#L+90?N>6TEu$3dfEeL*KrA;o_qF
zvR{**e)<X1r%$Jo`p%p=LnrLL>3w(X*nzWW&!S70F6h^<A4*C}=)ZUV{P}qJ@F7l|
zIKk?Z9zA-XxVRXjMva10Dy8rH(MKQANs*s_{&|D_o19#ClAdZ3BSm&z3FPuB*lKLJ
zx3Q8SI==o502E)Y{2dOq#tlBrPm}DDO314K8;vJQQSYO(*f*#(wG?6J;3jBpE2cN!
zt-YO!&O0IzKCK0uSdMQmlT~5C?}-@E+!7`lPXf=CSAkk)urg5Jutc5o63=p~hbE89
z%MmS;VYQ|D0^O#<A{goc<BaQGP^QSMQfScFaB6L!k9Zv?N~rRrq5?6Ml~`$_ob*$4
z6$sHsD1x(rAzsTX@ncZ|#^hz=q=gL(R5tV*Seir6&=8eb>Wg-jnb{CFRVIU~LY?Ae
zU}=FSmygl$Ol|zl*?ACIYc}I;FtlPc$THOz31k`B5H)45Thu99JWF%<T|GiS5}isG
z%h-MhsjIfsUSs)Te@I&T;aSHa^=jZ-nM2>u5ak)_8mRY1KI|GYFW-X4tTD*B`4H0h
zL|Auk54-n!LQhej-sGMF#kHjx*HZ6Ib=Xh2d<%ZF#vtS7Llnj*!l8S6xT@H%!Q8(o
z`rkbQ1EB!2;u2gPGL=3(??1)J&I-~D^?FmBkqx1#F${$Q2+d9Dze%d`H&O4cSpKGe
z$_G@Eqh)JfoNdc~GMp-0$3tEA1$Edrw6uVyiv8@J2a)-f@mQllmZ`3RdN1&*OM^K)
ze^=FT2$`$jP6Mx|P0*-c)O)eFj(9wLj&2iL-u$JuO-SAP3ldjst-VI%;SAB_kC41>
z4-%JerIQ0a*DpkMg$x<{Pc^DGDZ8Q)@@mkhuc=}qFhq=$eFJ1dsSMY1OEA*j1g8U?
z5nob4Z|0U&0}DNwMb%?zg?L<8jyvsL8?}8}Lph_tMyRbJx|n?tI6+#0Yb7##<YbDo
z?OhOGT!Cp%84ZhlthKJEl3ZpzOGgI_5&ShyBBaQb%jrJa+EBe+rA~;7E3dzg4l5}~
zRJjc69kstWXb3r#3i}$#9yUA!yeMT)Y<X2C!_D$a46`!AaUXlUER$hYLKf|V`OfNN
z1&VXI#VDw(!pAns4brOQ)@WcED>cXmrHl{O*}t6+l;b3I`_%iFmGzI+p32JcLN3D!
z6YVckYdBFVg+xyuy;V+KQ`1n*_`p(6U4x~bK3-PW?}KoKh94yA{$C`qz#?fby5y(Q
zixbr7?0X{%v}H;3;<_AaV?oQlKH^v&Y@*5IGG@%Y)>^v`{vj>J<jic8R#(H;zyL?>
zY+$Kjr>=OUG{sgl%m>jGGOV-H{q)ANs%m_nm5(9DVi+6fH@<qHhzH8=s#sCwP}zWT
zD6c?_tP-ou)irD`Dxz(VGpc{?Vpua)$!z#oi8|Sj>RX%sp&Tb<?L34GUE>5jJvgmg
zgyK7oQ1<*qqpOQGeI(T%HMoB&QR$!BxgcIzfob82{>fWM{}jpIKPm02YqRAWAV#Ns
z8Ls7&V5Fl7&ID0?v<#m=qwH5>QB$S;XN6_xeESt03q}U|I3DOkpCG8^gHnYCvBo@J
zY>4Pw_Js7N=0fc3?S|%7Vic6iu{JavosUE#e6$~&6i;*Q?PiK0UgmH!;p1gNITqeZ
zLI0C4aC>Ak80hOYs<njdayjDzkw!fb86vuXy&RgF3b3=IGn$)=P#}|IZA2D2Ux-Ec
zU~f1{`0z0m!bQTv*I{Yc(%uOYLw&4&o{i)Z8PZB+4Ii)Z4G~kUW4u-(!}Zb<jC3%;
z={Ab-T4Xw?e3FG;%042Zs0>~1zOJnc$67nmCkU#NqpMvuG(hYdjFUDvDeGXSjM)gn
zHulP>lsC%pBG-PXjRlRQ8|r;DOHwUGQ!5d64)H{DJ1Q0`vG!IPI&Y6a_!j~7#DbMp
zEU32$8s#A7)!ioaq}l`#3M!~JAp@O{Mk9QbYMWq!A)aP%GZo-vemNH2NkRYLVsU%8
zk6N2R`=FYoJ)nHRl0-<`w-jRM01q^`QM5_-($IPDbA(T74kyLNB#LvfdHDEb97<$W
zus7!6(#Jlq(rEkC%Ym=0L06k(EyB(ZJki`<!j!|!RCM0_4B@j{vX(<#WJ_g?ePc}@
z@DZI^pxge3UTAJFMnS0@Yj38Y^X71b&uRrHGXc_znE8h4>5ue#V_xmg{%H+wN_KuJ
z<nn6mwQfr>qF?GheN~k&*W84IjRZXubJon95)_xnuyW@EeD_5steDjWmu@BCgXw2*
zb?-2AZR@PGUsORqQQTHTJM}&$rMS-IIp+yi>Eu4DZvQ;d4?SBlZGw-Z5nQZ<Sa2`~
zTPHV%L|{OlBAA?0hO|8Gb}qZ1obiE1!oH1#5YdUcH&7Q8SHS6m6ZD2W0|Py5ni-6q
zDjSPbDJz%btF2)e+1(8$67~9#U8wMZsYbmq70`){Y}|^@!|rRz2wT~a_2<+^P39gN
z@ntHg{h6AEBAE^ie8lK@Fu|=C`Ph9k6=B~6qb|-p$-+mQBT!NyhrOu)m*=*E70XlU
zYyH4h7m}rQ*M+fHlyzaUe{Ef$*f`M-lQunr%h)S0G|;1yo3~AEjxK(djn4-)@nG@>
z8e;OW`$h`FzHe8zhR2kKXN(3j0WQyLt)-!+P13S&%tuTHdo0|FFTn15=?MEWP^ayU
zLp?F+$P2hEx(`ErJy2iiY#Y%OT~v~tYc&)rG-$MowkABp=t%IUHQY@@*jH_IYxvL;
zlMcUt%ffp~4I|%BgE0>=IufjJ#VIt**R4U7{rA&hEHuFTDs{E7*jI}O&AMPh)kPf|
zV)L>4Rw}}l1nIQ9>f&oUPCxIV><9if`&2ysm5Q*X_1HJ4-@dXObZAJg%Li!)TijOX
zeS1?UnzXj2PZo;LD#gN6@#w$d32x7Cqdr!viAUo%jK{n6#N!8^m~`|7Tox<hQLm0z
z;J6;t_R*9E3-vjLjXBjv7uMZJ4?Tr)nVhz@X=V_5woy+qId>-+Bfq_klJZK}TZ-`e
zn(nYN6SCI>&2pgHq;wtaa$G)k-%dl=BKCO9EUG|pxg0Amy~cNgJh0;ZCb%4#i=kU1
zaAj6YbZu(R-X^fM%{tozg@%RoXt<n+?*_VK#Sjlh!?s9VnMr9dYh3Zz80unO<&aTF
zIowG@*n$SO&G%~BW~;{S1Fri=j$)zFXpq)X4muvtb?apTcHhrH*lhL(&-vJj;9@So
zg7dGj^+Qic`1)9XBNfT{6-X<rXr$vs4*O`1`zH0d6JLAoRM#BxYBIuB{r{LlX6GyB
z@fMo%coCvs*E5eFbW|~q*T<$g?a)&tndVK%&M#v$Xq;L}ucy4KKjDtz%Z>NoU?oA1
zU?$<p$IT2bc1Bq6^L=dnx+^3iL##U#j^qp}(y~h$)f`%F4r}@rYdYiWSktjqtm%B#
zfHfVi>tdmzP0)x{8#5uI>v*sn<pZaW&)523)3jFT*;<+G*1L@@hIDj*yPX8_X~p<@
zZzTFHyp22S-l4}(>ORo1u4Gb2n?S84Tu(vR^7i;oX;ks3sex*n>xf5M!+>9u8s>ID
zPenXZ$#xW)_oUuu<dihbKJ9~g?Ds#Uv_G$71MRb~of8NI0)e0kN%$iW{z2m6;;?k-
z(%PptP|0hTFJDGVN(xr3T7{-fo7VaJ&6+i%6Vxm$)HmW?yLOFEko*4o@96})8a8j<
zOef`a@7|qGx}#3ltD&^Clz!>r>#x7YvSrKY#6l{ekUC}WZSK2Z!2)dBv<U_(n*yo7
zef;?G*u8r<Zr{F*jvdt(9jL#NIxX<dojdd?hBf!0PWhWVcP`$4|9v{qupu}**S~=I
zcd}y3O&mQNfoq3DAQaSn62#w0dlzH+RYM0CBl!RH6x$zV;@j@(K9I?)FydG&s!@$i
z@45f&S`HUW(TvAKD}i#-Pn|fitFQ={?Cn@j%K5uFS}KK)ArCDT^{0k`BITxaA07|Q
z40-61olc+n*HPtEkhek7DHt}hryzCKVw6030=|bU99Axd&AiW%x#}nU8<=znhQqwi
zkT88IiXS|Iu!$?&)+~bK{7j@Q-vqvsJzQ5WLUjMpsBYkiCvQr`^dAtg<9oateUXm!
zlK3Pf?KugTu^-^y;QsU<&~eB27!rMvIawt>39)-l!b`(`K}-Tpw;T+<sWIG!_D1J@
zD{-OgCx1)QAJ^391BsIzf;W7P%RR?J{twjyuH&J`eu|2H$CZmA`xoQUs8cX(=S)E|
zrQzXI2%0b&Z0Aiw#;TwH6%D3cgWxiMGGeEFgQELSA@p>G=en=q^7RxX{-8)G(APuJ
zqX;A{TuZ+#ei8+-pBEe^j!;YZ`)_TNsLjYWd;@Iux1$rgTbl}zQdWs|uX5;wyQESX
zW=Cb<LR)7DHIhaCKiFq9FbNP_TiMeZ0?kCUhBdJ{tQ)vLf0~ZS!gAc`;`Wc|Ih0of
zUjdIkjpg5>N|7MAu?dsl-^xgcw2De>NX=(W_}iaZh@R$R*lQ#U{9PQ%FG4fQ2cmz^
z2b!n*c^mK$z|(F2c$pLfg<=T)p>f;saw(b`@X$g-!-29QJdu@Si?J0P^bPSyR*r9q
z^I)TAsCJ6n|A%t;rAUfqd>&e<oT^<zN09)3I@!?=;y6@PjER}qxZr4~^+1mQSVKWE
ztwEO$sKloUsac@TcUonuJ1OwLxgH#mO6hq)D}i#}K%I8JtEd<k?QH+Cxr<TfVA#!>
zf~1*?A${}|0uNU>uUZV*m(!5GQhS`>yzW~FeVgJ%Pwi89|6A)~ZT}RY(LcrIuqOO{
z9<J!0I=TIAeFN1;Z*8G!Uxu~uIcf=i-bMmE>f%8sqn%7E!q}&&xYFL0HR<n7Y42b}
zziQ~<Ac6nhNNf+!!nYlnHILyw%6_W3wU|y0Y`Xgyt|u3vyNk(x{aQkM8wvfYwQnPV
z|EXwfkIBKet?j|n*Tb*xxMAY$Bv>Dg1od4vbz)#2M`OBe`bWoW2{~#Be@!I<Jm~0-
z!pbU~OfSUv@HG4x?4p(Q_n&Z(8Yc<=-EmT594~U=2klrehW~~q*#0mB-}Z3Pj)kKy
zsOdH~4gCAo)wJ3Kdn5SokHq$8S@^btqD}BtX%nnOXl^Y+(>)P?OPkQ%$(VlC+IKR7
z|JHD956i^2-IVRYJFX@OozNWFB{J-KoQ07m;&5lIpH_0=TWN4LreC!hT#ezs_6fG%
z&%n36bU(E2@1nh{3H_?I?`91D)sM0LemcJGUH=1G{=aBYWyOyBIC>!l*Y*vAP?6YA
zwVM=!-u1-H(afgKmd$K%_em<Y9et{n@b|VDiwqIArW1<G<hUB1jX8Uw;9)C9H-Ag;
z4E1sR%Ro%n6b`FT|DZQcQKuC2X>Co%<==&|n1{!^`lGnCl0Knf_NGVha4<qQ#gn*e
zpq|!0e92AP_U74jZzgL9MWvM({c||BP4tJA#wOQ)3tGdr2y6>!#+taM$~(<0=uLFg
zCcK?DQZQoEGu&Mg1e?D}J6#vncc#nXYIqLj?0(MF1;uF>Kc9Pr`!V_W?dvvhwGrX3
z$XtBBEdmY}LiAwSQ2*cLgIWz^ee2iYYe6RkQX2txUQfY@pTlu?Y4Crfp{T49qxVPC
zo3X7llIT_W`DP04zbe9S6aC<7A;4d81^E2eI5?Q{(SzmGmbcO{vK|dLC=G@9Z4#wH
z$Y?l5X%PH<8a}F9gDQLOrsJcwHfpC<{I}Y#t&2M&v2C=E&bk=-st_ChOv0nZL4W%^
zy21AUNW!Bff4}|Oa@h48+dkE;fnr3EauaWJCnL0QGJ@BFySN^cr*=}&TiHL*fLN%B
z#|esfj8}<Am6OZ<8|#5qAHB05ic4j<5|)A4n?m7XPxaAC|G(49j+=EdCjbEe07*na
zRKA8v+}LqG4#SuJg?n52(3^t)qjK0Cg>9p}VWsf^2-Ue2#lQe7%upm*wRASdo%jN5
zyP2w$@b^|4_C#abCvTzQWuZcY*?)IDHiEiHm&3kjZ2MSuIcT!yZW=ynYYU;qgAD(x
zeZY19$YCrrDh<E9z_wwYI?I7aJ-}>CGfX%d3#*0qKz$Y2-OCJpe9ZsjwY5ewUgWTk
z=DKgHZ4-V9$F@mi4oR28zCrXuimp6L!|aU@;o)G6ZmsJ-h4k-c#hx%6{XGuXwhyXZ
zPvP+laAI{IjQ{o;EZ^BpCw5UM2=?vhLhr5mZ=OSIX;`bVremkErt@<+tVSu;bOQdq
zHJ!#Vm#^``<IO#oHKiw+n7ut59(EFR3t-mTN2si|Hg`8g3wKj^hFr$=@GNv!IZg1b
zeX!*jwvDfUE#aS}F~lRSVgC@O93G}%_J;e6hCqjZ&;G&pmG;-)gNNh4XP-bI5D5Rj
zAqjs3!aqoSd_2DS<{Pcg-+S*pI$^IqYEIbGggWuh&(9Bk{`sfc=Tu@Im1wtR%NDhy
zJPPW)=4TXgxg3)wO~S5SyD(wG1p0SXll9*8zHBE5Qj3aHr%t64{wU3w34at+vSCfK
zABB^X6Mfp?qD6~v<j4`so;@4?1Xku^`l%Wj+3HV0$;_6*&RV(QgpJkPZ(-$@TlnMP
zXtZc%_x2jZhV(*Prd0i@=hS<<22RGPg}ava62xmfHN0knUSfVZ{s?Kt`V?{t1AR~>
zo-J2@LVA{5u61&TCM8u>I3q2=95eO0dcV9J*;Q2tN=dE#jJo@`dHL8`ScLmd>XR9B
zeT9aqDh&-)u+})uhE2n{vJ%WRs(+)Ci=iPb^z`vcUJ2D&D9_15b!8<Ct<@Ja3~j6+
z%V0n0(Qe^v<R3YO-2F%C_hrvxpf3@_X~QyP{`fPUc=aY!W-}UiHtL(JdA3%l&^Y0%
z2B#%6kp0VV$l7y^eqS2-0tON>+&6uXlogvHY2^pLtreQzJ6-!b)M+Hfo!Y|gvr)Kj
z;;VMQitId8RaQcvvB8^qUzX0Uf%=_?L#9Gszz5&b3}vaAXtrVwq%V`+_@3p8YegE@
zQtwN3*r$GnI<3z@z=y!n3?-?VXtQDtiWK&1sFKN06rV`{KPM~_R&ATZZ~CXWGkFRA
z6N=NbA+c4jH%7KrC@UyJWm!2&6n~RM<8PwgQ@_jh_x#;HunhEr$kqx2!%o)z4t0v4
zU6;0KHtl2V7c@t;O6+kR4|UnEtiygDi+$&}jK>-cJR5Zl)ceXz9U2zRVl?bKrqm!7
z!Fl5{Wc;}4jWx(>+60aI#k2|R8r;8`fsBKvk-qC!`n@!QY7<0gy7fCGF55zDs7T8~
ziAJJpNpw7{-|yWx+9Z{_XvH_AH+g4NsGne#SzZZSjT41xuooE8Pm5GN#ns1%kMwdm
zDypgxR#=A23OR!BysG^<brQy3d8OErn1`ZX-nGBWwS8KHfYFdyrmewFhXy;LA-!2%
zO@lF|p_10XS9x;f7f;i0KBEZNI=R6~#Qx=+g@FOxM`vlAq>@=Fr%za^3u#pqP8CS;
zrOmv(Rd^dgw<VewVv3njv17Jlh?$w0nVA`4X2&SU%*-q^Gc$9{%*-&#KX)#?+&SlE
zo+N$Ut*)xxU-hcmYpuQN>u+XJTunb)O&`~rSkw!{4fzAWjCu8kIL_+n8%R6k1iFBI
zx5AUwOd-$Tq<jtq@TyALpR{0i0lCL6vBR83%~8%GE4GlI-vWOyBE=xo!&{Z@uC5TB
zbS-I(A?a*2W#kp3R8dJ>)B>-HSJV!&VAmt=$0l(>G?`aXSBnK^MO92kO^#7`eSP{J
ztER7}k)xW6y|^cjkDz&9rf($w;eO`~!f^VrG%8SDh3t0R4+#+r;VdrQPaoX>*t1qA
zaJ8flz>r{^94VhL?%W-bOt){C=lokWJqIbmE$^d7mPQ@=Wek5JK3>0}<hgCj-|!qQ
zJ++Y6ZJ54mBG+)uN&e$!X^m;Q;p`<Swl`N}h{p?_gJmaZ2nXl4i2aiV?u=Rq5Iuc?
zHrOJ|?K1ZPc1Up+-$bYU=zGb#c$u$ZiqpcqoQJhHsniF?Kjc*NASd~9%sW&Zb8-%V
zR{nrxc^Qv{s`qw|@;=s+>zCkBMw`nEP<)M#iTLqj?!-SqJSRukh)7QnuJsFf_tcF$
zKI67VW~p{yXo_Ehh|cWa0*4ARb-1rMfOyNfz!}LUi}dHB*^Uk(P0imZRgQ|P*$Fr~
zfo(_Vlf^Y4EWF&eX7xJIjPC3Vhi;ks%N3rMPIfE=05g88Xz`bGu0CR7%gSCzbli2s
zRYFDc0@VP^L$wm_iM&zOzTlao&DR}~$~W-X_v3-&X#;g2*+>=!1d*g@34V3=^{DGD
zsLR`-Gmqp5-+!?QAktj<eQb*^y}Syw0^>n@)}8k3=P}}3+2Rei@hKB)PU^R-?7-#n
zEmUik@ivV}ZjCF4@~ashLEUH$vATqN<Qs_$K)FpLO?-LM^mOr6SJVOeRE71!7-RVG
z<Q);wE<7RS_d0)J{X&Kk1Xq;O2eU@|3$g0C*Ka;oL=l7pW3S`PkdSBd1z~Tns-qXJ
zu~%{K4FBe6TniWPF4?2%Dc(cnwuE&tb9!;+FO<S?zq-TE%yj}$)TKTQ11qjsIq9n6
z@__o1PiLKNGQO32kV>C-0=e%(0jB$j-LgAWE1G!e$qt56^a#T3bY0<rs9+e%GVD{u
zl;2d-QM7R6Q|FByj0`_#M4adM7v>6=%soLRT%fGSlCMmnW*68NS?rQwQ1r-ioOw^3
zCd7m=g1TAQPHt;5Hk*?pcmj7-7c!>UHbU2%eJ5AX5~M9K7k+PUILfUK^uX&Zs=&!?
z;OCN4a-VFK$r68<|K#S%S3M7X^JM`VSxJ}-)2RQ7-J{mfqM1Ms5ZN8}<bSvkvMj#Z
zGY%!Ei)A=&M?cR>!wL_W>k}eQ`{Hklc#>&ug>yrZtLmyh{Y{ihj>&zpz2JXtDCsHZ
zxCFr4@U?!eavWte_Y4a6-q(A-P5Z66l(?S%cDJm?&bW^KhIzHzGYu=Jn6K`{qG1Ke
zR*#y#kUdRjiZSABHAK~$Z9|LK(d1t&A^?vF$IjR-rz7OZxS%az*%U%Th*yJw*HB~r
z`1&Om3nnM5zUIdh4IO|Hw}72n^{q8=z)<f85%Y;)PPF@w;#_~!){2WmkBacyR5Y(f
zC};nW&HCAjRk0G~K0#D}2w&`_;$B@!=luI)*>BB-Xx{$720pdWHvm^nd>|5{^&Wr!
zcNHYQTJvOQL<R89Tv*h#e;$jwdW5-_LrTHn`qz~!^*%J<fE^By$(H2UN`yO8sV^_f
zl2#nFFIl7716cf*bS-2yALC=X!J84oFMF8o6fPxGk*C;~UzD$M^-(o{zQR3iK?!{V
zyjcCu{U*`|R}Lu!Feh#HzT0dO_0EPNeH{Asbw+L4ZGLJ@HemJYsbw`Nq+y%|kG0HF
z|9wxcIl9<RnWcDf*woc<En0~$xIm%L$f!8NP76s(eZ*kJMfeAtsa@J2$j;tQ`9I<?
zO0YQWiv;0b*8<-z<#VXcWIfARb1+yLHr*!~#BcUJXxt(=U`A4TsLa5oPw3@N4&|`C
z<D=v%5}V^RkK;UT?m!k3F;#4Ff>^C)j95%tbnf}1gCjp7#gHhgi~~q-^T^#%LYAw0
zVATJ9*(k}7E322!VxC^tUtVOsNTs5B;Tw?P3D^PtfSl@)@;)Q2PGKPe5QPNfI-2tI
zY6rPyW%6fNx#Xn^m5m!9yoa!4po7_eC(H}Z`$y`tTP<{{lq*4AQLMzBUtL{DPiA=K
zxtA(T(3ynEunhXA4_AWtWQw5-Xq0%j6(j1=-sAVOm+2B~ff`4wIbQ=8s>{hDpCJ{>
zxE7wXiJ42?=jQn9#}n_&?O9bU-9;?iB`MbCUx{4gJQI=&*I~^2Dr8^ck!kx88?$17
zn4Vd4cAZBXA1JyI{@{%3M<D4dD(uHMa7BuN0;wd+jf36YDT+0PFl*(R)%h|tR08b>
zCH*SB&gi?7#hv%Jms>dhgoKf(@1<~#{r&yF!@~oLiYUA_b%mZb1Ci~YZ!MmK_>TMd
zWx)6m6BG0C=^*QfwEghV{P{s8OFAyKRQgj{_tX^1*{T(QX1&?T?0Ey6xMh31kdRcA
zyPgi>lwqKxEWYQ-vir^N>#5!Rh8F0_NW-O~qSEAeKvw8e+9n&PqV>^JGtTB<u~B3`
zyL}e@t!iGs7`SkcrtPiaClFpF0X}=@cvMhY;n%gYjyysGDlXaKj!9v?06ksNSKpAw
z9>uYa=8&qQP%JNA+k}KXpt?5KQ{H+g4ow#G#K3Z_qO!8uj(6B|&_1{XV+M<C<Rd#%
z+PhcspCFY$K42&prpe(CjCso@C533Yeiu7Y4n5WI>toBW3LN8d*cR84yDC<8Un&!a
z<)29*ME`Q;UcLgxLOnbfj#oZ&tUlDPOUaQcOU34vEIUitq<Z%55=jO!(?S$pIP<S-
zi2SU|B$94%;U8FlEbq*dBU`mJFIJtFw?CuHY&b8wzad{$%f0QF%CB56eAG#pWjFbW
z5hU7E>gk!E1>Vj89DDan!ko<Msptw&yeJHFApvd$M?evFUUJk_^c2i!_kUNvE9_|=
zdn@zYm&Bb&V%+QS9R@=Md+Qt?oy<yve^3p(Wp&l+Vb@P`d$?xvRXwFC3Vq+2Zs##n
zekVVEgZ#(WyA(K1@MPcn$Xuz<xTh5pxRv78Y8EOZaw0^Ie~YC+W$=M~c_ztGrF|{B
zQom*oXwa~i)e*XP)wvRX;{Pk_BJ;CH%aRg4D(I>8?2nV?GP(SP5-VsC+8g8wCKAJe
zSuI=!C~PVlex&z~Ldz%dqBG=FIjne%tf<?X(HMc&QC2S@RvcuHV+lMKMeWTvVoC^y
zC%2gR$wmd3w*$7vJ{Owds0#{j7g?9Ii0h(Y9!sP0>g`zln<k>Ep!RsIVGLv~zvSOE
z559h|;4hw#R)jrPxwz7QC7arqd1_BlC+cYH=<!DdtQu!?PliccZfVFTQ~+DV=+tD;
zQCx}Vhl+NHL!t{G!IrdtJQ0PLxvHC<E_VD|q9_C>)ddeip5_Z1yd=YPG>=0`Mi^|T
zDR#-zw@PVI3W!o${UY{c4e_imORL(AqL%4s-*$KCEpVT4%O3ePLmc*9UN)_XcLH<Z
zH`)<z*@t7~fDs;W@kaHnn0q*6rJm)kIgz+!h*-x&6ofQ1A)Um?<L)kVkUTt(xYrJ9
zsv$&Pn20q$y-3QndJC@6G<*5|Tac;CJ|A0Ij~^i7^8@cBYNK)pG+`f`R5U|6&=MG(
zEN}&-PjH!}q~!fAy}EuPnFd-SQni=kQ3B%SdF3s$*MTf$gD@gwoZj+rrw=u`XcQSX
zM?p0M+Q_LlznWBZLwF7M+O|}GaSY7uY&aE2b9-ec-^}s1U*tPHKMXEwJo3|a+eiJ1
zK4$N3N_%Ga_sFV0LmYrpS=oW2UY@k(r|-LegT<_h!?)APf2L3(t~8Zm9MUcD9Z56{
zZ;gH*77Y46jQ18N3D8*O<B=M)I}&M{5pes+H{Fme02ZFMrkpfn<=TFTfLgp&0m_hj
zcqU?23{zrOT5y%*SOzgg%`-4z!O1f-g<Cg|r;4`@iy845+RFavVDwl^`qiN$k^iYn
zF|y1;1ZUT>^j1KVvG7ryb<IZ?_qjOzr)nTomPLdi!YFF0Qh*(^ta_<aTcXaS`wy81
zcNuJDO6BTEHArEIwftvtC6f*3+9r&hA2N6hvJkw?N<b~OOyUeuv8eV`8d>8Xv1-KS
z`2@sRD?XOoJ0j<={DT33sOShCr674fs%}?1ECgx_`#I8=X%NGNoEh!hKwuP(S{yv%
z(5$oul7vVy+GU7Mz-n3}T%C6*k2q!DxBe2px;HiG<e7a$uNaL0Uidech6rVt%FjAT
z(V|UwYT&6*=D?Yw4^v+<lx-?TH-LBD&ga-a)!SF*<=)Oz5A=EZuiz&xBcjRytn32A
zSy=-OG9pq;14qwRUy<Ilo&)@EQ;S$?=VXTV$W@x)<zES)e(uS$%$29B#^%AnVi3kW
zFLp`WX|mzH!TnE6+5NB6GVUhom5dduU(c}ChJt)5KGh`e=769Beap^}EOqhuT6m2F
z*NyDr7f^{JH#lj>_C3w=#m~&Is}Sp!$~%y&mC_p}F}g&kZG&HkWkiJ;JRJSx*xSb;
zy4A+Z#v-e1b7I+{aFx8H-J1;!k^tdded^JYC|)Eq?)fFy&O>wB@RC_GF}A?kgcw=a
zLRM?V2kVlhbPaXIuonmD<hj{koxn84O5Vx-O@91>kb~yrQg#brnZR}&IbZXl$}M5;
zye%U;cCF*}IZ>CWy@VB${yAu+=cD())i(;4oYZv`^;x=6>I82!#5wZv)N$*m5f~Oc
zk`4aepLZ9-ScJelISKU#2_C%S2958g<}VWiP0u8NK*;j=d%ayFOS7}0(U+z0D`%hV
zmN%y=d2PDE7Ua|^{H0N2m6&0T5q`bqoEQ}$X)u!KmOk4asx%P5M?{2+L=N$=G?)L-
zu@oX5t=4G_Nd_Ms$?cYnEYh<wXD^$&B+e5^`0F-<dT1E*iQ>K)XYt;Or3r7xQkm{c
zV}q*Y?~&d)w~VEeZMNeL9ePfY{y>5gQP$wvV3e%7#zjuTqKg)a$NYA}0q2^J$unOq
z;2YBY;dz;X?~hh*7sOvUYm!QV-&;cpjyF*0pU=qh41%yL{G)c)e(s8!R4*<?mSX{b
zD4z)M7P?NO0`)BVc7BO)cYFZ;FUsD1L-xyVcSc5nxAURa?KI}~7wz5|x)vP9yX=B+
z<lGyEJ3_*%rlyJ(WLc#v^)Q#-_Cv?)^W}wc97bF+%f<E~T7Lv79s_2a9ZTnqh7em$
zX4)BZ^a(J4GRVZkn`0yG9HI=45Z#z=+WynqqOOF*h_@%Nw%Qg`KrrG`KW=gNfEd*c
zqx}FR7!b^x*)$F+13lrCvqwcNpripyX!rJwz7NbcSIn_!dyUWacN5t!hz~KUaL3TF
zmSF&6!>?rY76&+VcWZ$AO?HZDLZZ9+_AvtlHNa?&UCStrUDSR8M`_6Yn0CAkf><gT
zDQ!5J-p$I&5l8p<kP<+#vH1d|w_Rd=Pzb-(C1@ZabQtF~x>d2a7ekt`Ff+eoq|_S-
zvR1>PvpEK`c7W|eWTH|YBW1=0^NMM`UNq#v5OT4(@P-yf>7~Ozr1VSWk=I-u>Vk+j
zlt;?eNF43g^UdON7`Yk-7yh_LU8NaPjxs2YV9e@87G39}1vE#7rl@da5=X`aGM^(>
zgWv(po~rQrAO)8fzbH|3;JRwlH3Mc~YfH)CPN)y!B7a2!<%+2rj1lKibPG&Eq?iI_
zMc3O9t+Y=ku9PSLvRwD3E%iO1!0<S<!%hWR{S2Gt)OYIA6AhfL-15bay%hWQ8lkSK
zX}H<tj}p;;xLiwtMW_9n?_J&+#dvE`&$l0}zA!L07N$UMX>OkGl*&kMbi2@P^LcBz
zUkQNN50j6MwoCMKz1f!mi#2Xf7J+vMb{-o!LZREI%eCe!byO992L`@y6Cpo6JuOum
zK#q*oXDQm4m_U0c&PrI@*vvCCLmeA;v6<{YBH=K-V64>H^UM38FI;pWSV%w%hBOrV
z@_H=5u`i|QKec7vz9fL5WUPytgZZ0$6GsX$PucJHHSw{~KS3$^2m49i80$Zk;Eqii
z>i#SuUe>?|WfHL02J#5X_J5!1hPBCvtiH0v%g1z#RG__%=0JskLFY}R>gf77*Zdif
z5p`H(b&xa++IOYaJxDT2H|&v;SqmkM>fceOlJ(t|vBQ#3;|5I$8jH)JsHEr{My4!t
zIB)CGd<JmAN62gH1aE~$W$PIqbgg%Nx*4BmTO**N6SV`0TPZQz>E1Av_JUX${3w9l
zfphL4MpNwFTn->Gk(<|5BH}2HpBIA>&vfsg2TYLC!z;7%;#8#;q0fQc$CL1yQ`%<3
zz|IBA3umDvQ&#m|=R!2$;^amQgy@EsXSwzKI>C$QMG_m%E2>WYiS=yAc#T9<<a^#`
zgXrBO`pm{Ra}hzO<3B&=K#2$x9?qjcac}B&-J-?NZBtCE6U<;3c#x;_y8N3?Y`y;V
zx(#9|wmwd8mi1gTE`u+Z{S-GG5Yqd8!+3k7t?`13DC7F}JACdd=?_hr&dE-DOjo_g
z;M*f73_dS-19UZZ`joKO8#N0=m43x|UZ6^?f{LPKmSpbJFT^XWhwS-|1WI=d|2CMd
z%VfsXg_ycf4#MbX4Gl@~%DTK@BMrLVZ)h3|S}ymSb6xPm%w);n!Z+Lbi7y*U2}AXs
zQx+SNyWHXY3xW2J<2Z;yVX&ZZE3ONzu-N#oLDZ*O;H&$lu{h*%4}G=h-qL0FBjiDV
zCTpx%`t=}YMnrBSIBs4KWY@m|m!206n)koZ7-_i^B1reoWvdY{1uSeo!^h1`c`wuA
zaII`NPV3F^`PSXRuE@UN@TgAo@BF3Me7EI#L_CSmdzLG0A8fDpWN_b*%;yc~9|^Rt
zOJl_24uh3be}DJwfl26B+!ZTLax18V+T(cA%wkJ)A5vYSS6FIPU7DOX=)9c4R4-dP
z@NDWn=ZhQ!Kf`X5Rm*s8pO9F2Ng>$0txtLW&ndJ&AT6XY@#u7e@9IF5-lcQ;o%ZDL
z%*?RLEKQt3b8WcPF6QF8oiMzfs=1WR5F*GuTkPJ<w`3&w7d!$VYn~U>%K66MwoX`X
zU(%fxH<_8B`sH%voj<6A!4C2zzH<jGc!~=bBBNSjo7eNk#_t}V$pwDs^BJ(~O6$&1
zuI3-vV&Oc{BKjAS)G=ai7peV<87aFg`96ysi6|Ew*oCs;$@I1%Y{q2$D<f1x0XKQu
z(x2S|TD5(wTe&~P&PWLI5x49C8x4|2{jzux8Z6lCA0tnMg_9D=ZiclP7g@r|60*YC
z>A4*?5>(p!#@zRl&vcD>c^o25Z{NVwowJY?l+9*W<^Ctif*QYr4_R(-D<2{qoP)QL
zR7;078kr6Ky{B9?tXlZU&4KVk1fmY>3iP80g$yjdEfKFtO-+a95)z`VQQC<2psd32
zmg&14woctu8Tmt7Cfu@3n#|rm%sn??J0AB^xSVF-s7<aZ0cCDP+P7cl6+cvV6=o>S
z!pI7V<ONCVV$u;qU}hC?cJ!3|K#d=FDvhc~-kTcFE#1I0uW8H^uMq?+k1{B}G6_vY
zrj@z+Wr+n51P|E#$%~WouO+F_p5T_uv5#NM`!GJ^om~2-UkQZtz+9E`GAKWEtAiN#
zvG%i@i2<LvdGF&frg!pl!X0K#dkB_}@bxSIJgc8A))?Mmm;>W1DN9Rx`fC(v87h61
zTz*gC=wTgnZTJDPLLg3Qj0Peu5R&Q74lqr6RX0#-$&Md5b?FM?dYM^pj!wQ0$@>AM
zu8HSn0|PsViAF{)wVE;XEY|Ws@x7!<M$(fb0)BqLM2OF>7z}$1J-@HI4^oz$X}xT6
zDnF7)sNVDu$FCS&R#u*01wFWBGR6|MRD#=~MZ}ZT4E<0&WA}}n(7pa-MkNaJYQjM;
zWfooflT2G_;uUm%LST_)dM(Jt@s6xxkstQiQLMczFNc63v^j(Vv&~82nIOG6o6AA-
zfnfs!$tiIWpLhX3p1hthI%dE$@g#;T1|AA**SR&39gJ(Rm&z?xn11CJ<i8{s_hI({
zKS0KLOy{TXI<%T)I!Yl9g|x{497i}P{N#Q<roi-@3ZpD#lRGBs96K>L+Dzz}x`fkz
z_yftl>?rhN(m`#-P4`d&zYI`IM@R5=bn;({21}d)5)X3pm~U~lxxVm9w{jg|X9GbZ
zQ_*~*(pKmU{et;_tD3D{i1e?eoxZ7C24NsM$``>p7IXt6K{^{>=cu>A5_=51?NG37
z6VLEGL7Lv4fvNGA!j_a-@7s|kYiT73`BzSAbZ_g(P1>Kr3MQBt-`u|!L171EEQ94N
z5iwG5uyvSu6&X<Yy+6Mts2D^7lw6JI$h*3Khni%hxP)Jv7m_ULLdY=@Uyss&_7%S9
zVka7DJMBMj!*g`Br-eVXj~$_RZzGH_ewhB`9)~*I8_8tuztilI=A#LEO%To+SzM5e
zjGC<dR#D!ALqAYu^e!0`m>g>2KSo|~k(vK}NfSa2o%fn%R~`LN@Zt=7q|&c|qbs$i
z+Y%Q#QEpCL`~5eJua1l&^kQI-g`;yU9PG>xest88<dVq6bc~()q7rAFa>A<S>d3|I
zgdLXfV6ZEojSZAp4srON3VW>PZ~SI5_C?iJI&cwy0E^*ebE@sUdU3xByq$b1361Il
zT>U>8&jYPs1y%VDspYs`O#<A4>3*+}KCBuq@+i~wVMBXXSkrVgcJqDjSoA$C2Wluk
z3>-Rw8wLoa_;>IQNSgN6aNlS{M@F!^mXZ5MiF$EgY9|J0N|X!>sZ-z3AYQH=Y`S1>
z6A`naM?9q((BNul{dLrM1xl~b2iTnc2?h=@%E@R|zVSD21?oHJz|H8M`VA#v6#@;z
zgkFJ6Q&z|W&$vE?Y8_moqH_ZrQ{Wk@BRP@(JzAX$bI-ubQKWZ&T>fBsbSRjbIJ&M<
z2g4SJdRja~v?kMg65trAWbK^)+IXr;{e_t&upJe!T#&GIO$kXQf{9ZK%4t*;qJRl{
z#gnpAw?45BifXhR@xMAr&I8@fz9&(!mU};#p#|tDk8GKOaY}+wI*CL$NuzK`-z$7R
zb>{sCNyIX{1lhJlW-424Eu>&{$%>rGDb0w>*dOf3w~jH<sEc=T;c6Nay`a|_$@1nu
zJxglV)p^HT*ck-Xr<Q1K<w5qfD2BrqVa__G5|(q<-5ccsM}dyu|2};qsU3jvT8M)*
zi-zk<eo8v*YtP<yRqy2cI-`gy7{Y)*C+h2hio`0a&KvP-X?-LExq7#Vi~ZJ!uZbg>
zgeQW7a7uhE@DItd+r&}>4&w;{XQM+8m%v1m^9kmJE^x5Ey|?ak5@$0yCaVYa&?5XB
zJ(D$i+9!)&WCN6}^uYB?jOauN+LyjipU!~rzvPAHh7>t$nmS*{`?~R|mY5ZqbIupJ
zEUH<zdiy1V%)&&Hn@>2tKriPe<#t#;=_k_<&~`?#t|!7;f?d}-MFli9!(x2K_RFXF
z)<OakU`Ht!Pd-MGdGo4lw#}vOy4vjNp<(Dd`}UW+>xX>+bS?hX*v;&%*MviR^WtjU
zcN;xHa&}OPHv+zFLDoK^A36du(x9y#8u8IRoV+D=upfmzyC!V)>32KWr!SXo3Ku(L
zq+{H|cQ;3G+E=|L?$0Gp=d2{Oh1<j0e%&_9Y#0-VI{`6-lc<Nb0pF07teet@%n!$I
zhw~amx~8>%oAh$yBI2ci#{1wA!zW8NbX>_lLuzXDu15k-NpM;9Bm}`)v5?Zf^3)K4
zbJ*oe4F611*z2GDA+=TCew6j$^pm$wpJaATEB-dgqCW1qVsBZWauFaO?4P0~Xv++c
ziA!nGC)v*_>xAxD!-q!Q_*BVCvi5tZ+uv$fecaIltX~rVs0E$=RyGIw#cg2XVZiZ5
ze)*h;c;f+yNRNpJ6&b=87Za-%okNT4m3$TbT@Yzt3jaJ%Tc&!;<7fV!3V2NTIX!%t
z3C5w+S*HjEGkL+12YMDIYqYAT^y7~fkJRnaS$g8_liqo4KYRyh_RDYRWuflXFPl0P
zK?J`G+2&xHagBQGF>DZ(TiJ(p#+hI5(MU2sYyYrhHrBs;ImKr%b9NIP^1(z@V_`nc
zd!4dJWWh*O-G1DmeJ$>_H3G?59qt9h=zs^<G~k;Xy7i-y0yY=*wt*R`5;osuP|Tnz
zc1p9u_(7uRbM+j1chb7L?MP^2#yzB|>8-24kSyklFXbssEUxH<{1V`qZE2C+qC!<j
z&MfFOI+qQFiC5h4`7k=%eeEuN`qBqoG%yd<lY^4Ch!xe>^B!~E&PHanK-TB^*qxiZ
zLgaA#r)+VQm|22*d2tU;zv=NbOtHHAsQc~_jnS3?xhnF#dHkK9;eIGDPVH-DF0i5R
zd1pE%aTs+bX`0((nXnL;IYe4V%ZJf@JB=iIYr2f^py+V<0A-yyY#m$l`~W}_)z^oi
zSki+3qaz<J)7j21sS3w?TG&qPA&Lxcag^z?e;ORCcFu@EG-G%uQ{?(hx&?OVVKEHL
zS<T2nt!K0TZnU`b{m)*mb<=-*W2Y^SCeE}s1BA#BO3v<J3v>*Z995xs!9cOVW0H!T
zA|}yuujq-)LP^BQ8V48E(E(gwR5sm&`ywv!3+CRY<egkNZ%w;kudWEkSJn8yz`~H!
zWab&$v|hX^Hs&t?`@ejS1PD>0LTX|`1U}uj$aDis_Ck!I%8_THA83$b=${kY4+i1`
zMYZQG<)2;`DVD2Qe+ES~qfE}^C;vJody`Mq#VhJ$P5poTCmz;NYL0Lrc%)HxpV%gd
z<x0nhfz0O|yJM(6I5%%U>aIY-F;y%JfT;WfAn^qwG85k0nGCyn1n8BC{L1y|-Trxn
zJevIW^{OYsn4k?Kbliz+Zk?&Injq|`UwqsY?ZyZ#r9D)6262^2hlvlaE167fx-f+$
z;ME57o@8&zWAcs3jIjL?o}ipe{hcFDUo_*m(f9<C;5i3o?NlbFvRbIBh;rpf@8fr9
zeKQK3>wr5}QXp=b-7K7N`wACZ3kP$BK{l5lYY5W`?p*3bGnA;1TLKGVDP6Ro#_S)J
zEyH9(8MD}t)QK}@^)%`QXWhll!rosxUK<ETs(ga@^iEK}(v03p*bC{X7ZSui9#N1I
zNoWD1uTi5w;XD~7CuWeDm;IIjCz7s2-@b)(nu4}wm>m-DAWR0qkrKqtZ2qI;BGa>Q
z*SbIF0@`y6v9T7^4y2{dQEU&44(8c*qFE%eDCGhgv#fmuAw{uQrWUP`p(~XlW|8<n
zKI2`2BvK^@W}QO+j<|2+(>eJHbFJdylwQtO+KDu`tO3y!$ZG=~{0s!qDbP8GFM2Xa
z3EFTX#&0+mDsN-~=Rm+cuYXc4Rfb=qyC)?<c^}T22v?5FzSub9ej2{C=cZZIoft{-
z{U#5&g3E2Jm3{Re{U_zZGrf)nxC)i=_h7I`XHDG9JFM?(^$Td`eL*bpt+H}xfn6o`
zANdMOM!W~$-}RZL=$Xgsv3lYpkxoaFVkbBx#4@8&EF-%pyo9Ru4;7inTTte6lj9z|
z$L*m%ulMs*5vuFq)K<lX)Ekd-4Im-i9V~3bDYhnQbGsnQxE%cA;z;aLnrS+tCn_3}
z8sZzib-^O0Dhrob-X4B?YFKA&8XDm#*1eFL@~RN#IR{#0vF3RMYbG7N*!PN8ys_ji
zLJFAH3qE}JCvhS(JWKD*zVm&koZzX1urvy)N{}V$$_RRZzJ7K!Ob6^iYJE3V5-}8L
zUO|_-8KGu;x|Mp?boxX5hH=qJ{@A-1k^)tLp}J}9O!W5AH9k3K{f0a9^)It53Jxji
zcQv}f<5vjd;l0b98;7ZZRN1LK@rrmMCmN-6=@6JbOm^#DUN~Q+FTeY42WDJEf``Cb
zAzWan_r7X9p5ktTCWUXG+Q_B6sz0RYm?@=7u~KX<wF&zly?`F-ePurCX}iQfa8R^q
z&j_-ap*aa;*4SeKITe^AnIgnnfsDmthOsQaWRWZ>%uLFkQ+&4D|K=`lF0bbN<bnxK
zsw8>SGF74vE>>}3ZqANW3Eh(xlsV7Y5r4O?Obkii!8S*nh%oarvx<r>nndNXr!`LD
zxSfQa0RNpn8U2Q^mAx(}f)|X|P>s_cw|DB;M22BLJE3Dx#HN;3*UKvXx9VEatvJfH
z6DFcPctjFxPZmBLSm?_qpD%qx6UDT20{g-Eu=p&<3D6>l9Yxf0CC-9Y2zAf*2)|Fu
z|GbdGcRt_(fA-g-VZBszW_|u1{04R_w0D~0RxVz`UQy4zc~3xDU7gB02p*go_9^jQ
zpRT!>8UPqo(#V+}wcCDvyNGM2aNsoNjXbR|IL`IT)qO8B=4`HdXnBIoe5Znsn{_aK
z73}-)DZ5V{GQuWqXy9+O>-77R!7`I2yd|G?6;t#2_7RV~j#0To{IUBBM_r>w)}T|l
zmv=*g2aEDWACy&Su%Xo7kr)0(nh2KJ;b>}fy`Q8+hFns%dFhEjVglzS5s%;jOZ2JG
znUDp<N$Y)C??2+ciV+twYjc;+RT~;qg!B#H)G-?qwtmV?fL=@V`P`Agk}>p9zR|S8
zDsX6BwI903XI=QV`F{5GlF){Dbfh5e4Grt(a1MqDFq8N?u*CkufK?k?M#Mt!=eFq&
zp?!KYe3P`>oOZaH;;2fHhB$rF_by?-TAOqO8vQ~>iGrW?@535>z0Ir>$@m%mtc~c0
z#%&hhGDABCPkI(vhRJbM6$Ta<1vzM+3n9|&E+Djs^N2yhLf~Z!0=QJpi^dmC9d8K=
zF0XR~|6ei*-g^sBrjb)`iPu}G7_FKd`gLWl0plo2aE{b_>M1E=6cA4cPwdC0QWU}p
zq-y35(++z-*XXGRt87mZ=99uDFGa#@2-B0}MLxI|S1@j@=R2KWyGC%9e{v*}?U4wn
zhV7$$mSuMGL(IAoa155VN#7;i+%jf@8S_nuLXtx;m}KiRb1h6hD)!m1f-Vp*E$*XW
zb;;ruVq6Nk>MkwkHXhl##J+Us6FCaR&?vZ954#qy;E2`$y=?y63uMLw<TLOl8<~Xv
z!W-5E>$4qV2~G;2hYANILcC5HYeN!9eo@O*@~C=hQ1yP-fWA*TA}Y(Eq0f<1z|Usq
zsHS^{BfV9(F|zo~q{_4lCbvc@3MFWtQ2n9b`x&H~Xw=Bq8d5)?s;(6a<PhPYEUpX)
z?D%XNF2kt!hkIdZ#31Gm6vs7n`3McaY5{={1g{UM*54({+heT!Jg^BKmnc4A=XXW}
za<NrO)`uo(!Qi&?jE2-_K<DymkJcWu+Yi9do_a!t+>76g{nBuuEkK#lYcu~%#8$I_
zASohceB`1-R_O&7Y_Ti`s-B(?^j9{_XoD|9fIn)Epw9}0TsXe@A_M4Ca!Lw^e>JS&
zv2(}2mZcnkLof>{!lCFx#0?ygPH+g21f(=5a>#C$MWQQqDnz4~Q+Nq}tlq{xYk$n=
zHxKdjk-o4Mwy=*WfTaPH&lKpNCmNNGvWj^X<=TO5Qxnj&-<hV4TO>br3ugG*6>sI-
zn4gOhk#H)+wZZIn{ebdoNv|8QUqKdvBUl5@a+-zgI*>l}wXP#&a>=c+OIywakfEUv
z7DG`YPE!?BlEa&t2774SNfciH`3JyVi{a*xt3;gs4{?`f<jsX=x9U~?N*_toFRx!@
z<R4e59ShoE(I3j=;*jZOJ;wZmL6%9<cGnF7=ToR8*6ERDfE_2hU{|d69L@q-NORiv
zGU@07;Ork=&9F}hs1py)p%vm=f!px)?qg*!M%Njn;Ca8}v!+(qr5d<QU@FyWY8@Kx
zKDW4ts0P`oNXTP;7zfsurH*Cyii#2U3h7ol`7lqXyq{C#5{$Y|N`NYb2Yl?z@VcKI
z8JqidwAsEzp$Yfo&BUgnLnY-s;gP8hv7ZLlYz*?m-?L*!SfuD1+8`bzM;x>V!{W2F
zQUo<sqL!&RC}Y%!)oHsF+_+#hh!W?`2O<bw{G*{uzDiY58g}aj+~lQE84-61R``z4
z#2H=NU5%*Q$81)GjV~J+C^e;4@C`oariD^@rparD6}VyA1c2+`!hn5JgO$09%_)<N
zuCu6Z0-|ty5g!y9;GR9)6ANa@#W8FIJz>CpXUSP)HIl~a9^Y|~6mcP}``P(oEs@<h
zS0Fjav*fa?Sg@&A0vUZS>#-JBfWuV%{^%M*bR|IrLnt-`q)ogl*goM_b<9wdBU?b>
zeC%PA&2QaLppI%4(gFnuD@!~{8pbDM0`DK-L@nCuT?(I<O~M1;3pesk^x%BQ$KfTy
z^M=UZjB4Q><646s6@SPo`ert$UN9ry9DMNZ@8-?`z@n;xGcMe%s*>^f)5)`aaXaR8
zFOp1I$<sqq!Hu|;!=d9qU;f_ZgJv8z>3*0_O0TJ2Tq*U;Q=Yae<QhjQ&~DM{t!Zr{
z??O}48RQc6N_AhI;9dRscR2;(xSd|y;}eL8qPoEui!nE7ArE(h(O4pN(9Y*V`qnRY
zY)%Avd?*<Z^?(kxwm8Td1e)sGON9Ibwd{gcMmk#ffC|GKc|}*MyYgzyVnnG~S78#4
zqR4f>{T<5g_oL6Z-j?E%G=u3p3PY5XMRDn(E>1l?$UGXOehX875jCDn)N5X-W}Kv^
zXJ!eo)jAQh5Xd{wnDQ-M{;b4sxST;g!<~@$e+C<xJLnrwJo94A4U920rpzX3Me$Ub
zo*ai{9u_*lpIsu|M<Pe}lkjw=^D1ohys}CHc8g!KiN^>JWnV0>?_qb7lyl=6IlSd8
zjj+p*1I}V}D0^q(=>O=-M<>z^G%*xmT4Pe6lkX*#%m+R*OhM+(<}dluATIY~-iBPW
zo|89$zM=SV%G%<tYbap*{1Qkqka9!UR?pSIj>jvOsh@2SEnW;x`Em3zcR8A_s$R|a
zC2xVZkgcp)Gve}%Vm*0nu)yItJA<$$g1Y+FxJ|KlZ9x)|!$gx}e!h&j9_qy|c=o}B
zIeB|v(MFx+D{`HHE9k4#WM|=ON+LM9&(IHOAeT;yk1tv$X9?01Of~3Efr?zgj#`VA
z^gw@jxM()`IZDNRjHgS*B5hMS$Dh!fCecN2<PF-ql>(pFZ(eQg7ea!Ym^qt6d@;@<
zPXITbFXvBGB7VF8y?AedD9|9S^Lj=$gD^Thvy6jn+Mo;!Wh+Op3rKx~AiUogfV0cZ
z`B5McQZVOLTpcjYz_VF#Lc*d7FGn}<-fH38da6&(FQ<p##kB+pk?7EKxe%`2beRge
zFb+b<dJDZ`FT}-4m+2~gqrO_|{ExzQ3U9sO`OuMeS?F%sL>kb3Oc=$h37%SYALI*w
ztlj=qTvHDvgtg>YhKGA;&Vs=OVV`WgX&r8gbT6IQjH+OiInpKM6MM0LC?9vHCH2Or
zE-bx**i>~rqHx8Gwrpqys^VU!BnF3<dspRc1fdf%Ri-bSOGDV~(9ID6Ed3)=VaX1(
zNb3zGubk6aDnfa`2M6S_OB^XHyJnoI_ZTXIJyu^sc3A2gGzNP=;Uyq9odY<cgGKXl
z5?E%zSl^hLUDDnl*Y}Lz+U6PNnAd5dO<45L*L!lWNK2!@V4h`w`2ywt@}lQFh(TB>
zp3GRUrkfzlPZqLO8YA`|JMv^*;Mlz+A{yiN88k8_x-jvNu<|TP3Os%VDTkDlU661n
zDIirAvRCILcxT~Fye9kx@ligUMQVEmzPo`P4b?e25*k8uGlxcK`eQ4Q|70o!B+69S
zUll#*mx+t!#wIAA^epWBxs`AQOuXov@kUTIbk9ggqbX`OVAL-D6&01GI<4r#ncu*V
zATQ2}Usm6rvb5q9qeKLo7xq)*)y$ocR2Z}lq)tSF9p}gJs|$NwbWV>W%L5!~IW7r~
zewmmb8H7h{xCK;j+z^Tynud9#$&(MxWdXi(w8mfg*D@lFSxIdaxkj<&e0uqi7VfA6
zi=#+xzt(lTWjzaI(-5uFET9#$2#vs04m4dB>}&R<vA~-NGBMhE8lSxYeM}eHusbjO
z$pG%G9qy;g!a2l|VPf=B+S-d^X52G2H$b<Tbh2P^{ULMpm8cFm#2eB2?6@x!6-~jf
z+wjho1`!b_FZ{)ibP}Ura!;Z)GI$>~v8gGiYKAurS@o}|V`2E4-G)Nrhs7r&-(|hX
zw@+HyYhAYg5!XP;+?JLQih+~dc6(q_q`jM45&A|kDW?n?I{Mb}F}#tH5e634OqR>Z
z0wSC3S~lC~1%9#@aE^K!&bKtbpkTU_K5lrfvZyjDEKERIIbJm&o4oWslh-@^{BLVs
zZY~5iy{_<J^w{hVFl|y9ZF}g?caX!5sMq_`fhFI|)gXY;Zk;=lh$oddqx#G7oZxYO
zk5;3t#qt|i=?gNSCMnl##{(PL3~UHEI{r-0NRd$4&RDju`7n!vb5U^Fgdl41_G_q`
zW3zovTbnsSuF6>LCSx?B=rI~)ojAo7NBqO+#BIGuB^UV8D3QYZd7tlmf6T|U`Ex0D
zr2qO)6YclaczT>bL!>h$99o<}C?pp7Q43Lmmu`!zqVxd>5zfIY@p>3mD>r{B#X?}{
zwBz})z;FO#dV>VUJk22S<&2LkOVIsOyb_|pn`qvdipe!2_8QVVY)5EQ#9;C?`qcI=
zk^S(_XQQdpPmO2WwWvFr4PmWUnmzGh_U{%jO{CuU!m^`VPlG#~?P*$oHXOdsyf5sP
z5#I-$G_e)Ur2Q6M&-W2AP>sNOv|g}*+$$)3v0sgeS7?>5`7Ddb`2))4V^g*_kC@mT
z|JPUT>*_sw*+n!WO=Qv4myu9)`|iNRUR3v#R*<Ioh1|3=cH<QemjTJaPCwUK@fC^N
znc?Xgm3f*wn)daSE$oUY!QMm%U*p;5itZPoI+?8|g7kH<)j6fLWjCCj60lcG83@+Z
zYa-?Cg{lLVdb@#+7o{y!f2TFwvMCGmcedo&Md14nqQeJK`7jT`?as<>=T8B*J_i#%
zF7!~C=6rL<dh_4Tf!Q+%YnGdL0`m73=cihTg7Oo%6Q{Fyv@j%;NnD7?v`zJLR@Fp7
z*(B#HK`;YvsLEpwX{1NM>>j5zt4&U#X4^PxKK|-yn~Bp6`t#q}82jCA+E-n-JWzX1
zYkUf4XrYWxUB!GwHfR+BGsptXYYDxO5uagW9SMMjBQR0fz<mZHqGZHPUZSWCA^8Ej
zwdF>_F>jt~+%a!}4PX4rdr8oa<J68TlEipM0JtDt-JP9NXEjei1;ELSuM9I_q#2)P
zVIr@L-l;67hT_3xT0JFl0Qw<<i@5le#Oxjb`%JRrzvDiJELbf<*@$<&Lb7x{-D%6l
zk%vPEnSAj#Ha2#1H~%e$r3YNX;Q@3J#8sZ{W60(&kG&jYz>RkJ5$C$&8`$Vhj_S|<
zD5uey$YD_gwsCUN6(hR?^OEN?oy8PXRYN9uUm|7iXN`~NN@7O$l7E`OOG>3E;VJvl
zv#}-3%kuMos?=?V_vh!&x)meaXdm~cYR5?J1mNO^?TscaJ~h&*SNqAbD-%x1Q$Q%D
zibmon99;Y(yMU?F;9Z~p{l^F3+d(%Pm|v}2vp!QGWwoIc=Fn)jA*!y9Gd4aBa@-r?
z^v&WV1A5e3&ch3ZB8ixoki9?dAU`XEo#KI<DRP+9s4<-N7fT?cTL~{n7^I-EFgWkr
zO>pZ#R*Q6BiMW&JRU@!|9Om;K=XZ8^zijseBOI<Z-{Ajcqon-pqp+w@gwkNO7~Qcy
zmcn$n(a9GL;G3{qU0)|sEQw!W(C_;6{4vMl=;(Mj3qeRoxY6_SU+C5UI;F=Kn{*3o
z+5!^>1P-!ocqzSPa#lohI;KcwzZ{oUZEkNX9$Y9<oLsqczuwNufja>+Ha2$H$8lWO
zhRpXWf8xQz!$ZK~2-WU!*8}z!0Qr9SaB{>*CgZbO<3K<{p42V2{c@@R_YI>bWPP!#
z>(jwRM&3sQ_(5-N^@chJ{41t;^l~KmxO4O5O!EEC69$QZA8hyP<>htQ>A5@f2l1Bm
zzxt@6@V)yZ_}$|;g&sEo{zHoYWNT~dEV!0t|Mu)sF<C6!DiKFMT@|9Ocf++a5S6EA
zX9?`t*Z>C$uAR4@m6g?VA0O-SHJr=#R)fvzA@+au#^BMs?1YuLCjBo()c+cLh#XXY
zwD<o?4F2C&`16}X#RT#F@1yqrb;UOnyw4%p2>%48t6)#Ha4Wd~&%yuy`wQmzrGqJ9
z|E+!re)sz~`2UT&K=@C=GVE%80*|-7XaYfT>F$85581ae)AzmKmQ4J*3gao>nvkD<
zB@mh2BS;|<$DK@nIEtuX%4<&Oytjwxvg8+s2m@PNVxZ4aKih9j`H*~a>+jUwg5n3Z
z+UMu2Kw6}HF2cKIkAzOO%uW@8OHlEkq&;Z(N}4cFNxxm`n_nEOlGo<f%iGd|H=h8`
zQjBo00FSB9PZx`eE4Ld6cIVi01hZycn}c>({iz{;akwS;TgL6xP)`*7z*IznRAdz0
z#I?spet!1LiCJwiFV;g0^J{gaWSt5G|2}Y?enTHTBbjF#Zi<8{<=AWi?rTD}Clc>W
zbmZDpCaQf*uGrD;h_nDJi=VS9BdUubYB=WjpZIDC(zjI*;~lu|iv}#U7of|iza{Oo
zn0G-67pAW)GBJKB8v5l27s{JG#O9Z&K9=$J)4MAfS(b5EU~(vu>!n|rXLAY0<M|WN
z2=S-4?VJ7($Qzz$5YIh|n26)v-`{8Fw^$|1AzMJpkV{%$-ij&GONb+pejnt))nn&6
zxjaaJ>}4Zbta3CPR2LBsh-9Y={kU`AUGXuRo`QX*;6aCDFNi;JoPv?&poI)aBhnws
z3E?KXg(9dj5l76S*majF`aLHSkIOIjZMX94?w3z`pJb=mHaldp7Zcd0<a^HCHvh$l
z`Rk#IQY$1lUbcLLc6W{0xwvLO_`HpOSeO53LcOL&|22TbKrgvB!0ShlNl03y8z>d7
zqeHweFQgI7OU;vEfRogh@@1q$fY$AvYFBs7viQ<bfNYSL;ns0qS%~TrD2YjueNKOR
z4lW=`yO02)fQW9>fdHuel0Eh}c-FoA*3qAL@#^pZDvsHf1!IN7sWfM58roE2?fKhe
z51gpPTE7q|LMpEq2K+TT0iIBY*nN0QefV#}jjO``5k#KwxtILuHvF)a?TP<ff+u1;
zfSs_hwbc;-l&wT@zya=MRx(J+?zYi6{^i@#;^<`#<U)jwremPrwI!1KW48av$pX*q
z{>hbLQg(lgx1xInt}umQ0TSO#oc%NnPm25JKdSk+JLdyuohTAHL*$z^3^1Hv?`iWh
z0?6Y@&NR(`s|jt6=i=LyAkfzxbKqEN>ebdB$#_FU9V=sEua&bZZU|}4j?qFa5M@}L
z+@I)JL)$0d)BGW~fwljod2KmKtE(-1r={3z+?zvLqgy+3IKvwfUlweUT)aI6^BmO$
z6Vkv?wLb;p!J58OH80;^|HbNj=g$f2@Kok3FK5*n)IKHwaQ+rwK!^F8jUZ8Z^96oW
zv{<zF6wbE4)l2=GlF64wBdAL7Z{|xpfe)x?@2)F?SlhTr$$zb*Wb$to2RBy{ZtRZz
z9KZNioexqY9`%o=stD~WDiwJfh)^rZ>VW3zWTuz85O}5J2yn4t)3LCSv2yLNcpRbc
zzKV)y>FLE{_vr6Q_n?aquJW!cNJZEW6=R_gka+fo+)C63;t*I`4-T+IRoO86n#qGc
z*ZC&|_d~X?Hs68%H19w0gUGcS{G|*j<N{U;&(fFW#xb)mM^Tc?*LqVz0)7#r(65dj
zS^SuJGWw=5kr5L6L`(@D5DZa-0sB&a-YvUs98&w@Zl9~7YOPLm?bz3TsN~AE@szji
zC*o?IK@c);R+j}g);O}i-;R5HIZ+f=QIk~?RS!&PcE7|qvv4F%M1wEEr=+!`OU6{f
zO*$gO0a^ZtowbEPia^m`GeDzF&n)WBR<%DDB9)%B-}s8oW^6#!K#%7G(!{A)=s)-z
zJvfF=(d~rah^H%^4CRJ2cqTDR(c?)EM#5Lq?(A=UIyz&?T&Nuc4Wk&KIC4jD#YuNJ
z49$!^+w$w%yespUQ%bXYDxwA={|0)Xli7wP!;0=+1JT;WGaLl{`OcV+`Np)l<Tk1s
zr&r&R`q5rni8+4%-xj=nAz+TV=K=QlsoNv0O%}lxIEHg}2F=s#1GEq;FY;_?L(g&#
z<m<e<Gr%hERc5Hx&h4@HHz+nJwYProv>w<76JV3&SVlaJ-`!>fjz%{T`8yN)VaUJ-
z6l>=+rWY{cBq<Iz0%WrVTyizy?ed@~J7#jdY`?=&w|Av@iwg0{vT&m~SY<8f&jAD+
z&$qYy1?<ju6sp()sOcTb1UlIQ@(Bj=^7$TYVt2j4X8l{>+m|Q8Qn$d;{rYwok?k1G
zBL5FfOAHDc{T}>zKC<OsO&?Io5iQoPyY?Wbth3uf0FLKgURY|*!3^)62NdOjJN7-E
z^Hr!kWcG`!fU+tl)2s#g6=;FYYCC>AC@%ZPL;(lB3g`eGU3)V=5LEzTQ<~5$UOpiz
z?Y~*E7!r)8xe2r#`M!VZ{^IM{T4{Qh{x7&s7hqjIx+_93^q{yz-cDTO5F_4Q(*8}7
zj~D*|H2?K?>IcMgIJW;Kxl71pCp4AQe;YCULxumX*M5-br+-xf{#&p8|8oH7|6q55
zK46-_%=oI#G~2%|0&;T5AEcfS=LI(MAOEdo$0&~D4?q5I)!!2&K?c2F2>5&m=ylut
zq{##8>si+R{+%vSqKE`nyO&92CO&^jTXNncR=sEnye&6`Vy^8UAoE7W*c|dWi~erF
zZhuTgqH8>T0r_@z)tl}%U#Zu!#TlI$A*`rL{KyUYoO)r_8Mv7!%gJKx6C1_?ocTkS
zkP}>wgTL+|8q<z?QvX6y%XofGQ$Gpy#Un-*x!jxYUJ>G+Z&IPPFsTfV&TA_EEpx`u
zIu46iicXA)2zetlIgc!B(&MZ;U3#soc<T98#~;P>NBQB$<j7?I)eKsFmK!FleOHfW
z5i(LdhJly_YE9{`x#`d#nh_J!B~<yMPkd6?OO0d2Wb0M%lF7i5d2CAGbE}@DG^2uH
z?p^bn8KBo;!Ts{AoEQ-(`Wk7c@XDZFq#H^<&}F+V4z5!rpOO)J8kcl=d@^55XXdq2
zbLiAW`!0CqCYif~y3huk@Z^+z!kKUyWW>u9-RVEr$SFobl${mpy<!p#q~$`^7^L6Y
zdu1tBG&fJO$0T7p^GIqtLIGQP^}f4--NNada1i_D@=#wy-tY*>%gosw;NVK}bajJc
zM1)36T@iVecmqDx98i`uzF$}{pL@R()&O{o>MP95e`DQ%XX#u0--I>_IB|YrdX=Ih
zd!3e5SDD;syjf8}fAG=sp8kN`ug^^LwOdMV?4Da$if3L&;r@AskSt#G2BwVG`JB%*
zBXW)r!i4hs;&3f(4sBBX=J1Ag*;-+NZC~_(w&J75ATQY3f6%&g-k_?tT9JMF-BI<Q
ze6i@x_Q3|R%HW2u0izE_d1o@Lkd{@vh%m9sxng_>&-}0UJu~8Jf(JNvS)}5zVUew)
z2=Nb76&vohBc3yIUx?5Z_eenqOd!yCQRroIu*-HvY?F)WD%t58O_%-^w9s*rOMjR|
zO~!cTKGW8C-f7W8xkP!JC@M@GJcD1l3Ztro1GvQGrDXR;wUA2Sjd6wzxVsHQX}pD*
zT*rd@PVrA^TZ~Y-GyQ8s%s#EG4siG6Mp>S>-Xsk`JeU*}JT#PBon-gH1ySGUQ~}AQ
z_(FRrAiEoD1%FwRD?ViQj9##vv>n{nd09&ji-`skyrc2@+*XU?8|6%#+|cYj-n-CE
z>|=bdQbaQQj7+muF|{fv__6jeO+%WfX8E@6&ZSgtllxc9Ms9L&KpFGJ7O^@jIij|i
z`u=bE)T*`tpLD3VmQwkh{>68;&XN9=NA3J1wcOyaPbY7uD8_U%6=42c?jh}KqV8{P
z4NPqj?((a85j`zaZP1+xQA7Jg?};Mr+xnuoU$9KY)L@ABngEEV5hcwDAx48LG|LZY
z;+kmw!|);xrc<^z1MQ5rB~&;_Puu$FBa0^9P|pXoXOudIqN)ee&663sW&>ylqk?4d
zG!!$uMQ=JnJXL(|_((^EZFZwP(mnq_06js%z6!m}m~xO;S7Ui{E{^6DA+tgbJH7!v
zwl=|B2Xmbdyx5&r#P~oihcD#=8w;I27?PNdJEiPCIOJplS#>p5Was10;!?bpRl-DH
zA6+CuEVMR*ogw=){cw2^_LLPMyIKx!13ngrEYRGL-Ts)ObUc!4+wW{B!WJVN`v2Kg
za;z)O!=1`96jfIt&`?0%)75~d)2~)kyEuIU(=I+^+QpJk-EERJ)h>?zxVBx)|Lu}`
zyV$WUY}DGtNhmm1ce}W!pa`1_3h6PcFQ1PeEX~nMN8NcpH3N6cwEfUsB*Z~`#t*A=
z^YNRs1gVvB@b!Qe0zSSnH$!V3_uN}ljIBkAF*Bcs@6626O29s59-5hndn)~44ettt
z*l*2@nN|5JHxCD;QY<wy#du?5oj%xGT#Ri+D&ux@bF|ViZvQY-$GBZ6#6Bx+4fFFD
z4NFXQYuK+bW?x#zn0;g&WA@#OF*`+Er3@>J^XY5l)qtm=AvT*@!O?&{9(Ly!VRK%A
zvK~<JsH4n=B&XvpOFVWLi*U$M5sx|fxFS`?V`s4t3$1j=BgLVzBJ3(Fq+`j)fRBX|
zbF|PAlcNeV@UT)_Lsy;<+l-mID6Ou-nv#56sVGH$brqcS4KPY*j1fX(o$d0b9A&$_
z++KIPJm{5<cG*aT!>a9aUJ;%u+U2Vrb+^lnp?}(%oR9TMxpW`hTq3}lrq*a{Qn&r3
z3E4QERg64Y6<madSmkAnK9<b=zfZ`<vRAokztdFA!;@fl-9C7li8WyvNH3A0g_Q^!
zy1F39j_GSO+4npf<NkcDJ&&K-TJ5u_+)~WHor0SwMX0O-d@Y1H*1ri{jM?LS^TTwk
zxs!(UVi{W4im{=u8-g5ltR+0j!niXpwKaSlRQvv$>&ZA4nS-Rl3h)i|(Ar*t@7{4n
zuoL?|H^0oqn%Eqs9+(QSp@n_j^`JtIMNyeJm0E;cnVhKy&27=oj;ZS_US#99)IvlT
zS3sn%hxQg?Ecdg4x3TW}xHT~kYhN*Sp@oqEYn$1it!dqLVM$yzPG?XWs^B6r#A<IF
z^s(0d8-Gm5!J^n~Omi{EY9A(EH6iiXIL1nwA7^6CLzQ*4?scrIMPy^#C6;xynJVjQ
z7Zb2QQe$1s%>);QvahSr8e+1s=6M#<ODoaBT!;;A9T8+DX4ep(i*a|8)ivnrLHbei
z+V>fyGR%LRjz7|h=-BCOBcbo<Wy0>)&5>DH^E8vOZy~~lj*bYj(a|Qw<Y3&5ByAsz
z3#ff>xcv$1@2&`Tz?=Z~c-Z_P9cyl<GHsF_)h4+kNJsmz?{Ox^on~p176sG)m&vQJ
z=xP!!#pdH>UO7w!2I%f#ie)`q;9#PoO?;GrHTPB8#9pola?oKvJPYH_C1~6KvMuZN
zQ!XZ8`{OLE>EVLuL3XUy&>BJ&8mPKxBgTfF^=P=jqG7HM4VMzI{Ye(qba%n@wz@TJ
z+J7Ibx8GK-buaCYARX({I}Sg>fs;=V@gkFcAK2UhKg{W&cKyjq&#~>$Lxe`8A~(Mj
zVdp<XOJ954_D{!R^|5HA=awO$i5WIdYmFcuOV(>o{*{d7ho2)ZrI;>rFGpj{8tRQv
zJ=q^{IC=deY(E!|wV$=bj1RnZYd8{))%zYJJ*NZ#O|7u;%Pt6NZp-e26OlM@E*cSW
z%s3#>*BU=eYp-^FaY+Tf+He=Auf0T0K^fc~P4M~108IYSpWXi1c&t7ii}buQ1bCQY
z<7WW~^0r|2!R-_*KN^F$R4HVYln;zB>wPbb>h7X;T~uNrzS<pu8_%*)DX)gFi!qKb
zYzG$`_I76T#aCGUTLRMa%Msvaj1A-c5aeaXuHjxfR-A}KTv`ca@@jb5i!pPc2S#;M
ze&>;qUyiR1MB|Sq*~pj5(An1l8^`;>%YnU}q5W_w2CI)mAw9Pg0iNdA_(dB8HM3&Z
za5E9h4@M#`rASd1OfYM>4@UL!sJ&+Co^Tw!`Wi`DQt%B85ZKfL-;WPKurK>PH(y}!
zK~o(*xXa>$K`cJlui^v0`h7raIQ3GY!2}y7)TJQ}D~`t_E={V?Ai>N*?ilrsG9HUd
zD>45-G)~{oKu%Ew+-<~|_MRIi_i<&n|7Q|bUwn=9f(isU8)3sI-Uw=9iuyQmFC8Cm
ziNL_t);Kj?**AQ1DjrAgXCNu3417a<1iG2vyP-`GT*p0W4HsT1HH`9UxQ5No7!5O8
zDm9#>G^DF*_|UU%4S#58__To<?y6{*siEPXiUxPe51t72G;O>-xbzyU&nV)-)fgMb
z`s!>G)HK{q#mDQPVqjYvoSLT`D^*ulW9iXY?7Wgp$3sUSb8MR6N7q|c`xiCrkMpg&
zO*$EmxOA0x9N>;oT{YtIU=03vs?sKn^VMme)^PbXR-dIbR4^Jsnjy%uAwEdM#~Ytw
zU>h5pn%i342fxNCec)}5P2=m)pc<1dikS3hU|rZ6fq|`b#AL2YUHCwEOmbZhC^j8^
zhSmFP`e;jRoYw_G{yO^TlT;ragNS%VAKi@VquZ%nPxsLq@8R@yMIY@z_0cUbc_@1y
zz4`Y<tUmurSq7t<HLyKM!^b~A!@xjmoSN0D_VbeuGqCN?WQ4scL~gMRp+B@kOE>NB
zp#Lci)YxIsuW`8eBpWZYN?<DDp}W5YmXGj)gSoKr#^WW8cpUo%@wh<|kMlI*@mQRC
zU92x2|IjFhPv4*%HYv(srb;;+XDNr_b(BLRh)2%*M~=&&F~lRS;c7BgUrtn(!^oxx
z@-V4i!-EWbygd>FTUz1Nv=+6WhwOfi{ddyUuI=S#fr~0-)#%2He{&yw@_stD{h5TY
zmx{J|WrsT3X0H1tTEiJ?4*5bkhn&(<_Z;#THHVDWo<sIf&Iv+RKf*qZwdme~wz&91
zC!HGp?)eilcZtF22P$)y{;oRbE}MRNg4KIMk)AC@fVVX^E_eq)E!fvScKrGb2hKc4
zL>#kr7wBt)AEtLwyI$XK9qaF|oZT67$F^bDa4;0Bcim^!Q+#Z&aZxV>1vs#4IQj$!
zetU+9*lb3FpB;Xf)m7*9lNVpY_9Kt6c0qT{7!$;9|I`btKB|~QH=*XxfpyHGld$}d
z>Kxh_vxYUps9wtNGnVe9=Fo|XIkY}AhaRVU4&4~mbQ;4ve$(;iSbgZ3VlBf08)vmg
zkRSU#j+574VfntNh)XVH;?dazvqt)3R9`Q(Yqp(=LTGdjatq55wr?<6Hf8r|t%man
zSbZ`M>3QV{a5urmNzD<|)SO+zom4FUHI`XRsH~>{wpoLlVAQ+Lwb$qmIK%q8D?@xS
z_kB-o`^O@%`oI&U=aeGA%Mu&scGTT2o_dZ0=U=F|i&KKsuFuFR!B;=s!|(T!kzZ7S
zF0Jk9dwRL(ZtFK4dW_Y(A2Mx%k2N-a-5o(K*w-U>91F*RGm*-8^tHtgGdpWt9~Ga2
zuh!hejfY97lvlyGi6xG27z7sw?LK1Dp)jo8Rb$@<8yD7P|0xcfR<Z9#+3%uueaKfA
zu<y4>wcqRA$qg5GeyGz21OkCTAk;t-{s@FdNKsJ{ozxc|9u7}WPki#pC$O}%M0R#I
z9z1w}6)RTI$$li^@9%+1%$vRJcWn8tKY{}sv3}2e^ciyq(SJ;Zjg|HU@5cRC7%{*f
z9a=j>C@{pTZMV^T^g%>i`V5YC%mkpRyCr^F+7}+q<|r+bVcnkl=so%nVy{kvwWanw
zkHzF-&W$8&?(T{pdkHp%WuV{5SUeB$hmDwh)3piTfc|+6Y+KWNyP05DZ+Eo~BW#>0
zEx~t%`B-LZj+Q(=c1erzNp2RdTie0Pz(DKz?dDdfsIIPkpI23dKG_-QFI3-9*G(Y6
zYE$JR6u*uWBhQtUU|DfKzB4wbHw^D7DZ-fiEc{_<4=a6b4Vz6ZAyY~~UUe1T%S}gL
zfpUYxJxle4lp7VL_^K!meT3SZAgn&@2lpQrAa3en6g_wf$1g_1|NL%*`t^b=OMTNP
zh4qL5aQk5nVkgW;;oUHZyxifnYX!BMj)b|(Yp;_=yg)>s(Y5cZE9E+UU^A>AJlD=g
z%;d!=y#Ex=GsYm`@-E!>?#-&fX5@SDSTP6DW9Osr&SQw0x}n)#N&^r#o6!*3_5<jt
zl%d4GDO&!y7g@hvWYu6zX;?EKFFs>5IL#P?7MFJ6flnP8md`=-IHd-kJ&cC<8Vy0(
z8Up@c*Wf;^FM`(2$DPSbkahnl{AP?sugkk|(z_4JSnLOWKLZ}048)xY3y~lF5{|t)
z<K0s~<9vq^$bAw;UsIBtj?k}GqcHY0pr=PC=5;^431?ajLH_f&e?>zLR&AQYd(sHx
zK8=Ph_!2QPp2pzG?h_b(Y7^?i%*_cOo!^Ggtw(V3<2i8e-W~&Yevjg`EX4nQi@wHh
zSYPy7J0IsKFG2GCr)W20G(Ne!3qO1JK?%#>Wcq%8*f0AUsWTU%<k1sYO&JUKQ~MAT
z*d6lh9PR6e4usv(FOfWT9!egBLg48Er_Ddo@sRfQ4{v-=%Mbg(?Z*XpIdu_=9zLa$
z`Fzjs!DIiPto6`p!~nSdFc)zXze3U7FbJu5+_{pr|7xBxsj?*U1tR-=+Mswed%r&%
zmVJ%n8H`@*DP!SrlF?hq;sdh}2f}{omq?mA57PUL4_vk|K1f}__&{GGq7xl+4;+L0
zFWXQbT*ssBu)gqKJ0H&{FG0cmr*NGy8iAL0;kI`lRIu2$8~Gl*R?J4^*agVH^B9t*
zZt&Z?g8q{6#q1UIHSS+dpc4WkMt_Oo$T*m`@rU1@<)|zuLgG&cwC;H#s|X7cva!C2
z4V`4SIW-^eN2VgQwF|8I+EbZ|s%i|1OocVi00(^RV9z&1Qh6mz4V4F*Uk`Amlf7zq
zUQ$8-&JdP9|3r2X7QD*FdJh}4F%n{PT0Y*7N=0ZZ7g+Oj*nh6D-&BYF<}CK3QZa;O
zd_Zw5wGeZkXJS)xI|P}DurVPQ{U0PEvRf0_2-r3Bxt9nVfdP&LI>AwBh{RGEOnJ(3
zcM=(5nU4)TC45w)8V8aK@czRjJnZ5DKbFn(zZFWcBr_L3Dw6!R=N4jkVg~LsafG#@
zb|1aR$wqygAg{tZFH<qlMA`qAR97QdB*Y+N31+2h$CN53a*D7ZF&pdLZO}#{#OCyT
z42e!fXn^i=7#z)%!+tN7axhSq!@ATw?8+>_Ru5bFi1~P2T#l(PGhkw%kI8ms>^{iK
z#VT7%v=;KQJ+BBOk~4AJ-GS8yyB)37#wodSIo^Ghh5^Qm4@#@5>14-QmZtC%@{upE
z!otj4e43nv-`%tqiZ513v8pr|i$#`bVaUgU@*+%<X5y@|11wp_NgE{AVA5q6@~h?e
zpePN!d5nE3E~iT~VF*2Jlvu+^Papfs3o*Vp1E)<KAl6g*O08X7z5vNH7D4*(39P4v
zz~j_DM7QptyIuTd9ulW~i4wY9bcf5<A1Uidov&yY#bP>fF!#W(aQ|g1>f>~=6iajR
zu+rKBtpoz>C@93p^i14xc3>T|?y|K~A1_wP(LFgG1B{e)(Sy&!GNA=rd4?#fuEO?$
zB8*7O#2pvyd!8vN!MFMOSWYF_3HaDqRE$ruvT(zmeayVW(h4%F5w5jgg<k0ycu%aI
zgmST@6k!z=uvMw2Y)~4$%g@I$MUvmH;$n=-%EEO!9piQ@$_MHidS_&yzlcRcsX~Lk
zeuKvBEfr(-(fL{UQ^%Nn3(J_je{MSZsf^iQS5{(JUM7Z#B$y#FrR!s?Tn2%Txx;To
zQY_8R#Y$@?9(UvyVPr}sZn^4+M|<sf?4GC|kI%{~Fw?@6PMj;C;xQ{1pQdKvcNg|A
zZZ4Edv7#goOC=TvFce^4Ss}(3W#XbKdrbahMAZc)`BicZE=)&nzS0lW{iuY;RYsO@
z)HlR!SsA`9$%T!+0p3-)j^b2-6pJ%*@uR&Z0!0FB%PGXL*BQ9$$=)vSb=GK?E342=
zvt6#LMzC0jfhH2nN~^nFZVdg?@r)vT6_<sL-Zp4!BE-*0`55#x1y6$AV54J<@ZQs8
zy5IQ4&jAhsLnM}|+o$lA@Nq6cxuM#yjydeH7rB`8S28xg>w+L#2{t~-M8DIqcs|On
zj(NO3o{v(Q$7|d^KEE7YkH;Xy*9uF59hiB4ZYhL1=JHfx-kjePvAMrHf*d8-ct0Ke
z4n^bn)BxB>bZ8J5;Q3VLCLleH)r6*&LON;C!(4z;Srs<iPe<QF(TJHA0BenV9!oC3
zoQMo;4q%e}Hpb_m-<{WZ-osOOJ-G84)&fHu4Pxp6mEdWnQVut>rTEO<0&UENsH_GS
zKF>toJBfJKy$K{LW2zc{O)tc}m@NF{Yl|RLA%1$DhXJ9<2=C~wQ$zpIWLWbJ@JoOL
z9E3c&E}HSQ@BOHt6g!g&(A-FOvLT7b#xYhp7M+VZ*ORchhswIz@mM?`>#sW&sQ4P!
zfOWOL^{=bZ8eZjNPG}l72RkCjQjCq!+30sQ0nZ0|!$!#dHH-;QpZ+<U25P+a{*Bk*
z>FeQSS2z0F^-<aAedQ&d4e-{Ahhy=1m~%H3n>#zvNq!rjWuf1Nmv}zh2R0&}Zu`TV
z>GVPJCw^-0FC`UX!i^-n@6NtS?^r}O=3IV_&F@idk`XrEOGm$hQFuPBC2Wl9Xp^P|
zu(pdOvMM}IE5X-Yoap4iywXa{yz~k~4#(jBq~_Z8pXXrCl|*dr<3=agZG4!Hen(>P
zd{T?L+eDRnX|{<q{1%go`zca5==eKoHALlL&ecS0?yaKXXbhfDtVhEH6%BfIXh^MJ
z!_jlkF#Cr~*z)}V`r&iyci%;y(fbj7<qOzY8L_W*4{U)Bfr_>6t+&wo)BT9}eOm2W
zx3r`J9oxF#!~Xu5IRA9r_OB&k_SPrZGCdH%%`CD0#0&KK>IS0s^n(q{CRYn%J{ElB
z3m<0_@Ok<;cP|xVe|!KNGXZ+HRgd>mw~}!`DhCdhqPjI)j>YUXx3J~wZU}B}hxLb^
zpwE;uh(7%>Y%H|bg>O7c!H7Oh(ILQ&@xh)@^#1HLB2Ih+N5z8)X05)3YY$U!;D?@Y
zb1=d0cM~yn`3*Q&OE9pT`ojT^-blvm?a#2~^Ogwqw!r$|;?QT|ZA9<r2^%vVJ{ax|
zA7^8F1Kzm@=@`2<l<`3zvpFh0wHTe}+{D=4u2}ksFHFRSh)gVmkk3ALKYA+_v-d<}
z^CUk6H#NhCbFa|%+XsmHsVjY7Ee%FI%>Td>K2Ap98|vZwqfCtZIUF{oeDrQ*&9q4?
zLcufC!>O+VY5VKWB%s&Q`-s@s1rnBa?&#H5n7ug+TV@3zxS18!ACE?#xz`YVV1SOg
zAi#oA{_t@zVf=761!Gs-qkYyph*{@v>THakrniBIgAq#0<yiM?G<wgyir7N~VXfiY
zS|3bS_~5L<2S4lZfiVyBhkC-tQN;&8Y4~8d!Uyvk=mSc_?kH^j%%9P4CINlFxsRw#
z-E@=#AM-z?G)QP4)M}vWLMvu-;q2YdaqU?S_RnYuHyaUtf0B)9+alm#A;iES_04xw
zLfGuXFR*!ZGXys=!G_C8=)3wcqE>c*jgG`=idR{sn0F)=omn<jdf7>^ag;YatVJlT
zsKWZoiRklV7+$RE2y2#mQk(u~{}O}EV<-)#*l;-!eSZu?)T)m4YdHJ@oxRyKh_P{$
z4?JvYG`vQiRbhDXV?7!|6dEoiqVFn&2GjpQ!>1}5E-5su*4EG{d~iDrv-d?|^F)6-
z>0-nA*XaAhLqu)p0vl7^W8GJoC78EA8l9VIZ!G=s^h^A7@iq2LYXNr~5f&ebMc?lq
zB4S-<2>AxO?RzQgfBz6s8`<qMZBi3uJcedr+@@ztJhoKC<Ek+54D@j7%hoUv8DibJ
zSLpT414OLv%pQ+-(lC2}G&Ya-L$H?_He7gxzRMmVYF+30eQ+=uoqbq*a3+EA!Ib9o
z2KL3rV(EKEtm&lXgW8xpqKHWk6Kwch5tAz#5R*q65R)=ROs)>Yi<K;Ok>h$$+efdx
zg)IxHKH3)R4?RVnsb>*=>Ld0(I+W_8y_i0lZ-`ZU!_a%m8AKc(2}i}lfo83_jcX5+
zao~HZk2c2dcat!6g`$t{s?kT^O~>p*G1xrTSJ584M&A{oh+5sTZXZx(aELt~rDbw-
z@;1YV?QAh==X0I+_@^|KRLJRM!>@;UAi%{Kc~Ti>9*D-^HBa#1`*zy)8&f<^P{iZ;
zSLpl0BSfulKs+AMRTmZUI8_mkM`P)GMy%BlkM|Vi5aP?k162+yLlO031Ipo-I?7?N
zq8v&T<*@b%9(-3%IdBz^jiG<!unZbQJklB-WMKBOSZw~p8^Io?*zji(`mTS1sPEg=
z-8W>HV&1QD=<LNlKkw~tf!!g>`M!W<O|8+47yp4iT3SxE&F1*9ogF4^S5K~JY<&~0
z;YJc>?+C}1&s!<xkg@3V^({p2?4^4SIl@O}4w<H$L$*;Sy!B~gi`}!7iERRw_0NB5
z{zNf*Pn2Tr5}-17iDaL<T#Ui&RX4F^Nq1%*e;^EfCY?m|xiPS@WGRP-$r#bk2OV14
zGxPXe57B$#Nkp9fw00h!dVQkW?_9j~3gZ|3jt_cjCpXa=&OgWO<yWxf+dc>maKQS#
z57B4bQAA&!2pg8~@ozkMjS=tpqC+buM#GM~=sorbBF;~MqvGLqHJtiA2KS$&z@d(Z
z?@|x9nY|?pTV}RZ&Y|aBL-c+fb7&Jj7JTBTK8IdO&7lR#Ikb}rGl#aP=FpW`cRU8Y
z=UqeW!2w!x=*F<7(<tWgf4;=*jrXx-UPlD`S!4atNc5R`3DHM}!p1^dyM>7W3q}XP
z$IXl>hueu5`@>(bF&CkCJLbD4X{ihyTiD^l?jD%9oY})w7f1g}!R(!p*fO;Rf}5IS
z{h62Ov-lpOx4x^x4}2^b)>N^kqmOeBGcb0;6Q&$mGY@S`-QP>?cP@rzV*JJ@_@IOK
zTKm!8<1l;O9c-E31;PF{Sbz8#`h0#K(I-Z-`rt-rDn|77M28mCx|#u2?R$dW)6OH}
z*f6?Xq{?B)oXg-D>f^UHePANtW9^}*=sD#aB7YqY3Cr5`(F@U-z4AJ?EbW2d7WP=b
zKMZ{)97ptpvF!2qFo|gsS~)Trc0NGw@y8Kyb_^VCnRtv(%tz;s4`b{H&9QV^2bdTM
z5E++EU(afP1!cb{f&=WaeqSj1jQ<tU7su&n50WsVe=~Gw<)CN}9-#NQUlDOGq}Dz~
zpU&>sy-ayXgn;GyOag&GAQ0H7dnXxzK;VS+>(|rCe$**`)aia(w{FD`Km34g+qU8H
z<HvaU@+F-RNcekLxBD)}4{wc-p)KL-WsR-h_lH=-!|vmcS+761?tM)8q%B(d+QFxZ
z6?QBifU4?hT)Crs8uLd3o1;fZ4|uqk!>_3g)-LFU!s2p-M`y5W2+hEFe=Cgfw}P*w
zh~A(iHq^(S2<FKjY*2eY>?FL}mo3Yt5rKie+BN1nHW=-c7Gb1Vf?;9_n(}y9ZfXXR
zo*s^tN?ETr)7OWMfkEx-uZlAIdd-ACKJ?VCqkc~pyGx2NTx5iyA|rSi^6<T}IYfH;
zIIdHJ0jv#_uiFX@{Zurl{+xRKQC^02JONx-P6~0HF&62&jv{m436w^~A#TcI$V*CL
zJ7y@WedG46P<SU4Sx3&I{B;WQ|Gb6lqvv4MR=IJKqFOG8EF-)2Rhg5g(+AG8LXf)S
z7}EEiL`hUUo%mN(QU?36>>5lvv_|3WFk~J+hqBix$ou0qG7g`Iagb62b;4FfMt1GX
z^1W^-iF=Lw8xPnu%nU)=PNjwy4bV`ap&|3gd6=}VTSKW14Susi@M6a?#O*zaf~a^p
z>8`S*3|?bDV71?5)F6Z}+lu6iH&L9BjF_#5k$m9>{AZ7?y(a10HTvg;aj#Jr`wC$T
z*Q2ty1lH}?pJMk<XrM5Zh|%THkGMTyA<FX#po_RmH*syzdPM*BCmKSV$s>@Tkc{8w
ztVDM7OFZ0k2+xmSM!T6~YOiTGD+FOXj^WAPlgN&W$GOQ%AS)?DD;<B6)ztCG+jkUs
zhmNB>CJrexzD89^DJ({@KUqi;9Eg(pk5F*@3}lHZD8Bj^@{gZ|C@|oy?&&anEHbEg
z+|R@#mH0=+qs<t0`^N2B)A5+Ch{pn5@mN{e;CQr}HXgYudXr~-jq1|6eIUK}2>HJ%
zeUNwjEW|24DEi|D(!X1S!gIf)A#fd!ZnHv=yyF;B_nw3_DxOaKlb4jiK}WqY>(C1M
zx5JRGu%GkCZTkPFDs2*VP3Gw<$i8rcz9!?uW#s&R3nnVpsPc1aK1SP`;uBjFIw@;?
z6KjYJ^l%`vi1qpd8HMy|ZijvB(auB!S0N9bOhxpmKQ&nK3}DMQtbJX|mBO96j^#w4
zpVRU&+Qt;0*eL9KSkouX=(L}yu<!i__Vc807qHu>SpPBy<DAVf#@P(M#sX|^ZU?cx
zKK3T%vtGX^DIa+<IZm{3Mn?-V+{Aozv6LXdM7aq6o~<!`nv$0hA5Dz}_|C@$Muz&h
zpI6Fy&#gHH_{7W@Bh8HAE#T9Mf0Q2%=d=64+`s^~hK9AT8`4tx`T-`&#m`};Mwnx5
zMxWGDADe2*!CFxc?$!`f<&dSL9I}{l_{GZ}?TkfmRrpu693B*xp`W>gK6#P)`Cv;U
zykjaxXmJ_45Aq7}iK#J0ni?@au(e=(P*AMX2R4Sv*9~bI;{(Meb}F&(S7%!cGLgWO
z&qEuL0LyJG@U*-F$ujK|AgN@$p?qTu5g4I~0UwJ+77#)Yrz+U(o9Y|T$yYV6yRtI+
z`d*5pq1RQFcq*^JA~ADHpt}JNi$oSEM>Q@~u#dg0r;S6--lNDpsAw0bFGLm9E`F-3
zU2F~My->PctVm2j(bZcz+QqdfINPvxaa%zVJ~lDJ2xB97^LbchWkHV@4;MAC97>t-
z;sA;A%fa`JB<La*(g}awd_I<1nxm+?8c`Lh=~)chi;6JPNP^);%$RwFxfz7|dN?9w
z_nEnY#+bS6|JXYZ@TjWi?|+kQ%cl3<6A}_2fj|;K1f;8g2ndRl&=nOBL`4)-q)9KK
zcThSiO+b3@B$R{_0_nZ?-A&%-+`GxPyGc;==KucA=Xv%?c5`!QGUv>kk~4S88ToH(
zCEKOR75FwkA1iFEA=GooyoU8e2NM$vGEvUkEiEA-^LBkY7&cG`g#zE@=VQ6GHH38}
zIBitU*#~OP+4nYZ&VG?&&c3K5pQ-rwm8m6ygd%td1n4R@=1d?Ytj#OL5ObA3F0d#4
zzyP}n8`clbmn!|yROOF*TpgGMWa5t`fsRzAiqYebge~Po7$`PHf3YcijfD7KN_^4~
z`zwm|+d=I`Dr*v-?5UQ>cUNACcf=+L7fRr2B)}kvDg2Fuh>=(7jmsY><MKi$HZK3t
zz_@%?8J9_NUk&eBvT?a%1LAUH7@w9W<ss799K)O}(9}eX75?_j-?S~QkW>EFv;wB8
z-=5~qXlrTARF&&sC1t9?sbged07tQ)_GQa)AgYEXca-b+K;=6A4R>}O|4@IzBuOOE
zSjTH627Y@b1-(2hF#k1Iw6vGP$5M>m-j;e32$x(*!{}D_7!hKJKszau_$L(_V)LD>
zI&=UWO+~dY2d%`B_nX_ItG5Nbtt1GtmttXecNA7A5R*}=D?dI5qdhD!!ow1Q=3+#J
zI6-P;h|Mqb^n(|9$gNc1K)4&)+eqPQB0@)769ikR`oYn59vJRni6C<c^ZBM$&P+ny
zt$glz%JS!V80l((;Vu?vYAVLcKnF&Lt*P8=uB|BrOl85nAuecVC55N45U*QH(L$?&
zbFsV%BkrXkD#(E|8L$TGkBwulwB%+6MmM*`h~~Bkv^7RlHxJeq{^`D&pke!Jj1I9`
z80~9~5kA%kw3IN3e^Mg@Y*tnb)9a7M!rGUE+Tn&LMU}XgU5Zs<E@)#bg};RatHNDS
zCa=P-1l_gll9()v4zR%pe;Wi^NtnbxCMG?~t=k4tVeLyhCaM37y#9DzfKJY)@YYjd
zur?;Ov`3)5lu7(!V^U__HZT*_z8p+dhyN@j0vsRK6a$;tz~9yw5pHH!{-zghrIjEt
zU$;W!lI!Uh9b$(O!6YUcBdV7tYlG;&9}@{FMU|L%;sv(#^=1w-*9D_PupLIUuw(mT
zPfykcF)yKmi5?yPdVy`dy_qD?I(67^8KVb<B646W1p3)y%}>4Az3#oYIj`TbbO1gc
z8pc%Y3-GbS`gwiXz3xk@>Wf3)4Z(Mxbw=0MRF&5B%HRJ8qu=yKWKVAddRSo1q}Gs%
z1=#ebW+lTKI)&Jy-)pXD>R}EaXH!gkw+UK!Ti~LW|E6S@;<J^vvE%Cq=Ac%cI&8m-
z(eDN!@|{2g`dDMljLwis1laUjEVm8jcE`tqnj<8@4gp?PSU>X()&|#ARXDFir(;;}
z0CZ~O3Qrevj2+O7sT_FyzV3eil7mk$x|b&+yL%$g!yIcqZ3(H^2%Ap4;I=^vJM?Ss
zf~M|D8@%I-7GCDK_&{ZY8CxIX%{C5LFseCP`dTvA^@(uiJp4&mdME*-ySX8<iyH#n
z%&>Y~Ge(Ear<1vLXl8?c5sql;Y6>4m6MXiz7g~6j;ZiIcZ=R%;;OgUitQy-4ZTu|Z
z?_!Fmam|<myuV&Z<8Ft&aTxuUFCu&SAkfnSYd#NyRAPipN8`D5Xz74{9o*2=!va1o
zW|%l204;nhaq*tYe?I8yg|4lg;O%UNATLWSo)C({5*cFRb>|*S|Io6*c%=<a)nfxU
zQ}{TU;IrOdXyK`5gH)vr#%bB0Lca}`{+@u*-PLsXsJT*yByJs=*XUrTsl!86EWh$7
z55qdUGS_-KNHMmDJ5%-G#uE-3{F#W+9bFLlx-$Y@OtE@I0Hh)#Y(Ad~eJHA`F?7v+
z%<SjQBnxQsL0d<34YGl^y%a&Nrdaer6BL#y5R=3`=97c|qdU1G@^u%b4oz7boJ*-k
zhkKa$t`EHIICN;|gs#ohb?`@FnH(`m-0PvG$Fy{aRO)cP9vxP{gbqXW>(D4{a5w>@
zySO2;vn$&d#|E)|K~GFzbWl`d=<;aHe9w<bo>7M!*d)m*-}LuE-!=|t;bD%gpR_<~
zUIl);k-;64y1F6q4K?}o#iVexnDmyXR!k~Y#-t#$@m2ccm>@PLUDV@`N1m%};A)E1
zqm?!|Q%^grh{4Q(e(-WI*0sUW7x?Dg8XK5l>xAY?8*tBkNWuf-lO2>kIlO^Bx%NJ0
zzT?f^7u0>y#T1L)SNddfaii-8ge5!gVsyVCMD}fpKyPcT`KA*)M*ps7jQ*)RK7Ow`
zLj09u^mm<g$LJX47~R^1Ny;DFKM28o+++08W6v?VvnwJyy0HCVWT4U?>uG~k_b_vS
zkB$upLpwO*+jo5!pKJ)PS_ccM5GTHFjrSrP;qPpM2tP|KAKnzV5(<%+UDi1L@vxRZ
zj(G`xWcp$Q{PB}|{87Cfn6aUO?GSYjGyCglhp*Jy!PgSYht<&zjldsyA0K&cgT~;G
zj1DK0FuH>?B42YxptA{9f9MaX$Pk+^)}zDvhnU&Ni?bbS_cJWSwJ$3@51?rj^Tk&@
zMiYj<?t*Uz_@Zm``eQTSV-uspfhQQ<Q+*BDid{n<*RzHU)?P#Up@o+PE<VuQmnI2*
zj@FXemzA0RB+gg8eq!tpN7gPb%(b5OQjG1cf9<kl>uro4&<v6Nf)MCygEcd|vh8r-
zKBxR03wq(>_k$7A)E)ue)>!{TH&j(s<J8r}+G`x`Of+79oQ_B5FgJL+aaR;uviUkj
zzZZ<i{w)ybYl}5M^kj9|7sIW?qQ3ZeNGL)A9T4DSgY`eX$?9<BxyE%V=|%YL$CKEx
zs1Jl%4<OWCL;Gm0p#|7<OwSrRM9&)fzWN&46J0|cnTO^uYv_+#>0LuNhCQ9eu#R8y
z>wS#w<B!O<n;_833TvjdXKir!F}Dt_oY1e6Cz^U%!pGGd69+Xz3m<D-j8^$OsrL8X
zsFvv3hP(Qsjt;-YV{{L9M0RyYpt~8?eB6SK2`3Y|b!cvjer=s<_Yx-d@kR?zb6iy0
zOK`N3XuSTonvTxRZQ<>xo4mGUXADNa(-e_?0@%3t_3Lb3{Db?!_B&>G#m57iA;jMn
z0iIS^Kck~EF0yg_Nn!!6-pfGLR~^tM$R7TlmP|4sNkaYgxb8#x86CFX#OQ&|5&3R&
z)*okegH$5a9}|9l3m<>bQW+C$u>Qv$N`F+@Y{t?Hc=L5{Ecl`$S_V46$K4Wr-tgs2
z;9IhV$Zvtj{!01ZcW34A*CT)7+e-Nkto+$E@-^eQSY!l8JJZ^imD>NtDF54#|3cCi
zwZY5w0m}atw9P4$M#z;bSD3F8CQRUbqOX^i7XktT>b=k6#fxERXoxOdx?shM70kUB
zELgyK?dj8}nV*jvH?Gcm78Dd<{`~pq*s&v=ot+^PiI}g$h7Ch}yzU}%)~s2~eb1gf
zi!EEWpjE3@kV>WK)TvXQa*~si(X3fBNF);M-@m`!zg7MB>UyQ6X)f3*D;2nPKMh^m
zsh*-_XlTH^zj{aihN?QHWirTQRj{_?-b^Dh*6q3l3o|i-n>y<LTv3JF871iAp(+n<
zXkfs+znaE<aF$S9set$T7<jIWM!(;m;sM7d;ko1@IIX^mz|HqC;jb6SDbqa^MJheq
zlgaR!SfU}HyeAbt8p7_<67-fxnFF5cT&=7?%ZyZX%1p=ff;^_G3Kv9&`|?V(6Nxo+
zAn)(UbPw=wv8SvAZ;7Rx6=?|BRSKM~EMqE%Xk#E0!n9Qo@=sk>eOO(M{L`0V7SWRP
zennUAz_eAf+Jqvpmm92lc0%5<a~jtf`+A_wi;HOe=ro#aTLiHica;!EhtMG8{iUfx
z?q8Q--j+Ktt>E%)=6B4LI!L_SVDn~2<Q_ezSBArfeUZLtzuuplap*wan@8x^!AwgB
z>s}p^bF2;>hV(_+W?dZ&g+kbb1|d~Te%fD`Vc(X!9Sp@nD9SbasiLd`_OG?#mTzbX
zuR(7z$#<Do?);}Zv|aTbl8>B2+9@{1zbahYhTz#>n)i%9ev$c{(N8FZb7&BrY5h&)
zy(`DxMB2zWq#26Osy$h%x*El2FG1Rd+peUdopEq;7`I}RIE0>VFzen4MJLa`^gUUB
zY=(l<mo%;|sLLO(-e&!=waOnYdv!$KpPKzp;_Hdl&o7}>+-dl2T?A1b{wNJ;hN3f?
z`W6v=!}Qxg8q&Nr$x-C#2J`NnP<Vp1!OOz8Ki0_4;fP6=dVGOY^)n9*f_WRZGJ&y|
zD{SBF$RzivUt`lH0#ZLu=DlePe^|a2itJ<OIjgVSEv`UkwegjV4V^5cxL(Aalyx+(
z1Yu?pOnH_CpX&(-zmtfCNx2#o^|WQ|&MLxCdo!ImmtOgn4UnIZ1)rM<2)~<%g~|2E
z&*qk2^YhyU<>+E(qM^eZb|$#0CpqtMdJ)2{jPdFHbhw;&jF5BBFz-pWULDBiyHg5K
zqNqlMl`-cS9bI0jk(ftxAn$LMHEfLjCBGQ`%uQfYN8-Oen06?sKqqtEesDuiI~*hJ
zU@F0s=UMQ*m4JwtL@Z3vYzOl5^95yiTE@ojdnFaPT2zj1mL{AwAQfghNVRMrmEdN1
z18q=HjCaiHwn1T46?53vLhBk*o$aBb5)lGT`Q&}HykYVWR2HL`$fS0jRH>{wM;^|g
zeovBYc8BAhOk8Y9;<#pPChtwcxMM=ewcAWAm4>!>C2^5yhl)ycFxIpKd4Ef59M;FL
zg(c`~syk;@m$9R;80Lls2owo*=ggHdbkLeJllQkP8YsV{1bw8M^2t9uCg$d1JV{~{
z)?KZocHS=0(m^7@tp?89cj?h#64Al5ZXIgo?CrJY?CoE2&i=OAoSn!%Q&|o#fq<zL
z*d{9l{c<yKqN23Uen9+B!v-(okA=l}$Fy#LEYjnTH99;{RHB_wQ-`)f36r$f5cXA+
zFjWrK*DfIf5l&Z@A)`vp9MZWeE5~z%9PQQQsK@1wTyeSd-;c|UVSFO;?-ZA#vz3;7
zYZF{6<d%OVyBOgX5=?rW3D1l1Xnp-T7Cg_<ksn`L3GYks2)vSj$cJf2D%VZ^tzE}w
zmZFQB);iwJ3|G^*53dl4WeRw2z6Z}uG3a;bDIVmg^d<gq^mzgNtR(35+Y>mgk4D?w
zvG`rjKi?T0(n`?9OG^hY3tUYus(UYC*&TQ;y@P(c9^pYIx4+fMSbr-E7Gfg=J4$u?
zLB4K3An&i{a^Le%dNCrbrT8>D4bI0NA^220=03{O+Ybl@vMT1QHAnI#qeD?S-cWnW
zGtr^5wG`L#x#tOovx*UJDZ#|p47i_tidL5rF#nluUm!p4WowEqda5up@~J;Iin)^B
zeKmJ;TurTKUu|s+Jl95}-$6b5YDq<KT6GtJ8}DJlN$!2MS{-uB(8bAAQwJwAT+P<+
zV<fTE`(P|Q55%J1+2?qm)^95mY~NR}@Ja4T9`1E1t5jEhb}72JYRPvo#np^DY#^(G
z_b(6Nx$^<~9e;)gx!f_7kWnhb(ZoWG4B$R2S1GT;?bH%<@wU*|V<qpeavV6<Xon@Y
z;ko!WQ@O9Mm_#TjS1|p+Qewm%6Fn`oVxl>&rqm;U<z0BLxQl*!ALD_RZAok%{zp8f
zggYU~PWOPfjt=P@I(Rlfhp4;oTy+=y_UX~#P&}rDH9&_-IlI^WnvY5cLql|J?}Mwi
zUuLgcp?9ylPWdtgZavOJ*H#Xid+n_paP^`71l$_P9O%^T3_MCM!s{*AiU0(1KxWvy
zYnb|80D{!)t5=8EOmq!*)6^l{6<1@@8}xUSmdhcNSHW7Xnnc@RM;tnvfRv14Mo&_$
z;qi-nbZ_gXCBF){p5&uzh`px#5PMvW&25+s?quRoaxq?SW?TFBAGwhZKNnM`%7eq;
zBZ!!E2ESeAK7`BY5MPKcEo?OXv4t&@EY=_$VzTilwFDgk*=iXT%JEpeq9C~^IY4?T
zE|<F<9_2Cz3pMNz>e%qUa4Q{;k_z#9u*#O&GS(e>0t*u%f_*HxZ4mqqZIGg71G&-$
zLJk{nv@NSc0V7jGhhU;Ze#3N#R_YLBUHf@ke=8iik%5$)a<(tt%f{o>5_Ai()s!!<
z!mZ~;=%V(!jQk*LTzRTr{*S*sV=AwV>gZChjzq@#Gbyl;3J~nBTd6{?4uM36f>)?R
zvQh`LhU*Yij}8ZwI&^BF4yU<wXcRUeeeqeLZeJw+@VJh?u<t4C%*7bhMKjJ35;Dt>
zo?n43%~kg#zDO!GUDfK}dgV8N316s<N!FS%iOV13bbXv@2cm=8p?_8f8(eu(j}0tD
z81;s09X7DhNc3QAz;VyozM%XYH2PwE9XkB}l6~Q93M`BT2zE1VRQ*6TMrSc&@;@G<
z)gB(ywuK`OoqLXyOtmpOF(2I{+;!}8E1?Ko)DrU;8#J@7yB{2gXZt}X-G1=0{8u^@
zl*yTgdsu2c(4*1&W4(Q`9)E1X;g1~mtZj!No0l6S55_CUhJUFY{!4#s4C5n@ZO|C}
zu~vr{9AiUMYg~C&s9%Re39vI4VpIqHi6iG8<->9E1vLHUDn8!+2sy>Ndz_7CzW9pA
z=$C=-u}NbM*-~o_*^;aw^*>lncMVyD*VSSG;cQGc90namz^LQ+XvJ;h6msv={Tu5i
z#ts2w?UJdscF9q$UF>wv?LEvu*S7AOHi&S?)oAXdEbewtz*<l8Oh$GIj+{@x$akA@
z+koisAf4mvpeL^0O=<Xk3h4`K59VR^Go~HF)Y0Jx^3(jgb@x*^*3hjSaaHYMKn+?$
zx2R(cefTN6hW52=bbC6DV;xWSGO{%i^B5bnamLmAnGMt7Mk*d97U1=ky5~b10%M1#
z1?U=Vr?szSi>nQ_Lv$7%r4-|JwfL@1MqW9N+|0npZd@@*fm?ALaWRa<Med|!{rhUH
zFI33bv!d#i^q6)K8R631G(G-EVuFXJ4sG3W^=|6l(t+7qJNFEJo>u5NdLJCxuR_G2
z9r*39Cw0UFZTTJzmtR&RUvq!;?DZr#v|ELMo*VGdtP{x5^FLJzg+ifFw4pU&DU?Qt
zjSahaA=UjtLbwn0*Ef0p^2;yr^UptH;J|^{v112hG8tyfn1PKOH)7hfX*$2Ne*Jpp
z>zFZP>b!SsY%IR}?mKku+!_7)^@E9t3F6}7@XIg1;K-39xPALJJUmnr-WrH5XU?2K
z-@bj(y?b{U85z|nqeqV(Omg9$fBso-a-ceHZn_(sb&;J{$~+Ct!B+DCm%XhC;-1yN
zU?qIH;1rx4%$SOP>Ks1(81GNq&n)Vl?9Fgu+lR2V);*MwT_%U38ahwxx0ebKm&<)X
zt%;Qc8+v%6xvdlh6$&iAm5vU(;t(@D2(HSfGWGDZKtDe#c$$mwte^rjE~enE1CMd(
z{iZNddlGbRRTaq6%2w;Z6nP&n=RVx1&fUsNJd(@tvxVkDv6EPWo)TlGn%)bA9P^6`
zFf2D4zuDL`RTI?7tJOiXUy%3D<lKj;)QOf=;ITr6dFHCkBW?DVmB7Tn5Iw}YZ6LI@
zf`LE)S*B*2%QA8x^;aE`QHNCa6WCgz#o1q(N1~IYs<gGgAbI|p+G~ogN8|CRFH!b5
z0U}2`xPSX8nxFX<cS7ERqPRpy2Sb5?sko)7LpDqTxSyU)s(6v#YjyFLS{+hW|AH5D
zRXV6+`%YH~EX|O%<pAf;YwVz{LuF<*r1j{~@`9QUYkomuJvxwzW!i|9HYm%`+_)s~
zE%eAwIermApN~Ms`5P#VPlR)qw(xkj8w|8!j8(HHc<ah87)ivC6_?_4zX?qBzW+)G
zl4NMpDiDX-a93vgCzv|gqC~6BiZikyu`q)`B8J4ug87?DwEiaY-j?HUGO}U&fn3WU
z<XPDeH{tdNQrS;nV-4@)dzhppk{FV+aR;&%MZNSr1-1Q9Q(xkr#{S%GKq~tQY^>1i
z?5^5=n7(!=Qs%F&y{72;T|6C4{P7t?j`nb!@hO_0-i13Y-$a#`Ki2A-rKNACejAVq
zR>TIrYBtE;umhP&8@w!h`=h8fCTX@qMMjR^m_(}ik>3kbi%ChVe?`LFwYAqI%v%S6
zxhdMm9b+n>5<hwR%@U;la!BWXIWh$^HrQ!B>CRqcgvSNk2^G)FWjJ3h$9s0B*ca%8
zXJs;c{wxc!YT#>k-3`sdxy2}uS7C^~xvqS<9{EBeJT9w4euW(G*_vWsfD@jT%kX)E
zQoh^E$tPr2D(47lo1X*+kr5shbN^E&p;U%5Ii+~t#T<Wxxgow(hEMOMGf89LHc@R1
z-zzLfhfB{<UR4cKBSY*9b!93vX_H%H2d%hD-aoCVf1Yr=tOBtWGAwb@{3laGsc8pd
zcMbV<wL^sr=L_W+XlshS%61^hfAVVJD_6E1K6kc4k)jH%V-i8mP!l_U>uQbnY;_Mt
z<tmgm5a`<A2}cz;E*r#E%CN*y|C2;XJIv0?M?W(u%#1YWWO>!Bd>gHK5_zA{fVtW|
zc?F(S$?$_nCEv?X2qyz0EGy4vss)myBT_{$qgsKiYTXAk)Wk)dxe|$ses#q~EBKyJ
zkBd8zx$y7B#oBhz>5GPVDy!cPcgiaeCzD~ZovtsQEGfhI%xsiZSHr=`2)iBaVWTCd
zX3k9HsbfpzH=rHvR8-=TOpb+Cn)0KHikOX=QKq{8?AE4M2ab7rgKSVUZ@1Rff&8^2
z>(QaEIeYv|%-QFw&DnFRs!&p0jWs1j_}tV2Uz%9pTxB^vD#*bvmWBuyNgCD<1V(sT
z+5mqf{h(5Y#SZoOV>Y)xYWSpqwjB(S(13P`AwH>);U^Q#b|4iuzb(l{$NW^LPmmSU
zk0#b=qm}Si8<(|W5~+~&GI4pS^WTfhjbVJsCUb;pR-QU!tawzSe~dntUxq;rW;hV+
zf@h^NOnRKbjM3kCvHhWqxiQu?6~j*|LVAT9bDrm*>+K}m4D*DUz);URUUO@etn1_Q
z>R88jCF^)&b{&5^10D9pA!Z1>j?XNWGs!m#Zl>dhw$7N_-UY{B6k@=Uc>MKl6LfUd
z9HX*Jl{#oWp_{yq)AQ8uCN>gm=;Mv%4pJs*X7QCYblCh5F&{ODt6Igb!;kYYWdBo?
z%BtXGCd8i~2EbNp&my}*DPODNnY~zmIDP$~q!MRJW%$6=0*BhVBfhv2pG1>>0DKpq
zd*Fd2xqN;v9qp`*(M;{oOsx);Y+tY!Y3kr0Ho{{)eS!4Fv*j`jb~49rtz4NTPm<h6
z`r-^9)-U#?72<ADIWC3k?r*6>{jqV(m1_M_#~13@SF@I2Lr+gMw^Qz`-AG4=U*ZrG
zskX1?rQBDu5aC&V1!i1G!CU(u<I)G3`)Z616$);DkO&Z0phpLDF*dYyLvu?B3S<f_
zewc+0$DbnR?Iv(F5h1`r0(TQ3zPXc*)!{BM5g1}=TsD$RWk@U2v}<;`QodS+Kt{f?
z5OExp@EG})5^U(`j^@@96jWAWaZDyU{Qd+n0|VfyR%Ne-ZI5$dCNe@lJqL4YW0L7h
z#3Wl|Z0PI5#w5}Xms8PU;{(Ke+ybs@iB>g~%c?N_uS5)PZUb{ITdQKCKv#ZF9sS^K
zZ#1_zW@F;DbadDji<mJaCbBkIa3u`_Lj!!;Ms?UpAAd^+5|`gp>QJH7VMi=tMycs=
zRjEU3hX(F-S8?xk$Lp^$sLq%3Pq2I44XEa)Bfp@MskGo=r5UsBtt5y`(tlvJptusQ
zgAXwWfQWys`YaUP)DF4L-xUjikpVvI=U2ZDd1dT=zm4XB8haZl;-1%kke%@5(#vqR
zGto#IT=7*$jQim<+<I(*Kwt<G2G)J|23`-<Jmi{PSfR9mW*@e<5+kmTg#3aM8C*X+
z${d<!Y%n1N-IRyyGV?1?Tqei-J&*C@@IcHP*$jW)%0U0wS8;k?2Xs_BNXO_<q-+OE
zO&!R4a^R~j9o)v8uGL}X*r3{jm;o-PaJQ9U`i@6fGrl=Y#70bopyZr#q~+<xnd}0k
z9jrO}LSj9AVZcFEUzi+*Zml&R*md}FGT#5;5=txNaI!JRiA7ytt5xZ+)&>@T!v>@4
zuz{V@1|K!R2Kw5;LX1brC3WjC>Xb@{am_Ri#4aBjgmF>#;6CaU;};~cc<qGdcwOzl
zJS$(Ow1H+!C+{EWdC=s=$NAWFJ{7lr3`boYzMF*)qVA)#QUNCmF^+%H61E)GLTYVb
z{t`Mo%EP8}DY!j5qHZ1T5FPHZI#`Nvd|Iozb<nnhxrj+vsZ)oa8lb}}H66ax)uB<_
zfasvdA1=n`V$<m)-2VAB&YzQ{66PM3n)kG~6xaT&Uip^#<=6VcxHBqW7#)ai!R&lJ
zz{P}(Njo27&A4W)KOU~b9}D%_K&-zX#N}brnPl9a-@a}eXx-D^Le~a$`lNXSeDa3|
z_~h!keUk5f!03=)&W_Pq|0}n*CS!E{hnERoF2AB2qg4lxSA6+8#?3whx1L*7WAwM3
z@p`Cp1LHv*{ebx6*%aKK+ZL~a|3ZiIN(H|D^)Uvwb%eRro<*bbN3DLtjL~)Z<LPAF
zUht~?v5uIKR!=+3d5Lz|^^)!IU;1NX86SCSgT~;Gj1I*z?s)=fhji|T;aq%@k4+cT
zaQnM9dgb;Y6|Y*^!OPYd@mXb<aUdRVExn6N(_3roXEciW;=eFPzYKhjO&V)Rtu+m)
z<{qb~dUNd>a>x<Y8uF8twQER1kJb+8*WMXkjwXmtE5<il9^lOxmvDJWXBeqHT<YIi
zKM|IX3B<Ul`*0t9TD5lhxS388Qg(jLI$o-~j!$S{J1n{YXM0nPq(ODI{{9eVQX$^$
z=3CF%K`F=C!JLNau<#74gIdzy{B>8@{fuF)>-^o?HMG^=SVLr;V`F4Z+qGvVnb=k*
z6WdNEwr!_l+nCtK#I~)8ZQHi(ynWrz$M*;H?&{jTYoE31IM+gamuU>nniqA2_a+r_
zgzvb9Uv?l7z3nKTqgcFYWE8NJ8(GD&r-uPaSlN0C3Z;MI;s{k`tV3)J9>_%;6>u>d
zpOR=sIu$ou>;U$H=%~CFel`|i{ijwunc&R8@0->~_YQ1k$DOO;<#tW10&0cuKYr8h
zT$+WSP*)pF+($DoVlb$HCooIK4&K!KR*{}w-D+SI&=$1mb5eIhn0zE_l<-XDETo`I
zGWZO(e7>n)Vz3=Od%iRL@#_1?Eo+M%7;RvK=NYkj!@p|x62WqS>fv-P*mWthePHPK
zT;SzZzyD(s?;qk{S9tSj9!fNrpxZ8Zndf|Y970wJ4^VAC2m;hn!CR-Nr&oo$+d$5n
zSgaOkAXCIaWhm`VFU~tOJ;gBF;aEcT4i8q4@8gj2aXBG7J0>I|zEM1^R&$kS+)9JF
zQjug<<07F#{P<F%rP_EF&p$SIc>vMfYNMsuW=7>}eoVPq^=@VJrr|x0@8@s-fE7uJ
zs3dnwI>V=(H;%h8JMsQB!bZnH@=H9NAuG6wEpOZa-i?^@H!()sA76=0lSSj@!7h_z
zW=#j*7YB@XLLSfk&E@};MGb!^i^p3wn&Zikp)<^K_$*siQT6}kheSv;A=AP;SQaGr
zM}Am)j*uFlMn%n12HgoGUWnvNOz0of7UE~ItOiQjMxpG-Lr?rfz^D%Cxfr_%{c^%c
zST;T1`(8c3yv^qQBmS_$uxf<6s!UzQ;|kePC;i#62Cxi^o&NLz1ki8?_W)nret$lD
zqUlDMltI7JzCqwK^A1L=w1u2xiox?=*4~v!mw$~2(HHhD?cEspOG0iHZsjP(AjlF!
z{yIWGwX@!pGwbqUdmR7(scQzvcSa7uu5nlN_S*c#pr3j60iiVG+nhO&TvnMe`2fCs
z=~vGMu9OxoBCi#8j!kP4H28{d_rCB6OT7l{2fzZ^7lcCgE5Y-N@5Sz0J)aSBaW8k_
zzB-*RXFGNux5U5SoG`*|*MkC|_wsCaxOh-UBz?!1ZifCrd3)eDfo%#OCU;c#Lp&<+
zijE#tzzc8U+ogU1jOKVn4*h+%AfkE*D!GDtEMGbLecpLsss{K^&k(+hx4JzChun%1
zuby@3Ip9yCJPD))ZUTxKV9jB^3ia}dSW!#YeBOq*lvV1(^vAqc_HUDmPzqE=YiUTc
znRjfpL<!q8Bz6i|gTJg_Mui&=cr|a8?l@6Dn~bRrECGsN#ayuk!>qI!SO7uVs5nKs
zzTIcMs6ZHBB}SXh%LzO>-dNSZxS3Lpg~b5oldJ3+<}N6i0l@|)pT;L^d2Tn#wVpuh
zkOT9VMrdD1hlpDCVk}%Q!1TO&zw+}N6=S-21md~w#_!T1Lm8zw(0&9wfU#6VdZOc}
zGYR2`j<_=)pAcahtnzIT1cbVUVaS!F<8&uOs>CA^Iv6(;$>^%@7v9`b?+(KQkR+kS
zjTpy}fQ^nz`VAZ#R&}@Q@NXVU5kOPYX)U*-7R$Gli%3l&C{ttrD?K$TpDwzla*vRd
z9=5bX?69A9pp4T|+L)9L1AQ+gAIvmqN^Rm22OylrWkp3ds1V|-2U*3*{bnVTQ@)Iq
zUtq<glp`OwRtIxVLp>w${8s#~xfg@?kuyjzR8;@Tv30rd29$B`A`=yCkiV1YeY_<q
zvM^07rPYS}*+N*|jY#TV!;WUAjQU=DK29yT?Thypx9?e*Sxo)ls(aYhm`uPT2u~{B
z!4mb;qvYeRrnMBydYlxhCH~JxstDGOwkvCH@buzHqWi-1<Ote?%kS>CH;w1qO4x*T
z(c?X9KMC5EK5Rl4MQsUcld2in=Qk~`mQ==SO~AVJ3=I{;nT_#o$YhzXnad-~P^JAu
zoDNmr;F^Y;@0XG`K6*id{DbSNA4zzXdFdwNzWO~$2=mU>+_BSdii+;mrIpj^YJV!_
zK3Su{5`JSnhQGfWwWCR=98&}N6c_AI^QG~ior402Po7k6yFgTrK~;Zib<@lDMG@1T
zkfr<c@)e00qdw50K{Z=K_T21T!)&12$hDlBvqBJ4b16aR17#mLJ^js7@2Pvae57XW
zE!JIJ1XE1u-ighV^scc9fo!~7wKE?&?ILWTZ5i)<TJ))AC|RuaxqAr)r4syD4L?Cu
zw4U(<ej=o81Wg62{R#Rm=bwtLdk4--mC1jfEvHPY{1@Wv%5)<nrnW9g-4l+B-NMLp
ztd~yS=*$QNjix0fZ{^if-IX1cul+Jy>x5L@o*9f?^xc!IgxU7N{hZf{z|<!yQ22ey
z@N<kGVPivMEmOjR+nF3pX>mQMIe`)c+Azzt==oej+f-hDZY}H2(Vp{uf}674&n;i+
z-B_}Kj)A+c#y0&!60j$?WCzF{r)nX&iFGdt1GQrVR9#h_4Xo|hVU-rQ0-6(`xf*NA
zGl}o5&jLqA!5j#AlR<Ihkd`rI$0Y9`r~n&!5BPxtn2hL=!TE{WYnRwOC1zZxpTWyd
z#uS4U;eHo23FAAAiXz3P)ZBG|SBtmaV0Hy<G9VS0w1#uU1?*@ma;~G4*ddO?FNcq~
zVl0-kA5~SCBY1*dq-^RH#$aN!xD}Cp7xIPh{$D?FkpRg~`menwDR|Nw_p#QH#tR8a
zVp)5u`CjjA9jw34qwIGC=y-KJ2__d&oK(p4-T~pG`&gZiyo;i22frgLWsiy$#|dp6
z#J&1j(cpBQ5!FnBdvwogUbhwvjPyUaz%`kn?f2!6gX<}=+L<8KOoF;_0E_EGs|tSb
z^?h=ZfXM>=YnVa=O~^%%>7>30++wsX!kVvJweLABU$g1QjV?lwP1IbZgkD2$%EFUA
z_b$DPw1vd`O*S_PFd&Ihox2I!mQCMD{RxHlB_K^sbfYin>N8c2E!ih$vVCHd(PM)<
z4R~LL<r1lTTVxTL<*G~W{$;zO|G-lL(COm))M~FlC<q_UL1!HIAf#ft{vz-t@wUgC
z`fNG0Z4hEbV%^Pd76M)mi8AuuE<;2O5JZd~V0GRQE+W8|D24PGl(jlKswp+tu?B4|
zso6a$;4AT5f4zIf9Wka&)k>JcV=t(*29NhAIx}9oun3SFtJL&lDm$ckYUF?b4lm-E
zJu7L9wquDO9!Y29y`#kRb{C8q{{nmaCb2N_4|nIB5kGHMMbh2Rs)0|nVjT6xIg_m&
zIBW!7e-Jlq%AStC)I%E8YTm?YCank*srME?SZKCfP@54%KP}&|&vDu?*AQ)rfs*sq
zZrlkUXpO8+p<s^i^})RFXaSvFq2&rZx+6GkjOQmT;m*Hndlr4pbq6Pur8RuuH|b1{
z=OtZZ9=80$pvSnFK>PmBBCGbPRe|zba)Y}O60hkIbd<^vi%ytB>(+n`@?Coq>ugOu
zB$&vWuOob{k3Eg$_S#elE;4j5&qha2<0BLnCw1SbC}=Ing;V)|&5yzKWHI_vq9H7e
zLrL7F>i@VkiFd9D#`Ij_|HTaMjI$+q^=>z(E&6P&Zz0gWUu>^g^C&$`ZJk}kOo3`I
z!I!N+WbX<TQL&&zIsKVDkrYlxvb&^qC|+LP<CS`HGT96$KE4g|?8M|`rV)RT@;dOe
z<vXRkt7Q8Ad?Vev6%3Edg7Vp9yA>TC9_~^8hD<}#g4h}t?kgZ5@O)O?#o^2Aa=z@5
z@DaKx>}zUjn!#cJLsysH*NvExvJ|vKF&e0;sabt$QdKk|jEk#$aVi-<N8wmq(AhEE
zc^ymXIz*AR!41dw-X^Ec78kyKW<JqQq}i4?f=gX%e+BURh&xPJvWogSo|`FM8IHDp
z@)-^PTbi7ONjS6v?ZzW(Rpz=0jk#`^Rc9XG!pPce81Htns*KZSOmK6}T;*!IsG$rd
zWK{B|RpSFP^Edbp(M88rylV5zow_oRDw_xAUaiw3EEaM~g;zx}K!W-K$zZFjx}7Q*
zeSmUlB&FekUv}UCb-{|+CJ2eET;$02vHI~QF}(i5&BRt4CRq4H&^O(W)md&zY;J>=
z@LU*`mjh)ihmvAMLI)_@cL>F6aIO&v!UwebWCTWDbP-z<mkW)23^6b<27k2?-0T)F
z;BbX*WEw0q0xrAWppQD{FLEjahBsBK0l$4y0`CEBTr3(|AqXF>&L#4z-RfuG2;B9O
zvnrol#T$8vYoQErr4oxw@*dhtDLjg>Vatq|&<4nvwvN_)zOAuMAhXzG(ZyuHRG;ai
z;(!AoweDLh%ko62ia9$sA!PWl{jGNo|0I8Pzzv+NFw9smD?w@{VxkG?>iQ`jY#HS}
zu*W^^yEZE9*L?8j93cMS)*5DRdGqUISBmX=`*quNVPbuIjSN?)*g}&YFdjs$cbav(
z>Qhome<P=O6A$~Okr3N>$8Kb^nSU6g_$)jj>Hzpumwlg6TOzQ0Xq=l}((QuBGnE$D
ztO^)bS<T5<?iPk&Hw?&Db2yd9^m+ptTT9PcLDmMqQ{6xNU&WxtHGLo!SQ(+FMPR=u
zf>*tLpGv$<fBzj-di%HY&Fq2|1<};an@5&>XG+wpKN4PpX`+^}Uhz95541xx5iwbu
zL`S?8YAF;p(@(1MGD1a92V=ulIMcha8fN~7Ku-9VA3V3lFdR@1!<aaXkdCbTxMy*C
zgncXiOy~DU$#OO5lt)nLX<SCiRNEy-1StECxr8iEAm~@rBd7>rzq}gyZHmER_{~HB
zTa{$r&>40j%Jd9}n}Wsp*OdfoX&XgpS+8vn>GQ0t@6XNGlK<0R9~uJq%L$$>8~a?t
zI8)Az!oIVe@2vhR#ga&Jppl)JlX$LYQ(Wc$WVe=A_BU@zcE;D2OCGD;n((VnOG)}p
z%_nA=CA_(2p@OxSMh+;a=>Z4oya@bYd`#yCf$!lneXG+@SD1x_!{P<(bf@D<;@ac$
zsF+<J8Bq~hPbIr~^H?@xN5A%tROkVimTLmV^r}6ZC7+yUR|BNay=k7E6s#<PnC{Si
z@?lsPC`va{28_J*b<?TLsP3mms4ws-%wGzc;glF@-e(>nKbemZ<YdY}BHx|)_A&K^
z6d0?xEMI_82-<fp`4Ff2la)fkX+;Qp7-;%Hd&Vjb&W<|Hx7=_=>BY4A1Wy#XM^v-d
z`WXIDt-A2wCop%gkJ=XSxr&Fkz2ycPlCk~eqtS~P9NtnD_=IJJf3Jjp0nw_-+sr^2
z?nE^;19J^t)s)rTgivpbqAvbG4iQqeBuopE_k}^@%9O+veq6lw5c^ifNVz7XX#MWd
zIqdw#GK9rZOyn0$U_e-CYse#(PC(%_RHq_gmc4SKO64AFxmLV$N4_fQZ*Qn5I3z>U
z$Y=lXRnPd}X+@fHvhX#@+lpnE30l^Lk^squM-)jTI~MB_gkUH_Irqthdv??~WUtB*
zDSs$6X7Gyk2pLe_mBfS`9!IY_O21Sm5TxzP7kk_!^aoo@LE#^OH$t{AE|Mt2eFC*g
zQ)SG;8L8GA^xstqiG-QOJUx!kybJt>iaeX-y(4SD$-EWW@|yQ}RA9I?(9TpLJ1S(b
zMAn$C<ZFfJSg7ece-q?uuP0-PZBEU$`xxTDi5G=i5|H~{up$asuV9vNUNl_GmQ}#7
z&UaM;+|2VFTGNt8XIV8bv0CLNrrmYFgeXU?Gm3E+*4f&Quo5c<hU!{M?PH|5k+C#|
znk)=w6G4`QEXk4VjTA$9d;hwKYvF@s|L?H#L6<b2T`ZBVM(Km0BJ$mvF7=f~e*nEK
zso_hMQ@<S4%av2;?Ceg1Vn|G*lm25H{KL8PQYJ^I-G<1xo;NbNE1XzF(d$yFvw<a{
zA%dK-naaP3aq18t0CEIw<hfef3+|>-(8`eT@B?QI58<C3J#6aB!S(aD{Kdn*#F5gH
zC~(DZNPKxkO9_%1=+ea}R$oWr9^ah5nDE-D(el7{XxkQ)VEL9Og1WF;T%jFptExTV
zH(<L<YmCD6^0FbeqTX;3E!vx1*{W_1CZjhxUS6^VF)C~nKaQEM9P0j$fDzhvKWpFo
zS*8(x7jxSrS_;wm$!vH>OBAv)MRe0rEq!jLCv1Zc@rFsv%7O6^5L(Ssfqe?}TZ`ak
zkc+AY*&R&^MmFi`8uBj9^az@VXh(PEurAHa2&9JM?wUp|WByEe8Uu?8<hvztbAWdj
z0bj`*iRG)gIac!GDM+n?htc(ef3#fD4@-tGI;r*RbfGAjc314u1+>#9a{V?&`5dJ}
zdo~#&KL4UZv!yKeX}V?^+6WY+dA&#-%+=6h&YguwbJV!i{pSxu$XgFLRX;Z4YVLGl
z$_lwF99N9QT}|tSr%phmg6st-xOV<V<VCy9_uo^0RKBUZ&PK66D^Q^qLh9=5jCF%)
zc+|W%Ef5Z+C-v-WUuy$sxR6&LS;4e$Rv*vpyY52z$1ejJhU`UZ!6mJ7Iz4pu6$}q^
zzx=BMZK{5B+I5pw2LSOAwrmX8E_v^We3#@X9bi+8V_BX9@mY7R2WJmMiH76c&(d=Q
zn4Lu@F?u?Ok7ADAY}?V$H`tQ6G%b~u0Z%c+E@5f#Fb!7nIhFxj-gVcu&->zqa;s-I
zBlPqJb1!IK4^3+MCy<c{$tW(7lM5BQaj9A`VwEqIY_QE6J?|6E_73nvSRJ=i2sEcb
z&0Hl>GchAr-fG09g1)~?wjafc2om$Jh!A}7JWy(3*Op#^LNDyjB@%R!<8*y`b6Sq7
zsFuo~Db<xiJf9rdeFTsMV&}76doj-a;FHVRV%%`tVawT^tAxdHzTO}IpR`#dc<C<a
z4eSfY(g6%+37nr_uht3xY`KA=i*w^lP6`J&EYbf{GT%7ZezV>2u+_53S7qKdF3P?f
z&^HH5)AY7)*n`xC)mU(vIuqYC&5DHUC)<kbl*X}1vE?sPjepCQRXRRPn*Y=nEB2)H
zd;nc9WQVrxVF|dK#_^^tEq2t{F(|h+mOEM=SNUAr>aVw^knFlZs+Y|5TV74@5-ZOg
z6BH&#$?cgiZ+=!kW%zWiE0$#Ij<7&xg0rgJ)<>lZJwv_&5yHa@ubjB+p^99P3%r_e
z4sDv3_~P`<vxm5R{_31L+S&7JN={>Oq85Z$y2m5a`tl81K^VMY_7QNi>A35^BeDM!
z&09S~y|8mq5_I6^COH?hFDCvz13Id!H})uPmn<#_m|wdx{7mNNz<yxUd^XQwhOxE?
z;qHPH7O?+G1==jsGl}+JgF(U1KWP0=(Hy7r1M-NlVc4|!y_{9=?HBpsF#4@0C~I4v
z=9j904B+TCWM}G|O8|(HXMekHxDKnkf)mm=g<!wh63RO^Xs|Wp^!8^0`Tk=e=Eu6;
zQVc;dX7kJY-Bes!S~!pAqyB7xgxf{qQfx{}C<yV*6^X!j-izU5siLQ*7Wzx4bA6QU
zYdDd{$~EExe(Q;hjJ(`zOK^LqV%!9Z0D~%39##Hk1!X#wHNbt<4n|H+4izMLNJ+Er
ze6`6VYDzbsaNe@~&z1i5@gm~SpKsc2PA9gcZ^+s@I%i(UnG48akw~lK(8YA*^FFF7
zDp5*mC@Ca7-Zbi-(DiD%-L(@!(``YH0ZzoYGU%Ei(^!B=xS7!&@M6>mmMWf1^-!pT
zyawK3|7RZ;jm!|S_z0>vC9;r&MOGp(FcwT0`_epZq0ho_n1<Q1)#8b`TP9^ywLP6i
z3!hhUrQtZW0q<Yw$J5fkdJjfn-~r;S-O0|%7sPlfr`OTKT?n3|5i`=igp~-Nwv=cS
za-Sc;)H`QXA9DS^({MKn%`9+dbOA|N7bRxPsyM$@9gPT+yol{yOr}=!9owCKuV^zn
z<=@2AZ7mmrgf4S-lD9kEMq43BO645pbV$C_W#vNK@c1T02dFw-`c7XeRD}-^SJa)X
zgtVKDm)kVe-LVP55kL4HZ)W-nsXO1-mE_Z>Z1M~q4&I<d)!=Arp73E_1<&e{4b<#(
znB=^Nzw3%`*tulW_m}i#RL9LZZ2EcppBDGwU0N6A!y=fQC5ZU-W&#nvuL3I@Zwx2P
zx_cgT(HHU_LXGZK(FQyp+s2n8uY2C=PBz8%l_G#oaTIa+N@FpekD5nU=>jBF-~AFB
zF(--+PXd!nj{A<PA&9{?wi3CJw(T_n%l$R8k><-;j292DTtddM`y>m+RS^JaO(Fyx
zb#eDAkCP0P#=sxJNFtjIcBEn(*hHEh)UEnnB4x!3RS6Pj2E21K!KO;`@l>=9t*ViA
zwd232z7BcZa#zxja8$aeC#=6oyFe3Fw6G_w#R>J2rg8nIt1>FXav)_cxr9|VYmRaN
zt&O2}xx$WF{F}{H#W)kWy(lJ;`1+qu<+#ij`b2}Rf*USo`Ne?ViO4v4Iqukf@(Xh4
z_yI;WVKO!|0W0}3<A7O*hD9aPieMp;LJw<s$3Gt$g?OGifRw&l?bw1qeq!XR5!Qo*
zryfo8-Udzujc`fj{APJy+!SmqrV$@{G^YRf)q43+0Or-Y>28jTHce|4IUDZTtEabP
zVVnM{08Q@zlMHw4Q*M0QQALQPI`=)hwYnaOX1vQ>@|HG9zX&K%P=v|!Fh!}vu_ZFI
z`th&DYH~Z@$@ZT;3wlUmp-6V-KH16w$0&Et)+&VDyx@~-x)20%JiP1T)v=z~1%r@E
z>wv@azh6BWndWMKP*eM9XC$|=NTx!5n?5-gF$DzkXE6g6e2+_eF(fNjsnXFrbgv(^
zqLA@eo+6-LCKU}%L2&2hzU+ST^70w2f>N-TGh@7Tr(g#CU1l|H-YN9Ih0bf+h{oFZ
zW;au1lXpD4ac2_f8};smX}5Qh$TpL-e7(I`H^xb6Kp}I|yP9v_w-E;_;=k^oqWc+5
z0Jii4Ck2A=09kT$Lcz*#y^gczjJj2D0f(u@M>4mH2gC<*cl7IRHw(7>fCOk+a<h|I
z`EHUER`rnaSr1h3RF~MZCLwAmXjxP9N3dI7P*v}}8BKzUZrRj_I*UkB=EG0*E!L=O
zYc|}jt^=|?5jsbkfh$GAPV|DHdVkZ@Q3}~+ghvk4w;B1YNDGiOwnM4+2C=o!HjNMc
z4^Ru#^V<GBpm>?5(=h*e0^A|((n)XDBVS*=N>xZpV1_LH;yhso7V-n0^z5`B-r=q|
zQUek;<A{$O47D9~GhBzxg!93gq&=62l#c}?(R|tS0ySTA2D7>QT|QpmDh_c=bO0@p
zAE72^LW*+EY;GA&aW*<p?*r+sVX%pGnZ%=Kno{&$Us^8+Ds{G&_R`HU4>$@6wR4Al
zNi}Y~<+Cyg;LcCqS)^DPTTu?BM3&{?TF%yj6hi>$wih61XmTN~5UbFOhS-tg0s3<T
z#Jew@^*o9|-vd)j$0sCQ&h^-~q}_d<bYy3BCf{I_D|zXoAuLE7$X07eRbRTV#w_PX
z9x{ppv!Yod&wFodrY0v`eb)1vw)6173K&@m_HlF69=*;55^qY+B+|IF<wS*HKf)qm
z*|rAHAK2|_$`Can&3V^j@RmvG9o!@V4&NfywUjyu1wUv~VPJ7?uS|$`Nz2S@*h<Pe
zOw-9!-7+e|L8n%fBG=m-(__cmz)9s0r6s?1+q11}NWNIUD7@a;!Cv8Eyjah8P5<<p
zpU3&C0>Xs>$bui0sW4!tTp4XipAO!BFWKRF-<OnG$043{XCYMJ8w5E1!iOSYNC$o2
zaM_l1T6%g~IOaFZlh%b73V^s5@go%EnXr2`s4997X*D}5r{?RH2tUpyN|B^tt=^=)
zm~Jgazw1bkD!BZlT543PL_lnDs@YyNkku-((3yx>@T)XZD@HKt9Gy}1xVYZdn-v&C
zi0XwXp!Y~;{?HQ&@mw)m3(Ti)N%`e5V=2vAou+oR_;`$G)aP|&0)(UY1d_Gx-+M3c
zz)BgnJT`no*8Bh=%Jh4%DpY#g_d^XR>t3pVc&(ifRhTZi3;RCs8Xop){OY0eMz(mn
zbS}zWDQf*#LF20wHU?|-#7G|1z_nYim(9MP*-I!ud`HrKI|X&HPJUM%f3k7Ldsih8
z!ja;WkD75APkC1a-Y2i6bnK8tSDr^L`aQxE<TpM&isQN=`_5lNw!Xggv^TZzkmo%v
z{7V98={U-6e3r!cN`<8D=M|rja@>Ht-H%J#7fRl5ctiNuW<ZIr7xtb4|5nv1`RL64
z@Hwn2*>W=g!T$24{qnH+zv(iEG$!TFbQz}T39J4z;eJ>9T*ev{!(Yo`d<Iq`;G1v&
z(u+%lwDDIx(jA-oo(x)e>SaJbvWAxHO^b2s3>P=vaV$=WC?G)<MK3><zH^uH)p*;}
zYF1mw#JrNQ9%)9InXz!w8ClG#ijcD$jWa08Zugk{Yw%T~(dGNl>d&^L#~%Q@)3Qab
zPfZje{|9nu+GRJe`X%kY+QyIRw$#tZ)rPO{f&u5qc-@&u>g7VQ#Iic>Ri%ANn4wTJ
zU2=8$A1dRz&d@__2!dyaX>AA>Yj86mqI;89`4)PUk3}h5RCvBNc>T56hL!)a9k?^y
zr)7i)yOh-U<STK}qHN@f?JM?1bc1PSH>BqpdM1>GS?YaTT}n*pg$N=6UbJ?Smh?Ny
zPHaTF7IGo~=&iWohS&L)Bi;yGBjJCDYfH~0`V#*{rggGb?enj6W$^5?#?!h<mep1s
z>IJ=3-*_a(hbES3?k|o@hX^F3#pmaDEQp8%@3UugYIe9xsyqFGXRl}d;0{x46L>cq
z0<4E9S-+<OLh4(y+^z+sJ|jH#^?(P}1b-GM&U{le9Xya7ZpXHbwraeA{}qhywnEhZ
zNv>GT%*;i*0C!{<7#IfcS0`Z+5rg>>1#t-pKXLb(`jQeT*UNRks3>?PYdHc?XrPdh
z5eZ03^^@a$0bi=p0irwvBN9|Kdt|#9ZsrIC=v!EX<MViQ&&?%BV30r-HCwItW6~=p
z=s4ry-OIf~t5s?HY14^?AOQ4jx2{EI%k^)Eo3L&MY|S>-u?>1A)!SZhBqfbQ@w#~l
z-JcV;w$IIiTlJg_HmCGFp_%_?4NQ_=_0BDzoM@aI;3$<s6_F7oCaUfhm%tv+4P>V#
znjR$^E<~q`OVIas>-w#81#<nmodOT!5}z5I0Uxt9%@I}&LLLoz3k5=t8$@#gmIJW)
zbR|Su5}>_kNr$Urfin|u?Vz(Xih~4=aBB4D9Z9Oq2T=3~bzJy&y==MQ>O!my9w&B4
zvGf!JNguj2SP>}X@S56&lv3WCEJjZXGesXdJou>Vq*fDx6%|eYOBA5Gxk}wHIWs*?
z?ND71d@H#Pf^QvRV7JXl_{A8X$kxP5u{$Zo1swgLdIXW#{$en4!O5R86f%U&?7%8b
zM0Io=3>=d!F60L1l~LhQ)Au>mw|yzZ)j6T2S!w>+)p}BJB8HgEj?$+B8e45ly|<4X
z{wxt6>5jm*8kkt`E8h8SP7;2_D?IaHhV|yw4O}DvRgM6vsTVz>r)z9wk|O?nE5xTO
zviJn<;Z^4prI3PwbmSUm-f){uv7HC37FnFh<JhLuh1?TW)ezG;4L}`Yrr+9897QK;
zM6cxx!=tll*=O7otILRZujc+g@vYZ%suxj22`RSx6AaZ5qC$jV3odXgjX&Y@a3mDY
z!<=3aRSAtw&ju(C98Pw4H*`!*3zdBV1L-%bi!Z~i?gSc3KqMA(4sfzTx4P8I=p}<Q
zuf!sw?Zx|nanH3H3<i69{>csXL(Aa`xm2UhH(0j$O=hRbBXM3Ae9|y;q_ouTw}9rI
zWlA`5kH}X!r&!FtzrK1<;jwSy6_xk*&%9)j(!>oe%BlLy4-Q~Lw!bAFVB|1R!s{G*
zAuwY?zO%hc9UieSoeQSR1?QZ-)7zQO`M7l;`{g`&?EGyWT-e+@-JNhVJ@YEqY>!Di
zV+>7U!4pIUuB&{?tQu9Xep_0Ikar=6FmBE>xVsT26QHw&)M}k@o*){YosGNsm>PfU
z1s3ab8=#FE;^*8S>V$Ui>@e&(qJ6rTH4)6a$~i0kwf5f{%vSJv!w<LZ?><plBw%i?
zTY9y5#ZD^47SE`Sb<cL)XUQO|`&9ShNh{4eVRK}<bC2?hao1zK!uEBl3rU|PsCRXI
z13r$z+iBH96}lSAdobg;2<w%iwMu$#EYkVYumVn4*`Dvv&gZRu-982q*Y+?b!4Gdy
z->N40Be}N;%(hdax&MqMEoS5L_3CtEPP5L8=}mu9u;YQa98F0qJ7?cFJ)p#PE4vS>
z5Hj7qaVH7C{4Lzmh$YHf`uew!EZghqW5O+wyeRLvM=7P*YV=)pl<d)V_7K%nD$+MT
zEV;<Afi3A56)QnuxP_P56uu$B8wc1V5%Kt~(NLE{^r8CS<QQ}46|5s8zh@?F4ALWm
z_Jp8Gh@;7IA}@X0L1q8BA#&MdtS=T+TA9S#xy0L~B;-L}h0!PZQCEhcwtFvW&#Wl>
zXpB($zXl4D_=DW1akgsBUcDr?xRLGY;qtK1tLivFcR@Ny&`I>=V6-LiWkIh9QMa7T
z%F7%FBDFBjRNp=%cFMMSP%&vz$`=c6wp%Fzh7W3bSk_~a9WzFbxNeXRWe~?-rSN=B
zxugn%_Nbq{G82L|!jY<jL=_XX!saTh5L$IEDY0ok$^E`DpR=;3x*lTY|4mIS^~smX
z66{f)8I@P{4^!hs^HcV-pDw#+?HNHK7^uHMl3XR^As|&LbHT#Q{!X5YY|=`-*0YIs
zHg|V(5MdSRDBlQXo`B<_k*2R8Nw+Ti16*7rl(MwD?B2_(L}jCT5kmFwnT7|K5CvIN
zvS0mgaf9E_f8XCEG}-Weil*eMu%7+(H@s&_I>nPGhg=pbG}+O0Cv|CAW`;H?;KJ;g
z9ggMXsGek~<?N)K5RK&zG!ZpCFQE{|F1v{iP5N?{U{f--sjDq|2TK}o6QT$r9r}IZ
zW(=)VIzBQDC0AyYqLwzMy{0?t9m{QbAlg!`6FSTNB<~T?KOoLVXJfiY^pZ+L3uaz#
zF&I2o^JYXcnx|qvV?JnvW;P&F>!E#b7hr!^6nhpHu}3q`z(@_*V~8x+Z&*REe-sfQ
zqrvT!Cb25;$F_m0<wH@~KMO>e{R+#Lx`Uk&vKarJNYq>gqXiQlTNRt%Tzc8FQfp$8
zl93Rh9|uK9gsc=)T~P)TAiex@+Ml7#frGtcDOJhoXb<gyh1(}7#p_=Ek%|OS!_E{K
z6Z^*S26{VsWu-@8NCL#sdGq=_B>`jybzEMBjZJGRivE}I3q9R`N|%QU`zT7Wix!zp
zT^U$<St>cX-M@*s@;E*+l9@bL{DL$vHWY>$;Ly{ER!TB{9*FnU;g}r7LuIZ@Enwe`
zIkSA9(LRYeS+PUG+QHS5@qJEu&WCR1i<TYh?Fg5&a;@4TfF>p}c`hRfk@#aphy=8B
zM;?_Aavi8Z(8EB@M$->ho<n$}mYh~0S*Q&t^&?z`>VIyfAut33Yr%rC)6tFIqL#c)
zTI8AEa|o?vqC2W#bL%3bD>h>6ysivT)t)TpqbsKVLVjxy^wqY3+nY1BQN=?28?9;r
zdPM)~8#7_&mov<VMeXGi6!mD(bR+Vf^W6-!sq0%y@)q%q^oms_OV@2p(L1DGSw6p-
zV{A4s`u!6QZII+NA>U^h(E&@kL$D@mcH-Y3If8O#5Wt0`Ox~Ih4g;CY{8$OVB9<lT
zUJ(xDyjTJI&ZjFS(vnYEPd8O9uRn9)1bP+sQ#AT6%fUN$zYU>G_Y9zAYERg`ix47^
z@9!!5`q}_ixd?BY-2%DNbE4`gll7!bpHKvsyFB}CZ|vAm4P`N1yl?hejROCrF(tj-
zj-jhNal+HXP%)IDdwNS0{&1u#$ZPH*&5#xurb_}oOu!YOsT%U<*u?i55#S1M%8HaE
zF|Mj(1Kqt4<`6|&sNZ@j(Kw{QQ}U%Vu&&IbN=)5T@Die-c^5%5&_1;C+^^+)B?p|n
zu~htyAl%X;tsm%QJir2*OBl&n_Rss!JZR==Ze~>5pA7@0LVO(PgmpMR*c10Oiv=)w
zqkQvECk4Hpfs)!}ye`d#uf6_(c!!?;soh8dCTS8DAXlBD*M`TV@h#zxT7~f>vSt_l
zea3^%v;^qnEyc@nRuEneP`NDcs9IP1ml1Af+UVVgi}z;nSLwzE^`KL;(?M@SGV&5{
z0T~OBwn}*GfFf8KH8ZFheo(t&C4Fu1b%^{IWrqgcP*&>kdMbty8>%^}cS$<%UGgUe
z&v<V{ykz99%1d7-=8H6|3<y0>fa7>Ep?Ymg%l}tzqn)<iix6juiflnHg3ArM!DEKj
z(}5jZq0IE#Rz&?743F}?G0n5cvRO^GbS4L4rn@5cq@q8~@X4qvl=Zjjf4t)<e1T1+
zq&UU)lPERVGY;IAn^VM5GUOF9kpbLbOdXLAoj?vH^{b4OD%c6<mWUx8%}3CeASan8
z#P?LAmV2Vd(yztAABXxm!S4)W!uTG+^5n+S?NyOsw28N0zZew)IWt%64~AeVp<Ee_
zSChiV)aI6bkj6*JM}k(NgA2H*Pe4dlJOMTUf!f)QY2Y^fgrZb=ZYNeTL{<_&S9Zd0
zWhWyA2_(Fmo$jf@2Z%QJg;GMMhRg^3{AYMlL_O}~y#Ggad@97ZlVCFXFonAk_s-`t
z4K}59pT&g^kh6Y9r?_@zvZrg~Ly4jU8=Kbic|ODZIF0N++Tn80J@WCvXxPKr@YpPx
z0`jE6cMFVn;3V>_Lwv^Ny`svnE==KW`+4VcNspLn>75~+8XzuKU2Hg{H-*d^=RMmJ
z6_ny`zRa)R{d;Fq@8#YJfC~rT6KeZqh=3Ku>exM-IYU92KwL+!HEH-9nPAt%-m^Zn
z44F2*<ps-}UuAH#etGT0Ce(JD3sIy<2!wQ0LgotQ0<OkOF<{^_Li$Z^NcTMU*{ic0
zu<E>gyfYZi$TU3G3#N3TCx1Sok)p#0y8xGX`!F{H>!ZLOiC4m%99{VYE%~Gh;n6re
zh{3pJ$%#%;RelbYeta;vZ8|%dnM6$XxIEvPKp^Ny4W+&SIII~;n=y&h`WZr6df#bk
z&*gteQte~iK;S}#&_@JEL}5Ad!s%}&z&Ma_P7KWia)x@ItCG27NcEJ}mX*1C(iitk
zYJ<CK0oSEydiSFcXV}NTZ-7=F05=?5cWA2`2qA_rkg=|D(!-M+MGrkcm^fuPV#=_N
zVsy2VT14Q!VqSXXpnmIJP(J5~`%^M<-bW&V``NI^``X|bln@2J@)KSCVGUSdlw_z+
z?y7@(e<Qemi*<Nq2(sewJBc7}D_QB*jN}yJ1a(jM)~-q7Mk>|!6tXO9P*`8*`QS>Q
zo&^mX&p<si3a4cMOa^#V&HF`t@B6zM6cHs{*w<MsonFgDVRx>I;gTWKQ+88<aHvSg
z1);GwR$0q{f!))$iFI^&r2n>JL=!pxu{Bqabs4Jtg_Ns%2zA%gUAGq|t%o<`2Z#u+
z?m)z(hCXaRf(;vnnrJ|2piNpZv*0D~;y#K2Kh$qdD1=%OVG_=i6qNM&3DL0gNw8gz
zg%7$Ge`x?`a;E(0bz6NJg5kLP)D@|dThYA0`02G8isCI5!!PL=gpS`xt+Fy9dzxGo
z3a1R>r2*;qfW+(spYh}AG6OCa7~J-YpkbAMf^p<S%P?cHta>gd)z?0lT||^|?A@u;
z?JDdw+N8bQ*CW)e+itnH?A|2>7<y02&b1G$Nmax4z8TDvl!iKlmoW)x!vj=tXN5(A
zLJ*4E8+})*&PpcEPPRh%Ved%u+Em&{uyreJG|$6E_N=bIqELvCx%{wtoy2G*{mdT&
zFAd(t<~9e$2Z%JK3Xe5PzjEPISpDP42UJ9)&HkNxkZ=aFD!L~1x|RQt05$w<R69%l
z@F0@)_T2!asz#=`hXe8h&TH>6K|VxcoT9#OnB1biqr9PZpCFZ`^%ciuveYzE*8_Xd
z@cZwKal1=Zm?i@EK#}aT=$Ql$cOr)i?<RP0zGtNs2td+j%PamGM1bY4A3ko0ca|0n
zu*|KHin@(g5=bB}6klyoR`rn%B6;Ke#`5fs+zCHZR>L!yshw-t&`-xxafA3eFT#dZ
zo{&zh{TQ~?j$<I_-|f|SKGpTOD-@dga{iiy9E`f8%>HpP1OFU;dmeVgWr6TDaymW?
z9+s(<-qlO_%bEO<)PFjyTiQ1mVpod>l=USL4-_>!%qs@nJIudhH+{KBZp}#mJX+z<
zDXKm-&%GT>+emx?wkXHWXZpyQ)`2APaXPWGI>E*Kd6bUY)T`RCnH?RzNOe%O_V4FJ
z9Wht6Dnj4R9ukQOK&iISWw_88nd-H@;S!ygZ2@qIvM$(YNp-;3!K-VJ@U`o(R~bA)
zj=JYB?iJ%gmq*~Kd5BuOk7A|H?y_@3CgUW}@W5j|r8?G%@)AU!mO=mho*BR>rsgnO
zz3l@*a?~jFd?=c|uj?~GA~~HqwQ=Vio}Iz*0R3Eh8a8Y4P<%?!60#9;7#%}R|0--q
z{dwRl!?!sYA<h8n=D>hVfubUaIoYP8=M)r!)`j&sK*+(JVsJSxTY+#^rGHolyWHA>
z_*;j@X%b;oT_W`_mtZb3$U$lQ%DS&3ILq~CWx6``(lqNErG=##H|1fp!4u5krC0Z5
zF-Ll>C-jnH?H-ASQ1gtoP_t`LLSyYAPFw!v|516t&hPtA=?48VM>AaA7zP3^>TPGd
zmI2M_HC$f4(bgd`8r)MGI8lo-);oKGtGO^@^yCIZ*>cFNG7ok)>;5n#CTPSe8UnWp
zL~k_=imb8a7MuI7UJQmKfCe&8E}4p&`zO<LA4#<X-QL}`^Uhg27XtmuP4e-^M#dcz
z2$u{A(Rnc|?ovKD{i{M{8oWY{4F$2!SPU%2GdNAiRmwd>xHH&}m6x6CE7^Mcn*_T<
zp3+lx#|!xLj1BZGSrWSBvH=m7iuE_O-{&->cCIXa9mSj}4aX>(C&yuz$m>T+WFW6z
zWIY0*GZO?T%geyRH5*FckF}=0uHP`GkV@kp84uQqDz=B=W6Q1Aw1s@9gMp>QYx>uT
zLdVmq=$U;R*GB{3cwD$K%vz8qqXaWJ#GPDak&v?LZ4YGBUmG|tV%t`>!L3U3`}AD}
ziMCa!h~ZLHHy>qV$6FoHN~8?DlmvR8UI?9+s>e5J<aG^HREiWJxG?X3eI1{O0w}kt
zRoY?1V$lp?&Lj%-EQvZKaU`vcmP<@YPh8HYfy}0p-CKH3{8$o;>A&5X*sPYjN#5hC
z0~vvXEaD*=^(F#DaodZPTGw}XbI&VPI{)rJvs`|nTOW?6_9@e9H(6nW|M-qUXOzJ4
z2@BBy2&`B~Aq%7D`G-X)1F*BYgS4wLW-mmUgJH?)Y%n>JQC6j5u<O;0dh>c(IZI)!
zMU9MvyP@EP1VcC%anYr;qKTR*3SyqT!uQJ|TTdUodeI^-SB}>Bs}!e8B~+7%Cbszy
z5O7<%6DER=BgZ>h9t(UQ!5nW?H6%WiIK<qv4d*`)Ky;wE(RIOY;u|+WsE8Gk+4wzv
z<IRm3%E^ZEh9#8>HW?8C8&@d*OP-?N#ZqgT5>dO5YM*O?Z1;d^JyyjqB=s`EEA(AG
z74B_RQbAqiCnPbk6OshO!gvN}_vpYHN?yPZDJhs(okD&kKd5xt3;punaOp+z$H&*w
zbbT@!q)nQqz9@4$;fk?GMh_TEAHomk9b$wH^}%oBVMv^-xg=Z|Ph0puHOSuXf7Pbf
zizcP@b1Fz5e2=*z7uw(brlCsb5R)+&VY||gdFZN*x6=h=3}ge9Sg`aP!uOV7gj1?K
zq%xV~JQWDKd|rdc@?Pv1j64fYcCND}Sr3LTXq3L+s#g+zsh;x3f1q?KobcD2t|Fiy
zVis7>%2dpfSxza0h9Yd0pG->?2J~-85Zi|y^Plshz+0a4$47rwAwYXZ3mBS4CG&Yf
z0L8fXH=_o^vho$G5^eL0!HDC%m^@LWJ2rmN(}~>9ICAhg;ZVUU%e5yjujTYLy~J{@
zFlQeP{5FjLQ2c6p&px?k;%K%BMmB9;>b$Bo;<|gdOa^=AxwTB;TIum`2#9|_8j*I;
ziy_q`_S$7YBP-sEnPEoq-8H;mMSR2yn4iSS^m&FWigpq2!i~t}5z7~TVK)cmJV1f7
zvDu}3a)Ki?QFLKO1iFgxXAR&VqqK2Z-Up0lt1)@c7!0C8W#SP|O$y9p7sq|>O~H2-
zb8+?)SX*y@ZjeA>`+9|j*v8CXi#fkYII1#!OnWaLN%JLAe=y!~vmr;n0Mx`-Ryx6d
z6!Kx{bcUrMfZe|WKmCXq>Kgs>6}Oo3Y<-hDiD+?+X!NbOpDRZpf_$??R}rajv6`(A
zw(`qrXN@nL$CuVK-(v4)Fry|3m>=<g`)}{p*!|Hi6m7T>Ydm7iN#8B^%intISIV(p
zI!9BKQ<KI>o_Rh@BraI(vnNgBzom;#1P*UPpqHkK>;A*N;j7r4&+W>@t~-Dkmlzij
zEySCU>0c(;hx0`K7b#H{YaSU>Wk`qs&b4<IXw@J^Z$#DTwQuA%Qk4c7F}44fuv9P_
z5zvANxj5R)D%2$H$0^Y|97}n?u9BcPLfBQx-071Q<uVgwhl0IBECws>G83;SA6y{G
z$=gt^#k<2}>S&}geDkqKQ=mqHWJNc)!{Ew6Q4UX<1nLtuq3MsaW0&@h^;12%OErp+
z>!`R1sy-!vOigkS-jos148p_sA;iLt$vlFlbJ3EG{}|m0?XV9+GdwC(B<N>ii0snJ
z%^>kB5H0oc_l|iG+|no&sE^`}Kx`;N@<t<#3L;9zAX}SrVe!XY1A_lkGouiKd5DoQ
zxA*`D(l(rDt|s3fRc>&Oy)(=ev%e!vU=nQ^=M`;NKjgUI6EgxRr|M%#l^D>oh%RWa
z3nLnRa4FE#V>73ge~HudR#!bbujMG3gQ;!2=%s1<?G2m{Uf|Lz%R!Ui**WriD%L7R
z=@Oytt5Da}(GaXGz<^_g)eQFQvdWdsCS~Wu?lk57I3roVo2sz*iII3fSgiS-8;tlK
zIn}UT_zR3*TpMj!v+pE*#7a9dY=F6ugN~?HqjJ^a)jvsE+V1ty5h_zcd)zqwW7b!G
z;;xW{4*#w3v16<qyV0J}{+$H?cuk9UDe3iZ|6w$;;_^H&gYUw6@r(RU1T52~1%w3a
zM7Q0EIMBYlZ04ctQ=v)kYK5u?Ze`$YPbn}~$0&~u>#65tFh>L~+Z3lU7u!vw8Z&8E
zSM<~4p}&112tzX2>M577**2@p3D7OoeJk&a8kIbsFI#?cElI7XS4gk7t!)6}-wKF-
z;5t6y8&dkPl=q&_5_we*hcxs5p@7wDK(<#4@)(jn0i_&A!utyoy`Sc7BHlj(-G91p
zpWO_hEE4=9v3T9{!PN03X{TfpuyICL1*J(xEcb{9KA2EtOIIp(^OuumQ5v<7R(Fds
z+i=scH4f~~dU+{i1o)p)ap2+@#Ml0WpiY2VI5F*6)#nWxb6}&pQjHiRv7h3X)84ck
z0{s0VvFB7_r}Guqty2|r1$iDraHJ4QkqyN_a}Jj%=LD5vbv4@g1vo^K?X`OxpsIx-
z`GWt`U!9`~+;IDD8uyLhpQd4W2-Rh=@-XAO0geL*UP8yt%?x6k3~uX@b(aI+veb&I
zrsCCC6%lm=R_sOD7gQ7AC4O~F)0E9m6IKiQ-4yFFENMzaroi}NLO{${?Ll8Xs}q*h
z|G2X)0?xLQJZnkRJjoEWACB{YtSF5FDp0UZGG#<PYT<ei6!BhueM1->l@I%==?Q%R
z6Ump+t!+t)%&<^HCk#P2Evxw!cp%1UyxhqiA@Nwxh>_D+4?P(TC5$BYGxtfGHddvy
zyFz^yaUZG)X-{0sl|x)Toiy1Zdd5bPFuKWcDA5z!%>5O64Y9qFu`-N`w^D)Epm9uO
z0#ef2>LhXpzYV$u3@{NV6JNhuA1Cmdmx|@v;Gps_;858~fxIhULS4i&DttygmD)cI
zeW{vKmhAP)B>z9I_31|<NN$;bT!1LKC`WfVF9#ffn*SG8)jV@R?f&M`S8I+}<&0cz
znoRcgs?rd%W1u0%Zx7?@+R2kyk|qzc00j$w>{XL8FKLGTZ|XdriR3G}j5Sm7lxzzL
z^R*Gkf!}%W>v|&(JsvT<E0$B7nBh+f9g1+a;@CS>7)x6e#~?uSmEEsBw%n~64(t7a
zWL9XtwsGS=o?%mC`ym(WQ=Lj%C%K>EOcoX;5e=GZklYfNl|nM~EHtIeII;qcDatC8
z!?YP|v?mm^oPyMLm=#>n70fO|UP-Rdg=yCJ7;r~vrA@|YAKOJmhG8*aO!Q^u&qN11
zJ*p56+xG+6thg)Qpo7h<Y<|aI5z?~|fz0{XPFgAi5zO*!cgtXUZ6Yp7DLfUl0eETy
z*jtUsb5IN^#kUmKE_LidfQ-IwY(OOudo8Moj7Pu=$e{|~U>_6G()aPR*weYHG-+!E
zpz#wurS*V!_HGn;7Z?U~<n9$%X+~j|V%<*wlR{125_C`ng=R8zPr$8ph3jA5HCs>j
zA!@iAgEnqlj?YZ}TL?pW9(@Atp;U~O;`xBZ^VX@~AKu&Ze5}?CRq!U>{rI}C&OV6J
zdOkl1Wck9@dmRp^56|U@7<}}ZbzT5E8o1|fq4(=BfzRsO%P|+M);Wi;``gQbDz0%E
zI)fzkjBL+&@Q&FyuZ^xfr*fKxn^|HhEo3;KRVK^q#CX+|sOip5ZWGumK}jhOXTX9Z
zHKP78II%8xP&sF3spx_Yx6q5tDgQR|3MoEGY3gjp*wYl&Gwy96K2_cgY9kw_DA7l-
zN4(e%#|HC$Xzs(!8Xm3g9-o*IpQ05DtwxWgJ%)p{Z1N>HNi=H!<Ba4m7=bUk1)sxQ
zpQ!yvcL81Kh%zh)%kKTRqx{UEb|l+(Hjb`5ZvS?ghc*2r(0C}VuQSu&>qZ+^1^na|
z%~$jlLB?Dbe?a8L&rz4*a{kc2oY9l>i#`1HfW^(Fc>{;gV1zDd>#&nG0)yjtZs~Yv
zP7ZF*P`<&Z`G-`2o#<h@M1w^?Q*rtd{?LEe(X!UikOzKa1?vu(qr}bzM&J4ill0dH
zSd1{$dIyz57j+Lg*m=+dJjz-T!tI1z6i7_~p=u}BBGgF;oCjPge5VV9jc99hgA7l`
z&Nbbwwwg=TeV=Lt0fe<elufj1b3JQ6j!f+S^GKfF40{OKkW1+gK$3IB`zVUil>Wul
z9*AO8xxAEqlYV1)Mckzvz4W6Z#WOzO+2i1<OsMm9SspdPA*plQ%HKNsC-c+HHK+@-
zEM<P?Co{zSPRvCj*SW&n&e<Xrz=37YFu-bhC}PI>ovRT3y)wnqVI^mgJi;i&S$=}N
zxMBVjwtASHvkdlb1CeFu*iw9oQY5sCHoDSFi&eB3(|l6tk!t9ezG3jV)|$cccRJGN
z+4^Nl=PniRyQp<!7Lwl$m=husqDA@rkhi4oJwx9NedEW?ffZ;((vg}^IgcM8hFl%6
z^)NX8+4<FmK$3boZS8_syl_vA!^iy~W9c;O;U<^=FmzJMdPGUT1oxa*Jxj3gwtLU@
z9@l>;*jVe=(8to~GW-d7aUG?~EnS@tc)lMRWcXiqTn|VH?Zrz8ywK?46Y?-16<i;;
zb5dl$OI&!??F7IfC1^)l|D8+m*|wq-ZT@BXKD~r%m}{_?LH`L0yeD91X0&+tSbZX(
zi7@H(Vef`yhJ0l$1IY%t`MCdr*FR%*#5}dOm(Q0P7GpKfj+0zjmSX3Iab_!<2-c-2
zx|_OC;`9`uO)Y^=u#H18eg3}|F;PE*9_HwkG!0*)IpB00)If#@InaYo+v@-BZ%t8j
z#Zd?(Fkql-fK*SM%V~Did#*z{ibdVsBWZ}PpO<@3<7wSwrYJ4|Z{cXW?GN@9@Y*)4
zd(~fc4pNMcFF(mNC<;n>qOHB;WI_ZdI<L<Fsv&ZS7N^%EmMIU|PkrvEiC@8xbugoh
zj#6+S<Fwk|+82-lkokeeNk-F=yDCR$d3<67KS36bgN?ndphyTY-kzf=^rp4<eruCq
z2}&FKpLK#xM_iIxbSkb5Ax|+Jq0j%L>@CCE3f8XS7D{o~0>Py?6nD1*rN!Odg1Z!V
z_tHWsT8adBcZcFmu;2s_{-)=9zW?X^%Ec9CXJ+=uy62v?7N0;vVdS!rTy+MfMHckZ
zlFm8<#0LfS-RS<vdYFX{_7jr`K1iKB+;)og`ad~oD2<V>ebkP`Vjp5I?Hl`%xY+&%
z=tlk^CN+n(?1x&&QQi@`LvE?;%-es%RFU;iT6^S=c7$DZRHZjObapzrY%-3?$Ie%6
z$$V=&AUk($e<N<Py_Lzxb9%X!^?8hRkU_54GSh4%WprqWDKxc$KzhS21PCXdEr7>g
zS?uBlwe<~z6?+OaIDHKaS|uF6-|iFV@yMDYsueR$<#_P8>^;n0;{>kpDt~t)eKyis
zY%J$6LigCsP~GZ|Q7ZEW8L0%8X(``dS5n-aa30Ov#EGx_rG-0oib@225&V9lJYCVw
z82BAV+UNU>teF4#Jwc4n+qs?2dIGfF7Xmn!&l?7%c3N*6hR5a1eqoTwyzQOg)cuu4
z4pug{YlbJ4?*h1^nH+=vB#`Y54Gps&Y^Cv#C*kr8<cFofbPu?9bYRsVb#*-6-rf=n
zskR2HcyBsip8e#AUBw+0G$qtroG<sry<eVgr#pj!81ny#$PNCIEt84YmUVUgu)4aa
zlF%2Mx>@Fb{}QA!S60x3dquG<vWVExWU@po_GckPH8+kDc~bMpJ2meciySyJnKQ35
zn;(EyEGs2sjSjpRzOUUm!sW~!&BM|)mj9In_cv26N!-+olzC+|BTp494_FT1$4F4p
zOvk;Wx~t^^WpzgL-}M{I_n4wi^1<9Os-AVOJm~sF9twtgz&7wbxJfz6hY^nr3tH0q
z)J;3RSIB&xiOt?f7E-)&cNr;9JNUC-EbyUwt)mwgl)jOLBkIlbJ@dRodc@k?q|=)g
zR=D{m8M;xI%YWyRY`)o;01>=gbb%U<R$(O$#)T3mUfvW&n}a*Ujf2`=x^0>&H>)_T
z{JDsNMFuQ;QeDh_DDx^ixd_;>&-t~ZpG|m{S7(%?U{%f2cAU#1D}#CdD_&E3Je^OQ
zdV|=wz78zF3*a?r0>jZ=Y&4vI%hCAob)orhtu6i(Lq=x+Zx80#Ya6#a;^&>lhgXiL
zhe5Aaf__OqP}`(}@{9o@>#{kFA_KA;uWc@~#P8y;*2E>77Tnf%jFq4=-gCI?JKRF=
zTWD6PzZnDYo^aVkdh;GH5>Wn#VTm=f`;vi+Grd!TDw;%lEWRO&z1UZhT}hC9g8m6D
zXX*KPcR76Yw-HCnGmZbQ91D0+*6Xp&kE=COi>bUJl@-#N<-Ask+*6itd6sw~emB<*
zLhkwKeI=jT2uoDlJEK`WWd~kVS%y=w>R(cKyznmcx8rEJ#2Et=47R2j-x=FrJnKvt
z3mar!N$K!TKHE(Fc;WhXCEKwQ3=AT;lF`8pa+^Q00@9X$Kl2$`c^rH*`rMYN3Z8ph
z-qc$<LP1P4NA#s?Lk;qK7iMqEhI9H1Z-2B3j+1)|KfE94PjJ}<C#$ezPhe-U3CGf8
zuq{0~&Yt+^EiYrZ4(Bm6s7%_ECCpD`PdhSABCK`b8RD8c6T7)?i+LHKriSO1k#q4P
zeh67?>_%@ep(Itv=LvHd;>185yXA3u1VU3LCE%0s1*uSN11_Q{5OlKw?4;)7%TV06
zpI5#;s9tOF=*^doOv=lfq+9Io?>{i$c3KtKJBp+XjQaKK*IVsd+N8pc64g8!TH1n}
z+KUTU|Ep<vc*ay*l9gz?D;UxH;iR$J``oM;kNTgk<G*9O|Kj7K6QKfGDW69w0U#U!
zHxBDvSRg)GX^gC`<^K5bqcdazV9@0JIwB$>DkjDZZ>MShZxK2crC8j0yI+ADWI~y~
zvsfi({#k^R69*vVZgMJn%H^;KdV6$pP?GndDuYemtn2G*xb%y%rli^&hkyXd^z_Ry
zQwvQp%ERs1AiUbu?gwgn9Xl-lO=bVDJr^&+bv=~fe^Ii<gT&y1?XNgEIKGPqQ7C1w
zcDHyOCBcas;NHmX`|G2B%g|BVAQ`YN_}`f&;iJOejo!#_mW{&!DF37?<KtCAJ#sir
z5#UPhi1zmO<;I;9aQPXT!32QI?g(M=;pU&ObWia9z&>lc#DcdbA{w8uBjw>ghob*Q
z@AmM+Z`3+M@dCbHbRt(k<>CGO`1Ew%Pi)Lt6#;#`bDNkHhM$^lZJABvCEEr6J0{(4
zKU=D`_7LOd<m_s4+0N3IuFT`LC%XJQ7==rlmB}ZSpQOl8_}{)>cpaa$e-b{wPkWK9
zsi^^Z9BDCBCuzJC{0|R!|M;I<jxW;Wg062Gfg1xI0S{RtL4_9-zZd2I>wyNZ2`us-
zLH$Mgc&#<__c7%7I8M-Q&jh;J?f*ySe|b*Y6r8WK8x#ds-RI=^uSWU*y{f-3&K>>N
z|4WH~1$n@U|5yIM{791v{t86;Hv##}c8+7QmE&L0BHpm5zAyXg`mQtF=ug?#kAgu$
zi{C~+vzMB6T*yX$;T?-3Y#VOmO9eMKp`Ci}wjEFrGf$0`A^4}TmWFid(gQE_$zC0V
zFxT-wR3n95r485#f>ou;Fp}7|IoQ9EXh}0yBIJ>fyh12|XEb7wG@Uo6iBbCBex-g#
z>(lqy;#G8g691j04_aH37KYgGgwlw%xX$z6O(4=lGuXAfF2_%*Nbw*#h4J`JLe@Q%
zz~Cb4#}z09JuC+S5k)1=`$v_Q29zwd?9VGC)zJ*nFf&9Qf%C@jH0BRsvl$y5C?CYm
zoBTiEkw`dnzwjCHcADb8mD}WHc#pPQ8pXb)B32L@i9rat@J=;et0Ij-3mmkO!_L(N
zp>b_%c9iP`f0r+6JN%4i7F99{i&c6n>-zrmQrJ2IdoodjPCe~oAflT`2Zkm;8f>mx
z4Xgi$)bq~DXnxe5s+ctKyU!B^SZMFcV($Qy)G3IvB1cr(KU=;JE;@WhN;_|y95<P8
z6HW?O$DQO$O7YzE0%C?R|ICsXjw<^~lk3>E-&KGaCerx2yNUEY_zN<A?k;{DnWQlf
zxS1o0Oj0>z<SPvYB-ZuaOTd@U<3Y+eydhbiS5XG`w>}0ALex5*k|F2STvxKDwEMBe
zbB_&(*|g9#Y`S=pIKJH=|1$P%FCg}&52oUtUAV|uNfNIG)1>{PTCU?~dU+47Nx$+7
zxhdkiIOI37gk_^FFvH%x%iAEvx4QH%Cld2mvLZ0L4KW4y5KNOxl=R@;koSNOs@+an
zLBV%UPEKRDoo9M){DkcT$MVwRMerGQ(hJXNDJ2?$5##WUzN(J2iBS0rRAKF|KORar
zP{pY3sC0b(9IvK|t&n$VjYyMs8@Rdq`kecDIrua9Wa1ANk`cxGfRs04)lfG?@7eC5
zjr7|loh|U|ZuMt}pHR2$HDZG2Q%+S#BL|UCbMJ>(aeynUA@#0b+|A8bTbdvtf)-zi
zp>3E#(nHH71wQkWh|hJTlsvzV1@tKK&a;wJ3GCwU?h5h9m3hDIQ#r7|dD3k!OwiiW
zD-yrak!5{0V6R+yb-lUvHk|!2Au-HfnBT}_sL^9PD0ge93M>4R6KHIwlTrs-DjnQT
zR(_%GovJ#->lR^)*J&=@5sMrqQfY{@KM`c??jEX15fnf@ITEf7-`R=S<INp5t2uU7
z_(PiZx6xVPN=>sDBjYCY5MW-;bobP2ErdX9hFwj)t}>xi@jFmxddNRyB!#R)odf?f
zJe@W4A3~730hMhv12B$FHM1x3{F7;`F6=#$&TSB>J1^`VyUdkM{DaT3ENrk@1Sh#9
zH@iB;nY|l=7vE`x7(DNcR+wt$j^sQp2X=WG)0y*Za0LU&NCctceD9wd9Y5P6Q#?o&
zK;{2p5sKW%y3l5qK-aKR<ly-@ZztrMh#i-cp0PRa)ln1oB>nD>W5zv(M&W|xWu%hg
z5=5Os8cP@As<;<zB{F6R8_z@L$`<aQ7omr6znu?CI?)#|Zq3=cKKsH~EPD@yg>+3V
zEzc04&oI%!4oo8u;v}|s@naqh`UebYgiFzQvKKPwi;XjUkpxF)OrSb@jDTf5=bF`<
zz@o1lb59VBzw`Q&ow6*1sv0SiATAJ+dCyVb%}lq!hnPvNGkz!GGecZBq|Br30D4?d
z?W{ZDB~F4ENl)foahM@y%R`=dQ6jy}Xr9bzjSi!;xJMy@mWG~}=eG^^Gj0!b`#)Q)
z?__?W?Eb@n6Js4OIdt}T)1UR6Y!hH647}i|yL&|e2hCC!ebqKK!Qy~lkqO%#{&WO^
z?}q)9haP=J^q#x(#8*#*5#V6@D3RX}Lwa)}zHK;>f-_~o2M^pIRt+_3&(H?oF~-YJ
zRXx^AA4e8UZ@miIrUm;Zg4+hd#yAGgokAZ%<u8Q9@SHp;WB3^FX25!o{5CjN{~<;T
zZ*9v4N*Kk)Te0S)01`dG68xpE05Ror$T~w**^%0jU)UZeR)E-~=&^T?;|myp6ya0i
zcPFup4+#=EES*q>7r7PesXfxpfOFqb$;U*@wTKJSOs8v-0Y8Jbr#oU4ulQY+=lY#u
z6qf&B?)`Y@%Rg<0&TN0^dv<~@7+zW=vBS~<yZ_cy5dS}Xs`AV$tNrXq6_6SPcq59N
z@qiq3QSks}&YSLz*msT+zngFONuS&|Ss*s0mxrYSFNmrx-T~q^WOSxY13jobhweg+
zjW>lEvajTu4lLo30E<&32qE`r`WJuCh0lC&pH+vs)H&|+pbf<exWy6}md+RAgSN4a
zAFbryh`8}=bI;fFA!u8*<4G80^da;G{+)T<!K>#%#&?rPHtz8GF0p3^*1GLxTtK76
zImH>zdyF#))Be5#Z-TTYe;D{pm5>3%hi&poc1CG4)jqw7TG=y>|860?9mmNZ$=|i2
z9I?mo*WDa-BX5tR(+eDT@BYJo@ZI=u0F;}j{$E1f|9|(s!~O?|{yTX5uT0uYsVi~C
zx~$KVnDpI7NQ2=209F5$kAL+Ij{N=?z(w$p_CH!a|9u_d|M?f?Cu-3DR6;7B2f^n5
z>&XA1JN~aZoc8mqBqSu8$4j-O^Hg~rhqKZA=sv!_AO06awj1>NU*GUZ<%$PQ(5)nA
z78KC#xC%l%s;jH(7pD6J{s*kK`@)CNLHP6Y`+HoJH$y{1UDE~f(<Q2uKk|U9O}G&e
zJiuE`klmmP>#8&6fo}gl$Lx!<7FyQD?91ir)-#g_;H~qE3*V(!T{dmteOv1K(O{4t
z#*yb*_tt?S7t;sjDy%R3f2;RhN&m)L+JLG0Ym9PH+_-kzJdf5`<L<Y!2dvF#5!3t&
zT3&9gQ>!78SSe^M)E_=burT63E-qn$D_3t<zi5TUTZRvnsZmK#^)xbQp%BFgRy}cw
zBQER`3gvkbd<3oc<lc2CdeT77KBelJ)y;mtv=$zX1^sS&wIqW~i`&6fEr<TP5vvz%
z#wAobav^*`$9~{Y;<UDu2RqYZ_kCHVlzl$QhC&6{md+vV0@ZU{ENr`w3rA=%|H_Cp
zrPx0)C5Owmsxglf;l?~dVrLJ-=M%*R7KQYMmv}+Tuavvy?b&nC;R<33!+I(6ABpq&
z6@^?bN<vk<t93U&Tikg#w<aL}w?tUBRfg|F53)~o6T?isG-L7`GPaYfvw#n&0ztP*
z_~>!G(<kViNuH%9E8Tf@p&CKL7#x3Run^44zt~6iTiTsa;h6i1o|tf3y+0NsLk|uG
zjGPV9?8fT8ZzZg_^<7D%HRV2(Mln<r-ubn8Yp#%2|FZ$0yd2)`w53B5$rCy?{CaYO
zGPZ}7@p^sIx32h6gXX0n@Q#ntc7%iOqEmY~Xvwd|%O>8_I4;D^hC54e#e6}Sa(nu$
z<TEh^pm)mrTpNUbA#JKgIx%S!zh8mOTWNcFjyx8i0ys&c07RPSJx9%w-3pvR?#_{+
zPi6%F((G{wz3r+&G99`0m~RkZ0isw=y&J)O{jd8I@u1Mr@FAf<FmR)`x=*$wF`{et
za{52lGZ?VWQv)T=F`u})?`m<K;U|rKrxQum5bB4nJn!f6p5>0s=aUlWms9Te4W{_m
z!IM4F>-&)QnvJyfFpj8Mf9m*N;=+%{3Z;X@DE8`?)vQd|@6yqD_z6w(6GioMl&*~O
zIJ7q(!pI+!)#F5T30LV6#%`;nvF%fr?bTRzV0_eMjBZMw^)xYo(Kz;xfT<DX+m1hZ
z5VP}IgF@}0=^lf)BFO|BbK7#`4&~r83QKU~mDCR2-GCG;n!5ytpXa0D15Kh&`}<U`
zGenhs*uW%_Xu3GW%ug4Wue5*nO!+8k^e(%pl93$<GTE*HW;{2E$f+8y8t8=0A;}J@
zy~lZvXW9@?uNTwov7eU_%|h5B<j$30(u(+}x2Fx^(MT;uBOHMS@n^F_SXDXe)W=ED
zllp<dKHmZPNK{%Aek+u|k#jC>d;dDJ%h$*9*ujgv;XcMh4{v_EY5&^nYnCI!pD*4q
zw^ghBOWdckV;?!cH*gJ;;tQOdzY5RgE9=P6qwbBfw(Brq?b8dA|71*6uBbKBEfXiJ
zay(Vc4zNHQqY<+B?XI&~^4HW;if>P3at`)`L5=z}!tbCRGVoohe2iJ5*dUlH8s+l4
z<J8BIHLQT#BCxAs^900jJg$0lCi$+TrG@nJ!)3K-BT9G-bC_a3Y^k3}%*?dlJ0osG
zI)S-kv>I|g&PI+dwG7=>o9Ab&X-Qtn()?PTka4Ys`m?+d%Peh;ulDJLREas~+;}GS
z>6iv_?v3$$7Q|+j#Wk35vRM$b(9Z#mP#(-of#siMwur!bzM-MPo9{FPNqn5R=J|h~
z`KZd3CI>HO{fjyHxN*VOs={^iGeG-CaAcnW`3Rd_uEA^mYMe_E$LZb}0NJ;-z=S@u
zHRO{xPf(W`u%UufU)ctOZ__U>j^<*UcQ;aZj_qYdAl*Na^bYIzX+dNmUA#bX4Gvwa
zvw?SEa~u~SI%?ztLbN(gd~?O0(oavDE<}No@1>mR50DX99m<xl=jnI1Wq;QI#$>Wi
z?PGI2?^jG!)F?9AJ};S8cZx3S%yNtMTW{Zv(O4Q2Y(f}r_HF;LY(pS|uv1$;h9+Ip
zeDR~IWf{?l?q7?ng_*<CJs(3X^CwVh(+@L^e|I%b9|&Y=M6G^A5>XD*nH@m|wq(7W
z_&JSmNNE^Jo*0}k`q|f|I1d&E4j(kB4RC3vlA4#qiozA!AaL4);ya_E9Zr588RXw@
zxE<KQ?>C>lLbhSpV1rhtXjuf^##t_Hw|n<D<bwfSr<N8FY6yI~a!K=QyFJ`+?-hMI
zDDYl&T$er*wSO=xs^Q>slrZ-1nI;yzU!I(F<=l255<3U={3^!sJ$px(883^Sc4EcW
zUBgM-e$sGl%Pwd5X&$ERVDmKvJ7=L|@_j1!Xyrg4Td(gb2MewMD*80myu!!KM;3c(
z&AdxyuG@s(b9^-vloI<TGsS%u+diM^#p>HPe|6T_DUMFAILs;`hToTNZF=G;vm4l?
z(gp_gmstNaQLc{h-XJfU-tima%=bjYH#$Ev&{HCE(~C^=0$~4Z9)s6ZvlyQkvN4-b
zq8on-m9_@;)Zp8PjO*~$+EWqw!+kf_N4D1ocZ4W6JiRs3k|_3O!%Qz->F#4IF9fPH
zAF0(fdM6cQh6CEU>hN2&XbCch&#!OfVNbqqU1ONRmK^<zKpzu-RqQ7|0i4M2&UJZT
zr*|O%<<<UbBs~bt5FX@-_O8{FTPRNv&IcdfM}u+b-A^ivlY`zz1Guws+_jhUvE7H<
zBBI_NnJBnBEvJ|N`|sB<@7X*K5EQ3cl0HOq4CG*;9(L!tBJsm8^Dn1`F3){k!(g{<
zg`GH~+n%mpu37JI3%G36lvo$qA35ZnNyYkw{DNL%MIG-e!N2ItxW`s8mePngd*)v{
zv9xEn=ng6F>uP$t6{+j<f`X_hTC0j^nM%mv(gbi~{Q0(oaoB>(q^3L`2->Ay2+^ck
z93>we<dxUKXPL0aHu%)P+O7)asR(mKw#N5=PQZ@n0BiZho1Tda1bGEoP<41OG=5p8
zIxNh<>Lo4hCFBJ#M9$vy18@7cb=>)KEi-zgm?bi)$i@IW=+-Q!&3d!V1gwuNs0ZQc
zD4tyXHMjn_d$vZMk2%>SHG)I|dW)NzO;+`JWGb8M{Mj!F{KcMb_NzkQl`TA+>4jjt
zpCd6amI`N0+w9`_?qRHrSWi({r}3WxE5ynDx^HB?)L9><C{5QfuOfMGr%Q?eSf4QV
z+V%?As&%~hkYYE0A<?3wCH``eGs8OGB42hB&-f*?ybzbczHcMS{l1D(HweI@?J5bH
z52zaqKP@yh_$BcsFa>1PQhryv3=if2qwA+VnUs$Z$FLB<?r*JOq6}n$^se4Z3Q$FP
z;<&S}rx!c9NOeUWSjjic2p(G<VFRVXq<ZYBk|H*&z_JoRLx1%N=OQ+K>k%+g6PeN!
zTp2mSwTw2(*dVE+K1Y!*ggn7$cAD_u{Y|Z}PeNSV&Hvd*9peOS=r>+IKD`)lkCgI3
zi3*Q|dUk`fRz8wSB<Ugdi*-shR0hu;Q5(O3(wi4V>EInD*4-c=Ai0|uwpfSfUoTDp
zp@c{qX~s)1;vWMxFi!dKo`k+@%$PbOdNk!1_YRT^k#A0Q>s?emY~Lae!?J=44eHOU
zJ5|@V&EW?@U#!(Z&@ep*ik$_h=ORh0ST~;l3|C&5+`o7UYdfTAC7)~Y>)Cm-wXqG4
zkb!c4&&;p_N0|%=PQ7YB3gyJEz4vJP5ly{9nXk%CMovzs^WY=*g}y^5?Q3e{MY1u2
zJTfIZYtRC6py$BLFwEjg5#Ux|=>*q!2~0P~uMJ#vCLXLT-qO{>WmT5hCq0a6-qt%b
z6#u{{aD#yU^0~5LnABB+s^{^lyr8Psd_CA(L`7R){`RJ4DgiFUBNvF&v3!ogSWuhI
zYY{17&q}E|NqRw8X=t~gsy#QaYP1J)`O47~(0tZxw;|2C>XYb*Y;4c^(#F;ka#g-P
zDK@xTG41_LdH!4z>c%|?Ipgo0G72PJC>JG()prpbVk_@DsW_u5j8^#(G+JiJrPFkc
z_1Enq?rI;=Xs18GbiDcY>-<^J*OSO?=NG1jpou97;m0dQ{rIC;C6@EK8Wz~o821iA
zTJLB-d0q!)+&N;7%c%GTIXd>hpZO{C&_f;R64TR;5<PnxAjZkD9(?ZQ^?vUZ4w6y#
zKWA@+bT^l{L9<;|2gyeVX6s8*BYYmVbOBi%HX-mujK|&N)_n{5z*{f+qfzu|bq4Im
z1{ZlQ(P_Hn`s+4|d+Zpzi?2t++VySaEwMW1?Sg=a3Y*o#uUIBA%BeTft!2+0LwP`x
zqhVsw&V_<{#DwvKpBrxn@s|SVtvakCER$bju4uP>kDwkkUkoVv&8F#VG}*PBs@U}7
zbJVKYJEw8`*d!sdr?QPa6L7A;{9CaMoo7XsFeK-P$zb&1tcN3M5f!EgWl0B<h)HCa
zxedSS#L*x}d$dR7b~UU3NBQuq$~dwe8{{mH@z-qx=h!-aSAB(=HR>S<zR=Q{obI)L
z<1$r1#|W5FH3vHGwdgNG^~o<{S*AO}5r1{~V+Nl3-goCd=rqylF>SmZ?X;=Ve!dT_
zUJShAIvr%$mi!6`{DxEP5+L`9sYA~Nld+PXwzCwks?ojgg5zqm<X?;{3;0h&X9m~j
zkKEt4aagWXWCSN_JgvY@#9BO0V%#8Cl*+}klc%)UT$U3|<<I$yJ)u9U-H$M@$eYn!
z7zeu7<-BUQSL<ak0)<gd^jf57_<BM-w5Mq=v{%K2h}aXpkpYoaMSAL6nVhvKsAiEB
z$8vmWaK8Y3sK@%>j8+wGkN<G-7N91%VOT{r9PgL&7LcsBwS0vbpT}RF%&8c<u4R@s
zTn0MU6Y@QY>n%_XF)i_!q$Q-!(ocz`RIb2f#W7dXrIsVK+G<MYcEE^tx2WQ2MDptk
zqwo9}EOvLWPp{?p*|0{-kpXu?JHyo1g}vpEVZp?74Bi;Wct0yXSshLksG<$UJm!PT
zY>0m3Zn3A3&=rfav}$slXa0@i7lt=*v3E-=WOYPo2PTfbp<fu}4bBm>U7#<+j5^mr
z=uVf#+x^xXzjow!$i<?=HqP{&#S6)HbOnVL^g9>GD#btbUY;BOf*m?4Jhp8%JH4hA
zzWXCM#%l%WNpAK;{^-=-C1LU=^Q`38aDIjNR2g#F$5HoFpQbhfx0uWGf_Hu<K5n+S
zay!=G!gzcK!DAdtQ$*eR!vG@>!u5%{V{~mto|k6t${Gw~!rlB5nMMwBxZdbvjlo!2
z%?YR--mqA1m%i_<fQ)RLdg*$EGos@BNIhYHy|ISgkLsGjam*84)NZGqAn#i?f$_Vy
zOsQ7?IQol$B6vo~4O?Gqh~L+EtaQ7YPzp@k;|=2%=kF}DMFq5j8}6-X$ZcnW%qqEf
zxU5o&TpQ1VAsqG|r``189yQ+{L+^L>F+LA-v`>t9#jB0H?3HwSs3u1fyqivR_L>RA
z5Nay>6!4DByJahs*51W_oSmHH1EG=O@~_E=rT3pkr5>YW$9N^ruBC4Kjkkwj*$N#*
z@llGs=iu{ror4YhBHeGp6cg~Tr?#qaxdRz4DrI~9{yNK$Z$!;Ji+=g-!A5OzL)R3z
zh&*j>^;6*V-Lap$#A0`P)07h@+S$N!g&$u;lZ`M`#rsJFpvveU`Ri!f`OZP$8(=9+
zUviClduqwa8R-4YL#R67AK$~$XnG7m>Wsh4>PUk2uPz^bJQW{!%I&q^&>kiHe!;d8
zfIi{YAzAa6_*jer6<EYEbPWrcDd$Ko+(SQw$Ag-e;jTp--gDdNVFB5)Fd;Fr(Z@x)
z2u-FtZ%81TQ{&Cob_FjcbzRMPF)k(${yS57bw+_$Bn8&YZnd9wwIbOFhGz_54<&PQ
zn>_^meB7;3W>coAcw|2{^mADU1}$E5?BA6NL;d;-crKl(*vI{=7k-9HVeN1iF1_X+
zT^b3qYz!i)bbsRLSK>&Ey$dpZeWfSENc%zDs0+g0v_s0bo5#4<O=DO6G%`dM;KF)*
zYvZ^Njnn(FKAM{QKT4K}tDO6Gt70#vq*aaSqJ1_Xd*-?EgsDl59Uv4+3kz^aEWSg$
zyT_tQ6)&HLX1=|h(0WGM=@}crCL<Y(H_Ds$Rh0uRJv423x#6RgpFq<sCH2cNopN%@
zoW~BN+rxL1__G7@RUYVB9a)9slq~9hv)^=GluQoO!Fgskk!QKQ-ct?OBj$NLEm;!&
z;6E@{R(rEVzK_QHejG?%%if3A;p<$(Abd0s_f+#dF>9TF{wQDzU5(t~lfUHG61XSx
zG<5-rvFLb@Yl@61d-q78|5f~_?ltEpp*FzyAyg^p8<yR(1PTu>*co(4DQ+<~KiK_f
z=AV-h8a~mW9J2K7SPDZ~VNf$jd-3;^Bd>!;qr7E(8TTGj+0?lr+Pz-s9*m_19h6H4
zYF_G*e&4qmC(@Rgl%S+yKsD{#gtl=>*OOnPHpV_O=-|duM-UDAT}aY<QRBQkpFBgk
zptoeVNYz<}*6#WNTC8(D`9$n0_;$y_G)W^yv3QS@o3qcn8N;mN8VPJ-#MPlPZi;uI
zKvq7^+}CA&&?L7k@y8KWUlcB9b}i4eZ~ogZbXONiCsQ*@^RxkqgUZDyn%E4n3|ix(
zI-X?jxq>X|96Bb>7vsqk?QX9vYOLBFOkD9-b}ZhSG8b&zFeEtRp(bfiM~3Sei?6I=
zqVbASW@!BaIxye6lp~W#|6kl`u_Hd#SGJdcQp+>oO7r4NLorL;37L~wjEx7e%%&$7
zv2D!hd==!q=pG5WmBVvtn-G<|1mxUhs4nJcMcGzo>nx4EHYFO+d8Q!-ZYcD$FSK7b
z^ycuVWHm2Wu^H+BMs`31Wv8mkR-X96mcp-u)zCOMwLVlf-bzu)3m>a+^kpX2f<oxL
zxVF_P?pGD%+=V&XJ-v@UeK-!6TU_dS$8MJY7po;`dpzWWgEG5G3d(ggL{_YL{gbo?
z86P#!$AE8LB=u`#`;#dLIH{^sYH|h@l!^js4HY(s3-|t_hN_f2z0m;y%F<`0|A@Ww
z<g=m2H4O;FT~{6Mlf|~4ICn`+{V@Pb`}6syk{PLQPW5>)JjZi8!osz*j38--n;Iud
z%R=0%R_okj$ZtAiwV4Bb^byKcff32_|AOndbkXLxl<4wLz-<pU*P*ZjbP>P<VN4~+
zjkgo?GP`;C()QRO{`37N7sVC1)>%tY1IK`+nPn0p8GbHg>m*09X(2zi<2_$b74=Am
z4m;%dsF1Q;bwu7R;kjfYH_TtTJv*Wlg>M+><G{E6$nqNd;l6i0>tTa)PfA+EU*4ls
zGGK?^1-iz~LB+$<6+DqUR<A^9RWLYg-Lx=B$zT`QJ2KfjOZGd;?r4PWjx8uFoL^O}
zw>MCx<8$X@;A`f)w|W<<;?}!f=VrU&LsE&`=S{a*$-vqDfrublhB;^MPSdBKTz&m(
z^4px2&${KgbA({F?;!UT$1Cz$Y!`WX*E0|JYv1HYoT@BBZ(V2y3;D*aM?OT#b@d0Y
z9VMua$wyLmnpwQ;WnC)@XXV74Z`$&?wI@8r{?4iq#QL%winHE_H;N@HUqx9->uD*!
zsDF59@5s=%fas6AX@-{E^-A8!%4{}<WKlnAs({`P1RUAZ`QDrv>X;e=wgtxFd)1x~
zFC#lQWc*akI_+*<E5YNm+{G-<#S4Z?2(zv|;E0wyhBq0n2a68&zAhi{&k`#aL|A2`
z!Xw>+?pnls_d>nV!n;E8lC*6m_o9H93_wlZJm^tZmExsl7|L%{ecB#~X!O`M{?wc1
z=n_SWALcBs#43D2-X7Qzy;ua7gUav37M*16uRC$spVGMH+?ecSH0iG<UKGg}bQ3sj
zh2P`#TQ`0rrL!|vsQ4G`?q<qIkxr)xb~PM()A&C5lU1WH_pTch8b_9YP=2`P5`rC3
z&|JEuncYpj@?Ie;D6c_NO6-)FL~1;TL2f|XO^{P`rmPz9Yb{lqU?_u@&ix?w)#EAi
z)_hxj2}cy?Q#%8SGkrieP9)I6WT&QetX@>F8o5xd(PIJj!@ThWm+zh76%aBj;P|;f
zx=<}r9DmwASPeNgb0NP@EqG-T{d`>5Xe_w14euQTFeuC`W3~U9lE!^^W27$)@jQxj
z^$nQr?nW8Sx1ud_G277us1^D6-BnqbWRe_ffx+^Ve*Enq#h%&NguHhn{cZ5RTz>Dk
zvhvak!Iv|9z*zOM`v>2OD9Ph;kgxmu-a5qd{Vo?OK})!7q;M3LXZ$Czg5G*}<)v$q
zFTFW5t1INApXl-zdW55XEK~*tEk3;gT#-ZR$=lMS?az^%_n=1uG<nnT*tq!EC!`en
z3HQ`7*fNMdf8lRy)DOUyMyw^vtcF`AA(#tg&++saX%0=!d<XH7t}s`JGbhED&{==e
zInlnrg;&O~_!Z*f<HW)2L7zpwawZW+Isx3ASk)Vm;M#B$c+l^<VseWwgNbRf0=B^O
zW$TDt6m&dl?9MHzDh7NKA57D11l?achaoSU9IOjmefK4G5x(c#W``_7O}Xbt0_c%w
zA;zYI`<$Mt714hLwUiwYf!6A2n(sjtKvrL6(QwAjtMDI1d!k+&LtSa@aQbW?CD>?B
z$CDYgJwulECK7t@2;#`CrR=lL0AC|Da@DlsTV0=rG|PNN{!O3cJjP`2v3N`Hg|hSj
zBtlxf!T%XKAqyu@Gh!h~>u_oXeQ)3+K;VA66Py^Bz@Q^GOS$ejFqR!wG>AX#26hz5
zt+Muazz9h0vnmD%n7IWA9m6kG6Rmd-d49^eZm?cEnbL9Sg20AqIe16`rxvCoz)2ig
zJXM91g=UQ_JwM87<H-3ntmfUU8+imF8~T1O`@48-YMu`!DX+%q<#b&6kk+&}dY?F?
zO@Gx#Jn#=N{%BqfHHf?0#a+j&cKmLB#X^y@cx}#Zg<+pyVyxu()U?HL|4BTS>}Y*w
z9;`-M><}+IyJ&@STiaDb%Q0ntgW1O(^urC)){(hy;VD4lXkTBKr2deiH36&I{GmH!
z#X%faLpXz-NgkMRx?w!{1fQur)t#`i1@`)*5>vaQ67lq-lJJ)8-qX%p(~%2%9nlKW
zp3q~E`z_+t_eaJpPt33F^|>C8@YTRuujXh_DVpSN2FYrCgEr(T&s;GZ<3wM;%!C*i
z_hU3y_jl~tV4lgyuUMTY6~-`rufD%OyrwU=#c^&Qa2EBCp7Zur#|bb_m)@L&0H|@%
zK_-`MSFnAr)s2_e25HuB#Erdit(^)@9#q#h4;&Kkweh%2PXz^5vVW>Fjz{L5b|l3x
zkx`mm4~}O)r4<Fy{e+AiMd`08o&}Cv1$XG#@7ur?xXSYzJ>iGw=8ZL+zOp>`jcz*)
zua{<)2x3bUzg7DQ!AmXNF5t9&OvEat@mFzo<}!6JU7Mjkf_)SHp@N<6Cq!-MCv<y#
zb^vY5*a+Z5Ri7U)xwfvrp)iRrLeBjOxk8UxS(H{)#xc8pc#Y!BZ@vQ7Bb8%s8(#id
zKQbYzFKjY1%U6Ha@4FXM|L}2T8;4gYN-@dM^9sp#yghueziO_wN+ZHnm?B^L>uHCY
zVlzS&l8%{)zI>eit;Crq$(=PGm*u!&c`iu|w3tt)<%P>P&;!dQXJeL<SR6&>YmOip
zaaFO|&g6nFS>5z%m7q7*y9G11O$T#>Ml8l{F3SVW^5;X|FytlkgUW~fyCtr^lK|Bq
z<tPkO^N=Z&NDc<GokYmu;%bHppD~Dyl*LoLD<c~K-gSsLn_o9Oy)(IeH4w?Wljj}7
zq*P@B_lU+>AA7A76fZfcnn>leVe;t?;#6ej>}6bM5AHgxa%zvI$RqE5T086RUk{5O
zed-Xv%J0JIWIKNChL211f*0z9kG0*MdwW=i^q=hY8$HrEDce30GBR`c{W}5I9h48;
z+`NIFFsNzq{RZ5&+ar*JmzNMu=a!L?d2@VnLQND4J~)U@6o1x%h;fW=4<>RsF7wpc
z&7tw}@g*tH+59a;?YKW=As{9`GT8X7&Ir#9|7>d`=e8RAnwW?kCPi&E{!P<w{H*gO
zfzNT7GpH&w6mcN#U1(dI$fGvvk~^RPIh@K>f)nBC7_=8@lthXSvZeGwDgeYjY;9BL
zqoBG=d`)DVpY*}k)SMIW*liy0U^<Y69Y^AiT}ve(YLN;VDE97a-H_m#MM?-WrNS5q
zNzE>Qu(o$fPizW&i?K7tD*hJfwGMQOtz0L9Hl$Du8O4OJt$oqSmr$1bJ<-mWNeC8=
zX1Z5W2D9LNK-Q*z8?mTexl;T_Nt$-?ce}zaPjv8W-!g!l=8K@ulcsKjb3Vx_xuz6~
z{wO-vXNL%{{$eOEo@vG`DIUqDglw;S6Dx;xWtHNUuMxd`-7h@uqIny3oZeA|A%Ej9
zhU4T@jt&>7Sb6a>H+ySCOC6NEE~@8SGw({7Swc@hufH$k$kj=mr|S=`xuK*-Grbq_
zNWNPytUt63RK1s@u^tR$@X0?mBF|0y@wU1Zy^yUrkEH&09ZG1N3Rl-6K_CLPRgP|V
z)>U{7-jgS%T06UDM(<+RE8s^Bbc5@>)P>;~SDF0-IN5U9)JjEIgRdM=ImEL94zB@p
zY}-T@q^}00t}zxQw|ekjc%Dl47nCSuUtyMwj+ltLQ$eo(LO-V&v`0U-2T5dPg>20b
zCv~3T6y}$Cz8CVrdMC~<1qS1nVy~bUB$v?V(ODm+0`Vwf{@U|@0ja8YRDXNSY=_K<
zPi~JjD&gL)7~7y!3}VX#N`3gG{3G$W$-1f9j*;S2I3a47)~+fVCW6<vaMr!XhMWW-
zOYGgYmeSHo$e?{VTAhSkD$rGKgch<Pe<mlJq&r~xI0~L{Ve59ZF&4?LeVaWvQNTm}
zZgSx<CawUoDQvm3(P3>K70aF~M-#B^WZ|@yShHB-eShxtIW42x^o^G?r~L|EcqWkA
zet}w}O+oV6m^iupfm3;<G^H1H4h_lT-BLY=+EX05KAW*Z<sh-LfIoF&FY#Zpee|$&
zCLa>8MM8c8k&PYAfUCG42^p!0pD#7!dgU*A5@S_QrG#}|J!eFuOcYjzTD<hKQp)8f
z4UtKFC#^cu)QnCP`#b}bZ+?x+C?hHKi&F;4snsxfA)O+U8m+X0;s_*7Rg4jN_qN_s
zTG*aRq==@?$vniQJ|+w(oW+$+`lu{pW5zs?`1*#EkYvj@*9ni$R9zSMt)eoQM9;u3
zrOHxMTVq?HX+U+#No@OUil6(v8NekQRQVHyGAr8*l+E-lDl7}wdkD41ZN$=&lLHZ#
z8bL-EtMeP9KSp|~s6bn)-%v=sew39Ot7(w=;=xOyRaVkhIxtv1-kSV`HaHkkQ1Zq3
zk(GHXuVCxIt#C{)tZYjyD<Yg{Bnw0n{DPJL>h-HviZYTKg4oHQ_DG6%(N_*HkaP(>
zk!|m#(0Pq@zNevUSL4_tMsbjEcT8y}a^Pez?o$6<BJcgK1JHu8cqnYoo7$89>CN4n
zfQwX*Y5YAjDf*4rJ=FCo!A$aGG-DfNhxw-#oojXkgHk7_+nA<@hL}t)(%3atpsEp%
zq+9ZRX}}LQcJs=!0%aI&&Jmq0)Xh(+&DN<$<4>$>t#pe)a6x!cyi=|W)tngIh!~nX
z8#WDw=g#+X{jLs8Q2e%1M;4HZuz<f0pl&X&)z8oDxs`bEW3psco$$;j-t@fx`*z-n
z#LO|`)!(<3d}B|Ze07*Hi+uZk=HJrUI>&_4uh*HZnAEod{#v4uvrRc7_Kei|V>C8)
zMc(Y8B*lPcR}uhZADTTDb9IL_>K^7cP;vLl#oMe*$25MI2h#-!N4=@962JVoNl&!J
zE1LcnmVg@H{nkG*St+mjLjL`(Jnmh@{Vq^zWMg9)^W-Sy%mhtbUFB}!DsI|;(5hn>
zKZAb9tS|>DqE+t~(*d%igZSb%gD#(^j2-{tUuzv&l{VIzGgxYMQw!M2GO+w;zzWvg
z>Iq1M3p<&eh-A+pxVYG?9L4!7*EDsyKJta&0lHs^;naj$8EIY}GYQe?ADlZX%r7c{
zD+Up~j6O^Ax<o=bm=5ifR7fc&u>#z&uiQW74_{8+E*GBwv;}#2CA(`zBP;={7)47-
z!e_~^a-5|P$BnxUXo?n8je>q$k-gaV2h?QhR{z(v`0R?$(mbU(nfj(l=x0?ns=usM
z7-=lm;5sQ6VY))bffj;Ct^nRUi?y0~!^WgO@fxRU%I<b2&RCoNa{Ze0qYQ+ABckRu
z$s?kk8i-xMv_=I-@$59QqO#rZdEyG*2Qw9M5{e%&bCL<5vI0t+j6N&Vx;$Pvm>%tv
zS`Xc`Vmt;&_bv_C?&mkqvz!?UXQZb7`e-o9-d~17Tvwgmvmw>vZ(Lm3QweEl(7B)@
zE6C9?56e>v)Yn!(db{{oNO7lTdZHv9Xi8sciF;SceCKHRrMPsUGVD=KknfR<OR<2G
z$1O|~5a~jyWMEKp%^-*EkTB$xLp!xVWN+mWszK9NjCd<pwQ+u_4}*nfpxD|az5<e!
zzf?!MR_SX7cn|zV_rCN1vci7R>b(`}8eGE*ScmQ^Q_&&+mGg3wwjkzz(~@m^4YNv$
zi3i=KS;>x)3h~xTcB07hcyNa&rlN`+orDwRS~U^;IfQ6$U2vAyqPta;v=f-OwsNN<
z0!6^5`bwVSef#TyQU0UY!A2Q6-1TgQc(e{e7is#D843HhErT!SXChq%Wx1U%DoZKj
z#kWS(!BdE+ni4`E)sxx77-CS=WN?wlWDlfXeTn%>P~?@qu5S}emz1>br|PM`4*A|X
z+|a7nRdd(=a_N(+>FMTX?P@jgy~g_VXLbp_zrh%no3~rtMMF=z{Hhldks9^0&KfbW
z^AJ_s3*8+9)Qe4twC$w9hxfPM{N&rVOV;WrCbg*H^r~h|ygC9EE~)9toyGpInljSu
zK<_A7Ab)UX`~73=SoScua&jHoorHyDvuhdwpsbVm=p=}>vG>vuNnZGUwU>~(s_AEQ
zECCrK&-Sr%H3fiAwC5MU|7O4XlexP!<CT*sBG3;N!JtS-a2Xq^h|oK0NF3QPK;Uia
zLo;n*qwu%Z9MhSHic&27mz^qywSpqH2oF~&Zhr1VbZ%t7g7gx>N|7%ET=Fc{%SZe1
zJXa33=s@`yxuv)EpKSMWeocYZM1>r77P_Tqx+wGBY@L|M!vwQ`6;#pB!{ghvMJYOq
z^Retn22)pS#xQr+!gNc%1P6rZDV&wck~y{@zc)nfd#D`xC!zicL{jj3b&<OJOMQ6j
z4Ub0=@PN2kM)_3A-FeHMWG)SU)zxlI$bnYK`(R44@J8sK3SBhk;^-&vP9u^VHEVSZ
ziF)n3pfUN`WPgzolgANAkUTcR_woi=%GK$e)oD!6ge}{Cu&d#|zStai68_-5xTMMn
zn^T9Fc=IO#VT0fDk!-3U8&KvafWpPsGPZJekv@;{=FDSsVH%JPRgiHLMNXnu2w=M4
zH@ylhXL&AL%c=!nT)Ki)Rk{cUgag<YX5Na64g8|MUIZ_cEDG}eG!iafrwkshdZ4lR
ziT%w_&ur$qiBp`I?gGh4f>kaN)P<{etnqPrWTnP4jv?-JTbAX_S2%~dYZUKKG4ijU
zIth_n&5waobML4PzYB<y6hK4&Twe|5MN{Gk+cb9f^iFd949Cpq+>LEGwSrdj=cgCD
z0~CxeGqC`Nv8eiaCeu`^M#8g)&|)cMVSGK0IMv9Y0`Y{?ov8KKG3V2=G3f>0e*LV&
z!%mGMt>91-PFh^mHI1BBX|8>Dy-bY|`}TZrFI?X4cyoqRc)u0%N>uEy`CnYiPG|1Q
zC?EDl_*ZiQ6Cc*?u6t9qQ6rXc0jLyCB|0q|sU1^WjpFEwX!M`%Uc(5y!3*oyRZ4Za
zg?<;khsU(?Zu#)BRN%X3=SxxWa!?&zNvVB3uu|pwej$-tc+*J(3-9k;=b)||D^aRn
zEA@`1wi7^<_p3ht_dn(Uz;TpSr5a4&+g9&_$bnF`72t`r{tbWbo@wvwD|cvpSYB+J
zSW*O?&`ER3eO|et_kyaqdsUv+8S3CpcOZ&SI}_Z{({yIgkP7#m`O$gFqvO;BYOk-i
z>yfv%+Zg#YLWO_1%WiPZS(06lv9ew4I>239Tx-S@5}+JN`-)mRr=U5JmyhijHF}Xm
zAKMK(Yu;kvZ-;k~j8ffsV`yh4VFRl#q2}D2fS;0W;}P~>=mb^J)&3@$DzTe#z#pUv
za&H!c*2F5Y3-Z*57V5&r95c){JiKJ;hUat`g1rs5fltaGKg@vC@_a|{g{d%Jc{4$P
z-HrRY{qMz@=_2Xz+=T4=+=LOKXJ3M)8JD63Um*p~dgC=ep?jmzDlsTQDzZ0qVIJc*
zzbx~aG0#<_foy?iJ{!kGQ$xe4u{CnB3AHiu`8O49Y|iu|N+&|eT__3jTg#c60L3}`
zPkrVWe=1Q9z&$4{DozvQ`0TSYZ;vR=ru94Y9zKS-R0(Wf@(0)o&ki0Ue#sJ<BBOq4
zpI+@n$g!%2+;1P~z<)@3xr=aIguoFhr@qdoFu~j%dDII!nn}PRS*Ue_UE?xfU&{|s
ziSyhx^c1VMxIUfh5OiV%Pms*dppUneH)V0wAnDyPn<K30uaG57GBorjo#xui^}Q7)
zx|R5-g^Fbyw?N(bPU`K0+l6>Qcxn(&iuQ9Q&=>p!er>aDjUJ@R;-I_uBNn+)Fh^8r
zXfR&>9m<alOaQ_$7-FlKimEiq0)k+?c=wucl3+wIvw{=5ZFZ8v#MH)tkcl65d8uVV
z^Yim0LhhyWXK=?OR2J>Z!eO@px%i&Acic9=)&}Cqrr{Cf4&;)O(*_03$LpIEf589(
zfpL`L6f?yt1-`7t9pnM`SHT9A0SY<Ly&Ry~!_CP*ms9v=fy%*gs>s{<c!B;zra%LR
zbLjR(tBl$|vJj70)DX{e{BtYSwkx~e3s=^PZcS95Zmq3}Ys$}m?dx^Z6YtkT{IM)8
zZNyg4*&cn@ib#;)e4?!&OIVQPwF)e+RQHdxC1H<R?DVM8-4&ZOBI4CWO;<eKGlwOL
zY|TgSs&?c_-dj!wAOVGS+ANd#=$f)lRNU0^m#1Or!mWXAw0A=2eRdba4-bTxwcTfy
z{oX3?!4(;DLuF-!a~~sOVJrYO0JG(OVLqZyQ0K2UNg?w096b`rwiQ^evL0y3BiqBn
zqHwEll$oXyIG)3JgOJtW7#woBkVdJcU9h>zoAtJFH(jxeD7jB`=4LftAiso+_5S)N
zDn<+E2T1OiVe%gUvVw3JzA;YBY=GqZ9#Nm(<zRBYAQg>94uhohEk}HHqdQf24Qw9y
zPpCAOCFSx0u<FrxXR)RnkyH8DKD!(3q8iW5y>D|SO!?{A_Cd*MJ-kq5boq_28FFoh
z=x1o8lkom8t!E^UJ6V}P<iNYaly8bh8JxC*!^H1*h@XAHMQ3-vnmp}7Awh=P53GA*
zg!h8opQ*mOnY_w<DLUQQX}4$ecwxBLd-Ik`eS5jQv$Ff+_A)7kEP_V*@4-K1e_eIF
z9B<Wb9WY#y_gNi@zqZvL3PFCfzO7AoJo)VXL{WI6H%pO5=+oR?7KFW%t5)^KVe2Ru
z>s)(E?2!E1a}6F1KcmrI3cM{agn<045{|4+3**w??#@*pa#1#VJ5Q=JAYsP&^ThD6
z*_-Ux^Dpji+bYH7BZbdlV$|{#X4BEfW_8^7=EtcT-bO(Q6JGcrwsb}YElpb1PK>JM
zZ)L-bXTW^{9UqZ)obC(;7^etkWssO`PV8hgtB{gP2lLKl0Mp(3%5phQ)%4(RO{=op
z?C7KvnTlqcN0?Egz5S154>FOFAKtY@&%qr<&ocOxBSqn!?q<yS(IhPv$IPrD&B3p~
zp(9~ZP!?g5Q_5b)Cq_ho0*^fOf@}8o+U1Dxn>s#6<Z2yuD6DTVZ{GIfFUi&ibYJRW
zEN>+A-kvYnbtv2`>2t%C-aiEo)|0rmkR>|)el)K942Y@o@Sa;H;P*I4(hM^}=duzV
z{|ZSbsp}++JlmS}pz2E-+6>@*J6<(Nv!lq2H@YL_;r&@J;ZzNu7clg&LXUYVo07&i
zCWWRR&M`2`lJw<E^r>2rqhgA*a5Rb+&*|?oA2s+;7HmP83rKFmP8}sJ@1?4)5l`VD
zo5;-U9$h5acKv{xl^jC7bReLvH3AGxadqdP0R`*!I)YeAaDX}=P3;On!Q}`CeQ&J}
z`Kaa)?@krnn~Y@!-g*FhXL<Q{h~Sy$IKk>{XfuB7<^!rua-kTX&B!7=b?I_rbp_^)
z=VI7z$Gj4en;$x}ETP_*AmDeWg8)=n3U9M<bKho)6I|rY(TZoMZX^Ta=G`3T8y`sl
zJ!r5;iC-(&A7X6$0%3HRPS$z(C%X_G3iU>SLO*CL#?D>i+-Ka=TXPq6bQMO|T_N)P
z>`bH1B_><cyRF89P&K&Ks&jH4{n*wSPf&GO>Z;qCm#Q9Pl%RI~L@v+dWO05rO|HZ&
zA+L{WwfZUIvKysN?3_S}(t3(x$9ON-y;6(4mj&-SYgUD3;73hF|DG{=45x;jp0L;j
zTvJe1dya^7!TBhIXh_^k^Ul<R_u@#eaTR5Io{iUymxEsiYd>Li=J1H9x{7gm&``E@
z$jzq4oIXtCh=|u%qnhv<F~`?`S`8cv$<03@3^e|JM~8`cT)1Df1!)t)X|>G!m6;l`
z2G?k%Rlf}cDAHYu;lOX-({dggkW>7DIr>-<E?_Z7@(hd0Mnp7~RU;1#bL3wb={y5f
zH=AEjBYwp9ZyONaX}0W;Z8A^3u9xG2`$KR=-v<XEKEm^PvMmcg64rl+%-*&LH*XIF
ztVPmmQqQ4i+_nsh-A2bwPWR2AJu$vuMY5Akx%9D<KP$C<Xi+u_Z{<STpIeqw39Qm;
zxcaIckkrd>O=(5V+)T3ejU`WReRu<H(8-!gur<y|Iv3-Gr-&qA+2*WubSJ&(frqRe
z@yFcC&vtGnkqL(^EH5?Obe*r-diLVB9TAUa?<!(!nKZ?J(*G&#S%biTMy&u-Z+Y`x
z{h2ErdVMy1_4^{#NK;F^ikh#0z}9DXe{MvM?L1aw_XqjbY}g@=c9hZU`9mR|#(`^_
zwGGUG0GMEjwAb~>|D)=x!rEG(ZQTMb9^BpC-QC?OP=XdH?oa}h;%-HXYjJmXDems>
zE&&4E>~qe`eaJ&}<y$(}m}8EA7KBb<I6>DVX{O9He*G-zCi<hPQL9Oc$Z*ZNm`!+C
zTH6J~SmQ}ZTVax=FI?z2b!n)>xiNs11m<LVJ5Dl`^!`+Qn5|?Bq_O*fD=Aw)%$QN_
zq3Gtd!s*pJz~PB**VKx(n>wpBJgoq4*ojjZo<gux3R+BJB2ACR%7reqx`hR1{y|S{
zZ4U#eMyqzFvGE>W52On2%*408z!H!RzJu{y;k~Bd$e<OxUj^V=SdhD}auqLjpm)OP
zr^31$8D<xL68umsYyPqo-__d$y#?Ms_s35vVpnBDXsQE!s-<mgZqQ3&joh;Q1k>T*
zP*IClnnr}EaFUsOql7DyQEUknElKn~=o-gr-DBwn&h@2j(Ggxy_AtjYC-Hd+{V0ei
zb{-A(l$hv(aqvhNAZQ8kVkX4Z{Alo^e|<MZd8cWU{rRcKS;qhDWbEZJ8}vK+F97on
z=t>sjTA4GOAjDt38_+4}e)S&ertbrNu_|YFMu;CIb}M!oo5tB_Bp(tS&SB7|KvcxG
z(Ep7ESZoCn%oXBw^%$1W^1-?TK7NR~t<0OPZEJ<LnO4NBcJtq!CG%$}O3*vB8F@8H
z()4$JfJg*06t)f&Ng58t_Hot>G#f_fTZ)F4KImm1zSHeuRgt;5*g^Y9{_MOMP{dor
zeg04XbLoXR#(D1+9_lZ0hddyXOv#05BcbHcGVrUoNmyBY%a1Q@Q`g(X@6X{Y6pTtN
z9I-38fm{wjR@~*N4n^dQ6l7KPQ2Fo2J(ZxeMUH26dMlu(viVxw6NdTSFXG0hU$uh7
z`Am{IVK%b)Y2}<+IC@eFC^NuO!BamX3ZJyO0^swq8|(@>c+hgI${n@&B-+X2RsrC6
zTIpPR{shv<mEyx85qydl$#hE+$z&eLim}f(9G&I$N)FwyKcC-wbU6J<gt3fj8|ZT!
zrpVmS#4`U_&MG_>)OTfmmF-1%S%EC&@$r2_#6EB-Wl2vE9aaeW&9@LQATqM$XnjJW
z19e4UYcTQi;6SyTG!4#9lCH<ep>@i7|60>4#+D7#dmT?r+icwrhnL2^NKWEFL&a!J
zfMuqI6rcPxVnbrYCjri0Q{(PA-;MO?&-X>mCyC1DTxa`^>+Xz5`28EjXMfFCwfih;
zjJuQ9kOBO`_suwr^bUQZ_F^>lH^-j$VXx1D)7A(`NRpAbEY<d_ykmd3Lj97HlS8zM
zRJS`GH}dCSxV`V^^^SQoOP*y(6)LF^-A@;*hODxEA2gri3fiHu3{v#k@02fPRh@Y{
zpB^taW1)EsSGpu1Xrhh^pgcDx=O-;yT3Xu9!})5xCiylr;iC}IpITtDPs*D=m!i3)
zge~Hfim3@MDQVtmioaSSOO=>F>)kAx{r%<EsWBzb6OT1Kz8W%g%FfH#AG#|vS0$wY
zMVNo|iDt9-_adKFREwFm5_Uan;#lt%N8VMASyow;x7tYO1vXY{X2eAf+EsJqI1uMn
z+|zO5#M-*k_g_+++uzgG`Nhm+hdR&XwM0m`(-H%xszW+FdR?y><5&nu{~RP`Il#`t
zE)7gV!Y$p?aTQ#`FFrLfw+>qRd~{WvM?A^64<6KR*`i5W%Rq^)Zsm^EJ*Ar0lgH_*
zFIBYA)!}7)f-^T{!pA3?Em|nkjF10Rlg(FUq**b%G)U;@e-67$L9L)eVCX@0{t^v|
zAjI!Je+i~<_kg!ltIrNfGSn&T!;89VmwaJ(YXzD9X?aKq=OL!w2j!B*vdt|?Xo=R0
z-i~};$yJQ0l40~<pKI)6+y5kAcF+_Uk7^Yfp-d{oeZQTgRQiWtS-<aa%<l(z8nM^d
zn++bPUdTdOo$3<-;SE<E`3yz2_5+pQRt4j`RUss$<uH=cy<Vm!<Px{gO2W?cvw01I
z851%-AyGd6SCPtu$HuplH<tQ_yv1Z&Bc%-`p2`Y}-7y@m$*iAeN=+KXi67dGGq=F9
zWcc)qSRF?qL{diBbNz6rZU1KLD6V&#h)T}n%oNIyeZHGZo*V$<>p@!QJi$$*TgL@Y
z^uC11x%nh(V%Y)7hmTvv>5J-LwAXSv$xHLu(1CY4*8}C*9u&JY&oC5*6U#lu`70?M
zQ}}A`+P)DiiMwXT46;k<+a}0X{l7;zgaiX=P1&xt%%qG;h{ci)%tOj(4q6Pi9ZUrd
z1}tWR&NyO5_Fk9?_(X-mxc4HX&~?VTKEAX|$AD)rqg;50rpfuF@kWogb-Z<WL>)`l
zra;>2A$pYqxlrd3wDkbNJyK*cIf@vy5T1z`6`t2|d)m?DT6caj`E${%JY2HpMxHb@
z=f=({=?3f8tY;h}-$Kk}-{20eE5N?A{FYzeN(hjZT{^XfCqfly9hCEi9hCErzUI&|
z2XP}>M|?Z<56#sN8p*?yjs<1wqTAVV<TkP)aDy~Vf{JJ$|77|n*^-mYf&vKu4Q{!<
z+xb?<aeA=G!Y!TXhO2nx?2GG!roon}M45;I0UrkiOC9U2Fi7P6r_N$wX2{%*)Mv>^
z#+<4fkk85LvRni~2Ls1bJ!^1cyjZ#6P`Jts5_9;d>}9p|8sbgRA6cBtGsQ}hGj2w!
z#K*~z(<Ui>1p&&Def`tYvq*vnD1OQ(;kz6)Vg<)|;+(s>Basl5RR5Ls(A-|9a!7Fm
z5;LFPvze|APDEK*O-(bpYrz4ye+&k1bd;TijmW3`d`g3+r)KbTfv<LrV-D&CCeiPI
zH47>OpCddD>TIKZwf|MBgFgcO>F3WQQ%0Ds8Y{57UWB&2p$VbpTqSINCx6%3Vh^z?
zy7G|B&yvg~^CJ+WbD(+=w2-B{(Wc;FEDZzt*@Y7y)+w=%1SgVdQ4U4P*|^2zFm$cz
z6hb!Lqo$u@#-Ed`zQb!`XsW>Ha^yw0jm<0WHRoIfQk{pBSb(oMu3=3~vG(yG+rgGz
z`#(SxBo9rlxk<I$B?Q@L4Q^9VqG{K)WF;{b$+&ZIG}C+l^&<ulJeEFd>TmGz0`K>>
zqWZdz=9hh>Co|M1Gjr(^aIa{ie$4Ih0RFj6xVeZhhL(N|nnTf4=ar07C|;+P>NwcC
zfJ81|iI811If+V>c8C#vUG0I!15C?=);C7Yu0?HUJ27uTXv@N>$2HBNN0sy%WnVtE
z)4Q?KVz6?sE^l0!QHHb88hiB5V*Q3#QqHHDH3NE7J?t2-1{7;T$GDCoDb1yEQjQ)1
zGoU*>=TN+OFq<d^$4C96va7&3m^CK)A)cguhOcug<I+;_SY~{0d$WIWDIs&qs4Nxz
z!znsu^NGrCLO9W(f$31N1%f{^$C}C~s9O}3NT{`YZVBC%vNleeQm!<_{`7Y?u+q>E
zk8%_4=|-^}X;Qi=aq`NkI6DNQZFjae^3Ojn4#?<OZ{8<Hk|^)8-T`qjI$ir9W{u*^
zQT2QEv~hd+G-m$mxkl0x6Kn7C26hLIzpJbVVua$J{@bhy=+#t@IsFz%6&OB{PDa|(
za!xfRBHu!mtwW!WI0mi2R}lcolxfX6i`#Nd{|=9GrKzM~%d-h{lE<1H6kXei2mz1(
z4o&PV#IYFox;B43q8sY^2`qkII7y;CtLP7lTJ+^-?vnq!$mb{3QjRGr`+14Ijq3TR
z7)D*!I9!c)W1x7$n4M4OJ&U?beEM^;<T<bWcGZCs4JV%ABn`z`8*955-9NuOQrwfr
z`X==GH)WMjLLqBy42mwYq*AHSVk5hb)TnAl!93QO&C&j&DLMLho!)<%P|kQ$Aj_oI
zvF&P);yT_Li%i&@#(B{oo)H~H;}n@_!!}ry5&m3z*_jpN8<c1lc$njyZymVumXjOU
zqTa+dcXVaHE;y%7Th?Fnl4WWkCzom)_3?|0OWc|>JlFkY;P6W^_gktPjUbs}RT1Uc
z>;r1T`{+1#YIyY3XSEyq{8@=vys@A##l=D?(ncsfY3bMJ6Q_Jx_*GfD>=SkR#q-G4
z=e}8CyN=(#s;hpvkGx)35T6%uJ<q*%ly~kkop)nlg#lVY*I%IDR*+f3YwbEbmn%K3
zuglljG~-mNxiUd9HgqM^!>cc9onOTp`_%eME<24UI(-g*8uGHUE~2*GdG$F86?K?v
zyxLn^t9_?TnRvPu7D!Z(eAL*tj~&DUm?`P=EZRA47RdL6JyYkBHN1|RM!b)jb|le`
znXdaaRTTK+Ow5l3F~74_5^X_nIdv-*r^CdS!6B6_F1273&la-f>L+A@J)*8{9KK()
zdwq}Y$m}x<Z`JF1weZ&|BXj-px=w=ioZA#WUol$&&S?yy9#A}#59D-E69G`Ec)Nd-
z=l2uC%I6Dl-OUe1usUd%=Md$E0hTlIo)Twcd+6)Ol1xx<o%R^(^Nyw0^&JfHzhKk^
z?!T)NL9G6_ik{AG{s!8rk^1~DkjpfATXX-7u=n6bEMtDN2kt_bl9``0RK@Y7SKB&>
z2QM-HH=We?fM?_7E*{Yiu#rlv`CS)3Z%G9i-)3L2ahAd9kl-R}a_{rv^ktS_Wj-CB
zT=s&I|E(uSa9agFvWM8fUr)nsZHpkDA@lg(Uqj~BZr<I_B^T9*v=`KF8y3}|VYU(O
z?azVHXB8?Zz#+7a{OUjo-m&v2QAR{THc4HFaleQV057KW;C%KO6en~*2n|=9Px$N)
zE)d#yJt1CuwhyhTp$L0<1rL;Y(M-t<8UH#UGzc610qN%1W7{YEVSs#RW2^T_XdnmU
zP(fyWB>v!)mk@C}*JD5PrI4+2Rnk|@>idTcRA0D91uLlOY1VKj2^!Jflsw5uuXko?
zJqU+EiG_U9*jK!(C^TjrDH<>m)Z%weVuK^jCa2Y3fW2L3zl{%G#xXLyWsIgc5j<Kl
zq_U4Q8tR;Rq7Gs?jp|a;^&9sCs2P=)q00Lcdq>eWPV<7<(S2c(IvYWba1HOFeQD4l
zGn0d&%7MgqwIT|U%u^!Ug!N+rH0Y80QemTr$!~%D2{jsCY%Qp+!p43kr>lr&jigY&
zdK<R_>U1zuE<>QT#HQjge1v_$NBJDsQyf48;lO{V(s`3lSRYU4!yqP(A`$YKD)rxU
z6@?m!+-Xna;o7?1o=*$0-i(aEctd2ME2y?g^?0BJhQh_z<`Z5KLZLWRmFF^r2Py<O
zn6$ga3PV0_k7WDK5MR2iEl6bzdSr9l4?ba>Q;)U5^*$``G71Qmn+sQd6`^38!ZhU_
zg<pGmK-CXMKC~Y{(snP}SmJdkhbB$`;JcF(F4BIoronq7@nd5P$&UX}@hMNRlA)J8
zUb<psT@110WMNMJr!Lf>I2_PVRsh|rGooX>708F8<qMk~7?b$l7WdQLkwa#OE-6eG
zD6uy?(c)w2);iybRkJ}q=PXYfDm{U>G|FjwG8UH@U_NpjbLb#Jtr-gLyHID&DBx82
zyt<m2DDwu#gB>?Ny+&W-<?_;eg$Mt^bwh6Cj7{C;P&8<R)XDhm)0tRSK-8rlIJ97n
zWiw_tyYC;Kw@<gtGG28yA1uM<`^yax>^4`I%qh#}*8H&6os9|&N4Wf&2l@rp=3J!c
zb3`O=6<m+~8+ZShzB1N}GDvu<;XB0|uCm-t0_t7b8du8qDmHIynW|HCSB%C!cyiy>
z%XfL8yzVhF>uA?ch}a1-+)UMZkSsX2L?j9YWokh=O8d*F1?v3;T8K_=nl9MzY{2(;
z+JJE|amNLckye#_^~kBs07!MT+n3&Ns$-W>{6k!pWmQI^f1eoP)RxYN#K`DO-hiG+
zTCi0WL)wn`$sb;Gy-LFQ2}qp(h>e^7NBn1_Fj~nGCGNJG6?~d@b6YX~<+pFUL5Z*`
zw2-#l{9EX1H?{=19TJd@W)1E*4@t1svIpKzy<I(D3rRl^ji=u|cHv@`V*8r<YK5+J
z#%ZcPORCyy%BcXsn(=E>gUV5KG@Ou(gsP;uYfV9IS40IO2tUaRgPVS4s#f~dqS`*W
zi&6;!$=JYE7ilCcL2&98<k4N-QqO@RE%H<Sk8IJYN8#}5s(SplL6~|CZ!e{BP;sn$
z)W5%L&y?ci1vs#tDcB`6kk_vsR<2Ne^5sp*+8-U?G&9!BF3!cgZ{@e}hD8&Q6KQHl
z5r!_h@A>_fLt@fC=aQpV_Kh|eBCdo*jrGK_a&y_fqml^qtl^sN1Y&2L-%b8s`KERW
z{Hk(}zS66)4R1!BqGRH2*Jxm-q@{)7;C?MBA%g?>i(_)rrwze5n@C@~=@raLBg#%=
z7^HKR5$ZpLCg*9|cx=p~5IdeC)yTT6ihZ<)t>NJP)H21^30t8OXGA$P62_c%^$4t^
z>p~b0f~nUkIVeX`2+BxHRv3!h_h?Oo0m9wt{n{3M7ZJ{`!Ix>elu}+`VG;{H{e?o!
zu)yMNaGLyr5Y-8{+Vq*y{KfG-3p!;m8`RaWDR3ZNuxkO|<UfFhka?zjTowW)L|Z#k
zBZ-NQ_vqP^P_T1%JBkRi-y2|_J&1f1c#&X4c<|()lEHrO1o>z^YbN^BV~WXI?v{C|
zW<avCQh)GZc=(Vq?WH^4T)+QYQdd)cX8RvSQ775HCET|t&&h8nY^B2?kIHnotP^Yv
z<5^s%!sTPsmGW!+g|wIk(!spf{bi}NlAf`wza{ibY8wm8Mhxbib<aTNJ>8D;tqm!F
z4IwBr6OmQyUr!VnS>Lij)J6nsw7(&I_=m?vfTV`ar-~_dt5<t3q4eBPS@#b&ZWkDl
ztW$pYf<>kZU)(kH4Faykg!>Pm*CO3r@m2p%^QNx+ylQq6KJ37xtnrFt3PBfy%Od1|
z_$_Y~m27~JSFr-2>tG+-HZ34I&f5Wmc;ZP?$zI6ug$pC!r&+T6+9d6Lo;OF(4r%B>
z;r>+pH1d?pr4xVV%<<pfn^8vgw-k9h(sk@c;Uqcml7|RtzR*&c4&dosGL$5KNq7*g
zkq}21nvoeXO+rk*;DtZ*o(C}iLO6)irP7Y?2HKoI=|9R*UVsQ7vHobKj!z99;3q`h
zu3ey&KQTc;Mpu(tQeILSwu)#+46;T`J?Hf11#<q$1@b8y?d~_DkAN<s4`{X=ta69u
zgKyUS&@l<a!rB9+)$O98CE<-O2O-FxFrmm_Zw;4ywnInR#!?z3#8!PX>~wdm?U{w&
z&D|y&WA4(*A)Iysq|q3WY`cShKi-+#Y}WQIAlQ)}7S*9*2d{86N3(omNKjjC{<CeM
zEXoU1oK^(C7z)atPUkkTe7irGmZ0i6%D#x@xwHGGk_e-~xvGYj$iaDsQR$BXJ&<C5
zJji?xwTG^b2b#01c5zeq(f3#0sYh_}Q0G*!+Y(9eI91vaF&W(6$8Qwl?3R~YOMV`(
z77VLpB{<J~b<e9lh^Qpl+RGkPsQIh!eXcwrG1F|Eyz>*wc)+|vJV~ol)g|9!_q)fh
z&F**kc4O-ph>q|MBrNQ_{g<~ZrXz!L)tOg#>w(lbyDv=*`K^$z#un$2L!pj1r$x8_
z@Sg(BUJK%lz%w3898q<Bnb>1rJh3)dza33izMUk#bB{J|40Li$I=vN{HoPzdkv$0K
z;Pk|l`=XMnLd`qLztED6_b_3F-nd>E9v9kw<<%k?e07{yple;6@~1I#^Gxx#K&>c|
zS~_uX6Wd?wvm2ukL<eeX7aRIh0{HTWvs8V&meRLwc8SN9h~Hw*j=4h`pf`fN58G!>
zY_P7pVnI!b3_t1*CN5*N1%{SqMq!|R?k%A=Zm1Y2UeyTj??UAj?mb}m_+wSC^gK5G
z#pUJu;|zz@tgn}l!gPMLNJT;G#T3`t`qJYjknikA;Ow>s=RtW(&p?p)`n<_IYO;M-
zsIULv7UZu)!?n1HT@dW%{lH!oTkqdRkF+BNMqI$r*+cBvJr}gz*nRic?<EVo7VBQB
zG3W4q1KF*&CecFTzx&&-Hp-;)+Pl3?^aR4!c;9{t3J#{=<HJizO8P$kV2oP}rn`ZL
znZ{gQIqe-D=9iY1ZulfB2B!&oUHyE^W~-@!%7W~?e%I(psj2#hlM3_VI$!N7sNFC#
zvkKp^e@C5}@s|>}ZkrFN@l}Iv-61XJ+y+lfiOg)9ss&w_(_g)FGK8PZFKX-b+je=)
z*p&6!Vk`PnNz?w(>-r1wdS5PeM|0LXFNO#s(#pNsDDQ=T?OfQSk(JZq0#|j#Ry=ZE
zDd<`5{7uTmQ28}7Q|uvI>bqp4T`^Tq(27Ji63L;J_p-HV?@eIF#8f?~+_6)@nEW{d
zusnYvXrZU`U1wrzcDtY)pG&!(Zv-|<hTmd4s<)JJSOe8oiYjVYP3C9Kf78a=7W;Xv
zc`z{W_o%4mK8C}yT;7&K{?{0_{vuK3=P$=EGec^o^c(?0&yMk}AlT#ThQ-z@1Gv$T
zRg|@p^23QwqdkTMgeO<QiqQX-ux%T<yHAs9X%NabJaXM$3v=2J@huw!q}_ynB{U1w
za$oLQBM6??xvQpZkdk0DxLV5POs@;9`Pz5B)$9bgc_5XXV0$@wsio6k=T7Q&KgYBH
zbs3KX?lqV;jiov>Ss2}hJ;8R+50Xe$O8N=Jv&DA@4+Cr73NN1WunR4FwEH{@p#-N<
zHffnJ0*bXR8af&uwW3Qg_C%h(>R3eB$`CFlJX#VimcC7#o6efjV@g_^hu8i_;Wp&O
z8<@lbo@7N+u#VW8{R&x!1MtQbUayY7j(!<l@`XD#Y=Nz&*;X^P{tmMly-DtDLtn+F
zdw`dB_k~%+Vs)xhT|*8yynl@Bzy{4-<%O955OBH+SqwAQGt$n9i{jz`B>i39qedy+
zT8>#;`W*okb&H-mq)WQvJ<&GCqC|{jQg=9d@_3){W|V0=r&gmXB2nJ3vr9Xu-lY%(
z^VC(f!w|Ele!AYSSsptoVXZ{B(X2d3r4#1(T^Bq<kV11mwBK;hdMLagn*sQfL@21O
zJ5y@rexj}uOf^80YBf+5*gu7Cyhrl^W`NR7L9r0=7Z>yRDGAvp_kPP1Hc`psL9lf{
zm#FUOKD|Hb<na$S;)HHpr&LjBJSZ-2X{!1v9(QSG{9_u<<9BjD2RoB1P2X*&Z@CMv
zcHw{mv0*Pa^y7s9Vr(clLi;Pc3iBt~t0aW0j3PyXk~eu@jr<!@@2W4(s);+LjKm{M
zy>x&RVDX~%AmyVIHh!5-rY!?>A>IkCfRTH=`L5cJo%%Y#yOuOy`R|qPYBwo-9J)YH
zFh0?4jPjsuU|K1N$AY{6bCM2!s$P&936Gu0m?P{>XK?s~(fFYLHazH6V*gRc85`f`
z$xI82VrGA(GgX~+C>Wx7_OR>UYm*=L{|RT;0~(>A8vy~mJjSjsA~y<}TbU3|2zt6y
zq6VQBwEYX>5sTBYo}53qg4OhvTt^GK2M6GL-i%&Jfml_-wu!Pi>)nbA{39zprq0mb
z{z?`wtZW-g5WK#sHZ=>t1ZbbNCg??|K*?DCI#1n<hVhbqe?lO&Nc<7*!+aP{z7mC-
z@rvJVEOFv=bUUs@Dr^UbMpB5#(C~0}&25#||M@{#T?u+yo_g>VCw`@_Jh_7gk?CdE
zRhw&gladD)eZxzQK+AQ?0JS4N`BL+BP1yyOPEypzft!@a0rp@rIAEmKi8`v$1k1o+
zkP-I7z1GXRL0i)IBXz~Ih3*a!DcJfN-dr6rTZH=ft&5z$^)TeqqpEgMs&v`89nn8N
zEeY=1YJ*CFoh}fx`lPK3bTRj*A?RBb&$H1)vrAWMgVdRRaZuBoAEDnA{!U&YV$)*g
zc-^AC;iU27!m57fKJMF^AaMocZ0<rKOLB8et|R-!$8h(%er+p=iz3?bm@tWE_I9Kp
z3%x3W;^`%W|8>Rd4;5tz!YH7BDlnpOKM8E-i47P->$g2`5drIF9W;{}{!Eg~vLyl3
zHK04&$K@M;<)Ugri6K-wS)A!fN@r@aF^djs1~IQb$)9)Aij+SMeCjX4**#n7Y@a6>
z-ez3+>|Oi0K|=Wl;tr=0hlRKPxfPE>a&Np9dd*)VVw|p&EVjTz#T`jmKLG=u?_$lx
z3jk=*G<<0*N|ALErxDRy&WZBH7ibuY=ucthZ3X6cat_rFxpI%2(vt%!fydh<vkTt;
zk+Z#dOcj&H$Lj%x1QXbbNitfzoroNfrKxdEmmMeT0Zhhz87gI8&oaq|eX?bzKR3Ke
zNQJ@>bV2p3>Ik{eYk!Izp+W%9KR?7Tmf+J_ap?Bf?$j1X^D4qC^}m$fu+>${x#1c`
zPx%@`k>0Db=lYH}(Hs`W_G`<$=u9dl{}w&TI6?#~-FCf9<0R)8Ihd0~@VASg9jKt9
z4;~M_hCUS-s-POJDLUVyoU@AO4KP@I-bsUB>Eyp=rc8G4O)3^P7#Mb)NLsO##|dlk
z$u>JDL-gvbwat&Os)tomE>;UABmI8LelJYfi5L>w@eGREvbU17l(G7qr&ss+E*OTy
zmqKY8kN5U27>$i`=a!t`5aD{cMxQtp^XDQq;!TB7L36ftP?8l^1LoWJ^QkFbsO`N+
zFpD=81i(-doQW`>1Kd`Yu9|LgmA`UfOm<!Nipd_{L`@UUbJY)7bM51kWXD>zk(EVH
z7f60?327Jnyp(%<L<N45<`yMc&GQo@=LmPSD?W}TBDHDisYeb2GvYfePzt8lR;CWk
zO^yA-*2`}w^Phuie6tV1c=OvL!2n%BHz)3ad3<-0x9B(hS-ju7R8!N7Fn+gHW~YS~
zpqo~`-P?hb=<!_Pnx|LjFKW&MPHJ-h<iqLZ-@d=w1p2#y=79eN`=l;Jp@BT6Hk88t
zu}T@K3WPxJ^kv{L-g^a7Fs^NUz)NZ5Q{yP6w<{D~zgKN*6OpEE?tS4}OD_4|iT-OL
z2hH*6&F<pAvc;&Z^_j6!iFV*y={-V;u?sB@!@EGfBO^IFJk#ae!v?eo#Jd{trHIP<
zo7D0=BoAClx92^=*Y+Mk2&^rhRt*Mdfbq1bCE|Y8WFIVEdINP~-ZL5!2o&B|?XF{=
zg8%Y{L48NHK+<;Y-s}pU|IxjcX`Jfk9~g9W&k*`<Dm<?b4=AkXwOc$`SjxJs#MZid
zbYQPnn6mD;Zf;*RzUV)ViZld??f;JgrrSoB<AZ8nY9y8T`g_ydtvolf=F$9(r#|g}
zH8A3G!lOtYLE^B#i2iPBR(jX~kmQ3K@!X>u;P&kJ$eYE{mR0jV`76kU-(ayWWjk+a
z^r}W$TJmG^d331?cs7W-ci8{|Bhx6#*nZw$_Y^tJ$F=~KIk@#Psk5tS{d4}icz<c-
zm2>%O==`4H+}Yt({{R$=XN2uMy%=E|D1yPgeR-3wY_XTrV}8eR?>%w=ukUlkVCIRY
zxtKeVN?t-ot50t(X-5jJMAfj~zMCPo6eTKV(_R|#>1^JDmQ$tmYi>U#UpB{z@wLb3
zs?1#yEsX&l{d|$1WcK6!m6=#s{))i@P*g9A-Li8*H8B&&JE{`coc#^Hx~{G-M<TG=
z^U@fFOq5tdLj$}Gzn<jsA62!*^>AkM6bfQ7`uf$>tXGA9vHVNmjmy1EPvq5hD47`)
zSm5O9+PBpcxV^Ur7oTT_T(VPix&Z*Js8Lh=`_;;b3B~603?2+*6RW;0;7QPPOPc(|
znlO&-n-cZAt1B)2p3#9Ddc5n#=GOIcEtqWA9x`hvm)9}44RMw-%<;r?s4<p$5BK5l
zkXH(7Usg1Pr;@67<s4{Pf<d`%s{9Jdj2s_&A#o$C)edG3>g7_L+HATg>WfEhx<R@R
z)RKgSP5bHb)i^|yQlSEL<5#Zl$%(Y>=8b4EKabDMSy88ns8IfWFwv;+Z(uw+-=5_W
zi}s25Ml1#s6TywM?BFrGe6b-s*8s&?v!XyRlO<T)Y`J)Ek(va16FKxt?8LCp1Kne8
zz{fEk56Qv5neC4>|9s~O;X5@-ywm_l47k_a%Z^S!>3bsBFQ5cf5d|T1!>@@+`BkOR
zVw7W|zyZkrMOSgvv{?Uf=ZF6n3<G@RDP{6GhAx2`so+KuS-yTi@ets1$j^^fp+o%u
zT8IaI2N}R7mX)4Aw?44m$I9XzjC|>fs@yN^Q9M^GB~={nxRNRNhU@nfg2{nsbn>VX
z|IYac(nzS>4882un-jggnEm6YTAVN%@AAme?&B^w7hl&P828w;a5?im5YiTFx>|-c
zqg_dJY0gtQUr=f!oA`<n6}=7l2Bf|eyZ=9nBlMb$pIqf3IWgV!-M#T_nV=*W!Vy5t
zZS(TWLs>nTxE#l)O{(!FEE$sULQTul&W4|6{jxLq5S#`ZZ9gvE9H;k7qH)GR$Y_{p
zpiPj`-<=cB++UWWV?y28<mO8WN{nRwN?-!X_<)x|UZ(=_SH{q`K?x%l5dnE`(K37~
z;ud`A3m?%o{7dgEvEaJIB*ce8?BY?j<Y}o4&_5NPI9;ZyCtYPZBi;J}+neXzn-UjR
zR<sf-)^}a3lv9FyL&V@_P2HG}f1!fv3!*!91!fG6t6+OBxFbY+jbZUBG3|Of!wRHa
zWex&OcZ&O4SR+U!jaWs~&_YY2DC8DGUy3HU%hs#OSHZM&6aSD_Hd)(;PsmupOd9W$
zk6*%-%h={l$oJjw?TY5MK@Nz2k7s&*$%SINlW;SX7E9Wd5XZ!<7~<@C8l;Cgl{BNk
zvNS(XKXz(sNBrY;*E<wW1EPH4VPDf+HztKKPeXAoDMn#YY35Neh1z@-M=;Fn7m5!Q
z8UzvGnrWG&#A?DhX`#0^F$EW}Yjh)uHt&SrD5o!WVJNcnipi8?D~f+c$~LHchYd$a
zK^nbUL0;LCk47!$wj<{bfvu6qo%#GJNvB!K&Lm&tol3AiKEhgZ<#a(2*q#dfRT9(s
z(&zZ)#9YelPX=v|&GSxW6pX=BS$5LJgB=Qo#HD@C;eQ&TfXdUC0k6$Opr4g3)|rZK
z%6onB$D1-}clXDC-CbZlY)OpVnP|VnJb=a>902#Cc?(=Z8=hjB&9Ex1?|aI?L}}EU
zrYM4&T?4P?CKf`srw!OFyuFd+he7&|s@%OuW{KL2_0BG_nr%Y?acj1@{V!K&|27Xy
z`RC%W0B74bnl0S+$d0LJ11#+R^l9ITljH9rRr|1r4KW^~b4vjVYyl&5VvAF`zSxJv
zw>&IT!SO~Il1saM+0qUJZ$xZumV4o@#LxW0L)Wk=?$L(mG__2pYpFG$+)&zW-KBZE
zGxcjM+ux&y0X=(agws4fcK4BdZLmUc>ZxV^0enNJiTN+r5*hrRN>e_u^pMN*{p4w+
zA8GpZnBL)4YvZf~DfYzPdrD5M4d_zB+IvN~+rIC3zb_54A()_&>;7k1E?!6<)O{$S
zM=HjSV^+x*OU512EDr@KIz7n3ggiLpt(|tp|2#J5Rz)wlT32hTwzx&j*to%6v8BdH
z@bR$T4lAl@`JOEnIT{>V_e`u#&n}%4E8v^=GG#Jk@KmtUefMz%v8|QdpHKiS8K<W!
zVJxvC_e$sj4l6<=$Hu3qE<vrB;k(1}v?N+n8Mxzv5LHUK^Ni?Vp4uk7W<jk{Yb$=$
zHCtkP)ZDz%IZXl+!B*zQd8Kgnfme3QmsRVZ-zNTgRZG5pcsTUQo-XRG%9=uPXf#8J
zLOJ><HWOoyjp+A@2B(=IGu9IdVmRHh32}{eW#|46U7tv-tfx(=G25f?3tmaE<n+pi
zy8^rBM>*M=UBCNe5_aRv%_ksohHq+cZf3@B53ji3<EoO!vgh+0-}efC>ZzBehn-Eb
z@7U0^4(M;8*jMHC?Gh_r-rfk#QNPF(C2gJkdZ?b(82CBj$<^0VY=ojioL6v@@50g1
z7TE}rLnH+)7=L}M(N}$Q0{-~<HK}582K|Ut##V3LHb*u;P-vP0O=@+CM>#Z@P>?uU
zMx%w5MDuh`V)Lc}q){h!H?tkNS**wY3K2)aOBn?Bj2lGNd?lV{67LY4_=)q#-dIOP
z>*ng94dpUivG=uv8KKyhnS~A;DPJD<R`sQvpw+%Yrd%iR<alxgui}4eg`AlQWN>3*
zyFCOKwWPiw#e(1wNtvgv0(T=iuW%3HEpHfyncSmdg$=Vuc!ztYJQ(fK<0Fr&T5p<q
z^m+*G(V<=FzZoQgLb-abs6yqfu{D{*9JytQF&ry|R+oQGt@-%&m(Y_#j{AP2>6V~z
zzLmvHqY@0+u6BP_Jg+=}#}I`4yc?1snOogrKaR!G7x@Ja2-~O&EF#F8QJkyvNi&A=
z%&N)Ph2M#^C)|pZ4rSwZ<Cg?U<OU{10FDU-Eq-@@?bCaQ)~QXIrG)<(8V`nr?S<~9
zOhYHV&A6tw?SZI5#bhY{X~w1d$kC;!cY>lPRczdhBu3*-7dE6Jj0vvAfXN&7j<N@@
z14p)=z}VH2Qzy=>NToi|*57z+i(D`I{{IGz6qx%{2yJWq%|V)$r}x}x7W$XMGTG3M
zEI02w^^1rSYj+EeuSs8GalxEKO$ev}`uKhS>-6Yk#l4;p_wQQgMctg)ns-(#n;h@c
z<N|B!WVw#bYR@FD)n$R1wWnGk$wh(5v*9?f7<Gh))M!P$7%+b3{Gdx2(s@!bx2=o$
zH+D|+P_NH(wYPfjP>7#I5dR!@Zc+wQjGQeYsGuWTW4tTGFD^KjB<Y30LPg}2=f2}4
z<qw_xE0;!1$inMa(xxKw09Q1qquxh&7QXW*o30+T*qqz^9Bs;?wwe=8GqEw*J;lnZ
zD6}@&eb*z(Huc$kQZJEHDefzIU}EJ{9^SIvNY502@I~=;?Fm|FUY0*BAHL+-B(=?B
zL5@3TBD)7<m@-h6hNf66M|hi4VveQicjcr&&PI-EcMe4xV$c3Ah~_>%<ON-LU4Xa7
zdd1BtQbG<>uiKOrts58K{C_|8vZx8-)YYl`#)tl-K74Z}eeythGFE(QO62hM`l;%@
z`RYQZ)VR@iO!hg?*LA;dj=KihQtGV>0<DD)_v_8h4e9<@Y_fw*5dBdG-w_gNRq}LR
zXq8hx)aXb3XH_)T)6fX0>Uv9~-C6JQ2eSN$(LQ{+XuC8v2#tzDfpWV(Rv0w&-k&Z~
z#M7fi{w*w=4ifu%m9*DbU0vK!MO#2=>fym_WK_@R{AMGXh987TMke)wtBUY_KZ<A7
zF}GRUI6Z^UZ$pD$DAn|ME$dFC<fO^^oaW4!2QI4;SAKMl5k`SVQeGvvx+Y;Ng|UE}
z&pV<vo9~?>JyuYFV$TT$CR1g)=Sze;->f=wRWIDY!A?*ghZ8TBi2|F$^~3!DHC&sb
z&3<Qltzvn5as(LSqO56$gg44qv*&{J`RPlq0;9C9!YAGh1v!@h6h|Ao2TV!jG4?L@
zbW&z}OXl8~TFKwKdfO@k0rTF$U!2&v2aUAuVO_hDaAy0NHTQqT=9M!3D89#v-rO~B
zUn0)NwbCFlAdI|H`tngxBifWwH55A30#7xTTuc@xpl%#wEa=A1!W7aFfB`i|UP1ko
zG&BN7G;ukR-38PC=nAS<k*ZiW^Qq4;A})o0_Q6xsYZ@+0Y#vXFG?o7pra}D|sXO)f
zL^s)MIw<{H*z4EM>Z46CtL8o1`(De6H2fnEu=n}AC(Q5Vt2Qo9kG=*)xG+gqtFn-U
zXI?+bEmH0DjDFYx3<We_d`6Ml@sAVyheK?OzUe81+k&)C^&nA7tjtdFQsOK|rU96`
zR$o)eXp$)IGxEK&D+OoVvv3k+=o6+qd)ws?Ld+}`tAIbJ{=ZiLCee31qSJVic0as^
z&jDK6_=TG7jTO%09`+yCHa(u1?TXYSkNbw`TU^N~9o6`mGopWKS=pY81L%-ClG05i
z)%d~;d8I5JME4X<k~HdgA#jV)8IYMaG!v=4bjJNQ2LnX!?}RfrH{ry_Pen;Lr)@>F
zFj|P^zDemay2h1G*5|P^86a%xzj=!Z%j~Ys-P_l<$CH<KE0F-QD2dDcTPMfUk6s-s
z7#|(cx~r->41HpW${J0NV)o@*uwwQM(WadjybzRCocvcMSe`h_8gtKM_J_N$V%7}N
zwnc1(qm)(Rikp)m<;(&k7|6QQkI51hCObPnAukx{ZT#Ji*C;n&T511Bt-#A={9Ut~
zv<mCidm-#~RJrZ*P^UL1n0W!;p^wkEe^)!Dyj=u$@G1)~U1PEXZ_C5!Ti@ZJ7SHbf
zAz0E#tLaHwP><^qXpdMd_9n;zA@h9uZ9qAVKBMIkx_D+8Aic)jCm|W&@bolZ*yM5v
zIB#kdE5;vc0Tp$s>21?Ewx+|Onlg$)RcNVKoY$9g;QFCxL6{*k2%d?Iv`@@rt`?vn
zyEWtF7+=QZD0C@@W;OaS!f%Q>HAq&yghPjw;2oC~oSUjqRyA+0rLfN7(Z}v;dkWwg
ztgRSi;gPW*=qZ6a5sXoK#N=o#*)Uc$9GyDa&%TR&NJP7?952p-D*R!r$)?_JxPN^Z
zhc+fDxu!N%k@&F8v30dg9Th*aeoNVsj(ecxG0h7nIKcUqU-%Q8hrX&L00b#%e6n+p
z;3dhf-*K^l-Er||5S<5$i2gN5HP!vbYY-V^&4g{H^pTG@ihI`$%+5s=GbpQXQs`GD
zA|rD|$1yEPu4>oJ+x5X$McFz}P1O>o5eJu|A`dgrD*+ZNkeZR~=BJo}lr^Jby`hJX
z28Spv!=M~q^!4=pXv^@+E~P~{13M>I@c3$=>4PGB79eYi-n<t@k4ZUNIbWgre7t`t
zE<<kBIU|ovIYv3SZVDgh?dsaYFj2s^XKL(5t1=wPkff3A4=iLGgKmnlN31Jf5bs7c
zUtcDS4A8ptH3!fe>Y!Uc*+3<j8d)RCfJT#~gMU~swXMK-9t(VO5>$4t=|0#K9`j8O
zhr-ltYBwLR1@1O^K!lm$0la^?<EeFY102ojj(d)`BMMMeHtKkW;1#}Dn^Q^)VPWuE
z;^h>S66TjTpKhv+1toSPWDAu}dU_sWoBeEoTOdq|878z$s}Rt&-0Ly4Ktap>pfu}R
zB8JAD!rkhPX>SGH8heLRsZ+A#{gVSS+M(M>B;OAAyL*NaZpY`)IxpB*WPu!A04<eq
zb}BX^2^vW^%n0Y2b`-18(dtEmm(j3C`*98t4rF_3$@;{wYJtSM9&4Fjdp?L6sGUwT
zjXmPXenjoIRxwG8y!r{rN?6mw_aM-gMYzp0fwe88q)!QcZb?608OK7*tm#Re8$WV%
z^->@a5v@S#?ohojh&UzKlY|9bi*{&a&q&#|e(HJ0%2Sp?cJ<FRqqTePW$G0Eiuk7a
z9<w8na(nhKabylb{WO!Wc7O`%FI4`$9oWt2PvgIDq;_4dr+3|y_2S<HQX(K>D0fYI
z@!4bl#0bt7=*{ao_g(!=q7~4zFsvPZJtUh!_jaZ8s~Dz3Lo6~UzpH36tI(2*<P0*X
zCBYZX_Iv21SuMv`8jNqI+Mk~>#L$WIi#5051!(v;0yY6;t%jx}iQIyEc8(N-&p}3l
zq8+>a$LtKkNhengRe2;vEHw-qXs&sjSDooNDnB5itm$v*Cg1GBJ`CVh@}v?Hb{m)!
z+zV_|`5OiqsY&KEAPO#}ntavfJx9iBZ+TH^PDZc_|Dc48XfT_mPjzR*D@qwor(%Cq
zUQIljWw8UBWYPJ2QSz@%_aOC8R`7xu#Y%+CQo`uKLHvP{@-sOLvg)8Lcue>8@o^6?
zSM1A+&Dgwr?dIN`vM^(cX;GbsN@Z!u#djME`9u^Qg)eP5Dt>RIGN!TWZZ8xWP|A05
z6v>*=xaa9(Twwu~DFvV2sE9K_m8->FX}SX5t@5Dpi0avU+-Tf<neI;HYZL!+pGu9x
zzm=j62a2(~`oRLZ5`=p8TtBE4ffWe|N|iihXy`l|+>M+}>a_l57xaPa-h+cj6C6PB
zPEiq?woI}2of5`Ae4Sb!FMeQoTyGm$50f9LE^G-og+E4UOzd7%4io-DqboWg4XQy&
zOrzhOxpelf#v$rk*A`E_7H!S^Md5I8bXqQ=_e|f7OOX-|g04@+>I(&0I-qkGVhYX;
zEY8hk5yjF3cIN@o(>Br*W2gLnWYjjR&T!WsWh}y%8)_Qfkeco67zMUncxcbhkGoTZ
z7W4xNnxjTuT!^&*aY<P{B^}ghCJ=k4&LAn!7fknYn!RD+t2qj_UFz83@oJ6haHtf_
z(WcDtSr2N#5;ED#Fh5$@z!3>tcY0Q2j`<qa^F%^bzc)#E798h}c1%%|Lz}GcBaAy>
ziIX}NDMZcfcMjXEA6acdoC1=|dRDExcjhh(by5wsG+7+5u=7fpT{NN;fBaxOwuym=
z6^|i&rtEa>4Dc|PAB>3m2C-+)gF>@gem%VLB7FZA$<rm1(_9Zj0qZM3(%FJyWr&!p
zx=RXfayz8@Q4t$SAVTbQBg^TL87^@|eDPCAAcqffi;Uot7HvN2GYz-QJ)reoF&=zJ
z9%n$*ei0sr8jF5pA3zR7E*BvP-MLXzRwpJW>w2SD{G9(vj!T#u-1Z~8mV3XmRp%9S
zAdUv|VGj}I*&N+~1D^SQwqn8v@!0Y=fRw+HA}rsel42s?@D|}z6$7fA;6sNT0ilse
z2ud3cy~jDu2#cC|Qxew#PwO;t+2-noLi}GM;&kZcj)39v6D&i95mF@v9{4ALh-H_#
z9aW!xr5Tux#~;$OmPv>0#BG3eOr07r%#Xb;Oy*}cv!-o*Gx&l0-gG2w6Lb`JBKLhs
zpJ-el9z36zXpcoL=Ji)h7CxW_L5lPG2vA9Q8Qk!5r+QRE0TGiWY;RZSk2^?CZXSjc
zcsTQT<%KXm*wt11*z|%Rm<nij@ZM>r=Pef4DSD>AcCHS<B=Jr)*k=FG9m76_Smzd_
zXfOet<&AD{f6X94{MfKIyENVdhM?IRWex~WG`~n`(QerLR&EtC01*~**Q-=pW(>Uv
zxzJLwUS0doTy5asp>}BXv-?yNs8mYKGsw<6?@9*Q(*Nl1)VADCq!}~8#cIx*2^G#v
z3M03`vLu{Xbg68#gy?*3ERkd*<Jp#FOoKm-i=dkZG`J$$$-`?lv@S3bK!Tl}2p3xw
zGq4@);o($|J~N`04Z(#4LdV>Yr`}k-7N9W%%Ox{-6SjB3K+0{i>8nohXCF@>@|YNe
zm==c0OFz<yLy%0!vCupike%ZJK1PHQ8E@eQYnj5!a87|)Vp~%0lGzqN8+f2wFZH1F
zYJQ9*2@*WNnqD1eH$CR5e{7PC>tb1eRO08uI|;_VKQLyTQ|k*R`Kb5IeBHLblpC~W
z7_rph_vRvKd-IB!S~jYMe_D6+6z$z&t#qp8kbv6Ld5M2S?3H7pTyFPV!mm>5K*+=W
zibQiG^H3WZAzRTQPajQH#XO^)uQ^(I8l=_4lrj(}d#*#5`T2@ayGVYtQCRp;i;R)(
z*~Bzh;Rw3v9#yO4_EqCe<yHyF+IvSis9*~UFI4o2t&<&ty_j(WSK_WU!pbQHBqtZR
z{<Amlo#lifx`8M?iZyEjDS6Rup>s!wu_VvUrgLg)Q{#)0HlcD~`1#sYcI{w&V`G0@
zAV<rFlCmN^@kG#WXb2f8AAmSgPsMgU<(zl>PL0>VIi_k#SPm?C&rgnzT&8q5-Rqh`
zawRn2BXyLJ`g#dq^hwqGAh>`>k7(hicSP3Ek^c|7Jl6*{R*EwlKn%-i_{d1>Vr)I?
zXKxA%kuP%TRKtsywrcbXaUwXUNA74_W>kX-9BWc%DI`%E<@q!b?ryXmUln^o7)E$z
z92YfBtyqKFG7(7!@OJX;G4N-4KKkNVO}(8rAb)w8zSn9CsmK;3oQJ{c><oH%YeYb*
z?n~>~c4MR1b7#GFfu!IG2(?erY_P6he>hKHhIW!_{o0emz82+UJlEU=2nsyy%geJ#
zD&nRD5hZow(2y&LfpmIB2^T+OiM}JBr>{~K2g5F$`E@__qB~rgLVCrv?HnTt$z1;F
zj5e(g<V~e7b=0#7XO71u7uIG|V)Pm@N<WHQf!d!Lo3gj<Vj?{gYHq!#btjHXS^UHJ
zXv<rw^rZ~V#x-iQHN(+mG~dAUk6U&s3sV`QO8$|$<+%c4(DMOo8*3bon^G2!8>8-=
z20_OHT8I~g#W^h8vjJss_@@QZNUgJDdN+O7?Arlo0_A4D4JAcWkyf~tCs)m>Bqy)(
z?AmPj&+sV((g)gR{H*9qyo72=xqCI=s(rB^bqus1f1>kreTv~tLR*07E~thq#f$f?
z&Csclqi06JNQiA6EBryFVr#d2X|y>h<g5Px)twZpL^}0`Z_6#>#@T@+)80S<uIXE{
z+?9KB9xx}SWyThI>cm$~3~2E!^r}R~R(RUw6W)19lI794lj9<J)p+t&jYokthUNe5
zKcMGn^83@ErOuR7K24|lrCzP8)IZkA#$}@}5J&B-h{r>3%9l|cfcBhCz`DCdx;q0h
zx{^Fp&Fa%C{-BAyhjsaxx^Fvm-Ag}pRqnL3kLPOpj*?Ta_GRiFzZFFxTKLz|(lQH9
z-VYrcoqcV66~)6c8gJ<k!NgJ(l{$h{Hf+jG5--DSI&_56I^c4DyoyxuJlf=_Zwm!H
z;bGsL*L<6#Qhg(51;hf~023a6^`AdJs(;p;cbq<0U3yhv^Ae2rQqRLgYZh2>^dFci
z^}7IQ3P=3wDNoX~NpRhaagbL$oFM(r?G>1doP0H80*Rff0*a+Uk~1=*;;H0%M<U+i
z)O2-mD>4?#^w=s!yge`0By38awFZoX4kxo`3wofm@-mti3|3$#r1#MlidsLvOc)6+
zjSG@YXa@t?cNz|c#~5-IKzrg+>E8hS_qPcA^jQhnahf>~^?y`+ddU;@%)lu3)bVWJ
z+y-{g=9!FmemB9|#eHEO+Cf&3XG+L#2!x}Ped&{^;Yg1IRzCb5T&q=779v%uYQQ9#
zMG8off|*)V)qLU3C_d9XgRmshzAUHW=XcaGuqs=}eDFDsj$D-fJ6uxQ+nNA^&Q#8P
z#}rFn?bCHe=V_?L3@PAFLz-mTYc|w~fl@oN6<v&UVQ!SO7Eg;!H2TEj8C=SkYAU(W
zzCf=i6n@-V)48QECqO;enxqVX*q>`MJ97Wgn_45NF>K}q1w-*VD_kc3x7x6X6U?B;
zg3}ua7Y^#0^2QIal9E!7k5}<$b#c`!)Bjy-2Ya5#8u?A?=<I{HE<goF*?5fR9sR5*
zrttmo-8{DSLQ72cftA%pK520Pb5C2xOvPDr5ilreS64rK^~w6Fm!t(ni23v?*kuCm
zGec?4k=f5Uuo;aX{qEV8BX$2bn^zA6DvvnmgoCGL%W!FBP-ZV+w!if}&i@K7%HDpf
z+Jsjnj@bu0V2O_|hmtGu&1mbSTz8u7we5Zm5R*L_(ESes=gTrZzc0WB=&Ya)m)OX%
z?dsxq?sHg}J^Oxm_C}&`IX;{0m{0MJ>i$&f7kB;o<JsCXG+6N|So&>olMkGg#^2-^
zfQa{d9{;(*Sp41J|3!ir@d;a#PDsC*DI4JrUW#<$%X7sWb`RI4goGwxjH+>1s#xWm
z@vYZ8gZx?f^llj%g?qi!$}7Uzg&4sA(z`B=<vRnydHMF^eCU4!z%4&Ghr8@3mw^V_
z3)Szu?3j^T@8it!?d$3q+P|U_@i2HV%(eIMc)?lG9IW47JuqQ}Y@6BA5TO&I5oFTj
zkb8x=#X-28$Pv118fL`8&ZFynIrLV3@vJ|A8CZwt?*b|K3jRX_7=CTK5+>#{{>D!C
z08%%Sn22&>mM3p`weI1C&oM|{4D(0GlBhsx-;ct+6gv5A;L^KKcuAdc#ZbeV<8nHM
zl5x1>PF*~-v|=hj4>f4+mKbI+#~fvXLKO6BK7<+y?k1)(yS1l_qunP+oz>yMHzNjo
zGdr`n2$HE;*2m3;MXTXRepxaN3VissvpR7woS?H+R`f@nsY=?`6(a_|rB9*&I{l`X
zc=?So2VU(^R6%ZQUpUQL924>2iM~sGgt;mwR9I`2$;8wyEcqMdvrq?)&MddL3bTX<
z4_-<*8!sQOSy?bAYmxSG*eDLC9UpX1l8z8R1yM?wX1KDv|FPw1xV&8Yr+U~rz@u7=
z7@$@;wLoFOI#l68@W5|<D*mim-wxA-V@U;_qt=xTv1Y;EiAxlL1g+o%xnS?+M~;BO
z+Lj>fo2b|+e6rjB$Jtj!#Sv`nCO~i}ID@-e24`?5xC96uBzSOl_u#I<HMqM3m*DR1
z?zeN+`rpsFPdrR_QPom=@7|wq_DdSM6S}<BLP1ILsqW(DQ1btze!@;~S)?_Bn!}|(
zm)DWkL*KBK{iY{HU#b|V@Yo%j$ec_P7rM@OQOhDn<JtAq)g_fu;uyuYAGi98CP5ao
z0@nNXtGXVk%yuD1TUOD6Rw%uJlKlyp8c4~JZEYQrVAPn{#EDC)!(}_b;&q{Qlwz*z
zyr(H1jMeB;HwzfUp>9Oqhvn-N_=ImlC+;MUo%m~Ss@EUK5aZUJr&IUhgZWP#_ssJ$
zoghN0o%^qnGnM%DIJ6Zd{ps75+ZyU*n&jPrERrGE*r|lm{GqIa0sD%9Gl3t{SrB37
z4Zf8gM<-wtWWx8V4%%rm_k5;Hdj2KtU5(KGsX@fdjtmEPyK70)Co&PdPx@DIP;f*h
ztZay$QC4NXQ)~tH4?8hHXtm92B<eVlQhk^h^P?^p`K&zOsT%OI`V1y*H6M;dk;Sx+
zVXhRCRlz{zv=8!>_l_wZFwuy82badPHQmVQ;HCJECI@5HzP3}6`S3A)oJBmh49e)_
zs6u@n&rrn349Kuz#RQvPhjC*`j)R(_rzcM_X}n=$&r0L7$V#*S(AHg!igPX~%;A-v
z&6fc#g&UuD2jkT?OHF0?h>q3^YDH7(K~jE0tsxGz3K73}J=V>|8NSUt`j%nF5f_lw
zm0{v+lg6fmyneRPe)VEoo=m?DuFNzgYiq?U9}(l8npJB+HTL*^6c(LjlHD`PT>)Ay
zGrMU|+OR^CHBMC1zvywuPf*LQOTeRXbL;97tIkr%C0kPsi4zcDqhZ9hQrPVjC+|dt
z5PB?+RCL|_H7-h_%P93s%Fy7`SlTi~;}ies_#@ECGAi+pT}>I$Q#v5lSB#y&tuk^#
zaw{XH_Jm)2I~S;$qCu8crfq4p{@TaL+d%Ji4x^x(Ra9@Slu=5>ym8A8Km!Yo5)u2F
zsWy;ybmX@WLkjpbdNix8=>XO}T1#7Bi}mC|_{qv&BPdRf>Ndh%@q)Y;wLliPqNmO9
z%lag$NZIhSLW=TQsPghY?n&7`+^|p<+6*!c^-%M<xcxeH5ehA`^B>-NoDHh=Hs8%Z
z?5;|SyM6gk4#hLOgovblapu{2@-1-Ww+v%@QbCN3AC@Pu!TtHW=rh!jSQKw#;WrHZ
z39#g2yHgKSZjZ*sso#Z!OyT{<=An%isK=x5_M=CZF&VX-6Ns73r$<l=y*!Xm!;Y|&
zk^W{fcbK0+TUWa8D%CxCu(e^~cz1&031<rtz|4pK-yo~KBUF3qd*1@r=1_&_gia7C
zDVljHN`->@+_T7;G=jjoCfpC==tLibgE2W|XBK^kbf4A-2Be0V^MX5`zsg+<m(5-a
zetPCDWWqTP>usF5i&dd4l=fbWunsflR{$6CUSEos=;GtNc#xR${4(3Jh*V*4>*-2$
zzt<3PtJd;nWR5d>EFqK{qRk0De->b@y1KHy77W-P!6a(?DfPAj-cC*}vp;$S_#!jI
z7#SIj;Q6-*YNOZ^4;tKBje6lkH$u(;SJBq}jSBO$o>&cK--=iD>&$IH;GNLHK}<ad
zIUKE@l&OQrYI)T5hb|vCEvhD!Nm5%3ssyZ%u?&J&(`C$R5)rM<**D+ttU5`bs4x&k
za}z0tUXXZ8UQD8P6nJ%)`{tV@x2ByPweO=}35cH6bBluVThfpAb^5+Bo|An~)dhFD
z6!j*eJ{8CO$vWXkRJd3Cf0Q^QgOuyF6P#7Wr-g+NzWbAMo`M|Y6Pd&&Iv)I}=7H?B
zcCnk=*NL{Qdzim4?e*lmP~6W<Y{81EZ$;q}Iil|F#@K(Vl06F5Nks`Y=stT*$b5zC
z>B#ZVJrprYP;i8&Zl@jC6a~H<aTk^cv9t$}5rnkwsDS*4%*dxUDaLvD0M5sD*{rRi
z>Z9vMvc8#5u(bI7juw67@K_@GH9}RthG;7pCf?=U2lBUosP>qvP0x+F(9!DkLHmd$
z4Bzyhh^g0iqeq#^{VJoS^(azuyk%9;=Kj%(v?oFiE-9!FP!TROSShYMnzc7Mh7tAM
z#b<hIQIq(6-+3ph4Q`mUJ_JThp6<>!RUx%0oZM|7d~i7$p-MeAHDVTl^Cr~Mn!|ms
zyNISjFzH+COB5bmay@{i_GpCqAo$w1sIRHb7Z7#Pb2)vHTz7~6OhkEarS+~Eyy2aU
zHIuWi_tzjxB-j~xVrK4A?=0HELyoDRMMK%VY^z_=UPlK#<XvQby2MU6B^V17RXlGX
zQQ9#>Qw%_t`YxvtlItJ@UZ~XfR^O4l_&5{66MOeXd+ifu4rUeu2e!PK)4maCXRw{Z
zN_{+R8ZYUJqNH~z?%RL?CIH~THPmr;XWTAEezl2IVBy!8zQcP#i<WnIarqSb+H#VQ
z_5Jr)`9XP|S3dBGp^WUVq>K!5l>IwMH5$R#>b@&+p!NsZS3aJ!%_KDK>8HO!v-<YV
zV&noH>C`-tN2h*)HV;6G2WfR;W2f8_MezDk_}lBUzOygz`KS=1tt~c1J4hU|@(bao
zRqFiu-$O6@qkD1`zCpH^Ckx;uQZL(Ls<yX7bIT%#(hVKxwTU;ym-O_?e0>X-wyJjd
z!Dj_}{3L8*O^0LEDjs*Yc)zfrx=+eY`x6@2EoR11Ptgh!j)TSp%AK-UR!@BT&g`Ux
z+!OD5{2b@loVv0G>1h3f<M7)bvMCBsY;u@7(m2?!hO77I3Wq*jZvx|#n0_zM8D?Ph
z#QGwdL^n54vo!To^!rX3aU~q|ODee(sktzYrDszB5!5<j_ak;UGb)J18dYO$`k^TD
zF>`FWUbBh=aZ7zo<@6xpqNn!tH1Y=%BsZAQG*~Z_l&JyP3Q&nWT&fsqi-^EHX^S8^
zC8LwYz*-)uviCx7LrbtR^O3B6xZfFf*~T6=`>mhlgnI8L@=mPz*5UhYf>-#ip<gi1
zXD`hAhTDXw)jz%Y@*8z$l9ldKZ*P5Rf|{H<0^o@KgR#1<TiXg04@SH1=FT@@#iQti
z<n~i$z#KEd3b5jI%S!qtMnb|&{VZiDf>1u>{QczJH*ZRJ_Yz(}V&tWzG%Q(v<mAM2
zCT_JbD0<CY{^aKL=kOrI&m0R2xOA;062rds^3><{_T|;hT|UHzdhR;wY-KO4ST}y|
z^W<>2t2fn_aa<LsY8QHqE|yQFF!t(tl5U^r(k-d*xT@#`_d>=0afkKK4HV@~9FSr2
zlrV5{;aFH$Qn#HSug&WM+Vb-$Yt5%&Gc$*Np5y}><9QS>Z6zi2QooeBxw+Rbwg&1#
zU7MPk@L2WVS+BMtprN6;S)qjEvJ}ibjAcQhi3QyLdVS8co@{e>)@ii$ZC8+&53H%-
z;B`6<Db=X#R;=!kbRh4*#lp&S67co#y4VzNcKI7XN!{GiGX34lz`($4G2R_9Sch3M
zOVD%w%>3}tnXI|F$u7JkK$fIaO(}M}qu~4Am*rb8Bv9s+#@r)Iqy9bb@|=yYU}%=$
zhYAQSgYAKTK7QOy3A8zM8n*Tg_1dCbRO5llM$?95+rjyBTe0nzLK{djRPfB>wC^!=
z{%9)lz^BLQja4`mj22_QYw5HPSo+zLAUWLVX?Gou+tU_Sy>@w<OIaMb2@5^ak4%|<
zV9D#FaI`gK;U`GEbmiNpB)*8CVB#%yGV@(k&KGHKUVgm03f%!ok*;U-wt;{Mg~FT@
zrI(xFCsFF`6SkMz0lt@2;j0zMk^HNF1NEU}rdUXpAoeOD*O6Lqz?W(CDoJmr5IjEo
za@0c`56b03F5OBtGNacPHyi)+SgadfLCn)@P%x_Zp+az)z`(&LW~@_`%xn!1F>;zu
zCr5`+*7Cs<>SD%x4%dT0Wu)Y})lKl>^PCQf3!&H24WA7fAsaT%@C}z9$GsOOl)}**
zZcmV$Q1DU5q5SK~=e)^{0x!=C^(Bl)62ixbX$zg^r87|5Kws6u75Xs&FeX=ADp`@#
zQ<vczRYQP3x@AS?yBj@wjv6LE`oCz8FG<Vn`@z{$ac*%6j;tgB`gtAK)Ndx=Y+$g9
zXuiG9E&oLR+X0GrqM+R?dIkE(v!xy-{wR~e-tD%-ZZWz*6gmzfExHeQ-A-#S(0EXV
zi}Qu2=daKMN%0wz%-HBnILrNT!Rnf_aEtS<DdO<^>FqDr^o<Q(*wrlxff9VgN4?(y
z`N^gg?bP^<2VR(p=4K7{kvL0AXQ}~oy+ZP<l7e=t>UDbwO<eI*>1ABy8ibX;I`ww1
zT4Jgvrq?!xHK@ZhFP`F)k7kYIAXe1_{qje_CUX6f;@^6T4*f}=b2LEKf83AOaGCB&
z5TEtzYN{CgwhMtpChEWQW2z9%T4p>cn0u9S95j#CPpf*<VJ<%3dwsNiJnQWhYi#}w
zF^;@=BPrRN_YTB8?tGh2fc1}-8)PG>zFuRreqQrY`-fo;Hd|{K@SOP|-R=JNa##Ih
zM@CE7W+GddmX@}&Sf$YHl1O^q{Y!d!`afOP%}!rvRWxOBRsjLfKr~6=8#RJAi(g>i
zhuLy~K7mD@EgFmp1doS^<?-I$fFUD5F!nzXmjB|<Yi0J=(sTe@JznE*pzQH<(oid+
zXJ$tG`h2AjLGTID`}qP6#;@a!(&uEU!DuX<r`B*C4f5<m$Yrg6d%SReGneF^dUJoV
z1z2T~ahgxT@Hri4S2BNXUI!2|eu}iu+Rg0$#Weo!kT=;XL~mpXir(pIteKe^l=k+r
zGPx50=|k-*{r8^cn7FuwHw&A6;Rmu<f}nh5I`uM5VLg<l*X}^1n?nd7RrL5hq~gC`
zJRX4WsjLcs{I?einB^9vQ}M!(Rkzm^@2x=}Z2CW3YT)cVj84qg|6A*SIZZQ||80i<
zuuBB*|H%da6Au2bmlh%M?jN}Re>mg+cR6^f8X6i$+6chZ?klBaWc<?72w(1ESJt{#
z$Fv}kBuSAvNVu9iG)IzxK9<#3`4<-xG~&d>tTTD2-*#YQo|;9`GqSlr#)7A;VW0n|
zc~skB%d`pTU+Q=}(Oz6ml%l}*qKS>)6apH<7vfy-*ZWAlxEFHXmk5{C*0hs(sEP7l
zZ@xo|G)423+|0uU$uH~Yn?hL6odY?AJGQVwWp|4oErLDZxTNB)330=hmkly=JHUhX
zw*Hi#JG>MRcix-ldO6bGp8I_H{pyi3A>QF7H0bQ$Urg+oGqECCX%8dP)Zn#87l5ee
z+;$sGE^zljq&=@icW-1z{(22oyn?uDaKc`$%6aAt?_|Hgo6p6ilU~x>9id5`*)2g~
zu-bO^=w5aG7}mnG!M844_X&z@d=-Vd`Y}A59ipK5jpjgJkZf)YMcviyI69HJie6?i
z4cKD;eyMy)Q-$L&ed!mscp2!^ac0pBMZBTuSVmUARBiiH$cx9*Jwz+n!8^!gpq7vW
zd4P4QDv_G|ckTp+`rzLzkNGZ{!~!m0OE!YjR5RJvfP;2#tB1aU_FNLq*8>rV6QYBz
z@vzMPZPDM6f#LSoa2alvVaaLQq9&UXW~=C@uhPFvNNwh}8~L?j^ul=F4TQZdSxw;e
zOL-1gMk4GKKSmC}4H#k02rt9;(|9(#{~~&5ck<K17>z;6cXfMiQ8>90^1zOysdm@|
z`RVB381(802u1YKYTH~Eqb7hKS5(+7VP2}c5!L;cC9*|Vy_vZvIB-Q*AL3v6*w`>C
zDk|QZP?29Ujn<G@=7l>)I?Y&9VvHya4?4aq-*@;{w`2c%Cp;%-1raNvOx$9>I-ZkT
zHxP!R8o1}MR5Z5wQbS(gJue+DRqw4=%eWrszKCp(WWXN*iAI6wZn|^~^GXHRLsa69
zR4N;gjaW{mp;n(M%m9y^D~Uot&tcXzbw}d}{KFMZw_y{pr`;+g9^+&d3#JT?oKP9D
zBfJ*3ZY7vBe>^RKUZCDrzY8Yh<`~Y;roYRk^wkiPZ1=@^@^Av&_NU|S5r%WEydzmG
z#KRO(>v&Gj8=jE!eJ0^GpMrEc54P75kfDqh$ccxyJ=XMWDaB1(Is^B8io^qaXw#0z
z_Ko0J;|1CCC!71vRY%%;2lD6oBNk?X41V!SPhWH}w^*h9Zp6c5BwRp<Gd0EeU(~ik
z+rl$GGfz!#`viCY{-YICC6$8Qo;tl7>Nlst$$eW_uIoQHP82|LBH(60&Z{$RPw0T}
zuikNF(=O8}pwGX2jfZRB?tunkKA1yoaE}xXZgIb+f!KcJ6?^&5GxfINwz8JbTTA4N
zs&TW2)X)+!31kMMaVhXlh;wPrX~j(Fs!p(v+ljX5e!nzsN_s|*QQ?1PO{G0+2fd)H
zI*9yx1ZMp)0wC8kB%VOfH>sp3(j4c7ha;su3IPH>>c8>)GrSzlK3eHRJ_-j8+$`Z<
z({=z}hDMJw!jHUu>}W>{?JJ5f3Hv<M(yL-s+rL-0*BB3ivWWzqd}l~uc8F%Ybr}C<
zu`IK@qX>Th@{OrE^!RcJ-|}z#vNu;mbKt|7f^o!OBk$}hHP1WAVd4E4Hz}J-8$Oh2
zAaz{+ffts|FEC(|)PQbT((!3~bdwpLo)5)SWG=={r)8Pl6QyhSE=M5*<Y(0bT$@sm
zpUe#a&GCXSnW{lm^StJj_<6ym>4EULUC_$sH+0=tNJ*Ui_NqC7(UsV6T`KCu>Q{dH
zy!Rt+yYH<@?%&S-Y-3Pl^WlHmvw^ezKjO)UGC&{Te+wv)?~FVdI{$|l^sLwE(>myl
z7ZLO*_sOE<&Ej7w@L$KT{~XB)^-ss(f1T&QZrJ}6_#`NN{>d}_Pm`O32k^uZZ&xmE
zZc}p|eSo;Bfxf=b+xP^Ec^*(#6?xXXTo^t+1OlON`hOVuwPQeY4UrY^jnmG~?)>sn
z`ALoxy|b(9J<y)(p~>>_Q!m&0G!%4qcPFW;`cYX$Wn+K8=(gtR?ko?`cDP=ftJISm
zhyu-cWyZxpYinyaHaC-#k!|SBId%si0BR6$hDJtjGXa0z!cg3a_4{u5q=xB*Eg;%u
zPqj3DS|v-_K};Qx?lB__c<)5{H8^m?Km$ih(N~-KA1G&M%vmegS0am7uZ*1hSPW;T
zq~)qn>R@Wkr9Nz7)PmNz(~yz=e56As9DMw27n!uhyZ*G(i`UcNQDezV{lZ6ACxL<U
z$$B9pLo%GWh!=HrREuF^t#>XAOwe<~!*zn*Ghz`Lw@zAF<Ktsp6}g6t^}l;R+H<VB
zD}%zqs+wY^a{wiz%CfQvb=qyffmj08deC^0H>7Xgz@qf#p|GiGUQH)L90w=avcJ;*
zrNwCDdh#PY(XrwsE!0I#huB3%Fz=1yy*|`&VTAACDE{TK&NeY`VDET`q+?UP?q~b8
zz@<473ab||<;au79?<b7gl=exBXy`1o%ELy8-FGUY;ZhUzua))Rv`Qk+rqK^rD>4Y
zmS7yWOm$iq=mwsBvo~0I!^Q)EK?I=aBI&H$eQWMB0p}#_&As1H#%gNaYf>SB1?pzs
zM$VA75U1=~M3!)yk$UGXO%&d~>U<4MpmODAU=Rl!=XFpbSwC9_#cuXnz@^b`>A!8L
z;_=PraPmX_xx&f2K84PhTWTkPN|QDsb8wUpcS604P8T`cJp1m*dO`%#lA=OpJ`Dv$
z1J@gs8s>-Peb}0{Ra<SFDUk9ge9;5nJNAeu?pW(P9f4r$;mjFeJytY0B!1g99imrc
z3EeOb$!AfM$u+d?_y)<iyY}$r^w^X48=OS_fJS~{);~Ac@)B~V1#M)+`EdQUF_Hwa
zIvhGI*YLvl7121e=~?;C;cS*T131NAA1Rq<$>?n24#RPq@vuA39sRNV5yt7gykbmp
znCzNmuRkdGZ^gm+tC^c#aUN)jSZwoeL}hI5mdzvAady~ntMkUi34easQcz>l+F@(q
z-BaGA!zyJ6=p^Qi6!Xs1BXXJdc>V66<s1+4k(wEmHX=;?{ux_JquSr9;r7}q(U(bo
z(=z%<bWKtQWOelTYUVPc(w|?1ua}n{1-4J)A+9)!^qXG^?az-`8z+67PADodhZYre
zVaa@7SnW^dP%G{#1FPIXB67@?!+X}m)PbJ!@S$#Nx&f?i#;_YLZIhqB<(A?kcleFG
zpP7c4x_t0Y&&DQZzN)H-*}Gaygp1Gws>OrGz35_B&7|~Thc8rG$%q$i4WPxeP{+eG
z4W-b^O?z9$7WgLY1Y0bGs*z!wm$D|dw!RE*%6JX4msMj)q_WFNVo?N$DXzY#x*$6}
zJq9U`VR0PFqV)X@=#n3MPNsG#yWua4JAc!~n~N8l)Aq+r;S}U1KnY@RD<F~j`L5JJ
zRzlEAYFIR=6_bflgweT1JX_V7Z(Bok^JtrhXq;hpQJA(9lZ)`WZhJAO3NSPN2pRvW
zk^4(5<lAYzndy-Ccm`GAys~o0NQn$52aaKE3Y8Ypy(4i(ns3^V6YxIS$1PLYibzj(
zOjmE`_Tmo(si{}5mfE^xB3G&&lNG3XasWpOlg)`|NmTc1<j#UCx3+SSi|dCG6qHGM
z@@`XbqAlmHUcp;@N;C=kWibkrT!7~3cYh(!iJFnWjj}xtp(?%Qx}m=y4(2ZuWqVul
zN|-O$=_rZK^ZT{$4P@N}XMfSZtn)=TzxZ4S+x+}t%cyYxCo2%|rTFD*<gY(X^I2+A
zX9u*L-DcVxBlh*VXs_!=l6Dwi+|m);(eeq20gsClOVE{gEZ$Oi)5GR*E77yAR_^W9
zDLICd*43S)HoIgpPhc7a|K=_{m9t|sij#2^tE=1z5!u<f`3;Xq5^9x38bxdP^H%d7
ze57!2Ie?hnWq9&ys~f}PWu!xylYMyfLvU)b^)$dgK<fKN50E$m>zkiMj1JHqGdZ||
z!1M7j;c9j~4iT1A*am7G?haL~ldhhbt(f7tHMW#(=scJ7jcIsBfms5NOVV`}FM?pg
zEXZ&-+^M?e#&}&UHKbtM!0HEc!rIS>Nx@qbyu2Da&hUsyHCrrvqo#(hCwL%RzC`DU
z%uTU=vnL7j;E5tez;-UQb_%ifH>Qyl94^elkGm;jNjX&NuL?lSF*ftroMf_CD@+=?
zIB4U1PSN@YK5bq|n{o%U%?T*LdnQIEU;u6GQXvLewpmzSioqZ~IH;zxJ+x_C+TwRS
zfbB~%V%6_*ELh&O4ghp0AQ&h(-Zf;p0Cc{E7?3b#>wk#EBuK9S)G=RCx_lPZ?jA9p
z1SSycMC{SoaHh$It;~D!aAQ_BP9Yi#ghbf+o^iPbP<{T+Bv?wLw(Bm_>88GGE;JuS
zb+?ST{?IBW-rsW}a4^QsinV`C$CPj)SyM}B@B3@NhzE1E2m{Ez&hFu$@fQX4t62pm
zR`}I<QtL-oH8tB$n}(aTAhzmRo7~^=UemM1UV0w!QKEkk_2OwgCPU-w=xXp7C~D9X
zwZs1YMkLzbj3Q%xzUtKi5t|zBK>u#g@Kv8Rwi*8*e9L=#oBNyXz%ciAbv1vs?ks#e
zLDQB4TXOR%_N)4P77j8&GlO8~w57}8jx65<=cyQVMo9)fgxOmM(U`b+z1J;9IbN(n
zCT|n{lc&%^ql;lI>$jSqcH&*`2NRVQfam%$I#C#QuY`pw{XBtzYw@x!On^#N(wpz}
z8L!Cj2)E7DXhL|+eI=)Gt9sLnaq4nta<K>5f(9(9h$Z`XV6~JEuV(i>taH^sPIN-M
z=GU*0eNUMig*DQH42gN+9oS$w1R*RM;6K^YA~M`ckTMm1EcYz0I_<fI|K7jmjH)Zs
zIrTLf&=-IQoGnrtlZ|fSy(5l}zPgWYTA@{+>F{H6gp+ZCMf6oHJUE&@`8nPUa3E;f
zG2)m%u-7_q^(>-$!#seqQ7V2Jjx-13Ew2&>@7Ajwx-fv!-sHqIE#LnL+iq+r!&-Ei
z#flrFHtaiq`3%QJHydRhMrsrO=-8MN#Fj>4WUH-Bl$sMEUDA3dOX<}b6QM={fXelp
zS9sGSdcs7<dGyXX2Nvnx!+#%ILxrm>G+a1i3;E0x)cQMh@h*={7jJI5?lv`d3elsP
z15?tvfTBeamc<=G&}9W{`q7<p6@1Tt!SK0{!9zH#&gg}ppeK?uV&P*{m(_`_S%Gpe
z3tFH4+NcBNZoIIWWr&c1y~j%dnxE(W8NM6c2Zk{!@^Yb|S!U%j&tW)W;@z9!jx=93
zK619kUnr>Z2t_ZgMXi`w#F2fm!CwZMi+z&n@JJk-`)e!4nwNyec@-Z_KW)2%6<?hK
zpNk1DqkA_8^B9eBH9Ch2e66x=Kx0$}efSBltYO!|u=}<QAR{l2h%PHjyM5@LyCX8~
zto0-d^Y3%FC{_K%(TkiifIHolwC05*d7*zPU7^1Qv?G93g>9(s%Q+aj!6GBC!^<KH
z>H1aZT2xdbVNav-3@-n$Y*o9rnUf@~C#C$@m6p$vJi`KsxDKQpL!;)ZeBo~s3Q~yb
z+Z-R{-%e1^PK*99+jihjecL=o9@&LThzjWmdohk+7PTOeEla})A@v4SiqUjG_fF|$
zk@7Z4u}P#E+}c7Sj`F;4@`KDvZMFus*fejvv`5^gqdQQTsg3%w5Yj<_Vc?TfT+qz`
z-vM6DCn$gIh4l%}UnF>K<8SMmJ3Xyz4bd&upjYKk1e+(YVlZ;V0)Pl!!I1$K=xxs#
z&`x&AYrpbDUf5kDMMQt{Qk=VY0k|-S_fHm2c?B%sT8OpMKI_*W+{&x_%`#p?sA~W3
zmc*}6PV*I2J*wDz9*V&LK=#uZc;f0l|Lk9{urW0(0rzLDI;|)JjY=74H<Hx(^}=A_
z#6fNmxBNB*aJc9j<}Izv0(5@&(hde0%Ee4sI4oUy;N*|x2zGSJ>mkp@>=MzI`reJ@
z>=GU091<kk_<7}Z1N$h!nTCCWeUFpDWhBr?nh<Kk1M8WaJbaUm738hQL%cNgmG0<)
z-0JUcd?Rkddd`IDp?kA2uI$zz&{Ua$#bBv1%7c%#=$J*}DO`s*!`!5o`aElsYsL`(
zk3Gp9a$lloyqPX4NM4Bc_L#S2#bme*U^v!~bgc11|C|2S((I4BRSkgQ#b|Jabd@5h
zD@>9F$lq-}K22l|Gn7=>4hy6=#|G@tiC3{=XFI#oFlOMu?=|15+y)!<jXg;XGm9Tl
zgEhG-k^HpG&L9}|L~ec=G@0c5)WPj&mL|bAYiP<Xf&witS<kl6-pf)Vx;e;|wf4Dp
zmYdeafYF?0b=IbNP+i=SmS~~Dg0GoaVIuA91f~aPFX5J3qgh!_p6zzx5W(Xov<wTg
zk{-H9feh(pKo4bAs^_;q@KUQx8pPoCJ8B%pWNJhyIEinJ!+rUS+w!TQzgha`J~wmj
zk}yhOAPjo^Uw4027f16>mjUMC%SA)i%tywRyN{E_;^{2S$%ePAdJ#vzyv{-bL_B_<
zurUh`iHLvu1h`Xf+>QIKTaTYb=Xg`=_l0tQ^Y$pj_wyi_fSpreGwGo~My>71iC&z&
z4IcN7?k|4&;*$9V3JL4ITU}NE6o&k|C6#sS%Y_h(`Z21;>B;D6k#;bWo#x}Ps2B~l
zva9^^2%Ed{yMB~&wHA}B9NOi`A&JkzJl*wZ5@`kC=AE}!7zQT+)j?o6JQ?U8JKw%;
zbX`?zHgCPpjYEvTlx*m2d@uiZ^D>vo;Qm00@-obLe`@M|4oRGgV#inf{}i+TDpZ?`
zi;FIx@;m4V4-2#1>PI<VsDb-u9|t&hO#YI^edM@2>lYc%6fo~5DK_K!u`N}Xl>zb2
zeC;UM%rNO*>kG#{=#5$4@{SD&ftR9ernz{de)=qFFm{(zb#bMEu{?xf;j}9H=8Q&m
zIqx!mMTFe!!iPWscb{`r_!%83@?vF{Z~yL8IDo_rju~~CEH(a0<*(P?-yLo_-D{fF
z<MQ;u(%%qXT>DBYife2xm<8FYQzdHH%#f})rBQtw^7R*xeGXY>gsN9{p6fFG0cfY6
ze8WNHeSwZtC*kTM(gmR9cF#_OHY|l1s2Grih{Q%sft8e=p>JWF@A!hlM>wdq8fWY)
zSZwZ+F%VQJBZIEa>`yW7smi0J>{oepStS;`eP^$P(f`e4(=U&r5*4zzI0fBZ$E&KA
zqvyt}%Q3lH#IL3m#+rhR8q|!mq}6dlu$;sqv>Y+6<nZ*K2m<fBHhJPQ-;74jK7+=E
zVJU%}8){TNy_<LLhSw|Ky56?K_gh4?`<d$dTq<mRz)QXofGSloC7f>)Ko?|y^iAJ&
z2yKkQ*{1NkXHs~HSQ>p4&irGAS!@V7baY|K2rv4RMgF!ZAeHLYZF9t)O%RgO60d7y
zX&zOdbVqvDEzj>}h1eD?jfJMVy?b?N`@0oySmsCd{9l6dNbz|kb)P?h_}t$%kO@Vt
z_?}7Y)UE<sOJtClq(mV(Q@DdKQk#9w%7l%01Y0Go$a)FeovRb@l_ffJn#cMN{T8;m
zm-s(Tn8f~MJXN`SleeOs3aRR|s2ZCe>GOE7rsIrDZeB+#d0a7zwXfQ)-3!c+eS4oY
z_|5FQ-|uty?c-&%N<FSQx;2w~As4TXcjJZLQQb>uW|&{Du$F8q#YuD_RUn=a>L_uA
zm;8E^)aTmtq39>g1z4)+tWCQ&=kIG88mfnXyB<#7!)xBq5r5VWSWZJ*2k5H2nGg7T
z&yS-0dH!!)HS4@iti*C(LUIT9s?O$6go9_de(c54Hj-R)-+fG#iFqYOyaNcRA)<te
zB#D_7c%FtFr`C(%{zkjqr5ZHIuLp!5f0>Z)Ml)Qe`ZU00pOq-s87`7ju6X!F)$|)3
zr({*HRzhT4UJJa3QDMyWWx3^urQ_g_x^GV2o7EkvET`4O^Kg-5|0%oJciT06-k2lV
z;pc_%;6OSxf}^k;68R`07%bXhz3*TqFy>4g>JbQv0Kl2<=z)#pa1+Iu^^Pv??@}us
zKVnSd<gD*PH;xiS*PD9vf9iN`wOVIAbi8Ly^QXbW{o9}Kb27aDyuFbA?V4cxLB&jD
zee2>%>6x2g_e4AUq5fCVAdA>08eiS1YXD`q>7HRz#wU4^wV!%EO6K^Do4X@?;OAqZ
ze%PI-<r0}|8JQl^V)j{=IR6_%3m5nZCH1d?Bv(jm?4O|Lmg~-3No&xN3~Q<+VujFC
ze+F|A7p`0LInN{1B`E`1jmWO)P<*}^PLF)u(q<98mx!8p3<Ft6<tzK|4+%2k2lvmA
zYj)QD3dZY2uuT0pZ>vFpk{6p#|LW7QHD%XUjC34Px1`_FB4AvyW%Lc(O{`GAiagdw
zQCTfgUxf`;JK4}F%t>c@TmLf#4z-CvLNG|)a6UdWm@DhorV|p^Ji`5w!Thx9JYq!E
z%F_F>e2_6VE0=P8&qyP(So~1cpJC$9P)5h&%)JwZ#f=#25|tV|E?*E5KkjT;a4@89
zH<ah2V_mXe6h>lMy7m_+A`v=5iYmH~c+BxgmFv4u2ya+$ScYUSqz#xK!yoqYBoV`_
zxfyVWPs+`It|hiYMacZ=#NOoMce-DY?!jeXm}F2o2>+!v<D$wuAgR7<#*9hcQG%Fd
zx@+k19cQf3oTOJESvw%`&w}QGNw82Td>Z@Jg}NMp^(P820JHBRWHYb&1nvd1z;Po*
z6rnJxTE)bKhOpy<T^GAz=Sd6EdvaCm+EVIKiclBC?-|LEO8HMFbm{y1Yx!F-62kb(
z56}IJR1XXJJU}i_fOb8<<>=smgpK=s8oXUcBhhr0siI!WZjpegfR>hDCDLV8Z#SY9
zjL5T&PCzwJN~3<EQM=i<(p8d@k_iX{s4{eBFI+&3ysWCK!jt81tfkZ*yeuxM`RpET
zyC;d$wCK90865f2&8&dr{iP9QD};o~A!_}@o%~vy5*}R^{VqHvg8bs}!UJKe*Gex#
z1KWXZ@@*gyV?&KFUp2b+B_bO=53~k<x~tKYIt^c4dyMF#hzLDwO7V3dJHFuWdZBj*
zNC|41$tnKM%Ip`xEm)PPkvWik_pxQX#r1|-C=a59P?A(W(m|03l1+QIeQQi&rwhNf
z5D0av6BmM$2*vZ_BL0}+drX;~s*h%slc(EBn}xj|weg3at;vn93ymXg>qOx=*ua!~
z2AVGH-B1D!(UTj094r?XMnVbGhIXnHLqWKUjX5%XdVlZ)xcTvWEbrsKU0Vge*tsUV
zb7ALnF>@B1e>KK|%?$60>+-6?y|Q^oMM6Fpw@{39G9J6_?{k4iMzO7Gp=ooH7sGkX
z@Qjl5f7UO-?67c@8thqiFNU`or`j$LAL{Nzs&=^~=s^8FM1S3Zj>H$scI#*t93J}a
zf{I<Uq;@WRRb_2!`ZeEU1Vus8%!2uk%~v@vtZw)~+-f`TlgOLJg$^N1Q@6Nfgv%ms
zyp=6oDWFO9C9f?34|}Gwn+6}xmg#-8+r#<dhL95(4yCa{U6R0JS{O!ZVz5ChUE|W?
zS5rdd$nD*-4o;<%nv(m?!+4$N^w?<mRn+q&c)QAwT47!r!kFa7T5epulHOivAedMI
zZgr{V1HEJq=KGZdSmE||qPkIMYKEIheL8Z-zc8?hL710pcftfB(wOme2(tpi{hhLQ
zF6`OG)_SdYaD3Gmw~kH#AxINdHs?1=7(<EKrhZ5gU{|C5)-!WEux)sH^D)55{+G0u
zgU#8tJwN_NrMpe^^&gDU?`sxgLW3`3g&z$i6`WmC5iU%X$pjmJ!T>~JfBqRXsN?9N
zuI2Dh_>&!9QXp4Hk{#&uA3vwe|8Pvze2WvgKkoR4=K6|rVEm=^FXp8~y>I3n*WJLL
zfwd;R2%qgATTbT8=)O2%$KHJV>MATkBRwv0Ir_vdWwYxkz+07f-@Vd(ZANuu0mF9!
zXmA}{_}0;EvaK&Ig=jt@9y2*apV;A3-QOokIam~U`W!w{j9>H=yI4MDW49j5pZBer
z;+>CL1yr8GR?BG59NIFY+Kcp5**T&6r7akap2hA%&iKilQT+tQg{dt#FmNI)-g`US
zrwTbfyRlO<x4d_kWqbT!XE9J<ZE|m5;_kvHtE8nHI@2MZyVh#&Qt!@s%s6w_bf!hW
zdmJIQzx}QP<#WGL=Tu9G=1g5Cn6_`AC3j*}uLUJ+n0|6*4YP-jXLE&w<fv7$9JK+^
zqF&<&h`N%jYT%iDO$m8ldP-p^O*5Z{1n8oxg+<><=A}hJ2L^~bbJ%iFlZ+)gLb%P=
z5<ZSB5cp2qX^}P-Q_TW}tq+S0xuGc9{1w1}QVmfEegYE6_{ELh3}m^-4YIa+J?&GW
zx%6@c+gBy9SIP`*<}LO8mKToTJQ1p?1sg0J4`(|VsPuUNRI-By$LC-OCYyerfEeSE
zP6KMnuX~p@4qZ?xcdFqEH^gNrC0kWD@RKR#gts_eCi58-U!?mf(r{<GC>uOz5~gcA
z8}Rx<hDVX??Y^zz0{U%E_=1AZL@OS(XkX%<GQ3lR^;R!}3+wQ_#dbIS*D|{nM8weC
zE$VzT9p{}jL|;DyK99czJ^S-t-px(IMhe4Ck=#N=_cb9f?%Mh%dZBn#yMpBH2b$jA
z_e=yUsplj@$8+5T+M@CH_!#3lb!>x$yvv^l(${h^c>B@1bayq~!5Gl9f<nC-T{nQp
z6mlgh8~!hsofcNP<IR9R|2BPQaQ{}kVTkK&(^EG)+unqIK>JC!{tuTY5ky!^WXWDr
zUzBryO(sb8QA1XikiM}{+`G{}2~AHjd{0plvgc``<gf^WLeLnE{#b$gJa?&p--}h%
zuKvfz@eZHClgb0Uyg*G>>UXc!Cg_NRco}}7Yb%@m`>2Oc62TRe8zy4lbSnoM{?nE?
zUmiGM(j|0$(&Ud#l*soRWaKz-Ge*J69v-Z)D;{-Aq^{;Pb$5jT{CcQ@wlxQ@#l@(*
z3ojswk~i7l<iQwO^9>#&ocHe;Qm~<!VPPVwtc%0Eyu-w2^$ie-#+qbrLk7V<9H1d(
zfZzDg`hIK63R~}5`J%7#?Y&<5gpgiY<S4z<{5d>^9%m<NFriuS08jFz#m7}Mqou(m
zA;?x-JMisv(%|hyZbX0}T=6H&sdbQJk_xNsuo3@5W5#EY)CdivQuyj9;%uD8=p{kb
zl5inl(O@zK#%)~kYSBDW=`pi(<~DdO4}(|hTZHc2I}AOrZNzTqC|e3}N8J1H1O}0I
zsl(V(3l(DET1FP|f+9&A6)Q*}g3*I|4rL^xz=Z@0dA>BJmyw9q9Ssnme*N4#O7q3G
zentR1Q$gkp0D{vr4Nv}XBWwPE!zgW;>4;jz{?iil{A$M75arcDC4c#7_{QNjexC64
zVQ%uRdvQm6R^e%^-*D`4X`Z`~!Y^&fVAMuo!h1|F<k^w-*p;}<#EQAw&snQ`ZN)E*
zLPxf{_nSuX=;Mc$?EEsQyG#?Kjr&<nCE5nXpf46S27@$vwoip~503W~1OTqIr(Z!&
z*cQpXY~c$2#WY=L+gGWoVRm+7bLC^i@m}~?IT0BS{zePvZt~0@3x4eltaJR!p&e{_
ziVq)wV(0SBJ2?%p`uiR9wd)%<@f#SbfWZBm14<hcX3jKJ<EQItZshwz9P(M`Jw4Gh
zg!2P!V-%*qiFu)>pn7!rxrrt6j~4s0^cMRAtrlkG0vXg{0vR^e6o#O;%&0n5ABDAR
zr9)dTtT-_Lrh}Q$!049_q^;eutEI{I#zz;TM=w{T4U6WkcpE+0af=5}+&ETKS#Ge`
z1VPuUx~4rh><gqLXpqGHsJ6#1R(|8GB)M``uBUhAt}z*Xu+C2IJ6rQ;OF*cnK$S}w
zWP}QeKZ<4jBwRI^&^)<@4>5;q6rht%U*J_eGn2QUDLc!NzFf=|?(Y_^!czT~3FyOK
zugO`x&QWcm`r%Q_fhnr7GEiR02OfL9pR)%{2#^T(93^ahK(oj05w9dKzJmfb=eLq2
zJ@>QccU9|#S2JRAIzIvrmntcee6)15e3{EZtgT771<WlaHK5{Wh!Lyl35sR<T0&e0
z7txDphQxOJM)Qt>8DMOKw{brMBlo=fQ$+BNwDinLuovx##OMikWn+i34;Qlf>&~Nf
zZ<N>3;6L5&Y<I_TfCajBbQBKM?9+2$*bKHiL)ad-3#POzEQN0x^2n5x{X+7;b>)9#
z(Qk7oH&r<v%>w3R(mo}3_j>-STn^52FYyiDaWfqO2A63}=<JN|Mm;U74#IU~lJSg=
z$X;2-oS8^`?j-9a2)*6!-L;K|liHNjKBTu5^FMEyS(M!Jx(UJx_%E-Y^mjZoKN`SN
zbJcXgcoT9qfOFuCD7Vq|^G`+ZVOf3h#1x-?OmMg60bd_@36i3TnU!6x_*1-Pg~=q+
zq}fF1#Z_|N4VRVc8|sI&iTAbsE{}-Nue@wlRfolbhDQEb#PVI4fxe2B2JOho>Tr~G
zO<6NUsh|MQ;ComB)cZs&EfGt7AJ0Bs2Ubqi>5bna!E>K5UzHgcF2r?-XTNBRW^bK?
ztt!!I$nBQ|jZgS}eh-@Uj%tRKOexPtdWYY+nGZP8wtC?%JVgm7#zgqlXvDO=;mIwP
zLZ}8ORH3r0N->^Zp;WgoXclJHc^P1eAt#cLxBj%DAzd|h?LunO_(Y=jj;v>YQ6DsV
zVygGJhqmHkpZ3&@j|JY>pbiy2G<ou4?}VDy=8_bD)Wk^=t7LE=(_1ie|3VfNp6{YU
z8CV(nPEV$cEQky>9`{1m#@q~sFJZ1Oj6K94+ez`vD-c;!yZ|02WaGPW1co8qa|Dcw
zCYeRNQ`L(;`wypM(bLm4C1UKz{4ZHK&9xtAw}P&8Z3u`$HVK_$?v|7Wv3@E!oU;G$
zhQLZ^D+hN&SjbO~5@@+!;SPIT0Xv$vRy6z$A|Z1zPI>N9M!LWk7_SEt&{EF&;#cDn
z0f`sVw@QY=MQ0*qYzV2UhN@6zrrJ}<;Mh#D|M)RFrR73&?+KjJM-0)pYkJwCb-`Hg
zye_L{bbjsM2>6A}Ih0@oyR=)<mu>O;v6Oq|y9hx~gguC!|6q@I4q0s$7}K>{`rhdD
zhq1WezzIsr#r7S?{{3XYq6P05s_=Z`OJm0i>2GpFTaQKZLD``R^?|i(n+4x{!#F*4
zvfZ|E#aL~{y|o!*C-}|!W65XWu0(_gC+CjxJM13|TEmkkS&A$c%hE>4cVEf7$2eV*
zr<Tl<y<AiAKX{-h6HL^f)`-TmeuDr_Uokr|WOD4w49CHS<K@Ku{A+;$C7i5?bVwz+
z)wrD|4Bb*^uD!M~F;Dn$9PYs<e7G^vy=VqjjV6hN(T6}hBj!FS4!Y+6C=XK$`GG=#
zK=I}Q8l#;f!(u}ZcD4R|uKWTQadJTJ*-L~BXGt@ss+j<Tea2{j=t$*~b+rr12sCma
zy!T1aiIt7Lb1Xtc_knL3$t*Bl;PvyqnKcwz^}DZ3auZXkJhwl^py6`tPL3Qtv$YO7
z?mp|?S`G~jXfkj_)U*2oe%RP!;M%F-%BE*tO?<*GVSSyaW<^z*N}4~OpIWV``gGi7
z9V+t<!|8JlTwMlciHs~q4|1G;-qWygc2+QYft<c!Prx*+2uAIjnLs(mzWX{NH=(SQ
zP*q!kC}|&FJwFrVb;^XZj)iOC5*|_gNrg|shKa5h9*b_3JvKMA`rTTx-BtXWY`9~z
zyu{F)8vY&}wA#;BRqxNb-ib*$c|tJG6tDQhyR9M-)iH+oP2IRBx>LB=2;SRO&w{w_
z$Y74ZN<|-`YIxb>vhymPAj&2u$Kr_yk5(h2C^oQ3I?A$TF^ZGv)snvRXR@2Vud7k}
zwAgct*@0mwQ9IaMvZjO%iK(61l$|u6dtsq0hc~0;38#Q7JVs=6!VS?pDL(ff;eF1|
z#cWBl^;##}d~WSWgKt0_W}TS&_`)cEFdnQaJ2@@lS7mro0tv_pLt>LL3~QhYd&mu>
zvYPYc^%OR0FFOA)8UP_f{#!xOF%Y~07Z=m!N%F&qZWo@T$u;bTuXz{#MA2i5IfEj`
zRc51!fp-_aG{(E^l}E&A!oc48eSdPAL44pxFLJW>8h|4E&K-$h7MD38elj_K5%;!*
zS6@nAj}^lp6zC|oPiQ{+x9^Qa=Ag{>?HJ~ke&}z}%uZ1axETeJva$C@eSB@YjoS9m
z`g7a>X5P1?@+}N~SE(sGA(Kb0rzDO|%`YQv<^yfRu8(pQXV2C(Nwh`8xXyxMP+lnj
z%JY`qn{zgG6D&V$Xh`AUor#*ntjibqiT8^~!kwZ2hagY|&tRk^A6rBs2+o>W(-nkz
zV^Tm{hR=GjilP{cADfXEdGZty(YvVA_KcQcTEhPjhSNrPX6&6uKlW3evaWu%2%d@k
zl6-6wh_DI_Kqg@ZhilEU#nXYhWN06&q8sYJ!avbB_AyhLta(XxQfo(c6Su9feV}lL
zZ6W#CAQXW((af4z#Eg(;5x2f?@1jB2gSmX&k#!#Bt0m<*Cw6X2Ih~d^?Nj%kF=D(k
zgV1;OY%d-be5R?S?p&4e9Vp6ItgEYj7SQabH=B$4g;C)7ls|P{mGbF-mxR8Jxs?_n
zLzl}<jsuG5Iba>aWhVOR*R&zT3vg(tA)QC$2hNK#aYJ(HU5Y2jiyHBmZ8Qz_<5378
z38+xRy0C<Z)mp~gf#9(FED?NW9X=`=RR#su;*uR+PG<_|u2NgC`ndUyhQniJ>b>aK
zBkx@PnGFMK>Zc`rzbuqg?NIYgk{Pm+C_!@{-n-k1LR=#q6^m<Iuzz6+yh`dqZe1jT
z^|wSbpr;u1hY7F*4rEGQN+zvsfTMx%ms&p*_$?;+7dt6u4h|}w5HNrc`XUXyYrtMH
zjZ)8~QW%hr3R-i<OZMX49^zEgJo_QiD6OV>6T;)}D;7}$hCf)i0<Imz?YTHC(+S=I
zsvb*Y#TqGUzkdHF*qRmS%xy@U@DC}8=`q;$SunME)R%&TtG#3$h(gmMqiP@uwkf=7
z=(34Teokc(fxXXeD*ON*MfDT23@E2Da;ZF<oPFQZ+?10N{J}$Kg!PKayY{lWH$gI`
zZZ6{VL_ACI^u#jg9gA#PDshOPArEoC*}&5$pt62Y(+Ie>6}H!)1An##*jj<cD^`kX
zk#<KUhLhUuoW)9Uc9q;)S6rTxErF*r(WM8r)bHc;?1ZJbOgWun4Y&AS(@~RD4rez8
z1~h@Lk}hwFH|1WU!EU8Owf*;Z0#zD?sFH?kO_hWqZcTRW=en{|ViNOCiQan6lCp%z
zNBbcr)+Xn6?0v!htrJ7j$QoI+o-b~y%&P|nGL<(DG5X&j&RRF?w>7Q(3$S9rr}VrL
z8vC}z#2|36(WIgmNW%Gt*x5TmmnB*Bb@IL;C3z)9t<YfU#jVrSt3S!h3kYN&khyqV
zqz#v^m|2Jw*VJL+n=B;`%C!%!!qmvkJX9;zwhys9<Aym!|6k_MW+#k&CoZq9jqQ%v
zmwd&8BsnqOZNv|Jhp{AOWNW`N!4nOr-qeOaxJ&~8P?)``iY3tzz;gUWtham#6AtTs
zaEwM7+dC<u`t*A<MV1rxp^g_gP70Uib1)kssG<N6{23R6Q*gN;`m5)1&jVXq)pgn6
zF*&<}EO<*@yNR<Vy!{DRO3!xtxij|qgPypaRHgRo7%d}#(6f-|$unckN3Ko8YJ)}=
zUYF#qabdrSjdo597X?j|yt<ylH3~M@Y&4NacYCAjGSrwDfsN^LSKz_u2Of;(A4at`
z_$KWK!Ro7tjhGd$T-2tC>pdi=hI4+O(eaL=MlHsu41eI#1UUTIeB3H3&>_?*9YCuW
z*Ppb|J^wwks-W?*^yg^bpYhuAJAw`956EJS+Rm;zj+{EeQeSTVv%~q{9Dl_V$7=%|
zH}J-s!6-@CMeL*RN5TQR{sOm`Y~QV|cvzrW+&(W3^o3{hdK3`#YG2?CyPJ|~d!pbO
z35t49cSQi&xuoNK4qL5n<^YZ7U0{E1&tW)SGSRUQf-tJtDQyn07y4q<uZ$JBdn@$K
z5vgKc4L*iaqA>5D1a&c4P7E!4T#^I}%lINocGnQD=tLf#Cq=O}x6ilUAmE@}Zb!=2
z8C|D^u`P}TsK4JP%xk*Ii|&7%#M4&j+b2%DpN;k~nr`NszxiScuS)#8ZwZ!WGyce|
zIY_lEZ+xyM=y`(-2gL@81r7^X=pPr4TZvKLMP$B$2H<y&*P1%nllv+LM83khB6|<b
zwlf53wC{c~bE(-)NmSs`liu<zg(8jGvK&cmNo4mv=uv*AjV;5dl%BM_ga+&i{>@iG
zq+)dMveWPey_<lnmJfif$VPCqpZT}S0EbtB;h7c^!^;U1c>Lq&-PPIo>jQ>#7NW@Q
zHm^CZwu{$u9J4J`ByR-<%P;dFwV4@i_wbsfe-gbe@lg{B%{ihz0?+(R=IjRMt{-mG
zCtq7;i6Z;91%Zmuoav*5+3QO@G1K?i3FVtl4go(P*KU+wL|Y~-1Wu@u7Xd5T)I(cF
zoH+LuvTd~l0Z{Cz0H{Q?iXyd1W@F1N3{CGU|5ZJ&r{*u_vP)_(iVE~Z*Bqu7vvR;^
z1fk+GME8pGJ3BzLNP{G-Ya7sJJ2>*)1*pu|!i0;k+HWCyHvZ~Pc(V)mqf%wSPB4-q
zXtwh$iXl3I&3Pk=25)}#{hIuD-+IBs>*g*{h6@(FIbnKO&vs@7{K08=ov@Vs7%J|O
zx&MTu=5;~z>}qPDm=8qIJi398w|jiyBgm7f`ZU9&kx<(wplqstf#goGf4fT_<FZ*K
zIGWG?C}?Z^-qCC?z+eTNw=vadH{>0#adsyJ58dDt-`@50g7?cW*3oqz+`HLaLm(o$
zHetKE>hqi(47g}fkewuw{RjgA{>hPH8M2NKS`V6AL;jrKbXIYr#zhwO2N{UXW_n@y
zaBhTT)DckiHt(4JgU(hp_}4a88A)dIe|-aR&2?F>0LD3q+Bmn)@km_@VPbhXT|LVJ
z;Jdv<M5m_{$)$l&P*G8@7g0gH>k~PmEcto>v-I!JyYEFMCEYv2NeAP9jt*x^V}^Ge
z0Ta6X&QL6x?(uOn<>L7EkXOj-ectDX{715;et_%t3Q{SM6SlUlP$!J_KAW%he@&w#
z`&r_@t(FJzeLl&Ph|CR5$`@c{WSjupZ;7~VeKhKK&)zf!w-XwlD52Z<nrFOB%*=dN
zK`VA!zNaXZYJ+i7+t>+J>OAScWZcx*KI=sF^cuW>2E4$?7;9kKbVlQO@$e?@xTfmR
z&i^V>RtDTv*t(n|4^&N$UvLM%t>ez*h(*OAJS6W|dXoC63b@k7<)mrmQ+JeV2DI!v
z2bX^$3-txGR$_{XqNoY+NlbRu1?)N8SlgLHP@}hhIAH%j06sy%zKhj#=q489u1wZ2
z9g2%FSfZ`NEYdfnQuqmU>tG-dz_e`(<e$5y{II$j1?R3o8pM^j*QDr182ug7_FR&R
z$kPp${dyqpw0i&bT=OOJPM=4?d6j$X(7`M)0J&$?bs+D}JGJ5cor3FO^ml3!{KQ^v
zupZDIIj1hxUSl)pRTSQRgy#F!qEqU1w7YW{j+5WkX@|#^GISQG+o6*{Ob;M8gx|}H
zF;FCd#6W3>HpW7nla(U9s)EMW8}c&5RaT&jik!w|2T7Y2C_H~fO^3n@S0M>fJ}FNX
zQq@n=rX@@i2j_*JZZPlL0|kGm>(CI0d}%w<1}aYzs;;JOV%Cwr4GM3B(ch8Qw1Jl!
zEC+N)?rEhT5X8QoXdibK?IO>i$&Qr}y76yf5FIQ61CaTbx*f9qx(2IG{5lwl1gI)g
z_mQg7a#(k5_tN)#5nMa9!Slbat9=%8<_i6s>L(DuIWPdvHRO}`t~~PpO*?q6Ta4V3
z7u5Zn2cm;zU;r{SbSCd@Uce5OrRA_u*x^N}iAgyc^2vKk9rE+8-J`!_-k~LZZ{p<&
z+kxGYbyC>|r1GD2ua1y3;pP?6R(`PP8i?#um-xr0av8drXp9XeV%*jEJ9V+Apcq4>
z>SKeZj9mpqFgG+nbB(czR6e<1RF0l1hkl9t9u^XM2%L|Txy1-F6JyTvO!(Z2Mew}@
ztVqmJtLUdGV_#+=#@U<Exe(vaAC$_}67z@-uSmtXQ_`?8`q$hd46`tWX&qH=>w>mJ
zaXEUJOVo7eZf=6x#r*AXDz5|`OvRX&kcp=E<IpKQ0V`8;YukZTsv$K-#fIvCv)IrO
zH#FLo*eJY0hR#Cuc?x-dPu{RL*k4+V*EGf^RkEroaY0s!w@vt~Eb8<{$qV|TnQmVs
z6jW8yFKSh*>(u%|NjbWksrw>%f4fA74f2aQ8zg4I?@>HDM<ilZnzju@S~f7i4IaDJ
z_(69IZ9gCh0lYfomLNzf#@zT!Gzp7Cr$-4`nWEHzK>EwYf>K16a_#u2q@4OdZxuOO
z^F@)m9mso9$+;oyD=Eexv9=v<$jZ?+Jq0~7(y$;umsSVmog=hufualQV*`0_s$-r~
zd^3#BD<pxf{`MT9G3Zd!7f8~yW?#5d*1(ulP=uk<x?@sdRTbA4c&=#_{Xx%j=0?#5
zRn-V9EW@iRRf32PJ*_3Una8ig@ysFwTZ%C=A|37*qS5YZES5jd)*2(p&j;8_(aVNE
zCfCR()y8^Qs>>(ub&k<F+!#GOCIj9#pCc$N9^cn9M(@oiph^Ea$7ns;f$k&Zl%kiD
zRDB=8$qYBL>exr9sDk&Q2zVZhz_1H(c&uWt^2#bsp30Zq<enti=PFNf5!E5L6ulfY
zba0U3MmE0=$C3-s(N=;Pcaq_JC<3idJ;l<;8T8BOm$|3D$0yns^2*T5&Qx7rJ5$`q
z(a{EJMd)ZP!Hfr~a6T1<)@Ng|G%8c4FB0<QoNcUmp7^Vrt7*?!Z|mp}r^uXDD#o0+
zO!(f7MaPE;SdpyWAIQ%y<*T$oG1mrtEKRjzBAu(L$3*h}p1ff(@j!VoUK6Uv#I`jt
zu~HcmV=F7rRU;<W={NRu_+m-{I@(AuBP<2ZM<USr^fN4dqV&ZVh3b$+_VzS%aFOCh
zI{$+S2u1QLc>nqsp1U7o*ct7;y-p6MI3Aym<YF0Z2U6|tX?{8SsO%xu%1<vwFAsBd
z`5xxDky?j*StY!;JcQ?u4>0UVG#>LD@VJ;%2&awr(R|w@O#dq$*`*bYbAPiYE;?%1
zz)`9*E*?u##H8EFa6TA;)+cyk(hJ<PQRtxOy>6Mj3U{9upjRtfHTmTI^{4!Y$p~Nn
z9t}Hl5hnFg>Rm%@Mk&(r%F(N(@}3r^0{VpW8&P@uZ4i}%-hqzlZ4l^)8&7m6z}7(e
z+S$8lh)OKLE3NH$uOTviJob$0@&DL65Adjp@9%$8wq!TG_Z|odC6t6BP3fpq1qBg8
zS5!a{1w~MlqI4lNr3fk@O*$$F3er0v1QODFFPpZT<b7uDCfRZ~#dh<5fAe{sRd#dt
zp0j7p)H`QRJ3sAH(<@X}bi-61jm#C)25s!>x52?!I9Q1>={fGy@4o}pA)yF;f^4;Q
z2(rQDSi=XQEjbzo2MaMK_0-NvQA1T#HO6myh`9qjX`orXIuKuoEztLccJ{c;Q*ONF
za5o##DGKxmuKOKbTiW2*^$euslyU9i{cJo=RiK|v=A33>1ENDbj}F1MxXcqMTC2lP
zPidyUNxire=o^x;?R*NX%uLbF!(3l}QW5%Soa|5Kx3tFPxFW;yPba{^LWD_O`PYuS
z`dH%FgB+yfmvd$CI3JI*O3{xetBBA#)GI%}9{HylA^*OP{LH^#ga1+ozWUJ07MGtI
zK9Fw7u{bzbiZH1Me|;cah|Y)e>_5=z!z*}mcQkT}mCa6mtqzIB=%bNEwoy79kLTKi
z?ykJ;!O8nMXyGKoz_oYaJm(_1F1>*xx3diUfkw6wD!&EsgL>qjPK1Lw@q@ZPt%h<k
zfh6-cje~N?Jtd|_xb(E3d6om|qaWv?ZwDvsKDvVwt~@k+K!jG`a4Q|r$%W|I#!;&*
zUSEC%b4LXtSSJg%z8{eKsN)BLHZ(ZJ5KB&~{ot8~HwI@ER^a4=T!eSyzqZyF0(o?(
zuN+RQ+k|dS(ZSiUAGG?5{bP@M`p2&yV(x%O_K$oz5MPXKz!xnV;fwG7fmR<~!JB&;
zXcK7LtWypx8}J3vHk&uG9C+$)^Rj_3{gcpjp*iVrE2UV!e+aO`m4u@D=klN3fcKK?
z7``J4k?D1F!?@gXq!%gaJ!&9hMUp*G_ntzJ)#~k|1OK5udfgp3&%KDQ%WmMvoh$==
z6VLpygEOu~HgW#gR;O=Tb{TU=x1tBe)CaY}Qv-8I13_7}^JoKe$hvv7omRjPok#QB
z^WU1g(Eed-B<2qCs<(gO${`1RJGyF@Lnl{UiR3@XK(8Ebq^ale`dRC0C{R?;!>_E(
z#r!%v%0l1H?%Fzpx#NmPz)-{MDOI)WDdkG;StH5*r+H6_*aVmEr18w53(=>Yo&I`C
zwBduiwQO)tJ%<jet5016$s9UUV-B68o<ln{eod!M6Xx+mhg6~i=S$`4b#1*dtH>Ca
z9_jxsq380{1~K{Qt6?AN2O$o)@+h})Hn@|8=;UJbY;9jF`^5DO1h|=F;75PL>D80y
zGV214{K+4@$E_<Bp--@#etnFor#>Ez<?3Va#;q$Al&ZM;pmX?Iv#F2KIaH>W4xui%
z@*uO3I;0{xu@F5&4C`PBPJTA}hU&_9qd~lll7Bq~(TN4<8N&51aj8W}&ncz%sDT7R
zlI($()q#-=27|$1)JH=Jml%xyFX7v)r91E%J9aF7_~8cx1O#Brm@yEG#rWlyUodIX
zBs_fhkY)|6p`@gQ2CLn_e;-}Dc15pVy^xfYgwdl%qksSYjn>Q2(GkJH!HA5EL~3d(
zTwS?=<L%qGk)NMWWsu;*wQJYn+O=ym7?F^ZlS5^b;5#obFZ$Vv6)O-E6N4^Yx?uS5
z;q?2bPoKuLY10rL9gS71R%yv5fsEw0k^8^?`s*}6@8rpo=-00w4K5UE1WV1DH48g;
z?!?`@cQJG3OjuiU3ly3`f%E6jr#9=}y*pf7T#%KOg`-E0;-!~f!us{=YlAQUX_Au-
zpA<|;OVge-XXlmD6NH^KHYySv?PPcq*YISG@cx>MaCI=J8z=bKbu<bVG7(1f_2>P2
zc3CAVs{u!ill7?%W~O*#V6$WkYbn0&?TI#aW+<qr#Ok}5=yBvR?u}{%cb>`6x6!$<
z5Sd^&&tg(;Wfk32Xm6suag1cUi8YW_LzCO(<#?o2Vx^t-0^P>KB9KEACt1|LuupZU
z;&gD(+0<)qY>XJ4;8tE8Dk>1IQsGP6x=BAFqNoVuS4}jpUk6ir8yK0ILY1k#Xs67~
zhP0(G?{`Q>Ia51Zv^u+w9*Ir@iZZr-hqNy@)m~%!@(YlK1S7Khum*pFNUa0Oyr!i?
zMmA&ybRe1iM0Pd^`ThG^9a1-ckHqDhYp*f$^?=#*F-Tss1BuHv)8Ih=wI89nLWzuT
zwS$uLsw-(Z*cqAVl|x)3%Hf`>98W5h_*|}C4hv<rSg6QFul!Ux@E|Sl61goxbvEiX
zhjK8nQ|pkWtpm|X(t<x5EXkNdbnrj3p9_E%iIDyE9%QbHKvSu)K}AN6o(;?l*nnh|
zGqtlp>+^eSZIHg@JEW|rvq90dJBXS5K1v@yh1l5<?jOC4Hs|)@cKgAo(#hm0wzq+?
zsVT~JbRh4|0}c4%nTzm!cLH*LzYaxgA{_d3h4YAhFjBWGf90M{!Q9y%3Z1%BoRJNw
zl?6<t5=d>VsC<QveDdC&NB+N64tArShrE3-?sXmB;BS(sZC0kE19@*@z-Ad|E+XLF
z3CRBaI*MZx;n=4uTs6v}DTvhab!|Z2%MHo@;W#bpP8aLiq~uLMAb#1F+H2yMZ-uF)
zIl4YNh3d*ms$1-bYmol^F}?fcR&s3;>5nvVFll7pP{#F7s~xo4B*HI>QcTaxMrn05
zoJ>rx&)E@nI&yN9YWX7V&mF}kcwE50c{#pJiQmgq80BD&13@l$TB^jmPqUz`2IhO}
z>v24{7zL^-jCJJC8d7TmQym>lO%PMwunlgNlq0HKiM4Lp8{e8jj*8z74yLAfQpUd-
zH=#m_KZ;a%+0GpM16=U5TuC?8tE#K<zN;-POpFmKm*C6PJhYIC;V3e}f!tzTFD|25
zj5Ntpj}h#Rb^9h0JXJM3PPwZr$Ky&RmRssSNUY&tsRD8%V+_#9D${6R<jD-l>x&gi
ztajA*ff~xHs_|J)9)_9AV4*V}%BeI|1}1o1#xFmiTt&0ly<}sKeSXfg3`l?p@x}LD
zY--D3WjZMX5%sBqdBwP{DAy|kO+O&lY2qj{><97XO8j2P`N5AZUGTI_NdpU%)zvhk
zBVo3SHHs>$5PCleB))`<i5I%tVwAo1CU(v7A{m!xLf*%!8ZL)BHRDAq?Q-ZXkz%0K
zjAnOCs8nG^Q2}1h&BhTsN0?~L8*9c0q%Y8fyq5&jH%735|IeCZgzu2Kvgu=l=AeVY
zx<J~bl18*iHFd$suKv1^osZ!bGU}(gG>7^i^q9Fh*dV(?J%<%*FDp7pOz>F2-$%xk
zC~>|_iC0`KaioJgVoNG$a35(CKJw%Gsr_k%xKmVyOP#rO4MWuQ(WL*-Ym-X&11jRm
zl(<k<icyXhI2i0o`{>!RnY3@3@2T&T$8)$o`ZWW6w9w^{U9K(zolINg{i6Z{>j;(-
zeBIRpZLFmzP*!5~!z}bT6N7s%w1B%@j6f?XJmn&Mcsm`NI=ew`YK*myvXNY(L|UoR
zupjX0P{<zy99OKwZwdv*cv<6EFK@&am*cG)snicXZtc|MdkWn@WtXe?^_7_7QLzCV
zC@Sz<i4tSnt#GWXCt`~$@YdaQ>IWYO>Tk3l2N}J4KONm{&CuFXYS;$4z9=%mV|B2e
zK^xec<Hx`{8<0K2AGmWic-Pg2+Mv_D#CmODs7<spGRD*DMzo3Qv6^0+DCgS5o*Hf9
zXXg5CBB9oABs_joR8Ki%Dlx{(3ded7U#!4ew}>wS9|!XX_|%8twLK9Y<(C^?+w0|t
zHnvg}R8(R0y-f7@=?U(=99X-yx9%A?O#eLzUf(^WYiuOYYfDcL^wbFUrSePFzNoW7
z!%=36N4W;t1RE*79^j2O_A(TdS7P<eboAK!2=~SZ!(E*nV1Tz3h6mWd+ft0D1?BkY
zVhWx=^ca_3Z3PpZ;AElKH|uQ|4Yf%MC4S3LV2rmlj`j9NY*9Jhx}FMURW&|t<J9DP
zHVYjDUhB>-s-VG&PFC9GN8U%L@SoUyF)A0^&n4m3m)&{)PBtmhdsu7VlbnKH^EWLW
z3d%VhY_;19M;j>~B^ur^T2Nd8_m>XS4SB@BH_i@2zfRg4Sdagij8{LsgpzU<T<py7
z^Qu0ux7L=EU07oS36Bl<18^@s%ER{Gl5uN!H~bT17b!U%bh1~F_t9zmW2K9a^RfMp
zRNPt|X7IjWoJxR+i4orJ>(K}u)OOH0t)AE=I@xd_a)Ck#k4b0gra)2-8>Y3^+K9M*
zYA~in+=u6+voJL=;@ZU-ZO~I=BV6;bfs(&IP#qM8b@)9Mw?6G$@4b)T$-<aT4^UE3
z2^T8~&b-$i_8OU8sC)&H53P(ZRKA56(HZ<3B`?MnVEg5C+<L#GLD}m^`eWL@$MF34
zDol+@830>eZGoQtJZ-bUI@HRyY@+-t4ak4VAJg_ehUY@Hd}CnCD-GB{NF9pnsSg?f
z0$Mse$;bAKX}I-qs6ibDkZc|u9B7uQ*sM}~bSM_juf2my3p#0y6NHvuuMQR>!}YO7
zhlQPZ|DIV?f#UK?tT>&3B}09&e54=FJjlgMn;+opyCLYM5lB>TUC1o0-w)>TALbY6
zWCl+g2^JiS$L7)gkc&-d7Qy8F3Zxb4&jXr8ITWb-1{<C}I;nv^di2q{K6+*+^y^d?
zn6YAS6zvn<8PUSvJ?d;=s6HC7K}<fj|Cxqc3;6v&mv676!$N9;5juhBdOBE$^nKA#
zImD25F%7roH&TbIH9F|eFaJ{iNc|ucw-z<fKN>f(fBdg}@o+4jUv~$W<{N4gc*?<2
zWY`yI|CEMXAN&L5&>U<aaQ`H9U1&BssLR38TxT9_A;zOj{&HyHV1}<p1)z<K3<YJC
zSbaVPJvQ9Ky}9k-PUc8OTpys<=a`FX|JJO=i#7E@R|irb(-nr>=1WcJqeuAROr%C1
z-NHtH{%G?T=8rEQsq33&g=)<oSN!mh>zhWlG<XmFIi&79T0#S->YYQb;Pwm}oJZ^2
z)6vSnJo;anyL@pnp6eg_)!#qRa;P*gk54G5zZ^#Vi1La`I#1j9ZWr{^2++}_th^E*
zY`Te8`})9AuD|A#onNNbK|4E~qpcYp#Wx)6MtJ|LD{!@!qi+}&&=crw4NqrtEZA@r
zn-}zg+{~0_5lqfdAWi2Gr@HkNojJ6%#Nc{L?HqdYxw<*@)L`v7^pqe>i+BLf$>-|k
z&~LUzPmP0h^mWkj18Z@^I!ybmPKU`s=+}-L3kAB#;b||$g6|$<^R(8GOH8o#cpQ>*
z%8-^<k1q-|m(MOV&?Z<*@F=N%8@P`<U2B7lGuokF2X2iyGrt_gr7EoW@d=i^-U`dZ
zgK+w0CPsdK4d<43M=y;7t~eXi(<T_IkI{M9em(`amUcyBD66Q%{JoFyN>^uC%1oPK
zeJnRz9~;tP=svX$#@INw3;L<+V^c8L9uOPU(;iUyFMeMq|GjSLrw$?}!F~kYdy@AV
z1`aJ`Fc=I5LlYM8$M~NjB7)o07#3!DkWcvf>#u3BUwC*pwrtr_8|+q5Q9%RNNU$8q
zUe~cBw}|n@7hlkTJCYGkGlSl^apN#>;J_y7NHX-1fIpJ4j|3WOX73{be{#8;Zqy_h
z{AvRJE?l@kgA{AB`w=#6+C&2YHBqTl7(93|)~#Dd1NA&Txrg>77?8Xt_r7uC1`To~
zEM2-30|pGh&6_uC0|{#a{_fnlLj(TEzxgsGl3+n!U+sW^;^Ja->(&hm7cQj1g(UOe
zKaGb+!wbp(B+I|Pj(w-1@!R&7Al2DeRKt$Lkr?xQpuxZY6}mdh>8plrPUdL6?;*B6
z%*Ll-`V*#|(K#3sU<0Y?KcCq3hhha<i9~2Gsatp;nLoZMEW&9Q=LQ38{|WXf6bK|b
zi0dYTBx~XJ;$ob1a{5<vu;|elF7Lg8gqe#_eEklje%|n0xe&^<w~)Gg1H|qw@cMEg
z9=-57s>>U9s(n+j>J<jh`P1>_txr&N^)96TUhrS@Av`~P6N#UzH*p&qq3Ff~#C^1y
zzAe5J1zB(aT&KRG7x4FYA(={An26BURC^I>cUckcs>%^zZVxwOQ(RY-<5NW*9F0x2
zGNb%oEeCn`&TyRbCQ{!07$rCEK<w)Uw-p~lIqz*`e(@FlZ7h3shWq<(;OX0o)i&^g
z&#HxRUyzC9r5our`Df~~r<L4~rU8H*V}6JIOM{WQ^T)rf!-JWhqusX8@Ei%^s;)*!
zY!Z@o9D?V>k@#Psp>iO;NZvmjJpNzv#k(^<N5^fSp})Eu6tPK2*l`Hn|4}*E^a_Lb
zf@yg4<|in)dJi&xPqbY3A$&f16LFt$ZIaWdL2w@XA|8yHgW|{-ScJ4fi?#Dno|=iY
zZ;$+=`g~ucKr68b?KLvk*6@s(1i!jF)1de7ii$BcGaDz}ob`g=n+i$7KsHye_vZqI
z+M7#}R-wYWlziTRzi%@N(a%N(mw#}KpviZ6MF^6J&_SkegMSlZ2YZnT)_OTmJA}w3
z)DB-|<kNsZ!WJJVycM5`pnC~4IKQ1tf|0i7G+WX?3CZr)(nN%IBEvQ~P^Q2TsSJ{T
zY0UC{p<!PnkN|^e>DeIXa<8Z-D6lDz^AhbzpoXVCR|YZ((v&J}$S9yeC4|jhj(9sU
z3&9T(>&n2!9C!YqGN`E!>wN0`AeHz*dVXy{#o^py{FqaOul*bmXeP$}k_yaE$cD4X
z1Y;cdgKYjPdrK7vG!-F4W4uThVpcaNA>&DMO^>W}T&^hB$|m?%Fz?<OPIKQxG8rRW
zzYB>UH%4%p_ZBj~*zmXR{eMY^8h$7!rgfo1J#}GfdKOm~91I5q{$H#QLXVl7gAJ-s
z4F|CaB7&T#4jn9|NG(%gO?)m5_)98NVs3OMPIPpKlqcBpA8C`sCiqIDk0x!>y5v0G
zfIqH}mj9!Dw9w_y)j>{QHFR^3qxI2fY<-f8PeYs`GB(1GJ-smXN-`XNd`N@5NCv5a
zt`@Xj{!@NHf>bt#y3q&U9c|5!QliAFN7*#s@4rCk{)xzUl$c<1dlxFdqqP}Q%2ZhO
zB!@TP@9n$kh%79}g`WCrZ+}?_bwJ>HA9a0@b7R)^Y5BDQe}||Iit)9-6Iu})D9Z6c
zVm4gFrvGRkUE3y#^xMQc%5rS7u!pO$DQ+ms@kwzW9F0u1vI+jJav;9gQNtHYl~@&>
z{g(p%{t6^}A9>Z#%~_7t`=hWmDhHp2a+}09Jjlk?%n}?P-~%snG5$y^#@m;Y;UW{E
zuTGY~Cd+p<r>|Q1u5z^A8Hug;vhe9M+(wAefpufkHV!fx9N1#}eVk7&LLX1d|MTmc
zB%qf1L6}aP6qQYb?fwgzgAPKjbr+SYF#fB1*fPBh>~%JC{nwBn#@k;HMscYUXK!U-
z&c>VYbumZp_I2g(Y<p*V4cYv(?L-VlFa85pHVvd3e*TsXHr~gUDZzr-fa>sdB({tX
z)C(G`;bwdx*8h@(8;ipJ)%AW0GgI7J(}Qk?J9jS!bGJW)uagYD)tM<aoQTKO=zJVm
z&<S3SX80pA7jJKQ09RWn`l>e+{$I5L)nV%cYzc2=P=^|xZDmV0){@PTUtdVUD-ri`
z`QtD+{tX{0DpO(n?niVpw!O}#b4@n<o`S3KML04g7+$s#{1ID#w||U*tCbjiH3FRe
zFX}+$fBT3ACNxU^RJHsV4f#BoYyMB_@XbSPdEIb*AiNS**FLs!H%D7{a|F!4jPucX
zT3M_9ugR~~VS5y|jB9C7hnmFDLqhB^OTCFb#KQuA#ui}9@2Oe=e}75-o@i`&CBUE`
zh)j%eU{Whg`QZud=U)MtM)zr9gMqDV{*n1xb0`O`K6>i_+BeWXded$Ay2#Nx#EE8Q
zT7T#<Zf+j%kGIX#2D=_%%h;B%=Q)gmj~$oOFecOqQk?@?{&t%%rv5fTTZeRv33b%U
zr1P)$kH042#>f9s|M+)&alt>>CVbm)|D?%|E9n^1=^rYG=41nb`X{05LUYl9(AC?L
zzG~>^ZGqNb+{V@`>G*VD{fDUiU4$O1>Gjd(4fN6N>@lk^Pamxj@b~xTkAu{GQ#$5E
z+=8#GIoCHu=VJZAXx!X7@ZXy^Y`BLlQ(Fr=hiqW(Li>lGlW^mc&i~pRl9t2v7rAn{
znT9zVuEW>W0=?U7XVoNG_eL)|kLqe5VosNTMVI9}Z)4xjvG{GvklOVU5joKB%K@0Y
z<UH)2+d+e%NXEcH-8}xW^>#XkUfmtVWtBL0FB@}rM8VfthTg4f=Fkba`k2h2JHpGs
z41YY##oJpW|MnbOPlqp`;dHp4gSopNar5}rb`Y5w<G_0zFlEzy*iZPCu6^}sYlngD
z9q4|Rze{tN%h%Z8_J(IUU%Z=zIos}Y<<QoFuKf{)c5%V%;oRX_A%51l9F>bLC*$-2
z{{E5;Hs8mV$w3XSCDhi3ukLa6VL}l8f2xmEhh0NaT%x2|2Is6->(HU$ti1o2{BMVI
zHn^UGIqR-+@-?z0G8l$1GOC8L(LdEYF#Z=XBBKfBGXGPsfIr6nw~*|1ix)4Z|5hjz
zxO(*}{`lh$NTpJI{`u$ies{x$4K(;|<Hn6zne9l%I`Z9P$Bxl}z?y)+Z@>MP{_WFG
zKh?Sq36|^Arw`7aJ=<u#NzfjVPXhXC0{+OqN$_4xfL`m?t?6eUee{u5K%i#8pKh=p
z!PL|g)2C0TnF`7G$B!RRKmX~cpJ*`NJMX+x8|+te{b!$jMuYU4if*tU!Q9*&6DCZ+
zoH=uF{rYv92~lY5ZOrJTTKBY!%$yQ9+tqD2;bY~_n^>{^I)2$U5^Y=ZpUU;e%@jn(
z=V9;4!G?8^n$V4OnK~!tXO^nqtaCEAAw(ud2(gzTmgi(=vKc5kzZ~E9<=-4;Yhp|{
z5@uJDGui9Ns;s1$YwDw<stQLHC75e%rS<vM@^WNXRUs^;E(JZg`=@#N_`0wNSKYNI
zGq%Q@4p~)X+gTmt9=aJscy%Z#!5mBNjYikhI&{&<>PU20Qc!?zii>gCrEWr}%FaWz
zN(EC#?TNI=(H_cl{*?6Yi)JI|ha<?^xu3o-jeHDanHjt{evZ@?8zF1o8X_lqw7z__
z_B$jai$(V^I87gi>sGA*jo+(O>p;GvrGt|_Dl+(W@cCpGGWPt0^l!L;EyaV!Fp-;~
z#pWeQT)K&*D@8?G7D}RGwQcq&77il@=-to8$b^<dPPMi#5IgE-R??-Ux(X*N6nMu>
z+ZW2JtFX2-A77a}ptqPisivi=7>_C|u)VBMYx8n*D2K`%wGIy2IuM;y2Fk(tqdCai
zdl<Rj?&E&*!)O@GW$;+H6q#Rcpykk5YHT3Z$$Ud?pp(I_2G7N_koDaWWbWW>Q1ak0
zmG2kv8IqSp@XD_&C_>qjI2t6XOGS1bs#GdSbaWu^%hLIEAm6z@d<KjqVu<amQI?vC
zR?Fu?@igf#-?J$cr)NX1Q+Ldr>`_)w1XWo%O4Rb@I`YYT^4<TU9LzfeL+oUac2|GW
z@<q!Yp>TO~94?y&Y58KgT4$+_4$=n7;j&ISwALtxrl3^I*R=t8UtvJL?~<8F+kF(N
z-yG0rlVoVM^;5)s&b3JaU(Tah{xbHRti8s}%N5@9r|AX!*_v=|66udL$*Qb^V<Y;8
zpNbWD&sMulszGLK3?K3m0Uf0hbW2Rd_l3oH$ENOjJCRzxQd@pzMJ1ecG8)z3EH;72
z$Ve+ISPPjL8OlmjR8>Q)af)hUnG)yoOYvQx_97>*4OBWhs4Dd`+32FEs>0y{1>Sf3
zdk?PcO!@7QrBdl-lBvN-#A63Dk(M2Nq#~RMbc3R@ie`^-7Mo&XY&yJjG8oyY#|YU~
zx_winUS?pvzUg>*31-Rp{eW=2q8v{vRah@IJnpO47ft`3FLD7+*+^EY@S~ffUUokM
z$v(+n29?y-2Fn1Z+GQXSBSWQ81`-jD2e@)&P*nwIktrs|Wx$(f<8F-~5Z}`zQ(2E6
z@YIKvI)3nRQVwRh*kGg`w_!b4CP7lU3Tx8x^@0g%#*1WJqBmY_Xq-}2g=3{9c-Nxg
zjp<&drc_qEN`>wku?IC{1kx91Lf)$~4U7>MzRQgfcI~elBgo9)v3@BszTDWPF+y|D
z!C+lzWSexPSb=%A`ltBT)`hezBr8=o;O@km-LJXS2cgHz&A|rtV)Y!hLOauHMtLQi
z3~c^)mYC|b34wAk(knO}ZWor(KDNu1gxbH8j7AspO0g*^4~2bO)PA?7kIq!`v`Gg0
zXd)jvZIa<W`nUWNeAmkGLqMU+!Cs;+gEH+hAn%=ZvTGTF1o(y6n$c`hHFUI-;pX!#
zXr?WqlY`V0T~9qhC!I`DT7JN*gMo68ia_=_X`U<}XemW{nF<w^RZYI9(EXFW#FSs(
zauxM?ejAul+iTSY3o+8mReHYo&fPSe$SA^Z-M!&%pj>NhpzDiD;)@1!5ShSK&j#A{
z;p4;{n(6Q*O&e6GusStQ%Lazp#GL9X*z08d<7*R77-$pMl;mTBMO~X1XevfjWd*(=
zZK6)VU#;Ji^Z1R_fDO#lZIYHRN@{&k+{D0R!)tp=IP08}TyLGUGpk+OD^*qDqw8rn
z(BB)+dvZ2vYiEYLIi)lkpk~0Iy_wn<bu#W|mZ;z?Z|vHlF+v<=h&7Orkl<@Ap|Z#|
zeLS1j`ewcDqCr0paeafPA6RL$Nlm<Gv(Q1{wQjPpi2Rm}0_}s2$a~#PZ-m(N62xbf
zV(9XlwV%~&gc6TFji_}!;H>^$Mt%icGy?0$3F+-LHoDg8U?t&n(8+F@nO6p9ol~?m
zF*Y`Wzq($91lS@fp#aOjkJJkIBd76`YsjlhusvFgJ&JEm#$f)~)^+kNYiv-?V*~w-
zSFsst8+>_N-v(oTM%3!=@N;h3!HM=3B2EXL3{T{}?g{Z!hpbY>XP05<`g{61Og@LG
zrCsQW`6N?@_j{LWuOTPS&)xR~>wZbX(=VUl_XV9ch1kW(MpAz{xNyE2;%kMd<YFv8
z7()a8O3N$p;htz5{GcPA@5Gf$TW?F;i7UjaBTuz9D>e@si1_P+AssT+I;_2`ufxQ%
zh+5tievX_kkgN#)PBQpA0bTs9(DMCD*#3J8K6s(-xuCtA$OkfXGP#iVx*1fc{OmHs
z=aysW)(0B$x&Mo2{f?*)L+K{%50A&=;N&1Yug<F2*3BGuk`-8WHd${2x6nG&$}i-R
zZ`nloGk-_aM{4=U)bd+v$WKvV)wyK7V1{O)gLxC{Lya$f#Zw=q{)VW}I@kK5CcX}4
zR8~x8Df+Z(KJx3;p-8EhMWwb)$SK3njra9+n0_8npLT|at%PPR3R1UOHMDY(<5En1
z6Y7G<upexT)R52pUp)H{M19x^e)eYQ=wU%K02Y*T;|2$FF}kk4gN`2B*`S+EIasOt
zhP=PfN4u%}Xnz|-B^F}&4^cFz;*a}T$jmQ;*Q-ah+vd%8u<l?q;=UiEV}mBt#~MG_
zr0ECT|HW^eN7SOu@N=ls`;VA>L}!%Zhe?Ll5^8lQQtJC6uMTCL4x4$}gtsps>f<ne
z9VYT`-u_4X$0_F!^?4VXd5-pv^9=NlUp&)zU$ivfi^K*ScyyTd8={u{)i!~r910DT
z1F4flhb=ti@XiH9Ei_OL;Rec~IoLqp{z>S%&}?*2mqTW;&OExP0?v&L<f3zVH#sdM
zg0p&zMat4e;~p8sN`$z|o7GrNt3K%JQ1}=6=r`1Tw2gs2+F6cEvHAS-N8Y|k+W5XH
zp%BZzi&XbbnOxsA`X}vnano(AI}nYyy+gHiurxG}F6W;|*UTZmxTSA{SI;17jmA8>
zKxZCZU|=5oFU(yoMyvaWITy9<u=g?6{hWxWtGa8KgNcE8yj?@{c+0wZe0%|x@4l}U
zU_^t9K0c3xbOp|?>(84_jOt)5RqLRgeK|9?6wW+r<C?78eFrOc-o`HxFQ9FJ_TGw)
ztsHRs`<GErT#gE56&!5L&}IA~bPRGZu%4nbhtB8s1Kv5bkEMDJ9ZQ4l=p6dHXdHZ>
z%%L5%=g>cC&!M$-(D8%(il*t1QjFz?pVkH)cJ#Btt(Dzr7Q6~o6&$Q2==#B*^mAQ=
zp3B=?8fX*p%i(O>fDP0KtC3*7sKjC{-~WUL{E>T-?24^CwGVF#^svCC$Q&LU)YB&L
zwTqdgO(?_ARd@7l@cJ)^`tlk0Imxtw{StFZ@$39fdfEM&Pkodau8+2j)S-nPq7w44
z{M&m?4)`<J9yG=V9#(bo<B9ycG~lo1d*q%j_H}IvdEZW_-C!^n3<iS_7VyXT|CZR;
zSbXxyC-mPWXwS*Xi3ZSp@WBUY)25BV@0FC4&}@CKuC7?IVujw{l}c{0<<X-@^#6s0
zg@}ubLr_o<oSpSIZ1?EVqe%gOBnYl1gCC)?vXTZWjvP5s>l%`Uu)Mq+5{ZO2;IF8t
z2rE~v#E~OMs4Ym)qb8}Tb%9tUQy-yw_qqvn4V^o8rh$J=B{MS<%a<?5sZ*zrkdT1V
z(o%!+|4EXP>JMs2OH0$r@F*6Upkt6D&R$Kzus+;LDpgh0IC~`tGhS_H@IGH`zk#LO
zuHp3N;ph}>__XEihaS-Tw==Lwg6d#mj1CSmoJ%RfP#^2s$rpM5X6weC<U%H+4{}Q}
zkmq#m9Z@;x=wOC+8WRRB`9?-)D;DEoSvdx(vn~?(<bAk>{zD;6j+K<6qPiL*<l6Th
zDVL##PUeoWnc4L7QRZ@99omRQxKvh#fo5iPI+T}Vg1r9CD920HI_PAK94V8byHtA-
z?zOBejFihUO6S^Yr4owU4`B6dH{>7th5OLR2$s)wMaJgcymF1r%uubf;k@>}kr4`i
z`xEy&4$}I&&(;+vi;hLws;ydqJvBNM-He3Ib6t`1)33GnA@5T*?%~%#Ce_!WW&<|a
zxK~|`f<JFT)<Qb~SQg-ovV;`gatJmN<Fc|0eZ_UYa79^$vC{f|;dDg_Er%Dy+T}&I
zBav29cdMK+jA|Evn_D@Q+<5?t-p`=$M4b-iy}BW1>$e7Ukm}tBI_1z<i2UMPoDFi1
z*7*T>pT5a}4P<8IM>k162}G0ldZOaHBfL5k+>C^MpRP#%N!@=L8PWG~8~A;(hN|)k
z8e~QS*<45VN6P+FfBT+|A^Gwh_z&)>^_g$KZuE1imr{w;o00JC(-qMg^2z&aJo5jI
za>ze-8F$)i`=bB06)1^*iqw@`czrSdW+WW?bVaI$&g6Y;6UxDDWPc>9%b_XMv`Myo
zx*|(MK6#&HK)#7gzb@#uNnE>Ct$&Ti=0>glNg~F@(lQKE_cOF_C@n*{RRjH#q68JF
z#z>w%hYzAPX~VSSlMT1#5}Yq6#S3=kwel|%lwhh0f51u?OEdhKRYb2dR&St=A)9<f
zCR&@f341aNX=arHwuW^i-)Uzi#_z>t7;MR1NACScaTzA5H(wj#Xn}(MrkAZ7XM_55
zAenD26qVq4n>rnSFD%7mNB$tT&gN1a$Su~gLu?tp9pom)^p&rw#M#19eB!PXWNKuD
z)}~_oSy7Juk~%*i+1JLI)$a!<%eXPZFsb1OG5gDk(b`mmRwBa>Pqlo}T*DVj$`Eed
zfG-wv{o_arxxrw+I1=FG=17C74Eljgg5Qfu@w~b`sV^3lVv4<iGLTDgAWx?Z%9U_7
zt-lP;6_sMKItwGO9~6|}1sy+_;>52*7jr4i45U>bbo`*CvRZG9KsGe%juEuRi{)h)
zAgvoOUMerg_y)#{C)B<$LL-}>A<`;U$g9#1ET&_G+YjiNpy0Un7$JMBp>Yadn^!kZ
zX==cq&^pxAg+EGk>OyH5CR$lEt}dwCGQMEHr%DwLx;YuF3(clJ2s~zP7B(<8LI(>e
ze#<Gr5J#@;$-U3#mSDOke;?V^+6?>B3bk~2Qlf;5gwx?!TRCoa)ehpA8kvq3axvz5
z+iC?Sk?Y%=OK>5-1TSj#(fOsA>SCZxvXt`l(G@gUU$2kO;QHu+4fW9imIGZ!ur<TE
z^kNKEKR~4G2<gRmvxQyb*Aeo|Xa+xBti)VBd{S7Bo4KX<q@DhH7uCVW4CgWw80xN}
zLq;*)H1L43o4pKs6Y{nFpr{-!Qq$T1tESvj=>Cb;1#2nJWhpS!)v`|CECt^5<v%^Y
zo1Gc<Ch63L;tI|NYWd`J<C*u;aU`t>XS;jB$H0ScEgKY;;ssmnG3yj({`%P2!VCwp
zi|V&QRh8a}$HXR8d~Kqsew#?%zt&KjSkASHLnJzFVl~$$>dp{MxbrIO@x@{cb<-$^
z%woLhZ@?GrWZ0WnP_HjG1*(HRS=%edP;ZU3z0_j78Qhe$y|UW1J!MrjeUZLE6Ve{)
z`67|;B*(eLA`JDnsgs{rh&MwV8!tb*6a#$>AC{3^RDqmQ6<m0N2nAo?tZ5fX`_agD
zk+)4MEQgDkMw`@xdo~Ll1YYYFi;U6H*OH#-K1`iqgvdX4KN~Z6vP}fK$#GX>lOJK>
z-p42|t;Cw}R`9ShgUHl~ZdN?^Act-oBNUb>aW$p@(*}6*+n}W_&9X48hew?aZl+_#
z@Rn#S#Lndvm5sPYyJZxc8l$6+CC)v_#jsEf8$8It3?6+0UFEp@rS^e~3-`s))4<nE
z2!w}y)3XOs9lR`XE-DwpIyltn5S51+&$;XC;3C7_PdjVta5$Ep&cEi>7Vxl@;<aur
z=o6&fw+&i-2d{N?#)R%J{J!94MKcTx>*8Fe!@V5L7~J^GBgDpJQzSuISp}u4uCCNT
zHo}p6H#-{;9lR}Y?qM#5b#$!L;bAUj^zq==;WO>i?H3*-I;gN_Y)h(xK|56e<!U==
z$@j3pxySh!*4DmGesn%&^wd9HKF~>qyB~DamVY81#pRV)Gs2H<oGw#VL0QRH26Y<>
zo0AS&^4n?1f1HmQJq*a7uOt7sTK>p?zy?C<K<h&uhPBtI50CON<5@R;U;HFYTZh9>
z)%793pf4upmLW%>gp1BbT%qOH>fmWkWoqdVWk3gK8SX9$)z;xi9E!;yAft&65_->2
zZwo}HYX{js&M1MWowRXvp*}x&zk{~?lL=gVK<a|dhHESJ;V4fsOK~Hy2%qq@v(2I$
zNFUw824`<)U|4tex<2}L24)PaJCL{`X#cA|@MK(HZ}jb;J$4!R{sp|&&l}+beR%x9
zg0?}!LNsg;orf8{4EVuEowRLml=wj<*1YUb>!T*y|4gHP*3RAVJgC+eqVu%dg!**&
zP)CPjaa=j@>X2Tq4u7eC{G@^Yv8#(-_P9Z78t5PSe39y4z!w+m_~H?@FTV0O+62CG
zc$|kBJ>B^0<N}>?IIb>-mw3wIaykvXZMYnofei%epM<Up%}Iw2Zss`mqyR(JfiYBv
zm;$`{j7#I^(P<?#!z;nZRsv@W5xr-K8z;N4OoeNSMVQ{zxmk_XwEAdLA3_?@Kaq0y
zSf`KviIju7kG9e1qce2+=*$v$>eLsmZzA(Y(l=?$A8(QQV+%AE@|~LT__%&P=-W}-
z)&uALhS&P}Abg-NzYS{U(Ry=8F9UN(?O^JK`<`$%7~hJ{A<2PCbRK;_2O;VJzrqp~
zH;?Y;`Jc>PUVFwFeS&rRhn2VSS~q7*&}nD5a<HRW!G`tp)R@PoVaA9+{FO0+W^mDy
z<RY9~Hvo24hUZjNhd>9My_SMuy?yF*xSoO;qv{U%(dCO>x3P5lZJgflJURs#UW2nT
z=h}!TiTSt@m4#2=2<4eWThcl6u+AED==(XCF{lZ1=qm8cp}{kUZsM9wlXR$?$7^Dx
zUQc|IrofG-1^DC@{qdjBb9rh5e`}hhZ&)|iIzPCRg&8mU{v}@|_Y7@egU885TGu>D
zDTWtMz&^LGWPx*$IT)r6)TB0u%*70z`WxsX$K7RJwQX>KtSePw&A68EP|r<jg8gDL
z6gaye6m|x(0XCcZ*ix-SFRwZsZlqzx$X1QlfoH9xF>vzjarSyDhV}B+ZVz4#ZoK?z
z)UGZ1xLVMlKXMNe3`i(cRN!i47N(DA{BL3~7!1b$E-c`W@&7F(yWZ*3r<?q}yu3WR
zu_h%Yr8Z!YkD35F67WZGbmX77kwC+yU}tAX0}}7uyNBfDWE!AGWN2o?BmX8@0IyuR
zg5cm_Jb3T`En2jIn;W;_QBhHW-o1O{)~#D;-@ZM@jT=YrO9J=e<KwYw*De|?SVMik
z!PwXs_V!InAD)|=i_p+eBqk=}nP;9s-@bieZEXz`6BFFIbBAUW)Rg~E;_j|L!E1=w
zuXn(N4}Yec8N%8)W9{x+P?RbWK8!nUYy5&UaCMYp*(`4J!HRFLW6{Pd_-@5Oc)M95
zJ)83dbD0R{vbqUTVR1Qr{N)K&&h6Q-4s9I~{#yb%I>->}D98GHnNTRJFrg(k$e(a7
z9<FjRmUiYQluK@;p|g`5{#Fv?mseud-3%lYRbWz}_C}Awib@=KnvXBL>Mw?AGR4vY
zv$Jz(;9q-*7~2YqP+DDu(ds~ncd~QfVq${%HrkuT_7)dofXqy9Q!aV0`x)tQNVYzI
zjjWkkI#^iX-P~NNLx@;Rv+$KxRbiBR1NW@lTsWJU-~%h|jYoSG3iLNKgN=?n@?Q5d
za(X+-2IR-1L;Cvd@ZI($6gTgq_{Lp0zZDK+nG9Lqa+#`pzg~%o)N~|&ypq1pKY13;
z?@UC=-G?Z?b_Y^FFSvg^8~G>C(OF|vu>z$JA8W~|Qj|cIo3HnI4asYFAaKVD6y1D)
zqHFiyHgi0T<z`6Vd653S<<2iqk&=P94_DFmImds4`|NNO--$xe)w?kB_oP|>$mcaH
zG%0I$BIM#;cz!S)nLnO{WmsFdOc{;G(--pUFhOd84-`2xxT3A81iQ+LP>L#ykZ=pa
z?-yso(byDoWZJ%Puv|em_u1%VH8D3bMyRO-UzX-WVq^q2V^dsHmEosy1wPQZM{_BM
z><wSTWAiGM+`fmB8+YOG=0vJP?jBADk1ea9Oif4nCtuR{g{RNLVa6ns-it)ZjXMzg
zdc*mncTsriY;8G^06Vd7-6ELS+XK=ztx%a)0A;dv0CeiQ?FjhhOBCO_kK*h1;PUna
znz=D^7bo9;`<JLl%|PNuoDK3$oP*2Ei7389Y;c#_z+=&D`gx6fujL=m_vMKx5W6_S
z<Kvm+2>`P99p|+{?CKq8ziR~wZahHVwR`ZLHJ<8_wBr!{JNa8#N(Q19tfud+!`i~k
z%?Sl}q9Ap1Ld(T(lMVziUwqx@duk$*%V6tYw^(K4;|`~Gfhf%_Kw(lE`Ye4H7H&>B
zGX8z~_Zyq{BJ{1X=)2-Q+}?f=KF@VQ@Tfuf{`qOO_qeip2Zrrhfz%rhkaF!Fy3866
zk=zV-c;x>Z<v@I~B=U)tj7mi*R5^KipV#nY^$v8}wE}r+oB7Wg4^z1r64W}Azm=wB
zAW~fpHag`HwD@fp85`rVMmdm-d*&LpmHD{Cs$C!|atlzJRF@HzkhppWf_AMy;f)6<
zxONYo>M~1H%MVujL9AMS_OajK`EEFhZa+l9)q9Znd%|zYOk^FaYm>+|J|9j;Sz;;_
zkuk7n-->=GbvxJ2=`zjA0yDF6&`u&oh(v;I1w}Ly$SdYtoAh>OHk?gO@u5z}sPBsu
zG>BcdFCrV4*X9?}zKaC&<W^N-XF(CtD^++=9lWB+Tdvla{v?wI6?8I}A|f@PZUBEx
z9o#VWaRyw)CRpsvjg=-jTViWkKIX+`W15Q<VoQ}+m7Is^I>85If%Ch}B8+jgpxIUG
zW4gT+-cHU!h?xW(%*5D|Q;3qPYP@R0=`bTXi`rnJv-YW&-{lo!kfjW^JXyE$RFyP~
zR=PSHPK-K36UorUmkH)gCu_VJmx=Z=2|CE7*pyKKMO8J%+H*QgkIR6I$P|mz!Fm%N
zt?+eb0X|5|##Bcu8tk_^Eua3ohO-4Fbi;OlRD`ExN_?E0gBDT|#_|L*PLx^Ty}}%{
zF%_eoNQ@mNoFBYo#*Go?6z0I$*aYvHYx}{EWyR<xG1KdtY9N`DPL-8nfd&6&cul5R
zTVQ6U+83n~Y|B^sqWW-zw==TgY+{NJ?R9*yP=SGReP1L2PE*pealgC*-?})^1>c(N
zMAjz8bo0Dc88}*DMnV=sXc<VbIkSNJ!5DR*%Ny~Ta1op0V|74CxV<H|Wffq4at@|A
zSmG(!kd%>+sTvu1&K9c6KqA7^awQg}=F)%jl>uRfvo+p$nu+#u2|Aifu_;~c2M*lz
z(_%?|FvTK|IzQN!QGoXovN6rciUzf;PR++O=Q=+aXd}m})I7LLOc7`%#yv$jHm2v}
zHJ$8!HB6RUU`~E6+K9vm5sC3lNii*lQEFe9m7hy};R8#Z@nVSr{iXW8K(fxQEiS|$
zsTs`@m{6(0(!v6Go0y`PME^lU)`oB3xn(6vZr?}AO)^H{#woeGxxRt?O_`Q~w8iQ%
z!l`p`cxxg`@79eGTt1qO0-Z5}M01Sb<pHxct)Su=BQyscrrB6xW=1yJNyTVS>OvmZ
zCcR?G`QlsY*>Ev6!H4$RZPE_~#Rlub<g_eW7k0Zk(m;~>>Oym=4?>Tbn}ZGB@wUO_
z2kGcwDMhH26kjFg(X4c@yK?n!;{7zZN=@-u0QXRKs)sc;C+1_$qfET%X@i)O3Vacl
zL;p>%Ff~T7h4#i6nTZk2=BN8P;Vm~COnaPx_U2M_v><(S9!e^!FwTklO;e-O;UY1`
zC+a?WvWpeArWIh`(=1GLwWfXa%H%w};cBhdN0XrZF;12Z_R&I@!|YZL2>&w)9c|4J
zYA?h3sB9=yRhZz%*>u9CM7YXCSlXU@XuafK20Giz;BO&Denll#J<LLaq5_lr>mGI=
zNXVyI>pbNm8Vor5Mk<E7TcSTtP$1PI&>rDek~tl0&9MG)4yS{!T8Ar1a5WQQsXAbA
zy1y+Vp5$Qmtu)LCu)~w$ax8zCg|{?<RvNlzbL*dG``ID<Rw_E$m?6~04C`ZaXkD0~
z4t||*GlkZLrRo5h>E5=8c$$aV_tG)L&z1)JEq|Piw=@C--@ccQACd}isEY?IOigH}
zFM^fG7-l@dXfs@_@kVT&4I<L>sSRG!uz`!n1dBb@V^&8?Y)j9tvq6~>t5Wi`Y%s`L
zj#VkS@DQ6KP*%SU!lf2?zc>f2O*GoX>bf>@UQsrjNSi3vu5SknwTZ^Y2qSG`Nj{`T
zMsPJY#dT#Fj*vD{=N`4?(83<!*LeKKN9~JOli_M+iluEed@&{$vu~??v8V#eqq6Xp
zMqp{NvJx@Hbtfsu6<6R+UMXzFCh+75!kpdK0paHpxwSn98P?y=;@0+BaAiB;w*<J#
zMOYf9Ufa8wj?N@Ilcj{KlXo+bP+YgRXDK#8PZv2pxS9$xQzLkpi}8C}F?K)6#Y&!a
zzS$j}5Pmui9i3zdb(UlOtqe}SI^b}^sW`Zri?Fl@w|2VZaw<Bz$l-4-MSi&ot8Qc<
zp|Bj2+HltwS5)HD%c&R<U_-M6#uk)g{_n}~x0ay4mu0hD-=yuwWwjsJnPGjjPMh>+
z64x$<sQn<o77>qgFq>>xX+iwJK$}$0J)5Nt0<U$?dcg<b8}HGLYGMA?Sa%{Git<WK
zc$V|M@n7AAo2?W}$F_u2Y=YK0C!AZWGeT;9KJ$4me10$n{?0P^ILh$xzQ=I2k<@O6
z)U(0MftaxDGCH-iLs%<2tUd4uin2<C58^gwjbHjFT<y)UY-)S@e%W^q=(T>X=5!;_
z$t$VY^K%>`W^)^>6{RYCzUKjkbaRJ`ofO#x<=A-SF;cQh@N#ec%~rFX_d@ul2Xv!c
zn7<X)olM|tpx!t<e&c<(*-EhV)fSu$Jalcq&C4}E&n>P%Vs;r)^SI|K(WzWHkxiU6
z*&DQU7~qNUuOFhLw<W@SEV1sFL{10wX14L$BH?Bu!P1xfAr+aRwa!N5+Hz2TZf9-`
zJ9F(db-IbvN{p5|nKNp280v%Yb$97zxv&5$tUDGDMVSf{)Eh>}ue}2|J1Lfq<2H<x
zy=7Qk%MvY`;JR>k53a%82^t9Q4#C}BR<HmexO;GScXubaySv`G_j&i{d+(fIe0<P7
zyJlDStgfyx2BQ#a(9buu3#Wt`dBZ|mGsB5TOzX69oATP<VUzTW*yrcrfys+dKs{CC
z1u1L`!1hU{2$TK~jJ2m8%mK$Sx)5$woyB{jbX<A+am6}M<EdI`AJLQdkB`VJ&*Ry&
zv4cBn??<M2BNH5YGzU(2T8~|KnKm*N*|!>7xOEKqAW(NJV461@CYEYa)|xP{?>$AM
zrc9;t50pG|<J$S5C!;bDdGTYKHUG)3UC6zkCjxscYpXR?BdUu3>H>R}Bkud2RJO~X
z`12yNj#j|FfIr(EK2Ti89iQ~Ak(deUUaXQecv?Raz!ixJp#<AS=cJlj`aFCNyY4e@
z6!duELg68jd~&!IAtKG%k2snbGCNa@?lTsLh1G(UHj6^>jST6?#e?}%^T<I15c-_B
z=Ve1)O5^}&S6lUCmK+CO)IFq&-V$w!soapy88((t>?n>7FM6QyG5D#(^}ooQ>u5ri
z!byeD^SaVs7of|}ey(F6bJ4RVv|9|KG_uz0?F+4q2L?64WpJXeDAISGh*jY(_k&(t
zs`)t!9g|*_NvTU40~Hvp(XcHd>R?G`+R42Ao1^u7LymK4oM5pSp5MsY5{`4}9j?CP
z-@Twm|47!Ej7pCWZs*7bLj!pGX)(W1-eVq=V84?3fJEr|*MjnB-8tV%_VAi67X5LU
zav1BZYY)RB1Xx?s%@H);)(&l1u;3Zo`yJXo;u^Mw8<Rwf{G!A%6l((L*5+GkR({WE
zs7un^I>zR@#Z7ca@pC~+^F>{=AK@d)P4xKHlh2ekz}fEXJynqLWHAq?&yR}e2liYJ
z-d{m$*UlyMm7TInEqjyXL9)vtObJ4UI{P=xAOT)#(?M&$hv#ihrI?)|Jbstn^(OoM
zx8?IDc!0xdZMsXRv+GwT#?;aX#M_<OAhW9B+#@FCPQ39iPX=j_oo6AKJ|RP1)ISJw
ztzMadHyuu0*1<-}u!ey7?pF9=TuR61qQ1Ae=18zPwOMyL`z$k*D?9q^JWRboB1Z~%
zqdz%Tq-GwsuSRs%#rLD9fGavB<F^CSo@&|^w?rSDFa<`Lb(8F~ROPCD95z3s&nsNX
zxK04n_oLJ-%!C)9T_z~NK{XmZN;Y?Wuy(|=6Y8}>=olH`QM>ZZk62(4F_YwHe)57h
z;TW+0&>VTxZu_yhRk7pDB>KLSZl(*35fcT&%QEMvkR}iOH9n30>dZten8Y_~@nY`R
zIj0wDI@6RjW7={)WA(biU?Ds<L{GcuM2(H+)I1A=)7E;yZ!0j~RfXkaVQ=jTO8nC~
zuPg`YdE<=x7aIfnJybyi1c&I_yL^7`a7@eW2!@S%e;{ngxWdLUkgR@UTy`W{_nF68
zW5Sl6V4BiU+<fXM@rw!xs>93}$8IEv3(_oMn);CQrh5ZPYmR&=^59vWVH8sN!K##x
zxG+PkWI<&<_7+oSmGH>`sVyN@Onq~<Ozxy9CNOHod4Dq6fSNTRF$j-Ie9!3q5wjF&
zAB835HV37fYqqAK=8cIfnq*|j<S|>L4#ZXm(p<duqT^I3LJWVpoZtWe>zjuLq0jIV
zNo^DeVq)o&`b0Z_SN5)Iz|V%=N7@IN20@kBoEpz64Dlr8pn8IiD{7t7JPqve*M8Gy
z;#?K~&o4TSj@%v;L|)@mWJZ#!UD{4kPuuak3sbpK0vR?|(KB4^4kzDveYL03*I|NM
z(b{)Es*}j1+H2Va=^Z(A?>+1I5E2;}=*rkY-tN~5mUcw^y$s>zEre7jxoWzl(sn|#
zX-U=f@utGX5L7uv-SMw`CU2^Lgl1B5ekts5vbiQ$X*F1CxS!?KaJ0G399neZg+V)?
zBdU(q*7(_bW0Y5X{N35;<Es#S@66Z^&-2`TQss`D^LNt<#&?gp7sc_OIgy{Hc8)gh
z)w*tzw3EcXX9;P@Z*tukDvGGA=gG@&9(xD#58nGk07>c8htBARwLDkC`I(6F&usr_
zu6`u}(l=d`UDLl(4ctx^(YS0^EN*TobBRds@bKj8S%+q&Al{@Cgn%p#=|}I+vrzA`
z9p>idGan?zPJAh|enLIVr*MRsLCl(*ueAYJs8t==#l_*nf8eRDk=DJhk&*ATt4-hq
zpAIO>I$}%x#5?wS4+0ot<F&&j2$*N!-KDbx6l{oLXuNEV5|h;axNME>z1}Njm-ddF
zXG}Iv4A?pMZ*d(f$S-*vvC1c19%Y3pf{1tRf=b!2u=N$iJi`!9PsZ%GJcPK5Xbi(7
zzLa6KT@TZ<zKW8!%}W}IDo(x`yCXs!<}t0~#DTwm+s3**TnojeOC)QkMyJ0<j8WAL
zGpNG#A|$f#Cni%>Eplu2iBt}=+QoY4nzFy^E?^0^{#IVxUED2NEEXdjyn1(6$D8-(
zn`dFm09|~e-q(Qh6x`p#QfC1eEOiYbe+Ozv9jm2=+CGV+AcN`H!Ed@Jn>q0^Os0>L
zTK6kBZHQGR7{8aA28A53ha#E`T02DN-{Mf0{&ss^@}ctaO$xU^2hoTW&5IlX%>?K-
zui;YS`}SuvQCoOKlH+BAUbh6d0`1@=xXvgXcaR>u1!46N&9gX|@L128B=+tH++A=P
zVksJ$5%lA+NlS{+%j9|&%{Jk@Zedzyi@)F={_dUmLS<V#d>IAZ!CVRm%pU#nZdFeU
z3Ou4~#7{LyNXF9pYWHSkyBp(o03~;Fy3x9!o5Z`6d*h3_C8^*~N1r;=wW?Y|2$bCm
zk92u#68_Lh%N`yV**tWTe*XQ}LXpL49p;VZe!ksJyB}I-&)4mPj9qIXmC(M_7Od+9
zC8xcs|JIopzqg@L8HqH1?Jf=DuJuOKgYFS*ajDKu1~<4j`q-M(!A&w^)ym+zx!7yo
z!306$!Zy{PY9|kynC5rPUQoTo;~`%RH(%C;0%kc<TBKtg$Sh-d*MK~p^rA*H=FwAF
zRVQ#X4#(bVh5rviIKGdfJiuGjAAIeS91c^eDg5qdzEAdoDM+%%1gg9$<+Gs|5=@4<
zN7i5`NjGo**}daTnErxh<kzm@CBO5g62r5Yb6<Ggxw7=}&@Ja;wR1@6V(`6TIJ+oj
z)EgaE8_MSils69Ih&j&*9W&wIMSWRf7@XUU@x6j5k4}Znm*iP={vM@=UvE=bZ}T!P
z)`%ylFYDX?rh>||*sZQ>CgGN2@3mp_4Y-Zvz1kN1D{ixKzr-LtYl9Ad7x8K@fBJdK
z&QCJv10)5u$cY8`YE~}KdI?;ZX}eR`rR2opNLO+pq4%-+TRdFCkIS|i3c^_tYuZ}B
zY1=p>y5EgzYCqe?pKQ>Z5?)>h$e~Z~r48JFh(}TYjE1!H>$QB-T@XvfUl`;^B_u--
zY<AEIkz7M^lTszA66x#u;m**}K+sJ_zB-)E`8d<15_XLmhV?D3LND6Bw7-T`-Q|gX
zE0Oe+?F@cZHIgtRMh>)O#4^roz(5|)<^6VWAI-Y^MTe1gAbRa3l|&IIek1)i?|Np+
zZ;AK!j3BH%p2KK7$;A{WSLrda0_6}+Hh2(JW9L^Q!X%yYX*yW9Dq2vjeIHn6>3}#H
z38xBvRZdWrVnoi+6iZNkNaTA60%rlW`;^wt=oM?St)aVzz~2CdyGre=zx6a%a(GqG
za(2Dlmy%hMLVi_R2Qke6-TBY~+JTX#tZ<yUWXNOVKOxIFPM^J}RC{pZ0nM_Kb`a&_
zRb-&{;92VL^4o@>@}CEiY-ZnCy8F|fx~e(0VCiZ(<2Iy(_M6$1ifeshe+P6R3d)U(
zL`%^+$GvmF%8oiuGX+r<HA$-$Tj*w)ZhV(Tk=`&4PG3e*K6=?OkVO{yL&|IM5YUSW
ztKDn_KsYiyIv=~7&FM#{2V)*X5(NYm$NSPAtWD_YEep!*rDR99hdxQ-8udrvsN+~g
z;@BMbM-;{P;?#u!2I*=B2w*>LOZ+0E`BKyyFpZ9>rrI^s3nkF2JX%+oC!+3c3}kp5
z9_=}~BpY!;3Mn`Mkhk6B;9bgFAIvgSGlMq{xjLKVV19t>VWwl(78D*HMcPyLUEANQ
z=<fq?VKe)m`G`WNnw7$s9j~nRk%by9>qnkUg^#-DsvS?9=KNyP3clhzQGSQbh_m*a
zIG7FDQzi)}X6J$>Xg#qGvqnckPmPMa`chjHvta@2#x285^lP~GSsJAXZh*JhSkIZ7
zSNA8lq!*K&--cxY+|kYjb($L=|G>`*i-#3&L65VoWYw@Nm~vAi$?J2oX`t?nniy5y
zfL`Q{esW)~N1`j*p^d?<K?0-}KG|8B#Ftb)=)p|Os#=&+^o8wvZ<rM5Nh!s!O=<v~
zP`x)LLpNFkRq$iDw*w#ipfnfeYHF3S_SWRYB$LC<5<SNTU`Xm%z1c25DO%YwZu`O@
zf3Y%W><e2HwEy+}Aj_c*tP>g6*2cQ;iocvW9+H|2XV*~K)2arFYX2vbAlal%R+57r
zky{<3S1!s&53k^S8yxo=xDL)ShD?T|Y4I=`e?_Vly2rFtR%t!8itu1OdMX-o@VI&R
zVWPGedMaq6@Ao={ZH=m}5&l_?E*s|*n_b_PEvz0@l~NCK9>qThe}rE;NYK=<3R)_6
zx!pvxgZ0ix1E_U02aD?hu-4pacI_}qiYwa-<T<dmt)e(t%ZioHP3}`T9a^$Ervj}o
z_Oa*c!fH&_+~W)7^L95Z`{ux~$u7P#GeF!;2k<c@<I;F}8jq)Q)Cyrha<Qwl5*dI!
z0$iR}2I(c%uP^J)_t$p&tt$ZHd9S3m0OQ;j>loGI?k$3&IsrcRG~5&IhI;kVGDzLO
z&jLlZHWPZGLZL9Eg9YUZzUu=7Bzm$v$NT89+T}SSezKyvEM@U;)NNlGZDLh(y0?T>
zV)b&w`C#!BBH{ewo^DQha~z2t>Ezz20`z2e`GzhBO3F}8%+>f5nlp97S5cfSScu`V
zPxej26q}nwa%$l7no8|{UIDb>dAbZL4G|OHYa{Xm@egZdCIE}d0E?0lx&E25S<5*5
zMsufGk%PLksfk9?mP&|-dx7j!ury~t97$-m4AJj|-?{}0)EvEDVm_9gYd4H2G5R^8
z_re68iq%D7>frs>*m(V)5`1Um0u4xHZ=Bq>eKq#V&uT`YqO!2nmX`e~$I|0;*{K^4
z0*qD9J+?Q3p9|NeXt1~P**j*Cxm^>`gJG68?<<}tG}5P(WqrBokbNUJtv5`=;($x+
zN|B;9_-AB?8%b<x8(*bo-_a+pn|G4vo1UD+*IO4jCsEh0(AXp%;WvSf!R{IxJ13~z
zMO+!wy9r&5MPE2#r&e`ib(I48g!m;r^?1f6-5tMbq!U$tsT;{|MYpr@@ZU*e!=IF5
z6ZYlf3tlS>J>Rb%2wa`QZP?><jEHyc*)liQHhL1C*s}~8A0K2=Ho7#d17%=y^A!4|
zgLvdiP$;)Aayg*e+mb?0wh)>vtKy=mm>3Rz7^Fu{eDj5s!pCfUFoBpxq(|Md{TXLh
z8yZK|0F&@r>M68fY2z8bta3wxu;1qyu8E4SIr+V2zl}AWCPKw&($HC|?gay0nz=YD
z*;b+bk!u&+&>fiTfZHG|_J(-7n8kA-d;~eQSy-sU6Z6DULX<YEnaQnh-ReEfv?j~c
z-{4m;<+?Pd73kYl|KR+GnUZ|lj3)C4^~*986*fs!$#tLG@_f9Q?aYXwyBDl@q)ixB
zAqI=pIYzDXug!tOt^?xE87_c~rUG#$$mJzVX6w*rkJuwTlAKD1p$`}5=ts1B^$=%?
zBOs5f32mxTdo4J9J&d|#9;Gtk)gzPcK+76;Gv%@nCtt@tzb@>kM!O*8rD1UYQhp=o
z7c!MD?Ni#hwT<t4kq}C<6WgABc)#k!9!Eff#~mqLAy3-w&fi`xpEM<@4V&AM9mI<f
zDe{=|YMc#R(ucWZ7tPK~$?K;rDdY;iN$9thZbpazHfjj8Yy9OT_yndtn%r@;P~$``
z@I!BA;=m!24B;j%(Fo}?M=t`M>g;l}^57~Qjmn1c?#8GWci)g0AJ%cQsicqr=&!$|
zgH2~V3tkh=Q~phdutt_j8|;D!+^kedFejf!F3F2f`reI5+7wr%6cHue{4xZec$i(*
zougBQo|ZOd5uzTA&BEqe1McLlDi&_#P2L*)M@a}WKaOn>I(GE)d-@hOH>oIC#yuC_
zhdxa5%-@t9c{s}gD=Fyuz|Z|``kUnarHGm@9=4AY>|s+r++{;wQM?cG#P-PVq^c)`
zU+i<&?#%QjdW%78U}4Y!k0)!`TZ>QQ-P#|gV^}~F)!c{Z>6wDQ0x5!1U&>PfUQ}yw
zdscm-M}`RQcamP7Dkv32a$3%nx#PWN-bXNF8ZDyGK}6Vci7KgPPtj!OcXyv&sKZ1<
zXZO%@GF#o=WG~9yFCJ%TQEvwOE8|rj=ha)2^qsP@*kz{!&C^;y5@^}DD?<ucEDEcH
zo^ptCTr6g#x-(1K6DdD|5@26#$}u`w7yJ0_zi!J@&$Ghwkb7sI!I6QEjT*8n<%tA>
zo-%$!xlN<HQumHhYKG9*r$4vm*}Ti_k7mm4l`EF0&0;w}F58Iq>Qb5~I&zY3&ovPp
z`h3S-8^cOnL+HACjb?Sa7N~XR8VEq?nOqfCdOKhm*Wn?I1VU)jfVgYk*`=&7E32KD
zEaQg8S5hLu*3#RC8bsdg1_hX2v#%u2Pma9SEn|nM1`#SH&sN7-fNb8EQ4J4GZLov@
z@F4CdDROFGy$0~fTr~6KyB|L*R0K`KLc;olBI7&u0x{I$=4?s;{;5dS+wxYTA32Zg
zM|Q^;%Gi!Zt~N#F>;Ag@H#VC`i5(pEEH7=EG%Y?<<tLqZ=oePtpqc9%Sv)k(472@C
zAq~SvLXs(I{&0PFSN^JpEFvNzEiIj;`6g}F9C~qko4@euoSV-IMO4PMrN(^1Xy7MN
z5{sc|t}i6~4+2hWTxx|hX~?&noE%gfoI)4mp%W>#^E#Wq31-g}0p0)sRylHUs*s=H
zPhx>^9DVPv$6oAaqr&3iP}q!G!T)HpOh|tqowC^*P1a~}Et|ikj4)Uz*WKLR%{Qe$
zmuvKScJ1x$?VM12HYo-Q8jMF07&$CrP3UKL9``c`hT>>$Pec@|NdqGHCo(HuBM+pi
z8Gdz2j`<ICKn|rGY<8vpj(ZrPY~;JnRDQQpsk?+IcXNl%Za9MQf3sq0juP%%&?cjd
zrcn%ePhbojQXIpka61!UEMH+t0%<x?cX=-<bnWnICsI6~(%Qd&Pc`7}ZR1g$WFy^~
zNQEo>y!>(cohqCS1G7~KO^qJvrthA*%c97>U3yTT<)Z_{5$fHPyU2)t%;g&8H+T!k
zp+NW;gcI1DiT><e*Ue>0(Ua7f$-4_s*Uq}HAw*z1M!7sWzo!p^);UhO;EJaML@O5p
zpMp#Z4;G^v+;N0rft<u~TX($JPD$M4o`2;jup#)S1`{w#$|r*c=GKL!+1Ar38$lu0
zG&#Epo6GqFafNVNIB*T2!HB$O<KFs<cmAliPbSX%`9A)Weq&K@6}hWuoBebR`h?8x
zJmQMU;gdogIC5{d<;JK_18%6lMu_y#YW<qur^TILRSXFD*|BX<;JEatbVxXei6QDE
znlf7hCf7q4!N)%RWH);#-9zUObfUR_m~w)1WEZ9)3tUAY8%c_rU-s?xugO(`!-c$Z
zNnztmE?oxipVeoyC`va-gLhJvA`Yy5Wt51@_kzjgJif3zE=0nTmTK_XUkfdCxx#f{
z)YxB5kr*~fLB}b&RJwmOL<krW;fFI^>LzOS81wy;byWlcbstSKSZ{D68A=R<lp#V4
zSIlK^BvtYzb@*47Qgjcw;f7YC2mGZhj6Gm@7Grr-m-QrNkXdBC{+x;va-J#OqCuI)
ztW)DoYzPg}0KYdu!64P>*l5Nj{!oQq6)^dVaYzAOisIZ#=j>DKi<WH(hK}=FHEqmt
z39uit#O=O<KFeLz6E$zLcN#1SH%Bc%U4$_K(Qd5lro4DKyS77;k?l?{y(QRR)$oy)
zerv2E-^7O@ExoF(<o$MwQ5#M9YHWVJPDTj~i>y?x^E1^Usk1A3qae1ch<U12_mR>h
zUb+pw0_wG5Tw0O;KI$2dn6fhZ%IYl&p~=fTcu(-|RdUUqV@n7~A8k<7XoY>9)8U7;
z;(FtHK-^bh#eILj9_KsH%FBZSNTmZrvnQYV;M-@Ad<nR03F+wQE-nX1taR_MCxm7U
zItr$1%oTA72xiXpTHRy07NejBVhvi^&BrJ2Qx;-2_#qz4sd1QeI_qto2pmE|L<mk!
zPASREoSgM{PVrwtLJ*r6zBMl{FVDMTH{<?#f4yIyF%bHfPWzt}SJ!_E`TxIuWTOnh
zju@~wCvn=~BNtF4p92(q;x#u-&CTQ#6p#R+cK2L~y5)tIylbb&_1-4Hv(1sj#K!gu
z<|J0Q@%8zBCeoEgf#Vbtoq&KKI5>D?p79J5Pwb;#DyL0%9F3xdq$mwd;WCf_^A&Gk
zZhwG4A?6nbP_k$M@!$49v@t*i$ZfyjKi?*e-2*(x_-MB1V6loq&tn%$LsN5VgFj4M
z)Q=Bdcy_00Kci<jp8n8H@+TpDla2!9tMmnhN0~+y1OU(F92=Js?C`p0LN*{|HG-<c
z`fp7CzprI7)bzoa#hrzXt$REjC~a96go1^g5#~Why&qxj5T=Wt7Un{S(tw0_rC7R_
zz94|_)NXNQL`I@q_dCo_eESuZ>2tTV>_>p`u-%d%Tzv~56@J2O>2~-M0eiMEz>(Pg
ze8%?=t+_h!klDj_v{3iLLgJh2)zNf5;+V3Ah6bFhtZdmaEHb`0Bm#ViT3Jr=2boY|
z2pM|$lc_>Qk{5uqWwF{6am-)(Od=5NKN8#jN^kvN3;tiHIaH9Lhh+PmPui^I=;%mN
zpM-?O?!xXLI`fKt11l?8$iIWKiSQWISw%5fqE~FeKowS7$IQTh6my(Da%j6$AchMh
zrm>Ncl8#Pf0;Bek?)#e8`4kSx>2h69GP}9^d%rn~U^+Ilo}B)F=WhRwxc?mj7*<eM
z*3Ry3c5AE72!4Kkev*I}=j(l?VNX*2f9bma^cCrcmarM!WuOG`(D=*5QD*}bl@~WR
z;;ycoz+6hPlM3FiIN=I-a@1h{w=UraNkMVeXTY&+KIm7R-1e4e@X-%24xNxN()aag
zb2?v^+i?f(b##55L^gq;3n;TQv>rtd{5Plk|2rZ7S(ES7|D>J`lpr7=D&5ZY%#i=9
zrTU-F#Yi=Vnf{0W|Htf<kN-aJzw?>@^c`vDUo?pTv<Nkj&hzh;L!FW=8~x~{a`rCz
z6$%$mL@84KL)D5n%VUNS)|dRb3ujgM0<o$;2xqRQfkW!Qle3DK;dZ~c!U((6*<*<^
zm5En5e17dv`W;RWuqmZ6qZ>t*Y%-&d!?3DKHWpw4A7kear07cR=>GPM<ly94+`V#i
z5f>I#t`NCSK`m=Th*Z*#18^p#Mo>vVf~|0<9F4i_V??Eu<)TQdFkOeOt*xO{itK%y
zT~t5Qjg(w;L~49Ph9#KhMUZO$gMT*<ajXRY39I{dN_F`A?_GE+$k<sp*YWPT0m4|;
zym^QQnfU^iQxmE`AZoP&7Q`x4x%R<n%!Je6I7L==82<eC8L2_MRDAg61mPVq>XX*4
z*%hd(1U3<u7_FqvwmSRvBr8J%0EGZ^3GJj}xXTw#_9>x&1p%$zF3S|vh&IieK42Gv
zPSrn0L*tRE`{x`f_99I1Fr6^jMsav4{wFkd)q!e+PdJk}l&al-h3Ao+S;|FSvi)}r
z7%RO4<v$lkKrz5t0bQIx*<z%KrJATQTDQo>sAV?`cRm@+AT3kIBg{dEbPsVUXKNie
zgqwaY4!M)iR;GyuKCcjoL7Kqtr6}`boiNj8lR`^yIwYkjB0j&>As-=*4D?r#`oF9G
z8K=ilgDw1$r7`H?OqGS&tV`*n5wLG3I<Xy(CG49~c@<(Cmp5k6`l%S^i)!~zG)&;7
zsX|0!NaH2Jy=;K3<-dLko)b}}m23H?e6>FE5C2sEJ8fifNl8hFS|H$qZ}h+7;x;!o
zMc!X$P)arq4Co^-*_~o(Ttnq0n(YZBRY5F@a{e)&T3Zb=DAPc5s=`%;iCM0nt}X%@
z6u2MbRV6>&-v;kk<{0q)e)JT@q)77)oYvPMKn-RBBM2!b!5>6Gg*4!Zv&wW2-Cv6j
zVQlVTltS<uFl2#LAx3DDU|M?E<TZ#8R@)5XGRc!(`03RbcPJ65Gmi{TsV#Ugn?2#q
zV4=r}E2V*H`{a6!IST?X)gk2>F#|Mk%UnYk!6fWl0HGff*o@Up2D@DF6MvgQJehsV
z!5KV(L~$1H&XA6w$|nO7n@xmN{>>c~qLUS9MlgR7qO~J*eL!7m)@^p@kl17uIoZUx
zJb<}$4l-@_-<D8RT>PCUB7HTgW1s?X3Z;HyT3IHa6WN0x$nWG$;_WG5kY9BDD*X5j
zR@QCt$5lvNMQx~jQzs`XPgnmZZ4Dy2Q-j=LRE74ixU30+KOl7T#c!qvH0z6BA6#Sk
z@6mvXY*$L5wtoMV^|I{I^WKd70|ZeIFDe9CHYakynT<Cqm2dB(QU)4CR}dsLP$9q2
z3eCfd#7PxPC3W|)hPe*in`Ghy1CUQg)Mmk7tTm#-1cRwv+!7mATBj)p!Kq?<U3w3k
zA{#uEHgV!jfkTD7-<Ep%DWx`CpaNd~M|0`fLl#6V^f}ONTfeycaYc2NADV^dG=m_X
z7FoctF)&_1n!l5Kdv>K|=R*<e5z2X2`0^#NrRCYL98zr2=R^qKt7l4j@a9A0yOoI=
z{iUNS|0~x&v6cbe+dnSGaJrh&y{efMChD>yq2mNZo~0D1;X>h0xqbf}HxvsLBsR(`
zpvN%L1so8xY}cuiKq&f|5EW6{&|?>gtX^zs^Kj~*B6gY{*IidQnYY$3d!5%PgR7{>
zVrXXY2~XTclSpH;@Q-9cWHtKW>yXlWYBJkH1vnWnGzPF?!RB{f!DG`80KvVXi~Gg0
zN$}c(2oO|@0g?FqIVq*OsJ_HsF+Qj`KRc7g4PX1`zDtWX#l^S7&5}4MMlhck4e0~y
z=95%+TP((AgJp!lmGOF7sDD}a5DkAaFY=pq@Elp_L8a!RBdYfqn+<*-phB<a#qUA4
zOoCCb+xq-u5-i9=`UkY&BT0U9Cb+o+8!dXEy4er+4XkGjxZklY1*)gaqQmf<LIr{r
ziERhB2;hO6p3zlsZ7*$EygHWm2+Jf`<%DPQX@QfCL8!lui78O=oAehsWjgC5ii7T@
zgLg?VzJaawm`OQqD-EtHT0l781n0VJ33>mnpvt|?wJN}k@O>m}G82GGm!Ci=?wPyN
zgQG_u2Q8Qcp(QwdV*y-u-w=*oh$_u{h;-A&KnTjPNfgLbQgB?x0R4IWME$2fD@xHg
z5ImnGs*<k_N&0IX@RubNtbd>Mshcf?h+embAaL>_=>4zp=jd3t5<y@C$o&W>kKtar
zw}R9kK}->BhXIw*62mES;31~*v-33PRB7{>hE3r?KeK}eBxVumZ{_vIOvcfK7dfX4
zHBWYd<;?l03LH=9pUF!#Hau#V41#wNxcr*U_@L5v{Y0h9=`tnEYlMR1^p_zG`?|-n
z;TQ6PP}Mw@HHgF^q3`=xR5q6(i^Wuhg0bMZY&*<u$$7Qc!7(~xC}QSQ=fFW?9x>hY
z-6u81x}WX;Nd-WS_W;rM{}A8+kw+&4;OYO<7vBN~;Jf*sTKp3u6o}Gy{tsh&VK&I~
zWyO`h#Or^@{x_cc9~!gZj(q^&#s5<aBuRGv|D;s@+fWX8Yg0%-_!j90ZD(iq^qnb9
z$d6c3Qc|PUoi&Bv^78Uq0}%Yel_C5O9d@Cj0t2_eL<oV9O=OY)gNO`lZ9!q;5N>X6
zHwROY057?ewKYSH3A^z=aH9~TbZu&87TVb<-1>ahGB`etttIil%uIGb(H;RzP;^cX
zx%2rN(f!$KP)CQ5p4aK;#igYwe*h3tZuoe$dvSf8%Pe`FtC%TR`vRw_smblMhcsWR
z86*Y<ZSIYw)-vFA_6u-TU8R;tPtZxW2uqdfFOnFZB7XY#{^8??4>IB+-*i0WYi!nu
zP6QoEP%`XA;)sIMFCSalko1IJw`Ufc?>W_&4}vr?x{*@&wxYk4@+U^#bR*O{u@5xI
z`odjTTU5H=tqu1s>Q3QK_k+MRuyek8I(lJ`16vm}ZG=0&|7;l3cWDc(vb41zp8L3B
zVjHT6pjFe+qfugSv-4TiCQ7?k5G5ysjqL7vX5O>L88yT~zTOYFLcHXC68UaQ)hj7X
zP=!mfsF58M;Duhlk3~k_@F7_oHVjvm$Y!c5^8INu?C_!Hn?AVRk==X$49?W$bAtK)
z_QIAj<tNoj4o*qMCQK3@jh?079nXKiDh2-t?A9XiwlxpBQ}%tNP-eGpid={B(jnv_
z*xB2Ls|pCO5z&UP3i!;6+el;RW{K9$L@TPMN~M(?ep%J@c{%K%f+Q|8%<78|k!M8y
z!*V!1?0YHY+Ic&3LpNq}{@T8)N`Kd8dJ&6@qwrGDr@Yn%+<dNc{Mm)KG5bY%Ph@g8
z^*@e|UoU28^O)Zt=611e&aZ3@?UQ)0%*e{f934boN>skOZ{f^>w`&(R*t`(L6+oYw
zNJ4_$gaWqu1%ej%+CG2$snRdHwTWP=Kzs$t6rJv7wsNsgV+(z5NhI*m$G?T5mF3FX
z*hdWYTlno@pT-lioP8r`4*r!I>S9mon#7N7R7Z3bohF%5K$HO=vOQW9Q*?@Yf5d@F
z$Yl+y4ElNG_{m0;=f~$^vZzABqa7|Ckk^-p3wcXG?^IZY6?@nQ>1oUA5wEde`o2$(
zoVH%m;Wk^smHgaof2fo-c>pK9umfhnjYjO`<U?QEr{1wA%)Z-)fRVo#8~ip%y~O28
zru$_3la`d;-}Yfs8r!&#^)frav$uSxLibK<&mMON!M5k}fmQ?amG&;ZYle2@PlYvq
zP%88caVwu7xuIaQSZI+u{OaM|+=%9zsc*(uZ`$|9LDC)1aD{7nfwRZ=$ZIp#W2_e*
zcIb6tQ>#)xJiXu%j+)l2_T1guFX{3!nEnioi}eSvyYu^D70&{aw}})6Lvq~6=ZICg
zL<n|5;<KaqpIRN>g<?^RjUSkO3Cb&w1A3Q;cZ-sxmppK*G9_?Z_vdH5OJ#?|BqgYp
z2m2nTC(zOv@?a_^)K#};f(Z%7m?Sfb5s1-MN-tbGKWOv3dR^RdQzn$$v~%_KA(Xsw
z`^`~q8Dgugj);2}A=ucARhE|!bQ3mt9abMZfT&-~SI@r4MP|X-sXw=CXof*A%v`8=
ze{>vHy{JOnE;E3Yvof{2;F91U>MB04&PyzsoYx9>In_lqqhYrW3je~;ni<eT8!}k-
zCpb|qSoKtwWif<6{Usy66X0cRj8_k@Wy1mqZii*tKHVzCl^s56WTq&NWPhfGwF8Ha
zkg?(nILh#R>lP#LcC_<Cs@$|*cv9oH<B@Z%?*6V1Hrs~{uBbt{P?h}179S7CiD4W9
zCgL4NK32*q?lmv+;LfNJ)-$Ez?<Hq&X%G{lFFye|+bcOf<Io^{i76`;CrHK}Svj5T
z>J$iJg8UwIB5FOzAY1^HU^;T~Isd-AM;0@hwwL)@aPJ|6$bNF`Qt)0*y<HdSeKJlf
zDq@P&y@Our+yKrLH@R>-RmL=q2qdVfM-RIw%10LMHCnTh+BMnw65=a#ktQCVUaynx
z#U+FT`$e|)ZB3TE%U0W$;Dmv$e~-M*8&LTzwVBlGW`55fmDAZg1ZTv3xhxCvO@All
zLh-^xV5qO}HbLyU_D}EYTU5?7gd`xS<uV9LWCtjy>H3(we2Dh;9e5e4*-Cp9lwtbt
zugZ>MGi@4?T$dcK%=a%7yNLPT*esZw673ujt5~IUNhpmNoT}Kl-SF@;Lxp7B_n7v~
z9=c}2-k#mFAzH4&?HfuVJmOWk_m2ZPZ$}9@Y4(k6l*^lSe;cSG!Uk)l;I#_sYlihX
zEIrVc;Cc+xxdYe+34chK<>UpuIOX!*?nUdDv|M2s)z2@Z;){d_kv|h&Y~*{RkV>0V
zLT`+ymU)LN%R6wob&k&phswP)lbrb#I-<RWe&0WFDfSs2pE8sl9fu_wj=x-;n;OoY
zBIPB1nwnojI`;G=9UT%TA&L)@F~_*s?U-u6YdZ|pZe7=18$)*D<GwsbjgL}A;pm4?
zUq#*PT$eic{1qXS=-dzAFR9eJR)6OsS%iLVm$#WXOTL_WZ_hT+%w!8!$#H@hnAo#T
zSQ<XOWo<yw*Zi{_uEx$F&5?@;95=g-*#uX@+h|bPuaQ@D|5A9|WA3n|fuC7&n+^zf
zoH^fF)^q-F{~e_odvt7*uYt2?cJZXk+LUx-Ufs^zJ}>zf$1dOMAt!BZCWhHoX6h59
z6TI3ZUzUoGDd43vc}UgA!v-OluBpGZ%6p|0Yc6G(7N{Rn!YcFg*#VWlcX1urfnwPr
z9bNkb!&Op};3k4Uhz;zlhlPbtE{2Bt%lDZt3Bj)@jxpafK30XH@iq=t<we8twh)}<
zQk<C>%|$uq(f_tMChci97eL)J5(W=i%kg4VRP>DgtUIU4_}SBd;#6CHcn(~IQ)pj|
zbfkr<;`~6So1B;U=_2Nhy4O{4UQUpl<V-55-Cl%-ndwsI<M$u}s@IVpD8qzyl>OFt
zslXT9c-2r-$D5|uHJpjjbSv-XR7ybP&yxAHk00E&z|L})`U%O>9Nc3!`$$ekCm(<U
z66!mTz6NR*C1WB8g%l7&3(MM>#b0EsV*+o;>ySgA$VX>lkl9!)g`$xYTuXcu`%5DH
z6neQ9*kbgx!fe;D7r9qZK7vADpEKt-FJ1|)n?#4Rljy;kd4vzI#i3EK#74UrUeXhc
z5`2EzrI|BWhFve$X<{9HhD+rwKV+DK0aCOND6*}51<3u#2$R)4IW`R!w~Em*`Z@vT
z%iLr}YwU0rwOb8c6*3wgbRQ3)u`Kotf4WrEi6@b~*QK1a{rXvzO8k!?Fkyx!SM=MC
zJ;R;un6R<}UT;DF!GTQ}74u`ZlfeCo`wOiaaij=P6|nrMVf1=a4`*fBV;3Y_q*4FQ
zYBY_hR9uX<K{wDs@xpq>gHm=36ti4({R9Jr{RG9s-=RFTHaY{9+<5_IYP9`dl~>M2
z>B#-H!bx@%*7l!?j2k44q<;v2I&{q;<<}nW(CYQ1yN=W$SZXp0ySyZHq`QV|WLzc)
z^zNjR+$fH=qvRr2@j}RKPVL>lA1_bHuWjke>avdFI6Zq_9A7w*t7ZJyKiRPS>9Vc;
zc^rqS(C{Sm8FzZ>BY1tc->O##=M6VV#jX01qXbILjQqyZCc?A=s&h_q+1p0g`9UIA
zmk?`Gnuv|XwM7ej=yIAfl)C@uf_oOx#Q%osKt)u-RQwEM&NJV(5yb-OvsA7Pc-1Gh
z4tcGWkT-2j&5#g)<@9EopMQ)I96t-?^HN$_+kvCQ__!ZDCIY)G^p;Kb-UrA@r2@@j
z3U%MU75cRnoRP??HeRYxJPqt+^_=hE<w^Ruhw%ql2Q#lxPLPr~Opq2rSqTO4f5{Lr
zE6Ei3a;e6wE_Z&m%&@CM#8jNwgRPpCUcxgUWzp@l2-IUtF9WgToB(+2Q*kFO5If2`
z3tq{p9&DP2+*07<(&)_L*8F<>dyO2ai6S(29}>;CFbA&56WrOh%xD&T&@!|XQtY|S
z=K0-I<X*~;4!(JDti7)9Y#!=@L#*6uyPJ%62FS{Sl4{XE(U+hBtPUq+?YIl6UTac=
zgUkc4EhL+Xd`pAspQb1Vv5#qBXWr7(-|{(1c`I1e2=pd2PCa3$Pq&MrM_l?N%+W8$
zRBzp<1|SFst{?*jN@r2Vj~)WtC|(T;mr)9i9=a4A9u9pu9Wm)17C(2RylwiR;e{MM
zJxJ#Y{=5<MH@+rn;6fyTTM>fSg&8vg0kzmAOjf0*$QP1HsR8Yqw%F7}+nN(e`VA<D
zafm~U?@Go3J(@qMCOorh0=y6e)T}_qcm#^QhPz}@kK47Ja8`x}Zx7~l39k?0UT@r^
zidJtHFI!*N&dcFYy1gh~9&PN^%t1W$@J@q_vAEOi0X#b%w}jPxfZ&$?=O^%2`6QuJ
zr3u{v%h61;S$4mpLLt9pcMfcNlz%E}@RlF73|~{pfVDH?6)lFNQfa+T(VO?n@sFr~
zD$g1bn!kfj+xH51eGkYM-#K4umaJS11)uTL>>cB6Ma4?TcZ$6IgzWUp&+{E~9}NRu
zp6O6tV<Sz4_{HVEu-?9Y;6iMDR+f!C-XHUNy{Y4>yme<#>p%<Cq|m<7!?=tXCw#i4
z9?j+|-k+@byf+E!zBieRJdtg+;H=QU@VM33*<W!ezOp~>Y!))>`!+;YT@Y8^R&ZVI
z*Ji~l`fSvD2vy2oOkClqX|UQ$+Os`Za;V|^37hrs=(4y5sYd^%t5J`4drn~LVK>9G
zb$J+=dT6rF{0zaX29weko-le?H(=2$=QvoEF0irO9fNVF$BDt_7o}Cik%012`Wk+Q
z>(g81r2(dz@4away+zRNxvPi<>builvHk6;lfPcThF7eu4HUy~!#rB)*6iAI*h=n`
zHdGQexPnBaBcARVW}Y65oppWErrHCZa6^*5x%fC!-BwAw-d^^qlnegc(6?H553Ys%
z>T<PyrV;%@$?&XKDBzx43;QzhyP%?Jybji`o@<f#-{e9zJmP~f#~>iYWm&lnsA*LJ
z3c4w@3UQ5%+`q4_GmJS<p6*T~Py`>c?%I@#di_5_Ui`J|*et1N@80T*xa=5j$3S5<
zU(&P&h=_O_ocfm27g+751^Ic|v3|Nf#g!l~pkE9liX6<Z5h;h!wlBKkK~kUf1!1Uc
z?3K11I6v%L=(NQ_s1H2hpx>_!cc=9zqOlH>q!0B(T^Hfj9)8RbJb{x!>_ODO<S|Wh
zqXY@O+|an}_;v^k4K!?Pb^lch&&<8Pn2%<)uS1`KHjp3On^$zau38xnwf(-TrV-4F
zr}@w`27O0O?Ro#UJOvs)YQFbSRXs>e`H5rVl1kt$QNUp^J~E4GIybkdr4g(?Q*%++
zf_UP7=8>lqAfegx&^-hq$}_Saqwl64N^acQMu1g$J#J{>u{ey;)(qR<nz_h<E)=s=
z{d^X$x}nQQ4<*|-SW((7mE7bmz=J5{bqp);_6;a)O5-oJugp&kX~4qVn!AzHxv}4^
z>*7+l<K_G#p1I@PYEf<oSzV?79g!KWN(8GO8*?+hR_^6+$ZrC}luAP@Et(3O)54st
zYkZnK7{_E2M;m7m?^vJ2&=Quac4V`!)fws6?4kXV!n5IUNVxJS^Kj3HD68+4_?P@T
z3BEsmYm#K|^b;+1@Sq8TUCEk_Nxqp`*|AV)bnrusN32U-MS3Xdw84jUF!OWz$f#Av
z*83youqC8U`PZ$iK5xFhVsiwa%1-n+^+EJ@w4wGboOeH#+1K(nW85#_2GPmt!?sK@
zcN-7!_saW`NF>^c;BP>#+vqD1p|9(IsVI_`Dg5Yf%6dtvoAhc$fp)QNChm$S8uWhS
zyYORwv)TINFLTD=ttTSxQ8@7Vrmp*JHuE=_lZ~q(e#-Vo!7qP^yf>O2Wvla|XCJ@w
z4VrM+v$)+yUp)FcwQ*)$CHnp_apB=^<w0vda%B1Bclj(m{Rvjlg(vU(Z?WWNLT~)9
zAevz;je^0R!oB+M`V75!-EwJF4!gH~$O(5^?MeEoVPucX?e0VMwjvQ1UJ|s}nEN?G
z(ag(j{J3lSOr0}$h+mywnUMDod8;5BwC{u1WWBZ-yWZk)EI;Uv&Z2yOCEYj%)G#lv
zxrP38wHgy}%ln4Fpv{9dn8f;5EmoF%QFBr3#KkncT8u}-7#o{Bm_bqLh?#=AtUJdO
zN@)opi<!*RR)JE;qVIFp4n|Mpl=^KEOf~)6b?oZ~Vj}^cHXn7zb79ErZ@tA8^n+hY
z+%^TQ_<7SGVf<<de;{NW>+1P@WK5Xo3JODvdEd7g)N;=q8{eG;Mei{bF4Vp~u_rZv
zI@=tsEh>rNTM=JfV3}Z$3(ntd9^20qvp)vh4|GKTBfH@GJ&KbrK}1z4IJm;~c=g&q
z4Q+40)VQnzQj{@oG3i(ICW^9sNiGgy?~_V$c=2~6pBM;0Lcz7cF`#4-Q)c%Iz-QXD
zFUGHwKjkaLP}CU%ON(1x)zldJTIG@CMTLd7x{9_(I`9OmiR=ADOWaNfC&m8ePbnMA
zO5DCueAjk2h<D@Lk&k7lZl~z3{o_*h3)))qZzT0(IA+g7X6tiBhRzj00f02M6*&C9
z$$((qiKD?mTAg2qje~~ikXlhuV2j}IT(13r+GBVGs?t7}p;fG6I(%;2GvlDdw;h!J
zxg7&nH0)k;<FX10-eg&{*o0`buSJbZYZxGM$lVJTEKnYy7I#lbLJ)#lfeUY%-FCq6
z(f2Y(T>SX(O@3qMY=9#8Qv)su)xJS|AtbW>-!x7CM5Ad3#=)RB1wkUo-n^c*SzJEv
z^bI;T5#<mBHEI{mq~w^8Kh+4<caHuwgP6}w5iBn<_)M@KO6jR8c&MO#EMvp(Aml*`
z&c$D<KN2$ww!h1|=@Fb<xr&GMzsh`2nK-~isw!`Je=3Er9;54(RP=I>bx`pnZrjgf
zTqXTnK2sN(n@^>ooD`j}#`zB>KPm^eV%Kc5HHiIu@q0;BTRlis6*nn8U_XBuWx-39
zQo~a9ep0EFeZMSTUpY|m`noC-YEh>5q4^JPg{kRgAY#XhjccCYY{I&b03`F^4ar$1
z9c^D(I0Coj!w)i|gq?lkBHqFC)GedPk>PF+b4bog8e=sZA{Y~s4G(r=qAzp27mIo&
zNC;O|zo7up69XLu>~TK)7`qV)Az6Jv+91_=<U|pt<Q76ErH$=K9q&UU@J};z>ml0S
zKfy>kcW&G1EhjgVMJUB|H@+$1WC<?3F$M|aY_y>o!<V)xZ%K-Aka!Xgq|}JV+Pvhm
z%HhZ|kGP&(&~CiI6_9YtL-(r5vYt1|34(eUE&9ms%IQBX9>ZU5n&N{q=Gh2s_a!T$
zXv_Sgeyo!W7Q{B0W1z84rotqab!7bP^2)um*V5)5M!tzf$KX#>yZ4`xu1MVBMo*6@
zp+#s+AppItzEk2jF;i3IG|+UXnQHjaU<5_?Z)`4-at|X7;t*_aE;b`uHrpl;mcL$H
zJByMPq{()|3BAEKJ#SyJ+<VfIH~(@7L^>uhGrV9{ytH>8c^ZK4f%I@8B?y#EivSNU
z!hxS2Cao4E%?vw}HC9OG(H%4D)h-;R2M1QPEq}o622RZj4fk)XZ(UsUB>-rR{jCks
z&wcI08AlFZpiBFx{T?&kC4ESthWfbI#@p`NiUM4Vcoq%(bOiU-q{YN>m<H{9zH!35
z<AcFsVazG`cYTH~D8D}Y5#9E!qjT$f&!=AZftPSEMpRZvM7_VZ=yJzs2BR3&RF;Pr
zpK90~ykf3^KI_0RuWb)+w2(%zvCLV<*_Qmx<Fu_*2QJ9*jqw-(;<Wx1cK9FeU0~aA
zZ9giapnLJnO>HuJj*3F2R@DZyFAYDm0l50A0m;L%G;pr!ZXU73t$jwzS%(jRRD4|~
zNsnm4`Gq<)fN03%SlSUE&;`!eFmylmT&BW!y4NCdFUQ-k3A2NFu&~+LuIpO09u**t
zhO0JQ>VY_B&NsZ^Lb<fJ_2N#6K>llBtGiKimX3uL@7_Ox&fHKnz>$vZ<9*T+8^!}`
zgvwd~&FiIYwAy5X^mIg=gAMMg%82s0T*^;!W5E`9x!o75(#$_-y5gjEb?Vx}X*IMo
z3m^OjoyXr^`L2MyM;svrwbXiU8F1^DXLP|8>;9kz+rtU4>vs@TcO~wtRBkHcyGDYt
zj!PoODW|>GGG{(2Px<9SGQ!#+wyw;BW<Z=dguY>YX)fxOhp%S`geU%WUL*z^r8Dle
z=ce4tN6{Z`7^yT^$e;rB)KDYj>|d0D0@OP`LYq;REW`znZ`Ct#`!Y#bI>~)tbOev!
znrGY^`xQ9W*+)nAZO(c0ag&w2zd_VoNVb$OE?9)#j^evS!_zBi3Fh^kphz_K)2pq2
z4dL-XU2sJZ-WU4f$~!r77+(*>=ni)n5dZzky%)lsbwqDL!*Y(3EJ3Nj6(%H(UVm<x
z&xS=ANu#wDS%2UZBkF<e$Ercxfr@<Nt(3p^wZ9C6rI?i1IOPL~uirX*-}E$Iv}84g
z#ec|s3jUV+S|0Dm2<dbuAky0??0i?(+pPbK#bS&|+-I$Bv-!dp$rE=`T$0<H9z#77
zyEA^@&En9W9m5GUKyJiQ6pgKMuZ;j>(;EFJT8!Ybl`O#)b%Dy%aur6ayJ%2H?okk*
zLi7QJW!a5~$f-R-vbUGCIo59V5DH1l7vn2^W_Eqq0#3VEBr#*%DWEzRrhOUmVBg5R
z?4d=fnB9A_8qH!oN2K#yDtle~(GmxxpL9z#!?j9}=nLyPs$WY|wVV_f+>}&JgHN%1
zY}fkNPl&)tv5&$C?vP-#>TQApX$>y~T(i8eF7(}ceD;Jy_P1(ddT}SXZS~OXqLmHH
zEc3^}g+R3Z?O3xILrNUz`P|g_Y{*?4={lcaq3DGO<?><`=1IyWi#ERE+ATym*N=b2
zzGa2bdC{$;KoBa6eW}uu3_6IMnDi)DA?go`A~JtaWS?F1_2ubtzzX}I)DGSbMx&O@
zO@;^pW9E@PAEMJwehH{09XS{2zAQ!*)XyCO`;|>VEX@HD@UC;oGTyTz7Bw*v5BebE
z*S_bC@MPB<4SVhutYg%zPoh9W8VEJpm}>mG>x}fqiGZ?hX)yYv(BgR{7S=2{_)o3;
zN!%swn-53%cPIp|6351*a2`HlG9xV(-iFHl=Iu+|o5RoIK64Qr(VRGjZ_<8H&8cG6
z--9tI2aS6KxV6Gqv)UllK_hmeCf|d5NSuT7M=`B__GiCumAF^7)9mnG)9|YC;e&s~
z;v3i5#JY1=1c?w#RxR@bkROGRm#YR$>&B!|q6&*hoCb-lH?Q|q_bOWB`R2E;r?C3~
zM*qU@p^J=IXi-0!<fZ4Cy!L3@B<cy*fdplb;7>F}^xxEwf8p~?L1ygW$kDD9eRMPt
z5Tj$9@oODm@Fp5@`&9W`T^rXjzRq7OLz;Y%pt@r`^%>TKXQ>~)HR)@fp_9gSdzBeg
z=h2v>kG$xqX0;Og0GitCh8D)x8#<a($lU#nyEvrTj;;Ul7%!>u4AkZ-3~T$A^km~#
zcAnOp95!@(ZeYUo*0bcXA5(Hp`rVRZFXq|UeShjRVS92|NmW#u7;(5nFFpQsA@V(1
z-5<2;!k(x!q1dJoH<Pm*;N<N_2JckA+EdW*H`hs48(5)GkV36Lr1bB>xplug2=(B_
zv%t{mpoM7`hg<n_LSDeVxhmr@>O1}x-L>_0UW1Bz?81_29zmRACqKr^PAcy<jFDb8
zAc#+Kk)#M9c_ZOPv%pjh3HDT27#*$shp5H6^I&G`?eE_}I;Tjm?`JJJ8De1A?3xZw
zP}>%DPP=t4;nTC{-ek|L(*gP|q311;j`nn4C1_oW!U#fhrmDM{Jq-6|mr>m3Qm)5}
zSLonanDnFl@c?x9LY0|3%}2<N#*hJhe2p2jWgK8HA20tTE@v|q-xCIf^z_1;Gk?3o
z2+ONSv<VjGx^=%b!={#4+3znQJGwl=X=uDWY6UslIE`Jp-@M=86PF%lbLr*t>P&Q|
zkr<=0)>H95YZ$FAQ6g!%;Q-X^wvF=Ks1d{;`K?Nm^A8^T80EbCp(DT#oyx^}#=Aur
z&%Qq4JjWG=GhVBWb$vduxZKa?{7;6#n{|Dcr;T+I$|THGhFjASM|BdmnMpa{Ld=(W
zHg^RDlbT<Cb*(Fv^gN1>E;-_)u94kNVOyaHbag&<Y){>ZyxdOxnjKJEzIE7jS@uPO
zbJ;73Zn|BNS|(oUFVIY%<e3Cnp-32SJnvsx>|cle4XWzWNfqDGSLo|yE-%{UY7_YP
zLR>8I$?X>_E~UoKmFagd9=q8A^fQ{bw>K)TMuVnI93YQ3n#O|x&~C>_Q(FA3X9N*)
zcY4`KNI<Jq=tY5uc!ik~d%C+J1Uzp#r*fZY*5#5|0*<b34pqDXeLpxjIR9^S`OV%>
zhlLz}#!vy+yKsl^>%nVTX(@~MgMIISRc1ly|6%GJ!{hqiuiwULoHVxW#&#Mvwr$%J
z+h&tAwrw=##GatBjc2~U|C{IK;JVJ4IcM*)?|ZNHS-6wZ5QG8(0_7h}OiZfoqQMXF
zEKt7{!A|$Yq@>_wg8;(m>1h^D&XMQa4Xf<b)KoA59C|8A+LiLtpv4xqqN2jnOvvj7
z3M}}#<3d|)X=$-st|2s^%95al48Tm34zXJJGZ$dc>!14(0Ny574Y&!=i}(OJbOZ$<
zy>I<FR&0=F(r$tS=Zv$kvjdu&Ign()`e=lNr&g`TeLSjo>+q{YJ2a3({8T=2h@5rQ
zIqVbr&vPw~?+$V25eX#JP%o=S>qmfJYHG2K>CNvnl-+Qb4A0O$>PSHm7AARAHZ!G$
z&RiBD9!`=8jRe_}&tg=ZBXRV&Fuf{TYOzk8MfH{m*aEbQ=@U+&o&uBb-H=tgcGSa*
z_Dpv}<EN1l-pfhCO{`dlp2GtKj6-Bqb&WxpiLCxK%2(qptgJyrR-31f^K2QoxVsWw
zo2I5A?F0f-#XnZ6OEg1<TYxkbH6w%HK3>{+YEf&ow06|!U7AuNu1k^`Cu3r-#6+Bm
zT-yq0ik6q5-n6oC_N7p$5t~y64H!hJ+2PZ8*7oeZpp#NxR&86pe>bY4w1E75iT%)G
zjsHX0zZ%JOjWc0sML1^IopTZ97mRIPcN1Ju$)V>@>$oo}XlWTP2UjMz0X&-c*?l7W
zZsorbmC4D$J%&`k;r8Ft<r_9vw4Xaxzk4lru7IYXi?#5sOXLE6UKrX&L2)-LTHDd?
zNqPfdJNb7Fdy>!5A|<Ln1y38qV?vII4RLNL#L@okfiaYoN}g{PKVXhLsK{(a1x+sn
zBO0VwBLZH@Ra4UjjNW9sma{$n1^%AkN^HEup+i?u@_Zn3ejo;PspKMq*@}fblU^yK
zBMSw+py5g-HC+fV%}vp!7D6ggiz7kM#qL=GfAT{AgPT9!7@tSr-nhIq>~FET_UN(w
zda;+JB^qvE9pRbVIB7dLhvYT|viEHyeK2mGEG8+-q<E3w;}03$6Ez3hNKnJx$n)={
z+u<O*eqZk%&0kT|FurqchvKHbjVPJhMB-Meh)8dh478#9Q2zLuuKxlDgdE6xE?HBk
ziwky^qsO*92o4L^P>^E|*r0qn@#-CX;nehvx;Z0w-ue7>+OXo|-qvWc-LgKu-Rvh_
z-)>-z`QLqC=JF2@hn+5%ID>CqcJ<;SXl*$k&CLx@AjFK`U%(d8QVx5-kh<Agc-?fQ
zuv?E$$qg@vh$;#4NToD$WOwX#Yke5&bw#ieB9O8Y{pRf7F8*nUIkMWXNf)#*_TkBY
zDGPdcf~2gEjCeMMlrcu%c^=6K(DR?-$P~(z0RBa|%ZdS5B)s2BRNMSmO-KrdpH9O$
zG7S~ZggSjAG%`01abSO%aPW})iu8MBeH>GdacYMWv#>KY#vHdi$d<t!eYsoVh;B!=
zcELbN=avK^8S<P3oGlP+Tm0inQ4*q!=oFS8C>%C1&Gzej;-`hn<$)aZ2=vPD)=KCu
zMv4q{%Xs$|^R~2-+|3I0@X^(bGaCTBASYZy(tMv#g_thU<vritO`=ZWK%qs~RZKU*
zmNTn2&-mPQ$HgO(bA4YDrvlF5))lQ|2$Iz^&ZTAOG65qR4F<UIhdg)jusDgQh3jNT
zu##*i*6t{fwd2W{i{ax)Fyyax9#iR)A`|t<lVcHm{YpyK_@#DT$G9pN8e(cl^V|w0
zvmUKyVz>3{bIyukd_H?ehU_ja+Ab~vdy~4wAboYkK)o-tpi`q57XmxoE2M_blZ^OE
zqTb5cc;FgIC+fZ}BMT4+5v0tj-o8FpKjYE<#=DY{)fc&<_0DUcD&t0EJq-Pp$nzB*
zF9*C>=~s8oVs%U|g`7`K<<{ymAnsBBzN?l=P-N=dgc?~lIi7V=SGzc?`4=b7bn=h?
z`>+1kWmm|LA(r`$IN$jAY6%I?CEd8W!<@GRPGABazESPKY=)MUKQ8qrbgp6R4>d}x
z!=rtAKAi|esIA4i*kh7(lO|m|NE@5AqYL(8fD^e}S=G?!^RuRd4Z<&he)sjLb~c>q
zUofivKgkc$D-TZ7f`09f7pzX|Ie)v#YK9)s)R}Fckiq6V+1@_FFGHcCa%AJE_RH09
zybpqUTw)ntBXA+Cnybv4Eaa$C92aY=q}2DQ7o~59GH7-!ethMO?bX{zRTpNrJa^cS
zssWl`v0)U3$0FKstPL+kwmYUr)HSEFPsJSCQHdJp@c2$W5fjz4r^WpxMb4O={wjiO
z9)Sazx>xjQL_Cq_pIFt^eRbYj{gI@s8k8wSy|Z4}<C>gA3f%ZR1TyrIgKH2=sKzDB
zy9a@!aFNp}vJG+$ey^q56IVZT-SFb2$8TL=U2$Bo_{p1cQnl6%hkVh2(vr2>$)8+=
z<I7uQR|uTu79nT3`e_7RW1ebgg6$EqHZeOd6BVns`Ab_Xw%h4>s*!-m%%mY7iRx+9
zc|V1POTnL^7s;J}stETS`TlNz9ogA4J9=*7FTuI(<j0M`XY7kG3oBc2<51Is*$l?)
zoUUyh6&-l=*s}H;oJZ?zkg&53#ASddAUW07`J3V2-*l&_dXCkPz#l1TYlU`SznIL{
zCf%Z57)LJWwzFvx7cc=_KiHl)bLjzo{WZtd!?7yfnx{=af9hs8QO;(Xf3vNV@5l-J
zOGv<4*i9ZxU<MwaRBR)0>zViKeWKw1Z+=z$!CJ@X?!Ga&w)%U299tE^PUygm%*F%@
zi+yiq(BJBF*1~3i;Im28x#ej3R@l}18NwgylzCIW=->foW9!Kor1Xrf!pbuVkHO1B
zI`&hN%Wiy#YQ>4X(f>J%b9VK|tv0L_!`W$&Apcit->P>G_~d*i5l=2`sP^%CD>;N3
zf)BaM06!O>?^xZ(ki<Ukf>%ZPdB#dMd{sFA!XNUmu3T7(s8w(6?6q#C=%_s02SSvZ
zktCl)sMz}BPUWv4k?<3)PhO(SHD^a5#e&Z*(}Hq~AQQATgYwCqU$X<WVFzpo3G3_f
zsb3Z`p#GE$qM)#NS&|GGSO$?0<J<c8^0fl}-dHd1yZJhdJsljHZt8>bJ1NcM>|<N}
zTiQIix`D{24+4GRyQDa43kY_QXLUBe9E#1;cg8MXW_|+m6ox?h_HdW~qDZ)0Y_m|u
zp7$=x?_c{5VKskjU<>l&N{_g@Np2hRJ@JmCp4rE#nP?Z(HK9KyJuR053F7)eLHcl)
zN1-H&vbO$}gr>?Ewx2vf+c0+LtX<jk+GxZsi6)0iLQVJeLlUuw*~EVMq5ZizSHnYw
zO^=O#mXZGL4Rn5WJ)eop*jPZ?-PA(^S;xumFLJi61R}La7|$sgJmHLeBqnKuWo`?N
zT+sI4Kg_6xyZp`An1bHb%l#L5o~;kRlgFj2P-_sb_e=A~N_MLtuTE66zSO0~{^}Q-
zr?uPD&IeU~DxuT3EAS6><{JGIDU$G0u5Mox(tX8~I9mS(5U+43PM--UG;<m9OD|_`
zUM-I4D^OFY2h)B8lZ>^q$!l#Vr$g`TWZ>VGHG)ET*xE4RFU>ptfX-uE$~kYs?(A3#
zovYKjLuEWF59gtfxRVd32<By`ZClapf;l1WpYl#r{1Ns!_F&u<ld0GPf?!)_g|M;U
zXMdgOsqpKl61CiMnSFYA#p~#wv1PmTbv|RG{E^4_DUtBz-b9N8rVV!Kz38IF`&}8x
z``vXZ%^w;3fFCwbxFGfuiv;-4DFy#?mzA1nxXUVk<kyB5p0g!M{&2#wPlAV^>a;Z!
z-;MTVKj7}0gk|@(nV*YPwL*#QZ)Zk<Z<*ksMaWtRCf;?G5jAeT;Dd82>AN=8kQvYM
zYf!+5`?z5vXE0jt@me?`9GX+!X6hd4sEIvcdA75eFbur#r1x-n;+eRfMi8_-H4Bpc
zwb2FonFXOibY!x>2!unbla%Fh5tp-(=Su#(3isFPJPh`(!a58gvA{)ovsu)XFFIew
zXZ}cxg7y=zgc)n8aX#~v5YYF%+6JrldCg1wXVnH#B)M7wZ2M4nPoIKxAn&h<H?T!c
zO?=Tfd(PsOm=T&N-2Jrlh#ky0CY*d4>w@~;lV{ClZ4VPP7FgQ5$*DpTngwvlU@Bk3
z_yYXwE|-80$EP;X2KcnWgr=ISGs!wLV+>aA|5qv>N;6QQT#0)cC}s`&-DcZaZ8yDR
ze?Y4EfID+nHB6QVg?U2A*AhAoYynj|;VvzS*4=UXKSvww&UQ~H19qr*7Q?1VeaepJ
zYAcTt0)DV~tgVglfEFbuNoPKWpBEI^JXl!*8qjUJ<F?rO1GHU^;i*vWBs~KhpuDt<
zZ`TRIFf$WFqV4IggZWNk^op`i?O7&=bzi`PXFwviLlWXG$F8KAIolgz1V|7w0_yL9
zBR-BMVWzjuTY_hcq;1KM+g~OfLL2PtEJ{t+4o7301ulQXb^}7FG{{~}hv}@a_aY#@
zu!R5#vYtdd$&Y5y9_uZOgLv*>@mwqeY^nk_uL!bE9C^Pc`+&o3O0~n`s~35T7i$L(
zUp0RW#4lryy1IyL1G8*+8GmV340IR&HvboG6F+JMR@;UMoleJUl)|{&&&_&rtRN5a
z*~Dn%KOT-$##@h6QnuYt5aX9ZkuMqu=;xwO#%eHM*CJKDQ^F^Ac9Ol}-s7FFfXQcw
zx&}4?2O{G+RAb2Z?fW@2@cXhK8+esPxM3kUnkJk0k$=UsN!~)gKs{@k+;-XP>T!RB
zY{L-hvUH_mYkTQbE@J`afHN@ImrJoW(k;F5)L{j+3Rl^rKmy;GzW`}4iRNT~GA;+%
z0&#KF9p=QuG|k^{!xP`<(4(eRu!iRfE*bXK={$(b3Pp73ykEutnN-308O+dZ?wd?x
zoC7Z7VG|#Z&CvDp8Eg*aLF=8S&iq&IhW&@ppCfU1-ze9KC%zRz<%ELoINk0Q^8a|Y
zh#}xXukC)oGd3|{wO*uo$)utXBZ0rlVz)rngUbA2h2EV91w<m`{SLNT?xczYk4mEw
z{xyDlSa(?HV?*bDIH|0?(N~1n@P0Uhuh*0VZ1K9Cgpf<c&0eObrdsLw+@Gj5IcyVk
zx}S@J&GuG1Wbndo7oC@=SXhz(B)7kR|B8Se@>Y^V8v0()Dy0gcC6uj+S#Q~<Yvf=3
zDLj+j^wD>uFDhlhCeKt6)6kF*!-um~96omjB<`4qh=P8=CzS8k9Qpp)OS`C#_V)HW
zA_}F2kr9~x5@A1_Zx7}9U(Xtwe6vKIot?XDn|_@CRg{pRw3qx-<j~rY+z=ZZJKLJg
zRkOj$Z?sfgtol<WY27-9P8{NkLB0o~3$=%&<Cg%LTWvyBwYE&v5J9|BCN#pa*NN*e
zNaeH~g%B`4Gr7Y$UtC#CgIJcJGar!h=B!-{zO<v@-uLpnq>jHE$Ay||L3oqBOK^Q6
znqNR;;woPNjk;l(E=*=nY`geK-fv?~JX})gs$Q?i6D9Q^BDV50WD3m-Nv(a?r=9|w
zK?YF5awAV$T}2dAp!Ppqv4eDtg7C~1-<uC}Er}w~r&3v;(k+awk|v_8$sng^K}8?C
z@wxLcRnksNgA*r7P!O}UX#(!`X@Z_w<Sk~2r&dL8f+YodKSMD`RKNmUQ+18x+_P*#
z=u)n7Dg0k^Y6L4tb~nRJFnk{C-KXfvg6XQY9F-7su2ZzLk+04BJ?|Cc(8!It$x7Mx
z0P8)j3j>>h;`$-*K5%PH$W9p6#AK!C4Pweu!}p%E7P;Y}`j@Z%zIfq@^^3l}FzoP>
zPC{r?Se41THlOB)1fS9~Y4xwg5ND+;aQU5TupgaR@y!*(Y8m$CBd)^fepfgXVkY|Z
zQ6kCi#w?Pj7HJZ!T%Kiu+{4DwdzvUX9%p<Zyu}l`x(>WA&>!RT6FKGGzK>4yxan$%
ze-~@>K<ZyGXct4bju3E3^jBcPiriUa#Ze4cdT_Ye>bCLG=hJjYl#H9c2X%AI+(RX)
z#ruxZrSNqxPmU5I1AOLoc)b->RB*Dhek+&iRnsws%ReH2cD!ZToV~aPG4y5kv|6sC
zb8hmHoi1K>WeVA2rx&$0%S~W|BeNvd_FM224(U+MNryY@Gq1W|z8kfoUzsV_sAI9~
z;rg&6TxTVhY_&z08nmbC1q;?3YTvxJW$w$s1Sr85YHC4mcPCzbkfIL;_(zTLpF`i)
z#5ofv(g;WW4nECSiN0#9BY59vYJ^%oNzjNARN&?1&f1qj{*>G|DGxn1rXE~xRo;D3
z`M#FxA8dxg{*Ua^AZX=S!HFkt2@c1$j^L)vIRhgdx)<N+*q0iOKKYb6+;3F^=g6|q
z02$&{WNP~|Eu|<uv;}GG_4J!Rp#mliDqZ?s_mFK<S9+j5N^%{qK&?8g8i%mt5IUh3
zh3A=!lU5@g0LD&fzRhVoZ-XqRjx$_0x1Xs{G!#*d(pziso(t3mlO&LEnO7XpQLFm9
zQ@k^P?DD62$B1z7ynf0_{Bn(IN|B!=owvmw6A=-jsf|hcUeQP*a0c(I&Os~zGu?L_
zvV}AQHNDu(_Vx?~<XlwT>E9)0kl^@TWm<dAc^Dt0W0vS+L;YUlu<^i^oj(nUH?rTs
zfHM`Cg9EsqiW0Rku9GuI%z(om9_>2ng_s#qM@-JN_CFc~ee(@scGK=>^bq@-qs=^l
zk~Nf{JUTozST{n&0*QJt)9T8T-Z}7>(e=l!j6?=QN0!a-)D4)&hNS%~u;o`BIMGbY
z7<B@vLSr!xidNt5u3P3W@_iYcC_@AG1q$1Kqxaxn^u1Q{;e70yh@U`pVi*tv{J?VI
z?VO#Wfw2<?S)>)jhljTKdLZcjtgVf&3AwC+z1s339#kA6V+-Hb4~apiRG|89XiU#H
z$O}p-h>wm#X2NPSCW**DDX0j(j7Qn+{v-{{j}<f3*W=T#5k!@#sDBRLP%*X*k>xju
zH~)p)UUIx&#jfDQIhtw<xt{_Ob*)d|JwK&&6!;$MPEBN@WxB~-0+#-^o<Nee6hri+
z8>6}MAn&3qB&hze&EqWS(ToygI+TAL2K>4bL=D|N+C$5%-HlES^PR&<cjXM9W22d8
zhP?U6Dr6g@mCPvl-e|(M`)<L&s~10-4!>sR$R-u^fQ8<LmHDk!$Yk!`9KyXA*D@JA
zuclTA6C2Q<yKxxM>;AMaV5(||zFcZ$c?-7`zp?dQNU1+Jr>df$vOJ>LXAVb%e(}_@
zP6wn@))dp8EE}y0csg`P?+Oi*Bv~|0g@VZ1Y&!r2gpaKI%TS<{iYL1S<*Mey*tNdx
zD0}f*jgK4rD}8s!K@SPid0`e4lY-OiNQvWxaY>zUb<Vc8ro8(pjBCd_RFir3mu!Kt
zmy^G*?UuWiVL_*0-A=dcamO1~+?B0wRb$Zfi?uMhZQUJAmr!rqE?*I9roIKBZNs@3
zoA#f8bsZaf2`=o@#k0fltSVhfY8!5DY)@g0Ht!vh+hFQz7#GU2@L`!nZ7B(F{TBhT
zHjbmVMY7_flzE>;Lo=p7)V>Bi`Q?|e*AmAVwv~1OLml0?-P*wrN~yegl}+k<XPYOk
zq?ae1Z&jv$ERV{2Yg7xX2BtC~?vR{jTSOutYs$EEI4l8tS`i9Nk~2W}<{r;IZ(fLv
zNmj?*d`CQ&Z+hkieTfq<_|;`d=+b(#^&$yKOruyhE&X%gIHtQYdOrCG<o#a%h;~SR
zw6l@?O#MqQz=+G23Ncyy4$|!c<WlsuBP5sx1<RygnnB4Z&i`Qe0lY()h4E`)&Ad%5
z!w1y&PXmRT+?tWB<sN!zn=dppYI9RPKwem$ANcqbH^-<efymTIt<f-UJ9Fu$#L;t7
z<T@Owmlm<~Fr4bZmY)V&A&=NxR#a(WFJZxKZn)C&S-Hr~H*T*|Lg2f^R`>&(Yo~h;
zChYR#_1(l}HmDK>oQXJ(m%fj9S_g84AYd3{m&P6ht79$s0lroKFu0ZrRUq(OIeAOK
z*@u^o1V!<SaGJsy9H?G<bYSWfACt+!W}M(7BNyxV&+2P0bHZ~raXj;nALe>)2wU_H
zbCZ7ev0CuZW~nfzfSm*3m*W-DJFChCuBPVEgJa2uxyJ^y+zR1%l8cW6nfnciDivfh
z6J76=2_bcxYwQv0{LR3}q*I)pqQrfPnNRz!l@wN+Zhuq*)qu~H1mcb5Yrv%U$-Yn*
z^B(h()YsATsSy~62Sw3zk;Y6hVAc8aaTTSf&aR9MByUwO(xqD~t8YNl)>>Xoj9qJk
z=Q4W;Q6)$Ceazak3E$>(kwDFl7Ke`P(Bl+iaOxDSO;Vyp7zP&`OMO0dFEWSASV1p$
z_?gxWf%Cf9B;iU3k15H_MoAAxZt}@TA?<Cc{q)<x6$P>1I-m7l>dV?im%e;;o{ed7
zS7$WumbvK__YZx}97$rSonm&+{YsrNS_ZDJyc=#5KR#}&)7gG_4I*<cg>W6*9B_hB
z(<3rdZ&Z5`1X@*noP#4Wq3v?heac|{hWGe(j@WYN9}IC<nkU$0*Q6yIUaYAF?EIwb
zitZ23`}$qy*&DzsSUu{kSLWVDw})F>fl@zfAWL(oWzt-|4KuoA1HY+<R8@ai5Sok#
zxx5v0n-hK9aR(E3MW8xR&3IVgK)u;4fvxM6u*!|UAuZu*OzIuBxK#SbuuYJ6FKT30
zH?|_)&h=zJ$|mF0dE({Nr2AaN<e-$Cw;fero%^H-Rs+u#<$u1=9l$5ICX5&$-M}B$
z=i#g{^P)ztQxfnb{Y6)vq<~a<R>RVgX6i{2;tbAYB&M+6jbb)-qZ9`HOrl1o&5=~_
z8I-&x|A*ps-DO5V3i7K|42}ppw6*iWIOayT5B9~y#?S#6R#UqAicG{WZ9w5Dmkb8G
z7=yQhz+4U2a|;T-&5O-WD??m(?MircichM3FA!I9UoW0CkSA$14(f!E&t2~H0}OsC
z&^m9iTZh3&?il`dv)<yct-!va*Wnsz&O*VUSr-U1^iR}vW@cs-EL**YfcP1hQ~uAO
zwu3J9n@+2J$tRVFR{*S7?;}{GYTfifp~McR&};#oG?6G?N#VyRL_#28k&Cs^@B!iB
zQpx^e?)va_^p(4&wcTw8mdv9?rAR3A@Rzl3NHuYX+9Ck@7X7gDNVF}l?uAd2Oa8th
zx}M%o`PDr6%Wh@SV~V@qf!|B$BO+YI>waM}6wpYBM4>}j1=A3wT7Ui54I@n&dbgE4
zWv+80=yFN5>dXZ_arpUhc+3CVcd@nM@*u~@?lDd9qYNMi-H<+hwMcs-$dvBmvRE>N
ze%6*2%NN}S83>1OfH-jay0_bT2UEq!XlV7-){6(q4^g3>Zc&vLe_GFVJYmPyEEFnE
z&NFO7jRv(+*{Hhl`u96ArgK-K#uqO)j*Y6Sx|vOA1sG>d!XH)0z?W^b+&y{IrP+fx
z-5|}9Z>JmbkFu$1OHT~7I7P+A(#`l&u^{~8Lu0eZ5O20Hpkr%NbH4`DNVI3b7$_q(
z8(cuXU)1Dq(o`5v^#7eNAYiCYSd4IPt5x2qmkdo+-ghqBl`cU<N03FF|J$JsNKJ;s
zKrEhKFsM>KIuu(Wi@5ctD9TAqCJ*-K>$_X05H2%ZM;X(>k1Xw9)2bA!=|QIZEjA%M
z-AkJJUX@EQ_cG~!NW+D$n%d~b+|aX8<&j$^j}Vf_H)P7akfK52zhO%SD4^vl<90<2
z$!GyICqo7Y)HaHJv~-W@Ex7V6Y9I%Dj|Z)gXqFP(w7v&!lrq3J^y?Q@`*d*YXp@zr
zofrOL^0y!CE|cf3sE(d-S{%;uE|{ccp@U3}^cH4&O=N@PYprb|GIdyuj#+ZM@3T6)
zO>ngZlwA~EIT-F=AZo?=x2GO~#4M>po0Yy40thi|so9_OK;16%``g1F?uIp7O#rge
zFX(Zn@D$lZ&z&{t{#DIlCx`h7P0k3n-G6k$e$#uPzRlTg#QzK?qb4TWHwg55L@tw-
zeqTPoNK&^8ZLUW09?cVNmV`u@p9!c#))G2-RSki_)WOz6Y5;ZIRG}I4zwaFWEctds
ze}HpJH@wT4C!JKu!o`Yxa$?Q!z(GVFhn-R+t~YEd&rZ>+3@OjCQ;~cglE@4q1rE`s
zFrJ0107tRy2t#Rpsqa>n>E3;C5dC6q32qG`JmR{$8mN-Bx_YI>1I;qsT-nPy5Z}$M
z7VA|4lq&(k+m9}o+T<-UI^oo8lpo`2yO=_J1gGcmL(Y_2UCHoj99K@+9nixg$_2o<
zM9Blg&{5}$FZm!DOeUH|oKstXST%owYWYAHwO0&sv|r3?*nX%jkK7IotjjW_06xwO
zEl}Navi><g;kOd|DoEe8ssF>!V+00a;RYAK>u9&{iEJ1BE6^0XFf?KGt!FUwpp90A
zMe8F=1($`_(vLEUP+k$%h8`@UAi}rTpg~nBAArg4khs_7z@Hs9Th>i=s?#V0YLM+G
zGJ*VlcNh^~(56PHR9=_leq3HsqZ-#K4VmW1&z048R6*5Z9`0LEYfyD27y9lIpZul%
zFeV3WtI?p9Dx1Utdfvtw*vyU0v*h1Vbnjhv>O_isfq3}bc&EZLM%IwL8BJdkYi)yl
zeE@8z-&n;df>CH8oAC@%QVoqo1pS?W%wQ#o2kRVl!b3uV<;Di3WZ{6f;ydh2EM@*(
z^im-HcAH{Ea^?lbH1-7Rw0so#d3S<p;Xr4+ONQVs;7jRR4>(N=z3bpSFw{S;O;0@%
z`r1qGVOT@p?kM3I)7srP2`5GooyZuW4Kh)O`&<2asBn`TCM!N_Z%1D2R;LLnM-gLJ
zGj)W&6GwDrXAh?Sr&ynFyL!)<aL)=}{V)}19igtemw1ggQt9{NPGu+0u^%_`uiB7-
zb&^VKBM;lJ#r*U!^Q%|CO97&T)qpX)ddfd<P+wc_??iN9(PUKdeD7IMx)n#rtxaV|
z6fMoDLuy09Q7%l4Ts$14s~GDAd5QmF(wY8^JxyDkC>((i1$)niMk1-%Fh9l<cQFHe
z2u_dUhuEOEx-#L_)Hnp~Pk|tx51sQM)Ao%u?Lbsk;?-{)>J-?9eYrn2qOQUh*BZQ5
z3wk;<wXHgs9!T60pQ`YDF>}MWO3_g{x<W<tCPxnK^=<WH=77WB)X4of==p0{e!(~c
zHOS2zo2s$VBWtl{()!T@?D8ozjIwjild+z7_mKZ3qu*pOG}U%wA15O!G+C?#M=n(8
za7WkKiKDJ{ME?3cyHiP@dEEVu_S?J_(5j$5v+pF4;YdRS79)E~dvU*O+i<&>?pB_s
zBXUl#yek(*Iy<5ouag8cxdFkNE&T4sVKQrFd{3KYIN0ZPBh?7VH@jzPx?ekkvbdff
zV<x&p+j#1xg^J5CYC|wD@3{3pZS&yq+al`h<XG0cr8A~H4D`mtFUMdbvX(_=U}7nI
zbvt{kChB{vj4=*NLX6Maazgotoon+C(`bLy%o^T1lxqs|f2ov&-fNW#^>msb&&gc>
z>gUEe2CS;>kU<*n3yWXbKwseWq=m8*7@|qExmpTEyo-wwUF?dxYQZMyjHw<BTP5Bs
z?pnLNv%O*lR|_}M^sCMGQt!!KdW0bn@|@kQ<;A-2mqtROg^PXT<LKE~4}E<#XYAPM
zXQOZS0H35s9vIj;P&yjE>fqFLpSip5P$ryz_gxzfACu|c^i9qEN6Y@>&6NyDOqGV?
zst#kPHI#67(upm=zdU%Uzt5in!@yP`TV2+a&a?LczY#6EsaC#m-KfC5(a63Y;=mb6
zoj7LnCbGKT+8IBmCl|n)zumW*Dln&EA!byKgt#8eSRWMGf@%;$n9k;8QU33U!yre-
z=+4_FP;q~~NJP)I@ql!CNK*6AYjBBS!>f1q2sdPNxseo8+o(ywup|%JOy;7)klv89
z$LR!B13YK4Ia-)KO8!$SUo^Z{jK6mF@K}ke&dx_VImLE4`G;L=x;vdDdE!_t3A^7e
zvAJTnLe0S<823$5$AguRQ+HhSvKj^L-rZ-qz7TAHr0gx-J7}4%I~WtTu_w&)_9c)9
z*^G|LW*)zvLyC95rtE{uhr%9<1Rl!!rf}O0uiD1Hul58OG0TraVV9%Jr+FfA4ncyv
zK^RjaA1XrO@^s*hvDLQ5z*inydM-3yLMTmVe%$Riq_7Z&(EB6y1pO*;_40XFy#&Xn
zsy`>e$#CnE)_&@20i8LKTiXJni`g%Nl}<j6Z1yNqg#^|kFaXx9F6tok``9@__Gw_;
z-1ej`AZV?pH8mZ{H#b!CMvR~*cL@tU2s2rNrMm!KOX8co!Bm}M66a23?9z*MG2*mY
z!6VnN2yMe1X1ukf!`@r$?7c=H5OSRg2(Up~1YiTMUwTHb-lcU=82;vk1k?#|)-nHX
z5g?KsY29x+zt$BvpPTgmZ+9Ydl-lM0N{*UyrzaUIWICH&ilG)GQ#-}ZG)G2+ZVw6a
z6Sszz(#AYAgAjNr^b;UERa0<de^zL_-+ywxM1u;#Yy$4X_<JZ2`|ar8-sLIc?Xqkk
zyqovcAJP&)96K`9f8~b>rbK?M7#?XHEa6Qr*)GzwwRs$b=WkZm+xbFEQ~URi&>d?C
z_<5s>+`lxC9o&b6bHC(@=xwl6lu|=%P)bkIfo+6DM#tglPG+0zF?M&ZH09+8qWkwL
zP4h3yD*A#jp)!LfSMC;wXS&$ZE#3x*ogR*=(%lcNJmD=E8TyLlnPRn;0|eg0j|AF^
zu<KM+|4<31Eq10YHcwLh-k7u&y!vYXtsq>j|5n(r;XSO0rkV)auIqhyF;FUN{y4c)
zLbRQkUeNLSsTpuTI{M^pj&oX@H~Uga;G>|4@0bEvA5`va2uy8oJSu_#YATi*K1T>w
z;bDYq6JhNQI}q<pb|D{Ex+wkfuMhUIoBI{Al9KeYJ`nNlW)qFjVPq&iC{m!i*evx`
z%BQMUk>vckO~L1^c$?^Pl&!}aaDIJx2fOcIo&2eQjd(UNM;v4StJe2hsA!>5Tfx_W
z6c}7VUv6NH-h}Bi`DYR~DGf~o{1Dk!JyOz*xY-W3Q)|FG92hGZo}W*gY*h<`uG;E#
zYkuh8(eDpct{N3D^pP>QJC;c9c{{~*f1zl)4E2f@!GL}z#dZy55>C+U#G5`YAU%-F
z<?^P&Kauk;LA?<Q`4fN}`En$`?dymOHEQ+cfFkH5n%dgh+5NSWA7D^!A@-Z(O1BT!
zE%P%Y2lznD%*=;e31F?WINAR9^*ESpcKp2=q0g!*eQCCvcktdqM0~uIuyA0aKz3C5
z_PXZ#E!b-j@aa!groy!nzjJaD6^ekpciy^f?mvjY+!c5@R>7!I|0$06vBv&Y^xXVy
z9i_3(>5*|mkoUmB;uq+5m2&J)p&{0OpJ|wAhYnvCQjBGl@vGYyr6(RZC)Ro>2SS;U
zQbJ-##D=$bLVvpCLXP<GIEek>#yrulA6Kp>oQD^T>AUw`5II+lCY+#;<b*T->Sume
zbSLJW@`_4Ua&{DuZ71`_35vQu-SZHPFA?vFDPDPDsdS)F_ofzpN~(#uy`X}3`{zC<
z$?Chd_VsKYbs5*`nq$xkP4?^p*}o;snp+EUm#xvVHaC<vVIj|&51g9lEzt{XgZ*CN
zwN83|te&70kF?)!hXQbbx82S|^0J04@xzLav%1vy{2ilZqq>IV0jEVnDE~)j<2;{G
z_T$>}mAjK~t<a5$3TKYDf>0v<SK9Ba8(7_uIm~VBiyz60DPmy?JgCnVpLGPTJjIsc
zda5ZVD?*yscCW6Xk3J40|EkT_ym!I_n~D2<elpE#*g|Zt1H6a@T+u7=GeiG<lEwLv
zqqc$E#AiOBhL?*-kRK#Yk%&o-2Un%vVvxSXX0^fDc~teWXJY><Q7^hv_|f3c+i!aK
z$_(m^CxnQHA9VaoeWnRW`Ld2&J!k!HtZIHp=Hju?@Zv0jUetC4&KqUHr<k9UjF2nA
z!=I1lhU|7fN--_~KoP-wbyJk};DW!cC=AbrG72}Y1LxG|yBiUMd~a!pmtE)`T@Amy
z**>*p=*6|x6c36`4t|Ma2v9VEY#@DGpVprgHMWpKV*}Au#ZClN1ooEBi{R(9u$I*j
zG)VK9V!6O%pHEXBkc7d0=F|SSnwEq`4;1GdedT56bwx!;C{f<e&OxWziNC7urQeeI
zE0!HzE?1}KQ~$+;z}B%g5qBWV1sA8GwE(eDlqk7-M)xdvVs<<$9GUl41>!HKh8R6j
zeES~{ea;#>Oz+IIj~3s|nDziEkzC)Ta(f>w9)<SKcluixv4`d3zU5^jDK8#{j`vsI
z1jOi}o{k%Ma@X;|N&2x$jSC?Im?^W1hSoB~LWl*I^Z>{|1|TgX6<Mx7ipLa~WGaOt
z9ZdskU#OFoVtqfXP+w6S0ICtk&fpBxG#uzR0i@0DlF7<2qAgCi^_MR?mxp@`JzH(L
zl!MD$E{-nN*#RX??qFu9e)G+y9qNP0j~2nn(bCNrMgC1py+93ZZqYJ~jr&$Gn4G0n
zn^2b$jt?)o+6nrpDH+x?4U79JM#x-W0WhH$FZ@7|z+eaHE}qnVAfD@=JP<y?-7ghC
zexk($UxB|C!JApKJ~$v%4Fx+pD7aS4-%Cr>+&Ma7fAieIzP#B@iGi-WlRajqm6tZu
ze0NuiQ)3~a$*v^i^!K^74$DE{a6kbYoBy}%Z`)0V69q*rh`>^8Ak3Ru(0Q^T{Nlf4
zx|9`#7YYFQIu~}vr+6*R4vxYYZEuVM*V~`&Ry$&qW}sH~9;)2OYL$#$b9G~caN_9~
z24gq}1yYgoI43LBVHM#A+yw@JW&FNt$(x9*HEOxrK%m4V6l}}N^_L^*Fg%0xUg~Yd
z@h<Cw*Pmz)O9Hmtc>u-yeL=SmVuS4s+-SzymJoKS9gae(pU+nh)1DfgBGrKS?;1%m
z^#`JV^!v6KW;bWj{yQ~;s5%ah`g?CqK|;`D>&1J(PuO79$-&LdA|)mbcHECchqgFj
zMcNm)!|Cr=iod8dOy<+VSJ+B8jwG4&@~qCsprDhc64t?wv;%n*M>i`dT_jFn0Y+2E
z!_C@P)*wF$vB5Vx6trU|kzV&{xovrzxhX;ysd`vvH@Jqur3^A#p3Exjt4CGNl?ON-
zs%ADT!1~{kl_v{4dq0BfO96)!!U-tL#m6p@^xWl!YZ+{fZj6)9G~^-VY+}QSyIGi1
z2$7PSfwtNr9Aa8$nd47lP7+>U;%G(;xyNWpUfrny`dxceJg6-p#!bKf-F-dEA$D!y
z)m$!D|GvD}i<FcPOuQ1a_w@hSbqhE8Fj(%F7Q`i9-W&wt^E@qztEUCvxt#Vb4htZ)
zhC48s?s&6#!K}jg$3Z;cg8D;x-x23GZfx9E@WUDR<%Gfyw6ykSQ-B%u%tX_~x{y5h
z<pBt=i1z1K@lTT*=lw872HT@Ro%W}u-gqY;Zq#^dRg(pTfL?(g;m)&!MVD3Qp*J!}
z(~<`!{nI#59g%a)lkogDvIO3>?B=#n!M8R6EG`U5B94yK=>f$A9k1(b%mQG&S?7v3
zBYr;e$LF>|6(O;Ky{SM(c{MCN?|mTo#I{g3bFfwXg0{&B*vO`DJ4<x^`IF}dEPjTU
zuQjqusd*vf^4eDGuN7}<?EHrXt(mLF;d5NO)%%!EFPs4GuNr?^Sidp73H@Wv@)9U=
z|7a^@X6IzR9X&Vwppg`cYu}v~n!l0}a)3iZW_Vo&i#>{Wf%5@g$j>quhl(1F*D_B+
zTmcn~;bULVv`4yiC%5s2r}vw2@eP1h7+?w3EK?scSX?mJUd9iWmKQv$p3>^%nYguO
z1D?0H#0tWZUfdjq&qqU7Jbw_iatS@gr$efs^neBbt{kX5Ja_qe3z=(m$TK0lY$8Dv
z1@`Ohh+S{;-)opoUs{)4vsCoDZp{>d27a1>(A%R8AJ+KQy&VM@=C=M{j%WkGuXU&q
zFQng=dWB@zIakmCj2Jpu4B=}WK;&spkAi7D8)Nv+kr$Mwb2*(Sf2eVKRc;r0gj=pH
z(`76^jvTk^d{Mf+-HTSp=5to;+urV(meB{^b5`e_-Ut4i`hK8D)f*pAM(;BdgaF0y
za(`@U0EpE-fbUpn6+^gCi6-Uq^S?!uB&)*~KbR;DS*n;nl1i`PcnW0H1@or=gKj^Z
zuV)r8qNkKbcXtb5sG7sU&vts>Tc5vzz5m}aF<Dn%rTg+py}WF}n*=MGMVHcs`J|hj
z9u{n4o83Ok$9zed39`fxf2B*adFmuv%_h=t-{rwHWsI_?r)v``1U)3sBQGDm;?7Sj
zQI!{GKTg{f76$z;9GAn%elQU_qi?*&@0E-tfv-rxFQJ#3Iart^5DctS$pd}JBN6==
zTD-KY`k)w7E}8@X9>=vzC@Nrzp9$p0{QUgMyC6NiEOTRFBOrsPotoO<lOkio7k5MN
zWX7@H{MC&rd7HR%q)4x_V>mFnbv{9d1YpoB-<+Sgpomq)8;!KRJ&@dMe!3Z+gQ$R|
z=YptkPj-o<SWQZCs6p1Q6oj@dz?PMBeWWiw39GkbH8Bc1n(XAMO_S#^nC8OA41Zyk
zVsgHU*d5Lgr=B)Rb;}>?PnGH$J3`|VPKv3f_9USm6pFl&T|JbR21mk7G^<4;Jaflj
zo_wzJ@RFTGP+g@-*p#VnO~Q+7p2RAyt`?d<VX6tTHE^gi=+KTG6ttIIeZK?YuaGFJ
zKrh2^KCyAqq#G5Q?Ay+gb6^OirS026X7gw^94IN7DIu%j70Gc*@~Ud=w*7{<jFNZo
z?kra&`B^jqv)&=^*J1fBN~v0Xa806DUZ;~+EOqc<Fsv<rn|Sy&?ziKk|Dm6mD**!~
zSkkB&w87j<>UA>reeoIm1iW|KK_hHvce~Q(#fBDokLl8b&3L?#iZ`Og>JL~r8q@7A
zR}Z&N{T5aH{qPghgIILFop9qwPVz>F*m*5z6dcg996~6V6;5Uxeu=WUD#8#vGlDtx
z+@KIXqGZ5Rc1jyg7Uz8BHSX+KXSxnq?$ZI%Q0pHiIVIN6<1b9u&3!rfU4gFn!@4Sc
zZBYm138ueYPJm^sKm%~u;E~w+XaTw~ohaDbH5q{sNz5npGo!HOZT`AFg?nE6sr<@C
z5nW(+>F7C`7g5Ps2!eumBOGtMC3RY0=ECQ)P)$n_(JL30@JGWiq-F*8Xa$~i#8TEy
zk<LjRU4n!6y+yBXJQCWEG>RRBhEDFTSgR<EL+swaN9H@2p9J&MB5}RQhoou_nXajr
z9u>a#xRpuEyefiP-<;9%s@9^;-l=VB(O$gB9IsC$zXmAqw=m(Ezl^Ju?^=`5{LOVh
z%7eaR6K(!}omez4tfhw3qkt8&D1-SySJSrz+=z~u7Ns|Laj6lJ%-xW|+(2S0%Lukj
zyV#)+{mqFVt*aM`;$XHr`z3(?a-t>KU4d+aIbpvNwjF$=Y2Rw(Z|_xV?Wxvn2=Xh!
z;<ko`>DNW6)n8Uqt!X&acDPtt@b^rs3CUx}MIgEI;0Zm|Cmog<!?FI1ixdvDqw_qp
zxE`fB9C{a6K#B=T$lLa9GAGS=VF6z_QEw89Y8FU^`v$ME@)E2nl+@LrJ@PpIP#yGb
zlU&VinDreO+^1SM+$^0G*oV~qDIZ7#2Z_5c2WTqYdJM&ZT9<{l!XsmdrMa#BDA|ZO
zynMlyUsf;Z!=LzDIF}Z7Q)4pfm2<L&4Eayt-ZzoGD{#-f>Z*o4xjk?A-=K>EmM5#$
zW+Fm`7@7K88k}`+7i-g-c^y~#DiV2DoKI&NWevg)C@EL;_2Vjuh>+F`>TeD(Gd{Wg
zr%RW+gO9aFQB&jArW^EOQvAG{%)E=n5{^qMQbg6vyue0!2}wg2bcxRr4ANbY$&OWj
z%*wxwQJiqaO8!6^OT~>*WW(IRZ?_7u6+hXbk~Bv15uPh)VmrKq>}l8VLE_o<-py3C
z?aGWD;vqZ%MK|3Xz}(O;I%0FF_dxS<M<<LW#$Fnm^Xx@oJ~`F>8#K;=R^Q+qTav%U
zAdrw=)IvBuV;DI{W6Z3wDYn%O0UrDF6Y1qhOw|%t+bXSo7YZGXo9pn8%B=$`TAc`d
zRzDa<2+VxzHzrC#WIN?Vz+cqB4(*}>4tG4vuKtW!AJjfx9!|bK-lMQDuKmM0-lb^+
z*~3xAh&V1hIY%9d^g`hT>8IR2-p2TY%`n&sfe4)f&vc($3oSTzOg6$^P`PQ%6NT^M
zaPNKVr4(cNK^6uVHPgSG_Iyq)MjT^x2tMcmLK3U}Pj77y5<?`?-6>6dWT!j^$VVo@
zl1$7}EJ2=Q^2MBX^o45lFn5TbCkcU$mFy<y`sMJ<CE~f5-j@JsvV5YD=;gkqxf3TH
zLxy`<!({?-yg(QJQPS3TzEMQb29VV|L8~z!cEklrDbF~K`M-u@&UxsWwnw2qRmjF~
znKnM$cuEd%ZBDWhexJzO<R~iV%&LCgGXwRu^hVfT8t$T}mGF2jb~h?xL0caL?JR?M
zA`&@&?CL6NTto2pITfcq&(B}948CSxkq3~WwuuHB8K<BwfbEP#JA-jWXc3!`NY7LO
zZ4>|bL>ymL?>jM^O_NR&^Z+Ec$J!Pk4N&&`vRavGx?QniTuEL0RM@evZmdt89Up~B
zFG6UyGhD%vkq6J<Hh|b)Bb*sdSgiRTCJNTnrS-4O9lGGV#>%(<!_)SO9O<XQ9mqZ&
z#*MX9b$FBL?=8$cQ7ixAT+n;^=Y!Xf@An{*^o|!7)<PU79_Kez#R9@r(-AFf8BDn_
z2y#Max`Z5!NHm*E+;yWp;s~vU#ulbUTUEKK^!*u1J#Kc49|-vTcD-$xMFzgN1jcFZ
z2SB5&NVn>>dXf9b5g3&H`k>XW?n_qXXv`-QYZ{A|w8H|i?){=WAw1%20P?*c0F><y
z)1F!+(B<=$l{kc5gnyEK>>mi1f)A_dwxPe<6&INIbJ+*R%KjPY#Bk!8phdWHkTdS6
z?v|O%+zA_sCwg{ODvA$*uTXsY<%WsV*VVuSCD+eZZW$Uke1`7bN6<#Tj(CCSPt)Q5
z-$>+|e6jc;=~LIE5&lJIs5sqZDN!6;q|Wk;A$#<kOqr_xs;JyCrWSsDWMa>ES?w!R
zq*EE#Y=Jl18Qx`1!+nZA_{{BH`JUh0LiEGkwxX7(%LRP;)~Effb^>q<<*>MHRRY=e
z->)7W&Z5ig;-eAQ_BE*1iZb6Hz{%|F@rsB4a|Bm`bNaG-(EsYIm$B&2I8rc^c6iCo
zSuY5jwWUWtHp3!v2nEdXpW;rptkstvJ4_No{(Y+_s6-yYhkn!ZRqZo{Ue{1eTMTeT
z=6Po@R(CaF`@-fj7D{!PV8H2&tYvQeky4r~<Tt@8*yTpVN}Qb`B!7_izs}(VOKV#L
z{H>?YP;r{k(#OhLppcmKPJAOFF?{9$c&-Pzv@ogS)t3G!20T3bha19zzh}Ip$ST*j
zJq+tL>2T$9km1i`+a8Z3MYR8S%Lq)sl9ih*bUDow>wSPV?g3?pVUJxO8DH=;<sp~o
z+VJY~TAuFlA`?=5MrJGta06Y3j<Iax(-4@QYX4<)GG#Hqnk~F975$X!GXO7h|D^Zy
zc05HT_G()|#yOL4?$Cv2HHXNf#7r0gd4_z~Fa_f{Y^q*Ne%YYFGf{s(ooK~&tYyR+
z-?dM;pBaPMY5{i$X-(}|Ps$-aPS%R{@~z^}^_;Ga1lNhE36AXJg}P?jJ_<<j9Uoxr
z-QN434DJsCd{FR_M|bzazREYC9efIn?Xw|72b`24kAFh^aD56u!Ml>O`a!Y2CCl7B
z)CEULNvR1ARR%}Xu-dKtFf}zjHoI+X+}{$H3ci-E(?tpmJ%gN+iYH=aRv9xLu`1u(
zh*9jJT0P9k$-#L?oSPactwafe%ELWr0>^G7zc~IIDnSW4Hny_*i%T$i&qYBK4@H<n
z(gxNy?Dc)+3@lWuRF?zxXR%o#(reTVy<Yal2SBRyw${HauRPxzOiWhNnmK&ijERp8
znrRh1;=JH?;lL$_ZJ=$etf+80wElM3W$it85Pex=G<-<U-EBh9(X^DGBS(N1_Eq4H
zx&%;qF<41Hz+xuHXF^!Tm<heo7$42rkn2*740_Mm8Y!h|b;j8L@X5Usd_6Y(Hcr2!
z$;AsN_yD0=QCTprI_Q{>mzl6AcV>N{qgg<hA1|Bw4KcAU+0GfsOK4SGSOIC&)S0HT
zl2!ZF14%@|Qo|97n3WgqxlQv|WZ^t7SSeioaBsoKtFGREd_^Wjq9b2tkfa<-E@&@j
zNQ@oh`;|Byl={M%pkW-PC&pP8h`xklGDs+G0r&4cqDPlEMC;Z`qP$O7Bo|pj^_$%H
zrP@JSXdPtokUtZ<hGskiRbG~MQ{BSy5PP6UqJcjKiYa+dfcMz}2u?qr0z>-jl0{U6
zMAW4)5oHcP+RVrwtg|u4B%QCQ?lX77*Y&)Fw)y|!avUBVKVnOyO^e0OU%g%H>Y74A
z6~YMh2&IKdo;N8+@6Qu@mr}sB{fl#j4d(#Y9CFN?4+<$5T8#Sq1UnJ5ILrz3)m2kF
zS(3Q<P&0aWyKV}$iywqe@@AJ$>d-gPW9S_O0tO5|tKJDgeh=mtW+YgN!CY2=y+#eE
z+I`gST0pN(Y*ZVCY0c_QE4VlPPver*(~`J*1_JiMP>@=+Ty?DL9WLm-ll&r`y}2Xt
zk*nu9XaTvTmAJn=zyoxmtGHF_sH<3q&ebDtO$VBsSlhyy26&U&&!vAx`aa+Rc+2Pd
zf=x^~R*%=`Bm-}UF>ww}Rdldtz&pVU;(rS5TSN&a=}l@H7wt(D66klQTiMpS-o+GX
zlQ+%k$UXchgPd}6hPkt~;?O>9m3Z1OS7V$f?HAe>UjLG94i3m5J{b8af%jBzE9T?_
zd^rmN05}Vman^x}7KQK)=Sk#4WYObYijkg0bOHRKblM%#CVS^P;v&e^FZSey5Ci&-
zi?rcM-zHs;kXtUz=?D6K0nQ{rN&IonV`dXZ34lmv78ilCxggW+P9>_*+lM4x!f{Z>
z?m)GeMkH!@)cC!tw5sE}u(8?SuBauv9L8jm%yg4RI!Hf!)jh9HUVL4ebdwI1_piFW
zDPsjyF#683#A0txK*z=w<BL`G?0;3NDxvF`-{hQ<oZ}Sjy!dt1RgDvrR4WI~LLrh}
z8_Haqek-3go|q=FOQeBQjp+8ph;g2MiI`~VSTn%J&yU}tL4T2+f<_Oj-dK(Oo<ZG4
zFrDzvUO41wh6LdOdNzP@8AL4HV-l+z<f3+0)RWUIYki^-X$l-0N4sj@1C_B_T1bEo
zX9;4~!bVAVLOeo)4C2zXNJe{f75W0fX@2LMw#=FshyHv^QEAXQb||-oYS8YQn03Tk
zZxkKN#DsXhA@xAehVr{$p=htcnLV{=mq@|4_7N~<Is!MJpMpDEHyCXV$#?Q8MK@|S
zcN0%Y@^GA$JL6o+0Leu(AXnuUUhHw$NL0r{4mh2B59*9^;;cp_hj1G?zGIuTKbrS^
zhIU4LV80mkkUT1CjK(>43&uk<a&<)Cw^hfLw7l#;PEd<mt<J%#75haAbDA@*2gv1A
zqU%u&T8GAbDlYQ5Wq_61D;;AI#itk;n_(I~!=ifoZo&Fc^8NIcw&a^<#K~LApN-pX
zYm~5*%E~M88gMv=+il}l6>JH)P5fOON52UwphRuh$!~&uS4S=;NLn43!JO0az^;Hz
zRooTll%SwmU~G|M6xR~9md@|wQYef36hm>F(GIufV&%y=OHrM%^1hvf7xodfT+9=?
z3unjV9b0Q$NvPAN(M9FSi=8!3!kYse0>hUtxp!=o-$2%$I8bP8oL3F~t0Cwyv-T85
zwh2nXs{$MN%tD<I03AU+Aiufaf<{zh{V>jIe~Ci)3fbhpQeu*ymIq8D@9`(d^W?sF
zrx=G6XKp5dOhX~(8OH$HMl`APQ6A?fUU>O+lF3;ZBKgK3cNOQrqQKQNZ_XYl!Y2GN
z8TzHRMD;MOO`ey70Fm%N14mkgF0vLm?U|8@e(yGJBwDYBU5kI_9!YOiLOC;d`&7oE
z-V=QikoZEBGtrlc4~&4vz>)htgQ&*2P@L7(=4qI@(2Sy~`7&Ah|Hs=~Ma9`f+oB1<
zrGemX2@nV#+?^yy0t5-}?hcJh;}U`e3mORSPUG6RHH|yLCAgjM|M$7~?lJBd`|N!m
z?jsNN^{Q3Hs#Ue-niH4n$bVVsxF!z7RK34Q@U^S|XU2tVDUyfJrgpANCDrKSaQDCw
zwHse!3Pez8z_SM~@#Txp*a@DGh%(1q3!_*KrC&L{3B~n$C%!^F2H`)op{evRui5kk
z)NI$8hR)B%FK}jK9G=t2)9D``1wJAk%fjgPkJe_6j#7b7|2+?Dq>r|(xNFTpce(X+
z5_ixt9;c48S=flO^_e#7pRqOH@bqz*dgRZO4j{CkAu=>2$!tEU#B&j-wy!<=zWVt4
z=vIhQ(a<ebOOwQ!kA=~6*l|19Q6LQ-y<}@EaoZ~p?8j9OeEY{PiTLI&2@!dzPlPmt
zReSfq<|~>zxVCdX|7A4#3>D2s&Xy9NslI+<kX(8L0Vd1oPA#9~@0|`Dm;Fzy*?)&~
zgdUuYG0Z)lj{5-0*%v!J1C7S8KPKyBn|HTk^5Q}XuvytN>`BRh4_`)j6uNmwn@0*p
zWc|uO%U`Jwd%FM>K(I}~)sbl9ksiosU-4WsUkaA8yCb9x*3UN^lQhCq!mgd>P`Ld+
z-dgz1{xB3T6jj71YY<IsqZ}ZmGL5SFj6zy`_=1!w7n9SX$RM%LvcNrhwpV$dq2FT2
zk+ljrJKCZ1u%y@J+FCSywZ!ZTr}k9zy(|ZnKi9>7l)v|8f-hqh6D#3AsVV1XgSq_k
zL>~bj8-WFra>@qP;S&t`CGLimWm{XrzSF_Qe>?JcZG2QdaOD={jUx1cxm!sIZfY1h
zI!f=8nLes7i9E>ilv_-X(&U|8?8IH2bM4#|!e~ltcH){3u0@lY{O`PHy|b)AH&y`I
zD>e0Q1=|#P82EzFW#D$3orV;q7i+bnlHrnaaJ$2vPbqaU?*+!?c<{Qfq`hBqE}|2y
zKtd__;3<IFG^h4efK$6k?(%Q>)S5kLI~v`p6=Yf_<->{SdHzT`{(fbQ;{Fk(Rj313
z4HfO3J?Nq6pB++Ee-^*`_#s&EZw~VJVI?4CH5I7o`AhlLL22hR!K|x>BOr3zS%Opg
zXScNJT}v~mWmF9=Ca3Ct9?u!grin5^wQypyRt5A&!G)#)h^s2uu)DN4_P}zSNyMZJ
z^<(#i-3gEO$4@3pjd+ak3ilXZ9dWY0jSS2UUJY}*2@DH+3nNnlXmh<IE0#-Nt-Z01
zXS1(X-Qg*_Rh*D-*OD%b4F6u;x2xy5AL;nSPf_;S`hLmB!mTUrU0k`acc1-4A3A+@
zPWL4I^Bx0$N;WegyJZK>Rx#ak-xcsVj&g=T;P>x@BAzD!Ji+?X)5vQvWIU)4P!*XG
z`A21C(ARp~;wv(YMOJ2JPO|7(!pvAI;n`i7GqT#7l!!8gcoRQAF<n4m&+i3^k&#if
zs5%Rg{YrZb&~Ik6(HBDs$VMjOR9UDz5O_R-UXdpJ)Y#8PRbIu+D9vdnoQj!%_KgCf
zBmF;kZ4BABl_NSfuVV8)rV7&|yo?{N_~{Z$tb@-P*+fuP_}^%-@AkJcX+I>}H-@(v
z;6R`$RMqEjv<E(8G22&Q0m1OJ6n2p;qD8$|mSh8M^LtBv`l;3Yv0l$8*I0YQ&dK86
zlyEk&>clZU;GuB{i)mnE8BPvC$TFUpa~Sg*&VZE}ZG3|dPnJ1UXxFv7#y*FiW4wmD
z@Q~QZk*g4zBi^6d>pw?eUGEO;Y_v>rGpfxEt6us!>=1P<AuvBu{v{doW8vthtr}pC
zk2M{Ge^QOyk)bzd@W?5|6doQ*D4R7*jlij|p|m}9cNYT^*<EHrLz~ZUSbqOLt>#-j
z8Yu<KL2z-ZjqbHnV>|hb8K@L0S88D*B1P)!XdIf1<K>L3F>Oh&Yd&kH%pK-?%G(5k
zke;`*P9QqMlAbi!6C7f2DS@qIl7=1JYphIB%E4}SAk7CTqkS>bd{0)*YmHsAR^O?f
zK!`PrIiB1vFKi>`J~&KUQQj3LRZmI$ow#FU5);erubTifN54d1_#mtgWsqDZ2#JK^
zK9kOC#Wr}X!G;b>5gMs;wI<@j^0wEQ@S)>!L`-K^Dk&}IKn33MvwF&6Rm6gP^K;xM
zr+sSVz(>bBN9qqMnZ-Ci>9uFC1KqG_!2UGo3-w`zMaaMZDl$-2^B+m9dKgH#-#s64
zSc2T8tC3Qjxz`9G+v~hAGv}KWH@}NsPqbKlyi`|TjFY>G@xepA>Ac%$VixnN*FZZ~
zA^Ex4aQ-RZtm^~7A=0=OfB7d8W|XJ|HxdRnluGt4p%pdy(y-TPQ(<0J3dJ9*YYPs1
z?E{oVrnMVe1&Pk?N~x{`A5X3w**{<((2myyXXDD)=}3<lLBMu`>XyTuvO1tp#-W_Q
zf5{qmzrRR0e&ioEid2Za8p2HNXmy`O0vim@_HrQtprK|rjy1J?ND-2HrQeO78Q4~{
zCu@G;k_<fl$A4)Q?zE<NDa_FGXIuPvtEaQ3TJL2B9<u5rPhvT8U@*x&h^;8IkP|WW
zv7+pas4DIe&qasDAKh&i<KW-UWGvKG+9o#R1Dl^n2+4f)U#QTBnK&-37fT25FCrR(
zS}TzYth9Hb#?<-x_SasMKCr8X_9e&(Ka*j{UT9;>1}9S1VHlqYWVL_CprWn6uEO1T
z^Qt7lYoCtWUM6RuC9xwh+|gkNUzzF~6cJIsQXw~324QZ(M|tvK;&LAt*H>v*Gu>Q0
z{Z^5B<<<Wf^wj!>xs4*`+x}-fv^#F?E9ba}FFGU{+55f7D}(D<oGXdZKGpDigwNx`
z*&weZ4NS_+nsJEcwFIJy_niNaFvtb5s>FfT`X~UIA6U|6kuf#LXL<J}b+_*pk7uKL
zjjpnf>G2@w*cDe8;1})8%@=7svWk;w!nB!;ItlyLHnC2Q;q2Wzl03+69NA>Vp6X1O
zG+0k?MBmpZ?-gHM!YLTytH6Duiz)J2q!itPri&e#7*k$ujJ$yPsdU=VPMuwKC@HmY
z$<}VTL5ju$V;P!&kpO63=Yw?zSo*WBrAq(o^_EFvStvFo#E!<&hX_Yjo;p1*k$xsj
zt=ygkQc2*|s5PMhk6^mXm`c%YFOPI(;4uMrkSZ2NT!%eVeP&Io_@6Fcw-cRT9}x|%
z4KxH*NV+o>Qi>dKvC@%Hy+(4a!l&mhAtm}@-MZIhkC{!D{X(UkDEX#pi*sazSf?hc
zidm4RqGf@uN;R~OOg44P-a;MZ<1%~_8CARN%;_OY3v;jQ&iF0@KqkiDzwK!7dL5m8
z7RiTx8ndbEc~W{>#i!*E8O7E<%-XsB7YXKACHqoaeT=<NF{PO{lBa-3k<vaq9`Y&_
z^CJ%?KK-f@l6+-)({MmlU=7=L{#IUa>KNScBlUhsTP}{HHv=!w0>KJC$a%tZaxfwb
zLqw#NT86nq%<0)y@imYJBH3J@dTAx-^&r3gw%?S>o?z_fM7P1}wt8CCmYZ=p*B7Z}
z@MmdVs!`|bny=2oN>hbY*iJ|v@Q_ts-`+|n9YW9e(J)djhN$56Nkg@qL9m2K->B-F
zZDPV)(d;-7SS&GAMgL2v6T+~;0~2%2-Ym5D67_7@j1*|L?d&jkb&Mmv(TP;9k&M3X
zB#xX-mt?GOL`U#f&XrdCIviwDC)BDluy@kl`CR1Al)I1L;X8<!*s*GJ)+j87@H`T8
zqP!5>bSpZJQ=>G=AU|m(gj-8fBQhtqFA3-pY7v-UD}w=k#u$I!)1Qn~FB&~Zt-;O2
z5SJzl-YgXNnAcH{rBmIwlwh8;j4xMZ(78Kdl1yJpGR1M7qE=V$UJwJN;-|+bt3Gdr
zW1cDr{UP|xIT3tlQYdfHsb(0X5)8k9r0KiEzkQAdu+g5~3t1TUx7-EsH~u&dw*ss4
z!o}D0P0vhp3mU&@L{O!@zAk)yg&0~y_fQl}4jH9>8RCO5+=#IqQ2&xziqn{WZ$mFq
z050_m^TlhuH%4vto~MON1{jB;+Ekd)6{rVV9nPcmn{GhXwsF6O#+mk64<;m7+M{VI
z-teGg>h+>~5SVQE9+EEopgLxJN`S>qAaIa|9ZYjdT97;4zutJb#H$weygQWpM*bm*
zobm&6UrJkJznLf%LcnCG_uZ_DBe97|ZD6(|7g3fmwT7!X|L3>Rl$dh%m&gle+Tv?Q
z)T*W*6sIuOg}&=zTLkig?K~Bq%`WbfDdNq!PzGuN<P%>7O@_XdWv{>L>Juo-epz&(
zR-RwQH;x)Hg6Sl)xq$?0%M2A{3(wB&_`NIAT5J*=c4RdGouDRW+B7Ok48dR@R{ecC
zpNParvGlQg(%dSzsZ5V^i@P{#)0>O0Z?k63=EWGJ!Q`y$p;hzn@y^eZDAG<<J3VlI
zSrnpKM~5VI_9O{-dmK@WKB?+;$?D_t9A0?NV^TAb@I6pHT#2k#aYblCPY1P1`(#sR
zV@jeP+uRdj^wFG)m~oRUFfGFQb-N;4k8S3&&W2XXlY=&OaGGksM7|13S<h(cOYl;c
zO!oBB3$<9r+?roFU2V3Nr(cOpS#TI__+=HvzCBaX0g@BL9nayhg1nLj9G6L7rvhN{
zOz8_`0<ALP^|Wf%mFrTdVRfznkneH#m_&Rl1CoF;4F~yOiaH@z_wMggD&zA?(T*M%
ze9MDI3wf87@q@pzI;O%PL~Zj*NW&H8xg`+f&Pypm)@dytR)}33LTPvF1CChRkBA96
zkRrt^viBqg3i6e0&&F=ZXc{>iQh?AEEpOpK5poAN+$eav?V&hpKc3bqo;BEBCDkHm
zc9U(jyT@u)O+u{syXsPkQ8kh<l~~_mqYINrH7aRfI*a*1AP%RMfr7M&o4QrF15M4n
zmy=?K{=NY2$d{?NGHsunQOkp>e~DB|N`y`~hG~RQn&5@o@E7j+iTVG;?Q@8dJ2n&+
znVO`Ain8>aqTL7xR|Hq#c>5R+J=dc!t>zoI|Nf)(n9C-Z?tn3N%RfK2gr+JGz1Nv{
zHfzk#?&s3D^!-eOkC$=p{JRhVthHn2p2-!pv}W}h{L_`$oN`J+z)1E-frdiL>x?Z<
z4=^bs2Q+}aEE6ApFX-ZqMpC1=@B7X?&YMIrK{OQ-42@B9{ugEUkJQbz&T{b$Yy_Jg
zXCKJ@1c>4WWJPTbPevO#!R`ChQs9HsXB}}3%VEE2NEz-(9o)S=Dme<lBr&7U>%-A&
zyTevg>C`Man;Pn=ZN1Pr(C9Rxal+yqLOFw#G%gW|+csiM{w?csOr*0DDAbqW&6Hw1
zFGd`)Ud+}aHG>OVP8QNcXmc<--DSAtTEGSLm6S$tC*dJu(|a3-?y2`7Ns03WOPbW4
zFkOmGb|XHd%+{n}n$bc!XXQJD4?8JAbc*JR)G;TM$kZs=FNd9V_yy&C-O#n*NXyub
z@zABE>t%ziOaL3-eQ{kNU#j6`z5IzYo?&mQVLcn^d;nFHjhIJuRY)RE|Fvzu{6~+Y
z;8)AOvlMEVJ=J3r3O@I&FSuoi7(Gn-^WL|Z%<teZASsDBj3)<o?i4ulf|f?QQ}W1{
zU2l%?{1xZV;>)lk-QkX3Z6NIj<U{!*xbWr^XLKDBaQ>qExSui~OMC5_*b!sO`W#AT
zYE0Wa;_c^HK9TJ-g_@eq8nM)Bodu3te5y%ps@n7jro+k0D2BR+Tz3=COdM<1O0L;8
zWq{pX4+?Ve@irV<Lw3FVPP@2(N>MQ#je|Hn{UjnRCiaVpVze-)ByJS$$VKp`7gKTS
z(#Z7u5}r-HVPA+1RkZC*4&)O~U=VEW_=)`^7zDfaR9N63xJjuyt224r4E}l(TzfXQ
z8y)AYcSE_6r*X7#f7}0$v`ovGr_m6ulj2Y7kZd--j42?fj@&0+#$VEQM6NvtYQb(}
zw28H2v?xMjv@g;#?-4td;xDOc4<}9p5A*?wACg)j&s0xP$@xvEkC$WBTIZa80Gc*Y
zs?R%o287U>AVDXSi_h+LX+FDdSuqyk(ot)_#=5^`%O8j!aj|3G+Bzgc`?ZjVQ(GU;
zI<w%z9PRJjmCqD!gd#Eg!qKbx!%S3Y)rz>ZDaJXix_vzbF)G(*G+=jM@}JPFP5Ld}
zh?JK`dvSMoDy_`5^aOPWgQD1I+DGX{6xg~K4<|_R*TQycJ7>Mk#^(ssF0B^wDscGp
zr*Ey-5SQ19vzipYFJ}DaZmmbZ8XQtWpzs9(*3o>r9@%}4tl8Tr#IxM(?SD}92AST5
z0%8bpGtpI@t}#g+T>DMqk)n<#Qv+l*+#~CSykG!XZ}n63$Gn3BF(2powdoPJC7;Vc
zId$rp4Sh?!{47to&D>=z*%0HC)a<3F)@iA`ZDags`Qc17j%E$~0^2UTztlo^sHc+n
z@}zQ&!JxcvTSst!S#4c5_*td-#y^-ZlcNDzMSTwvy#aU+j3yC&lgHO#HL2;b`sY>8
z(0jzqMyKaCf)+RPX2al5I9U4W<Z2R=2&6yS^TP^<rv3bg)<AK-kOy)vE$lIgx}$Wf
zEDQmk(xgh0UklU;{k`h@z9e-1s|NM_*YV)>3IDbV&WN5I#PIBg&hE?gfbe9HmjAmz
zz2WiMHlR=2bmvq}o5pafUCY&K?UN>mzvi?%O<ksaKH;Wax4e%@T*gF^1E77^GET-m
zw)5{WMW!@euWW5H`D%PdGB;6Bz(D_1$mk(KKm*N=b2R_UTxwl>($svl{*B2y7rS@}
zPDyu+;{AyQH~osy)u_-sMrw+_pq5U@(&zAGM0Zg7JIJGkFob$8MDVZNA*Hupw~M75
zq|-0;Y>DCUM=TH&%4Z~fB#>JQ89E}X=#;dk-cOeQL5K5ZiciIV&hLm~1hsK`=z*_7
zpDE50_EM_j<J-pJFn!ae5XrmHgtp^y$kS;k8eXwh&_DXpo@(|giVC>#<BIDJ^c0f0
z**&d(dExJ7fxTbxV?gfaNP<Rjo@}`MHRt|^9)~$?O$7ePtxaBV<D6D6rA=utn9FaU
z;jg{XSb3G$+n&=Rq>Rk5s=ixi3dP5Rmq3i3G|&M{w$xw$LGf%3uR6owgF9~>F#}7<
zp~Kj5xS8a756~YaVEIfh*Ho$pP9Hd%Zr4acoQe<pOq~Z(TM|!e;DBEZ&q(;k3s9`$
zVzvDLa+P$`+WF}EQe}<Omu3{&#fkS;`Ud^NA^b2&U31c%{U#i&vp{W!0xPLHbUKPE
z<Mg`V)$n7LFBR8i5dZW`9M5R$@1@&=B$m8}SXJl6+xru=Ke)~Bev8vS9|R;?fu<xh
zoa?-Mwt=9~{J_L}id?t-S;f`4GM$FhRnDx4m>6B%R!@B2+g*#PChrRtg2ve@2H^-F
z@@DtLuRaxp$oFZvzIT_6E<2#S<K2n8i*|<W8MG?-2K%K{O-D!0e{@(W#r^JSaIRe(
z4M}bklI5h2mfP+cj`Xr00q$ExDtdQ5rj0CIS$!jvWc$|e0}(QzTKC@KLzA^_*zDnS
zsVd{4JI>0ZE6Il>RE{<`^<yy_=sec&^3j8<kgKz#UlZoAav^PtdIV^hPe8Cl$?n5#
zEq&<c`gY)rQkC_sU~+VX&-y2=9CKp0xX&_fjeznSN;>>JiM-Af+1CS8mg8Y#{rdbQ
zjh6h~=0&`m8GB4c>Ww*{)|vP>Fp6HkjsK~-Vd(W7lb2jTOPiY_FV4F$_jPtlOk8ae
zrw};7AX+y!I3O;&RWA*vJQ~DOR|Wb&R6a~3uxbbX>Ye;Gcx7llw8cWL`foeK{G)f|
z1wUR~CEZ!c2})JqkEEx(7FOL-H#<Y4S5I;UNOy|>e5tsrlRIq|Rb!WSb;AOezjk^s
z?Dz1w6c^@iUM&t*N&O_$oLTTerAuIqyNRoLl9S-8;xCN_8pbI-u8dIxk(lx4h%l>~
zy0qNQ0Sql+;ZD0j5v>-%yfaDctmrgsH+`{l(Xj<J4j;`?l9iv$&E!WkBWPpYRD1VG
z-?PM`4pjEJLnDOhWyc47>yAY={d(?o8n5ssSF|kirPt_kgBe=I{76IqG?`2<t$hz+
zkqcJp@r@X@w~%QmqGxxt&6WB(%l^|AN$zzISw4r3jt|aQFGk?PT)@r|lG1xY7V18F
zd${TMtgX?vUt#c0d}<n)*#T`_q~zqTknoAG$VK&_na$zq>4eCMNCXvTnjsW02`R0Y
zYJvWGTBYu|O~Y5q1~RQ36}_n=DBP*119A>_UiI<WGs|b#dInV8xS1h_na(GZZy@ht
zojvtwje^wqH7eZ_Og9$n_rL0p)V%9E1gf43)+p|XALUU1or)efCks0uBq*4v)5SfA
zqZsXoJ$@-p?k|>F&gATiz_@mtNsY>j4v%?}leWd5qpUJ(5j6@Ajpfwuh{o8BQo-fy
zd8<F&KBoE~9|{E-6uu3MfnXhg_iv}xH(ePU9mbn`cW*~+n3cx*DyGC`){j%HE4*A+
z347RMcdz~|R62P`Ubc}QP>E1+A0BhRy6bpzqDP5;_GbaFvE}DqeQbLi0IG25jh|3q
z0_hp!<8ep7InYA~EP=6_1|6=8Yiat#)MXN~X^aMsFHjA28E;ZPX5O^_VAy?HiKls(
zwLsT?1W7TZ1Rd`o%bK%K)*r}s{Yn?G<Lr}-1Sg?p|01T9FP0R>ppoxtT^+Lc#bt%b
zn<!F=>hK&_e!+A7f$3(~k11(>Q7Nc(+iPEZ{Jx|y=w{(Z0GC=cj<bY*0r~KeDP4<H
z%%w7Y1}P;v|6!1qb(5+Cm|fMHb6=I*r7XB3auCncNef+yYOgPYCi|ivjlbpu(WFku
zGJR6BX5vMH+ggtEiF2}Z4&;T&n=A^GbuS=4JPZ|>=%=xlnnf)px)r((zY&=4r#U}1
z%h_<iIC-hPQHIC#*80mFp99e#*Q&1b;T_6VO`5;Kc|(6J`o<J}zd+4aC4Cv5APX<z
z1G2y(qNbj5GKoc$N<om)>M){r@MhNuN=OZ6ZC$g6H0h&meWI8Dp&Fy9x6koUzety*
zJOyD9uU6WZ5ZxqlBl_nc)RyifO_LYC;=Sn(G18sX*R*ZV+Rk}WB^u}S>`r5KmgL;O
zjo5q1(Q$vV?o%P%rUj%sVu79#7uFYD%xDywHoq%bTEYco0^zF?0TjAkUkwI3P(!Xi
zye=Ok6fk8`=<bch`1T`3Kj5VjQ8QpM-YzKTQsSj_SX2+}`tKL7Hybr!XP)qlUETc}
zbL(g~1@#g~wSpd8)eTt2D^CWwf-X8Qln*7pSIx~rm%((z3U+j>%#bzXbskM4r3ekN
zY=|hk+Zj*eCPB7#aZen3%rG_rPX^66xUN8m&vAA_vW$;3N1Mu?B?&&9;M6{NR%cdO
zuPEQ1*pBnIaVTKG<6W|f@>A^R633#-a_n1l#eb!2qN`1I*h|i94<$SL{R|oqO;{L<
zJkw&5ouhi7W=HWJ5j~B-2A+LzP#T#R42qR`SUK<oiqp2sD4X>mW=o~^Avflkc*A*6
zx-zuLr@FZz9%8WIWAs^yn%=&UGmyWg?T~Aw!aflV<2!<6JEGwIjaHf}x<4JRK}h4O
znO#RLor!d2yk<^cH5S=Ga`E`GQZxaekEYa;KwGC?{7d?C0eOwGm{GYK-q*au7E%%e
zEZL$cCp>KvQi}C(ktXtCd()~jJsAP6w~hAE>^!7-MC7nr)-S9pn3=jgjn~E>LxlE*
zSDqTtXNvlUg#uL=-Oy?Mf>4K#%o%jb<$UDvm9en{(iQqu0)WSe*D+1AfhzaN`0OAY
zxgy`p?D#J^T|pFS1I6k*WGnhO&K;0LB^pb!OXrgs3*Ukw%2^dBy!9R)KniV~CL8<;
zoB{3wcDQNI#-NmEgqLSY0ReHHyVYM&oEv_GbeL4k`w4Ak^)H=i4x!ZU^cnjHFGvnW
z)6;SKP~kO?>ur>FdW7pT{!~<^EDzoidw|+nbMx-2uHH^mx6kE$K|0!QZd~KfY3esd
z)vt0{Pt~Tc-)jHDM$9HjdcP*4xfotesn_@9;KJ2&DBx^IP;&Ud&dXSXNAp#zHzMM)
zE$?38;~F5hteO${Ex<V~HV3D*E;Y%khrd`Jv-d@4>U55T>G{8Bn=sHcL3CBU+WuO|
z=J~<V=_{#}UT>Y4lx{nv&(RJYR0@YFfw$Rnesyu0&oZyAPXUq~YwOecE#d%kk|V;&
z*cE-TmWlsYGTH9WPbRZ8Z(wz>#ZIN5s0|$kbqd{&uAUOE;p~P;uJ0>XCB${WligTI
zu{eSz3j`EJl?QR^rhvZlvRV*<n)F)X(tsSF=-yyT3D>>?5)g+5$TM4CHD1e+N-gdA
ztyJyOD++)AboZE)P0jP<H@!mfQBawLX0Dg$#_Ype;mdq`-}5qexBc|cBqjY7%9#n2
zgo@gZy{Tf)D+#2p%@K}{=A_<ErW~XTouOrDPyz~OZ3;yj6T=r+z7&)nOv}w|SM7qM
zTo8NnhDPEX=F%gj-4QUkuB^v;nCM^_J^LdLRje$DG2(fq^Yv#P&<k+ocLp^?W1!>!
zYkAM)@eysyPb4a-3`grF!$vFqvG@_*W}$&iYuL>h=H$649!BZJ&=|-k`NHH#tvfg3
zFja}IqM|uu-TAe5olAG|MKB#9=~dK5b29@}J=9G8TfAPb1e(DcW%gYlL>CelQoqZg
z*V2AgrOkcN{yp^G`E`v|)yDv~QI0>+e2mJbG;{q}Uav9VKF|@*%VN5s*Y*~xv~(&7
z^Q(*`?l1gQ4HiuJtT2`$-P0h&>OgUzJ)YL2f|KX%X?&h>spZB=eQfI$kgU%qQ2UCq
zO@QwxHp<atp=<2@0Q;ApK+_b{j{A6n<O{U&d%Zq4ce8B%3<dK&l0hJ$Q(l11P-EQL
z?{K5dMbFvqmT5wcj!LN%sF>V3RU#9Q-G0|dOHLg~@F7#Tbl(nSChv-?37t!l{N;gn
zEWZ7xjPCq8nQHD2$;$K}k|+hAYYL%Mbnh}FTb)C=qnxmqw}PXw>VETS6?|NC+HiI(
z;^3NjGB%E9VKz4I)yadFE&ln_XnO8n(+5Fb!Uv>7fVRqH!D{QNn2ILi{>?>nT#vkf
zHK*7pHz|!tB<EqJGPG4?fkS*hrU226@*^FzA=E@J9t>uHt&*8ek@v(U>X-~xF{L&N
zYwVEai<>){#&9(NMYvet^8Kq$C|+#sqM7T~Dy#e3-P`Ne7=mUjp71lSswh^mP15uW
z#EVmsvAye30*VuD|A|}R=IyEA=p;w#;S&!2$+SQArfg!2HvLl#GekdYfa8ntyh>bx
zUa1V^*&Ag)!sq;UVb!(ZCVi*^pC<HXi6Ngvz1pNU1-WI#Y7C$^;-2MzlLcqI1lmi%
z#^Mg(Yt>3CgEHM1Gw7dd>nS&I9X-h4@aL>1LE@!laFj!xY*9-r^g4RhK;-)X^0N!<
z%H9aFr?P+1ruJaPVhS3Irx9<?0^a2NTVw+0TrnEQv>NVXs4u>v&%O39(Xf{FZpn*U
zd7it&kuFqo>TKA*ny&L<rH93p2Vn0d#Ih%VSy7C}A%_X&)YQxOg$>%_?d9r?Rn|)A
z22%Qf_Dd~*fMT!8jIgY*a(~QCo8#%bU_6(9oqQBik}mG2x^n+HMlhX*woSs~Q2<Kd
zLZf%7H(==N9*ezkF-ivjLFuy1&nA&mPjeJQ&H9yK*^!S+H&c!6Vh19AD(|YJSSIMk
zLBGWIzi5J*i2Ba29gb#4HhlBpHOv`JDoQ$@C;7-NPl~ctiWn;L_^9sgy=QX>iH;qy
zR_{fg_EJy_b+r)k{KoW9`>l```EKPY-{kow9!9ND>q<=1*c4|ug|^CP<9VY@!N2sG
zg07D%snY(2oDh9u5lHzAkdiV)xY-C{;Q-Pnh#$)4DDDQ4#z(_IBm3Gtnx5jnaMa7c
zhQmhwA_TPaoh!sl;^=dynil|sFPOi9?7GCE&f+L<r^1gWD#I8>gc3OwK8HmU%avJd
zuPg9}KwayyWE2n%ZMG>@x|&PnoyB0Qx^=}|ULuK0wl}8Cm_coGt%l4E(cl&7>9j^2
zNC^ss2&_+Qj&&;CiLmj?7p@R*vcR-mi2gJY+3L{RM18#DyeeLsiz-gN^;%jkKBdXF
zczp1*MthrX-`ek^D{in!#9H~+C-br~S4Gq}h}?y5+2}3=aS2ZXe9>`<mZa6ZFPVA&
z<zcmO1n<WW)~OOm>AlYFL+ARD$`TELAixYY4wvPfPx_cM-JQ&)GhVF5#3(QvpY8vc
zhGED+c2HeYLx)#6S_T#O>H6&Kyd<|yetWSG0V@4G6kRr+PY+jBKwDQU(2lNH$lv`F
z3c;o6nwd%R!e>;;iav%uWeq0FBmHS@n~xd%Q1BAq#_9o@(o+wdU)j*EEjGD$Zl_sP
zy8cmpt5dIdye!in5b#X#$2$yw2-jFljhWDLA{WKk#pM)Gg(X8F`qt62KUa|l^v=7*
z40a&_H)1nWvNJ#hW^LXg+YIT6-Jo5U;?;Yk10mPl4%5e}Bo*#;fDCuqyrU!#ZobwP
z3Ui=^7KjbB6)L6$0sU&+mt}D<m||bpD;;`_69P=_op)kl)cE-L%<SxZ)q1|rhBvp+
z`?Fy<)L*>)dL0X32kT(Ap{;URsJEjdo}($6)|#A}THEMWK2hU<1vW&CL_P7%{9<1V
z8&;6ne86^bsyYy?h1U~pzw+BwtiAP1pWoCh{*BM?hWhpBdel}(2FmxsFCC@{s{X*b
z3CjdExNWmSU>=3tP9vby#C2J<wc8o@n!$$3B0e9%&9Q9M6$jWHF*-(#K4i)Id?qv`
zbn3(uMVL4}O8FyWu!S6zx_Pone0f^PrFgm~1X7_ae_hs0yY%!UovM%SzDqwf(PnL9
z;%Gp*W-yMNr}yAu^{Dba`hvsq=^O9+cQwh~ZTN{3+f3&%aUn%qYWTHYQS+NjqkdF$
zIwMTkc;e@7$PQc;APgCZ!-x*ZJiDd!QAp}4bxhMo#FtTsn#Td^`Be7@J<fuMJv}P@
zxe1=1KlEm^fh_7|fBPJtl<HQQ(?)RdFL}(#@HS8g@*s1Vy>#?|o4WGmRVXyh`yh2y
zJX&f{mDl-`QTg*42+AmB2A(i2rgc5B+TTXYUFW^nK1_r))(`BiilgH9_QQU6<D`?|
zWfl8#F8B{BjeRyx8rvOrr*9To<W9fem({~du+gVk3wv;MtrIf=K0JI&pL-B8zqx{k
zD=X7kVV*d)yDIh)KT>Twk%KfS-1hu3ia!IwkUPHkuzrrNB5KTc!|yAf{zWV=c!d<8
zKH#c|GnBijGjV<7Fi-UF_6pJ7;t>*vk&r1*yF>o9hOQ!Z4?QfoiI$YPaM(_C;6h)E
z*gl`f;9p7)gzoYn?tO#i7dFsq#wh49VT&9>v7ArWGWQ`*7dPqq3L#9XPIesEvLV0t
zUl_1;!-Q(R$@Iz|-vJZ(@jRUQol7<?d1ScM`3RkZ07zaF!pg}s_hsy7$!_k==CBV#
zZV&9-a}7^MJ>y*ksI}9)A_{+YdmopS>NhHVZV%Y+4yVOvcQ4OBe87L?VjbOe>%mN)
zisdf1<QjTRpb#d$k}}U1pPa1GLXvg%#NT`e$JM#%o(bAM&V84)XwBPa3BRU9INUo(
z_@I9X&Jc3LtT7)kuC7Tawav=PiXSvpG$b8Vwy?5_7#J8p7(#!oC8~%SAzks=FNPB^
zDRVw|f7KX=+#~9F^6ct(#iF_cV8ob_sP0RkZFbt|<C1g*Xs@Mpbtwr#v<MEa-o>v-
zA)!LB$-0p15)4IOy2=GjsH&=_t{iS|hQQ%)xurN{if^kenZh32S7f}_gaqmeNJ|3_
zv}DJw^EDQ@1eWg)@CXTekVj?Z<u?G~X-8LA)1wO&sUg?<>(lGgewv9U7Yl4^kyH$K
z5%0gu=TF^`^h?^@H@At+(nGcrxw5box8r51%gaj`txUDpx1ZgmrKSD=LHNI@tAA-k
z{t2D`<zH6i;{oCyg5zO6uf~r7#t=j9orG1^pp+Dn#H6FLhGpZR9sozx5sOR=psc7`
zJdVwgU<wi$>FE?w($Z-G(l41U27plObh0XGyHJl)TwHu|a$;EB&!*pc?U3?z&{6>j
z2Z&A|89&9CZZmj)TM>2MRA7`Se*?Z+0&02^XUF_2;O>kbPM}FQ8bEphq$G<i)z#k;
zyf*r9`iM7g`IkL|2jh44@5X-lF!H&&yPF5$@!KJKOz#$&-B<~*;nM+7KmrTtS%q#>
z7d&KOxy6G6P}EvIIvPcG@%uX=AFcm?^1(kCwg2s=p{L{j@J9#7%Y0e=nAd`7N<>4w
zO)fhE;tkc+U9dEsG))t_d6X5OW6|v|G!M5I(r#|NJ06dZkBm@;PTyBW@vY=t)1t2a
zD?kUtSS$JM0zfdyT><R|78n?cA0Y#;G<tDvtst(JEn4;{<F2+(`d=^6e=-j<^z4Zu
zd0XQ@aCQHOrTx$2fOp;hXOjP&aRu5EJolgfZ@>I^hJ;RHSMoI=5e`jN+RU+U%l_xz
z|1W2F=8uAfbt#+ku6gv6+QXRS|A!w28omFoCH!xhDwXr@1%OKYFU|UY|KE%}i`oNt
z1YKAqfw?^q{rU6f<n+|&@o6~DplhagLZol(ja0(;3s92wb^<P~!3L(0Dkki`SpW_4
z`(pD%2cyq1LlWXOh`<4o)X(jOLrA}A4NhK;Xo7|$478Z?J2Q%ceGSc&seV6K3db#7
zANlnn!QsgH6Y5<qBATxf`!ukCY>R-9POOMC4^&SlX3q8^=w}kY?IcWCY!K<*DBDI%
zm{8ECn{TRh>(lzti}%$xLz3IaXzwGv_9dGtXk=7iCBgIqxRcoDF%tz@?dA?~1^U|;
zBuSF(<`*;QkrLwJi6f=bl{B_BlQ0BRTAP9EIhT##K=3`xKA79VKw$G%`WG~AxgTl}
zdM1vVdK9VRI2y_i+%QJyKp(-S*LIy`PH=<v19Dn6&4Dv)ky_N(DBVt<DpIf2$fVD?
z$dc?C<V-O&kv;*95_1GjP1Uyg$-cc#Ru0WaMPL9{8r;)eDwL`N9Am+_l%<#>Oa>e1
zkPkc!^6kQuzg<R3r0cLKzt3+cj=4aB>4)zha)tWAXJt#PwEQ(V$kf{$XsRSI0lAm{
z69*=>X>Odr)e21qFcYm%oYTXHu$lh_mB{KR^S);0i;&<hu!&k(g}PZgSM$Im5vai2
zK5nGb;MK$AlXo_)BP19WefW728^KT&*woK7$?;GzwxZy}Ji=KKH~w}nFwL#<if^B?
zdZ26O{v6fje3UM&DbcNcev?P20|msH4U%=_dxA@BPnc))^9X4*r9s)dU^X8dd5?d*
z)Yc?O`Jn_%a_Bi|M(`=oSIXWGUry0r=w6(S4QF|I`Kbv+cz$FeZhVNViDmN@`@3AC
zPFbI&8~3^Y|32D)C?Nh({>sy{<>Lr_%ia<1;$O<p6IdQ6iT@yK_ual7CzF-KXuzHK
z`JaxOa=BZbsS#^PZ9`$VOYqI6CUfbhN<)^6*#pjWkk@%(r}>O>YGU=(uMYDq_L@Pa
zevScRm9U;@A@#Ru*b6h;Y>-x2wa;~3V7^LyZZZ*`Atpk$v}h*t>71o+ga2&7ksX2w
z=M=C0U-^O+dFKu-BaBadJOude9pDG<wdIpRbVO^f?HPduG<KD3J5eP({ZR<q{y17H
zwD~q8f=}FzKm8uf<X7&N@;QQbFDcDY$D&<~&SUvq&8>AvM$^<9)T%_=ZQ$!Wti#wJ
zV=9f}#*y=Py)E604CB!c#)wvaU~|If3K{MXsB88d&*vl1pQgY<y8AqxrFMZQmXp{a
zEAtjWhV&I0!VXPupw>OQjMRPz37IpHZ`oMs&WPt~-l*8VSa1NPhR54&Q)H{Aw1=Mb
zLkyMw&E|UBwi8!?oNoj4&!S2HO2N-E-F8L?<F8?CPpz3(dI7nWYkEjIUkWg9Z!Z-Y
zLYiQ~rZsLP{4dZnO|+S3GKBZmVmF{}yezZ!9h{K#b`!kM?p?NL4hq@)P#h6CI{G^c
z!0>J(fi9B~ez8T{i*MRnb9;tz;%nwnBqPVaYJtqOmSOuMksHR8JrO7ZQ4+J&r)rgB
zxSx1_J{wGVe)*nXr!@q<_f5?pl#cXF{J4U9Yy9kWP5t{qw$v&WW7iYXh!anqSR6VI
zdXZt+;e>DgO+OR2+!L^=?}5)e`kfCth>zaeV3>lrO?*sUch4~Cr+)$S3A-?qA^hP*
zZFd!<y~EDGC{N#Y%TY6E;o3p#T6a5TdsbnCN}GEi02{>lgB8xq<)ZgJ)q{NuwlUIH
zXv#~9e*;ZbX+KAIy#S-TIJXHP>CO13YC?YRz$TgUbq1eY(*B9rH_*_6CZeDJv*RgL
z>c!*#>~NB@A|A*7|L2eZ+A#myXWzev%m<zh#3JVZ!~;)QT3VGHm<1DVVL$f#K|j|1
zCpjNr+;{V5|MQf9OyVD>53QI3GB1^tm4=T6{}Yo{AQx(nRKR+ROE^1oBOxLE6(fj{
zscdMF-=8g;sIgG_=SnRpDS2&RF%{=gW!}$bx-&f9UVz2tck&j%=R4}(Ep;*<+`J~o
zB{)mF%9LI@xoK&OE{_AisCNc>9XIKJKH2=nBi{^>-iLJ0O(mbVCumkzUV>4phre6y
z&~=942Zo;{IqTm&lu;@Q$N#)a>p&n?6Ny@{XliPj%pVuS{TR@CopHRcKUP_(<4Nht
zWLz!kXopcHy&kBT{Fy{VL!&@BG5WQ`>(HiPzOh(?)OQ)e)J0s(dhYL>T}LF_So&K=
z+l{FC1o>Lx0NtOJT5(OlmtJ={3&Vz=L|rUea=Xhcex=Fb%=;IAVTTo>WYx<@O7Bzn
zq=7QsT_VS)vQJ_&qUpgneyZP%m?m<*1}AHP-{K4AmSIq#`>=ehGSChyWx+XMdwWW0
z5bY5P!qd_cxe(Pe@FzMt9(^`8f<lCA953`lFkmm6*1BvrYT5`(eHMrd@Qe^ri-!J<
zgO;+PrI1y0xZNV7-?su>CaIpL<@czsq1ijF+5Hp*t33Wf*GKHkagnm?!r8e8g;qEE
z4k}^&`x|s87a>AWbT4`3jlplc-WLJKf5HNiu+{_`ao_gRt25@)+TY$WLm%SLv$A9$
zC{tQgNB#6`nOlI02S!$n7M1#q?0`6!{QbvS@;`Wu){<o)=iKhv-V7nn(X3|%R5zy%
za~vyoRK7P}5S5L=^}3?Tq2pv%Vkv)zJm_%vV$?OiIF~j^{~YcdpWy6yrS^R;FL-Am
zaZRkIoboI#L+%XCZEN*zLg(b++O7>+9In)pSsyHTOd@bcRI4R`BjrKzeKD@LtsyyY
zcl*Vt4O?m1g!AeCN&35&^c?)(dqq3DuV!g?8lvjv1g?&{7RTCMNM*9h8-<+txcvo9
z&aOCx#{5v8W6e7=x6nkT0-xy#0U<*@7(1_GPVsKNCDIH+GNhqvRmy@|^9p#?_f(BB
z<j>km2tFLkF>GfNF}In4RaTbu#!c4VdAfswr>BVS<VNLmU)<ha#B}_uScZH|$NOGr
zw$^2l?(}q*=RFrP<`>#j5z~TIecZo3tuvgUJ?3By+N#WJ#7_7Zs(?4Nv*DsC@A}gD
z$|!HL#_5awBL5XhROQ?-(eFL$QWoYuvNXy!EWEaCY!f<fdmy8ijt$#c<aWw$x|*3#
z1~e?km03EPKk<hwxWoZ$xJjrq;-lRhf@aL>8l9S^F}!6<oINvry9f>ftdq43k=8#u
z0d+a{jK?>6_89G>>~iHFf;qWpN_;aW=H)EUZeP}+4)b6-wQ7aY*P)7msWq+z)&zYp
z&fCJ^bT#N`m_w;P&F5t&k%@#@B9y7pl#SQ=8nJBE+=Y~1&pofFXP;ADgGX)pi8t4O
zRF^-MtZ4`0wNPfJJ&m!l_t1HTE?@bgARRcluC?xzpE=vUnMycb4TxpjgnqY?YX1~|
zoT+`&{Fa@i3zwTL88L6v{C(l-_bEaB@W%xCdt@6iv6sR>sp4ALmER6_;()|+I8?&R
z>Pxd}OUk>xYI8lR4}RADg5to+sz~^OOMjrOyZ&AkoTw9|TZd{V11>#tma^b#xL?E2
zZhTwv?iT!0J;XQgsIGnecZTu78)oT<LQH&sdD~N%LBSBAGXEZ7;sl6gxjIS66C66Z
zdV|U}oa^N2{7y_4HmoP9Sy|i=dCzDB((L1qe~}Ta{k}Nd#5IYR1h*^{KFIFOmqG{T
zZlhj9Go)s#h5SEHG9a-Z!$KORNj<6UJ-PiDKd9Uro%t!9mN2H6Z6x=>QQOL7;kIf!
z9Oa25Ymq-LNQ8B;Qhjb`HaL!onY%rR%oO!(?MC`li$xLXMNt)mTkFk3S`a@lUHwAM
zAsaJ)%(=r#BHXC3$MdL~w}g~}Co&;#npUx^KP8ZTm!5ZtiKvA4`dtBDKjzT9*!zy|
z-_I<tolWoZD|H4Hz7)kg+BdgQwPQNpsND8)D-mf}LdP_%#x-F5ECv>?-%{Imj(+$h
ze18!KQOPg7>vclOr;NTUut1hNa4p(Tc{$Be%EH>|R)Ew)Pp2^pKUhWPVBI$t<db0}
zGPV;TW0<kDVCo2Srw(^4vWQl<KKZQ39&4VQ^Qj;(I~-DHx5PP}d3dEEI@&*$RuImn
zDP?LEcob_~YP%7cta@}yb(4>0Lr{BWhXNn3e}2PKcK?>@#>k#@uP})wJ1)EC1HMjS
z2+*f0K25}Cr#P1RLmH^1q(bVhoD<kIb21arDZITIx?<Y0=~nuQ4FQls+ZeJ2as0^c
zr@Q6bg_aEemfz`2#IBr|ntV(o>m~VJ2xqO8zBVI+H|)6L7Ad)(WWlegH_&FTKj^4N
zrfNp&_O{~I;jaecSzvFU6#R(FKGAdM;xi{=kYAvN{`Dws5dG#|DN=^lAL+Umm|dgq
zqnoB5{*W)qGJh%1*-MNis?^ZWM%Js9tuZj&ThE77isLRxvfw==S=Py<a(4RBPcTwJ
z5WTEQXaFTRbMGLd_|sZ<J{Y*gOUr)YMUoY<wfYmQ%(!=5Ud?UG{-)%DAXylZmlx3T
z(3+YVRf4&3`bRqf&qsH@xxKy-89KlcUpx`u@Vs{G{4}eLN+_+-V)Kx)v@I*tHVyMo
zw-?Sij*FkQc(Hv~B%&yM)6>ZI7JH}F@A3~5+?xZ}=I(Ai({VOseVVTQnT^R=yk4=K
zun!%d>!nOcV&kJ97Yl{_)W^?7(;X^Z-H2Ff(%&`i@b5ly%VWI=VZnj&PdS-2=oGiN
z^j%9b{&<;jR{n*g3x>)}ZDYomTUubj7bM(6Kg*G%s6qu!z<A(-MZ33W=6tjIgHrBI
zn1_o!aLyhYe0|2DHGS&BhaaY;-DvoA$Krx1u`l8<<28OGuM8n&ioDW#jK*#Dc3I&$
z(*VZKB#0ML-&~z@9+E=tdxg%%er-t9#)3V{zyw#e>_WCe<PhFF<9I!0`8z{2TW|{&
z{a1=Brw|4b)v7ayyutu;@CUU}JPsWg#T+I<Hdbky`TQvJfp~gQtq9rmtj6wQ7k;*q
zLtJ^z;#KrLE0xWog0y?Y%fq(U@Dpb&8Dz(bi2dqga}c9#R3AVpDInBRw(P;B&E4w%
z3ZI0UL|X4l%qLt7&?shb1%pR6p%)8^jh}DOfiVi=?tPWfS7v&tgC;viHj0wiSM+o(
zNGwXcQX)O6!f&4u+*RA8g#eYH<tI9j|KgZ@m15{}PApu2jgXG|AIE`FXEWYQyB7nt
z*jBC;7|LApccC^oa~Wx3hc&o#O{5vsW$UyJw#7Dko6-_vpRCQUITO!jO?fSI{?6LL
z;dkM*6YoC{`+_<~;rFrkav!mS^IX-I-0s%vMPB#(yHdf-p;;6f3R}+t6ndmX^7`%z
zTSfRSdbhB^#;(qxjd*soD0xeT=^wp2-BbqUkwZAx&hZU_O|4Mv)hi+7v}vO`oLuSF
z1Q1b)5BZ<U!>@dK(ki*#sfLL{GRuRV2#R^Pjg4mpGM=fsiPW1Wh&QpPPJStfD>W5H
zqpNPDHk&N0%HF}0uRrP~UB)|MenCyZr4692L`0<xuxsXKwjfi4q0n~q%lI^AMp;1w
z5#7I*Y*uIhRzo)aY9}TDZP7&DuxuL#%KCP@l|47abm-(MdgicYjGzPEWRnd*%aaUp
z`pO#iQ^s~3MJa4JEM{XS#?WZHLR3y4mUI<`|Ji^2dTCFIT<3W_Rss)=r0-=h;TUD(
z;^QDz)Z4D9WQVU1pC&Dzj|<egJ@Aw0xIdRC%rsMeANk6$j$O-r#V`I69K`Zj;`-GK
z2o}oLl%hq0pudbqB23+FPwG0u-k0IyPls2nSrapY&!2S*x2*1p)URk3mz+#=B4;$G
z#O1eQ!XrF)X|}_YI3OKUlJK_=Gux{id{LKh%Dr_qyA@qE&=~JHKh4f=`U=kkf3|l}
zna6phdjQ9Bgrh?{ALrFI9D7@NL<&+QQrcF+lXARa;%&!K_-ty_5w^9mYblZf{T6|h
zCggHM7ntF4GtdIeM$N)@&tMGxmy>2n*(F-Z#jUSUO{MZKp%cF85S7T`9H%srE1IR;
z`NPEYvB-2MPECh_KGo;3Xt;e?JGF964A6b;osiA^>wEbE1Mbe4nI?W|yA_}`r8Guk
z^A8hdwTprSg)J$?<ba?li1A>2l+I#iB(Kaod!yCwqDbN`>F$Ea4m(p~)wbnJ;kc`Y
z-Y_ydyos(Jkw<G{4XO_^Qpt+KaVdsJ;m;Joh4w0nO}a6?KE|iR7nFqG-{7yZ^rdrL
zo6H)Dry5U1Flo8GdJdo;YH=%j`{owtb3<P=fHb+Q&J0CLf}6?dvR=X{$U-8<W=AI2
zAP++~4JE%qjMsJzO(-&y`hTprZjWyaQa0mXtjZ}bQQnTY*JZ2BOKy+Pd(Vl@g~4+6
zv(OyN|J;|?6!Nqu*a-2v&bn?pmj0pK)|zs9$v4~t-lVb8a^Y?&r_{HZQSj%bAfTr)
z^kgEToI#|XYT~|LpMC(p+S2GywvBnT%cykLt$gpFG_fYdIGZt}t?A8$j_()43|VMO
zJ@I`T*5KAPL1t$y&Y@{pc|FH;{hEaag~%FN0Q1z`Kn1q9HRzSC1Tm>JKkja>>-Ac~
z!ykHx-WzB#EnTDv4f)HxeHC^MH(nmL<8)G}T;|n@?OSu#eUAB&sIkUI0H7iJebrzq
zBzYUs(|jpVqa=FBg~f{dnzXiGqD`#R`Pyj|swdjSOB@U02IyAXRhGzK{rd{53%t8y
zZuviZIerD`ka9n1G7}DrjP%A(@K=IwoJ+N;kfMm$x^}Yt?VYDSNk^0OVlFki1w+t0
z0(4z0o{F_#2ENqkDIkeCcWN!@4j<~6NHm;4ZEdJ3aQi;yUF$uV_3!Q~MotH&fo)5K
zBoAm~ts-%?V2L?3^=tHU#ZmV(mys6VFEm>_WY6#MxH$nW3!;u3xLC2GlAD(9ou(VT
zir7n!=o47Noikx~o$+PkkvHwA-II4`x~T0<8KIdQQmg;A_^77&h^4MzNM-p2%_U-z
zX=oA}r}bbQmfpbiw8O~EngpzNFql5FGR#xh>2}z+nY<~VG*q`DMm_JXOWfigb~dsz
z3RF@hfoo|QYnr_&Ox{{;%w*~z?!z!YloQ8|Bch>oIfDE{EIwNEi+*+YDtv#D=EptK
z#=Ze1=*sMv&UchveX$Wo(vh~60s5*d;i7X#solb*vhz&=w!r|_X;t`)QCu!|#jvxJ
z;!s&PMgjIdOH`%qK{QAM>6K>jiIFV8Rze&>nZ1`4Ymx;S`~6zM>yF|3N-J&y|F56D
z94#k5yCsUwqlY`44mdqI3__S{mZfj%gz>_VX$|*D6b19!pg~P?X$d39&omfc@es}2
z%y6NLov=~6(ZmjsKFCU>q=eC1j=by{dn7gEKjH~=HDdBu)!23Uv_(Wd=;7r>ilp&Y
zV)1V;bDKBXI`MPMDqkW7ajVV`+vGMrI<AeCxV<~&8*5loX?NjL_c`n=yv;N&V^z}l
zweDQh1XSfKkU8PRiOXsCMO)EuHMF@?4qC_8CDMaQEqDzl^21azXtbZ@A+aR>#;%?x
z_t<41zfUAdjzhSNXDipF1#`#UcT0no9^S(CwZ9Gg4r&22oJn$tA1&+DSpCIVpWJ&$
zwX|lE8eWy6AfBqQywFsf5FIxKIq28U7%#VXzjsGaH7@nJ3SRrSKRe}tJL82S)5_?8
zREVpE@Jw-OHr7_(*BzJ4kSpITn?QapX+}AD%&HRVL*wE-m~!SE7EXPJJ3l!NIGoS7
zocOv49Ko*f%&OiyQcP1U#rXw8y<4Nd`EbE_HC}Q>9{1CE^&7d0H)G(eiMgYH^{pfQ
zUre24R2y9zu1k^N?rw!5Mcd#`p|})lk>DEK-3t_VDDLjA!3hq<9g4fVoxI;!XRY%i
zKa-hcX7B7h&vRc_wCSg>7dKDmzOJ~f&y5sB+L*uMBmmJD?AiUL4{p59D8CzSvQOCN
zkZP_pIp>3{pU{B@G@&rG`|nX5w@!ZYP2bbLg2|jwPu+W5PKVRM&9$gr;(286lb4Q*
z;jmB5FDJs}snze`UfPWA8z+=A6GQse*=t-#1rR1+M`wf`{qg2$|Mrx={c+jFYubT>
znb+sL<HwNy@UBUq&{;OcefsUKwtrj^6VUz-B1+9#WOoJvf;!oym7bvDscc_M!e26r
zoj>%{BLRuBqt5jbWN=w14v!pF*i|OGo30=ukzIWaCc^&he`y>%k_%zgoCVnIEAqX8
z!v1zU#M3Z;7qJI72Adbl^UM@l=6kFB;n`{)Vpo)=-#hng6~xvG2%Ix^`PJl9g*#g;
zB1BF}$QRa%oCAGko2DsPI&Lfc5gzG?W|;&oh^^i6wvnF;NE<br`O9HB=BRdD$;Y<b
zhS2CXn0!Zm+@#Wdb?m--sOl1xmHpEIssO+VmOj?ih|)y6vK#NG80Ytv!_cNk&nd5D
z3C%5KMjxN(z7l`=dgb#TZf>Dwi@@Kuhv=mt_x(tCI4siW?(6B!$FRGznGRzvjgQN7
zq*gwQ@$tFo8MmAJ%CZeo6yVw<4VW13GnOY1Y~qE{Eoq~jd&6dk#GQZjLU(SD4Ks^S
zC1RC0-6KY9jiKLm3I$!sK*jUgdQ(i~dr1vsO*xk9`IacV`eJe_6G9F+cY3I;oF0>&
z?C`)%(wf~S$;jK<x;g~?v-&<>GK|Y4`o3qN9Tz;t($4@gyN~V4I;P#t)colo1~rHV
zrQB)-%~nRq$E>^d7Z7KqhRbzk+U=T0FAII+o9SSuJ>mRB)(du8$`cQ6!E8kSa8gr>
zO0`2^psFG4bG7NSZz=NV?pAsK?%=GpGh^hq1X-}>(Zv$ecj~oZ^IYqe^6xHdz%l<3
z`=gENOaJJHa)>z-4rhos{wbfIA5~Mf@Sj6X>lotu@LAFbrjZ_My$r~G6f4nOb(a*%
z5&Nk|f}w{yrccezEm5?lhW=M~&LlaC6lzEYfk}!^dWcB6;Kpc<M1DrR4<8H~9NYs&
z$C;U}u~K}*avW#baf6g22L=x~=JdLoXu)jaM}a!2*@e(i!w8>*u;mP|&7Qr}cqzeQ
z<HLhYjni{#?>KP`fuq)Sm&y(-ycJamr{K7UG?nqVw{nmdBOehbES-yC7YvyAgW^H<
zz>7A&bk8wQ<{+=<KQa9KBK6ZU`$<gVRzt2}y7TU7awG9|I6c($n;7OV)WgRD{035X
z!fk_etq50ZFik^spHTzq`@B@WD`GOt{AB&^UUJDsv%q5@1EKzYBEBRRGLTOSvor2J
zk^h%lX}4ZE^DzXc#iMHjqDvDux-J}D@*rhRcq*wqLujI!;64>Xm|}*(wpoIHcOJQ<
zWgt2a1A+d21HPn)cJy-@lf2OCdOw*StyR979rVsslE|~-IYkG(<<D=x1o4P1+sUS=
zI1ZuCkSP5k@;39p0KlEtgBE9MOS@OSkAfFG(j*Dv4>g=&SZO_4Id>xlO_vm;*s~Gj
z!Sfx8nKBU$Y#V+jCfmNdi5D026(YcTLQG{1p_zyMXE*h9Dz2U5<AP)m1u`6{owu$u
zDv^`UQ+*tiJWvK!WP2mm{LOnec~X~^cy*M2eJFX*BHH-PhD$?R7tYBH#A{l9`U8%p
zGg|bh7LY8W+^-*WPW`%&sU2Vozd9*9I=Je9xJ$poablm;X3s}H{HgaT%za_9hhS5c
z255qB)E9`pf^ip87S_tk%A7G}Yg^2CRHsp@U&NhBRPuS>mj}c9xSw}v4sBe}iXNI+
zy=RVwfSYnBW5B7w7Yj?PYX2Z%*xua?C<2)AdF}nn=aIq%ndoZ(^|0q7h5QArymt5B
ziC9^wX=rY>)pE7R#fOaOQQC1e@A;>^XXQ=%{jHXBVj79e*3@YKl~-~C4A2Y<Yox9g
zzm8}fV=SEe>Knz<cOy?CXe|%e;^xmMH0oYum2@$HzXT5K811*f)McF?bb`ruvP*h4
z9F-P)YKqv~B?a@<KHfYQ!02RMTjH$EDN#@}@6<?tva=n-efEpc%mt*%e;$v4Vb0cT
zlL%q`sMkXHAxt^rT1&Hdjb1F0M8h=o{~8Gv_uDt_)Fk7^uJmxh?U|7|o<=xAMcywv
z97Q&Calv9$Gd(g;a1W*vwrFK(&#$9J;#wX;d)vm4@NOZJ2j6^Jhfs~zNHF>f6XBHY
zXX>{|q;0If!<tq*Z^YrvivyQw;h0Yo3`RcN6yQuE|H_Jtnpb63B=%>t8qZ(diAHp>
zd1`(i@OmeQ=Lx-F;C{#-|B|xG?peK1F`V+Og&yhORqF=<qDo{?7%@wLI9v>Eg4XBE
zu6f~T-SKUVd{iXC532by*9sOePM7J8iM+$PlF@9Q!+RH-&OVqc5w=eOZue*AREiP?
zt#!|2QfdKN-!;-&2@WTSndd4k`SPJ%L88UBM>(7@YI=X+F%e%bD)fPm;WY)eYWk*r
zh4dQ*Ob(AAd0C;QH)n)cq)~RwMn#KJ=%iejUlX}@)zx-Q-SKl?&QmB2IA*PM_1<*Q
zaGFOy+3p#>PDx5eS@~DKs)FxX;3a@UqN9VGc8POFfdR6tk9;^Ce85<f^5W%D1>T!t
zY;K>3-hIsR!Ym$GgKeylQznns9r9E-f9j0C`&xFL%xtyN{bd!pmm?FJ0BFvA?R=F^
zP|N(e-M^+cl6-WXDjFJAG5KYZknHtaZ;bOD_LckHucMxBgliy9Hs8ll6oJCVN^f=!
z6|6tO7^k}i!c&|5`c5~AhQ0mh=!=iooM+CJnt)4hZ+<VB{7GQ2NgufH?ZqG5ve)}H
zBhpEKU=Z>bTLviaxuCyQL5?nTPCPZe{O2_O8%RXg)$4Posj?qMBNoc!vb@D_)4V{E
z7X-%<GpEqu!GQRoP;!z`WLqYn-cZkE##CtL{M0q~x7<Kr@$aeb4bN2Bz)YV;w~`8O
zJ&`|JkmsidEjvMySmV6PXnZnuGlTtGb4hk{(boWvZ5HQksuGZJUT>fmD{n@?H(cc{
z>%d6OI!-57^xXB+cba&&Mow;RZ2MYG#LO^vb=nVqtVj2}j5gx04qtXN<p+wXw(NAx
z>N+wp?Sr-KgfU`YWISW^w=!T~2se74$>8SRN@Mh{@K}@>ww*l*bXp2z0*#H{_*K7I
z0(Z|MCAMdjoiJ*9k^Y8Mv___U5#k%%Cyl$>)~dhb^k|x)B4bV<U6Eny2jsn<TGRYZ
zn~Lgq*JrrB<k@`jqsery3JCD6`B6V;s!Sv!Iv2oQ5=ve^&2ttmaeahwJyvyeJyu*~
zJ8rHIHpl$`cIWr7p`8!~_1W&C<P=DL`vNzGCw`PQqGWF5!3N3|UGI(N{4j$e*XA)J
zkSv0&9g4X37n@Ji49t%oy<cK*^JF<q$_d1<a06Rnp4h)7vW~7(ghNTJC%^Pjk}1*~
zLHC-l>pERujK13-5}t&8J)0ZorUJcQB7m}FyT|#gQ>p8s?*_T=yzbT6ksk(*jGtgn
zNnSS*B%>G|ziESc)1qiV(ln+&B;g&u@exvNW=flte@>B*A~GDnvL{}R70@4CaZG+m
z=Hm2~MyFjzmY65JT{u6&Lx0%jHw4}UmI=)ZW=8k3BjzP02mKh~6?;Dei88FD$bX5v
za+Tbw0w6BD*Z}U^exE;ec(u3e&<Iil6H^*^Rj<B=lcYdSaDWpQA(fxVt6%5o(O>UL
z4I$o1+5jdhxq(Je7Tek+{je?A!z|}sA&n5l<D9J2wybIP|8~ut7nB3n=Np+4RH4$_
zWuK<LOk$F~%J;_Hz=qC`CaLk97WltN!F+~;3BUFx8?5*Nc-VYmW(sD#-Y^m{^a}+h
z1+L@H{#CGxf|=VpaPZO>iYPuO$CQyXNK)j3$N-IltW^c%&u<#gir6SoA82R(tm;)Q
z8p6*dItYsFg*xBaZGAWTZ$qy*)~br!8b`f-MM8}G0CPRMSoF23;(7o`07!99FE`D^
zZ6K@ug^jxf+IDvi%1oE{47|!puURrFkP9Rr`>}tewNACq8y$M)lYpTwDTb!>*51dc
z#`mnLGn5t2#|w>id>G#~bppx)kpo+6{J~r;q(aMWn+30MDJ_S!L+i?Az5Vi|>y(jW
zb<14dJ&&L){qw(Mp{w9rrI^d=plcM5lMCUtM$KtT2o+3aS7fti@Hl_RSs3D3cZBu7
zf<0&ct8OGd>dqTlKww}Ec#&(j!C^-h3~Mfg5r4Y+!-+PxwtBs8Vcm}+H!mm0$CIV%
zEW7J(;pNNDWYZwaaHhOoY|`T(+hoijEog5P-3m#B&;6zQDCIgF#m}}}^=!OO?N@SG
z2cZ4#&sC-eDx2n@9Pjt%{Q;f(#D~AAL7wQ0WLOI6T^*-}427=Fz1wy?L9Jn_T_T(l
zr~<Z!0Ka|l-J(-fpOX;<GgWCI4Y)la?8A#UM|&im<G-;=dm1RK`ahz;>3U@2=|{Qu
zOj2lIY;gY|R}EcIbr;T8z9O)v982?l`!^|EhZpLT-Ro`UFQ--sTFj>0nFv}JDQ_&L
zW%lAUTkS<x=?5PleMElWQU=hn!I7N#_?4paku!Goxp(ASnW^bOg5xA0;)#F!FYAa@
zy!MGDGnPgES09EVoe@2#M&K?`Lw`p{e=Wz9PF&$%`OY#q^)qzu0hi%OS}7A*;=xc5
zMu2?Gw6RtCx;Fj-U3Vl-tU>waek7qbv}5OU@^$>ky46|yVRreWpdI?~40=LlOW!l-
zZ$TxwtYYTZA=|y|Z}PurX-G&$=5kBh-ve<5ilp4fGJcm^KgC|X7^wBpbNKt_kFFHi
zjWnIC;e61vp|f4*{HV&Md_DMK`$PoO!fjQ&?JhS}Ip1va;`%O?)je_OVAMHL<}vk?
zWtFchYHcHh=y)Yvaj1;sGnr(_u!qxrP~3=X%+s`e1!i(=+gVU1rm$p4J(wX6l!2M7
zl4_i;GHAxeBBIUmcEPIAIjCmy;39Omt$7G-nvGSeePwdIv;rxzUmJ0u6J|lW-Ic0b
zi)cNce71dji7!(S=tp0P|Df`%FgPAj!_K&Xe@FRw@5A<)2qqZ?1@bH@h8o{P1A81!
zTzHK8_n7BZxcp=OfZ7zvmDC3OKfh(~6)1Y$JI?xWLUk`b)hg-w9n0{?b-ti1GEU_6
z!+<68+v%Nt`_XfBS9>B;#Ls&QVoR=on3^MGW6m)74VWrxBnb0Xh(GuKlEV1KiTpAF
z9sk)r^#P)bU<EIi^UlU7vv=z&D0lzgCpG#)+Rb=d<=B|_>pXg#t)QL*wELsHn^5cg
zPF>TEh<}U+_uk!>+k*_7yM-O0!q;T2V;MT03Qg|c?e^N>o12c1FO6{Rz2;PlnVF}i
z`u<ltE-1#w0~Zk6ngu4k7w)uk4ubZ)f0Au^;sCI)H2<9MU{h1$A_=g39|2`JfM2sA
zrb(nunUFAxeaE6hfm5JNt80=Do6+LM<!@?w>1{phlTfQmA_e+1lJ139d9{+OSvpdN
zM(vB^c|3SSH`#adqT`8Az&AXiNo8dm2R;nIke1%=K0_CbSiXL@u|-0>bn7YEKC=LU
zz9hnX8c4*|Bh{r`YFBB8*y%n4LAPd?gi;BzwKG@u>c^@+Wlt2OMY)tSY2Kv`5^YYK
zk%+o-?8c#C4n5Xxtr~<+Zi40Yb!Ni`kaSPMx~BRd7ACZlqukoKmNkxzXe_jjBj~!l
z7|=C3`5T8~ZlbL%7ELVsR??aNM@U@aTR^weD{CYY6%mn9ULKtr2Dw*FT`js1B9NG_
zUaa~{G|Dqx4{iwA0b`85aPF0U26b7R<p(KL`u$<Np5<ZEtstPeNxwwGIIo_Bu@4gi
zzbt3B%5M#E;W-ZhPKbpqjjNDdbz=b8MC+|{rTln(Fpf*yPf#oZ#<*+Upt1l;Jf~e<
z6<V!2X*%oFM7vgR(myWw>bmZcMxgo7-X<E+U&>D~EXUT;mOGy|X6uPPB$?&ce7$rI
z?7EQ4H%bRwrA@08Z!H%<p5RJ%Zl1zxt(ug*s>eaB{7&eG6uvdb(N|EtPQrpgUulWY
zvsJZq^@ag3a<it4kRM`vY-&vI4Ux#-3nCF*K5>7`bTx<hGYSF|V#eC;a9Xk;t*dj`
zqLL{@f?+w2K&SjrFS+5wzF5(7<|VWJRaq^UOz9mcs@!4Sn9wLLjY7}4&Llv24$#7p
zI(fV8FyAl4S0H~|n)TB?JFNoQN1W1QF>F#pb)GSn`ZG_b^U0A@4m#X6KVE9d>w%97
z47dggH`dxc>GPuexV`DkE{%X%p8AfLtx-K;)5IF`ZFtjByAdRK&hyyMJ|dSA;Tv9X
zi@bG_`YzdD9LFqM-jSGW?gOEIYnBkh(<0rBh94A@a+J7*yCCK2F@x#rD6xBf8I}is
z*e3gCUR52!$;sgWG+yYLV`zfX8XP>jC&2H{)vezYzO!=aeZsjoPnn|%hj%{+Rr*3B
zqRt{B&H@^xfwWOEJRCyLiW5PGtdN%a5NDN^l(i+4cx^tK8I?YS*RYCDHQaM<YgKJ<
z1G=MS-Yq0x%D*pB?LG=@Vj}Eh2uq|QeJkhr@20(uIfp_%g(z7609j~~y7I+L$WSll
zunF&PYHhK|OzI74dUPuc8$Y4No=^2i`R!Eb7#LZHk$t^1JzxY6GY`;f3bY^QRsi6@
zo-6TYxs=;AHyeZ4ScO85C<~Xf6##iprx^X1z@P`8{CJGa8oVu+7W-Shp812XDgO+@
z=T}Z9f6{ghU~8JLtY?gQL&r{!aT&_iUxAtXHiL8hYqy5=(?g~Y>OX1P5n-j{opEE-
zYoZH|E|maLoV#BEXR<If;0)3h7(5v;(aS9D;<cn{lS>Yh8Md>Tj~JvhSCUJ~(C^dX
z_C%YF-BZd@9II&PMw%Dc6jP71k}amJts%xQw@}ag=mX>8U9r}1Gh^LUmMxxJfo#ar
zpj^WVZhI5>$CQM~nI<o<|5_Kk<gpyOwne3bmQZj=PWu}N>9=}Skp;5wbCh$sW7mB4
z4`}@%7*yW6){}aS-z~nMww&5v7KZQ{ITUk?XGp^4U&jiu0U~cQtuEc3GH;Sw0F~}o
z7q*B%`RPt%6pYlkh{nM>xwc){>#SMF(GkzW;A$sU9G<fHZ7iX8l_4Rpo1y)}I)jsX
z64M`3yxyL`Xw0$mqq;eEqS0|(Wm{(O0fqB6*6c9kj%PdM0P2ckG$vZ{tYeea@?+nQ
zgK#<vYaoF}4Ed(1x9N(On((K=pv<WP<b}W0K+Tq_{<cmcCK>;%eF60(;Mo2^EMvS1
z9l6VojS~4fAy>gqsPoS>NdXr@E^g%0(~WPTfd{*i{K0|0vJwhV$sC1q9ajLOw)P;m
zq;#N<VoHmDlnRc#sLc1?5%*URpTSLvzSDIgE%a+&I<c)~-QuH>5{I`RR-xcgq%su~
zZ~_cp(}gN9QRoO`d86dDw&pc7VFavvaC>t1t-p%@=YZa3Ly)EJZxtP0V_`}b1X#{1
zNXDomQL8NPQA&>Roqw!5NLlNJ|K8fhT{LIw!xz-hJ$w9UeeR8(gn1+FS7)zZ*!Br@
zc5@WyC5UGjEoz1*+~a<7^$Quc@(NFlbcpm=%ckqycZV%4SxGhmHw_fc_n5jXlN%<;
z(77sRmp1Rz<j=N(nK}e<4lM%5@U+E7n|j9OQg4<w+oZMlX=CcxW)NIjmQgH0m<&KT
z9yBr?XxFvPX-e*_!BvXBMhF?763oqwMslz3hb3k1eDC9hCKZy!=cMJz0+?QI(Ra{3
zx#xvOpTMfeX-T$XkMw#c;Z|PsWR1>M_8Z7xTMhn{MWz25%0uK*Qz%b=4P`V;P)j4!
zo?N)tyzJ=zBcb1%jjFsahG0E9f;sjQU}>%)-TF&u%boQ{vP*%Me|d0`uoRcw2efH{
zHbVzS&7jubuoY(^`RQjdKn69rK+YGRv=vhJV7{D!I^@-F8#8Ed%^6G*mNjAS*VYvf
z!or(*r2CrJrCy|^z)Hx#A|>lhCFd;Vs4f=rk<tgFNA9(hzw>B0YrqA;F9{TR6FeM1
zu!mm(I})cDUh6`b`@Oe4QN+n^R8l6c6I#vSfJ}w`lMIvU)y~*B$Qtw2u+BVsESrtX
z+Yvw{Z=*CU76hevg$427u6LA|dEPPuR_WfS_R{|8z!>EdhW(F!cbweRV=HW;adbaf
zTH{`7@fuxE83B#-Vf(^{(?Mhu8*DhCaIpG$vQ6Au!Uj!C1-CX9lBIV8L;(1M$L4>#
z%a;pd`LnY?rU|z?qv;4B7zS_4d#yP*`p8N_7Vu8<#T{*{E=#@}kQc~7yAqkI?ek`;
zZA{2?UKiE^eXO%cS&JW~5nABez9)=KlRk^+{<{a?ycfgo$Z+|1<0G7DVc>yjaoRHS
z2+GudbQDhcyB?A;2$@Q{!5Jq$E26o!Ito%*U71>v{!NXAvPMbh=kltm6IH3r-A1Yz
zG@p54T6yD&XS7QVs=rJAXDWENbkmxJ$LSrzUWk7FwYUm@ecWbnzj_Pn)cfnp62Fm}
zYxGZwH4@5Dm)FMT{Jg-nKxNns-vAbzo+I%;9RNI6ywPDydwN>#P2z%m)Y~%uZjken
z%7p-CxI-GjGvuurfXXi!BN#LNCz62LOqGd0<KeJvq9#s!*yPNgsFuCUBc%d;4-s4W
zgRNj?b~140-#-=MM5Oz8K#{J$Q({s(UH4^Yt^*5|r{)JVVom!0sv3Jv7){b&ne%!<
zB*(3)JSVMxwP3FXq`5?wLBj)O5d>b6<lb4v0=G{+7%$?-n`iWWqnVWEXBL5JOal|x
zb0?lb2ff<*!)P?f7}bMK;U1#$nW>cXB9o9`J{f`>rBzfvpO)#M%Y<hUR)H>Jn9ca=
z^S&`)Un->&Ke)|EG#l+ZIoxGN^z*4k>A#FxhJ#ra3g*$OI=|VtRw=9EZ}<BaDaZa_
zz8Cqwe&pAXgV{17#VlbAe^Ed7&inTk7Ukb{R8<3J%QW+B*E`RzuMx5)%wD}u8s=kC
z%-cEjVXerc2fEuJ-P4tpK$xByr?ay&0-cD6C@3U^dl3OeU0wbB>MAfk9xvWKCS2J2
zv1@6G^x$9xYwL|owg9Oq&ygcL&Gy7BDT$DHa+PTQG&QsOP*tVGR5eb(k_R<z1A?~~
zkNxk=ubUgQyF!z`HF7yT>uo#p{^P8AbG%B_Yxk`O|20-kZv*}*hGCFH0g^w9P50YX
z8gT;)QgrPRAxaiLbBu1G;i*bs2J{bK$;5dk{d6B)B<`xabGT>{A>pVeuJRl))buXr
zy^J+s+@I-7ME<mYP$8M!Oabz{`i%?fL+oFdj$lIOUx$_nS#9X{ZmUd!tud^ha&N6^
z4*P5tb|0QZA9X|$UhFG}?!cHp>Un9agniSBDtLF_^&m`&a>P&#mUGc3?>|z(Xv};b
zSCUH3N`~ArgB%I3&IPBvu#e5`c%N43%!qU-Ui%m(@JsA(Foq@W{Zp5XvIs+0G@hIs
zFYIE(D-=CH>e4;@RkT+2k^%|4v!4unf?OZ!eiI0uMVd!}_uAlXrb1Q9sOlIv2!8$8
z_JUn;XD!(@YPIilMbxZBHsUTK6*6wEY@7}6ZoAwOh(dA7;hR^~8v{$pqk9sXG*MAI
zy&*YGwEk9X^7-|2T~oO8W<d>W0<He<K-;KI&+jQ7esQfZM2OCf_cB15Hkm`}3P*B|
z4|NxuP|GmR@euC24D3YkVUiNmTM4(}4^CkM;e>7T;u~AtOzWMFWZR?*e(kP@<Db@5
zyCl>LeEcG$D*e8*pT6eNgkm;kEN6F#0xs9qf-vdJs2<4L>~24csrd2e{JQ<RCNqab
zI5$^a4`Yd|LQd3&2<+Tsg`6)=*WhG)^=6+~FPh{=_YmYLu`)B3sfRXrV(-?-AtihX
z@CRu!8%k6)K2&qCM%+*E0)PGu{&k3`j}=u_(nzW;Wj4iG7~dd`d)QXA_>eg}R4lPA
za>P3DC8`U)=VHad$q{?=WFLH=9wt2)E~Ax^Qk7g1a<1qEtc&e{gn@-%G2(cp$q9|}
zA_<T-j?Hj0k5?9RrD(HcXmE+Uxjj3{DpjGOwMJ|vCJs<Mojs9GOj{3&8NXRWFAUDb
zaNNNyTQw(H6haR5jJqi0Jg$l{NKr<w@sF%xBG^xf5A$hR)KXOq%4LqUcn}ZtpvM2_
zLbr1kKg6L^&JHPUB|Re~G)#)b_<4CKf|zlEHzRw!adadKD<pnV4CzHB$=nOS;c9fQ
z-`y%#jUtcy<Gx_0pdQ9Z`o-hmo-X3K)N-XtIlD?NAB2@pyHakhqkW%Kjh=U6O+96b
zC96^zn>UwTRj){h(nYrj-*Wn6n$j~oVj1=v*TwdCmaGXe&6i3*Yl4P)-H8h0NURNn
z{uKLHE#%s}jqBg?*OXhLeu||zO62alJO2~M7v;w`6p;eT%mGdA?a*3siF@bQ+_?O$
zStQ8eT08)4McpyESE7&&75y;xovV7}v_C?=5c_0RILymwVW-G6s1+O3ro^ndLE`z+
zx-g*_L1wbz{db6#gf?G%RB2dZGLmuMgNMNCFKXoDS6z~)t6`2Q^<j7MYseIPoV-o`
z9S$j2lqQv}%Kn+HkX()V`tv>>^hqG{81Eb3{%v@^(xaS8*gGpLdDc;hy%qV0kI-)0
z#LHbiU<_w%GwzG-_29S5*Pk?ZyNO1NJNvsI2ej|%Hr$ypPbTOMO>{DcT17vqsB^yY
zlcsx&LfJQC&RDw}ay_;MLNDe5S=}<DB%UC+HJA2uJC4Sx)`TZw--89*3HHxE%{B!#
z;m^y1S?LqXJ|jPG(mdY@_7zXdxT!%;=CK`^)p%2X29#8!^WM<y=pVDl$Un*Qne1D#
z_bg-8ZN3Z|Iq_x%siO>Zs$y(ky`+ACnK7r-8Iem{?opgirkW{NKC56U#(L<}^*wJ3
zBCPua*r=3f#pi&qpm#*F+wxLEJ@Bak2hm7}#)q@Bn>If_WZF-%11?{sm|XeNKYo-B
zs=#){bJ+C#fTL@}ur-qKUWh`G5IU*C+*KCMwdwi+XVtby-;D6ilz2c%nR!aPSVZ^+
z7u9aL&m)V5p2IGvuRcrE`1lh`NJTK>(z*M9HI4SK*H@QEYZx|To~t?V(rSK|_6#O;
z6^h`$CXT+mUdAW^#7BKF^a%pg$y5mwQ~ciEKQqm%3QWVOBuLp$=8~Nn`w`J(W72hH
zj=q%T5s?_}kUB=9(81_vZG-suv~UQLn}e$xK03p45%znF`WV5V<R^{j(6R2z)q+5S
zDUSZYM@hN9Dt-6Dc^^#IRi+WbO7aLG-pAGtu{yvgx3y_Td%JPvv;>h;rY<1-pxbI&
zcCW_M%IRopw!eHivHO$<_ds^m<J+qn!H;dGh83~BJ~iyRMf{(wkQu{fkibyX%=M+=
zbo{iL(AuNd6vJ50Vb=xt@2~7sk&x%(=j4cr!G8vfn>pSw9aH>wCo>M$^FwxB<&I4b
zeY5nZ)W$uRTSIoSmz)*JKD!5h8gApUP$zp7BD%>=yS=+VIDy>JMA8<5%GA_1T~wJK
zn;hrnb1Jwi2MBn^kyIW+M-p;eKc>a%<=mh+DS0#A;h(eG^EE;jkSt90*Z+1QeWFMi
zQ)jTYV@6~H3d&pcm8|g<$fkQ~K@srhU_zb#?}E1X$Ar(x>wU!;kzQ*XR?qD@QX$Js
zuy-%1fI^f3IttsuYJt_y^Ne8KeQO;eOI|8X^gCDf?3=i<lnzEh#GTSztH5iAYb?&m
zoM53!V75e;8PDe30Y=0MPNeiAml1`N4-rhmwb5)^EmLLV^?5)38EpTl&i~?K`RRP!
z3o9?GZwqG-sqf0d<ote@O&sFs#|L4|6CL+9SGxM!E%;vt>3m~|JWQOU2w_87-27<?
zf3g{_eGc+Q%e(E{P!V#BK-w|0gJRi8dg?f%y|UOE%-kulLo{IVS%Cclb%(!$mM7rV
z>Xak(>G0}1@`prH2IL++^L||-2V?mc9!snrwU5sCY^bl=XGSyZC@Uv49q5#4XEaWG
z@S_jh!F56@ZIm<nqCnssmgC=fno%501#mkft4JI&k$`aF&6Q0;I&RCKPk_KKLdT~v
zShN)kJegW?t|=r(f7<nvx*l6!34EKs<2cL?>wK7(96ej=TA0)U>z`gstvD9#=E8F)
z?`bVhU%>J0U9O7+y;TB;ooQn|*=*UnVnF{kYlKi&u?GGn=l>gsR_N^0w9*GJ;Ud0$
zy5l@F53m4PPYVUv`1<kr+QC{p3xv3?q%)2+j-RJcG^ysfffTZSFq-dl<`>Ge%<W+q
zq)7D5MbQIJL{|nhVz1;vImQ_Rp6w#P%y*$&twVAAhIge<H=zp^6t3xWqg?Mqxw?OX
z-DNR3u4%1&=66Y$ye`}T62!#OFTO(1!7X_bB$wj&ydnv46r_6BDUi~^Mue69*T@+f
zEPIlj{k*(DHomWky!I@B?|{cYnG#m>G?vzrt^PL&MoJroBUWyhLU*)3eeE#n?)vP<
zbB=VUEncuH4$2{byNBdS@BUBE;D6PKjuSg1Wc0~75JeKM%Vpkwmf}KIB+~H<!Z}oF
zW0f?r%=NF#(&r|tt#SSsKbN)+@uq=VKKzJms+5J!dp3Kk@L>C6130eV1Ta3bPQ;+Q
z13Gx8tEN%Q4^CI`W?8%$P$~48!l`7Q(8h$8tpVSgpV;g#7`@@7CQ!^1d=_AZbYzEd
zgHpJh7cc}<vr>+&{9j5=Pw)Yq8Z4sshVV(dv2UTqsK#u9^7;8{!tJP{2^$Zu*ZA2J
z#<JnCocZ{T9=C5`;NKvXZ(kT5V~VISZm}lS-RY`CG^LQfiAgXHofOABY#mL<&rhn|
zWYZ6z@_HvHCnujJoDu7Me{Rrz`P=7LUUM@q1KQ@*gb0@H*}$iNJov;Zi3L=B$spDc
zsqYv(ff#r6c%bqyyk-n{+Y=ZGSC%7Nz$$(v05w6gxY}bGgVnc<NMr0Ma5_0te^dbS
z@3^vNpX?Mi*~%j-5Nt5dW<gt)&T-O4gbcu&v^|Z<;*)a{5x6Z#AYG{F8T6y%*b%a=
zCtU5wf`UP7kpkCQLHp8~<;Ti74l<n#)@v$Jz8^m~!+v|_R>>v&^mmIy&5}7JEdS<$
zizUZW9#6!bdI>E#r4Q6|NknodPkX3HCr{BQcCLIKz=Oe25k3X*?!=Ay%qd18KcBp-
zdx!<UXJ2@Qznqf-K4gw{BYpkCujR0xy*uY`d`sucQ<E;#AHo_RwX>{WIC)xfYH>2U
z6k)74{WUQS%V0!Qk>VRrL>05*b!CElPb%QI17tb8oSo-Lm(g<ieZ?DppE2Kbf+qFm
z&Z0b$n6BH;2iZWb@4JLul>{*N2FVU|y+P#dd&Tppt*_)#sqK+5;8FDYk>wi*0$)<r
z8C)-?jZpE1JS$7!a7(^3(+x%9d%#Ysh8rp$baW66K@&MVh_Nj0E!T|cv|&`$^cg|e
zL#%p>nKigmF(M;|G6Hd$N~JsN;Q95+<FmxJtIFf6!mprk)s4wqBnU0V4gO+$#SW;{
zHWsbq-(D<SD=W!s8=ph3XPx;IR-2;-r`H0XFYwM+b^lA@nLo`dH7{?vn>*DCBd1fO
zbTto?zf9LdJxfr?wx3;4Xs#IO-g*=g7z=wEd|ln5D3Q^kB6uVHt7gS4vIA+0-r?f$
z$AEpd&sz0LSwd#UL})B_2zNa%$-*mF#LlJb>_r$*ey4l6Mfk$qt_oz+`aj_p7wT`F
zqNj>=Fii}FOe&&U<-8LI2<-9<q5I&upN(Fm{gL3qw_Fg8Fi!j1-@k;4LV$5M=E_VE
zs$P1Yn0A45L&{uMdhx@DQ%a^kh7^H#hh=tBEpVtZFPvqa)P83L>pWAf*iKQ;|01*T
zz91Y6mnFgNNd*X9>%x*)2mt`N<m{Uy{aJ(#?+TC+Eh{k4-(%>MSKv(GAc%icDYdJS
zk4#Pn+fnzy%b*ev=5LGX>PFrPE+Y1~oZfz%R-^f6Knl%C+IIEX-wCZzbjBjE`dD6S
z=wt_6@KRV~{6n1O)Ka8It5`9R?D80%`hp;iPWU?o-H?g&i$-$d1}vQae7udyl9Bz3
z^ns215|5NqYP}-%te9P-wj8~$^t<&TP&q9ZnvkV$5SD)^b&tY~NNJ^ZuajHVD~&7d
zMb9Fc^-tc^P|@ec3>byXgM802*@zhTL5b*6SZ}KO8RnGiQ!B0RF0xVK*Q_Y9R%(s8
zYhhN{TFy)SfXiEZOzhB9DAek}ZaLpL7(g3Qk0UW$vj~}M8sR=aaZq>)r>~>B_#WW=
z-2ZGXLalkk4h$~3n02B7eC~tw8#93hLG|0+y*;R8%;BkEe|qF-W1P{FIqIrEy`XaI
z=tusTI~mJUz;5fx{9M0!<0F=>6CZ1`n4v+K82{o&tB=a|cQTb;EP`yCnB_8+YMbH(
zq(-`6yN@&QG7bd0A9lplF<5WERALRHji}^S_8`o+Dj>bNK)yY`*@e9WnG)s%$6#q@
z5?~S}ZJD}%c#qibG2H#PScsmPY@NNbvEu3FL0vsYUDK$p9R11~e9<|Bxkr$gqORkY
zMXo!kzzD75i@<n5b%}8L!kfCNt{=JJaJrGn$o1j1RC$xYR)GBIG`!E@!&-aR*i3M=
z_Uw&PYZ}+C5L60F8m9-HYiBNEN>VRxM{^%~wi_;)ifb!nvD5UK<_)LmdG{~nCCis`
z3P~g@6k4l3LPtPaLp711wg{-+88=6=q+9dOaq4MrFqCwebPeeU5VUF^9CKOD!Q8c`
z<r7&&&r$8)g=){hCBdLx46E`a`b3_K1<3a!yp_NlU@GCQ4sOan!-O^CQfs;ghH(J`
zp4=n|7@SR6%F~oGkQ}rUqUeThk6-jGYR$@}19Ia)-i2X!nM7uW`)C9z$l2H-tV_+`
zB3d_B6(&BEUW+0=V*T=i2*a8Bj7l?QQmnG)L6&czMaI6qf(Unqc{Fmu;P4-=uS>cI
zt)@X*JA$pdfWChf-D!flp_n*j{K>hx>kAkznA93#zRjpbGbK5vr+dnbAF5tbJuu|v
z^_V9fwfKM-qp8_DHjFCL($Y00s^}Bks1!qdje<*Qh$df;$Vk(Ofg!1_i6e_o>g6m%
z*5Ml}HdEhtK9|Y%(%-<UrTufGf(^q~9;#{C{PZ>Fi=mvtwcHN#^N09N0ufL0qoe3P
z2gJ4Z#36F7bNdwS_|sH&7}XDKSCIm<V&Vbqunm{r`PMtnEo~@bdQe4toe2V-Ctb#B
z=Sa1bqJmb22Z~mOYHEv!eB_w=!x?ce_Vx+)%kaSEAWXq62M+t6U%q4Z!cWa9jDlm{
z4lM~i&LX5{$nwb#m!2;Mzoyvn!V#1*yM1%#eX(TWB?E5&nbv>J1bS>^(cOrSE^YjT
zz2Udi%n{P%RyfCIXw)+btY0n?^8+e_`OKJ#@3Dh3HZ5@Wdbd2z;X^w}5H(m9o<$A~
z{D;inU-y~^nF10Qb&;hf6)cW{#fakrTBaJmMKW^Y`>|IE90vX~9g#>6!zfF}{av%=
zKzQmk6MXfw!u4So)<`Fu5wJt|zQ)oC+s9KalnCM-%6-M3ZHxBONe7W1I@CAI4iw5-
zG&lN-#6{qx_ZE(FN(a0*_4tU?XtsAz(N6ys-Erj?Rl4+eFOn)hk$;yN6B9EjA<mBa
zO(iy0e@pBgB0+*F99pQXN-J(DJ_|)6!^e)Mcm6T&4m$3DpC0B~xQFTmWJJAr&aR&4
z{vf(KINps5n`OC72$Kmb(vH4ezyam0u}We>W<ykCeyD|~<MM@Ld_Fp70CLnZJ$b2;
zH0lkDjRKB=9J_5SEiqwk#1%~!VK?4^DoJQWKe*4x1}xWkuzdwHf;-pyXk99&o{+X`
z8-U*HUHi&86=+h7xA8|$e5S|e)%e;IW^|@v`HK+mZ=Qe%R9DklB>J8Cjl7pIH;<c7
zIw|XsOidalfy~^_-G8E=Oas0K==Lpeu_05e7DQmOD4OL?%-1wu*=R;$?i};SKv<e|
zhSnHlw3c=ZxxHbwVeMZJd4b#(@oHM`6*<1(iEE4?n%72R0%I%@0h&0uo%?+-L+0Am
zJ0d-6Gi9U-ML^U5iq44bjQ<6|-{MV8*=UVQ3XmH}Ruax!E|?YBNp?!@Vru5L_$O-Q
z4d=n={gnR&B7sKcnAG~dKxoFx{w0Q!K3P%9bhk>xC%WbR0Vbl_DOX2w!y;GX*&K}@
zArFJo7lr`og=%BYzmfA1PBB`kcK|LuGVuYcCHtO8o$J+9zXg;(7o-NES#wligl}x|
zTX|PM+&tdkb=-y~shTSR3b#{0afZpv$g4ZK>KiB6)1qr|Y{buC(kmYyKO)c8?g4Y~
z=#5*$mk1*5L=lG{L{vrA3@_8%ON}iW%RpbE=!N;~rCqtDM!ue#w<3(!*w+h?u&>oV
zS>J%;L*d+Q&;r+_W>cdpH<tI^s`T+l&ghcfmd>jbCE<<TV4PkiZ<1crUNrsIgo@by
z854J+?O!(F6b}xF_^^ngtmKPPLl!PJ8G$LkMje6qfaPB8`E@6t`TTPIv&NIaOO4Jl
z&mzeLRoZ?Uu59&<F@s^}@z|py?(v{tZ!yHNh5+~);f!e^=o*JIIzcle_-Ke}xZ7lh
z>E2?1X+gR_$GppiVT2&idpkO-5&D#>t}wC1m^C@JRn$1B-{F3_G~dhd<q^}1A<K_o
zA^?S9^<D#Tjpq0nM0AYdY*&Lvn-d048;Yri7tM26eHs}>yb}EKu7HA(n;K8s;IrI@
z$(9G|GWkz-w=pNojKCBn+R;Ov{0=%P=h^WbG$=WLm^0>TJ|>s&X&PU4u1ZK!<w1l+
zppom%oYVDtUF}|-wP!c=$!oV8c|ya^eSgAeO;@45aG@1_qnX#E<t|B3p~6QiLtQ2!
z&a;rT#5Nas>cUfxcUel694B;4uaWExUqw2$@gts9TTH1c0yp6z*f0(0^Ao>xG~TbU
zK?y9+-IBC;ngB@BjjZqfdM$&Gqu<kiu4~*QxG5T^Dry+qU>jF>q8l;zsnZ1bAHAzu
z?0-}jBy{2~glFA0m&h6^7-KV~ix-fGp;V-p(UUC}c>b`LWpuSWrtmXLFxvQpPArIi
zLn$klR`<LMMp&ycpQ7D$AAs}KZUh_ruT1b$M|N%PSGUvKXE`2FcO~7Oz2%@*Xnh*S
z(12)<qY{$g9Kx7!siOdqPHSRhWSdPI!m|*jkhgV;5`4$Au{q?K0jN9FpGz|az<$n%
z8FjIC_j0QLtKbAhs;;WYxKL5Y@klV`BHQ`a*xo5cw(y4fS9o<(a8JQ_;sIfH-d2ow
z1MRLLt7~VK1p0Pp^-Kn~Q~wb@)?jk~?YIl7s99EBUr0=5DaWZ`+)8tmB|6t6Ah_lU
zZ^2EJeYo@qdHKG3uPl1=wcBZ%^`-Ela|yr{dUV0+*2u*hL5}*S0HQU3jxdP%M*p^c
z`*!cefe|)Ml>2;W9lCs<J60OKakZ)a?aeS_mq8AVp%-*0&5}A&s(nX|VTE>A!k!BI
zs*RXeg`1n#N-Fj{KuP~jWStutFJUjd1CZpAQ?m~d(@zR!+kOdLLWJmf&}Za(Px9kO
z>7Hb$@6q=JP|KL{6q?Qp4L(&zSp9?oJn0IfP;_pdSq{|V^|~O*aG4!<?MzAHZ$z-X
zJ{1$-Es?6*^Hm$FRSvVH8<~-vRdqUMwXoA3pr`8*|7y4Pe2aTtKJ)TFAIsV*3CbI_
zkWrT*`L^6h<r6=!0ST6P`-T9+^m^L*{Qk>Q6NB)Wz4`}hYB!H3Hvdz|!o^um?_9qd
z?GyQ-8gs(nip2OtNb0EH8<jc6PWHrvNuoL9MqZg-A&xgxYH1#3s(Ai6l0F7N6h<{h
z7X>~_H@O-G%(X84j!`e`DNUed*kI3-3gf$Q=f&N`z>!0$gGd9q!X|nxL1wTDhANE%
zKC@Sb<`VIYeRe*s=Wpg}zAi)>TDa4hj~pT$*r#5UdJcwI%x*d^b80kwzoW<B_kKOV
zG1TQyLC%_3nQo#cO2&5x1PAyg>Z+@cUbXEHF_M@!YH0imEn~47$cLnLTr!XG`rB#|
zL8>acJ{6E3nJAuD*Y`LVkY{Nmb@lfQQ>Sf!b_R1%gMQ!3-wIdWm$d)B7-Unp-<nww
zj}!so;NSCZeNE=GrL}4_ZU2aT9=unpl<j4UbP0Jriz1S7fl$i{^AkrBY070>$T;J8
zBwG!H(;Ml7SYm;9>+5Jk%tWJGdGRW`GiJ8d1X7{&NIy#7EYl?4gXWMd1KiuR!c%}2
z3K~pSe$%e*JH%ji|27rsd688%n`_tp>lv@0fkMumNg3KcVt^Gx+wS@pTarsnPCEeY
zYYOcwxD|N|EhWNVL_?Dl;rXTN7DEz%i`<wKE|4eDoRM-srzyy4h;g50FF<6!<B)!^
zcb9BJ20b&T7pV#TvSBM#uHlmfk@m5=2+6cj-JKR?*R-l%cg9LPB`{RUKR{_;J|o)P
zq4o?df6cT<8;X`3kUbKx9L_1LAYN>cEthBGLcT|9B>eYt{ar%Y%tG>a|DmS33o|Ux
zTsGvb!Tx;>+;^<!h8xk+5`dMXEE)XkEfJn?d0&#KW<4HS3c4>9wlBWcriob^?4E$b
zTCaDW-KWN*(XQ+{9Q`-o2jQQ|E0YgWg8xkB&p#sBtXa|3v}nQr=j)r8#ZopIl@K^t
z@8uaD#Cv)=jNtmJrV?y{_?372)Dl<czWDk&finxq!~JL8%dWtJ6AM-Nqx+_m4MAsT
zW{4GD?`zEkZ4D>N+A{X$5cnOkD>hx(&oBa%VEL|f5d|eztN(rrSF3th%0KOtP+vu9
zV&G;B2d*(?@oS!vnHdV(jvCh;G2mG!33H8Wce*&R>C2Mzpy70+7psSOlh0#N7KV-d
ziC>T9ht5c*F1aUMdwYkJp~61tq_Yo3!jYF9<x@Tqtib+lqp5d751qi~i$5B#3Kh>X
zzPdhEQ~uQP=k|^xc4~7U?P(dX9OqU={o1}DnU7>n<%E+tVxcgvc=6(F5oY%8+(@MA
z_Y4-~Y6PQbZ`Ig)ainX#pFmm4PbQukLg5Bjfd4LP{|c8eS#Sd`({G&F)1-k7I}am=
ze|}M1W9nI<KtZ-k)ED)XKCfV{xm&GtvworARd|lS_z_oOU`}La`m$BkwXo5KU>cto
zKlKaf2yROcPi|`=HYR^AyS}b75Joy9>ue8GNOr6--xqo7%*mC4oyosydvWCS2w=m(
zm7(jZR5_;J-2T3GWHuJtKPT}pF@~VGuVg9HG~gfTK;7Z~T!XiEOd+9))M&A{`x9M-
zw*^hdk9*B7tzSOZPPGNr5nJ=Dc3Z^xi=Ji7zBOX5MBz0j!9c!rupg5Det6Pn_7k}E
zPsrD|U~~i_Z<EnM(br+^1*Z>K;hB$T#-bcG{?T8Se7(uiD))@0M0@YrWt}PXR$j1g
ziU(WGp5KHi1j|#E@-Qh?>(?nm6lxH)X0+?vU35YNb3}M$CS8sw(#Om7xjw(J&%+nm
zYWV`lih_WPJfE}GW(`*6Yeq@soYeN$bK&Q=X6HEcz=^N-pvrL55rb(8aBFJx*Ov}E
zx*}8%Xr#A6=1qBhk`&zK{I-C)t5_ip*lKA{`?B=r1RHOJhALQCt2%4zgxms06FX%o
zp4afNuZ^7++T_4hwys=Z(?<p~lqH)7vO!DoN4jYqZ;J59@5{YIA3q*K5V=EEV*Mhk
zQnIAU>P}QK^`h*8q5ECcZ#yk=TY^67Aho$-JFZ4#$ELOE(X9p&G6-M#Z<af`i;-uW
zb7!0_9UV?na61|n00+qe>;6H&skx<4q%KL6%VX@}mhJsYC}!cr`mHpQ9_0pNtl!<;
zOrY(V!ItlzR0-);((#;*a-7d+xQgrS23&V9CKRM|PR3*92Tm?Mqus1l{8DhfZ&r@(
zg$fIHL}ZL2J#IH?S}}$E{H3ewdGJgjXK5hK$6YXCWxmEn@_f(65p`cnKG*0%JTjIx
z9MTKMPFMM-Q@1FY82f)7n7id2zusYyAUVC9A=Y!gHn&nSTdB+cg7D=laO_3<nr`g8
zX8MMUIIL3shf~{Ghx;Fy?fiTae8|i?V?0vbV6xsU!Sxy(9K1Op@&>M%?KAAf6G4uO
zibAT*^1l7Sz`?=EiR16@KY9nFm#=%@QLL=4rlR}4;VZfrp1To3Sw0Jf1sfkYat}Y6
zjb2vFSA$2sJYSq#?H4zR#RyIh596LJ5hGy*A@Keamrp9eR27D1zCEM%evi0hA+WRR
z4vOj8`;l80f-e*N=X)io4||m=oNGsLVLR#v$1GtNLP68-R<SCCvAO&WGPl@9rAJ40
zk}AO@hSM9h94s`L3m)0Im6)<Kz1?vk_9lGDbzCoLGhaUxYnJHm81fF)IJg8bSNW+o
z9)&n6w;sKd?Og8H897@GDUf_W@g+PK@|-5^VQN+F?;VKg%*sz}f^WHzwxlY^Qax}b
zJ{DlAo%!xdac|LVzniZ46Ldn2z!E&*`lX&^y&pxEduQWeh!y|!8V$AS%(T+#AEh57
zPVZeBdrTdeVn}_$3sj{ho|#@)vpCik6XY6nq>UE~+{zm;V`{iWlrmwkvk#(8*6my`
z;*P!Bs)DYzN?#qfVRgm-#;M<Q%x8}>-DYt>Rra3XsIKOxK~c=h;&RXYn~tHAk<DQQ
z@0;6;1);suj>J^|NwH*ekA4t7f8-RZ#5L9JevPg1@Sg6WkHOTs+ML0`_nv@n;F8DZ
zS3UdZOET<7w=N%L_7w{5jGG@wKn`X=XW4_p`GXU~rSCI=yT^_`69Jvw%N|rKmkD4r
zV?t2up7LIWtoJL>-2ep-osnyJSgO*>5u=X(OZG?B?gACtZq<)|T~nA1ix1`yC$`c!
z?sMLc_58>YPS~yd;x<wtT@!0!w|5YlD{X~y!w=svaqHLXk!6+~ie<*TX5qF-sA_6!
zehD_c%W$a_zcD&2Q8KZi$(OnrSeiv?Fd<N$9agD$Nz0e=#cN@JSjk&`1jMxj)~g{}
z_5#aA3xGpTrt<2#6h0;8J)W2@yMZqbs4*pK235&rGA<$k@h~S;aa<9{sBB!7a`)`$
zfM+dDR(fb*Rt{U=Pd}X&(%-EfeF^ilpd6{Y@RCRoMn=s{mdftOYg{#S6yUwCG)o0W
z1Xm?Nu^Ph<9a6iUs}yS5m%Vy|tJtEMed_A^E=HKn`oJcd6LTpWHw-(~fk0y?=?{W4
zuhvg4{+Q$Mk1<wzyN}RTe)95?0q~D2_H(a_a^fE)%mk0f3OhvALwjG?-<l3BM{76}
zeAU^^d>|ouyJm))6T`#j)+Qg=TFBT0m($1?XXaB+^2nTvt9lK-608xDMO9fH9aWdM
z;;%!~IYqNc*h92Xu&XpSmX{m?{Y0cI*gqTZSW!bhbY@rfzW$XRb>!A5w!Ihnr)1-$
z>&-BK(jSoYl-FAM17@ju{`n)=l>(fG-1$keP&Qa7ldXL51v%14z$~vOBmChacUjs|
zx%TSa?}n}ZpImwgvKtBm;UMqcC6UxE`vJ?xn~maJRNGV%_S3ox(XZYVMrd4mUL~{u
z1Hq&V!#okvL($5}I_;VRyKj1tsj63Er1SU=^kwQ=EQVPCzRSgB`oEPVW)jw23SEC0
zWDt<7RpAdBWYgIyx}#|di<n-gPjVrl(Y-X85fd@xKW*N#$jc4~v&;Pw(dC;-y_b+%
z>X&GkO);@Hx|BEUre=|Fw=OTY(=~AGF^BEr(}Vs9b3x{cqZ7(DOber(@P7E)u1LpC
zd+jjCx1Qggkdu#>b(IMFoO2E96|GC-xiegTRe(0>ALaen9<<!KGfiIq`P?njH@%QE
zVE!pb3Xv!2d+*}L73<`pOaOfny78U^vpqyDDhsIwAOws`+?E2yl%<igTzt}3!|WNT
zQ4Pd^Li|+~1il5lw@sMaNSiT~bmchCYoTQPe4l6UqNB>LbMvU_y>c(8MKT+xUt=J2
zPyc@?yQ;7_mUSE4!T`a7Tae&^;O?%$-QC>@IuJa#TX1&`?(XjHZUY0{+55hnw|mbM
zeEm&TS9e#>tom!oU&Ok#^Q-p!2@+N;+VU~RZ%9wp#SsJCvDWIWOc7E9=6NtB5y+W<
zy)5)_Lw(T;P(e=5o+p6Uw#|Y?UXgWKA)NtOYBknie3|_vDd~!u<ioZwnV0!KGgKg}
zjjNl(Z;RDn+I;q0X{06`yF%lIc^yj08M9uVY^82+hyNWzkmE}m^=!?97US=YGn=ay
zd1zwqHjT1Cf>Eh)SPl%5FKQC+-_OwrFr2Ja6^l=ak5lE1Do{(KE-KXcwY<0J#g$Xr
zuT#G)G-Xa(PLKh}b%xmahBedy(z8z0e!)%-@#G~-)pEa)JrG?;Nie)ThS6`v8EpQh
z#-P=wBc&(kgV2Wb-BGmd_jh5=#b4A4f+}K5et3#6f4-5i+BQ>3de->urru^)>l_QS
zGdog!SHuaK@+C{ZT7W)Y!CblLbe-F)6yYh4(%zXq*0mG10lfK`Gq)p&W5eKq*xCIb
z5mwi0tvpeiY&MG6?T+}@5v{$edP8G%BI~Gw#pi2(nqyV0Ze(k_A)-*4T|2#!o;?!>
zOacp2NPMu6j~ZnXv7{OF8{)RD4Mtr%nzL4uuquMNHkp^7LmX&Bklz?)oVz_7Rf9eF
z_r1>mJi+D3vfypi);Vj~JLf0c3|CWk#u}{0TdON)%z%$kmjtv?Cq^OAb_{C?BXeR3
zNsp-5;*f)Kn;gvCL-npg>GQeQZ%!e@QlKc;+-jW33W$9oN>!#P7?*Eqp#M9H=g+#7
z8c!p?2B9wfvg&|2S>0llw2ZmU3_$qG*bmfJf>Xh_O8G412lf&z5XW820h%yUHH2#l
ze=HKk;m|}&#EDPsz|g6LFhGJ;_!=MiZgELEZn9$ei)vr{{q}!rc)Y&^TI2a!lh~G+
z{;EU^<gL`0J+cy3;T<bhc-6OVkqdp2am#^+J`2Y8r%5!<Q8+F6r!u$i^x!D0$EJ(|
zx!u3C3w?W^1kgL%IaZpbKL)<epjclWg6*i5U$uJwqdxaO+z2AbZv+K5+WM8<b`HYF
z%n7`W9@?Y&ibP%OyeTa{EFIkBnH}Cl-N>!<`&ZlF*qXjs<e#TYM;*pEEr9Y1?Mu6z
zM~!4(3UOn|{9N^$E&XHe+%LQk_V$v8r=^%^hE4t{sg){LPm&QFOrPE#PN(_9%_>m%
z3AsOT?U~#Pab!&D;twE--_umd+Wj^hJ>%u?!nsa`#K<tkAw8AFm0fS6J=R<XIq+7D
zbFWNK!Z#_8)a)di#Q*FZXf^nLImDFMTM-@<{h0`&?}-H9K^h+BO8uN{X(nHrEbWtL
z#aqH({Gr7SoLHR5?KDdj>GVUs&UUvq1Ly_?oNE<}^c$BS%g$CFbEas{IwtQ3laHnW
z2Aw@`cU2$Q3I?1shFSD7uc&uA&rCV>UPB|*t*;N;9Tv{~p4pi-wJB@^$HrQfYX~Q8
zjWpHMJaMi`#F>SBNr<KUJHF<6Xr*u0<`=QqnW`D~hs#1<8)}|hGZNbx!^TzcP8v=*
zgVjp&ge?(9w%V_P&3=BhuIx%%_6G?uV*+b61hjm1L;K%&{^dOrk7G|1gXd8Hnk(6W
zSuH95;RWy(DP#`}#ZjdG<l)br%<vKAcfVK@a&vR5>lAQ1)6me;GMXz^O8IX2$?pwh
zZep4W--b~rpE;5dyc#<la|KDbArlZFQBqQ>uC?;CaS|67kIybsufktrLcc;MKKX^2
zJWJ47R#s+S>FvTUaQt+$TK44AYf8BO9e;hLEtQuw?=KzkA1nf&cjgAz4&p)-PG~wA
zm;3sG;XW1^q9IqbznHgafqy=ArfaWrcHg_Bv!L`)lbmE}>Xr4(M<U0YBh%BTp!O#x
zHo#*lI<0Fm!5|R~V$CbgE$(UtfVL!SEz@mu<W=b$A<J&Tfa5%9B>1uxSKOJmzpnaP
z8eOgaOe*@b3`xhvUokL5@c4@iol`^lDfsHxmVVlRKkg$rh?y2ch=wNOK&`oSmpxt!
z_FwY?1FYfWrFI)3<3IIUnHcB|ApBVsy_Vt9paRh`Wx&cQmAq_Sb$xJwQX@5aCpi_s
zP2u5tto@@2lZp;Ih5lMQ_$K08EG$7*DXrZpaK&Y|F>-oaobW8lg>-R0*{<f46eG7I
zyj7Bhg1eq=PUzDfaHXDJ4dezBwTE^VelvP@<2n8m$bX?^oHN8Ee7!weK4~?T`@4cL
zi&-DgK3I(KWlI=q%lMP1<X-YdSWsOY>X7R+r5gx!ZWvoOHZ>#>n|F{m<V;^-%aN2j
zVKXc!KMt_hIu{AxP4fD{x}Q^7X&CrgerB`v{SVp=$qxlz7N+&U_by`iO}LL2{XPoC
zKWO88DF9Iapt}hZP`Z`~S8QWTzT!{k`B2*>P@0wtYdmFnKu}^@qi1B)oK3ZUt#ZhE
zR;4T{W|@x+ic15=wu(|>0Qg79{E^{cN6PZ7Uf`aU*sd_+wqau6@|t|s<DY!kZ@ys1
zilz%pJGvejV)n83dk$TWBf(nc%#vdEscjoiRPsM(5#j3<Vv<R8s4kMFsx0ZF1nkp`
zbEyv`dlIM-o$%Zm8aXi8F(^*GPR*pr`DIExc4ONs_=SYxr>3{8646>AzgxMRKPO7$
zgSGO#NRuhr@jyVU`Wwp7n?cDhoEIm*Ht+c>laf-X;<pi~XE7I290L<SBu5S)?X{wG
zS`zssTc7M8<{Ij%%){)dhQP@P*y()yvnJVCQ->XTGpV*fnwMJc+nJ;)q=eRPP{rez
zxJ6eTScW~hmAZezy;hu5$6wb?68?UC>d?`OvrR5E3RW^3AaO>C%TqB-E{f3fx3Ner
zwO<dh`7pY4QJQ+4w^SeVeUY7Ga5r)upHqGyqIj?lOf?XJlXh*CrWMZF0IhIES-wBD
z0U=Z&w?M`<G+hv0?i);@<xlvP<uaztnr?dISB#t43EM1{CW>Qg`GDYCYOR&%$kOT`
zVs@i1i};OF;cTH0I47`|%&J)x%9+wMD=^Q<PP(tjBE(og%O;<&XwaOQ@R#t(M@QxJ
z0-Q3VE@-?d;^x^alEn%ak7O4mwwz^cDK<~Jd$w8E2GtklnBrWNQ`2Bc;`b>r;LNo=
zIsda%qPXuDt{m|{#}r5=x<6rGUVr}x5b%2G(I>d-r`=Qwjt>#PK`EQ+-H7x-`1ZSW
z>~T8k#@P8v#t!c7$W+g->>449vXxuLfu*cx3ZRL7l<OP5me&A#lb2+QIo<d~9?TOl
zJuEe2!j-{7i@@T>BB1t(qC{)igsWOe%ZW?Ibk8ee>L_Nv@Se0smhXrWlcK+w_%nzC
zDUg*vAmgb>DQ2M<W_ZfIwXa%^bTN+I=+?DnV2b3EHI}TRRS<yBrr*P&9uH*L0L@Q6
z+uBoa2n{u{i2tClmj-*x*57Sq%O$C;W-hgW<<uF@)GX!5(l9oKJ2NsZ!X%<t*P*C5
z+gx%v{}A2G)xu{dJLAh+4oaC_Cz2R|O9w-8ApU-)zKvWdXqUco_&&=RXRwN#?^YsQ
zX^HEZ6mutgpofbjZ<au?0pXOclR!8}tq(tW>(V2z(CP^e@LlQSdXr6^ksx{#Eb1ST
zE|Oo3**P0EfZ!7|4)xy$g7WZl3~||7p~P7+H2M!mH;|>M4{=Wrkpnr^qC>@tIHOl^
zBlylMuSqA@uA9%5>U3?Je}NNE--z_xL>S2nKBY1O*evDn5|7yDGgonaYa>C;JG~GM
z5<q&On2fxN-}cL@%%tEQstS#nrc#SSrN<yP=ruWJo!XWs^MbD<LGF8goSzrT{ch`N
zTi`>rbZID$T}hp6C>k75g4%A%>A5)sk0w1eo81pz`Dra{6ZIR(5&xu{Lm#G)+t_<J
z>fN%}SKRH5g`+*wjV6Lk4qkA?C4rOHRR`Jnov%nfk&h{4ur|daK1g2pa8fL84#`^&
zMe7)Kq_vQ-Qd9F{*i3>q(+kRxQu`ZdN|k%oEqc|<Y65VlbLSL+zykQx-&%P=ZQ+0d
zcy1j-mukaHlGzct7m2^+^f5C6wQ-ucf=W@y7xV<R+KB+dC`biw^9YTY{*p9)WJ-id
zTP0#csF4|cpTryC`ST5dE2*zbZ5&{D|7cp&+bT~aYn!uxY>BC+7-x{GF~}IR8&6i(
zA#ul~bsEg@myj=#U67+h#856C3jF{aaOyRcBhuXYk$N}s`KYb`2+w3i0_Y*>=xwRc
zM}IN><k?upnuX|U@OF7l!-DuAGgi@a?YX{XLB$+!dTnL>nW+)qf3KC1Jt4?(HRCzV
z*11DzmA3#g-xhpR8e4!o(e0ntxNRX-yrKKGl7^$MvHhs$&@tpYhxoUKmUgAszTO$F
z_!ggd-}pg+O^yZ}f0Kh4_o$ab@;e*rLVK+Zf^Yf{R$yL&i$Llg!jyM!p75<pax-Y<
zyTd>G^Rzl-whW`JY_}FH!0%}sYaFb=FOdKJv#MU0oh4afvL;!8?J2!uv+3y~PTcNf
zw@>VioOs$6Gy;uB(+Ai0t)9GiMPF6#tG{a*Qws6!EmN_Ra>K6d1jhls$Y{h!4EYU|
zCsvnJ+VEvf@OH)vyyTj<a=D-^{z&2ap2{Qf-Ot7ODD2>Hie4x<%9<OAvhdc!*_vDQ
zVQ?K^U@T3(n&{U5)7fHkVZ3#HVZ1sj$+<=)+c<>4`84cslQpd+uJg?cK238}V-53L
z_M-)uceNi+q2Afx&7S#R^j78w4sxj5RSj}2Kp3zU{_6ESy0n<ck0>$b-8xx!-f${?
z8NzBCsH{8bBl{|Zn`6=3coc@o;q=jW+Y8`T&!GcjjeO&kHIAz#oG-A!elxfve1}-$
zFG?i4$kFr`mwPYqAX3(1heq=*PtOn*GlSO9oj(sX(uwkKtiyNsD=r@E+PU-PI)vSU
zsGx=hw$P7w&;kMi5DKSR-SorxYFtv`@XS2cdYij>AUrOUUSzi4GZG~J&$uHdEUc^6
zbTq{#0G0QC?#I>RBP7C%=bt@PRw%zOPccL3yq-4{iLuGaixkO6<>A{YoR{uY4otN{
z1Zw`cL8bVVdE%Dx)LB>EN*>J`#=~bFWB0WT>NQ)Z5l`1;+gG>MVwG<3`3=En*5{#J
zE%D@6J7*$CtK%pNqF%d?w<Vk&+(<=@F{X>TRS0=*0wy?0<n0wT4?gUrSXQ!Ug{ky%
zYoMQ8j;7bl<HOI{uW`{A9W1cizm&A{dw#KMO47v{JN-E@AvbDkdhsy09{vc+6~1*y
z+7q~Yd{vFH#dU7U@GOhIY@nw~Ru|A5l!(4LpOg=O|Cw@*{<&RW6XJPCY$o%On(<{X
zQT8g0PlhUD6I<1xdaHZ=HxR*!5=R}^m{dP-!{-6jJmj>o%lZ|0ZY@%5JZja!$N3W`
zy2?!um3Go%D7NCk9{J^LRm$m2KK0h!g2`OpK<@K110oD~>v`HH;oUFK(b(O2(#Dqk
zDP{_uL=Bfk2=3fd7)-i&#H^e%9dLALG~7#HBMy91GxDKkl0a1W8O;kdbE@*x+KBZE
z+8M}+JIJz>-B_u(+5}^l8eQa^Jli(Q#~86t<M>t8q`n{QE1DgWJ9j%BwB8LNHIJtR
zpR7JAdY<FNS45e-((yRe))2PyXGYBIn&%7+!7EUO>@H!%-k(MzP*9}}O=>k@cdvGc
z?nkxJbmE{?HBqyq?l?7F8vDunQB6*WoB-)kPIr2#x4E1@(b{i_^v|!N!#%TTzW)Lo
z@0nLFhfW;2b-x5z(kwZ{)`rPDWU~O!ihRecg2o^pthL3XwObSGpV#o{VC_}}p6d(8
zB?7T30AfJ-Zfi9x$o_Hu&WLRojBiT0|K1BcQLUQ2#NjQ^_HFm~y-P0W^r2`6e_KN0
z>Z8~iD}ohU{m@^h_#i!2wj1Y0%RQjY;u5K8M;ti)n#Ml1(}L<3;AD?gL!--f$70X-
zF@lkF>Z4{^Q{K6n9G8ktM9APOW@>qWC(n28ddmISL|}bP{l3G|7hXxOwV8yV<|rl~
z+zFEo`>AgG<rf-$7v!5edPH8Gt=nN9lLk~c9<<aU|7ItG)^m-}->2?MPHZ><tkhl7
zwBjp`uVa(LlUB7i=p6o(&bB1W7)A=}3G2UrL$lbqDCW#U1!x^}aKGbiycYsmDQqd<
z^s3LXpv4^VtXNzkR8jv_u7v`4l5)?UbrW=>LN>>cB2jDWxnr|22zaMX6dkUxz-AJ;
z-~+w{-SChvQ^4Wp<SKQ5yu!WVNbZRr^6l+b)rN?wu+uK<{k9CH!_@5J#wJQ-rm*4<
zozR;|!jC$<1S|^bV3uv)gTqCRGts^~b!Lm@w&oUB5^(leKy^*;)$HsKf^0|6efG$;
znvctim*l5b^j>2bA39VbwdrrPWw>M;n!0&BLyo?D%88H+8>ieat}GjjU{8Z+iS5YN
zDm<R1hO2GgTFO6(gri0Uevx#TPRM{>i=(^x3q+~2Y$dZ!BU)Cmt{(zLcfwE&9+0ky
zN7}iO`($eMnD{@(B%58^&YatLgq2@;Ru^{qtq%fDXQi2W_|fd2xk+oJ1DN7}T_shC
z3#4MB8M26E{^3R8yc&KyOV8bOY3NP=3OXXk$SYF`zV|dOE-f3RlTU+NxBTkqaHwq<
zkX-1Wy=N4`05W|d%}1|lTVjDCqH~r`edl1FlmC^-MS1l}BR5my=aLmy-mUcYFD3XQ
z_(Dn3lpk7=03RssTezpj*5AW8>}utn+Z=WEpY4)(eGH77X<F)9krl%GsC>T+cQv=x
z684H3Q4y%6X@&Ifn_lf|=5|iGIKH!`eyodt=-Br%;h?G7<mGgU2BaHqA|kd2cDG^j
z>F0UMO0N<$K6>YSL8`2fj6j_)B3cCeFEYb4aUU<$adP>NohyQul(YlVp1C6zqA@qh
zNOxiB#^UfhJXYwcdPtKT0~-n`$t!}NAhl$26ci5)t?jg0oX(-LtAJ@%M0@V#t%^ut
zh?D7*DtX@kbQDv2`FP*GxEItKh}UPQa@0cbsiqma*Ot<Od89{T;Mb2#+iLPoEGS{R
zC*&uM4DB9Rg4mbk6f5dp9+2447pxrC>%kf1LgIFs*(C#UJ+d_qHOP}!e9s;!8++ch
zZV8DL@H@O1YrnG_Awde+v<Y|&#V+o^i#R!L+Lj$~`vmcrHRidDqDyg<w(Iq{e#CTG
zAYej<25*TEL`b;qim|X`!5&2?Vn2C`%;gfzQJN~6nY|a(Xu-T-Cwly53LqNwxK7FY
zHB2ly5P^1@prNHZwq|YD&M8IS+qN%uWI!oM-SJ_ylx_d2eSzdK0r%V6Q)Po8*I7wL
zpFwVk0J|WIGD$^6w~yv5lR}aAlHp3Pk4p_sUU~!K^m0M5+TyM%uAHvVs}M0SEHC}t
ztPM@}nOTq=SAhpp0s4=1+c=f{zF%XXWSyJXJddx9{owT6;=XAXrR`)};3_1jvUWEL
zk@I85-b<Nbto(ZN5KGq`P5Jr>?;zp0Awo6H?HbOOYmAX0lr9GNXd3E&c!B@m7FUz0
z5{g$K7FLdvQzRJ7dZU#QyJ%Dt<Xm<}VAkL$sv^tYbKW0TjcaVHj4>-Ae>Xjs8_rRi
z!tdmmViwIkJ_$8FOqqh69?`VI$=vNHLxN@G^|Nw44I@1wn{}kR6UZ@Z{+nJMR=b0;
zPh7L-Gl-)O!>%kbyFBr-B9SCNk))Jbpa8b+;$VltAAxFUO!O^N2b`f9`WiPrYR~Y-
zT$YcLCtpCerWuHc`*mU9AYWP&7~Y*$o9)4ZO{@%s<Njz+DbSV`bWy1cyMnAlt8UzX
z&ihA|hMB9+Au~rOcVJ^r*=K(CYR}Pl<J!G%Z*^JrgGF$~XZ<3ad}&o6(uz}9YXKge
zFGe07o!ouHVr1gZ%~fGGAFG;Hl15k)*k%99P?$fITf0}=CInfP$jvNyS5}D)AmLSa
z(sj?d&EU?{9+wcqs7%%)#W%!Y3cgk~m*Y!G69vZsL-<#`wv2+tTM9e`D$sxEvb{Bv
zm%;v6cX>vwi#HNe`_|r|`CwGGr;)7vOFgRgg^js)l(>p|FE2ti%#H<P!8DOYC}?;6
z`=f%?PynzCIRg6o`LH!{<5G(5FLz87=J8p86dSTnqFy8ipQ~@zM+I+QPdXy~0&K(j
zh>we-)-?=8AN8ADO_>k~@XWArAgmWLnyv$<aSh9ihC;#(M*2XW7@+4v=<C?Ti1f#}
zFu4IF(RVh}eGh4Jvz1vRSE5FB6>{~00akILv|!CRyD;vANC)??<ZBR^<i%Ku<(jgj
zbjzW@n*xiL`XK_r;$+(Vux@I77C+!YIANi*W=9$@GqRtuCiO#|sNd(nSP@O~K;$b)
zcl4R>T{$|nsP2SlbI@lDfKj=xV&7A5--q#LgPr}49$_GjH7RF@rFuaGQ33j%@)W{$
z?7c8xq7(gJ^`FPKMA~3k7?7?G#=Qh>k8VL2gm7_Q;WPd>cjaNr<5wZylo{63nKXNA
zn<mAS{3>zZ9(jdMz_4L!PIb$6rN^-a^0Swg@z3OsgEJ$JGzD1H11a#B%-nY_5_3#a
zh>x-4J-ztWReM$|e<oI(o<b5}NFo}J&G>oZ!!Ps}WEWrx2^kMaD`caGb=e-{8>agY
zYp-ppiPkFMXv)<LU+;NM66vnm^{A@ELF?-n_u9V;i9Jq+FaIRIm#MwQYk|yJ+3s_M
z-Y6@;6J9ry=DW*{S|Bzp5cb(WD`2KzgPq?pM>uC;LvGO;e>tF38>~c8Q4IX}4X?#K
zIKyl9?it7Kf0JCYJT_ieo3ZB-wq!(+L>G~Isr?ZL;$wF_Z8M4oYmfs!Kz;ZiB`TzH
zcN5r_j~HU=RQ|FLRf}AD-Sgq^oRF3o;6{Az0oE)?<xe*1LdMWsx%1-;VI_y*Dxb#+
zQjLcSLD&;-J;zF)WzqOh{`+f2k<Zo40p}fRtucEvQ3TyU?h<)MhH*-NsS?oq72{rx
zzGroblw}HF4JgW!t{mv2{(cFdD*uZLNubB+%qtm{d8Gc9j<VV;^_hSWLf}C&udBIe
zs2(uCXi0%FCxG(F=x>f!3(#EMxz-7$%bH1o)a0oDqTl;M*IBa8D1@>V)hbd}_4X0t
zzeAE~pm~S2-kqV)uNkH{ELbZt9}?VmFGsCamb~je=to%v9i+@}!YJ`HToU+{*F0oA
z_y(~HI_^xaJfikOjzwE<a&TI1a%7l!ZcZ)2L@1b$4r#u0Y`dSoz}w=8V)F3r2Nm02
zlC4d`$Gx#@+?ux*5_(ym_9St7tf16*$mSF>ezp~Cn6=Zgd+MlF3lZxqFmP!`S+ju~
zlX@mOlM~H}_$;Ea;aQJNaCa*@H-R7<YxXDRqxFQ9>lD9pkHX`&C0*Z6(Xy+CAMKBP
z5%(r>qK)IjaHh90h{VwyYdb#QG7><c>5?)(j;$o2jD8{hEb(<gZ*sO?YGrnxnpob9
zU4ZGL>YRkhB)1Ky_wJE+hw3D|@KBV9%!Z>oG;n0#U8wLyQ|lme!r;PxWK6t4Ef;2R
z7q$|TEOK`(IHy-3;Gt=J9zrOmdscc6<U>pKs`m&p^WCe%#5=kW*%12m{mp@qz_I|+
zshI>BmO5RWUa4Rs`)yxPs0|}ahtvYE_#5%7dyW=pTMN`iYz1~KR(s3#y0KQ(aAeos
zMZuuIX~2^t#!7)?j!cabDIpATidhHApt4UT^>&Cxp~73g9Q{Z=x~N!`(4SfnEMr|3
z<#$^YSsSbDsj7l!C5UitXmmi={zl*`=Yr@iHh1|I(LIs0NA6d{H!c6E=uRqPx#=en
zeL4U8<pLWQ_hj-Z`C#Q1WV*^j%agzb|Ihx-2~pERTK+Wg#v9ABW<HMz)8fwyifD+e
zKoFVLu5R$lDrs#L!veVSoZ#8|pd52yGoa`%Vub$3K*=r<Z+krN&79XPn=C)WaoaUn
zhCzGhHmeaKg1sGsagMJDm4js!hV4tV;2P{Xu|iw^V%u~n-R4pTU}z(V!*&%6*?ZzI
zT4aw0&6?&nYW8p-JyWJGjy<4O^uy~s#8enw%;CEnodp&P%%WeAPmk@}<60ctoYy;p
z1cp|KNg}*04{y|+r`F}{Z7&PmY!&Qzd7C2W^th7(JBSxPZ&^keADb}hhhpZh)W*z5
zTfI=RsI}#ur>|JQ6jH2olw>#Bx28m05PSK~vL$sK8?lQw%@dTxb%aOGYt*hb!24%_
zB1!TV)`dKNGLXaA)*L`gVK@biZ;>|pdS->f`k4@{pQ-Y@ba+bK-U=UId3t@X``^A$
zy$~XO0Gk|&cr2lOn>p%A5hu#J6Q6UxmhDpi!;~swW_1wD*Wg@qex2rdC&>cb%l!*X
z^{k(M93x~YguIe=et_ZoHPZv<w=gYdg6#meu#dI<X+b5$rK*NIf^sbi8on~DF(f2C
zI!x>7L$G7@j`1u|d=mCpTfkXO4GxILc2c}Y;++|xy_1622nwx((I}%uJNQz;+{jaf
zrVQ0A$|fkh%q~wmhk<-`#rVEzIPE?`NQ+2qpsQCYm=g1QXQ#=e$iW8tg(#4luq6vf
zB5z9m92Fh9uUOHSg|e){&sBcR^7$;PxMIbtYb=+w-r3@u^H}@bYa}J9qKMh~D5&J~
z`n)D9kg>QM!Ta~vL@t5rQc_M)keghQA#tZ_S?`gA#w^}WP%?XeuD$ko+QfR{qDynu
z=p^AmM6sM>+O^eB)CI!XX!RG%QNv!{ajk*o(Cbn>0*g-bfinF;tAVn*w(mT8rY;^m
zm`Va`i%<Dgknd%xeMMln)_d9&pQidJqie)>oC-P&yjK|8>$j?5^jn5)2)Qe@kHyEI
zfn-zyJ|(F;!Z76t<mrOqC~8v7s&@Iy82s%dl{5-0X1={m-~F4T_1mIMM}+Bx?XG3-
z({5Zu>eKe4sAy-I47;KZqlA|oWi1L@clP5f8&ry2v{7>nVG74-%LiE<UzyVwH;q^A
zUjrlrE5WK9+uMR*rT9{(;VjV#0jq_FXr0MHw4!hUH-qazLi+5!4M2U;!~Z6M8~>YS
zZ3umfA9#(3g3A~z`K1SvoPv(^2d|u?+WBw-N4p$ipTh}Bk+-t4a@ZfiCgk-%pPruf
zcs?$2e7w+wg@yetU#aK+>N=Lr5z|rxQT%fHfjQv;gi9Wi0>jOQWHdCD-GNn1q)pZM
znIajEF1w$bxh<*qkGb|`SI*(t&)QK#l%sIXh`)PGP}@KB^&F=Sj}!|DX>=N(C)suU
za>vOQuFmFrs3Z>H-#&v1H|F8V&yfxZ8JtbU70%@S!^z84{*B1nt7L8KPvUQU?80+7
zql*Sy?cB0twu!&<P`O@3Pn|qn@u_$6tI2)zU5^iShFMZn-UA<TrInPc23FFPu@*|E
zqp7>7Qc*JM36z{qRH&ATmFJ|_6o+fX1|U{#ibVspE1$6DOHvPcsjCMFjBbnK6V3%b
z(n&}(Ph_LgsZ-BwgiDMZg)3rP$jfefdwzyx+V{UlmFoVm7<2IR@&aDf5QElFARLkp
zX?4x2osJrc^qt#B#HCoBHNc19&w*<SZLR6=*;vv}FgF_{rt{lRrh!%R7aW1vlpSB7
z;r`i&$r$s%%ah=fB@f=ucyOv62e2#wO>IJ4CQQ162|<T}%jh1>!kQXmuux_UbFhIJ
z<vN5I)uvoeb`y%ps(H_L(3ofHem8+7;}3*To6ArgD4PLY<9LZpyN-{?!-`h>D89Uk
zRqi`#E4b6LRDe#gI?^kbklLISBo-Nv2If!E;&wlT$1H!8x9rJ)ONm*f^xxrsmi0;B
z4>y-aZ67hNG6}buu56<KO*@X}&GHCwaj0Q{KKL&~l|l%gf|GCJ<bl6V-O)J?7@qvU
zA#{**hNLCPewomV1ZM+kM{qfLy54_ef|m@vZhRy6{3~k$-p$2t1m=dRm(Wh&;;N{f
z8q?t0@qZLEAY{X(ITe%dUq$M1c@QLtJR3y;I<ij^d$;2yXXy}fiwFY!HIO>;`EGA-
zP!=8ACQ%fz@y$diO)mJ6bL(J)asQ&mrL$rRy7?Vp4K>_Q@?XF&-+7Re_3&pSS^nfu
zNt_?zbAn$S=tMA0y$}_Cu{)oBzk7^Y%v2jUf0JA9AmPY6NIi;ed!hLO5Q^9cof^m6
zhg`Go5f+sQxsZ(tKq|Y++y?y)Bulj<r=&Or`@#oyP~GKIYh<a{Wg&oshSL0!iEFy#
zyuJ0xx8aA4u{-~!q_9b*<!f)d8Ka+n(7m#b*C>j>P*9R8>#!NCdOP)+`JTheirXm%
zLX;Yu<k-M$dZGC;0r*^fWUJA}Me(S{>qp29r@GQv!j{x4nTjQ5#nwSjD;A&?#T@WK
zz`M0elb}7JfW<Z)6I)uRB+)n-Xt|n^ue_^~ctCmB<<k41*Eg&3NRGwq<T|ho6?tg1
z1PC{jST;Q@9u|bL;ec&bsD#%bP4%J#vth&!5cAkwf8uo+l?(t*A<w>^edGA)JKath
z=~gYCD;?FpOgW@pIweHjw?XROe8t9XG7^sJA{{Fj_1Bi~%21r_xzDsmx67D4e$r*u
zwo>n4H@IK3KP6o+Ot>Iz_<&`48U7LvE`p6&m|n<Hmq<-5iFN;<z*27nYEEkoGxIXJ
zQ8KB5KDGjAfg#yC$=IAbkAhF$)}=~%>Vq~r7j)=`m1FS2NnN2BUvkPS0dynxdpyT`
z@m>aCZ7FHW%CA^Yag@fJyMmCV6tIEKRQ7#iLb~hjy_H|f)`?cH)-9u2)vOgNp<4MM
zIB~upMO!Jj_L<uwR`6RmgWe20#tG}l27bs1H~lz+Vc^b6M99+lB{FWu0zC38i-$&8
z*FG)RL#+)Wb^E!^D8!|8f?hba6|i0)d<Jj`8k%t_m-L9f9_04X)Cq-7#5WX%^1GS3
zl_*%rVPt>Wo!8=W^GaDERi7k5Fg;?4MSt*Y&Pk3F_$2*E0zWy7VYgDFi;A}zH63*h
zE56&`&cwDW))eEq+kdmEKyDsq*G_XW0~H|Q;!HS6nPvdqA$cU<jdFjV(SYEg&-qEl
z@k3)CHF{A@*3yb9RiSloXcVvuDO4;1dOqT!V4<jaRnxR@Wr-hF&oW%Oi>0_e|1MYF
zX;ls&ayxU4bC9e=^6*w$atST?Ho+p7o}d@W8-h&qNB9io_Gd&+t{jUE?%!aaGqn4z
z_5|U(5e8seERbW(_S@)awO$r&g;1zYh`R2w{`33nIr*?d3r!i~GBWmAg@?z2{I3{Z
zq7=EWHoRrFxaz72)+@05Bs^#LE0k<9ZGUWWJDbexlS6;?J@pI_Ppe{UXz2a=K*ztZ
z%0(_rYLn>OtHGpQ7^Cx9;aL)!dl}iWxd=^144-JGED_#yTDxa3PLDsunHo)3o~rkU
zNeCVkz@w^Sf|x-0JM|!d*WP1js!5lZxqFdW(xSXb?ajBshky+5I2EsNydptzydA{l
z=y~L%rQjEv1y-p5M~L6>cpC(=$JR7}dY1&fvF1vvue1P8WvWMeUk0{|R=ZT&N+|yZ
zCIoG01?ogun$M(qpNH^LiEOnf*<zd+G%uT~8zIF@o%eSYD$o&~8U_i6AV&}%4M+pY
zeO-(xlblEcyqz!i$-p{ae*k7*iLUGj)-_55D~$lELvdvW)~4YA7P4EOpp0d-ifyk9
z<^iQp@&fz_)`+;G`@vT-Vy`!gBNSOa#Otp1ddOp7G6y@Rr8Ag$9@)GWWV3b*(f4G`
zL1S6GejDk>x%94m*}Y|C!J<`t;%z|mL}ugGLb;YfP-teK>(|O>7wQ|VBI3RFQ-*5Q
zS1=wZxA$BzY>c@8ZL^b~eZ1|W{u-k3TkWI3Hxhk#?p-m~`x~wj*nTUvq~s*F=v99Q
z$Au_d)xy^wdCK8sPH=v1-_Em#nrWp<dQRcQ#+=VRla9Wi8+4|l1i}>tBpa`C<>hFF
zK%_>o+6AK2xJZB)l+dz=yQe#+knL8j3gp@7LgvSni1Mj<xj^TtQ1ZEO-*_LH&!@&k
z*MmHsvRw|;JQx79D_|Krosn0fQX38S*3bumv6j>z#!lScA7g`&jnN)ena&Z}mZY5(
zFvwOa8XjEQ#xUmJ00Ovw7KuME|Ez~FH|p89zG=cu{6!B`{5x(>vARU@jKr3tJJ~<R
ziig;UYdCqueq>BVH@n0vfu-`b=E{Z2i7xSIkG6X|S!An}&s5-VWV!vx1yhNt@k%b%
zfnFiuS^+06cBrDc)NaY?V}#Y!YZkQGZGHX{@;U^$@O{HFWc=g?nwO^MjW4NzihEaP
zy+J#jhavYTj{y6M-%tmW%X%wV&l#@8`_VwycioMvLkyK-hl1XOuQy1|R;$l<?X*Fy
zg3!+!TCS+6aP#OWo`}~q-H#*>Mp?7PB3@is0&Yo256<-%<m7!A<`6cT;alPBZZo1f
zmKtr%RTI`;65Z7DD89tT1)}=-@Cjaj=;<1Rp$e|KXy>O$)6OEpgGwNxTcW|_9P=HL
zi9orLj=eip5?!^!p@<o#s<{9GA&42ea)sUjFQftf^wnf{;cnb<OzP2uf^>N0YJD{`
z<?wr~Hu)e#dNV{9&$_%f@c7s#F^Nz+isnAOwB<ls=eM~$3pxKuj(Lz)kk^#5+r|*}
zEJ6DpzAx2ZQyx(hY3X?jA3F?xZM=kjf)FUZ>n{nusEvg`ADX!c7N<jwQbUeBP<=~3
z@_Jd_y0SjIB>2oD+L~7_91zm^g`!C(dSZixFm)cUvQe0ir+y9n595HD+D=;p7fpp)
zcdvX{w;@2|JIe=Q93rg{)K<>?*!l=jgdMajWkSyi-+TZb{iSc=g_OyKsmoRE00@t0
z{3v$lXlig1UP8})vJ_@k;CIJ%yWabguy+32bg>+FQt2syP66kmblbpNT>0VJ*W!Uk
z$B;29_gav5bv6V4`6&|FC{@2&0Sxeem;Ej-Gk4SepZpc`;@hx*`NB~fLOqH=nDDW`
zV?2@yUnk_O?XLhg20lnsmohf(ex8Rg2b(e3cRhhZp-|h#JeK?Kxrqv3M`g^LaDfYs
z-|wMuU~kHlc6EifNi7h}-)cdEdh;9+1Zp|1jIpW6A8TJYd9&`Op;>+Fk!Stn79xN2
zt?)lLJRr_T3rPwt3fVryUmfwl*S<ws0io!jij9MazH{r0iQBQ^RY^H`xWra6s(d~s
zRX1EAv4ji}9QD*IbB;e~9Vvjdu=V0CCffzGi`K#ZRFB&x-~jQN-Suj<e1^Y?Zj+6k
z=wKoA>@2Iar}3)qAS)A%4*CW+_TDzpX>wJEN#fS~A^!uxf3D#BYjRf_K{iR1gp#W^
z>!PbZeZ{tK3N*r*Bz5){sO(#<{x)#VMQXVsv2Kk1Y!V#F{_Im0jA*?r;1ZX0jqvhw
zJ`$ViMvmGjqC5l-<K-ycG2XJwQ8W~T%+VOs=?6L7yXV5g`{zO@$YT7n%;uiS97q50
zy__Fp@DK}Ew&+(!9j0@zW77uM(U0RV$atJ$a&yCXB0JSwe$^v6we1e6#ym?ZFi6Ao
zNc<ocnV$C#M@&{FM+_sG^HL`>a1LdL9bwTq*%1P+H43|WvPqb4FDLdk;Nn`HXh`=B
zzQ=5O;HHYLc(xZ|ZH}Le@fHPSAGmdcFE5S3rRg-4Dm{yuk(2sJ1NFIuw&eLD`U;SE
z(dw<i7knaU8;84DVuyys_9|J9g<Q3eriD!*Go>hT1SV@Afg-wF!XPKk^n$NIKRJ@h
z!Li(7Eoi);-z=ogN2!@xrQ-udc+}ffleyW(*&-a3$130;Yi=G${K#z26p*sl**ax3
z<}{b6>H@MP_BG+Wsl4{Uj^WUIJ*w@VlpjMI{OML`{kGd`wU`+F=Xhj0>cPvlCqKDY
z0dv*xts5)yoe`>kp7v=4<r*~Wm$ERpuJV@i0V`p_sQVxt^8F=rNQywH3rg5t$$M+n
ziuz>F&>1}DbH0*S#n7QY72_!n)0rtV_=m~GJ6Z2}@8j(ybv(E6b^>D|_uajqP%0sc
zpI6T9U`U+9yxBLlYl#+Qd)wxGYs@f#iHjayiR?`Cx>R3XCQBI3@orad!CZ(o>en}%
z`#%WziZt&`QgU*pEQfLQzMb!HJg0n+=n%od=(O1{zkmPUIzAqTeSwIjzCrmv@9ph%
zEiU3p7yQNpvkTU~iHV7Q(*#q=e;;2em^9D!4OQR=!4k0Bbj_8tmWz0LdR{#|3~Y4=
zVc_8n!xCMrG@uv{)|&Tu>#(r0;&BDv#aH!?R+xU>e78FR=nk;OD1{C2f2ibCWy8|b
zKdohS6dJf&+-gkYA$n4~hp0Y6e(;!#r9j89tqoTt-70=}|3sK<zb^|6T#h&Vs}c{F
zKu60T7I^>rJY$$z&T76rJl3gL<Q^PetvO)Jh1Jf1<QmaZ7hv!vdc~EXFqAET@s;po
z%JEH9e)Q)SxZeZT{;<(s+RvJ{C&qU$6<nqeDe<zt)-W2ZO+l46{v4Gttl;HL3(es~
zo$cU1qT=EIH}wb6&4w?Lp@9ErDwxNZn#_Zsi9O60<l0=hQz<u;&6he`gHL9^fb~?d
z+E)VLx|9<cgjtKiv=hMX_iXdHT@FXws@5G#d4)e@mwcMU63v){yKwGqpdO^yQMhnv
zUc1DW_YFYj*k%*$s|Pa|cBYq|>j^gPt}O(i@aY}6WW;j1(zX(>Krxc}x+HHl6E*1*
zd?yytZa&SP!5tIq3pzln2T`{i@Zn<|`t8a4ZK|U?`lFfO;1RWUgoT+zkCJV9ihgk_
z>TM9T`=`{J^7CS$5W)JjsabiMAWm~_p}%ZmlC1XPa}zfW0$J@5$Hm^NKtvef#Rdm@
zB`8wJq~CC2Pd||_D(ud8>$mkqK6>g4N)fkC14%#_?1j&b)(}d@2*gjL*RiLeane~p
z9*H0#Eb?_NI=;3U;@~Z~(Oc-WM&%JLF1luCcPd2OWINN)$V95_m%s{A59vk67+oi9
zWs6kDBMQ{tnxn?k->Q~__&AY-hXDy6P=zKb$brWGE(F8A@1oB~{x9Hh_wVF(mpk%)
zMUHD#l(BE&BK{^WM-MFIs%I}pZv;9G_#?0F-4A&3uFWUxpW<eIWDJ|TbfLQ(z7D5?
z=}v^g==Yk5hq8oBmWAwGWBJFAz2I464!z{UIk4hFI-RIDkGWhP+fW!=l<~taN_*E%
z6d$puZH3JYQGN2>4BoQi;-HwA9)ige-t~_zjo($bP;gPwIwNMBZcbG_<a4?DQW^=~
z0mQptG~|$*_Yg>FiMjiyQwt%9&lMErnFOhjZ+LjPEV>>{LqmhdZWKp~L1&V~@eJjG
zd!(fY6%y^-;QTx!-#*#|8gsEqAB~!t`XEjCpLZGgUtaqE^#{}>C=&QJ!5`|2M~ulB
z1*F;D;o<Jdd|9*eA;5!|nE&~Rf?lIK=lTtg)r>itQMYvqLTv&{7xa+$gS$=cPv=T7
z?KV5s%g0PdleXtdejF`Uk;I$E!anu)^=(0n?+_6YyNZ?aW&O-o>MfV*%+WBhIL#*r
z5n<C*_WrNI{l{gDbVA`@LFgMOlG4&WMcIBMV10U=-iZkS85!Br({9W+!yedr%h`dg
zx26p*6d!&Peg9WBcKeO7wfDPO1>@o0lpfn5xLRN0O<?L98u}CI)Ey4S@TfGV1_u#t
z4<`r9HR}wFjg4=36nL*;ofW*ixC>=dZ#Z7>|C=$s!++n35eE53W@nRNT09nOXlNLm
z%$1A{rpy*8r2B9<?uZ`bPsWmoq)g_=rl&`oo!Q)-uO=f&{`r4DuUy49ISr?Z50HoZ
zz1r*Es#t}Viih<7^{D^%Zr<1jnL&KOX)=`6)I#r17bzGRP$5<xLKYS@1JOh>GXG6i
zRYCAzB^oUGuV24*w|m}_ehQx|QXsKes)phvj!F9eO~8LgwXcuxuOv5P=kO5t4B6O3
z{{P?h1b@DN?)rbsmH*?!ASQ#{S4El_WpkQ$M*0@D|1I$TAC3OAdy7y3$h*oEIymdY
z*(GcQcSZmG-APop0B%p(&iIvq{-nF9^iZDvq=DMRp$LZJZ&sTV`t_-#s>$0vvP^`R
z{61zW{Rc82cfzP=aS$99;Q}0;9-oO3cJrTvIVr&Y;!kgr4=c_zozQ~F&HG3)C|ALR
zj|x6AS2m!v;U?H}QNrwTBPb206ts<*5omHAJIopFYly8e;~=77bSd!-%f*UW19CCr
zA;eA_=R=H$JL&HCf?wMHDy8&_%EJ``b0sIa<tomrRB=Ld5Wysa!8w@elAw>bOJb}7
z;DhqB_bq_BKDbX6QJ$>Qpg&Wfc>lhbQSqltGch$f2pW&$RH_0QMNVKG@5C$T_bQjo
z-%`Lm;fdg$vn|ZrJPfkkU_|U96v*jf&wC!Kg>ZyAmd!3am<PnhE7<4QHdGfJqS#dd
zaK-tVG8$eFM=!cIK@bMWSO{4#fFT~d|FBY%7d79h&L3buTmjG-rH*xvT~J#aNp`Y@
zk<l1xP9JOv<)V+9wB#d=4dDZ90$I&-oX=x)7GVOh2l<DG4n5i>SIl?-tFRrWbTv?q
zu5r;nnyVr*MyNF!0vnfSKH(Sv4r8rkE)J(FjNS(JFVJtGCqAJ&KTYI^&cRd;TKyq*
zIFG@p-typs6OOjcIanf*;v;1u=L#t=a%k?5D&Dt<O59bi`e%MxzG}=ZE;@tRlOVJ2
z&D+GxtY>vK9rRu$zyyq_gW)(}q7e%3LVft9W4DKiy*GhQRTLzHW$QyKEx#+vznrXw
zxrOo#$c+xlND|>AMZ4No0j_)?xx(bCj0g|~ew^4VJE2#^-9sG(t{wku)XQi>Vteb@
za<qV9TQtp?&&@I>P;s__DRR@Rp4e+-R0Dx}IyfU(L6mO9)x+D3gwne0WOBQe{^bw1
z`|ZRk9?xBAA_VBPzP^T;6PW<)jgHtqPS!BWxST{qPtH8@<gqnrq~Y2`bGE*uqdW3I
zWG0e{)qW=qdx#hP@j9~2);Y?{jg7o3O<YTFNAM{B3g$yd>OVi04%eZ+T<+{NIBmUD
z>AS5*7vsmAxig~(ZiI_LEV%YddrrK1E)P2{8OlU^lO;^((tn7n>9!ylXqhdxXo!>m
zz3QsHX8TyLu8xG>j_!r{AD~D8v0wFJvJ<twC4x8C;Qh}_WbX)JJ6A=X9=*iDOrI>e
zBFN&EDA=yLYV=UPqX6Y>pK$eO`=gRmIZO!(8`s(}Zksc0_O#HBkgecIKref)>J#*4
z1$I4BMHflp+Pz#9cg{~9kVB|1+u$x%E)S%6Q$(KH6qUn845ZI-&|;EMK5FwtzEpab
zE0+UJr{kDTe=h1Dm-2xnp#vyy2M!>80Oq4D^q{k3q1+CxGgbC<?gY|9J9+dX24^LL
z330{5p&mlzX&#*WuBtfD%iL};p<Kt1iE1z?X!TxfRIR#k@a3{e1{6Z+!FWP(@Q#Ov
zcXe~~Ty-kA?MCuq53S#<;Xvpi3(6+%)C<8t9_P_ou><quFu;ZggBEA{DUkH+)?~F#
zF)O!9cM(N#Ug0aBSpAuG)NP@XvBt7KR#mmkLM&59Gp_O5J2u8r0mrO*z!$3v8^NA8
zXLI=g0wA}^Up_d%Xj7ofuLJqeS9NW!@hfTw{O##q<(h@c1_N)|$&3e1(H$*<(m<Hq
zhqWIiAyUQg;$21H2?#T;rv??A1V+deaMH%b+)N1#a~5!-dUtBVoj%638{K}6eJ8b;
z6`$Cn{>v40>xIr?#}e3Rv!en8R{f1`Bs@VUx#tEiI9dn&;V5+CRvYm%N7hmELtz|F
zXTy`HYo5=2jvq#RN#!BB_{$AP^k@f@yhhB10Xds_P%zRD&P##|c@I<!cQ?n<-Uc@&
z(w!NFwc!{KB#a`zEm=q&Y4tnl4!irl!?5{B?z4TjH#ct;tfJju?<!fLMa<108M}|^
zKN&k6SE+Oec(Z05rB{HnT=#H2^ErnY*MpB4Nl=UI%?pRvqP$C^6@WKmbjMxui#>N=
zB#gxt2t;K*Ky`6%pMao4v2}D!r_VZ0^LDVU+L>D_K)Rc^u=1@5fI4L_*FWZVTM$Hf
zlMk7WfZYvvc?xt*pIB|8@@#R@XFmu?zQr3a@exPZ{1!H}H3h$s&y@(VFX4dy2Ub$O
zm(Dte(eKDZ<SV_-VPo$h+C+pBq~xw7P4_toyX?c>AITjfc|e~7!!lt0h1t!E-Ok@1
zZH1v0-<}A`Yg_1m*2MW*Vr`$}`W@f**wSvDwv-{AjY>kmJx5Fj&J!;=i*~n0)M@MI
z8}ioMw>{Z6?0ZsCH7DK}95e}&Z|=86WdMpPT`vqBCovFgYs91@b!Q<HIbBP-2xjH4
zP_o(s#3t@5ppzah1!%1SArf%X9Y()vx8^thpy|>S1Cy-tHC)jBP1DY`_&ny~_q$(u
z?AOY-s?mS2&d58C&f#{!e}Q`b#k2o<m;Dz2Mc9&P>ZAYvA4>fD$$IF2w|f8c2mk*(
zWyObo!0CT=Ins1L{{>I~1?~u$L9X7>g8DC7?CS@>85njqe8NI5U=v~e2dw=Uts&>j
zfr8w={mveU1j5kJup2D%-&~|@jS(nXI2RlfmzIX?@9%%`uE2MX1yM(sIZf`5CQsLy
zE6AoWZ`TA}K>X-_vYJoibaZT#1N`?vI<*&rpXuKpXq`|>r@r>VSql&c4@F;;KiX~h
z5^TPI0=A){q?}$cbNGB~%kF+vA|dRKhH*#rvzH|CCwzT?tK$~U9`3op#2aEz&xtQ$
zTWCiQlN3ldbKUghBdM~984Qb#=DhNH8MySEovhyIv@!W`0JvcXZCp28J9xghYP4|Y
zAK3BMZs>-k5j2gDxO%Z7N5|`jbdAE4<{2ftdSP*)bc+7f=?3ep(0!V?YzIgkK5VtM
zk?$8QD)~LdP`xLSSkqNEG=2<mwF<t1eNsI68LcL~;Qjt1E5e$#W%%*+$;c+5h54O&
zQd3Dc5M@M5Wo|K-KtBwP5^%M9JwEc@*x0W0CZX(IcQcrLSTk}tiOV)pRa({i>qI$2
zaW1F61E8108;Lu7l_zPo01x;v&>Nl*6v1kBIY4pvH>5cHn?4}gUbNeArfkdGQ&4VX
zyD5L@MMWJDb1UoAS=Y!I`%<@QtB0VB`?S)k_;#waS9>%yW8Nz3i+xe22eUbkH}Ad^
z$Nus|MK^|xZqxNyw7LBOIe3Fu5hpQcuS?0q2dtX!lf0<60A5>+Z>bFT4=eBA%sG3)
zyPeE<rsXwLm_9-$h)GzENSo`ng|zN?bIJ$wzxYeEW&xf(#xjw!CpX0=7FS~*E^x~y
zZ~bmfpZ@aTL35a^Y{(0OBPSL8&Z9L!{Fkyn9|@R*_I3fLhDbLL#J#<qbc&0ln=_wm
zaVCBamQj#8I0y3bkSwpFk%De5>L&ME<*vLSot-Ri`LVKJ`I$qv-`T`=K7RfbWrJSr
z0Kax`6I=KCK{>5DU^1PlSHDaoq>*qWZL0e*6X|ODBnQIof}tRSZrCTCJBe+0{qQ?&
zifn5<dHP{}7`=rn|I7{AZv5#ZrI|~0b*=DKd&yNM^CyT-L1j&$d;Kw);&Q2Fz&qpF
z%{a>(cZ1jn4Oa&rL{;n0*ZubRcpj>EDIY4~;XTBwQ|-K$-fVxcAx>}?(-)ga(#1uO
zxR1xh`2zA<+i>jK$_nGqH_Ng<KZsmgMdIY%Wi{b2T(plEsi~~~2%=@{5rw9AbQe`e
z@?Hh&H~|>d(i_Kv%KM*|Clf*MxwW)sG?iWFT5!^HuAIvQL_~dOlNA4OP=7r^?=6&0
zP0I(fZ4-yNB&7W9RLLC}tZCtl)r>X@!S7J!S95V3bU>5K_G9lvru&49{zE4yLks)i
z{<_;)uhHU{+;V|NylNnC2tLstXrK83xOEfqTkhgHjRdveO=LQyywaeiDdbV;jBkBH
zBVgV$E#w)9%gCnp_&N^Vs>L(2F@%h3Bq9cfJZDvpd3Bwd$=8YqSN_PKogFhuf4&({
zj?v-l#sYc^+W7=lR1FDnYfK@Je^oz$!kc6qW$J&VOr%j?BvU5uOD2xCpfDk!u&_}K
zxHrWo2u6l|8tVq=2A^^BW~ax<IQ<~X!iu>18&Nm>c!`U>3ml=PuW#zLW<O(JQnRCZ
zcb2%l8QiNLC6U}~v)W@~`r2EiIzOaVMppfS8xaz6w1J~L&KrN_>k7xNuAY-4ALXV7
zO&`0Qi<$lUmMnAQC}vsO`yl{vbH&odB0jtOx$RQM_PRB}mk?anPPn>nN>i>*k@7z@
zon=^CP206ANU`8fa4Ar%6qn%8;ts{#g1bAxLrd`%ZGqzM?oiy_-QDHe_jA184}JvL
zv)M;x!pwE8buNZB!EZGDT3lI`P3VpI_<es>JBK@Pg6~uY@#aJ=jqbEYT&SNm1WK*$
zdj(RT%kRVPID$C$DDs-dXCaBt=Z!`$vjT5ek)Afxet@mL1`i+aJ?e%hqZ7hGd(NrT
z?OVm~d2zu_T>L*C&jl)k$M#maZ!l(Kh~6kKyqcVv&fa%I2m01Xcb$0CJGP7;dU@`?
z`s1OMO-^91nLj#87=u{Vrc!+%TJ$}`uWF_IbyGDXPokKVq#l)-x}4bZ=${;&?HH%G
ze^4v_mGTBq-gkU7iw%2jXO+>$WFM%GvPqW3gcI-i*BAxl8}my_d%q7FA2Jn)w1{Ew
zyv8i$U0Bt_^xj@2aXuR7L2Pid`U|^rvqG>+(mG@hpKVth0sYovDzStnwVZ#lhqX4^
zQ=0x$zoo6l>Xj`}Qq_dN!lpO~)*YJ~bk4EgF_DxbcPdQS-KFhGeHIRPnGjOU0N<c;
z+>Lw+J_!*-Q)`}@T5Y^tCmC#v3$4@!fJv{jK-7nR4H!PAxxNZ6VpJMk_>{F$p|K$9
zqKHe0-?-is%{1ji@oeTK1GQBmQ-xrX(hKV!$%OGykP7DH=cdxaAD-rM^0*rzzp0Bn
zw0;va%tn^w#*<QmQ;8WC|8)iyq2e)5ohF=?XXlWHHCoL-|G7asmDS+GVZz4(*f<lS
zL3BrY*dI)0sQ7DMG287Yh(hco8d4d9Z>i;k+f|V4T{u{Rqvm+iiZzis-)Q{{DB~-Q
zKI`=<hWPCrOcp`>(my|zf7yV)5l+12C%HG#Kyf3~U>~7<zO9Ha()QnUYO15kK`0!L
z<a)Mb=^8L3l$ebiS`hi$)A3vEF;#J26ztQbaa&M~7RIm533(Cxi)HW|kN8nRC*oDD
zx7GCX>};}n<P<SKSObASCrus~SjD%W{$RC!=MLPZtmvrV9wyq)9}A3Q(Ol2j6nj+G
z4YeMp55JowIyA45U-c>)CwZjeuO?!SkNn20nUxcRRoJ<RWwqj>cgvggs&z9FAT(<Z
z_C_jcqB~Fh=nR|0fyyz9evSEF52_|u&#6%$+BY6zebJ}VSR9(Ein=x~+S`kevEV#f
z?=+SZPBO9v!plfYnG>uBThoILCI*ygHQNp7+b)$D<S;nE6FmD4G?>gKo0PR*B4Sx_
ziii)RWH8-)-Ma`3&%fcRf|p|qn_q@jRLk}>UTdIVwhLg}9iDFh8>kxKza?<5qX-#7
z&Z|{FZ2AnN^7c)IFzz}rs8U$=*J6x$0TXLWT<$u}0Q_<wdJZZELzYbTNtA@WrvaC2
zt<Fq-)Z+``GqD!9;4fOhg>6B)sB80)eg%=0x!JKvgq4q6U1xl0|883wm#hu?QvecO
z=1zY4A{|XZKIwr;ocCeY<*kn2XA!GEZ<+-fsPCVI-<=y}{F8b~3EYyNh||dxVX(I;
z^5i1=W}BLRgX5+@+|7J&Vl1I)LFOTC5v+(wYc!J}Xo@!_W@r}S03r3c_91n#Ur#vz
z(V5(}NNgtdjrFe}+2pxOn3f4OVz8Q;^dBS34E_yLQHN7vGMd9dUAGJvGou?5%%|-&
z-n`DWSWK=$V!o!c0+2Vtths&!z8~NI^H-diTivP&N4E^bDA`<3kar{+n?pf1--Tw5
zkgm`fPNaM&^5J-Qf_`lUsL_eQv3VwUYicoIK&x&p)|faID$D1wl_o%heH{I^lFOF!
zZwAH5=dLlGP#M<zu;OHR;1RfNvzyXmHtK6Bpn>!MZS!B-IJI1q1;~*pg--3W%k!9T
zHG8J&!IWPo|5KsJX4^6DzJqRRFpZAMM{<qaQjJIXE*VM73Dch_e!Nw%Gz%;U6#~-V
zr(ADuN6;UiGZFf`on|9Fh-P~TqB71yVHn;kvm`FzEkA<scP@blIJk^G=ehl+$$5)}
z>Rpr<w?0LkPDqTVGj_as=sF30iQ-AfF!|w;PvQ6)lshqF@&dNAKsjEE=z1n4tUvcH
z02@r^xC+SsPnfr?2On4vTYCty^S>hcBV*^@+_Y5*lW%Wjuzx?95xZNcJ~sdw&Niri
z&8p$qO!$xBGyqlUkUmR^TaS<Ga$eSxI@X0$vF#e(-^;wR(i?sq%gfGJb@tGNiYUyR
z90WN|%C3?MZLx)xySb1e@TF0_NE-BaN22{^eLps)9>k^iKr{YtPzx}4&{N287o%mk
z%-nUNtYiL>VI8{{4`3m{yyiH;B%66F1*7?^^(>3(B)he{$<Ud~XcP{$>Ge8!maPZa
zKG+d_Q%VH~*qf~FMLTcU{Q|aqDX2=-Vli7}+bC*LmB0RxSYbyl`i0YTxl?q`wrSYC
z_aT?u#U;sjDF2njeezkajc0OGR5wM^^+zHG7Qw_=`_j#<DybO#=Z{4;CFBl8;)SQZ
z&R_kZqeg=?w;QoQhc<Wj&ZK^t0{8OKQH~U${*y9@(79|KkSz+%Nbu>7bZ#zv*eV0S
zS;)tDMjK}1+?v^SUqcT#KQBO^3@Tr%f{-I11XfSV;d@Vl9K~?&iKhu-+ZPEadv?V0
zo)<7T%*xw$q@E`5|NG{t8}Q>5J)~$hGR59n&FYp_hRz1%p<5H1(KRnt4c&pUD-7{R
ztUaq-`#QaVe&l%howy5X(o%>}e8kdCWSnwIK!8PHiJgkibqG&GnkW5?N%gc6;S5-z
z{rt)6qW3QtYi@e*@ywVz@zB$f*Pm>z$MD(m?$ExdwebTJ-bpOTw6+~3hi{V^&JJ57
zf??|cu*~%7VX6#kbI@I${tNpx_O{|em2=WxuZz6e)MN+-_b*8C0}IN(8(|T<&n*0i
zv&Khhzp#l9+wP;Eb}GwEHQ(S=e&(B`>YE^`ltwmsq+IFo&Q3Jw1?9Noh<E5YUPcL<
zza+Z03U{3^q5LO`$>Vm@5@=?o7AKo?<xPs9gRF=fYtX6Q1PhuaKl!ltU|yRv`_Jzm
z%(}csVP4sdPB976K8bklv;;k6NGFSzP7G&R><wkzR19YIru?rfPWE|fs{4$J#b6?$
zB}aQAWv>40LGdP@>z8gP*Du01X}S|@4XjcW@}1`^RU7IC#M5#hNz=HLv;8gI4@(&#
zUAoO@`<2f`D=U^w_niQwMn^y&!?kU`KkJ>7eKuS$A!4hS^V8NUU3Y5IJoR`hB6nRX
zOtWUOGh9J|_cYOth00n-u%+>bjl+qm5s0^-_BnT?q4}olu~*=~CVHL-FkzQ)zZnf5
za`XO*q!X|sEn#VyB;SA`5-$R<K0!NLysSFi*kmxxSUpRlJ@M^E`UAhePoXU5GZDNC
zS`6{R@`o-|LC6)RZ#Q;p4$u9mjzpUjo}*9cH!TeN6{U{a(S8dV`sZ=lPI1Y5pPCa^
z{vQ<Tel!4ry7fZb3#aJqk7qdBj8}9j9(X}-jO{WR{;sO^vZuPc+z&2v*X<qcZ~S)p
zfLF(xs!%el`?)ttu~xja<SiAB*4jT7O?K09yG0>El=PAY$-FGzr*hZ+vL2hPHlO&$
z11aHcG8wT;fQX==Z})Scqs-ME>*X_o?jV$!`ZvMUdb7dzWJw#73W5WIs&~>Gk!SOY
zHyjO>d*)b;V~U+7XRyAXci07`D?rM9JXV=M@-YlEq@b+t@|jSo&3Emg&*MNyO|Sm7
zk>M+!X@5x#_HRN4xNWA4_?&@y-76<yFN&mNWYU}JS{i!Mp(@fYRXD4S^QcW4-{3Sg
z<PKGvDT}Ss^Teq~3M5|+CW+M3gMkp%4deaGNFOb2EyG`f#M1<cv-&!*pYc6;O%Gm2
zEYqJL-N_cpmH|g*1r4#oe3srHkv?QxG%q$b47hhR|C~7_m@`DurMVmYt&ZL)$}-cR
zIw-qx=zj3@P&sKqf=UTt)UpXnTpz-foSz8DR+14~p9D@b7ew;42imXiupRVHg)4Gf
zVf%$Vlu+DPBbM@fn|`<58$!;P6AlKCR23G0|7IdBe$`(@m2hxxwdT~<wB^qf75gjw
zuVAMte!&4waJoN<@V{*u*Ph<|CO1;Mi5#rQ1-C9Y5_I*zzdpT=BOMQwH*p`2eARR#
z1K;;iyiRL1-OOukO|F;zmhcbZ)iix>&>^O)mn(YEHB>|wjxBeZ(a)Jd0a{_(p$Xk}
zxZ++kmy>7=UT`R+8OusmN5*MO`gHYH4ZtOjnooR`f_*9mVaRj}w3!V=<wwTA_;h<g
z;->?ibv(AO2LK!V$so!*$TbTq0%mBCWXpo=2&Ls7S(kh&d_0PW%Ju+Ob|gzo;lXaf
z=nQ{(DCKw^=+4jtAE=X<b+dt&*~(@z6^h)?tkgDe2hL_54S0rU)V$i#wCnWVMsVQ+
zhDE{*{SM${*o1=H{y00>kNf=4YeI=g#~`=1UA=j>krOdo47pLpPkNVTcZ6L~Es7L{
zvDgC=?*m3kt9kVY7|9+ON#L4gIE4}UCMjKX0T@P82P6RlEhK&9mKoj0I{j~$Rj@4|
z7MS1CRmNnj-R6+pMVAkgCyzzsEMehYD&K40Sl_6Pc5y0;F{;Chlv7Vv1Y`Y&clap%
z4&ZS@AxxiO)n<K(ITra}8=vXkH~Uij)w#*q33QcD3>IM$T|RoKt9GU6;c{kcA09zt
zqgW0nC3Q1?VRl}Flrcy_@5mDP5M}uN^m8_5jXbQk1j*8CUZrT-<@64scwEia-qL%#
zFVKF@eQO3BS!#(4Jb9^gKXmnEJ4MS6b^fVIcc=k`<h2iVB3bV2ujev_C^<-Jpsu#8
zb481KOdaoZ7|kuxrY(Hk@{){?hsY${ClKz6n+?L(@>Cs8_6+O7<sMu^8$jZUd2QO3
zp?b}}tBl(;#a~|wv?$Clse^HOiSP~KJ0p2KHZ#76_{m8s;ZuRb;c*dVtc7?v$L3V@
zi-f};Owc6tgwh++5E+CqS8APMfcKWzi4N+?4_0u$mio1PhjCMYPvpphmUGGNad4sI
z%0-ZnXdKZ@-)Ao?NvF^9zKz(Ohj&k?HgG8RH++&A*1#{AkOs4$&1L%p*O;M{$_ii}
z@j1Wq&nEZL(~2FU)$096Ec}M~!w_?O-K5}8%=3W0aW%q<xyOlhl@G2}(u9FnI!sKb
zU;JJVd(~Agw9Snf{uFT``WYVujQR93wr}0lhwotG2}<*+==XK@MARQ<ZsSvQyVKDn
z%bH|1Q9%l>z}P}QEj|s+5dsjhN;(E``7L}8#@bhe&5LV&=Ys$RRZCYpa>VpnE^eh}
zA64!HOB+S(v4b%&v*ZHFo{|B~BGQ>dE`I_b0Iuc2IU`AYl$3+AsIO!8TA2$@)onS1
z2?Vlf6vI!pwvxXlz=A(2PM^&iNz!S|BpQC3Mfp`6BBNS(sw__>Q`hHh43qYwpMbEY
zzz0((a)2}m-d6n3fVTp1qpopx&u0@ianIWi`R4c1{<qNE$Y`~1LW&EJFSK%_`e!%Z
zt1lBspI}ePd27`!!s9DryCOk%L4Hetb*#Z!y<e_Pq}!awyk&eheAV<?UK_<h9=WaW
zcLy;)@oU{gNVMmkD7(@S5NHT`u=)^+w)(=n*A%l#8hTbek-spVIl5uv#z_Y~aufX6
z2;J1xMY#^D)YqA513^^%58WYXG*y8@A=QXxvuaAQuEGkZ_^0K(wIQC{-G+)9{)?Jw
zfp>eMT3aVUb}HD}&axa#RHQuocWo&n%dD|-edd=BtbG{Aa*g>x#rlnvOpORD+et>^
z0nB2wZx)MwY!q(_&YphY7#g~yTMium;`38AWQ&|c0Q&wzFB)Tgo!nvDIO~z2Rnk3V
zu*12AUjUdpVMDaZ;|nM)KEjEc35L)wtgKaB)t!(rp18Kc_HyD~8|I#8cE#=G-z12K
zMY9V#OPG-yH@fuM8J9+Htf!X;dQS}~)|YSD>ttqw@oW(i>v;5UzEAPGG5=MIefB<~
zVVXoiYw&K9YU^xXCkgk+71eK4{lanM1<Lle40@dIAvC_tV63~*W!LRGbhamLp*xP5
zZ04QtXCmf_6;42E`Ga^3S?gVFyw|4+d;AtHKodl@l{RnWZce<t+%N88;V!`+Ud~-k
z)XDaHZF!XvKz{0h!_pO}qH(=E{?pS}S^sJ0U4x2pEn98`*j*db*X`!i38D*Rgb4({
zrQ%|WTEdLtxbdOSMvfDajmSm!lkIBO6iZ_b*6bKe0+f7DH$oz6`7{JB?)DYv?;fI<
z&WyaMH17Fw0OY~}@CM!cflAyjxewqu$2;tP6*QyjJ8&=mh5er@&>^<Y`&Wb^;fQtW
zl8+oKO%R|PyBMz%dqaV@df-+PUWUDv7L5~Km(q{0Qx9z5^X$z#LPt8`V4+pUO`2v6
zE5o;9`Dy{3dah|0MYB->M)rP)!ZJ*4sWq%IwjIvy6%L#oBSoN*9`lc8mnQkhf*~4T
z!I$$0e@Ncin`dVHLO|w^<8DWdkgr0~g{yxJh8zyF_BP&}mzM;SQXh3`rKv>cmFCje
ziICR4oBL<9yX8{%&U2RdxVs8vkL%0qel?1|G4ltIqiCjDfY;>4!{Ep0mc&4tr#D#U
zc<-77>Jgkv&1o8v2yr)Sxl3Mk!s#}aiN;ya0fe53*x<b3aRT(`z~8ReXW`RIf>n4C
zs$A<26igI~kqQK_qgb|%#rVB&`ZQc2z+wHBHSDAT?p^905(S_e#mJAFa~FJ!S<7yc
z9=hwk>mg#=Tp+(WRA6dfl${GdKIlf6EpAo~Sd;$lXs;_X!A&%yz_7Brv+0>v!Cbb1
zLUG%Va7$D9W@5y~cGcovN#_<+;)ZIAvU|P}k?7g`<8kw7G>Gj}R;QT?2!EDCq!57K
zqkRSY$h*#7N#kr6wM1W0T#DYX6BaFd5{j<~M}`QQtgRdJGdP!F8~dqQgxt=Fw(YEq
z-nq!#AEN6XN)nB$PJn#xmTY~RnL!JLm#|hCdIq$qU69jm<^qd&%Dy7PW_Sb>ODGH6
zP+Q)fYC=p@^GLs*bQL6vODd>}W_`Lm4BP!zu?Fb_Jjxrv*Z{*gCL2@;|6{VN$>DKo
zX3twG=sYv`VQ`KNb~Pc8?Oi6M@$x-7i^4#xBR9~YoD+k@Ee?g<Usor@qn~nBXMJ=^
zSMIATE^Cb#I?4>f7y2!=tP}4Y_B}>}4?bK(+&IGP;{#MU$u*9RCEG^BC9rUEilF1y
zfLC1_DXh35^p?$w+cvm^q^Xtx+jj^`O+yBpjuSRNdXznai}!rr=5+qi9lSde&SnVx
zNP0K@m>y;%YftItY2Q;LKOIUzk!fF+1unq1?)sg$(W(4;caui^a{^9fi(*?JeyzjR
z1$prV(#!>ig#mT80X6@u;ZVOE`U5|~85&L6SQgUBk)qg&2mv^eXwRXPsPxH!BBwFg
zu4%zH56c;zOYJ4`in<v9NEm~{?BTu5DSE5MOA?JmwS20r+9ev(YvykF!ep!6P$a<P
zU^Km^7JX0kT61|4F}ju>?AA+QeEdyK0*-FTUBY=@yVTh{C(+W@<YSx3NCQkE^)Fmr
z5A&;`AcbVFHiu4uLX5A0phjb$-1cs%KWvIqn~1=d@QlLMCJ;iKV^2B}^9Pu8<UiIM
zUqaeOL_;=E=#pD@s05**a#*O15bLds>4BG9w!W1SYJZ+aA1PQGV)BLT$L#)X;~u0r
zqM9?-^_@_jVsS^7WuS=R`xf2Ra64{g`E7<pJHqSva1Sk4el*46*5Jkym^jmB`9tT4
zRXF|Y4E<>>Z$`q-)~Md*S^=ITOnZ0h4vK>6XG+n}F{qWXzl|pqZyY7rl<KM{fvUsB
zTyiDL>oGt#-CPWwCX?$flhnk1k@x5H{X}t*jwunI$AzFlz$+Id*b*BWRs2f4f!Aih
zs2>9eAaO9%=Y`U0XkF=`rhoN7bf38np0u=UdC+*h{hSzNiKDee(>d=vN7TXxx>-K3
zo<{l&?H`#N2soYk`@zRq7<oY--56T7s>OdXC~)Ey8g9!HXaZOmAU$}7!-1v}aE!^z
zvAjwS=#yTTKhg3Vu!@`u`)Mzu*E5kXvinZTnY0QBSrtp@YbjYvOlPxuW2$}HXTGLF
zO^_6%R3(3GK{1SwpWk@DC3j)FbpZ+Cyh#;P_H60aP@Zp*;W_!gyb2q>!xp{pdYB5f
z{2PU4Gc9i_<j&S+n74D<9-w2lnn%KTidR;e_0K_X;r|tC&$?;2z$;{M%MEhh{<H?y
zJ;2fosrUa)<CP4d7W$**%|+Phuh7=a!_OrI_Y>ziE@vOlF3t%@Awe%A%$8DzacMen
z9OfY``d8xqj7jgm(kkYf?AF_<V7HJZn{J)LURnUm<@WtV_x)zHP>=D)N5>B-fH|Wd
z2UfCWG@hz6*eu>)y$zpR5i&a!kOm551M@mW6H!91l3YRc=LGA7wT7U2fp4zlOKpLq
zcXi(<JNP!AX(d|odHnCULF<H7hR-gUp%)Av-S55)>dEaWHV&H_4sUA}WsD&%1%u1(
zlVC*mYo4@FPgGVn>T4$t4g{*@kMexFL+!s4cs^~7%Dc-<j@p&X@;B;iRL6B=lDhIH
z#PX5a89fQC?Jf^v7v2c9jbaW{8Z9`O$AqZElEkssZF96`>wd<3Hqe{e#WK>GMjp0U
z|Kfu!NH&E0a@<h#OI$iM+dI<@)O?7v-fG=WcArPTJxWvUylZ_#=C#G5`&0z;1p76>
zcOy*YdkJh}|Cr2ba)iHBxL?@tL(=v|-cj3BZ-`^9jsrb_uq*>W!mepP?NV0~Md-wC
zAuX6~U=KeQt<iGk#po1n4ZE#=()!m9Boum@%<uLT@}RPNE`f(Usw>@^?#-gjf1dkk
z&W0D4?JF^*-(NBvmmJ%C1YGlVi7-BI9PFnr><teKhC>nP=sM1%0GXX<h5k@pY=!dL
zaDd7PG|R7COYq@S<#g-8i0PoVH{!v{LCmqyuom#SFK+P^8}e%;%|Pep=;z8Bna49R
zetKU=5bL!u`rcaiqN;k1#7V532XLC#H^`n7n8a&T$TJ!4S<rgnK9fc+T7JP2-}xok
zF>Q4CY$^U&{woW@+S*e^As!8iowzk|oOtf5Lgp#=Gv{%^bnM!Hy5YEdnvj`&uDZKk
zO<<Q#lh`yE==sf7YP|*V`u~=KZRv7AL*Nerc!~i1dj08U#bT&K+Q?$6<{<fF4NZ2B
zi-=_=F1HUq0uDBX&P}-m>Ag{RrN>1A>+a$(K9wz5`Q1fUeqmv6gsc=pFq(&hbB*2O
z>_RGp%HpbDPHt~2Hb33&ookZuQ<P}jyAS0<yDs>?lde}p0A&F!?4f<7|8mZb`%UnO
zy*uieL>&0dPdNs3g^9dOk6zXvk9CCS4-r5KglgZ$dX+t0h$gGbo40_~Kzc8IB~xxh
zY^&e-{hT+}cZVg}yhz9}<xM62dx#4eOCZ8*GvyDXs!@_a!Pf*|$S8vlum3S?pVU@v
zwrig_E35xoT)}ck`kL2aTm1%&79<x&;7^`$*V@!V4%<?vA6d}X2_y`eChF|l*-({g
zp}Q8!ehdo`?_f!ILldgvvJ<u1UD?6=jVs90r>j7&k{tWza%#|baHCQI3+zyv;$vFT
zkpX~2`fSQuP^v3Er*F&mlOI;$i%fMqzgM0y=io1{*O&UYzV&Z|VP+@r3`^cv#?1|<
z??+s`y>U=$j>Oh(9+cAJ!Y7F-vPyE1hH=v^66}|9n3-6YM8-;jm3~`fJ$8BG9SOg)
z;`#MBPQ#$=cKB)Y^Iy49gY6Fd{KBHJPb#%o#qfuP__$VALe!Q8SZavGZ@HJ`u^F>B
zjTok0{CyJ@O4mD{c*nvBRv~NI)qm82+K!mNJ#NF4k`g<~{3>(e>OFZXYEPuqeQ<DZ
z^GZrWdw+8j-7H+~2aTg~^gZ2SSp!2{_9AY-)O-VD9QVImA)vy48Xfm9xT8z<j&w?$
zq)$)M-wwu#O>Zytjm=YLA#%TO#0nNH#)#C08ZH!~q5260QWs;K-+;v(aRKUbTsd&Z
zD*i4j*HdUNnUkMz2#GD<W-=ozh{ht>TZRvh9AfVP7ZwHnwgyk0@tPB9Ngo{JD*oHl
zv383`XBn-g*Y(mP*-Uh}{iJ?U$KN<D1uRrHggjd_x|`veG!IFTF|r8Y#b4k>7UB&~
zgS<EPAI213VRvFw-0zOIOYpkd8zQg4)L9Qj_?&Y1ToY+6a1$dR9FV-uD>GM?hUB|6
zZoI@bb#G$*nj|VM+BPRl>2Ma7Q`OIi2T#`;f_3M`B!F?rCi$V?{0OOMUdN;)3VhG=
z%`-Pp9VIk*yoVh3Eg6<IvzSW=1Fc5lY$BB8r_5}kN|13q$-~2ac5UU4IlP6HZjxV@
z6<+8Uach;ac0_Y>8m&kz{Y>o=JfzX?)so>7;aq{Nay=O*=d%mnPA&$L2jvA8JTvoR
zh+3$H?`OXx%dug^4K0<tS=zZ-XQGc%rQl4l<W^T(rL$q|(Uu)c9O+f@76|{qQdT)o
z1)-b0_^{To!R0qRH7y1;3bg178yQjld**1x*y85$YGu=P5u%CN$D4xicF?W7lbsYL
z9>wxk5~q_o6B$dXxi5XCm7aNw<Mgy8^Qy_;V4*IcW~gm7jMUJY;WKP)ds?JCY7+Y;
z6doyi787q0pLYgjn&|Ua&i&Rps7&*+6G^|RvnOm}Q+57_|1PKa&n^Q&dy;*q;cE&s
z@S&2j0o)t)Nl6l{Q^?G&0FBw{o_<%czTuoA1#9L~-|qb)xU>@_mec9*O#%5SBYuS9
z{Ojc^+FGYcZI658$7t+6_Aiv;r0K6R!oevP<Vs~Tp*q%l4W|+wUkx!7Wre-Yx`}#{
z)=R!V1Ks{~VPeSz_pDoF+n3u|^PlUd6wXg3n)H3KmvGacDvsw(DbJ2{1E3n{;32=s
zN7ULQv9TNPlya5(1rjjX(5~T9Gcyz0ib%g*F^FL}$8<zg=E_Bej5su#;yR1_nacW@
zmeO^<5lA-@8<!+Zo)U2};_DIUJB<uR2eK12Jgg3{OdQdk%EdO|BYO`fqI}zR^G0>W
zKl+L4mV1fozi`F=D1X>!_^Bf2P!9NfxaAy{t^F-zKCqnnzHS7q5dPq7he8nRb6|4l
z22>Qj(5_v|sp=?AW*d%0{Ya{7mF*oGaPe74F#->heC0XzG_F9LTfgW8Yw_u1jchl3
zh4ove=r}7z?bs~Ud|H*PHJOoB(sM+Mk-9mGV5r9I=yXg!-Y&zsNoF(NYvb!ASfSmv
z(HCz9IdoUC{G4QzN0a+L@9p56zHM9{#@4e9YrK$)vp*luFRHsMg!OmVsYOWzsM0aY
zOfaUk@eKkPMM23#y8%i9*toY0Yubi7#*Vn>uX#9tD+>rc&H&>pbLf=TOeZe30uI7L
zWb(^Q{y`aMb;uGDW)yq(2s!T4A+|M*m<yr1j0doedi-8$CROMQSDw>_caPo&W~c=`
z539J0FO)g_hO^P%&eIG^b@{Ybr!nBZa>=RcQF|`-kwc*|TMbu2=E%+%O%#1Jcpv<4
zj%eE=%B;D0v|BrfyGBg#U_>7&#I^oU@+vgvOuGD4;p3<0+hAh<$1J4{I0UJl_&!IU
zyQL7nn#hi!8%rPtBD|A%)|<>U0i<RdHPvx9BPgfW+`?fj^V(=<uHnpGg0hEwtR~GF
zK8itmZtmw2Yyv3pW5uP-2;i8C?Qfk?iy;~@6nXTZZ}<F_2+GF*P&bWb{&T1n>1M~H
z{K{5EEy~Ik4tT$edGM`}EtjpBfdC3Wa13YWj9jDJG%*P$jb|KH9PFh;zOa2WW0Ekv
zidh&R#Xh$H!fignV#1|v2qpy*cV^R-2fSWtqE&KP4-d9umO(hTpAmL<-b*r&>gjp(
zsP~vYpj8lL7FT0sgx0mq58!Bi(V7ow3{A#442ZA=V_CC_x!AMG6n!W=62(2rMqH&|
z<MF#(knH&LXdR8|)b`5VhJN(08cW*632VdpHK69$w`R?Caq8)c9e(GEL*tcCLF*$6
zjbgEEu&p8Z<fp66{mESY{poOq)$Q@zD|+??vO;4tcDgQX++Z*l_pU6|Fv9i*;J-_4
zc{7%xZY=N{2Efq$K2qu1?1U)9%FnKrXuxW|g6}O|Jx&Q-`bx)thzEnH6yyOrr#riu
z>AUQ73@OV1A#R^hWSnpKHRMerUM~R-n9*Jx6i1IoV?F<nPMT)P!EeD1&u;n~yk<kg
zjkgXegn~0GnBZWta+9@Jri2<BNt|H^Yavsuc_v@{6(z1NMDhXkq9S^rL|bP~<(zz}
zvwd9@V$Pe@k?)~fTj_R0c-!Hx2vItkiptlwYTlPB({Km-F1bwwO2`rKN9DJ-yt^uI
z58L}iiG5af<w4Sj!Ow4`#)esS@hvN+5${BB1_}IR>!5G1dokvIMzlPHZ=irGp2Y1o
z=t~1sXzgC<`3izn?>(st;K*V?jl{2M8fho3ynUPZg9q!YXY&ew(}c<OUm4`94>KLf
zF~;)kR}V;1u$;fi=OKjI_ukZ#|40rPLdB>zjTTbO56g~01cEC_&r&J4wsbyZ88a9r
z-gQ*7;*sQ{Ku<CYZ1?*IO><eU>-?%IQtl-^f1Qns$KPTpSQMZ9K^Y4<TKcucOuL5V
z>D`eVRk|fmQz<~>OCBFW#O>6>+NU<+cH%rbk9o{ppiRjHmUwOdyoPD0iE`Fp&z_+L
zhgTfN+{o>QlpFrI>|C$4?m^kU4|lFaow0EpvzQ)TxF4&?1{_YkVyU`UsHb~+CSs3n
ziqdCVEy_G<boKW`4CHe3zEi6hqHEVf0kp$|)>=+2=E6M~|B$^zxO4|l3f%HVo_g84
z)7vapS2?-e30-Z%Z2(v*O>5&fAE1UE4a$oE*@f>Phbi$ePPby^kF9;tpWyfLr$7tC
z0i!>i8Hr-B=BXPlT?B@oexpjBJlT1xoKw^}!ZX(^T*$g@_@xew-fil>v+|k5Kl~2u
znY|pWZ+Q}Kn791|!0p?1Pjygp(XXW@MeIYo{+0QC^_E|8ppL(KetiVyD1ed9d+Kod
zo-B;q=j3Fd6RvYz9K+_+>mD=l4svUxfo*Y+P%*YpwUG6u>+Ri7E1kxDIqqB+_wFtk
z&5(xA$(aHu88F+K)c0?5t_@Zw`gtP|-VIS~4w(iV?oxGM69&iWm9&+*&+Sm_9*kN)
zmM5i2A+N(ts-HdT5ubSnqanE(hD&I`lO<3kS5>nCXpNp|Ncu#gH~^X>U+QqOEU*Q+
zxAzA7vX@14l0Gw%mff4M6+?10lTR|J^*GAYrjcl>pC+zaM<K4R!0&yXhCD5qwcU2y
zK?f;zW3Y{4<r3?THmX{%G$*}W>%Ipw>glqVS8|H|q6;Sn2zhow9fI@k*-!plD-hus
zM!oXJ?)XWkB|M9~<-}!tQK++|RjfYQZSbAlEF3c%>5g4{k*8_y+g@7DbGx7AK>$dB
zXlep{)Kq=Zi~V|cS9%-X;0a_1_pM$mZ0QP)wWGYYJDh9k%i<m+t0;9Nf1)@dJJ;oO
z&XZ^PDc-Ui#J3sI`x9cz;7rJQ!Jre^zEi7pagnF~Kw&(f1d$Nhf+-o0LX*eTRYARj
zgBt>TCTjMIRTt%=q?k5MoFCr-Yt(VMZ$>5{BP}@p%w$EPZMMMohQrL`RdyH><>U+j
zskvLQgk@-PYhKyG=p16sy+_usQVrOc?HETJ!OjT*$zqbaR!nVcL_6k%7ds3uxzi9N
zzb~qWwlg~BUS=4b!gq=6<-98*Q1k@9<NK5Ylz5UqwxKCMRq@L~^QNc@t-#!i?LlL<
zS_kX@nio0po1aq^*avLX!iVxL6I>my+VSLwH)HY{nm=t!&2)a^=AG;EsBQ%2oOVu3
z8lFAm2o~GowK4V6ddTDIid_Q1y0@@2l%pLE$*?dW)q0W!miw8An!S67mrVI{f?*5>
z>!-@Z(<7k|M555PW%{^Rkf$pIZ_dE2Lcf+MMw%e(D><Ez`vsFu?`EzRhuznW7!3_3
zldm9E7nKu5EU`B5SX&pHD1`4vC-MDy?C(2#kSyPVuZ7xv7<ExRaXsHE)Jefi%pc3+
ziT$IQ*{^zCdCoeUj^*z+3Yt-pKQ_hW3Z2p%iH6h&$pGPZbLz}11h#^v9u{)!{7AEF
zk9stBh*KU92c)+~ek1f-s{g6#jnV&eFg{aYlaWQAZS-#3UmeUgd%H*Z<z;8TK_mDe
zqNPRDWz2DSc*t(rhxHR;?~#hcr*}7)!Wr{oe=GNs7ki-=P(ilRBVGXtd2~O&`^!CZ
zSDDYB+kY^su5N6+%~E>j?(V)_Z)J6edz0HYI0!wDk2m4HQ+_{Lhn*B9+U&yE#KOYD
zo}a|Vy7CEPHJ#TW)&HB;ogH;oz?bW7iBPL(U)+#~NxLInIkd;fMQLhHN(vDPX@PWC
zq@=&2h)-A`70JRzm_CgU@k>UN6JqQli#dH)kJjm3oQoYiQq{{$-vAytK}Z=f`AZ=e
zvwxLtZ!wD_Uv_l|BP|ap^U>pCYY2EGh(fW5V#{z?A_2kR6$}1DM+OHiyM3L~d~&_w
zUkoq&eK4a`I%8RxNc0#d>E?}b!U*|Ki$Q%){4g{+q?ES;Iw%e*%E3+i_?2zm+S*ZS
z)u_!^o4ZNDb<W;u=^P(m1DxCc0!=4z<DEv4ZqIz1jf6a2F}?6UX^lXeUaH2PezQs>
zm!hpJc<}@H>+8u^YD5R4K^EV=|LD!<9BxVmd;e3^4{`l{9K!7@BPDb$Fm9I`z?hZ6
za~Os$vUg&>pZ$l9Oy47{pIg&&i@p%!w_XH@5Z&dyfGhU&(wu8P`*iyX>9zPn&ZWD2
z+FZa(YUq0*uhcv5LD9{B9i2*-d07~dFHP?n(+|%-bMvL0vd>CbDnRicyxXlj{ORiy
zU&wm{g(y+Rt6ZnS!A3I-WTDa{H4WTZ?MU5l%eUH`+>|LVWYNIcm4Qss9BSC90+M8T
zkE|mE{t3IW2znSy2re>VKYR$uX^RHAtr_+4j0frp0EbhRK54yTqqILI-#W`Nz3ZQr
zJgyF-Hz91qK1nWzf)_$L6d9QCQ+8U?C;83!s4aVHVm7;(_vqYT<7?_Os^85N>P+)I
zs;NXM*Qm&7f0W=t?w=-9RS6C(nMOMAzuE#iqzTBC17n?^gNSD;ft)MyU$Me%-|KwL
z1Fsw@xhb`Ck!C-m19@AfoPwm%k%d@{xJGU&!f#4wX+F|p7?|OS+itVJqc*Yd<I{Jo
zHX6zmz3&r1rMpMP_!p=fU*y8Fwo||q9Ve5FF@iBUHM8++-B>POn<m*_Shg3Uj5+>;
zX|r&0mtjgM-V|e>35XVt`8kDDj*5668G^)riH+hYzWfm^W4P+9qDtDNrxncuH65gP
zb54$5xxwCi8Khp(>cPZMC@U`$c^}2Px#O;mdWk~>gmT(5>Ew1Er!ooJe$p7vD^rM>
zh$M-|uWUV~HEHy=M)cAmo<?-?)nN-z%orA=I{v#=mjiw<n`CrUP!Dd=SpQ%D*Nw`A
zq?6-KePSwco|;~S(Y@MdkKR_Z!NpARJ4SIZlY$;QMB`)5TR!x5GC@-LX(#p1DSsgv
z|HcgHxyuOaTc*W;&3@gRoTDPDDf1aw)%>_Tm7LbWQ3`-jTVsI(mZ>Ry%^k*%UY4+$
zn&Nh5`5B+OSTZ^OYd{+*<1Thu?3Q-e5%t~OTm=ceH~yMJ0$CEXHHQ`(ZdM@JdUMy_
z))e_5aUl>vCbpuQ+bZdDfj?L8`#bsh2LA$kUKO>_l4<H__(<SOg6U;TN~~?Y+4e)<
zqc!?v4aXr(vsvBG&X%)urN3%4h6~_Z+nDbB;D~VM0uD=D`0qrjKK&4*R>6>m?S<WX
zX7X10go=M`1??j4Il}XLVgJm7D2VO~_z@1HU@OZW(flcqbt=D_H~0Cs4W0(|HdDl8
zWpxeb(8VjRx_?X?W=2gaArmsP5>}2pVQ#Bs!h#Vv?Y7!B9NzFhrG(R=Aeui|ilwLw
zJsueT5LMMg`Y3*<|510i*t!ATZ83D^T7bxvH=-H+Fofv(K)lYMG%DR2=hWt-cbQ5s
z<a*{`bnk6YOfpKg*@oq3t_^$V2~;e+_{enk@p9_Mu2Bjz>Yt1=7roXo5YTx1gmq6;
z7X`ER+3(;ijJ_-N=KDV*Ye8RJYVnP>p9F8y<t1+a;Q6Gen5tmn6yl#k(!$*czjK_~
zamNRiGJ?~~c#5Jn@2&Z~^#pa*B4kLh&FQu~PmFOI^klm=tt9Df#RyZdN_)&YZ;Wxg
zmSs9?evWJKX;`s5W2tIH1rCR8o&K)GOByOdCLbskarfphUmObEIYZv{p(mE5AV{^v
z?Yn8L7*P6CB8}PnR+7Y4Ni8OjT#EbDGFMM+n#yoS==P`qrtF_fS<+RueC_gWRmqFE
zqTt7113~}wO{QFIdpbWK691-#QKtU1fD|%>RCm}q+g>Rj8_O5X@4(Jzav3?Cb3Exs
zcS!K(WZb=BsM;rFn$|Lsx6RS_NQySP!!`xvlT@pDythw8Fy-Fw*cOvvH!cb5N+jih
zVkW_ds4*B#rrWNk9_V1Vp7xU+-e~^xXx<$DiHT52m=h3)r?w#_MujBlK~mx>?Xi9i
zzDT1Zr5u4ca-rQ!42+gWnS=T08sF4QauMPE_0BD>4&YmR82=?W;d(rYijMBg9;aBs
zMpyBGxmIcLJw<hi;bx|v9r;`Nof-j@PGfh|B=wJeR#9h6*GKgIL#So&@NnHvrSXrX
zi%e}#gI_LfO8Y~^Ko0^wEQF%z(?s`Yl65UUctYmC+S!uic)oIQ%M`Y?xk+)qtM2{t
z`{M=oEeqoC$Jg{XW-GT6F3DwE<lCS#(d4|nm8H~Wo=^L6DuIDtNxAn&mtQB5b1M^G
zGqlfX1oXfC#L&hgtsN6NcW7gQ_kO_|8aJFRF2l(W$R#I3m*JUjqgo{V<lN|xYRWl(
ztn`4AhM+}IXi{s#>sB^<_7tu4^T8XMkczLi#Ni&r3NWcVFVbeNb6ZEgX5u>oeb`FH
z0nwGOPvv=9cJ*%N8FG%(yPD2Fco+OW*WM&Q&3xpJ`}GOE?-y2Am#9q>2DqLkf>i|H
z=eMt7JtY29EVi7dNQ?LHmGNu&`zQte$jn|={0$`PR%c3288Nn|)gT2U&-G)~wCaK0
z&!zTphH4Ph#p(9w6FL<nSMdBrOBsqz(CBKj_e77cXNxuSD^S!fo-cwpXk(H*?EZE_
zKLij_E-oE^9#{@@Owb%5g{Z#bTq8+^`?LQ7?IY06x^vCq)caL1p((3F^#4{b4o)8q
zNu+F}q;*S5&{ZP0`ihl4j###7K)X#*O}y!6_^U|#Y59p3GFis5Q2ZZ-^d_Wl9@8Gb
z{SaR@`O&!!T)qxm&hr5#y_Qi1G~5Iy?{k*5x+amNY*h@=pk<f*kBPdy`C#}8<O$cz
zaGJ0w?M#~0RmtW7$v=ln1EK>g0V!BD&syy^z0^^Q{YN-=VmV*#s~RzK{`xOpr~Y?5
z2)i?3*tpBVWv#8UZ_o>P&`#LR<H4L}DE&<UE8Q^~H>7X_lWfOj!TDf^GhJj(7ea&J
z`*+TLSc&z3AIX`}_T}{bMV`Lh;nryxUT{MlQ6IxhQX22zzf3Z_?F~P3#Cuov!C5!{
z8my8H5S8gUN7I=rdgQ>|3{%S04`e!`$*CzNSV>8pPidJMf7hm!%kC~z3G|}vh3MQH
zMk!}MG<ZnHKX^7atqP*GnpS;YCu`{E`lXaDKDPoybN$tu_*OmKkgPi#t%$J+P$ASW
zwhTY&57BR^$AGs6=z9u39H^yMhkQYYT9^jAf#erf<J?%X;CBHHoS0wMxOW8SeSL`S
zpFJof6TY|^)G1CA2t@;54tI8FGX$k(8-5LTwr9#5Cveuf#jdQJqUYK6K8hs0?nT0&
zwCi5_h2X@2k?yBKr^|y?<4JN|yBeX)|5;{Za=*V*djI1^lz`=H$S(o+^&Gfx$L?58
zyS?#SS4T$<U@Hx)tK+>qULu{yl?ND7e11<?nu2Ftxc~8Fq+-eX7iELqd^V&&>7aSB
z&jeu1a^~&s%bv(K(?z0r3cpDFVIqFhc$y`;MsLsy3kpsLIY%hpzkm1l@88?AUJA#{
zU1i+{7nIkpU$Z<vG&eV&y~j&b6E7}-73Qq1Cr0Jqp_o_P5M4Z<bDlbsbH5`Y8=s-b
zK|*d{`3L$;{O8tTOB>za7L)bZ3t#YPds+(2ltAf?re_vrwq@Pf>&uCzx)VQ8cBKL`
z7T%qv2DdhTM@tEZjd_uRNmlvhJ39tY3*K}}qN@8*h1f2X3Byep%bi?AR?C-CR~3XQ
zLUsH^o+Eb&_Ds&3ytw+frKHh1C55GB$yI(Frp;eQsP~@%^zR*&rFG=~-5tCB&Vp1G
zdL2qW?Q~P@!D7{%Ood9Tia;FB^IsoWC_X<Es&q;=!RbJ^bp=FEvXv>IBq;bvZa?5%
zB9Pqc)Mvp6qr7&a)V}hF1)aX=X@VqIo&$ms#^6_Sl{bXIzFGosjJ}B_-pedTgP+SW
zGhBNo+=XHxR@T0yEhPW8a@@tb{hkL$=|}CJ^rlbs@~W_-mQG0eGMel+to;FNL9!eA
zc>LaEB=C>Buy_|UeX1_op@TN}D(Tt&Ur79>{(mRh&qDL4j>y6Unx(TC5frY=sw#r0
zN0eFwOW%!Sx!uvmgYTOAE+AY3BU&$<Dv3~N6NA|vz1Eyoj(dmlWZ_iV>RH_F8q?;p
zOW9O4iVr8Z(kG+;`aunQbCk|cBQjH!q6O1PLVyd@v<C?eER-~gyXIpr{@<l9#Qk3U
zv^K80g?XKwn3_~DN#raI*jE~GU-jTmaO^MX(Zh)Mg5DSjpZ6SyXK~4MkU5>6NddHQ
z78BqhR@=rGGi44=ka_p5ndO2<o%p|fcEpxFlZMT_xdpTM(`TeO3C{~#XSr&!GbcI?
zZxYtS+8<(}B>P@%lBT?7)H5jN`bfXkm>dfVP}v^l*9`q3wCV#KPhQ-(YL}nAmx2ss
z8C9&ItHxFRE1~wGu&G0nkRM;^h9{>Di=xmUIt1f%bGnLt`{eH*aEwULC~`aG=i`_a
z@Hg#eduQb<I_mw(C5!H1QxKG;El6d9r8yxUGplRa+0RN#X{xdNZkQhA8hm`hy$V2>
z3fM~7<Oj~>M)|=#ND5Ld5+BFu7}baN9aLGRgH$56V#C;`XA(36$QHS^r+;FQ476GP
z6q`Snj%)4czwCadnBwxt$$ZCkb>*;iRyHw29Q(mmDx!v*SDOT$;31>IRoZF$hYWM_
z%ZF-?sjNU>F7>#tTE^jVzBIM<XC(Cse@#l!Xe$k@e8JDEf9AqvKY^L!*0{bc(LgG*
z{Ao9Ee1FJCPknmI5qbkZxPe2c{qHtnQu-?gV-p51$7m~o_j48E%8v(q#;)H6Y`Ot6
zNfbHf>#mc_oPvMLWe(t7FPBs^m^!O)o^Z%CQ+dzAUHMbFO!qP?|AnVVCI;vuy?RO4
zoD;sjLq$(ImOCx*@w*DCAl!Y+Ccp4$p_3ecpWh`)9y#KM`sk%sA4GIudf!pr4ubMS
zd_vr;Vv^FqRsPI6I?`{bUr2q$t&4GVoCesJCP2>3M~*ovu{Yn*lHaQ8J8~V;pxUUV
z3ac1TN`JYPVMisf$}Dbvr-O8t6&z1w=ESAZvzc|0j?mSDgT$8d>TZgOes%5NLA}=G
z#9LV}?{%%O0JZdI2t>M8(!aSaQmnoPPC(jE7%w~@?W03gb9pX>?2SEuXI<2!8PFn)
zi!G4N()9aH$ZX^)&DKU|vTo7I8p_`UI*ndJ>dLPXKdmR6Y$ru6e+Q4EqTrhkWPJ%#
zMf}oqXd4yW?DI|SPuryqU#g>+z>+NFi85)fync7<y{LE2+c1)UZL>%?%(TfUp8$n^
zS7Knx?&|yL*;RA$`{PFVY?Anz8DMbaIWNnH2_#;gca>i{3Hs9#`^Tb+`RBBKm-4SN
z{u@=zCI66<!*z{t@c3<Z^{rwIWZ0<|!2Yi*NL4=f-FbYwrC~(QIrL_ILw>ATUi+Dm
z>&s78<#kCOQnKB{(BIaGxR27%Q=<SW_&XhJ?$G+2;t;rQD2V|rq4DUI%i``DW=et?
z+5!SOxmubPq0J}T4qi=SkjtqAjukFB4mjY>FE+-@?k{5}I-B?4m7|E9B+E8EL4dtc
zpym=(XG-f2*R6P#SYhy}5|5?|A=A(xxFCU7T`eX_(Dqd4H_!Kigk(pCq`znswNqEv
z?gKVsH)2fI2m3}tm0imYZ1lmIfseWKlAH{?oJYnK_AU;i^Q(5R@5#NwXUE#*8fCO5
zCU7TMO*`CYgv=MeaFg2|9)<eZ<!;P$SQlgbmg1MWlX?G96%<PiB_<C5vCg-wePO+S
z#)8lGgICRR#@7D*<14GEYKyj$AIU?tA%z;&wR|ZVnr~AGVR`Z$Z4bP}aMdDCgSWH_
zOB|w6$q5-kM;CA>hRxe<q=kTZ7b!?{=7qT{7FSkq@jIP+;=R)a@h)MCY-X5#da|4F
z+ZM>d-sns;=udTOwH<P2rV=4C2hRAQy&O}aTHC=M1(jxgO7(&3$yLwlaq5sU?JV5z
zQO@aC9^w0ceWjEKi&qZST!I`Kx+^0_m|lV}nRq%Q<}}-t$Ci=ewWy~~mwIZ<lMc1`
z>$8n|t6feX{f+8%bApw(g}z6yWktvrnyG*Bc-kSV#E!DC3Usx1>oPnt?|f9@W3rjl
zs@b6uCS3u^GK8(&ka`kbbgTc=9VdOd;>P2iZ|mtp;_gB+pT4I^G(Nb4c6|u{RJf8P
zJweoLj&A+@ggo<~aghn{(6wEv59(twwdRLXlRhjq_&uFvJWC_1rzwMCwL9IejDsYp
z29@;FuAwfW>6;6FT41zpvaUh<EKm}ui-WO!(!ndjoM^U9{&qQTSdD@)lo&r8WQSvJ
zay@Xtx7)bKYP@ocz@{?+O{^Z^AB3dG5(@CP_gFp^aqVWtv#}=_7)rHN66r|c-l-Hn
zLNAvbkjps*DhKRi0b;9qFr;j%yMq3aijd<3mgajr&k>m1aPZnkxW40ZiWcRhCuu%A
zLw_|S&?im$hkrfs-3YSr{xI_Cofh*7&g^aW-$!%XxDkEOPW->Jt1qm^+Z7bKgzHRU
z@Mf$F%s<8epIZh|ut+#QbWjD+X#juwAV`@2!@S6}gq1h4+{_esK)UD5o&mJE-9|o8
z`Gf%X24-yTbDN_O`yna1D}ygL$`8u|_;orEkO_a@zG6q8u4$%9pFVXYFnY$kDPM~L
z#i4r2X(SG2f8G4ir)_IEPT!9p)5pen0yhaBZP(L5%Bvi`Nz>{YK6=9@K;^{z$;{SR
z)5dRO<ZC?WrSf?;v(tO%cB5SlN(8{WC**HU#QBI~aAkCsO!=BJSzshw8tFq~E4#n|
z(?2?MP8DYZ%C7IYlN&Cmd<b->?lz)CcYD9D9hN`jaRlzJmK<dao9EbHg1d(OE}!=@
z-Umw=u-~Wkd6a$j-&BG1cz*h))o)p1#t!#O9L%8ul3=#TE|>f;%T@aYziNVD<cX^Z
zPZ9YV)9rday(gt1ZT;`tU<c)23-hD4=3DyH&7Nl^M1(p0e|qTh`1^?S_<u6*?MLtH
z(jc;>$J#63jx#0qWhLc6OG^<y2R7&`J-`mJeP{=_`XbNM-}m`<S}$oyVB>5=YDRCX
z6JUFsXf!O-4;YTKD<PU%c>8RpLc685-g)Fm^gM>Bt9ylDLi!dwK(Zh74RkF5JI|d_
z)faqMuTng=cI1E#nnC1aSs=z_PDflO$DjP|3naeShHlTOl5CGgQ5b=m<9$K4nZZLe
zMSED_VN<H@3v&4ZVVC%#y~VMjy;&5;!{(Ah8-CpxN#`v?21~yt{;MB$P5g9t!2(v>
zdsOKvx4aSTFTKdK?A6WYO<v)?O$C*&W%;m3lbMmt^%#*kDAH=%<Jgg-_tytaMdX<B
z+ofA+H}<M)9oK>#q;?XESrWO9&}jUoi&=(`LfgGyFd<Zaf4quY6II(cXT9QH&$Cmb
z6z+8FCcn*}&PuD0H~c30{qsnX+)b=7rD|<eg#Sn8f&QP(j#hR#nwYc9=gtYbSceTD
z7kRwd>fs0vw#!W^{be(4-|1vWi*<OKp6?Hc_+8#hP-7FY>h_r)(7g8FeCZkd$rq1u
zOY=Ga3VDHC55MIvD0o<Ct+Gn_@j301T;=l{DwHf58C8+U0M!2n073u0k_alIC`eH{
zqEe)zAWaYf1w=XsO7A71gkF-6-g_o(QoeOdGVM+Xy!zh!zxO<A-9=_{IeTZHbM`6s
z?7P8%QmMp<5hGAnSBGoYuAxmERaOcr!(g{=-RMBVLx*$&AzBKHHeA83qYrWVmk|)D
z9rPRVnt$WZt$l3~>}w0}o*U?_e?6ky{v(;Cl{Fas%R~BsiH+9gn?AN&$->+1>@?mO
z^PgbaDH3**$0PmoIVg|41%am<oEFc4a@qvseD^*6+fdp4S{a!j*jTmLqYj~cFSW%i
zMLyaWrGYwfMP=;k%n@w&pF(B#)0R)Mt+EuiYpSqTY6B-jV_dJP!hA&`><o=HvI+ht
z^<ew?cw|nVgYr109vl|VLCw?&$X)W^sRvqz$>Whh=@5GhLQ024b6_`h0&@NfI+%5i
zgu~R2ko?(PlwH3Ck(WDMm(GSV^Alt&`l0c@%Ew8#8`&R57G|&-)CZm$zr%xGZ*vCy
zy(s2gBH=jgBP4w`4`tUV9o*o)Y&M*x=OBII8VH;n;I?!&9=<jj_07zN^&-f+M!;jn
zhj=jlD->Uihs4_zzN==!bJlnye#0E*w;$FQ4)65Gowp~W?A}wDh5EyH<#beK<RIgh
z{r~5E0%ZgD86V=ImJK{+jYkq|1NpGNuz#mN?yA|K6>Edcf4~M-T_fN*<3rpZ{}qZ@
z9sF0#gx9R`NYJW>+pG@eq5kk&IUSY%P(9rK>|2Cw{06<KfWrEEC=ybUyk#%k-y4Ge
zMRpXHB0y+DXGi*PQHOduAaGr{6TOKSW+g^?xf07B=Dk$F-%IIG57-Kf@V&Pkj0_CW
zMk+!^bq!Xf6><jr{gPdRS7oMf&<a@ir`V}bz|X`4ZG@^#X(|KEPo-t}(_YS*Rq+3M
zJK)M#<4@Z_r9*sGHGV27#W4r_f87SZmFmiGprc5Lza8cDLH!+N3VfKGk0TCpo#4j*
z6e_!)uaOBtO!U{oo=OD<h$I@>ng3I+*HmC*RS{;1t<l;@NN4z4R8fF+21Xdi2L1h;
zNIOMBK4m=8sPXaoZ3w-X@lihQ6J&p<ny37$I?!{a@kp6C2a4F+5P7=6Wyu`afAI;j
z7VGNZx?(=W0j=<;=dgcVmmT?~2oRaj+57&R)Ug49t36o1XevTxbq!W$7BvR^?JX$7
z@A+le<SmE4SU_j^`!XdD4gzDmZOa`H{jzMQ{F3OuJU%sJY@o(4>ic=_%tOc!sR$1g
zRro2ZSSR4`Wr%W+(pLi=9Ha=^eh(Y&=3;)76CK<}F~HLT6WcIjW~i+Mmov-gd(;E|
zUP`{LDSb7{w=+f1fk)WzxB&Cp*u%uo0Ka#0!v~krV7u!+9cV^n5bWb*MkUhx$J!zl
z5V)?bBV7++GBMIClvwsSpEKZ($^>|?qzY%dc>E*sb?U%gilATbW5eA%%x~|gssj%T
zObk`80|kALc7W4Mw?z{ptn#p>Z4hcIq}$^6Sw)QjfBWeESc*+vcJQP6V|g{EC+ET5
z#ONRIk9^G+DI2Wum(w<AYc4`YRSi}q7c>U^^|n#f6O}(a+*}0T3yJt6y9Cirmj8@j
z6d2)$R*Vj9%vc@L3K|3cC_USniSQMxQ>d8;_sgsCQ%12)z~BGHxk`)Z4{UJgx?l&!
zCs>M+Ua7?LgnW&FKVPX3v0XgrjGucmOYz?A44jN|(+T=}QK+nO)YU)-xhaDFc!&)T
z^D#e+IfVAZ{XAUFDaXE^?r@U|a6U_c376C1ATdGDf4~M&PG<DgsDqOfK^yO2!>t_5
z@8XQOECs%g&BpcUz<*`VOl9w*u15LxrU=^o02?0UV}3YmgS)H^dV4T7$SlKzi)oAv
z{=>0}QwORZ_OLp%V|BR4>hLP7Lsl6kTuS@L>Vd*cVuG972cxW_1}CqlWAe%?@N_am
zw=n&01^*`~t*F81^>?v8#-H<`mpa}3t>~aY>M-P{v*{SI<_<2;jewoj0jQUSI)Hie
z`)+h#AC;kD@}|4+v^Pb!V4FstFtEKnCJka<v=QoMfy)mHvHs{Yjex(GvcaZ%SU=iN
zuMOg!m0<OWRK(7S_*eQuOL*Qu+u_GMSU)!4xov?$SyPAM-^YWhnYA$i|9{wk(qZdE
ztbfNBHd+Us_3Cgr6K{vhA<_!`e_5hj&FHIv4z6YhT6GH>u4iL@PtA-Z%Gx@N*!7s6
zE3X;w&&*d_f(|<J-OLcQ;ubbs%f@^?Sy}#R_|}1Li`$;xAAUHOj;qf~vH$%*xLFBt
zKA{*Bet!x_3jum^WRrT~{y3tU@;_kZKUI^@kyY%4b=dI;>xcX3)xm^%5krhW-rxBI
zHZ!k)dRJPHRx<SQm;GaFNZtM*MbP)Ru^~1G^Lx1H_J`e1P>*`7dEMjxd^^w{qi-zl
zgtE$7oQluGlr0b7X)i&yAZwTy8)DBFVR-+Cc-V~ko8FVBG6?o*Yx|GXLzKHYeKpX*
z-3&qB-Nc3~S(xAFKYQN)e?f;9(;v4#q662O?2lvo@&0d5U^88-KjNPu%FUd<H0ojL
zO>DTDh55bz3-$0E8&LdkE(2GSss0!MH<^g(k9!jSvHlq4W=3Bc<J0n6*l;x)^LzdK
z;}f5C(4us3Hlwdb9h{{IS{IKEH*zq)n`&(6?q-g-_gf>cT#27<=HjhCp5oGbfjYs3
z|0m~*Jh#Qh_2a6p^w>nNAAh3Oj}mm_SQ~EnI~8wtbB0Lp&&=7Iy@vcd6|r;w<u&Bn
zFR*^PoQ1c;|GD*3V?C_x$?Rp^%E9Cf@yt4&&Dc0XtxvS}ut2bf1-xU9<4k-mdguwz
ze5w7E^}QG!Zf0Zhx?AvckfK|t9pWArVD-Kyi2JeEKVA=XJ6QJ;Yv_7lZFImtyQlNs
z^L6MRU_}Q7QUP_F&ZJ|+5AnD>FY-U$(`iX<@y3#l%zX7uKBjDa2v51%e06GDy#M1J
z*hHUT=BvTh=+lOpum0yV71{=yA7K3`-zMu}M1<<BN^55+f}N%CnRx|g9u?Br1OJh}
zuyqj1DwH@Gn}NxzuQGd!ZJ(cY@t?v>Y=WEXUS<1Z4koX=&Gg3*wf?yF)qm}525o~4
zy&3s8vN8F`oA7inMYm8nBY*E>#I5W7ub&Me5C{aq|DTY6KLX+ZLuSmFflZq>;p?xz
zMs##Eq#T)3^78VqYu7Hk^2#e3!G08Wc6OLLbt*pn^i!NTae~gg_iu3c@L@WeAC;9*
zJ=l+;Q>RWCIB+2L@83^n9W*y@-l4A4)YK+_pP8A7hzQkNj%;KS`prGr`I>Kn$;ns1
z-bQuUf{Ud;UBluHSMm3jVF>nXdNaV&#S%6$F`gzD>ID2zi%x3eIlENz?ep0sN}V^h
zP$cA4;#qzr2Cl!WacGW0@ab7Rm>mHxTh*IZ&Oa@}qwEU&rsu(TZGIu@YieL@tGW4P
zY-fX->|D<OV?S#$3U}^9!7sb$&z1Kd!O&C!msJapv*ZUVKRI3mO9LZ1ATPgOD|<y<
ztxhHxZOZHGaI{*131ZztZ-K@_?6Yu0X<Z$ZsE3uI5r!9MBG6dVt};FH^XlrFE&o%o
z=7G1$`Z}zvD58T7y9t>3@HH0TVQn=wSC;4m{595t9Y;OnaMy#~jL9h4wGV~cn0lz9
z>Omrb)5-<NUHZcdm#O!DTm5Z8K9kkq7cCvAw$PLg9A(zzao=lVX9Hyxw|wWhlaT-0
ze&qhVoBmvJ?=cJ|Vz{sQ78#4zG`7Whr4m(%$@I_VH}AqUEEx75N8{OqS)4kU*l7mE
zn8<BVt(Cb<rNczz{kk8yTU0t2nM&ZX<{P9hS_{)Qfe^@T(E7@O#{WZQ=P~OP4*QQr
z;i|c+Z&v3OqOPU}0=cGqq1+l(S={oyzy1uF+YTcAr#<xNvb&7@fDQAJ`0bCh4O%Uk
zMrZlU+I6(?9+8_PJf?rB6KKY_Pf+Ty0rk0Bj}1Io8)UFHP_Q=e-!LCZtPOmYOrx{>
zWwSP*?h(5=!hQOOIstz#TMrrA4kAsf9)dQ^M*^#Zubz7F<fw-#RtJ%m4%FvLJvvZ&
zUmo-^421#+tS#w4!k|S{ph#?bZ2YGv%gTePT(jLs<u<4+E=5gc70TJa$yDoaqCQjq
zR~suM#y96`Wj3O+L1|}_(MC~MhkeBgd|~(U4>4^7M)YC-oJ!5CB-Cent;`t>*o#a+
z?G3BH1<lV~gsjRMRM*x)pp_->d03k;Hqg#;m7}cD$t2ULgTNRj2A~fOH{dH4AX{0B
z>biOe)O1U!RN{0|Id=H#-)OZmG-T?5dYzscd9`)0d)^pXSBHb;<(O=tIgh(mRYi}n
zkr_<ZH45r4oL^LoO{HbH;^^?Nwu6TMN0n)BqOv3PIY_KK_p&l#Y>-#0sY7mUtxo1c
zP8%r7F~w4Io^X}5K}33nrVR><u&JaJSDhVo<Wut0$!n(k1B!A?m2n@;mlzttgSt$B
zFp&@)(=zEp_Y*8N>rBSBgFLM)$<$|C!{_KwUx&k0<(O!yKRDoebrlk8Yp`0RfBvm+
zzD9l4&d}Gu50ypeZz9DI0rT*;m5~7D_4Sxvk&h3A7B5t0!}v(eOVlxGVy<RC`*UV|
z+`3yeK1#%JS-k++OH}ie=2Da2#9T?w80|RwbL9WF5BUu`+@r>5G2FgifUNH{b#PfW
z4;Fp9<58~>P-bN5ltpD!qJ7fK^vBvd>@6z8bo>9TKUy1e`^8*kE#zwdUmYq)$k@Q3
zNxwKJC7;eJHq@GFD}fRrQmbpQJfl!2z{pyUU&?K+Un(lYmvSvTm~h*HvTbXT;J-39
zQ1|#rG-dfp1UQhd`_@t$u`x47mTQfX<x1FVy(wBBCPoGbwG|_wxT>*CDsh>=)>}jU
ztVFn&p{aw7kR78dwB%RR&|`74<Qp0w)JlwmQq>z&!>lEU>)(pbbVb?4R%DE*qfgMz
zS~v4(qYhPCI#f|Q=$j`{^`O}n{mg{Os;WVCT^$5!{`AvZnK+VFiql;@;LKsu#yZfp
zL3z!K)qxFH9f+P=2O9mchNCU&Ido2CJJYs-uh>MhKc?nmqJs=W)ca#q4OV0p>GVh5
z=ZjQ-r0Stss~)Or={}{mKN@Pa15*K=$xnN()_|pn5xh+WbS6G+^!tQb+TQwf(D92B
z0kW%~?-Tat>b^mj@3~4#=npmmR);E08&Ed2*Yjcx>U(<apjHq5QpzW2wgu{6s{Sdc
zpupJT3VfebfFFY$n&%fe-q@|zFItO{z-GXxsHwxOxGe1H;f~i_7<&g>iE+E2g3bo0
z9cX4FVQrw$(m|nweKQXfQU`TI<q{;Y*<vrGmeT*<W9_ZRd#LOOQ%|K}_4O<yj1N`G
z7d6;Gv!76(U)%;&DjQtS#GYR6c+Hh*qrui<+|I9{Gx2E${OQ%9QmJ<h*(@DmGqI;9
zhYojgbnC%V#O!q!Xl6plDX4%w$9UF&A=S=YnDRqgS>r)c5f=S?iw^j+w`Rs>s!RtP
zRT<RhkXD-OdmA%qpW6W0#hNd?qCRWC9i1W}rvlINDlu^7?Z)pKg6jk^C-GoW6ujh&
zOzI8j-f{`N<v@FH3;0gENWVq?%l?`NM{Uf7j1F2^6{#$J_F8Y|*0F)3v@w|PL24-$
z{r;E^_@m0C-oWjzcCeMg&qa!h_Y1gfpp{LA`pjvAT-FAw<8^KD{wX~8wmto(_MFmc
zxKF#-cn|fa@hQ8WVAbELNc^s2i+bL`*g?SE7D}pgGCR>aWS8SvZY2gTyQOP~QGesX
z(vFR7q2ZunN?rv{%xK4%nV?13pg{-iwoqEltpn8-C>?&hqpQOwXYgQdB)1M@xc78u
zzibHPlxg{-G9~P#FW{FQOp&0Ksg*vwz4I|rimLGUdjXu;T3Uh*D*4sA^37gAzN4=E
z=F%c`Fm31$9Bt7|Pk$(=!oUq2{bAxcJeV0y2an7={0x7L4Zv%G%vccYB*m>X1(uym
z(+DhSl;7OG(3Jeo&f&o<R{kMYevq2{bOn~3O4A82YSISgy7fTWn$}^{JzX6ppT~pg
z?cil2Mwp8kZcJ^9;tFQ(*H$V()QVdObCK$A3ks#~T&Wp{v^Dxe0Y`t>{e<ZcG5*~B
zf#-IhIW}mH(bSl&otal>jCNr53`0H4@gS`Xi~dNU4^UHtd0F7biq3RqmFk*0*jfk?
zHSHq(J(mr1d{SvO?9E@G4xCJB`%pC09c4!cwKB5Hlytw<hHo8Oe1GKdi;X&L<miu+
z&f~#Mwf;Cwt3NK+(;pk^L2I5s`RW(ykB+K(coF^$8#tP?{c#M{ADKh@!A_>Qm0pHr
zr_y!%V^iak^xq$!{*5|l><eXDeWCO@{gF={8rRYP;arKzURI##Td7Q!-d5BlLVIU3
z_^r8x&9`#!Wk;tLGgoU7ZPA<^n+pGf^`j@Xek{YH-=F9N{GGp-PiF<&*+iDqe{>Bw
z_7om0XisMVq}PyB^{gS6G;<AEs%QO_%dVf+af}ZW&f>uwJ?p3UxYtjrb-ZRB<`h-F
zz&hR%4^m38XxGEWfIn@hz#kh60iI@*=>+^y-!pANONYW{=)msHgnG;HAf*J0etSR%
z{GGp(OaBdSZy(aEhxNCyYVTtt?dbpfHFU9_HFQoBYv_0X#)BmsYv}w6oS4qNhSt!b
zglkWSO9!?suHeui`UD;<?!d99BSCv_OZZN`z`du#cU#m~4@K24HeXFI!=inOn)B7A
zoiyjGUtZFguc~aoQ4f?2xay%{FJa9c-Fg^z1`p;(!plzcxf_M2t(cbeG^YYR{F}SC
zC~n#Y>>e_`xA?3Gi+;KNQUQOe{#f<T^v4i8oWGmL^v8D&bN9#XuQ$&hXg$Mhmi$n;
z${)OSP*eW8TUhnSBb;B=^M!0gAP@+I|2_V>R}~NlgcgHLCc~Fseu<o%96Hk<7uT;}
zM{R8_s;a8!jC|VHl`B{1`yM`g_^;{NAmh=aN1QrjWo6OX{~kYn-0U))ot>M!92_(k
z5(0q{!UFAa@-h<$L{V2)Pk(OTM*ka(zuR~f->kiaKR3OJcCDYkI7!PYMSf8Q9Mm!j
zH0oe%NN+-)dQ_;P!>PxGi1N@4bo7%;aC=5O-1t&;^>1yB?mm|E&n{Xi%{O1pqBpZc
zoOL&}8v>!qZ{3AiH?>V20|Q9Ac0l>H8=U{gP%NU9)cmsHVAo5$i9}#vfIuSwt|%)t
z7NFGUP_3+a+8nPgM|FKY`U~_Q5H~Y4q=WsQ)hcnfwi-PI5>EM-IpsIKp?ge^eCl|U
zl4GDXghAs5gLXYs+`0>CSFL*J(nLK-ny!ZzEwkZ%)2<wC;d=9RsOQk3Ib~A!DsJ9|
zMfVOG_nLQ)LfN&O-15a@)N9Lc_}oNWG%z%Tfm*gH4IOT9=+LbL%C73yp(z^_pT3OS
zZTliVqJQI678{Seod@Zk)&DOgzclV1tb0Uh$hYbdg`&&c@{J@ST^nfiN2;FcwHqFF
z5659rzI{T24XD5QMQqSi9q6+`eG@h);iw1e7pw<u8yM-S2LnAi6vf?xt(Fed=X^an
zG*DMnO$Yl?fu&AEdLiS$N&GiRyL<~CJ=$x0=lN;}`g>Y0r4ku&_u#4ZH&LI{IQ}N;
zU~7n2fOBP<zWIDvCE7hF3(LV`1?`*Pv}`(fzbUBTytXniPGu`J<e$neLwh|3B|F$i
zkWgCPxQR;fq_heSBI6eh_M>$$q_QvxakfbHVgjn{vqcq%Fyr3LY;P_?Vx>|;ho=?Q
zuooEV93bDGT|#G=>0_nePShCLT3~_;Rhsp1p{fdPIsB+Phbt=RdKe<nv={aHZ@C=D
z)h@Y_A;y`RVTV?*@xRdy+)Rw=Ab|4<Rhgx=b+}Pcg>bQu(+0r;0WMTlY1*K&3Sk_X
zXw*4W&e&kEsg?~)B{<<A$6sofy^#?<GB?8xx$QqEU%@S3A5=D<DvlsDN{1k00WMW*
z>TtQb3T>Lm+DCD;lF{J}k$xR^SC%2j*aZG2`r8y0AQE6Cz||V9`C3gSLX5a|sHm@p
zwufy9eW-uIGU@U0CN;0poFh=56?*3>Tw~Ak=PCMV(1DtlsOw-x%~SO0K#!5n*MSQ5
zvmDS1kNb^8b#fYKS#*Dt2yw1d(_ZJwDiHph{&;}ykHDKU%{7Uez!-94BaJdkYU>bJ
zUd34^r2~}_>}*Mere7>BN4Orp7-=R(lD1!@4&Ixn{2~=_qWwli%4^r@vx8WObBY(Y
z1LK!~H!Y={eo5We(SE7CO2^mzTVn%t&yxzx2Z&EAlyDK6aF3C85}Zmc(a_;kYAM>Q
zWz1>{>Ot1s{EEh49IDKAcBXi&^#JWjVHMo84%yK1t;IN%S*9sJs|@XJCC!&lJ)9Hk
z{(Tk#BRbgcNl6vr@+;7veMqUHgP|eXT8eQhM{Aytqd<E-5Bxe<Nsyq>nkP^PfT(!_
z8|+8D(Ul7J+n-T_zdO6bgAMZ0Uk9a{^3zJu-rn>-s{^e7i6_)UNRER}js3A$vn`%0
zsX&BOPg|67v_<XySX-~Nj;0Pjajm0ypD$AV(M*KX1)4UXK1Wz`+aStPjD&Knc0dKo
za?I5lD66SMQaROUjrHnqrchG{>T`rScUx?4E=FQSb<;k<LQLzW&Xe+LxN-#5@;z5+
zDgB|Xg$SqeG=0M9JO$dz^!Wra5)_*K;W6bCgp^OvKTn|gLX}pBVEm#4r!ur`kns|J
zkv;UItgELl?*7OzU!-)fH^r%E#hN-Km!Q4V3ycl96^)1bMh02q=9nPFy{Ebyr6!mh
z>42ldeRbvANN_5>OxFf#8T6hjzksrViIxpC>w^l?<n&1mI%H_+kp2(opfyjS4xMo7
zU}A(YKN~trpT=HyYzEr5ZvNZrDZQ(d%uL9`(TqOOqh4l7Sv9WS%SBXcx$Zu<yBSWY
z1;Nq#-1iF*<*oa&Ha`amZhzaJ&fM2<^>1T~?*20RXBTVzhj^$hn5r7x*_yz_5MkaH
zIC(2q(+0P4(f$Q8%+P&}wE<OTxQ`_sr)dWKKFKJ9o7SNz+6HcBIQ2lw1`i4m#c_~}
zw!v4CxG^`P@#-I9gYLdE`ezp_5k^Ki;MP3NdmJr=n9|1$e}1kCd~GSu8ya=+FvF>P
z`I<W1EkKkHM_X_-#qC8=xUryp<JG^dEt3UcLHowG&~Q-kX_f+iO>YNlJ%_Pdj162V
z9f~w{c%(-MdkJpOYKI#$R2Qv7D@*!k9UU%ZBFt644wU@1j#8XTEY_5tSd8{AX3h6W
z+2tCC-Wv{YKh3Yi@t6QuHxXRVw+@Z+pK8fZC`NnN7m%Mt$$z<QI4wm7x<5SDZi_{T
z@-XA>4_}7i#x&K{KZxxQ)57SssI0B0FWvD;cb=eE{^KG<x$BWXJq$O#P+g7kzj$%^
zjXF4U=<uXSBU4kO4t5gUp4JvOrl_v|f!65mZ9)I+qIKBULTpS27d^?XKx}F$2CxTv
zwRLFgV9L=SO3=OuU&7fR)B+$Hg8k_J5bfV&f8etnG>*|;<~S9vH8$MIN7M^sAEV{~
z)$ACpj)kcSeR%pwh61q(#TXE&J5OorB*m#GT6OTW812<EMLo9;GRqr-^E|ACbl+4j
zv!t>H*HTJ3%j8>!7SkW~>Y!(g{-P}%T-$KbI#B&_Y7_l2rvkAlr5MoKT7Nw}{SWJb
z^35-indslJ0ljXZ>j50=hWdZk1}`x_{Tp?lw=bkVr$6$kgAqG6Bx&ujJ}X9hrx(y6
z=lS(OuWxGVTjqR`&$igGevHr4TtD8<L;DvQo7C3O>TLcig)TqDL;njgUuq3GKN2_Q
zMKoUhLv7IAPe%VtuOT});MP}~_q@~^l3KfX>RG$YY=;}uRafKsX*$>1C9CPR3snz3
zmfY)je_cQRqV>=~T5dV=ORC|Z^@1-(2P1^FlF?bYG<3L`jrIXH&DVk2t6*QuHmavP
zZg1#KX8>%t9IeHe@}@72E$Z65HS|4w`zfZly)X(ls67?-qSw&=R`kz0Yv^nR{`yk?
z8d_sd=N{Ldj-Ix-Ad1f1*Kjd=I!rddCiisI_FP(ATl6%i=cgL-@8luMSGOMY{(W`z
zP0v>|6^KnN#(;1;J$ngKoO)QO>l5_ZU~V{W%x>3s^$(`@l`QF>U97nG=hF%+k*`p~
zK`V%m?hC#)I2oI%ySEth0(*;f^{A@Wd^uioY3z?TwfkcZ+6TOxPZ-tH4Y$|##?5uT
z8n4FwxUfqz<!8Tyd^LZtu@9XAu;HTR5A(yZ#od}+CV@a85dL=|8U6@_|4*T^^ZoF{
z4_LNr8ODzvuk-tY0%n1B@#01L(uYE!I;iqb)1bqS9Xp!5@88scVp2>yM1OG<?SkwP
z5$u4KTVtW9P$Fh<Yx?)2ryYT#T#AL0nFTkM)o<?V3)r#jb+|j3BP*AA&@Yt;AT<@B
zOi_)mez=Gsy?yB{feEQa_+rT!c)Q8ayR+uoX&RXLiZf!iJ)|E1N4T3|)#-F7s_GEk
z-k#Cnmxpk&5MaSTPdcr9kk%W(EZMh2Ykyx-QG-1<bFpNQSCcl#`(YDY)-6N%&3Kf@
z-iGb?_vkEb1>2cSRW9q7(OEvSzFNYRd+a1^KOTdM_<Jaiy#;}%JM3qDj*>r5HU`~L
z*}Vjws%(Y=cNd6S`=hq77|JwNHk$@Ui_9@ykw+gUZ*45ZFO?;zKs^QtnT7TjWqFVr
z8sT$^=Em9|Rb_MlpNu2R(6MR-tPG6cU}%KLwMr}~FF+3y2|AkS9=3`Wnc+)CJ}p1k
zSct8arKmt12CK=pGc?9ziRL2yk17Rva>$n&7$V$Qh$R(85E>Z3$<P?rYASJ{N`Wu6
z%4n>IHJjl4<1$p-j7LS>ZCHQw9&N|M9ZWqqty_kgj4Wi&XX>H!*hyHAAA?G&9^!66
z;NcFtnV-|&H`K%P%6zU4<JtS!w&1*O8I+k>$Zlv0f1ZSmT3Zl$x<gL2g{E}SDpQ@T
z)tlkDaS0T0cTg648}^^X&}}jI7v^5iO-oUok%hE5OfYlN(UY+M^gWc{zK^nNw;=Lz
zgY%q8C^~woQNHv1DJVXE7FDSkFfucR_3!~O>k^5K{?VK^$XvY{UYnMn?8Y6GU5|&u
zglHI<iW_zC`e_NOGqRC7yFrIjv<?bNhwHa#9bD#4LeUXMhq^KaD(*kgkWp7&L1*dF
z{+{C5@+}D3x)>#~cTs#T9<CEd)ABR6?4^HC{jM@S8&78}r$6T&It{naV^DhYK8ml#
zL+tHJXPcwGZ?FONv**lls7%Q~*}bPQZ{tt@pY+Xtv`C+jvV02yIBbx~+8~g%K>}-o
zyhEqqs%8U;w=2A~Y(U-P!P-D^?<vgM_|yL<LyrxpdT70MF^X9o+*uvcSskd~Ri$U+
zv06R2e;$JpH65sW$kD0?FSUB0bfErEnjRgVEZ>55TNk4+_AUyq#lw5zXc(J{k<98q
z{jMTC8~0cpWD&s-JIPUe>j6Ygas<qqKnJ%z{%%uanN-$6skdw6XNiY1EJFNHT~LgQ
zRMn;(g^8&IR%-XkJe(m9@k2#HF-lT1(PP2qFmsY)|L8C1-^Z@oiSSR}LC?igadYz@
z@OY&?0*Cd*udjXBSjLs*Tkyu##mI=gi}Y*pXg_f@OiabN#r{p&jI*)8gtT0QiiKz^
z7GQmT3Cip0@s^Bv$n$YpF6@nsF<UER)Q-Y3^fi~jiX*d2VNEU4lr_j=Gr>G%GqO;D
z7TVdNCi&SQ=1LmEti%Yn5@Yq_d?;$_5bepxi@uTyN3jVOgfQdvIBzSgeUgt!H!|_D
zk2Ri@RbkQnTzsOI^`J~yi>GRDs!UQSajUQbRstiqavbXa#7Tw^A7`VDRD>`y5!PlD
zqP(^aqvXtn?gx*u=tIF@xib$N#yVJFLuN6iCFbHoM@u>r%+j<%eB@}Uv%$DMrvz`y
z&FKs;P4R)587AcyAVeTQs6aqx;j5^t!*Ek(-tk#}0UfM1T`P;-&N2mhi^Y%`Y1RYv
zS^GN^7{JcR5MCxG|9U&1f_gr*HplXuVt5Kn;3_c2qU=Jt4C;O^-ZwYHq`Z9kFnb%J
z02@n6QBhxq;Znv1pXTMmfwF;2)6P4~%FtUPrZW(!Lw(l%j%t0jMn>@Fu)zlwW|)|p
zj}V~%Z3K*bDs$clGgf|XKJ1N+FhfiJZ+hfY!A+}*OVCR!rh}~tYU{A2w2bZ-{q-EU
ze@|kDsU`VnZ7e{Di2z&586Ad-8675<<ip<32ven+I{aQ)hF67R&bb-|m5KS!$_mUd
zd;WuxcLf%hS&@rCBOzKF39zlYgbwO^gU#SKqdb?MuT2y&ZK0cq7{64Nz~6|OU#8U7
z;D@RrbTtt-X483Ind;>J@Dp6uFGcyyJ1CE%#z$tJQm~B~AF1CdGqaI7uVJ2a3bvoT
zhl<;(@zG({Bou3nk3#kF(ai<o*8Zr`GiT2J{wKI^SPBKDL+owXeaz^P&+6d5k(w)I
zBV#V3L-Em5kWZlIO820+ehWe`cR0?b=1M9ZTvp77)vy6b82$lj%gSKPW^1i2E=9ds
z@CL<r8*_Y|nukz{0Bt2gtj}fo<J(q@y*^6Gg@cI^<~T5Kl5Su}K`HuK=;@EP=2(_f
z1W%zc+yo|AkX1+r|4{dH@v(y?K1#?z8&e^|q#~@%DuSY}9wTiT9X?FRrgfO-%KRN;
z?98z-s|a5t=ix)S1rjQiSe9Oh5A9VxtFNUgmZcZKh0SOcuc*SBtRjrm$|lypM>gj8
zBrOl2VgcHUg;=NMm&T_uc9?CiYX^OPX`Bt^msECGNc$xt^yBbL|Hjzxv7-z<<5RID
zwE%-{q=+l6#FngLtoG)9fH$d)95H`CLzvtY;c^L9-^yXeNcLe@^j}GEG!<Y0`_|~M
zuVx_9UJ7qZA&RPMvFt_`l1r*FCQ$XTd`g%cZ~d8s&Q4Nvb2h{A<PscCD#FPjzPj@L
zZ4q-Z6=61Fgj-9n`avEe-<utyFQmXxVuA(i+e5#;osCFa3B1h&D5|c-vU|BmR#an*
zkE)LLJS&2Y$QZ7sCUnrtr0W?N=wgmuj@*Y!Ciz$+CN>>mGBLtsVyu3ePiM1?c4Kvj
zO@pJz1Pg+gLx$r#t*|z+0F!QK;bSi=I@oW~qg;IArJ5&9xRr_D(u%RSy(`R&4UtvJ
z1YB8|7(uM{@_<R9c8EEVj4(S1QwO(m85^*NAfo?%21ip9Ea<@2!L>|8+MB}Lf~|v_
z*+?#>>OdubN*g)eI-Z2ij#6}UlHzy@RR_g5Ij9w<4L-KF#7Bv${`g~7G2I{EQR|P6
z0%Oc|VPw2#XMv5`#j5^TrNr`#B8~poM`ns;8HI2b8pBWg{Qk)IeDPCP8Q#C2g)nmw
z+F6M3LkiO$-*sUArZIOj;V3f3*WOG(|NG9CSeIIa$&Yd{-bF?S+AVpOPygJ&mydJs
znyr)$uFI&Z!8eI{^td(5p1UnhaF*eNhgoQ2CPX_k5!R#^(PRB6d&XvCA7;|^FyE8a
z!O;TiGm0?vX)eY&Q9hv>OHv9j-bv*XCOFCP%B>VENzTV$J2S+VRANhJF}`o5d1$t!
z%vD-Kf0*cLjrVS4Ak0F9a7!^(Cl$~>VYCbLH%H&hfRo4=-}*Ct^+Puq);=r5q<h);
z*j<LFifSx=nukw3RDNmZgB<j+lfp%8jMADq>`X7g+5B=GjdanqL68k%&QpF-f^b_2
zR^MZ7(26N9`fLhggLbT6yqSeaJ5!ZkypxOMvTBTB*DmG)BXqGh#h2GJAvQLIo74p7
zvJ}|%v=B=pxL=YsDZ(BxhZ7OzV2W@DDOSg3K~Y_Y=wPPpMITClqnQ8;x-t5HeIXr@
zPEvTwgea=4#j>lJNG_?um=MNB)?yR-($0WKWeoJ?c%$^BU|YnTNkNz`YlAzvP$<=G
za5|Z>0jvMlaao9@-Y#w~WNdIdhp~a5nhhLG@#WPFh>Z>4CKcdZW*N3UDZtVwRaOMe
zday;zxfI=cV8@&2Gpr8btPVG*dQj6Lp4Guus~)apKx||{2b?zQ5UEFpw_79ntFvh5
zZ;OaPTddr9m)YxnooTzH=bnb6ohcT696^6x`138a^S6PQvpIbb=jf$WY(M%0Yrp8!
zI8XU(L=e8+d=ow{7IXmMoOQ8qw2|PAuBv%#0~7nWB4*=#gn5`F!qWn)j;BCTRg37(
zOxqj1{w|zkA}ko@4UxbIL0X5bEZLybhVQBWyWn6FeQ3<VQh>ZtCDxuyMS4*chK6(d
zq)CIk5xx8d+WA-_qLmCQ4<tZQS&NugnLUot%i`!mH4CGeH@Yv}{g}Sj%ifee2y`?y
z8{1E%V(rHvjb%<5;*AlDW6_y9TpetKV{th+bTu2N7j@LNK`&Rt{B$2-?&gT_FvqGB
ztPMJ{HrR9zPBI}D4Dp7@gv$m@yKng3T51Sut?U+5W>R|#0etlYHuL?wf!3j~J7U(~
zW!i$51y&tn?a-BJ|D%7r!?cAFK1^HCI#k?f2ljjFpyHdWZsX>&5*(b;mOj{<#Rg_u
zNloZOaV^dUuec!Qmk0C#-Uv5JhcrfqD7G#9`~XgtLM(WL(!mHpY<3Ej4H|Ti>gsSK
z7fS{=t;3{_4v6{VDZ(605$-I->PwkWRM#RpjP=WVp3oVA7W88J^4F(Q5$R$EZ)*{X
zDr>Opd<K$>sxYRVUE|^HVZS}b%?t$&jPhgZfXz;1B{tTngO;Gfq)v{A+4BTp&QeDH
zMOJ=Wro8CiS^2$L`6p8m>B`ElP?xXrHwEQNq!d*ngO&R@k9i>tb;z76BT!4wVPbbD
z#B6^=2dYN6nPb(NG-iyBWc$N5sy_&^V1P%n`U7R>uHF{-;y@zACWdgc65{OBVr;vf
zgQahH>X+}TCSSWhTE3)wfg#*vto&;^SUN~oKCMGHC&c_p*?{ejXVY05Fm@fi;}PQ%
zUT1Z1(AI&Oud09l`>kBqN=@KuDa4)3a!lHnfPt;8(MwN&`J@gGh}oBbFh{m6TyAI!
zY=8LUDbp6%@#^c-X^3=@(%G5lxza_pErhA{hh0yY{xH(_x&49fc0lVezymR><LPWB
z5k8h!bvOx%${IxXaAtH^bsJ7rLM#~NM}J;K`42CP#xeTO8#&m1HXUm|3{us@#Z1^*
z2;gcX#+~F+O#10Q21dxyD^xeT&!n!7h}p^ZM^`CUpU+_GfIVy-{o7+YW8H#&?o1v0
zm4Zk&GkDvGnf`bt9m$1N7!x6HoF{$S*%1p)rozWo1a~VD<{nF->v14Q;AczFp~dva
z9h44ch;ZfTkK5V)*k7LxY=2by{`Z?~f0VKPaqn~bV`oRi>}Ko1MT*rI*m_{co9LZv
zJ@jSk;cvDctl4@vt62{!-&}<ZHY?EMoCe=4(DBXxv<+1Cki_;!ky?M`KA%F5Prs|%
zpka(=ZLsSJV}m~I_;f;Te4@taa~X^c!a2q#HY?HNT>azIKV1iOU+CnB1*cNsW5f1^
zzu3N@w$^WPIz&1k=3oM|j&_n__0=q99m{4Yi#|ZDqfM~j6?SYmm&UB48^(sqnMf|K
z!Wh=)QTi{qkb(ZKEa4y(Ag`hZKgMPwy|fxb1FTx+e39?A_=XpvSKLH9Zwq$)n8>Uj
zdop_$qnF=+qqPVNN3-k4-=EO;dO4`AA5W)Y?MJ~H<(8By@%zOLEFBYw=P|LjD`GaO
zts(zr*G`?-b;Cw>4LS55SVL;faT;~#;f$DH)Yea@wAN2ssqx`ISU){)?K0R0(Mw~|
z&PRp_Ul~^JdrHp{V%WAfddYQW9seFP2UxiCA=<T)sp{c+7Pg;E!P-yS(7!LMsKHm;
z?_)?OCpsfoLZ$*={B(!T2-rJJ&tAe1UqpX*743Yj5aDZ$m3tpCI`m=u=;%dP=)I7I
zW0|^M`0IW8UM~kJqr<ffY(Mb~Yd>Q$I$B!@=}V&?j16FKC4w)<O9r32hF-_6p@+Y~
z8hSOmhMxTVH8ib5A2-BoyvOe8m}AvntPWiq)%J9RSTM}z1@?3j**zU0v!`<+73qal
z7^*ggwxqT=vA+jmexT;7=7{jN#Hu6D7#nnF=c}u4!^v8N1@AD=trqP~VCSn6cD|a6
z?dLME=6zM)|NT-XY|RC5wPok4TOMFwIQM*&*5Oqb#B6!U>?P3qO4PhvZC`2geP+Hk
z*o*NAPI~Hr{l2WS2J;U;!{D~IbdWlg74XYH65wqsMsGGVusW083PSYP=g`j2Mzyy{
z^@WDL#jno7(N=<m<HPCC3%A~8_7<JYn7%;mEgpM{wbN94W(CDnNXafkMjrFx!bd4g
zpf~lBF?)`eZBH7~3en$PL%UW~f3(8NeUBL(db9m;@l`n5h_P@C+aG^>!1x45DXOZe
z{+NmFCz7%DQ?@^v3+b!5{c+MzKSVFS!pQft!pc7y<a?_512Gnk4N>`nR#uFBWi5_g
z&BXS<DSyzeS^j_uNGAMmLmgdtiT6bl{)ZvW<$n(n@JAs0e~MTv##di`g)w8s(EpAa
zHA>_6=H|>~b@JrNdb0rj+cfBK=+Gg&{<<nP_J5n<{rr(zP(cUrW#uXm>TgG9?vvXv
zi@%i25<2a61M7C)M76ROZ+?0}qntUPbilj`o#@o&cOK{Bm;LupR9Xo~J1Ji6=#H;H
z>kJ{s+t_Ix!t9V&ro_A>&*%-WP$wyle%!h-C4Fi^C07!v=dv>{2h>a3-eNb{^ij0;
z2#jp3VL#(@`hai6od-x75{;T%=1o=tXGe|fS=rzHK&2jl{p`swaj-{CUOq~WokAuX
zh(;l9(;D7KcQ$@@S~#2jw_wK}q<%D2M~8kwQxw+MVs%9k^6F~ogV`I*>|nzl4$rKs
z(Rr(QQmqnkHC5PT#{Ku@*41KhWg+tGYUy$Y3Z(c*%>DK(N`66o9loz9rvD!$f1{fG
zjJjGFXib$8S@}PiaWBG`OKq^cya-dv@=;u02S-CAOcYyS1RF%CP079^$g;799aRr@
zHmJPw0MCX*qgGEn<ShAt&H!OIOH~i0$4(*pn<dRIQ=8(wM__Di4LREusQZ%!tJ;DI
zhYnO*kZb9X_4Sfwm#I#{o+B`}v4Yc_i7=7dpgjHo9u15^O%C%0C4q~BMi#a7MQdmq
zIM4kY0!KNNc?BpsauR9tmNnjEVrvc0pO(VJ-WIjRWhlS<5RdvtqvRBKuyg*NqcFCy
zh6}BOEgekwaKL*|vN{M|G;NT!kkP?qo=S(pBd3r$SEa*?kiGj)2yCt3HUCox?QKzd
z>j7@`8H;LGzQ|S628rMNNXz&BW+H@6a#ZIQ(1B%7XRc_x=i!8J=-@N|wR0h`vqn`$
z4${`|Lc;ttEz&1YHZZZZf~T4dZZ=_qB-RFAtPPZ`4HDFB@Myv}bP%AQnhny|??R#;
z8)UKd;KS-ra_a$N)pQWMI%wD+fz`q1n~8L=9aRrhu-_9k9qv!~20mYZh5$7kQrGXo
zQ$0GQ?fw%&TPp<2{}dv7TRM>MLZ7jyVs(&c*}+I8MBq0QVe09EnzC|a9X*TdqozSw
ztjh8rYZrvBXSOwd4p}jS{`c9>dl45iT|>TOyC6iX-P@bJ_twvQaUf<oqz<;QpzOd>
z^el}I?(4l`IwC)N7bR&~I5>6|68^f-c+b7ve?nqwg>Lgdh1A{_S+^cwN1w4!uz!;_
zgDgyuUsH?4IfclnsYQ@TfL-o#`mi-^qv{%+MeNfmC9alN;dgiLP2yvv<@hvRCGUe&
z=52vfZ7ncOuKDnHn5!jnD{C<CPByYCYY<{7!jWzskh7UhQWQ#!vB||$fTP{qG5KaD
z+8ir@lh_0kT3KV7ziOO_EvP`x(@Bk=r`%)$E#Gyw#OC(82X}|qnjueFi*Hl%kzHMj
zU{eA1206iwol~S%)o5(|I15d%FVGQRCgmaOMhYB-#&kf(=gyjc+v%cm`u{crhcv|i
zDwwFY4oizmkXu`e0D%d%+1k*-X%y+Tx?^;LQi*HT)%aB_W8cg0Z?uC6Hs<s}^3OB!
z=xkz<5)oadh|RF1%|KHL3TkVyw5XW2L7+f@?RK_}Hpr-{)v>`-$_7={_|1-cp70`2
z^7CtJv7}HXpUMQ-SO-nX*UA`3L1ig<s;t59W%=~qB{MRl13LFP*uhu8{T9^MMG_R$
z)ncWhn3<~?3$Vq~Ry9|v)zu-fMu}KuHMUynx5446ayr{yf8q19&-4*c^R-&6sVqcZ
zeJ%Wq1XyP(*O)J=w}lUcmh}AX`>G=3RMbLdV2G|J5_~GMY<8L2<0CasahN%Y86V>x
zAW>~jBcSF8^(w!d^&K-;bC~@(OdP54v49Tt%bKrRe@UqE@z38HKRYd&)i^$;jGLyT
zL*XBc4vw=X(Q_qAhbM1Dqb5f+MyrnvnTwe*+HnpwPhoVRg8eeSQt4p#!ASaF-{Y!r
zn&R1qQ<1-2GbnwKOp3hPIxNa!`=eNh-5zq-nXqlKTGt;usjS8oMHTk2!P44%YHL9U
z=X{=)k7BAnnhLSo(_U|X9Aa&Td}S>bq!l1rS%cORA@=$?!j28XNvqQI&6HoHem^}q
z4;^w!;2<!<IC~3Ba#ZQ_ox3f*P0PpRXSv8#*3wz7V(cvNg_G`sF4_*3Qsmdv(ZRxu
zU(&P#6)2=*hpK8^DX+pFcWygOu(6;6r6#Adc900M%Y)kv|Hjxr1rGk|?|^yF^07Fj
z0B#~<Eb_F)a69gCVpuCH<W|&R-jxhwDU=AY730W2AIRB<$|<GQ8gF+mtg6MhQ_1wb
zGLaFTjqCiIeh5$t*m%QBhPB;mu{bsh6VIl?S0=*m{k+gg>wq&Y-@_8QRW+D*D;rrA
zH3+d1;Ybe;$i-@7w7UH2T8z7#M&BzF7||I5&-d|0fLa!|%!(RJiOocIWeps}#u(`-
z!>nNaYw2Om7K{$}bC6Y4gAfZ5j&yW`T*TBvN;%aQ)iP;HOmMWL8z#qRq0PwzIEjrh
z!OI%cd{txRx+LbUtv${^(~$L3m?K8BfrO3neb_p<mZ_?P{@z-30L?l$ouaA(TM5n&
z^+kYMM#49|EU~tm3l_&^W8yis4*Gg>)&a#}Ybo+-YOx@_5IJmr{KMBl)gLLJpjHo5
z5Z@oZj+l{>hmLpC8vEl!2bEv`&dmnjrWIiFvpl+;GyTyV(;Tf@<b3f>dvjXP`H6YR
zuBt__nGgrsI72RE`(q{57FGAVh)i&>jWeb_&O!LqXLNu3*hPlP?yA2py{ZQ9-pN3L
zvJN%^BXqD7<7~JqZ1wCZ4Yi|uLJhuo#`*-Q5c^v@LC)TvR!R9JwR#Yl;6Q69e36ig
z$k=2?2PaE>?yAy(3SitB=!iK<d03cS0C%wozVo)l2t9L0zUL|}p+5|BG^c&SSC4a%
zRaJ`+b0H2#xT@Mhg;rY-o8U;K3#Q!5M%!~mbTHrq4=YUdRviM&sjflHtqf#V)xg5o
z5UtIHbg*AfTMobIDMM~$E#}?GV*R2RM|!FIMJ*dpe(^#o;}?ajUwqvg0Wy_e{I#1K
zX2xaW-LuIksH&v{-o6fVz=v!=oQ@9u*2pcd!MyY7Og-31aAdeI<fg0+C0b)cWevvt
znZ(wEG1}ToaDHR}0&KXmB0i5{UNWW~#AYI^yaplGVjSt`scHvh9PQv-Dt#|)0~-m>
z5A@NrK@WG#yq1Y~Po<!ss)n&axC1`a^M-j^2Wky@LrsT1P3X{259&Jf*V5q?cg(z=
ziFePa>CjHU4#QvdLT+It=5B~XR(?4`TUq1JRed3656`4zD>U}HsbIj5zq^RE90kNw
zu(g{7w$1NOm(#$scSGnyEgvp8kD{__bPAE<&sBXOV%xWd{78G`l_)W9Zz8gas}SmH
zhNDy3K+Ya&q4&98V56JLD)}%|fnP3UBCo8PKD5}*!yIR4gdtGR8`+0<aYAl!73OY#
zh^)dYgnF9e&-v{kXYHDjTcObwsl%KfuZ>4qUIoMgBltN>v298iT}}goIymCTk3+EN
z_b2#l{T=u^NwH@}I6840+#MbvM_y?)=Iu{JR!J2?UCeNFQmCd4{^b)Kd_QlXb%?TO
z?64<+X$x*<IQm6fl^yb5%nsCnz(Y5fF}dxG%NoBsIkO$QX&qp05jJQ?=}?V%hm(+1
zQjJh&DUN;;tkR*7>JR^c4tj!K8yMEw2Du6)=ABGMR+$nZ4yHIV+8=T$BcD11t?8F*
zF>ZeXeXmSxjJA%ZIR8Ow1lTeDBfX>=huACwVQb<wWSw{~0Np$-TAU8Uf?4?|Qjk^3
z%8v<voIU7G1!idYWom5N_msYumhWVW^W%aLAXn{K9C}cQF@HR5{QUOL$MnCmUvb9V
zo~oCpwIm&ew`Kdo(PULy{3uAREmAtXScmvE+8;9xC1KPr4^dEFLkIbM^O`%xu?N$+
z`(v`IKaT$o<;VDA#=#_v+Nvi1b#D2z4sC219geX!pmg{!u(2K(9bQNUx|}Ho5|Lf1
zgoC*NquSYFRxe%qYxD<du5^m+5B3rq8Re(y55*j9;XtCQKRB4;{QE)N{bB7L4Ou5*
z{LxJ-n-JgafYzatBl1eBF>mK%WEEB;)WZx%=R`oxW@$^M$7pDb(VuL%hqU}kW{h?+
z#V->>=yDpM#`-B+9w5883Jx+MMs;(>tT(;6>mbw?xn(t&cbw{v)d+Dk#gVb9c95cF
zgTjg$jQc%-zE>up`lA%*C$vU@y{bP>?e0V$z#g|Jferxb=wXf{?+4Nc&|9JoEuufR
zwbgBl;{vsGc!~bFU#&le+hJDkCi){)4~iPh`%A4J#sq5lX03YI!`1`UADyK*|8Z+g
z-+aFSV|J_g=3iOg+|vbfwS2?BVS`^s`(ehRXBf5Zky?Lr!#FlLK*t6l?D+IIJ3di1
zc&~}^iL$|7t?}t2t?}u8A;#=cv%zny4SG0ZE*s4JZ`Q%oZfsxpBY_SC>*#Jym)T^0
z<XeY8Y8|b_yt8S{I$AElk+-O^!9>s4P>XR#)Yj3|*bp6v09#38R>w#A71;JiF7nE2
zU@bOAJ4aKT86AK?_MR3uU*x$h4)08@AFDBU$0ODH@vElRk2U!C$2&;NS6e?$ZcCS=
z&dzh`%$!|qU8xU^HDs}#HRQ`IUS0rtd?;07-eEoKr^0`C{WQF*3$u>jb{|=Vl?e5;
zz@OiAQq@CFx$ZjthnuQ(yo(vOO$(>XY3K`gl8W)mi4+tms^MrQ#;aj=`1;*I2nF0P
zC>`G2mC@nnyNnKAmiTjFS4|xZwRBh=hqT-Zh=r^UU$&>qc^QVcr}k5-G4BtxHS{#K
zHFVy8u!f$gwT7OdyM}Jmfoh9;6I6RTQ?=Lec(Fa5jB@;PA)YRm+0(JW*_rM1@9FT}
z7CSny^VKJGfMlq<IgZW@SIt+cdQfi%RkiqJ<2|Gmu=7<%Q~dI22wjfGe0A$XX1;1E
z#Hg-Lm^IW}zYgJ)Pf%jsLAAYvPu2Dk3SMl!M)imIv@-m1ISWPQHFU<$R|902KhP6G
zuK8k5PiAj%6ScQkflwc7{JEkx<m}!#6}YF_7nJyT$t8Ag(FlHSme@A08(mHV2QMV!
zy>HGpetv8AY5LzeW7=Te*tWVlbaO>+Q5EKHRqKxnx-{VvYVh&u8;nnA?2nOjIWGg_
z4=OSD=Q}F-i@HJ1W(ZBmQE07ODEYCP{$P64OZx)?fj}S-v@xisPM;A7g#Xh#d-e<-
z9v<l3yEl#<JJ$GpZEY<=LPGHP@ndY>yqOOA8$Eh7e*XDqWMyT+(a{l6QBh51_*17x
zj~+O6>J(~fYG9=G=IzwfRJgjjV&uq?*tSg-9MAwIGbSbmTefULbTpGyYxnNm7(RSB
zX3Us@Z@>K({|(a8(%|C4Ebvp#egtPdZ%6;PssH;bu2~O2ME*hW#fh9(oW1p1Tg~?c
zij|-N3KR`mid%6FP6Z0ZU5mRr!2?BGik0G0C|+C>yhw3(ch}%I{oeZreBS$0o+mkH
z&g`8z=d77odo6n7oc`M`Kx0;X@cH%qu1Sz@zOpy%(6ZBpGV~iZE!>m|BA9K7s!QD4
zk*Nq81A}l&3eww|Z`6CF>cYUFcfVp(1sEwio`KH`(YIO#npNIpoS@2y&t;n_@GBuo
z(Y2tWG#;vhkqXa;1$Wv`3^5K?>NzDJtf@POg))K>%Ny^SiLhpeog})h0?8z)rp{l1
zP49)5=G$9W%~z^z&?`j6eV)*3);>a!5)|+Ne3;-H#Ez`d_B)EK*zm=(EI9LQVh`Ms
z0w(%xm?9Luj2K^i{8NRsRQ=4~)lZcl&GW=66q?t2CMmc8dXVfmK3LO)?ms#)+@Dq4
z_YpvFSAW)@zsj1*Ic~;+{WX>_@C1cS`5_Epi!>yi`{JvQV&+6HYF@|tu(t-wqt<Q-
z##zn}lOJ1#)W2E<cGwwbH*E2dtU{dDYk>^jb?uiQj_K}CX#zb?$U{yVmJx}|SDazJ
zXUthsrhgP8YvMMQA1CiUBmdlh{9XULqA<j&oc-$5l-HK~MzgB?DDW0+lqEDGIs*%i
z`~|*A<UWXwEPZI{`{_|h5fm9Bd%s5)fWOM>=aUFo^x&yDvjHtc(1|B0QZ?XhX-bxb
z-Vw@e*t9iV!1@HzgCqZJt02Fdl#<&xIUp_t(A}qP4SajtKg^D_%G!91K_ons<$s~z
z-QjrB=K+<*8eZtF0DcI)xyEj}?hVEoUa6od7X#W71@ek#Y@hb|@El*lfBNeInuQ1-
zzrj2%JdSg)RP0dQ1ls0vm$Bq1GggqX&1FWitjr>dTj_IyU;-NgC8&|#4AHU-G(8pb
z5#o?Dc2UOM)NPNJB5sEM__LDGx3o+1W?|TnN91ehN>h&HT*wJ#IZFGb{2I=zjoV3N
z<NDbc#MaE9cD8(ttq}p9CIV0mn}~_=Q7~aYLGl9Q9uofGyP|)EMUVLZ-nScpy-s^f
zL&QGe8?ChlV<1aWaWqtyLZ0DfYq0S;Es4i2&(6=A&s3T=xbHqs=FpX~${g9+n=E1B
z)-H&t`~BONny%(c-zOd(o|XFyNlYO18vr(!aU1paP{#O;M8S19?ypiQjQ_j0vHq8j
zj;G;-1QTR8+%WOTgFa-4x?m2K88*L&r;+HWu^Hbf_1CBazkmN;)S6pR@P$gIxU{9^
ztC!EQ1D@C`T0$iJu1x+U(C^IGb0hUlGNdaZPmc-j3a|(WexhF&DTPQ%O7igY=R-W*
z+}0<QSxCk<KU#Pk&LwfdJocyDS4>=8Uk_!03GD3b#QhN`#`VPio=N{xztMu>LN8b1
zr4Y0xr)%9iGgWy**BU*NY@N#l;QJuMW>3@JI1tjtE3f+LW3Yd<)o?^?tn&K9G3-e)
zQ^GF-srxu)F*Pw^a<Mb&4yS!a$}em)_L5rCpS-)f+kHxkZAR7j-`6j_@2(s~2Ud{P
z4K7IDn<(K(Umvzp%PHoP?|vDikL`a+@&ET{$P9#F+!J9v(XJdFeE>}F=E*{Vz7Xyg
z(Yzje8n?bQJv}|{*|Z)mqrWuSsYP7F&b>xQM=!dckuKD`Zoa!^_+Rt#kHDwRyP=Qz
zzYl`{_sD<g{GYS`@5rzhsC~#q+yBrpEDRakpnqBT4|zii9zml+h5V;8r08l;Vs5m8
z{zE(nV>rqs4^PpyK7Pj&J>K41zZ>Jwe_aiGGQ^8Pk<DDlE+gj=G<)2{HvK5EQRlIe
zXhv^hF_7iI&q9H7sJtQ})sqekpHetE=2}$_)Kwt;T!86($+xBqef}OD0X<E3N0i5+
z&Up$Uf7P_XUn|=qTKEE!q;N7tITpO14a$9^hHE_hZfS#AXOc0W7>1imRakp+S-htF
z$XG3Uf%^+Hi<(oQYquHA$YaM)pWxf{+0US0RJ>R`L?QwFjR{H=e*C4Xal9xK?BUB-
zBgNWhG{xnDQjU@k^BO5LEGhze#D)u}s!{i{xU`7@fgK+cBL7c5jpvK|y#zKMq);Es
zC*(^Ms+`unqv_-{s)xY+O_-jA1Y0!10Z>$q?uy7@ru&1Ea5nRzXf<uQ09VzJfaGN6
zg+aU6rNCtoSJ|ef<nsBqxjoTu+h_B%;dN*;m%q1^17A;Ku-z<9zb2&YfPa9O_@CIJ
z1%2mEnLH^$w*dIjY?qqJ!gVo>zWhOnzq;?M;0cv(o?1z=r&uBFt^mdlnygU4v+e;C
z;^E7!801uFJ^n}BlxQ-KNLsM%$>(Bhyp}=aTWCcW`5xiL6aR}ybn2+~$FXhd-+p9Z
z`ra$RAKOLlyxmBH<R7fO+Ei(qA+KDS#k71)?(Mmu5}1pJ=_r2plF|IpBfE}h&-);e
zbCn~viyYJc7Q@_}4hn%;ue7`A^RL2aypvQ+P4Lj2XgqiXwjkw}T){ad%rMajHM=)7
z)1%lE2yzUgw?g5;Py)yqu5z$c=JYA{RFD(d;|BP5NU#c)H`8A<Ow{)Ky^}!_%%i3I
zK5qVS=@QSCq@QZ!-gl?WU~QZ~rEqo}R65>GZ73xp{2TN#J!Jbq{NK%4<Bhks|2CC5
zSPHRB&&i3;#l>|o4DjR%&EQmtPRcbSp`4S}O6iREN4ddaf201jof$_+=#Bc#xHKJ~
zbj~35?+*7Rca|FG5DxBGp&NlD4;B~qU>^lGC(&=Bjd1Zq@C^x5TzTc-stRE5#5)Qd
z=9#@|b*fJwU&qyQTi{9{gnS29W#Co>Rt-+#kJXTzyp3z6>d!jSC#aJ~9<e23XSH-^
zUbR4BxqDw5uBNDMbca?JT1};tcr%$Z*p1&I_qZoL+n?kG)3M%1OZ<61n_ZX0u9S5u
zZsqB<ZV1KU_R{%uKK<hJp`mw1i2%aVh7ICSHQ1eW&HLRp`ZwC+)CZDq!J!1w^M*h^
zw=j+@m<Y1{TE2=)Rg={}`?po?%x`?C^9B|cOwtCN#8~Rwww9T_n`E`R&I57cktl=%
zbW<D51oP9Y0cs5;B%K%%d`Mt@eUs?4hoUP2K^|b=LYH_(=B=w^iI<igB!ryJY9=SV
zWkXC#(+4T(bY$JDVSno9SlSpDjijcN<$|1<;_8wP3-TnN8xzO?jItz79}Y^GcHs5*
zJ&&q?jrBQ5W@NSc+>8@W_7kl^dk%CZn^l~Yv(lESz3E7ZVy<Y^yVK#y`)N{qSR4O<
zu4H?bd7>623!aDku?oH7QmQ`m4Da9N-caArW)<;%J@zefLN(`KHkXwcUeBwN_|zj_
zLBD^9pv}UN|A)VdzR6g2WC6q9z5g?4>toa#jg047t+wMe>Ze?@e+_B8p(jo{E0Jwv
zeRBBNzZ~6X10wmRvQoiGqNOkO>f^~P7_x(#=OwbSF)4MaiTaVj#~*$|J}4`PS681y
z3;}4c?HPh-1Nv=t7yQ+ym$M!M-mPDKJ}BMyJYjap{;M0*ofCf5J{z1BE)%eXZ@_mH
z8u{IPCHkBdwA$>$h}bxtxn8aJAa*({%j0m7IO7a6euxzUmDhuUPt@nV|DJeR?f6-@
zTJbrFE`Y9RLarTFl_kqM(~s#7X1MPy5mY3dC7?AxFWm)vcqMVh==f|e<#`VzGU4HV
zZbf0)YxRx~5_md_^j|jtK+ae*@ewF*aS>%utrBy>z!31Vf5HBn8j(LpwVd15=<JO9
zSbVRgm{pHBDHq6wj(3Iea0!rLi3)Io^LU{8dOHB)c-1SW?ZTG7H2G}$#eh{8d|xqe
zUb;h(_N-iXZ{pP2EfNfKw=?1Ih&vb3&TAO+d3j%dI!#O4B9?s3d%LT+P8b*ns1P-P
zSiJ0TI$To;gr{SHt26!$twlxpdj`m*vxqxJ#lGTa{fE3&<UGRZEGy;##liaryIR+k
z4;iZX?aR+UvjW0Sge9-lmt?#-{*BYQSSf@6jRRr(apsFM+1`4hKtD2=XpJB4YLp)$
z@mPRl^)2KCIa_FdaFfG4@e<zO3*eKRTUbY?Qr1&n&iB+W^=XgMPOg9bCee5$4hh*;
z67Awb34>vX#CW4f7Lmb!!?Svt@MD*o#7tXo<laA&zcWyRlx_beJ_ipoM)v=*mGGl;
z0{BJ?o$yO_*1w33WQl^;@Ap*i*pR6CgxUCvk|E{;vLB<S!VD5Oel~-Xa%6HECkwzB
zU&h>IE6_IyqA$%^%T-Z|$dkEby(QA6v+(=2W-%RQeQHt5La||1pAeFHvil|@R75y5
zy_n<Ei27h_I);K2@5xnL2Pb4C!jeo4bYojUCuCa29*9_@H&p^n#pHZbPLc7`w_|^4
zyMLBt6!0nh%^l$19rET}F@HTE(8GHx^v$ft;|5s-<5=vrM8Qw4$ePx^tosGQNcX^w
z^!uJVmd2h6VE306L^nSZtUdW3^sv4mKPyA|5AgK=pvS*G?f(XkqJusm82{5LXgSZM
z&>sIAqLQ*k{ilQT-@?&D`Tv0sQIH~s|1}(w!Fn`g&f(oi*uJv58jJ+r>)Tn7R|@|l
z2JU$B!NX6Dmh%20D2rGQK_;|?-^Im+oX--^-{0TF))uEq2alVZJBCsK2lDhFRCNIU
zlg4Ldf-DPmS?}4sFK=t3Nn}<jgwQ^J9#UFb3i*45gyJ>SY~=q5Am3Lf;6cL33d_rZ
z>V-<}pGnzG?CoQ;jeMS=W8wuxMPWZDCU)8QLu9|)20Gs!?md{TjtYO0x3#l7eY`t1
zA4ujzPHPx}w32wp`Ip&wipk$A9ganJQr$)itkXpE%O6IOSS}kaUhC!QGj&hEBgvsW
zF!b5%`uuS7ZYyNr09<9dt;~@%N=$6daIsf;<^4LD=ADezM**3I!AiCsTB4=lis1}0
zzSE(-dGe7V;9X(eBo=1I^_{xCXj%kA_;XNzg$|z}iX^b`$EH0iSNGi7^Npz~1}Qpt
z{nYCkB5aXk(2p;%14){q%h!a_m5c3hk3KfiL|5$nUp}hi2BQ*kkgU8<W18DzO*C^e
zWu1CK!U!FcW`U!LvDc8gErVH@a8uaaJ$7u^dVp49Ec^RaEEQPH{cH)PrNNCk^i8Rs
zc?PDQU-c|>F3$mcbUcLs|2E3%o||jt6EoN|{kV1vPz&NEQx|9>rlgcQb#z|eKEPor
z?6q7wj!`4goX)K__^f%Dv0`4njA=)VTY2zS^7k)WLVNnIUnT&#KV81ZKl?Kt=m2-G
z-+jz34NsrJ7|<IS9bSrge8}zfnL(DCLM<i<k*X*C??S?ZJx>JIr%cT~d6DXX^oqLC
zbWteFjk9!0Y-8N8!WYZ=q${d9XyF32&P1suIq3qvx~~sQ>)L2=$8oE~D!y@z8<~XF
zI}GwnepCPux>eCvW0j0YCm^@9>C{n^z2|Z>bjL*pRk+|e_pcQIIoL0JX0q!^^JG;I
z`0_O-ckW?TS1)vqECzJ9;`_pNzI=->-P6NJ$FAxyj&mM(wI{6`Eu!M;Lf1_4Y|_J-
zl*+sqMjhZ#AbQR9cCfd!w-M2$9AWWz_QEdol0sf5N$<`6h#nhUja#gS&q)tj@%79l
zVN6;Vp#6pSh2N~;p469*nxV6AeGtu3!Dmgr-k+5!hqUABd>;kd9>y^HF?UOmr7qd_
zCkwuRdfUZ+(d?}-@b{RhB;lh~FuP23-T^fvctmZh8;eNnaHBN^v+r|h0ssXTtFNKP
z2lPbdP~v^E^Jr(aoU`Z*CWgV^qsL^Be(v_~EoK`N6AY>^;W7Zbnk44|+SJsj_nXv#
zx@<j8M@sr&gHrfZh}uGVse-8k=!1_)b}bE9Wp%C*B&q~L@2#Xu6`3>LrdmJUfxqPs
z*Pq6^FnVONM-Nc_`aQ~R`95-9|Jr7OSn|=K$)LEE^S2|oD~q^Iq32TU$7Y!_8~pdr
zQe#0fGtK>Ngay-n3g6_tYXbGdMyYY&SLj0;ledl@eihMv3i`nc`=k@}a#vm_O%Hyh
zNT2L8pPSK$5P9Gw0G#pPnbX=Osq`1AnQ7(fK}ga~S}R(Y9vfKe$(OfD#@obIIpAhi
zc429I#{}IIhy>k8q!|Or)a&(5G-kUN+xD0eWRbc~f^HC_{N|sMVtKnL6x@u`Q7x4;
z|6wAQKrZ&q+cC8!@NIgkNt;rHAR6j+tJBuT$~%wRq3eoBxfxq?*(dShY!tu#0fE3}
zO_nZCeMgx6!z0T~;4Ny*W?fOs9m=lyb`HZ)ol$^8PcPhe@J*_)SnewrN;lw9ZmQ*2
z)wp}dVvZiIE-L`V#hOrwdc*r_3cw;Vb`h;FXh}MH9%k>ES=qIC)p#COp<e70GKbi(
z%o9<0!wxUMSKH9wI}h`+|C|1Uc_u*kIWTbv8ny6Z(~E}g=DZ?1GIqKo^ghvgru7LJ
z#ucZ!MV9Nlob@K7HGdSiC#-Zs$Yrb|J4K+M@cNQ!=&X*dztSjY3OHziH8~E9*xa`P
z$PfkAna#Ct%Rie@&zT3->AKYaquw_03uJv_>-w!#hvn4I%xcFQfA+SKE$bp9zEI^|
zg_@bC49#P|mH*e28KmU<0a2mV(WtO?iP^R->fh87iLKO<Szggn6|Sy`35J&`?7PFL
zmS}?~b<(tPjRxpo(r-M0QIw3Vuuo1%0if0|rB*Tgr0d$+o-rIBP3%6huFdkE<wMc+
zgsME({9+1q?q1Rk&}=Z2{KjlgW+=sRlM55LzAbh+e4Z5^V8g^xR34sQjGbKTA_Z1F
zPhoRA%rM|+PKqscWeO?l)|s4rM&x>Qc{ByRA$McbT^Gywf=WVLXLE1ga)r75WJt0Z
z#_G_peQ1}pWj?#^uV9Qzq*Ys`7&hr<@61hgH&$GygDVt;og6-smxa!!BAikJ|K01;
z@KGmfu%GgtXfq`E1KZusAIRWbv|eYwj^C`f;^QI5!F$b;&^qAG&sXd61NPW<f3n`c
zKQ(u;S^sfk$Ns*C$hCesM^~i5pkSWXh$y=9?}zE*fG@^DhZZ=4iMne6ZiSh8YX-4r
zZ|%-BC8MseeQ!_TR>}wrk1UO%En@NXtG9N?n`W~PwGZFoK15cIkJHj_nh(xuEItaq
z%0G2W`~8Bi+;UCImG_L@ZpHK!oLRaK!2?%-A$bi|97f8}qF3(TKjL|}h20}Z$5wq`
z0ma!B0!d3`vpFR%oZbOy1DGgEWYzE9ZHu^*gG!5KIV_;hlYpp#h>_vK%_F<+ZL?YB
zDWUnus$cJk+is*Kdwy)3{G~0v*`mEbYym%{j%iH`RkUV?Tco`HqFE?cX%M0rut>Dp
zC6VdWniS0oAokcC);L@a^mv8ee7wn6n@@?xh+gBt(>=XtNVr=HiL1QQdy#B7XyRV^
z)BQv$Ec32@X|O#N9chmfmk-gJnlimA)}Z!N3+w7&)4_@z=^RJH^=;}H{o(hhShe+2
zU8iY_{I~08qUSpyleo(Ya{4Mme#a6@y$kYpL}Xbp8x#H<Prewh;`}t%GimF8^fYA+
zujt}b)6(p0N6sb!vYm#f7S158;RX6@2}wVtA}ctxhIis3P5g%ZgdPI{^T4Iv#h*79
z+m$F{{&%{}8F#cVH`WI>$(#iR@dau<uuf`vGLtGgH63Vjayq95bedK<s+W(CgC>pf
zrR0im>wz%C&N{H;$`Rw1#b?v9jMKxKCCY1czeBf_r&wi}q2kB4&qV9odgq*$gW>^R
z5QAzyn)mffQd&kLGJ3NnmnnvXqewZt$A)MJD9zf@INB6u9l}%QThD{V<|M*(lZje5
zBl3RjowsnBd51ndxll|qkYy@Uxpxev{%`-B(27+H|6Dq(`O!xnUCg}tbZ84ePG}z+
zu&%L56$|e4d0LasOg;O>UJq2vGTm*H`$Vcq-?d0xvP2*!$9`l*<Hv1fHkyec{#Qdv
zS6>C(o60|ep4TK+g0y1~-JPddgHPITq-b?^eh5)9^6G7nbX+(?lAw1_Nj{NkGj_>;
z)^w_s2~*^=cjlxzwr_!=<_OMQSM_uE*tf+SbJ?}IS8HdJKK>y8RbN_bHCA<jtneg1
z8W#tZTdgDAicO><1+D_}b%zOFlOkM=8HOadWRwjh(2$iUchF$x+OZ7g(g*f%pCh?h
z_#|FQ?!))%g<Z8*OE;34K1ckzn<>{u13kCI#SLFHLPB0Mt-Vm7zYsb6>;#&knf^+9
zj&`P9efHD3?@3?zG1qb?n`uYtCXBdPN#8x!Kg5eKKnA!p+i@F45K0LXx<znoKSVEQ
z`-han4E^ZQ->VeRm()<w$ElT49)x2FRc{Z#zJz+!Npu9!*&R?3k01g(Z3NoHzlFhQ
zNpp&FF*8~@Dt#--{OvD?J8iORz)_cPEp-IyShK!`%R|Jw#|K@fnBVf)WHTc--PLwg
zHNv?eK9Mk|&Cy{~F@T=w<%|?U`1{`UsvKMLV_NCid&U5wRf|)9F{F^V7<j2WsIG42
zI?Z<IcCroQpy_+;#Qi(07<{5F$G8fpFTI*dnq9oA;2SwD`u!BJcbxH~1gc6kiR#qE
zIE3t{@nd)=_x0x00Et~-V@SdNaJ6}jgcjt|m)QKm!+ze6*o)R;JgZYrY<0f4VlQr#
z{ljl_cP8Yp?VNMM+yUiH)4cB)3$+)^&g_Me1z}}viN_Da#n_$9r5Zq2%DCeRV5e!~
z$#ZWo#Z(Jz(Y231vTEbdrw%NL2&Ly9p{<wf2%4Ij5z;CHCs#h4=IBAF*PhWfzq(xq
zm&)pDau(9Q>j*~pZ=_7aJKsgBGzps;FhdLXr625j{J5P3%}M<P&A(60#w@A`?B_&P
zQ`8uXXAIrStCv#dFJpp@2YOO7RQQoVmn!?dIqv&ee1XY$5(kOqL~b6GVhZolagO`3
zb6fq&=&xDNj-02z-a^hU@Aqv{YhKZ!c>MB%nU&eWD$_+nJnK9wdlpqHstA5w!J43(
zweJD(mG0XCpGY<6y52`jW`#4#3_lJmxv}arJaA<erXb~m0kl?b{*r^VdA=o6E$4L$
zJ>}|sZ~lIiGO-WiF=j`a9+7<Uy-G^G%)6bLfbCXA8G(PrDv$fRl+vo0j5}2w+>YWS
zRpyGk?2&2~K2+}^aq4CCKfT6b5eu?q^t9IHdEmor7ntb@+t5?9w;HojEH)Bo4+n58
z(hN_8){|<f#L39fT~kD~{!FZN-ggjJW;fky@21XzEmG#)-dfL@uH)N_o)F4gOzzC+
z#nq0BcJwASbC%!SFeI0QLrWLbEJ0uhA;X+=g}|{yf5(DFFOe5BexFUaj-(gLtGL5l
z7ZnEw&=%(tuGm#KJ^N3RI9J@5z-o|Xz?Ay2<oS0_t19<H>`$A?bT8r9B`{D#q~MXS
z`ycqiaU30&<g-4TXF89Qgi7}-q#1W(e9<SHLU*UzyLT)VMG^JQoPrhPQJy(X=LG^{
zjwZV*(`gSRV6oE7Npzz21@qaS#rmp4xWqz0N2Vd(xApnAhWtnIH)kw$N3fr#PrhER
zy;<o?8ytyKtJCQ^O(I&gKl#o{A4KnI;*qQJ5+E%oibz|=%-iiiOO<WvAtS46_m(1w
z4AdWfqV8e~E{c;t@XtB=>+}9rtIXZH&iWAkIeL%b+W-Q>YaZHXOqvZ<m-u0Izo+i5
z$3^X%;|kKbswIO(W#<4y^dA-kXME7-uX@*y)(v_vrGW@fSFhN+?K075L&YO{focpi
zV#eD{C&}ZuKdQ_Rq6cl!1+WE~e~d8y(kfp)W;qNO<i#7VCF?*wVa?bFZC_!WZ4bg~
z>yHQbuKta;IFC(VKj)6wy4&narR=WvA0F$=>EExTCLc8n)IFonf-KPxp(@ve8?T-6
zmuXDCP{1(LFm{Udn>zLjYf!Y;NBBr3Is`jqz4^Dq5+eGtlXf*cO~CF2=zxrp@-vix
zb`5d5{!hE&pV8Z5vlpX;1ZX+n8bpHgtm+8%MpKhC0tk8sxVzk+jvxB<Cgi~=4jGvF
zSx92)`CI0$LkL0pqvy`~(ua)=xBAs;ZFQctOQ|1oS3s`AKr*hYtsT%g)mZgAkE6xw
zX-0$AB%oqrjSW&$#_WunfY&cl$c)TGsxqD8mMc>JL)8%~hezh-H}knG=*|K2_|4+i
z(6@-k;ZLO?s-S^o1!;!YxdWx8<&%xqC?4LNFv3KO7s5vyK}f#xQh&d+QQ1)|3AoR}
zd496^RCL{*fDz@P;Fqji=0tm-9s3VYPdKWgh(Sy&FM~QH?e0BEYPx<<pI|a#{%^2k
zwjcv1piyAq+R5{GH;8+?XTP)=Juj3ZPgdSgB0%TL%?|g6vsd;pM6ax?*=CSIKYj6S
zc&e)edbRAKOMn!6m`>El@v+>71`jl_kw=JEZmu$@hy7F;5*t3ZqCT9UqZQjKAx<ck
zO}dc(Y9~M(6^H41xkjvvT>Z$>ye^Bg-0NH}vJvZni-{4+C>5F8RF1SHVOrO1eBR9P
z!vzK<o2qp|^1$;?Gu?b}{5MR)qYW2akd;lKjgf0L91;N!(apoZ+?|8p#Qj%acFxjS
z-Bxa`D5m|<+)DxPe0&9h*C3^q_uI>LHcfE>!E8Ea7M4VU+a%^u&G_Y*%`5C=cDFn`
zw+CiJub=*KcE{w4`|p~CpXYF0(4VzmzfRCEGlm8uKh+Al1i^k?wH}?<OP<aozubk1
z*Fu<Ak7B2TrCtepCE#E8+#aVfrC#v>_*xyDYeU8K(y>o{?QIh;M~;2jzOsKqa86)*
ziTbVd(gB2vcSoe`U7iURz8JOG%VU}`QTf1H$h=|NlupW3;~||;Oz5<rtoVUg6faWc
zr^n3EaZviIBVwr+7-#E{qpBO7S+8blhH`-KDr28Y^}=@!K9=ey+Fx&+yJsq@Nl>oU
zFcMMKp545wJl(nI{!*K*>hChDP{+baXfpm#SksD4nBuwzPvk6|D&MnGJL91MXK;WW
z{)zql{bmQEyM8SFBpO&3dF|}jGSskl+bxzfnfl2h7-k6Cxg%zQrM4fEU6Zo&FqfdH
zA8@#g4SWH<BERC$uei@LJanF(Zaft|K72Dk3&-^Ss0vMDRF+TWoCei55T?FM2)HAP
z3%u8?KB{;3>X}!ZTA$r5(V-P3)YfwB4pLr*muUa&@k1(3$X9HRyIhqB=q!5@{&oU)
z{aFV~o7okpFCAT&DK)0V&bHMxEKL&AzhJm%KBI>Dr(F&l{&0CB<u1iVj+QqA+|Bx{
zW>#L*(XOGtkpqg`?QS#T5n&<2RoJY*ZkEa(5b3{?QFv$mgy4UvJ!PU8#ONsBunyI7
z6~<BKzcr6f*MRWD+onE5+HJ>$XV&@NtuJ-F9(*_4%kM|=;ZBtP4F`NAjALVuVweSl
z$^41FKrf1u#?|25tNk4rm2j#mXUJ;xH-jInWpGh1eS;G(1us5cOo_j8n7zy0*VMsl
zCO#r<Tx=b3Zf?{`1G^?69~&Ee1I93^sJcXi`Hh%2T=k&SUEc|&o3X<wuOCeQwies-
zA_RmvQlk#!OHT67_lp|NQE2??JN`u61r7)S;DJkI7Z33rehi0++@>N3kD1|&Iq&$K
zVscWAm6Z(<YanDJ#SBwG#ksDdk&X=GZ5a6lPhOu-2NeO|j^{~qyo8zTLgid15crA>
z*1(WQ2;L+yFHYwy4{umwC!;FuXPFRFsieH6G$0$6x~(s95wb<;U#IQ3UK!@8+pG({
zJb83SG42VOM9Le4=ern>Su_l0<+@ea=-AD~`rvM!5?su!n8+i8X6=wG7Kxkrv+BeF
z{}b|RE_e{L$`cqny)0-iMz~vtetFkcU*lLMdeFz!oucB#+qp=YGFK(J>p3pDdpU3O
zro5=VA~>!Av>PYTMlHFkz!t-rMY0w~MRcUI<A9qMmGjs*hhE$Gy^*lO*lEk4ESC7l
z-E`ZQK~q0J@Ubw7lgrD!w;=9l$I{_*j*Cr$aepgK-h<i))WR8^wJ-pm0#IcXtl;QU
z*9oFUJ_~;^iz$3BiT!eU8A%e&Gk<ks{^>n=p4U$j)Be9ogTUXNmrF}nRU|pfX)iZ4
z_KKl%q8B2GVOBUyo*wSq4}oQsTnlf_56>7Zjsn$!SjonDnlsSLVY^U5D&AXA;Ad(<
z>qK0)VEVCKeIcW$JPoKO>jXs6Fukcc*!KWDlXw@reKcXF6gAv)fTC}3yxX_qC#eg=
z-`gA6zUS+~JT!EM)eB99i`dQteJ4;24qdJvh0v9K40I(bTrfGDOsSpT-JWP?tpkcS
zuRZP~d((ma;dx>TS2a^9JpoJqsiriMWIcZ`FTl@t@#I5XAgp0@ic%;8L{*^<9Bf+k
zh;me&$lBa&_^65R$2dt{$TT!*ot0o1#9EguyxVshw(-h8BpP&7=Zbt%xZS+$XMQ7>
z>TvC!RVkK3sLo|&;+ZN@PH-h3Sxf#9Cuk0~_++x4gh<}Ye)UXq>9pp#{o&E)=Fa;Q
z8#{e}UtWA@Ch7k4>N`x!`r6)0A%7w>CIy)J-;vcrcn`ZvLo!fX2h`NKcBBgSr~DMH
z!d<Yc`kMyy9G7?V`&8T5spSq2L-y%A>aB|6PR(~vHT%Q8&&{C^CpJNxlC3}DWLdj8
z-HfBp{*sOHh%KN_L+^MUR!#W)-IVr`t=A+wY2AT59DKts{~9&5rQr;wpK0S*dU^C*
z5`++%aZAHM1Yh#3W!grtY_jTYTAqW|L2CKd7M!`Em`<^FvDKrf&h;d@$8pd<lj>VX
z%|5BF;uO`*BI~!%G9m^cdDtOAg8CIT=vBQ#%X8*pcNXobRZB||OHb4Oy8v%?@%{>U
z_A<>br_*$sU8=Yh*_IMTP(z{{5%o@pWTzG#bA8x(;9g}Kw3+k85Dl82*b(}xp}5x^
zKLjwUn73ALqh@!O`e>b6?j%4QMT}3wimCUDB7+pmG%he$sEIMv#f>w!>zRNt&nSw=
zjGY`9{9{g>B*il(D7uxx7g9;KJ8Kbp{W6~<=e%g~<T7FPV%TZzYUyLD0M~PdxK<%O
zsBAs&O?qeQxvokVC^N_e0=S^KBz8UPZ}4dN5lMtD<7~SPXsB@#H=yPm@taV2Gpu%5
zdpwoVeGNA5h{s)mC!y1JYM6yc<_YHgR;zdP0{O-Cy&pCof)Yi}i-c6QD*`U(=>$QH
zw{;!G%Aw9S^QsMh{*K(`p;HPX{CA&G!@h+$;3EA&+P)wTGE|jx++P5OtubSe>I&(h
zeaM;R!Sn)=SSu(bBY)>EK-~46hcRaEQ1v~I(tLW*&{C5FeSqn=o?4r4+(mp}L+71o
z>*hS@(G!Kh@B<>rNW&%U_9M%kyGhLr5|`nsvV1fp$T$@lnHRh)DT8RSlft|$zV|f!
zSMBY_-)on91+Ks}^3Q(DUfn+*Bu;iC{Di$Z^|c=_?Uj}uFskpG89hCPk!BS;&1WxM
z-({MIw%{n;J+O-2IbTDUq_y4{&sCk?UOq^*T8v&+ZnIj#j^bu04#|<~Pu6iji1W0p
zjN`K=j#g}NBgRijg6^`})zsNxe1<rmj`D%D)Rx$QqZ+!;K1VeyM>oS6uIxMxy^KTK
zA3p!mb3d!?>ZsQf&{cRp8XS0~&_}x$I}=`dAO1HXOFh_T{_;;nsXR0IJ%@jDnxHkd
zXxFC6*%HR!(RSPncV}uHqBFx15%x}LK1B*}Y@OIf_ilZT|93m{4$Y@!4?eQQYi2V~
zC+)5ej-e)s>KBHP>zgxNHr_*%=c0bLG#G{3tl&jOwLm5i2DwlH{=z4ji`!G+qU6PG
zJ|`0HHVB!ec*s>Yi`)*u3YVGF(oAkuoeT^nQ0ukaWiHsiOGZtZno@uLJy7N3OTL!u
z6_Q>?-nwNNE;D><Gd;<n^mxc?NpK-|piPA3$t$~DAcT}_FM6yz#};+N*t(fXH@jpp
zUU;mN82W1u5TYWw<!B5xh<ojoVfAq4JjLyonseM@dAq4uYHS2jxiba9#92wM19v{F
z04f7-ew7;+dI*!m_bpR*{}?usUicDEL~Rl;dHh%kiD~;9MuZ;XvRBXBP~$~yKwZRp
zYgNX3E8e#3N&yZOBh<cvV5nDN8@}2m58x$Ete1oz2(=P5r~1-3#kDOPIW3(djA?SK
z!M*1Q^r*pe1Ob|hk15GZ8ODo;Ez#|B1aft{oT@RkCH^p8efANtzPNQ0`tWw=U{Vf3
zO%>Eo?66|VBv(<Ze9;Th0pR><Str0b9YDsKP7|ThEV4R|w1ip7xGx;G#B(SD@LfFA
zrCIUS?Un$p?0fD|8(M<OpiYg$mLq|uQqRpphjpp!t>-Ye7#Q=1qpe%MT0-sm!AWt)
z!&WAT=}Qgbyco}ei4N`9lRTbk&shh_IqjwpU0$FX<lsbZ7Mc$Rt~2#S7!FfVwSA<b
zO5UTO((CX)o#0b4B8H0Og%Z_Q(T22s+Tq(Iam8U5Ij+w&ni6`Al`?hFe)zY7v8jS=
zN#CEMx59#dX}o`ydKvN}4#8QmeoxT4V(IjGN&N#uebMizs$#$z5HeU!ThDL)Ap9cb
zD%N~DUcaWN&<*jpJ%Dg&mogAJAyQ&OYf>t&Dt5td+z{W2iI!U^uO~dPi<Vr!5~_+&
zGM`ES<F^+acCMIl%OAVk@lPdC{Oqwc0RR0NvJgaH;p?`4;)V9AqA5hge4fE^p9<@$
zN+v6+H$h#s-H>2QW-t=iT@d@=;&*2v2V2594sZkZR^%5SRC3ZRAGbkiVLM^$>6ma0
zd!-cJzEcjX>303p`%CG;Gz8mP+y^=5AjaF6xyT>li*DYreiY?eItUB!%)ATWJ-3k`
z<$j%E$F(s*$HVw|rL_W>L)Qy)*{Kok5Q^@SD(=L+rE~;sST|-6hEoJA-R59}zMVK%
z_jIJ8n>zJ^CiHYP;y$1!w|8}6DSE~9wpLeHx*wVR;qbW5^#TP%_C*hw4E2Ht>#q$9
zK`{@8PqW>2#pI{o!5<tzaqq>JO^3MRZa}-U-*2yW4}xRPX$6d6T>HbiG-aJx1iU_{
zx`Pz7;SCabga=m9lC<|ZFwQYi#Og${X~V_7{$S?N9mIM^>UcM10o#~>{l}vZx#KZa
ztnT`p+tKcU=$A;O6OY+Ys$k@u58XJBS>h)s4rn^JS|=SD_!n>-;AfNvVq^QZLv9~0
zPiq&K?(5*ZLGy|mLFM+!U3ww-n&^O8F)P(Ly$Jd###;jGXI*?p!Ls?vnn~Q!s8~W~
z!5q|X(=_~e`%3!$3xP}EwsnJu?#T7V9;@55u?nxxjr`zEHfYTgPu`i`?&4;H#}(&d
zLe>CN;o_>j_!8a4X27K3Pr=T^scHW9H-VvPOl8T4u8Zdf#!F;Efgl`h0AI`PDE*uy
z=Wot2hgHh07P8L`oalrH%C+IJ%;gt?EfMoDJUMr;Q%n5{TAcC6Lqj$;+Yw&5IQjMY
z-K2Rne}?}fOw1vv6CJpx7rW}Bsl#(~lt`j+Xi7@Tkc3$kInooTTie)%W^ia=ptCEA
zcy)CZHAfXoOiT=qN)XTMcxjTAQB?GMU^-3`uk-F$f%W7sQbR{6DHPA6g}2M<hK8|7
zB0|UFB8cG&R(pFp;(QqF(Z4rUMrHVdlupRJ2M<|WF=i1S9=?if{6YdrRz@J!<5zcf
z-lUL{l7=G<9$n^w#!|-8$Fgq4ieS*&=CgATAzaqQqLR{5ysUsL3PZ_D2#ewM!E9(s
zK~2p!;MqJ30$vKdbGS9$a~f;2I$CJN!o$mlC_Y2KI$ES6<J#de;N#=7c|cMpD333%
zuX`I@)~)CH?>Y7B9Sb0ZkCy#~6Y{h5!4bn6Biqf#ZMc4Ze&m#tYl9S%>BhquV$jEj
zyUw1Th`MJ?i8u_L)BTQT%b&Wp?8wE$NqA*t30KUcJ<jiB7zBH^Bo-*t>$qtnPmjas
z`K5qhZYq0&5dsg7OJSdzw4MMBl$D?7Pr1iJyi*Y27_-eUR^;=Y&v+Lzh*mhd<IT}`
zm1j7AdJrh{tLkgVe_ZZ0KT4N8NwAv&*Xrnd@Kf*s{7g+6ek`TV-@4d+BGEE^x}?td
zJw=wX26AInNPWA?&eQHCs6|LczE-bxq|A}_h3Ftgb9(mkyGVSzk!6iqR$d+3&s@)m
zkb>f??1UznwRi=Wm)@#>Tcc{rD=`>32Tzj2N!nyklmC?M#JIyqh13D^OaYKi(?B;y
z+501gUMV+qZ(OC34;)=GV(bg$zZ58YS360s&v@#RNOJ>92~Ai#=2)!W#NbzMVxMDD
za}}X0Ts=?hd0+0Sdj9sUK>1d(xw4;C*!-InJNl0AELIv5Q|4A`L{>iR&(C<L{yrad
zOvd6NGjk|Hf2j~L^K~%bDS1Oil)ZE54VimQGJH`Zs9dnnUFsdWqF94zO*#|WU-^sc
z^m$Q+0-2}=hDG_Ee>!z_0=;ka-4IdFbXFa4qjFH|wq2b}9ERC*_+B5JR4MxL@h*hD
z+WEw#U{^cHF#V2wba;%Ul~Z|lnV{xtZgV(>5XnM%7x)v2Y0Ux}<L1^$B39+tK=M#f
zEhkhT>M$Dvgx!c_w>FYHG7!7}CLEV`#h*dSx^eM1w#1RLtVl2ZWM1$1W%bN^xEn1m
zgL9Re)J!>B!jM3JypiDY;fI!-)#==L4+ZGc^M>~rJ7!GMm0Akle}5N^Y0C(vML(n;
zcT=q{m|1~d$jFJMntyA3cCQ?+b7-!3UEyGxuC{moRa42TW}adtk_A@*I+XnUw$cur
zeGF%p?vF>?m3yHSvIy8$C#^$$@Ik@1?cuotx}RIjSADn&Ll>KqSQAZP-&S3Fo&6N%
zV_c+dDL|QO<~#ZRL@2Yq@ee^3j&`vvHW(rUWPy%;z+sb#Ka^A*`0>|SbaTcgxpfbs
zo2M#a=<AD$UheV%_MSIs6idlz?b<KlYKnGEEylQw^SOgFSgw0cpDOq)NG~4HIW&R`
zIzOq23g_4n>l#n^_#RMy7&eN6-ld7mpIZw#VtoEOb~62~`;T90<i4Hf%46obHJG*O
zH1jH}ccrIivElOEXhY%+eAUG*hoeF+{W`+=&O-aWT(cenTq&})z0~-_=z5B}4vf0}
z)&d)99Ov3;tt|jsh`1c+UPupJ{z=Nv(@uSCd)aIJeJ{RW^Z;k#Aimw!!NtcG^+)(C
zonysIMWkw;pWrC%^cKmwp`BZcxr0JH!GNLt&Z()Qq?i88N7Z+C1&5he*4(7+n${t4
zmS&<-F}b<rK<H-@ME@uyC?6@AseDopO8Rh|-17B>kYe_Xj^5{bC1u`)36e4;rOJ`9
z=M2bnj-7ucPRpS`V3C;F_h(v9G@AZijf;oJe^kxCK|^Z~riczHYgTPAC-_ApA%EMI
zR#Z_GG|6&Qzx0-&GrQq=bnY^NOxoAD-|E{RYqkkrn*OS9Nk%Hs&l+>f_N~H3sHZ-?
zFs;dW#;20q!%SeAS*biMZmQ44C;70qo-LxHN|jZfq?wyFNYZLCD87nsXPHT;-Sa><
z{WyM|&}>0=R`(Fx4^=s}@8Fow)PQ?ls16~+p3l8-r9Sfl$#}dIefPmg>hVaH$KmI1
z^zfWw3?qFlI-7gE2@;q1Ym#)50`K=`pG}|Ffpm1nE}Ke1nn60Y^`W+fAZx%p_DGB8
z$a8m{482HlMYooHI3oWzKsW1K-(g~%<!ebBFFQp!-OszFKQk=!Bw52x-%{Nl?kWWj
zpT8~nI<aMIY3o*7^J>d>vUX-%%c0z|Ohnty&{4ta?wpqt>3)N9u0JbdYadxc?PmGe
z<EES3#wMbk<1abv({Rie80jtrV{8nakRWmafGw5xH>`1v+=jj&)T1aSZ#a)BW|W;~
z%d|8FZ!}X2tCG;vp@H~i5AxCTr!{cyt43tVFTI1qgNV4gLgy5mk;xCA32RFmxz)Bl
z&x?>#nS@$H>@akqs_IJE-Hv6CLJdeTc}5Ii#m|~P7Cpr^0VUaGgqZof^_*d)=H2W5
zF_#JSbA}NpZbVac7TegvIF~a)Hqm}!4Y_&v&4JYd1)+PCJNqUP6`>p6c~PZ-qE}~T
zhotRu(E-sVarbhbnPc*0zzyHM>@<tIFoBJpuWBt0uezO!Ny?C-pP!iWrt!rFE@DP)
z+v1vrs?6OXQH92XrN!-~Aq@8>=J*dc5d9v5vUcXyzqk1Xz)}_KLKV@@+kDhL$-b|r
zZw=E|6Scaw%}TQbas$eU=!i`ntZc#Eg!(iBRas_1ukO}2?Vl;s{+1C^<ZD1K9Jj&n
zLE@gADSl7R-G*9Ftx{ly4v6LnAiBZA)32xuK#KM!sKS6g<okBvJ4gj3AZRwAfNWH{
zv`iL>#6wArEYVtyt;)2aFRCg$*a7C~4ul~1?bcDLQ{V~pvc2t?_b$S+cKPFUdp?7^
z+t$@zb}lP3dwnrE=o|xFE2Or<N6O4BlGC<b=7(Sc4kdS^hWev^nZwBVI9ldwBDBMo
zI&%Z0Oq#Wk!&BoxN_T5>D2f>NRNGRv?1ypDRP28zOipvk^$0(fgO~7rM^wa;9~ur;
zHe~_UUX#8VbrXhkH^F#3Kaq8{EMlX!#p%?$le{!T6@2Os$mVQ`1tbqrMG%ED&`%Ic
zO~brcZd)nwXt_o7e310Tv`~5h(zSP`j+L{Y%Y=A5tqILApE1DaDfhRo!sI^1{Ppw5
zLjP$0RL<Q4BMni7h#`FROxN$V(^{|CS!1sU^#X_<ni|%dSq(>emVrj)$>b-W$qp_)
zp&C`~qV>c@N)1+eVp%iwHa&CV5u5=Hly&YAkv}<-$e@E(w;iCd(NG>y1OH!hc2Bzu
zmVswDm{&OY1VN65lGGF;Ofyf@0fsm8j;04IQe7=XK`7kprRkFyRqc;=3uk0kJ&4tI
ztjp@~EGVhqkYD&0h;mZ+`B|A#%ltCIVn@d6(Wf|q2+UDk+VaIsV3Cdw8>zXNDBY|6
z;GxH>b^S6rB672V0ww;N7SjRr!GOQ$G=fc!%S$pvE})hS=n+!d&8D-pqV`PcdC!%r
zv=RXsMnmdqZ@k_(AhZ6*#30w4RQ=Qx`NR^<BbVigD^Ee_O%Yvt^tEQ-!C9V6%lu+m
z+q5B9JD}BYm&0&6Yv;Bg3G&m-9;tQb?k*RU#~MhzJ210irZA3_Z=`hts0yw;Hiz{@
zP<ke$+1}#ggFaMVj<g3O&EB<QRJ@HO>;r=u9~$>fr-J1!@PGHL(HmK>+hTI-^J0e0
zz~dPAxBD6U$nTJ{?M))Q!x=poJi{47;@gem1gEKD6I3+RX=w@`p7{h}*Y=C<3Sr5)
zp>g+BPeJ!wrT5t>HK??rKa@IWfZtRqt^7N%XbZvC7NrxTt5*HY4g06qXtDby{xnT@
z&Uax+R%5(^{WQE^uCS0k8u3oPd}o&!;R5~3S6FU$4egzJ>W_&FI0kRI3i!0co4>cG
zP`W{V^JH|P%NH?s>;$h&4@zt$Z43za6Ey%lle;e_Ruc2SOYWjpFZq4VfhYCK>ztbs
zb_8&&BHa?^2trjqYC@NX+^$cPdewO9N{G#xgc;y(Khx$tq}Dkfi3Hj#8V-Us`et7&
z#r;+sma_AndrP>((fzw#KPNx;#c8p{?Srcd@{jv<vq`Ls*kl31?xp^6gE_jIE39uU
z2pnNbRc7PzF`!W(Z)XP*9YZ~qfnjp?A%C0Kg^!opY{`4#ZHMDV>t-6f3HSDjc||`8
zC^)r6rV%%pnpB`*+|8Tsp9y{WV)*$1vfDOcx4HTfNm}>?@`p>tgOdtjK-+y@+e?Q*
z(3Y$fj|Mau@{)oN$}b)-)H|gTGP`~1+hd*Sk$q<l@aw9vx?AU|0~^^WKn_ZNf+g9z
zzay7Ejw~^a8^eIYd3Skw&O5MT^zP04=Pgw9ibAyS8}y@3qyYfY^qotRBahSmPCYBW
zB}i~Jg}Vg*x_uAx?XYF3czRsb;UN(*y<$)+1{io5ft=~;3mchbS2^;K@f*4F1sC4C
z?WW%R!o|eY9Y+n*Uv><S`D%LrOMfyJ$&%sy6-^8hpDz9X$PLt1y%9qPGdxXc=AF0A
zsdo{~;`Uj5g2HdB4mdsS->}<#IqxQIrZqX(Uy9t_4oC5NUz$$+7B=XA{?SsRP`O_4
zihQD*^zrD$iR<f5E7=Fa1DhyZFAc%KJ57QM`)w2zMLrB)9kZKWQ<je`L|LjuRuAMu
zG0GRWNUm+*1fO6TP2A~m9a0hjXgM8^ZM)z5KK16Um#00_uGfiy5lWffFdfDo*ce<T
zTO{y_F5||2@jyG3&rWZ)lF~zG0<f+aR#Zmshr~m|KAHlB^Yf{;1^^Z2T)zfB@r*`e
z``>Hz&E#Su1iTgXGC@$h{kEO1QgZ_ERymYM5pQn`2qB<o`SJI3_Jj_@Pj|KBkRu7?
zx!66Js)~287GXkbXP+^TPvNsU1L4xue(b3xztehY7NJO&og^{ENsSiu2P56faQhoA
z&E99G>Ra<JxFF%LR;3Ra11`fn+1i9g`$Q;SWbAkWoEWW5H654w3vOAY`zmG!Vjx03
z1{~Bjpw9IoRw3uTr*1sZQRlT4k3!4nhYDcy^!+n3MGC<RYI!T13+Gzt3dhG2*XaP4
zq0d?7yjOosy6|jbQJkns?|zY)hk`E-esTnW)|VYaRUsnx;$>B*=}QN*^2&EO&lD=_
zlLU=k*Sg_0iFTPDq?Zx#2}drD`y`E;9)lb~$t@A5PT{}(M5ksD9^8u(8Jc7x714mU
z^f6Kgw2gzzIHB!K;35!!_%*j$6PJLMZVhz+rF!l-7Eb~-*IAQHV{zyXD27@{9(+n?
z{GXXa>!k-rRJZVUrz?2RCzqXE=1p$sVrXZ9IjC0$6l2q~zHe+>whvLuMyvCf#SJa6
z>@A?1e7-sPr8uYY4ZRVh^G@am*(hCjC$d35NvHnq^iOmKLl;E-=ZV*$&*&$nF#~B{
z+y7WZ&hm}T{cjS#nHe-D#@3EE(}|A&+m2q}3%BC3{jxoouVUt`<~(YFR-x<BZ+XyS
zc<Y!g)&TAGM<(m5INd$e?QnzLQEtM$FY8v60fbk0kVjmho2#h*E0VRAMV5nbcMXG|
zV&>-b{1L0rgn`C!IU%WMZUPDE>Csn*^X8MkG~HKbkVO@7|LPI^u8-tDeR^p{Ncqfz
zHc27@haoQnr5Mi729ND$6ZSqaxxbos@;<DcJ{b}_Ug=9@{^xuA{CTQ;jbJB~ptszx
zna2c<(iDSiXZ3R0Skb_Mx(t^z@@gyHX>3!iJuu+*!UoUNE@&)q%xk$VU}rQBP?nXR
zPW9mRaamnDc8(?K-NoJ{F67~oECP=r<O`$Xn5dd`=!6$H4pZpZ^+d5cVk1$dGT_cL
zHPu>Dm4k&PJM_i&a27$Dk^<o9<L_cvE%MUtK_=)L*@npFnA3;r<#E&>#IKaH9h9Hx
zI?mU{mW$!A74g0d6Cr>944~E?HX*-Q0whJe>5Gex?~Np4JZT5e!WVvs6kV;ygU394
zkj36jOaHu|g~i0y=bd2PB^7P&04|R|^9u?Dd_Fq7$=KV|>slO;8wMW5E>loaW?KOW
z3>u3e#P9FQBs4@F*=xhGYMp(&_N0|4sG_83kAxNk_f*xP4PDPKROe4}-LoZ)r_QCq
z*7hY-Ozr65soFn00#m-J2bbou#lGfz`6}|F4o+J3x@3QU*Cc+(Ea@=<6Z2xbp?_<#
z&xr{K@7p`NQ8%8{uT`!2cv}&e7xPz*fhrbryBwnv!8n6aW%jp+rug@I1`$GoN~UvN
zsJmaAM1A=dWcF#;#@l1>T`!z@#uHQm+H$w)v}I9JwvVq@+wLSWGn6_cYU^V(KZ@C+
z$SGh_THxU0JM-$d-y}a#$tUfY+WjgHEn_X;@p(U-Q~J85{;NsHp_1_94Hi8!aplQJ
zF5CV6%RPg^w(j9~Ci#p{$+<X&lfV5{&ziqS?{*>#?sawIu!^zNzq+lutyAP4<(ud#
z<V4(K@evIrYpmEj8&5v^roH;khROF=-{?qADb6BiH>Ie1b;1Z#vQb#CDBD8m!(jMy
z?Mt~OrS`E2v{u3FPY3;+-7I2!qHognuZ7;Roqn#hlxQ*IY$uffv=MB7%V{kj&srJ|
z87OA9cB3bXCO&g_M;rvcxSe}9DyyQ^n*1p=z2F=0yF>78sW#OA8N;A_>IFZ5CWV-Y
zCOw9U^}8r_pLTXx8W!WRRmX!XgJ@TQ$@^E=?f(B(2SR_dxsU&rt}nD#g->*DV~d=$
ze2<Kz>eD&<;X9M2E(7p%okF)m?<cUGS&_dtdrPsDAb3dj{_>`~$#<c=XiE4(<<6q`
z{{a(0?7j%G<;|2|ScX9sP0RnMagGW_;t9=7_k`mY=<g{EO-$ez7Kp?XmsB^@*VCV!
zquS{DgJKT9Y-5Tmg-!TnnFJH=WWw>-BZQnzz{1DP^vi15@6>g;Sz3wiGEE(*&(})0
zebSNqvc~@CeklR%u0O+)<a`Yss6N}qOo);9GT?S80a0<u*pkUT=b+m{c@?^vY5FDV
z^YwB)<3q6m;ie)?P0fSvon&-)kc#D5s_~(w9-!W3N{xx?hzt#IMN!$J<_HZs+)*mg
zNu<>uMIyvCbN;$hp}+u%u1~sBRfW)u40O%P!t}yI6mn!EGB7cLI5Y@lr`6U>_4Oz{
za}kn=ww&_Huf{<V+8Sauz)#@r0<&J-Q1X}RMI0|e!#tszx$gLMU5{V<lNz6-B20dk
z3-7ojw2x20(sWI~Nd5j?vD!RA!ORn0wKV0lgK3)}6ra-Uza^(GK^mdie;X*fa)bUq
zrtO01&q8+>SoZFQqGOtNa9{ZqijJK|$>~e_ZP3sTgqrPu`h26A?O<2A0{ulC?V!2}
zZL%}aEhh^ziVIO#SKA_WV8%yXpY)2ADX!}CNqJ?6v=Cw9;~cnONI<)5&+y$dO`mim
zkD4P0@y^{0xLrs<`|HWroT1+*(Q`E$Egfv0Ggp(bbG4IC(B?e%T&)4>``sBOP}J1Z
zb37d#>g#d4vRWfBkM>KZBE(iS(=Qd3VUYRDjgc*3jHcI5g%#+bmdTzTBjr+D(etL)
zL+K@GZzI8k*mOAVdw`HXA7kOY9QuIBi<U{>n_G?^&RXj?XER*M;tuknC{xzL^Ow7D
z-+Bjwjwaxqo;Pt)WS1*(G`Se>`CIGF)_0?*0zK@s<_U6BT*>Dy_fTdj+FMI7;btZr
z4?RT4Ur({{LDTaDeb6>2s6Y>UEqmEZaV1Yr9i*{!a6KK4dmkX=2uB^fK$$IK4N1)t
zs;kjiB-HeaA|c|cn%5twz`%i~ntqXb82)Kq0X{M}qhCIvj}|dkV|`LrE}vBXU+_s(
zyUC;aqgK0dlHv---bVvv$~t)ddJpb9?qSgJM4kQ^B{#+4<YJ^Ns_BQ}r!z|NxVQ?h
zs`Yyv9UNamhn@G}{@Xna`YRFl3bk~w<Itg`3a>ip(Sh1ma@6umj?dXwqIB4GAMU&E
zW6%lBeI-T*2@a=FIw%<(GRqh{Xz9=*_O&P-a>~)e<t2Rc*1K^3`3?phNx(flKJ<CM
znU<faKo1XdP5B-cxRO??Uw(BhJXhU>`^uXbwDS?}<><E;C1Yb;E-ZvbboM}<-`CXP
zMuq}CJS{Z$cs(f{%9_?;#SOSGzd>j2Yf1--;>ucj?P4k7SVLCVAntZDdUjQ1YouPt
z*Rx9iuEcUbH+fNNYwNIc-&H8es}U9MrMuUDKN~%xT-D?opl5qmT)C}3z)79*${HwZ
zY8&_3seSe%XOrOLCPSb1_d?!z9omoh4f{`WAO56ma3>u-J9%r`pp!SQ+(>Tze!sF7
zR_wk|QfdLRa!WPJv@jPTGSmf^waTnk)*|jf4tlnC(XxRHuEb}(fDP(krS^h~s89zS
zI-5jiY@q$YwKP0VE<!IgTWdUTNGU}RUzuiG^pnwt;q~$L(PywV6JSio=O28^E~&=R
zy9IP08yD5eI>aRuqerlfrVb%Cxco@}Gmi$SzwzYlJUmKQpmU&A<M&a%G90>|jr9CV
z#twJ#@Hj((S3_-dZIE1w9{yIE^8KxFIiU#~97=+%nF+>p)_)N2?4u&se|{eRv#wzL
z_D9IqlfkpG9@H|wFgnO^Ik5>Hj_9uksy`gPQ-D@>V)R*k8}?H#B5F|__TS3omY-CD
z9%=z$wEUpwJa_sd0k-A>jOniX-04N(TZcyZT+iMfKS#cvXK(*!bx19xeSnTnXsRt9
zO=kLoo_@~l6YRO=r<J0IS_UFozK<m?CpRJgcnTxGy>6LR)aD{JPcbpnC{t)`fQyO6
zdVEp|dW2}zLonr&xL??!<CEf9pA^8@v8twyTL%+Ejes}}J3K2z4>g}g>kw##%TJqV
z3;Pq9{?OIwxq4DEHl9w0g~S*ku2K#g6w`kAAN9+AG90?5=9lC1@Hkz8S2;30(qr`9
z4D{@%HAZ)&#%R@{@aB!t%zjN$Y9X?6%h0o<m)02VjLTYO(l(%;$7_#GR6BV5oagc8
zLX7F58ryZB$E(V;FlC>|bJ&${9UA?Cc7JSTiObKL=#R%zU@JAjn5ciCKmH3kP(*o{
z<ItUaq!(2&ZShGF9_LozRkit0v(9Ebw;rBzHY1qhY=%~uj9)C%V}qvGE*@WBhui#X
zc;l!0xTm(xN-C&AR;f~>Obf9wB3;dJg~P7@#`%;Nf$utKQ94j#LjcFvkkEt<2VQV&
zIFnAdhY%NO%bPD!>!-&B=o#jqxqb?Bz?FNt=kGYjr?^Z!N-aT`V7Xoy8xB2%h13Kg
zUNVmLV+P0i(d#9~CW+eEM6Dm6KQ?KuA+^@gk<>am>jl@*+%K-n&R5{b`Db`<5O;QR
zT8Bq@8UazX4&hF8kWjPg;d(kAr4*w}DC4J-GD?w^UqP4AfQ3|m$Us|MRtwJ5T*tT4
ztcT7%xDxmBfiO{F?l^Vv2_7dh>!sWGGjQR068d!a)47+{AwCs7JNs$r;D;-5x-UCw
zE{BfaL0E_@hP}TD@}Mu!_SJ>hxcwrBeCq6C7J7DYQ<HCio>6YNa!Y>zusY=x>|TP_
z%cjp<ONG3{8u<0ugpcO^g?z0&P@O#;?Y0=@iYvEXWKX9~YfmQ;KJL_>&K}4+twsCc
zJFx%6lNV@*j<|AH|BJLV+hGRN4%=|g7oG=ggS(mN+0ldJ45|K?GjN|F73-C;Vb={<
zm<bW$C+D`q!(8-?aMsizqIvyMb6<(^2~}*CS&`Z~L3+L>Fv7)KSuL+E(rqChJ=<xw
z1&8Lhg;=UBl%Pv!)92e;qE93c2m}Iwi>6*sOd#k$1!_@H0cS757hilq2f0n3J{=1d
zENJ}x=+UEe;8#pc3?4mtL@$=qdGO!?9XMud%LGhO_fdg$R3KSUP!R6ixdT&E=1>il
zy^ad%qk`{NuU@UA0~Lrym8E@u&z?Q$V6$I;{T0T>OqU1^4W)Jd>8GFQpgxMax;i?z
zjS7&XvKvzWzkzAfreVpFC5`__os5hOgolUIS?&Y^<}F)Pz#%1f`SRs-Fko|`GUs*a
z(uKCmoH=uJvM4q{1?^D*jT<*^#MrT88^2$;a3R{YYexs+Q2~uqHp7!APa-KPi4N#n
zv0{ZrIaFrChG0VK_qT4{!tL9)>7S{<O??><sd}Ph8yTq<3it2drvv<`?1q#~DobPo
zixw@S+XfYMIC=79{3p1$=x%g3MP6Y!{Z>4=RsfEjwJ9DZ=zsgPI$ta~4M#hv#)5D0
zhRZNEGQ_8&pPv#wucVqjU?;cGd;_c8LWoBh+y`PVJS@cK(`mS|xFhH9sf|RY49zm_
zEQF1}YoMUEmOgZEt5#nWwnm0{s^orHt<KHLDm+vwvD{X*5!t}siVBR&$wNhbJ>*74
z*kx}AYb`k%I%s7=q;z_sCnKObH!7;|uv&=~_WIuvR#{h%Z*q$;$V>t=BTZkES5=GJ
zdcaPsIV@729~N^TkZWZj#HNleXe|??SXqnZcXQGC=o7@h;R|O|0sJgPa5Xi-%o~~b
zG0GXH#)epVKM!f;N@P~({!MvRHH;1-Eggi$cv!}*Lz1Ezr^}Ui+t~t#qFj+sR*g??
zXF*vH%<<C=G^GwLetstl9jwF%(#k%UU&GV^l?h2hzKJoORB|t}pH(SwuA~NUT1)Y}
zuLBY*mGq&0Wqm!qbYj}WBnL~B*482XPAaG~V$|O_+t~`kY;+IE<ty2CpcV9DCosa}
zV(vri&nlHTS6PE$wo>c~a6n>(5}zkhIsnsMb=&0Of-)4>)ZraF?u;3E)l5B5+1E65
z5E|o=g8RT#QiT#{3d-@8gE<a_xgepunm$lY=`hQidBC<ivjjIws&FYvwJE|yORzzM
z4wOty9gOj~SdR@Vl{i~ef#G&$*c;@C1WJdeIdof?;l}jKXBA3pswl<;XG=_Vl_9RQ
z3R4qu>FieT*qgT~ztm_06OR5+-h>S*D=^H?41WYV()BPYAqO?}^_cFe>zfYeGxac1
zPd(_hfw2*umN&yMQZ}eoV!8Y|eld^RFY5Ell#h5?)eQONRd`UP#7ZaK2mAjfQhOUH
zvNaz7m1XBaWMKwlkq{!81q_Xip~%)8<EhU!ex98Efa?Fv_RHmJe!0CX5){?=B%bxl
zzIy!fJ#N3;bXzpS<8nPdp@M0P!{uh!*V>8hkCUEc(>ly>w{G-XOn;PNimMfFlvZNO
z(_EMs7+|Em=9?Y!8`^@F4piHCT*=)QlB;UyEMh}tQta}wM`D$d4*sKb_`*R(x3_Rp
zA(mzpqLs*mZdZR4mf^ahiq7)alI94s4s~^m4q9s!8^dP$r0Qxss;R*eD@~u&O(a5J
zu^2AK#z?NI!FR>Q7?qcY19o;WQVRq&vX;TX*cdgrnr*u#Cl8`lx*69gsP?x1*#H3m
z07*naRLp)x)>iO3zMIL+ZDNA_P1}*XY%N}f#(9EvJD}Pk8<3%Qo?s)z?|!Oz0(A!D
zOJ~LwpF7Ivc|yDRl;_S9jBQvu<Y?MKN!h{IlUwgyhhS`N1^<(~=oC6s&~NsJ9mrhr
zW8*zmZ@vymXdv!&dZS4jG_(V%-qoQ#C)7N@9o%YY2NqiGKqx{Vkr=K<#z?NM!Q#?l
zyjzfm{nnc8pe5*#NBJaro}}xO9x3$CQ|LK@+zfj|oRC<q#KgypPnzk$`lL!FHfAtB
zX{wtQ;wYc=gqb6Zbg*dNTuoq%M`e1(=yD~_RFvZ_M{^u#$IjL6Wr2#fp5>z&r|y<k
zqRZuE+9yb<thjBR=nR6|6x8UOr!;entYF5-6%H>qMz(}8I<LBxd+j1J#={alV`P~U
zrxgmk?PiHXUEPsTR)tSuGwAu^oFMrNm6=z`j?og1^_y0(OarYfh1k^H4Xtg&D6Xo-
z@>|*Hy!R2}M+CrGEt66MzdXu^nTZhwd8!Udajqe`)^8={`qytcO1$lAfkU0#nDyJu
zOvVNQc6br=%5SO;6iS@VR^V-SOC0Lvj)c-Gd~!Vl%DQ^YX)S-@GF!qLvY?jriyZwi
zK~L6Rb#7KM>xQM)numSXl$65Q02pJYc@U~4&ea-y(#!e;)+eoWd^w+xSJ|+iqB)17
zK0nlxeXNzG2%EaPqP3L>#np9K9-o8G2c97QO~1zexT>QQ#+^%r+m8EmT~L8r>$|w1
zi-WZJI*6Lk!9s*hU9@yK_yqAo{pdX%T89o!7<VBRZojGN&{>ZTP3<e`)j^0&om|k`
zN{r%ac3<i66T}bpRp}7rgmD+s;I>OmhmOwZq86CjV)nHvYPfZfP&R17H}`NuYirg9
zH?z_Ck4K1qTaRyk$ogh4UEiEn&dS%yv_*Y>n8)ptT3L&*X@DnM%O!LW-SW$s=)C1V
z;y-E)XZAo0#o@<=c;}C&C|B0O!OR55M*6`<D-)rH4$>FU!A6Wt1HBj>sPXAi20H(A
z5AoxJ;mmPRuToiu87EROqO~>5wfr@$LqRDWkSDj*+-tD2GsnZH%{!c>k309%(4p@F
zR8}eJ?0$QH{+P}ns3E_og4t`=dP_U?*7k=<&kv}e_+r_4X0M$MWXs7fM_IWNi+{R~
zuP1cGqR%_w*o9{p^4TGr+VUp4hC6fY_t!ygquEdFY@~RYklQ>R7XArGxp`wiLRJnF
zu&G@p^*K9NGng~4@E@?j%1dyxHPr|j{Qk?X_;CIyxb)frV`D>5@6XvV_Z4&r(>>&y
zSEfX59U#}r_(o-cd88*h<%Oq3*nBAyH)gbJmX5z%$%2{42!pi(?HY9`WuJLi3U!}(
zr0EX=E><YvGUg<zlyxvNG{6rZ2I19E)qcwA4+8Pw+B<L^a}vfz28>_)xHY;2T65T-
zUe^ZZ0zAsnV}mC}*nA-qH|FSnrqi3s_|?{y&i<E>TY*{o67brpTevvA9j$M(>mjR&
zdbpU08?(6UA*Zw&WmUCUd^`nT5AeXEL7q5%uK+{W-^0mCq3Ei1$Y1r`NxKdNO+R-!
zlZG1$JK&#yZylPHpZ=U@Z;Sp5Hu!Jp(9jmmG{-0Ev;MYNjLnxbabtQjeZtiSpP;+{
znWt!w&(RlhxW~r}iN)A_H48VUaKGrvPcDY5Oo$nWpJClFZ<q><=xkYOMb*eGsn+k4
zwCllAh)3yVP5Y#=r&K=agTO|g<mV)XtE~t#wm-tUk6Oc2XoQuAl8}~PiOfRX`Bz@4
zQqQws0Ul-QX$y~wu=!jDZhReyrZ{{n7jLh<i}LDPI9LdAd}<rmXxaP!v3DNeQ5Egm
zze(BbZpx<jo&X^UB#=fgg3_cZT@eC^sGu~l1Fs@Yx)OR5kRno~TIjt62q6VX@4eUE
zgzuU;n`Fz`B%rUG|M$-Cy7nTwdpL9NlxNDBXP(?*4R+bI8FqQHf?b}@W0yBPg7f6Y
z?Q)}iwABmr(aX-t`)F=WlsHt--(jWFM_cjq(e?F!rwlaIgR9Z`*l|7u;oo;}{CT{o
z%JX<r_2=;|LBmV6$G9TwxS5IY`AxLP6N%U~M&2GTHqsvd3mORPM|$AB15e?+@HX^x
zNL>Urk8O>fp6ZdT8rp+Ey*)J6Kb=oS_=>;3H=`jBc<i!<!#~<ui?D4>YZ|$)sG<g|
zE~cXU`UpIl-wBSStmS#Fny=Qz0_q6(Z|qNb5wu+fEk=W;zQLp!eZx1+=o>aRvv1Jm
zc(JI8n?IQ;KO?m^6Cx&=|KMOkQE4?CM;@V0EV{a_uwhm(UR8<Mbn<#C#(i^@I=<Lh
zi15eCzOXbE{ukztDt%LSNwepVP0u0oo2OyTRoGh@DLHB>vio>6jK%tRqhEt#qmqWg
zN=}2hNWB~q3mY$oAwSE@K?fT?>55lFxH&p;Y$2%Llf2JTIp8lhzf8WCp;`{ch<Wz%
zjxe8n*ayX>m1x&{1+6FKH!hw(0B?;@?@w~`OXV7r*PyMfh=%4lUh)y2oQq9AUBT>W
zui*2K`s2=nBz*k!FAxZHF>!R~rt5*_3)F*Emtb#gsN|^CzlR$}yw(P84idzr6ynP@
zS1@SWVO&4(7A-U0H66A6lVZfgH&?@DPJ?`3RQ;OHw%hpjqwZKXrzg%{O~9KU|AzCs
zMx$4dQ`7a(T!fgUChWn`{SEbSURS&t+_Xb<qkBj#RO_N4V&a>2LMD8=;vDR)jcG(b
zMNXc7f^oBsP=`P}Yh(Pe`)yd7s~;#<pAQxy^>S#WJt}Efe-rkWhUh16k6x~(aJDtV
z7eC&@rZ0QJP^5=7`y!B<RfY_e!ya2kU95Wfx-jgZLS5+mQguPwHj%+#Fc=Izn8P3A
zg~-h0CNU%`TXP{%+ejon;^6hwS6?Z8H)zlx>TLJtpMO$k!X7<(D1HCsmtWR9`w@bJ
zgW>M(j`;X^8Wpb2d5=IM*b(P6;*iFN>h&W>j-=NY78YXV%9ZubeuQ!3#!=@z#d{Hb
z#A$Khz=2B6egxutM;!f#(;$grSLfJQ2XUlR{ES2gB#{B{+~E&BuZfc<Ptt#h!=ol=
zKN10uL^32!nTpPS1Z!(+eDcXB)bZ}Gzy6{T4(kw!)K3;MGHQHd6CdPvu2?}P%gP&#
zHgDbxnM_8V`V^i0>KrDC^CPJzf7jvf-)7n7>o|BS3K#ai4WZm2fSmTSe)k>RJ2sg&
zYSZ7Pq(X*?KSp5lG+$V%JS^4*KbMrDoj@NQ6;9NzqnpS8e>vLHO?dlCN--@v7pEO;
z)i&e(Z4E`GR6{2b|A|#(^WeMbIUr{Yu4u&h<wYPTy^~iRU9An_do%`HV)O7#Cp+lt
zw8AfaTrurh3as`&rW+N>$?5|fjH!-)0uqS9+CUeZI@;0A*a4;@q*cnW>S-RY!{5w@
znRr}Wg-bnM|FQJRM*nqgRy2KoLj$B&%kV>HVf|*!qxq%yC9eeAJgng*65vsJH9k+u
zg{{6W#;a^T`a2rddvY7nI~oa*Q7yx|v_f8Ix1X|#@v4~^b}9}$e^0}6>Kqs5YfCkB
zk_c%ztVztH4u2^XQp}Cc!s#F<2zeYy{(r~=Qm3s1y7-}uT!S&EVQp$by~AHEp3?|_
zi`=-4Kz>F-M3q%xdq$C(!{7f!yF|-@<bgstkoK@HwSd>*k1Gemf3zGF*<WWDdGesn
zE>6qj?Ba5(f5t8<vag^7-Uj;UB<4^5|5xhmvY(1wewN4U@HaC;ZkM~e{&O1S?eWJp
zHudc>y^6HQ{Q6Dgb?xy#?p%BHHx?qQyc*lni_|uezpMsJvLV>nlItJD2FQ@g@MBgH
zb@(G}a<RtD<Q(`!CWEv-Kd}McG&913W=5iE$zudn4wjX{OJ5%yRpto8#0?AO?ez8O
zt9xc9Zd6q%MH74(47-QGdhQ2EpR)kvcOO9D?gIPe3t&BeCbC!jfPVv87fJu*Cbx@*
zT;H%hqp;rL?+6_ylwzBw4cd`$LRl3)OU{LzK<^(JCm8n#f!!zXBkALXD82IlLJwCs
zulyR)j2TE@_9Fz2c5wOrYs9?%4xU&2{b=KjaiF3MUV8fQSE&a>MGf_U)Dv<|kDN^0
zsIF3q<oAD7L)|!KLtD-!b&}hpH7WV^4u51UMLz$=L%}AMR%08nNh%J1|L9mPAy3KS
zuZ^JrZg+D-v8)zHGK(=aA_ISgIP*IF{T=odmY|)1X1ny?Mq7O}>3fLd*rp%{x=Ap=
zT!gf8DOSbgQis3)HeGCu=&O#dwnp&XAB8QCbMZ}xdIXnU(Rmo(#vDRDoqu?opodKX
z_S`tZOoX%wDONqndtryamrGw>2Ei(25S>dM{{9VG!W>eO{iS8J|Lthd&>l#X?d`=S
zIBRG7Us=;>31c;0oA58%Boe)kyz1y`YY5*%(by85hi~MYvwn=s#jWge9PRH07b5|#
zWRzm&wN%)N_0f+f%HQACU}Fg1!*UIQat)8=8eWxa$SlRo>v9ba#{c}f64CH$47SAN
z;T!qM_CH3+HS}|pYbe9a8)^TDhL*6d)y2+;zLae9&r#SCnTu~a^VsI7f7Uj4aWbZ_
z`t+TQ;2Rc!E%&nVO`nDhM}1sPaPPhL$Ss#*dw34U{rU{or}(Hj7ye@!etgJjct!bO
zJ84ZV#{Tk@o)W!baKpiK{}ydMZE^p?LKKx$;P7wvFlpv?Ts;1%n$zFkVcFK(ICv%&
z7j})RUu!4*7hzZ*56qs(ZOZd+XN?;VGO+nzgqp+O-_{Uz5eH8^#D#;?AQb-nGJfIo
zx8KFVvrlkg`y2InK=@(*LmDCQ_`28OVsDJg_tG$9$tAgCApfS$=2B8A!^GV&*!)&o
zSn@dA^0D(q2F3^3K&ayM{&z7J=^=bg50qBOa6Tdr^L9kR-A0Vw^2jSco=U{6*g_op
zA`mXtB3yZ#kC~ezVQ(%(KZU4OFO>(|qp<lMFSU)(ii{0z7&EnZG(rbQBeeeF1}?@H
zC`A)|X$?DLu=#Dx<sc8tjG=y(nAMN75&llbxE^1O&6m@a9R6PFxl`C9Y<|~AYtNmu
zt%0V$p#|iDwl$Et_)`ovk8cA@6(@F0?7WeQ@j=!~5x)Lb`uk$Bc}#1K>Few2;BaU=
zynEm&EWf-7^4O(s8#4@OXNH#upx(GmTHPI`l{GjYk&Agdqv38VMsHsW=<Dg=@TUQI
z_s0lWPWY3~u}B2L0iCS=5e>91Y>vd{&~}a5B|@Ke=F};WIF4+)l!mbz9^uBqU|9bH
zb%^G{+D7d1Nx5DAlE*G<a0-7}mW5ry!4r>g;lR{?rH`g%@IwSPPj9bXo1jGvv_0;P
zrH*rrw#O;$@b3Pnu>4%5J^o7?2tQs<$E~Ci9DCOrE@nbpi7Ud)!*Q^e2+)rw%HK<s
z!+YA>o6*J9gud$N>Shd|W#QOzBNN{YZ2Yj<{~z|Jw1hHfF&ehKK;Q6<Lf;Vf2sak|
zy}m))V>LyH^V<DwgHc)`#kufI%niE-cY7oBR*34=r=u;sCby^(TTed2m_=7`bJIZT
zu<_6KO%b?o@Zag1cr|Rl!_6Ugys0#YRAlF|D2yNMrSbc}RSrLmpyLD*&1&wtTX45G
zM(==sZk^!oaOlKC{CqSV`+gV?pEkC55S5PEi;hzV&55I$KD_^*fJC?p^mE3NFNV?g
z9osu0GBzEXf4ZvV@b`CFw&fNMo{qtVpT;Pa^Vq@d>i=%v)(RckTEX+xtu)eF-zE+#
ze_;(<iH2BQ*gaZ(P3IL)%$^vau%?ra%?BSUIsE;tdbpd^Ln)2wHh29kxH}l5cc-Q!
zmH*Q$+jI>FPd&zkeebBXw?3U+asRhz)Twam!TT8V(XY7q>tq^`;vdzpGaLv1c!mpG
zhSh7(*Vo0bD+gfeHy2>hX9snFB@qM%c5|ldjQ?o*TC9s)T^L54OwZlTz})qBIGgk@
z)rFRB6B!H!gYkbG=J3b(uM-m!gUZTE^y$+FVuekub&$`A!ykzrr|R%WBJHVSXJ<zp
z{#3ss4raumjYQPrL-l$RO^{qqBKA2uJFBHZP`uau`}gU;y?giOb&MmC^Zxkb4;rbk
zef#$H-<g`4!p%+n0X%V<ym8|OUIY@|kVN-8bm$OuIwTPXRUuA<H8nM;s;a`GMT^wF
zfBN)keYp^aKN2yJ{9Y1ek2pAz&wBOhg?8=Qz0}4g@>?w})fez@-n>cw{r&gfX@oyj
zi1Q`U^mj=~Non-^jEoHGI9i9LnV3#wvT~JAsLIYOgRNELld6^5Zesc78~Ahgcy#b;
z*qnFeP73}1F1>!N|BRgcF>l#9tlNDD2^T+9x(`_lBM*YIRHAof6;-L7v`C1{Do0{Y
z1%|B%um7xWk}MeaJEGV0fUW%hk$c)HELde1Rl!eTF_>Vkt4lZ9=hSc^-0R4xsfBeD
z4lw1lwK!f{hEL4-H=K!ebl^r_`apot09}*Q@pEx0J~ET=YmljGs8Nd+ph{V7Esm9x
zVZNnlqZ|2CWitHgWWyV|$I?KTZd}T)P>ujV-rK62Os)yC5z60Ogt(H1atyE(<KD2g
z^px`I+UKwm>Y>ZYrwFuEcd)fI(Bm{zs%WT^!B)e<o2^ifrmGlv#fzNOS0$tA2^3Bh
z{^(%_PGyzgLU&g<s+@XHu+ZbmAX}vjvZXS$Xa#kU=q@C}fMWV>Mf%8+*3_rJASDm8
z?9A|{1-E(0M{Ix;vdKH6P;IlOg}%HVNL4gc*QiBtsm}u*4Q<2%B@J~XS4wfQumbzM
z8Wwt0u@rFSkX5Z-4mKLffjDgGsg{EgDF;qNcyT5D4I$SP>%S)_zF#S*z{cbPl)Toq
zMdd-A29l<-2AM_;<a7O2P_7F^Lv@1&TY(<D#LA2R<eKBT>L=N0+b-4Tft05`Xe<Yw
zJP>IvhYN+}*w;?;!ji^3kTugTmX=|@xn{dKEh7i1QW*|A^4mpCb~(G5=^rgB!>87N
z?;+~TP@0(wLmTCBh>?vYDvL@WtE@tKZUJg#G8n2jc9Hkw|MJ-b(*D)#GEXFhdb`|;
z&mQpD<p{Z5?#6GI8?TGRCg^Ici+ZZIxtZ<pnEXU!B@K0TK}7?p8#bEy2Yp@WLr>W*
z83>RiYtZ0kppTQS?NL@!i;~(}*y`(HazYkdRcx)c#|Tt|jt-}xmTb{)Ah)(wEy5R{
zP5Q089CJ;Yc2IE9)1zr6%4ASHuem0#0MBJI=vgV(Z9QvCNVE7)7`6RsE(#AEMgC6*
z>HEs4Sm+pv;ka%IvcLZkFS_%new?6M4@h0q*U%pHb=B*lid|fgoJS)$jZ_>bRLihB
zy+Cc8Aj_5KgSB!#=#zZN<j)7kg|m^j{}^(19is0m9zTJOSOnJ%-ywbZ28cWQLf^&`
zzBhiW|34&(pmFzL*i4^*JCb&4^?;PST0PKdx*nXUD90S*7pw;=Qvq#jup~B#j+1z7
zl7VKMq&i-0Ysh1h<dKXNui>*v8pmqYFF#hRv(4mRPq_}_6nM9&5<esrP)9*U%=I*l
zQ<`a)ip%h+)ywyhEuoLL6zKBLT`D!tpKOKtAbUR*BcFJg2$5MSLv>B<3*FOFDDR`o
zdFF3C5tsPT*KGxVD-q&&B41reFGXx&6@GqAvm<!@9J2BS#|dilHv=vYYHJ}-iQd^5
z8q=?ABz=)SH(pgN1BpTzyx=`s!W`0ES8f-1+9Qb$-eezLR*re5%JYU>RaMlk2B$Tw
z36i^iQ&5O)#U;4qXy2m7YV|hhWo^RWv`Lo2y7d(0hymoitx6QmM%Pm;M2M3|lB|%`
z;;TCuIQ*I`20L@*)4@W7hj|q=5}&HWpGFOp(idCPQPpra1Bd(ZXn2&Z=4{vKy3z~h
zLv@3Odzm=g*A;`ExVqoLT!e@D6*L;3qJ|c+t|ijr*HHd~w%M`?+dP2ZHd~72>6fY0
zgEA>>o9V1THY@wv8X_)VIeikP#M7L-gy`&O46h#_V8{JzeAeB8UqdOM20`;R*bxnt
zyv}~fMOFB7VmsdGepG|GF+D*#E2mglLv}H2t^c0Gut1;(Pj}AQDZtMacON8R-Il+w
zdDS}&>6?nUwRV-0smY1%wwCJ8h7?)3^DdTezl%S&y+JqqDBhDqv}@;~T=rh>=C~G~
zrgk50y<Z1eD(g+zxuvjGi58%yVe@4y-*^#!?wg7Z3TrmD*4+Oi_q4NV=!?jEKX2u=
z9ZR#nkq5iOv3%z}{JD8JI<#q+_f%BM@a6g&II?CC2KVHiHIeTh#O7kv?)z#Ee`GT}
z=?1e@qUvOoRI5dsBaldSiFuV6w(*ggW0_#aMMN(QfrnK?yT9_R5V2Vm*gr+{x)#}h
zOrLqEL^7ezJj^sZnd^`-xgGah#@}6n=+sgy`}G-hEUBof!Iyhu@#|*+7#zse#SX3}
zc#u$xRmb9$9R9dGXr-P9#TxP;Tb>6$MyNk?dG7+EzYT$hwR-uvTZw2|&$27fw_*DD
z_sSuRryM@Gi0J=>z{$*j&TYKyl(n?87312oA`Q=-RLh`REs~AWbEog`tLMR6e;|5w
zcX-$|UWZlDwuXN+{qgejZMB#OFRP)hE~-R$BJcU@VkK7>H$^IF;QkfNyoBfl!TdI1
zvNwPFhIQ%lwFUJ)IxepgiTPC+w(YTc`g5-!`tv||Sc(wfWQ_1nI-#h7o6lGo3D9ND
z0|Yo3X|_qK<xt4~9G2H6xtYjqQXF;oBLsLzsFN~@f>$l8g_XnrUFKh-pQ~%o*YGU3
zS}n3uy<N(!#IUsw)$2m&IYck(Qr{j(bU{xWF+6R6&Ylvqoqr8GE~VkKA#Un*v5+SZ
zUc@e^lw#Ro6}$Yoid~ME+hrApKaG8KPBZ%GEmyF7<7NE0FBBcxHLTOv%A@d*h)H(V
z3Vn1APaj=h4|vLe?|FQtyge?vr(OnQ&LVo9!t?k-mFMw=>d)g_f`&%hqe`?nntral
zJ#OV`kF&2J`b&lOIA5hbuGY{V{|g%IO$7MzWFmf@;*G&RoCAIb2SYqaE5)kwX=)CC
z4eg=2SvH~GHZSMdn=$rxM6Z3Zy%`O8z+;!2aN<&$H#i#NnLLuXt=yiIe6&-r?Ib#|
zpM(0Im;c88lo#orv|R=*MuVolq4*{GhRO22!CFJ#@aZ+|xSWR1UUzF*<3))9H-9Qn
zo&#qWRKivz3X)p?Bwru$Z*7j~q#`Wa_gKl{k3_H{*N|6dA1kyOe;nISJ;Ud3`!;j_
z*!V$9D>swA=@S0jH(6!=Xx!}iW7BiUCiblDx`*XE?&8laZ=gdP^@C>#SMH@DHn9K)
zz8|RZJ|yxX)sSDIUJfcz#?;Eei5vI$x3NHUVj-6O^pHBY)crqlPdkOVFnRCST6unN
zX>KTA%TO(c64?HY1K{R=cM_j|@CwEb>qy_XZ)b<3)B-Hqa9+*f&(hpTu0eVIH9MyS
zwhCj67ln*Z+O<(G_javqapcs4=GBATX4Hf2x3PTdE&RD-G&;0x{9r+MCsUf%v!ntw
zC#(839ku<F&Csyp4wi4bgFm;AZ04Gdh1!~q#(J1v(TsX%qFxVQ!pW<C4{4riT`YsG
zO4LqOR&Kk2<(seJ&!65#2QT#l77fJ$c)FU?SLcq7Xw!ECwja8W&)@IPpAYhga4)p3
z^wR?@-*q2<ZXALRD(x(wofYoyAC01tDsJv#CPL?Teno({RST?(2Ab<alYN6iT}UEz
zA>xJWg0^iUgTY`h7<~NmVP+WrUt?>_O^(yj)E}g3qPUoQxNKv?e_D8*b6wqaikR?h
zjIE2rr|CPXRC!^nse3h+hT^?m_IF4m{14Je8nr4LHJgGsEfS|fV`F1Xo;;aG6;vfZ
zKfgXAA&CO0`XW&X31wwv_4<f2-aGHSL;wBYgAd^2<3l45hJ}UUMbVT$b-GBTMLu1`
zxw1~v-+?$%HukD3r#b`zT?F{p;oOZxr4x3}T~9>kj+(=Iuh?<}i#J@uneAf{*k1Xb
z6NdZZ;mN7E|J#)Mm%WV<=1uL4vpdGB-AkaSg8+9EoPU(3q~UyI9=fzv-=OYgZ-|HA
zcSHE{uJx}W0oLf_V^05evJ}G2T0|EV74KPGF2k*7Md++@PeH3z=wKkg)rv}`g*oy*
zK-l=A@`<u?RO30`G-}?7Go;2>^K3Au8iWE|DOc7&-Un)kPF1g=q@3P!q=})%jr{S|
zGW_CbLpR6rA<)%9CkrvoXOt+Ve?FrWovoU;C|Ohc9Fb&l$Fq@2BG9FqqMjC4;a*-j
zhR7#)N*Z)pp_8c)=X1)GHRP0`vpK(pu4E%vX?6WVD&c8qHSC0X^&6MTX*|T)?^s3&
z{_N%gH<iuQis_T+3YUr+Chg?Dmy0V9Y{Y-cS!W|5;wz;}=|3YI>hyK%(=V@it~S^p
zo1f|)#;9p9GQh>6hDkHIH_;SqtU-f`NL@pPvW7bLW*5_F68+6J*H>B&CPG}uQ!a-K
zdFAMA%0F@MVkSm>nMyg7RnyJo<bJPMh!Nh+4R^XWyaG&w7-w%n|5n`S*;4YLqp<-l
z7An^T;wY#|Ll+Yv;wzLjJgumv&WLpyI-3abq+I!d1<~oubK0G@?GnucBLiGg$%9Lc
z<N^78>gAxE2X*Yt;>uw_W91;v168|7@}Nn(SjySOH#OKr;_MeMmEn*>BX&`z75qd3
zTrO3y%cYeFY$77iZ$)J^{ZXd>>}h1pA@#-sxb;;&4bT16uJm(4tyGHidynDXw@bqX
zty<CdsW%!PP}SQ5i4f;=RqS$Z89JM3u*+nFY$Nud-Y!RE;8<n}{_LvRF4t)wQC}_=
zsI<p|as-=*G~0xV>PG8gXNd?;%azB>Ps^+M+asw9Vgp<*QL#%U6$ldZw}%izA>yl*
z+e2KH6t;Tm?ZHr2hdTQe%4%@FqyhsahAnE0P^Y22zCNy1s<g+dDg>xRN>k-zMFrLH
z2G7AKs$|GyD5zC;Y<@14qT)d$jCyx#_^?$g81?Fk^4kp$mlbIx65_e)T%*nz;w29C
zs2?X3tM^Yq8th_-u?PuGjT35X)eadU;|9K263K_M`;n0J>8kKUTfwAH7nI&sZol>S
z5{cCEq5gfVRw%x39ghMAA~Ix1{j2m|1o93Xr+-7?|JK)oD&=}`t*Q#0ny3e-D&_S+
zA(EaZGHUqiK}*oU^^fW{=|Vv{LNwVVi3oA3HmO|MCUxPlNzWRwNxWmV+$P3q<&E2B
zKFH<72}?~wt5)zMcBxFoE|paxu!#s+CyL87+NI{w68dO5e=-x{e3nWdnN^C;78?3U
zOEGmKQ7VU$DsJwgtMfwlq}N)BaXw9D{+3#T&bEflpTFf*z?LUE)6VEz1XzjT*T}<D
z;+)sXRD|={Dtfca&{@L+zpfVIM&@rXwnR(wz?>()GE33fvXL@SO~1Gbb|Qr`c!7Ji
zh&dz~CkO<%T3MysM^{!MKp|=$A1BJ?cF|Dzx4mg7#$R?e_(S1ktE-FmO^mV6#;WCw
z)#NtmGM`Oq$|lHd(kPYj*NZ^wjU{Q1rONdty%e1lBIq^Q9`h^fox-HG&*@7C$~KzJ
zoq6j)orZK34Qc;?29<FN*$Agm16fx}FHz5j7hPA9I|w%917CZ1-tyM9hz4sh&ZqnX
zwwcF4aA#EGwwb1HXNdC&#mea?6j3L=W~ZNB-lT&dsRLCqp7l*V9dxoM8j6(Hc;k!F
z+0m%^8nTo%)H(Y-%d5oi@3ezOBMy|rDKEg!1?MhDD`=?2xhv7=9O!|667t)stEB2{
z?cO#xcQZwKt^HOCI{RtfT(e^P9W35-3uiWuK%mND3*??bzBYK0$UR@E<7rX>T<lHw
z^Ps&0&Ru(^prMw&@7ziAiQy|YUBcoY&f(1N$q4MA95v9*$((NXRJ><#NhNMQNI@5s
zdkXY*5zx*W=WeB{=RpU}2XL*}c@K-X+`*Z!VF>h5e#Rn|)zTN)IHYEic#IN#-r#JE
z^Rb0W8qUWSpo^P&o_X1d@$joagn!ZS8q(eZecG7PzloEXB0H{UAi&uOevQ;?fxZrP
zcp(w7lr%)-p-bE5N1-F_xLR6U-xj1Y4YpY&A7~!97~_0&fpYrM1?b|zlLvNUJX{ov
z@C8BjuOWVx=+oAW{_SMWKekEDuS8y%6m~otvg^wsMx`8L3ed$}LpgjMi105PUPC&_
z%i&9|9LPO`T#c!7l_F2FD&TA(R8QZ{1m`33mD7LR$aAL^T@k*lOZ|&Jck(u;e><t%
zzd2}IgU0m9v$r;yp1qN0Ze8kM_31C~LZ7|;V|nmzYj7eqp+MaxXsU~(4u0P7qBfzm
zDg9gBCS*2h6KML5#yI~(r7b)yL>CvH^sU8sIKLCZ=QX^B_*kHir-c6Pq~e4j5$RFq
zqNh0(xSLXfp>k(Db(>^DZIF_NN5m#I|L_a4L{Mjwlr$LXQ)j=Y>1DVZSA?M<HvIYE
zYK-$yDs>?$A6-06`R&qoooVF0y4R47R_N2tjQ-tNdmuWiWVQc2yDV$MF6)vp^K<?_
z+SeZEuE!~8sHN{achVfKcEzU4Sp35UoY_5*r;j$H&VuKz$E)<wspz6|PnrjO&*LBE
z^0!9^Lp)s79pU7ey!<sJkUWpKpnp4Ah#H>9M=Cy#mvYbJdGb};8tUzVYI}TAs1!Y}
zK7AW89)8-1I@i{{hWN_c<0p-@$LtE+O)kMuc_hgHwgx(PB5MgM%Y5AYO~Y7;l!HQ^
zHEEkyc0)MnqvWspy%{T-u{T5Io}67YqIOWtF1o(J+$E#D-nq}s+yJ)5`bzgKu9V?c
zatS)~<m-Q9f69xX?J{Ul8Z`9{9vb?F#hq#7zPi^Ce=GFyGNXTM8nbfu1*%l~Fl~?3
z>gP{w%yI5srjiB{wXd^J^CQJ_zptk8Yo0$>yM~)T+VjjGo6|R)$C=%eH1thm{utL}
z-=sW;<eNt~GKbu87mK&t#+k6;YI8_Mb{u_-0B>vfDL7&AYG`YTb9d5}HQY%<=k}WK
z&AVPAKQPkG-k3VLkbBfoTvm-+k8{way|spU{8NSWYjN)CGjtAk`N&`86;kziw62DE
zG||w(3FofHs%VHs=K%MY*3d2315ci1DSh@NE*mb6<~(~BZE@~Kl0y2=aqeakI{Rym
z4z^<3EiB%618265L|}W(^`(x~%o5}kR=`evuo3^7PO^%IWOVj#Y)$7j7H_(VGh5!!
zyrz?&vZj-$zNS-O5AS9ur++scoqZd39#e$;pSpVZqR>3>wWE7Rl{8#WpiX+4Sh3|g
z7XNq!XLgK7V0-(&rIY4^mle+4NqwRAxMKHxEZ%kxXMP-vKyS_YB{4Rj&VEmm3vo9(
z2g7=~wY<7W>w*Q&-BYa#8828D)cd~XplzGTU@#aA1|KZKALE7S)~y>ZUc5*nw7v4m
zE6w^pbq;k|S;`ZbIx;i4i94U;T}z^+{0<W3k3>X#?X}nN?z`{OXnxbCO;gi3ckW!Q
zT)DDY_aqSxckS9mC#w+=5!9)0{rdIz@WT&bW@d(Q<Hj{xpQfmQb-IW{Bym`5Nz9%c
zj7jrPAkfzi!5!?ecGqo`RY(!~W(WHH#7};My^S%J&g(<plc;_R*ImZG)x+TGC_$$D
zlp!Or07ixaSeS|FOA&oNU3$_<TX+6bIc5!ZMQGR~`miO~LxOdu6H!)GgGs$Pr^AUq
zM!><`087TVg;1aiUuWe!G&SVRx#H&^4|2hGN8{+pi)3+e!NI4nH#5NSAoYpDdlF-O
zoRbGX0|ERE46wDR1m(|bG1iEiSk27Ng{__*zEp`8^>axX28hLKo8-yn?X`u)=r0!0
zjl%i0wb)fug3KBjh8Xd0%$aUxf{!wD;V%@RqtF0b3W`x)`y68>oQ4@0M1wBAQaO44
z=b};!FjCh*Hu6tN&%vY0YV38erW?oWA`h67&5SB_b+(TsLa(II)60V_#aJJegECny
zCbi}kS|(jdhP_xHO9HrsjBg)gBE-rNo+bhmR@Y!vWDb(bsxhTaLm3}VETob9oQ?G9
zrm5Mt(lE?fg4a||g0I)$VS&)_bOe}*5M(C8`nWtA`Dl_em+zDArNLgPhb8g_yXmgx
z2#YVk?1)T!=wVJbi!OVTiy7_>i$gObGO<6U2uC_Q!B|h1MsFZU^mQOoiFoj#ttsA*
z&qhZ>0|Xceu`#m<Wwp=omi+Xx_u{f(FVMq6C+;^+ww7RPRuMi;%Efy&66(ycI=v9@
z**0wa8enFKRp|wAG|+>WNPvj4Ds0Fs#M>H9;+kP^is?_Ysk2p}kq}|&g>=K`+wzmp
zrad7Vbg{^lTi~5yYl1Bqg_xg^i}&m#h^vrdRcZmI+ey?GaQ9`GV7#?4ji%5TAG?}k
z%A*VfNJI#f2=PN=0WF7j9JqT<j!1{SfgTpiPb8Y=WQvVR1(*|^g%4cJ@vN*GE8_F;
zp$k`6Nxu6SE7wm$-BvKyC!ZU%$UK<gV21Z%v(U*%NSzZmq!!S2{kAPvZtuoq(meQ&
z8>eBaodlcHi||QY4yN0iQVlDU3-G=}gUy)XXokKIQt*9pKHji0!o8A8?93>_53TtZ
zFSKo!XdXPtqK*v##-tnyP+n7u3G$Qprp0DbM}hyiHsryUj3UgB&%t|jd5~Iw_w7y9
z%7Hjuj<+#svK-zsGr`AMxpV_Bv5Q;l?4pU>E@tM!PEQwKS}NPc{lqRB^4rC!898`V
zRgFFNP20ukmJ-ZN&4Itj0G&hvY|i7-A7{qZ#Sc?+Xc>HMtDOG6f>I1L5z}ZRsuaj-
zXk@`mdAiT!5t>N!5xyv4`s8<bHaz?=b901^pBF0fi%^`Bfxb)Tz}UeC$0mMCzrVZb
z0D@+`g?`IF!TlY-!tIsL@EJW2KM#Jd{vJ11@5J!k%aMLJ5^1+1(0SHG=o^agVCNBj
zyL>;L+5>8r<K=eQNp6?J<#yRy!7e8hV0L6CK6Epu4kc=K`B5hJrxxKzaMN~~Uhimz
zX)&495jW6Shz)6lv_4Oex5ue58Pqm^<IX*(dDot_$3lGaEC<saNL{R^?d}7G_BhkQ
z46i&$#`j5ic*EKlcZ=oiu?_zM<p<Uhe3+C2f3X2N85&?yb`h-$<1M(l_<mwG>;!sP
zV9))|P)ieR%_+j?sd;$U$^`KwDo<7+rYYF|bH(K#k5gJ3=p(*LiiPR<^zXOi(R^Cc
z7=h-iu`%Z4=ToNwe}MqoOG{BvTZ_?#+~(z3`T5it;4_uOJ`R+X;Wd#6W-1y;M4dIo
z#TX<K(I|mQG8vW>6~R?c550uy4@Gl++y<vjt59)20_Arf!t#U3&=HGKu=g<i-f8nH
zNYgWs`JeCU`;xQgVEN$`R75;R`P~OFaCe2xS94H&=3KoK8;STQaBp}}CUA9vuzfq!
z6cj<4svb4{LpxKvAJ;HW2+J&_<Ak>r#tC-%x>)2a@1Lwqur;%=VVqDY#j3OdrE$VQ
zQ$wsu%ZHOZl2KFRgv|9j;J)>Hl-+xT(z_2~J0q0lL(WfJKDcjNiR$!Bq%Pp*L4~K!
z!S<ucD1R7*(%TOp^l*XWg4rlMeV*n+ZD|=QqMj(FQCn6HS$?6~=Y*+-#+X}}kM{Zk
z`0ER>y}Xq6O`}EfdQg}TTOD0|W};FL%FFPYPy{m_^?I<jv={@0A{wDDsYZq+#YJ${
z)k7}>{)gk**6@*&865|7A~wlHh#ynQIHeX7?Bq5nDua#@zVYB}(liGNHm4P0-qRes
z?`TRL`Myuer+?Qm!^sS<gePM~VjkWkHmRf%JJO5rV_SZk^s$>crbJ{Qz(j;VQ-!gb
zqkOFPFrC`w`mvfb&sZ(4VXQ{@DmEMat&HF#)I(`aEe@m?<5GS(P6j#gYM5>z!OZj=
z_zC5GWWL-knacaf^c>jf>ESDtNP7DUOEJ(`Lmyeg^^qhRDj`m>kCY!u)ROw>*<O|i
zy_t#ta}k2fMOgnNkDEWab7@YxnF4!}K9<NgB~14;N7&Om%nr}MhpjE}w6qG#qH-`p
zVgA(AJ(be;vqtFoB<lPTWG%+}2>JZYi@V>XzY<|@sE;LGxH<K=cQO!SV+c=)0XKiU
zpM|87YD{UTJV!6CuEF8BLVVv<^8rBh8roPO^iCQ#e<OOI%JsU+^Wb(Wmk06(fYUw9
z5f+z^*$*=Dp{IQQ7L$V+o(&pGWi@zK+HgolLRmE)6js1opbKY}h;KB%Zpib?LWK3P
zDrImzg`30r%gdm(Il`XgVfMWYeAvc<I$ZLWK_mB6r6tTE-!(DD?A$!sM|U(3U~6#+
zDxTM3jQjwQk8<;1r>l$4&6LOG2TDun+(31lK;El<Mp^*ruRZnkTjW@+&L*kZggTp)
zCbtPTJT{>To0KWv2=%N=vrU@a!3v=llezY2CC2(kIVh9XVp1FVddh_)t~~~G8v?$)
zmx&N^%DjoZJwD7vQfW1&$lI@pKo>pj4Ds2mbcpm?!No{`%NeEE^E4kT<!xG(*}hf?
zy`0Rg=@1Q%Rn~Ma$~6SZHH2p(#9Bc^gj_>g1r4@_`0RE%M7piuVyvJcM3V-EbtOd&
zb@^~9nbQy`Ust+MG#J9uSiY|GD2LO~Mn%J&42bk};9{hY%b8`^^Q-_X<$2lS*0ubt
z5&BmW0<6UdvJqqbL%9aIt)29z+&0T??6<cw5MnF0%~cAv*@wqAKP$xdDiQV6((hu2
z&|`53us1}Iy%E;m%H-;zKiB>y9gBm#u|Agc<>r{*UP?uXqY;hVS6EqtRo63+R8)m2
zow)1Es%x<1N;-zLHHDp#0J-HdY`mL=wBl-v^fuS5;V98ygdhhatiPFoGHDGab(Cv3
z@{C3xS<+9g;i9UBbh!rW`i=CX4?V^Gj4~V_-<EFd&6Gz&F((e&dg^n?+0$Rcq?y|h
z=<kZ)PHtGc`7e}}S0Qv9cYw&m54XYI)(lI(ev`hhu9hJxHogAuw9EoLc$5qyLxcK=
zexHB)D+c!Ug|njtN=hs7^RKsX@meg-9-6J5{=`n0^u_N8^sz>8dt0pCbDvvlAK}BL
z|M^+iTN`2NZ0-beasvFqA8%maih*#oH$kTSFf=2vK3!`k%nJ>~*tw_BBft@Tf}L>o
zY9dZtjK_tYqxj2VYIjVU`wQK88SLkTwL7k&th^ebqXIY$vk$`FR)VFU4&XFwyoiOX
z|HQs^W8vy(hRkfvah0S`@_{___;^Y;eD}k7w05(k4uA_*{Q-Mx6AXV%J)+g@3I3S$
z^<P{b_}XCY-UleFkRfz9ckRS4$^SLN(vP{rOqTDshlOD`v2R&_xY`>dGgl!G!~&QY
z3D7Ih0rOX1gUCP+E_TMabT1uyPR3x>yu7_tSRBFDE}R5{4;CB(0fGg0hu{!2xO;GS
zw?Tu25G=?b!EFfcGFWhj;O_1W_ILLGJm2m4_PID$b2Ht&s=BJy>Z(`BTfEs0@aaOI
z@DwwbLkwc7j>SI=l-RHrqgx`-9)Ar77r#u#@QhF~B5b=JAT3ka8tE&65Nh>1@d+WX
zw2#*y?3I}~pcvd>zsxE?abWIjdJ{!o`ol!k$RS49`3M2PoL8BL5c(@qNx$~`v}$52
z%e$V{m;!DkoP?SP5C+2}%i;}1wr|}$xg=j1G-yXVF>qk{vJ{wpDe~bT@|i}>5zO7A
z-8bfaQ+Cf7R(Bw`#78RN?2AV>gaO?IVX<J5sh@v5eqnIqZJm#?k|EnonptMdh%*-H
z2YDL@E=)ps)Hu{^4G&O4S)yS@)-o#-gna$IudA^Cfi)uY+=XaunF$oySSet#SVw<(
z`XgIePwnA}kAjY3YyE*N@aht|`JJ2D`=ufBLx#>KPPs+bLc{YNC6o9DA)?uE-{Vd5
zAtNk2kx|xiX%`2Y3G@a8LQ~EL_$QwFS*coUIg+Uf(em$4;WCTW_3eoPaP;k99<EDw
z$z5gkDb%FWXzL8c-JxN8+T*xjaPbTI@Pwu!U{gxssj29kzZUf-y$-e7NATU{j`seh
zg#AQ5R|Rwb+YQ>|=rFKk5KU#X^WH*n!Dy@&zUcFo7-m__<(i#MkPPuwsy`PdY+i4b
zoAs%2uq+37Jrte75%%_9-Ra(J@<c5(2s$rGRFLi4O;nEV)@CS{^rW5I9k%`m2c2+B
zzJ_n<B9*;=#i#f6l)f0Tx?aXa8wxT^j2E8b!f=w_ouS{?$2nx_Y+6ZdY#Nhrc*7&p
z)u|9klPBERl)WygV??+KNqlbJtVi5Ov9kQ|(IE=YWJmRzrgm6@7|(G1;Nzx;ckCid
z`^77dzq4eJW7VobLe(l&iSE9?YRx7Si$*we%P%{h;<TF|n_MV_cL?VeQjPZtANPE5
zrybXRwnH74tcLwB%_n4xKH6%b@0(W{Pa9n}KAq0a7w>c)IG`+j+<$2uU!d*z=}D+9
zzJ>hZ<9;x<{PM)9kYT`S$i&5MC(G^etmSD9K5SSw<~1^;AJTU*x&pxO>iYbvGK8JB
zt>b;Sj+`UYk$m4d#-l-=U5u8=hXMGl?3<%AikXkS-K|12x0hb8B;f*1?1bwR)l`Ro
zx=<2qiR%X#kWv&94{DZlNPo_0C6>Xvwjdj8;Wg7_MGid<6wiC-;{9zTRxM=9`_z?*
zOaU0g?ppAtg_T5{bsG$2c^ouGb8T-*e7QS~RNSt=&hrF50;|oUYP;MH+u}@o>5@C-
zFmJM)XT5th!(V|D9>g_7phpdOxTrcjocX-XWD5NfM2A~M{qBhL)0V%47{2ttftEZe
z>j?Q0W@56TOm+%?NGns-wG$U_AW45LD{X)$=vvd1DYI9~TCa&0H`tzeb<H@mWM4O<
zEh)S;u$$UWi7f>gpTn<y2PfRaH8e8}rBO;_&gl|$!ex-X1VH`XZJ69WjN{mP>L=bP
zW;R?}KELwS>j4fJ2`Xs)CsU=j;|&_yqDCm>Rxard%jH&n<plZ_zM=KMLUy0Xx!7$z
z_jX$%JC9!3qr8w8-QK=>U$W8#I_Lidj+!U?9k)L5;o-bbt!#?TQGJ4KgfOwKHKxNO
z8RfdJYaSfG$4BYrWUB-VWa(NSz?K(XrP^R#dVCRVn0)HQm4nG#SXpR%l2(Y4K5G5z
zj;)t)<;W*!MhSQS@VD`x@SNUP_7*y2{+0#w#BH+GfzB0T+j=809Vu>c8P`3<j9N%~
zUm#DB3G)U+ePDG{6OwhBl-DUANZJ&^Yv2Zov9}XTBbouO1~d50&#ecTlg!w)#*DEK
zj6d#kx6BeIiaenP2aKRxd-lwi?=)Whs9H3Ey|FwFZ!Kp?4&W~ngS{D{EY|(Rg|{wd
zj#i(w-dlU8GifMRPsvzizN8aFK95>|LT7TYY&-YR3KtproA`=-uX=LInxz5!cILQk
za2m|pP&M1FtUT^h<L01TL2lO?7Isi+vNF)A50GV>wRJUPpY0mrc#Ui&ZWwz3%Esgg
zYv<%&jK^lz$LOZ;7YgtPro!N<9!S@gt$+&%lDRg+x$Wd`b62;ZeG79xybr+EKcacC
z6-WfLd5p+iqNwXnM!~`i^0;RuSmhD#wM~wKWh=<rmZc4`Se>u4+sH+JxzE5lQ{(<x
z3k%(swUOhVN0)rd(D-_(e>~PUXMUW`vhMd~&^2i5@J}ZDUg8GVEqH=_A|W6n+`F$q
z_!s1I>)iN)n@Qgn^?oKMs5Gxwmmk~r++a=v<7gpVpni)$-59nkC_DI}w<vgjL!)HP
zUQ|KXi#+(Ktie4WLd^$~Xmo~mzusxM=1VM1|2L8p>#I(h1DtB9d2;kSX`RgajGkh^
zNom+4b-iAfOjy;LhOpD+3a|2LwZXDzGk-SgGYv!^9r}e|vs*lS>4W+PUZUSh(M6@k
zY=y}bb{DrUuhc78{3e{fIR!Z5f9FisB7Cw>mxX^o`gh1n0_J~UH;j}^q&4~b`^((#
zFX$G-KVLI44%2n0YiM+Kbi6P$G{i;=YjEAc92gv=)QoZvBSSgJovk$&@Ho`2^n7}_
z`?QkK?*{0XhsnMdU#PQxKF|#b2|1lL3S0xYC_MnovUqak{-oXL`7QDLWk4Z3?4&d=
zPhv2*rO9nCBum(Ly?!O2)bn;S$<d2yuQevm)XR%6mP*#G{(UdTwX{+Izxz6MqVlr`
z4_~!EhTZ1cT;gPOk`mowjcA6_jLfjQ2ZlCVwIG52)WsH;TdjnHGdICopRYq*A8wm}
zu3qj0LlaoN@;5bBUt>M=(Mc@rnl4^4C(tvc<oN1w`Y8X#E*xN^me`!0GL;g;aWUsU
zWyfB%)U(z8!|R{_$7V`NGf<Pc=V;&q8C0VlVN>_~k(K64e`Rq_`r;!9k<Y>sTt|`{
zkHJexVgseB$NtNm5&jrA<Hkum{Vu6E(?)5cLF03nMBG05FXG=M4~7GoZug&5Va2SW
z)Ji<N1-MC8HR;4IA8et!0kj;9=BJ#5Yg45TP#ovPmCXs8{7du_Tee3ZwALAg>}aKA
zDt+QjRL9Bidy60P>?a-qzdwB8vgukNx40cpzOZJ^drQ+_T+x}kOJ=V5XO)h<qnKp`
zisQ26?$W3(2Ts(cC~OumJI-Tr6QaOE&LOvGN;eBg51$<2p>Zm#yKbF#f@7Na%J?d{
zeO^Aj4G+U{`NFOJT{Fn87~`l1>9)4~ZP^y7pIYgcPxirf9S^nT!fmo6QuY1nbEt0Y
zOPV1%9-te8HPfgQ)eClBcEZL95|Y|?Q}c)yTS}BAE!JO#tYt@JG;1-AK%mpoc;T|w
zE+7rn{5K?TL6^?m3*->G&0Jdx_CpM}v$jmc>bFT0R0i~AA3r5wI1Xmkl9>I-L}iX}
z%=+$96by-ase~xd*&8(ZO*Kaqlgd8>!>x;sT?eHl`6F-Rs1rL(2!z?DIF5U6{HvCo
zxw1#jyT7DD44L|699*D7x*~W{Mh>h((Ko-aQQe^L)|R4h5oD*GxiOU;%r|^=QwQq`
z6=ISfh=^9f8Wb*LlLnL9FVN^>PLTMeFpVNeyo|dQm`XwT1J?Yo<uuht4x!o1mFG)A
z?*8i-r_29i@>y?(Z;l8SyXC=NiOt{5f`&MElAVeSoV<R)$DFr?Mt{jLI7~0IBMfv`
zsgI_9AKsrhZS3vw(mnhfAI)iOx?q{*O?vh|0q`~VRc}k<wkK(2CX<<=PsSQVr>7+U
zC+9i9l%~@!3Dl2x|ItXHsiE-6|C!rpERf<*AY>y40_z_^!`%sgvxW9Xt=QG*nHxgA
zx#6jj@iS_rARw$kv|`5S;&zNUvV3U#K0V&p+%{|od3=u7_`|?&QnzXLc`=6+Ghi#K
z`$eGu<J=chEM0~L@MLBt`;9Y!fT22cupIx;C3lg<NULh_={l9(^HkF@o`XrL%r+j0
zZ>B9rxIpu}PquM-7@Ti;`6Z-x>)oaUZh17t_v_t7W6vn+la~~}OtSqw6Tkc#zFt;!
zO`@4`PYv=8#aJ0={}kH~!DypGcvv@C7!&;_qFW`5a_KZTiD^`@og<?_;{M8abO4b8
zFd1lD|EcSjo)zy_98=dvSpXdQER(^7Mm*-p0qn@vo~h4X8qVzY@yl@doSC&8@3R_+
z<LVllE@@rKo%>p+1S0+kK512q7cn^aSziyG)WF~p4~>1a8xcv!Tg7b??~;kx_@akw
z_pf&D`DZTN<qSj}OwSMXZF#M#@0-i;MJKGj*BOn5wPiA!H+s{H_>!lsIAI1Oe(t+I
z<@3*eYJHrj+-twP$E3b`RG#8$u{MbjvIZsp+NPElQQ}+wvZ8_|`;3_M^k)zl_glHP
z9?p+^CUyQ2dPZwDVZa0e+!T@duQm`-Mch{@=r$>6?~E}cURP&3nnj&QT6JThhbb%v
zyjJq~boZ^!4q+I8u)4m3)(3O(QiK(bP`ZzQXu*(>(ihe?C{e*0BHb7BiS;pvNtAPz
z(T#2G-M{)+UqP-8@K?!SQEn4o%mPN~Cck3YU4C)+rDq!_3KYfR{IH*J48Tl%W<u`t
z{9ZIUh#XgtdN85V+wFWBR4Gi*J81u1g@RF6&!lWor$EQ7_FY(&Zhn(J;6x3Pw4`K{
z647+kATLe0SB#RCk^Ta5@3`jX$$l<`&;&|S*`%0rYbU6EJo;W4`~o?{o}^x0!=>5$
z&x*{G61*QHOoSu$fO<#g6Pr;_P9x3bcwVMrf*J!XS4L;bdudcXQmu8#m^%JrvVH-F
z1rOe;o1@lHD<nA1@?!1XMBfk(LF&p#$=@6GPwln*o<~O*=E?GFmJD6Rv%)6SnyKv!
z=Hf5YNR1Q<W`7dzPM`#9EnA^Gx^B_iAwvjO`LoQ*7R3tKr3K}_snNi4i|mvtB_q|A
z41Vl5q8$Z~toSq-AHx*f9yl>Esf33vYdZWY!|S|x+i@RRcr(ZaSwj|TPUE5(JP;WK
zn_@f?cC<o;+J{2<re#bp<tMcmz#<i?q*=jng+Qz`eM5C0zKnGXYgnVY_M3#83bYyN
zXse4_EZf>o8x!ueh^1MoGB{{yn6=k#yAJ~}h+dm1+NmjH@3=);A`~Z;PTGVjl1jy*
zqApg=*tt+Q_w-9tfI~JilqWp&O^p(k+x$y-VAYbct61zfw!UwW;Zk>=oVllgql~*{
zn55TO^v1m>rJnP2<j#Ck>rc_-O1+qemvWDsmK;KH^BNin5?5|;*`B_}IGdytjIrYO
zTnTBpu_&7oiUT@6ch7eUbI+f}n>SBG0^z%W2mr#-lA4Z$BcY!+E5eEXC-DFcP$6Xp
z=E<K-YQ4oKf~sMBmj!*=Fh~+gVL1KVHf~mv6J?sAE$xqm?F6B^JGl$H3o8or%^z}A
zyQUvF<nvFfaW<yBSm*llwrB`77z&Maz<YFWc55xfg#q5wry{JDt<N}elHcZ9&<^it
z0PKuT<R!M1V`Ow<%bMA6VD?`tBl*oAf1tbKXoa1cF=~!)K(9a~=BWWxZDQb7$_j<E
zu=<Cm?#9zlAu6?w0+~<NkK9#neVU79^vF1=i1@u}v>P6XII5%9P7Xpjku71pKbv{@
zxsCqt6j~DGPBK0h2e#Y5PA;cQZT0l|Mud_7j4=0h6E7qrXdp&Kp}cK*TU@<T+Uh?w
zNij#je}_L66>rCOe)Bsw;ofd@qhvD%cdPaqjI*eFf0+2`M(0$_k_iq)fAp0URkqWg
zBOI(-?(CCi%`PwH$E<uCa{Tf^DcdakmXfYAM&Rtr_K%L01#-)PpBSW#5<V_IITH-e
z>DSA@ND*aP+m&@-Wo_DA>AuPAfj+EFatE!W@!8M@+$979=j}oj6z^UJGo%_ZC9&58
z;Y+!std9%2YYKBJbN#$n3ByvK_MXoprDI6AZ(>~Fli;e|M{M}b)7IlzPZO!v{e|c^
zBYnBdCxX%4ki9$-GUXp!h`QAEH6+opZ&@qC+w*XgMt5J3dgG=32pJ#@SpLZ8#F{SM
zMPAq$B_=1~>AOjwVK)9m*UwZG(w>g0#ERkIwVj}rqfXdg9YdT>o$ymj?yZchdLG2$
ze)4|m?4l*^)>N5^wyZJ!L6t$jOi~-*#3@i@lQWnpd;_@$=(q`G4I<E)WjxJQQevGm
zPE)<)Myf)^DbBy$lScAiHg&WK(rO((8+P&}+C8vhiTG~AB#@(m$tl=UgVYrnr-?$k
zf;2cvYc`W(X=O{@#X9LXo=GP@m&yX{nnXaHM>F*moZ!_#;T-+tUTc?u%_(4pbgF}u
zcq0n2XM@uMWP-R$J7<!80G)A;RS;O8a4B=P31FYFKknz^MJv&&_BjV4Q)fIuTYoEh
ziGe=xP(sfl5zPd2KSzM2EE5~*K28LVBJ=dR?=jxQ4+k$=E}wasC&^lemZApF-0pMl
z^xESxL?Cq2YQR>8i3$me=6{7B41Ta>GaEGflFl`#{D&52fydF3>-X0ZV@r!5)Yi9W
z_{vYSwkTCn4pn&3aoyC_MQBeWy?nxz)OPQYKs;-&IYJ}@;{MRXl(jgEhU?iTWU|vy
zS^RNcP-I0$oB8x#tXhIR(x#-sF0IM!)~g1E)ep~=t5Tu5oh<Fcjw!|AlyAQ!8ij}1
zjyU_f2?~<D{nPvDNkODs);j}wliU)&T<HdRP0=1ARo$pKb5VGcjrsD#KOp8H53Ii{
z?0vuMaDMHjvgZAeB8KMualR{BqgOe+akAxSo6eKa@?gwzA^>%kA7d*>Y!S{<ve`{9
zxTl{3r`W~!;mw<U<8Iquk@bCGwYv4rC2ZqMh(z@@O)z2sN2k3c!1Cz4bnqBnNk5ZX
zUHLr>!ALwAR$+=@y}hyEn(HxdG~nvqvu^v~Q6=_KEDYo1t&emi_nU*9#5|mefT@?u
zb)bvy%7)I_O5n*rZ|Tfe&51lB!zluaPr%+qKy!L511UZnFcI2oN0<KoRO}x80Zfn=
zd<ps$FH$nbJEXBodTuyG%QeqiM8-01+8bTjKvf7uL-&+?$JzesDa(TI;*k-WPzic(
znNobI%;DFt&7<l%K*=!{mQsy+?Kd5}To}Lt(FdG0j0!OE2xyT|&VP4oT~&7W4gY9&
z%)RJq-@K3!6qub93M@NF572BH4bl1KxG(dZCE5y{OL(b^1iFp$1*&IBEN^a)+cP^`
zY&gwn_wS6S(F~Aa{@EFKRc5qJB@dCJaKii;ieL#DgK71F?0hITQniG?scA=r>A@1x
zv@oA%2>7Zkg3g6Bou4!*VG%1vGB!%Y!l}K3QX#_8KER}84-`k%H9TQ%{@Mk2be|Z5
zIc<?Y(g!Bz{diId+yu;K*Gg7Mx6gbFcz#Ie2A}InYqAS~wAG#irnlvR)v{WU<>CD0
zqupaY?Cfe_<!miQ=3Ay7nlCA8LF+Uzy2aUv4jCs?ke;%R^Y_WsjUZ0ZKortDF*kLv
zIR7t8{G7?sK@u)IAsHh;dAv7_x_Z}A?1_c%w;4&B_Bm;rfh&@O5`p%`ux!hf1=I%)
zZfR(Z7S&HYF{mjRpV*&Oo6wk1yB1yD@9b-5ShDPlFsQP!;3XM8{cMK`7=sXn(Ii3Z
zIl4-h^v{m^mQ3CmHET|?eX}ZB<(jJ8Ybk~nsFmpxVhL?>4GH9wt$|szxxlV9B;%Fb
zJS>M1U-TR|HfYQh`!FJAF{N%^Tt#}D!5gUyvvJYumn19<!&=C%9ihlN0|yLWl2j|m
zEfRf-&{+x9D#)*GBL{95rr#?V`sF`8HdL}YkrV=gH^rG#+!)tlN{0Wwg5zwTmU*~b
zAQR-OJwms4<SEFUn2bA}Ls{CF&aAup`|o%}2&v<x-|@DS5p2HrbA8?5XN>DNe>$4i
z+p_)VZ>XYY!}VM*u4RCiftl~3+bw&21=lmy7trLZs$Jm`N@nVM4A)tG2~ES-hfF=G
zYz@q90lYz?kI5>8at7Hvdm^*EH9UQ3)0GTUuanwx#J^%`Eq}DBYjJ$XV{M|m)#OA&
zoY-zV$IIo=Nu#u59?0}_{_`MD0zd$*lqi`*S3)3u-hjf-+ht03%x_4+XRrLudI+_f
z+!$WHdUZO;+TJm&c&A<lP%}fr!YJwJA`E3xg}gZc`?ILZHaOY}U_|y<YdM<L(-DlY
zwzn5GH>bVtq`9Nr;Ctin{{8!oX^p%05zDQ<8x#5RZW{$3+-GTNY1=NZu43~v7y%LS
z(q+m7$#&bx0?_*Ux>aavz+*#{z#3qqRv7nf)6-$4tySm7Q6c4nqy$97|8&{+!~_8Q
zTtQaa10e#VTU%Re5flL(F~pp^J7#@xJ)L0WD$^doE0$N8d4IWFuYRn}-*?~d?)J<~
zTUWQMSNiVd(Hbm*-DZkjm*CeS3dHXmHI~F{t?PA3d$Ew(dk&880*XFfUSlXB?@O|&
z0N=KnmIE?IxvYdHZs&DL68}>O6*o7&lG5Vd`#&j`9iPdg)>pQ@z4#msKp&xpOf@}8
zg-c@|eVSH@bZRSMv&Z(j@+-N~49B4{5@XC;$WqU=o&vE_V|PfF$${w;mmh>k_=%6O
zPR4$Q_m3xzuhCmt))bgbnImRA%GvH|CG}&oQ>mBUVV_CUKg2(~USEG{xSto)t(AAC
zXhCi_n;!<B2A^afu^j#Fnfr6n<qNr<pvxc^0HMm)=wUw2Mo{gt9{t@;Z(Ww|Td7G$
zzCmh5SV5RSASI7Qo8Bi1#=g2%_i|V+(*TVp7Q!rIug`P5I-7T$w441eue9ho{qnE(
zP45VEPUni2e6Vkxe068Po&Q1J^%D2>*z1JKq1+nynsIjxlRM@ukssCe?Rpm2w8jTq
zKe-_qd|pO*c68lIs>iup&Ay(vArH%r_N`48nI5xz6;fecN#<}1K=2+CPL2ED*DTjb
z+3tyE3MiJENp&r~Jn7Jj=7~Bz+_=GUQ%*l%*uZwv^4(Jd1)Jfx=|y{E3t@`!)@C3t
z^-}Myi5=OXkVRzQ!sg{y%-)CK22AV1)g>VOC}-QbXjWjo&%G#BerE_M&!0g$nb_+I
z1qPrh0+gz#F+=!x1<HulviXgp>p}ox$XUeoM4v6n2!BQGWiir5Cko4y3%@o<#_5Xq
zD4&(6X!`PiTNa=@!RHkrHeOF8As2y@hVX3(oD6_S4+K|1jT5s{TPk+_A!Jb5n$`cz
z7!mzx0tg0tMikmmXvO@fccz3gGI^YOSLYCjIBV6&^68$EZzt8`o|d^lnVYY*c)FF?
z%~3Y@dYf4tJSbbf{c<|Ha!HtDemPHqyJkOrm4o>j6b`P1Ak)IIP2CJiNgSpxWg;U8
z?hE<oLbaFw({f$G&{S(>Sb50D&|8;;j+z3>k(ZSA7quw?W&GlHuzzph+dL-ab$o3p
zWfiyh(6JTkW5~PEn(_0W6P&<ZmSzp%{BLpA;p(<~v$IlX_(wMMXyacE-Yb=kNHp@x
zfBJ+*_ICQMDe?1jPDA`-%p5U~08;>A-ktgM02@>&?P>V1_ZewOoXs$`Cz?>Lu#MYx
zX3WZ?vgI7j&)+|%vQqhNo$Mz6dXRKQsTm;WIn@~J=kW-4Cpn7cbHj-cTX&Nt8`#fy
z)cqhy;Vg8p(k_YwB9Y8o)7RIxdM~`bDoyq`a&n~|)j3Wu@JR@MeH0BiFi!OQQUpG*
zyEnYY{P7-l4cNc5su59BQ?r?qd*4;4456Z?25$>H8@`Y8TWWI8!;B>$Ac%~QFHCrp
zHSfg|eSnGxtIl+<InLKudtD6knpj!MUKn?UqAJ?ZxQFfn-i~sul-{!EWxsxf7Rc-)
zJF}>}S(*QXE&hj-^MC$%N-@R^j7f3v(`)tN?v1C22eeAp&$k9IrKnc_{{8zoqG4=I
zB_G90Q&W?xge>aV^WoN6ztQD2ZWJO6Fl^`wLoeo>dw$*Ic@me->$slo*p~Bo|LfPU
z#*U84nTN8M;<yYaD+Lk}m|W}R&hT_@TLO1@I;SP3d)dQTABFX=c7O*zeqL2u8wP<;
zv^~KOe9C{d0GxFO7$7f{T~mXHiHS+XX@TKRba{PUp&Tt~_Wm;hAdmW0qf}GuL(&9b
z7wUXV-Ex22e0p<Jcop%>bG;iCAoSL>|E;#1v<mn?_rU-3RqykMp|$w42}C3$)BEeA
z;kGQkRA8ZwYx@}@IYG@TBFiPLh}~D)?(6?{6e7Cw*aC#k#bM%Vb@&v!r<xCJX_H)G
zN5afCHIpYSsS+ZkkEttrt!69U&QusI*fGa0RkO#sBffrZ@*Kc|=xzr1Z}J@cck!|A
zTIs#`U%uG?X%--2@E;uO|N1)V=pd<Ev;SfY0guXi-9h&BKac$14L+-vY!RaWyTATV
z19V>iujoI5R{!e@V+ew>>R$gh&3Q(z>2igevKjswVSB2#x_Y>C)!fHG+6WAvno{TE
z=O1s6KQX|xWpq74kz@QAoFF{(X|gs^B<R%}<WvoFD`x)^G4nzV5cl6{`a1UzIg76|
zTzI<tUG)4w<|LK9R59K|sa{ksx29)v4U!AL9tcu7T*a8QJF+fH5|OFOOw_yx-WH4V
z7|a=)_}uKhy8EiSi_0qU)f?aPnI3Ucy3{ROeyky~8k<Cv;@&v=z>-!MsND`q9^TOv
zC{&e>kSL$lmif`t*D?|p$gD}nENlu>72z(tM=4-7!)EVy_8Vw&$sT<+z1H)L2;xy-
z*XS|hAGyMye5LtOFqPm@9kOX+w{D#rzQcTd^p}eHX_e#SSBY*%acS}ywSpGRY_$<O
z!O4BmxX9%r2599O#$`QEX)5cR7}Y|+f6)6E#iDHmUc>9=A<f^eeynpHRUBzp+WhMk
zEA(m?=1NwyBV*0n9&SxD-*O<k%r(J=igbPVQqYVGQVRcNxMKdH?k~V&KZK?Q1Yb|E
z@&@Z9B`@T45LkTCJtW0AGNv5{ve%Wj%Ji$O=Kh)#tk*s~x{B>IR%0GOPK%4xJTMIo
zemgW!vncvqq=`qbnM79yrtq_PiJjA>2FNn+pb=?B>b`qgM4e@-gBM5!wyD!V&g=Tr
ze8J0nf|^azzl_10j8Kl;qgxkEdp&;wk)<d;avAgRow9!E53V~17DL~KxE<99L@?3w
zhNd~R%}f-Ml+fr-tEiY^a+)2Le^CM9o2EuF)}#b9qFBJgbmbv7MI6Ct*|N<fA7X2b
z2tk9j$pNj3W0R)j{X-_2Sp|<*c=na<wsI04hLqvMx5-bL-@m_-k?9LGK#*v@pBw#}
zX`BaJ_hkR6tXYnMFwkhZHRSN%*ujJd?!1NM=Sks_mB-Y4_c#g@Y?!ooACg5DUe~a}
zNg~D|^RLCLmq;NKHHA6*3M|K1nW1s*M-xB81uK<4rrYb)B)0*miN(DOo)DJ9>7U{0
z2EBQ(gv>G81T$Ld)k9@n`Sudo@JL?q+MienW^~l2@xo)Y_4h5Ym@>5~$nkV7(b>)S
zIf@SVanc<p^QF;imCE8{N&aKBo=tHwV@C7k(aL@+(p|W~=&X>Z?XbP!u}Vyp14_d9
zYc3%&;nyRg4q-fU_qzsO4)Z|0cg9%=1FFS=wa#?4)myN~f$5XhNzO*`lCJ#oap{}Y
zR!6}axhXxh)oP<=5~@B0F+t|}(9|fk+AQQX7@cjc@UK82d<W7RUdMOuhf|T_W9Mt5
zoln{eH5M}X4*YM)=U>|6a=QQ2>?`wp)l0RToZL6`w$IA_*yW}c^;Dz`s3spr)DaD)
zmW8sMEO*}{(ma*4UNVPM@BU2QVKEop0?NAl6J8`S{=R<&%PQL|G1PV&E${{@%GW7V
z{@b{58(<9X0Lof_fTE{9OPi{jP5)mJ)?<LZj$3E|Qa;2n_0jX)BfNb_zd>K~=k4Gc
zicdk0C3zM#j{YTS%^&+g6O<7lpcqtgeAlq~<9dRZyzF0v_rr!AE2bu0WZIZbrIcqa
z&H$Z=`Zi9?X^XhrrlEY6qVtZfCZ+8T8&ULG;@<<mv!gi2%m6W{E>JeCasf9Ue}|Z2
z`<J$6zjEm={U9CX)698WXk8wTenC%LrxRPqdM&RK0C<=`hQt`n+W0mwlb1bSTd}F!
z|7Xm1vW4zG6l;L$yB(>z?~1P{lpSKR&)$~jD|2sph)3Rj1!n3=FgEXhMt_t8iu2@h
zr$aq%297EG<G*<LpHQmC&VMRN`yS0oMR@(Y?!DK$?%QzSy1kIq#f^C*WouND^XEtR
z{Hd;zKw-syOZ>x%xXi+<|1z@}|6e2)M1bb;zfO_=fAV2|@!#iG^dR5_{l9C@_$#19
z`!DL4f5Fwf0Q4UJpEc)MMpi*VvQ)F2&3fW}{^%dybN;)h6@~izmGu82SKqdW|0hv*
z?+p$Qg8<Q_KA?nq9<@YqHe6`+^{lR3X>{FrCd71X_Bax^va+hKgz!025isj^-y57P
zw>s}l&<F)Skv$WTVv2MPK#r+7E6D=vnV<my%82*#r-sc}{bq;!#L@i?esB?h-`<u!
zuCoW9IJfbud!mgqijgt=OtW~X$mXh#tU$3>`dMPGm8q;LDR_v3K|njY>R5viae?&A
zuvw4_Sxt$K-rpj70qqL}@yzhK^Dm;E_cySHf99F<H|9V%F9&r0lK_W&>3HW1_Ca_9
z<=mfC(MR9Espkir0Kh^w=P;e+(h<Nyw>@zZTbiNcK#WkMR0#cr6{~)=qXW_lKQDr;
z8s5(uTSmG|kd8a?lB!`|SZNPgzaxtsf^F-ip(ry-1T<oJik^epTXT9Zc>%z-{U?#%
zCAMSB{Vz&|%CW7eCcOM}%8;Jr`g_h6Rq<qP*O;bYE?A5hP%HZS%MT1~Uq^c&cVFl$
z{V_cgM0o0JrRdBkPlP=QQjE<$qq^AGtTJO8SA{VMkPw|3-djlX0Ah*7{>xhLyU9rz
z;Wq;zRAj7-GCqnR#PXo)S1(046SEV;eQ~?i&;Q9;axi|`eTQS331JQy?)iC<(}ZLs
z^JUFS7xg@!+X?5uOaoaD<M-BpgN_|$Ts}T^K@ADjlIE@{ORuUCX$|-GER?1i`(P5?
zn*Wvr?X<NN{}uNpp`wu{*zx;?GgUj@>)#}N#Jgr`r8Mw#=PyU3S&^F`(&nGjZKykK
zJOLM=zp3g$+^F9DWxyf68A6%0CHUQ>^nOSU5_;D5s+T6}c`48x6R-gf9wMv!<?#0S
zQJ9vp3mdElqjdgn&7zR(P~ZNoAApJ&>+F7E>u;Anf}lE+*3(aSB=##_V;Q(=c&l^!
z*DLs^l5Z0?%hE`<ziVlb`rEYz!7<`x%4+=xHx`>>sv=6844c8}K#+qMs}<ow&?Mtp
z<UsOJsV!p-Nge>dv1`oI)x?5{Qny`C*$mk<8Q8*eZzkK<dTvwK1+yNTuX>r{oR^q8
zaS|AZ$Kx;CS{9#qPS5sy@HV(~kT&q^QUhc*@9z1+ns$ec2w_><CK_&-mRJg5+JwgO
z#?iEgVv@9R1q9UXO-L-^aP8@FOz@%N?oCSdAoK$*^4cAKf6<S%+2awSZTfL9(Gp5Z
ziqfnt;QsDMN7!~VUgUmnGh_3JUD74@b1Okee*tpxq(0doy|hA9h~jyjv>vs4`sN}v
zwt;BctNRy5L<@Qw9j92>z7P6&J_bIo^PcxdjkhLAdKicsTD+*qk3~w{6vvP^_WWb*
z%D>&QAz4}kL|+QVb1l2dh@p0!M}Jd<BO$y@)=tk$j9dwilO5^4Lc40qf#jgvla*8Y
zKamZ(pr2`3zyAJ<BXxH-yD$gaNGGjJQ~Bc3$v1$VXA_@NPZNOxxWl}T)f5{OJHqUs
zHy2S9bS16SmM(e_+MJDu#aQ}TMJ@W`*u#o-Y7xj)^qtpVO*f}zI^>muDnY}mg`<Iw
z3t>79%xcQ*DQ(z#G&7eczjtc2bu=T}OBhwO_0VMu3|gqUdiijk8^F-gGQ4#8Mv<n>
zHj%c3)SSGaKz+^+yrjIPrPCsTJs%^N2=vn-2H)ag_*(-c09S4{WQEp#l(9El-<ud^
z>&v?t6{NG+AHj@TNakg&Le1E|XrDgot3?}Ez0{o3>wtYUG9y1MW$KI@pxXTIGKRk@
zFX8GowlRCE<V<^f`a?q5ABTt3b?f7CbxF&M*<VTY-iFa1{So{acp^$GEI{e1Xiy#<
zla`rY60z^S_FcIR`edUF#T1q0R%Wp;lQRtT$so}*sNSER3uCo|kPQ~Ol40@upe^W-
zp({TI&6bL0@wK<884hN{{7edrLlyIm=4$J-75pV{3(8ziBx*6p9f_#DZ5;eUktFNO
zDoK2}Ruq!wYmiRZT%uM8Rc`0l3&ywHw(qWk=HE98Ynzt-CC5;nP$2|K-Rg{!<0Zcn
zcfcBH<aWT)6(_F=y*^d*My*RuQE8r2QVx>pEg(5sZwRql{9aPHqW7*Fa}p{2LV>pD
zd_vsEe%Q4`O&QAsSDtV8{06Hz%794?8cl0)I%`ZQvtwNs-8{tK%vbnrh2@yN-X_5#
z4a(h&B5F=RrKgKvRP|yolL^Q8m-mqF`_j&O>pMOj?cP|O*KqB1^Wa&9Ms^E1MdsxG
z_R*x7>{jidFC)pj=Ja+|8`IET{j#s>W7z9K#*9yA>&Jz6sV<6AU?s*Mt&@Q4fo2#U
zWM#MmvPa`)_ZQZSav&g>T^nW5oPE?dI8#PdHfmLb%&1RNiEMuSn~$4<4vl2LQ#B>r
zN9E#yKe+&ZRmB0dwXpmn;RbW;SyU^rFkf^$)Y4n~O45XUrHc6Cw(s2Auhx(J#4=jU
zV^Mq8MTr=YV3qO`qv3TpSr0YATue25V^YsiwNIimnUD*PB|1QArkwi>YnpkqQ{X45
zY%8dK_shg!PakbWghA3z48Oi&lcn>!Rwj1^W0-KlsDZ2jSK_DvQ+hu*B8~57E}Q3`
zd4w2R`-RjAF+l=Y<EHwX4vQ4BJkHFOn>aK!oQF6wf??<T)WYWd+a!_bk;;yp*-2;q
zR>a@B9Si!A5(rCcc1*XG6-U#RrAx_`r5gQCp3)l!HtI0@Fdt*a-lky1De%VGzV|7&
z78c5L<F^or1aDb}itvy1_yT{4*B9E9P@FfP4NS1AtM)6zi7%a{q2=KmUK!C0f#*Lu
zhm`ieIB|ng)V97DQ+DTck~__)6Y2$pg9KU4wt6r6hZw>k^$0Vp<WZ|}EG@Glal;*5
zC(0X!l4##mFRI|8)NBV!BA;d(UbE(|6rVqJAJ0MEYJA`kR8=k~66V_)9hJ4OX96cc
zog#~=GD*}s8&z(z{zCE$;p&>v0K|64yBUEN!$vI-L|n?e=tsB^*OLvcL0b}-qdKf6
zw>m2G7B+!p32HYUA#u2VTALj~Iv~XO2!$Y=)aqe{nvGVWNQ(T)IYIC{I$c@>;$YSF
zL<Phxr9VltBf^_5fA+Y--*rQtvq%GCdk6dz`iClmAce#;qkA#Nj!*183DHs7a5coN
z{N(<N4n)^pxN+A<<$PNnirAjkIiXELElR&xm45<8W}yay9VOA${Y(j!wee0e&}yV~
zCpvUB%=5X>F9t~iCgUf6<^mYe!|=HQJ<=GEqgQrq(zXcip#!bvQoq$MDZH6#P7JK*
zl?rB{^RnyO>AX65c4fei$i=e@DW_~Z+6cu4-C#6-k4xH7OVH5=i2@uL-${f{mY+M1
z?qn#Vy?V`N>@}^g<CLx{o`p&qNFbTA9T4^~`m%315fO+7E0-T_52VjmZ3Hw220KTy
zet;u-UFO`=f56nXgvM;c&bOAP2222x4qeP8S^k#2;wrMPkwW9Gzvkuy8nDqnC<ndu
zV$kMadqNFKQT25~y()q7WSM{24AnOuA*RqRRT51=FF)SMeI^4LP}=9m2RXI|g%8KG
z*O<K_0jNnW+ly3_j;K6q5Hjkqs`Wd(4F3-lj3oViUmv;R@r%Pn6RXbEskAUhq_uC9
z1QC6?^2i*_SIa^1Y+M~^GM27p+@_W7A`cjr<eO9?g=Dx1B5?Rmv%S<ADDR{YAqpTe
zn-oav>hWhB<v_Y#8d@qhNpftlR{nOJXuk86OksWHv;GY@x@DG?VlB>F$e!vj-n>jG
z0T8J%D@)%DGgh7~m~77qt`CUp82e~Tmbt)YDC{DLp8otv%uAg8Tt2^{z6Sjv{Z^Rt
zI?QbATCjhJ84O9`o(Y^L1Zd-4l}kRml-Fc|G5v*&m;OQVptkfSwLSRQsFK-DRo|!Q
z%0N%8jK4fzZ?a4R^NqLmy2G#eI!nE;RxN0k(R@R5GRvIYk^>)ip80Vj!1Wvn-?dPK
zvoK%jE1n+FD~EEqD3`1$sDi`m7kG?dy|PNMJ^(NvDiamX^aVsM%w;ony%=i)*cxbP
z;cv54HdATChynp_Yynx6+AOrl6&&6k8UCt!XOP=V7P?tWdrd>146be=TTIu%Os8V6
z$qRSs*P@T$C1r>ZOw)EZFv;M8COA)k$rSEl`&a^s*_4`6ze>bwY%7^({K~P@lYB1P
zsv9%qvTAnZgM3YDXPg2%|03t2eq7K2nbi`5Y<&T?&FSQoLcXoh1$$rGUr?P|5~vWj
z>fDNq1HEK*$0Fov(hqyFH|A!ZdX^J<dCDm?NDo%OCM!Pzv0F9>(q1~3wM$#>$~_6C
zPGLe?)^f6*mYab|PQV*@Np;aTi+yN0>Kk8<d;-jHnMgmXlXO4(v!#q>l1j+a6|o(^
z6GdtJZiG$_$X-(swnksJcq1zk!PN)nH^4re>?d=%kr0wEPnStI9^o@mAez(lCU4~?
zTL_4jGLhqMa)*k|Jyf`jlz)a*6>59alce1xonEl@z|&r$T(3hs$s50i<crFz>F6@l
z!ph&quv@C@DR?D4|DC_&_JnSklW7Ky;Z!f%4MLuj>!B_OSAfhzt{BR-Exndh9eG2v
zunalXxg3u_#j0)miO8N_U@K6DR%&L#(xR1dAgV8-s<0oM8qM||0-*Kd`t7_AZf_Xt
z^^<I&J#eW?>Nz8D_@gIuryl`W+19yg>iaw|4Aq*R`v3OLwVd!AOBGPJLtm{GiiEb;
z8$>TR%g(x83#k}Rj{jP-!n@A!$pwzbjq?wx&j-%_V)35!4Xf)C`g;7%yRkd6n|C=_
zAHAt^=`(O>nV&&BX!n!4@VZJtIpik~>$h}CU$qCHSh#C712TSCkn*+|c~4c!(&DiC
zh}QrX3eECPgoGO;V_J3IVKzeRm1^?X*NJky9jN5GsmhUj>>p}reeO;p^Ja*6BNp{>
zY42vUy0T8BBQ4!Ja+E%}TO}wU*h3p`C^KiPeSq1V0jzYYBr|H#K3tWKO)0VU9z9M6
z43mEQqO9d5ojZMRoE|>2oDY~gRb!h<v-&EWj5rGFg&@s~KIeaXvKqCx9{uZOTi6m9
zP?=M{7vL3j1K)xzvGaTjT>5d=j^KS+xOPSX&Z+vh_x$g}zgKkVbPcw)zh83s7dW>n
zMp%HFz*bKxTOxDdhHrr5k;u5XaLI|w_3u3I+RfIw!fZw|y6?tEN8`7n_pg|@c;7xe
zGHh40eT_A`l$P}+EnB+5Mi3DSPR-je8LsBvpJ?TZc{@g8@MuSgw`<Z<;dJ@D$}34u
zj*NV_UCCcsvDTHTeyH>CLH{WBtS=VNui+5)upEQECI$ZMT*ZxiJ5yPj$a~e^G4#rl
zgMHVSDYw8qsFv~>N%;+efn@6f)Tz*Va<*#DZ}Af=xHVyWxFmwgh5f{hsw=#Cvgh(@
zmXpoO5-)e#Ewnb_qbuB%gnXaAz>uZ9=kb!m?{8m%2p?0?H<Rl>h%s|-V)ZD_S>fb9
zsnOnaZ*Zi^IRuE!9&0f$=E=i~ycMld`znJ~G!4KGEVM+^%eW`SLMSR*P9CTt(Sw}=
zzpWSl!+|HdrU%`C^-Y*nPFPB9A!f3YAIdJTprZ@q*GN9H6+gst3-tmOgKLodPYSaO
zi-}|w1UpoXutq<Wn3VKU7^m=UKhm{h4>AoENi5H-<Hn2*bmAimYVY$b*2me;5PbV^
z+e0ullWXKdYe>jDrRV7{>}P3$L?|o_;BDfVduWJK(!d9C9?;dsot!DEA>SWiY=MG^
z>Cw<99T6l0dGV>zauepw!3bT9hMy>m2*PBChll|9{`){a+q7fD%~pm>%ZW+cM^2oj
zAD7b`Oc*UcLuD#`x>RUb1BRJ938Nad4;*4YQd4$upq)v(2^_n-6?hM8VZw4JO!6zE
zh3)N3=*A=fkUVbKy`kNSB(K5@j)q~Z$@m_TNoV`t{gfEfq4+<&@gh7ZJoqO5rXq&z
z=^--0izfCRl_q1Ec-q9frtR(E7M6am!8?b~uj>l%a$Aus`;xySM@&SY$+_|H+`5o{
z36$;cTh;p$d3cn=j)k=RDZKV0A+i8}7oeT7iN^3A4e&aMJ!vUhv!>5RAM#a=KHXlz
zTRdLFq)2+W<t{`tdcSE}9>MK?jxNvIO&UMxT$#vO##Pg262IlWnoo)K;B~(0EFi6I
z(+_TVHPoCI2R)8MspIH|_mg1=kj58%HiQxY%4=|eNRnx#JVmOT=5L=vmRd8{Y?wMA
z)-<Wk%=p)){us^)r?Wk~b`QI@VB;v1gT(VQcqX3E{$EK0yj{~k8E=EKZ=LFpLKXrZ
z141ksLeu3(jL_FEN&yFEuI#&}uX2&<x9X9(Yl)oLgR7C3G5|QSjH-9-cVYU(Y1O_?
z6;IBXmY-$pM?N5Hsni=jbd$GybnRDX-b8MksGlpnY=*!udB0l;^Aqi&AmhX<4lu*+
z0ZkDueDQ0t+YbVy2#)VJK2u<Er@v>zqdqWUB0s#vH;Z$yQmrg5rS65y$M~jWuJ-F)
ztj^S<hdb!SOvI3NKRPEFZgBd%Gt_(JS5h>JoYKP@2LvQq9`8LK<~&{uxK8n^kTbHt
zx-$IApj98~asbhlPi#Egq_c~MCi!DKQ&q6ePsNS^VWpEXikQfB=n8~iJ6fzZOooo?
zuKA&?xJT>nofjQ9a$v(btNK5g=#Vl$KS#^p7YQ$UcJR&IR0$ls1ONr`E%R8LuxrhC
zrBWxiZW!FwyO78?ev#UdIke%ai8+UM`2)oz98AoN9lX-pr<0r=6<<vi7)E+eEUuwr
zpOv3w-pD&GT=1jW+OpNKy+HtxOc?3v2BlAYDC7E_9mk}VpLDBiEmG$0Hm<eSBoI(a
z-&Zdcrfq5y9tVGA$I93f+CrvZQ@3@LSD&h<x-$S5Dk_(H&S1hIU~u%=w>J*bDA>L_
zc}>#mT7$uHan{-@PW;|tO_~(+WwlHdiMw|9k?E}j4XFJnV$sx&X2dp5(}`f$L`U;w
zFYq@TTVE9SsiWRKpaHC-eN+<YZewp&3kPsp^uEVV;y$@(JDTTfVp4zQWc%1*{m#EL
z=DXc)txXuHSCh>qA8e4+ldAtcED_f?Qm@#SFGC|{G;7<qH3bx+5PHj={{lw-OLa#`
zaiezjq)@f_*43B8a55!+_Q%PQJ$=U?po%`Z;$n(>%god>OYE&}?I@Qy$g@RYrY=tF
zQ0KnM9I+&{HFjW45-vvq&!TXNh9>b<^6PX-8Bxerqp=B4zL}lpJ57d-hp75xX31oZ
zM}`mc_YmPjqVy!eBJoIC?jT{aNjCLkb#ZNoS|~Gr&)ljVD&e}{51o%E-mT?LNH&ST
zfgW4@<0v1%-uvEitqD2MU~#V~D}X}7_w<2ZTv8l^lczglsP{-rz8{=CMy{lpY$j(-
z*~ZNSZf|?(k(^>|YJ&On8w#dThLh5KxCq~=CCY$AiJ@Jy$kD=fL+oM*h)t7oLT$Ws
zsl$SinkA1+ohg%LBauc}+A<;FXibvC+_Zcb{%_ur4g^T((?{!{<R(2nFL<Omy>G`e
z%HK4tjmCe45jOWjBa#<lu^LyI*z0^BNk<Hwn(blnB%MoSx2?sXZ31oGJDc+4GL}^R
z87A?7`|$nH3RzR;aGLCkGF+MHEselMV>?k2=xV|SnU=*5bY_cg;Be>KZ;(iPaa*Zi
zi_LeD?!3vVoJ5m>H;voQij0UouWX!JdFc_I*Erjc8pLfTtq*SMm(fPl{73Ew+p*hX
z)geN9U(61vHmzCM-fM@&mJ_Xtx*3IZsr;X#j~L)36Ej-i{-voLE*&YsAeBm(5C&B`
z_kNi4!)W>*TJ#h<v{6YvwBg-5<hICyLp3#xLG4H{XnpRy`<Z1sQ&F7Ana!1}3r?Cw
zbg9ObD{>xD8-7LKRB(|%;b^crlQeMl#Zjh-GNXbqQ>i-=V&*Jw@<z`eE*F+cm=z3t
zH$v&?ufT!?xXn*}lip_8d1Fj71?wa~Z<N>JR(RdS>OU%>e8GNV^P$V<%?=CujA(yv
z_DUAzKC`2CH1}rkN950r+;##g-2Bc`8oO5qZ$f?aj7=inDj+sR4pauI)K3Tc+sCWW
zYG`W-&fhkXOk<}-d$-e39=h{3eRh8wR=}7ijV&Sub_IwZu7bvT#Y5e}i>nS6L1;S6
zGfVv)9m4F9kNp&yA8ZREOo2FDK6DwbksZ#gjP_>dDdTXD7oGtdgQe_P>u9B82P#bB
z{!CTSYGExTZ+vVUBDOk25OREk*>PZ;>Bet%l)cT6T0K^ij$5{F{X4Xo<o)!bLB^7`
zZM)!v%6mXEc?)K<-{5b-V$*N^!iCC=<8*!wM8y3o&j%hT1Y4}-g`QQDqny=t&OhQ1
zv0dPqV#bHnHa5M9Y?O>-6&LIroW^_Q|2CuLd(0oejG#6R<+0hx>=Iv8xEl+Zy2|!5
zMZ;fGv(5s+%dB{;*zj+CGjIA@8s(q5dmWJ}yGLKzdM<SZjX`iOc95alI_S-Af~aOj
zH&U}oahCy%b^0>Ta`)KY76N2;jj=-Zi$iCyu9r@p91>Fbc(xwPxwAsTH<V@S$KI!v
zUPA_fq@<#IU$H3|%Y<)<5G<a9Qy(2qcY>o{wx#YOvl5~%;rX5GqS3N84s3~8j^seg
z#KRo|c!;KFL6gY_5^7{V-@xAOH1A^g8u&@g9+TWK=HW!2F9bV(_L-y_Q%&Ws*xJOe
z7|FuowK$=!cD4;a(W_2x%zZ{>AZ{VwERUk>_#iiy99@xW@nFiCm67i3NA^gcmC7?q
z@)KS=0*Cwws(Edc;z{FHMc@lQShVlmHG(L2x)YlavTJ-VwOtLJxPENav8e!(LyY8Q
z%1e@qpl_*KQFnc~V=xKtH-v8s?czh)92oZzWzTJgd$?K%u2B*o$iU~ae}>Cx0Ot00
z7oxo=>~(Ed8W2LgBo$n3n55tT&kew5$I_apa@8koNJFn$wZm<-+<bUZ>%!+Hi0+Cd
zA~lD|8rqO<yaZt&YS@06+kWusK$`3wt}7$kbBg8exb6kgP~O_#27Dt#-^pGqTk9$k
zP0^2+-z}{8E-{4XxpLPGc^rDUE5sJ|>JigVmE&=Cwb}E?jIPy*7_$_+BOj|8uCn0T
z2~MXLwA;tgQrbnl;zBgqGV>$nzL8IDq-8WeFId?NUtI(Sgpk`O4d%2oA+1IA+`2Rf
zx@R!br<h)65n&iTzNl|M8me4#;MsnHW0-8rzw4exJQyi7UB$wQG{jpBH7MzLpmyF}
zD;A-X*PD0JMp#o&7g=5+jph|75kw(tNeFKAHO1!Xi5LWP$`LgjlILo<I|^W3_vA*T
zG;K)fXn>mPxqFI6>bx9Fe^0)3B+rQJT>L^<<vd=Ba#jtSU%Fv4-e-;E=aiD5$PB3h
zFXY(D_*TR(`;a~sK7{lq<~V($IF%t9gMkE-F^U2mJF1nmjj#gZq~?BkOx;;5o%|uX
z_2<jga<gp_{w_3EX^4eV{%0;QgmAH3s;H=<XMQD-%~*;r%WnmwDRlFGB-r&vRBTQ%
zw-fOoK)JIc=?15@#deYeQ)sIewfs+mtGHf+-n6xBZ_o+s%si|K$$oTcpF2ZNa!%zp
zT}Nbk^Wj(Nsj|3OTNS4o^;s3#S>wo%PsA3GPu-EN><w39um<sRGR*$L;JIzl%`Ipd
z@s<;mc<WtK3T(hhNM}S1(>&u+hNBB<uura@gWbvqBUi-EG~?3b&Bm|bbLa2sB1-dw
z;5p*`jb8-gqBf1pfPBIHF{!LD-zA=jW4%;lGvdM1r_PRAEbP_>SI$102j5os{ZBI)
zD;UYI;P6Lwby$+y&=PrAEJclsEU8-ABlAlHf@SHU-eu@^vBY*S{MPgbT?<)k!`);i
zlY-$5_6+VzxaT?<?S$uz+6dT}KNSv>X!)!0=yVA#1h#Ph@Y_9Dybyl?1O#v1Vx;=L
zU=M8RTj5>$)H^rpKUPbfCc1ChlbpUw(L|9@SlB5R@Xq7y|HsrjMpxE+Z-D(K9oxx`
z(Mc!i*j5J}+eXK>JGrrK+qP}o*tTuW{rzXnTJ!y^bLv#puByH3f%sR*U?q$>ILAMC
zTVo9F2#maIr=B34COhmI89ItFCXzXd8BKZLz<MEwb7a@5<$w@)M-SA|djj(av@Q*L
zDz<K(k2s!>W^m$|T<5&4GO$8W84xP?(8K@B*8M$E)mwAOHPN%K{*Phv)-O4pi6gl?
zHfogCrhipA<Wp#DIz3ufX0Y;@cUjAf|L4K>sKkWMEf2d7PXJLxy~~jdVoD1Plka3e
z<NG(cLWh>rkXn(|e9M0r9Ae8(SRY#}z>zJ1g1hHic<M`msU9^JPle%5|2+7K*F(gh
z&URu~A5S@8ka)`52A-8RFDB`yta|$%H?;J6V2We?Guygk&vGsyh^<GXYKQr?yB;Cd
z*GsuONnTYq(ng3Lm#u}b$lFJH@5+|i6XzstD(!6f*<CK+S<~p^Q+z#bs(R1uY`4(!
z1b1x<Lx*SC;lkhv@;=)hJ~miP3CWm<&v5e!v^3XSs{*NS__OEK8|CH{hU(@ynTc`V
zJt*g)&5aV;F<Gx~DDVSywins*X}$lSc{kbNys`QnLBwRFS|?~BJ3`I5)^LsR-uFrE
z_a}R;PX{1bJA}xVxM!ckyY{%hijj%AXV0{?!#dW2GdZLc|I%=89W}sB%kY9>2AA=Q
z!0-{N@IspoMf&@*p|GbLmsAUHOIFzEc-7qdDX~@btt8&1z+}G~#@d`nDZFGEljR2?
z;@dmKr4?aC)@P^H1Ro%{hN%*5S9normXYxn`ive7yAj_HU2DET#wQ5^dS2=QxhuDs
zmpx)8s1*BS>hmAa^Gwx+<~b+Cp(4xbvjX@=8-c8d?>A_9IM8gFpEH~uf(bO{Qf{wD
z-UYskUfY!ahg@(r%Ti#%jY#(AY>FLm4r4&Cm7Q~)bbg*&S_)21#yLM{&A!i*8M%`G
zuy&3`c<CZ{pHcLgOY=rybPhlf4sHZCw{x+3uizWz61fmWA9ng&xmNE0XD)WYepI?P
zf0x^GP%N?qhFjN4AC}fbMh199IzT+2|EeA-Qyz;@-Ziy$U5v52gVs`0PE7;<5LRqk
zQwuMDQww=;u3_=#QAt6m3$V1LDDhpn{xx5esJyq=9d|v4>e^-?Yeb|iGdxd%FAZPg
z*Bps!(7#TKeQbEtX*GG$3}F=s^}v812p9RgBzTMJO<x&Cs-Y1*m&N@b=RDHW>{yJp
zdZC6$4H6~P7#m`;Wy_lb0M^#EZfNNv1C(r<tCUErh=6Kg>hEgx!_3s|-$P|3>8yER
zHgmXp^%r%0h*&7su~9TVI+}LC>#+fi7)&6nLb=lIj#*Chq;3<dVotdP@y7(x4*hQS
zyEQdUubUBh1RJ|Bz8`;*R*KNPB+Q%Cm|Hc++(KZZZvUBs=#Sr(ng$^T{olWk$VKik
z;db(>gPS0{e=&22j@})Gl&P*etoNi9yQiF51pTS{d(DnUR*_FQ(8j%-s@&uGF*P6z
z5IU2<F?Fg(?O%}pr>h!t&0?)?#<j5lg`qRCZA4a(eFf{3gHLmXrCPFaH5?%<-H^0x
zZHeI)3I#4@h>jb`xxm@Jde()T{|@-Dz5uNR&<0<kqpjkzCqS;qTatsyeKYBP0@MBY
z+blyiTj-gH<1;Bzj?Kbc#GseAjim1MT{Y3J9@-UKc{$f-&~zpT?643(bJ`Kelw;vC
zg>{<JUMW$L{7sCO#tQAC`$ED*MVzUIdGXX8kw`VUe918FitsOYB!w~DEkwvp!fKB0
zMC!PGa-=A_%}hmTESmW6prMg(TOJzy5^^xj2yS5VG%4k(#C207FA8sk83lW!d(4k%
z$ZDJs;5%~*9NSTE+6aO4LtRe+JN7j@#%$!gAs^wnSKehzp>h1cD|l`sPI__FjWgyp
za(S%b_b)7eyYkTJo7N6k;~I-KK2=Z7k;jR|IyJN)cdl)N4(6er7Y!E!-_X-dxUm~A
z90^I&7kQ)@#I<vE{16U+;<9r`oz8~g!GMp^Qvs6mX@e%mP^-is?(5k7v-|S)1U-$s
z)_Sq~(?d?xs!8cllrm+QMpMhf2X3NQ3yeS8T3A~D9rniRQ%zBZLLHl!!wP^e|4(=Q
zL#K)|Wa40J^Yi&k<HP39cI)et?RU-^L%1H*>hGatiNpH>l)=tnTn<LN_NM*(zX?AH
zGfg>uJ6`fqVeV+5?DSTVk3>fGkDefq(pCQ+9<{yQbW{>z+DyVV${2vPM*9A|Ih3&)
z@F7|_d5RBKc%MBxBlsK<yV1+AVw@O2&4Td$9)?&mze<2oUKUG}cw;$2+qYIUgllUd
z%~sJ+pY!zITJt*}8lSK8b!o5;-h<EnvfQYl6zxzWH7_|RL^SNY;%Bc}F4`t0pjSyQ
zoBI<^>tx&Rhc8je>2aUrj%c0<oK|DsH>lyHw>pamQ~=p;l7Rdwq9ORm?ZWbC*i?^u
zs=mcp^au=m!-!>6>ky@+frQOF{nj9UO>vmTf?xa9v?|)fA8lbq2=){T9a9OzwIMas
z&9JuVct#zmOsnuv>gEg#KnNt0oMHrg@Bg(@(H(DuaB>6^dzY1Scoh>;W?=rs5txs~
zY{HyDec1e`oi?0ltOwT?7q?eQ?VqTjBkT;kcv+en@{&p7{p+U#O!0sw9?_z*QSLIq
z#RKAYQMue#mB(iWxBG1^f9tngWb_UrhFtG^6kT@Ilhf^DC!h8fp3aa*lwfYoobb{V
zvG;QWN->zkklMCN&E7@9>Q9qW10~SVx}h}5f&NrtKMjmK*M7Gb7izJPA~H}K(Y&CI
zkxCJnjk7YBpf3d4(Wt}329Y7JcgBCQ(tC12zRw)DNFB!^jA>~I6G)K}6gj0jlCZe#
zq|hqn$tY`s60%3!_-C>KCVBr+KO~PY#_sXoZ+vUy)v5p04VsdZ^&>`L^M8w(RTf7N
z4y||WB!@9io}96FRH-_$o5%ReXsW16kbiprHHIhl{*RBbAlolw$uFj+GNL{_AM2c~
z^++fZpnRUE4J_-={x(@3zS=Y%08Vc@jLiL;f60_6VcWlBfSr0bwZZe8qZt>9jcxhJ
zAbe_wj1&JjKfM<A;$ViF*23~eO9&5}OA|D`5%~H%(Mxa%?XeuIG*32MZb@`xXo2r2
zZDEaUt3>Jyep@5>a`Gjz+T^E&yj#gvLkpnUVXQW{p4|V}pcyTip$Lw+@;vXbUqBx=
zm+MN5Mo6eCrQ2FqIgF+D!2?NgtOrSXZ`YzWpIz+q`043?J1&2IK&Jxox=Tqvd{SD`
zUL^)#8RlxTZYfZdHZTuwGWU%Re<R&Jf4AARD=24a)3}}9gIUGf)6&C7v?VLk>kK->
zO9ALd{>iM^v8F3Z7e8rJeMYD_!7Z(zm9Yp`=)yL$q!u=HV4Od*X-S^yu2L3oy@{FD
z@jr0Hc{!Q2a7Sgx=D1f*X<z<1t)qLNWl3agR2Kb%(p?LD#UD_^Kehfala{$M3N520
z^6{E%k^cVrmm9iGvZf=QoLe(=hm@%Yl|xB)xYpOhI{Mm0+|p~K+5LYIfJj8?3**Q?
zga;4X&hC6I*&8h~AbAwnJ#O{9?BMU0hr-Wb$X#7GLRh&4YHXoR@?wCgL0R<=$`|#%
zHQ|7ou3KiecL<Z5x~|uU2i7V?56-;&MqHvIXx!aiJ+Pm7e-c6pcNeYjuuG6DK97|q
zKfo~d8_(m`ekcFP7St94Zd7eQB&$tSa~)$)W#gZZvwgkTYrDqZ)%01XCtvTdO2N${
z$MOtr?db+{M|`b~k6VUrR~tM%MC7k6xtZyByaYd<-LyTOt{Zw5U{W898lB&Wcg9CE
z87q=$xf_~#F2C-DJZ!k4bR_qufrK1P&eGxmQTM^Fmb6x{E{p?Y-sjH;|6M(Jszvv}
z*uwN}tzqjDB`vq@JI^oj54YmOJuF2KuV#rs+PSg=<?t;lK6lwLlT}H{R6BjDxvp`Q
zf}4bn&nkB={)WliwF^tX-o?wk+~vd*irqU1@u(@eai(qWG4UU78w8c3Ax)!$=`c|7
zA2V_$^=Xug+LFWbsNl0nlV5XX3ik{6JX3ooi*YgYTmDP20j_``1PH?U$Y7jbf*?Fc
zs<pJTEWlCQbEEM6&~>DRRN~PzitEPes2qUBr)Y*l(cMlB9xM8??@Bs8qW5c0MdepD
ztngY$t%qAVWjDAOWR<?K2nS6yT{p1}49#SrA~@CDQGT%igk>%qrI#_n10i*e|6GOf
zPL}pe4xn4%9)yzM7&ZK8a!H`tkna}A_~NMS%m^yYv_=E#8AjTAI2_pVoE456Y#gw9
ztxUu9gL5=bZG27SVYe}Z3*ym~)w%z2H!gO-*HMue9W7lu79M-<H4jYK$d1A3K@!&H
zP>IjaM^wvqRVdE?z=g)#9oN<%qQ`3&#=arfeLxj!u7MN_o3y1iu<8HB1Q7iX6Tm}b
zG$;g)kK7l${Z*FGl+|Ih+)jcP2iS+8WkDPs1~vs`gXo%T8I%?cTHDLSkcXRLQ$O5|
z6>RGZq?wgD%(E@?U{AO~i7AzA4tb;_CC0{dLgDu1-nA)I{Ncu(^Vx@pA-3~~p}t-l
zyLx3kj@m@rpPfFQDdGIq(mOV#y0(j1l6~`P1Zb;k|7}KzEpra0mxtrb0pz}hVSf>v
zz;R@m6=8TR@11e*%|x5V(-T{|Y=9MQ2vJ}Edb)XP8qWFZ0@X{R3A@E^b-P^;&YtzX
z#Gjk%{gT_En&>YXuJTpLC=i?sEKQWZn3dd!auQ%n;~5*9$%Q?~&Uy=6ZaqN1iL5*V
z0&U%{n}%<6E<n>u5SNRF&zt~*h3BT9RWYPwfxfaWk5<e@j}C%na;-8c;JJ~UUJ{;8
zR%;i)W6KqBWf<<m9|l;>X~}~|qb{VgxfEm59`BhKw3LRAvBW){GH-d}U=8q?14<ru
z1^hM3X=+XOx6WFga9Ab?4eWohu2<yZ#5GvpbmuBavS<o--Ye*JcDb>Qh+n0Rh#y%$
zVKa?%EdKxJ+@I3D^F)ugwP~d6T^mVK-J`XdnAph9bLuD|!0bF|7Nn?(0Jh;hrUy2v
zfJaCF=6WV}ZxE3oB;omU_}90x%?moFyl}!*F1-H!DO6$<XK}E&rgo%-I!rwq22H0=
zdtxa61>Lqy`DIV@-(hQM!o6rvtk3%UO}Zay_<haZwaDiEQx#DV$|n53?&e6ZPfm$V
z4(e&SIcBNr84h32*@HW>l=5ti06I9BMUT&{w=ez%frEMUC`OKTn$)wMW`fjvrnjF!
zjrcFy1Q^mhlpO!gR8fq;?UrWr<gdHV`|5z+9n{a1!aV|+3%R~?LDO5LA(RnRfAbD_
zw`R<1Ctq!q*fy|@h~BaaN4_j-0hC$|&pM3V%%D8gJcZMPmYh~8|M<Q+OA})J11S*h
zY^(y(vAgNBhqsQvxzcLvv%WB6WYW=rL15*0kp0_Zm7~WGO5yifQ!+7>M^P<TDW}Wh
z0Ag&UqS(i{x#y+GC9C$JQX>d7Zkm5{*BkP!L7o8Ch#?pZVNBMDZB}hdPFBl4e8Sr8
zd^J#YyNB^8cB`wsUO-=3lzY4-w<pe1KTN(CI5$Jrt@^wCs>09;ZDaMo+6v1t>UWp@
zAQ%(Pw%V4aXxbM>gZKFLSz)p`sPn|=tn3-kwS!<QhhU}oOv9necN-#r(nTDBGW62l
zoyo?b`|-#&MY(Rp`Tkn&tj1JQjITOz78te3er?A-DDTk277a<dVD}SVNzXPCB$RdS
z!Zujcnn{X%YB)^&3Ay6o+AtWBHDz{0;};BM;wM@_CR`tFL+5CU!-cyZK2>9S#Zqf<
zPRgl|#_~zQitwy`k(g5SEoyoc1{Ar}?ky@wY_S%xEpe>NM{SlZa-2u?_6ZsDiFVqy
z#L7pw3R{8N8>zMF0#X(yqr@iL;|IE_l-2-?SyF@ZRRz9D#R5&KCs$-2_2ogI8ael`
zbYwW*ns-mr|HlO==>rq)zK$d$CHoSnmCT$t{RF>>i;KVVb7}BNBHA~QD@+$CQadw~
z$37t<B7%x!@WC|sn@s@@4jeE~9oX2&HekpER^GF_KUO#gb7VHd-{0hFjfRl{57Ecy
z@PUjR9O7S}ANF7ddZXo^2HrTIObi{z7OxlPAVfR}DJiMfcCBWc$p2C84-QVlJ-|N2
z>Rn!3ynKA6*tb_;PQ8MbR`?gTS9fR!)eP#{XO(B?$dwOTSs_~sPA1TYbe&rKJ7K2k
z{l_HiB+yB8<j+rv_tw_F!y0-*EBjqVve`PR6GM0|rlUU&q`GJ46;-)K*gL5v$7icG
z?qbDYhQ2df?<DJIpn$NsGtzoLQIB&!WCZ8?_h=RN?btu}0~q!x_*UY?K9&=Z8gzYg
zQi<$WF}%lTq`i~-aYJ)@_Bd7JSF<DD(QLo4mlTvWL~!<G0^8mJvu><zl6EYma7g2q
zea<I35z8A5&@wR?k5|dcdC{r4ig+<k&EYS^6PaVQqBWtY_1Px<4;};%R}{N%1-yl@
zhQ)Vdpqb@wwgR%j;}4upt;qqIc<<rj6sw}Yo!LBKkrG&Ao}S8{iN#9lx*HJt5eHE%
zmlGssm$ek(<5erS=|D$(2Lc^65Z;xEcYYn+sngjgRLqi~743*r6lQ&28fYJ1zW&)1
zf<iC(LJ3WgFE+K%DZ#NFA#<$Pl(2-^D{Gn}e4-al9r+-ABho|4{hmD=2w@@$BNL0R
zq5D4o7)L3_-qjQi8p;>`ju!OlpBal{tR04=Lo!4#qJ5+1icaiUJNYHjoSD91QEGd&
zy!2`^{lf~WxMn5+T>!GN#uDD2WdpQHH17K5C0r<VlBmMBB+M95zWjb)g>Jt*i?U$A
z4%sM0IJp&vT*At-IkPD+abPUG7c#F670JF2vuY7*EDRUemaTTY_2AgjwqPBbAi^%*
zw6{D;(VT7_g*WKza~StVoR_HF3ii^_Iwby&s03~K;cL)6IxlrqUpewn+F70^7pnr!
z<i7LGx{_1Jtb|U3O&)z5@6QrJJ^V!88m7KUULP$_vP#@cy1^884x~r%{2kXrxFr6m
zA_Of45gna#%R<9=37ub{9MbrGKU@}Klb%njU+?q-1}E`FR*H1hG9GvY?a$<&)%cRx
zgC9PLKC%yIXZ`#=FgLzBwk_K)j<1`wQsSRoxpe@(0pUX4V`}VO8<V@&pzLr-ruAji
zph(VNm`jVZ!Gq{omLWmGi3^fZ?#jSiRM+wJ(%c$Ma%sR)4qV))kp^4aDQ&UbrT}O=
zqj+p*j2RI-B$3S6c^+e1+Zl@4(zt<dv!bd1nPUS=SQja}K+%aqei76!7~(m5XwE6G
z8<b1-!2kMJ1?!z<Zibc?BO3=hC#Ok_?_>4IO<f^USB%C){~p3bUOo&hE{ItoZY+kb
zT*0A+Y$}Jsa4j>8=F_31R17E4f#iyKB&~R7sZ0@(nX!T)xJ^PUY^HyNFSK5UbDHmL
z*b=^2U9sJaa;TE*^K(bphFX|Hcp_}l|LnjNwj=c)R_NFso3OS!+j=!G@Tt))K&*(o
zP_ZnRpbRuF(dtWfb;Vjw5F)Y)8yc(0^)rc%4yN`$+Z9Em1C?WwioD*I7r^6T@-~tZ
zIqn#F*bkNQ7*SSST1%4HJLM}4Qxp%d$#j;-o!lBQDF%ivmoMg?++^XHQa+0V9886i
zQeX0-c)A>BHQ~mWZn<sfHXa_Viu&@h0I_}3ooJfRPt|xGimU$ebW@yAqfJ!OXq}2G
z;o%CW`>Ck`98vIfa?*vvM@nM_d?!|(%50k%SzjizPr6f44S`UQuvc6LkR1hm<_9xg
zIWzpJHF_wov?4|s!J<f>^rkW%OmoN$%}k71RF})p7~nj@UI_>!Ss*D7d}C0s<HHO@
zJ3_y1$=PXE8C}Z3%ukN>1ROW?v1M&7kR8&Ss2u-LsD^2lVw(qojR5iCm>8&GD*G{J
z4iuPG3pwT?AyU`0X{vha;j8!sXsYv^bFziGWv2G55$##3W8FIfaapcRdp>_7zJIy}
z70yIPr{V*vPK*;~oGBWee`G~QN?LN4_wBSXXNdW_P3%?7WH|rO#JQsdEvXjrEdzG`
zg8iIC%DgTesK61Dx8o}5etDY*cE&SJ&aaM_^t59gnw%I~HAY%@74LIiB9Gw23Lb_x
z5wp5G86az5XY1+NlQU@MgV6B_?Y(&xuB^OZgD%cR^xjZmZQ;l#s(=eVJGBEO7T0<R
z&Mtc};G;w8Jg<bXCHRFp;Bn&b{S`CcGpYGN({2{kAF!RCA1BF$t(*+Nb=#*tXBYUL
z{4vA%Dc!%SD+Q9L>+cM~yg!?15(4{xd;8w$0`FG0{0eHXmfGiY<(*{$s~U&*bM$I}
z!mpJehUHkBYm2a>+eq`;KY_<9p^jEk60|~pbz5ioeuzQC-qa2uK?S!!dxLkPR6n1M
z^#nF2=l;nzr1VVy@Ha%x*$4V35(h;j9ZWwd6Z^mH<VX*qfx}$AoKA;VA(s}s)Qt|_
zmh`CQeZ%{EwJul3Qawwx5KiGWqqDyijSO7~OSV_~15;+aQ&wita4#xg;PtHMJlI2R
zM#8}Bso(-E0cAsT(W~O0ZZ2b{?n_*Cc4;(_tKMizRAz34G`-UdSEsoyMXfLmWG`xo
z9qCSuxV~61R>wOrlEir!AyzT25gVe04>tYZOls_FbbIK>D+!ucytkgr&kc33)AE9$
z-&!BKCRA{%07cIy1N*MX4g~XHHkDU$#OCB^gtlA`$4)%ccf_<~4|$*I{!<--kUp7_
z55^+J$Dy(b@9X%SnorGT(oBH9N}dPRqakVKGujI70U9!Wq-x;4hH!IzDqtt4Nv?h*
z<Wxro)<F|Hu7g0u=v{mO@q8wklZ|V{Rs|$1W}A+&y#z4FGdagri^T*<_pj4lsTfi*
z23S+Q(meR8V%H)gYC_yhjR(nHKBB9O#(mq;4_^*{6sULL4k~tc2jMnE`(%Xr=;$P{
z-k<IIr=zg)B>hy>CEdHoXV{eWlUYK#2Gk&3F}y;$^9DD9cqJ$v1RMF{JU|kjyx7wR
zLJYx0zT|k-x)OoEE5ykK*tJBIoNofz3P#y*8%tW#XV(Ws1}WWBc8j2?Mm><Wwt#10
zo~#afb8qPT7Ygw*68p821q8bQ>fk*Fb!42m66<?MW{XYE(Z~c54ELH#e(j~r;Sflf
ziOdnslPs?cV_KWkk9_Pk;qcj<i!Q%vq6U`X$Y-%xf!J@f7~YX!HJZX@;pM3=e;2*Y
z0T{3fncA2yu5)7p_EQ#CZgzK~!`8NGU^>$~j7I5XHqjv&dnF<t)|g^!g+EP3TYBVZ
zHMiw)Iy0!coOb$Mp`L~F>s_H_9((g;pJO5&0Fk|T8jH1X6w`W)Q@|bEVEajMi<~Ng
zoogy?Llhq)dpLt7`9y&%K)R{g((4EYZU6c2)wxb#5i|<Tk$;<3Ov;N<TRM2WvZ={M
zoU}2}F{68}u#7U?o+Na1a|wTP272PSy5sS=O#(KE?eS*GD=Yq4Vv<%tma+lGRPCn>
zn_u@#UgON?)Jz|I&2J92u@R~u8OsEleiSMo-9F0y*uobh+oIl#Cs?$*5E2912!mrU
zG0+G8r9V<F(>`9@*75dVf%mB*uV#CiK~H<I!5klA=J0ucZTB-u;O;F6@dt!;BHQ=n
zox{D1!-L*V#DOBr++sZuq7p@A%7Y<E8W`C5>f)cjn~K1isC8L+?isfisTAsX@ei1v
zU8Uh*;XvLo5lsUuHJohB-9Ii+x(A_TRn|xkC!RO=(~%F+#Rn&M_pNDfrVkHP|3~h9
z-WI5e2bYI=-EY5dw7ZJS$|5@(-`(5@85>hLXYknXey`H)l+1il#^bOd0E<CI`a!}7
ztEu4xBNO(4g`XtICpy8JBo9l8NlAHX)w&^JVZuvQIy3dAas@?2hUd$*^JrJuL1x!?
zcOu<BANnRHfej6;1UxPgT>=jKu+Gq48tgXf5?8hs7Ls>ioQz<dDx59vCqn0+6b!qJ
z8Zh<_6fehzhhkrPCMG{rt92vKmay0hz7T$Cx5RL(pbyL5x)M%C21tyRGchwKQ0cb@
zCYF@CBjX1~_J6l@WHMyU2&ft>KC=bcJ%z<@67ye#K4I(qoBOu`nw$G?rMmgxjQ<!f
zr|URTi(UlGwOW;5q0quVC8vz`1*+pCkTxMXh<jS1g_T*<ysA=qoJWccB!DINcgCCt
zClQZN8u})BhB%->_m=-zCSo*HM&6^v_jhwuL?*(nZC?NO)Dmga?|QZ1_5c?ZLNq?@
z62S6omHCRA;S5uh239aqDX<TpTu8Pad7YWs{Rd9>u$}=ST<-t?xtyj5hpJ{dr)SKQ
z+}I081f{BkeQ6zpkyV6!Lnq`eO+m^BE5hti4^GuOWPJcUb(0FFK~X;5Ay+ziM*;d>
z)`4KR3T=mVc}GZ$o{|(>ObC9M`swLzYEXz&*m`xDaD;N0O44ckj=(tWwT~<jO_o4#
zWEDN~vSzRF4?<xZ6(ltrB<0gQKO#fPXJP<Fg36w76y{zg1?S8Hl)cG9$_)w7MpG9g
z>wWXjN;wT9Hna-c@VP9bCY5S$tT(KhU>~1Q<xfSzu0tYXK3$~U@;LHMqT<A#k=%pp
z*7(=F%h7j5%u$P*BsSj!|8<KhzBpLBGIvz1B2pBZf|eA$D0>%5PNMDKnb0BqSTom&
z#XmX^<;9pTanyD^l7nDUy&6h*<<*_`ZUu2_0c4T`$x^Y(3Q_itl+Sd_aMNQ2PLP!i
zk6c|gb2T9!B`xTD)l_+Pk6aNF3ANwE0fE43zOn;9K^(a-z$j1>PfQDMr>2>3m$o1U
zgJBx-D0u`Z>8>Ro!Y<4P`+%0e!wO<YCvAFg67zH<4J)&(<tD@D^YIJ|iPg1Z-M3n6
zt3pokVS}Q7%NImOB1gGqf3g#n<H<i<5(W1j_`oyhKute3zT=kDLC;Tl@Xc#MQx|70
z+`hX6ehG`H?CwygkrzeTirt-9X(Ag2u250?CvCqQj#9?)L0HQy%|uK3)C%Ml&Q^hH
zGE4`1sWLF=)<PQ$is{JzPQ}gR$WHBV8I7>2d9zk9oO*0Q@6Ry3`x$O%Y#CZtp<OsF
zS?@rafGZ+r_ANK{JGY0&&v8ZF7|JWUP5_bNe5@Y1EeZ{lKwQ^uX^=!^Sb&-`X_00a
zTT_~xI^~7Ey)3C1Zn(iOS09C0lD#GH*2-UQkri}IL%q1_=zJ|o8ih^ay#T9}#LXR&
z%%1rvVvdzHFL9F@TSup^ZyZ%Ec{fu}k|`TD8k93Ab_lCzw_Qr!-BcC5s4#c^Ke$PE
z8=#gMuZu%v5v28VKrj|ow#`E#ZnP$^02brc!G3)<O)SH*jEJ=zaqPfk8zc`sFpB8q
zEG37tavRJLhRJ`#s@|a3wJ9u)12_3I7*+!-Yf++hxh9uB4)(7LcbmGBf<%6P?6EP0
zh2~#tBnLMFD~CT{J(f7mXlu)Em4abR?3A3lS71E{i;1w&ypOr$OKqR;sj#(!Ysi&@
zuV6}bZ(M-(eS305JE;w$YRE`>aVg*F$?ge4LO=H~w3c%6l9!1T0Z17P=$dr&c4S>A
z2hbF%9~nO=I_GW@l|+z_zTwouSf1-nfjOVNW^fm|f;RE<7kTu%#&v(!1`jBa?t(g2
zH4|b(;!S>}7*X^V2cc`1RSmp}x<9Wd2aAau)Q1ls(^!IpGAd4Z-Q-Pie$cqg2!{M8
zjFu6qQxR+6{s(Pybb62p0js^lq<ww4WkXU9MUM96sOHatqBeD`K|&xJa$}Q-S7HLU
z_h^>DaPi||12Hl)YtPdOlo>fDh^uGkU2&bdGN9ehXB@wJagtb+#zmtbIE73GfLK$R
zj<K2^dMw0PPVNZWyI1;+Xe-6$_9wuOeSSE32XA?K5G}}qTOB_!eBObYnWliw_L6K)
zKmML=2{=GQO^@UFu$|nr{%&nUmfFr+j7A7oe<7`)s1%+fPEFDkz0cuuVHP!$G?X?j
zG{W+i-o}_Hn{Lp}6i(L3RY=>M?eBW>^j;^MEd=QIM_SaF`Gu2?)LdFrAnaO@XHI8i
ziVd`mHyt5g6TjF%1ajI^;-|#W@*}pznIzyYr?yop6%(g!jB#@Tlggu=tf~N><+5PT
zqb8?w5@Cy_S$JrRXuu<cdcLN~)Z(ADw+?7iI3Vv7P|=kgNYp(<X4t_&5cz$CK3Rck
z1M8{oTE>*;*Tw0-t@v=JTPNO6zzm=hlfeEfvaz$ML~o0Aw-g4Dx86{TX|TrV&PQ^V
zzBD&u^k($iD@Pkeb_jdBvR_VtzA`YgmVc^i4mpYDp|T5cpv)vEI>iggM4xh?Nlj;F
zQ&AWCsSdQKk4Q%O+%uz|i+E|gn_l&(zPj;WHx-uA{wU`=TOE=I7oeFJ>BXd^v@|d>
z@%CsjX(+^fv13w0#{S&uJA61Tqq$Sasw<M^#aQ}U#iVG+pZN~+rjiEuDBxpWSsQj+
zTV>78+@+gJ*P?932P``cm1F#q1}_Zy0d|5T;8(&My`_}MzyR&^65Gv5m}5;dyXvZy
z1gHBa+|VSqFvrb`2L4|3hHby%L94KhLE<5=#B7IqTS)^TsvjBre&{wZ9D=c$MOVen
z!3)h{yucwnXO<`uDrA&?)(Qj63iRY@)#*wJA`%cIG1L|3OaqYA2c$ceib4E{H976t
z^F7S1wn=8?ESNJT5*cAZX_aY7^&@J}L%kt#Kg`v~$O3mJ`82?)PfNE(*}kfD9Fnbb
z2x8#xU9m4)6)ca<UotNrs?DoTtKW9)EIl|>=(Xk%RESV*tYP{V25ih>?zcI*z%I?K
zL5t;_twqfMYa`8kNbf@hpbC!C%ttUR?`r{u8uG1^vM&zx+Jxajt)dOwpD!+}{ps-2
zISw=ucA&sVxg0|6o&|Rw4zvgc?G%MjGOz3DQNc~x*Bu}W({MP^DS*L37-%#1|K$;r
zO#ZX#Hw>S(WDD|&lZn9JqSXW6YVqEKS+pbRdZNP3VfAJMpFG)+7TBKOdoUs{3=uGx
zqJtD$Wf*sAr2quURs6IAQD=CtUt~2J0H3y0IHO$p&1*G1*HOBvama&ra(DFfDpC|f
z38DfrFLSkbjD2k7kvFqM)7vD&0SdDy^y-n~a{AuQRryi#8ebHS2)9b4bpnbIDe8e_
z%PM_PLw}3UHr;A**#hJOGl@G$ov$S!=z1^{f5G|I2YD!%PuSfV>0BD=`t4n|M%kQL
zl3nN)0uUn8k`Z-nD*{-${%01l&nkg<{YFK&z-s1sSya#)Vj2NTk--%@q&Iw7{{hL@
z^qXv#yql8MY&kinlt4O70eK5dFJ))XCwLzE6S*SFEDJc@lt<=Z1{s-Rl5MKtQSnjt
zXm!&>#BZt+Q#F=+Do9!94uW;Bw&YhO_(rU(Dw6!b#^Zpw^D9d~w9Ja_ztqCovQS;z
z=)t{~#M`SleolzPYXYe>%_f#g{}}?f2r@a#ID<X|Y0T+5kAhCRo_)_VVce8OmxjM6
z(l;h4(>FbZNl4)+V#KgwkRiz6OGv)U*N{jk+^7gCht0-r3Kif8wcT$DQ~BL*dTwn{
zY_UAq)Lq!XmRwCfad#iJ%GHfdX2!FaP9^Y|%2qe6`#Eb(7YTw{IQRs?9`n=0jmV>o
z_3T1U>vzC#SiN^IWLcLYK=9Nrbyp+^5lAm?&F(A!TeQz6fdfdkk;@p&lca!qBsUX?
z_nO*Gi9W!lKI>Jy<NKFch&w|)h&0al&WJHTIN!gIdasC}s98e`57Gbk`5tM*JEQGE
z9?}#4!o7n!Zx6r~t!D?2eN?<ZuXyXql-Kw%oGg$zv<3;OU*z(<w?*6krx0;^`mk8Z
zM`^kJInI(Bz+BOSOobo+Dw6KS_iOu5KdjoP)sIcjIWV;L-zZs1no1C2l*ocx^I#u5
zAHR_Q@$*oW8bjTl%E4yMd51$n(s-?Yzl_(Hx#>jqE4-|>Y!7HO*xqHF(FtkcoW(Ib
z;Y?C97-dx>6fN_eAe+&tdzOl|e{8yMMvCrOEfZ{4=haGyZu@loFZFgKW=a#<bW3^u
z+G7l-*W*CzvxtN8+ylDV)`rnjWAtpWkz8{Z%T`5RPboIH%Xd+CIu>wpMQjvabD{}N
zX3AdY+oiB1z(Ig1n=AhlQ<9K%JNou3EEI!^x!1>XsmcUm{*+|pRU&2;oW_KJN6rq~
zFSbXJg~i3_YkxEz4HfmDXgId{_xD&tSBm9m-t+_om{EFh|Lad12@Q%KSsoHP3X1P6
ze<$2d{t4W!%L#m7TCX-3+#6U|u1awFetJ!0aADA@R`fKO&!uE%3ixJ$2eda>txDT3
z6pqLK<+QvSKxp>lD#Xl$?k>?o{PHPk@9h0KUfCW0l76NCG>V&{^~613@gE$m3!lC$
z-KX~--xeN8dnRVW?1}D@4DByxJRVM|)bgmPsUleQFVwS36Qe0w`j&W&AgtzkJIe?G
z)5o%I?XL8M*3)s<WHS9xzKZtLKrT%xqtS9pM#Ceem^)iF<j2=HW4mPL<RHZGD}#;5
zUlS*lo`9Jxq){GyTGjyux{K7wZ0kb90yXLyR<>^b?P};oGb*e-o`axUl2Tl`F_YyK
z-2#m3C$$v~#UNENF*Dj(@7kF^zxvFnJSj`;#Le+2_xE>7^7$~NpIwjrtSGeSrb1^#
zY6_WVY4+9ce?_xwM;k+UX=?`}RGYnabu03(7`JzDwZk=6mg3?uLnRgBI6${skJF1W
zNWl>_`a^xjAvQKj*YuWsgAogIIW#O#p{b!@iiUfZDvdGHRK|`9Y!jY9lfDzkg*53I
zJY|oPB*Z1}RE!$DaR;RT^_CWGSr|kZ46`_&{@L5|cJf@`**-P2f<xb}S_)}PM_7R6
z0R3(~u6Qa)8*^R_>fH=zJv}zF_5bIsppKIm%td+*C)>?CH5hsBKyZEl=c+_XZ<1s<
zyP(V|83BqXw;bF08xH3#-LoZN8{Rkpz08(7H6d(KlgKnXcA$=#`KI`vFT)Q=3=*>t
zHopowXf0e8ZgtG`VZ3XO6Cuj8c<yppn|D2b<0s1>tcG<>_CoB=-Pu|F_cH=3XDIOR
zwC6v6`ejRWBYv^Im5ps1nFR=vPu@1GC2V))!CMxv+c9HqCw0I(j=}4jk_b{o{qpsN
ziW?kL(+_B}2)0Ir#xK`hjp5JG&a7v#mr*T@Z9KIthlCSwmQS9nD9lA$g;i#bfkahJ
zS=~LW<85G&hQdpXK{VIl^r!y{)1&z4A5%SdtIWjX(bbAe&?CNH62Camu{8OXbCu|J
zK21M_OSO@V$S_`AKs4~a*dN8K3LV!Pl?-M#g2KdoL6}ZGrk?WCm&F%2D;XAoa<NQ9
zf0mg-vtv<XZ)wg;e$K%?zm=bt>3<l;B<WG$J)K^&F&kc<#N9o;iFUm+;}tLC;u)5<
z)9uCkOaGooaTZl2#kdw%KQoV(L$BX?A_=Vp3WmapR7$5#Bz+<5sl*AzXg@G7r;=>z
zvo7*Y_Gh?6F*2J4b#Cxo_a<U4UwTb^Z;y@e^Uf@sa69ldzpR^3GJ!c6KxRfbgZxB3
zOg6ODg=1%J23FUiqKuoQq$VK1kc)H}jeDDohL813>;btBZy3<7pPDOZTT{vO2fZuW
zGb6e9w4Ij{9|v-<8`WP{w;Gb<%QM;o%qMm798&*ve?b!x$owy6k&9rTFW?sW#s)JU
zWg{X2gt87(@+NMvjA?rtBbX0~9{zQMp+r~NdBAdT{DK8QM0*&XYA<Ek4?D{0fR|Z+
zTUct59L5ipaZ@9kpN6(ipTA|w^f736#Zx;jBwv|@{j-j)y)-~RbaGN%5OQ>sR>=BA
zWGsG~gLy`@fBb#z!#8n9bfw{r`_<VNs<_+UT8Rd2_cDqj6-nOIrqEzD&hpxUU4$bF
z$?S{uZb`fMGC$hhX4n&O_7QM-!Dsh$4KpFu^U!`}_+0#E@BO9zm*rSbl!mEqqY|h=
zxIWd>aL~McKq1OuQq=F8hD`K#LPcC0g&M-AE!=sDg{ipu%~u>62i(;0ZNspCY$!GK
z%=nINr7z!IS=QaV+0HO754SJC%n|NIJ=3}OaCybjo@2di!;28?nwdSV2t=eBTW#8o
zZWd^EmTKUy$_F#^(5}i~UrqM#YJATOAp>oesVQ?;*_FX@@K9p5ZV`?7-dr377?%{-
zMladaEg#m)0=JtdUx|ptN_L)$TMUp}2OL=0pk*fE4|RK6#Q0o;gKyK_)kKTD1FJVa
z9%n)#(4t5|)o$Nrt*ZfhPfsI)@3V_$72ZoQ?3%&c$3}OJh#eRfD7A~dtPGVv6_naX
zZ{KAz>xP5ymoppvr&_a&HFoX%Xd<Q@m5--NZ>yQ1VeHM$MHY=O58flxsiRZ<3-SuW
zH!q&!OVh#cP;ohZNJn#wyU8#u>^uZ6z6!1n%)c8vx)3WXQb;J!2O4&S0b&(iA(r)h
zpLK{{(;F=&F=YBH-~~Q0kc*G&@yEH(P{VK{@KY?i<`U}EAWD<3!Xw0T>l5jr=Kx2I
z4;*5yjrMWDc$d=hQSoGndj<Bs)*17duf;_m?6d$xuP3B}_ei;#N4^giL0q&VO*Qii
z!!UOGA~U8tz?1+TXypA}jpRQs*W@n$SxKmPux@h^)wM%Rj+W&{&(NfA(ROCl6e_}3
z8*)Qx_alu9vA4ftcT~kyx<paiftKygRBr9pvbqdgFoFLpJae%0aKiz|_QCsBy2#>q
zO%;kHEhZ;MYM^=fRp0o`_YME^R78_;6yE+!Ht$abKGehNu7C|+-oDnYA;Ah~J0d^h
z4gAkhU6+c-56iC@M4Xzp5s{2Ft|+CTuZ7NV0JBwV_(t)roy|p#2VTVYpye+|;)t(L
z-U_{qiSK#f1>l3b?bG`1n9?NtY}D<6ddiwmwHnyg*x6g{u~$E1#i%Jy%cI?%9M#x<
zb@u)J;|HM?LC@*7EM-w;2NDC7l9STk&-s-0iMElZU~?px8jd#GW$elCQzu$-r0)()
zNF3-=cE^yuEn1;=)J?GQk3)T<+96p48lRs6qw;#6JV?paQ-_wRZdCKghWXvTTiAiZ
zx$>VJx&Qeld~r}vQL$*8yuZJ*`rn^I{P*YE8dxkaHZCp?<DSiSv*T4?z&|<~h1>Zw
z00D<Sr=Z}wB6U0G<5_h#v&PloL~8!c6Q9Su;QwR;Pv=X!AADz#AIUknxebp&xf5R^
z{+sI?dS0Yy-)U(u;Scdndwl|?1->#y*P9)Wre6PbTdy@S>2-fRuKn*j_4O<m1TT{u
zTid=^_y|laxf5ecynf_7-2}**REQS!c56Dnz#yhMOXz$Vsf9iT(L#u?mjiC(U#G$U
z=`4SPxP9}ScBnO5<IDV0ANjk-%5a>1Zel1#hcZ}%97k_-{E);GZWn%eE{~x&fzkJ>
z^;GwRZ@-`g&osXFU6pc|AAa`N*0&M*1zu;Cc4cH3a3SW(*q^g9BEYI<i-iJ5b?4sA
zcS`9#ixzmI7oW?dj*rKjPTk1j7Bl_mf&EDk00EoEHaBv=O^!w;rHZ5>Ll*!&nd0g7
zBP~30KTCwGjry<>5eXO1p^VLBq_S#pR6AG3T?WaAfp!>C>N1iY9TL(lZX6aCI~+vK
z282V+FwSjN0ErootQsaJ(Wz2z=M-O#Oh-1{Z_{Ft)=U1UA%hfPp&`KEne3OJ`h)W+
zj7pnR7NY^X<{_qE1x3tbjDy*jJ+Lf!YgRqvS8Ey3sYF%Wo|giY%ky#8rfM}L=^9bJ
zaT|Bd5(a^o|Io;Z0Dzkji>y8@k+iM_eWlJKKu>1gEIJvUriQ!q+mBA~v?AoP2IG=4
z8+jP9$(%w+Lzpz?nCi_jjJ%PdRh~es=O0YO<(fRF4dR4^BNCqT`H;D}QG`ti$1_5O
z1V;$8HT}*15r!mM3(<y4xD<lN6c7Ji=#*k)71w_390e;3;N{H&`R3uF{||pnbxj?A
z&qo&uTVP^wMX+)S+vMvX-65@YZS)wnb$}$HvPGg^DX1J0rWS3)BjNQVqU*1ru__Ho
zc@;Qq10tR|T_<~^=R*cY(Rsa+K#JE(+EvBFXgAdDb^Iz!ZDp)o@=7(fumz6gq5q^Q
zm(SAr2MC0q)a-TMXL-@Gu0Tw@5Tc#KIiYP}88uT<RRW6qFnL}d%InqdRt|)C)4AZP
ze`8{XZ80Iis|Aqv_wF)#8NA&h6eK}gy|ilLRXJE%=$9vMNT%Pe0thN;`i(>XeyM9{
z0S6BPp9d$fHv-R3+`1r0^DvpM%6=}wJ=ZgroaI|OnYhVb^Pc3Rs3jPs-M^&YZ9qX3
zRs0Tw$P}G!28t~SDd2V0%vAu}y2+=V<j?d*j=mXf;51@Ss^i^SfTvV>>EbB!kP6DM
zu}O+?g=P3B1R8Q0Pi{dGw8MPgSPyD{IP*3GDADixsNLHj^eaq}uZ3Gj(OowHuTP82
zm|3vYsIr=my@?23>ZY($l@Hf`39@u;(NKqQepEg=R`%obXiQ!Q2pL$Ia&mp!B!7ic
zrZ-FVA^N{#7YK6|SU5{{@(M0|SeUHu(R@j$aPhM+ExA*^Ol!fit|>bDp<RwRLr$K)
zlidIr&eJU|><aP-l)#6+{S^kVbIG*APbcQ#B?H?5roU|Lv$*vhVUc$8OR2SLaXXO{
z)Wbt2eL9x$g7LWjt0K}iygLN$4jR`mi)CnH$LQn3T_QdjFzcXoE{8!KUyCCOTd~SD
zSfe}Q_z`7O*!CcE9@6t`x?EdJf+;DQh9zv}j=rI=)D-%B`SMiT)m=n1dUg|5JxtNn
z^O?gOL9c9?%&nJgs^shvOVuZwX(Y0=2$~x~3V(H|^RSNE;&cg>*>fO`$QP04kLVA}
zTF1lr=Z4gKHi*Ws?6%dvwikt1zQ@j8CE_uUvizyrQB_SdQqrSksw%L|a`=*~x?oFs
zeV9~4=3)G>bP=pGbJvQOig>J2e5UUXmT|4WF~Kq2;QqN(1;o+NvkoHRF&e<KSn@0S
zx@nxR1X7X%6X6`|e3KSeja+Qt2pZ}>I}!hszC7Q}DxGgJUUFGpq~Sr<-O+C6B<9Ky
zLhd^1taMS03_~k~22O}Ep<k;ti-EmYIm<F@Wcgv5=J{HNh7|k8Vv0+%&)1nb%`)e!
zC;O0=YV<F#GB(-Kt-YLqzA_ZTZl3B)YHv;SW-CTN*e_edQ;A(v=lmqPkt?$DA#oOm
zVHz96lod%2Z9T6Q)7kz&OD|HHH4dZW5lraj@NuV;&?j3*JAd+)|ArQCG&N2f!`sRw
z7x~~pdC}9lawXx<m0Y4yj|KMvz2b9KN3hIO-Hi#ADIp=M`vPfpqnsI4%oht&H#~4j
zU=cQk3Ra*!pyVqcr!|tvU#CzSx+f35sk?>^E3bdo6V_#+kuDK2jhlpfZYpds2RTCq
zwS3}HNzHflLGY9vq)|^~RZ#H$cVu>qUxMG#w9ddOM#*nrT@q3EQ&0w`0zKd=TXa79
zA~k}(;8*l?_57Ad9fR~1A<(2)3H3{<_{$n^2>ihMqqGaLSP-6v@pG$EJasqqbAYcy
zggnl9vbJ*ITz>0tSOlUXsTPW;=7YR)Vf;-LYO+q$KnD0LPIApen>>*v**v+eoxjPK
z8Mvw;e5Vk1CN76Z^vmwy1_^vdrK9QgRSd6BgDseA^a8Up#OEvQSesQIXp;>QZdl79
zc!uqt@F~oq7yOFkesI?|Z~qhsKhA*w`gWC<16}1vE$ojx2wAc5rHo97D<5R}o572%
zhH`^O%MB%VMYrEvdQfhpTz_zaTdO9c$si?`+4uK_H9r?ZR6@H|zdAnpof;sMFPVkV
zum@pE2;z=4gF)5fCiZozed;LU^MT-GC&>f9&@lGHa{xD9(&kbk=`Ld4q3d?ce`Z(K
z$l24?$0I#Y>oOuiv)!CxcJuWN2FVV3ed^uNUjA7gKYc<yaLX%Tc=#T!2eGW$Qi2#3
zAV?mf;>SMy>}MIqT9r&ECuY2!<h+^#Daj$Xyn!bOt3sK`s&>o0Fh{5lB5vMV^26hc
zDb%#=?GSvLCnwnnj@#UI2qt!*vDac2U&Sac|BeZ?M9r|5w_PWQPkO$o{<#L`^VbZX
zJ*AI#CN-9FBNtsf0;}vf4(paED9h@d`$bpKklF%=PFrH%d#C4;-l?xxowH1~FErQ-
zP`K|U`fJF&VU-|mBENaV^f1QRS3K*)EWZrnmaC@F22>c?T1S-dHhF6Dv&8F@SGDyo
z!M=59$-d#l7T(}@4IPgZ;CY{9OSiZB992bYu*q9C*-o>N=7avf3hfJbFKTd0SfcfO
zp%50ehfXf8a%E^?F7><rc*Z2ChOqDq+5LTb8)vR)kANy?*txGp%V2)*UTI&>q2m`1
zx_GM5AJ@syeE_UBfV9iuY)r!2yE_B(W@$$D*=ibD#olIMz(Q(k_f|7~>d|s$18&Z9
zbibDE5Q;gvMhOISKc(YzYE>L%I-fl>_9Tq~!N}nH8Pw{7{K~U)A+~CWBu(GD9x=E^
zwE*?@!z6KMVpf-X<%4yR8L-B&P+45zS+K?-(-l%uEt2}L?Tg^gz~_w*E^5zdZe%_6
zWnrSh%!+cRK2MiP$yIjalB49l$Lo<~ldo>S!e;?O$SZq9yD!n(69KjexPX@63&Z+5
z<Mu1a^Jy83+SO@4&1f;u*Z-%c>n^&-@9YnBrn;i1w}QXx6K20~v$tnL$H3URxIpss
z+(>Sv5WK#k<mb<V)3w^{-~!`u?|fs!zn`Mb&duqawk}ocnRaFIy2p*i75l{Mi;<I)
z{}vZt+VcJ4Z~wVaD20=0YX4C|Eds%h-)6JfQEJ}}8i`5O&T387{Hjk&(>!#1V}GUE
z6|fE+K*6`!duD({%X5C^N+pR6moAzojh}6UVnD(}L;_9qemBKXF&`fF1~d6)Hd}WB
zAs<GM^E1L;MYm)BTWsN>|K>VWMo*<gE{)(iP`ksQc7T8gni|D4HCh;}E*)HHA!|_M
zp}T55Fio<wA}d39BxlH%i+TulhQ!an#mnF_4xtnFd`eEvtp!^!QiyE5_&Y>$lVtZ#
zv`|f4Oh%yTk<OLOEyLqsxG96B96MW?3>(<PhZDxPDHjtJmMid9VFO#VOEo7brYW<5
zTy>A7js+DEb*q{k24v<=*i|(2TC9wMJP1Y^lk{^9gXhc*OZ9f38A<;ZW*NSLgt6_P
z*z>mN6jbGL`rRTYgPa?KkXZ!b;6u+Osxgfr#O(Zdx4d!`BOijTG@tSq+nJx01DoQ4
z2x0eM9F|nfSM^i95K>=}y047!x%uAK4u^(j@LmZc1-IMiEKg~~9v64iX+bAsOeME|
zTGHk}IpDT78u6m*9d8mp<JXFN<N$tb@gH&oni~C5Iiz<C-KvT+Eun8SG7WeWDu;Fw
ze6NfAZo0re&16kliFvV5m&dzA6)Vb7con}i&zvm8Qq{EsWySQw)ujGOpmly8s+Fm%
zR?|9*&11eoHse>wH1*f~1z4d7{_C8z8L>XA#l@f91z`^`46zC|Q`plMD`YS0n~Kqh
z#{F)P7qy#Id?P)%6X+S2$5l&IortANm%a7ko{`z^52qvV8DMin@z>1Z>(dz_XOa59
z6G!uwWs?{HZ=iaJ)Ipi3^=)_TH0kcqJ<^W@>8<Oc)X+`+ZnsnjPo4ABf6U&fco2ia
z+P~)Fax2hDr$=L)TUsJwcj)etr(FccsCwy__R|jHr-cZF3{Epj44oMz3N*U%ut_@W
zn^fZ1<@3dZ7RAI`$mSAu98|FUBLPV}(UK;_bnZUHnF^JHLNZ9_4X40mo19uy9I3|B
zoCY*!`GN{a1R25>e7F=6D#d8$n4Y+iFq!}dV?CqOUipwS%?Ck#m{Jq!z1@O{%3wd?
z4;K<PMt%Qu^zs8YWjYa*+}~erG8ZN|dpHPVXf{>FzKk4V8INv}RxPUd)#gfNB|;E*
zbLLQCH4h}S<_I`aw5Y2k9^W?W7!N979@<P!b34N7ZSe3Y$h3dC+vE9E$M-5qLFayZ
z{0-e`imkS^E$f~*#d7xE`-9&1I-|l{{QsfstD@qFmS}^!yK8WFcL`1)xHDLQ0AYe#
zaJOKCLkJGRT?W^|65JgU+!^#u?#Em2>#ch~X3c!`={a3p-KTb)UAt0WzK%0@q52;c
zur{LT1b&r?s^pvSL4dC6vuBqJ4W~-|@u)lHUqKCvGH^g<Ns<v}MhFfB8y1&`vg_$N
zl%@%4Wfyq_zURzd$9PoCdxp_g=M=&)-eyVtvHpxCr_maq(^^h?p_c`i7m?iYB#=j7
zTCCB2AJ0EXbXc=DoIT*3He$)yyA+47LB^*#v#$Tkn`~s<H{p#eu#k@6m_*k!T-;}m
zv<wsRqdSnq8bz_)6W6Yy)Ro@zJO^sx<H0#BqImPIb>_-jGCM@fSPj=;`CQ^f(Q^I^
zrG}f3xswKSH|dF)xuqF<r6~XiSc{lh>{QL6{H=P{jt_{{rvzp|bQ%p-W`FQ|&CJVw
zCZddA`WJ_$v~6gHG_V?<&@~~RP?;BK?CZ_8s9ZvD#R(*SFJBYO3za#18hS3BzcokH
zM<&S8xc58xit&AgO))-CjAgzxaaP4|n1n^T<-3$fVmX4}zfm@Xx`s$z2@_Nra<CiH
z`^oh4{w04Jrl6n*5X!oY@_K{Gob6>6nHx`t;QIi4$un}gYqG7sE+4D0m1+qJKF-{A
zt*~+CX)0|<T{0|rfo$uLxkyYZMGCb~5u#(^QEo=@J4RCR@|kK_hFo7?{BEzj-^x%E
z>Hb3%*68VLB`Wx36A;hu#V0Th&JDhWi=X<gI;mIo4LG5luk~!~2eB}9nqsNJLB4Fn
z=Y5fV&KyibUsdPY@@M)@{ca<vV2&C;c6uF(WHS=jZ9)GGAj&+f%;1K(?$x9e`|NCQ
zgIs)-t;hYcn%irvXH*VMVISGBsG~*ns;hF|4rY2d*xgJq3tkz0OFC;Te4m=!8$KJF
zj>#K-cph@IS*D8<PJZJST8_fMcDYt8LXlQu6!-y7Okjb^04k>H_S)g5Fo|9XMn+yP
z=tz7EJ82pzgSg1{y7Poz4u=A0eSvDYv;sTxDTup22X-j-zeAS_I%?itNixVQE3ZCk
zUQq||otp*fo}<0ak`{6;CX%stmj+cCGRxPN657)od>lI$p`q&Zz}da<5a@mOp~8g%
z9v_@6#Z80&zY|Zk969GvZ(}Fe`pdcHE!Sjv2pK}N3GMS8p<$&+hnu5Y8I+8zuO6uM
zU>!3A6O$r8HH>{f12qkB;~z)lkTrF@GUd`LY>3-!ayqBfq<kbXrI;IE?{mHwy?bCJ
z>~CtRvPWG4BYmklQPpWq&c5<5d=sz{0ZO8sgkIluNq=e$rqQ>6H5_%N|8a9AJX30y
zPFqt8pWs>2E_P1qSx_9xJb-=OINU}Bf&_Rh^farA-^<#f_&zcv1a_K7Fq`tZEqzD4
zi^dA1F%PQaGvwP4W<elRb4bke$?NzCG5cb}VvT+0O-DAnY-(0Z!yq5FaTO5K?d$Nf
zlsXCv_qD1MX3zR=A5D>+YzrIpQm>p;?E%C;UDG0?*Mq|<8YMxyb({jMWcQ~Oq~a{o
z9MbJ?s5&9nadRX0?2Ruv@pE!F&Ed08s=H~UTO)W1ECPHowJoA4#ad<&{5bA2FG%&A
zb)PhVE<=Z#U(m0fWUvD&9+;GK+DasY)D<3^vx4jYJ~f__2O9by4GSm8L@jSwhQX-n
zn=dpwpYP6FAI3-534af_3`c7)h<uURPZEOUyqAwy`NJ&|`5{|bJlUs__bN^-X56Or
zf)RyEByV(N`WL?asolphH(`vE=PC+r1f!bw^ZjLc)UDud?i7#eQ}=qIp=+ydk-CEH
zQ)6WQ#6$yju##xvLjLn{X;a2Ue+-65w=JXGvd9tEZLA7p_|Hj^RkeLkuqrZhPTO}*
zd5Pr~Cz%MrjPri(12_L82Td|^wUosU!<G_Y3P2+g@LX&jQSEinAMuXTf>%Zv*#n}X
zs9tNK?oQ{Tyl3fVkjUf^8-aS;Fr0Zbnzd)4rSwSqjKcTac)=8C2&5Wb=n77HgOY0>
zfxNh56jA}E8(<{vS%ZNd>?#mP06Cw6-S;l=3C7<7CFVtLrY6$TjB8kZVKB**g;uhA
zO(_IZX_urT)=2B4Rj<F+0~73B3jEXUr-PIr{FdzRc#v_yinJdL6}%FJjAT~C{>fK?
z^0z%4K#(8p(f=hrTMNiuSYBOe;d~H(T6VTWy#L;n7v-(hU<Y6BJ~-NXhO~nl8g}yh
z583Z*qvPWh4Gl?kUG7fTc-=N-lr-@>y<eVum>w<l(oR(#;_0OGa~YrRcM{{<!DVGp
ztP4X*SB*tM+pjOB<rusEcv61Cr~tcME2ccF7nt(xN<gX}3odVzq`Bj@a8TdqB;plQ
zUG^1;bM!#foNz6`#noFxCAoan(2k8aq+9`&Uze^OS$ylN*uaVdzh~`z42IXQ+UG-E
zSclh4lL#IZg(tj3OJ#yEu`FxoiF)d&BTosIxDf@A5nB@m#ytTf_}$=~2se9OZ<82p
zL!)>_VZNjfrs1E1tDcQ1D0nl(cCS6_jRqnC{R{TFxwv)Q5k7EKf30Ko4EVH}Du+Ox
z$5%tg@xdvXxWLC+X1c&2CZsJFoqd~=K6E5vGgW0BE25$B#RcvPoW~Q^(~^v>yF25;
z_GaSDvEN^+NA_9W1q3rN{nGeaVe_*s#_Uxk^Bm@3{s}p$Ox@BFBx55o{K8A6f}}@E
zQc=J3<SzOR!}gs)-oqt_vJd{x*>?v&`c$~m?`g#dJ{8l4y&E*l)E}`4BHinGNW7RK
zbA!nW4#!rf+~q>*gt~C~t${o<OCd|@FF<!GDR+I&H(Kt^1C@8*E`U1J>$NG{o}b?e
z*%MkRs-1e?1h*0Dx?ke5;D4{yj=C9qt4^GNr{f7+EEV-}!zJBjSDR4W&n+%KWZ<1g
zTco|@W@l4!1pw>_fPo%ZLK&&_y6@wIeM1nWovh-cRz9LO3n-Np^QI5)^Dey|YHh%%
z0JxO)sW^wV!5zQy%#5Q~ZeLw2J*)e#uEs1eioAZrmU=Iq>+q`!^H`m;FZk9a2^}-Z
zXcSpCi-N4rkRA1qKp8_lZbHd~08dVR&@k=&h_feUxkUI=D2PJ@4U2ar_r_r7c%qi8
z0XLs{-#R2zw86^ry)hh<m_v6QEx|R_(p&Fg{V^Lm=crL?ebPG~gx>ujR9+H*qBUGm
z=v~f|eL_GIHgobDX%;QK=bkzE$`o`SK{gDUHWRvL^@#lKtMfV?d!1mqr{XLRfb}A#
zzS8bNdn}8F97^6ish2d>3C94cpzu)4fPX5hBhPYLQ&*JVA2)oA^P<bfcC^#<Dr{=|
zEe0GlB@_&6;6+{J->}wK1^c3!YF5*DB$oHHmIl7OT)SyI4xm%`Kg^oMAkvih<`Pw^
zAM75MrL(>K#n=+5Vs1SB?QwGcc}cNo3Hwo%Nr3l`uq*sK6TEiiac=aLlb(x-pG-;a
z(_6zAk;s`|5b^P=z`j3zj(QxAaB2YFbASy~-w7j38KzKMKVA{1KKTP%zX(k;CkPGe
zA|@2AyE79T&~FDpo`@wYUZhS*4BuLf1*b?>^PI{ehrqy;b)j7>m#RtU)VzEbXZz<x
z>(%j<ZToJaD452RB|9L@m<#}IkkCglR}FHLMA95m0#S@`8EalQ_f>!-{E0Jz6HN?Z
z4SCS7@^?20nh5UH_U5AW#>JAgnP4(n=!R%mTSIu>cSb-bg;fpvWrm%U?KCNskFfyy
z-=tKK8{G#+9QG<zmLB^=zKgn2q6Qzomj+Y+?c(}D6&!w}e8T;)!!Vl*S`Y=<;XNY*
z0a{h(+FxlC-}WA<X%Zr+B8%pzOkx{MN~3wWaK?fM4DPZck(2fzktBiitZ6)MK^^_>
zagHK4kk!kAhHeJ4FCONR-hrP{KMK<nJg3g^@bM0HO`wRJSbi@ilbV1iCK*OGTjR|W
z5f*jA8sR{ekb1QE+%vnkoT{sgz(i@^YswW$U1@s*cYXoSYjq+la!)`LM;=BWIY##F
z5}J8umMK$y0dZ|O<ir7V^ZRvtou7J}M-zX$Z_?s!QdA$?ileK}Xt7z<hkVr4HjDqz
z2A?@Lcx!0Oq>TS$Q<G-J)@K;Qt$GQ1lOY6;*Q}pj@VyyXey|GLE_JtWUFPc_rmW|k
z^)bF{LRAn)@Lv!)DXltfpO$SnZV_1yCQ|F$nt{SGKFF-E64hC@DsK}l&8N69R6cxb
zfDtQ0KM&f9vKH$|WN0B>x4`df@s6?aX%puv282=1<{v*upX1{*oefpy&>@^$A(4e|
z%oN+X6`7Yo039}EDnqs-T0J8aY)TKy5)+i&q-3;tJHs3^MD9Yo)i8L-6q{w9?CF7Z
z<02;ixO=9r11GMPi7hXib}SuzGj%u1+Z)TMau|lVHAv%wQ(G3J%}Gk@t;nRK#KOF&
zGEQjQgC1Hj$}%&Yz6sY_<G6T9QD>qR8&Hq4_=cfvZWj7pHAwp9GxBfcsSCSdCz@76
z%TJDUCDP+Vkw4R;I5V~m1|;?$#q5S`ioo%#Kw5dFG<a#oUB2FY*QKLwp8M$`%={nw
z^dp8*o<sCiGZm4EI_{eeHc_sW0$T6Zk}bZsP%|wj`LcwOWD29k^CXs|$X_q$;?OLC
zwsulY5mmw*nDMMWVYBy(>sMjYFg5V`AC<Ao2LUCUEuA719r+*=9G37}BhL>{vIT}8
zW1*_~9}aMS0XJE2H(`GBO&mS{45vP|n?<u^gGK;}N+A4}N0WZ=dRwBA7!}WfabVxw
zbN#%8_b8===zw=G$fe@X@7oXQ-&@`-FypNYCvX4$E)k{|HNE~WEVf=XCs}V(7~@p%
z+Xa)3Iy*%9NDORfJ~qOm&f1^a=PyFq39>LXHjWG29)c=%Kl5!d_+j{`CdD_yB(Px8
zcVd;Owt`LG3lU9&(P&0)0{E8c7~;g_PWA~{ON#e=Z%Jqt>vnDj$-*Ib9yzQq{hp>p
zIp+by@PO>B$aHIl&PvGj{OnL=K6Hh4TL+yzG#+t0-(l2^l}r<#0fJ?>aNG^fh;}m}
z@XkgvBBS1;Emx2D?6@-+5FK8Nhqh_wIDm){=*fT;x(1ms(Q<pU0nA9G;yAaG5D&r-
zA_91n{K8JXYC-#Kb4uUCVUR{uHO1CPqS6MkbWLbw6D2Ms;RCjbJs4+MzW0SQRe--I
z$G9k{LTBg4;MHO8un3TBY*ZTH+>^+QTLGl*c;f7}KHIU0yBHv^s5`ra>wSjaADc5t
z-Re*76amkpTb5hR3ME}Kw#*CNSGl%GTfDv~4D^a1inA`H{hX_2XI*Hz9j-r8?OLq6
zxjWFoJ9Qkhp|YHB`pL48mg*z}Y5#Rf>S^}z2Tns~U7^QYyHj@!QLj3oq03TZU`8b?
zjFrTCz{Ocr``3tCsv`yVo;2o1NpqMo%ezyjqC#Av+n!=XTv5Sw<nFzE9J`&43D^hy
zj&{yI9%(K;bG4&g?L}PQrzh0c1I(;(Fs6<0Oj^9{ziz(uezbva7s>pd-N35JM6#0@
zMxR6W>ypM|<+q`M?%x-qpD!MQN)gzOo}11wdkg&9Of^Fw7~BvkXbjDRedWivkqC;n
zW+nXi&K9RTroNl+$BTs!z_G<bMBieXFeluQq|ecx?dV&<4bGLM*L+LAxQ+;ug5pSo
zC}nmc15znMhH})urbOcc)0Q~9!FdU8%CNwT<!IBB>068~DM^7bLq4^0VoT!Ng4hPu
z_BPeee08Kj10>s!>@1WDK~^%U!vtR4K*e_j?0w7afIkmcEbJL{)(Rq5k2Co$ktr}b
zP{3fGC07dT`7T*U^gAX4TFxTWJL=-TSp`H_EtB|o7ZcBo9zWM`*=ZTOy{Yw&@w^+k
z%J0}sJgWl^<Wu!V@OYEbysoPn-0B5;JGBgb_CIyU;!2wccnJZ708|~{;w%yeE$1?F
zkA@vnHeBLqgcZMsSBet6xj)HTajQ?>^hlVnio*n~03dN2neiD`pK@xyjBDse2qPGg
zmC%HwbP-<JU0X_}R0TGqoA)HVmEYX54u(()735XjWM`q0JwLbp<wL%47)8W^k%%q#
zYFd)g_2OC{ntpKxg-H)RxslOz&!b*74E|b6e6L?FGvLIzcnRwPno^B;C536_QF{Uh
zbnU|aS+c!AP-iGu1bF7Zimgn_F^ai16&iW^$k(Bg=e)fu_VKmhr)Jb*@im%DiD4jX
z?hRU@YJTk%S;zc({@m7G={LMnuJD$4-Xns^(mJOTtJ|BK^N%FV5XqDf;$~}a!)V?k
z1-{=UDC}BF3(0h=czBUJi(b?N%&Q|dEAj=un4dJ)eMqfND^>H|c+&z7-X9SBw5^q*
z8`0k*;3@@Js$qy^p(mRZ_WWHjddHr;r6Ik>L8RL*%3wXLYe(P#$|fA=g4Nub_AR}B
zyspvOQvbp;O<>J{faqZRwt>g)#Ps>V?`*$keiqdwon8XMGHj2s&C}W>=zFvjC$UFl
zuW;-;Wb?+xrnRgJrPy5gRmld|>h#U2uc0?rT6Lrwik_eMAer<_X5Z@0N6w*^;S`Xs
zcWx1N$+f5azz{R)Ess2?lq~%@Gp@eEG49Vm!UT-LglVsaw~r0e;Tge&GtQpiNbSY<
zkZutY{Mw{%2{)?#*ODtNG4IVC6P-Mbu!6I8%2uOJ#H1?OJiD#;m1|P(%#YEu4MP9E
z4M`=-p%_1FH{l{oF!<`Jj$Rk%Spv827LVYXcz%^~T$AOfkX_t@ylbB>2c{_?-ib6I
zCy(fWL_N0<dU;^ee{3>-w&P;Wi>>7}JXRo4);l&EWfEavhF8ZKgZ2{@m|?xt_90bo
z&QcwvnA15rq#+y?XmMx#saIu%cu^4lB%j29rIwoyMH)Pl)9`XMPP3U1HJ6BcY#YJj
z3gi&a`!NeA&PCQ0b0`zm=Gp=yDcC|CrKh;l=tNua{~#T|z6gW{*lX7FeYUlGa8^eh
z^7n~bLZzA?!c%Kmw|hJkhBqYZ7C~ngXWiET;P^5bJ=<}DL#QxNdis~tOB1;`Q?@$N
z40s#8)R>M`O;zc-@1gLWYaBDB4W}Yjsuo@fRY8#D;0&_#T%F}!c2#l1$Edkpo?@!Q
zM&)AcRB7fQ@jEvOg6kazIyskU%E}jYSz}qE^$*P?W@M|lbuZC6$gqnjPc4is%EGjU
zQ0+g%^D(m6;@0!!sK~;~GS@%&*{^@tcZtKyrNpa~ChpZ_s=_olx<zEMT`bM%xYnOE
zn=GMS)%&C+^Sr945s^D(NTvi8nq<C)E&jU3H?^8ZIIdkXl9Vcz@Nk*FEPC^y)Fzfs
z+jKfOOsF0@6wIu{k^pShVHL^L8#mb%Znj~Sli4Aaj9<Ld%A%TV1_>!KZLp-u_n_T2
zP64uiNfqBVdh3*Wf4i#m@069S&)Y-H&QSU6hCT5kRtxAAjN7#j+cu&&an5XKHbMih
zQlPks1Fp9~!vs<k$KkwcXLJKAlvbRawbyR&V{DapGofaY6kWSqIaLE7;jCQ0i4}_R
z)s@xveTWT|Fmj~DRH^k`WVN7&HrMbvJDK5q4yI~;JXSwwDv_2^#_2_*5zFKyuK)Py
zv#-}a|L9*~rzOQ>LkUu9u6?lp0yMVY*c|-$q<qh*i5b*Xom5|WH!KvQYOwmAKEaxn
zG3-%(GkYa_UPJQ4hQ4R146VMy`!$9<ky~5^dnMHZN2bKf_p$n)FLu)X9JU;hwUk-A
z&4MCxmBHJSoc-C|qz#*5a>mAVkOg$LJ86LJ;m+U~&#PFDa~!X$gm_Kf-3r0}`o3n#
zvBa$sa-d{xlwQh`4;LEKFKiY*e1Xu=G*YQCNErEE;!zauZyfp`P5gcExpiNz1U)%-
zCYqh0zp-m?&V9I>spn1ms)`S40i)StKK{|hl2IT_aEsJ>{KznwNd1=ChlSbM4S=l+
z1o8gQ2v0Y`kornul8`1U#+Tk-8n8IDR)tAPYYl}Ng&*?R*`gB>3u@ZM^yHu#Vnv_>
z*HVuDQG7RLefL8u-agbsWnKnl@8NUGa>u<3MO<b;f>EiJt#?6N$<>LGKJs1`_CFh+
za30?mGD}cKWA4Frv;+FqrFSfy=pwR132^{dJhn4Lc9NxDehVcq@Dsvow~yx8xx5Ug
z)}mN1M*5wyCeVixR?GkrPSYs($Nh&Ge<l(SJjKCb-X@s+E8F&J`>?1T2YNth4{I&(
z1F^$u0tS+=K8v*2lD1$+K&>F1>@cMQB|~-!jx~zGWx1gF(!`ew^vY1Q6GN(}horWQ
z3$%K2%8tAU3#}o*T%+6E>RvWRlz)0614cW)kuv|)qK7#<KOKQh*<|YJWYm3HRVj!b
zvW7W6$^KY!d%Qew_-V#@gXi6bud3O`z)MctV7qVjPVB~x6^Fprj$%|2>)6_7J0W6h
zt0O&%Zd=f=ek8n=?@NMjaahxHHGXphv9nr4wS{((>vb!=`rkpH`TwP<SeB>1N{_u#
z{0+ISum4c$U6zuWSuWgqrkIzXn>zvZ3)t)CP)p~Km6e5ScHKxwW>9u~a@ih;h7rTZ
zb?(4PmU89S(9*A&+1dQu$3P&^%E{?5@nu6Jc`Lw}wzME56V-k{jR8gs84mKnx*a3g
z8_j%6&b(f=^cbbW|2iK>Kt2V%4b_I^kq-HTf#$CMP1|BhF9!mbvFw@AS2#2+!vn%?
zTGG_>W8|WH=#cKz2ne4j{0XCo*ec5H*zcT_SX=VaIKmHXJQv>Zz?x#iub$ZWrsRK6
zq$!^NtWa1RQc&!sj`BWE+1R9y;2k=I6yXKd8n~>ha8-po6iTZ@Q2?2KobgBw2hJgC
z1PGh<Q-9+)sA=BkArg0nOwbw)=kGkvOsL)2v|0tLl4-Kr!jjT6byy?Xg*^iZ#(e%|
z--6wCRp5qBVyj=DCN*!r9J%_oTBctrDpI*Ft0c1<Y(@@9*o;=p41EZbug<lqF+EhN
z{?PM=4bF5x>AtIpzdLGN_Wp#?4hS8dBnJI0F&1DpTJ?mAZ>@xxLe$10BkS-2FPjHZ
z{amC47ZpM}|2jUIYKP_gb-c$2U$k<?FtM#w%KC16kos!aMk!orv-q*b?;B3Cu>Q}U
z^<NUZ1_u4Vrr!k1(P4`%_bQJBY;W+80CzvI@;s^t@l_I{3XtqLFncY=8c8x{j0;|G
z!l=)6nx~*!T7pkg1HDUzUsWcmFWM3v0l%^k=ZSqyb#mjB7D<o8X2xWGh(*9aTiMWR
zs=v)Bk;5nYz88JX+R93lOw)dBQw1fF=`l2Z0^rO=ATMQj#Qk(HWxlAB)Sc;jBpn;{
zxJJJ~nu~N;w_2My5J5^Pq{0y~E82~5farEiU7D3h0fo&pKK@)eirr4Zo^Dqa9)OYG
zYGU1<hqQ7qL->UUGK$&8hqN!D`)4zeM_7YO;P))t(v#S;3ULTGQJ)b<4|ASAsF3(x
z<v0ehEZGtr7z}5urU==%Zk&^Baww}NY=hOyYD_AptCu4L2~vIdeAqJuo2~l{Zv$xp
zy}bXSL&B74;}>ni;8ZpwrDb6`lnKsc-SVE}5lowOc3g)~aYX@LmNljzb*{I8Mjk=I
zRpbQRr95}WF_@Wg>>0?-U-OF{L+@Q{d^e?A_|Dg%HoFF_n=WhvcXSD$g4H+6EGC$G
z4TGv{zV{5XMEu|Dald_UR7}ih8MJaChUK;Fcx68a6I)ZB?4$YFrvKXIt8TWWAE<Mo
z26+l2eA3$OUs^;>F*e@0(r0`9A`XU^oO(MOloyyGS$!^vgW<ewI7_wfJb7q&tNR@R
zsVKDQWbK1gbU$%olUIM^u#tnGR9@Ynin;!MXLy#D>W7CPl@%#rXcVD2Jj)vVJbkQ;
zZvd07HLt7oqXv)#KNIZDyQoYakH+w}?7spneFGnuT5G1hWuoRkQOD@=fA)S_h!Xc`
zd&wL2OOUsA3U>iYg_nnN@|`JKDQ{e`jO*v}R8Jn+F~K&VbzSJ{RW@kxtxIF62vFtU
zrKG&5q!?yW3bR$z4l4@3V~~FzpHh4be_E+h@tYnE#q?xG<vYbJ&p=L^m8>Ql0VOGH
zY)f`P7bc^&vbZ`=b4;354d<O2gy8Moy@1(`bWl=yzkjY3AYrNrJ{&np9VQ$Qy0@n|
zQeLja9*j#daco(HIX_ay^juVec!4f@%2H9g6!-X}<E@>L;RpSwkHtPL73IMxg>*1p
z;qb~Bt=uPMGBr{%;xt13fX4h}yk?V?vWG)QGpYgB-PX4$R*`9^h2%D-B*jSpi$KvB
z7$wuyA<96(T0J96b^!0o=xp$Ja*X;k4_adDmPli&k?UDmAEH}dw}oCt3jTe!ujPN*
z)P)+{qCq|-hFW&{FZ2Y2v-$uZMLKsCNmBGW%?f=S!S-g5_QZTYGOJe)Zut~a8WN0z
zX_v=u=n#Vw?=c+h(fM)eVeo7Rn5?H4FQkKqjnsB{6Km7y*;<Vu6_g%dOA#Gs@ia1l
z|9e$$r>RjDNl98&xw{itNKXEXfbb9$S9sCA^O(ZgDn>#Pi-2-;J`~kY;>61Sha<+a
zSXBA9EnnD-Swp!RGi?Bqh!N^)<MMdAIP}N2U#3lP<T*5wP0T`}nW|)Qg0}BcK96X#
z_TSXA9sedMI4`djCEyVj)ME{eM)m7#wYBvB_MKcBFGzdhA=J$A<?C-|*5_Vo3KtUz
zl_%MVpVA=Br(k^^pzgG+t^-a@bhK8*(6@T}X8&MZ6AtH089_O*9g@Nw64!CtMaSL~
zlE)~<dvoK^xxKgdKihH5;o<Z%S7<-5I8JkOap_&f>a&4C=GB!5L)>Gw_j(maBq{};
zQcV*Ah}gi3ie($zmnRu$u7;WQfca~9o0QKT3Sj}9lveg1gze_C<k6897k;6=s*EZg
z43|S%a}oVDK5NHIM@i?Uq(^?qginW;$86;3U6|B|z)5L*?i7QhjA+L%dGRM370MK(
z@h03}hIQ3tVNQSBazuwMOi3e_aca+9TlR(D=!#4e{s{k0)+@KHua0+iiLOC7$v$4)
z!*VL7`cZyt2~NzS!p;9-C(jt=3Qi>GR-IHVRj#5+>NhSCsW{$b_M&(KWhH)$ZiB2Q
z*_6cB^7kKTu4Z3Hv{g*(u%}(!Pa0p{+rd6uryx&hf=^oP2N&z}_p1hTLM{ge-wzb$
zC<7l5JOj=py)c~7=dj*T%`ZooEr?}@Ky*amsbEX%7|CtPm|!k_f=BVjPNrX`AeAzK
zsju{#Ku=g<`plR|u^x`#*aQD}qIMt0hheMJu{Kx%@9LmVT+!N`bMj2^{AzIrN{OOf
z!AYIJh*})as50>MveW+WVL>>NI~yS=fIrl1r9p6LCV0I<$mshVQ)LD3g=xL}rzzYM
z=eMobFg5?G4^DnH!Yw@&E<X+bwZG*m=^56E>w4~-HgaOvkgjW1rgie$xvi|OJkj}C
z+4VQXXbcNV&WDIg20Ojx1h$gYFm?jV$=51ZvCPe1B571f-CG}BkeWB9tc0qJDKK!i
zonx*5&s#N}%0>P(wp6BS%64s(!9qhK555=^H+q6#$ZT)E3ZyH}qA_Ljmz%|XIaT^?
zd&^t>o3f!0lT47ixe-c@pt60nMuLV)#8&7E9div~L!eXyB*z*N+Oc_`fMZpINv^5M
zK5clUImIT|u`WFqWZt;X0rWW8j0ZkSSHD8@N%HxE#6838^!;)#{rnh8Yw;WA*X<UT
zO_n$BFJBy;PKwE;%Byq|5=l(u96iYz;3gK<;8za5*yrgEADkiaWmhsmx}y4Y$iz^@
zc%}%QZ1;X<SbddtzZ}b?m8ysGjZEc@uG+iy|K$+vG6Z(LwumPsPkhZk{_Q>4l49O_
zJZfg;;Lzhd=6AJ;u)CkppM_}H;@LN72H4!t@p2aKEG4N7z41!Uv<NOB))(n+6+TWo
z5f`mgFY><x2Xvm3>okm8aqxxJbci-j`G)&wQblsV1so?<G=;Z-Z8vBF#D!2Bh8rko
z=g5d{Vsmtm?D83<WQTq>CEgi8!{C2WXMg<JbQTXdZA!(>w~SFsG47v|otwA&;$<h4
zqP0pgjQGamQlNk4?m07F!xZz1`AlLL6hN1D6MKtK8IXOC$RH_INKTMg(RD=|0Bcoy
z&&rRI!hxuD#a0^t&eDR#YS5X$^MesCiOyWkhNZyUIz}7faok<&7y!YuRSiTtz3=c1
zH=@tvwfw~hTQa}Vol^Mn){#{EORafCbMwgC?#x+)<lZI3;dPv{n#feSHD6GzaC%!t
zISPz=lQ*lRB{{%%Grja1b65&>vnq1S>UM-P+3L2?+lJVHZbUBzkdM@B-nPX17OZpd
z<q@3C#4MjoO=dnz`a<*n<T1vaF?yXEhhmC6hGW9EPN<ShIQoyDKRZjds(n7b@~rS3
z3E(whl$B7XU%H9)d~GYa=-{^qFQ8EVI&qFGzMDSA^O%U3X7TVNKFfl>`74RtLauYt
z4?@=?G^TQHa417%Xh5C1n{`qLSwa9Ark|~)xvI+`#^YeWmphNkMA5_48Ani$|Ffq9
z5aRpW#316Odt{V*xQfUCG%+n(eGFqv+zK5lE$&|9$NL&KTv5ZeF{G+4a$KcPqn1*{
zdZ%m2sHG-)o8=SV8|t7jo9JHu-3>lt_KJuCz>4<}eo^DFob+hK0QhH*X%iP^cV2_O
zMN5ixQLb=FTjr^S<jP4*eBP3#J6}kt19*$nDT><BL>Y|obe*U@A}U41@i}+o^e&RH
zhmvvm6G2!JHh?X@Wba<Rl~@rnJK|i5zZGixSttlH!9tNy8UH?%>NZ<LsElqzU0}{5
zKFF6P8E`Ax<O`bDA18h(@!ceC;oo8W9(q+?g$)w|%RPuoi8?F0iv2-NFEXU!*EFO8
zcoI3#{C{%`QB+C1{2vc~_*<js!o$2~=&mntrhtt4N4oXO9428pJBTB(>#3T@zLrG6
z7lzC`MCeM(&>I5%A|N4bh(4KH_s2Yo?ELg^50YL~KD~S>?iqHXrWdTiACi;5ZwFaF
z&Nf4U0$<#CshXOayiLevs|`>Po))`5E-Bh>*d*>yL^@5<2tJg&Yj(~0;gfXKk|GAU
zEp_gBi0y;WVX*N!^;0pSGM9x5CUE~L5{l%Q%aQ-)b3J8{cIChq+1PWtv?j2hl%MF_
zkBF)P3JT9vZmF}+EBB&aTf-7nOanFT(eYuh;mxkX4<C4icJToL?w*+uoJnu05;HcG
z95s>HLn{ea>^&{>u5`q_Ip2svZDB~AgAb^NH#-J5+!7bk<t~|yIPnp(<Fy*0K7@Qz
zesxm1#^a~zwf{A*KS;_paNe`WG2U<TMF@Fq+0T7snq1Tec8>cv9b{$74L)Oy2ssV1
zz^>7;^BGMIGA6I#W7cCh`N-F}p+zz_6Cb}{F1dbLzt$D)G$I$bvrH-kbBPcdZM4_G
zcCP^a2yRUnH7StCPRkPE1Hbz?@262cn?1dr8Ksc-2*%sl7tXl0DUE}HHl4=32?oG%
zyj`c*9jC~Op-M7iC)JMA1}UpCJPj)US-1viD;#(7Ukyn5Q-7nON3PbFtHAS%+JWxk
z&}mVSc=_NtHT7}(uad{(_HQk36S)2LfMzOYC`9P~o%c*SKp3alWq<L-!+u{htTD%(
zvb)bN(OLYqOv%VT<3_HfIm-ww5+$WuC1FW91te;f)WDh$Kv>X}cWDg>+n_hzs_aK2
zZ4xAh?x8bno<=T6@Vxh#{+fX8ogU1ZA4l~1?nBz^XQzpmwk3<h{4^8;m>2+h_%Fk(
zxo=BY;e8Cz(b4DE*9!Sk0dCu2`-}>?ySp~69Uc7}8#FjHQZ|}D%0ofCP@fMU2!Z*P
z>>XB}Fg0NHP0EbSL^6J4*l$HSId}<)ML4cx21!XOR#sNA%$JATlh_nyE$gfO3CKn_
zYJ>gMkk>{)=|zjj)NkxDhWh4@zmXHECHvZd2cTD3Gp!=!#G!Of6Y?i%sfR;`D)TP#
zQq5es8uQ~nLRh?>$A(JH&yROI@xtrV_iH%PPhVZTp-QEzLo$3s-;To{Ui3F!XN#0^
zawPqT(Zk^*jEz3Nu$7mW-`pnq`wN&JLsb&Z8V-nEn*0e0rv!xYo`l=>q%jLwSC_(G
zocLP1gQo>vY|6y)Vmm^I3Qo328cx6|CS6K}dl4R;X|4;Cm@Vyz3WseLJ}FzikzUjL
zJ$C1#MOy$oe`^ZYJp&@v^UZiv^P6*r0mCrZN+opBJ8{Y|vrii&<}L9zAZ&f!H0jwD
z$Zts+qIGE>n_Lqwdss}hnPNh<A$yqrw7i}0HTfNA++t%o;FRUwW$lerH1(C#Q}Y#b
z|FhN3=Iyxexyo|sS-;<evAJzjz5rgJ_<d!hpZsvIEfTmH^m>EXDA}IYa_M?Ujs&Kn
z=w;Sgr$TwneHuG=xEE>Mo?%u<q@L=)rnjIOck+9eFF~Eh4$T(E{U!x{GhuLbM6x55
z(^KiHnR7`8f9njNuaNlqb%FP&dJ_+|tM>}jcH(A!z}4b+wIQs~B}`p-0L>mIaKR!E
zogR38N^^Y{ldCzG@S;0nz4N*<2;6iF+kcugfyQA@%Hw9$=39`NuFD)UP#@7*iq!1!
z^L0vLZE-H?ZbLVR_$k7&JD=bpf?_cTsc=uJhifpWa&TQfr+_aBp763h<NCXg?|Xy|
zUEWXjKWc;#eMAm_YH9n(PimDJd7svMgB6xWxmV-==Z*PzO-5m=G8O33M2aD_jHX6v
zD}4tyZ0P&|hm;IHf}!eCq=s*m@LJaJ1@C37g*>X(cmit?CLZA&$*}r124=V)&2olf
zQ$WL=7gY9xC1!!6{<EhE0E=9T&w9otKc<zf#4Q#R0`7wwiT7PBtn%a6g7+sJ;kO9)
zu8H3RpYE{ySAr)j!zgn0^&%*k<nd04`z@fOoVZ-?ss8rGVz!;&a<vUuK=;gWPp3AF
zks0K_GxtfRK-r~xv9^eXz1j1V>6lTs=DqII=!yhin-?YWS}w`R@Us|9edEEGYGSk;
zfh4a-tZm>cZuys>AT!pc0`yZ0SjhnM<Gh(^Yp5*it4Y}zK>Fi0x*tLoIQEx!y(8hF
zZhD`;*7FcJG(!X>LT(F1SXh|J`}ksKc(G9h2%Ky8ID#cz4J-nhx(WQr)&uU$Mr`;X
zS%PZJZt;i*&$&sPihX<ISp@gcs{{Vtz#t_2b7ovro{zs6ncnDR_w~uGcKNluT$Q~q
z0@VQbA+knf*~U3Z>FE)+<LO)A__Q>=0A+=Lx+DMLwEh3T#$M4GVcq@8u+3+YSzfsu
z-tiQV%GBTf8P7R5I*R26KYbfDUT6c_cfP(nioiq@Va33pH$DB4IQ{eU>Ck73tyu1E
z%lg%7qlO5y_M>0L7z8R{`zdNnN|7Yi-!hWIPz%d{iAVjeLitGR#agS{=H{WBqXj%N
zvS>I2<jupG4C(i*w6t$3^{f9$I-=6h&|IHw&`e|tE32rWZSU-4Rz)f-?7lK4$&5us
zp(^FgSDOGvlIY4RD*8^>I%c{9{GKj`Y3^O+;Dzr_R)!BtEWm-dv4g0Xm^OdE{>zpA
zH&%cd3ThFK{PaEx^Ut3@i|rol2WRb`Cu1-Hmd&P>7T2AQv+jPFdJCvP1piPuWbU1Q
zcYBo&ckBnYL0GqVUf{m^)63(TI;^VtWw8y&Ou(WH{{n$P&b_9aKbho+d7xVaJquz}
zioB7Rm;Z9ShzAp5v4SUkRqde(MpQ&bLbAHp9)!Fq*uWgcp6_ko?UFsIq;KQU^U*?$
z@_0IDW)1l15+jA&7gk2C&a)jPzL_|Z2LeTzb$D9!h9JSNF|HG)F!SGE?Ijo!>%Qnb
zAu<xh(aDJ-KpO4uO5;b}qEpGBm(KN#PfPXTZH;trVH85nmRuf636!J$Z)GF7$Bvg8
zGS#wO*4no&_r}GfT^D}lPCh?e|2TW44U352>y3#IMx^{!pz8kdivFhP`Bm_`<>7@n
zSf&T@AvyNHpPn4F#j>a64WX(otQ<%Fz@CK5)Utje*%GW@ZG1sb@}Cs=e|uXuBJA#q
zv>OjMz|wK?@py!Uhy(-#{{%;wHFGTaHmeQmLjL|QQ!9L8fF<A26=P?LlmWvDRO(9L
zZ{P3@4Gk?fdxAltK&HO_{_^hs*6aTH=a@7+>}F^;g7|FFf$#sPkwFBZuZ|!8OH=&c
zXF&v3-Tyz15r9MV$B==Yq0{OFd(r4z=L`RW^4B`LtTyscZpSN|vhGwIsq#N>Lyx~u
zyY68yBJ=RrfG@+f9Z@NQbl1lsGvD9}0Kk`Fg(Gk9P3Z1_WXkfB#y}eo0Ks^eVH1|l
zp9ZoqiIC>rbsM2em7ki%R?s5_!LvAiwMGJqCCz=8P@c4a63vyptKO~lS3(w@@`SyE
z8p#6!D!kcW70T%*C5eKy`o^-hjN<5A_ejPtlXKaT^Fey#v`o3+I&xV?zOT`eLCv(d
zZ%V#7o~w8&3dW>Buhi;ejCV^eDiIX*I92QKk0?-)L+l`}X<Cj>-kj7C$X^$uq)mA6
z1w%6>!Q<Xa_y~qV2MgSn8hS=p_1n--iS-g>?%agu`rWH0!QVRuJJY5{Hg!Y4hoQfW
zan}SFCT#$((fKPsAK<)vkzv6oQ+VS3)0t**T?l^{bl`<;vZNXjC%*(+$hqZDn+48Q
zpdD%NOh;=liSj?t+1eAk?qviRhTmHNd)PxO;6xKo3WxAnc3LFAE5UuZ;E?wa)Ha71
z<<htyY2$_vwD2ZeA|Y*8u#9uts|xwb_{G+(0%^=ARkjZZz2Q4wq>l69%Ac-69yzF^
zu7ds4HpBS9a^IpTWlJkowrhlfjs)I8)REedQZYnGy)eb0&l^Uw$?5CRD%)BRj?Ip;
z*zE}VcD_ojpiv-+?)ZMZ)Pm0y{u$uG>B#Qmg0t;dP@i)E1&{^pEsXaxVB7fDyiK}E
z<qI4?@RJNbt0OPWvL|!Q3c=2j@%xe%Vu4t;*OAy<wWk<i+&ygn&lf*l3RG5CSMQmi
z{(Bd@CTC@#8yFbuKW^M{MCMitN{>xJ6oRMW((Ba&$56Djols(r3C~putJxt9_bG*$
zaM}(BW0lmPOQ82`@bnv`^vPO|O;@0Pa2r1dP}c{x&i4+58<35-#WkWxeWIJ{L;4oR
zc&=g#^a7PIUFipAMv8M>-8T*TW7va=uk2CYPX6Q>-)wPZ@%$2M#02IeTx#nP2nXLL
zog4;Vk_LKM&iq1Bs(TvMURuQxlsM`s3&+6pN$>61h+n9~|3jnk?f!&fY;DcwQ{o`k
zDNn*dThO(8BxAA#8CzDz)v`2^c)MKI&<1I6T5tS<Z`rx~ff-8iPnXU_f{~}uuwh>o
zkAn^74}vgnOK-n$jeR@m(m6??YIc8;j|LU`$rH2JLQTlIY6;n)tY7V?>JxeK=s7Sf
zhpbWQP(RDA8AhKqg`sN&4y)R522VB1B!xGI6o-LnH$&V3h9Tfh1EmOKC&L)E`?Nv`
zVtT|Am5YJ)N4W8N%=IyQ8y?RvTi(PYh}~pul_R{^W(V~T&8Kd^ZRnbTZc^|WEIPtG
zu`(Lk*uq3&(yZm!u7N#|?DmFi_4hR>)XzG>BY5dBgUB3Xs#)O$?TtgMj3%$d-!Y&V
zj``f8A>Y<=s2sGoZr8y^Vc44=1=of8=Y5(P3x9oyzE1XEK-f5Wzu6PC(bIxG@FQs3
z2b=XvSaB3s)J8UqFnweX_V7nIs+rree8u9>fJ#QS7W5IO4?Q705q$vl{Q3&^KvY5w
zf6IaN#Du|;WYUBGL{*~q#^hxom2JZEV-LWus%|UjQ{pVb#*Siri7s^Gtf=7%o!9#k
z2XY4kPi~(-Lu<xmw!CN_KbB)qVmiEVsqTzcy)Q6869@kY+}VJ;!6iiBvrschG;I~R
z0Lm$yr1ZCb6hyUxM)r~j?*_o)W{Ue=&zigG+e7{JF=0ZX{#>cEi;76`fDQSP@)H=M
zv1A{pK5xPE1u(nvtvU+B7Y1FHA}B@V72*1(OOrVgHMPz;5z1-70LWmH*Jign)ji{<
zzlirIi#;aLIs#_e>uv1w(Waypyjpt#*F9-!UgF@$=C4|(IMFgI{ZC_V9aAtIvo}Rd
z5UDBCXBy~%dwb&m;@+Gh9=DGRjkBkU0+VB*P4Pt$E1!$$x6gcH>|FSXls^z80w-m1
z@06IhPKJ{~bkxiICuJjY!7=cN&h~GlLsz17{y(4vo5sjLfZ>`De!%wfmu{~iy7P$E
z_u6}X7_G$*jB+OUG}r(8j`{qQpuVJQs?x$==rrK|Y<Gc}CY}@peDd^XbF}ONb+;~v
z$@El+Tpt5^H6Hejn_=@7Bj|+gr60$#17u;s@#4-=11MfZBiL++2RF-jKb?B7FW`TZ
zhJIa;5<Bfj>ug4nThF7xTh9T@>{5LGi7MRM_itL4r>I`OkQ&U32|O47Xz=Bg94>hW
z4h+jYV}-46OjtmJ`(fZF>0gAu8bL3Rci`(Fh-n3j?e$+YvU@wzEx6^WgU&WwjB&P`
zVE&l`hZ?^%MeN$-O;Csfy+VQUX4VxAFK9Z)+;o4@{DVU58(SV>dejI1)})3l)RwMs
z6R5EJGCjvL>iurXpiJ1_6-Q{9v>eUZR`rv~OTRZK3~wBNGC$fXnUgUeR=EjGK6@Fp
z!#%s{@$(Z1iicr8&SARFQ(gMiFTMy??s<>Qe@sxl{0CsC<%7p{8QFMBPA>ex(1-Q9
zTl4fc57leyPP>VsJP_5(Z|EQH!Q*QG4+0!K!E^CVvmis4!*g-V0$)1$(yczAx$Z4I
zB5wJ-jAeMp8&0sEk7`^iIV{7O+qUjqBFp`LeGK^GXf+qqrTz~$JiYdPb%pz1qLF{2
z{)I;WOL$hOorNgSPxC(wc^X%N^<#o58*UyQVZeepLn9+P0Rckk*C+n5@$uJmK3Mhl
z#UP0Vt%wLIF)=X@AD{KupT#-`m?BZ=@v-yM3f?*AoB!z_weNREk{L)v-5FzIV~>KA
zLY`n^^b@AA=(q<K1;Q%LpMTjpZ*)@;FsaKZDuxeDVW6YCoh%FP8#g<Xd7dnXn|Jwc
zZJ<w_EC1gZ?7uPWtIp|qSL{}QBn$+Wl$6}VaL(tOzj`^MK;$#<s}yhwmfPX6?0J)#
zn%en+42CIsLA(Hvr8EKpf`Wp==5(QatIrkF?a4|cOgEqJZtvg#aK70am6$jTCL;fz
z=fb3w2SMCMLxleio(Z@i68m!a6$WC7j^<$^!_v<mXs%lvX1-^z0oFTxU>d<z-4=D$
zNJ5{M2M}+=BO?BZK8g6>^OR`jjy>g#)O%l8Kbicmf#@Z7n9X9xmp}Md&#j+#Kr+&w
zN;I+~V5oq1gWIGT)4lB}e4LI90d0PM{{FBiQREDIyW)BT278{6zf}LnH-9mzsH-b9
z*iC@GRR8xea4I-oJ`#H_hz1X@*C#PJ7;fF~OmhDb2E}v4y-vf&lSgeJ23lHLU3Z}D
z?Eax4rJa``hJT1`OSC}ak&l;GHe2Y^`I^^8VPj+JJkEdbe0wzikQT%Me+r+Hvg)oI
zrhPCU6tp*%M#42bJRAwlN=hoY%iG?z-re7KTzz#__y?QDz`6Sq*?`@VWXK&XIXyBu
z+6&7)@cP|4=ZJg``J59G5#b*Tm7W^o%&2pl5VhG)rL9dPNDq=mwEDCrdKT~`K+r%;
zJ)9d^{!W#%XL~7>*S51_hyH`Xg5~XY%HrouY`%urtzFB68Q1XbqtPx<k0zJC*}MKe
zY273v4*7xx)^w~ZB~auN(00Q^oZ`$Sp|3z_UPOeh;N>8K#$vNGsQ1Vmv_7tPZ~!YV
zs%50Z$<&*3U?8%J&X<(qjJruUVW}BvnQ}k((?`3s6?Ee#wzOjRyKdm0Yr8vWmGFP&
zK>0^2NzU(DxBsca+Vg7{#$~CPS^f~F$a#Y6xL%9du;YH=r-_EXE9gdmajvT-e%)kc
zdrv1t0wlN;cqu7Xi1MRq)k1VY7c<NSB@SLdN2+uR;xkdzo~iP<`+rkXj&UeS%>>us
zT|J4B%`*}480a8n^DRw%2zza;m9@YoJ2E6ni&adl|F>^U!4BZS@KOR*hh42#^Fm3z
z-YV|c(}&uz_|<4UA5@`>+O1Fa{JF*_9IKcaTqhh~7B33VjOus_^XG_}s9fl+pHDz-
za5hBQP_W&xR6@Jln{#6pL#<T~@?*Vvgz~nDq`r?k#3zfx$}S8|L%e!A-UN)9NioR#
zOA!yU*z%BA8D$@g(CUsQ{bZ7N^1JrZ9y{kCiTo9dXT}y<7p#LEB!2(y=J4yHY)%Q4
zgaOJ7o48v|1A<?3-U8#_<=zEOissN0qPL6M<{>#*j*a-J7uDrR@bRsC0i`??!h3pR
z(q~MBfY3J1t1hpElHA#g@MzKXjKhcacpq5Nok^IpqTth@90b^?B#!0<4c*~)Ycg$l
z$}1UK{L|aqA{{eUD+orsV}}W#{On!YPjL8DwSkOUX?<CH_>qf`oyY+|H&ovYv%tO!
z#*ODW4+hHbm}KtCh>ii&*k!TrU<M}?65v=Zix^2V646N62g@L4VN6e##i^PpuD%$E
zoXvP89xa}Aa3xlV#-Q&Rx6X&1$439B_l6Phih`!$N}wah_;q3?$XTV66R&jF8^23c
zki8fx)<r@S;cqHV(Z^DcKjDVy`aKV}1ayHeE|Iw9FP9iZbD)&e$o{rs7VX&{J;ok*
zZj<Xe>+w5q+SgsS@X3v?Glzu1i4&3hHlb=<HQm_<WLJ|gkl-{m;oLnJ9SN9#EH$7%
zWWV{)sk;8|noYDjVQTQt6JP4WY~T1Is#5^vbiz*1$_MQbJ*eWy&z}+b@1oi~^&LuK
zt#ldfw;hopIkQLsk+D>}3a@S9_YIBkD(*-SOw99`Xi|$6;~v=_NkQNden<lUP%o><
z8y#lxW8Y^6iRWib^1d!7(g%(g{N@)<?VNAHvC>sT&($b`r)bZIRQqiu*v%uIH1Rtr
z-O3Nuk-qtVcs?`clq5t>_Y&LUd{5%B#a4Bdp7sOp{NQy1onwdn)YRT3rakLHV+?ra
zcdY!PwemTS7w%MgQs&`u;$6-Q!@-rY|24KhEV!%-<wQSK-kJPymRzH}ZU+zdWT*M{
z;BbNNbF=crZ^YGCYdStn^9u0r**MPTrIITM>RZ_U9ly=sY<ryq<Nc-jD}Bh7@>!q9
zkcd9YUD1W}uRE5uVha?m6y<(se+!*EFhru|jp(B$ZQwrrEQ`mq)D}mar0JIzE{{Fz
z0sl+06bfd%=G1iSPbz5c6_qn%Bd9<Q&KZ4{-Ojt}V`tL?5wkyfb)+U~rQGHG4Fzw&
z>1kH!ZK6YJM&QxGl0N(@HWq7}a{}}WhL0)MlArhl2^K__ZE&J_Jw@18Y|QB<Q_Gia
zNdDRX&^1MzO|7=Bp0rJH?p%;?+lfG}5zj3{x<Uk_g|L0kOAsGWoqFSA+azfC!90q;
z9-VN0zGtupw`f2o4)<uGx4B-Yic|M?MoH;j(=nP>@`gu(n?iWE{bt&XamY?hPjY~5
z7i6ImMp4g(%e~g8{dF#V9@hC_uK%Hmo?}Y;Mnk$ycvTn={3P!vl|WebP~vl%74W;W
z5&n2o?<m{(2WV?xO?WPzAaL}3Ji)&B9~x#%`kk<P)!h8MRB}K@r2Mm~f1oE_^Fc;I
zYdf+PK3<?_vn((<dHvPN#D{f$ZZ5P3wPAt-&t||3hvD*OHdH%KgYrgZNH4~?AYA6F
z9`WkUKRw+$5i5+37{!iKqn&X1sg=Xb(F2Q)6Z5_HNYF)t_dhQlf70UxHrWj~Xv{I6
zpTGbT@lJ+wF()|&@5T~&?}Ib15Q2e-a~(;YBDbIkgl*uq6Q2;zL;%mKP_4hYl^0CP
zewE4>l?p_W+-d5K#)43-rUE0k`J6emv&Fqdzc*3m3WYbz)MoSGC**hGF!-6IO2^6l
znmyB=?=hTsN#U*ado_zP&83}Um+9@@c?VSz)Nk;6rMkU4orE03l#%|Jct%nzZC%Jh
z1?#6;0u*_7NCJ@L`~lYGUf81bJQ%_^jgdF|$FGZg!kJgD(iw)962p|g_Cw#-=0pA#
zY+DiPluRi>sh-7ZpIP9WcQ$N?D}A6WB46PDGz3;G1V1<8Sn-zO3~+X7>l#JZA0@wg
z^n|Oh#?Lx7jCO@7<IUsWpXO)Fnb20P`eI=$n912`vcj8)T0*@L@Q8nOP^%k)uZWw^
z5(kP(jUWe`^ON@%SL@_=1RD}g7x{~|S3<Cs3)8FvRF#30am0B-t9vy5G2tEGlVH3L
z8CNxqR{=z;>ee$!H(s)<z<{{LM*NXVr|G^WOx?&w>;D5}L7To*Z?F1$W^aCg-Di`K
zl2Znuz!1SLt?<M6K!p2oKa-K+w|iK)`3^F3%Mj>ei{)Q+M_3yNZXN7>i0y};;883)
zKMMA<!;h0Y>)am|mxnJGU&e*osZdncz|YGX`<A{2Hz(bCSowPl7Ve2gW_~3Cn_FP{
zC+!gCYt5~LOR1Q*^9f?pN|id0V(Obd7}d*z^ZtoTZ)4pbaajCe5T*>(|AKqf?My7X
zmVwMtIojAuu&j><!koF+0=M4J!MG#w8b1>mHbdFWu=>y6T}Z{ACwWLImO*F@gmdix
z0RR9=L_t*84DB3D@O^hzgzI@GBg2CnEV`S8%yK!}*cfBkE3OE$H{q5cDi7n%B<afV
zVcYu8f?pyz|8{;yXH0LWyXL;?MkW?rNmuD$fG5IS^yuJjHpU&)(t)5E%DxR}z9)6_
z&6yOOcvgt`f-0Dc4bj8P9CLfQ!O4u<&oDCF%EY3pYW2{sfqJ-?gK>vB>ft|X^>98F
zdmgLRgQKz@^!#6|E~aDQ8MXILZ#Hk-d#5|ucy~)Q2DP@v!4LfFe_mQujhVkE;P;2Q
z$SYI8(^`yAx;kNEXD9tSXbLir_iySly!8U_-?k{<zkQ(g{_T?n-oN#9ZF1!^GThF>
zq8n<q*xMapPI_$dK@P_Kk)UgfUxaer|IzUTth<|oMLpdxIgH!auDYL%MUiU$psO3g
z9Q62uC%G8+Cx<`yxSht&qVg*+^GX^nrj<ZZ1Nd2qv1dSYxJkL&<f?P2Sa>oSnME=L
zx|(9y+bt31*@$|$nT2=PKgOUS8yx&t_3kTT(-UmFmZ@=XZ+|NspAw|^S*tFmW8wKU
zWR}Pf=wyOrLz*MZjeBgj<z^Pf?T*pZgP<A87j)9-qi3H?#)j*eD6FVPCr>F>4)sP0
zTkbW(RcBMM@PwKU-f4+2FZ1W?;6^6iU8mH+q(IJlKHL_Kbr;gGcti_K?&YTUSu6KE
z!oqF$keOGGz!uh6{&{DF1#rJNU4P&SwjX_pM{)Vg=ipYh`0?X#jr+6m%JJp$>o|2i
z1%)Ltywc8*d1ebY3vL~pPs74f$!vRcF~zdsEgEMBx3ci=#wZL5w8p^?TWkC-Dx(Zv
z9*oDuXN6GI)WXlv1bZj=!_A6&UdZ@_(`qsdYtcxbkcD?QDSg63l?;X-o#(uN!4R@1
zK({Vd-OI+J+nLBLlcSBT1k1X+BFs^bKX{yraVHaX+v8-_hQF~V60q%w<~nn4cQYIt
z+EVZT(j;WyyB_}LaZ<fsyqb=S>1uwlpO=2W*cAFl9_ygV$Z#bCi<Ess8%NSNc<JpM
zw%#IrL#*zYb$&;kzG35yET(VhNcx61n(OZyn!;G^WHJ^WNnraYHz}4y_#({P;`uUM
z&A_|MA7D_39S%-cwTA;Yv#|Db3L+DVkzXpuo%tOQ)WH9=a_4<4+;SV4x#bA-vBC10
z-4WJW&-`)ULu@}1g-0>!^T$pa_Zzfc%K5horgp}Rh!AcW4v{%zlxhw+DY$_-WD4f}
zrZtCri_9Up-|tOaa*Lfqe$=+XIpoTt30Qa_7MTTA2=p|=@(HaG*3yz&hO6nAw>Ji{
z8D)?wYSF^U1XEvcj#00w+PcBO!`ym^@WYHZymiap5s8HxZ?W@uUpp-Sx(CAAIC4H?
z{hs^S{`+G*ieWc@2m9OO$Io8TxIf~{W7vA=vBux^>Fj~y8{X2dgJ17p;l>;6dJ2)@
zo8AZu<hI@QyYFH9p@(WRIN-;rUG?5S@!Jzvx9ctzf7Jt1#)NT~e;^tQcRpg*Q<__0
z`IIn(`EkFWIB+2e^R_=kY+5l}2QE@f9qx}&eVa4Cmn&-U_4>OwemxcO>7_6?F+$G}
zN6ecT3@01?dtTTzohM2eEU|oY=yTR|9<ggWiW;<VF~ihhtuU&O`kKytc1<T+xu)Yo
z)^vgzUeh_6h=m8^RJQnme*?CdfqDC4wQSJ~qq?i!!5a+vgY$0}jA?}#Z#3r~ul{-;
znRylLcy&f6g!yx?%dbBeh3&_lsm80mWV{-taX&L&U2y}aZlto~)wT{;K7))`^^e0>
z9*)Dpeb10tP>Db<b1eTT2w^@}+&Z|NhIzZA5t~kQKzxEJroPbvqk5|Ly+$m&jjdX9
ztUkf^IR0a2&S$PVM(Q9QnT1sd^f1G+_emXa`{e`IGBAH%99sv~wP@jJg3ktfYSck#
zg#t6TN8|S!S;#Aq!P8EHPhRuD#J=2na~T<~Wnj?-vZkZ#9|w6N%vDeScsm>8_Hp!&
zKXj=7eDF~o*51fOWLg>W%N4l&X&{1}O!Sw3m6Wg6KM!u8f4-fCaeFw*pR3hBpGwBY
zo67##LyDC{^!Lw{e-~s+gr02?6pCJ(`6r2riekQcdwWCBz&k--UtgWSc@ZW~oQMxT
z_yBo%d04Y%4f9!>@4x?E<NkjuG~kay;Thr(NpPP!RaI5!(4hmaU%!qE7cSt{S6}5#
zzJCL|58uVKIlp7|ytfeE)(uNHTtwfI>kxh6OW4`y4%EvlWbkye#+$DNVd{6P)V1m?
zSalX_wq3=RrEkN(r2}r?Pr=w}yI?LA<I{1k=*n;>8`BQNVbzG12=|a;*|{|I`{f~`
zW`)8|&jKtVF|QJzAB;nn=DL%>w7IHD3*q>ae7wKoDc)$SJ89mVQH;-{vhhoRJ;Kb5
zu{<dsuiZ+)!&kguC(`XIWHq(ue=7yHLPP9q>kKE60Lc{!SQzOhj=f!2f%PecXssu(
zsg8YF#rQHN2g`l!5o#vJFDV5Wd@q&RbZ#f)mf^L#sf-N2wRVD&$Oy@ma+nJ=W$-f*
z;*YkfMJ0ir!A?`q!JhPD%!tay$^bUVZ$&~r2HZ%-qi)Uh%FypdGVFwg*wxMjPGTa1
z9Og!<AYo^*06+TL!P`X0OdhwV7Gdb^6x{6M1%D2C_9PTw`mJ=V>fpiz`7M8vgZ`)E
z@nnb(?2NfLSeh9b;K>kQ&H*JU^Nq8KFfwR{13f&MdzU`WL7$Uxc=);xOw?p$%1<l8
z^v79Pr3|oJ9-oK)*OTz%Rd2mI=zA>*wn71Rhq%DmSb(H*IV{wkdoi~RA9`3J#6rw$
z%=$Vi8~v^&<6-yaFwwFXMuyZPOn;PxRe?$w;_}e{Y7(CGY(R#qNw5_Oush6!(K!jM
z(~-f`3L%zC8J=XL-_>M1?4c_IV+T*Nv9h%T!YqujoY=w5WIS%b4*FhChMmX|yMo#B
zwe7&gSb({8b^z86-nf;5Td#22!O_Zc%q=a%_fks)3PjjaQG$q~9GtdtgtdWg5c(=J
zYp|h&ECn?+7+8>rej?RE;WcZ`h0P1H3d}4iKp(Yx>Nr?bhHo?T@w1aPf{jI3n^%ls
ziCMVT(iye_-SW4%*+EuYt17>`2Hj%QG00r?Y!cKJZX(7Ya}!KW*L>;6#h&CMOuwIr
zRl!aOvogl=m^}2qn20C+TEb4uQ4iHM=zAd%wqir<?&u0<V<RM$$zdT>)o+=ih6x;u
z@U+C6SGhOrsdFH|6kn(0VzIj|f=$F&lU0bJF&VfO;0jwKZd(}gECV)1hS=g|4=14j
zDKZ7j3{^5L%`C*GoFc69utO_jA?}t{;giH{=AH@mnhSLMb4oBXAs0)%Z4oLJV`W+)
zhCE6`WUxEa=D5lq{3wkne|sxOw)`qN%+(GqI3MJS8dX){Nx2Mz9;IQ3S}>kE`?5>$
zWn2!Hk-#RU41*u0;clph-o9brgH%R8JN!uBAW-%VDj5po)#!0I1+Q30aIm#AY>Whm
zt&qWj!yg<fF2k&xeEei@jdo%o))kasL~1s!csg;~;wEQX$kqP8{OW4FnwWusQq~qL
zYHIPIQiiG4=1g!#VRa3@&d$essW~|1!TrKQXd*$@{inFMX+MS^T#4sl;o*XJj;_U>
zHM?-&-Rbb`(E)=t{D9Jo9K@YsPvG$%)(^cG&&1J*vygh@KH5(ijgcoe;uoL3D9>RR
zqt&r~t3Nz`{tEFQe}j@+_nBZmzoVORH=q~f9QWId7{~<h#eVQ5O0Gph+`<zrHY^~W
z0un!;t8uSsaBJ9)AHf6>>ceeVKeSyu6SpSLLf(!0@R>3i-A``BA3l9i#Zi8nAEv-#
z<RIL9|7#RS$HTEt7j!=O3;ygl0tNTja_qW>A!g+c<lTA*1A!sh%$<tvr#9lK-vCsX
zSLi&`ZdiYKFP@2~6Te0Ajr(w&G6sPsH{ym*A5I<Ez5N=z=1)iT*qJE4dKbnmJ<w{)
ze4rMHoi>lT=T7KQG*fFICIKxG^ye1j>^<J(#z}<3<>mOkun=>V8`n3MmSR*+4$eC`
zz=q?1l65vV%tmqbzM)T676usWE?OV2s6eDl273eDcBsywk}}NB&Bp>;woR@tEWz7p
z*|_Ykr%gKQw#gpJnr-r7r3{~0nKJ<*B(UV`oP4~Oo`X|vx^41URT<`&7htxD71KX%
ztt`g)l589|cjD|HSD4yp^pAx#)p)%)6MclL{)s&AhP(<tnOeiyK!7XqO3W$Ghn;~T
zURArVjw2Q2_@Sf_KbW!gu&JyR?-k_WtPOWPthKb!=pzejYS1q)3;ji^dPq_z@Mc~P
zhD#)vVrm9yGXp$R$RUERK^({{#eb4>vDm{FA*N!i&Md?mPcv}4O#^+?(+sA5wtCyc
zk?9*08n(DJqY#_2i?G_u4!*`h+$*cX$MJ06G|@r#<<Y^yQhbw<hlNfyOi<C9++w_y
zkcsO)E}V9-m1CUHH6{&%%~daPR^%38JqcQJwSl{l5$0tTU|2#XuC#Q9n8Pmrs4T~i
z%6cF{1e?lBF}ffJXGlG8*uokMt@cn`gZ`u*#G3W+R(=kK8B6e)sToY`>Vadmwkha<
z?{UK6igJ8kREW72mS}4v#Ky8xjLOTwc{@Em$%?}#<>>mPZXyvDS*Tu`3L980Zwfwv
zZ@+l3pcLPv=P?0!#1_})6yvS<Oxz&0s5RFkZ1vE!#aEuDVURKan6Nyj2<vi+vC_>3
z?&R=_%mU__SADo`k(oPW<>O~ZwYfu57Or{gnLD^@$)Kn~xA=4nGSiwnNW>UqW`e01
z4bL6;ZVLpfHwVCN!B<F}^bJaH-G{>`5%4*@1rGvyL6M^?zxD8eaQ*&sBuxCGeyrxT
z{wHRvmiz@fR+FV=G68^<v5Cwa-)7`cwAi}_kJ}Gog8#HRT2+R5Wd)dH%C?6s6~!1=
zoQ;!~-0k5PGu`$us8DkbdButiHmu{KtO8$^=A$>q9MW>=0JzNi3dxhdLHX@_u=_Xy
z-iNm0NxPn$I<S0e5S-_Hj-(I2K-rBu5P5sTeeKVT4$@|_2T+)H4nxkm?I@3Yz>L|P
zX3v24@7oX+(i=4#<3+y5N__i+rm&X4cmLcJ+5%zskq4Oe!!fM>@pXg;xnSw0tLQsw
zGosH;g`M*74-K7Oi^qsTf#?|Q2C+zhpVnMNpHZ9f==5YbJFsic<Yz0kT*H<{Z^F~n
z65lTRlX>RjKc_$})?6>#eKrx(Rz+g<)G&m%vcb}Q(dawl9HO@mgq@}Crgtl;2w#l~
zfUlbwgaQNnaV-sF=U<1Ng&2Lp*!pkjD#eP)A@FiCMMYILmh6p2pBZNnvttl!Ep(r`
z`}k8#`{^Q9&+38j)(%*@JraE<96<CRV_?T|kkf@*sTk4U7afBfSsiS=g+3n~z@y*a
zgR}B5t+?bubQ!e=W8d({>`ywt%tVOCv3bn>I^~~B#<Vr}uzGSZ!dqEm>HcTv`{e~h
zZ|<*02SR-Hjvsto%^)-~z#rGsG4|)1u(J@MPpD>lJ9s%2H=^?3WZm#)AQBKZ{d6)`
z_47oSvk8{p%tZg4(RlJ<AnZ)^tnrEr@#I5QAWJi?`9Mo+F%vZCWhp|1q6W)uWTM}1
z(Rlh%AZ$6FxhEzc(=VrDRW}mUBf;`}+30^b7Ej*wgPlZ=3_=4uc~`YrSi7mEMra0D
zoJcCh`)8BzMswYH!=8t^n0_J&s|K<`e#@_AqW`uiJoz*TcBT#J;L||P^2_BlxSL*%
z|8#Rf8wUvrDirwaSR#h}_7peNHhJsR!>MGf8lbF)8=2_8BN|UWeoj4n{G58|r>qCL
zvL1Fs<LM{5^}xJ$Iv9sl!&@NSU5aJr)6j3#BSd`@^8EKshvLztx$dTD@*eBlvqEfp
z&let6Vw{RDz$bfR;AAdhHhXK+v}90w|F-fWqP}g!`?o`leE;@1AMgM66mJCCG`aE#
zBv^O)nPjZ$>%j#1Ex(nC{=1&y$%Hly+v0@QdTp_eLr?Q@BdrWhdfF9J{<C~czm$qq
zueve8EQ~++JqAxk`8VtjMg{2g2XTc}=(_JIBK&MHE8GcYLPI>suYlN)Th86LvM_B=
z3|5WwLAa+mmi?K6eoOBm>ihPvYanPhF}DJr?~O&57TlY0`vh2F)0kHEpG6#N%=I$d
z&B3(830U=}H^NCU!=*IzTlWZ2Uj*y51v9ZB^Lu@I`1xEKR$NNQ=C@nI(@KnQPb4wV
zeDrxR#9Hqwci+sywB0dSHOd#^US?Q!ItBff+(Xol9U7?v{ec$;BeQWMz6eeh4ZjE7
zeJU2y7GJ^Yueu^Uzz$1)dw{;5{DJ5LZ^O=tqmRCmjuCxYpktr|#6m;-wDm6feEbI<
z?HvwhJ5%Nz<dA76U?ecWp~d}RW@3cJJ076dhez;u-w2p!z1Q4*I~&vX#bVVvq&=Ep
z+1XU|Tk!x<v%{XRgZ**n;;m~3aXA%uW#L_n?dXWvuX(`CSb)drWf1GJ1xAMbu~_vs
zhYSt+gbI9qfLn&Nc^rEJekFSXbOQwTJk7`S3n^ID!yRFcCRiSsh5iR(@FXIjf%a&~
z{JsvZR@TSE3>*7+Y6PR{qbbP1dp-OE<D|HvDs<id3=w|Tm=*5$e80$d|HyM4G!+^4
z+{?jq(l-oc1HhMGN=N_okMZR5b`ACo<o6Br4ZmE@z~&Jxn6c8VlgZ38AI@l}+cz|Y
zvD(!POxqrfRpb2;?rn}`$CA)*-W^0O?hHF~{ryT}b_G8F^(nge>IMOoRaT?3uLa)f
z;D8D1Gy}eL%0KZG(|*2))!)2|@HS-rco%&q97Oby(fa3){d~}IrX$2c0e;$a8+|4m
zz@vkz`D6OI_ci|J_@zXQpLH5Td$!<~ftf?z#p)>`2=}$d(gRP?_lxt0-ZDV{9P(X%
z__|8jIpno;jQxqsA;m8}hunQB4bwI}#_EsTAiSj|mL85r-*2xYdd;iM+>}#>VJ+e7
zV#?0tZ)IWZvU}`2wjCSjl)kOErXKEOWBl@a7}`;HU1|5RXiS@b9;;{fLU^DfmTtX+
zzT@{I`uI55S?dPmT)3Hn5d&JGV_PS79>4x3`i$F)M}I`XS$Qxxp>G#YY?|A*{<DZ<
zy|!M4qfanx-WjZ((-+}^PFT9-7W$6cjp&mf=#e1_BVO}E$F?p?8Lpwv*j;#Z^nExh
z4+gK};Hjs$aW4%{4IIe5`%D6+{c;Pdr?p48pDmW|eS*Hz{zUX|ufvYxaBwR#5x#n_
zHGJL7Sv$Czim~&rFgDXC+!^JS3fz5`hp$HmGKVo0l*lk;*-Z@o@+@v`c#T^IvZk~0
z4pvVMN4TFgmhO#4-|1%&{p%q8wm33CB?DR0S#XV&p>9pb#SAMZhpMgVM4`|0Gl=<Z
zF!!3yrF2Z&_ynszYK`!g7Fc>X0exrPMD*%zdTh}MU%ln6WsCP=XD(FP;?|xTe{=j!
z4#uyzkD(nMxW}tYuVM9<T@W5%kEJ^wpzoxkh~75>c2>sR<JI2Y=-9>{Vi6gy-b0^H
zj^feoVQ{uHVaKa8PO{_Gg?*Uyq{Y8IK(CMgz~eo`bjGWU3>Q)`ZT$nRp41lMK2}(I
zC<cB1a~aVadNb{uvmQqHvOa<6;ARHKF22LI#}L*3*f+!;o2IIQjzt{%8=3Mir(@ct
zD6IN0fT@FJhZE56yBmmFsizK1g_ud|z}bW;|0oH*Tk(J`U)ldn+w=tI9_C@&lpuK6
z8ROKwTzs<j5uB{V7!;;^_{X06xtRV(B36+gcvmTwU&%oKjZg4odRy3;3iZ!n)q=mZ
zM?ht=YIJfp!&|LwFyTNP=QA|==OYPN^@dviyzw!f%xI^-e9}M9Q0t$ye*g3NH2iWU
z1Dl7d_0Jn0<KZ;TgKa1j3gtz~$jEr^JuWV~htcb!va+&1qu%rW&eGD7$pTnbR)&-m
z?gKm<V(i$lOj4|E+qU83k3YtpJ9jW>&>%QEIwCna8QZsS$Du=PjK+Wd^B?r=soAIh
zn`n499fd;S1(8UE?%lgH-`6=#0?BUBty?$Fzwz+!V6HmOpFhvs-_Vtq$ex5o{;r|>
z)B_UFojb=kS&|yn)YO!@LPA2YZrwUgx$0z2OH0Fh@4W{H2L~7!7%=h?s;jH9V8H?=
z@KG!lGhgS;n}?d38vM6dvhD)Lzug`Y!^7a$(gADczX^%h2%C1@<h(yL$PGV#GYBIF
zx7E8CaP4*?2KDyGfF6GEaJ9mluLYv_D=l&B9(RDp(le<T-_a2f9UPcb|5lG^0g2E6
zo3&1cRHwS87NfRAVb%Z-c-rVr=p4+28rR_mx#-@)0$w({6VPP|`55bJj?pd_XeAY4
zrN09th6dQ0TEtoQmefKfd)2;nF6d|}frmthSF9yyW2PxbsiFp>@26vRfCDV`Ocd)_
zo?L(kXLG#gWR6y*BCPPWhq0jnwxx5+ur<Ai$q=%qjWaq}NSKUfT`VPNqjieDVY6m%
z5DDrp8$ET_6m+mGArIqREil^E0)9k>)~pO$QVO|cNGW6jSN4UtqN7!v3?>Lvli@Xc
zDU<E5g^3U?O-1<L*AAuv1Kcdo-JC{P@;DdcTUudE3oH0ph?&4YiJ%!a$LIz#s83QI
zBu4d@z1o6AOtB0%a>}u?y$eEZB=9j8V`T>yR8-euSAy>UwInVN<J~MU#*Nhh3H&2E
z*qqF*gU!hWOg$V3b44d>RtH^eOb}?U(!sF~?ilT60e>?w^Ycw@otS{QJ4JeQKxA;Y
zz!-N6_?d~YDo80qk{%h7lrn@XWia88p`$xSyQ|62PANm7t_(}#Svwe`w1ZW|4h;0$
z!Dgi$><@88r-tmn-V`lNHSOSr9y{1nQG(%OQ@klQMGJuuzBjdmaWez#tt{ib-@?EU
zwrbZEStZ2HnxUUsFoF8-$@OPdCE6Q_;Kp$x{+iq(jI@;E9ZM;E#6m1|vSu<P{#H=J
zS-z#f5cWob`s;jY1#>?M?yF;%r75P{S)gkJ8Hm(b@+=qQy(}@t(-MB>VkYoUA~3+_
zgaXd{HzyFEpumAn?&xG=!rFnI2?EtJboO(U;``S2c-`gsry>$oWfkH*8#BCXW5xtP
zkib8QK{NcC%dLlBbBj?>U5y>h9nfBC3^$PxI!TSuS}nuM&C*Krw=h8;3lrw|gRM-_
z-AsZzWx5#!en~697zZ<qvNwmXM1*DDc1)JcZCS;f<!{d-ez^v_S~;PEnK9hOM(AuV
zVKR}`L4rZ-g{tdBei^)&`?y~+tVk_DgrgbWb1+9M6A_lTuw&|WTPC**+cJxoOlG_N
zozTIYm7$A;1Z~u0Se%j%7m*Rx`Z_R~0zHh4(9_BUUdFl$b88BUG16R$x6MuABNF0g
zdn=~=okgXb<y#sW!cL&NE|gU=_t$NjCBZ9uUF|X0%mm&-BZL@>Fwf2k_p4+`mFs44
zA;g}zh;!d8Mf9OR(HKG|jzD2TDo#ybfZXVK+*-K<PxhTe`_IPI-_w3-1R~e(!M!a9
zkQ)_;KPJwCyu1=^#}4IurqkrH$lACY+1vJ`A}W>%{3Ahec4N3tK$Ny`hvKVukh|*$
zs*=)B^yg*d?*0R&p{fmQ1OpQZT5Ma4xDWpWMFDr65`3mcAa4C0By2f=;;1+#@J~@*
z2`@eJdW;&3Cv(>z<M>6CC8Q#D%}!(-y8z#5W9#oZ-)}q;wjM<BlUNi!c#0cizJ!Up
zGpvGDFU-|(of?7k^?Q)H<p9c~;+Vj{n(|6Gj(wB!e)Ep)P<$m4**pJ0Wl|anPG3RR
z&ZCfqsdPZH{>id(>o4oqx}iKa356GKHo0*UVSPyn-ZnA8a1#@>B*8!y7L2doUB=xv
zSQ;3>j<gBob*Zuv#?6}HHLXqT8P(PJwy+S(t*l`5oMWig78K)MGgX`X$<B&-=C0z#
zwaJU+$~I}LYLk0h>@ir%wn-8wLb7;1(9<TjRF>c^ktv3XOyO;4gzqF)5W@ibt4bTy
zKVDT-LX2kUs}{6#Pa(tWA`^rgiQ!@>VESJlLnAy;=w_QCkc>GaBqkUpF=6`XAI&Tn
z9qg&l*GFsBgN&_*0csoBe=aRzGXBk!S|Gqk2zP-1y~M_x!3irf3o+W(3?psXzG;bv
zvTw?1pl?!CV@C_NZ*mtIp|hD*-&CUNo80UACUXfQIr=8T>fB<CBI5)rcAT)tSvgL~
zf4Ol2dD%t+=BC<Npud?3lc8*tt1U7W)i_pM&Rq{>B^YjOg13y7^&n;IVQ&NVU~6bt
ze_gI(>p?xBU}0$yx+&|yU%ehUf&-d@4)`7?tS>FW+Y%EDmneObxzZ<<H_|65>)<uD
zI;acqQ@@YYoj#g^PvF}xt|GQ*CB?f|Quq>Ebg^d2-_clGEMaYNu$nEBpuuVO7U*xz
z+Tv<ATV%?sajb~j7T4qzVWfo=?^s9~9V~QIwueGJG8h`dULdHy&X+0MgPGdg!NL^N
zZ7tB%<oR<4zS{!9;nT6m*}NOM+xMd~Iu?nOzD7+&1#Cxik5f$Bw?oObJILF81hV8b
z6rZ__ygf%?5~2!lC_Hu+MJLarDlU-;`b(X?2sNeUFbU(%R<gOG1jEFp7%Db}x4?)A
zb`m!;z`n}HwFeU1O4@K=wE!laIi#!t;d<tfcAtzx?v~xi|8*augXB+H9axXz9<Q3T
zZ->(BcTlkRFr$N#vzJk@_XtdaRXT_p5`p|3`%xJcgNjGdNSZhUA~$D9+Nw60Hl?u=
z-~ON}tR?W>KR1Q8Kv=TjGRBVxMZ~aR__eghnz@4^F&1Leo;#fP|GIoQK6<Y`g8ZG}
z>urbi3*JCYO)bt`iL3X`%Qjxce?IAs!M**^rj;YME`AH?*(Er1>WOaod!sRafHxxg
zHHV*vIo3=KgG6kIO~<%5(sXNUk0D)L(aPN%&7Gx~{H8D3G`GOzhdK54ywlT@IfdTK
zNeX{Y3oQOP7{z6BJc#37D_gQP664<tK*SJ#_<37n&8(h~hy~bm;1RbDe(Hyh-VQ`i
zD?9jlSz-O0UaStTtJd<rUVa7rU-7_C(_cZ`R(5FaW`RMkHs{;`x@7-TjPLJ-h`wI%
zb2rDDDIt)E1lV+fJ40x<AUh1{?1EPAW@zqYipg)ZL>n)2Tz;f_H$+IwEyt(7MB>+(
z?P1i=X)Q#C8yOhi)(&HWY~g1s!K(hAkQf<Y^F5VbIoEhih4q)cR`AZ-0XFFAWezV(
zG5l>MSlG)A#Z}dKkj>pkFS(bE@%}a#<7W*&D`Twc?#8aIMd=TwCjmtcCPwv_z1D_z
z_1}@}a6%!vxk%x~u@QL5)eMXew!@fqcJQ;4FoA!J4kEMlm){I<kP7QBd$mnm=3)U(
zj%kIr0<7U<V~qA>!`W+|xRYLn<U;Pb%aUsu7~f8<9tJ37xce9Cp|x5)*h#Rkx3V6x
zbn9X1xipOL;E0I!%J)vg8~NU8Ycyu{cZVm(rr>J{#dt5=9^G14z{6UM4>~zAnP6@u
zagTkPgbZh2^8MS^D9q}w=lz?RP~$rMQ2+ZkzRM>pxtWRaLADqZNNmv<tNMAc?eYH0
z+ae*YM25+ylCW*C7mOMRtXXn53*!TbKd^zHwJ{U;$CR&?jq64H!8g~^(9hi*3p%@?
zt(^qTEkqdTWuZ4vX6fk^jPK%vh)z!Mb27o|kv?oaTuE=Z9yUC|tU;de)T3Jx;OAg2
zs=qAt1W+<ETuj6G_6~>$vxlF91gnR7Lt<oz%{Q|e(1T`u+p7g%Fn#pJH2kNhD+UKx
zqm7dZw!YmG>BTY}dZeq{rKgfH{uO6LbS645#p+SMkO&R2`SNpgu>LV-4fcYkp3D<z
z1(lfm+cRu`-@idSAT0UyKE@C6L&P9o_<31j%~xI7ck;hSbKd{!k3I3xumA-4*udA*
z66?R|hML-1oVl6C{5~eR2-hEGVb#o65bAFS9}i2cp7{zYsub9HLieDOrGKVid?!al
zbaZ6x;GLGNU%r~runsmwVb(xT&i45A@A2ptV2uSso1?9p6wPgoF(}YRZvf%avq~8{
zII=$B?Ut-9K2L_tWKRIM4C*#WuEY0p(Y+<NPgrtC*&YLw?Xjmj+a9&X9XkD^dVA!s
zbCIEe#yyrC2WK`V8F;UUe_)*S&GmHj^DxJPPA+I`D?xK}5e9lT;1_xCANj3=rXs_V
z3+WgiZjUj_zJUb(F@3|W?3eBvNKnF8JzX(K**9z%(Sqq4e&^~Nn!;G^XcET1>Vk-F
z&hT?F#p>~XZ2xpVtzj8{d4O4Odc)IBSB6oqIN_V2-sl;?ogq)1CEFq~eyDQ(*xVXx
zzU={tu>hM6at8|jx}YCE8WD&fU*-JqyPhE1+s@oj%^w|XOf;^;=i<;k%oSd)+y@9O
z*%yuR{hPCMNHUL}5~`d-YG(hgqg#-@at>*Z=1x*f9_oWOUKY6gNONqLmQ#*TSKPs`
zUv+r?9P&^c#`keUL{B&Pxk<6+qc)I;46*4n_a3)yt!*%*gCknGO3~cW1d|7Op^b+b
zE<aK2D{`<DYg~t~XQF#+8+dVKd0w*RHpaiz1`$JB!_V6WYrgBvjuH0jna3}D4IjPJ
z7D27-;p=6M^*{7s=keFHvY`qM;b3c8e_5*S;n9&{^G%E&7Kn(UZCDxR^kvr)_C4U1
zVbNfG^lmVM{OsY|+#2hD?5~tTGb?RcW(hw1{xp7FGzdl<hve0lzxxTs4{U*m0WIL?
zX@ND<JFx31M>VsC)zPi31BSffj#eHPXzpx=$#40gjh7`ZKV<!fxv3DRmh{H3S3Th4
zW{&p$wpj65IPN^nLvj}PI@OXrQ5gT4HzN9zH607AnHH{G(`iTsH?;ClThk%7sFZ>5
zPA`3HI^6qimi!)%@x5IU(bH9Fi>)CM8DP_&DKB7)Qe1vgpx+j65L>k7w#DBbV*Kl^
zl;c%PteN==YX^t*j8}i?fsfwuXUD4^mRSFFS9ZL5OMSeWja6TCQI1zFm|#L?yn2#b
zuS*WZV0>Q>MD+H6pSu~>Olrrr$CF9iItaAIkWS8M<)&O$dc6hOc$(w#V@<zL0{k4T
z#Pye@p1|&<zbCMD(8Cpeu2QW2kko-8HlNW~2i6$U-l4t@J{{=E)WH=se{k(-0p9EG
z!rbd&FTn?W+z{v?#jO}UYkQZ|F+R*5V?ylVXD`93*S*-j;r0ux>1h3bBiq^Go1U)d
z!4a^pQ~o7o{~W3;|BXiW&w9#d`sd5(_^O912Kiev83VTrSN6|Z^+cgiC@)G_SQuPg
zT^qb!gpv}~J9ZKu@;peuAEC6AdwkIlhK7dNx^*k|?%j*Pz(8!+uz?Bq3k?m$(4j+_
zU_TN|bNcjY{P4pM_%}lX{wS0th)gD{57-L|;@(K}JV+4VtXZ>ku4&VzF#&hvA^~=U
zDO09!-rKTeOXl|yiRz^_3C_EC@gn0;Kl$Vnj2t<V2}+zWVFL4PE=amnlCki?g9jKf
zVg!?d)y#|yb|Bw>`Q?{PfFFs_?$f6a7B60m$&)9))c>8Dn%dx{9nCJ2DRAduDtdNd
z|5pOh4f%XMQgagiB6JAxz}YJ?coxqN^zT1O!{u8E=-XX&%459@iW=NWDM1gllcx*}
znlYcR#p~bv{{68e*h-Bsj^p$rZL*4GIQA$X5gez}kkjQOi!1S}jcOum(5x9=wUOXD
zM=%oMkL*&kw=~A5Pcq?pCI)RU#bZHSE~?c|#U@OClF0;{^-y~@7et1;C6(x|c6uWt
zgQWyFiYht(=4fsy!p+5)@-zz`7h@4}Jpn%@=IO`~S1yCsrC9h~iAThvbfi?uo2(8Z
zi@0Pk(Jw<*3BoOm@#&*XxSW25pbPPsAFC@v9pvY`(~D46U5jvz6QD?jvdFx0^l+4F
z$Ur_{&*9#<Q5V$cwf6};_B_FmGYNQHpsKSfW$>>0>4D^#B7<hQl2yj3gC4e;Iv~2c
zUcg=ckxWt#5=?rS0jCpB5qK^R^Pc7C)d8VM&dOxPv6#llP{<*JtqHE@Hz0$R1e5M(
z!0Gr?1fGe*yr+$nL1@@09lT1)*AtxgM`j6ApOYSC!ugca4q~2T2WhMw5F6IfL2WG_
zDP-s*6luuN(MW{5a_-G5+K|nBuZbj(G~*s>=GIi>ysQFmiFMlr(ZT%+nMPn9DgPBy
zF>aSPuKeE$N-@OT1SZeP6r~TQEfiFshw>D@IvIM{nc{k$9y>@cMtf@sCPk*h>GvoE
zo`}J`C)vykhnJF}rk2TY)J-kZ2$7+ynK5paar?#Nh2;n}5o1Pj4qDzzM2APoSd>wq
zVGCiVVq7S$Kx`$uY5ZY%6|R?7qNiFm#JckDmR6ygg=YEWGYQP#;#hte!lYtMjmw7D
zjd+AbCgJCle7&|v%Gi}%jFI+c%$P@S-(acP9?0jL#oX=TXkID8%*6OCHX9yS;}CKy
z5kDts_6^7K%FtFS!pO(zaK9Rd4tJ8UIirxXEs$({T_jqzC=ug!Wg~5|s1&bD8@9#b
zni^*D&-^9rRU4NML5TnJn#RxKPF`kyPB1Vsf>W?R;{Uv=x}mm~`Rvj`b>dka&5Vp-
z+AaV^XRm17Uv%~=r0sR@CzM=|Wd6o9gbi*JdAh=)Usn{IxS(;L*YepYICh?SmOhBQ
zBnU54OWv$Mufm2yUV@>>2-Qj(ucNx63O1efpN?i^&h~w>{33201pA{vONRVEufj~J
zS8a-}MlydRRR%eVJzZhlzbo>OY3e||4EvFTk-2GqlN%>7GSt@Mp<Is6%K1Z`3|+)x
z+>vnyp=h(KtPF!B5+;bf4)VfdN`5{jnwrALNdJbYIvL0YbJ7MiWO$J_SzL<OO&e~L
zC3@N<DgSY`3>}R$%kN+$W&(5?!@jCA^w;Vig9JjHl~o|CM!_uhUzb-Rv08ynYUQZQ
z@JKF4C!wYc<a4CFaWas=z=2{_J&-y$S5*m5fdHfOa}b=Jj=_0ZI9XYtw{PlduG=?}
zfO0O57nC!7&-A1mw1`YZhlj~nl&;k`NtJz5g<9WKqT4ss$#B1-3SCW&HDxe0#;rz<
z6G$M^5OdRdJ4li%kgcfJ7<-T)hjtPX=h%ZCE6LIMuhat>D~VOMz|@1R5}t+vCSzkr
zb~;|q%fcx=^}xFhcpfLz`y`Q;KM;v=r;&BAtGo<@j5U1{;d)gSf-=+5H7gS{3ky(C
zQ_U@36Y&YW`bA=k<yGh^)v`rt<8ATR{1UujVG0vvM(QM)0$IcsrJA-#vIlZKljz`n
zrA#9*j~TC-yujR{uoOegUT*HdcU!0%LzuKBV>QijO7YpNFb(4#E0tc4Wd6paZmj0v
z3X4A7P<VnpoJ$7-16aNF8VpQ~QF`MpcY9Fiwug={(jF?yFhJPw9Fk;qBSE%YIv_!K
zCFeB9tK_qZ9vzfjkAx&B0Fq!<2SN{5nD^<1qEmWwK*pG6?08X8P}JncN__i+Cb5>l
zbN}2F+Jb7WI~_ecduy(BcW#dBk=&c~v?;HULoTm|mD0B*q!b`Cr-XS%9p+|YCVSvD
zt!K*Q)wuICA3cK|G}gJv=j%`OZ{V(j^nGXUWa4Q`F<uF@<NhDz)mV2V2IeM42;|7>
zCX-d;&XX+k?BJ#;Lwh$|zn{@K9aJhHS5(7Fxe<_T*gJY50WI7u(f9oWu<x=4?MLjy
zp)<N0vltybD?rb7_L}9lvv0f(BD3%`wFIxUQDp%kGQ2nc2Br`5g};aS^VhX9%Fx5p
zOmkh!!yMPsxC7z|rLt;xEx!woWp^=T&r>{ZU_F?Wu|6^f<|0D`+Do`)$Sy|@SFLqs
z7b&i1mg$#4UJb9UkKnQ8A%+}{!{a>e_D0Amm*ZGc5yrN%=6vVE=s+#=4D-&VxjC+<
zmNu+|MUn7W7|CSrd#opzv5un3YGy;3h1jt1_25ZlcuqYmy9<w{cQIsF!!j`Sa7S4W
z4ifJ7PCgczI`FZ;wM6~pe}7#0-l+rkd#4VbW;pUN4{3!}jJ=ZVEzhzm(2FCpO4E`-
z>;0RLC9@g5K^aV6@cml{hbC9PhApc34%QaUa6Rog?ctYu@K|vVL-sz?@d>1#9DO(r
z)50B@AYgr{{DD?maFybEMrp(TVDm$GY<hqpM`AVn0V(@fVi8(ciqY>-3>??rM~B@}
z_+3vRI8zTvCFs%0O0ynXS>ak-1NCqufwjdhni+@Hx$v|Q4pT3o)z{bY(XUUDS1Q*p
zLux5{sAb7xWN2xDYe^0J1kWFC!F|q6yuRrP9;^A#g#0RGmdKfB)M0KcV6q2Z*9xl8
zs{=nvT#GBxuY<!x2SU9%ApO(m4Now=j~o1*8{P!Q^pVjy=o#js*++&sGeLWe@1tv&
zj5dTS89Qeu+5gm^NjCRixtFP{gJhxut@haJIq&0-CbBx{<jDE|AA6XOmUhPIyZk;J
zW?Vss`FC(gPk?>B3_cut0vhrO$Mnmfe@}oTcYDk#Ll1YY_ULYg>ltMY`-All;IZyL
zhWs9j$GN)w^M%wBIIg}2zs(Qv@t;Y^tKdE)q)Euo6zbt`9w*iNMGF!7{T>6yjStXa
zZ!~_7Z@@3|-9PeJ2Te(a$h1-oKhDU|!W`G1(>Hkia2p=q-@=g1QFxqLuG=@LWu_&4
z1IbRL{mdpaR!b;G54FsHj0~-<aqU^5ei`=1!PZ=eaj!N$Q;FWb=}9(vws-y8=8xKB
z<(A>-r9_M!!hPUq!*j^IM$REK@ies<ue7$)nnPZ1+#FI~gFCTB=ox6MDMOGAu0Jhk
zoDBDK@HDLyulTFR8tP;fRO0CEER5~t#yyXJoQa+t-8IYa;EwC}^dC&1PI-lLjG%R3
z+WDI)u<y7MzI`{~!`Y{hr)STNN(N6&89I94`n|M9${=TDP|Lu^)WhdTFnxSD{9ABm
z`c&CL9(o2lX_g=2gzJy>AJU;w2e&hn>nXa~(&{KGld*GHjtph23}j8mQEN@d5!W9#
zc1=eqLmT@B)^uWFZc5g4EcM%Bkd`e5+Twb2V{I`PPt(d8u*E7S10AO=){j@6HOmik
zdHM0GTsdA9X^mHnbjPc#3^lkDQ;42z?KEX*YlrI%91NhLgS*-6x>9S+47=wa<idXV
zAMhP_5+AOJL|$<fclmKe=+VYT(=P|w;M&u|7pj9UYIV@T#}Y?wWg#uElI<HF=Hgj;
z8G3PK0j}>K)dKSv8N3_OKhD1mk9oH-WNQ>2a~zD+7*yrIME^YZHavd3g&|uS**}wc
zaRbk!P$(2WAQ}GZ5DN8Y{Z>zKMX0FIzn0$+QBhG$hQEgoA9DWw+O=!gxN#$sbn4%X
z{v(Yj6v}^v*x1<m40>chOM>T4o;=Aor=NcMsXplLWdi=xGxHHhP~G6cgPE_37A<13
z?bQYRX|rqBF2uydAUr%AlO|27|M}|GtKsRXn&1)?3I+Q2?~i56mN9{PZf=^BqDPM&
zAtE9I>({SmBC_isL5-U>ZDJy`uUxrOAL;$oS6{t!pyP{1qvz(Ap}M*T_O_}8Rf3(3
z6w$HzPvv+XUw-^5ic2cds_Oz68a6|9buE7Qq95LUBUo34QaP$?0DGzC#vStcsoLOQ
zoy)OB*mNxekuz1P)*E8mjZ8?zhIm75Qe0oYOo8fJFsH_=V<!~gX(@O43FUH}uPDdc
zPG<N$#Fg1B{^{dPkQk<~Td<R{J?X``TU3RsYKt=Z$dy;?k--p8%egniBv#0Ap+Jt|
z_GUN`<bwDL8Ky*ML0(gf|9G)7gqn%5&d(7oBu2=TRby^KE_&Wc#_e!VNCgH>O9yo_
zs7>-28AOJ7swcZie7PJ+N*NA^xgxeq&IJDv9emSLRo4%TEAh(JL{!$)!jxo}3U*;K
z$LYvW#nywJv6dc;1&A)<mZ7D&2pc-NqP3+lisaQ;{3r)qj>X`?>ppNX5yID83^x-a
z{3kL4t2?;BL|}lWPjZo3E=NX%oKpvOBCYa80z{W`m!D8B!?|)f-f=O<k@jwgE0f`q
z2bqx90^j=R+B<pSG4*jKI$9YcKr0&~s{^GB;unyiOihLkZip+D;gkDH8GQA~@Q_;u
zl@2uRz@D@Py*iNNTwXcec4qA$u3U~u4@vpDcF^UD$`1DFv4et|8jvL?Ypv7j$?5g+
zdQS0I=f1oO&#L8^C)Hh`tK&dr8BCfPppV*#^>yS|S2N|?3bfjSz!0%j+%L=3i7c-|
zRFxb{opl$68cVLMn%fq|0z{WIU<cW9yyI?;BV9aLJBUnY?ZBUVlUhUMDU^E93QV;X
z2oR%Zb77K9j!Pv9yk%{QJuMs&UnOS(EEKi1_`-=@O#95i0wvWo2z!(Q5{FCv&##@W
zFw9!BAIu|unf%XM<=Ytv5L2$lFILKNp|S$Q?4;Q5?}YdYIX;WaX3C%Grn~v-kGxV8
zDQYm%jyvO_ei;n$tf9W4vI4{Hr8wBy8F560m@K9qzVcvYNT`rwLq!oLxmaSln-wBU
zDlt7ahsl;P(!u<>wn#ER#K;<9ixpLfmdUZiLI3HIq&@zSQ-~o_38c!6?tc|i2OE@S
zX)d~#X5~U`E`>lWg4og=1_A-fvNRWj$!8m1FP-NJY%I}CAb?EketC8-jD2+PCy>m3
z0&7bIoZrP9rAC7GGS}`v+Je>f_gD`b0F$=<c+g=;ga41n#*&e@QmcIOS;`?VA>-s_
z_)Z;z?2ETh8kY=*9v$HFMlUqu$X3SCtQp!Z{R%mk@1W?h?#a(aN*PENJ`EjY<-$ad
z3?#E3`MY+Pf2-F)+UnnsG;a;({Wh=ngup_Ij4cP6+&GDluk0IawKjL#7#JW{{`~fE
zS0=+#g#tfYX}(-pRZ;>{D`OjRDpY-&)T&3)Mq|qx(IzX|Ho4gTIc+kRyG<6<vgKPh
z)9xP)kkAMnJWy02rdp04O*D1zjl>Gyl;xvqVLG!wLpITWZ(@Z|j^LiUKAM!Nj;)~q
z;u_(X?kVeGftgB%+?pDc)z)HlSqY|@n&C^SIWAOHVq#$)c3Rn@z1pVzy1t3@$vS<5
zp1vuuN{)-gY~Qrk#}V<Ba!gCiVa6$6IxG7oN49SYeW>c2zHza_FdNOjiIG8{Zx$FL
z<^{$H%Uo1rq-^EOHm<P;2|Q|SJ&@0hss}k+5A)UPAx~KkYwGI3)EpONm6%wRhu;je
z>Y)kffbVfay-zaa@JX^4@JSY$?XjC!jDE((a5WSlNuj_`B}EvOmy6$R?3j$GP0c6p
z?HB88QO74V(iZO!Tdb60nX8&DD(#KSzU%B%oqWY#oI6w~=MGLUH+SH>EvS#x6xmwi
zl<ZuH^^Da>W<P<o6<VFyT|Z9ATDJokKdZ)S1Y`e}@H@W`24WGaOUn^6{39lNo;D;f
zmi3Fe?IFGq?V)ZC`J*ZKCJe$s<s7m%#~hN3JGpc~K8stb0+cjl-g}tQUCYyZm_SMr
zG?=qt2eKBf;ufG;Gq^1H2BlYTqw>i!onP}kR^r<qG=;SUzWe8<&=v@}1?B8ow~eOF
z*x8sOI_~)!#0X!^I{_zqGxY4lwx7&wcGHRWGs)+y9L+$D+@dPx;3Io0&3?<yQjF+i
z{hMZsN@Z|)^B}Vc%Fv)0R(=+SULl&BNB_8*inr%nL3xz|j@HIFwWtSd)Hc!8%TQRs
zti{`FW!@v1_@WaE8mEIrm*8Y)S|2o+omY<1ayb@kyoK*4b;A6qopIuFB8E;rg0q|7
zLf25$Cez#^8LI<J4jrUCM+YO0sC4jYFnXy4PA=FL1%Y8Rd^)7XbLIa(_Ra$=s^k0n
zUx6(wOYgl32o@9pYt-0#i9IHQnrMoNEs05t8a1}qjlD;WJ!<Sp>>4{Z6jXZeZK=xw
z?=$x<Y`Y6+%JP4I^Ld_qV0SNf4l`%YnVCChPIifWeNip*jg6RxC@leW-j+gaALxM=
zHX;<1S7O!eG<4qm98V^<fRlWa8sYS-JiPmBG)gL}U~kOB`FDL`#gR28yHv)#&MY!O
zR6ci5ytkPE+q=7>g{2`1q?K6pFaw>By}*;PesJR0jQDd@4vcyF7|Id&$<#p=M;#dP
z5S68^4h*q<h$mXuikLvYRX0=7dD}BQ`LrdRI5G&9RaD`d-xD#qg(XZlG6-pH2O>kZ
zHW`H2KFC8M!>u%Q-t`<$K2mFkmw9;im{L28(`<+AV)=6?wG30_g!va4+`&CJVhXVH
zb~?hp(tM6p!@A*Kn0)XhT)w*l1HC5XTmWnt?TxpTHo`S38MHlrGvVQdmd$^R4CMLS
z?0?|-n~uv@)kOnMUChzaA1#E~K7iN+Lsl2>q@(lCk$Ca}(M7gBm)}Zb>VImG_6@}<
z_CTa=4|s^m(^9^<5ZimWp@o$pYm>q=(D_Idp1kW1Cu2S`OJpdjsKWC5=~&R-0ZTeM
z;zB|phM$SSpToS-#mShX9jY~T(S)!4Iqa)^?7WeN@VP-+|F_=FEitr>HIw}>CaV;4
zj>n+?+DEwgbz8=kbM^;yT@dr|LQ7z;kBuR=k7~+fe<1C!@=7u~t$%{2U$lXfnE>g9
z?7E<O<_a5QKGF--p1(=zsDre+>L3;2^MbY3!SZtn%>O#INBz&|v-8X3KH5;zN5|K{
zd6@9ky4!HDGD43K*7y3lnZd<QjBkFrgU#P|fsvsBR_}j;<cwmZWtVXGM=qPB^?7_g
zcHT@w_#E#3m?@E>sJs%(E+k^%Aa^Vs>VXT-axr|%GhCb=fG$cwJoU<uQHKnFr6K&A
z2HJ$%H8#Pjj{eBg^v}6<^vB+$Kg!1l57N>3U=*H=XZs_ex0@-3HZ_Nv2_LZq<(P9L
z1^s`0iJN1ZY4(N2AVXtmhktOKRBIO>WMDx%do1bThzp5@7=AVue-3SmE{?{H(?9B{
z4H}IMa^FD4>FRboDwBJx<ZW$;?IW9_g}r>dcqIj$e|mx^vs$yhLBj1Dh`*`%u2GHE
z3gz=BwehyCDW3@z;glgN4?8a>BYbHG{9Us1>Y6_)GE>#XSF3Np!CK4&339RLw@4U^
zco^2hi(7`jGlv}Yn_>?6d0X^s%Q1%>R{x&E+IBEkZ3i1O0ix<SFr}cl0#2d7qr9Su
zmEoh7=&2N>q|Ba6Nia4vz%Y&gSgq|~^&0K4@+ur`j8uXKdv|un&|cnfcQi#zQa-+2
zeI5NiJc_>#z6*V|wJml%r5d(Y>M|H1Dz;(Sx4v3&nO#dz3L0Ft^%mO>@7HZNnDvxO
zE$b->1$FDeup`VN2xM>Kh8gY9Gl=`3hO+WX%--|>V|uv5#E7q51}<GptVf37zba&y
z7L1-jTx&Wvm|!?&O=pFcHJut=G*j0_KB7|U(Z#So6}mX3IeNCXu3Hy50@7>8s}^eG
zRSUz0k5|{<VaKcTpuyVl>V~^awm@dQ`pZ)!XBH!k<FN7ULiyU7TK(9V5t|^XyAIwx
zqo{*VTcf8^AaU=uwiw#c0q%B2h)FBLx4WOA-<+HHYjroK-D=C1aJK=m(=U>X>nz`S
z;>FtXf12DJJ(b1)>pt|y<c&|^GVvnQC&*z3TRv%lxBM-&uj#0*1u^Sd+SYW4e|*Oa
zEtt8J46ClCqVvY5crqh^b4{l%YW=g?IElzpr+*$H_s^x3SamH0oi{$glNoCMS?zx!
zV=;CAOrcOHugl%LcVTZ||A8b8r6!S7P4cSxC@*LC(i$3aXEm>j>({Si;J|?>C@6rd
zt1FYmuV>Gmu&}T|Mn(pH`|US;_uY3)JPS!w_51I?!{46(F+tA0`yh?~-=P726pD_C
ziHX7Y-+!<1`G5ff(4$9>f3&RW)2HL~>C;R$z8N!SXuXa^M3VqL5<GYE<Vh7ntRCz~
zFfcH{lqpk~w5gXbU&i?H<5j*VQQjnYQ90O;K%%k<bLY;j4fZ2AIyy3egTzq(U*+(r
z$N1%VIQIWE4*uS@c=Rk4)90UngRLpXkI?>bs3AzoWElT*6t;}@hLzglpEh>gO2^nB
z8wh#-OfUfnSR$LuH#WCpHa@m76(XffhShO7Ot4#0X$59RX5eg)Glc(800Wl{BoJmp
zGh0>$6CqN|Wmuh%Tf33Hx6($G7V?elzBglWEVB@y4rc%N>p;HQe^X0)xeSI#Evvw)
z*c_EWFCVc0_d0u^P*#a!X%b9)oQgl&xpD@3y)Nx-jF?vq9c+xy{CE_$zR1CXHum7@
zHNlZ?ZuszK608qAV>WS<jDdX|jqzrA&s3?B2ghx0#nwTfnIY2-E2DEb1OBEyNyoFo
za$N1?_79Y<CPQmA8D8aZ2K-HZESKRew|`U*Hn&tRzXGdbH1**ATOLec=C5fIOn97%
zi|zjzJy1W9-$$Q^Ry;wSC)N)Vh#=s|Q1N%!pC^HzfX8H{`7dGgKxlx?fsV`qR-lC;
zQc5eZ@<sL=1^m6K3|2gStZ}twbRob<fHbKL>of9e1OATZ72!yZ1lv4p;49?gX{i+7
zBxb{&r;jmKCV#tpYra0#d$F71TZ@HAmCCR-IgfMm^3NHC=xJ^Qd$qvIza<0N)XLY#
zPu{F=Xl=~;hBe8#wE=%ss74!OA-<RUiU4CFo|j0mBeg&!;P3B3vimjT^U%hSTNg>N
z%Ll1hj4fPV$Hv<Ki<rC>0;jJ&LhRJ}D7yCuLQhw?ulx>9-((_r@dogn?3wq^`;A9+
z`9Hsa8UFbX2;Q~`{iDt?*<Ffak`TM=S9nZ#hx7Wj8|J~Zc~kt^Y3x5HgISkgxPCJQ
zFF*bsg?Apq(90D~*M1AvIUgfok>*Bnhl#_Hd+r*fX>WeuL}MB!sdK2f7`{9nS}UFY
z^h7Gf&Y~imwYBBUSoBYGpr%g>wfD&n)7d_`%=(}2lO&Uuw>}Ro4OGkDTPDF{SvfX}
zt>CC<fP1oXEGW){jh=x@c9?&HL#4&=HQ*sYsU2#@V?6~zOfq6Oe)#kFOeUQDB}Ez=
z+26=F@bt0PUE!OEZ&;t6UmNguJeT!N+dXaIYskmb5-Gk;$c7zHA7icmo^MiT9~mbI
z|NC)*dX_~W(hfXDJFvN*fu2GkCd%8vkH=@SLjCd&v_oU4gT^pUsNqlv+ZU8=5@E2R
z;$eO>9*=o-%1p;CX}L-^!T(=ug0Ai2{v1{pN%lTnQ9F0gGG6=twJ#WV4uSm_A0grM
zdGfKE8(da=hl;dMk-GG!+Uv?*#vvkPAoNX*VKKB1Jhm-IWUsNDL4SX@Kh!&iEHA>q
ze{c>d?i>QUSsx>5`dk#>e++?#E1Z|lMa5U2B7K>n4r*{-y#PW#Z@la|68{Fe9xLhE
z9yErv1YP@QUG)WZmTtU?L#LkL@}Wr(3LCcW{7*nOKR(>v4@IRFOm@4O8y>*JUW~4-
z6&sVfwYFofAsf)Por%V%`PXrKQy*sI*+0qBZFh0#+zVXZJpw|x?IrUo!r*S6m_DA(
z93Rlk2DcuiVauT>Dgl3gs}8pGLQ$y<7awL|=H^Fi9R%1gC+x2~{t6E^_4?QBL3<}-
z=2b%nCo!6DeuAyxnOM+O5ya8W)dUYdXo2jK3ha28g)zsX@z(@@ji9zSlEGfgylQ2z
z6QlVr&#^Tk8w=WLZdly?JO^XFEg)1ou;z`+cQIyOwdK2r(R}@5Y`vd}1>IExSt=^4
zF#7N-RHGUj253Grdt(`#jhR=i49;RS-}nSuA7o-dH>GxPGr@z&@^%Q9x5LE0*ABJM
zokrLF-07!lDYz3a!HEz3;c6kk_2>djJrWHEQ$BidWNrCBE5n%Ac>Z=f9b?=6Gtb|2
zU4ET5Ve3<DeVB;_U7YYBtr+X?W#HZf|9{0UY1jjMF`DmthOH4<SkT_F)-Dh7FvT>v
zuL!Uf;Z|A^bB%hy-y5~Vj_26&zAvoQ0w$Ch9jx$EEu6$?=_E$eZ*Jkri#(M~dT&a5
zHxuSnLkBlw_%92`)?4XV(6|1BM*j|yQW?f?e}*mNwb#Le_(H7vGYR+S2LC5(drNnP
z<IwNXxV&|6t&isM^l@xOA52<s8J694GMkl229~}ZU6_NG|F$0Nio%w0KCt2lJg=GG
z5eBug!Zdl%V}P?U{)#QcmTRdR0e^2K!=5N?c~`p(>g>9ehOt4m5UL$a^QN?S5HqhD
zIye}i`R-@f`XmbrI<gztNBJuBy@j=i3C#1}`4m@@CFt&A@_$~2M$r!SjFW2ZqPr=k
z1t{CaV&)q4fWQB1{;4svL1U0Xn{Q~o{2{j9PRD{i|FUmr3}ZFopEf+jmJj@4r532D
z3zlxb$Ic&j4zKl1>g+oH3}gHIYW@Ci%^|n;X6KM(9=+)yJnW6oHNcjgL;m^_4>tGy
zSA8@IntHgl3yR7rnGAn3cSOL$PK2&%S;Yvu{z$^uu1+dhdH*SvZoPv;XQOcW=TR#4
zJi33g+TUCFSfiznHN1LmW3v8rZ~xEsm!(^7;n0~#T;BU`tqcz$(y;F5`*?6X>|bjK
zMh|ulWcA=d8fN}<4;~K2=-OH}n2ltd8#V6=d2Ei2Gu!?1GHmZJU(-p)%#9D=;UHF#
zfnC$-kL-dnY&$Jq)7jkjA6wI5baBmFC@PaN+2v;Le6C#=|4hQzE{^|>F7AGaLx05J
z^5%hx@v4D7jxFznNei#Svioj!yc*<)z8##I_V}k@>R@9JRu>*+V&>K-@USyNS9#{n
z(MoGOE!<7f(%lqZVHa@aNfx?m3DkYv^21kmX3D?xBnPud8`zRIVAqm=IunmOFY<BX
zo3?PZF~s#}xtO{o0uB~J^l0_whq>3#-qo0S)zHD!7|mBb!qz((SkQ|*Ap4)By{ifH
zQt{6#9%AdAbS&uo@A_v7g+d|0eojt*{~1LM#>NVJT2!Px;J$|9Vm2UL+<=4L)dK~`
zj2XiO`;p{Tw{PFBO=3kL|I^1Ge~d0&x}a^_wn$A)WnxqA-@lLlMQFeug`#76_wJ4J
z=g-%^&&kPQvfYt@w~ie<;?ku{OqRXB%f^ixv2NWuCi?lOpENhF)DRyZk0C>bfXCx8
z!GX56swXo_BoeGxu>vPfoM3_#Ym9Xb#Hgx6f&{IsGzaI8A3tV(cJAC+<2$a;8bVT1
zQk~zYrKKS_SaA}em4y*=a!*E<>M1Ch*%H{<y!pcCmy1r}t54p>=)tX-_br+^AR#3W
zOMkkk5%5PA!$>?>hD7zWMe<(#G%Z3*RvF@R$}o6ygvJ8}{?x08oEr>JYekUe_2_)O
z$SB2u34WZiTJa5-Agm0j>S^1VQW<QuEIN^mX5=(3<tzujVm{K#D<Q3_MtETvGNqLW
z`76Hmdva3U_1scyO3Z_#w~xx-k^mKM87eih+0<YsFkrGVDc{FO#7Bmdm4UBzS|7oT
zrw=a?pUI5Z=<1+GhH}-c1)1fQb;`hN0yP-~wKCMy0r}}AKcR^P1wP0x#ZU3M*w{k#
zWCtq&+YXtfYV}YmgPqzbgW4bgegPJSh*3I$CeTWR2ZMc>69<W0)<OfcKm7`AtyE8S
zsHua@a<%fyWw7HoC7D1zSJwl!9b_7M@Y$0zoXL>jaz{5f8FDW|TM6VclyS%)s6z&I
zT`<-n!(+J&ow#LC)PbrV5WUt~KG6d`RXu1{j~<Yq!21QISRa?m1dJ+UuBXRj5Xh-g
zl_9&TQsbn2bxNwMaJsw%(?r^XrtV405nCz4S`$T}s4^D%`b_y*YT0B+wh#5}A?g%Y
zRpEF+F}||-dk+h&`1;(sSXPHF8p?H1sl9zo1V}HFL0VY_{%Z#QS{lgfK`oO>mQ1FR
zL8Jy-p1wwZ@HXTjqe7tzbCYr~&E6dESjdAqL;@s}AfWVom4H7>VwaUN{?yh%g^bC5
z%2@||O`GIn$X6-9hQzW8T+T1S{$|=wn9(i+@eTS~WiY76H;`+5MXLUlTysKgETByn
zvnm^=izg(-_|nR(&S1Y}nGDCAZU3?CeuSd*Y#7<9j=RLRRwyfwKvq_clI%QG$z(86
z3o<0{$=|9Y%g#f!Oa{K%^*kFZCc_;UF7u}$YySyk?mEo8FNt^wJtGl3H!ec*l8q3z
z@dw}53a##(to<93mBplU5bQsG54XgMF-y5zUZGm~<b4^3yfuGweds696YwFhG(%}>
zCR#0>h2mJvabn>5@8B??D=xk@4y7p>ocF7c%RppSsRLUpl&5oN$#7pd4H<h+B5lVJ
z=6!L*OXwRJ!e{G3B>b?62}G<x;Nk%D9vu)d>{HHr>3W<*u#o$Ptg4!A&x-7D>X~HJ
zDXFT$ZzUy|X`;HZ;%<34^Y`u2(rP~=y=`GZ0d^D>;g;G7RJDDwQr#{#uum2h<4X(e
zee%P!EF@RRaMX#rPntJj%g?D+_m5Q?SzNgM<5_7jJ~LGHk7d<WSW}vh^<ryu<+I}=
z9|Jz3Dy7(2R;Ur&Q{$sanJRTqSq1C*WT>jb>9P_`7n^9@lW0*>1J!Yfr-1?PtDV+W
z<C|(SaH;qPZN7=G>6?7C`6f$+Z%QJ*DJ@?k;LlQ<ZEol|A-@Q-ZB@q!HL{a?*zpv7
ziu|7~gqrg)ZSByY{!m?aJ9z1<wu2XGhYD$<s{>t+6KZV|Ib!ooY*J|nW*XPO*~`_y
zfGI0pCPODd<Fg66wu?2os9_TtQhsF>e$6k!*LG^UXuz$D<b88PO<lAw_?vTw!eV@7
z{pNEAUH1j$v6_L6mF8GY%Q(ep-gM*~IDxF)>{zYz*-Pk&4B@un2c$0BP&-bkuBbqH
zYy$Ip$-@X31-69UC!vU+I!EPx=6Y;BkU679pKL&XI8$DX&+D2)R+J&GQie6g+z*Om
zIox$X-dALB*MY-#Gmv}WICA!|bx`)~1@uLRa9O_?>B|*$z|_~u`7rI%4KI6-Mn!5m
z=lyg&R?@XSXbfu!y7teFp)U}u%th>4ced(7*v#xA*jd-T*1clObu8O-6@ToXfR;*j
zr)G_u+|%AxQAgx`D?hchMN<K@E|Q^^oh37`40dX#qbs9F)~w{g839c#5SdVbrN2B=
z3HT!?pp$FJtDV0Uyx;u|JI+Sq>vx;0%3x;5Y@W(cJ0+cD>9bQisb8ZGcHPIa9ry9a
z_F>FMK;?TH80evyr|P`a*TVug!&B7ifX~)J9!DM2v5}3b1Nlbm055YyCKh7pfk-Cc
z@A}g$WagK_b?m9y>&a>Bv$j0O+FxHHZvQ}48AS5+#bVXDU1m`Q>>9X1o2Rdb0CMVk
zE_*s}4Mu!@cv+B_5bd0d;k)4xc0S6)Z24yUS{V!txYwCWWUv!8RE8!9AX&2tRAnGs
zPc6cW{Br!#hdT(FsRKQZIw-DyT^+$Ys^#k;z@F4W8E3FxVtzUP2y4cf-LKAeDE=4P
z;ipH~`7jf+J1N@1%1Hj)NuB|$h75_6`?*tg8RB!xF?cJ-bEnU*A#zR-vq}5gQ}H-9
z$q)UTvvuFnQH)0^#aMYMSz`ltqmV({^S8nZ?J|((Z(BHI`0Oeozti&kElkVvHyxL+
zs*5sBT{L<PU9=S;MsC|~BuSXRcmL^;%JZ);E+%5#y>!HU5};`hO4RK^#p~GvYlS@^
z_aw2t&D4C0uZ0jdQ;W2;LlaG1EYzZlnWbzy{Pd*uvzlNU{^ZMuTo?jR8%>|$VQt8i
z6`fg%?#;m6AJlcBs6rzPllFShLx7_ZqUBja?c}nPK4q`;e~_$mtsGUyOjgEq)PX72
zv*=R9XP05{I*vN{;1VK#Xvbs#BxSjMc~jLt9eRbee<UGxc}G<l%!G0uUHbYy`sYVj
zw)-Le*fbC=o2uIWz-HEXcwi(7B;}CGs$gwyh<5KEL!h5EcYkcCP0Et%!N#Xbb-@1Q
ze|!az--p22T);dl_On-&znPr~H={MPf4s2_n>b|n^a>*9g>c)1iQIEYMSrZ&^v|zj
z4{St;$=CGHHF%f_n6k(<-CY`?42`87{=spQ!Y&G5!!9-g|EQxjXf!g&eFGV%D?@B+
zjg4=pZy;?%s2S_3`v&4~0vwDQ-&oB=K7Udh^Jf%DVQa=ALq-YWvq~}e$A_B!Y3%Qa
zT-6Dlc6Iv{mGaH&m_J%_uRqkVV)p|q+j$RvY<ov#{;16L2Pt?FpNE4h`e~P;t~q3V
z^JvaFq^)8OIp#N2AHDez)*gF-xL*cww?m$4J7ngU*FTSy2V@6$m?AQ%2uqK=(g?D;
z{wxPCQi^a;OJ+!|?T}5z2=%nXj=Na4?GFCfIT9^>>JD1+a5iJgicZMW2>4^yQ<@+{
zEkkf-b}{U%>)yP+V#ggOliwe^$DpOJLWb-2laQHH4A-t3YCj{{<7O?rgtdF_BkuCY
zs_QBGTGmt4vLkD*r<f?#Q{oG-bnjD@U^^z*Z|)T&q!;7j+FqR5{ZwSg`v=x^_CHgR
zL3K^X8s1}1V#k?id_Ar?w=Syr_{@AM?9?*OX~-bAaf~h|7h&nq7%jS3jDufl(Z!na
zYOdONHMg|Rb|9?S`xwjiJi;Fv25^s8e;JN~qH;(p<m1)Q;|Oe~xtG?;M83ABmi3qP
z=?3>lPcuX&O0e`$RBgbYI^>WkVt=Aji&O&s$YCE`Z9wd_dKOTP^6k~y;8-*h@K;)1
ziEsD4z_HnZ=--xI>uc#|f=6+MSa~8=BjB%gO{Ylu_tv!>j1Z$Gt9@P6`e(Iq5|QV%
z)|4DL{Bx0-f0k(aX9|Tv(KRH)pQWWG6U&mEoLuL%d3kxYF(f3x)ayXvW>Qkv=POgE
zPE`r^Q-);p8#itowr}5#2M-=FaVM=>wZi`z|4zyw3Wf5<5JNd=&>(EvwhbjEC73fu
zbra2-Kn&w&pM8dA&6?rJkt0k-J}yY4bpQVS8AE;O&>^&FL2`XSB|U4`u3fQU!2%{*
z-+S-9hi||A7W3xKtIg_Hlb%%>^`JrJ^7QodID-MT{Y`z4sP4L6>Zxn_d;<iwaKgnK
zuWCQ5s;Xk%w`=p}*|$ncrOaeT88RuXs#)<;mcc*|fzHOb^de75hHB=0dk@V`h`x3r
zJpQ&V!oOC$2DY$7x29&y@8scvGCTiDN1%%st(>?QA;@MjlJ(_sPO-|O*yZdJv@_$L
zu(mfBA+|(XyLd);RV-x!(8&GXwiF?}lRNHpRJ;OBg&5;t!u+nhv8_f1l7;C?Zi%W4
zc_j!j<({y%Gc`m^sj3Xo<N+aHpK}vCp-5JRxKgP`;8bI&1Ck~1a<-ZbImLCzV2GHK
z3av6|gKT{&=h8)eJ+!eD;Zm9+=!M+-Qd$w(SvPE9lq?iRkOd!(06|l}J`?Qss<0dn
za!N4J*_5*mE~(W4dEd^QyZjC$xUg7zI}pezo+Q}sM7jijbZ~{cmIbU@8O(&Zl%*y^
zRx#RHXpzCv5HUq+GLT8SP)&x%X*iK4!5<y9%b=|eh+ecaH>{%$RQ2FxQ3Ld#T8kbu
zX@cekeEcO<*mH94zbeYnx{g!k3Fpd7A+4^)V4-$>IZ{@H<_0`8GtgcKtql3NR#c`^
z{`I0Vw5=!m$8QD2O!*_s{@#KJ(-+JQaVeunRSz<Y(9Tku9*8vcKvK@?!5ai~k$NCm
zkgiHp?c%k<QUn=s+r<#E5V7T|x)4)V!DL9P(S_2gYK;j1`AS_C7`rSM;A*~V`B(Ex
z5p1l*E}IAuTc%omG_koHc6nb$A(Qc`kA?QOs`U+dsxpxG!6w}Op`D2#V%2?vnheB$
zyi$9Z{HjC>7q#pKq%X7-@^QUHO&3eb&{j+4iyBTzN*G-n&aoM_CfF}lD#H;cTV`|a
zKS}bfM{w`1dNQ9!&koGz%>PhPfz$`j;L*Lk;({hknD@!I6c5O1ARE1l!XseXt%J(-
z<h|s!=Jf=!VI0+}8*Ndu`M60F<X^glN3HwfanQipSJC|^$U5*F^E;F_=@NN!A3TGd
zn!L8%+asGpUS+DvrA)9N2_|%Yrx%h>UepNoa~j$cm);(a;&|<g6igjFcm{Jd8OZxW
zdA+KmFA}0!ZL@K;QXME`ANCHUnK{TgbA|I>x*jJnGBjy|7CatqmZ|oK8|CE)RLhX1
z&goLtHw+W0+Rt}HBK&S^i}Ok^TRlBYF*e3Nj`;!8Ck2{)@<wR``eYH?C*RT1C&?!E
z*a{gAJ8JKfq<nvUK5kX0mVdjV3;|kvS`Fu=Z21HEs^ya{9mE=G*kv@)u*)?vH0SZ~
zmsC{-;<MW*WuxKZOj#+)tE(|oDT7(fJzMhlh?S{sFo~1N;HXv?wZ5r9(>Dc+wdkUl
z!#Ak;rjklc-$XXOaMl4cP7vT)v1%P$D=I}$gT@KK2s71rkt@%D35HM}dq^s)5MENw
zIrd=3N<7?rgLXJ8Z-*g5E$vXL)((~2?V$5I(D68-)+R|gY*IaKaJr1!CUKEgDMMaW
z6>K={LSwNBI<<>L7exYGlf1qzo~+SDb2VM$8^D(6qS8GJE35FJq@44fqz+mM`5OJ<
zdT|5h4u$f$gXx>k9dz9nYQ`zW4>iYXCf(Yj=&qKrnxUcQIHl%&9j8q<(bGc{0iU}+
z7-;r~TMg+C<*Y6a5*XE))s4(iwap<(9gu)T<F2Z8K;9Q?tphSvtFE^WNU)#Tz+QOO
ze;lL<+Q*B!9xLhE9yE%z1ReY5#?TiOYuygGcr#jct@~yS+O^Ssn)UL{*RW{)C7jz6
zinc9PPl9!KHfMqb$vtW)l$7Dlqhz#KyC<Kgk3b&_=0tZz`PI1iARX=e8h%<gskd@z
zWdp9M;-~|C1p3+H;_W0=8SW&ZT`TRIZI|!3heez3;M|s>XxrRQ<DNmyZSgWbSLO3p
z33+gJFwv|7Z*wNYf=c-hGhVL_s(^BNK>2$;-0*m7Zzcm^&C9{k5VJ=3;QZ1q-0NEQ
zMz|DLsJgBdUx0QE%<jUh@n)95&baQ4RLuIKOv^g6jR=>L)Yh4kC1_`7)NmPcN;x;a
z?|Pn%Kx+|NX$cS^&s>-~h%Hck<`P?oc3Pg3aF(A@qOzH+CfF}JrwkWDo58Y<P5D~e
zA+CT4(tE9T5Wjvq)IN85nXg(0FZ0pfO|yJoTM-_A9f<I+6t98J<<FhI3S^!;Ra90p
zFFm#K0$KW09@{iZ8PuP@z05;<cN1<IzG;i_*@{=~^S9X?&);sPBha~y=WjYLUqu(=
z3)E~vA=){<Mt{gGt<}YG%`Ne8Qgb|*sCYSud6?PG9%o1UXt4)seIZGLcJ|^ovIpdz
zZEcM3Qf)KxtGsf!a%{k4+QHQrmm<~LAu<o`JvrLJUWCW<gAqPAsP;9ml@+@Am@~gS
zs|D25kepkFoZ<@Dn`)84NsLRc)cV7#e3eWT_0~gLN$mzvcMAbyr<LznSSG`rL<!m{
zWtUK`gIta}Fy*d;??VtiFSzzqTL<%knK~HP-X4$Ut6t+^Ccvydt~fVC5%j6zBYmxL
z@m{j3kGz+Hb}h8;3s}DAAr@_afO9|fM_WJb8~II*1<dB@SBd$!ADM;0UEDS6z{MDs
zqSV?Ts*dOJ-?c^fw~E)mmX_$|ZN~gg`Xjk#kee|R)T7MHj8eE*YU)X?3@`FE_XN0W
zkzr0-gny%WF*bq7@D10VfV8^z1d#q{YlKUQYW_K~5bfj}v>T*{*`;*`=Os&|$SIY<
zp5vNEAwy$mhktmSRBIR2Hs`-00YBR8qOSd;4%?tH$<W4;_y)BxYjgqHy{2!l)9?)i
zD!$<^;~R_{=UC0%1eYSz{8K~@+H+({^>r}9;~zU9d|CV2*T6s<bn~-des{Kdy=-BO
zZ}PKY=8MYZllf$w^T(a{v1rR3oZB=MZT+?Tu${j~F!yhzB_L2`4*8I44#|DMiPkx?
z@*HwoA0`7}&5M~sj`YR(WnDRB&_ke?DK0+AR+Zs#Hrn}^zorbD^Yop+Co=bM<<5P`
z5i^hXx5LF-399AaPC&Z=&1~;AEZ=?yi#FZDxoyMIwgvYFab=RzCCJGyg}sfq4jJNA
zWw=FTaMUitw%b^=;U>=Q7=^ZK2d=+2xH%r5nuLcZC)U0kY{Zx~F$Cv#jN;G(OD0R7
zO8F1cm;kvq(F5gRzgNi;{IR+hEVVpWR>)w%tl_B05T4E)y!0mP84Z<FLl+;b>Ee@Y
zw0n&Vq1t5F`A3pm7r76FRE$?sUT?hm^CK+U5sq`~`k}4bp%coOifhKJ1@iH#8+RQv
zHN(Y6S*kKT%0jzlmVdiH){vZ4f}BDr?A7KrO!=OsxTIzeNY=jgK4z~~J_&BDSxc#q
zarp-A`)C>e82vZ>V|xATT3r02<=5w*$-KCM_oPrLl>ZVxKlbpJ=;&z3)b<i76BQLz
z`#XtGc^x7nBWr(e)22<G*9Ha#a+dkO1kLbAp)^uzvijY-cdzy{lHy&P@g%`>rly*c
z<A{g|j2blx78VvbbLI@^H3V|s5hF(6`Sa&kzkWUX_U)^2&B>D|5gs0ni4!L>(bCEs
zJa`a$_Uz%jx3<*uL>98)AUiu7*4C;Mo{S9c3@iTz(?9Hj(CG)zwv{u216;6X`&AT|
zN)a}S%>+39^Iza#XM!bP4`AL)r7}E!#mXnGs6<Ly0UkX|fmp<cmpl7^4D9KT#q0ir
zi=#RGz3uQYA{nc<Uah^SI@7v4A?)WUW>GQN%@}JhrJ%UH3Zd=TMTzlyqTp!8$Kt^r
z5c2fUT<vrZGkI{8`sanEG8}!Fg&&7`)>#LiyIWx5lQaaH7^1D25bNXfm=pKkcVhKr
z!sApp2o11Eej?I`E@s%2kcSzO8Ti=M0@1}%ERV^-C$8)S+t@%K{>G{sUySsdz=B6U
z=icP=nTt6-c%IG#-nBIm;-|zslvGyXJ$qJ$Nzc;YATYoJFSd?9bTY%1<b2F}nTd~_
z%@JK9#gFkh%<naP{VEgvti((ZM_RcIi{i4GK)VsP#*MNLK6kgo#K);jz*&%~A=by|
zqF7di@y_g|IqVTD!w>RPp(eYUvobu(z{hUpj10@7v+;?WMeRMmjmktHYcZS+4Iq(K
z;b3YZuI7~BOfdI}3e)|q5OzI@$;uaGCBnMrS&R&!P1$>fUQdLBh=;|2>|)izN9hQ$
zHiDN4ANkTstc=J)La`JRy%h@$N8|IE%y}+i9uo{W{Z0x7yO^RE#|D$>o|XuEn2JDC
zLj;){VqI(w(+;8XItUF<Vd`M9AG??`#mxd6<MJ>)A|0Q&TQI?XOJ8Q=Qx8QQOnsV;
z1IY#WHQ1SH7m{&}V9L{jAx9t<BSUy90?p+z#K>iEk<0KvE`z_446%8b{v;ircv>*Q
zei|}7NymYt0{q&pei^2DSYpB>QU^i=nHgeTTrN|7jUI$POob!SgJudn*chLO>CZCo
ziIN_C>aL^*k(uaYqofBZtR9>V;nsr*hQ|0pl7kjJK3W>^vAa})(&{P<7qT{HR$&fo
z_4M(DSam_?NNEvz3JjT3?YWRtRWTd+zE=A?b*5OEVrp_00t^LcW5~yroI;dTRbz}f
zt23V@XTi?E0N<%)1lgZgguW&sCew#Hd9q3-BSE@6`$x1qQx@6WZmX0%q=xC<RtUSB
zj6e%R1X&nj-OC)dFSxU1hTchrgP{Qyw`A?~6fX;GjLyaMhiUkvsU==Xq*xl6g-?}E
z?<%UOM6}W=RB=U8JjyGD1z#U796_KT+nV9yxJ<Mb3DCw!h)o#<D6Xo;yH;#HOo_{Y
zJ<kC1oY*oZ*qCB_W&vg=W#dB|QzqDNRa!ptdkuZejIb&#4^DgoG&AJmNl7_2X5`~t
zrR;t+eClY9$uBd|S}a7Mu@D<m<#t(qqW_04(wV^0@7>r1-bwbR*qT;=FJrSX*})7k
zr4?9_oQIDb%rqAF_GK1gtgQ)?jjt}II+^3csC2Y87ND)M5F1kRnG6{3*|9QAib{h6
z-vA3dSl{r0gDJM8=HrX#EKG4EGDz`bVlF;*RLC&Z(Hw6-O2m%|IT&VRjQfRU*p*g*
z_1>C`v{TGY@L75`0)%|D77DO6kJZJ|rtE`&Pt&qtXP}QcYMEhvDJVi8u}EV>EZHzS
zF*OTM%cR)nXu||x*JQ;p)7N7*h^oUg62Zbtv5C^$-3hj>d{LTPfWo9SbYDCJ#*Vf)
zG5#y&`}>;@BIwh1(PP;cc)0Tz+}~~o|B-$1OaIBW_qe@k7l!OvhSd8JNV)q2?WT<f
z&&UvucKyoP4ykK*qUnwwQ560ZMfaY-erhO_tuAxVQRaKEoj*dFnt{YQE136rXD-41
z^9d+=^c+QZA4BNr3g>y#na{}zdsR^}N}eeWTOd>xmonK|)ITS@ShWl7_AEp0{RrgT
zeFC3p<6&TAh&Z{t<U5j`@9{UQnD>^!En(<ri@ZmX5INeS`TVKO2KC70it%gP4fEhS
zb^xvo{unYzF@*B$eH8@~RF-KTV3D+H7ku|DgXDe$3hzFF)3otS9i;6##(dvw&vKNf
zWFYpNmCXC>Q<vd9BMe0kBT;zgF$}$2n5=)~bLD_WvZ35QY#7q_oKOS=Ho|cd;R9o1
z%*f3}OFka~d_I#|rnIUGBaK+!FfBJ1cKZ65tv25{SX_)=hK4X#>ks6;`e!5)oVA`F
zJbB!U?~~0<@Oefy6Wl@i<hGhVX(I2F>DjP1(8sq{s(tbR>61p>eR5J-7M_+%vDcyg
zJ{c-B#_Zx8W}|gW0|EAwNl=O^3=^>Be^rzX8$AQe6sg+1W97x@!53-xM{yH91Q`hM
zV`)AFO`5<_&j5F2WjI-0jM-}Us9}=G7&8lU86O?M<6}p05t9*Sgdy7wGxBp`tFMo*
zj8)s=aA`4m3AugrhepPjnxBK<5<c4Vg}7Q?hKuE8IB22yQ0fyqGkg@AiPlB}1d4^&
zlrHy8@{BQ)V=@@KJkMF-o3>>X;H!jeOtv*eOnC)XrRHO@osw@dH^R!)JU9sq;7fc{
zaXB`m=VP2&cE1`vvNFM^$=L`n<fDzD0Grju2_GkA!Jem&@9Y#~A;SJ#3FkP0%vYya
znP63BK0E{laOLx`BqNWp@BK`;HxN%UV%vcP0kq=rv9pA2hnlg{jDlR)>FMK3wRSi}
z+Cj@$=|hn*rWWKNm?v)sDccSQ%&i+`9q4+T@PXJEGxFFrsObx2ygE`Ow@G<&n`EM9
zlS;Vz0?BZ-T2hF9hK5WQri4lv78e%4P2T`r1l$k78-q>IwO#z!$^@SzWg|euM;nm<
zTe8^l$I7!wf0W4T;#_-8UF>Jdt&5YbO|Vi)7Z<1JF+sxQdM>6|nqq1y$K1h8K6glw
z&mC+z<_^YM<_?wexr2ODKy<m%+(GRSEnW8oLi)O$@YwbviXS{h(f!A;`!o!CA`!BF
zX2)tC+gCuEnvUeT>{u=T>_ympHUTA%$yn_XGgfn&J01CF*|8eIX~8TMT)2wzq*Uk|
z8^LnaAQ-<Dg4BVboHB$N8sjU8T7Rgn!aG7%7r&5X!&c7#vy9Z{kY(Kcp@yQWDkczW
zw%XsRlljvQxNcd2lJKV}dGHw4pRje1vyZI<*R3m1k(z<j`9Cu63(j4F&8HJk`s5jk
z?>&OR!wvRxrla88#o9V>UcCV3BL*RM^oOXF6xC)BtSpqEnq$1E>#>rq?LlK$OVG7{
zZVY{aFnv-dgw8z51nvd5a>AOOH&I+7Mc4@Tf$8|^N7%LQuX;1@NmjpktNz6PwWHwX
zWRCPqcH^<wh!3%mfU(V=Pwapn)?Y?bcPl0UaPG=K;9z5nA-yy+c1$1Pi_j&v(ALKi
z!ObkO=4cd(%PJAp*Mlv8@n3MTGQ^S(TQl#M?2lls^>h$38<Ec5PQ||8<FIi$yN+I5
zD#H)^A~2|f6YMR8$Sx?yh7&K5l2w8cUAco8r;l%g&~GlFt-lR|Ti9XE-iIhItw7jN
ze^!RC&oi6smQ3%&*1`6BnD^5y>|fp&ZVo0$mmdTs7V(&RAj}GDi_tUBpmU%Tx&=Gq
z{Ec{=x)O`ayGCf1|Beqrm)}8K9}5KgSYpkuFHl@2Ls%a+@L>GX+i<WFVacSHY#sda
zoVnK1US0=xQ?c*Qcx?QfeTZ#oDqvp9@C=&3&O!(uXYMic^bmW5{T72jdm{unim~oa
zI*Kc*5Gp^}J@jM@9E^Eb{5D&M3$G<3#8J#-jLR>p#L8P~NGK@B!~pjCVreB7-$=zk
zZ!_47`N%GnVblE#q)4O~?q|U*Lx2s!{!BoijR--uBCLBXUuTwYPz(Jd9u7u4EbhQ=
zo?Li04Iy?$@G=!3zq}GFA7&syBE>|1)eUWh(n=hS&c}~R+3YyW?_iIx<1q+y5F^M*
zjCHrtnExZRjl2$yMZ>{_kHtOZb#OTuA<jy5a5EJN`Q?}xXj8jEZRDX>c$iv@ljD4t
z&0FabcAd|{(16(xrXfRndxV`JG8iGqL8%?&^%{CY-VXBALkq7aBg9EbhQH+P&_<~p
zuBT$4kGvg9<n2(%-44^bIU;P|3ud!<u&W8yUP)Gc?({Qx?j*qCLGBHD?nM5_E?%bi
z>SQbo`Fe0Q7vO4i0ruX_#EPM8A8(X0yzPXry-LsDE~jY9VEQ+nzYVSX`J1lGCrl5v
zL)fWU)+P{LyerqmmU3PEjp!mDi@UMU3l?5aVQqrByg%MfLqcIWCbnYx0||Cj4|pZn
zrbzIO4@c&U>8))M_D4JdZH-ua@F<hD2l7qqp})t$!HAE=@@%0C@1!EcP7E(IdHLb#
zNGK%sK(WzyR-i4$oQp$eM=`oO8RJ4iAx_8T<KjC$-0jfQ8DTpk5$I-&V0RO&{WFQR
z2_4x@<l}cdhoiXwi-&na$kRu2wP48Fc94HwR3^iMQ}Gzq#u|2}d?xeL?4vR8vNl9-
zHM><S!&{CBJNS|bf(dpp#@cJCtPH{Iy7c&8Uck{*fW`gUjlT<jPeh2TF}$n{kzXpq
zip$AJ$ScRh5LR~>AN`gie)uzqxyId6h`Hwy7~3{Po>fVu{9Y~y+wmNMZYJ_NNJMct
zsRQ<T-}vp%*gAN}i>(8-AQdxto7a49Db|Cfm_rXt`S8&av^0HOD}>IwgtpDB5!~Ds
zYkqmc`shKvtPFE6!ok`IOQy01+L5e&^EThb{vUe4&E5p*@~k_IkCw}G<c}Cwn+xG$
zXN;%OIheNMCWdr%L$CIl&%dVia7NhfNGAA^eIB2TVrdmZJIL!`S0rnbhI%we4+t}R
zI%CZC=jiNZif%q;xbQ3&r=Moy5=YP@Bg5Oy2>V$sgDbHKa=X}GF2ioQ3`68HIH<Qn
zjZF}1+Jx}>_XJE2v_;tYI0V{?5M*bBb>SJTJ&^aW&~tH20Po_?>>&^fZ>1u{-Uwc1
zLgbgru=0KeYY*fZbBd&uSa2&9!<w2iHh^TD`}$fk(|>!Z1)er08Fbzb|H3$FR%=^~
zxe$lW4q|k56yri7v5N(`IMln5`bXWiL1U3&dKU+T9el+Eg$KEavF^IuHw3XhH}t?u
zCTrf}e%!uc<&_lHH^_Yn@eQAKcEI9`NoZ;<gqwvB^UfzSzF{zzZ)gl-wf?RM+Z2I7
z4-*7?nPTnP1lB)wVfBCfhNp0}5Mc2bZwUGNXzpyx-405h=N3tkm|cccdB(aIsq7q&
zWC&Bw5;pz)HVFOpcP4O;oj-=NzG(<M-yQ$W1vuCkVaYW4{Bg%U%-e7q`<L~Bn<Mc}
zO7lmN;(32zQ8|wM@d_(uy;YAE0Mm#2B6QhpwDq<?u&)Ky9DB*mA$xl$%^?l3WKt`|
z9MaoDK98=%**j_2_Xn9nwte$C<PcAUu6~HNUZx24HpiNivFu#F2kTGAuL_5Qr4UQT
zv-Ps%$SdYrPkSSF9(z9n`z|MA<45c~x3(TiDsbdxDppMNue%OH+ah%KS>^zq;Fk7S
zv*$kB4#U_CaO1x^!>mIrnaS2C$?7+6-A(LY(VuOHEcPI0(gtK6UsNo`_Z$AgJH5P_
zEP*je`S|L`tMGC$NAFJDhyPCx3r6Tyr{yv@V9lO;tPJn4|I_#{PQk&}7)xfcL6an_
z-@LWgv47PdxH+0?$Y5zMVqPlkz|)7FwGn(gH2dT9QGN(rd;@KL$$E+v)*Ojs)<nYk
zd9md$y3Vd8Okvjwmh64XT<hs*%p96@_I3*PU5LTPneA$W{YHFu1>rAqaB5k1b`C4g
zv}|F*XM)=_WEj~Dp-cWkTVJA!R#<aXE<<0|o{j(ECLF9qiZz{m@--btF>@%>**huN
z_j@ch&QMy@+4~fOI+8UVLv~H)_)DZ@lQkXHEQ_@=4E8|inn!Y7G{c(T;#ghmF4x7?
z58+@zbde1zSaKv<u8ShME@ooi6{3qRICL=$D<){qj?R=nwgp1Jzrv1J{cW)3z*ANa
z2D0;v@$)XR<JC{ueZ3^B-@GmNuzyi^xY-+Xk5~UB<5fer*oyHqCKuCI-o%hDZs^rc
z%f7u~O%b}{KH4@lN3f4M)*O#!Z9*@$&c^?Ej|t*kGJ)+MOAbb%t+%<NKi*5nzKe<2
z_$k{?MWr%)zwbHT>Ey^{35-cA##cL@G8qAT2Wsw-nKsxRVQU{F(8~<LO--@(R6J9D
zXiXcec?3sGAr`;Kj^URcjb;KVJ?%*Ol{ohx3;V95V8awvJ`)iSUHmQZ)t*Qg^7Y|r
zV~DE}IoNw887s781D@W=0bxhv{?S>CbvNW|I`TD|&_l0S|JaAElZAgKA;iTPUY2A%
zMTV8vQd$2Pr1<}GODd3<FGZ?6v+c_)dFFIuo<`=r>75-Ac38Q5xqogeFaMz2KlhdU
z=Rf5B*;4MGuX6b3P7YXnDG5!j<o@}0xqtSzM0T<2f#nnmg`#UZb?Suc*RM0#`$$&3
zns^p<u3o)b`+LWZ9bc;q<-}EW1r-u1Din57Tf(dV-}&GCuPK!O1CUgw1QHNegSokR
zZ3<Im;^X6ypP#Q0%twOe1`HU$WZgS=?i}3RRZp^0=F?9<#UFqC!K6kdzjF~2!=B<h
zc<^A2?}%}KT}WD05<p1)cG$3CfBSxK%BVrDk(E<~c`ME%J*yA_evUY|_e0pqH?1b7
z<f&xqOU)=mo8IhZZo<kfSD06qcAmI=^b_W@bqj~$yC2WtlW&e8Gg|@&J5zi(u07^X
z>%}cYpbfGm6_|fIo_R<d;3&q~Pg=lMe$q!$UKx{t>2*2yAQR-EtTFNlhc-son;?rU
zhQG=}dU+*UnFw$y$Qics3@=G#6)NRB8}e{E$QfTmW}t0S9J9gvQ#W(W;#ibuD8p@8
z85YK7Bcr?$EsX^@5#Xd%1}7m8zqNM4moGCBd?%if;bRwb%yd;e*iI>vVSGd?ax1D}
z#n(p%Q$t*7>jG=OL8GjLkq#!vmddc;r9y_&!7d6JN;PF5fqS!_XCUx;J`)5+g1o-)
zRLGE3E@Off$wq!t13k1b7BGL)!<zdvxsmSX$SSME{D<jCFO{K{g(1%Lbcd}WyAY9B
zBvr{ckteOhl)sXgYt8xkXk%rF>;1goXQtQ`n^sbRS$9*BQ6_`Ep#jEunqy8Y?$eJ(
zI+`-=F#iRq0~u2XXWF^IR>;;tB1avZZRdiS&oa>ZN-R?cQ#~y3WmCn2-_7x?J?;LN
z;zTgQjsORYmk05w$lxTGAyO`bsQ_o%E6Gq&p;8CVA|B3maKX%{8EAb;Nd|8v8RFzJ
z+)$IDwFAbxnrY|(X}9lRM-M`rG3!|d+FWDxU@FlAFNGdtN@YyIXssTY2$*0$ZF<mO
zC_+wkCDs%dAgihpeg=H(G_{76eB)VaRi#Gekyu#;?#rauZKVCgsx##!Am=j;6x5wj
zWvHnUa%7cQmYK(FC~Pj|<B*#zv%!{-ER{jsBu1B4;7&<7j<|8_)_F+@K1<1|eg9z+
zdm`2s)~5JUZSyZ-q>Cxj4)Y^2nE=gJW<s2K%S}lSq^j*8;^XXFZkYKf4XrOk!_m+H
zQ=3}iOJ7BO+|MgTk1L8(;buK%Pe*&-%?vw(RZq|-46_g;TULq1sd>n(kfDW0fTK<A
zVIvPvOfHu(8DDB3L3~HO9q?^ZHaa~^hCN@O39guCr_ixwE>>8al8af1*~qS_WHO0_
zTAScYwN2QBcdU(>Yko+~L58#vEsgm2wYei~<Tf;^T&9u$#7V%zaeoKQj>|^-@I=Ng
zl8wtVoK)-ga()T(w>6uf>teVKkwJz<@p2i&0-R{!2wS-f$z^JFAmrg>3rBnvlZBA`
z35*P%IGSOGi{k$aG!f#UzXRsRWn)P~F5C=xSng$w(H!y&F)>0;WhItp=OeSS68-`{
z4mjD=>S9U-DPNUnX$9_-mgBIKrteLYRpLSsyKwk+g5rce!mrM@=qS<*C~#=o9HCeC
z*1qq(`WxowqusyaWZ2gb+grobMR8(aeta?$+}C^c*9iIieH13A<F`q35cB(u+H0O2
zJ_nJt1-dTy3}QQLq(6$p{yvjXoT=y|%H$k53!arFT;@&#&(0dfkDufDfC;FOUoUWW
zPzhp7TD*bDZ0a(92KbJ)kY(i}_sk_E&Q*+`UWdfP=OD1QK#K*RL1<^q1oB<!GYMt#
z@<lH8Dp_jugaWi&G!0@8XUK|5kb3qiZol^>6U<jb(~rk8KYLu=r&8AK(AkLFb6i7)
z%)@8Fv$lZyg3rLWvqsUQNIdB?QBenKG9)b8NYcB)ebF=s9BomNmCFSC#eK^LCDvfx
zqXUGlj!4_dZbomc<0Qf$kqEg}RajYAh^)#=`0;qyYh?v%`R4ExnWk-ysi?p`sTBJ;
zGWNX*LyYBpGAEyr!Jp5^0Y@8H*Yru5mOfcljzbPw`eZTNC%Y%A_Q_+8ntigLzzDh3
zRajrj`p0Jad~7qeQSpyW)M_ENvH}le<=A1&?H^Z(t+1*jA72#ZprE=64tn~SW@w7h
z@_-?A1{$*MKmwB(8F)PGF;{AbN{)7rRp4HQ6nn+o?a)VPh#ySMv9VZ!`GxuLFyLX6
znI(ewnuk;jvy}U$6oqd(=A-1Bq%xHg8c7h}F&_tflbDT;5v*^TVrPnJ_6py$+|>#{
zB<Esgyuvqy*_hx<2kwo-L(Rm<kyT-7M$I@ufWz*#u#rEUBtbgrdhn`TirXdSIO@iI
z0_apLQzme6W=akUDytA865x=#9fW$^S$YSMu~JnPRuvT@o3w)g54)AxA+=Id2GS1q
zE2Q|@jJq9r3k|WT+8mpTCHP*#w!=nK?sjMlb)f5U!XSBHSSeAmNtO-h3&bW_Xtn{-
z+eldjj^>u2u&Rm)oPA3m#4KYICisqv#$Xe4Z5M}{i;-Pfg{A3oT{KkH#S~%_)XI2O
zCdKXIavb&G*2T}PO_?C28Od^8G!o#jhjv|L<_?vWSe7N1LBPi$7p1vFg_gNPX*rHq
z*D-fURhm1b$mb4LrufpvyixT9LhjKsFtD<KBN?mNTA}1gBwh>-gG@e7;XA92Q&N_)
zV>PFFGr)JSMMZWl^3PmE@_fZujc08Mj~y$Rv0r6D5lSMW@M2&n3NPK{l%YTA4^>rI
zS0e8Z27K%=QS^tjN-~F3>kl%vKkPEmK8HLlW#^Cs>d1OV$UDZ?0SVe8bx`^w6466L
zA<JY>BIc`&SJRgL#MFWPccc#NAj{5Wg8fpzXM-XM)*p;xetMrjs8Uw^<S&rBpFQ-U
zF^!dUZ4Vm5T7s_qb7SZWgi!-qA}gnu3F1r7k|4m(9_M}zQ>=BT=BuoAZ{BwYQfVbd
zeDsUTedbPk8}q04V1EB{%3Dm(;N-85Bfqc=o!YuG_Y?{>gHK1j?S`!Ua?IQH80ooX
z2=Fq;x#itpYrzJ9BxV$=j2Fq~uTNIrV@?(~6zId(#RPl5?ZDip=Ctn@iG>(`;Tp3s
z%+f@FAYV&dTi*-*?%V;8qx$+FE4P#h;v*Za0(`BR%zd_2Z2cvsNmOLmeCP>tu-}O3
zr&a6V<93+;37hGCXb&%Jn%5mmx81|%OD@C5%>qZ)3`D0u&7iYU-CU4WP>y-KBaog~
zh5%19oLkZbw&rZVNz5!!X#=ux?UQv6kepS@)`7Dz_Rem{+~-Xh>2Hawk_ybfnvC?~
z3be8n;mjCc*vbPl5(~;z=8$=1m6&oSj=9!cXuxCxyB_KfKWmYq9db&s_gEGaWM*k-
zfVK`sxH8@k{_<-yWN2!EtWp`~-%Vp>ur|b*fnKncZ+J_TsIIN$l~-cQ<wUs*`e<V<
z!u8=k@RRFK4ToOlp&Hc~EkB@6YaO((LRN_k^DiYKy{H1M>_j;89;pMqmO7AO%E?&f
zT605r9emInem3m?M}q23MX_tVfg7Kyl=Wv=Gj!$1R>8DGaRugINoHjr?J%~Ub~qi!
z%23k|VI1vnM6De{{opT`Q{%Z)Q3d9oNl-j@`nb8$b0<>%>pgh-C9D~~`7I9b?TJEe
ziHzCAy=Z_NrgY-YfYP{R(DM8(_uqZ~rt9(vBmIa?kYWC{6opL~<)hHWLed|bsP>1m
zN;bhxgzNA7!OvPVn6Dv>^p@L$+o=kBFu19jJ!qn84=yDr?17C4*GKrmPbrvih^IL=
zcB{m)`{|f=H3>fELLBMmiB4)k7d4CuvSpvcl73z&MS!z0&VJtNjoX3r$0x}}`1w{E
z@=Ih)X1kt#7FaOE0|FlR++|d2Yi1+o{0oV!430)P`$2Qq$~TuL<*W9Gyiyq^ABkqJ
zH5VD6jguHRrnZEioua>g(an+Bcsk{1G_$d^le-Dde%PD|%Frl3nACw3^G}dEC}-<n
zdH`(Y0Re0syn!;l2BUg;AuF#G^ETf@dQJ%fysdC<{Q%fnvj0<JdXcJ+KKhKw3^L-&
z-&O82_rtcBKRJl`JuSN!Ggse4Moua0tweaQzYo6qAdtKKw&Z!d6!TBTv2EZa#@VSY
z|5kq-+S(c$$9iMg`9w@R91R~^Lmc_AIXZcnX_ui$iutFNWcakD>Ye~@6>6AGP}<bY
z#Yi6u)*k$oiu4lFA4NDbtSM~eneY-NYQCvlhADp}FxQ$3^qK5@*T*!g?T_RDxu@Bs
z*!w((2}C1-dOclD@O=kI2snb_8;cA&Z-;+joHWGK3>&*TW7&fYOuHtxi+w$`+eKab
zM;*68W07HGfHks;WUOzHNYTo{2xlhw*ZPLUJWby)<wy*3E#n&;#kfATg%;ls!}x}d
z?j|_%fj_rzXbfYu4)(|{lwv;ddHLlCa5cf%*@3W?2j(SZm%g?x{&qhL6E{cHz8|~p
z3G;LAJD!*~!b`RMKJxkFhMM`K70zuQqBMUjR4IS+Vfp-V#u=6S%>5_?^FL<ikA#Eg
zUb1@7m-{dR%{gQl=Iwr}m_sh@3R`*Rt;9?+k5*hy0&hN9cVBf5`E~ohHHRG4*%4U<
zQq0@`0_l0>2=Fk$x$oO4=CN6%9hB#>GJLY>DUx$anE)PNCo%TUY{T3~nS<9-*m`)Y
z?gLv!_47qmZVBeCzsVfJ6VS|t$=p}l4ykJM_ydpFcKG}^mHW*7qyy$p?FfDSCV2WH
z3qPNDhI~mG9IVCY+0hLPKko#Amgk_O`unjmth=s|VaG^ST~J<6Iq;B`VXEqL<+-1B
z!u-!V*IVZr<#%^SR(=`g?RbRr+)@O1S>W7?9@^Ja$|~^5s@q7;l&`0_nqu#FotgU(
z$U#ZJ-C(m<whlX`Qr4w)z0tL`o%S`IoloR4nB&}!Z!2UVx~Q_ALDqEcs;=qG=~(}o
z&bm6*bUHh*Ybw9IROsUTVA#qtscPtAxeT9dCc0Rr(8U?8nfoYn@LDRf9z5nP?O7vh
z$E&0rw%k{YSJ(B^K3+X0AFqD(hsu5Ceh`THAF@HXY1t*1xtzUaR2<K?{~aW_yAK2l
zK?ir2;Dlho-QC?SI3c)&;O_1^$Y8++x8Uv$|M{J>?z8T@d(QKU1ypr)S9jIkRkio$
z`$)j<yt6&$zjkl`<5odBzm2!vt>%u;23JtQ$^HxdoEt5^UdaHxh>)anQ-=sn=D8V`
zOKyg{Cy8cY?wf+7e=QycK{ym57!r2&B+;{g_DnW60<#ExXCjmiaO|Ko!it(P5<8Xe
z%FU7=mwKj=M3gZNPrvrF)@yHPcCwzY9Yzc@mj#wLQW10>g)sQFoXihvXdHWw0tQ4h
zYF?d!bNfWtUFb_5K?eEhHtEnE6>8nL6250!{MU=wD?tT861^w?<DgXV<XM}5QO+~l
zNBlQkrvB&k<mW3%+BY!JgW5m!VzR)O9#|FdN4)TvwQcm}s+NfEV{LvWvWqgyzaSKC
z=EDh8T6Lz#S5H-X?NF$}XWOw!kvH(Oy}5a~{c2mM2Jz?x6ODf8K%3=unW~|Yo)g=f
z$V@>-jOjl>J`ChP)ZxV*XKTCxuN^~o(72j@D7J69J0KuScwE@>9|SgwZc8AeX4NnG
zR2Hy>YAGHRM=^A<4ca_B99>CO(bkTFwz~z@+=6rmhz!M<@o>4+I`7DVGq_M+9&h@g
zf!zpxjkwu1yp9|1Tyj~vpK-=gn7;yxgnVvIf0z8Dqy-JeS@4%pDxs{yNuO)=ePCbn
zf3l-HKieJ8Wc!ipsTfQG2Me194%i08gP`qPC?{rRp;=hCizj({uw>0Dsk~K}2z%jp
zFe6a$YPwx)cK=n9a)8%2B(JJ!S-<jY5bn<=zU&swU5Cf??yjEk_MF=DYk1Ma9=<Th
zw-^U?CIFGzTtqF{S8O;)!~zbhFo=k~J0gC`w<YCiYsC5ptxHS++LAW4munqYYw+7>
z%!W+wPc+9VpA2w>%-Er+`w=XybM9yvfVI;4%iP$UKn?m=zV0VFK?;)a`R)Ua@Tbo8
zkTZ(agRKV-I%@k``y)!v3C}c^nQWFKKOnX$`9jbL&o<ScTC`wwBYtwm)dPMEeVr!J
z)B%4^V&QhT1pxJsQt-^9-4tzUZos>E#WuT$0%Abk;Fs0KQ2PG9jpl%eiBStvB4L<Q
zQnv*R*_q<~4vgPJ%6}esH~p*cHXFZroSbikjPN%j6LW}6mFoHOUBKM~rYc#aV{(wX
zJKM@b_RbW=Ny#5A`eLiLjcUa`+|w!3$q`a>T^9hxB9B<}<*wz?VfFO;t`&GfUhEk!
z742Q3p0}qo+10c({*QS|ey(7dB)26(B)*6M(MbCC@A8Bz-<_l*b9Oo6-qgaQ?2(*2
zi*$&Mg|Ll1^*nayo267-S0hHAmsecK!+(JyTs8g6zaYuY2oCItB=_!+!w(*|kY~h7
zI^N1=CkHH8*C>ruCsWCIOs=15WBjpth(VKn!M>LBX!EQ-aD*3{%@#5=-M?oEMpX}K
zeX}`@dZglg2|XQcCJo-GbKz%%u9}?i#47-Y70&|SDzV9`y=!^{#`WrhkS2r*b%^0#
zu&$45CPusWL{y7+IN0Iir>z858i^u*kv_RO5W1b@Rv;X7kh`t{6cP7b!QPYpB}#V;
z*r)tx5{_YUFG+()p%BJkSZKoqTr!cbx&JgM_D8IkeWmm`2+Lr#(u|Fr=80-xr|@)C
z`C2+s)J0?`;FE-rKxm}Hp+<NIW$6A(Ui)Ra_lJRt)``*TMr7aBgFbRAO?b@%ce^td
zZ>o=SAeYa@Mo4lmXMV2E{(LJ0>lXgXa&o~*NxMN8Ki}R|)<Cbt-*JzxEnivW`emzs
z<jELac3bnTc^@&;Va1!yw!5E@EH!JA*^Av@fB@-QIKkd4NI?TJv+yv^gFy*2nsIS)
z9~l^eYHNYG5`TV&S%>Sx%DQtI_PnF(NzlzrOGE19;Y;6n<DC^(`N&Vl&#yf=wX?g+
z9v*GlMNRzj6YdBKBM({+c*{lxlX94&Nq)diN{*M5Sza#B32*R!@uq`Jj*X$R8g$LF
z6>*7$nVFfzOw%GvEi4eC60*#;#KB|ySm+6Y+uYp^-x*7#hJrlDGkHMKgsf?S19=h=
zTl>=sK8}*m!%QtATo@%Zu2#emY0rN$N}#DE+*66-P$Ca>qw_!bad{?+qv3W8Nt6|y
zE7xT8y&C6H03&(@oNtKPu8vY59G;xSrgK<y-M+}Kj2$o513gZ4Khxm2?oYu$vtrDC
zC?`VFV`9*<1if&Uo9s-2Uyz_v<4Z2uE%j8O2#OR4iYwiKB7Lg;Sh1k0sz*>~EfQ$X
z!V>j!dccxG*p~>EfT?G#)5pljC<q#hXn3(TsBoUmPIK5w_e<sBbu=_QoL$5wX0uGa
zykS%p_I1D*2u*4aW$n5T{tltThP=MMDj<mI=qxW_+*4zjD4+>HJV3Wzfo}rHwq$(H
zH0byF|5;CrzG-qMc7Oc2Fr6NdIbW&6F_H;QgOBLz6Q|oyCdYYl+65ESNvvnGSxk`8
z$r2#5Fn#*e_k&hGEtOx8BK~_4Ro!#7I8>1Vk6es>M_p61`*s~2Ae`k@iVFZ#U*?!z
zZ;u{=29Jg}Pfx43YT}QCZ&q~-pnF}mG}YbIg#XE#`uEG+87Ja(q|6cY>VyBA*wgj*
zuj%=Nucwz6aHLH5<@#%+<Zqs;H9Ex%!<)l71<Li?lVzvvA#@rV8aCwW&%vKml~P&s
z*t{-H=~~VMh)JNqqW@X<{QFya+iq!VGoC9`2OqiZLrr5ylJI*31a{Ua_v^#^xc}g5
z``<-I1K|JTxAQ-rav`?pKYjc^zy3$vW(EJxm-rtQ{r@_H1cq}X{(s->|6Tv5^t=Bb
zk26)!*4C!I0G&mk{)d#aGkaEccKW(9g+3-Jsr;&%zcl|PnynGb*p%YKJLl0#N+pFr
z76xbcu#fs4?B}u9DwbzxNewjFBP#nFu=Px<$p(7Jco6=6P6-e8zstP6H0mBZxRDf*
zNw{wGqFe`<ELijhN(kSRq9^RcYctE0+{Cti>G+5aH@k%=Vw`-ig3E_rJrw)i&KUF6
z6#^jEbDS<!9B%f2VbyMK(>gu~{-N2H)Z0+XaqX%lEH*z&tj?d(Ta%7EAlr77^ng*t
zzc4sjG=Vh)bsI(nb=|c6W6{F-Q}Q}W?d@FhI#CDsZ<VF0+HMjDL=L^dOir#rRz>z^
zA8V#hRtkIOW%srRVFfI*4`CS$7PbeC30JFVe{u!`If$Eiq8>6?7QP;5xd}T^zRE7N
zS!O+VS0Zwq{E~nB=}_sjPHD9Z=aSE!ot&%56zY}4l$|^|tYU`j(*I#~RD~(H)xYX=
zl$9&U%PQj^-vDc=U-w5@`(-S-A&cU|H>mxD6<BQ!NrVG4x@uy22?}JVtP`0|xk3N&
z*u=&<oz1fQ{n$vqM8KzK*zmMuX0Ij&&AW-eQQpf}AWhTau)<dwArB7xKCF$gdj)=%
zmf>F}599+&M4SQX>G&KWtbP1z2Ff8;aI?WB5*l8pWy#<>Tob_tlpeWHxdqS&w+ZSs
zZ>y(Qfxx$Icgli@X{fZ&Yk`S&y%+zvR$iZOG5cTjZ@sz|?Tu*C;i^Ee)F8CL0MhOw
z-@gl>?RE&Rj#6@kdEt^D8aLvD(cOv>8{0}G^oGkDLcI#B_LR8USY_ur13tZ-?M<ii
zJrF%Fe%QS$D4^lx<9pd-S8;8RfBF57(L}T4P$5z9PDWcrO-f%cUA<oq)JB3PIEu*I
z#Ow0%?bGeHKF(RKa1jS?^vz7+FL1Q=`aEgu|0t=!-0X6So)~Su#@QN~VrvlWlDA-&
zjL8c8C2|XOHlnuV1j&e^=8N5r6v7exK>35y*;BOf5#hZKZ|>O$`qEuI$m6$%O5uBF
zO0%tskq@3I8G!k07C}-j80LVvY@w0^%$!VD3qlj&oR}gVH%(!x+ZhH+f0btL&4Xd&
z^BJRn4xVE;s4r<pZVL4!oub|LNSAzZQF1WG=s$NOhpB<swOIWzyL?=WqcNp@k?MEa
z<_5Q_B{m!MJ=_um-F_&I(HF3>+s>4tr5pG~?nby4qnd)()Ii%mQ<H>47YJ4#hVLhZ
z{~Yj^ns-2U!4%n}SZfY~+D9tk=Ur#{bI7ZY;W8oOZe^(P2oZ<A9rw<EOg;A<!DLU<
zrrAp&8BXmJdk(n@Vq^JjnIb|IBq-f40>9*Q&~ksxxK*~q)Aw8C+JhLTlSF0@+DJAJ
z&XM_Vl<$0?UOLph>~a+r7j$c;+Et2y6GyW@f_`)1mn=w5QL~k3)2B$->$7?ftuRPY
zA_#iUlTJjzIpp(t53khNKV4KUpiUeFT})-Gx-GfahBw$n`Jm#tod6CxKA|a!{1tE<
zt0|Mih7f?5Q(Haq-O9R{O2O$d47J3$7Cd40bSaug*b7#co4Ci04yKsnAm2ZO%a9+1
zs!7>Z<25@b1xaaP^~y82>JFZbeg95uYAm0h@h#`hF&lc-DR0hTRM&k{1;j(wEXfu^
zLFv2K5#NM~WwBJ~T@j&+Iu>F0g^XjZE(EP&!E5SIRiX{`yYWYKB(0!PJ$Jim2vbXl
zA&GmYx@r1L@r1VQbGPg%{lFC0HGw+G!Sv#icmFD)k0q{fwyzO>%#F0E_ebvm-+_AI
zG3=kQ{@E%VtN#c(RvI{h<=q4wHtwVxACXs|ieuiO0(sAuZygH%%<a$X!3fV^{tL_U
z2BVmv#=(lR<K`NE*&UWs_5Rm?V@dxpVgJ1)!<#}2`0tEg9w+QS#Gn7pl*PXLZyf_X
zIqJawuK%Eq@dxP_6!7?eTh{+w<lm3;TcXYVBns-~aE@N?PUcSP`s|D*Bdq7@Dv#cG
zYm5Bv3jfDTiDCgxSsmbwzR3)LK>e$$dfP6EpW&62l{>B`1k(6i=mv~ymHy_>j)&_l
z)ELju7Fgi_PR^yCXC{f;n6JuO5cWw7_Y%n&4563({CQ%q>@31~32{}e$_X=P(zkd*
zW?R6h|3_lh-Kr-aF(V7jhfdKbjS1rl^6gkdk0kHR(~VWMj`kB`g!fvT_w>v*BACk$
zWFqTwnypQ#-R~z9Q8zj!tHhDH@joZ1e?t}#21GNBPia$bblhe)D6D*9UAXUP&%^Su
zt4v?l{ENR~>V&My$k^)u+puv3TwcMmYgkD-cag<zB9Ko|SO0E~APD9G%Dju8^g7vJ
zQCKNWu=ZVxWgSp*DPOvqu0vr;#@n!$;xnBS{R#(X%UK_q-&KUVl93Yc#_%wlpz*sE
z8zADXm0ww_Qr_`UC&%=8c(63<!{3oln@k%<rS16MIz+&Ao^C+=fOGoLx?&y2;3ws#
zoY_U9+-P-R>u1)~yu$DAY@ScBZ0$?*!lUGT36sNc55k5kOM=U(Fd1KLrx#KhxiYt}
zYG|o2kqhy`J|ea6TskVJK+^5ZOIca*T(YeS&;S4&!@_2+V1>gJBY$0PC3AeL>fb0V
z;&4n3*0I7Vw#3jJn_6D|MiI|wPfxtxRvgI7>?k!X%z$+KWJ{JUlh$&4*g?1E{@;If
zvql-smxCtzaWv(x*-e)7>e@);RWBWRb^2Cj;;Q3oHHPl{dUb77F5<GpZHHMziz;wl
z#f4KKI=^EhbvzJ3MVr+)<F8W^wvll5P2jU))Tml|&0vt3>R)w@%^$@=+C<i8r~=NY
zwLne%uE6*~_Y}+gokuEU?NJ`~0aljFOVsFEdV^s4%S+a_<@_)epNH69I@>X(o=4X(
z3MQ8-9ZVGH`F+}t=$Qu;A+6(zDL80U2EkbOWL1eIDmFk~uL7D1@+8z;v}dAM_CwLp
zCQ$J+c(7ELHgm%~Y;D&$6RT>F4w7M<jM%IQ`KlYrJiwx%@tZh4;{5>2W$Ve-aF)VK
ziuKZ9^Lz2*Cc~4hm}gxwX67#sUD2X}odhd8XDN6_^^*F+xe;OJyOzuwECHV8boQw(
zKUwj%ENsH`s*K$2DQ@uzO}f$<=!i)rNSEtTYJ}?pr{4!i2&eFU`!H2vuc!4h1#~E0
zs7px3JUydUFcsFIn>E5J))X@rMjMx+?FKzuK<A5k9frU$zc@MilHZE9itI8h!o@#6
z<*)v9a!dmv`wH0LiF}t_X?Xv!?M?FN=Ju<E5sw$s{RBpW*&fy2!qw-rE9x@7CD29m
zh~vv9YC+X<*!?#VOW(6Ut<3zsKx~Ylaie3ykPr#sq39&Sqn`_n@@(GK8R#}|MIRO9
z`WvM(&pjudl5K*8DaKYbZ7pK2L0@=z+^AH~gyy`JQ{zE>FVWu>$UjraP&prp<IOsC
z9_?*!UQQDs=^ayzPe=?+qk2Bv$f?cE2IWw6>?()#w}@duzU2vW;WD(xQ=3mqSKiq^
zUTEF>1F^&1=ZAgB!Vtd_e$b3YQ$$1CxVtfJi3h+Y<};%h3~XL#GA6ihdY^Fl*NcSC
z)abKa+=!Z45!bzWN6Hvf2L3f8+Y|EGmDO4oJ!Zc^=O)m0bFwt%fBm#`i~f{ttMWxJ
zws7&`zP<zx8J|6E|6r4unrc@ovv)%Di9LvUdhh^64|?q1%(8^7_w2|7KY>v~+2;8y
zhy%?w?`P5=oSAnyGDd$Iqk%G=0*}k&?hmgnDihyplQ=H)KZPB%(9cvvG<$|ajBWd$
zl}_vHXfSygM=49I#C3Astw%9!6iwRv+*uf|$*-u<2<MaD)i(32W()Zm&LU`3i8cs5
zhyV5?KKhR;RCJ<ORvB=H91GO8tXO5S__%1chXC18<7z)HFi-vJ;#BmjU|xpR>5qLX
zayxC=_RlbaB@jdZOe=`NA;~E!w&?BY6FuQmR1|Q11r3m9d8gbS9aSUs`)~gE__TI(
zJVj#ZpbTml#H8?mx_iRJ@2}w36XDBT3dTg>)t^~GvWYJw96BT>DV?{#tK9;@3Z;Ze
z(gE0t%UZDnE1|3KG}|ojPc|1qLJ7F%eY+50jY}^H1#bVyu`ds#4%mQrffgI)0L9<G
zpOe?nnMCA&r!{{}1!Tq!lI@6CPwEL9*;otD7yTXCQ}TV@x0(s$GsW;9quU<*#EXhn
z1MY8g$2bUJjdSU^4-!h3sPk*8jZG)*_q^E40CIej-?%vMtcBiI2^q5uGAxz5Qw8lx
zVoFHE=dXTnw(NWQ@({&QR@FMhA~#5g?TN{)P>Sut%vB5M_=%|%bR28^D!r>@1)Z>u
zKBNoG@x&XXN$y_AxzKAe&UyJdvtVFn(wN!(X`iRNnb-~(RRwRS@>}MDFh5+~Z?VTt
z`Vf(B{mLZ2^5LqDPJe)8GKv|Q;Rj2>KJQz;SB9ycuCh4+ry82*i&auQiw;F=?~+I)
z%{WDybU^e>BVXb!FN~FhSqK=1qO+yM!L?;R(6oof#(*UrhAR_aj9qDqZCneNiu37)
zk=RlZTgVlmhHY!qH50NnS3RiheF!$$MxWP7J>fxG^Pz{JXGU=7U%`qD0jwE1H;q<l
zRkiRljpsOA!Vd}QdZF{<<hACnl<<wtyDV=DA1ipVf}lq>4VMi)ZC1TVx7$rd-TI0>
zKRT7MvsEKezHw#n6PpZu4Cq(@B|UVBYlQJFQ*5oAm<|*X^v*^`P}rT+n#xg<RX{Fi
ziqW3>YmGrd1r~()$<^rd;|Foj_}8ojdx2*nA7x>QfpXhjzhB+V{%Nl%qc=wNlg5+Z
zEj|S-v?q~H*a3R=UM~o>oY;O;!m+wkJXJ6UXMS^9=xvl_TD(J>X24NX)5t5$M>dbS
z9Q5fFw60F?K0?OOlM_|d0Nx`!B3(E2{Fbf6+5-70_YDagXnAqqA4uU_S~2!5y`Cbu
zZ|UQ%U9sWf#)Hay>DVlTw_2&dXOdNCEOeXCW4;5s$^B|2@uw6;S}QZ}G3b0xpsC0M
zqfgKPxhhe48|-;^7wMW#0^%GqldUjMb>i#HU-wr%OLw>vpv}F#vh7CwDmvb$I3ACO
zfI_34IlKb-0!u50(8drUtm8hRB8ZC!94@Ae&3x|`M&nt$$artc@&S@E1N6)q?XI{{
zJWyhF@|hb79vvkuAcxkp2yKL0!8$IG3O`p+c;=G+8vbyCcXCc|6(KmV3nc^3;6?ki
zTH8g$YJRQRikB=Pl$#!vjcKIL`~azhnan=5*jUX@B%1w$11fGPdC`3{Ih7DkMZf8(
z$YF_94Ug4St=aM@yp-XxgVZ<s5PN#a&_J=P0~hglJGdWaqJU4HOjVuWh>9{2|66HZ
z_C){-!OCsdmtjZE5jx2CnkEM!?oHDQ^ML2LM&!^lR{BjxNsJ#Tg&RjaVx&IQOvk4&
zSj>-|7e;g%YhUXSSC48Cu@}=kbNVS1H0u!ew$86OxO_IugX{ZSPhhC~2WcvJtFOs!
z^&H@R(tZnLtjU7fb#jbUY#7OMm!hsR;{D_L<{25ZxY`(m&k74!b(IIB<VPwfc%y1>
z$(7;TNfr$JJ?Yj~uV6#8wYKhQx|b$7PzuxhK4An%?ofBDg-_%ZY2C%qXDnF)o@}2v
zkQpavKOP!pVFnA4svtJcT$~mmp;?>6Zs#%{Zai%Rd0pw@WckcCNcX9x#^F&Td_EM!
z`PlQ`!!zE7QVX@iS9Vm^*x%|P+4siv&Mmq#!TKmmQGLkp8zS1bhy@fiX}0QD&v{RD
z>v4BdcOlu$?B{@Z5Qw>jhkHf^tZV}su#N1LHQ{Y8EPQfIjkXqf$6xQIu=Z{Mx$*t;
zGT*coSKsF%IyKwmCk8e2pUK(^@Dg|G3)lw4iB*0UaD?od0Lz-Z<Xl>`P)JvKOM&;r
z0d44g?o!To?`hlTpjzcrcbGT~+I*3<?hu>%h)!0vl2+O{WwlF8oYnx(yuW~OuivGO
zM)_prK=v%<o~ZS$gdBr7jjACnfnLmB#qq<`P4iD{dRIgt!M2Xi@=^hmHvCtZoqe~_
zBg4?KAY<TSd*1_4JX!Q=;wQZo8Hmc}x{|S}cxtM8*v376QM7v9m)VWa=BkR18R<Pv
zUU0n8$1zP-Kfh`im~IT&+%i-JkzKa>QrN}0<s!~;M8p{GCDeW5bYt(0NgO}dci7?k
zYvPWP&X6ndn80T$n(Z=-UTj>mwa-|v2Mtw?V3_xtMd=kLSYcmL==~wVij}Pm9)$+#
z#uzDH=zGj@$0;xk9A{&<JaUrOjauKg5^e8ixjWWQXH7al?%pxFuZVeTU<<^*RS^d3
z@HwV*pG;973tgyLQ8+{Z%w4CwUw*dk)!uAKR6G_56onz!REKol)fhi9YlNFOY4J2;
zLTfpXIkJ)YC<}@Wj4^41@7~@Une!wc?NxV1Nm%4iF;rst<_Not|0Z6=!s+pwM3>1m
z8GJ3iY=lRx$egC=eT7oQss>C(azK$vbVm&8mWQ^%#3mWron4CRRg2DoIGDek6LhrV
z&V?kfHtb4o-YiUc3BKcZOMWy>qxkKoxF-jj^8766rWi3yX)sgTYCiUz(DPiJrN1i3
zZM0@njY)%y+FL75<5Ut;=K}-;1v+JxYB}%I{+@|~T$0DKnUoMlP{^_QEO4j`J#(jh
z#Uv)i5E_ii1$+>Sh|y%OJsoStTFF{H%A061$Td1UAdHMmjMvQkwjH6oT&ioJ_F?eY
zt=Z{Pj>#EibmP=8xYR`3c=UXC>1gvWV+Ai+*!2o~!zE{boANRxB(;6bzcVL>7BPpK
zzwmQcl_`|A>vyiN%rkLRT+td|S!_~snEy_}2NZFY5!+2~JXp#*FVaS2VpqZ%+(}}X
z`X<-kew1sdqC-lSyQodIy^3c0z=6E!6b3yq?+Kwj!B&Z{HhSL1hZ4(@L$K#DZf4tx
z>YwZp=qS7kYjafVD)P%5S`s2pnr9LXw7<ul4nfZ2Qr+J^k9JpR_)9!r^)s~wH1%8{
zTfaWIcJzt(q|F}WGW@d${u2JrqWq1Gro~~U#i<c)u%dz~OTZ&;B+cXX*$et7xW~uG
zH-mW}Q&Sq;jr)LD3HpBE)zdbl!4*$@sl|A_seGTqo%(mx<Uce_(ar)j6c0jqGyqm0
z@s&DH^@8Kwih`Pk#zI$oq?|<cG%1_0p^ZK9shQ#KrY3}U0+H&pNbAW0=dsEwbU5t9
z@GA)J>i$^O*NcWEJJVT&_h5AeRzM<iu8WY!k=~s)v!!ct9Hc7mVtzH>B#t~}Zo1i)
zFI2&M?baSk`w8!j;<Bu4ikgcY?&s2ah(#cPX?)Y#FtF~>+LrmJp@KKTt8-lhEl5Z?
zHF*P3R+wOfN8*Huq3^zfNw=XcBspjICUd+ZZCs|2T}?C3KndXy86P(fJ{^tPxt{Hh
zO6Y+xZe-^EW?=;^Y}_~-sE+2Ij)m0bFDWNa(XI)kUQN()8yd4-)c#XL-Q>JpP3!8q
zc3}bI))$T@dCag(4Wy~f$C2r5?WzC4?A5#k|4w{sb5`8<LJ*f!8$tyEV;yZdPruoJ
z$Z@*~jSbWZ7jDKiqMicviqi9<peJZ)!+g#8-IaxgUISTx?u7b6nd?4DsBFjjIH#RE
zFaajxiUu+qG->47VQ!`pKfhy%(C(O=Z{rD~IEBQfcoUuT63+|5J#U@8Lkxn!8G}+U
z?};y*+LFJX_`orf{_r1X=xhGIs3iqkJ|J!@HwmgCv}#%Zlg<!Q{+!49$I$LqypVoV
z)=3Q=GeCd?wPvIrp)1^1@DmG&zBZk0dZ8arVEp~}?e~LenK{t_awcrck3CQ<LQKqL
z53_?z5t*BNJ4CdsB05=ppCmg<44StW`lHM`ln5C(Jd4Dkst#x>ars?Cbj9v+kuNyx
zU}H}uO>4fvs(gCs!Dp4S&diM;qVRLHx=K1S4=W@#mW{ge^b(qFe9zU4<np7gc62TS
znG%wf81JE9xT$}|f4yNwQsMasIWa;-{EeteJTt`QOOgA1Se1dheYq#cqQ}-8aLJC|
z{F0r1G{=|1+{<&ZsI_g>zrQuq;ENWmFc>n=qHRX>tZR?k(Fh48AmgTD$CqGkwd;dI
zZM3w~;s=W=^j5y;hB~!=YcaM1En?`5SE{+?m7)06aZDMEu;8?zz-t+mX=Ux%9K?4g
z|1=cy7fwldhX4auhH8hUCWn>ZuIxC}H;BJi8#_zR34-}B{=UqGwh$>*&ZvA=TK73a
zGn9{kPwT)oRy6TlW<3g<ARW0!Cbr(xo^6B?@Sui$s-ML}hxh!NSdUG8K5T$VGDWs_
zah$|mlF*r!h$K5)XPnb5s1}j9^?q7^go4I&BPEr<XQN^sV5Yubwg&hvgaz&U0VIw;
zhiCCA)Q`O<AP20c5s!owA29sYL-t}=#JJDz5As)zFy+&5>Ay<%F)bvV8Oi#JPA%K~
zh>6oayp9ciT8M(v>2d#KN#`g}>PwByPSM?ypABL=ybt%@;c{{5gK+4a8(xV$Kb|tR
zcsRt1EfeN_WJU#cuNzif02T>5HT+^ZzV1>zOqeuea#L)x9QP;-`>FI@h%Ck)qpqtP
zY%l)w8t%R#vY#2sKM5mmIh{dNjXOF4p#|RkNsmlBN56dYMoMfZ)jrlAofVq}7lOGc
z4E%cF;f2ZH@S}31`U~t_8X%4Eb+E`d^JjA{#bd)=mYs(-E1B$=d{AKxizQFj_8Pci
zzsFx$65%P)MZI<_lq)ZW7%2J1M(gby{N!)Q0q#Vx9Wu6l%dW^n<>*g|E@uqaXxG!u
z7ig|eeuxwIH!^0jr9}?Iql3;m@(tLRwOq=<(<A9E2d6!y(E{X^>c`IZX0&T@%Kf4y
z8iexYW$BdX#3@DK@cZY{Pv8;o;M2&r`_<Sds-m59e@C5HbYqbh3@8Vp|FvF)Q=k(S
zQ|CG~MxIaxJ@n`|E0%=o1$TM0{<4;yg362(_3voFY-Mz4{m!74#*gR+=@d(=9?+y2
zjxXiNz_+i6TFx<q3*ReyDZF}q7^r{G3$xnqC!CvD5KcB_-~NF<G!NEt^7uwY_nF;s
zX%^-;op)^6GYN4@%3q@{=!%{gsiwFBD~TqZw^%Ct#+VVEI2^AizgZUnwsk!_%9)8!
zr|%0CEGMk1@&lDr$giW)Rj)E$X`)w-uvKq@spov(b>*hKpG9Wuq%MM>J&Uq=tV+)P
zL7l|@!Rg6z$4Snn>)kRfPDf^Xm<`6t_D{R{luvG=LvlhhY9I!#EJg+~&sIG58}Q=y
zc-^#IXofFkH@TFQCo3bW=5fQlC1Yc&ygI(Oh3T(us)%@|<fqR<(DnN|5o4w7Bxs@n
z*4DLNj6*`0f*^H!#?u`vxTxU*_ND2>GUx>NJ(@Q`m+KS=LJH==R}JH&k0J`;=*oa6
z9sZs#JtlkT)-G!74!kqc*n);VLJGapG2&qV<S@6cs7pi<xqqrm=upu0XH>@<XeW3@
z-(D&=S9L#U@cmsd#W*mFr8J@9F8FI=DT&etr`I@1MXj3V4p|20*hO5Tq<uO7C%>~$
zV_0-x*C)eE49>gkS0h<YYX!y-DkrBHCi*f%x4W_jr94GgQBx~g%pkwH%_pkM#0~0F
zC{^_2iE@&{zI?zg`mSiGTb~k0w_<V|?8`(K6n6=H^5KI{M)`vjT8@wqCPg37p<~AJ
zLqI)G_``B78FH5_c*xp=w1Er9*u+~nT)J>ejPb;!nCi>%%E4X{bopP{q@SG;L7x5|
za%_ZZfDOQm9u^dqcoG!uMp`f2F$@dAKgz8`1%6;5Z}!XL1<CpF?q2BW7aG=-8rwGs
zx4&DiL%m3<$Jg}|WEvUnA8v77xpogt=$Ah7);kI<AiAn|sRd_{v)YfP8Y;-q*|%5|
zvo6`h5km7Y;s|q7WPz)FKl$zp0%Hj4oiF^Y3H&`aDOeA^?M~J&6+@v=dPt&f4?Om~
zl*vA3guhQ{I;yhK%$5-nvSV)s`NFit3WlWK11vXLPz<dZzN1HN&-p7eaQo?N*4qN2
z0fp2+G}?2AIVYK|V$Iot<26}3`XtLlXnyu#+jU;FQ`*CfkZr~y29^K3mdjthNANT5
zmu|EmbWol-0UfOGl|SlzTUzksO#eam51`S3A|wrUT3`U1){I@yH$8-JTL&2A;)TOd
zRM{EbThF?=b_<hrNx@GVmM&jyIP;u?WMvl5<wNmnvVc00p9h<p%!W<#jLyjQ&3u1q
z2}V2!CdHvWdJQ+8a?6#7%npAN@zK>CG%@IBy^hLz9mVjbDrjzx1}Y-%MY1vv<C4jr
z+KV2GToOol=;l1^(F$}}v%xSR#HG{Px~{}i(DEkbHW$CfFy~?P79cfw*|Xc+q?ESu
zqSXL=7e8ZV*_?Y7tKpvM*xM{#Omh>4Aw{f%5jwIj%wLB}^Syq1XFISGG)4#OC-|mN
zi~VhJ_NSWKrja#r*U8}kJjzb;DBFvzVEF4LtjAC8yRzZ)4}|qqbVeo~n()h{MtYtI
zk1vlXll>X}(gjioUBXv>l~5h=Yj=*`xV6(ynX7zb0YAgO6>rrf+NMEs<=c)*_nWtg
za{{IjxQ$OOSm?z4c75!22;~{4r^kt?wY7~efpa~AO2nT9vZ6slViZX31SYEnR{PBY
zIFrSVRqf<IVL3UM^R(75q=y-kj2_cH(N+n=1OSY%BG$aFBDfs!QYPC(4xugSh9`xl
z*LrX8iB};;Cc02Gcb2N}gAE$LkCm{8+_yjaJ1?z!t@noOsAx9hoiJ((>})%L*rB0X
zvYmyy;}ar}2jI6tPn$srg?+>L2e=hOW6MB`(m^b1uh)4ZQ(m&f*l&b5HBNy7!Q_Kl
z9s=Yqw^CaV#W#>p<yJe`-sL}7Hczen{knmw-|*+x<RsQRzj$7Jdsh*wcIL(V3EG7;
zMkbiFK91M;Im(t8r1|{Ey#ol4kgl6$xW2r0;xw;)eD1EjXe>-9sDK*TPg6+z@7C>2
zbN{BLD>O^2_2xcAVdXnRU`YC{Q(xXW6IhTUI+nT<Ys);QQB!r=<174!ZuE*`)}NbW
zxK8`WrESD16%6Q5ynx^fodOnRtwDKp!LNm(;>de`ENR&Bi}gH#gEX%VTJAW9a4coq
ziq3@4E=GzE&fg;1jws9V3@CgDzac7~#MGP$0X(%xf2(PSaS`H7?|~dUbl0%w$?gPQ
zUun&&TH+L4+NcV`$mfp(LWKb@;U!7ih9;%0N-j74DAIQ~(h(ZBSSZ)Ez81XR0j@aM
zptZ34=Z%@!Xk4||-IZ8)g^U2~v+HwP*U4?t5VQzt7q%nS58SuzCa}lztMW4460GOX
z{V7XN)U}9!kI$V=67)(P!-Ltg#=MrbjIpu^MdWdkCfn@=<O(&n#?VEEU(E1(Drm1w
z6HT~BjxY`CjP(Qa@`ZLWp^926_L*MZvG!TBM9(wb(+CRW_eotF%jd5pHpCR>M!Vm&
zY{@pmuyFR>x$ym(B`GhDyq_hY)XQh)IAnsULjc{UhX_Sws4Q(!z|@UaY~rRliTUaG
zfg#LH>VYvln@O5qXP9?bt+&jOH0!&{i*(xi%e{}T_C>@<*V`jn6(XsDdbv%Z?Xgt5
z6ux0y(Wg|#ZWd5-K*klw%=8rkN5y<nySwLj{jl-z_k_|$4m3NvZ{NQQI(;NUCAZFg
z-xcIX^5Sa?1jNXKW%fKU4f_O`+1_R_*sxL0nfNnX^^eG$`{8Ueu!FHg<SY1a!i4Kt
zsI1p1nO!~$cM&h>0^{jihRvEGUasS0e@5VsL@-q|B&2`eRYZH<j2TYw{mm;MNo&1f
z;8sKzjf{UkpA{*c%g2M=SV_;pv-8vFC#G+9?4sB4s;h$5%{y*$*lP?^xNKw9=qayx
zE`|M*sE6%m!w>8|^#kHa4`ke%U>C5iGj=Aywb*Ay#EL~fOg}mb@!2q_<oz}-n|C09
zzrp>-<hDcJ9h6JQdj&&wqIUN{{`T_zR8THRf;{3k6nfVW9t<#?>GMaj+KJ?9Kl`N&
zVU2v;-sU&8jKi?|%WnIE+9`2Iy|seJyHx8pv%Cs>w09E}QO_qg_Nm5ufqXYZlMpJr
zyCj79LL8lbbZR)0N{+qd5X%*jlQ(&N70J&_20b{L|2othT%Ae0jKG5n+>AH^FUg;|
zAFowx{XucHwTi%A6*}L<x#jcAc00EqGq387P&8<;Sa8J<k;x?vpginRVYcD-_2uZI
z_0?1SMm(G`u|?Ww!ykiY#ty9>g6+`0*>4swrzbq!Z-))Jwqgvu&oCMPPIUcn$|`Ah
z(z~A`{V*ix%dte-r8Hz~(2^8~Tn;EZG|~q02RNbQdSeS+hkcKXut1i?Y`g}cR<pUx
zq1!$dF^X$LjK^O=`&T0jlH>qXQq;JM!w|ff(-}N+?M1O+o}SCq&Ha}Phe%$2ggEEy
z%-TyjmUa1|H7TLZUBj4l2inb~Ld{J>yHGJbPRuMpS3YbG9+AGHNjU63U>uvcPRZOw
zP3*?<T=z`2dCaZ}I$NO?rNL0ZS=|j*L0g>9vo!mu<Ze%|s!zgVo{m*oD-Q}O{bRlR
zgD&hNi(lYya`s`<nCV*0+k5^e>!qEoOF7p|V1J~$ds>I$jVN>F>qRrKE!in_v^jbT
zz4vRDro3c4c}=_*y!1mq>>mWM78}0Ys2!7RqkEuI?dB*Oo)TY}{TlL&Wq30sJIa-P
zSopg$`AYigWkGY4OV63~w5N8xq%gW5SP=TJFbB88HK16YiaseTD=S?~d`H*YtB>tU
z3-*^UUo2PKxa`-vV#_tFUjuZ?ySlm@oi>FNOM&&?M`j8n%P>ay%e|A!6q%{9p~DIB
z*@*To`T)F*D8L>@?><$KHsDZ4hopaEsNmM^aT3Y1?OUF_59`Fy!gFG%EEGmCKMmuL
zAr0Z2K>W}};l8Rc_sPRdooj9RmFx<kwSP6r=Yuo>=83}lMphT*=)XFsG(<K`LzX7M
zjt4=edd>(VTp_XqJQsb3s%lJ9xWOZBD`K=v&R$XKFtYvuY0ohgB+VQc-+MuDGh0YO
z8_8th=&~KYEo+M5&pd2tB9gpP7)%kOOyHfM>L_zadJaX!&5ex#&*(SepFGl)A3up|
zLZh!qGkbGE7TjewcqGpD4UY_5fNeWP;KY3BqG0{d3`zK-VhzvNzHhH<G2*+kCvaW2
zmKMfHnpBwC3h3!Eo?HpBKbw3*mKGjXj9Ze98cfG@a5F=`PnaXQafjsAz9ZFvh!qq^
ztja!QEu6`X%IHhc#x=T0%b;SfNcwh|S%qrQMIpbw(=nl2HuwqztQo@)JT8ga{)!Or
zDhq<=s*oR*NDDz;Yvz&SpoW=$g7m0VBl{~c{_XHr)`m$U-*!YrY~bNAWk+-8Cd?~b
zLiqSXrwG+(D)IYf^-XXwAt(M~o{q@Et`B~%(!D<Xb2aj<nNxFrmu(aIEl;C_fQdv4
z3gpo)&o$~zPnP&Goj9*K9sBCV5Ea;#9)+b};q^nv$i*FID4o=#q7~>H>RaJhV|uue
zDrip(M!z;1<0$ddWB6oNMc?bk6~jqrk`hbYHtY1;$L@jeJ&}cZ4A6Y&9Q!=IN5r`s
z?m>HWVIiV2NbKau8mRLsid%T8IGAQ;H)QHyjnvkJOv-V2(Upw6)@XbaXlrbKP1%ki
zR8leEudIQo3oq!(sj)9+rH=1E#yI3lFTd-8NrhQY&b&dzX2{*-a`9DLcxXAzI4gFA
z&QpuyrfiPRbkr_*(gqURVcat2rje;fM$O*$IT5>K1mWw~c@~PYewL+#riAV)`9*gX
z%=_*9@1t&i&srd#5)ES@Ncm9t6#4OS%2}J>kin&E(aLA`re_%I%+wjv<a-toz!5WZ
z&$cg3siBEE%vv*NZ+ps61q-hZu&qWUqMiJ9PY${O+B1r9H#Vwd;ne&S_Vr=#eytaW
zd?5TB>zr*lXCD@`y$-eU7F2ur+R~?Qk4XXnR1ZH<BcGNV6%a22+Bs`P_<e<8hy^gH
zuJ%km#>SY#zI|p(Q~c;b0JH6Gr*gjlX9^Guy9~v{d-j4`j8KvwD`>lrpZpwJBvLI7
zmRT210oiRMPw!Q4UV7MIxou4%j4Zp4TK)ymZr^<yOCZOO_94C9ewaqJ<PmDP&2Z=F
z!|FO=qd0lRUrYq@3Yk%Sk{g}!?i0wmbIrsKFR+V9tb5YLlNn+Q3P`3kbDVYV{1!1k
z+)W(U09X7aBOy3T#Gbu76QNnHmG0`VlxcS7sBV(eF>GBxcb;=ByD;?f^(Smw?r%|j
z!$frF${MN&n0D;lJVcX(4$@1lHXq~UrLTA4J`4EZcX8m8s#INPhqefTzT69vJSgjL
zDDB%4wet6Um@?S*&%8nbPRtUSC=6CO)HE9UNr-(3Ili3RVuzxOcpQ_)du6ihfRF(s
zeP4<t5|o;OA=vn_!p~Jx;9uf3Z@#eX9u(pP(}N#12+Jc`;ud~KpDc?yAHmdNG8}Ae
z&R{j~ObtSjBRcUcIG-Jtk%EBX$OGqp_Ds5lVZ}Lnt9Mpz42y~}Z3-6*>ezQ5GYp&W
zKM_-C$^n&4g9s2{TaK>M*2l`ror*eIrjwN+dUU-=K}2V4?C0k~)FBjcokeI|ViBP-
z><r;ZF<5=LeX{HC@<Wa9_pi<+>2{jNH00bD3n|*OsGG-fZXjkd@~$Np(-=!9>_Nz;
zKmwDWY2?LBjfNlw#OOn!;*XtGBQG<ejqma~)6ra<uP&03%{q%s?5KtR3?t>oK*hPi
zXyRM>jSrtY5gvy}<-p^UAbwQT^FyT5hhmUiXuDJtuwH&VZBa55QF{n{gmZ<pYZ-M%
zt}v~@)Z=ZSLv(m#r2Od)66LG3%Mzi(_d6v0Gtfb0?9ucW(1Fdf@-m>R-1i$TMzgEr
z6aVN!R<q?oc&_RtmbFFjovq>~BaUHZDmq8RGhc{~$DKJAahYRHI^5Di9HG>wUTPX5
zNk5DODu5>U5YWYhh}E7o(Xhc646dL}t1;Q_4=@2gn|y&ux`?l!<<!)d-#{^DG6o&z
z{~S7w5&CHLODLh*3{3^P*0+MBbppZb+_T{9iX9hv4-LXQ>vYiBxbdD+H)o?}Hi)!z
zk;a9ZPKW=&Kay4;K0u`)JvqLHp&jci(W~RVK)k`hM?mvl*P>vKU?9C%2!}0rYH}cQ
z#Ik*Qk>sFGE{j=hybGc=-`MmQe@hQ{(9@|k_PtAYNEkXPt3G35JmFx}#g-Ah&h7>!
zyFLx#uLQIi<wK(XS;tG&eF_zl?;kR6Vk<YvH#a%JEN?ad6#%J_NQvP^9CU2;+0i~o
zP`FdHfxLu9{@iUh!?Ag*yn`o0j7vnf0!>I6F7mvbYeXV;tW>ZCNV9sjY8%h2>16Bx
zyyIlyGCx!Ve7$eYG`gy|#X`QRy^68kZ6IlDYU-bA)}02AqvgcW-TQ_Dw7t`|hh`LZ
zeV`VmyZSUN(V@K;G>CWdTv_YyjpV}aYmCtBU%loBNRn=lga|Ni?3sm)uipiK9`2to
z!G;<x9pF1ayj^UddDHn#%|Me>=NEPL*yv^)wJO~68zT$mD!=qh=gA{kwzYy+eWar!
zWD%aPwmI0~`QC4*?`o?m?SKvS92u<{eKXTUxtMoS^2!`5o}=c-lrblp6Q<nPj%?xG
z?Zg^>IFWr@D1zTN^?CGPG)d^*FHttcqCeY8Ds1FN7Dwo9+IBjNh3C2tJujtJszNCr
zQ}3W`e<Mj3`Fkzm-`VxRd2~lm$gDBVu1h?jrpRzl!LA09o&9?ec?r5H8A%M-@55C(
z2-Nx~V=3ES;i3l0J0vbtcb;}PH);wfwNjP|%+Iz`|7t5<@9wY!u4FD~iLS~ii2J^(
z7`2Uuav6!bf1Fdn+9qU5)Jp*E(r|gRcil3AO(e$B=sn=*aoK3RkVfIqGQQ^aR>3`6
z(WGN>Pbr{q?q$VFlV<mZelnZWP4~eI*X!k$mvpsbd?Rm%IJwG9>#Dfp8RPc2zPWbI
zmULG0b>cIabXe~-E2(yWc?D-|?LyLq(8N=llzq{!;XMK;0<p%rTz>&KH<BIm!XS)u
z=J`3-V~F;z<Fpiw{Y@(rOjN38J4vnSW&E(6WX~UYd>Yz*B5+CCT2u{T_|Fw+wY9~J
zI<M=EhzRKQi10X(+y~4up>FPhx%otyYj<Ih)$w`@M_w51H^jT>w}I^`6{rkeX7|sj
zsgS2Uk$SJMHV>MrY^5ROeM^hIlM_gp(%!Xxo9@!9J7<1DUVeI;RVn1h>KY98Ao&`j
zP{Lr{*iDJ!6(rW58fu%Oo&?Qkd$_>TXzIST9}8k79T-(}UlB8@*&Ip`aoO@FAh+)O
zn-0jBq}b2d16q9Zq+x~7M<^JSIr9sZ?SIDR9>Da^A%F-LlS+!i9SdG$T|N5Adv9-l
zVaDFDK{xO~wat9vKFU9%o6|S3Fe|uxJdtB+d(YR~KhiKQ6z_n>UeT2qCtF#8z4RyJ
zB;IcY@_HYt<6wOflxFa>br{cp!yx>|0V9HW{Z6_1)XUc-A;>C1set@%)5B_pdkKj9
zjPhh-Xc5CjY1r<{k#(MXnTUOnsMWT<3M3obEAm2WcP{<%Wq}>*ZE6j}h|2kmP5cya
z%Go1wJ-r3Mp@Fcipo*~!om2S-w5*5-f~{RmxTM2poYH1jiH%mXHuh{|6akO*uLr7i
z?!=$UFV@;XX*_idD|76wiCpA3ocAXJIYeZp(J57QkSi<sg5Bip0ikhkz0L?QK!?&c
z&G(hJn_eK`S$*vJ0`z+MkdH19psU3Zpit3iK9O;>f0u%o5-|O~^2K)Zz&KpY!N&<9
z7RXK(H&6fr9kw#N3FZ(%4oTsN3LA=(U~_vpm(Q3`B1p{1(CsXD1b91T^PW-R@F=`S
z-~QZ%t9Q4wk_u<vWbX_adNSNFG!++TxoZroj0hA4Y=xzq(zRSD7=d<=z2f}EnzV##
z-)sA%0~gS(_j-s$Tf7(a6i60PjLsTNmyN^#?lF$n$Q}X}WHIsU=#qiC%)Ua*wI>n&
zm+mU#;Tb<zdM!}jdb*NBdbW8RRHeeRn}JqpHlgU4fd*e~Z1o|zddhs4kvie(5*HUO
zO-SeUA=SnBP0SROsbY!A?#I6f_NS-eC|GvS@0xnc9K7>tO30M;E#vw%0g*igV!}wI
z8|We)F1D|A)RLxluh;Sum+eipps6bRWACUWWMRM@8M6?x<94n1q-;}nE3Qty43@{P
z1UmG5y}ux64NAmgT^cj<EYu5UsX`%^e#|Q@ZY@Le69jsQzw<76pW~DgAc&Ck*z%zw
zmGN0uq2^&G@bRW51TF(R*Tf-oGQxB8hD}Bta~Vg-Hf}!09PAddwCI9>#m)}hMUs_x
z!RBrueime^d04KhV9EI_+~B^B*?E33On`JwwXN=Ao4JgxK4;odR%6thQ?UIK)V04f
zj}67l-k*~PG+0}QwPUX|`QOwMrp->m8Tkor>{&;R&n(rQI10zLQ^4A?H6-C?w2nS)
zvpF<evkjs*I!Vd7BMUz<kUe$TBkGeE>s9e31<E=IP*s#uKW7a<IH%(q$23(BZ_!1B
zdOJ4tv#!GL_ysoFJvyfHrB;dQY|L6xf@M#Ru?TEYMFg<9JGTd`4pzoXd^#-qs{I(M
z57@dkwNbiGHe-6nnWz8sBKZt?Qa7qZ;bLb*xK_88X}q34j#(T+w<f_yCw-f_V^DzI
z*AWpP>zm1+Z$iUbxm}jz9aR`Aug(8N%Z~;Gic*R;+pngr*Vi|){=r5;L8-A_WOqII
z^Bw~OW8>-pJbAYs00074FhfUvxk81-_E%atz+iA1laFF1_u$`=q{OrmEw!m3Xc{RI
zu}-6PSOe#HSSGoE`!A_z0xXm;M_1Q@>w_7pL`!>BO8Qc_lO^??`l%_E-75%0t3tOG
z$KT&y;oILUlF#!Jmv1D*#Jzw1;N(lkimU!G&U;;#{FJ=en?!THU-9`%RdF$>qx*&O
z6u@ZmR{NwNO0{6+0^K8}p!q!2nZEVcU8s`|{G<b1;t^sM#7DF-p`df07Y24eegL?0
zROK&bE#G^tqyELSvIl>l&k#wJoBmdk20rAn>gxzlnRuzu&xVs4B(kM34xVYDG&@eh
z>n)JQy}$6vT9+CAH1(ZTEisSUAo3h#Ja$NzjD>ONU0w+{E=sznK}t%m-g+S4YPX&F
zr|`d~8+Uc86Eh6}{N()1^gOu-Jw+*n8X`iAt0-(+rU5X7$#X4MVz^(j;`69FpPO!H
zjKnvb4hs`-C8GKq66;3^4;yNH;<YC3K0D@Kui_b~<{8hxY@{pi>nje7rb+F!dXon6
z@Lq%}ii+;HSa-5wR%~Jlg5<o+)(kWP>6Wj<%>C)dA41bmfG1{jEA|7wPF6jc;wPsQ
zsEQ;};xmEg?f4Njdsa|+rw#jvEoav+qcJk0XU4|Ew)R_Fy86h$gW_PhVey%B&xU{u
zsFIY|r=2ACHf^n_eN~OroRpv2O$BH|KS#f$Y&w;y(Xz!4pQmU=KGC8dVRrw;H-b{)
zVh$k*rRaYMDN<$CVXx9IV?$dEmU=F)qS<Euj*mK^apy^6wq;lz_I4UGdnXtKQ&LlP
zeFg{L<$E^7e;yd+45Jt>3z7?5^sPV}85MQS>*emPfZ?WMLCv|_#=887&G_S}7J1PP
z5_)JYSXm-UA5_MYa7QyED?ynVgNVYlyxG)1R>`3{&BZ~!j`x?Uy6i{0uho10@?_<;
zB(Mznrl=DT;k()xebd9$imn2Xpg%(M4!K+*fQdnd&}7b?^6V_xayl&7ScC9K-R2c1
z4EcwonooLP3E@fFrr?|BuFH!=+&2&7Y2OqBZ2PvwR*LvgSXR}1we(_x<pX+K$UWu_
zf5^r@D=Mla_pB0|`?XV^bsXm5QXK74pB>}x>c7z_oxou|6(1H&rlInrO(J^>Qjo#E
zU_TYBw$9CgeTr`@`Hp&MrT~1_3rTn8WDB^THAF6Xio}k;cZZ)U)toMbA)kKj8mjXV
zh|FjMp2g}s_H=xuteeoAX#pgr!*3Rrk0e~|8Pxpw5YiPGG0HyIrTR@9qg-i8*>XF*
zj$TR51(ox}IUO%s%DU|%&X)f-IJeqgND?te^Mie5pUkONer{)w=z%q72A|tpFEn^#
zw95~Sb6JKpXQb{LuM$0~{Pk#V&MQ=-ZUyJODbD~SBpR4BAFFbEO58iNlGJ7R<S|<5
zk?W8&+l#BlG*j~6iqX*P$7RN%r<H#Zap1zD-M7#%OGzikr0c9zeU$JmL?cfgEnQ$C
zTrf$+t>3(&fg#VasU1_~J!S{pD=+gF&e+6!#c+=K8X54&BtQsAC*lZVcKdRaA7(AA
z`f(rx;c-7i+xIW$7WJUp({O-Eg(RhkwK-U~h|`?qkFdG_M~41ox#IM?D+KJ*U6(OO
zI(cCS&qSC7n`xvD{D>W=jH~c{oc~ADIfuvDgloKw)7ZAH#%huVjnUY)?Z&p<ps{Ux
zW82vn8#`yebFTB}?z?-vJF_$M&OFck{BF998u7x_NsVBMBKC~b#*}TjE+1#KOU&d&
zL3_`HuPxTI7T)~wubqcp-{0(p$r;I0oVS!2#FThBglw)o*wTntrozX9M{+cv!f19z
zynykr90(b`c=sTqLR=2+P!PGMOlhgX67rS@Q~qz){|;-(X?>f$U#<?#$XGeBf}GhM
z0<4)t0O>gkeL*m({<TH8L5RG==U`hoDFyMgXcwQHX+bl4om=k7`($semwsM$cXR|c
z4j}|Rl)ahDU*u{<r4P_I?@bW@Jbl>s<E|{ticE?1W0{ROKPjniLqiw8^75FJmbJQ7
zCM%MO6;~>o+Wvv+Z9;?RIfCHRUncibWHucR8$WdS%K;e~qJ@T^5wl4D|8eY2?%-7@
z)u^+|)L5_Z6vd?K)$*H{%Z;+`+2sOe%Rn2q<YJhtTEzG`J+RTs6fs0#qqC$vL0(HK
z0+z*jhGIs<G^ayS8+OA_?GuQ_j@{)UjKq@o4W!2KK<UQ(E%M(4q%B7*qb(R*Ml2vB
z8HZe5&fe%gbRoIMJ;$J;OfMEv`3>9Z>!bQ5bzk!U%+teaY#i`2mN1r6yBJyTpg{6(
zj@5I3TkCu0rMXy>>ouva9xPY(ay)x;t{1cl1+kWArlXKOoC1S{yMoH%5fa!sDQAM{
zj|gp|TEDR=&xTqsN5*TesS_;EvZA8eSaVQ3#k{*IRzFAN?B?Rnf5P#PE%T9QsfOzq
zt+u|=`80(fM(u{!8fqDXo)fe;H^Ctqe`?Z_-^04FbmGUCro~#Ya&j3+YObk0PeL1h
ztzr2c6d=Z~OTJPBiO>ad7j-L&W}*oP{xV`bKc6oxhbZY2zSBH`CCPNONsi5sw;Oay
zftNzS^2686eKj4T>71$IfwlCw2%@v?=nN&=q1A95YQ;YYx&TG(ZsjGMht(`zyP+ke
z54?-RB&1IBJYfI&Fskp8VCW_e_pILuWVXkk?LK}K;%?c{@nyalh5)_+hFaKwttw9_
zap^iWxSIq=gUf!9RN07wk2TEHtvOn8f-5&rcG|?o$Bs-7q`x3uk>Yk*_UVM4gVu>l
z1;XxCyphk$W3|~fU?EYlKO}MoZrDIfmq)clOvCoxv6{X*J6ENG#)v9@iBOv<><4Uz
z-dVe9K15y)LTF1y#MI5|Ps#Y>V^FaZ%gO9Y@!sDMGk45vzP2EO&|MzYD<J(5HX^5%
znFk^?s8zNHnQcN-+YRn^oW9A5!&n@W10NE=_B^vwn&L1w9}h_`-=Pwp(?GM*uzB=J
z2`Ygc%NVSNrTT^5#NfhfgBN2jw)T#U@&`$7j1Bp+5n>x3s1~F+*1KaF0f2H7tjQ(&
z$8SV4nDv2eEoY*#*|FXgAUX27jZ%xP5L3%!4q@X8kkDg2a>jg;Vr8;3;34X2A8G`~
zPB$(IKgj=ud+l#CvL2A*e*3%wyut7ne6M30ji1;h$;{kU6D4BTkutFr?dUlo0o!dG
zo0OLJ2d#*@*jxUi7n5Pw@X`$P=fg*`#`sF@_Fs?evCAZYg~yjnn2(gsG>QLCAEJC>
zpN(NS^nWw=NP4G*PLo*sB)$E>ox_>Zi4h0$bMG=-Fq?_E|8AE0@_=aEdolUJ**Pii
zCf*`JI|k_KMZvJ-=|b(bCAP5W(6aOivdOmfT~#43sFl)jRD+=Pgf^t4T|;U;N}Sy)
zpjxC?Yg%k^tkK=`1B{Jio=Asfn&V#00v`}`S$^p5FaVy9kkQF>bX5lHB6R8Tqt_p4
zC9KxUaBo>o=IOr^$jFfd`N{!1vFj*F`U)_y1Fu%&D_*pO#lsMdH%*5cGNWqn6UO5x
zPQ4d!7hx`?jeT9eJEa(VwW~O7#l#FuN0q>rmtD>s`3v%``F@6qc4A$>u(NvM%H7Rq
z$)Qv^@|OpAJ<&#qp>SvjX5Zr2jAV;<SgP~hE3)ZLipHVRsN#uce=K=4`O5HTx8uhp
zPmoK<Cth5c8VPwdInNql+{_flRFxyz+7NVCW9A0njG=cf&S^CXGj;`OQuyxHd`F(A
z&3g)M1^+>IWmaif+IveCeCIcHxNciBa!T&@-_A&)ej{s_=Lj!06z_K*6YJn?48`Y6
zgBW$$sv`kRlI=yJLr0nT_^hk1b`{SXYd5?{_G<wBrw*Tw;gh_I^t^G+IO}(3BB8YZ
zl1s_>r~HlC;BsL|sej5kZB8Mp;i#y+c5X`&U<EC3DhB`shfKtm3?E2=2jTyGh?C9h
z470nt>)@)&$n{%QmF=sOWE`<+AZR!m4-x|d16*^uf4w_!yxwA;qxra0qaO#RRb|6t
zzg@I!8(5X|mFhQHVKM7<jwb&Hp?Z5h%F}2tLrSW;2D3MI78{<+L(5c3*!{&W*&KF$
ztgO@`Kp$-Vl&A;&Nfrqt7&8a&>4V$afTCi)lr+nNvuY?76H`oPT#PGP4Fr|ewRP+g
zzZ)M^c=f_Cj`B!*YBBRE#CUq9nad62pKDe5SED=q^A7`VV$`2kJSmWNor4-v*E`y%
zLYwQ%<gug1=!dfR*^YZ2(Cqv+v0tPKo}3se(&c;)zB`(Zj@{2{$)BqM4Lx}a=;>?c
zq#L?EXz9S#c)YY#)uC10Lda{H1Bv@T-#Y2lU>KT^#14F;Q=|Wk3zWz2g~*2fqmG27
z<W*IrrKYLJkzrM_30yT&(Md@)lomnun{ANb?>6Glkr$`ZhP9&MTfM#q)&KD}R`bz>
zu1*<aozsdg^m_<rs_KniVf_6YQon=tpmf*84(*$Xs>iYfr>!^Asxmm<@RcB-9I@HQ
zx07~nD;rB)IRL;*g}ZMNxE+{-rlK5BrZAr|xxeknKz*rz0GN3;6BsWqCtF$`nEgRR
z9rQO8v52^Qm0k5TpadKh1<S^*{OBZB@%NY2V#ArrdK=U5WCeZBrkKA#W#AfFb9~K=
zd;%B18anzQdj-?%`qdIdr%*TWnn0q_P5<cff$ZE{nHf&j*9))?VUMoG+z*cvGy>44
z%PAKjOL2Ycck$-<&)oIyJN&^P)f-{IBa?sxwet7ecx}36XjeSMJ2YLr9_G-rWQzJu
z2x~$tgwYzY>Q3Z^R|?PVzc(_gH|py>n*SA-E*uAV`8RUSRKvp0ebY&+^>Sz}1K)`u
zom5fNm9yKa_D@|mabPsm6B{SWmZ(r6*dim!p{6u?jI=103vYD0E7`twzY+eBJ-QKn
zzm%mSievA9tMB>VR@6?{O=;;%2d(MFUR-gxY0^2WZ*Zu?EcXx5e~17|Xb)j-0vbl!
z^k}ZrL+!JQl$x5bW0>U6TAfH7EcQxPbteD9pZ&5ws3V)~|CExIC}%Mr@Bd4kd<5T$
zS_a_Y%!cf_#@7BL@KcK4$JAc00)b&Jg84eV+n2Eh?lBU;>5|_p++7B?mKfngw%;N_
zs+^b|?ENx_xTrEj&)#5oyx;fCP1%qa@Q*iBpLdk-L@aP|uH{^Eyk4$pStIrwrEuxP
zW6qEE!*b9~jdn^=*M@m~G<0SG7e@4JFtB)rgY`$<+UL(L?PseG1s?`ypw~Sg?eu5>
z+Q>ar;$+;L?r4m@)fuVd{MSL|Rb_9v^SLTkR<uIr1>WE4Y6TJ9LVCU(_?A7{bFFzl
zn8h+O5f8fRxbT=a{#->Xn&@?e6{P=MakWP&F%-;j;<22AvR(2Csw6;BygpYA^1-N^
zuPH*BAELE{R$I3eW{ZnP!!|uMF0Bhcp;>dO+jDgR&Cmg_-dGq;_LknIG^>lEC|<;5
zUFyW%+tc+Ymx4?&7QJd0<|TE+-|w$~s>Q0OU}=~XmBJ<}P3tL;RLI<B*!WTsppWgP
z>8VCAHuZkfO;Z@1Cx-+f)ldweNR&4}^Cv)eGfau6z5O1Rz_72K8HEtB`s&~GF}s6w
zULS%R)_IQmsZpW}JlWS^ZqZdEE-5u%C4VOaat_lmFshEw5qzT}4bznWUcD{6_#%Z&
zLbUnE%|m0qkm<WG<#P@7!al`kOdYymI}yJba;#!>#u1N}LD9duCC{K3tp|Q~|2Z!E
zaE7Yhl+JI_%^ZE8FErG(u~3Tfj;}4ml{JX$SVk2+f}P?5MKTN^F&i$g4TZrVw@dn4
zn4wOv<_Mk1xCuPkCo6hswK3lCcY;@x>59co{}xD>`CyPWzpNIPb-oQbt{#I((H_Nq
z1JrZH&~p~kJCYry_xDFP$|^A_Y@;0~wgWQ6<m1Ln)^@FN<OqEE!iZQBqvub*hyHI$
z$4Xm<l%3OpNo0#8jjoEy1h9<GwOC1oo3&@<iC27ZwDTwAR4Z_akM!Zk3;si|tnCCd
zW<gCpS@u}EF7<%ZudiExvEg3~i)`M;nLTBX&}Z#HdCpr82DaEIdLYO|Va<l7nc0jd
zorA0FB5Ba;2-I{7gZz1S$_WHn=U|@EW?)s405cIxM(GJQ+tn^Sls1JE+hl%0p8ky{
zVyUjLGVe^U^8LSROaM2LJj-BVKl=upTIGm!A=_QpT9aMVl}+Vfcx0J>5H8NJ5!o7S
zyU}cWlm*aqpt6vJ=NYc0A7kgRxSV4Z`cSqQS{q@}u_&euRSA9#lKxv{kpsRP)Zv`;
z@fmktDBi`43gG0{^e`p8>*VY3okLhef?2P=n;soQ(7#g&djbZug1ysiQi&(4LshU5
zN*NT=!{vEwepl!2rA1_Vk&jQu3*U>c2c|!f56+9UZ(vyvJ(Fv^hK4&4qHyd@q_o+E
z-@u*0olQkM-NT*!7;eK3we+}YZOiw;D~67NND2;7w+O@()ju&>)Mz(C^ikf~JGPeL
z7h(dl{c3|yH&x(t|I~W!?q{7l@s1MK_V#D7&6pW?*CR~X4-0rwxNlNP^r|A|;VTyO
z24BT3At0o$<i66;ODUDj$s7kKD$aRxnI_rDY?)tfnyhb9uGslq`3p@qDAZ?Vc~4Dc
zXK--1Pi1FaeGkbieCBfsX-DVqm+70Ku6EcNB}`JU);>#3KPIgk>VmlZvN8;&L0n-6
zQ`@0q(lu!~aUu}8Z4FE&%wEsujBhcGqP-LFQjCg(ONvYTI8hUIJqY%$8YW0g3*2BH
zWFYL2aU`%{?dc)6FmbuH47`ZM%nWJ=7C14bX3I;4rEohsOFKVl@;vu&S)Gbll?Q!!
z<l#Ez;A>qq^!;T04kEw*+n30Zaa{YrW!Jr28SCZ1Q33nVhVhy`hU(P+?u#H2Y@T?q
z;=zmo&!N3|#&6dZ51p|B18LN@-2JqaulB6jG%B1G5v<U9c$8eKSiWG?H;XxOf)V}v
zF6MA2{}raXEyy^@cy`u6%phnsUv`=JAEB?PZS#uyGEMx02QwrQ*GAuD#ISFF-)o46
z?X*~O8N)6U#?I(jf&<5ix77<|gHT!ON3VGF{btb2pf1g)6E>fZKMJ=b!5wU0`$w-*
zxTF)6&@%_PUxa#B)ni^ECBhQ5atF+`O2c5Cz%`PP@D2M05g}oD?0#pP%)mYvi5pkn
zM9U?`VPvP)vmIF{G%meS(f+WFurP6tHL_mK;0)MYgZp^a6$IOKFtOSRi#=*`gox90
z$D$yJf(|kSY+I8P5X`$V-BQ8pA&65`-5JB4g1r?>PWb+pcSE+@x=Ls*<q7NvBv$Ox
zct_~7aS;;;gS2`hLvDip6~+bG7QCbo1R`_32Xs|=`p4Vn3${nrb(_OwdaTr4fQ+#D
zY!n73>*RJyUWpM{O!}ABzFjrf`xuA?&Gjh@jzXobi@6H=Xi0AS9MA#pkow-#MIG<l
zz#ZKkW2|B{J4^aE^2$+J>{{Vdf{4`=^&;?N@|QMhgY9mK<Z;s*%#^&n=I6tc{^_;)
z+dv_?O=o&Yu%+u$Sdc=kSM8K=_TB@EPuwCdk@WA>_oNWg9gYa-6%PR{c>R{6H-7jB
z<I7zWABDupiWhs%o5RKKv8NwIi4iqhw<F@iw<Fna?8&KRbq4R^6P`7KKm}i7$ti(h
zhO77J{j9LR#@WJ;0&5x8$eJSpUOPhX0$$35?ajbUv0Oul_;lU_as=m5qfLRORgbCN
zUB>>d?|?og@o$`Op(KIIx?@wu+p*&6y79`fIuUbDNZ99oe|RYhS^Z@ZV|6Bn8NgOt
zpl70)SyEKGn%Zb4NbY&hPQgn-_UX={A;~ED-Vre?%<ruR7oIC?8oOP~XU)s_L^}Tn
z`3@Ep!a_!N_Q{OdU+|o+pCA#l8sp&M?jGWITbKrR%^VD{DD?I6wH4TqvF{w}D!c{%
zO{0M6y~B}~7c-pImqGZgqe%=*XNqY|59?JeLuIzJoKr`uhs!JZzqB3DcXLC|XF1(?
z_QC^*xWtyRiHF^u_QfVV1<`LMC3i;`2|I5VsR;A7iHVRPf@0442C;Q1TOW&Z_ZJV3
zRzc+=GdnFLf^pnE0$)EbwGFJTk@k?6{9Yh(xp`PCB*Msbdqx*&ik9lCzu*1w(>>`*
zJ+^YdT@1{Lu<<_LE>(NKjjVVzP4Mio+3ii`c>GoeGQmd&HVp^|YzgDXr3n0k*l2M;
zm1_+nT0*f5F5Y^WXkXe(vb6ZTklT3q3*Ath^zSyHSZG;{`lni5yWfpz>S4nNF9Ezt
z*79YZzi;GXP`H2d@SF-B_L2Sn5_i)7BN`?9r-PAV6S;yNzy-v_*{fr)4}^lkNPh^z
zY^&qG)~7H#dm_BFGu!H$``#e@e`yPSzh^2ia8dpCc|3(7!=Ps>hkqZ8zN~GSSLhrE
z05a03gg%~(Cvy1H;29~uhEN9O(fxb`q_GrQ&KGlTTRvUyPTYfEjx3a^oT)N%+iwjv
zSuaNiqWr4edjjp}&swDK^no#mSz{h*Z|~OrrTwr3{;hwAS$_790B+#vrbT~+z))~+
z3}r4;@Q|ec=J+n(^LKMlA+p#{`Fo}(G0hbYeh%T2`*Z%!0I7g4lj1;>>^zL9>y9{@
zhOf4gWf1m2;J&)OLIYB}KaLZ*e{0p3ItX9STJyp$x<f|MP3GKfKjDLAmtw8}(lJ~T
z?^yH|D@go+ffXe8$$v&B<=-_@nU6M-8#z00b#th$xp<LY?N9!$w>GwyaTkio(C`<j
zm)248Zqx3t=+O749Em9wEg9*X!4GeY_SQ8AWQ+LwHxa4@d$aR3#z!RNFYIJ31ZMu}
zv4cS<k}D!Nqp%%(9$Cp!2~-k_{S1FI?YoSA)9^-P|BdgHMO6d;w63ohNpdSwE3^QK
z<|ev9uVOenFW>=hb6w8wUc0DoDrpE`@Dl>K;4id7#v($QU_TP))BOTv1ZxLDz=*W4
z{?#&W+YDgMRR<Q^4e~2Ep}OAEHDq*W{0vstDUvNN@Glo+_Z2Pul^0KTg!r_cS$Kva
z%SG{_a?Yqu8h95aYAh^LANCuA43%}+WpuLNGi8pJV{ALMMiJ~V&pZd9$&lnqPTs3c
zqcK+-@GmFcu&Jv1-W$^d9RZhNh13mTHiD3WtAG@|wv%QqurE2b?bD1r`;2EwzlZ&F
z^mg$OBK9Nc3X!~;k~ld$Lk)u=_W+e#XJrI6wlR?2-I{G}U+|)<-cNMj_Jqoe@B~lz
zV7SxxAwLgg#Ro%^I<1bty_=9H_UMf1>~prlcIuzS5Y)(vpX5;T3`&q2ogn@;IUqGY
zQ}EXg3x4bo-Dqc-J=-#*#?Z5Lq9?Xp3yWu~anReg8e-%b{@zb=p+6*yG<JzY*Ju-E
zB6drF*G78O&0J}k^r&AazKycozyD}fc!zEsB@!hZVkLn*cU0FbwMFwG*(_Cm#@USa
zx2&q05K2w$N$oUN0rS~{Lc#b2Dv_xs=-1!%Pn4UAhS!YKA1i7~fdu$eYSNoK*0xaq
ze5!6m%>IG3CEBc=o+TDo&z;SZPrn|WoS|`-Y*BV{TUzEmH2WI=NnyPDiZ#h^F}?@G
zbIOD_Z|*)OzQfY52&-(j?Wia}!$VqCtNSOC1w0UJSSK#7;xZVNhNcL}U2kDv-L`7)
zEJfrL#kslP2V4>hQzi)drv>`A&W)mPTwlCzDq0WyRl?rF8{%rYOK=N)K5~83V0(2f
zg6xri@g|q`j8*X*J8?N;YoEr>qoJ&3c5wURVs4Jn85Pb}u2>Ol@-3;TOsMRdYi@6l
z*6<QH0FCF+_pkXied#%Ong@$QM|mU-w_N@ex%|*)Yk`9N?pnEYHSi8=BNO{FbwU#u
z2`0ofibi}VNx{vZPXd1Ycr8)SStGYi)uy8;i~Hh1vI)ieLm<s_566I4VQ#$xFiwkk
z`)7Tp-!&;LY}TvD1lqyV^zlsXS`byU9|xwf@Cs5-YfU<m36qfzTctf?lH7IPADfAu
z<~r^M_$U+V^p{Q3;HS}<v4h`UPNFaInlxjW2n;37eLa0|O*nODGlJPGe1o(VyEA$T
zoITv|?vnEk?!m6QBPQ=>Ht|S%_9=ZYxwK5`95i(bx{g?6Tgon0)%yGX`E5APNUNyr
zm&=rh8SgaAm8VlSFE1U9NZ?^+wFWJPc6)(T*_9Z?B3o}(+LVIZ{z_J^7=p!e#;x*U
zOXO2DQ6T|K;yq~79n{3_3>tDi4;>;yd+82<f=H0Nis9bs|CNYGwR6=J)*OHg{;Xd-
zB3o3o;l&W6&+Nt3GDyDy7SAYEcVrE)`cxqE$5Zg!tG6)>%Qx^d<49in(s0sx*I|D&
zcWkKmHp8Q-iDr;GVCu7ikM)Lob0Bj!^$=rQ{CIu>Dal1dukM3A+xvGkX9>qd;Kc`y
zD{13>+J9|$mO;DS1h*kGh(&MV5uOE#f9Eu~c$7iKSWFZ-^!*9-Xm}_c8s~%Jy|0*G
z!<zy}zp-V8q*Z3d<DDs+GUE<$?M6SpNGB-a?8;zL3NUS0BSbfRv#sK2s<t64<PJta
zz4}(-t-;x0k1PK`ek3G_;P&%?Yr(_$5lWv!z+dQH<UE-Tv`_2HT-V^>t6wso4aOnY
zP5=7?{deofZ@$p#){xtVy&XgJA2;q9J-grBh&=yb5Wu9H5?7neE4YKKrX8aEKlQ;;
zY*ZJEGX`V5#m3tda<fgQ%C6iXmfXjIMMmiEF0dz6VZmpUr@%HJ>wPU7nzcl*c4b&*
zH}4WsQak?L<e0e4whij_V-Jt~-n#H&2{L1INF2+X^F<xmaqYg)5@OkaaCGb-0Y6Fq
zg)zpb;(d>xS_Md9duuQgUT)_B<u#+H|IHOV(5`*6R|@ik6J0Gtw{ZqoJuwL^unA5A
zZkO3>&6bfG{`B;4hn@e+5;HSA9j|}`CE!mMuJW3&9AK#$Y>I3WI=ROAn;?%J8<<B~
zGw?MyKcBUww_jq5c3#Yum34Fzu6Y^PGxySREx;dL0gWf~M<l-b`=>oyPZ=-QMDWyI
zG-Y~`uD+z&cLi3wN`BIuP28&I4OQ!3?F_~)PY#o@G{W~c=?`;=gq*qQ4#Yn`?DcQ4
z$r_vp8^LOW%LyE)AXU=ze}>l}=4dVC1l;BY&Kf$CP|u`j&ObkZ7s<~A<Y*$lM+oaM
zZWp&>Dz@eUu0iC1JGXR=-nIN+z1!QSAH@|bu6Jbel^5nFu-liN5eO~ypj&Q1v}2}$
zlVHS7j?YGB)@zb;jHS-O)PW`&SzX^8UG>O&gZgmh?N3y7^{%_=X<ezF&KvBdPP9qu
zo(-<i08hN?lb<Y7y=%9cPX!}A9mNArBUdB_lRLF*@3*B=oponq8$z?sM-uYK#GvVk
z?f;OHH=n});e?;Ve#y%ZALaSmJv;+gdM2RG7eg#VyR4*!dybDSs0VV%D0ilZhhZwz
zs@T6hP{cnL=b<%fF>U$W%Gs>cezore!QA#75bJb)yqt0N`9ZN?(})CuN#^}vZ-6tR
z>&HG=l5|si0cRj0v7pzW$y){T14oL8%RBfOSZB^fXL5v}C!L(64#ARC>F*y>VhR1U
zKmEGW;a6!&R0IKZNwG=7;2-s#pKpX4<3039)DP(1-mHAC^h%`nxrIVM8l+elcxuEG
z4eubLV4y1@%(;KX*fBDmv^fB9(wzxZEuANOfqgO<Kn(?mBs|XRRfB8zeFs!uv?9el
zn3<ARWgn`OKn3*;oE4C~zqX~q#-$tP$0l7$%Ln@+*=18Rx086<SPAyWey3M4RhPy9
z)>I7!QUflb9<7{yYc*7&EqcJ)rpv8`mYi{?!X;EKiK=Qs=l8+e(qUO;C#M-p279hO
zSZxG1Pta}hN*fc^t7>^@da#NM;b;s<g-MmcX@cJzoo3yPSf-@CmR92J_SN~LDi?#J
zF$z>DfK0IbjcmmvAjgh!3J5qh&_UjP5Csw!A1cNq^}-mUe@#*yKvmanCU%mQ2TUtj
zPsmHw3?~&5_g_Fs++S;22~m6U?_=q@C0azlm6<r(7jM`YCr8ChVavMCSWL2`WEOzM
z{U7AeLN`xmD7HE-rUq-oW3MlxpJf^WaT}joVieu4!B+gNwsCElTIWA{XNl#`Ni`UI
zYtXtCEf_MAKoJ+QzotY<C7aP@_*iX44DtohiDcJAjrkFL1C?Wv#1B`{?AjC@%Bu7m
zs|)ojD+dE^*kuzI-@mZTETtyg|11>oPH216sfzHir4l$L`%J56mv#M~>i?_E<SuS{
z#(bTM>Mf)b?o3A7v2UbRfqYf0)iz*3jH&sH_P!S?d<G*SXEQ1KjsXS95;i@<E>-PN
z`p7CA`-!#n+P?k;%16LM=@`S$6bZ=uU#O{IJ9MigMz2MviQM1~B4IM~c{`x*>IH0V
za~i43VVYD{3;G=PEUH&~{_0Sk^+%YAo%8Vw{uYMhPUrW??D6X~SLVs_pso_oUhBd<
z5|%jC%x_wyRP}J_7?=m@?TAjAPwPl&_byAkZ~@)?gVtPBt|MO)n^$N{f`?kZO}{S$
z-tb0CegOwHYHVLUcJ=+kM{bwNt(WsNtp@{y;4(nPn!S0-B|$4cVQ;$o1CbB>Kh8h7
zD#b;^b#fGQ6N1ccOGH4li|1>p+kW5j()f2*ZU>Zd?Q#v*679=d>}i#D#JEeeg5Kx8
z<DcI@9!xA5Swsbz*NT5?CdEH?1u$(H+OnB|o0->x{=lbgGj15AXCKoGol(ccr&)Ix
zuWzb@{G6iIy12-qs=6019pHX30U%pb3x1CklJ);9fu&Pv%UVQ>G21-6@6dgSk<E1c
z<7MgP^g1`EF0L9pU*?>6F+5g&jZP5_*oL&0s2UoJ*D3Yt$M`P@828wi&ap)Cz8nry
zzu!>Y`mH)-iw;vs@GUrJ-$WH4&Syshb_%A1hyI!4zLtpcF5#r@6y$;6vp9urY9@5c
zeTyJl;%toL6LODPOG@Dgq-7kp)?f8W7#5>5bnlFT-`UNk60@M+RHq4?e&aVhW8fJt
zx^JNxvY4=+Eb`gc;*huL*cxsXlzqO%OytNOAtk;{Xa~z;JFAo*#V>01Mgy6fQUX#y
zZ%i9=9(AHI7&q+a;Rk-STd2bmNQRvjmP`T1zw_9fZLQ&BY+`zxX*FdO%TCo{?k`Zr
z0j&4-(W?Y=Z<CEo2TN@3^_*EF1T7)c$~SDQ>+q0BM<9BnR1?h1$$e`e65&Ug-oBeB
zU9mTQ+<L`2S{p1#Ce%5A+6b9s^0r-V(nINWd3>it8CuAtPC$<^FC*%E6O8v8V;s)2
zp7txZ&wSI~H{j>Go|o3Gdt$_XbSGiO{5PdLBjdtPTeypSvnu{+m#U6C`zqHkn6|xx
zIC~MLVo}Fm(4B%rtS)<Q!Rb(D?Yxoc^BWCv>`4chYQ2EPH(qhhC6kM}xOe8d7@hd1
zBDmX@P4>0YQK(m6H*|#tOrGX*s;P6oXyhrkO62EZ8oQ%|ls-V!!=y_Tmrj46D-P&&
zxX%KADi_8+0@a^JLTzqdwD6B`F=8cCa)6AkDd~J#-#q!m=SQqkZ(dgplQWWMQ-qt?
z{<2?RsMxP`kXE!Ko|H{Sj2Q2?eKthTD^<yv&|Qfl4SR3OET6bjgC5K_^q#obgNe(L
zV}layGcG*I!(_`H)5OCHH6j5@DXy`8L#gnj@C5Pd6PxR&2oqf6@xOyV{mM>P$9qSJ
z$2>PO+)fLMiKXRS6$dJE`xH6v<ENES_(^K-S*ar%h*yr}&z-5o>SY)O+{YIM-L+f+
zHv8SzIZ0C4SaFK(T}Yo9lq2uwPH(JBH`Maou1|m)b*Irh5A=w<k%4W^L6i8%8!kT>
zoD-_P)uMvXvY?;K#4@}uP$%1G7*b1rS=DdQ3uAf^(Ev5Z`%Q$hS3A~QB<c6RK8^eh
z>htF1)Bw&JNztO<AEh494dBfkh~<wRY_m;2cc;u!oq;vCt|rT1ExzyyH|;6en_ZsH
zxc^nOHF@4kX$?goTmzx-E%~_PGB&{Hp~T@PPwK4|OLX&mW=?<D<O?JH@(*#~4`s47
z=C;_>58&#Y^>{DkExYHmCJb*oyN1_5C!z$2*xp+++`WnIjGjpls{(w#KmeCvEZpZc
zBUi5U$lX@o{q5}Ypk$WtGMCA0Diq_23sz6fNmy}A8@JhKMttn6!of;gt#^>mf4fUC
z3LO*w_G3qLt*``YEX2m&fx0R9`Ew^_Ic9i*gixXH2B0aGi)*a|gCqhgbFWyy1u!#S
z;I3&k)kDFMCkI7&JaznjoE+Ytl(P5EmP_O={r|9Gu-D2v#|5ZoA)o7Wr+1g+#`VKc
zFw8&wg$CUm_bCiT_HBS0_z`ebhhG>ZYq2WqXtF9lML&?V;dGbdzt~9}N+_~dk9<A%
zuHUQ!Z6DOjm3UH-A;Jnrv0b*tjb~mpKBm4P=)d8Chp?pEe?<Vx2HTIjm1J@qiO31o
zx})s{HoybJfD03auD)yAnPQi%#^2+(a>d#UK^4Nr12w<W**3r!j=xzW*!Yihydlya
zi|B--$A1wds6~E9lntf#oC#rAh+qDyj}Xs<B9wgM-#ORaKZ>-QLT^UAkv#%^^JvS8
zvqscx+$B#MyLy})nE5U$9QS!EO|KFckfXNXBf;Jxm*r0gXx8c5$G~WF9cAHM?yEv3
zTFM&<<TMApF6~<28|GRr>5>1`h)1}!n%_W);jifp-CSnfXL=X<mFStEtH36I8n2?L
z_vjVbV<-5pjsZPyl+FJvrU%pJ2uN99DVEc0Q5s|?cZBCUvks0G#xv|5l9%@o6(<{g
zT!vA*S#(lk@3IW6@&i{X?(YqZqM%K$*~gS^#|x^KYYkK&{PZ`MEjqRI^7}@%b$h#q
z1ZOJ5P;c>`U+-Z(H9GIx!Oyp>!fO44Q;buqxOPZ%qk-&%bmi!0VM=!J9(`+EJhl@e
zpoW+=x1+Kx!1R@P2Nb*I^^CmuUY}T~54=WNZTEXVvj)E3Soe@Q{(8;y6!V>ZmE5mW
zb}L(B6w|LVrqcJOJgHyvK6%3jIc~uS#ZH`LKCdk+_`$cl;eU4SR=4?QyTL@vYoER~
zV8YL5p1nC^ZTy31)Rlg_-QLcV{ZC8r`T6V~OZ89j17*HSo10op_dd$x=@l$;aD08R
z6?oimZuI~e<vj9u-cY{WpTXMO+rvRYP=AT-1Uq?!L?gaa56;agQ&Llt^YGxt;4kJn
zt;ehDd4|A0P~d$mRqI-_t;Egbi@`QbLqI}i$a=Y7ZUl^*G$c{&?d?qnbvW)z<gn+a
zEG#T&>4QB{*xU7J8^r;|A3Scr03~3bvH4}89H7Ua{<Js;XJ?mMtcH0Oy9RAdtI+f>
z;t0n5$u<L6?(k?UHp%TL?jhq~>_&(#WUYI9x;cTw63oxh^V;E{a6R{pKE6hAVEv#k
zW@h}GT!?6PnIgVi_vmXXAx$TN(+?$NRaGpQ6`50Cr{=`{W7Yz(=&CQ~s#p?y*(!9i
z{W~ts%*d+A9FONTsp<YK0jP0}!zhTv)|}Uzb)NN})N1rb5DtikdGz#R+0h*W>pUyF
zN+IoL1=3RV>Kp{FvfNR2({yI?XO}=DPo?-b1q4a9*rO91jIl0-1G<^v3~x|TP83lh
z)-ay{ttuN$j<c=C;x>+=+BCDA3u#GN9wQ^iQhqHW2zi6A(Xmm?scpQKaQyc~F_R2m
zvK2ijJvn8J+OC-RTwJz|U|d*NCzhuy#4A2>@+`l<m3X{S)eMsOhBTxQF8$NejArme
z*;xCnp%J3$l;`3zjU0NO7>4)#KB+Z)lM4d@RMP*my8wJ`6y5D_dW!JO?o|%duzQ}O
zF)S6(ZDuWZ9eFQ;h&JYebafE9yso9rjO%`kQ;U#+SyCbP<z?h0IFj!L>PYJaih<!f
z8k~cgr4534igY9E*cYSm8mx9N)=@;G2-zx_kd%~b)(e~npZqW8vIlu&H%Rrh4vw|i
zDW8#p8bY3*9VIle_?-f_m24u^1IX^&mk+dPyDkyG1e22sn+5}!R-!;srbY<ToSimI
zD}jHSLiVW+k9RGmSBVvzn?~ASAa%V7O`N99|4CO#SoYiUbkE3t=BHrYb{_=#%`Tu?
zM-VBRqSvZ-ftJU=-RvJZc6p*~SZsCxRlN?Wo&29dp5L#aUeV^J^d%k4_hk{tbl2JP
zFz6SpOmw<};-_q5x-mTS+&=Kl@i6tfAk~x3#=LpK8U%s}T-B6Rzz_eJ2#Ogi!=c@d
z@F{5Zt6soQ*y$<T1apzF%um&Fu$egeDDZP!M(XuBU9&b%|FfFsV^4}Uw@C9cEyA9b
zqi(1k?7$iy@-GvT$`spI%(Zr#A_YeH#gm<2=+jdBdsP^HkQZ&eL6j%9O+vC*V+<<J
z!tmjbt&vQVN{++QNT#qYQGl(one8Ohy5MZNqjrU;d47?|827@iKnZfw<D?|x@ehgd
z1ILgP4X_5;%=n+ytLdxOiz$_44`Zoh&%|Nj=M>MsXz%Qs$Sx><5AQwhptQ6Yq%Eg-
z!?2PLQxaXnOA768XGavU4o{=o0)mc%JBOB&FQXTBcAsM!Wu0?A6E?bl^tLwHXbfnu
zhBlCWkk|2SW@!w0%yjrRG|cq0{RnAdqd!&UV+<nJGpg_j56E;MuV1|<@FygPKf*!U
zu5y6R)01gmJhly?O*jmBy<rt(<POeG!La>rWD*Q&LfzTW*N`DKHe<&*u{Sql5;3k%
z{ky9nQ+kQ=oA6zP=mteCZdGo4M|1cb$?8MRM#$aDHlJw_aDLrd?dfCsZ`E?3C~gnG
ztp3&`VYT($g)W18!JHTc(TRPl6@#|c6ygwZ8Ab}#Ml>VQnYs719lK4<L`Y9SMK2Cy
zM8_}TG1Tvo0QD-UY+bwF@&F>=wzmEZwfE{9B3566+BNF@5U>A&eD7r7$Bj5=&3X|~
z>B<cns%!W)Y`tloG*djZEj*cNqfF7~7jnZ+DER)xw_O4cfV1+~)L0$()4l7B9w@k~
zqoFV5Ns9zQQxWt|T%5A=Xs;Jo0qsA1Oxh>{uwWtN|6I@rLr|EdUV0*h6~nIX31<OU
zpYFOs&Xz|ULS~l#0?><ecM@(9E8nuixf`-G;*RxXhHxp_O{>9Bht)gktBgH&=7+Qh
z#tPH3`)ys9;@ZAhZI@cKg3jFBGL#IoTx<1}{h(uGBZDgjZ$e$j#-L6t<M!#OBwmOW
z=p+b|Vy>G`!OQ*G@M9x7)(wF3nyW384pN^kmL?-vL>X-jYW$Q%xT4ZbWu>A2c!%P!
zG>n{@^)%zO&p=GmwU$H$rLd53=|A1>kI?<c!{M7NoB~_c5oa0}csrlDZ}1%VHCu8z
zAW>r)pnHA9c6`hc`z-s9NVBFD%x%7f(H?X1Pd&1=P>uLcO9o1xO8<Mi@}y5ThP;gi
z*ZAnwPP@^db0?_QNP<daCZBW1H<0i;jmCM}_mul96rYdxkKQL<o3A6z8j@iBt^OcI
zfI!q@m)A)9ZU~$?(EWzc&4b@w=X2u;pM(aj*cD}Pm#z+Y^KQ!X(L0DtJQ`E4xG?&d
zyfZAxlx`4ns(yv5-iZnveY><r|FUag4uEnNn4lX;Nk+f3G|ElLm?e`6-FF8MN4u|U
zp}dZ1ed@Mg@$zEL*5oEgw20%jLpZGJ<O+d<zZ8^^K+NODHn}3HCo7&+oa%ekFQ*PV
zTm$fQ*0X4dXW19jnC*XbSl}H7n8AqPAf0&nh|L68#_2uqd=!ng3JNhv5Nw+tqc{Pq
zUxIeos$03ZVAMyB^@Wtb77u&x&%`_2vRlCMvHCV7pF~Zb_9<@*RB)n8eO7wk+ex4H
zMLg#~y)NEOY7T#eK&b~zyqI;5{6hM#&d{}26DDNQHo%y8ThZlu{~875P$Hwm+T}Wa
zXE=;0o>lJil&I<!W!?&e(stOIs1+#0R*hs;Iebi7D*-@-CG1JDuN<fnXgnPKhPP`S
zM-a76v3qu8rPrnHxf5cc4s`cd=ZErMVH5Emu|K=g)F~boXUBna-%A(v+FJ?1q<B8?
zy|^8bIe&A!V6ed2H+7p{V$<`u*09$O4paDsc5JLyeJ-#TlEHz05+6TAc&Dt7`)Td;
zMM>A$whMX5Vs#XLr1}W=%s~*=HkXWpszS_kQc#=QZ8+%rK4b)OaT@6irG~C>oWBv{
zr$ENY8A>9n>25p1lhcqU;T9`YRVFTMTFfy)5CQD)?%K4mwVn{MvMd2X90fsWdfL}n
zvSEUesf=TXOE!!mbEUARqw7O=|Gn#Bb?{s?&0-7QSa#{2uBK|;UBODaPiDZgz)*P&
z`02XY(Ot{entAqP$;Ig7B~$+WP`l7H9V6-AwA9DFP9xi>(JSK()4E|<2GQwA#U+p1
zm`SG>UDX5V6bR+h_VEqbf0>}FAo?t-(lP-Dev~5^Y7ws*7XM^s1#bksKE|~*_1)%7
z8pgLjoLQu`u9+a|YwgS7zEzlIP`{&zpQQ6P>iM7j7C9i2`^{`Knq<$paU21{I+>y0
zdZzkSDzOLIc*t{Cvu6;M#wV@mTYj6rPw0K}M1AH?w*d}XrwK%%H@3Qk1KU3+TUj5w
zs+%B_jgRLbpj3Lf|9z~R;rs0Z5c{p+$5EclEDi9=^h@!77HgkK7NNr54)uo@7qNU_
z?gD<2i-0TSKw~s{JK(Ch7LWHh;g4`KvCtp%DeQegA|fIapNU~Fl!aUKB`>gx;^OC`
zr8PB&@XR<R3VER#j1tqif@hse^Yin2M+&(DBENpY-x7U}`<CB7USF504ma!^nR^!4
zMvU$2_m=)zpDoW2-phnFI%!XuupBB38|LsQdEVlB^58Yvnh=`sPLU4kKv@~WPSFaw
zn;_Te$$=^Bf-~&9l*ppvx@r$!h8^l_j-79$alIcoj)|BUNNqKMWqhT;`j&!Sm}`s!
zC1KZ!pl^-_M1~8|FbKj;g0`pOZ|1N0=xh`XVnG(@`-6RX?S#o*Vk@_u6wT_+4-PBT
z)PQ2yWydEaITBDOLqsbXm<{D|N$8DnQnmq;=7CgZd;|(xezZ*D+z~mep(OQarkYA@
zdi4!KB~?h@8dFw&D@QWMV0SUuP!gE43@j8tm~p6Z1fUWCr16MgA~lJMF|m39YcM3^
z(Inj$^y)iQ2}Iev@>e7*3A>vGK7;VV77UpC$>k6u$yiT)t3GUdL?kq_9_a%%Yc^C^
z#-^d!@R$Ubeez4g!lR*aGcXN7EAV$3EU=Z6$@>E%o*wh-31fV9JXNR|oiX<m7<WXx
zR33|B!`Umk1WBSgY(Os<ExyRvwJ~G>2@Y!pmc&cLq0p%ojL%T>6MdpBhdm6R@nMpv
zY<E&jOHg(~k)ol9GVvDtk^+pd{Dg=*3f<d<jZ#6`;MAQ__BhJ`S&~X%x##pYp8W<u
z6d?nyig56WIVM?*O2VT7W5dy%W0#_S2q)hLFZR)OFw=#%Sa4!U+fQD$c6(U?A$_|d
zBOy5|xB3AN6(PQCZU->(JW*UK(q7MbV9P?&c~1*Fc_D5=hh?m)hK8A<>LKU;?Kx|#
zh}eb=kk_=&MjWe=rW+iW3*41ckTipQPDJG0x|>@Tb2s;9oT3fR8^!)FfB&1dj$9^o
zm%8MyI!E6m+Ewu(`I3Avwwq|>7>k6aDOM<N17BxODgukPw$G_)_E!T*Lpm=Wsq{*N
zVoa;X3CpJ<B-BI~nyDnD;Np@_1qau`4!kxC>ZLIjgF_V8xv}Zdkd`VYA+|BfRx!Ou
zVs?a^rb?egxv+Q}+U=$0zI%8K!5mhQBXXw9PYXkq;c}ZCqSiW7)?G)gPUz<J!;+Su
zdtUMM+{`c#aqPtKAytMG@X;z3D<yz2jT0Rq9VsO5-(g{$#-C*unuDyH*cJ?G%DU#!
zJNS%tArbSaeUj6c;2*kqJ12jdG@X2&DC6pc3kLS?L}giP#S4Y{x-NwRPH+yPEyz*H
z)kp_nbbEMKVynV_IW_BNUm7qPn`c0<L`=SlC$<?{TC#bCU!+IVC^X?uFfoh9$1w3l
zPT;H!15DDh_5YZOk{N}FQddZOno@<XG~8@Yvlu{-o28pbuW6S5;O6J&$y)j9Y5$V(
zMeVw_PNMYBYyQDc6v@u_?>KeQOyRYBCE=DRHSP5umsK>p*Vt=&93;)#1Q)<Ru5IG!
z38``18${RPCe-7p#+@SG!fKTb&<TH5?}Qi%|2*dau*=sAHT@MgiRWG4185}u6(zkV
z=9p@!>8$PJ@Bmx|v!OLgnGOj5((L<RH<fDZTEwQXxx95(hHLW2M<vE-qE=o%y$H9i
z;zUmFJ7~LHAopf|JWXd#_{gidG00%icHGWLg{mnb%lYN69?24|%Iu&Q3x6!~uAt;j
zk}K*d2JbD%x`4Ck?D`6C-)|^@SL$k4KhNCt#L}QicGiZw;QZ>43Sb|5AG@|H+eSjD
zvS#c75GFcpF?TZDvu1NraOW2ezVkxz{2uit7@0Pje+n2{lw3}z1F2(7#z}SE1)sCn
z1qo2hm<_j%h<O73(iJNCTrfv6Zv|5_{uz5obKdzWhl<xmeYX!^DmC^4EVmfVlw|)*
zYIbBPL4HiL5zS&kP;@xtx?$P;`Baop+te~(oP&H|PszWHl!ILDC}((d7SVqe5&z^x
zZuZboTi-0P*MHCXXwzhb4WaLgSMn+!T>SHE9WzHkdnuGwklbr9{1h@6J&RIjM3xyP
zuAyCeixg|4?Los4cakQ|Hb(#Kt3=l>LuK~PzS=3sMS;^o|9j=~tj`9!daCx!1e^oI
z=caOAl?b+d!jG(IN$>5n(w^8XZx}-2(|%i6!NwZIW@%`~WnEvv23$F<7>R)UeK8u7
z-yoD6g{@iidmWacwK&_jQpg8+GocXuWKc;HQn6Gtz_6x18UF7+J`1rD-Hwqdq`ftP
zz)U$?OXZgwXmkOZT5E?J_`*SUS@i=BzVA&~hBD&t<4O@<VfZ{W){V*sS0t}g>1RU3
zV9QcCwbmoAUE2uB85o|l*7p*NA%q#Q((Rm38vHcL`%iUZ{WJ}trhQ!B>-i;nvWI3v
za{DO1eEss}*H4k(Eb1pd-%rx!nH~Yb+=Srikv0w03LfYC$v5TFhzX~|be_-G)E{Fe
z+4b}NJRzOj@6mU|loTrI(4TjqvY~X)(9y_)l8KBygObQg&!fMfE90^+E%w0AEi-}N
zEF_ku(C*fDB+vHIDee5L#=p$S-h!LMDUE^bRBC1bQ06bU9;+<`hhYNuhM75$Xth`)
zpETvs2?D+4$*|$Aso=O3Y%q%2bAZ54UL%KoWZ{)J{rGAEs@?aUGVi%7^903d2B14W
zLBO7j@AFI>m%)wrkf@og0Kt;(872P#m-FW6?sAKr^9BNcKZ$yz5ti2@YLw<SmF9Wk
zYH`9NJt)_%@=cZ;yu0_0F9`t^)NpM1#7`1t&M8X(<N1gLR@n*sg`;?*51qj&^XwLi
zB{S^Z0m(Lx`H_eWF=lCoL2V&<vwd;&m7DSsv8w%{|5LaOIikBU<(o}Z8jMT?xflcK
zZXi6?R(2?onu0eEH;m1I-m8G?Y5@{Q)AlAPs*cp!`5_;sU8FKZm2ay}(N@nz3iyn(
z_pl-DA3J!%=iAAcg(bT0;Pa;8$3t@q#+LNb^uD^;7@jtv9c$bp_KJbqAG^zg-9N6H
zPVWMG-0tkzBT0X+hEAZban{I1l^+E@n7Cm(lTyPp_{p@u-Y9D(#KLTxX|ua3Ec;<c
z{NJQ`jzA_vZh={lsRyHI<n`iz75{jyhRE_hxLBm0Y1xB`2=C_tz!`LQJsovHJ(rmn
zoQ9hnTkD{>&FB$2;doGi;G>75jv2EZo$3lurRV=nt&R4Ht6CIVR-I%6TWjB#AqX0#
z36#Cl1*#z><Thi}<lazm&f@+NOx0R%25GbTlki&7bSw#Wh51#z8p=;zovezt`q4lt
zdpki0RvgW$JZ6BjJi_@Ca}Rb0+Iq;z7a$8^Te#AMDZdp0b44oP)Ca}e4Nu}C6qBu4
z+s$zqJ^{kJ`_z4%@Jtzxx6PYI)kya#Y*};2x>6$#g<~4LDS}d=Hj(&uC%-5KMn?jm
zb25<lHJ{I^jc{Pe8qmgN!<4F6tzO8?_DywE>=`$mpd+0)B~T0+aHHRj)t@{@S?y16
zC%h9E?U!yER_aP|0)2?$QvkWgEGcjqPPD3}*Uyp89*6&iWmCfre)9^wykPc2WY1Rl
z#<#tRpy6^}3222Ru{#XS2|oTUoiTEWLsk3OaK3hI80Z8|uClK<X0>rGNRHdY3b>F#
zuKRmOrzEY4Vg7pdZF=W=X}k?;slfFVm#%y|`8wweU@cAh)t+iawB~7i_hHg_mr&4@
zhY6TAub(E+s(lc)vPbtJ3{GE9dH>|4nM1u|5l@f8z4^w3oj2L5(uQuV?X>`vfwXmx
zy3CIG<mthqjnXbl$?VoVVMfbAq~&FFmoQ>+LMLL);?1Zq8Y-$Aq0}x{QHU&T#<f3v
z(JM5c;Vc9R+IoO<Mi;AIFaV|42r#J`*<d`pD5qfSXHWP3k(inQJ{*u!nPtn1r6<9$
zINF5gZuG$xx(l0dSvEbS89iqpHX~})ZCfr(!CpIJ8rh*VBOkrx20s13>({v;Wmz@=
zmAMEo{Wh}6{#aEL$;cclPs<1VxFMBvSMHP@&ER#oao)o1;)ZAPJzw?WDX9ocZTDKa
zjjswzTlurWJEDSirQkveR>bcKyWY=?|0VYG=v^8J59d2GoQwLv?cz*;XO2KfHe8MP
zPMe&9yO_F($nWG#?vwK~eVrxP_p%5O3DyeyeB2m2xZQI?dZ0YmJNueniqP$vzA!{m
z$bEJIJ63z{fsa`(9c@*T)bop`$6u-|w+pS<?S7>8-hGyAB4PEwA1s?k-WnfpOd_ob
zEgCpzhVc!o!340Fh~_UD{dUe_x}3j<*LCsjANxM|igyQp#D3i<6;a2ep-t%~@aV$l
z6~;fHP5o0Z1HXdVl%h)`B!F<5l&0lo@OS{MmtQ9a)SSKq;p+N3NG+2H)SRJAnUZde
z{1tAUm?g;u^!^!c|M*dThLSDr5kc`Mwk*u<D{j{Zvla|*?X;o4LV#%5Q0YUvmxg<o
zFET%CbQNsU4it^9gYErMwX$_<Ce)8_HkIk-^}B>$`IGpbjqYM!Wevo2{vZP6|24Rw
zPCu|wv}}j5oFsX{iZRwoME_zfN+LSDLKOZ4X)!k_eFw|$wKGi9J6Z62vs(B5!R>?e
zVvsk%jId2zGe~=#aEer-#S{@(UA)RRBz<!>ATn~0#;7U`pZ0>U{D=D`OI*f}ANDk4
zH_{6lo{U&0PE;_>z%6}N&!3DEzAvy^;@+gp!x%Cx`sO3>?<-<Z5`J$44S4=rujl#3
z2wZwYl_@y2#(vyTVC%Gh{NGjS(OCW3GxwCS{N9-0ql!;C4!;i`fsjPP#vJu<eXr59
zyw(ewS}*}MCUwm#zn4h}r9$Im!`pIJjz*oQiYT_!#~WFSg<I3dnn%oR{CBKq4D>?d
z8P|$zL$ybx7EoObP7UV;o9)d`$>h{g+8=5`%<J6R<*@LQ+Z#+@29~x&!iME-wtYIj
zz}f@%pB7eNxaF<jK2GwgA&Z#^7n-19b+uQtH?do}=eXgB!u_8<gfMWYqElqw2at38
zJv5I<I+>negQopEt8Y={`95p6>-~4U!7-6*Csv7?)`--6<ZuM%{(Akq+K&_Hr4Pyf
zVeT!X+KRe%(Y9!DEAG$&#odETDHLf7w75G#i@O(hCrAsWxLeTR1ZyeoPH|5lgp<B!
zoICFQbI$jjUzZ<YWbD26UTbBpx#ynina>mGht|bo4h`VWyViV_-EQyS*t>Uni_@>?
zmrAtzQm!@%9dzvbgu#aR&J|WR!eU@H69+*hLt<KAt?IX5zm^O-GLa6FLTAwA*wx_A
zk_q&CCmQ6Ts9PNZ{AE=P5-Amqd?y`DP=z>?2g@Yn`NW~IrMjBO`V>-?K-N{`a=Zwt
zm<@?2HX^_Kd0g((JHq1;f4TgZU*3ste_5gZr8i3Z%zfWnqWSR#o3o4(%G9zV584~1
z{gsffa1s=JB_$BG4ZyQ?dsL=ug5i7?c2hQN70f`U_0K@|tB<Z(D2zf9D=06O8+HVM
za{-O^+u>S3fy6(XQ#+21G6kXOr~6Cyje68(`-r#uL|c&*Ic;0R>5jCmSrMeT(9~z@
z^mI|$40JQ&TLHBmV^+=d#&)BlkLyqTrL3|<t4Iw99VRVi>t*UJ-Y^(RQ%-K7pxn?g
zqL3a;<C7a~!i}5h)S<@SAB2I{p;%OOA|~dZl=E?a%oa5(2^c)AJ@wtm8!`&|5`cFs
z!;>TGSoP$We?|rOf4A|w>uVXCiR(Ic$6Xzn<NYPJ;|bEoQyv$O*Clq2j{P$9E5D`a
z$CT;SSo|kA2xNY2%G^ON2pq$2{OVyb_kQ?uU)u*qnUwH!hQERu6l5I9DMnxMjBfhx
zIgS7tDZ)vd7AxCK)0EeLK$QgA&id{5JQWJOBF_hg#oLARTRa>j41fZ2^%AzO`~K9;
z3~vTU?d}vjaKEOjjxbBqUhds<43K+fEz6LVWU$tLnV+Y68}x2=fk{%6s%`)01i`{L
z+{-W0Qwv4X2AF#FwGZB}b-TuAsmvBR%_t=v1tf%AA-EbVF5C7A69jET@u?=U13x|u
zW%YEn+7fa-ATgKd?`u6pE`H0bZ<!_foYt?o_U@uXKYJ2O?soNy8+#_<OxJxU1Q_}f
ze6h@5Fo=Aw_q*<R?p|MNAe5jc++wCL*7n6oXse4J*NPXYD(b{>^K0@YFA9v1;KXp*
z)jei7);y#}+nyG393<5{db{B3=1IoStAO6Dd*(*WVwlPFE9p(=Gk)JcPOlgxd7#8&
z1Tt3lI|)a~?PN}1-PRwo_=UiQZLJdOHPbU6xpEv1pBKYZRwSLEkqpx3Q`Hkt`)`oT
zF3Qf!r>QRzvt{yUs}A;OZIuHx5hd8}eh0H2fxoK`TI(DnV&8p3eV!W&A3mJQoW|B5
zRjsO@e|fRh0MX3$agj+4_Erv5F^NO=$|5-k-~`Oj0P*3_pyr*kNgtQYMdqGQaR%8q
z>Z^~~0TzbmI<11g>_-;=ZLyN!g#1SUiunB8@oau)EYqRW`Q~Urop1F|h2D7m&GB;E
z@BPja=Sx#x-#ftrx1)Lfe-#-k9bQApEGkpg`EsQMr1cFA+=1^fAp)Ns-c9gHN6c$I
z=H=ztq&#Q}egooe?`E3M&P64q8^q1q%FwQ!lS_H#zS8-H8~^U}$S{w5Y$ggkX#&0z
zyZk#Zg2#5#g{t#lC_5E=l(e?ZZTGZ29+AS%ez;_@d{IGk$O|dD&Fy{f^-I-W4kOj5
zs4FSe)VVa>{1C1_JSGG!PcbSnJX7i>ibmfhT)SU<n^f~>^RSP3+rBB994Fh6+%lDu
z$*4ql>?Y}(?pBIU1cO+;aZ()P8+-gfu5pzRU0fR)2WzzTKp<f_Zky;qCszhzcRk5l
zwb*36a;0xoPjd5D>^+93?4cg2vp-yws`_-<PTo7V#~hzor3>nEsGa%5&@weYtMu?t
zawvjZp1<&-x)Ayd)!>kARttM|!+aEf6B5OftC*wX^Z_f7`RR=k+;nhDs&VXfWXmun
z&_~j|9&|2$@Z3jSC!HE^&grf)z863+{L%gl9%g9C(PX>J*w@?o#QU#++P4gv!*w8A
zPt7?p>kAtV_q(xd(;lxdqcgdzK!Kc+U#3^rc-D}gB~`*XV$oTq-8?7DY~}b@X-s-m
zy?I0MVO_iF53l<)H3BxuIk7H`D)AQ^K>EQZIq*%$H^Y9Tz)|!qjVt%Q8QF(o&vu=#
zWG_MO!s_tcDa>QqW0(5xGRqnQo<x|fY74%qyow2*!(NdP-$eRB6e!3tO9hg7>jzd{
z7@+DS5cihf>)efI&njQ}9Eu9?;CVpw>@c$KSP6aXx!rZ{Z3(gbf8Y`ceD5xiz7YP*
zHOyft(l8JmG5=zF1byqnq3I%RYMQ+v*Za*O#*?Tl6}8bb<8~xj+j;p>`3Htp$xVe+
z*`h##N<>6k#PGB|F$;;gO|Wrb`y!Z|?_w-{{&<l4kv$n?$0(DZE;Bw(%#ec~B@_-Y
z3yz&25V-nMTb3L`M<glq1EZclK+}T3KQAZh#!Fw4k!I(W&%tq_zCjG{ugm13Up))6
zn4S4Y=P@<7ms5$cddrq^olp&K+2+r4Y>L!Z&tE41n0{di7Hk)-#G5NewSZ~)7v{cc
zvcFdOsTQ_D?|J(?;E0ud>N@rteKGnoNB8m$6L6)jSqBts!b&qs`p5o=gIB@T>Se=u
zTbNdyodDLWVTgKH_`KXp@)rl&xES-h)tR7)m!SC&wTM%3fm*~1OtH7wH+;OQjVk!&
zM~X21nYTdPZ_<>rXmt^MK>xgqL;{pZQhXY)U2+{YGJ~vC?O?p7$OWy5`OrjMQvKcq
z2HPh6q>4jAMfoEE+eAfxO^{Y~f8t5g6&BU*@j2QrdW~m3&*3ukp*`a-o`N(&d&cO#
z(s;Sv?(l2v)!q`p?<uY1-{yCOjtJ24`Qe0j6-;fD7p~83slpxkkvM=VbH2aZ%{jL#
zUD+cDaF-85AiXr24$w;sb6-;<P3Db7=zV*DAlmt9cfw{P7ee5Kl=bmT>28i>2cg2|
zN$5KhFjje{WPLT8xyr4p)_zwi$0yX0{gY5-)RE*&$*(nRn`)>d2h}Ys7x<%$@Uf5T
zR6=)dB>i0lT07)?y@7->NYwQ@P6K0<-B(p+Mn4hxw#sKGhs_9gBwY>Qyra|k!Vo#U
zf}zpnO=!;R^(yJq^49go)B)r3Gm%ki8*cKVgUnP${PU>NMm(yhcN=}tgxRKD_S72w
z>F|Y}nJ+A#D3mpZwz%)d1HyD;BYfNjMHOSiVZD<jU)BnL!7*hnA;JPE2m-eiLnRpY
zAxMYC4Ajk5ur*wq-MvSIeo}oVT079c>T5uDcTbrvw+Md0*b#~b06i;8WSeQjV3)d@
zb4s3iZ<*NlnmZ$NY~j2(p2)$9-sQJb(qyF&Z`9Cd;cELdecmmAC2NaLEXIq7;hGtN
z+XK$DO>W5{Opfl)QK3K8{0)rz5xmo8`5^>U>7VtpuhbJgBpj1mK|O7Xe<NR7x%q45
zBo?EDob{JXQ}S6N|At~~1bAq4SI%CKnHdjS2<z`>UV1##W1;ds&QrXS1}B*nLmZY;
zb*j}2WsbK~iSGsMY0A839?5<!G6GUy`vU`*fW`416?^Cd+Ie#3$Ja-EBlEX<FwsFZ
z+-J*tqMc8E>!6UL+9w3Csa!v()bLnH+exg7&#<oj^oLh{lj9Fp?wL5LZMfN@Lbs48
zRC?xalk^qksZ)@RI=(=GC^(Q)K?dkj4=JC0iXvMKDL^?$JN_YAq-I^l&OOy|;_nd<
z<+`I3uzbpN`xtM_=Pjo*T-aT;iQMG-{_eXQ`J>qLDk|QTw$$_yZ`Ytk!cv(Dg{5#Z
zWh{~-(E&$-PlE`c=X&8w>b|TtrZ@_}!$BykYQg~p#xqA(k=fqSzAT^IG=r!Ub4mZ5
z^|<t}Bv2mfITBrQ*P53f5*H{kDX*}quah+I&?wyDmR-3&v@JA40-;Fo@I_W96Lihk
zHJu3r&Hv@$&K84x&+L!qsO@w_GrY{vhjJggMMm#j$E5=66T7&%@Z5&<?BFP0NzsNX
z^jGo!hRZJcy_@u0Gd&ArB%MfM=2gok<q;wa1@~?T(ZBxKs#V%wz<7c`ecCQA5c2u`
z?@R4(Rf=H6aHC#hB7@wT3gK|isz8AiZ+;VF3oIF!Z%?N$_(vU|aix}dW+Ezc6-vkZ
z<sCmg@5%KJJ?}+l^9>MIYV)0`F^Va`JlUYIr}AYt6K4y0oi;!W?8GJIDHp{-<(ArX
zV&1r4*SPzzDO{GVHzdL&R_FKZ@{_hJhBc2^Tw^73tC$*Jp$)13wVbGRLtZvwqIWo5
z&vZ8OaQHR5ienZo0q@^uniO9eJk^@}Y@IZ<iw2k8@-T9j;eBDIQAC$8Un--^x+hZA
zTH>|Q$zID%1emfO!Y-WmXO<D+*G$qZNd{VxpVkVjL`(*iefhHQrB>!OL^!BWpyo>C
zhQtSZZp_Zd*y#X(Uk9Ca_dTtnW2MVsAWt*W1M4CM2iE#_`nrt~>eDT)NV^rz#EZ$K
zSKVK!A)542D`cL}hSnGsx+B0ow|)%dVd2)(!+c6Gf8#2-3;5&kV5zX&Q&N^4pHof1
z+?e1pZ~!!s_o#(4(S`SFEGHS1_8x7O55N9clAVd(oe&*dmKLy@r1MS4o-pDCwL0VE
zE44o^%?(xp=t#ISUa<$;YARy^TKf?jx8ABi3Tg{a)dNQa1i>TlGV>J645<_l&S`sl
zb{MRDHe;3jhJ$}vuDmyV4J0rp5$l)*6%8VYRZMd(0eqTkPuELu^15Wwv(MHzGeV;~
z^N}=(7JEj3HPp_cSJZp7rju3JY7Mx7c{&P7d4~9~x=hy6<BSPs)v{%`WpJR$a3K9V
zo)=49(-09ZbN9@z+~MWa1U?4C;dT^3P+yMV4tg?sD4?_g3+RWC5YRCpbW5)zc=1^s
z#_`F75OrO5f6^0Qeb?Wu^n;2;@1tF%@$7a&z&bCi8T_FDuZz^pDM^j%$$T76)848-
zqZ1Y4>L?ii+^5p`Z?KdDV{jS>DTjkv4opy@%=>H0betwmaTqE(e0E+WebUEgTQJJT
zz2THuEtFW6f}?iW0vq04_=e}zb1aX5P<@+Ni|c@Ac8Rxd{J_bvU;%u?W5?-Hy|1Yj
z#l+*u92PF&)iPoZQw(@Q`-ES`@4`xGA3}291i7Gc9N2C>dy}rWSnAUK$$Pc0p~wT`
z`mbq6?(-vcXERRzR)04>ac)vk{_3Oi`HmX?)dwIJX)*p{s4LYBmK(@UMjAybkuze*
zU)+QRI3PFu6y=Sol&awO16AWavlJ7mf}8N5(QvLCmp(I?v=lhbLzivF`O;IK%}wmY
zl>0mBBt97>hx>_>S0J~@0<z-jZN=dISHv%Md_59n$LHi9{;J{S_|ESGKpN4Iqn7zj
zitv0DdcLSRyu)7SXyA|k@CJmj7%kkuY$WQ*?1e6q*5{ZuFpsBaMD6%C&MbC6m&%-_
ztWR!e3m>1?OrbEs<xwVhce}TE_tsmk@}2j)bA5H|!|&A>;Y1q+BnUAk>SOWxjWg;0
zl~xEa7#6U_oq!bsr59O15<+wEC>Dvwb<Tkz(QAv@?jwdkku$<7sk7%p`c1uY6rf9G
z<2sxMFKNXL!<czSEZVzPVJXk2jO9N4<e(}dz&=eMZM%TkxKk<5qKcT{Eo%rz-sMoA
zz%Ef%C0L+exqa*Ga~Ryhx~>km=mY6P)NxyPLoh#IpDtooSbGkjN+r*c%UjrlUj_@T
z0;aoO-afq%b{~!x^}MvTp+(*)J<tlMn0-Tgj_|q9eLLtrtXWXuN6@x>LF=ZfBC}1-
z!S8TyWch-fnC5RZ#JwP_Ot1r)n)2S-GB%EYvzmpwhW3j*jUsHU_Bd=78u0VrF^^Zb
z^Ed6K*V@p11(0!BGg2DVU($Ipg~bBzES~p4T*zEs!tlem=OBc0^S<75FrU9Rr;S5L
zw@@^kLr9YG^zb;ZMJP=5%-AuFEwyd(cRbzPH_NR3vxkqmQC>Hchi503Sr36KC>Gr<
zWQi2sauBHxhLwwFv%=vkfLNzHSuss+%>e!ZN$7GP4)k+Sy7)eOb22AE(C=|m?q2V_
z{>n1{00KL4oE6`%q|M_e{mW%JCKFNvS-g*xJ~BtYNh=d9axHFJ$!R6_XFX<3ES&0+
zQNH)YzA~(wjtc+;mtHPhLIdnQV1gJHy9Iv^`3}h{AX(N~(#>scbmSF$4hGEiIO);&
zuKgRli+_*#TA)8P&9`g7W{y$6KT|K6NitOWvXNhU$@HKmh<RD_t2Dz<QD+2%D$>KD
zKS58=NKrSC${e!d0_(`cAFO!!YU|I^k@s~Ni}Eep(cb}D(1W>w<U4%{Mch1#3_?ia
zeC5n4?B-o_4ttJP(&p*S6zr6k3uLLNeO6cWPE4w%#MMuz9)o+;IPisC+m54jl3Uhl
zWZR^PnW}+NH<&HvI1`P|#n$(2SYR6>JK#63o;&}S>*Ji;8XlWDA%NdYvIfjZ*L#)v
z0yiP0J%(e~{dmgGpl$u%K9@tRyPs{Ica*yCu9QY!{F>C1@$SuhzL;Cf7V{j(k>My<
zVap;bSb7Y(Ad7@il0G_KA0gosq>sz#lAq8b{t>~I>VHhmPa?zF0V)VgV_;zkeuAqK
z<#V9^u<`ILpKX7QUHGjg;rTcGec3yHnv@Er-oWYUY4siuQ+9SX^s(ZPeaYcS)9vY+
zin)35r{F@4$P4G?)({l;fx>s44HPGw_lfw!bKXB8QJ^5C_+UIul;`0r)kC}`6&^mm
z5{hgNg@Lvro0+S#P|1_>so!nTE>Sic%i#7#!1z<Eri6Yowsm=(uEKUQO~kBhn?9GE
z-g~`y`!=jwMpFM>+l4p+Pec=u`QhP?lt&yK*SZ<D9xKyeBD;0%(93qKoTzd(DhwX+
z!YAFbew?;#4<ZFhEYnM2Rt3#r=^*BQy!dQ*D2+2t=(wv9RUxfhJW>$9o=Wqe!eSo<
zIQ$i)kxs5k%TJKJ1pB>l;$Y!(N}9s<P8RBnbljLo;<s&2>_!&0ONUo))|jXlz+O>T
z?PvlvrX@*<8dBE)8?)>D(VKPB#`I^Hv=nCsm~R;32DaJ|@JMn&6}g@g|4{Q?_8;D}
zy<R8SijEtT<TV7;gk=$k#bWb8c38le3Dvhw$pk%kxQ8;<miR)D#)QfiaYL+(0i(r@
zvQ*-G`Z$`zT44lynC-N4;83jG7d*c?#|{3QH092kbNNF-K5=gPh%GPxat$c)Zi+Yz
zP&o$}`}3V>grA972VTwQ+V)!nX-PZp1t4#3(1lhYYls8oNA2jvx~Kkb?(3Asb4~P`
z{-oMVaJn+qPVs^{PvO3*5DV{XO}+Nc2?qnl<$M{M^CBwnNO#sznD^3}PwM1;;Zd}A
zw_>2DDvmPviYw>>#pQDM+-vsk@#|O@+SJ{IGjdynQ27u6`gijBAHu5lH|G@!^RoRf
zD6xi-nTBo$;}r;Mx^1b95Yp}oD!L=zqH7D}UHDjUP2qKw5qQMLBiiqU>-X-9pOBZX
zn*BS-evtodVDx($tg(kZ32#C<aG7h;MbOB=QE9Z_9U3hBRQhQgfym1AU5Kk}U(m?T
zAev7)stDenee<jL6@EhJ^xfv|dg_=f1a_-A5#U{e1=taknD35jrKJxDQ;|WA^;9ry
zHmbn?^x84jxDUtLB}Y@#_v(QUw8#>@p9V=7e&`N{VIyY+DCu+{#0*(b5TdLoI&&ZG
z!h5=?R(O++_pCy}7`Goc;gZedfqC=c^zs#Gnn{}E{0m~CZ{UI;nsaAC6x)ySWP~31
z@ct&~wB$`>cMtD8t3Y{q`Pt<b0Z|#^F=7L7L;9}ktiBZ9!G6tFp%X^2?O4pd2t=%{
z^X5TND;bINHiOG75b%h&Y%*2}y-P_+iK}1w_~FBPRm-Y*=!3e?{c%fnVQUO2TQN9K
z+H>LT5k<K!wj<;)i#L?W5T(j$F7S{qUNYHkK8#{9alI@JBrZT-8_yF@O@0#!M-m(_
zwb+ER64FcAvaV@i{>ORzhb`q_cJ6=s?IH++nnb+_0ZB5IPNA!zCUNn)Ir_xP%G$HA
zK!r=r_2c?+E#TH@_Yc^|9gkLwh&mp#`w=NgimnoRrD_dOP-SEsS#0sUb$$gg0RaNm
z*VlV2$)tR**hL)Yg99J#Tu1E}8#zd?R0JNb_ovaK2<YUa2nNfK-wgIOJ1v>-PZha%
zc@5QB47u!#zG$@j9XWk@YU<<^k78FTwwWy0|MeX=5|8Q`0|SFHTgr6Oz73_L>VI;M
z|JzahbDsYhIN}ixA6BA;G)qZMJx3LN%z@dcu2gfZNU}r&?mW=Z(P!=+SuH@aj6E%D
zfw3s>*E=%uywmr(5A1WvXFJ8%a9CAYS?j*{4t(|Nt$uf)bZT-UIu=UL-u!I6*LI=a
zs_G&~$j+Sn$|ftqWi*XLooM6N_qW-m$`lk7;78<rmY@wmxI7b*hjl6uojCAfgbj8+
z#9(G)Gqf)s81!&G_jvQb@qhS<{-448t7ds&+rtoXK}bwS){nj@jmxH4u#LCwcR4Pa
ztrt*Tg9M>wQlQ2rT_rjuM()d(=4l(&w`QKDeed!m%$8eSf8bW1cKcjf?|!6VtzaC{
z(KiYBuihPQ(w_sagw2LtbXyCiJsM0&l>Hx#>;KhrGMw*EWl_vM|Mju{JJasTRItqd
z-hlr<_xNWN)KC7E!T&D<_%HP_4fDxAEBSAA?*DE$^A}Z5P@O!B)O~LI+MC!Y{pS<;
z#v{#wTF=_Z89j6W@uC4lSRI;+Q1g88^YsGAzo`6&;+ysqQTUhYXFWKz^>v#XSey<$
z%EPBr=pxO!L?bX7a$?Cwa(%h&9uUEf8s|4F+#a@{7iwhRe!$)b?==_Bg~*)Ge&ZIq
zkW~8dOIOaQbmt>hQ$0?Ecsh85x1urBaJ+=+i3{d>ZwZ3-Nn$TAzhz}l13_)QIRedO
ze(^(}T=7#-ngN=;0n%Q+q)FbDs{2^mz$yYqxZC2TfN?du7RqJD&2ly&;uoH)rN5}h
zh0$=@rKPivZvt0)_O(itrr!tdPW?&Zm!IBpTixb-kv<&I1Efk4x3t3yYBsgP(7%+n
zc776_52F*T_!A6{wplAI5B;eKIn3%5%UyH*S~ZL#K=`!g;`^%nnKRbFXXL#SeE{p4
zlN=$c2iC5!dhm}&u_iBJe?q8)F4>H0&?c=4H<k!c%x}+#CtJ8LR_SSE{niZv6>Jmz
zGv%7-{m1qiXtQpHOHj`;TTp)ou-5L0#2GiJrv(SU2+wv6+D&&R4O}-0Y@+^vwK^7@
zt)h2<cqpek>nf1{TgU_}`}ufyJ@sT%7UE8Y{Znhei;4)QRrJ)~>7StrIadCp4$u7d
zZ>>f)HVVP+?*+Rb!G2Uy%SLdHyRvNd#@omS=2Qmw6C8{Jmtl1b5Sico<xjNi8j5=u
zgegphF53T-FAnhHO`%b8lnkvqj5CZGm4tMfj<qpxd~#egwZaf;iF8aZe2yEuJ@Otk
zqmXAlElO=sGDn~bJxnXPkfhRc2dwXbPm@Yf-^0z<Wam*tX;GU!j2{5obL37ma7c~{
zU0OUsd(fR~m>Pa*O!y@^5ZpXs4tf$zf4)SY&J+T^!&EY5M1O<0iT%r`Lx?zJ)Yzz@
zS3`T|bDbDY@+gb#L(6GLjd5m-X%!LzzPHsO^j~C7p0oievJ(=7OM@QFiMl;y*>~FL
zhqFFq^a8up{Ts7v7^-l#yiR0CgHLbtiAjbJbKb=OpVS<Rqt}=A+faSTL<2PsL(O~&
zR5)`Kdlm}1gRkTxC?|Bc=gE=ml^$UYt>GqgqpU8?9P65aZ7g|XFh7)qG2TSFzrhT;
zumZT~TAiaF-*QJ7du|1Xy#;G->}0;@CWMMu!iiRl>w18auz0raNyZVuDHIkRO&QC^
zM9iTc6+A4GPN>m4X>Vify)Fo79LAa`Hb-uA(ybd7Oyv42V;N|oW`7iI;=9zHZ8>2L
zD)OO)ACpo_va9cPn`|%15HpN;NuRCI$0X`r?3XC5B9@+Ji=G{W&;j5HCR|QSm*&we
z4b;sCWAx~7Dwfx|c5Yod``oDVULxpbO!Tb@ZD<OPWsmV}mgEaOUAEWA2fl+xY7R&p
zFW{*)o)Ha^HfyHGy^p>)=gCsA{XBp1yRO@pmwxv4uMr3Y(w&YSabh8}vyID3lhYlm
z6I9<w?UB}S`SxG@5qv|0dVP508b@o`*c+cbm`rE8*>oG0Z47M0@^|emBFs5iLkF}i
z1PRqhB&ok_!Ay`#m8S9ey|K$#LfqiaQbUC#@r_rEHEB63h5R|GDOu3W?PU|aOOXE^
zkn4>P=oEJm$~oE4jB@9V4?Sc?nWdIMfKaGz<&H++ZWO6^%K+z!vC4c7D$WnOx<OYw
z)+YqC-T&1`#ngIH29QCf^$t%|j4B@Z?1MYJNofPBO?37{0rk%t>Q2=UrH#Nr%?RjL
zqQ>cBk<((MA#Uv^OWKFFrfZ`YCc4qr5R?`qhFP$7W<Yq6I9Pn{i~PHRoIeNOsr2Pf
zldd;=qX948TE}g4;?Z|rzv>gcbcnrGPEdd;BmJ*dl7Wm_Lx7mGtNe3pgK-cytEPYI
z95UDic;y{lx#<c;%;rWf4wwYVwgPOq{4+0?=-p-f(X{`)Z|o-3fm?<eIe^UeSV7G$
zw@r1?(*0|`1WZMHs>Wl%E_;9KzzNx>T_Oo{&9bVW&tGmTz?Y=_`4=e8MfUz@C?5Vl
zLvaFS@WUtM_MWK9;gDZ1Tjm31;q|c*VkD6&bXHvEpE>u|$b6RBXrrgbmpAO?MNQWB
zuP8lu96_~W6dGd03l)>2O!N(}F-T5eQug#{7iDP*xq8HU7o0T`h9tL&w22SDUM8ZV
zaE5<}!XQNbeyi&m$blp4=&{W<X^9(U)IKX6y7biDY9i|DwEWTkuFf5G{+Tc{&-YT|
z-OmFG_>E@2%B3M8xJAW|x8Le=pGNBb+yry=fw)Y(uZEyrF8a1}EEf@bpdC$dCK_bv
z!TwbRye<}W@rRcg5RBTmjx8sSCRE+j3{<1sJm&e&Dy5I|Ucd<SWVem+Ua~-p%y}q-
zB_|!!sHUSSK)afO1DDa9;waO!oFlCgyuJJhvDyUHBmEfiU+vjE3jBM}BfV;O4W9lt
zqXTv!2*ba||HWth1<2Iu;{cdF&8CiO^pX2tUB`c;_5a_ak^kG^3bnV6$~e^4*Y`a#
z=ZXTYJ=kRat6?N+=F=Vz|K0d|$l3M?=_}ayl@$<}SgMh`c{wSgVrR!e{Tik7v^lf(
ztD>1v=E93)_`enKoAhM>G1$qz@)s2qQ3CwMF8xr&&u;GSuCOyR6k#NdN&;<fwxErv
zg~jjnuT>`9f!H`W0(VC!#VRq+zhrke$FZo?SxI;DZEtU{?e9{2aA#+)C}(pXq*%BN
zg+B<jPF~eVDw*^TV7eIl?FEusbHnlVfZw<5J~L(b&(fq0dh)fGertRN;<>|@q3ev#
z1M3JSo)7$52$*Wm?pC7HHJ<3(bkF{m(JwDUAM-_Ln$R2dInFq2qr4wuDVbCh(be*&
z)w@JqrrOO1urZVmyvBB_oa#e)ALBC>FvG3%ob_m(lu?3XIywK1yg%J$g04WFQos&1
zcbE6)U^Mu5_8Hp^UJ_Fj`+IxaykJmb+XXs@TKvLe{H0reiWZ7~7}9>k%r%+DqEe+4
zhvM7|akk~CGD2qBVTft{Fx|n$$fDT)nwh5$U;OzR`j)r<1WdA9U@T7q{`(4o1(+Zg
zbg!P|?rRZOf?iL5k>@&dS9<F=CP79_CxGj!RV`bT@yD#XhO=ElEvq}zmXlw!;Ys)C
zSW?+^ag1WLPgk|A_L#I@8Tn>z8HT#FQ1aJW)@8IRx?`@)u+OmzBR(+kGIWf;YUuL|
zn}>t+`zO}U4kj`qLpE=GP+1JB*gk2o(-skh1gnFHN`G^#B6^hQn?E8&<*1MZ$!x%d
z?OIb8wm+6Ae!PwkG{++M7*4V9i45V!`~x9>kK<C<(?cG%JT?BwCiXeG<MeOhxAJ0+
z$-}6*FtCYL3^ZyMV@sbe4nfF@S{SHv_EaNCwtwgw_>Zp?=^9*lyNiKebv_L#lN@z^
z$!zs^Ps^~)P8(~oMWy#4eva|tHsn<|5ym|s%W*@E_V*9`L0&;yAHC!J@QY<lb_0Ai
z6)d6m1WMic_1=?CRxkDSbVHZbxS5?IvR=B&3x-5rF6!aByJ%Ml-GfuL;_%-&Qbp~4
zb3>l0+$2x}Pp252T;1(BX4BFb^(vIU$p-W0<xd;3Z-c*Ry(8fHF@GVltyD*8u)GWf
zfVB0ak8v=p#U;%1)CYYg@!<pd$$H_m@#NFyOuIfE#S!5h1b2YZ{x*S2iGAiK2%%ho
zuthG0xSJy<mr`9bi7N>)IZ9dY18eY05%LUED>-7f#?Oi|;aP_pq2yndC9X6_`r6zG
z=#GwSA(Lo-QC2dUx|R6LP3oh=x~WtA-thpef91Jx^YZ(W<DHlDTE@_Mv+yb+(4wS4
zBV^;k(ePK+*eN@aMLvtc(AS@8Tsp(&Q9o%fM%7>o^Xr~<c#xyk!{8~~&5CH4Dc2Er
zS=)PyzPd{i3nLTgYV2U;5c`7)$n0$?qv|iM?f=N{?B9r;t@2pe_R9Xw8;0-woPd~V
zDnpO)bXnN&(Uw?^UaI+rLQlUQF``!=yK`CFZHt~{EkBGISAyu-8beHQOQam_I{rsv
zrutjjfiS9A?earX)G%rnPWx=U8KS|<h0tNSyWIy>q}%tlBZ8`_ld!roJ1Vs7M6542
zxzYDB3=QnL$!q)sD;erhejY4jW!9TlnH4S;V}T_OpEdo{+iGUU=st;_Y@BttCuxs)
z*-M>&RHUAPq<if#c4zoT7o5M6$NRgH^F~@xlYuZO%y(GYE52<|M_MTS1{PM2p8NW1
zlHPZv)_5YpW5cQb3<Ipb=C9^QI_ZoJI=F0{4q(<a)0BBCX0)|S=<W7`DAD7-^ruq>
z&^r``UzZ>by~N{>30}nwBt-S$!zqJwbdWz}UZ!-iYDK2Ki~kw@X?#=_%BF#A%nxA;
z?A^YQ&1+{;6^Q4N3-&{FB9H9!WK^=apIJP?&GF_s66vjKZoznV)4yf5rHwc|B|mK`
zZ$+>8s=r3|l5F#>9-9z_>s&8qwzyc0P)*px7jwr;%R^IbGvYwqG$w_Lh$$RfW-{~k
z2A0qItu_j0iRicIEbHYooaurV-xt_B>=($TR_XC?U2Eiq<I-`oV84mK1(nud)z|@h
z%QZ!#X`%}2i=TbPeXe@%@idK)L3CbVo}Cx9pI%ID0Q(BFt;1l*&xp9B1++Kx6G-}d
z0whclEO0s#PZ)`}NJYm0zVEf4>yp1X-06@gX~Te{3DmoGg)Wh|_%#50wL@rShz(|H
zQ9xTo$LWzxFJ?#KgH-FeUu^gl-!&J19HwHwp%x}j8_jlT`Y4MckkgfD@12Y6pcUa%
zt1F%9A*Xeyi;%)aF_>AzaysCq;^NkpfuZ}SbV|&QUY@|(fIgH&H;$1sHag63H%=ed
zijNgE6Xrt&Mm0!n$kmpH@^bVkrIT2quMH29SL7LqADSu1@#}6M`ZucXm2k)D-2=)8
zRIq9RccyjE3~=7Ml*mWOJH1SZ@-BJ9{Y4elRg6xPt~6X>`EW2qLLt<&uBnn?xgju=
zb?svyS(#CH9I}k^qf8S&Ikj{?#^^RPL(^Irha>&+riexhnHp6DjPH5$WQ=o9EquVU
zQE_u*FLrkr8z2*mH96;t{sP9F?B!H70mp~duHfcKsM&i@cl~mr*kRh)q8ss}y~N9N
z+)sKehvMcaKm2FX>^YShJ|G}3Y7Li+y`oY+T0i*DMuDxFnKRUj3h~=wH%tk~k%O;x
zKno~TXS#%6E{!U{DASm2e{lG8h+HwPy0=Pba()Rg@*qP!M@tM2Z^}KZ{06%2^&2k<
z>TyP=xn`)w))EyA)8JWQwWl9&cAdH-zFm?05Kgz<-V5eXDCR3Rz`pdlSYSJ>-a3o$
zkQ(I*Dd{9K`s`z|nmfL+HCP?w_P2J6n%oH-S1E;&qtt2vAIc}5OS>2EZ(k9uJI<7B
zec(&<SrZr~HPJXR{SsjA1}NnP#J|scUo@@D{CehvU&ggka3UORHh{#^Z{*ZA!8~nJ
zH2fBU;&1=zBY9G5Ram9SVnS7lm(U-b87f`_s@*1;rC04sX)!SU)q@>tRePaBj;ekz
z1&Mkm@8S1GH=H?|jy2K7J!EhBK+4XAPi171zpk`s6o`7fnxsMThUu*i_il1748ML~
zQl3kf(Mc36#_Q)ycd~7EbgDV->D>}BZ4-mBljZt~uI#s3VL5uS;lTU~C)rbi-L9Y=
zxH=ayH7x{3qw}b)(u;2s(RRJ!CX8iq`-*C;r73hXwpsY}c5PxP=j|s|RlUMO!!XWM
zA%#l9+uQQ#jbb_Jq&-0A-ycyAiBL}%3Yc%s0HS|8kc{Of_4-4fwqw`?Q$p5~@Dl*-
z8YnsFHC-%HRY|uFXWak0zK9r}tK6=L!{`L3xVO`L<~t$J0i>vfJ)p%W*RQ(0&;+~G
z^BOoWfhg$vyRPD4`$3bg{(Mn6pMW%H-!scQ#UKi)7!{1k*3BdpX6TcDh4pDz=g0Jn
zQK%I!jAg>WzD-8#uHO)O&+V|9D1Jd{aJoxlbg5H_M$q{y>#`t@VCa3_zA8@r*AKS4
zyaV-mG%P&*#GZAR=H$i(epmtKE47a+)_HT_rfd3H6irr2QT$ogcL}l75T&8tNgs>l
z1sOOp@UfK)3oD)B&rt(d3b=}K9YEG;3xjMjfABr@SRevT2z=Tw>E!9^{AJmx+YAB=
zS}qbla7iH2xWk^HS`*foP#F&QIaB~kG~K<9g4X1z9N+aXrXJ`ERPwK$4jN&GzmNo)
zPiHs`kMb%s3_9y0r!S)&`V#!qKegNvG}D2jmfm1M?=!SdV1M(QmFF@u%J~8od=UPd
z#22xziH;6~y`qF6;d1=TRxZr=v4L-`#(E~{$0CK54PB%cx4t`qn~^+sLhcY`%k{DA
zRjHz*G|0;1`0X^0m}5~MYQuI#Hmc})W}`lYfb?2|h(z#3Ru?Z-8N+Z<d8K?>i*#Tf
zQP>lTOV|6+a7V7LZw`s{BwU9irft%wLXvq%;`q|mjIQwM5Up=`Rg1==MJ*ZuK2D1v
z=3^~Eq`K4{x&v_A{5%%v-JPxnslqBiaW3@9To_{ED`Raky!&>D2$RmZt|<#@&8WB}
z<e8Tl?3bbSFTN#YB51mc!sOSLydaAukW$VtjIa(7;G!XoY2_<x_Y}*Gnafy_1?key
zKNfXKCpCpHbfnfI^{KaUgbQL_2EV#$+is7q4C?x8?k4KZ!!5+JWx8yAkgzQc$9p)B
zGaD6@fvst;K!%6ua!BX_;cCY)0cR<J1PUb1jx#}qY3o07yQ>N$isUJz_;{czgZn2+
zo;QfD^jB|bCg)THPt9U-({!wlxsDS7&73FpUDk=oj{~AB<zMDtNSeb9G>9oqpjD6s
zJm}K(lQ-GlwH$s<4bRcPzl$<cwApGd$kGWt$URw~sgkm7{1}asWHveEihafhnyi@*
ze1W3lQ`F_j9`ZAVml+YyL8IOy+l}Vxj?0!%ZYdMxmKJeMG!AUf@1BF`dKdHO>MX5o
z)T#e0x=}fHhbkRTvT(MLjWbKtAsU>c9d;e$qR<`h56GQmrVfY{JiL4N?-s^1&E{&n
zl5;-c74<~6?T(G`G6FL03pj6HnNKGy`ATN}!gSSMKD@Yp2j~S?i6*C&8fcz-^`sR|
zQ%<u$_j82rPq+R)_>+-wCfBwRn$vWAMj+z|?oZ672_@*{jcWaM@~r6INe_UXEH%oq
zn$ToWo-k%G`lJZcL1NAYCQnUomDV?H+*5s^ZfobNVKX3S9`!~-(xd0%x##?bvw0Mb
zZdamoDIPW?n&LtH=#1yxibyRayGr~xY1-`8iEGg}pRPv4ZQz1%iG^pd&)aj&$npLf
z;LLV7SdolcCdb|-hYgowd;xF_#22O)7bGtVfE(k>4cfswfzAVygmwEv_rtG$$Tn!P
zaRqgVZ!)(YI<JB3vThZaQv}o&0KF<Gwig-;MZE{W>NGB|+1Tlzd!=&~*u{JGGVj(9
z?)RFU&bJsO*-0PLI^_$cnXuVtN^hAei;%q0OsJ|0)4XNfI*XT*8s!Kp=_k)GG2#cR
zQu^m{*BI4E<;D!KeR`aq$%PFO^<(Jk|8C2Ruj>$-_1J9@yunv_U%O#0vc2=U5jVq3
z$qAVZ+e>|gTnI&sXGSBUtS`pMrEFdWJw$LRBi$8|oMufE|KR|ZFOU2O#mA4Ut>t^w
zI!W|hCkD04wu#b3P=B%#%i9$lNqMG%DiAuAyLt&q#S1nRlbDsJg0(DMk9n%+yFaPe
zC6M)Ze3Ib|BVCCC_H?E)^n|gPqSk->`V$Jgqd#Qt0Wv*4lcIp-u%+9EI?n?wn74%K
zeHXe%fG6DvZ7z-p@8zjF{a1~9ZVb*5h_Q(uS9exKf#k`?$<p|`*<@$PfShGm2T-)i
z2Z*s%m_Jx;z8hi`-GIIGSB<M9D}o+%CQ@>I-Pvujv+ZRTT#WFoXD=70;5MZT8=9U0
zI*QNz<n@R2kNbXXXeZBT9AnQyTc*g%)$nPZu461TMJ{bZ<9@aol$s;Ux@m5isn;Zq
z#&`#YIDGWwpLKjQuN+OW=y^~#wEIiw^|S?nycOJVb_nA(E6BUZM7>n=mtj}POA(o|
z^?OE;0A)r)!s3Nrd1q@b-@eG$Ouh2wy75wZ8-rcp9?Qokj+@CGLm-kTfu}kVnp-6-
zg5lSvVjA`#9Wz11mu^*aM9Dk?ry^|mABXKpD9M%PXg^#v2<DP@nD}V`wlBxi6@R7Z
zfW_bSmRk|zVAnd$LrG8mw`i_O$Q#?SwxpcUU+LMm4?p5Zi*h(ow7W?tMIqwPq4T|X
z=2&JYw%nu^O6{}{z%rI1t3oTu)_ej{bFAc5sF&KupBuJBlmP;>4C%gtrbmU7#~xQ+
zJAp2ZqBZD(plvg|Xe<j{PQe|@q^yvNaWt+)`Lzxdd#qzGd9KU6xjE)tN6ymbDuU!6
z>Rz;$-qwnDaFk2@Zf&gRk9Ee*ZO72)+TyTmR|uVds&+KKxRO5IW(;-=(VSWgx3xi|
zQl_47ZxB*lD&X{ensL|DNiXG+^T}LS&Sp-bHu&xw;R$}XIK$?7c%qgs)6-4mUTouz
zq)L58&pSii$t$i`PimPDo*&e%iy&Tv9~;L@I^7pCPkV2KxzrZpxxd}XVzCIT5J^ur
zO_QSN?(l_-FM_2}WfBpKg$1}3ug~4&$bF-)Vm&Af<0-r~%SZV;zY(nrq+r^`cBiGA
zB^V~Owc{gDWV8Itq7-bM;PpXbMEC4?`~sKBd(8Co{fzv0<1f3oicw=@$%Q(-zZc#5
zP9KzT{4+iV*8~_&|9TfL3?HCGu+r?&+zSMNIC9aX3I)<?suat<;ayE*Fp_qSa}G+>
zKb@JRdn#`Lo#g3HVp|aVJ&a{eU=;XT*HqW}DY<WZafE(!Q^ZTkoQ$xBUO=9N<CUjq
zeb}=qa$dlQB9N*=!N=-_v+fVRfj`L$2#z`3&D6YS;DU_UwNNO-GUDe4(}H3m6IG)r
zsBZZ9&H$xBURcQlz-6Zva!R{gDB{gqGgF+nJWsHfPQDrXIYvq63j{{xi2>l{4vuQV
zm!L7!)96{Jx9zgT<k8HEK*Wj?0qj_f#oC`@K{^z&$9QOIeqD{d!KPlt%3Ot^58TrC
zb{Jqau07HrZAHl<=18+0q$CD6HonrS*XA@;;pa@`hf)MC1)G%k${FZ7f6=Vzl_sjQ
z#5_^Y!hjFZVCM*tR3$j~fHqc&Hm7?1=ErQMf?hi(W<Q6wIV1@Y$fu59W&<`>XW&p_
zCWg*lbo5nfII-F(Yj4p<yd1|IEDi1F1%Vyo`+@R)&+CE9L)Y<s{FaY6GZF8T7>pl0
z@vEy>V*+Y46kPV2_ZyIJ)2w%y;Vptt;ps5H_3tkQ&kn;ssdjjyIlYSSKP#a*GxGLI
zbM-Il>6M-`AHg%s;luTz05Zz!5n^%8C^Yc0F?oA47z+J}+Pe*kT2ueK5mHTG>F7ix
z>4hWl*!&br>~9fM;}GOE26+a>x}c;UiVeX$w;mn%+Ra6FaD_hbBgdJB64S2gGLZvI
zU#glgfMd)?xsqYA4e{OY;+Vz|^G3cWG~4@v=a8Xul`8(sL}bfa(D`v+;+rVK6Ir({
zb;zJFTZiP|Vd)HFeHz>^^Z5W_QNp0N^)45neg@)rhvwUBb26lwd-Z&@+A!+ApC5an
z1>@G>OXRCbL##5nfOYA6mTz4TOk@-_@?_+p!5>WoB`l$cuWf^is{}7vNVRL7L_@nx
z!WJ3j#6T3o{A+)*pLc!IGYr*ha6d1r5iJ9LJ~h+9LM?`r<cQ3dcNh4?^C%E_NOSX#
zA3ysRH%aiuMhC=YfUR!JslZ27m%#57h}}uW(R+}*D_nvUI=8>a-TE7hTgEL$c!IXZ
z3+PX60fcV$eT=5YV6nwFAhi3v;G5K(sBp6Aq-EGSa`n8cK}NR3q<PbMEK|$w7n@MH
z0IXawWWfhRe|_R^-}8b5@9ku7wk$4SacNn_>mC2iG>R1?>u7TrU4@L8A>SZ)PSEY#
zAh<0N+4do10Un{he$t1YS;hH!u(pym@BDUyD-6E?wLVXAIh*$LG9p%W&<t3k%A$>k
z*cqGkW15suD=|CF{ps?p&{3+nXTUF2A0A}w6kFBieyZ;a%c3$l(A9^M-t|6Oyyk`>
zRzDThs>*Y%3K5(%k?qV20Vqd`MRlrR4sQ5-A^Siy!Z7cu))beAwmHec88=^%nd^)B
zy?y9ZC?ax-jh3AklKIlj|DdNiD*meu*f=Y8%X!(Vc5q>QSS1CG(s$dYq-=QN2R-KQ
zo_Vxl=o=lZ;mXQ$*^<a%%a!kgDmE1B4nQ=92O*k02p7yYh?JqKT(L}rYJaPc7meh@
z3tr-q#4zbn%bZ(|Qlg;tLhzFYR*9g`+M(y)#ZjB%OCX*GFH!miT|53lG18UrlpL(d
z(~RAo*-@OeH!D<<%ZA!<b>A1n*4NQu(mlgC!y>2XZ^z!A+gSt1;s5FfeFiA6#BeG4
z9>m7XaEH9Bwjdr?o-;M1{<(VLo<0Mxi8cI?XHR#nD9q2cxbmEi97K$lP+Ue-BR=}G
z(bBciP_z4FamNbT*hBFE=TZntn&sG%fV19e);$l;gZqQS^p5ZA0<U^V7o~}HSFT}o
zDCtm+rUH9dkOdSvU))I<Kzq#pvc%cI5&PI|j#re=b3(2%XUU{xHbA*$R=O&o>Eu<`
z1-$q3Y<okk=K;~m=Ud@ehn0>5>E4+adbRfUQVq#2C|-trz%k{?@je=%&1GFwY#5QC
zijbUQFiSW}(NroklK*nD7xF32*%iQEF}1!3@%I;~f8MZARjU~BW{kJwG>)_tTutFc
zMcW=#j{DC1&k;{F@NfKg1JbF7c<ELzTRbVT*-h0aYf}ZpwsXrA=E?Xd+QM+>t(*0m
z5bd*TOVJC~vf=5CCI-IU^jBFA?<B=km0DBNh75tP9%1j*jnacZrW&vSe&N5pT~@dy
z)LdVkU4`Cma)oV7M`OF7UO1?+Cd(|Kp}1!*B>YyU!$_I;uIJA5{>%1jc#Zd8=u7DW
zzNYi0?&0fjbtgp>ERnk2=IeW_I{2)fB>=>F8#^41?4zut!xr}NbJVybK{518sF2IA
z&U%uDlJ11Ubn!r_(m#0x+=ci|;Cm7j-N90_!BkfmHbw2F@>di$_oj8k?WM#?SK{=v
zbJm|hECP9&<#FDq`B^Y<H9(N?H-U8TXdqMcWvUsxP5o-wgTkv!C@SiMZ5v*xPz$?B
z(d=fMEEb;qW~AsXoBJwCGr_<o>&rHWZi=je3`YiNQhu^3ruE*K?)r@0OB$ur=gM7z
z$KZ8g5h{j@sx9!}e|{Gf#6W>BvZU8=Xirdj@^)~vD4v*s6;e-nuz$Y7%{pO^Pe_G=
zWE5=ctwSD0)X$PQ4&1MwCWS-1aL)!4?kT78{I*=erZ&`2tu^{a%@nb)xFicA>DN{j
zH;-B+JlKb#?o+0j;uNBMXeAukBw9tq;P@L<tiKuZ)CNW;P>K5Hp^I?GtL0lFFO{L0
zUkvknL33lGWd=!TA|ALRIDvKj)o&NF+7FpfBE7Qy(P$YD1z+jc3{^JuoHopuh$7Ee
zYiJpeS>XinT)@E<P*PZI;@9;pOZdWEwL@Fh-EWpkTCzxQl3|zEXwtLG%A0W+O-pie
z7y!f$KWU{IHdO=RybHxM8qQbPQ*w@Bz;~rv-#@mv+?Qn3?p<h7H1K)up;gjSji68$
z<@<H})FgW?6`go)W9J*yQTtP^83L_2VX-4knNLd~(@|ONFg)FW<>%)b;98F%PY)0b
z_v8UVEoBIu+k9vAW@zdpe!4oFq93)jvh49<W%Z7#<+cmQMDvTGpw%>0UTa>0lZmHN
zQX*QQBq+3HFF!P~L;B7`fS_Q_Q=H~~kb2+fTpuwC>TETnGi|Ye&l*T<(n5FiMmb7(
z`JTF6sl#-OJ%FfdxX-&yIZFDCKKy40!5EP7{L=St&omqBUd9%@hLmqt90)z3!^4s^
zSRT=mg%%B+^!uwzCZp^;`G$Sqf^%WN?f&UWf`fUR4CAqD-s+@_Moc^E{ab-B>}Gf)
z_tA+CTSl6_e*mfj(?4s#FQxaUXA{PL9CoJ@qWs5c0OvnscxI{pMS@Oxc2#-vs(XV$
z<W)V=O#R!0jOF_GKP|5J5OQl|kzCxL2`lrzvwr$;WuZ+PakGUQ&8e*lPF2Ijr}POK
z52LAh0{*SX^b(3WSkD3;E-n21U>qWyE9kxSB>v5ZOzx9QZx<D~ggC+=mPl`$3hRU2
z#HH%udst`dEoZij8?5wgIprefvt#oBkISL4{hLAKWu(=&bA&7GU7XKL%!W0QJQ+9O
z?-ftP^U`Ydo}V19DBc1rHWy%Sg!ni0@N5?IxV@yy5!#e|6;kT^v9sg*Dxysmr8b>d
zU?4cknSpi)LKm=pVi`DTRQ8L{bH%CBw~T6&C9m$P%+llWiuR=HxDTo^?nz|2J2e=6
zmRjcykNre>IWGK#ekldtLv7+iAq1<8fA_mAl%D=6R?HKx0`lBHPgx%46xH*+Xe+w*
zBVpD6{dTxOd*VujpURN?<QDID)BQ2+b{{Y|d38syv&EN<o0_flLo3>(hR2rsR&QxE
z0R6I`z?H;u?@U{_#UBc3qBSVR+ZIFlTYj1KRUpvy(B+&XvWqtU%lLyn-E4tE%k<jT
zO_Auv;Xw2Fpj<WVrokEe+)KGlCk!ZJWLfP48&Yh|U3Q;iNaXW`zpT6~q}wc6sq>hl
z^8g`eP9FH4(DN7`axg<_7x0Kf5-REPGzPNTY_gg%ot@@`<(1knCxtKj3nzLhWgZ=?
z)<Dx6^A_q4Cjz<}PGK;1FRq7ko_5U#wA-#z8#4`+@a&r0>VrJ1IgibN1>t-wRH7q0
zP{U^7<yC$lZRT9JBhRCUL}_(L*vC^LC4aFxh{`_lz-QTDX(5yjhu<Bg*=YQ0p@^kU
zfv}S<5LPxp0C8wiP>xzl;qx5%RGG6te9lj=fA^r_5wyp6a!fNQZQPj?QnW%{xAn0I
zpWL}E(izCmf6NfoGp8_mHTF<OAJQ{REyI2A6wB{v#!+ibHIS|+Us}NoXmfJwm9O4A
zBP?3`w=*L;(WCcQ0O54NpxyG)JmjMNS4DF4nV0F<hCJpVS3C6PdDV3kg9q?9BL4T)
z(;DW4fao{`?x(D~hk#02x)_+23YTO`C_OG|QtO$xx7aK{5VrADBAjNDX7s~nRw<6b
zp@-0EF4;)=2<p_96_sva_0}&6C$ZC}dtaW?hYLzh6SJ_RjK}Pdg2R*blPGSkJGRZs
z;Wh4fif%x1!s&#i`R^%ZY&T+y*=e%ff);@7)4HC;Wf@X9nkN#jnIDAwfkNJntU07U
z9)qang(~?&jrw6n!|ze&%FH|x{s*Ix@gv}t0EHnXidJL>pY`EFPknrjIOLk-o*k<W
zzDhBhOdHP?6%1mL(P;Czd=*JRH)^>|iW7k<t?2JK?TSSp+C@naFVsDm?sRQ(m_tIh
zZ~szcc0H1<RX&n#MGjb8t<Of=AI1E+#FRB>>lrl46t7`pqX>F9AER7kBWF&)$iBc4
zzM=1m#}M?}gu{r!G1|;-(lUw2_rHEzns7gK0g!He_BQ=cDOtSy5~?5?(?gwGUB~v+
z^?xvRmQigz;nr`_VgU-pgSJ4CV#SNQ6)WyeaSIN?-QA^Fad(On+}+*XJ>2~7UGG}&
zhkQ#i>zqu^JoC)nzbzy^Btuu`=9b2wjcK_R^o=6wgFPPAl8B!e6Jm~fao?!bcKj2{
zy2${`)HHSvA23Bfry%#Ns<yhjA>-rE#pRmtR0cx<QP;dke;`~RT%Aju2#&`qLb?^)
z74FhpTNExWmTZON##%&YBdq?~Aviqq**pWt+O2U4oyDkY8F+kad^vS1djUqaO^BNY
z3u1e$QzI1x>CqJn%F}o_Io6m#*XG5-@JYT%Dx_qu$f>6)2h8gLFVadQCJjP6i1T`)
zJZ*r^xCzWWR+yK<#Ki>fDc@(sFH(pX!FIP_00W;MR{B4k<~x7DMqyrE4t#9>S_$jY
z4=baxEX`wAK66nj(RDXsXTh!rk`zHXc09Om48L$@+HSu8Stuv-9WdjIxrM`&M{(iD
zymMnill-E-NP~d$DKwU$;rCQOfY=n+1{x{IM#x&Vu=9;1onEV;CBj4h26kt17F4>=
zLJoz_Sbu8qe*#%|2@W?yHc5H3(CvdWL5vM4d9{5PW>tN{h<+drqoFX1$1|SCt};fO
zTK({42aU&d&MS@vG5E)1Y5Ixj#jHUtN$A>mVtrp}!5+;a&X09s{}s8`m_}<Ry0b5v
zhppK;HEkp|m6$tix=V$K(&Kt!U1#tL1^Iao3xs<v&#F(OU&Vr>@(vE9Xyda5Q*RIs
zYw`1H>d>dSw$ZC*tr+OLuz0^BElEudsQNIOj8)avK(ZVV_iumBao9CZc8rzK>6@7Z
zW*K@B5<@fFywy~5A_W89MV+8ybm7e>Cg`X9;|p3?&SP0zIM_j`PW<HjwQ0C>afyhO
zgM+<NfPR71b<r5!rBF3|e8+*o#oo7bN?9@Pl&$hZPo|0MtVWPsHCDK%c51_g7eyl@
z&+<}dyr;zKvGH$iN4`Y@De~}C<JxUpOqv_J80Pmb^e-#11(O?g_Joaqz&?UA+8$;J
z*m0(?=jmbh%60G`B^%&?OXF<E&#!bT$EE%#k}=28(5!=F{b=UgcjYIdDf^p##L}Op
zX7(2GITMrhtJK5PdX)keQByhvSgL!%l!l$nFDMBWB{M;s3tXOZdBWgozO6t*m}tQ8
zuX@-A;`cTdBW$Bs-9-`NS1qfqZEj>?IPs~S0&*IN!jQIZH?N71_9k8zc2>;npe=i%
zIMp|w5s@M+7Le>HJB>#~56pwF=*fw4m40t;KjXB3{M21w^8KC<_H{=stCH(&m|?xf
z)EDwvs_*sCc)02<0gsCa#!x$~UHR$Qw`Yw#m;R<g@%fz>PxR*CpDgpn=X_yp>th5u
z%5qb&(_EK_N-NKYm@~nuI6=ZtE{qO2EuS`zXgjw)z{;v4t~K>BW{x?V$@h<Qr;yvx
z=a}S_2!9+?AstoUJ-l}1-h@d>%|_yAr&~KIHKbg;3QW>Te3!inameO0tye}+a4A?2
z0&~g2dKWl+kj=@YSK6uB9ycAnCWjdjnDALEv5$Z@A-6*^Oo5n!zt+*0Ky{&V%La3v
zUHW_Dr@Z8eEEF5BpZdXB!YDR`3s1Fc@wV$5CR=3L2QPWglEbjx#EZ(#`P6g2C(au!
z=SB4A1133`+l}!-qR|DCt3Uh=_iO=v_w{qW+!KMy?yemnOUSkR^Fxw?b`#uVbcbMO
zT-4My_>bNAdr8eB5bfhDZp|Kp_+{6+0{-WBM=GhfA|^`T@ldNe6U+U{q;YSLlI4?Y
zVW}m$ddTqkcdlzcM-VguValY_t$?@^x)l||puF!SZ;}_DE(}*3r^3(%z6i$rw*Do*
z<KvZE@<?0XDKs_3re}Nzo^({E&}KBUzO4eL)T=lZ_*r+4Jm5;}{$gholN|LTFyBqq
zpTVC!u+Mc==sXYKy@~mLMMGPF%&SFqKd-=@?BDV@j+aSUG_}yj&!y*bX#DQ5o|LYm
zzIE)vs4ypfCgYrAgo05x3|^P;YxxgWtxhJPmTaAVII)x06nQ-VVZZyGlo{7kejh4#
zyn$8A49X-N1<uW!m~lU0m8iO!rk}w_5A@grt1d+|G?Uvp#DXzAbf>?73%0hgLE(4i
zA_q8g$%*=ZdrAGj+{yC6U;(`=j*Wfp%wOSk_-<Hf{VQd{QzF1@#y>+QXGPSifoAVE
zk6tLzUE(%XXb7kA@Z4bHffc{#hHBrUa_iCKeBu2(;0^H)Bwi_&(Nz@SDPy*c<p&f9
z@#i=LAIUIgVhU3!b#RNkN(ala8>?xcid^UVv^0i|xyplVx9KWI12*&hFIAPz80ks!
zVVGv1Uj^0{5Q12KJ8`wHuB;$Ig+94PB8<ddYRV&fh%Td4Pi05U*Kzf-=o;-+tpNx&
zcS9sSu#-5i^ygV?n)a)-YMmSxXvyk8#`{&kjEMcJ_54rWYR2KSo4T@vo#edld0H2!
zdVemE4{v0Xvf&`{%CL;~pa2VQYx`jRiG}(zF8}&7=&kzk*=>a7stz{ZL6FMwx0K;^
zFZ^v?n}A8a9;{D00kg`>f|Lzi5WQyqJRbIY;kSKwEW(`-1wFzwGThKYiZL!nw&2Is
zyk8;fNltwm`2JX=8zCH%XAjOwBo%8+g3=r=#BZj<pCX875b}_}3;jwVRvkY>4ORDv
ze714a?RY)bO?j|z>=kz>r|kW7yyqlhV)7{}Q@*%)FTMc$XaAZ){Xt0Ld-Rp4xev}$
z8v&&GFxo1gWS$;3&m(}6ZUDQqs8@)xp%2o7H$*;%^UC``#j2o&1Wz^beFnwMhFE}D
za-6ZpW4KcPx&M@$nd_i*ZXaWm4{Mjg0PbyJAH%9y({qg+7BTrl&TlJ-9VC*hAQ8}X
z08<U1)jhQNPEt@1ZyT;K(=A~rRyeCKa=-iNV7Ce!9#5APj7|QRv$y-Z=J0LW@$dk9
zCj=4rGO;4!r$B@49?WBJ6Y;huiv+2^>;0RQ6>^oJZ?cXh8NjjNRG-9J#rhRKUQW9w
z-D6{V40<q9-JD*F4%;DV%V0)W<dz1nwYW>VA_38lx)iO#^YSQJXd$0AZJf=wnR>30
z{q5OBd~ur}*@6rDr<f};ImH`q4OxfFh?YKl%w^|DHU7gYs-+Q#osPp&s)psaI`Rx;
zlE|GrPEL1o&5gwoW<bd0_yCM5GF)*KMYdH9Hi*;!j+x9=^icm1sX_#bidX8{>}&=?
zR$$hS|5O7ndnFYDAuyP!4%{Mi!&&##IyVXGLtazO(E`!1dMrCG=qS)%fq}GE*N_$Y
zmCA^)yY5iTSS>1pK`zXtwjcZ$jddiM$~vFd1v(oz|D<l9hF{4S8fj}WMMT{TCnWQ!
zVxStGZWubBUNx@vm!0{3aAt4t4~8WLT+|`ZBL(Gxe9$-ZqX`Kh2zpTcT-{_+xvr)t
z*l=CQitVuBis}8QK?$%-*p%7IDAomUvSsSt8BL@B+XkKfruUNst4yehx!=@Z2hqx+
zUqboFM-xu3b-Q~h<gkc0qeAq}%F=Hs=}JrNPLwo9+4pUYH*eRl4`!Ayh1vlG0?a{!
zB(8@IZj0Yu`95tgJ?q~%u7zAx_m|9f!zh(n5*{md__a?l{GqMrl0Ml6=}rw;bufls
zFe32i2!~^>uWU^y<Mv`uK6-)*@(E2BMdbP&q44TyN|}-Ndzp3ZK}b{K8NqBXP|*f9
zyBK3mF>PiiNelea@LfFWSX&Ak?jCFpV|4#?KZAet%_WOaR8_3vxmEuEDu7_+LxOn-
zTHf{#?A<S2CB6nRuw$@8B_Pz`*=yto4;B$d=LDsg=@baiyurjUEOWj<fq?G%5Aa{G
zc4_)bIR9w8IZ^&|2DbkT)$k{#Sm=3ZH)b?g%q@Cw6{LM?xD%ZgBy4D#Mj#B7esNm#
zB!Q0Zm9{(@q5tXDu69?weYs59ecY~6_kY}m1u$Itb-max65e?76QC8Pj*&IjhE_Wc
zFvoM}V{nkxe2;Em4sI)`+*WHvU`w45_B0LwIR7W<`J<i-88zl^1U$#HRCth!ci@Kn
zeTQ7;O@sF_7J~zN2jjgIo*k@@A;<QP{X4z%?ojxS;oM2+?|l-_=rUQGNP`y@DRiws
zv)96J-Np^y*uLn5vW>*qbD)-1bN#^7QhQsqPwm3TaONLcSuY6l|5FO<RG*cS!Zz3T
zNVPX*AKN(hF|G7gh~eUWNZEiKy1h*lqb%<F41b84jc)Pz7H<>y=9@w4Q)D=LmVq$Y
zoM=Fc!Rku#sFQ2GJbKFye7~4?W}=)9{c(gkirOW;qt7G_P1gX(?eB<5CQjjBRXD2P
z1;EExMh?>N0wf6&#etkpF6g4hF*w4nBp1*a^Y0j6j=w%Z{f(cWtz;Qm>h{Lee;4*t
zv=Yp>VvFBT9Ws}f+sM%rC$R%F0qp=+umUd39Y3rux1XLIG4Dj(&qj!>Tr)af(Xp7_
zyJRqL!D|H>YBUeFfjBRynFS-kYPrR<fu+rq1D^i`0M8f^$7F$%UX)m$w)|$<cxxIS
zuKC7}8^N=PILQ6v94nE)O7A5pPF<7ds^G6;O?LFe^kzSz=O#%%U^+lb2*=sp=LnE&
zRxI1z@pm?nQV^{25h(gbslR&5%;81x?|ln4B|TVQ!;JL>e7KF>dVL=``Mnq0?2O?4
znbMcNP5Z<`cMK11K8e&j%s%sl`N>Vsd5xJT?hunBvm#GV7lc-e6p;2PArbnnL(Vp|
z>r(f_eS<_gGYtb7p>JulOiY~Gm=01AEAzKCoIEFJECQ4T8k<MPnbyPe!BRKKlBbt5
zCZ{V^=OuOIP|oY5+RdEG7`ODIR;tjV5dCNR!@k<l-8g8FM(CBy<x)Z~^M$d8i0ulz
z6(j$jyCLlB|AqmR2^J{LBJ}h@9Bf}+T3@b)nL@(Djl7+YW>Dg(<%D6ci&d9(mPJG~
zG_*@w99-N0japNdj(B~ME05dK_H|xH#_~Be)56QG4C#WdS*^o^Dc$U;wWTE@oh8oh
zK!h_CBOUYan&$P1rbTRvp@>`_i?D$6Ng=J!09iyH<YW2unuZ$TeSHaS$?Y|CVOo{n
z*fl3aeo49_Z<+V@G{MhZ?)4EMHOEcb8X-2O(8bWTd6`7luE8-$ZyE^{oGM6Pt}x=3
zv7xM2LimJCG&YzKF<c2Pf;A;|XaOe1$0n^w%NYyGho{oZ6_xPEX$yUc0yxX&;Nl0P
z4P()KGFqC}{x0q6*U+d`#g#W9$v=7i%bq)KXfg7%aVVilLCN<Uk^?%ZNwH8=BGsNS
z=016t;Xol@(9(m2UvgCBp}fdEIVJ3ihCA@Picga4k{qc;NO`%PkYZPHPkkI}o4Fkw
z_M~rH$LIaI&G{9jUfwX4LvIc^d79ka$A0w(uJtm~f%Vo_=}XFfY67aq0%<1))+G5g
ztvY|WIY8m(ee#_xs@^X@`sP6kU1J%B)KxdBR+Gh~4G&!SxoV_TP<K?kf?0!bxB6v6
z8szH+JD32ZN3{J{M6tXBw(~8^(u!=?A19;7o%5n_7y+tl$xw~v`l;&U2mSRQNPRS8
zhXQ3K!k3qhF_2^VCXN8(TdMTQQ>|)Wo<HPZF6ZN31ZF!!Ym8)HCN|h(kx7@0DGyd#
z&;6bFNy|!yd<9KQ<JF(Tt?6n^mNZQA`jgfs&G@rqDAfuBV+s$p(#VvHdsHt-1_KOP
zDoUE*dt?`j6>_3Q;X=ERtZSOMigVuK<SPZBF$g%BKIJ<kP8Nz&zPS|>s0|&dA+O^n
z{ei*yPC!@LCF}!}=9g_<)M7Qw9f6r2l7|yBOayB#K`|)@Fww5G7$1n1PD~(G7x`Nl
zJ$-5)r$oGE$O~^T01<LE_<W4#cP+c9oGZwbTMguB{Ir!)LZYFGQCsCAq~c4HNK}WP
zCV*Ru_aTM6txO<d+31dJe`7AGm2W8oVM3MQxQJ1$yZj&YJDV~>)QMDZi67+{e^;)_
z_bXU5-FYS~My%#3_RZdEG^@!H{{;Cy3z)jW-(#uG+vuCGh;^+y_nl<yREzTd;`fWr
z%MxU3k_-~e@R^LS$5U6Qf}b((a$tuy_THOheNc(d_%+bou2O=JR_?!3WQjP8qYBkP
zjs^%%%suD#6`tOuFgvxpUdGjR<$8+@)#N<?&NHS}*fvbzlq@{T@u8n<7&^JuE5HLf
zMtF?XeAy-+hQ=O{heiqwhO&wCBxL+RlOk!fjxF<!TcEC*ModESf7!fHqQQML6$;kW
ze=<o#1@=Nff@^vzbCm#ZT9us2f7Q0EiPit|aRI8TAs<nRGQefU$fjjZb4{c_GwQ9-
z@NrUF;_Iv|eqrMEOXri>>pvsN87TVG!$a^A=pZ!2hZhX|Els$u`Ss5SahjgrW7oUJ
zMB6h7)a0IYWnL7@1oeIc8`QN?ku8TCB%kv4Wnr(ZYI*m?9C=ERov@0pzLpj>o5t~q
z(+$%A#8&#O**lUkM0QB%GeiZ%XPqnS%kR9mYbR7JYNd+AV`^p))D|-svY_xBux!De
z#YP}eeM>Gb%s1>aBVt>vi(E*WV8s_fJ0LckfqpYO4w(#d`1#05_e)%eD<Zl9j6}xB
zBnA#%S{Anc%kVJWFp^U5&2yrX^rvW|9fGH#zt0>*h%v|)SS9Q?$VV(qc(F#BdYSeS
zSU_#bqf}F<EC3wH{rL(kFx_VFVIgPJjSm?aO41ppuq1>yF5p|F_w3PQ?UO@x@<|Y~
z!2xq>SzE`r+uSFWkEnGqp)4;p)P7?E!mXuW7ZNmP^#6A^BS4Swhi?WJoW`ng4Co0&
zc-`wU6Ur-|DF>k)X&<W=*Ec=oywlM<l*eprXb?_LT5Hm;84N*VmEd<~$GKMyzwl(c
z`|SKJ4A;VRx)DcW4=+(Vyws&;vcNj08ek1?x7o7mgCsJ5a$_O)MVn-?<umb}H{b1t
zNWY9puN6{P{zf?KAgg|PaEk3n$yfg*YLkg>H2kxj*;@1(JArzFan4y-?$hS2+dhl6
z<mXzAT8>|7(w~iKC%AhjC1H;TVImi1*U{@B+mBdvpWnZN|8Bea2mP=eFo21frJJ(d
zb`o-HI|kXJ-w}Q@p8ErH_rzc{V%0&ZpWfmEcpu&0WS;g!qQfT!G$Kf!NxMBpG3s6^
zumxxa854wx74=D#k#eJ&VwC#Xk^|MS>NZfHY-M_ZXk8JvzLUN`?ooCpax2``GkkKy
zP-OSomyUcDe&w1h`!7Ibp|dj|ouceGlE^kAuA`g$yHFefe1Wa9KGmm3YglPIW!<^U
zhy<%YZO<{3f)hSE0rn?0?X7u!__oT1RFCt81J*Epdi%Q~N$r@?PjF9&dgs7@Gp4gh
z?l`0Nn_Cln%Z|4THljKxuKVa(*%I|vuJPiIOg>i6##>!hj_(Jf(7q)8wtI*J<k9%7
z8pB|WDSFZUKtIEJw#t^Y8TzddgeF*5xf{U}@lyBEiDMw9f53Jp;9B0Y+CT5Bm6o}Y
z&ARl}yO<y6Yzs|4VF9xxnO?to%X{Ksm&E$j-yA=qvFZ|bCb2JJ=YnNuCBY$sZbn%4
z&;K_coF$__5m{=A|F=u1IFD24eNSL|61+^4SDp9CdP6EcAj1=ecUFQ#XEkL6A<OT&
z7MFLp5#}fSsTHE8Ekvi(u{e(h94#4n*zl5PxRVFZ&#;BO+`v(vHATNDoxxi&9ARC~
zgUCU42dex;9?}zDiy&7yUjK&cijAV<JtL+<KGUxg+#z{<rZb!As_TLiCC3LH=M*j;
zvW&j>F7sIRXLxJS)6m_!2c|<o2nrS0E1=k3H>83J$HD(EGAT?D+%IsYhKwN{T&Lvt
zHnD)RpRIm3>F6!v+d2~m{%h<_WQtpMiAfDw)`wU`hfOwzmR1AgwC$lnjL_fmACI$j
zZ`hufw=*1!2NMrgW@c#@KJ$-Y<IA26j*y+3=E<bLi+ar4?HqR>CtF{DAHSoYG#vnp
zJsL%V+s0XftqudxT(a!}zYR#`jLY~gu%hnZzN4{c%a_a~Hl=-*NLF_-0vfK`Z|VxY
zIyGg5KmRUp<%h`W0g`Jc2h_sOvNQbmt3=G%4spGCk_`+<vje}K`bF$EqICxzC&5Rc
zf2CKez16Q84^EW;yS|%-^s#g~*LNMogu>o73TnEG;8Eu~NgYscrGFpAik&9r>aZZh
z-%@wQlC-`=jBld_uwyOprzdR6R*Kj+iagiRTeywzbo%}Kj|hGCQ{|!d;LPG56JQuF
z-D+A?Ob;NOVZmUNZ7H|Z7ie1T{BX$a+U`zZO`Y8>zt6^)-1Se}DfF6cj$#bPqw*-^
z@A3s!(y5%(e(H(vlkH%r>smb4fQb=dRteX%GJ3ZSKOu6X^4*x2$mic*T-!sdSF_t<
z(Z+=Ys0?om+Uif}uEG<O_Aw?&u7mP5_kKQuu7iHATq7xm4Sg>I+L3H^mKEj07BKNB
zSp^SRGzn8Bx%rsM&3Zxzuf`Mi$u``V8tIu4z7qSoT9X>&w6$7@0O!`lIA{P9dc_LY
z(G=iKe7^NFsaw0f%Z2hv>aG*5egx&~TO+yr&OvyRke9X36&Q24pH7h$S65P6+K}}|
z1+!a9ydzH{nv#zXh=%`7bQ==+W}o`me?0`7YGZFNsMc(pwaa<-WThFWCkUg*EZZx{
zw&NA=&AF58@eIboavMD#59{c--15@d`9zz7ftF=+Vmf5;V<o>SS^GXe6)p8wL<1xI
z<?fYH2>P{8Q7gK@izjd&CySC{U{*Vr6{AkYCwTC4P+N!D=I3~r%C+nq$B#Pe<DTzX
z+;!?f)!{dr_E`k)7AdOD4S(Ub22K={BWc%R1TNMea5mIMO}nM_vI;4!QYFrqxfrCl
z_O>w|O1Y3jR1Bn6nQEFL;^?8-lq*{NBRYL?AMYu(JPDz%Vc!#7M@2g9R%4t7XoS*4
zv&us~eHlp|td5L!=x4cf%DTwazIvnIL-J7BaqPr6D&_A@cIEG!g+m)YmfIHikyuC_
zJt_;}qjOYqiX$_+5H>9@Z3rRW`{x!(W5h@5=hWi13je#1EH?FflO*(nF;P<^VR=8{
zRkWp8k$rG`&!>zGeI|i%gI8wKq{YaF;lf(A?oE{&6~X<x78wk`jQ%FW-}OIHG|ToO
z+{ZdRa0Td$EN7}j9QS?V!YMk}vZ#f}d@sS5U@su+t(^-g4s$@ii!rdR!!$yUk9W)|
zF6oYVcYWu~oLvte_b*x*ITBF|cVWZ#n|jnV9t?Bs9B(L(V2P$odTcfM#<cXO7&t@S
zv4ppp|G*+_8@}Uq?j)cJ#U(R?;AySO7Ej|@uVxsSSfYU%F5zl;XfU@fuzmt1IRv!S
z@I_y$!?{i45&Cz^mVHMm)d+RW@K*_9Y3@2T8T=aR(4|CZST*crzm}C54|RQagmZh7
z?0Jouh#|K4LTWyna-IVgG#FZQKs+fgn;a#-))cAfgVP~wO1HXltZfjFOKX*9-bs@V
zd?vzZcV=nmO8oMLeBC0V?k@Noan>vDcZa#9|7VlcE1aPO$zLVaGs&mOAB^*;xz424
z_W#!3&iNW|xc)5(hM`_ol#4GTlieQGlod4snH+ZynBtke3Mq_@cpHJ5+lqWgIZJ?!
zIHLJ3GbMaaB~71wG`5sMg47W3SCEjUe`mLasLfbaL%o<-!{rvE8&miOOqVG!PHs3v
zyOYr#F|~v13bH}#c&}s77aJSYHH6BTG$wkMT1wku1g(<#J1u1L$Dfs#>@LaaVUzqC
zd}-DWLslrMzWPX9&&_CGn?p4hcqAt`*9?CBu8;T+ql}cgPS&|DcC?EWC`G24mWf=Q
zhu&a_-8&XF;-Zw|NprOpxy?JPiV3*=8~jm+?_pjMvm7=gK;l0iq`G?F(T2qo>A-V8
zkquDNRNx9sCA}E@DgU07A;GY1;qw30%Iw^?_tBqg$u6T~`){Bu9*m9P2%h5mXv|={
zX9;4pOh7Y)2P;!FQiK~sp86UBFpzMmU7SXQ+bLg<%IKrNEW<SiwGZ}2NkK|KN1<C4
zYAe&(%a=n8Ij?yh{*{r~?(XHam7r#Ea4a0|0@R}Jx*Nft7h2{F(eRFZjqj-5@S(x&
zqz?0^f^(E;w=lX*M_~4!o0U($R=g%QhH?t^YFN%i;)aeUnN+Iy-9ycQ{5;Xi5?Tqi
z%Hyo$SF;uj_MBv;Zxyut0U2#XS}VJ|UBAQYZ>0vuCukU%58|)r>2t{!%W%J>P=b14
z&S0*Bl1?qL$A`7Sv_ZhgZ!`{)h8%Y!Ej!k4!9NXI+!q$R)**QE>_iL<U%NwIe!QIQ
zy(jkfry~;1&Z$J+W+gX?(~f3ss-X8r1U#`0OwabviJ=rq1DSR9LX?M4Wn=cYk?~#X
zSU%9vPrS&H=~P@#^1GA0mJNWQGc$NP<yIGxT8#iscIh8wzl@?J*Gc`$5ic4Vx;S?o
zMv|%)*`!q0%IFv!<opDPg$e)r6>AH7SQ^|P(6{SNyr1L<W{p@YYDVWGcSrWBgySs(
z8(bBB4U?$qMp2Nm!T`%ctQu-ELk4q>rbsn+7x~(ex4UAl^W!LF2wdA1p&!XU@3U$M
z>RmgSE0|o^Mx<sZ!j1&4P=}l>S0T`q9=RZoL6Gg(mN50FT<hU?{`EG+ef4K;lwazW
z=v;Y-ZEddYu(x%?cIAY`3g{mG)g&(>m>3xaev03otY^P3d_pb2n^vRISKlY+T1d|p
z&7xs412J<uMHp|j-Zz~^h6P09!SqhSd@XfG^Q?|n!wQ;(5Wib|mi>QsDFU}{B;3~o
zm2LNIQMROhQT9-XiGtKnXH)it9kq#qwg(~l6N+>_9><)jI!iHoOT(0Hj?P7o&cc%V
z=0COW<C%^<H~$;LEY7Ay1Fv<3J2!u&@GtwU69zrNm5c>kZzQ2l$mjT5^?aDO<HWkr
z0mS`#Wo-_bfRFJY)6jSKs7>&(#Ju6v?Uq<+O^dmb1$}X)iw9N5q&86@LD{k)8LSx6
zvx(}i+-Q1r*IjLQ?OacF1n`*D+tI#}launM+DM7{=n>Wd34{N%(M&dMf^XrwCwhlT
z#Xb=+aL4-sN^Ljy^40TL|1z=j*zw(0=lhoe=kC#F1@5`ieE~2@#~v@_RzWVX<s%zd
zrfY(_!j5?`KS8a;bjM>TVmJQ&9)sf_p#ydC2jX!vN(1pycd!0({91CHWqqHnpb?}}
ze<@X<!xYpD?R}<M+|GjQHyjkU<Kmt`3*ZV-#!Juzy3#sX%0TkM+!~n^)vIrXd`ns&
zfcJcJPqIOP+zHJ=^i6#1g9Fx<V(iE43@M39FHAdU_0QAMM28B(N4Z07q$B}N*}rp1
zNr$R0WsyFb_H}(k!xS(v{<mCkXEyB?cGS>mfXuxDvfER{=FlAx?*4uTpGEoO6l;T_
zd&FP9%H59OB#=Wk>F@Vu)YQJc@i>d2&e&4)CU~atA2CMThv=U@v28C~8GqaaF#1=3
z1hU8J%kCzrw-MA(&iJZHW()=-V6x`^)iql4i{(S$<sN?j=DIbTm36sL3Ha2EY3nhm
zo#ZsO2OybkT#Qb@J0RL!l(cNrXpVnldp2g=EIr0(R^xH2=?!mI)cC!z&jKiG-Q{}|
zjymkstuf5AlkiueWX7;7wkTzq6X6;;VCx_g4qe-exWBOXkCBntHB_*Bl1$wq`Wvh;
z!H%Fl%jdJG+Ht_+v6Al{t!8<;BPg?s{z>^Gj{b7+@cYfv<@+(fzIpUp8~}~Uv^#0R
zaJa>v1V&^0&&BtDMY}k%7^Be_G~c^2@PK&t%-&n{zw39=B?nIrurL!F_j45A04yG<
zcS3?Zs39NJ1wZ8I7tyPCipN*ntchX?6_oxu%$yKLq4-CWUL)1;Wu5KbCXUf1-lu)d
z^PIP1e-YXFelM$*&1`REB$EwUJ3#F*7+y-9J>UUZi-9|J?2wG8SG`=aXU;!fgO4lJ
zj%ihzuNPmxr}~$6<{SF{{pW?~=HS%vYdc&Ouo(;3i7i_|8vE^U)^&ei5zG{beEqmB
z<_zT;WCp)naFQ&4$JO~G>t%XNGPV14FNW#7JXPdp1V^gK$GdE~zEZs`p<+#BTQwAK
zy#=7n&!q7@$MCWdqfF5d`LD&d%%mOI!MSs)RXlCWANiK6gn}2P*`<e^QtqeWJ#WR8
zM<OFTH|ZA%UPi@8(w9+m(&le4nh^_DZa1h!Uh<wy+Mmq3P++NUa(+nr<=mJayjq?Y
z;;VNSD#&UzE>&4Po*ogio2h9zLfud!%!{L5K3Tz>#$dP(TX&$1cyJZlRbtRBF8=i`
zF3MK?k-9u#({xpqVfe1{Ql6R9D_q4$vF`L{O<#+X>tRtEd#2Q>rQWoL8)D_%hX(cO
z;s%l05sxw;-n>n)ElF{8kBerGnWYi$OszB5pRapS7C}8~HR`+>*AbyWRvy~nH>fLU
z(e0rr_L7eHI|1oVz&j>xQ%~^wQvO4@)Lzo?#(oNRnZO9`;dYM3i3uj2aE9aDIfseP
z^TbznuWn@PiD}xHCYJ<!B+!*uRU<meA)RN<CiT<k1DaVffB(YI`WM5<TQ~oD??>JD
z92v4bv$jj~r4d8y?y~ET?<(u={rr1bJ#&WyG|Mc%284`%t7|W0t7A#?Al|E@nVNWf
z=IWLEjUhmT%^I#jX1;m9>vwcMva9tV(F}Sc*`w%cF^HV(PA~g<SbZT%$K!<`oUXiF
zbrs&U8^4~Q@$0^Y<$qOV|FzM7>%)MU%<paY{*#d%Oy>22MfZ{zwG@8+>NUP*1Kd%y
zT@BGc+%4Otc6Piub*_VPwD3CoSd?A5n4XAD4QHsQ@GAjUeHm3R@)KQpU2P=?2TT$>
zVO(X+agj`|vkX`uG>6Va`_WjflD?->Zr9uWU@qRm)IR@zGzEX+Fa$O6hHM@z8S$w^
z@_MGee=)0CO)8_jaZ2i5W;ot_GXs|FFkv{G?KH-P##Bshw#u4-I@e(yu9pP02vFn?
ztZ&#`ro~9p@eVLET94%!0IY{x<2$;BCj+;l4$P-CHU~ZMm&TwxP?e$HbUqJqn>*8|
zE_N=%L|FP}+!gcJ#+NOizs5rbZp!lF!5jd?{8Es5T*5fQOF@Dq%dI!ZUE`hqf)&+~
zfGVaiucw(Yaz1HNA)XzQMzu5fvzhfIR!n1AY${_RJvThG!I;=;lA-F#b{LamAi4S~
z*@U(f9(u>zpza6C%`%s^QY?V<4>m^t-U1luc=|idmX;;cm~l#E<|!<21AJ@+{O|kE
zDU8nUXXg{w<$F)>UJdsD`V5DAVYQj^Z+Ub;2xl%_$QKE_PY}$%V$G(xS^KD?VoNyx
zd#h|PANiSxx(WAQ6U`DYLJ}zn<I5MWgTuj8m5Xd+4<QyxQ8?;rIK7w?Z@EA?Y9m5?
zW2)oyLvC4U++#fg$q&ZX*%jxe`m&Tk-3IARBr;wP?WvN>f|7Tn4R_Rwzq67`$-Mm!
z>h-oCA4Fs!#c=_+KbD%1De{mVb=PekWx2#TAlaF^JpzF;$>sqg1i`%Lp6_=9xg<s4
zC!7vx%x?~PB_Gl-Y%YnG@YgEu`y=P6^LFk;xauszF1}1FW@Sa*Fm`Ob@g@trAhB3>
zK+tZ>f@wwgUZ9wB@aw0Se;P<EhtV#Jdl4B=#3bjAnHw3%N{12&m@4?F`oM7fp758^
zYs%~5Q^9PC4u?Fwy#n7J(3c|aV{G=wY+<gp?Hv9O8oXpK9<OXr#ksFYr19%QOZnr9
z?vFeH6uuXk_uO^UYZ7-aU>EPkJoUiBUd~X4;|;><58ww^*7u^zGQS9t<AdSXvSc?V
z!2aL_wuTEp9E~Snc9$3{7@_-Zd3^JB(qkY)%?M2efdTq4E`+*i-sk|lO5j_SHzYx9
z62x{tX=_r$@1FH6aGnPyZ=l7^VGn*W`%L+AxZk&AXpgcsG}b4iR|#IhYkvBC_hOwB
zEa}Ih<lIh1fwfhl8hL6$7yd4<V|YyIQ}?NywJ)=RQthHooyOHsLT0EVQN0vL*IO8W
zZUm#hs<??l;&NG$WJEP<18EuyEROMR>SMf52Y5t6i?9+({NEHfL5QfV5Y{*HH(_=0
z)JzKo1Qw5I3L|^4@GOUy4)1pqqZ0{xtcVW@y_`qQOX{#XE>H(?m-*?)sK;q4052rw
zJSBrVG`ddql9L=*&i>A*XDgaxU);Y{qZ2KWG{E98mgZZ)teVGnEM=e~DAm21Bw|wo
z)XkKQd{CCz?a?IQVPLYp{x{wS2jQox)S>}gG<s?+O#TPn5gm{ByqK#!m!m!89A%3!
z5nls*#{&(wXr1%)OAAT4To{3+E^Evv56@aARTWIIP&76cw>}kEtfd?4B5BgAC#Krm
z&0}=rELS$CC)nR>?IL6HI!GT`n{d7RqK$&M5_<E_tY2Kys@t6o=(#ge3R~>BDH~TH
zY3bY#HF>rmK6LY)5R{<!Gc7ks`)_#&mRk-C9I#Znmv@NQB}rs|1!0+#>W(aEdUs`m
z50}}!!olyjDLYzy*^_H8O<a_Dr;q3_hANQ%ihfDz&~M4T`Az$6-e4!mwamL5W#vdC
zn|R!0tDY7!9^L5e6OUC?|IvKUhAAGig-$Sf8{RHT_2Q=e8`&;rf>{jSt8X-VY`P7b
z_3N<N0>(&Bw`JD97;^HDBn!qpav9{QH*nB3u7W1n;MijuquT+yrc~>JvaO+QN`_}P
z#AJbJX#cY*1kkYFb7T-%-hk+v$>`kA(U&g3@3Ty^FGSh_vfYZ{m&+s+cx(ibn^f)L
zsrGY}|3mkd@7iTDgeKMpG!s|o@5dr@wc9AvM^k$?ZX?Cp@6H#DQ%z|3!h+&1*D~U*
z^z}X7I@B<U&kS!vm`hCrUB9$Yca}A0lQ6#Qn7<6VWi+Yj$EjS|9_ts#laCjEfY)p>
z@S}LBOYDF%!$GZn`qd)lGZ{bCr8f58!a*;w^Q5Kj$VaT_Y|2@KX?bL^M7sLLyk?L3
zXUvF!_#)q%GLQD)ugz9^jiwv%+P4r!ju7_^w~XFKu*C<^gg$Jy&aaAz0fYZUScGx9
zz^=3i>A!BPS9j*yUD{87f>P|a8yynW=<tAajZQi;=IefcV<=aG2b8PEdi3S8#Q<uK
zcX5Be7xSv1RA^G;Ca3F-NU>&2s<WNkQh#SyLE)=yiTR_qN&~$4GQ<yi90>gJ?<JjY
zKZlGN+3x6HEv0|BjQeAWcAw^8ejXX>FP!?;2n$Mdbh)m6(*GltGrMkZcI3F=w(%{>
z)~mdQv|?qbw}vs<-sJo**es*w3Ei2rDRO&RJS9T;!|D?9){?C)Yw-8-RS-rG{|n*1
zOSCC~`bpwM|5}iGAi;P(z3t?quqW=pQsEhT#v5(~fcS}c&WV-z(Ze5*VaY>-Zpm}{
z#{Jj}=r|rixMOi{I>QrgGd@`A9vuMuW46cg&^Id;kK%G^d{>Ie50yBLVRqS8IeB@d
zh^i!1w?>BZ1$ygFARBf30L<GEr{qY+300l5y_cno0iy<r`dF5_*WB7M6345p!cNab
z_Qus(X3H$UV>%0mV@U+G+s6z(&9Bm?Zz$gmm)aQIri5trk5D^bc#&8lSIb?>Pf`r{
zx~WXENcs*u&R6YuQn#NddpP*LCA^qkR~U{q%X%)}3ovE>$1{9;{XeMQWUGrU3BTvU
z=V#Kvmix_MvaM9JtS%T98Vl!ooPUHL4E=F^9*BmY;v?cXG(4Ot>%Svb^Nzz<NlD4#
zm7j_VesYq%h^3`@AVm&Uqq(ps$9O-fbNKZTpPv}9d8=36Rz#&lNYS3VjSqM+#Jh~u
zjUBQ_U2n!}V^S(Be?or#@2FWp9PdoiZ7?RrmZ(?krxQAef{A76`70Lm6=c<v6dBDs
zn{lvBS7pRuyPIO-I5>B(`TGm`pp1FH)jKx+)sE0#Aq?fDX<^bIB7Yvse4F12s6k)u
zk)yeWT$KBl^3iwDEz8w=mXA^PsC~*Jx$5~0hx3?Sv}54c$cEHP#DO9$CaHK_#U=6^
z+gPmTlU<@v)K5%#OP&uW<Uap?6NUtgeBD>!K?p}!SYJS<^Fj=xr`z~a)ql{-fMAb6
z*c|Il-tc!)W5z#u*1amYbFPl0+eFydLLFG~DUl7lzG<j*d%rW&Jw3!)Ce0|g=_to=
z()ptnOBu6%u+dk8PrcE9dq~O3*22rabO?{ZN>S#hD-4iNIx>_K$_|{-%%ElHxvS!_
znp^=K#n{>!gcn{3$d4JZ{%p6h3MT^M72vBc{Q1`SE|CX_kX88lud@eZiQ#N|!%HAL
zWQELI=&Vp@<hf?~-hd{N{NmX*hQ*c}=S2ALj76?@?~?Fgy;e+vHOzJ|L2>vhFL$<Y
zWjUN6QlWA8;cD$idL(y2;-`hmZ+!@a=|W-QGDPg8hah$8JzY`j4-E%~wEh`kCFO<e
zgc2jQe^Zn-6@AxXUirnYIvb{v*^%|e@qxe4h?nk4RJ7{$e1!cr%NzURqxg|$vCK6}
z;u7wXFw_&qUz=2z)5vNnV2LxSr$2N9&yu0LTiNVDhnw5!&1Az*h0WZvL?_85)0<{s
z`S1}T1T!sOdS~_bF105V+Rm<m<=w$b%DfDfWu1SNzO=j8NpMnluxdB`!*T%;S<%wh
ze0Wga$IB5e@?T&ek8NWb|31oK^1=zmaK~?;q!6w6Nh>ohKHRLF<8I6?Zt=WocHx#w
zAH~m0V)9!f<9?dJ2`lZ8{0asP2m|Emd4=4RcTj*{ZT7qd%b%;_rLdd#WIlV=#vS5x
zw`T_R!W`<&*ZQ~YTY_W(vSjy-@K9-1M+&y%o}DZkS|)~|3hhXx9^1IoSL&;*mvZj<
zSrHA!Tf3n$Qq9p!zmHMw=J&Aiy>jWHRZ5r`xqLj!RXjVX^~hIiqd{81=fjByObOd2
z*vB4e3n+>~sGf>x(T$=}@}BbTULuL$y8Dfb=+qVHr0t&Q&glapw>WfCl}>2l$~Hzf
z9Gp;Z{l3ygVzW9GJhM;eWXCz{dyrqdmG_T7Gs2JTo)SF#bI<EB)1xX;YO}+Mqo(7v
zT{HM;!_e$P&b^jr;+T;&!v3*PPo*H`Xha8DNlObMKKY$FJ>F*O3_3Nzffr3M(k>ZF
zOPi)umo(plCkKif?;WKrn<d(AqZFSc*2Aim@mOUwqTgG$hTX|B#=ZMLIBTACirU;n
zAy9|0DOx^eadPxGMT4|(5ZSA$I6$eM=j3ktZc=skn0`Ysn)RVxG_d#^Ov4*Bc=(X}
z7lABg@ofDx{;pVtMbXqveu|2-ffH!UQG>q`rfR*4H=vj&Z-i!2kW%*7V_PTZA0O3m
z_0Qm+e}ZOdW@h|<6UML>JGQAR`o8WKq|my+Zg=4^OXSI^y@rwdRB8C@`pu*mo#zhp
zp2LHi@TIt!aZlxlk#)^}af>1n^<0Kw*@(>p`;O-!r>Vy8ck;IeX9Cp(Ur7&x|MNiW
zl#l8hX#s{ldY=5|(8aNfo|jzYz(;G|uOhkzv1iVL*ySs@88p<UXGRPLe{gDB(1mMX
zTiQs$KK<64@+kHD!>Mlu)_4UdeNNHY=2D<)j&IGX+=Ewm1i<Csh|5BpT!SiG`^jWK
zxo7w!!QIHp+8XPq|E|BBsCC0eiDJ*D)ue{IjBbJHt4v^?jJt#By^)h$+<$W^izh3y
z$S-+O>UED{!4BnmPPdngI4DOfrFD=`3X)S8DGRoB4M7{zmaAoe*HS_%T-2yRlOznW
zWP;agh|&z?*|t%_-m~c#MR<7yu@Ns0IUoR@>z~{mmYxz4=c}CV`94FrVxHYZQ0A|Z
z3|_N2W0coNYetyIiM0o1BJQB50ZeQ^Y!9r`ggWI6Cvs=3GMj&)Rk|a=p`2Jv42k$5
zh~NPn<UO=<VDVIeyy5oL|9WfCt)vK3o@|t;b;F*98pY_z2tQsmv7OF{)dRH0y^g9;
zDjMAXqTb1<mRw3$DTkkUM|d{-#Ad5l(Pg)Bj_-*`4t(w3ZgW7_1`Qidw_Lo&H$A(3
zCu*Kgc-6y9Y)V!M0_IVb9j)g$F%O%^tCUs$5g{z?8A?y$X>);dF@xA0GecU1hHO8K
zlUqK)vpp8H&>Ub|rFJHkKz+ioXt1fmwWn7Z#OLLNj=CT<q+#FjQt3;MDH=)OllxS_
zs`VP`4|^;tuZ4W^kCDa>sA<lSI@`6!cQS91T~v8xBA;>SmhqZSI&07+JFdC(B7Ki-
zhzHHyKK+EExfC^uP;sIxJ<;2NEQoQF4s$3R$(yl&czP0A;Az<oSXWqmoOOUBp(~C!
z$%Ofd_H69bXZjx9g!!@VH{pvbnG9GSk{6gM3$m-Ynl#-GXj5`+PBm?2G3(kZO=;Xj
zg{t#mF{aIw^(Q1AUktkJSDPsc{CHzXpA7Z{zv_O2c?C^BUi3Fe0C>s0K1$%t9^Ey)
z6q*o52>7<@L2_b)cOR&Gb-D-KQ*?sPOg&OcLClSTFm24HwJI{$3_E`DTlcb4#`KI#
z5F3j088jy$Prx<q?%=DKu#oks;z&ckpF_A$$6ElPNI5*Ve2T(#79-wlQaQRve{q-L
zbA;_;)sgSMy;9F*^vkS}|D=%WuzILboBAo)+&asY@2eUt?BvXQWp0CPr-`SazDwX&
zx6U`g;4i%bv_xy_qe267{!?Y72^QfDdJzDP0@n=XAm8f>&AA?Wm=HqB%#{!t_3*<s
zue0Gqm|c?y(I{nv%u$7;y_od6AC!F2|CD^p4R)$e5l9=MxNhEy0gdK;D!e`*vq?vI
ziIp|nA-b|yAHk5*eZx4$<nO(ir;-ENRk23HXga%;B|69=%&aJTt?Al+&8?)&@4-7+
zpJlw1^Wf!D94^#0My#hJ+-$~_&fEu7x`zKnxvPVH2Y2rK3)LnlGcc?uUqIY}8pt0`
zhDb$a$WxaKNBDvY(wQhOA9!!4DWXq+3G)>_EsiOTPYlq77aq+3Eu^1=`N9E6EzFg7
z<*yU@{SIYshdhPRoJ34KgmcPQqw~r`M;%#Hy`Nm-6H;2goE5`COXi)LtS0NTc(AlQ
zwL_Y<Y&9zmJ-y+iQt3!^mckw7ik1MQke3MH+{b(ii{PlHbft)9fmJg&XxVZuiP@RD
z>E&la=4|)2mR+7b>y{t^)jNrBNa1ORwX%!$G7D~CpM|;8Cp(v<oL6FjJnI0HJ7rD@
zkq&c?Im4r_N0hn5xNv5d{?#KN0Y^z@^5W~@!!OkD!Jo~?kJ@}o^(xXh8Cq->nWA5C
zT=rc=spN~Ls`MOexS<(qNo=jz)!;hydAhmI(yXqv5!XqzpaAW;tkOAyko9|x775kR
zB#r0IINMD!nWk4q>npOonucEmjm@4{>6%Z_*A2b@fZQ+l*W*P?|5d@X6%`c(%=+)<
zDs;l9rj$INiVq9N!G15E&L3+%A04P$a~_Y!fX-c#1zSHyS7R=&uS;)tts4{-Y3n4G
z_u9GK3#mQC#l#S=+r82|z}-lxP4O65h(k&w+#oV|cg=66D1*fVYpf(P3?-AfH6Qyw
zqNO4m-}?R#Y);hC-0$J8*(jV#wK@7i?5a5^CW{qU{SqHo5Ta@)kGIS#dGS|Ui%*K`
z2g5Y0uLMMhF~E9JO!lsN?b{p;t><y)KyoO78{|s<QzC_?jaa+3)z^-dU*5&-Q{9ts
zh%Y69@{T~syMM}krmzE~Alk2u02Wpj(%-TmNd?PI6I%@=R$eVr#{{LK{^~8(8&Dks
z+7;)H=>7I%;jZAC1h4(^M3<CbfKp^A0CNByg`!l16QA%~BW8DCN*ewk+(TG0{55zx
z(ggOv{XmmgcqLCaY*7s#<xV^OYnani3(peS3yPujy%rHo%c-IVFPvdlLL-(eFNVDO
zn^xK1Dz4^;g~G!I^<T)qzZI)~BJ)w~WJ?R3xmw5x+D(vRcobcqMe60DlF0u0j1*HN
zOEj(82ug(9NQ~Opo3cVv?C=-<IF)=5V`}OL<l*6*;<Daw!(%j?)*%_J-|{tyc1)1(
zAGGSKg&cj~nGIRu{TloyUpi|(tY`{3VKN%t_)`3v5IsryvbBf?K>Y8AwKa=wZYM{r
zk9VPb+z0!T-d|9?FT3Vy5)l7&RF#Mqil2oYObYtrRt_&RDvslZUWgS*#n^qZT|Nmy
zXw_KY#I!>N%_wJ8RydXF%BF<LO%vqQS^W+PBB1xxwJ}GKgU}9VE&f)<+%JB&^&zXg
zTJGT4vX}Ri%8$K>@g_nt>-s&5r1W)~J9^C+m1jT;{<>;kvwOe*U;ip;>6>b~f!~PL
z$?2v*6TT9d&jR~opYtzG6d&iulK#0`))@ZWgCXmtv_ru)`tk#PnooICW%7b5%s#pD
z`js%xxI3TK$kOn1jQbgnUu$|6I>A&e)wP>SbD>^yBv$RZ=vtA(3$^9##%;hYR;ME7
z=Y?^wf;>ri0V%9w^*NYCbOFU)$gBk3ZGDQCDu!iug8<pLe0`{>iDtbW)=lSe-oA*&
zFMp5-?ft{}tD~|<U@0UZgC{|^15s=~E!by=|LPl1(fzXI6R;PLA4cGs!!OjsL$z;N
zsRIl=H;@pvL@XAuK2U3%V)mAthfDwE_QQU>i=MshWKmUeIyHxtbFOP;<J&~^vHAi<
z@Bi6#tlOE#mEE9V<e(F1VQD-aOq<+ZOnxbgCb8<1h=<*DO`!AR+*w|zC*`=dw^r>t
zEVRcGC3A()uB#_LL8^Mun{wN1r#sslsgd&<{H@qAryhKiy6futMjJFDfL7I1vPyMF
z25em(m^fBYFd&p&RCo%IgiWK-A((PBoo8r6(2dY>Tu7V{qZFLnSws2}#Pi^gAS6?b
zRrJf0UsDB>Ovm_QlEm?vM#%i4Xn*wO(9Lv2vlSrm-OA&DsjkAm8<K=_=TSDl)u8LY
zk1&O#fz;M0VcJGrLmRC81x5tm-)7ejiO+CsGyQ>N46!V*2(K}jcNFC^;0WeZ942Xi
zPwh!c9Wx+H8HH7l_uj>adw`ldJaWA61FR24{Uh?y{^pqV6(Ho7{`r<bINmzzt#0GP
z(pbGg<1)+j5eJ-jcFE@A`cHVUv}&dBi~cQAyWIsJt#bbffOWdt*1@B(GH{G0&x@X{
z6wC=;74!UeMFJ=%jBt+C#k-FPyXk)Ig^M32`|(XMCmP;`P<wQX*8hpDP!d{Lf-Zi8
z4vD;dO+oijVIt#1DMYsn>$z^#Nb>#1xbzUSj}b_H&wKax!|AKV`d{;_Hi}aIabmjM
zITbsB>x-Bz^{_>@=mf*Mdv7?P!*B^_d%Q=(b;4%*BJ~WiG&|fVhiA13d4F}VsY#4N
z$ek(it3_hAhUWP@Ax8q>fMd4An-$+L#Am({`u<o&xlOuH>WT6kAhK39eY!VY7;ZqF
z^a<<iOJAh?(&o`kn%di5#lhS{=%c`5r_D%EZK^pjxx}!hw~YTJh0j4w-3-M-7$Cc$
zXO@tiNj#YP=g1o)XyC63a{Df4h*^widl7nnT)5mW4Sw!F4M9<_XZUYQ;p_wS(_QJ?
zM1`bqpSYYk*Xu~n@Nz_`hD9X1{}nV{ilJAGMO1j-+8zek7>td)z3TK5taTC3o2BY*
zZ-4Gi;P>VFUYuCqDS#NY%314=EbX*0;Ei`i(HHsK+72W=S_)=Ub3y|dL(gp+Cg&6l
z#}S_S2EO*}CK#fJd|%bqE*FV`>yO~zVB=XCln568xngnw^3Z-|Eqt2oNaSq^<Yjv^
z8`>ab(taDdAu2?FLfV>0m`mcpB3qn+mtZPPc^U{WHec_4%B{ZU)a{$MWZIqxdv88J
z;)KITNEL&>xM799m@j)~t%&sAfh3%%st(@LYifj6`?XBxwiJwJhzz?)ujL4W`FIIb
z@&$pM{jLR?!L6n|z4L#1_7$6?pAdV(Cw*^FvTMBHn$3R2z}?qa?7;;*FBW`Y=C$(q
z9jyynDOry(<H9D^Xg#zuPg#n}=Ab!qcMoI}2Ci(J+Tqqg^m!J#{0{G_B|J7aVyH1{
zNnJ^3*h$_7^nl-KfiF7|0#z57LZ~)x%=PRQKP%jBZTGsLf(OgXACP^!1QPTG^JRKS
zN&~qz7RrAp18sJ5MQ{LbJ5)W9h~pbaFHy6VP;0)4@>H~IFqo6YkMFbW#Cml)`#l5Q
z>}Ge5a2;nW4I4P3iUV9n%FGUah5a{<egMkd28UiIaqe-hkN=0Ww+?Ib+1f^nLxJG#
z?iPw$@fN2z6xRa9-91nwP`tR50!51#*C4@4@fLT7-~>4N?fqWo`_5nQ-iJRzk}J<V
zGqct+bI+1{<;v(kK==^`#vEny5rv0Xwk-M2ZP|;mT7Tx<psT3O4pavNHp+t2>j8iz
zDqFppOh61u`iNA?7tzg-%Kh~Ryk9E#dkouIkihl5Hb~jUBuh~+*G#`{LU#AHWS3b8
zDQFH)v3;lPO32EB+2x2T(y2SCCgjd<Sin{d2T)6AXM~;rSP>22oz?|4fTz2>dBm&4
z;%hSthKjCgi%mTbodBe;;0E~xBMCQK;8yl<cW(G~${!??KQ}QW0i&rsHTG_MZY-M|
zb6%JKULVdO8)k0aTV~&Fj;B)UB~&G<o{@~8xdU402{gh!eUG{`Yd0AC0|1skw)iJW
zC7JKky<5{_uE(qGdvm()D7(yj(Li0Hw8xB9^O+@b0|<?MqrY+Smm24Y5LzuyWKZ2`
z*IeVpLv_r=4Y|8AH4$VJ`bO-p=;)UN)~On&a@j4BFHdiqIRdn*>;Pg6p65>X=6*-t
zb$5SXU|u-2wBrbQZsmFJgq3SOrxO$x`pQI;;n8o62x=*)@*U+k!c+lzpL8x2KkD6@
z_1@Wi()bZZG<wsVT>B~|G(6?`M$k$JQQKv^o9@dxSne)VPEWsEHIsMNzq)$;(lKwb
zj9AXna=fSMB}V`LlZfkzf=%iETj^(PHR@%G64q0>_MMPemu)c1p{C$B5(wZUBuK`i
z4}5m+F^~&>0G<j_(ws;R*F1$9>oe4>YJlFeDmdV`uX${3NwL0_H;k2_m7W-ET*Sa%
z8Ahp>FKPAOTT5IpC!Cs7j$x-0%P<{|QZWhFu3mTxD>o-xE5WyDUN;=A)hJ^e(wxZs
zQo%iMy}pRUOj0ROh8x(aQUW>Z{xvNF#ai)T@KE(O^cTbaph($4ZP`W-%Lfw;$qd^e
zzh4?bly|7HiI|NEtRqTqIkE3mb^sa0tcnbcAvpolvNE#b-B*&{u+LaoIwB1PN*Jrr
zx7d?y3gMxphF1yS&aIpBv2{GMQ&rnCHm1kd0~_!wKdE%Mh&~3qM^14CXFnaG1~h`0
z=Ilr|N=n}+z`Sgbk4e9B2~2!f3Zb*7AT1;7(X;`(#o@bi3T4=H3jE<NF(x_n6W#b*
zO5KQf@ReBmDv#vS^mR9c415SKk0Fa^q)VHgbj<+kztnZY-|%O2U}t6RD6}a@;YKPQ
zwqDOAieI5+_d|?Gv=vQR+4+<3XK(p35l?AMx1k(g;Pjkqf=`lFP{I4Kcfn{Y{Aq_-
zCKP7`%bVY|=H^x|J^Lz&Sy)%ch9sUQ)WT+3z_6@mBI4_22UZc&Kk180J&G3g=VI0v
zT@&QKGT7DIR*ic25*FLwGn>#ElN;bV&kqP0x&-;*ajXzUbk;RH#%541xrAY|aac=m
zF85Iw>T>7KzE%rQfP^JnevXvf1j@fq+)KI=U{N>tI+7<q+(NyKaE5jlcvYZPGuYRN
zoFMW8jmX5Swx6^!@61Ook*8)@7uYQNXPC4T%_ob*BKdSZtSNhx(&W{!Nb_Kq29R5A
z4Ai~u_4LzOz-bX3wf2#;^1DdU&mffi)4@J{PQ?>_VH1P1B{a36?BChgSvRAR%IjB8
z4rwc`k)IK6au?!Zn@285zbf(Jp3`^^t)~#eFKJ#295!w=;x9hgTf2q!uxrpLsgh(F
zr-62^<r;}G>+2h{MiBK&qyD1ux3S}yHTz_7ic}vKjH*uQFkAj;aF+#|(sJ_k<DmKK
zXUEvYyK)j|r4>v%m%6YJ11Wq)IXU@thcbGj;6Z+ii|f|PIwlX=U*-7XP$%rDK92;#
zCg1enjs#4<vAA3F?#N+U(HxiMio^WKELSzbWp!U_kY{8PBqD@ic71&d9rFtJ4wS{Z
z7k`s|gg%s9IOAReFibOz#V>k+Bo_!B=d?JHt=YBeXh4x3hAMK^<5v$dR&iK(`wgZX
zldX;o+eYNd2#rOY$y;LG4}T>MM`lj8PzwOKWH{B0&qpo}n5X}p9ht~jEc~EWr4SDO
z1k1u5K)B2o-kT--7=4LD+HmoWbhmG2j#kHJ$ERElujqFlV7s|FwwcVbO9e~7dCl4$
zth(d@e^=Az)exxb?mDg1xGITvm+8uIYDL}0nh@2g7BP?*m~}eh%gpsBks?0pre>Ol
z{`^Xz_o_YlK7i3<?m_Kr>hIlQ<>?|KFaWjd8d(E32;-*}$v}*=-%_8|UZU`^!MWeG
z(kn#6(V4DAXI9h^h=%jjB3?xTwj{ibNl&P}h8KOQWmB!Ry^aAd`37VuDSK=l$5wnh
zernRszq+@P98I0k_IO|*uFe65rv6;F$G$_(Cgv>?%F)S-d|X=uQrq4|v#X4}zFABy
zJi8j;W0JAz>h3sDR_MGD4}j);a-s@RI`cf9c6Km_pTS!X0&~q93HV&{L6>7K$vy&r
zW445-*Q~wX{jNZ^kZC2a1xY;rm;g+Xv|gtED;k_Dx4-4Ir7;2YSJPH=4>rk35=vM2
zO+l;?W`Rg-7+okIX|AU5mo}*wF@oNG8AI(;T8gVvH;n@7ZYVM=)0TbrShsWn#S!X*
zc&`bawaFO%XvC8G$T1u2otd@~nxcL_2z&l{vN#nazw-kZli}%nR6Xr|7ZP7&D0H#!
z9+K>hU5NP7lj->uffCGY9!pktiHcrbgUvN$*Hcop4DKM7RiSF9lgD(P-R2n2df3_l
zJb<s6u04-=(+PmPWkVXc0iR8f*ACe#@H8Gk7yZy~twrif^)<6ro}3W17Lnq)H#O}@
z^JYlK^3Av<TOWOBY>r5DS0Vn=Z!e-dS20e01~xn%MY%@Om-WrD)sY6o&NM;EsgTPt
z!Cdt*59PO50jeydk3g|Biw~9rn=O*Z$H}#|JwqFWHV2n`t}OVm2!hq&dl#vQIqtB7
zCG|2|$ram=43qr&FO5~58L;;S7X#?688s34dQ|_8jzKM$jO9Vt!=E?!)`4Cx2xB_Y
zg5P2t;RZ)^)sd&$1<N70G~FivxBOh0SkCm)0Uy)BKK!?P(D#1J%j-lUGa(-^&ZmJc
zbW*}h7$UQj&Q}%7%3x33HTg)MX2Q6-<|&JK5B;ZyMVkZ*uqG6U^`uoLM^}+HLz>AR
zPcFd{{_&24WI@+3L9G+;xc#SDRH?EjP5ho&(?mi|@G$jFm^&X=@UI*onlw99-YXmP
z7>zOaSK4NI8IFvoy9{%PPEAi~L=fxi>h#yKSCxczRX|<Gx@hD`9?`5txr&#a0~zAU
zI6Cq1@l%?NmcT8ReeWz&-B@~wKraF#=~!3H;6B3&<Wy|f^q+E^Sb#jv76038JWUCS
zpi+LGNK@NCwmop(Y~)ie7``c|0!9%z+w8VzB`*Zbn?Xf2)Gog9=mnrVMx66Lpwk_X
zte22vNPp2PoEJ3W6~v`tqODxKk|Mm_`jFwC#IJJHbG!aVg5e7y`{8Tu)wf8Tr%UTd
za6aN<J$My|tZz862DPo5VM#=MB2CA~V>k2K!Q3A~J4^PcpAlz6gfFP;cqi=Uo#(U)
zqXHFzP#iksbXvN_?|C=bp*FwWyh~<6Q=90^v?;_Qr*Mr){E{C;QM*_~2k}eH?q3;`
zqXL4w@vZ$Gk!H$b0_!~&L^cK2<#+0Og*+E#_Yu~d<j8Y9&xI}Ij$;!YrPDjHl7}ne
zpqyNA=AZ4>ckh!DDWY#{-21sBLj#~{>{ArZ(`%`;jtS1w?1vWej(BBGe?wxLT&kyy
zZ!~WG#D4#nGt~t*okU`~ZkYvZ65Yu&@jFgXG-7)ydg+L8-|h42+KLZcI}MCJ@8A$s
z3ERJ?+Ih_VD3a|&b;p^N2tv@6S}vz38w!Y(1;|e&Pikx+Dh3?o%qNPa$jrF?`WYXY
zyohOA)IaP)F7$}Mq!_^XvrQz!xeZw_o3uW1!JdvuMjVq)Q*1{qAj4nA^%xBbKjCiX
z^P`pRN<tJ1#gk4`MN<>QFH1=3<4V0L@|2MAia&>}&%`bGG9p1lOk9X_MVYBfcJk%h
zS$Sh!4nDE8pUUdh$U7I{>pvYeoVjOOP2@Pg9?m^(ndXI}B?b{g%UUDJe$^j?6{@m^
zrB&&Xl6GX1wo2VT3-ELI^xnf_I=B2IskOU25cH`?>H1*pYTQYxYsn~ZBz{96dA>+4
zf9OiGi{HwcHmqY^m+~GY)^8%4FXB*tQM~RiFL;7$PqggEczpwLIOLE|%OoDFv1^!=
z#G(4FMDsQZtQNZ%qh?{Ar>UIKLS3Z6$UYmu-H{tt%7{CpFz4)%_iK)*mR3!{-dyY_
z!j-V)PH-*rZewrEGUGzxj^5`6#V%Dpt$=!L!iK-wI&EDf@qQo41if>yZOTAd2cM|W
z;s+V$n3v(Lf%xY%$Ak|C4HbOdy74w&(f4E2_;0>zI2vGzHe9P8Iq2dkfIRiY$q&};
z<)toP{q8^49k`{M?Wc$Ye3Yt;e2h5>3Uk`$go{fiEWXb8Fg2)XHR-G(XeZ|@GvE?u
zFMO$t!BKZ<NU3}9GQn}uMTNFajJ8Wd4oXXoT;D^QV)t!Hf<j|i<hi3<4fJ>3<Lp?~
zxxFS4y{O;wDfX{NCf4mIfUd><xvoA4a8$OIl5^5G|2ArokC5gF{{yMp26Oc<S(l3b
z*`MD3RQB~l7pt#kv%+I5uKq@>Z3g6S|1vl#f+`0VPa8(vg`ONiMrD-mQ7Gi{2DB=@
z|A~8ltB4r=gqeBq^yZl7zF$SXAkooht@5EuoeH(*>9J8eL>X{o{Prin61o_@_yUsZ
zvs#QwHKg1g=c?{RI4DmsOG-4Y8lzzil}+C5<LqvYhe_)fG|7|%6SE|_D1U@8R%7oV
zeu3^pAe<zDCRZ&|MJHTaz?n|a<3Z|H{H4G{v_&&d7Mi>`f^Eqjey2I_ne{s91sj2j
zU7FR#3M!8C$tN>?VFk@Sny`f?-znh*q-lmEHB#v^9C4~qi*cS?@pys2H|zs)HNZL%
zE))jX4{j8KzA98t4eIHaCDIS6i<mSt`*AGGu63JH;m({LDFshRba)gyK|Kft6W2`=
z=zDjh<=soUWH54eo07CKXH?|-Sl*Ap{2$LL-YEE}(GQM{eOUM@LyOJk`-3|&A0ZX;
z$!6stz`Mnewo!oaAIs%U)kH&yv!-|GF_WsJ-nSml)*Zix@)p(9fMLOKPh`2jEPH<w
zBwky|;e`&ke6kmQr;H(Hv9BEopurV)eznJ69wLs<dh@d9yOV2)r!^ZZ{rT{5&=Gj7
zzkZ~e`>-$%AyC%h>P#H%6(B1L?F=pMvD5ExW#_=7K09Ujff}V%&=#gQY5ilb;zq$N
z`AlDDnN<E;h^l4Gb-AwfeH`)5y;*NYPTw<;c&o}$cBTOG=lb`oud~t<6guWnCO1pb
z*XjIgBGF6a$;<~%S|@F`;{o(f40*E*OKWr?tr+GQ1a{r{HiI$?p0}X)tz*XoYurQQ
zI3%nm!BOEUHG3pGfA}Gee5edQcj}F}?h0PzOc}I6(ED#SRgYk}G@y%@5gNjiaHVO7
z;U_wRBTgRtWZC^XsDTZs2r-}+XD~Xt9*9vCSqb;NAZwCiy!H&9V0hs4cxRo>nBL6Y
zCIpoAx?U_*T<~<ax_x+puKO57UtqigPQ7k`K^%agLC^_05!`KV6gz;}ZZ0Bkbtm~;
zEB%mQdENo=c4ykP9_h-ndDUunTH1rPaChy_%lRP>%21Mh8t3|Gx6FgHw}*&g7x2KI
zHGCQiE=Aa!-WZ(php_@2qqO5|icPH%R50#CpUsJ~0%C=rdP=;l$aDq*I|IVj-V6S8
z$CMI9DJ_UtbPv{M8r9xUzD_?XH7KY*8SI$J?e4hj&Gq4eYHh4nqt&Pj?DtF9hLo&-
zD?d#0{-T=Z>8Q7X*_MyKilzAzkuKv+7bHoNCHR%g1kY*0dgoVnU9fg&zhpk{9^)p;
zJG`0+!X4X$*A`<oI5^n#KoAX0r1ngR;NDt1OAc>cGk?~jI@7l&$EkHOebB7Efam^O
zXY)(O2zV~H7ySdE+sL01CEp3z6;I3qd$cZS*|yY{#QKf-m<<w<`G**7^8%%IHv<Lb
zR_l?8<s;)h>_nqG^L(p$!WFxDs~zV!>za>Shdnhc2#(n1e!O}s$8pQ_J4Huk`wV)i
zOk9PoOy~&(3&lgnd!G3@RzQ4D`64=v+MJi15lz<<wzSJTD8(wG9Oj{VB)~>p+0}67
zZO^BX<HR{HjkSYENyILgm)Ae{qfF3UtGpMG=Xg~2XBa?6D3N9{!QKqtIRY*e8Kl$L
zxi7DGjO|hHJKBJZM5X8V-1MwzVp;~uvmsM86%rC=h*-3yNTl^DKmlDexE;rH#Xgj2
z<Uqu8R?+#n3?rh0Ciw%qlTXL!1X;*E6Vl0q6{;VH8_bfHm0L8DtR20`03+0e23@4L
z{ElqV`zt>g_hMi{Q}l{+*xIl^*@Cns&a(8*QER-9dhVihcvZD2w5M4nwQd8YIbUV8
z@z&~)2Ipi8QpLhjnz>fu?XG4wuyV|ew~{p_f?x0CLbZbnFbo*rclFD_b);$g1f^2Q
zlByC|=6f(X2ggiONZj%Q=4r{+Ti#Y1N$}fvc%@)-&jGW5dmE7pbhu99NFLk|V{3G{
zkGJJCHwc)c`MAKnYW|p?ko6i(?l1Gvmx;Jn%p~OkLu;BN;xLT7VEzY(mz3@C1Y3+l
z(EbtV7o77HQrojCKC94I7n9#a;SD924F$Uy-D`fFTrxx7jh{f1_ZvAfI$2H;rh~U|
zEkdT}!8Zn5m1+%G?+})xXe$8jZHd-XffnK~n9<c#RH6Y}=);E(q^qXwK8b=^Zj<>^
zqP{2ZBQbB8kmBzvtB9VF`_UWaG`e02l07CtbFCUbo%I$~Td#e<ta+<p@Ff=~D_<{4
zI5<<c+r0Ij7<TYW8WrN3XfMsh%?U~H2PJ<o!X#7XFguv1UR68BMS`HC_D$K<3~PT7
zI8@*Ssx~_8a}0*h_pN{MGfaD59&^4Pg|;1#uv#$u{*b%bUSk)|)l9+o=j$vR*~%DK
z|6GAb7RE=Ll=eI@4x5r<VfNyOw^6+(FSiaZv+{Dm+=+m3TSoXFC<d+EoO)?x6YIsJ
z0`gJZS?}e*doL(=M9VP1HBiE;xL}`g-QAYr-EVOm5!B(|=&Rx#Tb%aW-$>|9zRP=7
zV9J2}`}^zs+4M>xtEX9Y2nTLFv+(SgcQ>+4Di9VQ0VFe`4kuxyaXhbnk&3%4xF}hh
zv6QDuKotn3i~{+Z+siG3N%I>dHv!q^&?`1A_DqMVmXfAXd<KZWWbIonBK>w;e)sm3
z-OO)MUyPtVqZ0X)E@bnsyG*9vt%c985rl_2bYylYd}Q(+)a0h!L22>aO|(43jPRu;
zynIG|P@2a~z!@3#nTeB(T6;laIW{<Z-1_uh!rDXYQS<&s9ZEIrD)TObYKby-Hhv&u
z@b}}e-(M56X^uYbM1qMtr`H{UOa-Wh>Oblt-|e`5k7#n7?M<Au^ih%i(THy1>}V5@
za5gy~MDBw<r_YrLtg&4K#jJ{JvjNezZ>IP7|CIR9pto}-D{p<H+)`CsAUe^p#wg|K
zQ449sD`VR(w)W9(;?cOQNRg2lrdciBvAo!%-a;@+GD%--*L;H);PtHhMe8b159^u1
z{p#-P{yb>7_hT{jEb3{6bur@CE-%L7-L`}$VU%?K)Xt6|)xwM&PgU2@N`E?56uw`Z
zyt!e-FOze%I`ipz!CdhU`V7WyIWSA5+?M{{^l!7+M2!<SLFWPJKe1uTQola98-4G!
zV>@I^I5udIt$S4bh3*=U^5%uIA{r?v34?O2a@6avY8Mwb5$6PrnSGqLAC7OP9NpiR
z^!g+@OKOhND^tv{jgPSgf2K{bV(>xt2j;x|ey`|xhc|2do?UPA8~q8<#EP${g>asR
z%B1c6H}Z<Cwr>k=hT&p-;={?`=B-0&2p0pSzQjc>tnX@9%Tw-?jeAcyxEHA<nucWH
zeFS<1P;*$4r4*=EisdEMK~{+-vut&P&6uqZEQ~%dc;NW7uJrap0Ux=K&OT`*CIS$-
z8w<U-*m^2zyd(0KifBPcNBr75u?D!ZQ9I11;;1R@*k3~LkOs_7)LtycNn2~XIDmh>
za81RrLgXkL2T37a;D_$1sHB9PF;9TAhEP-Vrf>7+vqA%N|JX4e!pp%at^T#qfb4dF
z?A}Slka@_9luU_FHLHW$($+-+d-PcR$3%o(W^tpVDzBabkO#W*r?$2P5gt2fqxZq%
zc{klko3+vk1D~?-16t+s@)Of$CC<;rwn;C7mlUmj$5qds2J+?i!UKb6XyKF+G#;+L
zqJ%U!>~!CNy}_Min#xd+YazQ3QFr1aF;;g$P1nwKjePRY_QJzVy4NS$Nzg;z`p!wi
za-8mwTxNNx##fb~O{FV(!S5In^_V=kSA{~q`;8g`9IVPg`F2-sF25muHi$6sBB^VV
zQ7x?s$c?Sami|HZ>n=TD$+ec{5-lW-COhOa>Yc5@-nz4Od<`;|G`__ALq6`f$kwU!
zi$D>w+Yqx&x>MX&SKuL^WMN;i8B%z{<7Rlt8=(s@vadl@mB<zN=HBE6JSv4@vAgrK
zmLfGPtnNpSZ;GfNv6om|6(B^K^;p2^=_UbueeVoJT``;5-YMEU6R-&yK`$m?uFhe)
zTm#RZ2JZ$9J*^zKr(9g?A{fGL-<6p^H5VqItB*&?Ip27RT&QPwpJ{y`RBS?*kmNZG
zyDY+M5{K)41_gD}PWUuCa1dM7wqW!{MWFA~VWHVnZS5czXtDvD5%wN3JTq!EQy+CH
z@@2Up$!6LhX}0Fq2jMhaUqgG*L4=YkloN0&pVBg3OfW=UaizI{>ODnAIl`(UY1_ne
zbaoXMm=2yZI-lNlJi4skDAB6|pX56ql!RV4T~4EHD}<o!5Sje0w~nIgNZ2;HcVK+B
zYNM11FsfHfB$Xlgj??S_(r07{IlorON{7bj1^==tk^YdHDnZ1q{3i61bVbXXPqoA(
zhDOE-e3vRw3(MBgB~-;xf3i`~-{3TBIon{@C^Z-E)}iI~lD_Bu7!LJ6J!o9WGyhcl
z=_RYyiBSr<4lw}V9m+r@S1`4zh0d&%LQ#u_x^RR@3ZHVU)0_B9dmqbkJJd_Tr8}6V
zr*I$}mab8gd)0I6&`AsPz>zj)9+-H+L|5IkQ8M=Xb|i0EnU0rt5My7+`g6;#1)aoi
zKgF!RfVOwIH#FmT2n$r5Q*LKwJr1S6B$v-`RB9x8dz|#}yvu-%VUs_rIR_MKC7oNH
zjDNu``X{-DdP`x>i!)1}c;WmDW_yIxx}_nu&72qXX(!w`686>c2(Yn|_Sluf<oRN1
zt5K2|xG6;7gC6LfG;elov0G=(MzK@p!Emi~-#6m`aQczKK)RN>BYi8%Kz3YP=egh;
zl*d2f7Dg0K9n!$mM<qxE;}_we3%3e{I&CFc>hClJW%h<zAxh6!eM#XdBX^$uOE3eC
zxTaJIBo{7Zff(QHiO>DaG&VY<wQrmYUT~<E_;p}>Q+Faetes)K6GJr&<&*!eWlwE<
zMlET&kmxgF#7ShrOa)mn^-2*l%60yYhvzmhrzs(D!;p*{*PUmnsqZRv9~M_-tr}SD
z<TRG}w*Nkw>02SOU}m1BuyK>)L6SUz7w{WZJC=}G$#5x-{-YlXWi_q5G<<wZx}bX*
zsbR%hBn<apk(|r^df<-`+1dJ$H72&t(8*Vn>5A%tukc;u6dl8)?3|6{Z1W`j#9Vg=
zvz9NwVP2sWP2rE7?OTNJJV$YC*TSj=#ep~e#xY7i8I-^FS8Z|}!O;0Q061)uR8ji*
zB76KHt0iA{aixK9Ayz_y7<;U(sf@rj+l7GsJ^#pBYBnX2&7hT@J^Y=BTp*2Io~p84
z1u4&8X3;Y%Yd=chG&9);wIL@oN2#Ib>;VL3`C$!Qg$r?06DUz#nd5j5eL4w%wx`8m
zvAx6J;U3cDdnL!#Fg~9ECoRQk%(}7%0^^$;_Idil7cl)Okzt?Hscq|S7(A;R253J9
z+1@$@F*8a!g{*e9qmjcr)zQc2Lpmnm4~w25SsyU-UriUaQF*9%XL&=*X_bC!<8@OW
z$XfZG!0gnek}WEOW1zYp4gS1Jxw3cG@e;zWBA=T>X&W?#E<I;q;W%$|L3(|2`e)qw
zf>dPN;^6leo9WK1n76Y&-u7P{@WmTpuU+EM8-@j&7;%m7M%>RjNz23+o^WZ3C8-+!
z$y-OTL%uN)b=t%G^Huchvv#PKGpl)Z|E)~IJ&Gp9Q$W)P@6gxxr8%XVKT{#7UCBL#
z`Qd=u;u1au>KsL^{$i;Vld9e-b6SRmH;MXBFR61EUgpPy9i#<W#cNt7T-g{p`EF%6
z2pqZ*Iw7z{f|LGVwy(rl2#y^3o9v52CL0o`Y$yTKlK<L_*__}#ApYEHd2>a1m|M3*
zFAN!jt)+$|vg6sAf?xd7B_THg2z~FLg0<pAvXdmwb>BZzw=OAGvY-IcYj=??sqRVU
z0I8qA?poQQ0Xb6C7LbmWtokGBn8{m|JH>6xOZ~OOn<Z;F{+JYAe{n1gqE{j%*SF!?
zflvb(ZHnY({7mBro?T!O_pAT~AW%tkb1a+zAFFDCak^-$U?!Zuyh%d8gEqz=l*(_p
zixTCpaz4{)w@2*g-?}(eR#O!!ofo5)PRb)yD#~9PR}m_FikBp5SL01ewX}JtPOxtG
zo7PjM{>q1!C;`$4p;r!?UJM9?fAjXE{GY`2|0zEUa(qs9KEnf22XXy^$}C8>h2D-s
zWiBsWTdkXtR)%?gS<Ka7sJ(deogRZacN&l%lMv0(W~*7%|2w=_&298{wk7MSO{Z1R
zQ<E^uilN(8)Z=1|A12Wc7x+U1(#NYo<V{%?j08)Ef}nJZufNMm4a4g(c4|6f@$Bi8
z4U+|Z_$YeBLT$YKlAtBCS#2rMlCeeqOSp?2%z<jg|8hfB3Fd&|{1^pgh;$rs98vVU
z8|GkLn4Fc3Dt9x;y{{qrf@V@b$Qv@u@ylXou6>wWt3)rB2@t%9ls|FwGspvw4e9fu
zZQnqD=Q&1Cu*C4kJiJ<G33yXsrKL<)6;w;IbMh06XE4YB)lB+Zpin{tDH7<<cm0$b
z1Oz|FV--8k{zgH>C^VSiN!0wfI(y<PyE<DD%(_CN%DpSa3G70ISN}>yr;*Ht2Ispt
z%Y4Z-a}d{9bRR5?+=t~%uAU|s(RqdE<?)=bY^`s1$}ov^r(wNLa6F0Bkx(i&vL3q{
zwv>`vxJql9N4yO2iZ+&KR?v{wvZQ@DKZ)>sGcLR!TgcQr5tPxUNz(n8o-n=oTaqsH
z3YJ=xRAOQ|XE>Gs?f;3<AYRq&VmRa8TZAT6wQSW!dde&ATG?-(m;InyyPs><AkmT}
z^idF!afQfpr?{@-^LUAvY@QVh5J2?OHjqhzTQId2($2Nvcr>Lsv9#XMRpxW+q6&T7
zN0NRYOk~;Rag<Lm_yLpv=#*PLKd4k4hH@!>XLS+1{EIELISVD!kyr@Mp{dn)`1{XV
zJPT+Ts>cws-KymGKc}$SPVZe-|3okeT5k|pw2;)G`H7Aw2ESu6%uRo&q9OX~VeyLx
z;vMUDVSoEr&5vz*U?T)<o%Nu5g(X7AQNIm_Xk|ELul>#c*m*Wv{wB8de(>66rLecE
zfXHzNS7$kEoJz~}*UR4vzUiiu&ai#|)YGI1hxi(Go||gikK0MPgfw<E3{K*djh89w
zJqus%bbe%qa<k7^!Zop=O%n)qLnes%sfcov!8qK@QN*0p!4-aj%F2G4ZGl1U*FZru
zHL+hXLVX{b5*jiyEW^dK4Sv{X@Z@1y)l8Z>ZK-2?W?<^psYBU>wQc<qeGzSyq|UM!
ztW>1sw|l+`!2|%5PFFhJZ|nApg)IA`und2CapWUdwvJZ2yYFE&rtKSBBdJiOUz`&K
zGGG9W_*&a;em`9(Ts!X^jCv{caMYl-)162qV)dI{*hxV{13)R{h+1!$un7T|7zti0
z<a4U1suGZqfv%4iXWkx+RT(v$4U(B>4Fm0F%G6^M6Ps>V{{E%$Xrqpci@W{yR$V>1
zTc$lLJ;)Lro)FRSq|Q0_n4rqQ$8<oDgA{=`A%XKczLTn#%{|h}f3`@@Brb;!tOWZ@
z<u}9N;>OJwx~17QpcnRi60DGelH)(Ku2LW}b&;vQmP&=9Tr^1g<Xry)IW|y?l*b45
zt$)$1WbJ2|j0rPwD0O_{wv%6Kfxt(}(`LW68!AlG&MzW&;1wEh?6DBV@a@`!lQn)<
zwmFSUmpCcXYVEdq$RCr<qU`Zno>BXRh%jZEANC1yjFYzbV%Ef?{&T&d6I30|BTkW!
z9(#^%1XkWKGz;#3Y#Hi}wtp_q6{gIOzpKXBR<@q9p$WZmbA_68+$;ATFPyuXwC0Q4
z4bCXT%+SFrw4ge5_>vWTxE^!4rvTg~c%hC8TVNyjyb_3A^!>IWI?8wGe2ET!!+KS2
zScMh>bp^}A^59n(QHSzFJ-!r(JKHbi#4d~$0NneB5X6}}Y>Dy%K2Of;6NlDQJM^K4
zVo~28l`ar;=F7E->)z0y-K+YJX0*QkZF8owl<oD<XHqi4AOdUOD3QAaz(GyydHYx`
z0IN4PC2w6b#KTE}<%`QJcuU*X4Pmj%@s?)D7QcdRj>|24-usLysvIIYFTcqUJ0XH=
z@hH-^2MjYnv{Iu03WksP?oWOXQo`7Wbx23r<cANP&(raXH-_R)50>?AJPVTzKH`sC
zcY955Dk?bPowF89_Xd(%NxGh~KFjH=DzH7ikZ#*spqp07e?XNrR~URA$bqY_%loBI
z?oD0mnH{bd>x3%gEdy2_6uTaY&Zi~kQBIGwpCpSL{4R0x`7X@SS0eGNC7`u{33>d@
zK#<5C*)K+XCefjsASF;AxtVusVK6{Iea1g^axa-MDJu*FAJGITCPd-(ZK`9~zOo|T
zy_;p|=CL{gU$B|a=RFI3y|jxZDA>>pxoe0;Kmh4B_I*$}1U_zwl^Gj43cm^Vs(hE&
zQ_CyxtoinBcmbVnnCNyl_Ga+Wx7^^hkIFD#?E}piGmt&@f;;iC$dgE+6l(OZ9>3c&
z1|oI?#gGu`iCnSB?*_HN?1!E49D`k{Hx?^`lai6vkR*ZdQ08Gi4i2pDr+cpZn^SOS
zpt@j8@{4vF2_K8$WCn-DA1wEm`;lj7ZsoI%toSLY#6Cw0DT4UtGDujuf0~@g%!1Ap
z8(scV`uO<#6Qpn4XrYtxuLa|u3|7Rt@xT3hPW*S0Yf5r*kImqBIc7qEZ^9jq*UPuJ
zn_vR`p0ec{Y{EYxAAT{jQmrAXJ0Z@i!4KCAQc`~z*TAoV7-sE0xT_%#JWp_#CaYkf
z8mqNUDtAyn2oKVYHe&OJ9w}a7_tU4BN_doK%Kur9{^|6c>%XgRM->**>+0)EpReYL
zx<|k~4GavNS30s`?b;<u?jf|Kq%q!ybL#~WHk_{}^oPG<Wb&GsnJu(=?#h&5{I5g*
zKeKc3jPzf1uLzF4uu#YMa{H}w%td!J&+5znXs-Xy4dsfELjUhi|H0+2FdbrK{&#u)
ze_Ew{@ekL^e?IMqU#6kI_{TW=pQz6Nd#kTVuTh@<t1A#S#9l1Gs$U>vbQV*MUq^Jo
zxHR<k1*Y>tsJ~ooP1MiV7}C?}dWE8T<2gYsWxxfjkM!>AwX{d5&G;~ObJJ4!=;qIN
znS7UDUZ(9h_#qzk!fJ)K&)vZCs&a+sX5?)Z9#=$qGUqz;W{W0!6GkaOxMQSt%0SMf
z5~E=6>h%YTP<s#E1I{9jofaI<%P^(ET7XY;n1W$%PLKfSdW6c^Tj?-D+U>CyQ4!|4
zF9;F)f~Gl^DMx6tp|)itu!-hY;d_H@Nc~zUf*p%^S^uI&KBWiU%Kqt~cWwpU3L_-5
z?&z4aDEVx+K(`bp_m&5RDv%0u8-9)DBNwu(d5ugpY<kCwLiOe^T1V3CZ(Dehju(kA
zJ8#3TUI@kHA;*BsTSZB5cAV>4lN2)0ei^+kqi|cV>u0jL3A42Eo&}_v=c0AU(cTp$
zg=rGJ#Mv13Gg<kL_Vot>zd?NrVwfR1Y91h6QSzX$=EaXYQ|oAnN%3Uh@FN``ikuq@
zC-xmo({0TtBpskAITsmWe}@{F|8cq&sS(YTMXRp?;6qXl-PFd|eOZ{b3p}f|31W8D
z)khwbym|ZMrS63(9x#8|#tl(N$FBy%AB7#|Bg&a(68vB5v|+f4G^A>R1P-3<7%oQd
zK8&CGfF!-^st`i4>bdYzHzN}!VYVGeYi=Yf{N{|SJ9hVq7^uPJ@}k*rsD$TbEDxgf
z09{g8t3<yN9+fhI-`Bp3=laj8Xq^5F-G)X34d!JC-BgK$l>PWz<%ZxV9eqZxsHi}&
zC)htdAJ&|%t*?)Q89(f^<NNm;<@K&AJ-x&m)=BMU8|*?#W@9;LH7~D={MApVvB=S}
zU+8rMvL+3^;POgmzc>fUi-(F6`#;F%_Z86KtH4nhG}jxXbSb^oYN<a3p)kDNYM~vK
zM~G6-f}Z#T{5n3`45?!dMF&IjdMxU5&+B2ox$uREBLVR7v<$uv-tA!~)|Vlq@-=OY
z<)NpJQ8r!SYh{i}@z$6J*?edT&pn!4R*!3U`3K^j?|>yGBz&oj7M$OSw^z6cfFk()
zuvNi}m0ey%Y4}{^Pi^{BTdfVco(ID?D8pSrJKS|%KE?M%sbo?rW@X`Pvj;nG%x)(N
zy-mHY!y?I7_y7uc6GTq)X`b-Y<859$zJ%MG-EPf|89?Q|owPUm#fE`&iM*e+sOm@x
z3tUT!GtyI$)%Ajc##wTmTkGO`q%o5H)*1UM$wc&rjuCq=t=k^40vVc@?}OIgkFE-m
zDPgqX<;Ej~Z!aU7d2RqeBXl*}7D1)C&6wPyzuaijWOuua_B7-Cr%6fpde!=(43^}2
z)y6cb?TXu+EdmqF_To**Jqf3fIZ&^^hn^ZHo=PDl0DSV@c-QJR-LALwq)Q^(WooZ_
z7LdS!$mBGVk9Rkk1Ih^H2x?IdC(G5_hmU05^%&)iJZH5r<~#?ixdV&}y(2u)CZ&J=
z%9{^hue%Csh??BA$Gz$)0ifA>h#FitW01JGHIJ;DV|0B?ITd2DiVv#c=*<h2pcmiz
zc5zyu@)S&$msdN`!_koa{H?UKXL9n?d_KJIRQkI6ebE24(@)$vhblfKKI1yz$rfon
z*?*wP#gL&3(U7n0xX0!V=!)H|GVdY#HXDpz?@e>Nb^YCX%I`0wnIPPBABMg}yV92f
z$PDZZpTiJ_v6|~t^^a#Nm)xD;cI>-t4r*hrLTh=3z(GXn{?2&J{pJV=*^$vdZUA9i
zduUoqy^M2ZbY=<_m-K`2D4cB7^5EA1VxymZ;pwtNQ6m1wnOHZFuIQ=R@BXvv>n5A{
zKR?OPxFiHn{aVcFVcQn8Dq7dZSWnPq-)+OW6jWkJv8O@qrVX#dg(D6|W}(<M*tf@I
zu(E_5Jy1kN$$C@Ns=LZ{sX)g)y4+l23;rDw0`q$AIUqDsB<8{dFI#6tZonsGZ0#hr
zzGF#tmKx|m7Aii_Nj!Gg5&n7ycig9HSN$n5Q;EqBt=qZ@V-wP!1L+d8?lXL4+z<2f
zhKoj3Z5e=mbGVjl^T89-Ypw$$Z<?Yc`XR*v;O4WnYIldB%>a#bSBH9Erdsg<+)vxH
zq^>yB(WHU5Jdw-hp%GbO7#$<s$$!WNww3>Zd=|@i0yUWkgeOHfE!+)beYRR}i2d0`
z6y#B{sHKp%I8gw%H&fQ_b6MFE6n{k%QBH+Gx=^QBmBs#opyy1#baRAf1Z=xDR*S&6
znc=ZN@0mg`mOCQK8)VK9Shi^Ojl%BP4RwawwEK%<+KYKU)0e>%(}NE^Y-D*LrlDhm
z((`RK%X+a+`m9|s76Y#@D*IWCLKRFGdJEuL2LAuRTu;>6E4PtA{Mt=sB~TaBzf>Fc
zFV&t8j}7Q4adm(Li-8D1@I~V)HtyipioZ_-$R!AddJbcw9pjfgM*f58muO?>Xm-?}
z6d$Bx-McZQ+qCebv%($_XxAlz{4dr&<8%1QIP^r`EuQAB*qG5Ry<S|%XSJ1y=<3U2
z0#kp)$$;!*0Mk&$u5?8)Tk%Hdh8_rk#PPkKS8t{(g6u8+XQ|C_Mf)!|_o9C=<$r;{
z5D<kD^*V^_^?w0X;CvR=IwKwIX>9crqtB$x|J~L90yyY!#0K);^z#>eA;o_WbpC%#
z#=mjfnTD1YKCJk^0Ao*?{{YL;&}0ahu77A~Xp1FXWqorq^5k#(CTvnhSxyeQ8s)zk
zF>;_WI-<RNr9?{0+p~4(^Q@!LkA?>K^9{wIt676AsX*Z}^_&>juDcj4%+j;|3-wUT
z-cjpeD2LJ*CLQ;KBY&|8hKE_;gBiLVuV@sPJI5Opo}OYOKC8YQQ}r6Gq`Qc_iQE=t
zpT3JlKF<~3!F?}o(fk;w6|V99aGjSHlL7|k!S6?ilbB!dp%hN6SMSO+!EAv&iPPEn
z6XbR?pKugNBMuU^SX51%S}^VNFSxo>G|V@Mb<U$5SCE6A`zTVy#ln`t!Gdnhx*yN|
z@!C)&kR`L9Px;<idddp8q&aC7*7nrnyS^gxT&?}2J~(J-WSBtRNlPHd(B<JS=R|O`
z+L4=`=;^3Rlb;$}KimIz0|vghsIOLtHk#1zn+b1!Z@@}o;ci6>6bfk6imhv{U@OjT
z9g8pgeQ<skNe%y^mk^|mhRl3zIQ5$-`0qC9e8>YkUct&_Z(#U@;X)b@6R-YPVvDyP
z(m!4WyvmHPtBb=ZrgoaQ)R*H88Rt+6Z$?H!xKLa-!lhlR0Om5IgGU3BsoftKNj3sN
z784KE<D3W*2$mmB0SYS7S#*0b%^vmMcj8iA8sm^IWRjO&0k?=Uk3@T)%rt;Ifx)&c
zJEbHR1}*}gntVkxW}Z40mEeY1X;*n!0sSp9#+-%lH?fPfy!s#AwLDlSGTax6)gq2V
zXs7h`tz2pdLo?DC-hPjatmes2k2|kuC+aw=#*2ItXyL`*2wF6oTkem4tG^Vf7D1P=
z9QlLXJ?7f&RqOTj6#l4%iIKouCJDngIj~zGgLJA`$=5Iw(E2F%``<<fQ;PIM#>#j*
z&*~njV$VKbeq&jG1>~-N)Fri!{!#u@^LFSjMRj%BvTB8qsDVp`yl(~ha?pZDR_3>X
z>0cKI9(&v*>qG{J+jYF(@K<d~fX&Nlj02LP294=Pu6WU<Ql(@T-S482rIu;!9@>h(
zm89Ku8JdSL?%#=O8Gd?SO*{S-p(>t=ImRb#oqwumOD7yGztSoZ8`pw_0M1h7oLqHU
zUk3`7fb0lnBYS%gffbq=2^XbJH*`<yUBv8Q6#yaNp#7tSIXQ;iCV519hgnJeZ&~gk
zI}wqcXCfG^zP<7H)&nmiL33NX=a@mdg?C&^5X5+E*Eofb(7NHfY>2G1Pp12@?{<df
zS@5p+ttJghQKp2h$cFp#W35&Y$Hc)^2whUt>2j?c@fylU7bFiKx}lPNZ0#aDZ>Iu3
zoX_+!@!hJXT{L(r4-v5Z#8rRXbsfm-jqRies`J*1CxhW`uT+>ZRbZfk8XagYg-`C_
zFs?W-uJwEx*@pV=`~8<#@M^@WYUdh0Epo7tn8&19{}q_D@HT{TS1P9iM)`$uq#KTC
z=DT7@!~Q0|74!3#Y`7g=H(DsuotS;Cz`WZC-rgSo&9|g*&E+@jL6T>i@uzDmwaVI5
z;ikpYfzuE-*Ew=U4hqq$E0sSB9rIgX%6-kOPq=P8ly?&Sr~{t4N=@$6qY|SB4YeJ9
zv;Ca=#a3prPsC#746}QPM7vXg7jr89)IhNJPsuS4KqfRCbmBuj=tQW^h*qL{W@x^O
zoHE*8kZGAVyTsF;CPhGUYUTG%QB2K{US8A69qg_a|FVcbaqU9CsjrnM-W%)SYkzpL
z@7bk1eaiMMMAK200D|?b;EQ0%DrQr%kkv3=&G>7{tTiiU)-$a=^_tY(cq!jix4$V6
z$F?<aHB3Lf_u+mI!2$JvhbNV%YeC6(gK)<?O-}^b5XvT9Ln6GyTncU-lO1{~1Orpt
zi57Az)=aF?1v}k<aV<~!e5I-;x%w{N%TvVS+R`H;KEaM0k@WHu#FceotK~S9{v~bc
zz>n<Bb;9ikjh=&=?%d5w`!ZZ~tBl!iQ|<6JJUZ?0CIt20=vg<lA-Q-jF&4nk`+ojm
z3@Z3ICCfPQ-rS(E$qE~V)^07K^3Mh=|0Pxk&bif-`P&^lBNgXyE~TO_<Y^!Q>1|t4
z%9|elNuIAPh9#VKOL97aNOoePCFx;-RhKFu!n_VV5S71CR?cpA5S1v9IL{6#*+#KG
zt|`mZ!U`={?)!Boh?L7}5pN%>H-iV)6=nmG)z1Zz@#E^uWqof3pAVl>w2MHgi97)>
zZL;WnB8G>qD^A+76Ug+GHWlBY>kq}t!>Yh!B5ifH{BK93%>Eo$1$VT5Rl#_Nhm6#v
zWjJqXn4cbiA6K7JLd)y$dn)C;Fi%Qf+;hJFix*2q8A+WJ1(2cZ<5sxOr=@wqF168q
z*ESaRDZL(Z8?Zma$=-2aGsG^FFr|w1ox1<bGC@3L{iB_HuCgm9Z*OH~TfA0SZEo(g
z@qj5FUus+Yv|o?k$&bO#GTO>p(e4+^x|~oCj{(EzV%ckqC?N_JZdDy%GyYp=hJjAn
z=45cN{{ZRb85tJ8$U^lJDI=fEPGfYv*#PMus#2bs5nU^zpV}0tvn4p6VfB0nsYd*n
zT5hxZ_z@A|geY8a@^)^{?8dF<mH8pUIo)D96yZ&loUId)v7T>u?a!ysa=G5&b3Ea+
za6hL0=V!rKhbz^7v@5H3Q^4cxB*1bUJYVOagr^ppxRcTSOh5{U<7cBeHsbj7{5a>q
zr`dt}ALk41XEhv3)7q66&gvD{gK<*LUJl0Y!qsaK%qt0Ck(J&NleVdSE&_tWo)Zdf
z%(G;V!?T%>+zX^2Xa}&-`6$9xN1X8|g>T-mSbnS+RqdvwBSGWOm#?mUdrId`EEKwj
zX6KWy`8~%;svcNqM+tHBKdi@*(0R*kzEGYBtPwpU#}4ry$dFA&$>^HJnO4tj-7XmG
z`BOl6#@|qe!wSF|iggi!U4I7Bl)1)1YRP^i8&t{Gfrw8#@uSXz+X^iC#s5Hi`woqU
zxo3-`zoV*3JTNV#HgS0hLv}5p^~|Z03O>SGiB6`ED<Ok=6Ww{sy<|GZp0&QUtp%WH
zU(aNtGI?x!fsE!W*+wegJc2YzDe3l<xK0km;rTrRb|MQ)D%VSxw_jyoO>2H)bf#cR
z#joP%c4F1`JEkQQL@~h@Pl26b>oMSM-N&nkX%JEUcGA9aVC`!RYU)1&2d>5hnUT@+
zI0&lg-e2}k6`*#1a?i99+7;nS&}sE=d1Z6857tI_Tobky>*o8z+|z~8nK-Hs7)(nA
z%V6iO&xryuGOyBIT~TH;X)0GwJJUh4WP<KO>d|l@4R7~6VRcYzsHXgMcuMFm`c;#d
zuPBZwp<-0lKAywROKMMOk??mkyrEi?z%>()NvY<rl3jL@rr%KQwe-5ekFPvki<S4C
zkCjfjp%N{fcx8<nb%TLzhJKLpW2HOekL@``7Xmx)D=UIbsLIWp%pRq`tHtln1J9L}
z1ZI4_u9F3BoR2JmY3nv>5s)n76BOZpzaOpla+50PHya;1%sI7u?P+jC<8(>g{3a57
z!?FSP>-StxN-`8~C7=v63@vNf@L(m)AA4;VN6I7l)o@7ybGl3a{wtLjdBbUnt(02r
zdAE74+F*@@{~L~9uN~|oh0TCLv*UCE`X_B0y5gkN>J=Q3nN$qo!$l{+*3XIaB7+UK
zXZj5Xld8W1)SiV1x>ulz`6?g_1A&#pjmY!7RtQ1VcDsvZ@7y6G<LHyEPJyf!a|@kO
z`wgI(wiRrGbq9TDR{wiGE-}qIZ@-<sv3WYNc>}A^B6T`*rgGiMPejSBk^#$DUQ0^%
zjKWgljmR5d;fjIWc{d3o<d$<OHdPV@Shm@;lc-#EK?sZd?s)>h9#}V3h%&>5^Rm9O
ze@9gTBT3rQMH!oB&V1O)YwwL$xvgf;r*_1=$6sQIH@c-*d`RFc{#)G$!MG#$WF7n=
z)ivGMC}lR$L$@D;Ab*1Vy7q2_#1x{eUiH94D;RFsx(*9__uRy=vH8gFV$8y0uj@Cc
zHaz(4LW{q;-m-s!-TMMqtj3$DxsM3K@Jc#cw?(4PH%><k>-Y$=qbVD4v@G_^-4s9`
zH=9FnKVg*GP%;qGv1FaE$9R_i<REv|lOUP_QGBv_@nE_b%~U06XiLxyjn7k-c}zwT
zuc2_8{4oqNE~2&zt`&mBcG<xoO$PNR2L15*Ha2~=z@Y<p%5*rC;fD1$v?N=sG~NGl
z5eK^XIORqAXcap`{mZ8(1o2#oRC1Jc{f>pTlPG^)2+(qz0&0bStye!Zz_SOQ-T$C+
zmQwquQ?eVa)=W!FabRf%Svm|)AZSh&kmHb0%9<OwC%43-VEQ9S!_+}#Ev96sG=#|^
zWF7UvhSv2_glE+U4SO#2ikQSWCeUKhUdqWxvn{E*`%hmrhFBF~d^kXbEcMV@W(hnV
z=$Z{TJ)P(kZ44oAfv*zQS=<EMkfxQ`#xiAe&b*wq<jtKw5zC7alh{1x&s&g1qkI?@
z*#A02K3!s$NAJ^X>-;q1m9*Gi%?1db83~{`VsaA4!)e}&wRN4ZFKbAx+E1%%-s9>o
zl`SHlmI||0-xbzad1X9v$Na@p-F}du;fekl>ps#p=E>rdQRo>+JCwiW`YDVfvh${H
z4bmPX-Ageh?Eu;<%Q$R;K5DX9Pc$$4W$EKo=l_mGVa3IU#F{b8&O?{TL3xnR$)8Ii
zrdAM)B&}<Q^*jVby}_Dg)PNLkmR|^>($C1M5Mg;QYpz3;T|t2x`(JEna^GtetX(-+
z0hqn9HAgUCxr}#-;Fh6H@L`))W#b<8dW5ZYj=-aG<Z)_^o#nb>|Cb~Xv1%Zyq4`W(
zcDw*c6u!CTGkdB`7Zk<Q0-f`UpmB41gP2Ax^yl|1-S#w3cl025g+3g%u29vM9~u1@
z<;;?}CG;ON!plMOe>^O3?5LO+tGOy8(t-l%U`i&Xgq~b6PYZi{2<nS>Pr*J<0VJv2
zw`g3u07bRK*W5<Fgu!O!(YHE+YwLDx$$G|Rif&<CW+6o+tmF65uzWH+jTkd??Z+qm
zAoPIFpM>&e4kOk5P1I^nLIhkfQH(KahMHfCPQRG6KDe9svA2q#6VUEvS}(cAsqq&G
z*dXnH#r0*VYe1YS)z|5p`!|U8_nHn!UDTaWvWF+O?mMG7gYwhCuAQdS`iy-C9gH~Y
zqkU~!=B>*)W~vKYr%39ywpW2a7|ISyyl~vgvlBA)bs3d7hhAV%u-ay6WVPPv>3!n6
zNY7FguEka~G<csd-{9#s3ZZiG$q=vd_Klv~lUl@C6l5aed&5J93P{h`s5D05OM1{f
z*HI!U8?@hiu*;A2`E0Sc8Pwq>h9)8b>XEnE=M^GJ-}B`_J7JVKa@fYEOOg6K=I!>Q
zMJ+$Dtq#XYC(WUzJh)`%q>3>JPLDCxCq=MLKXk)^M(!t-jx_<pN9^%^O}eev$7k}M
zbhojnZ+PeXrqw{0+4v78^Uj~^TL?`$*lJM=n0KuR7Gs&otZmB(`TmaeY?D5@k-3f0
zdGSTor;HcnBSO%b6srYOx|!wUa2KNuDK^3poCWiGjvWu|R0wwp`KfIi`MGM!OF_>I
zfz=t3j{|a59PC3}6^o)oNBtk-se=9%RSPI?9bWmJxTD{58A`B!FSijM)9~=N5tie+
zBDsAfLFZb!vvx!8I^kjAH9P@ni5dUtbP><bErxAR<=z5H46!?wH4k^$IYuyt2@ndP
zbJ}F383hJ9VA{GNm`|zokh;>^3%_<^=8S&gFJq@tMtE!;ohtfo04}V@+D1i?7q+bT
zpBzWm5>&^n2-nlfa0FE@rpNXutwVV9E%jZHcKloUk$9Za75#*ysJ@{Dtqo}d4m<y<
zjfOijp5}j!d%F1I(ONNQRosBmaMw^*j9joyY+<9sn{;c!TX;0W*ZZx)-;jK5!a4c>
z0d_%&zFd`Eh?gH`;$j484|bgG;iZR}aI?3?#t={V2<(ue(ZSKKragR^l!LqF8mtO*
zhnK(}yYh=M=s^a~Mfk&qqm3Ul)Wa7twjMT@7hz0sHV!*+*TZ)T%X%1Cn2A2ZnlhfN
zD!_TI8sExY;cIJ;Gum=|p~{DctsS}>UDpu$Wx{WzrT9vz#B4*5-};ggjL6Bs2`?{B
z9oD!JJ1}aG6&2{6m4)XerVrA(ibPoGQnNTNw6aO^x3W@vRj9;lvQbwc#ClZ;M&#w-
zgohRRE*$c6tjKq&TRy>KXg`E5nvQ$pKS$Ap8}Oen3N4SU$Az%o(B|Y@UjOO~2$?$t
z@uR1s=<GE}ngpTgrnx{R@Nn`R=9()}gJEN&zbvu|TK%~RIX@lZ)FEJKU$kB{9hb(>
zMBarP2%9hx-Hxos{;)n!bLi0G>j?-NJ^&Zr{1ip;kKo<AGdk`49)EUx1qIjdvU+xj
z#)IYCnV>yedpoq4Jqg`@UylP3&qH5YW^%v4p?%S2(R5rKKNGnZZXnzsf1efkEx(?C
z;Nb&s!ASnId%wr;X7cYF<lETWq1Eh3=>Ge9?BkFxlu40w;~uVW_!-0YE=OHB1^MB%
z1FLam)sNWo`V<6r?|=d8zD7w#4ibJp&0N!LXkYYNG#v-V&qV5l8)!daB!(YZkMG0!
zpp@e`{Yrvk^9nG}-GvFdU0Ya$S2MG5+TVxM7T0^4^@$aFbWg466A2+C&_(QmK!H8V
zD=V<3uo$moWaDfA_dT5lKM()8Gm!MbXHZ?b0nhhh(fHR*xYepBbUBv3&1GnR_<c1E
zkH>$6lJi#~ZXArDHS?KqYU;<cnQJs@nMnKmTa-V14A=l}!v`aD*DBoUFaYIuAN(si
zC_2X=d-XP`uEa66;QPfCG}*Tqx7+kag_$ilzVtl2XMck9iJzkM@^!eqGaA8rH{)L0
z?$GC2%6EKu0K8^>gw%JZq4eSvh(bf)x8hqeSVzVu-#pbl`SuNa3QF*4S{@eq8~kHV
zAzn_%#Koqy_{Ri;e+;(bACnFKG04b2KFq+mrriFqA<SL)t_P+JGV}4Rk5L&s&ceAS
zR>~m2a=hC0VLAplnw5b}i~)`^OiHi24EVMMW~`Qyi$#I%OpxKKEF}g%$iSt@TIMeI
zGvFq$!zMCTBXbvxj+vKK%YU4WyJZ@z3ig0Ek)KzL7w>1_d^2ua<a^#g*jrG7&(ial
z031>et8<Dl<WVLrg!ysS!{#7M9iF|Hh5?44N5Zn4LafOt!tww&1QK77S-{-$Y?v>^
zwx)B<{pF?jrdWxu4MBbzN=q=ZAO}a?yx_*s7FIc#jg=}Z&@V3w{lqn6r6ipWL-KPl
zR3gPhxdY@jwz#j;LS$vUbXcRpx8?cxOyY_bb|P$57h#+#3;PtlobB;|rUXmM3-G1H
z4Xx}&NYd-@X<06DLzpIUdE$FA<HaH+W;?QFK*o#1^K)>*-O6~;+0C>LDk{(?Hw(`j
zl|j{bae-s~#*6#PO7XR!9>|z^gQ^5?6y)HT8@CRt&2%6^#(haWh)nC@<-8mWlS(l`
z?f^wqJuoF@%Fj8)n4Xx6C86$!Qi!oUO^HFb(r~qHAl$92WemKP#<a(+O}*LnsMf;K
zNY@js{83>vmbp`^!GK$7800E%u=8j#cllDO#2hkr5ec!bxCFy<a&Xd{yB^lM65n8I
z3%xS4@PgEG6X2oJGF;VY;AzxnHMIVq$`)o2TQCIKtw>kmrQ7Ma(k8&VE!<9L^xGQl
z#ksC@qNP6*@Mdfa<ZlMK$r_|B{+wHk8IN<ZB*cSRTU(K##7lS6aiw*DRsS^bj-d>i
zaF@a2v;wTpD#WT#Pc)SXaZRPhI}fuMANIDl<=WcL19vca_ED_-vJYZf`e4cCOXxHD
zN5ua=4j!(S<#zHyGG2M189KK1gIHvT`D@OjckB+_I`|fRy-e4}_x^ql7p|wl$CLZ_
zGxATRVe;DBSovNH#DqCx$uE!4=d*K&U(+2PPL^w<E(#%L3~PdLKLvyWTkOA>iP4L%
z!NXC6-fh_pmI)aube{GXM)wNDtl?pBkP2`+sR&{r_nN}aKN2u`$$6~&xD#TUd0@$p
zx6tQ<Lx}%rC_G#&+n9@k2s2_^Aw0+lLV+FjpH9Z;uTH|lS&ZHt*frJpTW;XHowu=R
zW)}qeDDe5}E6hD_?|d0zv$f-$f2CvchPzntb|hk&IAQ6&MD(3?0e4q)<t_uc5YvZ*
zBHT{~p}j2*kj>P~;@C21!v?la-f#!U<MOa&Vk-oBNbvjhT)emH7JOX97!YH*0dm)a
zd`vl$iWOY~5bY_&vbb#Y+y4-EUX6f<lsjnGL1>FRuhj%`nD_XpqiO<e2#1r3@aFL(
zycEK{;cQou5>u{bU_}(W(R^8aF8Uo$#GU?O@DOvf2Ym(l97}||*d9AO2f$Y%K$1!W
zC!>0Pl6&sDmyanYQ?R0YAfmlxSavlF{q{V-o!H1)%D|5K-dY(DdIvdReeYnC4P4e>
z>fv-MR&)(Ow3igiu4kj)Zx3<j^*ZX|b)$MPyM1abM?D-%!b^=T>tR=1E~XrOj1@12
zAlgrXWoI+cZ{r=@nbaB{a_;9&4kA0|duwH&((3U{paX_9cf+{7308l5L(yT^ja*FG
z{}?OC=6!z!mYvB!zx8);XG$INr_>@}V<dl1J<6aV=<u)rQ_iMg1qnFykYd@*9P~So
zfIF`?g@>dTTYM$LdY|w{O<N%xPA<ZmCz3h)gk6u7m~tfpD@Z_(tD)^4OT?W4-2DL~
zUtr68&n2IE26{3H0$UsG=@P_TyX0;zdLMm+oBhKe<9JTD^J)$z?|p<7LqicmHq4$#
zN8gpVaQBlsp2OyqW7;o?=-i0oIqdp7>~q+$5r*fmY3Q}$CT>k{Yw;YGDTmv6nDR$5
zR`d-<w66@yE@q<Nj(FU8yCpni0_(Q$c1=)|jaf}JaTPN`gCWi$l<6w4^g<^3{t%CQ
z@3e%w**$k&$;RZp30N_#F=EIj{u62FyW$q^e%7uYW$?(N3<#6=B;fdcCAPc~jvyB?
zevdD}d%GUM$5F%t2b#0<_lKCg_$*dVe-<&39$2#DCi=X80P#P+%ITv|UP;F*y+hHl
zg%>+c*?b+n-#dU?yN1HoL(bI0peaWnu(!o83;V!9Cd8ucH_-E){kZ+pFv!g8n|U7p
zTOwAxY<M33m*IK*N7n6t)GhhGx(>`5!?(xN@ZDeO*!XG_1iOgw`Qaqyp0}p8g;-!|
zi@UDpU<%QJ1e^vau<WmN^jmuycc!(eRR{8YZ905^Is+SDY0T8a%p=LnJ#S8JW1+*Y
z!~#sYl#Uf0{Fnf{Wp{GW?~g~gGbqe@e?Z#fpm0w4Oj|him~D^UgW2|YI|sdwB;e+Y
zVUTgmMH++-eAffd<D`b*pZKnW2BX8BJWM&7j1_%?m>_~>mom}s$9uRlu0`#>VO(>o
zzM+a=?&ae`nhHL0L4zHu5q6%-z~rs*STUv<VnQ9U^iUG|&b@-W3p+7$B5OR(DZ{kw
z_s}`qG5|%T)}vFH6Na?+!nn1!YnM;vk4w*E<ws=x=+4d`Cmcrn&LP(4kE2>4JkXJy
zKb}d(=&w(~!&!pf?b+a#`CH@g-LBi%^m!Kqd&}|pnk&pbZ|@jvF@LO{L$1GrmG3lX
z=8#K%OGKZU7ZJbG${bQ5zzk*%DQD)8`!8i-^wJyfa1^3<8+IO@zPX3V-yFJ<gR$S;
zz~GMDfh9Z7W?=G`c&r%P3^9$Ju=L<#^qqYfcNcfAy&kelF>PCXE%o5c*29`Q>Vb?A
z7M;P$8C}>h!Vhui^WJ{M?;&FZsg*H8V{~lk#jFj?-+T?d-`$T}KMkuHBTPQbju961
zg@a6hMcd=h^X+}Oz55l5F#@B*fxDPI=NMLg*_&NY*>nkg#_UA=k+-<lQ!bMAln8We
z?aS2b{I%!Nd-P7+IxyB`J*7|Q5Nw#+ull`+V~vWDe=-G=*T!Mx`>hcZ=7J@^JV2jM
zP9uI@FL*eKxz|%(2}iiUg0+K-85q6j3S%?9+tt)_pLU+uFsUZ!NyO0?)##9l$!l+6
z<$Em=6HeB2642+fvxr~Q!@4cLVzj1n!LX)7bZF~Yv!*lklwnOLyw)`x#tyd{?2z;a
z2b0iu&K2BUR7Zc1U507ftn>%vdUOhR!jKMi+aaUFvB#La;wn~7ibhORH!Rs5k3Lh6
zBYtatW}V2g3`CeQA`;;N4s1P~OT*~7=b1X|9nA)RHt|>ByARtT#7B-YwH}LqibwCM
z$M9hL0JwA1?atHbn7lC_E5<cr*Om4^M&B<l;_i1{tgI^uFnw@UpJ2nTD}7Jam4xWs
z+MOLM&AkGFy$$w$+!hW}do2Df5xr(zz^!G^LS{BjXb64MuDf}day$hqND#cY9Lp|e
zq2I3ixHGo7b^l1#bjBL_M-KPcJJ=EH`x>q3SlK|y$Ul~h6}^r8^Uiy?^Hv@H`AuW_
zwfN`s+Wj+yLZMJ7=2#!WQ7DxEIGs9m!r{Y*Argr&fBt-=q_8KGk>Efw=sR)ZgvH-%
z+O&!Jj{IB2<HwJg&qj?Jg@+FxV$h&LaCUZvOeRB*9zAg5hGlk$pr9b;RZ>!d4?p}6
zK0ZE-9xYn5!0z3<IrYuW&BcTX6A&C6%v|f?;enw;hvL>P)6;0G&}cMRym&F9qN1Qs
zC?J>15fKrANs}g_pujTwojHpZErPABExLE_j^g5C{HIvF_5{Yh)&a4@Vi3{93#;Z1
zfm9;Ih956*ULVye0N;K#5U&hu1Cf<Y1@5kLczHNfzxMxm8;ye8(4|8t=k-fYreSP*
zFT_TBBEn0Gl`n@vDzL-Gi&<9n)>l+w#I}2w**kzaG0~U@IpsK?RE*^>H$qf^0%0Cf
zta!N*%Cr^Oag9A)$e2}mg&6Lnz-vwlgo%V$;Oz>Dtqp!qa+kZaogF;w?W<oWRAtQd
zWP@xKL!IQ9;_ielwPZsuW^GY1UQ@_1OfE+gp#XDToFTEX#g8Q_t2%fXy-t;vLt<lt
z{$?AaGITn8ny<w7ZmzXPxi5X3kJ0{)80qJPrg9OMH}itj&K8@~3OTRel&VC&R*&7S
z{m{`_iXf>F&$>v_!ol?Smgp)l@<uvVHuHir$3sSAmL(S;*4Ghl_&72;d>8HsiJdLB
zq;u=AIlYiM`FmFjUvzMiB2XegXJ;u|n4KDKXJZ2|k$v^c&B_AO@=PU0x;tRFy8{!P
zw>ZchQd=8r%i*?zZMj8^{Oygs&|V=yph$pD4iYpsIz9ekaXI=q$<W(L#(Y1}MUHNc
zQe0J8o}^D$RZxWCjtac$C}(W(TTd6pwssVjShoZFn%7BHIdgs0COxwG=_h|r40Mno
zR470@i3oE%TyR6JL8?~At%IRGylQ9<WCJgwLp|HWNke<+Z`>Xn+4ev(0@OuAD1(h<
z#TY7<W3X6`P<sIr_$Rip#qM%$9h_|K;BNFH8`Q-%Ht1s%%xC;PdHty=LySO#04rHK
zRx69~x}zMgILHwu6kxu)3)3g;D6VHYlo|R2c}+R&^!3011zQen#UjjhcSf9*a#)dF
zh&S9E@VcvlX%CA6+?e*TJ&)TC$mgUzY-{9&_Hr=-L;^gckRZ~~9?B{zuurMN7rw6O
zsE{B;EWpP;E(j3`urarYyB^AmF;rAj4<x8S3|suHe)@X2rqkd>kqj{cG5qZ8F-$B+
zxSarTI!%M?ml++3i}9*VhG8-png|4#<K)ErrkyG)I@sEp=<t_8hZoEO?#PB|<LjI_
zHmfr7ON#NTREA+vgM3GW{L*^LR~zJupH4o(e^M;c*X}~*radUVo4^GARg{*)do*{(
zV8@PaP;}-hvUlu9c~Tk*{y2lI9S5L@uGttuvi@nZa;smiFLXue!z3tAUgW%I*rZq_
ztlfpgO?yyuH-QQK)0LJZWb|Op>w`uN#GTozka6e~REep0xM~M74xU8#<k8jFoaj3i
ziJSML=*~kZ<L=?YsE;8F^o2{?noVt0ginga!?nBc$RM8t{^?80(a4JY;1L6Hd-f`%
zA3BAS#8f<3wFBt~Pok-j{NsJc;?d^4C^X1FXOQp8A^+jwQ#k(F62$-VC+b7H@vlIc
zn2O)0%tLPcBV1a(9d~vgLHmiLs;_B3DHd1P?!xs=dysoK0sF_#gtoLCt*!i~)rG})
z-9e656ox+0?J4_2SxtZNl3a#orD7)FFH9)JELUd~S61S##yBjg2G0*hBX{FY<Zb;K
z<?#=Z^!}%)C@X{88{D=iZ{G$b=dK`s*FI>H(@=EuH1mI1yP5+q3J)Gb;gJ(iCp?Dw
z;bWxDT8N60QplrQ{cAcr7#NGZZ9g*shGjS7@%XK25C!-`+S+vE8o}+|u_)NQ69wCM
zLw)Zd(k6Vu1O>W`7{V!E7Sk4`7cQf4_ixZ9r=jH7Ur_Ge2T9wOPkm3meFNhkU5)&s
ze;xiY-{2oZ>hO;~uIMP2Fn;l4@7n!iLzuhpT@R~r3o+bTf!CZB2onpjz{gMq1y;(y
z-VUAu`|8(;5<?j{8kK>w98)};(503Pc@4=HR%9vJv6>q@cOij)%-kinmbr^wkL_fv
zrjS(2Z*C<2w*nPr`MENmGh;PhBHtbxata&dyn!i)+#-x{QQ&nK1;WKbEcA0_`g>B|
z^|FOxR)>KGTObd9Ns!QFPbc(qlrb5?RtC5uQ>(|pLeq?MgmtQ743o$(L?T0DdjY;t
zI5F~nD&rn2kui_Eon7_ov|+4d9PqcGq!3+2VoX;!p_xF4Kzn=i6iYY*2nky>g%~VU
zV31IOMs`AcE@8`HuZFt}uItrkZ70U_LOFbG1?VV{pszrNTYB|V-IJ6787~es8ZVM-
zch*t{CgVj7TL$I<e?ruMytuBk7_S&~VCunv)nV7)(Ba#XLMG!MsfS48df*6L`#!Az
zqr4n2!qXAqQW2JhdO%`lgDqLy{rJ`_vX)VSADjB1gM$QtVgWiiO3_?ivz9;tqdbK*
zufzE&rd@V&lr-3R^cpgEk;^bl&f3CUXD5hlZSbSDxr<%><}MjJJw8(^@tvy+1Xecj
zHH7|v@O`=xBRw54+|vQ!QX!T!a%XH|Yc{tITeH}8r5)kkXkTp$5;T|9*a8X0Gq;6c
za-D;uLE7T?8A^=waKvyALm7m)Gv#Wv46+Sn5N5p$E)<vJd1o2=ILnytUv!n@IVUNu
zlvrkHBrM)=5o3q7LhQ>e5z*KktG?_Dsl*-|c5`Qt-nM8U-g&((T19vwypbE$&hCeb
zib@<kXPW6OEwdOOeEB<by?`T-wp#w)hZx%@5V1W25fR{kRqwTgRBVS0znh*YUq#mz
zZWz?j2TcPMXyh%!hXWg-MX&=-8)Z@Zbjw}zYv+miqnn|1BPZs%0qwmxHyJTH{BRRv
zUkpcV|1d;^IAhhvogfw4W5d3C+&Z-N!JuxzXd3K{Mt%<X@Rdlk2z9~f8(G!uVd;;z
z@X6@b7}zBUEgHLG^Q^8&&n?9-CoO;1l3x=swwFI*d-yY_)~|fKIiw;xZ2U8YTYhs_
z4C>&8rv7Xhe9%7_ErJv{bGPO&m~-(3c;h)g=Gq`nDc<TGfR@1uTza77E`uA{7#rb+
zQB7SD;UZxI|D@#Lg?Q@+3XqM$UQ$8z%hN0%&G<X=`t7k2U40b@v9jrIaeOYuHgd+O
zMlOhO6k|oSFROzg1A{pm9~Cg!YW6%Eh-cho2$BoY#Z!)!&XT9P=i)0_7#rz^QIT$l
zaFt+1k3ja?Te;TDzy|P=394V79GkdAcD5$hI9mx;VsyBkjj_$#Fe<`O58Vv)aJP<n
zFxJ7m9*n*tuip}t=<3H^4~tKyV{DWsMz!@sgr^iM28KW?w8O?L*|nE}LRkIsG~4Vx
zytM~D>+X;4q1LmLG$b7u`O%&j)y^RQMT7jye?xv74}8|+3Cn<Q9pbVvwy7&dg&S<~
zS^xh)pHPUdzH)?cWYb!FHwR-wUD&qkBxVBtq;@vg_%Oc~`GA*1Q2p{W+LZmESc40>
zrC1*AizqiK!W_j|9^=ady#1KS{rq{!i8PGu=!Mw!UWo9LVdc<JNQJi8c)pJ3uv_n8
zX5T=L=dfis|F{^-hlC<3P=PQ~w?jhN=df2TpTjcca3KR@TYF$sD|bY=OR=I~Fr)%o
zY`mURdpXF3)h|!8O`)$wx}isiBSM_TXyz`(f}Q~=QtJ_yZ8=_Bay$)VJ9x8Y;4Q<-
zVU5``IG0&_8ElTn%zmT{EXP0R5{vLgj3>G_c0!P=7;in}&14R|l*B#$TD(0DV_$5F
z*a6{)2ywxx>Cdu0`nPz_>$iQ~1MdupM5{12ga<ie?WbK(QCW$j7t@&UA0!vz{LL(^
z__#Bont32B$cYIiEK}>S<H$qHGB{=SJbrN9&*Paoa1d6%jN2nKMmUv*PkQ)cV5BQr
z_{gyN)h0+U(%=`f>><@<a55cZV>~g+paTgsVsyBa{nR>;Af*{S{4v0w!=_gnGdldr
zp~K?axft8T1)~}p+G7VlNbPN~@j)H!(YQY_ZjVJ8T*xWK^7ei;?XiO&%Jh}^G11C6
zr6K6RcRlbtPHG7LiSIgSFgje!#MoBu7}b*a1_@U54Pxu<#?$)-LRzr~AO4<%EdxWC
z;Pi$%RwFDqkc6?%`60HeFCzTpSUDzw)!_u&*IV^Z-^XF*%b^J7$gDe}vkyKS9Eu(s
z!RO{I-f;_K2Zkf|g(ipycE+lY4D-kR_pQ$#y9U+FABRPvMI$nQ%&hSZJ8$8W*j5<$
zY#=*-oN1Upp5mStFaGtB$sBUkJ7f-Niw#!ikZu^%!Ml16`Qd;NW)6A!PR%&T%UNvl
z`t3p{x;1x2h!=M@uO$Z_V{CVS#CG#z>tSp&wjPexQ4in6Vdjv=2=?Tthi859*~|5;
zhix}7c2Gpk7-2>iNW}td_|?i7;hP?KXQ*L}5bTV#pLOLPBTRqRFh+2$86zBiz^%i^
zix@k!C1MA+Kt!k;R(;ur)nRuWw+;&j;GNgo7}ir<vG$w3oa-rMU!j+~y!z$r$i4Qz
zc+Ufj?GuF9UO|Wmbik_j+c0Yh8;)36Pig6nLC^T2X@CP7`N;9%i;dAD*b%31oAx&(
zz|YG?T>Wyc<)DYfdlT3-onBRII;~h8tgh*}o381+Xjs!R(&5w1ci1(ZF_Cqy=~(m!
zWB-Bv;8{a|5Lve!GG*{nJjOmBirBu55E0~vRg<FGb*+Qk0nA-ndty*$e>4qrL?d4X
zK72VGEgCuD^v#-n{Iwpz=+Vv_AwCK;3wFYyciW;!rA1r<_c&$AzC?`e>5tg%{)q5b
zVCA?-c3tUMDz^@it{Bwb3r+pxXyhfs2QLJpMIc#MV*7*#87iE=uf+1VA`#Wt31Pl+
ztQZ%GGED_`{FTul`=rH}voN-WJ4Q8kM}(UMD|!dAbElhitm()F)i3Tf9UGHttgY!V
z{<)<)Mzt`=?-Rtzk9z|DEVJUD|4hP`{vpg^6%-1ELZQ?b8t_M<@Jv`(7!x!{g5!Sq
zg*#hZeIbE=?c29Uetteij~<PlJ$vHl(WB_rtsAnkEElS^S}l6@>V@Bb{~dz|561A}
z!;z4X!01ChGbSe|hq?FCrAwJWK@zn0+;h)i&z?PqiHTvd6&h1kR>pi!t}84oL~Lv<
z-hTUSG-=WVt5>f^QWE!MuxbHh+O%nyJb5x+e)(k_I&_E$7_1Mesj0QTGBQjjDjJOr
zSK?C9qjQt$&q$DAk4{Z+{)*`&{AnRFw(q&Z1Qc?e-l5S|;7V!<x;Lpg_0rbXhIxPP
zvGqX5uYOO4yIg=V?JZ9`QR~?3f?}fpGjdOIGRc`l(}yhNH18Yb8k5bfwl+4*2E)sx
z+(B99{GcqsAO{&_wQNAE4WdJwMuW~`k%<nS#3Ec#*G~r$fHF`fh15s~vY_)pZa&_2
zP%xY0t;(;c#MPp5JZE$&6OsR%s}$#zrkP!;*q>d3_D&Lfa3>S~#~z^d=|`BCkZW@4
zIN`%Pnds{-M|X~s$IW%PR$Pv5MyFFTIyg&lp^$q6&w<<$#5jsE;a(PkPCZ1s^NE=M
zIL|_dgi;Mc{(6XrGmj8^D;+82T2A>S`(77EQ~6ySB)Dj01JR*^Qbfzen39x(##bMs
z!_8zYOfN8zAFUAMWKkI&ma!X^Z<eZYzPKDcjO3WuLAeH<rDnD$72|SwJ#DeD1TQLT
zx5c803TC41$Z<_odw7<sJ(T_D+e1SsgWEa{Itom6An&hpY&hp)cex7B3#E|SaO;p;
zp~p#08HR}D*2_VyL1&4n4y0VJl-Ey(9Yrb(RG9V&<`h*_vgKfwC4sbu8>MP=QAkYN
zgF=E!Dl6@wP=zR&7*msT5f+z(j(1Y9D6^(L=qdp{SwJ%L17ri}d5$(#T@OODdJu|n
zO<TV*_*rdP53TKmIHoB>mR`sB+w<CTB<gkOWK`b`p<k}j;iguLPGU1V5Q}j|Q@=7G
zn`;M1E$!gET8&oe>FAP~iRlFeOaOpY`64s<A~CMivkrbNRbha{iu}xUbjixZbY%gP
zeT@qnfdKNh%~0^?*_sb4E0O=_SvYjy4u~o|dzJYcMHCz0Cl2<9YrihYKX}rr4A0>M
zk-6b#&hKpn0wxGA(@ck~KhMIgL(K`E#@LAj(3`bYeVH0=ooY@!HAmpcj`cM8h4qr3
z`4sZq>mgrlCjV*h>(C01{yb;$S;CRi%;#0V$){~IJTm)D<h>uqZ?f7aN}jM!lw0o;
ziHvPUC2+8{K?FzJBz7We9f_jjraBiLI}2G1cRi4ddL(F0){eDBVURx@dv|35{5Y|-
zh4afVz*Z(f$%SkD=s@hpfwcu)L7|0wNvlYdoG_aAR92$o#2HAVxNS>y;R+-zn?uru
z4e%2L`9smGD~kU(@l^NZ-8a<cA4}`-k14qbyP1TJcdhtGTMqxo;d2|x+=cggDASk(
z<}qa;e}Xb7D8V4dzflG}+d|dcrK^MG+{NlxO<8IftL31{^~dOND;WzjEai(W<l8dy
zmxeZPsJkBOr^B}VV!Y%ehs-b@PSWU*rPHH}(IGM<@QGv#GruP(gIhW+I+?YFXM|#0
zt!G=<Rj$Gd;+nQV#)`)^<p{R3XEM~a%TC9Od0F_qoO@nQvIXAJYtY`_R0s0@hEV{Y
zF|F)GxT9C&rjGqSr9z9pbY<vlFL~m7S{pBt_aqxzeIN%(^cQoC7d2|M&Pqqu>`crk
zv_4*B>Orez%KfS9q0CeVrXJMg2)4J!i2NM1%}&R_yeu5ys0U^(qeP9aPNwaVye9_$
zad9wT#jF)fO2|gYg-3|KnuKpt@-5afjAi_oUBm>DajvU1ka_e?jh2}!80$dZlg#Gz
zVF$<Dh1A7|`S}=64t)>^8f<@1rNi|SHM%*O>d@7(7F#G_ZDI1G95lL^h?r~1SWt&8
z?93^~2oHsYEi?#Qv{nXA^(ceH95lL|h?wiiSdeO}LyTc<?LpPrno5mx#pUQ}l#Q`k
z2aO(AZfBrJ$DkS=Y;Dk^V=&HNv%WdXn9?#Ww7Lqo7;Qi!8`j>K`WvQ<jX|@<Y{ogx
zGSXJy%ELnRXytAyzm+@A$Jc!TAQ=N4y`F=6sU>*Uun~*MK5!`$jeX_Jsq&t$9YXtw
zC-KX<3@bY5aV0(%J)(R~b%^rC`J37G)8S$o?j;rC+1Bj3dt!PqGV{vNBf93Ej&dQB
z{o&lrEXy)TC`9*`ZYJ`{`*Zh{^^<=i7x&Us=-jL((`$!tXY9L}g|xhK=9=SixwxOE
zLeJJUa;kOESKw++DZ2Y9Ol*<7KcC4RgiI*W>JhT#7J@e4#Gr!-xSh}Ke+gNoS{zI&
z#OS8n8|D}t^2^ZOOKz%zmmKGFxr2uHr52&Rn-uR~N`udyyJ&gfKIYucW;X9V={=ci
zvsCCF=wNznpaafl)KUf-Jwn#TA!yAF4EpsUZs%H-!O7HOc(1&Uh>bV#?w?7>E8`9X
zXLQIeMR)(FsE5tB5VYwg1|3Mi?YyU}2lCwMYI=#uMr+0v8#&^9a&hftF#j@w=3U01
zt#@%di@Uz+1K&C@^3yovhdMF`X4Wcy?qvkcxr{-Z|A8{#TZh{Egj(*)*y6TZ2-<oJ
zgAPBcyH7|i#OQDiTdZok-ezsrTVb_7VC3s65VH3!g7)0Spc9XATUp~v)q2A-P@@0_
za!(SFdnTup`#Ee%v6bhr+<|F?uMQiY!*<|$4$JmU#@U*xpTj;X<SvH{6}ktT^-DpH
zIG<LBEiAi+przL^XxBa5=J<WaGS*(rfuqO{Ej^{&We{do24QtPi$0VDcLgZ}?kv|G
zf*r8$W**X%YSus9SK@wl8G3SLS7Cj04tm7+nds0X+7IXBtOwi~Q(CSw8K<bV>^zBN
z|1-WP*;s$(dItCN_{JP|P)B<V{`wLEzr2VSH{8K(qdq(_UyaOSt%+?pO6-~Jf#*4b
z9;^EVb6ad&k3Qk+%Lw}F5(aI&i`$u{mO3<cG|_=%D>J_*V~2UAO#8EFk2!U;$Di&X
zXxAMKI+}>v1xD?$!b*FzwZWMzOMllObZ7|mz~eZnA^0c0>!88tP~{tf98K#j*a7F$
zN@~~P`|Ak$?m7njbl<`^khO%7za?ODj5iYu-cZMCRXSWrEJAmqKpaMgNLQS*a<~cM
ztDh6#?jXdNZZ$sTspJ#ibdSs*eK_WiS@oO0T}s2f<U%~#%544^#WjD-uKzr`<rB=K
z4Rgq6jpmTXWEH5Hj9;UB23W6$M@8t~+^im&*HI6<AHv;Hh%wLo1NA`02+`(ag!<Kk
z$r!<K_=H+x7$XR|#t4~K)>AS$)>DFT{`wQHrx>jZ5l&o8hG+X_2=BcHZ_hk}yn-@r
zJ9wZ(kJcWh@>_f0d@TpYnApL!Y}`vN#<R^$*9lI<<-&8=euR%Xg15iBio7E3wL;bw
zl~&et@}F=`$IWO>CyQOv`SdJ2Up<KS6Helnv+36R11>wfUq^rN57=Q%pOB9pZM{s(
zpsg3q-?1KOW>N-MGI1}Z2+y|kuqtECz6WrW3DB~UWp;FSU8xA&TbPwY3$m_M&psh8
z7x&Ut=p4b0$<<oJSV?F$cM;g)j9J|_h(3w<$4ufMIo5R2>+p}OZXjsobqw0`fO}0R
zr5N7dUqi&&n|Sy4$DC_AHS*2;b5K3}^NQ;TT7Dgac3bh!`w}oYx_19ep-?Ck3Kw-H
z)u2!){{mgRcE#4MTXE^qrN4EblP6DN?%cWf=%bISKl|*n&+zrvUt{COjrjQEk4>&m
zPfusE?~zP`LLqyC%WJQ_#$*K~+4V>;U=`$^Bp7h|^y!#Adv^8b2M->^^Upue1oYjz
zcaI5{tCD->%o&UrF@lk8XLJHM2>>*HZ;Vc-!<aE+uw}~@y!-CEShj3g^*!r@zrR18
zgxq`;^!f^Tx|s$PdblePpHRPrgSz<T@J%R-$}nnZG`9{aEy%MePlf5m9rFGj#|eyt
z(~k<V;X)R!PUha+9PTMWfU^iQ4kTgKkWk2kwpem99jQtUGKx$$8s+Qs%*IA{vy++0
z3Fi;h+!<bsxmu>iU9}cVd@MH?)R%mH1*3!cN%7>w{{$;1ryFxktwy|7iv_Nx50I7@
z6@z47AEV$7Dykw^ql3N@%t_tGc!=zAPsLpaiDg=x$S=jK-VXS+tv?e~M}q&fmB6Q=
zY+3BeD8jWOHO_Vjtn)YIYW3VY2<>pMlzVg7<1#Hy7HBcd(*b*0`QcHS1{315pslFH
zCn2m3Q4V6PiSR~asQ{T8J!U87qQ{kFT#gBb!YCj#&tM0n-c95S?D4?L=E}!vElw5b
zFvL}kpTfNHs9cN5k8_v}k|Y}jVWPJaiuDzUx|ss<oQ3?x&-`34)U3@B^7Y)dNbKN&
zm25-iwivI`VzHO?lbOmZD)DuW5`z>{D9nPqOxgp7Ej~$mSnU0D?V%x*0oh2(v`4cH
z8g90>c%-dchZ|Zo?(4PqM$Wx>L)crcg3QJiy^ONjaF&BbJ=o%5J<8!)Ia>~kJX~ro
zhr9y3D3?NE=4YzfgGD{q+u=S(z$_t2tz$A{yzC;!&QLF=J&+CUq)+(B+nFirD47Tg
zG7Hc|EP#i=4nOCY;F3zsWUeu%ppw<W)y7l@R~uVAs;s*V;;QOFW?BZH$z1T6Dj&}(
z)0v3?dHngc+yzl)!32Ew%Zv^ctPbvG^+Rm&VLfc|nnr_rIvu`sF)f3xVlnzkB=EPl
zN0Ls5`GtiTk(-NOJv^9<s21|=IOJ=dK)#a|`E~~R#f2D=my2KBOyv^<ZqBf^w`a2O
z8Kce0g)BUTQ!dHuNB*wO=^vP5%t&xq+R7i0G-nm(^=>crfW4Cf8JqTSelIfUP@ZM_
zFoC>RSkWQl$Z3R68injrmr#<B46p7T;P+Bb*jO3=5k1>1nSq?sS5SESLA~WW)I)x;
zLB4+-^4l$$fou->PlMdc4JxxbE6K`**iiv{u?S*kN9H%F%zhJj@5b?)YV8xX_3RV1
zS}bz6>=XY`m0^5#F3Kt^;b~`won9Vr<tQh6H)q(`+cUOjj4nGD;xO)dAer>+U0o3N
z=gw+d%wD@4ncuE7xlYoo3Br%>hOJlxeMu=2UU`Sf-uG|nP>qcZ{J;Ga#b+<0{Eq4A
zt#+=gd?L?8eoih#O&W3Dj%4;D@<Wd7Vm5`70KdHT+mN$x#Z%prZ{LttWs8ER@Q==N
z>}=$PN9sEKqrDw|F0k$&8^YX$?|QH{UaWT+lp4yw_vy=kZ(FDyt69jmK6gpdXz^Du
zJ9pXD*qf104ldDER^lTcmumUnrW5%>W~{cGjMYlYYqv$7<_*U6U@?cYx5I;a=x~MD
zLb(=8{c9fFX6x9E5M1NnY{N#%Dhdo^B{DWLhP+Rx$5`pQmK`h2b*O0zc@-79aM3OR
z0RR9=L_t(gRaRn^su+{y4)|E^h?AOfj4#Z?54P@TFBH|YJ=!6$f?EfY*-u$nfj3m_
z=1(%R9V%4dO|jDx-!s3qGSJnd464S9j%MRUkr;i%5+)mZl3s^-#f5kyKNr8aT8<a3
z)dLwP)T<s0I?OYwhg?HFtgNaBg(FU?%Q0S=haE1a^^ix_GMKdkj<tkRE9)ucTAVB|
z!%z<ees1Q2M`c<}Ovq;1<MaT_x$OSD5)|qxn2c!+bslYX?m)(C^{|C&Y7Opbby(nR
zY6~lhiy5CVMlNsA{eiJ9nD@<OUF&|Km36IhEl!o|Fw|X+-4Wi5Elheu)|G(i0hVLe
z{rRjdyv|_@4Z#+z`6r^&{jyrhK&``2H#v5PvukUU5)EbG&z8X?UuR}*t=;wH>b14c
z16(l7-EwU$x1bbyeI-224j%Jxl_5T%?hRsukG?$)9}hWtJQG~~*}OI9U~gxO4@O4S
z`nS17YG%{1r`aj(<ka@~6zdyC3sqY9y>W!ufMjQDgXQnEKu^Oaw``>vC1rZd`{@C`
z8qpMUM>WIYD_I!)%|#rW^9;I}ZDh+;ma}ExV!FZ3!$pGlB<mZ*3QIKbdwx5!DbUW&
z7R#qSgPw+f1hQF^V17^XKFcf^E4N6)Sq9|&y;N1LW#B*hXmuHUKRyyYjW$;;d#f47
zEx(C?(MMr#XTxkXTK#TwJlo9DR&&eQwQdio**det9`Qz-<Be(JB*MCGfoSd~L7`fY
zMc1>?dCxt>y%GUGx#j8qTkhpSA+W=s5X;SJj1Fpct=q%wq;&E=-pb~}M3olDvs8F3
z$O-$p1|gwXjrT64Gi%+SH}`y^d*+r^m4WFvj+9A!zLhd?7GquSAT)QAvSn~36P<sI
zN8HF}@H1pU=pE#UL5-ae<RHYOLNz`;ordT4+{c+$n=<vrse{DcQU_%%_0T;K&0QrZ
z)abG3S{6G0d=GK2S*eG3Lp^Y863i{tG0&Ym%>K?pE<k(^_n5hfy9DcA3Pp1-84AmF
zSadoaombsN+=N!}vy#cNHu%=zspSt2MRRY1{8Q=Zyy7O}CjHB0@K5ScZfHA3*|4hn
z1go|v#=5QnHMV#o8=Zf-kGP>tt@H``tSts}*kWyM*UDj+O&mm6*TEmnox~{A>aplf
z4muxsh`1M;z)vPbxT6>WG66ohmWh=yzL445Vo7{1QcJbSDAU&R9M)8K^8Q{ncRid=
zD8z>InYcQwP3_NN_dUj{VdOci9g{_n>p5(-Es%0B%kse3f|bDDCaz+v>mP#V9)^DD
zd<Hsix`ViJ&EaR1Npb&!0=&NGAxgCs@Ky+L`1NqOne~6wW#GV323du*m%&GEVU1-k
zhhp51_Yv^f1=!o#kn_B-`jsYlHk88_YV*;L>kf)1eDvLU__)ccgYd(HoDkq8$BgeU
zFqwd45_=|#U}}~M8D>FFR-ebqtv`<s^N?WOu*PV?v`0M_o=8Qf@8WQCY8&`DiI8ci
zYjfN3PzaG(WZf1?y_;VjpIvCZPZ-)5&Ap|J4vS8tq4W1~h?~-y)uEVM2lBhBzO!hL
z=Dvya2Zh}Jxrw6)>z?sPb7u+L9&hEK^T7v*doj$kJzmYg$_{>Pd%ROidu#|gG?aSa
zX`Iv${1e}G&|q|^_6=tBCL_MVijQ;=W8DkHH%M3=E@Yzfmb-|1llTT!?)-BZOrQLI
zlqcss8q|2PYW`&Qx1NqdCRl}w)A0q^a3U2~=X88xdG+>9&f;2q6ElD8|3l6EacakU
z&L1uPjkP(Xhm#QTwFH(h^XS+=Yv$2p4%wRffS%3AQlOC7<0Xzm3`}%zG_zetQSJ3`
zJQY{xJ%fL&9?Y@{d$>yLKSo$)7$X?!!DNi^N$q2VTGvzDWQc!M&-IiAC)o8AqoBdw
zokK9FR~Ul*9FdT$#3zeRqTkqEIJ;{EV>_1XDW=bZJe<UJucy3zpvDf~YmJ_5YTAD9
zcAgmYj1PjnWJt&;!6%z;qu-}zaCUJw*qLSjtk%I<%(13Zhb@jcT%*IgEzz@$@tTf~
zUDJ7^DdxsT;P91fc1>q)CzCauTKj{vI_z-n-|r6?9SRL);3Br{6OxN+?-O3$%N$0*
zl)=Pk^lWE(V8;Hlsd)9vGbmN-;O#2G?+d%b&8)r|9g1sNSE{2=@PG4I&AQTC&8pXx
z!hPika1&$3wtHALzByzfJ0^=@YF;@q3e*j+Pb#&trbGN=el7m7Z!ns>lev=)i!NoN
z^R~N)8xvWxrW0&f({U2vky4FMPo?7dpYG$#aMLxNr}EEa?$*!XpVbEc%*Z$L&*u&P
zxn1r4nex90F+rO2k@BQAL;2r=2K-Sd4FDe>_Ozhf+`3N#sg2;^U`(Al)#Ni0JVyfl
ztOXM;Uc9(E*pJY?dv^o|2AW(?vJdXqu>-EIuK4uRPfh;5U%!4#Cc!`c_=5@X>)g3B
z6STKx%^Em5Ix-mn&4c^M=UkMQmSV_|AxseA7himV&p-bh{|#*T@jUu=YYHDP?%(~S
z6qoBT@`w9aJv0<<W($y22<&XJdsI`rx$^<sK0ObzPC!m9>=W(`?lY>Np6vz2h!6?T
zM)Kqfc>feTN>pen5TLcFMhB7!XMIsI4tslXp1S>aAt$epO-m~xy_gMmZ5+i&E7xK1
z<2)wdFQrV2$#=7GFv=fdj?G~Iln!JQ(ekFAtPT!hq^osUoRnW3@Yma|W>Z*mLjYj-
znMe3Jy9lFvoc^YKb`#UmV0T7-E13xC8XdmNR8|N4?aeR2PkF^y*T@6m5+QDuYA`)1
z7hVE8yynimLF#ECC-OHHTDL_Ki1=oD4$}tads^Sf_jlN?EJjlv+e1SrgWYNs!t4ZS
zDX?A!yVWJ=FOphhyZfj3p-9D)Lu;e#bmrwSE;E-Yhk3OG1wIMnOe{C@5HY}wZ4Xir
zGPF8;pH;|gVkfK$^1%B^IcRn(8N@TTl!`FeS&r-V%((ER_0YslfEH%;u(iAx*R^V_
zRJg&%)*hF&YJ5>r01q2`lT1bbANyr<cB)heCps97a|i>aHG!r?NAl{FnTd01wMjO?
zzb(I1g>ZWg`4SHK*_k+}QJZ9kd0L#hL?dv<c-(*I3lv?r0ZC{e8ZZ3>fuFvEq_5c^
zBV&BVyo~%qr=ZEGJJUgZx%%NZh+g|Oo{vAoW-Cib!K00P5Hfl&=k@KD&xB)SWBl3a
zwSPqZ<qy9>%-XN<LOtb28RY-|56N$6{7`JYPkcrq!k>O#Opx#P;u8EHd*=ZjRT1s+
zf6A6@dhZQF2qA<(AfZT6Itqw_SWtSgpfo!Qq9Pz5pmYH#DouK^(R&Lagd~K7lHPmW
z>?ZG<xtpzblK|??dvAW<w;$~0?mcJE%$zBA&Ya0Pc{u9nW)STAI9T_Hg!>0?B4zqq
zlwXa8q@^Fczx@pEAH9Rjg+HjTt4h3&xGqCrW@`=m=Lf=X{bJl1@G5W6-@m0pJwD67
zfJJa168et9KY`^_k#L^%7BXgij*4s1khJiH`@+xR^8PgBeEU8AYlP?<n$$n~x?oz$
zf73rUhq;T;eYDyJvj5fwLe~W{cX1M#VY#nn?vhF7F4;vi;E%A*-xcpX$U$(-Lydd~
zE1EUy|JuBP>X2WGV5x{^>k<NzRj#$U2w@`4ScyAl7U(CHVuB?X$Pz3P)9lW_RFoM6
z{5=j=6_wafU4%Inj%a5lp&9-bRu*8bi5aG<g8u$1c2siX#W20`BFPY44;jyrYkK7V
zbK^yAcJk;@zi!k|BE>{iIkXjtX~w{x|ABI#YYAdAd>_CCFm|w#(zS#YX@$H&R$H@6
z(9hly?h^C=v-9X3^>Y`ArW{Dd^^K)vIOgX1ug{-^@(1<nN-MSM0`bi&(u;Tl{<yjz
z`^V}+bEu2N?@=4H)U!cGkviaSZ+;ne<&|M$D_69!5F@6d8Xr9%Yis7b!H-YE!gUw0
z^GF;{ZXXS)>UUm`&BV$rS8;v+_<yY~l1)B0zVA%~`;Ont#jGD=(ZbCVy+fVo`X^yn
z7dOlp&K-&o*3uRi;|sCw=mUd*zsJ@=Cc=&FFVKx>Btyfj<(JUH(;B_QHJKj%O^6Mm
zmiM6YPsHS7_NF+raFwCA>SX&L4nM%<J4M+4X(#x)Sm5mK0!&*M3l9e=`i4EZ4Z6Bn
z(N{g)+^i7tYaG_!&cpmjLmT`QpO04q9U#>@Q0^aDZ<m^5ZG<P?Xcg{Yf%J+RERD~j
z8`=MDx_VgAS3TW4ED`e4ZLE*U#r*DEV9BT;jc+2G$VhNt;HFzRl~#&AK2P2rySiJ^
zmrgnS5{LD%d6?gYrySz`*>dRWV@+Rb`M%Z&`7RpkuViDsk(2lTX@u6HtFJYE>BwIe
zjrEtaF~9$RWP|3QgPSFNsdaF*LdecItdGmX{0N@9cqbpPwzB`{>Y}qHeW~R;TO#D(
z9jw1wfcar=5Sf}_cTZnTzLW;%-ElM^o@B8a=wbbjJOicAVYlDGx|dru{2X>d8%+B3
zE}TAAJ%<gn$G|rK+;iBjUe@$gPd6_sgshFh`luYt@2xoi_i0}nT%Xhqc@;I-cq13D
z{Fa0Z<J%ep7e2BLwkFWvJ!3W?{BR~6mmid3|Kzstb&%j}QZc6OPJ)N67=3xN{5=T^
zf4YI4e<tJPx}oZEiijK*^z8sl{PGkWpCJbja~T5%b@Tp5%Au>D4Sm(q&CeQb7e!(H
z#VpJp)c9eq_?L7DS$qTQFJ)o=z<*zdt}d4JrIznviI9B>SbrxU^E<k8?eS?pOg^6q
z=U;Dg?a|#D13mwl_SkH65V#zK9w#-2{z>REXf`_V^$qK9Vf~F9%<tue>zU>F{%SU^
zj&J*~%-@6_tCdzNFlO~FteeypPI^J?|0Q((xOKQ@{<z{YT6p|-^GEeOdU;QjRVipT
ztyyFa=|<*|hV#SCf2ZQrUY<JH?w+_Deu%-k$svN4Lp=*OM`7omNjSNFm}ZPX4qsj}
z5EJL0gyYkjG-HJBJ~RW_Kd!^Ni`aQ29w)cGs@8$<@^iuJ|F>)Hg3#732<W>Or!J?U
zk5*vd6V-#&eYv_Aor78HW4QH{_FSOV%UWZ`cK)^q^|wX9xIb_zCKr9QvI#!14nI82
z=|I+WHr(RsVyLs$nvOeW3=g3H4{K?Mi}3|mcl7=ft?AHuxJr0`p!Nwr4n|pJ4UR`;
zW7ewcXyI;!-W@c3^wS;O=rts$aKn)#jGA{Am(~oV!G!<Vy3*38P*$bHiI_ah-W<=Z
zD}^{hWNwN*ABJPnsu(!E@fRISkPLzYJ35oC6#wge5}~W76@Asy&C?1Y8)LCPItTN6
zaDl+1+BoX2={Q>;aQ!WuBAL*ApKML1tEV-6>B!%3i<95e3)i#C@%^=ITpj!G^v?_i
zgTeT}4-5EXF#Zn_78YiZ4bRJq8?+V`8J>D$XJ<!)1oa``xp?uS`h7w|0;;O2@buG9
zL#DM!z8>;93HXbSj-~;B<oeRmQkp5y-o9yz`IVKGG}!RUl`B}gb}gn%nS#e5H8r)t
zzh`D<A|gVQY0t^QlAfBAou_*uPEKwq-2Q=Jq=#t*`1@=ke*1B}(QBM6Mf5>XcB$?O
zbL74L>0gB8{3<*ssK&63aXK4R2;$l25dTp)S~^)E+}jFKvpb-;QUSTL4$f90bX^{e
zaBtnypB>E2=w`-T)ydu3Cwc3i46aXkZ7uedl;cC^Cwpk)U}j2n$W!X-kgHT0oQ|$f
zMQtq(mRDf5oo+zo<?3pBDt$zHhWayd_xXiI__3rEm%TKLZBAlyy7-?h*Ueg$Q>}oj
zkxe{ga}POrMf-I9AS*Gls+Ew})*-5-3ORBmA}>79$gcy=7FJ?SN+C-7x7PVC*?h{Y
zgIsBl^{*Z`i8(|jx;nI$iIFYmbP)3#<zOc=Lx4<-dlkC%%~4ek>Q8W2%db%woQ__P
ztJus?zJ&<cH5&P!r{-h2yFFfXRBaNJNsvl{5;Kbo0{$G#`0FC62TiGq`%BC5fs<W>
z8}!l?3jF5n%6lTePJ2*3rVdZo9-4y<>`gfx@@jQ;AnnOnFYBK^6?L^ZQeBSsWX1!W
zuhvxIzEXkZ4P<yz+rgk5Y8$l!@d*dY%JIH~tx-En&dQ^9*zM_JkljzaJs6aOLJ3!6
z?LkD^gSk$7AlYHE6`J<oFA?Ezpa;s8wJ5EvrJM7{-^+#{kDswO;dIEa)72rrt`<%v
zO(+L>Io`F<wLw)~ExxNL!VlKY=q=_>$O|$TBVH-T#;OvXU;?52GS$J9(;>IEe(SeZ
zU2G&6iRw^Mfmt?<_vOCk=2X@Lg#u6U$yYw6{K^W<vVKJQdi!f@@(NL_P(bXeyAUdJ
zbwYJkF7N&PznqTjZ3mFKaW{Qm9-9a=OAEAK|0N!Ny@m$B)g$rofPLR?h<)K5qxw~=
zbdc(8ZYJ-mvhs|6=j`yeVJZ<r;%JA;j2yIII2+~n4998V-+u;==X&FK&(Ww%&weEN
zl?}*0qbEOX;cS%g$nW(1XYhQkH~umr|8XeG%7dj|nOV6yp{lqPimGZ<sD6{B-ftrB
z$#);gCz?H(Pn4OO!k@fEK)6(bZYde~rKAk++Us7g$SXvhLP6`EHs&r)sLAH9iyoiP
zK>jcLk@wRs`o8jZB1~l#@crRyWG-5zu8VawHK@M#kkj`@EG)xA;rjMiJe)S?KhuHW
zvurNx20ep>elMdYJ<H%;%6v{fk*6cy*$E0G@?Afjg`%DNP`Gs`eP11S2c|L^JXb70
z&XOM<`JO`e4UYA7vE~u`N9gsB5}y9Cm0tgNpTB=>4s#cw%fZ-qvB@?lF2{#1Pi6z5
z>w<c$W+1<Txr@kf?h>dsck!2sa3si+ldr6Wo7f!Vle6H<li^S3d4qO2<UCGYP}X8^
zQ5imV)77E=d!#Ih{p%s`Lo9UHC+t;YB{DX8<grp+Ee=;zV1|{A!99u805e^i2bhx}
zSotHgN2NiAzIuMBD#8$v6<!o`bJRdHF)HfnFuyV%lO?u~bWewdY|z-;skRn}Dl0Ja
z3CD}Z%7Kg%nxaEP<<QDpw;Wo$y=8D5OVc%YEoNqBwAf;128)?_#LTkDvdCg)W@*IC
zFk)tw#Vm_iJNMcB^+mk9@AGFTVqzkCx~r?RyQ@xRo;;c05_gsoLa8&J2Y?j-zz;96
z51KPU`hd|~_Jg*voCdNIj>gUrS34~QcZ+x9Y#StgZ913prD>%eikA9q=?D@tVX@DL
zx_UIJ{J7KTK-cOM<VAblRVJbS@*f>7ge3f0#L`HHzpiMXqtlc5U<{J`OR0u}k}vK<
z*3q9$MLB$$<k0MADX|n!`O?zYwx%YFlQ5Vsfl3eT?Ga4;%8&cES#K__Hqc7fb^9QB
z?Z!)rkF^^Hv5;?>-BX5&#oLb;#k{N`Sw6zPyUtZBF4&LCUDff9l=+!I>!aL44n`v`
z9gyve**Q5ye=y8MLfsCPrkL(tN`M(*m$K|@O|xt2a&R}z{m-osA-?hRv*pMLZXBxn
zSnB<g-<N<WTN`*xUuV$&K1KnrORd{Y<`t7Ier(Kd%DST7bo=LBcK)_w-)s2dePzpH
zqutG~C1t|&3waFaq>O?5R9U6@Xa2(TdL6XurRk2~RhElfaFuL)^5OgM^{F~k^OuS_
zX1A$+;qIEBjUi{}5KU`<PVi>G$eN@Z$S$ybo7?t6YfKE)JDVz>o6na6?>E75->UPg
zm8*R5L1s9ois8nu@FD*4#QeJ><R+(+DP{`|OmCcV4l6Ex!u^<PCXNRNLzMo!v}0g{
zZn#`nK1!@Aic(C{fXIi7Q$qUukrJ;(yT7NB4)R7-Cc`$C2}#Ob`obPrBMS0Z%gf^d
zHz9FRMRQ^5!D+mIa3a#EfKI`bWyPtf(FgK4a<f4c%@{YQXj%yLq_u`}Ya!BdE^-k*
zoNVsNS5E0=Gtb!w&@v!r;4}r&yEgYCCN8Vg2c=`TdDnFX-wGX!lowsK0U2N7d{Oie
ztr*$bnJK4Ds-Mmv>cqV#6BnTqvWrDph-5ta{(-$oD2Phs4Azu1Q*%QRQiWzbTgeLr
z!3Yo*Eplm-0<1$Gr^o`7tOyn!Px4`(>`hs7kazvQmz81{%#YXINo0ujZtp$JhElH=
z)E$=+J^}7s;p~gg9{bmM_J&y~zw2uvdn+<!T`<j9Oc;j3@^fE!`{94ydKFsi*hCZw
zTynRT+ex1v*I0nERC(8Y34V8-x|1E$n1!gey%;Jk1|^{{_GK7>J#@dWcI;zc{4xK+
z`rtnjIL2nQV_i}W+?!OpukY=49PbxpmY1&{&*+bd<~ggn9_NNKhgcSdv^&l)w%lY$
z6E?Ju#Z`^%`!hEs1#EwYTW1S0T#+jGjaBN%1n^gR$KakFDf{ego}2ROUwFNgo+Aj1
zR1X3j9m|9(QRy&x9%%oh3WlZB)R&BNFL7gQmLCNvW(W(>_4ikE6Xpt^g0&&ISkt7(
zcS}-D#zkOJt9i`{(#2^Ap_a3{vXvVOFP_Lc;Sch-mFQ}?MsAALP@)Qv#&?s2(LN1O
z8{K@PU1r98vJ#EHa5E9!)R|Y>MguM3KJj*!Q&seJk=w*LrM&jIL)gSZ&gi`rwUt-B
z@S~QD`i+FUsv2_or4dQ_c~<qv=!;coca$4)3f5CxA}dHt1cy-m(idyDa)=UNTaj&V
zA}BSRQd#`FHZ6CjTUgE~a6n0rp2<f-^xQ1|5;(l<R^|NR@zHaHYN+uXB3%})4y%`p
zd{;m6JvT44X}%Yx!uTAhiSjE@J36dqV+sC=Qio=gbAPe88WX~Z|5uE3;`Ltuc{`sr
zH?YQhdC;9YkZ_9jToH`fLa$Srf9WoTSpF%z=+g|YA<Zex<>t?&;;1jV)dr`|0QgiL
z6ib0}v^!Tu7r9zz_tUhkAJ2EzicYK{ea5VKesBEr;dn^Hl=1O>_I{oohq+Fi*n~NX
z7l(%%5IL%jn7ZQW4<nwoO<V}cNlrGS1_sZ{u&$n-%WXBSt!W=;C*|I8Gk8=Y*TXS{
z-=fIi$^7(XfTrTLJ_cv#QIqH-r(t_XmleX4J?~F#5^nH;H}h^>SDi?>v;cv1&{MCz
zokOG(3u9JmCHz=bb#>uY$IFS554<Qd`-Wc+WPzoPq4*l#&dEP|FM*C-@F~?{yvPq7
znR*d`atl0y0$;J_l|iVBV$&@8+PQS7T&7yFQYobeA#GI@Zv$efHLlLySv-kwl{&nm
ziVAl(va5lndhx%`Wd#YR*TKb?67Q1o_#YmgL%F&v+#DR8HfAxo2JY(ws{-Qnd)X5#
z%iyfv9teZ;C)x{x3yW4QW-S&xw9Axn8#1!CZI0jU67G+nMTZQn))=f>ua%ikfa8Ao
za(+k?Rw)95n>$^VND<Q~gc7bEB9#^xq^f@x=T`U&{fa(@)zoT4U)mS^awD4(H9ypT
zGo7SP(LeUfkCFaTWAS*bwjw_>`Sd`G?hFZr(A-r2(|9J2L}rLbFJB9nv0`Rarli>i
zC0TREhqZrr?ii-a*9F?cw{33n$8eb=YS9N_W4KhkBatdN6M{HH&b3Zd&y|gN>G)J+
zD?FY1?Z@7utx|YC#va#-n#ON5SGKipPAs;t5qL)o?(RHV-@}}22Ka~=_T0Q?*XFE&
z+wTO>9zN}OO_1e1RE6W|b8^JbrSgoks|h`V61sBEwYn{WR9a`v;XYp{6;6JRQiNg9
z$}zHyOx?tf<%ekEBuUf5N)n5t4BmBx;42_0@nWyBET7FNQT0DFbor<l#5i?*rF$W&
zQ9tQ*RS6PGM}S5EAVZce+#Cqp5YmSXXvC5kjk5Fzp;er}*snaER6NfNhIX^GmFXZY
z3@gw`W^etxYJYLgGu+-2x|AGoy@?OpPx}6D3$Rsjdgt1>b91_w$M(kML_F@?u1=XZ
z=Ern(_3Bw6wSoOj2=(fXd=-v49WDAC(kPv9_3-P)-)le7Somu9-Kq1-bFBE<koD8!
zNx`j7RKVu((R~m7-iv+X44CcdPcZGseu~MMxq~^*NG45e*l4S}En$mN-r?t7_a^nV
z%GYy#cJ=V2hOTGA2!#r$)Wcj5faxbry9|bkp`|gOnS3+GJ^Am>Rx{Qkq&LgZ6g}*G
zI4NE2XCp1Ai^$koh0!Ca2|-=64^L%}Se=g6Wr0*Zi`t)bM<=9{nKQyS6Komd8<N*9
zK(sxD^c>`|4C4^fWMr>llGxxGcTqu4dd{p4JmN~7ztM|#hs=C8Ls@To)X8{u=2bNN
zouVy7Ztgs4Qe*ih#3(cE|3o(~Z~i)E<O;8BOP>;yPiks4{BG~0Y#M^*I#4$U?aj%@
zHHY(CQ=_2024z~_;-`O(Oti1uCT#hBFPd^r9R@rW0vG09y_i<Gd?Z67_g;&rg#od$
z-d>sSpl<~zYO#Ger?y54BsE+qeF}=wU40|5>XaE5rRom@(S=i1xZpXM6cJ(h9OSWn
zg>6qUq3%1O*nIG6FT+4zl3K#B^IF0f;e(#m9ey~+$auHQ3$bX(m2Sa|a;jN#x}5pW
z2rv?NO~t)GMA?5g0z3D`&kk%YBf*&LX?3++=Q+fOxW9^uN26+)8%yh(3hr00Q-~hN
zt(<|yurE@lVhv?cpGnAf%S*NZlZvCZ<28a@6jP4S7I)C!C{(wl^jIUWAI!wjwTmo<
zf#^one6ePPMpC67?Po`|!lc2O;k18-``}Mg!z-~ZmCu8>xx1<ujm#sj|Is6gomxyL
z&5mM@jXMahBGg=7sJL2fOD4vcA9Jf|%lt0Iv5CJTV*c}*j5fnUR5~1he>_)nQo5YT
zUcTJ7J&@tBw$N=Qn@*JKcvMhnD1~hslG1$l&E5W)3ShLn<Pl4iYu8J$KnM6<SQb*g
zB@k&RwNS%vOFW@4JFD{(^CUwYWz?N^PHt9`(M(I64seE+X*AjqZ{zAm(w}W%z1=%3
zUl9@ltz>>y(~>*FAdXA9eI^wgF?P4KE?=?hV4`&ONcUK@+^+jaA~FYARc>bJ9o;St
z<QU>JCwDMXtKOS^L{JeDg+!|gcA@UTkF60cJMqRHDG>`+IZ>2rw=mP-7DjDZj>8;S
zX?*h@@N}II8hhN22Pda9cYk)jf$;-dZk%Bxv*HGtvO68CD(>Db`lX#oC-YLvW>r1S
zE2QDGc>{;?kG$%YXqX4IK<BPJ4Dn98r`!P_y*-J7E!PzZaFF%-g-i?IAz%gl`xU@Y
zT#Tsg2zcfB?S@D*x`Q{lHAOWtzv8?K#>1&)FyfWE-NQ>InproUjG#$eY0o|Aq0l@(
zf0PS&*wP2u{q>@9Tfk*)A^mw}&mtOA|GOLMg;s6S5-=dNh7YPezMs{apQT>#`dL2&
z*50WkEp$46wVI`0@iKA%Q0EgqUzK3(>iRMNyuSgw+&)R$#HM4PijV}t!ZV>>_@=1S
zJMk7{8F<x)mihN@(%!*?|NTJ~gEGX&r=QQKO}Hd3jjv>W`W!OB?&cg2`XIyAbqjTL
z(g=D(K>7|n@Qt51L!1|mN68lDJ#ofj#?GzmijV~B>>io=xFET>>^rdw!(vcIp*WGV
znJHY2@=T{dl|<U&5V5q8!{%2|)b0lt54v7n<-moXo4o~3Ai@oBaB^r9tqEB9!b!CO
ztqjXQ^Xbbkq+9ZJjk}5F7KAj=eS%(ZHP@|G^Gzu5Yi+JD!GqZ;m=C?lyZ<+>Q#w<6
zIl;Sex4Ty{uz2pZ<*~)4l}LAGXRz9D)8&_a9#Qwj?=s2F1r}Wtd*b8Iu56M*q7l4Z
z+cnB$NN%at-)6$!*rk9=q?AvDI?B!*`pRujXa@ZRVD#k#Z&cm>1N@G$Yb)<kGF3u7
zOC~#cHnUg3R-ZpDt2Ndq2#)E()V^&X?5B?GUXpRD;$B#%2tg7z)^Bnv!WLU9($0`X
z*tE;yU6v$r66?&reJKwQ8a^d24>VY0X%g06xQ{=}AExEm@lsEzL9VgNmj})lu8JIB
z5_As(t6JTu3EO|0x7OTQ0|5K1Nd9(AlHXRY9He+_sBz7#Ljkw9vPFSz4TBNkKCY$V
zVCy3=+pB&iRi2QNS}0008TAAPJpFoitug#mcscl+fqRilx#{ed<nTEG23trlq+bU}
zLuQe9+#}b`H``pTUL5^Xgu=Fl2`-G=KNDU=`p@k?s%Uj|boiFzCxSxn+$JHU%vxJp
zjW^rfy*{3gW;;9`vjn^`s`Wm(A=mH|eaz0Ijb`W<2+@iCfPMouNm^rU4(e3zuW6nw
z0|T2l+kOI}-Kpc)zvTA=8akyS?y5{BKqY-+s=@yRT4ne4<$4(Q5mNFGbjHs&mOkDL
zwi;ocl*ghAEonRRK_0kJ4_DA=ngz5$Digxv2pqwdk6@AepcY@KBd)FGf~#hRG$ix-
zofo$z>-@%ly)@DOMfq~8@J}h<nyIc7bN^SWV{7u^_BRamg{56=eh2cai#z?+^vpdD
zt<9?seeIv3OY9k&BDrG47&e>;=H)a_vWp1!@Vhk?BI@=utJ-E#hC;}!CuHbm;<EG%
zXSQr|O``9coqnyE>APmWn-Oon>)DawbnxstDX#8?DOF`lg8qr$4ZRc;hE-@yj&RaL
zbgNJP^9mbwmvqZ5&<6Wu&y0PCoDHN^-4<3by5*sL3q<4CYxtW|3z;x>pzX&(>iFuy
zRnNsOt_Lu9PO+qMLW`e%=GN;vGmDjV*7^1XOpL)2F2X7h(}`N%<RzxrnkwR(K;1cA
zHD}?kl4tBcA0+BLv5y5i54-*2ls}E8L7uLxE29WP;CN>x_S0zq2{ISaiEXRQYjY;?
zR%dDmN(x4(o@^aWCEh`kyVqoThliXCm%!j*+Sw!%U5sbl(9d&Izb95yHGTV&pPLr=
zl4*ZRyuH|GwlL&55O%5Aq~pTC#c>w3lQlwTrP!^Nnp*lgbiCmbBWFb!`d-9pn7i%9
z6*IO+CkiuzkB%({o{C$MAgj$`ER?v86-P#fsu_5jecNXyRqkoG*5hHx1irxDU*vbG
zFOndr^DVT5N9(s{W}5vrv`os4B5*{d3V|orap)BM21^*-02~f4e*VVFvY;Q#q@nNY
z_kHZ-I>3fRUvZLcUA0B<vW7w0s4m(Pe!sA)ImN;4Q|8LoPob`1*q8U&ngyLwfuZkb
zfocZ)zJ-Qmug$8r69)&V)F&M;fSw*CA|Jr7Fg7+&ZOhx-&OZ-b^Yi>VC5mY)AT5eD
z9g5fjqiT|=<lwr3lJ;{Fme&b4ea}_d!Pzyd0hwzbXK%03Pr;?RPcUJWy%H|5>Gb7q
z0z!sDMY6gCch<BbiwI)`Tx~hKF+ozu0s(2t0p*}V3z1=*6Q5rmL%5F5!-m?V5sGF>
z$uHK_o%Kix8AXL16I&$?=F3{<BPPuMcr@1tI1mxaP)tnOxKfhy>zi>{bX@opSm^RZ
zLr71EO@ZL#`gf+U#<jGu=GRX(MNlD3U&}Va5ukCfa0jM0h`Ne?Ms+7vRk1Yye>ixd
zU`Eu{bw;o4P^ZfU<jZx(<h(_?+@<Q`C4EUYsz`9O{TVI?jgy2mFg-!kMfDanRX)x|
zX+2JnWEdqmnvCbANGi_pVBzo)^U*b#GE}BCJ=~?7GWX~muGH^)$dk1BOM3Jm69{*m
zuk$%_#1|w@L*qpH2vOgBz6?c%zdKbwd0cOSj!-j1@hOL-t4s>%Dv!9a-I@B4{T5>m
z>UbVyf7xQAz{1I?p^N?<J~59?ep}KvxPbLHDo}m9VZNg6+W($63;zKJtN0+UqP}?%
zD^;u<+geUWyBXi0<*Qh?TtM6y%%eJ(2edB@7)=F}>jlM*6bnVoopo>cYcmjgv~mYd
zOdRt|(4Q&(s6l*_zF&X!?Q8N!V?d1jo{$kCglO5nHjn)Z@{{=tu)jcY3pnDuGq@9S
zuzNxNn06CgPlee{wc^CDVqsd3J_4U{xJkRnC_*&##Eh)IQKa#d`-Ed?iQwv>!mmIg
z7<q^x*Sh#7g15+#6;z7iBUIN&1ZnY8DBh01&`@1$odKSNj%;t~kE%I6HlFEFPdS<I
z0nL-+6At$G7L|Yt8vSj2>4wDv`*rcp%N7%OTlV@mAy0UJBfmQy{n8lep-G;9qwS5w
zER(HTes`hm%sv5ZghPQjKLt1;EtgW9ylm*Ie5L+e&eVOTqk!Y=c`k{D84wma_!AoL
zqB{DKd|mBvEvM36)jE-5gluJ<0hqrXW5Uaek;2w_pA7-21vDIpt44nE+o?qSD5Wj5
zdF+Q=3^kJCbN#3_u9gM+k9)SyF`Er-_sD$jg~d<+SFac8I$ohimHSvFfp;@5<xd%Q
zSy}aWGpT`hGuN~ZI0F>5Y&$ll7!b?@17T6Q-OjKXBq1f2N|{|A0V%ajtd@5@2D}08
zmP^xs-lOYG&{(ReVzcdK!C1hz`v5ND%E|k=34;J|mXmb3ciOqBe8_u>1<vee<pFNx
zeqx=j2C|UyxO86Q-*&o%&Y-ovQ5eV4LvjV060;@uwk(udJ}17;^aMoDczhwxWq-0y
zS5bPHb%Il4Q`2DjDK6~{wNM-k*QZEH?Klk?Nad0H7lp>g;VM&yss%%;;gU%9HQ|^z
z7qjB@A!sKK&H>n^cC+H_<bz`tHX=rJn(->OY93N_3byvhVjia2{=cUTZ?@BcGE0P}
zdVad;QO%YZjU1R}nVq39_ky)!JCCxG%=!wGYzAY=;*Rmq&6=rsG3j_06Vx)_8Lq|M
z(S0JmF2LS?^H7E)#KO)qc=!5l5t8~<9jw(k1ry6|sBfqlEIL;bi%UD!>Y{R{GIheL
zT0AgO0MVL}zAN74vZ66s3&{j44^Utnla>gpAgX9{S=lw#M!E7@Gm|sr;?tHzcVHSi
zMOxJT$++B2yFFSEPU*i3y063Bw67Bat5j@^4`HG5Q)w+3%j%ME-Ob#4?vwMu-}o#p
z!W<$K<IE@=&L&n@vr+c^bD`min-CT|VIWn0$b5C+>KYz<&z^rp#|Zi-rw!4&_A?!h
z#)*wXQa<N7apvR4+Ufv`+STDqZ-<g*5i{0oNS;)O6Q6<-)tQ`ST4@C$=7t?mr~!_2
zV|oC~Q%@HcT%5zS!j@Q}gZV8>EmF&%im(b1>?7~qa|kb&-B=@N5-k~nsc32%_0-_H
z)>!RbggI-7yzUDTXwQ*)DJ?z;ORH#V<{AOdV{?edYr2GsYip?Zl3oTZ9Y%s2!_vm*
zu;DZGgT(0hB-$VI*h%0E-iXS-yE5AnhC|f?_;F<NyTzK{XLkHS3NYjXf15|f4j|a8
z%uTg*B6qD>3R&zW4lSKr>m|-`er8UAqr1H;7T=E-#!%3M9<&3<@DDWPqR&8+<-=dQ
zP*9~2{Wwzi$*wXDBJS2w98%oW)@A{#D*+VPmD>)r-ACuRkk>Z_fMZbzWU*|pHYO2K
zdsa*$ViU^L%+l_n2j1(DjhpRW^snYA?QY7HhCbJzEEHGe{(&Kk?M~vplWVnad`-?`
z@+^ey<Y&iW>UP3DxRt_wa+@SuzPwOIj_pC3Tg`5eM@Im#YN+hbBj0C&kzAn((ml<M
zBEka--Br_}d|0|#Rbx9NN2L$X*=x5X(>_AcJHgR?X)b<eE|otk_xg6i$-gz!+SIn}
z%_;5>oO{EChX%y#q#%ivL5F7Rqu;*bPY2HIL_aX&dHx|shC4f_7#K^_PhzxX<NC$e
zP!}ltBfJ<6vE79bx2H2BLPkp-YDG?kO3U;l#!ldCvRUxfa6d*HhHpaDwSCJls&5wh
zeyB6<JQ|qvG4&fq+nY9bJ|Frh3S=k~7OoHqZK8iTRbEX5<YOb{sImHUAtJrOR6X3^
zs^3|dELm6Qdpd&ZIn=s+MY*BzbIKt_8$UVbCPO#ce!Qut4s<y`se$O@<;>NZ79`^d
z?uhJn_3GX^z^a$FY7BhE{PFm{+(b`W5U%d(Jef#>`_&$Y4ID5rPgq$6c9DDndha9P
zmlG~NU&k2mrlf*M-Glfw75ww?b|Xhav8jHbQmuhv?>$Cd4!13|=)^nWH3qr&uu=Sl
zIlHS0c;iR&xKU2|7;Scb*>Md-H|zVSh9uBi06Si23C=00piDKW*oxyCSVn-Uo=y!9
zjm;@TpFk;|tU+HVG@jfflf78Ndm?ghr8)Z8+&|{Z@Vv|L%zria)dCTwV*j(6x<?Lt
zJo_~eNPx+AJECPFCqH2yj2yZ|z5u<awDbxkUll#NyCx3MFc1(uEx<#h5ac1Qv3Z74
z#dWMWEf@<wUKsL~e9}CSk7g^3;TSfMIasSnL}J{#ZEc=WJwTl*b^6GIY>|B#PqUNY
z8$~l_I`mW3XC_G*XCoKk_`P}ygi`{Kr`nO$tUJ*Fe7r-8kPni#+m@3qLAJ{yez?av
zFw;d*x~&t(j8fxYB1{l1eK`5YhO2g$f`SLmhPLeM?IyR&Nl>NG1IET!Rd00HDBjW(
z`g@FBXg2!EZ)ey<^h<|`sT@shZ{8?ISPhtzI@p9=6Q=%Pt5%`gaSoebcZ~(<uaOl=
z+CFTUs8N+{<k1~D3x&`}?5tEXD3_Y1`x*?uLtU;p`2#$3yH<MNm-!sLmh6>Y1oUn$
zZD$7LgT*Gi^|0Fkvu2v!d8J@z@t9SS`>(q9ysJr@jJ-IdB(1QBb@YB0)I8bh(e_#{
zKyxp|0K!h3$hupl0yWl?LIdDiDqc-2N&f{r-t9AdO>988uaq+T!-Rn+ws7DgZouWz
z$k-l=Com!6I4Wged(^2pu^%)^(2{V&=6~WXusx3Y-r+^KmRCwUd@<ug68Q7TyR#Y!
zG3Ou{y624pIvz|}a;nc0vKbxyRwF3YZZixgDERk&yZnwIP?}yy_#y74=}2Q$9m#HH
z9CFX2%r7_=TQf)FWJc!zGeB|QuirR;I3-8!$W7%$!Og2B92SR2S(4F;{*9<8?bR1y
zG3XqTHEw$ees8K|F50V6aJc-XL{mQ--&b>yWI*GBjSn$?Dg_Ssy$PhP;k$5}`zWB&
zB+ZD9JecXsOFZCbH@hvv3TT)SJ$6C!%32_Lq0Jx9TRleG{plQj>Fgg8j;(3<{T?~L
zqI;L@gm6&%`rFZbw?O99J@P|^(2FV!x265`$vGY7Y-&J>A$x%RWMZAtaUFrlOG7ta
z3rz}4mL$}Q=}=ubU9G069gBk>8<;KRwI&bTNfwbAvV{A)WWVgeuJKuP?=6~6MDMLJ
zqGI9Eo;V6UkZ`X4f?r|Ti4k09l#}n;|I66w>$Z31)b_C8dSv3~5WN?V-k;2t)_1>c
zy9lXLvaaX7x(@AkQBTEfRt6}ePps;6;hLVQNm5^eDbjM30bS$s8*4WNprk||aSCbY
z^km`d!Zf*K?|^8e<8b4y+e)@Xt^EnJ+GL?C@Lioivu9Q5sGAzh-|`olKkoeALiEP!
zaL?rPLs3FruZrj82V?kFh07B;Ob!ahSFa{cEfgQoe2<h0mus6mB6b40@YxGCk4tz5
z64E~v_>@Qohm&SP!c)lujm#Nr{cDU*&j7H?W0#cjEg8wmx0<a#;nu6Wh4jUflZaA<
zcv#Z-JUm?EjQ&!)`+%UuQ>81%MW!idE_2@GoqEE+8Aq6f5JFga;6AC|g}3`@m&lN4
zCZi^wsuXK?z)_i^cbNpz2M>mL$}1mxn7QqzQuR6d>>A1VBek=8ov@bUu%B<To-+P)
zHMU;^<(F)Ti`hAYrW_Ye#P!%x<9mMM<Lz+<>?c!SB16BiL`!&usjr}LLdRJ<Kgj-P
zNO~(I$8z2Iy5*`9bwKsWS8{Mn$&aIksdPYTF+-^fWx4)o*$u}~GS)*$7r>{(({@}w
z{NDFnFc5f(qlKC~Ncv3$wH#Rr#^jtEcecEVl46a=^f?ErMiAxCaElp^{*UlP=<f81
z)#uDyvy&z!!73g?{juH$;VZLyB!|iJPSv2=7LchmH%lwOT)dWkjK(Wwe2!jFd>7{{
zs@pm1An9IrY(78|z4{#ZXU0ECi;?vK-{IYKA~F*^QyTYKFSgG)$~Ioixl>Cr{Wh5H
zdze4b=F~|Pbb1U^;938*yJsGxM_-&)$A&UMp+9TH*<$S=WFtkZ70vHMy6cc~eC`mD
zysQr3tKiJ2lfHBY@O7!b?>)Oo_>{d!vwOBD4Bf|8d?eMJWKH)XR)bY+Bp08a)ET<E
zdwQ4xKmD{9g*)_24w}9?d}wbAld9fNcWK;A+uTn}d{}gStcpn(z35b)y&iq*QaJyY
z#$|jw0P%r`6eO#lFj!;IK^8B=>i6XIlHS$THT#1%0s5+khK>$SwH!;U)=*MX658B{
zR%sdb>(8*T*+AJm68I0wWn3Jbia=#EBs|uC{!MKKnhaQjtB5fiJ1zi!k1)}JHmE^y
z$$G)S<{X}8e*}FELN--)1e?>pKJ4{T;L^7(5otiT3)z>`#U^T{%k+|ux2uK-8CjM=
zFO41J5I#32DMKCP!}pxvDh%F!0VZcR7dU+lM8op1MHpHtE||9I^N`0l16^@t0>7?A
z#KXHiqgFfzK!jg0MwAQU2}}uE1RlS?{z-`##Hv#ni(q*>Oe$k#-FkW;`Of1ULT6?^
zud}5KpC`i1t5Wlmh~ogINm?-yv>bH`7B;0;xrAOF-nv1SjR*|6c>cE$tW<Ti5XME9
zx6>Q*RW^9aP5U@`8ZS@Rc#UcaUqW~k_nV)U448(t7BRp591+n`Ja2|y;a88{K7^15
zeL>444c=Vs-;&X5vQUh+#>G9FF!Gl$&QWjYj#V@uFCd4ziYSQAcfwFHT+y7Lzbx)D
zk@`;DEDDUsgW;Hh9Snl4?JgCUIJX{R*6BW^RoyPy4zx7mK7EpQoZ+u50_e3-s;BBE
zetmU9zxjQHY#$jeg7>90$lRj+d|x|)jUh`n@i{lo$>Fl0Zlx!_>VFzY_Q`9dWR+z}
zk4!^Q)d>Udy|;c=Mn&C5#)+Q>NkkiU=`XmmbxE0Mqweb)Y#dm4*=m)DMF@|zO72^c
zSf0Mw*S0XW-<p%<^U)<~E3Abi08sfG*C1<ADjtC25j}!$qHE$MCcbHkYav@d2M&!x
ztf*7IJ(*cZvbg|~zY%Ur5#sWca|K&6$oekaBRpbpw$_vlTN3VF`~_yMOT6nt;{S7o
zZ>e~$5;X)pG@{|;@ia65J!Q*}cPeu3R9r#8FM#Aumbna$Q=QLnYq(P2?sB8zy3IEX
zAfjkClK3T#Hie@h!h68Bo;1T&pLGo$u3+x`R-V6^rDVx=D9ZX{8uF-r;Z{%Xmu~nY
zngDvUm3MFp!&QLD8V6knW;s>7xP&O6afu;Zw^(%BNqIDRfClj4qHTE*YJn}8W{?s4
zr(M@8EyLvJ1Ws)k1Xf0(5e-uEXc=-!N|Fk3uq1_@tBdMcTn+1aZUVs8NrM?Qt@N|B
z3f*^TdBIp&5?am{a58+9qe^eNz9Q1Eh9b_Sek0$s&u=@bbu*$>w$G0jUt89f1Htr+
zL2s#dJ5IZQ&W8}+0Qq**gIJfzF;=jL&fx@M>%x;u@z;5I)cE1La*-^)_`^ssd~hC{
zvke;TO8zL-XVn*c@b3@>SLvKkd=r&iD>~<ciD-aan+(KN<+dV_@wDBMP%n3jJ2^3C
zNG7|hJOSG7B1`H(v;WQ+E?ySS>vOwr^f}XbaonC?cQ-d6ctyW-TrIs_6;FP9(7jQ%
z9c@`ibfihn>yitIk^6uad=6rGe!tr{A_DJtGWvLo6<k-^T)vI^bcy-mc&F^^Y`g&i
zx_JJqjy+r$E`YW9*6P^nNlJOs#jTQ%5*C7aMD{%GdJ1s3;)6+Vfb^LT#MN||8j1W3
znueq;(7(^T!?y%`RKj$HW);W5LQvNc4nHsA_2oahI~uc^UH>HZQ<<K7dP)K)@good
z`5|1bV7>gfh$*ya)dvUnE^qhp%4(ywF8M@@@e#H1Yidw(T&={;cOx@8Aqak?3dJHS
zQKxnA^nZe=(b{;$b@YFZtw0f+Yq|V+3oHp4-=DqP&I7}?c=x~?*pcli=%ppK&PTWj
zV&dJGQ3V1#ZFfeJM<YB$NoLQn{E=~S>42#g;hBeHJ}VrFO9z$xgTlK<%#oLyb(-ye
zy(TOxfcsbkjn5U;%0Q|;EKJIGv*3zAx5E=sj>Z@1j-RifLsn1pcA_$5EV-{^-&aK#
zhLwbw2uEU8@(Kt#-U)!B?J3Br8eC4zL$E%5iQqMHTpdAnhdEfU&sW!G(x75gds0Fx
zAP-hZadJSdrL7H-x6!;kv*zvj<as2H(b%yj;p#+$wEZvnU1t#M#ukG2nC{mJ)kSFV
zTl3t}FIhAv>Np|Ssz(hfzOg-LtKU5{u+k%-`o_UTIy9yWj>rQm!w8Ei2Fe?~l^DbW
z?3q%MlgVP6q0s~Cm!p%}lYZWeYM<!F5b0e!DGw5pHT7z_KWM8NMzY97&GhSsE;j!@
z{(30PW0kjp0qrhVRly)(n2jN7X<F6fwrCsMeqmBSh(g2K_qZrIQm)>=HHg(E!QRQ(
z1h^4=9*!D>IsIE8zQ@(7O9}D-h!dtQ#%eKg?hTRr`3Z^=SLcfhp)OO#hyV_C!<#J;
z@HXrGO&t&^hwg5!1D)QePB89*r3;Azc{`8o6pvnwO7|)CY9z{v@qEPvb_;YpWvVrg
zsUGhWegSK%VTIar!)w0NyD^18X;0qGRVUI$F&ulIg)|Wq@J<wtZiGcIr(ji{25X1f
zPqiNytKg2j$ufgjeDGgMVDsOD+L_U|vs8cBwLx5brGBce4sT~J(m1OI$V#jbo(IKV
z9p&q3!f#Mpdd+X*a3GzEQCA}t5|;nR#c@1%0wintXO)wIuyM9NC<_E*FL3=gM8K^>
zN9?tfd()0>K&^0~<zwoJfts}8@_?cRjFA^{NWK5oR>$~o;k7|yfBVJ4*g|AtukUQP
zN7u^dY!;amjgjp<wq{g#obN$ddO{*}^W0d<dbODo^I-}3EGQVSrytX{jv1$+9RtMS
z;^FE+)W2x+NKDWxr_8m(^YL{@n!91JVbzOE#crNNDSa%r^5RCV^6n7Cx$KU5T-p=^
zC^Mcv7jfjwAqK0S&D2u6AXc(^zPp<rXpw<gf*?(#;7ZCzeM;&MeXFiqI|@JFzurX$
zNdv(|x`%)$``g@-$MT~P?zQ<C4>g=D$?xez%1xd_b=Z*P8rAEkBUigYofy1_?+GKT
zz1uL-M^e2SP4QnjYgM%Zk}<BTVkC6~u&p4K<?XW3rLNSbSsM6v601G`Ee=RWR~b~>
z0NqWnNuUOM<A~y0o($<yiIwI_jj4mpX?<lLL^%x&ZtX8yu|ka+E@EYJnh!&mA%KOg
zaJ6@;dxoG7r9Cs)bBjrW`1HEoRy;twa~}XYK}(FOVt`&-mv`Q`32d$4;we@?ZiaP~
zXZtO55w7z+{n)ATpB#4dk|vKqSo^F@KV{<QYGSZLT5l&Jeim|;1<#EbV{3(ygED>f
zQbQ1g+NV!hT~H<URQDWAUq#GpQEYdzR)oFtvzsgDs`k?KGK`ViZRp^}f)}rP#aMpU
zv2hTkc;i@pQYn#A$qeA47|e0#Q$vYRWDHLg%Z}4C4Dk*uC97<Nx!7cKHrEHfw5iF(
z=O9;LrM0s}7=p_L{QjMj!o$xA)u*eogEE9`+V3cP`dE7@Q}h||5RH5IaBt(m*STOw
z{mGK-hbm8mzy0G)4!Y!WG4Zn`=dD#tVWp7zQ!DvR$S|#P4Q~D14Gws;Hl^_g6Dv#E
ztGQUyfNHu&!R_pi4R{MdE~~%{keR0Z)Kp|(I>_jzLENFK;zF}x?UF<HBQNU-lIhun
zy2MbaaCt3i(t4?)0TKeut`tAS0-Oo*>O)gsiS=z@(K^s~!iFsItn7Ei5m1`cW!j{x
z%E`@EuXW8@IDDv3IDE7Ao~XG2@et{n%^|$`_egbFU+26{ma<dw?g*o(lZJ)A4E>TL
zs+@wLixF5{#|EdY!EBvEI~jU%VgbtYhOzFVMSov|ZpYf>w-QMT4<`+ty*GPt41(vb
zozp&fz1(PnH6xKfqr@~!tYxUta8n;G?A6{q6Fgm+%1mBQZO-k$Lg^F7M)WCZ@BJ*G
zw&KN_Hls~>Q`#yy!F7G1>ivRiQi1(uK-m5A_PNMuBC{Xb(EL!tc*zqtF53v+lNR4F
zkP9tW5sCXlAg2)|+?WGWp7SA5UN6)%s8Tl`yQK1|?wTMX24A&<E?w~Ew+H`E8)X6_
z4tFr2Ho!ab?ln=|dWMRWC5)G{MWOFRh2hArf3TS#H%|*?f%aUfWLcG1pxVhpm!Fc4
zN{zVvb$w@~sJWA`b6@!_2;<hl-1%a*4?_CIrb(JzYNkD>8H8A#@o;P&)DUvNW+sVj
zX*4?12ugWKo8R)1DzVHDnK>Z4<|*gBQx;1VZI~rbyF*5p;7_bMA(U!bx<jURF(4k%
zJ}J}O-k}*-<qk$ax5JxQ#scT}pi8;C9~~<DCd6r|$FLd^61~&udw$&g^1tglYfA%i
zX%-HQ;k{fPu`~~Epnv&!3o2lk*hCw;SF9#-KJN(9^;b*3Bx+U-YU%0v(Wqbjyw|za
zehXR_Z+qVBcinhnTfhdT+)jhn=Yj&Q-fr(i2@{1!lD&(D{lc*|nmZRwE#F*a*kf~6
zMXgX|SDa}=geZNBOD~T)`P|f!2WmR>d7oByjzQVq4&sy#>%6E?49ELIIdu<!;Ozd#
zTXZHiPjki`HnHL@yj|YH1E5E&ZS-}}7M_U<Z8e)1ucg1IAs~8&AXo7ZDR|YLV?R(`
zS|w1atL*%}y41;6PnBKX?eHe!KIy%kuXCRGcI)B`2M6Xxdty}etLb-jU1(HX#yhaQ
zFiYuUXsA`sQkmhFz96`wa#cS=XcKU#t~O_`s&ro+ucq|PNxUKFk9~|isT+9cBxT%c
zH;S$fEX^y^M?r-}yhHTtOLc4vlb8tn@mOYPIKmWfcG>KuVbC~K_iWI#<i_B3`lbBH
zv9`Os5>jXWWC*&XeA#UaexTnV!pqSfN!M4$WV#f+6To-s)A~w!2fIvg4ND1$<nA?$
z+9tV}*6~bJk5GYzV;pN1mHV^OmRVvs>CV63Q_JQ-0x<$V*v}4lG4F6EbbsJPTMR|{
z!6P2>PGnDYOtk-tWBXBBFYqH|PFk>7SL=lnT}RR-6kHMJ*y`m>P8aMv9poo;IICgo
zTF%)jB~i_3;0954v=Ur;V03P+Bf5G81iJo}WodHWUs9VYf04$;{~e9AP<1l%@!j$A
z4g@*rgP=3-U5y-^-MHlD!U(+ZAVD4}1n>nkKNY}!W}qZ1zZ^B_-pGF1t%`j5Dbxm%
z5Lcy4|I3{iPBc}O_W2GI^0)SSrw{V!^>tpP87y+TxpQ?ioeKghpq{w99!(8(dfy%&
zr7|0cE!P<Qo#2?>sqOhtwR-FD`b**Sa4yU7X}{HpZwC6k7|&rjf%gW^gZhcQISAF|
zbFT_}i2nBWwy?bzZob0r|MHF4e3>KQ&5OZxDvS5&W}Ia)H*uTOdWH-N3TkI6o8Q(z
z_-O~y@Aaa^>-~QD<Z+@=sfb1gVbqsVLkh#+;5Vu8Z*uXUy-Q0eFz@j{1_C1+8^3w^
zx+bnCRo?Ctdz#(`N^VXGw*Gk$ps07J{rIFls(_{N%A}c(LE8whfY5z!HDrBOvj6Jr
zze5Q3>0fEgr+@Yd!$-7Ak>=-J4$&eNE!`oQ2{pfacx#5<D7n&}#%hVN2Dd_TYI_#P
zYFUuy(Rx27@$?4#B9_2rhN0_-qZHneNJD8}>SP~;#_2}X*@HU;lRi%i=C8p=VA4_=
zZ}N${%VY>Ze*uJnTV3HM*E8lRd1ax0GAG)HI3@cq|5^dn9CVXd*UAD!>FV(zuI7e6
z!gT27!v8HFdLQ-N079$~-+kTNZPs6LmYbS@4}L%nJx2wfGTiCF>8$u~@U($LH<cZ)
z`D9M?PHtF}=-U}4bT#a~>qwkI{|VY{Kac1UG8DU`_3N2b-~P6riNKo{BEMz_zdOSQ
z^xY)5uN2nrx^S{{3-s1?QY$VpneQ}fSGW#USe#GDeajesq?9Ep@B5PnHb>Ra7<PP=
z{I}8C9UJoa29Zc<tqnSP?Y@dVA^<|xjr=2Jayx=Yd$Q&b;x+oKUDb#cU@7PRW&ruj
zL&^FjJR5ccN0ZNUj)}T3#ax;$<d6M6takT31Cg^6358dVjTZAKW!$>Kv@VJ6$f<JQ
zu*9qP;Jlkfz9K|xNM(})HDaQl`K}8n;6wcIv!~&XP|Hw4Kx7nJD<3D37b<Q_7*i|;
z$aq1&=ETtw7^|fy=ji2FpHpx7DE>4%O$WhiZRAKFDQt=#egJB8QACf%dk|=aZ?Hwd
z4Zn0TTl4C>lm4E9xP;H+Ln5H``;>UG&L0;&emLeq%DzHa;cg@dno93~h}F{T359!R
z6LoJj<tB=M=$|BK!SxU`pET*)S0lE4p%61^P5s;RC-PZD;$<@^PM`TaS|(RwcfS;h
zLe*J<^;sR(+fgEe6jw8RZ0lDU`V_4`I<i>No(A0LK|h?t!aI4|8zT)Qn#}`l=)Q}+
zuv>SYul8-=<YHd@an{rJ<1E!c?)Itm%jd#^x|g?2uqFPd=j;|Jpl_7;((-E{ZsCbJ
z1NLzWh**2<ZTJ&4E!>#(12Q2YVWH2@rHzP}m$%jB0Ks9iT@rFz28|g0sj^f)mHBw9
zi(e^=M-=i?CT@Em9MyTJ_X`1Bi{o}+&p%DpvlIkSPm5YcyZvE^zoMgyzW8)_UX|c~
z%BUFm14&Ij-k!fXIj=X{-x*<G$<*U*ffe6i;B)vrm9o)Qz;%mXcEEbccP$ADfrBXa
zYfd)3`2TUr{mb3@4`2TO?I-%P68J+HW>1)mmlxm2?=SRwPgofA`T4o^Qv0;fYqaG7
zV70!u&r`-}dm^2~W`__S$!;60H$==A8Xb)!3h|MZo$dU5W0A2Ld+hOWu9FdT^?a0D
z+80SqPR_S1U#yyueH~63(ED()US~1@L$GnYw--{bR$9^Uf*)eeE#R^bm*acM>po-T
z<aFKh#`s@!9ckD2OCZv44;;L0Wo4yr)fFEfpXqoCQ)eI{zsEV{=<X}w=#*8oTB*|C
zfXn^;P;5rc87(z3{CCUA3`rwo6NS{RF5kkcsw&y~|Ba>oA1g+GUZf#Z|MUN8*#E=m
zDZ8=%rY`&+TmPr~^Q6oQR%k{VE?mGL{$$bqDf~a}_&+q6@#X8ze{()?Gtrj+{F{pV
zzwP0FPF#rJ`>)^kzv`Sd%)igue`mgoFEsApj~L^>Cj7*<v9Y;+cqsW42Aa|9XAy_8
z1sIYeOd6Qfj^IcM{SXVow5wMor=oTc0#2eU!4`Mo6z2#5m6XvH!ZAEawS~Os()=*h
z@+LsIn)LlADu)+{=|8y0l3w8}L+WwL9Ci^$1$W(4pkClFF(VDSpzLEUz=w}wt-v^J
z^}kS|l8U~6$zO<Sgx<9iDYH3%to*j?M)&wP%)S}uUN^Fes9E0sfGn2s1zZR&)B&|E
zC!nmAQQrUvIDo#TGC4Cf062<*<Se?o;}BMaF)N@*z?kmMpIiy2Mv(!+FO-z!1z}xy
z6f!iM8;wElxlc$~QH2<RxYL++hp2vJ0QSKGA1y(QP<chm5`i|i$^y;+m8c79F=(U(
z-78CM_(H6v6fIKLmkzx~5Npk=x0}b{-vN<dc_kIW8WMoIf(vH{Nz1aLWra`~GJ^bY
z0Fe?>9G-VmjxzNDOw~Z3?dgYjaR1NLvV-I+8v*1~*Y4Z;rp)uK@euq%)nrsPim^lr
zXAha~dyB`SiKvZ&!7X}F=^h83LF#}vi+djVAbQD@{%Jy}J6UyDS8kIdN1RKb7Q%+K
zo)^NJG_K})Z@2yqubt~Pd`V64R4#(OpotL$P#O4$(d}rBaz-z<EV(4@YNnb03X^~I
zmmPIw`4A4=RfDGwc!+h86FA>}1pe5T3N!_w#r!dt2b_cc(b~q)t_Y_yICa=!$aBTp
zutiZ57C!?lA4ORuzu+GLIVX%Q7*3D=X#*Jpv^?g+eQcAJqPDwFunzq7&CScSyD?lx
z?0Z22|HkBm4jXHRLWycnP1{CV&U4HsDJv@YnfutD>)R9R+z3l=T-xjiW#pPBFW6@d
z{bMRi8cO^GFXrO<#N#GVFUk6x49)qAn3IH@pBuhpVDbn=ZhXPlx1SlI7{}wx4iTu&
zl7<4mM^iXN0DgF60$dT^G~um6<l5-jw=&^kv4s&z#AmJ4W_I&{Lc1?J+-UXUtq*vQ
zr%<7nn@HplBwRT5ftz$`Z+es<#8XtbI!A?|Gtd4eXt7yZO!T(~CqAm*xzQ*P53!+@
z{!*0IQBGVkc>J<6>|`4O-VnNuYh-08s75)FuZW?yli9+=keQPGFOow?W;3e2&i&b=
zYCHE`KzBCx44@g5*jl5klOc`%r}|r;S05-UBC!-<O&GgVSail4lKdjEW%hZ&13X3F
zECBuk^KJ?a31X+<JIJZD)?>tu?z;L%TL>t;1Y6g9zwzZh>+n1a8j0%#9U-?E60jWm
zAdvekK)H1{sj)t5i5rR?l@SMzmh!m;KxaE%VJHQxr_MaD)&9FlK#%}^^%Z(?H}YM@
zt-C`SyuV%yn!3<p-y^Zai!hqP$H8mBuPQ;tG`|XQdn1YVVYteH0TGEvB{24ALF5A=
z9wowQ@plFPDi8-FCsS^y>_jMsSSCY>BZ(k)Yi<N|-u~x9M&@ZmhTPK~FsgNdZVYMw
zf?o*p4dy)M*0mD+=tZAcoCR9+8f~HQsd9*^?M@>Ri6Qj9eaxDbu1J|9>%M)XDP(bp
zF;TctY*7BM5q`2Nlmx3;Uftejy%jpQ-{?x<XLTJAoHBr2YI5vnu=A{UwH$VpJHjKn
z<AT;HxQ2|~?TFS+^7LCI^pB^BJJ9F*^#^_ZWs)(t8_9y`LBddpfzXg>C*&KtFuN|6
zbQJy=VTrjIzhrK2|Fuz)yL3@lFMyBQAgng(0iu@PqD8uBb-RC5>j8TUCM+8*AFYN2
zttJf#t%$iqv^8Yo-y!>N52RW?_Wv+{{Lf?he?Q*i0FeU!yD7r>8>DtG>3=sx;7$JH
z`rlp7hp@3}e-~b~bU8=#r_ujkoy55Y{dYE(;`jmm#)kJvaeFu!5)lEfl+8DE{(lqm
z|Cbgb80_2?=D_<zUamC)oi0{7gN1_4&CT<gn{h};Nd7IsvE{Xge0R1Si!BLBMN4b8
zSfRn={0E9e$nRHuJ^RY)YQAD7*YSD_%WyP4q>+)4<p7L!(>p=Rn-{)Ln}s#$eq?g)
zqqKxC>K1_eyfeuD)sdWwEw&pK)p=l<!<Vot;M58P3;-d2eJx@siH%~d7&uL|(Y}#J
zsE<6bzOoO)u7#rL-!7STS$C!;thH~A$v072dGsiIxpmI`1H3m)nQD4p=i6DiW8HeK
z8mH@zTo5xKPqwzA9!^MMJ~pT1WN4AeAH;pUb!P2B3gc|Lj?XarE^me81XMRl{9fH_
z^>}-&CCbZSdp0A+(7(1+b8I~sxZPA9_H=0yBnJzh(&Qm(rH8o3w?N0n!ix&)BKKXy
z4af>=31Y@OHkbVT&~PE??#`{f%@#?=<L-FA-MRv8nEK@!L}w9Duj&4(8(Bx+O&PXV
zsZ#k<87)S{%pjew3h!74huBFpJFO}8X;@J;6dVmfL|-Ff7=v+PZtAyp@as47#%<{h
zdle(2WQ}SB7X|v^`dVR#_Jr@nNGFkg!Z@-}pcKUrjx_DdCw>_8ikc2sqR<cnzL}qo
zaM8q7mVOD#l@BUv=xJ;gg_sIs3t%)c(KmEz8#4W>EmJp{oLE-`#Dg7UjLTOSvx8{F
zjQShj#l%O@cBE+<a-+Jx<ihpTzeZvrWyi`O44Vo-vcGPWh@5=LLbk-l-f3YlAOx3q
z11|QpA~$O!nTm(W!Md^?>aOQ^{W99tLX1H9$#u+>Vp>Q{TWF!gaOEl7*f?Y^Kj85J
zaHr?e!ltZMideEV^)uc5;c@tO14^;n&6raOKy^i|s&mQzoUYXP(=jHducDscSc9{B
zh~cAb#1a3Uuu7h#|3+QWSD#=fT8RrM<|$NwXk`8#9+J52L1v_^rZ3A^SEx@c)V+Gs
z%OAo%mRI*;wi5n=O|4eY=d=kl0k&|3NRHSdi6EgvESS6rWH0=+MmDG#?f9NGJNoOh
zqNVRG34(}$PCQ=>-Z26W@jZ*RH|I8r{5xu#YBlTAmV}nxS3sW;Y2XB7AL<|q!W0Uk
zATc`gUM-?{BD-^U=h)6|z!J{NY=6v04>;(D*boI|>cRRqh@~wD92|#dqAsvJL52IB
zXc&Imk!W&x8eOsCRn#Mln!M~t(6x0^?d+7rN<hJaN_T^(;<tlWf5;?dz<I>@wL`M^
zxoZ>%hZr=niH&NQ9-TlLh~Kq6{Dx6Arj{I}9__e6JUc6ckJOPGfrt$@KENW#=v{x&
z0!UX1w~jEbA~q&M(`Sk*U1*`QEzGPuYa1J+cuwjnzj)zX=ke*qf{N(%0y?gFd#5x}
zGojbS#i9&ffR4aJ)F+ym4c<l>P^)*!PXM8$;5@C4Lvt399AfWY)yoM~eeWG!z!GFC
zPTRAC<#xTb)I-UPlCNuTmDnWd_GpxbrSCyuF*n~c#SZjcxtw}Fq=uGUQC<rP2B79+
z%#obW#2@7d3G(Hyzhds7lRyAaanHRzm^OHwh>&;J86hB3{GpDTt5v|1c@CrMzDcH6
zx0;i;rOLbRf1|bS=|9ZoyCsGf^`x#&J`MrbS-j|`+*U~-Dl+dEza)bgHlHp~huJRI
zGq#MMKpt4SWNT~t@6J5+>BI5u>bEDqkD4h@28;ysMTfjuUx#v1+J)F;yXaU<!!d3l
z&6m+2LfVP1e@GeaIoOq++A6RzWk?MwCF0WYa&`I07Gy}@rDSnx7?93HmE)n8bO0~M
z#n@pyMg#Y=*%BCj46Z+nApIL>_Ml2fYX|PTWYOCA3U4$8RIR4Phurt>d!NBKJLidD
za4XA*dE=9x{m}NU{;Z1Igxl?(q97&}J&mv%`R_8He&`ifTiia%`JgDVN5x5tEg&B~
zsXXRwyhgD|Sv3|TUn_Zk5TWni?^IfU8rD}=QVk;^+AzA=(Nmf|2aG)dFOM8;2ih5F
z;br{{=9=`^dRmT1x8H<l4Z(>*+ndwUDf$sA0QhdeUgVSq@?&i7_T*5I9Yt=YFtg2G
zr07(}Ut7WLt#MG+pnm5bAhy_EKW3ebfl$8IoV>CVCZC!8|6=JZquOfPF5DIhr9jZ)
zPJvP=QrumNySux)7I!bMDNx*90|a-9Yj7>@{+;Jt-;b=7KRKDmnVEa;z4ukVe-!k=
z9r}pTxH1e4Hg3JvGBOLi(9HIz@;{10)bMA)mCily_s(9q+tDBG{X306_%(@gW)+hz
z^ntQxIYa-Yfk<W{self)0>7j0stSSOX2!Xu)}bfs#Rh(SU)ixtVn~v~<>y?Es1nw8
zui-@#H{Bh(zaINxK-{HS%;n3}{$#hVdKmm~5vn2)_gn;53(zG3cwSizHroBS*v3S4
zhHPf&9i7)bSx*e)#3o_{8Vn&NXbfrMIrPENSBQw4DB6<oqQ!0ytPa9%%dtfwwf56*
z;%3K{&UcPi)eKUQKrY`u3HhK7^f0!KdrGiHh^Z~-Mn~t@)}K#$7)a8H`%iJzB=!sr
z*plTPQVjd1*ZO^Xj(KJ7wgSMQ(~vS)-0L%cWB);lh(FMI@MVtI_tRlW=|?C0f_`Wa
z@JW{sW5cKyA>uyGfqGWqrTOOY)|5@k$B7LKkp!C(qV?9_nt9FgD4N!`xid&T%o+c`
zAbrh3r~2FK-pGw_7#ky}seY}AF-SZohld7sfsuWyv!_GNzH6tncjrntkzbSdPwZn<
zDc?;Fr$hXzI#Xf_Q&|#J)q)h%@zt(w#e%~UzK0L>1w(oL?xExD^AOj6{By9uzQ3LP
z9*lu7Mh;wJHQSD8s-p>K>s4Ew8mG0o@DG=p9d6L7`D$BxRwFFu{l_ymk~=Rq{p_RL
z7m_en0sX$~1r%&-Rf@yG%n!(J91O2ry7Y_5Kg$EZ*4tZ#C7-&8ipEo(Hh53`*~rx2
zivOh-N?`g;%TvpEH+;^cBbW5_S~*o8`T!l$xG}@~16f#V2JskGn@D5VUVNS8pG2Y)
zIE)B)dtzTc)244EmJ+m4dTSnJVD7_LQ8s>U`pL<s{^=bkt3B*#^Xr}WlED()G4pky
z+tURamGMwc+u+x7;YXZCje9e1(R#P_rtW(epSnv>;`d?2d@}axo>5$_jca~>?)ko=
zU+ej@HJrY5Xdg|91AWVD%;j+Jn$K=M%j~xe4phJ8&J?}P#m)>vf?VDe;A`<8Ecn`V
zRO}@^**LhsL*##RXGskt3Mj{`Qb>3+(v{=QmRe5mR+?=!#GK<TtzkT_%``arm~rth
zxucn5M&%V(h*Y;xxyf51lOjSp-LD(y={t&NNf7VId#1xt?RJfNz}}(kcN&*6dr{Mt
z3!hTsW-z&W&8YYH%_10cZ^R1{yp@P6%Y1~NJ!<qR`8U4A$$P-U<?o*P=Op%wEJ;b*
z=NHGC_4yP2T#Tq`oCi8W%Ew}hiP{^FL7}0XMzCOm>%GN7Cm)x6{+Cwe;NMd3y?}Ll
z7*~q`08k5s&6=xT{NTH)?}@}E6?#eG!CM-~c%-%(VpJTGpG<r;lCF2M>_Qk5LJaT~
zuEPTs-lV~&<8rH)U9*T!A_Qp=K&KcC^Vqe&yxz43(u$g-fZKaI_@2-c=UM&hE&b96
zCY>J0rWMsM8ajCc?C@~nP;aP@mJF;uRH1$-b6e|4tl)?Tnkg0%<xhDu6vB5SHqf=@
z1-CnpQIe{!3!%Bsvm9>rktJ!z1tus<>3WK!AP&?wgF*hp&Y2xcHK5FP>}c|a;t9wV
zu;%hOF7iM@b?xmO%J5EAr8_?l@a9BM3VU*T|3qBqQItya=Vl$oA?V7P1TKSyr^rrk
za8Hp3Tp}ecA09Z6BHCFVtp}9IpC45};8@0$-V<8J@wEfH3L4<^DRURYGOJ=Yf%%~_
zCvCM`(mQ&n?=PX2^I#6@K6-8((txLnhjM<97s!(w&is4*ZhVjyUam-@6DL?5)G13J
z_N~+@tw0@wc<Ss57Jlm=CO*93#*nf$lL2wHH+XTQA;prr9EDNukHHwsH@l!l+v+8|
z_T=MfnEz&M9%;bK!gW(Z>n|IMyXV~O%?V`$Wn2a@kB*w94aAHZE#%Dpfhd38-b9hx
z1l7+H-ul+%c=HGtZ{1>!9Qd)SD%vB!**evyzCa@K+K8sct^3#CC&_tv<p}e*t|A(6
zJ6~O3qOP2hyYUejT-(}){d@6ygGArE9YBlfb&L)xiPj6hn_k$-Rz3}M`VAL@%HsID
z5}yl*N~hK)2<WIA#YD;cx&C#eg@iz;$Z6}|u?=(AJEa=-SL1keG!^xOl0W*iAA>+T
zL*jlVL@x~A+b_!*|A4k(kmkcw3;IPLVolE-3)m7qoq#6+23UOeyv^Qlxtp_>+Hq^@
z%mCNtc}*E%et>3gE8ld_;X#W4dsqv;$)PuAXQF!`2*O{!<VP&cK6gs&(mgyuu*8Em
zc1+w}w#2iL@{jnRsn6;99;ECBbkluR^W=@Fe%uyB#j}~9st|GW_D190jz$zuGi=$L
z`aR4B5>s%cH0u?KY8Lyk=jd6xxGKGg3xP+TSJcXmt9RGz1DZ>hI@U5}Z9u2ttY7UP
ztSZgvbey%W47snJ_hR<4=ASjEH}pkv9#&QDWcMmS;`1)Sm0>do-ka6id)lQ=4qe0P
zx)@U_{<?mrC5U%sBeI_hlO2wymJwL=k-Cq9v<`IY?DTmnX}0t83J4Unb0jp#AhNUE
zL@jYt-bw$7YHnWGHMk0iDc&95yEexM*t@~Rl&H^<TrGACBhn|DdXFYN%Bq-&o#JoX
zqWa%&J>$N+v#sV6HxAP5MPPWkkYD4d?=Cxbu@Ri}*s}}oi9^IxP@$H%b*ubOpI(1a
z!)6sUJK%9BOh@Uufhn(xSE`L$8&!Hf)d>IeDLd@<1;Nz^x31v`+men9Yh9E7PLA_Q
zfbtd{8*_of`^LuScGaDUgJXbYf;R{(5+?i^a|1YU=L8P?8|`7S_m_KHbrbx?g?-Rk
z(~+}{Fj8T#LLSg5!Q=B{wXv~LP*C`3JzqIRAEfVl{b@W`AZ|SSp7i63zxiGQ=ctwg
zk@YT`sEIckJ<RD7+`y?|Pp<O%rUhrQfG^j3MuB;pRc;TVuguWR>r^I#m8x()Zu}g(
zR%HFhm-e8Mse?0z1}lxQvc<H9BL=lNyBJA-?eaUGPeCaXlrJL;4mBJ4!PLBiWxa@P
zNt5}XUg0eS!{OLtZ1epXnfK)XwbB$}lhW)NiqY9AFO^<V@RDZ67Rz-yU=X@}x>({y
ziTM#$w}7&|+zb^liv3keu#lcvQbk*?_}kv)tJjjIfqghlmZ+Iz<uB-XIH;{o>derH
zp_3+))wbY{ya8RrzF=z1q~FEkMw~!L)a;IH1}+B^NWD@!ed$gyB04Be@6E_OiyT-B
z{66|)WI&13oIs|Iy$FvovDSfVfpDCHMem;RvuXFx3U;P;bB~Bgs7lMbMl*u@Q@&9#
zpJXCy-|P+Q?*o;AN+^)bh^X$hv-NvfL^`@NQ%4M(g~j|J$><nBq{}COTcoqHZemsp
z^+Kc}U<Ee<IhF|9W?P!bt9^ghFp*N0EOFrasKuk-ObTW(evGW1oXSC1xA{WbSGL%~
zd2}#d290BgEuJbCbluNP2-!2qh@t)_y36{dXMTl9)zwu)Unx?(*2%GZggDmgmRChH
zph_z0EE%=Q&{NqHf9=a?9}<lpVR@Z<pw0+_SVIHeuiTh!OrS2sls>Dd=toFIuyJTE
zeTO_8c~;oKhkCKBqZnBu)^ay8MJ)Fxl)JofwoXX*TMpe|4_QP%LMo9f?zP+q-MOMA
zIf4`_$2L(?s<ET#TmB{o(P9A9TPn?5$cq?O&bK~D=^s+aVpYF}J4<_RWJ!$>ZgLos
zbUW;90KzJ-cL`07pao2p21c6fpal;>Go#@nEPko+zK@tH1s6zAyTUDTbAkM0M@boi
zEV11?t_6`}ESqZ|;atLAn!)NS;&Y^3$?uz3H#jMVa$fu?US&(hcFf|R%{Qbn5tfW=
zOZgsvrG~cjX1{2b1gJS{Q2o81zExr8@(w~TaDdYes=mWfigxtefFoj`{nPDfLk%5-
zS$pj~!j-<=|I~(e1<J?m;F;1Y$4^cuQ4?JbIh~=^Rn;iDrrXm$d5ywcTd43n8Ie=9
zz0a2nqjIC<yuYZ-{oc!VL1~y?@i(<&p4&??NRGqu`JrH<M&7X(GM5vdk-<*qFIern
zq1nuMhkY=;m$#|KnzcrN_S&KCK+}%)%d?eG>Vq3)SdZ;mn56e3+%Nr3&<{amkE;6=
zR(KP?3$~8_nZNInYtFwcG$Q*!%C{OiT2UfL&OO!Mc3wM(Hiy6;T}Yq(4YJWexeBgR
zd#>E0A%%Y5&;AtvF6~n8x%H%4h}RD!ZO_`EWFP4HCmih+ALCrXi!%JPnx+k&bakw6
zm`wJSlb$;UVGrLrZemq3-}j2~SkjwyO@QQN(&JTfL0>7hrRBZGzr*lYCFVKYl+B%b
zqO9B7^#&-lym@x3LY~TII$}DW(bytjjt4QTI*q#27j}D#4Qq`K(RLA9w%kombZDkP
z18SW{M;Lo4%n=E$TEWfmRVF*@Sxt!c-V6Iu4;EvOJz7)`1*V4K$!gwYwhD)D^f4^a
z8Z`8EB2!tM9l8h3a*U+$Ywg#BuKvK7tYBYRL$h;n_4sN*^YbTNYx8DMh`c(=^Eurw
z(_IQc!F-j`$cQTZYD&5_IMX88=7XjCC$4*6fPFJ;4o)#)gs*s}-*VgF&i@f9aqWeu
zP~EQQa+Uc5S1r=~@{I)Q#Pv8MS^#Xm&e8qvz?T-h_fcvu77dQ%wsE(xS8-omPa6s&
z#8^d0mGYOE7Y1&%ue3eyw7r8%`la%bog9Z32Q_}!X9+(2?P|B-rDG$a`&MJ?Q|?mV
zN)+|=Bhy6UQGSzJvXPP{D0b=Mc8adz>S14tDm2x^C{JTr0-~G&=Zu9_Uc39SpIa)$
z)X7R1W_$l=0UkiQVdO`yvga2X_Rdv={JXf}g#QN%Y>xE>53*g2+yMU~=NCkeyWOy_
zkbh_}*DQUx*R;zKHF+^I_h)t$(Y~(UQ52HPHHof(ity7J(uPmT2)Ec??O$AAGdjDd
zZAwwhJk*3`Jgt;H-S6m5aSYBD!@>zCKQbtFzLem=P4NG$>m}l8^MFqG5TVgo85FVo
zp;e#x`?JQ;?*`8?;k7H;%gsDxJt&yyX>#rph8vE?ecqc1UFp6Gl5gu28>gg*`m!N)
zy(o}S&(i*~k83si4VzLnlHY`RthazAl(2Wt_-06@oH~H$1TYkSBMfq<qOddKY1X(v
z99;?@+lL)7n{7TvgfwSqBB0T2bwk?hb`5Vf5H<MP-><^g17=PH`)HAse;|jNO?`>#
zgtRG0+0M~(hfbxayFOvG&0a9AcM{>#^B9;!fmkV$`OyqVEzG;vWpH4f1r43!OT0dS
zr9sH?dt+XL@8(9y9e!5bj^JjbtV{f_0B_Ge4g=SPgMeeeGidUNwha@R>CuKjO<+re
z!=f^Jyn7wa9plzZyLm9W;k|Ni2Z>Srx6in$`SUqEc)0(9TM|fgmT8NFXQK5Zbbo}T
z`H~Zt4N)uN;;XF<_pMV7g?ksG>d+HRZkUdRvOe<^b%5KDj&6Tp%5WzK;%c1<%)nfW
z-qgt#8M%^fV$s)p|4JBiyC$~M9FOqNK>XEC2C?Uj0HF=hdR1LXlDeN0xtacO*I`jR
z`i4zJa!m`~(<5JR49a&qxCGiwajQAh>r<H%_wRMs+Fp-c6I#)bztZR9_pBa+qIjFu
z%{VQW;tXcQ&2h7oK<C6b=9BqfW(!~XO@WVLQ3<k*>`E*T?hPO>DIaeNVp#52*RDF;
zLFnQ{9A9sqYfbnw6OmGaT{e{vXWf5pGeH4hjlHnKK{#y=YNiGEKYu@uQm%jcZcqE>
z@f3UA$;&gyucc+b`tt1C=);41`MuQ#3TS(^&$Ji{QQaq`0a!@X*JAa|=~UA79WZzw
z=LEH+mndpJ2l|tvk>X~;ef^-{_9tCce7?6iX|xYJe3AhFWc5=LZCV36f%O`)gbASp
z{p&XjI05dM;IW_$Bm3raShrTRydJ7}d=qLfg)&j+uYhxyUO-efJRJAYINEKtG<4_A
z$AeRgwH$gHk=C$HKR4=0kZ`<G{j_I+;&Vxc35pIymKVG`us-ncR3K|@aNnDI<PbCL
z%0xteT(&+_sW_U@aRSj)6&NlDzMNfFcjw|NpWOs1pE=a@POg1(*~yiImR~njn`z-u
zX!97{zkEi?awb6{eCX~Q4@VVm07k~vyZeXJhYEQsRd>$@ecYBncKnM-+@d*?-%rNf
z7*J@;C{dHL6xr+{q<%43;pbwJQcY`Biu{r@uH%*n0ZEaJMW8&vOtbuNx8{@}P4C3&
zhgm@LvuMy4!HV+0k8plTLEyi8uKnE$9`7N2dqwI>#|dt$t;KlF*{`~WY2Y~8Nz$|5
zrOghwBlT%D_y$Qaa#A!rsgQ&GWd&C<kAZT|K9s;VE+AHkfOVlqFHlPCo0`sePo6%e
z!(PRW!)^-=F=LKo_u*SDe#1TDURk?d8kxT&jO^=J-wAGzW*AQ)1NWx2jt?#f*Whzf
z!rPHx#P_Oq>+8O)T-t=+{e29LiA2q)S>MFnot?@R=D%iW&oF9Bjb>znc=DZ?tzmrS
zezb2AOoG-*P*Ak6qVD7g6LR%K&~9K7aVe;Sxy4le*WY^mY<dyK1QEf$!p=a=eUfB!
z!SuKfSMJyOo}#_H=0X^lE@DMiM#XpSSqRf0vle5p8#aFb{E6QssDpJDgyoz$kwSF#
z6faSO{kGLbZwY+}L(W%MneD^<gV^)9pB!=PQnH~L@?Mm+*>owdK3H%t{@`HWs-BR&
z^|a~v>GO*&wf(s@RHYg&oLB6SxAw%M|8msV4}Kr!r{)X{m02#_s0!S9YHUqJm3Vk>
zSOSJuBMZjWv0a|3J%hPUlX4QV!vHq5ESZ5k)h6^;&pqn;0TY7uf{AiiqT}}(bZwXg
zoPY%FOEhB_PuockR4p0|4$VAZ<F4O)+AMKF(ISqzo8V>>3iC$b4>+t&-B$>%u!rxS
z5Q-GQ`l!k+X~C4p-gbgxaC6UEP90X?JY4;q8ZiishWsRXJrq!*HnOde3>+c^yu4Jy
zC&}@%^1D-TXGud3*S7QU@HxVG(}J7l38pq08i7K$Z+8D$o1*_ckC9!0cfRvrwxZXL
zgO)1DIVX?k=KL4bj&etE*B+Opx-|?J^&;Qzd>@#QtV~|mO9Sqg`%tn*zx1UPsa`hK
zE44ezvH4%t*}4JIXSU#$eKMEVGtSF9@d2yM%@!}F&X`gXlf2g@jb6XW1pjgua;&;W
zYJ=<E#&8?cuul@C29tr-;jfj5IyNy?6a0fEU5LwAlazx@Z~nAvMHFc*8=K&A$Y}bv
z84`Y2;ZP)&D>9l3#Vb#r6JiT%j|#}m5$TD0j+r3W2mQ?uF|*o@*FqdX{kI({%fc2m
z_Ty?!(Zz)`H9#{HtJ=#-TNGi*5D06)V}1R&>Ax>_YF!-kfi&)eV0_W1-d$==VNm8H
zKLSIe5z2nod-1U)qPV1{iyBui@4FU_^@)An_PP^xUZMg#0x+RM%jE*`sFn|c_3q8a
z?)ma>CWm3Y&qO360&$Rx&{RZ3ur^-$K&J6|e;FQ=C!-NsJ2+<msHMOIM{P_mA&qIb
za_S2jk&ZmHxq9|4r|TSA-iZFKkpWn46dQ3vK)qhY+dDGx9;n|ljL$=(@R<A%jpAg!
zce*R6N_gz#di>NZ%da*wgQr;LGz84LC_b;BF&j~tYjY^NX{y4=1_wgR5OJrO{Whqy
z%n?K#9+Td6RGdG1XHWJ(KPJyg`84sog<BH{XcIsSVUb_moO7`=7`u`SM{(-C=x}E`
zgDOkj9cXS@b5}L&98zdbx1<G}M-64fUe(O~SK6zDK~4?lhDS6mh1^9OUHdPxo0uK?
zPbC+a-!XtfTX_~F&xX=&K3vpo4R82-?DzM@VYtD;n+)NRDQmAqSQS}is+C8Uc?tEF
zgQ4?G09i9}O*Om63c$}}eBbSjcXv<qx!kuuoVfRHyHF6`6N4vh^K8~8S|4NVJ~&n<
zUax=dg&W4@#)pWdF22=g7wXO8_L3Z}NylI~7AEh=zJL)GFzqkVGoH|I%fyZ%)Y*t0
zHOfio<0?LY5Y^PT{;1n@KE2nmergvoF|S{A+x~nM)o!b#i~Fbeu*XnU_ijy6w;FR}
z3l~m>U12taloiM#lt-=-F|iBuB@LN&Z8!z3NxXWdVzkxL&|l|JJ<q$=<m>ql|JUsf
z<?olcK<W4I%HndisMgoez{AAEJR2bOHvpix8qE&mZpTX@S643ddhK{SJ3HmP9vV${
z#DGliy}iA?PKVbgTt>a#TbO?wAd4ojo+}6EVzhOh^&o$tr8Q({?QzenG}tU=iYA;Q
z>8{ACaeE;fq#v!ZMDq^~Jst_&sF?4;!1))Mmm;@NZNOw@edO@;`@}N!K(o-p{U!Ix
z3uD5}#Wv+NIWmHem#MN1F_4eG#>~Zfu=me`4?lF@{TC2(_B_BjN_>dsPxFGrjCAH)
zmt3rWBTlmN3|MAsPS`zG$8c=vsWcXc-{btDUP$TFw{JB2l&_!|MchrYZ)N>fzvKho
zKa(r$d#_Guy5OQ-B5UooDVYF29EvN)YEfk5myqsc+7P@w%P0<Bo2h=Oz|$ZdLqoI3
zZ}@%f^GOpw-b_{A<m{W#1XYCq7c%`Y%OjR+ljoL{R;Dk<o4NX-%sKKrGznGDxn3Md
zR~zxkB4c6ep13dk@5Mtuo|d&+!BNTB{FoT6+S+8I$+pEn{#RJ!@OelPWviz4<iAi-
zPtLp$(cm%9C%07vwMcc76g;Xr(LBjudz)i2Hs<c}kA9>U_EsNpSy--*Y+OIl%gCH%
ztx>zxDylzn^W+GIdP!Dym(8hpEG~TvFv7s$T7vfUVnb30rUF)`buPJ;hX8V}Qa%(}
zEoI-5yznh*MIXhebG3-2F7f8}(((kCU-_55k?+#&pX)^FoG}1*UH<K|>JTGL4u;?)
z_fi+L(AD^s(5CcD-xp-M=<4d<+&-pbiw1Fu#G~sre>}6*512Hh5sx8B^ZK)@`xJ>?
z1EbaaiLy78y>oaBHNw&?%s`?46PtR0hH)#|-r7nW4&z84*Sd87`dPIb9?kkwbIGqQ
z7W~xb0hmni1U->L3^!5o<?El*>5t6gs|fb{_rVpY_rV!j|7^;Ru!I|YdTM9hdHfL7
zz!mige1DDP8*>N0L_*xKl<!V?Tq8J3qRsl3gpX)yY&ftH8n*)MGz3g=45OpIiMK6~
zNmBP;;EZSKk8aExYRe(bZp_b}>>EKB*J-tp>+5C~e!}y&MUKr@!H`Eb0ImfsWjdDn
zUh=vtqILVOK@3?5o^%J1<thav70uh3r8#nRwo17$S!K_#apfJWW-o<MP@T>()52V$
z8H&!<R&+T5RV>bt*_9>e<>&g-xG1*GVnk2wZQg?%=HDX!$kt&g&UXI9TQ5x$&S6Gf
zk*SlQ;vYXG79;AuEIEIubr_>9D)i45ze$x=bh?vg?O$p)if(M`FT0tu`1Z*-B8;-(
zfH6dtKInTTN~l$;kROs+>w;l?Of*7U#f6i2ig182RjBEt!fSH__(c)iTd5%LVw>mB
zYHjo?d90ujIMq1k(Kq+8g38F}=upsqzN*huwiLN&q-_8C`mH~^*`I~u<48mHln>}p
zlS9IR_Buokby~6Y1Y&jcVXl3J9%G@_Xay$>ZcYjfVbn{4t0X3^$3ki_lHRmE3;AUc
zUU_fHhi4QyzeXaY$5(OXeb#GJ>{WSaZXGT;;|57(<paK>_lsaEzVYn5OF9=wk<g9&
zp{QdpO1^)i#92{UF$A=wzui%^cXd9v)QrWY?I&XDgPFMYKr|dF)f`LQ?cL!z5Bk#L
zK-|Iu0zVjXN51ffwP%MJ&T7_qCMp!E{HErSe^%PYC3w~qNO3kUOs(&i>aFC-b;<hq
zCnmX3CE1{$mw-{S9NmDrpBH~#;<SQ+g<pKqD*?r8`{6ARUJ_6mms2(?k@TuQKf58x
z_G*vmm9>5`4!`|ekM(}}Ht#Dr67A`@kgX{dQOup`2m`UA+X44SchX>9D&j(#aj?TJ
zxrWvK&i2NZ!r7&LaU>)Pup;wjJ@9|#&xv<k7dTeiKmR@HtL&W4;ggyc7x8j~cVr%C
zKuC*vmzbVzbP4yu-hS_gF;>vnl!?~LGqi3_E6!*xT|e(t%saSBpdZ@2c`shuf}zIy
zrOU%!JNmpf|9Pvl(N5(h#pUJYyr`Z6d*(|`Q4ntH;>bD;R(??s3fN2Ycm%rv&zS|z
zda1R0Z4fx#L#;G5HY#T6Z*&%~PI|9~b`~OI5;@k?jOBYzM)-H7T=X!NZi0xfLnZbW
zh)SxMXb2vhxubqK9XB;F3a0CKa}ujAi?%~aj2NrF*OG%?RP-IDmaX+?PZ8^$Y3kcw
zZ7dEh5*@uQ5+R{(tRB$t_l94VvRu!NCW3c@kP~AsEU)6OX47*K>x6@F06va$-=$v6
z(In9>s&G}2k2@tHmPi&8`vOvTEDq~gTuOkR8Mm$En~=;x$!Dk8<(d1%J{OdWhQ8lL
z?UUVNp($>dD3*riE|+`m%v@;;{TRkUL>T`JggBCvi7^SLgs7DuSFV#Ugr3Ac3ejsh
zY8Hl2$l|}Yqpv){#s4PfQ>V!rF>>>45lM2%m|139`g3UFlZWHR`g+MEqETH$t2=%n
zyeQsByhk0e??S+J9zOS?L%h1F4$W<VPYTSMT<d<P?sPveIwD_WY=p}Z9pxZaorz*C
z4lhXk9lA@m*zZc#*oaZ4zvLGYy*y+Fm4Ea!24YZ!fpu?ZR?y_vV2!|BwGE^#F(krp
z9B+9Izk3`9sGj2Ly2n;RceEpB8P(}1{q85i7P!mbuhuW1j|qp7G6GAmLp0$cMt6ly
z_017^yk>Z{C5QiR^6`kodc{1YMSo{r%J@RH1D@5<p~F)<_4MKqWAMhMd#*UF$OUfM
zW9QWk5eu=Yt2y8s`akQahG`xlYUY7Iu=_fWTaa`28SvHi&m#a)D`#uS0UvA)qny2L
zY51z%oxY%l9Fw|(Go1-$47FLQJ123ra?r#bq!G)rFIi2LoNbm!fe2`Og!KwV@CRfk
z@puRv`>1!Q_9^5y5-$WVJAxw=9_((;c;~rfa1oB4!F488ZutCS2h)`y+75Gkeg=jU
z)G*C0NX-oWBS3nwOg4iLZS(#e6E}=7fk-w3L)f#kwqY`tCPHv`>)S*+o+R&z)#Ip-
zLOk7-zve8=#sdD;oBg!UDqFv3u7B*xUj7K)@h>tma(9nD+8yV+^k9ph-Vio}PVln#
z8K0nEj6%<v#<(2Nf`o}`_WM%y*NtOR#&KAevGwzY-BVeZYl4vbLlbVkKo7fLvYz$_
z?Bl9}Il=bG+V$0`zboocq#y3{3bZ29vOaF{gF9IILjhJc+%qS!5s6S(Xn&N57AvQo
zj^9^ethQD|odUwZRbank^5%Bsz{w42T73-K1zi>5Th_M#%mQgNY0E#e<NR|L#}v>*
zjJL(*C4E&KPML)u6+aG+=%e3>uZdDGh17$jCZaDvO63IjKgT=gEM)sPC{-`=3919S
zxIY|YWk5A#9dbo??Xz{6*>%|b3IAk3bo~SGwGnZB=86t3Ijn+;fLb*fRZp2O%5Db1
zF^#7e?S(fzefM8glaOFOd!E}J7XemSQ(v>8E&58&TWf*ivFj<sP0uRWi>rV8wGvNo
z1GR5GAG^;BD~DW5;-Ai4BN?1|3HOTvq5C9#o2Z+LyT|<<n!ijnnLPcjuKDR7=G#{y
z>$>~OLv5?6NSqNL&*y@oZllh{3kbasm!^I~hU7gb=?&FMFD8&ub3gk{WnUtRhAGO<
zlD~CE#L5K%5OGga*JC8ruj~r{g4^1p5TSeeu+`D-UIUtF+kC6I4xg8h8;#(#oH+}_
z&kB2O`$RG}(!23riF4Er&|l%52c_}xw#}o&Ry!uUHA7PxF;UJr_`?czCS}Wr^pujJ
zh2q18)|5NwK+Bj!e3)FE&EL8r19Gh}20P*He)`r%RE20Y23z6;cNoK6as>RZE$loc
zwEwc<xO+Z>uzYH8@`g0WOQDdUtYHRt*m$&iY`>+xIqz>S>OlWz8p4LP?8MHQzE%x_
z4H%pZs-3yB(TB}@du`TXyxkwcGFe=Cpe}{3wWV<?c!L%bGDTht0lKiBKWOnI_@$Av
zDAhL|{;q{fa+dKCA&@hbv^_53xt+N(jw7(6qQ=bX!>r-uIjbMBFcEWm6ycJGHn^~j
zYK?d^PC>vrD{j7gNKfWVFQL5mU+ZTble86BnAuRPSJU7mg7$AFN6`=csP<9oZzRgI
zms9D&I%?W4nixrfoAfN>s@WMnSZ(}7y?k`Mypzs=F7KA}#&z>OS9`e0yI5=mrtrJr
zJ;+F}y%8=2=DM^yCGTi&X6){_avD7TWJS;%JRqpd3TO}ahE@?S@BpHvh0b4}yO=uN
z<Keetec0b@AvB0q=YE?TkNzoR6)G!n59jXf?$CEevSzVm9hH(Z=V333F08$@vGPq;
z+q<Dk;K9vF0vXM^{<;ZT+XPiq(hEx4rtl-a`E0Pcp0bhwnlkh<pUoKO^CRxj0g{#)
zEe;H0ZuM+pCUM+2am$w1rk&}|PHyLGo|AxR?*qWkQG)6h)7J~GU_NOPgnwK%K1N*S
zA|#UAo(Jdigx=nW5DM_rU)6Sd=L@4R{e8P<XSKvL<Z^o-4BB5_^k`HkCcdFD-h4wE
zeRLFLKx$p?OZV#%$^V>GZlNt3E7aXpf)LpMhTVoX3Id3v@jlD`Pj)v-+4J4fnjWp$
zSX#}R7t013@%;#-{Cy4YjoClkuG_5JSD6RVj}e@XYxr<8pg_GIDC(0b8%K|0qT4_I
z6M&xXrI7wDLsnLC-4La8?H>8~ZI%A~#QEjJ_3TVYTl!A(FO6W;B#}vgB%tN3WqADy
zU1iw%{Ah91OcVEihOfy`K;sNgNlP1naLL8Zy$RHM5`dEnwX&wVy6f>2635tiC;Y5w
zWJJLaxK~~NEhPA<e@&)fVnQeNy}}qCM&aPPIa$rj`KhU_EK;|6e}6ATkuZ5$uGg`&
z{s8#YMzeWR%|@IZ9l`U7r|s8s+Ji$I`YJzUW&7x=+TS4}B5G)Af`M=<PUl^e(*~!O
zEQB3YJf@!rhY62ZT%W(30-zY#Mtws=@&>s3mm1@N$&#d96%yOQ)0G-y#MvLDiPxu#
z=DCGlSUd>t-%r8x6uTk&w_oNZ#Ka7H!!gdz&%xZ>JUr7VL7(vyNsZ?5S<J}D$bRY_
z0j@Lv(u`44^MrNlkJ+LVan!^z)s&h0z@n^-b#=TOC(RMfNM@<5s41eH$g^ODQ#bhe
zCFT~*=%!b)-galD8WgFe<F66PZ%gC?pkf%Q3DIVrE+&0BwWFB8VdqF22Rvd9nVvYd
zyE;AE%co?J^3Yq8Tf)Lwk0rUfVnZt<VVFK`#b(Fp)RU9wf+RB~E#eFADfqG>?2f%q
za1Z{0@_uLE;#=Q-v&@}tdzjt4ay3_ye;t02$fq2~$=QH*h*EDAG-2ht=#mukvmCq6
z#AouSO<#IIES(QWULp*7W%*&@{6f;-Z#JoXbiWNNFBWICMkc=Bex7ymyB~-gnOane
zyj8xK<lZH3?JG3WR0C^u{st*rm>?u%WUMQtZ}9z?OVDOx^N^yLodSo6Mjo*_v4#+T
z+QG9T50bGrJ}Er33N|&(Q+LDRXZTv68G1*?-8;CmPoBJgNS3_r<?5Q`a@SB!1f@rH
zolL3es7GO^rv88vh4O-<tsHb>q)Qlot0-Ilc5$Cibl4cqldZ@3`<aX#4*xg11%#T9
zT&)qVwt{Q0;u5=B(1espJCIcF*&vmbsJ=;s3=P3b^rVubmB4lW?=l>pWRoE3dZ9u_
z(hWXbhcn$MOSjnF@Ejf|nlO^w#-^ETq??pxC8IRcFo(|&nPaRchR^xavxs*$U_0;6
ze)&NS@cH)UUAMyDTlM_I$I`{(=1AxWEaOT%EqsrFZwKfL|KUAOD2l-%{yh?|KQjw<
z7xAm9Cc>Cg8g0#uN|`^Q{LcMe`mf9L@6PCK&q9yYzKq*~lhEVI`qt`>JZ#1V&2FXS
zgEO#BfK3QyM?L#RVi#Q^pTcX7@FQGcgd}`aHTtjY8Sb6(N>E|ZxCqWv!fno{)G862
zIS@`M*~gk(j`GJ_@uA$JjDk8Le3jv;5veA=oBG5}Ev%9C)SmAsO%1_?!w6{B*n^5+
zrlyseP`I@u9U5u_Zi-<7OCt^~3zDyCMF*tM<DbFPg^wCfUDf_FmGSv~i=W|hAz_X+
z_>wyZq_eJIsaTTld_02%&1$ovJlLrlp4KtMcV9{>3iYG}y8dYXf~yf~AmXFHdayvI
ztyE{L@PBA1AcB??SfWvxRx|I|qs2w4&oiw&KK>pzAM(%2&sBaFqwolB>g#|oS}+us
z<)3!6TFHgZ+Qq36FaO?eKDid7Vd!d&+PDt>8^vKT%PdN~PIG=6`rNhlh1X4Mk2~s(
zzKfp+DElN!aDA>Y-h(jb^TMP?M0;E!M+K22)2|vw;jn)wSK~uHG~)e8qA#|EM7m<F
z7ekNx)HhQQ)l|c3(P@c!bDe1t#zgPLys|Gj-XHno$gY3FZzSjNRvo3v=Y*NU`}2K)
zV87SY_+YXDwu0F3<Z(n2o{gBXuM8DM3PW3hCbz`EkAKWq?29YJR1~Qmn)hRIADgu{
zmH1yh&K1mPTRDfBj>V~YK~#Cqxj*ix`RDgFO2{Q)=&DK~=Jj&3h0po<D5;TmJEY^Z
zBDg%r?S!fCPqEymHdgrPrN&v}U-fiw5V*9#aY?37?l0CD$*QsZe(bI6XARwjC@*hx
zgwu5*aIEcn>}6R)PdlQPJzF0V$H<LiSD@t|IO^G)s?n0Gip5mC(#QLWTVv4;q&a3;
zzxZ#k-T6ABLYsQG+}K|q<dp%VQ}GD68q-&$h`r3!p{A$M=LP2WB|mtY{3{#@;^x%L
zZQC6+Lzo@5m&yH@$r>5p7NZTy`gnCdXN|lz*ZgZyP`g<1ci*n|*)n#}Mp&YQcG-Bm
zo5Ph5v(}<Cv&E}!vwd?!CC`>)*Pu9dsfgYC2M^7o!*$abY1A3VQs|Awoo!U#8SHe!
z?X7<Ym5KVyx`h;TKOz^wJb7Ez!yCBVc+EA3%oTJv$TbJ^lVD<iJXw|;UC3jG1-yM{
zNYkrdIFMTdd1?nnG--{Tqt^Uu_2*NDR{eq_p&w+e{|rDexq&O60Gcu9Q#Ibfj#Ddh
zkV%vzeTle$y!FfVSpD}ar26S==>WIpyF5e4_Un%7-8dw0kE4IXEkzs#nB4}yR!p@N
z0pPGPZifS*2r%mR2>r&{h5!gELm|gzs(*MWU{lBI<iTjVW``<4e3<a-C{`^U<V9GK
ziMK!M#Epr<idZMKWMpNhn!KfTA~#|2J#BNk`N2Uc_SRo72&gJ)aDLlMsINBM#8x(A
zoAVYIkSI+6wBRi{En2To?xV^E#`fq%#`oZF@@|-L#GB5OO;JsiAl-IH+WxzKUE8mv
z*ehO;x$ZZ*&=tr1E8hb1RLA2DDFRGV9I(GSDc^lVvtQE(U#O1DPFTyjl8?}|jRPg3
z``_V7mfj!Fk8wI<!gTU<89UwAJCyt1pFiK|4|=fXZj1EO#@rRSGM{O?V?l56&wrE@
zI_Q6jS&wNtyU~B*|8b0^G{}PH-C<60)9g_dU``@I(zU1+jkJoo7t#xou>V9h+4l}k
zeJyzTac|0X!}Z@D(z<e!gg+nQ-QuQ_7o~AwGRJz;CIW!pGM*&4Hnj;K4youxIo35r
zjmEw93Dn2(={dBxtBCAB;}iGk0h^3QS}f2w__fSTGB(vh#V85Kk@Q~@didNAe-EK3
z$+KyiP+6C1r3(%6Q30(I|ElIiAV;|<h2S8QApX_+V^)P|+T=B9ZNMb=hksZZeHyYB
z|5ZWwyq8TWjm^LQhRbXDp!!8s8s0V1WI+@Of8j5Y4T22`iPV6zKr~ABL5aLF6gYKJ
zsO=4x%kwTl6)LN*3&VrB*TKHvnt&oH@nNV)5h)p;#H@tAtcZ~m#)JF$hJ9Scwaw&G
z4#GZOLw8M>j`#MEpYYD(^5$fPPXVr~^92@iLYi`fpH?ILjL-y4y`9IXj4PR6O&K$>
z&6UfSO&0(?IBVcNLlAb^I8ae@w(NuqjicsRBO%2x_Q^!pm2&~z<8j+WguvvRn4ToR
zzY_hG3lu^;>G3s2X+4qa3h)N-*{I3TXN2L6Tk2mT<$7G(1hk0X{V%<u@0S^yHf}F%
zQC^{wjBc(w=@5V#maFE;kqU6U8z-||&};oYRy?0l{Ywwuo@!L2yp&}hsOqA5_<Wn)
z&_jB#c)zPiyu`I>1oswQ|KvwtT?HOi&eRocT+pO%(l}9V&>B%KT)GGWS}=Q-NXl<>
zp4HLXBBP6S?n9<P>Zbq>NSv@A(yR05QV}Plhx&QCFa;W&cI5?DVxtQOnhqkqKsMJ7
z>v%qp?wF7lkp2~>eJ?rsMFPTP4)yhRT-+~XgY52}^EbOp-*v->?&PVQF6UqFPv1@r
z16j5-$062n4f_`tRSW*SB>^2lnl4p&v7pr_2igaWTM$6G5}9Y==bYJJ6Vk#x#m=*D
z1`_lfn*LN3=}h!w&tP8JoEoY0KZv*+TGI+Yrntp5|C#P>#Y+z1v838x90w$&drCm)
zjPSfj1M1240sO8aq03EI;X>A*0|z!ZccsXwx*%|z&BqzgkG}ooHBEcnA*9p{tFX+L
z<|Mt)99y<Wg@z%9@}30iMLgKV9)`_&gmhDFCiSZow|NlLIKnN9R6?@;k5k3CisUpi
zv~~}=0T0~|zCEq+;1c9nw$hg$<?{j&GLHP<yv13u|2g=tnEkFOg3cK)r{x8NN>q%7
zf6+R)vdJV=pd!61Ge2GHSZH>n%<+4$Bp6lK){X+yorY7t#W;bK8q|8M2o#Q?#GmbS
z>XiU0P>6|zB_AIi=J#mpbzJZxX=Xm*G>JaQ_u)#&#N_ic4^l5B{-q>>Fy^3{by@mP
z6Em~lfI5_wkQ`}~G9di?{Ct1DigZ>nH!$#>OfEk$pVw8_dUueay?vbb?a2o4l+___
zkS4$}rpA1NB%{IpYJbWCz!T-qXJ#I;->$Z~D`%oF#}cqbA`k<_qTDnAfBxs}BDw6}
zLcVd%zAi4Tt*%Gn$GkQROm`0tzl)1MI669NK>YalpRbg!eUp-sEV=#^7J~g>U;ZN=
zS-x4fhdhg)dOzJcYJp@!R*J|aJuQ>eHQpB1f-1c-?{$d2CB(1X1t*_vG|_Bq7=?7M
zvSGc79WnN-jAEb0TDH?)4qNT_e^>9A1`R#(Xg)<b@15WnPPfR2`r19czzrUd6K7lA
zKmg6d=wfQLxw`1q(?GVtpHEkb`uPO`ObkY=Nx?e3yOP^OccRVuszK9Y$#^?PF&*S2
zl9lD%qXk5*NcUL!fLbiC7C}G_$2cREc<r`k;QFssdv2CA2NPuXkGGT`$rLy?siZ6j
z|K!)Dy;g_5W{`3So5$i9!edXn#rnI&a&ect`u9!ovx{nx*S4z|U$DrfD|_c}FD7rb
zK32M)hc(Pm7<UHN1=Q(Li(l|hNxtcYTD>0weedc1$OE_HP*oa=KsY<|mb7&lx-^QN
z{f$Z^Q8iq!<O2f*%afWyXxYvzYgroq`-X-rP-$0|SC))yg30I0WOj~irxnF7XBF8e
z!5vL1kwQ2)XY4EkA|dahq@&Kg{768YEtCJ`xVgU^xlT3&C8gshdVFWV-v`i*!5IYf
zuHSX4U&?-C+VAe>*H(fm&CC`yc2OkwxI(@X#>2`{YkoLk*`Qa{c2f`na??afW`)w)
z0HpwX=_uw#CNyti6x+Nhp$UXPX3a$wD+nCcr3uC5-NJ+-gfo}grd;&0GR%TT&E)yj
zv1L)QUce^sF|yy*L0U1Ut${6#agLt%E;Dl7&M5Sgsu(LW`r^8LEu85*ZGyIWbA<LW
z)|DJC<tY~3-7=-+X;Il%=HXd_$0bjtT&67s%eXEYzt}_ek$ZUW(HloW70XX%G&{m3
zMuAgy8GdZ~C02322Q1=l)D{;1qTZGQ^}?>%UB#q_x5^_tKcNaijgTtpxC-4_V$!D@
z_!i|{rb|DD*$rcRXh=Quz3CUVnN2p_mvZuJH?r2leFMADw%M5ZkfTqt;Z>#GAMM9B
z(UBYiG4xZF^KH~#ej4mrpaERUFHWwwHJ`XV;}Hl*u!YDLlYl(A$%{B$7ZFyZ(ZN?o
z9;Z|Sl8Z^a_t&loMJS0G3J8h?D5cibE7J!x!-8%8pVM_w9tJ{}j15u6Tb2y$({N8z
zhne}v3E3L7p7Ud{kAhaGq-F&ensdWC=an74DK+`q41x;mR%`?9V@u1$1KSZ`E%*Xr
zb)}6U{T&>`=7#9T`CT<&y1hE2J;+V8%9xZ;cRV&suLCpQm9=9kJ73Hk8y00E+k1Pc
zl&@qd<WwxX4cA_hH8g~_sJtub_$D(prkGQ~vqp8A9f(rr7M|67qmh*FJ(2OxXHe_1
zNg{D^Vr7T~T;x|MF`h^U9d(6}*-mL)vjO5u3df$XVwrX{AXnFiKQq*g#=kG7+8j(z
zw?|BO5QjDRXd*T}fCO7Qj7e76f+wBjG*q-?Ui&f#^^;h26jt;lwe6Xf-~f~K#`9}w
z2365FJXo+`tjLa?>6&7U;YiksC(;LMHb`w>z-uA#$uU*kj&RA|j(n~oEkO+Mw|sIs
zi4&moj=+G}7`>|!%LV`IVN>bD&%vg>@=)CGENK}fyeL(@<mmW^%7E$o8E@#97epsE
ziHpr+b^s?V=R(XWo#=FBu;8+3BIuq}kdRWoa{ZK)YPVTg&(P;ZLm@zY#nyprC3Bqg
z#~CSp*%;FLL%41_RkNZ}46?2-;XF8STIjXF16LXY^W$Am`8(o*JI8o|C9V+#or<p7
zGR^%OJ`!du;q^jpUC;9!nY7Fd1FdH3tqbe7xOA(o@VImsm`?W`Ywx+W*9UOnCdXGX
z`&2*D^CSh3l-ZM;nc=lZXSKreK=0<^N`rI?gGA*KOSmwl$_VGW=W)Wk?i{&AO($E=
zJeMV=!Ca$+!FuvTW##tBUKgempRoxnk#Cfq7Ut28v*>~0^wt*JTrFh(Oq*Z&+ZeA5
z&LhOf)gS43swBDl(?;{+p%I87k$8TK9I#*5q{&<*WeSJfaRa0{!cz*x1-JnhT1Gr3
z`ldjyZnQW?bhVHho|d}QC0(V9(YQwYvtbYg`i#l}-Cq)tM@(;V%oY5{^m8HL4xTDS
zcS1Oh7%3bdx){LJHGu=wUW87FM|=0pra3bZPn^j1-m5R|mmlLd1gHcDQ@k{yThR5z
z@%c`U3q=}veoN`w&Ku}%3&+QRXOxzEiL}c}^J4ha3F!|Y>Xc;%R~~J|<eX&0lvoiD
z4?R$?TUC_7dHN4X?v~9l;M_T?&}Fn#H7i9F7X3Y&8OB?A$fIok_j&N^#$mNz<2zhy
zW>om?>yeb*P(LonTga0Ra=mknpkp%T2!lCzV9ujg#tM;fmiu@!>MLZW#SpS$<C15+
z+7N2JDrZu$>><u<%dc}q!>dz~`D<)K(61&-d#`bR>|))BQB1h>JO<il>g3Vk^I?`v
zN~=k|gD}=lD{}?sI6SN+9chhtt<;hDBVEh2UkBFX5Yh{hcrE1ca^nK|%%O1xiQwra
zUoY+ZD}4K-eP~Mytt6I?z%Bk2%I!?DzEVYPfF116h*3y5<6O3`Z-?!S!1tG(;BR&h
z9+YR5%zps+T2ZZ}>$h&ios$d`PAppY>3rS!rh2M_ks;dE-;c2~=Rdp_n<ZCm9J0Po
z%CpHSI&J;Z$3$n58=<)`^GU40yNxVm-m~G(dH#m6r$2lBBg33zg#~0Q>COHyN?GzD
zbKIQ53iP^>!d2+>OO>u>KMvc6Ylaj#tf`B%37N@g)s`q1BUDd|Fq!RG(S%d&yAzX8
zUOu(}i2N8JF-fQIpDPm?{fWORrk#MgBcCs=eO8&7=~>kZhUp^*V#(j+4O{??hwiVr
z3KbVfF73rTSPUgT05ZBi$_g^7jKBqW-`uP4G8xRtt=L};sf8+W&T3NElb~qTH-&FB
zBF8M$(&{O=zN_-LaUGm#TqH%+94O)Z=C=@i0V8VgNKw7c2-pPqYyH2cj}0;Riu1Aw
z_ub^UESo=1Y5<8faPK`BkHZdg#g6912r*9ZkZP5d*XzV>&K^a4xXRz-bWSGLbuVcU
z<^HhAd$b{|DvmtLZvfGeH**fg8+?{-=O?XfAH1H@3c!c?FJLKmawDAvXtVlWnak&!
zHzWG<O_Ek&65=7HfRE3OsDJZsHoZ068GIvi&xXP8%%J!xlTtp{ff=6j)~(<7oxbiU
zgWUp+51yS)7{=SQT1pK5T-~|-vsy67Qx%Xv7Vr^dLKc6VZB2J(+-tkAd;RMON=prj
zsUPsE<ZHArIWYkXgxL(zNS+y!>c_}8C&Z9IR)t2(vOtGi+t)Uur<<|%t)824zc8aY
zz0my8>_hat5K~z9GYP+jMaBGrMgi~10=#G0aCb0-0q-^nbrcq^|F4k4pT_~0nKEc*
zr}}pr&7YhfA*U0-Vv!Rw1`9sO4Yorb6Gseq3>!!va5iqR5gj|6bl~H>K)04i^fHLt
zDPoC^Q<hS3melTWs!pC1MAak4{8)2fLhu{Mbs&kt1y;ZkHZ!s&SKC5U!2UhV=Q!L9
zbT5Z^O_a!#mqZupe)|)WNtMVla&{o!#OyKdsdIN?nU;Pq29r7(5o!XpEd8*UR1o3z
zkmm)@ZG;Wky1r9all$2JYqsVr-6L@PphVw`u9xfsZPh+$+5jWp$nmoBd(_=+^}O=m
z2vO{MeW}x}#v7wWXOAt29_Jk*oHd@Gy<Bg;*Sag1HRm{0MR+5o7T<u}reQo5f$lIS
z{*=6nDAnt(0CPU7!i4Kz7>}$+v@8^pRY`V&7aPcy9;PpzDk^mACl&z$sW$;hdcNM9
zY}ty4Y~1bhNYC8o<p=HP3)QIbm0_*?LbvGjxQNJ~dFg@kSP_4*1|1|87UlAcRn%t+
zm-(oS$R)<ZD!Ro4*TT@_b+#M%7<msC?C1J-5e<t@6rbjBc0B_21d;RE$*$Lh6rt>R
z7g7BPr|u#G$@-tW{otRy6K@xJ5jjea0#}V^LVi5Ck`GRQ<d;+OseJ~`$=M=GN8pc9
zq^0PGjP_V{9~lu$yyf{{mW{=Kz>7ek+CGdN&)sy1hqa?BNNhTbxiI})_E}OFOQLNo
z{6)vjl68B4!Dr*F7}O@A-HzKe5lP7ps3+5)JIV(WQ`0FK-zA&X)=$R$(cNeQPkC6?
zH|GPS(*}^L&IhSIXUqlhK>Ta+w*Xy|_UvkgcmdYwn`!pxX*)^&Y+m1=%_=Mkw<Vg`
zM<^sl=-vAvdupMd+x%d#PGiV>WSsR`b^Sgd@ALe)3APCs?Yzs6nrxRt4-c*W!63N^
zPnJo!RXiAeTQM9K=p;iIlJBUGfZ>D2v?RCtdwW^$n-a<+Ua64hb-TtX9XVTkSqn;0
z&9<?3lC>*0A70Mei>d@@3spZxFXDx{0&?6R_84lJsg$fyT*vL@=!d2uYPmYSB|IVA
zi}0j~PW+jG9}b4-lqtZYA)P?0Zs4f}=3cMDab<<Vc>V3_G`#6(H;2n=nClkE)=wSD
zZfP<P)fyZNxn1fLDDt%ecF>S#2xkyDEted5RDX&bIp3aXyCL;^E%AYUx&WWsh;LT$
z6F}KaXZ!dRuPXx={Q+nyG94Q-EcO5SY4d8$n6xhDO()91OgWV=_<asOJ!(>Df&)}H
zNiW%e5wU+%l0~ocOZ~{?{XNZHLw(j7BuFjZjc>IO^J!;8Dk$8Kfo|Z}iVu;adttZ8
zD>e@u7h&+h;!hLC5}NRZE}h^UPfgY+>0AE=gwMt@)+`uHQPGUWrzKwp6iP<P9=8PE
z4lPX&s|36465M~zvui12;jbE$xJ_i$!u>&=N3yG=Dwj)Bqy~VLKDekp0y47ck27!m
zulYBSRUc96QYb2gV`K39xZnD}YI$F|cGv&%ui{f83?HqoEgWXla`bZ)6UR91|33gy
zL9M>stvMy=XD@@h-p1U2il6gK5iAwa?0rHYls~Y1DiSWU-a^LA&rxwL8sZkd@L2RY
zTt1kFoW<YczvSn_QUpsx==dL(0XfZ<uYdfmk^V90{5|}ZQ-ZM`Pu4&3W%p|%7SZf^
ze2|UhlQMFtKU(Z+JSgygTRCX+3uzBx5jtpP%&e!og#>?lxpD2Gv<#DT@^IAC?H}zQ
zg~GOH1iU|-isWhYXked3OJDden*;Ap-bU(zRrH#|KQvj<D{kGP*L6-l4X2TVkiB`&
zKdR4;CXN%xH9d0w`LPno?iXk#La1IJ{k@el=9K57OA*&clZ=5qw6X~PZyzUE^@xPq
z?6;6Q<8zc>y9r4PUwAM695o-lgRDhA7+mlD-F!%c1CiM8CHxx*F<xv=eUp&$hFVon
z*4l6n+CPQcTOhr%21^t3A1l!7(dF0C0I1a=Ze0IpD@A&h0^dEzrvZPdl{J_ZpN*rP
zy&=^Lru?Vq>S;w^^>p*JLdeEgtdGvY{2pGoo>h+TuV>@x8*TrUwS=y|*7T*8?`w^a
zWzkrFIUDo)8=mC)Zy<C%Q0pKiI(X8DuHg<U9q!~ka=_pJ)_H@_>nUB`t>~+sZthkH
z*?t@AV{<XTt0!%*grO~LF}(w~wiV_q!^O-pdX0X--(%_EW=UUa9bBytvNI0r<MJ>+
z!f^A|Pj~Y1YAbu46Y8H>2M;UyQtRMhiIAUeV|`36=6C1TjYkD(>IB(vPl5vjH{HT1
zk}b*S$=23L_6PD(%XhUz$ewttkI%<^)yAM7Zs*~0P6hV$^M|jM7-zG}FzrGb++`y4
z<;n8*$U6Ah(3e^Ve`~Z|7=`s0voL>9<H6TYEZ@tTzSQ!)tPryP7S`X$!TercxSm;#
z@2_U#>iB=hFE<w*v{|_340axh#mQgCLCSML(!YhZOoSWj`qQAc<2SM~Yi%@IxLcuj
zm<z5a7GUMRySTol|9@kHjn}aA_e7lB_=0-9pYZ*!H))2411p|`uZK0xTu;Y43r?#7
z1E0JfB^#}7tm?zrAUYSbHrzrBcT4mRbyoYuVO`xZLlyKG*3u3a<MOfY=zW8Lzkkdp
zZN825H*+!nDI-3~S%$zLZ{ZZljG~n}?6IGDY)-(s(XHXc6FfkuPsTg6y%VPQ<(>nD
zd0XScy%MZDlc5t_^N+R1wJ}&9m4o@cHP4-%_O-$FN$rqVQG<;)a`DP<Nw_e+twAu=
zW9i^&O<y|W#SOQ(@nTQac=1{`u8#fZeF80mpYLGZs8(>Y;{PooGgIst*9Mbz+=bJp
zmq3QieFE(<u#G)QeEz>)2P%L29jtq~5&09^VA8L5;q<Yd{3jFNY;<T2K0)ZQTC?y;
zKGyW5Gk^Oo8tboQV?IwNj(-|zgH7>R_xfYlAh}p&1LFr{J`M{vU&qcr?&9S7=XLw&
z9WgZ9$bs($!`Iy!XQDFj&cZXQ;0y03v%%H`8n9)oJraI6osP>7O0a)QTlhLiaW<(K
z({?4n!&ZX6JQ=+nONW;m(cuiyp%nWk6CEU+4!emC;wRRjtD6;l)zi(*3L(G7Vg2nq
z%#Y-0kMa3<HPGRoojd8zA&CyZ#9@7G9_DxP(99wIZ81Gedk$Gnuh9?qd#rNU)`YrH
zUk;O0<&dmZ4qBNd|B?Bdn<YYaspfB;Rr9x4)%<OMYW|j4hH2+j^S39QM+@CQHHWs)
z9CQ%6f1oz_B@ydh3TU_<jBSHSJMY42j;bECvctfje`u^!slb>YVz6#<2%PkSHHF~6
z?wbtekgNNu=8!p<wLS(d+$_;sl@;t|tvO6Pe_Mq5+ah4xA2=10i#|qzfF4JOsAW%~
ztV)R!F?pE1IUX(CWau5jJ@5VD$U|ICEW-Xz!r|*|fwOT1n6~~lJRGFx+g>*t;ghg%
z!xij2b_XYa8mTS^^*s9NmY6Yy3seqk<ARIPnOL_o#vtJDiFH_a5j&5><K(v2boUN!
zy@u=i#{FyS8FW46$H6G8tikc9Y|L79om)>)t*H{8?%+nRAwh*3jwE5!ytBBpW*`mV
z`p0xwKY*)?M29suxb=)MS8h#bZz8U*9q{kjpc&LdYJ)AqxpKIcfmtgrqlKq6dUxc{
z2K#S7eZq=f)D9%W->i+XoE`Kse-bwTm5Nt;dqJv~7~+X-u$9<AK{Nc#T5%aIJgm{1
zC(!xdg4TtldUe5-s|zA?Q|$RL9FtbX!0C;@=(8b`L2zJ4=YM29<4Nmckf-k9Z43s3
z!C>ga0{$3+L4xWCUS5wjiP8_0tLL3}-k|}1fB*eAZ@}L--+ZGE_9Kw2c-^~qr&$3@
zOG{yG%`J+M%yq^B4W~_;M(<xA*e93EX|Nml&a7FpbgrK`aUzy1S%SNF@9KO`GUW07
zhPG|n(%?Ok)vl(dhBr$gpZz>M3<t&}!yXB?(<Uq|jAqXx95`?Q#l^*V^UXKa!FvQ#
zQ&TKnyqIR!BN-U$1Na{G`g$xZbWi3WI67)Ja+A!77cN}D`0?X)g8c}Afq^vGZ`rbC
zG*FWSXZ{;F*~{qZMcH|}r$goBm&47u;lcEhA1`6ix{LU0%c}?t($t%?S5xWteS2v(
zu#(eHW-mOB6<e<2{;9Whb+8iAiA1*EiB{yj{)u9Q<eW-8$gje%A2flG^@|naDJK#C
zWh7d<7-kM@;cP)=CFNA2PaDnWjv_O<u{TGqo53STt}w`$P!IWBWCEQ`53OZlWXqM1
z*VaL7Y63U0If7)m`jcx8<QblJ;zV>X;biLSprrTVgM2PBHPO)_$WlyCp0C$IA3Kp5
z0xZQe`<OP4=9~?3RT+QkA@5!FPU=_NKx77yiMfvaK&cqn3XOb!i3o=SJy5Q!MQLp<
z+(hOWe=i$;df5jE4yLA@4&)d$E%It>4KfPpQ&C%sgOwGSW!?BgR9|y*D(itlfv5E1
z4jjztb<nj#o>FO$L4;3-1LYNX-=05kOJ-^cfASIm;Zg~@r)AQBplNm*o$XaNAir4~
zViRY*Og4P-4_8%S#{aN)7T{4G-T(ha);BI2_aF%#k^luti_=02E!LJofEG#xZwtk0
zSn-xXaSF7!TLpK5TM{6|-CcG!`9E{-CTn*?;FX)-|DDhC+y{1ZbLZsDnKN?d%#lA|
z2VO)6X68sxt6+HUn^pz`9aO8~WROY5NQRnf9IY(FB$?^pwWz8}JX5Q%O3dwF?95nO
z%rz*Ve0DU*D8yC%iK<e3DlvYM9Be7VK5I7=*HkmXHTLEf7+#!?U<+d(Q|A*5vRskR
z3KI)Hq&-@inZ1-xIGC+}G9Afm#n_?p1=}MG+M|f0Jq8-I$9V4cSmzVCbRaO{lZXrk
zKB<XBh)kuiPfDs(;%s3#b~M$VY-S{bMh~@_$m(QJsg1J!8AATX{RJhM;iCWIsP^}W
zF3I0t3;EnaB5YLtfS}IJM~zAaODFwBNK0o&C^NY;6S&Npih`X7koVgz=5xiPSeVPC
z@K`w?SwH=P7g?>dueHUOse|fj94IWsSI#eA2fF=ZCP)8hs*iRNkv_Wq_Q=^kN`-h<
zrfjeth;1}P4+o1&@uj0}y}^DdDi!v5DvYxGHI{m)lfj@pkp9WJ0e$qLl2S~!Z&-Wi
zl$3_wi%Rf?iT2Y_N-}aFQ|PxHxxx_@g~d=+RH7^=AJr-qWClT&<TLqQLzFpedlWe9
zKU1J^Kvf2Jd-VEt60&w2LguDD%;&NPk6|v8AYjc8NL~=h*&fw}#VCIg53#?u$+42*
zIDr`}HDH`@q`VAM{)MrUZEYW2!_h}Sul$;79Iq<H=O+5-12%3<-=qZFM-MGbN3f-^
z(Tx*SwSL*T;eOd|_7vp(aR9kncQc<W9>&5#DuLI}^O3Q5wVoY#ES(3NKCj_%?_p4;
zvGZLc9q>F}<hyTbEb|6Ok!Jo@VbDKSs^DUf?X4E_z0v&5N`#CG6{@PMA$-nQTd#bf
zC3pW=se*!IY)5bvSu&?;>y<ATBBPS+A8!>^F#T)z<%GJQlhf8O<d<VjQa*}%HP!oF
zM=2{qmO<Z{RjPzb12=n<4KQsKQp9Oa551UDjI2@>eAnL9lVSRqWURW8iMa8t^~*O0
zvP$&V5wc2@aFM@2`ED}AnaD8nJovT)Mh2lqhDrk&D(aCzq8TgcjES0AYh+MYL-+y#
zpN(PO!1sEJqolSi7?fY8gbPQuBQ69MW@zIiL0n;F-80GF(B=jw{x-80<5C*Onvz(f
z0|VKz%2h8WgQFC2MaBohkWG@Y1(o={hmXnM*XqGQhBDQQ`2=Sv;!I?8Ao$sen6k({
z-Mt#1g9;^M^9?HB+zf3TBy~C{S5;%yjdbko;e$84*s*CV2MO-xmSfrdETe!wM;Te)
z1TqaW?~%`jStIJzfrkuFH76RoXx2qDi>u(Ovqnm?$+R}u1X1UgOI7~{zs&l@i^;?<
zE8+Xg9euxiDhaEiG7$G^o5m*tv({~Hyw;sV*1GH8<hx|uMJ!r#5r1zViB`=``<?o5
zv=OrF+y)t9vhpk7QqM**b8|BUXl$xYfE}Wfim>pHXeQwA!u@Py6;#0cy(4w^lT)^*
z{dyNG_diDbj{f>G*h$#+euERj$?5(s1}F6!vSjNmEZTe%fB*V6S~by*_sT0&_-54=
z>|fpwZ**l(>L)+H6PtsjTW{+H{5e{SG&<04%USuA&)0z_xP}DtMJE?w;jUOF;Ez0$
zoc!I~Akep&r!_7;$}#PeN)5*;|3RN*Fok2^d9d#|bRq4T^PNYw=AB36eWO4U;e@k@
z{x%$*b|Pjx7v!p6kIh}Axb(EpM0-^JYhxvn4I@uq2P9iffIYdy=-^?6W~=XD)154Q
ztqIotulR&W1D|kO;}a&d;qc2`bzodR851VtRpPA;4~^?!>IFp4Xb*o!2|_%raBF%y
z6qd7NCnvcO9hcuhh^KM(Aiia&w|py(@^duhujeR#@&!bHqf`Eu2IVh%2_5{mWZ>B+
zG>WlWWAI6)=5HK!@E@7K)xL{1w8bK&QRWIg9jv}@{4V;FvxxpqR|opzvgR%_T#7T!
z{y{RyFnx5MK_8u01{Z^jK87s$?KT!|zJ<TnzGd7;|8f=km-fXQU3|2C^y3^X{q2rk
zP(_^`7>-wo4!G=qv`3<YUmxh`fc;na#W_UJ4r2m%zBv+)eIEtm4b4X0R_=1#Nh!h7
zQ^`ibJ#{{zp|)7-6V`FaF!4O1XN78HNWi|aLHaVJmSXAY6g?Rn#U|!&FWMe;=5M-O
zNYk{(UZxNBtMf_ahI7al^$A>aNO8mFkoEfJ7p#X#=MnvlrXG%J>LFOy7D}=7REl1}
zpJ~5H=F$Jc{4FXSdwX%r-|l4@1^n^dKk?lb8jTD*_YW^RkFOi6ZG2>`gJ~BL{dI`O
z4&=Bst*yomYTzUnpyLW+2gY+!612zkPlX2cP*`b{*@=-MvkVE@<#=oHE#v-a_@9Vg
z-Ua?H_4g@_sc+JoLmFf`CG+4HnnNZPW8totx`01JNDvsAvp-EMF$(x22hFqfpzqr=
z3%Kh+PX^66ppCCJqEkw+a9<n~+)`et#y2}+vG1!8ywRR5ua%EA?!*^i>7i$OfmV*T
z|H3?e^9?N8cmscL7=%_$o%EhbvMV<C*YA^>`Pt*rt<-w<4wiAOr^xG<VdFI>li%N4
zhU@PgyrJ1U*o{2|Rl9faG*)iCf%r2MwB_4q>>!V0J;h*+)Tj<LKE6$$J)#o}vGDhY
zdI5hji6wInxjF<pqRIP*vGMp*%y_>=!`F14Cj;l2jzYVpGyJgrn$FrgSh+72@xKpf
zG<K-(6ZEsKW#yH_#o;+R@MPC)+B9)MbV30Z{&x4J0{-g!qT#wy!3(S_`Pm>kxdaRM
zJTVIRyYMiV$x^q|M7CO!Iv{rNTpidL>mbCf?)S(uU3J<t`P@3tc-&ZL3kClMTiDOq
z0wKiT2Dg@VVKVVmsjA^*BSOcoE-~M8mj7S0#q|@&v5S=dWz0~+TolTS*bL==i~r1#
z)fCEqkeZqrY}&L5UAuOLy}dmwEG(E)KxzZY($dm6e=j7&c%WJvY*<jBzv#Sw|9&O_
z&B@7$$!bTQPlDS>raRr|$HvB@qN0MyL?;&O530%iB%qKB5|BqS<9T^`F_{X<^T~DO
z$Pp%pFek_OCGCqqp8xH)-|Ahu0e~dXj?k@JH>2MrGWq%W;n}liOd#aT+&^T<5a#b6
zIB*~n%=gD1e=u1P4Y_*tD)Vn<W+vv%n`d;z#KbT^ul=_nBqt}=dtJYNUGILO&;lXB
zt~hl?yQ#0bx(25%C!j-H)9KY0ue*XDR$s!2jl<BsrTzqM#M>=!_vl#MK0K!Ga#P4L
zZEOde+%(MSSwc&5gm_!wbacL+4CHf1f8&jq&0M9pJ1-2k=7iQ={aZWYwWfB=|2+*B
zvujDot3Yn460SD-i*sZnS6eF)&K8vEEsC8jC`XtT_p>@$i}9>nS+{sbcv4;k7okPn
z#;^|7VmvO>UzmGZu7sD^cyW@IL5wpx3u)xp<a3y<2^nl9h%2komw{|3(~-fD5>++g
z%ZQx%i{<2glI`n!v39~ro_nsi9HBDq^223fJgd~#L0qMh*}P|1zRbd$2`DH~sd2iv
z9DQw#gS~`iW@sr8;8K-#@q|44Vr3;l1odx>I$BYVs+t-Ml0JX&GF`1gel>T10+FGW
zP>72amHIMNR3d~UOP4N3N;NXbqz%p}P-(EanUvo`Ai!k<9bB%eM7!tc;8;aD^SpsN
znMvx^K}|KBIW~neGFS?kGIeDjnN8Z(leLd<TvHEki%rY0yP^awEJ?-`?!Sj@JPooC
z;+jfd2jp{WooqZ@{8d$kD%7CAz;v*(m6<uSi9b=T#6xuzUK2=7w#T#i20kIb3}M#X
z3pgFDC3se@-yWYD`UD#Z(?)f9QdVW;6Y6b`(t6rs6-RrtY(RUo;b@QKMVVa0Y_8Rl
zp|H%PUu1Mpp)bSJ3T~gUJ*$YxsL|WbbX{rnpl=K3ONbuow}nH6rKqX_2HWW`K6?u-
zp|G^jduEZk8aK--jh@N3KOod7l_<aS0P=1+<0&&U$Y1S*vg_IxIl7oh#HcX{0zqw%
z)(f5*$JBvDi1Q`-b#S4i0_~qu2ZxzDsKH<ZfA1}@WP;5ulxm+@tggnb@=AnqWWcLy
zkB0qYei_1TOxU801aXG#u_65<X|o(b5{xZ~g}6{=pog*wwCBiJr^}JzGDZ*YTFXoZ
z`#q~tVULG`394(f^+0qW65?XHK_6XSfe>;1{nL?B);GT+Z`i49#CnO$|0*e0?!dQu
z2fgq7dUj&IXUb73k#_ST{JMA4-e6|Nd``K-j{ObWW67<Duzg+se%seNq4=ut{R9%!
z1%vijQyZXUqCJuzD6yXxXAoiCSgBIK9xhc@qMbpeGOlp~<Ci2aKUN~;lK{A@O8xT5
z=QhvjqyHp*bWIKV3+w5l&DlOWL9N6Cbrre`rHyW!K<uFG_5)aT>!khC%#8V5dY#)2
z%o)F|Z_{;tTE`AZu%B)JUU>4x2dGL+F)1V8<3+yvrbaVwFgHg#TM15QmFmerK6fzj
z!mpEq6mca6^S6>JxQZ=bILM3i4J0GknOyzy&*YY&gDrRY9qpueR%%dwX%!O)NS^n)
zgA})3@kLZ8?G<7z#&9=l=Ks2ZQH%^0=4j_4!|B8#eH|ngp@U8)jQSuiwjX4d*KIog
zAlMPNBZ6^rl=gCy3otdz1;+<B(J$Z99PQlYIIXjhlvzi3T8IuhS^S<`enwe?HxM;8
zJE*G%I|)u_mKexTf(|A&<#5VST*=Dtg4rD#%e;Zt^%PPE&QhFCHfRgU#ps}uf#JEf
zm|I@AxsyDzy|WCD4K|lN$*+Vr$A&XT1}7;_rxxqWkXnom3TeY-AR9M0HkfXX&P9lm
z1g-1YV8qCvkl}QafecAS=wPq`x?UM_%In>DpHf_f+;SCM4enveca-9^&Sq9t2PNpB
zc!BcsD(ZBgtgc}$a|8cJHai$}?b`KC4>?XhDbV*zPYTe{=LP&ydRbj?pRc`$@lm?Z
zEUHl9T2e7O=wt@0(}AlDrxObGb&ybm4m#OYpId&Gj$dx!fZJnR;N}?Z#rWk8t~frd
zsj&_kgA77TgtTzQsY}naGE`UN)a7UB(9ZP1i;LG@zz@Hi!-=gU(7u)FHSy;m6j&gn
zi5+vIySDrqCTm}ZpoX8CPKHjEnqcY?J$!I?U2i4>VD07RAi=c3O>uJJtK2d)cgCq}
zDf%*8OGbxQrUMxlZ@!5i)<xk&<XdPTtlbz#P^zk#i)`F6Y7YhtLMSjtNT4l~VL`9_
zJ6Y(^-2Mf1P+j-T&?a_xoT7hd)|1p?cyk>5SFcZU`_KENI-lTWh0`$xJ|QL_9sM}o
zdALY%cXoT+`bK;8Z{>j3n%FY`CqX6TnV~*bh|SdBboMy299|A$?)DgO&_5*<qC*3-
z{IKou`C}zw0+lLb$5=OBH1r9HFX$7p4SWLe1*5eW;}gPNaeQb~4!>-L(~mj)GDr5c
zX3kRF{jwcyP19cegB|c%fDQA1PlHWuHWEu_6aSO!a@<HR#sJL*y2c~}Q@$rh`HxB8
z#8JLNio0L6V}c25ul_AG<xj7t{H$`^NGisFmL_z-w+uY{ghnw|<J%{Z`I{TZ{4K5!
z9dxoZ{YU3-j1J_+@1pC|0eJ^Kt9{+ozm+4agIR_;(BByUII9d^9Pg^xKH3SVt{e2x
z*Hh~6qqp3`4;yaa#4r8P-XJr4y?wOdJILDh7;B(|$NA{!Yoa~QY>!)CYp?z-9q?M9
zE%Se(1Eso#xeTXK^^TcM`UER(8D@mw)>qn#@d-qRuR;uDFw}uI2<Ex%F{KzCbh2tT
zX#U3G4>m{VAjC=f{J9e|hx|9lU^s^~*cASR1Q>A5Ax+goYymp@ny81bLvZU$?NwI~
zU%q5LkojAx!Tc@l-!OlJLHTAcV~hX!{)z9l(3oW4vwwKec|0>#o8A_;rfRSL!S<{j
zOl@nz4g{L9S_uZUu;-S+&l;!i=jzMwAQv42jSnwu<|f14pI*VOMV;!d{vpnIE!dv<
zzo+AiWh~>nZ_=MbW*f{Qv(cfs=>Td&$g^wbkX)o>mm#;P3a*@ev^hfjt#SIEK|S2h
zMaLJ&P)g>pRT>$TYN7`deWZby%)Y%K1x{T}HlD|~HXSgvcw-cPSbGg8ejSMREnJMA
z8QMaD#|e3Q-#<yrhqs%tpJVq9x)|>rypo6xZR*)Oxc;hU@8D45y@PMHz}+Kbar@Ai
zy35U3j%j1UadP8OV_R%$k5jiY^vl1Q@nY*K#10G&`{%x=+Vq;vZLT$)7qvy5HJ$Z+
zm<)im7qg}_q!~^w>ei_2uuca}9dYVLy1ou>q@hELhG)hkzw^9$Fa@KB02`dTm!mJk
z-5hjy5j~jj37h^(VxHgHm;3PHIvqr%>6agsiViImFHk<}bl~e|#RUD4XVg+uT7_#5
zv(d4ov0hEu!o3%?g&M6b=wc%iFu{IL(n@h7t`Gyl6phXnDHIBYLNSD9_@nTKi;D{r
z$VCFdNVdI(^2HZl;Fn*1fv2Y@1`HSgS65diYaW3FwpCVgpDw7I-LDoB%tuh`Wb0VE
zbSb7yo5lqD_3G7&2@0&uRJUTq3ccr(tatTg1ym@E2f8Gq-RrNv&itP|KQJ&5a=Dxd
z_#;7ickkXc`8RMqn=8O^)TmL+RU1^-v7^q$Try}bDl#b_f#~${<HyW>B=g~m-X9(w
zj<aXaV*dR3`2F|av3c`m=DyI-P%K)sh{<F~$jf6V*2j(=V=hyamg=8KTpur*F_JKO
zbQnf`c?9iSxFW2T8&+(&j?!`^BHm%M8IGKO7;XwHESSd1O|tsUU3nfmmc0cZ4;y4;
zvx~8EsSt9R5Ds=y=F&xAX#p2U8JhZWPl6})^hCs_XoUD!A<WkrEB{GGX_XqIUSTsh
zj@<YN?sg)~ALI|Qzyd7{UI^Q2PV27yzNA8h?~Wv3P&+5M*a(@E7{A^dhX5xDdTUOV
z)8#XFJB*9XL_4{d+0?i?C7;Ru@PP~4Za#|1fSbq?-}<r(31eMt@M~HjrpIMtyqhg^
z!uyh>e0<`rU3B}*!w%i=B;%)~JPdM@<7ROMHm4Wj=RofE@`aZjK6;eFl;7S)j9-%S
zQKqiOhpy}-bIgNuxQQ+CeE@qZ(?=e*Sesmcsj*p@;AzJM7yXow%lyBVuODaO4JSDh
zP?T1w!Vk}Kn1$^jF2)O#6P#`EX<|0oNJVHT6=7|5A<C+2@SX#!(@zqz;3}}h9Cvmh
zGQ!Ck>$3|nBPACfIa%Xbr3%Y43h=R$*4LaWDq|9M1d0VraNyk3JOqjac;A70f%YT0
z6{h6pp_M?0HUc3wmX@HrrW!+}?Bf2U{5-f=Sm0}G{fYO^vQqRCOJHZPA(>=0T3%d)
zei8|j@gz~L!u+B__*hutRT1}M=f^fyn3SE1)*>O=3WZo-RLo?A8D_=G@I`hm6GS!B
zPJe;*kCGDfmP(8QHi#XqEG$AViG&F>%2QWkb8!hWRBH6+2nHG}wZhcGJhar&0V#j5
zge`wcK^_zq7Wm3aUkAI(P3vG~NfG*pSsf&)Raj8W>Y%F$9gLP*VR}(6T3QOxS|G&c
zGFAugYGjyNlnWPg3rv^m>tIhs33`f*WvGQ@?m1CWj+s{6nXYR2P-Km7%5s>@J}oRn
z*j`zLa@62$A!~~>N^_Xa=aVJ+3kmzHO7OZs3R{ly|EwxyvI4o9Ti{8x5(~@nn0sFl
zaBsx@+`|qZ$7C?U!0oNXSe;tH)a3|`PZ%4M4mY7CzVp+xM>paV3NZa?HpaUXpHRiL
z{Ruig;d6I8ynZJMKPBd3kh2wT6lr`y6Gi>)Q6|FLEROalw8R`YO?!0YXpfm3?Ga$w
zAk!Yx>Ti#qx!Pj<(=4==iO^myMr3*c%G5RZKyxDg$4@fhCbYmjZ`Lo4QCMSLMghJ|
z$iX-l8^l#8u{1Rw<6Ufw7S?uT72`c8D<&&qeN1q)#;3_SXd@Lee(BfjB32LftPGzd
zWy4iqfjO@FFGzOe6{DYx6!r$$&&XI~oRc+{W);9sWC?Gf0P{2Qna#!I{>J7H2-&}E
zfalt!D8GFVWjF4^al&YrOQp!)zL)vA=dVkdEKnKW{=|GPK6wg`pN>KKy@x2faR(wl
zA1G!`LD7j*b%94Dph)PaJ!V?y;|X!g=1}JsLYbmJt{U%XgU?g4(MBRdJBbj#=CXA#
z+>Wh-PgAntVrhxl2H6yM<d>kYwTU`#u*R~iLih;<@Df^LVP-z_403;c{UZr%Xm73U
zA4h2V$FUF7nLheEP5=0@hb?|hDZsSHS@?wXk7aECNd8~Tj3-&>=g9Vt>7;**XZy#&
z3hwqW-p(3dWaOZYSctY_5!U6idKhNIw#m=Za~NBg<)p8N-wR97M=mw81rqExCM_HH
zE2^;F-I)n;tIcL<Yhlg=voyAP7-wUJiJJD%MkK=eLQQ*+vpV=Zi|D`--`MN7hu@1!
z(MKxfY!536ikP-Sf@$)qtFfi97#V66`pY>2y<}3@2WYcK*!g-u(YhJR^9oUvoR04E
zr@+cxfrBHzVt#&O?M{S#_C9(nnvUC>_QCh{4hSC77r(zTuI?FEmu<$|TNfei#sj2Y
zzlRQ!MnWKy;Lhg#oH|Hdu?bB!Ek?=B2PlrZ2e&Uq!9pfM=GJ}8&zo#sjLOtZB+gpO
ze9k+18g7$DqvXyb6kop!iN80z=S^b1uWgS$i@rkM(KDz_N`=tP8D4WHk~h@I-g%T$
zhOsg$OfAqECzP?{gdv(fdQw3i(?`F^SZPH`5&DW7HdY!bwr2WaayURsOA&snVEgES
zBGwMRD#?Mu+yYai`nI^QvV;lX;~FEJtSW`QrjLHCR$_ix9=g}lNAo>S$ogd?ynkJS
zvRn62cJnTrK8;}fa<0ZNd#_spWm+cE=COXc@Wg32e>R%&%cW7QUv`}}8HGB2*>m}K
zup2x8&xU;rb#X~u20?XEF=})I&l}5lk?+2#vCJDLH*r8jR4PL3BnY*aVAYdcl&Y#R
z%7?YRQP)%8CJ|u1<^|w*e|tp6<ze!j415}3&jfibjLF7l0owU#iAs&9IwxAkmsa6U
zK{@P&7Vt926g|<$9%JsOBg96+%pZSF$Y-(~f9THs&7<$7G5zBYP1*V9$DX!WlbDYw
z(V3XwZI7p=RapEi7oU2w@>*G1AlOP@FER@=*bB(_+yS+d+ba-pJRTt~GK9Lym@Isy
z%4&?#oR~W5*fVAW_WW1bQ=7lPl!|aSIRflND5y|l>GcdG7FA+QE4B}JkXSO8;fd{J
z6J1k|0J_PY-4L<o39~UL)KiXC7t`5wgb?;`9<}QUbF%pSKCEqh|4%Z)y{r)6AVxuj
z3QNzYAu+!aV?wp#@w_r6k_xJjra9gGakeJQmX!c59Gm3$wgXlMM?_ptL5RIZhQ}Hi
zd^Iv$BQjWGzGjoo_yBuEKF!1A+v)f;&;d`1tFSOS8=vW%BwM01kfEdsck(qd$b^k<
z-oW>I%H*~RMEsqA5QPk(3Mp3I$ztn3vk_#}U-5902{B)j`RMy=X$W_bBfwUKf=V@(
z-Xd+G3S)w`n^&fVC@}m)Ji55c(apmOe<l{;XnX-qy~DkRJh_!KBF-c-n@dBTWmt7D
zi*1ihH8Pw|U}Xqr*V(?mk&bYM3;{M88SZ8xvA7Cjn(42Z6;-LR_gMjc>iGNssL3G;
zM4XIAh(d}`7a3OF()a|;-!<w)JnIv>uxpp!Ur9r_s|*3QViZ)Wu=GYI>k~9Sq@+rX
z@2;d_P@o;-2T1mc8Rt_Nz4hV<l9=4W2@&U$5aK9BsFM_{9%i%k5XjCKN1aWCn@oWD
zp&A|B%0RfY6am&E6jZ6P^j;PcOR6wNqcdxv1-iP(@b&dHNG!~ljk4#{OR()p9+rf2
z>toWZ?uhu~F>{)Kn3ok+o=ao>l4jGy$lqh(ZY{$6H`x>JzyC7{;XYOfaFn2+T!kfP
zQjnNei80|Wb>sGlUET5H-^t89zV>3wIhhDIYa!m|2rQW#=7NYL&k*7&L#Ue^tFC9T
zb)fOHqYlTx%}R**uW9`9g;a#QYy2{?gRALm9kgcssDo6%T!z_1O!?(TBg5EE7&Y|(
z+P88;SZfcg*mMP@WmSlHw;fv#Q})5l#TpB~?8$sywDtn#E<cSOE8c~Vhb=O)i*?qz
z**-9@pbSZAg-FX}e-`_U-E>4wxi`!lIQgBX7`6Bs+BdaFSW^eA*dL413Kb&yu$l2j
zF1!jiM=2JJW!K&p{Qii!*WXpnY(zSKJq_FcNkHU8_5eo*8xeEq>A=zqF7{$H)tsJg
zq=OM{FlzQcXdmp1uoeoe*nS74<tjwH9mLA;&0owWy9E>3gDe(px{0}wSFvMZZ}_-b
zAw!cPQ7#oQda#xY@oIZ_e7WorBxF6s)e7fsreWLB7%ZLE#kl-|ff%*)2HFSOA*`t#
zRvdha(n>WVda`};$R#)6<{-v`2=+An1-oL=KG0U912v9EWn%m3Bt(9u&DJ*Uoj?p*
zcpY6@IO4U|PB?iZ6GyIP;LIZ9^6SPaCp12Zj8krEd{PUIPdcvgNnJHQ>2eyv-E@3X
z6o*f`oQ6S7G(M?7<CE+}=*6)qoG__}CnB~)Glw09`B-7)=@gV!Rbx~qb`#{t&CzhT
z6=D8BzXrYYAWZG)iQyX_p-X@bUTbQLKOg4d==~g=p3=rx2jQ-WI2^~eM|U|^UDLEj
zO~#8+he&%AVE*guT>Ja;DQtVRCu1cwmR?CmVqqo5v|;Zj{%romH1uy`3s<=iIpr#>
zxsi#~;wrowWN+Fh9M$*)S2<SQ$Y6C)>l2P>d_p&kPq?V#6Nn7g419t_z+4R-FHY*_
zj)>o5na%8B-o!7bvgL<s{PK=ixRdeXo4ybW%+bOiNZnS#j*oS}-*YFM*|_axE5iNs
zGE6=YhqqcfpqD|$n#LjnQ~r)vCfJMZn+(d|t|`C2rhGRO<?DRE=eDMNJ5Blf8=wQ8
zW#HQ<G={Mn?>>pl-}Y+eZys{2x}=%EwbRVs_B>(6IP-gJ=5MET=5OUHEWMD1#DYqU
zY0oi#(`4v+oKye&jnzR6`!3qY8Y@o`9jJA5@JOQr6Yrv>96IRbh2iTTqD!EyRtNWT
zaeAt;4j4VW-v*=Ro??O{!h)T#;`h63A3dNsE5q!6;N~pDg3sB#4U4wi!rV32uw#BN
z(|vS^8@^m|S*MRq#kOOySURP%u?}AMK*Y8fwmlL%IFpLf%4&@2z>Ysh{uaZw$G7}U
zv`38&G~bgzl~)67@YTU*kO(Z`Z7;&Pr-j&dJrhd?`E%-E(rfOB*iL+c9AVzpSa~+Z
zSO!uL1AJdhhC|OF5t_r>u2zODEE(u$TnDY45plY<Jxa0ao@U;lX<wuMA?;Cs`I>h1
zeUwgnB=d&bn)cY7qdmqI;HORvm^-y`M#Mjf2yvFObI7|I88puv^|wX_&9lD0o{n%A
z9iLDugU+6ZX>Ao4{%1V8xXIDYU5-DK$Q-f|rv^5uzaBhw>VfgintIqqY~dyAL13=6
zg{Uknd7GmiS~(%&Y!X`!Wd3$PoArxLH1oGJn)zFp#xLH?K)6C@{&rV0e`}^Qe{+@L
z>uYI{Sen6Gt}}l#;UoF(pZIPIjYS5&`-c~q$8(R>EIGz%IdGC&!plyK`{|{aeBc@0
zYT<xhCW0g;z2Sq1$oou&r7(XRtUR8;%%4VeV{LcjFZbYXFT(uynnEnJKnsIlNL!gk
z2A%KoN~(~QQ-L&1hOF2$w*PRk6){(1>YErD1_ff&5}i5Zfv4;|x|e1S`BM}VB(-3)
zW)8VC2JM^J!QWNJ&ZDC;u>BO7L$+mpUQ({Yx7#1#ozCt|MzFZ_Qhc@XK9l{ccL?{s
zzexjp5wYqXTMvP@Sa~#_kzrJKc6>N;<z2QOMl@qSFWmQ(x!2!?mEpv#ENnlQiq+#-
z8Lg!Pyc%qeueQcOBC>$DlLY4;=3(2}R4j>TZmffm?J#QQpX@xor3+SUyUp&~8yL)%
zKjS1jkDtuyaM6Y+%>CsGb}a4-A2(}cWb4#}X8m?rM0*UIdJJ7cJn&kWCr(~Wz>%}h
zaAxyh?s|v_!>F&0GQoq)-odR=273pOX!Z`WfodeH-`tfKuw&T(__#N4@1Vc}E>7Hg
z2PY41hEWTypnX#Zgf(}-ioG!?txzMPFY7->&c6&dM+p{u%+~XQ9S@j${oOR{DOc05
z{jYdLP7Y&!PVD%{?GG@ZlLuTK#K<YE#Oi~Ok(ynG!QHg)ob_aQw;4t)x{CHq>=D+?
z9xL`eW^J*zpU#?&1PjKt)~@L^vDe6;#_?<E*#0+J(`o-wYdU<}A)|xgEimf)^Jw49
z5n;hjSh4c~tAjV$F~!Jl&%w<}iUkuwSsiS>i}uYO;qPw6*2CpwY(M!FkzZ;L4$Uj9
zL{er6(li+)W0TnZ#v}-iE1T%#xBW3{`E9fhut8W8JFGbLjJ1Ux?ApP|Ww+RMrIGA9
z*MdDyn0xDd!i`L9Ka+yUPgvWnrKn7aJ(tq3WDMJ`Oi`zU=8gypa>9yT4_O_&5vb9@
zS-3gLbaZfs(U-r6H525==-|YYIvp@;yhB^y$1Qgd=xM_Q0M1!=lUW~pyQ@xmcwJlQ
z?~90^?=iuNj4d3AM`@)Bqh8ms1qTu4f52f2s%o6Lsj-ERwV5pUTuz6RwGdv865LNJ
z#^jBU@K%@ty)^4Sjm;J*6bgkx(S-*5QFw!7zav3mr%s)!3xInbSy@?Fy?QlTwQ7Yc
zSFS*+b1HpCMg|k`_phK*sqp>x-!lPhBuk!dARoyrxOnkmz58u!Z0h9Vf@H2U<i{U>
zWCHpwT)2SFo%JX4Bsh-*{56D5ojPI5mMu7Q<_wcX??tE$e&mv`R+qZ>z3BafE?v6d
z#EBCqFE7WnYuA|Ug^`hwc;k&X@ZiA%CM#g={XhTwGd}z5Gw{XGH-eCzSH=YKkwt(u
z%@xe)I|@hkg+)?Yk=`j>YyY@~Dy15OKiA(3J?HbznD<53my;n>ft+F`<{f&5jG`*E
z@wCG6iLIf~oM@e#S7CI@M}3eJK<=fK;I}L3C@53G%~ph-LH79WZ9j+v#wXUl>uiM_
zr5ZmZ<|4C7jaG6Y4zzHGLUVF^a-~YId=Iez2V1(~>$n_rxS7Okq$GhoQ*<_mg;<I4
zN02M##^+*TVjjH3mRRKPgrN%V4FH2(tQi@;dzORDN;O(piEyZ`2NarYL&+6NJsCX3
z0vvAZfiE9tA@o`TBg3bjc9`m;eYu`msltc%(~zgEhNI8|ooppI7wQEkgA?fqgY4zV
zRjIKcJs(+06<SC{*c0FaX90U}N|j14Ev|>q5_<z&@l8rDy5yuXK{w-^tuawytCu<J
z`_w$7DOIquut0x18D_cJGuc_V7$A`{8~&FT7a?1%Mvy>&Z4Qob(gX>ls#ON(@&R!w
zC8DaTu*2T?R3~D$(JCeO=9QtSx|-SeOg1e~v$BTBgbZ)Vq{vmP@l$>wBSWxIh#d+i
ztqdx)QF`E~N+qsWR^bnY@g$g>B=}UR!k&^`<f+xLvoJ?%p%4dLozYZie9~NhjSk3$
z<LqiRnhONjYS#cAD66ndZma_fjSlt|usR?c;E4{V$W80uO)-%{jTNPZ$RRRV3bEPN
z367eL(dlYq9XwMhaYI>!t+vKGsO4xS8*tWNRR5{9eT6dQ*QoJJc>!{2)M#cQ#9EoN
zw)|>+TO`D*mAIv@#5yr|Ky7x78jH*Gkz1pNlbHnu2;~?r=034W>l0M?A)(eMh;Xo_
z)+eM?5E*o`@`wdE)Y2Va#bqP>Mk3oDiBIs-wnwu0bZ4*|=EUb<L1G?!BmyiBaKbPS
zpD@Tyr#-4P?a^PSJt_@+l5Ts9(X>Y=j`o<Q(;jW>Z;$UdvVL)Xavn03Dzub|u&=or
zoNIMZrSFqGL;~z@?uHo&Ip}n^2(Cg4eBxq*$?p0uFU}N}Be_b251hGup)LdM<j7H1
zV_^o-gPPI9ZeInQ1)BC?;FkzbDynd`v=V#$xL=xl;bg-EN=-@0MWMPH;W80+`?)~O
zkx_+je?TbQe+-t64p7XT0!xJ>D(*)k{+&@!WwV<L1s-mCS(7ps|H6#fTxL&&z|{q+
zoLm&0JdKR+*q{r7q-{(1AKzK`*=@mW=HI*>dy(?Vbp1N8kukQoC`(fZVj*_<D46VU
zwS9x31wE});#yfH_V{qWF!|iknhExrl9t2RWw=z#Jd>*q2=6MakzJ+6_d5OK!8WG*
zM-QF;F-+4xPVlnBRBxUBu|kEB4|MuR8wt*~=k6Z~Z(GY4TUeY^fGlDQA|d|paIVus
zDru93dZ<$3T6raQdl>trbd?%^mas1vUr*GYkVn|>slY1+**qIVJ-j6+I;h5C(jHW-
z4t{rWhLfdkdoVN7!S#wt>~t~F9;%esQ(UTP4;E-665^n%0!=xx)w#8Afl+6-)qU>0
zd?xenoh|!uC}IZWu1>J=(w-bykdVRz_w`;r1K|@tL{Ulx4v(FMxW6ve-Scqw2}qsn
z(e1l0Aa`*>#+_*F=rb0jS=!U;bjjIs90DhMc+H&%p^Fnr??&Unn`5BV+%NJZ?NNI=
zY0~^iragLpI~hWE1(ex&$UAl#iL;m0-6L{$LDTKaAaJl_eqMCx2JUtq3{{T)iJOLF
zrDY{LV<mg-I3Z1KY>TzygzZ))#tBL#_LghMN?nAe$4dP~Y#+Uf^wDIDU?IdhtLOL8
zH&vC`U}d6@u2y4FMLu$?)y#9=63X$3#HP`X6Y}>FziiJ0?Fkf)D8CntrvpbpmBspH
zp{JW(X2<kJtY3DWJq1EH;+ON7V866)m(<<k^w9^*zfDeReKR3p+;rsaU;|1U(|D2Z
zzNxXy8-{q=AiGk9d5^M?QK3R>8!?V`_J%^t_9aPWq<_->uBTLh<6XQl^=<~*{v8K*
zi6uS{aKM+%wDR1@t3Z$Q+7ooA-DB4vKJ>Q5rcnLONrPS4{_(pf*~q9=qqVgNN7{R8
z`^R#nUR&^#2ynE$C#J__qWz_Krhoj*+YZxA9Lm!WhBS9TcDV}kE~X-*REgHkQXCuH
z1PaY5_en)ndVO?$g&O1kOknP{6I(D@HZHv196^qfmn*-uBeF}CnD=)QGK!UG?Iy#q
z(LqpXHtr-9RO**suEO~JPnmn|B$jCBF2jXSS|CU#tHzN>`53eJY2D}d{&>v%JG;9F
z=JxbzbaueV;H8n_fkp;fF^+Zh(UC#F9z3N&9PjFbsdv)R_RpuR41q)jZGU|uzZ^Zz
z>d0`HUHAIX#}=EyJR04+f$#N{Ax-Srws19#Z3|8k9D6Ge3QdqwQZcCmtpNFzYK%Xf
zsBH_*Qd}6^3_&`93UB+{A@Vgf7Tw6eq;tt=YA42?e*WleB7^3T06Sz?s4y=o9T{aR
zw04x>*c<*jG7z6&Aj7#N=3YCI1(W6C!oVg7ve$2qyPoEw1~nKK@cff|hcvZEc9{zE
zE~g=*jOam%V}k;<KB3s4O;)Nf{_jNQUPcDu6NWdh(*x<B?&p+a+oN1&Q!Cko-_zR~
z-*$3`$kKSsI>cY2gIgLMI7o1;kDpctB?dmJN{#UsleIc<l;T4FKm^%o$Kt=g?t^cl
z((&QhB;-}9m`$VKw|B)j6DQ0MZR>=b5+&xHOk&qJ-DNobaf>>?l$=j=pi>X!DvaCx
zl)2YVYKe9pa$NkP6@px}erfva?#yPx@q3;!n;AR%S~Jfi8x4(g5ahtt!Fi2eR!DJd
zXj3TUx_()w{0bGuACK4Aq9xk7NO9rAAOtzRoL_D%G7NpQC9-qNFn8H$WaN~fO>-BV
z*fIhNr`omdLcL4_Yqv+Cs!EN)6L#r6XU@cKm^X=iZ*%ycSd5;2pzdeGKi^|?PhI)1
zc_F*75_7jaKt_HA+W6bz#DZ6$(AZW|R+(P;WW&;@t8OACyPVnZ(#+Ee+rI9=Jm;l#
z(5DHq^UE<e@*1=GvQ1MboQNC%g=P~~Qbvis4))w<PTU?m^@P3-#)o0vC*jQh|5(%;
zGgn^02Q&UcUQq?JY4eBAI%53b7RKej>cQ$@`y*uJRicf*4NiRjioOnX+9TO8^y%t5
zNXaROM5xih^ibwGwG4d49cw;oi-o&mF>&o(H1)8;-dW-3tO?dJWJoiOPr9Vzlit<w
zNktq!=}!)y<Y?fN9_sicA8UO33b#*U^w8cJImK0&cO;(m2_AAB|Gd>pzw==9(AEi&
z?=``qlS!Dg`ze|#B-rzD3v>=JK45J~FlmoU%sZE&ZI8p7Y1?CArSVwpm`;0imEppu
zU<5fy>)yG<=9XjIzHH=_shEQr+Plecc4QEOHTQ6i7fC%_&>1fhpCGHpC!8?w2_FQ#
z^mtM0mlHL9S&rl5f(`ugi#?M(XWF4>$ShVe8CgfPcgCz<UX50Uq3tx~A5YZU;rL*!
z9lmV&2X)F1b;hjT_2{4x$iTNxXbfXD-hEOl&HU{j&HT+(hGP-+%-@JVIAAb;8*eaw
zi_XWGeLC~EotpXE>mHcf!;AY}G_l3QIy(45R|ooIwFc|p{iaxSG7*z@Jwa226nn-6
zbLxPRp?4tLN3XetjNCG`Y3hg*zr3l_M;9CP(GS=@diqJd=gj#y6!XTjo7w+Z&<itv
zzKRdN`CHpZf7$`#-!<OIJT%0a)xog@WE5+B(x)x|B|G?ibP#49dWI2OqmfspVgkK>
zc+&^tJ9B3w(#nvim0>~)1E26>Li`@l95WBcW5m`NRt7uMG7Jf{XWQd-(jJv;dwes%
z^t^$z$FoUVe?Z#fpr*#{@rkBAY7QK!4@QP^jSRJO$o>Hab4UXj&LnB)kVJ-e^<{Y5
z-xiVGJhA9zCMKQN%pv>wnVdroZRc$4n?Ly%>tR%L%sdj05x?ow!y6{*fz02C4sPho
z-}==ve<M0LZ!mv*%V7T2-3Q-XPsfL+b>?rO^~~RR?w|N>3ynnvzWaw4oyRxW4h|cP
z)q1i)DqIZh<cgf4D$Lvc1Q`XDXyapz<1^Yrp$W`O&Mk+DS9c~kd?O2E);y^D{N74-
zAKsjI{V{iNV591r7#UvmWap6E9<lRiKO3C*p|imp(qJC_%WeHR<d<X)=~*{-xgTGM
z-~LHLL1`7->?P<K;*9S<42DR^eR%cI&Tecy?0k%j{3^8ZwZic^VcL4gE;pFRs`1&n
zhe*k-U}bQZ;kQYxndj8<`_#6WxjhCWmft~MiINF$`Qg1L7|-DshW2fW?7VU&h%Y0j
z3~ib@F`4@mj%+Y#QhKrezP(-d*nNAG^$!r8Gob_KeaZ%B4(t(tHFLXT;rb{{TyO?W
zeeAJ!MSpY-aj$>x;HnFny@Sp;v2low3`P33@W*Y<-oXR<GJHn%4ssvPQy)WL_d#|+
zCFX9vi;TPqv<a}oiN&u$q3Q3EGE4RCpj?Gdmq#(#8=3VKFKcZ3rW5m=x;bo85#Igt
zJQM8aU@byuGY6dixfg<cO^nr;HJu8~-Ev>Mrn9gc6q?MCNm)b&gY}G6H}uzZW^{b%
zH66a~kddK>AF}f+Fn7aEWaO5kO`ro#EbpyT5Bh6Lr4>qi`qO2kWR<cy@V3RadEJ=j
z)N=S@B1Zpkq3-kW*=Lx4=ZtBKd1Kod%h1Ig*@ab@yCW7E`ITtnXN?ozcF_6+Mi06&
zsPO5U`$);v_yi9*woPrvJV%$E=Tn)a1;e}6e?Y^~p8m)#sKDIyw^+Z(=%A1Ox|*Ra
z5*=g{9ay57w+*X<p4tO2z8uktk#pR_izq0mLg!WroLJEZV$C}YleX~3V`LO)Y+<&J
zE#&C;4J1(fv-JkHFj3zYh%TpXjz(r-C0uPq7}3oGvjzt=3R_Igt*Ez7C=?2XLNTi$
zyN)On9(elnDVjBF20J@DJbLtq$*5-v5+Fyi_|;~sn=)kzlZj84J$v?G$dDm;_0?CI
zK*CzOb?b(6=gu)3><l4U@V0K<ium|=`1trRfomk#Z_uDY*tbuAV_{TO6vD#7;O*^=
zgoK1TxomB1nZUKg#6*b2+6A@h>S{D^-kiyNM}qQ*90c+=XJ=<4H&=fnZCP0vBLn$a
ztvvOSpP$djQdL!j`}glNnF6_})!E3ABbfj}!nSSO@ZpCa;*(E4VS?~<Nls2?g7Lh(
zybu=`_fq$pf&^2}nKK7#*RI95apQ3P`gJB7;Ct`AhaEe1;J-miN(z%5l8|)%GkCZ@
zf8*4Df||2eaoze&gcWgTFZpk9rKmgF9Aa&PFYXSEK)YjGc`Ls>Pl*RZN2A5AO}xo)
z_w5J-to@a@@-2jBcs%xFG}*9@HyL6gK8D{K{&YZy`(zw^R`aKW@+xzrO&klil^b}I
zp<wnnv^~tPPq^9dL$uh*UweG?-Wasn&t|3Ni#u<PLhv6Oc`N_^;L*JL1Hyw3$3d~2
zzqUXqm^l_fJNT2~@#v4ymdE~)5Y_zyG~3Fb4q`@q#A_W89u6CWrkmFDD#KsH#v^_{
zf4({Nn~|_y#IIje%^3-Q9>)o>ACH5_&-~hA^5^`H5eO-te*~vx{Pj<TUykN|y!iOz
z@x1m=dDF-6I&UDP%={FgXSeez!}ZSZBjn_7yp?}z$Y_Mdut5%d5!G@iLR0tiSH8SI
z?{*N??E{3K-@#w`UEfFW4*q;1;r@`(ysoDZ?hGA+(EIuULjO&oS`0zxE&X8e|GEsJ
z!x8#$H-F^^4?*aa-+3#ak>Rxu5SDq6R~fF`4M6A<Hq$O2L<PRfYx#@}Jw8LYuQpKm
zzs<FHAB0yQ<E?x~hUy*&SKQ-QhQuZa7o6d*{Im`TjpolM5u(};M_9oT-papj+aIA1
zc-Dd6I|zNuvrlL_6k%EX`R41+Z}VC{BZJ~?gk|%n1C*U*TO3Q*wiDbXxH|;5;O-J6
zI6;ED4DRke5Q0O1Ku93CySo$I-Q5{vczf^n`2qX>)N{;qPgR$6uT{0Kb1?*rSea99
zdyxA}YF<+z#Xp8NToDm9`*;3Pr8Y=wi=H$m-v@mU#nSEvQTVU!i-ZZSZk9dUEjnP`
zh3(g&MZQHE5$LTz`@x6h6FC6U&&o$?8!!SYowK%IM_w+}9{wpu>g9p5WElzi#K5Jp
z(M0YA0@uSnoRa{1mgk<>MS?>WX!Yk8YhvN^7k@(Sb`7y3#DLxx^r2}*4zwc*vpX!q
zI=fBpxJu5XT)CoH8@4ik?+w5C_4;}E(@avJzT2j^GGh%-H|s-9xZM%?^D$+INcS)%
z&~5HDYpn~^$QyUi1Etk3_L!J2p$v?#fj?TnFPSx{2CUXlHpLzVoj+LL`^a@azVyE$
zuzMk(gkPQ0P*T1z3V_hLxVTI<fQ;w|#}Z>=P+0Wq(XRK#%tVvl@OAHwq-6vNu8xEH
z<A`3Xm1qlcrK!8h^c&LO2(NB5Pl&y)90a@zlMg{th!E>}(~C~R3q+emBz6P~pKta=
zx~~_{+A3x7#v|X^y{G+j^(!~PGz23W>bTZA<ZUD&5j^DyYP-cx&T#??^l?ed8w6k}
zF+*<hAyh_p0bl)-W^$<Nh+ynsX%ybjAwN8AgT;W2&`TKhVzYOp3i+S@eX9MJ!!x_M
zR0w11RS%{ZN3h9A8oS(dk@Dr^aYcblEIt+zoYI>OU_r0Pyqo48TmG)ibIm()sC~ZO
z-`DMYEeDxe$miz$_3OSxx-a?O-d;L~2@Fo_e6zdV&G|ZojEoGw^A;S=@BO_Z<r;&L
z?r>D+qZ!80OdeDq(V6sey#qEGS^V|@xBx)XKL8<dH)jmNp*t-A&V{=xg!UocoEAX)
zT2#L|vSjchr~UXvK>-=ZP3}g53lbg{#zBM_y=H1^>I8lEmd&NDEXTjPzCE5dd$`yf
zy_br_u;5~O=bzju@h*xFz-y+p2Leb=CGDPa!<O#(`7{WL0v6pA&JY5>(?(~ruR`Uz
zT}4}jNl%1HUksl0d^s78TgJC<y>J*`Ddo#IB!IBM|I(QMH2dx=pLHiixQ=`f+0e%Q
zn(w*ESSF8>6LFKgCEvT1`4&%*w6t`d9GKj_qsC$c|DRWdMBqPbrobbc!(teh{=fks
ziUK1F6`v&t5Wr}t0Ax^H6nLBi*=n?}#?n$z*|gh~L)s7fxq)0)$$2duuTYX-s=2%<
z559n|n@C`PA{TtR+#to2!WEo=h(X%vx$b}8eFZG)rVMp9_}tnSwF3On_#qW}t}7nU
z8ma5vsEM0y7FktlS14jnUtc)H_x^l+;u&M=_++t$$Z*bb(>LQu46=h$^bEX3IEfzR
z>BZGmxdDf1XDB)2O}C!B_y$lQkr2Pv1!c0#WOsMS6f-iR-~FnmkuJkOuh;+BcEhhS
zK-2wH6R)0jSZS=1xF6niVfkDg)`UhCY!NY&#tDYIP5Mai6&(y$lr)kU76v!IpJ-g4
zBjic!uL?6KpO;5P`;n@Nm|9f|2?@!#nzsGDVY8b_dEosE?Wbe|^uF<NjP<}*5m&YU
zJUu?WfBlnw&HCm)-^2giE%Alif4u4cyFjs^^DF4>|4^@QukfRz3$c>k*jf3{Ad~Ti
zH~&LR|6Axk!}Py)&Ht}uJWS>$_<y_Pn`{u>I?O*41ElNyX3nD(*D%=|0jpRo`7=g4
zM{-7&`Y33nAw$3`MMCRKJTcD`J1G6FCH_Nh5kgS&Qk)Ty?VFTLF`{owt}`>~oUd2m
zL{&21!65)gH?%3J!{@j5y!hv$y|QOLq7p?&vP2oe@JJ`~J7(?&xJx1BrY~xt*&nuY
z9)cId9qkz(3Tq1lwzeRDB8Ov$&5JH{5W`{=xeE)g?P3!wc`j;pK-pKN{b*{!cgkVo
zwt1yr#fWT;`;Q5OKN&hi#4tf8?5MZt+JBcLyb5x_j(X$fH%G(~LF!~Iiiu^MpT|s)
zwH#&!eMi@ge-`P6A4Sq_;DPX*D$*Oa{^<Qq^vyLQ)2!2=x@Q9mS{Fz@ZZlmdD7&N2
zXbG2FRH|2wM_2qEnfb(UahyE!R`Ht=`%Z-)ADt~1Qx|ie?Tql&B740Wtg3hRVDs;{
z?e3GIXqpe%E$MGlg*zNId0~h~y;8fn(Xg&tCk+ZE$J(f&!=M6~u;+vf6UR9ub4sB%
zqfpNghQuw_(bs>E;d`$wyYr8`vTB%q4RWqff^W7Z5Z2egRR*32Xf$IkC^wIY{ql1_
z!DQEKBbr~@y6z*w+t+gvFaOO+!aa}@1m;39oM@EAYv!%@eZLhX9=_eZ(^KEroYFVt
z!S5|1)Lpz^5e6_R;)!g((+BJHcK!C&>#RT{SDYz)xu1WsL-G2u{R<ctiUk9uMG@yj
zxWG_+zL!@}_$S8t`c=x8dh_I@6a0vioXGARZs;v2whKGh;1sN^&Gk_DX%l(b9%}w6
zRlA^f8uiK?N?+DT{w0x){;JtSV`~@P`&}RxuCI?&W~UJ(jEe#!zXeGSh7;C)^p?1Z
z6Vun^yNyt$?-0%JT!fvoc^>+-bA<dyGk~BfW+h5>t4hS@Vx64%xy>YJyn)q6@;OdS
zMDx-2dWjD!M!1d2YuHHSH>?QNRuu*kUi%tW|K%}`{JQawnaDSIuly6_j?=03VnkZu
zCCR2-zKR#_{O<W!PyN!XeH{dgAc6{yNkaSJhtU2>xoc5vm)kA(Gxfdwo@3H_k8IPl
zv|)XS_nc#Ef(|m>_qEnx@nM3#%Riwd;vikC3%ghu^0i9ltqJ^V3&+Y`Z^J*GL!t9c
zs2M#=dxb%&D7arLnKvddkRZH{l_R^Vn2<a2%Izlds}~p(hF$hIyd6p~Lgts+qBK(R
zuqVBJfbql>nj^y&xT~|!UH+}(9z70iCr6G7>>nC0bizaujPX#8$jrB(WpSa?J{dlL
zMG^{(gNZ@o{2)Uc;=tXJ6=R*jf9$-wvq}w%D<e$d$De*l%qJz@bHNK_9+FUup}~sk
zU_+t_GoE17lW)RLaNO`GG2S=Gg&?NQMTUju>vg`JOZ!;!vu@8<+MNcG4>5Pvhuwke
zoedbhg@Ie%7>sV=IZ+(~<^ezPP7-_cfwF9czE})K(wywzwWdrAeqxKv3G0yZx*oBp
z<lYC71t&>ZAPS8L2UvVs>c&`nPQhe=&VOSnHL)5u^DXrV%Zb@<?^?-ty~V9A(zskt
zqhfA&15$nth6K8}a0v?wLyx&WJ**A{7;eJow8M5XzW$O2Y{S%{M~5RmC|@3V2rxt^
z{_^G_kvl$Td+Ga|i2Z0qp!#4V_OO*%DkiC751+f@V@50ay4J4`fjI9*k#pjYH8^Z2
zM?{{-OKdb7c{8uCbfbX>0^;aN<}T@_+<FHtK92!o^Z}Wo=X(FPHN{BVCb*Q*Y@^kl
zCXmbT9(##=5k|CW(UVs1Y_(S(a*rTG`G5&M3UUe@wEnO<n#(Fme2IO2%IWavRlC%Z
z0XPr$M9AP=$T0~QJy@o*;`tUm?5RLB_|z1-WHuD1=A=JlM1}=q(m=xa_%Qu8_y&Cr
z;I&{17$wL)`vp89+&9r|beU1)+&~7L47(~=ivl?D6Fx#tb6tuOHnk!`4hy{NLi>$T
zdnq2SR^)yukwxMQL2hI3*P_Lzm7f<SpL;K@UkL(Tb-Tv`Xs~^35J9^}ww!Qd^;gFP
zX0i#pS_taxs1u@$zI*(&0=<Ak5!eeP4_ocihs?vS$qWvycQUAn$mZQjK#w-hmJ6_a
zJcJ&0`m=x!+n8T0qHMWw^Y<awv1&Q%atAg6PZ7WIxv|bBj4lrA_*KKQjJ5#B2w~R_
z$<ueR0&U_Mn@x1W2-1{~<lju-*WG&ESQBd$nCKkzkAu^?CUL<1{Wu?j6}C&dRrY+G
z0J_u*$U$q0gfOq0ys6mb<{DfB{4l6JC)0&t*xLRC1qWB_m1uWN!WH0I*ocJ{UGJy;
zFhHa(-GY1AX}<jgI7YyW2yl$BQ$67PTvqGFy05%aB^EFNC+ws^A5G?<VD+D2izP^E
z;w^lKeh2H7BQ*~J^o0xqZ(HjlkMH91M3!2IfEi$>Pif#u62?I{@sd1i9M-b35BxC^
zE4HI^@IQ5r5u#ezqJR$T+>19Nc0_s`enggRoHv6GtJ;P*O=<n>Apv6qVi905h$+(u
zS$|G3TE*GK0DA#`CRH1JceoXVxub;S^%}w1D6HtJ0i24p%ZZe4^ZFtx7!Jr^fCuxi
zt2La!(!YwB|G|=(3=;c4gXX^;h~IwL_@8ZxH|YP?@xPV<SRX&Jjfegx6KVJr&eD>D
zn{QhmW%!k@q`2+50zg6iFP0-<kNri;dmH#a+GQVL{xQt1UI7-g<-uGT39*pX#CHqx
z96k{F`j3AMssC!UwMxN4-@mSZ($kB9T<;eEg8IafU94#7i;D~KG&VyHvwpPRzP`;@
zVp?l3TrbZJ^;@_9{^$QVI`pZ2sN(t0LhsqwWcSB&oX^)p;NajkLNP^yLPKEz-}#@_
zCKiK6EGQH@dK(z6Rv=4caU=wI31@3<u}L&?-2(%1=T;H9jObRkMclgYAbecaC{u!i
zuz&V2rF4ai#(gRJ3r)_pdK$gik)wy2bnjM;m5Ar1&cAz$k#%`~OgQqN{~#WG@Nqrk
z8`YI9Lh2VKDOm+Py{5s+D`ko>Z(ZlLmRoK7{*!r3Q@qca`EFkj_g)p<c`RR(<C4MG
zmn;?Ucui5=?i&Dj-<nemzKf`<gSu!c-44~i@gvx&Jf5<@<9iER;T3uIM8~@FM@@Ga
z|7_A#^?ofHKiH<_Yrg;WU@#i+HFTo&q_Qxh#)gb`$K<mCITw?bwFPT;j4?sj;w*d5
zNxD7h=zCN1i&Uh_5Awn7DB2Nq$dCsfPKxMV#XZ+VgRsxaq*DWny0YE<t<=(cc+?+%
z%2vupLD(>?8L*w#o;*wi+0wL#{nw@FyUxF$?7hmxDpu9y5#BSEBvzF7GaBjC;<}1e
zq_XzW>FOKA+1C+|g~RxP>>}%_&jfw>m{E0@|HQQi8nX0*R1##@19Q^Ar$2wDTiJzH
zX|L4FEEs6U@r0M6Nk~!!I91B%V>hgv7g}v9{;VQz{@A-v<YWr%pzXklR2)ex(w4GD
zsKrIOtjj@P%JAB&uQn}ZXO{H<N@NXBx3h?ygE{kEADQUp`RNQ<4KuZ`wHUddP~3Z7
ztuW_((6t<c)R5uzE$Dvf9h@9hk6Kh0s^y~UiRxA|&><SRC=riypDS%ko6|J2v3Uzs
zOD)K2CML(nC#0(HcH;CD;Scx#Gmaw`^0OOx_r4%W(4TzRaV?ZFn_jxp<m3s<r%@s$
zD>5XMAxRX(Y5U=h%9jooI6b0P85PL@FN#7GBV6uP*1r@GpTwBYG5iz3Q5%gTSq21l
zTyMELy>Eeo^fE-TR`E|F`;#u*-AVaj>@n;dzNp|7zwzvD@;`kXl`K_c7f)4>$5*Gq
z_Z6a+X5%$%SB$4nzXEcd;X;^rgu`K2E<D89^@*-s-IdYt3-`=CRXDGe2=d|ATx+}C
z_=M=KzsI5r$UM+}+{U4mWO4HpkNUQZfgr3r@bfQ9!MU%VLgn;CI3!RRxY`omSl^Ko
zWp)-RIl8j92OCNqJk(+5D#1yO8gsO?4Oa26w(AC?DGv3fpa6O$JhPT8?r%Iiy5IDJ
zG%WDsHA{>g923~ovD=+1!()G16gYs7xlsu92WJ+#RYg@M>cY>HqglUI)>FPS&TlAa
zXD!?@(Q)LgF45KZS|3^}WW@@sEdGHd&`Y6<bQwQNUdGboeqo}9@Pq$ZLMIrmL$3-N
zBy45#S(J^D`ICW0{2dH-d(u+RKzA*fJtJdR1rSRj9&~<kGO0bd%7;epFNNp1UO79}
z2ue?yxI=e!I65c6-4+X4-l@WB=Fh+R^5GqQVB}YlqL;5D`vn_Um%dou%@P^O;1yVg
zqz}ix1Um|2musCbpw5DS1J~lhY{Xnd&%wi{_Vl-(3S>1<sVo&wrv6HcVAX5kn&@b8
z{{1ss$-^zjo{yW{>w$GRa~Uf-ZL@;tlyQR%hr;k}6)bx-15(oiV`Phw!S93DA}5m{
z_WX7z_=CR*=#laJ-;ihbw__$X2wgV`KO+Cde-8Q4G43onahrU<Df+V>!xW3}Q0SX<
z2HW~6sybp1)s;&q69a|7lPdLQ7M=U9?--Qyi);JjQ%-d{|BCHm<hAz~!=-}h8%`%w
zo43q-RwsVGFs7I}lKx&D#1U&F?GYMIlrdkYouQFDjV-r9Ya;nLYi8e>{|Q7{CCq+!
z_AQiI<%1{{fy>{Q*d^DPd(bcMMEy`2=T&$-SmGVJnX-WA*V0M|$+Y!KukpX(!12GK
zNRe4kFRsfXGL3w6sH(<laksDfB_5$*svk8vYV??)LIDnvG>bLQPW(^@bq=}yg&kK`
zRi7UD49p=xIUyCNj5}m|#G8o5Xo?bMrcXY%`0AGIlDo+dvY!LYD*v$rJBV(ku8$52
zA^~|2=<m%`0KgTi0JsZ$<^)?-T-xf@W<O=fF_4ln&I(Y6yjVpj<WLopDl7-=u2;z>
zr)7tqTXhZNA&1`lKq3^<6k^t&k}OW1;zBqRD+ao8gOWMUU!_F03qRm&(?%068-5nj
z{i+ibYQFZvbf2|M+I-D4*5h_`b1qTfg!@In{<p)6*`7evl0d1>DXBKM9No1}kH86E
zaM6Bc64<rsgCGgfE>mqaj+sRiNjK@wqLB)9v%6I^Qh7GXFDb-pTyInBU1h{PkJAG7
zik?k9$d!R@&w`v&<?#YUdW#JgfqP+}NJM>1AfaRJ^}&&C_LYYWD(8LUz8DoO5jXoN
zW2YG1uDjV@ITxp;Kn6MYwMZcCbEbAs$`It_S(&Z(U7%HMLwVrnvx6TS#=h-7DE2vL
za``(MH_l%st#q>7(2i?GHEly!v8p$ASxl4T!w*eK_tjN59`szp->i4vcMX?+N7As)
z{W&ssU=Sye^7}q#up8}XZtd(7n_vYgH`}jGKRr&(S@Fa+!j`AUu928!@;TZ)GjD)<
zIM|$;f;5uF{2c(7nAaTZX=S>X?V;T4>dpJ4#(oCZTxK+orSe+M`!(vy9Z_j%U~*9f
zP~UduR|pbm+5#!lV|xV5&(zUXlj!gvHpf)_OymkFOa<#tgR=-D&p9Nk&BQc41@<g$
zX?>4azR21hZgS~0$ogK{v7GzK@eWi!+*kMC{Uqit`0M;WAFC;a=|K<q@^d9lKab}Q
z+p7XwYX2T(fn>OLy=kfaaSTV~{zKnW27hA7Wvn{TDef|2I`wTi6Ks8d(@9r`+2wq~
zQJ%hBcIyj@CTm1kdFwvXrj-Hm6771IvJUbnw5iYhiL!ILv-Tpjnt8dX%st%$0{rRP
zVd-C)<VVLQr@q9%ca2-yS~LghwcVnmmbL`NoxH1cJPXlUzmwA?Q62Z4f5i@Wcyip7
zu&2KkDEuiD@LZj?_F^t#c2*r&xd|qD|DI`p`LqoivaOGFvs)fHi)dP9ZuNodYIsVp
z6XQ?2HJAg(z5dnj9lm{F)UV>c(M*rL7M>zBhY0Mp=cBWX1_-%Fj*7I42V+<&K9Y?o
zn4-U4)(h*Nn}{f&Ba|)+L{0Mxw=7H0WOj5OYi>APAJO;BY<W}8>*7P&tVAMrK=#7o
z0ra5Jz_0CudVEzrSkW+^QVj9L@RGiDCC<V0HlIPangO548_)U_6swh6FQdzi=tyQD
z-xVVE<MKmU*lchXUQz2Z9F31l$2n2Q7Q!5vZ-hl|ZC9a$veFUdl`LRQDagr2zbnI4
zFFiR8<?uYaYq@pg?I-oNTp_m#oArm@8K8KG4a>Nw;e`QsJOE*GU*S!?(hJ<enU&cg
zneyufW!Es<?F}Yp6QOHnK_KC;QwkOukTdkGJK-#SZf-$L?#oE$-;XwWWUZUA9GEzQ
zjXB|*h~J4iTr+UW{r6pBT3s1CYy8H92*gN6&krrGa!_fcG=YlE6-Tz;&h+Hi#|ez8
zVXhy{^ep0@1pL;(EYI}exb&3yuG;feV`%VwiKHDMnQ1=;bL2k05Sr|dv9xy3A;9Vh
zZgdWGxv!^bmT+!=62@4akZ>$UX~!`2yDK5-_w?W{3+)GDsx<wHfQ@3M2omWCYcy*a
zb8EHxwmz#BJHFVpyPjI|@A2ipHXKQYu8;BnzOOgU=vWx*+DLzT!DWB_gVy`~7aWyd
zv(;03meWlj!~9A+@0BBd>e^o-_V%N24gwtLh8jlybI&HGsDqX8m)37F*Tn!aneSOS
zfq-VB(0C|UVeoyaq@AjOHU=n!V;y0p=T@n;14@NZ>)acxsz2*bQFVwN(DF6k6I5aB
zo1H$>zf(ia{?qJmQPUh(CqLy68Z+V})#ylX%f@e|xW(I<1$Nex!g;xgCvIet3X30k
z2JtHG+Caj4ieQx$Gw|T_kgkim9O5~TM0)PnwYw85?0LoX!G`OpF01J_&9jGqp%EhM
ziL+@nbm2?dYzu|)5XdtzNk3vP7(@5g!YZt8gWRlQ{S|3Bp>Ioq^vRL2un8yN`GdhZ
zbaaKwukDBl*v^j&*<x~Y*dG?=o*YTlN3_zY+Nq$e7x5Xaa<Mk<IiY02IS0k{2hCyd
zUnqQR%a!?+wsj0U;RJPlt2xVq<dR}C(P-?o=sE#Un0wKXfF=b)a)85i38e>=-W4fb
zrZD&Uld%YoCVHyuXLnvwzeL)#Rek-^LpcLoYX>IkPMvRZksnwy$>e7Ljw}-oAR=Tw
z>r<a&5pgA|l}Ix)Flx8&MRVvh*$_dMI8seaqqHNEFCR{^Bhk)hxV5QoFTe>P@++8j
z@0ud={=<ho)#J-C5fPGI;mq@YDIeD68!aFp?x;>IxpGHdcv;N*vx$W?cNqMFs8Pho
zp;zFn2%7bI9PD)MsmbfD((|Jymt!9RRfTkP7OKz>Ws$(?qa4pFbJPs6)O>dwxzfxj
zbQ4zPQHp!f&U%`u$Lj%h!NXP1nl0V_Ia}rm(KL-@qXqv1+(!>N0R530Il~>P)E}}=
zv1wCciE-!{&KR0yDy@3vPq3XPXR<oQ&yqEXpS)&ctA{zTRb~FFVZNjDqppHSJKiq3
zlHOy5%Rr?E&_i5&Xv0<1LWfy3Prs@clWi?`INp1~bUmh`Mw&*1Crs<u#!t16Gu^)&
z%dWE3_6)0Y+4bvxT=lFvos<&x`r6}%fvmkTFl2ap27Y+tuP68Weec^Q^t90%(N*ML
z`9hy+-`WpsixXMiOX}J=E*o|nW7LziR?vi^24r8A3_T4@2t>OJfy@?1&(c3I#kD-Y
zaOz$Sz<P-Et&{(u52s>@@{cqdgt|uSR-TG}FT$^K2cV6NQlXqbFkASvi%a@TZyTJq
zY*D`dOzD)R7YE;!>vD*~Io_7u*VqYyKX5IW%=S+1mmUfm&%0^PBHdK>f1?`X{Lyfh
zId15o%<!?MX!={}VQq1s^1d!iDrwa8($+xN?SiQw{)xY>acltLWv1M!$R6y?J!r1l
zTGLgDVrN3+%W41tQPb{;m-{0#66)UCaU)dxLp@nwDOm+C&Gsxu+f&Bn(Zu}4d>yVw
z>(U(jpQ7Z;l0)Z*qaJ77>U&PEE9S|i34}lNwGz4-zQ9vjsV~Hk(<@WfO&k!2X#g@N
zX-rVt69C`5xa~*e_Y@;xaz_toEv@qOK=cwIS(e&aSI~7~k=Rb#)rFY2hC%p@*PQ6c
z&MVr%Z>d!H^D=O-GAz&iV{klOE?8R7c;CHkZm1jx$q#m_;coLF_ogHJIAL=)^%d$I
z#NI8ed;{jI=CEX!dwq}^Xr4eM-`SeCBWg_1i)rP;bM%`cc33el8tG6Po<Gc8FZmVN
zo)pd5A~2j=ahi*{GSOF|qX40^ha}5GisonjU9R|7wgT-i2DVm}D%TgP%&Ht$1q;TO
zfP99(caY>E9atAu@{*D;I2QwWX!70y9%OOdGflo#mY2Rrp#509W0m}gO0B4-8`kWc
zI0FCS;XfP4r%|3yk;cQ>tMs`fD>LYU=Q*19i+{VjciLLc_l=jL;iNGxq|$$p{$cx7
zu%2oyoH>I(?sE3#ja?Ev`C;pazdTP|7Cer>Qns=j$(1gQ1Hw^~!F0wOcZ3F6dHzIN
zBj4kw{fM&Sb3<{FYOuHWd;M-YGD3VS9=bo9uV`s%&2PkKF*?1|+qj=|bizSR)GQAx
z>*RMniSKr?muHjy==~Dx*fJf%@uG&W-QXsXUIzDP>-wVqmR9&=52PL;s*}9IQr$U@
zh1nR(N<?H2rzheo&%)V}!3|?BIg^L5td7F@o{31!@CD1hl5x*ijd9O%cauRmalN^f
z8clh)*CNo9|1<IYswJkC=IqRjKmA+(3XzXJZ|qK`8%v82Hs5isRev>6jDUVbV8cjD
z*=z}cVWA8rrKaM=P1^`PvCnpO52lHHDfM&;dnX8>u?lo#>DRsyv(J5h&pc38!t|cy
zNcHR^%ys)1bEhPt5IrTxUyXBZWV9dNQ%8k}mtRP{7%w;}UrrBU?VIiG21BJe@4An^
z-j5$e2*)uooWe9DX(9%j#uuXncoykK>OtpaC+X-TStBu=C6pwALXF*1D~-?cB%xP!
zC6|_85FTS{ca7X9jXnwKXeCs{UQfx5wne$OR^y^7USF00jwh?kf}UC!XWwUjn_~n-
z45EN~>f5}Zd3x~;DBP2Bzx|=zfBg)!w6_?VU{}UiGsJU2AFns;9fQvV@3HL>+uk<7
zb0=}x@G2IZbskP5J&-NLq<e_u4RhAhEO)_fJf5b>XI|h9m#>Ds?<DwQ7f3w<k<aQv
z7zZdCqY=-o4!#>tPkO@Owv4`qM;l&k9(UQ_b%Y(X1RG^7#f>;;uvS!_zJAw^DA{nS
z4<ZZbj?^D%wGJBOB-cy%n%=y9^F~2hLNie*s-Ub6)h?AD=Jakqbt9{gl;zr4(zl7w
zjthn3Juexbo;R0;Q;HY|Z;s6$eOO#4JU!|rb$F7GWo;Gm?43oWlBJifvfR;Fo{G$u
zhczs^`srq^v6rZ!un@ZRoYWDxog~T*qncQbhtCM*Jhwr~UF$LnM`kBD&HY8DLG*)h
zl}s&I$JMcwOC#88=Api_qSvD%%Bxhoe2!U>F&{bE87N}2Pcz1jk5OYdgjrDu+Ez9O
zH`92V1&<mK>xfsAxhIXrmvp_|(a&_4I2Xq=7m*AB-)(UbLYVPAR7@n^Nbf_$T_bw~
zA$PJ%<;pzKsfDSuC9W~BWan6a$7O>G8Ytv+ztPW&ox^wYTfeIHvma&Z)f0oyR0wZ0
zl(eTxp2m+7)74Ck^yWgWt;XGIh%xok%nsk?U4a^>tPBlOps^@cTqEw#EnD?{jytWW
zcL`Y;CDmt&;b`W^k#ks~oJD?|JSAyof8Xf`OqKqx@8Sl>`#%$$wVUM7RKdQq=X+Yx
zuO&L&pzmh32lqhToV^+-{O~7wYbGoUb{-8I12|E}z>fW=sUrEqbC^4H{1~U0=M+UW
zXWJEOez*9&!R<)89Z~P!L>rCIx9H&ieHR0c;FJg};#bp(>D%>Ar!hG;(YN62PqEyL
z!t)d%{lnCE731f}?k-J&iv6x6C0#2Ob<4T^+d{_-_vxB9>~~Zv>PytEtaHiB&u}o9
z4qc(V(un=-ivjY1UVg81@A?D7-^FA2&9PeAQ|{VnBWe{B$>&_-Fny;FLfU`m5<*&N
z!v_muh|ApI_~&4pA+G0IZXNz|{p9z;w$ecujX%J<Y3aoNUf`(HMmO-`nIBzMG&A@I
za|0#vjm$=WxDr{fs?jG;qr=bvuSqNO)qUcWC36uZ3w86g_`V$FCytv=TVYIn3d~l|
z6P*=<7M!Q`T!i&AGEU<j%=ZctvMWXe8NMNrH!>9#+)nn-289MKu>j;`D^v_nm=yVc
z>c8|%;%%yAp}2N?Jg5TZuE`H&C=1_N!8+TpIA~S0nI#uFOs{lWE>NfcZmI%^p=S7_
zc&Q;nZi&-Ug$1-EHqeq=Q7J9R`Yc^BKtnP(OOpU;7iXD9nI@)c`Uw2#t7O38+({pj
z$QTlhn>(fSFDo4|RrG5~xZa$t`$vbVwo4w)W?^CLKi@L+<Eyt@4j^BRn+$$wK>x{i
z-ZlCc=IpwN=Hde6h5HwE)?zol<hkD%F}@4m?dgCQK&O~X@IpDK<SI4~3f2cl#Km$%
zA2TH={O<((Z=lcbMis~U)KwWQOKW*su+IA}Hhf&UzSL}-6d?9lbWZ&x&GN@{!qKH{
zQtSYKPyZHw5W`e@>l_l>`L5+UhV#Nku>8Y)SXLL|%_jxMz1=;tq+}6S{-MWiYP5;L
zZW&d+aj0`aw{f;+ne098DSz~aT)&m6uNUfI>rdiilvqv{5!AG{#@wM%lY*McW_XgF
zd+v;$FCV)@efBE-E9kmDTL<Ty3UBmtM$%m`QP}NQ@|=*~<&X?DuJw6gv<OwbnRfh1
z!}Se)P#-TjG{9=>@^_#Hf2_c;j!wbEp%;HNYt^4vf)zR#+Enc>ZR^Xw6XttUi{84W
zPU1pUSjSgD1?W)I{8st*r?OUZZjPu_%leOz4-Y^;xxwY-vW?PVZ?)Bx#y*^(LZ`VB
zIk}N}v$u>xjjOQWk8DSWhkGI!7av9j>ZZmhkbP@nIBD1rnPGF%H>zig;k}+Dm>lcw
zc?AMVoY+%7PcN>m)Hy;e{}fdC{UjDSqb>MT2KS`j*rR3~+<3*ba5P$FyZAzjIn7o?
zSxvG?%hXo_@D)8D7|Gix;H-+Hd06uW$lEGb(Jc9S;+RW&|2&b?P!GO!?J+cAt?evm
zb%|na+)woV8+&1)gdc#cU1_I??Co_e%XQ{?$-PMaBtzGuU>+>C)M)3HxApuq*gW^R
z15;bd&=^z6-a^Q|<yuMIiJYJ5Lnwbl)k~s6f3#VKSRCirkmO^$$ELV&@Q_vGAgoqq
zRskL^;n<L1La@b{vr#&>jYD&Wq<iq7C*_D>?a}s>ATAzwUJ;R_J0e&`BkN<OZ%=LP
zx#yzWr3;@c`Eb^IT!(;DumXSKZ`XWebV^2<T-Ogw9y%+ORBFizmVfu#p1rGtq3OU=
z^ey<2m-Cchg054+KG-lvm?uCDSwDXcLs4s1X~Q_If^4lVyBETDFqEhsWrN9uy_ku9
zrH_{u8<2)``CBgN(5EpQi6M#3BfRQX9EQcg{b<uqg;DgfPR>_|Q<JB&RPOVEuK@CW
z%ac^UNli<_O3w^Mg4q}tMAI6NsBPaICrZOhvp0&%FGRdN-o!k?VJ~jyhH@FAYaZQa
zH&JjOHRg43FWuNuDM-Km(z=UM&*D$e4yb2qZYcILFkds^s&qRXJ#$n#X9o3kx#`e0
z$H=NoL1>RkVxj2{FPo!P(F1FWVHq@fc^PRuVX1rkK6H2m1Yg2|9O-R63zrHws?5*A
zRU*$TJMSwr%^=?iZ@vc*t9qaXC6`@td*(#-&GhY8Svq=#HMn)fI5bRJtpxOvlEGUg
zyqR=WV<eobAQG%|ws5cHL}?RS10zO?hPBYY;bkj+V<>yle<0D7e*alccO=Z~;X_)}
z`tRo&h4jZ`!%_$}+~(M6mFX+aO@=c$XV#<3ai?BX#yO81x2hcyJWxv>^nx_$DnX=K
zqY42hPWbsB*Bg7rf>GbZVY-W6a>54N+mT$;OlEJ<Zk}imz@j$jR-Z-ANkpgGg*dpa
zlaxt&l_v9YbC7mRY)e~HgWEd>C_N<Y_??B54=LDwQhtTIeP0NWbx>atMEeRhCk`pr
zrVlC50={!8igj+8n_`O!CPzsG)UTWysL)eai;?U!94R6^zTn5p8PyiQ=8O=O9eeMq
z7kTef%LFt5wlIV7#(7m^QO(fuZ*r)j<PJ%u50F16K*;psV0wS1=hp<V0+Z?U$@a)Z
z4$V}IyFAj6uZH7RoRm5efqG>bg?Xar2WSUYdcqOY3Wwws8Mz7X;cA21?UFA*jMqJo
zbX=IN6GXuq3T`6|?AzI{SykPzq%r07CHdQEZXM!8!CWew9Mk^ioW@7R8rD2YiXcHb
zzWBN>3jvvdd~dU0-Hh{hyjcNru6T(1uN*~5a|#OjL6DXv!sBUNUx9PkQA3|ItMZa5
zE27!86Kfr=BmEMd26S6ksU<OFa6Vcrv1+?dO7+58+UW&qER8z7-4~+R+RTTKEs>B;
za(1_JxmEsKNon;3E{WoUOk)MQHZ(b|o%xLN@d?AJoWYup>KCcenRg6Z@Jg1xFW^cQ
zsV!B-MHPU`r-3yoB_UGqpyzW&{Et6uh574`kzO|zLdo^Uto6nLj*6IKISPI31k+XC
zx&TgY51P>{d=0(vz#?g_S#=k|(eM<J*om@4y07UU?ns^j7{b!83su2_8yKwztKDz2
zWcid3TcAEM#UpGcW1~9QYu!Z50UeQ|xnwe<&`qcM{euEfk%{iPxSQ=MOw}YzY{Q!D
zxhi<8>wCVFXDavgUa*F$q_Isx=*VNY9(`vu+5O~oGL2WGC!sll*`y)h__?2JNVm%^
z74T?(SCLrHJ*V>dvT*HQ$&O(N6L(6<)<SBSw$gu~Ql5Tagjq_L>XojIQiUwS!FA#r
zGq_30HFJzJe7PIoNTg0c_z))N{b23Of>6hUfwe%E6=}22b2=pxq18|`dESX5Obp4s
z<5&MB;<7Tmyi82u3ps!<$OuW=G~l9c@ueBn0#4+b0=?o0$5^X@(eOtnj#Ih@fb*Vs
z<q`V%&cRYU9AxXyBmUA84nZK%N%3{1BNN18!~t0W@Lo&cRtxI~d?K%N65<}+Qy0M^
z$5@G-1>-Qp1>@aI=^H~QoT(APp2hwfJtawPf%X;hShlga&>%(TnS+&4{7|80;}yY|
zAohYQRnh*LTsGsellcY6_MOlHH<Z#8BXCe8ur(>f#6K%fgM=?i24A=J5Wxp57KHdD
zH#0^ttpc8X%E2MP;qW*U^ZI4=rUA|BD~J23Lutkg`Q{jDrD-6`qn|rIr~VoTCm7#!
z@2Sgr&!%sjs-n>3X6rapppbchl<U69b<mJNozuNXsuWU-*PXRs(zj`Kz`f68I@gY2
z1?<zJNoD3`L}urV0Q{nxVWH8sw&ki|6`PLRzw<p~EOCbJi05uxU(8nBg%LCezV~H%
zi(s!U;W5{*N#|DiV!4{4Ws}9hx{MpD_E+*{7HH_JW2Wl1LIr)mi=l{eG#llU2s<~2
zTd~U5b%;4J{Bs9K=KOa^8U)$hndgs`t#trIG+Hv3vjyvVe}LXxzPFMubh5ZCQZ|D5
zK*WcEob(ClEK@4mR^UR1rF>N(Twf&8`cx1PT-+gTGB$&Ogb9E(M8K0)M`BTs7YBY<
zQd$cTYxgLo{*R0_bUVZ}4Gy18x_(Qa$d-aq$?#>cE2o{g-5y8L^A?kmo;MlD-=A2G
zWNjxkxb(2JJ(@?O8=HJ52+!Aa(rU@3*Pg<7317@QKLz-erMY|fQ%ljdNqjCt#8K&?
zbisYChS$}T{)(L-!CwydZJN@I$#<K|_ElR>!jGeE3F$nm01*8RHzFe8!j>WbGE!ZA
zqn227PjuEI;nTHY>-12#Z)@`w%ADUS{3a`|?&W~U4dj{7^bRAmrY+33b&2^+jvk|K
zZsje8PoM`HrU!a(OHCYEh01F(Sq0nSSSbVR(+jyzfDbOFCnhIx1s7NL$Nrhy`^vrR
zdL)o77!NTwZ-S2iyC$DtdR*YxM3;Mx0gDU}+8tQ%E#57Be<9iat2k+KBoKFY8tP3G
zV$53C+tW)O<vu5IJlv5PTr6aYO@!V1xSJe(&~iZkBhcq(Ku5M=0()R!9Gmj(KDvdL
z?TX_2Za&Zxr^G76LQ!cAKeQojwd?kLu@^t$q&+LtMh*u{A!I|Otnx@*@X^69Om2Em
zR4@Nfpj73eVH4?htzx`RYZ+(bPnv!r+Qp5NTyQUqOQOna>m?PrGRUgg@2{9DNGA{?
zs!g~u{C4|p)=2c<$d!nhj+$gih*)<Dvrc-T*vpN^_$W(zd%N{qX~xt&Cb@8DB9+v}
z$q8DLeD4aM&0pG`Jz|h1?c(*Imb!XKG!8@e*jPLyN4reV1PGMRc1hZ3&6kSoURxt~
zX(9zw5=`T{Vqov<Jx-VJA|w9I(;cy+qe}ERc?AVDwC|7w-3~fG(<778UTJD-8qbw}
zR-%^<7VjJ^esX1#-=KmJLG<m4%gg&C&`GfH@%x`o3jx^(CLm{6-&yzD?nl2lS;W!S
z)~>9o>go)Jz5Nc!HHRz(a@>WEM-f6%LNc38PF2sPn6OQ!DbfVa0o8M8?p}MW39J-V
z2?KNT&z}MY*$zi+atUMn?py|n0}FTKgm_zVlva#54-9zeX4hjZ$sJN9y?u(ho{Vnv
zxV)wxpMic<QqL4rm<(15Si9*Pt5v7PBSh>dR~#I$#w3YzYmjhlLh68Hq^#o@n5&f>
zuWl&9=VDMfx7kim@lbz|hdZ!kmthXo82P9<OXw~}mehqZZY*x7Ej-dksHz`#RV$O2
zf|SH+NXf%Dkh%ji{=~;Xz(F#3S9jmbd<R?~esDx7WtW3<vaYGi`Rgm<aJV%!!RC|Y
zc%pvhwqE;X|7KlN_(SI$N{>U?q$aI7%<EwBVjwQAYbwaf<Zbv*i&gjX+U%x|jyjKg
ztEhO=>1_K9`#0z&hR&Q3BNl{AY5CFOLE#?tSXo&nRyM`RM5CMbCTgCBzkdhyj-r8x
z;oJ-V%%mHB3d$urq2jnyuUCoaHf^<{8{l9T$V7tI-7!Xt&JcjU=cNmU&t|Qghq!1*
zK)K4$LU*{_Qlc{AYm~!bMr#^moR!hZwGJI!%@;Mb<MQ7LtfdTMTQhcIYTHA6N18?&
zcp8F|!|$3k`%>3cOIeNX_jev!s$t0BsJ%WrvF|yQzwgINB0Z1VMXJQ*AmQud7-%1U
zH_dfmV9s5%FpB2y#`|eqTWixH32hUGQ<#N?Q<FuG8};p3aU8dyfIlxnlfDNP=;@1Q
zzo^V`@8{oa?2#{#D-7{N-OHRL2dH<XvRdj)F{(z=&^4OG2y4DyxUc>gMC<HQn@Js$
zSlV>^G~Hvw6wOO{O-f<8S%TbmFZw>%`!D*_s2QbLE&9#*1!Z9Z@$IoW--hr@V#70t
z45U-t(+bA-ObxZIaE%L-c|@J6EkmwTpZFzg9V1Q`S5BRMRj`wX9OUv)1$7lRSl{K<
z)WNa3S6>>kmy3((6ZtF;r{{K9un*Yrs;@BZiegc6{X(KSDZ6NI!^?~g*FD<oT$oD`
z#u4rM3xg62^m2XrEi!1aQZ$%lCn>M17)Af4CW-U2)0~$8l~i&6WjEKj6;$t2+`YpN
zp(U%;(zq#uud*+T%_m=Bon>+!l0^maWj0SMw92nk;_t<ybi*Jj9*sJm!*PF>sMQb5
z9>NnI+V?DlXhz|+m$KS(o1iXNf7X8xnbcaxHy5n`q#hjL!F5w_=CJ92IEU|;N@!(G
zOHz**Tgo9%D;E@wbzRs?k!}(Q`_g5h1@9W@@JT_k4#jg;E1lVbdkCV3l>VwSH?yHj
z*YIUNxm|+3=M&K~A4_GOh2JQfhJUCx>=QyAu`3En<?tFg49<3|o&iIG>|BxIAk=|k
z*zEh(;;)(vO49wLm4KlVGa+1~rs!-#xlbACG2MY|)K>RugUiPhg2rsg)K14-!cRLS
zzpt8JP&XTfsau(AyTy}8q4<)cNtL%wc`+^IXTO=I=G5c(!nhjsb+_<>;a<YjSLQF9
z*dLYp2nv#Fya`+yPNif<HE09IA1wzk*LPcu*7C^|%U7h=&S>I5Y=Z7dkdD%}IX(h%
zvG{JWi62~SZ&Orp5(PnwB_D?=F}X$ISN#84o7=C1mzF(!B7ebEWf%=^E+vgoTiMlj
zw~zfX!k5&RTowwWj@XhQNnT=v$Yaa%EknSaU`X0J<`=`n_UH*-l)wWfvE<Wb&nK+h
zkd7i&NtID<>9Vz8Ip0_5$e|@EWkIFr&a&GUXRDEb9qED1gNLS1sakob2cG=7O+SAS
zhAL2u)hfJgPifbsFkGg04`n)Yx|vc|zM1OK!rLM<<&$KNU#;}-31)K4b(1rUuE+1i
z-*w_6$V(OvX@?;q|IG|Uu*6IZSlc@TsC@;a%K8Ii(`-siP~_J?d`TVp+$#L;*bv_Y
z@gi;&uSX9!mxgmQ80C@k0ZM>$64kmw<*@u?DrKGUB#(2UTUMDuWFZf{Hr*-uXbSsy
z5cqvsPR<f<OA67h_1w5GZa&ppkjwuj!N8F$krVf@py8=0FVp~yJ?Tw_uEL}w_ZMa$
z5HBf2-S2oWNW}&DSsKRg)OO;zMPQ&2{7_d(c&=Y_jc=K~^YC?>HbXOTjk+wS0f}>>
zD<Pvn+I3VPiFtcb;6#3mG!<?!(Yv---~@k+)C1(J>Q(~6IA)Q{QwqfJ%`wAh5vE5p
zdpYG8UMH8}HI<HNl2U|W;$avfu7-RTO>VOd)B&|_(T0KzqIB?FYUdVNE`CfHWEq8F
z+Lv;y$c~Q};N1Z%yvpF)PkLSB1@16Vgylib*`(2e<Mpts+^@lL8TVdH7pXi#mX7S$
zCc!l#XPJcmKaS;VCRnX}j&QSkd|ey9`nth^Xl47)Iu}ZYy^B!j%H)(R45;djq5V%E
zL>^Yvp~#lOcXnCL92qb}&8nWhM9;MS>@{iYL){C;a&agwK!gfhQiXSwhgssL1VOdQ
ziVXel7F+}pVk;wMDI*FJ7N0&?hn&KT2JHNfin5`2Ff+~-$I>(cjfj1Qd)aK4y)W&t
zj)A=bqw!qbUHz@`e4RY-jow`Uu^!ENk%@98>dDb!qk#@4+Z<tjr37~|5;JTzRTW1M
zC}ZWel2t<kb8K~TDzhwdocHlo978}2scwF#Rh@p?)QUu*KwpQ3B``6*YK)YlBpNp4
zq*rN!!VDFBePp!$4dsYUO26@|Rt$FV-NBwEJOwkhsO?_V+}%5a3EuB=?19;#RRJD^
zyLJPQl~{cB&t7MoXL}DYJ6gq+uXsS;yblE{Md{>NSeGReRagAMYX=o~E|X78ICc(V
zrNvgQ)f4VI#8TQ}Q!h7i)i(-ENsG|h`nfhTd~r^!=HefoT#^OikA%F<3L98M%KAp{
zvzD4TyE6Dtm1cS(VhM#<aIvK%v1X)$>#o;L=bJs(cUl9VO7hb$Ob~04J)~;hSd|)m
zK$@N9;df^&cN8((?H_sAtC_#huAr>7J&P$DL7-v%Lx}k5V{QQbP8jD;^9I}h1$)OV
zv`(X&5>MZF+W9P=Wp#;(qcWBu(|5UZeH8^~-6297THoj;)^hg!-sgeq*W^>vXR3vH
z{1H)f3AN&P_gjs(&3?zMasCbP)CdSP?>pbx?cW7y+D9utQ8*nNI~yqxt`R$A3KeAJ
zip&MhC(m|iIVA3vYNbt9{K3RmJ&vg#%h^1)h<#h}<m&jwu>G8~|L#^wn!*Uqd)fH3
z7fW6yb>W7=6XDpgEQhnQ1~JoDzh_-JAv!cOFC`b9O?2icC^1tbf?a#P|Bh%AOLtBT
zY!tvsX0|M7rb)s8KuWL|C(``ao#b9KniCnC2gBXdx+%S^yinzCE^2~va|pXs)L9M>
z!+$99oLM+m*s*qGg;z-=5Y8G*i?x;<QkZ_97Mt0|aSN0!??Hw?*mHyzOF*|8VgF@j
zAH^+OH{I%bSTWUA7Py%+@_UbPrTeWiS?=q2c+#e#V1NB|aU|adt`#W3QT|UA5&n-=
zg=t0PT=B;yeHof@rw1`n7;H-Q#XM55RCt+YH4?I1hBLD~gjGBUu20@QX=WN1DG$_s
zgyrH5;`$H#QJ0s@<x2GFzopNh<!XaYg79WSP1HXMWFt(_Q>chtpCFy{Qx7i*v2~x$
z1^vVjE8v&9C)EBP3^TBFd=IX2$mS^FsggmaetHB_$DEBUQ&ZJ7qTswL_JTkViBGD=
zV^_-=gv%ju1Z3DdlqN9o=~w90&TW%kmx@e}KFh{xR+zQ!som?^VbFl0fmmj!O8)|z
zW0Y4Px`ZQFDI||kA2aRmQAH#=n8P!O-B0--6|SLaA?k=t2<Pp$IP&qICiaam1>Lwv
zE=gQnWa`22ymGVKX=q3K`8a+OkJi<fZkCv;Xx5uS+KycIMEFs)KbS~;j7yjC0_jZb
zbv&ir=mita#-c0}QCKS>Tdr=EP^!K5T|^_CjC}dM7=&ZvC&M^0!my~fV^}*@;5u%j
za7~uZA}P-7d(dkYB0ZW-Ft0M%)aX3Mv6ZJ35WcHosA>@ar7gzNIk%#Ak<|(NiZ&?f
zq03#sJj|^1u)Tw0M)sT>S5?tS{Ue##4v3vGd8w92m82oFkLh25wr8I@&*fVkEO)<+
zUAvUiXJ>v8QsBs|D;RpyjrWU(%gxQgzx#r|lvPwUVr(k?384Y4`H^9MvqiwG47ov7
zH{jzmc_`0mRZEeGs9*5ipxOX!qsl$GPy#I9k$GcrQhvB>1o>Ji8m7z9c|k67sCTG^
zuJaL{|24ikCcR%x{6AehQ44ZJyS4^2Chg0TW=X;K?fIN>vk7#jC&%Pb2YU&Wm;!Tg
z=%!D<YKm`1E=EK~{rTRskN0!M9UMh0p2OwIp`M|6H?zE+;`g`X#6>lPV(**>)zuh9
zYMMqXBV=saF1A-<(xchM^NwXtj?R-G@862M^Ee&pxvYw?C2+MJUu0N$vChB-kgp&j
zv8<DXR=qr9PYr-`<Wx~C_7fRyYXay0mc>hQN7e>+WZ}`bPve$7+dE$dcad_npcy^;
z;VfHu_(4gpj7j_N?j)r#+2Mewn$s}t#2A*!L(o|dxVg@)w=<#K`pgDCP=|;f*!E|p
zuru&0G=z1j!Z|jKtgzguOHH`g9%O3q8$pjFTS37-ua*83L^Bt#97{%X!p#Xbx}v9V
zoyT{`WS$(IczYapFgCtjL1-?8r`Or1@WpfSu(W}2s1hRBk6{xZ<*8T2<u@N`_;JA(
ztRL|cWYYaaWsOrP&K-zY`dXDMi}2ExP)yYKu=UhY<$w4Fi67%*DRbaFP24F(R1_Z!
z_Ksa_-Lzo!G2_5ZO~mZqvNBWzk6T$+3jK!`eY33%%G#@%p1!Bj*UBW+%lWG>gjda&
znLdkoQk6IX-$@g)s+#17cfPcIX%`|kTSpU@7OO5Yi>=e>;jt6E9oh)r6BV=*?8WEd
z!dg4Fu~m-rZF7X=TM;gg;9!dg^VBcAQ%@4$eMx?XskaV~1z#yIZ}FJMVyx6ZJo(4@
zw=`L{+D6uKH&=T&E%bWbMxLc}@TZeiJT92Ll<F*A+I~Cp;z3O^a-WLRamX;1v}}E3
zX!w$L9vD*P?}s%tf+zv7jGw%P>P4U#gJq#}DufR)LYclcb17>W(#%HH<%PFTHT9y>
z9iIqT$d}(az}ja#A-K71qfr_-Q@=Gcx)$&KbB5#sWc`)K(tz%{PGs;&uMMntK5yD3
za!$%Jbs8Bp3?yQ(Ss&3$MZVE5eXJC4>?fdN9O!-A>-!Lgu3@a{3m<~3F5P}QaEH$K
z#aMZO(&;7CV?2Ge2WM3P<}QA?BkwR*if0$o*7()H2toz?GL5>bOj`J_s#(z=&@T<Y
z67cg^Cf^KzDfk{d*}k+!U0gW*lQ|to&OY#sQR5$o3$S#-wZ6YY$o`%wMe*in7B%qY
zmSD|$pUm%~3o$A-)+_{J$g{bysOX2rFO`KhU%u;B_V$Mm<W?F9hxu~Dp1{nI5E!?!
z6(URu(cUO*8V>78O8VdBKn@_KJQ{)>&{DMp>KETr9{S%&aN_M~+?J!Aauohyt*yeX
z08&5+YZss;j1OK-i1m|%75w-yS!bt%6fPM@!iNC}@dp4M|5Sk-COy)n3?Qg2zE@P8
zH_HA~qQ1G;MtgJcL&SS>Wrb9vnYU+_WF?jXeRrsarLp1h9W;M^BUF`_nlaqh^<zp2
zaRaczv}z=j$H&KKCTgU-x5lFIzF58I{8!e+XTRj3mHWi)@N%|rJSIyQGv;~@L4`+c
zXZSDki`mAGmJ#zOKO40>%U%l>>5v-m%uL<rTgOFZT0UOt-mnnZ=EO<DU0t^)xVY`}
zpAO1LbfdU=emxwzXii4cQMRWR%v6hW5<(UYOniIaL0&M{WTpE+J0KsSH+bKoj;dBt
zE`b<24VKp~Z^6^@3HC1ZyMoAi_f&^MzkCV_p5q$)o=i7{D;@EqrRauzI3g~(Ub3?`
zV>L+e^Cux?3KvPUEfp#<&h-_?cl$6rr0>i<Z6!=@{|{P0rM?l1^koo>aI=9~QvWC^
z#al9c84SzVUR(leGcyDU1x7!6psGSAp?>+~^KE6r%HLgHiZ?`3&MaAkoN6_btz?LV
z+a`$&4;dNs>w$c}t!!95?5ixr8$x{<+FA;6x~d$RY8A84epOk4c(n?h1^SC8W&#1T
zxxM7<CGD3rHOyyOnD!(hT}rRrg0xKwNJH2l4xx`Htb27s(O)kYR8HFC?UD+-W@peI
z?Pa)D#N8f`<&+@YMvO_1v*2?v4(+ceU~z)6Plzk4g5RY$1YL<o#G`a1S138lC)xL2
zwbA!UuUbo(KrJp#<d-2#F2=OPYy{p)K*#$@SellvSALk480U)0@wA++$NOcKxLRC+
z9y;ad%5b-=60cfG^kuM;AgZikwzxg77=vu(kZH2kBvz@AsZ!%roxo_anV4k6;d&<1
z9xJQRMPlF+q+;BxXrNChD#cq?rrRT-sJez(c+$<T(`eeG#umC+>(@g!8!4iSP1!;z
zV+&IgvJr4I9v$u_VM%J9zAebbIA5q^3#F_r^wi15SgV7F>MC^9X{V%o@|gsbH3YKJ
zyPrr_r-Rzedm^0xJMv7SnHg?zJd^1gluC3K8`yzZjGI*rvxA)``i4oQZ;(H~Zy<h2
z-mV1-PV4)ng435_)q&eD6<@gpS=$zM0e&K1PuTW(6$K~H>D}kMavt(eoJHYj?n4%8
zb@oVIg$|bbIv}6#ny3eoJ?oLG68AMfPgW~&URjPV0?A7~ljwl_Jw<19<gBSd(do;O
zg>&nGWc4HdT-ILen{9e`V*>m*F*k?ZyKll=CPB%y+eYQf+XbWG)a4hbgWF8K)du*H
zI<V{04f!YZ>p&9VjnKr4XdinTO@3Pnk*D#gnlFn-$2NHO4|_06EpdNdWWFbu3j}Zr
z3C6R3^#3mM*`uTJ-&NZtJ8`zjhP8*im8DEZGhM&brnZl+*7nf}Y875F=%eek8=asn
zT}Xz>M`|5gtXATJsvKP`B`@{N+HpeB8U6NHeC875CdLURCdLUSZIJ}%TeByRs`3jP
zRr!s<4jO|k)b`P@81&JvykH;wW<7m$cC{L3p3_I09xIvXqYFzBDidRRat@l_PeiBa
zWGu_jj@L-WB9dcNWUjyQfE<8wwX~vP<0Q!oj+5linYR>`z}nn+-l98)ecjPu%<L$`
zRTBXiM>C5NZY#kT4>I8Kw`LCe^f`0bG<FV4=DvF6tE+J<uN>W7<a*_k&sTG}*9MNH
z6rqEo6rV?>!fk&vS|59i1rM{B7qKt%Or{<xs+jSq?)@Za@<v4i=h1~Fc-!h<n@9gQ
zWGJexX2;A1_wYS`ted|TSK>8WgEbvnDRbxv7sqo;5oRsM<fmEiz48p9HxltvlKz<a
zSZ*oWS&8w%qjdOOd4^6mldw6R!!HxN$tpv4Pb+=9@vy?x4DKLgLWxohzpW48v*kVp
z9*e`n+;Y9K>hXj^1lo$w_s|o#ZoG$%dtz|t8Fye0(;kb+x|TtEbdZ{Ek69(?K-%M@
z40xV?g0>f*VNslMdz|<v1AU$3=&sY&P02tqhj%lmhi>)NLtZH}Pn{B%1;1<05OymO
zKPBtegJBsvvx@M6!rJIyHon)@>TDsW4Bg!fe2BXoS2OFgg=+Zid<dUE9%A5M&+yPd
z-j2>P98D}lYH1bI9?ql{<8e_Xdb(Q~m!Dsb?h1qQo#nWiYr-$46`_NJ6rbNpgWI8K
zv_AO+3m$3x;)}x6LxFKUkk421OvsQ?f)4gle110_ZYN^V`cxbi#AchU2STB;n)%nB
z;}9igt^0l&dUOuZU+eDdkE^$ypP`UYR<49nsfNAAp5v4Ak&#`@JfjvHYcZ2O@QT4R
ztCVWojLk!j5Es35Zu0r+BhwqWYaw-f>ShLFlZ()`HG2xX(ch?4W8IM_u#pMST4z07
zs{=J|KFUOoj$ZmQbnwE}yXg(nL4^uRl^XV%jeums-m!D>2=ul?pO5xK(Pb?<4EqBI
zPZ@8_Vs!90A3fSB^viGOjH~qow&>~LRwiOoiqW;DHVX)m;loAOF>P>D1pCy#F^Opp
z>80rIYprjKJ~p_T`keO-t8T+*<!uby9gBw?fwj72tiP2F8<7QCE2P{qWS24h!3*~f
zzdeA@*83QEJPr@@xP2HQvrLKOiG>*5+=2U@3(<j2<{9>#iw&-(l+>?-rMKX-<Q9{;
z@1coc###z1)ST~J>a7P~BExg)VdZW3thkMVJL{K$sfU}IdT@~%>ELE^F}mxVtk3A6
zsV%M~m@fbO6NzxL5@1Y6?)8C=zScN$KNqP5m8@TWT!6<}<><+gS*3BwU}qqM9kUs|
zUK!*9jN!;WVn}9D6^=j1V*(}`TlspnsN*|WTeQa2)aSH^U+%!?=Q|j<=dqDbAY-<X
zhvP6c+?5FeHidS)XwVist#CEHq<(*}`96F$-NV2mPr1j7c4G8B_yn%&@1o<bXdE&T
z2+q_)Vllcmx7V+S=JvP}S5G}0iDzxG3!9yUi*vCBaG7!e&1YT3gzd4&E#W>ehVe_O
zCFtJ7pgjcI;A-M?e8LYm;PZVH25yeV!whXb#OGBaqgcs2qZS*9C6j@|@R=rc5M+ld
zafPOJaG2;o_<S8qI*;ZvuVBKq7}Gi+ePm2FdW3oC$<QOroeA1&cpqKOWV9hvR*{ti
zFxmffpGh|NU%HcFtb-(?1B3S1+zwZs)nf<85?CF)V%#1{|9t#@9-25y&}Y?MxJ<u<
zjtg(%poswcIvEUoLbK=igyW`VFzFLG{D;Z*=+%JsxbZ%GHr&I&!}{&9mUAg3aQ*cz
zg0?=ur>7E;TW)+{PMr*yrReT$AcMCxuBMmP-xk*2gU`CV7<lL@9&&6BKbKMr*EM$#
zwD~?h{ihxoYJGDvj(Vui7LIHBrx)?f9GQa}#XPz(^p8BYg~lWU?|nmK7^}q>p}S7z
zKSqX@4!H8Tz_bke;^1T>#F*E$eag$g^i9!O%zRO|{2t+C{%AVrk$e8go%Jd+w-m=N
zBw+NwVAC>i&LI^qFo(=QY)TQjwsh8?LoU3EX+xSle-5dv#?7aN=+W9qUxqf0xEh<^
zFd6P<BQ~`JU4yk_4P7$xD{$;aCPw%4;-1Gp%s`J$-umTt^v2aYrUQ(0DJ$2E5eyE=
zI(t1CicYK1tj`8~GVd?snph{(%HXRnLnj|xy_4EN8I-IHIssHnJ$!it)5eA)IFLKj
zr`8T~(Ido7zx?)YxN2}1kjXl@k*--!(b|$Bg{4*O9F`+P87l)>({VLe({aVshYelR
z(a6wBQO}yrQ`pGKnvR`mTWn)si>;k-HKw7qn1k5V(t2#M631?2aob|uc-39M{4kG~
zAFnDk<5iKtcvWCLUS(yd#?2=M=+V|$Uxv2MxLVJ_0D3yOouye<a@4MCUC%(EyBvLH
zUVvigQFNGi8V4_@n()iT=pJm~mxJwb<!L>B`9K_;tc4iUtzmw-uw1i;mE&N7y8clo
zFprTTpaK2k!W-~ea03IkMn88SttqtSzeN8${|0=1jKaVz`u#J7LZMJ7|0<@BG@?-c
z4>5S~U~J#M9b?Ci#r5mgnV`IokdV4SKto6dI+B^LtgH+tPo89g;A;8u%P;ZMPe0+S
zufD>@jT`lTFD)$%p`oEnmO2ugMj!!gBrt8+vSm!UwS4{c*GzEPk3as1nKNhBeZOhb
zCX5*~2LEa9-o1+n6DHv2pMPdv>Jv!N9nsM*zx;x=Yu6h64*C1;-MhzR<@;A4+5Jcc
zMDi@DRR1Lp2?8|a`0?Y|xpOCz4Y8IFKl~8ewryhq|Aq}4*5I-|Jw0DY)||W&sMXa_
zIO%T^adxss%#(&K;BXP%&KH|kjY3m@1=6z$@!gW6==#=AxPNXgtmOI|v~tQ+P*(%a
z2B%|^&oL%WGHK!{!G?hWXz3zl0{NC*Oh=b>4{+~`*6`q1NUBg)W9DB;7}nAe)&{59
z<y5Jmt^u5d`rj)=7I<9By+JL$Oo_7<N(^(g#=&+TOb`zV?jsvjXZf=e#@*>fxKmt#
zOX1o@8B^p`saP3wCb*0YLJP!}RGO6GOl}#5yIbRMm?z@Ol=%F91|!4lCfdpW{h|tV
zxs-s4>Ke!`%&|AbgE{G3mpql4*<4C8S?EGOKdt0`F{R6`@=8QkDzV&^{o7xLyy|L=
z4Eh@g9WBi9RP}rrZdX<zR;j`gJN@<>SzOF?_G9Go=gXk3=G22D(E~>&17jH~5u;RM
zsiX12%-?0@_#`_Q<ux@>SXf}EixV6S%E{O0z|q{Gd~*vtQ$4@@yUI#DRx7d4+PM5$
z_LY}HW@e7wI@uHSWT;_n!NE*l1_v{9Jga$rJ>1jC@S{w>9%jqzF}pMmT?^8f`XF2L
zevsQE)L_G=g@YZ;EG?nT(qAwmpGAS%ja9mk%zl;*b_n=uH?!%FY{t*oumf33BJnch
zC|RFC+Mh1Y0t>{N@CgYON}MYw$54e8_P2J&voa+nJtjT@_{Nv*i$kp?Sl3*HK&cQJ
zl`70n$VHD^$+!{b11p_O3Avi~NV09{mv4zD72G~Cp;C$SMJfz-kYi6%S3IjwG67%2
zAAIf3*2QF3TNJCS5qduv<gj7#H_rC3#}G$-|If&vHX(zh1)em(C)_NnM0AA`D?PQo
zC`-jI<T)8UlYGw7Eb{4+r#9u6%<<GjmKj}cS5zXVN{MC8ru%f_7k|jj$J=r#tPD0U
zH-`3DXA1@=-8l&?@K_V9XVMlN<=E3qYYQZZ;A;<77gOBq7+Yw6FR5NzC@|#@%q<YF
zY=A#dRpN<Si63Oz@hHjY=W1?&<>duTwm_1Jh-4AWs8%z<6(;)zgZgnaH^<Wk$Z)%=
z3b85`ezG_28^~WZx&eKIrK83#W#$_BB}r31&fg)K{mAbHpV`SArA7j~GS=-t>f$wZ
z_c#oG1M;@PxYuc5z2(>WWpj>tFwsAf%zoteMwGB)IbyLxgmQc=wt1;%YIUIRn^jpk
z5S!2e$>wM2V2`H%?5fj2*7_aD_(`h+f+V;Jnw{ATbFm2Ok}|{%o4{mE(?#HDqHoB|
zg|sPm-#{|^5xHBP{iCk@^k08R$|CI?p!oV-JRb8E${)u==;8#g*`K53nLlv5%^Ogc
znBG{>P~<L-C^gVoNoEejHde3{iy*eMfw`q6N)2p_e0FT+*Wf;yw1*dIlSX~Cl<lKm
z)#;<Zml^lbrpE{th_5zfi*gjyRO7?abRAo?!bf7;mwG1Y?};rC+tY>EhPVm0Es)H5
z<oBBXqa7z?6I(PjPB1fr$Ku&2xqJf^j~+Lw@*9I4GzMF!uaAy<fj)XsJ$>|kO&_hB
zag1xMMEYdIam{0n104v7l`34Qs=&K;a_sVV!Lv#w6Z}WUi(k3g!OFrMp)wJcWaOiX
zSip?C_T`r#s<e{H^4H*TlCpv0B&8C|oQ%gwf0veHd{$1~yk(b*v(daocMePD&AN~|
zZLEn5(qxRBSYC$VZtNWPX{nM4{!>;P&tbb>*3Mz~aLi$IDmC+XgZVxA98+Xs4qd9m
znaonW=VOZ_-Fy&NT#3)3(wOq+v{bzCGwbTXaC~cFfhScBn@5xJ>T;LopR{d?|Aq|A
zm^r%u1FfWtoi?WVBO#Z}-$*?f&fkQVcx)n*czo^r&Dje3Teu;vT!|@9vzYnQOm9{f
z3FS&`C@;k49=4e7Wrv%^m6#rv%^XzmzKeEaW=^?gJx5|-H&RQ)m^ehLiLD45x_hIg
zg9L?DYAm~*i7xwMaqqn#c*upwDpN5*V2f{N;=2y6SkTEGe<l^--Q&;j&%i*uY7ppE
z*B%YlwVXwkh%GgtgK{O#=9OW%t2GXVkTs<$Cisu|q*(#lb*<Y)mAKsT`RiJB^&sGw
z$ClMo4;AGY;%tR|!ESg~uEgZHEU0Q~FvH8(CXeQppiotf51g$V-MShhLxskNNDS6D
z#R9~b$b8krMvM(zz0lHLjKZpFEW4M5E{C7s-n-4<A!FCxS9Ws8_>0N#{^JqIVf17p
z?5|xs(bZMXy}l{p@L|QK{9+Z(WGV5Uw+)VT@j+Zk6+XL_#@NA}VD4bE`pBtNar;q`
zC1OhIk)ce9_dINHq@x!r!(G-E=QK0k2u3#YPPw0fPWBSCFvv*B$dF&gu5~-=>&Mwq
zj+nUTZxADVwcsS&6xQhR3Ol~b$YM9L7(SDH&dk=|7@kvD$plO)?Db`Hwi6>J$@He#
z!jdX@ynBGz1Z81vhSih9(6hb%=Fy{<Q!xCyODL;U!PP;6zm|4~BgZM^IR)iVt81Vz
z$h=1~@x_?P_GqMor5E7lEUyb1%*ri8NtqIhHb&w5&tJj9DV=fhVglZocm$_655}vZ
z+RaQkg;lH$>_o;osONA$vgyua*io$xzG#P@I)RgmcE!Nb+zej~41BKq%=-pni!zS)
z4ICTv2~8Zt*wEh(EuEz(tW;y!)pT^(@(B0FwS<RelN#aZlYG3t|0&9p)o`^E;N<(w
z;K;E#E2lyugVdlsNGuVPUr+z=nm1ZHN>~~0WTMOdSlk=N_78^q7MlwzfdvNo83%sW
zy>l_tflPpyY*RXrV8h$~XsICYT+~>0DGgoLKg7MyT0Q5Ti-XZSmwM|#R?mAMQV#?C
zv@%>tN0-fyaPJd?dU%|V_xI`4!w1IokW;E;bf7TEFhx$7kIm!`?ztFOh)q{BaO<lO
zm}1qt0T{RQF}!A9V{DQvS^YY!3A*ZRglkkXlxSqI($|l|T7Xy+oBtRYuB7AE*X_{|
ze!G?dE3pLz>1;}EEamIlqNTAd=9*}a_F`;!llTM)Ym3)1(B-#i-1~^wB3qw}ucR~j
z|2)+6hGM<(qM<*K3QYS0J25u&@X`8%TbbyxCkFT44~B=8&Uo=g2EOa)h6S&<<Ilt*
zyn8GT{|st^S9OAowe?VAY>U=H#G2TIdGSdBHeF1|tvR74|F+&O95Aq*6O;WfF1sAF
z4#eS&m3MGyMtjDWbF~MfcfnRd#AI=|hbB%EY#0)VmaZC~a5fcPez}Kx)7rwrR)maV
zc8%OHa|Fr8So^cO@{8-yL3({UNW-nUVfE<19s@%(I>;)=to={%#)><*G?POI1r?e;
zT4LNsCz#$mtjkxcuENbxh92Q;-`mW`7G5rL%>3mV)_(IUWD-j(-*FEqnWacKIJl;+
zJ#zUZQ+DvQ0GlqQ<JK(h_Lx;%g_24&7X6uo?+5r|;Xpt9`7jUf{`wH7Cbz+>Izc?o
zl_9ep87`;e*31U_gsZha!STh~V_rS&v8SdzlKI=sOmx{5gL@;`_DJaMV~v3Uw(zkL
z;aNc?W?fFj8wa1@($Hqcc2FmSz<3T>pA5Z;44QGu%?xze8H0Nxb!D)@z(70rSPSv2
zuoAN_rs9qLk8x>ub7L7y`DQCYJ+`3n%`^TDeM4iIM>m%Kk*BuMXk_5KZ)gl-wIa>@
z$zZ&#un{r=JDf7a<YUvB6x>?a3I8fN`Sr~oxes(V<g4Wu;pQaQ3mVjA>!D~^Nd*|x
zBY<0mx;Z4rJUaO~^XQ?6wR6ac?a{Nn&Kz=QG%PL5@Wr4e&;1+f>cMaxYb!!bJqM-~
zmMY;f>Mv9(t63R7X@#CTK}x!8J)I0Ii6sVc1i+fC2getvho$G><}A|-8tmQ07Xy1W
zfv>v_;*tyS&GHNA_wim_-uXT(4Ayzs^^_VY91UfVA?8_b!(>=;hFwe02^w6q?h0EE
zAJ*?TnDrF3iS?Ak!usuC&>rRx1Pco@te(;VJwv$<YN)7G<LfmyF}#N_tTpRyoHB6P
zV$ySDcz3^6hDl-Q8OpV$bCC&#W7c$*m{`-PwMAP)TNEND^*Oc}@sHLP$G1Swwodii
zB1b@a-FVgBV7zKCY4~{c=WFbERTDH=H(p(Royiu+j8}iZkCd!Zq;ninmQ$ozTQkrP
z$;4Oxx{?we?;q3Z;Ip>qsR<;`DyT$BxeAMR$Kv~u!B{w^B~ISR#5><##py*|@oFor
zu5yZN{jx#dU?W1TiNhH##^z(w*;L$`-?2eDs;E+9#?HqW*3kvl2IErweY8U3buCkC
zI;4MmCjc#7W$ZrM^J(Z3c^~(twBcOSsgJt;*<hSR<f*rR9<1q~%hgzRJ{4Ue@8RAQ
zwtuEjC=?3iUxfzzQU1SRz<>c*x^yY#&YjErOD=-Hzd!o)>BD5J3k=l02)%Ua5|f#)
zZ{NOp!G44}bLKFCe!u_zJJzgOQy17*%kt&R^}Zw70ZC>+lBKSe%F0UY*|P`E&d!)R
zb*kR)M?^$m@#4jZjg7^B5}8bfMT-{I1^W?3jvR^c<HzgCs>`?Ee)}&6`_)2pWWlj1
zj_dg(yPs~bA7S+9(M-S}k@ZCa{u&E?ySJ$Of2&{*CIHYUWCnI0x`8q8cm9{3-_gs8
zxoYX;WrY?i?_gb2Ccf*TzmTL<S7X?&$0Yd%Ru6c&tc`|LqXtew3q%GfU}0v4cGhB~
zRj9B$A&&|8BU!tq#b)7HhzG<53nl+9sx=$h*0yqGWC*d9Ahkk?WpTNB8<U#KMYz$`
z4~0rK_NNzP^xZU^>gdh6Iq7BDQBaKLA_3Y-_?x7W3{K4i0<;xr{S(R7x3RbcCtMUp
zr@#Lv_@lTK%^4Yt_3(;VgumSsOi<yDl2VMz&c!iT1rtp8?}B71X=))rYk}!{*jrJG
z0b;3McCCLWBx6hy3jtag$gr)V7<ZJFSYzb~H*-teP*&pGl6*LuS?Xnjcp2oK!=acq
z0Vz}Fpe*VxME>4zUo;1bFF!-(;$QIJfE<2LHhiycs__X{Vx(27usk`hF5s`XPPT=X
zauGtU#b|aV9{aM2G0M&6-%|ccUni#gHZl>?s#N$nqo6L}??7G&_T(00gTFJHNrbpx
zR)rafIdBnJ;5{ef4U_*0J93K=Bo;8)`}pGbqEa*$3eZ+3W2Y`;6X&>$9FUv=i|Ppq
z{J+*7N#8(hVU@2lV+(C%Vx(88uqwTvF5quJV+$qN5THPFVhg2}_&O;Eu0qRyt1Xc1
zevCh`)apQBW`>{TPMB4iiw*@TOwb+4O4Ws9^Y*`kUA29KP`_{3R8oTDivL{SVBIww
z?q7a__%G(6<oX?m{k`F{bT+DHWFd9IY6v}Cna|PvMxv&HS!`c~>&gnOuPDSUi9MtL
zB((|)%k!|dq5$JH!8QMBth$85^~+C?G-)nMqwYZD?*q@DX2bRC&yc=Q>zgYc$Kz3l
z{;;sIg5BGF;InQqVtc=56!iC^*mMnp=U3wq_xU^~uutOe4c}$6;5qYCB+p;X+>`(3
z`MUed?#D9sg~pwO<KVu?+`Je6zfspm>$J(*KAL29jFdaV-P{sUs!DuUnh$4lOT8>|
zFGG~79P29!FiYZqmKGu=s~cmBW)}Z7Ta*)9oIU|bljflG#$Aa0yz&3oI}h+CtM8A0
zyOK0X_fB^iEv3xT!4eQ;DIh2yIG`+1L0O_G%f&{9QkH-SDoYXBAbamk87-xI&ooW5
z+W&LkH*MCNwxIsf-|v4v&y%N3^X9#$cbs$Xeeb!)fAMU1e=-5t3r+omfMs98KD;R&
z_89U%QGP?{2Mwh!Jd2IqSs}xKf5Aq(+gf9JfII823HiuUsquYI2@~)~SQF@piK%&L
zem9k|k*$P$yyhat&3a~7t}nkx&HG6m?fLl2&zqgMNXsxTHy;Olz5kJUOZ6OfwRR5M
z*2x~3WDfhpbPju^a|lY+8vK?e#pqj^_$&7B&tXZB2nj-26Ya}9@Qrk}M@G2{OB3>$
zfWQAVB(olA2TRVQ>ym-^%wse27@v8O*YgJ^Hl+C@f&4#YP3OC&TA$g0^_iEa7u5v(
zk#!$3ubUgpZc1w<7T~^2fel$D1_6K1Lwg@F^QxwUw-^z>+{e1R`S>zc!t_-_|6nIf
zYR&e|)*eD!$dWPF7;jX3?(sm@wIaN=<57SNW?id*3HVEst1vYo2M413|GjmsDs4M7
z*0zIKz|3P;q!)1p{QZ<uikDnO@G%N#`)^)XYwsmuUe$E)5+Pz&0@fuI;7e_=*Z24G
zaVfVPyI%@MpqPg<*=3k`J{>+nJM{RQeSx$AqZcFf^rBpar4RF;E8y?BW#HRjO&k4o
zP-E%i0?vTHiMO(GuT+6kF9iK7@+^oyh3$K9<HYtc5D03|2LDe&Hb36@p)bnhDki(#
z)K%9I;v+`aHah#%t&KNx4cUOUet#l{&OL*Rt9vsW&;CgktiO!y2Or|ZkAor5j<;&P
zG@x4}Odipe`Mq^BPh7Z}g|*vn8wC74FAny0xUuFXW&;*EiGAvtTWlS)@?=ifU%C4+
zuEoFfug&Az`#CVLYC8Cd5wYer)?LrVmtA#-EOrZY#I><4kYBFCh8uYp_FE#(k7{lb
z)b?C5c#D~rfqnS(KGxmK$Cojt8y0^|D8TTht`O)QB=*lfa}guryIWXyH5XrY_cwj!
zvg0wTP=!^m{4>v77#aK>m{*Mq{$fPL-^RLYx%jf1UONOi;@Z2~cDSx>htYqp9i$a%
zjQHsRvl-jnXw$hq-=EIFrKeK-F|IiRUHLeZSb~W=6CrWpp$A9Smj7BAhSe^EKASFP
zV|Y7H2<-lTU$k`jwd#a*cd+h8F23yIhih3fe0L=WS4K7eSM-vJzvv@I#MXOQcQ+4T
zw)fTfiy=;!)JET5EMu-Q4)}YncGz$qYu^cjyHUV|K5s<p>{JUsF<SbG(d4rWIQg*1
zAd}wn(mu$Mc~#RP$N>?HZeZQTY<$_f?n5d54pO-qBYwDtwIk}NgBWkaI`9{x$*1RW
z@<9>0hySzB9Tsf5j_pShabn$o8XIkAXM^9C^v0MkPr$9)MrM;a$-vU5V*r!g<Zt(b
zO%Jg4tx&jg1fCPB6GQiJ<&H@`SUug^-vQ^Jlw$4aOp}1W=aOOb1FU`1ybQ){x{!t8
zQC<)j9Y*rJw3mpPm%(`a=^obI$-|c&*p2K%Lv?LU0s~uk*rVyDyEvIHMfU*5e_jTO
z2oXQt!@Apf__Cu`hA=%DJcLYeVAG9v{t+2!bo20M(9IXJF+A#@)6JHiM_bxHHH5Ly
z5M;2pZD<I-8nI8S?qKcM=5RL(RI~&OHeA8>LyvG`<7+jx$(T)l+{f^j!_0pEx8~97
zda-jzGLK$;10g;lbZza$&LMw)gllVh{j2+gNYK=c6<ttPp<y!oP2F%8A>KlC)n*mb
zXVcL%4Dae^kd^nJV!^sg*nZ#vPW&{~pq}4&xmnHcEkZreGSmZ&Us}&({p((j1HPU~
zhP4;4eSZQ@Y<aUrhHH1Tu=1y?xVAg)Uuy@ZA8hQ$_JeC#nEL${gh(9FwT)pg8_75~
zbk0d;-(dXI*neJzA70k3>11PS{56C~#0E03YdS9@zoY`|_i5L3*7W(u)^wP@xcmi_
zRj8Q^e^WQ!H{TckO2hCjzW+{N{P701A5FrEHT`t{DmmP8QBREd>J;3%|H%5QQNHNY
z!Jlc5e+s4!;(M@t;btzTuDgv8ZxOn-^3bhowU=P>Aa?(B>qgGFaK8X+_dhWR_<JtB
zyygzpjtQ@I-eAxdzq`%$#gXCor)VGOz`UyI5a@u2Z*OAVr5t?OlRF^$pQL@DBl9w_
z&r5D#-KA`N+3Vl6&lC!ULizsz4fvz{&oE`m6pS4^mdV(6{``4dy?PawE?vT^RjZf)
zzU|w$Gl7AG8#it+Kf8AAYH}a3Sd4b<+TqBNBTP_Uixw?vK67?<MsTp{!#h7eKU}zQ
zq2@jL9trv*_u(4_zK}^=hYlV7^?<*oO`9_Ri$1otw(#=uLUA$osUy+R=1=H*7D#|z
ze0)42A|jaIyLIb^_U+rl-rn#8lxj#eMy@&~n3L5UX=!P-eonG3>i?hau43loo}4_x
zQ&4jAO5yGK_X1G#adr}-X(KNrCYzq5>@Ktg**lb5W_bELdGB4%1yeg4Yqa(eA<5`8
zPUgY$wns=UR^aHUaL$uv-FY@lhNE1iVK#^yg$7<`7M;BLwoK3h*@#k2n23jLr3T8%
zD%>coK(11Q*o!GOpOcg7&KAkBI;{w$J(?PP*PUm}%AhdJZj__cFlCvQ!5RklX(r|)
zTfxe})1KBxem2&gPDD1%TrH8~yW~P<lVvrowl>U$(mah}`Q*KEhA(4em6iCTREAGH
z{@&uGtF^UO2D0T!N4};Ko<`X_j47|I#GmEmnCfKsz~Zt(f&9u!#ALFWL<r<R{Ia+N
zKS;}PQDS(ilB<n1XFcR=G$xq`xn$TQE62w!+~Y=QZH-{^vI8Ood~{6DVgdvwI_qS1
z(bhq}QI;$6-Z;CJN%>Wk*rzDRB$4@Xdqt_h6O9@x1-i{-#<*CqeW9SrP=<o4O1K+k
zZQzn&zfy(|?G0t9sH()W@?w1N;DN3@Ru6{R@{piWVnao#!G=vuK@qCdYS?)iE<BO<
z>Rj%V*u7^>LD9C|DBQe*E${wASPSjpzj7XO7O%pyt`fQ1u{wc_KYd6RI^zr`H8SwX
zcr?@rp&}l05B>3|kF%W(8Vl|4#3)mnn|3@_XT;N$uQth+pr5tCSSN+r+aX7#D}Q!c
z0Vesl;59dPk*B$kk2DgLm{n{N<VCW$aLS;rhfdH`;`ib*%<wkU3Dw`rQ)}RDr_*cX
zeT2Q~!k4R!IlWX_rwq(^ER*45S0}R@m&ax2BVDb=PG3)x?0yYpJl6CDqYQ|7q%Z2#
zp*|#l)7GRf@C^GxY5|k+@pb*apj6}A%p!xn;A~DGRBBAJDsk1p0i_HR?M)x(H@D?u
zx03|Y%1WqE1y^eu3@yn*b6cKy+fZp_8!9VJvKpDS4UXKlAvVj<Hhfi5f(>P5xZq=G
z8`Sw)y=1h>o#-XwjCa-e&zXe$U;aSuCRQ(%-+KgWkq{yAUn65dJVb4qgXiUrmY4R_
ze1~KWbL<=i@AuxuMTc-xy<ExB4rcW7_Z7wH#}ngqKHJ7kZFrEQ5?_=TVjSP;neVBq
z14G?x%hUn4ZkEiRjDlbOK>m+x9mq)?2<;L0{Wr*3sMF0=Dist@SbwSf#$AXaTf*yu
zkw}?1v*uo^d^5Je%MHqG?(ze^n1tM)_aJBEPWIk+NgLRs@#?RUHb0)zHfTzukUvgl
z0yO^#%ChqzGO9DNmpdv-q)=BVP@Z3eO0^myqrOGnlke8oMw9+r-!aK$qnFEznLylX
z8y#xP!vl>H8;On93-mJYBWO%AI~nvvJ2774>H1=MRTaLJ7Z~=%dfrp5^%F?nGaZj+
z`r@o9DEM_Z3ab5tdk>ku5cu6ZWG^!G6a1IXg;Sqyc-Zp|s4}w~T=@;5A2fu%@ON$W
zUPU=3*J7hDYi;y*wb|%uKgHNatBH*^<FDD-zz((sHo7UFha9!eMhEllu&;@P@u!HL
zBtFxq<QxPU%?WGulWhK;pJY65>5!U<UrNjHq0v02dJaqG&HCilGLI%fI(AlubJ(yt
z=CC9v@LI7P-#;xxd<&h8cIRv7@fC*ic=FzxW8P2jwzp%;*YnN8oCL_OP(!JyeCB)B
zw1fIN=h0Fbrn~>W&5!@44AsGY#Ap7^-^(PsUqhHb65PoAjkJ^T{7tDg$#_={`MYsn
z3>6yA-^d&<Olatzl56(l8=j=>Zm(U>ksI}!ay7g;GCpx(XJdudBqK<PqUN3?cB7fm
ziPmAR0-Vb<J;}LdJQ}TQ<to&*jz@CJyy18x+349ixUOB-iaGz(U|s7BS=UM}g0yF-
z!FOxgLB%nTHPa5>T<u^qcc~_|LWL8><@mXo=_%+9VO@=pL7>$ka-;Rl3KhJKGFO;`
ztShv3vqzFPtEgOEiJ4cku&YN9UJhW#N=r9;+$xac+dH`i0e>~?n~G=Ai`w-~eZA<&
zuhEOVXAJgq=i74YQH9!kI|xkIQ^FibUsRj)gAZ?IVSkPkCprbe&nS~(jSMbAcCFiJ
ztmfvI!P}$uO}<Okp25P^r*QP=QD~{x*StO1?~!}@c<JVs<bA7fqkiDTXX-P@C_77T
zQ3bq>PDj_rn)EYma7ODUu1H8J!Gd4z83g>16VS;u<Q3c89Zlc-6B`aBV#b>hhB7$Y
zGn=P!j7~`>S^B(<PU<(QgH2blaKlv`{b3NZ5m5i0wzk%2*2r+~5*Ff$bJsJB>VU`A
zL6O3=4r<xR#?*nfPq%LDf`rskEci8n3HUp6Hy^ph6$pHDU(NO8wDoCgZ(+snkC43e
z71QSpq%X?;=JN(`5t0fG{|^z*28~_GOMqBE2ZXJ<iH$dN@u_yReT@tPtqkQx<3aw6
z_Q6AEAM`nsS%!zj3jETOJ0QR2nTv59$W-vI#|AWmXD&wlxjNX7dFB$=jPsdGt?eND
z7uw<bo7i|G7oT?0wS&9Jj;Vv3Qp2^^9I4VIiwhwszXDGS6&SGYu1O#Z@1xU5m>I=v
z(*At!Q~Wk294|+(b>GrgjGGxUEIpoXvVprn$RO6rAT?}<oKlr}844;eU@eCXAD%+O
ztY|dy(CM=?iN$!BBge0C+#3}wUA|#oRGaoi(KGZ#FCmh&8TrnpNty2le}B`!SNix^
zDpp>}M$!kZP5nh<eNe7?ZhfHh7wzlkFEZ_5W!e`@&Gf}wIol53->&&v^(I-~yC;zF
zRSX(=n%a~Q4|}Gp#9TSLHv{K*FnJa%Rl>WT0Sin!_==c*La5efWK8+!-6N+=h1L?o
zIla3>Ep_0;Q3rW)Jk77bfR!9|F!neSzKN})4$4ge{zw)V)<(;p-A4a(6AOR5fupPY
zp=A?8-5=S^12=vhf)c3$N_8bXT<j71&Tohe_uw9n_0>sv+I|p!N3RappS<@^BH@b|
z_`C3#c}2L7q5RFfg*caJn*HOsWmwH2!-SJam=nXT6GoevH`F#B>#Yy0(Av`;NoKNm
z6GEK$Oj+cb?g8dxP?^plpG7Bm3Tv0axfU7B>1L@J-JGY@&1*Px^Tbm~m~BQkk1}H$
z8p1rfq1Z<YjfDmygQaalL-5rcweu$<pFgKW2`^_38FI?;G*6BJi*K0Pr{PDC@NFkF
z@~+*c7?kf)+x*e|`Z!_9kJqqp<5e78HwZ2D4o=eN%(V<Wd|HHUi~E?Dp=J*G9P?<d
zIb>@uoVk<7&LM~WX*h>ma}z6mdx+#;`g6B~@jSLzQTIGn8<5>P#0d#$WmvHDu}P5C
znR^9zm{EppW->#XZHN4Nw8MtWSh)TYj&2-+mZ7yD-W1~R%#@XwQe+bF$F8SXA;%~~
zaBjW~-X7vQWVpm+@;mzDFtiNQ$#CXs8gdI{2<*xp#7ZF9<EAY*juo4)BKgGohU+Od
zX4X@TvLl<Wr#R}?Q=XP!!InD)!FEi5)$Ef<$(G^Rik_U={S0I%`Ulo@e!gcQgW;Nv
z2bvDwgAMx=G2^WW?!IVb<8zCZ@UA6G8rv5|y1tlRh6THl%=ASWwoNzF7pwi%LL+~*
zP+n_05SDDYg@v1M;^?YZxc${%UPnop0!o$EUmdv{k<Cm465SoOYimYXf617x_jqjN
zjD%Dv7HogO1pJYEl1!7$^bR>9gatU@+&#k#mLzD8)yqb<p+sSljg^p;OZ0LD1}wd4
zs+Zq6iiE`-(a1|^5bT#)Aje-b+Hq$0Gu%h3{Cn$K64QOO^`XW-8~I5@o@ZK9lIZL+
zg+ifFD1VoK=XhEQ#X>kZIAHML!AusuGiS~qFE0=8zyCfeDk?B~^k^uRtRq-j%BH<1
z!EapnXg4}nUssKj6ZeKN5=d96w-LMgdnCgj7v{?SCvh~|+^sLG#%NRAKP}ga6)UiK
z@nR;+-`8J%&169&nf*wH!TkLEddW)UB$$)c93)V%wpVrAR>R}jBC=%wj-5%U`5S4=
zV`m;9wp|GRDavFONP3zFA1~8B#Iv<VTZtIQpXe6;D=Vv*_py4Xxz+|*oVlA*ZZNT^
z4)#kdsKDX4aJZRSASN3}$f@lo^cGLZ<m+T%Ibw`b#8=ba*&a#d%9=?U;c>YNK71SI
ze%)L}xYj-hmt%FWNJjzQ@Nr~**WbiaBZHFw$MbdR-^smC<jWB2!aZs3;A)Q~naV(h
zM`cQ8(-v27k?y{LqI%`Ax_m1uv=Z=eMy8u+k^7SO?dr%ju(wnOWmOekcdUJ(sV;~N
zEqHb~t1y(|tU`gddRhCp*e91WGQ1`<T)ZUjk9v9Gu-?nd#v0=t9PqP;JEsgSc|4r0
zP#DTkp+F=@);@jq%2*i&iR!n2O0oqgjDihF`4P4}oL3r_e?h50n_4oE5DrwZ<-aO0
zU;d7YGDO(gp_!fe`Xn-tpqmRS!*(F=+tl(s!XZUDBSU|_VP8;J0c07#xL4Z1ipi{?
z4+;Dr0UzQn9dv)RvSQxLF6$Pq^|7`WpvtIES5*g&KF3L6Wc-lK0w;?Mb;60Fa>O`t
zkH=UidnCyXbwXmf65c#kCvZ`wu0*n2WwPmwTu(CeohmUb|8%Jw(PD0$6e||sNrj<4
zNF<vI?R4drYpP5fU-CfBsOoBDAQ@#&OAY(M=`uN@>d4x+r-bMPV6cnf!fznY7GAbC
z2KOx0RN`8>g7cotc;xeNR&Jyd$}12lsJ$=lEo1xQYYrl_!G6gqHMaYDGMl8iXb|JE
zx-XQ<4P+pFBg%ohFT^<5Be|}=P+4hmiXQ13m0bG3hKGwr`hdJ|ZIl_xn8Ql84f^rS
z+XfP7NrL^JYE-zZQKCCf$ZZ?!>~OBa)HXyKWuZ1_8wPRMh9h2HIHdRTvSw|=R(Dg|
zK=e}C^}BHDW~i6Qd+9|pdP!)HDx)C9s%oFk$_gdNFW_dIKDZUtujW;D^)~W<{ge3}
zdfz1*aKmkQxTH3$1M<F=nRciE$9UIj;i~7jC#eJ3jk|E@YFG!3-P%KTss43<`sikB
zYgiezE!zh7;QV5HgYungX#*Rfy+J)P_o<_N5|k+j2{0Q(_^hN~xQXEIhNnb^ywrjD
zJE2mgLgux52<dM4f06g;7fk=J>M?nNb4=D@qs@#-vZaF9Xyg834J#A-V6NX>B>l#Q
zyD!SCsyOUF>g<c=?pf_8I2!du(l^V@`3XXSiLvAA3nbXixqnYQ>iZUyDe0W|vUK?k
zp&vAazF^KqpZ|w!^v-(PXx3LUve8oFE19v;A_1N#4Q+IiLIrPIQ-4upW6cEn6{|Hk
zE|sH?lc;`vlDr;%lB^s`RN*yo{pN3^w~{(Drg{!b=B)ZMoG6eX)|uO9Ztp_o(S~*K
zSXPfYEI8({Hr8nCYLDYNhUFj6E<>!DjglSQg-9whn#Y$a;A3yg-0xZM$+QERN0%GT
zqsuGM&P<l+YW7OY|FL=Wzac|)u-_A<8aw^GYW0~dIe)B~zd7)6ve;-%r&x|?Gd^>B
zM**J5jryY8aQ+tSD8Qp~!w2e#auouMGJY}r##4ynX;Q;}lP*Q9x2XPWS_Sf&jg91<
z?L0+zWVEs4G1;iZ@j#s!kB($r%XmDN*D@Z3cp_7p9gi=%330t+Fs^jay~w)OFo`4c
zJJ-5a8!;cJjN0K;E$u++*km4S)DG2b%_(IvnfG?(u2V~|tJU-ccOj1JZ6;;<LPi;4
z^|JWY*%t~cYWjkzvWj_G8`U@2bYd(5Q@#t)VMgWWmLb;7j9zr((2G(9d<3jsd{&rt
za2DWro{=8SlOfjCoDBA+GLUu<=-Po~ry;?9e`HB<v|}KG&1}r7S?g{g!Lf6RhHKsD
zk`UY0{At#U)||%I-yO%n%_GsSrD3+ZV1E}TSdiSKno?;6F5OH=d!u{u>}(Jj>dKtx
zt}DL^$F5}~Hr#Z+X%12!3Zp<~?rSPJ>c9q(;a)g)G0jkhOKFI0Wqz~mq77H@^_ojK
zxOO1gMR=RsGb+LhkDeA9{QYrC5dtNSrghNN1;=jW7?yt{7qQ{>&lb!4e=7F>d%H&<
zZmsQw8*6&jyd-Y+m^L^RhvvUvS_fo2_=s>kxzw;PJ}p6PJ+r$o<1v>!Z>W7E6{8b~
z@#2!fLx|%U|A2kq*!;gKAs>+*LbNjD_b|^~NFA6wb16lvpZM9Hx#(>ss}A;Kp1F){
zX7-s&t?iIp!UX9(Q#**Cy&Xs$MEX16_@iROI(Sr!_CcoQhj|HcYepolf1-Q!i*Q4?
zCeF<7B&bEDsbXHHdRe!juffXju*gV;BD4>7<d)&HcDVkj?$xh_R)$a8F*4}0@j^Bt
z{l#cyre9gQe1pFDw8Tg!lp@ym8OB4dyrwU{72$>(V<K>EwC*Jl+hJ;~4-UK$YQ|qQ
z8VhMs#QKQ;p1)|c8ToOMg4<st?GWgI;|WIXkWhs7jX2uDM~GW<qj7z9RL!ejD|d7Y
zbzy$@Hwvh!CcUr%1u_+UI0EPxz2qy#@yAAbDX|2xdYLHdtcR@fnjny1S3aYs_3v3)
zp~mG@smVQcbx_Dr2Tt5|@I?%+&xx*i)zrb9=(_8GV?#D$Bf~s!>`J<!jl7b9*jlpA
zFWP(qU;l6o2fu$A?ZVA(<acu5Gn=O$rxxRCLLLTm2{x^R00$g@V5E~C6rp_xM?dfu
z;?}Hoxc<5B)vu)+x;1rXekbFR+%qc3feGr-=TVLv0dA&sR3pPfBN-l=(FsI`neA}>
zGu?~P2}Fj^ICR4KEJOy>qLcoq@tDtTpQ}liDp4R;!-wM<Mg}htj;9*=2&tur^%4DN
zWH6_jAJ)<rNFSJ?d)4UX8C>m<UC(x~;5@n^*hdSFg@z=9#ce}F@YRAHar~~4eY#tK
z_8eJK!z3cyTHFEG7q+i?^^5dGw{TbHcYpV1%NEAire>bZe9?6NXgDv_XVJ#1_<G%C
z9E^Vz?V6jnVH<bfLu9xoTIn4q!zlyj95UxQ=8)_>`t2S;xV64FlL4^$#mpgxgyGOa
z)5HioJ8MKXcEYjS`Gzvw%13Od%X7_R_1SnNmAQYbVD3Ga%sjriH;!FMF)aUL3SwKE
zW_zz@(GQpK_38^axc+stYhk{<s!7k5qM%p~A5U>DGCVbu;R2Dt*SrktFXHP}=WuYt
zP_)xKu#fQefC${$I|euQjIMb}JjIwcItGU}4CUwtZcLUwgYvIsF#&SV(+~86{T`=F
zadcTvxH*|0BdiRr%o>h?4A--ngO}<pLnRDksE?c`eesr2U%Z`<*k{NPYEFiYN7J-@
zk$X?A&R@-VHh=Y}oA`RebsSvT7wwD=ozTZgT<x!xX#Le74jHTw*~A&gZsr-va5E3F
z&7N;viQF@)sS6&Z8y*7iIHL@KMu&K?df5TT^#TDIy?n0_?HhCGWgii4&2NwE-^A9u
z`nB~yw`Q))@BUh!xH{M`F-L|YpSFWrErD}2_A&8q+Q;m=*R}rj@*6-lTFQS1R@U@I
z>)_e@0OkJ|G{Ya|e;N{?_x<<ZWB>mBNJ&Y-ojZ4!Y;x5BW;r>!39~-g+1a%Q&DBNq
z_i}S{IX^d7uB9=TLf%@NB|uHGIcNj%swpWkJ)MqRGi};5=9QV5iBqReVbi8f`01yg
zn7TcD_%Iq0lgIbK$Pa%+yVgO7ZWDy%>yANIu0-4$>_*lR6E;EO?Tq;|2Qu%KN;U33
z%BuN2BfA(k@1{X4;-hge`=DXk++FC`vn2xkT#=bmg1L+KGN&sK8yLkcLq{LP{g#MG
zi3m}CVyrx$1({NVk&)~~aOAGXkT~)%uP1xT&{xOP5aaKF#%=->SE#Y{OeRu_6&T&l
zv*y9`kY69+My3pV-VS3X64_FAqn0b#%twxR)8oS+7mT@^&1{g0auVRX)FLLU!aEXn
z!DZB)EJy^l___%z&p3Z)tVu1#)CakEKfr|v>{*mt!2C{du(d{W2g5~8p^X)D;<@qP
ztC<wyhEX>&5$PmAl(RinCKoa?jPPeCj3aMk!dGC6Z<?|H<GX<_h<{py$@g;bL68d)
zWlAhe%*TXa-HDN(C*-2Hrx^bBwvehTu`Qz%rwYn(AjaRM{PAv1n3$P|RsufS+Vils
zuoUH$Rd~ahoveM3nFk+RTg>z{TtxV}xD0(9giMw|V~R8yq^s0S)(S$B_OyADX~4^9
zEHU-!;DE^mg=od&p*4@kWZ{!nR${1#UEKeupb*|RHkjdTxDd9jOom?e_HZ%Ugh<{S
z|IH3o@U*c;BRlR%?Kmd~Ov)=jD?Sfxcs#5xl`@$J-p~dPeVA9kY|8!2#c(43Ygrk3
z3GGcbLXyCm6(yzUX>ZR2I~8gwu}NBnY_$gcID!L52_5ipX#rZ;^3ckThfU>d`LElv
z<xedwfVZ^`J{CKhY)pQMZx0tUnO#VRkb@O+eCAMh28lR<13oD$K!gnsEp7SOTp@+L
zsuF|v?84u4X+FHHZ8243c&}Xw8G7)9CNhYvtr2a@$Kvv02&}9iv9`q(RR#V~$ndGr
zJqUT<Z$QA>B`Cjf2j$mp!Q=fnSPO+H+_H=LoP4Ir%0brL#mxKCgU8`9VHD)I?xFnZ
zP4Gg3;4^bFN)8^Y3HBgC9Q+X7DP_Dsf7rKZ26a&hROy)}GJNRog0T;>(bj>Fc8&sk
zpI(e|O(ov;VeQ+P`&p3iZSiFztxoWD!rF{tOnaP%_xzk0ov=8ikomou8Hsu5>n370
zh-N9(_&T|O*(5nwds4hUA9y?Cy(hV7BjO`cEWqmQ638m6@TT@O`gfCZAmQ0!jz7Dg
zHOkWo>vKx*NlHH6^>Si1kAIt4jCZ|tW2Lu?2um}I;K#Q`m^}}-WeTjyF2-9%+5M_{
z-`x=(q~)WvkcYNHKGx>3I$^jgE5m!KdGN8b!E7JHQ)+)Ml%lVbsZJm^_FWH0EX^%O
z2;UZgJUh(GE@A@F$n{*j>+FD!a@q0NTENHp;_C6p_Qi=g`S7-}#pgy@Nq#Anp|?nA
zG9H<Y%h~z3qfp`}9}i|TP<0kVXR^uL$PZ`;<M9I@XS|oB>kIMO#Y|s#ORq1Gc9<K$
zE;5hybj14XVqIUTP+@6CkwIVR<1E6`j6(QpvzFA>7e)viF+-Nm1Xi@L<>RM{Qpiz-
zfm(g=Ng2@xHkcwbv<<&0%9sE?t~xlRl)=@?20qp{c%)HbUU?z9+X>Opj(a2SSO*78
zDJ*0HvWaaVS@?);7^1ZelL}ee@Tt+k6x(DnM)%gsHdt9PS)t6?hO8AE(RjmR$gbUC
z0`q((j)aZK9(g~pdWn3d%*;XRtR>9*qW#C=^U)~CZr(@Pm0L{4xPZBnnZFagR9Pm2
z{QhHuGBh$d)P+SRe<!@dcf{xA`OJp;2pc}OD%f^-mB+RNX(N&icd|X(4qa^R@spwy
zVMLGH@Q_-m#&;FP=wfGIvpKu2dm59oawCG*FGl(GJCI$y1+NLLZqC>0=AiXUn2cl@
zbJ#j4IdBYK6Gx%^)_usX++^y2Wc@2Sz}5l5_ls#LIdTfhv`pAIh~PS;KOA0&!Q=iT
zP0G($z7b6~E<)M0yO3VF4atXW8{};MjrqLkrbSR><RE3{Qs#Z(zT=Qg8ilf(_aVJ}
z3-*ly5jb}e^Y`lVgBE^*!hI*8NX-CG;)#ISA2C6RdE0bZBMkZp(JPI08+u)W{ovIq
z4D!Mfl%{2&`@AV|@b$tUBR*k1zq)1{q9(kF9t%Iljg7w{_{CT>AJPZEy!>v>JuZH`
z39oKmh|H^Zk#YGpVkeD&oyZ<HH~r2j!$^SxK9v<PW3t9ZLuaGOnDitzT4<<WelusI
zt*jA6Y_z->d@C#XTHE5Xx&nKMjW)Um;T@h6K9}dAxeXsJY<SqBEM)?@Ue#u8`>Z^V
zDSwiH?TcOQ*uL1zhSedd8a2LG81=<E?rBWUcN-A2ZV6<>Pq=yuo*%G%u|TgclJS^1
zhxHRkpJV&tJ*F@68wEi!Ych%t===o#WnVJ=FKOsFXv)f9tIf<vvOZSn9R$%3%5Mn$
zpds{y(Lx7ItHVYU`!wCiMw5X1o^{yh1NF4g?|VAogOoh97V^<n#K)T464qC8W82}q
zr@8Rq*<!YY^_Ak>9kD*I1T)eLFxJBnl)YtCTR|5!+~OXj5L}D9d(Z+c6m4-0UfkW?
zin~Lx7I$}dcTaJ5hcA8JZ>{(J`8@fPm8`q&%(<D#*)y}x-U>2>I~m}}nVOD)FC(eG
zg*2XmLQ2JKv^6mgFJG-xb-mV|>^r5G-DE95WJj{K-f`+jv^%>!EAx2SErbuBl?mKY
zgEFp?cKQlNGlGqfnMzB0qp6jREN1s<cW>uFD9$}l0+XDrbV9svyN4!HswQtpR7>j6
zXnqIs%$R{%(FcR!HsaO_-jEk^85@iza$uYA^=@VAF|o5x?E$f~eTv{V%P*?wIZ`F-
zTlI%ZUwR)Sq?I$NEQJ6`vk<qkr7;XhdL!kl(t8@ck#5AVYbiNN@OM{ixg}a{XXc}>
zKxxmE%;<R-(q*K3b+uoa(t=edY!nf-0q7>~_}*{HaU9op>GcvfLIM&62D_1gk_Ep_
zNXHWE&a#uBT&jG|E88ORu(I|nxlUs%P))&J^yu6Ek-rPsZcdqcCtN|<7gq4&wbuIa
zJ*9&nhtCsb%3Ot^XGSGY4ICNmjzMcL!DoBiq+fVj!g^~jwD(OpPh(t6^31*D0QU0F
zjFt3%;5N9~*YpLO>S(uLzli-R!c@`~FKta6xFtG42#l4^7N@N4X~j6+O{riprRdiR
z?3efaz{sWUPK8LXOfAK`aMNdQ)yj5k%ON1!yMM^ozcs6TEX&eW<@c5UXfvN&EwVj6
zNQTy<mg-1Tq3%et{a;N-svL=Dneah+sRcWPodWR;v6%y6Hx&=#iK*UJ{%O7fZAHq+
z5Pm^(zAnYtHKB(%2j_rX)YAk@FnZoZlIV^t9l7v{QU)r+RQ-kR<umDenRUoDWh<>6
z&r(Jecf*ICHsVyv-QCLTX2KaDr4Xiz0B-E5xTG6W)n!&aE0@6;|D_Si3NUYROjA#1
zLMpNdGm7MaPW4CSwKI$IZ~{Kb@GZP_7P{^^-qy@WYGp$enCExaI73g;K#)4NVe`@t
zdli>no%usHHIGuyUvmasnr*K1B-kEWqZTD|5m7o=+3KM~yw&GoIC;QC^_Z9tWcMQ5
z<Pt8KS;4OYO>$xBpX?hiEipT>TzQ*fiMGp4DX05Ll~``oQ@?fA_6)wW64V~ix9kx*
z3GTcQD-ZQi4jgKzxe%jLqgk}+%J-B*nyTyRU0J&4E`#eBc;xhoHzNPYx1`aNMa5=!
znIex5m0`qb1g;GOMtHLf7n%_pj6r1VZnPiQf2O>BX5AGYI^^A3={Ua%&qca)5OZc}
zxlm`?W<Odp5{BeYk(`gY&`y3_%tU^d(RNMuF$=@BuE@Oq=TJZooBb<%Evl1*BPTD@
z#?8BG6!h)K%8;X|6c<u#7mrc0g<v<4x4o9px~Pv}6RK&yh}1>*j|3O-`Kc4e_T24D
z?!Xtp`>uhnzR%e3sxKEv1a3R{tBHc4c9)^`_zz14wHBvg`*`c>?K=oY_PE;!Jf_Ae
zcA-l~ygv4{^%&lb{`?zyof8p{<TBf#mR6I6>ShD8um+mig01XMA_CHnxmvX%7@1z-
zZM4~&y@g$cJ00^MsDL_BErsQw7*2hcYtiI?6sgLAM6PV$E$Vs<sRpB?%>}qxi^J}D
zziMnm7E^;GJ^IkM7-75hvDk^$>#CYM|As&Ba$i@EG~*3DG4D*VDZL~^FL4cb3M>b|
zCE_oAd1^IK!2XEgoN`C06{43ZFCAHtGK8<Do!d2ysv$$Kr0-~P>wZ}ZUSE>Cwm3v1
zV+TCgbF1o&i3NWPTZrP|n;V=Q#<3evN$G5*Q=m{?pFa#_EAzUSwIExzIO$1b>UA|g
z2~eH@;aiz8e*aO)Sb`r>=iEmeFL+OG?Sf574Zcksfj{9)u3r|oXO8vSy^O2JkpD&1
zuUCOFZl2vFc_{3#^qK<wUezq~A1`nDiTo5m8GxjO-R3+we>5mkdy?~2_<F9yvG@L9
z$X0g+!|G;vOOEC-=*LQ~_6kP9>Iqv(I_q{l$cQIh8c_h;H{>|@ArYTo<gg1%MA)~2
zlkDmdQ9|D|3Ms#ob$l7EY|e-F%`mxN{@!Q;XYr~OYrlJ-q!-(=DI<a!wh1t4iOJEr
zAJWJSNcs9QC5EAHN7?fY0jk=Mj#QG2HkU9wx9CI#h(P4oW@^YyP)H#@iE3<9P|p;7
z+%~q-vn)A@@QG_5>}j<wje0wjL->QEUHiJ+$Mh?Kfvp)=kW{Afk6kC@5YH!n8*zRP
zJvnPgP-DIV)&Vv6r7yjy6f|iKCUg5pfQ<#Xs$CNAXif;jw_zs~v>55gib_!4W<BH~
zREW6lt_&F3KW3Ct6G0@Fr+5Xk|7^n>Uc+F0pt3fEp$s6#BsmVn^(m+l$fY_;j)d|E
z+gUtEiDr>t1c@Z^;U%EQ{I_SuxIa9b?&uNfZhRYXqKBTZ56VAs-BwDo3U|!skT%O;
zHk`0izVwEoU>feE%Bcp^)$2;XK86lOa#gUlT-^PkDhWk)6g715_y8>?aOZ%f|AZ3x
z)8qvSoG)_B)YWQeZnjM!8uRC!14aQyvz0H;pExm+Yc$c-;HOYD``LLh1|t+@#N*v-
zERj{iqs_X0OA>te5<ZKS*2gnBlIPS&vDhq2lD}~RGLnW9nunWZs`&hSe9PQdqK<*U
zq&NHYx~Z2QbpjKzfL@8f2b?8|UK!O6ehU`Jo{c;C-~iUra;acs)ckPGl^M2>HXPEq
zb7y8RjGU%DMujuF_{41?=;#;eYv>cZAF{VmKjgx3FabJU#Iz98vDGuV*na80__Ezl
z`=C8-fdqJ+#Tyh&iQCmey<9HsJi}RL3jEMmAE{1h%h3EJY0YlH9%X1EKa5?!GY0fF
zlKgh^U;IX^J<+o*R(BLQWYvc0A}L7P7NqVboIHm(2f3(p7Wz@s@9o5n!wzzXT>N$x
zlB$GM$(3{^Cs(r-S8?KaN^y*j@uhcZZ*WdVW@8@&HA)PHUSm@ZYXv4QIH(iU8hZZi
zGNK7})iu2(53gXsB#<;aW)iIuk19}eP|utdR|rN;#h>jBnv#e_gL01&4U}C(dS8AO
zrAHGT?2h$<UeMRH)dabG-D(R?;tK}EC1Sg_>vJjYf3PA_THokM2J=xiSK+7<%NU%f
z0PEkP)twOA%b`PP{sT-FI%Oor*9vpQwhmwteQcVZpPW^Ha|jfVL>nP-j$`vYWY**J
zUm@Xq8y_WW_^}sVQGK<Bl}!@dD;xPh=47-UU+V3ks?$4x>P|73yhzjbkgwPvuc%qr
zIZhQ_Wu&<$;QpTN;f5_z+ch>*BDe|sU^C|+b0Xy4^~o87zYzDz`<3-B)ndu576FmP
z*x+cYDD<tE<f<thC)-VUhWK($3cu+XVVT=m+))L{v~d-fIdZ3eau8}$A+b%<`HW@R
zHoEbU(o`QC9hy0!H`X<ea}eqiow+wZE761^IAIJP+TX2P=o)m!e>ix*`z~ug38dcs
zz_5Z5u!v?$1zMUYl^D$)CUuvnejL+q!w_M0OSK9S;)w~XeV;mzJd|(`o^xxRuc42p
zW}`2|&t?Jz^}lD?pQ8`e3T`xud^XBfML<rnY409BCwvl#x_4#$sEd&z5`~`jQR8K|
zlrJE=<0P6~j~0huRXcEWB!}eKa`S{j+${9KHA9Gtm})QcQwv*l*7naGL7Wus*v9s#
zrOOTwY#7wTV4%hV{;FZspxo;3Q73Vl<0crPo>X2O$|g;F_ou5ye)};W=2&MjGqdLh
zCv%IyWy&TG4nZ(i&)~z}6iejwCl{uTg2Y_Fp9v{X2MlaLuJu>bKh9qV)LOFa=wY>@
zg~Xmev~g!LyG(XaY0OlaE;u@ih)aPqX4pro)v0=XF(b9TRaStRRnHSf^{mbdw|&OE
z<aX3vv0qDseN6M}SyAe|*nwIKaqWx#`K%@eVX0`XP$fGXzgWEtqnEkeEcMqTl6tah
z!#x73U1HOhIb?QAkws4&hk4zu2|X9-m}uCBjz{2y+6mSsb$=$*IY`qTI+>BhC)7DD
zN(0jL|Hl0>Tj+(K%4Jb+7mS@lUKY-$!qYSGcioEy4-7n80T!JK4li7(iL{~%D7|4;
z<O9tsc>9R1SaTgvT^ucT{3O(Bs_wve@=P4UGC!2F$$QJ%M&OL3d7(BB63cE9z>`(;
zF_QacBsLo}98Px)L7U0f%!3F<o2~vC<!65AAsVnQ<U?clN#lZwz-P<`6$`SLK6STx
zce1j1khRa~^1%ACSFKM01&yc;8I(6Y50W~7;YJ<#4&{bYs-!R7Dv?4Hgkp}}Zu?Ls
zb?8d2Ui&=A;%?{XYGK`kSMBXX@jR%-{N##W;;EGJ-?Y2!m2R5bnaL4_5^Hm3(f>oN
zmB8bYTt=Uot2OTtsD)~3^j;s#po8Lvj2hi<7>-X)un31=6mwVx@9sT8<vJ}0LE>G{
zy6F6|cilm#_cq;qL2DmkV`Kd~J4FL#{A|{mzaP0!V<ST)FoK~j1spe*(1Ug{mSoPG
z6-E5VA0IAJhS^M~vIobRKOOCQ^W7hXoL?FN1(Z2aQfK$(j7)&}R(BN^>#R{C!>!GZ
zX5lz3MI1gOgG}A$7a}=1G6(=(c7ad4{XwwV-94Eekkc5v)4})>wmWsg>XC0|J5=4T
zSYw;iCYkOWTazO2e~QHeE_^<+FElT%<dsPVazZr8wLLCT+&WwC-g{7L{r$ayVEn?(
zK&&Hy7660bAxN3c6imBAC7mnAhzNSMJVIo(+AXU^!Mz6D-2xX4Y<`gyij010K~+fo
zszL_WsGqi8m}6=j+Kc6e!rktg5MoIgKt=YH2kXc&7-dx1(DRD#BiE7~P+t_0`c)Pu
zK<C2FaIIUWTzSm0dQ`c1%g7=M@297UiZTE&Gxl5|5U!Xrudk$wWzS70dG5A|xB0y$
zmrbI8XXr7uSaB;(+mGaQmG*%+DGAcUv{u3k;aJ3REo>4rXr3~W5cjFp&{PSdrY;zq
zF~c0M>A?fIxSH{jo0!QN%P5!FYLxV{5)(XSg}kSv3_ys8_<~Q6cIA4%G$KJ8plPTH
zkVFW=?r=}d`X<Sd|MB<iqK2xkcoYH)&%B%{#F|VY@KO#|Ru>CNNxh`YUIY1(k=x8<
zq=&{7&}hLcW@0Wk;*+Pk_4`ZM*!Zr(m*paTUcen>A=9stRj=3bT!)@jEK4<*j9AEt
z1Ij>^FYw4y+Dg;(i^709B_D16v>AzD|ElR5_xp>CjDGkea!+l#=neg=mx$$>&eqj~
zkx5U>volN<8X>Y1sYf{OgdWVd19_<t-D_b(El-oLewn>QhtJ|Pi>yzwJo|y<mNPI>
zfLG0{b(b!=UDK_JmKcHcNepb=JA2WrFHse7s4@AoIRz=vBASog5k(}?D0N~a_sGZR
zri^-W3ZoL&i63b2&%8uT<<Msj0?~p9sZLFE6~809WT6Z2EkTTai3ru+&6>uf<3IdB
z-!=X~p;jP;N<r2U^w>G`vyDf`{2OQkuOsNoxyBEW!1~t^zyt!MEt73Xx<ScaDMzsV
zGi&c`(Ziscc}gj=UDnSOs0*j{s3?&Ak{i0V(t$p%sLDM<=}Mqb9cng#Btrg~P`ToE
zo}8bK36G@D{#LIgC@W6a7yBzUSkm(t=^|K^NZn@i9U@jf4jyh2xk8zk0|?L|BebQI
zpFHTwb{t_OalL~AU;kO|iE@d{OTC|k@J41Pb5!d7>vkB16oDIIx2xya*n4;e^xXm=
zrSuBW8xX($=r3+e9zeG7^TAW<3rOH^()@MM5VlS_6Ut>L?*V+uBNxDp+p7yX`@Y%!
zFd&ZsU3EBONuYAeAkz=Tc7iyh=_PuN0F<m?Dy0(_D+q3yc$bBLw&aj)rfx+PDzB;e
zyAIvic@er)B%1vZkH*%^qpien!71I}zL%@N@P5&)vCHT7<D#2~sPhpB`!UL&p&>_#
z^}w`7HoGI7uMO!QjN*#TT6~G3<haSFY+BQ0Ht~gw6iTj(cP^f0^YgTj++Eqy@xzJd
zi-ddFQT?$AHXegp@hnDfEtwFGqJOj!u@u&(NaaR$);*=`$n+hk=oc$1gKh7K7L#fl
zh5v)Ub}T5Zg(%5O#upsf)GSbW<0x?skWCSoOGps&zI%^ztmgil@%iCF@H0^(rT)0|
zCc9OPZ%ajFxj8Io2BCRINoB8(a|h9zoj^#h9v$V5OnSJ~#-e=d$(_pasG-uq!2rZ6
z?1I}MfNpY(1dMaW!gsTm9edIp0U3I)KVP^Uho!%-ibl+UaV%296ZvZD|K!e`?w1n1
zE@tk|^GeK#^I3X)UfaQDKnz-)ICV1upt!viy&Z#lUiCmTT7HX|ky87<-SUITs;9@j
zjXhPP#1FU8>Keg;M{{&}KYGNG$33nMXMMABstqb9imv+o!@&&^Ye0Lk-XmW-C)I>Y
zIQZ}IQu|_`d?)~Z{HC4ORL{{R$Y|H7kQG~G>*5bp?)cmzvUf0q-D2x*)HPw0#w!-O
z?N+I?3ltFPa#+<GotW%dK^t~|JRP80eAEhH=%Ba`2%ZG~wz}pJCVI)QK@|FZv?-#W
zkJuEN`Y`j%w9QyTpl5DMWs@02b4A<s<s7mERx>2?%+mE82XLhLdfDT5OY4p!EJb$=
zGf5VH8G|djbHFnw>`g?L<2CVx?xEoxJbYev_l|4E6B$|=ZT(czEngxhXj3I-0Rs5k
zyHd=`sp@cqjH&&;*r|cKNWQS2cw<mbR63|*t6$kstq~`UhDonYr$cL>QqOG13_{=p
zs4B#xni?EZHltNpV2;o5&{#d3vl2C}zqN;kz^?hT-MHf|6VnA&OkzOUm27RP(rsr$
z{L%Afm2@2`snYSz_j409w{Eq{g3-5-+eD1yp$nz@ag5gVzQbg5Yx(=d{hSCNiD0H}
z&g3f4RRn!AP9k#0lSgiT?1bgP1J#z30;0*!E2l3v&ru<3Sp8SL_@f)IW)xjTpC3Zo
zl7>qUTF;Im>0br(!r)3@2u}m}hv3zrCWoSa%y>MPor+fHX&{NTMoNY9{?!qU!K9MO
z;U3bbC+^_n+b-|l38m%-<*dqPY_F0G4rLLY!9(wyc5f5|TMp+@^sN3y-j~0syD}rj
z%NJ41e)7%q5}zD0!_nam@FI?tp06W4>W8d5zXn6Ff+2Q#f<B(l<cKHZ)SOOi6qE2X
zd^{_&$qPb@&i6FmS1>3^y`#^AigX3{UEn!fme#cW72>a^UIkV#J}%mXXK#64O4{*X
ztsQoD1vi)X4^9pS%~34W#ORbuG4gsGpONGpp&CnhiIsHS*O-siv3L^ENNlEhf5kk_
zBQou1#SfgQFxtwDFQNNZj77J*^~V|HnhcRVqIfSaM>5)$K61!r`u?^96OQ%07GlXx
z@Xiye8{fG&X5sp%czRFRd0j(aFO78yX(3U%TEyRdJ7t&Vr&_IJ?Z-@VQ_IL(&cv>X
zu!9H(92vplso}8bmlN1)Beuf`aY5pJOy3e0`^nvVoO%**ZT7YjYnBF@R2|5Px2nsu
zuz>^-vJ_m}VPEcxCS`?aKiq}!-sdTSRYXLe@POpo&5YSma6sKDw-&2d$*lglM+g3@
z>FqBdyNf+w_wE3qr|*xjky%C5SAe@e%M#O6)Jb<ltMVElHpr-|KVGOc$WkhL)X&1#
zSWMJfYbeAmZIS~V+N}U2>4>@O@*h9&Afej!CQS&k-Ia{*-?P<ys2~H4S)x(-*(e!U
z^S$UOZ~=BP0!f!?Kez?i(}YG_*8U*b?J_#OvNz4fDKPnrZlqrG!jr&&j-bFJ^lWtd
zRF(4dK0Ve`Ke}ICxJVFM$mt)wn=NV<!|2R>79t;8C}t|rf>7yH`M^>g!7$kz%ZV}W
z@m_biJu^+qS{)I(cTjmLFnzUSNpdf!KT^a#>XnsDF}4<?R^Gj;a!_i0iw%COWOFsI
zaVSWlLmQxSTdx$+_>*pxYN>B3#UtGqqPTzoZ*Td)9F5H305vxf3`3%o4$N=5C6s?s
z%&i0LFx1*N47{olrY|7(f->Zc%Z(jjssI6KC$I)j5Xx`4C^lvRVPo^}-FB6s^8vDK
z%Catg>?0_5H`@0LV-~+-FYGiGwIrYlYjr|<`wTzfMopX3ac5Aqs}|Pn)PW;2(XY1W
zTwvKikAqRdNwC+hwnskS8K2<iu2j(_POy|aWrti))00ZdX77AEnAlYWMt2!!cP3os
zVK-o?>7Kfr0QAI3U}NL$+ilNX6ZUkZ=FirS<AN|2Ox>fBiAGjCIi#p=Fo|(vyi%vl
zvDU|S5-j4N-t5^OW1ELFo8loLQG^p5eE0}1x!{!H?kAg^L0%WnaHA#OBAvLibdgah
z>u_aP*<-~p1OH{!BsdI!&<prXsf2O{^k9|)<?eq_0ef9$^ta|L<pc_DfKNOeN30l8
zm*VZ;f|`snk{PC;<(Y_}A2+KfqWzGQYmR3}3e>)xA2JyauJo(8dhLWT?Id^ZZ!z<v
zgN!PMr(53&S!?4$D}Ce~T+Ml13kjn_D4Pf&E;LZAjbxR|gkwrmFWT5(-RiSCmb~OD
z;H`#TQ&nqNNp%}-H4bN-GAqVa0!zL7Dt0K^HQ)7j{(Kq%uF^^W=Ge(rw*n(=K^IZN
zgGWj?me^rlTg+LEUz68qpzBQ6FPVqR;fHf-Zq&LH;LCSv1O*YWZT1pm+2FM0n4(4F
zfkRFQy6A_uzi&jnxE;w&;pT~hLPzMv(D7H3C%<fbM4I|%Er^{y5ug`f6CM<z%x*4C
zDc*Km<)95GU}q!>H5rf#YkImiO39&>P=X&7;`p5{Ke;kH+83jE;@TQhQZrG(<CiR>
zK-Os{^qQDgGhrlzF&8C04LJQfRJG&%9w$`Fe^wX8u@`tkz3E`NULNbW|LaN<TAaEl
zBBOv%66^J?nEkal3r&|YgJ52cHXsrA^zYFSv<zXgYoQb^(wauVAe&%K`}*u~H<&HD
zzSgVyTHTC}Lw%Kp3r?>r0B|Xrn9{--i~P=<WIq%(TdG@@C?z?G)n~W;es4}FQrDqj
z_vJkCIICo-g1bATD++z&Y%QVg>jiM>!LV2mqud);*LwNEuzuDSqfJ84C&RsS6I3%W
zpnv*gnS*Pvk}Ex``BVvVIuj&bW`5^Jjhk`>Az34~7gKXJ=R7RjjdSCQ+>KF-%_`yz
z$(YJ&nz-Vqtzo_Vl8|zBC1C`lpA_iDLhJ~g8#BE6TX?lN=Mtk!9wIz}VBih5OkGZD
ziUzI7n^r=$f|dc61k1c=Zb3UKS8M#cm|62<LaC!(+*kK<`EJh@yi3ma`w9V1qpvxz
zyYk0KL`00MZYd$zuZ<yKbNG*>;MQ4oBt5TLWY3>3^pR++AvGMOLizCqJ(z8EfyzDY
z=SS$O!C@`v#wnA?4kD$3lQX}bPrC*g%R4jBd1H0xq>uW``5J$PJlrIp;DYXNDW@Ik
zj_Cd57difLI*`He(;ZCISl$lv*m<B23$#}Qo9i!lItptp>Qxbd#M;k!@(9zwvZ%+d
z>XBdz0ZzgBw!)g~B<{>{?7xY0Y<tPl&Fy@=gu2UeziGUba{Cc2Wb{fWZ~Ex1Ql9o}
zP8?~jjy)GqcWb2P@BjQFnb)0r_`~>=cBkeu^Y|y5n7eV}xGFY9@F#lr*f8tBtT8Y~
zrT9keiKnlW-D+%PvM;+VfcZ`%6LUK-K+om3vCiiJKzm15IpamGfPwo5hwL8+&ewg1
zVOCZ8Pq3b~k2K;h#FZAROakTrJ2pCz`SiJw4r+>)z<pyx;*@n&UYkLmdN&EFSQw9r
znkVWNZ|g?W$3@eV$wbJze2TK#C$nhmr(*C4q}Vpoi;3qF80PgX9NUznF>`^tHR^$d
zbT_>;&~_KW=B@@Fd)n#%fxX8MPeb^Zdvef@YviJuq_2;!_IIUrh?e$rG@s;#?{FZa
zh|H10tiAgr?mKUJ%pD;eV*2F&5dhUz|Bj^)EdIc1da_(+wo=cWmnT<K^l~vkhR<b&
z8GjOOluXs-@=>wOe5O$5%a?Ab@c&dk;?rgtn_)j1lX~U5e5t5z=<dUhSJDr?@={r#
zIpNKULW_lRIXuCat?PL$o2`E$pQkrNw3bPz-MeGy?Diki>ma>hIHNAv@RvIF(aY_!
z{=_Yg2i<U7ggrMtwnG(w2Qrzq(M&<0!|rIw!&4l!>^ZbUoE@~Zw48S|?|*)rtdc<F
z5!B^YE=ef4%FCmqVI((4q||G$UQ6+a^Ei_Di;98K5A{7bheV5PXHyCblf1qj2h!a1
z!`vUhzk8-F(SD;UheH$p#^7=r_Xd|N`GV<Y%gHo!lPpbsSZocs_esn9$dA2F8epR3
zU73P*7aT1W?_|NO+FlohOBzKGQYcbdlY)k92f?fzw%@^t+aN=HJDb-keYOumw=aqe
z-fJLYqU}jGoH98RDYD59vG9`0=_`-IV|=^K;p2Lnv$qm$<TUyq&Z|+*y6)pq+Baah
zI{=xoU!aK?wr#pYy7w~WUx^WRLnExH%djF}C3qms0BTqZC5_=D521|Iy{GWnR&Qjk
z(k8(SwX)SVYq~f$dZha}QB!KQ&$VZDuQ4fABu|W(y_0kjK|uD??@4)Nx#+nhpP518
zVj!Ps8S1O1NB&5@*v%v0b=VTRXrj^P`c%gkXkDwVC-Z71v`kX9N}Oa{c7`OG`LqPy
z$&SGHuN+I7ivUPPRu!ZD@;oa@f|f94w?)i*Fj?fEwF)CBHPl1nABobF{+pYv|GE6y
zm8k5sQd@A<-RUD(-a3f7>2X*_QfH2Y%?P=?mNdM0CTS)@O`t8T7?M<nt_I5ROOZOJ
zVUe|^A0lI)4`EUTQ3d=a0)M<?V(f{R3dPE(*M1;S3jJclX`_X*n>sLdk~D|76r9fd
z2H}8f4KAj|vkozlz|8Cz0PpBIlj%=gS{TvY&)Dy@+%%XyM55&-W8Ey;dtH2qU%+ze
zv48Z9&4r|gvT&pAzA89qECQ7@l4fMpJP|0Hx5=4?j5l&aFB%Q1E?IZ##I99(0?=P)
zw4F~w_Pg7X68#o{N-oT1`BcG_hp!kBi4%jE+-Orlc(v%|FU-wZD)~TWtL)V$Ek_}3
zXRCLRsRP`R6$I3u@ZH8k<dT1wEVH!{srpyW$)n#sCRb~b_wTa)y9fD+z7he8xjQ+{
zsJ#V2B-+7ND6*?j)1^u}Ww1?i!<7hwggFzqcaMotLg@pzG+ML#c{mvp;;{kV;p8y-
zL>_F~)NcEE33sXhuRhuz6#8Y=T#2Ck9$oy~uFtwu5s(p+>x|*bLsOIR`B@H-mj8T~
z+Y$W|-iwH>mDUlV?87nlL(;e!aY4E5;tlpU1>GACv5+e!WFT4^(jPTdWhhPahj?h#
z1!_{7!S8@DKR+KD9bGY0E4?01Uai~ao(t8S!WVL7i*NdAv`!^v7DdPn_FsL)xZ0aA
ztzPnaJSdW5BN<}2Ki`r#UTFZddEE6wcP#PwUx}cGCOvtdB2sc%(|K(;ZX~M7*V{aj
zk(oZe>2ZJbATx)>UIh{mg!%fuOGr#)f8#}N%;2#~6YH1wx2^h58tcD#>lTN7g@(kW
z-57(+LACTKpACvCW#X}4T3ARP!sNBvmZZ6t%a+d+*xK%kxQB`y+x;EHqB$Z){_wn?
zAI;{lE7#bPURdglCvz=~O#X4{W$@**B5|zWbGrkr2VoG@{q>ayDq;ZUK!M&PF?M5q
zK51xF`tS_uq{4%Aj}s;-=Rqv!9En^%IyM#*5rHZ$A(2Wx$h+>^llO-D-vsdghdQm8
z``#zv4Oxb5X@JaUv^6UTk6CjTZey-*rbuDTTdEqy9*dY5D&63m^88XW0Wz$9ij54M
zKpB#g(XCVZ{{2SoEd(kdXFm5EH@>Qp#qId`n9b|aarZk=r^T6@(LzyCvFr`;f9TL<
zM{r#Me2(I4a>+PX@x*+Ymfh(pKU5A37F@MRX|MEO{yzW0O9)0BJBKp1A|xdxbH1kY
zAOQd&QBmmD>#ajZGY+=4ozP5Rwx;sG+>y|%lPu_xmBahl^?0oXs8*pHBu5hv5`q{E
zAp5CNV?x2i6ge;aKZGk@;s=#sqkE&=@Vr95%KLAJ-+#hu&Ux?i-;LJ){Mf@j?-&_x
zKjjL^X6HV?buUlD{4cHjr=kC;y?^tF3#s%s^u@#s2mSC|B%`1Z0u`9MddjjI**w_#
zkvh!EA|6{utIgoRtOD|V=1@b*F6@j;K!n%)hTs=~{-yPKD<R&5o#2bm%Vvsk(<S3D
z0|fv%@C9e2E+Eg2yw@C>kc?j?gTF;2>V4M;s`eEPRbf^GRCkK<8L5|JAQi;D3uP+C
zF%t8`W6mZ=M}m6`+gTP{qU+4t!C~-+)lW9lAo!gIuQ|)}q2)<Kn>FbXUR+;nMG*_E
zL6)n@dKt&G0-XEG^anTs!+b=A8Sd||__}BhnJNhrv1C#Q<yME09b+>yNfdW{y1~Af
zlcdMH1;WA@WM_b<n&JzrYMae{Kkc!=mH52VM&V>q^^T2a&9G<ILNvlSip#dHx<u9S
zWEOCtOpswZs$md^*-SBca0{697YNHiLa#Q{W4b&Kk*(Ufeh)1m?5!3Ungg;-%l-Rv
z-z4{w6>By&KEDo;P2D-nmHFr=8y57Gr$(-Q9L}uPK1{$e%=GU<{XKZ#UoBOHC?f4y
z{v<}d69YGqPuTiOZIX_04)w+_31EN^pH?GDcpI|?RYZmtvrT^Hix~-@4AXBM=tJL1
zG2YrkfAvecOOyoR-6V#uK5r^p8xVaps;th4V)<<!5)pL6p&?t@*g<#cXIKyI%Ipf+
z&!wbH-h@YZ=&Fa0$9E5e*D%GBL;^qu3u(HNj_n)E-oaKE=8x8wqKT6=l26$0^z>Xh
z=|hZ_2*O?0ZL1h-)u9RYJE?6IbG7!v4`5?4)A66!wum(CkrDlab~9ssFU1+)cf3+q
zL7T>NCSJTB^K-+@LOu`=tzWFWcpnTq11nNCW~Qe%_xA3{lKsF-UdL))UgTAE1!JNm
zys1C9myIhyaC1a&A~}Tq&~e#O5amPo?D>UR*?BGzwb62gXzEa+@&j$Qv*h`2r^=5*
zWRW$+XzR>@jTe_lwM!jKU=HoG7YxnU_95_&Dd-y|6g}O0HLQa<{>l+WRE~*s#tGrG
z<Bip;%OgbPVFRS2KJ815)b&810Ppn*K|M||KstBounvz=<e<%kSrbHIaO~>JT%)Zw
zn#q9x8etYBouU2dcN7<emnbG|6Zy%iClR<Iz8{@r6(ZO((0L{}G8FSLg%78(sNnW|
z+G1N{tH+d%WvbM6ZMNEicY}pQ0Qt8E6Af+PvL+T&z0%YF@CpkG?D&0Rb6&x4;=E-I
z#TE0eWyV(5J?v+cn;s)`VwX>l&4)5$uexe}!%6#O<EQNxEJIAES71b<5B(*&Bx!9%
zv}of66m`AS_5H(eB-T?+I9vUj?06)ACKajtA(N3udcbx+#bkH8^7`=|mJ|3--*CtD
z6^W$I%iKR$QR@b)Wa<q?UYQ$`vuz}JjM=dio@{yYZ<bJEdq+Sqq9C)HHv|f(99sH@
zO^sZQiNV_C>ZQ-JpOivbmI1Q%OHCqR%h&2+wB!#uSUSxUP;AC@1Rc`GgJzOzb*rw8
z*z6xperk>@fQ|MqcqjpHMo`QGzz-`PNvere%L~z{^;8Ys!n?sKuO%|E6WLL|qQIL&
zUU-ZY9T8z_$+CC(s~&Oqi%_J?zkNCpxGp&xzwr+_N+i2r8oI1PTT^Z`bJHukQIyo#
zFoD7=9ygM*J9TThbz(MbtJm7nY<rJ;GfADA9IH^`;N2GHmU8E_lPbIhg~)9Et_$0O
z6CymaXf?`U^>rTYI$M%!PsFJQ4<?459p42^E2m!j9km<D+S%?aGXuSd`X1xE_n}x>
z0n|<39<ag0tWbnDtuC2N>Py{ZxdEKo!8?s;1>v1VOz}uF|Lf$AY$(gRMbl;G6Gi_4
z2h$L>n<*41M!(04rD&76AY+aHmj>Q+)U`C<{Z|<0KUw4dT*<W={r`OWFOp6I!ux-@
z_kYSTUtoRz<--5s?*I3a>39EI68uk6diO7j|8Mc2ztfUM75yLLdG6?34);=`o0vAG
zd#lJHc>Ukv5;uPbHTOf=A=qE8V=OH-GvfMRI{dI#^#VNooI9Hig}~skG;ThxN3Q9a
z86_p9_iActwPsT={{XY#St~360MN{LQq<Otgt}#HclyD~$jFE)DPaYQQxJ0h2>gd&
z$9Oj+<>b)H1~k=gW~iAod`OqvjLqgoQ5pAcKRGgrj9V<&w1hKvY;><lH;q0GA|baw
zG<uBPFeD;yCX@Db#YbO!EJKpVfVtks_kWo25Z&G}Qw_fFp;xcwC0OeFQj6l)8Qy3T
zYJIG2+F~V`9K@@(F8=16wfJJUlGdU2{ky^Gxa6}f6G<Nju0U|J{#=SJ*9Df{`d*Pe
z{d}@)tXhc}rxxk10AGG0N%qyU!KbFiU&<-ZZHx-OQRB_*>BXuB1{&-RWrZkamKG7N
zv@Z9{i###}^S^Kn+<s8lClJ<RURBkW(B@?v8~g+(A~?ifR?#YiQ+}t0fvZ=aoyBQe
z>l@wE6B!z4{R<Ot#)W%nTjN!^<WWAt(my;3mI_9~0z?D|O^%D{>mt-4=oR9DZ43y)
zX9@42iaz9nByHM@&hy{C8|Z3MIRBMR^>DwkJTEMwDtu~ALDzq65)VhmEf}nrB_9nA
zNu>nV*6vt`G{`#GezID|&^d-vKiV96X8H5Gclr`ctTL>m{T*4vf~b|*wvz}3aooe2
zDUPze60V65z579E^vdy*mdEKOVxbA7b+z`Hl+xq*cn|secU-)`Ku84#zw);qe41Ji
z_}F)x!Wmmu7VGHCit59|IrBOEv0W=;rDzp}Mq8fz4QL&3uIwFWjEM#gRUaA{6X>SD
zZL3!TG?5z5q!+(Ye)9ZGe<?$9?t0%p25&X0EkehM2xO2OIkRT%R3)oNPx^od0ch}Z
z%n_cK`X+gjf}HH6Ry2(k6&1tJu4<jgHx2xH(XE137w&xGg08AjW&~_22kObs2s3NR
z8}PMI3h3s(QECnjfc0FswpUUU4Qfi!ER2;4Nz;~=wq&J&wYwL56(q_rP##3V(1zY$
z)bsp5f>%!o+v3M@$wZ#(K@$UbYS9Q9pf0Q9mGfs?V#_um@{V-h$ml(B?~|mZqqU9b
zfR+7*&Z~G)9mUW%VZ>N&7p&hON-gs+rq1uphy%;0^!Fe^e+?jt&2Pm^PcOge`l7?J
z|Eif|{^;pJ^CQwsnL-R?4#z%L{1W@U#IGiiTelj=Ag+_ZlksS;y=bq+rpxqFebLP=
z=UE;`xzO|d(%gzk#a$X3c9!7=+=d>^cQLGRXEMp<(mrmdoal*Km#w!sM<bsO<PtKU
zF}IFjeIgz_SuDM8c{9k8tZ4)turoDweiE$Cz-5T3UYRZvT|axOJgYMv3foMZbDNB1
zPk(qE;mUc_;9RMdYY|ua3{R`Rsh%OxpjT27a4X|C%=GUswKWikLoTDgWusF!9u=8^
zJTs{KT+=fUU6U+V$(nG_MFflAAR}}|@5=R#*;Qfsrmwc7?(WkBV6lDhiWU-k5^+%D
z<Td57?AnO74=*-@`E3}NuEmk$fD<Tw!PnGv_)+!|>3!x(ZqGnIMOdV7KrhaUt``~L
zj#$D9&N)n~!bT)W`ih3`>qz%Og&JgjcMV}dvP~qTsbX;jcBz4MbF;T1#%<^4lE-74
z2(ceoG{VFRtTFWat=<Yn&5@f|vMApTj~;TQb3cX-q^1@OD!YE=Z>mQhEi3{@Gm)|z
z9s~AHFg}^ERC}*R{jGqEt<OBQ@ootkqfrGM-@*!|UQ-X3r<_HA$bJS+G#YHe%jAr+
zig%rboL^s2b9+ts%uB+JzD{lm?f~L!^FP^)KUq-<l&DWATom^yeCCA|A;B*)7&uLf
z=fw{*UOQrwWw*?g$9qF}lr&4$U2W~eh&Ukzw&kf8<e2(3f`X*isY>4h%Qy&j`S=YY
zp=`D<iww!&fYyX5S%Z3^QS7FaIawRrz0K;>i^}yd62R9h75)xEo&895ah0~e@}7aw
z{nemul6h&m4wH5=S4=X4(R6N*_yt)AnpfaYrE{)xto2VrpeqoJfpBVz5iXT<fmmQn
zW{YIFMRtp4qH1W{CwGTrQI~7S`7xc{A|Tkq??cm^0}vqX$+VT#(kn7LF#Y5<nDl3A
z`jaoNQhTT~FpX8Oq^mT2X)#mNU%UXpk5Z7yidIZdZ(y%|FKw36^C{s5M>G84zFuR^
zyE~)T^LQvWFXkTkwq70kFl?Q)G&^Tv`!CF>dqy<!dlq%<{#%@Q0U4Iw>0THk##yt2
z!GUl*P^fcB+p`98(_-eQ;RW)^bqram*2#s4lOt5pJxFw^vQP|zfsJ9%ZMpa;;7+nQ
zWkY{Y9^F9bnJy9R6jm$6>b-Lq$>V9Asy8v-2Onfk(rU)qiKn1K^!!<jqCRPeZK03A
zkYw!W7qdOR_vBTgNrc5kVz`6dQe?$-01l%BMChu0S{)<vL-se{f@stjom?qd+V`rp
zmr}JBB#;Yl3};ibr@ToFSuOYciiUbt&}a`CL4m7c;R2AV74uNPowavkqGx)g>G<BM
zZXo=&J@odkF6_#4@w<ElqSt6oBF4dO&AC=q74!3@M5bdmO@Ejm!Y&LUIkQtgm-MFe
z<So1RNi=_}ZZ?@Z!)1{3)((q9R-g}D_xFsfmFJ||_PzF9WJi2R0j~q}5M3OqTvob&
z9BszR>2#j+E<d^`WxlJ$>c{#@zuw;SssC+z%6$KbCyCJL!q7^8(WyYA#G`*bM&Po*
zxxrKSfe=9wXmH?$lE0c^_P)&U9m4*BRs3bep8mm(r4f{JcR=48PWnFd7RzCwE7LO)
zlwzrgsIoHGO6IhQ?A>g^=W|4G910sC0X?>Ow`?$1{-l0+MPdXTp88$Is48zBy}!Ha
z{dz{54SwC#l96K#`l1s?^ZGM|g9*mw&Kztzw!DVic$@Psr~pNK<Cy_^49Ka6=u==Y
z)b+tAnQn?fG!oY)h!QH<<WzM6=2_Qv0KTla>fcE>UldPxh|uV-4WW4omePX`arJL?
z|J>3V4xNP!vMA?#ucT6KUxAtWs?&J1=}EJD<{8<`MDXp9fh#tYZD&r(_36`Fnnmf;
z%h1DGkloh3tD@nI0AK7+>JXJBs5Y))Uu9t^hI45P2Fu>&*v;K!N1dRv&t&!PnH|v?
zqzH8hVd2*DG&~?)lUH3Ns3b(IN!|UsAnEE!Ri4(nytc8(5RV6ZuLMIOxmn>W@{b>e
z*&&t)@<p<_<#63=aEllARB(K0<A~eYc-t$#x(W5n-5k!Ey$TTB?x|W5N?`ldQ0~OZ
zSnDz7g_ygS6DWTTejk0ZWhdiIZ_aO^ZOEc1m8b8nHrlQ*pPcrKHr~<=wJ+BRUW&e4
zbXJ5`L8Jm7Z4;{aO5Smj?HGvXpi<ESFYd0YuFK~^&1NV0hz+{y&yAS*6Sj*3Sj^}r
zkU6H~&-8Ok1GX-$M5+;9wUub--O^_7IMg+1OGlXc!y_r3qY{Ole*D$AtEotUc}`W>
zjZQq@TLBw{BDyzK-^@RM;ZVl?5q}nSW7pjfB}7yxUtO8qJ7^m}>o>1<i3$G1>vPqP
zT@uiv@D*BOHJEmnk3kJ7dXj2a&Y{9+ou4g5`*REGirXNyu&TvTZC}8i$~CdPZjyu2
zVUWT!j7y_#aSet$`(0aFase?h41GoEr(3g`p2ghXkpQ-x<rDc>oAj13?V8Uzl(19C
zngjxmb1XeW-&6?t4?W+laPu}AhbHQ4TBs1rL+b|%Nut4|Nii4u>QAoEluhq^@Dk>P
zuGAN0cuA2{QMgU0_aJ7uXwdR*B&<b)uf@RSG=e<~&hRRsuV+oNhJad!+6swa=>HmT
zLT*EP`I`yDx0DA-1t__+6#a&WQR2Bxh^eihC|z(qFP#ie|C%0SO-QpS-D+X&FLXBI
zBNx_j%*h^AhgWe(*eHm~2;ai}`T(}^TW{8^^!O?$sqHmf0vvF~Y1^M7|36Ipm|U^N
zU^rpDsOx|f0na)Ish7@Wlxi2pcFmvKK?G_wwp=R1gDXq2k+@auX4~o`Y2ycSO#E5F
z$I8^258+kYH&US(r323gnk?(9&+lHe8V&9ice#C7Rm|8R6Gq2PnbH3C-2OW7DU+Z4
zFET%_?wt9AQ~L-RSgFKNsYY7-+%H`9sPpcK34#}lk4Y&@7m+8$jBIE*xJ^zRnoGHu
zfjw?Y2!JWU?#dFEbEQUtJi(<^1VGHy?V-hq{H^9MyHm;47rO!{#P)gCLj6{a(b?ms
z1llW{-MEOf4JB<PKMCq26opr|q^$%aIe&x*4=p;-lEHIu`>*}53Hk03Uuguqz+#wW
z2)sus!z4Kzb~`!S<6!f7lK5y6=Ugm_qsLx|_M>}?Dq$O{4UO&<m|B$qf}!d;162N9
zXgPNOLZw!k@gZv8mh*_dNSV!Ngyf@1%uNCV*M&o8Lhjgw^O@A>o@9CIk<I32pQF$a
zQ$YM6hVb%({_DMr%&3q<s7P8cHDcD`W0#;osP(sKZ(9l?oBj>4w|de=VU42r_IqLE
z6;>0fvK$y8EelBm!R<c_L{x=UDlhYn&vh08QHM>1HIFQe0qbewz?S&R7v-Pw!Q_+@
zP#eppqJk$1sve5`m-PHBgSTCjlh?5WsV82S{gVx}KVEM%R6RpzO#E@f^8wlTjKMr5
z8_m;+#H~#f?_ac<4DLLb(Ll0;aa%KM3bv0*?6c4jdxvGP*D{8+`Qy;1bomNj)>%l@
z*#KUX+rEDo*$RuKzYXvHDb;cG?FNL+Ih->Modmx06(QRv$^Lv5WF5~8^Cz<14QF-z
zzZS%a%B{@adBy%)1SkA}E{FRlzp1K1D>o1Rd4X73TAp{KvgVjhWMPI$4vvlW1)&1j
zpqdn;sho&V5BR`}3RWw6PGS*nVu=upPu||3G%j=h*O#ZBkr7mmRJ6OZje*CTql-0{
z4TFcvoqOnshncW_rPqdzT&4^DpN_+jl=*h`_5(`y=tX}-pRa*M&JOLMA{I~|(Tiq|
z#4iyzPc0@*2fViRCI6NX5#Ndis^J}m)yCwYRGgNa@0>Ot5(n82Mgs8JZq>9Ou5`wE
z7QI2JDn9PM_v~X>Gra_i7($=2-PB?$OF4xyM_E0E$CwAM%K(%7qt{}C+amE7Yh52K
z-8<lGe7QWJN2OUV$<F@1riQjB?cw&LjEwzi7%XO10|SNj^im)8wpe+|8nuXYWz|pq
zB79Fg^-}syt;;ehrPpq)MER+#KPFEbtqN!mH;4>ov=Evv?&QTWGBGD`-hmF;0XKDm
z-5@&Y_w5Rd-M;Aua_@p^CuX%782_9PM>)ElTb|3JB7gK0{H0pFX=ITi#H-!g)6Ua8
zMp0k)5&4B#FMJ|v*U&ALb~y|_bb_HjCs0n?0_Pn-(3${Ybs{h%6TP16CKxb*XO2?m
zhc?0yUP(~|XF=$Zn<@<8H9~34PJxvsvVhvOHIv(kQuO#=QjX#_<s~wcr89nEmr9EW
zkjHL>QlVVHE|n`p>fwysu60~QZLZDE<abnlz=&S!^SXLtf5CPp*1)1VblusOpXbsg
zXbzVsRf8kwR`5cljB(ph*V-AVNu53Owa-!QqzErLiuqj;3N@1xer*-4)!|EY0)1m)
z$eN7v-@qo;6ziWSdSc1R#+~(z2AO-oCsK1xK?V3}X#rPJp8Up(fA^4$6XlVr>FZYF
z<*r?3Uu<^1e-Et!>iY&DsZ^trc@x%zSne{>b&CVkOrSL9IAt`bk&1>7@~V~G$j0W5
zH6I=W_kLDZls8!CfdVS2fYV4hIgW?>JyBhavX4lkiI1$)Yhta>I3@ABFEzG{B+7$&
zyk2<M&{8A*;eZBWI;`AL&Ikkz&32ku(JNWc|K_3Ketm<)&)GR8TP2WUXo+uO76@Z8
z^J~Uuc;w={Ir}a@R%T}pf(F4l!)VWEfQ@|WLQ^Bru%brT`UAhKhW@>8C1Z9pwS04s
zK^8%#(ZMD1cz|xO(fXcDHW$v0noT$4MG5J_i<4B!IYeNimW&^83dnBCCO-){h|y_A
z@P=SQwYTI{F=HQ=ct^SCDLuZeeihwHB0+jJX8r+*Q4a3I4N5US3r^zkv{Xvi*3rPY
z6}X3Tx?hGlm@4SHlW$MWtVX26rJ_<VJ!9T%o7;{Y)@E*QlCdh!p>u-|)mY8C%R`)4
z{OuX5L8}eUDa)Ls5&dKU?wmUM4Q?8Bfx-+sGUg^CML_1oD66Y3ZxHXCSQu@m0cUhx
zOrjFqN5(iMT`x3<v{YAHkEyRRQab~kD<9}3cLTorCeh{!Efyatmme*B#?Av?p<KwD
zkp6_TJ^BPD!b<{z%Lmb!t=#TQ#KWtmwTambiB!Xd<t%$Tr<tzj4?U}kg~ifPwHO&o
z?a%d(ucC1a@TteTK(xq#?(g&ZLE?;M(QMUx0O_%NqzhtDH)GJ!e*PYnwj-xDpKw6}
zM8zD-9kr3Hva$7+;~D4~oB%KtbKb#grRmKb$|AFC;C9h-B$)<y>wO)Vxya5rrd$CA
z%rk>u@2(Y=+V>~<5t=L-#GOxgN-eE6pZd7C)>;VemT$$4n_9aLKFU5J3B_XaH;``c
z_HVE`-Z9JuImD0!pXo(dSk!Ob@fJ}udU#yFZCNB3?@$~JYV4-%N<8N5HE>q?JQM%Y
zYYtlcOm#lLg?<mJ<sH64`FeW5{R@!hEeMMY*~__}X1-S-^y3NP-SjlGDQ+w$yG0>n
zO$mR>2T2S)5MlD5i(ioe*<Lm;X5mM<#j+!fVPMXp?%}FE!fY*pe&=7Wa#><2Pg<C1
z?i|Thfn5<I64Qt^|Kug&0Ma=RuThQbt+YjGr#9CTle{zMuE%IntjoN}Qt{}eXbK`(
zdJdV#r&Oy)!g;%1iJCnc6(0DR-vWcO%H?7<9=D+rZnRHhTg7(&7dlAF8)fRVxqwK}
z)Mpf2nif6|MB#*Qs$f-JEGeTMNTrB}nJ>FfQZnSvHh6Rf;lYZIv1i52jqkw9M5qym
z0Bt~`B7?Zq(xy3VKS%rL(HH7gK2IF4TSlW4R>tmRurqYc$J)0K9U9JCq<{^<w4Wib
zeZlSr8Gp8#2h0nIvlDUiiq^RiK;6$1F`%&hU+L%f<QNn!yb!S!(p|4W)<UYA7X`)f
zd!#NT^_rAgE)G*OFSy(o<OGJ*YMic)QZb!pRq{U5k_UCX<1lB+_uDlQ?B`-M<#ik)
zE^asP1zjFW!q!*&q-;*(Gy>6^sMT?{gV-nlyu%;vH<1Nh2+pkdT$V0s@n_17DY7g@
z?Qp<50iM^wS&>gK5?l0}bb2ab>psGMA)R<DdPx6x=JXuY88^HA6Ydk4O9d&fY=Dg*
z4~pf_zGuqelV_R&)-GtlwAn2fy6uI~W%g%stVN3N<^DC9<~}W&lmh^B>d``8hvPxI
zu38WNP@5ryhcZuP-*%vi?OR{J$;g=(1w5&cmZi-eq8{`lEFu2V$;nngFZj-1dum+c
zof9q_Ck4=p<=3`+gA^vg11Gw{=`3b{52*%!I~`L$jJ*tMbTrv7<<`{nkQr<;`OMn&
zo-t9f7y(y$MxqL&uLF-=m-gCfbX#L~WL~#NPhTSC<0#8N0;F}k_?(nm^JCEx6Zh4O
zisM;q@4s;V`n2Dd8}IxpS${c`xVPa}to9F7t_d&itm(t5PYLp!>qqaQrK0oA6|hIC
zh$lR;7kdTq8Mpl>L7;~T<a*SDf8T)z-bMGv=n~N7Bd)=6pIooYr9^EA664u!?pZEv
zqX-{b*6k|d7rtc;$m^yF_gPdMxqSzYhO*@;p)WZi=}!|G_APCJk5I21RIas{YN|T?
z8EYeob`qkPhD!s`W0qY1OR~k3EN%Rf`#%0VJrBWO35@86TN<ZL5Ic&(Oj&8q<ad%D
z$W@olERUzMy)On^=O5BaV6(VS0XEk47}L^()+qc5%HdVC%4~Fj9swgiXR+m45~EzP
z6J#E{Au!j%FCXrnxVZHYi?X^U^aD;vo|gn-N;XGl>Z;^)hAiD9QJuSv_L>497Q+g3
zowYdTp=ShxmfCu5+=yN-LftRy%$xKaYKT0ed)!W)TNrmJ&fUSFW?0SpI=M|kaY4(s
zBjm#J*1)+LLCV4=#3Y-Jko9=LR@eW>(>X>*@<v;KV%xTD+nH!Gnb>wZb~3S@Ol(bT
z+t$RkZFQ2j|M#x@e&{c~x>r@Yo_bQ}oV|a$d3pEL`s}Nf|L%4*Tpbp{$(&pNQXn<*
z$97ggX_S!HP(1;*nG+U&^TY7Y6&Ws1?ql&(-G?f7iM@C53)&Pa#$Gs<%)eQSF(gXH
zlW)qgJ7Ly2M`LWh?<OwX4P}Y7@7m1FR4Jl+y56KOPaJq@Zv#S=pLtZq8SRFzxyrNN
zPf~)K_vC_n-REb$0~Qh)<de#iOMNMX(b|qlZOs}wZq9B;%0fup&Ntf3!<C&8%lv86
zg)IhSeG5c!XkY5I#(~+jdo`R7T7DRC2185wFt1Ju+v(xcimg0dkCA|(;ROD!q2t*w
zq#<Rp3lGh3tI~P2FLDBvhC6A{h4PDjr^r|qCYF{=BSMiIf_GWHMRlCoWTR2<kKG05
zgCyK{k};<f?#_++#ng#*X&aX^7UJ>hM1SRKXS$`)o(8Ynjnpjl#`YAk5RjCk|J2Yj
z)XA#MiG8aQLT@X_(wE0z)p{omo8b&ud_74&^boA;Ln5};N6hdO{&qZtbHkHtuoBU?
zriktG#)iN^_C*q!%Uu9-qE5I9m&qC~bo;glcAnXSyc?n}4umyH4eJJ_zJA)|H?5B>
z_fMV;S*3>iG7cOugTbQPT<$|v`62?W0qmTxB>7;YhE~}(IysmeiT8D#bua~lkeVq!
zq66GH07C5X>A8RuksW*Jjj@IrbK!W_dl{^(2jE^()yI#rmMuV!Zp5cM2dfIpOR3l?
zCBnNLmn(oC>2@=shO&SBobTlQ-DD#!>TfZ!ZQ9J#B3QmgJO%f|zxx#1$#?m6<zkbw
zw+>CAd@SRB-CAHA<wK4uG0M^-t4ZPI%__m5w7_o*ix}V3dN%7-q$O#Y`T!0&Eq0gB
z7f$I%#KDc0{vF!Jfv#lLB#T|7A&vC}&0woz4%Dwekpdx*N1g`7_nBt*v)25`6+B@#
z25`^biD5)5VNExjqi~pPq)`p}gYW7J;0Sc3hxaQ?1)C8#-zN*dE)k_kY^nAWR!ZQp
zKwBzMiXO>pLty}6`sqceKNYV-&WS2(>V;l1R5|IcHjuFTZ;DZGHsVG&JV^iFvwk}1
zH9xbPh>w>QZF=GtG)g*ng)IrKL%Bo_QJBeMO5WW-g0VB)I1m8ZXBt5j{z9j{lK=N*
zW!SKP@@!9P_|Q-Sj%PzN;ra{EA|n>qCbM0j=W+r=eU`2HD>&HwEet??iimUCpKg81
zZM>6dA_YUMchl4V@{24{o5|W>=c_@-=vva~$PMe30WE-DP~{)6(T(qU#d`Acb45#M
z_xY-CvT5S_Fn@WMa>J7glU!)KJ>zoOna$N5eJ_k#3=yu9FC{?u);)o>fk=?ZI$Z=y
z&G3yxdA2RV>ISN9J3?mY<uscWvJD<^AcjVL;e!}~kqg($O8cciU1F~w3iL(`w>pc)
z@=ltwxT2yQbU$oXG$uAjw2x*LLF4e>@aMuQ)YvkAa(%R(fDTpM^dO<J$Jr?zt3o@l
zilgAUXEU18lhuVfAu+*!Y5Q<OF0uEIerXw4@qCyA-MVfVaNCVF$ApO;anF%}f#DyI
znG*Ir<_pL)O_!|a4vhoXgqO7g3Id>(_9jtf&I&$TezoSO47t~gU>MA~L11aaZ*O7|
zPE4au<O{)1CvIt9@2OdtQAUYlt5UXdP{W{qm$q@JOKpz=usrZ&GWK7tQe_T)R2l$<
zaodxmtMoGj1iKoqOaN4ucFuzvfhmC|^TI@h*jYiPQQx|ZeSYZY568$rrSTPDX>+-W
zC8$NnF)*9-mX0_chG{5F^rXd<^$1G(=yFiw+7IQcJ!rWQ!A0@+&zHqMCL56CJO8y3
zvD{-C9Cz<W-Lpbzt4E(eDb9N?IQM8Qq7dYL!)_?K2YKmB6DZUPL8(rRl_MF`+*e%L
z)Pv7{0+?jP+IYyN1<!k+kB_QBe}9$;`p7hCdgpl-k;-+bCO7gFdUCM${0(A4JULv=
zU2OwJJN%vB|Ep7bxHfynMgd$nKi#Rw{XBjS#*-fGpPt-r+EGr%RO`?H{{&AHf@RBj
zI(60_Kuf#c^lfMa?pQiRd8f0(@;>xGVU(q{A5p9OV@9Nz+iQNVQ#^b=U=rJ&O*}YE
z-|`9)8hyrIXtt(B{D@*{*k>CDY}!7ry6DQ&{vMnHilHF&a|6TPjdeusVdVaIQ2*B#
z1_LCByL~;*<>>RXTW=l;f<Z~k<3f*r0*#GX!K~e{w}wEI<=Jju@6p51Og*|#Jahxk
zL#*V~RFjE6ObUPl6cJ$W0!7&jg-k3d1qDQd`INYo6<rlS2je<`*d$b%+#Wy>%yT=K
zQDYDQnideaJLPsaxxSuzd|g^LB0r01QlL~CuzpMV^^4c-6Yjn(sqmXjb98TfDg`S3
zUhE3@=ZpQ-M5`MQMj75v*0XN+7u~SSvy3i}Nbq|^otJ_$tS9%13;BR;hZP6__~hQg
zW&yx}^u|*P9u;4UgrIxzQK3K#zZ0Jjg|Yq2gJO@ueA$Q3OjpT8I#fk$!ZE4s!d0}r
zylDzTxTvbE`^mh|xW2juP0ZcCtYroTdTUn00pnE_G=Js?mKs}dw(OJ5E@2D3JY^Bw
z69ghM{ER|9J`Z-MRI;Q#+V5axSy|WIFP%i6zT>g@!&-WLX?Ys;G%bGAxIN7*-pI-C
zIWs&CzvZ)@kt#4k?#s1pfn^e0im`R)V#?jhjB@+Cs|l<5K%TE=J5gtR^v32diZRh8
z8f~ov4G4LKdWwz5EXQzD9|hZ`Cpmds(;jhK(15x;uFz12=2sbS%xVz5{9?@6TsMFt
zt^sQpvyEwXv@Uk-s;>tIR%so`56iPC-#Ly$Hmvkbgg^%oD;&+*By8P!UV*_TQvUW&
z5=1Cp1lstqQC%v-Pne!RfYfVa69{FU&GY2Sz_xDw+7Mght<&oeuvl`=qt*OuA(DF`
zJ;(3)lI`OU$r93`f#{uw7r%|Bkt-3m>?;w6R2$emR@as~mBtP#5o6n7XeF`+(~fp0
zO>rutny6GePicn<kd1@yE^0?NQ}7Ua<j=KWoZJ{6FizJD<28eEg2AbGSdvEuba`-O
zE6U^Z7PgPdOkDlww%i<h0U9vD@E)3H6H9$8A?9bjOVIjm&0IA}X0}8R%g{iyY{@|A
zQV;&ZnnKvAOV9A<XVGTuAc*47)#CD3G3p`Kd{~KKa!x9+K&9!)ucpmPrP@%MGK9<X
zXmuJ~n3fwuGXT-6z64|Lj<69TJdcCS+)PKFM_TxUTyCK}bJ+QM5MK?>kfgZVEq$c>
zC)_V<=<(QGvAOClROvG%l_X-Jkc*l>1uolY3q#7|=$*sPy`nh~_^UUp>sv9exo!+?
z?|q6f;C8l<9_cipHBChPE31WZ*|6?hk)Yx8b68<~i<Q7#3otYiCc=Z?k(&O{$s^h$
z``*jZR!5daSEBE!OQpm-?_os?^I`?zhrqz(w<U5id^_#XgJ+ST_B5Rt9?bRH=D(N@
z{AUk)<jMsYm9<rke*C*GZR#wMu3nB|xi}3GIVVH1-oi<8k8Vs}36O3`M*@bZCIlX7
z6D!aRz|ZLBeE!*Ut77~XPWef+cJ@`GAiImSZLD9v6i{Q>2%3cZ&!vU?tG(V}k9mC{
zKW4_x{}zDPx%oh*jfr18?$RDOti^)c87Ry>Nj<wyJ`dF+EUUCiEaM==yzT9SIf87-
z1oY^{5`M>EIkB0@e!p3Q?GQ;|c`&n0tw_jjXRWf*ng~%oUl1PiH(z*Eva(_+=CR4Y
z`Y?309yzYA`J-3HC~T@DveCoN&)s*9;(91V$l%_GX9CJQ!R@5GhCOF~(>ac6_CRQf
zd?IU!qZ3ExLMVDdQJPn~U(G^O9amEvFZ=$L9TVN1a~}P4CCMsqE#2gIwG8SM8c_l4
zU^**aIfVW2IAA1vte%r$x59Mdww1X$+9p+&mHhYKkWZI7;7kc>LD+6X7a!M<`LFBK
zs<Nv9m$eS;wqe3(2i`TTI8_c0mOEwD<(ZeTzu%T5;X3eIe_+NPKm2@f`R8V!{7|zb
z2QGZ%*}71kwDi3gmm1yZudD!ZRyG;wzSyu3v2OH;1Qf#ngEW}G7Cw?W4vtB21;d3k
zoFA2K;&(Pl(qS8LHvIK9wg7+df>io59%5MlLqc1N{!aAg@xf!NYAh~?*O*DaB_^<y
zC`1Qz!DK3xoP0;J;%2eyqn2?=0!}DTZyU^gf*pR;x7d>e)Ruc)?d4~8KzfVH9x;2G
zgI*UKhpE)U;jXnZq}#~Zgh<ECsT1_G%Tj};3^ch(ZQprluG%K*g9W3lE+P|RbkVLD
z4Fey7xz$&aE%9IESCZ8Rv%EgMmq}e7Fxd!#Iy@rg<gdj(8n&Dd=gFh*ocm!7mXu$F
zHxR@LY=%j8jGd+7lE!Q;Yz$lgXyl_?$SkcHZ*XR3^3k11AumVzSp?QL2a5E)Y2PfO
z5dqSz5V>$bibDtaLw)y^<npQ@OMe#^4072~2^@DcZNAfSky&9>3h=DCjUT;0UlRg2
z5H3bLqEl=-8^m1DG@u^>z_5iz4q1*j41jAaDX*%VOVga5Qrz)ZEy{faOY_TB4Nvxi
zQtYnOk0X2u4poOkyO|Ari)#kgK&~~d50}KmMLFM>rz2NYrtW|BBT%>)2Z0G<%&_j5
zq}?&iEG2;TL`CJO^tv1G_ixQCksc>|Wa126QvxvjP{xvZ2q5+j)XK_q>Sff>hOgu5
zreHLj^T23{J*+z#D*<*$^U}&gxHk|zy!;t^ZLza6n)^k6G-daay849PQ8XTc#AIM&
zZhVnA^}hAEc7pi8M1cY)8qrazHR;>!k8V&WX!4}^fE<&a^QFs~l;6wpF|jm3-z(Ic
zxg#ZtZTAXybrNZ}`e~Bd{Adm42*RSu@RtqIiNCbIzc7=uh5<})+UiFA#Sh`(;8sJ^
zS_B4%qTm#=RRsfCX6by@m~8>*g2ImQON5*vmXou*I8cJ7^=^p9$C<E@=jtM1wAE=q
z0+S%>m3`ccegNv4mdSiJaP2){rTXY_2n|=3yXxFvzrXIbUaV=L#+|LipLS2*D)Pn<
zr!svDO}v|l`^tOJ(|5U97<YvWb}BGyZgd8X1Sv*zLb{sQo1ydwKk?Gx>4f_P?bma}
zyy^Z@8gqB}Iipx>4Q_=@aNYSvDTj^0vA#Esvp$koEzEOhZgc^>Pvaw5b9CHqJ*EIi
z5V0&Fn5_#Ob(!KfUzh*XI}_Q#y5athE2J7domLY=ZxYUXcToxwG~qLnz&~QKyxs;p
zOPzX<&^00~=7l;4?!f@lP;Ea>BoqGcsLMYB0THkj+wdXr7BPy)pafTvD-)$JL&y&2
zWw6z()62mc&$cu;Q#)8cc%#)v!srOV$mr1(tb2oukNc%ZtHy{2>gr-=^vFTwJ>Ch%
zL2yX+$1EsaLVDWg!RBBRuc!_v2PXY4U{chxq+z{_l;6bVr@*n#P>jXV2j0_kFC(L|
zq~X=47_9Dv7pH&gWLW>fg?2xyHaVhUl!Lmiy|0Sa;;WsY8~)={33vB6+8o)Z()wzu
zS%TkP0GOuqPypSr_EvY<J4!0~U1r`5*O39Ef}(R*HM7Tqhr~o&kFCCp!G=Tt{oV4>
z_G!+t@Hu3|X-W7kJUs>oT7uRsaoB(I#a>{MM4`W*2VZkUvi@5~bMWRPQvj(&Kt&+-
zajsKquAajfnN4NN%929h6W2_4Ftk_*<;_S`sW%aQG8^8|C`Wzh-z3IM8a8&_`6aR7
zW@InOdiIT~0gduvWLO^pn;;wO#}qdjBZX_x!AC?%kKYta3YJrAClsMt59Oz8{~#a)
zWM>&gZ3+$Sg8%fz@>VR{bMS1-Y`f`ea`J=Q;q!4UKgK=oBL1^P?OwaojkY=pO)%2N
z)4%z`F{KsLFklnst+!&^pBn+4x<Gz<cwCC2;Ht&k>c;+UsqLi)VrpI&h5)gE072}C
z*{Rgc;kvQnU!Eko_><_XYVzO}XNS;F<}O%A;aHCm+0b0;B(Yx+ms3b)q^t53uiRCr
zejphH5(WDT2m8ZcsZg_)rglEHicA3;*ZYCv<*BSoQnq>I^da2c!{C<A#&hc!LEJ7&
zH)YXS&@1g#2#j*}pC$`*()pyRQse(xl3_tjg>?W6iAhGgu_?x-m!)@A%~R_izi;>5
zYx}BH%!er^zbZ)zHbP)s(G7oji;QypTKQvZUb7H^7=5}E)T-$~y}ocprnvGtFExO8
zOnqOPOKhmLEeh!j8KW!9JR~ruf3h}+CuR>GeSQ+8j?PwHly;VW=$*(`QYy0N^}=yK
zvUuHOXggohgUErWKHn5V0Nwmtoi5_H!h*{bL<nFO)3CrH#@x-u`AD+~>I}wRX82YW
zNCY^nOXufJjAUbZA+N?rmx!!;v%3_0vn6sKeSBuM`2Fh1$yfWg+gY}RXzjddK*de~
z*DQl4!N{5D64hh@xqIWX*7n&X`V=F$HAf5<#bq!f!tU$|jsLAc>o*0y+~CW};;=Re
z+4ihVIJvMmLZj8ir0%kadOx1%=xFVS@bH68U~6h7so)BpO-WOjieXU9J4TzC<$g>6
z3uOH{U3ct@C4g5uv~}l#$W1vXDJ_g*!pnFxN(>eWAa3i7;={uSy-bWv$~E$!_3ti-
z4tIVL#gXL&^i9X9m2QvrSl^(EYs2Y0>8uY!4;Ye%aDYU3DeBb6pyr!7t^A?&hSGjB
z&jbo65?Ft>`ZT)oIAc1aBaMR<vM+~_z42K(?#PQB(IHZ`4Z3B19A8(&)O5w7(ck%k
z<6@ie-(V3k@3VsvYma|Y!fp*`^yx`ZE3)uK`@fr#3;fa_OG+4c+|-6jBK6g#Ya<p{
zo`J$>_L?u+6pduvO<_WBEl$UXq`FV*649pwfvsC)pkJ>)L+)~=X-Hx$%go*GG9n-w
zILoLaKn%krHGxW##g$=UdXTz5a9v|^9<8~u=tk}aniwJFv8ev1g)Tt(4`4Rp`EY`U
z&7zM8(jgP_yTHZ}@Emo<LP8J=d0~o)wLeTN=L(0Uq+m(M5=I0ELn0FLqT1WrPi~J|
zEMBZOz-)H7hk@L0kl-LJ7J04d7`i2AJ0lb&YpjpMT!B>9VG^n2-D}6SlZ9zTNl_6b
z0uHkzD0rAOLAH1QHZAwM^By@dF_E`NqW%_iVC0;f98~y_@W{yitIdvEklB~rEHU?S
zcK}7i6r5b6N;{-w%PZ=&nytFJ`aeq_8_2VqG^47j`d_FSbr5;N`pit6XKu#$$IiP}
z_00G<$i0_X8T16g{e$9*L3J%F$Tn6o{qTc6<>hJJA)T8>i<pRzaJJ3a0tl*~Us`_9
zFM{e+1R?&=1>n@$T85|pE%Y;ZEE{EEu6%JoMS7TQFuE1gyzsO%ia8$MLQ3mX5$5Kj
z5<*>bv+<SzYr~Gji?s&1V3r5&2f6pZdf~A)CsP~-#H&-vMhOKI8ePtI8a}<RYVC+v
z!A<hQrWCCE&ro@sq8|hT2kf2wI7_AnWMJ_$$yl(>O=k5EQio=ShDOM-w5=rE+S<@g
z^jk<)Q0;B-NaOx<QsLjJHUb>q?<Y|ADSL~;_+a_7LGr<*x)ZB_zA?|>A}1>GX-ab7
z2FBp#l%zJ4`){m-UGsGC%?E7L2t>W?kXFXSKf9s{h;zu`3X0Pbg%xArZRwFzry<bn
zgS@bSa<$kIC%1hdQ93wI5thf8*5E4gGpD>uEe7uB?3Plm?Pv{32PQl9M1h}M$x^c*
zp~iT^&oXmt4(4+D8?{1dnJ%aD37XXxegvcmngDAJhO=c9KRUXB3S{zdYdB5Xs!CJr
zf^6PuGWLyf6?|J}GgDMJz%PAeyvPaG**Z78$-adE@rdcC(8HwXW%{#a=$=30tfGvj
z+_h;8CN@@hgjH1_NZbBJRLcRp3mU<b)ZM4N=f~O3u{a$xe}v5$sZ_CawRRA*@#dEl
z_e%@bony*=j^wZaJr@5h(s@89jh6e_z>^c+8=S)VZh>k5H(&ZmMrO>6d}La5I8v2Q
zU`jR-NP|o&l<)53_Y13tW=0Hm^Uu8iWkqhSE5eEm55s*RaCfDFK|U^PutA)iY;&0w
z4HWGKbMV2`^-b7Ud;P}Ips<&S>)lhk7~W#R$)&l;zuG&IAGIk$bnNyX+Ev91C^$H0
z$7@EKzA)-8dATBr?H4bS<?SkUOE$m{tNjTTiIOdP3fJY$Be|Zp2q%ehHZl9E^<Zp;
zr;oK<omAv{0-EB6GqE-yJthS}20tD~S=&mumN0!pcO2wUc5Jv7daJ*~5=Hw2BhQ>r
zblRF`K8)2Y>=da^n?fEHw6owp;Mf^p4uRyj;$7Xc!-YR<s%iOb{RG!|`B_C4rKpgU
zXtdU3Jcxm7EyGDY%(y_N(;Ka$>u8{xTf8LqNKy~tdP?WB&30%539lqK$WQfn(8V$G
z7`%7SlXlH3T}R`)4)fmE<$!ZQ!u!h^X$*M0CWPHjebK40!H%hvP5uLL!&!>B*F5#Z
zXHo^afQHDp&5X7S0I}DMhH3)=eChiHoNi)C!ML)s)^j0Cs*P(&3Jb=Th%iCTY?pre
zMc&|jV8Yz{!BaS!VO1nOu=k`#!vrKCf`e5rIt$t+jm;WZ(n6#QDA0qL$#uB-Zbu|u
z8WR9zJAPt*!3mGQ@w;aFmtGO3^W<X9S;FF(u*unirSB%cu<rFuhlR(P^(=t!My3-z
zmlO+=dZzF$uACViyl{>~lN*Pm=^f$!gK&$fp`v(lqyJ-yJFPc*T>AZB67FKrIW>yV
z8OJH(@ll+w{XHCM{Q7GDchu{K^K{o~akwjv@!lb#tlOqcMHdR&mp$|Sw=2&pxwD=2
zMsSvP(0UwnXjPlkgL%IjN8M-am4V}f<xLN7K2EH=i73kz6~5kQmUic{?@;^cCkNH;
z9gcYDinD8+kj_5}%1?_z#ke*Vb2=f@&X(;5%6L*Ap8qT;H}z|G%IdZ|ZTl&KixRD`
zMn9)zcv9+ue&eY4qlcd~AOJ$Lg#UB^DBgK|(hI4vOa-y*B@ff__AXD!s^Tv+lvTs2
z*;^M2QdFD|Ik`M@o<-%5>oOi7`>kYBNmW*$VmO$K)qjC$f24%JqMV&Y;otivL~jF~
zTvBmk3=G(qj{q=2=;LZBu&Zt;Vm(^}y%frT8CuQ4u2R@{Rrz?bpX`3)5ejs~DfBmq
zH4rU`QlNvdC-!}hj)F2DHVsv0(VO~h>JF|=<P-e*9Q~jwbUmh<sS$hSha9^6#<yea
zX6KqGHmdB7*7%AHO)T3l#9=2rN~f_aDi0^k#Ub?CuI?#hQx-I-I@k`!cI!n=>5V>n
zHfu83Q&SOS5kM!R6M7{U8+r)Czh_MCE-IX_P$o8-p#!V!ivi*9AMO2G0-Dt*!slK)
zkotTO`2Y^+;14#!&^g21RIC7(M%`kD#99{A*DPCyTara6r{^Qprh7)#aQc=5*>-K*
zX|7kLsxBz*T)M~hSCI&EO_k2qp8Z*8!tGH;!~51CArh<crjWupM)*;8Q?5sq+OIur
zV>qwIJJ$Go85?(9pV2PIr6Oee!(Ah3JblaRcaeuNy7J!73O?LN)o<=ZMY3~U=|6}#
zDO?TxAZ9eYlXiCv!{)N5V1DIzX(C?JS<KoVNp<!-lEIHp)^O<jQ!c|pX*)c*a^R$f
zAOx^gR6gC-?ji^JwZ;VaQ}5{qZ1f5f%QA~$;DEgWKXHX^9P&SE;8v0}bsY>&rBL=5
z9OLSIS5*gFS4{RcZC{8zgO^Hk4Ey$d8lED6zTVPsrWy2uPNv?5rnFVPQCHIJtq6{D
z3g6zlb@ysk_XplrZ$zGO?WP6$`YC_n3Ag9Q2<I3NKUXv%!H4^D{*yz8(dERzR5u}M
z*_N4oddGdyV86n`drE)G5x@9O_4H$CZKRT2kiKk4SX(6&dLNWx8Vb$oPPV!})==#w
z@=kA>>#Ha?E;U+A6W*N@IAj%iFSF0yeE5ewfJ1j?oT)mA@q%V?G@io5hXTWZ?z?(N
zP2(qb;L>J)uTaEBw`x14aD@Z8&peUOjYg!WK}6l$(8=7|inRC69>jeB6*TvoIWcib
z>TU?^Gd_vYR|+BLEmq<4<oyl4+qb$TrQNvubfkHW3dPW@HBePXrgKehIiZIr_)uhz
zr}~|hesXG(1Lcl!O_l@{`-@;2?uKdTWXv4MA}F@7h{>qLMHu&vU}||z+N<;2fa<af
z$FKW+sH8G+Ew`f;cTMK*(~0i+tEnfiQaUv6Ue40}kPf>P_l%O<f&fN%t35TM7xbn-
z6I5n>>&FcK=EXB%`)jH<?At3bG;y`EKyrp1%(M`g(&Gxo4JAqpGY!R&H2t52e4LhJ
zx!dN_AkQvKvHzQqu{H<1SPLVUoaZ;aTA#@WUv$Rh5k0frq~+I?{54%hhw=(*jQ75)
zssh9oI<VcBa?-V*n^Bt_Dd$hO#!nK(OTL_`zzg_WJG>DF%?hued0%6b7HalA4ap37
zB-4z1H)1YnrYnQo)M+F5vpr6PL!6O2fIm%gf6FQnI_-5o@?^xk;>`zx2Zd$(+H!wO
zD-oKy*1GJEjCU1?Aa{gP^>L=m9(J%O6qe<JKPBAp`?*DsRV1vkiYRC4A2Q7O9I|`#
z8riaffFQMSV5!*a!G~0r=(zU!t~7I4T>R7<Y;JDIGQm5Vz$s*DT<>^ZUy}^f37S=7
z&OfEVsOP&gnt??|K?Q~(gervwUiF{kKiT`{r;Ul9z2u!i<EKIGw?6wzFL{ltN6dZp
zB@*SZq*?4LaNZ-Nrg0UJJeZ`Z<}_^-KrX=$)GGEk!2j$ZTyFAJVnX!JqvLe3eb7on
zAwfR}$1Hs=&)j-b^vAXMLs=_(cCL|l)PomLimE7dIp=-I<l*mwe2JqwK*DoB8686Y
zV0muFi@oNxyXSik6M`EZa?a<G#yo_;B!p<{VbMpWK!6^4Bvyh4OOX8kg{7D#XZ)mT
z;;$pCot_*R9x~vkva<$yD{C2U^MiwugTuohN(Z*Wje(dL7{+gD(f~UIY*72}A2bp^
zBnZv(9~FeeAIQe6*B%VYQDa|5BH%^@<)ICM@Ie0|CX(1?OT_wD>P&1>;vk8qbA$*s
z+g(k-QRRB^$FyH2Sb7XWA#AOFAN=4D5H{5;3=AfL5ZBv1amYmcJ0UpwqF!G7TORvJ
z4`+)AkB7JWBa>fPsHnY=IKnnUiM<mb-y<0)wfN)hQR4n+Dt$7NfX99i#1V0Py3pdZ
zTYG4$ron>|aJv|VG<v#NO)A4dUr5c$nlvQ`u|)9anL)UN0MMuR55|%#H`}=|ME|OS
z25$tchTpp1uLKm*So60Y#n0-wWl0N!U!@LbE$Meb+Qozi7o2@D)lCenej0>0@x8;}
z#Mv%lL2qibYA-HxKM>Dxz+?*NS@7`WQzpr?Qj>Orw<aRu!qPVo$}LDRjrJp4bPZM#
z?w#4SOs|bRloR#4-x{nV=^4bD74a;(D6W$hHc-qS+KN?o5~M>yV%y<l#muNoDGO5-
zBI%52e8`>p>CB+E80dOgrkBEZ;qa3YU+IxJe;F!uaQtP-K_dR+?6Brbud%C^058!+
zc<XH=BACFyb}ELfmh$UGFj!AA(h1X0uN5T&_A<U|!BF2x*bB6UET$RquHf4jF{s$2
z@!znnbskw+1j#sYu&ezAfKnk*-PzniUO|z*@IMpp^UA@^UmBuVfBNW=E~*u5PN~Ja
z{<`y@Mg|P2pv*&M70|0g^DykY)k@b#dfzJNu3JM9+o-)ro3`Sa|Cz;VFbz3T%^Kq+
zHuZdFNMI<4=Dx?VZge%Y(G(u*d{|MS=J&0h!1BmbGfL-q?ib20sE0Q=#xltZLPaLb
z97U*D?;BPNm6ZB0l~ws$J2~P~*DSoS5Fq!uBwHy%u<=)ACqO>LK}dmzk|<@2O_+z|
zuAJUub;Yowg=QmqoD4I~21bWKuv(cYxxuxzU)f^cxhaz)=30*Z<KVAi(06znmp~(e
zglD<4cC*$pwY_}pm?5Rm$JrDXQHKDbq!e<g!eMbMxGlQL5fXclKB*~GRk#miuvBku
zRyoF7BX_kIeo-WF{PVp&d8NIr;C7d25<;*ZjQ=aFYE%zD&SEG_nDjb{q3!&)=@UbB
z`Je#%(h~ZmQ1J2ZI`HG;_R^}3W@IO%bJ3Jc6fxSCDXR1jSt3q>=4?LeWXOku%6B}i
zD2-*^ef}3LSRI~`E~T0!Z5X6J?zBa?W^P%=nh_65ezCIt7Jb)~A)kA%x)t3Ht#!d9
zyBF=EqyW>0`?}^nc2Bk>rg+mlGA+mk2Ch*Kc;1RB8IL<e;eK!-lD@R<1NQLB%DL|>
zpuB4XO0AiPAItx6<hVut;YfUe%!V6}A{06`Eck|IP+vnFWJ3N}SkFit4xEtxjdXTB
zQN24P%oohf_+C+Y`FhoR!+M9{mYSR64{>vrzHfDer8ie(cOW=-{X6lx(;svc3NU@z
zZ|lh0Ts5$M6MH)|xOMql%dp8|)`ZcKVOta79W`BTsIL?IcRUgQF`=)7m)31rgcE_N
zl)upo`YOe?jpN-iK3@IOXW&DKjdgW`es{=7p-2Gm2fN1>@l7rl8j}(*GPBAcRGLNN
zSCwC6ea?Ss$eay=QX3alF*JQFgxy}WZ)!rsg1o~LT|OWd{f;%QM5h}3ok0xxa(6(M
zD7Z=6V<K11f<&lw*F(&TkI+T6;iIZDa+lgA1@1G%UCwq9H%T8<Ox(#ktO$ksSi?K)
zn==l(#@t9@b6b>n$b7Liq8pA$soRx!;Mc;h-crA{wkSyf_qM9cj>$XcAyoH)w(s46
zO>;TYS`ee}Fy?`GNfXJuKS~B~3@t7$v4bhg&@q@TSh>C2zSmfETXd^>cO~TR47K!8
z;JFh~rd9yz#Y1>}2ybO{M2^0Fs~7tN**{}D_y#9XFYowMJHVN(-IbF0F2%apr#qq3
zM@Nu$ANfw6Sz}MK4SwJwtColRn;bh8^~SXMQCx$B;_~q*^b*~3{aoK7F&beQj+WPd
z0z`>?X`4d6Gtx1IKdQd=v@5Uc=sXf4X1~fX4}P!DAwSN^RU!`ZaNMSxkx4WuWn3F>
zX}opych;zJxV63&Bzrq+)+<C{c+w+2yZ3J)2iO{PrVmAjtWLQQcq6{;UD~<;Fv!JO
zD9mCIv9$4`>%TnUFK&7*kt#Dvl)!;E;@`Ae;Z+JM2U}X4=U!(<T0gvSfsz;6Ymvy^
zxc=No0X<t5YeBXuI_s+>EGJOVnJ19UM5@;23V+G~;?x5-qM+XqJ-CP+iduKd^qj2!
zJpC%&Ab$}~ywK*-?zWd!wx9$#>-8mHhg7?Dy-+g0uZ72X_Vqce^+TE$7|l(D=I5pP
z4Mu<f5pmAWWv3ECIIL4O<h47#qW?ye=HgP}Of&*+S&ryiLuTev$l54NO*KTJA8GwS
zkT{3y4t+0*Z{S?NL^yf~{<i*@^l=qjs}Mi9A2Mi&4N?pCQZvIk9qr52fpaLA?jL5y
z0j{ddYwMb=JuX#r!D33_^{YesWOAyXJmQW0f;8pQ(fvOBLqJ5Lm>4c~#q-~(1?O9T
z%~ZS9hPtLNM+YQ0`XDVxuuS$(6?DJYhcA3_h&;v@o(EHb=YR6OszA`wAn38Xd(urG
z6`2SHsGbCwJe6PUW>sD_RQlEfn<zXa%0WS0Owg{Zo4rW}B~=hIvHYV)OHmdiI41k6
zjJml*X6oJgX!f`(OF?6wsh|h7$xS&A&mqOE%(>}C7VQ;fBh&ayJd}Rz;i9N-BAu9n
zu`tEZ+xin?$CoI8_sgTnv`Honj?76My|Lj`BFePwF`TfU^0#l@l)y)?pDuIjl~wmC
zh?j*ppbU$1hB81w9^rrw(XB<JNaFafG>@<s`Cn;^YR3$lbXB6q&dTX+Q7gmv9poQr
zh=J6uc`1D^dSloq6XR1YL7jvHl(8%Gv7>o|VbAqq(}roQlIzIn#jQUIdS8)UU!oSd
z*K#Ci(wpLZfU{#HOu9{W03MX=XQAOsv3&mbl`Wk8nPLh+M~?5sNf=J&5Ry_T^ezP_
zBpzcW2E5wFy^OMejvzA+2R6ML?=P|uRAm_8l5QZ46Baeip}5|!5InGw^Q?FHag~DV
zL7kjfBsChXC1v(Xh{A5##;Pu4uLOS5{|tGyE?ZCET4ZWnMNhDb9#aTCJyZ*NCmZlQ
zUY})nd7=k2=zm$-HTEt@JDYm2)y_GP{98Ri(cUd?1|{)eGpJB&nCwoEyqsm5Yog-B
zN-R6wuJNQg`iRlESnY1r`fxe(2h2qsnWFB5RfAdXmRv@)IL*Dr$+QX;rQ_kjYvBcE
zPsPdP%y}HF?){Ks+ON}$&Cfx85fTriY=i%a?u_Sqqm`#K<(xorK$UiK932Ot3s5ZY
z9g*{#1oL<B5?K04v$FHUZbpy(0Qc<h_a>7M9v-y_H9y=7V|WT#n=~|z0s_DcJiC<Y
zsBd~4-oaB~v4O~XZmNi=9ryG|D9+Ivfa@+GNFNL_0}a8)-Ken~FqZQT^ca(}P*0O5
z9z#ZKd;$M#^stvqvnB)vR$>$V4zJbqQo`3|Y4m@U2x@aaw?S1Awn0^)h<57=M;HfN
z_gVmGm!Lnd2;qZ61>K3q%MG>dT_lptOPYQnB&Ub;reliB2=`{DpOB!eEP1Yjj{(9f
zzKhi&blcAOnDbo8jE`;g?j_u7d;j3ytEq-Ic2LHNOUO2nIQRn2GbAzf{fW;g^JYzJ
z)L%bFtZnC?_bF}?^+n&u9j9)u$^~F?T@jnPi+mU=Kk}gTEw9Y|h^M&1Cd=)R(<9EE
z3#P_b82YgwD4Lu{b@|LcbHY<ow+Gv1c#q;2FLz#|F9CJ2ZXR81Tboa?U=59zhDep5
zi31Vl#=Qp)dtB<$6-B43=!}eIOlqT;JeP2PtjvqGBrkS!WN*F=pU35S6mNGPNBapB
zIU9R2ZR0tev|nUY-qmBWm;eaBs;<dJh0StG)L*0=A|9lyVK7ij+y_`Vo65K=Hh)4&
z^fR>I-Wedb6-)^Lr7ah5KW&Z<-28G^sb1(ENsk-IZ4Bv{ORI2I94RBV;WrpsU>=wf
zM2zd17~dHj*^OII8#O%jv-}In%;3*&{>U7ecl4dx-tH;W(P00Ha<r6!9#wa%i(Nfq
zJM!vTtro!^0*!!Dx>xbpr^(6+8Fr1e_t^9duywL=u_~{K0w$iha>drgt82e&dYG_a
z(jy5Fi$o88PiP+)#J2x#_^=xWk(t&d6I6$UeG+vl^(fH!KW4cv|Nr6T@!~MoYGKR%
z-ne%H(dnp1ucBDGSziRkU}Xb8WOp_kdOn6Bx6ww+V6S_=gqJF{27n(;%lan5-uF{H
zbzYCwS^Tb%aQzh}wYBkMtuo-VYfbxZp%r9W=d!4HV@0Ji5g0VHg)%5UACJpieL;|k
zNb!*G35fnS%V!|+f3K9&N5c|DLZ)evx4LYJ5PGMKDQUeL1_?<Vitx*~>#k?wSR#QZ
z-Q}cQ%2tPeMRJ<Ww&`MRlsj`uEGFP%!k}|BpUN0&w0MLwQ7yw{>3$){NR|WVky{#k
z+qpJ)miY2dgsPY^eDChyy`7MSeJLrePMY+Wpt+!gnWXrv(D+PXFLvUR_VFjM8IkJE
zrf7Qe$4}&<Sr|sHx^RhNxoFc9Md=ojMpzBg-gOhy)u6j+&^1TDdETalSOrL9?`d$|
z8*>k}xMGt2%pa~#?$5}J)%OZ0Vrmp4HagDPY1vSXP6n_rizFegg@G{;)DhgTheM63
zme-Ltv{LU}KL@g3jIs=bQtMlq&kS5TK?(b2pg0KVG(-Vs5XLs<LFd6_hlI1&tS0OD
zy-Kumg{XU}xwSxj=erh~V3i#bdm&Iy)~&}}P@u7iXVXxO6eV}q{3syHvE}cdoz$Lz
znIToqeUMLo`v|8jx-5v>3y-?|)N*FTz;A1^WFfcM3^z3sBv{y@&iwhstP@oPi?hPE
z`p!7S-G*q?>}FXdgqWA{`P7b7Zsg`R$(4Oy?<iKrI-2#kt=;|iC!%0!cU&}G!w<hl
zY7er28$Div@>7h2juQdky6%sOI{hEf=}-2SMgtb?K&E&c<CqkrVVj`OPdh^Xk>2C|
z=lHuh!eqTRII%)fNXB%iUrUgt%rC@(A|#N^IUz7Lok8?cAN8ysEvwMJepO3Rg!~|k
zUF?MU<6i%l$+ci_A$_~>r}Ao!;<XSNDl8ay0ICWq6qH&mgK<6rHYOwjH>xjMGP7zi
zEjOx|Sg-U?uNpd0uj|Zuxn`<u4rdV7nTIlbt8-hR=XjN7b!sZRfx}`tD_y`Mc1FYm
zN6t;;ye>e{^lM=V=KAkM{NM3nF>cDA8^3jUsT&U{Zp_y3=~8q|2|KCUU*7IVbGQl4
zejbyZqQ=H6Z%OrLvg8|n!e^dKq;{idDbN%ldV+s#+Zub{pau8u$3h18aN*IhbjFQi
z;E=_^OFh)LpxsU*jK0JpFy4Cm@B(x3111VB@{Yz`Y4_Xn=KpEU9^e%2OptsvBUVFT
zpaO?6i<Gk^Al{3J`cd0nh%C3g(Aw^W3zz@;ahYLMb|uT#oM*ei>c=6;+=6V(zkGh0
zZ7W;V%OxRv=gV9WSJ~M%iqckm>?+mrCtYphURW@U%O$yvSZ=}pM`CZ8%E^UG*5>Lq
zcKFnNllcnn6cGnF1E(b7CF#3<OjUWPt5STUvCQd^#64z)x4)|I6kQ~|Y3b^O-cDWI
zxu><i5@!c?rRzn0tK*P<Z~eSv%dkz;+T=+SwvB#Hq^MC3laiz2+_~P)1B<yq6EHH1
zPR~`T8A+UUYPb4h3d~N|j^4cOi@$^1{kpu1$=uR-hRr)1>6nPus2M3ZH|qrR|H*>A
zC!YcxW`E2c|LLDD&=mGLJJ`Zy?Lx*aXIu`EDCg??i^~u0=1apCee7zP-ry8_jnWup
zG_-lK3!G2yA)c&8DNIUZ!UN({mRhtt3W5SqadKRmS3~{wPKVmTglCg9!P>%u)7!8o
zPp5>rY&^1w2J4KrU(=7TAe0gHtqoSfqyBg!S~1V9Oc~W8RnRO;PoAzA%>Rq?1E_aW
z5%KxS9R9%#XH%1GY;Umcx}rE{hPye2p;{p!|JkfZ?uzQ54kL-9`rX00!C2=M=Rn**
z@d3q2?BZ=g)4Lnj83sV(Bx3X@I|LHi?LHxYe(gK2tdb}9MEw2s1~O!^Zm_d~U~mRM
z(Np&HNc15MDqhiGo<5L9b({W#|9NdflcO5p+MJ_5eUhH>iwUN5`}#d@O$xo&-F}tm
zZyC=lqCdxyfpk$1VbCNvRL07SH?lMeeCUF818_=3uVy6eQBL#T)}q5z6gS1N9$_<3
zZ&qjpifEfZG^h*<JDv1X=L1u`M-=DHy1@T8f^ko0U{k6*Yl}bX<1s9SK&w%PBZfs*
z4dDp9b?uXJgcM*(F;3Z-rt-@Eis7`Dw`!7nhh<GFa2|r<6#DoQY7y6;jO6_-<QDp4
zGkHdSjch5`28M_3aruvF^4#y9EPf($N*p8Q+<5;YB3X6fyLwy_f7!mZWcJAzp4d3K
z;af-9R!1K-le4-`9d2QGCJE3jwibjaz7DxZ5q~EV!!GnbPBYW(!~nY3-Hhe^o5b*t
znox>BjdjX^56UfmST$0&d91gOqpe{g#2ZNq<?jY#I<ZOw%)5s6T+m_dTkULKL)k9#
zAi@2z-rn%ZmGIQ%ji~Xr5)n)(|2R-!l*!nkW&_Ot`ObCEqQ?1gO<s*T9#9vxg9^?j
zNuG@-Kqhp7J^Jdzal(|8OX1yw#>8LE>74JoGeZW%XZRE;-sh1d;Bj+6Dw47Z`W%7Y
z4*b*JOHuA37%Ll?VMaQm_vh#j4-AlN?56vcPa#V+vPhe0=~!b861a)Jeo-TOp<ZZr
zWpd8pAkQ>%@>gdWd4W06wTZSu2+Wgy>$k`>^SDEm9;Sy6dOJ%a4Bpz%is5C&D?Mrl
z1(eNC&?49PCK-$T@;MC<bf<(7-qz0#Yfp#{7zj*W$k|AIoj=0F&)dB;?hvVn!16!Z
zl{Dw_%UZxP%0UOFs7I7-8_48k;z|?<*^jNbxSf9E=f3RG3{59UL_L)`ipx^ezICQn
zDk{I(U++RYVi+*c7-w^xGK2Jzw|aW*5sLc+!Y@U)^%2(B^c)hh4}zAMU}O*-7B1ob
z>+|~V1SbC9f8}l-(<{i!Q)|1}ri}%{{T4xdB)gq+GO#L|Z?GTXakFy=6qG5B!hyef
zx3{&GS6Ks-b``+PD|tgkMX8`4ITuC5N*#JJ8c>|PVJsR6^OmiJG=1@Gs0SPW!UPL+
zc>K!~MOS-y4G@fedmxXUIz=$3_|}-2Xrwq{!;j7GGn)#H<>yC>QYhRJY|?<S^Um`m
z*bF07<a%=|RhiDX@u{edLh!Tp=+x5V9x@jr1HCWyVmHQ0qSd#_kxZUYv8F#m<emxq
z^HbeG(-~zMXBx|B`0PF$5zv>%Ymn8Z4GKc6-kmJ>{!C~R${z{U$&bqZctI&KXT?Q?
zE`-Cr8F^WzV`MB6c?EBk-NErp=dhe5ePbWl-X;M(lr>L%)oAwFO=@+x**Vve1n@>t
zqQ*m3_`YAZaPHL5g~vbweLr81vBCT)5s1bF-3u@Lf=d)!m*Rg*CqiAviG0?+04r*`
z3szy}@-q2APKT1!8^8BU9^j^zTA3OMolrJpadmaY`7JI!J6jO~-Ne|~wwt01Bk`95
zs2M#vHkJ?OV%OCTmp*w%X%rZxH5?oo3a$M`#P3oI`$R#TB9Fho=X4-zyWQQTsP(xP
z*b<hNqphoE?dfFbXoUpy)fSfX-EF7PtbJqk+XgbWyVqq^^1!?+ZbnuLVm<i^{o&~#
zN$LBgfO8O8sbtFl%7M$Gl#*pAmok?lB7S+Xy|++|!rG(pm%2*?yW#mHX|wpfTE;Mx
zg8u;9qO17~a490V{9eU=7XQ4I&QV!rXWPrH$W+3xVS6P9offN}P9?w_1(3GzrjM9q
z_lU|mF*Zq9x_fvxuIf92+@c0jO>-Ld2|_3}>PC}Sfvtr~hgT^Lk+()=p;F;cWYaJt
zr8Zzx1)-ZzH=5(QK)*y>jFLJPM3o$|yCg>ZDB>8qu~)|{foa?SVWJ*g4G-ruT6XA(
z#SP|9jGTpN7PE9YYnap*TtoC^x#*!~zKZ-9gQTflS`a`KG?=9r?uJb<ls6RmMjtf=
z%uyQVuN{9;H)fqx05Ij-TlU5+T6bPuZW-4aRO`o)hyy(uG=Jb_tn~qs*wxBzLuaN~
zAUT%<6km~Ux<C{^I|&HC@*n$L%AbyMS0~}Hcj#cZs&H=>$NQP(_?;I<o?WS+xZ;*-
zWVgT8Hzm1dM4Z_Ra#v!3ikY-a1hb0P9VZ8?wip@W?tG)(xdf-i5)f{Si+jHgV@SwD
z`2^<c*&n?&n5{$(F%ZqLEEmpqFHG7_t}o7!e1E`Qe*m}B10t{8@_-Xe55B&t^n_SW
z!Hk(<d&=tZ7^t(_7po9=Tl@nW7z}5>aLJtdD2%7KT%6Dgo9ob=&&O}F2CJr?7gF)h
zdzb5xCA+s~vF?_|ZZ1w~-=AcXZP(<tm-X7<W!eyTb3b5S5rl&}Ef^*Jw!(#)8(#fo
z)o~9m;chbT5S7|o$&lqc@CYu}g4Lf!NNg57Hs`zbe5&&x+xUf=q1IcXuAbJa`ex7S
zjLIj~L#wCJF8~OVt`ZO~mcgZk7&(6#MKvsLnI6&nmKKaNQsNA!>8hYlp@sf@S9FH)
zZkKf#AuPz`7x-Yi=>nbFkxa7osqsqWSDs;?1@;G<%dKrIN)G~^dt4xM-2Ls86$-bU
zCCRS&UpmH+{_-hZVCN45EhOJA=%!*U%h~h%T7JmioitxIG1DGhD`%kg?}W1u*<Fx^
zO06f&-LkWo^Vx*PZc%*U#9G_v%M5)v43UUuw)rc=T7Bs&zLq9wzlCBm+{--IX+etK
zf$7fj(Cl+*{=s>!N@Ku;i@|rZ`22x#l!W&=`K`J>6|I<d8@zZ|SevfgJ>WACllfa)
z@|*QG%<G-`GsiUwmCr{$R`<W@HSI}2(*+6*7yjE<g!$^u7!NS79{t?L8o=1=G#?vQ
zm_*dE5GlO6@_Q4XOFyB-FxBO8l=Y-;LCL&^nxsz~Wz^fZj)-J;Qv<YrM^#aih%rly
z-g(l#4gRBU3N2~-{uBF{THc=3-LaXNqUwnG+AP(`>$d>$Bm1=80s4XEqh^+Y5!%f$
z)9&!eo>v81yFQA4#m~0PiPVVJwxm_fjr6QM?V7Nq+1Vp+uc(-1omV(1d<Y<A)iVY^
z!yxBAOIeWfug8TMS;3q|pu5xf({3bx<#?IsV!YDS*Ey5h(fG3FSjF6cfpw`5o$@QQ
zF{bqcx8L{#4nl3mUwjyQ1ew}wek@Rnm-sEHG|4ggs0<?U;~|t=PA@9`>d(_o@EkSO
z!C_`M4IgWTc*smexg$Am{IUjlcRJsow3Y=-^Etzq!vzDA^Wk$!#{2a4qEzwV-zX&1
z%(0KVSMUqw%He<jG}z{G>3@tt3$#Ita<@Z|{4YA$stzc|Bzv8vvK;2q74tkh+4E2<
z+?0gRAx@9;o8Lnb%v?2n%2vz^jT;nqn#i8c0#>Lr*Qhkg#+aLSbGB3q75_H1H!Gp|
z3p|?tgi%5czfT~GImZ0zxwDBc|F@IreL;f$kFh3HM&G-gl;bQ=iYU#tp%n=Xa_g>y
zzxE$Q6Y^)|(oz7$9`HccW>@l1)}5}?Y+APBZwuUu4bJ5bb1}_0PRg>@xQafEKg)X4
z8#N&j5h_-{Z*HrSzU;J`(Pt{o8sW`x73OV?vxb$O5<5*iBSd=fqle)s)Vk}{?R&gn
z4+(N<`H9@YE(bD?frJu%?(60+#&;%y(<u961Dh6W8K?H1p2gDxZdXG@>+mQS2`43_
zBY*!XQ0-j9U?w|N(dX`_bU{tvZTb33&~?YU6nXsYwl^}W*_HM6TcXHG6moZSrXRVl
zX=CO2kSp#+vF|IL8gzR0r^@;t;nUx|26+FXX||HQ6TANDRkCZkJ;m?Ib|2moCDoYn
z2`4_{ef>H6y<*mIJvS5*t^CJ^|G*-djQ|1;UQkafOqpZ6uH5@u4Px`TyjRDiDEDE~
z&n>$TE~U_hVYd@+&iMkOPx_jH@(Xx1lo;;UC`A(&qFhDm^OwI|F>w~~b#?&WD~`43
zs~mP++M2>uJ=<ZK05eM*VR7$xG1AQ0;M8#cPtD5tbyFf+W&?$BnW*~_>iTn6-n{am
zWxb0yt^RdNqmLqLPfy=sZQpetDg#evq8qeR=3O7E6zCv{DpNoT?#PMPI@{XMf9-7T
zK>~>lHmv^VT<z((8%d_{r|8yY&)E{myiUcHAFtL=w&FTwH-C86ArbK4quCL6MOsVS
zM68jTO_H)dPeztWs&YKzh1a$0Pmkkm{OZ^IjmRLj?*Rf~bn)-&m2^$2p(NkS*JqL2
zGjVe-8YK>6*89wrMZeGF3@UNEwIywI>k0lXA6U)?#p*Vu-pZYH&k~zj;+RN$@7C6N
z==~YmXgv?4+0u#SK#`nh43`w~Et)=gzUO*)YR*pbVi*O&(Xzk$gL^t;uSS4cU2&66
zNW_}ntJLvQf|tsaJ)2?BN}V6h)P8BWLGRIckL@sRJ3iI;QBQ~3kgl9FBvr%Qpno;%
zSyL;Rd9_(0_8m$PpJ$xVogcsG{nD`F-o2c|z(Lxgq1Oj`#y7T2>YW--V!g$2PnQTs
z;;t+UWIijA#IGceAU@M7#a;tv0kzx4ARB`9-4u}oU~C<c8{RtEQYF#df@Y)0GWqQI
z0fpw&KEoPo9F4HJ64sG}T+<yI<FY+}SnHl_;w6WW15bpb(9pPY+25X9FZo(Wq2fZC
zL=FZv|9h&a-y--I&s$=qSmkvNt3uqXAC|B30`Jff#5b1&w%W>CK3nQ2!@z)pxc9;!
zw%@X3uHwmRv9uz5=!F|-Liemwh%ZN@;Y(GgYFmRD)4cYIrCQJt7)&DLD6-K`5)bDx
zym-=*jRZoCjd0pJnX~^sr=SGid1O8!4~p&9d#toItR;k!ahFrn_3Nv`aFEGgKe}OW
z<7b;f)4qLQpB*xY{eP6bRa9I-w=EppT^j<8y9bBHEd+N6F2SL3hu{!A1WE7!0fM_X
z?gV$20FArb-#O!san60Y-+!Ly2ln2zYp<$WGS{56^X%{Dd|LU+OV6*u$*<+N^?)Qh
z!GDifMql~ABR@TRlpyx~_6>_$vubW=+=Wkd?D!H}DPLDvE&0aC@V3Af`;X~A4;T14
z${mZ@uPpU1&6svSBK#)tU!IVR*ZL0(!eE=b{tp~sJ@z(+WQZ4*R)k@be^j2XwTs{r
z5L7!Z^OMod_ri#|sMAJlkvr#LIOR|r8Y-&KpDJmC?f-i0PtpI~%ixD<X=_uzdq)5x
zi$1%o1(n=4EZ<H0!7!{wWrvfZZ_b{4oVw*h-j=J5Q7yuwV869-G5T1^c>3Nbk!s}e
zq%{HgI;kvzZu+NCNl8g@aq(v@mO>tb#zoGKC#lMJ&b8!{A=n>%vqXKSwqP}6z<D*?
zf*0>94X(@jBqrTWT@L%%HeclVW>I97*Yq@WHA|!~k#phH;FD0`x+t<S<&EkVu80VY
z*c8zt=XXj`US3}F*Bzd#Lz`Afh+8f^iC8n1HOZB8U|iH~UzQPQ|CD-7L*{N6S}^&P
ztzGY%*<>6oQ|kAH;w|nWTfcgFzd5|(+O5N8m{)i9gRl)b`FXCEliT>on0dh=I|<4V
z@`Z%_a-U?L6;;f}U*68poqFOOU~#dmiNFh*{m%?cTaTsPA>mD7A3-M1Ei5S243s=k
zy=Z4uOX7ubOg1Dm<rkLF-?c~<`y^9FJ>E&}h%4W$LQG3)W6Q6>4m9pzg`$?5bFMLU
z>c}W4?jHEt>0`VujJIMHrSh5DZzA|QZ0v1CVsSq@!PC`OZo3FZDJc^eUS70*=({VO
ztMR{pG-fGrDIfjb9S-_tO<=BBWzwRPa2omy{p8_?3-HAS%;@kGA5K0Ze`oa6E;$~a
zFtDLe=oK`y))(^ujuVhtt3z6d4S2Wk(&kcB-9Hc7(}w0F_zu$DP5;JzDJzlAA-6nU
z)_;HS#(Q+tHPknK@VnE)b8Wx-xSce@*qq%&#$I*-WlOY-;LqxBn^AJ1#-iIDLalN9
zn`X76+BZyGQ1wYuawTT>`!KmI?D{=UX`#VU0WkRU2*tCy-&CEcO?<x6(%Z5*rRm*m
z{_JnEl%#!v(JoTXRybGJFs<ZD6py$#ojK&IJo;xb0T)#blmoZ4O;78f=}2sBaC<G#
zP9=LgrAwVbI$xWDx5Eo8F&muUL@53??J?daa5l3!s^&ECXGg}oNh>LNEPvM$2Yv=v
zx>c`du}}VJK^Ffgtzz23ej@Ie20%WjXDY&9$JSHn*^lg|poW8XGr|i6FXr}{R<~)3
zbys(6(x%teLy)V-Xx#A@PnVTjir-q6#vBlMx~n^t#&D&(Ptq(n{{<;fyztiPH@Dr|
z{U4`w5adaT7s{?W6x-G+{+u~nIZgdKN+g4QV%^f&6$}{%dB*GF{2n(9E}Dfwn7{1#
zh9s}daR?YJTFEyP#_5=(8~0eei^AlyuIxPK_yCB?Did>3MW$>W%#YbkgvEuH#mcyO
zM&gAHM1hLQ${I`6@52iRC-$r92X7<zqi-U8SpmFcz3aK+Plnb<IIbfvXHkan>rYQ-
zF^ePPlX#ln6#aLO|EvQu9UptD=dMt&ba80uzYxE(#cQ4K8*49ym5q6>(aHi4>sQZ{
zRL2eGLQ`|yNWu{#e>?1P1RRYTJ+Q#!7y4HEKK<!p^Ye4NSBZ!2F!#JjP4{!Vnp}uY
zW~{GW-zL$P8(65n)Z4McTaH}?I<_+=eb0Owlsh`5N);$=;`Jg7-Q$opC@;(bm+M5n
zLDNO?@?`=4G7(f^_+flrp%IG?F6_u~KKQxQ`o6kD%aPf+ge=-~4)~D#N5HQ1V%DIg
zx~&9jumuYZCU#my)^Up?jX1s=dc)&ohw~h~BwI}ydC2}ucp<jNW)B3m+Qsp|H?vA6
zbbZ3xh+H2veo;~JUek`QeD*i!$o|<{U0J8wGjt|_0hzj0hJ2;SkO{f;Z62xWSWqO1
znN_G;dRmbQQf)5hn6ts7qHlrPO!ZwN-EnuIci^Bp>yx~Hy-v00SnRiBkv7J{|5Jlg
zhq!18Zf=A4Xy#PpB|+YnyN5V<Zd_^>V^Z=Qan}5f{7FXVySSfhscBlT4brl2^0le?
zP~OJaJ|`dl>@%A>zpFz#*@5MurZdpG>1W}}ycO^lYBtbsFc+*XLfEK=V(eNlyHFY0
zATe^QYZ|1JVs)>tt-w2?<kln1R1zA5!N|R*W3R4LB>zSgR3GDsD?}}}ME<BkqF44V
zxhx>Mx_taj;ziz~9<PmW!s7%?f5VvaaV4hhbUxTROGF|b1IVy-v;z54iRU8LR9lPk
z4C>YVQsjI&aF4@QiRPYWx_icTl(m>#g#8u|xDydT@`3$uLy8%H8Ehb6D-t*6iR97a
zym<8jqFFhbmrTchOlD;}q-utL7H+zj@5)5X45(DSw3oqgUI83S1~Gbc$~*ahhG&Ek
z&m39^mQ-y|a3HQn<JAYrLbD2(Hqtq4eAg(h<7<KFhV@JCp2~%i>9Y~6evm1+1J)sf
zvlO=H*;2k#2tLr#aN-OTTMJot3VV)chGsI$BqET~wP1efcK+nz>-Nzxo}fp@KG7*d
zUvhB8l@~@(Qe7|!09fvz5r~B!@VDF<p{8V<^l3s=%)m%KN8qgd9R{0p>p5OnY97U?
zk#CCvSiwsFg<9JPV;oY@Fb)}fU>+ws)RoodJ)GrIeY|FFQpR6UwM*?%4SrtKdFF0K
zkM92rYt5C+2%s01Yn^5bAhx)=$EW*Yh3>FQ>SzP8&QYOk`e6^4@nEk+Hq+_CKJM17
zWt2AN!~ghwHnbMaqYdsodGZMEDQzt)!tJPZNT|;9xhckTHE=({BlY?GhjtKMz>Qt`
zP6YJOLpV&)=PGx<`9pXLCQ-ctIAt-2(&>4n&j48fP_MabSUP(#GGUo<Y3DFdlu`F*
z*FlM0x~&ltbc7hSQUikXNIkSu_SYU=?8_6ViGhz-mAVbTp^}DW1)?f-Otn#v1U5_0
z5m8&Bvuvu?>sheIzRjA;M3KKfG0Q|h>uRT77HJVZ$S!;ervoH%v;h)oD>IB~&D+7&
z@?H-jXm*nTvi%Vq5}zko9)1sSPhjai?a<OZXUjF9axkFY*XgDB9j`>u9`pK8@Vd2A
zwsh*{DD~>yUgGI(-{K<LpUPdKzei!@<J3MOsYeYx+C&fG%eImF=Yo$B`?D+9&MTH8
z?(PGS%RXXQ4^On?pp7bJINzV`<44q4eld8jc7iPtpGnyK^JFqhnCs?bTxgDlK3DAM
zY~Rw~c8-iuBD5Yd>kdzH4#!iD9!Az$D)-%yO-@IS6x^E8NVOHPkDJ9kEFJJ=F^Sj<
zzrHW{{`kW<6O;1lme|UsDn-%;RJYLK^WFOO6QjtZ0LdDxOXb!%kneQ;sfp-O0M>C~
zg{o~H^hFy~pp|PvH{SBK<1NYBaa^r4Y>Ha^Hpf&>uDmpG{$>Ysrzo)3h*BNdsZ&Um
zFGa&h(iglM27mg0t>@(KZ;g9SI>Z>qL>maNmxj4?zjSlcFy8@V`Z+I8ZGtSMMJ8mC
zL%U45%FF;Sq_4ts6YN4l-;ujLPF5DToRx!(!%iWO*s5ap1*?8%>c+;{?Z&F114nr}
z8I%=x4650&F5CT+qkeQTE3kUBP3~Gcx5d$?(|3E1ryT<Xs-lwb=CLS*2{$)4dG!(<
zG?wdZ32JI;*x+AKArOe;gE702J*C<LVp5lAQ#|6#_i4Jw_6voo?0XN#_UsvQGzcBw
z!Si@29OT#JKt%Vrp5Y9MCNcKTYi>u?tuV~1oNLhkfQW*UU#^rh0kp6_kvMgdRDj}z
z6_O`N8kP1n$v0ymSbTDj&&|OHwg(CXbeLY7q_<zaff!#fb%(C1+lT_jWH};Yq@+Th
zDg9h9#*CR^WYReyd3kyFWU2xHES|bgO97jtjTiVvN{Y~p2rECHyg5=XPh1iu!B2g%
zh(3y3&hESg=8U}tSz6GFjT76Kd)C{CO>vPa=#Yjb{QX+0J?d5BMweK_gMeg3@91wH
zcQ@kvNQKzA`q`_3TY0OMkdxToJa<CEn;s-y8Oj&83YNSh;e5%2ifxAa5n;k;__Fv<
zCFKKRjua4=z4@R#D{rA0gygU2`_gx76&huO6%yrnaN~$zPt&awctpiaZh<c!M}0UJ
zDC}Le(|zhm$0NNre9MV*EK?`fGtxcENpF2yCnC|1$UtJFOoceYz{}dKH~7Zr;DK+4
zebAD`+{PF}Rt&9TKHe=`;K{>Y1rfE{QJ9d~3Y~9A4(lB8?=#;|%nXmM)aAyJvOYxV
zTh28`Js?88blrH<=yxrHy-me)rm_(9aXqVBd-F1_Xn|QP_a0L(Ycxo4r5pv>Syh-H
z^j=Px*`FedTiR(6Tij-blqPk#E;J^T_CfH&+50SXd=wN!A>r);2&K5~jQ8{bWf(JM
zg?Domp^FB$uOhwPNA+-6>NwVQdpM{hm+)mw#e0B-pjRM;k93!&agj=eKT&m%v#ZdT
z9fE#Qm=XS7M<_&OQDUGr&+SVZ`LEry+(@kuV;=6gZ{$|sy`{~*CwxRfk!=c-4*-bH
ztZ9>m$~z-HO*5_uHUruIn(5f0{jXGl;-zfgl2^ZZ7ZzZG=*)ZH)9L9BU5BgpW0q*f
zyr&S{b}TJ3TGuM&R&s)Aw{2f(XcI*YTk%Hax8=cQu#~FXOjv|ryqZ5>u2pz5Hxjz=
zaQhC?=^6FUb|q69QnV#%hP+84Si5dCG<|MqBkM78Jp3FRt=VQ&-J}<;5dE&Zm&RX9
zOLF<bST_*B!166Uk40V}iPVLLdv1Pi!q<DnhTvDp@a8ErOu&eJ;NaA5wn^U3o<M;(
zsgO^blp|&GNJJkQw5zR6voZwmQYbjC@R!>EGLBc{i)S}(By+rvapq$t`gX_lTTq|X
z7j*qv)RreHLdYvxfXVfU*j<|-oCir|?#-1?6m8Gu>sV>=QfsBqMi`<?6s<BKqj!@!
z(en^qT9)3uIaRE$)?A>?NH?TH1>fBb-=enR3-UF{W_06L#}Ta_WxBx7gp}^<<_Be>
z7QyJrKl&jKp_Ht=EGyJs`J6ABCPC%Qh7h=<L$Tn8QTmxo$eY)+{z+k``>&;;gX1Jp
zFecfRTjHtP-=N2h*9-3%V+E-{Lzju3sM2SC(|Jp^IWW%II5Lm-y6nR?YV%Si6*c#5
z?Xg(NAj5M-b>>wy)uXKzhE}LuT}*f(D%i7oc`cQH|D!nx(UYf(xg;8gZQa7#1>sgf
zxq~nI2O7fsi4D&+5OfclUg=L32!MQ(l#jz_p}!)K&(7l}J8Wjp+`&?x^9d@*+|zYG
z#&^*OIT0+1Ap$vdx9Z97Pz%H%pLS>yu@1bJ&+$;{S~u1ngxd<+&ZS#_?vUeFpAgJs
zw<BJ|=KkG*`Ti#rlAd|?f@f}L{-T%^znd;+mZF#g%}kE3WkD%&Ms#5u0l@5pgx>1`
z#vV0I1ZxX^;jc#JlWgGJ_654U07SgWJ*Mf&4NAPOv%^V%$4*M|FmvaIPo)&#ZzOP_
zP4YF+_u313Ii*Qjv%#0Se1<@Cq9`*z5V@W4$RM!3eYX|oeHMc>C>{XtVdSK7St5-h
z<jGub%4)=}A#s)&CBabhc;I1CHI{+aar1sO4nBXVFkzDjFvgo&Gf-MjI}!dop*xWG
zV2ID6Y8WQULP#OzjYQvy&3g#f%&>LLTs%G&`2a&+_<82NCU<P27y~ZSoFoRYfcd+l
zRx_C`QJrZ68h|ey8x^Nb=N2}XUlOm!XdWO>d(Wtu{FDcm?~BEJf)C80nYP7uiv=;8
z7;6&u<0!d9W1)f*BzdRpQV3cfAdic`o`y~o+cX@mG^3O?VEvaC{4FK2g=b!_{mVM~
zX&ogR%k}S*(La<ZKk#%$irKU!DgP+Y+M2y^C9@=8B%WsT_rSvPHZ(iJ+1cS0+*K~U
zfAX^9J4qVaFr!ECaefA%X)x-`h(z59RL3PVpUc&22iZ7u(rQ#t8kaJ7P6FN$&3Q(5
zi1VsXPe_Equh%_@+bimn$wPmH7lXXe>aC*^Iu{FE^Ob3WrilpiOyeiz7g~X0oN@B2
zNXZGfXJhVK2KT7=Za``_#2P1~+&!4ta3VKt-}5@1;H&O(gtHWrE4if&*~-qCWD?kA
zw%)av8|9%pTc()T<k+4_?Q$z)dg+>~8w*Lr7S$v-k64GZh&raORz~j|`E#AvU~hq}
zpxf*N7k@R1udzs%gUMt1DTm~84a0mu&DUR;v)ZaI>;S)V#s*?0*WB}mo<{n-nU_ju
zZ|in<z&J{6qxWb5D+PDFt?;nuJ{#*VWcuy{66!bM?Vfl!aq3=*(pv5GB#l@SDIxLA
z?O2`%5y}0ds0zgqED~2n6yJ;1>piVCY-3U{4&b>H&((RNnU61kJ;(vINZew4ck*Jd
z4{R@_*$t}Z$%mijB-!diRc-O{f0@;2BecEPFEVE7ZEQ|i$i{^)tR(<ZXKpaKhQ(TM
zCr-E(-An)(npwEp>tdG*vhlg+v|VmC(6%MnIMY(8JBQF}McE#&z4-Xt<3Bl)4EY_7
z4>mIBE9D<86rA(W8<%qA2f_>8*=SNQ_T=|t_FI<sC5-F-whyl?DCuD<eXafEE6*7#
zk`?KVlh0u+aA2NZEuK9lo2wP(Q!Qr{d(}I9<*L-77DXcBJ!RT)UqbI)5?Ugz0y62`
zH#cWGCJ(<}=~os=BB<n0Nx1H660hB7z6kLDs~1=pcGy871am#OFoMzXcCR;i=mNnF
zxB&q>QLZTxg?y%yedd<4Hr!n{1crSoq|nOF48}`pH&=;tjaYFEyQ+HwA>x~Q&|S>%
z#3K22{GKa+uV%!K?ua0OChi(6iW1BNyXl6?T{iwsbjtiN*Runh@ewrKo{wx)m8I)L
zR+~Y9YRrY-o%zZOTgy;WLgm{LPO`(?cU~RUL6)u_6A8($p_)k0!y<`q8P(WhMAW4Q
zF=$3?@4jl;VlAZp>Slbt?`RCi%xdF4p-X7P>xT)b#7KO9x9cHL8hW^s9yq3lGHWoZ
z%F*?KLYZd<irHjru_T(Qp5J%>McDgG7Oou;s&IQFu>W{SqOAiy0G?1Uum#o52%(?s
zU0vL2R=flW-tKA_#l=lmlIRtdyX3b>#NWOM#93@IIw{BmEpDEza`v4owD;bEOQB8&
z4BzcOQH<uzuUjxKlp59bBv+F@cI7}<7s=6#0;;ZBN7UvIxlaO53ZUGlK&jk>x4`y^
zNXRQR1_Qd<M@|v)&D~-pJ74JTAnj1^zGeT-&kIGYni#u8lVQhEl|Q>GuM9;niET%@
zEPh_X?KygCv2G%?Bqv@BpwS*>XWWp*oUvSDB;h4x%+_3UC_4iCN}MD}ImfR#YJWsH
zIie#2anci>@R#@koJCru^eK}7o%==SRL)dhg@EY_ZpHBcn^=qlC$ktCLC<X0?L4%e
z0-n&2B9o(A7sa*u;{GJ{Sgo|@R{o+IEHzKOY`U~cP1;EP-RawhC~#kmxNGhl8P^T}
z7;>C`P8byq+Ae4XP9urHJhbefvq`^U|MG_~X!m5ex2N5I<CNi7QDa9lJC?c_4<=u>
z;@a91;SzTH6W2+jQtu=4#DGcsj&)447{KBPr{fcq8g+l$a@_N#x7Y)66V<R0d`kak
z*`oJ3U4KZH-oU+i^Ik?$YsOrv%vO4F)LUG%nGpdY#E^?gCfej(>6u##`XgmrgJYxu
zXRNrYKRxq9(@2$Qe&$?PI)ll+p;$=4*qtiLiGJ5#E}XK_vd$}3S#RzYg!x$mwkG2*
zX*5cZspX+Q(%r)l-0$yxUt`^IRH8=?+f^5FzHTN}%6OZ1_rdqJ4o@r_eNlZEcZ}=c
z5Q%YbC?ey=BT8}*udPqy&DV^|8Rnw_5L038iRtG~xwAG(N!@Pf9)iohdFs=1j(ubu
z@bo{jd<(>}a^o)%m=_lpl<${E`uWX#jKPRyvwuKEXM4K@elU{)Z<nS!C)~~fVjLWf
zmZ~4M9D{ib6Uss1L3JcBM!)F%TPh3Pr;%;b_>ywp&!;2qRB>x)M~&qWAf9=6N`SCZ
z)sTx{S(Ik#nkzDO;I5bcF?bJw{aK@i`zvBY?2TLDVuyj0O$J?Ej*L~*ZBLU45AG?W
zJTM3;HHYs((I^fwwT3ySOV$apf88K0K|uPsQmAHorRUxfb(s<iA-Yb9-`U=bmoq8R
z2-OeTof2+^dBv`^m^dDt3w_p;t@)8Iu`2n2-A%2{d>z~v<6w&`L8r23n-T4+6Q~ov
z9LZMcvyk4sIgX}?D1Ny5rK*{Pfb+`YDtSjHbAJUvxM0=B&CPzP$8BE|f-(<N)zeRP
zlDGi>qd=Na(#r=j$8OtqfG7@QuHlLA@)7PtV%)<{I7>jyn2DGxd0l3)k@DPeyquf8
zB?k>f>VVzzz_1eWilNG0dt3VSsTp7`>zRLIi8zGtD7b6S?d-j$5ao?a*Y^Wo2e#tg
zB8vN4L?x`7PB-Ro-n*(sjW6RDT3Qj-u{=sj%o4c^05@8p3|{8M!Q5{9`43$5QG>aK
zR_&$?Ju_4|D;{FxIhHA#W+wD1x&SL^Z%2ofuNN>@B>hi4LiL|C#U@W1vK(wu$66PM
z`wb=PhllTryBKoIqs!PScXUZXh7J|A5?)HpI!XvX_p?9yZ)d+T+0Oo4+7E)0YZdHT
zC$h)T@&@G-CL^rah_DTpcM@*bvbeS0dARV&J+e4EkRVa!gq>g<OGbEd^Skq1&JOz8
zd`+QzvNE)Y6L_%O!<d|x4`$NMuk>t2)VE8nlv_wG32E#F<Z;lDVG2IWP*S3L^ni5q
zqcYMxt#SJUQoh{blF)@Un=f`57T3cL@wCS^3;rUiLFEu1T3RY1AsT+QF7Y6qKoxkt
zlPK37a`8fG23MK%BE-lFUGvKlb2fjjsfH&M8ZM_rB(iVW6O&jYo>o&rR|~)Hx4&MZ
zUVJrQt6h1K`#O~H7Jj-bCsrBx2&5TOiM_j7%UpeRTH%U!5_R26p7E8MK!kc!H$pmX
zr0QORgE)R~H<zDhh2V?JVKOf8#4b~sY;Up=us4}wvbmd>Amieukm1AI_-WxvC`<Ze
zw6o_NvhubjeU!SAc6k2fZA~+U)So5E>Ce^C{hoI`NRlT4i`eG!VLqhGo0i<fVwTI;
z)4+qM>KGL_F{wI~)EDnnC@t8&&Vo3b{{hty6jVn)3#DzE@LX{FjcRfXV?j;Z`f)0B
znG{dT_ezJ{>$^QhDR#Hxo-`>>+W8S>Iwz`Y!6$OEwUz|G#oJ>4c1Uf0pZjEuNhJd3
zRVugfEl@dn&vL;(+W5n~W*zd8P<CWxpmNVJAo@>NU_!eeu61Rq*?dSBuS7#tEJo9X
zJJEC}OAJ3LWrT};CF#7TVfB%2J|!k^1$`OAAv6A{-%r}cY<zQTP~V-9KFasTcNDa~
z_Y)H1Q+5<OFG-<o=vb7>8$e(YR;|JG{j8m`b)1Xx-Z`w^nE0C2_%0L~9=Rz-2ynAQ
zrCQjPAMmu4MX3Qe!5L^8=b#pw!a`GT1i$Wj);?#fFRpjIw<5(4amn~<%LSHd!XLRI
zKQ<4t5OGl2J=n|})G24h`?Nw4!YHoV{h3JsmQIZ~sr<IR_n~m%^>@iQFZXkjP3-d>
zqOZIk4fPVnhsGjT`<R}l*jS5Q;NC;GjMM5-zVlaTy<w0;XLj=a-9ds<nSb~ptFaUQ
z1CRXQqc=gS%s-_Km-iMXu-%i+JHkV0Z_T-ue!h!+W!LKjZkrSZy}t0$t_35Yfai_8
zR%bwEs{YR1v$H8L<#jXs&n+N@s<o^A>3@X5)1SpJlDTZB3Ur>u(bVYRJYZ0A$$@wZ
z_7}Mj;_@9@LXr%XLhhpCL3d#}`-3Dfbb|UvQoQAoJ-f2&0&8Ve)x=gygRv?q7FHo#
zf=ojU3FlVhdSK7R&dB*z3}<&wPbjh*ztQU;ZNdawjMRDWb2SsQuEovQXC}6CNkfvL
zqtz?SC;z5sRnI_rWzbshL8Yp6=}ySQsL$z+Wcs^fmA^#VW_!SrtJ>__@|vbkuL2g_
zOx)c%5if8|<x}QkbM{PHwzwoGUqH3K0!3lt%%#%gKhiIj22q9gGiz>mwCa6VD32vi
z-!o*+t#GE~w{?A{KT!O}PYNA6&R7Y6B7>zMU8Zj4b}hz{)57c!@SgY|n_`)GoNriq
z+8^U?u~=k;MJx(41RkR91>T^t_v8mwFin!3N%}H>;YD`WRXnpW<a&w)q`4k=5J&5T
z6w(|W0b=JXiD@@w7y|AjDLuzf-#NY+ES<L)-SPi+NVdW5DHS9Dz`nr_$5EYN+{AOH
zSM)$09buMFQb}+^M+=1Fqnd1AHyf}5=x7{H@uT#=7ea&b(BaG(MNdy7_9cJCndHda
zZS)-Rj4E(SMvqCTioD(1ix3FCSM6@m{VCyNfgo01DuZT=!pJ?x9I&}MgN=nOsJC;b
zC;$b^Rd)H(2Z^wGp7(DV5E+*;OIukWz*A&#Dep$8_rHO2qjcBK9X0J7C}bfd$Aq%r
zZ7-Xev@|Erm8dx9qs-R}XBJPJ+E*Q$D+I57HnDG#t!=GQDssVVh`ih6|LPN|irfwd
zOw&>WnA4m4lN`*~V3Oryu03H`bm+`)?Z8h*E06EEFs6@PdG;LYbj9E_B?{Yg4iKd<
zO}crU#dUD{{}`T6hHRK>qA(uv-Hoj`U=7y)Jzdu=Rd?c=z&dup=MKa?ldj8B62yVE
z6)UZOzLzC(pAIO~3Mt16JmcdK-o2RV;)^35u;*JK9_yg?{oP2uiYP`~iJ20Ce3kN{
zioP4DA=2+y5W5hD%vMn%72WljGzm2W)V?pL3$p~B2;O$=B6kD-!a9)t7ep=kL-z$8
z-I(7I$ag|QW}o%Gd{@*Zvzb~OW-M+vjYw`Jd0O{PL580-Qk3hbwaDY#e0u8w&XwIQ
z{+Xbgs6~1f<b^B)_cD=|ns<=)%#=Rj=)^GS>nS}$nH+?FHQ9P)eLugPc==>cyn{nP
z;Ah%teNDvV$eUZ6Oj=45_~#}!SJF8zdi?!LNx+>}zLZNA93^&qlQiAHh{mnX`t*+r
z$JWiG<LKPmUy^_K;+A5D6aq}&UiBFU;YT9sSyl{ZyaGU1RNgnGxF`>jx(3*@Cjo<5
zJxGwclp8L7(PG{un40r!Uxhh01dFE;&GX2-9r+{t@q#R$H3^FK$E7}C$lbrPEDITy
zo^jDuzYWZye#BwPkd#>sa>Zliu-=pW9wM#Hg}_^3A^YZ_^m2F`@6P>9sG1p-Ux1!i
zu)H$(!@8A!82kuu4g1^An4<GkMLs5$jp{#N5HnB7yZ@7puJfn(F1ZKypc2V@T+{6D
z91mi*yw8jGjn3?cC(ZNfH?ug$V+?4=w1_wHeG8!(8S6Mk7sSs#fzzH(yiUZ1@ctXb
z!yqVCF^`)qczuGtcH%b0T0P}sR2IRy<dSn_MrCu22j^e0Y*OA^tERih+%tb32qiy^
zG`rP6v(AH4Ml3rj^O1+{MXXpXC)TZpLCU_(n9R;LnMce}_ByvGa+(V5BDA6)6Zx^Q
zy}jW6$4m)uimG#r)mr-K5J@?Z`(n;P@?mA%+luKq5NEb;ViAUIKSj6>w=`@Hf_MMZ
zLTZ!L%woN!D9j%Q5vSOq5{G^mR)_eB*R1V?;G=C(1<3@}la3ivYW4r7Epj=(8OY`2
z%i3D(MVMjW+t_w}Cr&>x%CK*6rU~zOoeTSkHMF^#qWpvljd>B}x1~e-YirZ_lcn}$
z!|?#8m&3r`<%de7rU5%-cWA-u-HQB!v@}BMJlSJtE$N|AK>5*E?Vt&_XR~~J4A1u?
zi-nIL2j49GrA<8N-Z<XROaOBO_Hi=qQK^IJ`W!E>!-18#Eu?2BrMO7=z`RUk0iv;;
zkZ)+NTeL@fi}|_tr@W7-i<-ubNt<|_^uvQI^z(vVNgt|UT($nP{mn6Q)@EtYl|nbF
zPgW^EgSZ8}s8LdsaCq<Ifsv0J;>}j+Nw)l6=N>)ek_~QY13jziKPN55`e+E}_9uI!
zzpQ%6cB=L}It}V1b1%&xQ=@a=tPlkQtkEYf_exQ}#&Ffw3K%Dx+g^jpeMZ-b3N1q|
z$o3eo)D){~(*ne)Wmvi^?o8XV4Pw^@1jRRD)D@$=%Q9=klsK;Wfy0?I_%Ns>bd#m)
zq*v|kee*@_VcBq6bQL2v;kydLyuB{>maYK10!HIgn*);4cg+qmp$R{*D{0CSFnZI~
zZaoG5RkSzZ!ZXKeiGQ<X1k_jh2Pj$aW_9S#2CGCSld(gt9iR6n*j;k8;%nr_bZPjR
z`}Je7oWzJNcq=Ol=FOA4A(*Wn_gO)dNB!4X1?DOws|5=IAJgBH*hho74ijAQZdQmR
z03;ZbZYE?QmSgElT^N<}8T;lD>LjnjbxigF{#5;>p_FWv(2d})u*fr$UBaw9`;*23
zhz&omA4_$S&miVSEsxK1c=N4qd1P<&C;mHo8TnrC^!_a86ZC=QBJ{JPE{AXSSN~ds
zLf7EZ9qOAK^&`~0R3bje^6E82wi33Yz&?T9r?k<EB2Qa2!B3g265}Srcyt72c8r{D
zYkftqv=viFKBL$1dkqxftFu(I+h_Hg!_Q>^%F$o*Q^IFS+m(^|cor$&T}JBBd4J;N
z$7VbmY@Ms+a~N{)4~cNCD3P#Pp(e#tTbsh}&I!AFrCZCyBu1qd|7_R(7hy~xo2k(6
zB!WSki(oGYg(}gz<8uyUrjluku}x9J-yYCS)`61&;jZ!YVEWeK-`EFO=@<44?Q_xx
zGPP?@*IFdK-XlK(c0bV9FZdUJLx%Nmo_R&KZa%|FCJJ6wTGd5*dYdcIDY6`JKVH6b
zr`0!<=R7jvAq?#I``QV*tatKg$L0)lC2a1q8>CZ#zTJ)g<Ayx>$Xk60ChiZq)4hCT
zTn9-6K?L#`ca@H;^aD+TT7vDz;@t^#>~Kkb_hth?o7O7}$(lOOZa=QeccbAXnM!8N
zZ{|yw$|k5drilF3Rl{<s6Rgu_^amyQ+1r~A@Lfj^pb?{ET^tLd`6TTLLhH}p<qhpc
zg{pSqT2-&kw+}XoV7Ir$Bl+2zt?S!4o_@|;lsO}L*nu<j#g)4e*@Tic_wb3XXLFT1
zJN?m=j*e!)bH50eGU4X$!{2Iu%^>fpe5)K@a-dDn9qq^r(0}LdFnTPCdnEqS^c#u}
zHos|CiIkE^dZ-N!Go+&f!Kra+MQ#Mgy^w$ZxwKc8N6ln^FHB97;_Obb^)bS9H-+Zv
zL9_2(5ii@Dec19grrtMJBu5no?CRzzBcO|hbwh6MpK3Xc4Y$%VwPMcz@VrK=UdQIa
z3p^nRng1FyA;K8i(DPxFG99q*;pT|@zF!^zX3Kw{KB@vd*DX%oEdzjuvD^7+m_e&R
zD<Ls#^qysFnC0fNeY3}0xg!OB9?~IS{hw(9%Ja?afM>>5Oj!ej7S`ScO7fYfBUbtR
zMui6D-2{;q<gGuk8doA2$|H<jftAP~AA(V|>aT(_;8B+A{|hKk5o!S1eakl&oba|4
z$X^<27nhRrbKu+hpM%eLimINr6$l5cDRX9S8UQT+Jcvd*>)NUFx~}h5yy-VBTW&wM
z8kbnlp0(!Z(SE2w%-*JZtg#PVb74QXuuSxyciZ~`KfH^BsC3#1Bkw;}Zl%nU;87ff
zI65<KcxHc&xY;NLQCiiZ6~*!g4}wilk}+pfFBw^S@*I+tsdz+ZhIAqh<p4ho#%!L7
zIp=}mqdYhAB;208$X(-Q;s)ZEchw)M)|6Ofw*VF5UnN>~|6mKz1-GsDBbs{30d}oZ
zXq66PkzmwjVOfx&q1=JU@5($1XBGm<n9bLg>|I?_5jibLn{jpcSD>uEMLHVk;u6UF
zvn?+pgmYs#X0c%w`6i{XgnWOl;dsm$eu50}(kTD>a)=|t@mW!dV_@eL|Fow<X|6rC
zfE|h*$u-Qa<&aOBYhuhTUCe%iHJ<%BU1D^YN%pmy<%i4l{Tl(L#_AZ4I;<S0xc{ry
z3)k#wcI^AToma-aoeYj?A&Pt)<VQL*7-j?H;iR=?T}bu9qoUsve)@u7Kql{&P?WWO
zv)8jnM&J9Nb#jqHel<<^npGG#qCoo};@UP#qLELZ97x*gSrNwlzlU5HfUwH$&LCi=
zW>9Ct6I}3$ak+DatA%D5>&>VN*YPY1y<h$4UIKDk-2)G7IW|`_D+F^E4Zs$Dns_ba
z+5->KIGb4H1sO%RzvbQ8zKs&#lkm)xR0JYV<c#@Pf+cndEE=EQR=Ttij&!$qe0x#6
z__oG=#BGpqEAF^T1S5RbpckpxbQ~k7mZIOI>!ZlKvr&>y$KZ}EPbx8(;(Kj}qLf)P
zvJ1sZ)otjql9-fBxol7_tcz@qJs@oU0oFp+h-5bV0mL0-&tj|}05{pC=-^kx=_DZ1
z3HyRwcueZE7B>%<Ol+0XhTj-(INq8!WdCe1_%N~A*Ef*#(a_#d)um_G3uWRF_d?MQ
zwwYl+x9>F>5nCObh!KYRK735gQJB-LOTU!<VGG)+H`Y01F0Tx7{bZmh$qq3LOj?^C
zkqui*auU2!adxjqpQ+WGE}1eL^Q`5|`VM0EsK$~?R61ftvh(+8dQ-?J2cR)@ftGt4
z1H$H{TOS414;*a?mYT}0mk|1&Ghl=d0wR7Beiz5<1w2<bJMLz>5knj*$AQy_ieZty
z52ia%6}__${J$LA<88zNkRT4?#!E|Q|E)2#3UQ~F*zPaBy&m9!wS<$ZqXZq#^S&MH
z#E%*S*GN;qb)|yaW_?5;`HPj&sHXm>k^kyX>miGjyW};+?C<EDE!CYY{6OOE=QmyE
z^p_E+40!o8p1qoR%?U%^;^E=(K2oAF)b6hNo%X?a#B2d`U0&?x!>pAPrghJcx7)!e
zl)3s_Fz#Z93UXc>T&$|vvF!PJdtI_KYZVxsT6cGM?({xe1>;3>nZJ;b5dZfV7%(`(
zB<PvwACDP~G|idm_A?v;`0mWi|GbaH`)1Ml*jV23>h`wiT7GbB>{kt5^Lu{j%QuQN
ztoNCgW_0sOW&V!sYm`CH*Cfc;Z==-n<u;d{I|>&`+uPb~-fX}meyD2PH15mk1OyuO
z`;TZVX%-G<YJ+0>H3z^`KBV|p9TH5~zg8lm#^<CIc#Qp3)BsPdLoO!}ZfNr(Mwg|a
z$dSJLIz+wd;!?AIFiRM%E2n}$DdOk%<cWI>js*iIjeaGmv_IWLrW3qW9#3>K&bSp6
z6`<R<<`82X>gKBjZ+E?VxvGol>>M_m`>?<7H8&b%1dZ4NJ!s%l(U*a4MJi!?-B=;R
zxj6#r6V;nDMyj;F$yLW-+bbEwAeKzb`${F5rq00O`k~}a`YMjOQ8LD2qn3viOUVGl
z?r3JsMDB6VlUrxJ*Eu}}B(|JfKR--E64X6T{HxOh$*X>kkOw<;`!I@pO-2<tDEj6B
z)pq#aMysBlN%^N68TWODG7g5g?@?m%9e8C=1n2p<9lC<RVDQOHHS{u)`OU-nuELg$
z<eo~HTY@rSoj75KFkH0>s(rFXKPZwbIH2(Bt+7N7f(e?=ONn2$Y|eBl3ggou&(+&-
zv7i8U!+V5msT|giNUS--xR<04PxtjzJeYpO0U8jJil<`v$-TCnF7Rs$=B;=ngt7>c
z^;Jd|NJog_l?&V~cvQIZc#u{DsLWtXNu@ZZ9tFj0^GS!@YEtHW7E231#3?e*kvIj0
zU+b!3`5>Qn1Tq(6S_4UA#2CZLX;tY(nQiVfG4qkG2~@5FHNfIKu(C5!J(_hyg5)hQ
z>^LE9Km{KbPduW*KPVO<i-n8rr=r9>AM&i6vpsyd!O(d@TQ!1SmR8yO6>Vip<kY63
z$i6PWJ-uVv3dFCV924gv26>?$78$+;!3B(=3i9`gM^~7jx6TFbe19L3pgN<9TP2=(
zz^8cj;>~j7vN;ej4L{!n8mGy-VwAKJ1U#VPzYQd)c<T2{RBO<zx+uZC@I!KpOkTsu
zt$f5o9g2=<ot(dJ0`KV3)8zS!g#9fzGNvo`!e9;cZrW%`-?(Zu-O&V)oydjQrGa-^
z6C_MdlX1TicpxMuQXd)IzRy8Hoa|dc$Ld}afdLo&hKJTX`d@=aZ>w|AFl2JyjjZ?C
zfbM-kTeTPar=w0!&YfR{d0sq(Jr2U=O@gvMHIs|^3s#tPjQM3L7TR65n*`olJ-9vH
zoinkrZvT;yho3I{F6zVce1A2qn%~mWGQ0SUN{1Wok8*kBb$xy94eM65t;*q31zi)?
z8L(qn@<v*M=(++OgAtjBEqU5tGTywO;}d@WW{LUS^XtgZYt4rdt7)aG%a!1Asovg}
zBIzhb8Cw>H-=9CXLU4G9MWn*d%*wI_Sy@?`?T&tLyY{%huxbV10WkjyNCs;`_=hL^
zfBuPmRjo=iji7qk6MxN<bcUtn<o3q0Z08zbobD1FY111O|1xzjW<;=yi=?5UVd?1y
zp1<v|&Vf5vI|42dk?eZ%XHono`H%~Rh-R2LSmGyAUPcCnh)*N5L1_wf?4L$zKOM}J
zT+P;6tBO8A^Lg!8VJs^up+|#WE#S?NzH8^UbL7CgO_Va@_8-W#Nv`kfUgpX_a+~*}
z9xc^l#K)J%^wC?rJY9}^Z$&fy<8CLDQ8<`_aknFLe2w+%c)lSoKZNaVt6M=Z&UaaH
z+OD_)B@GlhHD}msoSmQN1$8VQ4&4SF*Uy8O9UCX#sDAC^1c9=QKZHCR!*<hM`}LsL
zfJ~5IDl+HET6@N@Di3gXXJ^tOq~Ha{%kn81E9pN?;s2QByH{k4I}22JG@FlgHh6!E
z<>A+1Lsx|n$e@$OA;TE!p-c6wV)uUu$h_z0Br2QT_NH>V@g*9Z*TsG?Cn9Fb%E*|G
zWeV~3Py#LbV`1bqIG`)sc1V5V249jwn5y_Q;o)3)Xltv;N$aVY|J9_t_fhqLLxnC&
z%GKl84?Ya>=PLr095Lk%&Y=nUkSztStkP2Z(h<h**A+&sa)(KXqtAES3B_e)1zpL1
zMUovN3n&Tj@!4KDg@u2lD#M=y-tUk+bkKpFSDIXS!HI~9Ye(1rMB_hwVtCG8ZgiGc
zR>lem39&Jy89Gr2LCT<lOZB@w>H8-izmsM%WvcKKh0Z3)P{3-K&>c3?+3Wws+?hT#
zcEi7rhDh<ul<U|2nw^h~jGP|z5ilQ2q`sOZ9?KGu5BiGfc_Zk3mixyV8yh<vw$uXZ
zcYWc}zCFV1V}Il={+mTY!+Bzb#7!7H@x2LbUF|zARBfi3sPZtum`UqqZ#`UHyWPe?
z@+SY|qy2{!g4zGd5-)|(X<CP(sHk|>M`AJ|(JBH{BLH$%=H_<p*1{%ev-K2`&y)CB
z=sz#G|9<d!2hs?v13u@|?a8X3-wj)X<8s80A7rE7-$i~pdMs+bUGt+(9>OIdL4om;
z78KAu!Bh-*r&o(|0v{66#{bi(|K~`SfNUEH=i+~E*Mn5wJt83^o3FL`kn-8hbZDHw
zV4`Q&^Cr`=fwQx-U@xzMC_Gv&`#H9&<K<hEq~QO}2dv}#S5yf4p`5`#Ip6W8&UP9a
z^S`;C>j&83CGLN91u15PX%%MBe^2Uvyt=>Rb7&|+05_@QB%uG57&b9orcbBl6Y$7!
zTvoa>2q(xA+MG)FZ+dy;y(40%>3m$}y=4^;Svz=2v0H=@o|y?-9+0(m(2GzYX6A$=
z6dU9WnIF`Spl=wftKLVFlarZE@S^HKB<DZ(%bgUdL3!hf*`}lw>U>eYX~%>Sbi#oN
z7eqY4Het1z`KCJrpc(S8EJDS;IMlNVbQbAf4RG~+-9x$4@V|LBuW~`TvqHIbiV}Wr
zIw#>0qrz%O5L4jP>@#7*fy15vz#JG593r}2px9?j)DQ0Y2vb+x4bqHp2<RADVfAP%
zW{x2`r%c5;QvQfZwN?DlW#l5LN34JYvfLp&rx(j8M+xO%oxA3k&zH#7-)X-|cK_K%
z(*WSUWy!46qDNTiF2MbIv(b2XNT!y>ZW^RTp4+U0A-VrPQ_f5lx6R)?zOFl7HE!0I
zmthuFH!v420yEeni43W|a|fdoMS_+L3pv<|DnP2U*`IcT%AH8f2)72CY?8|IzMsWr
zg0BH#dF8I-W1yxqs*o6(kywhPsS#nz6GH}D69@i4^LbF?)6G^9>MD?YDO#BewKN7f
z@44@0qX^ZJL_f#|_^b}~ahLW3kcTy($q9w^PGBEMYzUR*iotiOL!)^CRN*HH$DIs<
z7;Ff~Uye<kBRU}l7IEOi(znQ)1IT&(3VFwG{+*6XAndp}sc~c2DY?B)D<D8ZO-+4u
zn*;fXXacMW*L$NltWJFq8Cjv0egXIGFks_H4gz%vI%cqaFqnt54yzaqE%bv*swq$6
z1(AMt$|;?vgohf_H=o6jAvFpnhx@SKooY>%81vY@<eHIar5Jp9W{KA5x?;gI!E{D~
zMia8(=u61T$5ii0R3aWw&6abUDG=xSmZG>Mk2S0$m@MHB;PN<lFg4(;iepeip)FM{
z#R=#{ZQ?e<VdzWP*Gb*WVM}LRf<^>mCS|9jAqH?Gj7{#C!8)b@!mJRaStR9xv*&6t
z9>Sl8@MA{85vT{WxK~--h*=$Yzu~1e4VW@9Qy^U-<3>>(P-8Yjiei7M4F=PDE#y<v
zroZU(*nC}iA@h>qUQrt_KYv-I=N>9rvP&!YP1IHFsAn_k-4kU?o)uFM5TMG3)8JAT
zHg^wiP+;ETn;rj5^!z@Ii-(4@hu$?@IpNotZ)|Gx?XCxbzI)j8EFu!3&~$Mv24=<A
zAz=-b+Ek~{HFC!a@e8hk82Fu~uplgT-O-ue|KZU>)kC4|PF1x6W5FC#t%q=l@0<=n
zW!PAu@`atpxrB4NG=X2`m4pBJef}Xx6#1+h2spueSVSkmXKHAbF;W%#T1cp^jGu>L
zW^E&))r2DXoxRQolPJ)i#-gC}n94iI9Sc9u0k;L)UwR`C&)fei3c9$MZTK>$oE7+j
zKq~^hT3j@91QF(}Z){-T?740Z&--;tvw}^)7ewytp~D+c6ddKeDtkq2_)2Cp2LhNb
z9Sc#})2^@@MmvO*DvE<Rt>mn81URwo=IV<3_U%*UNGGl*5XNp#g(zJ6WE4A>Tsfbw
z%dj{7uJybFt`-+&h(W2@!2ncj+)wAZ=S%9D?!aKgSq{{`$=|J$j?2iXLxltV`Hu~8
zAt@#wf5{#+y^mUJQsDyp3%UmC?Gaf`PT2c*)VJ{-v%oFj`{?tid*61`9f2X-c1b}H
z6+pNGB%rTmq>v>D*vu&pPc+Qo0YGBHr;%pKw~-tXq^9nMPz`UIO?UR%Mc+^GQxzKn
z6R=Ce93w|{f1%o?jfsm=cIBX3C!-2!GE(1ZZn|?{hQB{EWGc(ixPS1z<0PuUMwOjr
zL|wv`!GTAt2puKK33Xp%=o;n>vS;H#WXr*Qp40n=&KA1oH;yhW28*5~&(2Fsmt?&C
zX)=v|2fF=R#gf-!ZcvDH(>?j-R?qgNTM_tqbM(v_DW}yiiwo^vV54_mbm~Lg?imC}
zEhKaY=yf2j5T^sZ!*lTqFAv@J5@T)Z(7V{R>~$g<<1qGd4avRv3_d?Uhr0c>?-~~O
zSk{Clw`u>2F|sJ7bDlGhQa1l)spgNLb`OE=2H%A&S#>X_8B3bXZ-=A={ba#In-!N<
zP*J3mfDa_lL4G!soPSIxJ(W`p9)M!x_vep?v%~)H_W%L(I;QIR{7P*zpzsnWK{_XY
z9TgS^zT_jZ=M00FZLWkEOewAi8vMJXo7ADr9|TSISE8z;h|cbT)VAGpS3;bb$~2h=
z7o-nw?-ZLZqI29GGyWO(i7#;gMGy%r9L4g=AK!PTrYrJIkjhE!9tMl<x=7BubBOV(
zobeU1jw=z?QK-<1MsvWQ{!yS5cz<>t{eTAF7&`HMuC>A>xi?vK;wyJ2O!~rx|0R%6
zD<T;$ff}v@wkJi<<Y_eB)24Lo1k!y&oyTSjpp-EgqDCD;8!&?&x@t9D*gw$bnG3+e
zt}QV-Eey8MD`Qw(S{wtxq3KfJ;G<s&4ZFyKZGuAhXf@9vDeHzPQVCdrIA}j(npysI
z7&H9aZ(mx$ga&W^r+4!Ij8Fd0$^Ku*^#41O`M-UDSWh^ZbM?P*l1MRO+UQ76-2Z=u
z^WV>!#5RTd-?$(DUc3$g<|qBf$n3wL@z19@egk7m`rp1zr@jpwDa?Q6`2PKSR8&+a
z%-5^3oo2}EGyDHJmD|9+E;z91ek-Zt%s+2wRECT66@PC$XW$#NCN2R1g08M^RG<0X
z<Ks3gBKao~pr)ZQRk36a3u3@vaA#L2%0~|n+5+u-;|-tZkzVU987u+T9`PT&wEwn`
zJChKrI}5HCGcq!=vxmdV>0B|G-oQU;vD+0l971%YFEKGLM+@AenL-4$*5h(^b}X<6
z<%M;bj)NmU5akdv(8T{7$@dBxi~{tZ*!8_IN={DR+}%aayFV(O*1Nk$BTSvimA4jW
z3p%BwyF&fj?zx)kw(zt~ZwN6^Tpt*C*cPwEu4xJ!yAZFo^1^pT|4mISG-)rE8Hn=G
zzv#T4f^u1P*608$wM^13AdO^0qry<<$%kK7OK3#v#Q?N^-ev=rt86c+hPnM2B2(vk
z+C*1aaZzY$8;?Uqcn8e&&&IMTdd9g@)nlLann{6?KD29nH!TcWz6fHY>;o0(d@NVU
zVNtSoOrsdLO{~y$thl&4rb_saA4>N@&oC_Vae1$OFr_Dg@I2A)VoX^%fEe0sa~>w}
zFD}4N5QYsI#kp+wM&0=K<M40wvK>qB;epu-Omgj6y^`Pmg=(lKeLX*yP%Q~-Jc@LS
z0hbwDT;7{D6Ph4BNX;)qAz85;m6pq=s^I9#%VQ>fIBQ4~dCEG*>B#tPU)9p`V|YTA
ztsCWp63UEsY5Zv8!X0m4$DgxKpR)A<=$tXW&Q{r}Ysa_S)N1xqW5{oO`~%CmtqZ+l
zZ3PcEF`^%}u~`QeOEe{+)`oQo84<Dy&MuPArjvlsvtNB4+$H*O^+)X(jdr-zzvljg
zf5VO0SKI>hiFCec{nT@o&@CaoL};J*Ft(0OJB<O>GIGAW$1TKM4}Y9qCnqQ8?$8VW
zvol-F!%HQ}(Zwja2BpGVOfj>t;?vRju^*y~(URyaPhzRzPqgtN$V9KAJK@0K?;#eh
z$eUGq^S1rXcw^5K<~mAT{&^h>BS$_(GEC?eTfal0h;P*04uz3=EP?Q{FezQCd3!6)
zbGx()_US7m58UI1{_*1;XdiF~;XxY<6f1817TY$zn|m`V+j{ZP#)WN6kP{*(i2G3E
zS{(R<gybeBmtXBf*mxa$$~rDdNrIvN8OW2J89SU4B>w?ccf8ZljElQYfq^}!mfpuU
zT4qCcN7u0}N-<oPOqa0{GOhG>y7$d(L*YIguz<Bp5)S&2dqqA#K|PswkJ5fNk(@Jp
zdinefp$cKm6_il~myJE!R(*mMJGLm%gc+jEp5EHp@s1w##6ca>G%z|772V~0<%bps
z+2LWS&7+4W{x(H8O3U(OsP*qJU`6Lr6tAcPz5Ksd5~~ZJW$RgvVEUc23!hEp8AWNe
z&A(|a{=_7Y;vlo~{<vwY8)03F?qfyD^p$T!;-t2?0bbrcljDZ?{aM2b!KSDCq}RnX
zYPuL2jW}?|SW#}S^i(=v3BvKv&PxnQ&JLlY!)>WS*E(8=$@CJpos(UEpWoaO=>pL=
zy5Rf!=VS2jI`(3F(O$3h#^r@uo%oE2irkC6o0`{6$m(HxHV~x}O;y_R2uEA|Sa$RA
z*UQA5ANneCm@`Zovw(ZCKwpEil|Q;lUo*OV$&QehbmL?rs#O+UDY-@3+*4Hl<0;^&
z+a|1?AI>}oIAf?Fc`$>c=5g?K^-$Uv5W2CK6UNK?rezA9(D{*Q-kM!XT2n+&n8tNX
z3sDq=Zyw}qa}lFnWs3sChS<7QPQbNKzSg6m#wLXGOpvUD?%*|omLgM8TWR5>NjlJS
zDk#)bG(U@r8-`<;991>_8pp`r4={QPQ1hln@+%7b{6q}VY$TD(-?Jy6y1kX$4<~#Q
zx<(*eZeE*Q1f170<X@(v<e^@KvhX3uuj@q}nY`9Cso=qI9~j2c3ukcP)Dblw5XNJF
zd-&G>N7Y*fwbiiE+NHF(w>ZHI#X@oS;_mM5?p9ojODXQ|?h@RgxVyVc2w$G}J2Pj_
z-#wX0cDBqdYh8;ab#;Hqq1^N;^O|=}93`YcnUdh-RMC5f{$^AA!$c!W`{P|YnDwK6
z=J0Z1)X1=ht6h}a$a^6)*4WOaUYB+gf?PLomcSLjLQQc8T2#0?7BlI5$c6@=K_3%!
z!zfMv4srS+)>3#%v)jC;4QJZ`q_JC-@3RCL<ruq(5+rwOO}zf;>8dfhre?Rz2=*xV
zdk6Nl#VqlaGppdupZ*;57Y00X)g#J=mU3JS-RV)EqVjyES5+5`o-fUlc8X^SRE`KR
zXk7;b(fIKW_Gf)$yTroWXQi*bTL~JWZ`GuT8mbkN&NCmz+_zw;<Xj^`F;w_B%z82w
zeZ;j0$s^8*pm~qCy7ZN@BHL&qDnc@su_3Mi%H#ftfvno+g@ckf)$;sH<0PXF?ET+{
z{6*Y#X0CFdQ%urU3>_O7Us@XJK^YB7U=^L;PP1st=039{xS)<!W`1Y@kU#S%J)}5M
zCmQ*U;%vj&*Attcj-@H+XLRhxj%n$^O*C{9oGpvWb3Cqo(NKGlx1&n|_0nrmQ8wV5
zwW6U#4`ld*OFfG_Ma77^p{86&En2_EQZH_&uJ#2o^wbT_(+Yv?_n(Ek#A4l9#$6O?
z`%Wwb+S|T2bhlKsU}fX{T}Z+SZs;ibxq!t#On10|6>TkbD=cFz<-*YW^r!@APWd4)
z*FMk~{9y1!O^*STw}<tger8=H()2n&;woh|Rmi%h9T%yVq8Mpk3%2hoIsFOtFYh27
z`;#m>#uS5@R;b?QWO`jY)D%`EZp(a@&bdnh2nzPq#L1S-Aj<LUGQagc#5VVQclUcI
z9Y5P2VifV>!qKI0lZ?Hv!=gVW{`Co6bIdhPCmQhFPlbm;^~F$;LtyQ6>UafQUicr5
zfrd?Mm<TXEr5qF6_Cl^TQoTvXGFHo3nL)Ry8d#|NrVZ3L?`fy`_EcLFxk9Ps7fllS
z>gZL&T_3nISizmI>k_|}DYt=V){y=lYRi6@*udQ3-1vzx#8ZLm{CfG}D?Rvu8ENcv
zIzNayMP6D^809^~{WX`~r{Ni^>QEI5()>AO@J-J*k1h*;ApoKa1#9x0P8wcb>l7R=
z_Q;a;#cjYmSxE7IJU`xn=+J}N2t$&!?hqV%>!^9i$m+09*Qlee=2qzN@DG0j7+vil
zK5L<rKAsKJJ1gF8UPhO9ob8WVt<+zT-3#&+3WZ`F)aldbun{xYo=>+lU=Hl1LH8fo
zTtdZMP!tSaU@<)oCbtf(txoR#G;)0w$owv>*@%PL<<#Ng&sl_myvz6w)p<j*K=VR1
zAIHR8t=_cW4<+%IL4-VdTbievS!S&Z0^d^HE4wYD_5RwL;qo*(MFUIinxaV3V`q*F
z{|vE+WnY^6N8_vj*&f9!YX#gaMg2Pl|B-n5<jT)ZycpwlyPeWi$}kM%QPw*a$WQ+s
zD!L6>ir2LyNcV!*ijlSLFxRenC$A*>60@)6L*?l5%d4SO;OqSHk5e5oKgN=x8?-Cc
zX>T`|Mi%yhB%>K@<L4|TdTEPXFw~FakW>sVt{fH64&S`}z5hyc#CM*&sb`{*X?;LP
z6E1rtM6yVDM1Gwt1vQ-v0c5*o!|)6Lq-xq-3uNw*XIv7_0JGmQ)%0k4^KQk`_r8JZ
zU>KGPl9*+dri>G*(w7U8-E5S)p?9IBHLhAwvZJ38-*sYv#sY{0F^l6UR#J2+-uy0c
z4|<DV*xw{7NnaUf&B!}3zev{lxxG=+f<lbwxvkAoFA+ooyEC~ZXa|A?JWjR-^l-Aj
zr7jvS#PfpF)KPt5F?MMN7GAkYRYtl)-<R!}#fo!lgoB7Nt27`)`1yPu)$4u@A4qK5
zCx6fM%Ok36&BIeL3|b7u3*16318a4!RzLuoQ_|8;Q9vBR*L;+*m(OIqi*f)R22iko
zv(2f2PVB)W8#n9*x9YEKW;(^9846*VL1|szAFWa6&SZ%wg&Ho)--E&w;YfJcx3##a
zzylPZKNl&?8NeQSO;sv<qYkFldiQpnDN9D?wG+3Tre_rxzbTd#Gk;uqX%t~`4ha7;
z@q-xxA3x$c?#gcz;i>%9pl%ON5@htf+#0PY;s7Li?-E$7zB7S(o1J#&Zyr|8v|@u^
zMng}34yK~Y8a-|gWx!cwfn{>BF!9i{c7S)ei(k$bfc!Dc5TLEKF_OL=5*~jKh?Z>}
ze9kBOM-tx85+vi@8>vFj@ob9ZC!mj%tQ7{M%UA1Tq|P0)TnWn@2A;4%dp4mvjH8}7
zh-17NC-dJ*6Y*NsTzsJ;L4G`R@?HqksX2>RYXU7B@!pHlin-nP#YC8$D-;f-w=-XP
zN7e$kTMVBm0Mj$6-2nd8%z%*9>U5vrk#(&r%$w_($HfY0%BjaeRosC!k@(r(+vew8
zBj}}21T&vW4D?+lM4!?SYe1w(D3|d6HNU6*j_qoTKJ}b;IWI7-q0{s2K+eJ^SoWF7
z_>Eg*>W||TIS)l#K>;maNaUhLHt`_dRbUEu<VQ0{FN~8wQ+aU;vYSC~+HM}b@M1On
z!Qm|arR&HMd8Wf>*%1xzALvopXTj>Bp(~w>qfpDwQ`GX`$s@VS#O<HCma^t$0Q@eQ
z-W3r~4c;;ey;h#NE<RE(iSq#D6uvb$zJiAyWF9JwW!Sv1QZuimK)xJiaLVtHcIN2w
zoc_An%y^7_KV$qDoUKxMMk5n@{j)!Ye>rRfG=tgv_qJ@rut%+3IByjN`a_!6y48tC
zL45*FGH=({-znF&{7X=Zqps%$O`^{(LI8=z=>qOv@&4%jf$$Vew-<44%~cD)!BDrH
zsQ-1Tti901O|<_XsGvU`?)4rT(x%;HBczgaUT_V~efHS>&7q*K{;0o7O!+IeW1MUm
zMzV(lDpWw(%XdDU#2~=>!(qI^U-6d*#n=0j(J^lE4;!$%#Ir54Pp1v84qE2$V99HH
zp8u4A#5cJok8?*9z#{|j(i2T+P_#jATkq+vGdCQ?Q9M&D_8XzR(NW8#!+9*t)pqM)
z%D;g>wddSwF&DvICV344xFCVf@I5ZXE7yI0QsH6xO3<l5fuUg1`5t#=0U9iB7U&5A
z^T*krQ^$0&C80WWZkfIH^r4QRBU3kWV4MHwoP3~67@Js*q38I5><V)k4I9cn;7!u{
zKw?hqgSj6D1;RVAdbOmjds_w|5k}J0($3;$ni^%OTVEM@G3jIyF%4|GVLgdxvTck4
z2NDqU@6;q}>l8x5lx`f0#7lJXiDgE@Vuum+-R?L>woDQXCH+1x;Hn$B7Lag{4RET9
zn0((!-Y$l=Q%PzD0oBx~XIjN&eTmNloJ0f&_U6>-H;eEdB8wJY@`3AchhL3?k((7X
z7pKFe2>?ajE#zY4Vx}Un8w{mAe*%@j1bwy#4QA%H3<qT@Ps2gTv@acPaPp~1TMEAf
zIx=lcH4gVt0W!iWtgKsEedKG5&6y|{m6agPN*q74d*g|RNP><;^-xhV{_s@knzjP0
z*dpv56Wly_xenVa2Q9LWOh7GDA9?^e^_~U8>Q?d@7UiOKE%zEcgxuVQp?Xkc5!s<a
z8sXzW(|MbSYLGkfXw8r5^u*i-q*&9hJ031S<~gjp5bi^oW-8E7P+NAjh>0Co?(5~H
z>1wMQkm!UvFsZP%^Yf5+vlPQAG6P9n8!BV7t>*qHs|9@K&pM)sH_$c3&Z4Iu+>R66
zaMQRnFGNO#Lz!ed{z#T!qnG4GF0&W?G6+{uSut1=XhekC*jYU7CHU0Zg>!4A@+5dH
z6a;2pP&2M5`_%3Ixo34oEi~CqFU56w>DTKRGLw!`S<tRtiqKqGgR4h<+ec7AQ`GAP
z`es;9?1u0~gL^K&D=|M~jL2RLW85s1J5p%cv?#!i1#{UQbB4PicpkwL_fwSA<(}GP
zjP=IcF?|oP??iy1(Dm&7)2E(*Bag2Eq*qBmvY5QfmxkNM6IH9J{CniY=u8Q&FRB=j
zLgUk8E3~J;MsOwJ3KJT+H$gb8uZRo6N7Jaf3V^~py5>|2jbt(XoKS<;=sy&%H;Cvm
z@RukVW~IaL{4}aiU)(yr!6LfbwhwD0hEf-Db74SIQ4ZO2bpSX?N{yp~Ww4&jp`p2V
zjifiL)p&Jf4^arU7ZeC0>WfXKhHG3+*iGznBJ45~T-N&wz8r~3#pc9%&yP~#(HNHz
ziVOMotGcyu|H{>+PuFZQZLB7ziOBhD2GCDa|F`7)z>=|e=sr-bZONcVMD;Ts75njy
z^!$K>n?sMelpHR{yt<)}E2f`Y{k-Uu_@&5EU~?STy)G0>@E?AH%<GU!=gg7g?pssa
z(S1Kcu+J4Yb5TdYiLp7^IbOi9D@kHt{M#U}*KhXfIJgfB`ct1Q{Vt11goZBFccpeD
z2*BpQS3!?t1{<rx*$^}<`RuSq<Xz0#UF3p6^w5A}0ca!_7Q}f&@FJ=@|AF!tJsv^t
z88JC`>-@dpIZL=1W*fJXAbT!#SJx;pgL0{&w9mv9(~Ty`!*r>#vUm0cX*}7JVp21Z
zK8W~oE;;b7Y0)%`!&Sa}C@lZqj;2HwGodOqkkn)a?+)zB7bAuaH4Lmhyii|?&w=qJ
z2;OmMW3z%flsVh%{>pd1H{#zOvu)eU<iP}}4|c%ZC!ac;1ET)?CK1xt{GB1sp}i(w
z5tn}?Ogm}+1S5a;gu>Cs$BUQmUfr8EziIfY%!0|(LL%k|A+th~ihEc!^pgFLF_AS;
zU*kP$vzOKKtKZW2>aO~<mfQ=^%Ck#(ZWrYEx}(X-Y08cyuOqnDz=ZdF>g5CALviI@
ze0*~t$jc^<fKA*G5|!c>4nynd<WV!wepmd?mn~Br-_pJlPq9gU*@JjS#E<Cu4cp-o
zFZ3l+YV~psZ7|ed7%p`cOQFq<1()^cEch2!buK7YpS*C2&!VI;v)G%@i?NU24;jB7
znA!2+z0`QdbWtqhQtnKNt6G;F#>X;o^XG))B+yl({ntt`eZH=hFy<y|*B5ai-+1e6
z?QM#)g|ga$u8$<cotTG|LS{i|mvbqacSB7Zw_yoZ9m$H3g_JdtGy|hP*u-54u`Hd!
z+o0XU#8wcjddu_b!6c-^c{qqq_~@X3D!~e>@g=@#$`rAus~SwV{H7tsUPV{<L@yr#
z58U6@$#!^Jq4Dn@(BW<db5mgiV40gNo^F}3XQ>~d;Q0XIVb}MUW*87Q$jx=C|Mg{>
zqpcHzgD;VxtR5#Owf+~fUfIxn&Ha{l6*M4fbZ~WWH`)bXGAv2$m#%aC{&}HH;tTSB
zzClncc1<FB-dCfOWxr(g2=S@CojqI3@a^TVcfN+$8!cLa@*@YH>NIM5Dh7M4I&Ir)
zdOU0HK-?~JYM*sJ3?Z!eS^#~wcC>KxdZ!F}TIRDZTNQwI-lMvNDEpHKnI2W|-#S{}
zEY)CRMWK%K8k+txz#S@HQdVqy6%|SNC%5}#X{K4#0Ci-W^T<Zvq!isiUCi3S&%7vf
zy-CpWhN0W3!QKGx3YxwvqQ!!!JDo0(Q`S))%Bpb$kejUXv+maw{WU$kAa^IJTF&t>
zV!Vbni4gHB>@5`=WNRsP<fF%xugBtxaKl<3HOnn`lE;lG7cFbK`*2}Q7;-BJ(DfL4
zuB*V-i08djHWNyQ2g@HT&Oo2{802XNI^mh)Sjh>xl!)<BQ1O}sVEL8IZSXN7Nz)KC
ztr*q@<TzZXDi=qYZXJMXXyoZl`x<^-c#jtyF$Kj&TXcu$1a8<o<j18|6PK06qOH61
z9FcDcsv(lE^;Zt?kO_dcGab{d6Q<h37CSXio(|M0ULVIwIa;Ml;Kqu~k7aHniBQBI
z{%N5#y;A5+vuyAdGwbM_ETjw5gSr$C6l=CSyM?Bp(KxUGrtL^kiJoeErs&lT-N)Z=
zxin#~LOC($2JbFkC39}KdsKnXxB+Y9qv$DI#(L)Z`MNg!2WwKiKD6+~aAJ9M*}7nO
z8|N>@s;(NT`NGXO?AKqK&c=G8v5RZ0#K>O;pA3#4CGpsI(F=TTNqs!oe|xn_T`knF
zPjk(o8pTui@&ApwzK!i!6p76B4N}mq9%?N&^)Qz~zYD(+6m7)$my+2JYkx6RI(6C1
z@NR->X44s(EH9pKUqG1h79X@NJw@>h>L;vr_V)+Ca^KjK6B3+8pzgM@cBd{KN2!E@
zp8wR6;nQWuif+nXXf(0Ff;I&L_NL%^7uTC0yt@5=?lr!0!_$zux%FQ_%P?r5gxC3W
z)*9S3K4F5xmJ)tf22PlRKE5B1eq`!`j#y6dSBfw6LEKFlw9Hla(4P@ZmvTPVd$o@n
z2lm?}T<mSaS$GlPin?z8Y%m!fj<fiJxEfh@b<l`Ke`!OIPr{ik9dvuPJn%ZTucQku
zBCL&i7&^-KZnFEY!JUCXDIM6lZ=C6InlZ2Phg-A12=BxrzI6R&c^LBIt6mq-U2cPX
zZ>VlyQw~WpN2;l_$H3}{-W`UZQ2w?tw0WV(Bus}3C6kzBVQ;+7f)dfTXq^iD?fbx|
z@y}pTSRJX8OV0yO-*KaKqBN6>J~!}pcoTq-S>=ys+XuQYt+EGWiPDajB={0uqy$}c
zIHUeGAvfrFW8MEW{FG=yAz3lf6#2PZwVP09x~=HE$E_D)O5!i&vM5?!2Qu`-*OkZQ
zi|(FhsZFS7J-H(5i(>jTs39V;g5{d*?zY=3-GvgDPV!fJHk28Hv%8U9O>sOzxKuD>
z#y)a#*=p=*GaEq9OLRPWNv%uUH`?-n(qps+?8SA#mk?6W&U5o9URUMInRuIsCBi9C
zx-cpajZD7<glALc2e@78(DYq_G+SKUlVtUCm~|M2#=D^i44@J`(j@TR1yyp&#kLhK
zi^=wDlidz$GMu}O^gs)q{rCkTf_m+jgwaz{*PX=>2LFBI!57L3uUtYvek#;&Ub9Rc
zUpG35SNV0DfmsZ`eVXazP+1hO`|P97dOzMu6i)@^dlVVYd;OyfB9)&POzd5=FAkK)
z{E;R0(0Kp6SK><1;CUZw?NypPf%p_fKW*60-)DR;NW-7SsT=n5{F9Nw_r7E!g0uVC
zc%4t9qIj5QJVo}h)ji{h&l=0w!=ytubl+MY7hNd%u-5BPVqKb6(OBf6`;w~xKrVti
z)2PGvcaak9cCG*0ImgOOvZF`j_?jQ@W1+l#Lro>7YFaK`KcB$x`d{`8A%1X{cr&cO
z<5(-!_!A8*9Z8h1K9<I<IdN!pXY?M&?zT0xM@F2cUhJZ~+4L_|jnkb_lkg0p8e<>a
z7OBjdJp=v=O<(*}{maiG{UdIW7N*a1#V-2?vF*%EJ{OXd)h(clCDv0#W`9cK#2`zE
z#9&btzs@sBX29?=43F6WNcAH68xM=aRK}N<4j<C5KCXfXahv)>qs8L~abrMIPdjK!
z&3k*)u)~c4Ug8WR!iP~WbwnH4rBlM6OfeXYajEd(Me>!L-tF~4(RalkvER%AKuPm2
zvG{n?0mXm?YRB^*OoK~ko-OA4-*mFD?N`zK_YDUR)oV@$E{;}5V5QxQjF-HJ;_F_3
zJm;i?+Oh6+H<**ow@*|g+hgAJ5cA74BN-h(;@CU%t?Hn+v_IF&_!VA_j4y*8hR2UI
zc<jysN?in!ixM8D9^4BJSx)rmySPNV3(8n6olKd5y4S~az8LsNf!x1gq`Tw?r_){?
z&eP$ycI`Z;7^sn$cH7G}xQdWp#M+FO?YZ!}u80y2AMG{KrB1G1QmpX|sPUp|c4e64
z3RKDCih;HZE=@Y1QFCr*W^fktZ8u5rEbyk)TJ$dv#XQQ9yweoFgzt$dvmV}1ik>Ga
zcH0_A;kmF`125~v*(-ytuG_cIVRIih>QM24g}vBdKe+0Ma39JftpDKy!KY+w19Z6s
zKBcd2pQ@l7*$@_#E#NtLH}DWk-wo}#s-JD-YlgBwTT?z%I`MeE0_Zoyg>BOT$voY%
z2_J_5maK8(e>*(i=r=B9X@?4`m9HJ-FaJ-=?XQXZKXq>lCc`B&)TiJdRjyvWlPJ$0
z5F3mBpL}z}K;R=Hlu`b;iAhXs7Y~TdX!vjQ`uFo?ZWwW3YAWtqG`KPXsv$&#CgOyK
zg~1mn(HI#U*E(zqLpR@1%(QfLwFbQ(*Bplc2q-AQ8uUd1*}e~&1%-v0Iy}&Lo{o3O
z>)j(%|CpE}sdsR*jx^qF{AKSgS7fb}Ty|ee-??0~Zkv*dA2ZA`_CZiaoTMU)hsY_7
zh23U%s_JHb2mY#0`8qu6TI3LILxbZ|?>{E^CX;e|H1RUFh+UMRNeO(L+g<ODrig-S
ze(%7X(S|qhjRO9QJ#tSA1ST9&#bEwOE-s3w_Szyqw-pujw}+VsvsrAoU~u#KP9Kjz
zp|M8=E)MT344+8y(H2F1G557>p8%bTVRS5A)`Mdqa*uSMFR8mrkNUTHu&aWWsC>+8
zTfP8RGIOxx&z5!7P&>0U6gjoUT|M{Dp>5E0E6J5hZ>F77hU#h-xxDFj1;glSLh2x$
z=t9g4l=SoAn%3aN?erL!6z1>aCMBgqoy15e_gf|&(^1f*rr)+|A#7z<y!!`%idDdH
zoT#hXSZWirn5U+;&}JWWYU(HMbiJ^X6EbH93$z>Zs6*{QA10+z!6c1fkJ3-KKD-W!
z`Jz>m55YoxD<@XG$9X+pfJiP_5kEFT03~sFpJKJu_+HGepJ=<M)n0O;ucj&K?nrlV
z9py^f%8c^iHpHT78k#y0=AAm%NvR1Zy*n88D{%U$*Ui0)`|}N`U6FU<c~M_;u`unF
zM=`ADg4#mi&Xh{8{c><$+J`Y{Ft;Z@$iFxnTVh}GsVA##<D-8Q^QOgQz&2Kl!{zh5
zNO$tX=gr96qIR<L15}jeFUGRk{r#3`R(JiNs_(vbT9%`UtRDK5qhQ~YMLUL~FI!Ps
zF{oSx#4BVy34D}23G8b?yfMW63^!WHy2YqPKS;!guEN1iu4&yhQRjOEV<=+FmKE2!
zrI?1y%^h`>I~%mn+r;gMzXr(M+BNY4%s4TxS>u?PLfmg&bd_U&#(&C{Yl>RoXOtCO
zE@JrpZbisix)}dD%41Pd9&}hAd!15!w2FMPYo7DsN8PaOS+e1ehrQ}1L~PH^Rq^sD
z@*QlzMC<+*x-d<=67Xr4k5+AmECQLEGvYdH{EHH&L0F1D?mAJXg`nBL(?3;Ndh*Oq
z7<B}9Ee6v&x?HK1)P0h{?xtDOIhfuJCvMAV+2!Te1v&vk`#L;6dk1o-u2H(W4OZ~^
zKrMK1#I}JW;JN$3Dv^C&eU~W$nK&K_bdn5y-2aJAbRASQ=;zPs9d8r!6aDYUPK3jI
zE#B{nIn@%82Gr)fWUfLDi3qs&O`1grCjXv{vAz)(F^4mSjc)xqw@u2m{Nh=ph-;pH
zO#ZC<Zz+78V72Mq-;-C0-A?HEfJ7nN36Q1?4GF}*{cisZjObMGJwq97I?HR*XuSL}
z+H?_^*DQ&v>iv*^vluj8U^<)Ay~Y(at)Pr7`q4iW;S!fRZzqbO<mvAzy63-*A|b)7
zsijl&>k>Xkg5*^<;nd8qzi<9RjkdTZW^cI+k6+tR5%jI-t`TY_jS6R|JZB({B4e8*
zlZ32C$CLxUM!282BB%8!K@RaBQzw|?o9?r6t7Akq+A6;<H2_ZbSPNv*P(^I{J`M@=
z>7&1S=iLlze)WB2IjO%<fV^UU^?PMm!;+!CXuH3RNXUN3wV5LGlD$Un&I31t9N5~6
zB2K%(5wMp)(a~7{9JaeGW~8!c9Wc8yjFj@M<4JvWe8agqr5wkEEtWnYtp2oV2V8Xi
zT~-b>rEDgmt{t1@)}_2wzUyGRu10CU5)-+{O7w@B@MXozrPkT^(44p@&9gkd@ljsI
zbZ_V8#6G_95W{N{Z_`J%nu98rsu<&Suv?Vnvzqw<`Qal)iPV&3sxe4_OymW$s{moE
zWm;75=lTrw#RqY+BGhFS$=V)#>fj|FAZ*In8zWIjbpqfsc1piiU*h@UCz-iPCMJiC
z3ZUh?oK8VAD(6_lLx>d9aVXwGnhh1MU&lChDKZwVr~jqhiGL2v$Z$-T2=yLt(qXQD
zwe38N^uZo{YTdRJ*acSxp-+6TX<eEGSB9r|`>t|*h^T_T`$SvTC!C-x7k_a7<V3ap
z=zKWo;<ZWU6KnIw-H$rg72Skw-zhaVW>RBX^>J<%S5rfhS?LB+ssfG<2a^SQbYm`n
zMK`#INfa97eSaq*taKVs2Pjz<($CTU^I3U~6vdcpGCRC4XE8u2ME=tg^wva*uHi=1
zg>N>asx!*X&G$%R{^(qN`$i~t3Hj}sRBf+sNv!!Q;vsmMUya7k_h50&#WNJHNfa7+
z+du9Gu3g#W5Vo~QTv?h642PpUgPG%|Br)a}h=q<WfyLBu=vQ(1?ejDcll+?Q{?_OH
ziTds8h<Vdwj}_gB87OU2x?cm&zy>}!)6KytFuUIQ_B3Z@39YI~_E&6syFpPb&xHk9
zy3QB68`>Z2J=jwk$2$ipE{dDKE{*72<4wSpMv``)11Tpp0J1KMQm&2;$p72K)=7kz
zcj{gzaWohG{P=$KSIH9E?!v)#UG!AauvLC@VbPXe(###qFkpP)8nJsa!_bs=7!1Yo
zTZhIE7)nafP`O?8ETLtEJ0=>L3S;c;{VHHx6?EtuyhB={ZbnA|+43W`VP2sL;NJZ}
z9=00eOU+;$?62CuBis$algC%vz#r93w-K<Ihe5ki5C5z0r$*R0@h+yv!=i%swc=+%
z<^+TE?C1}saey&s4Re<^7b>mRUHMbEQyoNa3>^UU+Uhw4)AhH2v;&Ckin^MM{qY8a
zTl34yll;1J)k#rDc|gXgDMhJ<!r?rFp)LPN_mkJbWbQ8gMMOONhb1MlFS+grcDFWl
zQAl?+O;LWpqa$)LYFtGAqqDK)0VKcnC;25a;on^_#=t#e)d~ULGn+|kqmdL!8KN1?
z-HX%kKM3v>S<C27rC-?3x+cBfa<U*E76y22!R`4Xaddi~^l<AGd=5`o%`xW(<b(Fo
z7rndgAr#zms1drpSI2i<oQYbYXXM&E^>>d%GDH~Rj?M5+r)%=!B0#tPLC`ZpwR5#}
z-&s6nc#U%z8{*Zidm?K$@7D*GM8-E7*e{oey)C_D;fRVx^SA4yshozpT}05NgM*MT
zthbqOKO@j!kUDtDKdyt4ITK7ytcR57uFf)h?^YZHxUvWdq*w$p+KP7cPrLarcI{ZI
z?gdOMf(WbbsSO{(9X7Z<4u^^wAtlfQ&8%Yn%d>cu90t~pq<7Ya(QZ~CJg6pFE5&kw
zM0fnfSP%J4(Y&WA%j|8YJ_NEfPeRP_DXR%y-%`>EkxI<dX*aw*$*wJhhs$8smB(25
z?+g$fX~?$AZLo-aqrP(S%W!0Ax6B;)hGo^kzfvpeOJU;^JsE;;$9}k5;!b^+PzeP@
zRqV6>Gk}kYeN@A5hk;gLrUKkgI)_hirCVhCd@dTg&xMVLdlYF73zet-v&gSj>A9ry
zRfM*n+U=k7vfIZCqRhImx@BwDf2<N`y<?{6d>`z`vyVPEYLIltvsD^JwMo#K1J~6`
zn)y>yXQt7jAni0uN>?Qt8nwU=hI*3@szxUBrGqIU?5lr9mJ80`gk}8_Vn6bYvxi=`
zW<E(0XJqdI2SPW5{<n^8C6|f*=C(}8q{mF~Bz{VId~kl#K6LYgcN`Vj4qZ%MpNqRi
z`Um;!y4{EEgzVW?CNBvDBjIF?w~zSwfZA<zZ{r3I;uG9yUa@Xw=7gA;utb^rgG;hT
zk8@tdaGrKgvIJ`9?S!#!f0mY!jd?uD21TS`-z@+-wz&e_8cmI^03tfI-L#l2yssrc
zTa*GNGdpKM%Atwhz^8B0z*Hln2I@h#n>~}3-@{we?D!QQ<72QFotQthOy_{0pFJBT
zz4Mauj^9>m1~t+$$R*9~)I)lYc8wb*-hvd(E&AP$%iLNyM2`L!8D(dJ;Xw?Y84eVN
z-TYvhA=$+OW9%{xm5Jw*;&K`8j^w2r%Ig;zJxnY7)G#e?S5u1J)trAin?XDJQuec<
znuw0%{1>+_Y!{!pkv3!!MW$ob2EzGmfz!WX++w*u2TGR9kJ<+_rTx3Lezqd&F6%Q-
zG@dEW=gAAwsc~|mKVe0EdSHZbk!6bCPLRc}8KAXhjpu_fx7YiKZWMQkX4S=5s+ZG6
zfP8<#BHrGZfHNda5Tpt(-pIu5C)5=~XIe9K^j*s^ZlbA*LGxJAT=_p(Gk#74oFc2+
z6}CL|&rGOa!a|MK;uP{@r!$*Cp_}!qTNEujHOsskgW{ZWKA-IMNCHM{*zmtx#`d*%
z^N>=l0m{wq_7{{N8XB^&B7xg>M;HbDbg^z?j}ngu_h0*t+9`e%xPKsrO+F&nju~Ja
z%$KSJ4X|prx7;n-$aGL3?81E_ryBlTKIjsva~AyDf5U*!bi#Dp@5k(gmz16;pWZVq
zc6xFDtU-Q?#)~#P6&eb2)p3i#Jc}5<T}zSk=X#Qs0F+Igfdffh?WBMcLjnKjQ|md<
zP_&mv9<~?fcnq<UH-@PhdfwRzEG_7QUZ#T%Zx`+}8P(F~a;km@SBD?frub?){b%C&
z7`=(TH)${d9*^<gQH~ExABl08&&CG&AuxE0Q`u$*I&5VW>gYpA+9`(0%x0V7Hi75P
zsQw(a1J;KFN^8qAfOy^qkt5eeD8H})R@dY|883+FKV>jDDDKRS^2+XJZ-n*eQjC*l
zl|QN7?~NOpC8emOBpkFc7>zFybdOMPHqjS^&L2KEr@{-q0(oqQ;F2beT&-AF8_ty|
z;yjWG1^pLE|HgwzoWX8O;PrU%+rH}=4iOP?cy!dND<w(fBP?P;$8x>-KiubRe*z^r
z4ZPH<_EMc2^38g-y@P|MC))2dIv6unsGQD)A4Fc#1MvX>z>fm|Pchl`0-7wvO>*#=
zT`*Z@Q5FlP73)rDc2bC5E=_#NKg;cV($1_<E_R@?Yo7k}>kz6bbT{)pahk#4RU3H{
za+q*$U~+z9H3}$2|JS><__RF)AMDW;{P^{UQ{O7UuIRUJ3>sPsNL7sF&vk8c9u6W<
zX?&bkXsABz$eo5T>V}S9Zc<u7%CV#@Cd*H*MWwv=`os%`iEc<MRLCsq;%BH3w9PAP
zq7M2y`h%kWlcG6uoCgyj^6e;tsYCqEloSj8Tn37JyEbqu?%$gv>Bfh&xjZn86V2q@
zExdrnt!**^`uBYoig>;<0)k`VmS>uR17@AslOKXc--3Qd*8f!-%~3NhSW^mxOPDF|
zAX1jN`a28}!<&V}wPI@#v0R4Rdn?uAu~jG)BMJFhy`Mz>qJ;B8eQ4mAD~UcF;YfL>
zv18F{AQD&<Q-1nvTJmoT4VMmICmaQgPVp3oLE_{b(5C^f$;}se54W~$RHlv<y(|sv
zwaoHfng6Uw=-NBb1&m|vDk}>p&xbYY&vPq;mu1#ju%6MUuZ;`n5Gc0R<*}($-sO+T
z;1Kzm+tB+fXoZ^>Sg$MNiV;D2i68YhNL+@5oqhH(GB~T_Q8}9v*;9vp?|QAs)6oM#
z=Mq1-Y!hwA%mV#9$J*v+f>6{?b7}nHSLBz4Mv$8=YG@Sp#CZ;z87XD2-N7SeK-gi$
z#j@RsP%-FS?Obpp5hbG1P`Z+UqM+&Rx<xH0OY|8}MJK$Omd?U#651wJ;WZpF)>Q=g
zk<+XPuM;#`&b2I-2@G;Y)#_`9<-zfx0y&{MTtz~$tK*}!DY+!oD3#^#b<jm-gd}c+
z-xo?V@$3Ze1eqvvPZz}*7M$eQ*uVTXHb3Vf`3|-DQIy^|&m^Mua=72N$s9<y5z6$>
zj`H#;cuCqxVvz8y<TC1?S>lCo#9u&$=@8P(e^HMqCtu7-PiIi;^mGK{zw>??^@huR
zc?`1cDxS7=5J@+|=`lweAx|-x-b%Rk<3i;I7gmElm@mt&C(flYchQZ$*UWvs+2|zc
z2A0HR<-hN)gz-4);$Wg&dS4126JPwo{5S$W<l@A<iCOdMDfDJtvx^m9-VnHUN4&rd
zyAz1f^htR*HGJWE>mtYexZ6&?e!>&~*vq>ap>s*NiOr?9cnER)3UNE>kt7e?7!8|Q
zw8U^|mz*LO+X&hDm&#;w${fwe9Z5ZTAvpeXwWkq^c>`-RbGACAt)lKX5jvLYo`{|$
z6rv=<$Mh94cB9NMxY3Y*A_iUjI>Ai@Vv(mz1Xx`PS?$^t#tPQiP#sUa<O_ufxVqwz
zCO|Qg$KXn_Af9#GLwgfvOcL*5uq@3$^c|K9XIenlVO{NyAt#8L?qEuS74L3&LD&b)
z_j4UrzKc5rjU@Sv?24VurIz*zIK(O?nQp!4t9;8NU)nEFZmecfcd^XxEGfh+=nk(2
zdf1%`nGpGjgdOReI__plZGIP6pLinq?Cv?{xHfq(nH^;vcSHsnlMF#vc1PuVml_Ie
zP-?do<fmS)n|l$X{M*>*%Coj_*_tA_k*#ul+Ix{eaOaw6q-BNK2kD4;GRA-61l0i$
z7Ofk@pKiI^h$M%W#-3Tz5lBp;I~1xL5ymN)QB)*6ed+kS6z8|d)J2_n8a`K{N$A&9
zKx2RH^uH@}oEr7lx<DzbA@X$$uYDKHY+f{l9^9oLwufeC-euU?ajxLu5Y8F@E;!pP
zCdplozao08Hm+$2yCHICPW|j2Th>r9XipJbKpQ911djZTkp(osryE%GEZ=aWJh=bw
zxz!u(F11&;!^Y~||KmlA9<Z7?WBjP<<5Kv?4#nb>@3?WG5sxUZp@Ur`VmAaF#)V<!
z0{7F;5q~=!xShLh*`hS4uOFPJ1$Zz~g`yZCziH-xr6){FLv?`R*WG=$lbjm3h%6_W
zPK94Roux;$jHo1qDNBvg!BV=gZ^xF{3W8(R4Gix<rLN4aj%?)enMIM%(o|&3yH(YG
zfYcD!nqhT-!82Kbkf4-rzcR>wn7uneMFO@Cesx3vng%=hi$#6x2POZsQ)Rn5X^ejB
z^#SJW=3^#M&`J&)?x99^$SzN*vXD@BUAMpKbWL*}8lP^d2-yN=L96-8(O<FU2w&j-
z>@^)Ilp#U>y$h!{$L@wqlzuO-Wnn)eaG<Kh3TpS(9-Rge4k<mq*2n^MzKdFA5x}<n
z?Go>{KtJPF4eqG(@|p;cE^PT*J-F_;!E61-)@1#bX|Dh;K)Co~kKRzfpdTvd=Y*o|
zMhsy=&)*a;_FQ~nILo`oJ0}~8km50RDYcA7d%xxOBAMzLN^3H9(W=CW_tzC4k9Ub~
z&xj?07N9+DrL6*9n)l+>(AAT>vHzMsDj$0DG>Na)49Vw*<iA7lAIcpm1wD6bk4=a_
zHh;?<s#5WBNi(;x+UK(u3oXhS9R`dbY-UA=p_%POYWiBDtZ^D-@kOsG@9c$Bs1Y7p
zKAXCYGPVjm3s6${XfqS9Y>wUl0FDJqasUJd*qH$WZT(}Q{AanP+vLACee*`aByu8`
ziD?hEeetaQL}NWI1t0a&Num3s1Gn#`h3q90?8jqc2=6;s#4CxRbo(6Ei3AR6s$sod
zYJLff*NIP;t>rm?ZxbhRNgdpgyugkClESrN`JIIpzDni@%@tF1X?)=%PCbQxP5_&Z
z;44(z>*=af9Je&y%cVrk2x!fO@_tS5aY0wGn_=XMM%L6nx=SyD%#lCEPYRucNPZjL
zr-4HZos}?uf~IVGI+}d<5^cXaXjTgat>GkA2*{~7mq5%)decsa@cw{A{K5cGukac3
z>p}u&s7CNMrrcuQlsh&`1+@nyftiyq@he=IuHc}oteS6#+u8|N(<JyUN`}ksFVCab
z&g}6*Ln8_bLFLI!%m|%X|Ljbj;8%JfPkX;8)L!O+P=zG#|D%wUIFN5;!?Q_Ai=NEp
zZr#<O^8Y};9kf}uy-VH~{BzZ&il9>wcLME@^f8H(XG=m1dkS2O6y)upnX;KVPNL1l
zuFE<}V$4fFhO3#(=+qx?vYI2_?mP@^wm@sW;{}@&iFJDxU*~7$V9|=mHD<b52!-lL
zpHIhD0|=f^0~$oUzIDe=gGR-}ZwIdznm{2~1qbsDTNHD~kH_SCB)tt;N-<>D(1~<E
z{MJ+Q?81n{U`y8Q`jj2MwYzRudK3a5x5rYG5Y?2Il)5}o{jN49{}T;>zsg9ag(Cd%
z@+a<KMQ30d2sF($Jjdv{Z>{z3*yx)`G<-~<>Po7iIb3m++k#68N;b9O!Spna>DC!c
zEU}x*P;CXy-PNMa)A#e`poLSzdK7$BJR)n;FVGONaXABm<n1ulD!>J+sX({p-&bSv
zQ`bVmGqUx>f%%|Jl$3+7s+P5fPF#c6CjB^Gx|O=osON(J|Ei;A5HbVR8SdIUpDooM
z(0g)>#Z!n|<mf36c2Y@*^*rAm8XryPK5d7Q<S6`+3#Jb6hpt45vITAsQjc?`Q-Q2Y
z6aW4>IeBmOz@XqWe<JaFB7+h}7KyIJ>n`JEy!YG_t}i$LbF4wh5~Qetl-<qAadC0%
zy82p*$U(W7ero9EzMWqsB<ub2a=Gk%oIV6}0a^32xdbk|L#d13C15|o`siM*7Ey28
zJ~%+Zhy;M)m*VVsNhv=mCMD!&+*vezbwg16#|+<Mj?2xc^2U-Gyqc{=8=oJ{A8$z_
z`>WMQuaExHEphOnx&M)s8oh&Si;py+sxN_!XQ`UM6|fkcJGwGYCXV%N-FiLxP_TG<
z6vR=dn3T~b_lI~Z1{(kIqB9DkxyZ))@e<B^$I*UuVB8G9f>`)DJi}qW<-4sqoIS43
z<}xL08bv4m_{f!24t#R%<G>k?>30r?{lp4moP8dy9d3CzcI(M`>$tpm!&=7o9n9RW
zTuhP_)h!`ht|VSU#4$pGXl4z_MEY=!eFzExgOaNk{asCxp{Xky;EcMZp~FLYK?Q!n
zcIzy-+>PDN#PW{Sdm*0~xHQ{Ka!dd~h5TdtX#dGW@OUqr9|;i$M=d8&<)`aeSR_G)
zlC?#OKs&R>F}bI|tn)56r*^qeomiM@Z&65((JrjqsW+Bp<XsaCKf_62RdQR-Kf~JC
zN+7tZ3Y4^?G{?r?H#LH&4ffqORgHma_)30^3NrU=4sRU=yYTtDNjU?LSX->74ZF(s
z$qTsz=1OxN9QqX^DrH@6Zhi&Tv$zbTAQ$g-78t{Cyv9fKK@qFrFSc~4_-d5G$A|j)
z9@|oDDCc<q0_e=V&I<m9KOdVp4)tvjnlnVl&LAen8HusA6>NG>`?oR7=IGn9Pb2~A
zcT3iWRky3Ay0krCExMDf4z(ziPU386`U8kG;wz|t`L8bXSk6%3i4?E4UL;AU&vEJ8
z`3M!;X+V&xzspZCI-6P1Ja{+&Bp+HyB<x@7x^i78>?>zdZoa^VP`_M#0+*f*3qk>E
z%swSQ{)tj!ek97QDUcIonU6=wqYTnD41)Ql)|)!HkpVn`*1H6N5pAlGoc*)?2;ghe
z^sbs@oXX5fwc^zXZPclWE)Utk7CWcZw;ywJJ1bupr%?hISnuJj@$bGB#<}cVqEptB
z#FO2qEBk-fe#e%=skFJ}3$Y7Iaf$Dkve-%uFnLgBW8czbbKio)hZ@-Em?Tg9lpnu(
zdiOx>Nh{>iB$*xRE(eRB6PD%A&I2~Wx-Az%)>JpiZ}ZtE7ELDgk<Ha{@1&Qb#DZYZ
z<m4p0y%CYRmqWUvqPjWeL{n^alvR*Q)3GL%5DSRy?s!ToyS{i{PTXdi404y$w{<m@
zpj^0}kiIU0!o6MTZ{B%BMjLE`Q7*!U!!ASf)6jPa@B^0)v-_V12pzpPte)<VLj%S(
zg@V+=k{JDM)Qv&i<WL?+AWlcrU*lrMY@hjqDOop3b(>|hwmhX_?&W4_az=EQ_4mvW
z-O=|Ylhh94cJxT7<;G=Iq<Kx8H0^EpoljZW0y??7%9uMZy3j1z&E|QE%yej+g-+P@
z!URt5J=TUkuNr-f(<=s*ADf^djw3bRXZi!Hg$lc1<e%GC7&g5i5*zxJjmmzRXkjO(
zSHam>JZ+!JD&@kC7b7j6?L(X&nDXVqrcP;@*p^^fMED$=+K5@IQw8_7eigs1)0<)}
z$$y_eIR>X>XxTefF5#E5flm?e8@Y)p%KyvCd@6NESkHL9NfwUd6S#C?<x}a@(Txol
zsyiZD7#P9S_WnFWuey+w;AXKm+K|+XSZW1vBX#wu5e`#?R4rlR%9xT8u8e5)t;T1d
zKtqQ#R@pv4Z5UszP@m+zXhJh42h;iyzE{>AB@r%SJ)N9+S+C^ASceq`G@&PJi_`<P
zZ2yqEIyKJ9@ywk%NT`NU`y@kQn-Z?q^QQw1Xd6hkRtxG-tnIZ{3H+pr^_7+uBI>yR
z=w_oXG*JGOtH~PiVKJ$$fg7wkQAuNajwiT?HC!a>YfQ0$aA%_@{Y05v@h#kPb3;up
zNSW>aKh;<dRgzWon~>E!Nx`H<=?*&ogu<yqj>PYo?TaP0??jgK1RXB4ByFK$9g7py
zvXAtYyEcK<<0o3JEJ|mel3koqw{Ck4j}E?x6fXQ4IE?(U6{ey?1PC%HCk6JU(wHhl
zW?U)2|NEO~3OIV+Pv)d39Ml6?IOeE@&GgzW%`<+rWYg+!$&G6Qd1u<9Pf?_g>UXMy
zL$a9rwM^Hn>Y}=^r1`EW*hlo9p;zcT^a=@8Eu{&b<)JAv#@`TL+fge&r<R>CZAqBb
z>#pID$gm)+%=HSGq)T4iw@RVLJRG8pSVzoCp*Am^TWSh)5i1p#EN}8EY37Swfi^|*
z*?LAsV6r>^hPS_7+0T_N;$0n-v3NL1eA2--%5uFBTXnTt#93&qF0I*ifSK%C9IEmW
zk%SA;<7c%N(vk#hEN6wjreqDpH+z9bXgOONw8loZ?3Ts+?4V`F%I3I!=>nNaAHRhQ
z>RlEc)zFSz{jcEtDc6C$<Wvl9Lz0Y4qNAdDHbys4Pn90nHK(Bp7E|f`Q!;DyeYbZ|
zBSgRMsuwo?&$|P>U8VoM>6v$O#l81c%nVe|8$6eCW)y-Z|I}*at@C5{wBb*R(ob8Z
zTfB4Hft5cWTv%gfZkeT+_GH-Q9vcDqAx+Y5ulfD>r6*dieo~$cStt$z^4EiqKmE%E
z?s?H~wK+(KWvrYl)!1)}2KuD~j{S05=3>8b;H?_)0NXLT?g_P$QK@nVj>gLF-RzsU
zW+q2_w7rLK!qXGFQbDOW)X4@t)r*eT5IF?3@R?=VNQDpt`)s=YvMwP7P97smDH<nh
z*Y73&u2bzR!<d;<R%kY51E*fYa?-<+{)s3-HcneOXUo9#AsWdR^a9HoewCG%^FR}e
zCd8($1U}tyn;Xryq@@iCgyTkTnfB3VDSL4Tx9Zq(6zg`0X+@w|u2`&Rnkk+WJACn%
zJ_Z-XqeK4&v=e9)^5j1>Y^dFd2Q)pQ9V+!3CTa@Tu;&4Ki<%Bm6%yDg6}0>E#a%r~
z&Nn{16<`6x!deW~-+vU8HhLWUz%;^Nx?b-;CIWHtx>Jd2dEw{SS4~g3<D$+M1H!&$
zqa$+6_b!v8Jn?_V%|3}VD8w6R^dfk=xjq&iKgSJ^wL|W!)>QRyaVLOyw0ybvfm~C-
zta2SY({*7~us7epDFz?=n(rA6v5}&`xES%DzQKKU&Pn3hHO%S>ntdsPSa20zB}c~P
z?L6Z0v`St-_b9mBQohx~L^0wR_e@&1JXx5pkRXn|z#Bqw)WN>#pUmNbHKr54Fi=>L
z-7J%3Yv_VLWp5G(+GP!1UpqmCE<UKZBr)tG(~JnpF?-}TQE4d6pN(^tx5>^8`HDM-
zujCs<%-!>C`E`G(Hh*?*dWK%L`KDcE@1=CIyC+H)eG36*1m0LXbV%Mxi@KDhW%|gg
zN>&gGLfAjL+U=j1lapHlKGpTvD7nN~9gRH5<s?yo!e`;o;e34gY+jDkn1Fx7=%n-@
zEf(*>4%l(W?;rTOwQAyaXi^A>a38-@S*=w2@@%Idkx}EK4hMzADk>PRR=FL{6rdr^
zF-+xa^Mv^n!1{ICu!luI)cix^^<Id4KA+ugkh0;_3$L$!v}y&onHt@HDF9?x4AO77
zS=?aqLgT#=m7MIiD5Bpc_9%Ea0q&0t_lfjApLlu|CZO&m-cy=o4h?xvmv$%{Q0wEx
zg|X(~l(_Tt-WsT+a*?7(I&>2UEwov4!A#4qQ4xL3V?p`sxK|aM9h??h@BF%wd<nH3
zG}skw`0jQlO)y_o9)E3UC`yd2um5s3R>KjMXecqpyp{wVdn<(3v)Jc^378w*?~3v9
z_E(4Dv{~4GS?iaWX#R&rgT3VN1J_*OBvxDKmRO0u-NGH+@*6u5UC**6n7#Keqx@H4
z8rMFM*{R;S>Hk~vhyF+6cqa`BSu<<v5nK)1r7ZakwGIWiF7&!WAP|q&^JZI!|3D=6
z-60f>m>%?oU;;~l_(`YU47Ka+VfEmb00+m|@9(m42K`X<-A=3kq^0!ose2O4CjKAA
z0nO*0wLlHs>Ouwu)SCH4K}#>pReNeTLfviasi~Ir&()=ZZuQWg-!vMxF037%#I%^v
z@D_$9==L%!a({QBeeGYp5H|k<?N8u!ls$+EnV)7bI%-U~vP4|<{O&(t)!V$Am>U8g
zeYM|HJWqM`GSSkFTH~X%A>G4>`MyuMORJPY*M>be2tdL7V&TY-mBeGnDii47CS|Au
z(KCsp4Fi9Upd(E;@<Z({Lws(8ec9X*IZkfzoLfD50DY4@kiM|B5vKv;>y!JFT&0+K
zJObZ0s?3&>c_Uv})Q6YX>nsBgx|N=E`h_qrXD`y!9KqtD$UG^6D{&3LK~(ATw<9ku
z!o6Bi^wv+YP;#aZT|GlXNHuL4CI$8k3ZC$_Y@@Gki!4<yNiXC(2kX}92?4LVP9&cY
z<f;kj<<<TlY}c9Jj2!tL#<G2w?Y&iW(kKJ7^cz6O?h?5>jgj<m{!zjE<Rc}Z52Im=
z@2L}l70G`vIOd=DFpWmpt}iZ**~XQ=5?~{vTXxm!-DuiUNt^m0nb2zftA6g!>*c#9
z&s^!uvSu)+vDqG#*r-fEQ9<S~8>|$PqfB}2FxAt0FIBt^LuSU$BfBE_;EDTrR^xwC
zxc2`A)h6i$wVoh7adT^%gtcPFjXNzcW9WkC2H-DC#^OqLT;fe~@g1T@)zFTjel2E+
zFVNL1I-l?s0QxZ7u5^!(^n@WkiNFQ@iJtu~imkn(;6o7*M(c$!<tEEtj-%?z@6a>M
z#%Cn;AM`Ha^CeCg{_$ztAHAzuR`i-WduQ`!I6G;^?4n_&Sctoc-q8VNE<WU7G1<5=
z=t~h^5Cme$dm$nCq@5Ul)Aw4!>xg+%qVSW^n-KG|<5x6#s{td_Cjxpe#cbjAg0rg9
z31hB8=4QzJFFXQiJa8SN{d}AJzE$N)vQwJWse{wjKtyT37W3zNjW>R4>qw9V4Dk1c
zro?*j<7d?ZFnLUqM0+;<PnV|E@B?wDLMo)Gb=nWFwW)$md%6&O-aJh@nBm!|BXp5O
zp7Pu=S<CS}NqpfP9X|BobVVh-4(8M*F9)yoN$T<~%&YGJ(x@9hFT?RIlANl(Yx&#!
z6#>RFPj2c!?Gtsp*p~+tj8SC{&0$0^YPV<IZ2n()3`MC0s(cE+J`?bz9Hel-KeFb;
zo2hzlwxn^((TFNl;+)>n*#>$;2;V-{^@iExXyc#CpXQ{dfAzfgq96HQkMML_5Vr+2
zJ(SFH7<e0EQ|Zz7kobyt20>QnVF^l!eHKEj!}O{K-G*uHH~RVKRvTc-(wSOFUmUpo
zzL)ha<!F~z>nFO!g-=UATsDg2E8+^Ao17s_RWZ^}R9c`tS<en|Vd`YwImDAoR`$LG
zN~Qnmei!qPUxKxd|B@1#wvZ$N@X;#BgYge$!}Rl@smEi&t(UPz%mTJJL@i*g1j*+3
zDxE~nBMP~E`Pos7;@QYeF9j@w@qcH1`>1nN9sz*>!{4Y7tr=5|?DEdF9*PQ>qc8R>
z9g%J}3w!Z$n%m4j*oJwy<2Oo2RV82BsbqNNVyHvw71kf%g(UkmjgGc<&u4CWIXdWH
z5#<)Yb=M<7;8E9^L$J%ZXRP1-V<V?q+xGvX>>Yz6eZKh7-HmM<8{4*x4K^ElV|!!U
z*x0s>iEVFePCW6Q@BiZU@4lLvd8)cj_vv}+^yv>WozGm-6Lf<G|A>(`^Ch2X79>YG
z*a2V{7f(+k?%6f7#7y(hgS>R?Qddq1fP)u7gVlpz-z>jQ-Hz#QAvo)tOGNuhMUJCr
zIhKbAyMCq<;)}r8#@Jm$tB|3wJ3p9)o9m0juT9901`L2nB-!x$Boh_xX{xH#><El<
zx;K!feem-*a3#e_LC+a4AV&@H)X_O$f6BFv49_~JJ)-%eNp4@K_g%boy&%fR<UWxg
zdM-PzXg_R^E*i<@v$hpn!I_xjA%R}GUkYb?)b3Unxzh<UyAC#2lYfYDJA4w{->J@O
zVZ8sr4F8uA*$n1&a8HwvgOQKIEQm8iGa)livK)B<roBYiWnJITGr105=}=$Q>6Y~w
zM>cbYZ(%}q+Y8%)YsL)1eNceF<VCK%&j>`tyVjY4m=4SPl+=S{ZkRVDPVeQlDanDg
zU~tDjzYX66;@`)4?&rgudp<Kl=DjWYvOew5W{&_D?KAcUrAgn&nSMZ4?jD)Ael~Jc
zP3jHwTY`drR<5Zh&n08?#8+_I&)}E!nff<<MHkIcrKCEHbd;y12A@YAtMWqiO^AR`
z?!za}@-PJ@`pS(VlcXk1!gz(YBik{42Zr}VqVYOVZCecQZ<zN>5`Mx^#;xB?Y@P6q
z9*?;0YTMKzF@~B~9o-=ZbO%9|b<pZ@N8}<*1E@LC`nIY4TA~KnY;W;_&9r9e){|mQ
z<YP2|c!xqnD+R$+cX?A(um4IShe9wD+|z+4hd&D<x3<=yg;yoQsK0fXt2L|}Pb^MZ
z>?!1tJZR_6GT>d3&+p}kZdrgB${uG!JRg?aNo8i0DZS|sziXQpd9Nd>N&&#<y@~Eu
z@A=UNa$8&^sQWagHMdhZ8ZOah4$mU0zl`xv&~ZfDnt4+?k1$0gT%I^iy@!h8ExLtv
z9_6urBk?}|N~|&W{%N0hdD`tRCT5u*QbS6U$4p8WNh5YbM+2*kR!1g-2JY^YlatD*
zekG9fV$Kg1@w)!g_~*{=XlrV@lPs@`yZ4hn_jrwZ?O&(+G`N+=?(8<5g%{^kMOOXo
z<4QjCTD{))hr+@oOFj~nZ6`#oJL2W+I!4gOTj!;N=OI9WKOWJqv8Ub6FBWLQB=v;w
zymADK{gGUoE0Qf1B%T(@Vm&1(0oASzQh#xWH>{zp)ZD8ySO9JY?(;O-!D1+Q^e)mh
z;dbuwEmJqwSHj>lTGgG!>FR>=ULn?U2S$MpNL3^RD@}-ghkFBEgMNC@QYft@#_!JV
zbATeQ^rm-YpRLAuK&W3i^0F@AMb>uL1dHZ*JFq<L+Ro_xWZCV!|F2?c6iY{Du4GI5
zXQgj*DhpQ=q+XE<4d(dg=d8ald<eBnU9Ri0P@rp{0oay}tYN)OiO2Z}5#yxQabIfs
zRlZnlv%__wWD<*Ba|g`I21`~4Ei<TNXyJY0j7?41-u_8E1mjIy8lvM$qj}9r+a_-@
z6BC_yzfBUR>N32)AY#`F#|U%BNrmxjkZ5I@kvG9ViB&q}NtYTn5w~G)Uvx#fm+0i2
ziBY|pk}Io~WUA{{w(#<Xi72s7(`gxl{#tV(6U>3}?zf`u!CsMM4lW`-d1jAQTwmF;
z6dDEojQ-jgw8^2XAIDWGm|M?kTZ83=OSZw}o(aaJ$12b+4AR;Dl28b7beL))l}DZP
zXik)7Yi4|qNCJsaX_GZBg@=fTgipJ4vcr5pToLZ9V@MG+sur5%bi~nVF=?h^UEh^A
zF9yv_-SVcEt?|s)J$34}ym<bwszp6Q$n4(P@0%1g9$&g-Y*9yI;U+8vEiD~{XoLSO
zH6D%_>z=lI{Ngp~)LOOTOougo@8!a5$bODG%KcVXfp4&~ysHp@YD$~<JC=641F5M9
z>Ea|{7ETP7VLh)|d(br3(k4iz9<_HEQnY5FP_tIrU&a3>V<>zFlrTgSl){vF>~0Oy
zt{*3;;p(xmJ<q#V1~?!tx{wO*X-!*wtfg}8Kg~T2oSZ{TI3R=UkQqDyiv^KbodN%r
zdPmJc1eS`1vQ;7~AGFsJy>pJw=8e==cuhLAd<K1ZHpAobF>1=T*;dtbp(E)q2K%Ne
z5#8$kQX7BH@PFDCIeZi>TYaOr)AeM>ie;k}(_)mkNnBF!2XxPpulENm4LMc1k<R=f
zydoD5B8FLV>Y{7@cd(#II;?CbT4p=T{x~)<2RE~VT~M7=Hq-)9&h0$vylvhDV2<?a
z+Vy%OVFf^aE2(0r#{M(NI6;N?&_@SBQ4Vp=kfrP8Ai_9etv2ydW;1INQV<FEct)Mb
zRyzbQ(N?T(QrIwT4$&G$gomqVQ-Zi~d9p|RL~3p`>%TN~T!ApBY4{UmolO%5im;=M
zc5ito{+V61$Cg>H*UVMbai6O&3awIDwBI<1iOZ5h#muy^LB9w2n287#c*bL@m^-mX
zQe}n;dJ*|G$r$wM-Kf%Rf<o83(J!FI`Ysx}lY*eya6jSQLA`A|n+(p)GF}M&v)a#)
zd@&pWM&o0n>THQJd&|DCNGApC&h0xvPP3F*>t@vFUpe>EIh9cijoqB+4|C@<o44%n
zJ!?Y(X$HMW)E0Q_HXziD+$u8{GV`%ah1A|XBADnE89)%~&2+LKAy7-}2egIX1ee>*
zQ$RxpwoWnpL+JH^%|rI6^X*S-%+T{<&6SC_ZdLnI<YcoH9+o`~o(Rc!4{s5DmB5@R
z^FlsAlU*WCYQdg)$IvmIIveWyeI7P9mw+W+U>cME#?FTffdKs9Z;xL{tnn`sXJ;CS
zf<J^*ewn%0P?~-qCcoF=6lW^9MVuHPoW&*dS|VlfH;0UF!(7f>u=|FZqPbiyAbn+y
z>;Ksb^5c*;d?_4-nh95YSN$p|R8|Z2)0pZiZH@Q7R4G_qGgbXf>2HFxreogjYfUL#
z-akhN)iS)6GitBj^YD@&&^oPSL}y^w=}UQ7sd$)Vy=R)r6|dXa+O(_*opTH)MBac5
z5xJC#*CxNH1KL=dmE!6^6Aths8f=fZAxyOu`DkIwl2hX9Feua9i@K0Azv~P^EFvOY
zWn(m(Wpy2c^3=0r3~CG?Q!=TBiSdBV#`Tl|-)nS1ZeFU)Z@QHw>@#k^ZtoZ`N;bP1
z%&uP|9JuB~T*>1+r7ShKJsTGak1VIn1}n>s8lhDA$R(hYJ&r&%_CRLmlqcPsO2QtG
z0$0#&0^?R^Ns=|+Maw1qm&zZd@QTDVaVGC`OeJX4tn!ynuTOJ?)Rw7|X{u_fSI9+{
zyJCpNs9`AMFMcnzh^CAnoW<)D51<6uD(iBMlVUqeRL+z4#p;o71BR*E8h!>=*$!B1
zA=LM_f$=61q=R(yQSEvRsz1-Z{#NfijFNp$eXoy+YLo4h;ZoNx)7*)ggs-|p1@+n9
z72|(5G3m%1XX{aJ_)b`>VrZ-M-3n$%$7gv2j4SP+XJDsJ{y~SfGxcb}L^$S-XtXi|
z$Eq(gRxw<_xWd3y#@g?D7faqL6Dv+n(l~ZyaqG;#`qFN_$W^+CF)xofN~dlN!WkQ0
z!4HCwNQxsp+`kHcY`nL}DDWv(`1$)gJffw^_n^w~lzuvTX~*Vqs$c$!M34<V6~Q#_
z;O3CgobvC<VagD>u%{m7A!U2_ehj@e#VR85O^5G|&=Zg5+BOPo%c9k;M3y#6;jO@j
z+8*;?Fw7*9<6%cVzVZe-nO`ij6lxpVE%tG3E29)Amt_3fqVx_33(d%>?$Tlq1vb8S
zzN<cbc`+%@7Zx&KBJs?j=j4rbSXJF$l^Acu%^aK}$ZWH@`!i~YltA4tKW;i;8*IbS
z3zD#=YD6x_F^Kpgh_WTBWsm3nyzEs*YH|t|g)Gx}hOwEjXJx~+{WhXIM#pZa-hq3*
zNtj7$$`;&GwEdaR7msVBCMeCn8KrpJ9i`|s8LMcu2!S;sAUi)OFjj%Qr#lqtnMh3D
zxNW81sTTe&+01jRLMe9PLsF>MQWNAg^=IX4J9UJ;&Au7$Ncdgij%mQ<dWcQn5q_b3
z#UgCoIH@ta6wJ?<xz2f8t~-)m)!0QJ-WKo`$(@i;;_!#%Z)W*qd`N9GkX3`QmwbZV
zXj}E{8S9f6nHy4cABNFIM@3L8rq%=&xB)px)mAE-N!qD}w@8J@gl)9q4=aE+e&!3q
zOk1N#lYU`x#0I>a`Ay3v5bj3ma+9#TmsDS6yUf|AMJF<od!1Jq*EDoFwd3ux*U8*O
zi07d%-5UH{&}dZqqq^9ZYNnc<9&LUiWwb)Y2*k~8`y@9d6p-B7NxCi_$&}C3#?gsU
zfhAD`4eEfMa~{HSfpb077uJcnHmz!ywli~o$2~RI7A|22pSYOjt`v3<#ypCb&vwt5
zq-MC4*=o7HiS)cltVhd3Ig8S=IZgA}l}a=?=a31#m#f%pSlN>C)^{rj%-QPvB-!IA
z4!dhY-5ku=zBF9sh1G(uywj509CmXkw9P~q%GJp7BJz0LVt0)HQXDKB%}w*W9l^S;
zeqcWl_7CK$jqNJe|2<zFHRL()zbQ4<GMQT@!2ZCrDEDs<74T|$kUXDz1x|f%bln;A
zt3TI33zqdr`;A9dws^68psHa%3`Q){QEiwER$&ZV%N(_=ZP=R}lJJgdFOM`J>t4^5
zs$0byVTCDM%o`Q?%m<Bq865>4$;#uoZGvTqofB?;ULT$2XU_Hrg8qu5SP)5%^P79|
zjL4w~w=Rhz=ry&#Em?uQ9Tr6$1smkBaC;6KY>B#nFlwn!qD{S*_|>%0-ZJeM<j2Hn
z->os0^;)aLPW>p%^vMhUDDwFTRKu4K!P^j!%;*Wt_%>sMVWeOFPZbG2^cTjRk_PNF
z&@0R@%Sc00R~`d}fSs40AK)3U;N#vI#)*Z66+dyPFiW~p*wd5a*_)8f@4lBHP29f=
z2%9TaCYelUg}6JK0=zxnfvJbc%`cyE_p@L%bw#0X5RBZ$;Sx$G^IWK5N}0YzOXma*
zCqJ+;iY(%0xUz;vDwX$kxC>{SyAK5~MXxFwUL4aBM0diOjB0p%D#!QM0j+d%?BiT2
zWK1HVmDlb=#ZL-x`9xiFz0ELp!fRhduGSa_QhpX?ICp9Xu-MCo!8*PqsPBB#)U;~*
z6IZH|&V_7v&I2R^5sQc0RK6D_kVph8Nl_bj*YummlTCLIOCpsba#DGYbw?=t(``39
zxuTOi`e!<OZmR@G&h|4j_6s=-j0<X%gP4)iR{U#DnN|UU^p{ZH-o+*Hf3yCjdfAuI
zuVz+Ft7sP^kV$JnqqF*ygK#M+h;&$dnPzbNds-oZDWc}5G^8`1_fI3&<|uyD(h9Dw
zLz)H?Q0(RGPR1YgI+a{y8hM$MN(4Oe@%b$_K`trKU%#mnaO_<ijN0f_&!0K8X$Fv8
zwLA=sl49+rZ#E#uE}`N572<q9wgOZB`(#iiLLAyu`fTn6G%Y%)*BCs?^+Re1pPDKW
zBF#?%yNIngc7CTFncYx&$*fm@KNT%Ryo4mrQmbSzC0(20<4kCda}XID2Nn(XESyQ3
z5v{`oTT&c+2vL3sgWPHpu)!w0-02fY%Vp;spL9%?n>94k#m5hNxY{qOOPxhN2<!Bq
zMw_-`G$Wni*D>3!J3`^Cj1mudbe&u3Pk_4`TmJ1JUMl66UuD)3q!ON_dFhbY1kgjK
zTeY7ZDxGY2UMo~7l`P)kDr+rXr9_YR)G?t2;KiWB5sLmidXu`(%l|4and&8CPCm$K
zB`C!|5a1onHR=$m9$Ip~>(0-XF8*ydg30`pqpe2W#D7#1=P<1n(A`_i^dB>f53G|Y
z8KjX{cH@cBak6s)3ll4(WU8Xuj(i;Ey>TD*a+lU-Mru;pj2P2@fQ<a)qTI8QN1N#q
zx=KlHhlh!TR9AC3tiS9)@<i#X>3sv;1%1!aeF9#MTE3}j1SR+1VZ$vA&3b(PCU@)I
ziS94(<S^RiLJ?j~ICp%awR3qpdq@&L|4`ow#O?DZoXaz9iIgopkU@AAj4Bav6sVVH
z7z#@Ve3?@g4xRiH7JZGC-32+LJ%O<!s3V=n#os#=gM^|6jec<~bkAD!ek@tmc=tD1
z)Heda^l%>1(fD|&rrx3b=YXTejX3aNFn?J3Ux;b4?PtdG_FLl<yR=H6iLLobKGKt;
zviUohHZy0n@$jo4`{5S~cljm0ni058J9tgRKU%yM)!%H1(p7G7B&u%G1tcCv*r~l9
z(l2TrR%R%g#2h|3r0vBng+A~<SOq)Uxa@i7h>TO?8N?<}FpdkWX~q!~Z@SJdsE0;-
zP4Kl*Xt8H*v~yi>i7`<V$XzxA65uDmhY1Y9wuijZFwE0sFo>eW{L)Y{TQhFbYhJU3
zAbS*dO_jXici6tu_v6j+tXyjuehx#*k@cqbI#<%+IXZg1Dz(*11i^olqbk~uA^gi7
zCsh5HUh=|3r_5O$qjx@YCo|>E545h%E&KAMLf=zTnES_bO?Kr`>wAL5IpGDab~o8<
z1CuEDyk#BRRvVOwnJUClNUk_#nMv^G&#PX<W8eeSzB>1Mw^KV;=OTtVTQk;9RZ7PB
zAD!~7**JIW_P6hPFHEty+@$0eW?vgO$rGa!GBqc*{)i>kcRTa9iEgS1;^X}GovKs9
z=h!r9Z)-s3ZH=EWfl$<Z`1ap-9$j-=oWqmdv1*v^(W4*j#Y|f@ot=7=?;=C>9$u&|
z&uI2|Ob-!*&s!zZIPP#cC{89H+}j6ZqogikY0Fy*sX_<_PeWqn>OY;yZp$XQjJTm+
z|BY1+<>m@Q+q++VOo7?~dX7BB4W7PNB6u~v@!|4!op>bT{4aTaRn&KWWjOA<o>+3p
z6P&OIs}5A?d~BICvZ+uAc!?8p?92N(XCl=`Bf>FCC^0QxV>KTXxkM7YHx@<H<?qh@
zK`+OyfZ}$&81ReNN88|2*V>?WY#PljZIL3nFgDt4&MUg6O4^;@R@z3tqgl^p8duSV
zdc@qc=Q8o%hqiCp2TiZMALV;p+UeZT)GUd&Blx&<EH~^}R95qBl2jYL)?}~hTfOdP
zV|65WEe)+CSf=J=hw6^Q%NhV_`qrhL-=`wJ(;)f0rAEkfK(qZsJYH)f^?V4A$Z2z7
z?+9-4yVPgXvvT!s=|(J2X-}uL*#-^|Qvu&!bL)wG%y_asnO7+-kTa8=xHAvJr-{L%
z)c>VUiT6zG_KZY4b@INWlwJ@xl_Pt^Ufh}KL32BnO?7J@Rtw$Kxo4T!b7ywT*leuK
zWw-lf8{Mm3F4k6=&DxQ|pHw_!oRg><O6)i#93H};JatSPWAnzI*6ueV!~N>ILjf>q
zG?XYozCE7>Fhp(Zo#%=Du7Zf^3Gj57Mr-rAj0T%^YM&bS|5=3;7fDowp58tn&`B09
z9U29GS??d_l80(jSF~{!3=QpU?drx8h*S1?3c;p;*gii=Wig;UFGa;6>@jK9I#a^(
zl3F#Fh`vkOJ<C#R<CwU|U0+6c|JBa^8Kwhu+Aa^JATpAz2E_!fceMGLV;>3$8ugoK
zKJkAFZ*8nDw)r;EZ2ugEeEmlozc1#+8S2{l@6$q8e5*l6yo94Zl=9r7!D13<xEx<k
zJo!nvI@1=)0DgqMvT=dKK8|`8323ce-{txZgN*lP*7l-lLFG_<!`hV1y@Bk^xA7YW
z?JAkZfvgl8fQZ*?a|Ek-?!jhp;>dj22V%3?Fxn^K4do4d7q9&37m0(c$Iy_xtA++H
zw4O)qFn{s7w%DTXMgq9$8OEt+yrsMyUe$%J0^~{DxP?NgKm~qT)OW%+rCqE1U$lf8
zx~N9Qqu0a-939+BseJgbS~^D2s>WYjI`-$^B=!LZ3$mtWCwSrX2n@AGrnrQ$LH3lZ
zsU!pWVS~iMosJtp-2D6VHVY<}zk-OT?Zi;<yj7x%Lciz{;F14x0Ci{(ZPG~3;KsVa
zIt?$)c<s&?<P49@GWnj6To1jGjL&Ufh1Ls~=&S`VQrUc4<9~@gWo_!_ei`v#`NZf=
z<RwtXV&y6|fqlaFx9`=7!X?o0XHuiVgby)BngUAa3y63<oDG>S@jD&BV%WF~ugd?v
zIyxHel4g70gh4l?Nsw{4*^?X`9MtY={qySf#?0>QLq6R7jL^}7AYmLvS_OI}Jb*_^
z%(?385_X%OfxUGfDs6mapOMw<eWs5yI=|fwhjo-zr9H25N{HCmV+ichk5OLE8K{#s
zMm;$WY#8^d`uHHfjk0ES3SUY9K${~XO3t^^PVVut4q(xv9E;X0o9Hrgr8``dU_yF_
z*E>jHQi@SGA++dvc;YG%bNKyPF3k7%IL|!U7|(XRdh;#()~insFshVf-(C8G(v_te
zs5EWt;+SA)tIB!s0^PMU!IWH5ghL@i+4rX6mcY6-Lu7!ZwO@U~rf}nK5!jWA^TSBa
z|967$>H^*bJRKT2HmMSwSc7iJlB9;m+!-WqAz}cr2k$>hz~2HosZg9LQ&>zsBT?LQ
zg^Zo!(Avlf1vVN^?No!`WB^nY3x<hWk+R(%k0qw*d%KY<^5b)=3}S&2(X|y;84Fj^
zVE=c%?l#1)O5eJUP1^n6^QB_@r`a+Mh0rg!%gYc~epvb7oJ{a65GbGBkxnbc_6V*m
zVX;rp&#F?21<DMXzN?))cuZ%!tL{DA!b9@#?h>KMTZ}*Q@j}ZM1Dg^91X_I+VPQbL
zyyQBT=RSTzGeouKY2>0*QWh4h%PBt!^|$@!wrq&HvNQrk629C8t`6BH#u4<;RS)xf
z9;P3hhax)389HK7WiDOk|MfD*aE#U-wK>T&Q0agB4BT}Qwbp-h1T=NAQOZc3FkqSJ
zc_L8&?s6_3Y7bJ`ynw#`hk@SKl8m8kW9f(}N2vU~OCv}V@)fAxu}O6)2TO-i6jb*1
z?KWf2Xs>EKx)<{hj9GgsxK0A2L~-QCQAtsE1exje%2G_~CN*(JQD*2XtXO2I%)Uj^
z-Fx}`(u*R`#unEzWmH0e-8ZXAS67dH{D#H{FS+_-X1SkTO*8Z-=OL_v%K#zH1m9|T
z6`;_VR^ZY!k@RN~G98x3O7m}NmD99sQk!?RMT4Humnf~>S2^?~yh>w)%>0P1Qd$P7
z-N5gYcYlMzcKK}uFtzOSJ_fMD3&>G<+^H&1h}rDo-Ca^e39;-L#4(BCf4_3gYHErn
zY0Z*v?0&B&*s5eUX|Qc}M&I|=K*F@_OCs0A*-l7f#e=bsV<h_5x#a30K@$Wc&Hq-D
z%KlU28&S4{bZvjZ3;fagme}too3M!Knsg0~fJZSj^k8xyb%T+Uy+&xgELDyElf4Z)
z%}W*L5fk)ZdXyQunu|+@;S%GfaFffw>+4GJ(UiUkFr+rgWO69&MYbLuDv;X21mI?-
zG%IM9lnz!AcWFr9i}?R!oA7-|l8X%>&rl?4<KZdD6p8*GNf%B;h<ZWO$6Jm5`opQq
z)-_IQSZ)*d4+UEjPWVlB;?fYBIU9(dZx<<}nCYXa!X$8{&1S&finj}~!{b+J|G*18
zVqIaBWF;5*S>^Y5gRamH1T8d{n5CilYi+&g7cbgHD9O>x)?`n8*B#Vv`UG(=mE5ZC
zSMZc`yRaGD7#c9h1g@+HfVHxZcl$CYgq?#k#OveG{)hZ48eG2EM&xl#znJ*uiM+Nf
z#G#=|ps$%g;Y`YQBU^CQFK9(0v`Asg3zV>(yE90d#I+C7*hv4+O>ULD%yQw)%N)jX
zBv|H%&6}J8Oxx^1%WKL3Y*!?V#it^&pzY3w;%KJn_&T<G47r=^3TWFb?F?rZ9iQ@w
z0f1P!BgMhLtKW*#w~FE0UAUY$HH9y_Yy;-eAxVvxA(?LM*RB7$aL3<_i+Ve=s`m|I
zNiSk37xjB0&Kk$!o8iUprE3fC(<n;ZK!>p8+nMlYN?#AS=Xci2k?t}AV}#d|nJJxn
zG{MS7ISFLIYg`zxM7xy}0;}OJfdkUx$X2~Q>$QP)E78A_ZvTL&<DJ{#T-0Y7l%_v!
zu)ZF~kvGH^srCa&nK*?z1Fi?T@=|elCS)$Ddy%{RKb_5<sSr22aKD2?2I;c#P2(a2
zG-A?*o{xFoz8Pn6Ee7}*!|=eo7GB7~-*G$kyHK?~%v%^_UOhjX3;eMn=;&gH`YlXs
zDzxBs+sMP_sUJm1Kpc!nHX$5*JZdzG%Zc~0&S&zdsHez?pWIUVgj2H~eo~v3cQwzs
zn5`_ebMF|<#I;_0VxKCarxLySL~uE8G|V&>p~vT!QZJu>XHj4!Y@K%R>O^C=RZk;s
zQ0w2)HGlN*nn5AJVEAg1l>|$aB{4c@eG@WYA-r{%v#fw{+qcO7{p5gLN~^(_zRZ{l
zyZdD1aeJ(F41XRDfgJI?^$WKRP1QhVhFLoL$+Riy&s435@_;KY;cs?~<wKUjT2zHW
zf+b-d#<$hvRI3%0m5`NpmFb>O>0jI!*={t+8bjY%B9ZLUF%M!Npfu8xG$YIVi6@Vi
zzVl*vd|%~wR780kq|kDzqwFM9es13ri$TwXue_18z6weQ<xqDKpN7DVg`DhBNot|M
z^^8`SHsp6>4lJL7DxqK#VS$cSBpXyl#M+s95!`B#H*#$_^9NQwsrs>607a9L%|&#?
zTUXIC34gw9;td2Vpu41??<My5Png;ePviM1a`Q%SEqAz{$#Mz7g#OtYj2av^HlM}u
zS!6O|?X+JZKg+*+d|yn0tJ6u;n10(H-Ds5u2G=5B{Lsjo-`kI7lTyw_+94(=@#-}3
z5~W2iGImLgtm~;K5?DPqm|`|tw!i*m_G44$XBb&c%cV%!;%R*8T)}AF4f#}jL=dFu
z3j)Kx(}h4m*6+=@*?N=;f>qO%rY<*<K}<>=8o{LXUq~bx{umjP&J9^j$}$fvk`_ea
zGfb5aPMCM_Fb-ls)Euz!y(HHnFfHS|u!h=Bq;eVf3~fWynx^Jq?90a++Sd1%9spYU
z7Zvtq&<uUU$4c*AWjVK|83Crk%ejqRb&=1#3F1r827wZzHda|_TCvOMuRX!3h8X6<
z&!nd=#2p^8b5p+}HOdd;tsii4hR(Ly)Z1Yb;p$le1b4lyqH&ftnMNj~LOhzAxvv&0
z>Q2mQOPU|;9t9c4m4V{(25TpK)Z*NJc$#{QX0^6}E&I*fpRi8Y#zxGK{*7_dSOwnx
z>^kjHs>Sn0Ylp_BD;2Ey)rZhQ_|3?j^A&YPaqmHM(QFdl6sKxmJ3Qp(rqm-fP7kB?
z@NtHh&)cG&qZPGRQ>y{xX!_bosu3Auk{+DvQENqQCvJEpk{K6A_h2~TMD_3$alQi<
z59?0|*efw<nK9J~^U3hrVGupIpw{I^q180gWI2pO;!O5y|I&~CRp>Y1v6yx@M>|O)
zB7-~f#wwWF1P7-y#Ym^9{Ow6ij%9TQDqroZRkN4POl|-6;RDZX_6F0(MoWgzaZ63=
zpT)JYuli!QeC~#KlgE3kcDrycF?UkN1SD0f8Q<E)qKZa-v0lf$gLneLmhvui-VN`i
zziL=lz#4jD#ml>W89qLr-h9iGXGVyR1kWF;x*dA42G}TuT+P@ijRZ~In-Y^HJW*~Q
z9GJ2MNWNDx+*NP%I8G_Z`(7~hhknjU56;3wQ<ukFHmSBg-Ad&{VZEli<<mW|4mhmT
zqrKhiMAdIaxTeLmQh1@#<i8I!Tz(%04C1<1y?sY;D#qT2uDj%N8^VJ0malVAAOs)C
zYdFmB3|#!#8&9uxhSYrgI7li>8%i%b$AUfDs&Tf~v%Zy&!tMI1z5VGX{1tm-^jocq
z$l#OFyiwmcm_U=5yvH{?qjp;bhT^XlOz_XRklp86yFB~ou(6d~-B>`Q&7b!p6An19
z^D}e&!V%ozlL&73jGI$&0IneKAjJ7y1<R`&oIaI_iy*&L(kFrEu@W5dlhMeD7@L$u
zgUP*&pWVh}tDcwO00Kr0RzXx}az-ict4UqHFcl7qtKmglKH)p-e(r;G&#@f)28jIh
z2NQoRXta*5INCPI60qvR7DklGSKq-4-oX4^dNh5N^+J<W?~*I>ER4&YYfo>bY(B}l
z(N{ujO-@+(U{!*K%;M41O4j_8F|O<J8e_J-U|xg_LlN?8AS$;2wrMG{(h*o<6;FO@
z+}@1lGdTZkI`p;{yRftN=QB6r;YfN)uEvmQw8?nw596cfZ-^*|OufaUK%FvbcIHck
zBe_AU0}VWzK%*L$1w)JiBrdX5qVu~-mRBWOedHTMTQN7NJ3or+q7*Pk$YPnQEJBgS
z!Zy%IaW&ER(_}rrkR%b=f<3_V-<zp+icOuYBXs6{T0hkT$7<1C$jOy`ovammrfHoK
zHWzI-ygXvdBr&^5SAq-KHixnt`(zR#m-%Lh0HkcN_Ubf?awPd(5&UGA6_>Ic<4}{O
z`tw39rtvT04C;`6jh%4v@7~%WowH-+IfJ9KV<fVE=J`>*?AB?u$#t%%_GLlBY-k4z
z0|Q&3U@DOR)mJ9VL!-Khw8(fp@r#Dv3$GVUA08iuR4>q-c?RM1zB4ubwHX>b_bv?X
zf{0+z2rRAH<`jPPU*3j8Ga2#pt}<4Hg~Gkjq|9(aL=zu5AE(nCN9!jdc#Q#{eIe-J
zO^ITyZ)d-T{D6NU@H4#FjV%Rt!u~j_$b?scs>QB{t*XOl7DD_J-<>0KDah`k>#$H>
z^5lwIoSr*~m@<vDQz-@xy7Pp}X+Zqzw8yLN*CHikg}nXx0X~~{^?>4k?XJe={3Mh_
zGtDXa&7z^b&f0h#_%;J(<Ux&NRJ!zLW|p?!0ncJGP_eM?XnWcTgumwL>NyhLi5bUo
z7t~Bats4P#^b6x$xl<!R7Iy*jl%?w8i~si$2KWEDgxQM@3j&K-aV722u!12TpG<};
z$`Kdt#INFXf&T`zLAkIp!LgPWDb3SuTH_ZF*;?Z}=j0;krI0J|hw1Iq5P%KOeb(5W
zdOQGmLK9sEoP%uiP2acyJJR_GYRg-S7TU#ku4)oLIg=W*l{hcLt{;KdpVK2}v?VsS
zrV6*NIAoL3k=AR?>CaP&h|2dPCUBcDH!SBTimj8&bD^B3_5ggRLL;Q-MZqdEFevL8
ziF>xS*$BzA`;_w_+P7b3{qH!T=1hyYP^ZNdY7x)l>kr7zs5%Er$_-@E<;%XBlu3ha
z&-P@v3b;GWeH|k~^DCth;NzA@G{vmnQPLdl)3X_Xupfi|(X7rnI3SdF;8q^?mdY8@
zt?JX|m<T`^U>gR36M6HF#wKm}^!#%g4ZhAr?AP?QEg7KEmgQ<e{RICwWRM5^mNf&G
zB1V{-fet7Geat{EYy=EXr%x+$oT(sn-8{8(#~mA?o=*x0>n$16E$ZBN(+N(*bD}^I
zd)n~|4ejn@uG@(-)&_$%TLMIQ@p&!o4FASK8Zb|tWMBEzdNv4Y1?_^ie;}cn6pc4u
zFPun_rR(aF+?aS7FB4*OD7^VhS_+RCL42N@d+z(dR9+M`9=_|%IRWe=rBJqJ71R1C
zX;Wf9+7^=-GM+^EA&*DU9DqbE!@qUV0a<X<Y8LP*v0e|OMEKa37e)*%xM^a5f`^v_
zD?Pt{eu91&I;eT2?a7i^9Tc|K{%@6YWtGpPhjRm2b8R>J((utsG8>=QOb!#bLAwOI
zAz+Jgf>W#H91lV){{A0hi!htF%pIB5DQgYPxfXHfGj^b$gf@@BxRM{osNsWGj98Rj
zntc5Mt!C+Ef2%>YWHi#JncigMc$rK-7^D=*$*~hB=II|z#E%_?%{UN>MDU-PA7G^P
zxwL09=IUSP{!V{ToAYt3;ujK})6-MSjh5=E=8%w((NVC(;?@{ya-Q`hAJAa1>tgtm
zgmOj@Ep9&2iz>Xf>_==c*9Q-1${F}%gp<b$#fe=SUA5r`XBC4?QToenAe*}z1-t7J
zH7koS;jezE#Uo{5mDpGNy)0{zaFdPUJX^$8h~xGeUz$n{lYZt5nhI44vOy@A5_gso
zlbLFjE$74pv}~Vxa~Erd4@MYvUj^~1UQB-KR`FcTmdwVSTQ|`R&9IQ?6q-59Ien^O
z<@x|1Mgu@1N5@(fW>ED_-3E1QidOvk+!Gd)*T~AB-yHJq)%(vj6rr)ozN#v=<lion
zW4W@vb{-3;4CYe{TQxK*Cv_~f--e*^+(w`>OjUj}D2XGWA!Iylk1>hYCgK+&f<06a
z>SxG(Ze;a&&COB@7HNX`x8Pe+jM^&M$6dXAG*x5Ns*!Dn$lp*8U<?39y*@Fqyi;3Q
z9L><j$#ga-4Yn)f)yQCRfhlGPXT?$xG++2zapu@6Pk<?#RA})MC(Y6+Dl@uqR4s}R
z(mSa^X)`YxlU`vzZ!^BIgDGsMR?e-9XuD>ZG6KD7!BRo?kLc{VuO(cwsDdndB;@FZ
zT9qPQ;Bv61^)`dVv=r2_>*|+8ym)dCD$Dx@h0lm_!LbOya}MfCXCT*&29mO!)R(1?
z=85x1;0jB<0A}hu!xQ??*xi3vWtD3gX+gG%n|H+V-%*TJy*d3jzdvEZFp)O>LK&*A
zQjK?IJR2g%t_RDq0A-8OfofQZaG-PhF|ET(=fYP)j6O(yfpjm;Af3wA^WYC8i9p2i
zBGMeKR4rM_j}Zx0B<=yS+CVZcCh*l!idXhS#o%WOUgY9_R!077;{CCCKNhah`6Rxx
zAJX?^F1B+GA?XCqmV*ytOG|LT1dl|1+7Z2i^XKuqvyRcutGx&=<`>(aP>m72C*p2N
zf}+dif;vPTW{XJr9BI$L>RoZ1N_y7FH;lqZ@lufZe9Ftjeg?&^74=T9%`75&{la5&
z#n+uLuM-{U#%pU54V%GCp|PLsU+ISfNHC?-Ioh{hl78<f8@c5Z=Z6hh-7~Wa`&Q#N
zYvrI{IQ;bA0f8&K$dY5VxJ)`mAAG+^eUBx}vauAiHo1vzJHKyi@q^>!CZqtrxJZ~U
z0+>=MivoYo$D_SggqRJD(@f{HKmLy-trKME`3LK0F{Q9WG>%l7dNRJlB-u!vCk;^o
zM+;4lW3;aS;i^N%6tun+%XH?dT~#H~u0OJA(KZUjEZ^>0Z;VqJ)qiI$a&jH?a)4Qc
ztQ^=9Ea<3?iEo)O$Lu#}C50n?)caL6UYNrSt8Cp5))OHWuNLjai{dP^7!?{MrllA5
za^4!x=R#<OoO_U*|Mwoo-X7HZ3cWy*yrLEl)<+8_6UD}BlS}m(E0Va)<wqD0nI{=n
zecdp^{L@sl_GBY#D}u{F-cbgyGAqtdylsu|*TtZY62$%YCZ-XB9)g^M9P6P?1F%Mq
zGv8kLyGMc|c5)t4hGG!J(}&ZnrRLxXlqf^$AcbpO44I5uVe3GBzd;NSde5h=HVk~9
z-+tZnP&~Vj%OLG*<Gdrgy$h|#gM2=BC*21uaUH_A+J-qwx8mlayu9fhU8mT)n;6XV
zJHXwCc&F38x@%|>V{CGt+_}%bKcuN7X$9v}PfNa#P)Dz9f^JAnd-PA9cC8)YfRb}5
zm^MTLXifn4hET`@*+1R!An*fZpyX)^<{O&_IT#M6SN)%`i&R{kMIR#_=HCu4QxXt?
zUyLWlnbpGB5V*gvyA%HV<oT4~gzH*k(e!8+6dls`4q#?<vhhG=11WeVJQLhy9vboR
zsvqYWSK0zCo@*dbK^_#z_3}Lm{x{V|`}wR*LFuE0%gCO&4Q{k90b@)WSHjVo&s3fF
zq{p!8lvfID;^+rj1s1OqaN~cbQ1dpjymjuHYUw*eC(A|Zb)p`pjo%izV13COA2NfM
zUKoX7uT4|)wN#P54Jmo>&JwYUGmK17Xuuy-G<nSBdb6uh%z)Yp6bgq%ejd_jp3nA6
zMt5HZ?QU!LBrXQ5;cJo)_B{4`(0610V>V^a{Aqyn*hgSg(oD7%-ra4BdSsTmyKn(7
zArk_sN@12-O9;9492gbhPOfkT0hMSYfAG1uVC<*a<pa4*7e_U8T13l!j6z;b$<j)#
zY$}u>mq>aTyCwe?M{eH^KKO=7=Q>H1=T>8U#18SNjr&V9qJzouD~Wk>zIL%Vj27#o
zD||h3kVJScf5^_%#`hC9t|;3u73IlDmS*uDxu~=ntUR&8|Ezqv1&TnOzi@qc+1^+$
zca)ax`52fun}W21iHtrJ9P~~2wP$YUf8b|nl+`Vy@jINiu6uQ98a4ou?&LFioqaZM
zN^+^gn9hKXZiP&db*0&0F(aX0_fQe2-WxExm-lS<ZRvo;uW)SM02>NF94)w(AsAy{
zb6#vSEmB?bzCB9=0SjrI=Nx9CLo*;PR=ST|r}3nZ99`vyj1OFO5K!L^?`6~QkDMuB
zFZzqT!9dvaA&rXlE-ecPJ+Pa!X`j#<j%#<#0VSEPSvy{L(x&A6gtq_VBLTdK{G;Wq
zXDHL;geN2cKhxmnPDP*s&BPSq9)>e*eKP+jN8OrqsZ`7w_qU5-j&Yux&<}m&SMS)b
zS|+Jiw$Svd6$2J2cqf~4(5b1;r*15a(d<*q%ttQeIP$(0PI5V}@2{b{563ddkh#f5
z#a<a-T;oCeMfClEF<%KA59XPrM{KOYDqPq_q{6lLO2*l;vDKNVo-kEzBz7R*D5$dM
zgEF#dD~`KcBL#1PCeTjH7}LjJT=NE5c(5>BuQ!ePHjUJ=iH6N{f`0nKxG4@8Zb+#|
zYZ#ch2^DL3O=TYV4*lX(n@t>S+oP33fEqDR_x;Gv8A=ihp0eq7puZSm*WPj?%eXxx
zSF2`mXX(%)UP}$7d=<_S%rU<8H8>Iqew+7t^C3@r?p04bd;<b2L{C;|`x@RP{F0Y`
z*BKf>pC2Q;4h7&5?b?qHr~UG^_qB6ccX!e!>fzT2ukd1YMt>``?FQ}wX~IJ`&rgnD
zAoHtqVxTtc3d__&f@Qb~({o|{08|y5Y9VGsWiIJ0AAGmtDU-v6ZH5*;-0T7E$`rzr
zSHbSBMaGlIX{xHFqHVR9B)zCn<v{?OiEHz+pxh~+_u7ot7Y(k`zuXfmpJEKypQ$l;
z{8yx4y_;<Hb*GmXxEWAm2Pk0;x0}2F1DD8{ONttQ_(W?!fR%pJCR)>q^|50O_mXL7
zuI6#XvgZ=r!tVm#>Nker5=m#M@pQGZi{S5*xZTex;afp1FRp>0`lv~s0+wisxbzrB
zC$*lS!_|8kN^?C1iBbdmMicccl&$C|+eg9Aa>NuXqLQ2`lbQ!iURFHgSQM)ekH)I-
z5O_v&0|tqDwF%QCPu6)1=MCpqp_~|wWWOPmo;1i;n9bt11@l91c}E`>>1UkD@wnT;
zP2|nPR!qE{8+XZasi-)%sUta}s^h9u=i*#`=>4fCHOibB^FSqixSP5rI6B7RErzBh
zI6X05*M#fs&uA{$-*vJN_+Vc<<4?ay8#SUZMZUiP-E&&5)uK`!oB8acHA?dwiTfS%
z2%{Xz{*SF)%{xk%2~V|ahe<gmu~P9<*i?8H!F2-rVW-KYSc{*@4~jT!$_;wXLL2Lb
zX)~DV7q>uM`pyf(pD<yKif(Jlq5Bm3sMod?LDYqU^(DQ?QOuY|!`toQ56Ond`*SB4
zgW#pCu}77w)JXpfGK!9M0`x;gfd7!hWA%82%^t4*I2Uk<_5vC0U5u|xrXNk9qPGv9
z!`dLMqFqrh$Ikk{7r^Ma+@~6U?$Eq?iM;Gb=pN}vq4=2c2ysB)<dl4X02F8**FI$W
ze1C)BQ?PfL$bA+$QPryg#bekc(C}Qe9m+=yF^X0{)7us6D1rt^A?o2if1A;Y_d0aB
z*P}AOXUD*&#HQrSla}Cq)A^MsTng?{kgn&~=?ASH!>d%WtR89Rq-XYBx?93|vxA6p
zL01TjQqVmsbBu;PAYEz$xA*&B$eq6MZo>g%mpk^O*qOgPug|HSa@T|{^1#w?BHU=h
zE)RfBY4OWi66;0ny6k90D@uuuy*`2Shr&}Y^k6Pq0Mf+6esnDMxis7G)K+rfo)y+N
z!6DoQW=Lo0hA^PRxX5yRGl~OJ`@g!-taa=^JPpaLY%W|)fB>5$MD>loriSZZpSF;_
zr`Gc`Nsf@=_nCU_S>!60(tA0VIHW;&VAjz4gn4Y<;@(oTX>1<L6q>oK`Ttq&=YwM%
zfzR20C=Fg$39!kU<t%<C4gI-$5kd0Atk3Fl2M#VxiMw~sqx760^?}VgGdueup_q^8
z#VmY*yH{4K)tL>&XgkL(o|ZG#rkEz%u;UJxI<Gov2+1Wn%Ha0BzA7c4J5J`a`c*yJ
z720sA_#@NRcOfFI^M#BI!^Hf({&B+w7-&I6xBdWH+v<z{KPS6F^xi=2^gnoB&<$Kh
zTKJI_KV)Ft0RgR@={8~+#fp~5!UhaO!LBPYGt#wk<{#7EeE4^{_032#u4LXaoZ3KZ
z>_{u52cVUA<A=w!w+!3{b86jte&u_!i9E2fIlMj}>V*8z53yhdWp!BnLpbPc;*$^=
zY4A=mUxgU=y6X-Z<9?;tTFYjm1*uwRO=)qZ`d3(*fiK?O@r(uA4O&A(11cWg7$lM}
znAOXb`+V8D&0;!=dVjhA<Nb6M(%M=aR9037o05`ZxezM&m6?kx)${W4as&8eK@=rd
zj9w@eGtl$rHU0SL$PjEkm=4yh<g#54cHD1c&)!5z{8#7q`Qg?Z)P2q4bRcuF-i(lu
zkr5tlh%@ks?dj<Wi)2Q9&O1^<Ht67W=$9EPUg|JyLW5pu!#(%W%A;{dvwpn}E7Z>A
zB*1sEKKSeT;n1pxN>S{hq}C&8cX?Gde6230_0~*?T$hBC__F1$6k#QoAP!W$4b=24
zM64%xUVs2Q6Y?jO0xJ;8F-l2|AE1G<>x;C&U(>lvKe{<{R=7wv35B6V=@oybeQX@`
zaz%iD`O(cwJZJrE8&<VadTW(dBfv>aW&pHEf^A=*CObg*aA7@9kp=3EUken!Ox?h0
z_ZtwQMp`KCG!umrL*DAb{H#?9HO;@&+3S_;@7#|cGkFePbsx!(w!qVw@s3!z$v=pJ
z>xxqjVW%2!hVyePf4p?;nnr`waHcK<5PvM&2OpFU7cR`aJ%mMx>+k)!bn+gcba{T~
z-x}`)uF9Wu`LTlzHvL({w+9UT+IY>$I|vV2k*DwdBA%X&PdC(OucSXN_F|5yfmSH6
zV>7YRtx3N;=|6q0ab_70rMJc{OfA9AE6AD15<5Z8?*<aB!p}*&Z+)y?>t+MRziSIS
zH}JN=?yw6G5h48j)W<%d6li`x`XH+>wI3hsx6*SF$E+`BWj7~ot}yn8xz`{<zR$sH
zpN9d`k7GHl967O8bzz|9$FqK+Cu43x{*$E({}fo@`k>VZO!8AbxkvDGE}jq{$^VD!
z`^TG`T0yLp{%wtN;F*hJ?sD|$Ek*fA*4^z!Q-}gU!JOZ@pWBt<r};_K@jiaN>d<pe
z<HB#jcM*v)Jt#a;sZ8xDfqpGiOkhHFyN-N}kt<C=>=#8<M5(y<$H({xPM{TH`~Aje
zfJT31?wAA*;75e$2^TTs?U}Nxdmux(=l(H1LQ0tmP8rkZu12VHk8(lh`SwmyV{Fje
zze7yF!<7dy<8rfxfKRUDtXvV}soJ-3QcuE&?*eB9+etDm2WzFlBk|fd?0$#dNa6+e
zEcS;4=cGXvp9P<=`e3><2;p;w@XpW9j!8^xm7y{DvzK*y#Fv*2QZy7GOp|;hl3439
zK5Ft&>bCC(VMRuh3^Pfc>+`KyC+2V>je>~@8Ab3OmCx-0HbWsaF%g}TntFe;-Pys>
zQB+J!tnr%P18Df4B?#!GFfN@`>{dWPfbj6}P)1%JaI-&hb2CCh0P#_xoI5SR=Xw@w
zk>d#smd5k@c&5fUkUnVldZ-wBm(9xoEAVXndD7c#bA-6Mx&i`$hJjy5IN}6uVKIPD
z_Y2DGqA}<Z!3mCFoiCIw8~6~h|9VRQ(+9I<A4$lqzoU!GV1wBNa4(9PE#obgh(8qk
z?h!9m>z|lFu-#}GO8hPloR??rpQ$}fUR(A7i-{?G*{#s1bU2wM`=O!1n(-mCERaYG
z48hT7(SJRwtQDid1dr9zr)BVG2=ZF+W)K4ejx!_LYk6>FgnjKj{NjLJLLXfPv<(Z&
z<oJ!A^ltz9c&Xjx!HSV3)9_{fKgQnwI*akong1AmhrN(vRjt17FXjd$XlVVW+nodu
zFvzCF?m?#KnQUh8cXdZ6bA?&CWTI{dj=lHiE45?ShS&V?kl(0g;{^W4_4+TS<WDTZ
zXKerfHN5|KB1oXZ|1~TB_t3?XV9vVg|Bt}HDWCtA_to!zOa1>Bf76%$Ho^b*^?wSI
z@e5ci;eXy`|7UDD1b^uN|I<MQGJXNa1`HK}hc$gmzT7eN0tN?B>`?A;Uv2c0!WeK^
z68J*{47P&5-0OTq;>Zy0o}Bc(y&Hs{<QK;Gew1l6`Vn~iki5OjCiKM23+b~UK+Pij
zS}rql{<LzV<r5V+b2B!F77r|g8D{;9s3x!+pgn3&#KXr0WP<qpRp_-yAEk`rEhY|<
zIt*F{>P;gM)}I>`qJS~(nJT*d#nJ`&bKwqCttVJIQ|0=L{sc7-JRzyu;Y!LVL*X-F
zVKyPDljB}1G9<Et(~)W@^vCgJv~bV}Cj+g)s0Be&d^>tMjPD;fB+H#&c(Tu3FUj~{
zIA;)e3cd-v;^1xntqE8$x7?}sftH35p*d*x$$9AO|BC!A$M5zBD*|rL`}<qXHm=^z
z0u>J*@G}$UH%vXn=Vjk9?v(p8qbPLGg#Fi!(bSnnMRKl;Gh>7@hz5UhVy>K7o)&*T
z(#xH}SKTq$J`+J69+AGMj(}-(ok7r`x8F{u&pv3d5RuW$=im>L>=C`dxX322&$`*S
zjEWmRE`I|9XwmC0z*BirVUH$A!JSTFzFP(e+P~Lsq#dKyL_A+~dfq3IK07-`TR&7i
z!aypZxA)9jKa>jQPj4O$;7277IH7M(qZ1S2mX<VkpFKqMJICik$`5I&`D!~T%C@Y+
zhY)3pFMZW4I6i6^sN<E0Iw{1iM!ODUV@Hb6YCX=_euoIfv1M=vtwa?NV!MBHA%x12
zkb~rz{4VoWzTN^Icr5Oyg9I1|*@#^eRB(uq9ija?@_u6tTN7}sLkevKoaEDFZ-11<
z!0j(Fp`TFzJe%b?1B|+!q&+2gityIDTE6B!`sc+W2XQ2AyQ#1|^yMOs%Y4`d($OIf
zaC{umMrs<VZ11{HGlauQ3eK>3v>*q>OY6-_h27X;B&)uSi`XPaTVxhl5q*tA_jRow
z=f=Dm5~$I869XAYhXwaH3dFVE(hG`v*g}Y<7{Jy#b2j+iGwjzQ!D8i*b<N<UR1bJw
zqC_(nh97_64m$hYBL`S0eziYjXKRDH(SeCZ)F<nTRi0cOyaQ<y5kV;%Vc8#QSqbcv
z(;Za%NI~Zd3lNQiQbf<EYI_ZiCq8v!R)=&xF4T&xQ3X7S3F!Wa?Wm4B^Mk_r8|iZY
z3ncKrGN3=n08dAPs15ptU+5)aI~$}ovJxD6XO#q-(jelY2`r1!?+5+>3P^c}3@jw{
zvUaFlL(HgwXE)D?o3kXa0eMWSzoKla{AIf**s3A*xSojaU(oLGzWtn3=janiVpt|;
zBjD*n=BUai4rxgsF0O|R_ygyLK8OP~hvu->2Xt!yqx8`=u0jj%Us@N~dW(mL@3Tu=
zbx`XQLoL85FtbGXzEe)WYXIHjIu{`9ZMY~Y1n$hB&~Ll$?7%30pLq{B`G(S=t)?Hc
zyC7uzF*7wKDI+rqCX>VWzOL3b!HdSnA6*x4<bI36hWmYC@4RUDW-r1B86x(aTdZy=
zB=+sxgSK;bnk?%MH*&DTpbw|i8m3@>%f6plD=bbt>|dq_eQ%9Q$OZ;=;lm1nM-rLq
zo2f*t-psFOVl;G0;gmsZeqB5v<eOi;UvoD-d<FKn{HA_ATeTzqRxin0^7?Suoi3sc
z-&4hbD^DsNu;=ybP<dGP(BJTP@Sew%s5+XV`j^25B{TuLjBB=!I|lE}2L0T~mJLv4
zSfz5zaknsfCg$zX|Ha)~MaA)j--01{fX3Y=xHax>!6mpmfyUik8x0;TgkZtl-QC^Y
z-F^D^pIK{O=HbrEeYkJER&`bNsj5D;zq9wZw`OZ{j-V~utMI`DGv=^`f(UJ#tH@wB
z7osS`Q%QL1QKCl!;#YQ>Zd;)LP0}&<Kpu#^!`Y(2eSkdC690AGA8}od`&z?qF7rQB
zT%kal2~1e<l<hmcLO5`Y6`}RKFn4)6<2NvG{13-Mkl@?a^p2^gK0mr$D=XAmtRG~!
zmfmdviZ9&3O3VUWaA$51*j+BnO``7sg6<w7VIgxu>A2~8<z=}!)@<f8A;P$aJWvMS
zZUW83E5o`^2c%w5Yd_sDA?Q&&{J^6Oy1U6BZ))%1!h<*if|3`Q4YGML*92K0_;hKw
zT&8ptRfzWhh`a_H?vcDzdTmTK|2}N^<O=P1h7=+<5iQ+7D0~fpvh@>xRt$AJX%668
zBg!FIxTi07XY#C@3j&ij?mP`fEX@w@1)BADs{qZHx<XreuQjdZ8_WPdMB>Nnl9;UC
z5(SFPI6t^G#cLkJ)3?vf<{yw+CK}n-K+Js$9deM8qc}TF-OkLXFCA=|k$!Mle)|<l
z1|(d7EWbTZ!|of*$+Ky<|4!zKwS3jez4M$F38^1O1p)`&9fSfu-Ummu<8FAkZhfKF
zm~R$v@$liIMNO8349t0OpE;WO--jTV^)8O0D)zv&_STU~<8{>V$)IO)?Fs8~x73fU
zxg}?>;`R7krc@9?h?fRGNTLtQ&m0XPWx^ZRd?<(<8PwsykdqL&7-Ic?AD`_^8YMyV
z4x*q8-XVJ*fXmrxJv1@MKkhJ~{_j2iZZDb`@IS)p|Mi#t|8c<Le<x15>}_=1+1%U=
zC@p1NhWq~o&;El<AJkMHaWGfu!V(ndV&dXJuUjifoiX#J14%lL#QfN{D+so>{C^QA
zUVmT%Vga|JC!5)>0oNU&0rpT3Kua1K8`}@T>w~X`nwsJ4mg7b%^|p&`-rN9UzL51c
z?;9qHzNop4tgdMk8s+ag;jy-#E3Lcy<I~W(wUrEQ`Qw;cDmI_bO!hrf??oTY?oDwP
zF5b`J=IsT;!3#*rD*2uHZxs~eLX|^ahR#%|av!6TDs=?J;+a)W-)*R*n%C;e>T_87
zkqkF_D`SNgZ)Cl}52|1GJiOicV%N%pG&TYrMJ!J<mjT8G7#S}h+M@2^S6QqQSE~!g
z?w?k|F0OTL<q7m<08)$8or7w=@78w+*hrN;!??k%nduKJ*%K16vNktO-vZCINX`a4
zCr~8SwbYgS1}9?&(YCzZ@tx=|<zN#;!<DPhz!W~LgNezxYx#_d_|(rWrk+U^V<#Eb
z)>ZY*IQe|U+maMM5T8~>6QJdi5^l<7t*rUY^QU4M-Pa{=ma@`*Ay2_CE_@M00rwQ>
z>-R3wmi!M?pp*sUw#?+*8084mHGu>&3`c_(kSF4J(HvKWFh$CyE(_`Y2lqevN;wt#
ztM?ugV7<qZ-$%+cU?XW^b7a~&$;#D=0o_<7o||u^@dTtLMXorM%vFKvl5FBF@#)52
zTpSuF`Ma^4B$Ks^7u9gD7RG6?Rn_FV`?8icm=k-Bmb{q^$2d0!mrt(A94|pFMD2^N
zKHec?-#nVImCTd5`eTV=ASedME;iO<P&=rpodf~RL8-63tfc2zhh6aUR)U7#i?zBp
zmPCeX@wDeSkoV%d#<q78(aqW#aB6POj@W0R2<)X1hN^dVvhBS0m8YaCIk!VANFkdV
zf4Y`{@n2cLcHI{VN|Q_&t&^h|BbpVj%XAJnzY3+G&JEls8@j=qnooDQXYk`M?LT2I
zB3VSRFkoywVgKE~hjqi|<cjtU@2$2Fz8d5pYm4zCK)*q9g|WVWJk$L8^R>1o<ypr^
z-QEg55aC8&a8hNk44lXCjeqgjL^uIv!=uudshKMErpBJP#k9KSENzG16ZzFrK4@|h
zz+3an4!%P(aZ_%YJjphExUGZSKf9RtvqcAToN+MO4`SFhRm7)sxj}D#;CFX6-BSJ6
z=2AGr6g<$+?;(<1>xU*2)cM%kRN)F<NsE7J*)zWDg);5c6;X2yX-DUiE38npzfc;N
zRO4*W+9($+kdJ>0X&TQyB-<<x2XglDRMgG&g@<C4x|<(-x`q=>nbX{g*9rUwCn!dg
z#VWNOrGjz(zNrA}wn@~^aLB4di~?((&Ejo}gSta-W4Lm?HbmtzCK=G%akz}xtnayP
zG1K^zXIanCXwbHN(`on?kK#=KfgQ&ci9rtRCD5MO@6)u(`3sc2k!8ULXR}>g>P%d8
zB`Wj3#Y+<rE@ay#*A)q)OPIQ0vuvMyVO2|AjYnu~pPK$)6xPblave@dl3ASNpPL!t
z>INwwcs#+vbO6!+d@>wNv?n+14=>`kHw^1s=qGo$zCjCx71h;<yk6@dKWWRC!WY}f
ziLLak(Do^K*WhDrARYDWxUYzoD&)l^L%Nh)n$zXsdZSFr?CAF_%M%G;zK|DPU8LC}
zI*t1`E1&6QL+9itZ0DHe98c=SlpTCY?n@s3O(iQOM*Q2wpWSU&@JaWxn`8wqCfaO1
zv0m_N<=c>EeDej`FN)VK31ppjE+2@Dg}MQ4K*#`GlJTIWH*=OeHR`MX*+<3Y4hNw4
zfdK2)j@e~D3`Sr*6cx;aCl&GQ@*{lg-~+TL8U&<G1<QUv<&9|dl#90A<p06(O5Og+
z(S!9yFTn{OHpegWSopo(Td5+_bkn91arlIemW*rbr*FpQ8=DPg2waA8%>`MM5bM!)
z+j`B{QMGzn>#MpYBI9g1Oy`h)7@0Nf(vQno#2-4z%Q=+tKOHON7A!QkZ$_Q4id_#k
z>H80CU#G^ztu^=QV*oejNhXGlO!Tu}A>UxNmitM?ee^-)`ae}-n;PVROskk9%a6|M
z_WB0c8oL^J^OYuyHfLZvJB8E^vKr(U*%RgBDN1>YPD@}r-sxD%hoc2Pj)l6GPeGl0
z1j8Do?&<Om1s&d$HD>7qRWRTjqx2LjK!PRx?Rt){)jto<`}!N<AsRELiT1!J0g}O3
z!2#JlEw>irRQhDv@77mp6UxY_cFQbP%ncX}PRM7QV#{5qYpWO2fTO>})(Q|qDb!$J
z<g<8{u+a29oSYv_m|L<+FK3soKRDZI%cUa2vMQJWcT%{PFK5bSb6Yz>vadQ{rSlcT
zl@rjA#9Ob5_;uau_yloqz8m?w3J!Dd)uu*X{)ph_TWKn+VktuQC2z;~-Qtoqyfi&A
z@^$;lwW~qiV$dTH=Z?L#rXhqkI;BbQRNf9CBsc(nCdY~At%>(;=lRz??xRB0B^CQb
zQAN58M<zwqNq~C(wB2#0MuAmSo0h5`CQQGld`O7)72U)(S{QP+3oi=sa#1*3^b`#I
z)n6%F!J|&EdUn-_;5=J%58)bQe~m#E`*>shQeXV}Rl0%dS+;s5uXrK+2#Jf9+aa63
zO7m&YW`!anLZ0B;Z?G#g-r<}}Gz+V=ebpsjX;rPJy5ypg+kz7gEuV$<L5fTRAstM%
z9g9Oy*NDV16DJ&et={!$FV!U~<+Bvi>LEYQe1Koq-C|Z$kAHu?9dPAM*2?Z%?gKEJ
zFxor2x9|v;MJJ1z#*@#-)kJ?y-}CrT#4muz^M4RE_$OC-EhsR)3E@LnTNlt?sCtbT
zMHSP-T}zzV_RN@OLW(AIj7D6VGIuMmS+E~D5@;YkUv<;b98&SHCZ?W6(6;hoI+oFf
zj=4YXIl<|_XL8g9nx7y(4oYU}rvUzX(Q&TNq3cGnsW8>DG(7cO`wJ#L{WcI=(>KVZ
zDMsZWk&3|Wb1To$%<VWa*I{9Fr1XRK-}hY8zl0hJX92xhO6Pn$+5t-btueJ?yd2AL
zy)e8xF@-wDqm;S*Hbgm#15ZnRJ3GLGBfJ$pp3Lz4j)S!0&8K;pXzQ?w4?Up4q62gf
zhEJuX4*br^H$waE7Bxwn1)=$QBzQ~e*M;X`Ub*S9ee0`LXU+nW@+70BP>TPE_)UhM
z;rCn_<lS@O4ErSG?hEaDx1&4e{(~L=kzRLhrUS&d(3Y*vnX;yliPFw$4pj(S=zwWz
z{vtx<#ib8_QJ7?;M1B;<7a|v`H9t-o_fo_4V=9a7l&Q3<OotPqeLXz-+EaMt7vWlU
zabcLD9=L~(ErqX9ivkIA`<r57uM*QmjgZdA)gZT<P{z9W6&JV;zUnfHbu&5Mw4h7*
znh}E{n1M%VmulJ#jIAOcvIg-OM)+#a(Q4xNht;>IO&3H~1wv?y-p9qyW}Dt`^A!8m
zJ}ZA$_Owz|hmQjbVHjFq$fpjNZ~m4@E+*Qf(eNTwl{%A=aAzQ`od_=I(f3z7hw)t|
z8t-+ozPLJ+A!7n8mgl=l%M18;;sY<rb>~F?5(1*5>lk{D4X3MI7KpLb>8F6h#3csj
z5xrV0<2LR&qXUKfstFn*{Z@h|LHd{dYCt@8veE74q)dX=wky8(b`7|)a;Pig@<q-D
z`0iKGiHU*}U5Y-llu8>MvCm(vCuLfUx3k-UBqw>EBwL8dje9j?hghJyBKD@1C{wK$
z*}7a1X}ARWXtK9L{k{%lSK#0#Q{QmA!k|M55hlQSkhPC0*l6tQ_yqGYe)Lin=w<iW
zhu!~+_CUk6<U+wKoxDF|PdnSl`{JPzIaU!zT88mFX}(x#97^R1scw*x<(TU<pqGnq
zIoDlg=FEX(pq`jIecvR=HI-MmrAQjhg66Sd(3N9j2Xn(Ww{Os4z-WYUVX8M}!<IM;
z;x_4Nu>-9w4d1l3Ao!GB0%U_Y`c8{CL8Oy;rj<w<LYOhV5f-I6%qg3p_V&hF-u9>I
ztMgRBvf=Lc<|Z3;Y)K<^5w|Hu%RQoL%QO);LM0ED#z)yMGtZ7rx>WV`HGTr>5lZg)
z+U2A<(cNk91#c#?J$`$yr`wLUtOvzbkiSh5IKLykjNFjSX3(NEZvtm4^p2agG!gY)
zp1UrXm&M;5i7<BG^r;B1^*wD5&zihv<4Nl|RhwU6<)7!7LoN&pNVcmIu)fHipLOM0
zsM+Mdqy1`zWg%>>W6xdvY{@3wX#0z@^{0`4tV7T!y4}(^I$RiG#Wx)<sEm*5)0*Js
z$DK_Y-&4QTIpKVxBh&?j_oVc-1iXp1aHEGQkk7L|+w^s$a6S}}yxe2w$qkR4XL<YA
zowu4Ju#O0ulU{F`0}HXN?JT8Ze}af{EvN5TG!03keYU{!J!vM?!}ty&D&7VQvTJ8Z
z9Php9|KRb+N5;>;b4dLH{GEj><jV{vnteY&*k9;OHu4v2y8Y{7M%y{&?r4-XCXV!!
zS}2P`E@ymDL*dy4PoJX!k@7+mw}bO=+l*a5b3TL_P&?Ph*<o&aGyze&s^*$DGHArc
zNt;9utc?h32jFVx^;O#WE#6q*B6TbW5xZaB<qCX<OdP}qk#mX56x8u6^8^p^@5c4v
zw@()5<bsxv59+ake}x@S$?xjt!a3o~jv-<>zD3^x1h88nWmypkfj+d!XY({(4h&Ng
z3;&0&SenI`_YcL7H`e%S@DP*fN^3En8Q0F6#mkM^9u@u57f-tXib(SRp*^4`|EV)%
zAiFvrjQ2sPsi22-@3<io=^wnOk9PzXzD{U1!X#nmh`Cx-S6FayZ#WHrv49-oo^)RS
zoUz^_W8%pYIXo&8C?Q>U<Y0qmoP`e$lrE^#UIT*)sSCR;yeA27c|XgGHFF-rXziBi
zN(&dpX6a_*y<9zHZC7kMQkU=?!iPAhkWx0-_0{Cq_A(G|_fh^Af!bY+{s%yBP;P=l
z;unWJ5kO?;)c$ggtj(381!TIrmgLq%)Hu*I?!EKTJH`MQCY&kf&T|_*-uXNtWL4%X
zkOfJ6-u=hn;O@j`;LJge^$a&-X*XX2JoOTiO5^=tGJ_-ov}l`aq3?y4Gh>v}m3FJq
z!8R_^A-9Y1v#l})uq5QVe)^1$U+cjA;wQZlF19dfMBa0m^f~&nUZ3@6XDcfGzskXt
zM8v_De+4*sU^zzt9yB3~jgo|lx7J+Xi(j&rARG?XmM~jl9)~P#C(U{`0xrUDkX2{c
zFC78H?@?;xftUM@2NO|VKHt?sL(fn9TkUsUJ*xg-N&7<cm@jS~LDwxkKqAnX8Tv6X
zMo1-|Bm1<D?VLg)iB5AaJKgzDi~se!gzjk(?DoLSmNJxd4USS|Mxq2(bk+m7!k@I~
z0~O=KFLq5ETaMNZlhk(@Fe)*RgB^0wa&R=ammuE-5hF+D+4?W)QVzUMfAQJBh#AK~
z=lVWx^4$PYQ3}p+xDvRyAchN(`U?D1kH{@AWsWEP{xjLSb?a;#hE?O}HceMGF!fsY
zN;<@r>~iAn?y>0K7bKJ}^Nra#WBDI+v2cr1(4?f)MUz_akc)whyMtJKhH46r{Y6i;
zWNYH8ZR|->B`(gU<g$v8p-0M-*x(;ypE0Q&{=DuH1)?6lszLNXA2oh;osNK-LDYd6
z+o*$Ma7i$woed{ij|Qn=w%2FToOW<4{)M>T`xhTW1+m%evBo)1vRd=K`h_^6uujx<
ziE#$|-1k$-2wh1E&>F@zpLiF44(kHXu-RzXYZMbd`cn_zY7E3-r-S~as<QkGX_FTl
z;Uo9lf{C6w-TN&dBrdNE*=DuuR5h67qnNfEt!jul>#E*G<E>0%^K4lbIc4#EaOde3
z6G8iy*~!3iB@pJk_jDziFbhsh*LnqzJpmBE47aB^*=ryZc1GV$laVMj6cb1r^v<w_
zPZf%!U8{t>1`j!)@sN9T5%s>l65F|XB0qacf@{Fu^e2~oqP&>#(xB<*X@clc+HP%=
z#1JAby6$;u!K7bt#w64kwf|}f2xV<5`9|Tl%$z+{zB*5+RjqPGUcAfj{QhaG;`<ec
z$2&JqBzkO^K)#fzOZ0)v!})L<ms!ZDA&YbPcTXaxBpwyp5q=XXqVn5lA7NMQ=ge8!
zD`Q{SSE8)Th$UC4jLJ*F-LW+AGm_@!%dm&U*?ROWGxX_72&_H%!yGrcB}fd?^jY1k
zby?m;%_El{kR8P&OmQ84m$|Xh3=m4z+=i~<OH<Yj+7LLM4J@%GMy_D)HoD=9*W8Yl
z3jJ!~dKs8m77V4~>Y&UtU>WsgG|?+BSR{n$pN@P&>L#w{`L!nBi%!bM@1B{uP&}$6
ze19zueS^<XM3uu!xXggqM@9AENY}o_100z2U{i1{q7Wsi^zKjhg!f~C+3c36-wXYJ
z&fa4hXYYYlvJ9XKQcf)NoYDTQZx_GsZ@<czQlQ_AQS851jy=tKWW7GyuHp&IKemdN
zK;xEW69);6Y;;W(->A6U(_>gf_f>9mbj>ezDLW)>yzSse_&Van%Krin>*6C2&f>;h
zJYlpznl+Y^vGxh7!U?m5noypk$F~p26Mxf|g-Ao-Nb(%l119f?vJWS=Cf9q&!F_4}
z+GPYn*WufVqvM*}sh=?y1^jJqWreVmzA@eO2TzyY%>5F%2k41^QP@@JdfY$~((-(@
zeX+4Qve;F0@Th2@Bpf&?c|q|~_n_kbPXAi?HTSOF-jQibMN#n5%Z*k{$O|)FZ9{A=
zT`s;?g2JiCGMZ$!y)C{;D$B4J<`ex)wa94v1Xw9=F7Cu3?|_w7?R;@{=B=0pt?^P2
zYt+m(Xo6t}y(zp7kq?lu`98`D!{~wJS<xQ(>|CmVpxtw9vgMt#dLyXYEnwd9L?lYq
z-w>rkrJlO2R3W06QQ1GX(oG$I<!F_^N3_K;K(v(w`PZ<u^k-&;a(dioAhv@};w1iS
z^i<yz#&vQmv&VYvT|EgKm^kRxJPol$>_WgmiqD(v4mS1m%GC+1a4MNxpL_2=((kMD
z;4i}}F?pLDQwU;lE@6GO7Akj%3&_dhJoPW%2ip9C6lD0r3!Q7$kRlFeYazB^3?Gt2
z<n|0~AgD<MR~0yuVYL0#axMHEM>^3zCJMYvbV#lk*xb>+gslGMNz(@9f2I!T>nR27
z>Ih=;q+xAES}Hoj2mY!lX@s-ipzHg`<1fzt-Q+P@fSPB*j$dy)xMC1dxR&OO%xtAg
z7B$W7(Cj%^f3lZ6w1wfAmAisyq}ykS)9f2(_BV#^rbp%RCxV2n;#!JF1fnXsVNy{s
zn%#eO4(@D2klRM5nq*yy^dJdwvn6G)25u{oD-MLSy`yHd$EyahtUOUp=|`zAVLwhh
z>FIeNGW&||hS+8y`-<j<hEIO?tCR?c(|!4qT!SD%*gjFw&yIWJQ0`8(&HD_i&Fy27
z#`2T*rvI5Qx{R@poXv2z67fW!be<W-OF(fSj4|@GJs71bz>sWQ048MDG};Ff`EH9o
zCdr7L<_$F+o-p^F*LRK99ev>}93wlWFYe<%GS|ZIfm_4C&!%E?L1`!f_x!v`cYDkp
zG^#`-v9NiUjR8Pc>~52z(z!LXv>*%be>c6KqbMcMI7}1Ljva_I-`bC#U-eZj9N6rr
z*<^6+jy3qJ^d*65p;LU<YKcaWN+#;Im%WgYJ9RlJ#~^a45UH}j9-#(kKUb$J;710{
zodXWeNqP~1=gy_H6I$qhgm^Izy~Se9nmB*3N;F1YS{g7FWDSbP%SYs*pEH#Mbj18u
zwZ8{*tI1tS3M7aIu~ahvZ%s&kdP^@SZ$*OPS{8u_q8Q{(SiM}%adCzR8tfU>872cc
zM`?A}$n))U@M|m2CVlrOcmg}ztII$PKZAOqFD%@^b>h^3MhEwZ5XHwkGeEz;53(P`
zwf(p&HZsTdTR*PwdS}B8iImxIq<!1Q!PT4o`a=AVM#(2jFssdqZ7Kc=+*;mR<@Eyu
z8+qZ=fxS7;4w%(9$Ijd#?R;nZxoMv)O9?Q+w1#w8)`A+Z*}+|M%v<-CZCfLb6T}18
zz>^X}E&ej-<^eC0zI9||zYh*OTf9%gs4LGm6oHu&by9i}3=(3}uU_Q{JHj2v!tOvg
ze6Ce25Wd+}dN3{+=(vY1ur}hRHW};Omv*;9T<QtLS<73kx~_oyAV*j_(uc;D3V%z2
z=Y9u!FT&YzB*H{_Uk%UziD1$D<Y4H(mWeq8;Q|e#`;8_ob~2*Kz;P|tV!XJE_TY?f
zXPY!Nrl}H&qc1TI3Q%y8jawO_2{?q&yd#ju^OUepYbFroS~poGc3{G6XP>g{biQkI
zW@&V>F3$$xK<`K^orp!+Bex_x1TicpLp6xJ(AlBPpCglZd1oMqVDuYZ*RdNYegiih
z+hZF9D1QLgGxWsQ@Lpo_8han0!F-e9*BaN3)PJTLkE@eIL0SB%8B@rzyRElDTU%$1
zX#wI<3*ht>i$6SxR$q|2dbG!H<h^D#?HQ!*4`YYrQPl#Ey&;>5`$3)}j%buEB2(xI
zw%UlRD%io!m*=vtqjQh--<H(Ve2dX+nya8ZOYD-jt|-$Rc{%3a1&$o3eZGD^JtVY9
zqbc4ZcWS=yeos@4U6OXH+6St_Gi$l#;>CS<5OUMhhvztBy0T8ys-)RO3eZjyZy*Cp
zf~j#F_}|BSN>LUn-Ml_SZmx0PItOyLH%3Fd7nUCh1|%Pqaa&A39c6nIukDqBJv$NQ
zCFC}U?>5U9c?Uk!v<rOYkcj9&SqO(w!<%0PIR9>RA1P3Jgd5iT3DW#e*R>;DxV4XT
zrEnNXY1ckEZ%6!Bv*hwpsUZRDBIaogdWo+@S;RyMHv*XkqJi3CrFtHzq=zJ%eEbT_
znAngEo3dcjYRlmscVd6AU*b%2p(0e0^mMo%Xqb_!`bjizdKlMJvA5&I{qmlaJ5(xc
zZqu4B-1koy&?x_$hwQza_)aULqju7OvpMqwEW@Z#+A~E#e7sGps`vEgvlH6rZ?~mB
zW2ImB<8L*q#tqqUvSvN90$B3bhWx(;bi7*VQYuna0Rv%t1AQHG9O+o^7|ky{(pZb?
z_qO%0t6T$Hpk-UCH$)~+dD^HIr0qRjwcmv2LL>TB`UYq==K8mF1KZE-b0MPko@{Fq
zH?(h_Z7_?)nc_ggiu&VuK97XQx66StS^1YMK+tNR{HF-XrvW6^lZ*_l7g=u?`?El7
zNJh`)t8-&reNNV09@<4LD6|m`*A2vH7=6W1(LJFbBANwh_8o&}5^}yYp`-S5#8!GR
zK@H#26F+YZ<}}@&6dXoj_!#Yr-_wk*t~^*<h!-w!EYBlca;}20oGC%?z0wCQ8@uz(
zM_b37qnB%WQjv<cw}vG>t(`-3)YDU`lpYNJ#!BD=czX?_>G|&hb3<H@&I21wX?N;u
z^NJT{X_Tv7n-7Yc^9ylHIh4^+>=~3;zxEOI748HYON6=FjrmGNMyvWchc7j$EqonG
zYz}TE9y|<7AFrt4I<9E!Yzey_Wk6;Qm|JUA#9IDe61KjR^s@*+2`eGOxmrSJ?aDHF
zxnK4SN>i|UUeUFfv+qF`?@G&xwGy%7&dVT^NCOC2+XtOa&Wrs$lKPEKcvWgcOHQyz
z^TdI!1nxo*KQz|3yr^`+Xg@{Q!|4e-^Q9=<7vE2&@0Vk5;ZAIF$AQt{PdS;V(uXx)
zz7>!;S#Lb=LK=_66X&x_HSn=UuCc8*R%yTrbJWH0j`Q!RO&IgJZ2|LoQRiP$)vNEH
z!<n-gdrQaYwAh=7R{$?Hz}>_f8SN+KnKNb8IPQ*?&~{r;aA@l3NGC3QP1O$_c!}q4
zK>HVB<fli0a{qN)jGCvmK9cFIA6hp-OC;0DnhDp&><{rykO){gERRF>9+GKeNUe%@
zAMbRF2<D3b&UOtPBvePW09y4zJPwYmdSNkJ4g=nB<$#a{h<Rq}N49owp->A<ZX)!3
z>s<O$$MaK#w#R9(b7T7-mQ3D${`CR4?7R5?;n;0{t((h3n0L<qw4Sem{_m}QCuXWG
z)^qf|eSM;gIFt}wD5=jS)UB7`fiFb69S#Kz*EutTi4h5Nwp`aUoiCR=qirW!R$kt}
z-3Pw9>_MfZrA44fh<JK|=rYL#1=sf5AyV&=6ee*<y1~}@Il$7=QbIyvbICHNZ>~i1
z;-#JHa;mE<5Yg!sk^~D0aQ#&LJ*u-)r1kyz1fuxES-8L0$a%_{g?iH4p=21j#_ID=
zoahjWjGS<loE~J3h`Z`(RtgiP#x~g*2WKw$cWi67vK8<rR<STI;~Fv%K>3P81F|@L
zKY&WE-K`5GU7bR!h3wij+ZB59r<fss*8?L^o%)w?O~^5MO=gP4T5_h22w5$56h=u2
z0%Z(!54u;|@bRX{3Bfsbp^C=k5%<Y#G>r~S@9m=%y^Wu^qp#ehGv%X`%U;tktveXX
zw-_N!ES%0xtM^=@hey<sjS>+;=WJjUn%<*x7B)e@l6dyQ!MiHwKX<92>UbvyvAA!m
zXf&9{l1VIoV*!h*sv}I|-%xfM*Kr6VNFWa7qjUi=Xwvne$jMF;QK5%Dj$)f($2!q&
zu3fa6xV1QlRf{W_s_@dFl4R$Ui=$l_;lLwD`P`7%E-3LVg$KXkK77<~UlDM>pfO;W
z1g64U6B0P6*|x9E_by!P2(UQ!*RWaEQV0GxCm9uVr)@O9bZ`kFP3XDgDYr1M1c1=H
zy0-bQdA%>!05&7mto<|Cd2M>=5Xx7(l3VQ^6?=8h`%C7glFQg7k4~XcIjIH0BPCY~
z3`+afLEykzW;zJfM$A{`@7$J1jCojv)V%uqrlh;3z{PoxRuzKWYg?MPT}io33iB(I
zCffox+-nmruZd-ma99g(Ub0L?xhhcT?xtHknZT1^<&@ZPZhqU-(o*06GzpE0Dic96
zcy{=wj)YcQ@G(yPw|1^#xTm_h*4`ehF{ZE+x=ekV3Y>m4I>J>XVF_6H9a>*cRddV?
z&wF4F`YeQk8tq;sGKt-2$bA_m$-e~}d*dRAo)g8hVj|QaH()`Il6S=Yd_5hJx_J4C
zeU|sBNYLkVa*JPJDfkGhWm)(`YD#)U<!yx23c!?0%r(ET&0CC=ozTpBc3H(>lj^o)
z3s3XNmrg>1a%R--xbW(G{iv2NftrhFOr*{CTBszlR6tC-QH?aL`(w~E#unb5|7>%*
zjs19BPhu}F%#Fw8b27hwV2w8aU%~W{>kEIA&pcQQcH}n0L=inf<R@lN;#P81V4Dbq
zYo|UWgYpPUF1p@~rj7ai<-a=f)F|9F->9q{Qaa#C+%0XVmst(5ez@=`>u*rJP;Tj(
zGf741U)C<dmSu)KitNK85?v+!8*gX+B`5>Oi%7&6v{r64=b?HUeJ+M5mI>pbxE-WL
zL;ka_e#ye8KtZB!pSWn%x)PCnT^!OuWO}+3!W^H|)VT<wpeS?<AZ;+kOv&9}*k1}!
z7}gPxI~Lgv()dh{`RLB#DiZV*fr1ah;c-sS18ko{`XBqfrFNsxO>ianBUzPXhuu3#
zINhJlV--i?KKciKs0tBXrsbkk-|6Vh6<@VSk73{)QT4v4vJ_1QKwI0bStD|hTlITj
z`PV>y&F~MR_=<8=F&bQM0M+3*;b3qvUxR6_s4uZ}Z}@w7TzbxsM!9)Mv(b&+e3*>m
z&}9-U6`zy}i5M5ro@%RKQ<!3JWvxj5+dx9`O>UXypRvb6-ikOvb|PHda`F2v)1sl#
zo;%l-c;8KXmtUOg9tsBy)Va(J2;u!5BW7Pp$A-nvb7)i&jR~z1?^l3Cp8l|QXKzSj
zxhJzKMZ=>#q&2vCry6kM73)zMEq>B*={wO2w;q&;sqN3`n(b>b)k!X|e6B(qcd{<k
zH(9TSgmKdf{L1xvG*YP5g*9HAHyG}Ojkkx<%`><vS34}xB(p?(U9T6bbARFI-~oBh
z4|&S@mZHfip|7wbzbi_@<tW_iF>*9%{!EWj?@oBcA)?t1Q_tqK1sv;BXDHX5;L41-
zTp64%VeHcpV%J5Fc}R7SqYF71A0Y52Uqf2sIBgQc(qMx#I+RHKIf2q-rKA5kAC=vs
zQLaP?ae*2QC;_8G=ovS*!Rm+``|3b#RX5i!qAW`I6lN3xyI;lOOQHd;I)eQMOr6X1
zP?sPR%$I+wvQ)55TlpgHwT?JDU@c*b(YNw=Z<Lm%%3r)t?*sRc>5|;My6*Na37DQb
z>gePk5};+|^XTxpxU4#_n6tq=&?}=94Zf6U%?Lq!rL?W21FwYH4wsrJzOAn@Ah-FN
zML6JW85>%<aICNbsV1>W>uv@T-G`1B2LEM3&fT(;Pv$O#+8%KeK0AcIf$eb8wf}ir
zZgOh?&;>a)dtLC{x10JiqmR*M&aZPGLjx!*9xW7#^xfC2q=Q7nm35gd#DgaiVHbJO
zlMqjG)+)3%{d_CS!OhailPkGoB2pOdywsAUE7Mlu-B8*pw2WcUosD^cwxI*(36iJ6
zEiA;}iZA01)_$b@lGI<58mtsugHV<w`B+)Uq6ZVpqiarxyuoAXr+6HlpxWazm7K+L
z4l-%CYNzJOt=8veEGv-`?(wNAd-6%347h}p%|a6;5|vs3u4T|^3R~zH<ZvE*l(NHb
zrhJs*zX|(cD!Gi+k!>*Ru^dM(^%F$H9?5Q9EX@y3jHSaCKT*HP!|=kcjI<*|E^JRP
zE#$)9O0>3wAbKSxbWV>JJpaXM@ea>xh+|)&d6UUW(zzeHfA?V9J@>u7*;SQ~zUgn&
zvhVelO;gB_e=4qrdX0(y`XfNz%I8tn)=EI1aUgBp;1G8=3PBS{U3VoaZBI9zJl`<L
zXNCCYsIKv~KfKWt#A<`v5&d9kUTKMYQ<8q=Xeq|Z5d3{GHm<yWXQ$C7RBL8FhyBw?
z=0t=3K<}2L%(IeBue6uRnyxQdB0}ZW!b;}C!wE(R`WwY0^)%)bxt+&bliMNMStzC^
zIQnEUnZJCe?Jo?nKP?flNo$p-pD<R^oaqH{B=H)N!EdCi7vj8gtBkfCtY7J-M`T7p
z1LD(|tj+OWa~&l`?*sW%TewVoLI$10&<f)(hcy~49nKf29L8skw2?gfC=pNt0MgTW
zTM?+vJ<UIe$rE`XcDPFrBkeADN-x-4l&f5LzMZ?RsYA4*FiZ>WjL)r9IB_`>Sh@c2
zq!Nyq67Aa)5CB3L@>fW-wBkcDxZ<N%|9G<`BTbm`=gh(e-X`uQGnbIS8H}Ys(Yp~)
z(+2m`L<?l~Itp|U?0DvbcEQy5D{!k+q0wNzR^JJSfb^YcL*;bW$}xs!pr5ti_0~xq
z`KGgx6_r{f73Ll2oS#WQe!{)?z1lgySNZnd;$+j9)Y8QTk{TPBy@f}(A6RdPv40nn
z6_ggx3Z7f#GB&s1r4I2j0?|VF)O!%WPsRunv}YEK!s#(Vlz~Ca*=BU?{pn9I9%<hb
z(CtVszYICYkUJWs48>HOv}e)bg)|!Ft5b9&kdScOXL73K|C9XHHBZAki*%eaI2E7+
zrZEX;>7sI(<AJ8dw+_!vq7iV>N$%Z6rEA9aAG{_eSg=e@;0>c~F2Ek7bo0nx!sQPm
z6c)}Qg|666a0`HlvAjwXB0={)H`<Ozpc2Fhe01P0%~(fdb5t{}Ws$lCNM*2cOTag6
z-qGk*ncku#jyiL1^zN*^UM+>(AI=U3H`!^$k&SN#OjINpndp*6gCC??Q?YEG!>e3V
zRP8zdn?}X(8gEx`?67zkTd{p@;*&#~VOH+IFe$G^6rAT*Yeee)7b88wU}RK6vqo23
z{9l!b`xglV6WZ#BxTjIHu_#N1yXq8llPE0OcLNu{j^hXf-D>Mj<M!W^_L{H}(2=Ty
zVsEACW=P?=rv77l4{mlb<Uu<zj*ek&9<;Ymwc?!5uq|Z63ab<gQ$GKXr?hw;Qykmk
zwH=&pwy~wpV5tNosAbJ}tRG&Oe@C4CeCR<hrgB?Gi25E`LN)Fa^~&t>fyv_C%#RV|
z1Fn<8u?E(UD+dX$mGT@#%lXax^Y=sCoj?S8MCu2CSv7msME#j*&c#S)?|@hW2W!$0
zTFZIzeS9Qw)fLNm&*XF6Lsvw0pcSUImM{P;7LK5q+4$qy7sf-DkwiF$N$lf(J>tve
zxS1rNF8xuN_2)Ce{1glR{M5ijb=ax{^i8<*lD_!9CjHejYD1N|lP>jS0i6cXa8Iv6
zpv>_Pt8kSuP`JGs>qjJl#Peco3)DFUcwl14{E&1fkd_o+_;Ajj#<S=XJDHwE`D$kw
zJ2~YQixvz>IOlQfss8x+N%*F&)e<w1FXy5$Fj8EX@+cAyGJzPaWoE}mMhfo%8j!P~
zf!kXSwUL)bZ*&v=dE&J+ih4|32IAFkV}v;YfomYt&kYuRU5xUlq(OhfgS7=^qAZV%
zW;WcXf;kshKaQ*<bj-QjQW38PR`jnxai4nOc=MzgP)ogvQJ5{}$qJ((@3-v+ko+kw
zWOrn?Xd8&&rQ-+wynfGX;U8XCN0$l_WRT_gOr#{lh-p{P?&B@0=b;#!0U5I+Kg1@#
z+T+z{tev_1krNXWK7^v!A7NWuzsk)?w_ccJyvDG-9LiKfzwg!36to<8RdP1b@2w<l
z>cQ>r0_hXp|3R#*T-?2WL#<zR#o%~GF6fym_;&-X1EV;Y`aWLBbW!}6rmqs_T<|Z0
z-%xLFV6Kc;Zz-Vn{^YkIzkT!}NdOl)a|FPl-$qH|w|FCiVnL<bm7=lW_-c9g@sRCQ
zSu(r{WbU+3)usOAvJ%;i!^?G97XCjXVl8p#cZhnIjml#zlh=8FGcQg^Y$96_=z9F!
zbaUn9qQm}X$$i}uUP<VQN>xqmYF15YD_PUPIOt$dP%4JN+|gE6_RIcQ#z3pENiV{G
z0VVn^ZstMf7?_v|S+-5IB>ZlS78BWHuQ^FcAwOmcay2Uqc>G=)CF3DtwuS_jj#rFC
z8YL-+R`}|AgoPanOf~7a-5c3&^L%$QFepj}6$)u1<Q5VTIL{`?icd{l*v+e)bjtm$
zVdHq^6)0(xotH-mcOToIF6S;hmaSYdDUvtUH3DKEZu>od><BCbK#wYVLV6QB19(_6
z$2Z-MF@&Buk=n~C<TquQ$``mdJL{Zk?^BI0hZzvkd_M~cw*|Cm%G!=Vwm4;dc@vNa
zD@wz|?>{x^e6?JHr{9%vN#2aP#gNDv6WPuOF%Feg4oVp5_uu~{Xg$2Jn1LtQ=uj;b
z^RMA+EkRB$MXq6!L-!@eT&vhM`e87`b_!vf@q{%A@nxw0n$;2bel-DK58Z(2v48c{
z^YMo9kC4@1a)=E-w$}sf0DuTwMBa^#f~nteS|;Sso{DUNoZ-ZGPRPlN!wynqVujnE
zZyD&iTjr9BW}Pj|w%UkqQ5yd#ZyDo`Kn{9yH)aEm5yIZR20I?cH#lzv@sWaTQfvG9
zsdbzU$n3D1I0c(e;A@_8b{Q`pgfzTAbSdsiobBSuHQXr~V=$5Fc3|fkqk>A6viFcI
z<4~3ERjJQBz?z;<690P_9~(RE7*cHHzKw~*u<0#WP3oG_L3{drn-Rd5A^X|H{PQ}l
zC@BI9fwkZdmcHy4*49?M4hCD|NPrkQ=AnxF?cbxmFu46DXA_$7>s?D0Q3(B7%?$b!
zPD_Dh7k4K<M*5Jd($H5MtPx{CA=e_2Z8%@_YYm_jVV;@Zj9~6X9QzO3L*p3KKx`eW
zRWE*)kmyh~18{X)4uo-B>=_zMek$1;H0x{7Hv_4*eL-!}S)y9lU-^5%V11Poj+BXl
zZ(2R4gN2!~YyBfphKr!w`+AL((7Z8MEiZLaH7r{U5wmuI$gOzSV^tOx6NZ9FgF(4;
zfi3o&o#1P=i_R?<!$1)j@l4q}WK7Cpwl9x{T<&yKn`G#iM$XC}dH;zU)QwUgtTPYg
z>DQEgb_ubarjbZ-oh+^bxD@aW&i<Gh_y>@I%g*5A^g>`9p_!<#&L{*!JhJg9oVZdd
zEUptPyDIh{u)3jAc_F|b^f{p`-&yxNF&jTrO)k`2xKdXgd;>CPAxlrbGk+uA=hxnZ
z+)JWW)MWUN`bNcNdZM*zrQdSL#<lNu_!7DG!mYetLN8CIahm+KQ*s^_=wNPlnK!;M
zhG_gKrql`j66h=6OvrnRo}||p+a+Ay`?#&<aXwAbtF#LsYS9$)q9)s^n8B&Y|L_a)
zY`fxzb^QTGF1e7%4tMaOnT8vWCebo5bbiFrYhIZOW>3Xib3C`U3XV{2M70(}B_iIs
z8}(0P%yhM6aULd9AiD{{<hp^;=6>N4U9J-Ro28vW7L5>kV)~~1axmrHZYh^u7|$za
zf5ID7`Q!|Pf%lkWF^VoF+sI8854={5!H7#U&!S`#*k<a%=Z8Y;NSVzI567xlV-!2w
z;y-kufCkTufaXyuHW<6n3~`Y!x0qY1UPoMIZy##uH%9O+Z5l^53^l^f&oM?D^@AcX
zj}E<<k#fwFS0JQPh1BejOK;A&#PpchE<Goc%h}(7e0o^8NA3BpPyUvfbO+_ZhF@%^
zdUV5%QjySaN0?k*DN%9?l9ri1>{!o~OC<bRAPzs2*=(6*8eD6D;=Tx;l(2G3wzGzw
zD~{frQIYApAnKK_a~}nW#c!82Z!@nPD@`GC)zH$RD?9E8m_CLr9wcaHVU;zcxP2JF
z?kaoUZd6bqPyD!=&*DMw+?@*<VrB~qhnNA)QsC|~Tmh=%3Jl8gYa&E?iinY@0O9GZ
zzfxqu$Xgthe}(m^ZpHI=7{w(`QaTc8B7!&=<0Yy_4A$Tu`trhOME%Q{l$<7IGC$l%
zLf&(tYW~K`UIvp;$Ub={#+9<GHC&l9xJlmy=0-wy<b!Tw-ZxUqCB}F0();(_D4+uz
ziVXd#=TMO8Exy76%L&S9{T}e!m+tU!h1kcdCS(cEp@MZUb<R{ILj9?WnMZAu`0-oO
z%pv++4~hh+EfBrKa#JeQobch+y}x2<ZZNeZ{fT~P)}ciwR9ak5*MPV-<Xy(B=<7~i
zGPBo^Lw%Gku0K<mxH~GMffAk6;uMFAP<mt^e!W{lt8niCEHn>WyUyV6sVx(0d^k6x
z>PvRiQ=Dk_g+^}lbn)e<$tRz```>qRVeTbfM}u^*k{QyxIkwL!Ose6t+civ14#xlW
z1=Jhh>?Ix)&NM=2B9NYq87aEvTviq%w`{1C3}{MUZ!u&3Hcdm4CO&iomJvW>`Y@f4
zb>UjtsdH5T%9AKKD*&i<H3Dlb3EQ$??-LmTaiPw`?!Xot=<TxO-(&hdZyjdc3kng4
zzP7$^F|S!Vp#kXwQ~Pb~9_DiN!zUaccki8}bFaU$OYm*Qs)(Sw*BEWZ8VSd-xQtV0
z`6PUkqa#o>fhL9ob`Bu1SN;l|K${9OzZuTfXHBkQY@KtyA`O#(iaEWZ0enmPv&Fv@
zs_<;`9U2k8H&mytWcY;I)^7ERb$UovkIZRGSQEPHi8Id{#2uNM6M1j$C_-L62@(A*
zjZ}1I+<r)la_%<6xik#(7!wf&otuId{h-lT?2LLz@f(e?Wfo`ROhH8|TT@2-rqFS0
zwP{xg_V_y8|2G9z`|a=R7g#tLts~I@r17Mss&Ag0hg+0Aw>M7+%UMCOFZMe#gaw|{
zZR?3m?J}`Y=tQo{$_p;Ur7ckrb(*Xu55(tugJqJNsj286bCAJF<5&{o4IJ{T<E3p{
za!S2y$w$3)Vt|3qPLamZ_rQ0O_75L)h(I)rQRF@EK5rnJa?$%=Knp<j7)UldR}B!;
zb1Wz-elHTA-9L$VyeE)4RT@C4;pEolCm#GK6&;Qze!nKV$vt$~bc1tm?l9qvhc6qc
z(1?oP-Vz%zw!peA(j23}TG(h1481gmx6!}y&bL0CBbJ?0bD%_5!G1pwp$3^jgplN_
znGQ<+PPjQ?@AMJEA_ynPX5-dW6<7Y-dv^I{9d2?i^aB)rQ9)@k;u`%pHqW(EE3U}d
zKj7Ig>dG<kKN3*Mq0YM4dwUb&EPFgs=3PoFr7wIWyLhC(JeArHto!fO?3m!v%wbLE
zm8wX1vigXTB_0orxP0_O(<T%7BmP<bCG>03h<&BUX6QMiUu9O=oZ^|-FC*n&?|Htm
z##g=B^B4pXgA^U}zr3&{8NKEiXI`x6i}!nPyLi>T@jdb;uCd&sJrMkiPB86gj$8`v
zndDk@I~!dBIL>>|3uG7!kg(Q@SG2&_U@sIoZhFD~<f$eiI6%lM-ABk8B<k|}RDMR3
zi-TI%Fq-7b(S-ay@fOvH*s-(6!kpVGH5VeBze>Rxmyl~iHm=8Fn~jY7CH|M1>22XE
zl02aqhJVyU+mqV;-<tO%zXIe21(mW%HqjOmB6!TjyQ5xA{C^*kIf~g`g)>PCmD7D%
zO4M2<-!e9x;+hv{Vwo*wjYQx{N3QuFH*e3Vmm&5$K5M;ctYowMZKD{l5Gx)$qk@d{
zaWQJ|&GgxS`xoT4H!Nr5`i`(rHHyCvx{(&Wn`)n2C)eQ%d3X0tk%r7=nBwy)y2^`@
z+c9rILA%*hWDiu~WqZD$O>NZwQB7`jzhCKKec3ZKAN$2QYKVblIi4?<8lRatYSu~_
zFVc~ghUatDhb#Y^aOk)6<IRL{mDLmlG64sI@Y^kBVqlyI^>3<6`?Y4*(Gw-%F$)u`
znF18d)%`v5qwf#{9RxT4QAC{ZJD#EMT{6&SV?2w0DqjvaQ_ven(PBwoX1{Y;XU6Qw
z;M`{1(ElwIjLSmtpI^`W5KRv2(tExAM(kI)6jtre-#ST+A!&h-FrmvU14NWMeF08M
zZF4~vKEYRCMq(mAA?C(pyAKI*=XIS|{-9U=jI6N<sW3j2oq(GLzHfsY3K8G=$9pk<
zs4sd{qouB23_tmOD<g2FC;rdFEG|sicuH;R@l6UgTicyDd|jrqr%VC-(<vr)X>{N6
zF0VF6Ie`CeHMUniAI_fv+hcwLTeuEIEKDpo{pjl?7sqB6t8VyS#hz=?{Bimyyk3%x
zHolLonM1cN>;qgKV?Nx#cO8L~ogjV3z(Hl}ODPLF4wO#*-1_laLk2B;gU$F{u|ms{
zhGCEd8*#p)nNiJtwQQ&^0ZPh~7V~FB|9OT>rysnKV7W_or|$bth91sl5Uaczwnr`4
z{P=?-opVyE(WXBdl<FmY815q%ii*3Wj0tS%yw$EcjOAtha@gjJCuakhE{i{xbM-7~
z4UM#gJpH6yANU%-SBOQ)1}BqKhl3)+P`0buX@+{GgX~I+D`|ogG0%%K$b-c~b*)i^
zP&eIHF_WI*eDrie(aYHy34#Jj?>bY(QKvcFSw5WdNVJv?IqT}kHmq9ZX2$iz@`?2!
z!4MM7%}>pZi(^#c=?18t;?VQMHo%cS6#JIu9s6VqwUXhgu@PLsQLa*cPw#F~vVel#
zX}H9LZ9F@EIktU-R>7&`IMSujN-^@`_VuWr`KOEC6}6>qmDO^wii4BuYs~s{MGlbQ
z5(;kJmf1n2FT9z=M8HAD9WBbw;`~;;%c9f2T8L$ESgxBEJLJ!lpXW5NmTchR;X{1x
zg^m^V1FrYaa4c~NZ855F_a8ZDsP(D1z7=;3EC1(P&adZIK4nn%_kD11vU5JTA-Im2
zkD><uja<8=n>Y(Dhex*_dWi9%z4bGyCN?WrRrQ9H*E=^uy;3(%VKPPMm|{x7@uUD0
zgsbyrXNTD?JyiWtgLr@3xzdG>k1|#SE$&}i3~gBtAYm&Bj?)L7bZWIH3zAK+XH4Oi
zCvZ*LT;>jPa7prgK|kCKNgk%B)+JloRH{b6;XYJe{%w;0VflI>Y0BV{EfUBA+0d!9
z(8Bv6*Zw<IXPLtr>Y#4xxQD`7Q%NKH789+Vr5M&Gc=Dkz?=8W$@#iIsi)%qs<Lm%t
z>}M#fz7%2RdEC?<O6I7V*USwivaJ|LS{^r&xg%Z#;z>*uCBZM!HBG;Dztb+ay$X~w
zZiFBqEp&D0dJEKAGv8XH*!ec#e!!%DA{_)Xos^U}B4fB~B2byg2&|=FP&GU&?lz$g
zxMOhCivq(*dYu-ahW4eOO;-*1qivP1A@_q>+r}}g*4Cz$w;CxH1L)#<CqsDmB~f&e
zAP+J-LYq*YF2Vd<iW@{Tx4<0kcp}M%%Wz<M03qHa^;dOe*u?(+@lLd*rupI=vL^fD
z3?r7VgQO3ghU~Kc7zrzryrL~m&%vXk5_bT-R#_oOTZ0G&k$gP~YbskL1^6?TcI^>h
zE8f+v3D~O$Y4@=0t(5Dk?%gji`D@Z$W_B>Rxg$$SwZXC5;j-^_;0`Sh*x9LqtSF_T
z<wGcvagb_;ftRYx%v4gHbM(5f8#aY(*t+n37%N<j<}`_(1$r@*UkRcC&I2sI-3bPT
z{k0>Z@<vas9y1nE`zF@#4EPd?GGz^F@Ly2gA(oK5{@kaE2%=$PG58Hpxl`PmZL}Jw
z%}w7b$%W8>Y~)e1e2k-vJ)L0Q#!10xKYoYNGP{+f#niHCHvIUUE2pkl4Jdj3(IF<&
z<*hOiC5xE(F-Xg$WU>_#I-BjYnk4b~h&m)k+~N*4;ZrfBw9GXK&WrLAAl(h~)kpE&
zl0qM}Uw1Z@7ye^dp}w695h^`T^$np5y8$fNI5^$g2S?L0*bQeZZ~7!HZu*>hd>r+6
ze5U${{Y#S5bo66MiI@(+sKbR4&m#+=b7?rIflImBjar4>8Tk2VygZw*{v$%hNnOj-
z5ipJVYaz(J)Q?Rj?k!}088|#B%R-J&FTx1Tl&vo7{t(QF3$W6RV&d9B(p&7}$vaiU
z*y?hXqRL!EDLTt^)MtFzR*5@qV~k#Q^FK@B9@Mop2x%8^B(c=Zs$9QnV7ot+2~s^i
zZ?V=s{QRv`HgLU*al7UYKLqhe-0ps+)w~Dv&zd$NY<OXQhIiZ9cn%l4QvQARE9HUD
z3hHf23tofm5uD|)GXB^*_<Ppq`)|T~H-NDjS(mQ_?txTB{{TasZ070u?c?B}a=w`&
z_QOLp^6S-2(xyhrn*#5gt91zS8x(yVKv6MPORx}^<ZRpyhqB9W^r5nu#?t^)XIxu4
zzj@%+aP8azj<=@yz1@384-(J_kRx@qzixT+%E!uE(35V{2^Vn(`sK_Z3K7xVq|Oy-
z;R`UX3{Hqg>$)k%Sssg&iw??luxG?)LinNQWPryks3w;;19h)koxW3zh|nXt-LC|5
zdgx}B!cJenvG5C_64v%~tDV~(p@gE`#py`qbhg32&egRe50gIZOrHh@$_xKI;rM`s
zkvaOz<2hvg@0Dy?mfY76nN>-UH>J0Y5@I_ER^Yu5+xHR|t^bRtcZ`m#YooQh<8<8V
z*k;GJI(9m?Z5tJvoup%QY`bFHR>ih)>UqC$zVoN*PmMixZLD>#d9Qg*zgjro<}Hz%
z<t8}hhWlJN_vr9zvEU3ioCVr({)9Lxx2?gE!!?b0QDcJTWpWnvvU=mBlLap2>YgK1
z_qSOxaDF0t5k>v&f@dw|R;*|I5FTgb^q5Sfo0{g-xG6D5w=xWi`Tn24aiw~s^DAc~
z>e)S9%BQ&Tludiv#2u}e?<iTLEUW*rbVbq-gC=nC$mODuF24J`$1f~j-4c)sqKBcH
z_bpG;VXG+Yk@{q;EKe^@E_c@>{xtHjfoHku@Uup9X7931?7YWIr&?KY$);J_maN4u
zAmh7|0m2n7l`)<Bd^JWnXnX`7djDBi1CP^r?>twD+ovQ67MI}Ga@77IcsPCiL9Sq7
zUIvg9CGZGOQ2N)qZtUq{bZDFDGgF65KWL#)&b+D;t?lWKQ=rdhfLow1*IkhHp8hCZ
z_Pa#IqV{QM?a9K14>QI-Y>NRCbR0LeeU;zk(E_NhB$R}1@-jGd2wfyJ^5G}OKkxik
zqIO#I=EVH+ksP@<a}Bm@l`gRaGUn*g4~FqWTw7Kfyk)BZ%#lsDtI?P}mT6o5$*wFT
ztFcHzx2UdwpUJ+NO^MNy-4vs{jjYH$r3%DFpHwYm^*nTOu@%B18~^u%;5E5QPzrcE
zo5HI>k>F%U-;2s-%oWEfVw0ekky{#;Gu+@=gEAZe{*_UHchv3ia`S}TaS)XLBLeGj
z?*jNG^Tr#QY69z47&g3On=-s_kBk3*uK@5OFc`*z6g#|+O>hyYPe^%cfl;JOe0l^k
zZhh#l@VMt)H8@O6bxP&dX@b1Mo1!&NVBkX9iHkS&V`o-d*C0-Hs-ZXeyczA`LlX|4
zV3-@AAy~#vXl1&BY07TJdn$oux4*>B&q48Siknf?)K`#YvxFEt5r%Xs!7EHK=*qT)
zTUWFB!SmwrmEmX2y1&JwIc)vT-d?~l<YiY_tnN^vSMxmd&H4ooM<p(v0@m&<?>aap
z{Q1HLO@~6>W0byS){VfvwTg7b>#{A@-w;?zP~^%2<{tvuUW~;qiN#>J$U19~FMYis
z<EHo{RB|58PX<LoX)&4w2V^3(xfkSKRkGh^wiO(^Pc-?jE%M(1K4(g5<xL<3w6(|L
zLNz1M47jjbuGciB278O^-#NtZ5d$((&g<iQ&Ix^Z#6p3$j>jNExj*lxrn_^kgD)<8
z{ZH=`lj{Nm-ffZ(3ajv=<~9&B1I?e%x(#c{q=l=s@KnmQHP;Rd3_p+io(13^j4yUb
z>aJDTyO!vI-;d)SR`X`6=hyiQ6(m59r)J)g6A)`>i-BS9JQm;_8<kk>S5PWC=-NWU
z?Hn8HESiZ3esjYM@3g1^P`?~8QkbS*C1&`qY(EBx@08?!tTdhf&wLgC=Z_hpS`s+;
z8<k)rnJPgtO^DN3GC<$BhNx#~2(~W_#XM+Jk`f5s(}l;nhsI&EY=HPc7LNoVM|F6A
zxnFLw&0yZ1+Sr)&T$TL%cu%MICjT<^Mo8`uKP*wVmM$9fIbMIdG3Gnr`F_6?)8hw~
zNOJXjm@@=R<kJlWkr)8{jH1_i<#c;<LXv2b3+T53Edlb?N(Yu>Xfy;VF$M5rMMXfu
z%Y8gA2BAHHN#H0_mE#2s|B7zX?Mpx6$43nAohUUM2Qexv_;2%C731Z5h)=IoEiiFj
zJY>@+un+#^07K{fGK(a{5V6o8+R2H;trS!o6S#&KrQ0n7?Mi&xU=f$^YjzLEKhZ!_
z#Qu~e4%S)tD$--Mg3~$hly96XRq<r<#9~1tk}U~_%5#((TzT=WMfR3x^5v?Sn)M(4
z7Galk)@Y1qEGw^1K_-vZWZ(1aleJ-XZE}7qj_#?xjBoiVZok)wGMKNnCZ!X`pQYfP
zo;Y-G<*<U28yFzN7&x*SpG!1?A|}sJGHpXhDM9^<FFYAv3cLsYDY!pP`9XWykBh!P
zm!nFAk$GJ6Jps9q26AdahyF=m-I}~yyCMmdAmriHEmb+z@O!%4L*nbeKYMqmNl$2Q
z)&pU`9a?gw9XMSUl&|)3qBBNoZg8(}qLLtOGS}^T57aADEW8!1$yM^i&N#-Wqd1+F
zcP(D{8DRs@t)HV>l)M|bSVT~~-yHPHd&6#|pSZu#*THY1O!~I<*)P%!Q*rG47t^Sb
zk?ZNqBQ5X>@o5|FO59Khpu@#jY<nRdRtiAC#Skbd56%H}lV)rShL}7?IsVA+)WnOQ
zz@*FcWv=eR@3g*2GcZYHuBjF>nosy7vI$xfjezsCre!H&G=O*ohZTlv31FSL>;Ky9
zT^MIq1ro99>HGgoX|1w;*}5X+hN8%DdoQ?&>->Nxd_FPma5yE-h+*Q#qRDV0^W$qb
zBje)YVZ!;C?0Dq9?Epvbb*v8LZp<rva&1>rY_B%+25tJ_tgs&Z=i%y~L4(u25rEjr
z4(<I#$*;IM*&jnFy0drjt(pp!4D4KKVYgs2pWb?3hT77s&NaZaM(+n-TpczPKj)$X
zlMz5O{7>6#k-ArQ>saEC#{;++y!;WEDfV-SG*?k`cletWEuU=FNgM15RSPD%f7q~X
zAtFYu)Pq13fp$Ahg43x#m$brx(os{+bkP}oFzKcp7MG-E5L3JI=DWp-TG0qjpMpR)
zQdc34`>NCL{mEMcDv>@RFk^P9Tk73g?<3RQO`>?Bye&AZB<;P}SDeFVLX^8`;1bgW
z#*enNr-eAqp8@i^6CS^obUZA91RPG9CmzKZRh}Lo*xLptC_BaQYweVK930e5IXIWi
z&@wwtKlQkP#WMC2B3g?#$`Neguxju+V<_wC-xGOT;E!e<J|e2d8}?DM_{&&#cn%RK
zO`c|u1}5SBl5M&r`UrV8a`ut-Vq>ai3^zC}EQo@lal+`LDQj9O@equEMkW)r1|U}1
z`0FI7Tds@An-Dh{2^UI*W{8FMT4l)XJ#J7@6e_^5W)Qb|;Jlbvt?<LPZ=jIhLU^*x
z(skpU`^ol%COi39a8108otkoKE64EzNYO4xd#`(WWChd1gwjzVxmn=e^~(W&rimi5
z(R6jt?ai>#uWN(gpU5<&%!>aQ_@~ChvIubO(xUI)xRa$J-IDihRiv1sVeCcv=@M2<
zb*beIEZ;BHf(d<x;*8EO&DTaj5F=*8)!=-jl7%G)FF(?^3XacpMia<`ea4qO`Mkco
z@_%Xf_pV~lTm?BR5eG3gFRZWyuOUK4jY{ubzVBP>{V%Dze=7h=5k+!Q=b}2(;6NJY
z%gn)<dFg}XN7xM_!aJRqY1ZM8|NiDM&Usg7AkxUcry9--n(fv@RFBIqU%z~j5)=N-
zHRn$8m6{y2_<qou>#us$S3|qcUY!y6Qy!Q)X9^S=71*)aQEo7xl?rP|Jm#DKW5koh
zzSgh-T%^`oU`k$n`wwVoq(A1#+E8x;ZQ+hx_CKr|c;0?%M8T^gT&c%7WaI+<`8b|<
z3pN<Q_1OXw$2wCqQXKAJXg>JznquQ|)iu58C*@H@$NfiZT(bXZSTzWgvobi8iZHt^
z^g{acFPZtP|0j|cOgmGYxEFML?gr;l?T$3Oz}Xlf;#H>RB5e_}&p(UK9o*Q&Xlyea
zjL&QAPOmS#3a!eKn)<q;zlm`QeAB&15ifDV)5(m|KGE~}9bU}17m0=&;GWuvykOe?
zci@)X4HVAW9WNY#Gc*%=e~m(3GxD1AL@*2CScKa-#<hFPcLa62myh0L*$o}fE_tW#
zqRF|@US*WItr3e{P1x>pIF-byH?{IT<~^YTq`s$$4f%ol3W5!F^$jYA;yhh=D#~4@
z+`jxQQz$kMV7;{{Oa&sWp0`9GagJS)NEi$?mx600(DP-ZD1wH>Ex*9^29{PNVqsSL
zbza88lS6ql{FC?e6~8)ILfzUhf?)H}IlG*CxzP}qG+Qvb+-rh+{0{QaVlTRs6^(C)
zgRErX-gsPY*d>{#X_O5GYU0_G(h7z8sjck8Wqgbd9EAZsQ|=2K3EuCKDu}H8kvy5p
zVah+o2ST1BP)ziLY6-+SH;@l(cyxnjHs0u2eBSBKYs_*DV-<rm@e)^DeI(r8h!&=P
zoGlB?5)hDX%+MaY<I6D&eBp(CTTd0-Uo$KzU)r7?5E*~j#m^7YnXbOwVD))7=GSmX
zI;9%iTF4QZwz&7Wh%&iRp;(NL`gHf@0bMePetIxcQpZCj`TDXE6?DlC9z$<@)+&J8
zl~Y>)hHRSNqpHtX1{T+=Uo49XwkSFNBZBvF5AkiArYM#{C}w=4wPEx0+m|_aLoza6
z1@fhRJJ$PYozIy0Z>C2}lXxP5WNs73(NfmcJ?88B<4^3l08SY98`B56Pn9P^yr)Ic
z|5&wPDB^#+3Sfo2ym-)u#ZkfC$H&JZFgo}8Va*;7@(Gtj^S%Ne-Y{!VRkcXPeJYc?
z4+`wLY)Pn>{VwEwy7)6{DVC5w5`#{S>1&v&sp<4zQz)x(d`Smq=RQ!JU@REQn+x`;
zV{<!^CmB|2H`_(OEwVj!J>K$v(zLd=%5^E!q5n14yt__jF2=-4)yx)AR#pr9vQ@;&
z^mD@jB5H|nC})c*Pc-9Ip;nIa)r46^$J*0M*D)rPyK)HEDac-}^?RSXK5N(F6Cmhl
zzd-W2hF64tVBC`YI*`&FFHbIjRlZ1jvAKCVVx`+GOS43*ppiSFE#XVT7ZF$u6OqW2
zNX3d7;Y#~};j{Tc{C_YKWhb?bF}`7;%>gNS^WrcBZy|0bs64_)M+PLK*4`{7V8x}f
zdr{-U?Z(N;WNb<EkABe{vu5(&e7))+Fb?d%!|79l*x5yl+!HR4;XAX}AqLCWpgDee
zf>XWN3PkeT#1KR;exJ%ZcZZRysC+{Emdy=KA_i0@Q&Y>vBQiV9b0HQYmVIs0O|q#<
zRvS&SrPJEtGGzN#ZH8Vv1qt#;IHp%*@-a2<h|12JIx0YwC(Bu73P_G9juP;G)1dYC
z<HSB`V@d}_y7jL6_`>VT*_Yp}Rr92WJ0<ejC$3inWWBfM`&&20{^Z1AmHsGm+fo8c
z#&u$DKtJU^?ReMBSwZ=g8Dfl?LW{T?y7AxnT#9<WaCyk|)GUd7wzZ5j_ZX7LC(>`b
zEkNXiAj?z=r^*g>5~<6A$PY%%2`J5VgrDUE6=#Wh=1HE@;-N77eyR(`q4n=X%v0s6
z!_$_v(nj3!Z292Wmw*BSwt@9?)VmKn>a8Z&{g`tHGK|<s<zW9>)L%K8O`=D2&<;ei
zM5S>tK}EUYw|+ir1L7I;X(`ocH*ZxBLd8QDWjr0|2Bt|+U<WmyJym0)l+UBYffsBO
z;b>)D7h1Z{1*Ir}5O&_FgR*h{mnndd?uY7A?*P`j*qKyBEd-j~@%(a0MJ?Qubpt$v
zzKkw;TWMoK)K_QoT8^D|0?LeSdeNiN5Ngevef~8lZ&$_5+_1R5jZ*_)7SB^h*EjvP
zzbC}<#3GUMG4_%KY0z&tW6gE2d!Ejtf+c@Is-@@4^J>I{3U<OJw$rS}$*BeC+0{SA
zw5gQ9rsuyb7uUjjmq@N?&4`9X<3h)azSNs7NtJP@%{zPazwTD!5+09n<#nf3mqZ+?
z&}S{i&`&T-Q>LvO<F%mA#@;%W^!u}LbTri>Aj$MXk~E+qnql{#DUMn#ILcUMtuZ|f
zX=v?=w0){rC?IDPP<jRbRh1x4e*C%L-@Sx1b^X~Ojd6msHL`NTn{c>Szi5HC)(w32
zLgllk9Q9j{s<YSRS6pvFqDud<qwg2gJ3z^AF>R4MI&Ah)4fG+XV<6c6JmE4?$gy@5
z{C`U3=c8Gk)ezxtT$`ZCbgE%gS)1Nj#>?aEpN849TpY>H<7gGEJ}X&d!xsV)8pnhD
z62wp8P{gp?nB_lNzx^p`xN3GDM&N$?Wzc9B?o3i#Reu^P!!Dg%;(FvqJN6{NZTRBx
z55n4+R_Rrv;<{eI1ZgaJs@AS{G}ov$w2@YDQL}%&&ue2gJZu`i(nN$3A&cFoI?Jcu
zh9H^Rc8yrbsMsgMmY}~iQmJrWq;g5r1?#;wq31sxp~RJAMKqcvJc6;OjKE~V5*E!l
z2)N<4ts(lNot3-==c#){Tw?<p5kB%|i(0f$BV1n_mf5*Yt1~;jIcADlJUGQ~?Hu9c
z^%5b*Rp_IMB{N!{LqoqrZ8z#n+HB6%`5<aStDTLFU*Bfmgj?U{*FhBSz5hV5SXD%l
z=A=}3)frtg|F30gK%*S-xq$?XKLbvM%S;ubnt)hP-0(D&s#;sFO}>IO(tD5WC1@QH
z?7R&-BIKBQl|<a9qko0>B<yxH;>79~Aoq|-u;aSc&s#9QcosSHqK8ljt_6w1+S641
zp-V%5tK_u4(S!Y&D~NmAEgfovfs^ys9t)KDOEy%6w9mBfX&Hpbt6+ssq!542-29y#
zQd`?+aY(c`lUiRVucjhQngXKZr$Q;`P=e2pVpA5nmNywi`M0R9_ED%ecE8wl*6AUa
z0A$Zi=0PXIW02LAv%2<kYxx2P6#yM<x*DccF?xzDZ}Ph+6qVGRN1yqyN#DD>RQq6Q
zxPkR*aFRI7ph{QS+akoZqyc24rSzO6yCi<4?pB#~A;5;<{hq&(kf<H?i`RY)>Wu)X
z7dzj<W8+_LJ=gVtYpwqY-sT%+vc{9<14TpRF42%<ySNWF-m0i+ML<BV@;!YRxL2te
zrj;YHOe|pI6jmTosDU^~f`4qUcT6aVP)U$Kjl|ngwZo~P5E>QHJ52;It?|^<O1Wpy
zaXTyoE}CWEXgQHQU@h%RUcv=yn2Oc@30(dngX1FC1h{|taY)(~rJJ~Glmek|rfMMf
z+T9+9B#mV3f9Y-0q8P3V$vqfqO~HZJ^86?7*Z-=&>_z*ZR#k(|a&^sq)=t^vCa2v#
z*?SDklSvo%*#a!QuEb00+5}Hy@skN51qswB@Y=8`(is7QAZ*+F=fqKOoC5y%L~Xz?
zUU1x{pp!yi66C4|w8mga+s@tuiygnBh3$Pe?QI@^uspIP@rqly>Y#TbS2l;<pPM01
zDTlfMQ7np>a{~&%E}`ia`-s8hbr4UXTIp4v@j7hmsy;BmwZqpxa+~4Q!~5OQzSLH&
z=+E|Ct$oI&Dwc`(nhi3%lkut{@nhbXpN0ezk5B#X`WDPA;eTuP-43L`ekYN%3E1aZ
zwee{Q`_IB@Y~n!qf3+{utd)p(y&^HSkZ*mQI?eDVXq|qDG|uhJfq0kii6J?ZgP;gE
zn|F6Ox1JOq?mq;R^>8P|UwPI~CD<V<>ONLt<tje;NJa^0JY6*!=r+J5=2MJQ;lWt#
zyWA^IarEiYK^2J%lJ&4EzV&cKSVCP5Y|__wle@??=UES=k!5!8A%coGRxBJDFXswl
zsZQ+^2+zqC<bTp`Q>#3&ZfPH!$_Esrt4n(Tu57iCc_Zkim_uYX)=JRNdh0*GX)bMJ
z<5j><pdAk6M@7Upm%zAoI7?_(j<5a#ghqD$(jgFE)ighCOyC?@Z;O8$&-}4|#J`e&
zXl!|>p}p`0P}~pGsv14j(KUHp&E`mI&aNFPSRy`*(Wq}%ySF)+J=VwPg^m^XQ2>Oo
z1P|j4*Yzbe*Q5H1$wcGS2*b0SgVu_T6|hD=q`Wx-k9NI~b$!n53p?y3u#$E!YYFB#
z(uLA*q9l2#nS5q`t?_tVa28gaSvOD&s9Hh&J!ZXDagBDc?$R%P5O|1}X9v@X>gvPT
zrg5m|%D{2bs_U)>Ggyd^3gIrI(tZS(=OYFXA8@+)8;+KiM3m^cTIFHY?b!TV0s|d(
zDzIRr_x}^dP#wSRe`T_mCO&}rcB5FnAd9-XSgCCr^o|QSuRw!a9!Qy_e=5n(4;sOg
zgn(})yuZH(yUNejThafEv_K{jh!*gDF&K=-N#nF9JebOfySj1^XK)_AzwCS@EGsWh
z2X=Ztn$;mCP9=D6UHV?$dw-}%q8h58+}cD!B}fJ^oCi4^nS@@mck0E77PCwj)E_qx
zS%U#b_(cAmP_UeFzm|~Cq+%bVB)7vE3>mmGl`Sd3?!~P#u_@{`uPB80os$l`7PjW{
zYv#MpT6e;2C5(;F&mx<tqQ~rbMM(Hya+e+GLTch%I9g?lihzK~NMcN(V_H?qd^m{N
z9+AtRLex^kUuV6iC|45qKF8PPnl|Ku_BT2{w|uhAbN1})E;9Me4`f%koq1aF6=Wn{
zc;O$&rlP+kXB2)1rfPrnFJL4XhH#MJMU%%+$Cmv7f0AlV0zGC2^rB%^PhO-*NlKNW
z74l+6@?V-VmAy_jh0Jg9#792GmLrZr#UXK|X>sF)jc6e?eSTaG$B&ILbw}vK<fUNn
zz=d#W|I;2Oo1$1s;M07)<IXJ!E^ERhGbzGj9M5Vi+FO~IF|lAo-Oj8V6$*8hrr=43
zFRTP9rl`SmR;V5fmo4U&6v15Z;eFEE!CKP=%ZPDRGR^lK-$;wGCz4qEM?jQmZF5WX
z32l4{{E1Y<ty|@7rs;}gM3;Otek-em)i07+%9I?a<BrLxj5SJILXf?`g0G8p_9*nP
zhp~&0ttMU_*7ZJjwC1f|nt~Ls6c(1Q@m|PE14Uf=-_u4Pq{O`*;o@Q%ZK`obIbAiP
zA;j0oazs<EYUTVSy+v4O*M#}Y9dXx$6IJ4V$j&d0y`nKN0^)7NcpoF;{_Rw4$D0jx
z`Ad;wOP*tmf5Mftn~jtoGp)`;mw*mdy7jey%J>sqeVD|MDq~0-Pq?r~fgPM$&zze2
zGJL}(hz4fkIUe5SM~((ShdXC-Mm^wng?6h|H!^w6kmFHO3+EF>iSq2ksD&j^(ihB!
zoimNQOnO*&CZ{6HA#VtQy_WKtqOYv#Y5YcU$@+7H@brS}s{z)0D2vW-b&}pDL!8($
zE+Chf#Sxa&h*kDT3429!IjTCA{d#DJyE}T0q9gZWg+jngk^6iM=Vv~+6JuQl>9kRc
z#*44&#Dh)CGAsPE7}D6%#=tbuFwTa{#+t03BF6A}k7u3QIiDGbj+cum3Ux4K=tO6Y
zdzPwPIhbXI@d8&kF-wJtGirR<y(6fLWa4l%hh&QNY)Twx+9>XtSNjnN6&4A2mkWZk
zp10c5Ylj4Oh3<osS|ZO7-u9Q2Du2%y2wH1vH()=L6JGGDeKwyt*E(34K85@-9urFb
zXR>{n=(htC^y0?s!Pw%@`Qo=>KHA|1+asP6p;LV8LumvFt-xP%Ift>II=%oIA?0l&
zO=N3oi)2lxuV7Nr;fPm9<>AwtvJ7*QUyI0-bHz1f!vOlx#oX)Z3Nj8Rldkf|U+l)-
zNo`{mffUHTOCX1wiGT<RM5OvgJ3Wx_Id)kkugs@df_Q-Rh(X(ykj!@}$e`TshSHm2
z*QQ?BiEZ3*eth|Y_qT<+0-Gud@vw#}k`~o?O5YC)7Cw;<X-uJPJEw0^sj9R`v~DKC
z9KB-yP=4`fkGkhtM-(sql)(&wr>#{oLC4Mn;Dpi9-wzW96q7wC#sZm;#1Y{4#~H%9
zqMzlmSi{<Nn3;stNsEm<nT97sTnm9+7bX-y0uzo!w&iLKl^Bp|3ickgwU+j<ec{jF
zY4!*Q#LY?FvVJ+l-K{_-J-!M8M%*d9lcA^uanOL(-1RQ7u}JKq)xLq5wNx2NFriyk
z_s33Q0wNV&d>&mw-mGHiD<8{xIa5lH{x}&RhMk97%7L$Vy+rO$K~z-3v2C5~NaM)R
zc(Ul2d&;gysM2%#{!zaBjh|?IjD9mh`3WaSnYGn%RP@X}$;YzC_$Ix}H2x}Cg0Q>^
zQ(069Mz|xJ3Kju{B*&jT5hO-5b*xveF^5WPVg~n_PRUQM)v@f4sx3if94L-(oBc>*
zbrx5a`T5xjUtK~nJk;7+<#u@9VQqQ9$1v*&wQ7mOu{>d0lRKyGA#yV4X+s2XGvd00
zIwvZr<t^oSd&|J)tiNF`DZzPX2@>;vbY=$D#-$0B?$iRhaT7?8*&yQsk?r>K#*8x;
z<y><)d_M-aRE}=@0M96jxjb<3oW7MgN83pj{gY8;{z&ldzjD;%@7x6o8sB(k5y};F
z75k#hA&-DFghv{c5~x)!OP!<y4aSWZp~j6~Iol+C*Yhl*Iq_PN4B~j>xOXzoDM&E+
zg{h@r(??+H4F7LfWF!13PF%Wuy6J(DXa%P~#I1qXw1GZ{5<%||W~n=Ic3<IUVK%On
zsQTc^aKd%R*8-oQ?u}n5lvPs1CtJJhrxCdFc!r-~Utq|*lO_VpUSSYMr)^#&WX7iP
z59}ulE6k*F#75mILF8mP$-1!&UOjg&F3$TnR4KGO6gz`baj&voz+%K96=|eP1)5)2
zowA`ZC&bm?v)$sV!JSB+`2@3V=CcClnSJKEg<0l+rZ~!}XshF3@8i%w(?`}(RD&N(
z3a;A>1J`T?Uh#UN3|{GLxC_F<roP_fQ)g!kef$MN39kdHaN8p_BBl;x0y{+Uff7R*
zySHfn8Sm4*R0ZQWwG>E}W)2orhP6Vk`8Helc_fdp7lmLkXg?m7@fTgjS4avFbsGZV
z<!&e1+H$9go*=~9q;Q)6{|;v`FLLNNF#o0?%JX&c6$g5<9TSa?PZbayrvD)<Uzo~y
z+vD=9UUv9!sm9iYl&k;R^bo&$kSW>URqTxf?<}072%bP!=>Anz{bN+YaS>*sydBDT
z4)s;h`2bB2S#FuMUD|?(EZ5(dhu^+7ws9BE@bPrP>3TvK9^pF)BN`n_ECEBsz!R}G
z)eCRBXxID%0;d3T$IzNmuqGs=!(JBLt(zp<-yuql8uRnM$?&WKZzRj=#y)(zslS1Q
zljd{$jyqj%#>gAkf#!tOsd6pM;l9rY*RF+!s=2wpp&7G1IhwO~gN)Vd5lvhEgfJM|
z#nJSEE&~fW;1WSkSrCAmxGm=9Y|_4o5M4Bx#orCpBw52=k*x2XcKrVsmKkXz0=Kp<
z5mRAUt{1A0*LSq%m{qWVN7Ag13!N?O1PmGa0BatzMV;}*0q<W&qjRw(3QxJLMq5jr
zC#Sowe6H6b9Hj5KrBOW(Y@%7h&&@Y8jTCVNJ|-=#4X_h7>W{dyD+Io)t>C7N4mq4t
z>U1s;)a(kLsT4uV%J6LsPHez1w!Gnasx<336Mjp(!xyX#(bds}5BZ??lgD^7ymOL?
z(g0vW7ViAlxQ+wj&w}0BT7aw&;Qhj!#^GKVK2*Gw6WG<$dmrCpz=Vw`pb;tv1M-LZ
z&SY+C`iu31J>>cJP?R1MwAyG5hlIrbv^FL9Y2yU^O*>$o<14O@LL|^1flgK9cCJ;S
z)A}8pa;VX4x1sNK@d?37=|1$7-agX`;LPvytu+F9Qq%rUyP|g=oo#V<>sgy4MA-68
z)MM21#=ZSR)E7r5PBOiOwz4{Rd{!v3JklcUW#|a4%qkO~-skI>_!Ll&H-dX~Y{v7P
zwmF4@&OtRj;_Q;kuSO^nCZZa1z0vYzz%k>ZcStFi5iA927yy`v`h<Z64^V{fkLCi$
zam;uZx#lHgS;Oyc#i+2LZw@|1#}Jbl0`h52jA0Bl5~BkeS(?F-C%Dn~+my7`lxA~`
zHv;f`LCTcg+y=gC@SDEzVKkeul2yNrrM%GeZaFg76Qs~qN}htk`1#+fNjC4C`sWLE
zT#_TESLCA?GzUsbss?1Vd^^1aVK+ta#!<FS()JAF?pFpp9+d=&Ja~v(rDOi#{7O4H
zHX!YbYc=)gk=x8gtmYYJ=CA&;LrTK)Eo50yOI)Fy=;t9O>((S)Kyf9KfCI~0^xD`M
zvk)ya{5ENNirSy#U8#s*822A)O9m>M+;!{=*hZ9G4t27z=>s9)Vv$sYxc?Dj|97a;
zclprcfsm_)rk>Y_(46bTZ_wF4WVTI`Eh9`awUzWDg^l1Rpi-18d$9gdz%|qkpp!b*
zH}qLoJ$SJ46M>!8JW^sB+KQ2pf3>0=cSrsCf1>C?;Emt2z1>_6^|Bz=rS`5+pJHBT
zsOX;8(l=xGkZME0L2IO`h}m*4XKx{^WSw2Rxe1W=i@5xVs_6<(GHifc>e?J1E&lvW
z$k-vhRG`?$wxD7!MIc|cS2iQGQ!TBT7|OEiE*Zl<ki^`Kxx0?kiFN;mV2NrKtSDIz
zR9&1mNS4(``G&A#X$*KIh&~Av5kAdGQhMH7ed7PlCsNnnxIMBfokpKxY!;!X``f|w
zn%h>_r?>@`kb}cR!H&9bQu?D!(nFPUNP7S}yb3kHTrpZ@lonq_ZO7bv4tlo3zANmr
zjiRK*4*_GzuJ`;No()}L2c`XJYh-I)lY98@Cq^d&zZ1Tly}a1|1aC=;7i90YkcTfD
zB!xumg8dcMSNwbf-6l%I03!19H6fMX5Uy=@WIE1uePX5f^)d+4n`+?>fv6d@T)?}E
zMPybPgc5}`+e3>wB_J?-3mGc$-=3r@g+M%K2XX4{{Ue+X5bB#zSUKm;2aI_bL?r<P
zCw(9-D{T5L7jH7Y0CHS2W&Z8~0d>`SK*=xSj>AczYr`ypw?B*lw<UR!ejlp8Q&aoY
zGAJTV=F1ik+Uywou3go=I}-lH!Ih$B6_Qqrf!=x$CNmYhex}??5qYP-6!sv$30OvE
z@c%h^E@Z5WI)ZU_@^`k03%)ku-c<iF{Ur&xiPWZ)R+PeuNu>XI;BoYJ$Idn?UAd2^
zQM*(~FmGNAhL_G-Y$fta)s$IGP3@|-X~0wt<ADalW9tYf_|3ixu(kTHq=iu8G=J?B
zoja!{raa2;^v`UC!%B{YZ|{t;gSYW_T9AuC&uxLbqSYRH@QVP+G|KLSt)lH9l`QJm
zwVvnKUYk1?#qznHcGKr8VxD-MQQ%l6az!PYoQt9oVr>dWN2RUfFWrz%F<9{_;tu+{
zp)ibRwkxJ_@nG9g<=^?3Q*f;}ht%OnHcX;M%be#*DIh@z8hp=_9(!8o3Bn^&Tfi&3
z6@3|X;iDUt<ljn#VVzpEJUpP-bK@E{@H^~f^Uz$hZ>zT395Br8<$GB)exXl8vK|&8
zAM)ifdR~homT9WJ$U5nlkK5vcqwQ-i90)96STBGoS9T&`dX3<NNP%oine6fqK)JuA
z(FFhAL@$1^ur}O^A9i&NGN4NWyHN;V+;2F4i6b-k)I{rfi@67k4?#Y2?jBDaJ=@O+
zH7zp&=lGqUF{Al_1PRVX#FmF>FM{WK1R?0vem2ToLX;uS;TPc^#l-p^!Oh~PhVasJ
zb<>Yg?!=GR-J6b=GeCXaSJwPZAGCMOslof0cC@=31`AFrR6j2(>33EJhP7aG@JStj
zPpSn!jA3p_m^f)W^no>f9-xYc*04iIZDcR(cu&c<xpyMm)kFwot0A&x{L(>j_jh?M
zX%Wy)4Rivm2AI5)-4{&4bmfeTTwfOFN{<D{=)j~ZiIQAm0K7$qZb#!k&)u(d>wlyy
zffPN@DRsgXz*!Q7_wZfTsUle^F_}C$4tv--_dY??T&RToRQL-E1B2Ns>w`4t6i(v|
zbh*Bwu-YUX>P`a3nzjd<n*X4$w(-b*a~MYFR`lZ+e1eR%a#<-iMnwt%P+0{1PcKSn
z6QK`vC`&|g(PP2Q!<adZyImFD3sY#;%8^&{KFE3~4&sR-A&f*nwqw3b+K<@UPRrX-
zr;ZPPn}oROvLptr`N?}wkl<zQk-9WtfihfJ>`Qwz810aGpY1Sz`U@je*?TVxeLZD~
zWIpvH)Vp;p#Ov#lrYQt2F;mf?0CY`UM791%1EvTur{$!kS~DhhGWymn#bvN$TM`2$
zso?W7DKuPxU%ts94Z=F{5cqQwY<~aRH4Wn-Yr7M@FcOmHNQP%0%r$2K`~~mn!7A2l
znXjV~Q|PpDP!skI!|sQAucig0e}T$wDZyLT)#!#zTVUEMiE8_w?E&AS5%&f+xS7?S
zCA8DoDCSc=2EAM7-LtEbfDb+Uu-8`XGpnH$VX3qDsg)kU7IJkv?{-WwpP1w?myRZm
z>R`O;RtMib>o}(!ikg8TfprhtpbUPFy%Ym^udjNJ^+S;VV8-gBuFEnmqE?OnVX);=
z{ie_D3A|<bhDQ5+`xll9P7yS>v9b;(={d#GS;-QnPowRQ8D+<Smu*i@@lW#8RfwH}
zejP-IdO*%H=Kccv6L<ZO;%{^gOp%`kv^-`EG=;)mCYv=%yk=Fm@R!LB#s}^(gHgQ0
z9y8Gj9;&oM+7!^?m=;4(w00dW8zbkyx}v+#X7rbVe>>$3BGC?weT{XrHlqwZWvFvV
zU+!7R4|35Hdi0|0=c10<#$~cI5&QMy+n%K2<wIT5Dblhs!%AIQ3Nd%siLwywUwHB^
zW7vFBw8GKsv~cRAuUx5th^$&|M!owkVm#Jsd;GQ;h_g*2GKF%hyHUtGYAvNClNwpS
z!*Q1Cuf$6bE>cTts0C2$PfTU$)bSceoWS?Wa;;D)ek2;%F3o`@#g01KDamM|l8<_x
z9eXRW{1v27*sV?3jWx4*_cCX_5>7&8y%wcdQ8qZ6(JD!!Zm4Ws<>Q@)<mEYX_3=+u
z(xwvC01VrzaC&n9qRO<ru*ndxg*`mE<)Tw=9lRO+I3`kQWbv>zZAlpzK`pzF@{85T
z(27onZ}r&7xsB2npw9)O?=>w_zUR&lMw&tIoD!813<ev%6&KI6#?a-jwHXe?@+$te
zWZI#z`{}<<MYVHI+1I;NaCG1MlXJSYkxuJrb&eR=cQ{vbKI~iJ*X;ey=eBxl_~dho
z6#T+H{iQo@NgvQ${$uKnWjs<YO<<Y`on!r%Nj!f(fS~54`8Rbk*b}DGKG}J};gi|_
zWb_-ZUj#4s`LE{TVwb|lW7Ip!aS=141j)_VyoN7563&1$AKm~_KbNrw+#qAruR}!%
zv1XUvNZ%2~->SwU{&w{IcE{`<?UFSPeC~-4y;+Y(oj>_ZUHVpb%DI=__>juC;5a=P
zR^so+R%GeZ*JGR4y$J3e`+{SxUFOVO;`!A+(g%-od6zy0eXDg(iB=jKKW=D|F!4Qt
z(X!UJkBJM5n}MG)EF$X^*weB8w;;g{LPGZn@pIJUKzIov(pk|+Y6Tp%fddD>Qi8*%
zAtFyWd)}{IN5?YNf}QaZ*o-(L_yg2xRyB84$jZ_wX@wJsN>ycpK?v#CXeVNvs!6i6
z&ho`%{Yt@9F?EtNH`*-*z4x*_dNEFk1`7a)GQhQ8W;GE}hA?>df%dru%`{Fq5vJkb
zxlIS!o-7~(b7O2Mqo<8Mr`gWb*xL*KLF`p2D_)is3O10PoG);6E=Y&z*o=~g`+E*?
z&r;mCQhog56vJMmN#va7gEJ<I?uh!nEc_0_BeC-uE*c_xs1uVXCK4>j2>rz6eA$9~
z8E6cyAGRl{X2Gq7y~n@B+N@qfc|9}rkry72s2Y7mlbh_rC&Z)M^|nxp&+)X5?~$@u
zI{dlOzvI#2jw^3*_NN`=(bJ389}#5)BL2w+vPaea{pYJ}tuEV=OF-2sSwpMDEB|dV
zHfgfBN1L`A3vJa=xr9}1i>^D`TGOL|0*8vG_Q;NK)8=?~&;0N3^a><8vY=RDF`|+l
zOGR7RLf`{yjNo0sTn~Dt;Paghj8Vrq>Mps6qbmC!y~zWY=^nXafO9(bjC47`h~gkq
zw%}0^r=JL0(Aa}|kg+pzGEY9-Za)~qJIR8GJ5P|a2)lWYwnMjHgNr0uk8wR=_<lyu
z&E@uOhpsSAe&B@Db<1@M7bkKiilM+fjqWA5edlNaAHO9z20hCA?;oO_Sa|;;;#u8D
zYA~32WB!HQmZ|4SkkIkG7H{c~KxbwMwgUKZ5TjO8Gd{k@FHA0FlB)j9T9|<}_VW(U
z-gG-UHxAoUmT|l?gpWnCAE^d7xXW^7_dY|p)2Iztnoc)eU;A5uzYZ0uO-Kes=>XCS
zFa=-2l~vi@D6l|um1hSYV@vSWlqPdR>yu8*T@%zr=Z+Ok{POa{LCw>c2tnMuz+Jgj
zV`ej|eZw*o%Q)KA3%w=lIQwU=9YIdzYgOs5;w@v2jlb6jwQu4U{`UQyj7GjlbI6}W
zW~qoA+g}AV0df2@mxaR_jT*Y1%d!b1bz4dsMXd>W`KSlg&E6cH|4L}L`PaE<TX3+T
z>iZ>_6Y4Gr>d1l?AA9c)W*!lk$kce_7&zwy*{;S9IP@|%hhWj0C}zK;9)0ny;7dmi
zse=KvJLGt-FGAUUu(81z1+w=xq~D)7%$t!_c;`S_@uBSoJU;LTh*`vZp+b|VNZAe>
zYt>-kTmB8(7sTv0faHSgDC8m|QL+3PpCS0L|I+6;R^7Lz865&@nLk1Bm&$)^x=OS<
zjB8zXV<9Nlx3=f;=Sv0C)azDpjtl|>DSh0r5&|FA@o!Mh`P#zV2s?L>eKN(Kc2`jC
zkS$r_4jyplJ1>pQk+2HB_$DSKj#Fu;bDtS_>Fdib{|%7zuQQj6O&MZEJg*7)?=po#
zbB-Y2dzH)^EZy_@u;>2*@T4)5{s5&O#i04g?Jlxp&&Q&5we?PbsH}$I1gUbJWvCji
zW+y?_CdO;bEaFF!pL%+wJydHKMkXjke<_%_Wda|&fWKHFki*&P|6KX-Mt{B`>XJp+
zokn8tUgB02`*?*`h0y!NtjV-ESmT2w5VFHT8m!sca|;%=sab+LO^q@!D>rVI+g8Za
z?<%eQ!FvW23I)XL#{dXs!wp-o_z?oBM!2vDplYy&x3+gYrI`wII;HV*`tZv2&4GI5
zZ$6={5~LmYNYAneumg)i5azsJZRrMOiLe9U@h&WuT+V85+$#|~JMI@<#K7bGk#WT_
z-*nY+cnf=$;9R^?VSoM18@R<sq%Zp<T+NU@%ybWr>|eluY~R8l@6Q8=-W4Nig5WI{
z#$~jhCy|N#;&2=6sJ|5)SC6gVu^c%U2*lw%>J&UL{o>Qb3r~`*4Am-geI4t4<@S9C
zhxJs;Mb}a#XtOQR4aL&EQenA7R~`2n+glR$$$0#Q_h?1AJ?yUOnZIx@49c*V6Y0oc
zLGG!=frprWHA$BBzVT}BZ8u?=&xSWE!d`!-GUwe%0Kx7-<f&cCf$kq7E60GbMlx(R
zxPkY_7x3?t1n{4@GFTJvpSBVVwy@%JJ3&2OZgIjlfXKMHaljB!)>ckBIs_ELqq>!A
zv>!jj^o<9j1KZnq!QfAQqN_*u?6n^@4LzuzCX2v9kB{SrVLC;F%{t@ZNk$1VJVyK#
zK4e0>^?oY$`m`d#YUA^!F~!od>-Ez$r0m=427xrePR4iN&m8zPF70M1w{dM=*$d`)
zl2OR#eXH@UPt=uvv|>-IJ6CH2Cn|x(7_@ToIF`{n1RFIk18N#RY|wM=>tLV{jbHjK
zGQWrXC(bdYL{}SbPBA92glY^j3&}(9bGPoWE4rn0jPMP-e!>@E)9v6Z%Iyq0M+!q*
z67;^i4-yu<!VmT7&r0n~yYPgnOho-c3{r_oVefRf_BD^CvG^+GzE#Oke%lV_LnVQ>
z4f>GOX_#tH9)r-h1VoAyNfpbhMDIQp#3U&tMctU{Na=WW-556!62ChKKt_|inMIi#
z3mQe~LQBPO!}hRasN_t&)WXH>)EkH&YU+I>gSb23-`+b((2@8%OeseE2w`W}P}7q(
zwV*@YhBaUE!eJ?Ar(_|wo^Q!lGt5|L6UBZeCDW@MtQ!56yf{A{5T7l=Y&LRk8Su-w
zp%2{s`(a^KLtPvWGY}H-YZ+(ntNYhtfJ<X3@&%o0i$-2Q!}*|^@urh&Kz<P>E9*B!
zWnBPvDI9MQ9|=d&z%GtAP9=i=0Tx;6Jahu;n(u~Xk&p;X9HJC0JA*21?cCCxOcK2u
zyC2;l=G8}1J}+8y&CnF&hSVYse`q2S2z=^VW$Gw8uJ^>E1<WIGDHUp<Na+wFPnLmq
zj8Kcy-J3e)y@lTeF+u@9<-J&b-wx+iMhPxok1;9I_Z&XRYgAJAz0Ddyt$nK*oPkyn
z0T;jn-pD<R3pjd2les-aDUR13Oh$Zco;p_z(^GgQ3t2EJ@B5s0!M4?{mqOd;@N#}6
z8)9INA_51oByW?%Fk05ugXSIDyXF&!p-|p;Ni6ihAgp*mEYzw(F_}1LxkoKrF4oRr
z!ESh>jN@Jgh0RJwwY+9v=1s~OHU)zXu#BqIN0owkesH$^K7$C?;MVdv?qT87=yr9_
zF`Svw_=NZOr27@*PCO5$(0G~n<<|pV%Nb{KD*agb$hT*bSE!c<q0iW;fL!Y%$j=Mx
z8p)OSQr|^$lJj=2rBrEkepA<ujSogPZ{QzM-nq{<3P@4*P8!?_jLe=VFlmsB8rmXt
zRnhO5)Swvw);qhv)T-Zoqmq%Z3syRF)YqMvKn8|-=YhINqj3gCAt_rVu%N)CyBjdG
z`h~|h#{hH!F@>_Z<I`K|!G~XZi0;#gROi0$GqUh&s+E=Giqy6C%Rh-YGV8BcKBDoc
zISv}?D887Jm5=b2)e{Fx!g5Gz3&-7R;g@$V@v17eENWmSL)@7s-kB#&wP>yfu@rLf
z>c}8oF*JYG%11>r`fb&!p$W~XQWoel*Y;GS6|-zbu^9CXoSrJL98695MO{)EnvsGO
z`t6)absUIO-1-#!rjOjWIDzwVTLk7y!VFA!tb2NWpKo2K0gwuk0xo`ZH885F;JgW@
zf6a@7W%CT7=5xWPac&LZqiv3((z4Zt(Z-@Gx&5Z(bwRu9#V4`P9tyQ5wVsLAxotbl
zw-N77MhFWdFaEE|rxlnQh-}kO>hf&Ea|U?NWvCV!-BEdRK5JJ@Ig&@3?DRsA2n9w|
zA#4fH583D58S+fZenLF@@fav~xgRn`3qFg!-v{gyP3LfOT=sOqI~yGC!@&CMir?-^
z9J969ci(V_r$4Yr&(+uZ-$+P)yxY9<ySotv&QIWUVs#+#DsY-?g%8C+Qi<lh%MSiX
z^x8f^%xRso<Sz-28tOEs6e{S{KRPs>CS=9(m9gDsjhlx=DQUbXHWt82ma1`e7rt_r
zA--}Eb(P|#wWFFg0M3FAJxr-dKu}m%9u~eL7}xM#AgI6uh2i(e@+d;0V;_-~8PM>@
zT{)#-eQS(L_IDY}H40;>-K5pkZ?!W$6Wxrrv1n|xHh<EI$ndRpu>-F%Q~7U(54v7G
zht<@`*7brRv);G!___Hjm2HUuIbs2Ttam0}64<OM{zB(rPRL9qx|U<AyOZ0BFnmw2
z_1(85t8X=;rWt_3cXv?p;<uts-~Hi0)RB=Kc0@<xa=Uuk6`O{WyT+H5H*c`MLI0!7
zdYiUEm=hKpI`q;b_X@73+;R601Ni>I++H4lGxm1C9kLU&FDT6Fepb*l`iuo-zXSUC
zA(?K?ICwr15Q!pwZhmv@X|Hqzg_MV=9=X3Lz28@~;J@7Nf03|>X4y!-t$<ZW5%7(V
z!#8E;8UD45w^LpYt18Yz>~?e%<$k$O`Z7zVg(9gK6-ZFVhV9NfH;tV2KCx;T%$hE$
zW^Aa2=CpvzqxVYDkA4xv!;Afp&?TaM_U*bi>=^neJx3VDK5f@7&XO<|1}9B$f?BLd
zOBCfCdzZXVVsrAYJC?FBgj%qkC)bu_6r~>IJk2e)h6#bR2I09`*dlA9syg>2h^aOF
zLqSkIeZ^BW&~1Et0uO5WZ2l=NeH^ce=OzvdHk{(AViDf@hv`#cG#+D>+cpv72cEUG
zNgqhTwu9+Y=__V2CaI83)UO^pk4@QjkHxH{o%&>+9OC|J!$ARI1(@0|-fP~V_dOq%
z*1-`Wj*2djId$JdlU~|m&6g-;E*#8ehrV00#TM~rury$6o8j^Uq*yJ~$x+HufuKx+
z{P?YZ98dG;N&EW}rKnWK{PS`7uaqNq<!ZUj@ghNeWS9Oy3;n(uZ7z~(Wx%s~eY|d-
za7z?a7z}KmX!{6x<9f{-sVRF=wtT@OPlU};>4$k}NPcCKUCeHASK!l?6Q-U(cBII^
zP`l+fwowF?@ysea%m2v%nZ^7!5r`w1`iQAfHNYfK;1Lz(wooDCrrh|iLxfCypS~^l
z`k=qr`-5qRugyYwju;2F;lJF3p-Dw_9Za5uJS;d96JpF>-U0c_0M0I+xH~>*a#HOE
zWQT5)TkpBU`Rj{iWS6A1<X`4WI#nWZ$b?*VM#TMmI4aq3*J6I9xVMjdLT(Y?(LS8;
zvlq|^kuyIf=_*(>tnCr;=!i*V0xQky<MpfZGcb8!S3vWy2^QuD<Y$N8&&1VY5uR(`
z<8=$g#A^6s>5m{#Y~ST4%Gu_HRoOQ+2*U2(q$PtnEY7XNh|GS?9v<D^mLl?~;ob%t
zZm`k_YPBx{FTXY~UQ!M19PeCBn}KBLN?1x@V@|qPzd0W7FN3i&0~ok})ARg!&FQf*
z5fcLZf9`Bqpu~-ps7(%+PaAwZ%bKW{pj}W7<e}w(4<ID<lWfcL=z>w%is?S?hZp0$
z3?WM<&K!(w<4V-X-^t21={JYw0J{b%VVZZyvui0%qHqrm+SnV%T%NQXNtfI_9<KQT
z{lg?$Iai04C_%H$5#gaElx?!60qvei56<69>Q%n|Sr?m+K9RzjTM{0|nZV;mhJua=
zg=vEx{wxAy@mIXq^cWN3K=1mC1L7N5=9HZYV)Jpkyu;LFT-+KdWO0X@Mse@|y$a`#
znv}kxDKNLj_b;J=NOwqOR<iuo^PGsxCwL#|;V9K6JNrpqzM_XPFE9vW)ATPxX2gJj
z!~b==EpvWs4>yLi;M-;Hkq_nx2w%m+-5uC_am2$rwkQyr4VvYFc0`^ep*_k|5H@W=
zi~n1Y4~CRSnX|@MDw3`1Mv6`~&L8K_moTWQ8lTw59d*hZRU+%z0Gg`2c!tZnQQU7V
zg@_k~b0GzeN2(!vZxx=bUXR*`8Ge)Ihd{>qtm-aF9I9at3k?$4`*@2kNxY6+_nlF{
zWb%Z%Klc3P<TaX^6qD8VMz8eQU%ppD^a@U&bQKTb0q^I^960Wl3lbF-aXGJzF6Pgc
z1W&wjk*rfqBHHE~ftFJZ4*e&aei}YMVdoTz^HP$qfr#J4QCQQ_OA%GIa3poXgu>}L
z5^w-WQfXV8qzSemHKgItJL!BrW<jGc4^p!Pl7M$%bM~y>65(9=@Y{?7zp1`AQAcWK
zSXw#Fx<^WbgugB~dHmy{+vd}gp#Wyl4^l<a?o<*xY}+D!jxhEtC6d*T<H$u$bY8v%
zk!l81poOVLm`W+nmh2f*$G=j7M6hIQ$;GPSoc8|~&`;LB&z1Nad~NQid<{4(Dj4Fv
z;3mBntkJ<ey$hcf98ts<`$o1CB3w^1XFNs$qT|Vl9OQq*?Xn?oM7;QZ{IbpJWk=VK
z((i0}NCL~BsK(9Yxiuo9kh}ukJg6#-UtM7KAMXxcigGTF58`eMcJd~MO<4SYTU`yV
zYD+Sf%uWz(9ZTjEOidND9zQ}DHv}rjOp=WKP6Mj*#!)&C<DmI_627bFx>2hbfAmQ3
z@OI4TO(Dl|##Mq2ty}L58kw^;@EAVf1t*aO*MGSwVUPw9IPBFEiW@@}c)oEiAq~M@
zCNc-<zw^B;_I<Z`XT=!!hS8BlaYS?+tDtWOn-Kpg)PML24PJt7=}Nd6Qjm&dIht7d
zdswV_SRrdFFyj`}cLv<8f0GpBSoazo>O68jS@x&IKnG6yF0q?!(!AV)B6iXQOA8F2
zb-}IuZ@2DL&iBMZv3-|rvkL$pBR~;eAk+du_<kLw+sjo@&sMDOG*0K*-xq3H$kHh9
zL|1E``g;?P^?Ss+q9jf5m<2j=Ze=Hc&3vh;e`e3}$}uQn!2B3<t!>9L4<mTA3@{PP
z<wy3%hDI3zn!)y-8TK?x%ImskRGr>goQvg1LBM#L5_?OIeGGtODXkyl<!!?V^I{KN
zubd%yrdc82VSJqX2nw;R-t(IgwYQLqr%C}&OPbo><5lttdvc6(u6iV<Leo-~c6|XM
z|99!Bv5>d|4d{82@VGldLrTVDGWY_v0j+L#f`;OT{`>^%FrDDI2>>vG-YduF27aP$
zsomZFh0t>|R~Rr|Ac1nW(T>Hy5E@0Yva&)=ODmGWv0f@tsr7%Dd&{6Wg0@{a2?-Jw
z5AKjaf=iI#?iSqL9fCV7?h@RBL-63bxVyUs*F_gUllS?~_xpMOovosvsO_2V>7Ks3
z`@W<u_iVMr6^(>sC5%i(MFo%7<10X=7Oy-?^VQWQaddP<$LY%qR1!BerAi#_?++Qe
zYaD00)i_*eb!VlLN%50SXaDYve!9{myo1MKOZ4=>FAMOR9v>T#d=Bpx&u6o^Ue*h5
zZjBm`Ip0q9781I@XlZ{w3OR3kX^kcgN$>8<>&}wJp@r~Bhj}LGi4LF5X~_ilgjMGD
z5-|Ll!{mey$KWsw5IwOsT5zj<f_kdQa~o0RUgPN0XTGr0h_b~O$_R$CH!fkW_?o;A
zpjXF53agY0dSDrz4cfY;(wu=0^sJN-+-OL;l)NpH@jp@=uJ8YIORYJ>h)E)w9`3SC
zUlfu~Nu}A!i<$lR;Tk?7G5cb-^jzKc8$@Ox`x}xE&dh7_ol&)owkbys3Ev~^h=;%x
z`~(BYg5&njT32d{7v$mS)DwQZm=K&Ka?{gcdyPMnhC8_9S%~A<N!Lgk)6`l{8H$`%
z6mRG_#mN5pzz8T}Z0m|aYS~`+#AxajygjHSW|K`=n`03P=+2Jmy+e?h6HzCg+ILBR
z4-<?q>brql*v%ythLIp4`k1pjhF~c@x9&*FQ<~^}qAe<EOsIF#38`IFT4?b!zh>DZ
zZJVx$GLh>*O0V($d8??iK;z2EJCW!5*<5d>zZk>!y+^F3WPJy}f%_=W;7>LcrpCRb
zYr7DI<1HKEByK9+VTCeqn|EG3Xw=f98)j#Q7ISmct3D^X<e{5vwr@JFCr{kDt_sp8
zZ7jt?Lz^w#^mlv{XfylOYrSZMXYfRHYJQ<o&};E+Ixc_5$%N<-!v6H`$u;z~8Gg?e
zX`I^95Xr3BaI1cZ2$f>yRX&2y2*)I2P;wenUoe(DkR7@X&xvxGwi_%uJoMs>=WhE9
zU&qadM2i=Jan_QVOfho}QP8p;>>LZG%>!-fj_-F*suSqf_$M6#-Ys`0A`Ul*bD8oQ
zb++g1MT9onHq{H5>~rHx-mN^dNINXreKah4sZzg7w!Eiow&$lCG#S*77_wh<|7@5s
z)*Y|?`yd1_L^_EU@)3SA2+|d=je{oS)N3$2M1~i-{|0$ZG&v`<{%P89M+rYv{&V#T
z$<#2aFuIM=w`>WMDiXi_NZzExPUjTSLqm@^%-25{r`D&ZrZ$e2&kc+sU-&21`$^`9
z(AJi~GWd~&0;uIDu_<D{W<J|5@FT)ZcrTP7B2M&wF0)11KH;&k=pMxA=zakKZ$5td
zv^kQ>3OlYDKZJW;^EjfvKU}D$%<{g`F#k&M2<<2RipL1}+i=*emHE1eiNUwUw65m}
zBM@weXGy<-%~-OTj;5*jo^A8oR!%fKTe*39ZtrFL21|U*g;S@crPVA1gG~Z1@j&qZ
zbIA2y{EB>mr`w3>gpnF{2E5y!EyYzW*9<c1kIrdqOfkKu)OaUJ)rPC*RsFoivE~N%
z#{U%{#l{9mGrSTP7w5U2QBrTTC(rUc{RZBPr}O#y5<|)#&HwV40RPa`+?=aaB$vW&
zLx95YNIU*SyRfjJ4@fS%0nqd+?+2HkiHVc9dL9R#aL)Vxp`HG_D#Km~{(b)u9NY0N
z{-ENE^;&CcJB+N;^>42@#OG<hlvzTx^@~#BL^3nAeAd@SDnU;`8!oTX_o6AvI|;ho
zKb_1Bd|Jm1|La@oGd=tEEls`oUljOHYhL^QmyP<r&Hsx05ApTicHMt2p7#1*|NY-9
z{8x31G<}5(Gy1Q-`u{f|55MEh^MBh(|6gs);r|`7{%@P3S_gcRZ~}lfJ!|C`6?Kn~
z$2_;&?MXGZG^vZ-9V~v1ck3)+8D`mm`;6(<Rl?c*?<LOg+E6z9hOg{S^Yh_d2LpYt
zAqyZ$CvY+0xU;<UX6N~Jm2@4DMTVaePomBKg;-lgTvp~6E--wUL&N#%B2rmBp2f~L
zqQ0L6@@jxi8<$q=Z3iFisNqhs8%(2>1U-8r*615CdibiBL9*#L-k%Q--F(x3xISOk
zTkCwjzGyICSDxokZ|42r2@_7S2I@gir^P3TWx3d%Gei9<7a?iZpJjpc4f1jh59cfF
zTl&4^W8o(StIi9gxt#W@>R+Hb`X{<I604=R9nA9=-nF0lr3!pr<79SYh7-|o$J9IB
zDZ_h`MpT%6_;%kxPCI*H)7iD%%i`<HiLE(@igPQ;_nf4&OlcMI+d3jq-UQvFOES(x
z13#2Rik0ptf$jviO{+sv)1v8u_M^Q}Mek4%%S>~Jq_U|7K8>;cpD$I~cZt#VipD_D
zxxe`}Sgn0mPm(nM8Y-D|6XCLkb3z&}k~Ny=`zIfjPMa^Wvky*gCpD=&<P(l<%vjR3
z<h6@}rhV(@ivXp%AZN1cYI9PZ{GZ*DakkYLN00<Htp#dz_l}a006xJ}8z6L;*k4t9
ztt*&sHt!!>-91a1FWyYhE#;LL?L5Fs&%?2pR@9vnDQ=kDJtMi}&}I)QoLGOy58r^N
zPTiSfDF&(B*vHe*wM6UNY<m212u_gA2{N&-_0su}tkKS(xu;d}NT4?SU}A_+$}>Ey
z@86t~t`}*Lus8Xi8T{x$FWKK<(fin;{Aq)-*2Gl*Ybq!ao*1+7Od@q126=sn4uao)
zp(BQK+&C(zl~`oMz1a$1M-(YIsg}44q#f%<cXn?1_XI^^1eK4+acKEp)X6dX<;6-z
z*EM8<ml@@PUpNTqRNGfbBr;&{HEn7$K+tVn!HGlXs*i(}vi|GyNz?uvg*a&IZrFnB
z6%8q%gEJYymXr1F_!Sbi$=nlWpJU^|vN~%W8TUOlCzx{r5a5}O0UI>Iu12*9Xoo2f
z=n7tj%`d?_hlX2$Y7;*5V(RgYaaicU3WKF5D#b5pU1N+IGhR16pemc*Dr8t*K5&_3
zxNfl3m8#RZ#Kc?ZE(B}RGGXU_zY$kAsO6oFz(5u=5`#3I7VZx-nZ9mDy1jI6FD4Q;
z9J*{Wm_AWH&QC#J*9_68*MfI<w4prBv$-tV2OKz?p7drR%Z&2%`$S3hKpc-4(m%K;
z0b%6PH)lB%T;e(L{OSGocHXyHL!pL`Fg0}NXX=PV-=<4*k!Mql><`?)GJxcyUj0t(
zjW`9D9VrmUlMO;Ws)ln}CfMfEx#`q=LiRA6yB&dx2$_-<2JO7jXZ-X)-glqzuM3Lr
z$@-4!O-$TA1mHm}h7+^b@xR~FuaI<$Q#N1y0v?<7OReY=%VzkCgvck21ymbxa;|m9
zr*4x5104G7p$#t3<huuYwf13!h$MNFSiYcQ&!o}_HBG*VVlA9g(iTYQemoqol=^f0
zMa1OE5^x7~LlJk{F;I^mmSZIAyG#OZ@pF}A5+A1mAzBz+$J_uv5RBox9ALCt1ytL$
z=zqpZl%P}2y9fBa9GuLCnFmqnTlorM`Xv$uZVvFx{(0?xM*TWQXvOpBAC`rvTDO-E
zM&5n@p4(6h&{DMFM7?QJ=Jq7skt0P@Ji|Bf^lCm*$UTS*>Se$}O+&3`fUdPriOA-z
zdEasVU$H-3=)f|p>0;KK?kt)4)g)}Si-pG`t~tflW^u#p-;Dg#w~U_t)&Fj4#smGY
zBK5x@AXejN^8aq6`F}icZoiO~s+J42xSWtBN*S1#1OYk`6SsqB0Hg1@a*)~Q(M@wV
zPdw(?%7o>A5tv7@wWN_d^uKc0t~C1BS<P=<9ZXBe%Zsb1U}t1zPPTh{{#&~OeibY$
zD=X)aApl|?`OnV+SQB0qNqiJaX3#nJ&9rOC=#O_Uip^9DK4;feuhYlNrF?WhYfDIp
zav%2TuhYVpkYw!o6BD9;|2GT%_GhA+!D;+@^=-rQz$l}5KND$L3jc@in?9x{>fYqY
z(&NSyE!sh-SuABln1SZ}-_F{!Ds~K~PCtTgMe0=*==L>zpN>x6l(l3;Er8y=r)6ur
zH|3;gHQ618q=ytZG!0bD`~ug!rER$<TgrTSroVm9bl{X`aL2ByAcI&5VNg@s2GeRR
z+!ntDRA>VJ3bihdp(rgirX_E>kR+{<u@p~siUuUEdSjdzhy@3}k>N_Ur0J%`xSp@K
zs=RzY%Vk(g!QM2uc<$R`DPy1!)OBWCdLIN^S;f!np;$8m$&dF1Nfit}co$$k?r)<y
z+tA}+f7njR#r$H4a$H_MsYKH!UJ-p>%eMYxTT0h`n^-VVS|VnpMZP<ffzGgzyjieC
zq&=51bRH-WiGq51<tl1}lJq$oTJ#&UmyPYbuDWyB@LQh*><Gs|NfKW*`RC!)##Ugo
z=@k<ND+2Csw<|IXqjX&A?)WalV-;mGB_)&`><K}@mrgF))VZZDm*@!FL>a-x`dy0M
zSs<c+?CsiQP*Y>RYHI7c_~$+`Y8@Tvsp9J5vbV{zQs$Qa3R+raE>8Y2C=hy|GL}E!
z86@J71q16ackZ%=`9*^-)nHAtkm?>(LmzHyAbA-a&P9yKtaoZ&PZIfsf{TeB!ZGQe
zm+p^>lZ-p<S!(5vo(qSdR>K8jfP7g0n?$Cj6y<_Rj&s*YrZ~jdJ&{kBp`;AdM313!
zyff?SR&$EVF&ru^h%fcq3Y{LyAgq#BGxRM}NWt=7Q_*j8iOG`}%ZP8)H#P#Jg`S&X
z+CB^nzh#cLd_@ec9X1cQB6Ed~f0r@A9<V4d>YGwX)yl?c`hG_m{w@BEL4~zds?Xt+
z6fwG{S60#&@KcEB^Jnq6LINL(*EsK*4E<R5q`NElgnla;UHB&O5?7T4Y1Nb=SWQP%
zQvig=Uu`mh1@x=vCXCFLaL#PI{3HGCt&Sf`tTq_ydy{i)@%9bXeC2}`qnZZqU~K~a
z064!k7O|?nj+){`*7?EP;EO7*r861k7P369Q~deSM(R(xj7p~RkSAlz$G_v(+z8Ux
z3yRvojWpQdzpd=)29QriXO6ho|NhihQDt_VokdJ|4>j?lr8ps|K*%n@-4cikC`Ax@
zjRW7fAt_!#qC7umXds5+vYR|<=JDR<JfM`QrY&>d0OaMBtQJuDLu&sipMmb?hhY9l
zE9jF*@CXGFo$9aRw1iD$J=`nT*eOV|%KS#eh!7D?i2wj8I4KaKyK)w!W*uKq)(mF*
zWODty!HO&H^Z|NgW30-+@cHhckd&v<qdmX)?SsU+^60hfNl?C>qX1B%Y+kS;3)L(A
z7nqKc7>0L1R*D`HP8(Y}dDzk4imI(gj2vT8DX_5_JfsDcNM|F(p5GctI=i`l+bHXU
zA;fQI{{H><+S|`8d){H1pY}?5Oxxl6bKuBq@gviI(|l&=quAc=Rao;ie@+z%KH$Pv
zG-Ia&KM)qO7<-i^bpA*x0Ui7xOftYaAPm3m`(ld{sWdejsg!SMeYtxd+?#J#Ts(C|
zC<2@4^;+M!A5w3W_k35cNo+h~yMoFfg3z9U8h%S6I_H&%YP_1a!FQq}LD@xie$mm*
ztfb(0j#e|C=aG4V$y4W2{L2OQHoSD#<lN1OXGPZ?gTgX|;={AY+XGTx6-MwfEn|oG
zMFjdg*u>Eg>|sC~h9c#|Z*oERl9f4WbMw(nJXrAbBsx3WojB|vn(eb)2i7EB)v<SD
z9kQr}CXSqMJv>Llqouw4%n{?n-jaJW`Ge`3=+^5mER`!P4<j4%dIH0X31l};!h@r4
zSKN-2KBP9S56$6}@5%^vG@6k?p#mCP!Ye*@NRB?-O1?2x<6~Fu(QyW`ZY|qgtd*2C
zapOCe_YvpWyhuXw96#4(IsnaF(M9Y_m-9?^RKCh6|AlqJ!$*q0r(EF(Kaz6AtU@Z#
zVuUgGtuA~I)}KQ??R=)_yt~qVQUFR=e%31gQjY3teQ@8SQEn$m*T=itGgv<Sw%lN>
z?u}<B!TVcyly?L>6nxFsoE!pVQ>$vD4pyS7_-gQIS;K3M-jcUlZmtD7D89bgOK?y`
zc@(KvCpuQ;m!mMIVS~ZG^Z76;{`ymh(`op6F3{swLh7ET2kJ7Bah22Er~$8$jU`4B
z?^a(a@v(^dTp#gwRFsAwcgZ_#Ed{G(AzD|^Un^uZWTsmmzO^gYuK2l?$3Neqan-1I
zjSg0M#^B`)%OWoXYfERm?tWX2w8cf~DM>37{}%I;@hiw|V_xWgX5_C~qyAFIS7L+Z
zHN{Jk{da89Kt~E=t_Yj5KuET7c_;`*){{6dcg><V)Hn6R*hW4Il|&I(q9IPUKi=9k
zWkpCr_?UE-A2@@bD=I2FSBxw;Ju30g!hhPMFaNTuf@|MDL$mXIc0V|*NmX}bfm<}8
z3G^JUa&$u$dAO|Pwr<Y=OLCv4|J18)^n7AVg^a$?W3TIsh&h<BH6si{PX^Efn^WhH
z4rv$FJ@}-Hz=HmvH_UlpLid!~7k>-SN2ccI`-Fsp1^1#?76mkjHf0lo(!uf%F!H`g
zUA6ul0|4I$<k2QORRR**9!DPXVL%{EGSqywB1Tz@U@Ys&xJ>2D)PR>onV8dv%mfE)
zGIAJ&X!S5!nvnTa7wL8TKsjSTN=_^b7129S>!Lc|Or?|%y+@bfcXS%Q@Qdy{h<4jy
zD%l`Gr?)T7SHUN0=iR63D{><_^KmEM=XWjg1S|4~U9Bd*TP-JQ-?cTvPBY=E?k^1x
zQMPU))}PZtKk@fdwp3wmlFO-IyO@cjLvuXkiVQdFxg~}^=Uwy7^pl+NtP>bzgDN0q
z&xM@FoLK?2JnsVQ0cPz%<TzCbWnuZ9^R8XPdQbeQT3n`{|G8>~I$IH1?y~2_k^VgW
zqdgf(!x^qUm-$ijc#$(l<9ai%t9dSS#QK5%A{JMA66B08=`lX^xQiyR!M^7=2Ny+i
z9Wn%UEZ=DJ#_gj?(hsilr0q;IEko;<j(blkFL!*cXC@v_2LUsAB8`RNGE`N)(atGp
zj}z$ND-q9hix>y@6sPkX3mq@U@Z0D47@nT{BX{+sank8r-qB%u3Swy=X;GK3_nSU0
z>fZ`K<$|5s*NFJ_#yTSiPxZ|MX??u&gr6R;*w=dJkQd=^`4-3U#S6v1N<(B!8q=Z*
zaIcP;e!Ygcv7#lQp2K>-dH6t;xm?y}FC(%vA?CZOrSfKmgV3+W$-mK0jY1N~>jj(y
zu&nLraT#qTJ0@-zVAqK**JsJJrOak8!p9NA;(|f&f@6lQcYz#*H|Ok?a1`Cll=yGb
zKX;p!gDMFItIo)8R)@s>g}`LV!NAInrn~BKPbf|GSw+!@C)kB-Cj>w7#cx{B`;ISV
zspd8DR|NbD3-17-DAZHMvg7qodCrk-EYox-0Ma&misGR=If}9P{>W!=J*rI?HG7no
zeJ);Gl==*{<)eBUoaS$z9ITDuOZK0}_wc?_q93`P?4f?j>bv`>x43<me|BnU&Iy$~
zIa<%I`jWLyEjv9*FJsJ^98|Cb)kI)q(M4wG)?IcCikx?AN7kJgHEz9mDj?$0Jre7)
zqSQ<wt}N#p+fD|j7lW@gA&-S|dVJ$~VEjj))bo?^{FwH>>q&Y^($yA!zI*n0aq5HX
zNjq28<2>%NzfbGEtP-Te7Qev>`05v)H1j0hCsh}B6NR&2+HY>q2R9IkYiDKU!QpFi
zJ^&f&>+Lsv8=g~ABC5rR{}0snJZ5;ww~5A!FBZf;N&R=DH%c>`Nrf6bdPIHa%*2CN
zbN_JJ&|m6tQY{a60+j=vMdvih`j$nE8LK^)&N7Kk?aAcI$_{)SdHSWKE%0EsL(Cbu
zFIgUM29$#>xE|zq?$Nc*9Ix}Eso{<t+>E8y%;uIi<$2e64w=0!smh59_q}RH2@9=C
z0(-~NxnWO7KX8}rMn(vm@AOrvV@wzMHJa(a65`XXa(oSeZcTomTLeIhy;6Y)1J#a(
zS|TA_7i%qhitIQil46Q3?`CG}5U+n4_QjG#dIvoCfMb=)dLEWBq2k(n;n<c}*4vRP
z2}=|+(sOhVh4<h7j=fzax)_y<8X-TU_#(_5az*}QKo$Ongm+;@WB4^fLiKSSq73OG
z5T9wfbHvpztXTd;{6s|i)Bjs-nY_6G3j*4!sj^qYjQ{gN!O9ZjkiMIH{H>8S>8dNy
zoG{wOk%1TC2+3qu?IUTW(O@6#z?d3YYaOAg_X6%DajRQ)wSgIt&w?*P!`a^S(Lg;3
z%u7rj{6IbOEr8zh4DWH>kHnwz&!)yD7i{x=l9#JsOV*aZ3Mrb1QzIG##NWRa(&o_U
z%@~tFK7yP*er#m_@|ajuwLL+cZ;~kVxhm(@>qd^WN93IUa+%kd7w~(`n(9I-Efl3(
z8d>VkQUd;k(~y;0B3R6*A#V{;4cB=6;bKjk&~{^>7sN9_0|v{4`ee3M*-MGLaa8p!
z(aky0>EODq^~Kw8#OWx6oh#s$rL7WAp1|gJZ;5>Ug3>D~zm)$3SUYfQ?f`TR)z+f1
zqW+YoeL3B4%kfjQ>v_-NttZ9IdS@#t>PMr&iiZJ)-$HIxaH?%M(fg`nk1QF(9bLp>
z5<?#W1W{EtH>D7BeWd{eD_b-CmSe52MC)!sc|NxsLe#={_{P_D`o8M^oRV&_^m^Fe
zu`ENzTECA`Z=f%CwFh1ka{Q?`(x4M>d3k`*PPT)Tqt>S>lT}sLR{X>Sm8QEAt(IlM
zXonVMFg8fECBDf+z$Dh7uZj%pp#XrXGe|M3&J<DK4=Dq@>#fluIA&*kzuu$G6y4ni
ziT^obM*O#%p8%{I!LIAxxYEfCK~YgC9@mFK)Y)E`EUBQTrlv;w%{M^)B*^`8mz<dy
zgOBeqp>lVu6O3@=>)}a=inG1FZ7~OVu{vJxg=6LC^<&eE6p#tzSM~CRhts<!L83P6
zUY&I^Xv&p}BJ(xlc~C}Zy&QbKX4Zaj%FrxncoaT)epA(7&s)9!(gnZrjU9_Gs}QR`
z)8Q_~8HS<Cj}>XI_f0i(ylX?&)!{ZX+P-0153vDvaRM@L(7Gy>Qz3Ty%9Ce)4O_`a
z)>Z+5J0XJU$dF3)_FS|!9aL(&XK+4=(D<Nj)hG=EGabL11O6tg0j#_-2WYyJ)}9f6
zB16T+@Yi^fQSC}z3BPf3id7EO*ki3qqcd%hu0B*HfhU#fTV=Kx878akTb;BS9g2Pa
zW9y%4|F!NzWrj>|sQxt4#v04J-922x>U3nTFo5!`9n6g1#7Ve;!l6Z&@WA2GB&bu`
z!cbNrwmw4#iu+*`YK_{aQqTo5Lm(g%dZWcRMB6i*>JD4Y_WgbstLPsTPC-}oL#(kJ
zF`ZVLx#TM@<ePhU?~-z`-LX!m4fpovijuyGEo%_w!4kCVf<jxFwz?-8*_OMsqKkSb
z$iAUoP_OOba6zr2<1v7O&gDm;{|7=TDP}5eT(hUvO-m!1?pu-yc#qG&OT^Z%tU=Y&
zyxb{oIYTos$f`tDY*6Nse;PQcGK@W>^IhtzyyIh}?K4{<gG6EP;Hmu#F{;S2-<j;x
z6jyAQ^UGZ#05J@7>Q~!#a*5`3{s?l%`xIvwoXLA!R^}j|7d#-NFl<mx%ope2vY@CE
zE@{%lc{pGfQn^#;f~OiE<u8<pit~k&+e`FV-zMTm59<4J;;T~tJBqv03saVJBI_y)
zXNd$3kFyzcTe;M?Hw?|eO9VVBDN&ssH=nrhRDMQ$$HXrjCMrffRZE}mtQ6fzN!Jj7
ztCp~zZ*EoOxg{e^*1YSI)d#v-z_s}5L_r6v8-|bfdzDT~Jy9*-+Pwfaw~qZfU(OhJ
z(k#nv2d=u#xyCBtftL2%LXx@N-bqN@AAOy6h`F8&je3>WeYwlSEU#Hz3H;jqo12s&
zY)8^A4pExe8QDRIm7VN(jJ6vA?Xp^^#ogQ4lv!+Lu%}M$*&Ztmbz6n44$p-;VQD{P
zF6$g~i9)u-A6za6q3(X#-(BT8RW06s0l6l!4SQ747J<$H&WZ}HtH@#mR92HYcy**B
zDn+0%eX?_!V|tUSs#pG`b(8*&sAVDns>cORN$Dg9J4zc-0gP=WWG!8}Bp|`Bh$M-I
ziLn7)&jS27hnuu@H$#+Rx7n?Q#&MT+_-h<21FD;^>knVj?2+ifqe|Y)wC-m7b+@3T
z5RImESxq;Al6lgjo}d$n5vI|&)EP50Rs`M*(@<`wCnssW))!S}X5UTHm#yN~ln!jn
zQP_$?XsT+c?o*bZ=5v%c_{Jy2*rDjlp@}=Uo3yc*Z>?=BZCtgPXdt4<u5D9Z{bd1e
z?G0gm$yfWT$w4OiPiRmTnlco7a8U;iH}WvkqYn;4?KQX|&PGyyjXJ1T{qL3t+y(p3
zq|KlVo(w2-%O+;MiSVvBjo=CZL{EEcujm6(Q08b=pS+dm=aQ2QWL!wb9y~gO_EJ5=
zhoIlZUMJmKILE35m?hLWG|9qoNz5IR4Md_U)^Q=uObaRkcVnLQpB^aMXgP<=mrIWb
zFXb>N(-~N!Z(J@R{pwzLJ#f&JbFOjDps4GK7A`$c_8v*7qq%Z`<NZL&<+rx}3h}QO
zb1#133!LhU3mu-%)`7>%;jl6J+``<cD`2B7ngI%@%>d;*)Nja%v$8~P8M}!XH@czZ
zPLRE|G?DOKSAg%W1IjLSm;q%^*TY-l9$Aj_yoE7vTDSoQB1&%oUP5X_jj>GUG!^8Q
zg`g<5om`efF2@_J7=<r)V=jFkoJKG*O54>~=JmL1c5hO#9a^-}2DC<g&uQbP?=7%#
zc!$)3dRNG0?`8YBmCqfwq!JPWyljv2KBDbQf`xOabBbS3=4c)_ao;}G;zVuoTzrAi
z-@p1|H!gaYn11f|<BjI&a-<f<ll#dAk0qiPzc(&gQG3WmL^XN{Jh}N(@(ilQnXlm4
zcN633R~^6e#hnCB?x!RIkF_JXbwYA!)|k)*0Lj)pQwm$_m8d=6r~2>i#Bkowt{msa
z`Wv%jcLy9m!>M=Tj8E8Il_cJmU;4}f;BIGWvm=BQjtSovr0=tM6Y1WcczR7+lF?ke
zm(4ohwnXQmO9vk*?d6<L$p*@ihLAwKW7f4$0^|3dU9x3EUZjOF9)`p}OS`>_dCfa{
zJ#S~9yKMe*CA8>vVIco=dupgSp=+KM7GLs1aVMe<J3^Qezt~_w`guAZ2?lVfh;n#=
zQA%)sO3|d@B;7}u3~>DAJh=^iD0@0?+;6}9ROAC*wLGz@di4;xvQJ#kP54a^B4&5p
zALmFA<HW7iKy9z-F}TTS%rXz<(4xx1P1SMz#t7I$QK#C}2GyU=8$?nY(sKVi-52Hl
z*?1{y30eT$SlsC_MZ_Za-a+`McBCC^IP;?mydfprNKAsQSw~`I!jju}{`5lSZbA9I
zkNYLQ+5{e45>-W+Xl)!#ioLW(KT^8c5%B4Be152p!#=fqIHTI#JgO%NbwS@g`bhz5
zN{Vhg6*OJ$QktLIq^j+d-&{M#L5|fd3C{C_(0e7T2Hd#hn)2$d+!f>1RG1hzN22BG
z<f|vf#&q_RZk<l3+T&jS)YAd``||mvFW_){yz3CB5eOH0C!RB^=R<WZ32lN=MJ@;i
zsC)@>yO$!cy|(P3MzX1D%bTNCu>>9eLxY+Dhk+DWn66Pa_@CTvG`SdD(S)=}UTQB@
z`AmsrJ1rgkk}HW-bq4x2%At)9E^k*(-tNxdtj*aV&S#UT7F*f#*1RFTxe-N>{}N8a
zmf`@z2!8n)D(#VubhO~Wi^h7(-*adtjK0m-Kg5cUSNqJqwH^`Jk}7+4V@P=K+76I=
zG6y>5%~+}}WTcw~&$jcvT%|UwM+K%7jm3AgYCwt%*^r8%aR##m)}UwR*RJb`AuVOE
ziTB@Ks^ixUBrzBge8oHdC{)l4Ps?axG!cU&;l)a1D>lC34neOOD>QPp`(vOHuEOES
z?B<Jk+P;8uItA}F6>&0hNY*402AKJD2i7yB;BLPI$j+xYszTP?{K-Wu8Pffhm^~Zh
zy}ui^L3}BJEk*=!o9}q>BcHSQ)+W}(m876UVIOLI9Qyq^M;?!v=DeOkh7?}^L}@@o
zEl5bzYnwVpe9oJ%#n4d18zg)~MeAXXCl(;Q7Nmxk6jeyH?An9J<vVNLd%A$fjC1G|
z{{idS<2Pc%>dn0+her(4is;@n*IbP0K5SZ-Px>3jSQ0P;#Fb1LjyCRLQJB6pp60`{
zu(?$f7?*{~VN$e_JDiy;?cq7MAe%@}{wPx4j$4_gwE8jmEhxpC=+>9$J%{+T*(qmQ
zXsTXjUs}_PpbUb18ElgaUhWPX38AlZwbzOFY9`Ssl4R!n>aLq0U2ShNVWnZmPu|9-
zqv3PthEtOJ7B=|ho8vA9)%XJ(<wH<fk}nH3>-=g@S_36eQGD8)mHv)zMR8RQ=n&N7
zAlOC_fR{Ey%jqCMU^F${il@y$y?SE?FXnEzO{Y^86>7$yiGYNd?o5YWiU2?5m!+ci
zhZ(jfvXVKKvw6c=(6)G^-oMr(q&=k2u^eevI^Ug0G_vAOTB>ImltP98$atcFRaXQa
zi*z>D1pHR=9;I3zq%l2$FYLSs(RU-Gww<3E2UgTayL_6~7@y<9XTh~TP)BxnJNb^)
zc>-ueCEFG*g85Uf*b%O;l)%<ep^t;OHG}DMTIB3_2t}}U24AATV5uGDbKV%B(bbg~
zK-1cC``V+PX?0&V%XLeaxxRgcz<<o}F-swk!?y{|4gq8J*k&Z!N{l6AW{Bz5ZlEee
zJUH`_Wq-&n4DXL5R0JO0+Y=c|D$bVkXnbXDpowO7O0|P)a5QX#zE9D21`S%e2*O+H
zbegvO5o=)P_1ctJzW4C82cLmB#cBIesJxr#IJG+41{Mq94HEYmw&7f=Q`s}x0jY^L
zY1<j!X|&C}{R=1ih!?3&Sr1kVCUZ_X?QX9d$C9{G_LVfIDn!C7{-3;2_pd|_3<z1F
zLv}6gVynERxR>IQm^bEZcNEVE#dclXN)D)W%-HZen7i@8wg|r83Q(zzns5J>9weJ5
zY~h)5t3~6zTfUen(`UuaaCEn$&kK26<lji9{tBoNfW*%XcGb+POl?VfYHxeOZ8(_h
z4|P8t`=&x-+NJLIllE~oQK|=mkMfG1!<Rk#4)6E36HuP_1~jI`U&7*^gk^>yX%VR{
z@m2TlrbtezFWk7`y@^9$cau>^`mQV<!6}Di-zqWNlC=AKY;{v!oXCzp)i)-T_$@?|
z6oXn4sysk3Ae8$+sn(Vdz2L|o9TaE#2J}j6>7LN&!VsQQ8M>ab>7|?fFWtY7n(!Wv
zyjO_lB|M3W=1G792v;gYA#Syiqg<PqcZulBY51&I_;LjX&g;NI*I*S5I|BH2rGFL4
z0A)a5_{CNZzROR*(~F;MfQ)R6XollVvhQ%xqx~*jD>Qrl?fN4v#BK~0(2vTG$$bvn
z@dc8HeEw!@_B`)^lbKWw^~V39D>JaDx7wMbZukDsNNM^+QmTg{EE5V4VWm2MjRU5^
zCX9{TDHRaTWh5pu5#-vNYVgF|`;dwqgQ-I;dslQrfj~l(GJL2B-P?Lq*!8O13?m~y
z3{jq;5zut<6f&)?Fg|Dx8?vVW-qW>?Gz(+Yg8=N7GlPwXqSz{ns#N!{slxSa8Nxo!
z_@~hnpiq{T+w-GEC+%=XzlMmr?(|}i84L5}LyP*Qhi6Z%Q&0F48ngYH$;Yw-*=#Es
z@GDXt+<>|E9@IHbw@(OIYHNRwC&G{;hgPP>70~7{nC_0!@fJs~9vX;4u$X>8CCgIR
z(U^%_s|>B^;M@NoBZW|R0rL)NcL}Wp9&aOCv-8#F@%gF=D5Vv-0WC5lCWJxXMSont
z`q4|_sZPS~X;LIu*p=xrg1>5ax-%5%wljP*naRFOUIMo5?1Rrxq<=MSus=7LtR=7E
zO9I#T61ps2*wvq4MMw|MfL^!yBi{TFGD##D=FrK#UE#lhUy00W+Fqa>dAy;S8;Q*6
zw5Rn6>+jI$k3HX3XylfJ&13e}i(C03RFGuI_xFhIS!9wQeZf{C(1z&w#q`w``Fo0*
z(8%aHzw6%3=txA7haUa<R(7D?%<!BQm`cl_Kl;Fnfwk+8y}ZqIUM?)Lz(#O7#^Yj-
zz70mooZy;>tLaWvmeID4U$PcZW7v2ZF6V$=M=vk%K+pnOcVKQO*!Lsc+~SkXMikv8
zP9xgB$X09N0y4B_Wee$n{-l}0UBS=F4TW6jTi`vdoVx6c>CPQ%8Eu!SOQbmM313Ik
zZysY@QDJazm|hC%tCE+t<Sf7R2u(8|Mc1UJG<|tpT2!CMuI|2p0Z-o;3A4*$vI2h_
z58i*gnAMiK=ZdZo6ff7)b&I+j{y|}}I1B{xgiFTFo8P)rK25s8QBd_KO+4!E=McQB
z!B0KDR)r)BNX#KKaHRONf^8rXge5+=-M$u1htgMCMdD-=Isxl;f44`S8#Yhq`X<a{
zOjXeEUl6M6w{$^$+cWrmFJDF~>zVOh`eEnYXckp^MRJ+3v9W#toZP5492@p{IbLnh
z4ZqUvO*mhnBMkg}*RW__Jn;=08Iif4=3I#Rhb4tQTxQc;zpxHNxWR))hD-*^AC~H`
zI+lVc$r2H(9Qv`>9wd|6EBU+#@<PM}dRU<p30JG)wnk6{@FXo29=U%-%F9>+B9eV)
z8Y#p1usu6gLLLtj-xQn;Z@xM&9iCzi3cJoQ8!d-M<K<7}BRvu^WLrjOr~Z|8pZ(#Q
z33J8g6CN4clK?2a&cvLg49Ae<ApEsw5K1y5_6&q45+|GSFAWp>41QbN4&u*<b15se
zKyGRKZ<PUh!HwE7w%Y;Fa-g7w5C=#RA9DmjIF_-6FkbM*?r+`8cO;L81@eV8r;ECZ
z;tz~V!_0l1sO2I;UI(Y3utaPh2Kqhv<-tDq)B5K5gK!#&vhqWY*aTU7Zf{<50r5};
zKZ!6zy+&?Ixe}q~rLQeO7TyG3EbN3y(K-ZO>ov+FmX?N*8a4zJJ;!c8?HNbL0?1s!
zAHMU@nJ;G2rW1}-0O=8GMdB>y)J45=AefdhRz~||;x@U4nz!R({^`Spv|28Ll{KSP
z8i|~W>i0I3xC4OALM_Z#k^=u&hxwj)y%))(t}ayVAY{<NtLSt0B_@7W!T`D@ZO5LY
z_<gG$4YsM1J_-k6`u)7dC$)B;j`jEp%qyHQX7STdmp9}nr~8aa=kVj-xs?+QeoB}j
zV8W<_*<5H}vWT-V2GJ=uj?cZ|Twv`1`yHs`lE=lUd<op&2~+0%qjFG{3%SS^-%0jC
zZcm)J_NiGa!LxS-ct>>o5o3<EILOsA^Fe%<fa2WRL#DOO26<JvZzf%7{)s^fT!Vxp
zj=e<Hf()8C$R&1iMBVCfHMYE>ZxhoeTmOK)DW?@=l+VJ$n3z)_;1`4%JyXF=13TF;
zwn1^F0N*%^Y2jwi)d=hOWj}l8qo!}Cj~GT?+IL8k+?dm28;T-xNLZJh3o}57eFnZ1
z5Y9F<+z8=%BE9K(b7dbpQRe0x8+Ak?w0u85DfBL2z?%pEGEJCQJyA6fY3;^sarm{3
zF@@LaP$u6GE7dP&Pg;MZ%vB+oCvB6n-veHSz2eQx|2i#2JgkVkNsFoPO(>uCg-L-z
zfZq&1;8UTVb~*j$PU&dJNQa-(9ujX}B<_|YM)y1V;7RK1uPc?_%OMCKJ0suZ5gjuP
zk7BeD41kKp8y0)<_Do}vSB?)%k9PcRV>Pu5v`8SJ<%=edbE9JF=7CR$=ngkFmC314
zM-6Ov?jfd*?_w`}fHAo@QGTdOim4D~*%*E2FrWZ9DJo~8zI!HR0;~4ZgTLU5Gtfeo
zcdEwf*83>n+Vs{y6Q9P)(*Bpazr2_Bge*hOV#3<3i&&L}pX^;>{U`q|#(}2xk^%+4
zUWN?472QJfH2&hV^pC;b3HcRvnELHClqcz@7gw^^T=tXG{(6*LpJxuq8Zn67T7IQx
z2KwCGwv8NhJdFa**{yIv%Pu)I<VYoUzJX~&QjL+`(G6Z2$#S0|ZYZLV;}9A)IFtVI
z-2G&@SkXgv1}d~{zb;bOX}^l0Wh9AIE<y@lQVDJXc+Htj=-kJ@c1!*Nq>;vMse14&
zc;z7OIu;_<MDl}Fq|Xb5iJPi#NMtS4gPnVUH>VRd@1$<~Lj#0UZt{rG1=eU}uCq>t
zvx&?>UE>X2PESzyRR?BaMmm`0B<4(?^rtJtLUEy+Yv`_ki#<H}bsVEK@a%*yh58s>
zxB<Np`D?S}|48bh#GT*TJGgPr@)DNslFy*s7~GYKPz);QADdb?$#iA`Wc{M!*X4v#
z9}$Q0#RpO#AJ}%Vt0LHWqj(SYEizJC-XM9tSjV?!7DbCeyPY2Ste7vbNH&HV__t0g
z)+bE*VE3NQt*o!B30=1Oc6kS4<oh~HE`L=N3-yOlx@Y6xkG<tts>1q`e*24#55F2X
z4QS4N|JwBQmXsTWq*o?-6F05EBhwGATaNRFeb5}sQ1_J|o1AXsc74Z^4r_W`OZ6K;
z;f||wN2A$Fu-MR(6~%6)zF6+e(W3sD5g|Hu11^>t6xbx)i>-M=KhAR|beEjtSCR91
z8ooYQE0&NFgq92g8rNlB%AsLCsCauvq3kXcUdv-xiiB3ygP%9se1CW_zn`65n4QF3
z&B#am`F?U(BOFz1(RrAS4bPPo%WBEJtHfV6VBPqGL2D6jp9kl!I_1Db@>8dbTDB11
z$a7&iq|w9MAB1*J<)qY-C~r!Vif}u{jU(#lc@GSb{S9B=b3tP;(z=Q2zYPFL()4bR
zzTe`aDf>r$4t%J!^j_0*U@PR*M;rfIj42$Su=CBO0FjQmcTE;rc)qmArOWQ;@Nn!!
z(5(v?j|{3q9}H*A{OEI`pobzMt+muvLucV%inLif`7;40*JSbuxln4JWAus!haHFP
zri+{``S_!|{402`_}>IATnBd_afP$5YC|$iACMD~CKaiA0+MX2YU=t544<7hclK(S
zzD*Htb2sIcxBP@pk$5+^@ZkZ^%F`pn=Ub=^bQ#9(#xU}(T>I1h7IpvcBCtKZlK+gM
z5_cJArvIQ04>S1^5Eu*8Sy|pH`U8P+j9HJ*;>S(bee&}XMJlA6C(|G8;m$xk1)0lj
zxXMIE+BoTV)h)X(p`H&pasqdgkyjw$QnRGR2I*|)b!)Im71kUOBm>^{)w+s8^by{2
zhfR*@gnyF1&r{ZjY9yMzX?zr8plbNh3#-@6p6SoNM1V%YKBoS9HaSMy)g9^iC4fM8
zdKwXJt5|D~ZXgkxw<y~<Y`1IZsHGNZmzTJS^y1seh?Cb4L)6JbNLm6~&+Pp>`8|b+
zCSL34*$^)ulbrpuwa@dVUS)jyI=O``H<Lp%q|vB*3!}KCq__IVU~}{Nle-tploaIo
zhn}kz+LdH7PR`l@^7MsRX+AR|r93JlQh_Y}>-|yHALPE~8xmUcjQEo2oJEu1txcoZ
zydj$C5|6eRuNMo!iRSc_R<qOH#}$#!LAy!H(}|@_YQqRq3?gtC?0w`~Acz>G>}E1>
z<F2*Y45%Z$4N^9Yh=Qzb&UbDJx_LWsQfRj1Iajf=drhISv2|2SH<#6BRj`2PpRoq_
zu}(tt`KRk{cYvk-#V>ssJiNgA*Qn~;^q7iq^z6@l+25L68@YpltW5eV&)W0)?ph4`
zN%Do)W@mWy#Bm)2S!40{$x3j9_Q`r<eSZ--BGIT%z6SuZU`@?#mz53TLSm`!r+wr*
z=L|a0zgC51Rc*z5l{r0#LRxK`oYM+sW2_5MHjk3sYdkB46;}Z6q(B~f4LDzIy0DY@
z<o_`XHTOO_AyxmA^n(dacLANuY4IK|0-zlS<#;qq$<lL5FqHHy*BfEGj-Zt@)_3G!
zl-b{stdT9p#~xbT$TeVRz#_Dk?P%?MjkvY=!E4jti*EFdz?p)0bKJ}9sV?GeeRtxA
zX9v#2oYE}NIB?yGP>>cN9o{DaPwIoON(7w4PN---?-wSK#<+vwF#cLL`?zizAn8U!
zMb46zE<D|=hWAK4*%0uH<q=)GVW_s|M>IK|9kmR7yka^(Q=x#`mi|$!J|e+_dF`VI
zDpg1v-x9Ws&d0A4q4yv2thHli#q|a{e!T*Q<7PzkDKH#A7)Vsz@ul7810s{|4txi_
zT-iTotBBjF`M#XnJ$(EfqLi9KwCxXFf)XH|{@SjiZSr+*6?-Ghx4##Xvjkn*oy-AL
z5@XC-RnL+=@$PnNqF_5HKsxdUZQt)^@`Py<--eX;mS3CH=BIa2v`qxO<%2m#EvjQ*
z@SU@_lO~+^72H+Wg=kf!1!>#XIM7+AK}f5$*Be1e+FG3J61)p|G48?vZp+)^4<z~u
zDabf6*8b7Yj<xm)6V|c2ZxGdp=7%O`BQBAQG#y>cWrAg)DYqXWp!<93$|sJ?$)W<v
z0QbX_3w0Y$>mr*N@46G{m{F}bCE+-4c4t(o=V4tx4oYNdrG*LN^w0#OU&5w~Pq()d
z91FS#`yBi&C)66y80xKt?56`n<?{zqd4!x!D_?EC`@pp7ZU~d><O`wuiLZL(TKn!E
zO45G>#3MjBXM}0pZqN;3nbV^XByX?DIr(U|%KGgaDPsA(Hi#=XE(lNsAk^coJ^#6R
zQuJn$Tp;=flIYdhZ4He*)Q7p<yMQ=Xh-h-CAGK7^B1B3BrT+5jA?Xy@_O@U#yECN<
z!~gg(aFE&b?eBNi9|MT2KO`vm)8h2}8z5o5_1|>Nf5{5dt>3;%$iC_h^zr$6G`}>z
zEKKvKuaAEkW@3I8zNynT(I+2`qst;gNDztY@0ii1l|KzmSlFn0QDncbbroci2RsV3
zDhw}voG=@Rc-Epg^e){!kz*rQIgHz^T{L)Kf6(>Kp`=)fb#Fyx_u}%?8gBfR-j5|B
zq~+E;c&I0bx(mtHYll)$@vmcGWkm@rD{z!OU45}V+hF8?nW(c9RYGR)F>H7zn}cZC
zy`Z(K@R_T+cuOQt%?OkW>qsY>%|?p|^0~FzVT~fw?CoBAIx;?7AF$v<e%bt@oEtmt
zDlZ~p0o1(0HrpO2sT5kWF0=`q5M8<!IZqc+U4$On%lO5fsL{(Gi6;s&3EQ(sqO8J#
zBt|!1qT4k7vlVtiPRO<ZBMEEe*#Hy#*ulG!1suX#>homMgQ!jKfC;JrBziAmCL0+~
zCq#$NMZ(2q=em=I^UWSPyc-cRuE1vfVQTN#R6YN;A`mOy{P6jaw+zXLP$YTyTpK^$
zx%OEM#W)o9=d3P9VFV7)*(sR)Su^`w29fLS;`T9draa7iSO*k+(UF|6lxGx5*=A>s
zYq$1F2y=zK2|`MBb-n#~F~g+!Txewa=$L{W><Ww+er`)}L&)3jgc%X@_d7E07}jX}
z8kD-wv439=D|IQ9ly%;)K6;;qd!sdZC{TA>oz$_Ulp;8@44{}amOk)p3K?SPo^DH@
zp<Kmo&AxvA>baTt&^uZ|@;?}N1JFO>+N%|S=B(#^jSV2w?XUK~2L_&J{}v8-{Q}!Y
zdkYUgbtE1`GKq!KA44i%vyDQ^N5sIuaK(Gkzy;8uL)yI`x&{Z446E@B3=Gu&7$X5L
zIqt(2hfnDoc7-N!*^rlK?q=sBG1e;#{Jto{5P-Fr;3=QMDOfpp<_rje|AXJNe+GN8
zUpxbj)zy}>Gz1?$V}_vv1W$RsyFgR1uebOT!6FpMcOVfn05o6VpU^iUTGa36A`Fn(
zIAB9VEE%7Rl?k+468(L6o!A@d>%|}>IgNP3{NF7>QH2DvvuspFRT4dKGFl9|G?XkX
z(bF|-(NoN9Y=YY9iR_sZUxvR4HT@>&)YBE+*eb<)7UnrUw|264|JV3>;qm>|^<3t;
zwT($oJD*FVxoN!ou-ZHsY>yjp#Rs9=*Vm6*G?*}}xp~;0so*XCd+a)B*a*uCtx7H=
zCPOc{6)2uaIJ80A-wV&D*3?YUxok^$9<q$*bM^Z4LmFD&Xo<qMy(JP=Jv%R3q_GhN
zVT+_fn$I0?fuVN!*2|x@lx(SCXk;en4}5^@kfr7Rn=-g@UXfsK0_<iakO|p5$H?0~
z{F+iJ|Dr%eiE^j$GjrM=W|dEWO4(*maaB~@l=B49au&)+JftE4Q2Vx~%Czx<?(YsJ
z?l1YKR{}!|s+y>tR<yO)?`57{wDQ<vqkgXId=@Kfw%9o<Q{1qqmP266KP~x<Zfq2h
z9C0!6jRR}^!{3ctn&)OkI|NGnf$M9kp(?FGyO8bQQh#R_1$BZ#W(lq)Y8vDaXq<4v
zBY{M{v-9-f)|k}0EF9>5$6S)>`^cf;j`J>}$BMspS|6u7N8f+Sij@W#lg+Eqq)~O(
zcd<m;*Meoz2WdnL1fvTH<o9h1KMCS|l*U;Hylbc=?;2(-uh8)m88Nptv5q>&vEPFd
zQ|f~v0N0*BtWXg-_T3M-lVvHp$M$*JVSLfSfTAQ>K{_DssGToRs~wq&b}_MaA>5-a
z-y2^m1djCSGdUih?N)bf8blf$%_W(c+46A5zULeS8N*^~K*>^f%jY?djy;^A%ul)u
zZ^o(eE_cLX7vKH;QBeWk4M~Qshz3>+dv<)CihO;e!UGDD5(JJ?Wq5!0d@o1ux<6sp
zRgFa5CxjItD1t}+LSfWI`N1w#$s3N}e0ez)mHo}RnN17+l7GFyXkL@*of@HlBaZcO
z{9PMw%KmZXx5Ad82KN0y;&guVFD6Rius7dXm`#gz^Hj9oH?PWe|FO;lrD^)jcx}_=
z8Cub5f4$e9AuU$k|H6J1@%KLMkA=&EZbb)^2BkNko_|~}^H3<}tS}jhI(0F5sQSLS
z7ud?N#h^xBS$;yF@Js)LwdZ6vH#cRaQOmGg!xtV=9V-?nNHF*g3kmLNgXtFsfVH+z
zm1n<M;gnG_Zf0(m3sxk-KOPxS@EKHwf1vi9?)U?t053X(UorQ8alCZ)SI|@%zDDs_
z#JhG@@R?FT_`6g_JhK0*_BHp{w{e1EC-!Rs!GH*r0j^OWYCeM#2wcWW4KA)=NT~tW
zv1Md?6U?z74KeEUulF`sy(M|HaNC!>uroV&sO9v3wH9}Bz9HW|E>hv$;_`Ra-^iHz
zFTtvOg^t^4kxA&=V&>nJvx!oTR}+~5kDTcEf8$OR%s;|4)zAAd7)g!wPrby6JGh`D
z+;y6qV}0iI8nVVGVMGz0>sxL0t*MnK^I@*9egERXe3++`-)K&SzN>Hht(jBm{ASe}
zMhuCGHY3${aBLssG+A1;207LU>t!8x-|y%#s^vE18N5hTj7BHCZ*rL89&AEvzj`%U
z{RK8;p5fFe;4kN57#TG#G*N)C@576o{^t%HM8_LqgUX`b{J2|{CAchvZ-E@_Tpd&M
zAvyf+Xsfdo7<}Q(^n3`<)Cm&@E5dX>`kcC-Vj*abb--Px^U|l?;+B3@VS2YkT5o*n
z@AZ22uqSK#prc*jcH{`(>bfcl^B19O&6MVdd`dK%d-$kEnf(_?;W$p+=NsKlLO~Gu
z-{4jVYt4uEvh>#`tyZ2I@0*j%{?sRr`7#MUEv-$dzhww3z|TEBe`~d`q^Kgx(aaTY
zBQpd^(v5D<i4NXraO!!-O89a#gm!=Y{tb?HA1mS6mRx<sDi579MT?AV_V*BQPm(EG
z>p+cU%u>`o*}&R_t)K`(RGD2xYjg+pJoDpTurn|n+0&z;QV<4uUd;5a08{5SU|f|Q
zF;8vN6xA`>!1SoVa{6Ka5Tqgh?Xmc64v-{RawXMW@6S16L|VA@^A%PE`&2XI*RP3f
zBx&LKa5gzWQWOKiY(`+B&2yQ9HFK+PaE(wn+EVj!6;bM%3C5OuZVWUr{#*|2vmV-4
z;Z7g><3?tcD5_0I89h<(q8w5*wY$wf!k==5j`O<E6NXt7>|>vfz2MKzs{3y65gES;
zyfmiGVObd!g)sO8vp7Nfd($;!rv($?EoIqw3o>IeyxyT^x(9}JFGG`kD-oZ#-0_mu
z2Z?bB5v`dg1g%jqr-vs>+YE4G6F4q6peuZ}S@v%$%Ugp36raC20L(EbCd-(c#+1oW
z`TJe?H;{J!O~^_&ah`zd6jk4eeBTHjBZ2uG`V3>i&m22KGdSMZBjmwHLT{vO5;sJS
zrdJ6bX(Z|z{UtqyZtXwdZTOl)=Nmrd{?cAOesl!;Fi*V3Wd)Ltr4^L+JI<i>RC7aw
zZ5H+(Kzk)*W(MBEWPf?6*v@<>6d7$a`Q>2p!x+2{3M+VKl5Kzl!4{V+Pkk^d;S_sY
zSNGF>g9}SyB{@C`8(DW8)qwr5M6fnsh_l0upLiz1k;|dpp7|=_|1foyVQqF%mu`XL
z?!m2ivEuIT#frNWD^9ThL5oWZ6nA&m;O_43?h<VBelv5;`~m)u<dK|bpS{<*S4#@h
zMpw}bRmBT8+EHg9M{G;-*bWX%>L!lXhUjJ^51UUCAoC{$;A<{)rr099T=eB}$ceqQ
zZR^cx<_nxdWX~n6+>38r0wL&rJ#--?^{|DS?0M9VsK8zJi;R)b>+EwL0@~u%CUp~(
z9Y34<F%z2Flks&TXKXdX^Hs(#Q-e;zPP(~k@%J$1v42EV<U*iG>+epLO5?`@&()y{
zHqy!?XwLBtG)->!G3Cy$x%_75$p6venf7rHU^Thl1AUcHcvn%#py#yAGx2>KdtMAT
zxlZ?n%nbtD9xmsk%#4?6|2K>@qWLaLd!a*zWwN1yx1L7iscD12fKrEUmwP@}16MTf
zF*x^y5#v)FU7l?m^wgxT<TQ0W^bM9gu_z^nm^UTsn2inbO%Er+j?6+K;n{`(p@*&d
zbJ`Y%n1PNw`2JBo<Xbehc*;&Pf?8atBLmF|Q6GrY^YD2~x#KALNy7`!Hoq#mqSScV
zpUFU9v@7D@xX#nKUo9cwwpG;t<k(4lIy3%Py|<CvDtO=4)%}`~zas7u-vtHg<PSs~
z6X|=a{_gMsP!yw*>N{<bfyvoZM4%dU(*hWwdKZlRe=Al6nPahn2_#wS1U}RHkb;nd
zSTdzdnT0V*fhNGM8Y^o{(Dz*3-1K$cSfdakeFa7_Fd~lxpnL778nNtB5h~A3TynN(
zrF%<th%ld&{68mKQ{W5@9HS;z#oCY<xZ-2Tp2yulAMrj0EnB@r)R5rY?jEP7>pOlq
zf^W>i{(AsSuA4C|z`-ip=z&54(DG?(`|h@&vQQO3V>zM&rp8Bi#_HDdzMKV#-=5gD
zWo!pWNQZt*F;W>4H`NVay2BL@7atol`Gx*yLuSj5UlAdRfb{E-;LJ?Nua1>veb`3#
zDQPAySv}G)otONHEf;m^6CV78YZVS<LAn4-?;g}==En|^Y9b!S+=`C43RX(k@?wF0
zk*AnO>(|LiTH>Qrq5Z{|OJ+f7a`B`ix~c~sTHw=A{vq+X>2VTHsx^pr9A0R}+0Urh
zW{{QOUtD%?og*S02d;>g&|$GQMoWWpcK{RLAbrs`q)_jvDXCcW9dY5m5!HY2h|Qjt
zIBC@WcghC4C2`PEfntg{=#8jne!l7m3PZ_;>U6C)I)u<-sRN++SdZV+X?!kK)>BlE
zkB`Q^VOT$Z{_IToYQ^S#Z>QhliUfYSj_9f-d+_Uidwq5~oTNkra0J1>rVINL=`}h?
zIXiQVX9y`=golN7w*9)X-ZYYzM}B>EqS(vicSBYYdF6yhCG>~Z@1}1rPpZWloG3ZM
zU#-S_Yb-`KPfsJQGJe6IpP$PrDD-3k-@*q6Wr;c;wKLZU{rp;3uT#bSvIF4{el-y}
zEIWJDONiGzeXAuBcc7DA82sSVa7?%y)YQ|X6n*yWuqkebEDobYpn1c@Syb_H^-eh=
zpJNdzHg*8KI618pcp)8>1>KN+)+AyUNDa@hb)<Cgg7X<;rb(d&mk`a>`?vP~6u)4>
zr|23Ts`~<s#;8aVSr&*;%PHxqY0|%41(G{WG=x+}K9exDJ{cb`al+YwQJi&fzZV%U
z%wV+Na@%n+f_m|hEV+m3p>)I6^*8GaDzWeqq7jGvoP%}mFycA*4(S#eJ0<2IePhs;
zSV07Q@Z6m1jL=YYK}>2nT0G+;IC+|`K|UM~I`I{JBp5@2%03^N!Gt|~>Vr|-u{g4m
z7;#;^JO4`SxyXu$leP+U!@cKz_&8Ycet%gU2ax|E$kA4#J-Z!(zn?fw!?M7&p3fq)
zD~p?j161G$70v1FTk@N{N~nbwH$N4Xl?R7Lp}Bju^z;>_<@_TmM@PMrs7M$y*PlKJ
z(G8Z2f{!?L+as8r6;;!VsQ=9|T30*p?2gWxU(!7r5A$Mv2F+m$aMK9URYqXZ3aM$<
z`Mx7&zr)cxw<Km+1Zw868r8(j(RS)_pFHYpB3q>R-t*pvYb2y&chOr4@;D{A%!r)n
zvXw-Lp67hd75=pBCCWj0BvEm}M7;1{1m$+=tj<y4iHZx?+?~BVxpR7Hg@e0&jjAnz
z`a{%-sXET_wi}){0oa+d457Wx6g6IU)5<IYHwxb9?;m43G2#2>mY#n4%VN>;xq!|=
zbaCQUrY#J+UmE%SM~rCF%}XZQdaQy)8awF-zf>1sTwat`_PV;A6Rm$-=Cqzi%<XGn
zT!*9o_=u4mhYCYX!#H}fsp0fF;~~~er3r&fqX=5&qtA7Pis}1$>g4x_jAFO#odhj?
z9B<On3jY3ZV}0M3)aGjBiTh*pNs^d`OAMj<k9;rFoX)vLljtKauJ!1mm~jNuR+vQ2
zFvn|9(&fV9{+R!VfJ~#9{RXQTq26;Nv=rfM8;P2h0jNmNh63RlM`+^Ct)D*kDz*dF
z$Gug%uQC)jAKpqs({p|aT|iv07?tKSYH>@5m2P=I$DE3Jh(%nX+JD*A!-TJbK9RF0
zT{w8o?QCk06<Z*AD7kdP?ehZ97dNg~s;ija@@;>$RX2EEp<}XX9yL-8sMCe^sB;Ki
zK-Y6SpazR{aoN}d3yf}OkY;RQi=tGqmBg^CyQ<!Jq(vUzH!?qm^yPhVi1eBglj5S4
zJg(N93!GC{w%O{*GCW}<HMizX3xp<Ww@?Dy&kNrdj#Y#J+%I9LA?A<MZK!C`-~Mf<
zo<QI|-h%HS9obok6N_?`JVY^z)^4K0wZgl)xWkpO@k=p>6uTbj=-1$9tY&Cj0b*}~
zMhFR+Kppb_D|!6b#C#v1{C!o-O%dkQndc>}ta6@kmCj}X+g|xJuwEzV_!^le$}inA
z`nh%SSBtm_jpHw6;a+s-#otnx0(_mz^Z36>dd4Ppm+R|~tgxH;r=CkA&*>JNGoF$7
z!0A$l0y}X)2=Z{kx2^R?rZ$<|P&^fHM`W0CR2q~_=tuma9CC(m^e&b0TD*>aWa}qB
z++E-H&?+>8(GczYPi!)Ie-r0glgOUjzKMIArA8_z5GZloBhRIbuVoyWBy=wYp==hH
zg0&AbdZ7<GVe+v2v+Y%keQ?*Yc#!LmCJDhvc&qMKd@_$z)eKiVcRqDEP#Tc?8t;-_
zT;4|lOoBM|dVK%vIWvG&`;zvvTtD1{{HIwEfzWB{-2a>DNO#EVb*SlGVlHiFq+A{M
zAaf~e6|*moka-I{O*e=JJ`d`g<>I$A{LC#wJ}@P6Kp8V>ORk(f?xc5tX;!A+szksT
z(d1RD=tdEX=AER&9I{|+`^5)){7=_swQHw3(`Ftj)Qr<HG+9UggGaan?Wv~M3m++S
z4`x)wh`a4PtXOCsx={v4W1Y&*KPn4zg0hzCg>sp3c9&0=Ga}$Ngl1sQgz`9z&6k=L
zZ&!aJI61m+8myG6FKmJ~zOlEoqnt*$CRD1<Tnp`n>?M?`hFb<|>NYD}uH9rGZc5GL
zmsa1J^LzP_hU(P{bS<a_ovK%$pI9MhWy-Ngx)=X5La2v^m^dmUnELQ=>J)-dz8^Lp
zv1}XKVi>iTWguMOZS}3m6{#+CDzJ1;CF%Ce(WgrJL2=IEYC^Hxy9tty6^{PnbOsY*
z6KmmN-q~O7<eKq_h$vq6>PeUnw}XS%d@l8VFk}e5d;p?j^x;U0bv{9PnRyKbe$_=E
z0T8&X_ENad!#|i?<3JhS*jPOO61tMh!#_d6v)nrb5sY=VYwm)!Yf+Av)NPHI^ld_?
zQ<VZd6@%k@++IW?3Hk@S00-0wR<-F(0}QL4dRh-Uc5L-A$A4cKw7VXbjIuSfd-|7=
zH^#%H-^W8zWiT>S29iG=sAkW0jz|S=B;5xyO)%^}N&P9Rs0a=<WaIwRCG|TfG+1e-
z>$>*Rz4q(kZSln4*Q;2CPlQtwx0{16*m#AobaBP#)1%NgQ7hUMfMh8nIC_W!+m+m5
za|GGjLZOl$bJ=l?&7P=6wnxxcUhuU@6}v8Yx?V<a=3WO%eB_U~TAS&zzF^r}-pRMS
zT_uWX(w6n!J>E_ts4=#+4{pps<)OWfGg5w0{~{P!LmYP^*^V{@NozNXjIyf5e0EA)
zIzXo=?DufaO=*a~VZ55E9P<3JhnAK)lX6_%{J01IO7*l}2=!X>1}%yWKLtfVujv!Z
zb^+m2-?NmbQ%r`DPuu|O`~#XacPvU=au2YmZ)q3Xt}Qld@qx-DT9aCW&0;|45$F>>
zkC1ckW~Q5?jX2?1tqlJ>kho<^%^^q}$RM%-de<*Uo$qX!D&Y8e7h4FdBcPZX{fL)_
zUW57UXLYkDLJ-KXa?$mk8_{w-c9g|8c&Y6JQyc-R7ZxkNLt5F!;*p!6)1QR|jYFxa
z5aHz}U?TG9LyWSi&jPFJf=K^<)&VP0n0Ga)&mPoKIcLXwcpMeH=6k6p551idBSmED
zdU3qE9?&2(%^$)oVIq%xr}b~#2`9$^Jp$O7H2Xf&>j<7d=9JRBMW#FHjv5iRVNq`>
z2&gC<dtW@da>b|C6;6_rEwc`IoWfG);)pB%T*WL55>}l%zPo|j=m09^O#v?Cgpj>=
zUGnzI0O6LlkD2Dm2y%Uko-8QU<W~!zRSvx2KXW=SdW^!PL_tzLpsSU1alzJe^ysm$
zP8=^W!KmTb8Gon+5c4_UsikOQK4K|0!k(?$ddE5Uthy@Te$i-!Y$*9j7v1YzR&-S-
z_ulg}F-prXGZPGZZ^7h9k<2}tm^%(c#ep-lAvXWPtTXaTi`;_=q%h)vAyGoiL;tO8
zWyCsyZLx4{^7OIJZ{FuytI6C2Zc}NFw8C9>29uC|KBc;ze13uCb0G-NJ`3$0o%I2l
zU>ELK_W#LP(P{Y~(IUs$%TSjrJOU*)F>kUz+?OXMJ~5E2Eb+Ugv)(Pn!R_j@3_MVq
zUHI{cY`%jCK4lP|30+9iOAN0javtT&8V_Kc^4I>9P1I<v4EbcLgf!78CBZuhh8{6f
zn~-4L)I_XN$)Bz%YqAr1NpWhZpZ}5$ttO8{5l!Mf`o){2kwgWgZyJGRpah$J6LE5C
z?0K2e8c}xSuH%fne$H`wQlO_oI!TS#^BhVwxbShPxbN|29{@F@hWMZnY|I~1aKa!7
zzjKERz$V+}Q3_#==~^*R{t7vAxqK9gOz8-Phx2M4xqAMaw0X?TWuQU{-CDz=v<M{J
z;lADL7-2}Chp20!5fj&BV1wS&UJ$r67)r0+mUSYJh!MTd_&sa&W~x06%C=88?d%Yc
zu*p&|IGGr<yFD(s={331NY_sS-q<^C9cdP0Hcb+-{^%cAzgrf;=BK!Q#=<7z)rdOY
z%<thRZNmz9TNd43HT^uy#HG`ALnchRfFD5{vUONb68UmU70r4aPIns^?B=&r<zt#4
z{d&E-bGHY)`5|z-5Dn6OUhLXXio|I6Y<gyU#s~HhJxPjC1P>G^brq3ereM$Dp^dN|
zB`b$8nA~w-YPBz;f799se9tqR6`8*9UAK-gJk$TDDP;aXpgoNL*h#U8V+2i+u)dJn
zCj|(v$2p1c+oRdPKg#6sXt8h?aTE<ueyap+!d&L=CFBGe9I{-0`x-|r^Opa7!uxac
zgK~yo`1xAvj4gKCVx^G?WW6tfz=n+q>5-cCnhg5$qg#xGogMS`_V(sppVILDczVR-
zq^i&B-2$g)6-(#UW*3NaF$PW~-Y$@)$B2|Ds-NOyb4U0Y7+yXiV>W%7ei`+a#)9jL
zeAAU|g2kD-DI%r~<nx`I`XU-#wZ~KS=8TU2LZJM9cubjF3Aq+BM_j>+xx4zLla<~C
zbfF_pa%Q@;eW!q1L~^2SC2>qw2~E=Q_Y?g7My3a^0`NUDuaa1dZq)(ukfY=%5wLMX
z`R2i@bYb@IPrD5(3d2*<^rCd_rxK7@C6`LegMc&~@Zy-yhv^NIB=rC-ZkQkxREx*#
z8dM%G`LaK)-7Ee0+OzV^s<>Ti%YQA$pXr{86~*o*<76<_K2yCMoyfuR_%SmLlr}%{
zp6<xOa=$UiTDEF6z(^vx3g@z@SOcpG6U_D7ZJ98)|H%huG7c-jyuBd_)YV~SfvQPM
zhJQ+w_Y#>R*y`zPGF{32!dfl2L#si0qvmHTL2!dg;o^<sH3~sG_1Gd>jEc~IWf8$o
z%r4gvt!?;@tk5__iicd+fR~l4_Rgi4qt|3ljX9|uvudZW%JAQ-Xv&JCV#n4o2BA=#
zTGL5GV+a2L`r1AM^<3nqHsp|5b0h2CNA94{xs8VFEdE0p0_tzYUDtKp5PuQpZRTIV
z0Cx$uApOYJJw~6T@1~g0Oq!?aCRBS#7}t0mX#^(FY7sh>IhA<{=Oce>lOOCuW$@l(
zeirIR{ZAR&aLh(%_HRNwhDrdM;m_LlXO38ZK|R~DOOHMC*x#}F^P8z@*hHt&I>d+3
zjq2Bv=kAQMDwr&ICV2^@4xH>D^KVPa5ZZtbq*8*u2|7U{Z9+{Q#rgpZzdrHq?p?*)
zDk)8i`3tPezk0YDFMNg1s5O*Xj*Q7}^1{j4{P5`e#6Ek`9)8-lk-U1*=<~7HUT@p*
zT@Bc3=L=}F1V_&vr9s^wJ=)|wGm)roBLt$;4WF@}UtKs3Z@v{jImsJruzeQDJRv4R
zMD`&$_3G_3n?I2S9++w9HzTP<e0XGjBP6@%2v1{Ga=Ub-xB$Rjco<0x-~Lk7Z~mwj
zA^Hg9A~3uFhnGq514_<?ded1XjCUwPZ@$7})x9aupn7hRBSC68c?x}_2hlROhJvVF
z9m-{uC58)x5Yw!AE8lpWe5i;%k}FDWpJZm;PAkcZ!$296p{l;O{A9kCM6L&1N8fSD
z_|P=xjRb-U_#kl8@9`iMt<Yc2zI7l%0Cdj})DVSzn`WF#24sSI)ci1SNMf%aMi5qm
zxF2;Lp(XafpChTek3g=X{EG>U-G0O^chg>`#7E)QUYgAdpc}fa&Hr&lQQSq&_RZPX
z?`V3nbJ*z7=Y0g)X#N<LAMMMQ-2mo)fx7dl?hs7%%A&6FjeKNUWaHGb`=?ufac*9K
z1HNb8R&`QrR^}@PjjVxGONzTPPSq8oN4hiF-`d20KyUkr4RjNujb2D;v(DtgrRY~T
zH#F&swiw;n?Uh0|x~TW^YuK}+(vBBVzU42`eGrr-9k!w?;~AhNya;sB7}>N6t(tSv
z0e&GsfgHL{(oK>r6x7N11ru!y?3;|9)1+n2j?;wgSC2f@{LgA~hIv0@PzFwq`DD;$
zBSeXc=G=LUSm7YuB<Dn_Aa=oy{`joG;ki7O6o9&NVfvcx!yLAC6>;^+GduqVT+<<^
zQwPCyCkg8bCrzNle;0ZcMmN9Nxx0YRZBtkJiUZZD69u-PPPXQb)7>5&%3V+rPjZvU
zci-GhY;OMxaNSuF8Oph+Fdm4LOj~?p?zNm(;C}T&U=^HOKHYdnb`Jlruy9{UTs0_n
z3bh05Lc^}{fUe|g|A5aFGSHd6=-@~w)H~kcl|u2xXyChdt0}_+z5eCk;JXEv>P;jg
z{So!e6DGbUj%rdN(e2EFGI@~G#ztRDl3vf8bx*Z$ZmwHqeS0M-|Kl>{EeM4-MaMi=
z=@K}_np)qp%v%;S))%<$<;UJhwqQ5~1wZS8d9N;>q<(<Nu@5cnv@`55+<aX4VUx)I
zm|QTOVQw;ar|e?4-6>$Vkp>+WCQ%-+j#P04z+Z65g=p7v&>RhQCh$Q|y`v&Rq3l!s
zqCjvW>;CYD+%Umw`E_apYEXr+Go&OpHHNgCd$k)v47~$J2o`Ga9w9%_D<a=Ld;;aj
z&n!Z#>^-X9+{y4=@22jcn#|;NHE;||;R7K8;p=AsyU2l->T<FTI$zH#@+-Ohep?eG
z!vRPH^ftNNAgz4;0v0^Tyc+3ehP)xWleCB85X=0#$bDFU9e`MufRvDQ9@LqduHiJW
z>g0ymIal#!o}K*oyH%oZFyyPxT?^zoH;m#<6kz7ttqtMLxD5uoQPjvViAm#cwU3VN
zWsKm@oK8r~z<)wNt=%r0p&%$OM9WdF)}OJTUo^@X0@^GPSA0T+fnpvkdgC|cZg=JF
zsfq9i4Xd6gbkHHk!p2+X)fg-1Y3kjQD<v_jWHYgO%@fZ7OTS&m^TaqY^O^`(Xu~9l
zxivl%>^>0T7E2MnSlN=>Rzfu3NMJnw7Y@!_cB(ZU1+HO!k*gHP@Vg621<qTZt%~nT
ztFf^R59GD;-Fd^DBgXI{&mBDllw#}n6DpJO_{ZQdSNY&%KbG)5tW$0XAO5AH@-P^h
zZaHSj<+5V{=Pf_g+HMnjQXn#O*^MI%J>c7Cl`89=&kkhZy<f0GF@7a(uNP-}E!h%G
zJVAm_q+^hU#yANCa=noHga1GjX^&SHIC>99*kMo-YQ9)7vAh1jjpIds-x`jM=#Gdw
zMhEbBDZ)Yx`^`!z;yvvNLx`9p&CTY`jWUQcVD78gn|t$^z0$z6n;Hw=HY8>ur%gP{
zOq+wv<>?dL^J1<?-V+oD!l{9<ald!m4RuAW{zU0A<hVWG)Dkfyo}WYcS|`?t^@YS~
z%i-fZsh{<KkFMbugL%-+2$Yjh&yZ0omORf2CJ5K=2nU@kitvI-&I1F|!;Icmq=<*B
z+UVxGu9{#*sqXx5(axGLK7jdd5tFbZsvkh(h(D7yN7KdI>d(2`()$hz(TLvPyXgMY
zjqJRu=yZ~U#FS?S#|ykJ@3~2>6F%@=PZxSztlw&e78cS8zg$Wryua=fJM64N?oLiX
z4~XXCN-)p!<$9rKD~$^XmqO>SZf%#{D0f|caKyyKk;FXF!@hgNctp?xpcM0T`}hk^
zTU#5Im^;!^Mp02Q@1tMPTxs*zZzk;uPQ?4tk;ucXt*fNWHC$QRu8_guVR2X2x(a41
z0NUWl5Rc%e&pcp~3<sd^#}=t96y>*TB3wMi#J`$dBRyofMjIi<8U85R#a{-=Dps9)
zaO#~$<}Nw;HOEL`h;1c3M`G>vImbhO;;l^1EW0qFsT_=#tM|+tn)B7}>FH5+O9k$#
zJAl0M3*gBO#=0x~0z8K^Q8ErUsk+7j<(XUm*w%=Rm!bY4@+3;Xw9<knW|C}@Ke3oR
zP}JhXj`;IfY(#PK&cCua8Fl|_E(B0;%{fO~xJ#T{RNS@h{Au0Ios(QA@lU90J$$Q=
zkZ0{PR$3V!;Mx||Vz9C}AXTk_$BglZ?N8a_PR?SJEO{uF;jbp{4zV}SEtYfPr}_pw
zD#P6F{$ce5f00_RqKW`->MjgCF0TKe4|Y~>#(?5_uE0Ts50by74*&iO|4(1ikZ|rt
zXKP!I{zK7iQs=3ji&sZ80N@^Cv>a;{uS;TTrV}G>CpVdH)BlN%Ng3f&eF#4^hAW^{
zbBBXOo#C>fcNTploOIXWu-q~92VO@dBNyW1%zv$6jh-?38BC)mghae#N|((!u_871
zW&8#h{coua1o3Ob(yYXKq|Hh;7;{{U-}IyTGD0Hm+}>rD6AMM@5Sq~w5K|3OUFVkr
zW?u&?BA|z0^gSTux*sfxT2-HKAvA40*<%eZiV!V@%^me<F8Pr#is$BuY)?^D!!d}z
zsLm)E-9l9IPZ#k{nO&(|eaGDCv!C4<&{V^v2%$m}K}$4xSQg%mYwTZlC9K{u-O)+b
zA4S<rwL(~D72DizCxb%XH>d+J;|=>hrZ^`i#V{AmukEZA`gUWBV&&{ZKQuxSRD`TQ
zV-e1RVrG!p)<%%14VvDX(lvrOu?bT&?P>yAmEle4d<W}8`2cW|@OnKh^!QXVxe1iA
zG@V_4*XueG=VmAQ*{{UVVWK+VoEnO4W2F76Tb5~1=o~lliaPDuI|{NpioLz?(J*~R
zreqPgU(Tx4NIPW_sK`izh>kY1i_tkhNfpgm8=p8d5h_;9@x6TKZ#(D!b)SKAj7OBc
z4BY6jxYdzfz;7^1Mt%y)xW(WFk0T#m)Kic*th7Y>&{#wyI~^zs3xFJHUiDWFvy&P`
z9%rITP9tn%7y>`Q&;WEy>;4pYKy8rQ#VUMGyYz}Ur%Q_H>6$gPw-9i!>Y;jjQ%PSo
z)3qk4qwx7s@9vXx2gj_~x5-^wi%aVkQXk=rfS1gBD&SW-iM@31Iu<ye8@?L+6Z0a?
z(rlktabRVWAMx}c`hT=P^>qj$F!cJ=XE1WN{^qBYrW}A%Q(j}2AX_>&V3eMTwVC$a
zHd5Uiym;v6Y|!T-BKF592&HGkzg`wGJA%4|!v(9s8Xp&fC_~_%MEM^v>)YnRddAcZ
z^sY>0nR|@q*t=KOTV1DTGCOnZI>UDcGT)B=ES9j>_N~=QVuvWtgop2AU35*z_VvDX
zCIxf)`S4_x+$^!M@Ppyw5WnjBbj&6Ban}C7T2oHSqfat-K)S;8Ooo!)f3sAHLQ5rY
zz>|Kten6njyS00oIZ6OtBt)ji37eE!HmV;{o$?+pIb+f0h|kU?wrhHiC-e?gJG;Rr
zw;?u{W=Hd@o0{Ztj+$O9Qd~J{rQt$DFbe@+rv3u{czi>wR?xKH7qqv9=^ZKUI4x-Q
z*jtu7tV-@^#2tSuViSAo`b%Ct2ysc1sHnu2>^a5KH~zTtIj^M|=LwLLE)bj5S^8P?
zkv~5S9{IZBj3M$kC$Q`cDYc_PhQkA3QD20@DECEcI|j+#vsSiw7_ROmjicw<Wq6L3
z?hZP(ho&|z+xcWHGb8X>FnS(Y2vU4k?DkdUp;05%NtqJE;ptNc2!^Ah`UWamgD|bG
zv2!CTNy@>^0Z|JsSAH1e22a@bPk*HEvbLRk<Kc!r4@0ctU#smSmAM_E*1KlKjt(&<
ziQs)`>BW<d3P~H9h4j&lk?Zds)67-4C5hbYKE%6ORe6pvyj<-_x?1Pzl|Hy0yu}D6
zlsQ3xm^~{*8H?w~6gl<+14U#9_?lfahpw)^Wpa8m4)8IEZqh#TNcgX=1I8}Nilzz|
zl$9)J`cv0^ua9p(vG>~uE%RWJgp}4E6K_`okv+L<QXGc%ZFSnNklz;B;vL|2cSh?`
zX@nWOClugs-qz;C29G)qgPco1@Z2?Oq}I>LVVHEig?~+_?jNDsNVCCxzMPA^QD^A7
zYv4Vb+#s_ARUKn6#Mdu1ju-ryddGn5hlss%KI<@Q84O8Z6Jv#NEMkGpgGuZgCiw^J
zo$&F*ogF@t;c1vG@;KdH%-PH0DDwq8s+di78~i9i;6eJr#L$TCyTVBhUd=LMekXX@
zZse)Dl4e<7fEOaXhjv2gzg^v<4Lw0se?`4jca2Ig--BjUsNZ_%TjZX5KrvO`&U%9R
zLLb4P7*dBkrm9<=mLd3aFM#|n^D3YspdelPMMf8ZZVlB%Cs0ZR<PXfC1tK+h4bF)C
zEg4HvIo{&WxZV&Ber%pvz9u()U^+t`QDGgJHnXAaLLCzi0nX5sabF`1)C+IjA<q2Q
z3@uZA-+NPAkWu(IF9SuVS^T#^!^IazFK?~r6$slL%k{ES2+K{IXXb5?g<-HwN~Dzd
zt<KF}5f#$~@dGUd4XMpUuhX3pUTf5}^1Z-mM!_aVH;;STDim+E12-d4_fr*0N4b^T
zF?ZCH*%s8kx7r}jcf$>`)Z>KX<E|gCUY)PF9e&tXnZ2D8a*_vl_U)){Q~lq5yU2Zh
zPeZl!H21ur**@sY3QnzH$&h1|HdX%Ipu$0t%T+AIy+p1<*=-QGyDhz(n~-v^!wOn<
zU47#f9x~8ng(dHbrqac4F07pTK4j_p^$MxY9ona?7wmW{{}%Sn`)>msXXSeM-f`5x
z^8gK&IQjn?thu2Yum5_LQqAsf8m2T7;lnhw@k1{|5zm5HV)tRtvzcQ=KItzaZjOS`
z%W@=E`=ywZ>!%B5_DR~!?d$&Re?7|5w-i3}Ac67KVF?E(JQzb>RiMa_7MJasQrW5t
z1_qGClpfTs1y2qBr&kteW#&FPUm9kNFpl0DuN0^^zRDnK8UiB%9?1ku&sC43horPR
zqu@rZnC##&um1!9?R>^h1v{dRMPz>5<jtBw?_~#};6dZI3~}=+Tb+;#7UQcHmq)V`
zg~Q2ZSCu?PMoHPMufA?ahY^2$!F>+`m1g6%LZ}PhWS^u$mNs2bQfo3y9h)+0&Kkrz
zjSQ-c<fCB*v~CZ^&KK;Us5L`^zBE$gs54b0m0VO`+P!C|x6e6$n6}CB%%=8FI5#K0
zrHXMDW?>t8-KFS<HgcYo8k|X4&i_e_dWJjuh(wdjDqM~m;Z8H{FLJFIKUEPmMTuDc
zdg^rU&;bD3=?GU3nLY2V4RLN(uCuaU*c>Kp2w80>p_xNFPLi}cqoI}-MWqO>3D%uP
z`87o34hp^J57bwQ+zP&-qTZ{XI=}P1$qC_JzPJ2uv2@n}*aejyboGu!V;yaNJ_7_G
zd<Y2*y|K)uUb>UrT!*TgZKQ=>7q0h4DC1<IhT+Ski%M#aY1a>jCnNdrtSsD_>Mu^#
zKLAOrM$m+rZX6ZCs~C}1hS+!8!+dfbSxjVmtfh5?f$<{_?b+Gc$rG0Jx3_R%^KE5r
zaa=s@&BmDrwmR@pcg5s9QF`0iPkqNNa6tk7K!U=g)P>|y2t~x###*L-Box-F!b75m
zjD1e+QXbd&V^@*Ru2TYc9aGms;vjb{U4w55Ml`R@!sg-{jfYlLpj6y}ufvh%^b!OZ
zM`nYnL#>z{3>_ch9I%60uSFEBErQXhD91H40Exhc8szjb^MK+V(O;i5>gx$@SichM
z+=`ZWDU)NgsI8GmhPXF~>#GtEi&jwE5gSelmF$`mGIAt}eM2ew#qV8{U0(1}D0ZTp
z6}CAVmxsCMqtqvjqCVNyf;oV?aNJVU3!C1@@nX~wkxKQP1jBh@VRUUx@$Y&OR=w&o
z6Ev9HV)a`|v>2sams`~`67GlekKXQV!UALPTAUHFPERHc;*gZP5xND^s2cd|BT)-w
zga&cJNy1})xRf|MP=7316wS!&5r+h68cU_52KCbN{U7?Ql1~{f9QwDYn9JQg^ZlDC
z`Ey)NTG_k41^Fv94B&RC(I!Ka5o<|Sh_|S|2hnDygQ-*(ltc99uWK5LD1fE>SA%Hq
zXGtE+l=E9~8_PYmV3GO)@Jd;>L}P}T1k&XfWZ#_6Svv5+>WzDa`8a?p$@joqEjR#`
z?l&W**#tOixlb%`SN=~nI->?BVU03^0Vz$B<E;fp^S}nZ_s3#{EmO*IdQ>;j3IU$@
z`U_EpDX}jZd&QwKu;mCGSoN(PsD%nlSoT&>$9uTaiP#?#p`xOSy(3~*qtUB{Pf#M6
zRyaKXjLOczPDYPrA**%0Ae9ouh33jMud(C#{WCn@u;OcgYFMpih+mw(%(eO1%z?l7
z3Yo<;t<@@}?~vJ%=(0b$h9G~HeIPms^kcwO%YOLV=E1X;s-*?3rk?m6pXRaIe?+0`
z>Jg|`@(5E02t`X|^u87v1~PtLi?oE&Yi|Zsp?r!QVlzOAk_APVU$jJKZ+jQoh_QQ`
z`c%+=9Y_kE86NY4oornYsqnewa|l1_qL4`utn;gm`{tC`H%bnA&r{=#LZ)HXlv+@b
zA`7(t&17q<^A4LbKf}5zs%q2&YaRIPk$ZvjWA=x+VJm2}!{83NF=ye3pyK8@>v5U1
z2>?|Fqj;V#6iOH8bopsDG+Y9nXgD57pA|C02UXqA(9<HJ3iSNtiM|c8Na;<tu2O0D
z%YSUxC95#FB>XlFJ_^rp+XJ#%H8@^IoioBMSuh49PtS)H%Iboug!fYqc#K4@5*ZKV
z1PrFF2wU<zYfRIIk?iaDw;r!qBo2`j-NmLoZ&w;l7O*=s8E@6oKO;rYn~iLmnu8+q
zUnB!9dH#O|a9~>9r=AwinkpFf=oh!@(p<P9JZbxEaWqyeZGvask)P$Z6f7Q7?Xr4=
zXBH~J1;_s;`m*+$%w1P@)WqgVxe<UBH<tveW<{GK*cvP)Q-#cjrU}lIglpm}IlO(}
zc)r0iMl+ycW5dDco+|`tTW<{cslLW7B{6t6_QGxo#5|TFn&K>EaFin~!Pis~xu>`e
zcV0j6V%5uY-yzW@p>4!>ygOnTP@0r$y4rh6J`_VC|3xC{!wjrL(OMWf*<YgNGZQ2<
zX`33<<`Di((5%Gg?{@4g8wS63Y@~%5+EEQ|IU=}q{Q}16;;h`=leRLZ_M@N8XGkXY
zWorGdDhE4jmwtWo5vE$pLwkmbchAOZ=hGuu(j(pZPp<ZsXC6;ac6e(n1o=HS=l4z!
zuU&Gw0(Sv!v9RYXYqB!hxmL)ZxWnxBBF(Co;N9ZVI5zU_XH<r1y}l8VzV!exRJ>_8
z>f8pZ6>LH{^c5wNe%_?ogI7KAGRs?osBJ@XT?B3bH{9pVN}1#imeiDA!1*|1RmQ4s
zclxe2wth2Q7YE;N$~T?!4m7i}G>}+x{WU=MkI<TnMVL{FAameSuKCa1*;PIpfqo`Q
zh;4!^tE0e2OZThpt*P?IS9O1qft?7{S9Kq(mIk&v%JTNS_n7vZ4>2W&Z|^)73hq4Z
zc3!a9vi_>-holV1$oP^Ph*>!~ImQHHs=r}i<l!`aXTeZOVcOj)Q;7QG%2uX!3>DbB
z^E`>TT+l8#^S~MTI{LkP2v5|i)GVb6SWTqySy`T^0akTLqJl7Tbq#T-R@nq+Q=Zmh
zcDy;f=qqKuN5LD?4l(*X?{UAHYJG-0tri;9y%YPz%?4x&MQ^Z&qZP~FVsNm6OZ5YZ
zFK(r}^~x)e)(qI&B5-a5<bF&Y{!32!B~r|VRb;@is+I%H`UF@%iwJ7eGy1~O=KIc3
zmzep(G}MD}Qe-fo_2q#o?o#>0Rvg3k=|b{fV$8kJ^D!a^rrz!DCDPKv5sti~56so4
zuX;w2Dq&aMaSYk`rgd_9gPPfyNv9$aQ?w{M7g|NlW}L+cKtOci&&NFDXs^q}&HfyE
z8s<p5UrL8^KJhp=t(hnfY37DfwJO`mC$xS;p|=Z)FY3CVA!}B^v6(Wkmd&hD>*(#m
z>B>RUH|9hC$Gw=GIMLfIVEyBs)Wb!Ro~b!cG@);Jul0EplAh`9{s=G8gX{{s*ZWz6
z8K)V-J#R*iT_$=MX)FW?zT?U+WC{u8Wd|qR%bo-9tS4yh2%QUy(BCRdM>z8SK`c>(
z0|qa}Xt399ecAu}lZ*)zhdxfg(LiQGIsa;QR$W&Q9<Gz&lkwIl!Rm~w>K&v=+V+f=
z%j7FWe!WGhyU>Pbxz<3VFP-U**ddDO;HyW|qu{=DI4SMp0gq^6{C1!35#e!XH@8(6
z=tmPApzBx>mx&K}SnTuwsu@RhbfNS5)sE_fq~;$2$qV!1y?K5{W|HK?&=&7Hn4neU
zX`7lR%7p$_k~SNJn_)MfdX35@{#fq^YO|951ohUlk0SYxu{vrCFnbE(g3Aeq4KUJ4
zp~10{=CaIE;Ah_S8C7_RhL@C)Rgu74d-gpP`$-=CXfpzr$PsWd$giC_Gxq+7C+X@+
zo8YJGO>P+HQd&fWU@)@9Fu!NBLbJu;d9WEgF*XNB+Jt%hE%R{Ilc4b1HEOiOFXT9(
zWsiTv&6P)K2(}0;qc7oVPe{nOC?4-CE=XfTejYa^mj?&Ao5NEoXF4wYf-6*0V%i@2
ziNd+pJ2z96p)bP2j&owMF+vHqR-O|j$ME_s29a+<d#n71+d*av5m6RRhLL^`PJ!H|
zp#Hz!(!snt${APiiyk+ch-^!}AO>&(tc!St$y2Y&132cJuH2J7WDlm@D7rceq#Qje
z7a+|+gAI5yw4=D;BPtI*5T+%?>o|)Q&sL?!WjRCw;vz3C>9WW`rL@S%$dmQ9CvoRN
z`#}QT6$Y(rZpRv5)1A_FW$0O1L$yjR;^DriefxIPSn1f`)zt<ot2{$}sHoie*jm>Z
zIXo;6)$n#g$mrBw)4kvI+JwE?EJrs$gJd0H=X;^`8yObL`w_lW@lQUGHiOH1*WPQ7
zMS~<FqB_|Yz13@PKef*l8!Y~c^6q;k2+iP3c?<lH!SJorUrKQuzdYj^2>hbB52tqk
z!2hClzc8?LQckQyJ(<AEDG&<<_%0$90z}q=8$p;O{Z(>d3Nd?B{TpQI27RjYHq{Wt
zk2QaOj80#Oi_=%mQOGR$!@Nf8d;Ie_Y#>NJGkx~*@aWAL7c=5P%31xa18jxkT9zI?
z>_*48N*fJn)bO`ZJB90;hWlhHNOO2f5m+M@Iv3tISmDrFrs_Tw2%3bK5X|>HaQ=8|
zSC))mSBO$tz2m^A)mL}UVM`;Sg3+5XXi1xuE10K~sS`=0L~VI^!MEdy-v-Uvh?pAr
znUBft%)l@3J4@rF3L=eFqluP0H|Mz}sR=^&{+jq$CgRaN*0y=-zwlc=WjA`=6srS@
zkFYnx$#6BMGdW<C-?Fd;J*-6{IErX#nU!gnHt?n~lVuv{1g0LtpI+V@W3T@6SoNSn
zS>(mn8CYK0vDXA7T+YpC1)be7&T?^WtFbfnq?V`;mfKg0{t)zkE$)EN4Z_|}6qPWa
zpAT!m+nOQz+*=jc81-eF>yB5|2;`x3K9z$Y<K3pE9)cK$*)B=tV^D0W9PO>%KYS_g
z#2{#If7LN`WFu1agH6k{0>L?FT-O4xU-mRPui(00+OAYXEPKW@aP&p2$F5jtU;FP@
zIWH_2%7$63uX`f2mUL_DMa-dv^=RugJnMT_9tLP+m`f=~{+DgNWR)6!DRn6%f!TzG
zM8{5w1~KI6&2;^yefOTNEvReuktZfKVRK!25U*s%oSydMhLf#Y-Os&RT8i<c-!P7e
z+IrM5YH99uR5e4$8p_Zc=4;$8lSxZKPns67IHZHnF_(&Oy%eb+UHw3*B!U~&El$|a
ze}`Gw=pwvM7uav{sj!CQU!+*WF@0&M>=;c}dcLuo?!HCveZItA+>~J5LCU`v(ImW}
zH&K@U8kDB-9M}r0MZko`TqEVL>TmHI*;0(5xr4f4=)nBmGdHll&k%;PqrBMibQ1|l
z595Y$c+18N<UtZ?@1$)HJ?PX0SiY+>7frnWl_mB<cgvGH9WBjpQDQw*JSP#7%#*Vq
zK97i$PiJu)?AyqRquncocdaKPz(T}zabo8AfsF4N=!^PAy?QD6o?RnYM{Y!A<E5P>
ztTMIX<rfi}p2Iz44fZtNu5bdLa}$7xeEP`&!ys7%_Ks0%e(T<^hISh!?&_3nQVlxO
z;r0^~&%CDJI<QgB|87bd(b2|T)Sf!;Kj61R_{=25(S^qtdveL{n{rA9{szkX0Di1z
zrtTbvX(P*HQsQUFq+_NI-?<<59&hdiVtXzvZ^L4k3A`A7k8---=cmv(bR9)X*v;b+
zZ+WA^b{0=r-K9}3Kvkh@OIC|qSI2@3_dd$2h5zfPRh-EjzZB=MhSg)fHrv^Na)x{i
zG{PHe6|MqT<K#H>zGd~IWR$zJ&42$r_X+P3Zz-oV9W$Kkhn*_@Ro&2$-&ou3R#;N4
z!lVL~shx?L+-F;q3OjEf_EJJa7(JiEo@Mc}R@e@f;@;L@7M|m49|60Zgu&Po#H;T*
znqOwLkE!t4h5{n4N2a7`Iyqk%I6?$3tYdyb7H9S7dlxhzi+L*RUiEpAa(UhpON*>;
zItF9C<Q0o`6*b5hi%aZsMSCsMcAA<J*>fg=!Mmc=q_R?rI-}XJ*<XZj=TADLBoL%X
z_$lbBe&6!bSCxUbS;11B1)4=lP2tO>JezOMP*5v&;@Rqm4_VbOJZN8?UgrgH({X+1
z<T;ui-qO2L6b?pL`$^Fz>`D4ZCZ?W-^vSmaZahXsvOi%$qOin)?~9^#zIcLIpv6}y
zBcF)Qu~Jo+Guj`OtNt>zr~*0w7_eb5JXH@>JE}~y#M`jq?E2)$Bm?F;ic#owST!n(
zilQVW@gTdjBBcDSm($>LBPuKJ(oVgpuSjq&yhZJo!)FGm{L8xPzGny8*TfQ{i0Umq
zDFz(kjvHqye6l(`V)>32{I@)^ildXQ&sqq3UZk-ToWWA`vkMY)Q#(KD?tboY|ESat
zjm;%1%f}82)Z-z-f`9C)km0drV$2?5Vyg_j)5E;IvnrBn3jfE%Ly<W$tXh&pd1z~j
zg1q}hx37&3a&LZ2i8Ob$KzWYanFf(LF8mI^5rZ%KG{C^Qi{IIAh`c~Y+wCWddajse
zqSfJlSnYDs?QlS0G)Uc&Q_+U4*&IyRe2TXCJm_Q$Ss6Xh<~|pnU9};szgE&;x&9g`
zeJk;Zvvb)4Vy#=<+5T7VY5pvatKS^_G7^5s<H!%EE}*~Bf}y`^P>UD0qMfrn{6#}w
zS@Pi5j0sb{M8lic^>+h5EC+C7$RG9=x>KLsqP7gw>KGD}2qP10q6;60(uk0K9`+z=
zM-t5-K{S@Zl&WEP%c}TSfb)W#RO1;_c8fELW)jX8^u1h6jk@MDQzlyN-*KUVJ?3qV
z|9%;{AHuz?hXo(&a+I*F`5RaP;l8AYPD{{5;(RPG+r$$9{60gNobA_XqJ9iofH7b@
zv806XFH=sdMY7f~CgUh%-kI!-jrPLON&`uT?|CvGT)MTF@I0xT5m`SqQ9zp`nU;xL
zdmp$%mRFW3R@a-N<n7BgsVIOvKt!R10RZbNgDE${p{)u;4$qEU40t_xQ;baObU^JZ
zV$+aB%}t=ST^@<uwt3cjo1nF)xhZv_1-z<h{3`u<f4g?oS<yXVtE7ZX5ATo8#!{|C
zw243<s!!4e*8W#RG}r!9J!IM~=HGR}B))o=^Nqo&!I$_e+dC|fw~|a8?tOZ8k$ghd
zCxNf8b1Gj)k~fg<8|E#!S*xo}l^b?{ppa&RAH8^>5BdoyBLV@*X1OZi=EQQ4@~Ou^
zCl-Wt?2mu%EOG4jgPN$$l>vreb^j!ZwV#dhQFx8N*|m)j&YBAuDnB(FYneh%*dpch
zP$%8f@yV9-M?H)&;i1ePy8K26O*cYuAK?xQD02~iu0{Hkv8cQFT9+jHdM9z~?xSJY
zT4r>|I;6QBWz5CfZf)X`FDiY7c&tA)pY9rSht5pdN_`$$0;KslR94E2Pz6D0yM6V6
zL?k}^iQjt*Cnv6&V|QhpBSSvkggjEXFOc5eB~UJJkew(KRPD*s?xY=w<aH0I1zBL!
z6k4*pQX{Z`ygxj(92osl!5<fTip*u%=h+asVMx3UQh6J;s6cYY+v&+&8ujp$ggR?e
z&>`NG_aCMLaMjj1%D{QXzT&Ly=;(PpD~A3S5Nhtf8N(8hl>yKl0adGd)OW9Rtf!=O
zhRz^WI?tgX`trH$QYNXv${(F(Ci^J*h8KGQi{P561&KiVX1Ei_!&fn$b`?m%BhAOZ
zXvQno(<8xQSDcq}3%9~@K&lTWVvc+TZyDiT>l~;zaa#{*j3nb_z14D*tNdY?qNi7u
zVEQhIWIL*t2+s~H^w)a>=XxhAH{oDb($XMn0n=5A;eCUr?>)t6GB`<YH6r@5Z~4o?
zV)OaHb5+A7L<L%Fc3w9Quw4ul`$f#Z1YayDiDgxO#qB%YCg)iAlJHwcFPZB@rjHYh
zLEvgKTqlP1JCY-Yx8Sw^)4qG9$U5HFzeb|wMNB!Z&8BDTxU;h-m;x-xUw})$JX@Dc
zo^IMx9!9|6KK+#;y?$m%e&^~B0`G&8t0z-sq_Z|xL*shMyqyGw6{d+=CDmJ<q`OJ8
z+gB#5a*>rHD+piL-$CC!0c$-twjMND1<IgB8J%B+;0J*=C__;=W=#pW*LbB<w?)-q
z#D^asjINqkGhu9w{m~r0@Lfx@^lB#4qxwfzY{SXs6z1sTEeDl^J|^jLVEyw&R)Jx}
zBD<K~6BBDSfAU<yTvyCc7^;({+vH>zbrMSTO{HCL`>;czjzM9Uj6nS5A%&4=OIVzt
zYE&aw&fMLB9A~J#=<3c|rI&12)QHvByRFPIMhMz9Aebf#*5OXOvr(AXrS6vr86St-
z|E$Jbf(p^5GudRZR}>Rg28TGzvwe$#4bBgu?j=tDn%|<;$+*VC&cFT{f#e6+DQ3Lc
zWBa5@>2NpW^uiFk^2iA~PiM}rygVFxefdi=+`TJ&e(8$KQCQYi%R`#JcE;A9wdRfs
z9v#Ho30^dsUh=wRzl^~00-ztiZX>p%7Tzp+S^wP%TxY%KxQwtuVWX71AUL`8Q|mh;
zI6!+4I~~{H=7!@nUK<je<>WLCSzl1ui0keT2^YgeDVti`olW}7Klz^SGmxE5dUfB0
zx`<SUwMo@oTql1T#tJ2pEpj`k!2@9dvr)-YDy%&o43|!jR1U;)tj)5dEoXKuC5|MM
zbws1yb6FGoTN#99v$b%an`_cwo%^4cuYZ94htLN(LQ+K44`(_DQr8av!pxsK7dUO^
zIzXweW${`S-n<8-o?GFqvH%r|2G5~hx<#bqB+6YlD+TDRYTdc_EhV_anSnUBlA!iV
zEfY~_Cq~hIHA^Jl`6wTz*K>GsN$w&68+WjRioL}x`zo-*SyAX;c$YBr`&2)0u|y-y
z<a9cvIwEXii=1%V56Kg3S22AqnrWn|Zm=GrljHT7HfdLJo_x;BO!dWn5MNyg^`dr9
zdi!1lhHkMApKT$#Ab`j^w5-+T&S(WUK+J_#jAkA#WF!6Ds(AjAjz|%Bu)`Si>fGv~
z@2rsRA67zp6!@gOInwsqN#W>Z?HHuVkiE?5sU^?~Yh&*r#+#^lG6Hd~hvC<lDQCc6
zFn8=P6=h{p)7#(d57AS=SVE!X+Eskg$ZLsH?sjxpZ^4R(2-sWqDz22duDnh6KHBb=
zDZgZh5;nYtyLr4g5Nr_L!=vEz5@oo`0cFmedUyd~!c-=o``)|&4M!H9lB}S{U@x{O
zZ_RXkZyfo{lusg)>IlBOVXqP!WI~^HGPB4Bcp3*b?#|SJ|L&(FK80OzSjTAJo>jNX
zc?;$^#`xVo3Y8*<eof@PC-m_4X|E)y23zD*>Ic%RFwE28R&yM#JVxfGC}LmLblC;=
zO`}M{L-%yy*&4Rh5P7VVgxkV=4W7fQUGa~!9!{1on0$BVYcszhM=^fdX?4%`$Qt$f
zS#74qq(1JS(FoUX@DR`S)Vt3@VNUKg0G>RCtCTLA!@rvX!dGkf{J&A#2124IjeO`4
ztBJ8w;1UkUm31C$@rg4-YK4s<1U#ENRQ)wJWh&prAdg+qhr0|W{joBYe~b@~VC+0u
z+V(O;4CsSeL6~n2?oBDV-6whpS3m1WFb<!$NEx`<IRuG*12PT8&FKLWEv9E38t$lk
zS|TC(PFU*>*vy&b<PvYOz0kEzK_t3E-#;B_L3z&Qjw%=5qKMN9<tmSQa?Hl8uy(xt
zWV0-5j~*P44nue9UN+)bs(z7e0P?=x*j~D0nLWAQBW~=8<g+ihUz?t64gN7b6-)_j
zBJd_$Yb?<MWsc*S{t5o3qBopL77n-|lQQ?<h<@l^zNo0VV+$Ah=m1%fS@iM*k;YWM
zK(O(BoyaySy)XlWqg4~3Y8Q>L<A3lzxE^FN(dYq%t++>g@@?(MoczxMW}{i64gkyh
zo=6@Hs+v%O9B(hPvxbo})EKEM4rbmDj?F@U!F=(5OlJ6)b-j@{fWk-t9m=YSRjEl>
z0u&sv&B-d;<EGn#n4Z4|Rdv-u(V*r$BaPsJ0k^NL@8N8tI)2I`ncE@tBA>syP*v}I
zH{y6ra5>fQMmc>MzfR{_dcr05c4yf#6?T8i2xxj@|1#tk!zvgYB(TR@=gjNcLQ6lq
z=mugz7pHA5ml!{~w2x4^>x_(1rm9I5$mtQPx*td_BULo^oxGJA*g9kByKXMaNOEis
z8D#Tty>>E=Z;ehH=^Cf@z<NLzIOrWMRXPh$X`so9$fQpA@VM2_q?qbwUi3*XZT8bw
zEh8~=0xM{Cm)ThWXFqFyv}Gop3Y5;gUSY}{W3e)Dy;dA{x(!{I_({T9yT^C<!cte3
z$qg>82?U$BIp94!dM*(?UflB$Ls=Mpn&vmh{NrIqtUd`ha+h=^peqwlJQj@rP~Z9e
zBE1@+V)hO(FjG>VqK01X#2P=oY(fE*J+mH^aynk@wN`=SSLX)gN?>X)#NyQ_GzAp{
zfzo{q?e^?6=#V8^$Aeyh6|{~%Zx|X=+N2rMZlj1z$^=4}sr+kvFyv#G-1EPf`^u=e
znr&Mgg1a{!+(~eE2*HE92X~hctZ}zsK@uRiySqbhch^Q6XyEpD#(U$A_v@Z>f4v{w
zJ-WxP-Br8RUVGK5x#k?*qQWt;X-3=F$VC^*$AA+)b3V}`@ys6Y`?FMyX&r%&8YY>a
zA&K|Oh+kWG`we!yG=M=lyBml@d!f%z<mSkf80)X4XX_7Xcz^Nm6bDRB#=}QNtaH11
zp?d+1q(pY8svCvK*u8!$kPd^^81lE86Yf2QsR<w|9xR<(p+^0gwq9FFdnn_}u`-f+
zM%?Ys6&T-SE;|8jj1~@SX!Z`MeIMEN+e+pe67S|Rp%<Q+#d!abl=YPb88sCN$4DJQ
zN`}-T%Ecj9%DaM5QD77;@I0Ggmve4EGb9(q<JL+$ZbI}THA0Ya=XUBisdC=h2QlF9
zC5o0M!OG4%+KWl@Wg}$3msBg02`vKz0?5!?Ua13>JwjX_F$Bj2vc?QfS!+!_=frsO
z(R$J2;@?cAsW##{`s*0nR4W%~#OeG0%5$`v)SCQ~37_;O*}3CxUfy0r7HSy%`L}yz
zE2bW`0n<%+zkYO!y(d$F8pVw(Fr!(h0`9X-Z*tD+hUGqvAJeG2pugU4=}6@W=X`9j
zC+}{<yz<1V`5)(wc?&;#e))d%^vmLaVVgU-^1~3)<>nspPQ02Dbw%If$2pQnOi=*p
z8|z0V$pTuJQ9%_U$ZNNeQelEQiI^xPdKi_q^Ghe)A}FtGJs4$nDH+Cw;iH4H-m6Pn
z9;LLuPm)nS`{>BtP6Jg~nAHmAsSW7*v2w$GIn#rWwp}|&+k_{eG*n4bLF)5A4T?kR
zpc-M3q5NC#<rs%bxv(PNGuqkr|2Sbz;TFU;$*Ln;yF<H0b3eFCsGQ%5`VG4&;Bv|Q
zQPw^pJ}VpaB^H&kGzF!RfNFAvKuz*uAZa)2G{3TeqO*ptBtkZ4xl)Wou#uv1$!)QZ
z)Q_*c^ov>WAN17Eu~&_aJ*T*GO7jdjPz|GYwTLM@<~u=bv#eyHWV*qVZ*#EYXWx!Y
z+VH#{&82Z!8=U&J8<_ozXa%cfvJ10h07|ZD`I?JBf+$paP<~quir@FWtLf)z2-1yj
zv;O9{=#RE%7zd7aRjoqYBV0~<srl-QK;ly9VItIx*eqbjWV~~Ekq>4Kf1;Sgl&HEf
z7q#@q7r#y@JJ2-}Z%%)^G#qzGTvDpl3hCHyD6zE<T^mG_k~U+l_WCv~DYm2L<(FdX
zp_8T&SAfLkD=z~USR<p5Y(&c|ULbz7GERhf?rjG-S}`Fp{>jjgG`e-|KkXd!aFx`J
zFlZoDIVI}XFQ8rOF?aP#v8mVjp&MR+1n?b|=AWKLcJ06%e&Do^?=*vja=Z5Ee|-;(
zo3bM0?b<sHeT1!uW|iOBs=V0HNl}a1U*1Q-N4xq;<RyIkwK86gyoho31gdm}808`8
zPV}y3%y^RSkV|mdc?r5n`^m%h%w=~2d&lbwn-QD+I?nkc1oz+&j!&+A-?6f3q>_69
z^O{Aqe5N2mIy6tJV~cuvRU#x3Q@Rl>Fh_Q|pJKLEA?*FmfpcgU=cZi`k5m-HxsSnT
zKO^r;lzMEOz&hhXAFR`H^8C1kb0U|oj?wU_xczqVWbPn0vB4!v{lLbgk+)bCddR1n
z%>HR2Ve+dVYa>VQL%$yP8K-SBmpFTLqp;cyskUseus*$y5d+8c(|3r0jV?A;C^DBU
z)Uil0*vrVS3fCm<|Jr~wJTgUjb!jCT`vW<!LQz}15OdG$f5KN7A?KjGi`(~%e#cb5
z6?8tFmVi=zWwW0C+&MHhJw529J3`rWEcv7)yHZ3lO<1>!l%Ln6_E&X#lw)RY4xuW{
zN&M*iox@jw<Ry(OoGb)c=b($P2iC(*ZO~l4@Al`Eptm|1l6DM>=4W6qdgn$3L-?^J
zm2S=kW#g!L(iA#W0Xa97`qs;hWYqJ=*cB%p87b&%i-g#~DiyEI%2Ba**6R0OD&Ck;
zhxMAItGXs+q>O%~ebE4s_BX-gY<c$tE+3@&_egisbAR9miYxA@I7^TRlC%Kwz7OJu
zg<_5E54s@On>xsI$8hFNTITqE5yhI}R-H4223AAlNb`+6RCT4?80X1{WLdH&3PVW*
z%t~`d6(MVk^%%V@{o#8>1k3j>UBuvGA@|hzl8)3~y5}zdF>9?(FAJ}6{+7c1myD@R
z^FX7`Ml59W&9Lz?K-_BuLos9Bb;e#NS6)|i#$v9_mt456@mHARplpYhgZtdVgyuGr
zr6g_Y8~2DEU+zvyA+nE8mllc}xrNv*ZB+InW!QeLJdys^LzCfpK^^^@W5a|F{WPIL
z!dQPz#B9p!^7&m+K~wFBpDj<7(<T$wx#qU~WRAMD7a9YaNuMh-(FgqE#J4WKZ@sUQ
zJUYglzq42)7D6NKKsPIZhbO5OjWf5W2JiY{KMv<JF+q`v+#A-(xLGbFA7OT2DDmx0
z@g7)baQu6BjW8Lh(f(YdiRUj+_ez9HB?cx$-*UCa#cb+<>hQLlizqjgm?ZaFl;}yE
z9l!AqA~d}fk<|qz$wsKS-Uc9)Vn4S&*WV_~Q}&D&<<*O=kzHD(6$D9QYKSV_`}O_I
zlg333Iywj&(6!Xb)QE$rVbelrGmnapiXiXvL?D3*ztfIe3tt?6Q~yi&_mi6R%J&YG
zu3M0U1KQnSfTvguOvKaEPQ{#=w9&AcJ;*Z1nia+N?V=q}(FK<NiKjTH$EwWwy+An{
z#hNP+fP>Hyh~uq{F%#T#+^J3-7lYCZDGNIa0Au>o!L|RL$8ZX3X?o5*zgAESOgjw*
z7cq*pXBvbK8+53kez;fI3#`LMQ`M;oq1BzU;xK!)P9b}UL{qtSmQtu7jE+B)RI88(
zEk@`Poh5M1geG5-%pEUHklfgKnhxI&WFEHCDs`1{E7%GZiG}@kTKimB`x<o~ZYnWI
z)~0lP9;eRT1op$k|AKL}Pdku!*xEGCcEIfxjdWh498DCcXkO`&wp0*bg>G$p9LYJg
z&@#Xm@yv;aad`IGoDdfi)wMhEu#G1g!ta57F*@m#J8telmA<uD48%krbpP3x-IrO8
z+3ySJ52qbB{9D`SYO4$IglIxdxn*UU=C6KKGEXnIW9{<?jX)xzl)0}pU{`AVkEGJg
ztJ{n3axnapBE_ggkEJo)D(ZADlPS<XUMs}AyGpKcij}wPh58h`;heAzs_cH}8n%!q
zPDH=+C9(ZjZtP!DXPGB$!LI-*_&v{|%$pWm{am@hagv<5YBn00%g99QwjOkR*xKQI
z+olukwoc|{Bq<ew8Q%pCnF$ch=7WnirW}C0E@V@WOEwT~tYcYz5kZnc;(Wl5o><*W
z!3kzm`%`0ciorN~I#X816Bj5*?)u_2%Jhe;R;Ctwx<9p>iFbM?&3klm`3-Q1WpXiV
zhAi;K`|M$Myq8lO8K<DNb?24{i%J;iCsoH}E~Tb!6d^;#F0Q5*ZDhFa?7mBzaJuTG
zY?`VjV!xIQM2dxW4OCWxX%y45ldh-YvEgxxS?4k_=du>Ps6R@1Fm+<`%*M!kGE<g}
z7spNp*CM*GhrdXA`qL;neUX8xsy=QWiZk$R$Lm`w)<x!n?#f+Eu`-r@951Mx2@t7q
zm-PaM66W%Sw$zFqyNj+;$opmEuB=d$k;VkTffVGp@6LM&1BBo6-`ErPuC*jTuJola
z3MfJg1L-^C!0*NU$bH!0Twji9TlVj)7`p2bXQa%GK6bXLqF7cCZYa~lV7m1r$$h8Z
zx%vb}KoEB6l=bXr_*C3+-cbaCv_pKUxW~7yqQ$bn1IMN)i^k@f$N|EtdKEo8w9EDY
z@Tl|Nz(s|Jswp|yN*@+a>vo4!ruRV`e#)Y4W@uYHC3=6h#2SN*@^M-E_M$z#L~VLJ
zx}4DymL>2!{2_3ppJx@r!W*a`zHnWqHx>j1eKkt`hGd$0L+_E?<=pYKOS2Y898DkI
zIy8L|v%%nf6!5(sBhPuRpFtQ9&e_y;h?k2pGjtS<Si$wQ%}&p?VzK5d-1bq{Pu}?e
zREfePPw!up%(D}IT74Y_ccXl4ehXG6G<T0yd3s;hAkw}v`;+2gicmiwskfU!z<i`{
zO*C>wio+{K({B0o#~)an4Rwg1Q2U*(bC^$%!=%dbc!N^Vgj_gJ)ot~(@h9siJNOXt
zt5dh_?3V_n8P^3ujF;<nl;OK#(0<y>=PrL}CNZL|zBB}CMyl#+5i%}B%fx__@Iqq|
zxRx?eSr*N~my`oykvHH!mMvxG-j(*y7TDHjU+y_Y3^)!}{{l})$z2_y?fWWs?xODG
z)h|NuJ+*7!WFz-O=;-;??9Dn?NnNrf$se+6aCI=c8-_(m$<U^*S<R^}*Q!dS?elFW
zgCsPoCMjVTbeG6J_}cAG{-*6|7nE8*#6*8yQ^&I-ds5A96zszQJt|+B*kT)BO%`b<
zdGgc}TK=>+g2Y{-v{R@TEf7Td4<uuJ&XJ9KNk@0v>MOvLE|qJ<nNHW){TsX}=@vYW
zoMd1$l(k^H8gbLW<*m^~6Dx5oOYSAhoT&Fg=z+^|OW^;>FpwXG{r!W)x)DHx`iry!
z4&c1^!Z@6><bmGu>yCbx0dNrLM&@IAr}S4=o06&1@BQ}{6`m;6kA(Ir5{c><9M(9w
zBqt$Q6z6Ny=6JMy&Os@f(Az$%huHN|b(gEC0eV9k1rhkX4>unU91nP9*Ff^C<Ayj#
z%otahAd?%CW3;^9j%Ftb?)s|QfvyL$D(<#e`r`O}c^<ed7LVZ$miy<Z9r6PCEd8}p
zH0R7_p4{w3+}(y|CgMrrcQH;)7cm+sjG%BZQOeFW%IHJP(AZc4$KPo?ZSYO`nx)X?
zbKg;Lu+GzoIPi7~d)&gCll;A9gAy*K!p129y|wa1a$60EwYXb4oU*c(d;DWy?#(uf
zR5iFEzq+PI)>f8@Vl@x=_gb%6aFzN`1fTNdkKilp8-6ZJx=fYQp#nAw(O+>nD!Lzg
zEkqFqZ<y@Z$;ONM&4!ReGM=&J)z>)=uQN9Nrat6e@^?CZ2*0~O%WxC)U)_PvS@vCW
zM~te~yG3>Bo4MPi_Og7jk1JT|XZU(`J<2o8QW*?b7Ut-FCzOV6eK9+(KPAhl5W>MK
zgkk9ck0j&G{eXXZSUF)qd@^=oVvUQxZ+m;P2Q2)A{9~M@$J^*@pNFTBLdnBBCt0qC
zuU3D>Dg8e-@oAkY4A_x5QOzw<_=y2~s6sxI>y1+GO+4)z7GaW3vkX(niN-kIjVS?$
z)2jN`Cg=lwj1b%?X}j7#lE|d`b_tIYQ3_9<r|Vmk*mv(x-g$~2{36O6HL*b!9A9@I
z(+OYnBN@5s`@Z4rB*&cl2q7IU`-tM))HgIM$z@$06j3Mj&l+7-sm7KDCsgv0@^CUo
z=xCvW>>tAC=X-|(2BHZD2%BC#P~eV(g#}GQLLx&nK(Nta)yne)4BB;pl0qN68n(K(
z6q7&ri7@f-@)AM`;s#<!28%fo5C*sVBASL*#;Z;HoKNPMe&5)jD)5pEx-;H%O(Z-!
zZgv7PGc!@pKWylRuBB(o%HzHt33!Jk3Z{x97x)epRpQxi8hF`w&ZFYszzPgJb0iZ;
z-w3JdG5h^SA1j1Kwc*5F;M$^60d~T^yyh&ZtY>FGkO@C31uAkHsXlEM-RcOaTaU{g
zH7?AGysobO;3a!C4xG?`yvGzj89&5s4HF|tDi(|Q+5CAc`IgA|+a?j@SlnbbbUZyz
zZaRFTeI(&w5Dn!Gq<=M1!C-a0LXn)889Pb#*f4O$XCyuKqVL1<_7qCezA7<#dpP}^
z;L~-|r2sjyo^e19YRn*gCigvChZ9xs|3J9zb;BUFv!@g4-<PLCSJVN9YrWiQqF@*M
zfOlaBwo88RH2!_nHZVZ)?wJRtHMNU42RwIkwN-<O618aE<3Z5Xm;rgRw_x9$;(PFS
zLL&8H&7<;l5~LFz{i(~Jqa7r!8gxzm^m-4d;_i?4MZ!S_mqqALO&)lle*#|K&{c6?
z8H&<MRWbPFOabGwqc)zwcVnQ!-2INO4B=e?=^Q>~>?bEzfop}^mmK4~6iyGqg4*%q
zf;atsWYMUjq>!!Tu}Umj=E8I7yC5>FxVu5e*U?J>M7707mb}F6nnj#hru3$3j$hBz
zgHL=Lqt+HS#Bsz``jF9tc@nOjSx9OgQDjM*aMKWw0mslI1A3^CaA?V#$X2rVn;cH+
zpqogjNbr&R>rS8LLxc}oUSiL=sdV~Fukm9g-alU@uBo6Tv)0id>Ua<(C9<-V`#!ai
zWix94wp!S;4~y7_9d5yC3?A<5s=<8_Dp&4c<lnc?>`cB?g60h1z1mp>>GT`>=w1-8
zb-+BY<r!c4J&3%p@Hb6s_R!K6H;&q2C-P-r;w5;GH*xXadHEN7z1&a)I3B})HTcp(
z`ZVxR8)-<+CtihXA?R8QdL{2*p#MI{Ps)`KnXu&K#&?%f5*G}DqGlvxwuqhfdALiS
zXk~rlj7d^vAgcu`xc~fw?<p6vg%GrF7f!3^h41f5Vvg-_hdjkC+#Su9Wbyeevz%ji
zVj`@{$*z`u|IHYEv4$c1v2RFHQZTF+QJ^T_S{?I7=#K1-46?}|7%lmj{_fqo9(|{d
zu$>(<Xpt=D*RK`D1tbNU%$KK~Rh>`FH*N>xnT#wvVmaTkL({XfAx%}6z;?*>*!a|<
zksrqX{=RJ9*9JX&0s;^n$v;kj@n8A6|MBB*O+Hf(epD`$gdG6`14F0I3ZvEYJc?Q>
zoQj494mUDX0RdW;+rK}SPMth5U8Y^-dF*huRHM`EOr6GV7zK4OJeTlra2Xb&Nt)gV
z<0SqN(9rnt_n^b4I23_j&OP4|bsB65+!VKq6q2{Lw}T-Ne{vzum`D4Kb|3#}g@3c3
zqd@=`mV24}wfG6u*QTFPyj>K9ot<5|Q3vTi{FJ<oYrxrJ6<SeI3fl%!C~Z9o7S@n;
zUO+hXm8M`~$MGqR)ieotvC4Rgu02r$&d|^h2OmEa$^&D*QvdaB<_>^UPz>e9+#TcS
z>fh+_Q!_Tk;^5$jA?AWBl#4&m7yg%9{r9fuFR6c}Nb!6hE@D4t@iu(o2o4Umv9)bI
z^eB{#H8VQ@)v-90!4=};!ezh2sk{tjr}+vBG+1<6ZH)DCk-)_siH;sgX5gu61h+l>
z{vYS>zi0Y2sQ-r(?7!E^|2B~6P_h4DaR0OuM7aIW+rWI-j{onj{yUva!G!q?F8mM1
z4?XEGc=3PI)Bn+cj$xLr*<hdpy9(EPH^+CaUZ2{*W@0z+x)&WT`?EQ?>l*gM{PA>(
z_LTl3#=PK%lchX=Q#-UJp(`z6d+CMh+D5a$>#zn4s@giZyrm@=^><>g-%MB<P3<Li
zhOI?(B&cd&^K_Q=Bp7#9pydqRvcpwuydU8NJ@B0N^_O+H?uQwaM1YU$>7h>gHn#TP
z8{@?Cq;2eNBn>meo368dz~rQLHBPTkJXRp*JK!0dKbA$Hp3)EZL++AM{>X}tY2<Yj
znwTR35g{kt6yjbKW7@F82wl>8u)M<I#o_egWxFkTfBOd+MNJ3U;VABY+QHdA-bGV+
zh!5WQn_42G_-shU&B4d-daDP9L>UV~Emg8GeDi+T%dZ+&uW#@RiqXuqeYEgHy8c#M
z8GSX90RlKrRs%~D|4OG*=*Q@%9+p~P@t#6VloOZ_Oe|oQJaAzO>6Ic7^K*;vDE1nx
z`&I#>`k%*CYVnBQA1LmqX7ZVG4xy_piz~(uz|=k-oCjp3pb4{8Nci+;JmzPC2FU2v
zSe<dw@pRFaF7ic#xFaFd%L;)uDcVk^QwFNgKX2$AsXr#?GpR<)QjA%nEao#M%aQa8
z+C1JzcL<65o0-wYgB1FM{PsGgn0H&M<eleX2ZSFo2Q1Jtr;Hy@*lqsoxj^KxkES&T
z%*A>nhTix)MTr@=YVy=C!+zJ|UPU>;|IiekI@a-k(P!P8p~RjuoY6EIFn&~LE2k5l
zs<N$s=^SELhAf$B2n5+#GePa`ItaduzE<!X)Wl!qhR4Q2^71Heo_i>@d-~SHC?yn`
zRjF@7-9o;1A+CL<aAu#_t?-vc;xpz?-MiN6Y*ml=(G4SCSL>4;oWe1-UFBbE(zr53
zS-VEQVWIl?bn^#ZvLOhjXc;nM;((#~j3}NqR>+2g(4C*qbuV9XdmR!W8q}z>KhVX7
zo42LfZ7ibc^9*uCW~L0{C%A#u-Ij4wHOjkpTR(;}I|U7U-$u{FLY^!o*&=6rAPXU*
ztCYC8&rF^qkOip#hCm02eIgh&q%O~C?6avh^p6s-HmzfMP759&DYp21yzEwRFMX^S
z327TxB4Mx!@WBJ^8|@TV>)$@CI2p)@>hU@9A!;BcM2r8qTX!T6onW%lxpK#gS~hGP
zZE|1uq<a7vQ}_V~Od<3!zVI<y`;YU({yZiz$(sMR!Gy72NrF$GZr|n_4J~};W;xTI
zHc}~36}RS+Pftsdwf-%7XdSRiMuNZ=ncvR45uQvS+hG)(DzS@xIA}&O=CvEtxj7rZ
zc`px<;F=P21_is3OmR0qgI0{ooUg*`q7Gkarl2SDf&nCe`>l;*h2M64ASJh;!>&A<
z`yDUH!5+NzM`**_;5ve!=wX&0Yg-1Bb;k5Bo)kkEG3aI-Myo}C`{EZr!p5K*y|xb_
z$>k1#Qu{fs0eRkWiAs<DO>&WZZ#BVALR2?dwz-EqMH}sL)GY3m&I{M&@GMyTcF|y#
zO)X68#H6Nc{ga-??5^tucIO2T7@;i}_K-x_3ut_S(WMYi5bNl?0OBvU*zI|1Cp~Vu
z0gwUNu1ul_EER<ze{l~U*47NbPfxFlmOroB;$Ezp#r#8WA?%9JBTmx=Lk^z)3NM3i
zNOMxEj45xrzRwoji^+Mg`Wn|h2A+PzGry2~h|;qLsZXi^?Wt44oY!BaU!YSJru{`e
z2!!bVWQ*s-ZP5;alWg*b#@BlmU3=D6g{yH+-pSNoS6D;+>qz{Q1W$e3m&fw}33&7W
zipqIkPpHoy4`<vqwXR0)<g9)^SF*LI=7DWkFB>yn|B}0J_T^zZe$I@{^?PgxS=F#E
zxV+p1L8Z9zRcIkYPSDu<eohzVIk)TjT~lsGB)f29giu|c+~H@)qow5Fm>c$>xj)@n
zHaA+2@V&-gBX8JF<Eup#YW&Vu@~Xy!4{n&k3s<WYpEfcOry3wDW-DulGtKs7PWy|U
zeDImVX(~YfAVG^UsN1;cICj<@Fs2OtX(&n-5bt>SCA`eMxbT7c^<;Yxj|azN8~I8B
z@~s%#<53P87K>r1@p(ao>1m~oc7cL7B0>AmZLzC2Pz@fn$AKGAuqL_bdRI;)q~rz~
z596rNGVe1$TRrg?umr;98F&T|t9|wJNu}<*F$a!rsf2rPjsRPsCgl&7=^u8w(t7<>
zfFiv}j+keV_E|gz{Gp25K>b0^eH~|Gw5y!Fr_7kXUnRT8$qzjcUF{HjN?U(BuY7HQ
zW&ZnS#W?z(n7zsSK3e2A)yX}@>nK*x_r+@x5;#hkIhWVmu7P-Oq=3L(uQ<N#5nafG
zhP>D|YW!}~a4Asz>=5dJ!Z%c?2k)T)uJPZvy@sicHK#-U@Ue|#?|=(ekMTO-p37$#
z+P*y<>GwCpWUV5>8^Tj%hFRRvZ(wONx~V(t)X_Q>ssOD{b1B>@PwX4~f@rKO=Dz(&
z4QyJ$5&g&Xxjt;ei5q@BPQsZl5sxgJ+tmHd2GEQ02M|j9j0Q=qI*GTrbAm2L8qIMk
zwwDPj2Ctl=zwd4(fBKOKtb9y`t}8xK?#(msKCBj|MtG-gLnD79doC3j74Wlh1o@JL
z5&r1Q68b(=qqr0C=YJL{g#9Z>`_BRe?CJkSaPhy0ul|3ImHxNGd8FLh8Hlc~t?gZ^
zF&7Za<8z|8@qsET3y2xFd9vL+_J*OoSt|VVDE&91#FRHf`$t0P0~hivEh{TYpS-=+
z;x=vDP~Gs+@d=7cFu{FN*U*42FSd@4zupU&LRs<OHnkSRbF^ztRzInx%uyATAun){
z#~z_LP1<#B1OS9E*Lo}3-j6?bZs&scV)F^B@@}@BmfBAR7uxx7Z>*$sQ=p2Ruv&nz
zumWhtRFu2iuN<!c9&o|*Tv;}d(a45~=htlZcC*bERHb!#b<v|l-mV)}OUm}$U?4+i
zj?4|oWsD?UH*Wr`rD{pT(J@tTD}@ozv$0O6QoXRRchBsMLo?r?Q0iL_Oj+9)myzR?
zf9H-P6DGbEwah$>5E;v@SE7ke2C}3j&6waY^U#mmYeJHRaK8=x@DyBfRcPDU;Zbb*
zA^w(_M}KoIL|#j6sy5}mcC6&cD+wUkpl@|vR&B>`(kxp|#+l>k&s5#G$kw;Gr~*|1
z1?9v<WTfM-qLOrjyhMBl4}2;6OZwV&w~wlcC_)BnY=OlUsm%Rfw79rK--Utu=SeyS
z)&#Q*R7273Z0ow>>+#Hs(~)nU|G2)#oSQ2UFAJGQJz~P$0a!EK);O#5Htl}_vQ$ae
zXhk?DVvh+M&J4vpKgrdixpXcVgsZ6wLAE%o1H}x!gq$l9;GUAH=G*nxP;uPa6hbP#
zF#CTgwVml1s#HE=+v$9r=`}M@bvreQ$ezFX6QxK_CpcXrctlMn=qyc%_CRN^@x{DQ
z(FsiwHce2VunD+INWsEBDDyFb4LAUv%xOTB+F+{cp8P?|>gn2V@7LIoQ7cm_X&_@+
z2JmjyDX&xTK{Y7Zoeu8D+<f*HpPdUOuv8>3E0t=LMMJi;Lr(*Og0t|1Kko!nXAvlt
zbEp=SNJLzyQ;VXx%N2Dj?c6C=V19BPbt!2lCC~#vq~Xd@-1~^FnQnX@LRt4p8m!*<
z^e=!Pdk!3SvXT`2)eIudVllTpCChI;WQ<GquUQ%d{S9=2`$kEj^&D4tsMX^`1ciY2
z<A=<Kv}pusyV{m)iVcFd2`DvdLj(aU&DL_&169#1pfJgiqx?2$U}~V_5sRHZ)~A~>
zT@jl*-z&EPc;&xP!3i;r`D$OC?Mo{)EMq(&M$H0wW6_$B#!&{(>JLri5zOdkRNWQ7
z{0%km(hgJ2y)sb;Fa)6-OPmwyuui^0JOMcDouifAhnaMu$J4V$p;LW(Kv!EKUVram
z1mtK<Mkkxlt{gTkk7V=gjfdpsY60!YGra)&YNDNvNk`(-NdQ?VQ$=t3fN!1+Lq95|
z_HC;3;&OkzWOi98-}AGLpU@eq)wA~JqR)g(HHAuHiiWfWzi7&@J){^CyLY^v8p~0Q
z(~c~$(Q0~E2?AJ064Zb<<lHed+z6z@s^$H0t^|L8=(sqdH(&L`9hi6TtLFw>{k)ZW
z)+uBY?zc=gHa6K=h9*y-lkVB;hPf8#qVMsMw-nv1zK+LNA2<_F1bs8(YHZ7V-uGhB
z>1rRIsWo<tizge^+ue2L7z2T}S<yghRuPmKyXIl2e77KwxAQ6p)OHZ4NLv;Xf5!Hp
z@jHcJH)+rSxlhK--owg+(^xky?=<$ANh*}ae^FL!|Jj$Iv!Y7!YayngLnv7MBqq0U
zjay9POQ?563uZWK|B}Vjy@u@%(wbJSNOKGiRo;)iiz`S|z;jU1lB>v-1DfNM2z>lv
zZb-!%z=JP2@$JBD&ggSJW7YGg8s{7l3`t`ro3YV+;VUv!qM#`HfXyEB*J$S-oJa);
zCLb0S3-8t8P(=;i-K{G{Ke%VUpsyJR<R<37YH_1(7{s)Ok`Y#U1#l5o*5!tab4bni
z6sr2qG55V}@PL06V_zSz0!7x<d}t9Djdi1<z**Ugddn*`x9ddMoG&;_&|P%JiT;Wv
z?fjz$o(e$#`N-N-sgu`|kKa}=El2*=7FYD<P>?enQo8`!MnGHN#wvUph0nWE2Llxp
zV$xVHyNzH!Zz9co!kyb8<L$xw7uiMWj$3>;<IG|qd_HyO+tgo-)mI(u#@R?+h;>xA
z?s9jr_(dI!_<y{|JhyI6+`XqVQ4_oPKKvqJe0k)9)^MzpV1{nEB2?+Xq}NE9u+>Nz
z>hY>ucSN6*HSu2_gL-GLd|w1m_AW{~GGos8L?tH(#<+(MC%+B3%~D<8g#RvwBY2Ld
z@!GboXauimoE^f7jz72VwGA8Jzh{2qw*=*qxiMGMmt`Mw+^0lV|IR`#AYYA}iT<m&
zOk4rorBlV4B!=i(kq~aM4HyJjmqS@<3<Gm<?cA2H{p4kI06TGv5shQU*}737@8?UX
z_M;s@P()6QhvnECe;xi<?P%;PgEUR|T?SS3L(C_pfs@tus&ijwW@TbLW<-IW=FfS*
z?NwNY%5QvRgYb0q^AC<G*e;__K6vv<1dE|*s`4Ij>abg0EDr>)E)Kp=HM^@YYxK7k
zDnGppvGGFN-((vq=V=+-U)9OC@|{Y1m?s5nw5bC_mcKA+*x^`k^sjO9wNKBlSvL+l
z7ZR7@Mg1(9|5=;`SircGt1nK`4=++5e_~lR2v2_|eqn2A$GprP8#?wUsE-xTh$i-<
zI70~Xa}1*NYC<nd{`9kCv7k7a`1Hw_b|qCG3!z{&EE4r>s!Y-+1QS*rR_o!u*V`$g
z%R{AeNEu)X!A~~|pZ6Nm2@r^?VeiG8VSgwIDWW->TAX51K+svA#oHBG2K%+vBb8mI
z&`9XU_xiF0UK~b5V4Or~gwLs$EB|ehv*ucm(RGYx<2KMX2~vi7c4=Sp_V~WdPHO{6
z94%ulakWAT6|8p)vDb3->0tsTS-&zoKFqd@jK}Y_zy8{+tA3PyrxkzIXP20}wx7q=
z{U`ZRwS*LVn{A*~AqV^1DL*Kn1*Oh&^CSD_0%`*ba$`HgZumgg;Z{~OD&wg;F|kEF
zM!csik=Ix!??n_`83z<pSRtVTt>G9%pjjFEj_H_UvXGDN252W+zkV&$@L5XM3}5?$
zgyK*>J){x!tM3Kdd^^_#gjz1@r25*-JKAORUAN0Q<*ifVk>RHLuu<aC=;=D3<#J@$
zxelSM>hz_c3_3aYQuS-!jg^@C%6G{FL17zgmkztQ{BK?|L6odV6LD-x%hfD6WsSxm
z1?7Y|)Q&oD_t?@8Tb=i(c~0g-+xTmW=H@1woL>IiO<gm0^9>l@*6WDm!imAPqrM1_
z{9CD|I2kwIUXB1rV#t>W?)(ya@z5@jg^8mmC~~@)sBMzSY=tN?gZMc3<woD5`qCAL
z_a!wtbeuUw+s@g;C+N0ysQocK#H;3{SQ83az?m6&cWQhQdsJDOy?7y%909FbrLFi$
zN@_^k3e^OT9g@5nKN6ojJuL6|KG9`mG7;Uu>Ew#ig!wu?@P}5n91~)p^I)$n?d96u
zgvrjx$#y|cfA2E%y6DFhG;2dv<Lo3Dx4|eQ>%vC<zLA*ZB5Geluy1v_w(1hQGxLy_
z#7mBHD(i(m^6()FgAacx&u&`oXxEaQ?BXWZ<*TJmz|c<$-=;ze$J5h%31cjrT;j`L
zRS~!WBAQ31`CXJ0ya`oO_wzt>ZFCFbjd1j)Ph6)em?TEq3ETFf%7@36&QKy>6N&Is
zX{3M{&vcV@XR$G^AH!FEX)WkgcMd*cH%&_Z>6%vV6Y#K@{MR<}5v+NM)P>o1@Ae+E
z3Q<mdH+D%(LS9Ksf_r$nDXt0gs&|y3k)S5^uU1&kg(vH8+Y~4bL=7TCt3UI0&llnZ
zHrmMD+6{JxVz~XCixJ%5vuj$j+IR0Yk`${2)x-kbX5u%6S?j}uEHgZQm_rE3OoaoZ
zIr@9bM;Ac)%|b>;3xnYETDY<)f@;Alx<CPx8AAV~d%J-Qj|3@XG;=)<XBr|u$4u~k
zVn2s|?&_*DKYUrBa!7$>ERYJhJZ~0nCV%puY1IC<?{`5}QH@0EfY<8%2{gDj>1`Ei
zJoa$`i((J5nab05bx>$1Xpr}^nP7U5i0<z-*3W<-ur<7!54g@mqlMSSOE7Jx-^%4K
zYOH*B<z$3sLKSlS<J&`<juD<XuuUsw9)#5CV?oyWsKsRUGPs>(%y%^*#{*h-NcKf>
z?@k<&6x?gqivY$8FG|SS!~>{B-GQ$(nN$3^#d%W+rt5pkK+J0LPd}DZRb##isdLq|
zvD{Cg+CBOu{(-$DAMMX8Rb)J^Cte%DIc4yw<<G0xPXAE;bc`t!i0(NTPie?sweH1B
zIToa3IuySm>kdk+*&R}YWn1hIB#b|&4_M(!bR{?BUE1-AeC9ze3!IOqei<RI)fXB{
z2+L^PhMMSm^WhC7^WhKV9Y#?xNqYP%?>KAQ(9%?n|K1Z{OH*jQ<jxAl<&b_q`srD&
z+h!2@)p&ET-^g+4&Gpp4?JSMX-%G;O{TzOqonJ5>aQdUx^bJtHl7lYe1E3KUFn=iv
zz;Wnte8`y`xW06vWiuX#+YLAa4dSg|jl);CJw`XZH+uk)@1@O&+t|f+QnQ1-wGhmD
zSszk)&pr+OF>KPe^kyTSA*|f=Vn!bG+OV*sYTP>g#`imPJCmzt{BX~S(mwzo$8kVg
zsER08id{(4Q4I;(xN77Kk9lUx%283{rK0JkIJNS$+w>o8kyO(63dvFNDT@cKL7^P}
zZmd|Nq!>t^9)sb_rbjyi>w_dDfqa>>ksa{@Id@M2If(Rbf<dI?$K}lr*_fA&U^_ys
za}}raDpAU~BW$#n`I|7EPQHoet|xiUT#}1b*Vw!MzU;R)S6RMxffhWda~K`?Q@C6q
zx_zuFjoj47V4!KTGN_-iv<i4Owu{9GZ*OKJ$x=BmpP0jL=N)|O`fJTVcUW>Yxj>iQ
z`USP3@}24H{nE1$K175r?R;y>KnuB3z1*)h#}nH)^y?;_saYu5eb-!{PIxbAdmRU$
z_>wW-!Co>W9batX7&C~-<^S%$qvu1ns7Bvl=z5&4wtDz|Zy9%XcW1hS-qNN<M@OA+
z4n8aW`0(!e{@gt2`L}Y;%C(QVIqhV&0DPjn#cj}=Sk3dI#kg@GxiK3_NCt{i`8r{I
zO`Rw0{=?z+wyo%}h=%~OiYR_KY)1eU;quOG6^GgQ_<Hl*sXh3J(*0xITfC-0s}am4
zFMTozNhP8A>#KYJ=i~3h+%{sF@h&b+3GJM?6om90D7uz+-lyV7NM78Os^gpKad=)(
zRMv7OiaXA3JXGUk-Hm7?j)q=fIzi+yRmZsv#pMav|CDEx^VN(uN!C3)Vpv%7!v|i|
zvoQN+G>00YzeJ**jpKBk$=$#ANo!%Y2E>V^1taqv;6&xw2b<9Zng!bNiW(1)$1j*l
zdb6PVB-4F(Gs>PidAf1P9EV%?)yip>%^C1mi5Q-DcVY2MgaRI<{G`KMcGl6Bh9c9t
z%+h#2s%fimlXu;4#OR2(>9GJorDX$unct@g2o|P`1D)*tfZToFDYyFdPW-;hov`=x
zl#<fW7<-Nyl#O9y>kTp6Rp>RP!O;?ER7OH&qpQcpOtOfmMJ<PlY$Y*vR+jf_%5Y6S
z`M8Z<RjgtB(85ujDd`&)Mx-CsL+<Obn8{s2goV?e<NIjl_6t>okZ`wM>_G%ebKXSF
zML=|x;n9J;sy8K@Ci`*^-b?@HwCTy0_*7yMxJ`nXaWu^=<)DFQcGmB`WE91RKZv(x
zC0J5AAh)kr?(AWe^s}>4eY>;(HyZ@nNqHc{(#8XPFw+c%!%{$Zr>eHZWq`Mj#Qag+
zq8L^hg`53w_nl=(BnYY=h5HM4OaU%f9_XYw@7-F2P~6_^ux+Q!XJcZIhQ%0lmC*0s
z3$}3p;6k;Inri%quVKGn5T>V@|7v4-0)~P0N_*!ZX4x252jwAbMi;VzjEl#d+{M^<
zXS#s7kG$Jf0q{m%E*7|&^518W-|u@j{zM1@`?-u>xs{?`TBe#gR3p<^n)MSfa|yJ-
zX!||)8FsHzP%1NjYwJdWYMO1oua~LRLz4?>46KcyOg@`eQg?u-P-gF@!xU?)Dj=oY
zOE+!E6H3-;s42pY|Hb0ml0~V3r2UvYOW<7BFt|V^(2mGE>@eLsBR*BNpF-8r2}=gQ
zzRgrUkn2i7|BGNpl26PV%|WP$?SiFh5V_@-4&K%z>%zKDQGcNq8qVhWl$nT9s|E^R
zFh(QdSmve7?UqSNM7bH=;ztwn1mt!g#i*wDo-#Fic-HCmAveLs7}LO^1O+f93a41r
zOkEMSQdXxiL{42t2wWK*3?NQ<^N~R8WUK5SG!bZ33~kn`7#t&!iHUI&o?wUyVlMC1
z9~l7Gwvo@oL9N;_E@H>c#ZA6?V2M*yl;}c|46?L}yg`FYR_}~kKPtX6FhqUvv;=cD
zUe#}|edFw7g59eG<qwOpWo2bF$Grx!IWm{_?vkJypx*7*51a=dh`PwziqfCpQM^0-
z#9Y%-gh~ck#}@amFZkYa_^3(=te6Ps3$*-5NSJ1t%E!_-_?KBYx3pV^20lV%>B5P<
zZ@TT#d#UD2IENw&=%a$gt((+0@o)Pw1l}|n!EV%R+{BF$8<IGkYNebN%?QOEEvtQt
z7nLTIWlf`;t<%jSAKdC23E!O{dAqI+O>=O3VXjfiTe@@b_?XMY)T5w+#<ddLFK6B*
z{JR7NYsCe;FW6yx0Nw~ct19n_kl6>1j}Zi%OD}0^g)!7dJLmIw`L7*Vt7EOmqVvSY
z$9@JT0=Z@+qWDl(<KiPuY(X`Ok?{Z>fPHD{U>(7G{)@qikk9ll_?G6hgQ*0j?ZZ0A
zQeiayR?{jt4KpeN1(iKfE2yk#tyI1Lu(Eu~s9+vclXGg;%Nn~1i|HTIN{JN|R{zya
zY+8mn{KEcq4y<{AN@=H`Jv(Qv;2<De4wXCFYK=2PQ%<G~eYk!|;B%t3-Kpw(+1Ek1
z+>C=V4gF;MSS3|F#L#<M*pzVdceSL$ouFV+;%XC2;?p1g-Al~0G7%$2_IOcfsYpVf
z%$qF`F9*{<BBca*T1Vg7Q)OrbtJiM%nbG?Ne$J=`vnkz*#^%kl=pOJ65CJVH`W$+=
z)0FsdtzXiiWPuXyv}V1>M2Wijw%2)i{M^rfYjDF}IiVYR{fTeda>E_{=|vxcBS?6H
zyDQBk2_CxHdb^dT6MlfzWFkq3Cy9A|?&^<(RVldk<#vmW)r8xR)wFPUBzbvo>h8c+
ze9zdL7<H;2IGEyTaEX5uT^zU`T1Mt&x>=8iLb^<e*Y!v|ANF4UZI_kh5X#ih{lg1%
znk_Tj<_`aI@OfyqD=3;nYN%jg&#y&{iy}v>D_V#n0A>Cc*_Dq2k}vrSA!vP2ye}U<
zz7&hv`w^~aGLR_suu1|K7dXwv0wkdd=y5$D)n`Dy6}_QNVc^(42$|w~s5!-jagcd`
z=;i8jCIPPU$I`80mG*#Ocu&U49C55B5Oa~P;JOJp=WxRYe%h2g$ZpDSO@MJpr$PvN
zVKPS+aN;np{5q`7`R?1@S6!;g?(<{0nf>C}=5;5UWQg^sN)&T@s@`{wUilcp-RLt^
zrRE<I{lOB1=C>i*HyOk)QlWh918`OlE8@be7IobSCs&r4!q^G3d&1HyWxaO`5x!KT
z5-}WZsor2&(aIr&Ua4WjS1G>h4AF6{?G1a%{0(o2JW4XE3xC0#M7aZ5po_|HT(nAj
zno7znn0nC`{N1-v>A!vXSJk_@t{&Jrw8x1Hh@#<M3|N~CdBfq|E2z)m$lQySpP2_T
z#CV+D%ovO4TUV0Rf)Ufvu=%>v6|VK6q)NL%Q{sOMi~NK4uPM)0^g2ft^_@#$7*NY<
z0!qZ-EF~eCRlRFyK38cdoIRTm)9YNJeH~|dEEifxrbXJ_Vl>z5mLZ)89wt^KB1!0i
zyzlQe8Ir%Lw&?3wQA?bBtWltFC=-*yz6bWI^Ws1*`FlbG7HI>ztb``f2K-$WE1KgT
zRd1kxJ@lDY!@#r6UOR9R{CZV`N7dHYV<Wm7cro&@R7x9@cfa?=tY?Cz|L$6{J{qu4
zoN5kfv8Ri@=ru&Pc-^xn)JJ}SWW2T<XRF6HCMrY$F`Ng@(_@HgU1}IUMIvgW;SlZi
zE$AvT4N^`?|Lx~J+p0ouj&`W=lZSy8D_AUk=vJ_~X}WA-XhBC)-lMq)hOu(ldSa0w
z?mEOwvU>OyF{kcVZ7S+Cm^3EfTnv|vTDHwr*Df)1VfQ}c?GybD#c2$2E%Bj}=%7Pq
z*k04KUbenF_9|zdKJ!~0-XnNN3ARxgLn0xXnDRAkV(n%@KY;q+YLo7rbx)oEkQQwy
zphzc3Hy9-Lo9cJ~WlRuz8Tz>phNUH&i-Y1qz!MD$$&o3U<uzM>k2v^}@O>_wX3No4
z<u^pk75m|5C*%`q%$q2p0>@?{B>htDl|SH-G~jWwn98Hl=P?G|YpiC=fMRDDP63)R
zz=O`1GilQA@P>1uJlpmDi8=IZD`F0%N47T9shr`#J(G(8t+t@9=*P0DowA1r>faFz
z3xPoZbK@sOCgkFt5ZaNWxm15)0bT@n8sX)ZiwbS7gMpCdyBm$G8K*z@gMaGyaq{8;
zc`>p-o8VuY6GGC{^S(E=;p0V+FbrOHssbN{)Uo+k$hmR=H5WF#gB8tDd-EY%+cpA?
z)~R#b6_*-Z&1H`}`J@e)A(A;)-eM~4S9cE44>pP07MKT4t-)1B=g}FC>^g0i?1P<t
zq)hsQJt5{Uh0!6{mm>2RhA-q)_&U2+190O81Xx%MT!Ydi91EL4yjbZ;W83GpK3w+~
z(Wv8Z)C4Xy>)5l<Wm(`@PqPYM0u<Zn&5yde&=c>)$v@ZZXh-HQKm4cnIUa#4`kdMJ
zgLi-&GsPoBke%ar$fpW(JIlv0*{?QLCqWh1%*YD`9_})5Cw|C}U2+yqj>QPM3qY7%
za?X2LOV*D>jFbVM7FI>H?Gp#llPQ?5ltl0#-I*-PiXaH?)}T2oN<|!%{Yo?M`PzY=
zs}AKDi~&7g(tLdqvB+?wg6FqbN{(7`=3_l6PR}pLG+X7h;7^TiPNb9lR3n;?viq<u
zqi+AeYXP;-COUXirJwMf06dHOr4HJ(%^f^P0%~^2H+0Sp^xY|I+OL{qQ!rE3b&bRm
zqCvC@AFQTeLJY8v%Y%?IG-F&2-JIQu9(lyA;`n|M8;6fA9|q~}dmkyXJ7RVYkyi~P
ziQWI50xj5WTa1YWLIkxVDF|^fgp|bIcfg@RRgxXCNxBqjUbWs0zNG~h4Yf6j1p2jS
zNjwfFJm)ZKnm%&|A*`GZIUU~aHo?S!Rx8w5!6IZXSU7;;>em9eT`zjtuZ|qv!z<H0
zYbep8)S>o{oT4RPkcm*a9OY2ejn4;`wO0ZJDQ~(uW2+ACrIku}7AS_hm%@k=YJKR0
zv&T=T!|38Zzmw25_T!Z`)-pLbT+9$1$mq1k)#!=il6`Z#wZ*ZjYKxOY_V#KPeePoF
z%b=3;7n<y5(7B5A7jydx%@r8LV5~3Gb#V;;`1VPld4BN6H<xtRE$aH7O3}`%106hZ
z3viLoXK}nX`mGt3mS*84f9RIBl%fD(_PER%Bm8Fj1ACH{r&Ak+RYM<Nd|Q*#fuB)@
zRKHyA=}+4Fp*U<xLCK&*X!al>xOqsZ&hD2ofyvr$efhw}Ykwr_vUUomm!!y^o<X}`
z83GGV$yC)fW=Sw3YeR<&H=u59K9|$;&V;C#!%@$?@d3!^Nbt$LDDe0XrC6sI64Pef
zHig&<+SSHf<<W`L6kQ^qQxlk3R>|pNA0tuwup}?g$ZE5WZPY(w6g!x(napKDEEGq7
z!@*KT^H>-BKq2=wy+F*J0gzfq;<7-c&~*c(r@O{edkqnpzUH<8{RHv3B;s@)wAlwM
zI^y<zy=<A9YGBBQ{}pV%(;!9i+E$h(on1%Nx2j($0~U%6r349+-E=8-Ygfrp|IQ*?
zxcJ<&)TB(c-}WwT2&58GSk?uvk41FN<+d-=NKvpXDh{lI@APKFg^JY7l{SF=otOvP
zJ>a~&l)tqlKZ<x!j`cz?w6EqN#Pm$g=PDz_ZCk|Zop~r&ak1RQB)P}Im9KI3V*CCS
zR+aoy!=EflDi(KE*17#TJCJDvg$gC-zxkZ*g09*au;1=N4)*gn`XQI<*bfH$X080D
z>s7kM4<iJ0Re-fd0RG}m1%QcoZNgu4zb+&byko=L*trHTL4oVv{LJn)rEiBMVb8hn
zF)4Wbczj{%n0#cgd0#uR{eZ$vaKOXct~g8}#}|O);nBPMA_D3?@Ere#Fu)p>^KF&R
z|4tpNKa}6}oFkLC?TA~wlhi7|i@Dn`-b+^7n8Yp`B$Lr{fyDF1^E<w?t2H2H=8e2V
z@B6axT6ZCQGaqm%Kq2_C?SjhDm#-f|$Yh<eg}CX2G)WuXMjyGK;jA;dhdK@K!-Fx~
z;ICUnZ#Vz+pt`ACBb|^Qr<|T~WVmYZu`0hjLNk<r@oNN|XEh&&iwcgAb9bvb^gORf
zNn%kgO@On{LtB#vo(V?k5!89_O%B94SaY!vkcITu*h_*l`Ut^||EDG(A14G_5nu|w
z+8&=uW>6u0d6_HK7!MsPtLj80B1%u2h5Tr7*+pVzX3nq>tI>(+?uHg0XfktoT^N8L
zAGzLztu{K?J?8cIOA9~lC0|`%e^+Ic78i#x^4TY#Z<$UgXRS?`M&+>@7uVAxO?E#z
zJ3}wkj8ZF<<+6O^1N)y^jtA1f)x_UR>sa&I8*mfi*1+iByXM7JyWL5*f2hFn4I7zh
zNM`ALwIC-Y%W^*Z4vI5-L?tjXd?NC!%!QF4OXdr0V7TUL>mo9H_Tg@e@c;M=jZV_e
z{^Rm86lemaa$L^+F0%`d-CxtaC22*F8=GjZL&Sj48U=!ga~$k-gU^`V07dDhja_(F
zU?DENOFEE>nR#r5fZ}9r(}5;u+t@|)eV@4YJGl3f=pM;5y)_={d-88EN)KL=%^?|&
z&uJSQ<NY`Dqk@hAixkteJm_hTEswU}MK*kF+}BH>){aDt#T1i!GX06h(ub|hL_@A;
z`2isJ2L=`fMnPIa(_7wgD*Jv>hF%(|6#C0hgbKRA{e|jA(pjoz`bRp7flfU%VGmi3
zVM$ll6iV1={iwXKa8+IN)hFj`iFGC4XE0vx=#k)cP}-7aY3~PQlHB@qYE8!OVn_Ds
zy4u0`Kem&nIU^zt`o_g4IwbV+`b3vXX$oA@G*-B;l3|jpo*v<UO5crOgnzn%;!d?9
zi*wGn=0_;<X{eLIa-P;NYNfS|A!`eb`yPLO$F&50mpYZ~XCSxK*}4d&cF1O*Mpuyc
zAI+VY0IGgVt(^1)%+-HFF4lK9u`Y*ivjU)0FAYS_NF*Tw?6pcczt9ihlh~oLWam&d
zHuhGMe&Wtpk`!U-lcFC%2-5=)GN*!j=Mmv1<*-?^nE!B2^iXI3ER_KMClY7fsBM2%
ztdWcDPL~Cz83L1}|A=(D(r?$+sdm%-VZCvdC}@TCA-&O{MKLC1=34K=QSsyFRM52x
zS<m#lU_59H0StT@AHf$3_s!1>0l@Xcp}W?bE9-p?r^_D+Yh<h1WVXeo!!^MkVq$d}
zNcCQrhn+PzpP5$%ehhR>(9z$1=DxV@;?U;WzeK;67Rw}lrGZ6SS<P>IMW}BblqFYR
z*rIjPMo(C#)}iYbGGZT}s`zyvT2r`WW{`+G)hb}}BMZJP0>(=gOXyR}U3Fc3lt9kz
zvvTf{wbNoj1O<{W_*Vf^bbw)I7jiVB_fW)9523!|I36nRht=S=4b1OL*Ip?))gibG
zn1Rp)X$s}fDq|_3W&^``(4_joE$;OrZ6!ClSIU-c!(*g-s7L00#_=KWxKsJailaB&
zS%qHIVQN?T+frJw#m?-8XeaU38aWx=(N|J3VT&Ug0vc)N{v>QKUS7rtb18$b1i3CX
zLm!Cz+zHTXRu)rBwawfN_*YlN*{dCVax`m1YXp|#Zd>I4Zuz(14GJk{&T4mFdqqeV
z_9ZIrCNKPWj2hmuk1sYj!%?)jGJUzmI#132k!o5Hj86CU3ImHF#>>PKc;gl!S=N`x
z>`0Oks_jSedwA)-x;M-LtL@LK4Hi<>tZx^84;@acYS{qtzM}u}!ODU12V=Z0)>N}7
zP0GTYY$|B6W0G;BW3lnV@m0Qh<Q+RZc75WsDKTZ<-=U!|Mo+#r*8ak!@$qymRhbM>
z5kmfY00@+&N02-BpwYU7dKC%3s<M2Ocdt<%^UM_IaQk0Oy=73F-y5x6pt!rcw@}<&
zio3g8ad#;VMH)P~TZ>DIyE_zjcXtWS$?t#8JM(_Ykjdmp_U4(Lz3+RiYiTyjm0vc=
zh0A{B^lZT1q>V!Ds~MQEKY!S@a)R>#EciKz^wsp}0i-)lmJx($5@}?p!mDFg|3q3N
z)niksI|P3+m92q?G}o#%IPs16oc|Q$LHDZ;`aaMi*d+YSe{eUQCR)<$i$9VZEFq;L
zsx>%KU~xe$_tfwuX(WvdczqEf6EtExyP+WQFN=@*77}Xgaz3N6YLXN4>#SA%O60TD
zTN@<3PdwF@Wq6XXKD8>({eo?Bcen8AftU$G@gqAF4dOBJ#iftt<V0j>y#cdq*OP8c
z|D&;!2&|3hh<?XA7bdOsk_=O9j*PMm1t;$tQh$ObQo2~}UPi%&3hlQo13a<^)HCX{
z#u<LFE33w`U(jwAWB%A!FD0r@0XIF|6={d;^!mos#T_y0!fgO80kY{u_np(TT1HlE
zuLpsIreWMV*~X}k2@6W+5}*M3LS|NMD_d~nz_P#ZfarjJht#`hiE!%oZAwh3?CiK-
zViWnk3)MAo_Qu?Ykog<611Kf&bx1z+PTz0L>yCI8)mOwcJ1ViVRlNnUs6z7B#N25r
zNU#y@Z*Wjviz~i$D<(&Sp4TbM$UWH)?!R*wNwTqp*AS3eu`P#uh#ye55ZppAZFinc
zzhJ9v_NSWm&oh5PrcxMN@2+F?m(AFzm7CA$n$*F^d%Xj8LNMV?a+5Q=cy;zpv^J|O
z(nd{L9#a~MkIndzcivsKCb5SM_*+0V%z=qu-J!L{6%)PTtmDSw2)-vFC_z>e%{zr%
zsD#wQ(i&bh!D)1Kyr);D=U|vVZLJ@kOR$w{On!{+P2RDhMmt0jhp?~LcNy8h#2xTc
z$VVH!Ny`9;{u+q2#~@KsnD*GNvJh#kkH5dS@u~k*jc^RfO(Lz9$PF%t8eHEqFXWWu
z0`IHvk(I6Y8kz8y!<7;tA=*tM2kMWUljC1VghEDNw$5n-gDa70TU*U#(nx!Z&eHlN
za1y0${${p<F)B8h@$1@l8GsQ4CPRZwA7m@Yc7f{@IG*k}=8`p_{;x8*#Yq<4jJ9J)
z-V$krL~iP$6==k({)-v<q3-n<&j^TSd96wEj%3HwQeoW%G0)A68<xef?7>ejQ1}y~
zpruS6R}WcV<Vj_&=1A3M6@Z0)2lM_8VtbHO1pNU`rRg!tALmyMU_npaN#Ips;dF@0
zHfApbb%+eqtx+`oIXS2ghquU!SjX69@P;0}US1TiZ6Kb5(G=%M9<@@dX&>Z1&M*4c
z)}8S(<3a~QhKh2djqZC^?HCAAV`QLS#BoqPu=EyF?UNbB-e>OCjq?tdHUm_q0+;XQ
zF?v!`SIwx&iTNsovg07Kk6T;kRfk8c{r9EROeOYRFrXO}15ejdtlEG8GZ{9Yux3Rp
zK2a$4_%5-*Iv&~3#2o}btqGl1ts2@N+5Jd9sb+I_AzGzgaxA<M#avUSzEe?zJ+TtD
z_vH|^U`)WZ2%X;D_l_4D)Zi-_4x5N(a~VF}u;xXMsF3J)x#kE{?%Q#Ow||#h*H83{
zQRbreNDVcU$2a5)90Bh97L>?RdW?jQFJ}C77KV-jUCs?=Bmed=H-9sWOqQ1mwIB%W
zoP4F7T$~NFOf^*f-R>$CYRl-^U&Cbj@ri%)aj=Dp5z(Z>+S$}0WPIQhyCaf(AHZ%(
z+>wEg5H*QlsJh=MGVy9nLm)CwEJ3l~ah~42uJ>SP8_l`Y_YWucJrJ>W5T4fC5vvE5
z4187J5g*?ix6!ORMM1C?Dh~*pV(o&-ZnO4va!2w<5ZXR<vRoNvtL!f)tujAo<-n=~
z+xeVLIgU~60~e`9k)Z6!@<r$PNXMGHTM^I8Ic1iNRb&Z<VikUcj}JT99lkUJxcMd;
zw<o7zcQdWq_J2?Wey@6*k@xW3tTGsG`!NOy$ITDkc%p)-r6@_miEgo#EPI32Z*HKy
zYjP_!%%I!5uBk>#t0Aj{`g`=tL2*9RyG`r3-)k$nnB)c3DS4^XMr^%u?P!e`QV5`j
zrprLl0eC@+Ju^6B!FuXm?RK=aJI-hnGwUX=IHI+1w2uif^;10m$mFxg^IuYIzr(1c
zVQ+@9BVvQl#-2W+PHg<WJEN9)M^hWQLUR@W@CT7d81A$%1Yw9{u;t6BS*)%N`(WnA
z09mz6M0-2>zOQlgfp6wu+>8s}X1S{>|Au8g-NkE?A#{D1!{?GTTDn@H;ta0s=)B5|
ziZNxXG9PqVzelPg+-k0Jc8c4`cy)Kd4D*vq>l2%2BW$dM3osv5{K93jDp+4kD&yrY
zT?1Tai$k_+t*#S8uN_37^7j1D^Fm(Z=KPV)g4FS`_W`fSCj8E`w+LqaaNi|P#YCg+
z-j(qd&Am$>PHg{(hS&eqT|IP5WDRS~%^iIs=srXfA#v8qH-<j93&KUHgW#>)<@uWN
z;V&_JLicpWcc&*Fm;l;W_Pk0Sm~l>`3go6SFhkyN3jZc^8BD$g3Yn9WEwQ`thO?XT
zz=?9N$cG^ha?h~)MeJ=U*+aG}5&3xqKN{WvT=N`_z&l@C@5<TV1r39$LK<K@7X8oG
zs~G1gvs)GoD5TJu98*X@SYjGP&(@|lo>E|d=JWx|LbHU$CfNKQQ+;PX;9{txQpZgp
z_LP^|8T`UuiYgS$4K_~bf|{EI8WY-@?(GO{Fd<)0C-?t5EQbqgPc~p|J6lW@W~WJi
zx#6&)%Q-xVQgeAFx?XZ_%FwrVLu<aDFdCycjadv`N4iPbE-#i^^5^%#B<_&!DTtCl
za^J~mv|27IEZN(0q)xxT$<<(g?pBE;UqChwja__@;TB4D<IcW$GH>5a<6gvEgC(09
z9;B!ina39q64*MeoEHqX*P@cSyOXYIMB9>3(Yw*0)S9!4Py0viBDw(zTf+2`IDPns
zgzDKd@c6nIJW@?yb$AvfFZD9Ts>as4vo^`KNNkI{)RA1M6e%_zJ%CFKi+y|%8N7A=
zU}3^t^(Te4c<7~hf4NsbO=KDq+#9s?m~_wseZYmJDL&9(19J{7cyoKk&d7%co<Txe
zTTBA}2#c1_s}xKnYCGb>KJOEbDz^7x?8RKtV#PD<K^}r_E8E>@W5HdR;KG+Q+(X`u
zSvZ^oo`#qH*EVN8Og^RKi=WQHPjAP4X18c{gG)v8Zk@%oi-&ik^zh*j*RM4{XS5dH
zasW$GL0CeInRm!Dt$*)apC|+uJyC%a$h?`l_6(f`6xC-+{ZIl_dXb&t3u(|jW{2Xy
zgPee9HgW8Fb`~_r<Njt_iOS0JQum7uCXM%I|8h5XJ9!qHqamVUVvU_7RWXJrv?$}Y
zW(>Zb`gf>o<<)4Z0<){IxwC@7{2rjEKSMaz{krl2>J2d1gEr#zdUC%>Qu?{r+C~Jw
zK5-O(a1U~Rc>h>$5Q9xCvl%D$*3}n<dv!g^CiNwiEB6)pM`UcQO)v&2FWSxixKtd4
z$mL$DDW^Pu&TkSg@j-S3>JA+oOXuS7zqR|%&dOX{GIULcLFnh_=hT6M8YA?EjxK1_
zUfERw6UrJ=+t6UKZrbMT*JUr~lnvF!&>CeK2%XTuTrM?Yn0KGrh55L-+`N<4#WZD<
z_s9W^QzOxKUw^Wk_v?rKmaW}#X6veWTV?dT!*uV;&$J%WElUp-7C5_5aU++>JS~y(
z4pS_t7?gv|hZfZ*<IA+jyMcc^hmKKy<#`fNyc`*q^nFkH6^VPK7hK$Dhv={Qi6>@E
zl@PUc)MJ>vCwr(%WXn@8UoyIu+@$&U_X$d$$rCLEomJL)Cb-Av^B0BL!;HxZD+s+i
z>_6og1c0<f;q`EU`?O-fqOl<W*#a3<WH;20z~fJdZ>9%^z0lTSFTQk>u%bfN1Dr)$
zQ(aWgH>!qHmfK&}j2R*Ha(e4%_jWI%m`lPO9Pk~JM&sQ4H`-)DuU4xE3H=y(3=O#p
zH;qL4M;uZTc0Cr(`B1&E^5gsDcS|pHij;LJ#4>w+J^lIaaRhXP%tcrz^EA&s6^(}{
zjfo>AlqJc(vW?6`j<dMy`g{8lhFszw^+z0zs@cX`jIy$;$ci&TH6C70O#5aWA-RAy
zlga^CxLg@4qJ6q<YkVJ#`Gj92(knm?vD%N>RaP|n{unxY$%c+`MbT@&KMC)cPtXNt
z274Fk#N^)(?13Ox^{ac7l@$_6TG4zSirD^Kq;QEIU>Wr(4bdg@v^wF0VSrBJkRSL@
zhvhO&X#@#RIB^!jz+rbc#uX32ZC-`-UA*Rx_!IrZkk5$asN;83yfXlvFB!AYLJNcU
zCX+-Pyb!;_sW`*HO9hT+M@Cd|lz?8cizDLh%}lbFT)E}S%s2^;=Di&N_Y%!ouB2=b
zi4U~6$<X~374sJ+A?U#>LKlR0DdbJqK4E2M?Y{yJJ!LQ~bdnT<%j|4qZJ5CDPAO+!
zl1C_gt4lgXVEt7mh{ofKq?qVFEYD&Dv9c=Bv@98uM$mt@rb2CD6c{lGlx&azTF?NX
z5i_DV*j28>X89s$EphiXz(NtM&IkK%0w$g{wm4?2Q#ghF48iIw19RR3hsFdi*TUPW
z)=tmXy$}3JpGD{2e71L3V-Vne{x^%r8TUuu=@1N#i*H%KbVcI8uXoCd?KM=vz<nIx
zyd{iGFKWN9(KQBK(IC?yaH+OC{^Va*iztv`oiS}MDV0r80fr*%dEyz?;2=>Qt&z_$
zPSn4FOQZbQV$R1O#duP2sE+2y6FVF&QrRalF)-1j<|qd;Yltj%x^jrBK3DH1bypE4
zY*nPAC6<U1ST&)vMpD$A^fGuO!@iomcd?he3Hxn8=oSR;&}FYo4`Qn5FN~i(PPz=}
z#0%w3b##lvPpF*z-q8b}A(8{8gwby)Z_oPs7tztMFm2D_Py<y!0;Gds19;fg;llqZ
zme^ErUFh(_R$=bv$Ni8D+?PIyU{_*3yggafdZQgd^N(7(E;No1!CSVr@1nXGT^{$i
zSrA%Ixd0#8JvV5!T5N8_*bi16Qzf%ES(4!qDwJEmOq#jcn@u-CW#!iOgH%n*a{kja
z&pA;g^nTFY2_A7JME=6u{EQr-ScbhrH{dY*^-?T7T=akw%vm_bA_JNjY#wHx?vb|{
z-!m<*8g#V<iT(iMrIs~4BXy?e&<?0a`}zFB_T?o{NUgp6mg4t#RF94%ni^Y!njWeA
zN!nQiGJv-GF)i$`VDxPwG4xWS6ojlSRgNaU_%9xuun-2z=_{61-pN#h!Ps<kpH>D4
zp1$Eu*6<JYh8KhA+XlWb8_yJb4kXxZLdc=5AoinbrPV6-s_Hii9I}6<(!nv|*|JO(
z1KA2ZGS77>mUL2XtTImmM5CLwaloH*PD6Q8m-CrOtBH~F5!0@%75|19DTm9X32iwB
z$eU2Bt6lQm&#lPnYLEa4`2`rXcZ_QFP{hxcMf%Uj=$B8o9-z(S&ySbuxzUk@J~c1i
z95?Lu!59Cpk2xeSjXVM!7JItpb^Nx4fKPz1R*9q-A+kxc3DSkBCf1cMNlI~@NbxLz
zQg*VTUEFViQz}&##MGOuc0Oe62o3N{N)-9(ph)@&J`WMG-82O(nJYLi=6(|Tr3Xln
zUXBGB&RT&h48SV6%(OQLgniinn$;ef(3Ix>Hv8yP3(iKO?J(4(GTu?lCw>YT#V<Pv
ztny8jcE*lL`c>hQzs=95q6@QGJ^VMn#*X(9k>kyqS;a?Tz>>RhbUG3LSTL2^Y;j1d
zW5jP<xil||uEtf^Wcn)+W;ES#4Ip#lxS-gpZVm6MUts^H`^lLQ+K?=Nx)vE%9kH}x
zD(#mu#oah{hyx<D?A-!4)+9IYGt)fj$QxPf$f1g61lhlzIciBEG^J29m@Wv&@o8Yf
zw@PS$kPw&Eg~b+WDKsbjgjbH~lyWOdijfOS_#GdJco1G4*4Yky3*K)?)Bl-(0Bj;M
zJU#z~>eCz~V16`l<m!WEF@HI)>HYpC8sl8cOpCHP0j==KchiCtsFO*(aiJ%Pt#PA8
zG~K)A+Yz#7{a;YkR%mR>D5KzzhPhP}5RB1d>`EOI0K;c~^oFK`*c-TfC-T{$eoWGo
zG4`hf`2gR|B7@;eQ*jg}Bxy~Ex9^}gz?73Fc<+!F`fp;L2N?YVBD_-8`nx7?COiDR
z6ixaODK=dr{CF`Z6>(JVHoUokLEO<E)#ZZ2aYTqg%z4Lo+KO7O%s2TyXho*vAQfIf
z!oZN(f7p}J;B<8&{n5E2R333=%z}GMD+k5I)L3?LKGXNH+A(SFn~>2X>kc3NAeZ>{
zOJ!S(?e{*$Ri-e=l$JD^;^6hHw<sL<68CTG*o8T(mwo>@0TaeovWu(M!=RLaSV%n`
z{6O<)+CjS06!jDHZ>txZZLvVBrXld+irq`Y2`_9&Ta0{&)n>!+&GZ|E2H8J`okj#+
zQNj|};*p*Q<(0^=A0*Le-rTXO-F?tbbmx;FEbIcE*>oJ_a@1fu6)51<6<GDHZ>~-u
z`gqTotT3Q?#{$KNrcOV)!{o<on>`x1#;mQRfTA-|Q=0<m(Di>OiJnp;{I-s^@S19u
z?LD!-O+h#l6GjGBCA*0d_WI#8_!g0>O~1ci<U$V>-ynLpYF$;xR1V0?XPK|^BCEZ8
zE(+3{e@N5n#Kzr49GhZmT>iTXYac?+!JMFH;0xQ_|4-A)m7C9*5n#5hNywSo-3}%-
zKe`Y&H7E_<FSaZl?juMa<dpNLhtM&y=8Tqb$0_?H6V0vk9xki5?=_{Z{=3?#rzzSe
ziK9ej#8spUdBJM=_kzw=r7EtE54n-{CQ}}WuOhP?;vJZJzS}u8KO>dZoj)3kCyPpr
zMqBz6eQLuQd$#`r^~h<qH(#lN0wFWEY-Oxei(YtxAK*-B)Tbz<sjgEAW{+jFO}s%H
zrJNhYC3G=V>EbDiC`T#U*D;rym~Y``wY=Hl=2w7^JUq4150}Fwe)8Wc7`72lv1XFC
zccu@Qb{!QjshFy{Gy9wHQ4^6^o9J836t*U!h>_ct3MsTB6jKkthBklnjSzoo#3YCq
z$0SM&4+jwnoG)<}dvtQf3y{k?6Q2{lIZa81@NA1dmGdbiWS9b|5pE>I@w7{>PLeIg
z$j&zI+cby<+Y;eT74-bo#HzWI0!*UD9F#W#Nl^#jsaA`5&R_VRPK!=WckmClX?quc
z9#DrIGd;Bjqac34Gnki9;gKQ9G8jJ0D@XleRcDSEQM>8P)>k31?=5b{?_P^W?T$Q9
z)rv6zZ#xz8h)=e;_#xaysOW!=U0?%-2GqOzPC3=;<H9c}xc%~YGik?-bx2s7i2E-0
zHyfIuJDD%#cDX6R!0~TkVc}3(yf;kjr(|ekBvO`;PpmwFV|dmkWQ=Q~YkWNBF*@sX
zVeJ2<t_419MLcW+*~V0ejldT0>%q@wDV?lFO<0s6FB}cdYrlNf{fgH%Kw130Vo5r)
zlEn@`R(H+gBQo)ri6J>%)KJ_xU7LuNj6C2opJ`ZS439|=@AW$8teyD$-LSGZ8g;9E
zF@YN!EPtj+6e}UVoNsG&|8rGH1((U97vdW#Tlf6(uZpF<Ka5iBeOA{6brPt?xSQ0R
z7|6Rp3OtY^O&cdTm0A1Cq-t7>yBk@5Ww?EYPkG;9MbUUvUFmQGTvm0=z5~fyGEcj{
zu>h_B;?0u?r3BWKo6`EMf1q`rR6DVv1^depWg015g7CT#*V-})z=U;v2N;=?)Zz5(
zWb~B4PR`Ggwl-~i+zMORFSn{4vU%(;1*cJO5V&tAY(~j|V_C6?@y6RQ1WkC;(2lYl
zRdnl`0|*H8$RT9MCUmb2=pml-&dbfL8iqUE*%#Sy>+Lv;e!H|)Cf~<PEvPC*b|)o0
zy}$ilE-w&`W}wKqNTnR)LX2}fE2rad*_=xHh5?Oh`ggr1_eh{pz_pu^G1qO+w^O9k
zlUwiQ3ofeoir6Z=*6fwn2w&i1NnDXIk73yK$635g2B`gS;0~);gCo02pK}zK(P=rf
z5`Ef!MIEsZgM?d;wy{l!;2SDs>L-q26W9RIg*=l(0~~1A2s0G@{18;9G+ef@S!V!b
zT(w$UnL{PMBWX*}?|BIGc^z}QcJ<@=R3DSJZ{C6Hl^)v~SO5?rATY8muOB<ojuRNI
zX$3KI&XU+%ePVuhVzb>3kdgnY_q#+qQm-qk3*zyWXWL<Rj2WMNihy+v&|1lQKJOuR
zJLWvO8La>uG`3!x=?6~r{y4?4%gnfJXjBAJh<>K>$Kv#AX>238n!B^{xBIfuTldm%
z3Qbf#`ov1%1KMJ2Cy(D1yEfV*H=V~=zw{1QScn|zBa5#;?Sru0dUfME-xFBE3C#6j
zVdk@Hlsm8vgoC{5(~i%+0}|+Xxi{xlP~z_xC_TU3DK~0CGbyQC>3L6&c6v{3My-K;
zCeb5}_1$aU4}InJ_H+vlHUFx47!ss~Wa1bgbQeG#!O^qOou~VucyTK==!*;D2tfkp
zWE(&_S_6B`zPA{w8nDDuP+f#})xep#R5Hr0c$oe@<Pta@oK7p#_*s;9(2mffQ>kNW
zEa1UfCVc;XD8KeOD$b$(-6XK0W>S?J{AsNRIp63tDH&rxkf`jU_~Gc8Ik)r^M_~cp
zv(eZyGrn>KhEb)`OF=yk=ZZRJlmXBAG53SCJxi}-6e_`dl4Z%??@^$l+20z3(r$Dw
zS5BzBRsU-K*8lvo_^?Ie$96m&brUi)9NbX#@9<@if&qF^w@(hf5&5Ot??z~04WFBg
zsvfk3atylAOOkM)0W=ih6<|3N|L+}Nklxz0!~eSY6j*t!25o5W?xQ&v8qN|D$AN|d
zo~ydE_6T2t35?g%LZ@f0N>nC72Z!D+bA(BB$iNp+8RAiR2F=ceuCW#hxKPBgpC%HT
zn0cXXdEGt~zz4dZcb!=Y9ey1OkY{SdfPNgTuI;VhE1c#aU3ZPy4(5<P7`#W)Y9_Wg
z?uX)+>+<#Ab&Qg`*+D&JUa172;NqTiZDKyA^<O0GFV-P(m3vz6$+N|C0^(o1A#ptu
z9h@!yz6gIbXN2?^u>7cMA@C_~>&v3DQ}_mmCGSk{vuhqg@UbUh89eky&$)H)3Ki{8
zie>=D4?Ua#R4PJNHT8a;l=)`?IZV@RwK~FCbE65-sb5oONk(7iG)DxL5>_lt!!SAR
zdD46$k}%sS`|h&~$xdsUGm(txB$=Ri;n7dMC1FNJQ5a$E!{4xf+qYw!Dm^iKH^`N4
zn`Gf{GxhMny-fD%M~@(o&(kHFT~2Y+si1{cYeiPYT0AJi`-(|~RzE$8+dIV65C0x2
zpUa!HVwtpgRH)y(MtsbV0FoQNRpOwD1`<Yrq|&dEPoAF5{xu7KJXNvS=GNb>{g%fT
zPQ>Eql8~<=7Mq$jM1@V&PnS^h6~UIHgBU-O!r8k78VAXcj|2!&kl3zseON|SH!8O#
zU=8yB8cP4#4i3!244$a!vF!Y_Q$0*gWFIeWX$52u`VE3G6A(;U={UF+{6SEK=ii!~
z6fe>(=YS}{SOO`%Q#Tew9w~&p!mc!dtnTB?r7X8g4kWGx(tzR@GB-Q%4?@MB?eUcW
z=M=&|y@Ia@Rf6Ta4gF)s2w5f0U78Xq{M^D=M`Z|O?OB-0mbjv)%$*kjDf7IIh?cLu
za`1A@jgu5ceGfK9SpH3lYNhiQ%5AU!sNBj;$LEg-mT0@y(AZJ?wC;LG^Vfi#>tSZ@
zQUU_&2>->cOlITB8O2{C{^UBjW4(E7IBqxNqL*Gc66*cSHCv@2V?KWgCDng}E1(M{
zEoS-$W&#{TNu&M;8%cJ5Uo7&&ntcmu1Q$igZB&uXlSx5Qp}<Dinfu@QIx|RY0WiUt
z^Z3pTEe(32rGRPPkzAr^3U}l}01s5~<?DchW6I6^t^)t()luzjW*-X3n>D-y_VF2B
z1661OxrFoP*i6`ZHiJs#0y)t-7#I(+Iuuy}?Oh0<ALE3@9GqISV2`z`0n|(pBYL^v
zzimuI@r?^P5sj_0Oy4enKH=Lx=?Ay?Y)BoQDkZK%`9k<%rJhLGXg*cin<W<RG8AKu
zkpGmcuW^MqD!?~njY;)f!#prDRnCrXI<f#FYKfSeQ$T{B97r~wcg;(91Q+!T&3ns(
z*q6<~TO(`CN&$gh8mSGVx;!UcR#hAM=;TE@W}~Hnbb-^=#v9-ci3lH`jegLp@Rr#$
z;UW8f2EwI3l#R2pB~zQy>gYKro;~^Ibi5@Td>!9o&_#A3L8`z7kbjANA;m8q-;oXM
z2n2Yl_7)hA>Z23t)3@V%soS~b#QZjNVwn?bs-XGuuS9J^@KF<KLs->ai7@MWqH=7#
zTb?g>dWKNpL_uGJ6Y&5R@$J=78T3Z@P30!|`9I+xErXYvOdbG>IN3hXm6sCpycOV~
z*~%eWRG2g|ls9kC@KteQ!yYXM<{o0}bQKPD6Y8Q)d~k6WgRA2o{QUQ;eaz1Wwc_sK
zYXhY__pa`aCxLakh8Il1##qW~?NYankd>W5j49Pp7mCjGBsPLNj$quKOzOA8Ey;nn
z7(I|)ba&_K*KJE<!$B9gK=uR2FR;PfM4jmOy;uO{&tslct(cvsHW4lq=g>fs0>BMC
z(aV_=UB@hL2Lkxb)gJ!OS^G*Ez_ztJhL*a$PGNjN4x}kOR7&AAXont{`$}%FOiNm5
zdK@){5JepBD3*d6AY`aSu{pQ(bo%}W&GN^sXt#VA+HVrdtbe@#v9<2zV&%a9jvLWd
z?E1Lk^GHSWu8oMC5unP{&<bR^@+tP=5IUL6Dr6$}4lm^{RWb+I=)hWivHpfLe<IS7
zYD98FOtB&=4&K!^3bLP$B3Z+O0I?0|Rh3RcH~i``@G1Su0I`!4LXv@pSg-vlk7%*=
z8vUzRM~*V|4MrMN<}i>yKaBUhFMSBM+I#gEAEa&Ne)8%Ce4_LlLBKmc5FE1r)w;d+
z_ony#DQmEtneD9vA0@97Ibk6VNc(dZe?ah4_%AmM(zxF90GZf+S;ns65YQgoCYn|c
zo9*Eph-bV>sHqTJ771VVLR7tngaPD(xHz>y{&t+EwK4->l=BDI`zjp6e*`pJy-dKp
z*rW4b@<FTVpsH!b<IC<hPvNF>!GG<f-%fEqK{qZ$%mPlcQeJR@lwy;DvAKjlrxFH&
zzV|{UeqO@@vt{*{?)ANt<uYC4o3r+`#6y9<<O`Z2P!sb1IuTR65+5UwYc`Ua#C0Ds
zom=Jl*JE5bDs{~!gt|^P>efEuF@gkLaq2~K-Gwocb1`;bvgn>UAnagPOj-3&+q0aR
zVHc@zTt7LzE6nl#)OM_QX3M7dH1wS<PPtgmy5*{AGvtK<9+Vj1*QSon<qcu;^aP3D
zVBu=3Va8Q;i_s%kI+iFf(@wGMU!o-w;<fvh<&eS&lM1cE7L|x(v9<nb+ZOZwXxA6-
zdZf5ucjCcR%)Utq=T&br5>m2{&~>78d5N38A?verkL0;mOMe-HR=JnnqakmKC|NW<
zv`+$A+4FVWVI>PFBn%Jdzp?+n;Ww+O8JDv8FL7p;mH;Rqa}#<lX$pMgM8F`6OiaXC
z?Fb?T60+G;Q6q<p7e6KRwGRx)WC?hL%O3-yI4JM}pN@)UhJ(W{I-W7KwYA5-1&2eQ
zG3Ey1<ObangC1-%E(xJfO1_Q2nM0Ran{f-AxBpCo3Hsn8Snv0YXk4M3AA0W}UXNMf
z=R<tpbs-a*t3j_~U$v|IZ!a{`c18F=h+N@;eu9*#f3^581NmW%r1?QQQM$njfW|_s
zLM4^QR@0$B4OZJhmSKdoRBhED^6Qg&y=<L<^h=0B0c>OWEI&^P5A(Iy&r|$ksEBqT
zC!Eu+hM|4T&RtB4p(mNTyJYsTrdsW1Iv<K_MaYMPkMA4Sy2j`&%P5nIcEXF9b_*?B
zrn;fun{8a9U<pZPWr~sCa9{GuB>3__w4<w-+1uo0BZWNrbIOx$l$Tuvx-rK-_-4?%
zyc7pkYvpIkeHZn9&vL$qpp3%!2zyK5b|}u$le_M&gE+_In_q<1=|BALMjj6W$QeTj
z>X%^!h))c)d1C!X-tlwIhT@XvqRDT!YT#h~E^pcjK3bW!CZDH(VBb{&=unjwd@MlH
z{-b?Nj*}L~p@|+-$3FeqL}x6asl&Y$??r)pf2o!?VwgKqrNbm+2uumIIZ<_xN#TSq
z6;zOWT=v+b$gy#-DZEm){Do8xo;uB-ziq9^jy1ep*>eD`zS&;FuL=xXaW%|xvCaDZ
zNQz_5a{yqp0RApzEr6<>Tuxs|&$Pr*{$WMeBqn#H>`K{Ipk)a;9rta0nAzHKi`ge4
zL>y6B$uaWee0XSbP<^bgc!Fy*nnE-}?rW1UJCgRY%&Df9xwi%N+pnvGzz?rJj~z-s
z*}>lh+T+-~b!s@{XPzH^WO;vErWlg{v!PRZnVEXfc~0oV_iUXHHeJ^+j-kB{*<i!%
zV7%+H3|w9N7p%Z%2os+4DNXYo;jQ--&%MPoGUkJbQ;b(lp~+8D1D<Uw=Sy(I*EXFP
zdLI1Cng$+0<;(Xn)**y`@s3UU-S#VL`yChYS>_L-pT)vnDw~;}ZWU`!f)-dpjT^C6
zgT6moHFg3#)zDTCI>UZEQWo5gct!qz+pOP~@@;!W`6b3hk@`xy>U)NJ`}$-l9PggA
zGzVr7AzU(qP`mCIKA3j9*>S&YWCL0~#C{x4qeluM=G`1z^uE8Q#@|GVKF%zolzncD
zf9xjNce=Z?lIv;hdVXXa$9a3hxCdBn-t7a2f}OC-cB-XTnX%r=2_!Z73E@8*IDy|(
z7@Yf+zQ+`b7%{|ry<Etpc?>P)2fdxA%5ZmQ_Z_kekQS2nF;Q^{mS^dwNvlj7#v4SN
zK0is0ftmY5jDm5Yax$zkwhfbL*m{E8gOo<Pml%%4*R}|yFeXHf7L%dAiT+Pxmkoi5
zssTqAU#v~W(Jtc)p1ZXiJ2YeI+eN5r8hTWFVJ}}Eg_|x^EO=$9ih(hAV8#gkw}ZU^
zxpZB{M|b9y_pBe|%+`9-sm4fG)*8%T@E0uJOT<48h4B}bbblti-lE4g!y9DAhOh!s
zqy6fKHtD4x*^S^w9psc-i20LySX6gx+Cru=-OQ-*57eJ?V?2L=Ki;ZX6Z`*>76zsv
zP6QdB#+#ORA17%rY+Y=GUw}1biNrW=1ZWH$Pj|-u9q_MEcd7v9d`8}MG=?`Q_^^Z`
zudL6yw0o8%G>}1;kd3^~xM)8ft}fZ|^NsbM{gZw@&P769e4dAGd+hC8^mpAS=2tlK
zH0W?b?~zQ?zmF5*>2aQ~qe{PH69=B9>jKd_I6XJgBFB-T@2v2;8ovC1XcSb1sNlf!
zaBqP8=PfJzhO2j+AY$F;G5CJ0{CA)jamygR#m$@r3$e3Wa2{M$M;@D)gy~zwdm9v|
zsY-lfpU|xtelEsfesiY562)Ok)xg?}ruwr<+%YloO%-f0s(t$Q`b8y>tJJzG^RhpV
z&-Ka%8>1=!3&!N0KU?j4^QbB~D)jZ-1x{2-%gaD1t~E+|;%6_kcrqSB8XyEy<wO>9
zEXW#b{CVIdh7aqMzPAPm(<b%(?)hTde)TY<O@vc$(HAw-=4bb~6*Vs5?rlG_DFbH^
zplQ+hJ&laKo9||g!O%jgPM(swIZ6KE*`-U=2i!l<L3ZbwiyZQ<`)vQ(Zap?C7k=Sv
zc{7f~LTpAQ#V9*Ale@b#D#a$X-AM;%#9M1zvpMgyqRKoJ{_Wt<8N>3#IE+bc=)6rQ
zkUy}o_3rs7Gw~rHQy8wz@V}LP1pSq(i~4<xOC0FYrf;p(W9poZa03Fm(v4i05{r39
z2LCb|X^S3k2>^iwn$Z+*QI|T~Dk(c-Fs9=+%C1Hp+d`aQ2KG`r+q$3jun`22+`Hxk
zMDBu{i8Mo6fH$?Rne>Ej#zQ|29Zb<I36LpU)qgy0tV-4t<MsMyxKuUVO^^xmj1gLZ
z(0{yD-!HAu!kPc-KAMPDb#0Uy+Rx-qFXt4LID0?lO5NvyF+E!Nc<WXt1@j*WqJx1d
z*p<DkPVmL3q^E)u{-JzBtd`;X44+GT%s8Jyja5AS#_1P{A-;DtkxSv~dF*Z64X;V;
zWlPye%s>cXdcDR*vBgZ%7lH)^<ROMl@Y>~SRjX^jJB=KOh<H01yq5KzATXb@cspmO
zwQw>Rmx+UYN^d<77siM_z$Ws8Y>I0UJG=Nj92C`0RJt%4!W-TerCfVqiT3z27)^lo
zRP57A2}Or;&mY^?2IgMSROLo}L^Ya7koDp9I((K=CA*-&$%O?Q_U1C*&Z1l357?U>
z9IR8;-Wrq2J&X%_Tj)+9$dpp0H!1Glw#6zDL;7Xz_k^t#M1A6_PwXMR_&VY1Is11t
zhuqLydsas4wN&!Jgh*vJ&jTmXp9$u0ogRYZ0|Zg3dO~4$$b1SMA&NLZMCgfZ5{G0K
zpLD<EkR0E{-RY+LF9xD!TD0oVcF$FOs(7a*)D`{pxbRfrbhngg+1vXneDy@<UAttG
zP3A`344WBil}`Wi$||&&7_B@J))Qk1SHI8k<v;SlevCzsC!1J6mTGn1pBZ==<dDEc
zbEZM$qyJI+i2frgCcRUKqmvHMy(EN*CSJ;_T+jl)3~wN}``=lpz&NTrv<ANlCMnR%
z#E`(}clYQ)Z3Yw~{%LFPP&VM$gktI!Y7vpO)0?L!|D==@PBwQGGp-^d2M|awLzReb
zZv(Trx!Eb$L{BgB@bEAN;`|TCCN;Z2V~1S)m!iYww;HTCp!SA|h067_#|r3hss7IV
zB>i(U)0c9Iu9|s}(2$Bast(y;%h}bC@Kxee(9o9%tHjbFE51@1ZNQQ<b=d8+zg2Si
z)#bjS4IJ*4Lvg~31RiJ>@|Mr?A}oZ4c^oHqaYWmD_d-%3nq!-EdB9L-O@KpC9;13h
zeIcUk{o)w@Vr*t@?fImrOB{eADP@Tph9I=rmZ2AE3e@7~V8`lUXa%K@ng#w<QwLz=
z(4cZgI#Sn!C!noa(J;*lLU-8{|DM(ohNOl+Cwo26)MoiHO-2Ljd1}8`)+GpY+Wl<v
zX><;VH(ptcl=7<g?R{Ivt%GT3P}0{oU`0q5HgpAp&8?WGh)?pQ7mzSB14dnIS`b`X
zT-hX(^$ckv+dhh$f|20dQ7)ylc}%=`JJ$Q>6VU`~ajTR{zd81WmXWlby+IJWzwpjy
z?WG=j+AyBG9q0WaaLEW{R1_pi(;cF-Zr`>tav5(BzjbDjq7_~?N9~-Qx9BLm5@9Q!
zi)QV|!)thn3GAgGQ3xz78~Ex{9k3GGknN>r3}`gUVqtv7PoYvR>^CtLI5-OaxL_m1
zF5ncMg~C9nXBP)cY7_d`JOB-hTOen-N`Wk3kFKIKzxAwkPF_Cr&BtgDmwZTBrP2;M
z#~%!LuD?p|*ZtkU21vt_oo~lLsX<yXF_(CY7B)86umXWfvNc~7@6-zBGO}B2ix6=)
z$SfGy%Oa@2A3DA7%%KqMu;NJqt{HqJc7f8u=D-=v1BG*Q#0G}Fh>XSV2mx!~wNd1_
z=D(PpJ@hoYymsI}c|9y!)dIYDJZXK!2&}sV7J$^DlqKZ_VNv~9^j(;{<PrbC1mkYu
zI^O#Jea%OM5f{~fSsshrza$s_B+q^O@3i+yjy1&B9j)1u?g5i;BDpoD`Y}Gc44g<!
z)>Iqi5qfrD5v*sv#Qf~Dt<($y7FSMZ%+%Xp4#Cc@MK&F#E9GRA)WG)fS5DpNhHu5D
z-kbNMuP8CE*VE9cHZ+bwH8EMey1H0|Esc0*7Zo%-ERNTk%LyLYdNOGH(&{7DpL?rW
zQIYU_rpJ>_&i1noqO~$ZFc^&O3`xu{#g-+pzbwlJlm7>{aLUFp9a`m38giz?vHvXn
zs|v>OxO@!f?V$nQSRX#4&Hza`no=+xvb>G+&s~JDBlMT?vwBAm=5sbk!<-ci*m$yL
zdUAwA%l-0PVSp9^?oHsmm$yT~%Yrzhbk9p882a$p0h_GjJH;qR)}Ga`)|~g-GZG|V
zbG=5@+Kxw`TZ&uiU}Fqe`xqFJL6AF?otgcNZ%mb4Kjqna4d}uq=aBE<`wyX6hxVMy
z6pgPSt<MV7$)q7->8t2>$)D^_=1S&5*h+^XG#A6~Bn8ZK|0};fBcOU=-A)PPoe3lL
zH;QpwI5@9`#>`?+lcv(xF6l;-bK|At@h<tI8D}P9K!z>H&Wl<1s<<qGB=C)B9Y7P=
zr8q>jzcKawEh|1mhG?so$S67u%N8IRI4>Dq!?$|F`1>>DiBwyvlVr^3bLheVm31<3
zw8&M~5*4OjWgZb}d<rWFjhR{~J62!Klj;OIK7Rb$d%N^YFfiFLv`n3v^<9yd-|QKQ
z>{S~?zHK-{n0QqvFZT75)w%hysndYG8Q>od3@5*ey$9}*mzwRgYANl`;XSK8-Sw?I
z*it19YHuMo&c^D=vXR_%CtN9bPiT$wOs?w;j5W?+O}Vg-@O(9r&Thb_G}1P^7!nsg
z9DEwh`QqKAZZepKVAn!5G!8AHR`Vp}>%ghTf~xtgYrv9hK0-yhWrpYS?s_fFL@w-e
zb6=x9;P-_N8x}3vqtNaQeBHBrrK#?E$LNV>{d5sI@a_z_4@oXgasuPB1$!P!`w8A>
z1n2`2f>lbfB|!o`0aG+^w%KkgG><}>nBm^y-i^);fakX2%%WxyqTE1Tqry;IA;JI<
z{I~X9oFd(tvn|IQlztwAk4|moyM!CU3BWtuU-6=hJ%P^Z)<(hV^#hKKyS$^21RCX#
z9w@^=C2>sEpLk3)aV?%Uuqee#&9VSsk1o8@yqK8~dKzr%oTaDWy>oFYX<~7EQ!l%K
zz5w3y=UAU&`{Y#nk`a>s!d7iLT5r)-XsWeL16cfFY8801aRUs`VlI&>(}<y@sA&rY
zW!91lEjYOwsJrR23a>4j@c*?BfYots{w2mI5}iX``5N8g&$|A;O><vK9EW%pMYel$
zQu<r(b&aPmOzdwLu&$g2_YwGsbj-Vyv50Vvro0FPGsL@c&t)9=J#6Mp{5nJ8&@&g+
zWR>g=nuo0c#Q1c)wKVWU)PYkqFV3r7P>5Eb80B-Yk_~}lPP6te3u_VBKjhBMIj6Vn
zW;5s&D?W(nLX`Hb8y)(H3?8rA(un)O@fqMrytYAH#DWpuLicSa)I9y2fSjB0c`s>x
zr`qS)J?DJEJdkU`>94YwvpgaluU`5sHW~U862uQ$$J{8Vs1P{Le|tOme`U+Ht0|Or
z;nVo4wg|L;ki_mj0*87CVW9{eE2k^=DV@a#%|i6;1wXU~9O=lqQg9gTIMu_|MGB>s
z0h)4Q46=5#-(LmRKfXS2><6Z(iyfg6i|uQP--(w@y<e}ZV)MmqD2-Gv=#e$*QFN9<
zi;KD_U>_|iid)-*RsWXdEg60C`BfHP%1)k>yo^z{4cU+>;9=gn5n|OYy^NSxfTwXa
zWE7zMq<}%gE0eLvDR8xu!(ouSD@B07cu-ceT`XjS9AfL7OwChG(z?DcN)5Pxx{K-I
z2)k7*<{7nSN$H8MUdQ_75I{UIRx#p+oa`LSa^VdNALEO<%0~nP)3sxpC<bm`Sv!_0
za<AE*_P@t+RnO;d)2jY|dr$I$&PAvwp<ZXiDEyZ5)u7bHIkP%BBLrdiLZ$$eN&fV-
zM7uRET2f*8e0|PI{S*>R9`tIp3Lf5-?%hV=5jH;O33iNCRyloe)3sOZ$z`_UBIeXl
z9<A;kT4xZf;SR6R%FM1CILu3nE<Cxqw2$T3tqu9l6+B=$#D<fgsT0w;9<wXF7MCC)
zbKE@=IBt;qlgGh|%upvTqEm@Gb?YatoCyg)g<{|G(acBaPet9fU^Mq)=fL=shR7_G
zdWSY}wWO_g_38w@WlN#zB6PnyR1c}4na<4>+9O{dgC;OWBpNiC3mVGxJ8Q^np#iPK
zapiojAAWc#Sr2@ZqTXZb@z>N_9X+;^+{wEocPjALbP-09{dsfP{$o-y^1j#Q?uDF*
z5K+$4J8i?B_2j~*DlOU`Gu)aGYn21$*R0rsp#SA||F1CUWH(j3_x4H1bouil_ORca
z9++>9W$R+>jB~%P&)DUzz5*^FbkC1oHh<6WcRk;j7yAuSqVDbBk`_HzF)9Ch#Z}vU
zm5?4p7K2j<^GWylbT_AgR|l$&7nV6XX6$V)av%M#Fj&UD8Vr_pK_qp~IN9t6$(i85
ziP>V$6r<m8<}94=Gxs-p(qDMX{a*&SJKI}!We^jdLWI?Sj#|~k!-W?R-33qXx@_V(
z0y;?_-3xX`NGuUY&!H#<1x1!na8hb*_9Z$g?`C0~C}#jYJv~S6!YmQvf<PKe8~x()
zUtDxSQ2!p}2OUbo-8H9v7c1U!o=X#Btg&4X)9m76m?h!gsp`}#0FspG>l2OWx+{fj
zXAo=x1E_C8c$J(FW4xyxz-4H%PQl5Nh7Z{2$hPoi%dh0&g0>N2r{xf?J3{gvF?5ah
za8`XA*>KjKgOm@?e{C6OrELsTeJymbFqvn#lV%vrK*VR=GpudBBIlFyr(1}Jyk<2c
zZomx{^kpCv2CP+nGh<lIWSo=dWR|}d%2V5#fPq2UPOEE5MPno)K3$HNu%zqFwznj1
zqQVV6-q-Kkzpkv9l%nbq@H+X3(|jRNPZFf0(#x^8@Fd91&13$zn^_=*Y4)4?)KGSp
ztkr+eXvb_Y+HR0(>_;>yjJeqY7-e6rdGAE~(V*dNhuE{xNHlB<>VLCDqvGqb>pNNn
z(7o)K2&IQzE}9X$AQp;SgNaiGz@O*o*SUIdOb10#qW48uNkblhLK5a*#$u1Y1u8=E
zy_;K8Z1R?R6!eo`bKM1k`Fw|+DmVt$DK=VL-Ilx44LpP*>s;+kxgyFOmaYYk^8}XI
zqzd~fC<Q=zcF5Dg{=?E^JsMKPD%$fj%Q*qC#Zap$=W)!6C5ayqbq$9@oDi@)4VQI*
z-(v-(IVX$4&A?itqYOhG=lt5T$ij-7C^ffgzH4T_EwD6(r&dq9bZ)Du3}c7vH~9>K
zyolUa{@-OhiCdo9<OM|pw^X>aQceYksCQk55<|yZdfMazLh{X{)trq0CRA@MOP7eT
zfJGSj7LGHic$g@+CzWzEtJG;+>p$Rpg4e7jOQ{fBWKR2)SXHC=(cvCuXG3o1xZ?6C
z)&?g;#LrQxA1QozgI)2c>VB@y4;<!bx5yY(YJ04M61r8wW_TcMy=>#0{OLnb23g{)
zif-dNh%SU-whViizBgo=!XAo<D%3!JyH4D}1f&+nphNY)gAjM0b0Vm#G4&Z`<sg;O
z<6%#1*ZsxjGSRR$*sr+z58j`vD{kGuHeHd!ot+)Bjz8`3*R7}@`8Ujr-X0Nno{-Mh
zRH;R6Gy<NPl~<9^rNdoGslV7oTQ@<~zHBQE)(@4TF{-#>1A<g>@jPT8ocS7iKk=0W
z$51-SgpW*1lQ5Mbb$>0^7mS>P(yVWdPy6gRA32rBGf{{hBoj{$__tt+L~glB{@$<z
zW70^i-5JJXklQgxIR(NtqS1M0JT(5<=SWGO3t9simACnmp3^>)8Y`}+8gI@^aK#)W
zFf2`s%oB*liGKe97`)t|x#;ow7;|cS+qgLem)6Pk_Zv4;lRs%URPx(4!S!e&jaXLR
zxFy{4U~t``5F%D3XlD;i%Sk@Kr9wvLY>}C!$GTg3w1G-|XN_9n2e$?q4%yqp%2<~R
zvYXMyFIE=EXGWHxVuK(v2ALHQk<+TGfW8Tki19pFGK5j6D0AS@0KHAxQOvvvh^PCE
zxb5CKuWO3P0qysj1@jptNmnrz7i3qke|eYw%4$Id)%3oSoyD8j8U-6T!3qD|e=V{p
ztB)C~m~s8`1AkesFs__DmQaT@t`L9j@L;_on948DAIM^`sfTyMRA-*}dahIIR$qaE
zdyDKlu&3zSCJx<*b#E}4c1}voEcUf2y>jY5SPI5X(f}ep4tkVFTMudH=XR@XK$7w+
zs;sfGn{A6C@O+dAd{!&fXus2bi%RHT!WaZ9?Q{Jqo0_1L|C<iuj8jyu<f#5TJasXp
zdE<2z^nYuU34H)j6>okM$Aao@lH1xEBAf5PzCe|zv4eQQrim~d83Ya6FWySeTn=#r
zI9UiyxI$`~ixO~cr)Z~}qUXa#7tH-vj-dN^<DbC@j99C+B1yCLEP^3|tLO_By>4DI
zC!>Z8T`zX3WPZYZfzDI9;X6Lc`ve!Cro_5BUiS#+8|WbL&5@hm*w|Zawc80&-L(z}
z-9Et-!m%;O+GZS5mE*hyo=b&q8~j;qFx$VcQ$G7FR-33F7-G6Ndfxd$K)g!NpX0Kf
zd82iBz}zm@IRx(VbZ}>WYEi_RlG)BtGXr$23A>)US6vxF_JnUwz6tm}%v2&jJe+*y
zC*i|R*cvECkN^2?_bb6Ukt9J!d_d-sMLb;W#wWgp{uS%Pjs8GDS=GA6>VxM89GzPi
zKjp)d&@J;XV;8|ykj@>^LI9R6S*wm!1;C;IkkCdze;QB2#~yvf)Za$ygR>(Ez=4#~
z&d;xP*}Quv|H0`I%Y*#m@{Vs}DaOcDXYJ#@nsGZ_6SzVQNA!H*I%9H$ytlQPy_4_c
zzok)G9VoVbgu1|+=qD8IvJX~ncyOEXUDt7>3JSBwCD$s2y3K_ymTW|t3`!7nF^J!6
zL_E_vmc^*0zLlF=S;cz{<!RA&b^kzfXO2Bcd)UwVbjziGxL`uuG^ELsSD}K+26BL=
zVOziK(+ynV;2N?}i*`!}P({HJI8AL5Z^lTHF==g0gr@v&cgfm1NajL1K_%Oy5YNtz
zbOmQ%YW2boJqJFnxxOr#KQTK)wX)NVW7RTZ0L_eZeNlbaDwjB@5V!WAi(r4w5lZmR
zJj|Qs7q!;P&%Fq$8!UJqT=)AftL+)|lKWSr9kPxT`f-|R`r|hg6r@G!@87>`oE0D`
zfT}d$rNw{U#>!o=hGEIUB2%|Ra@LePY|q!MR@Si8HpZXZZvt|H64zE&1p;jLv(lSA
z_O<G}zVPMg{Au5wI3T8(9V9EZyq*j4R1y^|CDVH5CL;eFSobOOP09M4^0YsQsIX)3
z^gRV_!U}ZzGWJ^@!GpRMQCvB^XT-*e%0Xe;HYGHvs+n=Kv_T)N|89DR?r);&aQAj4
zriNIVFV=wYKKW??IOdNqXu@nGA{B5(-K7%Un(HZj%d+R7X6SHx&0!ntGlw+9K}gKi
z9UOOE?)JHz41gc;yZn*C6g4Y$So3pk+eJ}gCD^({9<ts5mCxg)%ylPN#*Y3gR8IG+
zy(dewq&Q>hUW3oZehn)Avyd12OJEm5;xR;NnUG`{B_@XI5R4&j<;vHe{$SxnybYXM
zT8R#z5MqR#GL7JCM}S|+OYNk;X)TYXYL6};!P8OLD#5Pn`?pi+DrjIyL75FuaWc$#
z1ioM{5arW*&C&Iqkzo+maT%RJ`73BK&@at7;%e_lsps+WGtXQop}y*r9irRM!_#6*
z5o>u}X%G*7KTu!wn?wK0xjk)IadsrKhLDG<-^AZf#8r&R1-OGEUR6ijjJ=q~SnVYq
zGv(iuZPjgM!fn64JE?P+v>WEFV_2Z(IJFr}to`H7R<Io`&uPIto@=hU%|ps=Z+84a
z<TLC)y*dOPI+o!rN{v-8qo8kbIh@6Qsp*atbyo$<IlpLmZ>OjYBLodn-_?tD*L5MQ
zkMG)u>vqyLF5OB_hgVojC@bWOwezL)y}BpE1h5R9lw9~5p(R<xbK-OJUwuY<55P<I
zY7}RZGwF@9`2QuQe6b4`L)i<7+}t$NGced5N&Z|?UTz8dB<OYgF?7VnDe>&$aH`Pv
zdRJc4%*-;+jJ9PufDhq(t<?t;8Uy>_V(zc?Q6|Lyqq#(Eq}@d%zM*se-xdt@-es;3
z%DXFb{-sQdZWdl#n&D%}_y};Z!x2k3Ydirop(3Z$7nmmZP}6|N!KUpiEX81%*GUK|
zn5;AT7rC4=q@+i)I$m>agz(AXgrfzw729&w1=+O$%k0fe70E9gX<F~FPA%(l?m-|u
z@b;2puo#h2s*f+M_4kJZkOKJb|8Vw}VR1D}yKsUNCP;7_EP>!K1h=4ry9Q@)_uvF4
z1Q^`i-8Hy71lQp1?sDeY-?z{Cciz3vueqjYO|Pz6y}GKa@48DI7!Np~ob_#B&pt7t
znAQ%klg3ixXEKtrCp#XJ!vlj&yCluR?tPDfpg)0X8fi*l`}W+4N9Mf@#mt@>KWKG_
zRBp*uhC3s|l#YJc1r}9dIlg1;Of^Np0*hyw>&_Bjix^>2E(-^!(u#!va)^u@V-QWV
zSlev7(?i)i|9&XRz=1qGYs=hJiYghC;(fx^4=qp%V&1&`vpR-QP6>$}KB!`=0qmlc
z*fA)%T{ux~e#}qQR0?q66A*Uwv??vu2Tg`yR`H~%DIp+>P<fi<zhs)3s(yNSCssK<
zPa+R`C@uWl{U$49uq}oz!N6OSmM<)9LZpK~DMjBVwCFw%1@8=t5>sEqoSUkfnEJ@?
zAlMDjj)kKyfrxO~o4G>Nr%Ho9<QKwh>1SFI!Kx5c5JPcAe?{K*K-4hHK)|EWiKwNc
zXJQ;wKkE&tm}e<HortOz{7R)hnY-NBP;gEaYg@H)#(*tzQO6r)))+*|7{jL2K{{|X
zB4#u$4PNvQY!5LzTdK`bSytIBe{@d)j#yeJ{h`@z@O|J2bq_Pc4D7f#+wVSIn@2<Q
zTTmM%7PgV{$BO=)i+5WCTLigO<d!W(wE6gW6p7<tl#Fqs^^)?6ehF0i?&&T{YL;!s
z@Gw<gdb$bukA8VUfUVXYQ$B)@u>s5#zT@6!)OeG`WUUT_1SiaQm022!$R<|2iP6e$
zzz`}=^Bi4dUMc!Ndf9)`B`Q}Nk35%4%DUBPcz52aL;65y)tZ6b`SSL)9X+{xPLU{>
zCX_t~M;}xMiO(V!m(cqJhXS!zQ5=^S5NE4yOf)i-{p8be^!@y~v5o4#)DU2kj@03C
zHSET1GHNMPW2Z7vFC;-6EChsm;GAMnDmf}*CpxueOVI^fqmjXFtZgoaj~=n%gdAH5
z8<%0iEw+|H{dFLQamG&9xG?*I;o`69kh^!TG78I_nqniTw)CJ;^GTw`jgKB^GE##g
z$l@5nrGt!O#;_+-Z(y9B7>x!_XKk}L@ERuIb$p6e4;`OGV_AtP3pQT(G;%8I{#g~a
z6M%3K`J^eL2vRfvsd>Mx`5V=f21L6=DtE=M&ZAR*jJXJB>6e{AKN_i|C_u=_$J6&~
zttO4+m>77222(6vXPj-=8&<NaxVk&;0)$gDqgzX(;sV^hJ`<{GnE)0v3U5!Pk-MN<
z?Rk%grj*{hg3~9>RhE@eI7_8ptW*N{G0SBHtCd_$m@$9jp0`VS_^xW$eM|lj;9j^N
zjnH-9XVa0O&fUC^u^M6FZhb>xD8LhnsF5&!)8A04LFyS9KfbqS3C=sEuwtg`|LSO+
zBGIRSZ8ci?r2;`04$^q(mYAVDVs%D6=XmZLPMB|mLoV6_21mWIMAIZ(sWmcAj2#<d
zSrXC;dTX)_lBs3w2H_IoZQ-#UyJZqK08Ueq4Bdq&u<z!CI&Ojwg51MY5R!dV6i~p1
z`0Nkea-`3`Epty{uJF-$qru%wZMGJngkoYc_dQH8BbGf(P=)zzbFosLml5r5CUrHC
zSGkx=5&|Qk!;-P;D*>g_U4Ngu*%dVDJ`9>(7NuzKaX$47i7@OGEK+OmA)(>u9Z`z2
zm-@sjM_5i!F!Gt!uQduwfL(R2^TgusW^5d;@m>W%LGGZjhQe5c^6x`}f-t<~jhZ20
z1j5US6^$Q^?AwLn{6X(DmY&ST-W~zMS(Qsy&~IkdvN7~ZKl%UkrRWMryvzEH00$4x
zMNG6AREmUbNq?Ty$Nx=QYv9$KYI&AXXeQ00@V6I!eN1+um7AE>EsGD0PmIYfrN<b?
z$Yb@UsXnhUp!jqJJX1z+*2=ebH{%ow6#R=5uv=}##1M?px5?R;)7FwrYnjqgO7fo0
zw>})_=?P7HmO<<~O+#h14ed}8qW>8y$Ca4ge|Rx3(qxzXc1fI2uG{27L#4kOgwn#N
z|2hMRO;Z>;tMw?pFk3JQu+|LN(6ayBhJ}`4o}<rzMd5rYuyeX)JCoGZ_}U9n>&H5#
zaHt2H%kTw^-JqmiQecbT*qt-W-hPP=G1$oA+t57Phr3*RGmRUU&7+g#RaF!*;0oS$
zmzKw$M@G*4U5I16zp%&egCvu7Y_C6EFtTb}_V?!*t!>VDHq_p9O4qe*9@QEQ=s0DT
zH~ZaRXPk1r7%w*P8#j1_xN7f<HIC~CEJK`C>9{c56s$@&tRdU}tS51X)Pe}VEYW~e
zy<3pa?W;5E0mw1xVq0m)YdxyQE(sVIn&=v<*NzqiC62j<dah_7C((P04dkWSJz7y-
zyl^4agxuJ9`g{b+rM_o!P_y=%3nEi+dj!(i{0;2Jsb}1I?VC-SW0qD(i1QDtNMJdY
zjz|mY2168_Z{O0{^nBerMo*|H$l01FG}cPxMa!cZ&*9)l6VLyk0VM%UokR@~eMwdh
zg7Pu2GBE`&e8#h3>VcZSBRkGLo4BpkBs(4!0Fa$p_|}<!N=%9jmb8hNsr<VUE4=gF
zuc(S*F}Yaq2#=VsBiS_fnp?T8<kO1$fDl;uZP!S^9j$+u`r&yw6>mPlEjh6q9AxBL
zE%wwZ!a3<v;`L`TvPKP-?bpa}Jx?nGyOQ?=W{kcmk-<kigl*EaMjWE=8#aN=a<-6P
zg~R(W>LiNgZ(*wEh=s8;kXqPjk+`0ee@tTVJ?Vmo-_GArvD`8Ofqc){>A|WiZviFx
zLzY?f{q9>nS_6=1lccK*%gR-Xrt8cMz$>lRI1y;%U-&E6leNpbSHoE_gK-twy1I91
zZWn#VA}FKyl13uBC>guGIt;cDBkg;rf=IHpVg2TnI9nLC3JH6^ZqwBrm?~u@OV<~T
zVtk{+PRKJ)buf(`uqcgb!`xS#$ft%R_O*9UP<id+I;4%Vxwqv|GsKC-7aI8HQ=J1t
z_!umkjkK@WYB>?t0?G+3$V{n0b^o2XVPruVksG^q#o}W_2xo=q%m|;QMj4>>v+}@z
zg5EzN8(5y#E!orkr0?QooDIcQ6Qt|8+Ov|msq4!L{l?%K38j6<U%QoFW_~hFv?D*|
zRfgqEkDV1C%AWVJH#yo6An>4ulp4S{f}vDO>!xXNy-6w4p5i~aqBgQ~9{BS<aigr%
z|6LM^B<>KllQP{Qrn1s|`ZlcP9?z2(*H39>Y{YRddu5U9)!BkB`j6eBf|jM;8X@})
z)hr9EL8yBg1PQ^kFSCqo1@Qobn-HFOKLupeF49jj;!r7besOv^2cXv#Yt8+4Zw!|e
z)>8*+$~2iZ2<=zNa1v?T$QOlQRmYmm#*82n-DH~En9;Bo5?{)x-@H^7yCOTa4=9|<
zr7e+xLp<E#;7WJ0YY)oQQN+YoP)e5dN``re6K5ba9Ocsth=DuBcY5PnSh$l}GN;V(
zN!aPDlxg{SE#AiAW|19ebCW&%y@M=Ih?D4amQetY6y}MQpX!{W1}Q?#s`*u?5m(X$
z%d6Ndbi6szSHcvVnhHI~zhpszv8;C<^TwU>^+{TjV9WF^7+c_7v9X3DJ$}-*vn&4}
zsphA#h!CF0Fa;Xat~8Y)^<~?uw_^99(;qI!Ovxw3@}B5JFL;Y%eOS@_pK!O;X@{6M
znP4?r=Ft^Rm6AGI?08w#dg-hje{?auTnE&Rrs2Arn{ZGbe>!8uudKh9V^SJEWKn}a
z3^db7Jffw~MDYJ2PqPo6*`SDzzn~fTx`d!q_lF*TSJY$_nJzhs+Rka?L8ReD#q;a|
z0xQiftvzcVc<Pz=&@gC}w?1>|rG&VRxHlxBlJUb>cLy(qF;T<TPK<&s8$eap5^(Wj
zD(P=l25J-jV%1ScEEM9cLn7k(l@&GV`}csQM>%S%{xx}TE?2MoBW(l7)t#FSvrt6U
zpJDl&5rY;9c>}3YiK9aj9Od?Dl>%OgWa7+izAS?DqIX&by)VIqrBM{cWF8$|g<^B-
zMpRvXRYwo6ex&Cpmo)(mF{l=Y2lhwe9QDs}p)+JvH04?;sEG-5d=Pl*sUPj)3a~)L
z+mn!QJ{b$2@z;%m;%KHcNS#cd_Y3RnOVPz2=$!PkMUbgwi4lTd34Za)580WCBbz8&
zM{MN6-UZ+#L#FDY3IDBRUxuFQoueg|+9!)Jtn%ENHVRQz@v}NZukK^m3sqx+j<7~T
z^~F)1k?^S$%UM|w!${^_!oD?FIEa|=h$}BG8`x4-$<u@~1#w_m04rjk!rq=s&uiEY
z*@E;K>$*S~37J(*Y`5w-Q!yy!9U%@O(XP(0aBfa0paBPjU_M|cL*ZXSD<?qP9o7Gd
z>-jf2q3|)5GbLiyjbQ+<L?zv~^&H$)%d2yoS@3s91LH<1qsWea;gINWgz+mw#$L5u
z1?tm-thW|;K@Z<R-bqHa_fNt|RE~NP;rkCv?fZoKPVtk}AL*_9Qa0|Ftb5ry>gmSc
zkl{nzOG9P<cp?#`_>=DE&Cl)ckH0B!*DyG0wb~&xN^BY;s;Du1AxP;RSxugG)#09X
zC8M8nm2|U~otbm|D2`M)$?9W;yBSNaC8{GamEKOf<DWC0R}BfUn^hnAMSaQ1>N$b~
z37F?|dD*F8^=XbmjEZ`TEox8E45vkgYasdY*44La`0=L>hk>&lBXOJ(xA=F3J$=0o
zY_ln=;4FW~WEXB}gM{N)p2o<ZLND=lUp~2LhO%?wxHOeToNr)~h3Vpjv*@9T-f0^4
zb{eV74q#n>(Ap`?Ye>p`K+J(px<zvlG%CM#iDV%Tg8m)qt!LZU;Me4L)YXi`@zEaY
zinc#kaR0WH2rD4uTZNiX!!oUBfGuTle&6J@^U#*QQ+ASsM(@www=!zz7u7u~c6Tm`
zHAO~riy+!t3GyV%T*mGguoJ|OQMo~oxlvfaj*JX`si*UR3jqYGauKZ;Hv=Q+t=Ni!
zmqOhY?ouZDaq63zyEya)g>z#<t=k3-QYwrL3NxhmF_&Zxe5rm#x6RFb3-p<GB&`j4
znJ0P@u_R!YJKPT|T*XcjnWS2lt-A1}raL@f<x#3iuSzR5J!5^v?bW3X&s0If;-yx2
zeu5@?&L^L(nNW1J9?{9HW`wCPY34A4E8nsCJgrlAc`{;Q=?CII0%>=kM-PLAy__1W
zU+PIOy*ncidY=^6Q*5?A??6cxTof3)8??yuH8@SFiPaoj5C#6)K?gl&n5WaVkm30-
z>zE?aMBGy#+o-)H)!<E%=#iX2I!B37w=a);CFhPN=uHPqyuqmpRbq|<=FCl$7Rr3s
zW;pBSL2*8LHHT6<xF9Rfjxk8EyT|~Wa3p1SRy7dkQloblmmM_1|AZjIyV%v4I&QS~
zU?mUov=ZCvXO&A7;CqvUuWP(}Ze3bsC{L+{@w@;#Qryw=jVU8QTfs0mG<ft1xYz1j
z8jM9P<#FLhTawGuzrM2DIW;2PdbGADSe`+QP@}|&o!!`l6@^LC3tZ>_qGZT9#6pRg
zgRd=~*v?M5IIrJJc7EhO^wm}^=#;s}5*2&?w{GPz(6OwchPFB0juCrFPN44~DQd_)
z(F-_%@ypItk$GVI{Q#{IhII{SlT9ed!uc!|IorD}Sb^Emg@1b<yPot)rL^D)2hEiJ
z?N0mlcs+c$l{wxAG15X$0q0EKw$%gx85kA&&E54F*sdC9t<LVmD)yTtPyd%$C-1iY
zp|kI^PSweJQxhIqo-=4U>OJHm{Uli4cpCPf14%1xOuRY^x4*9$ed_U3JmOjM6O2x@
zY$fdtJ+}bXrww-;U}&Udap<<DhJS+0+uJzG9PS1czQ@2hl-iNO6UYbtuCiRpnT>J&
zM6rW$Yj7yE`39QruHb27-DRqqO!$p-1o3Pa<?5BQ@2Do|el1+A;ZOL-S~FXJ?1oFb
zJ9nlrrlX-Ue}VFl2X<d;WT1(L8;`#=vJMW<{L_!WU|vx$ui3Qk&@S8K@Ac95w-cjt
zaIH^_b{F1Q5j}VtBO{ot4c(sMRzd#){h0~F{|oddfz%EI@~w6F!gD$8VZzcDSRHcR
z`?xQ@cj@^&2g0%<x_WvL3=9kye+v%cG}^8TXu}|Z?R0ClTf^3odMbgoYC58F-k*dQ
z=hyH0qAD8<XxPmcj4fygD*j@H!(yS`f_#}S85IRiy{XXO{272Om(PWfhGP>dTd{K#
zJqrl^)QIePaPrLMGdzKZ=1;&GBs~(T&StF-3M!u<elKkvz3|w23gZ$I1nX82PdwZ^
zA9tt<)PnTc-bT1M__sznW1G(?6#^r7={D9iXgEh&GJc`&0@-|B$=o&9vGulvR~BiG
zBxzbJa*N~YSbI=&a4@iDjO;)n-erJQfsdd8Lc$2q#!lTRS&B4~pq!}kL}x*KQs&r7
zkn6W~NL=u$n=@!9>#Iu{V5cw0%#>Q+@A+ZgB13{h<D&`OM!ae)g&q@_92#7v#vya|
zmO`3oYRD;)A!Z}L7JW&kPCky3SY$I#>8Pk&SksHY2DP17FGMrnWF+5(NtZn;Q$ZKn
z+nYC#FgT&s(SM5WQmKl7YBaPZGfS)*eURIzsQfDpeX&3)%5re^^>c-2l=hgF83xvw
zea8gwg$K0WVnQvHB@@wm-#ZX9jP-F1Qjo%r?b$IvJ~Jz#RE9HGVp+8m<l%c^<c2FS
zq?S&^E)c_yY8D^PEl{PZr{bkbDW0VrK^B6(<xsnQnPep&e%*2KHOI3EhtuM)vRgM8
zJs0$(s95;NmjZjBVRZui#q%UHqSKI4gg-u(ZV@gcxU7DtK5}pdF9hK1e5XSNS-m_<
zrZq=)U|?b}pX@|8opI?<M0Qrvt|;ndqB#z1vPvSMp<f8>UNJvN*}3Ie%Ap6(1{-kX
ze~uht6>LRmQX*WGM3`UdLv``27c`kJx&`CE#duugTEC=0+;eCEM0iqpuIWeYj~!fl
z)YlU2JA+yv1&=*+T?*3J`J_w(OycP>LF7?yd|Y`uA__id)QZep-1p6IZiX<ky_;a9
zh(YzH6jD__W}L1r937?;j#ufs3KYWo;JIzoi{N560gLP?&|~8aY$ax>hVdz37{0x^
z<Dt7&kY4oj{SACdJu`NHtJ|2-ISr56lCqOo9^8}^I8YqZIjNC_Y)ZdFQA^!jDyt~5
zC=`@U8iF{Fzm}`irXq_h!;50qwOfR^7u{bEUv2O9JEoeH;ij_pmM}2!{v+AF5_gO$
z&CnQ029Kj{Jjsb!-(5iyG`4NsuCZj2bK2|?=>qe9^G-V;uYiSEEZ<ebFkY&IziD-T
zp228tAnE;Qp?tU<pNG#+ZFC|GvI^uC{aqxJc-t~s%g5#zyuEOqCTT7{o+`@0mT`6S
zIgpw;aQ)5*(h(tH;ODqGDkaJe8)jq_=hSI|9>1$#cZLzw0dkcD-+hc^(Ddy3H&w=)
z&m58F7g^!l*e%>_$`t+@KXlT68<Ri#)-HYeH1twADz`vZoqUMl!YFvHfZxM}P1af~
z(+gfIoHtIA>E^9=xi`@vt#>p!@&E=U*3`Qxwq*kmJdc#lp}9bS(_O!yRnzk(>IPX&
z?ek`TkDvv@EQV5;a(qGpMZ0bU2OqFrqxg{;o^&&|jGCv97DRg!U%81BJp)B}7-gB@
zmm~ZfnOT?x6jV#71`(WBbxxymgnn%+b>{|r$#rE&*r+eXBbIGi>I7jEGnCME_TvVA
zwk`~g$->J2IdUFE8B$qS7Z~jYHn4&q_A?iB&#xfORGqu>Iejs@Kazxcs?$Vsl<hyH
z_6oAntniMdzfF&UH$oJXsni?O=0N$SfBC{YBEO2wJ2NDea>p84U-Q<eIQ9c!X_>)m
zFF-sf+2dS7G0Jy$BR776`7}5qk*e;vJsCBfDk=+en`VsMbOi&pZ=)k@hKlH026i-&
z3GL|*BV6bl2%^`yS!v-la~B&&vwe8?=cd^_(zQugO))SPvTJ|&SDu_vHGRd35HA3@
zThGyoq5Fb(c{y0|Xvcft$Viyl<;U`E`@uW(5aRte*k3WDyJrG#$7YCIelP|=-B_`D
zF^<K3%^z#Lwf3j6BJycBFW>UyQ~<rI4A*_^8HF0Xe&FZN{+pLgg`zv%;;mBwr1WrH
zz8z15Hh)I!f$z3!8WOm3?{r9K4#=+`XJklS$I_76YWQ>S|5414x|PDmtfyK2Wik%J
z^wsfz$D_eQxxufKVfO=%&n%6f7rX1lb}I^eO>O;)=UqRx5g{fCBej*d^BXZeC7J(X
zS{-?_ItZNfql_it4-ezEQlRuTwR~R@F5Tf+8Q4+_r)rNXLGp#j*p$g}h-JAGfY<}3
z!6#3+GgE$x?(8&ioD;}Lg6`Z&^V1Eb`61wZBIYjxtMqn9yy?2Lhw_%Rabki}$TAQ2
zVhV~~W-Hqf?&gdWNKUEBlt~zfj>x+ilj|wEECY)(6U1mUuuSP_dYhC1a)3rT65lY0
zVeyE>Uv^B>xb>kP7ND*vzohQ5pMzp@b%0JaVUpuxR1dMfwpyv8WI(U8gG@_ur?%xF
zry&SI_vqCBYuwaQO$n@&Cp~c!JBT`EgjYBIu9*L}`xZ+#exM=>BIgv5?THm}qsrJW
zSB9Q=!JJpKjfS(`zTy8>+W5X5MzWjGP;<U=uYxl(1Pg}rw<v&R6cCEd2G>jjpDYM>
zw1<V|@^CuqDM`F$@NYt8sm-^Y4|odWAR9?4JKv<UupC40de`5gs4Sq|CpUajyN!lS
zl#$5rW}y2>Q@jxDh2uM=mJ4)^!rjBX!={8`D-e1;=7yQP{5+cKfzY<QIx1PeySx5Q
znw1lmB7!Lv2HAt=W(-F?W1FdEGH+eb{S*qmV?8t90Awz9B#>)yMyDxXMeN|~y-&Fz
zFv8ine`KD-i7O3Y8pSGbRo_SRBBke5(um~6Bw+3?cnI|9y7jQZo5#s-6|xQp&KB&W
zd&tSd1nW)zB};NS%ce0|850kt!dPe6S?_*B?D@fLX~V-}@K0azF-8Jt;YFXOZ(`lM
zQayDeLoI)T#&Rps_2Or>;Jmcm`7sAd?fMGA(-(1<N-?2497nl)ih{6GMk%|aXYzS^
zIXih~MLjKs@_2(TGRcv;ctePj6KiK4#uC*ZAvctP{?^o_Z~*r0M^+(UX4mBP`8#qG
zf6@Z<ft>(4+MU#KeP?~<z6nlv{fYsXNVRVzW&Sy|???&QlD;!V*!=n`mai1;OI}q;
zq;<Q)=F4xy=A0OVuq%$3%?RdD&WF*MI1&yNDa5|cDh~-pcWE!Fc;kTYeavD7c`&Vy
z8!@B_*DZS&p~MRVMbVV=;sH4ocb|_91I2mCUCy<M92p@g*1e5f(`3Fxn)5FFbmH(t
zXF*btjZES<mtx-b>}{Hk{-`Tx=MBB*Gybp<DkaD3l+WVLo<xYG)dIUs(-fM==din2
zci~-P79+%-&w7hXTz7vdf2J$(ZO)->OPNH)4z?78Cs<g(LNs<xtfBe2pg^!;69mZ!
z?9#3JN#C0JO%|DP{m-#ym=5vW)k~RbRcTmv%lYV`z#{0%NyJ+c2D$tYoVr02;HtHD
z_jFRJe%DglLdQ-TDH{-@E=HA;nT%=yuw(C?9j8os<inui<<87(L3g~NrYfk#qp->6
zy0Hhtp3;RpbEz9OsS)1XhTRuly`#Gs_PX}87fKxdC5<|{rP5si?k=76aR}~9>ioGb
zU0aqEq(#b8gc)Nb3^s8fVx_ica|Bd;+v(pxjm6U<;n_glKZVHf;qH4o5lP=2|E$Mm
z13gR6C4Wfq<IH4^BgVOhs80JgBXR`tHndeGw+jcAXi7ETC0G3R2?zrC<k1~dMj7M=
z0R-YT{%S>taXPXbrwRwDx19Sq!V<g(S$0E(k+fJN&{d<dv~w6|hgi;ILjgVD_Jw>&
zr0RT!icBIcG8_=`UrF)~=@XN?`d@4aBq;^gI^Hp|<l}EPamU|`B62M*$aYhIZDn+^
z?;i1J+OreiCd|wjV(Y+x#TKNA#^3OA8N@dCPR+S?YtLl73PHj-M{vn#wkVIP4a4Vj
zyuxoaCmy+aQ$|*e60v3bP(TP;zwBz;6HZu#H=oL2$wxI<n;YbM*Y``mfOi)r94ovD
zLD}C3d413vdk{zoe~Ke4khd!ZahpzQHXo7qO?(eQzvFQt@9yb_#<?s=`u&3VV-{96
z<uX!7*So5VA&*gWapsqeRZR|@j19opra6~BL@I0l!enM6$yk!y&$%pN_pBv}QSYx7
zNVW}lgO6>MhC8$jj!WBROM;hPIqF10+817h-1vwf^-*uB8yr5vQNQ_Fg$mrct0!)d
z{R87V7Dtvdl9dc<8n31y@4~GCZc$!QHq-nddGk~?)QQlu8m-@(&;Rxxr>OA;fdz!{
z+3M05cj@VOvCl^3C=It&jRk+?i=AFChezW2QaR6o(D<Q6S(o5J6Z$t1AFKB-S?po>
zN!NgC^#jpjL;h~qCZ$%j+?2&5?@T80afIiNplMr)EBXA~CXux5V3@z1cws8;TDF~E
ze;2B|!}aovHabq`)8ZfIN4NcSK83O)5Dp3Opv}8GR-u!kJ50<>OyF6BtnAfeo`pM&
zQw*!@M4rHA_|GAd>K`K%@6&D3@3&R|HLn5u+~_cLrVZ53fp&+)b7U44xr&f|uXdtI
z?_Tf5Fd<?kj_BQ-93D+a7$bX>_mzIcYZMJG!Z|OB`8QR2Ez;@}(XUiW5VWD^T&z{U
zLW9iUpi?0SsJ1LB-ew3qH3=%yb22#Tj<q%V(Q^fAc^MU>o`;fbV4v6qqLt_hYssI8
zfWbF6U%e&Yw=Fo~bBoQOoLBXne`2OH9w<|pdW(vb+H!;x(-{@lNut&6?%RZ+jB&5Z
z<;3lO-`bs+V_}@8dH=!P#ZG~_{g)xX@hz1Le{VOSzYXP4>yVbL{a_FwR8||mf4Up(
zZTtwoWF$cWI+5|+CYknB)67Wnm|e!~9Lxc#;#j{89y&irMVZ%n*VtcD2a?hCz#t4{
zhqZ;Fk9espxKaFale^8|U@6=oAe5Yq%T26#t#Z&YH$e_}&ND3yF<o0FsKMCZ2w;!#
zuR4Q*6MvropVDM2cYoQnWNv0+=96Ns+I<eRMrNYsx>59qb2&SDGz)gB>^*3BuG$l&
z%RhEU@bO@MN&JJyY-glA1Iw@YhXYLv+aC!O{SOHmTj{sDcgh8F#&8!K8ykrX-r+*t
z2;8W`m9+uQ&AgYlZ{d;F=BpsGKDTH3H2ELlGpX<I@6T>-f)qX*RU_A1mw1Qjs;c4|
zLLf<{e&M%gS64lSiaBS873~&(p{XBbjVwpL+{s76LVD`zE?J+ByFNB@@p)}dw+nR-
z(l;7h(ow!c7uH)gBlvOF9!qR|O(}Bv9n)LN2V}I$1inDVUTZZ;TQPFwbAx;0wEm-Y
zFAgWt)6R=-T~Ak2`c&X{cB66kTn&8qXn*8-S3al5%YsKlVSmMS_gdWUE<q#+JifIK
z68Pz6{l(A4W>V|Esyq8?1uuq1R`id}^FF!F7D4T5&Z>*u>nJM<|9y(CapTG+Y3<)C
zMceIFA4dkbhQkU^;pGt4vl)nwE0+zQ=j{GC6E;vjJ>)C@1GuX-3bLNpZ!a|&fNFQI
z=(C9<d~<bsy@&@4OG0TjemI8Sv-Ncu1bQzSPR5=WW>oN-KFTZJ_nPJIRe1`}C*<f?
zfAs;W_^`fHlfL2<Cm+BI6WKdwbdOtic~#uA)9|^r``$wkp!ZDruw|0afawhhei=G_
z;^;a(hRG5Jc<ILSwr_?t-Eb`0JZ}5ApNLA3TncoJ+e~TQb3V5GI-_?#fik!Gp9KhB
zse5<WiQ<s?2{aiz({;tv*1)~eH0@vVbdep(2c<BHU;%SXo9_;gLu%Vg8ZIh!k*KmI
z+K<<Q2FXR=G4H7c9p<HBDVBN0Uu5iv5B_qm8xBbE2Ol;Fy0=E03HnUEY8<DgA7-t7
zZjG3;sVDn+#>KzX>q3R)?bGlwWXmgD0ZYzs1&G`cKJ)uD-)}VUxyrO(_V01_9r&aQ
z_n|giarvNmV6SsOUaJXEi3B%bntOh;-PTLE7QZuo7Qmp{bnzM^M&V2i+PiKVKK4GP
zkb!!@5fBE6Q}F3R+p<PcoaXaZop*St`VUqGvB-*c-BIMHZGDXTN*`|CV_YqxQ?3e&
zra!zrd^NYZ3lq&<%UJq#Q>tBY{4+#}zheLFfhzkb<YkD{12M{_Ayd9wz4eF0RLKK<
zdkY&S-Sskh*dtZ;Nu#$h%U;22{bwF{FNfB8PD;8Nc#+qb<;a#WiK-VX!_7v1;c>?V
zVm$w=Nj$bti?x@1+@0I2E2qZBFFui|+poyQkMpO<&E1;)Z)<Vh;eQkoT53L`(4Mw=
zvi-`45O^UdUZLBXnDH?Yim=0uw90O1WE23S7Tkbwg<H%uAZTf69nDw4cL!sD?d(_{
zZcm{<e!Q8UodtDz?T%-F6PR?8Ph_+H#d7#Bh}OHn|KTI{&yRmFT!83>@xDGJL_|cH
z%8aia`HyOWMl&AiKLopmncKs7zn`oHlX-Xi6Ig>S6+)CzEHv_>Vq)uQ-&gMY+tB`}
zo4^*Fe_wL(ic0h^LK6dh{U1+HPbL-jM>XS#`1l`{SEtTyZ~K|spDv~k`S|$${P~l4
zc{=(W{y#|Y@6Kai`}m)?#IpFLQ?j0H4GL}F{`;5zbNByySO2Ku-{bthU-@qZe?$Dz
zP4?gY<#XAae-!ZV9{!^-O40v7dQ$w4F8$vEOuox}>+_#V{{N4r7S62WzZb_pC@2WY
z3rz?n(<?0q1X?>d7<%%y+jW><__hzemv>OKIzSk{V0ezj$kaGO8TJFT#*Gi?AH)56
za%zp!Q>FyR1@rdED_v8I<TdjmK&P(M+I)rJEn1c-JWB;hRXh&VkpsRlbDqUq)A&~z
zz!$eJQ%sujM_wpjsS8l~7kE1>9B!h=0G{i69cVaP7e7v-%dlOS!kcm?<{qjCflOg-
zz2BIhAE<@n3V1&jJ;Y=!&*)URB#~d+Pqph@{i%SKUb|T03Vh4BR@h%h*NuMZD?vzt
zmaH6REl#}`hh7x~yX&bF>^A|6y_Oa7z@&+fzq=Hm+t>hj?W+S~qFs4v_t>nVVNw(B
zhq7Q04W|a4@j=;>p{1z?9?X1*Be9t#?jBSCrH*wBqSK3SUG$^#PtUW1y$?G(RVyr|
z0zM#fYQ*o`TaS;R#?LIc(`Q5pZJ`W*;9o*;q-h;euv*XdA#HT+RMIYMzbFx{v>KTC
zXYsEL%*&K%2dN}=OjdsN*`CwrsuuR)fPveW3FAS}b%BNuk5&OkbN7?%Q+F1}AY<!@
zmmz$vy}BoA!h@?q_%`oh+xO4DZb-$puV%+^(nW2DokA6x>?Wnub2U&r?!y@{{#<fr
zwbJ-_x0b&wOKq^RX1=#q3~<=gsM2Ag-PR1zgAHa&i=g7H6}WduUeK9=#3ljxcF-Bg
z^=Ss+;-7WgfB9Yfz}zXHu2NpZ1tFouh(2xkwBEhy2MwY<Thgo|QUbgKb)=-cm!<5s
zx!8jc**}}fO8((5OO#PrLgOw`wTS$+y)AwpS{`0FM^5+m_wDTM@1etACr$-!kSTz6
zJH%5KnYD={JcMwNbe4AI=JWQqb(lD?6)hf}$=uGKVMco4x*xh`l7fW-U48FmKjlRL
zvyT1(O%t2e0nbgUw%ewEnff;|s5>l2d0Ge0?4CrqO7FyMw=ctpBhS~l8lMUU2`BSg
zFq(~tv*aBLpn+vT<4BaPfx9!W#-~OhTac0GmB6z1q~3i%?cl?V&`JL$R->wqm#>}e
zmPYGhZml^sR-;b)^Z82(WI}xWAA=5S?ma5nTx<H~bNu7XXb9o1bSeXIn?v1YQUvo9
z25BH`#o!cCi8Mao&G7Xco}+1)e-5ypHViP;e=sBXNjCM(Fd2tXMywZ6-ffjqA9#~I
z{k3FesN%)piwxc#%wbtKRg{>>LFe&iC4%FRmtPzAz;8ReKFo;jlmBtbe0Z(qJp{(a
zayV0Oh2nQJ+swh71&@~SvqN5(-D`j`A%PqA%AR<cp?>Y@{Ui2N{T)6r-u<-D0vXZZ
z?uSDR){5}i!{iU^H<pSh?G4f}SILU=!+Md&zn=J^Lcr>5g>2)(`TKy?KN$c{sukfo
zM*hPNTO>;Uh2Z9gHTO_t%0uRZGEecK2Z4}U=u8Em$U9^!V@mHHF$zWg4j$(0?4^W!
z<}Pixu+;zvyG{c4Vp4RwF<%tMLAAs`Lt5b7>0g8XTDmi4M0LKfi*6k%BG*6s^TjCA
zJ3}biG;@OYUtYxc_bZDS6wZ$o<a~}9D?{!3d^lJ$;4FC?jg~-(C4$yCAAUguEc4(@
zSPO=@Xs6Kg5V<Ge`uA(D@2J3{IoOQ--BvaSt2=X9{IV;@zdF<IL%E5-Kj**lnA58t
zP;fZG*@!;Vj=mg3A?zaD4oU=w<UZ^C(=8`K6w*VAAPA)5EQ0Vd4O8$R{3y8xtzmNQ
zadW6d1Nebna1=jEJmFvC6jK)sy=uu<o+ZTMDuM}}Nk++d-I5=RA11Lm^+2yTOB~h0
z_OEr}fs*pzdJY|h6Y#K~$7u4^2f67V!?4{BFXDyv^}jPK?*dKka{dcL^uk8)=SnAb
z*NiRpmG&R(_kU;kzP<gj2K~?M>c350tlFFR|J4v-f6T-E3OgYD?<}7=;{Su~|9=+e
zh3s-`5SxI2K>uoQ!sk$c-{Z#UBxk6}aW`>%XC&#8Gw=W7ss0ajg#al=dY8A|>6o6L
zZjtd*lu|=OBU3hoV{fsJ{vXy8TU*=W$yZ_T6?b@P4sCHcZ$!T(F8vu!cucILF1O<#
z7=@Gbt4<I92xKJ~iF@Nwvo)nWL2CQXVu6rE@D>F+^~=D9?rR2<uEv=p84Q%aA8T-(
z#>dc_<ew@<ySNluRoy^ONg~Tt@%MxJk1Cq<LN96-(AVv&Kl!(ih=R3-$3Tm@t813-
zs=4RJVR@#WNpRpmQB+oI6DGYsDW<`vSz24kG?E&!Ekhp@?$BI^#$Rq4iz{#8NoA7S
znPo=$eMdkaRi=fEjDC!%88V<$2e%h}-Q}O-qwT8h7aJ&w%W6$}L%+yFzAT)pg;YeM
z7vtbCr0}sUI3*-F&-aEvzyH8m$Aa}zsw^IK3NMRrH#vv&jO#PE)iCs~w1ffd-AZEZ
z%I9fm@e@-Z<8m=7(5;cFZ0eyU;cLifJcsOQjFA!p19R{7?{5Qd?uZB>;d$(-;f*?#
zGmYO39w%H0mX@-qnSh#P<3i3?I%zzWFXZoLA**l4dr_;qC}T<aB2sPfbF%7BnogTq
z^GQ-Hq!bmH!9TFb^rTAvtRyzCtk4g4%4(L)?*4V7EM=>Mc+=c!ep3w_o+OIpoTdt+
z=}0i7cO^LIIyJw1X|7Cp5TLTXZgn;C=0jF(fH)6X^3uMW-CRM^%kqzgr-|eT7r{%;
z+0Dz6V%SSyx<=ecxH-Z}K~pE)1jU2SPrJMi9@l7%Br>j@2(5ks%1Z&g$a3U|#Cd=l
zHo+ggYu=a-Zdq;lNO5!7QTNxB(*jZxn#jbKL&*ng^gr{)cw8G85^B)h&jMtf6&4hr
zd8(hdbkxJ6gWMYlh}LzoXjd?+pW}X6&uq_Y==5C$zkvvtNHbuKY{svrMQbnrq3A|(
zR6}a_`!e?WENbOzZ&;&N<R30(eAiTo;|Ahhe0Qg@W)>bnX+x;%6&+5m3X8$AVi^Rd
z@LxVgRZCgXGWGvW=D`_0wC@|nIu7`4ZD?63O^h~trraisEG&S>qnVSFsI}7xt+CIm
z7S}?~r#!l{)AzPDGwbMT`C!FJ2Tp1MVi~^mwyXDT_^||J0pY|MI7d|jVFVN9!E;K^
z)Bd6XtEz`txg=Gg?p((Up8R`D)E~S{iaQ?qT=Yk}N!X+V&Kj3GiN$yp-|B_PlEAjd
zwRqJ?9dq*pC5%pw1$y*!mE|oY_YU=pV|BHn$fVZxuDZbT8S~+@Y=sa;4k<#S`<6z6
zB|7@^@FwoQB!^o`EyIKY+GB^sk)7k}zed*0srPl0OuQqL^}~cU&P&_W&AAr%z42xh
zFvz%8@e)%xr*f5a+^0L~Z{g7oFtt~??8}n63_f@{`^Y^(uC4#RESp3>5M;%MVW~Vr
z5>V#lNHL<i1O?n2`Gz7mPRYJc$FI*VD&c$?Shwxz-xap3othv+(Xy1TYAz>PxOUJW
zAlUenjxZH~he<#naLa#voN+|c0$)J5nOLuZOAL)AbX0Vc{;uVe2qL=KT=naiL7nU}
z#5v~mtz8f-44)ygPiB8>v+5OgM8-*Vy?N@qqPz<Ev@2=beY{z<#yg+AVFL&B=EB(K
zbWS)0Ipd@Xx?&4+(nz3%Mm6jr0DanUu3@0Zf>hrD5s#C&^Gg@L)C<O4{xkts;_{kU
z&_`KoU8G&8c&GVB3g%~{&+{H|&~}YtH4IN04_C%i#FCf42A}b=cxZ8dLIlCR$6R$D
zP0nZ{3DEv7+Ak>iaxU}tiyuD%`NDVXPO*HwhXwp$#fxL}OgFo}TiSge_O7$+qG|12
zp6ltv<Nl6q_tfn+@Y_v(mtTjb6%hj#RDZPt4kb6OSRZ_D1YNHU?2&&Tm*i6_LM9;U
z@)!%Yb2nwVL+2<Q9TJ(Xcs##rp5ZyYw{%0C<#<36z_?^!m=NkXCf22C%Zgv(d@?CH
zCKjNF!3Rmu{<f{pT{x7|8V_S^U9yf3!I2^?->hAy@@bdN)FU&82FzQSmR#Q#1d7e8
zDgNY+$8%kkxplSIQA1VB$ERwLi*TX#WH_%ENla4Mz5WE^Zj+_$$?AHC6T@Blhu~L>
z^~AW;q?4>#8K6e_on3L^2i5EMXCE#qXIFuwvUR7;4~i7=eY-W6u4oi$K|B;)544we
z^CU;(pG6eYNKQTg<6Z1}zS7j}w(TC=!7+pni@?qdkIO_g2=~KKv`!8i_~^RkhxaWq
zPyz21?sXsYZ<}V6JiY0O3#x|*-I^Ct^o?mu?~?a#-dj%ns-i5DP{e>^xULatbi1@f
zb&N){V`*<G0^&U`WVOF<Ry+H<2{$6Is3(7peTg-t>7`T29-hRR5D#%S*HreoTUq=-
z>J(-lY_h#!5$@u%$N0f8h3b$j0Vi(lt1)i1k;B>hA2)CU0yVW?!KAm^DT;o$`=LCM
zkvx@RjSI>L<bl(^)yxbxbz(l2Vx+k^`Y$n*b+52nVPX&JAeR}){;Yhk0mh5(QWi*s
z-f&Qs9<2wVARE7`84vrzg+0@&dRW^!fa}ILeifhJZ_8*8Fa(zZQEERJ-VU$WvCY&s
zl-O?T@6T9msYpz$=!V5T^I@)+Lafhi1p0v9u=I{yEZNg`{tVy081JHV)sWkw-tzEB
zuv8?_Q#volM6G)Z#ILAUq3Wbz85D>h{|qGX5YW*Is_K+I4WH|`dpYfrpc#2rKgIOw
z8!B6kV_>{nFrWL2WE-lqnEMW9`<93LI;TN6vqNj<L;bN|iDgj!+~`OVUQ~Ti6GKi*
znds~m4r}e85K*c84dAS?Ka(s{3aYP9{3G4~5PWqZm7e7+cV2?bq$XftWkbq5`WdbM
z;^$}|+Uy3LnqDh5d$0aP)@XR9w&^#{D$FIC01JMV$jmvpz!2z){);+5TP#%BfT$+B
z9}@D$a?J8pXQacA6eBWL^KDTJux%_q@%*>oir1k3<-<>U8-wR4BZfzEgsGtW!*~Nz
zhIp%=;&MW`e$Q5w2Q?=lX1g6_{;l@&?p$x}B}@OJzOU`QC38`0Zp$u4&nRp3^EV~S
zsjNjxA2Yc-8`YN~nTTk95*gH}-lcE|wZuF!j!=ye#$31UE%TR7(x{|=E2$Y5ITV5}
z!vZN}UOC<@chT|uMkugE5PW%iK@r1A{$~{6Ve;KCh4eeI9%<UIJWiZ(;-emog?`!F
z%ODR#0uMg1X2vmqrMuwHJmd+l;Jl@C3eX>PSROoM%2v6h!s8%yh<QZWImG#dxnA^0
zC`rX@yR&hu2h_K#e19XaG-vPW@=0JRAq)*en!LpJYi16Dj|{*sC9cwWv3IFS!<}DC
z6N9;ls!K8$P<2n>5taiKK;Lcgp8SbZ3LWg9T(L<c8vEO(t_Q=TvJno@R)|!_psJx?
ziw88HoLf`z=3JiL%!&fgtNUK6d}U!Ap>yjs-LzbB8h+6hgumTVATtWKcZ&x%O%L$~
z*J5J##?B}%9Gyc3;|eeFq5vDy@aIjHA!g;+j7+5$7TA^SIsUWc{%sjTecKRoz&TW@
zwt*UgfG;|Kcm_p<O-m-(=BHbc<Q3wI*6#auG+u54wGjRW0Ib5-*7%otptek<L$2+x
z^<<wb0KLBN1%u0K@}>WP!(3R)CdG-JSbE%)q97annDmnd_dGUM`SP*;a2a3N-<aHT
zcnG|T_gvHd^Gl;}X>+>&-iQ>A>Y&|Wj(z}_{h`Vz(`%7o!m3r4PFt2CjOk%dpE+2k
zekYyywdD{P|Kx(q9oPfbg3QqT#lq^*F(tnF+doV7GelbLZjYn>&RdG6?vRkI^?(RH
zUHQ(8W+P__vT-Q1%)^!O^Haf8+_QZn1|{FOOn)sm*T*?mfQ>CoF>$vX$qwn44`LN=
z25MyLHiS$@MZ;&mzYiNV${I=NTX)^nOOZ|wo!@ujkhG}(=#nDjD+^4V>_)}bv)f=2
z<RFtiEgaGM-F$EYJ%_0-8M1OA6r6wCCn)9!d!w1g5@#k}1Sv(PmiMLbU|o--A-UR*
zrF|3Q-*Y>;vc01bM-EoDW2wgsRE1&tP+9Vt*{Ivr=IIVIX9m7Lb&Cc1*hT7ZXPP{9
zAHy^_yiT@baTiSd?iB{lEu$TMM21CX2ngl!4F}h8wqmC#=Ktc*=PZ(U^>6Hhw8#3E
zN=^*z5=n1-O10%FEG->hB)XUj*c6m##ngSIpZJ(C+ajV(cA(*HgGeO;pDw|qZRX79
zvP75tv_>z5>nUowGwFipyEn37fZ*uLEokr&U-AeA&G)aOU)dZ7NR7}nvr<LcP6{}J
z!yeYD>r<5)(w@7H>^;3X(?F#HHwe-<g5q+LjDGwhl^4(TA!nQA!CvY$Rd({A=xTb3
zI8K(|X)nbzE5~`-(uIZb>z8GyT(121f!oe!wb+m$dSK%GYMK^ud%ynR&e8yFp=f10
zqng(Q8rHG%$mVNfa9J>roarYiGze*N{jrGIOouE(J7hdwr|VveFmmt^YtJ~GpI+BD
zWyrlT8L(tyFvvW&a2@-`qx9i7Go@eC<7tr2_sZ)I{vLh?ePb96=`EZ4L5ugs(WXZG
zC3?Kq1oBiiW#jN_M#v}L%_wD+aD6iA(udCgES_1P8y$&mKkM5lSk*KQdDiZ*sJE^S
z73x#$jvW1lb4e<>yXt<nRsjlv^q!nd1W~@DrL?5vmOSS}>}ePxDVkG~{eG+Lvra)V
z?4&2`%Rh&0t1WqAc=oiX3>MdYam0AP^bXmN)^(FGET;tI9?^;M!m@@-bX^+?YQ%YE
zdOC^ej?aw0ryWO5bfzO~R6nO@14}C{#7#wO>$c<9m$4b<9q=Uyjjeo~*t^3x{m)L`
z=+#-y9z*+&1B7wnW+>f<Em6)lXU$^(U?600<>MC49Oe8JpoF>}9MJx$0gzBrseda{
zFE~WBcKER~EK9)kR%}~i`fS@j^|jedhFk!+Q=;=?p!7l|cE6)>-KjjZDmFyJQS`QL
z?86AbhW~eu<{};Z47G@Hj@ABq55!PsM&+Y>knrvAS^J3kwUQi0?M*W@|CuFW8%aii
zrQ{#VtcYQ@dw6Dns+)_T2a7W6sDJjyvEu)PtS`bMf3(3WD+S-T*4N{~Dxx;pZzAoC
zrUc(#?rz4&3v}MD`c%YWoxT!dVPS<pp~3I_^N(LSTu6U*kKEH#nXJ%<09^V)N9X?d
zTycC%O@`y`HDOjA)ARA;L_*Ax2CJhW_Gz@7fF8mZLmRPU){pdqiiv1XmdE?lm4CB!
z`uFC|ByyZ0=#sX>b7IJ?#TtAU#xhBh?mrMX39*aSS9M}SI&lj?hWP2ztgrkr?&Iw8
zuNp$6D94){?*<SfyB0G(ImBluhHBnARPpp+VX0A;O3`(73>UecMKd1-ES6`Nw*jA-
z`F+be2%34Cx-`wgrs-%IT*YPQv<E7>kXO`DYH(P89q9cX@BJZN)OZ_>@v(0a)#STr
z-1_Dn-xEoX&A<a|9tyLbyok2E?L2Cuky*!&L-Wc_Vgpk!J{M|ulp14TQz$^R{1pCZ
zjcT3km%A356zh>1kB!r%uvU0SclV6yU3m+_YEso(KnflGnXbLS*gRK9pM=}E_^jq)
zW_ecDKL0|YU?vMbJmOH`kV+Du0)GdRs}W{SZNkFN(j$_D12?t^Hxk?i=)c#aw0ux6
z{EZ8rA_-Y*@<IC`;vu4|Q0Vo1=)cagt866mf}qN2BeJ%Mm@p$4i7R8|bN}r4_fo_9
z6P_xrK|~MHarpgRSw6{W!tQ!v6L#tQy6eiJ9=xO3266rY)?5bS=li38)IBdLH(=O%
zz*$WZqYMCWZYfLH7rVO=(uCbZNBn|{C!!ZL<;NV!YRy4s+t=aZfYWkgD<s@65NSVP
z$?C~M(*BHK9wQ(&<D3mI-&pqS8yi+Su1QJ|+B;%$mtE%5ad}(kN)+F%8#D~-g~OR6
zhwa0c4M%-6ASU5OopB|J0Ku4}pwIzwMz#`#|07R55QGa#Y{B$>y4F&}B}Id$qT(98
zClEmP5%JW}n^sq~oayW;HXMo4pqT$BBiEQfJw14n=U@$tO<cy~TE>9<jN|;3{I;2?
ztk)3R5|)O`<}2=45~^=%7J#o>Zn<R!Q;!NBq#Ty&UNK`#pcNk+6Tb|4GRkM{UW+CH
zV17RJT99gr6lzpZ4`-$e{iD8}Je%wPoELY;(|{t#^^Hp9W5@3<P?*GMuPT}8Jdx$_
zSxHG+vh3&hnVj8C1^|chN{ZEd1P&VOyo?{=!lJb#w%1bL^C#TIG@X!7avUhQXqEMu
zfNo_6yV2D^Wn``8FHYnYU?@1rbw<1C>kUMRmIEhtokpFw@zPZzQY#FLmb>w27m$@z
zZ_A~i_S5zv^vs`fz}8EVP&|KoBb4(yzm>~Gd{%-9|CcZ1N*{Yl@;{6Wn70A1tg%tS
z7R6_+*`$%=?Xs%41gfdfsa#UKfy&t~BqdeSFVhfmb7bLb7nYXKWK^PtGMucCE&WB`
zi1Wj&V!9D}+D=cg$ko2kcP%LyP)GD-Yx~ylAi(wYUP8*R1hGYo%LsLKs^8`4Hzd~;
zCJFe}E=hMth6!F6Hl5GtJVzHOvrK{%F87PpD4zW5S(U?t8AVImLrYaGEF6B9snB(g
zJx)H9nfl>yYv1`^Th*h<`3t_(%0C7PGIht3C3)Pk*1naM)dX|7b$3F&OkP@pi+L+V
zE=3a=rgF;XyN^zfjvHje{V1ij7k-CCy#(uMfj+Sz3Z&qtO&iyzHgx$-QJqiTg|uB(
zQS6JvsFii~0Bkx(`}yf4Wn}OnU1fGYfuk4)3M(GDDpR-m3}RT_y{OT(=k0WjPqnuf
z`7*wbZ!Css&PJaOmnRpIHM*_1%wq!iF!N-a_ZB(z4`#P6)51o)_gNJ*EpyC<2Nc&+
z_ZD+f!b_bt%fy9Y;b6x-k5VH}LvqgquZW(XdO24QI*oF~;gK=K_M`1&xg<Q5K9{(z
z%&CC^tQk31L!=?ke1CT40&`tIj%s&kJJNd+unAa9ibay~JYCaYyl{=t`X7h*p6Nbt
z1LYoww&zZ}+z!lYdE2l!m+Xf1Z+Ga=zOkVF+>8a?*%}&4r1uW#TNwnQ<A2ZGT6SLc
zxcAx-pw#<55Gq}F(w`6#<-v)?nsQ^f^^%b?gRhJXWO6;+<5|{i#(rE$M;u>CW4%i_
zRftN1ZV588&ef8#zVU*Ik%QeX)OX$dPeS$zcN3Q2{Vf<bK^F}8@mf88uD`)4!`~=R
z9QX$&;X=FM0ay8V*Gt?xrqrL0khZUbalDatZkfjwXoT&sOd{bOqH+0EQ#iOyaj($O
zM@be8G~uODG;(@I@FG-;+pBvy`U3-bn@~qT^ER$4jUd@BX_HqslI0}XjF-r2s&)(I
z&e?m_cdPojOPnO7rCkkT|BIxvjEbY_ws4T(!5s#7XK;571cJL;aCdiicMk-2cXvo|
zcN^TDJMVY@&RX5oQ&ZF3b<W<;rqqxQ%zT1;Q__oVxxI1d8%yZ$*0$pC5*~(QHa*(L
zs&myB(o+pNUghPs2kX%UJPw}t+rH5I*r1uw4bEgxx-&9i%o$$P?m5jE!j72rr`iSE
z*bweeut;jfU}Do5XBw3g`WXG4+Yk-*5t**t!6R*JN5<B1I&MUtY)^_=Ftirl{4)rN
z#Ge)j%lzszvv+WR?8g+6GvekF)DRvv|A)89<E>%S$xW8kY-6(jbec&{c<K-AGp_q7
zD-qIlSdR3F7R(GPN+>jYmpZ^Vo|ETp5*#1>t+u9x+UY#<_4(Khi1(;>8zwHXSn4^-
zIA9)kQ%BcJv|}dvmaG@8ZVXJ{=GVQy8qYy0CGxd9f~JOuD~EOZ27r});{Gf0EWEBU
z0@Sy{Wh18OD-RjcFtHkf?y{v}9LVDFXx%>@Tp{LMO{&Yh@p0%P>|%3d85Lh4?tJ2(
z#L?=@F^|p+^{ixO93fcoXx%OKnGt9^cw(R>u6R4gbWsdczceGG`YYxJSfBD|oWbpB
zaj`r_`~%{Vcgc6e#laH;iEdfRMkAp_v4D(V)OwDGtyOfflEMODiFf)sYz(Ovo0`qT
zVK4twp8xV5+E3KFTTTiu6DIJ+I2o+|imfU(TG!q3>Pu>tBRg;kksEHGYOoMPh_s&I
z4@(RU($mJo-RXlJ-{yph@hHe^iieNAuE)&RQj1Gja$?zjgr@j`5Xv|r;6{yOytu$n
zd2!ee9^QqS7%EO+I4A*PYArayM#V&tdJk|gEYlwW7Rvbv0>lKSnkM{oqBXhdYulsx
zsWxUtdXwU=4VIOy|FYO-iKn{=AeuMO*Or74@XI}Mr)b8~s<UlV92&-F@w6aUn;PCD
zio?LG4ILP7M~t|$ywURFR%^rV`<gdQ)Rp`OAA<$dQ5)T^W*n#{e`L9R#n8CjAQ2C3
z1xp(%j)hLSD6&7KAGIF0ACA%gXn^#*;NLf2zd88*FkEbhPf>L_#=i*NVTLt)J6b0Q
z&KwuY3eB)Gt~IlyAzRZh9@-2${#@~(uqJ}z`+gqtsaERkeXT|UsWa7kgtt4|#1Q?w
z19QdzeT-Ax&FcPHf}|729Guit=7INve{hl#r|z&qFWmabA8XBc_A^LKn)?a)j5~07
zW@~(q0Gt~~xr`<nfQD@sDcOU9OlEtzX5Vb?!f8B4ncbBTP<8v-KQM;mrzbzK|9rG<
zLfyBWt9N>kr!X@4txn_C5LWyJ>{SksI{rMMq<H&_<BHAed?on>Qb)dzi*qo6U<J3~
zjI$z$#kIl6QSEE{6n`A+J3q_OhH!dBjDt`UlBnRL`!6?d@LG@`Iqlx}2!dAwn^Ai=
zP_7MhIu7%=qLpDB>@zlea}Q5v2%LGO3&XP7(%Y!vE4FT=ihtv&<^CA)S9L@Cw4peg
zY~|X-$i-CIOA;76J}lbkPP(m_dk?dSJ~<8N3F0@T0uH}d%EGk`%U1O<C3<ovg)UIc
z&W=G>*d7{eSBvxGZgqR$ZK_wn+5(8B8T#)lWw|qs1yK!_a=a(`uW&2EUP%(Ivjy`)
zAV9mQpB^-4&d@@rxtI&vNn*6ehb7(csdyDO-d}PPAR5Zo<Sc>@j(~G+Qv!oN_y`fb
zWea1q^t{Auk3z$zXoBGs1b5S>hP|2GgMQD+H;7hOV*!}Xx3;Bk4s-`K-C?aWF30&;
zqxp~K@iIf{E|eG*GQx2==>T$YUTzTA+VMl2N%oy&{sn8l*D1lFLUGE@yVEb+)1fX1
zr==?X5cwN1ij`hpDkv!5Xo<J%@ZW32T~o`&lx{4gQRIi6yK|lL?b`mDQn?2AsLWL1
z#tR45Nb65uP|RHXbKvz`1kx8oek0R?_K#0(LwC-tSq$~-r!Vut`5V&xr!A^yH{%`Q
zd26B_XA=cMotDn}m9-N=0)|v7$NnSdd9FF$!5I@whEq5KXe-l1^vzompJQPOwV#a3
z4uqm!AFfoJ$Cpt|eaNUcF?CN%7I#_Ba1LIZ!4114v3TE^_s*t}tluvv-MKS%XDUw8
zJFob&ttoNW#e5o`tJgfz+l25cq!L{XB2&!SShtV7!asRCzrM3(z-!G>ICTR@L+#&u
z(KbH?(8R=A9~Eg#uT0N(+vJcm0AWunhK%t$b*b_slj~{G4JhBQ*1RCDYSDLRf{o->
z-r;^6LQ>(%q-?}RvVfFe)E+6qlEPO!CJHF{-T7*tJto%19okB*#>16RAO#Y%LLX;}
zjmo&({NA`sq?xKD;<`}Kuq<Ni$N*V6d`*#_v$yLfTUQFv$PYrpD^iqC=emAsun|M)
zH&W=?lh0bbvu=P!Y&_QyY=gx*YK`|y95Nlbx>H$B7+YU|Shn0<Vl(zV;$pfFL%-V(
zku75m$x!;0^k;2IwK%INX??^>{s(BN!!6Ob8{1m8C7&<LNu6}w^^6c3kd07^zTC-y
z#BslkZi`*zgol<oh*=+_wO=5Ey~%C18t>2-y;qcZ{IbOl<LsPXsepcG3WssXXM~=&
zHbZaMjQ7ubQ*zetACw1g4gvjK_w&fXt1e6cwxuDXDJcLN-v2z(1)n%L3AJ^3u^#Lw
z`ki?GU$}+{Z#+4N8QMxX!zk`h8b(Sr#|OlqdEeN`2TB+w*D>Q3h@naU&Op+mlo<53
zETMfmDI9id0n@LppY4gExxeG$#U>6Q_(q$W9{0jXPOaa4F~7vxZTUrdRg1ARlMX4T
zi33YbPYNSd2CH(xn;V`H#cVLe)wSZej34uX@j$vWYH{K5Higv5%JM~5bd-M+H;QXh
zyyyBA)$OXQ)KmHgy-16joAKmqb2?iI+a!hex&oa^_0fFa9BewzC;Q^$dEBT0b>*@n
z#{0;bcz+&-fq4}G)%n8{f788$vEA9;a0z`;U#zDL5YER*G#wdqL$LB`PF6i)(l0|w
zVE$~LYjAjKQJH}jFv`iPQAZ8&E+iNgTovTp2nEsY&IJcy3ubDyW=60g*06$*-^rHq
z#e~$A-?%xD^nOs4Ri_v~6T=@rUgPnv3gR{sf-uf9rva52*rB6etSXn&!awqI#rkWQ
zL3;l@Iv6{0MHZc_%?u}v>PyMJt2qE*F8Pn%(+HatSNA7)aNK3UQ=TU{^hKFS&@ZP^
z4C5;1Tk`pAc8zsd)*jY5i$)1x^T;|Z8p%&!cv5w#?l7r3+}bJ%tK*{R^A1CL`I+~u
zveC2!h_M~@vk&g7)&R8Qh(GM@hvu3}b_W`)wozC6KG)O*75ezl|Md0Dsqb*vg%pF0
zYkee>_8jfRE&>adsOa;oLRw=>JB;Y*$*7nZQU~+io*dRVb<5D&qDPVQSjfsssOgi(
zmk(!8ZP-8q=lsip?hzY{lNjNm9K58-7g`~_cXNG_{ue=B&`uPW%6LyTP2O^lqS^?U
ze0}_I{Wbao6w7l7-77b#Txo^Jv4u@Vv)Yd)q5bqzN}FY8=hjdV&i>~wL?PNW$h|!5
zO_-VGFRwy~ri%-y#Ihn=JWFUTfA}cyXL>&V+0+$<3YGk)2$8_pAooBB>5qtuLjg+?
z20F1BH2h--xOO+YyjtC_$#iseGiJI!UO=CZs~Ay3aBy%>erQ)M-v3mi30Ba4*0>4h
z*8moM9}x!0h&a!81Obj~H-_nVKcJl=9sFAuIT>)HUqWHByZduLEN$rq^Lo0%(3oNS
zwkBY5cw2Wzc%U5km<WDpQmzBn$A?;7IdM0pVFJL-7~e5~Q7$Rx2zXUFh+x+PC^}2i
z1V+So0_qA@IZ_D;?$U3Fv5d0AC?&l#$Y$lj7XXB$oWQ}ud826%mk_OC{mVJ%EVO#j
z$X)vB*pObNc091R4riTpd;{HPDtPiJt3NwqO1b5GBi9^;S}CScWyM#?HZ77_75}_7
z9v0wR=5!U?4bKWv8}%fXZsp(=>h0WyR-i$OHA2mD7LdB(RrcwM4b4E$A0QX~&7nv`
zJ5>MA_;sj8Aes@pcZ|o=<|HH;6x3OD^*+N^|17Gjq@;XJlnck?J#z)L%A4ZPag)WD
z^?67Ue!=yanCnEv!M2@P12zxB$d)tF>j!}{c{y+f33En1RE1lZlOA&flElKjHqC|;
z+}}nymF%|gM1e3;gm1nVUWs2qcOaFKu+n=+!sB?1=-~|geVVX%?+l=|Q<ktazd89B
z=Px9A;$4h`u40xW#}@Z~4I2B_*jN~Fo?995nKB^wZG;rsRCeMi_lWwqa8z#oD+!8~
zW04vo4pU4^jksY;Q|vrq8KmQ-5pp5oxlJv&yUMeGcU2xP6ebmu7e)UoXk=QusEU%q
zTe!PwgIO_tHDV~OVj@k19#VMj^%LV0ZUJnC%z0vkww*?Gn-v^7U&?eu!bvy4RfgsF
zo|q3HeGoJTl)<D7j-Fm+3I|H(qB2Pi<I=JR^q`^C0nZuegQpe_a7o$wSPJ01qdnvd
zLS}nWy)3n;py0L8@Nx5dWNU*@x5hv<?Uv#<(Dr+yREzk|wavAdmm2B2jEKrlh)){3
z7T*#IAbgo=k2*L1j>0_*56jm$r7TR|Q?%A3pkY&`n_2}Bp>JsFYbEJwDJzD$G0I=3
zrqI5Hcr&=D9p_7jAxFm;%&^&d=2R#i3)gvMFcc<yn`Jv=V40N*Y$g*_>sTd|q8h2I
z|6>N)k(UsN?-g>K0WemE-9~!i7Hgp#S_?SaiTuCFpqybuIstk>BGT1hyg5iH^A~LM
zf2-qrlQo~>w<m3-pOLwduCr=Q0DEXTG|uF-J^2V|a!T~41o<OuY&qgB)iK7P5;N^e
zLsNGN@@-~qrjaE|N)1!fuX=0*t>;37QGrt(imj>xOrWc8R0#+jo!W+J3RY_e#Y=^X
zt@4Ixmz3LM&>OB9wQZ$@<j}Gm(vY9ILre}ULwtm;w8CM!^*KOf3H*=FfG2PZK!y-6
za@?u~_p^*wa`rB+?KZXWOnTyN&(5U;cbIDkwVSpx=IKexWNIGt!F%z6OI{-ZOHQhH
znAN)yAI8Lw26IIbp0xD;@&ZC3{Gd+xj`+_tJr!ySQqys3GaXZ|$POYoJ{R%lg*BRW
z7u=@u44QWkI)W>40EJFlKr)yDH*mCM>dt@ief0ad^Sm$!m%eQ}Ty!yXWAwv?_|I-q
zMsLr{AAIf@kDOc2TPDCyPaga>zSw*!4h)IkOyq7OKhq^>T!ibvYY3aY%UbUw;!m+k
za&}LjheFz~pQ9h9T#i^k{ulq0KGH~Sn1<;}BoDq=mU~6-Q{as&QAoM0K&vm1sOf}9
zPEsh5w)PMV#?_rNzE5g^m!W3bK0Cvb=Dxzw5?vnTQcO$?5He>J73nu#fAioYI^&7>
z@lT3N_unr`%tEd+$;p~mMbx}#a*UpU#y>ECVWhpz-y_j9Cf3U_mHLkbK*0?7w<Nav
zUY{<BG-R4K!Wcpc0nFU?$v4|-C6xWl&Y<5v?a%m~<S#apXx?rUwRFqtbDv-^;3YF_
zyA2CUz6OWFESFDk;Wo{3f$0FcN`b^xRlWZl6cG%?G<i0G9DULl7*E$88WyJT2?3<8
zYR7c?nw%cGipfIK<l8LTR0HY~luu*BFXg|B-;*_?=VHy=m-+~8C?G3unv915+D@&n
z*LFN5lLe@JP&u<JI?!&UC>soea+2+mspgming-ELAINg0!YF7cT~!oU=)df0HFFjH
z9X3;O&rL&wok-Qf_{6NO!>8h!f&}5Slp}wt(2sQ6UL0G}8$zmkE@zM|E8VR>>iG72
z*?X&GSzSU1z!s&tQn0r6pNea(p^n#bLA}k?d!Qp&Axc@;@$|*=z1R=5Ct!V>3VCX4
zK>Ty?Z8@XAi?f!l3is#qq5I4jp^Y5$6KgLK8M)Y7Y6+nB`*NbhsYvX`dCuI5D3Ti*
z`0|G=Y7#`|Mti>?L++KPeUsYOvchAlp=TUfGox}Jn1}xGCc<9RV0|}~@(8*3FsSs-
zsZqOwjrc2s3}$0=XpBO?J>Nd38{0(Ogu)Ci$uxmTx^RE~Fms<tI7bwEY4F);vA*c8
zrR+!^J8kL6!Qj;nPj<=wi_;1cc0;WOE1}^gF87Ue;=f74u9D1Z4MKmgz8?i#h)GJ5
zM69mn4j(SAsI#&5ZV*Q4*^9vPv34>-<L;aGwZXeS-&;q648rC}o8cO<jPHdNTy0pX
zdNOVxU@?6EP3VzZ>`##p++731(n?Tmz$CkyM1pb4gYc<6+o%cSTUMrC{G#_NGz&0G
zuLj5~&0y*4qr5<6;mx(sldx1kU2=S40?8a(nK!YAz%spsQ1o88eA7W^{dd5eM&H=!
ze4&%B6J!;V8%qV|{k=jg!ZoAsNOmIw25FtQf6w+IA^`ZkeE~XC6(*+kz>u)=FPE^(
z>|olzI*Y9dO<|~;$x?d{@nE&fXJ3wo>00Cx>xphk(?v*4z12oqO2+gi06(xs=rlx-
zxeT`1A+?7KZ4bti^iK~C<i=E;s}}Acq_H(`Uygj2c{m`nb32gp!tBZw*f(F`YjJ5B
z`yC&&oAFik>G-#W^=l_a1J7?wyyjtp_1WfdPe#;$O*M^IRp#)J;brG-h!$k*yMf|_
zb2M~=s4oii*6Fuoryv6RmrzFrcMd9o%Wnw6Gxj*{+*yWiAQ8F4Fan3R)q_i~V25`B
z)P*IefD1E?S3{}ruae8oz!YuRzGmFN3wSo`n7r;&IOhUW4l<NZi|X1J#s;lW*l|{2
z$b#6DE<t>J4lt;k0(KU5QFG_kD@Whn!5V}Mfdg<Qpyp)gxwCIn_#9t%h5(NKLw2MU
zCmVHP0WIJMdZou2u~9cE7#OwqEOhe%)7fzX(T%qcp%9Biq7QJ7h7eiQV4s8qtjq1#
z&>PjuJAD1qh|u9q4!aj<!`j|eNc7@W3mg;-LL$76*VGFu_bb_L5z(6zfp6DvV8Ynr
z<s+f{3lV^fUWs=xu-NBv?pmP+tBr9j?+4C@kD>by+0EEQDAaQiWY4Aiv=&kK;zF$Q
z9aOjX!?z+ifVL+Js*sm<oVbAIQwwpNIKSwP`ryf<6{UYee#eg4jB}LjK#HpfN?_u@
z9e$k$?$R)R5mY6b1*H+>C+=tZRkFk1hFG-hwh=ga&hiTK!gd<#zuLZ)$hnqDyVp}B
z3ht{GYil*goU0U<;JrN<w1;CDH)r?&N8$32i8JU;Zrz=-<PAu_$<lkk55T!}ZX7rh
ztUjJXiykcxQU;gu4}KpT>_K_6EkosUPAwlSVY#mS2<{_Y=QX&i6@b|bZIqa=ut7aG
z4QbMUF!8w)xqzx|_SwQol57+U7rLHHUA}T*cFlGqFFMJrsN<=OLv}I?q#H)DiZal*
zCGOglgBf;l5LYpWrNY?B<nq=8FaBS8u-f2D7e<+O-8L9j_X4!5`|EXMU+vD~kPm1Y
z;Q%zVgiUZ)l<?56ri6_!8ZW&#N{}ukR*QbueC4kU!QEO&7*la&Q}z1M%uj`~x0>h?
zRVehJG^xFt=eJq-!ga%&tQ45bRC@Int?brrl;u?m8^%4|_@_FKb1l}unvTCn?z+=&
zwVx=SxqR;gALTNzXmq^CyQ3!29T{qyr>FT%qrFdI_FmD*s!w6+SRXqNTURK6GnNjw
ziMOEc5zA;KsXPN6J9Y7UN0Iy}_{C_eiPLRsvs>UBZj@c<YyUsJE~3%Z)p6tUC&w}_
zy>Bg2UT(_P8SBWJLrvWFY?pY4alGFD0=v`M>vN1gEF!*bb(WoHT^u&Le~gaSK9UZ9
zyAoFs8X|PG+#^&H*mEQo2pZ$pGDYSYOmiY)+{WwclU=^6x26hr8tTK027w~WHml*B
zIfgP(R#}18f;rQSVtiIeC;R@K)umUi$=gLDxfYj(krOD%u4k4;tec>NejSh@^YD|e
ztz2qlR$Su}DAg`vxOFKAm7|yu(x<ZSAxqF&;4Es7!EbFBBK^*c1q_KI?VUg%IP3;<
z;cI9c#QmC1fiSL*y}Ozla|JPg&J6|@uxVuai>PF%JQw(823M$uBAH*qxHt{?Qa6g5
z^{{@BYPeF7e&<Rf3VDvUZ4>nE7PcO!qgvB4neFJ!{-|*1Ni+iCAb;?g;P1fvN@D5H
z1t~CD=PC(3C`xY4I}B)DYX}kub#{^<aC36!%Q89zL0DYc1blx?_BpQ-%ss|9gkz>w
zZoF^otsg6(sYoW{)EwCy5`f3$n$6PvM+%ffRIfbYKTIVZ)T=8sMz*6?mIEBdJ?LS#
zV*cLTV!N%lnu}|xJCB;4sy?X%S4|w4%NqwGL?T_&`*eL3jrrJr+J#+@cg3n>Nb@<H
zRo~ZQ7<=n){3kDn<&Gveiz`!qLp}Z#(Uj+G>SDi7+JXcCuonM@U3J&!T^mADmVznh
zYQbXKP<?O%W8pz{fLUrCw`O$?ya#GS9X~hmuKieHF1E@X^vUKBA(u+}rk1{VrXLn!
z!+Wvlay|<L;G3qsjH#~H0(SgTffdj3!X}I!VTMB5rGnYS<(h^soK=!@s$GTNhgIaw
z!eSGVfkC<ecHB2nSUbeS_P!iKo}eQ*dSt7{5ctSu`$Jlrz9HyMWOVPlNNVFxg0=pl
zGg%!kjljGSSkm<+$d73%4FOWP1(*9}2i6YNW{Lkf9aIXyhPrW~K}6<Ge+=p$!X&5$
z*SkZ~3g*;ZB_$;qjTUI0cgGOa)YMnc-iJqCmtA4|Cg(DE@Dvo(uDN_}$UUDQe4?VF
zB<K;_$H(F2%D)TSwY-!gbePP?N&3P?3*w(;AW=XdkjwaYAjXe8!JIZQ${z9&9Bvxg
z%6&0bPbDr$MxCIJ;TVTTF4;Rh9oyFO`!{u|d{$_`=(&Uz3JS`h>d&8j-a>^0H$vxY
zEhD)CURQR?>eK`0tqgZ3h3l0D78awOJ+5J1@zpY_O_)l*1S%Pv^F)=k^adC@H7%@3
zj7{Q~$a!1PyEamOyWoO1Q7u_`)us-1YG48W*iI7@HWBE;X!L_(oq5)l;OO7P&XW@o
zB-iG^zH&KDW$Ldqef_xOM9aJ8q_Q+S>b@qj3wgP)hKac`*=Q8w`W<I>h(13`LlIHI
zeY)TCRwu%A=Du1E*`o?S)Z&<``l2{bf$@(^&d_i~V~kS8A#lV)2fYXLV!_#d(IGNl
zc}+?3F30I4N;)AD=m_vLZV2#E!SM<7`ekZ@9>k0X$S{9{p|_FHBT3b=n-#F{rx(F#
zN6WaE*azh7%!oDEhr1@<9v@k^uSpQ#MTdA&{(0l$D>_^N2X_EGpJ66vXkS}`%E&tm
zvyOHU{&frd^gUg7+DJOy>Fz|%@i_G)ximHzpL(7Wfh2}Oppe)6gU`laZWcrKxKDsf
zqP3SRu7_?Rvi~nx9eqwD47rdL89tCZc_V!C(LO|TE0^XqX`!#-FOAr<rVHMvR}N6;
zUus{czCto5c~AnLS7DmjV)`)eala-kqg9lbB|WPmiP{7vw$bEBM!V(y;zYW{h1Fkt
z{)CBH)e=GuJd;(Rvj;YwCEYbpUl&Fd;q-u8UwsPt-XV1h!P&m0^amqL+^8_*psi|C
zCG(q}QUIwLx^(84)*|6c^Y=lft*UAX6pRF|=l%C7>{A1;pFE-IS?nhys&rzxa<N2I
z<Ci98CgHJ05Wn>ZKm~m20xF-c_xW~N%QRxya*;S6KlsYZ2kDCexMht&?fCBacx-s&
z12^?oT82y?^E-LrNRP!zonR7IL6&0pnhRr60JI+xHvO7W5#hhcNR~P9>n#7K^0^~k
zm@em>VH&;jQ|RBM8QZjlvqDLM_(wM_4HPe{rgNh($qowj)e_7$BxZ}{5-LAmwT-+q
z3_qei0ZEdK^+D3}Ok{{{`eC>k5V6df4@r#}wXq8Te7q{;lL|a5`gTAk_9LbZUzc8F
zRK2A$8@9mGe`<DV0cl>Cg1cx>Z3Y3auT%-^Hg#`W>=b}N5_sda!rp&asqbF-`-2`$
zAb#~}k+Ewh8a}5I&F6aoHL`=O&}NA_eL6=@c9zR2-Z1+Qg_9JELqGf=P;hQ_EzvSm
z$jCH^Vc;W2J)!HDT>}s^Pc02heWw&#QMJLVgt-%*b0|St4AK*SKKFuKZ$i&$s43j5
zg0jcug8YPL$`QMIs;RKdqs;3BhYYdoUvFcsV#jgZ$!>NyU*s#ph7jHx^f?FwnB21=
z+8{RAKMcAg{6@5fc`yikRjH}F*nl_EM>*`0@$%E?M2!sG!)f&q%fZ}$#_tv(F#+y1
z1p|1!2UK<m<gy;W6~8UF^EzW7%#Ztt(Da_KraoJs<39Zn?|6$th`b8Opv7QcAT+6T
z{@sb)#V}|I{$p~DTXBCLX&6$HO$MjuCd1BD#G(1pV+j>wl}{PQVXGAum7`wrkA{vc
zj2t`ieamY2-nN7mSuv-5AZ}nrWM>y>6|zn+jbff!kQ9SUyg3dIo^*#M_6z^|c$@wW
zI0G(%zx31Hxw5PFY|deV?*av=bSC##FMAODu0p->|7ctFE9cd#i~!&7p?w_{0tz6Q
zj?_-e!tn2ucx<vXzt>{!dD6NG5Hgkt7q_AQLwDM7AcZ$vQmTEDDOl7JbyNj(GEtFU
z-584xnUZ!%u3C;v)-|~tQ~f=TBO|q4YOEDXRozv^xc|u49B!^hNXNq`Q7p1!aRJ9B
z>!sp@c+}8!m@90%k%<ob_LPAAw)}ItuxUwX?i^o#qSW(%@;NGLIqt(c!QWs(W6g<U
zsLA@G_q%9_3UbZV<8~b_wiq(?j;~=;rabRMF=ltFC=&M-Tr9yw;cc}$;r?>`KysdL
z#AYu3fmiyTmKj(VA60SDYkUAeTFD82ox0Oi8V)`7PDhMJwPrp{Eyzdc(q*>}Z-B3M
zxYI8|KHa&0^>MfEi6f;Z-s_HSk`}d1!5sNJ&O+6z)gtfsw^rtdLY++Un=Z<B9S9=y
zt;9A7F6VrZJ5eoiQkIs@jC$pRD0Oj{(p-6i*WMEuaMp<u2Y6)NpBZVbK~q^>`4LE7
zE*{FO7Fy}Z&+v~Fs$nrFMv&RPqQ=GTez@t_ToaVa)v;I=1*T@U5Mvi9NFBhRfIZ=p
zuU06|uqo`K-CHNeIuvHfMP6PHcUF)qERUQ0pmYwhFE#>`c}!y7L@&;cs%ZsD^wmSB
zo2?bHsxe4PngW$7f&P49+`CuLm?np6wcx5b6pHfq*_MVZ$>;ml_cCZ7-sSSNtv=+X
z%$33F(jY#MO61iQcAw88F2`+<b-#&6EwKl5PHApm0R1|FK}K`Ba>OPPK4)JJzg?Nd
zCRJq@VjKr6ZvAD##nCsR4Uz3ouk^PgjOn9q(Ma{4>pv=lFF8{!J&yqfAr)~h#E!tr
zQH<rx8`g)f=koUAC?gkG{WE&eAN0oCEFg4V=GG7>LJ04wVJ6_cK{aU*__--qLZmj*
zyLW_(v~sKX9cGtU67XYq5>AThSn;=aF*0y`Zf!=i3)!2|UUekYslPMnS1reZp*6Ls
zS-hmBX=R?u)Vjol3{XJNS7-Iq#9&<Eh-PaBQaz7d`6GfI4De-Xz7;Bl@|noLG><QS
z^9D-JUd=I;wx+IS$E6NfX%q4{4;zj~q(-C3@{GXAW~o%$B&}+2+9k!(Su3gEpHYB6
zf)?UKd#Pzh42xqfy6s<E=af;4JDx;n>P0N|CU&BtDO};za7QFUv^5+}bzirW1nUQX
z>)PI;tQ=sm+NXQK=NxVILjWKEm2uNjdD1v8#CRt+kKWE+u!Mr2&>0>G#6E0LDF0+<
zTapOe{O*=!19~Vi@{5#VN0e7SmL)m>7Kz$wVa5&;a>ArIvUu#)fkJig2U8QmXGZ3>
zc)VVjJ6BzzCaLrFyzUx-VIB+aGUT8X$IbpZVy8@kn(>_`N@Sv*&4Ku$G0R)*>5p`+
zNLCx?yAeN;(9*V~kS|ckf`NO(8qOc&5U|8)jhmjcd*D{&jY2lByGmf#Gx&5RTTP+7
z7V<!GbB8BbJ13nzxI~p(lqkDC<2gp8m6x~w8jej=ctmLhEwT?{lA*4Pt*dfh20I00
zYB`RK&!S}W{z}X0aX89aE?oR#IwVbe(v9)roFXRI{p_|=f_J<iJo6toQaOy{A~=d0
zcgz(GYxE1{F=0agH%6$$6GxRDH5K-LH2{a}1W8;ODQSrJ=t)T~=1A+=((<z=%z!{g
zp5a#pk{e=tx@Lr}O;xhzRm<Q`R@*2;rQyAO%@>pgy6Z$q?DckD9$TSN3F4Gz4!$_I
zfu@dj6sp;3Sf0wska3T@XUwN|?ZVI3SA#7ZM&7PEDA*s=4j_LplbXP%-MwsLb_iqX
z!lc<-AmkUK=>2_k9E#y$t90YNY7KE!bGk;bU;*;!K^SkNx4?lbGWx%XS%Kvr=6E0!
zp}@A_FoRfz&Z(M{##%<nBNEmkq>Z(eUzI01UZ<JJYseF`d>R8pjnwD0t)>SfbgPE>
ze-B-eNzPdmN&wh&s|8iDo-~Sxlg7@d7r|Bz9*jvlX4vTeWaqk|T57!Uqlpq_=cFVA
zB|}lQb-r5^5E<Phr2h=K5Lw^zU*E+i?8=xhS=(dk5tn+Fn9=ASZ(p3!an%J?(1Yb?
zxV-XwaZu{@nRbZhpJv*lO3fi!<-02w`U67ONDi8NUQMCR($8B#)}%$ue}c?yppris
zb6qt!LPR}a-rnCcgj=e#TXw;4;iszs6f|Pu8Iw2ALIqAJ5*}oPcwlfaG*$Y4;a1_X
zv7sFu4_{t>=lL2z!s+|mt9Cx^MonH;s8xxIh(I*kZB@ITKV9$D{rX2mRcm{*KUP*=
z-dArrVSj+|82S_4V!6Rw!NkNQ-)^hh{k&-@{Y!6`*W>Q~SQ59-3p*J(d0xc@vu=B^
z@B2$Zbv1HL&j&BYq}%<eYNbvax>PJ-Uz62RV?Cs7iIQaO?yeElaqXW!2w+}|iL*>M
z*R%F_(yely`i2D@D1^ugk~FT~O-Uc+nw%JD__#d5UsT@hPng+f@^ioGAK^zhnv}eo
zkC{7p$^etxkRRZvf_SbkuK2%=S7o9T6bHLRre<Wr^<TX5bE<Glz>yRk89}x^)FhmL
z7<Djz1MhFyM^N>@yQkk?w-#gT>rM_%coFa3XxkVRJDysJRAn>j=U<?Yz6Lv94D}_C
z^JY(_?J}x65nk-Z?vL}zMU0to+WKusdR_Z7G|q%iiQrhV2C86lWtx;3g9(L-C@_r}
zxTJN7UUMf7DVXI8s_y^Bkiy7x5>#kSIW1*C1T1R`Jb3NuYC#w3x%s8t5LA+(Pvr9<
zJm<P8yDy&c_TmIFQ#Q?#q0)!kU3y9B?YtD@CK@KCI-PW7HBzQxP>U+5#-$N>f@~Zk
z&#U-y477vD^xDq5R@pjsHt<l!#-lg$YdH)(Um%4Jr~s<cW<thR^zJ$9Q_$OqQ#~OB
zEu?-Yr$_DPGC|pMK}`Xk0vZJPq!KUA0)yk0*V0TwZs-TaX(ly}?CkwFr|48{*keFp
zpxMFvM1nr^(R_f4nBI-v_Cys_V%6~SD!QN_or~htgzG+|q03bzF6ghO9z-zjX@JQC
zTXS9T7HtXAbC0!DH4`2Z(ssQCCtdZr=oHkwa(<-CJjAc8870`Q@5wd^EZWu~D=8Ak
zKNE+LKEl7IQ`d=dOVw&S2+#+al`@kJ>|u}Et7}DtiNj#H;Hj+WE5n0heqR2VXjsbg
z(j?Xamo2kvCF}Jm76f%ek59D*mt^buPo5jLPuG~R#@k$kH-#)CkpE}^DxH6>?(s`(
zbEWAynVvofR}rz-qa;4gD4|RM@@oDQ>t<QO?)yZo1|-|SBC4*66chp~ZLDFb4#B&Y
zpoo%?rwzq5AuL*x+Jkt~@~@t)MHW#)8s(2;3kL@znE>NLfW`uP2ZPNt)1{eD(5F6~
ztH*%rKD&7uj?<dyp>I1FaZF0Y)tJx7zA7Q#L1B2V<c8I8mlM&fYk70@%=jojD1@)6
z-KXsmeHG;xeN}n97=Wg93jPAX*A({oy)IeTH~D7onC+}xpMoK$4dtzmh$m0i?7|Pl
z@0r?P5{Mu9{Y@VBG_?!QGjink$OClSKrQ4}*Z2pIfDa%Asf|MoDE_xE*k+UB&Y8->
z&S_SERW7<21=afB2nnBvU3Xqd$iT(7*!izkJT)yoRVdMnav4a0?Is4!`J_-D%nwJY
z;GdTK9@SBVR%~%~E1_ADHfVGLt1!Zj)cDz~m{DT_8uq2~3E`WI(*8#?u^%i3EP;yU
zsCI((mx4Ch=nzOa#wolmwZlIxj5nL1Vl{7IID1bwXA3Gi;9j`?IpH%(u{`XKgD<|`
zK=&U9E#lI^@+7n_Mr@G?Qy9c`3m61GeHqqtv9wPR&F&qPK$>X6c=fHxMLK!Bc2H@J
z3)PGJfwsFqy80@P&^Xwnyz=Y85}63y5W3ZU45tt{LWq!wZ?W<D20lb-k!t0a31Pz?
z!Jc7xtcP<9=F#^*tbeC5Ujwt_br^@Di}}rn-b48K^xTyghnN>io@R$2i90lRT|F2D
ze@vSr!@94Dw28Fj|6q+<8qF8kq&{A5O;92oS{aw^Jg^NI5a5s3`58sqQoros9ska@
z)$of^q}ZWr6c@f^9r%=ic=cUfy%Fq%2!mvdnviNSjzfLT6w;yahE7M^q1xG*IJT}l
zIfIO-BUR(45tdBBTv=GPsqmkN()>O<+AVcTSr^H-9CQ5SU5812K2^&+_%*Hq#KK6L
zruqHpZxnzlGz-2?a25@WAapzhqqdd&1zY~v)BnXN9S*Isnp~#|QuDLe(WnYNN13p0
zdfzJ_x0IWt7j_YYI*W;}o#;be#6O?`35)3wY0k|3gpKj(+XT-{PR4!CFBB(In=jpW
zCa<Ec8E~LAxNZ9X;o_ea5ay_P0WD<w^QZsqG0LmXBREzI)5D-+zSK*;F@!vo#KEqv
zgfBOB9qTy1l0($lHCTChr~=Kzj&`+q($`kt5!-q9z$rm`LYdJ$p)Unt<E77mbO5U;
zDt?ON<!F#O;~;ZT=j`;4x@LDqf(>6E|7G~|?ZQNe-O(bW&Mszn)xVzHnK$;k=U<lX
zO~z=-el^151H;{=Y32+u7=oX`GSO8{_@7$pai(=1$F5gsMq#kML*lRV&s#*;eaUvg
zq=Z>PnN2d3VA&mx&fK(Y@L%2#dEOhiIx)>GagCJ~JPc;@UY{kXVX63-R#1C;en*hZ
zgbRtaB<!K++h1KV*f1i}hx;!jNV?gq*GjzWZe^phQ&<}S9utGbc93BW`j@rF#hgmM
zqI9}Erk5mLkgW)(P}R+MP`a?A*Y|s#n4A(+_>*?7=v1}&zJr*7vXt=*7f_xM!q9iR
ztaa@3=&-s32toYaS7*G)ij{lc7>w63_z!qmg{@?<C+8t7?iJbjKp4NbN?58%0jQ<!
zEJJH+xcbiSk1U)yfqBiYw|Xr#Sp1AfX{zpE=Z!4a@AM`19<MYF5D{~I$;j?9bz@95
z#n@Qjn4#62aF3!@qn%|}ZU=gtfkWMa42g|7F-mTwDJqLQRU`6DpG}rt<?Bw7VL`iP
z?6~DRk<}Rj2I#ZfP((cU=eV%ex7e3k7|Bos+6vehB=iR}eu~rONk7_h=qx64a!*&>
zqpjO<km67JkwT2}^v6Fq*vR+8W3LkKJ~o6uX5d6ngeDeEak5NU7OTVh@i%}-6hIp9
zf%{=k5@2n+jyEI0a45_Zi(DIgQdFR<66|a>l(HcDZL5p@i32UC?u^JC!^J=d<e7wh
z1Lk%Vxk9aLFbah?c_r988J);$lD5#qi<evRwy$K}o*HzlkgN2uL#@H5^z)<5PXqR|
z5$VMjrrar7*xNY<jBr)pYHR>|GCRO)W}DPVs&R*ioC3UF%!5gDR|(QmI3t!xVm(L8
zEjOur?lH5Rf!}Unyo`2GnHQ<5I^zEQi;%BZY=ONWgt>0AQR+s{GNJEh9`K%>{u%fe
zA1_sRRJ3K`5tWY|nu)i*ltU^>ckwR-O2i7d;ZuZe-F}DU>XFX%W4L_TH0DcQU?Tpa
zR0ZL(Xl(;J`Hl>t&)uJj$~ZN6d@us_BK>MZv-M%C@NTZbtH7%a!;O#S;MXe^pbseL
z*O?h}Jk#ouKW4Y&WI)H>uL#I;&9a76*Pdjw*`)Hu|I@IpTJvhq4+aBd`Q%)qnb7)e
z5cnQn828zru#Zgc9=;TP>A7=Ne;DCwJ8tGetF!y+_&5?Q+AQP<jsB($WS`2hJu<ST
zmSQ;GjZXSy>i!P49&-%h2(TlM&wBm8JM@`a4R$lV_7-iuyRGlE*Z;T|XM+Pcb<%;X
z6@vt>jD^1B=LGc&>5PlEG=V4NeC7TBdpM?%JjHFHNMNO>VvurZu#q)yR=}}@F3;zW
z!1rY@i{k~I**mWD=OSsZkEi1OmBY9M!rKww9y*_YORKk1O+3Ym{93bb|9L&P_zSbe
ze3v1ZL+Fm+-unsD8T@mR(J9PTw<o3?aGwq+bu_QZqE(Q!jZJ9O=Yu3m8B2+PbXh5V
zE@vlHc)ppa#n`R&mfqTO8eo5ou>zZur<s7UBcHQf1yQhy;tk5=UYcHTQjU!Btbv{(
z7Tup>jmB%LL!V_VM00Q<J}uW^d47Pq!Gqf~xZ`-4udFWDNPbZn0W4fVG1tUv_vG|x
zws=>?CBWM)`nfapVJA`!exGot{9P<yDsXWBK7OBkg62*uCqVK%nu65H^9cN7X=>ky
zy)#qNWmr^acHOe%EJ>s^&ccDj9O6)Uf^=`C2OD#)IFOp)nz1}tz$3>;=q3ry6K_$q
z3%i6h>ObXfjo~Y@4oeE0)urTC_3Hd%h*2pnEzM}72OH#;-~0oa9IQLwuRzp`oV~bY
z6ltq2u7*v7zbpsIUgoH*2FsjZC(4r4(P{tqJ)mL|T|fw{b=)W;_dK-}G|@qwe4v0l
z{2g#Uztr^M9_(@1)Yo4ooZXreX1KN0n-RjCAGX_D@q4v6wK3$eZB5j_0e;;&_{m6{
zZ1IORY(#JP7+LyHji9q#t*(|Kq*y4||ACTzhWv*Y{A8hskA;5Q==4bP*eaDLpc<W&
zHBP!+X)vGrtw8MkxZ$>3YZ$cX16KVpuXp=o!IM#Vf4)D;H4CA`Jr1A<v1DA~vz;dx
z^nmk#b-KMX;AtqluZM6Z?{(tO0>!D&<)i{{@t;pCYEZGUL&1hj;<~!JnYRrY$-cQF
zDK-eN%*T)YBn8|yq4zsw>-E;3=b!cU^{7Nd)806V5D8a{+IFljqybSg=vPOle|*UP
z_Kfv6;nabo38y~<@kIk3#B?3;Z$?o*g`x0kJufCcHQI7=<kHp2b+akpR=tTqmxsm|
zh-bwPCjRwP31N==2agj1+2qtI<=Oks{PXmXkV~%4fe8T+qKp!wm8nK21ESOZLW%HK
zzM72FZt6_dZ@Rd6Pm&t{HWLyGirU~bIg}W@bjq4}Cbq==vo<;vsgjKCTzSALQ2qKj
z>pWZ*0?ZwM=+O)&#lj2U(eY=3{bWc6x#3?)3K-*NOiWhwR12^aulc3*!h_EzWkxff
zIsVuV32z@DkA&zCT<oDFJPyP?DTo0zpYg6|H#MF&++kpz<_59#Rj~_|WneJYMe2=R
z_TcJ0iR8eic(0ThO}_@8Vl$+74KN+m9r{kK9N+Qu+pjqK_xLO$I&uRQsn5$&S*J@{
zIqcGqzSzqN=03yU)IOJI9XP1>tE&<}DywKSGrlQa66-435nWA2wXEgdm04Ua)24K7
zO(Z@s<0d(o&t#+zNq*>C=ay@MCM;YE)CyCcSL%tS7UX7}G;+mWF{wErbMp`FGbQr1
zaO7ZqDvXHkWj&=>PR~kMpJnlChPaPnz*X{jKI`Z0cTv(|x>XSp@N|G)--&HugLP9<
z;I^-4MM@YGE9J82=<FvqbK!+wxX$YLMv~$=W11#Jjne#{@WCFu`n8)j)UPk3bu&VC
z;LZWM!Wz?%v{l{kJj{>K;a1A3p%$#6S~eE7396?~V`x60B+19M8q$;Ag}v4t$C=<W
zsz=l(n{jYfy`^;-W1l*iRU;cZ3*HB|8jfLA02&ot;KxVO@qkc<OI+|jYGM-8Q$m&X
z@BnZIJ<)gbf#+L(6Q(CTZyc#s=8Tx&G^v7u5Y4%dwP9Io0kZ9nA#sWyFW9C_m!kW7
z$UQ0gg%=ev?l(EEvjuz0OFy08AW!S_e3i_;vtFV>w9HWN&L!LZ^nGUv7QDF9{GeR#
z&JJ$8!~){t=f9~DDs^iOcUFZ*gtb;NXAk#Ww?KVpL8XF6c^-luRCvKISu!Sla0vPw
zXWqGApx{@V4;l!Eu=n;tz3Ae=z<NwF!2b*LK`$s}qefKk%Xbww-q0||1vl?AFnohR
z==S919Yn`RM>iKrtN#l{I<zsy^niQk_^KvFVc4kIoBZwAd}Pv)FC8I4mwF&FdbiZS
z$CDjAO^5FFDBMBv!S0HhQ86nemJoh3P;FfBo7w~yll<05P3WWzvXLe5U*&qY{2&uc
zB0KR<jHpFsKcFiW7zWp4W4H0}x8wAPaQ%1y&3qR@X9A>nP_KMhoH3@KO#8xQ+PP@H
zw#GBnl<DvZs`LXl^M&Aned)qPo0Ory!07l!cX^oNo|{~MT28)sc~Guic^u~_vNj}C
zlR<nqIv506x1^~Xc<VvL^6*)FT@$3ID5p?{{fOjcQJoj@{HfflFJxuP_sg8j0JLq1
z@Nk%7+^BrJ()FRen9R$U$x<WP&YekOvF1}5H!-q4JuRnAiSz&*X+*Xr{#J*zXX*OY
zDaNvQ%PHm3XuLCX+>KRac2xsh0UcP+9lu}DyD)2g_vOP>k*T}>A-D;4=hGXnT7Lb;
zpN8~+ez-sp6a+2Ou~#S9jp{Ve#FhP)sS(`b%|JR2_wqJko!A8};)PKwSb*vzwsPa=
zspt>#P+i^{fx4jb)|o6H3{z*@p*bu-kqYhVse&RKAPPaoBxv+)uZiEGR0u)Bdb*Mw
z7NQEGLtN77tsZdT?jVnJs(Rh(SD75haq-ER5~5)1n`~mea%2~oLFHTb)d*I7CEj_+
z?EZYg4XCx>V?5)%Mm6U`4pBVt?<96xHwE$&>O3Q?=g2wixKfo)3e~_Nsmzev@yExg
zxv4!Gx}YY7Wq^!#4oF014A!W;t}M-|<%q{&1VX`a38z7#m3%K6^xKyn$7k04;5D#o
z9he{Eph27z*0!-66Hl%Rysw=h5Wmv?oZ+{lsYx)LFLkf<S|a8o%vywxEFQ!qv<~{^
zqrr!@YZ*yDR-)lX`kit6vS*QrHw(zz<hg7gR~2@_)S9ClL2P%hdwAUZ>F#F$ZfKG%
z#@vO(z(2a};Ncl5s1S7a+@e``cfvS+NZAQ}zq2!zNsRqmn&?gLVN8IRvuJ*+v$^_+
zm8yN#DSGQs_pV4N;NTBBJ0mgFlRsF?BC%M4s`OLzZ$n$nIP{fg7}W0mT*nP451WG5
zc${`xE*>#O$hvzx{FbvJp8<Z}tjnV{GQfapz^`swJ(q5|V@y`iffgqugE0T}c55f_
zA^iN(LbB|Pm&T;HJ3csEh`ZRZmo5%=w{HUM-Pnghjv3@M-9_l1cH5k<v>_L}PJTBC
zS=K*mA#WlyC{I}5yICae#2lJForqFZ3(<}QT-)r}QuYoND|tWt&r)+dkf3^IH>FJ|
zhkEx4RT)R$yZ(dl{aS={^QPft<i+^AiA5%#N2ak>`009iVw)rzcuMPu?)cp-BmBtT
zoJkRvlqVdv--TPX5gb_CFo`c@%v`RxtVONLz(^RVf`%;GTcul+3FF!iNv6Z@yUUmV
zCye|t#l2T%Sd2jljFGG@71U^z*~#+7D-`gf=>ByuA-mO>@9^<7bN0*lFy2Z}RN`BP
z)REy~yM{YYA`eA}J}5?S+;P<-v#2YL$6GR|w{4mKPOXyd9Rn!Nd^tR6JTr)Gv{(vz
zRgY8jo2+A3K`L+C(+D2f8x6*d4~=P)xjziF3y!xF&)Yr{;?_(GA+R-Ax)#rVcX3x1
zV4o`T@-Tj(;S}a5jsa8;n;36YYgGC7^e_&z(=WT+K}_3v{gw$`b6C-6I-s&8#=Whn
zGG_tN_8^H%G-3WOa$>zbT08TMlm$GVZujbl1tM?}%J+}*;5gXG`%%ST5+@n@2)POb
zjn*C_uVIUwt#IV{pg4Hh^!O>j76X{PAh0+bvm+RLE2pln98v$f{tX2wWrugtUttCI
zEm%9dL1f;oA0I-i$any2y#B?3DuziN7l7V$>G8_-30~nREpFD8v4V=qgu{!ipxFod
zNHu-A$%VDaZ8>}A!oRPgF=B5YuFpdEMr#nXeggu{M5`5*RxXZ%ccg;jE>%xtm3*m%
zSXYm3CgFO2=CH%%5$eG%5L7S0Z$qy_BmIY6%9CusM3GuQsWrbrq4$ku-0eytYq|eu
zqLEbpK|7zrejyE#XFS0j9<FC8N)Pum+pGZte01b;c$;XK<G_-ZtHUh2-8H)&Q%DGc
ziRbf{Eil78%D}jmxNl`8qiy7DrD5U1>u4H4b-R_$YCI2l1Ly1OD_2VlUmq0}C8nr2
z%jV;TZZBOAi;T-64B8YIL_d}S5>#t8l+xDLBpghnRroA+xY<$N8X9l!_k_fhr1Nyq
zv<SaL$94wFaxZiG{rOD%mR4tRPMQ63F3^Z#KZ|#kmZ=%}Z%xv{?9tc+6^|`z`G#&m
zL2sraxvwAuC1R{!Gdu@(jQ58Rxw|G@di^LzmujNyDqQsPjnx7hY5XHHKJ_b?s35fn
zqKUE!`G27t^Y`s9o>!{%Uwkl=Vv2YUxYsr?m<XvifWRwF!2aT&JheP^`mip^!#+vE
zui`Le69%Ft@kQ0$5Z*)Zh5NtbcEzph13<1a9KN1P!3*cf7*^lK#Hfw~O?s3l_4QD+
zV;F#$Dho?{((+iPS!F`K6ps{%ulN;y=61%$>wo@j&N4DHNCwHl81vmnRMu5}Gih6=
zwqNt(!JzDTD0*tqoqSz|jbOoy+Uax@yh(k#n|y3!VKKT>T+Y`+3AuNyvgXzDv?v>?
zYnSz=`Rg0LvZ&$ze)xl?rX~#YTP={ifAp_)BZpcGRLso{`#$BRsmD66eYybD5Z_~w
z#f0sl&$l8dG#&LRsS6aLJx%jNpe}DiLx75u0QXdGKq27u=Q7Q}yEtxyg#D|7pd)t0
z#CE+i^5pAd|A4QZaAr!83-fn?i}0%1chEL@Li<+vud<Oya4meaj5<#sVtfmXy!QZb
zE+qf@+M$VG55$}Y<0s}nW)<U#no`o~7P}yBOB-Qm9r4tTN3;LpI~$lzj>m&l+T;pU
z=0GcUDN`SThcwk)<+Yy2S;;Ne2$PHLzaqZhT@;l9X3iL!>b==F2LjA1OP5?l&%=Q7
z_asa4BAY-w<hLo$*%o>0Y5>do-0=yJeF@n+dVVbc<rl1y&8JC8Jn5&0Nm<Rvf7l3i
z<+L418^+tu92Fol2ICAp;}94jq2uE0{YUpuV2BCFa@kZY0`7v)btPr_0HP~?Ic<%J
z%RCK%;MCA~7P6ykfQhk&u1}#<wgb~(QmV5PnIJ+}3I56I=BOE5rbgDE5{JKzi)4k|
zBc?QJjc4sg5fW(do3DauQw!~u^!-EIN0JL4dc6`h<16W{!ohA}>q0t=IGOjH`|_Yr
zA2{p~`7&0-??q4*?H1GO&GzkU53%rvSu>;BmLD8>1a7X7U)W?w1?kBwwzn5SV~1<)
ziJ$ZX??0UWovXf%R$FZ8AF97Nj46MKu%4O%CCyYvU)u>UZn_TT#ikd7MmL{eZ@Yo9
z$HKw>_qSL3uN;;Kh#T1k3%?OBzUBO_M2bdcH!%POXv56d{U&u=6WO;I-EMIu`g_;_
zoHsoxq7&3S|NMiVXvnAHqxZ_MvX3cTNLmxo_03Xtg0!MsB1N<Y-Rr(tVl(M;p}4x7
zXubw#S-U88&ogkQvwU>Z6E1_`u@=b6i%M?)uJhk}?iNZOi{^);E5NE<^7sOJW`^40
z>l?>2j3aa-!q*$mWxVEDu5_o@&`}1LEtZyI%${WR?aZXVTpD<^Z{#DmB5WWM^XC-R
zbkhP`lxq6%xY0=^=AKsQp5&Ch_NW&sPAej-q?=Rr;V2him9<k${0zrY?T3+|BPiKP
z1Gby>|0w&*xHz8Y3lvUBg1g(|5+HbRSTqov;O-XOC0Jl_cXxLU?(XjH?k)?<-S7WC
z_x<mAHM=|8^O@<c>8h?ibq-A5i4ly$xNrmq5)m{Xte3|cRTa}Myc_>2PVCPgEf7??
z%n38*{~y(@obLPBqm`y~@j_FFW+QTH^oLG#28`Iz1fysLB37HulgacI`8z{~@8XA)
zQRt?WGl{<cWu%K|qjTgc>qv+{ubdL3-e-q=nS=)#0^@Kh=Oa>xOr}oI?yD`k)z9^R
zPy-uw9-<6IMcrcY(BN?pr>Gf`I+IkkD5V`Ed8dw$6l*hkb%4JQ^DpL4gl1xSw^#`X
zv{qANS5|Zr#I?#}dxQrylWF)VKlv|(MwbsoOI}Dmm^Msv|KjbE3Le!U<P?Td7}kg&
z!o``XYf%+-;FVM{#?C%@l@Cb=%P|$gKk>k(8QxrJsNE}-TKh+E3X29><buqq5f&(@
z9F1|>lXZOiW;9<n20^zzY4wtm+Q8L`Qj`0q6BpEnyN9mP%JNMMTk4+mTnieaY}4ut
zIl$b{tZ}B&qrWlRs+<pZ*IlDFR-2Z#j6Lf;7T;QviWs376zkwMKdH$2ivuoRW(^;N
zum$a&66?IFj)(_MSLtfjLw0W(HOe{@U3(Pb)a9S1KVMRJTK%8YDS#EoNUnYCAARsH
z_bIFLVJ~dy>QLj98q6wM!xF$G6eeIYXM%4(&i?r1{3#@HXz2t+xX{?DK=}y=a>pC(
zE!Hi~FN=sfRThV?_Djo_8a>H$Rf)|dAS7|>e+#rOiod)rCnKl>%#Dl5H@8c86+SOU
z%gSH>-dAs8@I`o{e59iFY5cXkBn@xJ-oFoCNr6qZ@(bLg;M_^c<XQ@gDYqYKrq{(4
zd2koCk5IKkTmCS1B-}rU<uIDBNt=%qds}v$UkzIY@vJ(o8$dC5MVlb^wxQBy{34SW
zFC=j<t6)t`)s(J1^Kxbwhg|EEO|tahMAx4F>@zvfD!UksEKHgu*;|^%^D{G_|MQ%<
z$jOHlX9e9s<GLBD=4x2^P>bsm=Er(J_a}B{3dk*s+iEcSiACs96kqPYRDkG8>eaNn
zJF<vQ{o%|@V$Sl7EYAqDLVTxh-s>?Q#(RO(bC!90=NXUFRaUI<<|LVOB!=-Mr(7+@
zDG6o#5eem2Ys?y9ZR?n-RhkObddV|+NWNq6yXrhm2{@4x)lgfG9?Ewb*atiRCXlvA
zW$-e5J7t_y?{r1%;-1^Xq;*_98i}bbH!~3`#x~3XZ28$Mfv3_fOqmx&BkkP^`jM7r
zZ*g9>0(>d5TxxXspnGwUb2p8KRDIWoU;nqW&_#i1{y|pz{O_GaF38!Qo>$-JMvyn^
zX&K|HK_zmYnI?gZwULl77slB;iY9GpreVn(Yr%1d<sN3I6Vc2sxP$-ov&Z0<9g}|3
zorejU;NkMV8Fm7TkK(cqLXKnF_vLTDcx->|8zw>l`Hc$|ARl4a{WZy_xn`xZVmN`x
z3<%@<p7Fq75|nP>a!IJId?<BpL&Gn54Dp*lTnX+~(Iu}r2ix~UQtp%OtOv9gk}_7d
zWV(as0z$U<1q%}wL*t=}p14<wwia&9Rl#<5%<IwCZsBX6z062@$Lh8j&Cedm$H{`K
zf}5}QSSf-IPlcpa2AgbbK6eUPf)E!8hOMgKs3jaxl>wkYo!Lx@vI+9hYCAJSrLHU*
zD){iR<v2Em=~mFo=1)68zNm`%N;qlZTehzQAEA|d!IQ;ZJ?)Y*U3$(H#CkT;eH)V^
z*R>RU?jC6DefjYQ$G(FWzN(zKK1L*+&$zhOZ2?N1$Ui)MwCX)#&qA%+=DigECgCti
zm~qy*Di{eAM3)zRCk?LKOR`k|cR?>_?T&Q*DgLF?jXmSp=aFQjmrL@YNdrmVXg@LS
zCl8l~Mn`il02`XNH7`f8nD^b;N=4UW=qpMz+`fFAhk;O07#$GaoXjo2dfSrr3>Zm1
zy`E<$Rvq)p!cK4iJoZy3(t_p|ofZc4_cz4yUxDha0E=+epRIefaOvk$voh1DaVcaB
z(Bg6Vz72UvzJE%#L2&b{IWKN1y)@V=y~31O#fiwF^}XnVmVJVB-94KZK(($c2OUWr
zG%9J`(Zz%@j4a*A03ZH2#HUt#wcx&R#Ix6UK2W_}n%GDqCVy{>>KEJ#@4nBk$J&by
z^EH(Pqcj5YT1$fsUqp%<d2*ASjo7Z|hffSFnS>7Inc1@(6W>X#!iZ>M@@VP)<FcO~
z7j!MhgdP!wwI5e3tGcJBG5ATMc<TMzF4kKIjT?6<zJFIfWyiyN@K1@w+^2Y6Z*@({
zT5oZlZOJ^Xvs|oX6?AlTWHp;0u22&Zfw_Gg$eM&fps^ZrC=Lk;L5LHmE-ZwFezNeX
ztFHbF1(qK^s=QS)k_!m5FE2tXzvn6sZzC`W_xxwo6zAA*GCN-IGkA}H(`MH#(oYvf
zNZcLI0RMW|1%k83BS~^BbaU$x4-7wBD2(_4GhLEFO)H)^PBl<Yj*+h$Bon-gSeoX=
zo%BmLsK<hUn4^-s+a16t#vP|tqU)_o&3l~u&$R}VvbnbM_jUMHaV~14$Zny2Clpgi
zvvet>N+9Qa`?tstgk6M+JpB7aBwa;=pZpQ1r5+-OyT<0!fKA>kRmvo40;u~PX6dLt
z>m{kLy*pxL^b89NzjJL@Aje}s{n)Ok78Xgb5!1x2sT8pi2#bsnQh%|WIXGyP^71JR
zI|X@yIPHQkUr~9mPk1J;>_+s{r{udMztXgkFVZT={UY_UTVq~?T+amf{I>!jW7ZK*
zO*ATtpWI1vV;E)Q;+$2AEzP^gIxaXZEzE~LH}J<uW6)NK+IF-|1h=WU?%+Rv->+!1
z57L68ASe8OQkP@Dd+i7<>G}%#Ef0l=gUw=dbhThH&&*hhnMvATQBM@vxi9C{;nbj5
z)8_^^5eYyv?$>?%JA$6<-x#{mutwGdl?`HnnyP`_Fze^~^0L%^;m_uIySf!W;JQVC
zOv<IBb~UxI2J*ul_QmC~F$PV~n|!{K&_H=<T0cfe8V--X6a(@d5RVD?(91YSy4G|X
zo)R&MM<4(AEoqUmr8H5gD&pQQri>&rw*Imjsz1r)0r|hkIi7qdIcRip8a0w`rQ1>j
za4u9ijk>o63DMq+9PHgEbS7Y$U!YLl{QxH$sjSBS2cKRw$sk!hT=4wdUS!|I);u_*
zuyD!LsP}i$IQN-D08{JO(_j(!|DL^xnFMvtIw{K(kMAmTl4*ocy*2;1BwRn+nb0Fo
zkn4DOd(ze}3IiE`Gao4acLaZ1gWMOxSKL!O>GvI+28v%q6Ic|w`#$)n<XLpsRMhc?
zRT4CE#GU-8Xd9Mqt*X7qA&$<$r^+DUf#b@DDrD7{U8vSyp^kmV-}hR1-}#4xA?9Y(
zb~DK2a>8Oi?$JceNRwZ8ejXQ)7ns9Tg&rU=DWDUG$6@SN<4!=BS^_5m#e)aG%^l`L
zk=S$j7J^S+s%(`5U3IRs^^<M7Cq15W#Ys{z&R}5McPOmeOuHS5g<K$9)VjY2$BaBh
z5NDkFSVoJ2Bv!edti{^lJK0;HX}vl1i`r7pvBUQX1{#qoJv?xi+|+VGX~SJ2{+bOW
zT|YM|E0yVb%QA|n)IQkTH%V=$Q4#J-_dShHllYXj5r>EWhv#lswKN+iH!46agh^*8
zQH<NxmgJytB7T@%mI)r5Cv;po;pM)HNIj^|81r{iFX-r|F408fBA537bSwI^Hxu4I
ztsy$i)cmSNS|-z~WQ}63GC8~!51jObRxVkxP8eI3n;5HQ$64PJvCb_($!9)B3gJ6;
zU|^j+7MJ5TB9*ZW&1*{tz}w52^nR^NRL~Ci>3H$y$e2mQp}vJA_NPLklz_P+d6@)a
z2}8tI%>tXL4fEEnV!gOed8P1IiND$OK@4RIL9oc|zn7C!)G=m!{+)D*K}*1ho%Lz{
z1oA3eBCR=-&6k1}stf1lNYDDX<8%vYdQ<KkoD_$}uIC^M>g)f86V}+r<otpN(-=r_
z7JGCkM-i1e@;;j>ejo8s43%RXGwqJgQoEm%4cI$fjO{Lm4M*lQOdl>+NFpzTfv)*}
z@v8*p5>7;Pq+uapSWt>oM~-vIa?+J)x4xRyONPoe%)G!J6f`FaaUPa702l$qR`jOE
zL(q!X@59-wHWX=c+>7kV^)?de9k1$M72pvgC+P0I=Hp5jbOOEQ?%3CvsJ}?;IV2#T
zn~dd|hKe_TimR_u(jS#SrRh!7q~lX{Z;XPwsJt9B{$S<FqY=hp*(50U?W~(ol!!0A
zBQuAo_uk3LqKYrt{`z3`$>vR#SP!c7w^C}x7d>*4g16k1r-GJxI>s;R|Dw6&B-8Qd
znf3W7KbHKmgxB0$sN!G8aptynqFZuKhr!z~(=Ti1PEY1=2ow1hOa96?ZQBG^ir&t3
zzF%81xmeini74jAKb!4@C9utLZOMqR@_PI>gCN?W?_Ml!2Sez~k2#9lQT{w@uyn?C
z5jsrTp(#-vl-k00C98emiioI&0;OaBxG9$EpwTa5XBCiaAk+?I)Ce~Th(9~9Z5x>8
zQ$|MIEmnTQQ%ZMN&((#ClA21P1Z)1yz;_iq4nEQtS<G%&INCRwc)cjCDH+!`9<$o;
zj@OIOI^M@GUlLkOg#xBs_rJayAn<zF#oICutjqJU5zP_lf&8%deb!{2-RGMUR3p1X
zWoRnoV7&xERQs#3tbXFpDf>sp@5sPZtJ-}+%04`bIaU8HQ%+DF=P<Szrj({loM{mG
zi}b#wf`{b-jaSL<xH+y*f@2kdY4w4!Y@A{eW?1RJ5I!4^$kYFzP59<5KQBBnYaPp!
zdgkC4s1s=`4!7w~nR+CAZFpAO`Q?@m;lXl7I5JRYqGD#ocSd4$=MDvh)Qd9Do%GG}
zdk1(QH}d^Eyn(L^<KuLyW6}U5xi|+D)PHnVk|*em5qLBiUnP8AK0UhV_nh(XlM1KK
zxPhOBpN`Y&(}A@gT_bW<5XFnqepn5HSfIQp0YUx^)IbGv=Sb@44;cyHSo4T8lxr=3
zqisJD#?cVbEf{P%1R+TO0S~@&1_)Aoge4}R*Mjm;+e3M%pJ`1mdX7FYUPk?azGhUS
z611rA(b}PMgu)o_fj(1@>J^f(%<SpSYQ;>V+T^@o3(``;EvoKy(iVz8zmf_UvlaO6
zEG+w9FDxkii!y={UX<F+G!l>(LpJA|%w}J&#b4^43&*FQY<d}q^#q=5$4Tc8quo!~
z`t}5%g`hl92NaZ@hynjq7v4<=%5)(O|16;YG`zC7+_|q2CdpT&G-g!bkP8QZu9a`i
zJ1|5(o!h@?wmk3y)m^*hb|Sd0*H=!tJ8a;4{D}Wu5Re#0y&GNfcjeJ{biT{hdU3Ts
z!b*|}nM)S?`6*(fV^otPWM}8jeESOTr<mWUPyqjx3`VMcI);#!N=O9pxZOI|dKf&`
zo@P9{uJDcP@|`Q|a2bxXx!LhyEQOuj>~PJItA6O{@Np(|`_jZ_GaPw4^Xb;Av<9lZ
zoU6n)Y9DL6kkPMJHnDZpSe2bO{HaI0Z3%G^HM~1PPkgbnZ4D=xtq?2H%CmnBS2W}5
zaG!YhVb_s_Ia9<Cfd<WVx1(^tLFN!qP3F*kmjISE<K8O;@vk#8O(FX?WQl{vy=qau
zfeYkSTBGJ$BjpfkR%%DS&q09Hcg9sTrl(uQh8k2RlN=?6#=+?A?Kgb{akTNX=3S|%
zUv!E02nVDNySBf_-YEUfh<<PSmdu!Kbj)Hc3yW%(8N4l;Ymde<vH*{-ofOQF0+&Vu
zWNJ6tzfm($CmHI;d&JfKzr~U=IXIB7@jl5dpMh#>4?;^(f{@_t-XL}a+x!z9A)yb(
zYy@#vjqbOm`2_{`8-o-1n27B9U(TZE3Ha+<|NX;WSXi)Q<sp`}bLG;F#taQz8b9j>
z!KEZo$4l)NE$}0nn3&+MQb+qs^q!tnD}Rac)O8@+wl9_r^(3Z=JPA*ZddM}hWET73
zW^`QWsGw?r4rT+Z=f%W5c8&I;ItreQw`Fxcd^i0j5O^*fNY*v@k>~j=P>dW)m>iFN
z*jse)vS&YSd8u=o<H*9|q{_ZFi4Bf<%=qXia;cZ@Xp2cSzleBr*D+^qj;s)8wTd-J
zF`3!skiXx%W7)@qd__9a6csbR_@BBHE8cGt`tXG$o+^b?meZ<lZP+_Qo*yMLi+S#i
zVN-cRuZbn1T?`$~`gBLc;3ViM00ruq%J2o1u&j_Xaq0s_*fuJWvETg<=S^g^ee29U
zeU?0K%u6AX4{5H@S|60m$UDfq)ob*xP=SnBeTHgrISz0<uSX6_KCucO5ZP(q$Wp`n
zl1w<i9h*ThEPHN2KcAUMD6~EG3v<W^z0<7V?+cq4WwW8I$Er*lD0X78iV@F}U)-3p
z4M5NCh9oa7^ji!#+1gqlfQAY8FZB@6uL1dSitw0aLx<lOnn*v)8L+ptOui_gm=?#Q
zl*`l8`L#x%0BblJ7Ijpl_-SL<RLo@DwQRy3r4cby=tRt7KGQ1CKPjn10OStf#1X!f
zadw&AQz+{+N0vTW+IhQTD@7E!5ov|=nvGMK*E&Xn_hAmambV4BZ#K-8bvgq^q}9k#
z5&we!Nq*(KF?;Ji30j|xkHO@VQNd+_+t5Pld#Y?fRw?e+X9a(mr^WeV*Vxcam2yq<
zK&$d4uDquph|+>Oz1(W+w>7Ah7v(@1Hz!FUuu|lfneax<8>zD%>6iOHEd6d(_x-wh
zp@qS;s;ce{pR5a0t=Yoy)>rMpD3N&%Rk+;j4{ma4!85%mykuEw#B*0aHDWrM^DDH3
zw6qar1KnqwH%4r?<&B%llePs^14Y^=UKbhtX&CS{{t!r^kp>XOY`-vmWv+eGrw3ie
zYS<C;qCe`n6SdrgzDTLG)H=)&5-Zd6{j|C+sf|7cal)`RC@1A1a<~m=qpg*HN&d!;
zS_#Ql%;l0G{aRj*L5FT6tb)*|s(RIcyXDtFC|DN%G`C0M+$UvyE!iA`T+e||VPNu9
zoWA7yL1}Nm=iP{-5!qRJZjMC~FDvymgHBc$Za4k>+FKR4BGqrsjALMJKtOM4ab5Ze
z{AJW5<@pL7o@G6sV(?)H@vbg`b^cg}Zs9mOXPQESbV+JPO_dt%&-%Tir_zn|Wz&*@
zr})PesUOhG7|CX!5^Dh3z+|MEB1AHeEU0JJ%=8k1e2#$V`blm)zHbu@!qMs<d}7cY
z9mBTCtA%~|H1gii$)_JhF&KIooZq4o(ByqT%&y72<m_#~MVD3e#g;d$p?QMEdhmHH
z;ix2;MZWe7NG+i1CLWz<|AQx4;Cx!@Lv_LAL)WVQl)|{d%qSMGU<+rlfa-0xmzlLu
zTi>6bOF`3|Tk*3`dAqE%q?^Ud`558H4;jV2A{xsUfE0CRoYb~??9ZPYX^?O#pJq)h
zN_BHcf$>GCEk?BsdAzYrlM{-Kv$uvI*XMFQc#i8)_B-$Asb5W<f`|!=ciueQA9QDF
zbN8Za^jruz(T96C11oc3V7%@bbxNA`X!@kAt|fnvYcAu1`*}O>YBreVIInG68K0>w
zEyXZ8l{H{O5^&nezsLkMd-XBfKMlPm5N)*vW=w{lY7cobStd_<EixI>V;>wX!tYCb
zE60#IkcioS#ot1bJjI>TNG9FHUf#Ve_4Hp2o?a36uQ*|&DY^XN^`&!?{+3{qU$`eS
zC{u*4Ln$FA0EN$c##ysmIUzepK~qom(BRR^;#TS5CIWt=`U6gqZT8NNvs(vguX5<<
zd*pf0mMtDj!;}7t$br{zPTtj%K6d<~P2SE9$4|evZ9XFkDO3`Zmz+Y8kkZx1@Rj0{
zazlEpR7hJ%c>>9|4S!s%gS^)n*?65M)J+6R0)VmgOUScV7~`f;LP{7oi_vfc??MoE
zQ?ll3XYAkF+eI?#gP^WuEQRX#WP6J21RQ=NJ&}n-FO(2-+#&TA1cS7LJbnnx2(xz3
zV-RHueI`$u27w5d&nIV7CPm=lsNEL6C(S_ajs?ufsqvEo%<U~N0b7!d`06a**5fhv
z-kTe|%P;G#=LNep0M~lCSB^GpktvFbHt{E~EfS2t(p<%Ofg$lKo;dx}^GGjBK?84}
z-{Yuakv@R-Lmz(zA|H`0_6&4jIcbNFx7C}#1mlK3UgMa=LP6S4n;js7Cfr|vsefM9
zgWEZ}#SKf-Iwh)Bn(Nn}ZQj=tuy1?jYb7r`o@5rI>AC4U>l6E%9Z|ty6+17P%KOmd
zsgn?d^zNBkxyUSMM-}sIrCuLG<49SirnJ#e-{03mA$D{Ks~8Y9hSGcQ*c%jZw#G7_
zAG;BWNd3Zpvi5<YY1wWP#ddkw&`_A1ovR)zthyuo9<KL3M4A*E8>;$!Y0h8is;rzH
zB{QP@gWbQ4>y1DIC)%Q6oO^{f{L!UviLcqbDmojK@wtpGG$r)6ty{InMI)x;7B%kH
zsE|t}!S3&<dX0jouRNr?ZN$;q1>HS&hHbm+WV>#p5_c^xACP9ku42nzuJ`Ac;&noC
z#>YElGVu@mmK+I=wy1vO$6=3N;<9-hC6m1YA#0!9Bm<JMx=CE{7sn9n9}!uv9XK~E
zFTy===*L<!qOQp&qCDl<33_zUJx)F<B{0wY2;6VHT|P~#JMB$YI=+fUU@iJYgqG^X
z0XJRg@VyQzN35bZH|_bSQYq_-P~dtAwH*f1RuMW|2p86*nPGI6KxUmC_xmS7i8g0G
zxbt(WBXipBkvl`>6APA}xcYY1#@ZC`<oR%&!?yF?zx4#v$qrm-mruNGA*M)*NGb1&
ztoOPkFRfpb#YU|XaP<nXSsWJ?TvutDO-U?m!_aP#FvxLpD%8X83--tUT;qJ<6YR)R
z>pIf`y0Vd=Z6+~HtI@F6c^M8$OOGVih?IWDouAWp{LSOwq=~GMJbL9@MQL<-ZryK1
zY8-zA{tG}dvN;8lsc*t<JgBE>_|ZMyTt`NIT7~=lW9%Jzf{yepW8aFjSdtXG)@y6P
z8qRYt9v*A8neyRL*~u=6az-a`U+s43I$IDO>sAY~ZI5DXTJ3MD7Z7Qh1o68gdY)K8
zZ|*41PX;9;CpXb>S1CBxwm;lo*4uH8j*Y_fW=HJE3O@UwB5>FWu3*)4Qsse)h+{So
zzX@jb4&YL%w-3IiBQtA}AMp217}Uv|lC5ZUD;Lw3EEr5LTjeK|va~RIv@2Hhrq62N
zqwjo>4}kxoqFLS%A2#N|p=&ej)nsHyq}E3wZ-)9T-ZE1CDh^~24c?$7mIfth2lM>0
znx9*~<_UI5%1OyczDHQRiB`=SIAYlq6*I8_xNI`_`^gQ=tB$YOnry}W1UKFRODf;6
zj;+9ed*HDYYVP`;xoO#>B-hRI!#!|V&KOk0zxQ-!$e9mg`NZJQos!qLkZ<^H&Ii_!
zKpVq@ZCyK%x6@6#3iPubl?jUg*~w0)3Z#GqmHH93FzP2(2d3!wRy>AQv!sH%mit(B
z(AnLYc^k-UY)HSYyWx&VaTw~^Oul;W<!3FaKMqc^T^?5P1Q19^8iHq%c#PKlb7Q6Q
z%@QaWlHS%cz-Qz_Xlel(`&}WTA{e*h?oP<gBFe?=i5JbEOzLrKyq1F)!qZ(*b(z@4
z0JDMaf{)<UvHI>z!~?RK93+jU2MPKepfPFikrlJ4ZXo;@Rha^i!rScZxD!h*qhaB@
zZ{)U3u*H64!D^+5M!}D>FsuHIn5=hLX09&>-b28jAZ3$e3|G|E!+YVsNsJD62z`ht
z(bJ#|5q}au`}Oq>do<?e+3zr{YmKEpWEf$E$%0PyJJRDAbyt|YoUUTZ#gvH`vWCuA
z#H|M;&07?XUDg+0AAY|$x>DsD1ylM7?3bf59q6xS9S0L_D!3SojFP*VT(~>gp8FM1
zYTNHAqCRAe4%FCY?ks$K?$}m9<aHZbz9eEg?zElq@j-XI0)o9n(H4rvfpH<`%wKNb
zKJH>Mp=agy9C22nY;vU!_ekf!ZgLU(ba`*0552uj_-}Lsucrs2eryOvtnRH9WXIpc
zoDBegD7n@H8$tMvuyCRj|AZOhsJP+0ZYs7XX$231)D|~I9uH7uW`?U8L+!TykVned
ztbTtpjE6HsTQf7cQr3SiApSbf5j=g$VJa9S?9U@`|7OP<mylCQI$>7#mR&Wo{SAkW
zc@|MHUtWX<^<MtyIAZDYk|k(4@722IOpIpL`#V@*a_HQ3%bK|-9S?>aLo+WyGJy$>
zu2r1n^*KuIcDoe4XHpo-n3|B>#6<wo<lE&zf<t>w^!@Dv2GA@+_oVaQtY04Bj#eLQ
zr#iYPecEzuH-BwHG9{)yPO@D=0LDaIeI(LGi|{rM-=I>>4OLl}hLMG}r}^e@uWoci
z(-+Vwaj`0{a-X7NZH6%CGZL>LzedKrB*M{_yk{(9B7hoLGSEd!edMKx-Y6gI@RV=n
zb$t@JdbBat(M`MlwQE|E7+8{qXXw)g<tRfGd!es>b>ck5;;Y`}Gd&b2WSdLxIMZeY
zN5KU@)cs&L+lhlNdDxJC_tS?*T0Nn56f1)6Fga@P=1VRP>V|`;j(b6r!@qm#pu-hE
zbV4?TItrNr?^pf-Sj~a=lSq1*AFq4MPHl2Lf;X5q|D7cf2()eBva&;rF&}e#)~oNp
zmS@BQ)n6ET?*zB@X$IFGmxGAMH$4g1RkH>kcqTP6^Z4AhcME(7#->x2{#>Er%AS~3
zg3LV8TRCC?QGKY9CL$%J!ZNfjoBTJeVlMosh_x&v_q;66?ivZWtyOzQ-COz-lh#zd
zvm3$d;+}pmzaTE^F8saPurp|%K9Neo#(ta4OA!D*KLhhAET8y7?I}vIwV3w|wztS`
zf##=yOM){~-LeB0T9wC(WiR=$$(zG&*oJa=Zyoz0oVfzX1G_kHZperDQIgc^Q|H^e
z*PGD>Qhcs$FP4Zc9&}T)TE2R-!y6^oKB%a_Q{TF7H;$n|Dnh4dn35?%h#aOW9Num9
zReu-FBAo0GSX1w%iY!u3Y;|vOLBW5ElW2k)My0e9$9Y+#knhQ)rO>gUNBT_-U4E)5
zu&0vVC4et*)iX(-bfMdd{G@-Enuuh2G?c3a5&=>HiUp!F@(Xa`+U|f2Im0n`Mr_O&
z6wMSWQQo2ZH~p(yG%$Ggw0&5nfI9ZW)0Y%8K))O7%=itYroj8XNk@<iWoA-#*4yl`
z5bX{;C~N%gMzVScG`7(cd5GeaaaazKPC0|v*FLZH4Y5#tW<_GE^%!EI{kHBHwJ!Q#
z!0<Wp^#G<7I+m(`Q^6o_wBv$JQQe{L2EiHh$B(U-RmC$qqZN&;`K??^7~gnWVY13Q
zyOlRjW_`i@oBqPS!8$Gxl6N5%Hc=*EB`D(aPmM=HjC57cs)ipAWl!?stqU!yq-ZyZ
z7%TvF@X%=WTBe+E@WS!jSmX}gwTD&<lMH9MYg0B9iwmjd-VGMlLAf`ByH>yu2u@fZ
zY<%dNsZh%<pCNOx<6ec#QJw+4Dav}EiI@xrM(UOzvVx!8mdR;1vq|sJ^0F{jF{)&M
z!509}E2nto$aJ}W$nK-P)vUsWH$F~4a@1p<5re!~{dLdGIG#E|VD)ua4CxyTv#Zuv
z#?5zz-j%xKnlq{fW)lAoq#k>FYWRIhVloCFW_Lb__@eM@@4=(6$!Di=e@A9@oXj;U
zX3y2+Hafl#`&#B4d_MRR72^o;OA5nw+%z@%;@G%pT#529GpGcm*I%`z3r@rDf6ZLF
zUR<>?)W;*GnXb!L4p0GKP_TDG)t5Lu2TiDYM-75gd{6<R>FQdq$CVqnAY?;c#W4WZ
zH2N%p{mf`~Z_e%V(gR<}v6E+R@`S%HwCBAu?%~D()n`JX8>q`(BSR*O>OKl)L4wq*
zi?uH5px&h0>T@v~)d-IIUg!(gB4xj$iqSwa+1Im#yT<EQk7H<>B{s-{Cl=6ZcpRBl
zj;gD_h)vna|B+dZ;GlzO_(Xq{!^vvfPv2InffVxRueC%h`lEd>$TLhz<>zFDkm^Tp
zb~xX$RW4Tv;gHJlpPen!U=2?KKpK>_un$ApN6yrGTccr9oGH}IO9YuO@!+CmR9mYk
zNHocz=KSbWU;E&L62K&Z@YRhM32Cr;cLWm)4(@c-)yiDYWC|iO)A8BSXc;`VUSiwH
zROw7NSpG&Qn!26f4o#-365$btO!h)<dAK>VR+;7S(Sw(876}A<mwF)BUsW{w_>J_D
zCZO*Us2BGi2RCt5V?ZMjy$0k-jZ^zv?8-4_NBj>DjkgC8D0l5T9e6Q2XZ3%QX4s<U
zJy1zAX60K-G4Wa?4@C}niWo8=kYqfKi>t+DFcRR?DiHfkB6bH65%DAr`IJoM^&2&2
zrFsp_?qJmW>bc{3TA7ZBoLpqTu{e+bBEqnTN0&m?k?x21&w9IC`NGlFptJhtB#mSO
zO4O2i-5bT61t74aar6kN=Q;I>UC@&-rP<_ZAFUzOpcQWcU&ql2{PXV2m}H6=_rU*E
ziqSN4SVXP>7Ne4l*t3~u?Owh|hFOU~U_Vd2pub6PHrW!;&p9^BBj3IP!>F^w>^w|f
zO!P%%=}%cSf@d7_NhV5lZ<0<sIc_rTD#~q*M2A#ZO5<&G-V8;Lt{+I}ZJWuUDCABG
zMG2t{RWAiSsO81z=AQT;n4Mrl@#6-X%fMg`N>J=VezpA1Gw0H6grEMld~OE$z?i9@
zu*`he#r4U~T%<ho01D_P5c)ox>)Y%qsq*h|Cuk;%EvUS3ZQ@6e67^LgJPU9Nfs}v>
z5Igz(L=)FhXi`@{VxhtC!1hmTs-TYjU*!Q}LoG$!z*j<mCVars&QTBX6_xSHKT{Qp
z*m^?kx#Aj??l-Z54otd^21l{<T4MH5DRe4y!+H=q#g8@l7v^<GbQm+UCLhiaN&e!F
zn7{E!hS}q0Xw&dsZQ-cmhm7iyQgl6DE5`5w0@;jT#hzpGhEm$MVlID6`P2~i*Ykd>
zq8I)+4T^w2wOZfG6(q~j$>Z>-bq|#Txm6$%Sv6;wi{0^bw%`YF@E!m`Vu)>&`#^X_
zkv(U7zr#Z;0{5~?+N}=XHVQpvMPL==CEZq)ZJtV?NZxNM>?k{!rz?{^Ou$?|y52Iv
zG{~pe=Tg9y@YZ(vVf`oRV@(Qjzu>V+GAD*eJF+CmD0`eex;vY+_K<6cj4hh{bQG3A
zd-D(InQJe&W>X#j#t3bAH(r4IQO}|NOJ!sw7kbYqFJxuna12<MZB>^bTkGaHXIuvD
z>ZaPyq$=3C{~BO*7dVs2>IWHK#Bh`{Y1!uH^xX?|VSV8@R|uAT<;?c5@Cp8vBd47;
znUE1HsIjSJ=$hyEC@M{N>wEAZI`fWAGK*)b2B{iixV$v8OB#HRWidU$id7~|uTtEW
zP`eO%j=7QYjGn*3E^cIBE;97mGmMIo#au}B(<3~~7RqUWy>+<fjSjA1m;%`JzygwA
zKpylQ6Dp<Ee1E~xX^%Q*Iprn&dt)N;Cl=_8SVm^qa8xfR)rD>5v=TY0LAE~ykCwcb
z45rXhh}q`udztVqyq^;8L>t@%Wys&QPL}dLDYn0aAO~=8sB8Zk7$HM9tn&pJACH+p
z-H2q~fGg^n%ajB~zgm5ydd0WFr2TS0-?CO_7Hq6>ZYtq7dIr%Bxu8T5@`e`trQF0`
zTn<8Q<+7TL-5l&F=?uLGwyV)c-S1bUKwa^KvS2-$+q^|Q6z>!&Fu{vSW1~hV@k?2=
z9@E+bR-+z;cg+Mdf|v{`*OK4F8C`<2_wPLFPUF#+0=j(^@87v&BvlSi)TTgJ)|AO0
z{3;A&=jgI5Qh`FQa*UB7LIc%aLgAH44nH&wPw%Sc+0(<pa91E(TuxQ+lPN$|1urjK
zHHd`>V_|4LVgQr_yMfEc((xyt^s~DPFSn*fUXVf{8Wn1k=VT$LAkGD_?+$c{hehV(
z`eVO-^(QemVk-YaQLyX+Jb|Mc>)RGz+)^&z_b)%b0^P9DOshl8<zY503)*yo$ef%-
zrpnRCZtQ+M&wtiF<!jM}!xWUK1mt_;4E`g%oBtf#zMeD8Y#94?;WI&#JHI{GibMt3
z7+M*6Q$Q5G2|;F(gHIkF5yE`7x#NoNUQ`eKSG9|uh0bjWBld^jXRY4IKUjhh=Jl=$
z@=Nlo)8VTu2uZ0TTlDwes5c#(whJ9<gQ~$i9rX||C_NkNyY6}$oZz5bK+i1BgBY5#
zS7K^6)#JSe8_qOoM@Vfr@hh7tVXP0Ij?Z|7P7t}Hv&f_dsnGUzXnGmK(uON?{L7@V
z)J0`4dNVJ%+X5W=DR|pqlT{|5uf?0?4&kv=bNo(}-Al0eHZ1vbXZ~c;oL<}$L`?=t
zM%+Yz-pnJKkPsAJ&lkgQnb6;yqo4)~D0pcWrs`8w+jS0Ie$AiW^3#mCl%;<VKmhHr
zVIMoGt1FKDBW1!gNK3QqeJ!SjbR|>GbVx;zu6+Z82DeSPw6M*cp6Dykn=Jq<U&WSI
zM~E(7f?oL*en&i112M@T>K}TFhQAzPXH8HEwV$5<m4pp31z1r(<rL7G=3^V`YGS-n
z!;GQ1^xL`Ka*wbG!tJS9vfhd_Ih581+eL5bPYN}imVGQ_7zTEH)N6(h`U9(flVJ6a
zPw}%Ylr=7hdv_PN^8YeDFn}1nirz5>o}m(`KadOsO~Ur*_@E24i&#^M)@TOV`v~Y)
zI%6+qw})XDy>N+22L;kfo2gl_?2F(!l+|CwBVLJDQx^Vc(z<|i<=ZQBPWI~j&`b|l
zSqiPGs*o4`mZNF3fY$l%wtLX^7Tp<`a1JLZA@g9%U7V#+(La=?@pWdd>xVIj=|PeB
z@(4~X5{{cAfa8|z%W~@+lpsWL&(awlFYKy4h)DZ%VNCP(nN_l)JHP_R#Vt7s&Vljy
zEoxuNG(E<6t-%oE!M%ktKCkC?^rB&C(VUg9z~)<UO;yCPdNtbx2;SB+JwB>9?DrKW
z!c}Dy$ey(LAHF-^Y7-jolf#3sQZOAWn?E;sC)7C})<)-1)d<j`qFSK3di4j~In>9H
zgsSj{^Q8`GpMI?|DAi6UBn(W1MId5^<)gUx4LHyn>GsD$LqGZ29rXs9j>r>PgyQ`6
zpxtyU2D{qPiVUZR0&4A`SN>BXY4u;P!YSRIBPC0z7a8_UE9#*{@#{Rv8Q?TP;-mbe
z7}E=2obF<GpN10Q8x>e>)vGDXK+?-YB~Ta`HR=PJ#ni`Z1o3NGz(9s)m-c8MmyR(v
zM=_5kFQK5dx0wSgdsO>O`8DlVG^81D{wOT)nCDYg{`cQmPx-Tdvcy(g6L;p2#=}?M
zJBkE>QIi8{v@;6%Gu?XRJ!hzy_?8aU3qRrdqI5Z@gg3>V6lg&?sId5_TVOMotLJ{J
zHg|r&4|+xhQ3?6*`m6l+ZRUUC-UigB-+(LVryKk*7k^f%Lp;Q5F05bFA6xk%E^hmS
z1Xvw=*vH-_%RS~KJWhQcPr!nyI#AM=S??ic6@!6;v?01m@l|~|;>^`g7cZ0XnQFi1
zfIQWA8#ivodupt3x;>uOHTSb}V_uo@+g_s4dfNTOJyb!=tAQ<S33zMwLB%tU^x@7|
zyC?@CtD>}|oD1DeU&lOYQ=i|_Zoyl1CT7<IbDIjvs^e7Ho*W(Q11Q!e8{TMoP*!c*
zI$rqN!R@LRg3~VOejq~?SzdN15B%`a*6z;(pfmEtNyPkR<6v7x$dlc@ivP=!;p3g$
zQK9?-tBE?2nG1jBgt3=j8Zul^Ain2jHs>QkXCdbk)s0v0Da|I=o|@rl1q=;F#9K!<
ziJr?Lq{DYwG@lQV{(JJXG@`@EocU>9R}R`r*Lq}zGzm6F=bf9%AY7y4kG0dBWFION
zESC+@;#OqANEC@iQ&ibm=2&mCO>jEfQP6e{&6_?8m$D`6MYS(730wM~JQFWLex}~l
z=2|a1s)+MXwqH;qP=Z<^*^eMYBLF|*9#F}<BWle7h5uX(e|j2aHuKi9mJQjq%JyAB
z69kAvvaRl=wf4yp2FKVWFBD+_zJDZedq;&PXT95svq*LFxt~0%yLpG7_<ov3*ip0_
zcsnI*&uyXqb7CVw;)@IY6&6&50pH8ll9R0+kpf2XoB;;{OI~WgzSojf0s4>_Cz+)L
ze+5@MZ_ieoM)^=X;SNPmN@o#ekv0gPnFlq}LPHRDMq1`2TPn=nBNiIc7Qp;_Ox&I0
ztC*U}rr&|A_T#tnl|bGs1=ma<85^T;>~}%-<F5|SokvNoM{hSxc22v+BYi_tMLc{G
zRlun99;tsQ&fVJy%=lx|`!tSsvM!O3qu^<;4mUnb_Q9H<WuIg)F;L4M)z%Z@(M$ZM
zOB?R7{7QCvg=%x=#-ALT?$9p(r|N#Q_ES&f6F=sko-zQb?sI`~Ak=SdSexu%k;n&M
z8fk6S=_#@pN>hZ=*UQ9Ct1*Ap*XFt{{n?v(`pAe^OZ33_DK+IxOCJgyEr2@sAvaH+
zIZytL`6!7u5EJ3<X7qNyK3w1ZUH|KowhVX4Cf_~M&Ke&_i1(KJ<(=)g{ALt#uNhd0
z)$lX}7QlZQW&hH*Q#c1rMg$sI-`)0-zC3p;MS^M~#?Xx0n--0|@y*x-sj!Xi<Y8}n
zQQuy#!qH6c9xN3tp(0*PnP0yu868x54AK3{vHlA{l|6@t&Td_B0V>t#m~}%EpFXAR
z#oM3S<mM}e+2lly2}t&2?>8U&bwlihde`E0Y>eS7U5*b6>1Z5hmwxWP?cUV6?XrWK
ze|yqSyg@k@<ljhc_&@@CixKDK^=`IbmPJ)L&+-IA3@?-#U7KSRLodDMMMD(FsbB?G
zHvn};J>&;dA1Ot-n6cwaS#N_{hv-yutg`{A<G~h3L9g^i1j@YOdLCE=0rO|T1+B<S
zng){#B`C6RWxKAzmBnxv2V2EF`Eyd0E?R$62k~jVcg_%VsbTDs10wx2=U76?+TjJo
z;YCo!Vh)tGJ<F}DiFD)KKjpFp4HbW_l|Xg!D8T)cd8fB|5S?(#e_a|bTMO=D?{0gt
zQOx@nbzGkWCj4rH-Qc!u5LY^2jGjGlJ7}~V`I1Pm={oGO)!+bb4ejuE`1a&yvQDu8
zg0xEVqGCepG@hL+F8N*^!Oen0`Uo)8njaIjjZ3-MT(-=DDzaP+E|fZhWSM(MJ2Q=A
z-_p<ff{`5uhH)mz`KNj`BSMaqjRp>gP*^kE1-37g&BDZB@mF_lqz70tN;0yz3wxKy
zui^ND0j1NNQ@BALEcK$j56<|V7l}0hxnP!t-r@7B<p!~Eb%*+HR6V3_ZX|Hgb~^|<
zVMY)T?Zhal2Q-Xl*t<!Rg1lKG>FCNh+-$q`hK7`Cd9Pf%7E%OKz;oB5$KS(WPL$uk
zYDJ_*kT*jozA@t24eh|9HjS)mMrcw`*oB+FObH~<0*Ioj#CB~buiVS)TA%|YgYj#3
z#b|E5p2`FWnG0Flg3xY8=aOqUgf}|`P$y5Urhp;m1P>tG%YGg9NXwW9lof)tex$O&
z#{M=P*X!-nQ~3K|`j3adj!bXR5!kiJfF)wKNV6zbIbCix`kpg?u(Y10mT-s6Qflcw
zHW$#l@dmTz7NHfQST9gnvDQ_$OauR`pG530O+0&`!yXZpl$HIVuTQ2_a5;pr8{q+P
zz1;Yb#(5T}6B`$|eSSVp1r7*;;$wUQjm^w@H#bQMBLWdx=7ljocfQ_86Z5$s3wRJF
zG1KCFG%_;!k4><zua8BLh{FQ=76K(7?2%?}H+Fhc)AI^Ao-H!k8;Tj*#AMR`y8&VO
z@bSY3NikvNroTr==4}rvmP;L8V9I;`nBBe*EOCd}z5!@^LUz+JePfz*US~vkfqU$i
z`_mxNAk-8UWU8#j+FDF%YHIXjH29d%Am<mac$ar30s?}odlL}xaS?5g#CzZ4dur-D
zoLx;nix>?)Eea$_`;OFa$Y`~T7Vl46WMn4?apGIma47TOo9h6D`Mu_baTEA~+wI$W
zmljw=n2~LR^ivkj>u@v>!q~(J!S#&gv;VH`9xu$aK)(CdxK(E;V9RFgd4>C`db0>5
ze-rR_js{P!nl~qO)(ADRdVa40(s}i8|67~5bZfhZY6ovMlUAY-jhE?-LF|xWcAx4#
ziJUyum^UN}64>-df<`I4t!wsne_icQ(_+kQco1DkKh^cGLAA(-cX<P140g<Q4~z2c
zjkcTgDWCGs;?y@5r3gsFeXUSii}paJlSbLeqk3TffAU5#J$a}rKDeJ)qt3C!>LjwC
zdA*@68wYcr1D)IIvu?V%|Gl}hU!L|4DMjH<K65oK?K+EP+Wy2m0Nq*#=B;-#w$=OW
zKgYnY_gxZhA6)%{UmvPMejJPvZGC%<2r6S9xFS@d=<CD}8zLHzRD7q#(?XLlCUm7<
zc$b0QOhPA^tdeh9g5ZehZpjCR{i-6r!JOoEv&PK*G`@TKj&rC4gRbKk-S|L2VDX1?
z<&C$KEkA%v(<#04p)MCAWr)V;roSJxilVgdHHY9G2ag!`>LdvP4-`mtb7A9cVlF`Z
z%N^`y`R=zG*48jNv<0Eay>XxOW#~L-XZs3!1qM((qux<W-WpAEx!p_pBi-Pkr~LMW
zf9>4MeUuI^-EocV*m@_-)v3B!fIPo81h)*{K5kEZ!ce(l?_~R#DY3^v^2mhI>u#MD
zlXH67_R#w!NjR8);F9FQa1!HnQr<YD%Te$ONCJSRxcM062)dMhJ?*lE&;2Lyl+bMe
zpSxal4ZZLhyqMP8h!!{;Ibj_mU=w=3FqxuGju1lv|63kw^mEs!&WG7F%9R7OjTJNF
z;-gUWV@Yq5uczT(ueeB<ve9w{+#>1re~@Wj(fXWQdXQ_n#sAl1-zUkW25;B&=Y#OH
zsD@)9wlyKyXe9i9qvUrbQ{vx=@H36%%}GDlzJ2;e7cb$<&t2bd;sW^bHt-G`^^6Ry
z+As`ZH=AG?{!5>LnC1OK7k4H>CTSxnDJiaUSz1<hJ;8U$GVJY>1f}z5d7nt-2$L)=
zqhx2t8ck$mZw1oRhe|$yw}VKl9gEx*5|ojsBwgf17Atiyh>62{gV1)NkUAD=;J0tz
z`pT+0G_%em{%^hs5c!`DgxPf6*ds<Fv5zP8D<$(5d;9yWDz`RkO&^JfpakKZ5hZ`r
z2Emt|lWi;YmO)8+-UONzxc?~_DAhAjP{1r!zO~cB#?X5>tGsJA+C)IHdF+xwR4G+T
zMRMGBT}_?>zEt3tPLKTrwQ8qh#ecS&B#I^2$H&Lq9uMDcZf{fa`v&`0R#Ho-eqxe>
zA1|YFM1$B6qV_WLDaa&Y)46OnHecHQt9$vM9_B0d$h*q_B~6p5XlZvxnLCXk^09lw
z#Kiwm4gLS-Lm9<1^2_!|5`PhL)pB*;`_o1CMZx#i+hjghra1IRd7%p;Ow69wR)>A5
z!t&dE$v76PC6)>Q&aN&Y?PiBBVR*~~(0Mc2SU9%)==eCKDDzLKq>QIxi}Puq<KYA=
z4xA78oGU&tv1fD?iPZavJP!GIXXl1Xknw+h2*iLJAFR|Xi5z~4j~_qEsB{eWkBlH1
z4Mv*i7Dku47Dk`=I^%qng%;@;Kz}f9mlu4CcTX{tG?kE$7|Rq$a~D8n;_-Mm`+dEU
zKeP28;!=W~gX6wt<^Lod|Hs>aREc0g{*M*vf9v}A_YVw~H?_Gfh5U)*3XsNZ9l8Il
z;r}<fQdoa!pzKrs-`D?X%x6AlBl!IP)j}la`^Wz*<bO4&|MxazKm0cw|GDx1xuF!6
zP*>vzXoDW2go3}dfk}lGsjD!EAHmG>NAwms^mBjZEiC^Mq6m5kRXgK}kTn=W_EE|-
z)wLFH7TPq80#-B`4)i+Eku0|l%D-gAhgxp$SMFAL`SuYuV={1iTs?jZglXpBPYvs$
z<zZuJdcJMsXT;VLy_l#%^;fi90tdTWZffd(sS%je`pnQZ5~zn!Uh%Q!Z|8GJO4^!R
zdKx}KdCt|=ByNAMW)t6atK6^9imkojOLm9a&-He-`?itasw)Gu$2MPoPR*+eYm8?p
zp)bvKsg7Lo7R<CHx)S(v*4stj(t=h>aTPH-8;;<+K!XpCAM*d|wfy!)r0(?oMOGh}
zQRUzGP*GlyTn~Q#o~oJcf2l6Q_-~#!bM?@+Vrb;UhDmjzhA8&e{R%IJfDa3dds{d=
zXl;FM4YvEedZgb8j5&p(!#f}PRsRxo)_k5b|0qk{d9Fs^%>V;X7|uh5Zy}shRe6)2
zoSs^MN#MWG!Il++^Bfhjs!5k1NO!mC)P*Ino{l+uKrl26)6DdOy2PpLvpD!%Lht)6
z)lbUT<)0#8zcOssziD=ycXi;_OJ$l==Ky`jrrRDsP?6ZM6&e;np6gAtwkQdn6e2fm
z2KVp2^{EZ8UzKhdK#Y@M^$gs43zEmEaOC>Gse{*KrTadlRr4_W1+NWNJ3N`Wvz#Gr
zh|2scxlMuZO}NX0W$t%joE*jT*Jnu;sa+7+o;XI;YcPQOKdVXws@B)nznTz0&1}R+
zMqC`$)5|O6{k`ptsHvIvdKRwV<STAd@2|8`d9c{$3WhTWlE3mJ{GJ9`gIUPDDkvlE
zZ~AE|6KTi=ncnD|@=#lu(-g)LGv1PiJ2CZE$iFWB^Z^F~QOJi5T0#U4z2|H8&{h>`
ze1~`S=)odw{GXQ_UJ?e+SA(q4DpaX8PyM9+Ead%-j@MP+R^}=rUxkBxI1PFqU=Ht4
z)?$s&*T?JKd0c4$Px3=|n_}dv!*$$Y-X9ZrjIqx#lQlvLFW}o&IfMiE3RoeWJv0r(
z$v5;Zv|ntUZ)7q%uKcBbZw6jbf}O<{7hzH)tF+t!FG3@?ZVEw9w=Jr4w|BeFXj)tn
zytpPe3*I$(T*OFhZkAaw-OFiad{_I<-Zb&xms=)Lm7gDorQQDhpe5x_G`n5^Qi9sK
zh|6l9E%i<iBp4+T4x<biTy@X?#&m}qdPlqU{2H!fZ28>vOS4-Ktb)jW@^lLNqlKM#
z#Q+*XjT}0x@~UTl-<@8Di=>CVD%LE0itOjFQaWqfRv&Q`<mU8!4jFt%^F#J*oE##%
z*>kNp*g_c;$sEjUWhPePe*{f^io|)XzzW6DZS%$(A0m4U%#+3NIX_L`QlF?}luG?8
zkKS@iBu!@NLb7URY<IiwV>2XqxXFBD9md8C0sGnlg44Rz6vpdN_hj|GW8J!csgLP_
z2_?7}ZpuNLYTOHZ*NYwXM8pOAZS|8w*)D(cn!-1^VJ=;^U?i}w7(^r3-y4QpWhA9N
zVWN1e9d<bi`-eWLai6%6p!MOpRrj~`U?LNOsc+xm&`7!l2M-04e0wf=9{M6bUg6$?
z72HPN^^8lu!?(tdyk@;byrY;02tqxPpfum2*pu6pl0g;cJ}(nDvXJty_f`LLsM+*I
z()d;!G&0TZ-G)Z5Rbwi<3uSp2klx0&Vf6Q%uWpR1(5Rj_1IK|j(ie;gG5!j1`<`m6
z4hL+0Tv&x)Z^~?ZkW7ePr5woKSB1Q6%bjVN*O_5GJs?!LSnXB3`C}MO*$8%evvzF$
z{I}Adg=*8zhKK=vn(y8}l*rw8fegTGzf4WTYxigAjU<1^Wo*3V;+l_u16p67WaEF=
zYQ^<*cyG6FTiqEq$eXr8@%hul=kg6|$#%AD>P?IXw)}hY2d)+3Lm4cv5dKHenWh@M
z{Tk96n#jOe5r`)yx$6vm@ZlAg1g;M*2pejoZj<;Qp{tXM6ofBX5&O;+4qiXMRe7lQ
zBna08^VerIJ}|quqr^xw`pHi?djPB-ZlLJ}AUEzfr|p(k#lRt<Z}fG)o0#sC?|=XF
z0>mJ+{%6$WJ2+yd7u!`{mr3Xa{2zeL`txWp*RRVTw+*49;3*Skg2>`~?d$)I`4%7Q
zw709f<-6w}_*@2`!wN5P*lwg?mp1590UF;1=s{13NTNXojiNAuM^*>5z<6uAVte%&
zTXA95fs{8lsNN=Ir}cALPnLrE@Kxtf=BvZCtw+o%XcXVn7Ca=)Updd)F>=}gUHWwW
z6x+W!jDv?R1t@Nqd`|tt$eAfi(>pJ75%A7*fBf4)wmr|PItm>sZ--tz6Xd=QEe2ac
z5!=(-yyfG%UIJ47KfJw#Q(Is7?Ooj6-QA%$#VJ~##R=~2E};~MV8x3SFU36+cehd?
zxH|-QyZQd^{R8fucjnDZW-^dT&Q7w=S$jXv`YgG8VgL0mg}j|bo=)EHZx16OsBbUb
zcYchH^Zhgrj#5sn^a6hKG6%f!X&01JwN$ZoQ5djAP$wh$=c9Glg3%#QA@z|r<TUP)
zZb=j_$fNTY!+#5i1t1V0f1Ggn-*n$2lLx%@)L<@^;gxL75D&cIa*5+eikdE=eHNp(
zR1pfsMam2Qu0tcQL$jxctSn{X#3!folHZ~XyOyWEb=B?x-u>TS(f{`|-)|=VziEe5
z=FqRMaQ_d|A@vQZvT~6m;!;FN?qU6#kLdrk=J@|0R{nq0UYog@nWXv#1~65c=KB96
z`PTl^d!ui(jCBc&5VB5~hHvla;DZTtqd#6Tu6X}rk^jHbX{m3bh(Q?A1)BE^A|j-&
z?H9;bAthg8?(hAc@3#{nEv_`L_uDuUH~+NW1Xddyh6FiRC=+wOsmO<e%^v>cMLV4K
z_@6$m3fFmuz`HOL@t=t|di5>Pc=7#N`!m5m*_A6*M<E$|+WpW5wj|TPe?r(v{f)QD
zFjTK6i%Vp8r@82BG(K=l;bLhPj&a+$yma7;wx|;HhlPygEL|F)6_=jp@hnnJ^qj+J
zb7uhS`7ObTO{$nLXp#jfOc>3~s5{iH;#XmtmJ)94e?up9bl70QGXvIgJc@A~)r@?x
z=RF0&@~poU)|V2?e4(3<4EWhm<^L2ecsQV+Gdeo`k#2B{*d@BrRUSDWTi`qTxu=V0
zY&7N<IO51Z1vQRgnBJU9Z2i}PNTg@`(Glh@Id{vNnvrS#CBw5vxZFhMc`X8B!~Ho6
z*lMGLWY$fKQ~6D47K*rz7%&NwnF07#6|u`YH%F_&Jt#{<f*2P;EH#Vs+r#NMw}MO+
zc7YIm5VN<eBU}q6->xXQSS#zLy-hlH4*gbu_}@Wo@o&-)`-;ydfG})$K2MDh3Kz1R
zb#k}`oVCdARiZgzf~1ETHSGb@2G*LfwmLWJ7vykBlWAh&g6sXh;j9NN2OWpKyG!oR
zZZGG~O3TgPre~?jYdYiW!@7$2gfcQLz3oLWy~P>{V|bTG;7<Et-AAG<IJP=_Vtyal
zdvt~M8uCNF=!ZKKsf>Ghbpw2wiLD{ph6&)m^#Np^K0fl|Xf2pL*1KCyO|6(6#rRHF
zR!`>UpV4mFIFd`|WUP=H@#4<Qix8Fo;QbZ_Yki$xEedt0o*!~&Oh$uGfBtiN*0Em$
zx<(L6-M0$7Nokh$r*C-}Rp=J!>xKQ7Q0ZK7DmK5HYUZztCO{1sQP9WTh)p0Kbjj7o
zOfw08Q6OTSKic3RwlMjM@hCEywche4C)O)%{^V>Bylm;7<ZtRc%rk(_Pc3-jmvgoa
z!uA+D&2aF(XKy1#QAuTmxtBQbEfQJ;@|rUEx_B1m%+!7Gu+y~*r7Pqdvrs)da%Vb|
z1FJ`PVF?L*#1UZndcLk-Gv>?}aSvF)i|oBYAfHxA&-D)cv+nTYfLS@NW3R+?PXZv}
z#=k^AS*!P;AWbd&p_BXIr=1Z_gFu}A2fLeqbMHY<Y$vIMXwy;l!RlU*y*z4qiuOIH
zIJUfmafEkj1{pfvtg{9JsG@6WA*Y)@NxIRd!z(|lLTmKDKFCxbZ1*>741ck|P;h_)
za_APuj$`4|=?eR{hzJJ(^dohU9xrHT5>YTZ{ik0(4$6H6N~E&al?<CnAO;pTMO-M{
zSJzV>bHD;NisUdtQ3af-aOrkBU+1<YauzaM*0mUWK1LynYy5TK?J5j!)z!mzPk@SR
zdj{`H5vo8{Iqo{$Bf&E!Myll1%_nuke5LiZ=Q&mHTb05tE5lWa8VG4Eeo7-~d225g
zy^_mzKayCM&PG(MFjuL6@pighB1fy?Dv54Ni4g)zWx2g79~gj?YFk8hd>Din=26@?
z4@``rS61;(hXyl<vDW@Xs6zzg7*MHka`!@is}!x@;l|ZXEUvJ;0k-K_&*1jgf$S|q
z%N|hg+A#pb#_c9x+_2;bxlOkm)aCNoMz3C%>`F}ju}Nj5lVMoMsKP5gd^yThuGF-m
zxLu661O@n}IPVZ%HD?Ve=T`KI$Hvy3_fu!=LyTeQNA`Jz+*Ps<A%_9)WzAb@OgKjR
zkT70qd-6`BY#vr#&SO@nT}Q^BdUj9o+}_T)P;Y|I%|`p4y3?*hd6rQIo)TysKg!X7
zHGnAC2v5@Z_~Ac}99XA}KkkuS75vGtxX5#{T>rW+uNyf^fu@vw&6JwKIkq7wiR|Lq
zfn8Ta@;+jKbuEw-r<CVcM$c*00%ZLuP~fZrA4=yrsgnBY^X&@QdDa>EHSwd|&Sq?^
zV~mnth|nnaS}mk=J&IxTX|f{e-d|Qr6ST70wYBz7;nz$Hj-w;uR1l4cD`xm`AJXqi
z2`lHdxF^#A_w|}UMXv|D_w8bh->NbweA@51q0i4O<b7R=gpZuBgw>l9pKoa?Sh@`3
z9RauG#sm*g$MIky>gwUv^yt2`sgJr0`Hq3!qMcRTmbaAVLiB1W;)U@@%T%A!<KhfG
z0Vi~+W>s8mHoEikW}mImUbXcKikp!o=Y?R&H3J;@F6+-4HCnwqrEb-F>z9o~TV^fH
ztx@r9deI7K55wj2h4EpCV`6@EqXssu!A;n+HT!0+AIW0>iQSJy=>MA}c<F%D0r@pz
z6k;C0M%oc44qU*ay(k&UTjH~!VYe>SI4BXlVu=DpAYXdZg?wsJqdOV?Wvy`Bfiy};
zIc}U`TTvIv^3)ZS*vwRy44>m)k|Cg=AqCU3Zxz?UagnEbjJxMjEv!Rzn&HIwZ)|PX
zwAmT{!53GIDsBTvn;$NKH=ji~J(Zyv+-UxGuxI67BP_yzVp}0{o5;`B9M~o!H?I`I
zbgyL)@jjl|XMX;GJH_lr9D)SmH|93==r-f83c^=OTCn3&WJ~wH{g}$p!sXJc7d}%4
z+NZ9ICrV{l{?}DAeQ>^5;`E#Yb4{iZhc?rLTo1q1neREa29Q<nn9mGQ?yw5lZL{~)
zn{-BBYP*fOHM}cIEdDXZTSsRjeB_4S*)}lvdgRC5jU8ozUB}tC=)@_O9Fc=Axa2ol
z=VV4(7}OdJNmuoURc}Z1kwb}6O}(o_y6$Y~=JTd{cGZ|*byM)Q4B}G22v<vp1OY~f
zs-iks3>SN?li!tMA{Q|GYbf3%<Oy5R$^9&N8?ps)n}pCa^i>6M{wZxiVu6k9=3^>F
z%Qyf^XmO2(4Irg5cf#0@;Yuy6HH3YVMtsdoEnNM%V?BklkCNv}mWvp0(U*18C>dA0
z0UGuGG~*}z&!$BcJ=apy8^fy>D?DF%Of14odTukXa-`Z%z(cT%=n^ANvHbWPbgU)t
zSnY{uh`hf+?ZEK^X)x`85lX(ihshgsld!Vwd!j<e%egtB@5zr^2Y>`IFpygG0j6VG
z%^$99@rX7DU^*sOug-h@(@J~BRQnk&G_;20rq=HT%#&cYnoyztY`~)yy_xPg*Q3q3
zk`2nSAfksqt$jXqlaCPbFlpPbaT;IE4KH?LdcS1&{_eZw-#8i4i$;wX!FdE6x7X9>
zOyc{45;GSvpY_4sQ{f~n?TBa_b$!Wlfx=$cmyowzp4qlb{+)mH=gj=i)*342jwN)4
zM?v8~Hm7Td{Vc?Vztkee04DOwxVHNAP)&AXsH%*53_2cMv%XN|L3e1|OM__U9l?wY
z)B8WL_fIw7`bi5q7^(h**2=^l^k_^E>@xg{UxK{ams=a8CQ`%`$A2zCO-80}YrZ*y
zxszIfw^`C%pYaWE*VTXBcqn1a-!J%>3e#y9)KLTwIw&xT*SIU&xD#h$E&p2>2y2t?
zA_VPKuQ(=xk012Cm`Fs^$Q#|0Ef%#pqdi)FhK0+5UIiwMP|g|!9t~ta6P3QEMWh()
zPS3yN%4LMi@t^{mSAcX-8%bhgrk9^G6t;hHB-5>xIQtK_5BK=n=bB$T%qECn0&-yl
zLu=_zc1wsPO5CKC;C=Bv0^Y7=4~y|g-$BRS#LE`R4D6b$u|=Zl)}?<&5_ZD3Z_qXP
zVxg53y8jS*1}j{+>|4%wBjiuF;^n)w;1+3k+=uHE<h$`vNR_1vRl>k0e9aMKA@#og
z-vjw25A{peSVrocYOV7dA7r^do`G#E5kiUByABQC^7{2{sg+^jgrcy|puq7bmu|<(
zc%g=cRrEp)!SIi{Pm$JBl2*BH(U!UA$r0YY$*`Z@57^J{`P`iGPK*wky2g`oQ`iDO
z7AX;Fy5@m`01&r4BSq*kD!m(vK?eFO@&0HtnD6=B;alsb_zjrg(|?I0MnC#(^+Yr)
zp>^4Xj;$f5?qzSyC-c1oCPN;^?=G9Y(qoAKdn}yGG+Z>NX}W$i)A$(a#*&*YQ>%%|
zCAbC~8p3c^DOJZ?BhcDFolX91$?MA+MTCA}LggX{MDPi*-ew;<%iQ1!*7~Z@a&_}0
zjFzqtz%aT?w|(J&eOsC#1R6>(IXH8^>%R-iIc{MjF~45Kw4~Ap$UGSKtueKzgq7=g
zoCo@dGPwE*i+WD&`D~Rg<Mc<Zve})RpGwd`NnCd<Tuaw@Mz4W0DQOQ@k}-#b8y<C%
zrL%K5VVIA<lqVA<?qpJuH$AwCjfd?sDFU7h5^PskyAS#(J^OYNau&Lt9NFiM$A$`R
zgD%V!6HD848Ei{{pKPa89@uM7<`gA3yy-}4YPupqosDbnIwHYeP6n6np-u@iO;Zu#
zo9E$?-c58BK$ULTw4>N7RnEnot51H}_FYI${k&Ei62wFan`Z+5%`@@nuA+4*7i!4C
zYaI}$^{x|$V;^PhD%cz~KG?oGaw7R-QErsaUGwLR<ex&7xN-o&#npomVR{AL0dwCy
z2|RCgO_wzpP<5#Hh0RIoe$m1}jkNHG`<U5qLRbC8W9%_0WCkmcMffED)@XQO33gKR
zP$7$De;=K{Oy-Qhd3XHVSh&t@S#XC?m#(l?AU)(C(dW$-_lp}C1pQ{(ctwrdV$B!T
zb70|2fy_7`2Kds@%NcUr7ts7tJ*agmQTtrvVh6PqUF&ez$Krg3qI;l^EXvq&zTLCQ
zH+k%*n@@2$eQ+z2i6pMR4+vr@I_6-XyZ3q!eGYn-L|26k!aC~C)H%$Zr)A3}<Sm%<
z`7lp1&mwX6tWie$SA^ea7U%e?KZ)`pk(0y#AVE1S+gzSUs^}R1@7Tp*DL}-%=$)Z4
zm*L~01*}it+;cn6Q<qAur}u+0tYf0CiX!IF${d<_r)DA6LwW&n{qMX8+<abssN=er
zQN`LG9LB~eJv!A4wPpa&vV$+qSW(3%ZMJXHgn4VjIBwPXYy0B*u?5^jVZkD%z7GFj
zaOjh^sED@VfF^Rh9&G(rAc}m1d*bGYGHNsET}yJRL4j$_lEvR?O^}~Z($%B8D!0XI
zs1+x$g^C#yt%+4`CHXz)vjUCYWy?VQXD+<CXS~7fEY9}MYjWg|f6UK@s6cnz;%DZ4
z`DAKF<&K#Qx*bH5_c)WcIG+7YoQ+-kl!``<w6J@Hj8VldLw^%cxGqANrjJ<n(Ak{c
z5u@K!V?8&#PY=UQstf=23td2yNAJq!#OAIY-Q+6b|MoVdiv3TSPD-u8W`fsqPpv2)
zW@^BJ6%7Zj4`<!C5brhz-yBaQJV;VVa(a&rH5mRhp`^RC#ddDr(p_W-Zw}&Ve{g3*
zsJX_F$!Io7igrGq7*stFaN%)*lEJz93Z18Udx2)wDJ64bVYadEB-?EFF*iPv6kirP
zXp^Qq%98nFKF+l3gCJuN8CJ_jc++wuoqIoD{y)M3>za)FdYk1)8GOGhSZuIS!*jL2
z0t{4?5cdX*efQJ0XLo`)G2G>ft6;`xRo;V-%+>P9-Jh%^VVpMyzKsB6qX>8>*Fz+p
zx_5_j<PZ#}qZ+pPgX!Z@1c_bRzP0%^H$3zt?UG0Y#iwu@&(ZUX+@MOk!vxkqG~Hq%
zOX(owYG17I>`Xx9{<gpddwtIxp2_)l)MS&A(6H&}*9?`4+D#d@lwrG=jsc>~Je^_2
zon*$YrUz@%04bDxx!?_Ur+XuBCp5RPKh4dXS4R%#|8mtZ|FQ7nrtfE17z4?4A6mQf
z8O3%81@4|X{!!pNdWzyyq}`YPMm1H+o%u-HtE(eA$bMD3K94auzsJv+(k5$p-dU_0
zMYp?nz>qrU3X#&@lX=I%nb9U|ZXJK7ZB43`9G8FEPTRnr-t$_rzbU%!X{DYS2}5*j
zUP4(Bp^M+dsRCqRISj+`8@yh$5;nkZpgYOP%OHvViEkTi0dV%Di}}G5MwVO|g-15<
zvCUA~?mNc|UZAe-)>t9_I0KpwJ)cl&#`aBnP|o#bcwBrd_I#Td#o^cMzJ^6nKN%ZI
z9~?d1t$GzKoP;OR5ovsQj5xmaxftd5My7_5dY+eVOAB#Yk*=%8Kka#u2p0~fIT%n7
z2(kDPlV3ALdQ4fRy`8b<)6%!oP9&apZGlrAB`QJ5fN-R|$pcy<OBe+svIMr?7jOlW
zgX+YDo_;_In~^`9*_!_}mV08X<1}RMkro$aw$8pQVUr?C-EQ~?&xz$Brx=0gzR2Xq
zMu%|$(?IT1g48IhlQ6H?JT8u3ETZ4fzrAZ_?KG~ZV~qFz+}pmy%b*#Mo;Xo=FKQWu
z+Gj=R?;MYUh6Eo<{6s}jNDS{i5)}Wws*Z@d;ptmy{S<Ex7xMc#-@8^?@PadYm8@Ac
z_~V_PA1V?=M?0ZMc~NA!m&Ak;=;G@lD*0)2=u%Tyeo49ZQU(p#c&vZUZVY%4;aF+<
zEV<IngZ}Ax%euo9bZ%441e{6kbL9(Q{oUP&f~0?PHp(boJ;K$K6u1b6#2$nKB71xr
zHt8FC_Go?gJn=q2$PUcy)zO6ZGU&OxvABxqjXwY8l@v^DwW(}#{|YU8_E7u8*8SI}
z8ipv?$j$<<^w3ljd+{FFFwefu6X!WSv16TJIpt9P0^U9%c(r6$XozG{I3=wNuXKZ=
za_BkF`AKogTSX`=%q8x#p7!#T4M=}!JXg}-c%UIKjq$NnTwJ*Q{DbewuEM)KkLMg=
z;q;qxX!v{3^X3T}33gZe(%K?~=HL9rLm}lgiEv|n>70eWJ9VV;ZYFJuZP3+++(Fid
zAte+h*i15xjxafSZY=$YDW~P(mN2eCDF*2+2&2B^=Ns-cudHHa9SHco13iWhfn{=d
z#_@47q1eiT_gOlfFEU0|#<|&gD1*PRw-6DLCg&$^Q&Z;v{c|xc#*oE+mCNL>7)kI5
zO4)gUf1_v2Ie<NbpruxEUD`SpKK5vPA|i#kn&GZ#M5LcH6SrN6y*By_!h$@ht_kDn
zhI`6iJBGhey#ls3+Z!(EwziMhgA7eTo%m3mEJ~9AY7<W>xxw&5O_O%?g*ywpMqdp4
z<-5rFUc-T_vBcz8D9bOadG^qAK*QI{?@59>UAoC5nZ-?oRZ{flPl9%!A>#@vZH~I)
zKco%T+;)x(A06V6XW21i8lUU_9gaZlr*ZJ$`GoY+7@FVHbcy?Wn9$hT*6YG}DPOlJ
zuLTaG8kk?)WQ`-rcLxqE-9Awz$mK;%txP4oZhF~t9Ne04{y1I!wp@&JIq}r(ejx2P
z^+;-e7F1};gWMa!)n+pO?=G|uKzO;}tgyR#Tw7lkx-gzNeX@U+G<_lZPg^%@b@p&~
ze^dBPptw_tiio79$1;dhHe?ZWj5p;mx*-wtF32_nl<J=U^ZCSD=?4nE-HR{?^Duwh
zy!x~49xvM0IpuQNzV6+4I=k0x@|C0aNy@JR{lWTD;oNz#%iA_Tub&0)HArKyyMS>5
z1;GWAwp|dx{_Q!E>7X^M74jQ0mDfM;{z~t9g{Lg%k9=9CEUVF;cer5j@q5D>n(iEE
zw^RVSpjjh3)v@GGi;Be$3La!0HLE>y@lxjZYdU_U*l?15ryGX-HH)DiYBXfbY9>j+
zn;hC!`wR~)v*UuBeUF>116uBGE0|U}U6JYpAGhL7y9P$5JAdum8%1fWj8||Ds<jeW
z#sPkh@s>*9M4h%e`$qH*_?>+z>Wi}$Jz#LC74VSy&iWkROSU!-pEILvscVh5Qt5mS
z>hXS?7u)p%nEoTZ=c+fM@)IBk!=hfBPQ9&d`>V>kt0J@|Rv%@UvCby_w#^2931VGg
zq&z)#n7;EvHyVIHIXOasc{1$N97ISf_0pEe_mT{pk{C=Ror54bT9KeHYOPsuU{s+I
zSAP$>$G5b|<&JEFe=_S`fAz@<gEqMEXya#O!Z2AdQvFz_(Wt1HU?uulm;Hiu(?jqK
z2dPJbAVXcmR5aHCf#i0*%K6_a&i<CW1}BV`>%a_NjKB=kgpRQ)PD~%Z^|liZJqsHd
zyuCKDq7M1+8>U@9K>?hymkyByREiJA@q0t`x!4_l8~D1@o7^v@K@@WiYF_oW)UUGC
z)bF{vP+e_yw}qvqm|N8$-d&_x+*WkeaX2YEEzi1=k8c4qEm7gUpGIG#(ZmY`U2xDU
zLR<rm+4dXUINRU>0rzy$biHR;yQCpP2qye=$ZnLQi)s4dY(q4()h$wm61)09QIZ$m
z^}f^3RU6DLv|+=@EsDaF)tirA!SE;N&Rx<)a$e~W@2YoN*v0fNZn&NzZVy>b*KfB%
zE*kbI!brYOQ|eBA&uiZ?RhqDkUru=&n=l4{P*%RT-Y<~|cH%>v*)fC6U|s{<sn7(9
zsHp+Z<;jq(UJlZ^0RjP2RJ-@h!w0mjq*{|Ubk%J*DboMZGahOFBrf;$k+(!_a&aDg
zT{+X&6>XL{jd};b15U9H-OmO9P<hk+7vka7L~~-np~X0a`mcIIkFM(7r)b4E;ptD^
z8{PQ@T)GYpZcM5%Q-P1XQKoSfO__eYL}4vVThDD+C}{CkVB=`EkWz+f*LR+NArAwT
z*X!;mEkn(9PI2;)by!hpRU%b*5Z^M?eSx&|`g4OLh(9k}%0BhLkwGvn)n-IVHc#Q%
zL9WvCjWgK2-%Q;|X^4ZTQ9i?GEh!r5-sVO0nyiUH7$+gLMUt#7p`&ZH=b^&j+@m2V
zI(WaFQ|<LuNVjX5e1;BN|4|kFaT5Hsf9}KPo|$Bg=py>X;<OFw)n{qO+QHDcR??;u
z@|6>XgW0?fzcQLiT41^`VQMIoXo0sF<1TbAH)LgKXLrBual1Mi+jrn^Zp*aq79Jzi
zkIY4V?@5+LoKKR1EVT9=if*L9A?eKx8(36jri>ua?2AE(%z_X#=@JL3>y-6^2C=uB
z7)FXP6TOR(NKqKff<EIqkHlDcV*VLL%hV;3*R>FVgOU*?M$gFBdwMd>K)Cb0Ftuzb
z(XIOFJMpY{szBu)Pl2iJy~{G%{mi=u>O>HA^^WCb=TkJr66VZ~+foeYH6V}xO-sCc
zLe_(luIU#!&D-~HP?^D~Jkk%aC<j>z4ra7zb&D{jA%TmPBMR_?GRpA4pyyh3phBjH
z7=rtU7u;RCzRL>#gEv)tm##H@7k*XGFhQ3t>b0K;1Wb$>zo)m$+M=BgL1Z&|Cq`ei
zkzyhq%=NzTl|HA%h<vv@V77ePG~;*aTI%(X!X-1YS1RS}@Ept@M3GA@&e*KlKJ;T7
ze%_$kCP^%&b9onN7x=J9dHu!>*CJ)N3^skHEyU}B1v<y^6YAOXU1+i+hlHT)50SBe
zghk2xa%k>hhs2UICTk>IZ<1p9FcEYu<pG<YlKm{0&iyPo4986#PKV`pXjUCQAI}J$
zPv34j#<tf|E|jIpY9(VR&7`tofX6QMn_6R%G52JbPXSb!tmZv4YLy~s5ua)zXs4CG
z@nDzn0Tb>S(S{^l^<?QvDL*M1(S&*TPKtwHZsq3DT*)d4D#;C4tOPsNA^xH?DR*m%
zE44P!%uzmxwgu})*-H1%bimeHa+)($nY)dT&zG=m3`$=F;j$l3)*mB_$}=f_$tqYB
z=>9}tq(jx^*Ao-y+>hUZ-6<Qr>xs4-@Tze4Y=<UiYz6on)<nUgO4BT{@wO57OBMrB
zRCqfj(rGGDOj68+Q;Lf2u20fnG17I<g}ETL#r$s~-@ig_<95sHr{9(V;Fr&VV~##C
zSXWOU7f#@sNtXu6EJGZECe{dVvD&_<@-j(MxX-MeK$JP9--_74A8L~??uUZGDu|GW
zRH=4r*<!XiH{3;uiw`t+j{*7bc~iAeKwNoBVbe?KfdPoT3*4VrrSqlEwg<mzPU^#-
zy(F2$vMqSvD&nW*7V86Ra9=b^w|u&A$6nm%iK_7_PENMQ9u-QEvFRPJGSz=Fn7kh2
zS%?Kq{qHS~&~dCGYT5(|)<Lb%-3*VJkOkuv>e)XReuJcat)WkAFd)TtkdH!<r<|64
z1)pt+&#K%C#ZG1FhxC_=cQ5HC3cV-lIEl8;nc>ih))bz{MvvaX%*ZAXM3ysbRm!CM
zDDe;J2~CLH77mYKXUKKS!Wj*X*}t6G#}|g|mBPxug^uCkk+<mm%U6^7&zK(rhvU(r
z1IvioqMn(MUOFWb!*z&nXVCFVzXvzA<Rllsz!S7Kw@Kk66t3Hlc-bJ~0xtNK;`>tv
zxWSqZG#(Z-<d0b_wWku<@go2NJYg})nTeA+P^IJE0E78wVeld#;d9xZ-sbkH@AQXp
z2|6{{o*Cd5LZr`SH{_;;e4)oxIkWwmQ#WLZYNl$X?mFuD;OSL{5ekfGpi%F)-Avp6
zQJ_lUd%LohUU4AsO6vlpM0OPx6%fXJJ<vl%nuoO1;+*WzbH2Wc<prO;b2%kP79Aq@
z+poFf^}n#Me63_D1hiQm-Z~yUtpORK!B{Tpl(s0_0v9Uldk6TNa4||>U4=|P=KF^9
zOsv-Q0%(M@8V@iNjK{m@Yw{FeBp{&p)4Q_?aTt3+6#14{9d+5C9wB96z5nO}FB;pk
z|8MZff%pp#WA(AKXx^m?YHyGe9lqgq_X8!!&?BNL43>|_V#_h}Qj|h^lOtu*iH9tn
zh1>FXl$I}ZDBemWEoOwm#r!7F8JB7+x}<AGah+$9&V53F*a~;E!JLknFSnu+)0;2%
zEKlGuyYIrEwBeaO(u*(A`%EG`Y-IV2)<s)Y9%b2b5wC-a`{WVT$B$%HZsKlW^hiwH
zYY2kX!nIap5@~su*}jLat8oy0z-tQwjGzQdi6-<<Oab(3V$T<kH&L(V?)nxvL60!t
zh)MkWS5Tma?M4u+pCG3se$0)TBBh0q7J91tpXVwPXlg3oTVF=LAZNlP`O1yA3dl?x
zLXuh^itV$9yzj(<UoF1382WJibVTpMeduC?bK_oB_XwVc3pR3$hybU{MwiPSSp>rV
zqLKohmk2gGo>h!<Je4SGiGZY6Vn=h0Co1-SQ>=|Rn{Y1pQe}yMDjC8Tt!&3#{m*P`
zUcMcC&(1v#{m1D1f4C6jQgccLny>q$9|GQA@s!`%D#^&eF{@>Mh4m;$4_JU(Tg_n+
ztziEv=KWymy8!M48YyfP6qNgi2Rc4Jyf<Ri&NdLATrb{}g@_@txaGvPEo};Vtviix
zxA}5=r{7%~Y9p4Xg8ol}`KgomALJWTS6CWt*KWxa9Y9eZ8V$uq+Tq@mi;UNccb0$r
z>6$B83<E~$9&a><<>w*Sdd&*0-hxe}br(W5n5fdUL$mZ{r)`PAsvN!$C4t7P28G&+
z)N=S?B0@m&XOO;zc>AGwBC!Wwy0EWhUh$i;I+^YA`fe)!T!l|$U_nC%;VVAfAMxSL
zSY&Tbpe7<s9j;@aM5an89BgMvd<2hi7kiXTgKLnLCJ=PptcVdo$^rNzXJZ-9Wl)l{
z;5x!-{TuEXGEZSlX+8du@A17Lenjh;qfs!rH8~#a<~tdd>fKM2Y95}#W#U_}kSQOo
zAUT<2XkZ@rS#<v<0iFVkfpk-|y{iM7Ji=!mj!a|3Qupzd4ha<1DsXDb=kRzhM#)~a
zGhgu=lPAuJPrp*SHvYez6k6D2{Wph5O-oC&IW}aWW76Sw*0J&~sjOi<@q(9wT1K6Y
z1-x^3Cb#!D^d^yF-5;w{-p{0j&WkZyr)>p)Qo_g4@{5{(qpLGSdNlLILEr7Rs<J*@
zkl6hd`0Rd7sN!=LRVgR;wdMJaU^uq})fxrZS5(_sNm;YV&TCX49jz4Yubu!Khoxdf
zYdfMM1qGO_U0qjC;6+H<MuNG%$xw}hy+?&)KT7h{%-LSlq(y6k2!JH3ARDy3)jxbL
z=O1BBhKN-|pc6p0gC*0ILFggDl){S^Qb3PqBPL$h-b{?<&}TWt>4>g+5gEp1;#sTk
zOFuj!ZxZAjY--U%?Ci9`jr*@Ffx`f1nF#jA^wczqtw0EP|7Bt_DQ%I7^w1_zc;y6_
znZVpWiNkZM%72C5X@bKNzZHmjBhMl}&*IgP!LM_1L>pDHs_^Y`A=!cnen1xHrOYJB
z(2Et$Jw5-^z|~t!&w1+|I=+OyjM2KxvYp!4#WjqOONf6T6LH|cp}-NmTlM<~`3cYG
zEma;{ug^+&jKo`78Z3M3pO997E)QWA{Q--cpETxqs!`{j2ArVBEmjRccRfcQFP|j-
zG?hQ%Kkf&-VE=W5;Zo3pGEG5aTs_&`K7OkM33Fjx97R#iNGkylUClvl;T7tWQ1#}&
z0UsKLeo6Zj6q3JC?Hp{=+5)A9l|#!;t)lgQ=#d#@8GuM}#6fN?ikWI4>xmWGrn+9=
z))g_x55Op64%BWlV)Dj^RzU1mCu0%mng!f^xF0V{Jp!ZbwMS!Rm>^P#U*8OIjp!1+
zHhr%w&x;=`P=4L0fCdM7#HEjtD06G?D|NhfS;hA9s0U^SJFoU{Y0pqx)5Utp!y$H;
z{2eoA1ikFY1$)6`oJUpilc41K@bb!=@?N-2S-fW?_-kTSQG!y`ijik|*e1l0S#paB
zih@Qd0>4ypagVYK_JQlrq=tKE_3+G*+po%c<)y91OOJN;3`?+40`B*p2OIBT)KVXI
zu5qmS`H!A`Y%eS4-$v+eopP~FQ&Y`aQwYN28UF|(0gOyPC+Jzjj_}aitY$%Gm*Ggd
zWFa(^Yo2OFxP7u9xqm3cQiAj~ul-e1rzk}eQwn2_+juDP<K|v2>(XGg4!>khBze8A
ze@b8#eWDA_ZmXY7RiXNn{KL#F>z;na&bSHa?+cD;g#^^_^tWz=4?J2P$w(G@o^iyN
zYmyN+xeDM`pbM<m!7T=!M->9hteU=)^JakIt;C9|ZJf&TAwOx<s_iRjRt6J4hIZoo
zCP+zog<D3MB%Y7ER6qUf&P_cK8GODC9EPz?{M|TV%#-k=@W5YxvZ5Q^X=G0Ju?)na
zEI9!|yyy?vK80q-8X(N_vj%=}LQvLKfI`_Vs}x0IZ|)Nr+32f8e6R5n-5G>d4n|XD
zeYp|Q9w}G*YdSct@T>e+xWwplOcz{=MRFaGq+aMOl%Fn3`FU1Hx6kn(E>!a1FE*1c
zH^Y7u!Y}nP`OP!i%(rF5CcZz+XZup0-3|~vKS4FR3eQ_+YX!iANyQ8-?oN+i7@<!H
ziLyiPH9r}d5V}5PC4TFF0)rjIUCv&Ka+wGJna<jO;pDDakEqDL`$<bjhB7$uwX~l6
zlryM$Vs00f*<lu~A8I2c8^p%Y>=>V~O_XRAR}3#&chiX+6QtMV(9W99V8|Mp82`2I
zMw5cBngWy+;+ZS^9TGoZp`cQV&u6e8H1Of%dp|q~%|~7>iNJ746_?}?i_HJsVDJ^<
zr{2<33&L_Q$m}YOvGJ}Nz7CEs5<TYci<_(ZffFHWzY98@mm_N>?tan`l>U41pC!4Z
z?#>@zd6_C4o9T2_nf~Z6d3L5=-syDG+_E?%qVy*eUT(kQq&_~1)2^uZJ_lI_@-Xx9
zclJxbW!CanATq3;UPQJ5&+t!1A>Rf%RI6bRZ%G3)=$YV|Rsu6%RxZEQN#dF%j?9;3
zVHc}6y9g@l#O4qQ1A~c5yd!E-Iciw{{18=`)2<yeK0gk5=JsCrF*_{1X-@|wyI0J7
zWCAu&Z&|fy0z)ws+=V$5{!k*J)!k+Vc!L1{;qV(C-xN6^+bedy!d8NS0QO9T9oGmL
ztV}r;<6-4^jw!=~ue1rn!m#aUNgSd3)T118<6vnvQv4V#$$Zy}DE8mvKC{RL5krxn
z(P7x?)3R^{Z+3=?Yt=eBkPnqV8B54`)X@kT@cCtIb?4^|#px<<M+;AYJL9(dAaPp&
zeRG^-^SvQzMOf4zF#)foG%dXG_(Jh4usV(lS?a&Ng^d8o!EjLq=6_jD5zv0(%DTfz
zOUO56{K-WlrjOww1!Wmr@J<7M6%iQpIjzp-BUw(M!-L37Y!|yjW=rg9ezE8fkR-3j
zKYJd$jRi>hxXgs69-CM)!cQJVdP&uoYy7KV42Hf4N|60=Y$mE+qgNVzwduQxFvo{<
zSgSHc#IM)gN%vp;4My=eA*y}8Vc#<4ZsO~#W|2T-#Gw#6=jr+^jQQ~+j4b)+__o#x
zI#<AZ+_TO#YG=S722KdsaThe|#}C72|9LRFjg7jfWabM>GZ*<gbIYsQsXM+sQPck0
zTkAaXuD#Xyq?oF@3moY0zaIc?W^T3`jpt1YwPlnv*qE}}?*KWS#zrCWQAPa+H)9W!
z601vOGSn*?aHf}ipFm`!u@Dm3Y5r+EM@cApmj2gx6sX78^cq1}Ao5RzuL$3QPtG^b
zb?pdF!e<vej%(=VUOP!wu{#)AIcUgbzf%rL9LGUSI_(Y}<L0&vWtf|LN~HwA%dWei
zo?Ms#Td(I}BMdGSggwbvD+bOe>2Gag(idzdqKCoF{sBV4byb=rzk6`X>a%zJtghW8
z2rR_{X@!;$xIXOYe`q9o${l(@?(ldlfw|L*YNX(E<6r)EJhSJha@hX1Rd`&aPX%3N
zWEZGth0#=JCe|_OUGXxnAn|eK&iqx51(&_(Q!(lTH?Wn#f<GwKym()Xh#!$4mOwq4
zM$a@lhzSTT6q}d;HN$ACFOzsO8f|v$Je7w-ZcEO}u9yZhMA4+HIK8l}1zv`d2$cSu
z7SBhuf;($+MuLJ^54^ZsKab<%;%!V5kTs^B;SoY2^Mip2UGkGRVa*8P2f?z!9U9;#
z;UL+(@5VKA58=EdamP&|mS>mXJEH)4*g*Yhg+{5kK3M6$cnA!K3qic-S}sJF)V1IE
zjVh8!Ih4ttpAAeg9d<!NCLT`yT!;qN4kv8}cK*4zo3WWf)h9oiT;DljEYMiy(zev9
z-!ovXW1(8$=W+Jj?{ZT|pBCSZ^})E_D-8F$K;mZ)2T@%t=SZaxK=^mTbIlIZ&heKl
zCH}R{{cO5sQ(i-4h~-2v>oB7b#4lQ$t<+ZB7ZVDNBYwR_y=@+d;)yEwREwa#ZU=sI
z>_C`lD`NT9?u18u@O9wKTRQ7Y*zw5T(_f~tdS2!wD!$}L!6((8N-Cpq$95cYK!dMa
z-?i<_^f4ZL_4|n6zVG2dAp5=WOf!~7uOwb&Uw#S>ClwgOGUev!J`e8TsFWrV%DjES
zclH2YShx$*)_>z)kz3=?+YXXp(pB(hfbo+xVHHP(z@pgx&@ZvsHc~5G-I=tC{fJ`q
zl9gd3$9<f`ZEPio3JzSiUN?$*B%%}=?kNntJ+!6U_Hm0<s~3e+MLMyYfxxXcoF5=e
z#=Mz9BEG5{PdS=kiS0qTEi!cTmx`Iz&4`VU`;n!!x`4+g1kj=Sq>6vt1xWbXwglGE
zA}QqzjweG<mIxE~8SD2t8Mxt5#6U|`^;zl745f<>E)X?D7Bia|GQNIN+(v;TKcxx0
zr#PYMn_-6FmDNx{X|gxtK0D7WGcFF{!w7%ocQf9B!@h>ccS-5Du!l;3?GHPr$Wj5f
z>U?WKOHr*t-NunEPxpK}f4JAS6PCF@WJdB$-P1Og2^&7L)&_W~`bbbtIknU1nhb$5
zviZ>DOF;+Fh(oy_1-{3F6%_dCK_Lj1CQhM{P;)!7ooGR={BLUX-Gip!DRh^o-y~~P
z<O$6M+^86C{g3t^G_?S6QatsSYpOg0trY&zPsQT&um(Hwjc!H)-SWo!%>_mmvS!nP
z%%06?s(<iYVL7#XS9z6~QY>y`=Qo~yzWR=hSWLDkRCTX$Wd>y2?@wN)Os0CW5qhT^
ziiF|YPtI?X+~nW;_C#dw9oH}grtp>4NLl1xDXL0|SCXx#*M-G*k?9rI6xmYfVM4be
zh=GrOqj5cU1a?ugE#&isv&}0X-x8qrHeMW!7(Qmz6p)b=0sFXQb5s7o>kBz2SE*pN
zGAxe1v%^HZ*}6V^1i<^a!yE=aDw4^}$-jN&q*skN7J&z+ZrZ9ooH>5cQu^Kq0w&lt
z>;@i7o2oqrt4EtY!v|)*^n=$pADz}|eLBSGzTcoJLOqXvR*56~UYRdcm^9zJDX}gg
zif&wg+P-nK0WwMI<0U%hd)wfzlUp8!5`qqQ;~-_h`uXQRBI4AEHv02n)x-?xrhOpu
ziHU0%PaC^*^NOyAl<+V?=+y_p--%Tps{`?!Ss~7V3dcCc&kZ#tNHSLM7D?AeQPQ;I
zMhm?nyH`2E7U0e);PfRAqp@M)b|QVMr|4!}Uj%{3%;j$#YSHVGr_tuQ61Yc9ie)yi
z{t6q6{<2iMj-S7km+1e;ixD{;4zot}#z;@QePxo8qRAEW?ya{T!^Oq@s+_{SnPr>T
zllLJImx?NWwk$s1?g_l$c`>UYRp7ebd4794Xd3boQCk~X1{D4XyA{=(IBmy&Gc1w|
zlBEvtbzrr3b#{(en*oaWa_uKCRaVZ+7R~jH^b$yTV5Euou@e;`3rmpAD<L~$ZOw8_
zk8PlF$VZx(tBVBYKh@Hk--c>~mtuMUWIxa$c(86y$IFI;$EJN3b^O#s<0n0N%-83F
zCd-yh*=h!76R@)F9XUAmULyFR2;L|d9JtmjJ^ipa(C0Kz0*O`~ZPoMv+I<vynw>4j
zAVo|4#+x3$*if0dmXPmx^srlNJNXo;wzid(+xN{NWx@S*%HbO6#xO)0=AGU%Km4V9
z<(}uKL4Mrfv!_<p>9}pQ`N&h#3hjcZs(-(NFJCQ~d^cuNVWmI65gEAF&VbK94C9Qd
zus>j8yM7M~EEXeJ_%Jei<9ht>fH4VH)n7B6mHdGj_>bs-<@<sjR4Z&QVt8ZGV<%5m
ze=~OELshsetl3|7fG_OA01$V%ZA%;H;O9|7SNtWR(%Dhz2Bld6uCq3{nq?Fyp1=~S
zE&Hchx2R3tiP2R!hV<gM;w+ppCM9ErjEx&^GUA*hD{HT~PqP~Qx}3FU`HZo{3eHY&
zP}75qB{z^&%Oa^)A9+@&IZdZ~atWR5(+*u%n{Jhm$~eQR6jR2=UxuZvJ0>DhCzhyZ
zy1C!v6gYYu+I~wLs`T`78YpDksh){Lasw*ziz>XLOf)?iUvPs3sW1d$#|MkdDa0{G
z`FbbjPhuM56BVJiI2r7CY#AFxC`hOs$&uV>IJF{W;LhMLWb%sePt2xvN|jY^>IM_1
zBpl-}TLS7HIW0RR80@&tJU!uU{-`3ku<!B9#i!qO8e;lC<pTkHCS6%bZ?hu@UVK;-
z4V+H{6)Hpl<k}8a*JdmO3MEJ%Qnl*?l%^Di=d`^#vl0{*u>xr2*%(DW>qankd|3ab
zy=kN%7(k&-<v1N0dw8eV97aEn&CIk<ckmo6Z>-+;4MoAmQ!X$9kpaIR&+k?8kBRb7
zDJ4|y0>q_V9{;@{^Wvu;=t9#dwC7esh<ezsy<DfLVi>}be5dz5asIWMoyi1u?C6F6
zLUHKd94aAd=BQorLl&t~YTUYZTKs`@1T}gJ>?N)rVi^0eoAv%3(|#&apw7xC9K6yB
z%*xcNX<xQ*=5n!nf56OlF@}$}HJ7-T;mevv$|{gg!AwYGo+BHoxhc07$!rz}!tQ4l
z!&Swt@t3F4X6Ms%kQC0<DxVf&!T8|e$=g(%S^nk8G#*9k($Pz#wA$jgsfWxwJ0o1>
z7Px0t)6p^O?($b8%Mp2@L<m`Za~19JbSbdP;x61Vjm4m%i746~P|=I^az=CTUZlKS
z*0<m~25MhU^9PltgGR~1%<@H3v&fR23p;I?>sIE0Z(EY~jO(^X^h&b!Y?h!T{yH?C
z3ZVQEU^L1W)^5y^O8qjX6j@&sB4aKS8S9ym)s^gPWsQq+-&>%ekxE%d8`dP46WQ6V
z{kvKuWS}y58GDoUxexqODE0bH&K7#BtRvNiy;&P)m2bw0bsehuMy=+NzbQD`Ato~~
z@zuY^jsQK%g-X-yp79keNUUYxMQW1#h4W!yc6=%;k(02uLQVvl9mIXP7Pak(2WT(R
zDvFzi_=saLsr_9mss)r-u>;AMEC8XXigP-{RWtmi(s{Gm3_4{BdSO1V6W+1*6yleo
znT-6^=;-Zd=H7x}BclitD0<QD$dhNp%5m&Vmi567ecw|C|7Mdg9A4C!1++?HPj#3j
zbVf#5FrbyZCJXjV1!Ak=a%mP8vbC;steQSw+zVU&y|s}R2u}EyPgqwq1VdU;Tu|c^
z8uK#`DViP<*u-L@!l1Fh5WnI&`A<b$x{>tVwv91@wO^tg!|T!8f7u1aYno{FogAHt
zR&NI8c0(-8nF9P5$(KVjxF!vh-qC5>Ip8*43BmiU4Q@z%ajSrUyTsZ?+-N%pvsAFQ
zag>_6+Dh0Zj-AK2<f`#Io=-v6=M8<WoF&#||HKfhIugD%E%5re;=8y9)rD-yh)U=g
zD~!3iZgi~AYU-CXkuJC87?^wgOpG}dY_R>VMV@B9#)LTD5#9s9cjH*7pCk{9=St5W
zA_j;EQ3E7?C35-PG~xm{WuvnRgELISh7@h5{Y@lno$5MiV0fvqp?)5J4mWPSMKD)T
z2nO7;tND4&oqNSFm`1E^%$+tK^6f`cM5V_(agfu*6Kw^2$2TgFH}1(-PaNvMC>UFK
z=bt3B{I|@5H4Uq*v4zEyoWR~mRq{MxDz+eO_)|CThC+8TT@!`w*b36;ZQ~VwGI6Uj
z{>uz2wS-%FFo!SGNdRov{p+JLXWVdubx>|N5#PB>x({;f74N6*95<{s05KohA1;7u
zWCRiCd)4X73;$q1CBly7KjbYmo3WlTD^VF(bivR2P4Fut+FRx4k?2K{JH!>4ED?zT
z^Hbk2VK2_ct1@nB6@A^?n(d#++&93vqRca(bqeM{6+$k8aW1c8-GrJ4gt*5;#}pmj
z#45s|T#I~Ff9pL9%$ry}H0q|wZSiA&toT*lsgms;5LxguXNzw*88QG57rekr=zM=t
zTA@0O-9sfPp+u7_Jc0`{CQJbjKgKmAn?*8aGqJr;mplmIvR%#2d#qO2EBVReqQ0ok
ztjK_XQtM&+EekUbL-Nl->#|OX!$}&Cp>mNQgRmI-nzK<M0R&-*nRj7yt!d<xDm(+f
zc(3{_K&Fh6Y!E9K^yZ;fP}F^~LIz&#IlorSuI^gjbKzvYsS`W@xro&HYG<;>c>sKV
z?KUwy5FF9dwK`N~L6E;OxJfWNzTo&axVGzlHu6}E?wL=x^|hfq{!VV=B<?)l8;%Et
zmTtj(R#Ztw7u_W<3S3e}QoHH)EZ+krB#TB_=Hi~C9*2V~Q1!iu!h8YxEGHU+JHG}O
z&_LMKseox22H=B|m=TdI2>N{Y?9oSQ9KJ>+0op&nrWWyC_OOVXp(M)>6UP}n*G2^J
zMOMUnKb`fMaLb4HfCWq%vL`<!*4pHIqQRM(_HRs}fzz(69B-NHTxosuwIfXOm@S89
ziTBYtK|`1?e(gzUHLERnb#K^vYwyVt6Wym+l0#=gn~`M#32<v!;KCBiw$f!z6iQ}m
z(lDt(GElbWx<RspVEdE<6mFWm`DoK|b~zSX*x4ZmsV1KQ*L{b2Z|#+WFSnFe>JozT
z>0{($YY$`Irp6W-P8P+ykzDst1!?<!o`FPI76ta&&<-n3I6x`VQN^+8{yqMb8-I+g
z$flDA!`197q0jpC>Lr4K`U+d<P_dRB-znwVst-y85jlpZ7F~ev`&Fp`$;a0V{6(qs
z&GP0woh#~K9D~slGA!!@BAMGHro^U1s7q}kl=3M0g~T)2K!2io&V_KpB^`gN*?SWj
zmCAq3uOw@3Ww#4zAjU^TYY0(^tjI+z%D?p=*O-{WiFr7n+I9X1JY%KFX)}N5LEPKF
zb;v{qA*MyfTYf(ZiM%7kaCY1K{a_${dtxRTp!k%TLv`KLdMujACMTEE>`8%hB9$CF
z-j3c(!)>$S5`dN`AW{Uu)nMaGENf)CARI%x_~_#%NaM@Tey+`t@u)x96W3}7t&(21
z59xWClRJ37iFo^xHs`0t(yNV3k`wsPZ?Gw7Wu(%Mu~aKQEW<<8Qmm3H-4jxvwe16D
zA*;Tn2SFe1PHNY%p~OYLfxebhjlM&z%jq;Lmc?OXqTrOzk!6N$WJ7a%xqYeT=BUCD
z9Jeveu=^+LJ;~7iG^kKv)T**u6M>}{k7>ht$&L<PnS6vv6$MmzeyrGIO_V@Ni)O*$
zN_gAQ0NI`E#a99!Ptho@uk+ZMZbd%QjV0%kgFH$gECUA5xu8*{OP$Xj{7I|!|D+Q7
z>nBtE2R9gu#G=RyY4bkTeQVH=d_Wu-8Oap$X5Smn(t5jsfzLJ{_VX2;oH(H?tq6`U
zJwJy!)=~u>=Qld;)-1mx<4}scQ&hbAvYmc@Be)KJ|53)B=qi=KH%u-7QP`FYUyHia
zo;j#~=Y6{o(MRR5NT&x;xMqGjlcQA-AQBym03;avn9-Jt>&qGR5F}QPNHJx#eR-Xb
z(>2ARS0r1~_sn3Q`GFPn$^?B77EW@0`6K(@^9$e_)qdK(;NuWuFBmNz!D;7ZRR!8-
zUamu)^Q*eo%@=Uud>X&Qj>Wt-7Ewxk&-r!ryja`5w%|A6*^`JxY(9Y}sfWrJNiCUu
zESzmDr%*!_W3CNm{=D>+0U>b3PC8x5m$2<Q^7bwJsNmD!B%^X0?2q5WW@o=Gembf?
z;Wy%{8O*W^nGF1QEM2w`+AWU)PqCtvh4QKvQ=?5+U>IiIi4}_TT}{SKu$9F>zYK?)
z?2FOZ=!Vmm&6swL8A&5#kECalc;p6oEQ(2KM>>frr`pOt;pN0~*t6f+`CFUBb{5FT
z%(hQZIYQqp1#R=pHTokZg(G@4EC1ewh=|kOFBp&aD0;m6<JKp%!xP(=qFG#F?zLfI
zStvk3!3g+eWj0Kdh8{zXMJz_~1k$nIrNvPqcdqb5B!d9m1XFs*m48It^`$xJMh;Z(
z!BwuO>5yjVef_;;2wsMml|@nHd|G1rd$hb?J5a1xJ20lh&iL!S{*g8HuV8KTW2=oz
zG#%m~*(PKb9Yajd&t|@vEKog1UN)xu3pB0Z32*nGzu-%j$lIYdw(b%?nl-#UT7Cdf
z?Af{0%PTJGi{N1(N;lII^Y3p;Px*dgz4L?Q$uOhs9wCD~z18)DmOBzRyN+6#loool
zX(iH%!k!qo2v+zZV5&4-A=r$6N+VYTk39}dA>07#48v{=U@g4E>u4AKJZodN?6&Qj
z_HRlr8|=6nCW3b|`R|*M%SM|>k1D&X_wqp0rNz5)06?5ZJFMbyu=&-)7^~1l^4$Y8
zC1}!qO`UYlDG0aka)q|LLj}s?GQ7{=*~cpkcqW8KJXyIYO<FGHAMG2}lwmEFke;1>
zW$R3cuF>4weu5=6__l0QCu)dMv)^p@JdF&>xyP@uWZhd|N*X-5<$HZ9>NU<qzB<L+
zTlqoGsvPmbT9ldX<N{_VW%)PfSJsHTF0RjD$hb+3L+LrvF*M!7PZRc_EQR8Jn8x@!
zySIgl`0%M`&T93*;w2hrP&G(ZMU0UH3jS>5FFMRZUg8I84P^mTE`+`oz<(6m_(kaW
z83lV#?0_x#XTCPNDFxi$M#CU2lUTe6r2EAIEFoqzthYfwUTcjsd=C!CYa&k?_1}OB
zyGzgl`%VYAb+;+Ddl7E}=%`;o=mbe<k4Ws&^@m~p%TE+vUF4CTtZ8Td@g~E&s-EN@
z<axhrjL+cQ2_~-Lcsf%YMmaRoJi1+n{dDQbygN8n__C<6u@#-PPVq<^(&w{dc!a>g
zaX+4)5Zm>?XgbTNHoItBx465zySr1|9fB2icZX02S{#ZMmr~r_-L<%Df#Oc^o9~=+
ze<mZz$j-aRo3-bfYd&lR&&__Yc<$_Mgi)mOk{|&W1*R9o?3~%XnViWt1$V=X_VZEW
z+O=aLJ6{9?vTam{XoB|diW|i5Y+4et7)deIm9S8y9&tS@T7U5*$%Z$@$`0k;*-q{r
z@6W~c-k>!PtE+nGthR&@&Tx)@`Vuq=kybi7Cf+?^9R&7}f50H2<1=`~c>$6PKSg)3
z!eDXI#6L_PY5x4L!Vll~SX{48En_vH{)-uS>s9YFXLr@KvBI7-elVXZbF7g(1j7<d
z|C7~6vRI*iyQfK&^WY0*hcPW~P1{ZYy5V-WLKEkWSY52}9Lq0BkcA?x@vTqqJK1OX
zYIU>MUo0hW>;|ImAwQr}(+uJ2K1Ji=S*n-2RceBk1JCMu8pxBG7YKq`BlWq1F|BjI
zNTM;Qv?qbsR5cs91Q^Whk*x#plTa_x`09PimdrCMpgIiwxtcltbptQ=9(@DwV_xLy
zWlICYc%fFs%X#(AoS&kr7kQh&<@qomC#%WslCmmnByE4gA3s+@w7*Fst2v|B;af=Y
zn>2bS7iw1x>}5S219!-(dvK7*1&N6bmsW}Qr!9MfkDRQ<)zCVt&QBoxu*qd-SRH>u
z9zV^Ftgqh&sV)X*Fz6Ba?ohut=n^XG2(ff$fG)P__xv3N0`IQd#6lhjHa0LnKTvJ3
zYnZK-DT{o}8)f@d!8$6F(P^od!3tWOSYK%e$ijtVL_cjf9AfA)@}by8Eakc%VjS$H
z=pU2$Krhobg(rkZe%B9;V@=j8RB)UFgbCxJ(JYVP{T8KZ20I8@qoWLV_DMK8x}CGW
z3MLKW#i6U?YcH>cDu~O6r#baWgrbVR&aNqhYI>pKnaoH%=3PSab2z}qUTu{X{E*P@
zPao%S%@FZEmrH=caRXlRR%}Q9&~nWu$$VhP+V-5%;$_E^uf3)t`jlMS^+BSk1TOC_
zEne54qc^^2jhY(TB8F~Xf=$}ojJg>tiDA&8kSUcIGjo*x;)B@w4sZY;zuaautYYXH
z?!JvizMO>aDe^6yn`iS}98$^cy+x8MQw7#v33P7YK>jOlmvcb9!$jnrt99286AO;n
z>jw(g&S+FLe94pQ<qN&^59o)VFbGX5hMW2u&RemOTS$UF8J2xwccUTW;QFE6Amqv=
zwsLYvBV%q*W<|)fa774)*0v{gbgZniSHu@_a9z35U}RW6?H!DWQXMVek2z=Ny(0B!
zG=^v1MjL5(1_8~skicz<kmOony<1g>(f?Q`OWa5mNk)!h-C&406GgGhr2g-flHZ2K
z&E1=(qevcTLaUWr4F8ZVJg<l#k5qo>r`Z$*{wfD<2bbc)D4UkY3~I@3O6;T>-f$6!
zfY|@3sHp)6Y)_845Z~;(UpC+p8m(C1LR8-#JTeE+t4*Fm?BI}g%1yxw*uvH0jzht{
zegi#jjG`|h7l_LBbwcVf$j2>6FXkD@anK<wQ;WN1>YDGTQ|8}e%O}pq#V@E-2gz}6
z^ri=DL=M^1&j!7*ekI>Nqy)~b{_nYh2Xd|e7Bw^24brbD)$TH4=Uq*Rehn6^H0xR#
zBHmXO|Mr0nCsrUlLh{CbW<>Uwiz+sz2Y>KJimZTC;H>FLu$5i5p=$u42ksLdH@^xw
z2X2swp_v~Xzr~m3c{Jd1Mt}Pl73$LuMSZ(Jg-HeG)UtkFmLsmjp8mItNJ?x%FOp=U
z$_8<$3bwvpOTFH_YgZChKTeFay>U@Xm3_~l&VisPo#U}+O4517<a#>O1zTq-vFT)Y
zSL27#D+R7};f!;<;8K}bMRI<Doix~61>^<1cC5|eEm89_bnX47#2N(+0>%l1^#ZxD
zH}|XepNqX?Nk!N?FNw9|VskW|g_X<H_w~YwYG8#-KjuHnv*}vAhAZ3J+h5BNKaO-C
zrHo>j(+@{XciWy*NR-J&4z=9Qy)Dyx4W<mcRxo?O0*{4*Ulq{+asg6owZne~p)9rS
z6ODe^`M;?j4GfY9F}Tp=Cjahpcz;;g&H>Bt4x7*cF~L;X!k?Qp2!Bq#j;fLKFcL<w
zX3!9Ect}}X#{xs1eIwH1Y#@&+o_&Y;k033T$jC`l6|*XU4`7@p*KAo{WZxK(FL!$Q
zFFO@0uvx5lO*=rh<k`d>h+A^5GJHExy*IfKFUy$|inW+>Ne+L`vm);8U-(uuNA}0k
zm@;5om~edfF|p{waYZWLNv9{0h9y{-#A4sM*X1q`V@0pdq3O|JpAiH@)X>%WPi)C}
zkmlUgO{k85IKgJ;W`j-bs*K!%Jn#9cSgxO*d3s<%#yF3M0B`4$I6ADDp;t&59z!}(
z22&`ZpQ5D)jV}MFsk`^ALd4+0o?MFAlfG};cw91^Zr}~hFwhI7JE-LgMJ*g>kJo(O
zuoh`-iVpJl-6@S+idQm-AR3(vOO4R2m@@aq7$(<gW*XU#mPuRNj`L$AAmhy%c{0W+
zni^sdyt#)Z$yr7fMM>_7J?ow0DWR4%AC|I=da9C$@LAhg^>&UM@oe|y!&2kChc}<_
z_KjRIqhp&nj|~nD{Ub!`TB%DeV%a71njUd~5=naPI1<si_)3a6De$`UD=~7yQ~}*m
z#2|_}M-@UDE<$(plNiu9k&>?`_dthF5llF9P<{x*3;I(u*tBI2X*LulIK%~nwWi6C
zM!C_yP&RWM%{dkrR1GYU`dlm8ps$R<s7&KAet;4$HwDPPC>8M7bN~2Y{J(ifO-(H8
z>FlvrlQL~82<iy}c>;BG2;;Hn^}c?s0_;bU1HUyiaF?iLS>HXry*!RI%!tKo2Y-;-
zOlM0xUTl)T_-l1Ta-wBR@Qr;xcX*$NYTG|WYpI0zZ5t0xQ~S6%?qkR+ht_*JuK5tx
zh>}}hKPD*oHQ`b7)0v(}skgcYjwzJ}WUTih;42?b(MdGlHw~GL{n88Inqb(yRG^qK
zcEepYwTcq<n61dEg3)JUO|!;Xq<>w^$2)hT1#?BAVl_6U?s)$q+O|&pN&70AiP98{
z;>M~^xVEm4s8cnRyg+qWdjPUWE!h|w=tC1rbS3%zLceOP7oUbjsnwOhF7MTIxFp$#
z$20mRnK^yj=vu~#vOUd;BO0~XT-hf?+T`W(lJXJ{wPoy*%Ha=wX{RS{Aw{t7)CZI^
zc~3&83t*?`FcOItLTa+5cb@%R)_mopFBtFZ?+Q2s|9<NJ8jVLqxkjkXSXoq|9V;Fv
zk})`Z{ukF*xaL!2r|2XW$p_kc%*31~i*&%hV27AkHH<Y=KaK!!LylyqV-wy)y`lj2
zd-nwMKtnv2?@yA%cj5DnME0xKuNe>PkeL4^+d8h69|~aV%4?s2mw!(PJ(<(7;Ru-o
zQY5&o&ryqQWK2@56(F4g|GeVI7zkYf^4ldrPaGUIgrdHhhZ7M;neZrp12hT0hVkj0
zT#lbeuvtHw$v7(nB`<F6A-(G9#otRfBcw#R7AeNf{6XGfZ0xIG^A0wFry{PjT{4B&
zA4KE&ev1AFds_u4#{F$kB1|$A<`>fT;Sb2wc(d3Kq2E?6&kSEfz@&7v%?t7-oHb+_
zvLy__sQjfKHbI2jtjjos_5RMb9)(8p(S-(XmXY#iN=2ad0F|0eNtcf~SC;lt`aFJE
zI`6FG`2d(O={S}?n<X~xDlu~fC+oI!l4R>t#FoRn8SaNvKu#0UD0{)RYB-yPyJCNh
zEEAi?ha52AUj_o+@m)WBMcjMzql2@Mf7(~punqB)VXq+!$}ih-)|4YSlq+$lngc0r
zw<C_hW^c6}2GJpV!PVqAn?<{ve~m;kz_35kt0hPd(6?Q>za6Grk7l}T!FMZJOZ?%2
z@yR2N2u51Jn7evCCM^yUfQF2YNn(+F>It7O7$Zxl^h4#+-d5?GI{sW+*AhOz(~V&8
zfr^zIFvark(#`D*GrV_Zm}+;EUBmxf$a3lxqy5YSMkN6MvBw;nTr}bybaV>sy5BTb
z+L{Wp-pq>8?#ZOB?>GAFO#WUYQT`IXf{^KEHoA1;Uea!r-46?y%lf)d&Y`4_!tW5G
z!P^(?kYhgT(`MPl6nP}xnBamGp!Y{iP^6jePu5d^6DS2IGnI%%k;S(#tcN~1L~zy`
z#CtA6Nb2dDNY!8vBlCzPi2V)`z(IyqOxeCnJLIV$s~tSts~whUu5_<;%@i+kP6hGg
ziV(w+ML_%;bqI+qP?$b%wP(hsDH{j;u`U#%4Wg_OYHyvGJNYeLsl+l^iFRg|klKRm
zDprFP5CGo`VXl;s&~AxmA*y9!bP1NfiZ-JdBOU6ngVIT=_%{379iB24<3tH~L@N8p
zMkR!9kXBuxM-;4ZK=z?(ETA6N+w%0jZM-TxlcDz8wv2m{N2#HA#*CG{66wmIeMIw^
z$BDbTp`M;J%EkWCig-3M_r|r<Z(fMu8MtLF;aUEM$JnE5lHRae;wgP=P;xqTBlg=f
zX?}|>mo_ngiE8uBp|6uCP8;w<MySTCe(5;9L**eM!4*c-gn^Ekx?Lz@NR0+Q(5H}~
z7yvr?pbc}~o;e#^Jkp2S1KaIV?$9&{Q2=sdd)D)Qog!iRxWL+b9Da4+N*plOO%n_M
zZqKTfX?iofj&PG$@Ox~RyT1eySI|VZmFTJsd^6-44Qs8p;$SN0Q4Wt7o0y><UB?q$
z&mxz6Y4LRRbK}?6K6SnG|6JmzXzDdPPAD0|>mB^(vrAPcS~_MA_pLw~#Y#&Tvqj1W
zOkjfCFuPL^sA(W;VCZ1Sk5rP_;Vj-Mq{Vv!G;wtFB~7VIl4PzWd|$jUavH+?)se$T
zhcyTaCO&n>GX>DI(^bn65ZERlKA(^}8CeNrRasVZs(=Hi2t^JiD~#cMU=7YY<Gfms
zIhe;g{l^Z4!+opTsA)ojt<P;Q@NsRM_K22@#s^qZm_EmvY<QtJl@68Tzf1J2&{%<8
zj^Ml3kM1CYHqC~Y*muzYW|x0K{SE$kiCQ6#AAerLdIZUS_HX_2_(pnLUZj-I+J9s;
z+zyFhS)BRkN$OjNT&szlsxKAy{IwVMWY(g8L0}SEz}NAip^RW)PA~YclTYnKY9#pY
z9P8B*`r{7Q;voCSyvJR{`x!})AbyJO5cQ~5NbWh2<L*CivPoW=GS|008k9Ugq$9wi
z6`IWlsnE+hCu9%9tQ0QxGwb<?!8bg=%6a$hcZYmA6t@<UeW~4_(;to>S$|UQ-wu|r
z(G`Sz(U=O7DqtJP>+w5BMHPJ55&(S77~C1e23;+_WlhGhG9eYxZQT5k!Fsce?kKtQ
z6AcbnrwEeqLCS^v`F)H$MPG{9a&h@GXQa<<T%D_UJ0Dl)5$}1pT~7tuppQKo#AW7n
zcf~ciMDz{OL~kbQ781Q`IgrDyff;6B8yW<FzgJ3s?rg7%qe;rpu8Lb*+}y+<+&o`C
zB-{s#(r#vkRTnKIbB3Q4ZH|fkjH9fE&|YqR6l*UV;;(#C_7<wBI(r`II<skxNv{vk
z6X<?GW~jI>;Fh{^(eP6&Rm3t{o{+rXb7L(W;1))>!VW&qZi_^6HmLQsEnBawB#y^z
z9WM_(lCR4VkJU1g2?uvYTAUj52oblMk9d_R?#?JZ4{Xol(X-o_y>_NN5B82Q+nRFb
z*5B9-qse=9jh(vG)`js^-v_Kn<cM&(aTw<3JJmu@)8Uw%7vMC6_4LpV)RQTTfRc9C
zv(hYtdc=DjM1$UwGSDm{D_l&^Gt%OoK_5`V^p&Rr577EG)!m^KYJ&dFUUILSR4m&b
z_}324ugt*Axq<JedcxJbHTy}|3Ngxi1{ZX0RXWSNHzi`#i-&nJ4xB=Ix5v$2nB34z
z+;Z%M*-HL?Fd7#B7n=NG^uI+EN?E@g))~t6)m3kq*6-O$!j4rXWo2nEFWy|>v)!oW
zp$^&Ti~`j5VufxdOgBW*O+>_|+d0Y$mQ_|pS*kHX581gkS^&YL6TJm_d-D|*7M^T(
z2q<R81yzq>2i_nt@0#7vSZd)p$B(?mrC+_Yr_a)by+jZE-s5(oZz2%JyKC?zzmY*)
zojgb*7C+}`QMP!1p@s5;(y=$=g{x}U_-JU4Yd_A}m(RdOHId`IU8qjW9nLEVk0h~4
zj?4RYz|v@zY@%E-o%C3;SaouRfk;tX&*fhpP^ujEwF&Lyr$H1XQrn^5a+sLVeX9G_
z-GemBF=HnncdeC6p&9~jM~*xZ8HA!Mm{O16XhRT$L}vZap;oJs`t4zN-$Sn^FKqNR
zd=dS-#!|=bm|*cZQ4w^?I3#1%Zc$w8M?29OV_B~@`aaEgd(Xu3$quC>808>{x$FsU
zX6}1xLG7>}+|AZdv3mq#Y7?(OC16jq?8&UcHH1KX)vutlIYN--*wP84JJEpYY{3Gm
zt|e$PV1=n3mcS3mLgs0E%0Bm3&WcSY4bZsTR6Pv3KNqe|o7ib^M7zPO9NfQ{%yFzF
zB*i(7^-8Rn&(vY&_*Gv5*TcZfIn*a$chadC9{Q6=+RB<Y5b&wtyHagICCO1xEV`n=
zKPSp<<p`oyQ5w#K(JPN|EOJ3NdgrmqDolA}$$XG>EZaYQaCapXxd7kSOPbl151M8@
zEl`)0V&LBMBbI;8|0ug~&5lu#vk^~{Q?4Qr@-m}~Jm4^)KRQGt>{a~_>KF8N%W-n^
z57DX{Doj2L5<s@F-qxVHs4@Ux8JMpZ1wGZ3!D$F-CdW=_Ft#D=TyfH9M1yJe<|jQV
zn$Pf6yfB!Ku410)DTs{+{^GOVOLYSr08_*A=yX6%X(pbNNOm$Da|jtdLZHrMIBa5Y
zlp;D>kXBX!kah%DrB6#tO{&+Y2T$j1YUd1Yn|-x2z2Co97?CQ&%4-#U@^x)odZEGY
zQQpb|WbNNfyy&E6FtqS@(9aorr0}ZNeu?sp8^7`8n3H%fI>|4F%4^S>RFk}Tiau^?
zl3qA)oKx6Ff8zD}mkb%h&H~KuW)m|pbFNN<zdXRcZOk$Xcf8vi%ulhg4nYzQ1Wy00
z7CY7%!yjl=s1<_B6_uNVzy+ScA>Ztnbt+`|uY1JFP}=eVyWOfWxL6aXm+ej8XQzCt
zB)1%HSt@l()Fe6eD;!rBYXM0LyB&dO?)a7dl}+O*m5TsCy6HFhko2L-oXC|Z^>Cs<
zef_YOp@)Q^nRXz<!7;q%*gvy3*DpHJh+L4#Lyc|piL=%h3Bwj+&w#u8!sR;!hG#Q&
zq|@h}CDN7A;wwW=c)@Lg$B>!A%-YKro{I-R*q@ao&V)!1n5cLD*lt>%&9F4idoB7?
zmOf#*^QP4qh3Vq*=+A8msVZ6M#USrXb-%xK2c&Dg`&|UZ-P>0b#9k7d_KgNn%H?j+
zn>hvJoYncdat*8GQ~{^#qp#llx7~Y(Mk}LMwr$RM7r|XW?ZhqnMwC-~vU4I&YLdVK
zl&&W$!8E%yRKGvD`&i^KZWyT>8K5~eA*DXg(DFZhJrI2|)H-omF18oARw_yT(&l)b
zXb_EFJlw2jWC;4DL#tQdDx-$^vXiGCf)Fjl%Lhm&gcSCMr$2=LRPYJ_G^5X1S;%L1
z9MBCPTkg+wiCfgR0_0g6*)b(;QHy@-MXo9&YE^|B=t9p~&=Iyr!ESJsHcs07P3sGs
zB9Ub>Ep4=ZyXtFlB$;F#sdN5(#aSk6{y(BCZ?uhGJ#4(!_sM!z685tG2ab!bn4!0Q
z>T1jf9fs?=6wqJGp0hwp+s2ji{b~Kp8pcZOuY>-Em0Wcoh(4p78|#2*j_s85OMXfB
zbJ?FIQ-eS>??<HG+wMw7r|jZZfcB6!G>_<)3#!HS!auF<Qn{MQ=qbM!41e?u6FF^K
z$~UY3jlejduwJ8DzT*;HKc&LvfX}{VinR#v!zJ=%Ad`Y)7ffc=_O(OdYnC^UrmGur
zZ(7y5i8GIJi>Q-%Fq!KZNxJ%F<~S$Nz1}Ys!L4wp*5;G6@Si-YZI|1Nr;XYSNk;3)
zL+-r=o^{R*>wk9$*HQjOIRH}>AvXKkC3eMg34NHj7vCYzuCe>5!75mRwJ_1UQaI+T
zZcjFYw+R_au(lF-%g=s-gktK(9Y!R)E05g72+9L%s_IbUx%ifhOkW%SbwbgKpr9#u
z)LpILD%19C^Y?`EnW08Ts2TZx>y)H@4dBzZrBmz5<GN%>b83tFVR6aV=t6J4zd>ig
zSR;*^AX~npXJ}ZEiO+1ZP7y$3scpJ-Vc9TX_S+eEPqhR~SnR^|+PL^9dJ%|f|2vMK
zjLwy78Xp^I>!=acO;*w#@i55eybj$l86+BurWoh-#nb%R)3f2>zV5X-#Jds=s0iuz
zVG6;lb4Ln}Vb3qF5w)(x%suUMPtIhm`C3{gp1x@crkik)qg!tL!Ykvj9bon7;d#Qr
zD)E-Cjlm%ebaHztdSIwBUuLgH!W3d}`;OL)bkWx52`s0%oiB=)V{W9ymADI1xKOw`
zG04y^LGno6Q3ecI+zsrHQ&e2SOUd{D&B4O$zMOh94f`J@(|+eV3V!zFtxzF6vwdJa
z)+E+xuJwO>5&x%O>Q&XX`uNi1xiS)W1bBeMi2Y>$zf0WlN?}-t;!=fqi+2rO%$?>R
zvx(pFvff~gA5mqCeCh#$%Tq8Um6BVZo@B8Gd&}v?7PwlxM@rfD<uZNQ1N=Aocj8rB
zh{^lPAUiwX<3udVgSmG+58;g8(Bc(G*|7zm+{sZU1Yeez2>9-|z0IWvrq&4<<vmzr
z+<>L5`3QAEr!_k{t(x>qwE0h!{LmANu3SYX3!d7dc|hG89!B$dIXIdW+j13Iiy<D~
zx7fN>u-v&*P}QU%)*hgaj=G+S<iK?w+uG8h`f@bzI6J4mboX2^9a$#eY1)^Ly*)h0
z75iEU9<vZqu?8OeM*sN(We|^v_oH{CH$HNn(9(I9%5{o&zioE~nx*GQ%z+!Gio^dY
zi5k|Fxk<khY$`jQfdKn6PMXPh+1jk9R&@7NE+^W*It9AOpa;^yw8sSWoGg@w1Ut(Q
z-?wP2_mjs&x)<B}-#k@~)^6zfEeY?8(F))S&3{)<&BEY+^Ju=tCa|q4-$<)VewfX5
zzgQy%-v{{32RW9lRZ<a93btUCJ?RiM?tJ$X?|di5!t;@;?KqqBx(a*o?eDKz<_Mn9
zdF?)dZM1WKeUpvEt8Tq{n_#F?m#8WWsVKt9F@GqOLQa>p<Pa3r(?&#(ZyS`4xU4pP
zFPQ)bO;I!=+O_)VG~wmdh(wCUJnueToOQ>&zMpJDu{>XtYxL*E<N$MuO^y~@ObSCI
z=Lhx}zdu`chutAfu6rdwbel&SoxcVIH2<(5a8I{GKtUVY$ysml9uc(^HM#~za>&Xa
z2x;==IyXE+71lfO&o1RPj#hB~o|y313Z%AUZMS!hqz20M_g5!aMM5@<mymDheK`<)
zp*fQpk`~8t83{wTd$|x7c#x_+@UdueQbWJEUsBoj-Aa5@V*C-BTm^m7_h42k9w;&$
z!@oRmMJ=zl)FnojZde%cTf!u{JC4J5RG~=hpTeF&0HipMQQ0%d(~EM@UkHIU9CaAP
z+k)tp$V83>Y^&^DwMfCr=eB^&nzEJu^(~jYcF-m;;3%e)sO5>3R#jOU`}z4P>xkc6
z_J%-fX!HRk^Z~<ZH1s+jtyc@=QPmw6kZjk3gRzv!9%wie-$G0A(1ZlFqMG)HQw&6>
z*@AH5caiNx20bmUiOx%$zM%Y=|6<s{_M5OI@d22m1FYg*&ih-2$FqM>F$*>jLt;^&
z96YbIc5Ef<l2GKZW99@$UuShPB2kvRqXz%lk)E1BueI*{!+<~hIQW9rW@Gt{_2PgC
zp8DcYr+?-E+0H#9PWxEc_^VyxHN|DoSu1~K&RKD*$*=0|e2nDsg~`6Q_5rt?vtO+?
zSlOMrWf6IUA_5BU5!zis09z_44cbD|R%rMf(qj2)p0tq0BSvd0-!+AJ@bu@_*|Ocm
zKGjfNk@JiXVzLYB<rI4p`Uzsb^Mh`B=5mauM0*kObf$u8*a#t_V86fYSiMH37M?R)
zMyPwtI@ymj63=OTRM`;Y!j~<%4DD`?zx-ab3#CJ!3jTtGn*mG8^(H@6L54!Sxp+h_
zbYq{7$}9K_j#ry@BLM*QyW`Mt<aEJHJKEIzC7RC=BQ|N?&X_b6Gjk(mv}?P8RWbBU
zH%MYpjO{@eAYo(}lYTIq=MeQZLR@6?I;(GDU>NRlW!1c+gSiF898*=7@DbW?JA@i@
zSRRgc9bF11jy%7-hh31zIobBhT0&x!tESz?JEIk^kk}wzFl35PFQ(ujVX2#T)YrBG
zgImEbf-9S$O8Q6DV7*%D62S|MyXlve9qf~pG~HqCh2#BER+|A|9=o3GScpBj=r7g=
zq{hgr{L?FCy4Afg{8Pc52{Ikp*opKea5n^&32!qI0ep?NRRYc#f49`?(X%_l7xn-T
z70bR-m3{Xv+|Y|ivC@fx7|lSEp)X9>q8WEmIx1DGaNl0bFDCpgAR2n%VCx$;txnuZ
z$lwN=@)4Xc;)M=mEHSy9=L*;3ltPlJe+*&@R=-Br54oO#*d4A8_CsPv08p6kn#3<O
zH{C|mi**Q*<@$Mdg%Hq&1q{{3GEs1n5}Im&J~GSk7so?vGAp3D*C!M&j?BC;sKZa~
z1;!KqSyapR7ML%aZLPwWBq^u0v%prVNTkY4a~baWisJkkB4OrH$`RWen{I<Uf1RD;
z+?tzL4)^{*hV<t`eoDdjM;_-xoF88;Pa7GkcU4_K_=iE1;sD+J)Nk78^{;-T2H`Yj
zNlnrJ3}pNYc9mqLDl?nD*J&&+(MpRP8vIpQvR~wA@gS}}UlQvRWqkl0?!LL|4Lv}Y
z6@q7h7*Ry$(CfLwL0`7S0ptrAkDnDDJP58xE<``z7VHS|tZ29xYBs{&=7+gfL^la>
z@vIVmR_V7{atw{H5dqAT^k4p7x9n_GG-$l2b_o?7u=u?2aozHIRE_;y{n<7=_&M1@
zd5Kd^ad@=?;cRj2*hXT;+YG2$I%k`R8;mSLmlxAHvjhG*h&Ki;J#8QB^q5^j<ixt7
zMk+VD^{W{VT6!3mG#P7|YRSjndm?W5d!dds-KgfltNyIRZ+l=(uc)gCN6v#7OK3DG
z;Si9Y5)O@EG-`J3p7JoEbM*s(?8Q{C3yp+E;HL|fR5w;mHp}Q2G(_EuQS}0AtJz2B
zXpJPxo}ksg;I0aBC>64d>zXs8a<Y1#I#Xn?ml3Vh!<UhGyz+;|x}H!{WGR8<%2Nmq
z-l1{j@A)(h9^axDlts)m7s(V8e>12O$<sZkk-cv0b7a=RY}osRmx>DOEmxLQW>cYG
zJp?h*K_WM=VkyrqMIQt;M?I#lzIYtc9_!AFRMB{K&>AtgyB5Igx<G*$AAL@nTA0!|
z|3S_qrAjLzfc8}!Qi<Be6h+e}kQrugVWx|__@dhGPY&aW^T)9gkvF$z8N!O&Ao_^6
zj=J(R^l#vyFu{mw!^;ffh0!&eitt5?^JEdrllwBd-gPUGZ?MbIZ;u><zW#xyY8WV2
z2ww#AHq&MkEBt}DpBP8x7BnqLi_;2HBw!;V#}jpRf_v}c0Mo5pCAfPZ<N-&Y$#kyY
z-dx5X?kwj6B(ajeeEWh`&Oiz~B&mT3#ZX$xBaBe^r<l3`iHf0%K@;a+7mcT;JZ0Bo
z?xxC?&BZ2-;RT&($5T(wlgNzN*u~a{U?#VR_4J0I2OVEe_7qG8;ci$_(c8Th#!m{K
zQA~Pv@jvB}Dd}36bJ0`AV?)U*x>xsWN&*jW@}B4UT|lviC({iv5lsHz%-K8lX8wW7
z=v{&LH-_^Y*kOeGCd>LeyVT&{pD;fs1S2423N4<%cwjeY%iCO#?^y|`XX;-*wpi4&
z*p9hUBV+a@<h_Nxs#Hx&s3$;c!HeN3N5D=6<g^<`UA(IS;4P&J+0wW^H!z-<0cf3R
zQq6r^rLs;FRJ_L)Nq%E_p8XlXs!~>ngIQ5>dnsaz%3ORU!n2I|9mJZsz3Iu9s;{V=
znV%f_wAh+t9KU;lYH8qQ%05))nNvquM1mQwrVbyzsN(hIVs+6t0wzbr1$}H-G#+&>
z7R9{~o|KSl0`oe9xJyrzXCi-WX+<(@oED*OzZ>5IKU(EaLyT3FD{lZ-M`_)^F1K4g
z3;dB5msPfATtZ(Gaxk081f4BRNxjoGc`c%l81E`h8NciYa`!~aR!WnCbu8+i28CR;
z{K&KNk{vO2VoYwA`A!@CI4s@yam<1SyXG=762U{nGBp9U(dA6~#HYTnLws&E1fTvn
zjrV7-onf<dY<W`G6)Si~=irTS#CqpIRAj*VUv$IT2|vhU0g%O>Nj_UNqN)xb*e1-)
z2}U6VzM^m!Zy695tvZ~1bP2wgOy>4?Y=2oRh=cj<?s+Dm3YpZ7r58OY7GFBK8xayv
z;CbH1-ngw9?bU~;<<0&ankI=&w{mHw&srE$&Z$hAIDdH8yTXwpH0sdDwx)Q$to1(q
zQ`L}w+;2f5E2+TEQJ!_4oOq#+TTO%yW_8!v5~Fa0zbB)PauQR{<k}&{qe&gz<E=}x
zZs_=8fKyCR!7ad;z<d<Qc<-PWMVkB2Vh!|}UqxP&m(@T;V#al?$8nEUX%--?Iu*AT
zFZhrT)C>AJzYdaDqN7eLK^gpgcHwdl=HlVuc}kRqNBR}gMidD>a@;oo_4@+XZo;((
zV{`rA1jY`_z&WibMnh@9yn|k;Xf9f#8PI26kKZ0q7X7n(c4uyxj+h_$T;CP2lU97I
ze|dXkXXT{en8?;wE%#Su6yifb2H-n!-IMP-<C~P$N*4(7p0onifhH7bPe-%M9du5x
z|1B!Xi!(txoP7%+mY%dR4TfUy^hR%8uKAGV=seR0K#U5COq`jP8(y>KcVd9|ZG)_2
z#KZ19Iydu9A11+iV@c6G-WZYEU`nM82iNgqBx`VS8N}U=PG_}VAUJ=)GeLj;$5fc+
z+(kkfvIu;^bu@fw5jSB+dwAfIfFHN665Nd#m3lDnMZlk6eH*)lAJv-c6JK|>6Kw`B
z*QXKu$G?ev1O;1olS0V=(GAuwKH~BIu1UKO^~O<8%{Gva)C~|JwVZgpux1WP?+QbF
z7WS%n%C*u#`buk&8=u43T0OK<Om7FD&{q8`DXD3(8G<d?3=%x)Rft$e?w~%*iYmdM
z$6H(H=;3b;A2#h7+)#YIR?uA`LU49L{=XO;Bio4ortm1zCpaCJSRlmBz0;bW;j`6-
zItaQ`uavv+;E+$4`{%(yZOl#Fvgp72pClr_7)eP<|HbBbpRa}En*?5q&rRR)x0}A6
zi4z<NSAwVk7p>9b_OMhYrt{tjFK0di!Wm|}@QxHXV<-GR=eVzpwiqHtEQv*8oU6)A
z-!f&F3hTccoW1Q+rcM8uwj3R5e0Pp|r9>;pJw&)|>@80rEUnZs3q<z@4YgLG@0io}
zhhmChAS+{3-d>F;b}=eK5U9|boYwO}cg{B9zu&5^Uf!r)y?<l;wzkiERrZ}(Byt)0
zo8QoeU^F$Pm!;pIeJ8e*v^Zbf>L`G$!nvJgMB_KVibV`bP&6|aD{0l^lwjK~!QCZI
zw;nkZ#di?#U`E|8!P}Dw@YrCe=vz9|ti0YgPW0QJCrY{an;#QSu*ou{mjaly-18sE
z^m?G*n2Kmv!7*vEu=1UlLOPvS<ltsQzic(+mf%*>M9SPoJS-VT;93Um(C~7abA37n
zs``#hLtU2O=ci~#v1wxR9i$hOcYm%a=SJ_!NkgX(LF{(@W32pCR!Snp`b*iGPbD@s
zmP6k;#LAEM3NN!?ilH|&+uRzPvMo1;Um6eGS^i0)L=q+|s<x;ZWzn`5SrSl_2f*vy
zT7j9TT~oaaX-5*FPVE0qoi%*vm8uMfMsI;FQmJdIp@Zq+q!t34)qMBK+HD3Bmb+|8
zEXJ+Z2G~Hw{?f#`G;K&~b<!KQG#q=nF+2=<x=yJL@S!Td+>l$0GsN%<=r?;n`9Uf?
zR&Ae*+RnuowlyWUjV!uJaWP9)zNg8+^|RrE_ogIVumm56D<n8aM$(aqS<XvJRJIIs
zyv5ECmJ*F9*0khZ=%b@;ny6jaf|=a8{1$tMm;A3+x3{ZRWc3dT`2jwaG>tTU5<-^Z
zM5Z!L(UhKOXS(huIW4Wg>Xhi+qZ>t(G{yUI>L5ES1wv}_RT6z|lLT_biKHS;^NdWO
zVTQRw^ke<aoC1|3el!L#(rUB7@OP(}OY1}KzcX`VYxfZUa74ywi;QHQ;*e#;s0KR|
zZMj+;jf6NF$>$}loJtN_PV^irDo<W)YNietopQKNHXAG7Q!}>gaJr16KC!TzW7Cj0
zL0a&!#%DTV1FjI!39cB<p*c+#v(w+5kf;}aoBA-KJ<<TB&a9sas+ySXqtbeLy5kRW
zh5&dM@o`YfERKml!yD(HX{f9lrE5D`%B>%U6q%NYkl-A{o5Q+8OMP7IuXCz2rcg<T
z*0`KKJ=PO%vxh<a4xNPQAhtm^gQ#mGxH6D`te58c5d5kuUZ#0>!Wvzhp1G7YqP6Jc
z$a*y(R^^$mDe9@K%y_f%T3MMWO@wJsX^<^#*;EO@*nNA{9CIn4x0~}r#MAmjBG#+z
zS81h7uY-5xq?V@pE)B=fS6y#6x6m$HzN6H=lsl+StC<rsKX1g_0BTT`rCzQPif#ep
zno?M+mQGCR23BWDl17z+F}{Pc>ZnyHxzyB9)Hsv%X>Ul^Llu}rAX@qQ7yUXKouIzC
zg*T&^;`E564Hq9nEl&}Fi!lFkU&r*)aWFmUb_xEjj4-!!`m(8mDkI><U7RP=+$Q>w
zOW+yQ)GlsW`U0Ys3$EpuCI4~qo<F^mruTb}+_PR!^~X;OfIg*A1`;L}hPeZ-1G;fq
zEuWpWJ|#)4%2iTkv*?PJR!9gHVx{2OO%|6&r-?yStvx0c3{`eTMc-Jv{j1}U5xmQ~
zzNx+JXCZ~KV=7FuE>+Ubl<9ai50d*4`f4GH{dpW=WR_)uJiJ3Z?$7m7ti?|Ctlf6b
z@q{umlPj|d43_m*I?Kxz#j%S6jfGTn886sMPFW2V^;pofSbC=`RyW3v+*rOcT#HWx
z1jJzH7?+=!7P4-bLP%l9G#Gm?<4D$lB#b)C5_RopES@L%<yg=|&rV5}xCR==5d~O?
z2a_S66j>OU!+%FJ=3=?A3w;p3g?y>6PR{S0nKTS`&HUJWbltAS(c!-=WP0X1xRmDd
zNG&`+`x+kjdvsdnLBzXS)B6nPK#M;AnNL_3(?6i!?!oiN$)t|-PY+yletDtB$YhJ^
zn_`cq-^#S$x@MHmbdsJtm{e89(Y(C0zKRrfNE>$Nx$Vk{8T$h_lAag{nV<H^%U9d}
zOq`rWH7xjp)#cCwDwsL)aYYmJd)2(&Rnt2!yCdP}Bw`KVFYAREv}f=|`Pjm#nDO=P
zNq>+D!v++Bgda8ha&p*DPI{e&0`+>hNXCk`L(4l083XdlD@jm^;3asH8~l+w`GaD{
zk2^|R-H7A0^a*c*Ev>G$I&r-81xLZ=jJMqf#|i@7;-7U|$n*EsSfheOcAkeke~^eS
z(tu81^%>sYSnTH;OwHLq=cT(Gm)P-@X8ZT!!Ht2;p)IVkt8oDgUEc5)^TU18bP`KT
z(36h`9X}_((g2&Y{qlmrJR;W8g|COuKa9Jeqicjy?h^vH^u(SvUv3#o6(%Hy-lX+B
zoo8NE4%6PU{V_(1Yp=ar{9VrfB1I;C(#B6MWDzBP!<+op76XkI_mc7SKKyKS%y-Xw
zXYxwv?7WIzV?%|(<Bk9Xdb`hyR<mq>$8TnpU5X1B?evDnoFA5;NZCny{`h0nxk8es
zjmITXN~$8W0??YatPRu{Y~D;@mJj9_QZDn(S~D?>ewQpWHss;vlI7RJgpij)Mn@6Y
zhD%yYD*M=*Qo+(kWFJc+zudYNLpzPVYHi)R*YE;Y{(bh2>P!w%Cq`^vm9G^lz(^hU
zkA1Yh<bPKb%BF>4Q75<N8Cr(ZKu6{jr6ay<ZWtQ)ZouN7m{10sLN8~=VWP3mcFff*
z>#f?eUqMjWna1?x-yFe9;?zfIO3Tk`f~iP>98U-?r<YE_$I2yWc%|ryKlkiFr3dE9
zJt-icAjb^T9vMW~jFU}~1iwpFH1Cr1y)R+JlPW41^CyUDP!{q6e03^b&HX<j{gg2n
z_B$-gg75>HE|c>gj24{C3X5R*tRdsyKcJMo>n+#%>toH8-MDr-R$9(Fl$)D-;oD#*
z`&e^^s2rKBj}VGjSGqZPe}7Ufp#yKI2E^AkG(v$COqMcJ5>0y)R-al84I|H|A0{O@
zX(~ASzB`s2B!*x5_1~EaOXsS|mFD1V9%xo}=gl<Bhy!Z&XG;3?>3Tz}&xn?F`8_b4
z*+DgJ7_?qYEFD=13*Uv5wOeG63lJd?x~s8!M|tJAT{F7gwroX5HJ0H&95$+=%9khK
zMlBc-yb=quQcx<2JT%HmN5H0l%l(8B4&n{GJ2xw<)*s=nHiUsygA8Rl=BxK#i_;d(
z3!e}EeHX$#G#T%Y0WK+HP>h{C{%b=48^mxVT1fFwOR?KXUj&Uh(p?@}M=avkuQqk5
zd*_M+AEg8gk?Kr2gfGD-GoE1`Sp&;}*kmHww44b^dpA}(Z-)o;m~tF><}#_Y=i-;J
zKrdNBkB}|9m$Nl<mIe*B$$63r)ug5&|G1_hz5BI7{>Qb#FbgNQZ^Xlnz;9dKX;Tg{
zKFF^2vh){1#|&}@nLJ_Ri%z@FVil3Y&8|YJPRRD6K-?UVD?DQ$tF)tGYtBe>_@}t$
z9hw1p-3AIy-q6TQjH7zy+BY-IH1B0}<E*WD#H1H&%o7$VeqHX$?uAn5CA0(x^KBYW
zl7*mjsjm#O3cKT-Ks-$)d(OIwpn15qBw=h<?h34)SX5I!uEWxXy_H1NX`03KY812h
zD3R<~b$Y^f!7Q`;CX!|}p>iuQFXHr}B#ZA)(V@4B+e`!>PKz~wLKV_PwPk}7XIN^8
zW9-5vi2@fe$@`zn&X1RWNoE8e*Dl9IXJNJRs(Nkba7-1a7*CpV&8&gG1k-4TdIB+<
z+S2vUQ$}87;;iIwYWPYA2MxptV?r&N$_R!Ih_`=|B}^wRQSKg>w$FIp{9Iy9{E&@;
zSTPT6!c%)n^6O>8M}cP_BF;l90_#zAt|VCiv)wJ}Lj!Vp#s<o><2aEsfs~Na7Gc}X
zbVup608U~h`dWtvR?Z-0j^SW0G$ZIU3_O~Vaid3d{UYfDk2APsH<R4(hOghlFFh@+
zR=kOg*4O(+hO$$4HHExM)T9^Wrr?WkQ<tb%TcGq|9U<5oq7KG1OX6A4^WZgCcIoQw
z0mn5I2b*x6o+Kf4^FZ+>xHv;EVm3Z176RhlPI`TU(I&BYu98;^PQMj5K5Peiej8e<
zkB$vZ1RsbLS(0Y){D^)Pm;nvvo!m0^KDr=ff-n6}G6Rzl=9giyxT?IwRtCZudBZ`+
zH^<Mr4b?M^HN983iqlhAxmLKn?P|H9<j3yaR1E7_)yV*IAkO&I4t<IL_UB*D8RnA>
zljQlY<3oy}ll7D9GSL_DIPvSKDiB%atBKKsY-<rpciPFjFE@VKU#|>;g^g(&FYn%r
zZLQh$Rg@s3$*TYZ2$P3#XbckwcW0U~I$u^vc4nm)M4tdjFEohIl7^$i3#+(yr6%4*
zBjVZsOyn;~QCoR2ohh;PwZNTpm%WmyMu}vEsoQWbu^9u_huG}18pV^EVxaZ5_bTQI
z5q!8oHK=tlkXu4&b4&q|x7(xC5?lAhhp%@X>uB#SxYy??7NyT!I#+2vuck?BJ&fBv
zYgT0w&tf!CWq@u&V;v?q=V`5pMP4~JBY&AL3*+J@56o7zsg-W0)<)rO1C`>(Hkq?h
z%mP3^K`q$_#z)44BOvEm@PC7}l!*F8r*<9aB@~*ll+<h}no9Ao2S~G)^u&+%LtRvh
zxtD!cqppXpwPn-Uk6|bsrm%rpGuYXawa>C>4*0}Jh>?r8VcjQw{jhO<Q2)?%y$%tv
zKHvVC3beM(?Opksx0eZ`S`nJ9n-E^`_RCmf6DF>mAj-S!Dr=rtvhN7&tu?Yf*-8Br
zYvN02^yY-Qw1vm~I8=8VM!8jqg3Q*psu~*Z;$^+X{`!y1qbi|+P*~PvtUq2{6N6VY
z_NlwxAlk)yW8jLc+O;0HD8CWU0iBkDy9cS}&TE;yr-hs9(RO-u@%+nX&+w(9>Cu_g
z!ugIgWX1Bqmg{}>4Vh=zqRKwg#xX2jaEW1^!-5@&+){Ykz=695cWGlqo0s?;oC*u%
zmG1qbiv;}n9Tr?u37e&aj6Iu}(lANoo}_S}xATlI?J|!y96C<uWJkIFkOmxApcg&<
zuJ<2n@*4>;P3BXMxfVZGGZTBnGwBl7bi@qPFI1Pe)p!KQlW!=AKBC}N${V6c)LYHv
zzC{!PCFQ#Oq6i~pmj1ge`wl(hNSV5)jJ4`;-kk64Y0I8qGIGBqh^iA(X+xqSQA$ln
zY^jVVX5C$CoJSB$lW8>Lt0>C%byB*uVR*%rHIkHg!6Le9@Q0u1#mX$+q5V8uE2X;<
zONZ|G1XRVlvW?a8*tF7c(8njXB`Ox*xud!zZYKL58Npyo<1?zrqF)#aPm5qn6Rg0$
zSSWuo*7+Cvjwxb4o}t>|R;XCi<5N2>E8a%D9iMJz>fZO)jWQpRgF6Slp6;9X!Q7E_
z{pfp6Am=03)YAsUG-i+7l4lC}ZXqXCICFnCF*|3eJGr86LN9wL(%lM;scKz~+(;jV
zQLPgzMj9!+t=m_oTT(R(l1DE4qz1dXv+q=w2&o***!xxk!dHNF&`Q*8K__-I{uJ(;
zqI9zilgn5Y@xKb|0pZtbbsimV8b11>vDY9y+fdV-ot+X<2ckTDodwFOd^r7+Shwrd
zvn?Sk--QgfN(J;9?_MzbOuj>aV1MXYo%@lI_x2XY0|v;=L#<DrZJ@twcQPP((d8oI
z6#VZLc;(3@7vEmJ8WeE$YI~Wdpq!uA0V2Gh!!=v0kMZ4QR6~iiov!>%JK&JR0lZM~
zzNARnJzAgqO6@Mt0pxU^&U0-}H`@(3>x+&Fj_TX+(!HJ!4Y~5<TV5BoHKQBUDwqb_
z{-u>4<@TfZ$c~#He4xJ8<10!BK2Zm90R2$fn;T>^@^}I7$%DrfnwuZPtZ@+yRRqY?
zpo~XkANqU;VP>#Eodcqr%Yo@gnWuEudiI#dl2SK8*RhblPwl`w>A9<j5PD?I;m)1;
z+YKS1@l_ufmw(YgNIJsOyL!oF6EA(FmMhj`eXhR?9rAP>*Ma$nU46+wwS-*_1i|%B
z8sIIZOuQF8iu#!GX@P@WsZuDn#5vMFpf<iyiW4u^*(RS9Nnou2$_{pMRFixQJI~0f
zmXyou%Kg(Ydv|CxkPiX5wr~6mu~LPgIJbtay?<JlzV5#B>Ii<a=`2tuyhyj9Zhw$k
zI;eLI#ZU?J_K&owJtTXV^L4XzIrF#ZQTS++rBU>q9CM}6O;lCn@5NI^htc+A0%YS`
zo729{FQT@A?|ltqVC!J2K+<1V_33*tn~1K>c)PH1oRwv-X2wxpJtFJ4C)<~HakQ71
zINu55yjTq}@j9pLs()3E)Y;y*FBuY@8l=}#wy4)Q{A%j1UbKe<UOOWfk=3w5YCv7U
z_VARP71+xf-#bvV1(BFLWD9&}((=Dk@dhBcR|t)pRqW-A+i|rXRzpK0gU^Ww3JQt>
zFUIZd*-KkTN21*0<S~=mCL=FLsE$}P_s(BML_{RxG7sXcj3wgzj`$q#?^pV}7it{Q
zS>)@U{bXEwKMR!SP0K)?7kh7CT99c{npU;f-t@DmkNR)*-PBCEri<I5AFh)DzXcuo
ztM?I=UB@yg->W8Or#{2tLVE4Iu!2@z#|QQiMVCHdpy#mOyF!Dm`E&ydX&b>p<J*xv
z2tTs<h4PiOctuzcp-Vtj*l%@<1Qv<58>k(%A%rXRGupKjgiI24#*w5^v>?>Ati#gF
zPWtuAO;fDjrI<^C{jy!pEF$2xUuaCamU)!Wq!`E4%pOw&ay+<BwP^H*E@7(?Fv$Pr
zSgOeM#kmTJ@{sCvZ3q{Q3J`He6b=YQ=CAt{DP?r65lGf<3>+NaagNhBP6%#K0tD%2
z6@1Z2kP#f3v~D+zMhNI6F=aO;H?>+y5}G|UQz5O^UNX-MfseYJV9ksJa&sYRl$Xo3
zDu;<~#bXeA<Tdh3Gf26CkhXQw^YbN!9MMeJ8zOW3Z;iaWx=|RJV9m9gRu~S^aK>EJ
z%@n*ik%+Yui8D=GXHm2UH|Xh7$poOZgbf7(`JhYCyi41NV}7I$OJ&aF?$Ee;Esd)t
zcN_@Qy@c*(XJQBlO6sde)$jjK<j&jNQAzZ?_>@=F@pDU<J$vAl<=Kv$YwKNIE#k;Z
z6Q@jD&p`8gU@DS?B&GMtMCK<^$u!Mhy719Ru+@u8X1}|3wK{Ucj;1Ubv==QD+!$|C
znP8&Bz^ij)?q0RBbkrd4VC71!9Rn3sZ^4s^FV(c$m#j6G@BCPne-vm2De2+C9+tm}
z%oN6T&D^@%S-*#^oL}_9e8Z4;jjHCAuhiMG_hNk*Z-X9*PuJajt2~^K+#0u3gL|2s
z#v)%mZP`vgi&9ZHlkmrM$5r%9jIQnJ;yxpGlFacA_QXYW&F|tC3)22Z)-tg}!_&7O
zpO$e^7<4)RYf-*NYtJiSfW8jfxRFn)Kr=jiwHWP(a`49KK0*MbH(Ul?brW8)a&#It
z!;Lg2%$9-(r25=KE}&;;wereTfuN5>TLdx#a7}tQn}r6p`mXkoJVCag;#_SEY1X;9
zKWmc2I@>$ZUT6Z=EvC0<Dq=ElWD$v5^rsURBFP5sS!~;weFp=cse-VeYz3&|{-kdh
z1y&I<8;whya4f;p-|ekBb+2Awk)<FC7TmwRgSu<a>pM292ho-Y@+}XT`v|j)vh-Ir
zLP2sNDyDqfV8#9*TGMsX*sS;Q+nop{BDztm{3;_&6yo?}2M-U*zE)8D+&)sw>7D6V
zn76yOfi@cPnzt@&wpAp_qRJc^xq=hZ`Io>dUxnjMqO5;U#48vBxo%ynNPL0t7+t4n
z<#bgtcy!?y{olzuMa!U^P)OrU^e={TT{9UgMx+xR<)sSp%7e*a8_6`qZ8}<J+}489
z0X}BuEFO89A>G4!Jzbr6b{*O)K3<t0zew8=+wgB>^^)Gz6J*-ryz)iGINv0WT*#J|
zb`^D4AN<@C)Gk-`xjqMQb1&|vXoqbYM~u*SukX2H&FYvWSXo(3u3#`=n0DkC&95Yu
zEx5odKsMv@;x2uBY)~-le=m$~M;qro=>-&_X_I*6YcGey0ZB1la4WP;O*C-FPfmAD
z%|pegIIS}cIYRipzC!e;D??V|L{a61XT)jR$*)6js(ETQhfIq;=1H&Sw_jzB50y1r
zc#ZOkaw`O;GCzlKXI9{FhFA;Uu72SNZS;T#ldZ4bZCTBom9#0Y{YZFU`s!4_l3bTU
zGs<3L4C_E`afd5^)xGjucUd;kV9v;0W2mqH{nZ~AN+o>7oYAFStYYgM*$*$UgtZ>J
z9GMpS(95DwhA1gi6B?FWY$TVO6g<)G(Am(G5QhCR#p#4K>F9P~&eK1iPQPh+U!Er^
zoVQ}~D?npHYTw@&yI2$*A9Ku)K$;(Zj=@;%f_78--1t>imaaKUmag9l^ATv}RH-bs
z>PsA8+zow$dvKuS1hs$RmbT+Zg3b0dyiW>^pV|WAB^X*lW?mmD-G3Cl0$9x9)FgA-
z1M51xpT<mTEXE(-{E4L5&`KxR&7oeg#7*WrRW<@lxFx=w7adC4y2PwO_}h*vam7y#
zg7-Tcyaf9*jxPS<wnH|PGlt?Mz3fSO{gVo4N{@$UBD4uy89Ut)%wjTNc$a(@YWN=2
zpK-<FY&=FD!84rlfBBAuKY}s@$CEsm@x)Pc!xZm7eod$+p~#@#>uF6j4?WOHI&!rv
z+sDWXr7`ON`qEgBx1II>n0u?BIG3nh7$01NI|K;MKya4;!7aEC7CgASJHdko0>RyV
zaEIXT5(anY%-(gr>wlmB;?%i%YpULv?$xup`&srZ=cfKW3pZ`UFF{z$sH)2<Se76>
zg(Pj$dVz@Zjhtd^r8Eto{|XV`BCgL<HSJnOf>A+Vds~Zwihe{2k<6o4k9fAQK!sYq
zIo7I~1hi3BWCm~D^n(YE{(HFg1Iy_6WnRdRv?}*wuF_X8Q3$<v>kVm+<|4QT$F#7F
z?h>MrPM8^=rAsHl@`>-y8abwEBj%q{7qbLZ$NF$Vi}mqO2kOI)IGNkR4x~Q23qqO|
z$|lO!r|#5W%F53K1wmQi`0jdCSIPA>yYnT!X;c^+zfybMQCtR!84(W?)d$S9eO88X
zXKt1yxMv6q9e%O48&5ns$fL^t@L9}e`|(=vsvmnFu4Q9gv!b&RKdD)I?oHQ5TyCU$
z^>;hug$?s?IPoS6>I;%}u-RSs&B0C&;GdHVS(J4&%OfP4&5WO6g4DaH=of>N(f*D#
z%+uhx)TC@aJ9i@2+rMu3ok9X93+gTgmNeeYm8N%puad~-&|%oj{~QKGx~s(qJToP5
zDt(8XDF1DD&&^TAaz~!IY%VolGm^2Zm~(-XlW)k;Pr(~uxh8W%*7$WT$lA8cXb3?+
zVcZp7i1plDnJ|Knrx?f?vPj*f7U;?FCqcbZETRrwh8_Vd-jN?~3pf8gUpJBwfSX}c
zL05FRP1F0(6pZsb@#gP&u&Kgo+T!)=TsF$sB>#&(P^)99I8oK$L{-Hw+%ueeo?v4}
zU$5MAyRT+!dArO{+eZjv=Jq{!Lp-R%0nxdVmD6<-6#HyVx4$+dt(1aG-H1y@e1rkG
zK?<)&&2CgF11CE}S0skwxRCG7NARR^Y7#HkXmo(I_>YQ4nc0d2FN1<6;Mgi<L%bq5
z>F-d93RU0dFxs8v-kx$*K;g3mY?O^gy3>cqmelFMI`o5$qX4lR#)AxVS3a`A<-(~3
z_xh1XX9=oDFGy8YEPB29%65ywt_BnKHdTM3>ML|H1!b9MQp6(}Wz^GcD*B<)f9QYU
zg~R!9fVuBYCM~=|@$l(OdfTIr(<SqCNr!NpuP7>}+fl>mG3QCcX*Td!_s%=K9*V(c
zbJFkp&KUl&J}>2MfOiK7yYCi$CN&|(jiUtzb3?9*_Oxu~V3#<qPaoTcK9ocI-Xk^t
zFnNlZ81wzO<jNMEp&t8pXSEgmr6bWuKe#2cAW>aAR_Vm{n{7W8-(vNR9NgVU2-E=-
z=-$;464NdxD@BidUJbtW^v!tscnJyBP`H2enRx;_E7je6tl`>MJo;(i$8Py9dCp{=
zO$`7Af#z`qMj<`o9f1tlCBgep!sM0`(lg$Lz-V+)B{Y-M8RU{t9X(K@o-P`L4bH%=
zYyYv955_#~#!F&J_=MAK#^8m<JX=fp*5Pg*eOtO=xg8-Tz$sU!>pg9gevcWH^>2=%
z4$$hnATCJSh*@b~_oB+ylW5X8?y54O3MihLeVGm!o^XFP_eUsQ!Pr8iWR|*d?cF}q
zR}f6Y^tS=tVqQqI!xL*uKYj<QMS3pGc~vKE4%LZ}a3-{TPi#cDocVDhW=6DCOb2h`
zZVDus3YhL>&8?hV{A8M>RC4kYniMsF^l_zMExRUivC!yy=E=__s79dgH%6<vH;g=T
z)e1j4nOR$LK^fsh&JFyM6shch(!KQP_C53;Cl)^1fjP)C&tn)wx^iN9C#)7jDv<^b
z{d?S@v5hc0wI9p$!;aS##^jlW`Qg@d^k<*VDjQON{ERLmW^3QT35*+eZota@W&(#>
zbgXC=)Z^u;!*Tb%$4NiNwkn4qOKTGEc<u^82kj~ZBybh70H3*Et~~Oa?MQ&{$Fh)7
z7VfN&(Q}#GLqeFrsYU!!@G8bAbSjrn&!s!WZui|>UQ!iz9IK};D5i2Yhe3n+;xq~}
zG*o3eXyuM(`_>L{&K*GKzxZnI@o?v?P@P*5io6DA`^|n_48im7q>hZ+ciJxKn))a3
zdy@-V<`NZhSuWTE)Nkp43!E?0bI@fv$>XwQ2lok+IN#>ZIp4n8r;h@qFHU%4uInZI
zDsZn(cWYlW8;E3brmr_5u<Q!gD045sV~4gbudJ|aYOw2Q)x9z#8OgeB#fIcU`RFl<
ztv`Am6QCI@lA90W(1Xsp@$=H0+*s6vw0-RNVUhdRG;Rxbj;!oxcj0EeT31K*s->`-
zi&<^u>BdoeHR`zAi@q_vrNd`$8vXZ09#z?_BB)c^GmMqeZ(QRUotA48UkztaK)i=d
zB^Qa7<n_eFLyKbj<%Ayx!nB@U29T^ETX!<!&YHD37rIwo14)0NUXU@v5+}s{#Ha5U
z!{cN!qR0=U5Mnc1D3w|uCA(!op&W`OGY%5Mvhge0I`+4i>6kZdHRwLHrzwuOkLTfQ
z^vSzjEc`2~$$WnLXLM*tJzkL_by1`#zVXdN1Ou=0tD!gLRlm;u0U@4%$$H_$BPTXx
zZ9V3dTj`4xXK{KNMAG_knn_{JQF$diYyI<R__L>`rB9<U1xRbvEJ#6U7uV<IhiDP{
zK1H#NtGnsTqHm-EwgLkd8rjSHdYv#hJJH*3_uK-McncdgUT;U%^E^Hm-?8>P%TFfb
zNDfDjOnNb({lD{*a><igCdJ9AKEr+Bh8VxRJ}KN*Yl(>DyXLa5qxZKrEsB*L2QiK5
ze<N=BH0M~GWO}S3IyQZ=(O^b28@DFde9FWOza)6S=1jtQcuc<P9iOt*yR*#MK8JBt
zR2`0Ytj~v?ThS7<ASxR8vzCPZ@C@Qk%duzv(%q!0+(Oe;j_KSqSh}Fj^3B%Io$vR-
z=GTWWQ$EScK~w9ot+6pd){W%N8K9?fm3@)en8U3YS9L*?=^O-~>Q~HXgYoLKD~{`J
zWIuDW!;_%rKLTSfjGdl}2cyUs#4gJ;i6-PaGbQ$hGZ{;vE%Eei6XrqhxyfdV_atqk
zUER$Vc!!_MlIta%$zGb#$Yx=k|AzKa2<b>Za|>YM@vb{SSIzy%?fxh4erI7<CFjvs
z_uaI4<5Mj6M0NdOB@s=&#^3B@v&2#}mqR}I%dXXrNSv2tI+<eE=U?6TMf_7#h38(N
zKH5f6FWt?<gEeS+R?<Rm_@p-%L|L6@6=Vylg0b1pd9STl^*rFpYMLZB3(<83*PjGh
z=)LFpnl#Zm4`3~~(SiCExS7C-DJEUgdiSygtU@N_W&{h{j_7TK1)~RP4V{7yI$GBl
z^;-?BO2=iQS_RPROw><!1xS}6F%tRD$`^;zv>u+GCR2Ihe17^X7w^jrJ4h&f&j0OU
zb=LKk^Uwli<fDgdXc_s=xsX4sP)mk&FDwvVTwHKyPVVPkKVIw%f>s*sWIscD>l8Em
znVHGR>zbX_I9_eRWAA#t6us@TG&AcSk6kNFy&Xho7I4Zvx^<Xwe88;K!I0D*HaYL#
zi-J9ThG1<b>9NPi9M;&irx<1Eg+GDlX{-+J+J~`UzzBR*%VT;EOer`{#mYgwsIO)p
zUae@B?beY+Jn#4Q&Npf!n=Tdmp=4rixNuEZ#o_luywexmn&)<SLGE^270-(`NmCCT
zU2Z_HAwGn&tt!mZ_?&<Q$>(|TvAP}Xdpv*NK*xiW$aCG%T!WExAaS7R1uqZxEkI;t
zyW(K5*S#0%{PSg-x`#vbowQQOnb+$PwaKNK;S=1}R`PJQ(S(uzQ10-Ver$rE9j=ha
zyySNBaKhE^@b<rWCUwc8nNma9K$M?|&#{U8xv?^+@q2h)<K$=y+|T0~D2Ta=`>vHv
z2ft(ueYL^k2ei{C&&us7{vCs5hi;|(o5@&}*IpRpSeFNFtHd}c8yKXXxn&ppGE`<h
zK>W2zZov54g8tb9No)V<R)vprSi<ySs%JpgrGcT8_MXFLl8v<F6zh*JH?ih*2)B#;
zjye|Y)CqOw*K}UuoQxnxcQ;x_N`1vENe_H~0b?@`U(Bufg@+XCVp{OIpu?WgsCU%c
z>;0^D$R0FB>@`il&L4J-?TS~KM*oZtb<Nc6f*C%eN_ctF=pl#wLf0<|-6sy?l>Jf{
zny<TtcIXy7*rK}tJan@FIP7t8qLYSK>%ZFKZvB{Zbdle5$Z=ddGY?6*x?}m_IBtm!
z9>2!Yc&uvHoyJ?EI2YpKi`|@aFgB|uinCAi+jqC!u7S!Y?r?tE<+}4gynAyna3Lz<
z+1}Shaeo?bHbK&q)^!PQDBgsg1L^jE4<7L_oOJX=+|pd|V1BdyOawmisDz(`37I3`
zsq)#v4rv<<Qm!O${nY$S;J<g^F4261{Ldsm<cK$4<UWt6JbeUPd)h|-q(*M)L=|b#
zB?;ufkGGMd55^7?^<d6T?6JZIGd-MOE%Zrxe2spu{b%RJdF;$=qrQw81LoOC%$d^L
zr<qV+Y86nV@<AWk{CU$qMYu0*Ira^sIi3)@6W?aqZ|3zJ-P{J^MPDNd3*WOCwiB(d
zuirmHs-~-qMCs8s%c?q~OnSqB#Lu#hMxb+wt<O~pp$cZQMWVRRycT0b$7`b-riA}e
z;lD%uFON$jaroB{@1iJ7YlxtpLdIk{x_?+|hW4EFJG}6rJ6;42rrG7MS{C0oIQI5)
zxGT>p!;bpb*Uwc4L0KB&L9ep(61XhQmRMa3ZtBpp<iCt5kq?!Xr|8WK<sIs;adFNA
z?vEeqJ;rBC)HAeb-Q3)?8?5oKyvTBPA1VFr13mw4Z*K>MgoF$-#sBlo|2W1&7v}i6
z%zuCXpEu=511#?UJre(;7_aa#F)*}0I-@T`?7}X)5V>*w<Lv%tUiGk6-IV`vu>X<V
z4u<6ahhYCYkpJ`F0~O;BQXZ`T|FJj<4+H_wf61dDpW?UHh5B{BM4mS}2^(P$yMkAy
z#5+?=5nyV1_pAX}?;%wU54n)O`g&U#siqHEiQ>6`Bk8ScbrspL=UEY@ltpo?+gVSc
zjw4iPF{bH~^oW!yfuwgNv#ZgH<zvvIG>ixkheVR;Kp6>SqmJCB7pSbzKfvLRf1%kK
z`3vSd8^I=CekfykuqQ=s42*gb((4E>chJyxBdu|5V}u%fe@-G&c(_QE`@SI}4xDpu
z>A1y#cS^!6p3I`3Y!R3V{RWXrT5#Hf?`_ah_6HoXwwo|V$`v*Vn0CH|3F(0l?)Dvg
zT1{+X5=5SlwrZt9-R!@#r#R54P_Gst`8a(s2}1j1YG{tk40~!&bx`p<VtJJ4_=~_t
zZB8;!hC$wgxr;|Oay4^rGif9aL$<YIyXx5wBSP_Akg^m3eKpqBWH_CftRjp9qd#0a
z5v-}-K{Q6Ft4cN_^t~QetLA}?Wtx1p-<XKS(Vi*!B4UB9NzZeVFC277m8n5mj~OuZ
zLUGg5^Z^y*9=~*v7Z)#?CG%mVE#{w7j2Hq`KR|CBYYi*es{JY-H2fHWD}8_k9Fgmm
zyDttWY|OJ~vN%<MD$Jy-@rW~d`nkS{xH)P;rO=2m^g$tXCzAnlzU5#LD^4AtiXG1>
zi@@>ysvJ;*;OKTx_52Yf#>dkhAPq<KaAAvQjmUv|po(Mz8$)y7h*I?2hzL?Ay0L}7
zde=F~ki?S*=zIcoz(|vq-;+bL(*UOGL>X64LL_k1#^VK8I*cKSF_xJs)^N0p@sm04
z=mYR4{d`JLsCH^FqZDA!av*uy$lA;2P|+A;%!DdknH3(47D_oo6A|OxYL?&0mcUdk
zGUhL5Oq3yGz?bF=<=p0`m6fYLL!IT&y|nj6AdP{6@qA+TOXWlITY5|kI<!3}u<NZB
z1U%jo;;$GE{m|$Z==zP`U!*OTxqP(t-$Q<tc%JTg4)*9s)%E}t5`?}k^`X`+&~xAa
zjD^S4)-;5Zfmhq?>fmEqOY>DJJlw`ffWn~Mu6^~$fijj)+T@V&0n(@t6tK|Q)qJ;X
z`{1<Qz)B$4d?Ct{&fnAeA!&o#+}U!7;@737Uqd{g$}K}>e|N&hpQXk%R7b#HfJ(!|
z<6J<Ri?i9gyES3ZGYY@!>YYSOv|!as{%XdCCvN`O61k?(t&Buu2Wb^&f+uP&Po#=1
z1XahHsp?kj`&g9$%k8z)oTT54@!kQdIE_E&Z=W?Px%~yU`Nw9-AK)FK{uOu&p<6_W
zj7&h4*Y6v*@NaNkzCC=+7%>=q{-qQ970;%Tc;(Cw&>K(uaOmvb>TCc4RmP#!j5|;7
zU&Rb8&Yt@6j!+gR=;iEoV$8aCW*oH5#8|F~`p^1_o1@vFbde@SF@F|5Cq&TKw?VNn
zXZz=#C0goj6^h<Cz!=(r;ua)4!0Qc_ONgtm|BZ^REfyq9=yioAp7Y#5gjO<`Y(9$Y
zb%c-)+?v`2jW-r5RZEL>an7z>Y*5BN2vhxB?8BM=F84Z8mD-~_T(<$^xndRV%Ksdv
zD3m%mMCG>aZ@W1iZhu+uK#{u)CK`A5x3z)?Ny0-l-W1D*Hpf>MB%>YuAUIpzJU})-
zAhZw&hPH@IuNltTki?8GGi$G;d#9Co(Hhr1lvf?p5U|nP9tA1CcZl|>Vg%adCv3Pj
zl(M`oEOR{=SX$hUUsSK>YN<sL?z39>DJv_7mz6>M+2BJre2-CZ3>|T<yzhZfWz674
zy*K!5;#cgp;}8F13wqZ*PyW%NK+^*FDMggL{Uxh(_s3sjdqeMRUVn0RX=}@Df{G3&
z^K&IO`x!+=B^)vt^QlRF#S?E!t*;Du`9Zjf`1Q1%C^8PvcuC*;0>qm>QGRuS;y!;C
zsAi!1F94wL<2?_HjhsCK-n@{78)KU;9lk?5|4`oVw(cMs+Won)9J~_cx$g?HKk(oF
z5_T0xyH#fo@32=q?n6o)?gx{*>dA;}5O=;nSta};@a(^cF7i43n*JY<{Uz)^(&6Vy
z200YFmaGu1LpEQ_@TR{}`d=ltRZ0Ea5q}+FSoJoClZbyCDnp+R-q`#SMjE`n=^7{2
zy!zx?zcRG3h|O!lslQ+gmuse!5tNMh9H(qjH`w#2_j;`MFqr75KYVtdEDE9#nz!Gr
zc#gT-kZ2o!PEl^=wdXueyE>3L7*9vulJK+pZuRNCg#UrNZ3OkJ`ZDbLNZ08jO)J#%
z+htJaowIO}7&Ez6dC^>nv}rmeyMA!;*+E(Qp!YdenKwLE#*)I90emtkBH7IF<d}w4
zDRL<RZTkC<!fM=!H|vpgaSB~aH7|XFDjWKzf9#iG?iuPsH-9WBSjHlW<aovuX|cFv
z0n2&L2cKLat5Y0Q`SchYj#`>=kjHS~``c~(7^eE?qsq;}9KC)WNmzA|(Z46n3tb5D
zOHUR0%?pmEZ*tcqog@w$ABIQ^6LFy99m4B~@|C1E@#M=i6n2t$q~=#rR{4IvS279h
zy3~ZC?JMMvxhp;%A}k5*SL*c<OEX9B$hV8gm_#24tWP`!yay$zhXbI<%txTV3|$Mc
z7yFcC)aZfu1c$A?PY;?K^lPhq0<V%ON4i<CD{x9n-PhAVzWE15fa8+uKfm_jG|W*x
zXTb$k^1&e*^P)XvW0v6k!2@$wEAQJYsgBKo=j3uMEXY&mY%-4+3NWE~0(GFmK<s~j
z&ws>mdmG{ZcY(|QfUN&7;Pa5%y@)J5AnhYB{?LVB$NuI#h5mnzmi`|Ge;j*yFsQ#+
z@u01;e*gZECFqW+qoeb?swx~xa_Mz_7|6Ts0S_%b-_+}SJ3CxyVxPznjt&b8d#hh<
zXgf9j+n71TSS}HfORnj^3NRrj<EvV$e-mkZBMA47{51A7CC1;Gv1|Z&j4BoIsXgNK
z<Ij!({~_^c(cbI;Qm0?aRf`k<+(xZF_7ia`O*yop9Vq1>3|acjU$vI19TJ(wSucV|
zOqzdrgQ<AtT!w%DksiQMJEE#qEa3nkcAj)2pgFyCI55#sV1q_C4y_n^N{d%<_CM^f
zy+PY?zh;ygbVlMZZJhkP(XmzK7U@Wjbk5jQnTHSLF+KL22b}Ip*b`Iif|jy{T*+mt
zOWV-E#~4EiDiM(fe{Rep(7$>a<*RJfL6+|KR2fliQqDOEO|28il2%r}rRC~}m}8+O
zs+UR0$m3|bx=5rqAcRrf2r%$q0qRCn3srg~X}W7MF^P_>CVaX+<imv5j$mu40wQa0
zT32LiIEE-*_g4j|Y}r2ax_kZ_QZL1Rk7Jq`%_{M0bpcCxY@mOHq+=40E?+&mlK7B)
z{p(W;-6E8uQ|*f|*o=n7wIMiO)>tJBS}CHP{Ur#RWD#U8;R9im(Q>ZY@=__~5UoHC
zk7iOS*XU7v-%X<|h+b>qN=SBv{Ix-@qbqaQIC5{@sbjK0EvlMDwE}<!mB8u~7HR`U
zE%!CF8BIQ>wXhINcm6SFU&?~G>Cbt|JmKeYbV#5B@lOhT6Hhf&^#|r)GCg)tHp+0P
z5tYK<mZMlM-Pi!G{imDws2b`9qLMk(ec!wc<hqw*j>VjpoM=~Ql8_y7t4;$;FX6>F
zXEX0e9$Rp76?5;w3HoTYNCnX-B|h+^x*!92bY-O=(|mMqQW2Ua(z17SsaP|+K@q(7
zc=yKh3)`83z__%HI~8e>wB2$xR-dKqM{E`<qJV&GjddOXoYk_o=EgvY=Py6q^qJCq
zr~Ne>#JK3eMLGJ|wiC=D)602oo3`AycwUV?YI>EZULYmI4Acx2pdHg(b|POL?&*o)
zd^cCJNsVW$W66N-+ITO2x2mZVh>@~4q*XFyNY(9wX5)hEG%8Tbfu(hHbS>g9{eA$8
z=XjB;pb+_~w5-0<U+z8FjnvnBacH0%w|s=f;!zS{n&x|~*ECuZdfyPRxaZXzsZg`1
z7bnhBei~F+?6|zgo6S<Q8s4T{uFO6VrO~MDM&<jb>qdm1y#%Ifm-}wm;pG^(7<VFR
z#DKq<nJiJ!b&-Vntu37J;H5D+nYOe!d0H}0CBos@ZtBz6n!SwK?xvG##rnZZA@1|8
zDHb9zDVn@vZ7oR&DjiEq?6e-!fUO`i-wzVEMBalmQw-t){9~ey#W{j}&R(w%UrNti
z-GF|~B~mqVh`jkQX!^Fm?(cRsd!=41Lu}y0?@aGLd^x1TH_eY`Z6#{9)G(z^rF&O<
zGOrf%C7T?_Vn)uWIX5~uW6#zo0kxW?4@WXv+uM<?3wIP36&va%Jtm>Mb$9Q*VjF)c
zWQB5<;$;+@rBP|+OH?Ok7l-_4Sf%WgV+U`U#(GADlOyTYyok?D1%wiRS~Sp(YZt&L
z3#Io^v=79}t}rn(D|GLQU4rg`5}@*>UyP@kH4Y}Bb@G|{!YpO515r8y|M%A+JHq*2
z1fWlH)J{W0U)jJ>x0n_2(^ywaz*;3?=|=Z%>`EYK3w9meC2+2nWOP}ue)w`_L})Ag
z61ALND;`S%wzIZY+7jpP{@lrsqH@+L2Fn!amkfEL&wYmvk};>-*U>Tk&c9;m`cP6t
zwy}_$pJx~fgGX&KT0T9Uyuud8I@<60tJA<oj%onO`PRSO_V-|IDQ;GIne=B#Vf|P|
z4o%y*X=p;-nz#F>cq|4m|3{+ziQB~+uwca7-g{l}P6-FP?kmc!_=!qtPOP(0Rqu%%
zprP{b?L^s_?>O1sPz!lD=*%~?9O90#K4WqTam)dtzybJ6Py1-h2YfWvn?dJZgC#p#
z=ksOQE&P(I+A%-j2NQV?^gcQs4tUO+HT%C%*Dlz8Itt$)YA+rytV!s4BTyjU{oO(s
zU5<5-FR<U(1F_qP3pwdqpmuZ(tF1;h?;?|&NRzKO^Z4U!U&S`KU+T2GP&T!$5y3uI
zj!m;^k5-ksyY)k&i}e~ms%GhX1AphkvY#6*<tWQVk%oWPeSSL`L~b;5;IPWJd`hR!
z;B}PWvsu5)=#>i>*th~&X^%&Xt}ghAdsSX>UWDjwM77w#PjE}wK0K>)v!-q4$A|T0
zI&3BAIa_v7$qPfGfkF<GT;{gjLU_o_E%*iCAim5<1jhg<jLC@kv!O)Po_i%&)#E!a
zg-pKpyO}&Z{LDY}5)wA*{$fm)RU8vIv_>2iWV(AM8kek`mTy=<j+{-tS!YFH8+IL7
zqY-q}r_rZ;|88&kPPcKq!Fq-4o~V&Ou$RZ?-hp&RK0)`_?Z#N>{n$d>j6DyoD;;2z
z&5XMECnh<$x%N#K16aT1rjeB%3lHo4S6_NgZi&5i<bC(hQVM4%Kh;Hu>3hOCu$pa<
zpGc}U#}xbo0n&3ADZjRxPOm@dZX^dG{OihzkAhHE`B|F}$^7-}XdUt5RUY<Vb64yi
zMETJL=tjaPVUF;3wrC(TjiBX8YKZl`wdi2?vgwS^g&QVjk<Go5K^BJwNa?=tZr6Lg
zQ=|Zad1lTpS|P;T&&j3Es^8%=V>kN){s($zgc`=w`Xo@bT^%N;4Ssr(Mt~?Pv+9=(
z7|KW(2s{~%H8nK#qe8*vHaqn}xacg|Xq_b(`p^$RB<q~1I9=_;Gda1n(Qf@q0}Xa#
z|5?W=JHQmzj$l4$$aMPzdg@tePD>bU$HH&}^VU6b8&s+M=J0-CBon;C9{$^3{gE&q
z3aDA0e~V_3H@}28Jb`Mi54?vMOQj>KFf^61WVEU7R&TpAG+3T5Fmbs?^Hg~9vdj1_
zVo(Madqiv>M!d$>iGo3CTnSlUVC6GlUfTFUTgfVXqZm#74Wj+VfA1C&l8hn~V7$w7
zW++X_vzsBtlXkYEE|hl^`*p6^yAci+*VC;cmq`VSZYnECSVw!Ipp7oD!E28P%Nl-J
zCA>|!Ul%hNz5FvJUs_nG;3+MzF001>M4yENqyaO4d2Qcnu|6-j=*xuv_aO!Q#}BI6
zNhBj>RB;cgJ7E;nVy^0IDFG)r2=+EpZ|Srj@|E?{0qt>XPV@qgX!kj`Aem3`gC{&S
zPaAG7nJl;^1os1k6#MXf?>b|TV-s+5aDAk=mXv>}L?f?2KkAEe8}-<5fL*6iKxCKb
zpQdrj5T1@)M<GN}k*QNGcwrXDYdX=>OXXjnzZV}HF;~Z`kG_b8c<MD80<@gZmj|AR
z)`u|x8#aFHdBZEB113953M`asn3U*_4mw!=R);2IprfrHVHE3j^OC#s+Rq;RGLYp!
zaUQ-~*rqJiu42=_Tkm$0XQ}&o$;xO}XvY>xZ!Xy_b{giIfbC_%n0|}xjWRjBV=I{v
z;|yFXY9(UI{x;>=?;_lkRw1D==!33i>E{TX<!YnniE-%OAI*?G6o~!kIA=@Ek)^bu
zTyfNBRTb^ATWb;M`OBQge!p3JGsTh2H`|~N2d)h5M;Q{Q5m~*Dy``!r6dUwDl+jz%
zjePe!;fj3e<#u@VfN#qoznyioy_m9DH~P`b3~$BL2SLe{+2IR~{U#m&Ju)Az-+!;7
zbn!)AxDmTn8O2Oea1D7(6?{jC)xG#hD}!m{tFKi!ouX`Tw!a2`aX_RVi`T;fuvvnp
z*WbV2*Qnh|szaa2y#p^6XAaIpS<{KU05QAt$3K~PlD8lKN`K5^C_=yBVCju?VG(}(
zy~Ngm6Tp!>SS_FCe6BldfPO|Z*z-60$G{N((|5;XH`wo2rN)fhpSq~@SjhI!EN$%D
z+HYl1Qz>N4Al=ZEdj@wgX!5o@x&8<knq8fkzNQc0f+k=uTCV=61XA2GA8fG2q4$Ne
zKRS(8(~`({b&X7@rvtsHz!J?jjbHCrp;}IOM?qi}Gp$VA?l(d>So3W`k>#zNvMAOe
zXT=8BHKrck)&KhAVCiRZq^F%gW`6B@QJl!7FDk!DrY1f|{q5}lHde{caJSGk+?#om
zDXlUYKZ4H0NXv8H_06VH-=_xtjc0IuEI0t&4pPp(T(D-p-pix<wde(a<>=aNDGNk%
z#%EKv@HYmNwvZC333>%_iGy6tWG(C@lF-@G|Fj_z$NgR0j|^mmY{Ar^ka!X8ht??n
zJv5OKQd*s#>Xqu<QJ?iRCFJ@6*`zZi9M`J~CNd@5(GgZawPl0GjC0A9dLo-~lQo#9
zR|av*j4s6my?Z;6H+Jwg1gyAtwkXL+k&P&1!Kcjpvh3x7Q?o?*h6MLV=0+h;x{XT@
z+snPf+O2Q-UOu&bM@@n>V;kM~E<iMBVmuYFEr>i<-z*&nCImfwog4<uj9d)QKk<1t
z!N`4qhg%!3frgx$S0GP`HvX-Vzw|0;iv#ZCoyuR^jnH0q$Zg+l{H_+?9R@fQ-Oaa&
z@RVTZvIvIPEzIO=%+XE_5<F=NW4Xs3%sq<i!q10a*9;tCwKi-^u7iAK&4rg+bd3jw
zZixhk+Lq$ieb5Fg&8Yd?$Wl3}AHxMqw{|BS?M)OdPqyB(tjS!f1Y<k=495<6SaBS6
z1mdB&57Gjo$M7O3ZNiAz8+WE8iA9#2l=ZOcXq#`UcaT!;?Xzh4jBf~8$8qdyokI{B
zD1wH`@~gJ^!C9aqehGht=-nLJ`pAY5U##lu;<j-JBUdXe%g~h92rbL18)+o5neZ=)
zlU0_*n`G*f`p2DBMd0GIjgZ_31ll4S{-?-MpqqV|-I!=g(TvA<nB+x79J`dN4l6YC
zPLe@%g=YnGWrX5SLzhtBAK`D%Q(inG9$!=WB&ZtZ)JxD&1Rl*@M9kD8)XQL)jLYzL
za1k~qYe8AZ6Q0yx9(>s(XtFH-nzc}m_!fI6Y~xdP^KV@0Ckh5Mw8KXg=v!wo4vxZS
zHnz5ovdr;B>J7&V7o!q$a^j35;}0SibTfW^en{uC#H{Fj+c|!Hp|)Ua3vkW7`{V(T
zDS!S;fYf!xyzS?SaZ8r@dvblK@36=35N8{?X6T)Kqcmu0rE7EjRcq@fW@SdrHJp;s
zWZ$g=QuoXfoWH(OZyVYq7+U^u-uajbye&*No{zPa`cy6M2Q3KVxSo6`<gre9i)*iL
zN6j%1O!$MGef(so@2mfX3lqYCG~anWgY(G<0FlUrhS)v)Ns@j_>AaO8AGvPAlIn=q
zJ%oR#`cac2?DY~GYXGUoaD<%5g8Jh?aLxEc@u}Zo;dfo326l?XK(}<#Q*>x~D8;)k
zlD0p)zWqp~E+MLeYENkzGkBM?yfZC6e=z9+T0pfZj}QjgOu5Z+6{ETn%r=O#^IhBe
z%GMV-=A_V(4r^Hg(<@X@$Z>0yY&zeeFBMwd^ATEf3%piiqPV^b?T|GBxZYq8`7q);
zB{I5&w}3y{j_`$Q!X*{iOyFy5+p&|nG!RHG!HoGOgj1*eacs)PGAnxg?1n|4Wvrx0
zjh7%3^b94f*h<+Y)4y>K)!*riwY{pB$(DAsttqAO-R1)7cLZiv3v|6By&A2aU&Ev@
zOY&6$I#0^KvSE`#MytE>$a005y5$_a|2M4y`+x;?Yn|XO+^Ltxt2hDehMTAiABtk4
zVOhwpfj9S}VA8sb&P2c$R}T>$G+NsmLf1R9RMYtveW{Y*ADRq=riUpSLLNnk!um>~
z`c_eE1_oO+Ky#k=M}K=}kPIqjy&}eY6Gp!_KYeVXxKA}v)+843NeFKsC&RIz>p4oM
z5%OlmxO;jeVtbP#IsQbyh(FTUUvG`b!ad@il5Q#<Anao<@i7l}g-h;Y`^H88Y$ui~
zPK;eTY*DBj!-7y@9-FwbXv+|d6TRgJl6O9eo9nkwu5fgzN(T~iD`RtyztRGgH}h#G
z4obu#QImr|!~h{WQ8n}pM7=+`9E*$7dM<NgCj#`Xf^sFZwpa+D9-hC80^ry`*0xIQ
z<~(Z+2uq9n5HpgWNZy=Km8?22KCJW*N?*mf<%H+?Y!(Da%H$O$`l~~iDtYm#`G*dQ
zC71Z<|F)VFG=p?_>u}~$FoyKVjRNv5)y_9{{1>D7kDyf+J(g;V0*8Mw2_s=jzPReT
zp1;3)ZfHd{N=Y#e{KYMR5^~>J3s*(Bw-d99<3|7J=2_5?-Dpr*HMkk1FT^}=cn@L5
zH7PN_0@o+d{{Ef#^00UR@fQrU@7|#W+raV|ZcKApWV#C0z$w&T_RgrLb!+Ls%OY+o
z5BL?<ZYj``Z@6QNXqpzjG1`Y5t60(Md$|+hQ%)V7PGIVjW*D=@%ay(<<PFa$<jn<t
z3y1eSJ59_+1N+DNoh}HTT7|wZk!_q*N&!QoH~&&@jQIoDw1u@bB6LwhEe@FB*}S=h
z-cr&@(a1NPKXv~WrNMM9KRUqS>}IHCuo2M4?V4^6ilj<RK#9oBHVWaby}Sq)ypzm?
z@5fKi)`>8;ce02v%r%NiOLB6o=pa2HQasx1FC<&cAOV%7!Dk`TL#rRae+pYLMPx^1
zY!%7py+^h_aP;T=bc&H38`!(Gk6Hh?lw=sC<L-nr*N<YtgIn&W9g=^beqpR4c-kqp
zy#63#YZT$QLzc;ua-*<mTv*I)*f~bNI-PnHP~BBcmir6eI5bVTb)+w1gs~^0nMEp`
zD5tm`dvHSC&$bw-Je^?jNfX#P$=vVd06>rpZPrnZc29CPF)@u{jMMabx#0RkIVawv
zszc{-;YaYZt(o*R{%-E75C;CL5IfHE&kIXT^^V_t2X7lXW&hq*8x_DU=lnPF<eKc@
z+WI=uU|9ab3^iefu_Xf`U$jD^W<f{_;~h~8V+R7cE?-vA*}oR|LMhW2J7bT84bPB+
zvnQhA<m8|Z!|8=dQU&?DDGExY{oQT;lGosT(3iQ0lCt1nX~DTYD?2)ZFZiIGF(m3D
z8rw3)-oi^EvO1TriW<KMn=#pk@#NXEa|s<xB$Uh-1E;PsD7gTzE;PD^k&VfkqpKA8
zc7WbPdPg8gh5pm&iO1@4EoA{_<tH0$&(`fZT2kx|KSIoQ9yG(3R?z)^m1<&kJTwcQ
zV*w$SEGTePv_Fy2Iq};K4^2^QFQm&q{_Gi0z?AE&QW|+OD!Em&%T?IU3&3Bn@4e`_
zu=4j{ws$3ip<B2q2m`|Ud`=P-?@u9$Sn=$!+%er2qP^Kc)Lj^n5bXB*W2LbkX?O8f
z>vN&Q$9hkuGh<nBG{Cyp!3ApwXrdOWr_?|UeO%}gB8$5cksfHH%s<loDAl>{82gx-
zNd0u>@cKtMepbUo{1ZwiXOqP;7;A1Xf@ORVg_L2U5!>9PY>q%yk4!TwnEIy$xl!Ys
zU$<9dB}r~7At+&hJN8*kCzL%}u6k&mBs-MGmW_ST#`A&i;J9y%a93cj><CCD2$=kQ
zbLLxKiVAFSb=+-^r`Kc`K|2V|r3NjNX&81PKC~sCi!@_=GkBC7R<+cuLJyxwqoh8`
zj#qU}IqX3@g>=y|GY&l_&jr_Lj38hV*lnOy<t{X7clzwA+_OEsLvipAtSxKW60j2z
zpm?KLfI|}RnI<?H6at)u)?xErs3#k=qD1C0z%{bb^wWObm)Iv!XGU{rsmALsuG*fM
z;>~!HUG@}H)wf>c8QkA$Gd3lJ`iOKx4l0Xx>~l43>!uI{1<UN58`MVGaE-QYL|c}_
z5!}pDxAzXw^&x*l#n>n>?O`p*y+eL)ts^^g^&ZJD5j{$>P$)pqz3T{`i@%PO{`pwk
z_a(|}b*!}Sz}FySvuB%xu87hz1V?b&@g_U&ac_gYuN?1d1j%+N2O+Vh(P+<9_BW4n
zH`&qGl@)S~M+d(~Q+lhZ72ObPb74(`@t%a-9qczH<XtkTjUKa_q#L9IT#7gvK-#T{
zWA2`sVf5fAN8I?Ufx2s|etcSSo6Q6<ru+CX`maUL-b9xBejmimpA~YUCwKmQqOgj3
z_wlev$XzfvL*|uiw|qYER#&=4BGeD~_Yg$a--AuKzub2upzS<Ht4$0gkm&U($F#c5
z&gn|&K{y~z-YW9S`4c!~yy*T|;S7OV^>+?;9L_yw+IMr#$XMTcMk=&8Jf1Q8veQw$
zU9t1&EvrPphbBFT)BUjqkab6#-~qeAj-4}b|1{heZq(KG+}I`cCyt)r{$F$Hw{zcw
z-sY9`-^^?M9{h`p_kTdN?@Zi703$U{lkn&{-{8Ip%5>-Kz|fMSQHzi+;J{L(j#<oZ
zu$dc!gV3s*2tX>$Xr<Q4&BR6#OFNS3u@?P%4e5<XBsp*Q?<*aM2Mho*AfWTs*YYPP
zDzIc$wbKd)dQLOo+aN<v4oLX&c<y72U!$;>%U?jv)H`_|qy9V;Z^yGCgy!E^S2XCS
zC!wrp;U7B)za1tszRl8(#YFYA5}P19IE1G>ZFAiB&P1$;#5{CeA9d@8Ob#H?cCQ6h
z1dnE<S0ADtSM(9R8;BeAv)|Xg64&w&%*=1q48`}};W+G7_qd;N9ICiJYkBfwvpAKP
znk{=pzN>{&l>H^DedICiLJ#i<?EVTa2(tF6XGiJa=YeO~(<+#30;W&Rpj?G{_DGmU
zJ?W%iJ1??=bM9%z1Ty1(`%xe}e>ZVeU<;%0hyWz^u$D7taBT2`=Vk$(x|>hphPvW`
z`p2EA(HU)&G}g8-;11U6BPoHf^5)P*ht?)TfH&TBTj=;H0CWj$7yNEQll2KBhT@i<
z=7<|ZxV$xX@gcq>+-)_J1Aw?>JbE8cbVma(u;|N3%H<y;Ia^2-(o_d7Er{nZ>%r)&
zJjC#p@2wRbDFe$0Zchn{`6t~pbrl(p*J#-K7Q^GMUiasOj|rc#LJ(^Ph<-BkW?B=+
z34s$F?5W)LKtt8Sm>nz5L+8=DVeWHKdw*#4YTXH*Q-5q=%&sQFi#dJiu=7ZkDa^;2
zyr%52o~<`N3~D@@r!V6e-s1YyK&Zofe97-Luji8j&!7==``r?|AWHD(yp<AkbRB0v
z%@tVJA^J(L8b#j0R04}(%zL8lQ)aawJr)-hJ+-xlU`Uc!P+bNQt}9keT^o44J@gXI
z=6pKe?D}?kLtF0DT_7Jpv=awLnH2aM!8|bAfwg7JXv&jzH0&sX#?{nEb97=H@}y%j
zxAhJ^!yUgy)z@TlI?Zk@<o+7p2%&j|XvJq&nt~omc5!H{Lg?0eHO7kN_^3qfm$i<P
zbBp`@tqeweVI#OMmZ-P)hS%=<W^{(=AT3j^FxVGb?(RVn#u6!h{5_|-$u^(jvg~4d
z0^$00p;7*eD^s5kQ||%02X)^XS$_(u!Ujb=q2?;M;Q@!tH6b!1^9;1sMvil88Jp5Y
z4>~8*!ftvcJ{6z}_lvof3@9TO6fv0W5BbuRZUb;N!NMAO{FXPrK^8sHTR7Kru7-8W
zJ-;SHVZ0Ac(&qK&fbOQ6%Ww#h&^O*~KmTa&n9kIw=}E+&GL~9yIkkT|krWq0y=B%z
zq8}4_r7>S|;>(&iw^qU8X>IIgCj0YzQi_<SD?JWSeR<{XtMnWZ6U5$}N%NU=HSTK+
zK9d#1HdV3Ye-iRj{fJN`&3FI#1506%_Js{9(nMR7ciEHJ0MK$@FKlgE;N>EwRdnKk
z^yLCZ#(#B2!rvCk4F2A^Tp&A=+UAVrHrhU(S`rs;sEDE0k46&c=TjgoWY>RB+bGK#
zjNL1E1Q@eg+IO>FdA@P&tK4rKFQ@Rq-h{@vTtw(AJ4TQ4lXS7<O{qA5;GXz44xVrQ
z&?%pf+B7%SHg!^%UIMR-Ie$t&LQ4+l(In^BB##gB<5dBSUS7r{Z?CX=uZ3dT5sKB@
z3iL?QYyBO{lGJz&7Z-^DXo*4QIaWMIh+CXmxgRae`Yo=;!W?MtLId3pH#p>%F!ciQ
z-AbR&g)NeWeQUU@x+FG*acoNXcMgvUx<0#O2V)=H&AMqbAI@+U<Cu-gePeJ`=JEZz
zkvJ%~P|D%U7QX_~VW4Lfpj(2e`(>8%^fG?HWPh7Wo3~07EGS^I7Y`(Q-WTa3&+ZoH
zF;E^n%!fUkUP3fYL`k*n3=>bf-CEzeP<#cc>7sabHR9nJ9tC)+dv}8spuKev$8L~(
zhZ?4}d1=YE0vokkcrk-5vn5vJwvc>esYSfA?-NpO$+0P&F3jiSF`X@54nt_h{0iVD
zd@5A*4a2|M*l#{ePHa97<gapK3){9wyPmm9G<RWWQpojfE)n81eTCV{bQ<9pp@g-E
z79eivV$!q3&(BM0B6>{<grfvUP{3t~d=rg5>`8~xDv5#Os!s%vlovyrMd?XzcXH9x
zCUF$1&35q7qgErmWi~j4WK_-$xDd{4Q2gmZ`$uKkcdE)EfZ-aaJ74r1KeBIahG88T
z3tmykxv^;C0mb-b!O>sS&&NG2PRvyhyk+~ple<@2oWVbH6l1k#jbHQ+SfS_K3ZA|_
z({MFCHZ8ayr*O+%A6vz1<y`dXMYA`Q!{@A+=q*XMKDm%sRCa~BQijm9cd%-nDtB)x
zPte#yRC;-~=EM-1b*g!`<Ot|}ykjfE?U%1Eg9$kuxf`)38pGfhmV@2~o^l#^&V{o6
zO@UQJKco1m@*18Y?9GFByilUf(AVF;b+_R^SZh97Z8c2;<=O;fWMpX9nxQZ;Gd~cd
zTw+z5KCvoz0g)5g5oo3cksy|$7$uAE^f13UoUYV3Qmqru!DhqlBA?d|6tzs|b>_n|
zRB>Cbw)qGG9MI9kHtZ|UU23}Z*a2L{o%(HQqpXs)BJ>S)Jsw7+2)dCO-J&ItIE|&s
z0b4;r18&L4KMXNR#J^#ULL3|NP;F@Sr^b~~{pEpI-VLP`Z4~&BG=DC_q@WWHktxi;
zMqK)4NjV-%NLFf@K_?EGc~DVW@Py<ee;OCCuNODkyX9wH$2$>C8uY71&U+63{th1n
z)arf@Q9T6RXz0k&VIc%Z-N=r~s6Px_IrS&X`WD@I4k5Of%Fa0J=+%-Du?P#7W!Iz1
zOnvXMm}Bm$CGtX%RkO3GxPb%nv$zwrO+^G;#krKo?vl!Sj6&uTLgoyT5$1KyzV+dN
z0Z(n}A&D`c&R@}7J1Wv?8qVunrFrNeyRnNOvHWm-5-iRQp?yQhqWCG!h7NYtaDc$C
zGY|z&?xY%sr@UKDB;W7%R*pr%_+h#u=?X%S)x9Cr-;VVfU6{xl=4r-R9dw3GO~yPO
zRoAIpcdI#rti8AGob-C*O8yK|+OnI}1bJz{Lij&*;NZG!Q+>4aB4@7*Ns|pQBx5M&
z@^Wkfd$==0IXY2VLDvZuVpw0Tg+oeisP?8L-LYbv7p5dFp#iX#o9-rb<|H)W^f>Cy
z+U%aYW610xk!T_52hom@rGUn+GE%SQ>b<*~6l$rR!iNL0u?$=Pld+I<F1)QW81M89
zk{xKN7<svzi8)bmY9IpTcL9#~y;#=7x2~>|@u_Cjypn<$jpz$}X4)^miSYDUffN0>
zC*xB0Y*T@Z{(1y=NDFouzZ7`dI<obrdUa8iBVl}P3lD!MeJhdBiNA2K!@=L}ZW%U8
z!e4OWC`lsQk=#X2mdEDqgR&_%E#WPrFPn3j%!~$tKsFYh<RbU9_@W|b<3cXhsz^B}
zYMDf&+o&AFgCsj0cGy;o(i*&knqg+AH6}K4z$oi4d{Zm%!h6t;pePr~9mEnJ3G#Ax
zb26Es1!zpYvL)z#aIgfrx<EHickVl~sgXsZTY7rMsw-FSv71&{e+i<m1~RV`*c;{q
zp!Nd90Re3qF(xpRkvF~iVSI~u)`G(%t9k9?iS=2`siK=sDSo>IPl@%?-cLD?vJ+my
zvY9BHzowDASxX`<^xd%EQy<MV89{irA<cQ=DapehmsWJUlz)&A_o$jJU)OS-2Y@8M
z5gXQV3=+w6-A9LLn>zH)LMm%fCm<D{JAUwVO?;W-04;HFx#8p>IGucR?Y`RQyhlYu
zPKl`QUPp4bh9u-qP1Z|Cj4=0;HWGM@&y&I8Qm3{piCf!-<f66=%5b_RU3?2~qNN$@
zb0kEWn$Zt3cAZ~8dh{Y=E9py{XgoBb4{VYRP|mVV&(%Y_c5S1{$4+W52d>YM1QM9i
zpU2k#$gTvy^U1jL6xWV2%7P8T38UCQFF4F1lK4AO-MY~#%x-L$UB$Fl_>>dN4j2uc
zq{B`gkoFlLj)nFP+>|0X(z+#u-=?yP^~-+usMruEWu*JO1yvB|G$zxuN{B{Zy6eyp
z9T-P0kk9Tt4Q0GqIp!pn<uD)$^$3;x#x>j(fX}ef6lMY=@XE(HH<&)|EK|9~(1WN6
zMa_~qK)an2mB&P%2dp@ybr0hcckC@q3=(L|F>DF!(Ds^AJi!B(PBFkFlVm8mVX18l
zT3keKLodhC&OD64;y%7V&yv!cT$01zPfj+Dt-wG)!o;L{R#A`BlCtplY=&fn2iuvv
zEQSs`uG(vi)*PTuuxV#ww4n;aL9#)(TvMChLQF*8f&=O+Dgfndk^J#sPe0t$ZO~DO
zhR--_(wt7^dXTj$5yyT{Mt=s{08zKUfAc+2_NYE{mr|hIa8c}wk?pfx4u;m;i;3If
z`ekwwMwODd<ecLk2xqV72DG!bCBE(WX$;cQm>-eNYJKVTBfA@J-p4Ue@#7~6ZNn<y
z;l}&rZz$H2vq1$ZBIh$>Ndn)6@5%ZdIRBPwwo|2bJ5!RlXk7d7`jygp2QQKT#910C
zvu2fZ2rQ}UdV?f)_k#LKm!3%}TV}YkHz6eKdC%Lvgw4|BrgjniL;>-BWQ+ut7Ia)u
z;#1z}SW}5)N=u85!`<|0{A?I9xlAI3Eak{MO<ByFlCtx~nJb2qD>zpr;1iGSLmLzN
zP3XR#nBl>!uSvSnxlN;5<kBa)`-zFhxtSv<J?PK#@U;)iJ@YyPfI3wp1B^^w^uPIN
zOjS|^W@lBu<wvC+O3*&6yA!El2q)+AMQ2r|7F?fGRwQFKE5=LR?h6k+Y{8V8CM9s}
zq0MT|L5-!+tOdQ>!=OLWz@e1~QfoCXRiAB|OE>bsP-#7vw|myv!UHP5?P7(Z?jJJ5
zW3Jr8tFVt{Y9DRuTEgrmta^ABN~)`(!|WR88pm~CGZi8p{G8^)KUU{J8<z6WyEY8o
zt3Zq5<^Q?%x{34(mSRkh7F@<c71;rG`{Qt_rs~fW#1UEoi#<kc;vt#*nxY4xhvjmG
zDTkIJdf&K7lLS^kJ`CGkpK-WnqgmhPjqWxE5LWWLn&{dq`jNlO*SG`-j#z(bPSTpA
z9~`0=9h5ma2q}5VdJo^JUc2mnT(Bj`PjsG5ah2mUxuR7}Nc(3A&Vf(oXNN)v_v`K0
zi{IFO<H1U8<c3<jFnQMWn%tk`CaZg;(V3`CCR}5Xw+y{HRff!UQ(})EjStPn-@#NL
zhF_@O0<C%8Xq`#Jphu+;d_6YMpWkc|J}q2uD@&l4g-LNH9OKc>%&dho?F-y>Phs?I
zxNPiA+QFjG-lc|9d0PSnd1v73{RKvh4-e7nx?9BIaTxbi7|o+0&!5`s1qRLI&iK#0
z&)5&Pf(TwZCNJS@)c6^uqYha7qh~AqD6~13V&2Nk_szPS!HI!~hoD%rrX^Pwc`oW#
zZEj@RC(oXZUR<1>TWv1dAbw&I*6=pFibXH@BxyIPU3qfsL!0m$Bg`NTmhRM-)r??w
z7Sb?xLr9F$2|4yAC|c17OWM~LUdd2tu2t#%$H0Qs^1tR4HS0gWysq;pc+C?gO8Q_Q
zevQ200#o5<8jnuDhcZbX2jFz9O|AFhim>h9Z|=dkT-Sg@+s1j0=UxpDH|9{*C-#vq
zYr&W9lB${|-P!L?xqqhk7lG8EESR@05_xs#5W}l*4Xc=nv|1D7FTU^t_MQPPy+T`b
z3wJUWlyU<J#(FG%!-Uyu<6E?897_l2h-eiNnpMn*WeX{f-qk$26q$iNn~QlZm3=tI
zten94)`1_Oosa4O|3VWrN<yhyC+WO8;`vyN01d043c_05%3#Gi;GL(#ga8$^>T@$V
z7q9wdJWq4sRx^hqFFd;9aO(+>F1U(k=(ft403#|RuR1fjEavz$LL1Lfl1oaH>-H(H
zjCfuV)fBSnVllc`)e_uNRUe!d?Dnwh*;`sra{v5^QfOlwmRxwO=41_Xh^ewaAF>L1
z9ocX(^SDAWBU*|>A+Y)qR#GvX@P{QhlYhSBSL&8Vm<h2422tB%qb^cOC%TN<#e;k-
zr?&CRY@9W*(~ACsB2RuX9*y_!6)4NYv3|*yOzh~E-u6xNVuv$}w?9^RKDrGk%*vLg
zYFG?X(tMmcFblD^gSVl~{H$qjAhLbTn*hQ=i`h{|a}U}vSl<;LV2`lFjf+G?9dTu`
zQ~VRN|L2~<K>LW}vjMYf?K?MsEHw7=$Z$v2<^a%(IXsQHwckJg_I>Nc#PIO&Yg}~A
z_*LHMw|<WuVy%5$WdP$k$!;7ryR*K(RW}c%e1BnQWyJALkQgCXd9>~1h+}2SYxODH
ze&=C<Wg5#bI4B$b2k9_D@c$y}9K$1Nqi#L1ZF7Q&opfwWY#S5Xw(W^+Yhv5BZCj_`
z?>px@zw7Gi?x(A(p1t>4>)w_Of!3p`B*gMNNpdK}u&aC~lIklIyaIlVsfFG*R{-;&
zEmyp0F5(4ae!G$qffwTj9sw_%-L9Y`0jFkUlWw=}Xzx71#m?o3cidtG5Wi(^3{9$c
zHWD*?57jVz@N91;v0ZoJ-f^!<1%N0YKCulcAO3S0Rh!Or==NQKwo(^`zhm_>la?H+
z#Axn^NBZ7c_i69ISOEt1S!Y{ICnmy~-&uj<g>T~a&BZWur5$CmY)oXTwkIV710>f*
z*<4ocTpNazj`m9XO-|jfS}Q^p^Sdmc#1<@kDo}b>>T+)^N%_JrpT^SDJq#=1RLY!G
zrx-l!j{$!?VO}olxx*yI4wS2~E*}dV53ULmDvrufU<ALHSU-D9ai|>vFVA^dLFg~w
zXnAH*ttylwP@PwMXQm&=5Q{*AmlL)9q@p>pm2SEB$!&r_=pk1J3hBPW{!oEyscSFN
zhVbadHIDQQLr<CJtd1pQo#DvSYflTxdWhnq-w14Xkx=%8$O_KZlR7|qvi5?_H%W!Y
zp0cw;W(rFUU%IcbmoN<f#9zP_t}<sWoFM0G=4lxBbX_3^g*S6{ONW=Qb0;uH7xSN8
z_v`E9g*6gmV+B}>G`yG@5zSHCE{bd>NDxi)W>29SfcQ?d>6_E`$2mXY%+%P@NQ`aH
zAa@Pw_begER`bfkBJtzO0#Ejot~;UdyPMHys9c_7E|}Lw6=Nno{Ui$O&`2#MW@7fe
z=z;v6u%^N1gk2L-`iKsYgvFE}%f04l@e;Q+5ISM`RFL{SJYvSPb8QnIM$EP3HG?pF
zD=IO5sN14re?vlna4T{kAP4TDuK($orL`<9ht=rX;s=bj<a6r<t}UoFuM?TaiQiP0
z>V$JYStb`)i>g&?h-3kP<n9m|ygAY6^MfQ#Y6O3my@fEvath_5)?5(IG3eEoaT$&i
zvA{yf5{CQQV9w50gzq?1fWflzyR^iE_h;{ohm_v*(PNTAFYtan-<aL^FueJE`}!j5
z))fl{cw5t7$C4wd$b}7^vOj;!(VZuWv+~uGJ_-5)_?ubR5j3as7QXK@nU`{qLV1$S
z^rN1aIGa4$@dURM0#=Pg7}Oe{<(K;-eNIlS!{Gqu4CxRmZr|<L7cZ;<FtQvXK%@7|
zR>RP<Cjb99DBETf0)=Ktn3&>WjvAVp27ylW-TnDY(+-qykpLwA4`e-`SCe@&2ndM(
zvhzARI*3uj^=)lq<H^MLws=29{eUm%9~lW7#gqVr0Rsa|?<UDX<Kg8^S2H)K-tu|3
z=H%iMq)5yI657JT!wsrO$Hw}AT#KnB;R75_J7Pk<1D9HQ-HtG`9B)i^c6Q{*L1<{`
zo{d&V1(l+1!Qhd_7F#`v(%Wc`Ex&>SvZ&~2`=be*qxbm|IitQHn49P4(DZbi`?Iws
z8g`qF5e=99PX|XwCYue;mDN?IJ24Rv)=j1RwFa|k_Rp;si^^2rKtM3;Y@PcF(UzA`
zeO(>OTWI^<7(stb1jT_9c>?a1*nUvO6-f-I7X?ImD@GKW_nQYKs^V|P+V+et_;QZ{
zbk%|!rF(OsAu+L&W8)Yae1G%5vVPBB>TXw&gJDXscHM>UN)A=!*{@~kOyL_!##T|0
z0KCMsyZiE)=}Dn>FAhiT(P~ERE+L5PD%aiCLqsur*@4eKQ>ZY`8gZiJ{H!KyVMN}b
z`Qr7HE^f?j>=nPB5qbGwpDBRzj$sH5Bxa^M&e?9~IUkSf)^Heqg1z1_%()FizinC3
zNM)tbW1LD%P`xI+9n&(m`Oo4)$j<}j%ezBnZR)+H-rY=Ckrj#CtxGFTqDb+PQF7X-
z>E*GR{NH5(i;)P!qXr@&>ncrdW7_#Y!Q6d2rF>cNu(%_}Zu66IjL)oy%bcYSeyO-g
z86_gG(u&sK*=;6{*j40X%4wO8&n!ztSRTG*Y{7^}(x3om%o9moFB=kqFIB9xlT^&=
zNQF_G5Qo^7wo?zbo7aX?To3w`{mFZn5BhY2o~{kMUOa>(C5g3+yG)Pz#CRw<%-Fxa
zapo`)z>hyulw#~GVYb>+!BY8AXHKn{F?nejfwAshuBOz#R1m^;ID;z`Ld-6ljESA~
z^&O9GTMwaI5_Ud4x$JoJQb_7BaO%}@!Y(`xQ<ryew8~Up<<=$aRr;sQlXLX^?P!?z
z!X|^?(?y(G(*g!ZgFOxtuR~YT^K$$Lo#-->bi#eIQ`RnlqA@jQt=dTEUv9pxaM_kN
z1_N8*8_RXO1MD&HY%nbSS!oCbbYndYIu<Ozf|TveJhORtWJf=QCK&RJxB(u;MX|$`
z3~dU^2*rUG1n&Bn2`);`LoT80x?0Fzm$YuF>40~%<AL*{x_p4KE(vCB@jyz44sdLm
zXRC|IM?)uO-x<-4c!rl|Wi)`u->gG#czG99$m6CbBc?9>t4jt5TDl&iF#=6<x^zf{
zFO;*$R3Bae$D^*sIY|_k$Z143()6O|nfgik-~gLac=9|tP!4d*`YrMvIg0Je5IJg`
zr{*IJ){xf{tE`38S!B3T>fUjCdt49Op-&N58Qe2=_vT?b-|};qjV^X}!`ZH~5p~np
z&?`;%$9H?#2}(xHA=e;~8^vseS```9be;(guTxezJHCXaq!{h<1bFHZ457jGmQL(n
zJq)W&-s{X*wd2DNjpIkHV{A6@oI&+k7A$~o`DHn)Mur@7ij<<L%`rn16Yn08j?F@J
z*v|ogKyjU`WmRhDkGq~uR%J=ogm$H|v@hy_1Y>2UXyKHr_W}ym9r(Pei-<o=aZ{S-
zh+K~yrxS6zW2woE3a7BGY1nwgj#Y>QqGpjCc3jR#0D2Nbd*q)?Z-G!;*rXgrM?4`r
z?H}wca>V<>S)iTHLr{0w#$=xOE~=`A|CBwwi1!bmL`BmKZ6JO9a|iFPE6!$wb9H=N
z{nKF9Jn^3vRSioeV9OL7U$dlxIaSo6H#~msbL%K9?8HljXX74zsA#vl3f<+THu3#_
z`vkq`BI_3TaXdpz{#|C@W+@DIzt!Yv*7=SD10LrLBX(LAskxk*-38uY_jwL;sAfof
zjt{S)#$GCQa0q$cE0=e`*$z1ywp{K`#pMENQliOco-#swiXIigg4JkT%ISzQXQRXU
zU3_Q3N=`yReA)+@0>iVZ&sWPZCYSm8`<dK&H@hB@H<+}lc}AGHPiAmGI-Z>IhAXQ%
zS5mMO*6ghOHbQ-fS8RDPuSLE6L)Q=`-;$`t3l;mNL%N%xLr*@ag>GV(!HSEFy^O`&
zOwnx3+P@<;*uEurtb!@d1vZ2=$r?^bjzb;(BC?*pak-QbO0moR4|0U_8oj$M%4}w<
zY~tK+ritye3b2m>U7K2*J9OAsU{$<sFrCZuMi1&*BNUrC4js)0ULr}R)ja9(rA5=c
zs%f1e$0u@pztP-^a>vD`(4x57v*N^ylk^xiS}wp(L{rtocJ~E4Y|2dceY*a~jXvCz
z`FV4itpiews!D;`pIFrp&E|XZ_ps}2<3RF+>X@E4T6Tqv;Xt+<@3%}#lnm2rEqXff
zfZ*EEkVG+JMEUHr!tk^`Ykx8*u!sy<b8X9pIR>kP=IYz!=I!Nu&2DMvQbNdXUYhlf
zhF2T^=WJIfaM?nB(0eb0+NSFn^fR{c7+M_m*X*En(DIc@@4gT!X?2MqoOqm8BK#rS
zM2E<4NK5MKl%+;mVc_3$`e*)mGCD5~w4{pj4PQ=JPvmGAa8;cUx5MM}WW!H9HBPqs
z+chAKjE+8&GeS77EEH9${Dc&c@M6BUB+T6r)`^@!(bAiqUWBS-v?nw@)hM-F%{YIw
zpfE#mxs$;G<ET#NM`!I`F`Uot9s{M$&XmKtast12d74a4cKvBM5THCx7eN}fYCgZS
zT2l~1ueM3_XDB*&pOMfVDi`aV<%7QRV%82r0efR${r)zZ&d6DTFAvNQFa`~j_Q`d(
zH^S;;;Lx+Roif`r=O|gK{yw-GYS``g`hnx4AxNw*XD#A!8E{N>sV>cWpsS5;4>lwp
z_=VUVXPEeAIs(tZ9CjlD`fNtR4m7jV!o%#I>N`>{CgaWS^8{`-9nmP=<a>PLJ!7j;
z4xCl(!97*3w^uo3RF$d@%YqhMZ%r+;)qw(*+Oogcw4u6-Yn^Abx)E{D4K|LT(%41_
z1nKF_LK#a#pL}(YqBCWv{P!o|{_r2eZoN_y24lcp-6f9C$n6(;6@MT$|Fa^-4yX3j
zBRxnFlJ*LjgwB(c(q(gyvS_-J1dWkU&85MAwo(WQQZ=sqBN`He&uq8RAe)yWNY;)<
zCM@1Q948nQ{<)!98hYdjw9Jek>&+F9+1f-N;#<$Q9X7j(Y+`x>aB5*hZyHkdZ_d{3
zK5j_c7$S}uVWeMA4^K+s{lloYw_#J2;HMY60NJputv}G(9c|&Su1x&<pJC%Q6vz3#
ze^Utx`LIFS8RHs0#3@JkkN`ZO>-tS%0Q-%TEpW&=8sS@llP*P`er$+(<D#Yp2sHg!
zpybA?h5}~XKq;Scj1R8w^a!$X;CMLQN>SjbmG8;8sf2m-+^@$>4NBy+vcLhw2c&q*
z<n8W6g6aV*ep7-2GQI{-Z`Lm;8HY$qy8|(L3V6HYk1qG9r#YMgUi-t8-5%5_CQYM2
zcJo+UFDL8<ieR!*o%`?MO+*Rb#>MN{SS=`5SmYd)@GXBU?g|xPs^$c;@D(*G_P(LE
zLPlcV;MYrO@R!>K)7!pI)>oQYE<gKdu2JGgReJOe-IzW_j|kW*S-Ypk*@*naSWkTL
zRIc^a4LEzABoh0Y2eRF1URpcihttE3_`{440lu8kd2ag`PiqQovtzQYMNs7E8+*w0
zZMg0Kj1GyS5DKGYN|=E%ag+Mq=GIqI7QW<MU&_r}N#L%|d8jN@>osh;R3Jycz1V(t
z<WalPk*R-YHFbyah>Em0YcTJ(2INq&_QUm69`GsPs@<CW81z0kFnO3GBgQRf37_4F
zgvh&0YPf)i|CZ><PqZ&gflQ=09E<4OhY_7ygn3R3$ao~-J~P9%DQr~iokHP6q&0oG
zi96}l6-Rpdmv6r!7|Fab0n`~IR)kJ7^cXy#h)8p91`yVBeYi1bx2C_Qe!7{)-0ap=
zO`)t!X$pb7xjHV<cW1CvZ?Jgf{!KxwPJB#Kd^nwmL8I0<1UgHX+9+Wlf2P0FJ8s-}
zYtA!)Z(r6<UXYkr2{FC7+RvoqMfUI4&<q}s@)h8F1IC)(`|~UQ<Kqe9zUQtLelKA@
zRo;I5-(i}LCO3Jy&}+_qD3On!R8b$0s=T|Szk)*%N6aha<HOhHdL07{<DvLx{cti1
z%(d$6@_x5F7(t;B)(2+cJbZn1K5z9W)2OBCcl;O4)9V?%u()W@;|Ee&R@PgpP>|-w
zm7r7W`~3yX(Lseoz#RYwO~~a(Ep&UiF*xF@tE*#VGT(ZscfHn)!eI%CPu>Vkx*aC+
z{ZED*rA>Yk0}f)LsIETp!A~v__rV|n2?zJod$BhdnSLkHvlWIyCa<X22QHTI77-h3
z22AlFS&sYOo|{888jcaw)g^Sf-kSVCnw_16Mnp8NCKC)R{8Ca<O5esKNyj8gjfzU)
zpf@(N%*j-d*PhH2Im&fx3+t>xw~y7-lP34-xI;}e)tTSbx*t_a<M~G4fc*TSq+}H5
zJ%QKl2I(#Ih_wl8p(4-r;|bL|QF?1Q+1?iNwgKJ15sAa87PFvHHuw<fZuVWB^a}nt
zutGZQ$8V+$6HqV0#6V{h`Z%D-(ZmXbxg33@dd}xXOTNl@JoPMz0fV@DMc{SG(CX?s
z9MJ_eX{o%HhXSkfd1!aaQqYbKi?l{+6nvkqH9qilGpnw)1kOi}u76xS;pRBf$8Ai-
zlc_GZxDK%qEA?U!bih7yV`|ACJLCOdK_CK<UPjxU7`oNXH;|PImIffMJlhSR#+uu$
zy9XKBWgP%npIJxnW(}axASgW-IA+yP2;r>`X#YqW17ub!?x?8!#=p9XDFhOBI<vq;
z!EQwTz6?=T8#(uF5It5TkSiSn;PT{)4B0yq(I%UW8QFUKHLqlN{)(tAk~WL^tJqAM
z98<6UKy97k9ew8s_OX-9OGp;1Mhh}!U=$4SK<l87wLs@os~C{rX1Rc~6LN?KWl_9K
z_jp;5`Oe$66~&-ZS=wjw{In8+aJJwL%N9UV!Sx8U6IV1LDBe;y@7?wzyuw=o+h%4>
zt*HWo%7fWMNU7;L?fVsFU)NJ(U?WkkxYOBQ_yIX_Yf1lYqk-U|=N0t#4Kghq+eojJ
z#t}6k4`4SF?>~aBH%ce$kPKS3sDiyeF&3v@rjMzJ{`kiH(7Hg|uZxHSd$#Z-aNOuY
zDko%;)eGQMD(Lw`35S2SH)a(?mhmJ>F!5x7b^m0Xx~uArKp(=vu!5JLD^&%RF3TMU
zgRJ(ahkh-r?v=~dsWvsYQ7rgS&2i>^Sbf920Ze<b1ec*T6G6#{tYdjH&l$(9`M0&9
z)gLRkHfLgr{Q`eLsr-(U$xq$K+P>Wqo_J-2$TE)lwB{Sp+J3anhSIL=x^Nc&p5*8|
zxyiZ9tEvvcUb2*zWtlbHd&B@XZ3?4?gQAKQEj_~^o+t#TvE{U}^-Q6B9wFYtMLjj4
z1O7(Of?zbLnPoZC+!p?OU}n5_RnJ2q4;3EnO_}FCShJW9jqxS(=*5_*e?Yt38d|$?
zshlc}U9r0VYz!vnO88}>F&NEk|M8Yp&V?!U&=4`@izLKInbK~?0q8?_e8>qjLz-o#
zscIo1(IM{r`cNIMf|+c;sI&~--Wj_3Rql5;hmh6WGQ>}81Nz`rz@Kc(s3iiTaCjI<
z_O;@rU+M6%3|bimEwN+?mKf4Ic&D*M+!`#0PKn{QtR>h!h9E3k*9_G?k7Jq?{RGF_
z@#BO^Dmcwh?ywzaHsSr9JV3uKOU5Of|3-$GR=_m?IEOoVf^z?TpQH&fl}vpbk%jYA
zeoRgN5_{qMGLU?k!ID{}P+cw#tiOrPOyb(I_bmeBU5+w86>PJ~Sp|j6;qD7@e~OJw
z)-ue5pT@EzEZ&npQ)W<_N6)r>Di}w+jQ#5WtSf~z%A~#dO_ff$z=VVs2H)VFF+7rC
z()6$JR=%AsWn1+KCVD?mdsufR9h>ZyX(%+K$vI4os%}BE9YG{Hl_k;%ZBlcKQ+uPQ
zSyYP*t@D;zbk^h5HL1z1RB;C{-R0G>kUdRFBdA2G9-C_<>>+sqa`VgIkDo=HTlvU>
zKdf?u&TnN7zt|9EU@3(W7;J7*?Sg4=w?&`JrJskQ#BGV4{#Piz#JiKU<p(N1ut*_q
z$mv<a6)bUKDl?LZGq@Vci38#x=GmHSc;GZjh&L{|@)y5H2U3y+(@Q>msqf*4@8<bA
zBLtY=)7RE|-k*6dK*T{oV7s^dKTH&SPqPQln*Uf<u478aSrHpmQM6z*Nyt;z&S-!8
zTaZCn{32mt9wLtS@l%SI;#Hd?D3Fnkd%!;2uB;Nx6!I@>UOTLzqcQt<4nLxMhL{8>
zoh;zEGgu5)K_#qCFD&79`Ldqp>EFwZXpNoiN+Or88)nJASC7;9B^6wvN|^HBxn@m&
zZ!BQ4EPqEe2A^kC$Gf%nnv7LQ=+z~^W`aY#RsW5C13)<V^1Qe;Yy63LiTKs;qHx*$
zIj3TsagFwkkhWRv-muwuhx^c)xpvTfdAiqUjC}Bra|Ys>g&=(3jW3=H**h&8FiGY$
z+p91Jen;0G7rljdy*u?zVz;;gKPwTPPnh!=A2LgDp`XV>Y4NnpImThf8IV(joe_%i
zEi?8;uU0?%9t!o3CH=*A^6>kq7Q2Q(LL@n#Q1%EE-<R%(3;ycpD<K)e6qeRq)-Mds
zEUj=g-YUC)HIxZsmQ0TxnES)Nv%S0F*Q3uJowK$i=aiavu<-A6#?>y(g}4Ry6ZXUd
z!5ZsnDFR2(J;%DuGGB|um5Lq57STw&R>(TKff`8nB&^JR=dvk~#ydAz<?ti&RXwYQ
z5Mo^FI|7ty<Z8<Xn%eXQp%mMrLQ&EFvVTgRvM>wLbA6p~ZGtS{WuxE+RW3AJvYHW^
zS`ta<TOVZvgJM%N{Tc$f-kuMdjo6xCz3N}&qHvZ#FaaRG5I>u&UfBVbm+YtmMaj+B
zJ;!f-gbPb$`i6!<O)Tw30@$v#N-|ZbIhBz^X<u8l@--liOa4P3C{ggug@~Hl#9}XQ
zry88=8Rpgxcnj-rWRSoqO$A26-0z#$J4fudBVFyaPk=P*nvtM69UAAket{0h(~=?Z
zy_&S47>Gowgdot2$SSi4LqK$zI3zz^sKJbm^h8vuP-UA@Kk6!pE;wZi8A|1AnNPq)
z0P4`lIsF7yt|WEfTJ)x5rm|{N*Y{)R@(LAwK*Yz(nY%5m$1GI$HbdX|`StEWl&ss>
z^jc3_LX36FU()K*VCN!1V;xEBi~`3QPc{6jD5K?M=s+Giru-~69=ae2`l`VTxOBHC
z0Z{rF^XUaGrPsqVz|1JC*w(O_<N6^S((l?sAxy)gkY429F-6RW9m{&YO4)+ECu92b
z0v-Oj;;NAS9>nml^}S(J4ixPQiau<K?zgLpE%vvG@|OUr3ZwCs1?p|Z0W0ZaTK;Nm
zEm<>SQ+v6o>(L|YC&IPo#ujuo?-CU#;7ICpM1L^?zJwXM;eaS1Z$q9JI=$zoERJDh
z?V&Qju<LTM9v<+GHHuw81Gat0(IVRXX*sG-FXAPuGR|(`Lc_lM%<9Fq0T(Ie*1&Gi
z@12<`YbA7lG!r1@{Cb3cc<d01fR!Lscj$m<$cGqAqS}2BIogi4^EIeqI+?}#jbQXK
zGrU|L+)OoR8;O%lXA|X`VV3~2L;QK(PTh;0ixOA+Rz)nW>xp%RCfm0VG@>7baP1<H
zL;U#~)!Qs^k&yR=tQSRR#)5J$15OzF7l6UH`H5UWhHsE}Khau-SSjjpNkLzbKM1fR
z_!d_psPt|pgLFF5)!K0RMR0_w)bWRyxWYY~^f0aD&--%-@DekB#NNbb{pYrCQv9{;
z+h2RRFbAT>{bx5<yqKWFy}Xs617l$U5mb9($A)sqjC-%nM+$00ghG0#HmVQT7;Cwi
z3+L}!!64exFiq9NaH=<xyBg@map`*jQ>{Ux|JTZ&#0iMEdvvhSo?3PiJf<A%rQ0(#
zFD7?0&<!&^^OW8=8O8;oD){vy3SMcx&B{<of9zaDazwlMI*%7>kaJ3?29K923|_m{
z!H%<(#~YMq5+x8s)PGu$H><ni>ilC^%y}@0qKpNFh^r=V|IhO2$iAzGjpx&z9;>#z
zC90AIE2~QS@nw&-a@yG1%%rFMF1KX(c}v}yd~1Gjdvtrci41?z7bEBXv#GRH)$n#J
z^yMu2NgW+0Y=73>?KH!Zv#As-dk$KPj>>$4fnxrdNGW^3H;KvLK>9UUrL<I0|MsZj
z<?K^eowWfeMo*&m_w{#x5`R>mlEGRR_`YyC=b7IviPmj_9^cG`xEx&n4=|hs3k#JO
z<9?Z_)8o-gagI|#vuu5tBbY;=1NN~1*W)Az<czq8g7-qQM{OUp?vD^-jQH_hQBBRx
zLjIPU6d7`vdrVJWXyI@snO8+N*~3B>8TS6C{if!p=hiZ+lm&cENn!IGV#u{}3z$)5
z)*={KA21P`d?hy5Q|^v0)oAjeTYcUfrfc0GV^vsljnnqH7Us07k|vsOqoex4hYIo!
zzF3o+8ZEaO;cT_&>w3_C>O{7$oY4PuTEhL0)3SaSCENWdeYiRUm}Z&=^Ys2OFIT7E
z8&EtQOUOG0zAGvw#@uUnz^Ws2wb2@w!C~9CxtYbn7!5x9`EftZ$Y#=RaXgikUN6B&
z*h&dgZ8`CAGsS(azuD&ea+s=jvlq$0oRgfKygSLUZT$6hcQ}5s63@$<Ir4H=QNt|g
zy6y8$cQlb+pu#>XC2`elK2K4#BM3?zXw0-AQl@NpGL!dT%qZW>4p`^+@zdpcl$YgF
zrFl7+Vs|2iOrPtvcj)8!s*KG2(WDV5vSbg@>u1f*(b8Msl5c{jR({?4b0}x0JNN)D
zh>)er)=+YL>x;=^!;KyDaBCW^w2oVf^BL(^SJdVq^U<ONk|$1pZ}{*KQ2Ba&0qtLh
z^7QoBqm{}`y#497+9Ayhjp)Ke89Mp>d6zYjrl#~NYYM$(PlR`UXyoIHMG+RnxUr5p
z4`_&SqHIM^ZJ<fBbP5D~CBP#B&rKc}2;ci|SjW_ie7~4M($%i#SK+S0$=L%(XeyLB
zUDo57%Dh94k=res(oGqR?<Si$`k0lK_9I%J28P)(N&Trdj-~dfbDis-o@!)+_g^g6
zFG-(YwBotyJ;vAX3}tGzUV4}PkmXM7Xk_iO;VK$GGeLa$kCF}in$TqdF}K@G!eKFl
zsBm0?ms{-xOTsn2vPfRz@-<sL&0PhiuduXozZNwA-Eg4oiV@i+{Zi(P(}{s;X|Str
zhccVl)=M_X(hQ+bK{ZCfNq98*x3!LEB8Bl}mTI(jN&A6w`)pDw4t5}fCISJdJ=6+|
zS1A~X5Eq>g^KrQQtbF0Yhj9*0BTGBZ$!)LTy0<6{t-uN3*cu$la8LVAqRDTdsXOwZ
zua<+}n^=30>uJ%kfHML!hcgB{d$XaR5Hc-|22WRkrH!P~2mSi`?V_Sa+N10zD|9(H
zvzu@P1pxvI;wW?dfv;U%u{cKY;<^TMie%}Pap{0rH;yy-Kg)pHP8*mgn|r@~l?aMf
zX<ai*X_>5^uDQ@??i@D+xqx^kQ~8CJP{-c_zpwLv<?{WD`!~&uE|maQ^o8)>IKP}0
zhdV*dW5d?n$wA*i`n7m4tc}YwzzI19iB{f#Yip5oEuKMVDDT$qaq*c>);Jv3Fy)}s
z%1OI(CYJYR^)7&$w|6OvB~s<jkxEs44WV5<*q8TibtuhybOvYNxVrnK#nqoOAihu$
zziL}*K{LDwW^_r7nLoS}RC^{=bd$9{KEEW!o)^<8O;YS2Kk7ae-lm_1Lm*9~VqjgA
zV`mLbt<-Nz<J^1VbgOzMR<!XikDh9P3393bZQ1``lvf&G_?ju)zX;S9dh6->8^s`g
zuki@7wCCi6{~(ZQy4-vE>#(7^L^?Ks_#Y3rx^nPi%y0!S!@>mZqdP)0$BxtYfnAX=
zEi}Tih4|^#@3@}J?v)iO9d23Z<P1Ev$PxMZf)fZrE*_#3U82FiOTQ+zJi;n%vxg(K
zMdGA;1AQXu3hl66-sui8e!k~GAr{ehqwlIIM(r0>4EqXpX>G_yy-e?#(dHXPeDc=d
zis9z^vh?n)RO7@q?F@{<(aSx1vkvp(*{Oel<Md+1X#L&Q-yOZEWN`E11WVZU{&TE)
zD`a39tc!+UeDlIJ?yU)MGP44G$Z<t-cz-yt9-&ni2hkFEe=zF-;`?1{Ela%s`*NQc
zZdX-;HJ0?q8K)E?=~{nl_KzEQttZZHZf3f(&Gm2M_g2^dQPA2G*EOBhrSgkL4_Dx(
zyq1@Cmu#cH3%**uP<TdnjNP{PZJYCim|;E*V6f%rFJGp7Ll<%bMKFRMy}{pD!xF__
zd)&dNFS2zI(mmV02t@Z!L#=C?zK{65nU7kkg;;D5AMqZfIn!!Hs57J5QBWApE14?g
zSU1nh#yd}0s*QWx5Zcm1UmeU*u3yJqlzsV+$93;5o}8ceZed)AyYf`Z*pFMfKtHm=
zea`3b7+Wf=-F@ipM6pCdI?$SBdE>$^yiLEBfiVhmT5yzUA`2S(c5@p*l$|7sSEK(t
z%bEFQ-?-%QePXuG@wwHj7Zda4@ba`hlDV*bO|(+lztDS>2YjG1Qr1mt<005mvOK8N
z<RE8XU5sc8vj^D#62cVjr}oF%dMAo&x`o}NQTLk%4Exo6SJF>yzsO4yeGT2h2#U)B
zHvz5b`-+Ox?3v?pa4+vPPOj`my3r4IDI_nU?<;PUME9Qc89QPStnUg02Z|J&Gq&S8
znWI$V{LkH2-N|Y+Og8u4R@hj%EhugAC*mgRpJo6XFO;X638lsdeF4b6liDNpSs+G}
zKxcC1>Yj!ZO|LR}_J(1x*VVOlw@QEI6g=QVjgh&sH4q_j-49*~a6|gv=CEn7%6{eM
zO|KSa)Wjk~|M7Wjn{e3bt8srsV1C5)nA!eOfeWz{2OJ3xWr`9wMeGc>YevuS7CWl#
z27}R!)L6|}CHFd$B{8*j|6vP7{Z`(9>HWM;rX9`Dn>XFw*RLCJ{~UR<72;{vjKY$B
z|K*~k?u&#+0onWqt#N4N`ijx<sC49r={%=2Fry+{NHjWP^oHa9-SftU+&TCA+nP5%
zM(w>#sM7IAKmTApLTcT+1g)&CZ<TpeOjm03BL9}aL+^<1WT^34Z@sQGL1vqh9}wWO
z>Vj+q=U>M3<c%M}vApHKiAR~{&Nhn4{x9-_$enPy1zy_sgDD1P%d_(9C8dp@!s0<Z
zrjpKAGGxiBPlHq#2T_KCIZOlR2^mMkR|}Gk*K0j-v42x&VhyvTDio=GXVTf#fa7c0
zl-G&E<Il^xb1fMmo>&WuIuxkG%=y5Ro8z(Yinj;EK=8$}S#<AZ6%Ntacj#@n96=*S
z#tpeq|NNzOTCM=9^1oLn3NfI5ZT!B^paw1M+1I+Ol#S2(nUzJ1Wq-c7{o-XoVe5hC
z?G>6*nrL_YV{3F6Hq|JycK1(&YR~qz$!u}OiZ?A`NlUZ^ZpPm+-yy8|;RgS)thM$1
zyGdHB6>lwuo$Kq@xao555qzK%(Dd_<vkONRS6_!?B@u7`%`Szn29o7_oyWhTrNBgK
zEu_tG!Zo(@T|trxs4Rhs?tb8s*S?Q{Wp3TJJ>eUyJBtwgy{X}M-1Vk2Sch&V*cj=X
zSXA4+G^}pPzO%jiX9@V$e6=nlxN8k<ltjXVtbep)!D3n7He5~ytg>i`s1bREoj8Mi
z-+s-gesF9(S2p<{@BSBJ`T7lPU5V$N#3l9@@3=TSdsnuRq`$aaZNO-0X-#DFYMpbV
zf{WKbWO3RDz>r^Twzn)j17p`o%xd+>ey7q~!#<J4Nqdv;#DcGQe?Bg2CfeN*zzmV~
zI!A-}lE2h6Hlo{hf4V5u68VE~(rMI#zdv7_F`u16e!v6^9eHl*^9R@fkBxAejG-TW
z^LW3p4n^aYJa$S`7%_ucK=LG5j%;gp`w(~;n$a1^rp@wphGe!Klsfk1(*JH5)W1#n
zleu!k19)R&fK^$hx_$ji!&&P^m8}A$5O-}mh^4<8%kh}W#vKoX7MH44<qgW`eof`m
zfgnQOQ<E4S#1-8hFRw+NANtCK^Fy-DzI6qCGnP+8EekFDg1p%3RRwUUM!iGjJ#i-!
zH6uwcsAz6I&pQe-f9Wjy1yhT%Z<z8WsqL~i1eoEw<*pF}5zkVh(y9d0f=O5?iBh9E
zXL=W7e|mf#Xt=t7%#3M9-Jq`=x@&jW1o3qtbtYIiSrDv3je%s>=8lj_XJ%_)f=K%>
z8PfPntJMDQ)q6{WJ$Va$iKly?3T31LSu@3%E;{B9kRLxJMFf>8Cd8hHD!pWwsZ=~P
zzMaaH7xx7uA^4mZTmtaE>GjG23UXh+iLV2HzD3qH7gxf+0#?5z*ae{c{XLM=P8I`m
zM8dR#rD_Q0EHF5gG^2Aqny_&2>d?v`<;U}&?BP5Z=Vk-bL3lS5&httPcyH*09beY~
zBUMT`Hj$)rn0YEbo-8O17ER6qK5yl6R%HJA98wi^6h&bgH#-R=YT}TjiGd(E68Zr>
z5?UdCs>Z}{w6i}KU#=8T@&T;l`jpD+fdFfQgJyX?C8#za<S;$)TJn`++#*h`L}(y+
zq4;_<TpBB)qK>{3+vM}J@oP!8d`Y-Smb+BB=az}XB_Y%@3%^i8(X78cPIu~~bJ?|}
z(fH-Y7*|zqT5zs?ZPn`a|M!LE3s^bX<Lnbpk#N5){erQ%*rXQ9&T>w&*@uRrWN1q%
z#{(zho*lBJ0d2~Q%lmfD7^Z10U8@uQ3rW=H@rvQPfb+0s(8rZrv(#jd)hb+j^s{Gi
zUtyP4G5`6WDlcW7yAZD2Ag(#&-eYw?aiS2OC1r4M>rm4epGYLl==BQ-iSAX_oa4SZ
z_l>-H5ml7;$na?TGeR2f<MZSVb1J~hT=*xMG+n*OnK@64JuQR0=>5u`UZ_w>)mF8k
zbV)&cERQFm_75K)C)9aKeqv<<ygSUR)qyal#B5&VI`6zLLZPfc3C+O&+pi7%P(7k9
z2J8pg_`Z-<A<t)3-qh1^bHFD=#Oam{+*KM@`E?I{m2$|HE1hQDEGu`-h}e4FCE{Mi
znn{)4D*brokpwoCFJqg=Fo*v*DCU3h1SgY-@rs4$c@(noWl<U#Ych>Ny>WcfZU5()
z5ZZr<lZ*MckSm~q^gfJD<Wp7NC;j{Kc30Dyj-@NejLoc&lFr&klA1kLZ70I9A*-3)
zaNW=#&_#>f*LGR+72%OnQ!V`Y=Nbqs8;}C1p%cJn>hOS3zu(whhHPIBuqvZ|UkCBU
z;DU(b`eR$j=vXT(W6qVt)>Qh7N~}{6CS6vQ@-F+MiheA>kd-PKdBswX!LD|Gym2Y)
ze8ZgT<rVp^<;q}7ZClPSTpG5fNsr7?0o^z&kl3kKIFzQF^%G%q!*r_x4}Y65vI5iJ
zZzxkhWn@g>qUO^#ee5!KV)8htclSP>YSkNgkpIebYnd-Bv`!f|RRu1t<)NLjtE8!o
z4s+?e86sIX#IU;gM#~zbSP}uMLc69yv|cJ)1#^v(hQrV(Kbz(>X7*RIE~NBSm%K)>
zhU(g(p2~A@?F8**m%Mhsq{-pGvvO}{JEJTZr?aRIwIloUUi&F{^lLy^zO|KBslfxW
z|N0rk$fpZkwlP$S&?ctj`mD$w+t4=rt2^FfIpL`oy|~X$-6QWq-Z{*lH|sYTirpH+
zNqVVSvE?h|Ro!IQhYW~w?Ky($+Rw|@EG^#@L(y}%m6CL(gqoJ40w0t{#5F=@G9^MF
z!<dA3=dW_I%;cxW%4PwdE<cH@3Na}uz|Tyc=byH}OkZP|$uZ1{00Q--FKcnB*eKOU
z(CVIWS~iEfXwEy5iSRtp@l{h;mYQh{Qs9-_xu@J37B8}LZgO46m(f0O8vL^fsS_B^
zvVk_EwzsJ;>7J}l5Dp0G9DjtWxq#7t0q|qPISdXHN*|+Mb!^*`zl>$8mlAt5$EuyN
z{=BcaLnPZJwPbQRpB6`|cYJ}$e!M^e93~|30zVa5e%m_?b9P?%NWZF*Hh++2H9h59
zaGq5{{4tcih^FD@KRYmsToEr)Z~UxYI$~sBxrSGCq_J~&B%Z1S*L0RI_1<&QHTa3|
zTn}-w*!#R(>$b0wxdK2X0Mq278eE@@aBq%F)2wWgoSsq~c&O0MqIGc}WCNObE9K_O
zvJecFe%GBGzXNaZ%;D6I2=1cbtG(AvdbgjmB3^HrwJro{Fu>G=CM2d2Iwi(cfD?(v
z9wElk&TErv2A|~yI;Gb;yy0<Z|D@)?N~HkhCBW*Ms(-LB0dpzY$;vVLZggqsqDW$I
z1bi;6B{_^bQhQ!*Um+u_wGGjUc`fd_ZB^{=S#B=mbWK-*9+Yji&;<vI^b>Ew;>11K
z(~LYQm$UEERj9f%DZwZJ=k)JGE{*W3-b_EbDiYt*oArnmy}_8&M1>fCG&WH^Oa`?c
zC7HL4d6g~&Uh&7qFP^cQq5I#45937l+=gloAq8*OBfMFxpfdMTz@WRbZpbBa;qVyv
zpH(BZX~H41-DEC@dU3tL9_fPpcw9k>fkI;!d_fGEOL7SOPXKe$$#{?J>!fwO^|vN-
z((<Xv>zqZT!e8t7Pin7Yc*E|6Mwqo}ymf9VdnN_$^S~@=9Um_7SNvXBNeDJKW#!0Y
zj;(nH-!-lQpRMRs^tV^r*jisj;%pVO`STOQ5G|Z!br)t~+x|a}T9u2okpLW#2djp)
zE9bjr5i1V}%*)@#pkL*dDlcB*JWsy35oYc6&20rG5H>$k4Oa7vJN@_rt@9=Xv__QH
ziw;{J*8BePqqG-7dEpmo_WGDZu)W;R%LA`5P3PQ1gNR1FVNB5BbbvgR5fE0t6$-5N
zj<2zpaq3)};uZ_svlSl??vt)-m^D0PKN!U<qxgKuvT*i!->R+OqKr+_n@-SGt=s*R
z=C4oA{VE9TPW&1O+%$;U3qT_g$$?IVAbFzS1GLwZ#;IjWOTsqPLeH_l&er)N$TTzS
z<M4136y4)6(iDkHa~nUQ>hrLE^jDfjxJe1~L%`)<E5%kJ-)ut(NW(;SyOEnOje#i`
zrSZ6cPg_Xy@i+y46UzBV6JQJV_rLc7L0)53{n=h)YhK#RqN-3idYmP&5*>8xrT*gg
zH)qCA9z*_XSR!s1q0NbOc)y~>N;ygnwEXuwEokTYYdx=6Ij{5F$<-iV1FN`jnH`#x
zzGcA(puyo~x~<0;@<U{wxafbIr)S5fn)`{-C$~eCL^K1%D*Ch8q0)Xxt(2pNi@N){
z)Ixq4T=ZMZQ<!FEi~sa0??yj|>6Yu<=Gih=?qJadirnQAdMi3(pVplHS`g@mjL()q
zZb@V~&vt5F;`mXB>Q{5jj-VZ<$=F&@Db?T^FaEbZD*pj~51t?Tz)ZVFP*VV9-3j$i
zV`ncA6wDDEk@pXN(DdNkq*|?8ze(oGQ~4AAZktEU&4MeyF(^^J=@Otg)v?~ZgjzWe
zvaIA(KY4oEBjd<h1Rm+rF<Du{`bE%Mk~s7we#bX3eZ;Rb?~eas6KZXWRA#c@k=0Mp
zsETyv9hc=*g_5BfBFb%)?$>?qdLOT*2o|e`WLaZo^)Ffl3N`L-zP9<W`?kyMvRm&w
z_HuvHU2p6gvGDW*>h?70J2v<7&=(1pUN-MT2FN>-S5gYBt!0!bdP{sS$?^I7>VB?z
zpZ}Zez!u)X+PVr0{^VdlmVUj-vP4aF-&I3nG9zE&NkC}3%lq+4?&|XLGWy`aI4L#t
z9O7|x)jr2Uq&kb+m0n0lNZ-_S2%I2c`8Pvnp_&hwkB`qpQ=4D_A|fIcwR=a>aqMpo
z50A(i%jIfw9R~C?;>J#1S>4~ZZ<SqLKts3*ael$>Wb^Olp`CLX4m(;4&NfK%91j^x
znUP3NrN79bQ5#xVdErcLD^hm9+J!6)E|g^<NDt_^qyEOM@a}EcgIlY^%B1Ochnh5n
z0r$#`O${|FU7hG9tcu+%hb5_GLS#xx6^B@=91#9-o-R$PB!a^r-s;+LNQh8z@x8JU
zO1L0IQSj*)VKXCp%jNK*Y%<JojTZ+dRs(rZ1Z>Em)se~AC3iGU<I^=FK?p5~9&tN;
z5pBhy(nsGFrGbenjiU<WCC2f&e}z{MIcMj=bRjWka7~Cctf!JWmT_92TO%x-EPq;V
zGZZD4TK>?jTUtsDok2$|rqFz*Razu#D^I!47739xC8eN}QwnJ)Qi0xI84wPujU#Rq
z%TqxLCzn^!&u^hN7uUscw0I@9w8>)js72pb_KzWi{e@y+Er3Km)1)Yll<XYEQdJbn
zy~>%S6obaAxeWF{Dsfh&uEOBECg(W$JRLr)LZStSRq`fypecf?QX~kY1%9*YCs4%E
zs1B9MET9Kj?B&QLYe`$2@SaUwF7yw>mHWa*bZmK6Fd0;qw3&d<noQWqRZctdk58~>
z7}MHlz^jhqY|$tM*Qni@LYWJ<n{o(rDrIe?`=Sh<v>sCP;G|@4SoX??13Q|&X%JdW
zjLlZ*s_KPe1`b~3PtN2DC8$=6uv#{GC>KTY<nskVcRDR7ilOh=&ify+<u6}fspRW(
z@5LOTFfcz!FpvwS6a+-dNx|h6XqDRoA|9%PiqSzJ&<g`eJ5#}-{eu#=JZst|x6F=g
z>Mw1en<uY7r;pt+>)Sb8Wv9{|Os_Jz-2QsPt~Ux&`u|9^Sa?7D&Bk_89^WLFSg@#4
zYW=6@_pj9tr+5`gaRqPQ3wK0KVi!18j9u+I4^K`t?M3Ns+NG=13Jdd{c-8LA{>Sma
zO6S-nWym=SxJ47<YvG)FnY+;$iPjE6$z%~(GCFQ2Oc?t-#Z5%4igJ`nvUhQ^&~chF
z0<k;rU#vE`vPq+L%NkM~RQ&EyOV~u?BiNHQfsANOsFsVDaq?t=f$`0V((nj>a<%F@
z5KG3(8CQgKbWt;x7Zn5MTX7%RTR?XKgm+FYOg6>*Zf_<(yw7tLLVlp3OeI^qQ<DJJ
zgwxW&CFO3EBxb^o%tJ(kAHP#_lpn$QPhl?OjlD^X>dWDcCl+|c@W|?L_={?ynesi|
z_QYHdBctN?Gbc``%Z&=V#%<YrKyiqIK(!aJiRcq<1%Fx+5s8=oyEP~r^2+Yur%v8;
zO-@~y`7u8+Q9CY67FQ~R_kss&FIueorJ}(G8ugdqTZC?z0TH8ondNRI!m45Jf&f03
z*Y%C2P_GqX+UHEetpn1jBuDAhgxOeZGf=JDW(;nvG4Fc5#_k-qoOQ&wG%O}qH0R1<
zIpg^%=FW0$dA?heQ~_?K;Mp8r%6uO3r&;xm>~e1y48hvNuWp>ckIm4NY0Yk$#Jn>X
zTIp<+)s@X+1nHd1m@&NB59YY9dK{eWr|d#{Csx!w2kU4}oqx0yg8D2P@6f}R|JpdU
zE7#Rti`wuBqQOsc3v_3hG^qv#EgtVi--(key}j_Om0zSNaIJd>uzdkix1nRes4ZmM
z^bCVk<@ZLN{Dv{DI%V;{fQo<B74%`Vxe9f7xL|HMcc;+Q-Lz+fv}|Y9D&00zo#mZ~
z5{zC#yu?Y`5g~=0Z~j^dPlTnivs>te4YpIhLfe(A49)sqV)T?yP=7}Cjs2=+i#fAO
znSIM`bFce#CN=q7N6LZ%$2xMER<7*@*?eMe0;6LB#s41JO5!@E9-szs^NYT=7JeKB
z%AfFPZq2+6{mBQj%yviA&}y_cy(&CqNLlJp$Y*x-i10jHw>>_RHO!=&OKU+_A)UzF
zhTO$OC08yx-(kv1r1EaE!9+ddC>5%<-{&f<vcD4fK&8W>9grgthC7lqju~#~6`^7k
zk{74UY|AW60+yB~)#Ri+^3Nclzd3XV0<Nd_UzXHRHZ*v1RoGUp6&yeipc`lF#Ke}@
zyshlcOjF)8J(V&0xSKx~obqFFlLOgt13w9ilJ^eI{A*|P<bDOtAPasWaytJM)d``Y
zhDK6G!dEjnJ+f3scE=g+CJNS1mf>rYn5GvNw8y|_V<&O|)E47lE{w&FiT%sDoIe#H
z^Gp85{qo@&nM5zyk619~B+v`8(Ot{1@+OF~KaNBe@x|PDz+GF#^j_1N%aPPaYBdWB
z1;RQ?ZGF7bv|u<atvzS>L@Wa4%S_I^B`m1>*a9FkE;H^c{vsetGgOEQCgaE8F3S`A
z%h+|&&TB*5i<pTvYiOz|V7l_c2|01klc~wmv6>woj`+H;pc|^##JBhCdSjDKA)UZE
zh}mygK)O?G5cUExquVYR8Ng?Apg1~93A|`er>g<%JSA8v1-U|y;?cxHnq8?}lRgEi
zK2{)YP4kGgPtMG}Sth*5orRwBmVe@S-(Ixlb9Af+ZyHl)WH!p5X{(a<*Y;6^?l&4F
zL(~az*3RP$+>t~WF1H>m5)6Q2tDV*o`CMTn*ZWr!JNDizjOm#R!RVU2UJ*#Vw}y&n
z5$eFPZ52)GedC)tE0sfz)!s??lKn`nEy_5+OW7S;V*|o6rC0eXWvOkDcbXCe2VR}a
zYqcror+mQ&)Zocc*=5D6RJ8qZ0kMd0t{1}PpFqA#;I}ID($E3(Hs}9Vf+YO2npXue
zIZ#L;EDh3jdm@c>utn}xFsqh4>Tb+v)z1Jn8yJcsyS;ppdWDgn(GufhZonbJ0B!4m
zfY7+l%uWX#S|KzY-Rl$EKyy1RE?7Goe;a<*vkqFq>ST8&%h#7fS^&u*W*N(?^(9gC
ze7$Er8^8q6@Qgy7dE&>_XnXyIS=k=6&mT35TR;ha9mXA60yKhA%P>%SDov!LhM)nD
zED35kTDV?%+^_<EShzds8<6Ju^TsmM*s<h+_bW5kH)G;BH4ldZzi(avuMd9E2~u)R
z@zcw$o>go#GtUe*5fNryMhRCpd=5C-8`+`dAIe~OA_&V7Kguf@H^c1@R&OD1;d_^n
z@}9{7RCu^LUs&#wnch$x6kfI0e3zT%T>f?oa8nJ5s6Vya1slIMr0Mz@MOEj%({FG2
zYXvJ#(Y}i61XDBFBA6;wUL&2n>I*gAlz|(Nwmy}5PyR{#gbkL$P7K20it9knBn3oQ
zPowNQ$p|GirN!~?zY#Znrbn^cdcy&aYIa`p65y8jQKDBkbF&~wi4hCqa`XZ1i7t30
zjw4S?PE(~6!cOeGCq;t*pizLwV+(?3jB0Q+`O~1^@gz(U5)8blVW4ci^^AFAO7um^
z80FZw)Hi@&%xR@pVO{)RX4FlOsaKGU8aiK}x;4@6V9Y;9<6kxef9D<?68;)aE!btQ
zFgGVx|6H-CDcP71aT`7ggjONxp8uD!b80LW_%*_dOI=ku*!1pxGUPbzYbjGwbka`P
z{Fk?|QLeVH>;&H#$L5e{vn@d?hcT}k>dFdNg5?K$SEdzt8p{|IB_{v++mUUR!Svtk
zoKO~Qc*wv!nDLuo{XaW9I|6|(%*@O?`vsjKdWmz2HY_kOy88u8$ThbB6{k<c-VJTf
z{Oz>Mn$~M$=2fN9r<+}2kF50cIqGF+-ceJD0H}h30u*fQFc>t7nTe3X3*c7SYP*Yo
zjcu)@>TYzM$}wxGY}z+9#ne>U<S6Ke^xKCV`1>kZV*z@F>!zS+GCoRw>%Kgtj|-~o
z6NUN%VT-@j=n~aLWJicjWOiU^B2GO98oZJbh;(!?BL~LbDlw&3?HMXLsc_pL$177v
z7yR(yh}G$v@tIykl+-z7V;aG*Xr`s1!vZ1QSjnvo!@a`DGCO8W{k%Q!%$n;1;)yBj
zEmI-%<t2l`PM$*L1w$$BL-Ob41H+Yw=p9qi++IHxTVun26<pblbJ>2A@JXb5#>@eQ
z6wvXwMwge`)n5EIAZ~L+l6K4}hQM>)*VLGhPV}O0rI4a8FBphAu`5bhGKre>n#;za
z@5fN)l{8R$w5RPpCn@4f{u(Na|G2a;73UVoloO4sViLNDs(aEUqzv4%{p-XIAxi;D
z3%`r0)D<%&me$GCF)5mfXy_2Hs2fSmmpO4HB>dpO*ekxwLc(Mv94I+umTWX!AViBa
zuZ#Y7bqNw>HXXV?fp|bFpa}+ob$x=I!)DiBQ5iCGKuo<fEmQ8kR?OHC#dOHn$V1Dr
zE!^j}->YN4sIj-5Y4wGx3jDoa$H3HBLQaxW9U7i^mn-_iTFX&dZd}~24p}E!bR|tK
zV(bkvs^!S)N!5Z7A0p(XPr;kXNX-BzL>;?dbAQ08-u+XC+Yu-b4M`n=z7hh#G{u^g
zIXdv*+p=#QXdG^ZW<?=cQH~m^G*n(<+fm_`4dEa>?2-Hv_Ij0BRU$E2N8OH1M1H(4
z0|iH}JYGv$06mYtfR#5|=%QwWGqj#QE6v@O>+&x-oER>c02RZ<PGyBe(*TMegPR<~
zz|@Mp*i&;JrXhvk%5?wu0rdjOI-THwt{<KOPr6HH42x_)F`!8@xbY)A`fz(Js9^<q
z+i3@Lcgv|o$k+kJbZflV35kZMx^ysM_|<J#N#m=;z7^Zp7FI1BW$fT_B}*Z~5h9rr
zv)D&dne5tgO@Ay)8rKffkfgU|G`NwMeGJ*2JMnA>Pp=66Tq%O_To-XmHQt~tGy?t>
zc$yMYVG7FrS$S)mt^3-(g%zu|FjPa5p_VdHWvCi1`$vnrO<K*b0GExvJ-q6al{n3)
z)!SA#U<b{nOY5()fG<TF4o=Uuv^UE7N-e_VQsJw+5-+r~z`(8uIM-j|fl+i|X<Q(r
z8Y`LA%1lWh<(HU_4EJt#=j%-ZW-wKJ)2#Rqsn!susQG^=`^vDmnkMZ)aCaXx0fM_r
za0?LJ-7UCVaJS$dEV#Q4?(QzZVQ`m$Z=T(~c7ML#Gk>^dIOlZt>FTbkuB!VE`l81J
zNSG+iAXb%u6R5Kqk&^0;?RqIvXXScarTlBn7g+Hbp*F?vtPffNj(OnGgA-K&3kuI|
z2T!xuQ-|tW3Cdj3!pMuCSb(m&=kJTBM{%co)J5s2DmME#6O%Yi00tB^g<lCnF`=WR
zT#Ljb;XsH33roM$!HMtY`6!YAO-i>c)g0D{Zf#o!PS5~W#%Goyh1igy&zCG5z4erD
z@QxQeIy)0#ye>D^@#zE!=@KOs<wG!E4h=f5$TOL6{EmB$J<AGUxy+KcgZc$Jj!k9Q
z4;U4hdvz32w83nMEJVzl_Du%V9f#&2OBWV%5<`Z_tX*>ZrXCXsFYU$sPIlKe_Eo+e
z=f)AJRs(5Za(w%C?U|o_W+Sk-hmt~GX;Ft~-;O0$#))|GJ{`=3jL)F0`i*9)A9x7U
zkm>b{!bD0e>-NXQnM|~9&$-v#>{yzHE7~pCJvz(q!le_~*dbA8h8COe@BENwbmLi>
z3t1mTX-_eAW{(rvY-;YlO%i}1h?-u2xYMnl*9q+UMlRKzm`Fk-AA2Kg>@k}Tma{Yh
z<K~br+p>AFZ1yyhRie37*#@)eDq*y)?P##bYb8TH(?f0#HE_}oRMS^B;V`+`THb!n
zuSrFEo#t60FU_?!P0P%XH8e_^ic*+wP7b=*OZa2thPihn+vPzZ0*CfT=bnDiSv$73
zAT5fDwGblfWTPR>0T{2;p%05;Foi$26X4#-3hz$@lbp~`xT`#Vxrg*hFB)Ct8p0`b
zT#S)hl+cqxt(l;Npz*77Kr=iolBi;gX|SBmiR(Hx@$(<S(V~EsdBsuHN11yh;p4ns
zMdgN}FK7qLNovvPzaS4OfVGRGpN(RXpK)t={q%AG{?z+Ix|rs~9rgUBP|z>4f`BR;
z*TnQ2b(XlK=C;WehvY0P9}~QNyUrY|mz6QppLXup1XBi8dn)QsJHtwo=y~_2$^k`>
zzHt<GWTY7hTJfLXrRy)%7M4t+5xIpRMXAz3NkWUm`c3T}&>ufzX<FUN?R6elKsN+*
z=0U9@HE{DNVrA|WL_!mR7FMK#&lb!|L<RM+9M7)$u6>q?35=R*y|#eWf1tr3gOJlW
zE8>sA1Q9hAWd!+LcH6dw!Kc^OBo(FIQbZ5G>k_&abUeQ%Bo`wW>iH<CX$H<VFx=|!
zAe&DrlcYUTfZq;6HxN7zac>RS@SB@JK^9vMk8z~YxjFvz$D|q>KL(=KQps=38Q7|Z
z$bAOI5x#wD>2wvYMy*@?A+mOnng^+Y9kuW8zS@xCkkj6b1I}Koz15&Jrt?a_`0)A~
z_<%S_HZ!9m`5%=0cG3FnHg@>zsUzcZ{wNBaj?sU2eNWIPyh~P#$H%eq-IRW7yV$Ao
zgDv|p@SE-g&2}>f<s-HU&e@)+!%7WwU4`wQPiu4+v!EYR(_Hayx&u-=`_0hdv5&J;
z=6SdMrGGxu&}^tAj$pBmGt&R=lC_|sXi`hgE6XEgj%sb=DQ@_n{84P2Q>}TIS#6(y
zeD+?Ah(b$4=KJ;#5wLjV^uRnV-QerTcW4PwTc-U{GLzBdcYQx75*eKuW#H8LwG#?Q
zie=2qKQm?8I5s(ru_<5|5dW}&?y%NElH7cr&vt?a+Km034q@PM;G^0asdI|w1kRup
z8$C>#s&4Fn$ZxNI?pm-bIq6!#=Q}5)UI&}ywbOsf=KHFz3a!=lETUmm-jv_h^qIDu
zFskm9)ghe~6OJ0o)NVrx_^{E0!wGq*&!(`x1`c~Dy5^F<U)4!ut2YAr*HCi|CcgIU
zu*>fkS8s-P%eC*^Uvcc63BuJ+Pda${qL6kx@m8a4J~Rv_r7^&y%VF4-&T_ZYJ`eD(
zzgCvoyX_ulVkh~s@6^M$5=bA|8&f4MeL1iXN#?=o6%NZ<>BGc)A*C7~fuUgfqv_3y
zjN9m%hEtd(41PvXI1pv<iJd!LDxSkQu!gfIW{oW0*L0-7{xZOshGo0e5a4w?h3-gS
z4-HTAIQu)!cA&I(@e_GWA({rG@Hi%B7*@+uX8o5%eU<U8Hri2PNbArHps_nWgIvYK
z1N+6oSH6mtUm;1qh`u3iSJBilccew+oiXlM(uw;elbqTgkQY?oF~3~dv&=jY$Q<%&
z;M|Z9BQ6R}r}674>@MPc#BnZmTMYNn{F$z#mA1JVN}ANm?{0mNQ#oPpKed2VJ!DZ(
zo{rFS03i!d@M-k==CJqLR{Bt1g4$(Weu<gISi@RC;7q!|!-y|;Ld78WrBImrI<_45
zS+dyJ$_YwxHFL*Yi?hizWt*SOs@|FAZ}E3RNRx<2@AfBxAt;fpbHq$3%W3-2yy(tX
zc<KC*L`dYLsTiMET6{6v)>akBPoEu~iy>L<xt<4mKhiiJxMAF#L@n_xDmJ}vag*7^
zJ4mE~xjf#&StR4NmOuQT{YD0((wd)9+$xC>(edR>>Fe-+x&BbW#zeg*zMIq+A2Q#$
zeArdeFxYa5X$%R5BP>f69wbZbYW-<wpcDMOVtlvxQc{va_4mn5_sPKEXJREQUgv<>
z2kl!El+LEgdcuux7mzHUTaNVCJrbt04BJSeyJJFeVTSIVB5><9ZkVuUX4H`+Eh9i2
z#$+~Z=xA_kdNNkC6HHB4W*Y8MicQl8FLf*ll&Ei&m*4yJ=4r!hycCJQy<-~->TtpZ
zASmf8MKJ^0gA+db9*w*qS`9optY~?(>lhg-DxO_SJsHpD(<9v1ide!ESG;kO;x4#`
z6O3ms3OeqX@vO+!9HCB9N4X8m+N|-V&&pd3Rhb(flF5W;jQ|K_a@2h4+41_?+Ph~Y
zqhEg!Rq$V85PBvPEa-rzhb7H#-6i^)JlX<y=KDx&6pEa|PVVPVz5SIB5J>0VUQ9a*
zJc9g!K`4!s!7M#B;aqSQ@t|E-Sk4)P6~^kt1CryXKOc%MY~b6K1Yu+_9Vrn-lud$p
z(hTif(3ZIA7bB<viuqwijGz(0xu<7Y>RuB0ZM!d$jxi+kKMovhY$6$y_ZwXwPh_d}
ztt}*$<{+8cmsd|NZD@B{?f0*CgU&y~A9sWT1;#N?tYSI+|K#WYK}+<ab-4r!^5{g=
zI23Xhf5evuICM$v9&-JGt6|;OTC2zC9SRT*cO3knA#NK}+!L0Cg2c};S|ec;ma1(Y
zc5Thu#rG>ZwQaShM^~D?*0+HfYSRr1<#vfQ*IeKtAbhx;WBN-&CF~-J+=0t<rp{RA
zqaI3DrGzHWCcJST1)sI4NG*p_QuX!Ii`e?rggqihJ?hFdcpyj0p$=<DA}8inH56X}
zqxPIBu!8~P1dKjfV;~W_0g3ToW1box{dxOtFIT}^7N3W%@j&h84L`YP%-|yth7#i{
zq856%aW&C3bm_(tTHMLnwS4oPBB)^@xf+E1x25gKD3r5UMz2ES82c}dZy>(EUee_)
z;zwQ9^Ou*SW4k;M_W8jshvElNw9sVu^3zZAbR<{qp^W;->pmW!>EBon9-Z(Shcudg
z=#MTgY&*;bSG-rSxpz(7Ver@#m;~J$+QH6oay7e>Oew(OTtcHk2SxFUR<R%?(KRi@
zi5*iuA^DT3r)F%8jZg?QH?qM^(S;1PFjn{CVoz|a;!weL&5bSGqWo@MSq3rkrLB~W
zPYWX&RvyLr*=HVnou2@U*;=1EG9XIO24?LsX`sLa=80J>Cy@TRNPpdVDuUR!)z9i1
ze-%^9$q_bA?i}m&8o|0O(?Fh9K-N^nu&S9I-SmCBfo+sb`45WaHR!yv%9>|GN^T*}
z6GJnOEZcrfj)X-28Rod7Mms<R+KD5`9L+69Mruzdd*NIT+RLvsDPmvc)${!aCn2RM
z>v11dB<m_-dGprx;8DW5AkCy83QZ{?-oy?XJGB=0ptAL+9(`C(--@VBG<6t;C8;<$
z2EnZDS0VjX5e4>8FUr4b1lDWQZYi41JcziQPTx+-E#qv?yH_NGL#pXcpwf36)aE~W
z3dTz98y~i!RCtS}>pi57Y1Odf_fDt>wwIcvJ@xsbpeO(39aztA9GRXc-B4XMkr$*6
zp<msNyVCW))L1Q;{&21ydG8^JKPGi#8Rx5qQA?ErM>QvO{4KNz1y7WL<owQsjfC7c
zFt1LrB`0W~xpBcR>>}eha|w&z!I!<U?+qpd5N+knLz*3yeaK#W?&@#HzbxaxU4+8k
zJZR(*j>doMCfUzq49_0imTolBiXs6VzT3ri7ut4VQB4K#kZIoC82s4pnN<D2O^<nQ
zu4a7j27_{88g$6PM$(jVr8LE5$?4lGEWj1-=ev_9j&f!V51|3R9y1MpWk)5H;PgnR
zIjZ4&jAEB+7${7hLHJ=&M39SBf`a+6rFF7@Uupdjr)R|r5;2ARr<6^|%;fNxLtNov
z)@6#9s*~023iTFb8YPr%=SWG1A69L)JC1b*)@G-HGnpM4!dzF1oK}d{1e@S+bH!|f
z_^$d))?XdfnIRhCz$WeC%nYRc)?sX`yu$p4$I^Xr4<kC;mq0K`Z<=NtmxhUY=W+!m
zYo&@bdh=7?5n5Wq5nG^dCFY4u)B<qO(R&fj*>}0$o~dVKQj<4qy);dXFLPGRFjjA@
zdr}w+lb2rgn99eIbOs&S(Zi7}V}(g4p>}*#cUU-%bOtR^eSHtKZ4$BoPf8E!uH2W`
z^;0o|S74617x=y$Fm7_{0Fs1=r-H;DzpR17<ggn-`y-#1TZ2R{lN*mCyOdE_&g#A*
z+CU*X8dXaH)ghH_d({pViSi?Y?kw!D1^dm6o8?9)9synLBPs&ISzf{1xM{jYtU=fQ
z!s;pK(=Tssnw|V9I*Oiof*NnBhb>;0ZU`1ZXYLs5d5#dKvLU8oqr-@y@Yml`bAGiC
zLyx<ecFi-B3nV$Q=8wkCIC_bmwW&^LFI&2E6gVl1<ecp!=})=<pZL);v(G)@XhiUA
zr~iGnMdiz4b<7F#qDeJB1XunbybWRrFXzU_H`oWUB-@Zh`L!ul@85opGg)G<y_qr<
z@0wbPfO)ls10zMRcK2wbki`^YR+_#2fe@Fy-)Z}MH9iM8L(aZ>3@v-1-w04p|6$&S
zAb|ayFI9n%ZeL*E%@K^JBo+v0i6w(Tw%H=~8R?(itlr9O+xGZ8F3C~vGuh0Ly58Ts
z8!sS00P-K--tY<8YXH}gWi0k!SH3Hx%i6xH;k<Y{>XcF~Gwb4L+ht-o#bYAQ!{All
zE)RB?n=PaQ;r9+xav?2m*lIr~tdODw2X~IXK=)o&yCkPt#pIcsl;QFOleaSxQ;m_C
z0qy7lumFXcDM+p|zI5cfs!o`d#_VyUx~NzN#bqzK{bQ+V<8aw8lgSB&J=L+}<MnDU
zt)2SG*C@+^H65yI+1Muy_5?i&F?@c+STuY1QsX?X#tQY$*9^XI{Mn+_jabC94Bzo3
zpL!KPTka1usfUA9!aj4?v+n8=`Bd~jnn~*j?DpppTD$1b@2QQk3iBbaBs;m(CTt&(
zGZ&%ki^G+iZW|MIF3Orpv%}~UtfKkReF6EOoCYY`o9;B$Loiqp`ZiR<tAhYn=J02*
zSu;#{!{wEIuPp+mOT#k*qQM0l>*To3VrJGw-xzm8%4<IiwY3}FZ;-&`C=^0zUU+Hk
z2HlT#r=Uivv_I>q=0Hn4QcNRaZ!~f%#MZD$_~{AaS>Vs0egk}_1l=X|>ep_kDA6yC
zwq2F9;c3uYUzW#Cs9&sTO;4!R&mw<U)`(-l#=Q69{aQiQJ|(TgzBhJK!%~UC%f`!>
z9$r%&gbl*Ybf2}6(NopGpu{rtho|w$%8EO8m))V|=+{BROFOP$no9pgSGX{GRVL{F
z!GWqE8`sU_cTG?$f>fUx=zEcVSGo94lbs)FzRd6e7HXhrg#ok?B!1n+8nK_))O66r
z+KDIy+2dCJm-}MMegMXI=@R0?$i%fdk5OTwgGk;7r|CN%R*kM=&Vw=-*S*Ej<3RWo
z0&^qNp9%+*M4+WD1u1VAHYvYK5(B{)l)S1mXJL2|d>%sS?w$1}S;FBhajp!m5ku;H
zU>{8%Ej*-&F4<uzv@cuVg2nXolJ+%hl9=(f9paINJmRCa=|^0Q%-S+>4@zJJg%}IK
zw(%NYhF)(7b%C^;gEOo`@pN4Gg(=pzQ43Dr_#x<E_%YK9Jp}mrH$l1Cd(~sV5B*Bj
zqEUaOtS>uohr!Xf)#B`0+AB&A(CrqKp?wSHSzP;AZ*N9%DNd2~8M<R_6OPQK#^y>;
zjgXpE(#Tg(JtdX0x(W?~8t$gKHY<M^JkEFK$1B3rhpNTsmSL4!BgthpIAZ$PScX+}
zcNb4YlwbTkn%De*qdPDz!A%$VDsK(tWPLilA|4I~WM@9_HxRXIvk}cQzaLx#$NjpV
zVdP70g2w`Jk4Y35FjW--*9dr)NgCuwPcGFcm#FzOBOF+2p13?|r(wwi#wCV1B{E$a
zdu@|p7ov%H_1iNeM70EMLqd;!eCcV$;9j<}#rxc0X&xBZ#>c=&`^W7PAL**TUJ!&6
za8BrC$1hNoyrb=kde39^BBXWA_p09`sCtxICQuY#Go=+tDnNLuU&kg9(18|JH%!1-
zY;wzN2QXy*9v#Ql`us@C(ObP4`^eGxL2#Gd5`ze_*WbXpG{yDdbX?SQbdO`&qNE5>
z$hj``XE9T>TjRFRz)P!cXCub$5&QWGIAHW*=IwVezxmdP<n{;*k6iR+RWqv4rP|_H
zX2`;kzrLsTK^DP}$;*uP&rQKR&3ph1$<?&HpO0UTk%R{{gTY-2vV@SV0GN~FN4}li
zBp;Wl{Z||(+MaJTX5N}7Mq&1|$SnN4=$>_a8S<ZdH=)V+bZ(lZJOOxr@F<JbcW9o<
zA7wZN{C?$P3n`3BJ%E%ml+GEYkjLk(<J1}iyH<bQA6Y64g;tY(89M6gsX8&?m>)W#
z>ZwX2&JEg@lYv~a`y+&xkJPg1{#qw0mt}mJ0M_+RQ$L>o5`hQRsKlZZ`s@aM3q5UY
ze3YRw*)lK+ABG7*y?bmbgYmp`Ju;;2H)r==rVDIlJ3XC-J2|7RRS2c^MD=6Y-O{a_
zoyVi6k78}^`0yF^&Vh}kA0+~IkS-8G%@OH5T*ktkqm!)V1pE2@%<jdJ<*!K^-)c{<
zyk~};qZ1$MIdRL0NpR;ok?dT(qveT(^y9Aa9OuJ5X;^JGr<ea7={Eo<-j^S(9Zp_C
zqUxH%QVq#Z5ROWRxW$k4BXlW%?qXf)wPqy#OBH@AU#XdroIyjZIiFj$FtRAk7t^N@
zT0So#tD6?`3ZUr7TLDX5ZNP1!7R#^I{O2Dezw|R;JV{eoMYi*q#Lnw3EF(FNE$S&8
zTz(1wKbX-dP`#X*F?JPGPesKjO@9wtz}3~eWXCd&3dz>io34n8a3cIMYEwHQ{!rQ>
zWz+H#l$U={kBiO?S$leb6#P_<m>K@Fv!t$Hy6vw+g^cs_e=S~8a*@_a2E;9z79Cz)
zs28-<zL8+5xln&{%@eT-0~Kw}v~52=F(71x1CXq04DK~_9cX)aYOp)v-q&w8J+CZo
z-+T3dl&-7r*87P+1@a&@=|CTJQF#8Otyr<~?Jx4KO5aukWd)_RFl5FaUcKOgCzXe<
zk*qKbXN&1GtG={*;y>tTpiPC;??8Mt)z3w{SK}eW;A4lemjeuq4KU?#rkE}(Hxqo1
zRb<zSSf@SpLnc;YM8yf87mu_QJ0>{$t?3mCwSa$xvRX9ssdzSCk4X$)3Y#Q*8A@5@
zM}dlU?ZIm)+8o-aX`9MVl1C?|fynkQfw_N8_oHXENz_fnk+ks()E9FT!P9GUg1@~Q
zgwuf|EbqE)PH$Y38od7WrAh`Wl>20A=|J9$?cPuRk1K@S*)^}fe<ShV?^6Jk(TF23
z1GB$5xaE_*;x08bu{t%h8|Ppbq#bHTI5xzMu2SCNa~>%83b63=AqNa0?btGOw+j(D
z7t^fQH$I&)%T2`7B<`Mm8dx7u4gQ#&O`(>~U%DuU&t`x8HyWMvkm6PnDJxjgV{HJd
zej`~38gX@PV+QdC>!y~r2!qrZDy6BuPZQn`cxLuR1HDT<ogaWOeOBC3GM+7p>rCTB
z8&HNq2-(e}A&=FPcHm0$KNlys5tZ7*Ri7sB0=+uHxH$Yye<^HQPs_<r%Xce#4AtZQ
zuA>vCH1|-paTxWGGw}NGLQYkT6ZYowRT$aFC}@?l*j--y!r@Nd+T_`rvbu%nrVAJX
z>ZOBes2{w-{Yc(;un4E@Ji6fWm5V{%z!CPiHQ8l1vAP}B&1WWRGwcoQiOb`Xz^^6f
zFiUZF4FrU5Mt;1WHzk;b@(fXP*#)fl5Ki~x<TNp>-5Ql@6`eqsv5*@-)m(K3o$z@S
z^B(|TP$m{#9*ju+1RT%@%oaGDr+<=?K0bqUFs_!3Ah}q3xJ!l*zVKnD3dx_%xUtM<
z1^Gcpjcw9gvGNA4ACEne04?bzL&Y1%z8TMj^U58sFP=mo3lk<$2p{^S{|m{h;8W1e
zP_T4@0aM?rn9ML!rNqyuFR`6Vgv!oU1`70_z<=iibBQo5!-h3{YWBpD%t4+oWTmWr
zo^xbV9yenwt3w$&I_+5zAlbSq)93=`#vs*%80N-r1@=`5CaWVjUW|GdsSt5$L6bj~
zHI?80;fL$C&ior*KEbdD>ipobuAN<+NQ6-pK2Lcsb;0;8K-@HSk-U2WWyl=vYuWN%
zin=Cvp3g(O1Tgx>%OBr{k*FU_R&83)qO8D<f_7QotI^j<j&*tTyPfJ<&W6?hf{F+R
zXWJ;&gbZG+Y#1g<{W~lm4$+0pJ&k6=f!9ujA$f<8jNVJJ4k}9n-iOU6pHj>(SzYoE
z%_xg5MW18{N|*X=4xiakUc6CUBuZ{*$?)Z^tI@dwb6cLie5j(BhuO6IlWM4;ca<QC
zdTG=}*`fsH$DA%jf-O=xg+k-O&7sQ#*~>9vfagmvtKM0w(6MG@-D@)+-59giv(Ry|
z4B&EP=hL@GR??7UCnD2^ZBO)X-l4+vqiHz`SpYw;a8N!Gj7P@qa>w_(wvv39{4IB`
ze#*|@8F04=Aa&tMl;00lzl;>fg`TdUs4F@`dYuT@&pv5hmZASa{fj<GiVg9ljSQgc
z<g78a%|lI`+v#440*mWEB5v}KOqhwEJg=xVUMTot1#c3ie;>Sck<^!AJUH{}KJFeP
z8G<m#sb1-Fa>g}CsR4#reZhK#_^OV44y*&QD|*Misw=)iLFOOHmgL;wa;OP&9>gFS
z@&}cjzex)G2`as#-?UgIfiIc=I0T1;<Nk5}iEj1#!UZMp!ouQij*QR(6AmEf39sKB
zIk%h_wq3>g=$jX!7jp<R`&pF``sUKS9!_kp_U(G5%}Vu9RuPB?&k;gehP7=QX=49A
zaZfM<l}jSq8+=B0b`@g2YLbXDB1`zk{aMF%RxuHLInpEkZJBgv#1ITaNc3{BF>yOl
z<||qNK!QY5*?QtGT=O23>ih0JiU2vTgBHxEHDVh4XMT<uz)(Pr0{otkGukK0;%{(L
z&J@(a%e(afuVAHeBC<QvAoV$#f55_d*EogBv4pE)@*Y0JtHXF}ZLeGOTrTl!=Px`)
zO|_9%H{jj4^?w<J;9I?yWsW|omi~Ze6Oz~z@#-@6apLTY<rTRVih;n$2j5-57((D7
zJp9E_e00BEofhYL3>tV(n2lo??BOQV9%I$r&|^Y^{zKfI>*KFiXxtFiA0c6|u^0Ea
ze;9HD5$kWj;uP`Efy}BMa7gjau2qP^63P&}$SeFZ_XI_Azr&3sTbS;m25;DS<@BY>
zFv)e>Gs$&5sl2na6VG^_-0|&U_ZO*!QNGSLVJ~>T%eA~hxEr@kDK{fj=vD3Q$0fle
zx8ch9oU!Wm${%5^6en&+JJFC%LohAiJ^cFsk1c6COH;j<-=uUlgnBb>kjO-2>tDDk
z%}i6uF4kUnwRfmW$Os+>+WV!p1KD%&I;%h5K8WgLYAHtKLuEjn**f?ve7(EFY4jrR
zyERKq$kEBuRIKffed;{+C3@Okm~@$d6uPHEXuqN?_~ecS2O?eR><HghI03zR$fao=
zm&$W5jyIEzUK#7KH^nebWnRnL_wljEyMxC@It+DDWth{8SVQ=N<yG)8tz);1O43v1
ze?ebwFO_&YrwsBq$G2{~EGlsY&@EUX2_s_3T&SjDP(eMGf3J3jF7NI_l9O@Iw}9yU
z{2Rpa(p>ylBo;<SP!KS@!otGtWli6?q2D4wmoFE<-Pfm^qm@J*j~oswEYw&zS=qoa
zc<vqbqAT`aoQl}WoApydazR*X6ibj?Y2&~B5z9?>#9-T@Sb)b_<I?4#jy(k%oATLn
zLj#A0r)ST^1S%pTqGE@z(beC9$H(0`$D?Tq6ab&<S^M!^@f_R1L}u92&0+JApO3!<
z&=2hJd}}ql??hmob@HkhpOb^8p>b{+JHJKKBQZ*5cxkT!ycYQ3LL3)QFDzoPe)L2q
zdVW5m^P~y~oIz+UT^E1IO*Dui_N5`;YjCPR@t@egyt;gUg6~XbX5kVam%}{j@Gsvq
zZQ=fbB>Fa=i;BSgtT<hcf_jJA!fFUDs&JwRr|fr0_S`Hs?FfdA+oE*6!t}pSdXFSV
zqq<$C+3@iD^)>{TtAx;6BUjC)dr2JAbjp2F`8vO1pEm|InLCHiN<}q&SMs*HdnZ)g
zYmxa3h5gQnUfdNM+unSn77DMTFEzZ9?M46YG|ba^y1n`M<><Bi?KP>rfO7hY8=R~d
z4&Wpdq4Aq9M^OsWpDRb<hVS~LK^EXpbXacLEaPt?_PWQtbA4uhlxQ>ehr%k)Z>V^B
zin`Z2{q4D^4xMVdMjN=RvRU!P!Jt{je!m#_0JrK}4ZKFI#oh`A%Yr8goGs)7E^WZ~
zGWlwl2+w*z6ETi-;i7Acomb|Toog&n(o^?0w+*)zeF$TcP?-MGZX3~0xwnG5^Jbck
zJ8Ee3Q+uB_P8TfbJ05q+^`|}TV9!s-m9I7<ISAOf|I9>anLdJZ%u+Q<oB)QomyG}Z
zAq+)BnlR5R@Ne6UVeq;NIw_dBbw`*e?-B64*LHk^z&KM6unnbB^%M2qM}|9Y^q~uy
zArD?Wu4dBZCMj9EE=6$#->uT<Hj_k7>)uUFy|<$Lpu$`|KnIVKpT<p>nLN`Qu)!En
z3dYU+!bEWPE&*PvtWh=G;vXfR+QCsah)ns4$_ob{kj<a2e`)wC$a5f^+G7PHdV0sh
zMSvo1xhm9|tZ3!{D1E<*h)#HJ`gkkAHIF|1vi$qOi<~r&rN^ps)IpvF$B4=CnO?Z_
zV{fn*X@OiX2K96<%95!s#-a%LXYspkD2{z+)n{F~8;P`tw?)hn6bTB1`j#>SLZrZ3
z1N@DazN%Yo{7?9|8h&bu!PLk0g2h&qzNvmo>Go)8zf<r0e(hABtpxuO++bpQh58%)
z4*b3`^i~pvFGv#KW9bMkP08CR5`Sht<$kljOggM#A$Wh^h15Er3q5{#dU_%d@L)k5
zohxi>Bcj)+Dh#j_&BNFoj44=R)^3nKYs02dm^Ku4QvAhx2{eDa+~FW_JYB48f#7b=
z9e$d8=tCDS6mk9ZSX0!}?)+tzSzk4$SCPm4oP^8%&4P<mTStc*RrJ5k;{MrPAV+fl
z;m_dv=f@j%c7pdItr|lp)Ds;D+>DQp&oqPuzy-972_5hg?!(*DVJ<B#?e8Vb6b3EP
zpv~czu~cR%28L+!$`=U8jpd*)mV<@i<<`(rMrP*RR{^YeX;UJ0bCd~9>AkqfNKs2m
z+JnjLwZAV36@H)Sw`PmvFo}ufT(7r#K9cY{!B9y?cUJ@7z$%RqRU^KVu_Q7dnFfqm
z+gy(Gla=EC;|Tt5kdN=Ec#!0~%ddeq(r`e?c4`8CzT@$K6YyPFTI!pb!Tbo1CN3@x
z^Zan3SWP41vQ(wl2SMqI34%xe+Z%$+QNJ0*+!gM5b1>7*<I8G2Ps_u@GYtxY)QU@)
znSDlGeSskUSfvPKeP2@kCNJ*@*#L<?N#8o&gR~xBUQ8fQi<d2Wm+szz&@CtgeRlun
zB=d_5UT*|8P2Er7|Lf*|o|1<e$n^z;fk8o6koj(qmTGEh(yTW}^%ab;TWgw0Ws>gB
zWFjIWg5=JK__TGMuGG``Hp1vVSoY7&saP12ZC!A=3wHtMAT$wh&k6YdSqlEQb65U|
zAAOO#|5F$L_xk^t9oSda|1W9#-}`3hSZ13){Qn5(|J*Y84!cUwkjD(SYjuLM`;G_q
zjQ8_jh{k^n2>H?EKdgrT?caYtx<IX)?O%@!$q>r_UkvP@CL5qvIUt`S9R$d?$7*Rs
z#jx^ndhpYB&O%Ld{bJNLvGJ^u?FG`<I>%9zu?4rLnwdy04k3R}nWR74yxCIzd=Kuy
z%5%L~#60YQ)-(Oq@G^$P;$#io_;e<UM9QRBBUIk}3~q|&b7Edz>^!W7=H5{)6W@^r
ze6X<&xG79o!(B7^q?!>U@>`Z+a&8sy`b^JIt<VCX+1_0y4rId#2N?az%5T1=7g)d3
z7RoED4AXxpq}0Jr`*WfJ-;Z{X{(Oc%rn`Q7!i=YVx`md!N&0-J!k`_H`}em2Ssv$O
zMN#YzuO+CnRAorWmacRC&ibQhKqWm)+#S7`gbuf=&}=SB%9-A6RS+DRM%o{ULP=?F
z>*HX=eI_N7zg;G!U*DkkHeHRjceY`aCq<U$h*rA9x;m<L;k*njhfi=iV_#kPR+h6?
zP@k#)@`)}es$Ku=`+nZmHR6H@z|c&)y!kq6G^7R#@3hi~POK8PBD(yRUaS>CJzp7|
zY+wal{;d0tX0faZQfqu$e2MCZ9D)ze{i7qf?w^~3@^IAQo}TG}o9fm3&2WUbdP2z}
zKPs2nG))cB%lQPGVe_aeP>}EFgVwRsrwxFrF#MW`w*rz&YdxbaqQG4$r(1QQ<h)5Z
z^-$R7WD)bCB`z(~Wu#}AfFS*|ucsn*>hwqW$Zv|x@V=>2BZiglwLM>__{h6{b)8L1
zmM!s`Diw*po47O*R=`L+12V_=z372fq}BGq5*0w#;6GmEv-K!yf1azO{w#RW=Z=1-
zm^oe5R;v75Vd`}cvA@}*fHoVZ@A*Raa{GA6hL1E+M^jc-Rt}DiPg7=wNA6@VyE%3{
zlz1%cEZX}1WoDOM@n8MT!GrIp(YK5rAmVux^>qoQg(u~-$aZBmJDlj2C{W=Q!50&f
zza*;sAeOs+NfHrXv30BNH?bqIPQ-;65Y}`oA9{pOoqtoUbEn=FQ4GWF)fE_z+<r^l
zw-E0Lk;k1$xkL;nr?Ab@RJHk?#c3G?feK;4bw4E_AGz)+n68avIv35DMnPgYTX33&
zdo@mUIQO}}FQ%uOVsBLOpJ85((<8K28u05n5I|j^65px6?ONHNH2R31WHn=YxU_GM
z0yhuU9&J}pd__Uiju&{HqZkh-IGxW?8abX47jDuyH(a7jr_}~+L_F#jexqkQ&v%#z
zGgFH5rv!i-<={<Mht3O_h8MrYO-O_88Txi#Tc*9SDpHP{4aPGCVP%l-io^b~=!_%$
zT*=>^uzZ^RtDCQPX}V$|0a^{A9f-+zxmhA*a5lkh)cy>AlsNljPkz+$=EK=rxr2$&
zS_o_mJ~i6Kcn$MAticx@>NClH8w}k$w(q{c2QLnI@BZnwDE9*oykP5x73Z976P9j0
z>D=cOA=nfHQRkOPSE$CHt2RfA+4kTm#^rz_-Akm)RO9DOZ=;IVVbiO-(=<z`aO9s<
z{7=E$S(4<cE=Uk7uIFp;=&db$4>AIF7Q_gISVgzmeu*f(^$_uHYSte+H1&YX<9sfU
zT9OFD)OJ+0-&Z00#7r@M`%B-fMIB<-arqxrzMi5^QH+DAZ$~(_gdt|-N%gBKb1<jw
z^nY2EIS7eITA?Qn!RjZ~^7`C<q<LyX|11Cz0TQFXHxP?j+m$&u<+RnHfjEFAA!n#K
zW7DfSNNB8>P4)IG?JW=2Hg7QEq)4uA;=_W!9tTk<iy{~{MOV&AEbR{P&oUjpl}g)p
zg)Cf>$eN~SRF3w0=}4C5A&AMhKx`EIa0h9Nq7U5&t@b&YVnXWObw(ZtuWTUaAdx2D
z@HWbP6ggdn4S6{+a1?vbQ(nnCk`N0Ylqy?2y(RMFpPl=0tNZH~^uJRTkY)1kw|ykd
z(0^eU{FidlhGN)``*(^jTK&Vn*L=8!h4xVYLZ?T+V>c*u5JVT3vPZwG)S&!(6{y)w
z_Ad;Te_lc52Z*`%DBRa%w>JGpp7{A)Sl-Ert@EK!CUKf5P1s*3`4GY|ZFzQkzL7aP
z`Y&vnSA!wxe*}OLwdCgZwoq8ENV%}MxNlgx{dsU;pl50-?hSN)uHb)>+uPSyAd~Wr
zgjKUtteA^u@D8e<dQ*gXYLr|Ad*F_7>xsMR^R~G-bgw=!lXG;3JgiO#Z*|9ln=xNl
z!n)8;_JZvX1d83jZ`cntj!UlM1LpZPEl4v`#Z=u>wOWLW#W+T4%20JSkXYQeU^PG?
zLT%DfN0+907&9c7&rpF7$>wy2nzi>DO&O($eWA@w%NR<?J1xw8y|N}hDCxm3L8BhR
z1xj5vW;3(W17o9q`L!g9@S<_8z?s#|KXBE8vVf~3jZDEmWnp3WMtIKQuMs8|vW+1H
zmpHHqPxCR0KWjXM@BPoPoR+2|*T)sJ#v_nrASYD^#>pSCP-5P+y2IKgl&E&@PJ2ts
z?$<4qtG-4O9F2v%_F}@t&Uw5u(BoYjB=fL*4k<xJCrsfFWyNKaSdAw;SNzh>SfLNe
zII~nj1?dlCDh4Z?FcB_UV$;RpOD$s|1w8fNbzM;USWsNgJip7+(;jj%>!WJ9$_aSu
z_*^*fjMKvaf!_uuMlW5pDbVnf3#9eoH4;8VZP;C96(NGVs`8+sW|3=)f1|WEx;kJG
z{l(>X9(S#qCA1}eD)~VF_c~sWQOZJ&brFV_Vt!Dw83mHjCO}OLEK1F<X+k@vhOR(x
z>BpeC0lG{r8ioz;iB^206?cmv$)1qVJiGY$z5HNp_wdRSf)g1DiDj;ThOW3wG_FZX
zG!k>d<obg{Q6ww5^^zWWspYMMQn&P@`u5oc7myZSlivvt&6o?QK)Z=RyH4WMTvaFy
zf|YsFOw%p7=Rb>qZ2=6%R8}g%XR<}rQWr?)eWXZfY?P`&^PaihcYUNQ`Vb~97{An~
zW*Yoi-;Ka>q7n9;SVp=s!3Ml}8jGj7vY2B4&+4h^NDse~%;wURY$(sH5iHyKVpS(t
z^+83UsKl3=%{C~q89H;5*cX4|r9G;h-$X$J;OneRp)SB=S=X1L5UbcErpx3vMkkh6
z5nC@N^(9ogwaewIz=vd*PQpiv@l&YX^u#Jb)GKJmgzhi1un-yj`94LvY%C-zt^(0j
zvV_rpZR4#4Lxrih{IvTwDxLn>{H;*2Y-n6Ty(3$F^gTeZi263?Z2Sqb<*!flMXn+7
zFH6__v0!%#XYNj#6L9lT89+<m15Hm5Izu;})l}w_5RZ+;YiNX_K|^)bL5R`g{TYap
zbEC=|8?|#Ea3g9r22<Vy>Ps+y>S|@a?-kO)*<5ZN54MbKw$k*yC#uO^t(}6R3^~)x
zpX2>XzpXGgHV={ONC1=4;zDF#t$}l!n&E33k1s`)pUuJ<z7+9YVk2F}#Na{?yxtuY
zjg#n>R?R$j<cddU$Le|;=xauQ#7!PfS`t}?J7U24OGPi|vf!xLd$5k>lc^W2J3!Fc
zztFV8+7=u=Lm0xNtlJYa1F6|*TZP00%^<<ol1Cu}^)Q7&Q3khq2@Pz=@>^V;C;%nd
zp2>i(1km*JU<SqpSUEA*i60`5DYW1uLmCuEu6MZyTU5WuE^x5FSM-4k`4Ild(_=vi
zw3;})G1OvnVv{xiqbWJr$X7;7#rtt}6)S-9t?k9hjj3whvN@~^i`8w}=An}e569TT
z6ZSwy>#wVGz4|G=%$5(XLj506@<uVUZzR9WeM2HMS^3NyJS?yZ?W4nn7ZB?LDRIt)
z1Lmhv^YSFU*PSwMsMqnvB^H}?64)MyD=#*@;0j*Wzc?VBAh6STgZ!@S1b94<CU)Lz
zY2m6~5!~L+zGtL_+#oORPTp_LS0Q?O3v^bO1_A0W`gb4O4XADg^)~$HI27O^(M(kg
z!1yE5{>0HgdH4<<&H}+z3h{^dd4}(Z5T2m<fYZZ^nN+%DbS#JVxv$v|>&mL3!@XF0
zzuIWAjPp7<+hiY4|Ax=o>Q>EGMS<l%E$<tnYl(ftJH+3ex~3}}-ecir`O1vVDpX$|
z{BeqpWGAdwxyr{A@GA3!#>F@0&-xiTmHuh$eI$n1KQ>9-(A$yFxXeaLRU=L%C-!K5
zyyfe%x_)eo8C};eHTEv$Dl`KbhCw%-Ne$)w-F!+=MM<{+GV(XhUHdrUr6gk=dBkht
zlWh~){vl&x7q(f(o7fC2P$i?7x-WoXjll3{Hw=4!3PvOA<JiM`ymoN%h%Rt>MKw4X
zkOL~8@XnfgLSzfc-8P96@$nN?h7$5migRDDs9Dz-T0hP+p4{R|`NjL5IC#jv^2jJ}
z2FNQfcz%3MdeBuosEIgnUZ#1LMNe|pY#!vTFpiZysLpU+R$M#I>BDkUO)+vdBfLI2
zo$iqi_cTvAqTFs?d(79>O|)tb+Z1K>tJxb2ZECgZ0KVi!z;3cAos=bzA<5P<8O)Fl
zh%z`eh-jF+U5C+}SjPRqdIjZK#(l<J*4GT>hr~?UDyjI6Ew^H98JWaPYa@Y{OVPlz
zsy+h_Jd@(YUIPZ&!2l;z{~5_<;A253>H)V&kmJO%VN@@iKA-Jn0vfRcTat;2L;(u)
zICrz?&!0d=A{}Yd>GQ;A48n>e-&vDZl&CRT2R-$Vo*$<thY=D|xE#3lE;5(w+JEk!
zDpK)Rqv*Y6)!d&ZAfUP&cHVCWF^uc@ktnfRNy{+zjy^FP51w`|RF#&O553~j)Y!bs
zdnwYC@>0hl4Op<}?CKflHou^y*hh)F`F(C{XdYON^QLM@{AmA_=^rx?+vgbWJ3fIP
z^a{F~@ZMOc;y&sKeQ-}5_knY!3UsM{u<!V-d-49O;-Q_Ze$yYh7M*D6CHrb(9m;ws
z(e=QyTw&)W*Zy})1Ce0h24<@v!K&x#bt>?XDdpV*c?DJ+o=fvZggMx4FW1Iy(;uBb
zR^Y2G^kE#FYfT^bMR2*EfxcE$+@k(KPkjU}ZE0w6BJU<(iEvK;96?X~Eg^D0EHPeB
zIg06rxhDGve%@w^2Ua_?#ZI!l2@AtADR4r)su%>!35xOmL%~;y6SB`H&Ug~~0sYNw
z`cvONLj_N9-KKCy`rTV5M6IV<bo%Exb-p*Z!!CPp63-Cs(^e$y9z-)CILvM^OXW!S
zT>lfVtrEd^XRk;Hg-yFLPWKdj>!^E13k_M`ZAK5A&*cVr245%^6|{(kl6I+UKC}t1
z@@5>R?6{-yiwlGR7U@7NQhjJNYM`1HPyP!2te^WpAyGFa&NdG%!!sQ{j1!Xy@3S{K
zLd}LlC{hdcuhi92{1z(XUZnu)TW6JaCZ<LlGP{U@*7m3PCC=`t2^63o9vZjz?jn63
z1!bRD5sE!Lq&3O}3Vof>w^2V1<0pCBcNJe$C&PH0A)x0UwUn)S8WMT+c?p$@^kt|#
zJI2dTZU!U0^jjMPHRSxSTv6pw;#E`rp3%F_HwkGPh{zEiz<k;!Gs|ucb+cFF`%@eY
z!a4a2?`mYhUX8zB%U3+i#27+hS9h8p+AsBQ7Mpl%`7#5NA@%a$fD>1VWLKbI_w|M&
zBwQ|vZ%<$0%S@05czn46AF9+^9tsLf(iTh!tnp@=ED{)e^O!6@&Un%>sX25(n!TnY
z=U@~6?rp=6whC+H_xcbmkP*EPkCmXO8pK3;pm`H2EV_2{0RK{LYIMbn=#eFVBJy#S
z7XpCmp!n^mzz0uH|MSq0@Zjz?#5zk_=$+dnxaimpunO96Jv9`b=@C?bx2vqV2Y(Mf
ziFbeJ%@1nNLX*~Wq2Rmh3l7La8@9-`>x$XcV2@8zgG0uqc!uXUp2-YwupYEGXx@cO
zvG1xNC@9k8w`UP;=ef~u_jKoQdv$}aMZY<E`5hbkXs%$;czRgP8zm@pPQh4?BN{-_
zY2E`8LYTYC^55u@((K|UU4f)i%`RfuY#m2_Hz4){=t>Xe=U(hOO19>crWq}c38k_8
zT;t9kX;|Q{J(h-6@522_NagEt`gMw}q)|#k!rOMO_r664QZ!N4JjCoT*PUa-D@|V#
zIz9YBg!JI?dA|w4<{(Ek)C3Z>rG9ME4IOUJLSctaVgu2znU;^SjJ9hLmH_-be>e2q
zcGE0VpvAF6BDa)omeuBA;YCZe;KFD9{D2-bo~{ynAeusv(NlzK5t_c$R-NCKHkba2
z2YMg0-PKw<-}3<3ZmXZ8Eq}+mE<5;d-jL?on3w{*sZTzirMb^@dbHyH=vBngS63fx
zw~uRz*3pVR$|MHMH^Q|6>N-3b!;K-StEY=1^zjtenrtcWDZ@_{ram5E#NEDX$i%8a
zL2wT4#5{+>00O&x<PYkg^5a&fra-XqsoRj@)BPZCA>*RoGICzF%Q(eD0<WonF@y~|
z-p>?mMgGi-FHF}N7JiEMAbt|^1MHmSagJEk8h+S*yK!>YY=uMc^OZ3Frau>9lwWku
zt_wu@SjTFafLV=dnpZiA{k?ydz{AoqREpd-86jBO7qq{grPliFdj4Q62%=i_<J3JA
zc-suJ9oO;1QgUZ+X^dvp?~X1#xo4!W?l~Ou9}3vIpx_3Q1OT#Yyxv%XT^tt}`zA9r
z-@v$4Opmg)_fY|D;3UDBWykHR$lSj_?al9$9#j@{`f>^$)LwDm8Pa54ao)VEUXJln
z>{}y1uShOewSB9KFO&`J{u?W=awu*j9dXM;Pr6Tj%0BG7gq5eeSV)&Mqc=S6RDkO?
zugAv5p6c?j9(gn2)C?5iL{0#u*ypy#c+PC0iHhU({Y4kj(u(7bEiqsD;yLThEj_lV
zies4OHm_x(6R2b(dxn&Yjv!DVor{%4P@}Uq`FyUwo!^bU<FX?t&q;4&32o~ex>~zX
z@oy|LUvE@@T{$U7Ek-X`KEtzhi|NUjt%vYe!4RD>+N%9U6-vGaTgF{1t+AHAO0)5^
z)!U~xo0atp<$PmC6PX8^>Mt8pLy^n612<5Ji!RQRCE2l^vT;bP`=S~5LU|F{3lDS~
z!@VOY1NxugRVonOCHbQk+chHp@rt7*A)fTEKN8knYGPs#gkQ~QxyDF)>;1A1orPsv
zQJ2@aA0ap_tZ%0FNyfz{5QcCvlUwnu{_kJo3a$E3I1X!b99tAwQvrZ??D_!6KGp;r
zXoP_5FmS?{%4+$St3Njb%6s6Ci`t}~T<@|`_Ke^#s&N8l$`78nfNDE25ZOh~N<e0`
zs_J6CR5-t+;1;62kI!}l+v_j2Nc6wXSJ^<EycDbod8U43?m36%VtkOqs-CNz@5j(}
z>7eXk3}JYlJ{i;Cd23#Vn1<8$iC=WK3iOgR>>Jp@o$fcRhaPN{VV)H83ph5+7DmHO
zJnOlb2;M4C7Z+(!D2@hZ6nd`qQbiS{&203SR`&Qr0-CCfL*oS_1hwp>OPlB8%zbA9
z<Ge}1!wGiBV(*RkY^<g?g6r?U=|K~Z+yiM*sK*aJY#1roBi-)!^);@x{2rQ7tQQZe
zUQ_MP?V=3dmlmp9%^qnf&~2nY1f>(4vPH7K{($=t;?b=?Y#)@zdR&7|V3eAh*bB#|
zNkGV@r}C*>45(vuWM&n;#mC#HZWuhI*4W`j38JU%qbYsT+_#D|#Ac<ek7A`1!dB8-
zx8(I<>mbNQ<PV_mvpxJEm4`WNy;sAcy6LZGj_Ehd*aOG>#V01DMNL2GID(gjo1>cp
z{%quNbKZEoH92J1kcr&>EXW6iH#7KU>ZMzMoJvej5H4FjFnbum+pDEVi}I_i86yL1
zD1`5+vIotZU5@p^k7?1>X?xW~nIZ?66Y1T#c48YBRQ0D<-!yzfgvkMqn4(b@4jC8F
zA{|{by+pc6Eeb(f=ZBE^%*Jr6AML~X$22|JC=d#HWrZ~g-6OE#@3uD>qW}{F){NR*
zFM9zB@WM~!M_-G40&^oUq}pilGh#AEs><vEpfUQsA&B#PX1An@F4=ER&NmEj<8xsV
z;QH7EEe1N;Mxa^6GldL3#h<Gi_YQS*tJOd&%BYr*AP>tS?@y3aNSZS%Afa;u<HRt!
zvDuk*Z`x$te*pb{kndR{59%EFck5PPW#AZdbbzEcB1yT!j}Ml)ao>PoEmJ8Fk`a!v
zl8$_>ld1WWLPNy?Sl#@CUsooNZxtH^Z4rT~OlM|&cID#-yLnwBSyPnu1M8K62|uX1
z@b8b@CYBjXZ12QK)<bhV%D&c+@<zuef@=$`bM%LR&R~BcBPNz^Fn%(6f|}Y_E{RST
zYFOwXuH~(vApQ1dKOwlBZ~YraLM$^!shJ>$FMx!pHVRei=tkC70;fIJ^EmH7z+m~Z
z$nMLnjDQ<YVqj`V!<j=#8J0mRj!9k-E;Ov@>vyGCL|9KAn~M)R$<GVJ)HXV8N?i&0
z&t53wV?8%mcQJ#V5|kA+szN1LTyvy4K`6k3q`w7Ho|>ohYPWI{1b+P4aEHgB)E`BC
z3YOuyd<lLszmGCe8(xaO?u+440Vqj6i7>-TXc}9{2U&5YCK>CxF)_9AU7c*hf0+rm
z_Equ)JQrD*l$1I_Ek?m?MO5xEv52~g334ST8QH2cF|}W9Ir|&&3dxNP$-48yq=(m1
z6cbR9ne9kQX=Iz+hKFf27_1(A-hVFA<^}i@dkXX7JE}D<Z(E^D1z_IeCG8A^X|<eO
z$X46ScNyE%_HFJNk4KD(nx?TIs`MY43?F}5CtHlpy|$nP^-C_#jR7VHp&^hXy~>u4
zspl(1uQ<Lhi0^|0^3cZc{e^kOAuuoC2sD(0=}6bFJeo=o%*au-X)v8g5|3RKDAjuh
zI~|Es_8S|v79W{(#jm)R7EHdXbLq1z`mwll)M3qVHacv#D%xBp+v<}-KNRJXA8$-4
z`GL_$HnW4#!kYiO9YVz);#wOBo719h%X!>TB^ktowq(<+{?HaBfhqK9`F^II_*<bS
zmoEiw`dHM`I68|T-NAcIDEi3`kP}=KhCE2N5nh7YUi+TRdkI=X?dvl5d0ip!>D4ho
ze^=OxB}eCpHC7=r?AFE|L&$_u9}I@~Ib=sj_VJ%9p}5q%N5m@jkF6tiw`9rPnyGAA
zaQt8@u(TEnKzgu0_<Kc6mIp#A4szRa=97N=S{gL!jqYeaZ6kj{yywdIUiGmEH!W2o
zyhxeY1sA!tv;@Uu&e?Hf4$+OySDs2I>umn{ptp_hR(`VgJ9`z=ub(<tmfT~5fsh?x
zX<@g1U9=-5Crns?<Y{b*v7b#Me(O)Ka<t4u&wkTn$G*L5tyE=ME~Gw0C?cJ}yvi0i
z85I>FF`RXM9Hzc*0UdsO_q*BWE+(cyQOKR>`}=9}sbTeKd_JFbNDaP7t!Yq_RF{dm
z*fAFJEfOKpSku>3v|;4R*-o!~4+d}+dDK(FhfQP|nf%s!n^|?LsAB5Xz|w&sh=^CF
z8M07&nzsOdH3p}iKgqd$fz)M$*@FuaAgTRpNt7rtvQppB6|?<%Z<LS>Dx<Ko`l0#!
z>v1k$5Vwkxr^(&*K=NM(vyK?VLmi+zT^IxtgI~ll33C-`9Cw`+2lxUH{&BSnotIm5
zD^7=DpM2#GYL=8S*TzZQE*n*skx^^g%aOA@4r)yGU*va5ngTNWVms19PX!wfYl5j3
zk~KB;qpK$>EPt*nj<S8Do9vSzmRi1EW}NMn+|aNt8A1+OAz)B$3M=PQum(C;H6f8D
z;~K?ldcQta7D5}C;v1(Yq6U7Vv}K?jINBr8wVK)@ZEm${9@>m!XB`(U5?tga9~X}{
z!lO=0e%ibDsHuRyxrwUj-^_q}vSVTzXc^bl{nQ1BLlNe&evEQ;JxU$iWnTUAI^Y!o
zOiPa%J70avFGGdK;Y!oY3KMo+HWZ9Q&0!uN#K0xiovZ0tG5>!wopW?t?;Gvgrj6Y=
znXrv*+eTyCb|!3W+esVSp4he;+s?#yzQ23#-!p5?d(JxVndf=ly+7M#nzE0>bU-5y
z_GV34GbUWjlhgFHo2Cz1CYrxApHKweiBYuTEKzySDT;c$&mx@3EF+_@A^J1ns4434
zmFfdQ)ZiHdiox5?3@n1n(8=YL;WQ0Cs^9zf<uxl9EmgIVtz)ymRDIa)il^7pWtqk7
z-Vh=N!?ly^t4GJ~2_DNd-cxgpw8-m?B=dzafos(IRNe09sTbmkL@2e(j%cAdWa9T}
z>zYHZ*VFY0mngtG;XkM>Vk}&v<CIJs&U23bi`-A<10>4n#l>ZBlh=_WY223zQ3QGG
z-G9mZwsFSw91u^j5hXN;H7`LyLXf)V^*H_Y^i3V}^i6lf3*@hTnOlQYOEKal(0pxq
z9D)FLJH@ooW<t-YS_B&nNO?^GDK<kjD!TY<4<9AcI&Vl9{bunEv;Syxo+3lb2}FT6
z2m3ZMBw&<qad=7qZSIc#8Wur+*9w@f&PBrBTnVx;g$C=@bb8bAkC$r=KJjLaUkxR*
z%IbR~%e#@|JXAc8U;?X53?E`VMCGp~(wZU8XN8`v0i`hQYs52G8xztWhpO9wx+v3g
zOVX$95gFXPyT;*4+sGcyw|u;CZ5w`^aPbVK6^|bdD36D3!JU>YkTX~OURG;QF<XF_
zN1EX;bNr50g*QQAI)Kh-@7cLyn0FyrabO`8&g%qHf93H)2eK2*bx-W|(Tb2Z%osBH
z&e|^3^0U0T$EwWLz=Z@(#}>4a`hAdwDS>suc3m&B3Z@%p%I}`Y0@UUkIEcWr7ly}m
z8A7(30&5xl;(+OBE%oF%<4TQL$-FRnYyS*;TRV6H70Yx~FB7)O`{^NNRY-HuOxT-w
z5T>ijj8$W2_})fV5BD2T1`Uav?1xE8;bGQo8t*jVR{uV*wHEE-Z;CK2tHl8GAH#<O
zoC-e<MUp-;#OFKG9gv@VGorDNs>!hOC~C!e3pb@k1YLa+{x7lLi<<n&+tTc2mtOwE
zBfhL)(+N1S+?oyvgy*2pqvOIZJ1tG^(4#$NZ|>em=sGObVMb>OUOgR0{3Yxl>r_8F
z{Cal*(Y=0T*jwhI41rljk0-i*x(nnNGi12G`<I?UIo!VqVL@X1J6ghUS+tq@ORLV@
zxb<X(wZ3YUz1+)2_tn=ptdEF0?ufyB3ULLE>9D!7N3i-F&XdUM%#5Dbs#f&@`B{F`
z8w-e=T||fs6e_<K<_#AZu5maYSqabapm~tiE?VQlSG0FfpVTCR8k_qw`lN7pKk#-)
zfhucO$@bL!LxmmNr$)kK0$wcGDvN`PK%}!#TaTR1eg4UQjIE*c&sR06Td`|T9_Avn
zSrr2~SVaKhn!{hrX4UQC_w{`iiaRIzJB${SRQ;ED(7+rK=*o#;u!%4QxJ^@#lCe8}
z>^Q9h%)Ed-BV^i0&`gNARUe*xWOi0ir!}qtgz6LE55&*RJ#6la2c~sip;UZ4dj`2W
z4xUslF<Q*h_vdCI1GUe$j-8hhnA|KRTrN*W`4Trh;GifjM9;#TGjc|n9~*j_Z(;hz
z7T{GEm@8JjkRYG+7S3IEPl~_g04M(#J%p@jeE6b5Zm7Y1S18Wi3|GHBprDWt_Ikua
z0Nj@0%-xa^J~CG2e9k256Z5(@;Gz>r<DVFPAtIp_h}gjQUSSbyJ5hV!E(X+@{r%9A
z3F2#VX6#vo<G-p)%qwdmEca6w$TOYsXlZ~s^SEd|v|=~=xcd~J7>0<YaSNn|W{4DD
zpCwdC*)~7t4^QmDv8Dj`j&&)8U?6JYMTd^L3_Gx6)^lw1JU@m3Dr&txAkQV3cc&Tg
zpc%>%WtXR9&F~2ck_V;)@#GNHn957e0pkasja8nOoEd>rWTNs{`_BW3mN*?Z>^oR)
z)_O2cs$hf5UB4oI-pr5{eB+w;&MMej)uXLMgs>08yqGr1Zi-#+?b9Nh+$vMUo14tn
z-NX!Jm#El}1f(R}{Hu}kTDD;aC1Y>Sq@W&sJ(2Y`iYSyx>fOF(rYyi0)xpsAZ(zre
zQE-hC6MvAjc5ZdiW!p0RL*xwCUPPqE2UWTVx50hY8qVDVNk5TyuphE#;yB5gv$G^=
z-y$WV_bIW_W3+vS#FUmVnz@~c!4QWDvSo}w)gPm0(gA`xjwynhDbaB~AmH@SO(G2h
zP`hjm6=L}ie4S$G*~pkuK;2FZ*WEg`>si@W#v^Cwko1WN*w#T+fe`Na+9a9Eaw#@6
zyh}X+1Z{yU`b0g?!DOgdTOkVqI{kU-euA$nTpeyD739{qiylu;@@e<`XdA$;_nzu7
zpSWlu_1JtE?DKU$1gJs#!A_O>%!6kuW`du-qf!+gR*Z+mHlP@xL_hIYBKsb_zG4U>
zE#-GD1Go^FhhQEmm&(MrL(xwNR5>p8Sl(J=fOhhgj?TJOA@%Jo6xdvRP>C5ben@cE
z5U3XD<>oQEkD)~LGA7!Il|Rr|Xw3<!oqC~OQt1K(1XN#&oaKi*s1ZPCL-=Gl)fa<%
z@c<@2FZZ;}2!~5Y{^ZmpWC}uqhq_yh4^RCdSGVpHKr`df#3rhr2Pp`VV>lxQrOoeb
zxY8Ul%HVh;duU!tvgS6|Q-8_c#U9R>l!`jrtXf#;TU10TLG<GtJX=t&c`wX?J*6Bt
z$u(v?`d1kC;YwRgI4NdobmqKqw4ph=5PaUubd_Bg_KyW`@`2pN7TCYONy5n79k35&
zXh+&Vnrp;p@Qk*;#)C(W9`K+w7#q<T^&eM(7B>)kLv+0?M?p_v1$T2iBLTCy=q{)c
zv3H}Nbi6eueE5Q%b=dyAlNa%c5A9JRp;P+HKVY)>Gkd4HF85zx^1JN81NHsmA7F&q
z(1GDr_}6ux@H18B`BOcr{|O*+f-aKvp$jo*JAv*R8X5*;DRf$!Bl}Kg>#g74AbE#^
zdFRXVo45D(e?LB|1;2m~rgEzvGMJ1*CNEi`KH<_CFFd9)y2>(=iht{=&gNtHW<eZ8
z|J?M7J^*~1TqwML2x9d5l4!5ZW249W<sJ!%(^cxp-?LXH0KC)Lb@U;-hBZ<{-in&2
zOUF1ffDVuq(>T2RWGn(@Gex=G>8tI<G_ihXorln-joa6!5vI2|cw|%6wWUg5J=D*W
zu5o$!i3WggR*Fn-YG_r%NB(W4Z)zhA`W+Vmv4)LW{qQm_JU%eJ=J=<or=&dzd+#Nh
zFV4aU7QY*MP<w{qIYLg@XoaAaBN7PlkeP{1HbN?28O((<*DYWiK+?2fAr76O)T6U}
zmr(W<I$;ETMf6I_PaW~pB5+cke3`uoz$|0!$fyQPoNYc93v*x{vPQ-_G9c|;b$f`z
zY3PYv`P*Uok)|tLA9!}{F3f=dw?6RYu7S0P;+Uh3xe}G06mlBRJw47qi2nImJF{D+
z7o-THFUR?QPIpz7&4o0neQpV34C!>^)dzuZF&)ZnLeIr+F|Zto-MT-zSq{)M_W#76
z?l0gNnf?w?BfopWww0Y3>cvsoUwCy3n;M#LQcK%2MG`<@A{EIpv@!9o3}3}pgVRoo
zP}EQfedGH#(>M8*ut=EK+CGAw8U-d7f<Nj(F8_|eIIw`8s6)4HPA+Uh0fU2&W1y|Y
z1VWyTI5vCp>8Uz0th9(_CqF8fCDf10n2~iqmkqYCr|w<qdSGN@?rtogu6(JKqY(~D
z<kEBAbGfRF6^7A#<zCJiI5x1Spm3>AnvSyLtDJWgWVD%sMkXyRN~N13Pg*Ppykw4G
z9O)tW{s-%d4a+dPnQub;(HI$o?6#LQEz8!<!<nDSrH+zQ%c!=NB+dRL6Fj;U-V2|>
zcZ3VjWKjDzIq=I*TlS_tAh+>ryw7@z7k)7?(HOrWATT`d_~!zwqzdFNBLBoJY>ve3
zaG{N;l&0+d#UUf>q_Uh}PX@qmDmtkVu|k`OsTG*V<g?-A;kCB@O^+qbLvVT!6K<Ds
z#eqFH)%=xvCc0AT=c=0qW@>2Zc?HwR8lG>8QCpg+%`&t$X7RV1(@zd@uo-&F$pcLi
zkihd4{czXqN!VJpkl5g~cO6yr*ncBpuiPz(k)^&(Y4bvcq2`!wVGs;!)HgW>I-U}5
z3BAyS$eFeDP2|k6F~-T|uf|bw(|W|+qzE!$YYja)qwpJbm57K2_7=-`ZHg*LQkm=?
zLZ<a*#tzvht|=2Xr1nV66>@aKLG|DCoa^#@N1MBpB@vOXjLAW{b$p2pBiv`_XHj-3
zgQLDuWVcCfpnec%TkRjj>a<LwigYUPpf9wIjUj)cKl{?t94>u+%8W{?c2><o4#}V-
z674Xt`mHx;)aJM>LD}z(Pm{#PN?fJJ_CrF-M4m~no^6Px>EJ3E)^dvox6u9IHg<;R
zR^~WlU)L6JgmX@go)?<_H5&t0t?cB~v83e7t**_{;U9tL;T1eRQZkzn8cWyzCKOQT
zsU4L}rIiKx@YY@Ws~LGm*g#-jXlJiNycL*A!EtJFtN3V50n9OYq<SpofQ4%)0))xP
zpA?}L6ewRThw43;Wsc%t8Ng9dX~2fBSze833jMdw{cM)}p3*U?PO};aA?0QLOx>;T
zHS#vMo;!ont?W^E^0sGoYCaR%h<#DS{J@dA^p1HRrCwGb7yx!^dZ;Jqh70%P^p!}B
z2#(}p$AcbWWrgQaf|wYYLLQrvCB0u%<}q(S_=1KgCU?gV%hCL{6dHoIERB`2l41l7
zXoY;eN$o1uf?q)IF<0rMu1Qy#Xki;2*v-x7623ZLVq`O6G)>vQP{i(a7SFvT#^3f4
z?x6$v`HBMkTt#6LT~71voG@<O%a07E(9*1q@`UI^X(>R*KN+?j6JhZqq_4|@aR)Wi
zdL@4JGnca2q6nlm)Yw;*6fJQ;zs7gp>FfN(v9tSPpZ}=`9Sv(mdskkLZq{@amzV=1
zX-idxC90lvcN7wCILbgjr`a_>TypGMRS-e5sq>@=YzU@0Sk{~!|4nD;tcg3Ao@Njg
z-m6{*0j*=w-6dn3Uw@1C2UWCjdn@TgH7+iqvVQ;cYHSN94nM&tY!T8FBJ534oB#My
znW7KVd}@ViK{<FUtip*8JFQFHV-NsmbZYf}!?#3^ZCDrijhx%LYt`LXc~W6|zuYuQ
zQD8gulli1V94x0mkL;R4nhOU){JZjofnX(<pY}kOz%Qml^(@MYkwwt~@VbmCK*-tK
zcNAD9wR2GO9n)FE$pdL7po;5^eSqL$$w1x3-VPb^x^p9koamqOI&1W%j50^Xr|p=A
zQ?25{)pSSU<NH?bR7a*jht#nA>Y`t8a#doRmbnMsaBHeWI|RVm@oN5K-%H(6rD2I`
zW)6(i2-}y}0lt<>N&s1zgOcvvB9>O1s`wJNy2Qn`(~V*}f9BYdmp4-5M~+=Z1XB%W
z(7cMZgN_)=zP@&v6zwoX1f|(q2iHAA_b*tyL<&&aFiQ79gBqrxv9%2X1u|<tZ@<8k
z2EvI;$(A5)rfJRsPf~gWbwluMaZ^%L^O_~2Vkc;~8Blxw4Z}k9qi=i??k$@zXL9xC
z5RHNh)Ca=YXz;=hqLVb8bqxZ2B>nMIeE12BL*0WVLqDAN&Co-T&cY5~Ui$iy5s<wv
zG>O(*vdeVeV`tL1XNk}lp666{IlMQp2hquFxVk~<=7&2%9zYxHui(|5r8&GzNHgxk
z=Wvp7^UDrK`+MV3K1=w~_nj{c*a-hl-;4v%nA#jW{WzO9K<YzYA9!^eL@}TID8OE8
zhPMfW_wW5ht_N(|^xJa~-Zj|S_h`N6^O|~$u$eqA@@u}2U{9HDGm~qO0BMN3e{L!p
zyZ0*opb=yp!+vQ!llD1%YlS={-JwU_@R^{azGOdLPiAm(noS4$Ja%Vb_OaOnhxl`$
z43D->?0%iJMcuOne9?oekf^;mxHZk_4MPA2GE};^fp$?+-}Hyu95C1z+h9$TON8Ug
zzIu|hzq_1&l>*Cowd84BqQv(qSjj?tXf<q9KaUIT5_hXZ{?MO3aokx8rF1PwBrrDS
z(vUv4bWbfHo^D<px;SXP^}DK`oZvAUo&(15|HYUID+Mn?ntiZ~i8dlid_jFXR}*Ls
zH(iX4)1fffE$ta)IX|@*8IWrestV%ko$nzG^O%J4y*OCDvLlWX3t7Gi^=e8K_i}IQ
z3nQF7+A@o2k}vZ35VLoAU>zC&>I}m6ny+0NONL>{6uSuLHUI3i(`fmA8FHmY*7q)v
z#x1EDQk8`WI*rSZEJ8e=UYYxXeOX#9ks!B=ytq@8nj8~IbFa&9cz<mod%pWS%pB9z
zv5qL&@U(UO;B=?0J?+s+yYj)nkhYtM2*%i@1<E^17IkA1-I~Hp@Ru@`@@=EfPxM!o
zdrfoEI|!rz!fjNz+h6T{qDTTUVcqK8{VoQ4bg&kd;9XvN`vc~<g$+v9%qijwI!dR2
zWJV6!U{4K$z6wR0NTk|*9KS1vOF=5}I~Oq+cZ3F4_P!T}mjY*P8J&(X(+lFL%S$Pi
zRZp(;p3OOQnqrvz2H}vjueL-k_dP#keI_x{-gGTf3h(V*cWkaG{MffQvTYa(GNB+X
zYJO!Q+y?$h_#~lO3r6u>XmvmKc4HU)ofb+d(+18_2z`!O%XQc$j9%j-e^J*oGMY%o
z_Mu@oQhgs6fMDS-6in37eh4xlJRs`Ce^O7a1*h+R7pqA4wbtpA_~X5QZ05J#xAUv>
zC`C~|N>M9h&}F^V7^W;>4ik+5rn@>Dz)tItgJ0;^`CnbE%CLQ|E`qvs_-V7LX}QCK
zl0#fiUU}6}gW~RT`x^rX4Y;{^XjCCb#L^SVXs7YzK=p;t-~^RH6!GSFZu>X(ao7+h
z%~-zp{_4O_z$lNwZ-8~o^XtD4M`xx1k+q}z;c@Z$;g4OBgOjm+B-5^Cx-{{I_i$ps
zv%eOxiCW8q9Q{TcunZfumfjpNcaO~hshv!(y0W!K-oPZa1rqXTKf;=4QOJIA6B1=G
z4@LxF_{@GE971wuy8PSJ;nNGgh;gy`HM$izOU-383qBMnf8gt%@99U*$pUPk?3`V-
zBlEb-7={8z`Gr<EWHR*Hp3PPn9+Z!<^;MR)d%vI691|WO`3Zx-b0TLReIFxlqzeHQ
zq|nrZ#gF(y#d~HhdCdIL7DL+DQgOzSgF}8J&<%7I?ZMeZp^bTbC;A~p*ZH|LhxP0+
zD8(7LM7^Gap)ZjBI*_zuQNq~!YKw?SEBOC+)s?G`_$vCOw-y4B<LbeXsb>f0VJPl{
zxJbwg#F(4vU`B13x4Qa);3mch8F%Lkin(*gwUa~!m*NtE)4~NXjk|)6RL=rNKtaX^
zoX4|77{d$cTin$pqC6G>0AAXe#Q}oL*lUTyrhWy*ja(DW7bB-n&(>c{Zc{$qzR3cx
zBf@4#uB;gbLd3{8dCppUfP5pf&1Z9mOl}&VM0tCx_fY+PhKy_X5=o9Q55C!>XpiTz
zecHHa(g5vJgAlc=3{TPo|K{E-pa$nUWj;P<(@1QctN%{+9qq+d)Zg@1QBQJpf31m;
z7WkVDQ1j*Wzf~c$n2J=ljqIIQ%0|6bmH>OM8T560X2e3MG5yeeze(kbZ65kYoEOOF
z-Dy+vbb8owQ%${O#jov*CgSC3bev_5c0>U&5y>Euh05H1y`)-l;U+Z-GLk!t^j*)G
zwC7%QNkLSrIEDzwYM;gi*|O)&7G2P%DdsWts<0}n2%AE@1Wm!m^hI6EpV9ifw+~H&
zk%%65o`XcLUzur-LYpO?$hwEHx(L;lUsvjNavcJ1D+&LmY@Phm5%pdEPV)Y6bzSqP
zC+G+G>Tr|D`k(#%jLE(iyzZD{MRAtr@9GCz#Di!n7zL_Ltq>M|zbC52B%@oVg(1Ae
zRqehh>8N2sdPa7uz)BQ^%*~;)HU&x7YGq5hs(n=>U3cuDWvT~iS9c**T_`sStme^9
z<^NgBO8(=leW*zOK#v0OU`fOhirH1Q%>nm@(K6obZ}vtyK<&0`><yN4A@9}FE-tKk
zzE7qtt*t^o(0e8)kx58Mzz3Q3M~@>TBX^I=%F0KPuj^n^AvcABii#++<J-r_;u~!(
zEu*dOfEJH<9-;Tm14z7=u%O^4x=a%e?~k`fCDp(0HTw{Cy`10F{#fcY1O}<ZHDaEz
zX+2v)G-1#OSrQ2;>6e_GoL|+8i;G9Ie-V&0exQi6#gCZWz5j@d*MWq90Y$~d`R_L~
zb8<G$XlQ6;&YxGcxC)F|7O=D=Q-<I9R(GseKS=R5sfL*~0Tpza0@*Uyd%v!aX07g2
zxf%!Z<nZqrnFb-)4mnW?r!h1LO$zu}zwPym_Jx7mNJ^Ohgw^Hc{mllVj29EgQ9;Wb
zO<f}6t|xf=#Vm^p@e*EEpJ;rgNLpI#vDU=kO%b0N_jz=p&V1vMDcg5(GNpo4O(cZ`
zZ>!eB)01D+RdR^?erH~RpP|KVqWd~+{vt{RvklWH&H!1BNSF$W;jA|jm$%e3*`75@
z*Zey`dZYG%h2QpJ*|3cdc6B^-<OQ#yO(5W1#rmGw-|$~E!mmy`Wn1*+1)EDSY$kU6
zro~NKbd>@(4$#?fy|i(5#c}-{Hm(ccgEAtRAcUw5B`Mfgsezj)VK&_1$3vMiiz1xf
ze-U^(bmfDeWWH~xJQPNjO)EIgDi<Q|y)At4eIcBr6l<wu+UQLGT)eq6y$=?lZA+D*
zxK#j7EgFR$C0O0n&soH}k++l?t8B)fF$ZZ%UD?^NXMK2t`8$Veyh^t7u?zEWCMx}o
zXoC*2&dQK>RjjHE>{=vmDUyMC+J~)2H6HAPT$!xk)x8O=oZ8Z7lKeU>y;Srq_n&ZR
zkM(hCbk>kq4<UOQ<NGE9%cxWC)!y1($OVNn(U4&4Euo{~W&bv{Jh2t3kNVg8*F)86
zgLSdgN8!ZQ?&ouBM(L6^HjB>0fuEurW$HqYHISCK>EA$DAzX`kcQu2s{9nW&WogFN
zzzLO=00_4|(xqYO%qd74clTerrUUo&C*8>(1~YxU*<Qp+!zafdi+B`jN&t*s`MHJS
zYp$$)3%vi{_*O8^8X1rYL4$_<$0qAEYO57RF*Gt2H*xXnDkcX0GOeqRf0*}Fl{*C*
z0lrbeLl5mZj<la2;Xg6}l1-8A%(yvd;R~aeROn>VgZHHhM((EHLZqTByDO;Gt*ubw
zvct`t>#iLg(I&hHCCcOSYwgvzgc2U$)CODBl>d2y?ucOs4~fXYRtXor$Gyg2U1?EK
z8*+P)s0*r!N@NZ?5<s#)tjsPQ*_Xbu+d;(^P?Azx-#~BxZM#K*0m%q2Ki$%FhO_&1
zgi{zvgJwiJxIWL@0LqTCt1Z=tSDpU@m0*}?p<|P`0TYgdc*OZH!+Su@7-p6N<K!sy
z#`P`|0x8?~g3j{ojHM4HGEk}r$(`*5Hem^f<@)x5*u=jBT-Y#;g>|ratA7>@RsOP>
zptnrswy;8JY&@dEDjm6s(g-TSd+(EDB?$=Vlbc_I@&rHV`I2lfa})}pw^<-{DdPux
zBG=_9*lQTIEI~q|<Z{L>G7RW=q;1DTO6-ndggf}XCYn=KgLg+8p^&B0KIuH+jX@+3
zIXjnnt*|po_bJ>@Pw9nr`!Vv)`FDWer($BiAMd5gb|O$dm$P(n>M%v#+?+nRX4`F$
z1n8k(VlXLzxnl7l$o(6Hu<~6&RoBHcb}#U-x&YUuffKDeR<+AaDTDEelaz&lT<Ov4
zf^<0947gW@%IabiYC6^`lKsunDpiE>!u`xJ$NIA1ee6`@AkW)<4vEC-AB#A-{YIh-
zP1EXSCEbk1=MS8PHK=p4a@&2*B^qQuXqMjEw1V(UQx!HgmEg8ies(Jcy|}Wq&>VIt
zl&5b0?ttfu{sB?l%qvim`Tq9G74&YlrtWH?mbe*3Gou=OapZE~dBM?T_-QCr;0BWH
zBC@fL@Z~K=<Vc1Hy}2!-{vsDC5a!yObX)onv=QuUN_a#7*(bA~SFNIuOfLS6sgF{L
z;9Msg)o(i~GllxR265StbA<kM)~Cb8!$YO17IV*kUKZTgOlYj&JF6_~z9lurY2LO+
zdAfIHZC|&5oAQ$Pfx7s$Q1<O$=D~t`aAFjzX{f*{ss;=^k6+Sf^_BLUIfHvQ3h&j&
zfb+1O7U_fL%bA5{U^Ncxc;?QUF@*Yy$jnRjYe@(tA7_Rx3v^yt)s0~E7x9k(w~98B
zf(TiMT2koNx@?C=T%bVN(<!^|X^fP_N6z`eQd_QNY`M~F=1*<mW&?$+E-)&}_ZD+z
z_Y2dloqJKllR2SIZ%shKj?;|5y4>Ga_9LQ$kaG7r?O#|USU(b%dbEbNCAq#~a(a>A
zCQ5*BeK#96Hv6=VJ2&yw3spX5z5JB5(CThSk68l6CEfaJK4I(3v``cW^4_61&rAm(
zR1NY*BcB*nq6e*4)<YrZ%7}~Gartx!*S+z{(hWLOx7j5K=_v%-J(qqBnrVE9VQ(oQ
zgAKa6@A{hY*<70F@0nk6(Y@~_sAdCnMb6vR8i2Mozx0w@=B>$BfG#srU0><-1cBl1
z8?tbN@0rfV#nNV{R8QOgtW%p{FXib|?DNsder0vuT!0y9JI||2j~<;KDe}Y(1JDMg
z%|2eP1e|OsF+Ia9mnSQ1=&Qov%zi61FSgs?5%S{la@~73tFyd5ineKRX8((O^2a!q
z)O!$@pe1YN*%Wp@jwEha@d|@EDL*yh9M0VMh6LdJwM)f!NPAPfFt4Eq!l|x^H0AaA
z?Rx9e>no;v_OGr@L;0@<bcrJvk4~T!@$I!@VeGMaFgeI<R3L5mUTVrIor{&k)o`Z>
zn8vaUc%OVtKVEn~fC)Y#+RL*GC5F-ItR^JLn?qJw@rYB4(9=D0O{qP;B3or}QS#gv
z^-+&42|~X+EtsKjtsTJ3c@J!U<$3amQwqp=m*#W3ZS37X<r=0eIT#E{^X45d>Gl`Y
z_J!1~q8|ow0M4B<@w^B-fXTLyR=7L>RhrsFhmR4$4==A2`DKIk?Ed&GHNTyrYGW1<
zRmms5bm~p6FuL5p1CM1!>T<l*T^LAucS)_v04i_TzbEDnwT{hhrPYddy>1*>Vl;1H
zc;(9w@X*?1W^I)4%Xt8|q(6A%Jw23Y4j!=J)-bXQV{^=<jBQDnP(Hz!N~#YVJYcxh
z3@yBTQ!o#em*zp8+!zUTnHK_!6AWov7l4PL3j#56d}pTM)zLF%dh&lPr^7M*P4&WZ
zYV>uy^??MnE&ldZS_1#@iMXbML7DY%K^1Xv!0Ad<*s5%7gLDx?kS>C@HHNFu`&}IP
z%3!J(g_8ZTecdwzA8KC`1&LU@W~~1L^~L5R)VuMcguW@{%_#czh;a!d5c(@!!u@o|
zzt21|F20aCRF-Pc`Jav}So+%$(b*q*kub8V!4v)(u?b`jmTTfhjLt6&^@sv+R-x^<
zkRuMB=*Fm&sa>}Cu~Q{=b(Gq{=Xg=t?!WjWufC&v`~m||>h{OTPP1hQ^T-omDqsPZ
zz<@er2=hj8exGD#*W$%<N_85bu|hcYvmiSZ6T0)A=FgNUsrNWN0XR{>BW5x1#Y9e`
zkUk`lExV#vXKowiYGP!mv#9X$KcTHqBH_;Mw7|TkZiphbPG{zA(y6pgt|Hm)LqOb_
zU)kf2fSFV~bL$tXaPCEBLOw&jeIku9#S7IkQ2~l*A7Ocg<?<ipp-VY0SIf>sWbd-Q
zodsBs^CO!;8NATshLHbPKwHeN2W%sXmj`{lvt4gN<8eFdh7_}z{1loWl8P%349M~h
z@L!itrWq21%g}$d-M4*l5d)FPu7muDGTCi=A?2_%)TU(j#>qnY@g=L-G8x2V+P?CF
zjfGX9UabegwGjRXLAIPL%5P}EfI%S?&E@yG8e;(QCU+=|xo`S}{>OO%RoZWM-5oYs
zFOdoe5VgCV&$i`!eWBB7i5q<w#J4AAyRVkZVqsxH!^4Y+h=Aw)c)i7ea8=&YzkW_2
z?t;|a5KC(33oeHpL6trzrY8_a1$g$a9eb`=p?C#P-%ppX6X@L1X2l@SD&ed2GkZ_Q
zb^)93+*S@P_i8WLwKr78H#Bj+VxXACazv3vLKn&c>l+)csJMq>&*eOY>WD*A4f-y@
zgd^i{vYq@-{5DghZgWWR*Xl-v@;Y^8&%WKoM5;a&OuG8AHLo|x<*ujv&X0!X<gFL9
zjiWsSS*Ry9y>a0wx!N$#Y6Kk*cH>`TC)XoHr8sLNSO-Su`4k}GL59F|)a%w)gthbY
zA7Eb>9v7z{%=3o(D~NZm^w3PsU$%{?gxzqP<Hc_=3`$G$j@!lIO<Y~(Iy=R?5j;O?
z68uEuostm`%gPzWtwJCITe5uVkn~um5+wfX8q2!5N7bJmO9SxE>lMf39bB=u7H<CP
zfO%{WguPehWi;F}mtjS+z9(fa@s*4nY<-CzYGW2xL~x|w;b86g?0u8qx;C$`Lw|mc
z<4ftjtPkK7+BOn7>@6+MT%NPph;9s>dT3<*qVG$OfRA!-?%y`&i&NAKbhk5`m5b1K
zN#bAN(+&jStrd2T3d0Cdv-Sr%0k}(&wq=EW4svDgDpFd;GIsz|8-}30H}qO-yqh7u
zAcmiXZC#&>LZHEH!@*{RiZr=L{tqy#+#ZVgA}|ZgSu_VOHK0fqbQ;sN>$tg|;+!mG
z;qjl#^Fl#xgTfH>b1h@*r?<j62bOs#Gd$evyGp2k_ua6u)UJ2oqA&}pIJWj7KJW69
zKkkW1ux~=3z0ZmO!>)hw2!7spby(R?0zt3T!N@=G?iZI~uesSLnwl}TUwki)Ovr?!
zYyoN;qYy$93M$J63OzNhBK{Lo*C(?tB2m*G;A&f#^I8(UVt|!nk#fj2Jr*ayMMzMD
zR>$|gXe51biNK!4Iw$9;9($X%%(N2Osk*Nm0EGPG&-ux8Krrm4ySo?#4O4L-B!<uP
zmB}ciF*Gt9wF}FrB^~z4(uI97l&7zM_*41rO}rkJh}vH_MKRw-VVFT)W(+ptP=3hz
zXoRHXAnThHntFq*Pc0NcNO`vP*EY2G*-H!i9C2YStTNy;;ps4c(P-tW7H`~G?YQz&
zT=cXy?Vv&U*QyY4$@sC_hKjG>;cpzL7jw)~t!$YoUw$I-#PR31cC|`|Fey8qp*RQ`
zsnVJC9}22%`YUvD3jFNXiIVe;u`s6<bh8Cuk?$A!{i3!D@hrQS33k=V6|B=O5q7!J
zSo{L`wM48(-Y3oD3P6=t`(>zQ$6tnrN6g0BPY45Cwn!@E7Eff-l!GQC<DIRYVgIWZ
zf?(<tRmU{2;T9uV5pO6Dk6Va;m7mBqj);V6MA}<7PTGKtV43@9ZOCPpq~0g9yPeqO
zGXUx9ihRSTil@=MGk)nsvg|kFTv~?r`S8Xmszth2nNPQY#mtXY{?)63sk|P(zgIG4
z41;~t;5Hna`U%u&M3a~P%l^s;zr!r`ET8?HUlVhhY1_CONP_OcoM-7&9%79$W?M1O
zudl8J?X-1^QGdX(*8r_QGQ0?H8x=)7rn>1OR5v5F3cMccJY@XJu68BRnMqhL_2tZo
z{apB9_FisjIm(NW{PTOun(^0nOId)8QhXu*5X00+=yETjxDi^v8WtlXv#?mq^QP#=
z+Oya3yin!fecigZq&L`Akog67MI(P#^DlB8$A$19`d{SHs?EXOQlf$rL((AR2ZyIK
zT^H_7{N^vAd3t1lCMugYe{`{l8oL$3s>+1CD-p{HTyjgKUmw1C4&WG?$qvys-rx^O
z<TPEi6q)WPBI=eCG;$O+C6Vio_z$Tk@C8?!RPytSr6dQuswT>1+Q*6^Wg*+FmYn)`
zD3l#C<eEIt*p&=fW3H3K&00rcWo*0F?(4Ui&t+-%Da1kY=@cbEkRTxQa#NgBix?<f
z-I83v-!H?j=k-m}0^4qyZ1ll=hH|9`3>9R*h8@U@zwGkSI<|1&=2~A(M$6iHU;OYn
z0kS_y<2h?E7yBsoFhJoVD3?()O@?Ro@mIyoYzdGC9uPDwneG!jVCQhr=1VGJv$0gg
zKZf5>#3H$yuz6@u^cgwd*9s;3sA4i&8v6&3o_}v~y@&Z>trxj!{Bwy=o#!L^VL1z=
zu_o+Ss}_>{!2LR4gXuRTwWe<~2@R)U82A%n&jj^C2YT4#(FeNaCQW|<tfx5o%o;iW
zMTS2)RhpUhN5V8sv$cwem8Em2YQme7hQCS-0Q9PUA%J@d#*ApRyLS};^04$%G}x%1
z5)pOIq5R!nIJ!C`#ldUJ*PO=k=KNaSfl;C7tAzO`U*@RH%f-dde>{RO4o6hg21~)C
z(kN$FW+Q+D!(#kd@1z>>$a=;L1kk*kvQ9^gROptn+Q8UK%^vzzB6U80DYbF9S8850
z!ccYKlILWBOt-m;b4|xv`_k8_zGY%wfW-<v5AD1<_|4(~XaI<dLlc`1**tfkczv_9
z2Tw9o{uP>6j&}7b4Ms&_enL@f!_g0-GoM52Ea7>F%UFDwV9n*?HSF|DGU^1CA=6Bm
z=b4)z8ksqszA32sY8D~~t#S`<O|iQ$RiSFj7n69cuykxD8VGoyKu+XV6V1^gF12hz
zqs-16$N@8vA6)<lHMZrZa(=A28J&c`vtq>nkP6WxiL0TA1hQ*z@O^^9z~6R`v{r=p
z_Yyi$uJ0lFMLFwe6a`L<PCcqwdh6e(%D(0{aO1KvkH#UgTw5x{Z6_B><8Hv&Bm^)r
zYDA#%Wo;cB{0^#c@@_jP4Doh@OI5$me>1VB0<An4(9iy(;3f7EhAzN%6_F{as_YvQ
z5a?gFLuOpk7@J^7Jf_qSgVE$3_0x!=JA^=>RnsP!Qwe2?+C1I66LS#`Qz_33Dh*+1
zn08cL%~Kets)NVIKr={n^T;eBOvD;*f+=LFb4(ZIG9{3>f*JAO0%~`Gl_8y(&rs1_
zQ5}A9dNVeB4%yyirG(xbm1NLgDNn(x9Iw|0ZS4-3-tgifwnrf|(Q`ccsURc}@-X<1
zqepNj+l-LZEjLap3R|OVgI#4NZpden*B<c&HdnBP2<zbet$%B{;t<ZiPo;xB#t%*8
zVG1_eEKh%nTg-3x<`4f#$P4thJU-4KEyg^Ufp>@04a=FZ{&yh*Dk!r#iV%pc+G612
zZ$`nN9xfvnoMj)6;*^0HF8TJ5L|%zVtcIa#*Jg>{_%%-)BHYN)Rc=nLu&bAK!Q~s1
zIjfVz@myi(S&Hm2!MopA2c|7zCM{zl22{P5L@xWO`6I{~yK{-pW=5f8)NV&*W}yKj
z$gHPn#f5O_5Vz8CN;}TY$TuCmIqVQ>Yic<+#=}!=8rQXLVe*2*(32$l<7<pn`OWjq
z-@dh$QHvFk1qY|3xVeJ>r5J@vXd}V66Y!tu&$zkFW7o%v8i-GKr1aGn<^25bGVB_4
z6olf?3TuS-lp^Ud*F6Q_cKa}ruearLu1Rj_*Na#M_#3G8A<X7lwli$&3<;Tr!<mr*
zx<tc!(*XkIm3PqFk!Hu!f@KTxdQp~$?+kY5?*^#i+el2`-;G7N#6sSq-(Q2aff&BO
zKQB(e4Sh-`{+p7ZUowVlMwc^WZDd9*+)T_ts{w=ubetc*z8wZOJO1SUwh?jYOn0MV
zBdP1*bVaq@XIi{%VjuC&m(*hvL{>~>xIX?SEnvDvv+67Dm>hExjh4IId!K}P2>I6U
z_lU!;)^Ev_)k%gUk4xA0z$t_43O!CoCOEQ9fuOlH@!b{Fr4L`Z!?+7JfX~u@(zp4g
zWRJV)S^n)cYlk{EOL)Ay`<kH4Kq`Js_iQr+)_9y5+TX{mn8UN2CHk!?`N!pKEPggR
zV;ZwiA73XfRChG}ELY3#qG-4^X&$Tx4)PD<CBi&MLf6VoN|(!BSP)KuEe^osi+!?A
z;gAYy&GI#xf&Y**A><HX&$R#y+>g`cTCyg)f2$Z*soB}lyF;<NmCYLkE8AM|aCjA^
zr9A;qFcykg)Ze~k70Q2kmpo`49QUUiIawNRzwD9;d}FuYh$>YnX7}l`m?8ZN12dP`
zCKL!QRN;jFBruZe_a0tSLJ0<gryqY<lZ-qx10U^ZwVM#-<xdc9C=_!31SI}o+1xaQ
zjNMrs623|$ME%YXip%Kn{hHvzz|M|!aIhXCd;{#Cq*1HzDDww>WDJ~68BT3O486A)
zm5BlGa*}b-D;7j6GXZwvmsTX=;*A95kPJBTiw0_3v!VShjWC*iyv&<-xVF~x8FjLM
z|Hh{sCv0un;sdLn%N5ok;0v7gLlP-Bf7d?V4=!BZ@#AtSXcQI~9WR8;Dzn{kA%%^W
zcXtx=>SZ{jYh55!qflNtPCA=Yg*=1JYPW7Iv<ut!T^TV45&v|YM;hyE5wq|`=nD{S
zU^l8YU+br6!S76UR{I*6s_Ph6&7c|r5Ju82(4LB0GKjTrQ=;_A0RzvlBl}5!SOn^y
zOEXD-I(-qerc9g?RbK?y8}I7TZvgoZpWV@!q$zA&5^<qcNHW|vEBtRhvSKYOV+cR%
zxX-4j`}TO!ITt3f-Rrkhk~g~-0$usDklUzTYN#t~EWf`9CPyJ=%Zjm14?aqxKkTO%
zCd_?Ma6{lT+V*1FjF@EgYB6lbVjY>we&bXFpJ={wT78{+1GI5v%tG!LKz8Q3_+=R*
zGq$?7k;vb^UElxuypm)QmK5CXMVzU{;iA+SNI*k~eFgp6iJuq^{L9Aq7&RoI?90LP
z{n_eIdnX(>p|`&r3c|H&9@JN8+bbD+_YOxcfE(~)j@ZPBdXd<ig<JfUjF~fSHZ=p_
z+Z8MKcyq0a6ARdR_vB%%E3W&}CI00r`~tQ}s7w+<GvMo&XD@ONe03}9dFH1#hB3ic
zj8z6##XFgU2w$qdHB?*nd7~nk@)4f|H)X<?Q?(<c<X;17{DN~wsi%b~1@olItHiw|
zMZt3e0nnFc)HFl*txuc>XL*?Yx9V$!mEEZ2|ISO0zsQQZM7^^Yr$N7>v3p5h%RAA(
z8Yx>S3Sk?giECx<$RpI(G??kv-Y*Mn7YDUE_(nuC9Tu-o6@K>npm@dLdx4|FEeuB<
zKD_1Q1h_C^l2sKz3z(!@e0zPXewHqK)zK4r`6rm%h>(DG96HOK<>0b4QS#_+iPV+g
zS<T4lbA^?#ksEt++Du}1iX4lX+xN7qV?wJ1lOIX8p6V9^KBOqfFEZ7PdtV~vc6hp?
z`_aWiw9ml_@TdY4(C6-v`fPK1$z5L_W>!^qyg*>7(0u$TYpJ2c?rRJmCA>e{iH<Yd
zrNKUq=&$!)W`tpxO~1-`D6gvP%3BZtqHSXz49hA?pY;RUszsSS?5G%qm`d;TEn_+M
zRF`#BqNaYZADK`V;J#z2V;YIzi^!^ceS2Gr^G&^ji}$7O!n^+tZ`n;W;=p|<L>~j)
z`by&~JO?HytBpZTRe+=@A>bX>oMJjJS7D)>ByiajJP<sHD=;LDp4KpwBdT1O>`Yxj
zW<~pBw1>u&g4h8UFYj8q0ft7#Vei3St>q<AX5*(;6`%*O%JKJCF?ATcz4r1y1okF}
zyJ?Y7Hf&!AK5X${m30HQAwu#D6Gn7m!MwA?mipX)&qho|X%5!4zF$ZtjGk3YTh+QZ
zK?56o&DV49lxJETpWn{`4ljDpW|J>S^2!LZ1eL(K>$y5`DE_kZ4#}hqE?h0LfXQjV
z3(iMJ_2lJ86JmVC{rf)^608sR(>J+&`{>@BO``4bBJ73tL3{V1>BM!ED!ec55-eG<
zll?rAQ`WX8uQW-jBTP&;^z2<1DB97{haW%xtxp`w*mn9o(b=@6L{~$<x1YZKg4rB2
z*lm#anu9pJv)|7RAT+H?*S90_bCu>>M&PZk2UkX(yEzYc$oCL;=YH7%@(2H>lolt@
zC;Zr-mbP2(xv3;|AmI?5@eK?p2AJ=67rp=dZ0t?jPxmYXCUdZ^V!+vE3CG0=`3HWr
z-dfm8n*)QTz8wL~8FAxi#$D0*w;{u@Adsq?%2TFMEmJ|@<V|6MOzlG~>-sD6nf~<(
zK1pW0y^p}xeO2a+0n3LrO2~o=-1BD5&%YlDR+D^o&5Y$AOnbt1aD5}jW4vh|OT{7a
za#hemksrb^m`r)OO28{@CS4nJmq>6t7h*#8#zS-m!qKnO^ta<1Z=2AG`$f~r`^mrv
z@J=lZl-P{xxqsJ_7llDyy*JqKY?~zFYJcjk0gdh;Vb>l?(oVjzDvhBWeZL6M4&D5d
z*}!obKA7hIxP8(^#hP|SG}AM9$O%{<?KwkgZuLSnP^c%bdOJreSQL1?ToU6O7F^pM
zJXkX(^WoN*%M(N&e|T#}jDj3<s~-gSzT3xG$}!9OI_1s}O=UoTOCT=0oH8>wb7yK{
z7C5sXn+{7C_1DISraX&_T*1F^a8oqtBv_MZl_*Fo{>cs0?0#u9W<AvxNX|P4{RzCh
zG~5;4Ja~Z^C0e)`?lvnUO}w=PKJ72S18kzU2am`B7EubKFy9rnY-H)5OYgEjLXa|6
zh4=jZG+`=*pvgq5t<1bR%W#PJA&CvY>L%W&UaY(-BA+)Hipcx01_*9m&`z9(b1xz4
z47Mqn!??&vM`y`oL_0sA_bPuDbaHlEdhm+1efQW1VrP39QCuE_uMQiQ%E9}W)M<MQ
zVvVI3c^nSjPfG6EDVktQjgD*d2ZGK}79NT#Fx5qi>yazoa*O9BU6iLEQPn#)?gRDI
z-*>mC%xc4_S{TlH9~YG;x%1j;4l{Yg0s$D8nxW*i^yQYr7|2H3Oxb>c?4#GulQy23
zj}QUG<NGyR_Tn#;dtHe9f6dNtY6KFX$JihR9S~3QK<9(30^*0s^j)*qa{fRyN4&Ur
zZhkyg6xeUavGFb}^j%6ilRGMpzfk_}vW^`qcl`}aJsiJQK0gIzuOl1yuL`)X_mhGJ
z(do(jfx7YkjaR`R`2Uglawl#$tQTo@+TD;04GovOe0cVpxZYl?iQ_GbXPRoCfSKu%
zSe<;phv{*zGDsx?1Omsid9W`#9|@60f!o2@SN4Lx5AXut@IK@dq%I-T(?0?J8K3=h
z+uh#QdVCdTX-0a7Vc>q-AU=?xwo0k>J0DKwS5zRHnXRr2gC%8TtRG$~DroUoSHmik
znX;D;_sVlmGBWj%VWPhS*)+S3NmD97{)s$f)2)HefsoiyH49O|Q<m2KT#>W&UffCA
zUP5&0o(bauEpJ!R4}39z)hRxzu2%H=DtC~syxnt77Qa(|3H+%_q~b$Xo!&AYe!$u0
zD4n_hQ&5Nd^l(ctLO}lKFT<9u-xgMTeA|gg8(W|$C|<739t)Y%V8N!8<-sBd6hXhB
z&A<QHb7tnG#OiP!wc0Lmip_Gu{gO3LG0y%)q-};@J$|sO)LS!K?IBK_AV{3is?ZLK
z$e6^*iVGhWX?5D#J9=TCVu?U83%-&(5DkRrDGL1=v_bGSWR+PG0y>~F1(P;@Vu2))
z*C8#1yhe*jmM0sVn#HSi=T=U~Ee@<(MYn0tg$9a-A{u@E3Z0jEhj-0}P1dd@KesM0
z@qcHS#&*$dh<m=s+^b|ySto*GA;?7qMGulD#Bm>;n8g_hf)$xRRl)3~adwP0)c>1V
z@^YgdFMie}P@D@0Z$oCS#lY!Z(-5q;Yh(u;Rlzt_R$y9jTLhY|36qsV=9*Mh{Z+_q
z*kGHV@PJ>I^J~&v1X0?n3{67*m0#h0t_JX6L)x0W7H9#a*>h{k^E^Iw&Z8rlk;5Nk
zNe|1!OS64ICQZ%^l@Jy_-YwFZ_e>kHkXP;!(*0&d7-(Bm1G;=%9z2pBb|sOuIhD#V
zSvMmx7oG>$9z2QxCER|<Pu>h)vAWejocB4q&4G;ppDQCh_awbAZ%$7e>(nfiHT7df
zRFl(eANB+>-O0$b)arC%%tb2|piM!43`4bMIXLDhc=PQKE>nY8*CMDFLv(WE)Qg$;
z7Z>`vzHxJE=moSczV>hrLPKBuVEBys11leBMea*YHw09}>M&--O<XXE8*5~?VI#%F
zu{zG{6wO;?@QnDzd2$*R(dLyAoqA`Q_`Pns>RM4zzpLQnvI&}p^<Jif|C?W~Ab+v(
zpR!yd66NRrbmnT?#YZa&;O0RKUC8e$Zk)IX*0AqAA9z<jC>AHjCpSYB*8K!B_s>3+
zMIjI8`MBwFx$*6Os=uNxWyTyP21-?*q;FnHS%>#gm&;@Gzm(EhvDF>1?J(Oz-}rI+
zcT@t8U&??eh89MMQ?3YcwVdeW0q>~Nwll{kJw=-&xOd|@Z~=YV-yJ5_QA*T_P;x_V
z&b-qk7dRTyq-~XSm7zUdk*IGY6&X_dM9FHRJ19WqGBCo?r{5l$Sm#KH>~778?Uz39
zQM)MOzMw*r4_e^2emagM?RorFUG)cXAvS^dVR2(`W1eHI@sxDrWPt$l{+?4&Eda%a
zE)(fNCUvZKO0_KcUu?=IC;#Hxz>N&eRett`tQKAVh<e#aWS6q(PqXq0F|;b0RbvmV
z)PPvQ_ugt5=_?UWt}0IIwGdT&d6;iVC)~uBY%F(dH@dD&A@H(H%EJ>gYxwX=E7Shf
zW$;%a!#kyyE3Ai$SKpniBtgqg`V&i{lJ)e7{M#wL3b3Gzf_Wh*hj=iYr5NS;X4kQM
zCP2n@LVFl2`~0KvTGJG;O?A1lM`Jl|IFi-Gr7u;lf9KOnkn;7LIHvk``<}3<oAM=D
zC59^#NKY5~Mvn#RFL^T3J*TotI4*e`)VTfpB5|#JOry~|5^>veppNI*>aP7yOz`x(
zebdmvt5~65w>}1*KLMHe+W<x|sKn`Qv$1D8Lwek15PAud9jq3LG;az<@IfzySx8Q^
zw5oDdP>$?GTJTY^CnH-=x~@3Z$fR6sTksiK?_lP9jSd9ygP&3Py^DzkkuRk;-A}e4
zx^Yt4_X~wae*tY8xPPokg^t{uT&f$}aQGLg_L02_bR3ROb23L2=pN;x!6k^ilJvb7
zrh%>-5{F)XdNPYI3<e|5x16mqKAoFAF{kxX>;e+Wh{Jn6*aG+O{wA&k+?4avLWVyH
zJQn%qM?bEyQf#6JN09nvT03X$OUqJr=Ps*^J|cQNx+vT&zCXP`^m$i+ubb4miB=56
zo|g%t8{@JPv?|YBf`YQ7Ay#NZaGkbXE}I=9M%N9@jv9Yp)9iuiQtO6((bIT-ljXlI
zvC}vC(fjve>dguzm_}aiY2+liVYMRz$D}6Y!7Rb`j2s8WS3P-0Is(-%o|0IJ^wcol
z-)Y=%s%rv8#?B3_>32pMlo<q?OQ4Y_zLMg`)lQ8xSUS7uXi;HZdJ1wlBmxs?nE>na
zAA0)g&N^+mn{B3)YSj|00}BciB38Iqm*MvCEptIOcg>BcJC0_pTHV=QWA;saNsAVy
zdA}A1tPu4bwcF|CIm27_`7)k^1`R;-uhg$kQZ;IB0#)7tF*nwYb>h=E&gF4g`qA6v
zmlml4PZ&E`?tKF=19wmPLuZk4OL4Rq&Tazz83M}jEy8>%#g)Om$iaASlw~1-;s=Oy
zJS`5!f`UBO{eP1Tt`#2VAu|X!L?<NA;Fq<6H=59^zS<!$I5}qZEkK+d9`aO{C#XHe
ztb=j4OaodPoM_+gnUIc3%1Zl+d58=)hlD)%(-Mp8L%HlIQj7)yL@WIT%AlC}F;z=X
z^J;!_GpaB3OlmaxgCJLulm(xq#pln_p6e847ntRJKTh2GgsDJS$e}-&fRyTRGX!^Z
zRt_jJG@=b^4rTKRhH1<5*}S~!V`#p*)*fvWT!metxSkKBXp}G)<GX4S*0G|(`XG=9
zJf~luC_G>Bc{RLmYq>^VJo5|tqbsuDnr99f<_#r)rU}Vf9+sDh(!vn8>DWS=F<>8?
z{HI`2E!4VVL%ePtrT%&|hq;W^L=-Dz+)?bLxE#j!;B0TCT%`l!^+U*c=3iOd6u;tJ
zKTeQV*{i{Ut?NWA5ncv(gOL{pElv$iEc@vYi*Y|$f;b-&y!e)HVXfthNE|g$0LBew
zx)lL|_lYif-2BN#*B3Af(*dZlEY#BsSCG9LyzE^?*WnZdqC5MwnYci0!Z^popTxTl
z{y)6EWmg>0)-?*j-9rfO?(Po3U4lCVch}Ik2X}XOhv4q+?(W*~cFuEuz&T&;hZ;Rb
zb=9`oGWXhR%^9l~J@Cdh7!m`z$OfKs(65)uyxDyg1{Q1dD}E8^4zR}f_To8uu_alD
z^^QdGISt!Y8-0!vyLTmz;@yI$if+!rKi4;^KEnm2`HHBG0RfL3p)%BiyM)GBJk#MO
z+<VOsKgTRq^n?XgJ(su78Rrz0en!mJS#n8FFh5@CUhi^4DivodPycSa24c~zxZ_YZ
zcjv7sI5ZbAo)+KhhY<R<M#U6UznN*vghk(K*JRZlKqq<oK~Va+<7BEK2T(kbt>E)E
zsC|0*bXwa}^8`x5fT*{Y8%*Smpyh1|N+}?&(k5?-JGTBQ6$g9fbXE1|!$isEXtA8P
z1d^}W?d`W=Pq${aZ3OZx?<^`X<`;B8H`aMB|CB-%IN^kJsadG~XS!Rst}bS)GNp?G
zMd1ztqg&MYvn}cO!n_jQ4>Ne4XjXp2=Iq)*t$Zgv6(_W<R@Q|$2Wb|%9;5xXA+NNp
z#{3Ttb=v!z<O@g`<x6$fD-Glq@CgY?qLq&?5D=hESh3;#@eC6a)89}uQj41HDZ$Uk
zNW=@N3H_bHDBP0r@_ZafDRrTVrG;{h6PKHto9AX&_+5DmrGbHgpbrI>>tE>T=(jNm
zyw1mpDJdxiulFba&h;A=jEr^#Y04Rfuh^a(Raa8PQQ@Od=V#!G8K@7+tE-1f$HHK*
z%HG)03vn3?dfd$Iz2C$j-9D^Jx6@6Sw&hg>RTOhMUbs~h!|Y`~MzlC-jmgyKIpqF;
z4uCCBg2^4byEq0zFL%OlHxjFfoR|l>Q|GePIN9K$5T_SLFpDu{RGp`VwnEyQtZx8x
zs)L8BW&9O(h>u=6icwpn?*?<S_RxtvE11QEzlN_{Aa^bmh(*;+Rs3^`8)1>nzBGCz
zsgF7EH_D!6iJ6n_jjoU!^g_+hdk|Vq+6CG>!EJz5SO$XFuRwIn95#pu&9U2Y65GA`
zqgpLDvS1@uvFCzE(uwh|j#p0PiLlIj`s0YK@kFIsMGT^ik<ec_Muj-!eq|9!Li=@9
z)`>WlB_=`^JI$Z%o@6)z&Qc6qo7p8qQYCch$^-J3LpQH}U9M=I3)K;2PA*x*ykNmL
z?<VK+rWR<FtnC=K*70*B|0)cA&o6}lc~xdmmx-k?;A?_<MQNb43%-RiL$#!GVkD=3
zwac*(z-i!=hf6~zND<$LcwHw_Y@#Vg3FZ4rs)}^|J7V2pCzaG$Whb+IaboGx+C2+^
zH>IINfu>{^Np{UskWkol@OXBdq?3U+_Gw3baAH~bX<5j^!Xl@~7p88^zOJ2@&xOys
zn5QOg+gZKU^JV1#wwcwo6?r(2IZFr+A(vS9ucxY3V99S9L>Km><etfI#jGFTyeZeq
z#8n==uxky%lmTGLmgNhh-I^+aM2V3I-gu=|A~vEBdMv(mRduKPRAomfX_i<lY>yK`
ze84|J&(yEvKM_F8OO?K1$2s*sLL=0^^OTfH#I}H9=&MS^=)W_~HkdvHMMjC4^9&uc
zxZr0nR*Hm%MKiCeM)rSy@TC?uj<oIXpZ15|!yG%aFKd7orIXW2tX{S}7kY)Xg1ZQ5
zcqPZbXlcj4QL$uuPtf9$R(((Sx>?@{%KH94r_MTeKS*mX9TE|%@)nB&iynzEca2=4
zJiSV)gkz-_1q6^aXkN`Q9$wjJ`@i||NZ*8vj`d8V+NGu&CeK$byhtOl;Lzk58_pEB
z-}Z6X7;Lulj#g81Qk5GCAw$l>`de5a!vC6sCO5CzmS5@#g~MOHr|HHCeBTH;p7Nty
zj*0a>;NW`;D)%{L&*24TC^E(qvz`)kyt=5or4PT|(>A-iC{E@>+;*LpA>)6O@rRD;
z78Qr-=r%S&j7!F~tap4l%hL=+NIdmn^&lLNCzeU<Gfiw@=(4uWV_jyfRgc!!DPRi?
zK~eU_R`v~&c)?nL^%Ys{>MO(okqm!N^DeX`(3c|ZtEG@Ed-f@e8ytKVr5S)rOrHM>
zHa9+AGp7#R;e<=OW5wJ})9HLKzqNE`-d_?{6NO-_+$h-z?zUGrrA$E+6gKvzsSryc
z_sgE1Q2q^&MiR_bhL%KIqP(x=5LV?x(LvGZ3e9F(oXPm8XeyfLO0t}MNyp6|;Sp(-
zcqwFG-E%^?S^<fJIjJw4g<TbZ*p_%=*?HY|0~-t`xakse<#3(Z(03gxL4Knw7BC#~
z%+dC;JI&oxix<sTl?;-Sq<>Pihu$Z0klKC#xb&-L2*%3M-T@UpA<`|6T+)3oK3dMN
z5sCEI*ki2%zY2aL00*FL{FIWB7(PWgo)6$S6i0LT{YY7yeR|)ch86orAr{Joegq<^
zNtMO-rP_T+EVl8sZ_f`%o?2~S6O!<SuI)c*lvI=j1q^D6a}dToXgA(M1;d^i#HcJK
zgxtni4ZmG8v~dbCY&c>daOe)*3}d66SM#p*CT(334^I*3I$IN{XkT?_<kW6v`(Ibt
zwwW&56CiZi=v*CT$*}F7Sc-GH#+gG$#ZLTQvMtU}ALQr8U*4I2aCX7hQIK>$GIOq>
zfBmd=BiL5L(k1+)TuG9<>eNvF;U5b?o>dY`pdo=oMIhOzA|esz`EiV25E@F9GwUVi
zk4h8(xZfNry0E?Ff7+C5+CUP%>GbG!^PQ?6rQmd%%;J6;PhH`5s<A)A&v<oU>isg$
zS*jd{IUljwUj*L>F0&BBKJs@?5(Y&jBZ5&qerLUp#QAnc{_)9;trtkhL+UD3T(q=}
z+$5WrL7us7^suW|20E*b|Jd>Ls{)bu2CW{Q<p&m1Px4bK+kFZX^Ssm@{~dvS(r^|(
zuVav_?lEjS#<CFqTpJig1+BWyvs<n12mE8@1uarO6oPk2Pomyv?TD&^bZ3#vg_&u3
za=@Af44n#b#wrLxr#7Ap%eVQrVUBYcr#j)FoyOVMA}`nb#=r5h4+Xo$Ke6oVv6>xm
z;Mq*5giO+t2;Zgot)f_J;(jUy<=ygdSy;;+wfPj%r%ek8sX>o&xV%D+V$+3Ndm`D|
z^)2t_4O3)Kr<^Az(DvwOhxABGvM_FRwZl#F&$@plz{-!umU%-qTG#&;whV;^sz@%!
z@qwK%s3OXM=Jw^iO}En}t~3N@^Bi3HiC@L^5C`c%ItLC84LRsCBV7~!hlq#3L2$A2
zrFpBhfMlG>0j#n!qAJ)-&38$sr>gh`P9GTBME07PDQjbhLI{1CSJv`Tp%XHe=|j6U
zBjdWQxpBt~y#*L`Iyh}P7Ffh-;$d*}>cWySd;Xx!`-%uc4&8xXLdL!M=vr8-vt>ta
zc4TowX9HmkD^;sc+s%j-@Qe6wyx*3F@SixJip#IqyYMOznau%&ADXkGXLg`N$d#iR
z?V-D8A2Qw6>Kpc!OeD|7+MLe~ok*dvk{S(l9D=$LgF%MAJbCAXu0d>42$hLy5RL5>
z(NAx46~Xm|^AK+_=nm^GopOE-MIL+Bp4Or7JnlNb<@I=+g<jfTcK$WlVx)cs;pFqc
zBy!7B<tuxGKHhe)O1+4_eWWiMK9!A9GxF(n&WysR1YzXaUhrG`>)z#{uUvJJxuJtw
zWw#AJOGp2W@N346aJJ3IVww?qwDo^ZkuxN>M%`<<_oFrG)*WGr^Fk~p^3yX#>ng2g
zYX4wO4(@}Ri4rDGxXEwqs~%(<;qOfQN6SB>ou?;H6BB#d@QD`U<Zp=y>N`_13QPrd
zU|t#M$3jEo(m3DkAGK&m)=n<>2s!lodLK0GE!VyQpqiQFOU=VnN**E3?H?uDJl{BH
zK@NVr4i_Od%{BIWNExf|(7nIU8!uOwhmjSO6ZVh>=H}5`xYO#^gu%wrCXp=VhH_un
zGvzoPEc<E>mz<;fIopf+8u3B47K_=yZluZ0N#*1n*RLdjE@w|68&5U%+H~@j_<$O)
zjhoKY+F1EVuQa`2-WUX?hLCpGjNYa!kxJ8J&}Qq5N`{xS^SCim$dW$)4x!qV>WL=I
zfkE3iTk&ygxxD`m(T^)Nmi?VyIE@;m@PQlSS{r)Qy`Kc0ulwT8*Sj1-&s)D$pGn^}
zjEs#%DHHLz?7={ic|t};B#V{WPrXmMWe|ET_TUj;>3bCffnt<J>=a$}x^0-9o)52U
zEMKu%F^bAHs%IH>e~_IP|L%}gr9EWt-D8g7PmC-H%gnqC>xtL~shLo+DThUYPKx_;
zMaNGbK0ZD)L4trA=AWvI$s^+<x=e<TjQ7cqJH(Tkoxtxty$bX86mSmj6@B&%oCCWG
zuQON4wjBVE@=2qu(>QxK4#}##*Wg-BFk{lgh{)Ypnga7=V&3Wu-|Xkep9T3G&^4Jt
zY#STs@dW!hfvLp3<6@f0S|S==9z$WNs<M$|!TGTvLB8W;uHg~f90iF6i+g<D$7W$<
zQuw~^>VQ()@n7o{d=QXnC3de&EYpGH*{`jS$@Hx4TtuhIWX|?%B9i9D6`e^CQki%d
zJWTO_;X<-|XH@;gfhlEQwm|+FfC#vbN-?U+IKzPh>w?5ZBjpsEIg#CApn^T8_V2C1
zmpP2ob$Bz3YVyW_h+=$)@$;R~5(tHvo|SL-x>2={jvS<-l80FskAeaDsbCS%%<&Uf
zAJUS5bWpNLN?P=N;Rru}(3TDq*bhdRk~PP)a~sX9AU-dLZrf7#b_mX%Ofj?l@N%$E
ztA{Eg+t14kLp7uzshFZEj6WD$VQu2(CWeXrLh#j{g~wxQ1~I)(hMBVz?20#aE<H54
z5PMIQ@&M8;Egnj*H96Y!m$-Z1BBa}>RSjt|;+gkKc4H~>;WH68;YB3i*nm#N*_N8@
z0m)t4koAiEs3*YA|D|d?Ss>n8u9mzRGrI_Dm!FrFC(b||<Oo==Auj=whHEIU&a8u(
zsIp7esF|%D-t3Zb%0IXDU5S%rre_uvpB}09Q3{Q$&Qtc<#M-Ji3X$vkZS9X*sUsgd
z88Jcn-tlET*@xQRxlt`T4^{sd?@BH2sl`PUR=!H68$Ax5l(6ZUbyO>r@RK8l4g{wu
zIJf#8vfZ6Gj!2uXBeQ_xdGvAbl#tTPulIK?Y^A7#9#q)9-QF27;7x<}%=@__>M;;M
z4_Y);gW|ta+N*e<8wI#wIL>6v29&}InkD5)>%}-A!{hUf<^p@ZFiOCvWQ^BPmt#6*
zecgsIck+aIt7|ZN-HP(gQuP;BmvFunlFvj$PzgVlOCz<G(<($3aIE|5rEq(U1jLsW
z3!P*DP1!@o2GT|hooIL3Zihcp&JBVmxJ{q;e}Zp16`Tu&AEc5$|5fto3DW|sr0YjF
zpUa+v%S<q{&VN-hpPlYekBoLTs_4}JyIi?D76ezUvSZOdls7rvyXn^Kh-zpDX~#+|
zZFQjOz=`q;%OwS~<kD{RY@aJbHQZD;yZc#iZVX<@t<;xEOcFt~!be@~sShyd8#?hj
zKQu%fJd(cq$~Npc0ew7jYCsi5#<TDA4`tBvu*wR`9KpVkpBYXxpncjHN=-blH?kT<
zG-{Ndb#0mG)DoIU6E`nE@tYMPHVe<S`g0)di9P0B?GFc@Rkx=*R729><}k2A7sm>B
zO@B5ie2N#UHNgxmX^l%K_T4!I9acLK{c8mED|g-6?l`KpSf)%q#vRXUcrAzg49Z8i
zFIWC?h<vzjOJ*P}uejiR>Afg!lJ5_O0T%JklU-e7jBy(3B2LZVTc~A<QZW#7tVDQf
zR0*qe_z56#N_GJo97R=XTEPSs!3U!96sMeKlzDg>mE#rqNBme#NeAL3G~YdHxK<@1
zVY}A$hGeVrEY3ypEY?&3#N6S22z>W`<+aS@;c~*yaBhX$n}7(Yy=3KxV?WN@mpO05
zIu5gUW%`3;c${vNVjG03)KmjcVKfoI7XW<Fva-6c#@}x?;~52<^xdeBd<0z$s(y!l
zWw8eSniYv9LQ%BkGGjCP);}n@zb-8qoBxDzJYYfOFw-vpPEX<y7VYO}YKA^akXR4X
z<_{g$E=G1-6)PIEq1<KQXs26P1y{b9KGWr+s#vEodz#8q1Fs||lhkH#-+aWpdC-p1
z$4Q>UpTCutjIN~_4J^*0H0ZY__4H#d()f<Z>?Bvwyesn#GIm~B1%X1IQ#>efRe%*I
zL3iXgFVDkMWdl#vHV*Jh4!zyX5(+L2LfI{dbYoP5xQm0Kr6oPl>ns%yO*V-<Id6;e
zkgNz1$Nk-|BH&F48q-}K2_&@-d%YxF-@a`-Av_%I2$_=G+@(!HJm}q-&s(RILGMo-
zHIHgin_sxP+vo<5F2j^`;KPLc!Z0u}3H`kha<b)RqaECK&S&D?nc=JNd5d>0m<2lm
zlq~7+AtYhsY#C1vo5eUfwlg@RB`@*4SJllbvm6eWZt#`w;Y9D7)qXMU4hmsC7kO9G
z)d{|h#JksHL!gj%<>L8Jd3|!@AP^dg8O)oSZEa}>V!L;shy9I%xS0b%rj5P9QG9ow
zC1sPXFv-PAF0sjPC|z;Hmls^UWr64HYdiIF+AuHe-|*e-%$;LDu<`@{U>t2T`H;|D
z@rxYL7b2Hrb5gLi(Z59c>ZfNx1q9OTbfwDsu!i;qj>h+>d2ID!5*~deQ6&@NjYCbB
z8C6o-@}Dt_wELh6xt)N1md^jPsbHG;&7k5Uz0{;zY6Z$&Q6;2PzRB4ULyb7HH$%FA
zwkG1Ka-5029gLWScoi4Erc`sLi~H_ec7nklA||AojV9!Rwz41Ozobj97?0kHm#U0&
zi+Mpo+jU<=16ZM63{&-3>W8ckk2pDERwc?Qzg7cvyn;9qbsF`4X|wOOf5d+K1_#$n
zPlNyaTB_&-YQ*Ca2Oi#%2EmNw2&fiBVl@F^UZ<lc1zk&6SnpjWH2#$WD6C?U$ey<#
zp4uin8$?LhL%2AG<ei~a<@;@14)R(4tE@EdbK8KC8`+A*xNwYFEQjCuB=YXDqEonE
zU#Z^nK&x_5vXQHZfPk~9Q6r&p__3c#%JqHYE_iJKfv#bKi(FXRoxaBSOC@40hmtY=
zjutelKnTqunm1kQ4L1dhicjUSXrSg2T3Tx{#T<VH(}^#~YPt#!Q-9mM(d+9VxAlCd
zwHD0Q8|_hzbHzOq3Srr}VR2jexFN<Z^Ir*5<n)PgLj^#+-E$fhN6-2#3FI9l><&Ur
zet1}7FfL0IS9=HS<12KEm339(k423V{ANyNCH)u`_J!x(f|m*3EA4bcEi-TtB&;c8
zv^&1&T1CE?R4C_)$HvaVJ5A-VfFhnONt`>rLz=81vW26#Y9L>ix$W<hmvDC_vi>Ax
z@eYf;Q0zN+L%Y9y$=?^m{b-U6{NtkCYYXszQJ6P*9WU+<f0iMgvgTl1U!kAH@=;0v
zqrOuof${Xm5aA;d6e+rc<6BfXO&V$}EL1cQlQgtN7uy&ZF4@jCT6rqL)J7Pxw6r2z
z`u_4?&=?jMwykZD9<^)iHd9}06=YLhFnU+ph&nQ9)$LkgrCjjyB*dq?2|sW2xOh?w
zZ;oUeliPT3K+#bgpG#5)!=v<lozJqKnQLo-zl`m-gy^)qzE{bAg}tvI+IXg`SoH>1
z$|r4D^DE}3@P5F~Z1_rG9kbwdC8A6(K7TeI+;*e?4kyWLOqVs8VIZ&ekly?O{YZa;
z;zp^mPxHquYQWpGvor2?RO|hHNrf(ZuJYgv*dq^%;xc$@1M=HJi#h`e_RUOUMhIR^
z4c7!{T?q#ISd~2ZBJ3a1F1|&jJos8>dc5{CJo|2VJhy1i!1-@ga6w4&Vsva)N4dTk
zi!vK-{*-_TXwn4E`TQs|4gKD$!~1c@YTv-#yZdWg7(&Kv&}cI_eYv@Wa2;Q+!P&r)
zPACRB`q|`x{TsZ8J&3$>AcgLnJ1!Kfe!g6jon=prQ_Lo`nDbYVSGwUuDccXrgOusO
zpD;LtKrs2QB6Q#P5aRxV34e$AOr_-zEB)wbsY5;iMf<C(f=P`V?ic*o{$9RSdXk$?
znukoi_@*0K`xtK2segmt3xEJsH~@6bg+KVx4tRcwKRozq1=CQ^%2>r!a{c;{5^!=S
za6!#AJNS!J?LlPegU92p#KSa{hEWO{kIYi!drKQ3@rAGvgRjgy_6zgite52<-mm4h
z&mYNT?rRY{hO~p6Fxh`+L_(K%R~st`<t^{~USaI(-a~+~mF<LP$ag&eEH~6c;{ba>
zgbIN)v1Y=B<d-b-_gh~326RIQOqDR}n;tR1OG@8ZPs%2f&#f!LW0s8Mz2vA^0Jq(%
z!TlfY<F6)Bdc+*hd-4R)TjK*Sh38Xd<*_?RgtD4dBz@IVvGc>Ih0k49?{#bUX72+S
zSS)xygi@-ZI`AToqw*;2j*PB;N<&k`Rn%z(+dT>Nrt4-NpK^|Hql28#!F5lH{9xME
zmjnhP11>{XF%>9tgS}D>CkRjAwM{tkqql@!Akn@?J<b?LgdYjtI9Woxgt9+5a5mx%
z9X6PEL8z)y*0CL0`M_}HchlxI@foc?vE`Rv&s?|}FWL>-MVqe@?o2dXS&x6vQTf`M
z(&gxvT_fEa*iito^LFFZ1tYJA00T>Chvq@o9O{}rT;PAcbLT;Ovary#K}%YR(q;7?
zd)#!nziKf`j($CJxRu~|{7C$LoGNRoJzDM8%}F52!#g(u5oFq^>30uT2VcgNSNu45
zk0Z*D+IT3y<DO2sK7?o$T|Dc`l#7C)9j)(zBCk$D=Q)(^tDts!wrvB==rxMG&xNJp
z--%sU^WifnFFW9U4_ns{Iymc7Gyvn&7S)Ml?9IAM)f8a%*M%X4U^2W>3qr1_eLWf)
ze`Xtwh}(H9k3`-yrg>%9eDj|Ph=<GUcfXbR`uOpJI8#rW;ClTa-Y-BscvIL(l*~z_
zp_Dm1t14utzWB$`h*CDiD`68BpI|q1f!9_<nOuC{{t$;y@Qn)ZLaxT$*6tNJE2qJ1
z_W*US{Sds%`y!oqwGVaw{NZzNig<DX1EXz>`BlRZxXBBeR)#_YRy|W*iU=v*?J*2}
zlVG3fdrwKj#_zcNOTjpON07L*B5K_owIyH#`SYqxy_NapH%A9ISxZB+Ky1URzw^!h
zkY*Q4Y82ki)jA|w;g}&#yAyoQyAyCyXAQ;Cdl8g&>pIf~$@e-jVdvC{gdf-A4AWE&
z*z4}?fq{mwM@ejt>Ip_0Z`m+We_osbBT*k~5Tb}gFe~V>(gFKKE|E?`Z|0p4ZP>fQ
z*B<n8KcC)vQ9p4(y3P?klz2>F%_s9-I(4=XKT5M>&6Di+JVCS9+&ZmryC=o2mDEKa
zM^|!zjqgLxhfEg${8dI<9{}=Y5$qGwK-wHUzO&kWUs6aUa<G?Zzxf=vejnp$-)PFz
zE;dvfkfbosv^n)=WDC7KhEMI-KWt*~(>?+xn*xf~Ip<q89@gGmrA`p?D(w)ZGz=(*
zVrlQT!ql4^@~42r(pcZl<-6fdM4q9L&F~w;MkDWUPha*#b3kP&WERjF?!PVZU&JYQ
zu!*QN=w2Ro$W6I^z%fI{F$r0C!*m+X4d>q1C{E?x9~$3rl5y)d(7TsA*M867-Uo$A
zVt$_<(Z#+pF`T-B(_~KfLFRUHCZeG0_|4=;3xEMJCijHM3U(a!4cBa=<Jt6Uz6*bw
zLuubTw(87~#nEm_3hVSEBlfJi_3zld)hakrCuxu6E}>)2<VFoHQ#Px1;Cdb(*#OxJ
zhyhT%w1+nuDc=mq<~E;kU{Zabt#cgd_kQ`#b=TjHI$RlY;1jyjc45EV8IhDYp}zCk
z#3pEkDtyfZbSKNr@i#g%F@M1j;0~@Kf&nzU^qyvNranY+ihjd6{E(=Ipv$_0pF>Hn
zGTcmySZ=;`*>D&Qru}vs&WKT*pvvkXtq0|m!IBF>;r#)V*&<n8d>(DON;t^pw<pL8
zC8-Ts$_DskWSTd7J6x7(>{f_cc+-fRg$9r@Lj<N$m(lXgfzh^xlgC(>zd=OByU#%;
z8C%?cbYbSxCX@YU!n_&~y^I={oT;=kdX{HqZJJZrGYcWIx{I9BwB}~yeQo7jm%pF;
zC+$=k$UZ-Q>0MoBI+K1QWMV;lG&V_bLyqQ<(0oV3NLEn;9@?};`5<`pZ3NuHsnG!c
z_QMEfOBG=NbuJ=rh+4m~s_P7#@vqM)<nK}rL~3lHVFCT+rHhYZD6!6{`LV2U1P7U|
zaO_Sr6_}O#Evx+O=mQspW7+c<RJ;=Vk1a?CS3|;mM7qXbfq;mUae-W>0lmWZ*3cSu
z<x4eBMgN9T9$Dp=$sPOfLA}ECpWjX`gMGtCJ9RD-M-xg2BV~wCVIhB0knO}=>yLp{
zb?rd}L$WDM;3RRdAYCD#_S4B?C9ZrXPtfV9<$8w)#!w8Q<Uh6{p9i)6p`pIH_@Bpq
zO5ZV-&8D)V4#rX^bSv>EXbhqh)ljKTST5qlM@JJV8_LizF#&xcD55lpBoq|Ei#Mx{
zRwv<p(b3Vzv*Mj(+{uxi^xvSw(Lu6OUt5C`VQu#ORd|Q`<dvfN`P)@5_Vc5>>~gE*
zqtOU2HQJ{*=e!I*5DyVTjm^=S9I6~uwo`t=G*&5@0s^VwPxm#i8^Br{9RVru4t(QK
zuHoV6I19>+e<~P)z26BAf49PUz_zD}*jWIFC%!oGY5R^Q(vSvLDiOsQeXJnvt4pKp
z8UQf%*8a-h1pV|ZeWjixXLs!IV@vH??2Qe1jFxEOBmV{-uF_gJdS=g;3;1vgd2q0_
z$xQv`pOv**JQs!7C@frvc=st=91kIi7iDkcNOX>=KVO_YUpA&l-}fd+Ik%)0>Tw^|
zlUxi%DpZL1zOE;KPx1Q+g>o((vdukZx4%6A^`;R6Ib<y@N0Fwlcb;T_VPs}eGc><P
zz6OKIC-x_4VAm-3`y`2gFM?}t@d#9COT5HWk1D0pxTBi<VhP4I3M9{NdV&a@JZ*40
zF`=OQnn8mRX%&T?R%*@<nxVXLqkSn;*sll<{aa{F;c}{}ji;{Lbo+DNpL~_5nRjD5
zL`;9*9?eotO4d6b0^5<grs#Ul=f7b7IB>>_q0(mcKJE9VS^J^kggHOV^eIe`35#jO
z&>NOTP@|%nDwS-poEHa1>D6ZZxPjO3mj6vY*jpAv`#@=9{eM;>QhYfjMcTe*g@mcS
ztDUOTsr;<hJ9m;^C?|r$TwtLx51MUS2>BsM0)FV72dA?qR@#zz?}T(&^#^6!gVHk&
zJN|NNju1_s8#N7&Mftq2M5XM-&m3oax_-E9GAyEZ*YBAY*SYoFX6@82v1+t^&yw6!
zNsE122L6*~!7bB0P#oc2O&s_gzeHC8@V1I+oejwT#t~62mw`0fhV!z5^dazXeo7Pb
z3>3||3fUNBA5?V3-FW}P0yamb@1z?S#E`?6nWp&B!nC4Oi&!H%7}ao|V<H%xU?u3Q
z>gg-f4!s@ComkO}K|7najr9Rh4NCQtcDLivL840eYF}NQN4HHRVvz1IN_}Hzfc7M_
zSgs@zC?|A4dzM+OdcwopjUaPb5KF}_2I0X-4Xz5#*7}=PnwIvO2tM<sn$O+t4-}_W
z<io8oQQJmD;v|xc;|p+JQ7pfl(`0HtFaG$hMG*s`Y)=;tf6gzeG!gr%V@yZ#$hVdz
z&QLMU{Pfpq+G~ezxe_xdYRUjj+}(aF8ld9HEDH84sLX(HU-!U5!mOqW!r*V=Cu9X!
zSO-+GV`zVmjAIhnGyR3*$diAmSx6;GIkZ<HztJ@+>=)iYXi^O9?9wDGE%i<Q1=|QB
z8E0k=Qk2A7{BH8icBr3vi=S3ZuM*Ej4#4&OwBjC){j}-FTcPXZ^S+couU*mX6j@_{
z&IIGaFq43Q_6B26Yu#&M?w|zKpQXK!KP;HT`>>dxfYVNTYs~aN^(KyuwE-lh^5NR-
zja&xRop4EQNw2^uEOgAVgZrWn#au8+{PXSN{O{AaNrO}gBehiRkT2oPuQf4&qu(l-
z1>oGd&d)*_S>b0M3@P{}R7PG{&l9J9wssI8)P=|DQU*dzfdx)PT_?tqKhvq1wnSrT
z%Lqm~YdjZn1?ktJ?)1~P0nzb`J9YzBn7J*U-Y~erUQ!P2q7+o+IlMRdwY4*PT{5oi
zB4<>4R~2mVm;@VPW#%GwD0U6QijgE%n&j~n5!un_T-!SuA|EFLzJNcjuCl!xTEBWI
zQcBSbRIc)zH`~07ynx7+YL#bp;<tZl_Z+0-Y_F~4oPLm!A*RCq5^y>#o*q!Dq|raz
zeQ+)`On#{+vTq1%s7aBx9!qK7wLAICOb3g>aQ@44%Wnbu{`2aB@Ap=oKuB#M(zs4y
z@nlkw+3bi9P{SuW^yDgsj}?1}!Y^pQyNXTs?s}R!)P`=xsb`3(sag24b7+~<fQ2l4
zs-Q41Tj95z4U~p7%p-?0%U=GH^BIvbT0R8mhP-Pm7H0l)KX-v&{(Qjn3PG2bdVskp
z_%C5*nyL+9o#vfbtg`Ihwc)d(1iPd?kS6cGN)r{PL3cfUW~68wdExsXo`kE;pSlsE
zldH^{(X!Ekw5dpG)dkcFvxQu{Mj;GFajtJH+`d#)xoars@b-Tfs$L$gur9Rg?b_bz
z^WX`Os9XfdBT9o=hE@@?Eyx&@5z%Ok3LO(QN3_V*|J3$ND~neYDAitFF$oy}cA>c!
zmlASngpvIqz&XCJ^k~I3#H&<qeqiQu-{*w5G!_n5C-sRa5b{48dDF4j-SD&H7}|x4
z(8&KVGipS|AdYTa!Y^+PedgNi!O12&Bt7TBD3^0-{EL?ep{)mqvkm9=%P^W$h$`$<
z9Xz6mdMv$ZP3AQlI?UM^F*5UhoYRzapX6^eu`h52G0tJ9_64^aOy=`Bw~UV)mO@w^
zdQuyc(+H%v>zg85kraFe+aSx_q=nXrbF0gYDrz!H;%0&Ij@u+O5iJqmW{niIkXH6F
zIBgjBT{VsqqXh;{WE1d>M|uz>A0|(SwF#4eBe#KO(s7;(^8jCha?6`~-nYAFm<K+y
zQoa}*5RhLQM9g0PB^V<rhk0XEE8THig3c(N9)^t%y2jLY#pA#vGtWVEWXI=$YBWAI
zbL+tZ#{iNy{mVcJobc1L+PXR&VhBQB`UC-L?Wzmxcr2E44)Z4|pm?z6vOxgSA9!zV
zC3pn_!WlF5V=4o|665*lM=Gi$gUwr&VR|Y_iyRF33m+8MaJit96>>|fjTH}5i!J>Z
z;6QlP(TPTkydIaI`*&b{Bf?hyl3+&vJR>q`cgY|5r1V=?b8puAZr3*mZzV<LD32M=
zV<d@O-$ky*9hc>w%(zi=PPFq&t0)6AVZo$k*{UGya3yK*5i)w(0rTN5^3<0SFn(Bc
z_>H{<ByXu^eln4K@A+8;H~R2V!P4mNu(z2$?)eFmb_T3A_>eWD|BQcXp9zb<^6|wi
zJYYXwor&ry4mI_0QuQO0fWfsTY5tKLNT?r}X+)ZugzOt#OzRk#@)qLxrov<N@g{3D
z@-YCs9%#dLe;b>lVyMoI|M)5&)&JH9vEnj40v>eWlH$h|Cf^I^!a6WA#q(FbHjE~}
zMr(qx31G|&mD0f6bpq73N_F|P+r01X*x5Wk1ES*`einixeWgr0yAw=1KWmISvtK7c
z=U2(a(4>FmU(WIUR3oKA64VGcUr*qGpVe<I26}=Ikm*Xgm^@t12{Qrh)bhS7O5!l=
zT8Ro-L+iO&&cCPM(sz}#$VD~$5MHz9p*cAuT-1lJ?_|zHcqi`rU>`tg1${VBrj04h
zPiT%2R%oZD!75uW0hv%3bA?A5rHu+U1sQE01S|;UCrG;=3>3?(&7?lr62UGGy}>c7
zh9kLRvRm$izLOMO?`n{3(6w(hi^PElq<vYE!}O)XCB-=M^yg*7fy%IDF~uM58oI#>
zR5&_mH2Hi#sQWHiPpA^-duC=)eR!95+ugnpo76&8treRdo5b|Ok5ZD6Hb>TpV`RKH
z@SkH!iQtGcKJqC_u?-ogw&Vb@mlk~89><vO5fx)-CB+plWSBpf%w^xID7d)WH@0j)
zub57;+%OXsjW(m-hUu$>OPZnNfzt@C;Vygkd|{q~pmo$`!KRG_wNYtvYXQ@%>s)rL
zxRwxoZjAYTO2!#PPrN-dvjv~L_#m1S@<<Gx-^R`Iv0Y3Fs+V|42(|nqg2off>#6JY
z%%Ho;*99imZ4<x-tLVua+wEM2>$8y?$zWwi#I7{;x;0|$wT)nhpnoU&WXWa%vL%xp
zZ(*RN1k9NJ%ryACOU-RkIP!SSQF+z94^_$jps_}3c+&+%mZH_!dRo`<iahVguX(G0
z@o$~4zjt{(cr#XSzMfZL89U3TzJ6=HLS~gv0RFrX*z#V-zbk$M1Oy16$44-|4^L6i
zmHtj_CFW^z=`Re#Ks_$!Kf+%aOY|Uc8)TizPv(}Vzs&vM1KFeI8<~gcO3a*v_+zrg
zXP;i$?dc(ad`X}t4F!p@N*;L7Rn3&aF5p3X3W-ERwpZ`x)YL`G^B~+Y4Gb{y5Gj&M
zRZ0c_2vXqrQ;}d;Riw}xF%qjAw4t$k{KmqPva_3P*k*csGWrbAr2*EIc(Hc<3@)`Y
z1|gw&6tsJvH1E55<#U0|@L6f<OrnM6K>n_D)P4aDz#20TSJ^QPHbzDU&TI4A&J|Nx
zv61&`C5wR1*7`G9-@MEGvufddPw~#Z&-`HV+^_Lx6VuSHi;L?GNc_D$najZL;y`sG
zQ4LAVqy@tdU;I5$;l?(^Mn~_4FjMd2GG>8uss0u<5VNo5<4vwwzopKa5$!S~C}e&!
z52Hu~Xl+m9S>uSDs*)=Z!e5XgIysXf+O>psCuo4~|Hya|!?>t7w5DG&PAnMS|3;d!
z&rFZ=>dxZOo766wv27ftLi<)a1Xs4F(uk>&tS@QSl}ETfUSqE3_9_sC*Pam_wne+N
zHRSCS7w2R|b*P|TJ<4bK0~Uj{;yogD2!?BSJ}ZpI3g;9kM6S|A*iv)?43|qj)`<C`
zkRjNQcdMbU7s#0O5iq{aqL~(UGnhl<E!ZshOc#Pa&C($~K&|F{`!$hIa)^3ukZLc%
zI;s%>WFGe%Y|x*7Gt}Z7|7;0ik$-u>epUQJiy-QZ=-OWh+(RqjN|CDs27FLaRSkBy
zXrw-1`r&4*-cx|O+Zi?Y!D*BGw!qv+<lgCp-!j~tpb`3J@WV|{u!m2L$r!z?zB7UE
z<yWo_PuMnBgX$_iOMgPrzSlE&oC*iay|Yu6l4n2>d*;v6+HFokMJt|hVo6LGdH&pZ
z#_Z<*&v7Hi^!RAv*l-Tt3?$E+R<&NNqfw@syptRfsqlQ?(1v*B`uCk$*3m@X5X-E(
zExKdZk_#mFY8%Vgm9^gW(ika9b4HyVLOoPOVtM%+dv`h0TXr?4E~)lVfOOB^l0H!C
zSk<(k7z*BUKZP*8e7W2t6a%RG1Zi=Ok@rZWJ7Vxi1Bd06sCOsfZ$y{tqDVfFp}jI(
zu70j|+w@l>_xx<P(y$scKnS$WE<0vd<duU3sLNYg((v)|O?UhGz26KG%BgLwudl}@
zCI-#qOB#Rr9+;#_gEcfa7k^g8W%9a_(9nce?MjlvaSZ(<6|?JlfyU*u?f1H3#t>#?
zWSn1EASNXhE%pYn4HU2C4o^%JVyyAFoX%SZb$6FX5b%3WFTkzj(46_aT{Ls~eeiic
zo|iuIa_}pHyh{EF1IK)5%MtLo`#0IF%`S1O3(t3CpPDZXWbu1lPx4-E*G~!b?G8ko
zWGmh3cDToF-WS0wY*y*E$Nu>vqJiX%V`663I}r5qSgM-?dop~K?ekXw;ko#@zuWXq
z%*J;3ax+D)F^^Z_?@!ET{!Ou=41I2^?nig<OXO64*P*oL4Zry1rNR6Q!-u0&!LYax
zVp})di0I@e2a3L^Xk)Gmi10T%S)rl1QKUXl%IMse$XTHGTIc#Yms%IV2PU%YNcXAS
zctQyUaqzEL5iWHc*4!X@vUaKnZBe{o@T))jf4(&!>JH`Y@!P)b)B%~??bboJq^`P$
ze!XFyI0=ZgW3+QweX3VC?=<@$v;a;+azxj-6L)Ub;<=)*tKIO&JOm3SUr_O@9gdQ1
z8*nE)G92xwnwh_dpO^1(<LB>fhVJUXH0$BOWLKthTM3%3zGXau4;*A+7}Q2;cR!mv
zk`>VH%A@S)M}@2?+qw|Fxqf+fvpJ{$0&cGICI~K9i`}0W$=vOBL8?7h{F;ng&<xbs
zf>8MK4%p>N>-gV;qBUBzWm>S9p$+{UctbkzKEAFmIdO6n$Y=g;5_GbPKpB$#y@hPM
zHz2vU83Z!~+(w(Yc&C5bMhU$(ly5rvovvVmX6O-L|M&|Bo|mYXHBcJ|9dySjru|XH
z8&%H@UdK^p6C1z2734U1!G*ZfTfhBB`xS`BaL_{7UrqemFRT91PTI?1)i)mTH^O?O
z{!;uLC@q?Hl8z)^?GAFh&}-?3sP0b(oQf?Wz|GiO^v9KbJsTd#HPK=5qcYexw59`s
zp_Td~3iio-y)pYVEEL)ncsp@w8_Lu%UWrH^2V1>+nc6|_i?y?G3d8q4WLonr9Cn6$
za<%*C9R3c}`hXN>vvn}B$nedx>RSAr?{=M!7PJ&LAh53%9EeJ6g09!HTXc?fX%oi@
ziAHb&%40Vic1$~?QDH0=KNR*(J7Z7^O;{F7Y|_NtG6Z&s>~dA%NdnLZF}Yf7It(ua
z;2&Z!d3Lai5cv6@cg}yqmTO+FGFrx5vqbM<Zh|@U^=y1dg|Fcc+1KfZmt7xy$b13X
zS=zPLvwA5r?0jOEy)DOkdCr7<!+@o4%KlE>!9X_mN#VQa7l=LHNQtV20u2q#<#|u#
z3w&5A+ONevczrl4DJ`9O_0ZGPQ`t2jO-f3lqN6kE%tE5s0omZ<T3j!_C(&yUrcFzz
zVOEqGjaoFDy}!R37#aNr+2wLuS~TSp5U?5M+p@}zHT3j0NjlMCA;0`*p80QnptE*A
zA$$GEK|#CsXIFL3C(3Q`dQX=dCuJV0BwE(ibdy>92nq@ch`1aTC#xEI9#C$V>pg!1
zAZ9AHIYAk{UX>&><mKnbrKE%^2)qEQY$es+SUEY1S<6bj_<de6xw*MfBU1mYRbrji
z%cpZ7fn3)_-X1TQLE#Xps;b-1H+#;7J^LmUDjjI2^|q@GVT(v=I5YF}m@x$Wy(96I
zC;d`oBt-vpeLyu=3?X|*`zU_d4n#39Gn3F*ZFj#R(G8kfSisWvzJW5E%#fliW50b^
z($6m_fb9PK;APP7LTuHE_P9G_PrsHVZ&t$k@O{6L#N%^E1r=4)$A@1R$Vf&8=qhe(
zWdFc@zHGk&IaJuJH5u*=M%lZ$6(11txik5`9AGzE4MpOJYKU}rKG4{1v<0oMYPHR?
z6<)PE9nJDkfGn*4^_Mw~1qk-~L8&_8Bt|YNmzc21QOKqUb*r9ibqfM5;RXi>mpeS}
z5XQ_cEPhb7Dph|bFo5LG6uOrU=0vBm__Mtfe0+R(dg45P<-Ihcp`qQElk2qD3m;v%
zUam`Z{|^NLd_vu~e)a#iaQ*kChx{V-O!~jQkgFy{^N#jE<q<FqzwJN|_CIuv>u!*7
zmf-&Wq2+7fwZ0iE;FJDGkl=s)QU0$1w7@}D^8c+p0P0{dR^b0C$7-VHpMcA0focZL
z?<4^9n=FA*6a|Ke?jvQ45+QN~2b6*X{i?R%9t=$=w<~;}!@)@*4nOe>4Mqc*`XP1l
z%*O+>s?p3Z5KNG!Id_Cn$1@2|O@(xWGX72L`$)0UTnWO9V5*Mg5FWbxW#OkE#V-DB
zo<!YADroMPuS~9(j*DG7$UiJw_|pq>yTET(J>^{#byvU`N|PPV<4bNv5?}(G)}xTV
zU_fX#?$~-4xT|ZU;DiX|>S@KC8d0|t2ycSn3_0*(RpUTAV6&d#o{Dahd`Z6Ue`Rvo
zlZWPq;J+SNk4EAHLVts6eTd+AMY=w8q7+r`B(Rl2`b*AlB4oqu#si9q@z)uxRQMzP
zpr|vr*Wg2oV4EGp;sJ5W6|M5U;2}2Io>PKjK5)*xap7+*d`Tl<RoXVl!UD|X!Sgv=
zVhU^<$8oJIwC_<n5Si-!0bCT>bb1LwY<-ZrWF|0+IE3Zfv9LlvO!4po7({fp?-J+s
z;@1PbW(6e$XMf94N(YMw&)4-gG6-qtXq%b8V4fn#rX_`0P?uew`Eg3d4bOhO@}*W#
zzO|9z81A4%MIbJRBpGZ1njor-A$^2~FTT?jROS%2Ji;x!PGi_FqqyKrX;YC^8blTu
zsegPv^QEOVhxV^GO+D~sh5zJkgos|V!y{~s)X<KgZwmI^o}~nBI$MAOc!LlA)I+uC
z3Ng4i_ajeu|N55&K_|3jGBl`DzsJO;rov%kW4~^7U+9Bt<H|%sQj3MfLC}$LuQ#CB
zZ-Un01-wy3?HF_wO3egw2MUp}I8r)zR&J~8v=T=f1oB|y8mg(o3eY0SDygYzPbJE)
zXmmPUN+8{j%rr3pmYlG{-A6{7S^r48v2LK$n<<!+bN-htq}`Xw&GBH7Qi-R=HCP<2
znFTYQw}&kqbi2_hV5gqVUMjO1x422uXzz;yO*2o)jdP#_w3|Sf$nFJlgf#LHbR5Ju
zLJK~wbfvCA($vnK#l*$3n9|Al=*is=rOQ+32o_{xGa7kIBxAOaTIJSG+Ty7%;<Z7n
zfT<QAf--*H9t99iLTA)a<v(a5ta#5f?BDrD?NB@@X*+ZbPsu57Q@c2aMUlFGnll=>
zrWuvDK7)0r6FtMRJ_w6BkTjVwSfO@l%QSJg$f&{9=19=2;yc0=#EWCex6ZXBET;)Z
z7ipT&sINQ{7*rGaZ`fGM8XERr><E)5dTWN#a9MAmex(A9J*{9*E6w=>$EB{n1Ye=W
z{~-b}tIIdxDdexv1M7{9&HD{N3LJO5Q=vf{5VmwV%vd#ovo=u5p85why}dNAWm*$K
zKKCl!swB<7gG&B0L`~FdP&J&Ed=rW3?ztbwlo3ErwKR((XOE!!XkYq#nIibgclnwt
zW(JOc<L2;383r##;r`o*gP{Gg0Da&*-q+Wl^}%zUGygr!sHEJUq&aSrFtK6aH(gUm
z1Y$Rqg!#1IUe!q;U)CAdfMV~@w@5^Z8m5YUO=#w)CX4Z#H1q=u0A3aKLfYTFw7n}s
z57!#1LrrK5%dJg6z2Ns<WkjGeGw=!&;>g9z`#EGvWZxbG{K;s?h3n`YinG%lK5j|P
zH$^$~A4~(G{BIt7pPHRK!O6I2{rRK3+a9^OGbG=5*3cem>0*xM8Ci1Zo^%~9Ry$&i
zIDh))LwHiG<%0JM{?z$Sg%2QYyXnZ@*?TaTzO5rH8l~k7LJN8nnSfwd9_%NCElkX=
zDhlWNrdYc%Zx1<h;HL0&z(q!5HkT<p&*nM`Ln|5^x{cpP&(Aj$Nd=LiJFgz{W_=G_
zd`5fPzK82(ROe7$?MM%oFBwZV;K`W2Hv}Tljz<`_4?ZviXPkjDEM^@c99~V1G@`fb
zC^O7E<{+4Pz=mk(cd@fbd5;r<T<rP}wrUI#8*FjdOZD=`&pg7q8AA;8mAK6?KY}&a
zu0CY{CFc~8Ain3keBT8cDrE>DU?!6c_4u+k`!e6{xfwPkv@^FET>eA;9A>V%Ovrk;
z9H2z&V>Sc-A@u|pJGp=jnoDbDyF-)b%R>%%kH?v}j7eOoT}fH75J5Mm#g9zis~jMl
zEpWFH6eW|{m%{FHiV2Cg4|<fz5}l9xUJ4Vmhk;olY`v37o!bnOWNYRb=5P3d_OVXR
zwl2#g3FyQ4KXfYrP#|b#;o}em+!=##ue~tW2W0Yk*;&+e?^cV|mM0ZSB;#)x+fgr4
zJU<7TKKeinG(+!15ad^P-Dv<#A#mh<?3b(6=i|RXy?X#3ZS!xYLQCNi;m)kezo9`y
z5DXi^n=xu%PlSoq`)_-&hJmJz!ey16l$%FO($TWk;>EfGht`|^?`g%a0kEvmro%|$
zE$1kph9AKF`!CtN+)$=Y&<EulBSq753HQRc=NC|N_%a0iYYO_8+%Oc?o{MAtK@4z%
zbZN{Uf3`kKMCcDoc=^ZPPM}c|0O58gsTItoFSfkC$02`vz_3#Fi@z_v9b&*%z)2W@
zQ2#TV6=${+ZKwApO+K9Rsp)v+q6d;QdzrYGIII29={KsL{TCg_v1c{s$RqbFgY6&k
zkFjRzi@>2ZG7y^S^}~MELHOTRe$bQ-f}{T<tf3*o`uN{o5wd^+0mlD7fy{r|4FBNc
zeF}EKH3^64{{^@FkFXF+2p!ZGy<0}T0J!P7IZ;bX%ZRGts{E?rkLdrh4F7>`7NVeZ
z0H4Kd6w9Su&)xzV85vBD`#;uOokFb8;QsT-e^;{K@O%rLkY9E_2|-&ncaSmV#7~9{
zy}!SI`zYIQ5M;V>I2^}uzS;x|lE5TdJU`zUr=+Ilve)_AAtu?ihpqpX20X7BT`U1n
z33i7)FOmYEYL1Q}`UU9=w%lMFhMwv@k2^kqb{~HaA>3+jBQ{f*iFJw*XWSfXcRi6E
zX$vi^C<oI%E@9nR%sO3{fL~;JK4dS<MIiWp2xx46u0^DB-Iu`P9Jru<JI?LwMC&>`
z_zjEywBH6=&v08c9msK86J0E<>;UZ5t)%NK0NvnaZ&{G_l>tHl<<CppeRtulr?(FU
zgdZPuPyMb|N*Lnw+8AQQYirMp>fcRY9dPya2~pcbOq)ui+M;%Z-iyfPH9sAIl=)nP
z%e8QO(NhPZ@y}0JDRav4Uv@(bqSDOjWLU(_>cLG#A{B71LM=hW&Pp_iduKy0&+Nrt
z29&wi5nnXXOhSZRBR7-y==*0f9LZGYd!~g@GU*01@eB|IjdLfxB(^38!mVhUm})?-
zNgDoALz>n*GFaLzv0<VpYSul%h6s~9);GQa>iuQ+q9_`GwX@?8$)FVH;6lQpCXKh1
zy<JOhUv`A#IvS#Km@jnVT=!+zI&#j-y`A0_AhlbaFiabe3)I{g)DAL_^K}hs{D<s9
zlA&iv(G$k!kDg0Oam%H9C(wZmr;m0eGKXoRk&6WL?dd)&$5*4EW~5%(^jh&$ysaY4
z-R55Dgdb-+G`ohS$w<(e)DKCzv;!Jb@D6R7zsp{s-9h0qBU1zya$;IfYg&rIE-$9T
z$)ji%RDYGtX`Pv7yQ<<?Qt=R+q_4e7A;}%Nbs)Xz9P32%S($-v@E-hM4>0${eqq6z
zIzmQ3X`Y(|Jx;8%zB&-A_aBiqYXvtY1#4pL0PJxOebdf8wIZc7Sm%8y=9dEZGn?eD
z?#c?E-{q0z%{6iw<fCm}2Q@KHAPH4AruGgqlq)7^3g3u_fB2hbaljhSBwGs7{h%GZ
z$&*eP-nU1)t?lpo4y4C<gKLWqzt>7#+>&eJ?2~51wZSLDHXN8E*<T!<UX%r}6F<T>
zW1iV|%STre9_%d91u3B4)#g?5L$A<!D;t4Fn<bLwDi2UXt@KP4;AAJL0<aWRO)Qqa
z;1JN5l&B1&8pQ}BM<OP}lWE=*pw^PJ50}R6B+D~=J2ff0^VPl`t6^wPXc{1@1(VUO
znCWTp(0*qqPXV=k?^oT5>8bS}zaql7u%&Udb#^T`D(ElEOaC^dIbtr3?bv~&F(tlQ
zj2SPjwA}KoCoNb4J7DwyauiMX-Q-9Qno4Tn^)3rkHYFkTUEqUZvP@e20*A`hlMDlC
z73hPMicQC+YhSeKdYMNlhfjA%_6<vm<>Kj~H{}f*2i)+fv`zL^P2JR>npD+ta`d7(
z_`na-Q%C_*Re{XpFD=vyi^2*4uxk^Eu32R9M!!s{eJVS^uMclfZOo7;As&C-Htjl!
zVJ8#oQ%L40`inoRTi6XV^qu|UZc#6!7bPSWecvDL2kTCjsVQ&x;=t}g6}Plk5d!gB
ze1Z?5)<e@lhM8j}ytXK&{Id2$n3y6{dWHbkETmTNb0@oW*}EHzR?ng5p2;hd#rg;R
z;Hde4oWtm;ke4%?oq+sHu;-=In38N1l4=IJK}bMT<a+w7^s$CkV}dWC0bPHxz~Z-@
zXMSAVIhh)kM4ar^?+CSZQS>}%?2LUK1tRZB8o99nAqT!q-wg6M2I~??ynzj<gsoZz
zt=&!d%GR_rLorbByr^(B{WI_v1Lr`F{h!EHQkD(An?wDmFzYz{oNR0cQohuWm>M}c
zdNKC3sACxwJLLOk@3QGmGXD=_L7cv^Hd|$EaBsobkY0@A#VTWiyEXb-D8`0Z9b<!?
z8CH6-j1BPxSaFXUAEjt(Wr#IhoOQ>{2}PK6Azj-R-wkbg&)ayH^>3F%I$}<!j+i;2
z5Gx)QD8^_J)`UAD+*-#Nom7lT*D|%o=(mH_$LQExl`-0gzNfA+dK2XnGZa42Sb*h}
zPc&`5557$)!m%RtIH}PmQe@Z4@O6qxoFw97qn{mXoYWeg1q#c_<6!gg6!7e9P!s<c
z*>mTkI`+QK>#aVBg4LwA!FP6qtf&~}znwzvw?Ckvw(f7;)BgRp;W%qD1ok$N#63pJ
zj0LE?6Q{F%hiMaF|K3{=xHv*qSc0M>e<1CvWlin7eEl)~Ql%;}8TW$wv)<3OTNpae
zodm}YK`?Q&#evs9MB;B}(Hw3)!qI=_XRrzML3u_FE-l=E`@4QsyQbrZZ_)QPwzom<
z{REtv_8qcsKhSy4U6M*{l2o8TE=L<a9}7$^5Gr7g@kbWr<3^oQ-;KN?6k(^OHT~~d
zrNua0U8VN>9zr4ZSZezNiXEjDh%POs+Yb;3@V$)%+UXe2-pI_u^&0K*vA0-+y^f5n
zEiWp?(aI`h%j6K~0d0i>d}d{i_RWluR`06YO%`Q0F}iKh`a^YFETe33zS0(rI)}q%
z`V<(327&Kjhtx4sP=4aH&im~sufT?~iY6T_v@%CKA-lY9=H%mgEsG8eMc8A<=y-Wa
z8Ge&gAzRMqAXp&4XBK8?uj8JrVcxJItpux5sI?3^+L{QlD!}gfF~XAq#wXP&d{P_r
z7-4fpDblJGF@lKzUwB)y`m9DaW|Ux6nsN@i((n0xaei_ke#=+-#bv&>7+}q`u`sz1
z->0b0<9)>f-0$q6^PYP&V%B-h#H?>M6SHnp#H?QV>T}FSJ~cAK6eCmCcy)b|GG1Nm
zpgUe2nyMpSH8#Y4)p)g}0{0d1>N(Hm<5h~?jXsIe0iTa=O?3ODQALyvw0%-9p$I!H
z7@yP_w=bzE!_B%{P*&+<z{3U$E7rJuZ*>K>RhQH4`|||&+Q>p@AG}?fhg&-4PFu{B
zbEoB!Qk<dYPWAP0HZZ_DA`^@;)IE3FT~&$AjXL1*F`x3we0Cj-F4my~YVN|KgIm&C
z$Ql42YVKmrt^<no+s|Wp^l9Ygmmws;8EY4fMtFO6+kKdjjd?#DLrh#c(lUy$a={49
zc(0GzHS?Dp$Aaa*tNqN++YXPfE_lvbyF{_p-uF3c?eU0zTJQpE?e`RG?HyUKp=H>4
z1<N;{M{Yp{LfSZD?RUcv-p-9(2Z_0uxBL`h9%Lddvji*W55<hhJ=Cs|%j+?J<)7Gh
zBnG+p<#4n&!}t*$@zwOc^kIuy?eDvb<=bx~w~*3-4c30y8{uso*mZCy4ttJ0RDRzO
zV2AH#cGJ54adHtpTX6{&Z)ZRzuSbBF6%MZ%3Rg$=HI3+#saSqA1-YfQ2yr*Tn#q9(
z_cdp|_Q>^IEcqn~NjX)J${XP0AjZt0o*38Dsp*=$(pr4BI{~Nf6{1ukMYljpteqSP
zA4m4N04>9%Y%D*Uf!y*sgg6;v&2TS-yX#(qY2-jmKF01$z>r`o{5mDD>F1TTa(w<<
z3VwS~h$4v$9#$fJ)WZ?)cV)Mi^(RuW{74dVOKK6~VT!fy1tZ+of?WsKva$H*r%1|?
zKq_mXKi90+y)f<-m!@m<2Oneo+oe$fnEQse?tb|7nW7&|vF6?8`XL8P4kt4*(EVV9
znL|A=u9ve?2h}osz9#{{-ONK#MIAhB#rWtocf3D<-M-iVnuz5G9wWE78X?{mSo?7p
z!rNH0w|^-ei}yZ6QdR~1{fdv1DQ1oG$GCo;P1nrd5r>24(vVRgfq-X#4!)LHI5`9n
z0qpl|T{1jkWbm@U+UXsiBSSnRgRCAt&Zd|(vJJ-dXJnv$_SM#VICUc%&vGhYW+XtL
z4)$35UOPDIn3r<hK1K8?7N6jw!xnF__=F)WK4FiFPY7t<Cq)05j^)QwkXu%V5LXkd
ziSkFdH+%c49JrQ)v1{WnB+M4S&QX5<cH~wbHl5BuY)UzbE2W58(g~r@@h|HSKf?08
zaSB_s#M;@N5FW@r=RI;h1&epxM^a`v(+@7DnDtgL#trmox`tZQnYSetTYpPHX=NR{
z1lu9{lP>Ua)%{)g`eR90{__*$7S|xe(+q2;wnMnTCA$n)vaoo60+O;T85x|6F>AOl
z#`RG??@`NcW7lc*?}z$_+2PcpZtU$JipTQ3_mNvvjSwFztex9Mw+_xd!{VKHk(AM>
z12fEeyDi2I@>SQtraRbrl+r;hy0o=N^k?0g*TJsqSibop^PPMf2dw>e2*N{^zE+hj
z`)^^-FR_SE%%$IV2zJKzpY&I|o|a+dX>8qp8>Qvd=o03R=<i>Lj|clRw*HsLSpHMI
z(hg=uAUuG5zI)_C8W!)4LsAx{g9i9Gn_$+MAdDN}rFPAxqlt(~EJAU4En;^JMyRiq
z&d>j{WuSe+=2)D%o{4AKl`u2nqfbXiEPlTO9Cdu375!%#^E{T;A;gV(9^16+dAv$J
zkN279ajx<^$Rjs%vFS_(VxK9V$EBU0`#ipE87MoL|8o+yp3S6vQWrl9te+e}kEOa;
ze<T6R_bd9r%Mxp6gzN5yi)mQA=Ye`Zj0#lmhb?z;>V`@`ggG$%pu;yu|E1v<C%k}P
zT&M7hvo-wU85O^{xCMTZ>+zA}K4>*E981RX!%vV~q8J-K3`MwKGh@R+YHW}w$A&k2
z)W?S9cd$!i??C?!b~yEY*VY@W9ie1+sA7v$Kj@I*A|=BEbz2-2pl*v>C|k@@+9K5t
z&DkP7f4rbEe{^kT{`iN+{IR=^`D3ic{IL(~{E?PnUo4hyYn(&cV(nMW%^~k&&u=Po
z$Utfi*<J1WsLxJf*U^V+f7idOJ5FsK!Fo?xhJz2VeD_`C7F8j{*9vPt>5lLq_U~x6
z9C?U6zb7I-xtNimjSas4C{peE%Bnhiw)O^oyYLJ}Wi{|{G{v+rZSnr_AolimT*C4V
z=a5@aj*tK+tX(*~nR$E;<}Evkn79n2Wfo)Qx5F^w-CkPPW#yFOv+s}L)cHrKs+Pjr
z-5T3hjYU`pd;hNAeFMukT~@>?_E`JvYt6(dx3TBQUBoBmF**o#!uNCgs$GBNkB8W_
z?-pVnWTCjU8nGv)A~cYF{z|vM_YRhCy{_21Xot1m^hbDz6MOpyW0}2+PZaAZLDYIm
zFSYCEuf2$aCmtaqryK&l0e#KFnY|DZ>eOoYPjYRCt-%gx8TQ}D@||~(TUdn<KWnW0
zycfcQ*}ucza`*xE9Dj`Xr_5S*hX7lAKfR0E_4>i9S^swFtge_FrM-V3`fLW4|B=qb
zDK5rXGu9X3p3mR&d*Eg+#%_9uA?>X3>$DKoYd+YWfXx@OuyV8yruSoi7Mu3X-BH;$
z*Q=R*bJV^)jd>CMee^VzeREf`a4A!<Z_Y}wZ;oXj>3?z$>1Z8mRRjWoKp-?i68;E;
z|L1sndt?6m`D#B~vSbN9|NL`&{q@(lc=6(YL=LLDpufLAS|iltcJ|`4*sx##B0?Oo
zdgpBnm~;>ce@=m|m3E+h@m3l}zZQVb?VKSJ^6<l!>*zo60OC))3nxWFLnFWbm57`7
zvf$Xvrez8$8EVeybVLvIK)90;*51m+p#2GW^g#%0jo3H)nhFi@=mTXUi5}D!hJ39=
zbkd%ug%H)UdaSvbi-A8SAo0Tx*l667>-K3G9u#8EsZ>M{@kF?bG1gwo!JwUw@n}Xn
z*cvw@!wltSVb!&<Drr6LW=rs8PiH!Lu%t$YnI}>)Y;OW?e%MyK{ins4b0rheJ*f$z
z7;Eq4W6-fAJQ^DSTd|Jz1^Re2R=MFob8Rj&O1X)c;*Yd)yn8MUZ+NjU)*s3$!<>hC
zh;GXy`K^6cgh4mb@aPq9*b23W?7I2}47i>K8vzdo!<^w{$fGyInez>ruDMhw!3XY^
z2s0Pa8-l)ioR5Lm)A68}7mRq?g??#U_$wXJuPSWeW-bQpOTeS4&#{H6&#{Gp3R{pW
zY++vl5<g<G#V5s>b2$^yuej0^Wx5}Jdx}Tn0-NuLaX~u!A-S{`Jq{-#D!>}^A{=2V
zFu<eYYKRQj7gG-<7GuuE3`F;KL%4$x*2d;x(2=Kj6cyBr3<mV?l{(O-zq={6_4iPl
z+_Sdd3UqKdzXG2n7hsLAEjpTrus*94Lmy<}Zbx_63fOINa9k#A_&n?jaD=0fhx8gL
z%y>#$ERo95`)&rhn~U*luoJBLJS0`u!JNeokCas6tE?idaIrxLu@D;z$}l`R7q{BD
zz(&QsRoj0fITzMEeeCeCgCpMn8Fez487S{PJ-q;rYwEDk-3Io29u5^(U|3QPuD5Z4
zBg<zxlv08@x3dx5$(c^_Tl=U0gHAugqhWrqHPq1$e0@9`=Fi#>)R&EKoJ$2?Uk^um
zd(hXeeprD1e<tI>>wYj|`CPvgRN#x0LabIKRz+u*;*E#dh-vRiKlf~U82T`q*3lk+
zdpHPq$f%XUOhv~RLR=tkXlQ!>sH%?sn_<@4<K3amGR%39hv-lTgj*V7ZBj7?T}{KI
zzCN%Ov9({10asFCBjn*=qzjxxEIz5A3Lkh`BFw^&UO@ZmVIBrvNyCG_-t0apqYQK6
z@(|r#A;Z&R47!|#NBx_T;j)ShEPhcUtEUqOquebp{5tyv+D48PSK_OTLacPNp%YFw
z=9S{jr#ZMCMA;&H9}Ihv18cqkc6!>;wnf>Zsj4le=Hqd79X5K{!hy2Iq6)nJBnLMF
z*=_M;tprP|N-*EZ5+OVxcGZ+)az#E)nK{BrU)yfh8C!$d7R^vvFURZUx#%xYeu+ih
zkJ?=PgRvEy^m(`{t-*q-V%X{%;1!kYRBiEd$`-wCntZ~r_$<VBaMNvz@maJU_Ox+e
z^iV5>nSoN?3!yHkSDGSii$mhGFia&$xRKv$s<5cC6yH&sh5174sH(vD(gK{Za)339
z4mOxsL8@}^l7@P`TAYhPLgi;mlgTi$Bp)LUjWEN=490r;cq*4dsN;*aqvaCJ%P+<<
zMUvm<;&O~i&%-q@C)lX?x<+<5+oDe8S)(>c_j;C%A*M<hsu~&)VJN~-6C=#ZRo_gm
z$)U$Zm~%b@(fz2g$rx+z<YCaECwMeDSoio$`TEJqSVYH1!_g-txS3N4M;-B2lMLDA
znEN;%>w}mizjZ0ac=cvF;(L1Oj8g{QOoy$&00-JT!%@UTdbJd0D$gV3C%*T$g}0G_
z_LF-u%kbu%4BYDGi9nV_;Gc8L@kwF<)&<xh+)RXZX(bpOlZm)49y(=sH6{}_0t5UM
z;s{3(pO(R#ukCN{lvQJEMj4$Tpo?EiEAe$s5tchzGviZXIYy-9;)b6ys~zle)wY8k
zPqQ%8OzCsi6_#O3VL5(uv4$I;kHvW<7@3lbtG-SU>1)gROJN1RNG-%_Pg{f;ix8bt
ziZ>o-Bc`3JPQNttkz#D{)iE{%vy2UovoVZiE_5iV1aq!sA)5M9!&Z#74+=2oL^2+Y
zX`_35q~es(0Zs2UO)>Kw^)J=_NH52`7t-;Dr;eC8r4)1S<RChdN%C9!xDbQRq~Os|
zYK-RT9;09PW0ip(qtB-?V{|WfW{iGRi2kRa;lU7UjMmqRlRi%_#2OzanTGO-uTwrT
z%uQ#UG$byIw!^)YPgKN7<{EKQpL<lCWQZd{RGeghWF2u*Yj_qY%-(nv4vW4-_ROzP
zb>|+eKb#1UUw0v~LvP3nwSAh|@FB3D|0y!3euAo7F%Wut!Z~^w)d9%)^7|LQr`3o-
za9{QXo=yE46}Rux$$SAPcHnMMUq}m>FLzb39z7Ut-_J$Tl+RFcJr*J#5BO|dO1Gc-
z$)cv~svbVU!vXI!y>F1ob?QK1Bu3u-MBLl{3r79A9?!$v-5GD4*o2sk2XJKU9C-BZ
zgdtlOqB5rd$$wp;uL&GE5dBtujuY?CL*~u<h@3GVZ~wUsKl%+o70c&3R$Ybf%1g1x
zj7cWhCaJ{R#Ra%vV-IVUakr7p7S`&1iHe;H^YE%jJt?ZEP>AJb%8f+=9fQbk6%x!Z
zEWuJ+OFGGKOKCaAWas0Gt0Syg{NgqTYxOZ&E=TW-Tnsi=j*p(yVF@;taO3k(Q(uqG
zWfd5mosVm7j;x=l(QdM4sMyUB-L_~xLTQVVn~W{GY*5(Z7mO|H8yTWH{xOR89D@5#
zn^-@4lMW<R__nwdOROyDguE@~6?iMJ0GFK{SmoVns}ZNv*P~B%E?yI>=z!0|_f{5g
z<MB|_(16Y56&RCSfNRbUurg?U^M;>u%JIqLeEb+h`6NTEO)JK0w=?jdyQfZ{H0X8)
z?UVMmb7K5rwM@+?Q8B_oUmGSyppv+<$}l`86Sul}AV5cq@adBRtZQS3j;12~m{Ecu
zcQfhaJYBx|)w`Ln<r`pMTSqtv`HDHLx?c=165vF8<>m~Yj(AElW(`rqtP@HLa9T&q
z8qE^3zE+%zfhsZU4J-AH9~bMY@mWO)28gs{_Fu~+_$IFy%N(rG!BB`zMdcWomWS)!
z?D6VO7mYYYR*#;V@oIeoBE%vLF*U-hoaW<IisRK)SXfbtg{Bs0ClFw}q!RCx6yTgS
zyHDDr;ghI@x`9P`7$h`Qi`$166=0NDj2XtJFwxV;6PXl3mX((iwGu3rlwg4|Gk4lq
zU5-iR`S{a<eeU$5srKAyNU3@sEUqlU4QVZwQ*$Q+9<E4h@NFeCcj~QjovIytuh0SI
zm$z3{Vth#f&QdyHkzu1b<rh`@p`jjwC>@B@bugm103!{>m}zWE&s}I8=<v-4kKV@Y
zd55v#hqn;X-UF*QpT&UDYmspETiDuYZ}_dMu7ii0HHHuFfLY%hf-VC69C7;ajHdTI
zmOiE1Kk*o|7oWq11^rvN)}F3dYj;wtwckMhi3bsXVzQ34_Uz}bwI4io7qb`qh7F5H
zAflZsR&Tw80dH?c!o|;EYi+`=16L~ye=QWVzCFr%&!y4luyOY_>|8wtfxh;*b3X$U
zXCHu>i3lH0Qs3Np@MHpJFTH>b^ZOv8tpir?j>Uj?4<q5^M0OqA&cNtF{t6u!;D@cZ
z(0}q_#2=pkC&i&|$?2u&Hg-QIz8Q@9A9aSQu@DcF3hC=vb#Nscvv(vQ`u#ve_?lzQ
z@l*_4a0`!r>;YSIZ9i&h!pG;sz2Wa<3;|CMC+_59(z-a<nhDUqoedK+FOC79r-xrZ
z?*LOV537!)px^wPh+o?sMl5SI2V?Rv``2VdkMcnTwUPfq76wMg<MG#Fu+?z@8AWPQ
z4L&*g4Bfo6?REB%WSoCeirw${!`)JZzY<FD(V?esG!xRvfoknv&cf`i53yltTSWL;
zVD+(Q81T&vBy4;|hYkezVx%wpohcpY<M-Qnn7HO1eQp2tOfpRN?tW^2b1Ehulh@wE
zo1GnW_rvzbi2fjm>4#$}82If?JYL_ET?S(TJ|98#gApx5Q$J8Lv|~1&&))tB=N}Yd
z_l!`u+Zy7pdxiLDQ#>3kMHmvUz6tW+xm3)Kj>U#q;fQEsjn#(}FktR^B<vXsTMO-j
z0W3{~_+nfT{9R2M9bC`C#3eUiYc4|naAr*Mbuq!Z>0$76G)8r;9IJj#K>xYt@O0l0
z*qCeIv(?D3J_Z|RMIa);3afukz<@dDkg#`%4jBaa;%!O>GYI$!8J1qBucc(Ds*&OD
zlVW`JPB22e%~4WOhZ*bcVCWYYaC`HhR@c6oPk2w^6Mk3tgmpT6f-xVTzv-=b9uz*|
zM-88_MBx)Yd%jONcr6FB_aq>Cav&nS&9LTV8U`+o!Q+)(VQZ#)?wOijjZgL_qMN_=
z=0{1599{j*F`|<_-rKCcnVnS!r;{;z%?)h$v@0S4ZLs=4JO<480|^I5z}8axkO)gt
zA-<Rp3V%1M9}MvO)pSf;cnP)^hUg#3B;o$BCl2clJ;cs$dcecM7~gD;q3`){|C{uf
zrX|CL49wmXhYcUMM})s6Rv&qa0bg83!nXc8Y=Mt2#`weE)r5H-ZsuU(@;i)AP&u$`
zK$so2&rv493t8s+bo+lLVfO0l*zj35L<HGk_5L^vn05jQhexyPz)XZMqT0jX-JG$-
z%juZ7-~ywAPE3sa!|wZ7cQ771=l6n#qY1v*c$>cG!$Tw4b#VMXW-t658@?Zgh)@@-
z-hLGW#%)8w`8lvv9K4~*#p};7dPoR5cNoIN2^%k>|F~_4KRpvp_RNN3>SybAUc=56
zBjDj;iEmc?g#qKX<KdZ^5Q)^+st%q>!R&Rnv0-i}L<HDi^`S=?FzYlD_79^!mzEAp
z1^8loTgDEkKDd^NiHoi<&tn9$QC?CbLzlL;81afbrYyb2s{4Oa2HGbi7U8Q2A$0O!
zNkuJYtht4upPt3-?Sr-3r=G{%is#YC9BWRdV&I}Xc)Y6HbDqa4e6lxz{dugFqpP0<
zMntyodHfe-SavK0>rSO%$A`gmGW<7(p3?V>U(ppJfp)xf@N5cZ|9Bf4W=Asp@be=K
zn0*EbKfSJ_AB6bgonWPJrut#YRrP*&QiQL@Q~hAU_-3jfK0AloTVK;||GL62PEz>A
zQ)w8uBnFRHJjX8<RO6F<iOuwbInxhYTF?(%kB=PpL93DBVg_b!iNl6z?GWK-iPcA+
zV!)SIkg&BM9sjWQ!)Sl_yC}wnTRE7xGKPI@m=*T?v7t4@YG)~1yn_w1DO<G0>YpED
zz?`#4*f&JCUmT~|57*Rf@hR00!ODJEdmBSPKabm6Uez&wJcbR6hb!ifmlgBJPoFb?
z48g2#e|v%X<3YvzQ9CK0o<lC7=8%065#oT=yJ9e4^3O;(HA%-jIs>C$ZG+D392N8E
zTj)ROXT<*=)ij5s7|_iF+ZPRJdM{*IBWsf3&!?EZ@(MP5(GwBDc38ddJ_bxZj)Y&|
zf-TEIycc7#FnWLwI)~UpB;etPow4Zu;W5M?9s?)EoPE}ct2lo<6MGi+g}b8({<@xl
zsY@=x(Z&cvdZ-^tbnv%W%>MRQY*;c15$)Zuddo!&cq<wSm%n=cJbu3VfqIRUlvbhZ
z(ADVG*#{^0egGRQV?2G94+|X!gdIE{huI5HV#C6rh-jyXQ{LH$gmW|5<CGgI7(Jvd
zI=6R)NXW+z8!w^%xSfbU{c%&ABB`oFmoPVscr^%9K4V{RXlnn&L(E=u8XFc2L_~-a
zR^VHnz5oFL07*naRPVZl0TcHl;ja(a?cgT0cQH`8cX9JI^pE-p@h9JdlRYz^_I0<y
zx^Mc!)5QYSwKA;Qag)C0>6s5<!*Wlq_fK+dhpoX5Xc_)U#O!64u;J@h5Yg5itM}Z+
zfcJhy!twF2wPMl3?M#dw=!edqJ1~0Keh2;EJA(LM-+_}IBXjooch&yp)a6u6o_88=
z_VLkf|5hGmAAE}FasG(#G{u_J85p?o9v(011X~>i7AR5+tMSR9By`hp$PvY_G5NTe
zTn0y$d8pRDy-SLHbM{79dp940etn8Z<Dau{ZoKY&d-T4!Ly3qAw8p$h#lE?sYKT}C
z{aeExQUZZMAP`hxpV1Krg#Xt}nly?2KUM8dmBPY8%$P9)9v&VL3Wcz>wZ+JhBM~1T
zuk&8@_4WAShaceM;{%aMME~uA1q&dRs&1D6Qd3julZqxxn4tFao;`cgKc}vz5)<9s
z-RZV{eSHxf9gY74t9IPN<dGqWdb2G8ysfcu!2pOwJZwMAUKwETilO*$YzKq}*ume+
z3R}J(g!=jhoV~7I;VUb*0v~^O8hcj^0iPw2LrsR8Ihfqe7862k5MU!l^dJw2`TE##
zk2#5l4QgIsZ!Bnf*=cOj9us7ZKAvXqv=AZCMvUcsT~S^uM_hhYt81T@;c5;hhuLC6
z2U`T#is{5ZT85Z>-7@F__9lX+mz}Y4VreGg;m@c5j0m=dpN%0RT}-g{H4nsOOORfw
zeR}t*d-<3gXpIR0RtT^(M077#h^geE$GSH(QHgE#M*OCioyMe2^>@_kSV}2+I-9^#
z$3p$8<RVOVHOB;3b9w_CmG~z%(8rGSQr7Etq?gdutB!=bpo^6l?qUIYSQ{b4Ou0~c
zvXdLeyP6}=R7C%Ldpk#Zb8k#pHM<Pgb1=ERiY>gVu!Xz-z!rj4Y{6EH<^2@4kjG++
zck?hgi0TJx1Xvl;lXtowG^*phNI!giJqrWf%&@epGuqjT;bktwU{7<MlkinB3K@bF
zGW2m{WQZ?p-WFA5U`f6Z8tAKCW5Kc!rnTr`U1kZQ98B?!y&2jV39;747KZwI*qvL>
zdj0O)GP+vL!9YiJGBbpmh>vdOV!GN)BP%nC;Vk51lfOM(DbU@Jk3N=0@HAvODJj1U
z?^u~)td$A;4Fy=~Vhypr9`+Sgu(rRixPq=qvDecck;Wpp3i;?_Vu&C`#ii={dK@p6
z;9Ey4bT&4Gr;v}&94zVo?<i#dOsgIiVzRF#Ciqw)z+6Np{)u^d*zvTunSKE5#r&q1
zol4@v)ABmpEU3czNN04k7Q@d>g!P@AQ7v!4ffV*<{KxE4jJGqx+jge#7Ynf3%Z9Fs
zw<n)n4}0>;X+7-scR-{m(+^$E3=wRk><21=z)rwxdi_x>fd_RROZCQ8Pm3_w-2xNb
zEf8QTLUcQYPf9CcZGT5<DP7g?NGDguCm9LQ!^Q|9Dqr55?COT`ZWfGBG8bWcm=oiZ
zN_F_8Cq<a-p&~<jg$$`WWJoDx{9<QUbg^caVW5Kvz6-L$>&;a4Ya}|a6z^D@Vyv|(
zV~cJ!v@Px}WbcE$h2`|d^?hFUh%_;5vc+H(TRc`G!F*>c`sY;jrq7%xTjXJTK^f~k
zch*#3gwPmo3XS1yz{j^@ONgM4Uur8^uQ%5>fQ`!QnydyQ=wX0LBHuk(9bOk2A%ZW0
zvjGpIM8@zl;3H0^U0H(S$E*@eus6jxJ2Uu;g;?WlOWWe^Joe{jPhJ_lVfa8BM|5hk
zMX_4)2$h(mX^Wl;o7H4nRRu;F8e@c^F?@J@EHtrzp`Jc|u9oQ5fr0XMrLG2sdU|S`
zW>-i`>FOz;8Ji=JFQ7Nn_YoShZo;M5SX73$%}p@I+ys6?0iF0q`NjRE?6zQGU;sNF
zujzGBQcYh!*i`vt$Vf9|%&{>?_hza)HnQqY9wxW7!GvHN1Xvp)y1yGUK0kQQ*ksIa
zda;d7Srv7dekKjOU-P1qotk4!N)aZxm}9&P6Q`^Xwx^%Rof+&tjQTm1#B?~!1)VLK
zIHkLl5kgd|puJ{iLRa$fF%rPnScvcZZDGvQ$E^}}pRhKy1QVUjFy6@wZH$HZF~E+N
zVOKW$^Rp|fjP^@EhdQCNg_s_Dx?76TR-@ukrK}zk9^@c8(2g|$s*w$a<rrsSg10P9
z;3pDbg%e{3KNah+1D*lwC|g&&E>tphFhr5?M{SU!k_Knlnq!cu5na(X+QkOBGC59`
zv&YOo=9FT*tr_07Rg4XuHuODpjt%*WvBB>J#)c9JJcK&NhPZr8ZexWB{)(8ny9*Pi
zBs?chQ5_#OV`i1#QLkgEW$5W-3{M@^^;SJDz+@jwOz>8W(UDFN8|Yz2(sRaWLw?gs
zZH%s{!_7i!jCN9v(UDH5me=C|%XmZkL<duh(}<JyG#4jPJ~2Q&PEz%Wt1?UAB;;YE
z9~CEwXj|>ABTi}!&jN+@)X6B>br2={4x=_P30X6~M155?EXT2*5Ns6D0aZ8epzQE5
zNYk@WdG0bw4<CnNhmgN@PsiyKk+<z2@^}A&>c>fR;-9>#8nzSI+c$}9kMe6VC_Hc+
zwP{%>J97nv2Y-igNA<&C8e}p^^9q|@vLg1FgCgmVOE~}aY9t&zgO(8X{%Dk@Wa6(m
zOHr8c47b<s!=uB0B66m3og{Kr6k@j=!o8hGQ200*zrQ~Z(yAJ?oA@T{J-13KFh*>I
zkzynGQc1&R=Jc3%Q0Ew_4_gC+rq^Y~7^#`?CxD*Xb=2Rnv8l8IW6g{)+SC|+0zQ7Q
zv82c7{S}ou$46V9@^!JAX<s$r?+p_pbQg>0gg<J`oo{V{iuwjTu2o-WYQ*NF$tc#a
zn}%xLwkVG10LhIzDE(R87R4&ISaJFy^1fSv^56f$^PmzE-!d`AXcJ@j3iw!R#l$K5
zD<mz_!KFqW7%BVU4Pzs8H&p0Az{h+`b5t}m;8C5lRn8mMq!eSKiy6i{o1+aCBLp%r
z!mdmm@ogp(vmb8n%=jcaMi8T|t{A~cfCaubbc}FQ$Gl-}dI_SO%<zsQ;}_TY+rh9o
zznD$UVdXd!;)KrTVz?Rd(al2JFY@&CU@zn~y{wzr7`0syvkupYSr4}`X1&T1v#S1{
zdY!JVK_p)YSC*=7jq&PRig<OogCb68VZ3@l5wB9oeT|GXXX4c!Er?eswpLYOw8AG*
zI{4m{@kxjNflpdiSw>g<``pAFL5jG&ugH)!fpAB41xAXD@utWa-aI~?_$Q+Jpr&PW
zC+Z*+k)9p~s3h{;mDORG$OsVvX6`gvWDNgi=1!Df9%X2R5rzsKm@qofJ$KPppS#p*
z+rje6GW1mFAW&5YI_55`HlD%cx4R;0Ocw<BIb!3ou@D;yuzf%K2K0{Y+_7xlaEu<-
z5yEDwO!Ij9u(vg9dRem^)}ni@o!`t_`w)CMw!O+)`@m+_+RtF`ioxJNCr(+l`64Ed
ziA2<>a0K|;W8;$Hj0^{EvFjkz70bRJg3&|U>D&N${Z1-|^b5qRy#wIxVo7iA?AP5F
zx9_EEx4-KSCXWb4)EmK!4(9h|+CRenJ<Hx@uj0eE+99-!E&M&Lu;sh{3LPl#{nhHr
z7}VVpKg{icb^&(qay7>g>X0~=4R;i)kELL8Ul&C6c0quP2{ybR1hLQnJI<<CzHX#v
zkQIhS+M|t&F}xg%@bO>|v~@SZ)yGUM^fX(78&68H{=Fb{^f8B@lQE*-3qo~mJ@#MD
zVVB{27AALcKvbkX0vwF6VU!QV0)6bb&Qxh)Ltfv2ak~;QZ;%^2thC3R>nY`UC&CUr
zeazu*CBl?04s_+f+iBXd_^PAHnB3nLQGHwy;A(=6AGW1+u>Ev8yAFb_F|3mV+PIj|
zI+#Ah6K&m1apjS6o?&kxQhOb{k&9lz*6`GE!u;yrQZTunN<VxMtmp^!1E_iiH}->x
zdOxVha6PdE@APt}uXVQ*V@iKlx?0=qr`mIKYIF7ESG^H6&<g?XX4p6@9Ac3Hwx3L9
zZ@--#hIMm68#gm}IhkPkaDTM*GRKt%%I^l=>f=FINbz(uL7;~@R!;4Ja)}gi$?R(b
ztwM%Fk1_c*Z$u5EWH86Z*%1mEl61&mk73<i(Z*dx22V-`=DR90V*&nJ*#{$Eaf6?$
z86pF1ux@%s#3U9YJx|i=+NW53T*D{4r|=2qp5qgojp1c)gpXhIKwCEzpOB;Q2~#wD
zLLIwLSbZW5lV5R0R8J=aI2&Wb<N$~T2H0^S3(fk2ALB4@xHmj(wf(`k?vD8SO>guG
zYQB<MBdhkuWAadcM7`#V01pdn{Io0cUGVQu*mcms5yN`Aqm73JyqrxjeN+(IdRgMi
z{oJNCoizvJ@nuvfhIV&DTOTXzn%5KAg;h9uDUDr*U!Gv{Ko3OqcSnGmDK<`T&-kT3
zQ`uz*vBj{iPH5w53NJ@vOdsZhww`9VqVZjokZ%BcOHtFyLPt{ds-GTU^6PC7HN+nQ
zo)*~nd3Qz!#}ahwpqGb22WFT)CKzqKt#IX@iVpTaz?T!-V`vX|MhD;aVsvnk{WGoF
zdIgh5ha+la7y^9luyN7rOq_D)4(s)M*N(=A?{uOop!j>+V$0GunKANel2V3kSMlXX
zuV84uK(uY+fL$v`Av?buNB?@H-TuLcm^|1QQLp+Sz{4CH=XQdaTATm<DZ38ZJ78E3
zH?(m#XY62P0NQ$4;L3fbf(r#z+3TB$q3F|*J^B0JmVx#OYx-kkZx8snnISUB7VBn3
z(iI2ObG75()hALhxwi|VdO0he$3W(JJpY{Maa|ndjqrho9ozHhgs+EtqmM@Ny)It1
z4744bOv9INcwuNqJKA6Eni`Dkl3E<S&A!iI)xk%YJlIFs4|6&(zWGFRzFE-^PNtYX
zA^>eYE!2JUs(u*xio4P`&x~ODA+PfJesR)E@Qd9PezAr9!1egVbsw}E8IC-~<N@x8
z>ZceRrZtWY>|;sK5E~5ZqB1tT?t``-X1MZDeSMxv@N3c7&?;iJN0|JY526NnD{L`R
z(GSTjv&9i@n0|;;wZ*>b{V*e3w=HhIq%nVdvjy|V!7Z3S2DNDZNXxL3nnSil)SHSq
z<hT788Gg|*hg|-eVh(A?%pn&x&LK6bO9>2MZ)4o_vQXJaq$R_?dzd^d5K%+hAi&cS
z8^7$y#0kGWW|!gne)w=?Fhc!o;O}99E#LG)eM1Az-crVw*W+^W&R~D^40D3Jqba7m
z8Hf-cYut*@({6wBc}#w*GonUEBEZ)H8<&n$tYzF_ZNFov8<u_ZI!3?VL1#ZKU4I5H
zj^^0DdMsTjkV+8j*Ru`0+}W#muG)GPlShXkYGell_}F6O_d_8z<YW7x7<L`38Ho?a
zMJnPH8*EuRjM2f>XHD0Pd!rq`nf?m;bYZUuuh#zdo0vSR9ioPZBEZK68y5^>+CO}c
zz5SKL@Zs1nga+8d-^&_X7QLpmp7Pd^AoS_t2~SrG1p3%u<>!4-URjH{#Qavdf0AoE
zYz=lm%dk5Zliv(N)UZGVcv)fNH@zV?<YD`-><RsQmkz{-qeBqtPpvCiV#~LEP+t$6
zy{Ys$_SQyfuVd$v(JR~qo-W!|`&R#%j>+Af5Y^2Q0Zzu)@Qyzdr(Di%K2F*E5c7t5
z!o!9=sWz*m2Gf6ff<03L!Pjv(eUlDi75nA_75nCTEB4K4jCalMo731E@%6PV40Jcc
z(rzmI=DgVV&9#O-qyz$iKp?0>68;E;|6zDM<)pWupa7APkyx{44V`p1Yt}5h^2#eX
za^wgiA|i0*3Uk`LCRBpp(xpq$r%xYDn>LM3)|)qP9>$Cr^Fp#v*Kgmx9sT?FrxOy3
zi;FRJ>QrpmvgL*DlbM;>>?<cn{fnl$Iyqt<=Aut$<*6<D`g-Wo*&R3T>0VG(rK(yA
zsjMEBD#--Y1ooXzj$_W`2zt`o9Ch+~#O6rQ+e4Xnps%Ng-tK0&k;T3#hoZ7h4$rlB
z;lAcBh8;@8!-A@2+t?CY05hQhLhQt?s(t$RvU<d3SE9GdsU=iDQ15SKJV%CQF>wDO
zhOXTAkR^dkm9iQcz4_f-WT35s{3`TzF;Ulnvk7kGN_4j`mBVvaJluCaz_1g^cv!@~
z@r)v`N{W+dWtiB8eUY6yT|Ty~2EA>J)Mc<X!i^I4&viVv5|I{SOnZ<6$3GGgay}W0
zpA@K_!mp(RX+8aaOSUR$x@^J23^y{L(+_Lz!hQ8!3_FmBhdPov8{60tqp$^gv5tPw
zXy3&IH*zYQ?}r@^;J!T$!;UAZ^#iq#ax%3HJ{BSjJo*$4TkfON!N>Sb$AU5~L!Jb^
z-85uyGsTS@N%K0`5(oFq_c83ZBs?tCwuOtC6>!*a4*@$KVCtDP6jjUE+vi#b^$oaN
zQG;F<>b6L|zg5m|<0pzL5pF8N%%ps{UrR>V?NlsFD^jz?lSLA=GZEtLhuLtumW)m@
zY1old%G&<@s#^3gF;r`xdVjmBhPC}uWfF8W5@BveA^aYsq4VPmtjsNGYM-iZN!4Z%
zY9zCW^!0E<Qp4U4MOEnSpy3l7OmL$aUq@|{_x$-0+z&m%u(K(6SfadlEw!RXwW+dj
zMctE<=_<>Y3zQ!2Ro0@Hxw;;Dnu&3%f?W?MOC$(45n=YT0(jj@LB!p3EYB#`=@Y0n
z4i;2koUI9+e6Rkydc>AiqqnVwPqH<_jbe5?IG$61NJ}xM-OGXFi3Eh4Ny6fU=lLYL
zZl9z}20J6%C~8IqD>0_s&4J_b1cdyRgvF1Wmq8bFA4qD^Q>DTMZHuOcxXofW6sJn7
z7+Xv)fbYFjbc#>MiX3fQq-;+Ws*2YQmVTwGT|AW6p)+5kCPOE_h)&vT35RPXbY(lS
zo^t9J$`jyRT{ZIRW%QTfH>5R4mCMjYr5#m0+^wudPjhuWQ15lxVliWjvy$`SdGi^<
zW7DwgIktEpzntEru4Ri24TzW3p^HGM);{(Au2egLpABk*@oOqNp#0+bx*B-!cyy(}
zjs;m5R-A{wYT2J}N{0J2b!v%ulnm7SJJl_d;iu9{3^O%?k&c9k=AeC2t^~c^S;nU9
z%I3$WjrZZc;U0z^d8#!wQF<7E;u&U#+au80uz492amp(yRedNKsP{K?Y`p(HuL2R~
zhWI!>7tW`jAoSuhEJ-TVX$REL4`!D^B5yzh%c-rj3>7taMdjo|dVI1J<7O$lE&g6m
zi3oEMra#Vu>xCq=znX%j&(y~!3hMU*t&P!J$7b2a_U~8MqKC1@_+(6tPc5?pDnWgi
znQ@aHq)BDSm&wt?SZP~SMbP$QA?~o;Q|H)V-h#0qr2t-cQV?-39m_MHGd2|J7#k>C
zEU2PmWUZLFnK+z|Q})KgeNQ}w{qYPBb&MlTF>`tuCi?4$ndvdQ8oeEiUwn-I<uTk3
zKgO_gsd%VjGqrMEW3)c5YQ(inoJ943h8;H72St*mILYJsGjzO@hGpsMeQ=^kg7zjN
zy!|K#?$@88b4)sR<gh2HaQ!S$=<)e53=Kl%1(kJzh6Yq#xC(K{_N;$HRZ=qy35H>N
zCaH?=?gEp3JyCJ`!VBM%y4JXT5X#P7RlBzA+%=d)wqtF-;zlg}H^yO1f}haC1?B^L
zpyZE>YS)Rp-4T|073~ww!DrVB2wYmWVXq}PcM8R`GuPFAmi*@x`sWn-d_EjI1mf8l
zm4u9j2Kv2or*^F4(*vm#U4`o76ZJl}u4Qq;!72#`i^LFXj88Y}YSAt)8$I)L@kLn)
zO6ujT?Z?&Dp_`$4``yGM#MHE`{r%+<3^mbiU$u?BWtA}1*FykH5=xWZoL9G-3d(N6
z*=@1vW(>rk!A;4g0);J>|Hatii$Lq3t`6Nq>TwG7KBl&1W5fPR35FUyM+X&^FxAsT
zfPmi$=M4>rEoX}n#JXdId}=Mj5FbCvh0EEeXm|M;mL@kJBT$uwC9(!Ys(en(IqWMc
zr##a#Sc-8=hhIEF`9(7kW+djp?NSmtTu;FdDcXK9sj3bhmy*!t>N8A;&!(#Yvg$|?
zvv$^qSv$XA%=)TE+^$Mty&M<ns_6>Vy5iLyZ1HN<zaOtQ$`CJ=qKiOX2I_sRw64WE
zQ1wZ4++NGX?c<6I&>=q?LyPk8XH7Nx+)1WAck28ibEg^!UKObKK|7uRXX~nwD_6{&
z>S~Z$FGE+A&#9&ZnN;m}FRX(a30@Pi%v}t4bhX5={A|2ll!w1qbU@2cCqqnJI{I{L
zqm)5kAAP#}<HjB3Mx(z2bqc;y+fU%t@k_k@!8W94Y9F?sTx)lK32W_!ENkuI&tGe&
zbnqY(eY*Lo$e>TZzY)uxe9#g)g}LM0)u(v!jM)@-|4|mM+)lxOUTs)(kcU2<+*I1v
zL!VBrxN%SS#wb;&iWIaC6q_-r&wt|LGx)e$V8G<Vu<NoOk)!tF=o$9JfI4YCVv@_z
zJH$$Tt-Y-^oh<e|C|f@pSBS(c3AzO^)njU9ikMj?*^;^^wUPMhV-{PG)gvaO0=@k-
z*8Ba;aXnS{I`em@(qLo4$D~f|F<2)LQyhO#gsjq9T289k-;?}m^wp?xL+c=^41Gdu
z)cYaS8aG<1gZl+Y%&J89KxNfqRq{$|aN<rLCiZo0rXR{^y{qXUgzAUV7RsRL2NfAQ
z`B~uj?L1@^)i64EP>3hl67&tV)@WZ&Z))z-!CqYl9qe)AQDMv4kI6-1Mmf5N*y{L<
za%?{S6lO+zgs_}Q-)dxdLdoEuA%g>MJZz~9IgAW#)hj5fQYMiy-#uv@hRAjMYCfUu
zKlBONDn3E+J(Ebl;u8{zwf#X#IeG_cv>$AR>rZq)3*Y^c3>z~6CcVN`)B7hdwpfTh
z9UayCp`#OSJYe7GtEGe6Sx8JTL-$a|o>Q_bkXuwu-=h&K!GNkBcwLeBp)Nx`VxE?w
zPdi(68QR(5Ml+j6)nvGvhs2BubPrY^3opbKz;48G_)q);AFPc<QF$%94iXB`C)`QB
z{cz`&>)=)<64Of2y**>kDOr>bs?_djW-LTRpe?S)<>?rsv(TrjxB3{})f+cr*%Mn>
z;{>T3mWp+ml#F8J7F4L+)67&vR}Z|daZkn$iqsPGXdQ$(;6{8w%XDxj8;R-VO?L32
z{HJ6ntE^*uf<}T5{X9O?@jS95jyLk%;iQ-MJpKzZq~up4x3pI6o@Qb`T{-Ut%RL$2
zT!cOyG<-ssBW^rwX+J1@b4YW(S<w$F2NtXO#UKqG1U*LwlwULzU{bG_<QF*~AGzy;
z)+2+ivBCBQ#)f<(W>RB=dMtP$t`K&keuw|0Kk>o3X2yor6050HCsf*E!3)@8nNAs+
zwZ*3SqYumcv1MaZ^YcgMGu(fat(ZUhH#3jcoI|>`d=6RNIEPeUH@k2v19qL)!+*e5
zd@%nn6zMo@lkSJd1?UsutS&=@Gj7D?zSulg<v_1aZS8UVVk)xoE19{=?MysLFGasd
zSC+Mm4D{*dr_m37xDk_rzsvEz9-u>rD@IP)4!htl(7x|dY}v<t7!oZ*e70Ib7A->;
zDo$Zf)YKiPH2<9|d;63f<go8uy!(RdDLN_`Qf+KL7z;BKAwvAM{TA2zC%Lx6)?f!s
zdU%wNK9MdeGU%aCq$_UR&v^ko$eY%cG|4NJ;Kb!rOdJ-d-98nkq*b7IfTenz5@3Pr
z$?V@-QhawT1vVxEOzN&2S5=|xVEmRxm@~i?flj)sJT|*;&b0;m=C(b6`_?!NJI1na
zE=93#?#NR(Y`Tw5`yb=CB$imQ73?7;5C{YUK@;6a(h>-S|F>-2x|RNa*REZge)j37
zpCUOq8J~atITkHi)b#U{Cr{$lS6@X`R1^{u6X}VJDmQN2!2SF8;q1&zxW51Xd-Uzw
z7r*@S3;lZYP4-jhHKCI6s7ivSrcAItefo3+1qETniWPYGUG=i!&Eevroba@S!jdY;
z<qfd2R!=;#wKhV+v*$0OQGB}mJY8~Lb<(?Z^L6kH^ziXJVb7PLN(OlYV5@Pmh^;Xn
z2|9v*Un>!|4)#Q_tr%ssa;&_OgKj$?A@03kIIC2``2A@K#vVyRm9!oXCVc!c)*sdy
zCx~#}ev=IKOq*IV6zY({+7MfZc_Y|fOegZKypn@%o8uApaR{7QPCu!U*5ix6(lI*N
z8m1bR)e5T>IxtlKxviLo1Ra~he9eW}+S?7mR)#36lVj!GJaqdd5piz?z?o&ic6UM%
zO!x*ErlS;lVVyz-p@s}X9ug|qH)o|()!}@V6mL13;drDgk|lNcC@vS$2H+b%?S&F*
z0z2zrE;?HpB1mO{<GHqA)J#86wlKsK!FE(X$g%Qz4!Z4lgt!khY~e`>#{QyW3vaX7
zVq-suHT!{&1eL@owe~GU*xJV(!PbV1Eym`d+s_Gz8yg5`69Mw8WT=$Z<A*!BSkTE4
zi@P}C&$Mz3Kaq?xZ}_5z%7%4y8Ti_^P~40R{V5p~&qGWux*bSB+;~O?ivI3q80KRE
zcT)kLmDS>_D_MB;$P-*0(*_1Ai9fAD2SrjjoseX!k$^?Le^SN1K`pgfii<VX7-eUI
zUxS^HTrI`Sr+Kt3e&Nn6P^45#v9-Dk)0{0Z$JLVFs6HpD0DL_?ylt;MHL6I?v~Q!)
zz75X+PjqaqOskdAl>mlY7~`OqJ)YG{>Eu7E{ZAb%U}B(;jz&T(&n<zkh)-A2_@$&0
zw<Wc7l|M}iYvt@d!H|c9GWO@u*G!15U0e`sVMr&jt&A@~x06p1_qrdPjRf#F6T#Jp
zk1u0$u%VMPjClH3{iqO`RZ`?sYk#iBe$do|t-t_J%5?NYjTDz^WEg2<jKcvAcvdaN
ztY-zZ9zJ)~-kkJ%aV5%R^%!ews#^zaKB<B|p&~_6hw}weyyaqs<DK0YpL8z=(uM|n
z)5ezFC&lHWvy~V@EQ^gzGKg4YC~roFd@0^?HN)|)Zb+`I!$)@&G6d-UqKAzlnJ!!8
z;i-<zm1%WST&|E|gq1N4`8d$FI47+DvW5nH>S)<yi_5YpTNKdG)#2hw+^(!)wZ)PK
zMg}WAbs4Pn^^u}cO__~2SuLK*rTE@Rz5l-!TjFa;F?y6{(-T6<3w>u~iH<A@f4Y4F
z4^OLf^g|8f6Gqya;Fmy0+7@Rf=hJ%l+*Nzg^7kUf7O9G5S~{q&r`y-8UO~N2mT4zW
zYjR&&izjj^mYOOz{}t8OLqb(nlT=`qu^B!!GQ-8X8hlVzgrCgy>FOP-6gS#}Mimk2
zeUgr9L#o79*V0vqRynAD;o4G~#%D3h_^fMevJ_$KKo11lP-Bw}D{tqb+up~Bn-tVE
zHvMoj2RwZ}OzU9xd>IsRik(oy4ul3sl(757XH`<9Raaq*qbZJsyC6v-rIY`p^$qyi
zR~e@~D6c{HYpJNIZ-B9ZK7Q`tOji)pmO<eYG*0TIWO^cD_lqf2Qe3E!Vzh%Pj<$D3
za#bCj&_wx!ue_N4IFwV4dlfaf8ln6$m5rwHiKjh2J#C2{R55n2###B<^A$<Yn)jr}
zsXUpy#eRt%qpO=48){`3X>E+d{tkFnBgL!~#n|BTf@4EX<M_ze9v^ka%pz><>8gyG
z@8_f2(I<!-*@iu4PAq0(W)B@Pb8};Kd5!Kdx-&IKix?Rm6`<RxB*YEz)fl65u_4ll
z8KWO7#^@?3yH6Boj?X+iDQm_jmR4hwtqG0<Inr^`tfYL}4!>}-YKo<pILRDyT`dq(
zQH#0B1rX@zVXVDrt9lkF46H1m$KyekufFj^R!|6`uNUjzP?i07R+jMm^AMddL?vn!
zZQF~2711wzPo6b%ZC#%FoL!n<2tz+l*7m8&empA+1YI~lmq4YG>vA{kL)Ov_P1jW1
zx`(96pQ8H7GYIT$;r!J!1fM&AyX^*{zEby>crC@)-WrlT_0LzCR|t`r33wtQL>6Yy
z=kXxX_*~R`Yk%#}Ropa2s;|>f?~`TE_e=Nc>X0atVVRk_FQBSO4G<a96~xlyGAykq
z!#l-=IBI1J1C?a2V!5vIQ6EV<D$%KOx26^ebyBRf)%HcFCDnL8w-D704X`sXz(Ge_
zSg};|YO<RG4ZF!Ngh+=iQkDG-tSsTBYKvQyw)i3x%j;QnKvf<~l0H99xm#O{1gR7&
ztkshgC{9;Z<AZ{tCLJ8Gw_()*=ktcf7(v4)Q9dfMvP!p4Qp5<qg}Kl^>Enk~i~xM)
zql}m0D{9dFdRkMAaHzc#T|rPw1}VE=q;!y|%P&?-aiK(t(e|eJHI(s-RPrC?7r*pm
zWawxn!sb8+_=@?+t&`*XXNBl<Cmk`79x&nQw>V~f_5v~M5|x-$lV7SOFw)aUf0gQU
zTJb7NOz|S|>T1Wo7q6=8KwrxzB-gdvCoMHq+F+p~Zr>oOz-(hvd}d;Xi?ua)zqAPZ
zEo~5~l3+<CCbRc}KAyE;?$p=^-y5qx1K${1;;YJHbT3iPofaCi&z(w|^UE#Kft1m~
z5)~b&&Ru977&CL1_o=yyzPb)*ofTI?F0Y53jrv-Tt&J%Xp0;dr6dMukJ+Nc#1o(N`
zAt%2K3zq+m?n9U1!NqwnQ8~Oqxz=v<57yc*DAwAQNrOu_-vG}*zh!If#S(TMSeqar
ziTwoomhjosS5RJ2gEl>u!oWa}{+tUx9f+}SbWm@<w3^X@#sLacCBB3d-4&@-`E>b3
zINBODZTQSDszPOz6ic_>#CJq}V{jyG*zWGewzcubww;Y_+t!8~+qP}nwyllrNiy-7
z_dDOIQ}bi0rn<U%o__l78yAS&hZEMf??#i+yI$_>Ia{64J%cL!D3vr6C336mO6$e#
z%;}5J)-pE1FPLBOv&TfL)jv7Ok$ptcUm|-GnRIMLfkyTu?7qnGr1{@<nP?l!Ai2ml
zoCk!%lk{#{SyW?Ru4KR^r;K-hx{<fTZ`vP{JSn?oS2Vb_aqRHig4gKp7M(OM9kf_B
zF?4uU&Jw{+VsO_ftom2CBg3RmU-bPM(3j=b_!80vsILF5o~UugVPrboi=Me0510Kg
zsF_DH6DBj0%D4&rZJzvbtEZqW02+*;hCLS$^|>x+zViICT3jzF?>{9h>)BD#P@8PB
zFTbv}p%ayqWLVwyH6_Rj{ff{k&zkR_asVJGe?|4`PY$I)s4J?{1O_G(e`?L+tx)4}
zYiGkRu~_y~h^#xCa0YB}bA3$J=Ay*(a96l5FHPL7mvmw;ZW5G;2dFLkHnyyx=HA+|
z@b_!&q3zi3P_pvHX7G>82vRmRIFjdsZ_b*NfE04N;9;e$(|qe#m##yX7LMNxZ{;I=
z=SE-Kv**?8zo$z*6$*ro@RdLR5!-NdFl^udGuHq?jLJNb`7CYhtNvPSc{QhQN>}Tb
z#-|H0H@E{mzMc$plHi5(`2(@4)+@X@<Lqi+3B)H@8u&A(x3sd%(gL(p#~@(LU6d;%
zp?S<vg>uPKK;p4}MCfT*8IhFq^;LozE{&A$pPy;6M02y_Hy#8<>75gdvQ2kG%W69U
z-kU$(A9448vbJG-2G=>51!BK~;Mtm)y<3POjbA;i-ik_26!ZAlO$AQ==xjhR1p0|U
zQm@ChhraUJP6x^M8b40k94K!%zwSlnCVw!}p!%qyhBte&Y$Fj)1HdBnZRDV^m{B@`
z<S)Z3%=}JEP}SlgBlSY0A@yun#QEtW^=I{lmoP_bw~9Of+gfh+HA4+72{W6q@}X27
zBBMEVbw^uOhR6DR)nTg)-+G7^;4#C5ZyL_Lw}4HQX{%WFgT%qt7>LB1U*w2b-fk|t
zb<cGO`^ZHm_GL$iy)uhMC}$=)^J_S@lHPbOX|T=BfR<pjY<v!#(qhbjN?h3L_oRu2
z7Xir9%W7Qfg8wS!88atz@~`f{JAjaF<odfSgNyp_CZA8<&lf1P(|t`(6!z<$fOKWg
zy$4Gl$2VW@62A{PaBr|EBAodK&f#N-{Uma~U;F4!u4l({?Kwtb&AS7SNv0=hk4f|s
z-I3_Mxn2=WEU|Op7KkkrK<g6?4Qqg_^_sx=|8=Tgq15R9E3e@S5yL*>lJFC+GlnlD
zJS~>v)j}PgwkmJM8MkTGSq9V<Fx0>4y)Q!FWH2Xn^KFw$_vK6$e;c&)$?2_aUH5UG
zzS_K~T;q`N!NN}rwSz)K=8!Yq-MZ4DJ-rMY)&<Q!eC0>d_s-vrwf-Oak(C(64}9Ru
zIUyl|(GO%<xr-VO&cwv@pQ`xf<z=1CI`iv^tE=l;ub)6wRn;x1&ME)+$P)@Y1@Bob
zl|MLNt~_0-&fK^uAL<%05rFj<6r}u6T)o<AZybj4i^O8E18x1=hX;{VdR>RReNc_0
z(l;dPW3;QK(Qw9%nBx)k;58y#BpDGFKHI;s?T-9lowPE3!VoDpLjkCapP3nf-oOr>
zu7A;(Q|972KQfC*a}QM1ARlh&gus4~My-*BUy?d~wFjXZ`<H`!*~UTh^*pxcx)(P>
zOn_o;lhn~8w$Ck$>zu#}lA`_=aPx`>d$G3U=_(oput;hX!!Q&ec@^xR9UF0*QcEt1
zn>p|a^XS4H^PN3}a}JMzCk>CJQal9Xw^$X7-{QX0U0oL@Rwp&b)Vnfwd)i#BICm#D
z=`U`?Oym3dywnJ~woH;^zF@i`5T$iNx=w7`*MU)dZYOjNU;i&eb{5ECC4xA|ENwnU
z^Axce<-k*p+$Y+sVRJX3e?INMYqto>%SNi_s`&=j!AO}IbFXf<Qjow<b||=eh2%io
z_@i4__Upn`F#E)sl(8?i$E}I3g$0GUQ!QjUeOMO8@6jTUX4SiLjTgs?WT3Eu+h&qp
zSsM7(d8MtK`Jh{U_9QYad?;xOWU7sl0~W5GnnhZkK|n{zLp6Ueh|&&aVve+}4p>3W
z7A97sd{`AVR-**?%Jv-(k<eP)eCz1}$@(9~P^q&RG=346-6)q?iGpRx-0nA@xV(W|
z72asso3Xg@7^66yn`k7ePINfByX$eiYK86P#V<X#ZmN?V*xKBT0m<M*OjM=o_kW{U
z4-l!s#6A7q){oIIF;yU=vb*df8HA&F|JZ)2eu31uG8+V$j>TOEy8bD486X;_K;rRE
z%832j##&6Lg}azcr_Zk9DxeR>zj43R%ekYh?EluFC5op#_&Yarvq6hCE~!r~w^R+~
zfM~s-@7sln4O3>r@D%DwkiZCLv|a|Cl^V<)2=5nEyY$@|l50-FBJ8)(2o&TkL|F2Q
zk$$r%&E8FJLv7O!+aT{Ij-{QvPy6}tanOBQSRcn0+T5>y(c{N-aTb@U0lzT1cX-S0
z^P|%%_6g|whPT1&DCNZ>VzMe(f3F#@HISQIkKEe%r$C2dlz|H)%|!suoMc-g@l#JH
z1abqj5G?Jkyt^EFosGFlimoIvi`l9uEio+?jUbD70T}RL+Spq3<2wnzZugA<49MNe
zI52f&ElzhL<F=JYpNZXqO!i%udmV2cv>P{ZNKgNf+JNYY5VUxSZWNe%bVQM<xGe4s
zOa=N@#sK^9wf7=yxQ%rdV;6Z2nf4Tz%)nT5<0d8+@!lYzj1Gt^G#?Bfg8@MQ`BXwl
zQ11w*We*e@WiWQ+t)x<<EtjbljNe!FY=Gh_^xD)X@_J*h&~mmHvS&xX;W$TKHV?wf
z<jUUeNRt<MmcYli*^+6Aqbo1uKkfa-!>bOTBt+?vD~qd1pMT2FUMrx&U49sZ7D?9;
z@<YGy_>FvVAgW0Jn>`>^$@?@tKo&W|8vpd>_mOQ4(9x-_RIQ`{%D<HB1hD_$-zZlZ
zwJwUxM>f~FJS!UUF-=ZO&<;zSd8%8HG<)rAv5;QhryaqB$gy+Kc}1`hNDp}@`t;FO
zG4%@uw*`7Pp*5Tek_}l(@Nkzq=of?EV4&{>1rlV-0QChxeCRympwpjTVo^T}R+-g`
z(aXu-UvOa@D<h#MOdmNDv}48{xj51GCNcoet?wke-!3-GfMQmNnQB`}x2yW5#uALl
z-z=yDc9YG4<hA%{SyNw+Y01^ETgdU)1AfGAn-arRUwa;^iGd&nwIlX54Z2|i3R)}F
zf}<C~ld7r}dFRJsJDN7pWjP4Sg(q9JXVEukTkdpSq&0n8y#BoytVhuLdO@9RfQ<BL
zi@c-;QJ~v|fOWKQM@aU|4)0Wk@>_>H5I@wnGw`=@awu$1SMyV=%F2c_hV>QNXLGx>
zG^fiuzwav>=9{lKo_~*9+cP5`%L!3%VK&Z4>?v?zL$l$C0x?Hw=tZ|M!)30mg#&<L
zKb6&I69;E&9C_j1Sbz4<r#h&&7cRLAv$KJQ+WL?aOFfK>hj4IFFDge!?cW2y5x9ux
z@jS|@5z8ZMe_2cojc8&2pk#C$fr~S8BbS%>T%}2!#CCsBOuHph-8WC=@6d?8@1%rN
z@{t8D!SempLgnSHle?|61gaXWVqo{u_AUyMmAXXXk~7=C)stJK$Ps&NGLG0yl|w~s
z(t*AP+POs_pp<|djKv*zCrWKck+Oe^W$4hzHgps^oYq1`7?VN*fT{mHxr%&g>vTn?
zt}N!n%M4w=F#dOD5S0_*Y8s(;b$Mo8hOnV6M`pP6KG{}p_^q4k-E_{=#6y)>gx*YI
zv~Mv!L8!X`Q<cwX>0R2TIP6rjgM;I<wRzVhl7`hgAUi}}g9z%v9UasxpS**?SZ0pW
z|N54>gAmj_Lb3S8>LPGSC@v7I65P9PZ8xwu56-8_4)tZttl(=YqOY<tc1kVR$T8f%
z*bmKzp&BJ#>5YVSX&3^67~K+nLD3H#6}C>WJhX0N!8y3^I&j}*t@Kx1+`2G-#GdEH
zlh0#0+yZ^F1UMl`<^{fTUV<+TPLRc+n7GoquQ4BZsi_HCC~z!tK?cJklvB~~qgM;F
z2eFQ8tmI*hC-rP&c`HbpP%QlZ=b=RQps#6;*-pW?!P9kya-st5c>P09@54MKEl}3H
zhP)jbzo*A<W*-w+%E!jexZ4?ZUCzYrk=D<1F5f|7V^0vO`K~@<wW+5H04-Z>Z{a59
ziLMeL&@*7w&+L;E^FI#cGb0?!$(K0g_wK0|(&2<@4o46Ra^^;DhL}pcx1vg%=+Zo}
z#h3l|x-+=ubyd5V<U=~%Py!zD^9B8cqql})umjA|g?w*U4Iv;i5Qcu(?4Xc56&*&C
z!JKdtUq!6Gu7zF$@M7@l(`kS;M0seim{a**+)4s1ljAKAEK7j#MF6*ywYm3<8kB*A
zJ$Q|lKYkahmE_psd!mPptgJhl(~ZjbgtNoXktC7<d>MY3ST~5&T>VWkys$OXwS04+
z)3z`ftwp+9sr=;j`x<bZSP5NY-2t^ymy7Yjf76X_EaJ4WFud<>N>sMn$8K=6z7ewv
z{OSvs`44C^#V8U_Mq~xb)3Bar|3Byi_=WJF(*9?zi0akb)298hubI7l>|`p#;ASRQ
zIVmymcQ!V*)8$I6A)_m0ow8hI7(bA^!=e;$(OZ7LT$%FLgLkXjt997P?KICPLD87R
z(9+T}677?jnK|RbM@|lLU@$o{Vg=La6+FI6_)%H%9*(@O)v_lDcyG&bmS`b&gCE%P
zIT2hx>CPOdPv);JZ?^ao!u53`i~OX{Y?YuW>r3H^f5nKfyPQ?Oz<0sfw;26t+Pl3P
zc2|%ne+fo+_<a0__zy4-Z6yX2l5E+3y`O|FyOX2l5oARxbD;k6t4!vXBqS6m8P>7|
z<r{%V0AN8YD+fDIbvxE>S0O*p>QQ;M98K?Xn9f!oDSstI(yaW`m8%mqyto-?`S)7s
za^*)bd^0Zd(uBb*2@Axda|L&XRWgL1@pmU{)3QqYzk<b1Tce=p9Ix*Gpu4qKrI>uw
z-tzMW%VuxXYt5H~DA(0>;X0Ih+BdF8LtyRKn|}u-n}A)RqgF|8F|>MPvwW@U#Lwjx
zh(fG6|7z@U+EQ`$eM|bH&4QY<>I9HjqKm;WM_ytaZY3hy_|N1)xlu?=ukT2_2-*NN
zxHxr6`v$RdT)+C)A4sm#^FJQZV9P5oRA?Y@udv1r>lVwj=Aj>*`8}+z-e4hIT#H7Y
z_=3FOuMeQZy9hBJAL~vY7@5eCu4yARR)oRaauw(TyGN+xI`R^rgy|6Cb@Hoz&G&0X
zrRDnq!sU{5*hvVvKR(e7SI&J3H;^(s$7%~-g+k?#u`OP}^(%;qr1)49^hk$;7pyKH
z)W7ycq@li+DAS=a_{#}@BvV5X?N0WGZ^35WTz@wwXxSzcnTDIln<Wv6Zh@a2j3}MN
zG}T(ZUb0baM1p^@^7%)+e-PA*W*m9%`MRE#mIcR=0_%tA83iwfaL%ldOwUTAZlScS
z5S!?V>TOe&qoBR05WBowtYK~wnDb-g>D}W8+1N#0cZm+oo_wo(oTaLwWzegPH(%Ks
zxX5;kM^6*%+eV#zT;1Gi=_W(f>XJV``|O##6x677CFA0l%tcPpAwRF{OSgyjkYuw@
zt7#$K7@Lg{eQ9M0h{V@JC^1P6Tspq7=e5Djt<)Gf!NSSB9FkPaYVaj*{PBW{!^^&7
z-x0!HZg>3xU)7x$diX4&agfxdg}_tx-%U*YuA=m}gaC-A%rCT!SoY;bBd1!N@WWWD
z^3K?bsUUFKc0el+R6?Bd6W8M4Tw3CQf_?nongx+@ht{r;r^<Mag(ZMPaS<*avy{Tl
zsJfT;LRptYw|zLlyOvh??B&u`-h8UUbKXd?`2Bxcui$h~(g5t~)qJoC21}rrzV57X
zH9FQrMg6S&=-N*!e4^rwg9EtXDI>Df#-S-L5SJnLdXOrEpimoll<pLzHZj*P6_wWC
zb8ZY6FNI#@6lxr&T(OLqWzIfmB*>JvG0XyJ6H9kZ%s1w}w%!+@vW}VjTd%PHb-b=2
zk}~Q$QNEqpsOWjCo^;7C*<0(A1npCgEoY5M?DrDO;3BU{>|EU^=i@uv+8m-%7@$X5
z^I)E5u&a1@!ztQZ8{zlEhm@(S0E@)gk#)_jcw&-T;ei!`<R-Q8djWGRvbfuM?(EtO
zE}JPv-11UEMIHDfGfosMKh|T;tF|m{=E&HH3o_(+_w>Vl5QySbTQfkLctV-fap&Qp
zUCxZtQE`~8fqRNebdh_3RsQ5xnPgBy{?<=q<m2N34G<!Ln-?MzJ!!IeSJ4ZPWvj7o
zz{5l6%(wO5#=Ppyh+Y8eEzmHGWJ{vM4d0Vl-)|t&v=zcifqbpv{*^R&R$(@~>|X@y
zOqVhL{c)d#`!pe4gc4egg~L|&e|wtqzV+$Y{uL8N-6``rQ9lQ=8*r<nY4Xt^mQDUO
zzKMZMQn_9GnC%trA}hEphO+DhCq-1PeAbyRZkkoo@=+QqoH}bTXAhaHFzW4xEF;v}
z_LJUIMyS3R^;B1dx>MvW!sTDPOJG@|WnG7^&W*dUVncac&zJG&00=GsA-E0uve9rY
zn3Blm6FHhnsk_2*1W&4Cxli8jgp=oW-5viuKB*w(t(?Rv=}jRP?pt<HXN{v6tlSMk
z+FIK9wdj*Kx;f=Nz-evsvvDv*g^2@gaCH*#H`RHMTKfvUp{6y5Rln97Le>tK)~J>j
z>!jA3?NzgzG^rZ_x?11P(~bSki^-m&H}@k(6yZjUFVWTrilrvG#{Ge2GeYLdaYz(m
z1gnbznSb}l?~e@HU0*!u)~$iFE7H^Hw2J2<xqSPBVnR}&m)5?OP0ET-8G@S1y==}1
zx2v9IwOTNPDuAl@qHhfQ+%RG^Jz3*knmKz*WWIkgN=~$pI$~-3+|Zapv{b%kL0~nZ
zKTN*%`6Rh=(^5|?dxh!_eLR>=lCEZWZu-s&<{UlXEcF&x8RMd~n>wm|H+lH2t0Jzv
zI+5wx^mpC9PKnk4Q8P}?iobYq{riH}8b{-J+KRtXpa#f@lF(emXna<_8TFH1fVP09
zkien@*HBr&q6$U%qd@bIf;mV&VD2MMl=5A5b>i-5NA&$(6RHb$#0F%;Xcyr{b)?}4
zNCy>k&FOKL`Uilw_XONE>nb$s=GwJW%yZ-LQA<;e`$dsvge~z9-dEgn3>*uD-TKkG
zD-%?HqDmP=J5^?dS(9<;I71?GP=JTLpOl<T{C8Q=Q<d!1X4k8!{m#R`7Y0ft%RwCf
z<tG@~*}@We>dL@uu1JBgN?|J@wh(${-_fl$F6G-5eUGjNny$;{-bp*eiUQ<qq+uCV
z{$}5~GP%-XFs$Q;pjWLuM=Pq7%N}{kPPR`1S9z#p>R(H5$V68+KdNOhW&=~`mIm|+
z8xm6BBSgA|yQl6ryYZzF$=J!?ErrQ-G%{i0lE{T_-00?n99<_}|Cvvp8l30`Bc{z}
ztBalqa*Zh7h<Izd2#&(MjxB0jj4@Psf4bji(i@(Iz;SllGjCK>k#24>`$=ps_RHZ&
zfR6sbx`H_!+~In=buzCqj5tweG8@>NeEV!a(MR^CE2yPMK2viwd!3k(Gs=BcA3jV3
zYPSjuSqa1%e-0g}ZtK1O$9b<)fB&EV;>h1yg-Lu}(&59h2{c(A@XhmfHWsjWJ+`O+
zNv9srX#L7pN~9N{k6(Ek>Bg{zRBh^gScaq(4IgbBDBhg+zL1eJS_N2B@F#~t%Rv2f
zi9uLTwu14ircql2MAF6gtLTPw-_f>sgx3!*bK5AMyw~58&k_-6oWwT4V@5kmPV-r-
z&gP2Pbp{t}+wB9M;w>&#y_ri(Be}NKl(fRt26CC@=Hl|(DlEHJK}M&Y8XcsVr5uQ2
z+WJS{MIGWH41Qhyq%@HG%XU-l{7W}Cd{jdb+s{j=)fw5N)+!%fDEKzA^CRj$1ohFe
z1Tk4Ez8tSxoW*$%juXd|8XbG6ayOB}o9vg?WwRnDo>Gc%8@rwa(j2;jXS&AoEBbGJ
zP^9(WcI;9BG!5A--fvZ-Ex9*)56{aqCr;h}3(20VlK)izxW&({V}X=z-5oijv#+S8
zDR<(cfD11t=dANa_IjgO@{GxO@|63Nt;S{=aTs7#gt=mHy1{wHX?oAatB3wu{o7P+
zS>W4NrR=JLD)<S$cLZB0%dJg%2pxN?ea)~JDFE5ZdacP`{-lQs?#jox+7OBAe~g|o
z;?NyI;`?0x!K3A83iMuHUR+cK&c8%L;Dt=d(dtrCQy0HVD?aP@{{72y%ci#RGd3^~
zREMLbp|P&ds#yNO%};=&I>f~*%?Ol2wYgpfYT}|m!_N`V5t`SQR%G8hKY8Mkh%6^A
zsJs|XBGBsiVU)H+3#W~k9Xg5xI(z|5wmxi?79*)O1<aMeKiAl$F7$qY`82sR4zwpZ
zHIL7>FENX9H{09=WIzv}sQ2#_y@W$NlK-i$%2x#$U-T_Xcu5#%d8w7GAT7N~reehr
z$0i8nC10khs00cW{xB#u-WR**Q;TxO!8qq0s}d}d5=%H~(N~$~Zr{8sLng2pf>wN4
zke7z^IaYadriSBef)7R&)vEi_HMc5kD5|k+khxP)lCaOQ-pUf^dsAuHod@M?*O!n;
z1aK468^TgJ*+tL7Ee7u#w(-|c(N8SY$mLF`Gm!u=*I7nwQr>ysz`o^gx-AVktOC<I
zmVtH`1Z_zMiK6|<E6i~PjqOWe5i>D@hze7OxwaD3Q^DMFUg!KGDOnKquZ`+$z_X~F
zI7hW|(@4pcpgX>49+Pw${!WEd^T<+_K!=U}M0r&iW0qd^7uHkxn_g9!xCGN%DjteB
z32$X$MRTqWO)#JQx-Y3X<g1I4Sh-A$GsZHuMag!pi-1PBBfZ2Rq7yZWC8^yX0R{cA
zIx^@C82D4sfYPJpFsh0HgJG=W3{Pk_%!P0)E6-n*!foM_?gC3?7sO{@YdlDGWidB5
zeh?|!rkdQe-IbCk=u~dex`pD#vS>@#i5697Vud3+(Hh1aD{I<Dm%8A1uw{P%#m_CY
zxBRVrEuCSOlV2axCm@5CPMvFfkc*tN*>zTWgcbL?NH^h=3DzQ|7NGIpiZwM;O?Nsn
zR^zgbk{gb2bC<!HiD8jtqLgVJngaW8dBa3PlYI?wrWtov+bs$<ioldq+icqCIE9Ti
zc-de(FccznDV4W@<$YN2@TSv(`fuT?RvjAS+mKE4xXc|M`E5VIra4{e#o&Oac>8M2
z1z$?DJ-WK#-vUS6o%kqeLaS;J0})hnrDdg+_!PU@0dob0Oxd1%O)SR;Qu$VVI#g8_
zqF5049c5N%=j(~Xr$&CZ9cu*;-U#rH$|Y&=#W~Wtt=5O&=n*W*7%l`|pwX#^nKqaR
z*@P;kWw|J%7vD6$^!5z{<4`m6vRhsaPuD(rQsS^_6FjNR=PP}9lWYUVo>4=Fy(GPO
z*@B#FZPRZq41~`YJ|dbeq-P<Ow0&dyslh4(?JS&iDeEk!-*j^AN$MdAEZ3iF^EzQc
z_vhjV==5br^Q!n0l9N9%|0(5U_)RcKgyFQ(yRjCUC^W(xE!Q2ebgV532bIOtwBc0%
z!84#4M`nUPd!10fUF8OO>!>aURu(7uS?M6jp(}cRi(*x_Wx&e$-VOa_Rlc9DLgL`^
z2ZP&z_krjEA-VPz;h5yA!@@Qw^33X!sT(|BR!2qn!l)-Djf)-0e`R3A*la@r&N8=(
zBoI&wwAi8Xc7cH8Np~3f?X9EM7_Pz`)xv%%xjqEj+>=KLs+Ml6bRLgzjs}+xijL>7
zew|lTD&GBsEV!0p*wbqI>-a49D^`WJPf0vB;$R8&=lS{QE1g!?3QM_{bfK}qMq}bc
z_mb<l?R9i0ASy^O+v-JuI`_d{RQz8jk4Q>-v|m7zHqyTpX;%sRXa4Nd8!D^H%6ODV
z@at}FYCDVhfF8L{*W5*cmphL(#bT>eI~CRZ?u~Mv^DHx;Lx<wU_ojGFQVAhjI-8{g
zRSUlfj-f}`<@?%Hb&@zzOU?AeVwtS_mNv`Jcqh1}kMpIAXh$T(?)J&*NV=dOOUpeu
z^cI0NU?L(qwJOodWfy`m%5O<rnj<a#V`bx%3#yJw{@0@jQ)eD3GI=_m#as8{M&P7m
z6`MsAL(ofCOB93~BXy}sn1OT5hpD7Mwks0#E-m@;F3jIYNgwPMPE(#2_Cr+@_*JyQ
zwcn9!ljM94BGhZ0hAV3$l-E35$wt?Ju6Y-KM+aroE8tbKn^s9$8)ORrUTGP!1#j5$
zEOzn<lY4!JiQe$6qjIeo%x)D%HVeo-8*Ak;UYDXTVzRPTt6+q7@4?)hgDc-p)`BYn
zahtiz=BvP7eMP{)TU<wit?OZNtgIdPwD5&_+75CHnyOG?7@Q3#nLeOSHthE=848=G
znw6a|5AgV-XPT8=|DA-vt>)5<D@f~ywygHl4^{rEjhl~@O3ueLQ1r_+Ban31bBj=V
zaRs<q{C!%COR?*Ygut`gyF6~47ow|A_cV*ErOP45DD(b$H~p@2$+laGeGfoBH5AT8
zETtVB9{qE=)^Rr8oiv`TYHih79wtHg#5?<IusetZ9wy#l<{64R-0@B`zXE<1c79&f
zIcHtkC@54PisV&#*u1Wm+_QzX@ax88M#5E=;A39-VO7N_zk$!b3`|~G$0Mn70};s?
z<(1o2K|Pc@hI{Qv0`|k(kK-!5NroqFfwHiCsh_lhU`kIq<kc;2$6aNz{rs;8)}L2s
z8(X2=o<bdd*B?@4t;-k7{u?2bTh9)_(_<158n_M_44i^u!2Scpqyn4@m2I6u?$j-B
zH};A8Q%EsYYwxn_OY{b~7M6ag0P8#jxHRjPe<lq5$YEs)QDSIJHS1eIYBw}es;e*{
zAqFA0-=F>T%vR`Ycl`WO9@5BV9u|v)Ma3jft_tqa`jyH9;6<l~wS774A`JZ)<ry()
z()K_GMet$MwwYgy<Aa(Q0gu#xvN3Z1Xri!rDU#ll<#dQKX<$w@R|Upkjq&G8iC~HP
zwJ;M*6-vCqRY7W5h@HD7+2U><vCZKic;Uh7>|*X|gJVOp;|><Hs`GCn&uF2Dwprsp
z&#f%lQ_*in=9sA}`!j(mE-GFWg-|JN4h+i8hy~0j=hhz?J^5$WSf6k>=ZPOVrI-ir
z=b%~t(KV%up9@F6@sH@wH6?Ao%cxWGY+Qa9KS2JgacS=g(H8{HmQ9e$Lhe0F<m6G?
zLjiO?{;Y{jBf0Jk?$y5sj?KN$Nsk=0fQQOg_8mkWx4Yk@u60dl1z7GjK-RV4VS>G)
zmEFvMnvcYq&AgW}g&RDlC2x@#>sQF@G}S?lGV(NzFO4hL&3rY|^_xFhOf$7sqF8tY
z0-ukv|0ZZE@=KreGNee9V%Jqi=f|y##}3t_h;JB;$LL7s`frxU#Vi+44>8pGVq{ZR
zEkfB>+8j7!RYN*0p=~Qa)}`G=jr&2G?{5zVF1KpYer4=={I~}eR+k0*zJ({uSq^)z
zEX{6V5*9z3$+z?io#S|N$jfG~1f-|@BLmIgWhVbw$HH--shGB<|DAi1;_;}gcR5g{
z)o_O~caK>NQ`UnLN4j*_Q%e9nQf&?o<ieY5%()FO6qr@LF^#=ZVo(Bat6?XHS|)Sb
zufKIK44vl!Lp*O=`h$7Ot=Ne%@;^5?vNSrb2r+Fs0vqu{@&jX^fWDjY*sm|2TBtwH
zIETfeBI~UjrEI=)JJ|paP0fQsAB2(lINJ7DIQwAvx~I;*cr>AJ^(c9Gfr^iWUM&1(
z&+h%}>EAP$-<2<plUA<gFOJFZFOFd={}r?_sXA+jNd0G=8o+%Ba_8FfgSNJ|p333N
zlpE5nGx*-~cFj|z*WE$9PESJ<`S4t%RK8Ngd+x5)YFB+vkervAnp(={U)Rn=%8PBN
zpHrY;1l8I+dY&EstFlZSxM_Qq8~gT7c1dnTo3S0(Q{q;f-gu1rRD=IR9ZFf!Ic>OP
zL_CBM6K7yyE9~>v;KA8qCw8mbNlscOic#n-8Vqz38u3^^NcvS$QB60J(G9Dn?f|9^
z>!I!z!R#B?mlduse$?6G0xXSn-M$({LSzLa@!$4d8MVORRTjp!WSq+=gm`V@(GV|9
zNrrgCpjNR)8j#mpBf$VjUQ5smB>+FV{>hBuBdbnOEo5-k(B3F4*e5-_`2|ZEWuGjh
zl$<;epQgt2XL}ti8uuD&*E?bJ4bHWB(jM?l4`3iQk<(;K%$f&PPJINm1~M5m0pGwT
zmNW`#Msil5s1?KJNyl~jB)=5nrM(=IF`4Sk3`f>R;gx;)RaMa+@un$BA8!~CYlVk3
zY2^SEBTk{pHYtt9Axwep&Gi>lCJvYi*2qkg$o+<KJS1}+DpoqEXYe<8M`kzU(#k)q
z=*Lu8{Jt^=oTvZRzIl7veofgyd2I1os#*|f|9{dSi={e>Y4?Dihn$WE;u1VTMA8Nu
z{d&K#)>;sFM$UhD(Qd!fSVB9hECgp((Ko3t1Y6@^Z)Ge8JE>tsG@lyrzzodxisp$9
zH4O&Zln`{Sy8%gIo=8M!P2|I~{3yYQTSjhKjW>z4A`Xoz2+$Mf8o|i1z1U%N38Ll)
z6{B_&BOR&Bk+F8vnspJF!KILW>0$g)Nx|16>e#s>%fX(~4b2lzi^76+)59}fTA7iJ
zC<98<zXhv0RkfuCAMR7j7`Xe=Codc9RKvsDTgu5(DDVKieb}N?+G`_!H&z9f#~i1j
zQx;=2xg*2X@ps4VIDYwPi|>Rxrq^+>_VK!xWD7KL43|U+dw-HZB@#@<DG(1fBzb%9
z=Xo%(E%)Qw^GfzN9P+}qq8#WslDC*+8tT%>>feP&Q}N5r2>nGNx)SrYnW7i|V@t48
zZ$e?u@0*UmBLenrFng-dmJHK!h`x8x#OrNg8!$x8rDlp@l+aw@%YdF5n9*Q8elicE
z>CAk8_SI`Wo;}4qI10PBs&uCO5>ORY_e5olrp0U;qATs+je-ORmj1i>1*r(S9<zUO
z2ss$knF|{ia!Q9sOLA-Adv8Ei^9JL@dpH#h#BpC>T3Sc<X(m&bujd#%JXv>XP=zx7
zPQnbUsHYtIyhZ>)$u}9$ozH*V!EDRdzXG1g0(U2-M9<&AQY@dN5wG@l+^qu5e#vBM
z=MuHcn6yORY-uDa1+?8#V+5U7D7p=76W~~22;CSEo_-KwzBaIrZ~s6Ee@VMjh>+(4
zy+}HT@3_(mn!rAmpwgpcVO>Mk1d$e`C}5V7N@r~owKPe16O#Ld!<uIw(%c+OP1`ad
zy@-+E*2Q2F`Dl^j<6?1;ihxUr$;9+f%DfoNNfXw$1uF5N55-{M0IUY~`Jm>NOR+qe
z8IX($@5(|K-9SVQWy0#>wgzJnGBL5iV3ef~U*h=Xz*eT7trJ?m_}C~RnkxIUmANtQ
z(~l1;LPHn*_B41!py((+S+J8n1ZD_WK^v<lxV7>(HanTTOpq?*A^r2#)RNu?0M9rn
z`6za4uWEW~YayEJk{{&=#|MscTVGXx{EkWYFVFmM=e-nuE%l(f)ohu0L?9QxXG*Z!
z$Pe%cDqUK^KeBW?=I*jN=nTbJ7GGoM`=UI`HZ!yXSm9j2v782&WsMxQzp+=-tS<3d
zqMtECMT)vv24o|b`@BFL?15bKu&X0-01P&1&{WWQ)jqEz0B{#vpFT2h+T)!sPN3lZ
z3-zF}fEQf-7G>h#prQ&D%LD_s9OVTyHJ(zEmJtu;_nqh}IAkqJUuLtI$xNox2lN{c
z7?`(t;cJ40y&)B3SoEo~`Vv)HxsX<K7JqaSiN8;~F!|r#OL9b6^Fjf)EWe?fFo?(G
zL~{ou-Y8a9gR<pJyp`R}C<k6R7Ep}r;pLtA4{~pmdh%h>HkjQul`I7PlJe!+^WRmh
z>0p`{w`iI63?Vl%VUSIzhdNSUT>S7yN2vCYm`^#6DBVs*Vs)nKiQB)i<eKcEsXKRp
z@V?`bI^O3Mw_m#>riH!DOj$vYAcHU?KXIm-!{h^(y7QQbNAF{+m~bW~?)sl&Dt}$6
zAewYv`*O~V4~Wbcm}xD>-?J05rs|lAksJ3L?!p_n^pYm)SgB$^1t3gAy@x6oJfi{H
zbEV|ve)4zq$uK2FM<jw4VNb&R?8i)=j4N65f$~bu2BV9k&n*>9Gdu67@Qm|Ifgq}j
zK|?Z(ni<wWw*5CO5kgE;j5(MKFxfWBm(sO#!}~~^Cbaq<;>1UUOZw8poW`F1;70^h
zG@BI6{m9gI;8;q%G|d7W<GNa;eVuQxy@hq)t@Jn`GVCWF$_oF4nM*wzUa3xzk(mfB
zyrCZLOmAv9a=6medt7vSH>c6@kTC59NP@aOnr*;dfnO`^r!;9*^t7pWAms&KO(TEC
z_L2AJAZ?HaUcd6x>nUYbteKBzU@RtfpXSi(=@>k`E3=Tk7gMWj)U2@A1VsjP9e?%T
zn8Y39gCeAZqPkL>g3JL5yNO=|Coo)TI`(MFu($O}S**kJ_}zp>3wMhS*2bdAb&g8X
znP%%)znoU>gAYP5%G$o5F%*#uU&cMSg=!3D4PQ@U@YM6Tl_RQ%QkiVMpMF&FXa9|m
zkXP`%`3}6UiSy<_8$O|DCHv8Ho<3nxwH}hvODkdtFisNZ57=H}JdF$*+Zo@wXt%{N
z!O@g_vE%a5b$BJYEQyvl3oQNB{f7Jl35#<&UC2*gzh`p4_Vl76$pw33z3(j4a!H%(
zkdSj&6N)z;g_akC;m`CoKJneNu$V7Ogfh##^`1-^0U0Ozwe;)BGyAo~T$1~|*Z4_W
z?-fT|HwtX7BG~OkUMy~oqt}sJSF<w=^Y!r0k89E(IU=YW$uOwRSceHlMY55q0dL?P
zJW3zS5W`V%Q!M`Q>)2WFOWpF~s5(W3kFVb!oL5*@A2Qd4)$;`-cx31^wE6_=Lk$fb
zaCILrmlJDxh1W5eD9iOfw<mZcAlarA;Sq^g6c)#cr7E5OH2Ae?REa*U9dTZjA4^lJ
zgddBSA%;&WQ5RrBUf7z~6jgp$M&k!Yw_h2}%xdp7#m{Hndm$N$okhnB+h?&?3%Z7&
zE2&{g&sfe6H^S-`0cPfO>&r&xmSKMMvX@c)5_Zinif0@qQ)VhTVRW6FnM2l&xVZRh
z893{7Z_)V~-EKv2Nkb<lKuT;*P(?*8uAh&L3RZ&HlA0t;UE6O!H}2m-$RXq0*cT*`
z4$X>E5Sae$LJt)E<C}jYrDGd@?_30unX^!chfNPq(qp<r)v*#I<u)9^N8Ic;&c{Ze
zfJ6SOHZ%@;cgliYKqckOJQyrh+Msu5#Q1lDPNDbl_al>Hh|$flhmt46m344rNq8z^
zc7#&y7;ua}sdqg8ReMrtzK(5TD?_Pot}<T#lPOgWfNMHQ&>G8udhnn=RHfqgu0v<W
zr=l6buVthLdmi-Kn2Z4w-|}#h^y$L=X>zdq%2~{>Cp+t3?f<<;oyXC`zQ6K7m8#R@
zPAvJ!BiX1R9=kCj$wmpsI8nU8m9deL2-U~On@VlDIS^xuJ=`ckGO9fI4>Uc8sD#M(
z8Wq)jVO8=cZ3}uS7_5jp({NCEUV~{5hn)%d^P8T`6EclX$sUZ(n39hV9PhTisS5c=
z)8Fo%?<AEpj#Ult`jvbl!}M53i@!aS2yKk7?xCMtM$*NibU%fw5fK$!^Td!SaKf3A
zaXW9<xbsHnRg>4uXSx~9M-F$O-)x|`!P`jM{?p#>`P<-xGcd{+et%G66WU#kgXzN&
z)sr%Q=<!P1xc7CoAj})~JGed!NuHx*cP7URJMax80#OLT+z`R&e)ik5et*qSD0-@S
zlen##K<%b0v;kI=)cLA)z5S_Q>v$s=Ab~?DUwhXM0xF`g8xwH@d5Agta4K8%3{9{J
zrp6er)YmpM4CYtusn7p$J=lq==>`I(NO(OG<R<@}jVwL<<LB3Cdy?nmNgFIprn??3
zGF(2UL6}vc^3#C|^6|kW@Fs_TY8*V*Rh)VYF`Tl*Jm}#C^9pCeoW2}c>QCWGYrLj-
zq9+<!`JO0hYco`M@z*Z!P6(Ujf~>>ML39?GGOIHuC@~ey!LrnBfpi!^YzM9X7AD6D
zXJ;A0R+^xoMkS%aV8-vfl@aPt_s@6_l#;W#2H?BahE|8^{qkbx#`CHvGX9W=K;uN*
z9t&zNC(f!4^2pK&!0F{3o-=@XZFm^LWd^ti0&_gTx$#KXhQY1rOY^HLFb(skgu5L(
z_x~A;j1CanA>RW2S=V-0OhgehuK3AMpSVA>4yTTy5wk7@Msg9U>w(m`w{2*NO48@J
z59pABsykv4b4sA?Ok<Wu(G=A*18;Yt7;svdai3Ct(BhuR>N9WyvU*krW6A?ro*U{;
zlyFJ-&0Jb@_V2CmJL3J1(7ZXn?2@^$&qHq6kWfx7L;j_dXgJ@KZz5K~R}%I0E9F^)
z4l<mI3YQRAIj~bhdC`{|f0&dI$V7RZUK{%}xQ_^1lp$f^5!VbI8a^Mf(jq;tR0YQC
zL2J9f5ol?Xv_*pytYeJN4ZbPsA7JhTbtfZ7QZP}*(r)01>|Pk!Pc8Ld!C$_R!l1BV
z^D$J$9hCAhVK0ow%TY|wRSdiu&&K5_$HeosVF|Fq;fOa2trcXR{xkJAV4$hu$CnnM
z^!^J)Iw;R!U~gL#XNUx1C@^(1eoSS%fKG{m!h(ZS22n`r*A{VV{=(VbM(HCQ%o@Ay
z-9IoCr<b>$HBsv7Scf;T%2)6h*#bkEsGvqJv4$tb-k%T~eB-zV{)cWxyq?`KAwjk+
z9mX1Mg`$Yn4y^>qNeCE%%{@-Jwuo*$LsnQ-0cp6M&h^*vf{2CP(uM{a{&BCe1*I$<
z#TqH8XO<zEn7kDg=kj;X9Zu9$QG)Ne{F{<xXnhZKrXL2uh6eH4CT=AXZ~mJxFfSzv
zUO+FTyBRu?-_U!rARB3}e-f53hQbAPFg>$;&H0Ioq~~;tv6RKOiNSZ{?i*dU%o%te
z5xYeH&IGi*>wz3{+MOFs5M88bXv#74Q$yc5=`0S;D-+DwLCQ{WcQI(~flSPoks_gL
z$G3InR|~pSPw(kbVY3^H0u0r02cz5acW&xXuViIGQ%c_LM@&BF%DsZq&-5%icOq-C
zsq^{KYymztb)LJ%BLWC!J803F&hh1eRKzkbn>U4lt!%vbG8UOG$KtS0S$|@}YCC?N
z8&nbbZeUI?`3GVP*mR993AtaBz2TsB{<K*k_9S+x>qS$u?*!Rck*1?5k4|%b^U_wP
zeQgl%k<C8mFhBZpsmlUc6LTDA#u8~q^(8q>-2{)ueNgI(HNP+&A@}XwaG0pBm8oCb
zhwF0Rf+*<2CE9M&z#g<YfGVm;$NGgw`T!=<*#g~IY(58M7FP!v1g{zLpGGZ4g*os0
z)J2lg@$r*@K_I%BA#*bFge&f}03DbuT2FV-srety_9hN1D{Ep?j_?M?J?pigvp^jb
z!n?F^6yCB=V8U4}-`XeefwV-RXEEa}cE;*Map+0nq<4qt3jwDD!KGhb0_`;McRA<=
zA@YWHa}n7?IL=m2V_!wr1+UKcN8Zb;Y50USPlNH{;9%BWF{aywZpWT^ow?=N3|xUW
zFyD8SMq!Mr+Yi$cf)s$!3OTD$CfnscNWmBT4jb{<Z;{@tXMp~EL*Tp(AtM@oP@BZ&
zg>QtTiGB3EkO4chuO=L)l{VoH;Q)uI%R=A+@7#DrlIlrEQfMg24R*Kgglgwn=>~7&
z_J|=G7-EJ}`G?eI9zhNA$W38EOe!Q6`>WMr)>sXz+^x)XlNbebElC@Du!WJ*8F`V3
z9mF;xzQuP3sxfzkRG2<|rx*tkR`AnP-3ZqQ(=kNTYj?&SD|e)HA{wCZ>>8rms3s6o
zBM!WMWjeH6+YGC>NLj#kx<YV+w=7_ap$DnRj6QPQx$UX}sQh8dgMm)#7#`f2h5A@@
z{IA>Jf~MOADP`sz2WpYh-LMxz;`iPJ4DCq=3d*CtG#f~9o!PhgcY=NPtQbOA)h+R@
zO`y??MO=`YMzJdGg+WBs2DAey6>hiOn9+!I8QS~}L_QRDAEZUZD;<!ExTza`pyjG#
z?v>fbUM6vbo5x6%X_D$>x?9+9;}hmI50}>>!c&ko1ZK?#SRrKV;P%`2TEhtiJKX`H
z#BACcj$xy(2$TR6I25PRBLj!(K~j3C0RvNi0mB=UYuz68an&oD*J{*$l=828xXJhg
zy)gJE^Skh=5XPkti1Sj(8Em3}ItIDA2P#C3?gPY5xA|PEuZM$6?+HAamrOgOnGBk>
z&U?Bx?hMP*@8oatcs0gjc-5z(vs(eMRlCkeXPV^LT!JieR)`mruGOK_LP!=k{1&lw
z_Fs8u&jBAc^`7pmi-`72SM1lByXl^3Gw%q}zTrbzkFE9Yzx_ri%9cg=hKp4>T|T)|
zX3cEE*-M_C#eplO&@OC3b(t_LS@MSaN%T`*tB%?^jE)n~^3Wcyx2`I(11!dgTj#y4
ztSf=V8~NXtU_4q%LM*CH4?b|N$f3UibvewfgPP|r-%ej$oqHQEj@O#g9_*Dbo|0Ck
zw~be)Un;6Ic?N4Toly^-Q-?W|HNxOXSy!joLfMLfzUZ`0oAU&~2QE(G_x#`zZY6%c
zBi&DP>>6yg*oK9L^#RTn_l}Mr{00AxjY%e@rVfrty4JbA+?&4c{{1$s%T}Y?8Dh7s
z0`;TSZaYASUZT@&sz~119Prcr@G#YQX2TjV3HZy-4zL?Qr7=^8PtdGt*qj{kc|Hrz
zj8~4W;5`YY(q(*ZtnvFDqR5{zMpZkqMPnJ4qB^K=6trmE{nHSNmr6`k;b|TsnJvwm
zJG^IA$3QT5!i{bUYUi>XbIFeN?hnS=hc;riff(KCwE@Gxk>k$o9_Nej>d_)IP?NZ{
z3fGyTNLWh?!H)+;F4h_>oQVY}LzPs1sUtn<K<f`WA!t7GM52><2xX6V{GuYfKF(>j
zdeHY6QFuW0iGLGKcwGT!E#BNDC>M<Hd}GG!YCt!1)}Iqs2R5ICnr=m)vTSf)jNXC>
zS}M7kXbS}U=EPb=UK&Ayb4GDXp?Y?4t~3$}wZQf}t~j;vJ^O*tGX--=@Tg9?e77IU
z3H`sv2GbSHr#usa-BQu^elqr{xWjqRD=`^t0~5*v^*Ati0u<j-4PqT<%(glNn+K0r
zO9+1HdYoW%I8cXMhI;BkpUee|Sal#DBM`Mzt4!Drw+vpvi}AqQmaibvsceE~q6Gvt
zQ4Y36SY62p7(4fj5~8!XwC$9`0Ge_OTl&6yf5Ov(Bb6e>YPvXO`q8aSoVXNaX6!w{
zZAx4n&sR}W*|JbFe&Q_U;&aBs;~CnI+GyLwpJ2^DZyoI*+ytfzp`KKP#fh-c-q*&z
zdp8d)9xFkS+6;|Vrx^E7@|uiW&8?)x8v7!~)luRUsZN|N_MJPT-#To~e%Gfs{CTLy
z+&%W848=0#qISyHeCyO3%jYXOF<fxy-3I$d<J>Zu$z~vqd2l*9p0c*TVCsj-<k2n0
zz2n#*COdD-yH&ds9w#pDzq(R_9@$Be)ixLI^?g!nG?~O-E?sRUm=7%X@rrbz?LGXE
znc=tD-4GsHm^Cp@EE0022**3A!dk?ky}`((Z*4*YIgm+8)XM8ey@G0i;~dIoAit5v
z`5mb+YcRgOYL^00vp;NRyVHVd#rST*U|lDMF*oncl%u`2bmBE#kZ{WP@#Kkv@<XHc
z{7-e|_Mz0Ong7O4_QG2EdgLa=C@q<MtY$~uO49bqI`STr3?Y;%4?SWFuT{_c=Fz!S
zou+&;rq{@nzstG1DXtaWTVe1yFz@flm}5<Ol8JS~!8jn}8dQXm_gGY$B(80rdg&@(
z!b{vq=kbkD(cRj{_5c1IBBd5WZ^hiCkeFWyXU3OQu>D63QeN77uQ+Z`&zIa&Uo}bK
z4dp@U7z~TW22Lqk1JBNIs!2%vdqd^XEzACagEUVty;}JrgcO$c`oZRsj?13}NFEU%
zZ!)G~7j0GDtkj%P_;mbZ$SQhnkOGC84*X$coW6RbD~8xud9@IpkBAM*W?zIZbcUjK
zAf^<v0@;cRsgz!@{?JzBwHmIrq3IuDeuilgMP0hfM*x$qMFf)#Dsd^j+Umbj^c9LQ
zc*mjDd?73<AFKS5NC}_IJ5?omZt>DNc7Lg-%<}xmBf!lHC8E`VtUt=VwRK%Z6?D4_
z0XDW#XgXVVnBc0AZ1hMuUiiJ$R%MD|DULe<-~i9CrwtQtLi*NNmUs&R9@)?;_@~JA
zP)e(eXp^p1hVtLb3|!znLjA6$FoRo(Wa(wX#!XjQ#YlDpHGb3n^+|7P(m|ulaLr)i
zLb|Swxpw+Kob_@C?(zueO~1N`vuj`+v`DH=<*i&VvncTOskDdpYZqXL=b`OL`M?&e
z_(U<5JkE53gHgIP=QvSrU@i%)B6Jv{QrX|REY*bWQj;8|Qr@DyZC65NT<$F=`#VL=
zC4&I?M|r&1ySSO5jU}<6#JpsnCrsb)3unkX%i^XiE?-F&@;eeG7{Q&GH#_&1=Qxnk
z+<D5)%T;G&n2}{dVA;qK^C;KqAI-mmyi9QROE{1KX8Fg=12v9as`?&dW?9vY3XL*%
zyoZ`6VT6?xiqX*McMfgnrYxz~7K}wAtde8W%8W+@+a&M6s6mdV`q5Pe=lL^3Cfij0
z7PevdW&#-o4Aq~i6r*13AoxN~l3$Xsoe4$JkrPlG#?dn_R4J?A91qkhl!EnPAOM+$
zJ=CdXFg?Jro0%m(;U@P_N8KSHHE0mg^_}TS@ps59bIkF-s$~pFXu~>I_h!V_#2G(z
z%LK=|ag4g#+Tw;MTGjn*=a*w1Qq&jA5?yCYW=Fntn3^TjCqE=%ji?V_DuHH6PLL`y
zIrrIdOG``&9UgyiK*2T$4`ma#u8-}whC>&VkQ?k<KuxeW8xS-Ko*1o{#3h9MgZNO8
zaAHyGRG|OVkb8E}PPRM!V|E7fev3CLs}uU{-Bi}Mg!xbC%wKa;m=mIsKy&NphEVxC
z!1P_&jM*ji?(gRJrQnOR#E|ThnV|eY@cS(9!`z;*BqBA|twHxDvC8dA0|U#L^DOVA
zt*%fBT?xUQ%C&J7oHxWC=+3Ury^h@q`%^!nOU{6UJ^eut0=Z-+f<PTkzhr*g=R?gW
zI?j?Pk5e`R4XsyXfM^x(`j68sZB!NAobir1V@q=gK#2C~DL0Jy=|;&sEbczOSwmAR
zDk}rm<H2Li))2y)J)E{se371ftP(|&ZjiA4SZ;f1jl87;H<V^VQAb;v^4Nt9-JoSH
zXy=z;cD@nHy_HoxYcDj{JudJT;jXe9p$hMv^r%qP?<Tkk*PW)aZdY$nLit%qKtM$&
z<UIqI+YSjCdp|7@y!vIU)Og<0xVVJFzVf`_KHOJR+ONd5|H&(u9#gr4Q$9a(z|HrT
zv$1z?!*~7}(EH+rM0#~Ft9l`564aG}OH1>sV6$&@4%v%*1;I9sel<#2PeuK}E*buf
zOzS*PD@LUFj}5_T|Lz>J#Ffq5M%*gxC<5t~%xQbnpIHp1f$^V|SM0yX3eleVW2c2f
zm&i6KWF6T?ZHmPRmmVm1Cj`w*5xNcIYt!Vv<m}yQVirN+#z2q67;7`)g>$FIvD2d<
zo3zIxB|49%O4o&Xl(sk;W})&B_|FmYzS7#zv@BN6OjrlTDTHkl#&3e@!m2pUwKLsS
zWGm+d%SbIkS#>IeIPfL<2FNp&bRNs5kuW$y<t>7*5TRbqSsa|=@fZhkKKG1?P-kI1
zSe`BSP_-?Di|DVC)lyZOiqiGqy<}BiD+1uk;+)$q*co3hg1y280mp~%QB29xv}J~`
zcx@OP52H4r6pc$aw5sULN97<xfWt%L)d))?a!zKKP22y6v$qP1D`?t9li<OF>!2Y(
za2bNT2a@3K?(Xgm!Gk*l2?UwJWw7AxPH=afVNbs2Kj-3H?6bdpIncejx>t9t>Z-Ti
z3T?$y&(t)M(xNv1PossSBa`q!e3L~waaN&0lM~J&6v1QmfJVL2Ys2(^Y7q~$E`N-i
zY)Jmx1Wg46w{*o#l;g3Q>hIrF<FP5cL~|nAt^r(&J9zCSvb~bxy~+_c3t9BZj``s5
zBLdvL1LZrVYR7~9kB_a_v2WVAyqGWF4jI~6#j<wig57qRHS4oB%Tq+kF$Z*?_N8~1
zir{W36Q=P8Bl*2f!FgeCS%Fflw7d}RGUC^3SbVKM@92)-lQ142{d7xIi@k;7b96_4
zPKOWj1zVT@nGw3W^Z+@B{;t2j&RS2*(Gh3k&c4={d1i0_W&VKBo~R-^+l?vfGK@RX
zPig^7n9xUg0&u#qpM+Xd_%7kPl(9$ALmnG?!$0}edR|c|>UiQ-uZ}o*j(%}P`@06O
z)Jf#?mvETf<AqBW-4xXkZ+is0JFzyVUB!h-^_Zry++%2$L3X&Z81GLTx#R-RYM#H6
z&{Qzf$Qor#RUy+t=GBEiwu~?EyB5YMqeMQYvqB}uohxTMu0dc3$C&RHI$EoXxAkkD
zfk$t2Jbz4w5C<i?O=ynOAY1yhTmbr-YoDq6WTyOs9z~)G9VEN`qT%@U>3hB>lMi&e
zBYae0H3(7<Gd+jOKtXA3eIyl>`2Gc<N+Bq@*{#9nGUXhK<&)W%`hE8g-;GX%e^UI!
z*)R|0a+z5clMDYzs<?<>w1ma=Ms;a(e(~gd^whJh^HBIwp>orhr8n3^$HX~c6ltbt
z-BC)(h+x+?0M*K${*B<Mle?9&?81enyn3ef1A((|3)6RDB<aEVi1d0i_kiUne<g@+
zfINrvvwy07o1ImUOkz5HP0bNH0C+07Z%z+sl1bdvVCVekBS9_Uo++PK>}E8pr$*9o
zv;sF64WYf5yE9SlcuJKiZcc6v*OnH`RYMweXeq3Ozj-%(==Dab124G|t7CL#Y<n7{
zZG*M8d5v5d1WKPJ*r-^l#NibAW4;9C+Ay0M6@Di+6g=L3Zr#rMG%xIX$TDRHgnD3K
zm~xP@syCZu(v?$HR6!wIZx-;5mpVp%VQQk!449OrBF%<%>&(%2+AOrcH*?kZWOs1;
zXnEm=pEfj6QjKV#aTgI7C&pvCzZsfc$TYHegFh84j|k4%I#$-hcV}$Xoo20WO=!?n
zC(7<!fSR#GvmasSd=;pzV+=*LiqZ_B*H&!Z&+LG6OrB(U>AM@#L&IsIQY>w)&Eut@
zrK9}cq<O5(;SI-+{OpiZFQJ1y?wM{B*!9+S0-?UyVb^+^f9V`Q@o_?S8z+C1@(-2Z
zR}Mbet33LfMO<&y{Ql-HC;qW!zua#Bcci@8Msg-2l8l@^ym4=33;<$APV_CVj(v-I
zn>eW41Ik4{t?-NSjqo%;M|<NqT3DVp>L)^ZQ+KqE?6CQA;8X~pWpcb?ueT9D*1)r9
z)B8A^IW~41%Hbj28lV?`oz0mI9?O0;&8o<g1_svvylcsft*!?`#xr62*1=o`9$&5p
z1l4>d@Re4E`$IA1p-!U`rC8Emph<G3&mgmV-$*jM*7pwaVn)s6dfHjj<Hg^1z{IOD
zb`b`YwM~m}EYk1hPV>rPwU<rS0>101{z@TsH4YKy$xLQ?y35MbKv&bFjdKx8q9W3|
z7+S%synq=eGHx=Gmii7O(02#Ti42GG?lKXTj-WU##`SY494I-#`nkp1ZL*J{`*@Zi
z4*<&x%u#CfBdI@MqCPECGPycEkXdtzs)eTxwOB^4uDccF6&1v6&$>E&27J~l9!N0D
zsDJi=yILaTw+F=IFSg}bwg;3``V;of4}dZ={Rw{Hqd-!LZ`=EBK>Y1}7I~Aw*mtS!
z3*fV$G!9dSk({MW;W(I+FP1xnPjJt7`2`)aB4rDWk-Rx1UzRKFqNhelB{8HNL8$?>
z>T1W^Jz(lq=sPul--mEvsMp`UJyo*|{Ltp)%-(*#n8&RwH_*izXfMe?SB^o4<(?Zq
zS;o>nm($zQ$DF+L7-Jf1Mz?=0f!YY@IY&M~RN%K>679a=nFMn^+mBM{^pg%C!rus{
z?Nsaq#wZ!Xe!4ii{O<kf1-UqN9373ZBtZsADfyG^R<(5XGTI$Gx?2#_9SaPnT+__D
zFSta+soYk~bvFRnJ*3$lUl_&)jGp&8d7f>LXAns5xKl(1BPK(5G&F@0Cm8PJsunJ}
zW`@>@`o_vW<SL8!SZj<xs|4D=s`!diN|Qq|n;&+r&E>`XZ^11N<h~1|G+E341Cc_|
z4u@4IB^v~NI&$E+lGj(~YrSBZb^r1^h74QSc*&^r=jhYsHqHoCvhHgitbRP>A@=nO
z83dRD_$X!{h2fGwFRrZ`_KJaHYy>qhREUL#r}NwPOm6_G_bO#0?-pUJeS$Xts;)5G
zh<kWe^rET_lBv!jt8TI%n<mF?x2~o87JZPu=;q?!ogWjjE9mh5f~GiG4$BF!5aDQl
z0sRhNG$0UoeKe1~H&%gV`(ds|FUD%R)ad#C;(jOHU_Sulu&$K%2n>Kdhd-6CQ?MJp
z5)=}G*I&aHa(CzX_z^?E<Fr^AGd4axyomP7SnGXqfpVTO*!zYF3m_Z|TKCtH%5~cA
zHyVhiz#KoDEJCT#Z5C&1`c~EvTU<;BZgD>2ylyEjDe3+bm3b`R{K!bYs6q_0vG&lD
zEZ##!Y@ZOU*y#L^yQ6_LC?Eec`7I2uSS|7z5SJe@VyI0d*+d$ZFG3I_`Qq}XH_{al
zlrKqfSUA0m>Rr{!n{SqXz41qE6^-hbMDe<1&K$%p9W;3w+9P}vTpk4I@_6CRNd<^l
zy$e1qSL%h%uiR3EHOYXEs-784-c#*QQSN^q1g=R;n5_;uGT&3&Q_keDN@Kna*=}K(
zpl@FHMSL-7sYmm8@_hxm$tqCzRu&M-+X^~V4G$d`5&N=2os$|cZ$!-hT&Dx#Ex3C^
z6>L?p*je}6_VYZ0BDK(+hD2HVNP2VxZOPq7phm0Hb?(!tx85+j{;_+RMCGdyXuWsT
z1S>tg>6@LnGiucaxpSP<V;i+ddI&%E?cpUhd;xK|+<BcrOd#)bQuFwBXdBjQmicxr
z1d^$=N(A&qesJJ+w7SkC<438yKXP3W#pQAqd=s!<Qh#}N1ATR(d^E?pcKk@G>qcDP
z@$C9;iE_d&`_l6o5qvc9{%c#tGj4XkT#lZ6)+6-_jjImIR0uQ9mRdQycW)+j?`g-_
zP??$RorLW0$JHSmn`oQ?&DB)EUZ~+SmYy@{H&L)l!cmQHWdSOO`8yWZzMLQWsQm!`
z)Xkc1s!(F)@5(Tn(-ikPtA_>*vlI-Vn})v?Lr$9Va3UadgMW1~w3X$N8hjZ0ZxD8h
zaGWb2cvmH*SK{~S@TO|mp$o!uTJXN~dN^B2HLaI;<TyQ@`Sq7pB+=qH#@;d@PFVz;
zkMp`*mj+Jr`JGC`@W)U_<0LQhGruS~eF%<G12*6PYPR82y@N$X<GHS2wS0ub?D7%B
zG2HgaOodzxP*khlca-RmSU=Jhm#BK|h=8ObR}pej;UccQrJlofC1ZHtC}TTx6^00@
zdF(LoQ}-TZ{%1`tBqLSY?9F7I=i6DE#{MJbI2~$T%%t8!W(TU$^oe#wYkvritBPAu
z!pjfYys!LP5<k?LLXNOXp(-jWWOGJ%uor1Bil^Z<md!zXdqpa4xd5i0n~!@gk1xIU
z&kmwW|B};XGP$kZrG3;2)`Poy8DL*u%HEw3e$)(vS3IDhqYG7<5^&we@!JBVVrb?a
zmnm9Wet3pLIlQkeBPD6F1--s2VUP>^dP@8T{3ikEKeZPAF|GdZe|hr!SQLQkjsSSO
zz+as(Qs-uJ5!gMg-?#M~0gv-Vi#%$0c04>&e&FG1?_y5JVRGH$U@GkDQ>DhQej)>3
zv2}$UQcW$bsAiWv<8|TH(?_v?NY4MCQU9MN&jumc|J=9%(Uq0Vhlhux?G{5RjMrt9
z%*@PHTJ_<uwrC0g_X$8WTj%q4*fW6_t3k&~G3WpB^Ksw=v+L9h&$$0Z54h|T7*ufP
zrvJk^{LgH;5oCM*tCfeZ!RV`hPVE2l<$|{q=L)3z@2A5)(fI1Wm`~5k$fVxid)A(#
zL%65??bP4@qVK;|<3`Y)nVp?I&_;#-y8k7spb(Orj0b($?qm&#YYekz5@94lD#c=F
zlb`?m@ak>siBWD=>A$mHMd8LAQt|q2s5|?w!I@0d7FNI|zci6Nm+O1+pr{c0qrmTC
zhL!L$9P}oMVr1C0JVsC_Lsq3gA(|rFF!z^4tK|;r73b;=k~T7}&*~%c5Rd?_v$T<i
z-tQb~A}h#b5FILo`_c*!m%W!rPiX;n(Mfpl77Wgz6{fdThd2X?BBxbcnItO8vh26<
z5u#3?ikd@|wxx!E8D>XwB82krLCTK6t8yUNpI-ek_vUVyLr$f-3A+dU=KfoD`KfBV
znrp|&iiD3&u9M9HLvGGe4=$^V^!4iT8|@R-dR0~jh+>7OO9fM_NYZR>>qM@UWngeu
zn`i__eVtIOikl7!ef$`Iqg;s+D}RE@+p6p?<rzDHLBSk1>#Pc=keUGpGrM*p`;XIF
z4@f29?0ZCqRleHcOez^MOm55)jM%%+?^aU{%n`3zZ2u{?FE*H0Ockd?d&@n#A{rL(
zAVZh--AO(}P_uvT>Cmsb8LNl4B$sZQ9by0UX=2uqDiON&LRZ^+g@0|&j}6C|C#o?x
zRWd*mIeJXx^})?Xb^kPCd1Gkv*RazeHlm(3srY|?NdzKfi5?hNW7!4g#{GNP#^T``
zaL|>AfhU6BvKFny9z}0HXhrd^V>3V(9*d%yJRts^ubBVj<Qhi28{U#!AZm{6Qm1RN
z101m+PCcr5cBaihcLOHCY3z+KT#PF0%{~xyXO~InRq;+kv)|d_xe|ehR5QEU#0Sod
zD%{Xo`~gbs=yTmq`^UlJ7*K0m=*!HEDjz>TY>yMiwKX1Uww~sQe<{m_^P@(DVAc`3
z{RtXi41@vy=V;_JFD(j36jf_7n9WnRhYki#qIx^NYN463p$ld`{g2LXUz3?A5o*Ds
z5{;Fe2jN~{0&}87)AO7qEq01D$M(hH20|3h0gzPefWHbs9{I_Le-?r1f^*6bG58(!
zkz(j_sl?=IFV_BdnW6#O{oP;u%p$+%eNeq?T6y6sH2DPo4sH-53eDs=6q;Fby%huA
z9;%1ipHc6x3BxT9$cbIUS{*^l--n3g4Ijs>v7rEVI*eR0pjbMcA1{gUlmBD|#<+RF
zPZa<OBW2+ejQ9~N7&fCf;(Zr)hjahLy8nG&Y#YbbE5Uxb;0&eZMtNr8pyu=#UeaYl
z6H#wkFCg;xu?GI?z*{_TS&x86s^Qlp$s3I-9>SLgt$3StVjvhJ{WBgN%Z%O%<?||E
z2HUh=tmxNAHDdC)LnZ7fkt|dYX3Gh>RlRWV+3VFNiRXx999IR8Z4jA$(S$k3-ekAz
z?6c_6iH@tfzwdp-xkx44xS1o{h8s7_?t?GB!Af>6Q!@#!hgl!q0a>JFZB|)`+wmO2
zaOA4~v&E39dL=+ve5+CQqLF&Br$Yg!(HlS33lvU=ylMHKGERp;Ug+J@M6T+>EE0MK
zi1UYF3eON6nl`v*Ia76=wR(ufSj90ehVXwl`#Jp|!vgoCNE!T}q}MWzeI)-5j3GBU
zb*YCd6C`Kl7Ijl^M(<(PfvWep;6IywKOP5^-oh;Mhk*JK==N_EIfhW;b@&Nsrohp4
zQ-|AvJJ=Kd44~iwRNR9aiqjOgxpqDLwi2Hg$p=e{+X#V@9Jh5q4BVi}Z_T)gZzB>9
z<*x}Dvgbd6XFU@~;$W}RgI44mMI%S?{$rOMhT#lbuBPVAQ&O`G|7TupC8yi?WfuJK
z6awlJ0&#LT!LsDPQ8>dsaJhaVi0itw%0Y98uuzlsS?xQMcM=Q_<o3U}mWH@Jvi_j?
zy-JKI1-&~fnwED1C6WCz3}6oVWj3$>yRV}tRU$k~<9}~f{C_`cKal=qcKnxpUej$R
zz-9a|qzg5F^^fQ0zvzMZrhr8B9qhmA5hQAf{C}|ouaR2_1OJQp+~<k@Lb{^H(U-A6
zeNjoo`@awp-sk12&G+G*y}iAwkSyK1e^;|E(R!QS{{Eij<t$idObj~ICm<DW;1yYn
z=VowOVC|0OJpF1C)7Pg=W6=qR6Y$e8GDgA1mX=6!b93Q@lw|Lfa}{4!UyiC?ZiLeu
zT2ZX*NuG6dOin-!RB)8vUb_yKP|xYMGVT>kdI#2Z+D6%d9`|X&=Rt@D^RF#=Q_{aY
zjpw(uy_>TV8@3KT4=a%apENJ1(5Eh~8yfMAKWi``DoAGEoyHDBLSz0gtzX>e<R2Hg
zW6mSvPG)zuf{PH$LDRNZk-ffEp1CMispNK_A2g@uu)24}EsMUWhn$(zJ8>5wKFsns
z;$GJFC<g~M8JA{TH1nl>jRk)r3H4@~nCwA~@wJ`M9+`g}i3}B#4wsilem!@;Ota8a
z?nIJnzG=zN9D<9@ytKqS=*R=YV9wp4X{mjend<yZco<rseVE7k5|7VpZz`&-9oO`Z
zwu<C$xS@>6n2*QWcz<Y76kKRb?fl~ioX3}0p2mBaIMbLAv!t;Yfg;l5{*HZgm|r$L
z&!=23eEC}ySm_UygpLmGT-!mkp$rEIV{$RWkxon{yt&{l39Q)kgQ&4Eb4Uau;jNpM
zZutJkDll_cLlvo=U2JVBh%5M{VFt3TtH_sCToF^x@3{8z=ZvlH!3ayeZ8Ox0!nS$1
zGc}4pV}ZXG&uA0}h$vuH5#j?M;6BWp;^Y2;qaXKs?5tB++#LPzXXj6+e!B^;d`>%N
zbzP}xzC{xNxd?W!9i?hR(k=mi4SS*_M|tmg!JCf*!&ZFvbl4SroWzG9Q6B-^-8)zD
z$h6KVV-;^|^|D=B1$6`w6Jd2v?V=DlT3#{z5J0lClOPBmX|~ak@IN81M;)f2L3sSq
zBdVD%&mjDAi64yawJ@_pc+&S~ls|I3FS-m4K^UBz(+%Vi!$NJ^YC;jfyX4qZ|6xtB
z-zd5$;Ey@4MKF8+*nz*trC_-{IV&wGQeOfe?LePUedVilL<cKs)BF@xf;0OjzKp>=
zXXF)3dF;K>6_mVc|0LF`yJ^WRvcOk@x0s;HVgGmm>;TR#WQ0V#hHo^oGZ)zD))$`<
ztc`Qb1n1f<;iIgoP|fLT+;#k{2s9!--|2z3>yo%x20_0Z%r~s1(f&3Dg2G;*pnxG-
zRV5;V!;olAdOg&J`Jd>R9h(LCGAc1iY?VPVkr4zZC+rj5f7yh%wydz!1q+u%<C_S@
zs}A-94ar#C&Oc(~)s$M#iGc$kZdPuX9Z@5_7wJ-imER$sZ6g_l=kCknQs+9Ybd1nw
z-bN>?s315<NIaXG1l_)|U!_QU-&Y;Y6nExBf>t-*jXdk-rkSk~iEc(9TayNnRL0he
zL%bgw!e}Dra1_${9aF2M9eI36dQVDX9F<J)CXVOHUP$VabVPZ4prVHpf6!*bbPyuW
zpm5D&a#&MbN{GIgx2HbeH9m+FlT$sR-wPd~Fe_P5)fS%@BcsH=QXHKeOVqKD-ZkHD
zQY^iIlKH-N*XFztETRIyBYA56YdPZslnOT00n>9U#?RS$p|)O_zM<io$A(d&w5RUG
zmo#|5Ats)VGg?C9PJ!vYqw=Ofrry)Gclfh2G@88w&N9rN=U$`pa9o?n)E&c)Ngq5^
z%d=?`x6W)lXU%Iqsv523M^F60$YgF0e%Q5Q!S6^yA8kht?Ly}ISL|BhsUVf#%P(yv
z)JF!G9MFPCNZDQ@EI#q&ss;OMv1ErKYpzKLzvhh<SxnIl9IXhGW&Kt9tGzG$zJK~H
zw7T(WKa$8x^Foo)+<rbZ;{lC~Yj`1Jah(w1WFg~IL|i8NLPm2DUN}?ZSC^~L4e;ER
zI-2mt(cLP$rnz?vg5v|BHsnoSx;kphzHE2{$uR^?i_32TURIz{+;OedlBMq0S-oM6
z1_&)<d@18igu6R&Ik&J^js<Lb$6%Bd5)CGo+|yw9p6DZyp!hsV+{!Fp+t`NqsgcLh
z#4r*NI|?WFJQX;@H{Z5zEDbm``p~7W(tqo{Ti&E1WDu=*QIJ%sWY7FTOwu3sH{;77
zuvdIY<Za{q06wF=^ZmdY4fQSmZx{y%Cm@aK*#wyMYF!I>3h?*_t5EzSl9@p(8WTX8
zTDB^3QfugHXHE?YSh6cP$jfeZ7cCoS=n|eFGWH=m4miT=1#|}XJ04KR`ZIS1H!3UO
zmzi%J24i}HugZsn#PZrCMCKRfNT(v4_ypX9IcWekex-kl?hHj-XguH9q=-aIO^tYc
zXuXp?f;Or2P-R|Y-7DRek1>nFl3ZjT{7DXfav$~k-^w`ZpMT<<x0AWt6S4B!{gq0;
zpsp6WvP9Z22kZq&6I$AIRikgq7e}Vp9Et-GsClF9_Fq)SwY0tllFg=msHl`eK@jfX
z_#Id&3`$s2(+_5m_cN-|^f4gTNsJTFe(d4pk`m}l)G(2=qV{w6OtE2Q7>KIE%(w4y
zv^|$iQ#H&~Xu`v!q_t%lCCcKY=2z83RTLOCYrUX3I{D5|F%G{@TUuC&C>7Xi9YfC2
z*l&&N)U0_Cdb3CPrV7p8^!b(sfM@R<yS}DE)+wdnBpgD~DJOZ&MMl;M{cbR_fXJj?
zWE)&vqMmiG?)=_9&1E^%Acth#<tG?J0A1m{{9AbN4{cq?`jEUd;<nrq)fIiss>tQ)
z(MhG@GYsY7o@)6TuwJ0hZLFTQc;CrRs=Si`U|ri9q>#n+w(fm<Ajv=sM%@SmnS!r>
zd1(9I>yH<oSlsqbqvIBtVN@&6qZYgWDg!4PqndNv`qRW1KC@5;tT28j;tcXwFUOv!
zS;YCC@E~toN@_-;np4y79o8_~S<s#(wwJzebbMZz>**A77S$m>#*tMr6~;NzxKePs
z2}8mC^@F)pdRB6Pb|;i6O-45m9#(~|VQD^1qauP_cG~XbeBbYW6pAaCsgP9~9vA{d
zz*)C)N$*N52)8Pc2ApoER8lllA=9&Om(|-NuwIY-*f}fNU82owc4xD$X-~gxz70vJ
zed@*Q71a1)lQ*fh13UjUZoF5=z|=YaD~5T@o}{21%YCi)^0NljC}U6nnLt$z5Wk!J
zH>Vp_Uv_E$)u9vr_vyE_ml53=!gZBHLi8o6_x=w6zFQxR-!2N1WAm>o_prngJMlao
zo+ynUunzqsKEVwiqmy|d+~WbEm-?M^lVf-p&Wt@c3}9iS%qmCibpA?b^r2P3+`W5m
zbLFZQckg@Mv*f$tFtu|JT$52x2SgAzq;esE7U8VMKayIEm+w)^5OOy|?0y=wx8O~U
z8D=)Se{2?i19;3Y$+>kh?Y+VH*qMQB6@>x2?bqa5LFi`P(iq0ciSzInFp2y{AFpJ%
zHvH8zb?|)l4_$Two1{?~xt@?>ojVvsTiYe!56xIx@1=<?1vt9SybwEB$7#MhN$1-~
z*a?!pX<AWBDHh8~EW1g$z}ng7grl-m7`ee&{J=%4)*y3I_h>(=3Uafda{$qao1=O)
z#d}MK2wG5yrZ3%Vwqkis40p)WDgmb{f%;~p&;{QMd%Ar@%^IPmK(~&KK$QrLd>Ff5
z?1uqb05(@u&J<<0e%i{8fdZt^Px*qTJtcSA{(!1~1h@LaA7KB);dLWqE1Vjb3P3S@
zT&`}M6RS_$B&L_B5)ZEkiW^Lfmg@ZZhyDBa?l_%rwWL^#yoPC}keXqKS~Lbmy_7oM
z0?c5cEMq**i_;$w#8W}P(N5Itdb){z@){Mo>&5crMekVXi)+(`!0R&1`EG<6Voz(N
z2Pi~)&{CSn`q+@?bdS)h4%=KnHxaY_GGcm<oij*D^3xOO3FB@<+na9}ET9f`nlKxT
z;s=8ByN0eM5^B`j-P;2hRtA&F8X3<d{a9-+3T^&q4wovnwX?HHDu_o`k<+a@={qiY
zBc`nak3=ED&sd@DX%A6140v_VpuI#w)$a9Cd>aw_n2ovJm7Vp$u0n+IbDH`T#&xmK
zOo-rxKbx8XVb-_cUri$2sRPZ4^E2JcTCtFIWXPg)3`Rtr@x$6cG=Ih-ZnyB#;RZe7
ziEkv4l`6$dVM#I^JAt76bEW>k@?+uFWuk#@*nW-!bv^;e9ynNggq7yd@!Cp>@p)Oc
z*8P+U4q0|yYc*RJIu^cs#WDW-;7C-&=b5_|Gz66y6Y48%Pl}BGBkFI2RHz&f`^rJ!
zWCsv8a0yk;<UeO0Sh5mBo#O-s{Iz~dcoNkebN#Lqi~KXYiz->$`gr?hZu2r=tE<nn
z*gU;^LKF~G%~ES<{7Ss7TAy0t<1*H+=95;0#^8BqQcx4x`;1RZ=x29oX`8sT5?IU<
z%<{+q)tr*gNx?g1i?Ds$Sf1@A?m7|kt<^k$iEKVk{FrUoenN!)#&L))-EIm*bx?xM
z0R1EB^zTX7z4DOgyoxCyFElfJKfP~|ty+3Uxd7F1R=88H4z|zrQ3R)QB5eE(nN@`9
z$EC^@EMsY+M<&~=6$({>;@Xq^fd)vZ^wOp>PwTxu-pQ67eJh_H$H3!u5+XU6R?1qR
zUZtZFZ8zasQkHgnrZHg3&A^hEGrRB^f<7mbVR-Ua<31uJCE$a}b4WWXSA@?N6qwET
z3{laI`g)1Ij_C9l0ms=NfJHdB2P&<%Wy+-CVcgXI1PA9>K;=2~a^30pj^X%zvSShs
zornCwuJ!dvF&<q43gND(4-;Qbz_pH8wU!E{g!?2oPpjUYLgTc~W^Sc|$Hu{0uf7Rp
zh>>>Yg=(db^sJ+8e6p8=dkhhJartXZLwEvCAgZ`=3T8C#m?u2Lwk>(bHn!-Bt&`AK
zP}}e}XL*TctFp%OV8kwc?hG8iL&jEjVwli)6+sQoiMe&x^e6n9FrDF^A%H*4;I7eJ
zR$5Bvq5+F<mnozgWesnyX6%o{=<%3-%$JHGT-r`yfd`ROf>3Yg-<2JgZKXs+^YzVB
ziukQnZo=TMe_znnn=yU=_}-Z}8PQ1ltBVvd9s8I*QE9vjcwsx8D?!{5Ka}gbm(HH3
z7S?lHpAoQYpENOybNASHo))&sGFKbdL>?ks7TR83tNTx*PeZ`-wG*7jas8JDhkLHJ
zwYRPPyRMYRcTOdrC;-+<Wm$*WV;UCVJ=doA8CFOEgJ#DbZe<KyU$rK?>$RnXN-YD*
z`>W2rwJdy7BLd3QwS17+YkDW?yC~JldfE}QqjR{erc;%}m5(bF*>hSn<ZT#{XI^>G
zJrpDF-6eCT6nFHR1p<@N?6?vx_S!jjFbiumaF?hB+zCvxbP9E!syIb@C5;bm*u~|Q
zx~evJHt2@`np^3)P>332{uv4<UoMTm8Tgyjkv$#@P6^)$DCTsEE<&~GZxXN7*{&n#
zgSBdTdK{@>T!4Bel?kq(_;s0P_lF=vT|aeHIAcKDi6kHQBGFh{@NTpEp&b0Kp{mU=
z)12fce&Lnj7`Cl<jo9cW?osYB3BO*Lu1h^>Zx_Ldi2mcFIs8|+Lfp@Son2I2op3Ds
zQwX(0xaG_+JPPwhsQpDJ!uZ>tm>hmLacgU)H*enHP*P%XadDZNn{VxoX1V@0+8fJx
z*~5cjWye9P=rwAMlpI1E8X<?PU-v~0fW0}C*ktiY$r`7n#v@d0u5W820)Hix=+I7{
zLDq3xjLFFt!XRjjVf&A3{;>heL@pvHh<GN#xov}Cf#Y`W*uvuj$7EKK`=_ynQUB7L
z`@2-w&Rwg3wy|KMluY8o%>w~p%=yD<Tq~oW2xTsR`tHxaafY|rbaV-1sE00cXhoh|
z5GwwH`y;xt{&+4e<MEPn4qG2hyqI%VJs|Vp9HXKHz5dSp)2M&i0UROU^t3SghGGOM
zasKtX&}e^P7Nh6NFaiyNkUgC6lA5Lqs~diO^Giwy0)D?}P*zw#1)G*jy&SQTkcj6H
zlMJbueMp|4iphuQjc{yX-EB>VUjp`wZ<|deG0fk!&aHhn-l)+OgnoR*+poO@Ux%_h
zMr4a27xA6hMsVKOcn2T8!s=?=w@iOCoObEMp`-}{$<T&j$6I=ua4_w{A7UE^bK{M8
zO~D*EK#(Nm{S}Yd2NN@#g8XmsBxMH13%PtN55+7Xj5@CjKSlyvRpaCwj=8nrp01Gb
zbJs$Et>lvH*F4y#bc`W#AN4?i%#zyqOVGrQ$VlI@3L7p*>`w%E^TFOOgWRnH+n-n%
zjq}~MeF_veTf?S2`^Uz?N&f2hvMgf1KOMeF%>X_n;7fjy3&*0VYNze%YIpK{tmwSu
z%^!MEoh)UUu`Wn02~;9=1@09Uwh-E!%5oSwkZ+aULw;;$M${{utBGUHHT)J!)C{~i
z2qS*vqqqyvH8L5r!$TI458)Yq<<ov*G!7J%H{(&n#D~`9w;;ElmKA1Y;>JII>Wa1q
zBqHF<a9RvW56hrPjf%uU@!ot~0_$S5WrUVVXuB*Sv|xF9Uyl>Gy-G!E+tm2pJ#7<2
zyQ+8KqcN~sxE>}cNV)Q3`MuC6<QSbXa{o-8;h{P%#drheDF`jM+der@`eraOAsudV
z@c>TNhnIoPH}m`&xCora6{BBVBsMzPCdUxW2`n>N?vh@JbRgcYUIqH*^BZ}vmJkE<
zl{RlNQyf}y!y_rjP@8yqmQWUnJ-3i@JD%RIU)Owh_=ZPSQ2ur`z$e_%L16@~&g59e
z9|`es#m$Yq8K=I83m3PS?$u<ABO{tJipx=ORVg8q?R~elVIYED&L-7g>Sje`E(vJo
z^+*UBQih)Z0<Io8t}RQ?QU+Y8^vE*W_6E@Fk{H_M4~L>Ba3~q8S(>2*wgosE(@D4;
zQN_Nvdo41eoApQX(1839I}iv^sA8GaH;iNnqbJVFjXPq!tyMoXxv{OUmv+n9;_oa)
zZvV!~p*hmaP0;A(smln#K!<yNxKk}}^^}B#2M4<WV=KuwGM5S$de*G!Et=El13+_v
zt&_dX$ZNO4r*>(9nK`3{dPU8P>pF<u8y^XT;-SCnlN#5JR&4dSI@AzpAlbqNh9mng
zL<gbaUONE8qraJwYKn>fS8Bo^nMD-iIGrh}ThKOg-KM&*)DCkB+osw=qW(FRFFG;)
zpR|bSRP|mhgp3co<%$Wnk+8#xm5*os(051T<tk2@`WM7lMof!W0-j#Nos+MV5fad|
zqf$vLC?#Con&t@o>{+atr4l;&sZaCF7Kz9@sl6f4e|K~a3#U9z;71r7*%eTHrp(rJ
z%%Bx%2rPvY<U|C4k}s~~q>blv{?zhvcLia^JK|XP$GDChS_fg7+m4WC#k~f7I|rAU
zk9dEmCpPFc-?lJ73;qme*U3%*(yCm5vs&jaQKU<Imc9U<mOin=>cp|Qa<`gQF<SFe
zc?6}x^SRBHy>X=_OE&E-fSxY4DNgK-sPzCd>OvthE|KwpE*rQm`<0aO@Z;OaM_W2`
zcb<VroeH>-Fv&?rXn4DdA?aFZTMyTlf4aNY@h+}U=HixjLGAdQ<!BsFSY}xYb@i=W
zx^Y^|zA=rX<ZRDarTE6TP(?{s!|%s){d>k6J9L5+GqM5T?A`_mizbnjVK`dTE%(78
zMfoTw^VR0*F0qr|O$jkk8S`*mZ3E6#-|jhZ!$d|3ttZCWajgd{&HINtM^EoNMeWKS
zUToGx<5vb8yB%f~k2H_bRc{Q^@$>Vhgl@>0Ss~fkz8_QBVNNb$X#K@z+u>P+FZ=li
zfOXG`LqJ7wZf08PIWBQw;$_0(!#x!XN&wjTNoGlefXKL@;?o<=mur20ELI(x3*}w)
zpB+JmdCl<MFmbIs{Mq0n4?{|N(3>~`W!WFHUvzZAG@?s!F?R4datREOS<Ar$=~Hl+
z9=%C1-=*42IJy=RE<(;f8~WwseMw%t>J>S0uzkLE*154a2mP80Y5S<&@7ya2{s={u
zQ|XjBSdFO7Ar0qc0Bwsc3n#j)ig>f<bfuq9YJ6y?z!XyedfMuXBOS}aoC}893q?g1
z6v;z=%hbie^eoKGG`}S!e3DMHv@wiaO{LFJ{Si0){x-V>ENxm{7!&5kL#&@2<sUAM
zX%bOUvdC^Z`9=g@iU%A<>8?s>B5p;f^kV^19`@6LuVjYkji;|I8(TNHhy2;f3WYiT
z5}2X=bKh7@j|F*0f#ZwZc=C>OEYo2BhXT}TsnQ0Fahspr^M&ZHRcUDv1Y>iq*}pkj
zQEByMo#wNmXRkj&r_YJLX_D+42@q6XTpwtTs(w;e7!$KC!64JCGE(TXexN756~qIz
z@t8D*$c1J2vEktsD1KjGTF}LK=0a1B_~zc6bg`@x7rV|{w++fYzCW>Ieaunr-KMUl
z{&rc!#7ivz7+#?39DV2`&iNjeMTwQoYt&j~UNy(XfgquXfAU3NBLb)3l|&!SND3!<
zIq5bZ1&GKnDh?^<FQ}xJ*o5o1)9NCnIyvXFu}oi8v<=h6Z;hY$A#tf&w?C~%*ntJf
z{n6Go7k)~w`^|Q@JQzli3_5pGHjavQt8N?Yi3hM_<YZj)(J9cK4!S2YT=~t{SNr3m
z7At=m{WR@lMd2$@m+LRv;lzlN8(=Sq^Go5N5Jq)J@05DHKKn;LQYB1+4Wbpm1uUTR
zH2-k3<aI{1-SdxXQ0^36%=vIGw7S_~L}G`>*=h9M_eN4&wYQfh;7$w-YpIyzooLjv
zXN4VfU3?h%;e$_>7Aq|)KvcEnOadK{raFDRtF4<-Y+(A8*ge|!mKL65I`T<|FHh@>
zW<0BedV$4W8ejdLiKY(ewwE#1$S2+oKF9DMHl4AUE^r*X-sJwvrcrNB!R`_dQJ-#<
zVqZp({{GBZP>xM!j6WVW?XIaNL{~uSrKV=#b~-TJreg{$E)kB0&29sev(@Ayr+z)A
z2_5FS4mcy~)q|1qs{eS@(bvKRTA;@g&k%A22>y8(!S3XX&A9(~tSuC-pV+u3%l+6^
zkEF~x5*$)(-R8NWD`?Kr8jZQ$8I;)6q}l!?{21Vh@5C_R)aekZ2+4R|J$YawfQo@x
z>$)s-{j`s29Pj@M1&!9BzXV&&fA6?4J%evgaP72Ov#XQ_5~nz_L=qDz*MWM$-S=bq
z5AnGQo$<VDNL<D3-<|ZuoqJ;q@|LDaUBk9xPnx-$&;7TIcAMt3z1UBACSAd@y;X;A
zU(5KAgY!bP2HxR{v2d4tkEt;=>?$Sh^`}53W62Vp<ov6#6@w?Ye^}F!7<-G|DTt)p
ziIjtANi#9<bNFDtb(6!m10ysNPRJB=M3T`cgoT^zhch*VVWZU18|dYM`{d%WkYP0!
z6qXV3OUAQjxSKc}nZ@zPlB~rl?Lr1=p@G1A67#uRO<nKo2)$|OrZsIZ0Na_vY#MJt
z2bG;pbIMbo!F1V33_dSsP)HaDwn67fK_WF13f`QExhZO``Jtf|w+f0uQ$*Cnt4gJI
z$#uXPjk%jf<V^n?6xI^Mxqg%db`~6JyN`8`AdCH%SpxW%6O}BU4g=j9;fF`t=8owb
ziCjvh)v>O7GmnGEL!x49mw0_;NX~-bf{yk2t1_=YjsUV!57EeUI6Xs@%nKVEt^EMi
z31{080viJdEu<PF)<FIb)x84eehVCUl9id!$c%*xc%&*WA(_kek9sY#Dsg;R^Q#H1
zwQ(_&uK&I7p$tPO%y9!=1~Ma6kK48<X!+a7BM&9+rrmyTGSA*OcKDQx)7?vNbZj0z
z5!@TEbGh18^NW08tt?3P?(iGNgpC>Fr>L3q!;=CU4_}{-q3_g$h$OSy=+W`|uHjOz
z&1w3bGd_+BCV>4QhLF0Xl&~o34w897eb!Rf!mf%eE8@;`{#A3RIQbWS#sTQPpfAy`
zGQ$`_imK7$k5=Nx9VAJ6vMMcDD)-3JyAVv3XWXrSq#5rfUY@cdmsfNuKR=o)GJAgd
z?d>QNeNlPJ<wu=Z2Sm#>+kbpei#<CEZa(ws?v0FK_|uoon^_SeIil@@Le{Y#ivzH!
z5<W+ST4YPCz;J8pHh#jL&Ln%-Y#LmpSoXz+&&u=r@K-SO(U7&Wyp-rH;dm!rE+)gt
z%!HiphPd9JKLQgSnU<~#w-U4}{^Hb%<FU!51n}D#Q-~#*BFuS{v+r@N0MwW1#CE6N
zO<;7aHG7uSYR1S3$>wlQWP9)D*LHEq*3nya^L2rp3z2#)P1ElK7SzH(awV5~>1o@i
z<J_6o?8$_`pRKuXUyPkAVsdB_@u(E3dv%SNK#fP!?E@jy+@R~qAfjhUv5Q4QlACt~
zLt2*XAHzljEYCoE<+NMdbYnZ~j*&z$!#&?r(>JRQ?S_*ts?J^;g`Q+<;_NEMv%@1Y
z90SE(j>E=5kfz_K9?C(2Kqy1)?zPu{@_H6<$2$dxXlA|{;A?B#dVR_|F$H)rBKa`H
zWHV9HNCFSco=?t|Y3IQmXnm$5OE__uT*3G!=Y90OCsR{cDW5&ZWg02czMOPvOow4P
zf{K>J;?*LyC(mLOJUc9E%>`zb``G7LVY$Jthc#O*FCX2L3h8es&-~cH%cx(eEBg-D
zlP3eLxN}*KFl^#2;G78uEo^Yqeod*#TpGgydkKrUwhD|I7uwkw1|Ds1xJQxj<<kBm
zvSJ1eVcY@O;=?v$Y^nk*SIYw|3G05;JZ(osWbnM;^L`}nj|cp!-yT@}MJ)1Yw3|>y
zN+Kd(XLDoe{_JURbf1*AX$x15?a`Pn-qgJbq!Q9aFETPX9!!c)#NSC}P!>2~7wNLs
zS+0m20|X|r-lI!TC>;J^>|Lb;RJ<f=_+5Cq#r&iTz{YNK!(w~?lUdxCUbFoS_fc6W
z4h%5?ZzHO_?m%-G?}ewU=qhyId!=Xc70@OxfL-S$sswOCC|rDcM)hL>ywX$SzRr#*
z;p8YvD+5(t19e7|vY`zw{fE^WlP~R~k*$}hx6K$93bCGCui!er{{hGn1&)kswKpC(
ztUI?di}Ar$;qagH=f60uM_c7S+EB$XXL+U|+f{LjMo@R?jDu~v)1Ho3tT+vwq!V*3
zD6=Rn#$~LFlx*W$*B3u2b6%{@oVreFihV^Y9T$ix0GvwvjY{Ai7NLmIieWW|wE3f6
zfCdgJlJ-S5Uv2s4^$O)V1CdPDuFdyUFlt?g?XJlJUU8H$^aQQab><cY^lp!ZU@X*U
zC0U2$PHQQS9$bq>cEXv5V#QygB5*w1g9%B>Z<6gMDsqIFA$r$Yj;I`EJ+r&6E46k;
zFX1-A1G;7*7<+i|WwnDZE4sKZoYW)$<1xUU&?!RNDnSc^ps6=AP;taaEb{Ue?^nhC
z7T$5jbk1bo=dagXdE~?e6)~9J=kLXzwS-WYL%>%m4Fi=Sev=hKl_**E`Rm}-$WH@@
zV)T_LDlLrHhOkc<IStrJ13Wi@X`6R@8I4=~yuQmJb!a|-{1*lW9FJ$c1xMRgK0EsS
z{nrj*O0cF_jOC(<v+eE3hm#!SEOwU%H{EE(fz!OluGuxjfED@fvY48#HSJJpA=TtN
zY)NyYxdNg{PY{pziel}qI1_S}SLA{hb=&}BGr|3q<C~VInFbfMMS}e%ZqjXmWusFZ
zU<NA2Ib9LPoA_qf?z!*}eFj%%_-&HnfKH_4nJdbZ|B>J*R2ukOX<r?g)hxx(LfJj%
z3%sz3uEm-ZsNQ--<J~_f&3OQ`Pn76AQNg=y#m}GX?3Q`s^8V~NA1~IUwENs4C(Pe(
zJ?|pA1yiLS10B``S2_a#NAtf1ltrMDFL6#zPM+8MxZ0q(j+m*Jx0UXaMq9EXq1bm}
zpfY;iu>%C!*VxPPj%S9Q7K>EAoV>4I+u3gH*hjHkJry=JVG-Fg6H57mcKMOrT_977
ztCM3oZ?G-6FbW81Y(6;|%|dJyubad*$rL<wP!D=VXstKZvTu>3RB58Baer;nepTrB
z0wcNkbnzQUh`iTvFXMwjYGOnbt2wF*M+gWlPpO4#Y94a?SA6U@h=FLLOq?9eN!&t#
z795Q+xhjtspwjnuAybK!c+VIafcF{-ZMwacttgjPHA3>B5FCd{YPf_p|9~t@21dHy
zaN;`-pZ`u2F4>Wlu?WMMqq%4PJb_tDVA7F*=)mJFE+_E-<l^9%KsGwD+psf{Wbh%m
zxULoYu^1MCZta&)y-*96SKHBniM{L0$c}w#{#|u-C~67eUgtr0c`Ro!zPi(}BP|}D
zzyj6B#8jh50a}Tf^+f8GEd9atrIskpmEoS=ra9EB`fyMx4lYy|UK4(gmo<a~z6_hP
z;qq|0+NHcd3pb@G?Uu@9l{FTI#<hq>6m;il#ME0X9>gSvCQt42<p_;Pv}cW=?z{G!
ziQ%i+RvKOuJxw=eJiO&)s*hcyYje`BTL3*6l>B5z#c%CDGAq!L9a)5}ot8QRiMj^*
zQHP)Si@-mT6Mn0DRQ$5g(|+A^qIe!u&A1eKuem%GE?nV~-jHzx)0?7sRP96%zTLNE
z3XKVjs4<tetaRm{8k+ItyYyQ4Yo?Hgzt8ly02GFLDn5!<pjP)OW8W%>9UI*<3vD0%
zuAzhrW2dqujaZ>=;R%vf-*>#CFg%=x>x36xi>XUn+A(!K;-IJw+SG|eE%#ToF!%Mo
zvI%`qIiZs5eWlUQD)M}EGBH5}lkKl5IKAG=?$^BeK!&%hNi!02gSnawLt6h5N{Q9)
zxW~t6G8+QlXLaHkKplVOIbdH$p)Y)Q73st7K=7jRv-k@90);t^xPpog#K-2PJVB0X
zx~%WLGq_p|nM5UP5ojgefLLvnO`$44BG)FuNjb7r`u=kb?S>2fab1GskSP5$R2wri
z2bb45_cH5GA3L3VCS=K0hFBp_EG!cceGCl_0Ki+TdtE%T_0tN}NkxofjR)7Hs)9rN
z3bPJwFZK|!)OLbXuKZp6{1%8m2x|;8AHZ}v9W&%x1ol4^5V87@UgCWCJI$aZ`13n;
zwf5CDR&->QxUZpEut&Ax20eE%-b?JYwxO~;+8)%$IpzRq*hk0~mx-_^b6mor4#)r4
z%9Eh6k?-r5@aFim>$}r8lpW5sfdcEVmYt)yb3r8yh$eB8#CCMz%#_$MilbEUOD)RK
zF!)GR8JkyCs5Z|=E!8!ry`sr6UAw%}H&2T;%SZAr;kF+-$66x}M8PnU0RC96yIq(0
zpynW9I>C_e@tyB)TPVVRaI#61OL?nKZG4O(LH-fFpX|xYrz4@Q7s4gAGdlebKEm5u
zH3mP=yhX{I<-H>O`ihh9>Pu@m5$icBab-r9CXu$YQ;p}`ZAY|=N$P9lh6X$tRAODY
zCCE4cM}D>kmmZ~7hb(>Z4dN}&kQ0i@KiQ0(StYnjKRyfvsL+%uKiM#HN-`%=?>7Dp
zuM46)wT#Kk+c7H4`ZltXTOE?FZM;h-9Zs8*J-H~aFk;Kl@4NoKe}w-QjvC=;&RAG_
zV^sZ-czGrB_b7}0IB#WpY;&sK*n+u$$s_%6gnnAw(k}9<n}r)Na&}dc1xj7<>OqZ%
zZ%VB~WWn+P`?Ke6=U3P(AC6s6W1r41zS&>7b_DdqEbRTLK^)qo=j`hX<UNGme5!x!
zvPQ43jjFGksVj@^9$s~bBk$y?<cU-=!TDYxncI@}aY%ih<Eop0bh(d~0<FKwtzZ}O
zBu9Y0w=bT9a=``fV*`$<{+cAkAyM*f0YGUSFsqdB0foMhptp8z`MY_hu>s$dKXOP;
zKTpTFXgD1_%|;5`GW-ya_+#=VBPCqKoK4JLmxgBktZy39N$V=D2@xvbg5b9AP*K9E
z238gjvwsMp%<iOG0%3Mz7E6A-l#9z)R2K6N<&i!?#f<AkO>J*@x4|BJ1QAU#f2u$H
zrQnPD`PUU6>P69vqAZ4A+(I3fJBXSqpiXm<?C@1(PzbpqLcX8u50MGqI&tn}c!r7T
z>(|;FkyQ<HEuNJv-#a>mH`$ui<0E)DpAAi4iy#QETzg$}RURHXN|!D+b*7{nHcSxH
zhAA3oQkg#ms|!s;G<Iyc<jjTy$$QrpRwW8woH3hl-JfG@8XE?#`BGcFp_Y<#$HlAE
ziq6y=U5t*Oz1?*hV4S&|K^yTY*BsTHz^Qy->a%7*A3iS%q353+u)bBT>WAE}7@uC~
zD4>UW{oV#m1Xw;3{^a&YcN3NR%yMgU;X!s4eV&_1Y%<y#`?<E!)K<J8P4lw>;2i?|
z2&8hpS0}SA)C6-5%@EgDkM2*;{OBp|dDmuR9n0~)-_mXn^38_Hejd{C{rytOTWO+{
z?OOyaUgB>65c<8QrCkk={mZBJS4K_mJq?WCve639c`i+q5uFWfol3OUNAIgZZ$Wi3
zGI-|X>wPn*{_@+N)-Kpl1zRqxow0KftfedHI8|kelCUv^4+}oTY8PyY!cd(VHPx;y
zKl?00{CAPRm+!uK?j!zGnfmH|LHZUuFZ64^u|&!DD~&{+0HkPT=tVT)MEgIth}CSV
zLdLzlOlSgHn1_vktu8;Qw77)rvPaAnEdLeJ$EQt}STE);N5Pf!N8^w`YZ%MwoicF!
zziS)TA+*#5QM;1NR}(m^b2;%pzisI0Z@zIk;aJ*RTDL0Wo?lDIwCOBqVg?nwwyl=J
z1h|xB=u3oG&$Bz(qV~ujb+@J>k`ZA>Bqc`Jq0lrRb*-ZfclhC%gd+xy*WK3@{wD3r
ziR=FEfLy2(Dd5+#xsvI(d0-rc*~)X|Hd|w<=(|j`3Gv-HF^Y;4xeiX6c(oiayjc@M
zk8u8nH~`V}tD9jEi^#3C9gE{;d?A)?wIov>Ui!NUt_8GHrIotnLlwD<g<-T!A&Sit
zy8duE;Su7?!b7ymp_!SPO=u%FhlQ#Fzn2V&HHHFxrQcH%N;tCI#9SYuKv{#7v=~9W
zlsWvn|A_)mV2MVsmvF6##+LX1jaEX)wlldzFMNr=ty6%~<*~Kvvt7j9-X{WZj&AS`
ztsw5-kJ2{QYwn>8?ahnA@m|xj4By%767YI_K5@9QFA_=n`q_4N>7fYuvT%HyA+*bm
z-85q8u?Sh6m{W@-t9!fd!d&wTaP69Z=GMs3Q`|9j{U<1Cym_FwQu)1+u>(VBXTc1X
z@5zbiFphByZ+!oGEx~5JSdHaTVdAEj`6qi3=H5p+Vbn`*2^$m>{-7A`na(rs(*7%T
zC}Bbr!Yc0CI>j1m=>lInLTq_+x{KTjobldJlSrn)i6bbYoud@fA*|`N6iiw4Xip^s
zBF}@8#|ark1Y4X(KaB2DK{ojm$@jYlH{}1|^bRGKOCh5%hcF5r_hsC=+cdZVAveTo
zLJH%I0~SYxwR>6daYOk>myGIp-W9cIa595)Y8yP(65twOUdY%k_{;SBY`K0A<j5|V
zSfK2_j#td3#`<Q_RPlH-^4uQl+?~BY{G3<O0Q?wz2^8$l-lTL?5$KzqiHs2Gc-vc!
zqtnoYM?Eu*VKd-G%~XNN*sQ&)f+g79+g*(#Tu$G%I#PRa6|X3e?LFodkZ|ixJhzHu
zr#rf_X&G!))HXQ>A)g0u@{Yhu1_x9fM0{;unON$>FX-Ua1ajejz3`GvvVMfB$>6cq
zb)xq?wR9~nB9fIMPPo;cB$%FFE^C`;GWaw&5l-`3E$L8N9+?LpDdS(Ut)KWt2T{;z
z@^=%R2#)MOg@-OVy^n-P&||uLsjG2e=FFb0nI_vrIg9+BrR`YWV5URE2DT+{P41c3
zNN!8(*mz5mWn{czYB~<aTl=D+3AWg0@YwzRv|+ytAbPhgVEhpG{x8(<u~(Q4+s0N)
z5Wmq4UY$Z>GGGlr83+(QidxfKG0=l`YbyFq<82}cZJbz#$JL7)(oGCBaj}7q@^e_i
z-CU%}G*mqKB020riKYPn=IiGiVf+2nZmiQ=<9l$X(N0;=2iD5|B1D$6T&zB$Eh^<u
z?0i%9zW&VaDvTAf-#3;F-L*AJv7gJ+yF<Q<8R4xRRDVYP{L=7vte|*&5P5!z6)Qx1
zHhMk4OcHlDaFf6RFK!_nD|$EZOTbXIoJD&%250H}VS*h_s%llE2yB}3OWXP^<vRAA
zsKa`{a)zoM3U;GAdskCE+L9fYhQNo#T@UZpLXUiwoP8+}gyEzS1o;G~YV2R?WByee
zL)Lskqvy{c@Ob6{;s{PC;!tn<UjR};t-jM5#T9ZqN-b%Y{z=z;q1niA^abM|`qcXe
ze?|ta{=rJsKMZC4!&4>yuq&4F5957a=^vU!tfu4s$c!I@mBx?5nlOGG^qS+xKJaw0
z!iL?qx$9tOG$xK<$B^`zwcbn}Xd6c_9e_{9`m^I`3v8L!M{~{E+8Y?y%@s>$cSE~2
zHtd=;5AAE#etnFIZ?!@A5HEPUn`7hG-5428#Btu=BhVhhdb**Fn>jojO)+h(AKH3a
z;`#%rB3|707~hU>kD=XN(YB=}cK+BC8M);+cIBmJ`J1m`;@D7xj}C@+D_d+_Jc5}^
z*ngM19Ri%O?E4`YGqj!7xr|%)USddJ9}Mc{4Ob@%jCj)@eY>?n<OA*v4_EzCAE&fq
z;*<q%vT@4&*NanbGIrF|M1VhbkHe@zzG&@kh0u0RST}bNeJXKEI)^T9zl({Z{1N_k
zTV_6GUVo+z4nN{9f5i}d@@{(scuU~rVTmn24PfU}RO>fgT7u8!|A{>-27{+1xvD{i
z9n_poTZF&O&guNvmyzK&ExNe;O?FO4!p!L`sGrkOwPDnzO}5s?4WCBmbZA}lLipg;
zj4poFh0(>6@lDW06HFW9i?*JMn3dMW{W17<d^?3M&h5eKqNc4~we1!rj&6_e5o&sH
zSc@L4dK;g-r=$mqhN$X+Sb#rveW0cX0}&OIiIfa2zG3$ROdRfm@VC6-?O}n9-}Pkb
z;28Jjh<g_G#V4cv5a4AEFE?{+nezrC!(GMP!>xx>d@$GxJ%SwJ>R^INBYf$T1MkLY
z&e5zspNffH>=EAC4&L@6Y<RadGoN!qbKXHEPWk02<_vL#8%OfmcgGSjz}FH>MtGtf
z<-=@*7!qKmHGxpq@1s{eV%G_^X4eUIW!DMC|BZD*S!H;?mC`z)HdgSr)c!7-Kp+qZ
z1Z7CVAA!Ik6bdnB%ov<LeHz)>sxKo>ojOII{x^R7c+UC?3k#!<dw=;-b5Kg1qDTGg
z^5x47*FAgor2qfpk3Z5stN$qfzDy>=%9Sh8zI}U$L?VdAVs!1=6(>%dXmXp~y2ZR~
zo;r0Z=g<B8{NUuo>}EpIu3bAi>9MA!rs2EV+FDpxSkUrq-MW?YZ@Y5kO2c<Yj~>O?
zv18%s=?NnvBl>xi+`s+yn@0K6-%I^IRevvDyuh$w!(eW1PXE1Ba^=H^5Akm!lhq*V
zX%>2iIyZc$r`H0#J38a`1MLG9WvE>osbk@(9gHZb!RzTOiD>C+PVZhU=@Nm^(R*?1
zPwtmS)M*RRIpyf(sMy^`uSE;``nHsNK}!8m-|o9&;JWiMhMh^klYH(;bBe6;YMe<f
z!uU3poI83)7gnN|wMeymYY}eea}O#`N=p%HVT7p<Ghu%=9{v{+uqZwUHA=f;t5Z~6
zOaE)Zv2z%8@<?=H1$x=2$zVgt!2Nff%q(GKc#sME({b?s^92^gH7<iTWb#@>XO^Lt
zhpCDlP}jH9xEJJ5l*(%0z9Jf~%cJSj+MZ-LJ_swStf2>ZW&(X~88S-I%fn1f1~c5&
zG7;Y(!?Gy2E{&p3?t7B;DjDS3WuSCXT83V(CaUe=VuITluc(KO58=Au0frrUjwfm_
zaHxrdai<e8E7%r3jqFN8*Fk!zO5y=s2cD+%Vva`3UwjX)i|%3A&e&JhL37pxx(%rE
z-PGE^jVk{Yb+G0>Tvy-6u>FmfPnEGHDhH-~efZlNaoU9YC6(xDuG$}|>$}C={qb~O
zDS}M|nDHVTt~V3VA@U`bCFiO1$1{0lXeZ|5y(bxPxtV~DQOVezsX2i~*Fk;-df6GP
z)`6WEw{x}sU8V9`xF3y$>ycOtyZjPQ3M(6aR#n5;ALUczsAux^^>Bk@@}!|1Tus&5
z!34L{U!ey-KY;7H2N-tf8J?&;o9+uI5-=;o4nEf0lj%+J4UOnH?Hl&Qz;$;FhMh}%
zwQoo%!gw!B?((zC(aY&C_@<pPaNY43!%ipQNnVA@-+$(15n7t@G2r-f*!}Vd9S_Cf
zcp~>iW`i!+s_BBQu~uC;nO2NYD<e#eOo#oESooiQhDA@Z=?TWyeI|WxZaI3{tKI8h
zjN4g_)j=)X_dkK_z9$&=M<SjSsJ1~z8xc+=7a_e&Mo%zPyLde-u0kIN&D{y9(<Z0|
zz1@riDl&9665w7XcjC4>zZRF`En^WxjVwwnsja0KU7K>;L)nA}WmV{*blM3eLw6G)
zBFhy0OqsKV<p>f9@OerOT0MA)jxi}%ky+4S6R1<vsAyB5mH<wjYInP&QlkzYS68D8
zU#$-K0z_5Inp6k-%gZoCXapm*zwdTc6#}Fg=$<9T*M$Wrs8z(k>UHq2yb9gLLe)AD
z3lUk~w078&UxMLg#t^Y5=OoMI$dcEfyIApeQHy!0Q+d>%*)05{j{9Rn%v!_|vs#I8
zyP%Pn)!YbEA7{e;Ts-_QC1BCBCdRC4CnC}17gyp9E7kJfurk7JEy;POvZ?Zg`0S|^
zP8Xh|-L*t4Nyyb&KK1><jAE3@>k!IuT8h?~St7!1C3~w8Gg}&A>itaEpNxb5A1|;d
z_AkcFI`&NsGUQRVSxp9eF>W{VLWH)>2cE+9z*7wSGYL-$RBcU18zY=bp=@(CW1BNe
z@vKOTZKh->s6a1vSIh<(B*wU%r$raj+5T`Z9rj0K;eVE+KQ!@~|3>+*3uT*Q<T7+N
z<g3WgiO0wN>ZaL6Dlza)zLCahY4zmR*5I<N0wV<?ZvR**qy3?B`Q2W}KNgkZEpg-i
zvA8k+sKq}~*U_@3`6nuIeXxMTKgp`lE-M2)vZeT@NV|V}T^u_GAn{Mtq=bauuhZYt
z^7DAG5A;FepEngZ)YZ|~jvW;z#@5q<$AhT7FN!YSP`SV8(oGnLXx>jzayuHLcD@jG
zU=sZJZcZ@o-yMbL6!S_HZfoYE@a$z2UsRHX1F9XK*2oZQpxO={c>+9;H%%9Qt187n
zLs5e+%INb}0lw1ytJE{8gr8`&XKL#U)OAz)!odpFzCgvymt>W2Gcce}3Jl6g$FTe?
z{83f@`f-Z3Sgojxjn#6|`cX1EJx#?*sb;LEexe{1yWK9W<gm+H#&0>V7{C1%3)jQ3
z7<RFV<2OA$+~64NQtj}tQl^raN81FE0QV}IXcG!cG0dcKo6s2baeG&xX51cC*)*H5
zuec0D#hNxjnc~_y#x5zH#@H~9FRelkGu4=#y1uIxU)OUczYM`*0cIv-!~ISof}@kM
zEHz(ij6jvKKf4(3NlfVZTrQg+4DdziC8d*H>grH(`38)F+jBm%{7w{%0{kFk6Z{Na
zognVp1I2$Z^XRWbbFj<J!avF6h<cQY-dz=&{ORfG(bu=5G~Zn`m6N~6Akg0#qdxov
z65p@UzRwbD*>i)V{2D|($wKdrE*x|1+81y)HrHOy<-4hnbY2gy0l(nmx#y9mHr7_i
zAV<{WboB1xsU(9QdUt7w+tJ*MW?zL|UW1yNT8&-bg#sRKM5@-SteSe?kd5A<PO5bf
z>WteDU*~;8jYb{Rla*VB)7M^N{4gKRpUbLi5tUesUTv*ZWT38ZJ>#B(p_qU81*}c@
zn9xfhdp$|n6_6HIp_iZHnWiEheR|;Sc#io!c`c&SO3<s7+FW-_Gu%qnp3Fc0_Y_!*
zd6*EYd6H=r<)A44ptL}ddM4kX1#To3Y1TnPF?#u1YSuwKcLIho)R^GHqg=$Nm!Ye-
z;$*XqUgkI%nT_<kN@m>fI1kS<%Frjky6NrUN6ApwbQv-z8JJT>tJv|XMji0<a3iij
zQx~5Vpm%$TsxG#d;P%tprj;L^h4{1*bZe{l`>6L{A1uCu*`vJRqcnHQMe~;-uZc29
z5ua9!ZhkguGTeTp47x7Ap+8c(=%>~n{4ASb6AUro4dx^_PMgryQYGn!wh3y_q|1L<
zf?hrrs^$Aw;MR*G?d2a$WXkX1fTmDX&c6HN*pQNLhxk17RyuizZifzbxUH6`qO~3F
zWgtGK7~KMFwaZW{V`Na<bc?nJFAC9H$yU(i2Uz2FTz=Eae~^Rtv{H2QwNku`j?6+!
z2V?aA?j|H-&meUA6&$<C?QfYn$W=+qqh$!P$L*NxrpXXV)j<)uwbNb)jY0e9m`wEU
z;-Msi9(s57!0l-53F*pEC*@RE*T8~f-t3j-)BQ0Yy#v+sAkYrCpES`XMP(vBwHV#n
zO0<@-`Q!_j8uQ@qVXmbeC>d<kWUy_zU5t`4GWgpxBExgqPx~vqb8hI5NhRo|loUtz
zM_&uv(vrMRG5<&ctWBx@sA&(lD5_xlBgaOM|CJ0)(*?D5Xm9%(y1=$W+eX^q)C;B^
zJk6SB7rkF$7mu-avHPp-B2~tgOKC7QGN4ahY?l5}hkc>>$UymrA}#)*;5Ge&rILS;
zGXCNFn~=P77NIk);MlFqW*n>Ous=48A6u%8A3bq9nmZ}%RmkPF?D&!Q%JHMhnzfG3
z|JWFkS+kaemM+wqwIh&p-H6aJ`*7^S3+?R?mxJEH4yrN)JL2|Z?HjhJw8Pyr#3vV`
zTYJXOCZ(4^npdv!OjBb%ePY|KM_C;0kcQq}TdB=uw8HJ^zdo1Iv4blv-gu5@iA=2X
z@M$`(M<$_vPsIsb8gWWzceOah9k=hNzFwT7Wuq*LqLNB_Ud>EtV^GC>iWI#&xhj?4
zg1)}}Aie43Q}ZcGaT47hzc`866NBN?QghtOEra@;j!V<$bSmoSbcC97I-S<TtN&Jf
zJogXnb2_vxQZcKVE(ST^w$g?Rjq74M;*%9IYf=WKixq0RXh@%UeM?Qh89m5A?@nrZ
z(23H6*NInE+ksmTsBwdUyAEQr(K|$KUMa*8w;xGgb8b!X-lC(wElyreLV8vyGoKNe
zhG)rz=*ymhs1m27l%ki?DerWg(#8U}5*wM%IrS3OVna;mqPY<WrH5x8=b@Fv2>n+-
zfbFd7=(zA6j%nHSUf1uV8`cRq{)KfyzdnKM-X|FLyJq<vB^>L7sCUsye<y)JAP@-J
z(0)ELf$%>FmC(0o(<bcRy&JP;&1(3bIuVabdVA}wxBhk+J$m$@6Ww<1+==epyVKY8
zn3*w?3sqHB=-<CTog^3#5P%62CZM{ynodR>I&>)3ty_mFQ>MJKEK5r!D1G+q8G?g@
zUwJ>3i1^^a14KthBPb|{{*FqzD=1(llP+DlgozU;Hr!8L3j_j$hK4qL_x0Cb!_d$W
zUAlCEot+(Wa&qV-#StS$VC~wqoXLk&eNfNv@$sSCAR!?E$B!SU<%x}rg+#(VY0gDj
zTH^z(%uLk@k=()xdgoe+(!yN|YFDE;EvF->^W}=Gu(uI4EM&;eD@SR0HI{6>i}{~*
z!Qz?SaPE2%-kx>>7k7+8_aN25Qf{RjHFbcEk*Z0y5gH&)Z6Rtst<3n?+S3JoRzeh2
z)nMg=EOb2*k4Iy?;iz=7SUtPq^C0HwV;ILV<hfOB`2w}_`38t9<z9@ER3^iv@@l-}
zXo`~^osm!~!<2_oRM!DNcxg@&Pz%;(K9-`Bg%G}K6BmpOHH-{=4jD?ywabuGjdz?(
zak7&O63S$l@*oq{b#?fm4fkZ8Hge15pw^SwsJ#fJuH$mJ2Y{_Ch1mL*2mB;Pbn@29
z8yV=j<p~~5X$wb=Qxq$!Yw^t=DH!8tNgqwGRR*;a!KmvvEju8#vJztJFi-f|QZmS~
z@_Ht^ZjQmD&-`B@gOzp}XkFx}hkPx%Xd%GX0dDZKHbPOA94jNG=(;Bsk0$uSk$tJT
z^iC!W^jctQVB>vRQ3r;ab)c;stcBS6wkQ1TL`)rA%|O?P$9Oa|fU^#oyDl`e0ay9j
z^uSVptwY=u<=@Ig*X>X7=wm-PD(ysc>RAEa{p|(Ht7~B==Hc9XUa;bL*_KybLoe>M
zQA>27uAh~2FOqv%QH?8=6&NiM<EWnl5-O@O<9QZs6TWd}d{I(GHMUk1VXC7!W;<IT
zx}*}bU*v$-q6OZwHPy5S>NZJWfVd(pdT7GO){ai_GZUbwx&|ws=Ai5EFYxHiR&W#<
z!pl?uXAuwI-j`xShyz3hdRQHoi?s4;WL8vbJWtUM2Ab`V*GOM@(;a>`LZ%(=NYQmy
zEFOJGwFBE1Zn1qK=+%BLx00;~wG)VF-%zMU1~UP+_Hc%ur4U838mxSnjjqR@;nAoz
zT6{x3;~U&Kd_x6W2ST+vFlwxPKDPF9QIvl_3tfMU$D?-`-;`Z0rzg3VMrC1Ms2vt{
za=`B?#TaoW5q}PAiSBAi6^-gbu{QryjZ0Z&c*oTYCwsUep`;2^A~R53TZbR~B(L>M
zt!*ISAx_IFsjW-}*xJn*eii~0$!f9kQ8v1sc#cOSyl7pdSkuV?ldq@3W#3a!n_5zn
zgPXcKp_|eo>3Z^OnEpte{-TVvfj(Z8YwE5#(Unz*lT~A-MEkC`m9=$PkXwjhVk3yv
z77kP7Q41UC(>>H>Fu?OlZo8B$tH!kwIYwF<<6uiWBvw^pc5)8nb#?gC-hwVCNW{mo
zi~_V07}ECTaDFKwODpM<V^r#(wwA2}RoSfc^zcIV>N>bDlObL%$1*d;%X5kz0s#gH
zg>ce0K(btpr6ompKQ9-@t!$vLwtzX0Z3pVa4P~h7=T)zkA*#Fzv6a<W<D`g@vgI`m
zZK(`(on2ki{QRSi`y(xbOs+j%)E2XrE5)p#&P=@ch>clWYl&H(aL26m<x{8IsFZJL
zfcR1^@oITBE?1Oeti1`2cW^>NxeT8@k%C&I`CUuJqR*I;N_4xGO!r4)>J-lQ4)h6v
z8g-zp&Zs&lZX{;TuEsmgra0Nfg^AnmvoW*xYsSnv_Dw2vpzfb&8MN7EKDKsof}aH|
zLrf03o_dZ)!&@tCb4LeEzL5r(14_2Jvm?4GC8RdUAo~mbp|l#8%F6JLiy2OKcSS;J
z6{g(FVA{b~@><XQH_Crq3Rv50sdm~Jb^2JMmeYomd01VAXEoJWB-UK~R?m^jGKgB}
zp&#E!yMI)-q5ArG-UQzeUBURrRkpA2k2%`?W4(W({E;%$b%OlWGCZjFPo`@Ai7!BZ
zfsj7cFu6vKB_&1pAU_w!EH(Yp>tbwcg|aNwg)*gCxe%C&VIbf`U~URM0|S(0sV?lI
zuC2T@Pf9SbGDiyo15{_L-d~-S3t=nnlNG3w{dkt<@VU63-tLr2GR)e%7a2=8G~8o3
zau7rTK6u=D*en00!a7D5)K9*%Y@v_Dnpd~OBY72`*H&XbU!e<bdOX<a>0?zzA?6w}
zC$#OVDu%SK203a;KJ|S;y?p9ALEiMfu*5{s7xHRrQC3%njb$a6X>5uwMW(nStHj4e
zdHB^#4<UvE?pTc@rg&D#T?ffka{45*5f;Wc;AxA*%4&R`noIk~FYU}5VzuQ`Dpups
zvD$A`tX5W~5vw(7my0X4+vQG9@H3}kW_J8`_5~gdQ5(NSOR*u89lyo0<2Q~NIA5+M
zX4cooi>jvCgxIQTtg=)1=GR4Q+^*lmn6*A`w^6kT8g?nK0B;!^L9Awbw2$Kr@Vs10
zj8Msp<44(u@tco55~*=~LN*<<f9<SkA5Z0#qDWqg_iVUN1lG4?Y=S&T)y~MXb0KJ@
zSk$cyb+Vtnr3E~GKgeu|$KxSy>mKB+h`{U89PDy)@K3q<W%R;AiM47w*;tDa_u|!y
z^t6$fl8cSIu4Bfep7{E+zVvSR)4u-=hK2?hH!4JPuH907u3dz<q$bX_FTcXfwJR+!
z>(|8%!}_#@o1-ZbQVQ|y>T4MI(Qml9?;Yr?)k8xaSgFo2*jO1OF5%US!?+L|3(zsp
z1q;?*KpRgRNUX)!cl-fvMJL0Po%d=ezo5Pjj5OajG_?*^U5CB3vC1Ze%IrK53$YOo
z!+R@|8dYQ{k<lAFNK94ZZR$E+%SKk$WAm}?Vk)ASb>aLumDoc+!%S^lYQ}H)nTiZ$
z)$}-4{iJ#7IzF3w9D6;n2;1&R5j~qbN!UvwgtIvx-<*1hjiWpvGStWFE9poplp(WN
zrlk&4$5j$DzScURC@QOl)5ME(Vx7KT3;aCEM<tnW?T6m@C?W>V6EDI*zXdaH_{108
zlosr3%Ai&UW`?hp;iF3m876w8k3Zw1yc|Suwi4i*z0a`mBVUO4`t)gzX?c~%EKnOa
z6tU%-tHusC<^sf}7B`x(<T&Oes;X<~^4EVBh(1aSu$SzQrT_NNhA9?BYvcdC45Lpd
zWSG_geL8T+FuYZ>E}xd6n3X}T|I+;-gL|>!^|%6TyO@UPrJWnM32ORnW2$KrwDtuP
zL+$0q7hv0!bVUE8c>mlOm9iRqec(C9gxbPHEiR>HD6C>^vxVxSTN?`@;!=tlZ-=)I
zqDoc+ef<_#KdU491aqHcS6L;;R~w=*wzoS>*tv#=@{6mu^}vjexYWk&f#dt<8tlRP
zPyNxSJu{b+U08+E3OSY>dXD)Yw87$VZ=8$D#@j#L#l^*4&|N7(o2i3J?RAj+iaHpw
zkF5hete@QpeUuhUzYe(t<*biZixaFwh)Z~N;w8nGOa6epMBJp){4~lhV)cNlKfX#2
zMjTP-!SrDCQA!@AICV1(W9MC`7gyU^3h~GCUa&F~aLYjHf(4fhudoRtjw)=zj9~QX
zz$L>ClvlAbtk9G}dw=9N-XAZgBYIIsG`T<SdxkL`ZDFFe_Tj&h;Z-!WgZW=*hmpq=
z?Jzw^vmI`wtG2`PH(;f<i9<sjm~g~unXj;m3mUhJr|#$AoruRMm({?|jE~>HXb&s3
zc&vH&N8R>?W+Owre^5JlkMR#Bjr)fWepmR1PuikSJ7xb+!}y2y+hB2+56(qpG5%pu
zXBGd@JYqE+_s9Ht-=z8;z{X14WZ$HY*qD!wfzC?fM`NwyN7ZpO*BJ8EiJuf-uDAw!
z8{>wg!G<+!zeHmG)XrEuvkT5$e~GuJoy5iMBhfv`vFUNbOYO<nMWt169JmKnvRcMR
ze%S?mLYQY$$$k_POVwvm*I8;C7b@m5)W`AET*hA;$5VXu=^H36sYILZOKAD1zj48r
z1Mu$fz((Q}V~)9mS0|rRe7WR&qj5@QRW-g^dLCm3`@%#m(Tgd+jyq0D%xhZt%P%u}
zpp-PYWb<tp=<DIL4?4W^_qEPvSiQ!4#tM!(ovv;e*0&Yh988grT8M8~UBkdhhjDZN
zyP9)4jmE5v>7opdgZ3(7)-O6M=^`@+q5e$jI!kRcRYf}(bF@Pf^<XKh2TIAK8hWtg
zPmCSxr=bU`?I6^&361ne6&Y6FguS&$C24ToSKaZ^yo+$^w*v+SdZ6}Y-u%NG=oY9N
z+vk>6bH^!Sp7uE9c_Fr4&qVb1+<KN>B136a4VIis#{8k~Sp2pJeviq=h>bD0Ff#z%
zTbnnl_tDzRZ)BYiRepE1bwbCV<Iza3hVs{RcEIGTsc_k=^e(y^vrZ_jv}qgG5eNhV
z;eQvB@JAphK_$ic`ubw~_U#P`e^RLwXV0F+#~*(TKL7O>$Es7G;729=QU9k-$x~<E
zym@r8-}m2t-*5^bMM+5s-gx5;TDIZChr`~U`=vrXqehLw_3PI$c<^9Mo;;aOprcL<
zG%?{`m_hw~)v8r=B42&NAN7BVUcGuX{GXztq5`*X-=-7$l<VcpnKN*AR~@vJmX@MZ
zr%v?WLnSX#C;ur!oe;Qq@nU@W<(CcLQTHxbuz+rhufF;UO-1>{!vBKBTkhb%nRr~<
zIjUiYUuvN+#n3lAF=HGvQ4r9^2Dct$VAFwz8VP@Yg^sqy^rxOqw#M+?_Y|9-<YHck
zre5rb&BHsbEFduWXAX9y4uY`Z>tka(J9=?TpqUWqm2#|jp2wN+H}#<uPl~H>rJG`6
z;cv^pE^gk~-ky=cT!{3FYOHvc_u2`6e}#_DV)|20Cud{$u6u~h_p&ihZ5QO~np%uG
z_#Abp!}>Sf{zVzY@Llr&n<KL@ueY<N3<sW3o2z5}kbh7H2V?rvAcKQ3e1D0-<_FoB
z*VPeG(lV@z%0lD^KAbzi|LyW!#Pp}3d>1i%S3bbzJ6V|5mwQpn|8Kg`(Me2y8p?Mv
zhHu0pY>vvtyq=2kd%Bt+>LWkomRIAK=p2mw?FDX5@X<&v{Hy)Z+E5=qx02BPv7K0e
zj4C-+r{y;!{MDik?ZpE8=+3-I2oMYKv|NT?GKy3Z{{9Lbtwr>wo=(;x_@0Qz=I8mC
z7hnsXUJD%R=7LGL(_nq*DX4=Ys1v06+l$%rJN`Z$9mVvgK?X--_-=lT&G)l0ue&3n
zGRv?oG7FL8|DC=-%U~;_KMgWSjNyCWDK<aN#XOFM2s`5Q@J>tff6O;@v@@nZD!%F0
zr`Q~mi+Q2;4gPV6n<=ITFv$f0)<(FMSw`QZp78fqpvs^U9ySI$&@XrbErdufuf~el
zTspz%--g<ii~7{lNg{&p;aF^r&BHwQMbpnua&afS97p@O!Nu4R*QBMGdNU1nMm+TX
z2kJnXeMO~cW5`2$0e1{bC3;Mf=Ft6MiM94crGF((u;S@swTm@v69PnhWXj}NmsLn7
z{84OjlVHlrY<NFP2DKd4--wU5EsW_CYW_*6Q#!m1cxY#+I*~h6sE9|~@Obp6OSTlZ
zWK}Asg8UQg%`1VofJdL+_g~Q*{G+b>qe{%`uNJeu$m2}-oBD{2S-ZIYb9G>-j|g8|
zy8QO00=oQFNqH&>f2~A(-0kd!VtFl&NQ*J?Q6~Njapp|=dwm($m^qLmW`50tzyFKA
ziI%}eM1K@Ah~WEM95%=0VII4y`_E5V+uYlgwasOidMo`Ov&~c-ME8dvwf+#7`<D{#
z{;!qKb-G_`eIERI+I9SJWf_L>jWkXe`zQFd-aiVp`^OJ682`Amk)-**!~P1!KLx1y
zC+bAndc1f%`kt;i|Bips1t#4>VE@I(NSZbmrFS1d;Nb$-72m_*>ujViS`R}<JGd<W
z9&v-lp|0xRf5Aze?$=76hqeX^U7$83Su3)}cjbBLSd>P`DIE<2=xQMN$HorIr~9e*
z1?Joypf_KL2}X?l@#YyKy1EK`E6Owy{{9M78CFyhowF4as~Pc;SuMxUSw(chAH_yj
z8%#~kflo||B33gu#)E$#R?`^2*@)nKJRX~$<zrqucKp`E1(R;3!TJC@ezP-1e+Mx=
zr}0m-x3C0l_}Xp4f5ETCWwc#t*GSy{ku;Zy+Z#y=eBBs<8pp5mWD?if84HjhlVeR<
z0cXPBuB>A8F&Dv3ZS#e{gQ!agY-W9ejF~^6{N4i?y1T%B$q%skVk)wiuET#xbFj<J
z!9Qt(+KIb^zcUtoGlafw=jVi&_)KitbzLRl?;n|KKTFNEk5)NNZ_FUChX4DuvPRq1
z*6{4RmEIw~m(pp1|0cUujlqP^55h6{CwlQ%dtV2P9U4HN2Jug_cxxn62irzyoG4h&
z_M=bm&LA(XKYv|HD&!cq?h!Uk_Jft$g0BCHl1e$o?TyE#(Jf)6wjo|UJbgVJ4sU}G
z_dkc#x3@v93+&a(9R1sv|6~3^EHps$$}T9atii=cxtP5@7Vfr2=)s<t^7H9r+<8`r
zW8VbA#af7KPxCQ#^Ap%x2+*5N%KJxTSk{@5;c*^j?~H@Hgpq+~pohbsx5tMY9>Xf^
zPdc`zPFU;T&YIpG{vRpdh===|`qGI+7w%_a*2V{Lw=+hM02})Bm9<BoBWgq6e{FuV
zS;?@uA0tC_7G`a@4|h8edIU%q8IC+d)W&}Qnhd%uzriMa<f{{#K$pKU2Ad{$b0(>%
zL!DeP`sYWq9f%0mJgwz#x5JJh^n!WnWVc!C?!w*P7(LjNYgA<T{tDd>BR&uP=gJov
z;Qr4&89jKIgIQZ1Gd8KMwc=fLs2yeuV-mmvJj`$_HXobLBxxl4{jECKISi#0)$}Qc
zv)0~$yMtJx4*m-kZ@7vBCu4AFU%1ApN&hBv9c&%M)Iqcqvm&AxJy1I7uxC44`kvgP
zN^Cjx0;A_%!|ja&=!BJjPKJT33|W}9K8mr6?Idb445X81wwz{V*wFuP$w2qV4Ue&D
z;%oHBb&u$HH6q;mFPHmwWcW8>+F<}|n<-t0W^{pl-$l_gKtkU`w*#dMKVHY}h<<;+
z9X7>a)A(1{K~HZBIw_D!D%^TG9b<legj;h%VDk^z^Jd{6b<h`@oeY$JSl5G2?4$j|
z))=_kiqNC2m6Ct3#f)Lh<~so%rnnVbfK6v!{v-aO*~Dr(=#Q^AemtZ!eza%Dk4-xv
z>~&bY<t{UZ+%Zyf&00?n%ox{RY0X+DHXV4Rk?{9d5gQre{@xKxtQ47!S*vcr-N6Js
z0vlh;_+N4G<U{;=G#Yz<eh)saBzW*712g6xgT2HQ<3=)TBL68CZ@7j7r($sF*D%gF
zg*y3f^przP%sT(gf3$46{7tuT;B+i5?S7|0529kESi9>UqK=0BtNpP-hRxLa$v9lv
zr9P*lh|&F8vvWFqw)~@WI<!sLGn}yrlrFBm&BUz#u`Vv&*aSV8dWc>x7BO$ozazu8
zC>;3xIWBD-rqT}U_C2Ie>^#0^5M1oUxEh^-DT}T!iGiU`e{Vi#TP!xc-&$*&Ld`={
z3<<Ep^gc{k0ZwAvOen&ps~H*zfBzTXM{BGTvK7JiAiGY8-7Mti81`LsKX#o^W+|rL
zVActFsU`mt2m}Iwpbkm+BM{V}PMDiHb0+TGxr3095IQkWE|=5a{}<HO)?&kk4e;>r
zP)YWq5R1k5;fEhEWXKR4IdbHcr~FYrPfbn5nl)?aBtq&#J+DohHgpo;v}x1mQ~2uX
z)~y@#_4RS_;zfM%#TWE<RFYro)~)gGyYJF<5EmB*FE20Lym=EcnM~z`LJIX{KMG@G
zV}yl;(TR$Yk&*PthRV3Px#9EAKUevVN(`hD{;2!^O{~m>^iDomxvIO6P&*#ks_mSk
z&hl-MSh6(|=YJVN4@i}tN$rNx#zS@Cg_pY}ZbWM?0I(7m(2JL-laEwnsF1^!<Mb^q
zc=|06U@b&Kk><jyYZ;}8FRa3^eYqEcSn=8NE7i)clEYTZq5)fh0lffAc_(Wxu_2^Y
za>#1yU`TBR!}8g~Oq|Xt!KE&)a8%p<L?MGdBSRI341z{vXrV3xpOv8&hH5){H-?pw
z0lh#VyG(VrZR*;#i7yYR1qT6kA|$Atgjb*7l~P!R^WkkcPu5eBp;S$V(rVahS>&Kq
zhCB`#_CI4}81LP<474tC)Pv|XWRMskf!$H~dRhsx%j9s|_^{y~YA2k}FQsDby(}b5
z_UEVr+25-Jd(ArdzoH8bZNOFj>(qfQRlce{pmx3Xw4go$ggT1h_45O4yPu7(x~T5h
zWXaQ~7j&whFhyNU3{`ijugBKV00wIPv9*yQvSc+4Hi5dw%Sg2jse6v)lyKVvb(>Tv
zhpn)Qb)eS*0Tx2~G^u(5EsYR0s1?1N6D5<izyKZ3K1T<&9m-VOLH-Z)1x639r&4{P
z8g4&7Q0)sBQm{5siiA%CRAmsb^`LeF;cNQ_D<dRuoc2Ra9?`y`H+NEtm5{B23bi^Y
zf8FvGzKMD!HDA_7ZMRG>3juCqXzpa(s4i&p4MHAxEkG}LYIwe>0Mbf1WHq&~^-Qg8
zP+1LIj-8^l>Y}Bvp$#hJwfOE{CJy&@#UN)U(Y39m5D)Vzu<~)XMpB7|KGPp_YE=7U
zj=V<Wv^jOkYHM+<v<zQZm}yV;%gjMqwH${XC7h>2P*@tUGN{>v9JyTM1d)0qJbeux
z-Ac$qR<*(=xCwYT?d5>7np%|9)Y3L$e1a4%YLnj<dU|Xf)GvQ$$gQo_I6+07^4eOQ
zs3^xQG52N{%D5O9&}F@p%h5$`KGl+Khx$|b>d9_OJJi(TNMR|ywpE>|uKzu%Ep2%U
zeWI>?g{ro)S@=gC_eWX=LxX=NUNqJcvp!;D*3R59Ykm1yGPUw$a!9nq%+!K->SR~V
z@)do7g8J8!-Tj?P3cOcTiFL^ZbfTb&4BG1KRdt{dxAU2Hc-@#;$G%CW4%Gb<EyL^D
zW|_h^M@ezGmn#N2G4`UZg%A((E9lbz)orttVPmn1wszowr>E8*OqBY=YdrJcDBn<v
z5734=Yn$`bPCLu3t<gAHNuBb#TAZpX$8;m@8$LwJs*qSC#~KsvF?oZ3RI|&Jzig6!
zEGfemR%VSRQ>4k|_{~YXf2{XUlt0q&Pim*Varvi{73G-uH~rJ=QYy`bNTRx^$5>*8
z%Ayj;E2~hRTYy@*93r(O66%`zU3KKS1*ntD!Lw1lpC_?`OzkAWdK~9WNA9o3khA?D
zeO>Y78T3U)a9h6s>5C&EYUcw(i52{AA8+^_>clW{mmt`F{66lOcvBN+4L>t$!RP{|
zd&=b1QM&kwcBrexSy>sT3N>}X$AFKcCiW<)tEF|qLQfx~i!<SCV941Q)XS%?t((vn
zPF9s;hR9UonN&}1X`tGlJq&n=s;<%=tEu+~c?}(tX^+(mRAV)PA+qF3u^OL;Q?2Zo
zSgp2}j#tJfX2Dg>=QV1V1%Gq=Hdt-^c7}WWW?`TuW^SrYC@#a7)_-qNf!4UaruLOG
zP&VOsX&FAZFl}U$j$GO<9dfYIINh)DalD*9jhG86{-$F!<#D{wP$g!sC#A9)mkP_V
zw~h9N-8FfPO)#)lwKE1bR;bS6-WA{WyICmQe-!z<4$#+?PvfB{GJ@lpg~(p^GhQcy
zr#aZ==HQ>KEJXBT!mJ$ClMu3VN?@zybjGG&XJdjktyE*vHZ3JMa{2-HTzj7STzgs5
z=GwR1#rbU`Rp#2caCb6;mAMcvQVKN|hc(neuIhYKc5W$b)lLg|9Xwnuarw~4C@YuI
zCj{6@Ofcq?J#cqcO~R$*V(Oq=^L>Nb$%pDJ-w}l++ahs(%iCJ(;968V;$IeE|MG!a
zpF=IMqT;@+BGoY@b*+AS2t|Ul94~V!Fm!QL!*}%yL=8uuL+qNauw{QQt560zr3JFo
z2_pWkn!05r;?d*StP(XDN@S3jX!-|gtoky)3PZO(QIdiA*KpP~#D3iY9#%pGI*Aee
zd3zL9FmbH4u^~FHdVoMDV=Z-{>N~Rvt2pbR9zAMoX2-NsfSU<o(@L@Uw*)%buA-_2
z-|mgaZ(jytPzPr7l(w!Wc#u?#6~_}b68^NdL!s>TWJoW?;-iTTNr!<RrifnNg+AFu
zCa;CHDIXobx=DZk|JXYZu&9pi|9>e9%d+&obg&?xfK<CijV)@7-Dm_`j3&mG#28y*
zVv9WyTcXAiOYGg)d&PpNAS%*(?=0p2%)JZS?joA^&E@_7=JP!F(OoWg4l`%YoS8dk
zj#Bw1vhrnXleJ{zmch23P0mdDvN@1%6Ei$ZD8Q24&zKF|S0860Bd-k3BaYSGPfq@y
zx$zO!9DI(rU48$zWKhZQ&@dTn<T4CDsw~5XhgfqU262D(Yc%CEG8oHb$g5~je|VWL
zvk6P@tJ{QOXYg#bf=$R*u?hL=HbG-wD9~V&GD`6}s|@{DK2$G%^f^3R))wwIBBfxz
zgsd{0`_`W`yB{NisXl9)bCff9WaN~-xg8wXzsI+k1)jam$C4e7m4e;aV82U<PcOpx
zwLR3b`!VGk>vQWtUO8;d-(U|U;<{kIX9-1EvM-hi_#@9G*^^o*97aj-a5Td8C+b;X
zNM<RGb)b?xL`?=q#X88tlI@S)Dd5l2Oe7nlRs4jk;x~@b%Qs!a()HJHcIRlcYN70t
zG`M^dnI61Lf0P~e=-bpB&*Jm3WY-g=fImY6UFIHgg?L$^*@z?f{lp7=JJMTS2BHf&
z{{b2PBr@1&kiinoK0b=yPrksnAA2{TKbEUy#g*HGGW1`;(H}>h#k1w@l>6f^q(7G8
z-0T3(?0)}k85&AmJ8<g4TZ~Wf1*|Uks<eZ>5p#ujTB6xV(he{2?Z;l~bx^?JtC`ee
z7gurALFhR=TPnAUB>Qg@8xeDbG%-c<udXqf0cZ79K7^L<@rm!g&}d|+9UoM(1u^5p
zn|!6Z@xcVo5(}~9ujfp_pXTvFjO$Nx8lkVobAL3i9h;QjQ)grq{s-od6IJGqyWqxg
zz><6(%`u0xtlz#Z-+B*Af4_&bzkSreJ!|INd)EGupTN#Te4AUce!{i~OpukWYz>cO
zP_t854<Mg?nptRA%TS%ileLU@Z-=jcJce&3zlUM{{g}@!TSyR}oQoyDo>vR_llv(}
z9BT>6^G#KjZ@!MD8?NE(j!!uK6gJ3fAL5hqaDG=PXI3}1d@T)r(i_$ie!tCR@;ke2
z7+QJA5Bj`%FOgY~aqb*m_Z`U`H*?7atoh?E;x0~7kwJqlW;I~{<nMQ|bn|VT-7*BN
znp-z)O(#BAeNCrcT@*D;7m3drM|AO_Ocz-lCeO4}=u_mgnl9G0LlH+iG*Az=e}YyX
zn)Ki=#3$$D{LaywdZ646rEhN&{<x2&TOx3FV}G=2CSRi{Evv+LzudyXmA%nNmZ*XJ
z{9#NMR&0Nu6!1q5VdC^t3Z>kBN@giuXP2S>y2t8%%EU`}_Cqin&Gni0<({&&j#^sS
z8RGhjyhisvT66i*cX$`Auutf2D)zt6u}>&61DiVjy9rJx6bgm%zsG;>$aD(j{}V=z
z90`FyfGu0LFrP_=IX^!?`1&eu#Q$#*6BC2n+*}BSLMGskWB^pWPM<!_+(!cM-UJEm
zTefT&l9Q8}z(ta!Fd!g+`Q4>Um%`K2lL>6B#l*yf`CCa=K&e!Us;VknxpIZcDoC>b
z5o)vi)&5)ieJvRo8BD+=2`VI+{D=(Xs?C^~l9Hk(C#hR)mCY&+4(y3Sd3g;>M_vmF
zaIEjTbLWoI{d#&j@b|RA`CAD}Cl-^>A-<YlRxJDd4u0Hl3#T@HgaDO|xa66E-Zpry
zlF~l*buOGG>My^^=E~MqB3wu=RGR!;NGe2#!s#RRK^DoPvP(GwQMNwIg1?mrJ{l%|
zWCKrYQz0&77Au#ZS&R^K?%!!kCM87`b(1va?<=Z+olv)KLl8O1k_7u5PA$aQcFu6+
zc*!M~K^v`24R9etMTQI_1NQ<_TXPX!7Hg8>?S?l!U2U|sGsJ~g`SS9sYjELJ0YV(=
zpR_BrL3)YO#{1d;uNT>6I1}0e7WGU#85tyE4jJ+hqL96<K{6-=rqu@fF*1aC)-MCm
zMO#B$h%ZoXhxh`7$QF$oBtvFtT|JESvc!WhFGPgOFNs)y89}x<Ik=g69oUO;;e|>a
zyvRq0LYAU8mY+uI;N4F5<Xab*HX!B4skA{{J`<$Z;PNw+%jbe@nklbT-#kb9Fv-w&
zDYryP2J$(`n7coQ7#rYKsd9gOQCb08J)Jt65MpA0Se0PX*pdo3scZse>cHFp7t)H9
z>maQNA#Yf~QmTWzGR^=&6FnVfvuJEVIU;gO(O34up0gcZ=PS$bx&R>x87<!^Lxw_M
z@V3B%ao&g+E5De&5Mqau!<sjIY)CFdNCRJ9GBS|GPY!+C`Yap%RtB2K22#GY2p1Cn
z17nk{eDcfyYePI&d2tm>Ui@$b)Yj=jdU1nwp)FaoQyrfQ%3)`q%RKLGp2^&6DZ&MX
zU_`bJiV$M+7IlzQR#yko>Kf+KRyjqFESlDCWK)tsOAD>^^>DSMOi6}orDX`vko}{U
zV?`yXsHwp~j$nz}V82(=O6;?@VK$~}g7jgMq3?2`vQ4;BP>Mi9?uF=Ju@JAyrAqDa
zk_1W$<TjxeLmh2qvvFQ!70wrwqPMA`S{<|$2yneZr4Gu=;V-B^5c_ypDN_d@sbrVt
zBDJa#xz*LM=BNuIGs$XmrBGRhD@COUd_&g0Bl*Rsr~w9>DccTbJzd!7>L@+4psE@X
zCFN?*Y!u@o&;7B^XEhPxLYB(?S;Yu3(;x#09#Hiciz}EwJSCqsG8Ko@3URirW}lTQ
z-&lx?3Y(Y7b1!C<AjFh=d~9PT!mE<{%jbgJPJ;2?%4gQ_(zUGxM?1W$&&>1KR40Q4
zvCS$nq!b~<>Mdj-8wO-AW$J9R%6;Tzj$*wj$zaBzyXi#;v8bm%6sojCVL96lwf&)i
z&-`zc|F#g@Oah;7RLIA4^6VSZa`@GgwU2PBoVCsUg__&zud*U|>k809CAdnl{8mEs
z@sWIf<M>#}j*o*hjE^Lk;#EZ@{&IN3_*gqWl`G3|y}TT)RkA~=a-w#8Qpg(hF5}bN
zl63PST)Qe~n{eyimieAgEtMiA;tAZkwvpeUrNw+sy7@ruc{Nfgitk6kq)S_+`;9xd
zMbT~b`w7|x21)^Y%yVi3q_nh<fAJ<BweE$;puTli(Y;7y?K#T)U-frMJ9z5o;Z~(`
zJKU0%!B-(`9~WmTN>G6s^wrbs*BNPPGr@kZtE6~RRe|>eqK5T_iZ}O#lQKQ{P^B+0
z`mL*nSCz^EbR@V)qODtxpHiwM!{x$yd^JN3U#+|zUroUJY8MJi(M#1=W9+g4E~IkI
z-`>_PziIxKU5dW4&BjVHXlcQR*o0ygn^0VafH!3AJ62Gv(I&hNwSGJC(-md7R#FCk
zp<cuMb|Vdbds-Iaq?OofZ>`ZTG4pt_J}&1e`|OwVN)e=C^GJxX5U<Ll_0HpK*_mDd
zD}fGrnrp5nViQUqMnT-Uo%~BJEr>g{Madm`z<?rJ213-R`aB9Y;caLPcDYfEPkOrW
zZ{>*d*PhE|sIF!{hxosH7VCCFZg~D8UFo~$FEilmV6MK_?xkt1UGu5x%YM6qAJ^Z+
zsZ9gb*4nv9N-IQmUMcK2HoY-*(9#~~ufI@`p_=&|()ypD9B(MnV>WB%=9S>gmFMW!
zT{(M=o`Ae>u*Uh@i7IuFh!CH8-ZyNyhaWfI#;NrK5a6Xb1M`-HQOxsw>IsU}6KKQV
z&6vp!rzpdP$6098Og*U7!`={&R<vib%GF+d1FX@-%Yym8qlE!ntqqs}p9@j)XBL!5
zahuFbo2x&Q%wzo>jBw$3p0W(Fd1&LTZp%HaMR@deYuukHzxsMvpi2`I=Kqc=K|v-4
zx=gTNY-TC$B^IKeEErCy4&04#AyTytveD)(PL3xgszO>_x4tW_Bx^cQU(>06%XZ+X
zGtDy8)XAWTiJ^cA_KQs|#=Teh=oe_Mu8Ymgn9MVZ&mvh^$cE>Jmk*T70?J2qbHSrc
zJ(!FxwU@-g05b<S$LS@?2Yog=86I%S(C}=j#GWh3u(>Cb;i&dvWEkRs(@Q%ys`Bgl
zBhkeu6<v(V=C%nELp)mE4)>R}t-JdA6PsYp{NK@1D7Og;`dv^`$=U>!XENox7~z6K
zkO5QvlN_{ZqJH3khn)zI7PVnARMlR6{jAWX1)H_X(L$&c?DrzA1b@%+hebUHHZtwd
z+ydwCr7Folvi5~|*B@lAsU7NMn0pDai3K>jx(6&wxcx519yBp!vM?!?|1c9F9_H^<
zK6z$fGc!C-Qr;LJn_L8EYmtUJuvD*udnpL<wr;o#)io%uP(IwCp)g~#w;j%3f2Hue
zYMj6E3L&jEXBt|z;VORo^)gQVF$w{#ln=0ctMZxtXpZv{X$s}nFqxr9K+e0^q=xE>
zk_^qwnKG4Rh)8=oyIAw)c3|(RR_~9lM!4`q)gI)aO;Zi_U`ZR?UldYz^=)m%W|3Q@
z(jR{z{jnH-e;ZJLfBY}W@J_m*IzGL%E|7Mve)GFn6<w&ai%(SS;?sX-7d4k(-8jcb
z9{WP$k%5d4Cd_!CK0dsK&#KVQ%=pmM6wi~CgH>Wv$oOE;NPRUP`(wTHM<@KZ=a0&J
z)>P(@x8E>_{QWL|+;AJGHV)9dXYIAhp0#)ld)7!hcvvx+(UfGkn~ac_n&+qW`3bJ}
zMofT~;xh}1DscNr2HLc;;b;d3oWB;UvX&8xkk;?MmQhk#!32USLISCXoErU<8>)Uv
z976mw2jVQ-cnv@Pav7(#jpX!GYJ>e^U+3WLj?u8t@II4WPqD@Mo39nhufh47@d)wN
z?Efs=d<#FWyMa@`4?#dnWqldd-y4sPjm3i_W9lx6wHPzU2IKVaL+g<tURj1)@o!ku
zxy`QWY#xMwmT$49V=dO8i<auTNPO0o)^9mJu{Oa~LUhr9Ll-mAMn%6_J&-W%E-$|t
z=Wo73h@V6KdhqKNoZ4ES9{h#a*V#-!pe8-2tAiHSIDbdQCfrFvNGr|tyKL)y{J8lZ
zPKEbVTUR2!8oAW^gSL8qVEhy(F)l>sDwTiXSuWbRajfUqituQDAnwl%sJr^MvP75W
zrp*6IupfD5po<Y=(v*WqpQo3=iNlZK`+aoXKB43y^>@+#be|AZ+CYnYpAdyYp-?EQ
z&<uYRiV9X%R!sK0J$v?G@ZiBr0NyXZ{PM5WQ%(*$;ePVu33F+pxLEmAm-?`@w8ST$
ze8OCWw6ruP``>{B2QXp61Uz~q&%8wf`0m}i$7I$cfsX|R1x&!7i;D|$kw8BZI7t2_
z0ewM1K}xa*1_mM_Apz~$wL`aV-C$~J%47|E`0yc)965sWa`lrljE&VN1iG@5%t_GU
z+fW-Q_%=)n^+)Kpr<p~Npq92+z5PClOQi@Kz@D%*de$js(z|$i2j=tA-|k@kFE_C3
z=iYFUm>^9SC?^&PAeL<qo;fBE!=@ichX4n3339~gYp-$a(o0<2HiTOSA8UkNh-U)x
z0<A?@8<~mX%4&pqunVf8=Uzi%D8QmN?8I>4-BbkI7@~=ZKJqH6u;M{F;tMM<wuSNn
zY(Yg8_P@--&u!~}0W!_q0%7-4;BRJtKr;iZeVNUi;vVY6F06+}Bts(9#Uk0HaH5Mj
z!e8ZLT4Wj~yPGqchL=3g!sl-C7gJwEreSwtJ`RRB!bn$#$sR#45op7JV^it0rWOdh
zmn@gzg-ix#b}=*bUJ@ii0Ty}7WN;%g<Y3w(1sP&8@wvh&RYjFmc%hIDC$6{x5A#Z4
zuBQVhl}uyP+S(!P&`bDB#0Yc{W9`jU6jxLsv^D#(FZ93*NR0Kcs5`r`xA0;Tf*r+7
zwzRymDy+Dkg8000jP<v!+W;_RZ!8|96ywOq=FDU+O?INOIoasWkrsYhJ3E9OcmaQj
zAuGcTnGF6i8TQArGQ7`jPFZ*%5y6f|XktNRsKkn^G8qCCWZ3<jm0^@e!(<4sLD<PS
z_}dyH(9V#_!dEP<MrccRK{fQmD<(*3Q73j$YvJ`|1WUwdVy4g5!<{t57nEacD^_L;
z16}4)J;{ayr#9!<m_Dt&1Yv*0!rwuRKu0mwUaPGG_HPQ^8w-hv9v1bK)xo($1Uo6z
z!Ic!m=ayq^pnL%%r$mZ`yb7eqP9S=o$!>%sK@VJ6`}o#{X>IHfc9@iJh(L)LYj3Bq
zZQv^_|L{vlj09NJRaXAxBm_Gslz$@?@%iN#E0dSVzUXQS`ZhO(omdZ9C6!ozFCEDR
z6&U2n{WAFr2Qy5FPJ^G3J_3w{SeKl~oOnOVmbKU8qEjK!)5Q;NY#HMvCfJyghp%2_
zVxqk%UY1ti=Y$+gvX{S{`@-G~?>$Vw&+*y#$l3_^3d*oGH6On;Q(q*W*1`&5Hxl7*
zZh$~b5!OD-Vr`<k%pP1%fJ7v~B0qM~a$#gTf-Oa8Vx-5~#HX2vFRsAYCi1^;e|#R3
z(bUOMzyt$MyO)Cg4#s$2!W}F#EyxyO$6mqTPSy^0WbGi+?a-s79rUoMi>xnPO-8W2
ztS^*TVa2UfwlDawdO(6aRRcZAsZyHy0wY5!YlK~_9UBa>HZp^ip}A~qxIo4RJuC`l
z7g!hGQy3eF43A`EgKR8O8XI2a;b+;HqKRp~)(ATn4}WVB0&PTC`$#r6$;O({v$C;C
zHpVQxlZs$lh4O31CNFvUGyQBZ{7f7=NW|!DFUFaK0vwOa$N2%xxMlFLMA*$FRu?P`
zur?-}mBCG>3pWy3UGQZWHzzhVNBHw>Op8dx<YpF3FvF6knfP4cbhbA=Q>lD!D}-H1
zfWM^(+<jG4TtU}maCdiihXe`k5-hm81b26L3+^EV2;M+&m!OTiySq2gz;wQcd7b~8
zhk2M6Sc}EIx2sRxs(nuFvv-IVbyWa$WmsvIV}wzx^(m$50{r7FrahYkj`=c(G&=<J
z6FEM;F}tn+{qqX3*+M=p;n6p)kVI{@H~<YV!dO`A>aIGExqo)SUwg9$oD*|5M<|5~
zJ5FGhA?&*l8;WP!XV8S2?%Vp4^pOpt+A697Z(QP+@qyhN<THp}k{*>?J`>XC?Ij(-
zkwM(l9quiL8Cg3?s)e${;+8ge3jO+5Ycqq-XRvKqmpyO!=2c2p`Z6L`bXKOJjYv3W
z&D@`oo`Tp8Z@-8wu;(Jf0cCc5<d?tE<8GOw+=~bp*@qvu3VfrR3ab^v=q4a2`cq0Q
zDRmZlGPg#$baG^pQFk+TB~16%+xXiDp7eNfTED@HKIl7MPLuk80c}mQui_#G?(Wm_
zg)jRc+Arpc%D~WCIgD!Q=cTNXrhY^>t&K@+Zc~P-ULirt_BNI>%uXdK#RDSg;Sj<?
zJtA{y8S=F|kL@ako}YgVtcrzOyT2wT2|W&dF1!~<1}j;-?XYBbA2HtQUXJ-|slXL}
zVkemWIm5X;pNG_>eydASX6mITf)3xgZ2dYjPiju1zU^cm{6U>6&?kQ^?L7vj($Ac{
zgmeF$QLxiBG?i&#=+NxB!CldncPMTLnbj{lVTAiVgOh<C!t@+)#y$D@yMowH4cS?s
z40Z^n)tFM*&ME}Z&Rw{?_QB5F(&K>IE=o{7nGg{m_we2JXFFs`J}_D7|ETCleVbj(
zbM2Grb(if!o=Zs7!G`7e>FYW#U+VI~7*dr3dh!zzMzjNO+6z(=4}^`Q_?LH6DI%nX
zH}5aBfjrA#B0;MT`M@i7>h!uk_d4DAl|hN<nu5h@uj~RvP8N+2FUjmhnVG9P$^gF2
z5yrjHZMR`yiiRe}FYhdtS(rqzB`$awPz5Im8=SAA^Gwr>#2_yQc72nNl{l~cACIea
z9iN5;;}Yqknp($PJF4sfIn}LZ=I*jlDIRl0`LWPid;c{JL6Mx{!J#?UrIQnrM1_SK
z(Gd{i0XfA`sl|?qE}Z8IpS?e+^|x>$9|1)&&RunRtkgz_=n#AV(Xo)~ht&j?$~fey
zFH3-Hd9lGK`kMp>s~U8`^|hFdvIsJ^`n1QiJK^%`*42?yR^jF<03oC>DBkf)cV8GA
z!q&49Vn^g%UtxeqwclWMy8iVx#g`OU4&)IpYAkM#kFb&O-Yxf()`Guk)}bFa17)UP
zhZx&PklHyUip;+S1J7Tw3)|n{c$n2@Quw_DZUrv);Fgq$!ggd;zPdkRg<niK=ZT{E
zFtBsBhgHPIetp*HstZ#!REr%wGibcDL&788UEN{zK0PWbsS#<)#QTB!iSWnJNnh0t
ztB&2NNn1!gJLzvm3GEQXQqnf>wx5ItdY=Ka3%$3@O!%1xoR3X7zhBNFQ#rn?d2T)|
zNen|DLb4Vnq@4{Ts_(jLj8(p5Vd;Aze(v*@q){B1lu<1gk$`<}QTrNsi&p}gP4iRl
zr?taTOq>koxSp4KUP{iMd}hM8C-Z;!9Ckf_u-xFu4ICxR<+;6fP~#ocC)(BYq0=ha
zHw{hq54i9bN5To70NL)V0aYf%)dL)j6SBJv89cM&50P)1>A7>=m3V_vEunNljAXr9
zkUufhKji|4=+A=k5xx}Jzh&r0+IXo?ZGOE4JN%45>XI7?Pg13*M!N%W$y(tkF2698
zS@bDu6S!5S-<xO~Vfhl3zu1PaRWQ?&@Q(P)c{7dOeBo|f{%v7G>u+lt&cRc^U0jP`
zywiMG*TxBqc8KDbX)viQj=R+0Zh6&(Wa3T~g&BWA=d0&cSp@I*%O#WN<5$PG?x2{6
zD?V&$Avyv&&3Qu0{-)FLtd9p%A(w_r_xUcK^h;?uNwvn7JL*W;LtpBIm<S5x)Ang{
zi9D@vO~Mnn+&3}9GoMbKoYw%*B^cCST`#d%84^O8<igkTtCXDATA*jrKK=@L=ecdY
zy7SRdCXbsLW?*c6#C&#S2W0b*!Ie!c!hycW2l+bQP_hXV$Rg@DiD^2D{E}x%7-i?n
zxVBj-GsJw}SB3@gQw=W?Rq`22xX26iMb?RL7I!b9$5b=n2Mt**{r>%XVD|8gei7M*
z?)&V`H77HYnPk967t2MlQstvi&j4++=^P%ync7bmLJ&%2J|E!v(DY<K30({VQZct2
z!hU3U>U0WA_*B2<rY0{XH$Ef+tzDso8Wy@bFbvM-7gyq9S*`*=XsBl!@dER2mJ;M$
zx`A*?dBCY+;m5&lo88Zp?t>z*f852AYiYFJ0~1E7FnMW%(@jsv<?NLJ-dY?!WCK=n
zuc89N6c~lSIQRKd?z4F^%?aC=*2a-JjI6g$r5U!i9TNalAt(DmGsH!kujBRrvkktp
z<W470^7@*9?*oxs6<VFQtzQ#*V0YZpsiW!QOo4M9pNw9H1Q{b}7fyN~bZXC<F==sH
zBT^c;6$|i4QJm6O#Zj*kxF-I)uZeix*Ck5yI!3dUi&A&Adw_Xz+@nti6J2hP_T~D8
z<Ar~>42ENBKnqse4(s4N06ivKL_{OYnt5buncOsJkW=?5G%o>g;L07#Qh`Mb+z|EE
zMm-x5dVtYJgj>1N5;$I;3qHq)-F(02#L+T?%2T|*=5K_ZMeme)&%pOCG?%=a3#>uZ
z|8mj;D-IEuJ@6)t9b?8?(bPh)lOsDapJv23xW%q#zjTE5(wDR{-ztA0TJjMfIu)_>
zSk$2vW8iS}zm@%ndgrlaZy7wM;tJSR<Iad`+^PxdszH2dEb!EML43fs7v$t7^=C>I
zr%k285v=`XvhMAJ|GnGsSKp`(hO!pCH>q*7jecQK&=0hY%xW?gZU+;$aQ60u;DZB1
zTgQ-j1oN!Vh^He~Peh%2__P_+tmKQaPaUAiGGOP0r&%dD)k_U<yJi<2bUX=O>ys*M
z#l<?Z<yzLxaf99GBPN3Pp>#iHgZ;=On;a#eMd3X$I@PZv4iCdhen^v9lr6AECl$$@
z*O4EaZykdQbx8}exsL-0Rw%$DY5USD^ank?j+<I(T>i2E=*XC6`HfQ|Oo?+&vl*!~
z|9ZAJQ&C0%`vbp|N)?d)_e+(!p8$>hEDorhm}YpK&~Abju<vDYxK_+3)w`ic5f{m8
zIi@|bV#6#5D0}d$*Y&vKNb!bLv}Ma)>Mji|qJY_PaBG)ck-k)SWtE5!%$8h6r*-K!
z+9X+6T7`;ITi*sEs<ex1mgRnITP3MGcjiG7ROyxi0eM}Cy4s^(CL3Jrb@?<jwP}<x
z(EhIJ6fXa+)Oh>g6<*Vk6kKYBXloTYFKfi@fl2Q-`O()0mKI-v72W*hWv6oz3sQl&
z@T^k$?8AX3$U#f(&t1t7o(+?0vh=<EXle%AP)~QqT?#&NUAg~n$r<RU7D9g~R@)V_
zK7x^!PA5Zbbr{A{<J0t}apZtP_}|o}I)`hDB+RLwP3RRaH!{?o1%V+~wfhJ{dwZEQ
zRGo-Sx@Vi@sXgR6GQ65@mZsUfHEa^rq!MB*NTL3u0N*hs&v^2=oOIJ?C^`FtI?(9_
z@DOqmXZBWsvef8{X#i<XpdSNE4$AISa&qsbQ&Q1UFdd&wni<s*9m?b5&z~vIM*a~y
z+95%_qI{jku6z`gbg`l9^KEU|e|OKX4nwl1|M6F_7!y*Ff=Hgx>m2T#TbzMk@cPOc
zUTB6d-~Q}!JvX`q=SM)*-;C8=Ou5lor<*uiUxdMzqCG(Fn+tRc)6+4zfBS};sYz9p
z38ZIj>s<-gBk~-vFtL~Tq`aZfJJG$1DWW7Eng8`@F=Lq0!jd0MI+85~e{Ygr-f4i@
z#1(s<bOD)MdJ7bSBhS0fLjXP;vuVJ}+wWf4<bcV$h)+pNZ~P4&Vb8lkdhjwBvA+~O
zdvSG_xyq}Qzi;iWRQ<9&2kg<?<z{>SCM(2U2|4QXeo(#o+g<?JO_j33aV#@A)SW>O
z89f(s?_CpXCHw61M^eQ)+(8Qv7gV|QH-WpIUrGxBo%rnMncq!&Tw<3QG}O7`eTpWd
zG^kaI7Lxd>Vm8+fK7t0kjK6*4M*T)jLZP_7E1BH~0))n6!0V8XPSD|BrY2x;7vAr6
zx?fzI9t*o)HK`I(%(%G7w+|jyUawK4A10yKKNV}3zO`hM<$j!?Kq2M~5<<f8s%*1{
z*iW{7lCUlm56*0~M}HFIO|p6oo!%_4daP1P9j6Lvk9+Fg7^t!A+@j_>*l57V4>sjd
z{t?!_Q_!g0(&E9{j7p<NefRPO@tbJ`C5K(r#%or35r?2Qk?=b-tyZKC*oSi!U7v!o
zXBPS5VbEUCK&59QwGOdxzUxBxD6?OGr;P1!dTu%#=|f)gHhHlMg{NBKm`d&xQqim@
zP0tXPc$c!y>#8MgrWU0=<7&4|&=bQd`exvdDRlcE-y;4XkCa=G7Xm?ujdnx<?S7`y
zD{jv9d|}!=`a;nPeHBWXrv>Ho{Yy=V`96qHZ0A^e=1KGVcCWY#@bLvMnAjvVmZFyT
z(r0>q&&!f2YkN~4civJpNFg9<!8mQ*+|jHDHj^ox0zZ7pDUqgU6<xgg4Dg)fXHSM|
z@v?bTn^?C$X%Y5YUaR}buEuO}w5$F;jXL7y-o(_Z#~>CFb_KYi;Kp~cbzxHkg_!U0
zeO*+SAq>})V!q}$FL+=DG0vK?>bR<tU4NEKD>X!SR@Vy#X47fV0?9u+E6ORb%iui+
zy*Mt@vJH}V#Gp2coPy)daz-th$OxSLhM%j@2Nipmb{nt_!7}0mQ9iq6Y#2I*X^ba7
z+q!uj6iLDZrSHV3XT$WXlvL+ne#RMln4g;Le#$0CovT79yzGBv{E0xb@f#r?wb&o)
z^CKy=P&L+`L)d&fd7X$|kmtGSU0#DdnW8C%xk1|}=-YlL^TnOVZE7wxeQj?1)1uUF
zSmWBZi5hFUc$X(5Zcoyr!C0abx2W=UGOVUg#BUQah_0UobKK<5y23rrp5KnxR7{;J
zlB6kGB^jqenmge|rMF**g!4EdDv9pjtVUsB3SvfkuZQgovU>A_BQ77OXZ3Wc&eWjw
zMSKWe`BT}t9}MrLmqn<S{q`cTY!I8iE-~E6HK`0sZX5o|r?OgC4hgBj&-;t~5>9;O
znD?(Lh)aAWTjb2?d8R`u<c(QWRHRtinI!twvf*1XuB=_|`piouYFrRgOf?7JjYi6k
z`SRG1OZ7Ipw6bD0lt{)O2<E4zp-IWlM?*o0YYXl!40_8(I+~rGHK!NJ7xb!mA$rRH
z`IDNSGTC3{qI@6Hm1G_IiqCEkE#P**nBHnJf=$0w%f<aC6M@@Jf$Kf<RBntpq&5mq
z*?|<1L|5TCd=9!qU77dHXMmLuwZK>LSm2hvu{U&bd1NlwQK>F4kdJlQAHkTtE&71n
zYN@-8V&%mRffn7yHW65_z}k`;`v;rJpB2q{CyXAD!luK3tI3#8nyYUV5tE6X<u`uk
zk(H`c6F5g&z`T6*FnI72{u5y-z$UiA9{~r_if`K6p!h3YyKhK}f?<WfS7sO;2Z>It
zB%UCV8cMmzqc48w_^SO1`9Z?af7>dt7Ei6uDcW4c@7Px<@EK#<OB6{)FxPcV)hGr|
zg~x&$(dB1;LoBM^C^y7)A%6HHC_f0v4+e6nV@Pf8m}N_*ex#%JJ_F^rKad^dzhe>0
z1~rOPO2x*OqN^4IM}VE8MH`V+jmRM5(<1{s@s<c|btOsDG}}qh26kFOPHuPsmAjqW
zOo9Tbu<B%~`QEz}>?(#T`~(Zo`G)f<N9Goc8D_mc*{Gh8{9J7j29ZKP5nQQU$0|6l
zufDXRVoMt2Pkq;q^nf&S$6rfX^Pv;z=}<QO!A7Z}qp8+Grm(|OMs<WI(R~;WhsHCc
z<<9dNU$dj16SpIgG<a=+6Jl$H$=Vpeq|hbHQxelF!WF@m%p=@IBGKIvmncvWOw%&k
z=_LSmDv~Xc?3`F{TxsynA1=)r#IJLRraKHcKBV2Y8j^7uH|cC-xtm63Li7qUzc1Z5
zNbz%prg2QE2IA3^Cz+2CjE-X5hL*ABLJOob(YNCYzKvRhzRG>D3Le1Bln~zj>oUV)
zn%sz0|0^AI?ZG?4QZc1amDJC6Zc3wXufSZXagu~C0hRdY&k!F650*a%Id*`dViVtA
zcZSyUYd(Clq)gb`oq7Pj2m(7iG^?FiglYYFl!C{W+2~5xu=}rct-c|}Xq?N|KADVb
zsv@0=H3DYH7wCyi`Abye1Js8P@>1d&ZnfD3=&4*Mwn_9?AJd(BzOYpf0HZa2WomLS
zm&ml`m?{gG1*2X6F}dH0t>Q@bBwR7rK!>Y%t;5Dq860^IW!GDcb-u?@@z(3qH#V{O
zW;U3J<~6dUI+BPMu(oe5SyXRmF&H^!VgEZV2@NKvJPD2CUo{S<X7FZYNrRarSB^}F
zXiLgCqOLsI+`cV~vKiqQSbWrcHtM1j@$xLX1nW4<mkw)uJRDS+NwQ)$O#OLaIjtJz
zCyFJv;nB|@C>Hjr$-UF67!2(#CWEgUpnPCRr(7^cj{epuz7|?wsoK*;J#Pz#9SjOg
z-qCTXk3W5zH`~_@_zY@;^HtmeD_2ACtuTSV7av}sfr6N_4_!l6GiMKaVFm2@;(RuQ
zC0$toU=_s3*3`V3neBJ<v(p*jrDM?k{`MOfhs@-dnQmSyWjLhHQt4cpg?4t5Ln%6)
z?cB2ge=c=GqAkizKvP+d9H-`*LRBsGB}L?cuQ9Aq%nD~z(>}C-{edrat9^j=PtbQ*
zL18j~Tl3KJrc#CFvp~5C83k!Npu5M^;vA;i*?9I3XU%7#=wx-n1iT11MKW(>*d<d_
zB$j2XrM(J;^oFV6%yhN2>fb%=ZudB1@|yu#On=|<uyHlC`(<Pi$nGPuY%EX%&~md7
zvSLy+H52G;T7mHTPA~yyZjB+0_P5He5x#;08Jb&KE&>mBh(@_)mVNeb`2}eS;0jw<
zk`wd7T()ph-9_TRpkcQli;L#Wrz$S)!g(DE1_@mM1vNY(R9JqZop2(RnQbrmUTcSn
zt%k0Qrz$=Te=TDqnKAV4-<E)UF7-Ezx?f=CQm}bQB4FBjOodgQqY(BY;GUHXD#ir}
z0=32wSuuCW(M*z%WQWexGt&=Gt;!WX<vZ55M(dIBGlPJZ+=Z>3v6EFLJ3L;_gYmL9
zSAs0J*||Dfb{KGl0%fS{HH;u&3Z$~OjH?fQPBOnVFuWyW@w+ed#ipvz#4#A>lI0nR
z*xs#N5grA`;PppLy~D*>{3W&8^~k>W9;98mX?YV8{0_v5)L!}0_9V+TJLZ9yi5dVF
zGl*IB7$e`1b61=htbEwBAqJUc<#$nh|B7aBoq1~R?Tn(0?gucQ@t}dfxcU-vFsd(z
z(!(|7eJ4Bq7Fyc9>e?9kid7~|C>e6)HEIoUwag_g+PWbQkvTk!d5qRDeJ>}AK?;Xa
zgZ0;3EEq%<{&S1{jtF-2m{G~B^PD0X8Rmsyk=J$6WE7im+T;`%pIwuZ8h2+$sUxmO
z3`9gqG|I<%;#Fpl&pxVA6b{Q5O#V_k<48|ZA-nsSr1JfPQ@GK}*T>eOie+FoMl;z!
z3c!h~sUb8b6|Aw@u_&+TY@DRINevoPQB6*ZEZ#lX+TUC}x$vpK#Ff%II0E<MMmtm|
zKU@)c-jhb{pgxVf#9Ca6A{l-`;h)Gw4oSdMAQzT)@8(J#y;$^0W3=4=qSui)QgzZ|
z^7)RIH`!{R@^Ju;cEUKst0c34%C(~M>WeOUeMRL~QE^m)+39CP#cD05s1|0X3+;?u
zKCVaq;G?_xdIO7j4K8t!*ZYAiMvX#I91%=x;op4~JN~8q-?LqF%kggg!qb@10>t$~
zL={_KBrpQ7@QF3e1LUc?YDdFzYuNjgSh0Q&<x|CjY?sqDb@E1^Z3k4IDr2hGwAHWG
z35}~`$hy9a%0yLJ9886(R3}`QB-Gb7aS9+X%_w9YAN{D!raF)VQf*EBrK+iaT9sS|
zj~hhe7;bU~wU=`S(Rj8p41v!J`oQDksBU_?i%vMql>k<r%sQlvXWyk=3-xX##>{2d
zFBjuU*2rHt=`?FzaK10&JX-7JY}uuout@|BI@J!==Rqb&z2~t?Oz0*%UE7ZmtIUhE
zbn_%BLxLGx@PlK_O*~9E47S}L&AKlz)x$zv$f9(^2iK9l{6`KLcFRH{bscI<HU(i_
zAEG*Fv+yz_cpq^HMI&Hel)O~mR@o2IIlJ{q_;o0r5L7sMd#xVak5+Vko?Y_{prJ}z
z(zhS$ZBc$5J<9Al(;lQ>n#hL=$!BA3sQ>Ex3_TNQ0t1Z%AIP>H=&G`AJ+jjZ>=tN$
zpgC@+B~CYVWZj*edV3oNviE^48M4r%x{Mz9?+<C0hC_XEzPqI_w5iYBPPe_xv`w-s
z6k69PJLGKb^m1fhLI>o#IFES)jofijwDTh?i{Z3hudqbOf0Li_{%M8)tS?z;#t_Rg
z6qdY|k4NKn=f>okz7riI7S)|(ZqIMKS*-S=U|64s{bZe(>CSu<d}SMifJCLQ@u;u<
zDcS1rPb}|Nr#<SS>VkuPGEK*#RCFpO=*UxTi?%*w_8ol&`4Vf+E}K#Z?ch*upph@K
zyv-9QAJ%s92HW+lwlJkC(vivN<#JxYCg7s<EFg?d*#V^5ijJ%Ct-njI3B9yXwI*yb
zw9e$a(CtNm`ee3Jalc<33Hzz}H$g!QJPniH4IQi5&e}LG<v;>NlI6(9fhumg)iunn
zlgmMSk%AU3WFNZpZ<nTnLaFu=hiSc&$hy*Mto&q2e?pN#D{(G2>a}e?_GUFVLQPc3
zhd`kl<l_jnC8ASPjo?oQ9h03tzTf<i^b!0DXxN&eyJ}?k1vuo45VA`Y_EWphZ<SP%
z(+uHZgvsb{w;#$yAiSz4w@3;|&*b25O^oawXzaVk-Ds<<rT+3a&n0ygK}JMz-qWD2
zC#3JL7Tj{Ebpf#$w|Q-!huMaJqCZm#j3?}mDCS4V-QYiMvv<egaNmw`1?l6?xQ=a|
zI>xHU3HHkH5-1Eaer4~jLQY+jp=4@ETZTQ_{uWNwAdz+0!IB^w$qn3m&|&ZYJ^|pW
zO)t`sCSd0BITyAh>T<Z9;Jz}1^j7I-vtOuB{auDaZu`APLENYPYDko?S&!5J!|%{H
zg{g0Wr)AO`k|{UF5mlRtr5rd<%v&EEJYa8@N^Hc7WFp{Mct5T;*;;bfaNF=Y-5T*M
zI9;@Ekdmz(`P3~erl-v0pPREg7kdFnsa8q;@u|^M#|1~8h|XS+Ki6caBN6CENW>lI
zaz~u&(a)jbgW7)e1;agq%=4>uAOnI0zJ|$LqP3#vg9lG<ImOEGiv;~K3iE!HsDzpp
zlO0AhIq=T9Kz%H@3A^fjjo{0J@K7cR_4Jx}{OcxMQD+~N|ER}SB+x(&0ZVR-9^$f~
zUg^uY7@`)GW_B~lmz?&MwGu}COlK<FN108w_OCfGN&8d;qtGwq$!kMLl$CH%&oB~0
zkD8|)_Ey_SOiv5TUw>(5uIVeF&TJDSxks2z)b!9$Lqo&#>Q|@2WcH(_HEY&0IZJ;l
zVf@ocvOy%rn_7EW4fxR@Ia@pNNuOF*_?uazx@b2;EzAr>`pFOMRPA+fwNgcly!bkE
zWx)dhkIPMLWX>ZX9{rDjJ{^h>a{QM1hXC(ZR|*RahW-UvxiKblOPvMjBC=>D2ze}R
z*jZaQ@^Yn1H`2Jpl5j<4f#PxOxwrumrs5Tf#*J#xiLP=;U^d}?@C@}9zuOQY%F=Li
zdZvOo&#}7eFaI6}>_tAo%nyweT?&lZ^Gw5;<&HbsmP-i!PEbkD>UgeM<4yI<Qd$W?
z!=)6lQ#6BuAMa*%iaI!Gsc#bW5}aH48}?4r{<|1Xsw~aqrBUvn72gaB+Ca(qsr`d@
zIV=iq&UMP+KeGJMx5;M(!D7qZFfQd+%%7Yh$y|DWwULw3k}%NCJpGTp)e4CyKJ<R?
zHoM**9Qx+SG5EF|lD8{ad^HccNP6|>KS(m);0!V-Hhlw?_kpkf^ns`KcflzsMVXLt
z%c)X?upJEUL2?AddBwEW9$nzPWybA53As0P<c!o+teIX%w3{WvzAKJ{AQeKfha`a<
z|B}EA)PQcJQx=DgAyTugRUmfR!b4;NYp^I)0!V>5uy3Z4TU0#r9w+dqPpB-TR`l8w
zx>3Z?9nMD@@7tyMn2<W7Us>rIdf=Jf;LWVu7;A8CnXvMC7NrwHV<SXR?1IWz-Kg#w
z+sy;nW$5o~YWC#<J85vMXkp*pGD32S<}fLk$JBxZnENc^MdrUXe$rO~|IE~WQ5QIB
zfhTH-d@bI_+52Nag$i`9TkAd<Au2g7Fre8A7GX=ymRwM;;TF&9VykjFc`V9VRQKGp
zzTb-LAKeeyKu0MBAfavGTPZ~ii#@0;i~@8`l^CR@3A{w-0Hw3|C|$n|XGhYikJCmL
z-Mj2-eU!@D1y36sW0Q}6!YNlD(=AGy<>EO=l;fsm8frtd>$M2l8xTIv9h>RWL58nc
z8pq4uSjy1MzHrie66Y$s^ckBsgIicma~>wU`?F7>E1BYPIGl0CQ7-~X+C?kC?oSRm
zC->dASm2r(&^RaxY2((xF+zPiVBh11EzW~<k%V4CFOLd@5p6?>?>`8Cd||W#)3CTP
zFuZJ?qOJ;WEl2|f`5@AxKWK4?LVDwbOnRsJJ%xwF<5Si3dIxoy3R2bI7P?kGh_ZwS
zt&x6F88Sa9(D~SmwOt!y^ldU_yOpaW$?5?qrBm$@_W|j?#<~!b={<H-r09+LCA_U|
zt6i`hv=`bZQY7YCsOnmGSACNDuk7*uI8{OAq`{Q-4)Gm)C9bKdIhrm;fH3|IGc_lc
zmx)G3MhJQB2|X`23?XU!2U;k%y+_+@E^~OT8iSZGne0Un^%I3j262~64r43mBU_lm
z8l%qGL^45caTi*CWi0HEa-o+%AP|#;WXxju#Ys#pF*hrVv)4~oSJwk7Xpe^}cet#!
zc5+VK0lo)PC^4J+{Z*&SU%+Z2FQzc?8L7d#fn*dBhe3H@Fo7hSvM+;8pE-T8Oobv(
z$Ol`$+0hc33GX!U?r3_c$sso<o^~mDj-h<<9ammn-r3!PkA>bK>jQ%RMQZQ+s>Zu7
zmRCR&^;OZ$!29N2&5#MKQL+>Io^)hQF{ZZ*Ll88Gc)Mmy47N+8Cl^ui32AK^`wb77
zSr^i&ZXA5wyPhG5l?5~>!z7}G@t%j#SlFsrrG)KzzJ&GV3)iQA-S*O0$A8b2LMIFB
zAql$CdRwod!6F<pCYf6ffAIscYz7fRQ(W`$LaIE3p*^SVp!A|$IoOTVm!NmvMMH$2
zPfeRW40XE<J${?`8>2x>9Jorn_OOKmO4*3D>)p4^{kPevK4dhP#P_@1qLJ}pTLN$X
z3xbyk;qTe!Td6MrGBj5+%7LrfuPPw2!r`@J^dQgdl-?kI=-Qh_iVIIr*5VCPrf_7B
z&pN%4rCb3o6nW4UpNz<>H|g5qt)Pe@YHoOoH2CRU+)bwc%=*nAR${tJb*Xk=1><`e
zrtnrX2kkfrcf;?=Au8({2h%&X`)So9iRxQjm~r9L@o?R@E)O23{h{!LsCTBo*R<Tr
zgvfE`z*VZl%DRq~gBA{veGhx;j+GYJ-tpxg1(6mq^B9v{L<kYxLhe=?;D_AJEtN~N
z#2(vyV{VA4;Q{aOTK1D9lpFn4yX!s*5j+2|+FvFz=MhU|+)eQ4Q5+B=^x<&xz|#i7
zXw2I3DB1)o$wPG}WbuZG=tdG#qr7ALc5^S$Q3V!{1%dnhlv~F?+$43iW7Ju&@>3`r
z0f@!;nLM<5`4QYPqPl|ATT}bQB02%r`#I=V3j!ES^<m>`Z&@U@K7@{{Tx-3Ny&837
zOb(mOQ1nKE8~e|9JP}8?CsnA|xL%UquVdn;g&v|-rO!c^Nl(3q3;UDSorcTli(Ng#
zstYMWL{lWa7bD>G_Zjlu1)<4e9AQj*m%{Fw27Sm;;<(gcE-Dv3_=PEP(wn6)g{p`s
zl*~JWss<^P?c!QH(DOrRE)&I{``WRqKJs2(NPL=S12AzXH}yof6XlIzjrM#fDmOV{
zWxy|&#i_B(TQ`U55Lb_w7-#1#Wk!joca*;YXSIHx!opa8q)FH$zop4-yT%I7<*y{X
zll(42|Dnn_H9g%6QAKh&nxbMg>HsBt!X_Lpu&5;dBg1`{Vj`*u93MYLt!8d(YXhA%
zOkz?{Ov28~mz*&0OG!&p(a`KBxK``bK~GOl=ZU^RWMs3qL@+Rt+Dt@4by#J@#6CE#
zwe-T$cRdz>_XNLhCjs1#)k-EClPTr<8traow~>P0o)~b>WdGG*k^e)`{6GKt*q=|5
zEm6cN?zCr%`1<k~)!r_Mb0r%J0)xR<XUjYWEzVF7(@iZDPa1Jg>=;<ThcnaqqZD-_
zIo@`TE>P%5+vDrw=I-0;i%z>In{pn1uf=LZQ<GKwxo{vjYox{N_CV>N{Tbq(fq?T-
zuKpYj0fFc7aDRUrqO%LUMMFge1a`WvfL6prTvg8B?dqDFWoJv3vVmc=oB-abI{fdi
zNw6^AyTdF#(n1AGE!-YX?iMGB^!0{;t*(Cl7vm)6`PfepaYGRdI{{f6(J2B!R1k@U
ze%R^s^z?0rRfw&)OCu4i{FT0(93o_iPVl)sFopcX@c6i8pmOL3mHf{U2_$@d3k&!N
z=%hU-^Of0$%gf7LkoDT%$qb^Upm;?&!svYfBw{u0%6qE$^(%aYS}yeZv)4t{gI}X~
zpwtA!#Kh&T%COy2kyk=mZi{;4+ft*QcBx1-7!MB*^m5rf4bjAEuG0LUMh+6={dauG
zsP^B5*xA{CmzUc(3nz<-C`}5uA0@9m(tg<rg+rO^Vjy~is1*OIBgMAogRpH6e6{6D
z#a&Z^`<jdV9xsSb!(p#ezTk+6h$uQ!5kRW-PMVKSv+V!pne)Hr*y#J`f8XtYO8@`k
z51;Vi-zmX=5kN*<1)5-Z@YnzS*#FU^W)Ocs1^pLe`FGQg(BFFgpA1JV(+TR|aQFrm
zf>W3{r0sm7q3YOQI8@RIw5WM15dGEWyNKzI_dC)#DllQ@KQP;Rr$WsTQ_7C&Uu#ar
zs?wB8&F@NVSOkBe>uF%``-SYSIcogmqt;W89lcje_D2w=jk;hml+v*7`_P+?8d?YY
zelxOtg=)Uep#D?3V>)A7>ZJZtJgTxLqwm+gO4K9O{z`V+<8R_UZb4P7wK7~u=6^DH
ze-xL&iIlU}ii;BmnSYe*!fhEcF0A^-ChaK&<pgOx_SU9i$Pmp{orU{N|3;jop*{D5
zx*7YuY<k-2K&3+hSf4DrYM=>|rg^=J`Z+ixS{rK^awzEVHi*DRCT22xN$5~w7-sbh
zKJL4<Wm{ufgerv9vZZNP?a_b26UtPXT9^*4fttMKBV#ji;5m-7x`5wGy>VsxRc3dq
z7f3$orsHr<jCeo1LmZ^B_+f_mZ7}jg;m6P9O)kAJ`UHBugB=+d0W?<%=E>r+1emct
z_t}l%&s*uXY(2@c-G<sIdS>LS!KxK7Y#~tZweNq09uSx&_ZLS^28vPtJ)UtUGD9SZ
zx9B@?7Y@8?DOunkK|aZi`ziD@<072*ojM^!h*Pe{3ZljEEWG>ES?Wq~uyyW_F*m{F
zE=osOj~>V&a&w{T0^+kd*ChAH$hx9>u0JrkNBec;!x9YuETHL=eN=}GXA(nTXhGKD
z4T(6})jB$maJ;xXYZLJ#_)azjt9xJnx-+8)M(5<3B~%QB^H3a~_^&wCWtWftyV4Uy
z_{rG2z#m&%ThMx|%s(7T{U5~UZt)gmv8kt{uY0BbUT!ly-w>fIO)R<(GhFj0l%I>-
zUu|axb$3o`V|1}@PO_$m3>d5KlS-v+fzZ&0yD?hJR3%l=NTbLDvWpVZm(ALz4O4L)
zKR3-7D@L6m-qZWs!^#rFhb8yqe*#4{8EI^2au@7m_^~0%hCb*#*>3y8E^grc53!x$
zcGL)E<&Kqb(mGg~5u~kD=olQ--KSfe*!+Ad<*h{(CRg{!qfg!3X`kFeba{i!B@<(W
zFW;zb5M0clYumo{-GZ{5&Jk1H3oHR%p}HcFDH$USL<Zev6A{Iqd6SW3ecqbZrnSgj
zkp%88i7|R^FVf?F=D&6%xINFO^6o8EV)XQqkZ0}Y9r;rZ<L*-xHcFp374)~ZR_lCw
z;M5nnsAoERvre3K+v7rNnA>GblVEf`&t#yv_FxY+j6cwl(PMwniD94QM%d}<F*F-1
zNIa@F;xi}SjdvDdN|7Qe4_7xr(;og&kD><9_$k7db9Qv+AHGsR$<i!^Ag&rT;GL@v
z1dbGqLR+l}HN#Yy&=2p{`j<1+?l*8}O@C(O+nJ}|ThQsNqEBsxU@mui)6&UHajjNM
z8P3`9?OL#cTNcrk-<FkQ1QT!o51elNYsij-lUpOJN0Fm2$QUUboTwxOfmA;nP<T3p
z0$(KXg8U>;&ZsZV|1j0Q7Ja=Nay5S&g73QjF%!S|Hau!F@(!}-xfN=Yg5@DUyooQg
z0A4m())$ys4R1oVwElhO#JTpvbajk@0!o3&88h@*_lyaijMSO2dw{`1pGwpuvovp-
zz3L~7_pSpZ*U2Y-2E7Nk%P5mSPZ|t>MY*`J(9zM~+fZ=>AM3g=W=YYh3osChz$z&k
z)DdGbga_|)j^NGU!ANz+wD$&3t3^+5Vj)~!&XBCjP`zkqePS?24Zf%BZFO!h0|!H3
ztX5RhjaJw1IJgU5qVOJq7oXJano}`Yk>w$~$nI$J!k%}a=Y~bgCLeAH-y3Y<ngbtn
zNVC^1gIEEs*Ct6s4~n2S&bIPlO2-M*_8USGVn<tC^Ub9vh%jXFiKWn)!J8lY?LY;?
z(Tg}H<E1%Rg&c#pza4e5Z}8R@$I%-#a`9rbmmwu=@W*j!LPz@h&aBGxS+mks>Jb3R
z8SStZ9nr>(;a|S6G1|T1ODOaPLi5KK_7&1Q+fs>KLc*DP9-x5a6rHmDN!CQ<XpoHN
z#m}4Nz2@B+R%B!B-}1`_fBTtt%|SR`+c?E}JcvK%#y)oh)KjM9{n?fE^7aU!UnF9A
z68xl)%`-^tIL&({zvWeI+L6}X7#`}>XHxgwIH=KoTgPZo9Z^LlNp?%}&Hgt3APmzx
z!?@kM=za*G`?pX@p^z6{sp;ypb};@0H?jN5jv%!(K5Fdq+hAGvB*Tvpcu0QXGsz6=
zcik+0_JD&GN^0~U_-^I~>vu(R<RLivp;ws$#PVML5A*+n*F{w{p*KnY5PfPFB5xO*
zNUPxrRBvb;cr^GC%ic4o`^F8%o2@XN3bPkqXhGcbLoH;p_|+r@xbS%!tv!qVk;Ai<
zD)<b8X@487P2|YnN3G)@)_oJVLcNr+{s98z1$q%3b9#-R>J|`reIdI+JZg3zVpGRt
zEvh^lW_Y&`%RBmpY%+cj<hDomk^s1%b7#T!PoWClO>v=b;3O4+kPb*Hp<DfQnRHwY
zq96fM|0gRDjfT7g!>VgUz2i?P9UWxm5Nkv2j`Ydlt5Kp}^hpqlXgOS{aOJ;OmP#Rf
zs}u}pzM0r44Pfa;$XO5Ek2cXRSadg9qFH)l>K5@+4-89ol7*yO#{xn73?C&`sU`!F
zeXrVrQk@qaD4`4AU$|-Ut_XsaAuDs*JKCQo{NVo%DB&Wbfr|etoP=ERRgCBVE1>j$
zi~AI4irfw-re<dP-Zh6el~2S{;85^6H;voeWB6MC3m};mgaSdUPwzR4wZ=S9=8#Ue
zId2RkdYVVYJpOCr^z)#IoE&0OVP9OyNYoHW-<lLP7Ah+0*2zh%co@7Xgwz6|1#jsq
z{*MqVWOlsqQTrT8pKdvL1m6T98+O4#GE3IgW+z$5#$H^Jn3qS2O7<D|a3Vjfu8ynC
z^BmdB%j@Xqh!V2$LTX2YkhVGi#I{h#`|88{Sk<a0*%+UZgq{_ZzuuDRIR*^o-r<1H
zWop((ps@=)R#GZvVOm`J?ThJ2OQOOfE`GY{#SIU?|1%eNeeBkuL()9TGtE@yOLq7b
z3zJSD6_yPg-c=oe`8cH)tN=;(*9T!NA`mF)+nt?Fh~#ePNf!rmZC|tOt}`t+$}(NL
z^CyCxTV-rTdyZ}YiG>b{@IySxh6>~YUtiG3C~BZYz=WTug2K>vy=&uTdu;d;Q(fer
zQur?ox6WO^P_Jhc2<_~O!{jJ7b+h`kv~Q;xm_A|HrQRkReT8$96b7GJMSP$s8hp8B
zuDp`;M^CgQplYs1PJD)Db!n8saFaYZ+;}viDe6!=e;i!SF)3+JUwPbqoB`}uG0(*Q
z`esSfmqX5uSWn=V@j6tj7%%*wa4Z-=#)cb2qVf3jGA6(D_>m+A4sU99TEb3WlJ#sS
z+5~OV!ooW%1n+SsS&LPgg#~ND-9;)nAD*bd!t^YA@r2v|*!a;0c+77flvC|K`7$xc
zF967vA^O*PqG`Z8Gg>({Do0T%<be6j_Q&;`kPY5}@Z><soy4AoM*oNy!I=KikIYXj
zkAolsdj+7Re@xobna!`LWhK_>+1Qs$<fM_l*s^RnmTD;$9;yY{6`EnSU#;L+W?(>8
zq$JYQaQW}hhN2HF(6mPmPT+}2)S!$Ayst!OuLtltIQB`DEEg~D(c`^Kr!fkf$98r_
zpj0i7!r3n+pa&!7iBeqd8&3e1xl*)n4zb%~-Icb04%U~IAK2B3cXg%dWT8ORliDzA
zBK|bBXi^)zJTzFH=^6M=hlH#`4xfUEekQnR_KM(;Cj6DGIKa{v@pwYZm=mrqW^MxB
zBzKCIR*Y7uMAdaB<?s%gFJ^Y6q&%Ff@KuAPQ_QuXC=a;x>`kwe>akm%fTCnu^=Bw*
z^?91dHCtipn+Lj9*QlvSuMS0Jr~T#{I#)J-o>nj^lMMotmN#=VOzX}U%X7+wAulDi
zY4ry;P2RFYa|c^;?q8Z$_{XN%4RqkY_pAF9sjkkf%~_3OzR;|mO+7EARfaVc<-I$5
z24`c;76mqyWnowuG9U%BQm$F9P3|iP48(3rysgD}e+vz*-Z3$ZFK29996Mdzn{gTj
z9PH{ZUF|7Q4=u|JWJds6VGO}~loVsl1WL&ORxdz!dzV-->MC*^pa_tBjiYyj1elsb
z4Se>^dqf`{?x}XYhoRcQL9SaLRXcyt6=+@3HHe2Rr6;r=SYgv_!pAiW2sF(vyeW=g
z0^dRWcTH^J9W&fOOz;wC0MnuO{njUbHG|N!3g#mlD7O1M&M_ct^(UcJK<6*S+*p(p
zUBd|cHfUB(-mqGTTT|q|#a5F>CwkivQr%xgBLoiS5*@XyB*7V1jfD?N9v)bZwora#
z9zjfCX<jX%Nh^n}7)(2`J(k5AeC{1BS=9F!!<x_rxnMkzrXz=;h3j;n8AKdA;-%G6
z4kEV`!kc(hYf{^?^j$yt3UWN2>^ZgAPi^P+hj*){0Sd{c<!i+T`Z_8aV5~Ri={=?o
z8=RsYJzS5xr=`8y(LmM_vF4#Sb}0Z?h5AbrlgOU!<LH&CKeJ<+^Vn5cD%$P)F5F*N
zqKXQajd^soPoSP~w3t>MyuyA^CEMR;o#i#+5PC>x;W!$cX~W{D&p;qI9=p3g7Uvg9
z91U0MdG)mmioc>{9Sl#?O+7*lBJswF86~Z#Tw_or3|ZCFwl(qbU52j!Xw9hGU$b?t
zlb58K^mGYLlmroAmjS$5>7qXyxE|C(+qyq*G+#7az+bfPeaA$ydR~EiJVqFni!z#O
zsaUNHc!&=Tl6Vubg?COw-Qmu>W!9SBal5qu<hAnUuAwD>IKE$fBrr3k@Zu+OIi=m)
zl{CL1XvSk+J%~8Sak%~Q(Qy?_UN^pQ;@03)?*?f2O^5<i<l0#J{dFbm{Z1$cAS8$p
z6{nD_Hj=0U5nSOM>%)b_d-h;9C0UUI;UA}ix{%888H2Hlp!}=R>ZGJ8k16aO8C|l~
zA@$*w4K47M=o9H~lf^-q^Yb;!ueW-<Yvb2}C!sQQsBbUxI&$DnQ`)-00t^PKgJGY!
zD7P}oI~@TOEhD9`$yu>1qBTRsqUcQPIQ%xSw+409cr)bEyK@96DXx!ogVrkn4_s$u
zNnr)mc(F9a*RCfRjBS;z<h1G%rh=yYclorxfuqt3y|do0>o;w_&N(k|c?U{gpYy*T
zWwva7e-Y!VRFUoTJn?QKBNvt2iN8E`KsX&K0+7FR-I3D$22My{6sgPQFgPJpUelO-
zx-dTyT;(bJQuvqJ^17B0^x|4<s6rJkO1~Qh<W0RU3NwG*?T15O1(zGITd!Ze<aM|I
zN)WbsE>FVPwz#-c^SRKdHB8eob^POhv1cIYRc|^pgjPF$sO*+wQy_@NI+zrCpN2Hm
zSSMjK$3q*`_@M+V>Eniz023;{xva!w$dLs4O;Vo3NvNeqo5>O{qL#68@bDrDv>?d<
zT48V~j`b%IC;hKjybI4~&`^P#JYj|8kNmt@pfkKRkr#@L6OotZ)~ZR7O{s=S<t0t6
z=*=%EgoVqJ+8A!qR^RBhnoNstW?jnE*4aI=5$i^>8sq*#+;G0;MY+wW?P+TFi_0Pu
zhszMM?`4?E%2V-X&OM*`W;t0PQ=si94bzFV`#$C0hlAGB=G`7q_pjSCoKTfGdy`ka
zHna@F6Qq&PP1IBbEo{Ca1W>&JOjb?x9MK;#nY;Ope$^)B<F5sz04|!{Ku?S6a%00$
zNtrZ(y4={}Zx?xwA~DK+9e<-Rua7?M;4}bE%CNFN*G0_;$7z%G_wHgvCqkMTLq0gb
z<eD9WslIK@CANdlo9p~<(SBLt_m)MVEwCRYP*NaF`0-t~Mv);<P@VX|-!5<JhZc67
z=y`Q(=tT&yOzh5;=yWImBVtl8*H>CiuNT)T>!yW*bes3FGolKm^<<#@g~$M&)2gtI
zkRJ$4S>0!Z)YLebg;`<gqNsgyD(%ec4O@r1Ak!zLlFJ;vy55FUl$NngAB?e}_K}5<
zD71x%(-2Auzl+aHeiVY}qB3*0in?S=J7vd)X&1(T2kwUg@7RGk=p!WeEWg0K1-Ra>
zHOO|)|A0J(F+k1MOe#`Cuk)hI0{e+?x8rf^9+!3Fg_J`rj<UK+T-{GnkzxwAxQ)4c
z(mO*nT35et>t>f#Lu<Zgb_DUI8znULQ!@o=AQ#fuyRwvCAe=ubYMqrg4{R&%R{l`F
zyFYkU{qDAIplF2cv<qYP8FkgElxh8?D^ox@;JDuqLDsAeTub<CKdpCY9oLTGg=)Az
zv>m;M-t_vy+B-!J)<*MFjzT<VfGSV?3HxF$z|!k#NO%7pL=M%&->CESn*1Gg$jIy|
za0cD-%7x~9E9}R?!5X)L%HU2X7vy?W8_Q2QD{)+}#igX@s=>PYKhsuCl@YB4t5)A}
z$Gl{y*~)N5lz?@fG9<7*x^9_4T<CG{-r)rDaQ07$gIOX!>16J0^}H~2)pNR^L;?k|
z6FPn(|FN?PyQ*C+Do>3$`1}o(8+;$0PSp;%&v>1u)#|h5(lbP|DM{Z{!wHXwS9+_t
zpPNW;nG&4)Ky10y4k@AR4$yZbFT<Kw<%8gJ0ZB`+KjS`qW9AyTOUf~s^GhV<-DYB!
zWjfk96H_)s6@4Ne!x*Ast0fg-m(k&wKoK8TY#r;)j-*2{+LE?K`lb2ln=M1%pEpOs
zd0ofbSOu2r^F%_@*3`taKI9g?xGNtDYsItUs#f#|DYGXEjN}YM=t8Ruofjop*v360
zuO<I2BnaDHW-gBOprN}AFYvh|Vdhnu4lk?mfIiW{KjI9`-Le9)ZQmBj;$PBlK#ej3
z_)n@giMHgLo@a(2+M13SVrXLnysdGKXbI}uwoKxWCG|`+Fq+%^@a+S_I|+7Dvc94U
z8<K(e_=b{p{jttQUV$Ed<fczeh`%gHPPSGj5N&P73=v+60lP~)Qk^D?@nGTV>)Es>
zg-5$)z5b{6FJ+BG+NN)7-1hCU`==a$%RON_opxu+P;krYxx6Ct0f%Tr^sv-JJ~$ME
z%fsKg#LpnC+d8mx)Vg@peEp~R$^K<r-_1D&gm_{b(rDZ)o7@a9%n!m9R34x_DN)4G
z)7dT?=~Z|vv(7YGSkVW)Xi?uFvrN@BlHCGJmDipP8Tu2WxN}V)*EY_w_ESOZJ}rsp
z;mXIZP*SMm+55H6KaTd?4N2BoyiOC^4K6NHsMlG%e_0^se4WOeeQr0?AV5feBTS%a
z#(UmHV84GDy263X0W$~e6w^Ku3(zT@(XSB)>@w6<0gI!3gCM~(|6gn9#P+ubl9Pbl
zUlM}en1+aIZG{d|tDu*rDl)Kr-2=;blK>bu%Fw=|2;I?T>2KhuCzo(7X@jTK?pZ(U
z9^RMf-dR$+As?>$`ENtA1uqiCDIu42At2j!^09!%;{om60w?m0JH2&nl8frS$`n6d
za^J}4Bl|tvwB0ufioRx|W{fxX*XykaZJmyDC?nd1QIpVPnizIo^@YC)j}~n@iJsN=
zSR$2SR)%Z7L}UGvRBWk0iu1aMGAhKIS<aw%s@ox)GcXqu0!ueVbUDt3dOL@}Cya(b
zp?HW5?ayC-pp^`&0G9J|uprmf5)Z)(=E>s2#~GohH8;p2Cajhvxw2iBeaSRQwP?_{
zv8w{%wRnPD;Ik!NC&!71JcWC1*t}9QG*KxqSgKxYSVHw&CSUk2;|3CoRWR{#|Bi0i
zgcX*0sJ6c^kJ$tDT;MV<>3`N&5EoqFFLjrS=HWg#&!xY=NV6Jyl{&JSpYLoV+K#^#
zoXER#A8-i7Mh|-rFj$%I_Z2~QgxtYyhmjohtk+#}#q24(${^y>R`e#r{u{JLKZKaV
zo5;?vF_p1LboQg#CNDrm1u=?NL2pgiWA;5#Of`}W2KqoAN4v|#7oFx;{0yfK=2;m1
zs@FFd*eB+ftw#He00KdD5it$L&$r9nCBlKv740*x2r8nzgN9z1*Zf2RJ|!(dX59Xr
zEsv<9mMsbUxiu_R$9Lk%5Pg7-+^S=twA$l8X<KF4>uDFF-p@?D7j1FTzj3os3wsx5
zmEE3#u!TE@PE6f?MqS!0^mkL&?GCF;b*fJFm!G%ZJJU_~)3%b=Tnv>*C5U4X5_!s)
zJY6<ho+>Qp2tEeDJ~=n9A9P|Ydz7ra9Z4^wf41oe+Ub~G`f~`SHE|JJUUVazm;gES
zcqE^=igvGR$sfJg{DW_*<Yf&j|1pgsJEo3dcW&&RIr;WYzHAq8Y)Y@??$MVSvUbb$
zpRxgN5#$_8fu?sv-i?xwLPJYyryoOfV7^kD%XW?ta;k`5S~{BO=i%`QLKunEtkl{L
z%I=h<FdOVE*6IF68Ty(Bcz&!r60qg@$q|5N_vL<^#)4~beuOma`A^>+MWU;S8(2FC
zvMm!g)smyfBp`W`$BI2-<zDT9wE@i#m6;VkQ5YUb11)H(6w#BnFK2Az2#-9%+6~&I
z+BA%5+ryKnO9YHewl>dDwC6)mcxd{<K<>;%uyc82;Qyx0N=yH&==_6P7CEktl7-+)
z^?3GpOztf*rw|>?VjeAEZvLy^!=-0N^1`s_p_XQmof+|S>~f}e$^0j81NOfkdCaYN
zyaPQx9atThx!dAT@VlyLpj+UZc^cqrwd?cb&h)9@TurCqO8xN+O)q$M*8FN1_NJm{
zLO0cmj-e0n-lMMTz@~4z*+pT0;^z(_YZPKDHwm;3E_v>I=wevT^5KQr?li!%aEfm9
znwj$R`dAQn0AnY4@d431fK2FBu}fYXWfbSy3SYvi@7Ss|X=c>6sx?2-C`g9J>N`di
ze?cn;JpvC019e9wPv{wH-9zAKUyAs@vz$&kaUX|&l=XuR*uy>x8^mAxVQ81gm(af{
zu=OlXa$i+8qlGF$q)9{&DAtq)b`u=|3x|$T8(ui3C1qjjfe*<?r_@D%uuGwR1eZ`e
zuFZK^K61^$*d*kSJQ3oigbSV<Y?s%EcyFEx0psPQ`Ik8zsQOlpSns+pqsm@$`t^pt
z25NrtE%1Y5DPn){bdQAeT!40vvrdjXZh0R6?wcK~<Ayi8nD9E(2IRzSSQ~HuF90|}
z$G+)+=CC%<&<+A^JRRUs_gQgGhAb$5bm27w+FCf+)s?w-^^;8WIP(&ZKWq*|fpQ<)
zmz0m0QRxWxVK;5BeVL8kH{$WMTN90K(DOz-tn_uUH^_mhZ?YlLRN=W-vWoGUt2qM9
zgiJumoTnM+bt3_fySl?rq0clLJxIvI%m=9m4`2iG*2ZL^_oX;I?Ng5)T#94spq&%!
z4FrfUsZgqew|(Zm_&m(KpNjB6HXx7Dn~QOH+P5AVF2u3A*g+<PsxH3eGxwzw;HzgD
zSm(_K`TY`?gFd$t5Y^dTV>|S^od9b+9qeiC0Ev*agA^tT^+4L;Cl7139cpT@BPkyP
z?<L|+2RC@Bw8O#dB7B#Sg_SN=2oMXgJ}nO)#iZh1D@RxfxXT|9lL{+c9sJS6hSM&u
zPR+xXjC`zjvxbL(9v&8#WAdvE80%<bqOJM@A>T6aZ4U^Ca*HrGC7TJzBSC%}GYc^I
zRT^$LcVNaqRsL|XMuo!IM*<c)#w4SkEZ~u_HZvcaG7GTI$r8?b0xU|)WuAGXxjls1
z>NeqMNeO<)%fn)_VOU=ezZDi?WM(EV+u6cWM_q=^7M74gL5AvTyq}hi4@Bx4u1}Se
z;(kR1Y;-gqKSToazR$_S5(_gXAa8R)Ax5NU;;OwJXZgQbTPXV})z#>hl7<gN^36tW
z0$u!MVFqViU6j?-U{gUMhNorXhJzg}IG%aDtOP$5=HW+Kkl&V)B8<+>#Cc0wSZb@^
zzrmFFN(yyQQ;pu)>F6z#*Fk(`B?jkYVu*nV)5OLQYiZ+or4;%c3;X*L^D#3r9pSC*
z5M*wEwXr$qeKj6Wdo<;?N!8WpdG$4G7egFjZ=lNrTr1ke;>v0!a4^ip41;cRZ)8^F
za6vKVXXap;jRjf@^{^?o5W|u(aNSkH^f^_w*jp*JLrzr{-g}*jzDDwPD5<VSuz^1M
z8Hq3>J*QzZWaQvySy0cWoB|9@NXHF#drld)I;i)DF0WG1&saf*ni>Qf2+`lj5Yy9?
zgWgp6E3E+EJkP{0Eo=~IEX1#gx#;&Gi3!fL*5I%9d5{Eafev=HlE7YHfP^xsl1(Cb
z8tUOhYxxT}UCpi<_NNzMR%|BLddOwy|1gOO&eJ5r2M>~%G5XJz5=iQi;ke(MW!U#3
z7c*}pBfO&{f~-YY`#2N5PrSs_;Vm@VMLlgi9p+j0S@qFLpD1sHJDpH~@s|?tksJ4m
zqkYeFF!O2>!ryaZ0!h|B%s}rWv3NSls~(?O8&5|m_{=Ioyv!>{r~NSq^R&eLU<vDE
z=afRI!Efe!d}s{*qM~i~)6>Uqg@yPyBNJC7+_rhMl?B+48F_!~o~mq{YdKX?g8Sta
zu;qA8W3dPSjd?V|jf~4y=5QA1qO7_aoAL`WEF}XsoF!`YYB8ucoR`f;+!u3EbmtLl
zzX(N(V_WgCRd-Zos@qhHp?#SEzL%fQLeZ`J5H@v%`=+Ht0TKVrBBgr`{aeC%+%ObJ
zKC8D5^bAEve-wj<TMl68p>=PpGgB7_j5x6o5gYd4;KwuJ+O-Y({q`e@QZw=L?`zCG
zUPF4}{gvP1#KieXy8Q?tQ%7Uuncwki^PVW-_`56z_lE1wv+-i`JQUt}1p6tY;eBEY
zBD~&*l;eJ@VSVB9(@eyU{}u%|@57*}E1LekgsF$PuNK$cR~+>mQ9Vc3eXgmj;{2P;
z2KIsDlG%u#G8e^nAHnAHFf=`~4N<<N9n|&6d`Mq7Ec_a;Cw^1c4lbLPF?Jwn7TXRL
z$!SQQ_cO{~yk?B1<;a0(vTp;Pw&{nmXR(cLJ%z9@HU~4WCn1~!VB3hWHZlXfkH5gv
z;hy!|<`G_+$A?gPfCu4pd;!K^jOQF5n7Px_46JKuiy%`2tR-`&I|+DF&)li!tpr%>
z>tK&RYZq1LP7VgTSX4WA0y}s5=x!qJc2u7`5llbo1IeQAkTi7;O71;`)ub_SJNO4;
z{JWwuOI;UC2ls>Bf^U#G`D+y4j(~m>H#n{TnbF0R*=&%lwxI#aqMjjV$3D3Jxe@h2
zeD;NTc~~S1^83B02%|DHamkk3XWwM0;;&X$qepr=`WSHd?4>fFonx+`$jS0zEH2K)
z_lD;1(bdNvWd#^pn1R!#5?FBf%)c0sd4rt1>MHclPeV^Vxm{dRoQqr1a{Mf|fW5XZ
zu1m}CeQ^$~wRO-{;l5g*eNj;!78;o`L4I3H3K5!@iL(}VoIZQFiORg8rWzmQq@kC-
z{JFO*lsCp)t|-N<!d&zeatAjZEiJ*q{5&io2c!t}@OyC)MrCK>lC_3*Fz0B8O!ao?
ztgnw1rt$zGJq??I2zw9R#`L+nv0?dW1pB*V^~N*kF?cy*ZZCzkmHHZTNl69VT&ys-
ze;}sK`IGaRmv6*i^4P8jZ0(B5%4*F1aX;Q4^fR8`SPVl$<^Hhucob$VI)n8K`!d03
ztGC`l&(S*&eeMfb%MP4SdiJf?7}mEX+WI>}sIQA<8?K?pCp!>zW-{z;jZso6#e*lQ
znDa#^X0uyvekrE@a0>m$@5bGupK{m1;d_`d{{Yr68;;=Cu2{Y40(uTxi|FeMxa)wd
z_d8o+P~X;=K5xIqy7g*qhqL>?toy91!B^RP;t6IfI*au`^g^(YJy!p52R+B^M)cpG
z!P-LIj$XbUk6|Bpp{<_-TL+tNphwuBh&uTxQwM}*E*AJ@UJtlAnxVA3605e}X6}hS
zHwji8&)j=C2{SfFVg2Vm2=*|;>ccP5bM6g9Z|VkXQ*|3=ZY03$Va?#-U<5sZHjdv;
z!<bbMn0tHpvm2OSrWT{aS649ReP=8f=>cPr08iozAXHfUQj+0rI%fR!0^uJwN3g3g
z)|^j7uQiYG?1x}j8`tyBBdZi&?|+F7O}RJY_V6;tmQcB0t<T}BGUZ=Nz>JNLuzrd^
zf?Jql^}$&5{Pqf>xAcOwnR-yXxv?H*k7xl8M`N}QZlz$%^1HA$6{3g2=Bu88w%9UL
zzF|wBV{JyM9X372`Y(JD+}s?i55GXqIoA=rxjXY*H5teOX+xXC!_f$Oy4pB?Ck<m(
zMku#KN)bBDyn-=3NIQ7KSfq<538Wp=>tXNNmzc5U7S?~$9>HE#SiL6-J*S>V^xna+
zHdnXz=EnM%9qJ1YXA@>q@bT*j81v&5SeqH3M+m!NbJ>na{Ic%}w$1AVS35E0ZHi!?
z`DFJ%Mt>Wv46AQp{VXDbH7moEQ;7a+h-MkWeBt3@%F1vp0b>?kX7r{<8+P8jZ2Kep
zviAwL&F=(Pi4o>)j9{MmWbYs~8Tc-rk>N@*W^8_f^`EywaC2f4UZLmQn~2`jRfA0+
zx~O0i?#OI{3DHGsxlQ=`s>~)duh%B*y_SL*TcZ&^(F?)NOtI$JYxMfz4xatmNuy2r
zc2E;|*o&d3tA!KyGBEa+NLZWbp@$zEfG}h0GhBR}jqOu?;9_lnzaM7d^Nmj+F&Cm=
zkb0oT-ZQb7vEmxmf7cnoEp4%S*F*H2bQIA?K87{Nfm)aEC1Y66W@zhU%i89x5$N&R
z5kwsr0ejg25!07n!^OMF*zr?$xJZog_ss-MUVIr6D?{|_tiCyY?}gWxu`UAZrw1e0
z(*mpiibl_w7ZAO(AGcj1?J&|C9!{h`Xyf?JWQ<vQlhuVF)<<dPV2oeB41}9RjMDNd
ztorL2ddxhJ*gyNjO2y9XJ^dUre!hzJbGxv0u=62$PCSh0qo2T<<6y+g_mVKIS2MKr
zl|ZPkgJoOpp~u8Sh&ni`t`1Tzj8poZQ`cT&-28JG*u9C`^B5V9+{cXX4`cn3Aqe(!
z#_HcLqvyvP5PfB~hIjH(xH?&2&<DPlzThzDGw+<7!EB<gB`P`<?+;&(!5^pxgYW(O
z1!k<gj`g!UA=uj*tN)Bd&(Dt|`rvSGJ%~ubupUiWJ<!v^vOgZ6$K>OP`fDict;Nhd
zZorJw5a?>-@XB5=HWXmxu1IwM>=>Tx9|l8?H6liaRX4Ey+m5UZyC0+H7bg&XU^u5u
zU}b26wylUR5*Z$%$LA*ywQq=AhM8wr8CLX!v7sJT?s|molaAxbUqjVoVEW^hX9)ky
zo9&NB<IwB-+jzFFGk1R!>*3qMq(2%mV^dv!Bx6%;f86p^)*pQp`eT&l{&-bIhGTK)
zwcs|Mg}*@t2L&0{5}Tlp9<3E*h|I?JX$mrIkjW5i!`%+6Z({wd4hZ(P!Rp<SY&+~9
zrnw#7C+%RP+zxw5I~cO<@Rh6`miJ)W;m=5PpL`ro_6^}~2VxgLmD$DPGQ0ST2D>O0
z;M;+u4ixO-uX4M{tSv5yfIwFZhi3UR{=urFad>~hZA7i@2t$r{2z-xEeD{S$BLm-K
z!?{<OvGz9Bf8CDt)%HF?&uOO-y=RbSJs9o7>H+ariLdt4RV81oxKzpn*bVOLh6#(=
z^}hOe+x}>7BE;;l)-qkx#__8O81us=Rt6<qjKa1BU07Y*aF=-|>5po<cq9Td797O-
zrNa>H=YrLnFQVu0UlDz6zUHyX*#d+5`eFL~1Dt<TZe9u6_gjH3?V91_E;45mBlcA$
z%uKo05=da)j75KA{lY%%9CGVz^bFmF=(Cey&9N4D`8JtHd!ub@**tpVb@Uj$6H%u>
zlg}YtE%3{NUhEvQOv=t7NAE)Hh0nR?kSC)tW9cQVU(gM~t?aOR`+f8rzaP;j$8gVM
z?<QhcZx6KfvuFFmZ+FmR+<rtI3x&N6TW>ED^3dVq-54{lB^G?%7RF+IJb97D+^<&t
zp}UwdZy(nGJQBhFu2{YC9C{8}jp&;THP7Q+EHS9RKc>&whx)ktAP$?hUq&l0&B2b0
z3`ZYe#t%oae(@l7@8EA&(R1V`L|^`<p1p&_Pw~O@?~iakb7}YmY}kGS+g1;US2J7O
zdz6SVGxjov8BH16LAm^6k(lx0Nv!{|KZ5-nv3kpO^!#KSqAyI-u$~f!Vf|X6ZEGh8
z^#xeA;R<?;+J>mJQ($k)&Zmn@D$p*#8H4+HW5O(MUrI@a<Bu`pr_)&fBU#gN!0IhG
z(R1{6M4z9+Ed$X-B7@SJ&UQro{dt`(GBN}@u`+ynr2g_x5k0(&_48$VxFZ5RCmcZZ
z38IG_zS^Bc4C~_|_g8<riyq?-AnNF7Wj!3Z2V(|$W5HxaJ=ATKdceqV;wfe<K9BW3
z^hB_a1gp2*MbEK&5q)L?cYnM?)|EWv>q?t%qQ{s$h&nMI_Oe4iYdQ3H3~oP6hNPZD
z?Ha@Ujqg32`<`WE=7j`=lORKh7;EpQq4(YxJe|<0{_@Am-)U$H<~$segWD;^kcc%O
z#!aD6C=`k+G^rznQV)fNg_u8oKD@lVU|?Xt1iba=(F516sV_=&?%bJi)XK`rFlWvj
zCKH}OAi#nJ><O>rXXKvb<YavE$tSS2wS~5}HZEPdr1blWY}>Yt`HuYi_uqe`ZQHgG
ziA1olu)yfiqmiA>y#a0G#*K{3LZJ|jj*j^H>#rHPYGr5$fBf+W6YSTeOBd$<s=<DY
z0nye*|Ni}%41kJ|znPR(`?qQOn;HwNHebfL;lT(S8U)W~w%D+EAVfj|w(Pyjc|Xb0
z_w$^-7}nnp`WzdlN=v0UaOyFZ&hCSbA?|46YKaBYd!UJn1=jDl!THS97n3ortsTNb
zY~g8Vi1kC7LZqjSt+$j<t5u|`x(1`RM`M0(XSiCZFLd3EE5Ii~Ht5{c6fPD*OlW5Z
zABh-u;|tX8-I!O1k4?lFW-LZ?Jpq<knZrO!8@mgOILkKE(SfzD{JLCP1_Ldvx{Zn?
zXkxFuHToGDqKTdW{z82$vNA(tc?FWB>L<h#eoe{4Xd4rZv@wQ<NDr&stze*|g&i4%
zocHfYFJMlg-|b<C5Mu*43k7IzVt|$kn@lVPI<V2xt-DU=6vLI=XRKadt8S-aoS!v9
zeXZbWB|>;_SBM1K*!qw?6^jefV{OHHb(f9GWNf&%CAztpz|BkuFDnt2cXvWTc@-iv
zxU+e#ib%&eZ%c%FTf)=A0O8%7A=1^x)~GDaGH3y|hJw1whGSx>ucNJWj~U0Jel2U_
zaxlix1fv~H(ZWa{>%43s($U5rN%@@jZ%fK!vIgyM?SQssBDje3(9uGKR>tzh;ty<$
znCxOr4fW8>P!B&evw~Px8@KaH)$8C{CdM@}N2t3wJWYj6ke*0K3tMHUsH(E{WiC_x
z!OkvdXKe@<u^u|vh~cAfivQa_bJde9jB93&(5ABc+c-d^tA(wxIrZy;NKkj#C@k2=
z7F6JNW(n4XI3UncgytqftZU<d(yAKliOW+j|7AADIh!KX*%Y3}`Uv;6W7=SAd>(fl
z#LMa+*b(h4L~t?GLnli^_?XDs;AC58jCMAKm$8ufeoJc!vzal1qYWB`9z<thoVyu9
z-OS->B1CwgJ=+&vY0!hXT;!Bj;a~@6w6l`wfwhVryyY|N?su2nA0)f~r3M*Z$=ac#
zf()v<_?FLH6PJy#j;0vxXvzddlFh569kwNM>jL>cS6YSr0gh;EUfT|a@X^!`Vtp+1
zux8rfPOf@8tV_$oXe(okv@&J_<5sy?L8PsPotfNrd1n@Dmv=R_MTn6Bob_3I+fpGD
z-JQZR^fom_4^u<t=l#va=wc$m{bKd33XMSqzU=`aJgWes%#HA|xe+{sdRXCL!Hl`P
za=7cjOjids0^PdnQei2Rsj0sSyZB39IFg{j88)WqZDPn|3|#MIg*0guPUdruPn!x0
zF<fkjp<+Wc69}-x%oIXxE$k^S=9WQ68`i{EkX={HSU=$dl})Rul~tIVmxo_0%pu?m
zS(lZcUx*P#Vhl49qnVxnOD)V~eoAqJ{FE!Teu|;I{Ex(j=x88h0xF2_v%uUGg*7#J
zTA{e*Sk7<7g&1mJh`|PiXsRo~Pe!K9Gyf{(mcdk88&*0xb=S3WRtCj@zvV^w=&Ucq
zw??M$66i6(huwt+oSTtXJ<rBCS2KjVn8DLn$OQf|W5a9p)2j(v<5;_Vu&oo?S<1!+
zD?|7wyv*%oXM}~`Hu&%jS^a9+kXwL}CPo-;B1Ut4J^XBA&gj<e{091q#bwO>iUEIv
zO~jaCX^M^tZBwrd+4&f0YJ}mYMyw3B7OV_;8v28d4s3LF>#obiY=7u$EPoj?#6*ml
zRzwEPS&(X3n~;kzdlP&jF+mHlK7R4AfdLsGQ@F=R@;$N3`+V%t)>On~4(ebgLMxSw
zOS)QGu+`VCyDT~87;lncdwnugR$*T&d$g%X2Au}VuqrYG<62lC)WZUv<_1jQA2XIk
zYYvVgFI1H5qDtV0;?Kx+^mRTu+l%3*A+z182Qr`8Q|2?j=fukJ^bIm7`phaa%)Ob6
zUd|?1+TH<v)*`r@>Z7llsm34`zQ>2g;4d=4*G6It6|=T^i8*VV_Y~D*n-#7rvazAB
zN-%h8WhLh1<l$FKi+WEf<J%tmH|EiVkBkh_Q6w9m^!2d7(hP;wHF#F8K0et^8H0>1
zdy%>Q07|1@Anx<Is4gjm_2|Kz<r{^xM&Zo}WbZwO^7v%rpSy;veaB%KD1QM;&^8pI
z$+nevHR(H4<*Bb9DDvX;6<nOV8qtT9*M&3@FmV|2;*#+9%%#YReuca1cH!y%GYFX$
zT6a&#^f27tyblkz9Yof%mpDFgKBOgO@EbFb^O^Qj#~|(Zy~z0E07{>|z>7)qP*qY2
zo6ter_0Yx-1ves)xreQXJW>yPk3+0d4>eU)kfvwVT_h797dBJIAZzPhWbZhDvgj9x
z|6&fROG{z-33vJ8kk%-=8G)RA$54@wjDqvmnEx9F$Ty?rpS*zlGnY{Q@-@m|yhieZ
z6{s#MfjCH>9kns7rw~>>%D^~JON6$NjSroi{tM$n9y;3_!OcW{d|3U8ojZlf=1$>c
z?xd}G?zB}lcRCQ@h<5eOoovKtDpsC5-R77(F?II&IOP1X7rDFkqdevXlBRx#n$l93
zkK*o=hQa<QzI6|Ie;tK1AsIy%t|E8;F^K%-x=?ubGSU{VK*909@g_DCpWV<9Lk(G<
zeX*%2gj!nItI22AZlKRzRfTzZd01<14naLZW`wO}g&3kQ#z3JMO>_lJ;GYoMI8e@Q
z7frQwV5M-8U_K&qPlbTH2bC50P~Q;20wEl9bTL#YhKG&-k(KIM@wSu@pIwYW24co%
z|IvsYoAzt;+2#H^xvp2J`|OH8C)e5XGK2{9;lz=Vo3Od45W_`=7%GyrgNdviN*dS>
zvU$S?3Nq9N_$l5;<{O$=8Gah$M|DEj#~tD6VUG<fLLoBH!<JoFIPVW^?S`MfABJHc
zg+O1A+xI#B*Gz<t=m0Md2l#k9VcW0ckdTy(h)2pNR})tKegor%`Xg+xA3U2{W5bUh
zKx81mmcO{OI`3RP2$MzyF{itGxLaZKlK!Z!sloXh?5W%)#zOqPV>E{J@kVnuON972
z;+F+|n3LfXlDYf%stxBcZe%-z4Q~t2=62Zd^KiBfcHiW#13wr1JbxgD4G4t3h7Df?
zU0og6TAS2emKNNbqgHLXjd4T$5H`pco=vT=;fLOA9qfO|T?Z=%VA96{@b$EXhr1;<
zFZux0)ipSOQ=Um~L_cpPv!R=l8N8ZWVdb~oQBYKl$e0Xn84kU~xSq}kd*2zJPR7{q
zxi3WeI@t2Ja(2~PI=8aIfVL8}a593sogu#b&>gK@jdAUX+>X!r<0*Ov*kIXMZ}_>J
zGWYchvE$tAMOb|{5#!oR5Z2BPo)SZ>|F}8(&f|J&{qH<}e~S72T;OWSJ?4-AKU)+1
zy30(%Mypi^o?~1uH-z<cg{QL#Hhk$1k-jdroQdPE10QP)Xzzd)&c<+;i1Fn|&Ctrt
z1lOJ@zaP*SXv5arpzboO=fK8Qhhj0VmkYw)cY&v~F*bbR_vUtJXO9+6G8sN>B5Q{%
z<#q@p?a&f_O-z~l`h`e10|-~`j>5S99tiuO89ZIhu;H8b5D9g$<@j^%^8F<k(Afno
zT+QI_V2m$^dZU%QIj%iQt6NiAvo{Lgh54d?M`yHZYJorIcScH92@YT3{+k+w41Yex
zxDP!L*0(u4-OR9ImQ03YF`8xQ;wqP6m^WHAAu^=PW!Mvi@5cC{e<v4Kh6OSiF2^^z
z@);Qpy<lxZ_gb6a1Cg*kU9?oT3H@a@L1ErKXZthOCXDfVqfJ<SG!EmsJ0h&BBRn0A
zuzsR9(-*d$PvS1$+X4eZY|+9|%sh8WUstqpF~ap{a-aNWbS^&WV$a;`VlBdi_nnx`
z6L(`Zj14;;V%$ew2>Z|zp6=$@FsBRK4u`o9IoY}ReM}nK622Z*@NhN5=K1fj<I^3v
z%r_sU;gh}|=p5((7kgt&805`l&ASto&Mm{fXBhWE6NL44ho_4vHp~cS+u`I3?t1XE
z#ej}ZXyIZ4cY7mzImiR8+)Q!pvE25L=<bSc0d{bc7{SZc6e}nDqo7!d$d~H#msQ*E
zW86Se2VP88lMQp<gUEo?!4vK}Ske=dhWW_qz#N+wbVGGDaQ?RZ;4oWDL#6BJ#aHMO
z=m0kd?x5{en=fJ9h&Bit8qB_vUow~-qxam_{7!yue+=v28u}Un%t;W1t+jF8b^P2D
zxVu=QQycZ5!&N&UVcY;ug!S`)r<*x8%<jbQ2{;nXT?apP!=xeJ@NI6%>cQO3GCfFU
zejb~Uk6Vw^5&msQ1bSJcxr-SSI7EW;cb`^2tc8(bS0u)L*g`JDw;fqsJgPy4AG=}F
zV3`aqX4pKZ6SoYrI>=-&mCJBOUAI;riNm<}75d|6EoJ?Y`#`wPEo=Luk#c{0DqjP;
z8AJM`19Pv7jR+HZ)ZZWLWa#F|WCpF1;aoj3wBeB9S&p(zcuz$J*LrLMW1DN+!K?x8
z&=r#gd#Sg>UB!0DK=?Nb?J%o@=5{!yVi!M^*~JTQu!|02xZ4_H$_K7!<t(?0v8lzl
z^*j&jCU_&TsVSP<ixK{*H%cq2vHL2w@5T4{#CKn4G&1l#HV|K}Uvs&y_H{efXV&Da
zwYFn@H5XGAUrj#tk!*kS#`>XKVEtLd-nBm}>!Jz19NrSGnpoi4Lj`|v_hWoFrnOub
zzwaW`#n<ZPZ#<82AGbx=ur}=caoMo?=a0V5_<7z(81`WR=YBE5(sh5sQDTNIt4A@J
z0$rUf@qXtPaChO(oVaSsO^h4bT0V#Tv5#yHsbL<y>LW}V87QAaF77LvN6Y6rBl@+J
z&mo&xW997k**Rpi20!JGdl)ykCBi;x3C|{$*s!2GJ4POi;+Em(KA1GZ556s|;o)Y1
z%?o?T=CKKN_sm&+6}>yUVcA!m;OA)rcPCTyd#?#+z|yJ>XEAPM2ZW7i2hZjbY*;>$
zZHGUvbCw_I=Zc>f492hlLG{k#i;BuHa^i2;wDJ>}nQ#YO*2%Ex3dRi&k?$Q`BHKH-
z=T1F-isrq8gq!zXqu=}9=+o5`E{^6*P}ut&o8j)m1oiTNyN+?g0uVODpIuM+sXwa+
z`yx1>y>rbFOd1u!WbE^3Vuj612e5i@U7qD^)JJ}p_vL%&){gry26Y)~*K}ITWaukf
z)4Bh4YdT6Y_+s9aF6h?Y?ak$Hi;(G|H$0nIV8i@cJ$$TL4~P3I=;8aU9^O*W!!_5?
zyQ3?X%~aJxQKQrYMux3-Fm8ws!Unct`{NHiS-ZGDlDi&O^v9%+{o(6r0}po#Z2qaY
z+PV@UIjs;=7M{h<75yNn=kTINF@NKE59g{oX&C2Yh0s=3@U%2QcuyC${K&T`pJTl$
zxv&CXo{Pu!zHZDRuoMb~LZLJi8t_M<Xdovi2W{H4!4E(D05dZ)Oq@6o0|yR7L_`D=
z1b6r__sJ*Z9umw(?)mb|FX8GcKf#X#=#gheMn+=Tuwj@mVFHYe-@L*0=+UF-+qW+y
z5(y?vn#2SXZr{G03AR&Z-n@B?tfZ{*<Huw0;KA6pZy$yX8S++by=BW5=HKtW`%dGD
z6Se5-HlAdmNl8idUa6_d3z`)bl}zgTZta^X1u}N)&=j{KxL<U=iOQ-f<|ILKf{r2v
zLIJMdRezaWQCW?M#6om!E)S~I*4AP^-;CqloJCl8Iv!R=0*r0Low~k_t1*s6Wg|JS
zoLST&+5VnqmZH0dnR59xHB2C02Lt&FVQnofbPx#<QKr6mhKt<=#prJ&Vm4E0qM*8l
zncSFgWbh#;t3NC%M;B8AB^f%Kh?u|(E>7kaBgjaI8Lu+oekTsW4-&9EF-PeHdet)a
zW)@<UwUL@mlgwQAQ;X5n)mW+gt}Z6Hm8`i9iYlt$w)O#B);z#~eKB~F$sH(BTgK-5
znK04Ufsc*)!T}>gdNH~>tH|JNj9aP2^~<n15-yt_VZf0Wc#@^Q@$7O^A?(&agy+`B
zn0ziC*`<{l>*#(#8QxPkC5*`Mo}~!4G;H)eo>7DlGXqR{ng+-7vGBY43QJ#RX>14b
zJvn*5xUvQz3hiB22RWtaYA05%13M$!%HpouV@U-Fu@vEpJIRpje+r*tF<2ax!E6qB
zmuE8fXO}QPSG&KS_ARQchTC6H;j-^32Aq$>lU%vpmXkN2fKrAS@=SegEnH78R&Rs6
zGIX_4ZUgf9R*r@`NGn2!xd>l8N`>T941CVN#NwDtjcq{4m$EXMbG#sJ6nc<bimtK~
zV(aR_MvPn88tNcfrU&<uAvyF6KBt~z@e>t2c#CJ&>5Z+*{kGya>*C#HNDe-O&j}70
z-r|`|JLGe<gQ4bjNH0XNsR5=$rNQCsbNF6<g(WZQZ->1p`6#ZcL9jw#Vr}^(^Ia!}
zg>O=RCu0NLDdM)vr*caWBo<<3d?uRSe~mVe6R;vBSE+nrw=Wlz;zcPtzC11|$F0IL
zbmLfH=UWE8?LloFJSr(iCnM$Yk$k>e!W|^3%FdiZd}Jzyp=|t(uc$<NWfeLp1pAOc
zeUd$p>zTw)cw8Yx2YnSkL0`yZUup=ui;K}ur0ge<#r`jIaxl?IjOGH(r<XB)N<{@a
z2=$fA7wRLTykT{)yQmob4K@2Iq>P<~MKIRVf+xoYSMu|yN-5gwDc3<eJt6K(8&(JV
z%8K!UPy~^dcHQ59v7!vFI=c8IHxmIFDflou9e<aVa%SthpI3^m)+%FzjUjGjbK8Ss
zsf7r!5aEjlsgN9thR@$Gu=rX1V?%u~?NC<1_=k!zkf4-%WesbGKl6+5p^+gB-;f!m
zJ{caBRVW4GFftelaj&$2GUOFufbqM@K>Fi@!ZN(4aN0Lxm(4}ElgDk7PGlA#*hGk_
zG3ju=@&f)h<FG6)Tdf^llvKd=$_uo({tBUF<8qm_UKzTm%3vnK?R*U~WXWZ4x$*)5
zx8ktuwYm&1NoJR;FW`Co6~dxYkjNneV;3_^(A7c3E;<<DR(d^lQCbDJol$Vv5rqM#
zU*Sm(x84%cOQblNkdHAQ${ER(WXLE%S4S0}+0h8MQj6-BVe4bKY>C8xV=wSTq3@9X
zc=B~VnwkmG>u@aWHa|j}z0YvuCHG4vzQ>0~;V){i&F$a9Ht*rE&7>`+WaZ#9V<RSj
zuCdyKe`_Aij8FMRFxJ+Br^@<*mOuc**51g!ps?YgrUv;JZ$KRE$N9X%TlZn;=MBRE
zHn2_K)e&YrJ0b7%Wu^OE*DOHZsY@uhz<prRKf$4mFJ7Hf-YoO-%r)kFg0?^aiN6<K
zol_{griS_K&_@05BK06{?S;Ja%J=78xB;UO4fSyI0mQAn>jM1PdgzSYQ_A&V(8L*m
z@z)R#a{<k^uYkUz`q~TA4u0M!xTst{sXIdr?Le~ni4@vF&&3fYJvuW1ew=7)!)(w8
zOs2P@+YcJuddeHehqU7QZS(dhxcu=L15Unt^Y{>-k1;JQG|rt=?c#gHE@}wQJDyg^
z%z?g$N`w91vbj_28|F^Q?A(dWeYtc&<m-*XiwcLt)zqNy(shV}T5~>=Wc3sIwuFH!
zz>nyH@%x=o@V5qCs0YSpmrBuIsA7|ZLPS(F%qH#8;ImI9KD)SnpS@OwCzTawtKu`0
z&kq{tGao1~Mjt)7&rI;s)x(8~QlwW^GV7bSq-BV!sziH%ki%yu<tvX(<nse*!^Vbv
zrN!u@uUx(&S=CjzR8fi{28Q*w1IOGcqJed=r=%GD4AjSlTjk~OO-n(i^fY{%my6tL
z?yRHCTKA*Z=+?<gd9AyX7jE9=-Z1(u<QK4g%iK(?UVc<6v#C(2{B~}*_2A7}#cQ)A
zNTpRUH_?13NPZ!ExS^>+kgk#pkqPM5!9!VwjvlymPrl*oU5I^^0sB_7;2t;!BR|`M
zge3LD9x5uT5b-1x-P*b;t@U?n>w;Sk*p0vqs)NdEjdeiE*tGXPOpNs5<Dq^EdWEza
z5ij!4&DTm<245@Oihgrub<)?)Kg>i-QV}|OTQc8~jbbP6rlYC77(M6QfX(oe2$^~r
zhi{~C%ShgNBov`*3p3?+9xcpq^OfcU1r{EE4J#u(jBT%ZbMWQod9a;v4K3#0!lYd>
z$S&fTyGW}L@jMsZTH7esL2GN=s^_2(r8>Buj+mrEbZn`-DfiN&OxO%Q0*|m$_-suC
zvJ1Fv4ATy=q#dl4W$?AeErkGudS!T!!O;$BY&(2+4K~A0AY|%A&URqxASO#`qcu~0
zpgpq@y+P&QO-4*YK05lc84lx83Xzsw$~>bM6R{qX4d$l8Ci6xoLv)tX{c;&H8YaV?
zWW>bhqobdS3_)Bnq&KSa<u)N-gH6bNOPgS!u8VVTz-GiLgiO1P!#7j8%YRvbu09sZ
z_Mnv|6C~82@*}ellU$4ro^qSg#={K9?q(o4yNrDY`ZycUQ;N}D;qR2oP=$zR8R!=5
zs9XoZ4!9Mm`QTMWO3Er_wps3LwDGaUu}g7CPA_6*xSNFM@p*V(mR(3qhUYox=5MDg
zgTEbaDFpS_TMrSbh)FC!$5!gLzqX7`$6mlhEP#)@8Fw9oIH}Zu6K*|vn>rw4G<TqP
zdUi2RTz!o(1LS^)`WT&rZXHzK$+vHYTM_C381DipW7ok5CZJI5T`<!hGtn)`LAefs
z8fKG}^gwn<Re1&LlPPAlB+n$liPvR;C!8__tI9xh@hxSL9pY3jmC2xxElDmzDo20J
zXZoMwy<L4sf8<^VQ`5sovi|5L&pzFzIq8q-3jHxl)*t2NsL9~-AC`gGggXi{L}uZ6
zaxuF5ami4t3-;>m@UFU`sT~CBx=?2qTm3`3m?F1}<+61=#f-mf`P#V7;s5bHKJncb
z8kG!uj}4r@ngq9^8mI?%Q&?Y3rU!4!KkbjKE+!!+J`WvRv-KF4OmwkCMHls%OqMrQ
z+Lj%g64mFA9XxO=;@#(u$Id*4zmF4!jQ<Tb-rt~g_r=(}lRI#YnL|c#%^_WJ>j8Ig
z4fi~{8s;kdE)>hyv?qd{L$<KhFpo_~w>HkoGPH5Rt%oV^)E^js@$xG)bumNFar<G@
zZXH5~?!@79u^QGg;?b>B3zd0%3*5T*690tHzxflrySGBOPM-DN$L<{@eo9ki89Fq>
zt^4n`caYE~zy%ks$Kv@bHc05v(-d608;71<Jk-mNN>K{TW7kuf;MRTapfHW=DH`<P
zP1LRFw0BpL!5z2mC;iuDVD#{5y1Kv0=wa$V*TeDqVbeYwAwzd@>S1Hh19^W;<6c*K
z_?GKR3I_v`y7=VlW0*NEm^nyF6OCg2#`7Ldru?*Graa~Hjd3fvsQ&W9AHrqbLk!se
zT&;Yv);{{!OUwweV*(B-6bgkxc^eu}ln#aRU*yG$7j>ETRC)cHdja{2FTTK&Cr_|>
z^Ja`2H?Hpc#fujsARvGV*6Z1`CzC}_k(87aCZNyUT)x0qOH@=8!otFsXX@x^J}E<$
zW5<p$+49=8YsY-9s;WY_ZrzygZr!?tkdP4O`{&P}W6`2Tu(!9z{rmS}ZOy(&{Qmpz
z>+Wd?m6esad-pCA$k)Dod;Bj!G8(=OSvkc_aGs5o^5z7RhCTYln-{UTFcJ&V#@`t~
zt~rYqO{`&KWrW>F9^hs~Jes(uFDhphOHow~*r=QYOFqY>b7$(f_A(z^Zl>Y>H~t#s
zSUa!@KHd8qPV;U<S6d6@V33W&o1tS9<!p^PBtTJiVznYxI@)-lA<K;-56a3BT_MFv
zYjvHkrL4LJKW69RL$L@(9Ge-lr7{^*PLQ$I)4}t6?hP@o%cQtcR*4~2V(j;{!>dv$
zroYOBv<CRrNnMuXIYr2?tj5RI>Or<yC6%bEfm+&iYq0>)8aC3CRPVp_bwf*Q5%SBc
zu<}+aI&6E2$WL3sK_MH-@z`8^eDDQIq}8x965#a59<b!d6p~dclR@QY)*@X*=WuV*
zYi1_IZ#`Vl(o!ZvL>fBmiALmTFF45bsfUXR1~fH;i?JSF<(Fg5wPf@;_#D@Vw}6hy
zX)#$9tPJGzekB?7bP-d;JrRy8k>XNm35H9IaU{Tz*(^TgNgBv|g*i>-`W{tShK@Jm
z8C?+TXk%Y%dnR+7Qu*aoY#pd%AS9ooHEd#!E2_Z7q6&;~HN~+mE_hj3fzR(GLt0&f
zd97^T`k8h28>rlGK<?+>ywS`=AHTJ8L`yRR<V&ltGAa`tPR1hg!{%@>)PskK5Ke{y
ze0M(;>)SZMP*)qPpJpMcM2gf><vx~GUdb)5zAmDRxXX_#uE50-DMmP$;8+_cyez7~
z=a15uzA(>2eQ|^=B20grhPLJg@aEVU#k(F<)YE1fHqgWsNpZ2b7$clbajcUIUKW+(
z^Lr_f*3@90x6NBWvtGT?Btx+j7t@O|!o?KFIul(i$LDubSY2%S23_Qmp|%|qUJ5by
z>+2v!LpHouB~rx8+Tm!BBVH6snczPn!`x<aU3gqjhK@I0*R{i6{tiqQ3`MdlS-VWK
z&nT5I&_ygqKoa3~xfE9lDlynXjK7-O;Z>OwGhP$BT!UHmtX-aFXNtnAY6Lz`1c_-N
zf8$&Sa}2SRZw_uOGVpB=m^!G^PzSm?h~>!iqe?_cIi8hCvBpu}{u!0*3r8!JXOhnu
zvX_yH<WyJ7`~>Ck+miSRl@0I{$}12ft;BLO<*_-uu#lOIjumrfM5rsjs<wP(c`bEx
z@Iph@VCC}55iONsg{AU~Ov2fcQhb(~jnbML*y!kBkF6CfIDGV6Sshra_%P)2%Le#L
z52Y1|sjS2jV|g89S68FBrUn~|3o%1%j9Fq6T&^g?#QbdhscnT2g^kJ@?FShf3Q9DO
z4H;65a5BNM_Rj3s@F117i=Oh$h7G08UsTl_9Ua6rpbqYrvi{;KTkasP2FXyV$!FEU
zi}HraKr&>lvQziR8$y;;)(&dpBeBce{%TyQ6qj<P7-nmXL%t5o_(%fpNIQJz#>x?B
zBE%*yJ2VpskXBKJpI&95+r0!tgt)>;SDRA?^)XrpF(n#&=29sx=Snfu#ux{E9q_8O
z0#l>YnX#cx24f*MdD@|=Ool~qS?Cs#fP2BpGGvw2+C_o7UDOct*vwRj-#R;?rG)|V
zE2^;aQ3g63evZf?E#M$l&xEl(CI?0W9Sm?)&oHm-Gpp2rNPy_vdVJ<?#Ah~Oedhb=
z=<ruGB0pw*=8Td`6iKVG>|PpvXd}VmcJ??EUw}a;UgF$G&Cp39fQ6BP`iph8nb>00
z{`m4OZ1ZvpW!t>2pb)xRz*r-3qqYbC?RoUs;!;dZ%c>in_DZbP#wT4%Gid4RLYkqx
zVVz{6Gib(rQZC8tC$KPs*M&Vys(2Dym%eEiQkJc+yT@X19~k<2;c>eG_-`P#wM22c
z@`k0N^ehNXjG!yjhtSLf+Pb<ZPFMcB$Y)Cr^}kC{R}ae1l%{7x)LgzXK@pPKkJMkQ
zOS|jpA$8-QNLsp~?w-OskMMl#Hz<7`2R&OWIL-Y6EidlI1K&QVQpjRi*A6OwQ)NaL
zgw46zfn@X3wJ=BXb9?K`&)B>RX+O)`fnea(3?3KvLtChis-hCS95#u`AlTT}QwUjQ
z8f-HeA2iu!Q+@o_#aV8fAEu+j!5Bmi^VBdtWV7Rgo2kaR6PYV1VnfD9P4nmyDK2K0
zV7NUycY0YO#TSpsJX(G3)Zw~(?zEp{?nKbBV0ED~Q(YJIn{n$R$?QjTp~;zj%w}W~
zG??|<PGqbI$J<ipvvc^XFQg5yNfoTW`m?#Z&rWJ}%o}`mLT(MKixyhS?O>s$jaM~q
zmLXDFj^|ZU{A8#s!(2mi%q`AA$Gj9~{y<i;eiWM{P$l3`?z5}R8?<%ss`AZa(<52=
zON`a$4YeF7Ery|%HhL&zAZ*awNxOk#Lv1^lD%U}0p%A?c4B)7vi}=b)EGx{%sO&5p
zv9xBgG%J#oUC6F=TPtVPA)ljT8@4&>O;lG`W9oOi&@Q+syjwUZm!Dh0mT#%L)-Fc$
z%QtUWC495=EF?BY8c%*NE0<!{va=Z8*BizvS*sZta*AZ@{mM4W+R7Nwu?^d}%SCW&
z7i?Yo37WgxAT^@^KP*3ij{R5Q@#VS9`vB!SsDX{b0ZvT$7Nic|9B4-P=I0BLSc}oE
zoqTf_;rNAE44-z8*|=qAZG^wKeGE&5!$9g}C@5zRpt3Pjt{;+hD>_m0#-#jWDI7+f
zW;TqIb>nrDebBu%JAcf`D@RdjC6@jbi-n)Gz>+XeoQ}xAz@P5m!jksr)Kb~6$|@r7
zJZfNLtoqJFfEW#j+g*#z!<K8QxIZ^Qql`Vg%rU^v3a*wyyv!`coWrlsXYC_gpXIN#
z)}57KA*%yrn{90-M0BF&&0+b)6>u1KoY}0+)WMY2=<YAy5Zfcr76aPb!`03ZFH?%~
z-ImAbJ^Lzdta%SQDt%wx4yrQfBRZ)*8KiI+c~YSre9>JNxLDT?`<`RrXiqE|<Bii1
z=@|IqEnHaA0i9aO$FQutGFBJO4b<!4wdR0|{Gtjt^!<|wVj+Liy06-zyKEyo*~Cv!
zeJ1&w&T*((qn5$k0MYSpkfF~mxeQ;oYoH9JjjDVlT~x`u$J&H9=;9}5<hnSi6}tN=
z+Jq|BCX8x<C81udE)tutxSf(s$SRceN0lHkB2P>`n<Yv4j^i%WmH+DmFQv_(YsY)y
z)9@%bjk^F{9r6xT3mYeSqoYCqP@N39rEEJ`sI-HHs9s%E<eSwuAh9x33L5-nRwsP=
z!v#3@*alr)ZRS1frg`t7qrbhn4Eg1(463%7^oNA}`gLK@L76USVcpaqbPrTMjO6%@
zBn<!I8neOK&cXnHFYgLVm8_rgIuNPXL0nG5>R{D1NUX$4o3Iu6<H$1@i3IqlTa)_V
z$*ZixTU!|+`sKTi(TW^C{TO)#r3f7oq+Wh)fBYwUu=W-tmP8NO{^;Ri3MX4JX8(E{
z8@}rVLjzqVV^~spF;Y1WdaTzbG*pIPWHQJCS(Id$UB3)<{ZYjpkp3ByR9t_59D82g
zA3yb0?vE3^@M-vCIE_6o?~jvPqNA7kT5wi@1{q8nAj231876Ybu<kLO#xy{N|42LB
z=5B{|cbM#COgsGf7)cq$NX>3wJ2b>Dj_0<E9`<55Sqd?GXACw>Yzaes9VUxlQg#_q
zbIbp?#>ao5FEkn%_#PYT)q^*b-*2~E4`#MScZJ}(x8YseA-|{`4!w7xyrP<|gKyd^
z=ptL!s`j3IR`nO<^GA-c=|#f=;<<R0kcAD~uVUJS_wenM9=Q839$(J=3wnAw7(GOJ
z@1Djvq@^LEUo~(Zz3e<Yk5)K*hj9GDa}59TfP4<QeI)lBGOyN8P@TsbHr!8Gei;&L
zLv(A)1`TFpm!PObilx8Z#=<G>v1CR^oW2%^fm4p)!nUF46y*5kdAzmpKWc|PhwkA1
z;{@FK`@6T;J7}c7p7D-*2MMz#zlVatGPLNll+jgE&p&?C3m<>v->~%*E3%fLIir{&
z-z+%|iH$K6p!Y7wW#G`ohRU$??|RpC>Mg%k57pLFM2LRXKs{V>h1J70s(N^b)x+sB
zJ^b=0E^HfuPJxb%N)ME6f{4Q=G;m#M`9*eJNg-%(>86{Ek2K{I&1)`=X8y+W9!`1r
zD(^cCN%>`(%kNFfm%Z<}orVrOpCNKADW6>%TXrjz*}wZm0C$i+g+ifFDD^=D{wV(^
zc=_@r6ZF<lva+(Uckf=j_uhL-!F~i1MEBKKUt!9WDL8lT96tEq1Ersna=3#12zq*Y
zShj50TLt?OMvNFy7wktMzdw5PXeQu~1m@KS^X=Zfn+XP-F=Iwuuphz5$Ov=h%we9>
z(Cmg%sT4LgHqh5s-^4;P7^((JhK7d1#l_{V{;vO@*}i%>#?IUahror*B3El~dkpXI
z$D9Q7Pbn;`#ONK-Oz@tiO8Rj{e!Y^6+pi08c)S;!&Gm8hWj?<6>jfkxdg#_%^X8Se
z<<Ej*w9pg4Pa(U5B4o4Fr)gOrXQVH!Cn)f3AxX2yhPJg$*v&0|Vj)s1DzPRxk8^|C
z_VfaDHxt25|35SIwQ(?Fu3FkUh~d2<5}WR4;D^rgMS(8P#)uf-5?Liu{Qe*l!w<Z`
zjWJ$o6VrE+K_X_ZIvFH}@ZR<Wn<6vuLpyd+b*P8DE?QcNnBc%>TOQ+5QX#rJy*b0^
zn;^ksWFuj?w=L5StxbeTE~~_<xNN0BuV#k&xYN!R1(nq}m{x#sk*PQr?4%a#^-kpr
zb+IAXfmt;0w-6z@M2ZzpGns(De}gvGhRjt<TWdpjABx7Nm~8ye+71G3E&SER1rx3(
z!fN*uCcubffaz&(#Po~*L|-5q8#nmbF>T;)YQVI?ir8$<fWI#urQu0IIWBkn&)IC=
z^#C$G2()MQz}$e<gXk<K;P2m{P8WkzWO$av1pNIgGRQXeu5ZQaLTeKPq?Adq@>RCd
zrq$+RecbKfhJwl}97rw1*heWi7vjvharIs7@)}nwrhH#ReWX-W;+M3%x?sCQIYsy@
zyAZ#*Tf@UZ506VK@NIk+Yy~<Pp|XhozbFIW_CS?g*@f^F3YhGDd_gjWcnAdW)0c1Z
zBUzz-FD$|-Tbnm#lK!XcE-Xe1rhN4}XeZRiS&0o3xU#FL7@uZl<Aj}!S^&#Gg=7k8
zt}B4AKwbyzdAmS&p%7yYS%1P)pvPoj`Lm=*Dd6wj#|B+&@RzV-gP8%6OQl%xJo}vj
z{{AT>yC3lvTO07Fi@Wj)(L(><m4S>;#3rq4VZ+*GV<A$?E3rC0r!Ls8hr-Ldma^cx
z=GR`~Kzac}?M?r=3^m*`ta^hC9@k&tKt=&VCI3u@HnxV$RZCkNF}(La#iplO_#sF=
zYsa>jY>a4X2BAu@<3EzYPRv|&GT4dXz4Hk+MP=fLHug*%5&F5AV5%QGX8T%+a5J@t
zxkokN@110z{-RpuRaM(evgQ3=P>9oZw*U39fe(A|HuLCq2KqSXXv+kS?8+~~gtRQ2
zbg+e`O3?M&V%#wplCM8Q+?NYbbmt+2?#^&oF&FmVW*~X-I_Npr!Fl;yME4nung(X^
z{a?hSV-Os_nTVHPEMNlr4BVaJx^fO2XHQ1rqIJwYxo57_-Cy!JhPf~B<z-k7?uGQN
z`~Ok-Mje7-_w{E;m^vTDcOOFE-35+6&xPHr&yl+1*Sh=4p2y*7NMGof7{Tnro^aW;
z3^6@Ma0dPTudSyL+SrPjtCqI5VtDU<icL?l@Ix@i`0y+nBbu52$Hs@+xzmPLit}hG
zR=!l9JKgK(#vJBxFtre49;M)Xn}0rcA{e$0hV_g|NS;0qCHEde&&?V3OXorQ^%uxk
z_6z<^_SX9BddfcgmZBn@wE6G*?1cU0#b~A@Kr4ZA-R>wW#6xL0)*D$uqOFU2(sF!X
zlnZMuU8QV-{}G>EM*ts{@|9#PD@H$|2>Sn}`q*1i3=du9b|CaOkZ<rI<0rY=XQbg~
zMY&Qo!GDX%Uu{R!vt(R5@#YP4Z_ASPSF!ha6fXW53ZY7NTLL*He(2|akp!9uU#R?E
z=D$s^uHJS3Z{@`X0J`{phkZvPF!p2lyPJQ?l8x7~_rw!i+&KzD6}#Id#2F8cjz?Bb
z2{!M0fT3R=z^(mbm`#}f35*PM@!;1kOhDQBN12$h`7zvVMd;khs?KNbA7Y1T1K2<g
zUw2d7e3pZaC*#xt{@&@G$ChW<II1};RSrf}WLS`Vjjg4F7_A({X!_kPT#CtMvIqWC
zj0^;Lu%SC!2M;nZW5Xl3*@@BFhn+_c>mm<wY3XW;R&FL}^2tdi>t9!eY=Zwx23<T@
z*Oiswp{yP343*oV4QYp_@^*Nd&9;L=z~4KUFB0Iv_5p19cat$=&26|zjL_L%bJoTG
zG>t}vogc|%SbYm__Wzy?e3xIRi@$Vc0{a-7@LLqzY>6&fD%b>DOdG&%DE4(X!Ods6
z*m&~wKeh?A<=<b~9z|tUxDc6znOmQ+Hc6Ic@YfUZxcxj2hiCi4*~$P{pXT6;O-~>(
z7owX&=CJ<+OSVK{@0nO!{B3}eZT@BVBPRRMku`nbY-fZk_fzos;>&DcV947YP+PAq
z{MH9WrBa-~pN1LX5pa`;(ODsrQWrm4=ANwlvj4~4c|b*Ve1H5aWp`P6U3w7^1O=38
z?>*6&SQCw)CYsnwOiWP|jU{%C-Pn7LQG?Ogd&dfhO7Fe5UHG4QZ(-Y8KvS0gFY`HP
z5A5=IbN9}jnLG35&c&8fFEMo9RovRxhY1+@yIB0oT^u~~0vES^pfWzyu>IHP_^_X+
z+Q0uBY&&oZeY!M<t+nFe2Y&~Pw?DwavoCRR^MKm#sH>}uqsw|@><<@V-enuJftzHd
z>eJ4V$z1Zc%dq1i4xW95i<|n(WYE#Z(WSjGcK#)pcik?Np{>K;_RN84k1IPcebR-;
z*_gTQIhu-u=-jfVJ;vd7G-;0kaI(_F)n_@FwCU;J+8!AhR@EWHDX9$KaLB-sY49)C
z!?{<uxbcjARa+cQ+wFrpgG+FC5AG1$-F<L(hv4q+5Zv7zf)iW@3GVI=+4FwCU?0s%
zUp?K`U3Yb@dx^n_&r2oE=uAKIy#qhU2foGZeAlrGUJ`C9?M>oW2+q;m^88Q|%jfMx
z*I2{L3*mikG7#<J@A{o1Lw{qeQnnpZoCK^w0*d@Ae^k9@)cvz6EBMV>K`p_5`a(et
z6A;+sk3={yv2#9D_}<F#wra0JM46)bvz`JcK=7ycc2y}<zGS)aVx28LL||ar2tmEf
z@q97QQR0l3mkS}LNXy|46mp&$R(pKB31q~VCVt!I=-`bNc*3=4hU*44RuhzkH9<%Q
z{Hb-iH$mhg@+(2Rc~(ly%nhmBCLCBBUL-^Nc<j}2oGMC5Xt;iXy7+vh@ZxTk{M`(c
z&+!aKm?q%lxp8E$ynUPE@w!7`CdR97yzcfI#wHYa#ln4#aIQQ3*gwSN|HuRFqB-yr
z9<nqK!&ef~!+d-OwnGi=DR4XAxKT1+eN|`zC|&on4W6C;d4Yu6W~xtLbIP8b+8Q~4
zhOLJi_=O|sG$6vHAQHay{QzCIl`XlkzslEv=CyfX<5b#zzH>i?Cj)~Gdwq7Nvp8}C
zDMVcjy4+M=Vxi}g20HKVTxO<!va#9OTvt@krv2<MBwfbbw{dcI4hkE|;jjGqs-p1$
zZ8Vo-9v)68a{4@+px>u3FckO=>==bXe;D-n>FhRx^CP&UfA;_W{hRM!es*@1vJ{TR
zo4kmjPuU(FCB9Br!xvJ{mq8wr)9LszEi;{zs0pv#4@tbIHHYtqARhCgdL)+@Tc4u6
zaK1Z3-gA;&4Nd$#mq|9`d$q7Xy3kuo43Qtyi3n%!N9u&}@sDD{rxWf%9<Y(p^rLt8
zGKdg?7VGQN)_=1wMrwqzlIhc8#U@kLHFkffu=TNWXcAmVanVpmjquo6j%58!Fs@@r
z6QyfbmJItr6(WPOB4B^QW&O)3*`0$7aGHjpuC5V6<N3=`Ooxj3FwL~S+%8Ft7^w&q
z(=AD*#%tX}QiZDK9KI@53XGEnth{-p6?@6%3n>veSR7D^MD~&itV$T`{ebODhCNuG
zETl;*`XLjJ!B+FQEdt9xW_ajaV60?iGh{hQzUrpN7rGccHkoKx<aOsQ8HPvB2{;)K
z7j}V+^Aq&?c9W=CrwuqL&k?enrNp~148UI*J!Xe6Z9Tki)gelyOEaPlZ&jtv`Zj({
z`BU->+EU3(XkqeqMWTA|t)Oi^i$+&ps{S@>d(`;8W!V^zpk{DeEb<*nAak1Q2TM96
zQ4242$bU#9DTj<Ne4BUaF($QTs5LNrHK+&Y1BpvP+NDhL0jbf8r(qqSE&L}Nw<>4;
zon;NnGdGco|DrvNDHGQQ3AUOQyU|Z7+DE8m+3}_(Zo;2yY9m}q0~+;JEd^QGX_uh-
z^L^%qKYLU^2s1(+nalyE)9#>vPHF;u``0v6Z8~#6(rjVTCX4UMDgDEgD@HTh@+cNb
zW^;_emY5KR%#MsrzHCEYnfaVs;J}H9UL5N0WS_AUQyJ{|Lu`|_R@215KmW|5sTx+&
z`~i1;Vfj_tCS|2mkC--MOWIA51%;`CV0WdL+7f7vSnTsBMQ`4wsw%Wx@+nr)zFmO#
zD@a#6RIiO)@B3mMoskNh4n~yh5pvy~5?00zlA43CL`5kK?%e{+2aI2foUAz{G))%m
zq%Hk2M3RnZcoluxv?4vby4J3`4ni4z#a4>dwt`+Gi^n2aPA0a$SnH>hH<3TaF^H6i
zq`GQAZ9k>5c*RJ)NkWz7aotn{JAjFClrg3shsUC<c*fGc5E*9VWdUq7*4r?bwh}V=
zLL1bo8<<v1{NOE*BY4Qx1&e85UzQLslJwXt3A@bJg<6n>Pmua1vB$AW6OuRvjMtzw
zQeI@yta^$e#INa`TXujHMj|tG2DbNR>xQ26xLlmq1sKxZXQjC*tG-&WYoG0=eb-~?
zq=_Q2u5*iSD9`$DRZU%~dg<Y14)0?myD#fuWb(3+%>UkTgeuee7l?a1Jsw4Lf-c%j
z+<_Qu$hz0oYhQc{_&W9e&LMQ$A~Iu0wXe4Ef_1?_I|S@JAJOToz=<icE%j3Ets95L
zmR&otX(-^w)_D(*IC>JFeqXR;DXe7)o$7*-HtZpOtL+)Y)G0iy#ccg2&Yq6n1_*t$
zq;TFCkGaqsG%BKHLV6<~ac6@{f|<NSB4cKdlF?+Y`fYj=gVm4gt@NdpHK{8|yQQWD
zjF0|)r4~WdUl1MJOOx1l$$H;+aEfGgdOm1B3`xnX3#iL;O8yW_9sSKNntZpk60+dA
z(AXqm&gc2s=2}MPyInuNPF4-aR79K`@P%F}x3ZjWWS|puw|ZL>3n&oV-iG^yP!w74
zU|+1OM5YbD^zg@#PiXw{&z-(PQanJglLKaTI&WNGhM0Y&@)CFAMfxbwh0n@xb~6eZ
zW^0ONWF16!l!)z3xmLq;qFuEftR2Us9mo&W2^UXcxhi_(zjkkBb&9mx;6uiq{xxkK
zb5`-VwmoW8d%G6b;s2DVE>Ykg5FivlM?a)MAVHMLWn$0Pt=mZ4R9$U6UqXyuRqfRE
z3oqpn>wTo@jJ}3(Vt6(@{bbr~Ok9bGn4AjxrL;zbY)9#+nc)vX6(xNZpmS1K!!Wq=
z?TkBoyOws$7A%~EKI0y#%;V>5A(oY69d7t~w4xy*Dy!jX#Jfz}!(^I9S!=yQ9<f6{
z=xtS9>2EjLt1;kle?qUzef##bAnuMe$&KA~Xh~P!iaWU8bS0lO)uulN{+xAkcpkg4
zcKAbd!F`IhmvZkE;7DufAuI{Y0d?vV81xG{3#LIcrSid^l?~@tRy90}83(W19Q3J9
zG`<ac6G34}Eq5bu5hZuy72QujBV_C$OrV1|i>*FU^T}$(pD2KrFlcQbyWmqB?>6hP
z(yf%Snvx=;HS4WVlWE~t29QA^3QR(f(DtJZNBB<hOi9zg?Wrz+JiIuFwpvh`&#Ht<
z4+PRG2OOzXy2uIy0ncNmn1_G5E7=HFuVs!A1R^8}Lk};@y8kVyEG1T3nTl0)vt`!m
zV^gYv8gZtgXh&Xgw{x*@BmG-=cx(|3j&En&BGCbFBvt$3AQ)p`y|PqGFm7n7;mq+T
z&oe~(h%t~FUW{8*1!>otz&6Wu!dee$(y+LrIIgl9?uDtBKT7@J+Q6X%7V+a90*qUa
zk!u15_kjobTrO*{<Gx0o%g$XYQ;BMbwx#lx?vrRa5hMKMXBkCV-o^ArgE(pV1Z@6d
zA@=ilNl{_ielIYXH|2dwtOJk7(QDk&U{JR&xj^bbWyYaYwGV~=>a7!xjJ*;*CZW%i
zD>gk{?&i;y72)Rs$tNV}>2%*NG!g{KD157HK3ox2NvsEuT_cqq1=yBO<4-bfy#6QG
z_IIpP0cvMa-eY@#ovlyD7imoMK|=U+H~QcjeO^bq@4QHMfaH_`4?p$YVu3hyg+l#-
z^l!)6u|xRyiyzoBRGzFN1ei#^ny3}oPL=KN1=*h)5Vc03>vU2WDh}uF_-53$FO+WA
z9pRd@9g(oPi+88rTM&EFp--s2E_LZ|Q!rskXOTWV{$V?NU>m74Iar`&v~#jDzj?UY
zGS=Q0Vt}sQv`;o;?}aNQ>mL{BDkrch4E-8*Sb?TBxS$RoBOwXv&#0=~YEv=>f|$}w
zKKVD<F9@cAJyjK{ldNZ%(a5crDwV>dmukEewd+ryCGB-$BlbZLdEZUUxMHKECt6jz
zgnpM6DGE;ZgWe+KDDZ0rUijB!*?ZC_3$bprJOwKp6GF|qNlYeY;B)oL>xg0LR>V)7
zU%1<?v;}(<`n_T=akK6W;%<#4;HZaD&0<FVT3+w??mOADi3`5}#rYP8oJ~xy)x^}`
zVO(-n-77J$ZImKv6GIHv+3^$0+9%ZtFKlm&$2lMLMl-F<knoO{^|J=HG_s4`TSUKE
zT{*;=l~btKY4Ar((>n|Zyuqg1^~Ae&OI8(#^X0IySfH*wT7I~^kXZzlb(GHym5eGW
z=a1p6Uenlh$582A?QFIU-rP2*chF4y+}zYqInG!3<Mb)&GJJH4?<kzm|Bp7mQtF?>
zy{#}s)<)fC>|mD>^Djp45V3TRwXH$1<wxY|c3~`+mEe>Y7cnhlg1KmKFxw4fFU7U-
z<@g>k$k1k0jh&z&z2TKU-L50p)pwX@Rqb1}JS?+bjUL<-m(g%C3b=sGR<x%Vt)ObG
zsL6h_h|s&<+hhs(W)*Qn?*YQQ5NTAR^}ZL{&DfBq?sw%6A0AU{i+6rBBwx(W<7<W^
z#*oGt%!*+#ew^`*?0xax&+fPO0+iSIl^zp~q&c<)s!{%CIK>NO0t;RPGaj3qe*)1z
z_QW7pHWh{s(G5|$SpEl_eszENOO>h7{u56`_6$8=t>?ghPc?dfx-|PT)UV;0AWf|C
zI;%K$bT=t!*$pl%9(K?s3yR{z!fHq{dc6p6RO6aZ25-$`E-vh-Pm&m<lXGRI48fvs
zakF4(v6aUrmG#)6{nLT|Qlc3n%Mcy}4Gj&Rz)LEz4{UCiUX(X6A<T=69IasCx*x@X
zN^6k1wa9$BH=eA&!*IP3X@m?SXT%9`ml2A~r6Z+`UiSwX*Utaq9G&br41HV~PfC@R
zWP2xJo!lipMrXqvwjOd@Ly`yqR%OkRq7Jfc!J<Ii3Sor|r=|*M?B(T`0c9im1|z#t
zJh;o6Oq8TEQi6&P<d=?Aqbkzj!w(GT%C#PJ(~^i)^EAZmV{>b&lp-1L{k!~F$fJih
zLyOIr{{)i5<|RpRP0f*{5BhNT?$F6SA>|AbQ=gPLWR2~$pAX`pEz@JFJI&Ef_r=7D
zejy{kz$Yn26Htn4TIXR-mkc2SGonp~ol)iqCf;0B9LN&Jo!F|O$*4Dxs_f;%ybM%}
zlmTob*z!B*tFU+9#t$iXL?qxWd^!>}ODaNI$U`f<K`Se&ky>Gg(TBL21CmM+o!dEE
zDV<yTkw}%YkBPdWXj5Id&)8={jK5v&Ubv2|Ida;~5GS35yP>aTaerZ-4gC0tlojnR
zvK5h8IUm$XY=}*_EUE%y2i?R+`pLQ0^J!~CHq+`F9OE`jjvF_GD*xz2W*`H1Dgm!@
z|Fe_{fsj_6z5p7`skzuexze%ao?KlukNE+6=tE1Z)j9&Zl~M_32ElAWw=C}AO!Qb7
zp+%MEs1GQCowOw%JDj9hyOkDZH2O*lR)xl|IL$zTuKIMzGVRwF8>KG&M-gK#JHm~K
z|NSq?(#e3<_*k0Q2-};i3LWJ6#JVSWKOXk-fU(+0m=R4r>JPqk#An7t_1yp&-ebY2
zg1O}K7~4bH05NY~-6`|S{XKPSx^o(M>_>^M0?eqJh)p@LzWO#i98}#RlYOh^C7{p1
zpvBl<L-<9g^M1gqGoAjgudiWn4K&HirHP5Jdvdbp6ZQ+$K|Qs&Rewc@8Qfeozk1CV
zsd(#k^PVm<@iwJ01<}3AQ}WceMiDauX&*`ON5Eq=&|KTu5Z}1_Cj$c9=n~LpQdxrV
zCMl$zaz&v*(g}1<oHycUOC8^l1JY_H7j+;*JOWSobd*0b%t<dB(~ADXb;Ww8yb~G^
z?N+ie6MHi+^&t(i7SIT64JUWTHkG6234yl-c9bxRJ0JwdEkDGJ`gmzn(GE|Ak1OjI
zVNeb}#H5SqOKYCtrXZn{`-B7}3Dg|J|F=e*g%T(y__ESC5uG$B8;KMp8{lh7CU(&D
zvdkdfCJ*Z}`yYdUkMg=UdWs$@O+1wLcR``=h=I5D4}YjO{qN!4#6GMkhIBeJTHCmU
zIM{z1CYcwX0lp@@zvKRvB3qpj4<3vr5eRe6XlnxGd=FANZlmq`OuQG;_3@#H@LlG#
zl~u?l{kNweVDlF)A!Mu8AN#LwYz<UDTmQdhV_~s{KkyxHY62r&)(LIX$J3s*H9sal
zEv?pT<A$EeuTvbV0$6@U{DPY`UeLJpNny5E@ruy{tcx)VN^e*5>ZC!NAY}7ZL8G%j
z-rUe3^D``qXK>MKY5~Lq)fvv4^6%CHm&7njYmDMd1WRXb$tuyvTyzWxmbhJOH0%<l
zgZoRBFJF{7Ji7`7JSXWTBP+idML`?jGMw#5s6ZVl0u>_6?!@ehD1$-4`f~~?)T}2<
zI8>g*PFr$vN`>on2kQqp11}d{T^)vHXU*@fAe4;RFQJIp08Ppv{LT#Nn8&qeCqgSJ
z;LQqH)KvNl`M|##%o^c1wCe{I)LXFtUt{ggl~=;KvMYd6#{M3}`^5~YMk?`|?!e3H
z+cgFrKM!xzG;B84;3IdxjCG%ior(w_H>axDZsHE<w8$hq4H$;_R!xiAjaB^PdI2r{
z^S(Pmd&spKJ4dKnOzDR0+r?++-Bp&|z2CiS1$6ykC^Oq$wc1~C+Mz9~fi`bSIdvw3
z>r?RCY>*H_(GevRaPK3(4|g`NR9Lxdhm9!NUwHODmaQc4>m(^C3+cX?qob#8=$TV=
z-nAHw2)?$scmg>z>ppC9`_Us3HLJF3!wa~!2ZG&K(Y~gfpj+&;H4$C5T}p>V@bKMQ
zcdjjlfCs9HWaOA+`6#o&QWx#|-;@=v@Ilj9EXi2hy(5&kgA=mjpVPzh|Ka{}!3KiC
z&=@WSjRH?^U8Gwp2U21`T;+G4)iFo|0r|{rq9tg0>ce!h?hXttS<z4d1N#?lj*-`h
z(`Y_$h6@_YJ@-<O4+$+@GxQqpb5?%90B}XkLy}ZPEB*skY>SkD44>WxsB8oXqkkMY
z85o8<zAmFp59G!tV<PzKNyLAr*XDO><OFgVruZ%?E9(bs%(Bmym7cjyNK%B9hYdZ(
zB0sC54LSRZ+XbnG|N4gi1KiiwDKMUXfT;2hKFwJU>0#>1*^x-z3qQ!jTA(?pOux4I
z4LnF@`8Ske*K+F>a#uY7t%ycXrBQ*EVp$lyniyB9zlc*toUOO}k@rJ_Xj4WkGT{wn
zLfAg=Cyd?|nV)|kv=_r!o2opp!j!A6YI2~lZ~Q^df+tW|K_wi{8veG;YgkBhVdqOv
z0<JyH&50kKtk3<#ctem8<OjEVzO6PNB(M=L9MYeG?RUtf?V2$E#1p9Sn)QJc`tt8l
zJgl9h2ZaF%?7B7DtCMb@kj@jxeH!;xQs5!<JGk~4{mWGt+N;vBeKg#Ux`Bq84Dd|O
z!B&_O<AZ-iSv|R<R)7pZ>uV#%M@}_&I<iU_m0!Vry_0#j+n>J~UXP5cY#R%23+q>b
zbrxi|;#OJ1EwVzIaI`?`CU4lufP*($#DyRn)T??-G?Ef@dWeZd-KsIFtAq=?dvwn-
z?$1m$-SkaM_;SHdCRlx`=xm#-0M0#tMEqKPE2})__E0W<W@RiH^zm)A39e9u#1J(~
zkVP<A6vnCkZ8A%NnlVz#7B-BLjQqDTOR@pexi=!WrXPB<rvaOLp>Yf`O_-b|#qfvB
zG1>cj4*buU0xpBG;DUN`zjrD48|xjyCfz^aBgUegzBGe>A-7|o?UjFR3ETIEzz{f)
z``yFAC-U!f9_0ry)!dS6a?w!!{(U$!u@Y&<G>mXu|AYR|J_S0)fJI7xT9><B{Fv6!
z?(PV0YyE%1G=AS{GhYpaK=qp8>G}b($YQ$vpId{;3$j*pf*Dli3<*gWKG96zSz8L8
zwOa7jwQkAXgu?bc!7#Qg<bKDrV5&uXM!0f!nX7@f!ZD|q?y5-)LA~kVYzBItE9G&v
z;_%dJcz*^TzdDKX$0CbogYiC7sAGUp98vTQIaj$Mza6rNGDUNLJLk-HtlAmo9{Qfv
zSl2?jo_50(-%uca^naZpeFzkAEd#|VX16!LGuJa}(;zJ35k|9&!nyihbHbmU*bnv2
zIS%PkNsNA?b#r^+<mu=V6!QEE<0X!_4tg&(XVHT)n1*i~ycQSy=BD&N!|RXsBK$Af
zR6fWHi|NcD^QrXSr1&%0?hmDMU|kYF1qGC%Vl-ylgWJeRXcy^VXi!j4hx0ycok4dv
zm}lIZM97(f)u`=WL@I1_>$W>O(4xdg=Jp0*aYt})9I4T-FX3zrGZfxXUJ;w!Mbfr1
zs{Np0bmT7)hBs@b?XRgWotT?GTcXE}cDH*p#N6}gOqaa|zq@M_mEpXW`M6K#)up?<
zrIuA`aDmoF^X&^27T$$@=uA$Awyr|Vij^OqsFfelW7LoF;u<oj4o4S6@9>i?$pNeO
zHCI6S`oJQVMX4t|zYZsN`laK8ouvEP!g$TM3Q28W9+{1bf}qcj_ygL{Zh`@**iLLQ
zuBc93YB{K@2e(aYZn37N9J}=<mS!x3aq%ppi<6(KWt<U5#UWZXp$HU%G~!tw`k{vz
zn=m2503`&846R*|JO*tZo0y+`e;VTkx@%#Z&04<2v!$>DdluJ#7-O5+ESd@#l_p2L
z2u4sEfeWqN#b_kD_+sVpTs%x5Sd;$V;Qlxv$V=pgBad&<4Ap37Q_P@<d@mS1aRbJS
zN#?TY{^U?&eyF3Rj2?D`^lf<wzX0CRm&R3GE$N0EUBoSW3rGSe;wIS<kP{2hL>M;S
z!N{jbV0J&eiKXc-3kLa|E{QF1Ni(}NSRp=amW8lAgnD5*`H@2h-!>nS6ZN0>p($g3
zM*K^#ORV*Tp^-Y-Ab?x#rmvf>**ZQqRrp;NV^jX+<n*^c#tIfLN33@)VjzVebS8WQ
z7jwo0#$%&k_3C_rsxiadASA#e=~+z*(=Kv$<YC;+?+O^6F@pVas=-CgGeP~fEooVp
zQ3^o_%}1N8zAGXN!F-&$qh5F>Sz!H#3EhJN{mTN}*FiH?0OCZCXu!LhU*q}+LbQRC
zgzQF`m17+(;vZR>*e(qbslBvW35s!r{|x*9+{13GNx(WHg&HUTn`&5Bg=c~Fo|flK
z4^`^0ftum3=+^LUOA$Hf0B>vz#=z_-use5b5<l6Mv_5f4+{nC0#@eRfr3X7K&$nWl
zG1K4QwOm65rGxq_i6Ipp8;&%%)ZmKZ?cR}k3#OL_#ZHHpZ)YsD|MB525|^6<SK~K(
z``*Sd%G=R5H_Id}HVCtkjENB%R}}vNdXeLu+lVGmAjOPc4lF{Nv?qi3I2MPqao6mK
zzNf7Z*8TvUothRsh(366bJQeEjJCj4X6`t|XZ~_w49Jg)a&cGQ7UVVWpzGbz2iX2f
z19l{huLl*V!+LV8;9QrRigCD7?<A^)^IcWy0*>(RX~Wi*NUUliTAg{PABzdK_26TS
z&v&IxPxbe6<=1??(&K0I6taA@@7R$rbIsds6x3mTQheqXMT@j`0c%t|L?yZa%o>H8
zwR7Z_h2!CEk)J5m|5Ij;N-bb+j`os&HlZHzHEcV#q_MS?9PdxPFveoy?`wEdX_g$A
z<hIrrUD;P99MW|*9G?%UB}9yk9BOBzN1)p%-YmBuXI}x}3-s_z#7uEMLIqlI?i%Tu
z|D)1aewmBy{b~-C2c6iM#mDV|nz+l+{NuvpaVX6L-EvFO(=88*=#1bL1q>MFr_8y$
zQqDVHmgdkFn_PFM_6HNj%$jb}G&M{rgw8$XCuU57*)15%ZTXbdV-0<LST*i2$9)fH
z-R7Y+*L9tiH4NN7mq2K096G|K*a;C#Fq{F1dS3_AcG~Aw`?hKl!sdZ0=spOK>K|Ci
zf@bak5I$$8Y=a5B$@F$CjAGf^!Jf;|aPiCBzhgfLsikMNG9v7$Bw~?6O7Mlsj*ka)
z<p`RQvE7{-TJQv4eOM32!(S@r&{FQ2(MzVp3G)BTV3>63>p^~3(BMXr2jg%J-4hoe
zk+%js>wmk9mnm12ji0|BAWporIBEjZLafoPGk2(o2!64%%_~^MNSGoR;!HF#{l?KE
zC9lV_5U}S#)ZnH};N~1UXkmOo@B&90nYl9C#tg@TcR8juIBI}xdh<W)8AhR7uvK5=
zWLo5+E~TOKg1hE0zN#b>@gr$uwmqF})TO{7tpO=pL1L~$X>(SSjp5K#@WVLS(PNOn
ze>%c0N+`1Ntw<uPRE>43M6NFZ@XNfCpOP_f%6ohtp_yIWaikRa*$7@k4}OKlCaC^%
zonBNgGs?dnUD>61q6TGVM&QrmzibX-vB)trd}q#i?G3Lt1Qr&6ivUcQG##$l;5j4p
z#vGdMl~9o+EJiMgF=dKLiF$bBtg6Y>>L5TBU#OLPu&hL2+Ak?+HWHZ%tf_eZW-$gV
ztcPI`r%xhFPcvzV99Ft*6a$TTQQwfy$%1R0Wy4q1(lcT&8l0X#F%E1qAn15oPNG4Y
z#9`F$AWg2}Lxpb-iGg)g%{j$hGz?nG@YuvU=Zyqb(UwXK)XDP_^MFo^VXE*0c7wQt
zz*Bs7w256>$t*XJA7*d`HWn~FenX0K3xkbE(Qa*8)(<~CY&JhQ^IzU2%B_?igyP82
z?g!i^K<9sZIM~2jObT)NsYwgSf4aA8eVr{`h~g+E{;rx_cH^MJC2kVsMeda6$$}&t
zX?F5X=U5c*O!<oP{*GUud5BY((MOE=TXeLX=rv3_CGxf|=<Fr6%Ys0^ompZ&god{3
z9gizTtf;m=V%k6|v%mYR2@9L<RQe;{V0H5S6S9UTLGrfv7<^ddgyu1;=eIjWBjfx&
zO>FGqht3O8uA-_Eti22Uv{~CZs_kKgw%viH5n^&9rPQN?Vp2Bjzc`8!MS1Z3@o&km
z@4azwXgs$RZbo-7#18z38Fgeg#0zlmZxg5~U9G14TN|CwbkF(ZuQO($@<cEO{(?X3
zgh%Pb@2c#r+Ae9Z{su-5btjncXDy4r%@j{>=h**4IGi|*{O7@YFLb;F15zZ4`xSXi
z+j9@^Q>W;Z&7Jnzb9CBtpUjfvdPY8pnLOCs8oZxNC$DUH6r@IfSYE#do53Wfa<_vJ
zeJvPlWs27lDh9l?I3M($VplIKA@gR|1HASZL|83Yr3(1O?{%Zg3ntbCzV=T|w!a5Z
z-_06IN|++Hpgfvzl?WsA!%~z5(w3us@68v>JhBaIK;qmFL9->6dzY{dBzdF3Cvj_3
zUZ0)qXW$k}47e?F^Rt>^6Y7~9UTAYq0I20;o4Nf!{D^~r|2{vQ4I(Tvs>$LH6Os=i
z%HrqD_>;FXc4)fZ>?WU>!>{0$l*2D!QP`fgxk;Cm$Nxz@P1KV5c(2K0ryrjjk)Yyo
zjm{`c@&_a~L%f1R$i-x7M|SyMdg00MN}P^4TKI6wkqU;w>MJ>F`t#z0Z|+;$M1mE(
z70hjW1T5j;b-5xaxk=JwnsyL|Xu`uY^HYW&rhZ$}=)6SE3jH{1R{CS&|5P8F=J&K`
zI?CdZIJ;GXkiwKOWl0l?fP8DN!li3<zf(LsHpA{==T$KK6w{2@OuDczi0nTSa4YT2
z)^#6BFVq~AjuY(mqOF?@Cz?Xtu)Hw%car@>*D$s|^-2_v>HBY7m^G`);kSzoIZ%Li
zB5`#HKFnI|>{nRO-aley1~CAq5Pwla72>XW>C1Y<7s_}69-gTWGr!}_;^A(_9=Rl(
zc<6%9IJj?_q$-$-Ra`Ej0h^rVVQvEPc6K_bDo1dO!G?o#Fs!2om-n(M+Pf%x9jAiX
zMmjJHBU+ndx?Co#tgjm10N`g0{P)tV(9p~_@{3m-X#015qP3r<{D^!{MgaK%#>sZ_
z4Fj_e6y`7GxcfVwj`celDN~+c#|%gsUa(aDc5$>t;$(Us-pV?H)QG=kJpglr3LBo_
zcfP5R%_tiv8oAL*6L9pI9H+(Rxh!#EzzaX~L@k|?|I2~&U{IuB7Wy3}-w6$nU%Gd&
zl0aHnRn<E>t(~wITRPox`xlMRn+EcO5PfM9AMC?v?9LjCf=0sW3};uX&~UQx4CM1l
zqHo_Sh=?qYl7Dqzw(Dne-BRh<Xr{`&_>+{JAK@*WXUb)XLQ>HM-U7L?idlY!|HR>f
zziS+>B5GIB*Ntib_^sXb^9-IDTWD#5jmM3z&Za=!dxDjy(Fbk=W)IK%;kGB+t@w5|
z$cbrs(eA!iWW2p-A@5Fbobm)G(R0`Uv>k`&LW?qO_dV?BDJuB$!T62h^uH0co&UuQ
z^<+KAp!SLU>_*VHf5=kU=--wb&PR&U77j|wnjeI7z-xP9=4)vY!6iY;?JNjNX<u}5
zjxzO#{8sklBm#P(ec{I^A0L6Q{zo}0KnZU@_BLMJCK!>2K!UXG8787dz?90RkOf~l
zD^OB^n-+CDT*=e3y^gUWDL~Dzqa|fD_(v7c+oQ3%QSLv7TqOKgRD^>A+B?%^`4*R!
z8Iz(0m*6Lx&4fKj_rzo#j|6PNK!H9tjaAnMOIu$tbnU6ycs%P>Q*bexZloJ^?I}D4
zcX?@IPd!kbO77SB$d&?8tM#8}!*ol~6}&+}LM<FXt>*2qw1pVd=fBkCyWnFCh}L&w
z)zt;SPKRG?UzeH9hC$a9oX}_iuD~~r%Gc5$f@>s~+nK>!8-ZGN2yhIVd(}dl+k_M~
zOxJe5!LJSpxUzfQHVUpS6~ghKS-<_2hYo+!^0T@Zz1igLnIH;;NgVRnyuMsVr+~i>
zDSQ?Avpa;XxiN6&=)Iv8ZLc?eGlzsA44I_u$H{XB`rIal=oa|IJ9Hb=+t#C#tk2|j
zwGWL}VrUG*@$iy{F!%upgKsPwQ$V~GNMQ$G+7y$0LCtVQ#ke}Z6`a2%{=rc-O0+5G
znCU4(qJS8&H6inPGV20kgGHJW*JlK|t0E}g#FjQC>9LWKXdNj8wfAmPyFX^s<22)c
zp{tcf*geqJ<NQ}RZ5}B=S+|W&B{cW>Kvas=l~j^1QYc?$8neGVZMAp^?(-8H$VOMO
z!Nf)cis?QbAB=F_EL3JX+O7^nu@B-Wo`LLx_@Ycdv|FFiqvb~62?h*>&o*4`1m!IN
z_u5ULLPvG|alJ7<Lu)H&)(gW_$e~^G|LlMR;xvJJ)4JYyX@e{9|8qEhuB2rw82rnk
zNU%Uy6yrcTu!t<0kE88QnVePx=uYxqN?0|qrThI$X^qWwKEE9PhBcx(uf?b<FILdf
z$n4W?MRWY$SI0ZTTYGavTqkkU-Bjb%3lgPenz555s@_Kjr&zz>)LCIEr{<;i`1+o&
zU2nqM8vtAo8mtiYA}Fi3H{IJCJe^s1Ht;J?3d4hcxey8wgqU+^ypv($3!TQ!S-+$0
z?Efs(jMr{GWPg_ruwrExJ`ikZWgGpqc0Cz4Z$~OGQTmYeu}FD}XJ6TX?mITf|KjCD
z>c(^Q-g=mD114l5+4)j>G+eV)hkVss#$~(aU#3tu!YwBv8@h6D4Q`Qi53hxv6#h_z
zt5NcM*<{epM%=NokECH~W^-S2?^#{L7u;}~B`EVh2$}Q7&HC9$>d26VeBETLTzsT&
zZ0~H^ARn&a+2{$8G?=ItE^IWo@Ix{DaP`)Z#_~aZ^1DnX-vEqBH3?e;6m%zn+2aI{
zwJ)%qsFfbl;|Nm6SKuxg;hV)qG4$>;N8_<7`%0XaLqgKrzBPwve@20Y*>fo+Bhvnp
z+S25l0sXLSB{E5W5Hi#B%^@lkJ~Oq+niXds#v->-^3xwp?bd%$rh?PG1M6Z6f)}xg
zE8^{4=Y#5icycHK?=&?}!JhNrhSr3v>yd{T8Z#ArW=Sip&Vc#cgfI%8HwkC#p=-JK
z5he2o1(LobL^%p#LZ*is$|AJI0PlDRQSyh>D+4RH{o?Qqa44PVqM3MH{gE|UGt^%7
zGHCEQW9`n?zg4P+2!!7x1lbtE!D8#rDW({}i?I-sNWQG(2H7nY3mxiWuH?7))M525
zUN)nD8LM6J>H}#TV>Ge0ca#3&yaBa>b9rE|!g=Ge-r)eB*MtPo7Y~2uI$FiVc`xO`
zh{tJ7!youz@$>AXG1>Qv=W(&l>iLSDQQsd{{H=X7FX9%|bj-)aL^NX$SG+;`5Mz`z
zY!vKg-)Qr0kCmZLZimJXz~kK40_hT%&f{Ke^-|^3nO#-Mfx7SfA6>^EwdVVC;J|HK
zI+No>YnZd+#9~M^K7K+7rXS#}!w`+`tL8`6#7j#_|5yHV8u{z-$%aF&qq^Rp-l;dR
z(g@Fb0SYneiBwSD>F7iRIma1;2=Zc{3It(UH?nt73g%_HR@l7m`;xjXa6!NDQdG1e
zY1+S~7|7wxtgloc^bf48W5x9O8fgON>6%(&zc-~Pks3@jn65DEes5RfZP=bxH#)r6
z#TUAaoU?{Q+c_V&BHHwkI4f_sv|UQ|zt|dF`&55M#n6-1_{;y|0AOL%zo#L*l;8O~
z{S8n+ZFYDx)%vVX8)(NLI>R$rSN^hQw#>q<O@wT5TvA*{5?(tFAJca+vN9OXklB5w
zbYUO}J@Zs1J(XBje$sqS7n<9HK}mT`Ch^vOvT8RVH~|_<Yjju#wZZ2(=OU1!+_jEX
z*>l?R)t0gog6;8=_OfRtkwD$iz6#}<;i-NlB@9!>g~_~5x)s7=mIWq|&v=3Et56dB
zAN08h>U!Vv9{DrudWY9{7y6vqYKKwF3rsIrBS9vFwh{c{-(~rYf$&ITCmH41f-hhx
z>P+{7JC(<$=@KqY>A7s4j-Xv%RA+U)>2>ti!czr^CNZQr6)?N7yd2(IDkPAd%{}vf
z$e$uolO(8e)$WxGR@;>&?(f(+1=BxDx`K$XytP~ZuU252pPG=~*QL70zcLnn=FIa`
zc9t-{Ih&!2!w1$?an&HZS=j$m@aTh?orqyj7#ET_5Dr^Cum5C)`}+EL0zP<BvJ(B^
zyrplpa#+F2oTES-Cf!gl5ZI^E@T-!pyNH=rhx7AwIAW6~*EYH6^D{9^Ewpp$pD}eo
zfMFZ_wjd7q>2G#2Uaj399jOnHEmyrwPoH-R8ChE8iDeyLnF_A?M%vN!xDga|OaKdN
zv7YU6s({?(h%8p;$+>kz9f`EeXJ3H@MEV^|$DiB6wh&3^{16J$Oj^8YbwW>JTw|*=
zW^686ST3@^!7!+qsIX<MW4+JapZ~=DfpS$hYKlVaBN$%y-XKd`7`an%^d@vYxl;lA
zCbD-$9bQyW6*ESP!bTugbNQ5~Qfi*GB#(`4Sew`~3LS~|H*z_~!J$yX60OL2)q;fL
zt+s|_hjnTCdUc-5k^K4?GsCt_qMWccYnX;z+kFlKGx=t%%{gzjdaS5J(^zFbdz~z@
zt)p?q%HKUxGSUonq4m;{i^GCs$@y)`iArZ89{vtl(ECbb?5o*`Zkdbbb>Tk4a@orv
zxj!)T45I%^aU^Mwhj-?qLfSn#Tc_goECavr_DsU3G1!j&N{i~sQ28;1@qG62|5(7h
z!bD61(&CzZbb1}>s`YWDklmc!9Ni>ayps{M768*spYQD~TsaVME_Q*T*Bk3W^}~68
zEgRy{*<}ii<*64Yscty;_JM^^KNgT#qRgWocM8j=pzZw8v*LgL*0u<F{b8v#ovMdL
z`b==o15;^^VKMB4BrbF>{Fg~x>5XL1E_m97?MP5jO1BcPuM9Hx>I^c;Z7)Yzeli1L
zr*L-o+Q5KyKY(60&j*6Ph?&}3*EoH1BKq+!7`ww&1E$NcUYmUL?ad-qd`?U$st_aN
z*LDbl-gl$~56xZ6{JI!G>%D7Gj(J1LMuy5_OGeZuD|6z7YiJp3`^}|5mizZs=KNZZ
zv?`qG%eQ;yt~iPxkZq_Kvh>)Ko@i%#&u#IUx0FP+%sm!dY>GBE;W~eSIUsIXCB<_O
zCc~l{Bi%LA)D)ThW+*94V0skWwG3bL+UDwypNn}0q!{CCK|QFEL~b6Vu@RM4?$mG|
zK3$nh(}d00dR#C0^z1w`^?{7N`5*;cUVd7Y1&E}g7!C^oX^HA>S8crq<>aD#->PwA
z+t3<Bwg4}(>IgN__$D7(jaoR24(@wzzK{ANwl)#2nt)w;Ex@5EwQ&lx8#vmosFbYW
zwcskfibkc^(P7|eYNB(z0;{+*F`<~4t6?GSX$spk>`5B(B;E(KcOJ^v;+qXkkk2)$
zM_^VJH$58Q(ln4D!<&ho5mqCMkYYkVJqh1z*9ld`$rMud4mBjA1_hL<YT#kYK*)D2
z8XF_SMXxCll3<??TKM-nRbxlfnK!-yfjZC5dKy|nUTIRYuLN=M&5zK=1|=wa+VL|?
zY*a}*-RP%$6ttm$!9`n(aWE?$K4leqPgTwDylBJ=wMo!37xEm<p<Kgv?gF~)957fX
zxSY;H9S}{<BJ+BP4XRJYju!FD&PX#QWS*3a{{g9H&qSSh+YyH?;I(;qOB95*rlFy&
zqW-gn9wGbu#5AH(9*$0*4^3;&&>Y4i%jvu@Lj-_SrO;T^fwql%R8$$yyh4yekyxJH
zX&f2C#-A=YYy1u{gHUYuR3#)h7?Wb>a&sDrm9n;SzrwzFaATeLL)a`}-n2PIC;rUP
zv<P7-WI-b7cL5Bx52^xmZ*h=+{el)YKO_rTf+~pke9~+U@}5Ym;v@aqyIgP~Y&sS~
zc}n=DDle0ghsML4=0DD{xQS;(3p2hnNt(V>KCLeqj^js+$`gH-UZhVS0^`XK4i<(^
zQ8Q=v%bw2n5?&m_YfcTuh0`No`y2(-Hzyi02PKe^(CDsJlaRo4z0{@&TJ(;K>|F9#
z_~q^xN8`H$fhG=3{XQsRc+)f*cC3qQ!Q2NpzM*8ZeRh+?NTT9nFl)NHzz6^05D1?<
zdDB@;XTdWup-eqmQSQQycfPCoUpun+rgT5;Xis;gGz0qZsu-aBy;F?x?_8p?^r%(V
zf1QUIvHiIN`cp5}U?u|*2-(mgn&ykdFDu4I-7Hh@vs@h2+9G^f6<mO1O+G#31apaZ
zm}$hr#C(mxtzwqPjn*vWAT2oGmAC28XMKgnz8Gk^t5TD*!yjImh)x~#4C@;%1xppD
zw?%9(F(r=F{wGZWI@>*CvMb!>OUvAPmBKK+MOIzHFEmH<(=X~OQNu7J3%4>k2u)wh
ziqL@gnyxjefQa}oUcw{!u)6VN1k#u@;csd97oI!(AbKD`PPZkVH*?%%%k9QaqGEbd
z^y(BzI(G_os28OTf(gyX+Vk?=kfGlqK=Oho9Mh!P#MlhMOls}h4?}$n%*|EXLpx}t
zS3DRQ>lgcrb}#oQ-Am3{)G%=?>+l(HI7m<{)dD$rWBao<mRx@ZyG}%4L|rL9;jtpb
z>^jCs0{QJj9vh-hMLItnx5=)LBtUUn32Ig`baI;TAh+-5%eCf`;c$C%_*g#n94EK=
zm!Z=qF>xyivUB>L%s}X7ae0xMHSET<w4iq3fitD)7E(w@n;$`#kF?J8O2}V*9l=D>
zfdlU*pSec%h^ZCxxz@H&%6|A#rQ%HE{$Qk4UiZS&N30<<PYw^i4)M_lSr0$2F@+WG
zlmHbILGfU4v?1^uAL!?`E$;3Y31$~B{ImfJKEAQ_Ej&B2dm?%aOk18>`G@84E0DX=
zbPl7l)Bm0(V`z1yp#amw#yCC64~Y0t?2%lx0|klr$dOWoqJCV!6`@%+eWA=6HY$|;
zd*DcU+Is88pKEOl=V2g#v1BHFgySMjEL^Rk+6)j@e&2GK_ne;1?UhP=S;M6l@&yM;
zrsGQcdl-NVNaFq4h-sR<_ixL7J(ZwdLj3ow@IF6($#Bln*Kweq1##Oq-9fQ$zteT8
zRCKoem@0q!JM*^TyMPVKk(nBPQ35!Snv;wSVDy;m<uSjRb$pLhUbCF7Og7eV?pv}v
zHtCKkt?`RG13l=THD7;M5$4LHXE9+%?3=0=em4vhv=+pgTn_2n+mtCK{=MMCs#Xj4
zt6tifD*hm~u&@e|+}_^p0Eu;R4&IN`c0?QwmV%@DKUW+Qaa~EF4_%(U>7pz&okr1c
zgb7~6^62uC!(ST5ysg(6pM*0#e69DtOSdgJ3hY4vL9c6_|H#9d+Ukj7l&wik>|d{2
zL@X59ns*tPs^P)vAoM;n${!1D;#}Snmg4Ij&%~HOso=MRERIf&BZbT0g9pfuCz>4l
zB8`3&#8rI|ZuAUU)tYN~AMVfT3-amDQ>+Dc#GPaNgqzP4(kAxg#h^`}KwTkSPd)AT
zfY&!+@JCnMRfm@!-@T5DEVB?{KgwF?2)ICtypw8ee)!`sGO2Tqqg)=xP3K}zM<&>D
z-P<yovOh;L9=MTe1rj`OTXKb=<h!Y>z@_jRZyhMg8=E{-+adD>q^?z1E28>aS;sKE
zOAT)1ZFod@G)Y;A!W>=2|Il^d{mA}C@e#p=meurSDQ1BnL#&6i*1>7=NkM6z#!hf3
zNQB(zTPEyU@C~-DbtF70K-=#Grp(R{8Q=>=_(~0b*$cjZ6cjA7>IRJafS5GF`^*ap
z-=m~^i&=qjpZEO|@{6vl@E!~{JB62%UGr!X*zYh#TJC~oR+du0qcpRtnR4kVrjUYa
zgdtpy)Kk*pA4PtWaJIw^d^>XPHyW(21=)86Ju|~~uFm5ORY1r`pBFu|04t;$@Ab2D
zvVKC>X8|c)McxnnICP=@ykunA#|CDxM&dqr^_mC|4-ji3HV#-iof?<0W8xS|u?<`7
zkF+cVv;t^>|J>v%9Zq_RIjEqUcS!3gT)JzXkE~W&1+LUoUfTysCTnDl0?wQl-|V?(
zX4>B-lXD>=$#rwj7JMBdz9i^FT94r(bmD%+DP--)uH4&}=2jN*H_QG&_7Yr%2LvF+
zVQ4`e1)aEJI7t`n<V_<B!|+gb4RRlOXgxSQWbu%L-K`~M-88jDiB;?cK<45vR;lWn
zXgu^b#;(`GZTub@?-A`k1Z~79L>NMslRq##^Pf~7>cItOcw4)KCiwXgc?Gp>BEEFu
z?LG5~qGdJM8iOH8W!k{KBTMN?X0xgG#j(1|KJb-;xQns-wlKqz7$_3e)F<q|8Qhp~
z#9oi&L6}>ycmj{oO|QcF<#)0RBB+K|`x&Yumc&N-Ugy-PDMog(EU~UQEcHo`{6}F4
zFN_wDjOsh1(2WYj6-DuL?T{OdP2ooY4ueeMT9$1_>rZ&ryrnm;91<@Jb!amFJE6!_
zdZhkCll<~rDrH74--oUoH`tyl{ZX@&e~Jd`n?UkS$GyNmd>>2W6x_Z1#g{;`-VH|K
z9@{fXv4sIhp^jbva@Qw(1u@;CJv{#tHh!T$F9s@b`yp)Ct~y6gP?m<QeG4~2kCtV4
ze1)9nG>k}6y43i^muP*KxffY}vUPiSdHD$|y}$?#mTj*jZ+Dyh=ol&L<$$l_W!&le
zkNJfG(bmIfH#7H!+qxD(T~fbGew+7_IH~+b57zUVU#LPT13k_chOtXErqkNqM5k+|
z4UK4~Kw*I2b5x)pdn(<;oRT7}Dxm3{n>cOqrZgG3;ALt;IT)Y8aeQJ9c{}bf9jvi@
z#m;OmXc=<>Kdas6&dE!a8PqAN%#PDaQ{UX9auBg)+t6xvF`LVwxQ_3~IMlvxwRHkf
ziT{ugC)kFGz7+<6+TkFvC?pxV`xl!_SS~WfSz^!<6n+8M-<0Ly?7lPmqBi20%9Y`A
z2$x4E%v0V4pA)&WqSiMbS}-n?-(vKkr~{{56Tu|=xra3pkaXg5^dwz!oH0Banvj%t
zd3$O6sME(OC}iEm1a|NEF39EPIC*Bw&={gxS-&Eu8Q_zo`kGc#KMD%s63CO+HmdEu
zn7iGs8!>wbu5P`K2=q)^Ud+_Y9Gj=!Y7t~-XY8c6jG?Y!dU8{18Cj5x)$@|DiCLKz
z<h6JHDa_uCwDwA|#v(ad=8s95OpG;kfvZNG<HK0z-|si<eY9K|$InchGwFwOavW;5
zAvCgz6gd2mw(I1~IyOlHyITzC2=NW?6F*8Ekw+upPrxDbdyi=11y*%=KbVBQPiJkS
z-<P?i{~=2tlGJoSm{xc|J28u4fD_;S8~g74cdjpge41%+lXF!^xTuqAh#L?r-IYN>
z)+(YB4waxSY%=K>%`R^h;*GgR+8ZRe*=XVbVBGQ}P{T3&84*JlUqk%!>8omOFB}ya
zcy2NQ4vXI&g4l&CA3wU4;f;QOTDY6*I``8Ntl^&mFE94tF*I1K)88iNzG@S*6h5$;
zJRANCF!X@m{*2n(8Wf<?qZK(fY~nmT%wcA$S0wwbWb%w!mnDq0%_JCtU_>G=sY!-O
z`*a$~mC4Z>Ve@+ZCcUaQ)7%Eygx%#AH$SJFkhMkdb!hguSqm89%Ur;|FKZku>d%WA
zI$;6Yq72gzsdq|>hI{Igb96(yYJGQ7u$(o}44+L~aVtyYBzj7uXe#4)i`jQ!C)DgL
zYx@ua4-VbPW~(ayL(7ksGQe5;a3u}))W2L1nQ!9Qz}0WmZnN8T{>-KuasjZN98e=r
z@qZktf$_Q77y~U`SB<VZVAzdOc*W}QSHyyQ>3+0NCW!c+dNq(%$}G3v+6Qo)cvRxY
zc4VMnG1ZQ-_n-_|`}zY}YB_Ii8Vkr^*w&4#rs&x*FM8<-`JbpYwY^k^bInAg=pz9G
z7Z(l}7x&?88Od^nmU(>D>2!h0?Q{VKOsXFqjU%uXCgHNfLnRi7EC_f*;IN!gNAT+Q
zf9KL|vqLCKbbsUXyo#O5VByH|=pg;KU8zP>CcxbB6*v}81doI?{B*g2{_Wc&-ScLr
zE1Tn%z)|zbiItbP_u$G(IzmlzqQeR;Gqa?$G<?30ziv75UE+n`!58K5c7;lDgU_Q4
z9z))L3c$~k;)I64e*yYEUP-U0p?d8OMG84w@`XE{uE#dqXo>$##uM?gKWly|>c5d~
zpTA%CYjr#uQPI&MprT%!enar=3+vVYZ=hf1@pjv3%=EwDCPfi7eWnYDgiF0b8N)ad
zxPtu+PR+iC7~ZQc6tNw-rxtewr`1C!Xd(WR#yhGciH_}avzLF3a%SuTUfftg+)tt@
zoA%FSkd6$@p`X<U8hZ|_N$@?S8;tLcuI2aeaqAGfgZxGCJzZL6hufDo=#cfcb$&y6
zJG<~a)x7*2f32Z)iPvBi?tpVvaZ_mcPf?QZp#=FMyS@K#t&+z=B!~U)spHcAxoq-$
z-{`{6rlh}6>!?}HMTNKCRuI`K75v8V&*$9aX0sDJo6=^9#;Q-xmHoHh8=Y>!7J|ZE
z;Wcf`LIZL_c)a8el+M6l{~v>YyYPO$UIuQAGKyY}<Kj^~^#F?%_0k<j!h~1fu5u<`
z3MYhiUnAMR6-Wsaa-o*VaUL`DX0pLHB6*6WKnHLjO3Hn2PglM%$E(q_TG3)C5SA<k
zqluQqLZZf@M{h^`#35*2ip`&UVJjq}Evl~ms&6fgH|x}Tvn$Z^W@CdUwHEIqB@+b$
z-g!r(<)KjpL-xfM$0!qUn&hCIKlz0S4#Jq^<6oVlla@f~2ayKLItz2JstDt;jBJK~
zo!G(dYdi9B6UrcT(bs5#%P)m1y#5&DX1zJeb~%1h?dM+><|0baIa`bRubmLzm<rO!
z&<2mbEs1*kl$-*e&_2pI?>?KsXcI+LV{`WCAJY{)9J%&`bTRv;;*(gzAj+RKqa~a{
zRJ)y?QQ$a&WP@+`(PToSSVIxx%?}E8V4GOO2-Kg+#3e#eWn|Si?#_^Wc$;6H;E0x&
zPjtJwPM?mvzu!cuvNs6CI*PeP?)TLc3ne#(FKbq^9TQH4vPlT0uWW1lB*Q;Q<JzPo
z!}n(3pT_6)U*|30JtCL1Ut^K$^U&-_D(4&NKuR7w>5@P%`X3Fx+5fu;$%dE<C(XF=
zn|0B9_MR5;hQF?V-Y)*!f7cYE5KqMqCNi?B`v|pwr&mWN|7!0HF@*1_-|Y=i5Ej{q
z2@C|#P23#!2nD|ivaz8*J#9i%rv76(cy1g+xe4uk_)h_`RP;$r72z0DW%{~h`^8a&
z<3okkM!P>i5L1NPc7+iPuje2bbFi_Q@QwLCUy)H$!&X*Swn7BPK>z>%zsF@Q?G7h0
z%vc`aINAxAMFVOyoAw3E^a6bx4HEzHJMTfeCgkyZvS&ecyPv~qX=xo1TU%RqxEvy4
zs-GSlsGs|xNjsTzdt5s04#7w|QjW6-3FUWgcVG8SZN~hsQvF{t#Q(<+tr*yi35zo`
zD{B{Av|e713$o+`{~u>x`4>m91)JdRuEB#_fS?<kpb74_xO;Gi#U%vyB)GfF;=v(k
za0rXL`<vYN{(yVmeB{SW_w=0JuG4+03h1%4h6Z7IMa9O!K{Vj)P{|)+2;Ll|4lq;p
z(r)u$PpX+59*+8@`QCh(AWOsxPe#VB^&xye&}{eNsA;X*a)OGn%*504{e?iHT<Bbd
z-WG(~zk3}TLW6@s@SKWpqm(N~S)`oZ1E|`PWG9}hsj6CaQ~zgg`M>LT&uh%vACD?q
zhlery`};ywd&@0#e{3%=FHif4jkv1ro89(QvjeJBuqt1$F)_^z9a(NHbNvR||K43p
zfNbktb)qU|yn_b5hEJQ%G<I+pH$(axd?4)Xm+Ex^<L3NV^!i^6-M@d??g~sPM9c#~
zE@ygrdV(B1TJHAtw#oJ3;^@gq#|@Q+;D7(DuxXV46xzOUUmveT19i6fw)2&M$)~i9
z4a<0zU`R|124kIJCcphVcG~~psS+E3NI-DDfa~p-h@PLHZ-F65OiF^cx3_=ixJt3+
zcS9-m^607*E&JcT^uNYuJ^*p^?S(ryIM`{k4^=5z{J+2ZE<noHS7feSC**gL3LP-P
ze8s3MD=SHO%upB=(_ZC&x@}69#xpottV5o!G>`;d-_6bK4PNB>)>a5mQf%^fD3Obc
zt2+Rf?DT)?^V=5_<s6YnTsoON;JU8+`W0`v?Mu9u{Yq;xDuSD<>x07fUl@#*jV*?E
zk&sy!n6$F-RMNnRukY+YUTEK~$N$%X@o$Wte~9?r;z&ZUq^+%)lQbNGsMwt@K)-nI
z4uW5(HAgpW_YCrXy61)l0D@$W8p;5_8qm22dbl~^Jwe8zh!77!;?_ZEXlO_;4^HJY
zvH*0VM*eg3@;~(AE}jRNqm0ceva-mQ6FKI!2eXq6wpz_?ZD8O7C{C`OZ;t=~qrHj6
za{A{-#cJx@iNSnH$YfVQKv)+t0s@zKAgfkos1z+UAenI%xH5=>|GgUf*RNmK*Vnrr
z{WrVOv~@D9W$vtXhPIcw>qRtpx8a9M8iPN})4ux{Q~{5Xg#S*nvoeyyMd{EuBek5H
zH0}I?PpgyOC<cxknWVsGoCwX1(j+TiM{kr^uv;pG2gi|ZZCLz=_oUlhsEC43?6pFe
zM;w>(d^wg2`(Zvcbydx|LRPkM!p|1}mO?6wcg64$k!8G!JbaeuEf&`qRmgg>C|mDr
zqchlYKOG(-Jll@Vg)IC=EnNIa#tIr-z(R`5sDSwD{rl_6=dGifA?W8HV!U)ANp%)}
z7GS+Jm{p~(3=+O@>^<rotxxRzVJHPUa_miXvO^r%RdN)?I}rc3HX(^q-8yjnxWd>U
z)5uIZdDC}HA(JbwTgljR^9~B`#PTPnPz%GDffnZ{i3$-jSaTEl>*ks#?7o%X0YWNI
z*Q#1fW0kgxRvvyypZ*@9sy(^HCg<vnLYO&Kz(6vtPSUHcU8+MGb<4F)46IdnercNK
zR{vH*8-=tK>*I9U%5J1W-E=b6+{FCIWY~eY9)em08?Yps=TDuJhhSs?X7l29g`f3C
zXKRB?-W&XT=&8L)Y4#5t(mqD6FxY*8zIKngRxj8snL#nEKZBAw-$d_QTCcjWULB8m
zMvwY;sF?VY{14#1U0vIHDiY!1$*kPIq3$|s3UGblf%xyE&!&ZUHR7xfAbaE(3?(VD
zY)M$kuC;#*2XAPJL#4$aBVEnFa8>r8?H?6fD+fw|Lwie>l0Wm|qR}dEgRj6eUuJ&J
zg;mj5H-E9g!vd>h?@71NgKO;RCRf(-FAUs0ADy=Lk&)HM=OMrVDazviEx?~rHQ@_3
z{@()pqTS`ZGfs(sjLh2=PcDE(F5sZvQdnAw#;#lc!OV<aQBg4=G4Zv*ia^~K@Pi5j
zH`eHhLMlf;pi1*n=y=+NJofKr<hicCRwb|_)`C%C7MIv*@Lm+5;0aC1S#lbgJ>D*a
z(d$v1M3-VF3q$6$O!EPVBIxGERx!NobuTW7^C$3jst8;6)=lrat6kfGnJ16gyT{%y
z5=kPv!f4L{htt}3vtMnNPk7~jc)!_h602DBZl1pY193eO9xGm!B%Jrr;R_{dlTzk8
z&F2Hut&N5+tnYr+<%8Ed-Roq`BXXZf;l_{WwC@C#0uZWJfZ%149L(E8!u+#ox%Ez0
zY@@&VtXijF(fjSaGX-4L;jH%E{8M<3YmtRJ4)-O#cEznUc$?UlS7z&o+hs;O7T9v%
zRT-o?%|Y^mY4+lHYPi}5ISE_6*R`J1@}ArQ1KQ+S6Uxnt?CL*`5)*E=tzz%x6Mqa!
z)~nX}Neo<aSL^){BsB%S5CG`bHd?1nhR!1&_UMsXC28^<dX6fiAPe1zusGPbW6GsH
zErHGP9(!X;uj7v;t2Em^Q|ZrHI~?N)Z>YTk<t_T(?NxI-=~U@-iCV)f$?UP?SFxp|
z;mNLNHAiKu+hF{)YjL<V3y+ci5bn^qtdrW916nJkeVFkG%2+b>L0n#xlhs$@uT&_C
zf|WJrCx5V{a9%{-{i3WeL@Awd65Z_#F<yxVaKDE+acqhaEBwh<*l^Wu`P8`%=^wgc
zeb+`$$QrV^bP*qb3qwxf5y<uDi!qumf^la4mJbYfsjc8c!*77^qvau4{hJkN@+4|~
zzwAGgt{y%ZQR^M6qz*YkvQ?$hD(>}fD*%&PoLJXWIi$Kveaa7aH@?e(4Kne_*fvwW
zTcwI#qCp{}AfLpCwx;HPbck-FO{+4|o7syuCLW_)brqh&g<8b_2cbp@1S=f_v%dWe
zLYoc$WQ@*)lW$4OIsP(^-G%<YnN06Pvv6NxVJ>$$+0HIx<EgZlj2}Ek4cu}#hr%*>
zsvDk%4d-Zktn+Te;nWFXb@`?$HB(*xtSa@RwV73-7CvB{a`$4v`|_sinI+m5NIJKO
z#1#Mq(MN8JiJaK>b`c<L#1-|q_Wj}F|9oc&E2^pCW>n6)B`$bggHczy{0}GzSPb9E
z$iYN|J3GZ5pPpt7=S$Rz{;X9Q1=LA4v9PfGLlCeVDpBtbZ*aJ}6zK67ZB6v`DFFBL
z)pPR46Y+oG`o9B)|5+L3>6rNV8dhx&kB-)Ma}pC1M^yv_1a^0evH318FV*jI!_NVi
zvp<2IDeQXR^YUH+LZMJVN-8}j2!Sdd0_4P-nU0;}JLB1BM&bXU)Bo1=+qcE5wxwld
z<h~%h(A4DQ*}M<pYHDhX=*G^@+)2qNN}kV;UPmVY!5#$#<%6PPj66{{=;aX~@M0MJ
zE**Wkoock%74?5n<^Ry~aF>FKiOJCk5)#stp$gnHinO$}qq;J19i1qou$crudEXqz
z3V%7~5{HnIk^-J@@G-Hm>4E)Ko%d)=%30k3gc%$E8@?d}Od7@q24IeD)ToVRL4#Yf
zKBBo3mi{RzDV?7M=~?r9(?z{6yMb?=S5YzMYhi623E0Q|kd7wWohiXjLUj5Eh}OD5
z8SkuvU&#JfbOp4&FtNJ&?AVt3;Z5;V$M^5wR}V%;M$&TurC3J;Wu=s^3}cYjpC-rn
zo3#LH**FSuU^U1Q@q(kKrhc5CoUVWMKMXGr?RQ_e-@Pk;>L@NQhNj<RU|_7aQhXh&
z(kRoksXCf1(>gl&a<bb0|A9)mfvMr@>I%F0`SYhx)!5ir1?H`*lauEUm%mk2oRaw=
z%MCzsam)EHRdb(iakYGBJ^eSJv3;Nq^tAHjZ~?lU`)FrZoHVw$nC|sIgzK|^dwY9Y
zE~imvs5YCXkAb?n`q9Z)ra-_Cp7xFo+kjL#dUr$C#D})HIIQRBM}e-ZfQ07e_sz}C
z#l9Q_XdC<cQP^U)uXrs+J-5DP#NM@iCCITH&)R5*O&2KqL%Kjl35g{acs}5H4xr`a
z#0HRb&q>!y+|ZC5BW>G&!@qA6FLsXtg+gy%##>ju)Yy$+{xm0oHnpJG!mh;=swj6F
z^sq#_kGJAaFA>R^kJoyTK;wtHK7Qr}2y2zi5vK~AXF}Y>0Lj(Oafu+>!abxyE+t$u
z{c2vd`cRc;8jW?`wk&=Y-T?RSkl$0B@E(aPm&^ulr!xLGHfybi&em44i)Xp+IX&wk
z*5thGXqq{{b)+u}qQ@u6Iq`fYUPHy-^1>1zxmj%Mj&DA(I_78xBYqTopRO09UxR=J
zkd0h;WL5C}U?*SqZP?_;`}4~sU^#%co3E8g1gD+SEK-xh*y!M&OJA6`qbOC%`?Ovo
zqYjKasqk<5S;MR{m7&Qd`5l7ZB<Sf~#PX%pTnxxX7YYd)%;E|(*wKe$Q@UfK^PrKw
zb6HY3R>IyvMeMSrMVg_gC$ZtfnDK$Mkw~=Mvxdw(&ltxepX@Q*te3X;3q-tr70u?J
zUn941_vBbhLgQPgG`~1~NRW%g_`FEsN@J)I?p%90Aap?OG%`7W#j6*oF1D7H0^wu!
zlB-I{3lqau$Y#ei)^4JFOh^bx5|l2dJaw;GScL0PH20|H;)c|~yQr8VQ|pkLq-1*w
zFQg?z6aJ%;i6QxxTRDV%0E=GnsLONRm=h`gB&IE@MT_$m(uSFYt)`TM|4c8~`4T6E
zMaC6s!+sechhm<!Xp?5f*1MqkV%%x(F-YWnT;Un@O8hnai6%L}1;wvio0PwQ$JEu7
zYEywF{l+j{#P`So$_xgWGy{G5<uSl1*GIF{Vxw@cs#+&nNygr33(Z}7D2=2(KdgPU
z2LV}4W_;ielfB|_Z>dxX*5#e{>L^~2%+>B2esm_D=mZ6~H<M76<CI<d@qJ@)J0hZi
z?YECAy!jlo!5V(`WF7>BCTb=$JPdg6=4bn{3k$9Kx10@y-_yYZ3zxds2@8&KQCQe8
zU{l~)Q`Ai28XL>4$)VIL(q%?$Y@jK|(}(AY?x}4Cj+>JZ+i8F|EZUU$*fPAcf_YiJ
zmVV@@yiE+YRHgy!_}*x#hM`yTTa^s@b?H(P5SdDfmBDjTVPA|XPDV{UfkLKvoa*#7
z!YjSu4jXIL?;b}EDGr%g21L~GeNFo+LNJ{Lwa<i*t+!2YNzQ79ms+2n-w5G%6%xuV
z1#_hMFkd78B{X6=!p6A09aw?uC<xfuOwEETA4!>mH`2wnx#WLS8RzZvZBA00+XFT{
zE2&0aPcUPE-4+#HT>?=1HOkrj9j(wne2wql3BxzBYS`DH8wDN}^62?8SN3i8_%2tz
zMb@EmnxBIrskts#AG~WlM|~JUul^xItuu?~X?4M+XB?Lzw13suCPEEiK}*zS2>OW6
zemOZis2+rRt5m<bpK}1Ntq~DIw>CGu1xTZ<$(X^TI=PVOb~MyZpRaLSzYvE?61qPY
zM{ifyP0oimT(PG2Yf~kMA-5FBvEy%93Cm(s^GX=ljj;FKXZe~XTo3J-<R_==>QSU6
zgp(IgG!|DuI<7T~%PR*q%S9e_)T3_Yxnt_<CqEknI<hMn8w|q5_A}9$@NMJoMzDRp
zr^owcG%ES)Y0##s=}`m&1_r@RtP*V=Qv7}LMk=}Rmv9%frMo|Z18z`5dD8tbFB7`3
zv6T?8um8g#p6n()*V6P3ESTG(L@9O=Z5Pwhv%w4b<qP{RkJ{Op8HMkBH^f2Q+n)f5
zTumXF*LOcuwZcwJuf1M()C=(O%nIN7IDMVRX^-6~<LIZd$yy<wa3?>K$v3Gr%=YaL
z)unSfcwR@FB(vfaG!`l%RljkK&tC*HQL4>aTdjZX@8gT5Y%y|o#6h%cJ}_qx?c*%>
zR?DEA($+qPu(A|v1-6RMxK2WW<;H|=|5YKS{3dGd{>l3#@y`K!1lB-IV5K_p9aB#t
zV^v6_cy-n}^W{&W2=ZrUH082+XlJd29o?23p>Uip-Mf(Z3}-WS6SCtdjfbCcLf#8j
zL-&9Gim}SOI(O7!gw1N8Om1x1=96YMxX%t7Uo6U2XNnPt*eVc!;(E$TKzX~B-on+{
z6le!3kdPBAbZ1SD+PG}-Wq}bJ_x0Nq`uF4M<)<Kq&sC>+=8nlef*vRzmN*Bx=eiIv
z>?@qsJ0@`bHbwS(O4M+?D{j$JR*&DxDfTBLlAl`bIEUH7fnE|?s{U2uP)XDHPW%2`
z_WORFGoBlO(!@Cs=x84qEc@A$$6D-sMt@C87Wudi*m9ro!C8p>L_it6W5gi|qt;rx
z&k1EW<H*f`xa~bgj&2`hg2q(nFPK`ypuZ%XpTB(z30VvqDo!8KBP+=URRnws+P?W|
zOG@Oez0!{>K4&u!ZmC1!8V6<vtJ;Q5(7MWVKj`vQ(i2MPBYLKzI~C`$Qp7ed3DWh#
z3z7-}inbSkYFm<II4T8?zREzdSqX-PDk(;b`GSUO1UrLjt_B3+70!4%yX}zF>l!&x
z`iD{Y0%5_zv}C=GgLxQSnXC@)AS9&iXb0V^!vlq#&HnTsmax6@AND!3c_i=?Jxsb$
zJ4ZXy-Y?4fV%^=I{}UzC_R)jVV3e09ESICHGkm-FY$+1!{o}Q8@-~hZ{IL`=<FbES
z;gUo}RSL~c*`h$VmV(Cl?BO@xh8c>iaaQpZ?ftUFlABqS0}uV)+F0Vm6djZ`Sfe&?
zz?)!QL1)7UHX%&c)Ud7RB>Fz4ZPWht*J(nHNj-dc9|>U<x9~pkE3&#Wuk9*gxow=@
zbY@S7s9_&qiS*P`-Xx}Iz^z#jY4f)62J7m&rgUu&sU3=uMiz1EfQHsa&_K!#WlkL_
z6E@>720Rs_ohTPObI?jX?Z&-Qw~jS3+s*)FasOqeQHR9<;<k9vzTdlUfOLb$?O8Mx
z+I&*ObqnhR_yF+MVSOvv_KK<8Xp;JvV_EE=HAJP_ZeH@IIX-0?c&t1Q#fD~+<7I*O
zP>e9PsA_?a?ga)E?3+gPTuB4UhBjmDS<RPZi+ARL0!h!$4KWf>G2%?kvmIPYc8s*H
zKcX)sW{uDczPJNpaXh?$>e<wv!Ch+Ouq|G*gVDj`pWxrQk)Akufmz?>myKqS{KwrV
zXy(`C`p-uWd9kU<{mQ8()sJ}Nvu~!kVUr5UmQ?-dOLLu|XL|BXhk^}p7hIs8xmjSA
z*uQaqUTrQna<F#IG%-aB%ZN#`oa!j-%?;A-x;L7b?iI=te1(&5O4lZDY6$m&w-~Bd
zf3nq%b(DLqXYYy(fJ*}2&Ppzj&-9X6i;k+7LR?+0s+*6!wZEJbrcg$T>pGD7W|D!&
zEIU!oxwhJ`7p~0Mgh*mjnfr?gw4f{FuYRw6860wmLz|aoBv>!AS8=}kNYwY$##4}N
zbEt{NsUDBtkkp@!r#<1<X$w$$ScyyeUEO?_<3P4IWu;e{!RUKx7s>{x(ec~%{55LP
z*3U+(z}X)ebVIWwSI+AeEMoU}sP_+go40OrM3MSyl>U*Y5p3<_Y(X_S9IXvpz28la
ztNAqQQk=waN5<)^w}nZJuVlw?X6j#WuPOJ+X6EDvu%c7s((5TC?9>^2UhrimWeslu
z%d1H1C0eeWS+NP@MAm1i-nOQjj{SXwP@?1W-h<(F^tDLu$X^L{c{x!MllxC9F^7xw
z*BM?*)LZLep7a((Aw@qhUo0%Nx#ozWhRZkl0YX?K{(iCb%PzM<<R(`|t0*=DE7TNi
z=~4X<qYZPinh=}jrG4<9SHv-gw8CfY#p*GOZQq?XJ%nn}S=UV&`ue_Pad*Zic~er*
z33(3ech3^o79!Bd#kLP};8Tj2xPP#l%GvEkr}L>1dXwwd#sIg`^z}@r0cYS|#0|R|
z`rWz0*p{aJA^mYKv)1z5)qDO)@p*nQYT~b@+vjHg)qOw}`koX|4ZZvKtVN{`R|k6V
zQ}ap7u@puMWt4=jGO4eDQniJtErM5u>%qDW9??-iT<R}rRbj5aOK~ca#gK>Y&9ky&
zlZz59?Xz_1LjU!ALu9G&-YFhZ#`;p(aJhEH#9?CvGb_y|j3T2tp7ynvi;SxPMpGTn
z_Hxm<Q!DKNCss^qd(Wun3U+7TsB%&NfJZ{CRb^RI4^q#6qH_E_kK&amm0LNn;^AFw
zR6YK!A=x{d1kY7kfqXs0?tkZ?hz0&<y#l+$0wBqNF7NyPk!k-LS<0vHg@dw~^H2~?
zZ)T%x&;8m~_2I4UoF&6nFVj^FwyfcXxeYf9!)y%ou%Or>jD*@-n9tPch#`g2A36u0
z7*qlgvU3L2^wXwe{G|G8@4RPlsIKd?PxwaSwg+o}CqA?47cBl_=y9qu?hcHQ(^;Gj
z`m;HhE=pJl@_>=@A9aL0sHi0*X+<FyF?COjgkShK@KAWhm<!v&5{R@f%w-W8)OjHy
z^00)@p7*LkkV{(EA%3)ZUe}>n0q4!{Zdlf`u!K$$koFUW%gU4-+tPzNj8zF+Jc0P8
zE(n~uS#32BZdd$zkBTLeCN@e=_t4C&U$^J^?pW56t|*TJ+v5^q#Or#sebOFeo>?h3
z&tq2&gS@ucIUCg-h;nUyp-(p$NxQ%*jMFGz>-p~D+jNNict6N%W=5E=fv#7cF;5-T
zxnDO?zT~O`EAqqx6{LEDw%?qo<qX|1&)qt=e$A~7zh$1-ek8DEOVfnp)}GL$*tbFI
z%S~^+wN1wafE=sWURVzcG;oYRadv4=q}Q2>0#dfGa`F3HX6M_miN>*}6s)a^$f@N@
zp)*Sz=Q1%!V78z#=LXRAPp{tC3K{Hc|Mu#s-0K^v*i*DFYA*ckLb&t7k*+-F21k}n
zIefU@m_>Ohl~BdrgoP#c?T>g$7Nwge5Y!p0s={x-)rBbA90ewBOscUhU7%Pm7M!{Z
z3}$ftp&8N}TP@v6TzGmwUu^yQk2Hew)5*`<1GQ7vhuqSUiKeO=j#5ttJVt!9aXfV7
zQw}P67w~wC35!4Yc`<11axq9paWR+=#6S#2qK@{n`mvW=HDxec%V1(Qw;+kD!Jb#W
zCO$#HA>D6rYX*xoh5nXr60jC$<iyvSkOk<9+}LVNF&kSz3NyP=;H<a@iYo8K;vEk%
z*nz$z1@yhZ^bULa@9@0kaY>~wu+cC@PtX5%f3{5Vx)V4HDvQN!@x607Iyw6D%aoWb
zI4KFAf|4>ZA)&kPDWTzu`@{+$v99sZmYscnb`d~Ic6vh{f?yp>!X12<{SNEvA081A
ziVN5nICu+S;vfO1eoE0Ft?BifonHStnbOoGT3%V10*-qkq-YEA1D+oR0h68J2HSbl
z*;0)(9&@zkE|=38-cfB&B68S`WOWs#rhQlJYQ7Jyy8~P~n>zK3VJ9WT<fQS#(i|4f
zsr%{g!h>Bt8|<8%I}DFGnYYYkeZ7_?w;ra*FmY)If6~HnP{`|Cs_qs1T&Iy!E_`19
z=>B_g2NXtZzbeKb6R@I)$7yO!8-83;)cW+U`8<(1_Kvie1}(K}KTqD~G*qq~MG@DD
zqPj<#Ne#tQZ?-m+HF`4>MATy*9Aimcs?~Vqeo<;<?fp_LLPCvM5|V5*1xouvH((dH
zD5TGYJI3AY#vnNZVo!RvFgb&k<1HdZkP7ZOz#y@<HED0yhuf~nqV>)E7P}pna!Pz&
z!%asWVpzBlN1Q00sTO`?R0x%jMPJH{G6rl8`p~#z8q9eVBPXQHbP)N4bb55PkRdK;
z++2)=0v!~_BWjO^5W{U#*cd_iiSdM;w&4XmzF$B<?2e?UNx@)8%aoiJ`UGTHnemf{
zz*m_eWtulxAKAK@Qt{6^(QoK)KPh5a7^?Jm*D@>7_hk%{?)vOA<Y3<fCx42?5MdX2
znbhmR$Y&=skKpWPBHlXlSDO`jpP>;^wN+bPT0#g$K2W<j^*2L1ZgNq#MTXBQ;<~D9
zOXn-1ELR-w=iIwn*kzP(6{VsgO5M6h-HW00wfMo(yHO7}8a3Xh%ZVEtgQ!iO8~x>k
zX~S8VSo^HSeD@0oHATe!@S-8C;sY^iK{D6pTIZgQM^!teQA>Wa`TmU=;O5cp3HAsK
zZ*BbCkT1uKn;!=YZOnIl1QHWX0$7C?&fOC}v1lehmGeRn$JjOsCnWg-MStCqxPef=
z{AuYPNm#peOVAADG%_=_cg2N^1-OFT#81?W8=v)nKFkcAa-nLr{#iHxqYHO(;0?17
z+KC&68+`?c6Wo^{Wv9{4W=9muX@cTnu+F*GKl9KAXV31hXUl$!@qK8w*Aadr^l87V
z{nG3GHmlz0d<k9Ki6a9;T5c*NY<ldV3&{1&EEqX-^m>DPjh5_8pa_#Q33?h~hI@Ov
zMMY%3IEK1W$b^JA)+H*pej;5YuG22nGjkNr-oAFj9Nh`cZp(HSgS)!vlyREH37kf%
zVdI=?lSZu{6F;eH#2Wj(z9&Bbdq<gmf+uE*QaJTfrXtG3r#!7`sK%i-H`|P=z%0UQ
z)XoUO{E_r)l8z7a1Vw{*wMRkzG_M_Q&i%F%qKbAZZH6@0U>x!|Hvr39J3<gSIxKAz
zy>7{V#hSy9Ro@7y2)sm&^7wEcLM>Xc@SN95)|PaB2JMhq-kT&?m46bq7yY?oToS7<
z+E=tyn3>`2^r;ltnNX-pSv-KQz#9i`a!ro<x7tA!B&mQw`%@YOQKp>Tft90YuqD0O
z7-}D#smM-XHdIzBk$dQNxjkaXZOAr|cc_R#h{iqJjS{X@e=4Dm+Bqy&cz2F!$r4pl
z&xX9Vmkyw>_?2x$60NMbq;L<edDY|%H)&kW<n2vlQS{rrQ(R8mt)*!;*m2$E=<00_
z1n->t;xpM?(kpsi(elV&GHa~Po~uQq<p>mwZ%ZUjMx3h&thS8xkQes$Xgizn7)5k4
zIf=Bm#g$Ar3Q64PUSFNrigUv(VCzhYg1YFQ3t4&*CLc+gk4;Ccqn8fZJ~Njg{gtEN
zB}<L^f~lj&R#9rf9}k=nSinVH&}-cC(;-tcnQxZ!-t@92-8?`&rsm}`?kS^AWV&4>
zNHVC_B8%r%XvS3=%#)x`CKpd^^uEsw@(ydrYh#FU<f&g5xl}D)hV*|h5by-a3$|hR
znj5V^pzp%37vB29^q95RR;k2O?zJ!8;rmUr4_rX6Zbw6AA4dQB6RV-u)YZ{tVS2q!
z)sKjrPcmkm>2Fgm^}omu1%z$VqOM-seOS%dWxMPkh~9Y;nQ4M3)KvdHST`1yZ4~{c
z-YunU<mf#?w}*Jk!iaAxV%|9&7(vhYUZo=U^wWM-1HC_7Q&rzBYK0kgru$4Ysw^-1
znY$g4W{WPjxc`CL`RQ{V!Ls8KiUQv@wkPA&l4#4*wL&MB;wMSW2?dt47t$eaCI^h8
z&%gcgptn!{)jGGBUyJ;szxv=--}=7Ok2{j84-k+8G-170Q{^(a(EDSsGI~sURck*$
zW~vH=Cg&yh)V_yEI;}R9jGy<iM%Da$hwK^#JDu7v`JzK3#y;F_O{X_rW8KhM5S;r>
ziyiuaShCv>exTn>Rb&}9e*B$_$!0Psg)Tgd##Q*1k}1}X<{P?p71Y$psG04FjFV|p
zd?Op!Ul2iKS9a|6JIN^?RTtR}HWoZIc>nSqpF4L{20Dg3>G~z;fis$vvd_P!__}qo
zi1W1mrufgztm(1Zljps}Pf(OhU*iuFZ(qv&-o8aD>YUZk2XgH71zFyW=?ctyM}xrc
zGm7m(KCvwWK62ET`rPD2gA>xzN3tmCLTGf)w}>F0OBvL`FSV4@$g8XtTW7Z|Lmf{j
zN=0!JL)2aC!Lp9(PWmS;#w>@jmxDi4I;B6)*lJ(x2j*>owrrM6-bO_DmibVParDij
z>S*tohQ0E8Jy*1CVyupK{7{-Z(nZ{VjoP-neUH#mV`47P;s0xBaG;RZ6V1z0TMDMK
zmvvDjIVG6p#ejOyR{Pq+mdYaU<cvgwdfVVeci`<J65aOkv4)|b5M`81S`#8He4!_z
zD0XMD0H=751iNDhI$EYmDs``opBU81WP0jrCdw1@Eh!%rf+71I7iJ#R0#zk-k*Ar2
zrTlZCAR^i}5fe<4NR2;Y2qQ^OjRcL^8$+iU1xPYkZ{=HNHFi^z0CrA(@PrV(0KDYo
zCAY>}nsqAoSNT&xSYk|7N@7UC^qa0RK}3>_ggElbW&dFhpV>P-VslVID;d-q4uflE
z@Us5?iQsz(b%DPy>iLqUYUt;d^!F-{9$1ui?>_HmmX%GW-X6h8clkLfGluV?a*uUK
zOugP}a^3y#8#vfzYeHFLv;?<=%xH~_4(4fDH~((OGCE40(Q^H~RmLFa$7d;MbY#xr
zz^`>Ri-H{B6F~~f>JFC<!CfB4Eo(FsKf%q!b-!cP)+t8PP5!3Y-9JSUvU=8gc@ls~
ztT1QPJzyYE4W4xZOn3%5WFtvLw_e3yBBqJRIA0t>c{#bjdm47PmFU5Gy5QLyluN1?
z*6;ogB$^ZuX8q38P!qq5{EA$51Yi5d`XeguSWsNipiGZ)ACgOfK1tarXk&hp%i}or
zHV<M4pBjw8L=7GYUaK*IzCvhn=`OXOpL*D$jA-S;)TBUGGw39YHhJ=!Y;2%I@HKd>
zKST45T@EVRVeB2xxRMR{<4I`SwAL55P2JrO#c)jlOnC1OmkCf1qMk;fAX6@IKcC%g
zD{rt~RJF|s-DQpw-seG3Xfi1T>zE0w?f9kssv$hEC?wZI<U`d&K<{t5UK1u!3ak6`
zgJw?w)HdSFz`6>W@m0mX(Ed~t+miU_Y<292_ny3jydJV9Pb7{AZKPm#Pmz1J&iJA2
zBNOv-e<co%I)b`unI9oVCBtigc#PGFNidXVj-+XubbsrU6r)8>O#l7OVhHBEzLNNw
zQO?F4afOL_-g7$goe$<Pdq=ZGu*Y~f$sst-S=Jo;uI0U_DA1aW=~EHAHf2_vY%cW)
zt&96$t9!!dV4b$_lld*BSSdN4u?-t%3u05q9Gc!~u5Xb1h?e_*CsV#zFKIjr5%_t<
zrKyYEHTYxV`$L5OXBAPiZ>Dopd{>_s#eG!pF&x0L&Y1_5kdV|QF7O4uUD{uWF*Yxt
z`@-NI;6wRY&%1kA%3Up+RPd)mF|r6HM!IpN+LviA?|wh+^wadQ`%o=r>0Pc1G?^Qh
zo_1VAF1-D99f{WnE(e&gD&bP23+E){j16ChaY9zt^d)EJa`w$hV9ZRCrHbLN76)cm
zU(?!UaxCQy&)a7KRRGJ1y)hkA+MqwtsQx;BGJlxZZ07^THV}n8-^O_{5aNkMuyzZ;
zXYvG<xAZ5cH43Ahu*Y|2Bhr*^uYDYh3E|cTP2)qAVyo}<Y46J;KK$+BuU2(UgIDv{
zWVWF6j>NJFra~D!v0T3{^Igc8c^U;aJ>HLMzq}$ZM5bwOLDZy-lsMt!ptZSatKM8N
zv#}T&oTt<4{yh~@0m=MD(s4_qX4w(EFxECkfl=cj|0?4TSzf(<a5Ch_<Uurg#NrZl
zioCnesSTQiU3B05gzlT>bX3jU80lQECft@zUbQBcZSqqtpK5ZEqpS3Dm9>%XG`{%s
z`~BIBl~WP$lB>RNR;<DA$91~`NFA<DTJssR-5A0ybvfA^r&C`Fi}E%ICU0<hUY`bp
zZpsJdC3SR!&8jxrQj?C0Z4_^Zsv-+Mb!%|im%)?a?1b({@8<nfjDc`3-g>AjSnzr{
zm>?EbwnV?K<J>$>@n61j$`DBcK`<{KYA61FS(Z7e_KOg@5iB1S%=xtzIavK=h}X;K
zI{gtwzDw9jtkOHkJMlN&+ljmPPfN$t43wb2JXyQtiQiRe^bWOJy>$l~jha@&4M$#h
zOV`{Ys7dJ;v}$A^GjrW(a~KGz0$m0J_8es)ddwspmsm?w@PzZ6@kR<gM?-cC8D$`h
zsKgCbI14-PP|T!A3=3^{Hlz+qBk`F=v1OhF@7wB@?-(P;wT&cJV>FV=**p~O+2N!Q
zM#fLYFcc5Io_!GBl;xtN6o<9m7a#g3Xb{Qx^{z53h)#5JMip?C*U-L_h4be03nT_L
zgfI+>0un+mpF}UQ>IWLrgBnimC|qAPJZ%o6NIfqE`k$RDxD{``3faQuae8ovzn4~u
zk0+}P2~Z6W|5vnaE5Ft2ShIWaWG_`&X6aj<L{2>?W^s_8ynK5~Pu^BI9E+X#b4xOz
z`0UOm6^|SI8*G=hOa{%F_P)Jm`R>10Q0O?<Ki@05vG+E4!-GYJvu)5m8m%#}@KH^L
zYirQSPJ5CX>TmY!3Ev@m^kL?%WcgxnY5ML5C>^w4eK8pSWqoh)R|8nh`6J>VL?IKW
zu9RCh{u>cJbF7v}GJaoxxHG5SAOP0^dcpk6B(|9&xk~3cWN}FGb*TDD%-hccP9@%7
zTR1+a^N@^VRcYXu`WMACilrl?aS!btMJ?|j#red1S`7?~-*<`#`cGZyl+;^AIJ)@h
zq<1)GL}h*J;B)7x8xK$p<xMNY**<Vf&>^v)w9sE*T7N-k;v_)q+j{H0B6NF%YcUE6
z!$e1>U6{Zv^KS`XrSlh`DM-({`f$D7@;<}lQ&&pb^Aq#9k3Y`=3Scp3GGCfsO-O1o
zQ3KgM+aMAV2L14;oY*URoP=Ddd8~?`Og-SbU-LSEw)xN0+NT<mvvTnou~h=7nJ(0_
z#%es2Ip<WEiR=937sUD=?^;T8@u<Q`6*$1X%f~3!HPF(Po2iH2KO%%gGkiq1m1)DT
zF1}S1*>yx4=2G<kUXy_;XT+>)NKgsIybqkBuJ3L~wKp;A9;{2%iD}Qea$+RoO)-Rq
zpS03043d?3fTT{G2XWn92%0dy{K|+!{xjZaGS54dG2RUJ^nL^{W{gYs`+eQe`js&*
z=sUU6F||lT*SoiqR&y%C|2Rnw?QGO;xZv=P7Yi(|+nQMr56+^r+A11rnq;*D<pBPv
zhvk^bhuu;($X_N|4_}!+Q&gD(6^WKcrURv!3#S^$2u(O9v(JE?_};tkaTr@Oz1t7W
zBy+zp?fs+xBNMtw+f8c`(f0@*n)jo1xj{ycuMH^KA6v_bV=le4YfiYm72k(hLc%{7
z?cE(i^``H@X~b<Q;;?vyV>%aWcv$?yej2EgDI1g`w-e7w>txxv|Cs3XmY<mSq|n%p
z{9Hsgf^UL%>SozignIY$&Bbm|PQ%G|YJ4QtY8MW&K?URcxv{VokJ&oK%lj?Doc5j9
zehdK{pX{hCRu%g1arlQE0j1mfXVT~$c)2^F{gHr)5TIb2`NdR3&!5<`@o`6I*Zr6;
z=Ta-+6UsISfjh00T0!k?DgOob`Kr%}$rSDN;uAnA5`=#)EiJ9Ko#%jk!N<pEM4iu+
z_?ldy--3sTi1<F>S)}#L$+*`_4S0|s822T5l4BDTo|#FGzbtFG7VsiES7kKubH;AA
zln|)GF2J!@xO2qE#SQwh>V?d}z_8HaBk=vlj~e#_&BxoVc*VfA#X8HxtgIM-KM=QP
z_X4VOSyGCj{6l6E^0>b35E+YpFJ4>}Z7)mZV%TN5{c!6m_2#j?d}Gfhh&_5$TEiU>
zxsEV@R^}JVTH(W!y!Yz;QGzI;y9hpN7i)fbM~KRNmvy7>&Oi#5EXO6H4^C~sAs2HB
z`J_d@bW&X;Q9@o<5$oB&nW%64CjD)B=hqm=R$=20=&rX5`{12Z3pwWE?kW`xf!%V2
zk>0lobTQTMOyNv4h4dtfXAyjO&|BOSG`h3AJLXr&Xu`dnHV?jcBvR=PoBOq@X@_?*
z-tU@!pLp~OOn==<f_|2#eRb*7b06dDYiAM~KZ*%hQ@+>b;yE0Hr3CpZn=NeF#Nxoe
zrnqahvMh!WsglZ<l{)cMk*qDH|ES2P0wi6|k}F6v&fRN76=p58#K!xyRa`^8(|SkL
zyAhsIe_3SiQe3%DB2*LY&vi=4XAb>+kumJ*-~Lfo@j9baFx!0l2S&_Q?FTDYSI_i4
z?x27ejL-W58hqkO0^ew`vyU*QzJc+cU2UjjbV$LW$+&fq)*5OGyViWrV~k^=g>2{_
zs6RG&D9Il5V_x+2fVU!JJ(&Y>N`7vMn0MwrZ$QAr@+$+S&}Jj`0j~)@=N1xs$C%F^
z16B^*gA<0dC=CtOYD!Cs=~?kv@~Bu3i}@8LIOE=}yH<>$@v0t4w9bSQxj#)inj&~{
zlyhcl1WAsJV?JLqS~(023OU+phSNKcdeCokr<=yrH(HwGoKH^aqfpZUDq|5C>4%2L
z_ag6p?`%LUQn)6kdXCzsWlBQ$P+L&ycn1a>%Q0+4r6<c20F9-;n(|IV^H}yup-$7k
zrIFPfNPBV$O#NJO72gNHCRfX?XXGX}X_UEL7$6zDy3;-|>92<vlq`c+$JM`wuu#}o
zNAoj!^H9D;<hKFrX>2={k4A#Qyq_@j(9pT{0qWz`)s&(ZakQf18>?vq<mhO@DuLPQ
z;N(V+qXQcq(o29(A}mk7sK$Ud`fH?@jF)$J4%exfo0XbQ5%Vm+ghm8GgsqOx(yf{^
zwT(*Ay`E-zw#3hXg~hy*3F^m(!OhpL$cpb)O4l14jD?1FmY@GRoQx!oRE0QtOfi36
z3LQCWX7|JKL()893Dznh%iagJfhIw(+r^&tar{r3gBIYJ5L6k#G%je%fo|;+G_Fr%
z{NUHlPj(7arw@8{8P6Z6JNNJ5;l*G+y4+9DZ2j5iz-n$`pm!K&`H?gtw?OX_0d8)F
z_vBo-oNUpxdkLWSEaP%zY#NxJ!nmt0D}&<Im_lHh_K8|D^xkQHsy|+aF~$%(*=0T?
zvX))5`f5_eVe5GMyD#I`s+}Z${p2?Eqb#y0f_IiU8BmH|T}DeyeTu=IV2Pq-PX*ge
z=e-dzgc@Mues!szCd#9pc;%tnYE@PS5o^8oWMK{{^QrVr469L6!reDT;{?CPza6|q
zscFgDc8q5LCy@;P5zNmH6U(~t+BGY{HflNi=4Xe&-Bo~cvN)fem>(Y7f=FUw7qKyb
z6vNIzn9kkU0P2$S^O;HP;2=)ro}Wi}OjMeNP)d;)|HKx^;eflm)iyH^m)$0mD^(xk
zk*UslkF+R^MQb^M`%Sh>YWkbwXANDnx_D$)!z$`!vi_!Hx|37KVmUdPjWF9GQ5QUk
zfW=>fVLKdj_Rna4b4B#Ju*k%HW|}7+)%SS?lI};33V<4rrkiv}3j*-ZHd3J_vYy3+
zcoh-$b=yLSa5_WQjUH)oSWRUiioMN1BjkgyX81gS<UGEraX@RZl&vgFur1-IsW8@A
zo6?VzPD;kL{%E9D(Wk5@#8dv6*<dZXM_v9gGr{ad!oV|tk~rh|r6DxOgVNupb;j{V
z{iI26*G97McZpy2FXnLc7G)(5uu_w((!<ActN~if9r3@%=I#k1SLEvWlrewjg18o_
zfmh@fDpr(}nF=c#+L{!<f82iiUZV?3j%(GplV){?yjv*~(jvi&GKnzA()?hK&u*_h
z+~J^^@}I%&*NQxoQw<W7;ALDYk8b2}ojBjOc{GGpXtkC6NW2~qH#-!GnjT8^yt|{2
zlb5GKqwMqQFv-+>+w4r8j;#D$M2yrcz)*4ys>X%#ExT5}I7RMLdXB~eo~3L27tRTN
zX#a^O&Hg-S3I}cgThh=DZ+u)oxV(72xy^wyhx!hl=C_1x6>2(FII<oVjp-n_nRI7Q
z$(ieC9o2BnAE5R2qJv8=dON|;KFYyQ1b0!W(@EdHK|haOVbLMKvDlC?3pEn|Xot7S
ze=K`{lDfeUzSLWDH5k)hRsF-%TzyfrVgplY<6RUp$!&|>eEe9c(yXQ)-dT9RD-ApM
z_25u}spz}jC1X!>H-;ffbg-|RS3<5<fSQnreVviX`3k?tOTxkM69@Vq@parOZq>4^
ztTg&cx1RH}Que2-!w^-{_Mbd%0Db=v)9h30%@={Bsli_)3V%j^O{#ZbbbTW*EzWt3
zbU?}_b^s^oaqOa9F;R-CV83{fF=LsG?V)FwHE8zuFx-u>s+!v%Y!ol-sk~o=k$TTe
ze;R)_OSW62pK{N9GW@_iP@XGM%Owz6(JzI3Pg2fwwS=kDWzd0DPvHKkvNXh8`fiu)
zYN=!U3D|0}YGt3fw}H8IW=M*5>c-7z+3LnuS=h!kB6-KeUnj?U8^u<;T$smDQUzD%
zi=Wz9#KuM=i@%-hZ-oEyz6$%&wQu_59=s5!xn6cA>aZFu`I57`J3od#j%7h|8OQ1E
zVHe(pTZ#-RU%q+;2A#?*_^ghWoRN1OpylUaH9iefrqx?IJNk-^68q<*oVs!Mrg*J<
z)<DeaVi!(c`XgbqakbPxzl&!TUwFL?DXm!crUXL}-`GWf+LtS;&jw!~dcWj9Ec298
z1y9I^cTX%4<v64))SA6%TMc+>u&eM}a`)ve;YGT<3|4WqJ=EtWVcrY7y|VjhbLT_H
z<&h`QgY*ufrN(RbSjZa+M`<UF`^(@tUi9oPA?5VqjSyFVilD*5`N@znQrF#kOzN(K
z$nn=6qZVT-pwsZGHpF9*ZGZpjeK(N-j|N$7OJUDNa^qeSP86>{3;xWc`w8kA;J*{`
z++PyN@ka|shp-xNkKqN}9CdC!-ZpqQX9U+kX+x2s)*0}4f&xZ)<J(BxK^I(qXFLDq
zdf~|2>TR@9#qG`oviX%M_nX=YAcwlwKvF|!_<i@s_Sb_qBM;8y=x0e<V7M?WXG@;^
zq22}Po~Q3c5GxWw)cTfLXg0oI!dJaGqZ9sWs)1+BtI5y0*zEgNkmNxyS7SVHkGD|o
z$S)LfriS2zs#tqV!n*94$;ClD_@%}CmLItK_LyATq5`+gBpZKt`PE);EM-qj34998
z9jKRL6~KqJKGQU2k@t|tVhoycH8!<lROpaCf1(Sis>L`yb><%6V^|BfBWvQvpXpSb
zrC2T5J4Y?++2U%97VQ!GXzyH4OxJro!tB1Z*~*kAJfu+|N`mh0?BVe$JXE{4SCg9N
zm{FUzRPcC^=naj6du$TIYRr)pq#CR7w3fF!JYICM(WxQlTmaO&{90+l^p_~7(l~qX
zH$Tqm2Q|mtQo(QeNO&;<jk)AK_su;cizMVl|H5{lajhi;BHV;$VvLOZ?h8+NSvE}}
z#(8Lb8EU1d32!rw*x_-HS-q`|Es7&CetFt@eDJ2ch<`z=NBh1M+rYKk2kkG&j3ZOw
z6S}qTr<Sx|?%2n;t7G{xgh_g4WvG+Z+=JrlXewog=a?O2wl}vbuSXlkX=%icwo#0T
zC6{A24BHI7b_EAIx8kZh9Zp^Np#!8e<ygvPzk~RYJlv#QElaSF1RyGEYWhB-*INTf
zB3TAg@RF@Uy}eT;G(a9I%!hLG!!;pc{OF}(*#jL6Y5Xdhl*{SI81O#$;$D;$Y4Za2
zHBcdfz9z1r@y}2uc~<fzWp}lbIYTI;r!AdO({}|QQF_~xqC#l3T!bvP#xIk${EM0=
zAV9M<^9tooXu*RqMGx6ulVo9)YApNb(b<#5skKdvt%|uH9*tlbLQ;T#plF?BUfJ<w
zp)RSRu^lyS2s&#o0bsTPni*OzlL@y>FXbusi4d&|IrwHWn~o53WCp2@o4zJtv5(i<
zw~i;zH9hVw%mV+0*q2YOEKw*`gq}7Ebf05q=I5yg4@OGIYK8}t0&>ebRo4ZTj)v}<
ze>fYP!cr?<^T&MKU)L2CTA1$kKTATojLx8<=F>-x%@<{f!Cs-z&TX*peQz{)i_^m`
zCXz}{{oVD<nYiE#n(pIkMbJs6hRuO;z>sVrAIm;4`x)DX2g7aWF!N)zWr$tkC^ZD>
zjh)ljV@;QvohomDzBDWzsyHB~qNQM`qt6@gEw+em%`r?csqMRukJh+P@ldre9C(fC
z!iv+gCBtN^$zVb7Z<P%!A=-QMBA>nB!b;69eM!R|>rPGxf>95t%f=O>oC*F#QS5-#
za^B4wbF_wGa?;#8(vLuH*<ilZTS78^Al%dl?N(N{I<|w;@}W~C-N&TX+GH9!R;eu?
zBRzr~%Zr}_P^lxTrZ)tKpB~3>OlqOo>Wv;Y@`;O~O6?{46QFr|bpxME=NU@@=k)H8
zImLH{m@*`@XKWGfqVOg#GYOIZu(O}Nw{a=Te;C`Zzz6x@R84I2T+OWU!Q_RA2h_iU
z$7*r&>7?keIld-DkM{71=+uRGaG*tW;VKKP(mZ1H2Rj%0Cd9~<)svrZFy&5k@!av(
zoK2^JAEuvh>v~ao_T;bvf|e})<;ng4X*-kNZ|k7yplQBr!IcHR>@Ax)x0K7o$~_#?
z(dzAo48H78p*c6he1!z~3?UK$Az?GK1rKB}<etVZp=t)}zFO%0d4wJ^E7JN!{Nu(B
z!`DCJMp(k9GB+L^E*_Hx6_h|a<`Z0V!Y8X8pyJ8L*FUgGxhS^L^wxot$gOuLq+?^p
z<h6>Wn%!L^{u0x&`8<^=-nsL^N2Ixc#n(Zrnx{_uCc&s5PdA=HhI66;^qsoe@H_Db
zxyHxHHn4c3Ut`oOiq$ai)rG7K@<c6HV>+qC%GkO&tufq7sE|^%XkpyWl)MkUv`bJB
zHzHwkwob4+%{Aa*)6=UR=x%@bnWbbPNIUL~n+G4fGKRCy$PVhmk~m^qcm{m&uH0;m
z&;TRJbq^xuHDyiz2ugVdjrTZ%Pmlk&{_j41`h+9oW?aYgaz4V@>~&E%%m*lo$ePg~
zRDBKo+}av7p~7j<+Glo1S2g)*vCh-0P&pedC@`BzF;^^`m&kk~2hdGMdAh#}2?@Ek
z8+-W=$@tdS-`<S<*I!NQySqE>S~FB3_k9FCJ-t&;5!eo(1W=y9uXZO+5_!%*`6}`+
zAzGN?0ATwxz`ghWU<+XS$7BJLuyRUDPqMZZ)zvtzJL6$ZO#%QzpTx`OYQNtMq#pj0
zCHuWIt!};5YcLoLy9dZvre~Y|#pT~X0tQGe*i+d6TWoY}EFHr;GIBYZkFRy9(Vjf%
zcxGrQV#?sdhgTP*#Dao?Bp`p0q{w)EauSk=t-<)N8Y)JWoS5lp)pEV2xL;_$l38X)
zM=?N;r|<x+t>Uz$u8#L&^E=QVo8Of-!BJ?a_!09R6^96P>=lfo4|>?Mpxfl4pY?dj
z$r@ZqOCKr}{Y?bxre>wAC7I|#n$d2Oq6nx|@kv|xc%fsS$763ozoVh*6D^1R#{P1;
z+PLGH!sz3Pm#G$4-y;vB;v+fO<64Aw>?bbHqF3TEaQ`~e{d4vwsu1ZOccyML$^^T3
zLeMMTE#8giH(2&L^u}KDl@c-$ZzNxH5P#b=w?@2p{`gVQfiNY%O<(YwM}&o0mPt}n
zniS*8sYyE)<E|fNhIl<Xl+9BlPIhT0Qah0`Nn9T@f#TILlRtWW#(K*14XqA{$}BlA
zvm;32ZsiceNnuQqS>m%fVaBl!(oV+&*J=E`XG*UqF2m1M_05}5xR~p|{x}mu2_Mb4
z)W1Pjahj(0zlsMJw&nDA?cifPK50Dh^zDG%Ts25Zgx|8r0!pTg+h6!`d4g2+A9M6Z
zXD(tE6q{G0rJbbUQW&=1E{IppV42z+<~36YppQ)UO697BBZryqvNSbIneCb~_8o~h
zkSd!K(JV*>GAHgiwO`^@R1KQ`I<P||MfrQ;$A&Q(yX8htNQyQ*slkzinwVb}hSLPB
zU?ikGQ8=chkY9kejFT8rMP=u}S1lbDo|z9~Ogg<${j(^*76@5178M@pU*%}9n=xY_
zB_B@~BM%8W7oQNNvX)`biv^p1ltyyUV}}6heYs@#z%-L68;c~d8iO#`@4+KD2jTbG
z471Q^jQ2)9VS&QVx6H~K$W`(zlb83bo+~lZ3m5A2Db5e*^uK$OhUM#10liqW-8VSv
z{)i8h`&%EJx$n`#aE8r`XwZGsBCCvzUtt$Srqp6lC2PJ#fF+&_lc6|Og$m25ru(%>
zlUS8wKY7<~6({GnlEt&KOp14FCFFMm#y@OhCIulNVNGhyLjRUi_*$5uU>mLoc_vKE
zQty_XU{9mt+I@%oQu%EhaE$oK(KWD{>VAWatakpHtwe@vka<`NIewUh04^xadom!z
zdx*8?!;daaY!z14skoxI@Ln%@wI+>na2KnDL;FE9(Ef9t=G|RmGiAm{URAC)!ju8u
zlKBBD2mQg2>qkThHv;oFC)B?XPk#ZMuY;~11#==6yO=aJHcOicDBUiB+Krg_1idJS
z=_DN6$|DQ&K)uD~*Pofx&~QvS`hFraSBv7JuJLkfUy6k2*aaM1YikB!NigUUpgC2Q
z2Q{V{h2CHsH1-FVvRH60r)_00wzlFl+5~-9a4F){)Z#t43ek05t-8I2|3|mjok03}
znnh_mQ^$)oUK=g$DDlH8KDOVo(GNZMuABG$NkDjzrO{TpYM?7Qt6x^sgsh7*BJWE_
znrZ|w;`XjdQAUuAy${ap6xCOB98;RUpFaNwYC)C0$*?^h3E%J+SoBQR9^UkxHNFz@
z&*ZP~YAVF-{Ia_Jgy?iQUwMguTe0f>gsU&%b^SHMo~Cg632Oaz;|BQcuQTC#Cl<jE
z6R<2%(Qj8S<6veXMp_wi&fgnDd(@<#RHFkuzZNLED7RKrU5&y^*C7m&Wu=jaWHuD~
zwS=BDz>ny_@Gt0qYaD5#D?o&F?5U5V<wfYr)343kSHa{WheEbna!($b-~q=yi4F`}
zdn51s4cUj))yTVW1BM~oc2IcpAq-l#s15MryEwqKcW2~=D;_|m=jMdK_-hD=zJO-C
zmV@umu!r&WVc*6Num4nhAo1#tYs}{aEnQvM`g`N`pNij!yti-Dic<&1{@%z`x<2dA
z8!+X#o+*Q`i>fk3JFO}$hgtj9Z*|X_`BP^j)jr{_nm!?%^a%z6%!tc`+x=LCJWjx}
zWW_##{QXM4-2ADSoj)nh<(WP-qXgX?j1>D&vi_9Hy|J=(E#sFbaNhbD1AlvoXW69+
zZSnWme7Ktm(C1hTY&JbYoBfeE@sfMvvRWA&8X&{=Cve{O7z0mo$Pg!$;nx`0Y<Yw>
z2P1Lfl^Pj{&nm7!JD%d)g}i@QS>9lu^&P&jwoNiVYX$4Gl1zbtnaLQKla90HC2IYY
zj$D39>AyH{5Lcr8U-8?^it&zsLkHSAOos1(j1;_=osP3y^9BvKg?fFpl6ri##4LC`
ziAUQ=HNKh_hp)!r|5a3oasNpYx_4+MlR-<1d4KBx_h!k4&?dkc7p}+P#cOsW(xd0e
zxOO)dy}LA5EWc8M`;i&w9^xoheiL*LcEqhmX$>liWDBYkOJJtv#PIa&Vw}DjhtUJQ
zIseY+;AslFw{ug}K|43xdXVr2>;012_5RqzT%=_dp?f>oW=&%w0fPPPaZ~A@tPV2K
zJ=k7J2llx2_)T<B1v9zBgWC95<K*QyBxe+{KJ(oqyhzAHPdQyHJa33CKsUL7Fy?tf
z3v=9569ht-fAkfT0cT7Xne1;1k>Npd5xTi4J@ark#;tmuc{E*k56(Z{#lRhrc$QZ3
zcI8)A;r{Cabn~%LEZ@fhH(%7DgCj3tX~f5vZmOFGVlzsSmRF8$EoJvK*4JfDyT28k
zr@kKK0wft3TAJ4_1E~jN9>#S2YxThBASMsp{j3zqC+}~`1q`W!*xC7q8Hi3QLdO>D
zcP5(_Pv1?0yPW}(0Z26LG(x6c#IH9}8ovy!lw@c{WXOI484A%+uI>q!9%n%`^b|bD
z{DIHbK0tOsd7~>|W{ZU!eS%rteZn!REp~30E#{Ys+2^22ha)iM#}}fTmziSuUZ%MD
zDqns1zs17RkcTlH*=%~s5L+0v<vC{dc7(T`YStH(zBxJv-Tkc<>%rd|x1MJ;tRC*C
zAv&=D9eu6Tma+L{4AU?8x|*ok!K-|9^Hu7Td@XR3qyOM6|4|mAlZ(;8Tc*c0o~Af?
zCmqSzW$f7SI14Y5i_xQ%1-A}f<e+<ivJPx;ODRxAy$(_lotUpy2Za3MO4bexbk#qT
zZ}%6U$&)eCnERPLDP!}&2QW6|!`D;9p@Up>Z!J<RzqP30cJLsbZI3=|7Ofgv{CM$g
z%pBqgZ)fhq2<n%?3b*Pwtb|jBmP#@#xr3R5J?fN!X^(M*=q6`Jj4gVb;ij7T7GeIc
zuUQ|V6Pqcg&hIF$!j_B4Fc#{-*U_MH%J2`>1L4x6Oo#@bfM-}ZK3jdCdu*ub7n{Fj
zzu2LUesSw_%<R>Weo@ooqh{-%F|<d8@xkYB9v?hRaq_O*`0ykPFH(xp!_VUXk*_9t
z16xc-bRvf>JSMhq5}u>a;IlPqY_VqkC>NN=&L3TI>w)@xe09wq-;~;Ubg;u;pF_&c
zqucme<K(4SB&W;GA>;GVvyFoqUnv{i18fy#2(-bir|J)EQK*M|DTq!eKu15-EW`D|
zu4N>ndwX}qdT8J9dAu@WaTO$zDhT+BK8c<{7uWB`ar-IHxb_Y@<JLp<2e$leehMl7
zdAjO)N*hPqib#D!I}pg)<K@?IcQ!@uPmVy;emz2l?!~WvatF^bcJQ36=|Nsd%>V%a
z07*naR4CbE2wBrfeZw^!?f~EPEcI(TnzlnlJ8<UkSKrhQ1a;WKLry!W)k9P!x(C@Q
z$`E9aTTjy8a9xS*6Ur;e>LQrzfAaSvfzj6^(zxf3-sW%Ss~wlFDgDLyW9@o>b_u%K
zDD9uLF~lu3hsD+$K;QK6b2uM*j)CW6@hn%ic3Ms%QHc)Z4n!dLBx|nMm7a04<(HzH
zjlr9je>4)#M<OxsLL8pS?XN4Bs4HI!*E8O3?TbR8Q2uFFuU^f>#E8XW^z7M_$@oVS
zi(R~Uk%|48HER}gU9)D*Fk{Ayw<^QY(UFNkAv}5Vgb6exu|^~|hm<pE(xlp8K_eq0
zCL7>?mAVpIQ2rxSR8-VP()#(a8(ivwMC8tyGlvNh95`?w6SzjQ1n%3n52sI`#)AhB
z;N;|_khYTqwH-Nf1a@|I7(RSB)9~Wr;&ABDA@u3fhiSCxSi5#D6a7nq1%LbPHzu&|
zpMnI-b?n#?&z?PF0_;fO9Elh{apDB?eGeZ#%%m!<Vat{+IC=6U^FMw2_GPl+5nYl1
zxVv}n;^@(%3il@|N6Ggk6H}rS5-3SNBW0PInsQD?KKke*?BBni36T8o!w;DN%X8<>
zVa%8@c>er3mMvRWdp#+i1k{m^uT7gaOkg1iCM0E%4!5Di#Khq0)vHXskU-A*(9vl;
zT}e_>-46tm14grQOPEtzMRJ?@304;Rh<aWB;y&TapU%TpWXPP#!$n!S7+)<pkKymO
zfRUl<Mun{6N)W$ZWT-fa5gF(rT8&fhVWo$yL*3zHqmTSD36@_<Li@Fk@#Krvus7i&
zt$^KxqI?3bl_3vl1&W(Sv&9l-;|R&TqHwLQ4r0`7e2*)y#FYXu2Adn;u!jv^msK*G
zW60+9uk6^x#A!ArD3nwo@JS-bd___Xd}nWlAr`6|cWY#@RFZ+bf1xHACca$EWb7Ga
zW`Kik){G2fb4+D5@TH9@47IfosL#i;v|Kb3=)y`@8%J}BaJRUeIR#sutTG8BpK{uF
z@;)k$dl9&qi2z$WIijVR0QnVFSn)Um9ZtmH@nBEb8>pTRw(CU>40+lZsAgd|t4z$w
zAXIEmBo%y=+$2;{20pfSaY9QAJ>-{5up%NI9gaog@h~rL8KSdcsH=^EO-<C-fl``!
zqPG{)O-;(gl~v+Oxfnw%3~<DgwS(!g#14Sj4y+waw=-qzARr>4)(+-4nqjD=svTri
zNb5oAG;tAM8!w8vWr!`Q#HF%I46`x9udVHwP0}Q=jo9M1uI$3{q0|CI6qez7uxxBn
zM^*(}4<xIJf*yD}h%PEoFGFbwhT9t9M1TV$!{ldasH_6Mb(bxiKP@an$D8petEz^9
zwiXVxwqr5~HaZ<ta?4=F(?+y98A>a0DYp{Ctc`HokClOJXeTm!(^M)$S^**o%5W{H
zZW$UwpH!m*5l^)}sM7&y50~>wF;rxTW4?BHT~djuFNh9+Z(P{Lus|a{Y;MknyO4*p
zaxoUhWuyCpMBEE<hM`i%!<?!rwoNK+wzSaF!b>%W3dr-Yq5{!kF_xOi9`F#>7Z!qi
ztI-B^KkUnqaQDlkUS5{hU;cxVazvI_VwIih=7NTjBVl!*oN<k0et4xO`<FZq%gYf}
zS&3!liayr5f<ll3HOCklG^{_6Tlgec@rfO9j}4^W<E8z<Z$S=tSzO5k|5a91<GW_E
z2Te~3%FyvfTy1}F*x#PXAgH1P@n5WmQfWQdzI{F9N^OzYo;;S?T6k4azYGylTU=r!
zv&F2cDil{&V?%KvW*8XZD??*kE-%CQylm_@vqXs8Mrlo#&&W{C)`NKy#d;v`W2?Aj
zAesI0s;lsEG3$F0iygu<#3uriH@;`>*r0SmrIkPjQH9*L7+YL{iy4*p(8(AlJ2>N2
zQ3WPGNMZV<Io|3w<-BR1K-yzWMZ;_{s-hArt<`5BAnjp6W*!C_3K>668Etb@G||yP
zWrm`UPTup~xlc(YS+sP_P2qO-5PNczt}e2+?nTD3^>|YnLwjtrKC_?>pV?S|tsRwo
z=HFuQc#tRT^;v&)bz3`(zm^E6{m+^HnLOaw)WHEA<sPJ{v<Cr4dr-4^Betj#7mJJW
zp_2(tb|USe924)6_E3#EEktj8Pnn;<;VYG>@e@ibaXGgVLq$e7=4X%Br4^VOmClS0
zHNH}ykpP>$Y~U``MOuXf3uCj;{eA-O1-mHt3E7ou{C1u;UgX!|x0i`A#L@sqyln8g
zv=Y-_OZ|37MPGq%DyInf;wpS(#hn3E<Lyzyev-Tn#F>gZ5NBjT&`iA!w9U=n`iD#h
z*<1G@bNQR=AWu4uC}+4L<H&1C{W^FoE=NpNCFb*G{j!UeE^M^4v9dG|^MqzhX0l!7
z1xTxwAhU{nAS{org&I3Z&xX*0TL&bwpN@qod@k*0(tnZwyVOnlkhElD?KOpW9^u89
zFH!m;7CdW9IDR(?EidlJL%)8IsLAr&Pz<asP@JwPZ&7*{1jdHY5%3`}HHMas4vNzi
zHx!Zg7M`kWK0FIk=K6A_>&bfqj_U~-e_TV;>7mHJau>y~5@6Y_4XoeqfhJO)_f79v
zJAYE@6D;eR%h$}GEDUhiQ#OAhfkj{0OXu>o(z*QOggWO>S*2>$GK9K_%2BhHVJg7Z
z9?tAqMuh|`?x&-}!6-Z)=?!~B9x_VAOtAP*chm4gTU#t@Z-+nP3oz)^EBraA89Ld&
zfeg8I$k5$cwx04J9UTrw;qgaGGTckU4{dC*sGU@X)35O7`>Ha?d{)JJAn#v^>z}(k
zsw~F~NhOvT$>uKEQlE8WaUrG~7~@NQV_dE%!)N)~*k_`JV7b7$T0ezj?(`;p%1WER
zf8IdeH^^_VWc%jDa(=tK4j8}PfYrfxq5~~Ozg^R9fsvucXV!fSU(M722VJf4y1X7=
zO-CC?bGdyrLRL;Ov!P9-wC-kQVTh=g^>2<+$5#`&qM)!0%{wiDwssR{J$=EKeeluy
z{)*-2ma=Q@N+-pWljEae>)$X+_;Ten*jgGWY;u!l=ZQ!d3U%>*cUeH6>Uw__L>7wU
zxs{~>qF!Y-Ooqj0U@J1J4e(2oW{DJ8D&CX4PtQ~gEY8X+V|5^RI0RF^nGjJ8JhA)B
zH8){vsjm<;xc1AA7`Nae9D47Bj*b>c4Cv<Xx}c-K>W1&Ef(qtv3z1ULq{x_u=oId;
z^jcIdwp~iXgGFuecTn@p!%FFyhm`>jQ5oDD*_&DFVe4Rbw6qZ-zf^)1SCY|T{bM|y
z-imqV@kZqr*64tzs)J<iVDM{^IoNg~5f7HO=lnYf_G9j0qV&v#Jdfd+57k)@$#vAj
z#Uwmf{MYLttDu}M-&C=DD^otAk_zh#*0CS)JIX7opsm#e>n8Z2hjb%+MqW9JO2t@m
z=mqAF^1|ZLEpX<3IzCu%3l|o5Kqt8Xm_{dqQbrk)VJ0fE9vMD5Et6qlt6CWdy#hoS
z*v=L%*7|srT7++QJVW1auj9tbE=)h!Sjw-nJs9!T_X*LYPe{gtMQzX!$|@w7z5fM<
zwXuegl24XZNcw|nh>VoW=OH?k`<ctN7kSurH3bjm1*t9br|@{@yH4s}|Eb<t`O<nY
zQ>q730iqJPGv*TViz;A0=s2@MmZ^tnLFf^nco@m48%Y@c!*!IDi(zA~hqKGO!9uCN
zYx@JGzKpz&PAaa`4je|GueF1p$G1QaKbeiM`P3WZ);)pa==0FgZo;moOlXOYa+`A%
zbU?-@r9<be%!m&1>(;>sM^RoOVf4LjS}=M9at9lgl}qr|#s?VQ%^610H6PAr^5zDA
z?U}rl>NELM7hYia)MLyBYa1&=oZUGB7D{7rR=%_zOgZczu^u}Zc2Z^sll{>{E_igw
zfk;OGlLyLz6x1P;;s4k>3-G9p@9%#}vKF_EdjbgwE(uVexV2c(3PsyeDmX2a7TQwW
zDZw3zOIx%QcS*27kc1F-_uXvrJ~MZdwYwpyZT|0XKF_lc?B?#Bvu9?`oS8dkj)+Hw
z>TCj$;kcR%Ei`4={}d)hua}{!Kk|)_$%Xp+<K-lT{}@v3y^r5d$9tg>D3U4QY$d{(
z>CIu!lTE8m$nY=KL(kSuH0zkRvl*h33h~X>N9Z%_3a+o}0%NuH?!ROgU*urx)g*+^
zd5v8(s-ayp^!RAtI;ac%QDcnO9v`e~Fg}b`8y`O586QF)!DDRo<3pYD)pTsLsCwH>
zWO(<uN`^0*qkBvBwy10iq%9^D;G1m`==050TwmEmvn}eIKiZS|V-3fqMQ6DEVl~X>
zr;TbJEzzAvzsjkZ3@fiI=a8!Yzvk;V@yQS8;oft*Y7Y5b7j$f?8#tYjqx2JOwfzJM
zp2oh$Pw2m2=_eRr?X))Nt`?+JQ!=vj)q_Qi=keNDn2XT1r3dD%K8J>W4s`y$_t*Ql
z5grRaFCJe>-`+tx(iUDHd`kFg$$7Xqm}?wvKsbK>1>T*k=BI3bU)N8`Db`cIDW1Np
z;d;ul%W!cpL$|ivew?(-A`}$Kv1s#c{P<;iES%C2r?19f(8S+xe)~|o+1mZTU(@+b
z|C)}W+hO(Xz^oSS;6gR+;Fz)<nB$M_@9MMz&2=RnJ=D}Dthogjd$X#b!2mC7csQA3
z*4o=NTcDZ5gk}*;NGn9L*1@Ox*Hc9LeYMK@<NR98ANTRkAE^wbmCvJj_D|;Odmb&q
z<~Q8Y*hYd}xdO{0($V4M3p^a)PoGBzSc&0bCcro0$ynFc4Q3`rSotIa2}N=w7t3p2
zeqM?G^4pQ}$@6dpmOn{Hhf`5_*sp<B`6*b}#+55SQdxe{>(|a13<kpxG;iLVChH;z
zqevXhtXZ>kt|7sGByPyULid?jO_@G@I*r{SiO8NkdxkM%#^_w*;NXB`$BxlBn*UYm
zPLvMgKOrhA3UlYqtqLY18U4<jIfKN+L@Zvsn0CI`(Xe4d8Z<?+yQxE>X}fjnhI#Ym
z(LlILLPJAouwU1%U1@L}iTJIAWRN2-eSGuHH<&+vJ`F4+0fm*RJ8Sz}wIRWVe2{2h
z66{ChA2)7X)#oHKnPk=b_~Vb!t5>foIfwxx8SsqNHd7G2lJAlXeAljBqrrTYfsf?-
zB-;7%<;!T_zJ1m8#2}L2r_JWgn`yA$=+UFGVZ(;1l&2&}bMWB7G$kqtplsQad$3OG
zkOcdE^wCGyxN&3EeMXEJLFKL~mFZVWz#s`u{J+G1ovwA^`m5M~JOUSf840o0CTs#Z
z$!XXZhfskEg#Pf>KUQvAFH8EWq@9-qf)<5i<Bb&j(EIfPJ%1OH41;W5S>-K-F$oqn
z6Cp`fhBYZURlzk!vkGu9Gas9M9S|T9;!%+dGh;L0BrwK%Qp>+D1KBi0CO{tcoD8NS
zB+JY2b80T#5JOn+<$y0@(-9OAM>lRZH5FlyjXCbuFbhj{v~@J2uS(iEnW52vNNkME
z#1E}?vkz>4mWB8HY#`PO>iJtTIGNLzN(OT@+WQ0>A7|i)5ZwoE+aojaUIW{IOa@X1
zq#dmGb)a?7++2)gSs7L(<x~ay9my=ffs6udsqct}5+NQImE!AHq#c;(-9TJB87d$Z
z8Y48&k;>4*QjDaMGOT!&MT6Z)R+MSa(r}`s8^k=p1OEi%#Cfv8I<%1!Cxew3iA08&
zOpSoQ24*7Me#0AiW#u@Ml812*lksPWhfdJn|4AJX83e{y+fYr0(lV@!&7zywi44=9
zr{Q?>e@BKoVUv_Hto2vwz=G4kiukOmfWMw<nGGA8i|EGwfEzJ5oR*JKF8}O-2Kx&O
z5g-ttxlpwbN3!K@EhxZAN5_9X+wPw1d<2RFXkq&I+V|gKZ$Tj%5*>(CGCVAmVM|^<
zPCGmOD>@){k=TQEO`MhXK!T(aIhMc7)Cl<VHy7bf2Os2>DR4MBA7dXR;m<anyg`5e
zNIgglR}cG(3lU%<Kr^+rSeY-QyGV?2X56GdNFbz{KlT(A=mgyTUo8JlSur-1=3utO
z4vmdPG{fJ*;w-GMXN>X6puc|;Vv|U)()yOJ^kHX9TL}`2<yiJC<1YpL{ar|QzlK8n
zZIJ|CeUy|=>t?Z|{-D6xV%|Okj?*R}Vaj(Xy7K@cUr)F$`VNjWK1b@}pYdN}sQy^z
zd}c>8G&-d8nU$O5etw*RTWLi&+T9zT=0aRaDZm%k6X0wrKsTN&e}BbKq5Yw?T7M{#
zW7*RT8u0gDK>S5MUulKXS0eOOdzjr=82}h??IjMU<zbYI^*`dLtoGCL+Y@tm1O9fV
z=ApZdDV%xcxc@)&M??8ZX6-}ZFm(cwhz{=FhtS6pE{nc{!;CMGws;NxOGtLV2F3z3
zF;UqhLA`odZ6?L+qD-{SO`!Imt%(>NOvF`V=ikMuV=&ym8jt8N=F-4EiLWQTm(Pa#
ztj`cXe=WTx`^@F4>x&*eqt~^Lz6ARry^*@@5dN<dG4Urf-82tfo}Qv>f<@8sh~IVu
z9%BamXEIdH<-L_Q!HlyBtCMr8f}D=f`BMQl`*Cx5lGW_%xC}T8P5$=$sjZ7SeO1!V
z*&K~_KE}pJ>G+|YE47(~e!f<iq}(vp%)t~lk_)i$VY*JR-CvTy*_^&KWZ3-}8za*3
zLt8Z&e5^33xl#tHQih0sMh5Nde*VS+G!>}&BzNX7&`l)4SW~XNK<cxWVo!0QM!?_S
zWlv5%8X9=sKy^U;c7aew2i?VDj5Sl~fMj$1<sb0d4c!-N?5lY?;ET9_$5*Q<2Y!Em
zUyg=j&(9wqsDUHyKTg8rxyRt*XoZnOTK{9^EZlMj`%gc|g{^~l*V+l&jy=J9Zw2W6
z``?x!^b+>}{s<TLje}TRea7E^rTlGS*nj2)E^Hj2@f+9ddq_`m|8+$lcsg6)a(EIx
zUwBz(Q|DhHzqkw|Lmy$oM?tXH+Iaq7($>?GzSN(2G+KHO8*ioHho1lLGY_hRH4m|2
zd}D*@fXcAe@bzFJF~PmHUFk;cbNACRb<-pGIGdqU6KU1>*uSkaCM!3wH}kc|jVGDd
za56?`1NZ-V8A7`$Wk|!+jSu1DWQI;nx%&_Ar0RE#y{*v1+X{Z8&(KUVUDYzw{9i1e
zw#9Xiuwh&vZ=j4eBy+^DH4o{WA#`-$-zvMR{LPQCVPt^b^21)`VfEQ~+?^BrudZ{G
z&B*sQ_d!9ioMv&Fx;6|x&gST(^bZN0n>*2KNI>1D6Hyp8_X=*V>qP@b{&x8i6NInq
zK-<CjhnbkR^$C0&P0>l2IrQh_uW;*G4vu}(3Z4!UTzQ;@FE&KL#a4`NT3MX_mJYVO
z#kIw-6ii)v7d|dT2ddzfs&+8vGD%L3(5cl2W&KqauD^!;Cm!R%o)2~WfX;2aaPPN|
z=_c(>`|n}cmxpol@EE!|`ybK4h8~;_?xkYt`ukivXy!n(CaymE0%7ZV{JU*YBEY@%
z-IX$=Ve0w^oD5CXWC-p4kIO*&<Aw-q7~Sx-_Mme^TN;o@g4s4-O2qKBk8op7FdY8o
zm{u2Ls7XB#hIdv4H#GLPMiU<^_<eYiW}NG)78Lid*~LHOare7_*)AG<d^AiQ)P?@2
zDT4{ZS5z}ToKTJrvv|e_wQRHh=Y6$x-BD1YtcMK`IT@<jf>v83ZDHhTTzr^@u4?1>
z-(}%C<@|B)Se;CA{}l_jD(8@!2WrkC_dej}kgMKO%^??D;^vTQ8QlK%7`dZA4Jtc#
zHyKk`-+_;d1v<6R-7jSbcCHwXvC|L2E%+xI2-c#J3*PPD3}KIImRYzqEZm^<Q+AKw
z@l!l;@3)U=VB@9(_b_bYVcb0Q&-f`-<!`!${U@K{!j7R;<yZB`E`FFilG|6>tf2#L
z+)u)W{SR~k{{FTMo9|%%sb{#bb+G<5ouiNc@im>g)D9PJxQ_iNp5Vgn5A?KyvB=0O
z#-;=JF>K;d+&nbuA8iLzhVA#T|7<iatnXVTgMb_$wzvnz{dfs>UANP~=WeZC(Yu{H
z_22&v)K6Le7v_&--Z1L#&mSvk>tIG-m9%p(L!+ZlvGG|ZerVwgfl)mi?Cgb)uf;>U
z_c1-#jb!ZW<!bSdJpXDdHKQ+$@_&7XjnA|2Lvtst{7#<u_<91Q`=2PwH|NU#ryjsD
z7!1b0K;OQ7@$lh8n(dDS_K}24Bx#kOpC5({8G_G0{~V^Kx&iF9g~aIe>(>wK)~%z-
zsz{6yiPIr5P2}@0zWCx_O&0cl0T%H0KSp$PG`|1-d!5hUe*0}2tXC8CbsCZZFDNJo
zfByNW#^)s9j|9Y#j;J2&M<DODKO-m<3YzkB%a$!Pc#V8lJ*e*Q{8oLC;71aT+@(tw
zjbOjZ=wK2>{N<Nl(%(n)Mc~U!NEU8B`|L9s@JFt#4EVcx^(tPzd`S&pWw2l6^(3f~
zludrOIzRvXGtHn#f(k2x{RqTh{`AvNG=P!>1Xc$8?cBMO{;e{_X(c^-_M`!qB%5GO
zNJ-(+b(0K)+T`TqVCBk{8lPEPTVv9sN%+5ry^SfI$dI)0>ZD~9!b$7IUTv0cx{gKb
zui@;@5op4bX1y}lFE%k3=XQ_a&F)8KFcW~pzoh1Cp4gFEAlJ#zrw@U#5t_N0Au59l
zpmkC%T&L#C;H<WYot7^{Q&-K&qMeB`-7Jz;rrG||<YhXiVpl@4UXjg!WFtx?{t^LF
z<qF8kD<CwghwtJuG0E8mgY1+W=}kq5C!1Q6b96SuRLYR9B?Ecys80p~k-<bmh6Z9G
zQp;2_c#8x$-oOQgigM(am(w7#F)vf$r8Tj(7aP;bRGQYQE#$ou&uKDzkjYsyI|-tB
zvVdGkF2J+gQvA}*OYisX#pJhuo+7U)Lm8ZSQrPp#U|bK)q!L8)oM>|;sQ}M%O7Tk%
z{!R2%bs*Pn2c!=8bwC28$nVyu1Bp<h9ef*`iOH_k7_2<`Jjje|2g?()bprnEh01!6
zY3d-gQ~^gl3qDRF6P>mgU?!wlQHTup@=A~<Q=rYw*s8yilX$LX7h_#~HuAbP(D<&s
zkgJDOEg6VR`eYy*p~*>o8ZwxZ3~nkt5XirN%2Q2AP~hF%60C{Mrh$TWN(Tad8OS}H
zgnDEUn&`9zJ{j8H){-Ho80!<Vk=sQjLtU^*l{!e3@$?6+Y;V=+z~4+r@1fof)Ug&A
z!_QPev;1gdYh=Xr$@0oAj;hRL+F2X4DJn0=Z$(9zYN`3VZkLwQ@3&FQc1wQYkGZ+n
zQc!>!&Z<RETVsB^OzK5D`=U05<>fe<TZpe5bh8)N23uoJ2N_!aQMy7wv%9@k2ZcqL
zX07SB-csryI5DZ}GjjJIvU9LGFCVwuTy*V0sg@3^>5s%72<k!09*ACJ4<rc7DaOyQ
zvJl!>bK%+6<ZsqPULn4c{=IszQMN^*H+9k#<&bJ+FyX6*<0VCyY;LJ@Poly4CYs}$
zuZaon%4Bt_e0qI7t{yTgH0y!9*Ur#a$<HM@=qoVCAR%XS8W;;vR8fH+iZk)C$f{QN
ztQs3iwd`_98Jx5-l2zg)QH~92wkN<+gp`sp$Q0!e)-w27pG_eBu_kTtSbia9*jrZ{
z?3YkhhQscTyxIK-ip*?Ol$Al?p!q<Wye~`RKjG8q+bPK2cNAGW4$$`{PoBZZR08+a
z^O3q_EjfJ!HKi`}$2#jXm&j?G`zt<kaalQL-%ZA$ZeDoHgR|L9>?C-QS&Ze6(sTm;
zs`^6-Pk+!OgOgYQff2O&gSe_c)b^e#KS9@5($4x<oxkR9S`$A(NVCVPV<*t#w^vs_
zkFV5#l&|J1RT5Vs$Hkmt><Q4^yjQ3Cqk;V-bsd;UHFaR(U=Mk!9v#e{iX5VYo%>Zf
zFf)bQs`*G;@^h_pV67ZSGRk$w5$z0P+7wlk<CLrrUr2QAa*&A#M=f2DUr|o&v#pUa
zhUF!rk%{iwggiq}J8-mvEQMbO9^X$w+MZvLy7eF@OT=>+nMvTcZXV(ng!1Y@k(-a=
z7cmg~{{4;q1t}RYbJUdA+|eE-x%nt7DMe96Hp<J&V5Sv(PTrI6Y9mu#FVec6yf5Lo
zzVbVF27U%3kq|;VYm_9Vq2a=5D0~_Jm+o0Lf6}rE>93i~o9N7+G;P9nahWtr`e60>
zldKHOld?7DPxcZ$YZ*myIGNRAEyF>AXk~UJa!+zjQA4d$j00@MxR#`wm8n`8{^ELy
zUKwopWl;I7n)N{5YiA?n>yy8i7GbiPl^&l}vmSj-1PGIt^7|=@zv!#|i}QvW+2)Gs
z{dPZN&3g1Be!E;&r}_ewq0(oT*V0#mmait_@zv^U`D!t`z8b;a){JgqOI2p1t0XNW
zA5IQ`Jy3PVyx;NFXI(J7e{=f2aYGlxCT3&d&*wA({_Jfe+*-TV>EPs4c_*#Y(Y0B+
zJq(Ms-o@FC@1Tj=fjR122}{JYSJ~LNr1xvq`;CyAq1ji{(hFX{-oNn*7OlICvwKFP
zNkf${<fP1)NV54ktF32}_e}#eeFT!#iRvIrO9xp+aMC&@U#I+?_poSNIL@x`k0uRN
z<5h7<8NT`XCXOuYjkh{*>&xWt_n&8A+0Oeq0e>V|jQGB(T5H6qxiX#XbcE>CBD_j3
zM*k)Esy?gS7$|)I4@53+4`0XHJ+!ZU=8>lL%p<Kp2B+FQ^KdakbO!(F>D88RQK<tN
zj}CO7(?q8zb+9l@R|msRBXU&-I4QrEnj?d=S|AU}V$xLYaK?Y79^O;dgHz4x!QN8D
zm7lFyep+@ZoT>>#G9qhM%D{ZGIXf~w4-5A{qZ_!%JxP|Bh8~)~H^AKz*Pdk5Z5eVj
z+fiChN$q5a%g4g~PpbkNv>_Y)?X84}N-EF@XfSm7)%J(HQk@Kxs<v2y{>$#`w#5-=
z5xMk@Dw|NbSu-x97=O-c#habM-h$YJdPvRFE?=gTHG-C(UW`{6CFsBUp>Fx(&LeVu
z8=CElJn!_Hey!>nl7(X0{ufwvHXbjRyrC(Bm9ieRGEk>wm%vHO-_xlF<v|b4>f0hR
zHWv$jd8`reN3vs(YsjljkUbi_{~NZPjKa+K8|m5ut!$v=y>?b5o${Tz@w1ta6(Zvc
zu<%e64d^H?Rp6W5&v1BVOT5*Jlc$N7CGNk>!?I&9bprmV4#@bFt$7f0T2@VTV5zBt
z-4PlAf0e<0v8jbPx3W8Lc0Y}0@|gv?&*Zf-`e?Is^9?N8K%U8e!23+z%v1<JFI)O*
z)7%XWx~|2R1NSiVQ`Mdf(nmO(#M2I5*B_PZQ_cKr5E++;g?l4uz~7Ze>9jw4zW2Lk
zTioyftByQJ%$~lQI;fJN^q-NTsROP=WN<RPf1F>2-EZsmN51iquRo?K`{T+7y8UtV
zIYcgOTV)T-M8@!QG=-ld(8kXS{xhy&>!n0|-B&ZaO`VY8U#JKDwpqm4X0>3mf7C91
zbRLmEwV@dRsa>3*$1W~@qi&6l2Cjp;&>uC%XzlSKx0d5WLID;Y)*2ta)*2sTl;eY1
zz+av6)pTrgDV%IyBZI4YTg=14ea~Lg7KDgOEJWAlHJCqU)MWm66^qtg!P(uK^T*nv
znnxG&%%fj3hujg4MO(vgb_35Ga?MQ~S>6Y4byS-}J|lC;dpZGs_SQ;2Axqm&D6YAm
z(7+Cnu{l_{^I@$6tw@$L{(8u-nvee#e7)>&@!)tA7Riv8Ujk=GOAMc|2R<HlHQzg!
zS%bDf{gmrCyW@TReu}3peNjK9+gfZncpo#zt8BBqwM0+(HCRvCdIyU(-@(}}gVDra
zs&P+}-Lavs=I;&gvBS0SL>?Vfv!-KLlQo??IJ;?(h77!GI!pWT{@u{+u=;jD_K?0t
z2b*tV(S{p1yW>4H32>;U9RO{byP`q2b=Y$70cMVGr)OP>M-N(=Ky_r;^#F@@+{f9q
zZ=*?l&3bRyP>OrM3`TB2DP;0;NNpr&GwLW>HngwddWxR;V_G%y#}CgUatY7;F|!zd
z&g7pzQW->*&!c(vPuAvnw5<fu`KsU1(%uwd{rzbMKC<pA6`P>#@fT=iFR6L?H9Q<l
zRlaJBZE0tUu)Ym6%Rl)7tzNTU$Y3xShQ`y=6U&z`r?1-3sZ%F<_-##T+qNxzG5Gnv
zmAZ@Zw;_RFqytsHNRZpFzy6AdhzJ^(cI(!y8r|pO#fum)U;vz*ooOH%30fmBl3gw-
zNwtBxpr8Pek&*EB_O4Yb%|U|((O^H4;g4jht8K6!-)~iak!*z8+_`gy2HcgFmeS0C
z+OL~8Z_?|YK7CsC9g=B}7_s2sU|3pO(rkD{50wFU>biLFfLny@(4hmbLDbGnS5#C)
z^+|&1NUBn8dG_twry&nXnHm!lLnEi1oOBlx_{#k&kbplDNU8qP4gfSH@$vE1zHZ;X
zt#Q3jXpEMPoN?}YOx0)Q<rO%0BZf}2^|5%vHO%|@3Qlc%AFZ0W=neLJ@hXcxe6X|8
z@0<%wjL_1}9Oqx;Xvjd`xAm;q;sseKj7To33hwi^6~W0upmEQ<k}}+i%SRivQ*vqf
zWRhVf!lm3Ijmg*LykZ2K^Dm;cF&E=yiM(o(Mu;LCeFer<n?;Kh6*_|qnGlie5;{6C
zsz*<!zMQX`u#$UU$}dK1GkzID%*1$EswqQssiq8-m>C<<%`iD-3Y^a`MsI7)i8$Hx
z-ooA#=Mz;6NaViflM2vAEhEWm>wr8M<JnBM?O7&T+Dp*1n#nhnK}uxE*OVb4A8nj!
zAwy;{@20wKkr`+yHAPcBi-NQrn2T^RSE~+kix6y~ryW>IUf&MN%VC6iy6r%Z3?wVs
z1+@hva_@^-MF_Fxm!Yk-1kpt@4H;e($>A*GWaw;bhOo9?xZOteYH2CPaA!;UfAtMj
zRWeu-8B_~6<lYxDiqOWIzy8|VnBt|j423cp_`|n(yApD_Olu=tUC}{vB7@q-B&vg~
zA_Uh`2C})lQii*2yl^W-^&)y6?qo^-uP#Gfu}LKJ&Bbgj9b^|F#FD=qw6T&Px>!>O
zQAM&U9q>_5R*o1FSj@9YPgt)W8VdxtR-$^qLGFFEv=lAXveEEyyto*$iVD1=b%M$u
zQ&arm=!ny5FGnLIjJL4BZhL!OyDSmna)D;~R|-nd>NQ#We#<SS<qy%awY7!lpovh3
zt0kqHIw&bcOSP<heEeRd)Pb3n4$MsPr?VseP<uHU8{<<;3+!=}>h?z~F)pYr=+btO
zSy+udAbmkzYkNQ}K`BpTBsyp+7UFWDRy`EfpdRv+^<ee)>!FcAfa@|%8LrDp(Lycz
z1|KI%icwlofq@cJ-MSSB@v=;Fku;{P46a&!zoE+~kRX{rV<B#pY07Z3tOQMs`Rk#$
zqC#u*1Ks>fsHo*VsgGbI!TD4zKP9aIZS*Vvx3e=vbb*##&M$?t*re9MepNaX3vs1L
zt1T9lpq2PF{V~6Yw#C7gW_pADUdqaF(9Mws7V4uyE=SS52$;XA_TZylJ^H@zwrWG9
zIz|#PDzy4mg+e*@*7AhiI?*5NiqD*+)fN-~y3Z^xub?j@t@<DjlX%DIs{Wv9n@RuB
z+aK&r=>r{o{h_w^tn`(Lf2QLnScz-lC#ZZS{eFT>$4~gj{Ptr0cCb4wk7hgSX=_%e
z`=cTKBr3aHj^g_fFz@t+jt+`$hx3+QkLo~cCR7=m^A~hL#t|}ZXpAHB5;RlG+Q-Kk
zSrKHYKwqK$I<}~1M1%caDdc#pkfDpflvf7@;g4b6MQ!1|UOiZMZioDv{O!QlR6-U!
zYSj)%P^8$$LvIjaZAiFrAKqQtXnf|=y&e6WP%f7vDeN(Px@!I=@;>3lJzgE;hCPP8
z*7f9lHqZ6yl$XkAuwOkB6SxfOfs|j*{iS<W&7bmgZ9;23HX+19f|wf2<+V?vCmw|M
zT%Ouc2UDDn&(kRXe0)CIsAbT5?bwi^TFW5!Y~^T%=USV+UgVU*lP5F7KPCfNPcc=K
z!GTAH>{5901gcP<)kH{rRCO81`{rs{`}jCn!r7$(VjiE>MAv71RaOQUBNJXfh4>{p
ze#&dI_WiE(Q}}$f+Q8{RfNOujZ$GK@+j(_B{C0(w->%@9HyF4tyw+DUt;ScA@%U;c
zHSpDVd`qFw1T7o8;oQ|1DjCYl>H9V<^dCg_I*N*AbOV(-Wb+YO!`3KYV2qXx9dPbe
zyjuAc^nIJA`Zqu>-g+1FHr~dm&;e)_q(9rj)}xQnGSC4{^=uxi(m^8^oVy;aCPO)W
z-=>9!ei_zZ#=JEbaB9a$v}&UHT)^AihHmgXcl~A6XJoVBt@{aRt94IK2U487ouH|M
z+X-mXq#7M;568UCcX8_HzGxMwxiO4vh$1hYI-ovt1^@E~Z%dqy$kLGE{Nqftt*;yK
zAK+q!2aDSwd|}(FSKpQn=p1NE|L<;B`z%#Nh8C{oI3Ja(DMM5)+SKNmM@muE;fA#;
zUtolmK9)HDC{wfiM;U0_fJX<eW_YlyJ;Il~QT6KE$^o5&?CAg9?IiGakkFvN^AW0h
z<`v0ti~J^k>zda?L?*usq#l;EL-?Y$Rj;agSkxBo_Tt*>puRQDzN20~dEcg?ZkBI-
z5ZA3#US4(2)(vd%JV7(4_(ftqJRMByxD4r9GNhwTL%W*GP*G7O10M<LMaayP!C7l#
zx}nQgwM7eR1Jq?8ZBwsJAhuwBo2pme7E-P)&Tms?6Dl`rMx_+ukD0Atrze<~mhWkS
z^O0J8Au=0neRU5R4sbTbgC9Z=J~z1P)wh{FItSR$|GV3Y@j*Lh-2Yzl8W(F3ruFi~
zsVU8LWgxcM-xlY>Q#52C8SB~v+Sjfgv<?a6zouNb9r#+|{KE`Q9X!lLTORvS-MwXH
z+`Z)rGB)t6rx@!Q8;A}X*wWvuE(6g?n;_|5Zi|({elHU8aCSvE*zs%v)_o@bN>hgG
zuX!fF@jCZRe(QT^)!3zGa+d4X6{iCmnypcz{ClajYX{UOarYk4%?l4U_M{mAD_<^l
z5=<N7kJAg^)cJ0e4EMBUNJE>zzh)Cgbo0c64LxyheUGYFl?)3y>h?!33!HzV)gPZ^
zp{<`ae}DX`4b7TY`RdzTip~vf=>Mzp5vZP&?X}Ly@GsPZe%oBCJ2w0kyGU%_oZzZg
z-=_BH>~BN=Pwiq`XWXBwc}?|p(a__gVe6nS^v8dEe2~9pd@$mhzttsQjZcQ!)Pu@4
zSKAh~Y(~}m@!CtR`QuBpX`w&++2ZwAFz@He`J*fT4psB$+wrxVLv9PlyiIp;Dzu-@
zJi6LBB;WIB>MPmdTv)QE40n^!rjf&6Y74c2Tg!08xoc5s_bR9FtDDEy6cT7fg8i~{
zig4!gbM)&T$nU2FIn%v@ntsYF8k|+FpR)EUPHlO&mVQc^Zux<ZICnEnv;3QJXwyu8
z;M(FXw=r-1O`O{J4qB-lG+uen){PwTJVrI%5MI2>hNp`qe>(`|S<|^m)^wb!U(?xe
z3#Zl%tbR@BNJO=3I)-kCn(g3KE!)8j%v*a6r?w17E3E^bYts&@^bjD$xjTuPGTcc-
zo5uR}yLjh)%-a%<Q>*)+RiJ+V-pX7=gZ*B_<>GE+I{LrqRkQiyV|~7w86GTXi*Vwv
zDPMH{NHQ<~#4~?PEyN#R>z_YXt@qoR;(W5!{>kJ5w2_+Dd`*c2@$&=-S_zG5u-%Ki
zQiNp|p|86YPx%sBo<{j8f2DlEYsxQ1Uw7U9$Y3xS42Cu=!{7fnc6N3&-6ct>*}Z#r
z%$_|PXV0Fk_B#g;9>lO=!(eW1PJ`;ayu9f5$%F6h+qWY&R+YUcH<x>u=jvL!3GU^~
zmuWiAK7II4_4qf)%Hk$C*REZoFMSjisx|=*9z2+4*&}H~iB3o+KoS5+g5pRDQxZI=
ztqXDuAC8WWc=bv(VaU$TrooAciHX%_Dy)=;1pK}3{xzlYTJ?a%N=SXHM_rS8s!O=J
z>3<-gkI7@&V$}3wbn+eC)CDWI-9llJ9HR$wi=QK>9)pXM1r|*2O5c+c1m~>0h&?Ob
zftQ;#QqnmG-`rFPb2A|g_8ao~L4-%7;P=hLsS{s$jjff0P7t-3)X^2A_dQ2TcXI@L
zSYXxVBoxXN7!}Ob#mHZt!PQEH`EPL(tsno0Lx`sZ{Ol#jDK5j(3kitLF2&doZURsG
z<HU}x`03AhdX2Z87~h?Wg^Q&S0~+ZrjD6;0jZa^up}Cm|EzQMPmy(OZ@(R4KJT2*y
z=v24}O)$ru`|cPAD{M;5#aFQz_{7nQZbVt0l!H&4RFj}yHfC6slnpnL2?8WSJS;55
z+LRo8pmq9nB@-O1@L6m+nwg5w!c>Iy>A5H>ufThD+~%xLU!}oWV1n;lxy8lNQcG+~
z&&AAyOnfA@#7mN?D<uaXtKI)xUJ(tdsxKDMjm~otvru0o!28Nmxi#8B6DdYtjH5wu
zt)-?|{U{xU@^Xx7z?C=ZLM&X&1ehPpEz<lLmVyv+N}#0(IWh&7JxD`rfed2<H1(S&
zQ{d3cTr6qx`o*2eO&u`$d@Lt}gDF-&Oh;i^IYue(IqJ_>oD6L_oBHFOWP~`H!Ou!5
z!@X3*=F2d)A&(5vIat!JdRzRtvo*#?aqXa$xfr3zIW$P>17$n-_yuVP#+d8LJ@^{y
zXo-y}IhgS(gVud?i5$xkvoT(+9rU&_!_veo+722j+riICIT)dp-LH}_y=*WpB83Kn
zwYCytO<XoT!TduP?w(^FCBsE*f_e411&WW|t+75X2UDM>VS<MZ4X|1qlS%(iurM(~
zkXCk0Q{#FxGm7@-l}z-u#n^|*XlW@yD{C><yi&^Grj+495+{Q{XKz3Du*SOBY)pwv
z#RN}VL>0=gI64!bd8$swpZzQiJ*DPw7n`6!QI35{dAO8SgyXH<>!c38^svE4Pf}=L
zU@I#zevZpV5s|@}lVNNGC&Q0^oD3hiSz~>C4yHa!!vuF5L>0@h<W(m9f0Yd8nq`?8
z)q^dOLF@CnVw1jfx4}nGQ_#XfgjSYf{G34gLpeq`bJvf1k_;D-34ZWZ)`P1RHYDa?
z+KY62>Sj&rVM%Nj{eLAhqtemG&I}%60g`29m=}{tgB^$HIc5JN3kyui%A!GU&4fal
zU8cCa97D~xO?{KHvS_f{*IL<^_Z1eRheQG!tqqXmz4m7$=!j&T@KwtsT*-KQD}0fV
zj%E@OT1bT0keNsA^1C*iyq_hc!^y-1-#Te#g4mN?fZmp-G|PlG*<}hO$jgwT%uW@h
zT*M?<C-|~1d}L{X$r+hc2hBx7Y|6_=aYZ?XnR7b$G9wet#>SXwqq(@aub==uO(i<P
zL*%{oXQWh;al(&B2NS*RF!n(bT3D0*D8ZUnS=26%bmz(&eV?-jKPgXX`^3|Rvj>k;
zF~Q4*+Ji+=8Tiag^<eCqr)lU#?197t`DIFbkXeKi!Tb-7#@kupizJ?UuvXSXqOu+w
zdFsJJPdzA<^`LzC6;-NM4_X;S2;)pGFf}&|jRit969}=Tuz+Ua7$V{7VM<OG9F2|f
zm4#+oJWyPS9%2b>crp!rY-WKkaxxKIBt%=G7?(;*aIUlj`)s9ku6)9WLMwbzoQ@!4
z5gHo{u}hXmgZc(2Gx*IaN{54y2_}iTdgvsOU}tF_8X61H*hGXlMHzlB&B2=jNmY>Z
z>+Y$}<OcQ_eLDdyZ6#=JE5YjLnVgT{&6PLmRsvikCYY~$_&46q7NJpDn0zl8pVha+
zi+mXtMyBI)wbT3x<O)O;s7|$uDUjiQb}?*)#_-@diF>?_CB96_Kr^ur&BY>Y%;wtS
za4XJN`#d>=ZcLu7l^y1n+yeA6H`VETB-n3kQaT=$$gtbhfo__v%<gJUg0Of3Khl5R
z0*?(#QFQMSioza1I$<=7Oihus>k$1r`I|gB70Gj#(D!+#&O`e77!*HvjH0{uA@uQr
z^X$pUJ$0@s;DiK{h<sF8qlBLBkTh<Hvg};Q6O!s&e>Awy+(?Sim*eOuh}36(tn^pw
zD}CmRN}sv4(q|4&L5PEz&-_s7Gy8LG(NbuPj!tIy`gRf|#`S0r#pUDz?0S)fr6K&j
z>*N4?jK0a!AAFSk;buHsBm&HDs@5M~WMXo-vOg4*V&Ri?eBQvW#`o0cD-nN<`Uy&3
zX@t^O8uwV~Cn$ZTkKL@XAt49To~Pkc;wuq9;Z-L6e<d?tq@j<!Ip-&o5<ek>^Aj9(
z>)~@3Ym9%9hUVr<zdcFmw<~>$kDn|3b}yyh?qrFL$vK!2lYvj1tq@%-$FhWMj91F5
z{=jNaT0Y)$u%H=_s>9Iz(a?Spr-RLKU%w2+_a36??gQ9Q7(;cCy_?g4`-WwZC#4|e
zdrk-Wr_aIuv#}_C$mu}j;|0grQ;?^n1EIPOyxbvf+z<*L9gGrNVrF3m8Y#z`oh5lF
zMg;~6IeYMRVFnzGj4?%`*^Up(3eZ(x3TvM6@wBWEw)KqRY-Eh*3ON=OXVGil5bz&%
zkhpRy8f;yRg0KkW-+2g^FGs=HOoG%Mhw0xNY+H=d#8kx2UPj+%9X}73Nn=oO{|WMM
zKY+y76P|M?(a$S&;I-&0WF5bN(zrwjT^!)?-9++q6zTg^r=wTZk(nuM{ZyMiY`opz
z*fapeS-HrIPe#}IQ()ohh+`waqJO`;eji$Y{yw@bnvQ#055v1l8w3sQjbGmSr0O0w
zmv6&>9gC23Hv);bAEM2qkr0?kaDUqoUL8a)--hNp79sa;1hQ{GgwLdrR0r|O>&f3r
z5>pX5i#zquI=BfWu8zpP9|^ImBmC!nL5?9t)Z)!GzNa>yIa}k?Xx02FG$n`5pFU8V
zKRFAGG1o(B6C5nDDJ4fWe^Son)#pzn=zCdW7Tkp<2r#XF{xrFTBS!!63N0PY(Avoq
ztHaZ{^%Ug>xlw0g;9@4k{PxPVjGIXaaW;pawFo(-3M{*ug4jG6#x_!IvYpn_5$~Ri
zK?hfJbaJ=AnOAu@{xS#W2K)2sU~+Ruj6SQB!O;|}@27Egyi$fglrp@bl;KtqLY&lO
z2v^Dwq$R^Cr3`KsI1`(P<1slnH;7+`v8EQ7mY0dfCPFk72(hgwpZctWl|Jj#yi7P6
z8DoaI=G^5#NdbC@_<h!o%q;L_ZYF|@MQ9@s;j*j*=VZnB#aeg$x6)5(DpvX_SxR56
z(oacBhqH+ZW@}|)-;?utKZRtQBSgzyGjA~C{B{zgM|7~Yi1XVAi<N$RZWf$~4z&FC
z{lstAql1r4E${`=fk5fE6CIS6V6Tm|&h-TyU(HN}^=Ul5n$QH_xhQ=#dmdjcmB&{j
z*&anoUoA<$uSS^s@tYVmc`sTubw_YB53JmL35CTnj2;$D|2}f!FK}_P#DbYzb_toR
z3{PHgn_Ojb1rn2UasP25UF-Jq=JedRdl2TY{u3UqHVA6qgnJPQSh4X^)jc)J|F8u{
z&HjT1tpzuB!phzEP*^O-=mFe@x{<Taz{SxV3np?w^CYX^oV7QxXJJoxxmqGcdFYP0
zsesB*NnSxI4*u~1OQ*g5V8hAd-oU7-htaCBD}tN3Vda+V^hE#BL%4$)M@~5i7e`Ah
z_^Kx-!@A3uv*J(eSv3@1ZZ=3s<2DqLwSIFm5x3Sp<_-L`<^t+_+0g*N@0R@u7e@;W
z=+RKO{P&w-)SPpi4uTx8@|OoFEH1<7e%!Sqzx@*~4rW;J1sB}CXnQ#3th<Fh^LxO{
z#X?61mgYjd+0q3wR$hlhWCBlT3tS3I#I6(1uxyGdbCEie-txrgbrCe^E!fWrt4_tD
zuvCFjZ*q2UWauNf+K4d!-3AZ~jnT+mvprcWPgz(0JgY#4xQr4cDKmgPOXlPxL2#AX
z?=<w#!3Coayr732wstqi>Z{6U9<4YVHfrB<xL64>zqj(4$64hw4?FIe$FfU_+%pg5
zGZHF8ksNV3rAShqH2*w}3$P_w1GO^;PI}uLqt`w}OJCf*Q*>lO`!77f#CC@hPi$-A
z%tRAsV%xTD8<UAAwrzK8+v-@S=Ur!g=kmP&n{)A9^;)}o*RHBAJo~91{y<rl^Ik{H
z3Y%U4W`;RXw=C!eUmxChh}_Ih{ca)Vg>oNLsC{?|KMPSSx$&j#w7pGj8<6+<EyQq?
zg(hm;Ro{a}$39F1D2}T_N1#p(=W5%`R5oFH-Z|CX=_68vTKNubW3)VQ8C?wM@g|JP
zG^;-V8uLvdRdqb;%-%P0v@W@^qDO~+zxkU7o)|v%t{wr0iL*0**gxCQ`gA1+AVxmE
zn1D}$vY+u9lx0Km6~5Bb^c@lZ0HmztWnSY(DU4QM(r9p0`&ZQg*1vk($RW7olC#<!
z>mfvpUA<jU<IQa(n{<WCG4`uz5>Lx;325>zwA{cadU)!CLg4U&@XsuRRf>0$tm8A=
zVznf#0`P7_7Z+!7lHY`%c$Uj~jOL-%Jd;B=iyF3a0%_|omopHLs1%}aJU#S42h?WA
z#^HLl(&fBm^j!i?0GGX@p)6VaGuWDLyy&&@r!h4j8&ex-K1YAKK@(~^(${1_tka3U
z)F%msW`EUp7dRWU(B#mZKh<LX(;eR2fCJso$PQ>k!2?jco;-BN!eVg!fJ0V$deFLW
z{}(4#u6y*h_t^_LkmaF7AS|ncbj|&eBSjIez7+L(^l{>|ry=Mstl6<?^wzVg`rQlN
z3W|jD?n01cWizT8AIpI+-nY#}86SqX@~u;`6@SR$-kF*g1G0sf!<F#D(oeRWwF7Fa
z<fQ2MeY3&=(&*_+&ZH31L(n&;dS+k16)u|d7f>aR+8Znu?94(E(%yBt`i>|E+eTu~
zYuE5wIEvbq%HSbA6)qe9j|J?ej>zLJ{cC3l8&(8D!B=p<X&@Y%7!v^o>w8L$yJn(+
zJ+fNW4lmY|@_1`WiTW!nyqy+;iCsZpIkX$WMC#oa`8>7hDoZGCzBF?3Hatt$O<@BI
z;t<dQARqS0aBfG_Y~MCg&zG;9|0e1*wxb!zjvRL*D6)eFC(5$-cq^3}q%ldAyt{W!
zarS<TEkf-e_!-`A4#fd0Z7%;;>Fb@<S~h<Pgakupv?_8KQlq*%h=*EKz7Q$W#vbfC
zK-0G&HAxlMD0Q;!!s_w?hy*evv#LiNl@+ndob3BgXXe=5cMl<yO@4hbgf;eEL+e=%
z%=5_-03OGV)_i~BdAfMrG%!QUscS$3JUImAL`oXS(ZHM%kevD<eK-kVVU1nCF&bp9
zmt5p0B3#WMgl1XW6cSXkm4?Df*ecXT`qDaIg($*iCcD@Jh4gUm2<feku1A2*KXIQ8
z8+Jw2_8+Sic?6?M1|HFjBCA}?qET@%tDT(m)<N@90`x6?BWQY&$&xx>PyI8gqqMv-
zEh7yH=uU-~akP`HuU#T)i8V@A$jlLmXjcs&I#-lsHOsSvI7wdy)~X%K9NxK`9p2r-
zGDWA3gg2Qq<PTyGt4;TR?k^=(adO(<<t8fyH5X`66gs>-=5*`@@Qw(xdI3(UV$DJn
zHs41kNC|ih_KEiiYr7m!cwXqaLSGa3{A{NinaANff&~zD*h01Jkul;~kS|)DxX{~T
zga&F$Umb@>`U06PHdN{nszvR7W6?bb9h_`iGq&^%lQ8y)TSR=$ZQME0KNR(-s4Ame
z#Hpm#dpQ0YB&SA%k(R6$(VPTHVQd#lEf~3bFPlJbET<95AV<6ikzYjot!&U{)csY(
zW^?0bWqW+$z2n`Lvu#5|RQ=zN#F~%yU5XQuN1EKotQJs|;LFWJJlTl~3|Ig@{FAQv
zynwS4GZl2c$!myebXe|AMDnVwz0c^E!d%ujwMqH(h2XMK<V6<KdCIe2g5SDw!Ka(g
z&I%7o7i26PB%&U-pdkeY7K;OO{AS5TC6^G#ebl|@&EYEfo`D`h#3DOy^XY@tw7LV{
zd-`K2CS1CLg0cpvea8)RLk+{nq}?OnC~|h-y8ZJB-K!4^K5irG{vyP$*{1_kaCyc{
z*p+QXqANQTl|&3H4xyT}zvfQCst2ZEO?R6sM{SExEk3xx5<nN-s((fo*fAJULheI$
z8HJbbU&`#4Gr%+DAv85JImgA0=&f~5tuc_Se4VJs3byr~HhH^a5by3yyx!vL{zCG-
zAowV4tU@|A%aNE-k&XT_>vrtBY8MZ|h2B(q<&^^!XP#6AG55#TR_-)AaH?;bF!oO!
zv-vUylG`kzKs~F^g4uhs4v#OPYUI<d1sLgia(Wo63@Z$NlcLP=B(}DVn3u25k<<+j
zj4b_htLe}=8~dPyM#d4CTNvj_OcWopBmx-x3x?2vXkqWkFx}D+&6qd#G{cWB^@E8=
z$2;)%xsnV(9EzRL73VTFysUwAoAOWe&wp#ZjHyOQND9crED(ecjh|wZ_v!X4Xmzb1
zQQ3^2ToZts>lgxB^l?8+(iP%+{w3+G)w@XoF)%O`llL#2<IWr?hUw_(WvDH6jTc&e
zlqV6CNdYyixm_;^Tfr<Hu-D%<SS7)1QI5^~t_xxWD4E9VOq;@}{k(D-UMW>g0`I|Z
zzY`>ZBa(m|2mN||OvWJV%o@*IT3XtE6KCb`dbv?i^UBfT>#Th8GE*oGnj=hTspgD3
z{eCYhNDD=BiqW@$BI2P+io7E|^7UI?NDOzwxd8WyBVvL5NDDqSNyVlkE^9iZs32d7
zeePxFSy&4u-}LuoTVKIqaDv%0e~{zw!7EJ8+DTrCctI;7N`&ViCtUPL4$_3ygxyWP
zgq^ZrLCh4*Ja;f%TQgEFVbq_+m9&iC!I?ajKGV?ta(_pTK$Ddqi04O91rUV0C-^+$
zwHdu1a{bwBXp#_Mj4&=gE|JlW6fG;xeRhciYkVahP%e}2g~9B&wE4MihxJNA3^FTt
zkbT%Pq0VA<#z5ZlH7PE*w2C#3R1J8Boliv1BHEHCE(xRQXp}-z{UtpyFJ3Gt&_^zV
zwM6@pioJ(a$kZz_E*u3A?$kF)jgpdfRFXg{uMk6mSr<pal%L7<vXZ9X7|F2STsrYn
zm!JSQRsUk$r~oT@+RBUi`LSDp2R)iDPWbIp`I+M9LEV_*#g(uq^TtHFw^MSU1RI=-
zFFS5KpBB$?SxnxYb-a#ZNJ~>Vk^_4~>Q?`%&-|DjON@@Raa_jEDBn9={rp-~%ZE58
z?N9%03(W6=Fw2_2)(n!|VC5N<aWU>S;AfQHQQkPqq)RG{Eh$mlaWKQm1@*>^?{RJf
zAyHeU%Q?IW>vo5g<<6LQ20SVAu{&LMQ;owCDOrsWUeU7s=M+C@XoOv9B64xlvSs$C
znvHHT;%q&n*rZ+4BUjk8{~;(7x~=YEzs$(xEe2zyC}+Zvm}cTdjH<D=9~Lg2jpN|V
zwl+Y+%JmVkd8}R+#)0O7e}kbMx@u4p<Fx+xC3nL`(~E)l*3TwRicrFk96tNFjf?>M
zMS^rQ)tLHhC)SyF-SIUx!Ra=ez)}lgxrRK(rGg$X<2N;Rdniq&U=+*DfU&oRs?tvR
zKJ-x$j8R3&Xf=>f<_);)pYiL5w^>L#DQ)#NFb7BoewRpTC%hLitglPhGLUwaN`9Ct
zB3WkF)rm27cb8K8iuM&vFSSDeSuX#9j&6433l2l-Zj4Nb0Drof#n?AGHj7l;LgU#l
zSrP`M_ntg66WPgkzqNgoO9`7Ie%J#eKS)oGU&*}EOL&pbcHJ&Oz+*+aaUen*DTs?r
zJVnI6kf#N_!ibQ%@JW?9#VHp7N7nEtQ+HiTkvxekd{}D)Lt5kB)k8>f%FcSO^-xuG
zzb-VuQrOw9Br4apCqSvyzzaS!4mjy@c>dIofC~N29GV=Cj;|SZ<l6du;%+fe#9#b)
z)B_E^W>d6+c+cY`uNe!raDGlSK|_Fo7K~U!V5{f+g!%lVxv`l{2=#a$fgKC3x=*5l
zf!1xsAf3>4kM)f8&^EH8ALG@?JP_FHH9j%s9~=JZwEP^X@%69c{_JV6$?)Hwde+}L
zS!uE0m~jj`(#g+~GZPZWIE=vx>Cqk~p&W%gQgo`_MLFmjSZO=bHO|psHS(XRbSo|g
z5(T7%1xT_L1KiWoh%pA041?I_&u|w-B3Wlg!KDw0)2}jET9j0ee>#awpi7<y*3S%_
z+Ddrsj8>p7f-X@z%4;~(AJC#9QnWO+vf=~TXGp|F&YT@fEF!}lWObv_D0f$OAh_0L
zk4M0;51K7b2<LE>>;)<Aor^Fox7y!(ggg+Ko|@dgYyhg5`>#HD;i;EVBENVas+Er}
zAeBqxtYv<^vfcG%b!9{PM`Dh$)|%NVjH3R1$}ztkyy9zUI_Ws=T?TEI3xuL^`AB4+
z#ya<!QoUO=XH2b?;pe80OIBJujeB!=ALzEaZD;b0JYE?P*8UjVGH2|Mt;o6#&%yKx
z^-y<Y<^Q2_7b>@5hec=nHOca*dtD|hF}t1lPKPxkcQT+%%#R6wNnb+L9NcpgdXkg6
zuL=`tybCg2ReMDTbf4+GDIK^2LvnvAhQy<P&+rkUL)8(|kDCj)P2Q=Eqg8r77q;;6
zq>0@mJ_<-@0hpyGNU{n0o>&Es*ko9riO8|s*$divy_qM3T*QXlC&Gcpq>Eh^NASt-
zJp~E_m{O-Nc8=4-N2!13{AZh#NbRV2hs8FIZ>6665#cDLGPpu6zt68^j0M<&$MDs$
z6ZoYg(Y`>-pM#QT`0L?dJn{hwzF}gcc8tO>x{hkZ#KCK*c)Yz!je}MKJ|MpfNVq%D
zT0EwfV1Gpct*GfXo(`9nh!u=VhJJmoK0M3aM&&@w`;!PCn@cF^r2F<|1g(`<Bqt}h
z9P<$Ug#i~yvTOGQ`eS{Jw7M?OcdE?=7j*?S&su^YRW+LVWT*1)gMixjpO1}AALy=_
z9C$}lnsR<+>XU=^AHRFN!C#3D_oK$A#szE+PDp@A)XFN|y|%Dq3LB3=eW}c@31s^|
z6!#$fP?3Gx8LH!M8o0v7tB-Bzu&jdNHj?nnj=?--_m2L)U-?9Mk>YS^T<}GL7hmbV
zimZ%C!;!E+8Mi$BOBe;7(Z_v1xPc#SX)lG7gw#?tgsOoD*1|(DrU5ejUCiB8Zi`14
zX)~*rq$6@Mz-w>viq=LCf-Viz=se)WcC4a!O-ixC7^wtR(s;15nI8}}=Ru)8_Q<B%
zkg}~8LDvU~W>%~*hPP!J2&_b)Z%qvNj=Q^UOFr1s<UPHSylG0j@{Oi%f}#LxbXu9V
zC;a_RWmicMkXvuWO(I>@fKF$O_lGjD3R#4YuKLIZfl6C(6gY%?uKj52rYUol07-}7
zXr60jM%M3QNpmh;uY=v{n3`(ru$DYl-Iw8eF{5M@LBcRvQ~8x-lP+w^BH$;Tr%rD2
zvxPANJ(W*Hz^&4K=@U(RXU2>?kKWW}aTcl1kJ`#y*62qXjZl8&lP`7cgky*|NxW!!
zZ5f+61;AudjncsEh1bTGV)X!bY)*BxwAjmAo-Tp8h)r8AC*3dYhWQ6&$u!;^x*WRE
zbD{zQohwR(RaE=e^9gfa9F}jL`1<Ny2U1h?-C2dj@d-JhCjOP&4X1|Ov|QMOlqQzt
z&WXrj3?2^t%R$Bjj5CXw)?W78KvPiNybwx%leFA+-LKI2lz3EJYC5l1VNEZt(ombH
z4*V|yZFr6%wll~Q6R+p?7VDq5SL`kI>}j4dEYD$yXTJ53D#=@{9kyMQrtt|UCp&K*
zAF^LvuW!5xH{r8_ta~dSs<<V&bU7`LqLla~dK7prW2DFDtKm;wH+L3Zgx1Sw`uZ8u
z_|g%%(^xv8kh5Nm4p{c~l7D+!%6rJO#CCC)n|jN^p4yO7DwPK2ZieJLkf+C>phy6t
z2t|u>7wA8B7t;805b2lOe#4qnw1lH}@<f)mW8j0hF6%h)gt)_WVXd>{<Ei`BL=~Jc
zRoLXgu~I7~VKRjNHDCbWx`yf%Cncull>F~TSJN{o_2C!Yall!z;~UUKu>dzk|ANF`
zY9uwUG!h^eh5Xm!0Db6o-0(He%%dVY$n(H{zitrDNm=0b@$Ea#An{LQZ?{X_3!d?&
z^);5_P!qq2YOW;SrH_DF|5QpjpIHrASW4b>d7UB9yCC~Fv)2%~J*?zBZ$IP?>gBD$
zp=y^O0F?JYux@RJ2i~7wsC^qwq8>Ih2WLJ3N#%;{w++3eB%6Nu4uUwTss##y%TiCv
zD=$*RUyBI(q1G6xEj=tfa(}>dZbvxhat-xDO)=ZQK|Qwp+5(=T)vF<{Re7>DJF=d6
z1SFkdu;147mb#xe82yA7K6$Lmy)++X4jkUnNe1jI$S}IR146Sz09sa*M;kK`LOyuV
z=<=FiT()vZqulT?H76-PO-liT#@3!1!&V8Ba>P`*wy)GU<G|&1mM+j>0Xe!W`=tn*
z_p?PzVqXAJ%S~*@-l%I+_sGbE^1f;Ek<ss`V!*-x;xSKQTHQH>V(ky$_!LYrj%!H%
zjk|`HMV^TOR_b;gwyT-Mms$nE?mmpRPIJjirC+F1J2%Xa<Hq=Bl92owuuI!F8N_fm
z3lm-}<$;K%s6Os7NoR`e<Wp9M(3UGu<P$DePtR}^Mk#jZ-SbF%)Li)wrF*I76D*d8
zY*FeysJ}itxc#6^d+-+;eAt-^Vk@Vc7KT5tqU8O0;8a~7nSug_6YV$6JLv^$*R9UJ
zph?;7+AcOnHBJm=0l%KU{=GPw)8gs|Gf#xUv+j?uml2y&-8adMma3C<FU6b#yeDbA
zLu#){qH?7XSKT<%8{6Kcr7#!;B*AAiz%TLYy7=GDhPYZATnNI*PKO<Ryq<P%_MXs-
zB;FPF7Co66Zwh6^f|^7jK_CM;*a9J+^^lFjD%SEu*hL)Ik`d-ELk`Y7q}&RWLo1PF
zBvO!|Z|N%<wb9-P%R^YLkcax#Uj2b@ixB=IR1Ouc!Qs4-5!SF7@E4t}v{uGEhOmaP
zh4YUP-)7<xYoGMMY*Ss*;%{<L1+7g^y|MZD*RjYaE-dn~+U140ike6Qf`C?(cVxi3
zqCmZ?utX)2<HHGnWG0fs_^Zm+Ei(VEsAt7B*sCl`J&#kceM(4h4qmq+v6kUN*)mc{
zWf5oWY8ih9CwUh$e!EQ1gCx4qjWfkE(gnlGb~}tj^4L7mmP^9Jg!F)3sCbR(AWCUf
z^6x?Hcb*Kx*^AY+SNnkb*BZ71xt)X9uD2&F!=f^j3y+7$H{QjoDN@^6zfzNT#VmyL
zvJ6qGL(55h)UStev-JmYx%Go<@-1(<p161Y<?~!uJ@gGcdxzG{K5)4FMdYGfB$M(>
zPO-O`C#ySiH^dn}0nd29=!Z<DZNHGp{zA=BUE(Mv?~teL(hl!S%T+$Dy!3GmPjr-F
z8z)-Ss(ba3ZE=6S5o&h#`i&@ej-RhF2K)=#nli1~z~s0bG6uRcAt2G>?k2iO$y5vY
z6)8tfN{QR3TI5zNPyWi@K@H6xilO{O^GlpPEEaldx+73?L*-VfegWg2_AQAC#d4t!
zmx%d6x-b_bJG@5{)$*CfQ<6-|y}3!^sRJr5M<t5KveN#P20}4wg&8hpR6yK*M8jvM
z6ISaf(Pxp~S44CCEo=3Gr&`myJaZNqk!yXh{|R^N(l}6*?j_G#`rQbj&*RCFwY(!Q
zsfW0D0Tq}eJVB*gaV#?p`rP%BRDNt1N{D`+?I9P)q}x<vc;q5w>_+!<8HKT|Ay7Z#
z{jUTcoLVE)MBj7g%O8OQpJjz*6xz3W17kkB!Tk<$w^fMbyik(jP-NE@=R%l!cE?-`
z?b2^bA$_qtnODgs38|NY7U3-<jy>@s0P(ce9T>&Bh;1v|2y}1!tyO!5$1z(`FAl%~
zv1+E!B>1e!<Td(fmrLVz=vV8lWbaQ~uvwgc%Y$N^qE<*zBSzNI1+rxL%B`81Kx`+m
zJa}_YIGo1NI^GTaW;uU*v`5BMv@R!N0j83H<Ld53n7YiHsz}tk#)Es4HF=d3ror$^
zi~U5?=@Uzhf>#3gzc=R;%`?(vuRE+VZJFh?n?v9`=J-7+1Hq|?_oh;{yqv$0*B=ZN
zj#*&2c4Rqn2&a|)fq@<{CLRX|M<sm+E}Pf+kFf3vU_Brpz^pr$cVuJ)MC{O_wd>(<
zUS~Rm1^|>|ekqCea7QKP{{{vMnQtwXDivQ164<_ycO~0h?}$5HtO0VpZs5Uoa`Hmb
z-@p4uMk1~>T5DQ|2;FTBx^8;og7rfNado}&uA3;OQ}hO-0C+qO6cZlm=?zyCT$^J5
zn6#_5UFKTywPerF&tN@Evm-`k=D7E0Xc-O7Q$a%D;LuR0j&$elUO`Kk9OT#UU-lcV
zSD7v5N)|WDL_<-U!Hiayvn792q1T_6&IJN-wR3ft310>zV~O)hO5mt0iUks_f+#${
zJgL38Vh}|W3us7kCdkJ9_POkm77>A5TW<-@X)a6LDjJ^y=_=Wu@!Rkrf3q89!HYPJ
z*f8@lqeB|$6V9JD>)JM|wlWUqW7rfwWu6#l{z%}f*bqN`S%b_a{o0xu8hRNekx0IZ
zMAes{X9&ERL%~b95+t9#8J7!8*3B#VrhXX@GY>`6H2~kY(6>%Zf<MP7KrDze;d?k}
zEoxsj2KQ*aq*r~T>%&Rx@2R{jj?}ZOZ>Zo~XVU%ZD|?nCKYfBae{lVgL2$k)xy1-B
zBVXTeyKd6Y`g&F#Nkee^iF$XteWv>E=hZB=nYVjv&uG_z6&|Duo+|7^s5f-zz9y2Y
z&jyzv@&*aHWDHx$l#JW`HTaick6FjtZ8PryJ8yqGx<_qxuHRKy8!w{lJQm!!*>?G-
zUjy$YMJCk@kxuBuV*sc_*dYz@=1POT&JEi}Vd+;a^tgaVhR!S&7?xY)!zRxu{Lhw9
zDe~3YtQfK=fJWjRFA$4{B%Y1Ht{jlL-p8o<20rx+rrWb(`+$)p*E?$P1<5j%JR~;Q
zwM75zKFB;5zg~#n%@hm&oUOX5@l`TtuIkC(_k+DjhnuYbqOoVRnANCWEKI&#-`MTI
z5AE2yFPTJ%q^DMinW71MeVX^U1l;mnR<xc!j^HcN9%Sk^TOQ2b1f&6oFmxX&?RCOq
zRSCjw({}q~ynuQyT2Wz7=v4elh7FuM2|KWl(8Y%`OsFs%i|-rThi{@LPY+z>LnydN
zup<j;W0jEl<K|vUJDmuBKC+rmIg<!2xc0W#uHV8QYxRwX%_FzSCMF&~D4S$AS<Rl5
zVOAkvDnd0WiO{o5xP`*)G<mzPb}<3@$Xci{m$AXNU+`cE34l<fWQ<z_Ki6na1JL6A
zSO0t$3UV6)RKDV&1})*c5ocosp`EV6+$D<Om)@7)TM6`$kJ{}IJ(2c5#sBLL3K+8f
zk#5%h7lKZP1+J?M#d>OyvtDrZOc0?>&0wnD7uRqeBu;ljye}N6_q6Lfug83K7)P!S
zogZo5z{pSjwYA4U2f&AKUT5svJRgLel8LD?vxOB`40GFcm)QA?3(I?#@sq;^#d!=-
znS8eF7h!J&1qFP-?vEcou8xayXY_=u|3fk#=G5<n#=><35YBa_CKq~&aOIiL7IA~!
zD8<OoCqR+`Q}41;z!hMgsQufsGk*0DE~4k@0t0@(YAI|$qgE`5&|tu4M5oTxPH#{A
zFt^u7`{>I!2a|~map!`GR9&C%V=qVfv1V~uoGdIX_&s*y5>dY)5;nabvIm`gU$0@2
z@5_)W;uOf@fgY=EslJBP@F@GUN?=Bhx#m)xWCLlU7MJ6J%*N(_a<wr3)=501|Leym
zl@o@+4`_;?wijzHDwp4@iAGFtiHT7N2ngsk>W>;8zAT>&mw_dh@c7-BN5M3M`?Fv8
zK=A;Ol!>6T)R!+KE3RAJ5E<K5x?Mii_4Nh6K2L$wn;0}3^}78a+KoBPXM$kf;$?h0
zJRb%}5~<A(T6`mcz@Hh>aYl!$4VJhQ_mZrq@rjrh8y%6jOgccBkfNd@I24p3rkl25
zQ|p!bysmJgOV87arhl@#(VheVfd1}a^wDfF>O>=#)e>`tLfot1jrWZviJ(`>HBo~9
z6<DH)eT=x2`bOY}2*c_LbgYE$_c+GXrEJ_w?mz+-^UdV6{^K7?;g>ipXGFo8&8={&
zG%NL%uq8%z=y}-@%Hwzde2GW$2HS~%ni9T=VCYE&0Op@wZ>P)~JHgH&(~YFbKkWBM
zvB3fXSB>cZ*Dn6w|H3;p^WUKkyr`9Wz~BcK{nn*#)X|Zd*T>rfxZCgf6Cl%|_r2fl
z7O$?Z+|C801_k}U`Egh-0J~W+&?Ey!q*U8TMMI9XbgOg(&cG_g0v@1la7$|(59RO)
zk4{d0u$?qmE!VEx;B(oOV}jHYWrBP^gKbbUwl5EJeFxv)Ud%&UZ*Cki-eRHudcT}E
zRW~&iFX9sr%=&TvX__sT-<{0nWB+Y`JX5GFckU+y3BN?1eh;=Hi3V#S&mej1xyFC^
zK5mD$w}QtnA2J3-E7d+W7FKspPu^d8hp8Xq<Kt#_lp_VMpd$tRVE`7En6I>rjZFpQ
zJDhf_Q=V|l>0(v!rhv;CUI!|?8^tohP!vFPpUOY>gxz8;>?CMd81xU|>kAd1I>+;0
z4&MLtEHD_XYZUv9wLAVx+lm8t+ur!Xp5PwSZsFj)?>ZPmB(2-PP{ryOWz_Ie>|<Fh
zmkrVp4Y(?j&y~}y3N)%D2OvBFU40Ys;-L5EK~0!aaayua`%=K25M+WQ=}d)uiM+-*
zKRJv!DV>HqutXU<pT4XQb$q0Jqgs{DyrRZ``}c$Ey8FQ>5rX6Q-%ZT_Gj|am4gZ^&
z{C{r9m+NMI1#5Zy52_ZZ0ILV#`#-v)M{f?|-+|EotU1n~aIS{_tCi{htG@)1-{=2%
zb4t{}tGK=yDY%&3E;3S5h>MF0&_~yWCJJn6g?<uAW{8y|?h+OSpvddfvIw<0)lgsD
z9#0#Aa)`&^UEJvrN||!sNZjcjN@f%^IL66P3xPzHPa7J*mkAMJl2@k~?1|fJbHh`H
z*@?z(cJJmVo&0^LmzWGEnqa+a0ep{RaAs>psV&z+vcUbWTm6IWY$@(^3uO!oYHaHW
zW{d&~429Jnk`##v<Qvxk*jRnNxo0ntrPyopz*B||G9Zx;Yz(%7b(JzeDhtFQ0Y4bO
znjwLgxmtGA@!qe&-`X)|ZvFSJXyx3*mP`EOc?bx11kak-cIiEBcL#nKH>4sI!PhlR
z2fvcosFN5bn-BeFT|nQW`??f3i`jd`9T<zuY@}I!8KVXD@Yy_0|D2U{aUO~@7)EQ6
z?9?K7gqb2;A_nFTcZ7d~b)@=@WoqEcrDk|_tlH8OCFDWr2LHKlP|KwHrVcTv8vOvT
z+>17F9G|mjASBuUNI1!~`6hB)PbmldgHj}H#ib<tNlw$qEPcZyn}1jC2$6JA2V<&P
zMwzvq_U~aBx_-dy%Jd~yRkMMkiV#-Kz{UY9a@eJ$Li~RP0|A^=ze19QZIB7@CK-)I
z5eS4Udq%5HVvEE>=(>inIGL-pRhN1Pn^Ee;gCVQ~?1}J5WWfjw&S51aRl#IoJ$115
z5X%g3-;s3*-^Yr1^fmW>z64wgWZuwm#soYcVr?r30^u0_A*wOfz+`#juV_7k^}y;|
zx0>w*^b#aWoRHMK;k7I4>GpoTeI)=wxGZzlW)4GLK=ins<(rD*a6NS2sNOkb=GlkO
zl)8os<MWipw+|8$5>zg(rVlNc5dDXmF8nn#8xs*#<fx3MToFJ!iulY28#n;*56}Dj
zZ#sxhuQ8z5OopU0r{wYk^FfFLpO1y{A~I(n%p8mez)`xZ1c5RPrjp^BrzJ&3?vg$;
zfEYv)yx@Dms{VA0{@IQ5fc(*R-G~{W<8{M=f4+(!ios%q1o>daqW**(fxr)7LGf?n
zB#;RynHtQ$YY<?ja9wE+T{uKuB)M?<0B-R%PkV7^5VB@zN8t&=Fd&&>!s~ZP{&})p
zMWz*f)FhvNjN3j_><6-#d5l-{Hm~lAK2~i0C!}ZD_{|xQ#^OcqwFr=d4Qi&z#h+7a
zU3a8dTg01`{6ZoB40p$6%dY;!q8lSwr`trZW@_VZQru%LGNu$lKyu*%e!64o%bO%%
zPS=ay3+c6qV1aRi=!Rt+2d`0RxQhV(Fgava^Z-<2ruQvVER67trF{`!F61!R3$m>+
zB)f}JjyTlg7I_he&LmnS3Sx}<u>#N7uIugn#c=w0fHW}Kx3~wbK8986DTuDO3HgLg
zGWr8rI23u6gajF22;`vb9h({=aI$7<Pu+e?8bb8>CI!`Jjn{Ff6@k_U_isc<*@mO(
z_QB|Ec+iT6?LvWr^7Bx=CmOtj)rbqTY_B=J{Y`t~FuiFW@Rd6cvgWgTePgutV6<&<
z@WZ7SMt*~b&0aP-8S8J9AAJAf^1yO|0OOE4_@>|vbS<aef5S><Q#kC&IdIgDu8l(^
zY7)Ql_2vSu28l}@9BBW-4RRa6t9(`4fa}5j&k#NFLsNnpi^C4s+DQaQ{*48w0n$in
zg2_FtLLw9)Wuck_L}*!tdTnN0pGbGcV3N00ze@%#29k~yvtreY+I0vaslJ~_5W}JC
zaJE;O95tG~a*B8%afP<u%@C2gpdy1O4k-&9DW@yaDfJURC-7_m5jMz8f}rwMT{o!N
zF7pnVN>oHNsF|O$9I56##5OV~L;&wqHHlB;4E&z7Icny=r3Lk3ksxU1?OG*l+&t^R
zt+Bac8P`oT_`xkPiW{hq$=Uaq8=&$(+UvnH<^S0R^8d5_@c&hFFhvo&^_Wj!^!4@O
zkdX(#oUHhyq#$tM+1%XxTf5EW5o}^H4SpN=5Q_oFR{BFRL}B6K{;8?B?{o_nt$~G^
zmE@EipJWMm4eqiw;A~DtJ<p50x0jqj5M(*UvkwdeJiEo_+U%9NZ6{>+B)(CPd;D;p
z2SFL`N_^x6>6tnJkv^rGGZzF!gnhFey$F?cezY^INzd~bNdTTFt;8-{yuARHoVCiG
z&-h5{5+J_RUKSM$-5}hV@|*&bdDOF$0+rJtqsN2PcPPc_5NmYY9Y?VqNf{BlOtHVT
z$w0Wqe?sgyo1Ptvdhbwpr0Y*kIrg&6%EwN5k@~;{U}0mYfiVwIfG1FnoQPrjrCvCo
zlCwmuDrfR-VaU|bSPQ44v8DxX44?aVL$a9flf&l&3Dd1bkeAWe*fuF=&khXAk@3|0
zYI`amjU@jUEV4{+^X7u)rGThmZ8beDCQYHSnE_4j-@!?^#!{USTk=^ub{>*n4xjlc
zA?Ypm!USV*K$nQRMqBC*#5o6JUsx(b8ykz%(T+a(I>v8!+Kf#|n%NM~U?V^y1V4^U
z!b}XjE_Nj*MG#OH^5(iGht;eu`@j2|tD?kU<B*ohK<Eqn4wnk60=t@uObKum9~#JN
zFwX2DKz|QX-!lnKF?n7Uwn>M)O{lZyFGgEN_`DVjIqupZ>Pn~d{NN?db3kpnEhdM~
z3dTlQ(e^{C@zs|c<Y=<qUO9R&&WvKgVIbB32T&Mfp7zflSOJTO(oTYxCZs)rOw`XG
z5fKRVGGjfJ<z9O<qv%$&y%=hqj}g$X`=<N))<v~m@o0!y=RlEOU7ruNk!GC&P1yBu
z%B9n7sSjWNDm1>@+w0$AAy(o%lP}!)HN<af7|;BeV`Q`O;Cv+&r$M>Jae$tuT(Q^Q
zFxKO}Fhb1WA*pncUoqHVMT0v(wrpRw)%0kLp58O>3{jP=+~Ovq^NZ4bFhxTra0%Tz
zE6ID?9VUiyf7{$234`2N7tX=2E4XCx#IHJhX<(1AU=-WTXmoiX<zRkwfMmDs%Cj*;
z8&nU@At!5V#l;1`r9VlP)ki8y%eYS4;;QxkJ=<~kz+V|)S47>vic8ZAZ`F>P?3U+u
z0keJIT<k>+P*exYmQ93cG=8a)i>5<v4jFANMg`EWwhyaC=(zl4;V4y(S!QCh<19lH
z-^ad+hpX<{glBLY%#tl_sYjVfa;{#QeQ$7PX7ZmCCRKw4i@><8m@fz$a1vz>3w$SP
zH?_@cLV+Vlbf~6f$()4%ka!d62ni0F>~Q@FtaWIPl&Kz;jL2!sLK1d00E+~~W>r+L
zrPi&lSTWIehXi=>a)J>YSAogM8HmB{izp*feX{8?hqsJmEG|pSvmf%4lf8L6WYJw+
zG#L6#+4Ykv14Lr5!4|yL^}=idym%R<y0EL(JVY`h+lxJnn&#Pe^Y=-6hSK)LGh^6r
z%;-CsN(AiaSEtruHncXW#|wR#kSv@U4(H|7e+b7A9IuMo@p$(4?btX6;c7l_U^_Nu
z#-4-CKvOey_lsZ6ETa#|d;l=T1=|v(l}OqY24@byw`g5s6Ma`<(t{QCU2<t30B77g
zUe#Ibfe1b2+jQ--$D<$>W|y(WO2O#6loTyPUlWT3=Xd&U4_`^0Ofhxb%xG*DqbTLy
z;lXfpkVMlftsbkd>$gs?85yzk0MpD=PA4&2*hxm4u!+IJN5X!bk>i(dh@>V@%lWBE
zzKpekj09u4_AV{(00R6@AFDLX<euazLV}cMzN-!2?=n=K-tqoZ0#?=Rew)Pe$?tk*
zzV?=Kf+BT}DuQi+6*?atdLjrmShtU7MHpxH&VE@*+3A6f!2@B*sXa5pa6~c#Y1X#L
z)L?6(P)5v+(4qPoG~VwDS6ehXUQgsVm;7^{9jpEEc7P8?F=ECzQzP=XEA#$wt&khV
z<PNM>?q1hz_NDs^IC3TUh<t-<t8tmVQ1PQRTU&GD#?%9{d=Us=LsFB7bKsI#7sIAX
zMkG|N7ey+ap7s>n`e&0gipG$VoN3+8!$yADO!g_cE?NAfaofb<HS<*R#mN+t!yPqN
zS4BI=;z1Es*IE%ofrqtUNwKoxPjif1?C1uS!5kSUHDi}1#oH-bO|NnyER7mvEAGna
zgpmjiM-34O-BbP0d8+qz90#_DGxCCdvjwqV?2`T*DNyVb`^5IPJ+J!rndWbSy&%w9
z+kVrt5iCo}lWw<Bmi%mlI+nZ?=DqL^<8R?e*%`)_(zs%~d2cRw$kD;v2;2nKpz(Z<
zf7qfS_P!=}xZvOEXv_(RKbd-kz95JFc6JgLV9MflGp|^X+j5h7aXg)ey&_A3n3@u;
zx4q-%4MnxJTy^-9D908i|L~@Y6!~v#`=gOoP7?~M3*mfo(OuBPkvG_XTFU(jtGM$K
z{kw;clJ@ng=w*??as?QdH$2@B=F)h$ku8Z&wJ!8IMF~vSRo<ysZk$qQMf41M9;+`*
zKw$=EgOYLsjJf7UFOP%u)CBg0q=uF@bx%@+*qTq?9#S#vw!TyC+!~?bFNz{kv%M}Y
z6Onpc{KEA*m;ksx^2qXVg4gaNi_nzk!J-l)tzAH7Yhulaq&1lK+fzC2wU<ycA`?_-
z^E_14T3w`!yKsLJkX!4ricPQWN=$R?ZiaspF@Fm~+T22Y*$|scX*ijX2<MsRw-iKA
z|Kan6%6snnF8<}#<?&|ylarBWxi+&{(`yH6wbP4sfe}_-X_tWN)LGQl;H$UmY@X!O
zohJpEj-7`M;K(nRsx!~NLt!_$eN&sgP@pJQwIbAVxOx{R1q|-fx^(S5xqKmOPUq`F
z^1Rer+_n?rm)<urJB!FQ0RfwHK%qQiAN>a%uJMU#QCu4CWT4{rl1u9;-S^H=_10Zt
zMb=1QJs6?yJCEKIP4qM-^oj?@R*Q>a74N3_E53r<HKR`vBa9wB=8<1LwkcU1rMJ#4
z!kIR#Bd$g9g-P;Ecd9`Tcm;c-z_~uiG6~o(OH=q&hMRXr?Oo5L&kYXU)8-Rpf<g{_
z*aVY<<os0s4z`0BtRhWx{&Fzs04gaBmj}cO_Qrty%SdG~&tH}TeJdMw<!A>lVrL#@
zj1*CW5m(LU`qtR&mmKJ@c?J;bZyUQ;T)h-@M>nTL<p&IoZCRv7XvCG|5y7gAVO!6y
zyxb0KpAlol$Y~4V9K=7L@MRh}=-NiPDc!A6a};CgUiyU8p|Zv)eU%LTrddu*5cWLz
z_bEFD$<(05V>sTPHOfZ4&ZAl4WE(;abym~tWJ?c=GgtaIYx}lsV8bqGtopvmj9vgl
zNV807c48PjkC{Qbw3(s{tA<&l_n{<4i7ld|8uMIvkai>I9d%SxOOl_uF%TnU$kDl2
zS4b}RHm7rGTS~wxrhnXXC^e!udiBc@8djOSPlrs@|3^p<GP|+511#U9#RzZ|z4*Yj
zByk^8<O2*&%D2$RT=;6;tIUvjRh%KK{<A|C?v0IDT7JM`zb(^n9`+sXzQM!$iA(9~
zy%kLMARU+vmn{?gcsFCe-~1u&Wda{WCGn4WLIV3jR*>OYDe#OW{U9LxLzN}tc}4H8
ze*w;B*mfvZE2b}C9X;&F_~A*<1cp)wXMb3ZpvvO-`u(SusUb4K3N#T+!+KEDK)d|}
z8irYwZU|;oHOP!zu~vF|ZWW_U2t~vWiogd@Np0AZ_f?EC@%^X&GowiwYd0)8Z&?lp
z!5!b^%er_zzQHqJXX`$Rdqklpc@l5+z{&R>IF!8y>KLtvfdK7TwB)p*<VzEOn!W($
zKe(>Ce^Qq-FSh3<pxb3={gTr^t!wZY_B^K8l^&!It!OvZIL&g*<H_cZ+zJV8)-%aG
z$q34xr+Y2_J>7TsY{DcItAwk&W$eXSPA_(}FbRuj;uIK3?(3=LdG<MlIBf4ZzluZE
zcN(Jy!sV5>86);{7r(Hw0mL4{3<(3XaTr*&_weEKP*rna^iY0{mx!Ybe*Xu5C*v?!
z5PC%I?>jfy?}IlM5c(nsHAmU=>kD~-P?6dF5UJ1n{SdHDgVjr26kr1eM*NZv$+Tc~
z!^{Mm19Vwf^;Q)S=lng{zQqBfKp}C?=KqHF6c9f?)J5sKr<R4vXR7F;Cc8|Fn&Wy~
zsH1}6$5kyw+RBHs=kZH!Ea+pK)_&mv0)H2KdQ54FfY+tGL}CuRnA84<)51{5L{U0k
z1bma7Gmkn`s&d>7zYVj?16#>NzXAwiI`#%(n54`97zPsO-bt|H5K{=2Sy-j5ZE6}?
zef`SVH=ZqjeOjSx1eW1F*Nd3iyzhP7$Z=j&dkJ0rBPWpMHZtGGhx|CU>5eJQRWe1g
zS?TlcwwH78YVYA1eHxqP6NT()Lw=?}R_hRf?z6+jj_5G`@&e8X+1U`w9>nRo&I!c|
z68dX*Sx%64nU(Rx+O&o|v_(>N`5)(NT#eZs!KYlf_dmh=G^z^}G6V#I9^r9y^?PDq
z!+w165#c#$(=-@ui)Q}g>K$##Nf<4*G%I7YpG@X8^oiZFTeqtIm1wcXsgJUt;4t4@
z)U^CPPbeVsdbN6JN|D+0i9~s*27X!nU0YWMzxWvO5I1RSwa|BKDIE^1Ui{mgT&+B7
z6}2L>Rjtd_?iP7|qvz5?rOWkdNpzwkP>Ij-oTxqMjk^9GMUK=H_UW?4WlDg4-2;{e
z5NwA3W#GiNm8?0O&G!kG*kI8%7X6wmkWL7QE+l*L+y3n+y|{XJ$uRoz&gwE)DHG;&
zv4`oQ#z_;8I<O0?%+y)J4pYGTdW-z*`5d0?&)lNZ%BdC!AUnJ&Rd=AU4gRZA5;<@P
zB~-N&85MVocM;`Ogzq;iVOaN!_CtKauc)HC^J<T00yvujQ|;p;%ro9=LiFh$nZTbB
zxm3`WTDcj&f~pqR`boGj;}V%fhj1oAId=l(AI@OJ-b7RAANvzw7@Z>Qp3ymI?ZC5Y
zy)+UnD^OK>h~W33+EDYg4O&fj)dpwrYN(Hup_s#TJWn1S*ACzMQ8n5)I_6V3Rv+)=
z$nhCgH%+)}_c*NFqjby=2@}0vK^jk_m2fFHQ;sg}!@WzE8v6wEqT8Xee>aM8##nA`
zSSP9WXFH6E2q$X(M$?^Ws&+{R|0j12`7go$K1Ay8JzFH(7lBQuXJ8P(sNMP-e58g3
z2krKBLn)WV?Z4jUx*JO3)7`Y`6Zt_x>hG>}_~Gv?)EOLCRH@!_j^h!%5?E|16d2fX
zA+|kJp@z57guc>X7piU)FhEe5cR0Kr#{EX4mEAmI24%}vp1w*Tc)|IVG2U>XQS*q$
z0aYjKgHVxg-IF+MyuTjt8jdnEFKeO(Of!5Ybc><h#qaBh^2LlU1g5=rV07a7=WM7h
z&8%wfLhz7;vfZ$ps=%l|bN_Fp3^!_4c>M{1FW5&Y*tItZAm0S&(r&yqeD0oKW&w{g
ztm^3{oIiA|&g25|Y26hmL_dZpkoKP5K2nhAFzRY3IdD(k2&aFN^>_3t%7pz0F04Tp
zbY94+C;l<fx5zY8!`qEs!7%X1BS`ReNex8iM-h3y+3ZaHR0_oFVt4V6l=5rFXpwjd
z`o=~Y!==W6cU%fN>ff&=<Czul(^zlzBsKlWkqt+_^|42|pGmZepe7DMwz?~s0F3x{
z%5QAwZa&Ev0|Y<Ljp0<34}2~AWFlFV_Ylp^e{zP%#_$WiD?#=meOaBNp^!j@YyV(-
zJ&9e*+10<J=A<*(%Dz5SOJ!o1QSG;-2*Ptl8C8oQ#V2_yM0tPsAGD)2EL<dgiL-X=
zq7ONewTR4oESO_!g-%K<&mb+N7`dMFkc;}tC#NepCxkQEsOpJTbVf+Sez5kharv_~
z=I#voFS0%lCYmg0D(<-CSbv3)=4l`iBfqmJd-11DDpP~fNC9e53F46cf~}%1f&!{m
z*0U=+KbeY(#O`=5U5Y<l$$u-VMurEdYOg2PiE|(!a0*Ne&14WNIqZU$r0R%c4sdqb
z=IH6|8%3qV;Rsl7nb|q9xn8y0$2Ko2ReXN&@OH?E2uZ6D#clbcDX~2N%FzE&dmzCf
zh|+(cr{TsbqUqRUR+ek>dny=@|M(OYmPKAuIVpef2~TQ(YH70vsuBaj0MWP_2mhnc
zlUQnapgv4Fh*RZ0_(%rSLL5oG{`VMh(U257UC+0gKx=?1jN#xIaih`9IR6Y$eg^pB
zK}hVpe~B2f0I_XnB4{#TtQXt_rI8+vo{<pfFQ16EpxmWRc$HKa$#+_|EZ*>5O-4hY
zIpa{XF@z3LB(g^Lb-<K~r;U5#`z#}|%t)Ww)ND;r-YDaJTk1Eir<1x!+jVKbz-~Ox
zjOOkJ{5H2g;uB{(dG%giMA<PaMu|nic$S!szz+qoi-!9dI?>Hgcx53^$Z%^;h0))C
zL#<jMwJ!(q^BZVlI9-A}x}g;YSk-Uq1Ig1rKT<J5jg7#_I<hPj?rmk8jx?_ZEm6GR
zzzRwic{_*Zl3y;>v+}@d&N|dg4naU*kY3;>@Jj7gK=p2eyvCzOx_=0nC!@efP>{73
zQa5~fv4Ucyf&>601iVUoxVp5V$r&9TOXEcQ7LA!v({E%LEI%2(DrRp+L|z%%pd4tf
z{%-je#t{4&FFrjc5=E}vuunphm9u2I@WufoBR`;tF@fxsEk;IPrz*gXbpr2Jj_4A9
z@`VZZw!#W1QyPd`J7cf#R}z-<K7%zWHD67Fb_3(|M6Y!I6im4EYDg>$R{xn6eK}z@
zJtr1KMCp!~nHw^@z*x;TGv9-c=xMiYNXWB~0Gg5&X3G0ZjDuscThxvvJ$}ArVH99_
zgW;u{_8FGk&`G7O5(5M5m8*(^lMuZtg3ft(xcgS`q~&6NP!TGt$cGFV##<NQ`D~kc
zvhkv<fZi)@Y`4=A+bWv@$o5ycYmr?o5JCZKktY}HWX@gclilIECcc-{e_znxEM4_B
zNTlGN30tBt6g#c?9uzp@o`#+tl1sotw)7)lzUG(PiyS|(GiaJm;=Tn_-gs$sEjcl-
z8EFA>{%xe0r^+A8$3!F!r-qLOH?R-G?giNv+T!zIVvYV_ol`kH#eQTB6(@mrAI8-c
zvTetH7j_XSJ+rl2oc<djQNFY9=K7j}Rm@aj=51L%BM4UXC35Hnk%fyKF|xqLj1<Q}
zNltJ>R;Euy9(UuWiC3D#>z+OsQhPUHdNJS>abO?YO_{9ENRtj<SvG*zq}X)3ufXYb
zyXS-X7jHf4Ysy6bt$dg0Mg^>0COd+xoNdp!Urt={DGW4s`wOQRj!fTd4O_hH8!-iP
zJ6g3hsZ@SsPOG1ep@DTcj@kp+OD_Ze*)4iUY(XdW-f|1?10Mrje?kJi7hR1grXjjZ
z^1*guukx$S_NZl|+%Q6QEd_y))Y<g7Sdh9nzy#OSPkkMLvD)P%@0=+HdBeHCzuPhA
zq-DR~^gWa4to}f5|0t!vJkbl9ik*9KHfTJXwwi^B<g%z>w>6XPtp38iy#VeO(cvop
zGayrJNi``pp6B>+b`o&Ue^XgEL)-O-(AK!{cdV3(kJT?gh)J=2Nk3BJc)6a=6dV(l
zLl`JZo-=SG;HCFh*xQXJ)`t71p()Ay_o`L&>2ki&8RsFj)jaR*`(31V{10pdn-Ed0
zO#&SP+}Y?;c-^Vu#bFGkxW{#jB(V<2(l0NlFg=&u9{lF3sFd+cP8Y|l^;`idQ~iC{
zj&a_n5MET#Vwr53b{k!|M*P++dK(nY-au4T!HnpDVy10i9aKQ<dlcPy2>GRtQN<+<
zJDd1PplNg09dihgcI2Y|`F_ZQoYl9bXK(JCcXl^d>qwu>!@Ms%MAN=ng^T~RLx{&r
zclsZBq?+$OSyM&#!<sg3nSSVe-FcFA?y;rzx1XIHAgxcuMZVGWrvB`GFVL4LpK+wS
zhymCgp|&{HsFyr(IQxZTLy6NnpyeC4>_3#A=E8}R*U^D~W)U*qqy#j*RN{ZCH^1BW
zT@kZ=LO$zfHv<ky1nty1l(!}aY;^Gt)WOS=?za^8cpscWdSxbkhq@VFswWjd71b%)
z!U1HuEhxFT9mmKL<x>91z4?vNdjit3l9}q$K=pJ>Xvj{o@|Ze(Z#7iXR#*CqXzA(P
zBftD%$z9~*i*<^FA})o<RKDhf-m#$>TCCRTAJ}2@TScJ;X@mG4@72XoCcO;cr8RP{
zq?GqFNv$K+EhCD!Pn4y=mTmn;UZ`)5GPUMnl@ZQ-Cn&k?B5#pe@*4CIZ&y8g*T=N}
zz58n8-HdA%V2}roW7`p#lS?SvKaIM5GCZM>$mmsYovoy%qra9_hc_qN;4dv2vPoia
z(w?aPF#E~l)8=T!;<RNyCw~X?XOvMrIb?uMd;gV>>~v)zY|}>9JF7>`Qb<@G=JrXy
zwFy~n#j+37YASL_QyX%p<~?=C;jR$1F#SS3{L55(_nfg>%|)ghocUQ$vgbwqV$kLl
zXz^iNZ!ABsEgWy73}S`Dd1rJJCnP5qtjOGVsdB70I#bqcM~&X*bArNzEB$Iuj*`pJ
z42@d~cy^vyzv}w%U@f}vhydCPJLSLpO{_WU_<|Haw%XV8qpRzUwgQjMMMyOC)B09o
zFUIE;Sam}wO=_=N1;@TGB(N97hAXx#a7263fv>8%-$im|W3P=Q5V_T_U_~_}qK`M}
zra9fE87X!S%SM(s+XdUL2GSg<Vm5B4K{#lZ6D;?-(t~qE@o;a==prYY`t#xHpd44&
z_%gnmlkNpAzw|&a^eqdNyzc^8aMD9d4Y6B#lwwmRiYHa=b=-uIyB^%nDv0VoWU6-_
z=|GR~oMfslet@YJ;)>AhQI8VaXccPRyocAeFs<orj=P^hfVSM5g}#JMgX#li`bJqZ
z87^C2*R9VTrv0_|Xk`_mGdD~Fh9^a#>JQ?ML655j`!%>ncM~f7>uXRb3$2+aRwLU?
zeNbpyHo}3FF`IIOY5V$i)i~1=&&eQ*{jdrp<(@{eoG0z<glz-<A{)0bXWhncQhp4o
z#P0q&b(LGkDLHmq%UWiZq}}DN;9~yC*su=LcZ@Oh)h|>f_W;2sv^L<RgnFSYH+JL(
zVjo(|83!k62Oit~Q4M?{Lj6P2U>v91qmj}br$02L?D`8~9ytM7{~|`&WPkp{jAxkE
z912QG@5$Ka10<1K0PzW5y8a!U@1qpu*OX+#{d8`S21d+b<fdQJVb04`SMOYdzB(5r
zG^xLfy89K4hb&)gaofvrDJ-dpHxLejSQQN+%I;NyY>>WHxau4*ZoOo?WfIPTso6I)
zKsZo{P|l4Po-;eSJ;3xvx^KSuQbnPEl0vP{mB%82uWq<+%W}kV$eB}lDt4--1_NP&
zd@brnP$MnD?L&=is4B2^rigf97gRvB&fe)rOHZ`Bz~BAbr8TqmAvdyTF85MzeU1|j
zKFMIehx&-)PM-hG_!FTUie`NSmi|I$v<h!?jvou+{{kpM*S@cDItXz^QAru@J<r7K
zkxkLm&j#7~GE7=^8~wjNk2{;+*7Hn00#oOo!MY#cRz8!ziC&|2<LTMY`NwG9XY#uc
zar!g*Ounc@j(d-jG5hn5G(aOew-}RtJdOSz@5P;8KhZ7!LL8>9zlU{`S|KFB4l9p5
zL$9wc;_3Fc^tXfegE*T++d&e>EWS<cSI^d(>m^68Cg4_NCS2_FA2v}JWFSFtQ-67e
z&{3p6T4B|hIP_i;j>yGtyuLr~eU1+PeErcBt49RD$Dy)6#-i8aa6Dh4r$1K8Fj^_Y
z={WRWtdzm(Z^-bWnhd9vGAz|21FeVqSU0gHLK@m(<>BY(_4Oq@-PT8cJ-io)0C!8S
z9&RRK%o0)$qQ6!T#4her+C?8rtolP~7Z=vRF7D^Ii&f=^rQud|E?ju*iiQjq<1lr@
z1FZX!=s-C>&Ag1KTYK~Cz>?^op{5R&-chziwehL7lh*jezus=>I;b-;kg;KFBtk!J
zM8}3zzsI2W+*^nY)iXAj3o(<94Q6y~IB_=(V^=?<<9W{(TtLj!txs^_VJ3D?ZU!$0
z3I4dBfzQ`Rz{OUKej$!^&{z9++M=o+va0WomGj4W{SngK9V@q9L$43F<LUXy{A1J2
z7!2>%1npXo`J+HNf836UvtL%t9}A0Q^pKb#Z#BZlUmw$3c9jgLpJVFMD_A$XvuY0c
zDVallz(0>BbI9Ig4(SZB$QX;ahAZcg@2lp~=f-G!=hW3$jGKE7gSz?h%kbw*OkI5o
z>t?)xkRT~m?thG4lTYL6zQJ&?)#E3OY>EIcYpyL^i^G_ou27$%XB#d6wXj%@H<~zM
zNLL?xyx?l}I{58ArvCUl*3EwhA<aCna?2I;`d|y5UYyQb55x!X_OQj^x0+ze_rLSr
z^P?GuXkg~fmBZ;l0K1Qbqx*ZC@c7)+s=CsU;RM+`coyq^?8Esf+i#)Q=wI;k>;yRQ
ztifEm9gE>_6F<d`^HVlnN6%4v5OHd}+TKB1teMkGbMN4&J$P~MGo8JI`%gZ_)I}Gu
zZf-Y(G;zkto#E*9(IGrNIflRdJMkFaCjjl5yK?Pd^KJATcL))`kAkc6fOtZ$4qn*$
zQ}3$xBCUC&h76~kVd~<`SU0CD*A{n$qt_=#@bvg7{cAczhGwKKnqcvkJLviG5k&l|
zTGNS+%Rz?`2QcQHAk6)|EiBE1cpQ~Uudi$Eur9O%D#IU9n7ZOR*3ImQkVXzzx%Uxz
zeQ^R$55LQ+hf85e7~azl?V6BvC1Wh!aUVTDKY@q?L*eRRPS-OAPCEmEi4l%1>qYBe
z`JM;pKH)eX9~=fViQr%L)rw>agulweHv_!s;WOEVa!lU!3<Fl&$L$~5@ZRe{bT+2l
zOhRaTHv~(~usR|geNMl`lOX|c(2}<jOMwxd3~5;PUV90b-0wniK6Z5SfR}|3XA|@B
z`LzVNm<rI>Q`06Kh{?vZJ4py_OUgIJ>L=;wbM_^k4D_$Q{DA?g^3?>OYf9%|L10u5
zN4k2`Ygax_N6$0Scr-x&p#Tg9gTY`_qJKukU@-nCm_2(o4fbo+tQnp@eTp+@&S2TH
zWmvdyAr2fkfW*W^EMB}Ag@uLq|CJS6Z(!W878pIa83OA|v3}lLFqH_f_0T=u>vyks
z2NOPMjb?#P2=KMXrUiXbUQvN_*HtHzzt^uZy1n589}gP@HE_W4Sv`<fP>P37Q~71M
zn~HHwq!`s$ia>h_LVJ3`RA7W{kGPX~_#hJlCv!p7%aLcZ5jm|y{Tdsdht7nblXEcA
z!3rNZSkeHHl|E9M0c%%UKJWFr((>qu(|i4$(Z*5&Pq6^)tt4n{rdo6)o0T1fCRMM~
z*@f^H3D90oR;GVLhFke1c+18Ny==_r-v`*4ql>jE!U}XxFkc;)jnS@F_|U})4b4SZ
z6W|Dmu@QDA>25A1>`2O`<sWF`ini9KG@Dol8&fpVI<echUOhO8OsZb?JR6KESrMIy
zaURwf<zY=XSCha$Q)44+i_77?ep_5N%_4Rr*d1@!nZnCdh&S!c(9}vL!^yUu80le+
zAWJd*d~0(Ty2&~$x0v^y8*=mUzNI;aTbRRND8OQSTS)2|VQ+o`@AWpu#&9rEy)G4(
zKvJ(B`kJX0d)_fOLq}6F-JInw6k@KO4e~205GhmNg3l3}mWvPVEb+db1r3B*?rslL
zqk7nr$=?q4WaZO(*zMzlHs)e@hy-}ULV`xh6YPu2%kg_oA-;F9LpyT`d_)3#?QBc`
z-IkHZd(U+lc^F}1f%j}J;4c<pnX4Ubi@#*?%V1+-3`c=U)$3wGF}=Q@asxM+xRXub
zQyi?($I^_RvLEU$MM{|hC-XE<>L;wv%*6-R7I@Fv0{$W)mO3lT&(Tx9u`wJ?OsZZN
z3zg+tsuqTZTAO2<)EaMAlhsh26;CrT&esN`d~FeEB}QnlD@;jHrSe25ZMMBsw#AN~
zctdIiFLNQ@bTmg(wTHyDxhL%lp4J%UX^lWj5ki|O`$DXqz7VS{KSbFV%y{}jJ5P-C
zRO<^ZlzkzmxK8STu(r}JN|koeTT1)Gu5>+iF`cuEztnd|8w&|Ml{Q!1F5WIEK_444
znkj(%o!G_BR<*N>#Qy2Ei*f}HG<8M0YV4v(E$rf&glvp<w#0`{R%mD@!s_}Cw0-YP
z;qSjYQ-}=Z*dOGAwpQHO(81c2W}vEMd3+Y!L;`FGaH5$4y(9v3vo(W{M0as=ZAuPC
zN-eoMkO;BDi>rg(dg@?z23H4r>N{!Hfm&9L+xaEvV{L|>)?6L*x8>>}yihl@1>xt!
zY>aZU#0W<#1el7j%FlsjY~7j4uY+BwWPB>ezJ@MnTQxqKY6Q@bjiwr7bXFnFC`QIn
zJ~kEP<6ToT3^O%D0}_N{West?de~pY?;qM28Nq>!56ah-Qf_Q`TPxU&Y*tpk&YEY_
za9y#Bn+rJ|3{}$s`Az$a`E_8etpgdS1MPr6A!??By5OsAE6K-DkvRs5&EaPvpn-p4
z7~ya!zmH&TWDKd=iv;tLcGF8Ou;gBu3<E@F2oZ?kW^96CVsiu-3-GW^H`@(?2GdxW
zW0<))8VChgXlq0Llzjzy+M=3n$?I~7(oZqf{Ef+FWtg3ngP-l~sy!8n_D5$+jL@=4
zyQ;HEq(25~+9dV<xFR7Nt|Akx_a`<<Ol?wEJvNE3DkckK+^sOu%^D3YL|7Z-M90V-
z3H-KsdqNH!pANNfLpvMJU+idSiY97V3Ey_KpxOTFn+egtOo$&ENMUYbgj+mg<my-1
z7~^Jzk*?g>@N=LeSH8ZnAu*R`-aXjNl`CH&Ku25Mv7w->9HSm3BQ(g7HyE(4^#?=y
ziyN}@@V=!5-nBBPc5$%-@!9KPUtZ08_RB>jwEW6|3KDdFz|9f;EzIC26wu)6`3|;t
zSSmw;TsNZ-!F}>*ByT=|l<h}Q6d8@@<G(|BQ3;&K@ShB8)vg6{uZ1IR?{SpGCL;Un
zHKgr30n65^U>lFGK1NA=3Z9LfNizkOyh@<gmAuqE6_c=2mWx3`3k(!mz}Hxa?<96q
z2S;W6b#Px%isr^*yd^Y;tC0Zh1QPTXm?1(@`j_uXf=-A{B6BBVlNQ-=Hfe8uVa@8H
zYVIV_oI6P>=S~95wY8>mrzbpfr!7VK7$z~t5Q#bJn+Pz^f-C=^-m%FTQe)NYs&Z`V
zqc%2?tg9sB-`D2W2oeZs;9)nBgg1bY;P~YjWNh1y%w303@-zyuU(7~%aWU*a<ZlP&
zZCaq<Mi{aV{0>=MBJ$2%rT;f;r8;Fb_vCrxp1Fw9=vOF>dWFQf%TQiW1oL3spb~=b
zl+lRWbO7<&kDwqjng;19ib~)yW)Sc7?j!o+#r*Y1J9QaFF$s9JelJo_UV`7$F@Ncv
zQKv8C!nZ5&^w^)M39ZHtM@~!v{+PB18Bbs0&e}bAa_9`&OdeHrO`9pB5x(gF?r%SW
zjL2vlA3q23q7pRM^PB2|-@f8@3dS{)VpLNp0;Lj!_V(iDIuE#$jrkzYyPeF1RWC=L
zfWE|h87BS_i=F*_Xn=*@@^2+$TyqDEYDUU8MQ9&yZe8vEUoZdNM)v6DV+9`@F@mI~
zSlZnKd8G<GOw+Z?b-`y2C1aDV1>U!{KmZw=+&CLX)=g?OHsy0;Q-8Iwi3AN!b+kqw
zD{gFB=OIOkT!E9hMRjsbsV=PT)dfFg#m0*m_g*`U9^M9l4V<uk(NLI5gxI?GChzsF
zn|Wf%cl|MZKnsZU{5GkbIh-6Ut6s<dd<<VNd%W4!Pq+M?;TSil5k?OTLZGi5)_>O(
zrV<luJ<1;pvU^c)Oc>r2%>o<{;A4wT-*-cKIdJY)T-7yB_GTKd-!4R>bFe#n-1$!y
zU$OZr#tm<c(L-Azuz@4i&+pIa;6NC^46BD>!iQ~W#)SYs2W(pO4$8|baPC@kRexBu
z<vPCkyfgau2t<>H&e*Yh2$ItBaqN#Ly5;Y>k8$q=Vf27N1p3-y{p`*#6`Nq|u}J>%
z7xch{VU5u&K#Blw8*G}>g?rv`JE7{D8xK<OVc!6BYV8IuS4(_6xDn0za65wkdBe&R
zu^89I4Wm1`BGAno>&6AbRA`KC7ZafmMR^5A{QMAe2K&L=LAQO4=;(rP2l=5}qv}t>
zuhPS%B#aAj#He6L1Ui}0z&}%gF}B^|vNY+n&6dKdm!n!>AgKouG&rl9JNh-ULlYM>
zY#&}9NqI8-8lij8z{=laFs_?BMt5;Tpt}XueH;W+kukQNSLs!qPL1p^FvJNB-OS<Z
zWQH%_@<J0&3tWrLrhk8tT!fp?bFlW~Ahh<ghQF&hLO%+kK?QrSCiC8N<%w4q*VP@P
zJG&|CA&9Go3$Lk%H4iaoNPT!aYSsg7izj38%{#v6-`bJNx8t+MNXjn7F&@3HIPwDH
zdU;`V4=)6IT4MbdEvOE*o{8nxK~pIPzTt|79+vQRF~`IK_0h!J3RfR%>X&TTcCr;$
zy=?RZaMl?a4nN1Z-rgA9Qz^s5N*P}1k--52+pEbius)jjSmA1f=JPrdz)%wz3|&62
zO&I$R*n|#Bo6z|6Heu!IIE;JK6{9=4Akftu>qZ4|<zG&!zWntOm^09axBU0oI-y&T
z9ef;25#(l$W$!gWUa<lX<N5uL6$c_Q?rlGe?&FI<FKeuy8Uj<XF}9x6%q&_-r{+!=
z*wF(Gy{zEtYJrJ^1JK0B8do2w`r3Qly=g`}9~TP*d0S)oXDyLeD96L-Y<?MjeTi{B
z+%dYFI|4l{uzo^gn2L<B_0M>I85-MTU|VN2bhm)7vl%A#^Fb3Y3tWAoy1$c+SmX8E
ztrT=_YzH4F-HpR5_CLY6zV$Kst@;S`w#NEtZ8;sBs7?o-Xy|1PUsp>^91@5oJ~mZ4
zure3oj}<*Iw2K$~J*?0sNQyO+LlE{X6LF~puX!fl9D(&6uzud#uX!dv2opXCMzcU?
z1o%p^X+b~bGkGpsx0Qt$f9(7aL*Hrye;<3aY3`0SbNe7HA{lW>y3dnV9D0gzeS9&x
zmk$EHtgwDkYnX~mu=VsyejPM(#K87$Xy|DLUl$8Z9OTcng9y!eMq+vqzFZTA-Lu+4
zP~GVebwCCZ2sf^i8%B3@Rrbe*-1vCuHTGcrBg}cn7v4Nsb>C~}O#K5@fAmLQaTy-Q
z^ZURnPie_8S}DWj*T}H07BakFy$mZ3Kf|~_K3qL`l6q*RtOw0Z^p$jK=Af(xrEPwv
z0k3UN%qYT_KZj%Y%r@26!x^Pr?4Y!ZBWq|EH$-6003Ti*(DJiOFmd-Y>>A&w+Bvjp
zd?GsV=5#QzC8vWkG1ZJuJUV!s&ND_!s$TlXN5j@ZU6EnsuQ3{9!@5t&*kFupddCJk
z3~cLEH8y<N*PD(F*CJKVnr}SK#)n<p=(S#sruew02by|Y;LeMjI_#_c^KFsV!`ge;
zJu{@*dRVdf8paK8#myhd*z^;bKMM5EA6E^<gb|hVM=3Tf8pw@J*Hm_V#5>LL-NY{F
z_J;19nO6qAbI2$BGA!tc3B#Hw=a9D8G`9;khrJ!Ie;$4DB|5iugO8h@dGy{0jO*u*
z(Qh|EptlXy&v=8YhvUzAukX~t83Q|caejiEB_<AQgeJbWxcWdfM<rR-z8l*d-C9?l
z-H?{Q`3lCp8-me8TXXaH1@Cb6u>TJ4^(0H*l5gI|@P5r8;t3ohK~;xOMPSjaKIj<Y
z13xc&%$?E$ex7z%x9bMK3|ntv+_2`Vy@Nk0_YNMs&wKsu<pVL{gI21&gY)0!>fuHW
z_6|PdnZND0i*Z95WAr<X5$I=+^>e$!R4l;OBN6=NFL?_S-fNC#4as_n9X9>gQ(3-h
zJ%vEldYq(YRWBR0Jv6#9gk#)b<(iJ49oEn3#<fL#GA!<m3GX&l%3zC4KXm70xT%t1
z_Udcs)6olyr*%a0h7R!cutvWwzPtg1hHi&-p&d{e_B_P60Sz&_UjPDqY_Wc3N3I@z
zd&)1vyl$8<q!F6=+atis2AgKTsa#j$e5)66xw!c#6`@~uK<gj}_<LE?V8Y_kGVDDQ
z^{@MCR;B{{@pVfK4RM0Mvl-g>S!4Cc0EETlBQ8VFeyxafj0>>Cs0MZjv=P(5Kl;4k
zIse|Os(rMkf~uFJspfkBjkH3HsBeo-E*9{z5aFW$do;C`;C8z1TK9^_85q~V7NhFh
zBG6h)1OH4->S5c9YRZRJ`D%fIFY;u#m0pCkZQRh>-W2{;VytcJhGInp_Qmk;gJb-U
zVN{R3m=0>+1{nWSuz)`X<A0c_s3;oDXJ==J)2C0v*H`x>ABjYQ>C>m<`|rQ6`Ya<O
z1Cu6Ag15IfL?RI!92_uo=ukvN@K5k+dcBvI7k2E}LH|##tyixeeRb;8sm8x4At9mK
zS8}rEgIAeMK^OhIwNssfYh+Z9zQ1{o|G}>|Ma6Q+<>j!o=3iJPWo+CR1}h5@JzY@e
z?}~DSrxc>Amnv1gQN4QT>S>9aN&F8)2n8|)eAYjJ*Sh-{c;p2h^Gt#+#plEM=X(g;
z^a!8*@d}y6WxOXz-!CXdXEpgr`JJpyX;1<mC$kF?Y$3+fm~{BwjX}u$I4n)b(l~8e
zyNvxA`556~LF@Ftk|D%Gj7xdNcu~x48h=z+iW~VQ=&p8Jd1d+c@=MTJ?Sy4geis{4
z+{)!I|3pRsLafA?^eh!#m!r_?W(*d;%GA+8bdd}`SE3Mj?IlJ>Bq6>;cSBO84B@#Y
z=qfeSYzOvcxS7qrk?Qx90<^I)#TSo~;d1&JnqG*;g6HXa>w%Cf=T76c<;#{=Q9(EL
zc94iQWFYUuO87V4YqK}65dF<fVX9{X8YyFUUI8qP>LE}l(9ywzqEftRq1g_|`#VMa
z^>8Y;5UtI`m>!=2|3|TC7a5P`DcMyzAer10WD!ft$rT&b!_7k7dr}#SOYx?;mJH@Z
z2L50iZOCT2fmY@)Q|cgAUWT+X1>Q7Q>6L7%Zec3IU9Ec({X8g<X#}8<@;jP|b*|ON
zFF6GmXlYheer=&PDXSP=oy;}cqLVppX6R{)33+H^Z;CJOB*NuLB$}Rhjs=g?=%P+-
z?@9YY4o_c@n&D<vHGRR>6kj|@hRdmEXnHOh3!c@mFYugTW@sH$>Vaf_>tv~A7p+Wj
zM~_`RMeL%v7*k)R!!IlbZ63y9X`-fGB!9o0TTC<BRocay)!4-@+IG>_6t{Eq*u`{}
zUG%&hg_bvBusBB7E=Co};C(p?4X?e#sE8z*L4l7d+iauR7RdYCdHf51Co&5VY$?X%
zs5E$8k4CFIudpOmQ-+h7g=lUe!UvC&;CVe7ZNp-*EjdST9lU9!se?ByB{Xo7k5k!2
zRL9d|(@{VC71}<E!?GlmO(Fy<$EK<}DB|j%n_4*<Iw&Zm<6(`*$1HAqoD!V|pIa{x
z93G1$@zsyf`_l68fukk=7+q0;M{+sZi?qfDkr-j}nvD(niVD$BqB}O+EG<Q|lq9^F
znu3`**)*dEU-<^Ni+XfG-iOO-rUSCkyRVo>2eMK$PfbFnv=q$B)uV&D;Hy<s;BlD@
z?Sz^-An)(hupJyOEyP<wQ<&CM>7coZ5a(sZNL7^4jf*$sC5Ta!p}j!N@2ALQ=pYtp
z)`M7tu+o~f1riw8-%PU}$ODfrGqUihr3KxXt`E*8k$TYVkDaTlhs?q%o8*1tC0gH&
z#gaJ9dN`3;h!z%NeDEY0UN>H%U058pCG&4er(<MZ3A(6dA*Z(4-V`_W1h5}ZBmSZU
zUp`5J`?(ire&r<=MQ7-33*_?yNqHzNt3VsA`3)_fj16{LI<PgxEj?qyaWXboi!m`W
z6&@F((BfJQ7QNIR8_3^#+nb}So=i1$sz1~Lf06j?B=|wS{0^pK+%2i0UCb-M0Q2hY
zVt#o!eK=*sb4@*g02VESkp1U%)rS=o^u1*p{-CVf>*4e}7RmrWv9~*Hd%uayQ<ti)
zvFqCf`C*R`xPKMerQATvuw!r@H&o|dBqP=ng$!*>G<87UKTr$cQ>U4+2u~EHcvQyy
zJ-%FyD`my#U?TZT_ta;TI@H1@?d7pa+GXs{FMwq|p1D&+1tQ91ctfaJK6!snUbFHK
z6c^%ck;*O;dw4-s0&f!&nkle#dLjm9rQ(lLe*c%W1GDChkat0|9ps(A4zrNvyx$>N
z{Y;xTf>|rB9SFVLVb!w}4e;Z|$Otxr--eNy1O>P5@ycM;G6?BfZ877|>#%9dFN2Xt
zfO4(*ZFzAiY}>c^%lE7eZf%?4<)50HN}|tPrJqyz1Om9U48lvT^2vKQp7QI2-%jQ_
z$z)y2N^`E`ZHb$SuUXgn`98eX+{eI!&+%C6!8&P^BY%s=)DUMHaHo%|^1Zdz)x4~5
zGcmvV@>k!3*Q$FMc;J~%`PyY{3QvcX$QVr>P3xY|T<v;F&1}N%tbDv<Z4NVKhWJ=n
z8B)pEWT81Wk?etd_pA$RN_Amv&)|NFtPEif<I$}{1C<O$M)dv7F#f=j+Cs|MbNDVs
z4-e6iK_*uq>`5BBwQ<*6Yj5L$n-BN{qO>8|g5+fi*y`DUmYPwB6IWhg%)lVM@`XK0
zLbvvQnmTCji<{wbwOH?0z*gz|$HZqNB|V?sqY^7iG0h%$L+hSY2a##$7NVtt5I5X>
zm{JQJl*3jn>sH&QPWb&|3=&fd=-lbTodi6O%|Va0s&cAiC@V);Odh(b1>q1G$om`5
z^=~5j@o+SxRzi&J!kvQucOWu^Cl;WqTJ{+#LwzgUjD3x5o_7~sKi<K>ZIO7KqO#2~
zS*1wHm(zPxVkI%5*#oujDU+8Y>}4LhHnG<%zp*`TJbV2{Dx%|a4>RyAsSq6kxh$)t
z%C$uGOoHT|WHa-%r`i1V@KR4b@NBlO<i|r%dg~!3tr#ger5g7n8|O&Iwwqe_q&j$!
zgKo_oG|DIMZ$@U;Ob7SU@GK!89UH6kNVxbg1CGOvBVg<qe7YtanR)zUP2HBku@*9<
z;#oYAL8>J~Ivj`mj({<z@#$)Q84O*%hD~Us)fOAQrY#biU@64d&VSD)(DGm9qic|@
zX8A$3xDi!N`Nv*z<-h4#qcS#KNQ9NC37UH7W`Lo#`FR$)wRG03hnCK``B?wKs~YtX
zmW*fddFa?gGc%HU85@6(f|a=dO?_?n+d@<>x;2w(%FtAbn>;pzSB3`}c$Qd*j%vD8
zCpEj2W_lXa-Gf)Yu;-cR*3w0@{8lcwsTClhxBR<G9W>?F0U@_gMmO48n+y5J=!hhA
zYv-dTgAslIPd$^TGUS(VGH4y*!08|x-C8(m>Y#-qZa%4De+*B-vxGc!Y^>_jWJC9d
z3vXiD&;SIf&58Ihv<!OtV<72|{Ogf_tv@Cx`=doIZ9+9N997EDsfIF~uSSMy>!F4=
zAv~2EpPERu>fu(+>p|&bXy_oi8oT&w_4Po?AGz@{ruFtjkgKjOteFlRYS9*zI?x`U
z9+2_rR|Jecg-=(7=@}mlTL*PVhH`{O=b~#<EuXb%Eqqqx*w8_(PqhuO!SA<Ik(gP+
z%^e<Q;CW&px;MA4gTC6o(-vtxEV_+pL;S1nkCkJST3{X>o8IvI3-ib7vpMROp>htX
zGmmz!{Tx#5phtC5GmCKIN-V|<4Ad{fvkZ-ZC@Mp17u<}{e_)G7J={scv$$MzY_7W}
z?sahU_(Yz0e0|&u=MO%89c5(-C=}&7S>z;Q0j}NAT_361JNU-m+&f6;^407e+#k;E
z9Sm^PE&p*Uy0!JxEWfP>Zr)F-<ywMfJGgi|9*%FUML_Q@_;l`BWM=a}Poy$DAu@RU
zV{1C3FP^v*gZiE}==ISNICfZ%HpBPg*tw`W*ADAKJE+pb({#Fyq#;8vSyxK^OKqW4
z&aEet?0@R_B-tLX-B13{eKkUEQ5om6^CY*R>-`x;=<1@ix60KVH&gW|EGdwe!)M=P
zc<p_Rfq%TjW39H{*1-(NV{?&MDC5S*q<lQjD@Au#3*GWFi_q2CLbH5l3*4;c83H-n
z*5}|8cpZ3xf#+iII9s(ITuM$iBXyv5AOpE4*~@sXn%~4=Fc=I*CDk2X&tNeAKWF>)
z?NBHb_~esM;OMA-ah^Z|^$6+d>1f-wEuy2NX&~P4;lmLV6N5vC4&lU!6Es6$`}Xat
zzE_*;Nl+k>>A`~sm^g7FtgWr90s(7^ySwfK?&`?ME`mZ)0Y|k>vjhiwGdz9y`h`5g
zSBuZV#nFPE#-h&g^Uv|_#KUwl=j>pCKX!fqd$mm`RWcNnK~VuXXq_zLU?#xREdI?P
z4Q$2O+}j(CrKZR&EyMCVDd?~}5)a2Vf}8Smte)Oh7+Bv1Ue+SK%qhj}%L#bv;B#F2
zpdpOaf}b+ULI=(EqZ#z#ATY*rWiWy^uS(>&Tv~>q_U1Sg;Eb0ga!iRyhr9xq>8|^r
z>3CKFa?8r`zJqG>l{){H3{zZfkgq65tNU>vb0(ta?>uZVOsY9q%aAMR-^eN18s!U(
z@vKNs`NeWv%9dl8qa}_sbHmGG874hVg}l51-}rC~nyoFx*cj-H`lbS;$P}0#lYwqw
zakv}e4GR;^%}W_FWjoMXa3b%Y7Vs~C#uUkLp-7JR+^q0>8xKSm%JBKa6sm*o{52QX
zD>utcd7OfFwh}brS?tSFDC@ykvmT_zMu?L0Z)Q^GUP&pQ%H>!t)olZ33yU#6Ed#|B
z6>u~*#(pOU*lCrMso-x1QWIl5*Rz=_wzQ09O&V-tj{Uw)cv&i^!GA;tUpd>r!q^C{
z%|uw5l8pvp0X;GPaCQOi6qeE~f7(>ZV4^F-i_+KYAiSs)k)?91a#QI)O}TiYeNQ3_
z**vFCR%Kt{xi+dM<rj11uXNE|RId#grCfh-(8>r(-apl|7#~w8$A#2Fyys<&-#d9B
zI=>X3-$|nV;k(9;wYq0UX&L{u)%Ar!wZ72S1JMOCeEvY$7XtM3g-81Pf}wSwZWoCi
zR7YB!T`ZO3a$XsR*qh^^(k_zVKN9%*wVTo|x+v}9LzP|p*3A|}?fLDZ1D{<i<S##_
zSdNR?atwE}#L;GMbW<eRI7v3pSJ_1?F*XJ{qk+;c{`4{f-R{OAtc|W+%#`!%fQ}8-
z+2)dB40E)=(Z;TbE|z2R3nBwB%ge4x&dtTS_`=Nw(>!cx@XEBPbO`Fz!v{`Qx^<x4
z9|b0OQBque9oU)UpuegPhz`DX<?3Lvvo)=Q){o+=t%K@yV1gG#{ELY(C7ce1I#}Rv
zkPBWC9Ym+0tfB%lJ#<gpKAy>q(If)}A6ez)%CSMSe(a5m5XF;KLz{at8J?AuVTrZo
z*w9HVMsJA(?#3pFEi1#~{9KI4%)qbq4m5*CU9yXnIv~GU9r8Z9?DaC-uhfB+mJUQ>
z^b$+pL3E%f!=n6Le3+GiV|JQ4s0+SYb_FMcT|G@1?CKfeWyR}t@K9cg=L$J~GSe*k
zTQggHTbPB8IZ1SJg8b@v=C)|f6Y!U%P}YNvpJI$?JsHT<xmU{hDNF4%H(jmG%Lh5!
zb*x48n;@$CqgJ3ev6IhptLcw9#Te#bfg_Dvs7;y@l}2sCEKj>CyT#cgYfSgBL0En%
zrbnmKY(DQhS@Qaex<0E3o)zekp-7I4#YK46#S*`^a;LWW%f~4odsS!GSM`gC{1SA$
z5sQ-Y3Ye2@Z!KJD20_j8`NsxFkujd@8yiUZC2|aRw#2a(+}J>Z`-l!^`*P(UNY2Ck
z{1RLXQ9a1iM_uR-2KN{B`Rv3l7S*79;<L--SnjAl3j=8f^D=TU(884Z)7l8^ZBWm|
z1hQ1kIkPM+1Ev9*^Wv)Cxc4~yUh^xz&|@}9P*dXiUl6xoebqG*A9uKpe-H61w$aZ?
zaG>9+*(jIEk-GC}4Q!GzV#@h-Kr;K~RFvbxLhj)uu^K~#7WhbP{g>`pX_K_;f!L_1
zTG*sz_PQHE&lVNq)AY=$xzj!;sm|OfyJ~FGD&NQ$(PghM|AEpjFS1mXpIKgxLXvH=
zFdtLQt?-qZ6)wq2@M&%)ez7(}h+5D$!9>{(<XY{ZEG+|KfBtqrviX_V*~0(N{Z;KC
zZPOm4ELo><og}CM0xleakyr#pK@p;dPoNnDwGrCez{tb|rKy@5fXI7ueQoi~RrpL9
zh0M!$P#7HtY1g)JdZ#<;DRul;?pYhmo$OJlrL%(642Z2PU?LVlY-2^sFVrfZytn5m
zzb^RgRqI-2Cc5idnboXoz3qd>4ie;+D6sri3OekJ#KVvNAA9Ek9#!%E{cp<l^qx%*
zfrQXWNCJqUfD{Eq1q4M1pkhHmuoqBKigcw(69K7$h=7Xp-a8?Xg!JC~w&Z<g?k3rC
zHwm_z|NEQI^Xvn=d-u-C%$YMY=gyha0lp5LUu)i(EZACGVRE;|eU=U7oA}l2NcsHp
z_BO6ktQkVeCw?^@7M{&QukUZ;`YWXThVk#$dqsGDR{|<EHSo3<;kW0*;AY~#YYB7a
zy0OV@?b6J#=@J>6sx?^RXD~MD#~;4&u5R3FNj{~P;M;2n^OXF;3c8`q)5Q1b;bxCJ
z2~BT~Y7RgDb_2zwRTwuS+PwUtD$dt#a!NZnwf)Y0%O_wP^4_A8P`caE4P|_6_$3bZ
zauJ^H7t)BozXqOe#`Aj*H#^)(%xj(uvwwrq(*gZ@ashtX`V5Vx_ayIg^2#mLfy}%P
zlACv8_j`*^L+P$C3L5<8{oZ)x^TY5P@I7p8t?2>2-+lTh9*!{INR?lzrUy`Y8Uzed
zc^$=cGcX?~?-XI(k#t<1(*yqm`4t-IYB*bLh=;uxcXIhRh_!K-Va<rv=-@5q#)hLA
z==JS&T%X<rzD^QkmvQ~bFzX+EZzrn%uD<-Tx;ikq)``@C<zV!Z3Jv^TIYNW`$TO60
zCx)ZHegk%xj{^Q~Qhd1iE>^zM9tw#K7XNx5=>^ruDpEDl4kj`<N@yTqqwO%aC-3(p
z*pIu1@jX2pCH3Dml&|8-cQT&Cc{oXN$3nKFx;pTEeqVhZEPJC1`WtM(9uVn?VLg=y
z@=_o%s~jJFe+z>@K84eZ9)XQXCZQH3gR_YY&Jx^7D{WkcQNK3GFu4o*M;OZBMYHfx
z88XZ9(fXSh{Lx9AUi_$$3__RRq)li{7mudn^6bBF6Y|S67W#r1@mUtizgvuT$1`#H
z3-htYkYBInVf6Bws8s9V?I^+T?{tA1PX?j<5*25g&DueVJE@j8t(KIl;rr|^sMI=I
zugj)Hp?^1TV;N4TW7Ov->84t5R~i18-xqEsI&ahtPR8xv;UvbLChU@L?4J#~FsVKI
zcQJqFLD+CO4fZlyJl);Paviwv)ImxUb@23#hB|mV2K_B$N2yln@cxQR7}YNb4hnH2
z&*bg?#xwbYywBttWYFOKxqo8RkPdJ#3HZw|(YFDg9yHb;Nga&*g>IClZSYnk`bRd@
z@!YL(u(h$mn@=|!xL^sPWvCw?^=qzX^~d-ktUH#0%d=t{z4xzINPoP+^+zWOet)+s
ze}A+zMmscOlj>ynvKcZgGmzmu3o`tjc6e@YLp!_~f&LLZ?J%tMU$cu2&9IA~Tegey
z_9s)hCiic8zf40NNO<a?u`!y|!LJ5&(AB6826WSpPu^sFs=!C<ZeZ|-CvbWR8K10M
zOdGTq87zzq<b8a4MdNeU@rN4btYmC32q<6rayz`T><0YDAEL65fPz)8cfiB#TwC5;
z?O)Qxx!dkgpHh?k(bD?S{Q=gGbBx!I4@%?f=%NQ(LmC7P@~)%%^2?ZCT&<rcn5<)6
zWKGW#hHlZ%6RfdpdJpuEYF@ApuP?*oSvj|k|7*Ssdpjw*M+9Kj(nDw);z9i+TlQSV
znae2%(eD}Hou|0|oq5V3C_OCf9h|bOVejAu^Sy)l#dUgMvUkx{(R_c({9{mhDA2D*
z!?U&l4+UXZ|JDfdbwpxnF+N&+0)t=q38%M=HnPjcGW-o)TyO$P54-xH!Q6sMlvipn
zckKmyF}Ww^y!{Y<JDH4U-r9@9>xZLvH{TYchb=)5nyiQB`jx&p3#FR^{q*$^7U%?j
zFFSnr?K!Ocus0MkTbe~MJ*NU$CWn*%n{%}~s?|Dtu<ah6i}8Yk%shM{zgqvy!yrQ*
z!9yy-9TVS29c>(?So5$yI=DztqOQTh>$&Ll%RO9wHVnS{waJnmKA3be4FOwj)4c(7
zeC*|ihrNy4yMAw%iEQNkof1psOR%P=A38Y8P@>Uc;mths+J6t%p9-brhdD~&uMpv*
z%UM{_-4_a5Yb?H<kMv3nvZ|W)oii8=27|!@{uqq^VNRVoMgM*D(MOy8oA=&(j|T63
z@WBW8>Z`BnKi|K9KOTSlam2>PB0fHzp0@L#*OP$1t5>hmfIss82MP2Oia9G!V%x7b
zapcFbW+wwZ5)+6kdtado!qwX@W8~zYaQ3GObRqb6>F#4kUv>2Gu|xZ{H}T!oTzuY(
zTM&<I+u)=ifq@;|WoYx=4IE7?quB%h4mJACD@$8(8;rWxNs*=2Vo7E(?`D)Aa!b+Q
zSq^WLO*j9x47&=-u|2;WYg>DwtxSyTl`6cSoDVONt;LNo%`U&TmX^P)ttTzNtAiAo
zDlHbJ6xMGF8erfU?4aKy6m}{JKjoHUoU-9`<G(Hg34*f0%1+)?h6pDaGOD#$kWj!I
z@HhE-Hg1)waO|Ofr*HjOR)Mx+5xN*;xu~P3OoBgsz39f+&1L0yIX55seZ0&z?f(@$
za3c$0e>YkOo#hf_X|(t@r-TOl5mp9xU~+06+TBbADXo)Sf@hrVaJ8AI+&>7Lipmf!
z713-gLa>>XFA<@u?7uCa^am2Swld0xI@KdwWXP!0U_o3y4R-tY%h&gXE+&29UIA~w
z-{fohzVLA1|2K7DWEX?<c2U9E#id!r^#Omo3d^yhpd4#LIJ-zP{Jo!=Pwn$)_rE(f
z@Y}`3P1wcIlS%j~rxfFSoc@_Q5ZmC}Hk=Gy?DaCF7uE;-5jjaVt<Ur_b+(t{cBL9?
zGfRvD{{B+=wOku433BIbl0t$^wHDuG7uN^;?WS!|hBd7`5JuXdQjHH%$k=4_x7(mz
z2C)sk327J~i4059i+BV6e#jwXv;y8H^O%1MlG!fIR)j8MW2f+wvIYlsTak#q9?H$e
z8MVqNGs^!}yJ*PPDy|MXo74fx;8I7JNJOvcmG{roK}(pc8M0GVfi^ZGbQBr4!^Y||
zT-B(s!rl!^Yg=5@sPI{N5j?DHjj{>;6Oc?=M9;eD4>BQ;EHrCN%kZ1G7jK4?zYEFB
zLi=MIeLL85?XWn#s6ODY&L+(a;%rhUJ1K5gsIWGx#4O<NFON@R8!T_{#o1;@DIFsh
z-7hc-_-mt(;C#;@lxl0RE4vgEuV>-UXn(VyzrQp#kn+O~#s*S;av=@)BN=k0$LC^S
zgfFB#fo1;$Ev-KYJzv~XQcmaWU3up01QPJ`a&{io-?{FVg90BEr`}Nr_+S$5z5W?W
z&s~EoBmg0cKZ5$>*N`%6Id_q@70NE&#Ql#J(zoST<Dh8Y8p>CmGYa_oD_qc4VYR9l
zAIn_P!A3$e{LQH<#7Zk0OwtGa{g-ShGq*`~^pr|)Q0d97oysflN?rl>d3*ltwUcRf
zzfc<yIvLny?tD?8pG1ZUa&B`)xJZo48WlEIRhR|*{T1wcMZ^2uSCKkp1}ZLGg``y=
z{J#DK-tWJGtU2G-UsrwiK5oYhfsLa*oSzzq!0+ZEe!ytnpuY#@=38H))9P7x^v(f#
zifd(J8q(J9g8%qu@V`P!n74QLwWqH-didI*{dYI;-IZK?-rE<KvMTV+g&bTM-|k--
zqj}3;c^%(f&c)|_8a78g65xPKFLgkEr3P!S<YClL2{=8zomp_<|M@v{0XH_0?0rHZ
zh)<~{`1V@ZJf%6T+j16z9%&2Z-&{ZQF=x#MY&#H-BkP_u^R?Hpe)lbmemu<L_kUZ4
z<;SpX?{ys6HW5<kKik)vRsOn5*!KH999c8W=x_XH%Qc+6k%K);9!G$;J&s?_#2d4Z
zHM*&@xs+9DF?QJvta_;(+)M%h{!6+CI?z`gJp%2~e%=*)cQzZJ4{Z8ykbeRaD0BJi
zo+z)@;qZ+DOy6(^!JcyTY3~Y=tu=PO(-kkRxB<6ue^UQn-;S;r*u|aBDgG|B9lpJe
zRWG*}v>iwtTv^@^<yBf7x|)k=-(5$rmjZn{aX!}P493Y0L5}Dc<cN^i-)XkFz6RN0
z{=bl6MSql6YiZ`1X{)Xy*qg|}-T%2qOk@alM9A3RaP)dE`gZaBKV3f6#pS};1X}*8
zn^+awmN!txkVo3O(4asPJhSFl2A*4X17~JL!Q&s2n{14~vgUD=S7~TgwQ0*QAy{dL
zJ_Z>>9_ivmugNc|#_C@aFmmPzoLxDH1}gj`G7w!@{4l2r*YYuK-E9PW$<fColM-S5
zpJ^D~+XqsU!>ayv9jqI|^~XzDnD*@j1S{>0>VQBph>V<Zlq4s|@@dW6==-3|S$RVL
zOnw}sJO_G`>`Egi??5eTvHbJL|JgeDZU9#Ymvb;}#TBkUcJ`#1BbV;Fi%Tm9{447g
zp=GG=kK@Ce?vLRvG$@d45?^yP1J8YX9cN}n|Ly)rWmtI=t0sgu&nA4Sm*GeTp8G~G
zgUN>Vzts+_9^=~KN)D#2yoz9NJM`)7!L`Hgd$_dXv45u>zH8hrUP>;-(m&F0@iX%*
z-2Wu@G7+w<?60qbTufVejjMzD@u}g^jt)Ui-1zk3ewy{KuR%cA|Ft$~aWarO>*8Ki
zhQrqjFrADIWX`J30{!i;$v78ZjGsS>M1Y43CvFvD@~WFqx=7Klv)lhCb2ZDlSl<rI
z`~R!$(6D~Ifg@XmSwB)4)?UQ6-|phb+NUkAqkq1Q(St+(@pUxq4;zMYbES)!n6~sB
zf_?1Kr>pS+2}1G1qUSK-o$c_A`jQ5Mb#3p1QBQWJ*#!S-=Bzx0ZToKF$mSRM_YVH@
zvVQO26^wk7>>V6WgZcik@>ieZ{3#no8kPUt<6-sx@6g5_9Yfs_^4J=h^{=l%Ho<>J
zhVz^Z-w&^sf%x7CPd?HLQ^$6t|L@$^181&gVb!+lMgf2SKj@**dO&6P{tCAJk%%L!
zhStj<A_wDtJpdEGI11NC*VEu@k}+^l4?p@W@V}a?)vp`Az0R#0V%y@MqPwSpzUt`V
zsX+UkariE-0G~&4y729-e4NXz#P0q<2(T05M0PnQpH7FjT!elmS^gfld=CYE)tB#~
zK>OWy@LhZXKJV%ck+l_eJQ9ePPo=?q%Po2^ILR0|(8vC7w*iB}U@-nSU;%#&#{V$c
z+1d18U*F~}pwwzLwrtq~S65ej{PD*|-whr-82$VA$H9XKX&_;*UcDap`hSA7w6sRQ
z&&tX|R8&;`dpBn}UC89*8=pdwn_mGh_r|k)%wK&Pb61|i!5_w;BTt%jg<On~Ko|Oo
z>EeqvkA91_JFeh^R~s@QQW@m7bRwT?l8qs^LIba6ZXgobSfjJ29Em(9$<`6<B!!#I
z7KugGMgf1Wwl*{fD$nF}ZgN_;r-*-;AVCRaF=BX{cpI4*IT{_*HMI~MWDrbMX>hcp
z3Y$aCPn7((W%wke08@RO@T~qMsCEho(nv<cj3T3eKR1yLZG#-OaVCUZwa)Bh@cQy4
zwlo`*VfmqQF>=)Abx?<s$Oa*DF_L&PZ@7u|dZ03qL8XP4)Pf9Ba~Z<y#K=}@&187<
zdKUKOl;KFvK=_)Rf>Vc!jlLap#_f=&tAR%oo2V*lYOtrg0`Iu+Z}yQ}TO)|PL_ma8
zf*z@v__4GcZ#p+zPflm&(}O%M(F6YS$>$>28tZ{XOf#X>)j^O%gkM`LQK73rSxpTM
z_#A&f2Z1~e&3YM3GO3XFrYGf_Qc+Wb-Nog2-_tltM_pzvat~6r;c59Dq{a>p7hC@F
zbDLX!X$9VMH_sCCAh=1m{*YU3qKnmy=%P#nkrj-xhmsSDva7XF>uMh8o^BFb{%c8J
zkTlX4Ozc6Jy@kGTP2U$DvfLMht^-56Xqq`8uL-+oYigHF?Bb`X1vJClv#xr(D3>5j
zt;NF3BBNllI=h(5V;8+F*+nr=J1E373qqrIQ6Z*TugvN|#9s$=Y_PCtfyiLngl#6*
zgvpKj9=Yb{yfXeaFzt^Tty#vsI*43mV}nd&+y-d{nBwh>XAIkbY%0wvHVgQ(TnAdS
zEG~w1Ky|SZJ*XqKT7x6SmDt?YvcucO+FCz0)P(_X<k!@gW$)k{8-A&(#5DV+gO&np
zZE0D_S}h)uv@E+=R|n*8Hmd`Z%u0N9u(zrbZ~u)tXbE#QXDd#If?8u43TkWMW|9rd
zl*-x~>{D0ZO_}i=p}MvPiz<upt-U+?h`Cb=!)(Qf)2Xqxy3{P-&&5XH4rcQdomn;=
zUR|uH#B?WP8P2Ixv>l@|GV4DhcmKSo7;8$)aL!k0-XGN_?V#3LoG*Iv^~Yw~q&@lN
z7UzrRb5<=pEsT*Qn3tSnYd&8z)&=q}vBv}w6nL?u8sDT8(Llk5^7+Sx9F@*u`FwL`
z!?EE?X*I3Wn6oMM-;+}lPZm{SMOqO``?WFpZA<76g3lK%&Don-{?FwVc-O_ra<E@k
z9?~^h?DX~I&F)99%P&H$RtvGG@dgpGha1${{3jm=em(`+oAw}U?G8?sn|EQOkfF`0
zFOc%(3XrFJ>a09e#w8m4j=Xn&dO$O6lFlqcUmf387h{OX4$p|W@wbhQ7?riP_`IqB
zFH0OB_?~q($+R8vn`x8wR8-;}gSAj&Yp0&+Su{X!vQxuY;#@yAnUr6ngS&MT<=56=
zuc{JL6~^V0dlKzyZEM_@TG@(lNn`G7(CYO-WTFSQ9&XU&@auu{)2S%<@n__Jzn#9X
zx^)-Uav1`?{SsMomr*?+)M_+PC2@A4^2$vpB09qJ^>Ij<Z0uW7=NF+ytA)fQV<mZC
zoy~vZF8R%cVXwnlB8J%23DudoXgg;*Dw5Lv@;x7f^6Y#lOzO<e(+$-nWzbfuP^m9p
zVNyPMPkw7kOPIIU`?V^x|A1eM%LsTft&ILY=-aDC<HI|LQnB<xHWFX&%u~LJU#(mN
zFS`dQpPW2jXsqiBu?<38$V-YCUwectyNY#JbMbyppB6P|t{a=o)-KH%8+0|;Ra}k_
zyiCR>TmG?$yl*cPw>Y0tOYrTrgn5dai-K-q%Q0Es=H{2d%OvaHUm+#E5PzPC$4_e}
z@R#o_<9zJ}#;1dm6WzU<*uXUZ`%9R+?g9?3eui#9<Kx7o48$iFVe9<C7VpFP`>l~<
zGM~=PFK@CA=C3+|xhsz0;O6n@Xs}N9^5A|)?&<B>&{xU(PT}4b>Y&QJ4&3C8m%rgM
z=B~ShgR7oI$2JXPMOC#HAANHcyA}?{<NCv^$oE&{^ReKED`o+IBtVDwr*ceA9nUFI
z(+qc}B<55iIj;&&eto6>v${=r;?aK~Zs9{{<<+?Crno6YAX6e@i;e1`ObxGQZv3aV
z*++rId~R&;(r+BgDO1DS;2t^U8gy0~>lfK%#?^sw=D(a`QU{iUo2|*Z$eX)Y=O72f
zWt3yi?j#!UM~G<Uh|BXIqFGJU+8Ve!O3?lN)AVz*I&iQcLy3x4hWd7xciFrhM*WVs
zMZMsq{~fufw?QybZixz=41y)O@+DmP#m3oobBn9t)kq)`tpg?ZY^-xDC&Z<eVa~QY
z^&7ZNAsegR9K}e;EH~T0-J)bDGLfN31uvH-WbiSRp%inr#@7clSd<~70)4x*obvy1
zoAA8eCU`dACb-#)Ec6AnS=I<zer^?#^Q-aX;%nyR#~wo5obL7IlT4c-o^phE0x=<u
z2z~by%`EZ$kRW3j93`A>Hfx7!c$s9*Flz_>ArYNhyC5#51amguG75Gh*)hm9<Q3D-
z9c@PM!P<QZ_~3>1{Ow?pks`NPUEjAY%AmJ#or4__mtKxJI}^<U{!ZK~pjlkEz8k@N
zpZYo|<f#MKrs}|<p$?KuFlXZpqdK6Qc0WCel<W!|TJjigc0c21^5uWwnfxitU3n4*
ze|Qlc!@Mj8`=w-*;LxVAX4(C?I?%VlU(o~o2H?&i&Rl=o5=VpWPTa_&HZ5S(FZI`x
zj40DrUd581;&K1Sp)E>=`th-puRlsG_s2z7&HLlHKM^;#2Ty;LBPPTNq3@jJ?~j(o
z=u-YMx?YBbJTi>^6LIqlWRTh*L~0<zbiE8igPPwCO^r{y?cmYS4x{%Px5KJyShDLb
z?r$E_v|TLy3wCilXBSV#7t?uG;Ixy*<!`-<C4ZzMX~9Dl>Ol3+)Ip=;lY|?i4Fdjz
zZi5yhgN3nyyf@8wXK~I-#)dR9HYCu1zbcguA8m@qPaj0!@kp-DI|e%7YEmf{{G4PI
z@Yf>dYX5>Rp17IMwZrqj^0&jLCz@VA=9M=+Hho9dkH>Lvb1XWxwY*MmibmJb%~?aP
zCu_*3jMk8boVZNZ(Z$$0Z=huvoTU1Bg2_6zu&U{Kf}eh#(8d*U$;FuS!?gzvw5s=I
z<d;40I=(Sl1-jzsj#p7psYYp8HC@j?_u3`|`@2}4rxftaQ%o{InlgXQ8O&Wp_71+#
zyuE{cmtpO8<Gq7!PIY=<vUjn7l;4CuW!(kLU40%0*A2JmPpKo=&xz_>LTa&Dz+Zz5
ze?b@5U&P$C7jbaS(?&9od)nGsqiri=Uw2rr3r=0mXi<9D67-<ydT62@HeSWt@2}wC
z@+Z)-wQ-$Cv~|aoABUr)Tm`kJ2JX%>#EjjAh;aA+Y_3)p?3bEfjXyt#;LYwwWsvHh
zd6+zl$gS4E%ffF=A^z6Rt}-N+a^p*twgw+x%)-uofq2}X^Wk)KmEl@J6&BveH46Bv
z-`iDX;%BbXK3MrKG9;EY)MJF39G9L9MTy?`>@KxM_h0WJ(#^7dGZ+j8gHgx7b9_33
z!TA4@J9qA&y1JSM%*o~Ei-<=ad4&E;vh@9x>;DNz@M2>xZ*SuTomgyxi1yw%boze%
zXEimoICSPdU0_*a-l|iW_3a59SpPgCJ2q?tZVa-ZQJHKyp)!z@guE0uoKk9ZEqNcK
zca${+aZugNt7>#3Q+k;i1yx#jn{2is8%H|ZN$7?V!}5=nR3eJ!fe0bSL58GiP5mN`
zkU$nzA{(>KFq?8q=}FZCoGm*c{w*2Eh9PSh%R?4rH9X~$j4MYA8ypwpzDJ5G5$$N9
zd`B4)tJKEjS8CuTHm`#^%C$APU!~>^S|Yz8o2w5S1fNnp$ge<*GykH!2U#3e7|U?4
zLQOYz*U3Om7bd}eKWCTWV2=O<S$NP!Ww5eBM~N6Gs~ViT<lf|cgvmx@Q}$L=LXBEH
zW7oXXhe#W!O-?>0GL!6k$IDFgpsWhr<ouMqWmFu&)-{|!aEIV7f#4S0g1bAxJ-E9B
z26sZR;O-3W?(XjHgF6F!ljr^J|9gMUTC=*Vx=weUv#aXteL(0HaTL<F<#6G2C~Y?5
ztHMSm@?0g@)~?*T8o|Ob2Q@1ArkF%PmP)|xzF5eBV#|9$KGcbhVN-%*Ckp!VOtjPB
zDB-zwVOjUS3^s-Qx%5hQf|`xSTX=+3t@Zc_^OyZaWA4e#J2IuTJ&N9KA}qZzCdnum
zNqsaf9?VgBmufW_`&7pEO~6{hJq!&k>S3yGnq~kVF48`hWc1IceJc-H`RAT`25`E1
z2tXk12nlLYSWh7C%wbSw9AwOe<i@(9AMye@4=60c{|yuHrPZTvjtTN2M#4M6=L&38
z8h_`6ozIL5{<^a}wc9eWB?Yv_I>l*|5X#xISGU5lp})xQvF+&>5WG>-FfTL;hdVwE
z%9f#<Ss2+=C2$IG9$Ss$7`fQ&@U%oO1Y~>~jEFYlhES}A9)~Ca(!_Jsw4sD~a4p~1
zBz|b;0HlIctrDt*3q*p7ud25fPw1?YGY?YX{{AkQ%`G1AVRwkEigb0&W=q=sBNJRn
zt*s@utf>hHyR1#pgsRh{J3fL4vgzl}W37a~?vTaux=btmz0j=`e)U>k|KT{iaG@Jk
zqm5>H+A~5cDq)_^M6X<fJdj2-iQJq14wTJe7i#g@349C+7edz8=j8O5?<PqTSogH~
z{Yg^(d3Rdk*~EQ@v@B|MJF`UIDQ?HE;7T+hh%P!+zBD1gG?T~pvMYAw04&qTeYM(u
zKH)@_x?-O2L_xaeR4*Mz|1TdEhT2t0EBpwKh_LO8E;0X3Zdbv105|FEWrRcA4v#(D
zvw!dS1!JL5-LEH#)Y`1#Z&|gHIzua(gBwnjLV~;5Rd{E~`P0U&u{0=aRi6+B=vrNn
z6ntB`d@Rji4m;MBy^{QW?L`l6sCm_Y;C{}vKm4tlOm1z`h9J8@jXqC1faWLdAkh?!
zcUU*z>Y(u>T7eVns-*s7)WrVQ2^{SG#+atoZJ$6eI#9@_$EU5G(_VpBG!H?Z4|;Mn
zC4XxSgg6DhB&NN~HyBg>jDE$TstPkT+MfkP&~q7W7D@JoYG^ok<nz%@aM+-727P*%
z|9kZD1S+3^&vA8yK!e|eDL!X!hOsI2h{DsrCBz_v*GkQb;LO6z8fl+BmfU+Xr_*=x
zAkOcAF7TPaq7D9h6X2(?KVuo^d5jY%4@o+l^&GLsxN)mlxYF2ia0-t{4o#57$lEO5
zVCdAa0~nkJ-&Z!VRSPi5TYAuf#8Pl}qhBY3uao^Z`+!Nhfhp#hW21=%2+S`7(4U6W
z^~9-J8Eq$YFBCm5tA8r4FYVc|afaJ&OAk;3ypv9>97<IBy(g2lRILy?1iBAtjem%_
z-1g=qxD%Qdm*iZSP&9q7?(BW8INXAqDG$B`-y}2F2#Ynrp=QXk-`8i!i^|cA5>^~k
zw1#PyO>B2X7=_tb@Z1cx=y4st@^RDzL@x-#eL>BTfj9=$@UY_(dq|O-LDti>UhXO*
zA__hNAzb)t=fX7PVSy8}G?+;}c}e#K?-^dp(*V&!`I9XlUSnRJjZeJxuV!O9z8G*x
zXdGqGHRKU(L)4t2L$C}^_O-lK^%7!n(5RaX-+pgjjzhWFoA_Odrl<s18$5LFH?N->
zh*I!3$q7JcF_WO~S~U#(mglAI%XUl?d`ua1tjiA#JY_Y4-&uylML>1i0<vZG+*vy2
zZi>}I1Q^|@-(<6tpSZ541?rxbd4}zWB)C<Huqg=6+?mUua1&%$>eAr+`7VdQujJGh
zxE+O$I(yG`TJqIVf~EisqH&>7u(0?WwRI|y&iVQfr+1oNkA<o?&c4uJ<{9>L6)d-L
z+l-?~JQts-86K#@(dHSrsFQ@;OwG0@n2r2vgep5t6ISzQBweR+nnM|eUiu<*@}UdR
ze||NHXMKB6RRU7w5*p<A*dYDXh%_w_RODmNQ|XH@%Kk9l9^&FSNNJmK{7y)p#lWGa
z<E)p{&>W3~syD*<JHQka`EwC0Cwco8T_+0Y_-i2QO5PW5e$4)R+e^^6CmnL4bc$Ly
z{o;<eBP14B2CezGV6qr2tNl%>dU-z$?CaX?_b@Z+;4p3CP|tEvN}9JyFP}NQxHXlU
zPn|iO)mLsGyW91Qi@rSlxP{Vd*y%kC^9{ls>|s~0L{0xGQ5kY=ef*N*u-K^vXYvfQ
zvvLyf?L~iG_L#2s7Q^V#)-DT&M%358t$&e}_~~U=bN%N*M+@#EX|s)A^u452qt#z~
zEW1}(Hmy2@iElr0J^8>KY2Q}^=H5#OPYmjaLqc~NdD_!7;qr-fw5uZb?BDrY-Z=7W
z`A86)3*R4{<9C8H^_!l9uQ+6A5DL){y8@2&NWSAbLjWBoheX-ffMw2V_WqEeJX#F5
z&$@>Vnf42b<%A5X%Is;2gyaHheHG_bZTuESudBsqDuj^M!d+<ap|XPD7d<^`ng4ua
z?^!5glzjMr$?Wk#Ice-xS4g$_=^$KzABrc_`u7l>mP$Jx6i<ZOj@Dn$qgggS#O*I`
zv!|96qQ!)$df!rMbjQTxUJfkGs5+HXiT*AVHMzE-P4WtUWYv53!{NoW6c2ojh@iiE
zxoX8**<34{u5xEthBV7-|I;P&di|%}#a7F7*jYAs^iFKl{xDqBLN$6+C@msoBI$z9
ze%y0R#}O8;!y7gp7S2P5LZB5HreFQi?Qof1+!UUMEkE_t*hDa+9+$;>pNB|`V@wX#
zY0?fP;K<c%G)B25ODpngCP)0(NOlVF>;>;Um~(?az@|I&T~2b;*LNd?KBfME4b|s{
zo1&L-F*z?I2=--NmT{oJiJyO&?@}nWY#!$2i>c;L>;vW2iWKMflMDBRT?g~#>Q13N
zB34*!@ZVcnY>i&oiKiC`9=kQ;6vW)rVN`sobRwFdV`ma7BVs+jK1fy!T=azcMBLB$
zZ7KGQrd3TToZJr_y7hnc<c#1)A=TT!XuJFS;(%*5Ha2tut2XVB*clbO-KZj(cc@&Z
zl*;oKxOV-og)tW~ju&7#Ts`HCKU!^XM09i<VZKRxj6P>|Svj{ggJ<r~GY@-WN%)bm
z#y7b|7)Pf;kn*$vMl`s+3gm@F(7w&!Pa*dx!HuEB*GTl$HnZZUrpd;SWN+i>s+0m4
zt?z;qZJ&=0D!OJOd5Wjz4Ab9&1{@(;NdtvIFXy5=KSw&~X&JsCZdoPWir&DRWhq*9
zBN537Y1PVw?Hkop58k=d%)(5q@*X(J*`vEym{jJ^8<%c9`9Zoa%2Mb*Y5K3rjS1o|
z1K;ZMlP~ta(>8REeNf0m$V7c)YQ?*tKHSA-mZZ|Kt|H5WPiTv}kjLRqa~@?`S<f`r
zwTgo1tO!paj!k|I0`}q9ni=Z?m9|&MjH6hG&NT<q-X=Vb-8k39h>ywo8%xBC=jIKg
zxZFF#8*8%vEbZK&SH>9JyY`gc8q0O2MQXmL$19Z#EDpomzPtK3FyjK&&yGSs42d|k
z=ZCZMqrC!8TpV(?`w>g@sbLO(a?)y%WfKsOq)&Ij+@a@9qxecPwpZ%hi$&BhErw68
z6mspU(Tf1xqXQ6+`^}YvLvOfRg1xDUtQUft_*3`BLWnsbC3i$Q`R*|PRYab^#t8j)
znsB^~FPP;_w0ZbsnYFu|e)1FJp~)4Df^5Tx*CyI9up|5CgaB!W>75-F<haqJkh-3~
z1U?2TAvPH}qGw~cJwQ+Hox4B$E=jUe>g3%cYnW;abH;V_nr~&p&6hZ<JE~tExCUBy
z3|;jR1f`g}WY1BhD6}D(+E+EgN#&vii7r_7*5UBdbSUPgI5Y1;z{yIpkup0}4@v>j
z3^QYwMCmGs<wjUWQd{5Z>-aq)Z7#!;uZ9iMkVaXCgcWL)@kIh5O1wOVMs}=$UmD=i
zBU$*0!eGCky0HKO(v>kO>8YU;YzQqQeOl_89ax%gr}&<AD1xlR$hFPIM1ZsLQJT-k
zF5gsT8{Ps$0|gVPmbK1*{_X~_aEzf;Tg+f=Q;2eD;wKH@W{dm)ICkr%?kW@s)8cNI
zO{DkQsaWGObpH5Nl3a7?MX0$(uWB>_;%}QCs9%2gc8ZkDj<H>SffWASu?4(9O1|~Y
z$q+V>qU)JEUG`{CL_)b|KSf%EXd+j9YBm15_-~tdWnn|XgCo8+5~GjF95*kwu$!sl
zcZ#U1V`1k8lNYz4s~hWv?C>CcCW>49(hx5!4=v;qMfZD-Qt4x28f6+lqE6jM22mii
zg+ca;BbiS?J3(pMkR!pV)&69kj4HMYyxAS+D}w4s^>jU|ci`@8YqQ51L>wlykBQpR
z%`phq-#`8AG%ESRbe1el%9}RH?6Ybs+dyQ3`%VVK*Zzh_el2Fe3`QAS<duR53H1~A
z^mv*<5zY=r7Hk^F@*sY!zI^{8EsV!XFA1(}S+!u<r_DOnEMVLDevoDY!HS`{8-gw1
z5M|}pAEDk@>%%LO7_AJ|nJHL06dZFL!usy-7BD!bIMda%atj`W=o^=g1N83BQ~e4N
z@Q`P*I2okz)d)!5t^K(*VG)o{B6sW7=dS(5gNqgo_*I(Nl0~Q;9!Qq~2}CtUE_Fqs
z2`0C)ZucIo#puN1#x6MF)eX5s>h&CW<cCD1su74k<K|va2X1~<Bw~BW(E)0uarl25
zSt)DN!j77L6V;DUhy=>WqFb6oZeae5tc%3LzE9E64MTNxRnk@%9K>MrCH{=tGy2?p
zV(92e3o8u?oQy`5IP~>{-up0?_LLHmKM*+8Als`RIz7?T7fJiQvnx2Wp9fkRAV~;*
z#?9KqOWHpuM>GO~^pWKCHM!kXxZma<wbcV2<j<7{Wl`@_{u+D-*tAIXY3Yp&v#50P
zfXBg59;-`R&=$L!_KeI$&KR?vh@SS(_&<Grhtr5r?OeoO@f^uK=K(&C&O{c=dkNbo
z=(i-uA4X=uaNG{6r+)FEVMR+gc{Z`a(C4U<wtwW!yO{rGRhH@2*jvEXE^jsd&T>#e
zhAY>U84M4HPmz)TNZlM36VLqYWXt!aLtQ^!E7H8#d3F(mO)Kuf#{>t2X(G!JiS`VK
z@es()>GUDWiu`!)cA2n}tE&m9NG;&j&<Zzb#kWAraV0v63g>F(apsbw?U0^N2F@k>
z0|*Jt>lY?dU(>7D>hWgJ_jWk^?I!py{64-4L7Wu<=qwrlyT_^VEid=@kg?=n9)wT-
z@<;pqz1d$!OezQ(xQ_cmhh2ArTs1e_w$^~ywJ6X|(r+hZwUo(a>8j1Xa{e`?l4|8+
zVQAWu8Zn-D0FuWErR}s=-K!rHBrQU0`RVjBgAHc^5x-{PU91!B#g9ZSm8a=_8wxUI
z7b!0@2qLfP9lr{=qtu}LfASTCf$@%=gM%t$ek0LSunm5PONeXq6*|k~6?vMG>g&7?
z*M4G-Aih#oCs|pRn(CH_iat>xn0xpm2-plw^t`NU=>JTs3Fj-u2F|7v|3S#gyCf4=
zI=k~joz*MS^e&)4etq^&GBJo%ywmN3;=l$|k8k<ZRz?4#Z7-U<%?u6_XZTXWmoEh#
za@2XkoWU&w<;?Vw4H}{3{M`Xqd-o~&I=@gGj9oCpt2=(vziYoPeXFSZkh#F=u{hBL
z2F>q#$QcWAV(6<Z?T-J35>uB(r~JLu)ItzCr~Wt{zDd2$pck4wZ;*F=jiRR820O`R
zY{ZyM>A$P+><f|anKCt}G#T)D?l65P_fQ~-9kFgycHE}RuYj^#==}W}dV1G&SbO~S
zX%}zqXKGcoW|vu?(vlESw72Ns)ks{EgFuT-O62cIE@hWD-oT=$f@R9tg^S$Hgo{#k
zC-jGHk>?HCQc6?7%&*M^a3!%cA{GjTAA=EY7QVe?hJ;CFA^u$Yut&6qG^t=zOvfPn
zQwQhS?~e1#m;dT!>EY-BSJO_skt<WOv-x6cq$Lae))ILo8ZU^H)W6`3!~(Z+P?hk2
z;$}zQG`%w>h1P^zWym412%N-bpGB}AywolocBzq_HiIfVY2ob0*q&vz#vHD+5_vUG
z>D9Rqjx6?a^r}NgjFUdT1J-#i|4`|K;fp_CAB}zI7<`?6#LuxpSlvnGwEwbXbj$;x
z%gpW%g2?wHFX!`gfA~7`XV7nok37v!n35NW1tVlMpVH6q`na-TiLP*WuPQ`==@>P1
z$Al$P2_{3*vY<9F55|DaJX?2lJ}ya-)9Os!rTlg_c%Yv8<+75srQ4Fmr=@R8@%}bm
z{p%l*kRgz$Ceo6Opg9vQ$5)22yKxcofL7Ju9N?(RNm-L1l-u%Xa&=-dXF&X-`|Z{5
zEG;ej)~W9dt@#Yosvf8D!s#QrRWuI1_Ln9vc4El+u1MfoH0P>sCx}R&Xal7o+B7Ep
z*;q5`<p`~1o23+hi(}sw6+wq$oV5eqF%be2%b>xSD{d>WWVPNynKST3jyuCqObvcq
ze(s$*+oL$K2j<o31{1?w7`?gdqWo=Rlk<V!Ed=EgGUxF=8DF)i>JlSgK-`-v+#h|^
zlvk2u@f6d$wCYPm8+|s+fR2fwiG9vnbOWIhxEa!ozf;f#e$JmN0Be>Xwu+EYMUIVP
zi%8fX9u$dZ@plEE66~rXtS-X)(||d-GLcI(t4{m=a(-o9XI#zMp1<Rb2Cki#_+MB*
z(SgQKy1EsjHZWw`T8}=PViLB{o-g$y+ko#-apc$q5jtXMW8ui$`sE26aIkm6zPzX^
z<;)oA+A}E`pVbgvI>v96Dch1^uV%MrRV(lfH@jAE9|rGRc_Dfi3cg7AP}9&LeBT{a
z;HYoJtp0I9-m{3h4hB`-ic!}CcW=8LcN^A%XOyFWu+C|t9gmdQ(;x5Q9U+qBGLbNn
z>~SjjJwab53`AG9$MqoxtzS_p)(hZW;*AIFOO$xSuJQ$;vy_RE5k$@!7cr(I<^r&i
z&SVcxwlM4xHkJw&w|43JH7A`X2M*3;@(C-YIYn!<AG`MXZFn=o&6w-UIuB!JwH@5i
zdpGq$2x-kyS_DxQ-ER6!p09e_h@miA!LaT2YV<RxUii;PtJ|xmx_nWn`zzg>`NW@}
z-B=#M72O{no!lwLPeh<T2(7!J$ygv{?jZ1{Kf72*rTJsTS7cydpG5VyVks$Ch@Y9P
z6)smB7-XkqS;QW)#gA`z!NuFAPmlZ%J~ey~wz1*;6R~ga5C8?qQu1jy=FIdQ3N_c2
z9xLtgwzi)_W`?GC%z}n!R%QMKI2ssinZi4F@8~^n<HI_%aJg-GDuf^qbK^H0nJJx^
zac4!#`xhEMrRfoxE_o16-j*ih5M5L>FaW0ZZ&re!sX2|FP#(G8<<sKKmZ|0Nk7AeR
z8zG8aYE_g;;LMT4%}8$rez$q~M{e1x`7rcK9|OL(>$|LkO~1QQ-<J5fRp}@&8%h$X
zjHpC4;-p(`HXP-O@!HvJ7_zglS_&b~Mbxg%O}0ilvO#9xj2@(3pK}YR_pH2FNK0;F
zEJSXA;7lkvK;ECq=xJ3s9T_s*<}28c``h5gGUTT(bPTJ$xcE<rcpIVqCeL#;09Lyz
zb+Hg`iqdE-oOdTu?0Me4`~8C<6I{K38S#i^ljbYq`<PE&w)FNBOrXw`NO{TGYOuP3
z=E>KJIm5vchB4B~cjT51aQrsj!@RUuNHaxg1>_m07Q465E5X_{*)9nt_f$->TW8T+
zNA(pxXUFDyuNLf8#}8r*SvablKiwZ`BpsjZKHg7&WV!0iPubU6xWkUk&E6o|y?2v)
zzEvKt+OO=Ml^cT!tNjpobDMW@Sjig>S@0R&<XYTL?u{a64$E3rZC-LU>|T#EoawO>
zwEX@1Y^_UV_U%_!G1#J)#qL~NtbyEXE3jW^eg0w4uoBE;k>iqJbl<0-OAPi%(_fYO
zDGBX$pEcT32pHCS)1Z3Ym{%4t2nn;Pu!Nmd@-4)#<we&Dp@oJ<Z+%Yc5aOLWv#%2p
zEdO>Ci|NCWdk1|xNagGQ$KmyA@|)@BlFM>GWUd4wr4PoPknDGNEPRa<GrW@I?#V#p
z=SgXyTs9Zm4rJ9Vg#ISaLv;L;z+xp$h7D}UNmUmaz%9<?zApv^gnkmJvEk;mnjS9i
z|JyC>(Hg|k)yMQ^WQ^N6yV}1!UK?5IX8g?dLzGVjy>#-Eg+81uiyh=k#TC`7@^H^!
zIyp5w=TX3=IXX3zP51MeS?#~ke!dDX16<Rga0v?R$-bZWjXAY79`JGrihI>Jaaz){
z$$7HDSIbtCQ}iJyR}fd5+Os7Z>2|hMZ_{yE__9WI(4>N;e!0^#vnft(cNIWp`riPv
zgr?>{0NtPskly9SgJWE{E&3LDZ*>~Xk_T0Wd%7j7bG^S3t{ySf?fjZs3U4*dfcy(W
zJh2b@{4#FjV&(#nwD~34*BkCnX2|K_Zc24nIjQ7jB`HF1f1(sbYO(OG^^uCHIDv>t
zHCZ^*9c5XeGi1#rkudLcVVd;yV?ijfd1rxvXeFifQ0)@G#fJ-mnwS|U4mWW8uP2;^
zXbH9`t5`<^B1zK}!rYZ+ldFX^T|WNlkc918lQrGrdOKY{o2HPV2D>%>fTNz{Z#K`2
zA4fMq+WwP0nAj@LBk`$|#1o&hMu;~=YU)$X>C$+saR=mAV}?*W!cNXY`>hq7KrDfT
z7Xu2*BTsA_q;p%NP02sr-=oqob=woASINcR$G{IJSGNwMQ-<zTREN9kz<cuYL^xwf
zmt7#>iWTo+f<(;iQbJAg3y!~k=8XmaX!Nj2(K~WM(eXyN$x@r87Ns|wqOs*B=h{Yh
zE@b+;e8lH5y)gW7b3G_wyaoq{zMT1}+E)D-Dy#d{+w{hD-~OuPwPJL?nr>ive&U>R
zHU85k^PL;Ymnc5NA{!2ob%cKI(dOwV|7<5p+Zwi%9OHoZO)O>KCO$ODj?ibTlch?$
zhwY1WCY7uS>~`d}7LPNyPRAB*^@~|;=a1|i0)TNy;Xb8fLuzOvFB_`Nv<9?x3ZE;f
zKcxQ{2<?&y4yLb{I7R>12gS&f?tM+ElIZy7F~x2qTHsw*g%I-ecjL37P@c{i!gOHl
zzYu%^#W{Hr`rY0biw?yG>d<8K%7S7oBmeTDW-vMkN>1AWQSlD7&xF<Q{aH7<lCYyW
zhJLu<aUaCA)*_s>zR<5A20$J^$!_N}jxCxg_gG)s*Ycu|UHvit_r^As?=KYO7zfzm
z$mZ+FLpV+16vQp1RK8%;eW#oMr;L^S&kZh5nC&GbWA!3yGH7f7@#DQQ(InmAfOl{T
zsjXk}(43oHm_YnM;sy2K%qsPMmel@zq_~4~BXgxW<%(VaIvlI!+c<x|S}|+4Vdv7s
zo^g}3&9*&FZuc+MNwY0!e@XrWlh|9t-QEEFf11H8!7yM}y!YPQvt=yFSd#u6(a_7I
zyjV`pb^!Dtcxd=1x888v*_ln=Daox@4&IX(-yXKc6j{d^*vZB2G#vU=vR5@LMu4NN
z@91_dF%6O<v|#jj$`^HhbDV}|a`3~~(8MJAu@8#B)f(<Pl5YEiO0+RXhG>%$6|{0`
z|C?}n0ozkuXN*5J;0zIk*K?@a-h<HNr1q*Hsnp2hm%Va5YJ#6);UcfB?bN(#0M=xq
zc$45b*RqEbB@mO)et$MvmP)J2KbunUbRQaFQsfw)%X`n-<&mxeori#t_bb(7Nd+d!
zGaUJ`RkZR`2PTGFz4{Jd&*!#D1JS-3MgPvJPmOdJr9e`qG_G)A2PX4F>$^w@5U|Ed
zU;knD_jO#+^fXqBi2(6c2k_~j+(Ljju4rL9GT&#f*yYHQxqC9hce_NWny+Fd-=_q=
z)8(qa)!iAxl_}K@kAg6{2<F=wU!G26H5a>baY;bh6087`88^W(ntLYJ6#}IXQ3*2p
z?oC|9Ol|_;(~B{9n|8lav4SnBTamiw4bNY$H4(rhnXpA!-@j*w+qT-WJ=dH#EPlJ$
zQKT9*qO+<UUj4j9E1FrSn*Ci9;3@uPX!c}Efnp$5pTuF&es6f{WUPjox|oC8prS{E
z`6e1=Pv`nIrUvoziHk!+wXj7vo{+aU#UC2c-q{JauTv*1d}Z*>I*co$R7=w%NF)^P
zB$jmpAhL%333Pj(Kl;D)-Pw)~IBLj2jEXdQSVx^h3}S^6vZJIs`CWrDxPSWru|^7F
zAp~Q?<ZMS%`gGm*WQra~qzWqda(>Q=1p~`6*lw`baCY);&iTS3vuub;xn;t2x`DRB
z`f)mG4}(TA`6w<aX+_Ki6a$?8iUdI_njIy32y`eD>LpdZ8Jo&)KeWGWjM;EMJ?$f(
z=XbcT5nWY=Hjhz4rN?Pj^pBnLd}FChsQvsxf)H3FXP-bP@1jgT@Foex3Ub0}Ib#lr
z)eRcXsq|>9@UFf1sn!APVD3A93C#QS(n5F(qtelR=jViR|8O~2N62&Jw3N+U$9jbH
zaOb<7FKuv?+qd+g2uBkx$U+yS{Qb<hWrJzt%Mx~>%@G>iu2;4jt6Vsm%Jnp5a&4q(
z!j_tuDB&cM%V6>`OiGfCA+7+?Rc36n9?|*!chL1Atec}E?x@@JWEYbgBz7*orn53m
zbupFJd0d4A=(+sf*5Vp<yV6Eu<FsU@Z~nkzMa;V*ed!EG>ah@wG7nMp$6r1WAojV`
zHzvttE_7gf<leS@hs7U~IH~~sdA#)#G%xy0p+w!&hVIT^gqF>|_fwN^&)W5oE)Tx>
zne&l$t~Cc`u8$i34|8?DVvdYY%HP;buG!O7!w7dk%s7%mZ}M?)N>aMwX|gpmTw58M
zDd#M-yPXf1P2B+Euife&N=Qj()pYWLxW&-i8dY~*U!IQqcoG*rBHVkgE}BL$RpxhA
zAQ9O_<*@Or>$YZ>fA-`h?h&W3adFKPRt`eWXx5XNvvLrw7%<1ZNl=o`=>N&Fq^%V`
z^OwM5WogSO{PQe`m~6XxoUxl}VZOV^3Bc>{vlt+k@wD{)^n2a_wf7A#nR7jNG%Q~k
z!AW-Vk`r-VQ1gmmc;G_!OeyBx{L$2cMij?AiNmbD!er@mYDPqI{_NIojbPV%a2hG@
zN~@8P8EauOc6NRPtc*3GTq2+GAHlGxKQ!1*yjc*YoyclVhE|k3$vFz>`yuTBmE|{X
zpo&SP<c%VI<0p#*my|>mi-f+V^^R`pctJB>18_3{^MdAp@&I#@RQkj9Ds0-2G}%Rx
zgZ)^O!7m=#VEDKdV>^2HsJbbxP;X~vh)ilctBT}dq<8C+cEdOu2FjW@4HHBk=b;4I
z{u8f>mqRZ!tWzh#B73}gMP9%q2=wKa>vioj*aVtZD4vjzcUksQc5z@Zq#dKfgG&%M
z-s08-(8*p1ceUDfFopRHn7ZjNI)ju117<gMFxy<Qrq`w=D<13}mZ~omeltig|LOYJ
z9=Q5vk*j|DR;@=-F!N|Q!8YyFUii8m`t5QWx_5IP*ovqU?e7P9CW{{hZyOT$uPWw@
zMfk~pjufcsSekF1!QbF7-z0U>adOUfP}aPjT|fD9paf*K#gx7rOQk$xJNd6!YrK80
zh6=9dWhi43@vA^Jg48Eh^B`EF+O6I;3&$!q47OM6AF7z?ULGN67k6r-b+x(|c(TF#
z844U;k={h5;<J2xTuPB=8>Z0dbeplP&TISL=~g2_Q;pZ!E`UzQnZ+zf4pGoWjii%_
z12&Fs@-@$Pk%<&ew1KHAU~xIDY#eqP!=b61e2feL*okJ3a+*<wKYlQ{yNGhJ`hT#S
zR(vr$J%`$-Q6;-}5#7JzUh}5I(P<}<0!Q7EIZv>a!U?i(glHWj$or9_K#ipg!-Qbk
z2<T$enG1^PpHC(J$vZh9COFgddi)GTPF+P)(nEd)%S*MbDSL6CTEHm;$uI-PHdnuv
zWk;(8R%xq}q1^)-+Ay16Vz;kT+;bRdt?va;lqDJloAL+=PaLL0Z#T;}FM2YU&<qbj
zsFE|Jx1VW>X16*%Mhbqv{lT33O@Odd4vZJ>pI+X1uy79@*V>vrd1&7=F-p9wxm)GA
zC8l=yXH(?>MA@SkuUXPRw(HfIR7CV55z;d|F$J6_6H~6oNx0vHWTe_m&&$SOF^5pD
zWeAzrszzB#jw~7;RNsbNO9pfNG00_mC<C#7-TV=NwYx&D>o3C0v&_|zjY#M}BI;Lw
zQ_1#2j1HTdmy-y@kiJ9zn7+J>`qTpP`wOx1Y`fL8fO0*E#|P>}*J9J1)j7bAr=7=q
zv%Cbkye{R(8G5t4FU?{4{Ab68GV3g&EzoJ~(Mzc2MrOJ>gBjH(^ONE$IeQ7dxJ1YK
zSURSQ@7d||1Cj<wA#h_|)M2k^_%7?+6U_7qdOS2HVD>lsdW~4dVzP|i(p~JFLWo)p
z(aL^qHnY+wQ6?^5^CPyZ(S8T{N<2K>&RdT8RFJP8FF?B=OSCHk{t7lZ?8U_l(HCb6
z`<Tx9A3E3*J(A;OK6j1IjTxKxzZW{EcfQY)Mw_Kve>GRwheF-RxMf+-zZ-#TRo2ys
z4yAxT5-8wLZI(o}jBd-N8`E;kv}-#fI*EZE4ee6xjA!5|8yljoT=PpXk0%s-<=VYA
zI1Wh#I;Ax>j1m7rOU~>@A|(+s`pE&+24X#p#*-tMum!Ux<b-lv%g(1XQwG@Oo)B&Q
zdcBbBQY8&aNHQ>+Lml5vj`U2ax;B4(nU)1QI|<GrvWGZ#Q-nkvoyD{{F`B<+Mx3#6
z@X}&0aa9xZ-xW0#;gm!ThR`umgQW5oc}H!3hIC;i@R6;Rb)R?KgrT7jq}Q>>!@}Gn
zJ9Tv=uL#qzHOf+YLl$hO0+pyx#8vNkcCfBWw)t?TH!Fl?_T=qVf9+zZwI}>MYO&fC
ziI>Ic{&BQ;zR(dUu@p9<3HmL7?YXQ&L9lE-=*wiH!q`0STLB&xmgtGDGwxi<x+VRh
zIgs+DrU@C^PwlU9nz=nu(T(wXYS9zjG2ASt<Q}}vH!pK*GI^Y2AF+V`-Y~~c>bk^_
z%O<<6>qovP1A~MQvX{MCC0{F*M2{&%-{H}Gu8jGlJVxwU*>0ytF989_2AtFY9H76b
zX>q=AgIdT#?vZblDR)ZG@D`oudu8UMF;ORkKd)$ZRJqun@t!T;G#4h%a*Ruv*B)n3
z+C8QxJ;bD(Q`;$UuXq8a=&K~AljG=bgGflfrJw=h$DJAscH+<liG@K7R*gnEH9_^Y
zP(MTxI$pE9C(3m(UQa6+lGn<8d6#$TvVD+M(u_U88Bo`od-IJR!xqjT&Ia5>)2{gH
z!&?7&^35+D_9eb6(9WomyW^I%4rxbd$jX%YOA(ULM!|i)a}_k|SX5vUyCzzRXFf49
z=r;}!*cNaL)vkA4-#gIQI`x8AbLT;=XAwPP-&Nl?)FC`XUpWv}uX*RX6$pLv!Z9bT
z5FE~Ab@|*=D>XU4DEy0(({CnnBQ!2vGu%MI3E!}#j{vxe#!UQ6P;U&{M?!E~|6T4a
z>@BqocYMv_DHRO!%KilUH+#l6Ql1tlUGi?3{Rf=c_^W5MLdH#|X{d*qz>?s2O_gZ;
z&CRW66M7n=lv%jU=W<mwG-S2-lkS;FsmU^{qgYaxqKBt4c*fo#Jm$UR5>{tTV^M#f
zB5P59hGIW5@9!@r=3o4{Ju^0vPh(@a@0IiS-?V6Y72o5K7y78xc0vna**@{@EDc5v
zeP0z0hID3Q8M@paZCe{JKec^VkPJyddrj%wK<#5n`pM$l7@(KF(4UV=GQ}cPjO+{M
zX>IDxM(yxwy1M##Y-Sf#2?SVrWj$Zfmf#5y$w@di!^&vVK1+IRM>>L@1|<Vlv-^jp
zWFh)Ct|p>!(D##JY$SQ|rXD8y;~~}Ek^!WJZkz;!e(4)9q;Kf4kit;eRl0x=?)c{I
z=n>M;uRo4-L0R+taCXo&epDv2xuR>&)fHUh;Pc~3(lj=is73p`(?Q06R%NX5+k^V$
z$KwIFySa@zKpFM7ZTyUY5+Al<dm(Og62F{0l(U??b`+v?NzB#6u~!E@z$O<_Y9NZ)
z@aC3G5+z`zlva3}W59A9QOasE{)M1xv$>ugm4U#JMUf>bU;?W{F#2{4@s+<DfzaYU
z=b>abIe`{W=u}Kpz{e>l!C3@%EPZLd37nJB?56b?>PHOh3y8*IsN7|DmYH^)+WF^s
ziHm?6tliu-zL>A&`E>-O69T_(&oG;~N3L$SP#>=|KB8X{$$U5SXd}Kxr27e}%d&Dp
zbS}-_Fh8lvCL6uFJt&(lv>Tl<0Afi!BR(4k5zCDX*0us?#XeT<Rh^<j)`KIEdd+)V
zEPL4M#sf2|=|Tk+e5erF!fK)ZDsaVO)Ai<ae-n7I)#QLs;HUW{;nmaQ_Ti7OOsc}i
zcA;+q&{zFw0_4?Oiv&DU7qd?d6GgiU><=76hC7o>g%8Jauk%_Vi^eQBt`kM<<p%H?
zV@HuZWz1U@%aZ5>M}ZlUp<6ldS^wE2hz*8_FJD8|Akj@XM-z^(EgE8tMEM}l`?vHj
z2R*#8ByAVKkNE^6#f*&r`|8At;#HMk?74Ub_%~p)<f0xG53KgkL)w#@+wt^-1g&q^
zb08j~sN#uz7o#G*xm`WEHcqcZoJJG>9tAn1NbnbH{hBE$;}v#>TpnbZYhwxV&7wM#
zx<X0lem>vON%e+$A|+Loi)Sdh6rz|Z+OH55HC8c%^L>cT^@k<g5^*wgO_vro4Lk8@
zNg>+-3Xn!3rJvZ+@rVK)ibAey={QpS1hIJLbv#CGu0-f9eAb4Y79=1me?u1J>e4S8
zLa=}<A!!j2sGgplt+TVJ)kgc?_4R9Ntwb4dMI~1km!OOcVigq?vSdPg2YhY^GQam%
zcOoG_qIR#lK%EM|>{A3RYPqf!*VAH~3LVEHy0?V<qN3i(SZB_H%ycLNd!s-UYYpPA
z;HvE-w?S^p%g(*>7uBOCYk{D>=h^DO5kvaM?!>{t+|dq{z+nf_u;bCaMejk^``@;-
z{V>vZOp(P39Jvs0U|ZDvk40fAyBMO_%W-QM`c4ha$W;?+3Lg_ujqvxsL5nmwt0m*;
zzmZt;ra@H>uiGN;xG+EfyI!W~U`Ee!f7)cUq~=FkitU-~>Z9w?hrkhsr>p9tDpl@Q
z7w0|?muKxI-loT;NO<jLnX2mqYDLUBYD_ypu8$QO@Q`)iT%!TDOC_YVht{Jn<r+~y
z9LN5bI{ljr!~IQvXH4FUC;dwv=e`Recsnc#RCq2y-Lv=HE$iem#TYD?4v*93EBIG^
ztyT}m$5Ev*oCYCFL1Ltf{+@Z!Za%CjiSKD*VUfQ0!lOY6+voJaF4vB#)5fS0ETg+b
zhZe1uZEjucDj$(|@!d~ZjRwAcP%Z218$*`{PC4TaF0zm<`yPZVtiXv>Eb8{a7$JmJ
zQhQ`l=3>S0xZ43LVPEfLI7A`EW{wwUvBquA3Ha{j*7Gno0cNcywU9P=u|^pzjS#-`
zu=_S@-KTK!uo*o2M=+2Fcp7V`-3mkh9{9i_CXFgAHSq)G`=5I*BeOVx7|Sc=?h&D)
zb4tr6HP~^=uq1dbxKhEuBt^5Y-tfv++crI(S7c&|g!bUqNizp;f@!xRn8a;eWiGKF
zq@OFnf8WB~+8H4I!`|hEp|&yWJ`D?pg;eeCHjn6sC1s&&g!EX7se^FK!8bMCVWl{g
zK6HTDgs>!pMbyJmFY?kY3;1Er#UgY@0j6T)!%|Y5HsT<LtP!ORXl0E7Vf^<mht{N6
z`e;MC@|O5EncrQi9IS_&rTrkClKmTWlv|iv2iX~aiEoJ^qypl(CmAo9a?`b{4!O><
zLs$qITYe+9e#jrCZP#k~kbhTTg3&?LYi+N(ewt$Y2#uljb{$I~E~6|@-7pW-^$C19
zmv`JaWd8uZoul{JnVGHA)0eE#uEz`3wZTlVF1OEJsxp3*`D%1U<MDgy`s3!-$4L}Z
z7QA;M3{1>G_f22ir>7^pZ<grin_TV<5dN&mc295$k27_jF{?y0fjBTrz`J4Ewe$6!
z5M_h%fhrXm0nJOGyT8A{58W6di}-(&`M>yiOWvBC9D~RwTBLAT<Di`UsI$Zn5f#0H
z?DysRzTBgSi+%fWIVtomCM^81J%+{oT$hN?EviGv_xT${Q!ze0J&KsmZ3@}%bP*U@
zFT8OH*Pi)D$p6i!4SYT7agb_}t@ITg9sL)p$pE~H(0~0@c*q0(F#mtG_-;2Uz~<3(
zUbS&QBE-j}cUW0jZGk}1AE9B%I5}}%pYQS(TU%Rq*P5LlcOsdqEG9|PxgDWmVq!c_
zN{U!a29OCDEQbL4ifkwoX<TR!sg;317^LiJ%c)j(dmKoX-+yJTsP`AGV*}&?z!CDU
zKjQ!0_BB2}UaQs3w$`e5d>lnKi6IB*zx(XI;ThWTUl{&BmqfjPDG$c^1#!Lq`RBi~
z(m&(;PdDU=cd<csb^oiz{{@17S58CyBXs|_pVI$pyY7Ql7wLZ*_%BDr_~E~P5C3@@
z38XF!%a4#QMY+pAMS3@!@1q>$uXRExJGbKKs7L>sp)U1PYA2uQ4bGWD>MOAO5DB|Y
zv+2HKGresTL=zeF5k3Qz!aj34STgEDoK7=Jy3X(?NC5eP6u(BG(A_hf&9p%FE<zh5
zwpsv-t!=gaiA--gDGH^>$jlbz$46TcTNI_dlHj<bIga8nEG4usf}skdLuTx9aLta+
zTF2M5N2w|T_@%JmQ?!#4ojo&zvdH@S@6lBhT_Xz-F$p5%^^GBld<a2QdT?s$h?;(`
zKT&4vOM|d}4NYl=j*adIjwszoF_uQw_aqvqBH7k=S>xI=e#7orJ|H0e#F(|UV-y?~
z09BdsLD!{5;?#2cOeK7dz)i4cMLd2EQK5sPd!*61PQ+5vXfm$Mtx|l@65@be4|UoW
z6_;Fl@A<d3vU(KMNKQ&bdPZ!zM}R(M1SOkhB2qRR4S{3oO>a^Mr);>}BQ(YH8bjk)
z5KhFqxp<Pp4M#=;PAS{=f%Io}m^fd}uIv5cc6>PDYNU_n`q&yFHRr|S(YTdhW70Vi
z>CkNC3K$ufGc>#U;&mDa;@e^o(DXMWGd!i>zl6g*iJQV(*9gS)%FZ_(4*QL<m<>K6
z4xg;hkcuN?HH2FYw%#6fVXP+Bury#dQHz_u8VZPM<Q<g$GQrAm{^amd<FJ3KtK`g!
z5s0~f&EX!Dn4__bv9cLli%<_;n$7pMO5URdlfx0JL39<~vH^i#5>Gq)?+@voktrsX
zOE>g79}y|sxlG(DAu;uwgN82WdP{68teT)i^8C+D-r`Ny>M_ORpFN^*U~)J`yLie(
z`N)*FTz&3DzZd>`%~>I==du$~vhh{+-fgI2(|XF`)a$w$t|qp!N8mR2Qmm(xmO-Zb
z6rrR=t4IDd(OApX8Ak(_hPB-5?cvT)T?^&xaWc{jGRFqq$;+**hdKX&ug6U?0Rdt^
zKfl{|?*^v8(AG$nz(0xE@OBOo9W49MUm4s3eI@9E^5u@1i;<~@%7(^qC!TtE)FRh>
zw{_!~EVH$%LrK$}g1x(x&W>p;iP0l;gXW>xi0R!P0IHb|Af>%Cq}IC6@Y0^&KM>Uf
zl>yj<{JC+>zDq?A`E128>JtC)dP2|<%<1dJbvy2fQN#}T7`Rfv&qo@D8B_tSN9ey)
zfM|g=0)`@!$6TN;34|t7#L);jiTlot$SslZ_O(v_tJ4ht+yUtc|MQ2`t`@CzD3|I|
z^$$dBFhp5@`~rb`GVQ_jk^65SmEbGj$O8f^3E@pA7@G7xJ9NmHU1Bx}{dswA4C6&t
z2~n}Hal>*$Nju&P9r5mI0LT^tvrSCZk?=@|@fc108E&p{b#amOe8{CS-J%xi?r~jE
zq|YGOYRRo)n*rk-y@(<aI-R4(Zh@iZDyUXIpo+~heOoty-tfsT@R_RwS>Mm05?ui|
z;`4^X1oq108D$%AbscS@pa-TOm**=CW2b%y+sD%`{iW*?WG8#0EZ^oQ#7@84E8ID1
zjEMXV2PT~JRMGeZv~+c-#elrn?8)Ban@5oVP)!Er#6HyOr;^61$v}Z1Us%Yv?s0u=
z96m2~YKxrZPVFXindDFHFHUL)lMs%4A|Xs4e*D8&j*M84Z9PPhL7!d^X)qBky`HBh
z(f$;{Lb}>;f3Xo@o8z!=t+!Qf{n3jon;9_j!F}6xTB7NRE-_~SWrFvkuM8)N0}jGE
zsa}vlE4m&!go%I@akXciHTzyvP|&@&_y9?`AU_kl-&5YcR1ec;XZZ^h!nXQkw+(gw
z4}JVH`xj5%YhAA7gMsehEWw){QO+%XVGU2JDc2v<$HGKjY){FkxFn+_TNxohdz1Bh
z2-537_G%U(Ou}}LiOCe`(YzZ{QP9fq=T>CcBM7eBv<cj&C4BnJVLRt=8gwZk49(1Z
zOA4@q3r^T}d6<TO^+O5T+Zbie+nu-zO!W6&6LaCap$yuyDLS0mPriVl%#kTa2z+ef
zz7!9#|Ez(FrSA>19%F}D4h9(IZLt|Fv9_G-YSn4~AKoT-Ve?5sEQ4ECrKa%crxP|C
z^0?q|S#K1sx@Jc4!pL}lx5k<fc&30#LMVzH2DT$_+G~hPv2A)G2#*HO_uu{m=JqOV
zpUvD^7*G3^Rk_6vp|>b->ou{Te+er8tbsPO;fsRNiPUIErt5PiE=IIOX8A<yj>KgE
zVW;sbOx1%y(^#K?0Bgm5#1^}zHyef)#5G*Z+<~1p&7PQPLG}T7UJ3KKE9EX8DDqd3
zCVGc9cjp4=kS05_tHq;cG4fKE>a4B(u{S)hlH5KvH4H*R0vh4^1X;RoEA$H`FXAg>
z!;w)Pf<nl2ymXZyx)3dtrB<DW`&rC>pVwpH4@b##@pw_!f4f0K$z|=4n~b55bL@2B
z^Pgg5=z-kTXj_QCHOkM1ghk#MvBos01z~TaQQ!p{l;BO%<q@6>_GL5H_O&zC6r(VA
znpo4;%eNN2H45FQ_`E4b@5X=Ols6XV)|1<lWD^uqb<D;Tgo3LZax-ES`0T=j;(-wl
zB?w)>#!nn+=eP=abt0=6M-<tLkq%~ipIllYHbQ5rBP93WgVz>JB;V6^;bY!fLgzqS
zw?neQ&6A|0d$15T<0fUpoc^5$`4$xB;gt8GfO+E380ybu4*Puk0hY;;=)av4(a2Zc
zq8#><T_yjVa6th7YCzZwe0ih>G`f0?X45rsDA~w;-2VmtS9JAi#incQSjv?vqM$up
zGiEVtq$0SW8wJr%)se?$^Y5Oi|G>m!=l=oC{~j2<A(fYZu%_2ojDnlRA9(+~AcEBO
zKY};Fzw`C~AesLPUQJUN;=lcGw{%;6{8wV=e}iH=9~ib`|4Y>N{|_Jv=fnRFMq#=j
zT8aOY1^(Y~2HyEKf%^UV(h2A!B&cw3aAEz%9-f{#{_k&ERfZq0udm+}=cXYNx<+PZ
z!4*Fmb=u6=njCNc)>=%y71jJNMvp42wjJPr1nA_sxw)-%_ss%fUrq?q^>I7&YRM#4
zI7f+$iwoCcBE9?ecowp}LGBwI>>V7Gw2a4prx@kT90bo7#bs#5DA=}FxeSnrxnA$L
zyWK6wE;YRn*lmm#Tu`of?~We(o&pywT^>EQjfl9t(4>EgJJcm-8^jup`8AUM$wW;u
zTXHA8asNWrDiy3CjH>l411DDRc+l>)cq})z;fRKyjXh;)J*`vHwW?U(lOp+g0<0#v
zM!K+v$ldN{6p4-r8YE~2+B?a_l}+bl$VD~#RfZ`^F^>Gmoj1}j$M9pU{2s3WCsYk@
z@YIsqnV0To0AW{arUox*s)YMQqZ02KkKMb9FG`#@Q+IyeJV+wb935sE9K^<OLb#|G
z#j0^A&0RUWdAnz`LAlR;2Ub+{r>7g+FnkpauY^@bL^yb9$w?IJ^Pb#)K&mFo`LImK
z$jd8Ll@H*`O*g~YXIwbCl-6Z(vq;QQ$`k!17X$+mU|pKc^b<PN7xbH;>(5~0Fy+)Z
zI;R*sb3hAPxq6pZ3-N~0LeGjlvx2lFU7a7vm8-j-WTtd_IUG%NHu2SH+tBpG#}6N*
z#e~(wb96#KG{Ymcc$idi(ez%mAu=>2#Ey!q50x(L6lK17%na6$U~1%lHky8gGA(oc
zm%NeNka=`4=ON(Z#f;|dG@?{o8PGX~bF=DY9M_t$TyH>wy|vrw=|S0rkF?^|u*9pC
zsTKzFaNDx=wflFB{869|5GfV5WvUws(0<$Ez(p!#k+h@GOu%N{&Qy2vy;z`=i9wO6
zucxoaOHX%gqU@($TS917tt=!JWP1edp^r?l5=Da=*GOFkL#6cFt#4DtC(=g8-tTBP
zoTVmuj`&HqiDZgJqD@*+%mTVo>Lbh-Rkt?jB`T@D8=6eL=A>wrQU(lP2XZ3l@-6Ee
zsv0Din?IAb@^p_T`SZ5$w&KawM#Se$=d|la0ioA1j4YP@K0}fKC@RpsBS)0;=erdt
zdeT2|@gL-8Z=PCNv+}j0uOg1bl`VA3+5isMi7#VjQek^<s=*3^IBO%Kkex<iy?iaq
zeZW^PKfSd$r7(n|*=WH8tsgl%!Kil^&ZXZTx12ap&6AWfj`vHlA8bH|%hcr~Uk7&T
zMD~hZj|^$L1JT{Zc)#T$=@1LHX2n8ujK0pybs1PiHdm~%PSxjBu&WdJr2mNp1Y;MM
zmxx!%1*zxgA6YTmI__gF;3OGq2l&~<g|V)#V(UT5+}@iy;V5YSJvA2M!*6(W<~&@S
zLA3cw*IRGJ5#hqYO>`EGisO=2#h>#5=^V#_b2xs9idn4rn^A%tMw;4!VFIrw{%U?}
zAGNwOXGyC;0_X5<BJP&J-Ip-_b!AUVR9bugkch}dM*WMY0d9}BTYf4(8B4?nrMj07
zGlEY9^>iHWoyii;n{W;{tEEleLyspv{(v3Fb_5oalZ?crwcF)W_D_PCFyFkqsp)Yo
z)c84tsrw}q-Jjo|#J?=5Du>Hupc>O>1GJ(ZGKi<=dj$N;nR<EE5w5LW;OjAVDVvda
zSFR2C8W;$1>kjsXZ0LJsywRThow9<}#kmVgB(!Z&C~UtxDxC*@Cw$|9+769yDlh#i
zsvnJND^B5Kei1cc%z9BziR9#{&^zBq9xIivb#bQgE+|~qonC{Pu3DB2Gqo~+L!Yj<
zZDL|as9A_@q%0%quZwpQU>6e|i^7g|Q%#c`CBOCvb|pkZcG-R2E${R3@$Bq6;<DW{
z);+~Ay~>2}p{l7Wq?iGCH$ObdW^x=?!OO2uU=>3fEZ8Q8hSa!{nVp0eSWaQOo)IO*
zNKPXYb^HajlhtmGC`C~Elyn~uDKFC5QQxEz$+u6X+;Pu^m5Mp~q49#2=<4@co4s8n
zQ}4=&N~tI$cfhCIp`kd^M8?^}wYpI%Lfs3Zn^n;rIATnsqM6gw0Nb&^iAPyK=&Ukf
zet9Ko#?w(YEB*t+oR>SVHp~Dwi@q*9(wKJP>WHF**_Lr?WdUb2<I&a8RRMuG&-u>e
zw(UbB_27~Av1wH0)_`R-d@ZzY^x#nxh0P>$-UF4%ttHos#Gqx1+c1Y#>m#QL=(kyo
z+ZC&Jt0}gzf#a9!`seyc#a-*<yDw&1`YJ0dnoh0~xJbLhv#C7Xs^j*!T%OJ?ES*(&
zLRhWE`)9_I2-T4aIEMzCSZQh#%Vx$2g6=Mm>p6dV_%ThCj^Ax5hkqv2<q=5HQ47mZ
zPn6hvNRp}=PCTWDBpj+eyNY_SFQB-4E}%T~(53?Yk~O0K$h@Y{>qnu9uCc^f=m~43
z>I4Nt*!*WwXU40Apq;27pGu#0y>!x(Ztr*C1@2aY_mfBOCjL!t6X(uuYq>GQ_}4<V
zI?b>v*D5{=#wBJtfJW$~Dq?kGm*E7#o`yZ{s)3wDX+#wKfE<KH(W7zB=tRuy0?E6n
z2TYmN`2(eHJuIO9V1SH(w_OWG`l8@WQOl@b8_IZ9m%dGn*3mO{3`ALw^$zD5XG`I#
zb>6WrsBJCY7leu`_Xd@UYj?Q;G>eKg)3RleO!;Z=8N*T<78MJ24sumEm)PB1yEgW!
zsKkLM-_6S-ym*w-`k@qIe{*Y%TY~5Or}D^Z7?}7cc$VL<!mkgAZMn5L!Z<L{!}bTW
z6C!W`^ksOd*C-?`-~5cpV7VJ(hbn(Wq20O9F*bitZ>QBc-jWpy{EZatH!H!^GjBP1
zBfgkC(Dgc=Y;<}YbCTvb<Y7Tw%A{B8(Y|V3?T~Q^CDtKhiG-+JbNHdgVxr8T^{bcI
z{|9<Og}%Z4t(PI|+#VutPb80e8KwIUTD+go>qja>K`EByH|PPC!Gaz<nbe33fqEHA
zDzKr@K!#S{=wRV*s$<!<8<_vY6=WAwqEj1JEPeN3M78Jl!>!(R3mbop$IV2pts~mH
z<I6W<jIJ-QRO9`nXR+sK5(-MH5u|j$<WU_l>Dl(Y_gwx*D(3IKkL(gPI{DjU$+$2?
zg*c%pww}(y^WR*@&`1yLp4O%Q^Ihk2u<Fk=T)tn5!g38R&F+rQfsL=Dm+iTS`8(o~
zU097yt(>s*^)84CbLG8u*NJq@-V%p|%yMXSHE6B0$J@`g!I=Jm_1DDCJC6+qlZ}2i
zAkqs5W<Shd2M5zIe}6Jp2Yz-~@?sdGS~)gd2WPVJ{PG(Z+SMJqr*@{FX|y%?WM?7{
zT+2sNZY3P$w&>f=6|+Z%K<R9Gyjz}F!1*`p{285^;m^3O_h)GI{)~=Z4gSseJp7!Y
z_ixtuy4!nN^lwrbE@WfD=`3WIYtYeCjwOQv5#_@_x7%<v4-<Y#GWtwnV}**3qUzs&
zb~GK^ZxtY|R1L9>6}oyW@Wms3i1y{b=kmJ+SP-Z8?Kw-aBtmJ?w^v^W*RruYP48z`
zh_IlmHwGK{Z65TVLi?4LU(3aU%Q?ud)S#oA3`=_ZBg(5`O>W4B+xeLAXNq|nyx!I5
zv$(=4d~hlQ$1}>HtpUPaq}cv=EBM=sTeb`r4P<zv5gBgfW5Pim874Q#F#h*s{19h6
zUwbUT0sDuw{!hxUuY;2rIG(Pr16O?=IEY*1GY_GkJJCA0n2iNz3~bVXMr_ixJWSZj
zW0O8Gut~?#vHiAzP4d#)Bn$Ukemf5fuIK8XH^{K0yAPr~Ea<`A0!%obW?p`5r~3Eh
z8XZ2okcB<TB`8p75o9mM8|~cjO4|m1kC_bTv$5b*CRYbu#4ZOR%7P8ua3vQL_VCof
zC(#Xca3l@eZ<^TUzQiuux7g?5%P;3(!TD@tS7^}DLyjf={1N4Cp$=~3W5R*^=5;VF
zlK1-8eow}C*YdF7Q9ryD$<68c_@`wUzds2-+%&OCK@QkIJoG>D=NR&JqCtNQx7;6B
zkmsOD#?L{Ulp((1IjDc#b5H}HlIe5Mk6JhW9CZ1WTr9YtZwGfdmh|<r+zvPMG2ypl
z^LCgTQU8AYf&2L3mPtDVI$-~^ZCb2fYxz|&J{i=(BaPGn8J~XVse`u+>fpEg_~ACs
z`1nkl7TE?ZMuyw@Sa4H6J~->g2X_n4qwf`B!U>-7VQfd^@!?_?_N0_Hj1S>%cqPoO
z<<8YkW@7%~bYz#Q(Mf5CB~Q0PRDk8Nq>inZbMgGfcnodtiro{!>p#yaQ{(-;_i-@3
z7{ygu^lIgZrBAm)Yj^%Ww(OS#%-?aBTR#Rn>er7hyw~nJnSt3`?r`fzZ4Fxc*m3K}
zegXB@#D0AN8%*YN10p?f;HzF1|CZ$kQ!#&^ehukQ){t$RxrWTb^UH2vXare9b}?8(
zCg8x;d?e*n!citd-}Ww;J+gJ<Yse$%nE!if!#Z|U8$<;;G%dsV96Z1J7KV0q!|vA`
zbTM|_ZTxU1+vwWI+PUDs6mG3+%Cg;eF@IYevJ0!wsg*O9z8Qfi3-g*?$I~!-^DQJ~
zlyU2LAA7t#qAkWe*5I?6`TcclJDiHNyb6eItr5}21+yk}LUg$0xze&-@tD8$R)Y+0
zMIp+<^}CLxV)mvRoD4)4d>!!i$Z(7q5KO-(pMAXgDh`~@KvGs292H{pi}c3qSGquH
zVGX(bw-nBwQmjU&0DCMM-?n-Flv7!Fe#te?pYm=)e<Z%encEYv=1@9{D>UdC=8R<%
z!_nHCzmHQHemC*y#6EyeXQ|$&Gu_0ebI`!2GpA{v4%Nj!(l{A>6%VG1Yi?s`C!&iD
z`*dR0$MNgpTb=mJ-<OQ}KPPeX)j$U<dAS{;+VI!Gt}|Jfvm+4+*$wm6sZR!B%p(nZ
zPRpyb_~3^-*mEui1!ZakdC2j`6M>jCsKIWS$?#_y<{wCDun8}OA}Y8UHsNeGo?m$r
zL%X<Rw}rp&)$il*-O&sz9MuMI4e;l^X4%j8Fn@bogI{fOL?eE+G|c|-HWD(*8~Wq$
zP>ku%??axn=mNg`H4zJ6>w+oIgf^}R2MzS#xn}CY1p_^Jtw9e6aak33e^(-o-z|o=
zrWWDe3hbEF9{w)U7H1O~3<iV2FoXsCG5%-y=%bHluwU1%U9oN3HiU$jJA5x+zKr+Y
zdk<ArRf5RK_;1+u>rG7i>UXU8;t51|^1<TuXEAWxCfqsr20ZketqeJKE*Z}aX^$RV
z{UDXtV&1A#7%+AtZvOT<e7qb`S*^j9TUq${jfZLQU{OgGrhM@mo_u)=F6?=QUxpJI
zn6~B?R=nO3(QTZu_?ILM{PZmDtb7z6PUa8CT*$`95p59WYeyXuzh20}_$62AwFA0x
zPTR~M9y9vQflIlVxb!NX>EUg5zg>mp_&B`)3;f+_fZfX65<Hubjq~Ata2MH_U9YaG
z#nTDdaI>|>`e08eMK(xNYvE|qkT~|Olsv>$tFbb`9bO_^Y%eUsuzOiJ6YdA4*nIfe
zT~v-wG7D%x9+6>HUMYqrW#e3^FRu(60zIIvt*w7gHoQC>pMjzJ4SIy7c_sKRuN2Gt
z-4H-FGG-Uid!7#Ufz;YK$?f)x5=_69gXQ{%oJ*4mF!*c=Za*3V4~Z>r9Sl5^0(Y@3
zwnh5FM`lYmraBqOdOW`ZuLimx(n(4;PJbMii$P~napRFzP}rI$+1;L6g6Y??v7BrY
zaFJo@y#fqAo{Zar+Q37~BZIC61CJ%cU221EJ^bJ!6CtHS11E9Ay(_deG-xh1$QjR`
zPDNAf$STFVcXIJ<J5NM8$*?rJ5Kml8!;N0S7VBZ~g*3QJY_O%X50nyHq*iO;#Pj!E
zEUCikv|@B<WD`hBsDth4C76CQ2g^I@bs@0;gHNa6cE3h+;dBbzCAQcW<qIFFEq$P5
zrVBwXh;-KL!tGoPI-QCeea&@YduA!#xt)t;9lW?UxL=6J&!^&6pH`O3Kbr~<i4C?!
zaOI~~Y2av3zOT#{Uxj%fL?K2kYOyiB1W#W`!-a=~(T=A*elDxP%=|*kb$3NqsTiw^
z%P=Y<7bgRhaJMz@kL$eMp=s!jDAeiDH#G}G>^VneRZT5!RI4%7#gT5fBLTP{=N00`
z%sl+zZ*G%*Dk#H;srgtG<bg<q6w9-VG3-tzE_L#UyNJIIp1PAsZN(3*z2GgjMViXk
zCN0V=!rI&ttPJ)<m|To2<tn_MlmiDFYfSPocg}6UUySJ&v#>md3-VhUmyf}J-pB1H
zL*XIgpF%r`ta1CP28Wd4R$$^xefmfWMAlZ=^++JScJb|e3^<sC8$&~(5SjOxow;Rr
zKQRwW+IXOwy%ftbit*%)3|#3J2oEuTJq)>?PU~oMxKiIAHE=X&vm%WSeXpe9VJA6u
zckqFm$QB7zYTiC8boqqcB^CHIrx0IzyCOm+!K#8%j7Z7BnGhddUHsn9WNgsZpifdJ
zhB`Dj%}GE}v|Ngz4hp=TW&F_1l<jFHn0`G6%e#8(ZBiiypGd*&0j>FMQcVp8o=E2G
zL5v^o*g$QPqZF}$&Up3=f1r^eF3&y=|G6I`dGaSHzi<s+Z^R<>m+x`CQ-5gl%;k3-
zIRt)Ryo>vj-b2}$%aFDXLh$N&L<y1l-dCKQ8QC-dusR_bWY4<W3(uhSj+M9-Gn5AZ
znL+~dJ}WH799L%=khi+D45M@MaKgtMZZ_uau*SpH$R-rk)SzExHlC0-v_r7SmIlWJ
z*xI7Hwie%&mSI$O9!~pu!`0-T2h<gqTUCe|a#wV;6=P#{8D1{W#XbimT&>N^U!rga
z_gJ5!xK@X!OS3RQEU)j6lgo2qYh{IR?c8B!WsUEvOEIB52YVfqkXxDS<KC)D%qlC!
zEC(*2W?e-&UM$MPVK*<{I#}iGW~7V7H8mJikb}XJhKGqMS}mR}$iqmv98>HZU~grO
zyIKt-M%II4M|LURyPJn^$Yv-9DZWiB!q6+}bmPCJ{`mNnba;qtu(_iWJ`$0>KN|mS
z;R-SKb#2%nW6K{~Rc{kMNX*BQ)?6S5u?bJz%)sTy0E;pVy`BMgu?;r0^{%%GP9`>?
z-&JB0WZ2c7*aRCSHewU@RafGx@?v~p?~G2i5`14(hS-uk9CY#K)rI8_u12~*ba6;g
zHU>!=bn%R<(&#tG)K&PPtOx@PuBl_csseK=i!f8+Ld)M!U5bfixj5j+uZ!Q<xf$zX
zjSf$hX4mT?f!vP-5zMo5g^#r@4MP3AvJf8DHh9$Fx;lQXuEdvmT_iz%>nh7JwkQvW
zh%WNTu+qtm2Hw}#L2V5N6J3-V>*DajJdBXZG1bn2_6e$sJV7nH3d-?OYCaYQx+Bs~
ziWS+#csf1{7dw)51HT>&i_fAqdqaq4!x(MQ#*4Fxu`ag+D}p@`CKKao1sS7rEsoK<
zipueEMgbQ1>DMlKC3rS58|T|LvUW+-uU&#HtX)#|YnMQSwM#-4&a~xUyX+~iz|4Xo
z%yoC6!OyEpN--)s7bpFcyf$I2CuxU<_eC{2^i9vk5IY0ANY*P-7X*liU97=(C1rRn
zD;KBz&F}e3RVBVCDaKb$&gdc%V{Jt_#uVh?s0Y7I`p(5f4{B;KATI}x%ZxWT^pQxg
zz^P#)gV;jAW&OG#E*Ian_e7MV3`<iA@x+BR+<3T&b%WRjTe|4i4OLn=8O(vmJa$$a
zcm13d*pyL%XD_AWe9s_+o6K2>U3@n_58s57@}>ADr3gbVrQ>?fAdBTcekq-n|6?a5
zlu{9$GaHs~xNcdKRzd@}8sn$DGJJSHAB#!wv%M6{GmG)`txR0%>QC2+d@?+Fi<`4<
z4D;gc4@W!s(O|PWZda=5Z-%)kTI4!j=sIW#YloIFMvE14<Xnr#)pb8%<nCo?3a3C{
zjNZ2jmsW1YuIHyCsBd=+T{8>iS$RnO<0QSN-H1VWY~cskH)#ga&s{^zl(Bf>_qF&o
zbRa783R~p(ST{%LERtY-Wf{g6=iyIRZ{G27g`>%QwYCP27iMFy!T3+c#}P%j7$H+&
zio%hOkN0%^<0D~raXCK8D!_at=hs@9Uy9-PvvHRAwRqMp8~n}vTD|XO;7P{@UH>M(
z1gpv6SblB@5Q#85rwAkNXX8{GbHCQkoHD$hkcXut;FRiOF`m4ZfveG$*Kbc;<JNCK
zwli42nb;4ai@zEiibm$pmT-Lfad?0A5i+KHjLM5w;r7~i1nt^@_=vvH<(scvoQ4mD
z*Ua~j{`$M9IClw>kYM<&_?oU=vOfHhUSqA0q3UKF3O8;?;E$`&7(%Zf>t)C;#Mep#
z8Ip5wri}#|c=Vu8LMDbfn#iD#VyL46Z)Y|w!?xe=VcNozSn**WM0fDS;?37E@b$g8
zvwJi=c!G?MUCO|716!j<Cof3FwwU+*Wej-j7u?)A3O@P`(r+&~g(DZzv2j*^1S;+E
z$C)&|KIa&e?g|X;ZM=DB+nFp(+js}dC$vL!h$EI9NWq{vmk_t$A$T}i9$S<1s_^dS
zc=QT0-|%0d(&3>{Ck&7A!Yiw9HC+csQ!#DTHLQ3u0?}<<uz1%!4E*3Y?yMUG51!49
zE)HURIJzyu{2U+_S>xBUnHWF+0z90g7|^X@v;M$tURXE1Tm5?p&v;AAKbwtdKgMHu
zY+FRPa>SC~QZZ=WWyH<v2@gkc<8`p*E_#I;k2RHQ9WE!A;-ja6=w`d33Js=ijK@=p
zuHyXXF_!(CH*&DNv)-SPP>8{&QgFL}BmRt&2L22wkFPtg60f!*{!JO(wEOX`91J>{
zf*buq_<h~C3NZbTR4jiy2vI%?EIpTv!JF^k_UoPCq2Lc(c97WMw!vm7E0gtc8&@d}
z8Vq)pph{DNCFim+X!9M!ztIWqCimQ)QjF=Bv#`7y7m&B~PCf=7xsTgJLM{8558sEo
z)E3)%`Ro16YB-5){_;JA_A70_TZri=(y{zee?)mIu=Hv!2Jg9t+hf|nLvEoB#MZby
zrXiTu)a)k~tI&IAJYvJ$Fe6$C2eA!q7gj-PW7TqHh%dzS<9Zpq6j*vC7lU`-!|kz6
z$S~GG2A*pM1UO*rV}VAS-T$ldX&r2jM{GMc%!tv~K|vLy7AB2CKl2d!xl_GOI+%*(
zgY-7(d^QGexr5uUHer)qZNerE(Ay-f-X{Hc2l21**rdcFOh226<q!EH%3Xn_H}f#~
zw<O#i9tIDY$nx`s;cX4dH-_BrNLCp(^zlcay%+~G%J9aibSUK_3<)sb47~kjKBoVk
zg5^(;I<Ujiv)LHDDGs;a=nN0LM(W^=P8R!P8&?^Y3=V3jgELtewDAt&-|TEw2QA@w
z`1ZI0Oh1x_<&Oo>fS#onb1-=OUEH47!LlBZ{xz{-qp+pv@XvRPa4xGHN(*)QZ_6+s
z$PsG?HO$K-7VN>l;m@h#VsSJ3BY6%Qmy2cXxgfu9$aBzhskqt5bI?KOQsE)C!Pc(6
zQ1UznC3fn|y62#^+;h-pE~eppFaGDC+wT-&`q4Bj??>7}fu)yoFnH%Z+#cV)@phQd
z#Mlt%VB8KC#)g*Q*P`Rou{132YfuNf?%{T9`$onm8~S~dbuggmIuN=IT8s=yMVNj*
z6U%#$@j;HIxAHLf_axkYCbaSK;hC@o8BA_J{Tvw|%CVuhKLYLa<HH&K_~7r@;^u1G
zuH<3b&q-K5JOt4s!0A{f2Cce@xDO)WVIe?}kX%@ecYnE$Uctt}7xbC@+S?G>SkWLr
z2dNDf9nHXFD{kQCdl67bjMs77j;3MSs_R(sW>-Xq>DP}Rp1_^81NhgE_9A>ZDhy%%
z_T1QXE(_!5U*yIngJAE0k)9^&NB-wt^=rt@WDOb4t)qWS!JxU95chS@rq|IwHnxTg
z=GKsvWDR)-Pc6KP^I!0<A-7$~!L;r7u>6HkL<c!y$)9N$wD>CGzKDT`g##t14Ea@f
zcSizxwdM~*8qnSa>&7+AXCxM$|7|;*f@v!*W5v{Nh;HkK#XIj{;JZg~=Z7Jd*YPj3
zLzuq<*A8bgFn;b?t{tMd=YDN`9q`RtkqGv-LzPO4MLXj$;N2s*w`mC6oy_mK?NBnN
zExU*n)1qlm;Nl%|7&!e9?ra_k51xZEs0?E|Ak5#9^Cg^4$M`v?sk}sn%4#jH+$+Gx
zV>_Tzh%<`H)R?mL0-pTf2rjIC+`RnLS(x_29V~yT9im%1VadK^4EpjS;uiO6Tn}<9
z@$SYu=+)NTpYrvd`}pQS3f8~gfd-j<y6qml=gox=L29tpHIjk&bSCP3I{Q;FX!a$<
zEo{Q4lUs#%H(BuMRO|3im=lI~_rfdRHN&Svba6)lmOoE)(E&>irD4#LYl!<ix@le9
znP^!T+Ywz1Yg!jiWMbO7I4pm)J)+w<VaeY67&P-7;+FT}pRd}9@xkyAg!w9{F7CUS
ziwR4w)A}0Fl{;8&+Pd2~a=idQOzn(74;lWrnvXYD-h|RcilNcw2PAAemyKy#?_&Ab
zwulaPz>+`GFlhc2#Lel^cpVU%u<agtSqM%f?7ozXbBQHT^879J<sV7Kw3Sz|VoD^U
z!(6d=S3Cy3cNBNNf82sy6yw9^+ab))p6d%|GBJMMdA(oFcuv0iWIE2p6+r1~`H+Kp
zJ=mFm<)aPsVCgl)eb!7p2r<`##Jnmz{Pksw@9B-1LxSKSv&F5<3P^c$L1>%EU@#aA
zhAC{sVEj*V_wHSM{q@&ycX!8czx~D=>_;HMfCmpAL||aU1DoVzvN75U<Hn6cTwEN6
z4I2hmS6BKO`L2#Vd-kAj-@b5mc7{|cMf>*cF@OGi=ybaJYu2n;Lw`4K-aOv&4<9~E
zzklTw{vfe`lIz#6<GJUagSWRg#9}c50s=63@?;bg7;hqI&fl-qYO!$PLUiiX2{M@s
zj*gCa<dH|Pckf=aa=-und-_}Q?;n5sfgU}2KrWZldyXAD)~x)0gGKAkVB*NGh<&yT
z!drV_<*X+lmx-`$=M~=TH!XSwue}h3&f(q&YvqpBvxlOlwibs@bEh0S+Dq}r4=-ZG
z<Lwa|?1q>we)wkQU|hPHh1ASqei?pF#KZyqi0$W(aDRKOe61to5*w^L$RC{4r-K`Y
zb@xVFKYO(DR^Y9n!RQ$1fRncyHeGo+OO0N?oXy4~9o!Jia~jw3+!DO#=78s2?dc}l
zh5l}kTU%jsK^brP<a2Tg{-#!5h_RExUm`+Jdl}m6Ppht~slndj3Vi0{iXQednyKY|
zr3->3BCO9Z<-O<f{8Ef@vB&c+_6U=TvB1|AGAk==F65WN+13W0BHQ}c(XuLfifG-&
zDB{Q?L4(sgoiNx@L9-pK@OMYHMu+_+mF8`bSb&NCP8jF!L^qR?z(2W-HP)x{x7qsC
zB6`B^t|&kBbd@7eE=F%R1v)u4EN=IA55QP|C$w{r($Cj*QBvpor4s%i;zf7!F)`Q~
z<AR(K?kJ@}Z*sC3^L`P(4EKvssMcav&j9pvQy@?wMsE)VIvJdRILO-`Uv%)qQ@%}~
zGDBFBT!`_0ju`9fgtm4PENkaQ>tRDi3Gemarx(-HU3YfzMGt4L9v*g)qoYZ-pK@&t
z#$L<BigsRbZe+pQ66%2JLVy#-1vnwxK|(jiP+dr|pbIH_U5M7}f`UgEdIVr>fPpS_
z)$2mBxh^bDD!>FkCyevc>tY8l$gQpMeVT>x(~4=p#7~ia=;@+w16Kt)8MMI@p7u1`
zUu!!t+Sp0(MVJTdY^`ywh+h|16_w(72YZZiv_q&wjCmd|v_EbwE$6-7*~SJQwhgc2
zmDRLA)@@=Z8)LWodg4iY1wzCky6NpJ4;NflsgbTR&)%^ts~BTF9Pxs?1KnV|ILMva
zq>Xv}_F!XPDYZ#Iw)RGhy$k^o5gu}o(ToOloG-7&U}pseI4kJ)Pr2IR5l1;Lm78Z&
zAS{Z@!^GAu7#HG#a3?7Z{FB>QVSR$}=2k<<V+t>ssQ%??@F3=1nHuNvE3qub2i@G{
z2z8Xw|5xd1ur--qzrRT@Laes~Ui5NATZIHmTYJ!Y{UMv*j{cBcLbEb#Yo|naM;QX7
zBJ^^S)008#SeRA_Ux^5-!n|mvzCf7>{ah3XmWf+j`Gl1PC3wNf9;2P?sV>g<cBL}>
zSZrZzu(5%st!@45XazSmkj<HOjBv8UbayB8ZX{Dp9gFT3U}BIn#sxYf+(Ak=Xi<BR
z+?Y+$VOI}-^mNnP19xJRq{cR>y(gY(BCB5=UT=;^-ui9G-}n=%?<633^2eyDs)GC2
zXL+x;i|LB8GnY`XZ7<ZR87Mt;5(V4$LJ`@pF{60@VU+xS6sp8z8uXVwa{+3~E1`(u
zKRt{Dos71(!*lj_Xd@P3uB$U-R@T^3R?$40P*qKB$Ph(?ZGPHLfrn*M8rTvl7Gb7~
z6Uu69aa(P;{hNaX;|-VC<7tT<LTtpCA$NfkR@kNHw@FUcHgGq1ozYa&>+3d=r_^Y1
zO{d1Eau;;4l_1DQMDMApt;K#d|KCJ1$~`AnV1!(O*0v&i>EJ~FrtMYy*E?BT!-Ld=
z{&hml)xqNiK~`Uvm(YxVAJ{vgy+}-hANxyXyumt4Q;QJm<A@iPj&ywfCd?BuGCpVW
zkI&?DGB#}Q<bxhga(W7TFK0PAnq*ue8@9b9w)HPJp3UHOe49~(ao!FXV`39FHf9sF
zHP{+%Y!eJO8Z1gLf{(-&D?^D*kW!n_w-KALuBr?prFM8$YDe4Q3p-91cT`t2OBYV5
zt0A?r!XSgdOT+KU>rYiRVnh=7^JMP%zPb#<C3bj*>Y@mrQC+mgPpanW;%P0XivtY;
z6|QR4cuJx`v`7kH8(aGKh1!U4U2C3=jj*Po3?pR<443J3(Vo-A9gXOsyNyl#>!ga)
zMZ<u<`Q;_(qu0fDhPucTAh9gF7-QWXxG`EL#-c!OjNW8njNX*bjnSK1dl`?>23c;-
zmsMl1lL7;rxH0-k7jBHcTw$K=rhe_>YOr?kYhvwEs9(DTH?ek6x}t}jjILSU_ilXc
zvZ|yE&pU8-k=U?#ZZ3Me*u1&Yv3k2GH@1uNI=d*wOjl=W7vp&B;_C7;jFKxbQm#N7
z5&+`pM0I;xr3JfeYLoPO@PvUL)CKq%UPtuD5=-tItQ+hN)(z>6tQ*ui?Cff=Zg4eT
zH_$n&haFlg#Au@s<MTG|+?<tX&b&0a2;+SnG1iB(i{FNOa^+jHiy0+!-Lj*z4_CfS
z#I0NG&DSmCZe(G3J5SzCQ-*w-S&Xrsj(EXSKWA;_PP5%?%(XCQ&EfjPmN0L`IB<6H
zAxGmmD+zq|6x-Inek-g%5V?*gLsv^!#|vEtEn)4@62|C+-;U$RCyR0C=ReULA}2kE
z;`{0NWBOd=-$}xSWt(w(=kJJ_I<Eejn73nbdG&T&{eBnn;}Y@fq#4juR-?=KXIkX=
zxVDmvk9HU?<K_sn?Dca5i{qn>@%X4VA0HP~6w{1<@7pzukNqV4<0D}O@oPETW3-Ds
zLWy6?N56Jyu3xKMzjiV3YmuPAw>_LN*n#tFE%$RrwpNGzrRILErD;WoRXX5BZ*H#k
zO{jkTmc`$HH)L_^x9uI2=<XzI&_$C?p*Ci^$p7~f+~1gp!VTL{w0S2~@d?P7@)2sQ
zs^BtaIPdlH=m=Dty@=u+zd)0kf%3yAP`q<5<Pi;Pm$HM$kn_a?l>Yh$nnLLHBb6b)
z1TPRhaOU)2zEUqk(O=U8Duc5frh7P{cO#ig4Oz7LDkctVhuA0EB0SgyD?jQ3xzrZx
z_QdgCzv;`z@Y;wD=p5>fupnow{`3*f*L^;{{+ct_v+?4PF!YJ^L7>tBFF(@`om#u$
z{LLJ*`z_v=f{Bm%BDRkY!hP+qVnR6NVjHYKnqg69T}>^<e0v=;o((~ehq=8U(@Tj@
zo(Vy}4zA6sgP-nV;-Fx}4h%wgfFoAE6#==#7VCaD&W=+@pH3ba_K+{y1~{OV(hhGu
z-3A?l9dYtjp3!w=gQk~@tp4R}Ve{$Y11Xr;#}}~=`ykxM4l82YQeXf2<4x4TiW`{m
zbSngzWSwx7i}1($5f~Beg-~w=VnUp-bZi(d-7iCGz6C$?y#h=OH1KD1sq=4I@Mk1*
zKHgp3{Tuw7CjN~54-x;SGw0uQl44z?k466`mElYlCU*6}xX$hfcbC(^Ke@;n>#rEs
ztC?@jPF(-;Gzpp*)xiz@f*ld;EJZsHIp#m+k5ZKm*K>IM{de*)v6VB%wQ}M7%uzm^
zpIM*H(yR`W^giB)1JKi5K{rSD_OwGMgN>aJdQYMKN{g=KU}AeWj0<-|xT}nA<fihP
zWZp4^1T=XmMD;IEla1b=oXNnT07uMy$QNBa<Y?t2!H{4liyOjQgbbJUGPKjn&{r?R
ztp|{SXVX8~yl;4oGfxobzg7Mxr!z1p&=GTc8Pq|mM(RM|XC6X7ccOK0E(;U87}%u2
zdYg3hZ`h>v1~$oEj`{udHYu0KCf&@##4uNkYvYP=XDJQ*qk3?+k>?FofR|iU|1#|h
zXL2hrrnL+DDD4qwFTqP;Zs_D9!}&b(@{R0r7Y~Gc$Z6moXP0vuuLFB={mawNc<dY1
z(GC4tIU?9aZ<hxIShUM6;d%I?i#eFs(H-MDxFg(6hUEhSxH`Cz-*`LNiRxc`_8_B7
zjko?x!4FTgqK7^<#=j*4wMhooSh7j~hCj!sKeqRRa})lQCHJ}KpkwvVLCFEAL<URG
zLCNQ29lbNs4?P-t4qE3^GI$Pp-okTG+72DuFs_3e*AD&l?QpY+c4%sBu(fX1*w7OE
zT8l2}$EWuC@u^<`XP5qN9oRIl4uo!l79+#Wd`t{=!MHXq-1yLwj1N{1Ha?gH2A;{S
z<i-bYI~oxFQkbj7@u4Nm)fOMkz{Kueh>i9_xR(MehKE2dw#NE%=Ic$P_0z_9%orGe
zAXnpla4)Y4XH&|s?AZ`>^S4JR8S|bEp$CR+;aQ7t>&GC(4hTeefCE;()s-8YOfp&;
zuOEHT)?dGV9M+m!Kbq(bIUvT%MOy!|w0@*@a3C2IAMr(O@47W)IJbs8mf3h6EWd#n
z&$Oa}T;^-YNQ{W_La0)|hJ3LtF5NG+xQ1MOFbxxXDG}RKiEyO?D_#iY+Tm0aGOW3c
z8AF2*<i_v2rTxKCQvY(c5KOyh#~n<3ycJ>xwL*BHBUZj0#rZN0B=TP0r?V%9_3}g8
z07ta)vBz7_hM{9CC!D<5(8i<t1)^Vs7lM^`Xcy#!g|Br*X@v&Y6D{o9+kP7ppJ<KP
z!666_bi&GMF_24bux_6P8M=63*u(y48>p9Icw2M~cE-u;+}z61PK-Ym_Q!}v0}<-)
zh?sWn_-0BJF2xrjHOJg%x%k&)Ozi82*hhRhf67bkIDg8KCVUCsT*r(Nt<C%?#J5NS
z_C9*L6`t(oiH-sG*ziUNWEQFL^9BC-pP5f*;y>Wid06k$Y2Q4b4%Nknh%S0_y7+vZ
zE@m|@!&;(?fqz>U7w@@`iI4dqwx1uJudaBt1J@t_<UeqyPX|{F>+V%QUwv~(5IP3h
z<5XOO9Y1rY2roYBORo*|l;h<A{^%5Bj|=zsb#d|UshHT?2eG}BoJ|-T#<j!oCi>&5
zo0#!bu$f<}j*OyeytOGF8z;4=LD802wDS%o4sM0mfx%pVoYIZ+tNoT_xj$0Bnj=~%
z?eW$#q39TF+#hNAd6jtcn@iaAVRwicJK>Pj!JiiN;B*suu<kZy3<>0|gO7hs!l3r9
znEOl!y7=3pmAi~)0pttd6WS&+7z_r3VG0ZQWBgCDVZ#O*ct-;1NYGzX*xH&qU=k7%
z5EB!Fyu3Ub{6>P)NT3|ygAYEyQ%^mG`1p7{{q)m#?X}lv;M+UzyhDTP>KHX@6dW8J
zuy*ZQ-f~y3UQPdf>7|$OZ}Q78zaT0qivHWDPajN~G6fwvbilXYev9tiyQ8S6sM&u%
zSuj5P?6a6QZ5pbptMU5luVeJ+(YSW)8io!XibabSS(IVOkRebim9)NEwQ7YQe)s`T
zKKbMW{VnO~>5aa!vWzGGYPA-ZZf2rikKp>xtgWr-`?FUXHZ?RxWt9dRO$}TO0*p*4
zDXXTAHzyOPE0sZ0gG&h|=+~)17p<+W(66%_&c^dU_%(#o`Jrohh|eg;!|fWfF&L6l
zRE>QXb1=TYKktcf*D6)$ZQmfjwUrfpf1!du5avKh1-dDucqcU<q1RK;<8~SrW*60;
z!cR`~B%!UQr=Cl#t#FoSgIuFBRPt~1HDyy_8J>2sgF=5Qe~Ma*9IXz$4eFc(9g$Pk
zP47v{zg$v{zU~U6^830eaJGp5q14{&a>O{xG5JOol)uHJ(~(5XzME&1iNKT+O%46m
zg)iHJt_GKjs?gWd&R7NyJDe@BAVX#;VqE2zd^r=!J#pyt+da&_ol6&ye+60(rPX-U
z)wmuWb(Q0+g^e4(=9VMINrpFXXT$ICJ#;ylgt>|NX7%va?Q9Hkx1)7xvHX@&2gN+P
z;I6>g!bWt#MUKhWvY<Q=k4}dYF+0AQx?r+V&XO)ZO3JtJQ0mw0GDJJeF!^RSeEztL
z&c~84=bm{R)ImPqmQjKVT`gjGP9h^G%acGnvf<oNhF)?hE><_MKmJ%+j;HJtP&Beh
zysV~%J}h=LxrWpM$?Vg|U_&n{zmKCF7s@Qyq@oH$*-0@iIS(P1?jz=UD&}Vt8r1>$
z{&-0h%_c{<QK7=wvTF1<$O>wtiv?Ba>usWo-u5_a;bD2*gS6nE;t;qq4#N&7<5qEl
zyeb{n=7y&il6y+5t#OKH0|2RqD`nMq#MxLE$ouo9{JOBOpd3*SQcO+AMd0Z~L|#b7
z*C_=?^{~I70$uDSc;Qwi0!}BQ`=u1D&nj+l<x?4IYjLewZM3nH$nda2ii^!08-6S<
z$1sP+b<q;!RQ1cnRp{$sVh=nOI9tG92Ya*1IGc1O3(CEB(CLo^%#Lf^9yErPNCZWf
z_9!`gy5YmxT9h6>4ZEl=yuT?wdzt=55y_oCEeZ64(||rG{_QA#A=cJ#8U6&#oKb%6
z3cpQItI<m;F}4X(2`;Ic*A83CEAXU3PJ@^EAZ2VSD~E%X6~e_Lv+r)})QGV))`RXM
zDXwapS3cQnK3J@%&)lb`d81&INsru93@cpbxhIj~rbdIFVq+P|`^y^sP3NYNz`!BW
zhB_b{Xpg9>5oBwNF@<@E$j!u)1v&V=y2@gIeAFNt2OS$+<T!6&XAIewSB_{$DW=5d
zAmDfcBF@~$y!*!ek&sZSM$qvDv^|xCaW^w*Ru?`v8B}=0$yf&Ro&;<0LHc{0O$a)Z
zgl-p8@O7%OZQfT<fv)yayl^`UfoGD?<5DWtXYp@ppzWYlqo>$d7kh{#xT0yEE|9>$
zCnR#-ERKZy8Xb<Rt1w*3Gd9%L;+9U09wI(nY@QzMR8`Q-L5AgbwiV;Bx(YcpS~{;k
ztEon^PK%xf<rvCvQ>(#4e@7Qd9Y`Bwpt`88Mv#py%~~0mn~A3ia`1-*T_j_4Z-b08
zbk6P|qrowJ94M-!WAOBpJhZ-?jP5s5u^_Wy-9U)4m*QBd!5Cf1jnVxK%4y!Zp^3Fi
zT0TN=q@YKfg|&+{&)S7&JybVW>LoLoE6Jp|RNcIG*iu@7C+(WBi>2jou;#amH#8bN
zBrz#pBE_X<>cQ5^3JjH*mw#5JLg(yE^v=n~2gOA+6Jew427|dhwM%YItQ(y5>xM)3
z(B%aGx}gs8IXUsYLR(AM8)oGbyXb0SlU(FDXTdK1O6;PO6mP}l!2f6hx}Lg^xk=`B
zk$gYM%?^DH)<l--;A%Osi{^7yi*}LBS?#5mmXwE9=kFu>N-E~38QVqEGPdQFVT^}8
zJt(OquH%KQgO;#%XbEHVU%|I~XC(c3#^|%e-%rxd>E9p{K^f5wNq-v8LCJgH?p<2w
z_-H;yAn%(yM<8=G!#P6z_-JcOGX-|b%fPV09Q>i;Uk}ngS*1d6JCi<X*L=Sg2~Z#A
zXji{>NzrJLOZ-}P#(u4?a*5e`i0Wdw`TFfq7X{8)TEFG%b@6U40#7C)@_aJpC7bJF
zVx=0vrxFo<=00L?XCcjkE|Rs2taE#mAK|h@Qfg~acJvhFQC)d|Q+e(Z<efV}rVsEF
z2l~POu|6pM!@}C75rkepHt2!csLiMhb`Ky!Q8|V={tX#4I$Vm&L%(QWV?T4WFV0@i
zZq_}>3G^Cm4O|R1P<QX>g}uj;k&#<Y`y|QscQ>^dkHr}Kn$_AGx`D8-!6q(JK6!t}
z!X_rd7e6J!-9d~Ak2J{rSD|%qw+Q{ZdK%Y3R}Y+RWYemVul;fk;?v9Ua0laOM@O&a
z!E^W?gvB1ft4l7Spp<9*Na`TD41Ep!^t2Azx!_C!|5}Ie#qK1o4*K{s>+dY7)N;=o
zcs2%E^k;Yw|7Iip4C3Fsng!*)JLvRh0%qT7%D<^=+}E8|fxbZw#xevs;%qv904$+g
ztwZpVD+pYC1;e(+;}(z4%&?5rm-65!u|X#<xq118Rp{$w;@k7G!`XZbKHl_F#JI^Z
z`9cPiyW-Gk-(AeU)!=7-(0dB)SEBOfR-&(;NgMdt<7^gxP(GntqeJle8wgx?9mDn}
z;Ff``WPIG8T!PllQVja}9=umyL-%cQ*kfVCY>Sq`zZo*Dy@9|r*D>rDV;Sl=mR=6;
zRo4){;U-=`l!AgP?SE1}t%LjeI@ooO%FumF9QGs>x7=qQ0zP+Y)FuTw;%r6}HfiY<
z1TMLPVcX+zE3XNgbXjkcJb7$VekJ-UP3(t{9nSJ>_O35qQ-k2Gw-C7H7KZ(igj*)h
zh`M_y@M}s5GAh*E_?%gWyQM1h_pvvZPg{e_nHA_8>}Whb1rxhm-gq4>x{SbumoaQh
z6Lwik>~bz|9kht&;iMh1E6_L4L=OTSa5l4vI#_uPfh(?J*sgoHWfCYs`sCPsNthPp
zg?1J;_Ws*45RRpl!TZ}Q2w!~zum6$EZ<GE-e-7=B9?j^F`sbkLGAJy|kW+?eViRs=
z!}p;6IcP!?&p|V}=b+^IDQ`RERM2`il%cObX@`o&+hNsp1g^S<VY?G7x5Kil2w!^x
zuOGB9Hnar4mZdr%x|r2O9jv~N!0)bM*d7aYkX{Dw6;~0y{svzEvyt&pz&2=6G8B;U
z!QNN~WfRY%$@sACHUhWZ#;`x{<5rQe-gNhn<JVL&K4`e{A*&pBOU%cI7BN>N>!<WG
z^fkyvMaQSsPB@doe}EC;i{De>ZZE=wn1+mcb*PAwllU|Zf?mlzN#@g2NhRiE)4gK!
z>*8T_ZNDy_I2+f@_2ZQs#HaDBAFq@3<6eY~{|&D$z0A9QtgnOnWDV)cvxaPB9lcw>
zj_%XEb#zIUehtYJcu8eQDMR13ChOR?E;y6eNIUGk&$UA@E~6eF$Ks3O_4Wz0{rD_i
z+Z2z2a*c&`d?5|aGc3PfS1+8sWjO%Xs2wh4BR;JZ4|i;6OVcvG`!xZM3K2SmI9Zk<
z(nN*`Z=5wb49Kz!S%^<7!NZ;SWgwJPXt;JTIY@%GK~gFD8XR;)+n|Fh&fIN84|XPS
zdhn>Z9^B8ZLUyqVeLK1u1%r~zeP?;@S?|+%P#K6%$B|!#2ZhRzT8_R3*$V4*F{u$<
z{52Ww_F_zUs1aSfTMVyhC(-tkvv_T@C0(q+rNk2S?c`=$ekV7aiMLz_#`D#D#Aj5X
zm%)6sdzdr!p3gx>K{aQWujk`#Mg{tJakK1K3g_`FS+J$F4)*B%O1=60N;NgL82jBV
zOdk}0c0LX3lIHu>JRiWXmW}xIQas$j!>Ifh=bXj#5n*T-$e;bLNj(Vr>v}-S-+!Y3
zZ9L@|xa2Clrk_Oj*%$FM&jBz(+eF6yC}f`kd$BrrP#s|WPht5O83yD3W6qr6Hnotf
zbAOdnr%vJ1Pd~+HpM7TZImrk(XU-f97%%`o{qz$QiiT5}Ng&(Gl`HAz&ph)C{qFha
zpT~+7D{$=CG4$@;yZ%0fg@xF?dpA0F?u^LD$Y#s6bLURnxpRm2yQ^2Pntetx=#3dO
z25xR{^lu`W{p#4dbt?@@B!A~O-+a@ozn=u@k?e-#Zy_1`41*veA|mkayYJE<zTn`7
z06PN7{&)1~QS|KDlfEYbnf?0pqo18UdzJ<lHU~dHKRgKeMU~L$YT@Z-yqNKDQ{YZg
z(~bked-D!L>1mICJ&pgSI;vF~yg&C(j2hAb4m<&W`K4<5(Ad-2_ylc|3jR(b4_SyK
zz<1mqP-$vlV{L_HuXaR#14oo08xE(zUS^A@dl;umClqLPbW@+Zt?@%R^8T)cO*|<o
zEzMN(tcxACg?J&UT0=L`YHES^yq#fhV~uVK3Fc=Pp^a1o50MRiDlEr^3Kh)`U?zi(
zlYwNrFscJv8{AVhy|}qlsX|<}221=JoM>cI6fFE*x%$lrb>yqH(A5GS660Z!yuVY<
z?|8dksm75?4MzJqVsDH;5-Zer<9ar&gHJ=v1Br=q^X*&N=;0zmdy`WSIT>{PGDvN4
zr_6#36>1#G)nIghBlh+RL}IxbZ(PpgWN2sEiDZeodLUU8jAW45BEEv(seHdmgQJC&
z80GDNJrRC%BN%z;LuB|kgmX@8&nm^0QWZ{j4``zN7ElK&y)H-}Ko=?ubfLRHC&M+p
zE`(Xog&X|3(4dRPdh02+LA*s>)Zj=#B}Vx;;Fl=U1{zGhLCUYiCv6(azfoF^UZ;{#
zT~iA?8*A*0@TDhbno_9mk0i^1Y2QhxY`Q;Qu2$iWT7!k2mQUy+GR(>^#xQ$1wHJIg
ziP#OJ@<ledtKV>IO0r6W<E2^*ceBHeFmGy;$Oc~G&wt;SbHco>bVix329eiOL1OMm
zJ%8fsf)Q@!55MzOdR>&6=z+`@cS`vmwzYATU`-D{ba0lUM6JWZ+j;19AOY8hwt=rg
zj4($j{1qa6bU7O<Vtk;mwZ`JOe56-uki}E41seW(An)&1TBwIA4USb;VWg)$c6abW
zVwDC{@8wWk{4mh9zR#|yD#2u5XH55Zp$`?OC*(n7WrY{K99vBJghC7B6B!#4nlUz9
zu2LaRrNLsQxudi>)awDCJ>bcxVPup19kKVJ0L~s<$)f%7)9?qkNw#jzu(Gv<HrIGg
zqRGvNG?ahdK{ET<y1Jn4p>6b-PqJY<=ey0w`g(=Yb+UGC5Pozgtfdm@$}4ei<ZCp8
zpecpA8eW?~vd|^)Wau>Iib{n$8Vwe>H8^DJI9OSQSMv%`Ra*;B8yjr(a)+x)ImNY{
z9++lQaka8RlCEhzxUN;<UX2D{NE&QXkhKWj);3sFRg9T(E-Tj$s#0Xv>X641+)`A-
z)q$JIrdxL#Yb5ey-ZJH?T8((E7IPgMoWl7vHK?eq#fpkDOtW*q`}U4FrmDuI;sR`O
zaYu~7hV^`nUKdTrXEHWas4b7rMH)Qk<$&Fted+j20t<*PeiY30iEfTkeAmt!ZR8?k
zt9AG?DIfhVrs7ge5bRA(MX$FBCY!d1Om}%QCsP@!H8@sWg^?ci*wtQ1ZNl3Lxm1P^
z16=Fv24@qT@Q%MTE|sb9PGTO-GWNWe18+OHn&<-2jihGi;x&y5cXb-fwl~+sI(Ai8
zKw)K#0TS~~Nkw{HB)Vr@zBTS^nyHIA4Zc(uZ%Fz??t)J$3emeblR9XKTkZ>m3%c<H
zG+5F_^1fNRsNr;Rj)5)~=yh>roi5rr;+VP`lS&HkqqVUv){oJqc3EVLdprSxMq{+A
z9d?8^jL}37-uL0;nCk6B$LMZ1(wZEj>(&iqUhu$c7iT+cYvqL`RTFC$TO0gTWO?mk
zajs-zjf7_C!WA-C(rB>I-F$P}!HOzO%FVC0i`%?B%<N*JUJpolrh1Uj3_ZA_w@F_+
z8JFKjD#aj~41PAYNYQFBudD=P3i7eX&4XrlYSy|zY>W7E3pSxrgQHcI7^QT;o=E+=
z;Z`=tp3sk5H;mOc%c}A4nUwlD>-Mfb^u&4N^7-wer^E(#E!jm<ezgYAc{||euAE&Y
zo1lm;e%z{I-Ey_88mFQgU$+?AMN?fQcJgkCg}G9-2FI(l7~yV*o#Ea{B6cx}^atPr
ze{+5KwXhr|+8R9X;m|VI@dDRDOISO!gfaTBVCUtAiX7wlWqD3Mq>lEml}aFWc7(O9
zEh=)1AK;VsZehVKcziUUBP42@KS!AB;LJNdzHR4-_Y~at_$nD6ovaaU5PVOs*IDk9
z&GBnpCVnlI21|Sm{91b772kS@9B{>_i^O+ebgjs;E+*H_)jaL7tCJ6sDm9pLms`Jm
z6vWNdx;e=3U0VrS%f-l6Y4KHZ0s37|!^NmTGhMWC)vsOhjCG5wWu$Fd@yb9l``Ng<
zpw<6l?>xYxsJ_4dP1(LFo8B9wkkBCsp(7xm0-^#cA|NQ(rPvFIO7BRhf+C0r(xiwA
z2+~V{04YEcLVB;8WLxq+cV?1onN5PCoB#W}pXZqeHkr&ld+xdC+;-+3{fSBHB}s!t
zo3^1~X)GQTOOGEJ8Fc?p2F?yvc>jGF3QKF)xo*8gWJU%jDU!^bC}zz2tIom8Rc4Sh
zxcdFRnEK@j_zwLJwzk&HTJnZZ2cT~^FaCLM2gBIy?jS_6nN72&lS;7p&rHP4?}>*&
zVVRk^c7+&88RnBZ%9LvOJbMr-jgFmbf2%77>uok166wL5;t=R5LrS(1A8)>a$3FTC
zXIDM~8@+y6VMV<T4Brm!Zr_9sl1s4pWESGSYS|h{jar8fcizFXJv?A<G<Rh%pTRfR
zUD3pRMu7&;`#Rv4p8o7y_cd-lqn#W7{APSEdOAzdUhl-O1{tcjIZmU5MDjVw%!v{q
z&SGpD5rhuzQk2!`u<Tq8`fN!+{Hq<{W8YYx2XB{P+|PGWrKyFdodCbS5C#{cO{-?-
zbjUojnT@t-N)1lrDe-)OBYx>0fRqXq-nf(vO>G@M>)`&t&$RTsQeib$2U4T*r2-@w
zZ3?d^L?OneK>_ICB0-r-hh=ej=(8&c@#7-kV<$v@m6q9HzUXo;=EitoelKqvO)tkY
zhf?szQz7W*WA}echT<k<7|h8)=6SE=q0i1F#E)lXAPfnx$EdcB2yhS~wN!;q&Sv59
zeRptXY#8H1{>}0mbZ{vbb9;JWes4|(2UGCJGdwzIC2Jm*T6b#FC&>j!Dr&+f4G%&G
zHz{k2=X22K+XTc<HS$S!N-%DZo=+Ob<CALY*Bgw=7YmS7%3lW|4q|NT>xT|bWWAvl
z%i{CV=fEArKNH5RHxO3#^v1N)8Svkc0CGSENzz!~#}|F|USw#Z1Nj5^WfuuHjcmjE
zWuk+#+354lEyTap5k7jc{$O$m#_hh-sDl^V!G$Lw-O}sf4LXqW=)hcibP{9Jut0Qh
zB|6Yz*`-|c*_Md-$?Y5b!J-Q}u(h_ro81~WMVsT_l3_@o14aca5a7u9q*IxAeAjK9
zd7+)5Px_bUbI1#uu9m5Awr304W4#PU>!4&^G+D{t9>`cFos)sAgWgqYnB+eaqm9==
z`<`uF2i;|69kjtWoAgs`o34kU0bD)k*n0RO3GtI6OzXix$kxMOS$O>C+c@*QaXnam
zUaK)a8R<Z3+jM*yLgEvrgDbh{^J5a?C+NpVP6zfvq?W1h$>}USzUMa1JZGc>3)exb
zk)f&eXtVJ_giXDD(ZPx9C)_MRpM!T0|5RvWe2DSJv@@CT->DZLdikKQ-is?*O<zr^
z0eNSxyV2=)<a2U9e|$QfT87ORauGL+|K&nq?h^PZMEL07J**qk7BZm?R-DX2W~mxE
z<%Vsnuw2E(Cd2-Vn?i)7jPj;q({l$KW7C^mFjy}R4C&5|A3ezUu@WC|xrxU<K8>?0
z$oSF74$O@q9YjdZX<`idXBOh-#h}Gw$RBUx*%%Ml8`U=>LnWz)I%eEzGLFsVj}NEs
zlw$Mg9K?MVX|~)U?VT~It1ENTRZ2lMKG~as$5&p%nGd@g`h+rb^&m#l{U++6QVpNc
z`x?jb??hs7cf&rw!E;%7ZtfXWskHEPmf*J~kHCd*3`=An^C?D&;%-hvhO(w*c=~6k
z)H<ea*G!Mb;7I;tpBj}8AFPYRa{~il&$U;Rev+e69XN`bo=-WRiMU1VK1*XrvLEvd
zBinLw5H<X+#dA7YO~`N}6LAY3(wvStTeK6HZx8jh_^J85wL>DDFsci&MKNoO`%>}v
zs_QuOK{rENY^Vp3X+2~roAe33FCA;}313fZkHMWA`zWhkiNMq~H{kcuG1%Hzv3~jW
z4(O|w=-VJeg~t56k~tmRF2&|k*@&APZC1ubhwm}6y*b#oh4X4W?XfApNZP{K1C8zR
z?d}+?mq5Gl$3*74zx7l|ljR%OfpKiG7a%#;j1KOWV)GgEc9378Mx{!Jg}<ibi;+QC
z@KhTdy;Y27*4@Oh8J*EDL}5{%NTE<D6iRc@gg?svB)Pfl+ib~ca>kGZGji!ePQ4?S
zJ{}$(`1s?GP5z#oibvS6VM9Z*AAxLIAc=tM*RRKp9XptWKf<(W)0l+6O`A3uB>a8<
z{r6C*R1bW*A4w)8S4$xYdgbNijNJOkegtwF;o`-MnZ!Tigg<lNpPZgZShQ$SL$V*i
z&(9Cjr%z}8X8ZQ-`1I3H4gQXt0$88yN3gN6VNMMsb#dv^r4}dr{nsp5_ZM~^yonP(
zOoW(c1Dr;q!`L@>p$>J3o%{GhEt@P@TwU1@l{Gr%jfOM7xrrbTDf)LX-4wFr_Y6GW
z-v?r&jX!@E@}5o?lC0wA!fgKREEOR~qs7;GWz0rF!ny!AyqR8rh@1C8O6?>S;c0~&
z*IM{S>jz<bQ3b-q0_OC-{|fSAU$XeHu9GLDgKmxzWYuV~^llMv!rz<mxwuuX!pYtN
z4_5}UE!K7OW(LgNoFvGq)?jIJ;onMjOr2#=TV1q<+tNaDEACP#PzX}o-MzR=ad)RQ
zXoI`EdvLcva47EXPH-rNoA1utnfo_6lbpThoW0k6*R$UB*Oz^kErZBx#h2CR@R-u#
zruNwoyZ$m=wW@clUw}0FCS=h{{pwYiZ__Rh6vw>Eux;=haLs3l>W@IK>r3liTU`+F
zNc>fvfnEC$B?;uz>WFoHcP7Y-=XK=66+Q59&EoM7*CSCQKTG9jwNFXVkvM*i;V`rD
z#DeajjS$17sJjT)Z8eHHccEuoL|nnVsfLm@q<BqmAZbzKdxWC>+LRKtxzf?YW&o8y
zNR!ukQXm2hh_%CLR_)`{HvA_bkezFl1-i;Yj-{<<q7@j};lhPm&5xTJ1=)Syo44+<
z`v(|Sf|Q5eh2d;@YfLZIBnQGv8$d_)Y%DcXnt94xQCMA4iVSAt>>6g_kZt+ft=Yx4
zBF~7$f|FaZ+Z~PGPwx#rQ|)~$T#*c9+Pb(fUZ5w=zUcaW(`;FAHO(2m^1jD$xa7}n
zN6_g9JK-c1SAKNvf-nfQ7elEal-g>CnpWsZz;Sv**hD%6=j{DEH|(@|aRB&Zw{I(l
zY{&{zQmU>>uz2>l0{a%^SLQi^DUFEq3iL|$*AZhHlTaC>n1T-7jB*4RuOOx>mH+R>
zR$aYr1gqX#zLVRilTo6tIA*^i4K^dOKBlQJH)&}Q)9U;qlhLCIa8~4R67*<1ST^%<
z7H99p>Lf69Gv;ywVf*mm2_Gbx<u@O#FjFM*P0&|jZ28rbon&a4Cx4@Tp8Ffj8&s)~
zwQEZIMdN|4WQ=y}B1cT=9<>oWH=(D)!E@mYn;0!8@7l46h!TLkNwV*r6AykUqS8En
z=V+^^KV8nMrSp#4Ru4E6PmZ{Ildob5`X!}jzR`_|h7V#(s~>O*!qS?xdA?+|14l<q
zF(DW%IRh1f?HchbT;)k{;PzN-ZSOLcTc{%Y4;eXy6ac|tJ^Ok6hxkzj&uf?a|6VOl
zuMl7$vA1oPH%UIS5)Y6;;4KI*$?J1BR#>MXdAZT5&cIV4i;qwQtJ-ubp~y2=tIxr~
zcBbwRr}Ry63hqKY_@WRpB+;_SgtfP<dpgWKnD{{YjD2Pqe{<jbOwAyyKM7#pNj9}G
z`@{>j(R2~QaKC=kf-*mynP})u07i7WTi7cSxtHv14S5ln3NODcSH1>%lR8?HHH3o2
zZNsOkA~bO+qMkn9!klAeehp7U9|%iSO?(@t|C`IYs7QnU|9xwJKi##^CDuziJU0mx
zv`}q1hOd`lk?m4L@gWmMTL;f53O7#&JKQ=KRxRUx=t~?z;&XepScs1h+bv5c-wVZE
z0DC6rr5W7+Fja~6nny-hZ#;^3D&T`e&n18i&b~1CXC^SQF$8(pi|O5%!6@0TgF%0(
z>zi%@JAW$Y{I+4H>tFAAN}<^_ZHU<KhAL6_%((+qb*cuy6_2T{=X}2e_6{dI(_WX}
zM$vz8|L7($NQu<o4`X#b-Vo_*&VFSkt89<BO@M5fHpE3>x;$+!*6gIU7B0%3UDg`!
z6Ab%FX=Oj6Wd{qp;85~+6FvMf4~I4W_uf8@ObKz3lT`1To&S{LC&4m~VN&PMt(5~h
zZlhen15{@Zm*8QGv+g;g&(~wBKG$O!#9tM^n&Z5@5bP(J3ha$(C@U-TE<3h|pmU?L
zazitwuuUXl5!R3TjtlE6J{`C)rujy4JH6&4^~z7^BeL6d!Y@Q&ZKn6t?OXf<?P6NG
zT<_KR70b*Gqvy?oPQDm1cZ(v~lU`yR1oE{z^MwcU@YOz~hlMO;ePk2z`0wv1c$aHH
zgP|>cV`nu73D0NFdp{=V4fgz|<zH9n2U<o`EAsq2iIy*v`a}Dv$M(4D0{ttn2(Bt>
zJ)J0@_r#u)^dh(?E&9|MdnmKjU&wzOy*%-qq)<%Fh~^4bE1V2H?)eEcpI}TVSv$t-
zKLk1p3PANH^lxu&k_-NEbAz{Zh4$}Yy-E6?HI0TLMFccn%0;gLbIM5jg_e0KoH)Xq
zhAqUGu~Jr^&eM(5$w$Dl*+0HRT?ev;3gG)CbFy!9Ze%xVIh2WT12f)|cL_C?J2B*#
zmSnU2+`jNdbd=ey#qeiqXX_%?zWH}dwO~6RncF`o`;A`imuJj$cVlNiq>xzPA9ukn
z`UhWIFm$8P9N72S!!d>FO~lo(_dRyD#orN7AbxOyiNXi^Loo5d_^3-)G72BJiQeqr
zqH#-V1joCp?H%~DaTVjac?I*1rDJ222+BMAglVss9ieE8R8SX6B3vCK9SiS0_q<3*
z5BDXh-5Esg-kyB$L)*Q%nuNx3*9MFrL{e$Fnhiy4y_VVmeIDrEo*1Fos)bq>5O>=m
zQSkCT4Pie|@jj>Nn>xA7Zw$b}@;ODwqO+eqiv<))H6$PXl0`B~_Gc-pHH`MgUcigM
zOjtPT8Z4f=TNL(|2ErXv&#pf_Fvgjp1IKt$=OL%+c7kKyauRPvJZkyKPfD7a7yVFZ
zAjG2+N32aPyx1p$VL~m;0e&xAOZoly&P-3N9!>&XAM3g3DTlIdw3dXH7mzNt#9SEe
z{8!0d9B`i9D+nE{yO9C(Y_7|<!qs8u+~5E;{(8O^mm1QFfYF}4$%5BLA*LC8F0`#>
zGjfaS&XK2qiSx0ew2He`Xp+15OVSnksR+wAe(2}O!`)w=h+v_%`Wmu{;zW~wWp=<|
zVflxCm2BK;hEFIVVpCys&#GUf-~rT*`pHKqa$pvpJG+ckMOdbkG|oRR$Mvxay$E>h
z`pyU*JEfU(xv*2nmb<!{bD#TNk8{V$6^$YP#C!)2oFaVu6f$|hR8-1FhJ7KZ1hMh)
zrdQmYoSa|2el=%tK{0mScs-u0h+I`wRi*2$5LS)5C=_*h%3%`{I;C~Dw!R+BUr30H
zo7%l_b#Xy6cU6^1Yd+n@Bktm5?N&j?)Vh{V#Z9&o0EV0>?c7%Z^377Wj17dB0D={0
zgH4K?f@?8xy@o?yDG!ne9dbtj8odP(vWPDFUV08<VAog#91cdX@d8=Ghv;qxJSyG_
z9N{jwH`K5CD)joenx4b6&E5L;DZQ%`Dq#ZcCF0B*ENXmqM?$TIc~L9-5RteyNa7v2
zvvc|RP59*R^g0sL!`@^^`RvZ3kaVg)61(NjrDal@qIth$Ps{lon(#c7zw%!R$}Bx?
zRCM<L@h}M9ZGZE~2;uHdm?W2S6s!t+&ZI><JfT#W=z?_^BHec2<p9OK@pz_~-UvxK
zUfL!0h8l&Y)0xLQu^%SkSpdWwqVR1Dn1eBS@{DT21RBf8SI6yYX-NRX8BB_|J<DSH
z-so3zd=fdG3zxoE#Vy@(<>0#jWJYpydjmc!=Oz`18EQVAU9UEhhlSl1JUZ)qw9lKu
zM_&=k*0t>N!)BmB+-pt%!JGYc`CU2cohzD{2feuHaB7y|aiE$%@i?D>MJ$hT)9qs#
z8yB_8`hAt6_Y?lPpv0C<nKs9?4<7|Q2@OBcPP{{h$y&Hk)&^Cn`l2O$j4QF8?X|oI
zrQ!x>JMZJz7E+s+HfkpunATY@NcJz8HpY>C$JMi2qUHogOeo>(+i%{wxh8LqTw?7<
zfh1V8z|5u?8={_;Gs7g7Z@bBdEO*pNh;JwxIOl-hhZdDP$%h0@)Wj)d&X=@Qrpia?
zdD0@3nSZ0h?@_P1|8I3*plNk4h7CC@SLy@81pVB+n3Wr&ma7%2yh_Pj-~2dh6Y8pd
z?lAM_Ka!lK8Px_e3Y4yY5s&)*CtPqz_<iLg$`a~AtXWA~&Vuzfm7-#f*P1pT+&Txc
zE!dO9s_!)}@PKzo`}!$ZENf!djlrzk#ujX(6XJ>YoDozsKmU<7<;@`-ex8;EMgrwS
zv6)$hTZ8FY?w`Zm&V0VCVFnhuy@k2$aNP**&&5IveVW0YcZQ{<6+iqE5*pE=$p^We
zRo1VXCgaCHGe=64gR1eX$A?w)KtN87RF-CLZ#r<kv7UI&G;|(6WiHf_&>h>U$%-^b
z){fN&)k$#ofUfBaE_=y)qQPPx(hpn;nUwS}qM1$HS*bJCDo$@2H~1y*n4Xz)YBx$9
ztBo)vrJ6+SAP@cgLV7%<<$e5W*CaE5G7XtIYw&cJGk7)EZvsE!j40V?g<4ObQgfR*
z!sL<Dy-{1$;P;%1)(t_OBRYB`9<^)<bU)oCAsErMNk)hyhii~tT)k;=9{LA=1xIhT
z^wF#VY&37BsI*WX){nL$<XS3WOjyA2`!c%Zo$|?`RlHNIx(!aj$sl^6(WQtP0b!JZ
zgn(I!aRFGK_;qo>&PY}ZwR!(I=wU$a^SZlDn$fAZFo|%Y);6=C@NxgrTZW6Ev)m?p
zBsd#0Q~fyp`K75zLFc|f_XfYwX*Kud?+#*@5Yv)`M{6Zw#f*Gv)Q_mW>%Rj6NfUOD
z3OP$79Y!4^QF=a^mS$%ETK2vXHJc~q`oYVkH|GCJn(5I_vK|l!dM%58gn@j{^0NPO
z5<lzcMx6<`qE}gvI-2}nd>0rtvMM&TivBmn#gkw*QA0$pKup5~*``r<C{oFuK4*BN
zY5l=!S=z~7lwylO1Fv|LbnIph?F1ZE^+xMkF>)<BETTlQ$?8;1Hv)4tYQORQ^R+H5
zh9?%uxUF-O%##k?4tGHUM|$0WN}7pL)B=9dyTYr?+%l$ZC`)x{lO&WqUEl=_8l>k?
zecCbn<hVBMS1l_O+Ngk%lXM;1{csWrmY1)+d5DYa-KQ8)DenL4@T!1FAkD_VU|{#q
zbo9K<=yf?Jcvx?KqVaVVCv0OON@6e;>Qh-gwY^g_X*M}+;?;qfF(eugc;-Qs?9gcu
zd%3_mX<)IabTu+d=U7HxxC_sMh;mA?bS+=jKcVOMId@Yz>o_)e_n-q<Ff8_$<!#b)
zY!A4)Jsc`Tw*R?&U4++jn9LByqaAKj_N|@D!FQ=TaM)as3I8w?Js<0uU3R=tly3+p
zVe4sn83x^RP`{)giJMB!sb_aBVxZq*)V-T9@G&xwZ$WXN<9qQnk)y$AZ{8|O<{`;P
ziUM^LV)IxR*GxIcqNI>-1MAyhyV)}ZrT#BmmGUlP(t7kR5mS&s3=<<G$bQA+!_O7-
zwcSjmgzK?)9%vQ9lc$spsc`DUQrE|DSh8<UG)eVQgV-yzjN9xz+)($FQ50pNc$j1O
zZOvIGnsVnySDYOMkG)qxB6CbiV8(j}3#DbM_q^e$bwh#(|6bOv#*alzq>!r2$9K97
zJ*Qvw>V?X#j4owut4*#O{rq}9ceCz+PX5y&Yo=Ij^_dMFosua-_*ENp^+3uj2gdig
zZv@T<?|$&}$vbtH5|29UX3)BQJIsxr1fc3wBe+agO$}>BVq^|~mclgR53bsNcA>b?
zY$RXL1u~M8HM9uo7Sy+YVp#R$$<hh(E5Z*tsU}(6Zl`CjJ$4~iD|UZc__0Ydq&oIg
z7*7m*Ul3>}G-&7hb$@vWtKd!>0G#6cqC;RWhq&XtUu!WhDyz1cG;QPOUqc8cLt79f
z@vD~=mi%jcyGduy$Hj9zfY^EO&>ZSr1${6t1eOP?A_Y{H{1+Z7R!LuH_RYKbsc=KX
zm|7PFS>MF`tvl;3NO->hsz{r8bGsv6aab|@UO~*zFl6eXOl&-J*IYqP75yBqg4Jb)
zIe`{qYpgr=!Njw{IW9M&hHQKN?020_6X1f8fZF1b)9spb6=B~Lux*-PVmAs<?S+)J
z!e|IGmU-%S1}PFUh=fs`x#c5*3?ki(9nf@&*?Fy_rbLB^q!)~L)w0=kLESXY&HxD8
z?y=V@pd3m;;c@U^j3KIY-20oTIX%+M8>cnZ*-jN*DuB$95i*M_^Gr=_zp5~JC0dPB
zT-p9OM_79QLd@Q@UlW#&KMP#v5$YsGZQ5X$c}S48OY<F?qgnkx1t9I=4pYC}YWXNm
zhD9{wCl|3b9RD~Vfhaq}{!nXQ<ywo2Gc#IiyrKvU?tU`wz7hBwT}5c;(v~ACTsB*Z
zA*b=|ihO&`fV!h_vbj_sqd$d2zPf?Eay5HmyO&b-hoQ$U>M(EONMLgO$V*`JKQXZK
z&t-Giy9xY-Rn{bv<s6wzc{|l<m;VI7Bx^y!EH!&mq-=J`%kg=;LZ4BiTv$x==bZ!0
z_AS_XrM(AQ?O@}q%h$COoA}EEQ+ih68gsYfoZgP<-zUX<UPpvD1pS+CE)1@H20ddl
z==ZU>rxyRbNSFfKV`hswz4zxHmJ4=!59avVcWOvJ3<0WwUR{yUMvXktnF5uhmN97_
z&U$#b5?|5zy^<Ocj6%YXW<p(Wzbo@&5=|5)>aNmH2Mfc4*1T_n-Pbl0C`Cy-=Mx^e
z_4W0N0o-r`V|H$ijX*Zr_M8a%iGV=7>^r+G&`(Q41Mk|`zgQ`2gm&J3rKyVQ@f;dO
zLMZ6-jg*x9+?w0(3I|@~3}JGFH)*@}HA@@!4|LJZ%^-QD4J|3Lga|?xS28f@>{}H%
z`3j;E6-DFUXS5yvD3$)wAlZCp$m79PwPo4Z*vR9-f+yHkiyY?nRX32>D8L^@x~b#m
zIT<>^*PDcY=c`PnIPbFX_L0D1L7Z)k?mgfKsG@pfqdSjBCzha?Ue_=X4SxuB3AKAU
z6S{s@3VLpmpz9vi`>U++okZZoT#}Re$8!Sx6g!)mMtbO56e`Ig6Rrs&$B*$#+8iVa
za*ceXHKkBiX&qelZy1Eb^~xHWG<9jsx)%U-F$1JXO+uxKM^yVQ2V1ktF&6{o>hEO=
z*|H<_8L}}1jOZiuIlif7?b)<((q&wKddZ5?b=*o9-oj{TmmG~8J_KAG#fW4_WFQjR
zRZeM8^};&j#EGt$rXXXXnb{L+h2M#XRq}q7EZzm-t`XlD1E3Mq;)0o9%Ed6HUxIui
z#eUDy-CTy(e{$}8=UisFGdFG+dC+m1_Id(fX&{Cx+0Gq3L-;6(hg;@Kh!JIINj92@
z{(3FhK!0Amht3plJyuH)J)vIWHxp3k8O)<7kNHZJu3O`lWAlk!TPLqTCcL{GZDr@^
znAnZm)y7D$`@5#7fmT?Fcl_t$gnw$By3f036L!Hnz##>tS6&^5-Gq^HENePvzGbCf
z4aDMPt5s|_vgW{c*h+qQNUD$G1b)_Mo@_I7P;1iR)^eS!EW4<Cf`Sjs&cz99nRPh8
zb3~&>?R(VL>MszOe8^fmF!?*tkcg1<()EfMrY~|mY+3|!&c?#by_4LBN5*N;>g|P6
z5^;c3L}W5cPF(K@N>;yErW*0`w$TW&n<E_;=@)u%9!3G#1Fom;yCsRaIn`e~k5Vs`
zMiJx_@yUM+5d$wbg(7J87;4soAwRRDgd6I9{rgGy-Ow&mU|~>~S~N?QT?KMLx1MV8
z!ycU}E_Q?dV+fBy0s9RyC!^aAZ=-UKQR19}pup#ZrU&Lm#sbC8!e=KEstH^4v(1iT
z#H=W#Uu^rOZ74RgCM|zD$QE^UIEDl6-H2DG%V6O>-!<W=Owb$4xlr~@jfy`S7lq%1
zFy_8<Y*;6*59{1co_@ii*061fO)sA7TNx6bZyv<;$?!;9RM8LlA|238xbsC+E-8*V
zUQ)O7&Pt)E3Ex_ya6Fym0n8qLX;~Jh{H01Nk!XX|3?OCGnCIAKc8YsC&|>g|M<<|J
z*KD3XHdrCw)1PR<=KJAvf0=(U4dXn%^zZSN?do*7hGx86GUaJY|3_>tvCNsvCDR#?
zOD6CDpSm7xqq0Cg*t0fN147*hMw5VY1VZpJU7H>X7bBUEBkfcN9YG3_EF29$^}V_9
z`0Eu>%vQp(@c}D?tO$%DDFj2ZZ=4=+Tx=ey*O3NxdaNE>5j3~{pQpK}Q-b`?EfRm4
zi~;240fNkqI)2pa8H>@*k7VzQJ)Crl#F{NmH;vH`Qi{g^?vZBUe{Ou1jkFj<4;han
zDNiRChKV}RXJjaj&<B8rhUoFMsGi>b%P$FU1in>b*N;H%86b}$AZivkv7UT33S5QP
zH(IuS3`|bD(;0u1EUqzMB`<#*oLadWO-pDF<r&t!<ynvCvqCouo5w16#Yj7-rgAdI
z1m=7|KOcV1e8eC|ud7)V`_q#OC8?}TorHhiH2p9%Bdx-{Ax#NWwPz7pPQROz!D&e0
z3^XcBkT7TWupaK14|?)umM-vS4uWsA9_4kgG`u$5evL8(sCXpvh~l6ly<9n#y~Fc9
zrRZ<iLln5)!Y-~sCtI=9{8Y{VjBfXzFXzjj5tOR{K~;CK^L3n%CJuOb@x$$P59ULY
zB|HI7awcM>Vi}2+#2gz02J%IEJcqG=wEI()#T0EY_AS%0D>Z_gY@A*N@Wh2-<j@vL
zV}vQ~S)krO1pVd`7sdY+8wGf}gCsiIMmYrC@dVT_=05K<|Hi_#d!kNe1rSvOjw4z=
zu%RzpIyewwo%cU)Ea*JnyJ6+`fGfO1`QR2G<XfQ;V}X{{o!Mi*7(XRdY+5%w#!iX;
zB#WjeJjo?wvsXMgfCv<|2muhCjqa>kLOq=aetIa4y`H%L7j|+tqjdZKL7!0UVCxuu
zMB~V)_u-ROJZOvB=SY1Vx8+?-F^Jyy`~I8o!Wjbu*5D#eG(D0UoQgkLwWr0I5eXS{
zwmDH4^`yQYlbdN3B;auEU=eWTD~$epDsT-Hnwh?qi|lYvBb{U|2S%dY{NYb3TH^as
z?yz{Nn7y>77`h@w@_L?Fx;bf<@M<)yqP@1e|2l@k`MbRF@>|=%#+RI_ApRJ5bZ~jF
z<hRH;FYvYHe6~=zO)Hdq9rG~Z^rcwYC2qULFdsoZK=ZTDVb=D7-J>~#cLD!fqx;wo
z`vHO+#n<fql4?T<q#vO$hDK6BKk^>@Yu)XXlica~rmkBjHB54LQf2Ns;EfCX_P`Z7
zWS_osA8v+xB+$?L6vTu}0syqW;V2Mr@^Tvrq=q0o76zIKg;~dRA~=_6!MA`Q+n7$T
zWtwITxp_f!^Dk;#R0u@Uw&Y$)5!%QXd|%3tJc*(=YFI17{uYv(zXsS@p<nAN9`#%c
z{|O2?$<-L%RM-Z_p)CcP38u^M+Js|vT%WmD)znBqm4!Tb0@`O;h1M7((Iz9pO&rwp
z18bPJEjSG!G?{F<RS4ICMg{#}kRq59PCZL<iBmWjS@S#Vt?f`e`oXr3h<gc>f;URa
z_84?8B%QHiZqKEm^pk`sWYQ~aI~Fr+w39r`>Y*psW?1(cF`>3zS`KKBNmGO_?gHog
z46qfXwG47`9HQqlCjoH3N@zb$e*^e{VsIitY}GOj{yZwN5Mq@Zzg*bT$pY$I5GCc%
z1)}1U7o9tBT^UmY9(QNE$g!D)|3yA4s_#4$AD4@UGPMe@r)E3ZzdVMr&(i;08~!?Y
zF^bfiMz2$rhw*F3?{^&8>Q^y^@U+Lo&z)G(``=qYY042!rY{#K)Ka+_!Lm>M0R^zM
zJq=y`7QIk%fyr<DB{PX=AYW<+69vc|Ye_w8Xxx^liTP#1ju%c0Ga_s;KkU<jr8M>V
z%sKpyqx<p6(q8}a!A|(=3)k@_i-q!{5TZ$LwT8?5+47zNg4~u!Hr2wFQ*qv$*#YfQ
zM;*Ee*K)`M;nt7?+`<;6{e*ofZhZ)UyQxU(uSa3)7{JX{Pa^>B0_O6`WS%vUG;OX3
zo-XzdG&78{x7|Vdu=xbdgUgDyDJk{u>!HD03nBl;SAxLGayES!;ee+?U&z3sXgJMv
zVEn0cHW86=*scI1rEqPc<`>1rYW4?zYIuaG^2P5D?#q|gg#S2L-r<Y>2;BcXXkO+y
z#>m(daTbOyh9bO}f1ECYQ-%Ebxa^mMx!1jbk13b%I=-EaVxg&MTEZsBjh8&X*XL*G
zFqXfItLr%3y-xfQV8D30-FK=JNRZFxZ8ng6t)gkodPL-*!eO#c?&ZB`_R<baokU&8
zfu7>g*ZM!se7tm)VDV&((`O9Ur!$TJC)EwZ-FDdDOi`Q^*V0>Yib((l%d&rq+ZyId
zZFy#FYjzj;9{!H$u0%|y0783C2tyv--rV~NeMa6IJ9unAXT5KNC9)-a2m>6LtVAgE
zcP&qCw(e;VpYkO{eNI5%P%<C0b-?fv?0l0|MD3RJyS6$PO{3A>YdtM%$oJMzNZ>=$
z!&rvkNI-mrAQyh(7G#XN<J2bRyUROi2L{6_-<f~lD@F@fi(2g-JI2f`jY#9TH#;rd
zyBR~9rZEc~C{sF&=H}W)Dib4{{p+vC|K53_*j=X4Gl>hXfS4{*fr;J;&EO~{_r}5L
zXSMecc3Xf?#)b~a^${_vj%rBunQTWkTy4BESY@%s8aCLj<-HO{9z6nVEU1R2dSj@T
z2?ix_Qy8wQ_cM<B+qWY07A7XWXJQ@LvtKsg4t8LgdNkjBKNCw^NJm7<CS`4CFg=mI
zPdF-_!I%U$Ju-C`t+spnM>%_DI>b6u16+W4pS&r^dlfOu+CB@*x0!IJW`Fb6*mAW@
z#Z1)n?fORtQgbaEw-&vnmN=m*wJ6)qb51zRJu#MV@6O)PD|E#{4)fZ9gcTP_tUg{-
z83vTT3_>Juzhgh55r-G=fdy>a8F^M3Hq4qw{;g`YD9JKOueF?{G{1|F{E)V|CGB2W
zkpLE(BtBz1Di)HpPnpbxPEDJGOMQ3~_|!LcRE_Uvc3fdTB=i<rEB*M}u3(x1G+&=@
zj;I&!d3TCz`|$_D-4cy8blKEjf_?Nl($O8k%w0Bv^S$2#KbT%589!ACbdcv79~*D2
z!KY|Z`(-fVk?@!<tfn6yZ&~*_RU<k<QiG@R9^b>inDG?mVMtZ4Qw`D%j{0op>o=c$
zi|n|I-#0UlNYPHn(s%x)qF*I#mNqSh_OIeFLl1fq@rG|J8_4dq1c5gmokNOk&s|x%
zBRxKbg&n(Xcp!Y7Ii#)$1JF|UVr(NvzJs~{0LJY|SUUx?HGjG&Auug(M^Ll*rk$?w
ztBgDfwcR}7YP!<&!KFlYfJs9;LGL#~q!NZrEzqMn)r}5eO`kU0E!kAVl*$%l&#Nck
zPhqI`cHjL6?r?WYc9@kG!}2n+YWcj$QPsObrnywoRc*}ni=;kDJ5=GcpE`bN0SqKG
z{%5dKf^H+f8R;Occ$YNVjB^ju%3;PITof_)#y_&-6A=J;%=?JogfW0GudzSeSGH5{
zr}cXD*#7vyJqVWWxzoRqv5q3(awdddLa@ca&9Bc=)0>>hUWwuC=)Q+r%*($ye)`TW
zIsA_Xb^jCfJbsR=x%-`u=34<fdsx|&H6ff0U>lqG#)T#4#<!n1tncs(#&Qq!txKC<
zJA5B=L^YA>#sIoS>Zf1Z@>6?bi9`^gjALwwG(pkeEM_OiRt)cjaAMCJ82kMv_ww;0
zZB?AITDfyo;<c<4eHONhmc7&;=zxl0YtYE(!WIllt1VyjWw9;e(f?2JXBEo>>g)Q?
zV+Yfa!A;n_d}&+u&k@i9rNa(p&SY`H&80It?(pgkhbR6>bapT!4GEVAJ5LPR+xD)h
zA#$O(W^zO4S_uCK$wOM4e2_|b)E?fL^_R(IFeuv*?-N@D2L%HfeVXTYP1Er2rrWsT
zWL0081`BYI6Eck|D+ZE(%kA2@6HX+M@~GOyU?zoFInqcV>0vj`Cl(O96Mi=LpGF!H
zYtdOT4(<Pg5umAMnk#}Lojvm-K!a(^{0D-vEy?P<HEVZUYHM@K&p`FwPi15l$#?}o
zk?@IkR9&i??0kgGChn{S4TR_L&S4u9PU6GLb8-TV$s)Zp5GHp14jtX#QbsD%VAIU+
zbDOE<h{AknETo-#B|W3atz*=J5tBw608zY%$!t6C1jl_=@DZp<-}lD3zb#U2OkrZs
zwhM*s(F4{=z5jaa=fqDD(>{{6+h&)9Z&ZxWj{0gQ@Zdj9vW}vlI3cdpni^-OXo0Mr
z0&o)A+AGvAj=A)vJjp2W!pTty^;Ab;9S1$UM^9b_^j7!?ZJ|?qKr|dR_8U;IcF`}}
z^b=!!MU^m&U));zO<hbrMEC4i!K7lK1+wgiXA&6!zuFto*ON$=x2uok(C}dk2tk>q
zlJW0^zdiAr(fvNV45|y4WjwTE>ht8pE0to-#sN1y1bhZd>Ww853msS{;Q)ix60Y_%
z=ffNDOq|^rBs4WIo0<kB?a}Wl5+8aFiEb6*z)dpoH+;y!i~0l0rkxlTiFgpmGU5f%
z(zcQ*$inUN_bi5EG9Hy&&r*JR;{X|ox}M(}1iPk~3wqet`a>a-yo8`Y)-LsI^r<st
zm9!R4N3%&)e1m6pY_JN#7|pfQ4c<}2G567q4_X1iAcbJ}M*%Z}JZ7P5xI)bW*YgFk
z!Kl2$vi(s8bs6OC3huR#l}w}4uQ(=VL<a<Wm1vIp1njUQvjX*)z)}^{(%FU@iRJ0v
z(=JfU`1kGG%esDgnnC(m_>jHg0N9UKGK<7o50#4q89hRpA7`6c@upsji<=0(;`|Tb
z-y8IC>LJNmi92i&!Mv^C3`zz%uGrr%F6QTi2T~oMiO?%VPl|H;BDe7$N0IooI74pj
zpa9NDl4ma{Iz!YBVjunRBjGk<Sj{4SQX70lHHc0a(BL7oUbggS5(#49c1?@2i8Ehy
z$zj?6F})(55Okw?*b_Eawj2FUlYR6WSMH^4{3^#}`l4K0-^fLjBV%8gs($(aWe(=<
zAZ0sK5^5WgJXCtBTq;s{cY^9rxz^#5(SSrUhP?Sy3CHqd)qmelqp;1*1i?V^9P+GD
z*LzQ>c`MgUmmL{ot~ds^<b!&;NL41Me~3*Ren$2#b9FHqVILygE18tCu!wt0VIWRq
zyybWFJk7Wiy8b(Q5+Jclvcqb%)!x$fX!%}f8UfoZbSrGIgiB!OxsKWEsy$?=%MVwF
zU}tJ43mI#Owx#KZaz$iJLXn4pa4wLUgrfO7oB<@NuHi~Jq3N*vbP`xz_Kk$XD0yj%
z8Hb`m@{kH^>r+I`vCZ@5(1x=2+yJ?wIevb<M0hn0_WWFo!6&=U&g9++TmNGdz8cQ4
z>_9`?bdX^3(YWpSB$LV0TFg=gG_=_dPa&|9iKu%C1aqgej%g&k7>?S&aY^l3UggR(
zy7B0Fs#F_mQ~#;uPfFC?!qb`h7$``w&fH@*!4AcDoz?YA)9hc|wyKUIQNO&Ud#Kj?
zeOv)6ZSx~zsp;&GG>~fon-Of>%I6JFNS+^n(kAh`$$_IM394j)s2V9XqMts!xmUKx
zeI5db!XH$aGU2Qj+Ar1~f^CemTqXt}9Y?!H6r3T~C%v?wi$TjI>&PA+-t46Tb`lXa
zWTLGKj2JX#qY0FxDN!sC;aXCd;oRp_uhwpdov3KqvRS|XJ934b^YRwJO|;)VOn1xj
z%!N_EVAyl#9YftSiqX2dZ`=C4XUubDG~{q$9QC4#2NfACsm!0*5g&4a`Pu9!63YE^
z;d)}{CAHy>u3nY7yb3`R-XmJA2+|*LDt`^<c78UC1$$41h<t4j^)(Xrb=l=AKYs0K
zQ5(;+Ng2;FPsoIf$Z%E9b%WPMkd(uWxAQ@V<lDieD)g0$z9b{W%yj6;=0CK(-Wsyt
zjOC0?6isf#g`ZQQG{EA;i>e2<K)j20(tM^Hrph17E9W<_FK{p294YqQf)Y>V;FbK@
zy!KWyo--07o}rIs)1i7}Qmv(wzLf$#Idh^$fTm}6ZXL2n^nEu<?g9jF2x9M4#g6l>
zAuq<*VV_<3_})6#1uX$9Nt}Wk)@h_{N<Hxb_l3)KhW>`__MU=Q#D~;{?2O5e)YlmU
zsR0I#0UWJw92=}NC%vw9G58nOATdY$d-JsbHy5nM%Srb^FVpF+Pj1)oRMYa&8U!wR
zv$LkAmh+g3t10gQ{BQT22Rr@X8{?Fa%YI_zG%;Cn_PD4|8cITY-96JB-`HO!5{Nk2
z76U<ktsJN^<vLcQ8p^SyRJ<3~YCO&BkiDeyOJjI7QwggCSWk4iYG~<@&AW&UZU(Xb
zlfy8?q`Dqs{3`RM2QIcT2NXx3;b&{5uMdzV1ayZvoU==`$%Bt|h4h4)WgWL2tuNz|
z*<$!3PC=+k;dikGRRtf57|D{Md(@r!QNunNc9!n0gRauke+KoUU*Lz_bi-(%brH{<
z+m~((T_Bpl8ru=K5+Wvp=D=QklQsaNs)Tr+I0Trmq*+#14js)zJJTUzgb%4R7Fe>(
z$DXk=9Kl7AJz;ttm}qJC1Yv<QPGP)c56fGJoi3yb%mZM{vBRD|I6rUbY3hb`79oqI
z_Ger@RK`&-XEx$m_AhVF&BucTr61JGdXw~7JAP`Gf;nz{@af{o`9A(wh{7RM*2zSd
z)fVHxq9)NM2R_z(yMo_x3ycUXhRD<PbjWaN`eCPlthnKk9cb}3^Z{NsR?fzo*hu1=
zhyLU<blE##Cu3KcO8Z-#H|gO;i7i<oqpP&37jW@8Kxg83(+?w&n2gS2%dPf+rQ<Xt
zl{<W<HwPNPn*s0R6UE1q6tb0v;<b$3UD>+~$~21J+(5HCy1hJFgU^!_ahvxL))9l5
z(w5ojPkv^n?Y!@FCXR-}n%RH}bE;+e=q42G3LvOZu$;A(rh>yVg4vZQr%5tCP;8vm
zQ`nA(FvpFKL^*^p)n%B$l;S0=clGs)^3@I`d-9PV4m*ojDs*L!)6z)88+1Myvdxem
zFNo3`nEiNQtaK(zjN8&AH=NN!@)s0wB>TodA#QLxFFKs5rizCl`Iuf4Mq_=r&+_AB
z3k6;*Uz6p<6IB(~b&8tb&65#j1t41H`>k3&ZF*EB&_v$iV|M&sLmZT;iZJywJHgA$
z{8{4t#$r#`!9pWmGOwXp#^{;11g`YtTW){CW_o#Xa&Fw5(xj0N>R{hlOMvW3Nc-Cb
za6M&i2<|zY@G`<0g-NCF$K#z7g}K&xdssm$G(@~m;P|N)M%DjCNPi@#f1dco<*m{l
zBkbQA&ew=5n<W26&nI8AY0TlVGC$Q94{dLDR5^EMI;r}9@yII)TW6I09rW+0@U;s%
zRn^K1f^S8igg4x)-c-B1eI}J`fp5-7zUr)XKn`+r^~)Fv0wb||;}7|LnYE^qWDd_m
z*-pYHQ<8LSKVEh*;HO{y_?G{Ycr5!aJA>7gWZ!L<U}hAK`|np0GvNyl43R(J6xvPx
zGEw_RK{qggOuWgtXT+$L&Aj`Gjh09nbPJ7z?pSec)x8{y5xUH|d!X^w+k&967if0_
zh2s$l`KsS@1vOvddi$RuI(dk?WQ_;G%8fzV#=yH(<glpQo+z`{9IbgPw)+%cFF5-z
zKpH%TtWR;OB&w%{9C~?!TO5M{>Hly5=gIgjD;KlI<{^J5o1VQbxAqtZo>TbiZ)^YI
zw}tWLMWv7>e0O^g<7)bs9lCfFH+C^BFr>BOU@8Hi@ZytI(Jt;w_iv8VPzjm(cN0xI
zmtvy8LpLD|JkOg5w>kKQ*N(IFm^ipx%kJkMnkAn)GJpGQ&z<VK;<W;HMLwvnJ+opo
zwUpwXhm_D`d$tpHe<gjBRgKXqc?vqoJPlDWO%f#&!2T&~>yWD#i@=}b@<48j^sn_X
zv1VuMjJB`iKwO9alA{iRNDIkFIPfo9pkE_>2(N!M?VEtR9WpNl2`~2ez<?QZrGwh3
z%!zaoIA3b6MBjeIO9sVnre#Ccs${lsX&QR!Mb5z8JX;KAmh-lQQCfoTGMQiW9YMwa
z?mVRsO{Ygr4(I2wReLeCA4dhD`1JGlS}8`r=6b?wLo_p?goNiIdHQ89tejj(9Mgxz
zJ4^g|1+)9jW%&<>3+u=iff*ko{vg7Uxy%lo;0w6(^RT>K&VocJRX}P3TTq6Ui!uD|
zKF-4|0m4fIWh1={R_bmy&7_c4C$sj%_SuE<<{+ZMD%ldRN0Y%O+kMw|zO(_bgC}p!
zYC#sB$)*s7Q|tNbKpErnANzBucd0=8?hWzNm9?cSG6}lj>UVlf7SYU!2YZK+7>JLi
z)6KG#$|$viBW9UoH@j}NA@x92=6Zy_G3kGot5Cf|+|wc25OR1m0}v+3BUE2M;BOi<
zWgYq-f|o}q{=Z6<LMrQ9RQ#_!a9`%jyA?;sK+&FKuyyp|p%p2w%X`oBRZ%A=C(w%&
zb=>9vfl+_CMnx)Ze-^)IzCpXk;hg+M)X*!A#5&x`c@thqj+uCA8O>tQw)p_tY4L(l
z=jZ361xUw#Mb6^S@JM7HUZh_x$kiUEh3(;M=DYG^?(YhD5;V>D3zv*-qC-!bjDG1>
zK@JxJ*}Wz#9d99-%}A6?HKa%{G8O^zdlBx4_oN#_Z~ytePapX+NCI!#HMX7|xr&3w
zhqSaabRf7{ZOpB;4k+dFT0td}>Fl~gWCxX}y){XVA>Eif9TAYup-}$8mT{YXGTPmu
zKB=zc^2ypgHAnrIUljh?XX;a%legRsGcv`xwwL&<6nV@Z&A0u7X_ANPsRMS}>Bkl^
z&1+=nN;7|{D+rf}nLlxH5mv`;;R5JCj@iwV6vY;(Xn{VoepaByirXp?@oaHUAk~p#
z$2y-abv7*PbKpQdc5LNi&9JdB$InyH0$HVf6#n2XGIq_i%C?U2MdgH*zV%HjyuI=g
z$f-1pVs)Sr<6O%&_cdO`DB?|+?}N#Hm4MqLN0Mxh562Ml#Ru-E1o!*J=1w$$3<s5Y
z?yOGMAUzq**xt#v9~hbUSH~>zrTKY(JC{0&6rgF?h!Yixk)D(MOj~gIvv+9VC2t3_
zsO4BkwO!5hZ!IJSzH}^Hde6Ia!R`j$NZUoT3l6w6ln54twR(n=yG4=*9G#<jo}Zl&
zNno<hLVC};yto-K*Cq?uKy{7}Osq_$dyaS3_I!jpkR>r{OH>SM(%)0{A&fL+G9P$W
zXD~S&ck@P_1@%6{Km0a<uSBvWMgUN_<ZcLIGrWt$5b9pjMnWohMmvFLWHBZGn$E+A
zDyT7%OmP_OdCT<+UTHt}PA6Ip6-m$5t(JgoH~^^sxG`~Gn1v?EM~07=lrK^u9;^~h
zw(j7x$CdrVT5)B^pb?S4=KJE&4?f=1g1N2I_^b|6FX6#WPhsEof|RKU0cHM`JedMW
z$C&A^b;BVgo{4g*R)Mk_(R@&hOwaQR<VNgf3=mfG2XRJ#ly$9Qiu)^y(|}f*WU6<~
zn-9cft~R~2+(;dh_CL8S6mn^7K?_&0dR3D2^lTXDXu<rRrW^k7A};9fFRCZ3XZm!m
zHDXqfOst26KTRJOd`T>o8u9B{4k&A+Mmxx!LnuE89SsSm$$3G?F+zx$yE?Rj1sXBP
z_NY%!Hqkv<oCWGbXT=N9giPPwd0s;QGJFW{%A9BzT<9cYgVezI<D-UzrM$N48^p$x
z0a8CDeoERKz$)AQE0}UvM}is$LO$r*VIhNOCbO0nhlX;ej%9mXw2FE|Z16l<uK?-K
zx~d_~btD_+_i~zVuP@qJFuW$mS+gTydwy!~4iZTFd1hBO{!kn)z1_ildNA9+)pvUo
z47ruHk5IO`K}rGHvK}U8EC06Kh`!73rs0xKhn{S&g&Ci0zrUDV59(R_paF}JA?HP2
z_PgW%=r4$_G%%!F8|n>dnmi@K@@W-U*N&VPAB^R-w1x=2)3SW;U;q9crq<yIqpCXx
z@-T!x{~7L@n-!HPo93gfuQtDl+tl9Pmn5$}JbkR-|4Rx8V&wE_$)H2SZf~uaGS&Kl
z{o9@I3!E8{{nBr!%pHuPxZ%R5@I~CY3ZueSPF1@?JT(gIWY58Ai_79*HvOsaTNa|T
zE*{tL<BGOu6$Z#gPDQ)KEM89vWiOSEE3od)DI!s}hYFc(*Kq~;{e#lhbSXks8FR4}
zXG@{#jxX=4wppq6ubNZ5a1BjkC2xjbb|17)4kKmqj<%szn7*HE+)^`i!v&Hs$j&4d
zHwH@BxMm3l5W#Pd+8#DLS02MVoMP-_x=_YuSKh}JO>Ym7EPa`u?US?uW=G>>M&1D7
zToO<lz8j?+-3p0@cb<{>i-pSBQX;^R|MGcl0Tab;T3mACf@t4N{*kvjw4jGZJ1LJT
zG4=hrF?|5pgKMLhpy@E=7*Nrd@)?tmy2!FHCp{`I{uZu9F^?+vIBYmuDm8ZW(jK{;
z$ko8Zh7d``Zq9qQIJ5ycXlXE>yfGma9_8VHxTi;?BUY{iWYWd!0`C9<(^fx>mdn8$
zeqfIr+id-?2YS+CcqPlnv+g731DAEbR(!Qw7U$P{+cj4|V3%d>OWEY5QvlVJ4$vc|
zPTm~l`!LVQbm{%U76it4ZhA<pCk@dh+y4RHLBuHt#JK%N%6<4K8Q*{JT1p_)W)yD7
z%|T*%!=D}XFGuo)<$<xDkmCZ6oeK)J^6eP>e3~|t`-i06sue6x(g_AZhwyI)S!7oi
z2a+sL<Eywmob7y0+0~S`)tT|JyG!S&#Ay35$)Ef`n}Rgy{EI-GjL(NAP(V57qDJ2C
zb3QsBD0uPUC|V`Yn*HJ91U>U-Az66Kc9EYKS$dlZvo>~~?2QO&mJzz>9t2u>9Zkuy
z#^+2pX31HC33d>qix#Tsg$^U?olqI0j*Qf>bE4H2svf6Rk!)^WArf9rK8pk^Uw-Us
zZlJ#Tb3j~TPT$jjk_R>E;c|n~b5RE7y8MLny(?UAP&ZCqmuDwWEHOA+ymRU%^tNH<
z8<Ke7?L&1C>lCU;QqAF9MWral%eQpky~e-O5+q|?8?1eG&TmMEl>t&=AywA@ul~ny
zZN+RmXM@|1yzZH1f5Ud;y!S<xLhSqq1xeV0DpSP=kRW?bQuiz_(fyBlgu~U@c!XZ&
z@yrb(*c`z3uB-z0Y0@9n1ygI+P`>{zPd#_{DYuGEDE?*J<p&V~MaaYaRMOD_8~fqd
z4fZ!1zk?wF1S{^7(c+w`y~YQjg}4VRkTw#*`hyJNp3Jg2Gybl#83A~!10Odh@?}3-
zF6vr?@pK<YIMRD&AV}6YD{WxhR#tM6Xh^u`HnN=z<(sZwTrqdRiPfqW2WdCi;cnFZ
zIX>mF8ec-~YkCZg#S>h*3=Yne(sPU5oOI~2um{^=61DR{{uL0_x_gR_M@bY43Suw6
zyBqL&M*#qW<=69T(%`ge2?y2X&CjOVk9*zZ(&zeIRI!vt({JrDUKcNyY+p*ox(8M~
zX|Cry_2wSHqKH)(sMjZFBH>wYeb`IKhg6FCs(;d%4^1af0TX)X-d+%W2H-$3kflUr
zITQL*^uC8o<gxHv-QqfVTKsLhcV$95X!BeP)>Q{hUA)*_W=<ML^k-V1KEFgi#%veN
z9l-hqy9-)6LS>)+Ufq(X-bEf2KY`h@zkJm)n>cSD3+<bDx#M{j<!*7!XkkYg7T_ii
zN6<oH^<Enfot&)sZTZ8m4c$U`X8wEVOTd>e8YXbBv^YIA;DkM?v$^30wDs<pai;Z7
z!+GdyWvGNXkkyFa?^X2Mb>`DdyhCBK>B+^tif)++4mP6abq@jVia6~z#c9$N2to*+
z&DbOFht?mAZg=&NEzkD8td-S7)$i9Ld_#<?TPZwE>+Jz9>zkf~LdT&mXPFNN+$RTc
zB0-T2<CZ;r^5>MF6d-Uca#AwIY}HSS#Il26groaWYbO(NE5pG&U}hG7Fcw{24t@VQ
zEn-y;ov&5i`S6jo#g!gs4WLeRm{%wjW{otH>WgQpxBsoWn@*B4lYcFER@_CEvui`6
zhxTvWd(gQd`!g>aDYiqgSu5L1^q0~pQzbug{t~#6`kyzQt%4RxC9nXaG^{YB_r@0b
z7;U61q0R7ghj<pukbePRct!#db&@Fx*;!1q5#JTAUTBqx(rY1OM4^T9H&Z<Xge*G+
zs24#Rc8<n6QNZY~+oMJW5UlEyhAVTD52i?mwU;g|>%3_}Dj|gJ<hH<d3#DQkJoaE0
z_RLW!ha|)-eOjIybJo??1dsES3iM?J8VJRIzl2Q>S(JjG>s3^uE^vRRMxC4Ez8DAk
z`jPK^z@FSc3NsKY05+lYW6YXt73p_e)0Y70mvft^=pgfT`zA;3C5SoSi+VE?(khwZ
zXKZ~Ap(7PyOHihA`p`~70N0f)ZXb59E8|Qm7s`BK{~l$t97t&bhm@Fjb`hTueW5G$
zHgtw)tTU3VMFzHTX&medj=Y4>ynT33!!Ufl7W%EB`!E{vkl#*UoX#6(rQl2O=}Tj(
zD>d+Tlw6I}C+JYbN(xC=;qT|hDS+?r<-+dW#{)kWZ)^z{6V9&g>JkJ;-WNZHUkiZd
z(A!J4v&^MCFFsHs0yhIj6b74J4AjHv#;`!yC1tC|`3&p4FK284hr9``klf+Z_pQHr
zAqrxYvP#6Hn?EQ2dR;#i!ja&EAooqleYb|xzmzArs$Ho`v0)B@;FH|lqLPc_&eWg%
zdhwNuwHP+^rZ3P{zQa^j`cL1j*$&VSG7O4%ZX&xJxoj{QnTyHhuEz_>vpLF<rpX<g
z!9it6zJBYY3W5#4yqW2Qu*ov#W_s0q_)0gYdM^a{oVcb%e`RCH_?-^dAjtn`E<hFD
zk3_cLzvpr?g+uD|Jy392!H@D}irPW&DWWM9me(yT)D;gTP%bXeE;8E@=T=rgcXfa(
z7GMK?Rk(j;rqN8CUbU2^BQJ(>)K7j-Y6GbV6Tyb}SD8A0)#J4Cf=W8EcG}yw5~Lp!
zI-qy=lA>uS_04qfvNK8~(#LYonVrEotvDU+Ii3JN;osg$;zn#$XnKLl(q(Gnw5S;8
z$I$>fsmo{z5@_t6kC{v$KWTunBbts3G*&av5$zGi3)~?4Tgv}*-H~Z*SICdT^ewes
zIH?NB2!3HZ?rJM;A;)hDJ5u=@tQ?()ssk4l-J%~#xFn?K!L7=OqO`2`m}V3(X;B??
zi$Ic?Ra5q8t<9mnw@wF2WtPXi%cbO+`eGJuxufsv2k$9v&9mXSlv&7bq>BK@UjW_G
z<dR|VkP3aKE+-*&&@<o@2|w$b4@I1*osWDjpo*#1s&~@K0@Gi_v!_LnXo)Uwe-NbM
zlIjqVUjC!+Ogmt`RZ$5+uw+kr_4Gc971bHk!jO7p2?byguOwtBKOSN5=inH}Kq%Z_
zrLP$-qS4H828ye?hiAnvSU+4V#M446fIdVXg8jT%ql#lkkq)-&_?U&@rbC*+t!BRC
zC2AP5CY;xEy|q&fYNZ)pG^GG&A_=cr{H=h~UIP3hDoBV;r4W)62kQFL(6bt!(OP#O
z%YEM4XVwZ-IM5ae8?DZ7Q9}sSLhkaT`ZN=o4wIjPivU1gUv-j$BnuC=bS<Br-(GK^
z7?(TCJ5f;Y#t;9tCbGVJ3U8D$vtHYzkgU+aKon5c$w#<<A%Cf#mxl=9+yEYUM+|(q
z;MP$Ow@X_qTIA$>*XgaK-q@gA2)89b86d3StIL<md&a!l3Zr0`4P0yY{LgaWPgB(q
zrRiFmyVvcU7Mt&#-B=n&*yB>C?>!bF;Seo)z~8fGy1?s`nr>5g8N}gQJNMn$3X-Lz
zWrF&-oSa;0u#o?MHr3eJZvg;+xuvDqQr(ZSvOwmLp?kQq9LL7ql4Z_br{#8k!~@(2
zE_JsH-dKrMnCZ(Gkqj<-N_<e7xi~dY2;P)BJSN7mrMvZ_+x<jy-*b0YA|EyAXV%A&
zp&^lGhqcs;?99x_T*|vDid~`vI>o+ZW<A2kNZj{GXoSYOuYqzF7Ic38OA*O`OG+Sv
zhs;;6M99u9xg^0>8Ny%Hg?`Q;t6Futa(o>gX9G}~4szo&ZS)%bk_SR*u4153&aa#)
z<YX~J>MP8eUDf&^CUGN)W}{|Zh0qpyI_>XB!SbDhR97u~r@2acVe-I1nk&!IVJEJA
z@8E#ZY*t%_^NuSNzVmfc@D(ndlIU(Lg|X~}rw_gXMk;jS^>+mgoo<6)-(DVo`q_7M
zd3$Z4nEGnc9-ry;zV=|Vp}&r;?I}U_<5EMf>E1^AB}#{u&OC<8M%u63#uH{n@%g_s
zc_(=nUo~HnOaS@U0i#dBs4*QMUpbTO2YhQf-{s7an8?;`1P}#*lN$%d(rWS{4x^7n
z4<+<@|6-DFK@y>V#*^zq3L^joXMCf}qEO$OycN~aD3XsU6#m$2(SDXwSN!LV`hiJK
z_Wcr|=sn!*96M(+{Xmy^$w743q=J|yYI8`=|4??-Ur}vuUrFii4(Ud^LqZUwyN2#Y
z8gXC%=?00B?r!PsmhJ}W5Ewvs&%N(I@V!6Hnzhb8JJvpXKhNHu$Yr2*%(gW5IA7Xf
zC#9=X@UJ(e3XT&pXX$A&a582!TeXN>**+5I><MVGd^|0n`dD*F%wzV1AL86}LF{!j
z81B_>RddCO?;)qj?U#^O(9A>?V{^$IIpUJThNLzZ#;*O`KO>Lr)8pn&5~4)MK+7}d
z*66}~NFw`erPt|Qa&S$Ur2(=a=6M}2;H6*rglW#MFHR>jSQFl6D@9S?<N(7s?fz;{
znMz3#TN%bK;6>LbCPEVbnVk&E0TT@!8WmyF3A{VNPH$ZR?eX$>1g_^EZ&`?mUzP7I
z!)>WA+Q>4T))u1^wae*ws2q&M5lydswf_-?uKH2hB6kZd>qUv9feg$c!Y&X<Z%6^W
zxrwa^zNa9Zo3IL5DP?kK>Xt;-xZczu+!r$*CFPG|YA#e>^I06|U(KnmY~*6<yunwr
z(&um%kylD?YFzkgd&ulM9e?q{y;{+g+;U0<a!)7pDxba)%QCY&AUDe36o`ZLNXjA9
zr6)wA$>&_;YTM?7tk8HVu{UZXGAXPkw}QD@99;>9#lOMD4rr5{!kA6rCSz=s!7q>2
zWVgDH_i2>IlCT%7zX2zA#x__~d5MC|Nerh&>d{{u9i+wnkiC%o3qz~(2fqAIWpm0P
zBVAqMhuhOgl`LT?mSkE938<nQUD2=My(?tlc&EduoPX3rE`b9+F2#`Dy3S6CZ{NPT
z0IqINe-=#c0dU$!+~=O&-f2K&e*ca(K3wSXyt8X=E?E(m93V7Y|BYyqrD93`rg$de
zb4BladooOa-Vk!RGsw$`bhgn+MIqwVho>s~x<Gw6Q(xE6FseW)m7o4m4OqPX1<m~r
zKS^>nJyd%^g!cCK46u_>B4bmPD-qA%_`qRfAN@}uAt7$YHFo2+G{rV|cXz)Z){|Kx
zsfyHw4R!>;N(h;mQQyy(aO0sADsftEc5MriR~eu~3Cfd;<`Dw)ly)x%sRrlDbkffs
z2dRQK?>2(Mlo`y|38hpv=!ET<wY9bXk<HYuG#t)kX!iYM_a;=@<8+yT*J`XQ9Ea|C
z?))F*-~Z5we;;`=2?fZ{&j)}~3)*~@$p%Oa0RiDhWo6~kBN7H_pCQ0&{z=#NbTx`)
z$Vnd`XZZ2*v}uEfh$<&1XAw}4k%0m1!p1ZqcLsO9K>%Nv9vS=m_pwP~;eV|kXz9oc
z79eE<5LrHb`qY&fE{}VT1gy2TuK#l%L><aoBBgz>Gjg6(rGR5(d^GpNDVo0iezUu?
zwc_$}KpUm5wzjrj_dhfWbx#8F4=bF|YN66-Y&g)^*f>qVnKC=zR!=EX_CE~pC$?7~
z@AE#fjR8IgqlW*f1wmx?N@$Y*rLKR5?4MTumuf<1Sbi}6=Q60(fPX_-T|G8X)s;zn
zdOC`UiOK%U<7c+ujIu<_BolQAE|~z62P}n|N>Z(XclYS1nm+mYIc}{k6J48MvY<+0
zmn0=o>gWK=XFnh^*_p0hx+RSB1lT$mWYRM@PilcxPdc;-`rfj*tfH=&J;fI$<Fer9
zB{_xoD4k#>L{SWeXImzGQ&1^R_-DM2bM)MRpI;LZSz7J8r5eeH%(k53i5gv4sOK4>
zBN~F1LD1rXZlze<qQ&sN!lwtA9<bTEnFKM7)Uj&^Mzj;*?-4r1x^Xh0@&f;BddO~<
zQX0Uh&L*QPxv^CE{lLD48`|{#^h<pAFfyhO;R&xFOkZ4F_)+(rI1kSoQ8uT@7#QIh
zr|-SA8c2#l5GJW+WoF=U0m<$8dO1CT_KjsUS(T~&_6z-7?ce@{FRwJ$Y7G5cFt3Bh
zdam`gUZ-TumfT!|MSFX$nPnl`T%9(<u59U(@%k=-iJxZq@KF^D`bRiRQe<-KT&TK7
zC{U#$EG<6?Nvc`5z@BlNrPb_Pu1H86)^e&@>J4F@9G`5i*|f#!zzrFD$K4|ss2?jW
zA5RF`I{Ai7kAMe5C<%?g^*5w8VDyw*6#lbM#qR9($SJpq(yB}j>_mA=^{7mCwd_<>
z?2eIepMT>iL^Ya<ad~}u?5qIKPf@ZN1(ro%ENf4x)_918x3N({?byrVc>-&Hn1K8f
z@_Rsg0>8k;t8RN`CplAki<p~mh^TC=GLEd(@0BK*ZL`>_;7ewJhw72dN`P*NNYk)A
zPL7UqGIbAKp7Xv;4h?;YjhzhQfbXw;Ts&`Iq!f3fsX+QL`tP1nA&~x}(RtY!Tv34d
z16V$kru$hD#VJ!r*ybz;wsKEgWtp+M)t{25vAQ$(yAoEjpHP=84V-JP91G?ZvTt~#
zn;hzkF?*VvYjt6`jIS%BGs7nyI~&r_U1L8=_Qg1xDmsY?kZi56GlEr&BJ)u+uy3>W
z9JWRdbvCPAc-a*H4B~CIF1wx9Z06Y>x^=lZ2D{i!c}G6%i*R;+#YP*1++b};?j}<Z
zCU2>qyN0*j)%B0O)ZMz?2RODgN)Gu2vHX7oS0yHdv$bI`!HAn+;!Bcst2fWMnt8!P
z>wHqL3riJ_lG^ngO`aUW7AB2nY}6}%au>^%e}uA;Q8|k}ChR$0!iK{|AHn@2o%nw<
zfr;sob0_El>v#L(5^$mv-e$9PzxaYEyS`zrM}kj><73qdJW2eA{3pd4suHdMh?aKp
zujx|Y3?I<o%1PR*Lc|^O$C_~EH4LSzB2z(sHbF01i;o$QdY_c*$Uu`Q`3t1cab_HK
z;|!~5p{x*Bjj4&Afc=mIMg#xA>6x9ye8nniuKC)=wAKKQ+<-(NhzyP5l4TA8zinai
zhMUGDVq@tIZJP)$6|)0^vu!n5EviOcSQPqgFOH+%7--LA3R6~d97i`Ha@#CiT~8M&
zgC?Bix!-M11Vdi4WN*aU!lk|({a@~w4}ESaTN9Fx+C%eR0IqFpau^#cc$Zt2fU4RM
zrb35Z&{(aSARcY=cnw6p(mq(S$y6b4TWnrJ_AIFbhrc=|*rE}x5=~Rfq$8Sx!IsBA
zq>xi$RQm|ojj#yWfVk%wAs6+|pwd4zKBWmh6(_v3x>_|(%p7)~U%PrA?^5Gc{eDn2
zzlyM;84-x5L`kR5E>l<~s_1gHf^^IM<&f5>W%cyDRf@dg_8iqfLP3(vp9sNBr&T~}
za!)_Wwyp=iZTU1sGOgm8lAKdamTOe?e6VLVuYdO5>7R8Q)*0OJ|1<l44oChe_Rqfe
zp9<I#Eb8mO`VU3+g5c~~Z*xCU_E|B#Xy_XJr^5e6R`0fA|4VH0i783@wb*|z^Y4cH
zpGKpAK=QwjAL2hz%ifDS;QO0)4CMj1x4L?ITaywm{!DKFX$zKdh!)piN_u&fAV@??
z`Yk`7zVuwX=liLv?$!AFT|%a5<}r*iaf*=QnC!MYr>7&~j*ZV~0_XT#(AM|fn`I;c
z7-!I%ZZrR;yTa}bj3bJ0x{WA)R+$qj5?wcXiWW;dkE=xUJ+z!~R5u&#TdK(e(CW_&
z;^}?@z^<duZ?bHI0n`iC)4er(vrf4^=r`F!K%fhNOX0FGx1?!0T-;=d;=}LOt=+C&
zRSI}uFgjfBj?eCVFxcb!{zdJQKJrjH<Hjc5N23lcZBW2lRvD4tSMC(}hqU-t>mon7
zs1D}rG)QDY{s$*LPeHzl++I35Bu^bsg%HPyLLS`4ByH-(`Zg(KlNOe#_hVJyBA#oP
z$^lJe_yUl_wHvsw5)&=*gKK#y(h({9Nkzr9JWJ2uM9f7sA5~x{Gt1!j9-du$&v0xs
z?u}Uzqk<=%DCP0)B^C`5q~W)VIGYnsoiRi4Cg0ALSkx-Z-Y02>yf>b(p~JlpcL$*F
z+Ez)_sueQGE!axS%{i^@i{)(v`V``-tUbZGACheBwip}xd-yAfx9RPh84U{hi)=&h
z+jS#KmxU1`5Os-u$5eVfO|EI`##CJkQ7DAyZk|RtS$S}6J7G>R*((Q%FRFZ{0*jJ*
zR8v>sZxCtyh&q&H=)t8TsuM1*3adgRJvIwYh4~Uo{SKCgNXbH8iIFIX;p@En)eCaI
z=5gRCk#uk+xr$)_7Ls<bA5w|?d?mj&*}r5*DH5kxy%yHcj~H5TpI7^{oA7a@@4m0W
z*5D@X7Ou@oIe4m<VB}slznzyTIdx}z{T#M0>#ZC>DQ&{}kMc|Xflhu<EwLv{W7b39
z1EKqoMsns?dkV;fxU=6!#EudUdEn;JtWnyZMe9f27Zc>2(JL1<`%-Wq95?@BEBA}e
z{2ZvH7C*?QR88Lijf#vcifCm^sKy6cFJ6Yv%JZ$|mbz!AvGUM~)3#6y9~6{h=12US
z&H0}p>}D+SJ(Z&EdiaD@ce-WvxL;6UxmZ;$-Kc_`Log-9)b|*Jd1$wvZZLu|`ZBZR
z4^ut3NR^07I-f}C%<rpz!ouGlW$asL>6$r)4OPtN0$K^Iem-;~71M)<*G6tQ4A3#I
z`}Cm!)RE!n%Nq5(UU?$7YKeCA_k8*Y%P5y}emcq+pSL()q&ZTuhvl3KkSNv)bYb4q
zx&FIPdnV(9yX_^Ay%l{anBKeVpy*0MDCKBZRg+S@e(qQBA`(29oXfeIs_g`}Lt$pn
z0C@j0PYo;kdFTA{_gg&dY7C3(d29=M%>IR=k$>CPxsqn^O-ra?X!dZ*n5A#~m5xWE
z00mXY5YqtX+hnHc-<zzsroo+Pl%5vHDmpr0u=M^#J<VYM224t6vMBe4!B%6`!YYR`
zf&M*RjXszq4iVM(eSiGj_wd+22Y*rB%D&HU37U=b<RU5w2f?D#-O6KC*6<PWdWKO+
zC^cz)3ay2nTmtQHki%7{=6iH3B15I3xp}tLNzcma8G`O=i{Mil%#J@m7ms1Oq^V)6
zEEvK+6{>5YRJo#K^`Rls%FlFb_3UlyfZt0*|J?nBGNFnkAmoA;A`)>qyW_ZNJ?I=;
zbBU<ytECF*=m>WMlwv_R3{*SuTXP(RJb-g}iGvsk1Tj68rr?dzIX+F3Tx1L;sQhF%
zn2C{j4B)YB&4!4cjF(E*$RP)nyiyYJ-Q>oaf8kW%=;|nUqt_~>si~2UO2ofjX{GxW
zvq8zfpK9jm#C+A#SUt5+Fx>b_ZdqEJ8#9GvsgWArG`q@O#-Mm=4n%qPC>@PSkuS}5
z;Vz|<elJni|M0wQeTRB!5P>^q806^46%@qI4}9}@sJfly*yfh`0=b6YOThLmi+-Kx
z{dN>jmT+vRXQ6{_r!Tj>RE-pwESjLBQ|Z3sdFmp$NT}aED4(cPqTJf3&{#r>p=SnL
zN0xt1b?T5S>;?~&^bsZUE7>E8Ng)Afy&VMZM2SarVHb`wK}HGH^-YY7MMcpb@TMC{
zHbLH4V;<P;^xobHiGf^R@<hb$F{!&=a<3w4^xp5#(e=U%*~C7A@<}PgEOcSAuX6qG
zAGJ67_sp-d@n?yJisa3sp1^%WxcP+c+_lm0`(nSH`Q--IIeKPf#afT{=i1nfC;Qi<
zuH+0(e%snaV%?859KF@e)($cJ_x4|x@+?MSu<&%VZUu1>suK+IWPhS>)Sa22=v~zn
z(S;g+#ULqAsG8w|_MV2^7gwM`eqP;)ff7+`ZU`Bx5{X&!#+tIu&j`)0mXyKJi1Lab
z{y8$e2W@s3;!&gh=Su`p9S?x&pEc5oz_d=Q+LwZb=EY66?h)~ieUN-wW$_6-GJs5h
zw6Z9;-f4ur6Rl^o3bUl<zN$6$C!LawYSRiI?z|qlU{H+`%?i~>H}rSg2hqoh4H!@K
z&Y%fJ|LvFmi?e50*hy^iWf*x@c{E5O;qG}MCf}@g4vvjtH>@dd@v>m)Qsbi#s$$Tz
zT)3(Qsz*H^Zy?KL?_1u#{eQfCcZy2Y$u)HH>MIGw=TGjB^s+A#O`vCourmv9PkSs8
zPJyTUU3-P~AoP!08=R;zDFLq*!cCK`cQ=2f+PnU3ZAZG3?YI@aHf#xFb*p0B8p<%C
zew@Lmn|x}_#XV+e7J8fW%0v*@*80vRvWF)JeVocmC+R@kjX%FXv}1i!s{RP<p7O}b
zHFb}Z`yQAn%$G(r#?XdnM&Yz0c-}pt)H-(*L#R)77)<;+@yKc<Rq+BG2yLl{yEKFi
z!eyNE8u$j*@I{$5X={PNwO>g(8|ny5W7^@e5CI5-gR3})jk2TbmrqgS-{cJ1%H~X^
z-ji_HX->_*?rv-h_w;}?MLU*d9><7zU@6@e&^F12s=U6{g?&KCl_vK&UvuX`M)NAz
zbgIN9b)@*(ZjmO=gS~@%|87+S(7y~b0Is^FDZjD&dgGC}9nA>G<(MXM&Pzh^lo|e3
zVpZ13l~1_Av#0cEIvn)?ino4kExhj>J-Alxrj0};GUi<=Hh|@5?lSohFx;GA7_#j~
zu-%9*e}HXWw>L<sIG6x$JH)P)lh{e2t%519SxrKbIobbJOcq&d>hL%A33LC=Rxt6#
zWb0OTn>vB`VoKCT6;ZBci4@d@vHUxEjHzn64@ux;S3>XI;vXavA?*%gNHIUVuCrij
zq-%`;S8f^Wt;+e>lX6}~e^IN3%dRht`gPeRbwhvG8|yKu6+&awYx8(MWR05LgVu6(
zgk|%&`j~K3t&8I=W&Zsa53<khq>g3-8jjr0I40mn+;g2xFguE%PaU?t5k=46lj_Gj
zh5MHD+h9;oXYAXsGrr1}w#CX&;i2wkKA?88X(=Kxiq-yj`%ne;;;&%YFTtl-TtN;l
ziNfK3#}yzbSk%1>ndrPX7K{CKy><JR;bQ5bZ#y^Somxn<{C9PQ7>Lzg-;SpS31RK<
zGlFF0txvM%7ftGYqF)Mrpvfbe&6_?q6fH{BRqqOjkqjWwu~Z}S7>@KdJL7WaCi32P
zEHlB=aLY$v-4<^DI#su^KgK>|?yW4rxp2pA`gvs#js9RC*Re`!kwI7~RoOoLfY8o2
zG<jEOdJrmVfj=i{11Ju>zP;a0=MU$<Rxb1pfW8wi-`iVw%>OJbkkT2J1hv<FK5Voa
zwYCsU34YtT?wn+1s4zNj#<>exeJ}t*Pei|scXgPpd=W-r0sO?y62GmDk!BcPhD;s1
zGwO#M*&PyL#7&|0i5e>cPpkWX65H-L{S)dHH?*yhL-_m>sx6R-@>T@R=0w!?&2NT1
z#$KKwW>J)6)7W_tCQlYSTI52|h+iik1cwlaf34wN7kPqH(`#H$B9z&LO0AJ6L+i`M
zjK_MLqno&L>(FjH)&-$Fw(f9^*`s{Tchhee$*1cU<{4zlY+|u|Ok~0AgvY}d9<z-@
zzj~cX%F)GZk;}q9q7Y9<{DO~leirJV5>U0rlCX9?p6fpM753)O-@7a^My|R%G{uU=
zya(OLRDu-^aA7N7)5YFZ$U!ugblnU&`9)`u)SlVnwmygt1f+%l7rixid*KkMPN~QJ
zg(T_iAW?4dhe%0A?)AfiP}}x)ednOdX0@om=hvVcqzO)b0^qWmds!Kl67w+%GbYaU
zod5*Ax_5*b=VL5QP)B5|kgxd=jui36h7CF_05`C+PymvN+Z|OmHe$MUIs1JLMYoo{
z!<Afu7fB7r=}A~H9s=7i8eCIW$7*<U+b|e)AY%Gdy$SIfqRd(%+o`q<!u`NHcR1Hg
zQFH!By4nQqZxYo`&2FpUE}?dgMmU;wz!Z@h#r=VWz_UNz#!Es-#^)u^ET^r?``_cl
z;78W7U-zc{dM6U`-*Rh75qwv6#t($emeVkw_NYGeCW!f(AC^#H6M(GH1Nh0VKd*6<
z%SbE@n4&w1J-s^L;K;;}`3$vNu{-bpPTC&NO@~z#huABniuhx6|H$dchF(s-K83O3
zU4N$EbkcrXH$iaX7)CM~0(vri?iDJmXpX`_)~G(2oA5q3`gAQU_&o+tLWcgZI!I<{
zkkK?4-1l^0K;F?d8Vo;kT6}cU0pD_213GZRDZ}?6#yP0v>7YPk+wlo9-P%7aZjlNG
zE(4`^545FXFArk_Voeu+yDe6gx0a<vbo~FwVSyjh8>@ed-o6YsAac$S3WJt;qs__i
zNCJOGyj`iJYbqwq`kGbqd(GG?pl6^x;{N&KRF0&_@N({04e9QHKx+#;M|80gs+^=<
zJlzzDtlhq{Qm$$`vf&#&_nP^oef{Gh_3I5Po|*3BX{0;ey(;0@jS1`Oz0bhyHp$6?
zf4lm>sqa7e?8u9#2o@t~{|Qg`5tbKzwi`jPVKgu`EJ1U$!0h7APqCQU=0Y_ozK$u@
ziW#D76Zt-a!*obVVrxGqb@Oz+dC9^CD(R3dQNC5DV6(oLpm>oku`YKK;uVfrJ2<kz
z!{sonMbB}F(!_xK>Wn~hr#<WQ)Zp0W_v*V3;vD%&-J{b_a`?5bd)M3QY%UBaUbGIS
z#a+!$aG6(EA(7G1!+*()vbvolENC(Ukq&mZQA&;w=Hg3P`bvIXZ2H8A0}6&0@Aa7X
z<1zI9rN4sw)m}e)TyG|uffLaZhkjAZII=_Vceh+4w)RJ!X>n47h57smujp~OgaO8+
ziWv&wPa$r_Kr*G#OG7Vll}DfM{`vYRXHiAigYcA@sT>DnRF5JqdPYE#R9R<{7sbG`
zq2a#%2LhfOs_U=RAZZ)tbX@2jp?OUz?@vWpT@%e1?z<}&jy|$VQ6B%}1EhuyOpk`c
zAOSKuav+oQG!x=a*yW?rxkquVp{_zOKi>mrIYfQ)5ahpS6IESd%%Qp@CnFA|CW%_#
z7@e(XDqAI1y-#$E48m|O^;`&+O$|g;y(1i4JLTZz#q^Zk38Vi^3GRr&J+VE<APUA%
zFP(F#-;=QLc2;~VKF$Hcy;4Znc=+lTr83?h`iZI;RoU~x=t~La1B100LQ_O`b?Fau
zGSrcpfl0(?i^KpYl<Tp&oOK3aQwyewz9OOby4(FD)s@xcd9!Y=*+X3#SR0qWWI9Fk
zh>xb2dVlxuIM7E#b#Pn|y#WNy5X@)XTp9W_Apv_I#yFS;Xg^zf5TMoM<ikx`?e8f6
zAaaIfv>RbK)aVxV(%rdntyWGG4)3>-Okj>ddex2C#fLcuBGVD?*}nwUrCuKnVpreO
z<##+Yvv3$$C%}5J9J}Xk!8y!atKljxK3;-PoxVh$O<=DG4z{T=F=a0bLoMdt+^uIU
zxR}gUtTgl8^g|{+^(mZTVOk%?bW%3m)A59tzFio76k^cX-O-Wf6g0^AZQ76(8LY}u
zF=u9>#{oelTj_zbM47PH)Mfh&X=-4fu(7*nsU>!r=O-@y3=Q<Vr!IKKDzl0`+z=Ko
zQ0v0S)8*htObJEN31)8$^W&=r5aG967c90|>L;g?%V731{%Oi*j16-7>i$#})ccj?
zT;QaFjFsiW-}v=}w_nfFVfw>fA|Q7(y5#qAwa*!pm{FHwQeM&j!(sNS)6I!3NX7>-
zdz8IPk81V`MWP_dbiT!*@AlFx;YoXqsmnY}Bc6*N-3j+OM9(jn4|kx^{@&r_&+xU1
zh0bQ{>%ceFc-wblsBNyocz{Fz1esW6|F1_Lc3t2{`4boZVduFPL(xV)9293yNXDu%
zjFybPZLYaEpUSKBT|@JCqtMvL#~*oN_;2U*l_mVK@&XkG5Zn8?0x(@q%_=h;u{N|*
z&E0&&V_5E2dKYdBPt9a)IUo_F$6HYvJ72N3l75m>X%X(Iwfo(`T8iPQ);RmFBn3QD
zBXBYdzNslLHO~yk*7$VXURbE}?=&?b`E_a7M4~4XV)92fc8InjZ0x3*8O4e8<Vzb?
zXm0)aCAzqxYyLef&(?p8bpWK=exH^d=I%J&CvQU6Szht}<(ETLwewRT{T9DI%fK5y
z602SO%Rpy%KyGKVw_dv3=6HD%PcEK#X`HIk%D-nQLr;12F}qJe4w+Q&a0v#@3Q#Ls
zu);0<MeNFpmUoj7atu52;<oym9I+_>1aRxL7OpNApG6disa^||kQm_W)0z42(6_h}
zF%@Wr2DT=0Gp{1n<+Yn~)=Npd^7ZjQ1r$Kf@XhCsl>2TO74g-zA@HB$xj5QvNe14h
zrRFGy21;xU<hxjp#oRg=L&kW<e#VC_PGpC>C78~wfkeF+C{V!QEr$KFFnx5f0IW({
zgOigjG(grOQFf<zp-2#*Jn5_m=Cn%p(0lm1v10YA6zvRbHpY>_4gk}Kd-^==(I=zn
zj|>Ap+tft^7?D$#AHO@I<vAU2d0jZhiP$6Cv6~<KX$#<_ikP!2NAmy|brDJsXl)L!
z2nkYcjjq0!EYd2<l9NM&#W8VDB5Zzk-p;lIT;c@qqK&hxkWvjx33e=ns!UJ#r)Oax
zqduf6aUoa%S(^lTD<LZAlx{KA!&WAr1WqJNDlBo48DXp!V~D+dg5q8WTAScjL|ua4
z5CuQ(jtQpzp<}&fLdOp1MW1IQ^g;%3-0dz7BICf@HZ2+m{bayvo(ff0;yMQLgZv)2
z6a&kg2sUf-N))_>>yPg5J#>4mcjPC3#zo@+?8izd72K}$Q?^#Hz=Z2%ymd`vM7;bN
zjh8HTuK%8{CqHs*Kt_1T=b!H==>G7Bqz@>(C8D!r0@Rrwa{P!J*ind#k8Sh=eVMKL
z_o(?3J`S0m?8}nkLIlhr2WNE+PIi!;QDWJ}H+etrCGE8L`TMV}Q>bC$mVe+Jz)R(E
z$#ceDm3{KMSS&!ddaBQh6tG90(-%Y~T_LTR<diX-)@DFJ!C9#txfn}UHU!Z3E_t%M
z(3ub1$8MM)ziOaoxM-J)RJIDliYHz3Z4{zQ&Ee(FNEY39C3r{w_;O5sd9}YzfD%f4
z<;UU_^(ItVRRz50!hlypkFsX;P3scoeX?mpFS?-Y;BCywPyAQhJ=Y9+xNzgv=1)tZ
zig-Ec_mpH9rB~EUd_>b*S_boWIH#ajwqcM{nTm|xjEI+bYpx!GW_7m-vQXpeYb<oU
zDhi<;6ZWF2k%3R6@6<|lyIhPNR!CdMajIol?)f!vZfi;VdbDE~WH_YWGpd|1LnXmp
z%+gKXemR@;&7a(ri#ISK<CX}@HrbE;_fkU(g~LWuH(wy|yFq^pl#-iN0>x5&*GP4s
zVO+xeWS!3jbMO_FXpoIqW%(nH-@v%^W*2eP;>}wYchtD672EynaPHoV!&)p?n`H+J
z<K`I3bLB2H`OfZz92vEKUIwvGTA?ik1!+~LiBJ4mn%kjY;WBS_p&HAF${wbIMK?B1
zl-Y6L8BQomO64;3F+R87|1}vu;tJ4CC#EB}NQ+<d02FDIhBya69K+5su0jLrlf6s)
zPkYXn-0VSLT%j$MnA5o2a?8V9bWJevx`G2DgI?lW(~krlrA+;)h6x+{r5}`;n7g=%
zu$nLG2R&ott}{Fvyvv!eVk5{LxsA&D54Yi>;uW}!oUmGw`JC+eu+xtib$u)S4osHP
zT7+<Fsv6}z!s)c16Ch^p9Ms&6z~;YSl(j4EFZh$a$KPUXU{@yfn%hT9bd_9|cqVzx
zRLI>OPNk2??D%HljZ5NYlYOYS`PxTsp$Kl;Wskh^35gjl_djpT0|bz!w<>inHQ*o<
z_Y{gEa@`-zmM5}KLho&)<wIa1Ts-8W84;=bS&$6rD4OY$dp*6p_f;`Y#D5iD8S8nc
z+_efM1u-D=b}Gr9u%6;joP0?Ro8dkgRZ=jVONAL13S)2f7OhZ^8DQpA5MUZHckKd3
zNc+@%aTApeQO5Yl!O;Y_9UBC<xCU$z-dM4Lfj9y>H^EUw(AsN%4y)(5D8TF@?c+LY
zP<yOd<aS(hG12uZ!vdMtsvPuFZ?i$cJk6Q0ka!>ucGlC$r`%tr4|l`fZZJN>%+Zdn
zZdr(iURui~;e5w5&NL8+FQ$IWfo99hKmch_Nn;N#egrddFKpCu*9#Dbv3_83L#WdU
zQbiK^+lRJ0B4giQRPM%aLfbXJ7#!_kAOAT*_o&V~q$ZzsjKG}XcGx1I=U@=V=Bofx
zeV>uSE(5dVg6TzDPDnWd0de93K@wxsgWoh1y@ZBR+X;k2)$J%Ga)?KBGPv1>z8FNE
z?~=_9_WZ}5U>qPQn$)|cVjoewUhP3TR~7u#u{Mh^=FVc$^HW7BXk+2dmvR_45;T?`
ze`n8e*t-<%1!5xyS^JFhC>jgM00$6g@3cc<fXi{Q+{Rm-OLbM%F(2A5ws=jo$=KIX
zX6(Rydwg)Y)Y;}d^~$38o|+Sen;F_Xb<nN}7@Z;D{4(c_Tk;QmqeuezbMwP(!Byj5
zXq9r44i}1eLQszzaR~dqf5KnzBYmSkvvxF=Oq@Xg?1=a$6J`@p27oAY;l|?qye@Te
z&*epNdxws0;Dr%!4FX8m(6i?qPhB|(D=e*r5wT_x*8oT`@$`sq|6tHh#5fdwoZoD3
zXFlw$8y2#sRLxjbS<Y7~tAm$=nA@hofT@|a1dg6=#pUwYr&4&>Qsm{<4~aEC`NAcE
z%+DW3+`g$S6IEF{z5V-?)}JQ_Pq;zrN4|9QXKmxYA*`64nL<Y8(axl>bcr>o6X5a+
z)1zxd0!TUf`RD_u^L#`WJ&6Lo!UW*4Y|lf+@yHhFWv!M$_Hj8{^@BlXCLzJ>c7g_m
zxM3@3<3p0a%@&OMV(9*u#wHH}uh{dXpNMwqp!6!bn3wqw$oIhUtyigCl-pXC`lLV8
zc|Tp%mQUDpJ24wm+em)<fc;l+%YA*?Z1+W1q4`bcC*%+soP73>hBh&M{eSFERx`dX
z)^vw6pinT@ak1Sp;7S~=`#S(rRoqb-?|SH31#kzOC+fxCq#poccW?6r3U5FPd$&t_
z!DKgbdbEn>vMi18p`QWdVF;v6{1kcY6dA-MD%R%vDfE3R(WZmb$meE@tC0$ZYm;Mw
z-=k=T1;3NYB)HxzSdg>##c`|>yLA)1aj2-i13OixE`wmf??i<U;G8Od+XtfCc3;j;
zY-n(~@A;GmbPD9s8P;qMW)MG2R4FVAkvgeZ{Wb$xdy#WicX#vNUCyKyr3sVGfQ`)c
zZURKLUp&w@0_U-Uv)%j~w@|Og3`DXaY1Yqy2UShn?!zX!kHfEIKVNixJ6+(qnS)nY
zet}!f{CH5RVm#4P*DF0$m&n*hOUAZL9!67jHaHF)>|V(-I?k%ueWzkL)^~SJ`Tk3)
zSfI#fs;bFHJYy%Gs6#3X-DeZvi$4Os_;s9V8q{*ZIN*!VlArl0KNg!a7~<k(8Vydp
zx|kWUA8VKSS!;fHQV~n~G#(Gk(c0gn*=I*fzQ7@YV<h95`TkFP-A6A0*(UdaZ%}9R
zLuAJI`aSN#tn2yS>#aA}4b}lYFo(AKds+jmc!=-1pD-Q~Zsg{k!*fA=6uPxLm%BYK
zs7RJtcoBycYooW?CpEsgO?6gysH(?rC1Hwj?46>=W$?Rl@q`%mDo@h{4vEJj%<HiX
zCBKZZl7BpgcvG_mmSZ32eu71`9Xexjs$Rb4w@>y)AMBMeR#|K<<#Zn|4TG}`0O=DM
zW05Zztx&MQUF|4|(&T1efwKS0o+*O&(pHl@iFZJ^qIb&(S1$A@QuXt*7ZI;cX74iA
z1NF~#5$%)k!6^YO8r!?NHu0_9WCzhl8-tsZ!->X0!2W%REX>9IfY`frn7C8$_gWtI
zqQ3b?0!?))O3g`_H+tY-YNx;Nka+SMv<jart*dYI0>hooAp{bA=7(g+@%0Bnyuw2R
zbuzy_B}Y2H(Nt0OjT@PhP;l){J|(jUEpaW5BIq`XQG!kWA~tzR*f*;D>!(subfjem
z01IGLrm&RJG@e2_2C=o*TaHH6XV)}w-w+p{cwY>9o7gF076v?}4!q9Z*zZI|n_#|o
zbfk#M;`Nnjn?j<jyn-lgnLe{uS@d{*kZ@N1y%Xx<EHtn32CQiVW-qE8e~zwf#N1if
z=sRHqV;_!45Rb8xbg!%=T>h=U9fQ1b=OQyb*(GL8rITgqf@4Ia*Pg$xQ6Ki}>={6E
z@?9wTPO4B|&b4Y|t{I~psrpUnvLVvFj%1&VmGvT16H=p2BCQ~u1g7f)(3X0Za!B^}
z@FdUbH9Vp@O*Dn#-KsC*^4SQSJr6UeQSNa&dVWIEp>S+&o*<9vyxf^KOb4>6#JNn&
zW<bI}-mj>MOm1;_N}EYipytiBAwjrKNqh;n*mxL_exq|Tom{l_VCH~mQoMy^K#rkQ
zA6V`!s~dt_yBfD1>T18YKphb1;$G7&nez9J<Mf^sDAz8KQt9m4H3+IZd0)|N9hc)O
z-_#F!V<FckMpUybM*FPawd}R+IghiOColz~-$_S-5uQP>9|S+7Cr<s=%hrQ)j%S|_
z_2ptjM2c&AD>RHv&+Yy}-b`pfWXUWuk)o$hn(dFP)y>cL=1}2cQ%^2+6J*4_w4<}|
zL2`?+h+zA_hVf<7TQ2D(m~ZSO0E$fJqOb1n@j02xjVk1XcM89^xc#&tx+dya!sPoU
zVV-aIyt}(GCxwP^Sa3l#t$5dM6qfAu?=3Ohg93V}YWj^j&WLR%mqDK+-dwL`y0oJh
z-1t7e-3_S2gBb+Ld2SmqT&n75VKhZNIXg8SPZR7}SN*scH2LviQhJH1NUiyrdN&@D
zQFmOgZ*zr8#^I=ja(><TOVcz;A*Ki*jyDi+MFfF#cdQ9IG07_&H%mXqj~Dj^q0cE9
z|18zoQH)2QhU4~kaNyQvlTV9&b*VoqaD=CAono3$Bxd~14$C0J4(q%ANfeg@7R8_C
z-r6Y8eK>+HmE1Bo#1;$u-3IFg;!OEAF{ervJt&xc=h%vsTun_U458tfUnvE{(g6nO
z$L(=?SdDI|<v7H%XP4eZ)(%`j6Ub5|28aD&A$ymIX}J4Q5jhiYbix6j#gYoXM*0k=
ztBSA_pPM*TQjX7g(d!3SNyJp!A<xEMK<2--=f!cj%hufwH+$Rs<bYY|;ojR<>GbAv
zB2Pq+dN5yO-=2U`M^^QgTdKf(6?l<Qp0Tm_@OI*jXZ(+_Dhh2eoN(5q538JfVtQYz
z3x2|x_eGxu(?3U4l-IQGpEn`@-AFvf^5n}!q`glUp`b0o$6F=8_*y2GnAt=-MWBvL
zg?j&Y`wnqW84dv1WgnU`26rlaS--{IM=1B@(4ODq4n>#2=h?qg6&~g8lKRG)T*z2h
z$;#4;7USi;J{<$7c!>&i8rltTt}J$~%>&b1V;E-nI51vePQI76_d7iBV`i=uE}hs3
z_xjpvGj$y8Mo)7U@XGhWbG(kp9gu|xXWwF-cuo`8EQ&rt;;d)jcmed*y;R>Bc{XtE
zs>~;CW*rf)*9iNJ%`Aa5tuf9taEDKk@*)m}lw+sy;;4lU{rYoP&${^GHp6=|c^n9`
z(D#oqx`FIe8nof)6K_5zP<y>%l-ZVu+w$j!APSnAaZ-7>Cg(<j-}J&~#BHhI6e2Kj
zaZ3if_;G_;y`}BUquGzFwujr*_un;%aR(mmvAzGI93EK7<KgB|e%IUnm%G~}_>CX;
z_4W8#yKARDn6+SzVKQ=@wLg;MmiPb^%M}r)_(bPuW<b-)?!?MwZH!ve9*sOp_#_K=
zQ=9k${_~8grz1ON5)=2}U^+~w<OQoO3!A>SfB$Rk%NQZqgFOx9m=YCS9~`>o#bD7M
zAP+S&kAk-%NVBRoMt`IT*usYTflCxA@{_n2OHKjjVqmjnh%bk>l4sozj!@mCzd$I^
zud92BaL&Bd&-0rKb(7V;DjMH<PbZ!N=7)O^C_+zvE{rf&RPRf`L?H6F7pZTi<jodU
zsTXzix@9a@Tv{$146Qs|>aaDWv$(kXBBEp40p><e$_f@XRWxDM#Ga0se>L8N-$;7M
zeQIy!^l*d(0G!Pn?oK*$N?VMMjHmm$NbIvm)i<QLMZDIHm{U1EIJBo2nl>ZXy&MfD
zu2EYrSKVIEwjE2+oFIIB$V)9FG4SuQu2g0nQ0l-;+uRBF@}ez|xG;6NY*l`~eRQ;9
zrt3Yc6hAD9qm^WlHL+$E{+(6)9MVeRzHCyh9FCoi?Ji?T)6_74ND1w$&oX6Hb{K8Q
zqWsuIQHVLDxQ;8;Ti}fRndMjWC*4p!u{N9|+V{m^Kx3_;l2BrO2S5f_9hiS;Mq_B)
z0m(>k@YD0*k$pcbJ9>#RL_SN-?QEj>I>u(f84FBT1R^?QH=b4BFZUKnX?I6UZ2aPX
zrX%AW?{{XeB3sgCmI&}fT4-0bzAl=*c7QFQeP^P&h(jae_?#WmQI5*D{>)BcAdkc+
z1eLjOEQHG&zE`A|Hz0d0o+`e0e^lOx1kxpG<Ju#gyl4J3c7JqMRphcgOQ5iPhpaDs
zXFHkujvcRaTtB=gU(-;(jsm4MHh1tQ0^{x`jT^<4EU2f!`R)f7HzIP;IHa%?$;jCE
z`&~L23(G~OA*9C5OT{+02M1)&`c(W*0AP%1Y!9fY61U5;$d~mN6%^>6o*)FL_l*VF
ztAugM(G0Q)$lus+zcbqrzjil-rqe%jyQ8q5@IrSV#(Muej$t}LTb$7z$5OIQ95Bom
zKaQYAB@c1w)5=s=yfRr5;+b648s~&hFY;)pv29jyzs`6-2~uJioid>x2=j^w2Mj!S
zd%Hm>&TwY-X~)Jj5*QkkfBN&KI>v_W?M+T!l?)*nJZ}b-NWWlC5EJYKdv$o(>@fEl
z^ukYbcVSxNlI<+D<m0y8hhw=re`&?9Lcf$Lk`yugsWDOo&T8Va^nSx2Mj3S>DPQg<
zfTTV%DDE9*0;$X<o|~jPg(IIH7^HNLMUfxmN6qZWUU0z@s@SSa6*iBXwqiG?cuIgU
zgZ;UWaHv8am(5ODamq1ctglix)=Bbm#il0YWB4g~+WvUI5`Ms=sJ^^YQ6ZSv;OPIZ
zLyNsMkCU_R*4IJa?NGeoDhyOfca%1>ft>i@TX&3+xLm`NIb!GAZgz?>7FY^spn<`f
zUpB-KA>7lHZ~i3Z$Q#I)f5(Qf+7dLI*et8kux<DeX+R##XH0`a9+%A5$g-#jR!py*
zkDh!F55KC3wNFjNHiS0GH%bjk`en|O-38Y2;lz4=9?VUpohpc?bKeN3%x)vY(jjjN
zV}|$VDluut?9rphbg&wKdy8Zxu?AUsWnBtBBcAPr&oR!#G<FDMwcWGwG^GZ|lG~fu
z<)GU;ncnhRS=@h8g_x>i?OW=)io$F7`he7<7~OwPEFVZy6X=_dE@c*uZX|>+#Uj&A
z_19<l35KIr!Y`n4Q}^LWaXi^;vOaHG93DluaFWc6Q}x7<eNQxVr?tX5NZm^OTS7d)
zPJ#w?0(0~k8@?So680zS`8P-2(s9D5<!nL{stL7^J9Yxy7E>eqOrJl$=B6aZ--@CZ
zV5SAG&ma8XjFfqXPja1tEAQuq7(ed%&kS4n&j<%X`;s<h@xaS~?c}#BJN9i}ma(ed
z+c|@<fcV*Nlkr2-UiLA{r7__XtftGqtT^MhD>~$(eM#B*AAPGGua-<3Kayr4Skm@3
z<$pv<vrUu+A4~evAR$~gDJreJHiJzdD3egG66aa>SJ!M!8LdA)e!lD~?l6qHZ5&+5
z>z(FS2%Z&KY(WO_h@I>~_~w)-lEqMXU)g5RpBtNf+4V;s(Z+i}q{5rao_u3tK)skI
zsRGOkG)n`{Dwg^*egjj1C$_^`GtCF41Z2W<^@Cw;oIPEH?R&Zp<kpet$@|AS0wu^3
z0<mRPVOIXv0{N5*e(#dE5(6@w0}I)YGuG(GO3d3XOZW~qv3P}T_{HCv-d?;iCL#5>
z@K^zE+JW3RsO+Dt7f;W@;jp_O!fogvxS{N@_&sDP7DgAxXuE5uFJv6$CjVk8k02O%
z`GHf_<0@fC-Ph;%g!6fz|8TvJbEL*gbb(SuV3v}<kxQ;~)g!9W!@-VN1{2U93+^}}
zcC&ljAB+>b8HiIwAdRL;UL~#-qXoBc@BX?yA->{tH&+;qfu@`{M*s^v*HHv^2r^6c
z+28fJZ^MGm{GFITeatjpUe%*%R`1-`oKDw7<EfZTIxgnbxgC7;7cJqHyZs|SXlm^*
z&?-@jR#ttE|B~hbyIbJeD|w^r%R|29m|1<6__`eZ5!d^CgFonvG1&@ER<9ur;bBO$
zJEhry1_%E{P-bfim?$hPCnz5auI==4g!eQ(5uS5>jF&yg1ho+TvNvBUaLj+?=YlYg
zXEp5Z@k#h_^Q#(nHpVrxbL<=G!B;#Gr%ct$PvIDq@CWYPKfq{TMJ+14R0g*j@7;L{
zMF~R`Wx&{H=U+U}J**Fs0zd97NLdR+{XPYIJ>S~wyd7Lo4gFyr2d}ch_O6+;tQyrh
zfFjJ1>ee*DH3QV2<Cn%WMU;qiU+s>fL95&8otyr={M&nsk|Ij-vrOkueONDWx?aLh
zOmZ}FA9-$k{^bOh;MR!8Xx5<PFKJ=ax32v7Q*6rJ5KpQ*>y@5o+4b6{fIm#eWV5fc
zWE2fPneJG_e=?9?md?WxA%c!JhMuh}Umdfm%Ky;d3NkRYxZgr56kWnhlnbE|RS5Q^
zy0x?vjO*j<O@+T)K78YW=_#fA1&&POXmG?OVs0tx(NZvoj;iMTPRb&LOd6g%-J-`X
znNTF=`@`ejN~QTou}h^tWBFq-l}P8$4P}@KMvuMua@`&th5s^iHaHOG6aKfFQ>O#Y
zUgBgl<%RXd|LwnM^M`*~Wdw0qS<y>%)_L-=lrHY>U<G<<Ny%5ney4o92iMLi8fA03
z9sWYJbaZCc*2pb}F&7suV`<#*Z{I$V)!gVcI*^oCRB*d&N@{ApQ)#rau-I%l$Ob1S
z;$4pg{(ac`Ria^KsoU<$2SF!+0~k<pPP8u?s$!vKI#r~ret#c4|AB-@3#@b9!#V;U
z)1Zl+6{S3@3JM<B#5NCvv0)K_!dS9F3-PbIOD0cydsg({N3qvB<5+}$N=oOs<hw*j
z9Nq4(K}f6S9de6t(cYf7&P*&@CO2C4_O5%zh)56-k|8dx9+U(1d*tR2&f6j$XY-8J
z$%~|H-yzwa5R4`+`!osO5_`-m{&VjJ(ty6`$nAM;?L&6Lt#98XU|qzuuGaa=s3pcc
z6eP`UTDnm>r>AKc+#jVZnscUqG$}Yx%TUD=>%9A&GW@Ba?@dGwddM{kf$)J<o{2Gs
zI2*f^VnvJzG7H~>Lexm=H`jtf%e`|Z9Z-IjE$ks_VV--X_eNFFE-t4LbD?YwDWf?Y
zJzx)HSZSvx_Vh_TLJgB=NRVWPPai;VBazi9ToL)qJ{H&|E5dYGHHkNw_?V#n9lB=U
z{iOsA^JSCTiD%FE=`IXeXgQ0_FaLrLZ`PFqixna&y+Cboao{iRC5JwH;*Gl(&R;A&
zJ{3qyh(rXV?_L)W{x&smMa*_fk{LJ>G^%)?tsNHV1rerZyt@=jtUxAs7>>4xYcfPi
z$P^rra#F{7@ErXG*0fM>iejHHCRv%~?5xs^8s%fJ2iJZOwOz15_6NFF+c@MNn=JXt
zXW^DfB(U%@%+nM2CG-;ec_Ci4?N5F!aCPSJ70NV46w~{Vv%8RpbQiIL^y9Ie_wc(1
zdG`i;=+uHoBK~wYdj+XjD9{>cRpS)ZQ@Q%KYYx78*}(ZizjpY}Z@b;2`mvCCpN|+b
z9)N>m8i#E4X$}%RK2PuMkGL(6P$#E^rsmQVCEP^ekH-Q(-ArSPDN2QmBM@T`T2t*-
z5I-Wf&P>hQq8o`n;{%osRmCCg$po}fPxUQVkD`(=5&cik{FP5G*@99k+YzkgJ(5%{
z!RYYqdxFrxPQ8RrB_;2tu$r&|#YQ=bkNp*(Ug1dB)GbqAlG-G@0m32Mpr%nx;uCXg
z-Ht{=SD_E+zx>>J@SrP#n{DZc>V*K3SxRXKyP7^msO4N+JSbOI%#u%-;dPIigL#M8
zo2X^5<d{Q`6H2SS@(Nfyv_UviQ-?RB4@P~u^<6#m`4$pb(+S2;9qS9Dd;39lxc?uq
zGsmj@9QmgJwqc$qtlhh!k<xSx4iteTmdvW+Zqs%={bNs;b~(qmw88uLOYnVzGasUA
zotHWJ5qI!dv<{u|=^h0L=pvKDYw^tGK8Szi$fsrDporu}_cS#eh=l<M6>Hf?WEu6L
zPb}y+4FV2m9bSUa*${R+k2lM1@UJs=xPPa%Hfw1*PN|CcSD|;KazjpA;U}XPaO!w*
z9>;IQ$SkXQlez~n58N~CVucX`KI6UKSnn#9VSeHf{Kn<*Lg5{V7n^3JxCphAgDmU!
zC2O1i$jEVKfKHM%T>AzNmq=nUGOxF#z*osA9^MQZjj6J58DNF*V65nP@Cf@<)UXpT
zOG)^la4?V81I$g?kv{Lcz}M21YcgZwkGkJAW<GT^Vp12xhadzD9d+i5J?S(mY-{MW
z5bxl*V|&vOv{$YVrmXS=iZE3UNUG9xp4f(6hdy<jrH;AXxWsRdN9tWHXMIuWq&I&a
z_qW<QIv2g}tOXaE9(UJ6FTxYiiN^lmp|awfQV)nUUE{b2Bd&3-_vZRR{vt?!NG6rC
zR>uzHz(~Y(i&HcIuH1E4UW^Lg9<`j8N->e4IAI?iD}skz&HFm<S)sQAS0*FEHF0}0
z0GEo-!GEm8VkfUDs|1~1&PoSlN+zF2d=!3d#qZA7H`K3#U44k^?zU0Uwhzir5s>3w
zj1G%m^B&4*>Q@39oEWYW=4AfNPHEt<#T!A<m%OlvLqsP6^hZ?HjdII0@U1Tsy*Dcj
zQODrfk5Q8n-86NZdBWkzpb?HRb%QX<7+gvbu34||weXJYUjtQSyUt{zgafgfJ^&6)
z1!b1ca}t)xq8b*C(Y&I6N#r1KGdhoCHD<>j5&S>H=V2D5-OSw#m(6Ut_>vggS>NAY
zTAAmYpn-M;1hA`_Df2Kd`i9<d$ep#oPyPYs2_4SkdCFC)>O-V&ku2{X^74+qHULMi
zs-iLd!xy#eN!AqgJ8Fn)OA^&e&X2Yy`31oW{G2;c-${H;{r7z`ZfpelV`SFxplU<(
zPLZE5yYFQbloB7BHlgr$C$oD}Jto^KaAJrPyQ|CqLH%V)M5?SZ26los8ycjdSYfsw
z7j=*{6yd^d7N#D7qdx0X(G(fUJ+2b-Ns9Mc|D`8$0{m&i`fPN;y7D>pVT=&S)CkNM
ze+sYuvYT455zkBg6xB>PVg00;*N3+~aI4Vqg5rq*=jd<=QhfdMz<OsmSM*6+V~yqD
z=iGOFLq+D^E)@<)K!^&5V5&o4b}Qw!bBqzEtXm3h04?dkh<OkG{T_(2_M6>e;0J#i
zCu?Tzw1XSk2Dw3p{9meL<{ndPcn8je^~#XZC4~-?n2s#5@9i7)Pr#em2fJeAgby!X
z35NskYs3v`{sWf`iJbN=>W#DhhA=Ofs0j*er}=8#zQys<#<msNzUnIz^!x|Oe5ACw
zgLD$fN)GGuC|7Y^nVFb}SHBNsy3Ze%idVzw$%iZJEoSXIQw4?yexuwsvvn>(&u@H{
zB_aY2-0nT&<UBUV^1ux9hPQ<-!WXvbn59A#7j5`Iq#(C)JoTS@T0}k$RWl-1V!jw6
z6+S%@5EGYju}LU*JHQDTJa75AG~j{Us`e8Nu1Dqs{p->cfoU%V@dAo!Y#Q3(@sRUy
z!q<R%1-{{IGjvaB0S*^uBz<hnUjr6U^^IT^ACQ29FBF5-g&Wd*R}wN+i*6~qNR_~=
zlw_*)C{^FhE8dnX*kHBJjL*DTFM(j{Ob9yi%%bn%v1K5ImpPmj#vgk(ibg3&6lx*H
z_xj;Nhb<Rj!&8Jbhr+DOCdF6)UyH&0;Dv+adCl`}+E_5Ctbkh>d6;DHaAo-BU7GJm
zlHEM#?{<r!F3e?;qaPG{vCg@efizy!UAy8>UXp_8hN!V5K{;!T2bar@7Wi6Mo#Z_;
zJoVpi?>SE*x#G7b*#s3F0B=^O0Rf$>d#j?tl^v-GfxBCtos3BAZI1paf`v`)>vy1i
zqk)bx#Fr)y?Athx>MK%Ft1P*(r_qmnhhYZDe=^&QMh-jIihxRPt(ML0<AVE;+GmT2
zNu()UImVyJ0RsZJ8XAZMe;>l~PHM*cAr`HgouZY3W}{Eh-ExfL4d0(>p(YNtQD?KV
zQR_)x^klxrOanOD=p7p#$U9O24|?;V1Y~j<7WBb5=?-oS*D^ARnw@)T^l$G<!xWqu
zqzc~)Hz$SeK3Zbz+}EF=?h<P8P8NsJn<vb|Pr44LGw{&wn}5PGks<ND-}Y~VAs7OS
zam<+iw{^5<kg(r&YNGAXNSVdTPQUW13TJ;Fci@xxp~`@{4N<0Z356l2q?`8Jhu{4^
z0aqXFTn^nRjY%DJy~@7N+F~?%xBedh>p&F01cSP|8`eWtcbrcsY?%(?@{pWafxaDG
z4Sdpz3oc;Rm@q`>ttIfm=zz>C>7B^R&MP@LJ(sZiE<2a-h^Y?J@~e?ssxo*cNrWUP
zD4sWZCfgPYFeuu`PzTXI|Ew)^^uRAC?;$InYYUe$ar=HL9_?XjkBkgS1sD|NZ74&O
zPm6qlp$zO?v5H&&C#V1EKT{;I!I^8hX396xL6rC3FJH}-FElD&Xj(pnLZMJ7d^C69
z5`{wf4<HG3OP4NXlJBCUqahFon1s2tYuDoF(W8iqi-UthV~4-Gx*CHA55}1@XAm45
zj7gIwF$r^b?%cup_3QECi!VZ<Fg>1|KswFuzyCfKFJ6q%qeo-gwrvm!*-3?*oE*f&
z#2_mxi%H_^+O;bZ6BC)T1`HTr@~q<GV!ZRtJLuD=4<38$F{aGa)KnZeZ~#Y+9AUl}
zNk}Ag?AQ^`&dxY-;)KC7>OYg@LGpb_S%kE-G^D4eGvDn&$jsz_!%;otJL*$dQU#r^
z4(`r|8>rlzWk^aj|5ki`-d}POUT$)OjTA%r1Y*?SU<CR&A|;~~A1^zF$6nrrvpZja
zjZv~!VTFd-Wa#c-IJx6)FGO+<|0cQ9w@b14R5s$~Mw^vu(cycrv9`jSgBvF#_$b!Z
zG8>IuYz#M1lDA5ym^uARpQ|brk~A7DaW=HMHRTl`FQu7m*YqM6BSS4KgR7BlT&%5e
z*UTHU4P;QOk*w8Xv7_O{MSrmv!z2>;+SnpptHq*<GK?=O#C{hy=Jbq)@^w0{d}AH7
zu>2YolGGY3bK{>lA=K2?;me{DJSmsLj%VXggABHYGLScn-&Hj)LtK>#i7E|NcsEXp
zkR&tkJd=FR=LWO&6lvJ<-Hc8VaTD6&wwaUg(rPp~Sz3*;Zg$wy-U}(!8qBzx4^3Si
zKJsTL3hq^Fu&KHXZ~8dmT|Wh`RH*Q7N&$27;y4e(6I6;g9k}u6;7$v4aE0igMuU~U
zu767h`ZDm{f9C<}VWp3r3|u*UbxV>FTVe;qHt)2+7UQZ}TU_qJzah5477I!-%1#P9
zp5#+o7X_?rZK2LHJP|{aUkFKP5bra|$$qxZ3bg<8N9O1jvOzO<{dQz6T-$I@#l>s5
zJLP>;-%f?l!wo*4yonCSf5g=;kD*rYZT}^8tPY&540YgaWsTIj=5-LSQQ@{ugRf+U
z?eSBY6FyZIqi<<8(*Y(P;7hp^B6&8fHnaz$WDoNBb`}37J!0!8YpOBU-41&@cr)!`
z`kg#z>VS^|*!oCoXb%d^@^eC5MGa=%Er7tv3NLs#{3pJd@OxD?UMnm@bzL3YZEUc^
z-4#wo<<ysN>=%hVcORhqr7ryCzgo~({*NB6a5gH3P*|gbt`2ZBI)R9MPBL>EUWlU@
zoBH{ogOeC#>RK#|&qtsAcMv~13_jc<%F15en06`y{@W9nI7K#KuJ7xMzIq$xnewZ&
zAp73kj5e;3&q)RRn=3<{CD`<28+34&GKqZ4&Say{##@Mgqa%EHPNk{Q)Z(Mx?&H}G
z&afAo4$VlCI%5Y$CpVDzn5t>MJzTGE4|4PIX>W}ZGAnC5s&@jQK1Evo_TWm|1DC94
z%srI`r^>Y$?IOpnFi)h`Xqe<blHBxx4=c+IF9j-ewdfvyA0)4U)b*!6P8j22xCx+G
z`w!z|H5VVfOcxDWig}-4i#tXytT2d?HPsm7W{006ypT$KLP|cgb#?gA&(udBEUHAA
zwiYkAnVv3ISgmE-g4EDP$SFffMhQFhgeb(=G$;TaTqGz{>98y=4}EqeA%0v0eC&kC
zuhKHfKZ`EsVs4BV=J)c((e!dWb0`IWJQad|MhUPDGDwVNutid-85tZ!*fh`|9h@a7
zQ|qwoY99LhoQ(MA!<qKjAj6eB%<bWc`8~aH^nN*>Ih=|=Mg^mvQIb)iit`B~BN;@t
zNUAVX4@xyo6ln0guLFMR>5mkp8gE?7VfrecwR1DMpKPd}5ub~m&Qi2D+TdK@7KrWZ
z<7#V*J7zXqr>iyit3r#>&T{+|?1@yB2D8#hTd2ePUQSFLj+BY8IJ*QPVj*K=yNfGv
zsj>z^BEf%Vi}z|Y*pyR-H@qD&%U6Lbl`6cK%JtXW?M>^z$X}7qNoD+YkXEV2iApt|
z4|K#Y0|Jmzp~f2*v!JQ1!)G1cANZO7g&j0UA*qKtz}>jtEU-bc(u`lM?>D>KVNWM-
zq*iJ0&TY1z@Npnp50Ul~Y-lG!uvCa#l@{~v6=6_Z1};Yhz|Pj%R0qcGQDSR8K01i7
zskbjWIC1UqW&!#fyo30sLg6Fh;$w_Ark%-z|4zO5*vkif^%CGrVx-ZjWaM*_nbS=|
zTqM{usx3NrkQk}OveP-}v*9M<-|Ey%jC3)Hkxkl7Ilm6llp37KQ{wpmNBq*C*rEz=
zT*_u`v4i^qKeJHH`bBa=tHJ$3TO?PSvBfG4{;aOTb6)n?-`$r<@O<l5F3A3iPl6lc
z)Xj<-^gWl(^xNe&*7&KbH*<m@uMYU^puEPs9rW}?2L<UT>98!J0DX?!Mf`{m#ty<9
z#PE{|@Nrx&*7op*%+?w!5(|-8r9n=WY0NFGF%zGN3?)s(h5`PK@#$I~`s_(Y{IhIq
zFlK9V5$psu7!}mG@u|fzvbc#DIhc!)L=RW;&}U~7;>R1s$V<7H+tUm4dvh`JU<&?t
z#xO=QZGn_8vo-B67MUsENsLWT1fheQgzYb0$VH#6iHLu>1AMqQ-Y+_r16wkm6KQ^<
zP;=ua(qBw#L4Pq`tHK?=@spGtKlRfaKYbzNA3r@Pat{|M^9(mgROS^z>|h65u?S*?
z1FUUrp)?wklFu$-K`ozCB6B+07R>3W)JWE7u|#30gV>4+=DSapw_slDUzpQ*5E}Z-
zJmbd)=`%0){QG@oOV2O1hB0gjXN#o$8OUI5jg%J5>0HyW^P3Co8*Q<uwie2|I;>Mx
zV5Zz2AIKeWQeA^-WkvYG+7&&7qE<E6U0AMW=edneTO*&7GtDQ1mnk*yed!ppDUr-)
ze?6@|2J0n?t$HN_Q`g*p-%H0}Yh%UsQ(o_YzIq$L8e}L{u{v-vOqO?Zk|626`3<9G
zm1_7r`4h7N$HvAAYi7n^aFqE?yyhsZQ1j3AI|`YNcTMVG>WM}jObN$eZj)V@w+wzR
zVtlmyHr7pT51GgYD-Nb1v#16+C90OoK-L?w&8#;hmtgbBEW~})qeb7dMy<n#JMZAx
z9v-ka>W?rol&g4cft<vb)Wi!Sh#q`iJldd#HLrEV;4W;RJ-<|i%4!`J?z)37#<#<Q
zi4pkqN*<p6>LQNM?}dIHT$<N`gUI}v3(>)!S%{k#({dgBcpJ~gc);GMFVdt8_M)ci
zfyglb0c6<0FGFD^S$AUV-JpCsA(G9!c;oclQfxk(gSd~nx2XKB=W}5vw!u@K`Qt~E
zGUPTP!<ih!eZnt8euWy9DjgOcy^k+O1Y*IcARN6_jAz#0!m;U{(J#cY)s)|AWH7e|
z>Cl2T$S=&VK@tvLE5P%yH&Lb5!P7y6qwjWsi=B|aE!aOm`Sm{O%cgzO!K<YF8*KTG
zA{>3Mt4a9=I<V(khpjTNgTJy7Hz&$$`HPOEGcn`MK~1m28rXuJ;W(OnHg5}M*nBPr
zaUZs@O<t&Pldh)aTi6a58OrKowBeY-O(8~7dNVQlsa=gRdPWZn)=LP`r$(j22Wzk3
zxj})j=jJ;M>%fd1n5%<3rPzEr2XUXV`yKcgLQYxg>dKt-l~PcRPxhwZ@s-zb=ELqx
zENe|Nw5s;_koQG2*y7q2*rK_5Annnd4E6Q!X*0h0*K~X_G6)NvZiAyYi}B35n>aS3
zGy3TzRJAG{82!%Op7<nX)A6aLI(VuL8=vZR5Tf{3>wqvM!U?0gkhUOZ+rqw7Jih8W
z&V10V<?ZpmltEb^8~FNb{C@Ft3W*K5h<m@ASs7M6-4;`K-iF_27nu1aQtbNYLeRIZ
zW9#cL{+$@j)I&DnW;YX~t(%Y0mX1vZzL{?v-P{=R<>QTG$X6m7#?fKka&`>4Eg9>k
zbzsMkzx<6c<bO1NDlDzxAIFn=xL4YAJq-VWs|RbWdABD9b4f}h*^l`SM$aUl^NLJu
ztFWZn%zTOzNoma|+!5YiaTZ>#GJ~YS)gSc3)Vasu`{)+f+FCR1al`CK(6^gm@^-^~
zih^eh-NcKCnKAUl-x|lzuQraMjrs0)2J9rZc*;xyZmXEnv9v9g)z<@$Psk{5+7_Sv
zg-I%7>fx<!7~HM#B^(QXOk}?MTcd)Tm9L>5_;g@yE+MG|n@?mSZecIp-;-oN_8ErH
zbaN0j{LZvJ8np!{DU$BBuq~`Q$F>E%q`}qi_r=sNPr!HRca3e~(*fwKmvC(=1JB%E
z6F$K}hSe9~<sxfH8Vn0?grA2TAFa8_oE9jP*fOUGX67rAW8@PW$~QVim+=QJEq~Q{
zwtP+p4ds7*0qZ{Q$Ckf69+`RnkG=B%i|Y9P{+F_ag{8Cfj(}J|5wL5bvBe%^Ni>QY
zHEI%#rkPk`5=-nRVvQ!2SYwI3_b#Z26akgqdtY|peeS&r+wKA;CYS&Fo6qy?qq}>#
z=j_axIWu$T%qc^Lj)P1I|65Son01`tP9W&C8N&Y-B;b!gXa>Cb=9|dO%%n5wsj_qD
zPK+Nv9>4tZ3%>d0oBGe^&!0~R$Bi2|4m)=2fPu;egQB7$wfCyXWHL;eG>N|Nj2Sbq
ze*Jnn%U>N|fBiKb?DxYDKd8yuvSkaVPMxZCKPtd4IXM}Qj_MQ9r%#{K*$U^)n}_q~
z&(oh#nM$Z^frk$tMpjl9Y;A4p1OBLh!Mk_w(*Lgu_^S&9WD7KG2rARyf61~fcd-9d
zEH3XH4WY`W)6s9Ytp9%-9~-pwv4L0bE%Zsqy*j!6Bbg-?GK}96h0UQYSr=$2!e16+
z{kar8_%1{%OU&zrI{msOkB4>w<)oj=miKFM3C`Ht{p<26_LrBz*N}&His02ch8QU)
zpp=f(t7~>9ZcD4wvI+iE{wOX(OFj?nR8A3Bh1yI!H8U4f-iGB31O@&R_7s%BPr#$I
z#{E}NzsH7efS<jY0Lpe^Au^;gtW7Pb5BRG=EuG<Skvp@9>u(}NbXgUC%_!0e`1_~q
z$t!`MkVj|l<BHu>JqZ8XdeF@7N7*8k#Zi|newdy^*WFLHx`P5=71Qn^aQgBiJpXtR
zO7A~{(9;#}tLDRLUN%yfY@n|xJgdwWTmB@D4gd^HxCZMH1CagO!Plk>m7T)dfQPm`
z^)lF1S%OE^RoE!DhJ(H#9#mK1yV3$k^bFOq3I1Jb6z$;`Z`=CzkX}W#hy410zq<DD
zod?q%0>nZ@mrL<$dXZMZ-@nl}*U?2Nz&U$cdSmP#C1seFlZO-bwptrA|B?KXhUK4k
zu%$O-?kO$9)SNt=d`<GH?0wX$j?Q+*Xni0CTVnFCSaG`lFHyO;n_Z40ecj<|!pHTD
zQha<f74{+?dTRtZy|R24G5xBS?_z@1KR?En2iaKMOMQ$|Ew91o1M#RuEjA4NcQP7N
z?ZL-@2Y-$Bpngp$1_?wEyheXbw+Eg9*1IeGgE8YD)@Kyf2mBq*FU7&UQf%|GMN1<-
zo#F4R<XqVE4e_3h>Ff88I{L+b3o2n0?IXPuWndyix>SaBsRgV7e><~^@s@=#>@|Xz
z{w|&DP3Tu0o$XD~diPUoiORv^PL6b78^vG`Gt6qojLQRTM7W(%N?)TH@b_ADuropH
zKccZEDi@18Iw*B;H^Zy|RUOLcYcvD?{;n-jfnb~3JJ9tIXkmo3ifXKSmd6_CMP-0{
zT3m&z-Q8cC9a!@Wu-4UvmLFg&pxeUFS%q}KAH`;OTg-f!4Zp}FP`#kPNPu@NP3Wx0
z|CKFL{)zg0k(+Y77DJ8KGK<s#{{Ei)S~_5AQ-~A&kSowigtYQ%tcuQ|1OEOCUeyl%
z6&<L0;2B_p4>L|^uNWt+Ny)Dd`0Hz>^j~dE1PC$}!uR$I{Fz;X2@d~koX|;POuy>r
zY-^0xf5u`<Y#tT|D*R)#!aw$QWBg-g89u(9#`wqA&>ppYq!_K&J;IjzSy<fLMcYU2
ze?}$r!iK@Gt34`gG1!r@MN1>b7GrYhfWQ9&S_i%X!dlxgc3>t%TBQtYUgW6-{COJ-
zaIcFyie)u8oLP*?kr}uU;-VGw_o{TVF{WR2be0&S^|3f?d6tjG?d-tQ*Tcb{u9$Kw
z6*l{$>41DHgJ3^LF<lq0gHCoP^h?b*?2X2jr@2@hqWxg^x0pP<=WPk0O3>>+*1^Gq
zeyRD$olmjlNe&iwR`HRZW|*Zo$u~fv@R5=K+(&kD64S4G`A#Niz2ynEJj}-89!?0)
zD8tY9vv7Z6tN&y@rGEZos6BsrEUQA8i8UPc4RK#qg~eqBkmwt#WfT1Wfqi9V@TKQ2
z$~7e_Q{1m5r8sS8`=8VU7i&6d@(WAQl7lgGb6Q{IY7VQ)fr>Kt81fLnQ`#bPCO`0&
zP>4y!OyA+h<0D)u#UJIRS^<Cm7uUKes10WkYrCPeLWWC`d6>IB8XmSH^i-TY{>zD%
zxEoi9qu+FZtHcP`pXTG^%~5c$6w;^NzYfGA9v=QS7^UUaxEP*+IX~Znhl2@vwr@OZ
z#cPpImBETGD6N#^(vv*Q{XLc`gVt8y8S3NE=k4*~#wW0zaDg7nP}v{)wX>lQc>Jf(
z&l@&HVe=$EozELop-w0t^-Cl@J_rj{+Q#cDhlfA+qyzh?>;!YRMZv?)7(Lrs*Zb%p
z9qllCm?!=J08caAjw!(AQ!mv5{{CJWJi+G4uTTa*E6QMk-`|$2rNhR*p#v499{SI9
zD5;cT{O_^Y{JsyYSq@@gW5?|bycc8(p~j&!|44@&vDiFTw+@N~-5Bg|jaiBf+yTyF
z+<IP&&DYYkg5CZv$!|6~P`0?a;b)L_ywTE<4hEw(>u<Z7hS3|I;P%2`NHjL>|1J3w
z8*dA5_*v3HNYuvQZCBDT`j<%DUKH|=<k#!4?I|{o_igw&?D-TtSQz}Tj8kY^*cpq>
z?|H*o<FFlF?6{qY_ktv98Damg+JTmj-ad#PC(u6nm;3N=5Tj>1JMDgP;T5KDp3}4d
z_D1XA*Jy11K(`%Gj1E?=DYS7iL0cyiw3v4rSK<oPGFJUx)S=n5$42%=sM+FT6<Z8@
zg4+xJxh>N5ussHw$NA{gp}ubpu*R&nRQl$`BBpOv3HbXzUk0!0pX$m$CE)KL$$!<h
z@Xejq*B+aL4!dIM;Jt=?!!Os;aQ9^ij(*q*u9gB^Pb|X62NU36#z*geVvEgTyx3G9
zeIW%87W_LtnoHlLHHTc)m6=0E=3?%S81*^imx1_jLnN#}IIo;Twx{Nh|6F!+m_OCm
z!_Hw$J={;joOO4ZdSD44`nOs3>jUgR^9+}N9j>;X^7G!ubXK%u>juKrL5yqRX_&d>
zsv<CuJ=5MR&!N}#pzVO3L;p(6p{ey0?fLPJ^C@_*r;}QSvDX2YYdX!!7B}}{Z1G_h
z=4^Td4|@~z43HrFSw7YuiAVUxKL5_VfhvPvBC&Z&YgoUg@%KMr*^Y4RKO2wBTZXE)
zg?*89cD!S22Ef%`jB63;n7QnlA~5jv?)6>v+e7R>pNPww2G#4pGc>@TKlQ=n@2|qD
z*Kc&NHkARie`n{{_WY|}{*DOjKbL^ZTZSm*^9=Ck%6^!<_%f{C*v`lgc0&IyF0W;6
zk3b+02><^>0{#euW`IP(zR8dZ===ENk8$C`h57(IDrk=iz@sw$ty{NFE4WWJ6QC;P
z<>honzf-49;k)m?!-541)V`-O?CsybpVnp0oH=UWO`bd%D_5?hGYG0eWfjy6_M>Rk
zsudlmM`b6huCAst7E(~3Q2~EcFyH9Wqmi4Ni>Rn5ELpOIp442rbgBLxbpd}pd-lY?
ziM54@9z<)N;FFzK20LrzMmRQB{(29~x7@|~9V5}!x8aSV9?s^lwlG3MQi0Yc2x~Eq
zUSP>8QqKmFRV>vyU4<esy8<tBD=}p4<ND9)9(MC5UPR2YPPh?QNS~tSHs?nDHPi_(
zbN4;Nx^u~RzN%~e=avTg^ycDRxq7Ct9JyTUbaYM1YijUUSvlsKtJ~e(sw(8x)F3!5
zT`3>H;(|hKD=xuZC-nsuOMOO%9O?)$6{ve?p3KdvLq$2}h#TLG>}qI8%X%r3p{vS%
z7%H<BBVV%&YP7P=vB^JHT87Up&2$D>P07qfs!WE1juO`Ferh^sWPGDC)HS9<SxpU&
z6qVsiiTVO<-QQ97wBspVKJ~t}k-BYJ@fi8pQVsc1nO4?{I;hWidQi)j=p*7IODc!7
zrWSmCJ=pOL;VV*?MO||&SNjwy>U4Bkhrd$>@){g2EXCJ$f4>Y=b<nJboTk=8VJW_{
z)zE>*t^@VE+6ehgvIELCn<D>cNg2MdHg7Q4kFv!-oo!jO`%%bp3s5VQfv*t|$dg#3
zS|bZX9WIMzA!pA~WbZgYzb}t^27O}@Ji~rK>e4VOy{y*X$csu)8UF%8FZDjrLXRnf
zyjqPcl(jXm*2r3+NqKDzPD;!0iIIAHtgNlUn({*YBDO(KK646_uOS~Xaw&eTEY=G6
zt8Wh)Ss<zRn%R8nplsbxPw#KFhod>#C!7BpeRCZmeSNr7F93l80lK7R(3>kiHZ#?d
zuh}o=Hc|euvT}TG(TIE=5GWL&OKJwax$<Lk^?ux1Xh3f?&#q9<gh0KwV>vmU4Qk_h
zfRzyv6`6S|WHtEqeg+Qpal_j#jDBscjPN+Gg3bo08t`W=G6eNgv&%H(msP{A2@A%w
zd;@(1*c&5JBg0HxuwQav70!pYWX<kJVWH31Vs4FG+dpb#{bOwpRb}{8q&rCDesv{Y
z$YogDK(-7kL-zKNL$wE$K1~%no`H6IFybStTG<{JB<Eqay*Wl$F=gILBtVK(hSli>
zY5{+ihX2q%7MI~mo4@}6v*A8LMrU$j!;Z~IYLr18$(7Z(Tv(1hE!j7cS{oTMZJ}H}
zGf8$i)fSqz;fH6ShX5NRBo<ZG-;;`+XsK~Bp0A}4H`7aX>rkPogY4CGux8Ui*fbpk
ziaw!ALx(CE>~ypt>T@cKs%ky>iUoA`G-*u@_$uSFPab99WM&C2cXx*q%WtY{3zY4v
zk|UF8W!$U7mS><P-`j|%W(V#<9!~l?(qkDa>m_A76B9Gx%97#l-?BxW<F&j}_ByE4
zsDnxw>@>2m*2_2I(S5P%>BYX(iIJ5uNaZ!Je9wQ|4w?cL#7XHu`FJ%QsD4qPdz?U*
zgK9k(tB(^jG3Ob;OT@!-jcls*WuVy}D`bDeKT4JUF+3B8db#0kXQmHsYiWeX`4x0F
zK+S-^dLLP;;Ui0{Vb{csi1j`)kHtssd&c<4iGHj;vO&AiWe1ckQf)!a7KKf-MK&Gy
zOuv{Vm1)nPbOdixLEY4;+G@6FLS=MRw*%^5FU4ukR8Zi9qDuUnR6qv`YLx+-9SC_%
zw*yNfI@@6#R8VgCAa6SJ9i@|v&=8$Y#iN79$;Pw}LLL5zw#C2apH#V?UW&NFD*Vw$
z_dz8M`bgtf&_QB^#KJ~=q=mMBqT2!`zf7h*UTm^_eFWHwkf_Ltcq65R{(JXd9@Sq%
zWfA=RVlvj>&qU&kfF{kKsPUp^mT0!|;wc^Tr?nM@_}N4`fATTpBUUcOc543g4+H*6
zGjm~VtG=1T#MT;>MJ13`R-rt%05vihj5X$@)O+f0HPN}IM6KyGRtD7Esk|I>ROUhy
z_Y~_|A?X?F>sp0H*j7@CI}Y~$`kKzGP(Nmt|IM|8*Dz-0dVR4u%wa7Qwn*vx%Ill8
zH8@dOj@c&K_oTdvmw|ep;$=u3WF&2NYu(hwB6^)$<8*N9z2+(Ps_0X`&z{jQz{3nN
zDWzC;D1qJ_R#7F#H@oBT=huOFy92X%wym2f9z8F{s-w@fHiuc83z#y<SI;_}onHYv
zjlNw=2PdZd1H7#e^Rfubc0GCJfIn)38S7eqp;YUXe4S<BZi<++QY<_2oZhTS5$I`#
zh?QOGlk=sr8rYZ#(CMpN^yf|1p_pBV`sWR+A89{t7=HmVKXrzutw=4{FFCgo7rqW;
z&F)9*U@Bm>1u9FQoyJM|TIHY!%%_6+Vp2-5?BFvx;E%c|bs~OCl|v*be4R~jGdjO%
zWl&T_pNg+t2IY8}Q;8v~Sjymo^N3l|MZFAujzn@^1ulHufi=5dgE|!J&>^b<9mbtU
z%t{s=aw~9Q9=i_ICUC0zqv~Bveu-2og9<G_rvfkYDluf^6BYT)zx<h35VJ4@o;J!h
zbUmREaak4EJ4tsN`P({#vFI@U3SzzsfwP5x9#i|-tB+4x+KF&8p{QBOZ#FvUdInka
zH=aR;GS49EY>~<q<7F#?mo3oI%M3nW+@v#seKp8kyDb#6$#0-fTEo&7CR{+w^3E*s
zMd;{d4xi6&XvtSAgW@JWhs{ywus%{-hsl=^v!o-PZHs;m`}s}v=dk<ZvF>~dp0DV_
zZVM&q^JwZlyDd~Qwy-HmMF-|z{>N7lvmltgO-^LrxXiU3&^nma`DpcZfb4=w*lA?X
z(CMRFSSo$AN>ByeFD|%(q|7p0T-S#+gA!8*I_$tyM;TCc@C%C_OudYl??d1z(Vi=N
z*cj2W60$4Mt7Y@jp;@)Z*SIgDt_-wn@ynaoek~1OX&ktyvmU7S$W{(@ee;GV+B!_T
zf|$i2aJH=Lo7KnME$xkQGoi5gmO+W84u7KzK2nr{g^n_?Gsext!hgLEJS9f2r#=3c
zIvCga29|LG%X7%Y+)BL6ufmWmEWTmZHN<=qL<jYKbK)iboa~3U71^`eI-1~7Y8h5t
zOjQf`YZl|h*Xg4_yo8t^JJJ~dX&?QC4j=tfmuBOem@;T!9{nnF$kb9SJDjLKhg{uF
zeGd8M%~zX4{zvmCYjYv{JiaOQ;B2Nck1xcsosa2&zq-Gp?rCqW^p(_m{}$To&D0tP
z`+7<_>{R}qjg`MgVEK-4oZmbYZM~Ii6cv>+e6#*G4zC%2w-pDCQr|y{%f+hSAF2iX
z)vu=%{DV1k-FnKwc&&iH>reCOjFI~q$PU^p)^xbGMYFnkVCfSYs|Uq%v;Z#)#3UDE
z+1?mB;P3jA9Ap<(!u7r5>V4AY$5?mx8D8ue#9j|<WnivrEujKKeu~g8gE40jv!)yD
z6n{tE(_ZCwWEWMz-_2A<d(>zP`Q@-<c}}Ft%AF6fd`AS%ZyKWA7Jj*d!>jt^?QU+$
zw(u+$t9Cxp3i#96Cs1p94fF}L4!a&>`R|W#e#1bt)oAO1Ep71dj}a&;t%9_=1~wK(
z=s4jB0$W<M%g?KL_5NVzBP{>zA<l0c#4dmDNEDS+G5s<n|ARjf=%<~boj@QE2n0<?
zz#oCoOrQecHgDdHh=>Rj6cj+NvN<6=UAd_tHZ~R|B_-(HyEmO-uPIbiRG?R{UbuJf
z9yV>-#G0)yE-nt0m6de1L7`B6l0szx?9!!+R=^*{qeqYM(@#I)#*G_vmO?7PPZcVt
z&)(i%En8n*z~7ZC)JaCQv`k9&k3arM|2DB$Okd;a>G{eT`%+R;8vH&ZBLl&~!S(O?
zd;<iwvctvONf_FjNu6F(Q%k>}F}A(V`~0-^E|zS%jWfTFM29wwKlD${EJ0pj1?*K$
z)34XTP#=MAVqA*O$Iw7Yy$;m-85-GuD17Zjc>II<=}+_jOhhS_8Q^^%I9m!awu>El
zwNgJJtpCb~7~9zn6S}Df+wt}E(3a1~jmj$Y6N&04f7JWX1_A&mj+a+JT3d_Z#_AKA
zcZ@~orjhOL{p?)&^N}VjWuT{rHas3~N-NRN$VjO}RTU-}H@q3;M5RIph3*ZJA(x?`
zrUnv?O*V8H2>7^BQHlO0DrHb!iBR)K%AmBImj8~}SZA=`i)tATIZEgaV7j0-b^06e
zajmox15AzUb+}$yiAjoJ2wnVDR7UIYuDQAnt~^6}W7qYvO0-d&(oSt8kEp0ZsHIp-
zemk)MR|?B9$l9b{{*}TCOx2N5q?4%-2eM1(>+}_yR^uzAu;UxlZ&vMSD#WvL^@WIp
zifXv9Y(k~WKqSDml1jX7rYwVNr4^WL)o?)PF}e(ZcP-TG%av~kTSEi-o^@qVEU!U$
zc@;ug%9W`H0j`x*V!$ivz|;fqu7=Ij)dN+xYV}agQV*0Z3i-HRUWox>r7cqLCz>~G
z2ggeoTO6UVAGTn>=TaFCJKHvBi?!9&D2<4M*&Cga|JMcPLp?qEedfkptbd~~G6HJV
zH?*P7k5RV467WX_1PVM{Al-9Rs|;Eh@^QPm621A#GN9g%6*k-+&r~sGFj$~o2C`a!
z@=lst=?$PqpMtFk(;kGlQlQZu3d%9nkv*WYqp1-NWEZQohXl>`U}l8)a&<o$UoK^D
z5C1~ntP3i`9Cf`e`TdR6<xgl#e%Y(Zr!q@bvDgUTKp*X`MYxn!iXm?1^*UTiFU9m$
zO*`$4S}cvquS7o=ru|me)Y30~4Qrq_-q$^ps+Vu5kM{P)xb(aTLlmcO(*F5*F{Z1W
z(AlW`ta9{gVXhVImylP93!#3nYG6aWYI}G~@Os*VDu*h|(AtoXmWH|m7%BUuvXWgb
zuE0P`WqY_<RE`hr*xN&h*a(Mm)%`<4Wi=fLSl1q?O|_b**iqYXYgo#_U&v?rWmW%J
zR*6X(eW)gX6)XIsqCfw;(0zi509Pp=X{AyIg%y}$&+a2B|93E_q`^L+j@?<sbmp&q
zmh5`cZ9yW!rIca}@l<IGDJ7WhFKN0h=2f7dt6BX$J4lT2Oyhw?d_fglSso-Sbtu6Q
z4;39!OEA5y%|FvY<H1op_0WS&2Yr3CH#fqi>@o~-FjeZ1U54qN>?h-PwiIDsYLWU_
zrBn)gp<#WH7d0RG^l>JRrWfO4cQ?4}c<5T+7D~$TwuQ<Vp|}E*CG2((Vj{$${8Baf
zi5hL84r2p-`c){C<6?0IzH_qr&uo#ph8n|Zj@O(uf(~grur$J@%u)<dJVd4IAhQ(H
zz1ahDI@^e_?`5HS9h696Z)8Z{kK$GC`ES|5tH9I)Gfo(6qpXL^1?8BgYn))lGEOLG
z?-S}MmDS({736Mbs9g_MB3w!@!4O4zs`rmAt(x8*3o6l15$LY;kLpl?Omz<iwS1(5
z3F9OERDEO-ria+QnvYaD-McQ>kM@z1TIuwW^|qK*)^uC67GYnKhAkFXY1?8G?@85L
zds87U=apfItypOXx#jrCm3^(IlZ6QTGc;_mOiBj=>aqh0stTy!RIM_wGQy>dQVem?
z(AVb`?SLhNqnYB63#yF5^D6LNfOfsoI@nNSH5T8{=I{9iRd&SWBG5(z{{|kQs`*H-
zf8Zl?E6~qP#Xs4y_{hR4xN2;6qUBTL#g|1GqS!D+%YRvn>4C2>Ud*mQKQBi9*w$9)
zrSXt`z`i)V-^Lmf+FG-Z7Y(%MPj{*-@qT0DMJY309K_d{KT+*bF*Z|$8bfQ2ng0%{
zw;#c4KzFszJl^U|e@^RPU5)hcr|{_23310RG8gFS(eLm5vYUNPiO<80s!H?|X{;%+
ztU;-AqJo*byrZ$EM7{4SP+uQ?KQ{;Oh>S6cWuEhItm(W8bz^2~j66WBF=n=CWGz84
zW@cMUcvT&^TwiP!b67n+v^HecH~R>cws=cgg%3mxm+z^{3i_Tyg(B_W#pC0-Ts^Ru
zI=ID=Wo?J+wQfF7pWZx3WfvIQ(M~x=h|I%`0Zq>YNR=D4@uhBjP%TsX&N`@#H>~3n
zo&f@VtZ?x`28MQbRhB_`24=kD`${@gX&kiC6zDSWFr~Bf4OOfi&}Hx>7c=_5LK)Q5
z(wmPoF;fJT$7ht`!Sf<~H@Zc`&l@_ZJa2fKj~R-LGg{9ZmUL44Z2qAHIzzyku|9CN
z5~>CJC1jT4;=B&9YTz&=x*WXBaPd(NhIX=7*2AM5%+T0y-e5V@0#%A~pzaye!W_?1
z)dTS3(@W_r0a|6?F2<#&c`Rk1okhXd-WZRUvXnuE9BamDl)=xDNXRO~#d$#umw_%F
zqVh4L4~q^C#(2C;Lx+QkdSKIm+Bp1;ZXIa(E@E7YE5y(M8>RfX0?g>4eUPWGod}P=
z?Vv9IuNNq-l4H%gUi2n@Rkq*CK%k2W{GD|7vGqE{YUmJKfEhh?=rEr}2dWH4GCENA
z4003Go5xjomQ?{4MHw|0`OQiPUC$sD8JM*CgdZDt2FW6$4r<y`rRcx4<Uf4{`Az7P
z8tXH(bZ`~pQcOOEwpXc#m;%gr(}`V&#UbiC9HGiUjx}Svndh*b?a@myAFiYS>PHyc
z$qo~`+OzB6Otr}Z4E48eTATbv!xoM!Y=N~+W;WO+xweCPAMI^L`{beBUDSQ_@W1b)
z>jEm`Q%i7ZU0+z4vFoO^g8~d~r)dX{>}9YhSiKC6K4<D+bPL)J*htN<L|$1n>{$X;
zxYnWBw8z)HFQP$P)TM)q3EdZK)x#S)+T+3?bsdgUK2nA?qo{gN>6<gvH^)EADrfgk
z&7}+|Th#PVy2@aIMj0HV`XogesQD+2GRQ86i-wN>Mjfz`T2R*(w7+jQI#9mhSs{kD
zRrL*pn9*H3Lz%Cw2#>!~57wD~@+C7~8}3QhLuGXhs^u*6Cw=X8-exmid{rO)T_Zla
zlf70p#r|v9eKgm;NjZ-;rRU8<L;lG;8V%1O)64K6u?XLd@z&OX<M|UakGICf`{@|k
z!%bNa_tP-r-Bzzu233lK8r>blbYKv54=NatqPR?oyH9g4ZFoy|9a>6o@op-HzUisd
z;cg0MjBcw_=1)7qv1Ho=oY^=89a^cc2UEYFdQrh(s!+jP)V*2f(A0X0>KyuUE@r&#
z{))D!Z3o-WCDZr!ch`MTaI;v`X%4pNZGnpsSs2>INm&mMvoK>wi>8+W?SC0t9M{_o
zz1yqXM!&DFVQg<#g!Xf1FN3;ur684crKmj2=<CY9mY{Li$o&2BjE^4Q63*5_`p`ov
z=#RQ*fa2Lhak&h46N)fZqg<J`V1tYIQZe)m4`mtLOT~;)ZFK(TpMHzLlI`I*^UEM~
z@RKyXE$CX?^R=Pd@6ev^P3{wZ+W81ewm-y~p9i2r13`3VCXBy|PcFiPm>evg)<K7S
zsth#bk8G`5{_hX5<ktwC+3>bj8K}t@*U2wr<bR|--X{<U1OkB#67WYLGy_(xT7|iD
z=fcLu27UVUfs>OHj1)mnYuBztRh4oRY*7(&IwM<VJzY>ibPpdsgq4+5ebAjIb@$bk
zZP3<Md!y2=Tes+7Jqk+i7A;!9#KeT&ynXcOQ9OS9SWR~-^B;Bpy6k<_zow?92n-CQ
zgA%FCgV(QLr|*-NmPTh5d{wBjdsSwKcEE%$PoYC=I|R42$J*Z?psb=Ap~IPp%J?r%
z!ok)AOXu{U-%}?YFI;~EdsYpEo1-Z*bC?IrCL%sejQJ=nlj6HyZsMK3KJ>}Si7AEn
za>W&RxmuuaH};A6tiCP?-5QNRcT)s=n9*7I%Btj;(2beMkKYmnM++gAyz2!a-vF&O
z7RAgJC(qP<Ze_x!U#id(I5Po!G)`5c_|R00*|~Z2#+Y^jKDHK@prW=0qZFHGKFQ64
zy@3I~wou=|y05epeMLrE!9&!0&Ce(esne{z6d512bTAR)vx0nj6H5S(k6+75X&pu?
zHpI*-$cLSQ0lqR-Ux3(GUPf=Cp|T)po>0D~q!<H?jOZ*#NpcyM6c@qGzz{t&Hf>Q%
zH5cR4>^%4j_y`aRu(hy+K3#jXVpGt^S-G$?FvK?++0*_gE<-<Kk=E~}1FSN0@uW(M
zo%S~L;!<7aI&%Ykdc%$;)2z+#acT|%j09+J#K-2mVwBg^VvJ&Q){N8~*clpPzD5?i
zJq4xcZz`fsbXSFHi&L#ku{yg59(*2L_=Z@PRY2c^x?Yo+jux02mxcBwLIj!$u_3j9
z4#*g5$4vM?jLn3Dz!2ZLGYig>?ai<`y$GKt=3ttGIT9<Xu`;;;AE|6~p6O(PUXN0+
zA~_$!ZA=heQi&ZIMfkY|dtWo%+7vTVauFcnqrFIg%{fdNyr&52_$WCC_B;bDuvcHC
z-IHH}0cJYNz{V7-vJ2rMFoY|ghb5T>^hSH?dNw|?HpR@;Tm%^L(cVaaO&awuJ%!O>
zzMZxXy6Rz?HB}Ev9hTDdV1NNE^)SuC6rW_~B0$JTJD~tu3K;pL%@|vpnUPEX?YA1I
z@BdL$ihd^Swm2z02Tv-c*zG8xgJ~MG#q@RC(c;$?D2;f6()*FH|9AonjE#`}`yu*!
zuk9-!P0vE|w=3!Q1t%}T{?myleH4w-dygUXbcOT6+4Sf1Y8Dmvxa=$XeN}QA`1TSw
zFZh(&-HP1(C$!{;3dQ)cG!Lx}_-Jb=!0(kzpEO*+l))Dzxv<qY#2jPw_IRkOjNas`
z*&mqb>m%4ufEDG15bEi{LEn(hY<9G&3}0#7qmGZAEHEWDlMaOKAQoanS|QyY#wpsv
z<k$>2@C~upgIOs0(1B_Xh4?%nhu-X;SRtkDe!5C~_}I|`Z$3)KiljUYmx%G8SkWH5
z**62f?!MoBT(bZH002ouK~$O2e_c^A`iP8RYhZwUc@2ImDMhACj)5#e(^JgEn3coy
zi|zP~e5PMi$j`~6ZE>E4{Jo9IH!`9FaVhyb6!Hh@*jPEctqnr2B-5L{gKR`t|0D-x
z)is#l&9uJ>my_UN%)^pk=E2wZ;h6}bPA@eTpinBus>j(#DwSfAFSC$u$~QoFdt-cc
zHyuWXdT=%2<61^3cE#soWhd>i)$Gpp2tAUBKnD{9IhkPn?F^Jj<(Qy&=rrNa1UQ)T
zu|%;D`u*ipggBeP%TkEKN;y{DOh-~-6(%Vj+ER<!BlpMSVR{*kjrE~7cxNh3?zE%=
z4ybf88iX2&@nuOK9hj%u9^O%G;Qn0E9_DJ;^1({>_E1M@O${9ssH+XAGQ-{+A0=j^
zov{FcCPIW|7NV@C7GrIgesOAI7Tqr{a$)?#B#9}uW)|Yhq+Cq3HKPNZR;3kSs-4n@
z_cu4js<eDKD>92kmQ`UxW+BF^WcRCMnw1$oPG|9tia_WYX$t>n%i<r!+Wj&`fn1K%
zY8f&Wi|q-DY++P@wymKdyN`U9MF;r=iiHSEFF?7x2IFiQeW%1_(g7RaxhZ|*mW(2N
z@jM4p>wIKt0X}k2FK=oQdv|s*-m^8Ovm)wZb~{^yo_~ozTVn*-im?7sHp*l*nBd3Q
z_JngU;9$(hk}ixLe}6X}A$BJ4G8dq*N{&?#nMf*@Vv<U*?A$<Gj5+-R-5gEO(@Bi8
zNyRwvq7WC~@nP2?K!VT<NeGmP7#$wxFghp#j3%6a$+XAL3LWlcAjHlXUS<j%9%dn_
zgwjD7h%&dGEykREfo={a=;>&Jv&obWMYuT3n_Y(%RtSBNhCmA=1X&nieL^0c8E=9j
zxMsqGR5%EESkjv5SEqScBJ6oSW<Sov3{Ois$ZJ_#4rY2Pb@=#E2KJ^F;c!P6hz<3T
zS;+)uoAC@_q>&9~x~(~;zsN>AkpS(Dh1i%?M7M?atr=UK_JV2)hFGWw)|)6X!?x@q
ze3g=mDH5hFtj;K;|6j+&qH;R;yoHd5=ato1keUZ?ArJ5C2oCr+Y;lHz1$sxOU`0wk
zhFdGfYneq@@1;Fno88g|p|?^HXlaBXYZ2DR<T7^Psi=dS$#4+yu%sO`kD2Ceg|KIN
znEfCfGkmP+;Gtzv*_f#kkkr^c{|h@PmC2D%stkI3Q6|Ns!U|aO4d9}Y{gC1lXA634
z+@2aIm<sVrY9Uh(_KI;rbOt?cUhK*Eiz$v~*ql~~x$!yp$jO`z_FIvZPyfG;uM=`G
zz{;3D2p~f$!w)a==z#QhCEB(yyR|h!ucsi;THzm`D%xY6f4rK^w8suiJ$(N#6Cn~~
zc!~Lpe|(a|_(yLQ|7d57ukL5S$WR}yCOllrEW@sZ0<2W{SS=m8*dz4M1Oz%5Gd}W`
z!bb)weB_~c#z*#H9zcG7DFq?UVt83mK2nBN*A+gpgNl#b`;76C<9r+Sk+XfR5qdk7
zu^THRtdGlM%D_Wm2e(ofTT}$9O>1Gv*dn!A!`lk+B~@4!or9Sw!F-L~Q<G2KEioxF
z1A(SS=wL3y&o2vTTl~O@Y2y<gr^7*Lh#!2I-#Ep^92=7g@L5b2rn_1qp-hUO67w)a
zB|z}oxNP*bF@dwt5T)`O>`O1k)%<dt2-4p0MYo-slpRp|s<a(1MH$>sv`0l|qVFGP
zA;d<cw1cNPNGg+JQVZq0=FrPRI&+_kF^>)goP9qXL!3>~$AP_1n(Z$^=%plPtR@j*
zeWbz`6=San7ZkohG0yt_eg;Bp6}~~L;u|!ARg0x^97-(23WZN;h}rFJ5qeJHBke?3
zACb+B7wdfFS%r`6s?gz1IzsGKeB=X#k8G{sBTp%Oq_Y@jUl!xU^Fmx4q3t7Q2iqa^
z_;Uo>8zacU1nci*GV&Dx@e}?^goBumC2ufw`2F=XggBbO%R(XlP6m>St1w9sphyL}
zY6iQ~>p8|e_~<yjc7jlhugWyWi%`y=zAVj!gqlBz)W;!z>Y6|4=_81mKUEY$pr;2%
zeM8)nRpJ;mf6}-Itsk`};-%aeVBzirTYq0v<QJhhB?G;dd<L<jEsl==lK%d|rhN#S
z`969t{~Qmu{|WauJEGOd{`li<<pE`PR`0;j-<Ko(K@`&NMWW-Z@!%O7;n9x6tYt7o
zEXM4-eE9SE2;lSSEPNF;H5jEhMC#K#W=-j9jSO=8O3TpK$Osl1a~JBp=4U+UL1Lf}
zPaW%8uX|00qCln?vnuBB2~w3Yt46l%x-qlAP$55Gv6fIbW=_w6y`dq#)yO2cr?Bxc
zbCyDWqO{>LGuP{j&0!8Z*;tG@Ma=r9KaY>?<)yR^BZQ0&pB3f9PTv4uh}CUze?=Mk
z2(;HX>E9(1<Kv<{1oQal#24bKv=SGqDzVqXrdh6a&l=*6&~=Xy=w*)J7G_v?{3XgN
zWtgDYL_U7aBRE<KvE&10^CWfZJGJS|)6SUQ40Sp@2fMGNVZ$_L1C6POhaRmh@#SwZ
zFyb4~fn8Ul^04c2Dpu;qVl;bHD@^$DIy(4TBiPRxYY#-zI)uK>Y|a}0{dG84i?H+~
zX0z<lossmlo{nN#hf}vxvHMIS!saSBjpY|tAvv=Y>A6gRO<Zy@{V%nFQ1gWIS%cgW
z`b#9eX*1Z%9P3WLWY+rMV4hu!U;mgXgZCM~LS<o~Hr09BiRg`arz3K(`&v3Se5l;S
zbnsRNY)tuZu`$Avq!P^D5rZK?w&<hSn5$I}{aq2d<*DL%gDKXXRXlG{Y#biHiF)23
zz>-ldnCA`7I-WNuKBqQjz58<{9=<HbU!S#O#%hYgTP#g@tm_%Ghk0Sb>IigbVUA#L
z3#>hsh_XsKLKSN$<5z{l!O93rCouK6^uROvTE-S?aOy!8c3(<C*bM*rd(M5w3!|4m
zK)2Rbc%!W~&V*;<_}wgAUe<-B4BQa9If^L*Pcy7LqbP$Ob!G5`dFE1I2I}J-bA>;y
z`<yO=^^ch{nA5&VWzeV&8x=Z?egz%YDRh|IxDK=4bVlgT7<v<Ru&WsBE~lcbss<Aj
z8%W3h76V6f0hSE)fRJZ^)($%CK;!e`3K<SX<Y2{cW+QAv%<Aoo(BBj~xQVguQYy-%
zHJH#@p~DV^4#N~WIBMvi$Rerw`JA_$F=ksdx_O!54IguyeVUIGPjYeTvw&tNzuD-}
zPvaTnS&e6qn-$L>M>g#lB=xsT{(6By?QCFg&PQ%ZHNq~YAg!<pBNUrb)#bY)bgN3A
zbWWpBqU8&)WMqq1kpEmEU%<$}kb<;=DvZ!^P#gUmc3U(8-AobeZi;p16*?$3{*T}K
zl+j^?7gG;fI`A}}!|KCIBf~xO9G1`e9G2FhmlHyF#?rwRj4h-wZBntJdi?LPa5U#*
z$q>pG^wHYEnB5jMKBwE{!^Ybr*LFZLdz2q0EV+RWzE%isX^pi9V^CHhL+Ai6Mu#61
zK6;wMNAG$<UrYOFsT`;7q+$2jM1;-hsO%T#UqQsPJRD!%i|H2?nK&#>`SfO8wK90i
z8KK)_=wK__4lblHYZ+Y>w)kr_V+X@Mo75hujns>ezr^tNHgw%nnWw%wln5^yBlJ~S
z18q(^G@JJL8uvxeIvjt2K>-R|ELGTILpo6Pup^e~o9TK;Rn&t*hwaf!->j=1L@a%C
zUl)wo@)X^?&6&PADjz2z^KfZSK=UjE+CRlIw&-Sxbr%(7Q171<Wiad&%Ak)6#%z6x
zZY|7}{z+FEyyiNf+rkM&TQF6$g+J@s0{cO6%|eGa91*%Z4uQ@l2zE8ax+{utf+Fy1
z{H|CynhCIEuzQny12rD(;bn#|k3EMGPam$90$fcf!mj(-SUJ=~TYhsGFZOXk=&ve1
z`huc8)YZc_g^zycHTY;d<7VfZ>gSL@N78fS;1=dscl-s)s$`g;2zng9j+#RXuw<-a
z9!;&w({o5;I>`QXcs6!lO~ZyMt+nTn)<$@eT!PuZMq@~DLvu)O=TEc8w8n(*uc1Rr
zY94Qcwfmo{&*Q(l0tXvoES=5--Y)(95i^f>GG*%FRtk2Xjz`!RUF!Gfd^)N%e*Enb
zS~#200e}m(gwu6dcQ}xiEsP7mg!vcHp_K%|t!=S(_anv@hB9;3@!y<-gTw?&KkZDv
zU%ovY3&ZYU&$7O7a}Xmlw~YSWM8u=lR7_3y=+VIuU#z|fBWj<Jy%<-+)3NJBELP3!
zrY(P{Cnl_Uhz^t;&~xbL%pAIIJ!N$S9IS*`I$kk{J{V75>uIkthrXPOu#eOO6pPEN
zaqwn3R!(X>c(OUH>2Pj~@AzQCPj}J5#}dIlR#<yDj<H2WaNhW3cbGn5GE>e=|A?lq
z^|Uu(>fv5Gc3*gjuuqvj!^%uRzf|EF>cP%Z2p?zmL+59`?S{~>Cv-cf%ixq^T}g3h
z%=lj-;b<wqlJ|U=GH}r-17k(stn&G%16=XrkwiKhqr1ci3--su!9swcK`hUL-w(iq
zg%|0dwcu6~to`FL(-sCZ!LsA$Ux0(e7)w89*3Fjx7J-Eu?_$rAKDygNpaZ^GdrPG)
zq+!>|IIQ}tD{C3dey<HCe0K#MTG}u=?0v$lZw_MC(#9{m#PkU>nILc~tKY)S_p#@P
zUU0LgbSPKRfw75$7ZT~LdM>smc#@cpS*vc+LB@SLvOIqq>yHTwFER3|{@{;DM*d*N
z_Qx-{$jJYg>HDdyehW9<!=4{|!_D55UH*AWz7Q^UVmwL6!>pAzF|?-}`gC$eYL@!p
zRs;fpKp<#B0{#dDj*-b^`2PFv=`46uwmj8<J1W}*l|4@tb8}`x0u>O~RH%DW*#n0T
z9g3bkd(we+K0fN3l+4VSO$OQ7*{t`-%F5FEjLOJI1@uutdR@D!55Vu-xkCs1X+p_A
zaNq!~Kb7IHd-v`zFfc&JjveVBM@qN4-=-@#@pUt5KuhH0SI`?9GIPoh&{Bfa+unt(
zHM7{0oKdWH%E+dD4<W6V<K0h=soiJ6%+6T!aaZ~znkUb4u=D6s6qZ!d6aKflxZ(Rx
zyFtKb?{-Ip*wG8%i;g@;W>FOaT*Npvr(JzY`jos%trKrvCqs-y$d}8pvakp_ayeS@
z`PeP7p*PS_q|4-5C%Y$9SL0rl6niDFC$;!sBN6gzYOt!LnAX9M$HOiw>v|p1<T9=7
zT#2%3+?Ps}y;WFLVfQ|))F3f*!vLayNFxm0p)}GU(%s!4-6bsz(%l`y(A^;2A>BQE
z<NLd=@AUt^M;x$c?<dx?_lo<zS9Sl_#{|!kHUpzs?gZWF&0nOvP5G_Dq0I)$9?)NE
zB%x7pbd?Z=dx?R#!Aa?^eo7$j0zDUhzN)fuHq7<Sl*MvsS+^kIm_3{8C7sET@Wi9g
zsKooWFaRk-Vo@XnIuaR27jNk9@|q%cR%@W&2dwQuLm*M2(u#pwQexlOh6Y$!AUYIk
z;K~QndnaYem^Pr}ygBeh)2vC2j17&`X6ncK;y&<mXmTzvhNhfCzqD#8fq_H?YuO(6
z!mcg~u|s-9qW{duLz#nM`6{*6;gYx>$Gb91fUsi#TJzhh2@SJ)dHP@SY^r{!s~f5L
zf|PMsCBZN56=2z#T8YuC;ES<V1F`Oh-i#Us@~LW^TRbujkN73iVt4x7p)QRdh#;3T
zW8p(R8-IRHObYVBnSd7Hj0u>DqU3jz^7kMyn<HK?D{Dyr(#RL(eJWhNPQF&4nA`{L
zgssA5Q6uGJrLO+(bYI#jepe3^TAkZS5CFN&S^A6=8#IO%Hq*Y4Sga}ifwfdE7_35+
z*EO{v#t_D{BP+!lZqi9ax?Enq7})pqBSp#qskj;=#N*m;gx)9}c}zw;_X9%iZwArT
zW_4-oY65O6I9cmzgq`IDrELU+jT&)ccXllYDXCZs9s{lkBnFD(rvLOeguSm)v+^1)
zinF{98{e5lO;*)!O=(xqVruC7dm%c)G$^KIjY)om$*OG>%oZ+Jb#yEeO!<AT9`HK4
zL8&2RM!E!aHM0n<=8C>!X9G}U{oKD{4Y0ss9s+QyP#t%u0X5Fv63N70Y?$;w6~1#3
zm*)wzophu!)b?1A6l`x#-qy2D6oPv|4e?ze<A#X}e>TGr@}C46r0>l!2OEv!ums+z
z4BJ(y=)iD1UGDK|1eju#siC<5k^#nK$l4Gp9l)(it(rdR8-wa$G8#Om>cSM%F(;}g
zY>L_@_#63&F~J2U#RB$nWI?3-CN1fc7zuoM6dV94Yu3DtvNDWHcOW6ukrpvA=X^RA
z=jItBY6#DM*v@5ezE5PA<-1AmnCl*h9lLXQhR&VEv!=aFh39jFw1r=USdYSfm7(V_
zO~&u2v^O3uiZ#~=JXw@XfwmW62hEY@SbVb1kNbFEX$Q>o5J_Ggy7fy(wps8b{oaM+
zHG{d{z6L(>3g<2urE95{o1n`hfS#Y{zclZs>tJ|xye{~Ys^1V$6Z14UiXv37t3NhO
zzO6ERz^I;s%i(okHh4n0<G?tsbTy11c+*;R*Ka`qtIkCOST8(prT%pA`Z;!Gj;}oB
zu<t9>$OR=LP0K!DuhRG0ju{LWgrvkk%PFXp&f`i}a8*&Hw0PD_iJJHEA$Ok{y8d#|
zU3=;>GZwxyFl)#V(X=zAHrUZoq#DnjHL`UNQZpr3=LA}yd;GQD_=@XY9yIY|%*W|j
zNB6E62@T`API!ULfzdZMOjBKX-H^Hm@;Y<B<Xo@edkEpbObfj;@pgU=;*4`sdf5y_
zGVqYbYu&WCB!H*egV)gAjnG6#d4FO}tPv=0GEn?eU&)D!z0~LojJIh-q`rWb>hYPm
z&`PN|ur@SAS?3!Y9XsAJGi~?e05+wk)&@G|&Vv0kdV$<c3+$`hT%{k7xH2x^vMK+K
zgRukS7Z%}$Tqbf0{mLoAPhN;?*dc8cXL8caErN3SO9%u=d@}F(XgLM7)00A+iZKX-
zQHYIfB5f&{Ak%Tjhig?57Hv0DGM<bcsUbUqBW~8IA()b1>W&?Lr|~EQ;xq@!Vj*jy
zq4BmY(7Dh0@NA+*!@ku>e=&H4jgBAjSe`#1FEk{^yZk(8XfQl#<+8IX0DzphUv7Zt
zn8kXzhV^Zvx;?<9YZ6tP&7s8j4i+@Tom0Nsr0Jc0mfT6x@p(Yx?D^fp#E%2{-IT48
zqsyrhBVx)7zo);X8kd+8e@0N%5i<0l>>=a_`hMxsJcJTP?8YYMf$`odha!0b(mN?G
zG(jCnH!*6GO@b3LD?&F;z2FU!yLAiPi_+~#UyQnb6^V7i(iq0lzT5~jN^{%D_$_S)
zZ=)Q^PL&V+b$MaZlm~i|hsujpj{}%-7B$SWS7HiS&Xhb;v*bL9XsyL63!`KV#=?L6
zq)8?k?t;m7#f`F8ioN;>z01xdWYTEYl;d5G<>F`(4eh;v?4{dhV1jkGSPm;>G`^yl
z2}r0E;KUmg9|ZisvVX%pJ&NEckYFskV*AyImz`mUHIM5&6!~iHO07(xDABJq_n7}{
z9fb_F{LRz~$egb!V`$;Eu0G(oZQZn@E+7((WLI!NSS>$t%!hjpim=u&>y7*2n2dp-
zBd3iNHYdr=Gf}!xy_jh9ptVT&VU6|M3Rv+dh9$dJF-Gl;<V<luOt;XAy!v0(I%F$?
zLUlSKnb`*<tq}At(iHTRJkn4p4^67FWb)xtQ-e8zAYan`unJPLR<nB_wGp>-Ez&JY
zYYA?iAwUBy!^P~PKgP6tyW*XcSY0FD#sk3TtX3au*AngOski|}Xnr&c<8GmZ-B-FY
zP7LelvQXD~G)p$+etIu|=zf}!h9lA>RfxyQEb5JV!k_iWid3nW$NfeqH{k=P?2)zJ
zZZ5w_`<XEV#qzxC=sfEE6(WA2$!6u?+S~Kxs0YhT5I1IA)O!zR7!s`u*MJv(fWR|t
zo-7;PtWj0yuhtno<2ZwV*aBv<YtHwh%`$H}UE`$BL*%AwLco2U)dgZPn$s$MWgo)X
zN~1_RCb*CMzstl9p5t+vBykw-dNUZB%+(|HrriJFY<;Rtc)~blyZmM`Qf7~;<fx%*
z1$12S6UDi(u&8ROBW}KWiV9g{OlU|MGl{6N;4extDCB8nx*;Il2+=~fV*ChkeIInj
zx=lSYf+pf6Qv2-?G&}mbx%VsM!xjlUdI>fhm#d5(pl?~Bu{Tz(7_VUcJ+1izTCscL
z)h>&!l;Kf2h45Now9sw?v@OG)xbcDdLZ)=X!Z47s??F#X=y-a?oWi4(rmzYZy-`5i
z#0MEcOJnn@q*1T*3_PfrZvhKiY~nPWwf=3A4E?P4N>`oZNNXaaLxI8<-bSnEJ@{}f
zM$;|vLtz+9<5O`)%M<gBEXh$sAvjK{urTX^_H#Z4!|ZUjbabjVoZaiT&u+)sH>U7(
z@HiuqxU;-w7^kWtVOu~s55-xF*5k^qNfMFz>mGm~0h3h`w7qL<@4H0#L}F2UcaB<s
zW%hDRQGd!jhAyrUg+W>eT%m|lRtXAfH6+nKW9>cYh5I_h0knH6MfabF2u%Vd-f}kj
ze*n<o9sMHv3||8M42mlIV4)<6$o|5#tgik^q>x?YoR2cXh&m{}494pWeZ?#)LsYl3
znaxFs5O5>sP&T56h0#N<^ZxIm5HSW`uVPIsU*!;YQeLmTa%d3{cRNYCdcOzVh)@P+
z-N;{=W2sv$uAV#pM~y@q`(t<Q0ppCJ6VjF0fp8+ko`6D7ZIb$B)+)|GgO4n*eJ^Uq
z^e5Y)FoKs=l%1WlrIV_WmyP^IS`=`GV_?&Qk+<vu!=Yk`<Fj;#x}yIO3T2v7a0Zy&
zj4Y39*3}N&JL~Re*88)!utS0O$>ZT2yoVf*%WCNF)8PRybk>%)YN*f|wZYhlyM!Lm
zludpVc(-JH=1NTP`Hv_kVTRimN;|xDGx(4fiyFVQ`%cgj0RHYLj90@!#8+SM_H`-Q
z1Q&;K3)OGb&L@pYJ90=l)ZlEH$;;Ns+nmqCANqB{U-w@c(FH1K52qeF_W#HWXg?QG
z4FOB4L$#oVi!{c7tcRE5o6pAY!(^Fy$CgOw;SLGp+mFU4#%i}B022QVFv*hQmxQO+
z=;K?`Iti)x;KL1;#EyHs*^X3?o4nh<-j|Pp8a}jdYHxa>{c3>$(^@%}=$E_NDETi2
zBuDBAkQucj!3WNHzZxc^k~(B`M$lB?%|JfzxcFQPK11oRf6tUG3D(a3UZ3>`CZ)gw
z@4n+m37=++3POaZvj(z)YNKpx!Yv6^N}V#O)JueCe$$Oy9Z-kha=(2%R+C=hM=NpR
zuH{%>jzEY?hLrDLg*7Q_U^9&*Psq_hpzWHq5pZzh$$UmTQ&zw#O4#H(5B%V4T>bK?
zQYEhvqv*<0!y;fG(XdA^<}r49g`<NN;W2evycJ<@eQ*z(F$ODYFi6ZdG;p^!PzHuy
zdzQ2B??t8iqcLK%$^aOV?-tgb7WAAcROXd|f;qJe9ejIri{6B?=zX~{DOA7PhaU}A
zTb76);Z!^#^(jAjp^>9N^HU4cH)OL>zr<v!?G(}-fX_N&j%Fk#R$l%y{E0kQ={Hy2
zDt}y=qRe9$94&P|MQ~D7Sf67OnJ{fN(i;(~yzQDMFHF8soD*|tRwEhFpp2eLM=MaU
zBQ%^>r#N_g(vfslEBi>HsHy(Y5>NxWn0X8=IJ?(#Z8=S8cprYFq~p!F@A>t0fY!xh
zgWh6yU#qO=RdwHiE=oyV5N=chc5hwK_;?XKm`k8y{MBbvxzt*RwfpP^Fzn>1v_j{A
zw<Jcr5uQ=<ZiC18mxz)8Tg&wCLc*q5RR`mRkwD!{_4y5`FypUoqqE@wrv7x!#<)b?
z*PfO*eVAu`PlLzK!-Ye7)86?{S%AMuzMrXIA{<GLCtgPsu=@>>G#jVX?$Xv=;9soW
zK%TH>Ic{<P;VZJy+qEoQx%`Ch6msN$<{+FH7#hZ<rhWlDVp0l{`@-%E7oBfU*QD(1
zSikA$oL}q=KfDrQP^NT_A!7O7)$K3P^cx5U)2;|y-@>I3`eWhwvuu&kY#|1_n1}SC
zrsRYKq#VWOjnaYw6ejJ4o?6rK{mwl98+tEq@3{E*fHwZ?Q7$<5ukPDlKIwj53VJvi
zIxt4?0rjI=S=U~cZ}e=by5Y^ypDWjP&s#|mk=Nz(tL>f#T|xlBjTM4#GF&o_n~#Ie
z@ty87s=Uil;mpg@%xZL(z*Zy9Hy7M*_5%3;EvqF2W_K=gv^Fm5UD=MD&y@B#l-;KN
zYVyNfw&Pr5+hm#-XJ!LPNaT-E929R+BBe^(JN;!cqf?PO1(pw}lIN&gp5Q5hu?(ib
zPCjIl;l=<NhK|%%ds)qvF+7(AIV-x$^~m9m?fv$P;C^3j<W=&=;NO*|Z|S{Q3VD}L
z9|Zlsm&6RiWGZIbFq3tgEYa~bb>$_N#Q3=5U(EKA?v6Jr6n=-M-BCZqI4seLN4;Q+
zDBL*GzWAiYp?ZvDcxeH$TydP-!KN3su3lK>Saye$S<#sT?MxluHzJL&by?VREL-~G
z>)w@$)4Ub?lfN71MPaBd{nfrlJcJ^HA<eT815|&TlMPu|`#Kvce=FWMTsAiZf14M`
zG4}yZe@D)<8IpwkKBaby=!7HfBaiyG4NQN$5J$T3*6D(cUfh$1UeH>MSOn8@`3I$U
z@>zWczvQnT<0l>H8Vz^%Z)xp2ItH%!xwxFrmZ44cy(0n<IGg0dsZXsRI#8LnY=Cn1
zF<@+J6IY(u4I8yr{+447v@f6ss-{hR(+hJ7Spap<*;~_#(;*M)rfsCA?aV46|5AC!
z(f|=%q&><#`HmebBq9g8tT{-!HbqmC!l51~5@cstAfS!TBkfTz%pxYA4n9Y-SN@kT
zoA9gkkYspH;>*@VLW@1B?tBMVHltDHg;1HBO?j~)z2uK{CAynca#PlRP;Z=TUVQs~
zvXQ3pfCu*VMIohz0cQa_dibM^sQevc?CI7#P;XuI1c)K;$#37d&@|mDsFKf%jcTJ-
z@Q)s7F!daKXxg^1M-{cAX^zjDC8Q=_g6O#0A|2W{CW+Wrwt#ON%*J$lh3y-Q@cfPc
zzIJ?he~a-*-6H_{<^ZO9MV*AzG)v8bP0fY%;@GSbER_6uBq#jChYxlR2JCIPuop>Z
zO3$xmWZYq?h(xG?w0{)B@GJOI#1Vh5-L0+Lrb9)ku)ou(+z2q#>WGUYQP8Uc2;e%m
z{gjqEwq|Cb#ma@bMMbDtJ`W$Z9hw(!XZG^*kIXaIJPw)2g?z|^f`XhTKm>LgA;MH$
z193D57`~-yA2`^Rtd<(0fH%{DXyU)GydG3|UKd`a^0_io9Q8};%yqPk1le}n7c9D}
zBtaeb#^AlZ9_s;*IR9QI|Di$rzyFMq`~!8_MRs%u7AR!No33Bp-u9bjc?S>1)8#oI
z&Rw}$iP%OEu}C)BtW;UfGxJ`82<~osiFEaPLUHVzoWw;%{pH=;J+8aM@aPo3eUk+&
z^!D`3_%>SoVShO7e7@1XI$fi@+#Q8h=|lIspn~2HW-Ad7>C(81^_J?qsBu$y-j6rj
zaP@d^LSeb0BX1Q+F$SvGA(e#&>!pWNdha4Df0e$jmM-D{_gwz}S#S6v|C`lQ|BUhW
z)@9-cw`69Wa7y1N91jl<RCILc{pB8;$p|s;G(}ARbW4aL{qIW6W{3BYQBl>-hiX>K
zO>w~0G%jn><>h748NZ<t*Ng2h2?+@ke$JDVlUI8xRI6|Z8>__({c^J-;Bc-yFW{73
zGlSQ8s%5;(57B;qg4)f^P4D((1x~XTT0cCDfF~U%|GYRU5sgS8BY*8|j?T`eN=ZqX
z@s;{VR{1Yy_Qaw;P>+Dr{X(i@!iQ#QdH671lr6}R2D+XK9D3>xhFeZLkK?|&*#3hj
zLv}@7oywsj5fRbRQlrA*<;hB`;bg9aR#qom=JQG>e$D4G%BQ;8bR6`M|3($4g8lZt
zwHWwt&pJ^D|Fgd2d@hkN@Vj?`2?GDa&xMOZjP7W#VKhmMn*MNV_&=f1zP`Q`UT206
zp8w@yV8fCp<_*6ib(bz+Z1|%6XS=1!G^!CCn#uoJBbLz9D=--R_2$1_-GBR#1Ny)F
zz{x_fHMIZz&S0bRPR>6Q{4YxY-}k_m{|x(oc?^;$M^~&R@;{T|h&+B(jSQ|qw?S+p
z&CU)dyMKjbBUzR47lZkW3vRa$ZzFG;6JfWBKaK0f@m&=$<A!WUW&jRGSs*LvL02k}
zU-|XOYW<e1V0l2mtKB^AnVc$8FYVW5D1Yn<{G01R2%hI%?{VgW&yI|TQlGpmK}fb5
z{xV3>2n*5Gd$K+?Oq4(Umj6&od}aDUDzExVdRy3v#B|d*(}TX4^;PoBkfo9i^PX&n
ztX9O&ZztQz1Nofv<8clph!&QwKe%G%Hpl|qMR~aM>jm`&Gkm8wCJ@(Bmf(Oa;h3$h
zUl#eCv3vFlAdIV5IE~lYrmu({iV<U$8id81r4pBU541EfEy9hK2P=^+N{S(9uAkA3
z20C>|QlA!uc`V{Tc6~VJ2C;ml&93avL5S2{Cv&ijV3u^aa@e&=x2x`crLHW#{xg%a
zKGuGLWo~XJSF*31Vus;r9k*Boi^m-${Q<=tv)|jli`>J7qA5Ph8dcy{*iJf}XC0@f
z97ynXzZuDn?uBiKve_C=Op>(L$8o(FEj_r$D^yga+G_$uV&?1_b!R-0itY3K`+oTW
z1f)*pQmOYe1SRsjK|Hg5t<7Xn$dn$t<N|<-yqQ<AcHAbMtUofN2)KJEFwVB^($7XP
zJmh!R@r$Xidf*?s_w~XAA&1BQTEczj0hBq^SF+q?fK+P5fnyG=6lFoJk#gV+w}@3=
z#*;<#j<O2rtDC;%K``qpa-IYQYF59@LU1E*!Y9O+?a_^=xXmD94?&;h!EtQFljX6k
z>&=mzy`BvZ={Qs~NQT!hqTLC{9XEmZ)g%kK;Qm9caoL=`nP9&A;({VMpEow=lGbng
zdC#<Sxz2linH#ubes$sfGskSQ_C>9~_V3_l;K?@j*Do|vQ`)Yh1-~rnIJ>J@8YV<!
z1U?NFV+We7aGu}W>PB|7S#$6jyc289o=ONpjsWA(6i+->&TF(gm#SC?vxwk^mrIu)
zf3@&KDfE<nj+tw-j?2GJ#$V)xzGX?|xJOQSx-glbOLQ;;^Z~2r<^N;H3pj*9<cE5@
zuOhrooCerjUJ0?0e0zKA;>R7uM-hIcL*<c*#9Vx37xV=Uz8>x^(A-cyZAMo6^;LLB
zA-hF7McAKD@k{LV4UU`N0iHzi);SYnsnb5Gxn0XRyFBDce(mUmh7#cj$^eZ7dw#Xe
zC3|hGxiQwQ7Tr1*|1W5+f-NJXiPOAAx0t;L%MHlU^Xv}SRy>p+RhwG7xx@G<95R*_
zLF462TK8X%<67D2on3-bw$3fWI2v6P)q(zd%hwUAnatSj>kSycMauQ{hgR}B{0#(B
z(0MQ}a-E8>q1}N?h}vk<7<&3WD;pxny<QpvwLI|(huJKC5}YB2Bm8_CGh6}e>n$L+
zhALs8>xDkF*ef5{Og_}Ot0Gt~7DZ6lprI#x4bV&<EOf?RfOb>GXj2#^rQgUPd*Esi
z?>f?EO+uoTDRmTwLL}r+ZjY5>wgg2?kkK^>8^`^55_CJk{!kD4qWWDY+t1!4cE?%t
zl!I_DZ3Sdm)_jZUK^`-Eb*u+r*<6)!JkE-g=7tYWk=Z}!2OkAmNl(=}H>jg30f1he
zKJAR;nD=#Tdzv?a4ALFC1l2_!3R+&u{laN_k?4)!+MuYYkAUuua(n6K&Y>~A(IsWN
zM`$pRAaV7g{PpYl_V!iQq42s3rRUV|20Pr#FPzxFY=qu_ZGw@0dC9sWdm)R(@I^w{
z@J(_7-P<{=o6v|KL-U&GNW#~T^47yW=ftoR9EiU;teF%0|Kyp27<0p;16T6k>^re^
zle<<^PGX3=uYCbjVA>CEhQh{ot!obN{0)G1>R9qn95)lXrgsMGZb&*y(A1|#+Zd^d
z2qB($-8DLatqO&v(|e#l=yVVMW)(YBLiMOh)}~mDlAMq`u{!tPqhBb45q$f~<%|1t
zV^;{>!ol0<&_{22XFP|02kVGZrpO#mjm{4BP9N;tdt|=t&^Mzm^zP0`qM1CYT<dy|
z1&ERAVzY4$B?pCf)h_=L?a6+F+HwtO+WtOa=EU6?!EwI<72~1!IQO`Zbkg?$|JEwl
zP7CYSGe+z&zB54Pq@4%I<Z8c{g<BveGU0ym_s1qARuM^H!)C;zbCe$Gy*;08(-7If
zy~c-wtq*3^#vG;>@%?iB5$~5Dq~<C6A@EpjY`Z_m2Q_Q0iK4R4i#1i5FFO>NfwIK8
zoG5mZ{>5&mNnjWBJtVea*;uKC%sf;tWbdD~eKrrnrnEsMJrN|J?%5%6y`YrA{^o=G
z%|T&;5)#zk9B(U#3c0BLcj@}AlwI!!8|QUQ@lcri*!EhvdxY|RB+wh%z|N2F{$e#9
zo=z(AL4+7DU%$DHT$8lJaeaPW9`MYEit}wlC8Tv$hvzu?gyc#hbkf>xPzOqldcMot
zw0pu~8L0AY_unV4j!x7qxoI}1hR;7j!R~>PyD5<Gz7E)(gUZ%60FRbxzNbgW)1UkS
zZmkN<UhUQiESLM#lGOEQrauPjMfY3W-icuwT*fL>oFqBHFX8EfpPadkAb{vm9{h_j
zNlM+ZY$DiBWEvK$wv%2#gT&{UHhFY{4i0SUSXT=Xr#rEpjNjsXU!q_az9H{pA%m2h
ziI}`BMv0`Jwd*4%<+3Z3oW?*$0<Vc9_)V}rM0qLv502tLk77gU2h!935(xZz5C+w2
z_^J7y+?Y>@7|m)w{>xzF-@Wg$zN|=0x#E1EH9>t*j%D~iYRP|ngB%j!e@KD<X^>_p
zu|I_Vr(aNE|9bsTaPp4Q0PZwTOix1-KdQqLAC+(OPZS2>%KZQR04h=5{PT6izIS+i
z0rV7ixbcI?DJa++wm<W`on>pzhNPvD1&UH1y23dwA<fM^&(Co*Ql#xz*Khxqr?jwH
zt@FVhbC!*RgRpAD{;3z1j~~U{+_-@t{!ln=eX~0VeIK5!sbzk|qm!R_9UdGU%<cRa
zf7R<!?%{HMT@T(EplflF^ksgbYKv6OrY&$J-Qez#$KV-@277rd@p`e)o<swlCFrJ6
zj!pO#GrNWfEyG$<Z0!?p!+Fl2rHnca$CQz(Sp^?S@~VB8mM{s!hXH9dz{_}$icLx9
zHKMqvTi0HFJIjycsoUx=?rLH9x)i>Cm-a#QWwAMFg(P!Wx8mqzG%ojz994fkc-dw0
z%`8nLo#AN1qY>tp+cPWK2M&>A4!<1G5TR>{ukSksth7_(w{Oca?g`lWQx0NY0k%+l
zWfn4I%UW`Bp~7G!zJm$sw`B1^I*Y@qBAVwH3wO+2-OrFzQ)IVHU1W}&*B<V_^uJK5
z!@>S(`CeKf08I^NFk)){teNG<?iRrcR2Nn_9-SQ!FW;s(4-v*P)<voQF7$kbZsnd5
zpxUl;W?q$HLs3znztf8kPr7fMn)y4QdQdNn;zw1Vig2yIFrfr2X>AN7%w1<Cs|}uC
zSMPBXrbe`}lPs49ru>28Ot<iSTJu<6B&0MkoPCxxN>a@$k3v24;GtRg9zr3$V=$GP
zyy(KpR|R|SnP#cFG|yb*^j?;=w+L(;V_!&7`N7F@5&I!AuUz8?CzCaf(b%f5BEH&i
zHI*QszeYNirQ9zfj#{muPQsVWx?P=r9NIYUz&bsPP^z_9lPux|QtRD$Tl+P*VOO-w
z(lkczW1P+XSDsy=!S1*^gKe1|JA(77k_-Wq1&(VMrb3KT14kSsMZZXC64=qEKXo+b
zlJi14e6hd$5#d~146CZ><nzyPnt?*CWO;ACwSsm-W;$O^9MFK`JJk6aXdQl_#U-+>
z$M0jPllt0qz>RQ0zZ&E))WcPa-wNElQ*>Sxc?#T@2-=_>JyjMWFVdb>x<H9ty;&%u
zQIdLIc|FdYv#Vqklcz4sQx-(4BRiG!qQqA}ZgBDO?7H0Pn+%Iz8Om8L{-&@mR#T{R
zUC2IpS@?*gNf3rLQ&d$&JdOW*UMIJtkT3IJ>zq-qD}8mfnEKluNw{xnP~BD8n<DO0
z{tTfgYuCi+c4zMBtI7gt;DusmKOky@O%EZZ>E`F~Zo(*cjoDQYqRP>+>Z!SaF}an{
zGd90AnF@cH$k4I`Jyy(&d;92>;)1LXrI#sS;Nn8b?h0dy2o|`=@Zq`rI6X#Bu!$vb
z6;xDQCjKV_^*577bcvhuqtecNo59mh<v^=c^7240M#m~q&$u7gi;!^+yVA0+hnK4c
zG)InxR^<&1gu^xH)gL>NdM`+kB9JsT%rF&R$6ROf4a-#3w;}OxI@EpIHjG;!hw;1I
z8=}?NH?~M0US@hxH>54ibSlKE8oHZPdzZHnp0R%tPf6t@$6P2JTtb(|PSOpuY9{wV
z5KQ{aIJp|C6QVzu+N7FOE@o>;b7cQB``5#Bb5N6_mfvp+64~qP$rX)ITk8>h(*b57
zMg~ABNXa^f6fUGyRS^+?azmUJ@<sh;{Ze<x>+4fYuz=C?k}(AZE4Zsc^C5V5g3e0*
zW6xrOm(iCUGsCxC3@l_$tk&5WMh;%LZ;ARHWRw(j5Q%cAlROu*vl44Crb<iBk1xNa
zkF$um%Q5jsx-A?ThTIt3K-IYli41h4{X_wRY97)P5S4{cp!?lN1)Y$Nq#*~H%Afi$
zbOMS%eyfXW<Jp{5U<tm<`aBY!Tb}^{w*Z5SjzCXFn)>HZ>A|g!f#9yYW*%ik#taT&
za)jz6!?Rhe;g<Jho-Fwn=C3!S6y!6HyXtLweaZJ4&-|3Bs_b=~1bWsVTl<EonE_H9
z5pfE$0XSHtPcy@Q9`9A@haloVY_&A<vNj)gxxZt0#)hdjs_rs-uV5b)iG}p@q&TG;
zmt8sAJwKjS6l@CD4QULH5wCS_L}F9iZnpsGx$^P#<bKvDXdKgs#A-r$8Kp;htB-Jl
zfWaCYOd>*-l6_cV&3ETP9s+I=cW%pnGOm3(cZoPU!Y;-WY-?(#4$^{Yjn~z9T5TVo
zK?kl1_{kf$-MHdv(n?g75D8b$I-Hud%4pUS5bo?D^+N6jdkSS~8DPG}qskawwvajY
zxSMO;@IduUk5a{9Fq{K1qc%)$kmWkE9Uu&+I7@mSvmK6p`X-}HQrmGn$ZN9G!t^P*
zddl{F{({O^fAVH>rh9%bTN^(Ygc~+k=#ka3Qly-!yE1)`Jef7+ld8{am*hnKxMmXC
zi26MR<`v%T%f0w@>;+N-z?&P)jOZpqqDkxu0sl$YYxOGgS%lsXBuzI^Nq(5lvtn)b
z!Rh2JXLYT}?v_S6?9TJ|ns4r9CLfv%wwi`)vL9tu45c;WguE0PY38q>rNqVS37L02
zHUN{hCjLrnqT!E+{ShnT2wsNyo^4GTKXny<Cn!XzI}cDM{R&%R+?xIV7H;n<k?J4r
zjfc)Hz;W1XT8ByF^%RO4-rPX0ELp#ta!iIigV>w<w<>``bH$a{SBe^Pr0AJ=9Igz!
zE~Kdu366AIW00zQC$vZetpHQoh-AZp?7MCEPdydkxK_&MG3c^Rjs3T1we|{9p35eE
zbyAh&*XLFgx}<3vVmOa2eZl3XRR+)YMkWN^o%J7mzO&&#{JxjX3r2l`_*34}Je{Mz
zd%veQI(44H`F!l_G>+MNVz@J>Juvbi$X7<YOm~420*fx2w^<?b(~$zv{M7_L3s%(&
z_@qA;EM7;<=|Et33UNP`Fa*bcbnJ%k*iyag3cJp%1M*cE7%w32c)Y~W;4DW!D|Q#!
zA86c7e+iVLg~t<Xkg^XW99XJT>}cn+SW@;64xffT{yuZ4h1_r&PErd$@^lBUY-rpc
z>J(sjz1I-x#PWasGcVeB;v1+Vl|{uMnEW9?&E@XA7Q|bb)v%7yaO4>}d+DJ+hm`*^
z@$N_zO)XPi)FcicHU@Va<^YgP6SGKfSN3yQA3cVRZ2(Oc!=C&a#g`sftLEpyQlzzi
zVmJkNK7n+iq)ny^iJ!{&lSj%p_)_&&iU?6%Y`b|cpBdX;EHO|XwKoQ&tY<nR2I-;d
zQkh$ewW0$S78|CvkparuklwGJC%7)mBp($zjE1^;kq-MBt+Ys%$GRRn`627VWaRge
zn)4+|vwAQHQo2t<#2(KME5~Mzx}^*w#R>wDup3?~o{=#Yh`hA+5C{~||Er(m!2GhJ
zUjkyEJ>1Y?$+)iC*p?~d{~0>s&v4h8X7HS#hI-SW*M4(Wj=?C9@FOsiU1iu}vKvC2
zg?Zi81WvG)^F4br*Qq0z^Inkh<WHotn_prGUIMSI_4E(mfrba`cQJrMr029|F*Lh#
z0sbw6?m^psWq6efLL?^X+&)bbf+h6r_$a(ZJHnYd@>&&8Thqf6_r4O}%lB!3`&!MP
zA?=K9olK+w&*k<;!8JmtD>(4x-W;<P$J0Z&g{n?7Mo`^18t!K#?3W)mPW6MYITooG
z=6_x<Lcvp2PPUA=Q!)oPYu%GbSy5+wO{+tKLQcKjPd?whZ6+H7nB-Xw3Y0^tIKF7W
z`?MPoszKINBc1V{v6s8s&K;Ukqi^R0`_`%6M0@3=4=Y=iMcnioF7>M5!=0aqN@Omt
z1vI9kKYL<i(Y=N{ei{WB{G-)ACZ0%-TGh#rYZb;7vZ%niuMa%x=u&KgWE%nYw$+c*
z=9ZLt!(rlOF#1=utLNqo<J(|zg`Od?^8rT11&9<3^=48Z0G_UL@+HTe8cuLwZA0$6
zc2H_%rfnwHwT|hYrE88IwA|Qx+m~a@*DcZAQBk*X=UDc{@qLm`k+)8wDkfTR!-O~K
z#5Xt)V~EglvU?J~S(gTrIY_$4ZY32^Fr<uk;`rREW(wRc?YaDbAAneNv(Ny$oH(95
zI#%lSH9xQmlK{lf{;iV8fy!c1*udr7v>SnB@`~5lQ(y(l-ynEG_B1WTv-o;+$Ro6G
zmOjxVh3I!HXsq-qBCkD7P`>1lsIWE??#-6O#23_?P|$IrzYN%Gn=$j+9g}qzRWDBN
z$&xgs8c+zR87BMQxu7Ib$cl>=OaV=>?A6Ii6V(RJuE#XUThoHta6c@+e>+0HA8h{o
z=g}h^6Odcwut#IGn+WX;BAD}?B!HCv$-=W1Adk|a+rmy9xO)Dl$h8%TU4K}6F?2rr
zz{l-MhaB|&tCOv*!dh)mgnR839IVhvskhV6!t<MHj>XIjcpsZ8Ca63@t*z`hkZCc`
zqUDSEs31x6K2Mx2rU8mo>q+(QhqsOVVbv|08tmp(YV*$7ZFS#6<(jY^*^K~_HkJUS
zVv8*_+;px6@%i1|`82b|{9&W!@I&LU&|&zv7@yhjnh(iG=ok%0D=N%KUZd0KlmAj}
zWrR>v{_eRi+vQyXf7$mZW)r#Na+lFug8pi^{D);o|1cpNnCOr>z?!IPGkH1^Se|}<
zSyPP)G|DpMkCN;4&zHi6-M#<$)uDQ~|CZHKOSj%Kse&gOO4p4;mi3y32E+@f@45)0
z*_iIm)Paq)YBcW@I0zU|E}_m<-&8xFA|CNRp(>5n9NhX@lb>xZuUgDg3gShLdY;hm
zGf><I5rlHz;~+dO7{j%j4?$`+<<k)P>ViD65bup}&J3$W&W!KZ^Xlru=f{6#xV_(l
z#+A|ZXbH1jO|clCbHU_Ra%q)JFdy`fU|k6l`8QA6i-yme)Tltk)5AkI(&Vt9(sAmi
zFQh-eqE~r9s78L32~yI3DDQbn+_Sr~!mn|ZnXIU%nPVo6r1HJC5Bvr6d|P!f|2Qzh
zWH^`DaU8VXaOB*0-DP;hd!u5kGe{^jc2eQuy{}$)_BdH+;XB`0N+xgXnS7n8Us&Y+
z<k$yR>ezrvdO>r<O(Ll(^Pe$GZ5Mhs$sP`FF!fF2t1s@*d&$)zopU-+Z!G+M+Y<e5
z=cNqn0B@p4R8LfSy;#uG#tW%7CD`C7Fr1DuJOt7O^e>O5(mpvV8(G?1a<Ea1w$2ka
znwN;1zp#5@{}$iOqrz#S|I0X|{R^zQyM~9+BM6z`!ZUwrjPD)}E7^QuUf<e1>i^6Q
z!&w5X`rSypt!oF<g_Ah}4x2Q%VgKrJFP29_gnm406p%jSJnX4e0?Wql5}mi**q+bY
zpUdjOF^X81D>`MY270dqwR<vG&Q=e2VwGES@Wp#gvd8x^-CPy<Tqr=hdSjD&sCl4~
zuknGU2m75oXl%Lw(OjBW{+q@=?>p`ekz33ee<;TXZgffpm}W}>UjIVFtlE_(eSo82
zidYc!8CexuVZuhtyO|zgRXHFh#pwra65=Wv(#fp)fSy2|j^eH#unwR=)ah`^&i<xF
zxa*RJ;a{9<J$f!6|6uR(Gz$*b0wQFLHWJv`OXWeBkEqZHWWYkdQc0k%tbjnT*uAEw
z!+;A6MG5*hgUQ4Ve1xurjn*#kQh)9x>#YHM_e1mKYk@;JLK3ctB(7kM9%hfoE33-9
zduTq31f6X1T9*455D>lgwI6n7HNx{Vv`T3e)gI4qW#`k?+8GiXx<6?{Z=1B2{iiq}
z<E+tGR#?+h*(*LFvp3+6)MLHdhP!@l+$ra5P36v)rGN@+HZDrX%HLFFjUWAwqpAhp
zq9X!(X*>)pS6sTl!dLH%W8bF{Tsd>}Rz9!HawY!V)RScE2p#QXDYwG0vI)Fqxnw&N
zLCbWy{2`t#;FT~pW6<@CzkrHS1@6KDB8a_HAJVfa%8-2!Q9^Dgz|W1+xb53O9F$0T
z<i^ui!A{7BbE)_AyXuoePfjtzVkJ7-P@XF~0;48gJ@WBECqqMi*I1-nCSD91aXPK*
z6}2KuE`P=H*Po?kAaWe1rMAlEYu9vr&XC1epa|GceT}&Uk@Z#M%RVbWa6)N<LPdX|
zX=2W;j0wN!REIvkd&R}*>`6t7<;e1$rmRvrt4atssZ4r+C#Z6O_bE~F7;lQ~1P|D=
zXLu5&5_tWaOE%&kjUMGG@yGt{GZoH3jfA&&=bE%B30&4Ur$1{P`>$zG5cN&u@vgdX
z5fp^=j!^F;!zs|&S+pvOZBA-OuPb#g)MuUumxhA(><Z`EMkXIfx~6>Fny%!(=GoFE
zH`0G!hda`iiUz>J3ivkrScUi{D1|J}uZoJ6%GTS88ReUg-@b@oi}m>w`T{Cub!S>c
zH(@^O9@*2er&ik~S9;Qz*hS%`5^Npk9f#<K^OdW3<0+=5eCEydDKL0zlO^_QGMT=W
z4Ct54_YGW`jRN@m_#pK_8eah!_)~+vgA+Hw!TJN5JHFv;MQ6Z!B_ih@G$#;)pJd=8
z2~y+Lpiz9+Rj_Q(_V^ah)hk`kut*T@H?K$_n3p?{iz8!Pg(^U?Id%+o#+xM;erZSQ
zrk8IFZRwk<y_W14=#jIPLcN}SjK)jc(fFzrdfH2fy8fmruMKGn-O&y*1e$wTya4~w
z%+dM)Layg@;}gO|L>dYy{=!ZoNoZvFJC4nSBn=|2KzV*)f$CJBy2;KsGT5)spk~Ih
zZ73u1MzYXktDqIplElijPHCE2m$^TUg@g6;$iAYIvJ61k%fwg`ph!4md1eh~C4C-+
z@PLnd9}wRlr+9wE)K{4(7Z1Eva9~|GdYju{H?u-mbi=LXP8_()BJ(VK0Hz;%N3;d~
zI7ob=zsl$>=D3dsG)`VG?IAC_OrrYC*b`hQisAk<I7GxI_UzBFo}v+hm0R$_)?PM!
zfJI92f~-hAc{`{eyR{irYLUD9muYAq+6POX*@H7@1LnE<DiJ^sP%Li>dlI5r2n?W^
z)`Nn(PLgh}c~dO+CmwO~18{(i1x~EOxj+gtzR*GVX|u+$G6}r?a!>3ggsjj4HUM}b
z9$6Pw1)!0PxDR>qp<$i}G-9?z-e><BJ*j&eiK@`s&U|uaSRIDQg3bo!N7Sc|zS4i?
zB;;{`oC^R?fOXx*u0~gMHs}ow(sa)=0aFp@?y_85btVWSK0a|Vji<CUC544!a1sQV
z1h?b$O}(psKrBOuMantG%+Q9E?i*!bef>hBR-h~B_xg7*R^1eR$S&)5{<BY5j^lJR
zk#I24Br%-GZqT)=A?~}qcE-Jv*TB2Sys9S3t61Vw<^;xjehHOWcJeK+#+`Q-wr8y+
z))gFvjH{g07Grn*#@9Q8s_=3vsC#-n>NC9KM?5k=d?oc-VUn(>kyFS}P`*K3aG!HV
z3A4_2XsjPiB6cn5$skgCteZ(eN^PwU`ejL|^PHa|KrRth-PS-zEh&nDL$*~bdu$&}
z>m(p<YA8m=*9TU-wqqetAS(*-as5e+L#(Hpji<Bw>w4YDDD=Ja^{WC<@R|bT`Q+%@
zZe3Gw_q&3`LK?FZ6~BOq0Ab9&eK{$pHrle>b3{uc2o$mje;Y&vQ3ElfHJfeFN8!l?
zb$1>@B0_^=WW442^56J|jt+LStH3#wMP94=8cEKT!;ely#UfcFj2QUlfQU@yO5s2i
zG;Ktewa*YRA@!j>Imr42FE83k*f6D)XQMqn4X4AL64)t3bkfeNf7U>$_$w};#}T}5
zsTFk;BUswmH)xI?=W)x%J4PB)ZR*?0BKWMBnb&T9sPTn_aEDN@x#uVFVo6IQlI`G6
z)5hj2%OtM*()M}}fq|X<#Ghdzv_t2c@g)``4XpWCY4q?q{!=<a<oH0Zrs**zvy}P$
zy@m}mQoWHdNl#Xb%ckisapj_AjJoIh(irtD6=}AmsYoC_b8cTL&;1>h0ATOiQCdDl
z3Z^gFjZBBgVwvqhbNuyHn4QoQ-zI{mNM`9uVQMEIu}egU_}@qtd`CJgZd;>Wd6LVN
z=J<|k9EMzj*v`XO%dmyWKJMZv&@(3TU3o52jsy?4tvS}mq#I%r3uM|hO-+;lH1<i|
ze1X-5uWReBs#<=PGH4U(JEW>NFYf4Bqf23OmV)A+LkKm<TyVWZo<p0?>SGtoDwh(I
z)gjPP!c*XJ;GavMm;T$|2$#EzJRwnQol)4nQe`XlM9;KGB1iWmu^N`Pdd(iU?<KJ;
zqQ;IhsPTz63rE3|u1_}N8TY8sE+fAh8(Rr{zRysC#t4gw%KCm$xWfMn>e2o6hV0|9
z=ZO$uG*1N3aO+|c)qF3wUYjLvEkzgG(=aFc8fMYds-@qP?Q&<ekyU1_sHhQL5um;i
z#k|U0Z^~;`CX4;T4<OuKycV`DNw2+n%f);Wg6#_^dp;I?kXwvds8y!YpS=Cs{w@-<
zA2N2Fp2EK1LFP?&A~rLKwP99RaT@1n-}Fe23B*L|p5|R1?MZJR$L8vIFUl`hePV_7
zQ0Wz#vXen=zK&g&%tLTzpv&J<ZMA8kZyI^M<+ZMF7>H($IhQFX*-3!ocB4$RP_^v%
z5&(BR5`I+O7CD<Jm$fE@!-S;Xnkd;pdAHTpBZTlKM`f12<2f=+c<+eG9$CdmAg<_H
z7=;!d7-QFr=-jN0^`r~fqo(ak0jSFP;sasB-8i*1=<iJYgNOCTIh-z)SOOf1$#GaB
z&PQ3XJn}R}G&xO9!+R%GW9&`=yX$bO;E9pJ7$y7`!m|M+a~X1yF9bND_r)?>*H!A;
zfN;VY(iLu9x6gn7QonijfmdY-7O$&bJa~7XNTZ^rm#BJ{$Sq$y{Cv<)sa*^eK9AH7
zcYPg!wz;;i9~y}Q>@u3Ng2E0#Vg`LuYd5$LzpmD1!IPQ5amaQS<yOYnQ5s8H2+%yG
z7T)J&%q#*Mu5a*s$n(I|6tEy?`**@G#+{~})5%R-SGy8ACP>O_WO(r)<yKhhUHh*d
zeWZN#22`NoDnCibXepXi)%nI-v_4lsgT&8tSkvm<hj5o%R(Ro25Y-;s+Y<3%AMR@#
z5QcnOr6iXYZzMbt3G~+1G<ZbXaWwafuE*C3`S>BFmIs$i$UFvHSEfvWJjUm;g63wv
zBen|Zc&dTBkEny$pa67YqPIB&kQH!JT-53WHY^CLyRT>dnEwF;bFl8+5(mneM`5$T
zWff8bVM41?BP}PGw=#cr?hH&BTk2<k!kYF+JU)UMffR5CgN{KU^5f>@OUPrW)-<MQ
zqBE8jY{zKi&lM_}5T^KNnU7`9mn09~&IHwbDEst?g1hZ|09{k%GxrB>dpZg{^<~2$
zs?RHP(aWEES5o-7H4X%y@_G2<*L*n%92@u{eKCmGn}%WaQg{=mOKG7i4}|Y_d5828
zu)Hz|T<loz@YF*%jIjrhlHL_0=PoT<rYy`8MD#sCRN(eC*o$4lpEWh5Z;8(}b|n>B
zi983A6Ysol#BR-RJn^yrG)otn>d}-I7G?=5IgC{bw#m|k_6Q~bJ6H+M&pw4siFiJJ
zY3xTlM<tV~m*OaEjrE6FQc~|eMn^UF2fS%nGPEoaXt2`qY%9zS2nh!YwV_amrWHZ!
zKaKo(z$Y_pkO;+6#TuWqg<1F59OSp!g7Uv&-Qr*CNzMj{YhvksQ=bV?*t!;uiC1~(
zy^g`T)WLg{(AoM;fRnP&3yMH#26M|>5W?cN8YZlq))&EwhV{p6sE<XQ0&3cDe!>Gw
zOGFAQg&`-NU`Ii}MPD67x>sz}mqVJ=hKWp`I+L**vv1KO(6K+S?c#|ymh--iEaM{s
zWT;U>%mC-d@UApGrM3oJZ6H*0Cdi`D+ezEqH$5N_Vp#r-*P(?QujH+@-x$p0>h%8L
zHe{b~3n>>E?Vr~Z_<f#&YY)RM_<_5nMMxH2Z)vB)we@x)SHOx2uI{USSK+PvOzsdi
zM1FDmxDU3cG#HmN&JtUd>)ZD$$9MdU_*Az8d<Z^~m?{2n?fBUi{PC$Rn}t7pR7vSQ
z^cThL1lWmklSS4rODZc2noclZWe-b3HMb0@Zw2M9&CrAj2!e2v;4+n~3cdR<!TqOt
zfj}>@r@H6Y5Ap($MKqLMO7>OS4?9@1u-&Wc<dn8E{?&sOQEk}dV@mBAHW%y)B)ZsY
zc$^fm5B3l+u=N3iMSbuTXwow5$rko%Sbya-In@7p4{Nl<*LI*rP_+^o*Lr6K`);Mh
z1ETiJ)M&kDeCTM!wRcUfh2v&|Leel-DR2Y-tid22<E4$8tcG7%km_ASWYq%Pg~&y-
za6V#tTYiX)nq69er*v8O`Z*Tvpi~b(^6Hmt^VaS%Lfh}&ybDJ}te;axX_VL#?)4Zd
zAlrY0$ctyBX?A9QRb!S&rXp&4bg`7Ze@GcytC*oib4*I_?K=f9%sHK8uLZ7z3J57T
z0<|o8Td|!@P|C&JjX6Prqg{<0t<#VIWC?<l>t_;-)Ec7O7&+s4KTGYWL!4bNUvjc!
z45`mQ(C1(t6wiII@P&_AwMnn9$yRh2**1?G?v7fw$~q6AEI?`oW^}&!=mJCvSIX!v
z?NjUC=?KSlv%=%)+pO^3bYt}@`$=uo^G3MBBXrXCLZl}%^S7bS2jsjpo3OECa{NQ-
z+X>ex5%CPvpuF-L%ES3lilyYMQePH5_h^aX&YTT0xb6vTZAD@vSkfyXFWmNy=jVCM
zv5FTop8qI4f0K;sqn8+Kgl$uzA5W_R4p%e57Nx@boR=xPp0bn0P~WmHqSmd6QS~LE
zB-NqG*?IC)mm25{(_ctT*@bK0+astNs=0o&Go5bkOAHovZG-j}%srX;<;nkioMUm~
zbqrj+Vfr>wYo%U9=RcT%?1}bn5h`q$GOgS%@fR86$7yl6Sl#vCS+lhc0XY7cnlNIr
zTpRp!P4xIi6AnHn<}krvWMa}cFz^Qnz)QvTmM<FpS-vomt-h#$_I7~^-OdWaBPsix
zAp+j2Z03~no#EuG$KSu-JxDxvp5&99eLeu2O;GXjWeZaY!_y>Z$Bk>bZEfT)T$T;r
z`nGR*X`Gy-?%bCQr!V5LNzSXiPbuaO0}#Gd8$c8zL8L{F7lwxKgEM;SV9uMO`1~tn
zlX-ZLgTE}{+CvU>e1X9Wknu5MvbAgf(8?GJ*IK8)OqIpGO*-}(3*(7nDFxDA^2jIe
z67`^{EJ)3v8#Fl7R)Iv%6V|6t@?-X<xadKVh7@cwbRlh=?qE0J9&lH*-7Y?et4QFx
zi-FJcuo?}ql@;Hc-CGAqmLz0TuDRuru5BQ$ENVhm%#>>tK%D<seOlx__oS>@Xl;&<
zQ&&z*6b>(MM72*gU-$HI>^F_sBRIrtdAMi$6`AZ=qhD4OPWMBrh*41tMU11<;j6B(
zK;4%b<2S2cKE`cMJAPT<=?MTLScldpe`RZ~6%gh7Gg%0;CSUQdmWYZcskb`6C1xaF
zM{%`01{gHz;%@|C^IctW6(Yh4oSd^c0ILcN=9$-B^-O{T-P>GqDHDC9K68?&p2LZ8
zl!;4KUWVVFhm(x)=&$u;u1V38Mh~6KJX2%B#!QG$jiQri5v<IN0danUJ_;WV+F^||
zqTA}j_C*<ZyxO7bw3~UY`KZ>MHJFJ*7OXIPUap3k00~5_#X0`rUL!1YS-Zv`S*fwW
zr@W=^2!y#q*EV|b4wYc2&bP_lMPi#iud7&MsP22HjISqKhpk~mj(k*B^p`_BKE(JX
z8P=SPZXikv$MqR&>&8tH6iDA!S1)O+z~QEWHYxqKd#Iy=zTzhhd+9gVtaaOfH`dm~
z+WUKb``Gtr-u~6_+_)&N3-IEVg05>;)vgj3ZDUOzlF-LHO;YM3Oripifs-w)fa_!F
zpWHs$!+Y1M$+c08;a2XPj40Gh69fzg@O(3gr<@9q_EAgUzmedHG0-U%s~lSU6ucA=
zs{S%Hv*F@G(pO(4t^i<L?m_U{x5V_7p;;cDtO(((ZcaHe_j{9>6v>3b2iGwxl(eYX
za(|t{^ViN*-Km-_IPDFkfR)^O<<Fg6)zc5DJa3vikELKIVnva1!WVRFxdpihYFi5m
z+8iefpnTVECA%}0&+*fW4hJY`Kv0N%Hajt=y$1co?NiuLikpgf?_2Z5J?tiK(HVJx
zS7p&r&Ar5?)P0^w26w3U8armlG~NPFag{4E${NI^T}h@IFD+lSM0ABTaL%Lztn&O(
zgyK^Se-yK6k(}e~S_R0ak{5>8A8yQF;6}2uLs}(i&GZMLSO)0C2M1ev5+tQwj^2n1
z#Pqu0--)bK)6iErH6XP_f+<ao4t6%Fk08p5;NX2GR)ZCMh3evLV#CoMVnY)I%GZ=1
zt(Xqh>Kcm@+A%ONsMu6GDw0&E=I5=mxi}~KMNG9Z*f@iUvO<882#kpuoA!zL#k1_?
zkL6(_ecMTDDeI+XF)JA)tzp)`1-K>%RXX#&`?fQRDoEkErJ()Fw>1NLcaIk%qt=6a
z0WKzH=8Rnrgt#r=T}=pUhgMTH#Z70H*8V>LQ9-W0$^o6sjNmHdp_{n~ZB3MAygDTx
zP68e_``Xc&0^N*w=xu2X4<q)C9lxX%V1m6V#%buVt05g^HQ48;t^<{ctiD`R3*aa)
z#3mm~2O+IPFC99pd!b?nVih|`ZNLtsavW-}Vh2|0b}-OZOlMeYVa$iOF&~S)ZD3-k
zkGqB10m!tzF*%s*Wy$oT=0ZA1Ph_Bn9SJ)6=0ru`+|vzRBs%)$SG?!C7kQZEY>x5H
z=5$aZ73@Tn!*3~t?B$SBNC#FP>fnsdmUZP|41ZnaU?RZxz7o0|?iExt%kkoxyBV0=
zPJ#&m)Z9gcumOs((xbmWcNx>#8ofQt;9(&|D;p73zU9J<m9op5T^&%YPcA^HqZvMM
zFr)j$pM7m%M74)>_Vz%1PU&#K-w~b7MRaDnZWbc6)ySl2sHX=zfnoj2TF1J>ro1AI
zH5X%yxtQ@yc8q`CTd2c78yLXW(6Ih>wT$u4gG`kVh)0^4V6KfhoprV;tbNYZ!vsY=
zgi-aNue%<0DC*(Q4$kP(P(9e1poNKgJ>1n%4{IJ~VRCC~%xVokD<eAakM<4G|6t5|
zI}QC^&9J<y6WU2c@H7`-kO%vimFu?9T*gXUN=h)s#2BMYjN#4WVVQ+Fg!+2eSH`Y`
zg@HaK)Obnpx?aiXFwjVSgK&mSj`@X!_}R)5JRJudQ6!wXhRgHUBKGJ7G=&b+Mx*dW
zD$dPaj@;PixW8c!q7R)#$JrC=uj%+%C?d8Vz@y&|BR3`yC#Ee#b$KP)O?-#-o|_9x
z@V=P|Mw^<zhtI=LHkNcf>@8{Hc(H;hgSvn}YP`7LQG&r@X1o|E6kv&s1tN8f7dICa
z<9$=*c=aa<C0`Hwikl|?TDfApsv`e@lPw(pOv^VC&>60E$!`vJU^8<v@_*ltf<1>&
z6_<dtS>K?xq5_sW=1!uJK$P8ifWm`+p*lGYrI)Uw@X&FHROU`4=dU8``&B4DaSlyk
zdqoLG2~99U$h61rO%(01vVr!f^13Olgiucp{RPT0Q2m~IU8t%=N1gyKI<jr9-f#jR
zj_-xgv2Vc7*9n`}eh86>kL|lIvtAz*=!F$OjKk;=T_Dhras5^9xn}!qOdi!9p(6s|
z*TM#yes~)qBObONV$U$Xd(Ci69~*=KKRft(T4U?dL8z&%#l>674D{~}ZiC)kJmBGC
zfmYrUte)2g#idn<jAdUtU$gllCcjUu_jiJyk3Ba1G+MFVf4hP8{^1xsw1dv|{^c9a
z!P&tA+t-exGX=W4SffwRmhg15(U!mC9wv|UN9a3k;pb(IO^f?MBs9eKLy_!duxbdV
zzaNMIKU?^ET4C#t15i^_i;K6_Gc>1Vmf(}`&tvzh!QiO`%d@feOfn|-a71W#2lzRf
zVB-W|X1)Jfdc$kHo1(CAm<PQvSd;fU*`aqUD|kpmXys&rRquJDxI&J|6!v~*?S&Lf
z?qZM7&i3$gFviCBycr*PE2Ci@w#Q)MAa~Yv=5LQZNB`DVSpJSD+PR3~X=6lZw_)2D
zzxMP?On$=&p*<Yo=VXG76a63(7+}ZMM#^Br6D%CzNpHSV#Z1J*xvx85WJf#rI2fa2
z3v;X=-xA?3ijkblK2BMCCJB>!Iw7>XqoN*KDs)I|ScgqduyD91+-+Fup|d@Dw^pqO
z9~4)}5ShZV)_&|cCiihhXm4jav&^RHZ6FfpWBUd6%%MHoSYucxd$e>G!_(dvpAPmw
zTQ@OoL@U>1?JR_9ufOhQ;*B;|@X(Q6xmoCNG!c{gx*)W-i$aICbUkc8pZp3snBqos
zzHS}vP&!z%>cF*p3Mv?n?i0Ex`h@XK>=QOeVc}2@c3V{K6C6#jYK)>!NY(BW)}Bwn
z<gN|~?V{)p-uGdiJKb!gKln8o3kOrro!EoO=sB#Jp#Ei{<G>AyHGe+C<o@mm?dt|V
zS5s{Iv^`S~XVv@KI(qs`Fs!R1TDq9R)4>Fv4r_t79%i_qG4B@e3}9y|tbbWFaB$|@
z6E85imoq}&aDtz+7#pXwV(Q^is_t@-*J9lI$5=SBg;u{rt+7&pA>X{?i6KF@XzOZ<
z-)FW(dO;PA-q-e#YyOPG<N+QC?dJhMS2Jvy)d3=bA-11+!CnRdR2ev-rK_S0hI_M?
zL0WD(KKUgAyT9%To~{#Xn#nWyHAmtxxxX7i`zY+-<93W4oJ(RagSIvp)<wk*hI*l`
zyD4rwRhGfGzei(0kS%_i)CTRm%<1a}cXVJ4AY^n%#N>Xi2<_tvKNnMMni<fz4xJs)
z(nZlH4E0p#kf*Lg2TF(5Xy<88UpKg;J?n;Sx;=KI+M@&09>><T$42^tZB%=7e=Y5?
zUWcw4I^1YPhph@7Z2q|pYmOu^_3&0*J@`W;Y^WZr)$3u1q8?P%9=_cf!_>pXR*l!g
z1s(ljqvND#EF9#<S_a=9ts5tKH9Age7XFdrw$NO3;MzB=J@!IvthVtZYOH2}9XiKq
zRv6aFuHFtl8RSln)o#Wp?cjE70X}%siN4m&R)i^iUEuF7#{GEq^};o~A7k<`KZFkU
zg`bBdHqGk+k&uV&$6{Hp-~D56Odr`A0Y297b+^FQ`8}CA<UMAL9iLo;J5RC@_H}mz
zwUWTc%>o<0?oJ22?L8CUEcc78*?td`M+G2sgg-NnUfdrdBWe!$n7s^EtIi><v2}^|
z9P+)vt<bxRJ2Q`NVT09Q_h#nNaqN2?*6fVH<ab&lbXY6+d0Ju9f?kXcN7#d6b}#Rb
z>7)G-;46Wzhb6Xt*Bdo8z{R`DKE%%2Snc)K<wU#@><kZQ?LA~`HeJBvv0V{5rVIRh
z9I$D{`-*zF#VS9jof}px9D&ipf^@EBP#99aL1I?_vbNHFc+TpuGx%^^4}`wo9e%!!
z*tBW_qr)Ed{gy%PJ+R`t(HK3vBLsYQ9nKt_iwW;_Ln~h=__ub!Z@)}Na%vvJA8U`l
z)@-|l$)f@h`fhvpwUA)bkAs-?l!Fnh_ujpB1g4J*rZe{WdfH&?vLQ@cxcR*PnsLJe
zu;7z7(7UUL&fm?xrqhnm;fH~Ztm(Xi>0?!NSUOm-ro-r9CKlq{&JQs1?bh(|utvvr
z&iHxJ0E9<nAUVCTdD`N(>zF(y1fe5?;OA|NO-qL}Ww8G~t9&X;-->SrV)Wnu2v`n5
zqz<n7^K=xJ&l`a5As+B@v&N#&`oPQ83LAH^uT!o0?Exmg+ZLhkv|-kjzU#yEi+@J3
zm%++`nEqZn1hlk;uZI=3{?J#^C#d@~0p9?2HYW8i3p4idYQ1mh<;?h|I^S@y0pHM(
z#W$#o5pKs7;Da|be1n^A->~*%5+=XtgwURfHJ!<RjDNh+$a=~zkytpwi*;RVTz3b|
zf5(enQ)!H~CtfQ3GbR5+g@3->i2R=;75>>s+drR5!Z*X~{IeLp&upXc&${=Z5eNhV
zflvnt_#+US8HR@Hga4|kD)jB!7jx#!p$C6dVBpxXW9b08Aw!1XmtTHSyFMc$1D!f`
z!oGd`5F8wgPd@pC4*YxTt+#OJ4*P;cQ~2(?@92AZdwb*N&6`ci<VR%zT)1!{%*@Q_
z7xn+TSI?e3>#y6maU=bny6@X>zfH?=a&p3tKmJJTO$9tQmDJSK247V9s3Mih5FVL=
z-raoaKhxLOr{CWRXMe!)s!%fa{P}=hAY#k3B$d@5JhcS9R8Gj$*VjX@7UsB}#J+Kt
z;`_77uo3exsiXF(rByQKv?!s<Ns`n(1%`UK`MgL=enfhyT3{Y6-_s0tlG!&3Qj|*N
z@c8Kg+?GGUuw5~Dsv}^fDb(xWsZj===D3s6hz={l;r3HFoh_{~9f~St^hQ^6p+U2f
zPwODBK}1Fwdbz38gPtCGxtronT4}>N{PGBHKR?2-gU|3(V{<ySm@@vaM9c}Xr#A{V
z1Z|5cCFtd2p<WI?7P$SQ0b4ws1RE0`Ch0gmwv)RVjz7smT45F4k5SqFo@H0yEsYax
znngWuZHts0WR;<ptEsvjxR~NjdRfErH%G#4^J5G<l7Ocyn@p~zl)!$&Bl!LL1T)Sj
zA+LgcgC3Q2BciwxZ>pROMd|RSl?ZoqY`i~_U5bw8M))K;6V8|7(eB1`EKkgZTqT1D
z#i!Ak=x<|!UMwfNtCc}P1$rq?+o~@Ei3#rHv6t)d^kQ_h65->BbT}M~f&ZC!ERD{l
z7gYWZj2)Drmxo5b=wXICEE^Wo>S0X;+*U_m*xooi)v+PBPR7>oY?uiQ;BPBpFNaK)
zKEbUCeL~nHxNUfZVTW||3C9yLC%EB0ftH_Lj$Y1Ub@@(W+{tXf7OUm(_&o}4zdgaQ
zlZkkmSD_~R)XO5YFc+Zzv3S`38i`H^V{z<xp>7>=%hAh0!xkJ(a3`xF9ctjQ?<w5&
zKE<$e&+$}ab9g6-F-{~EA+1cx^hxO@cvf76w;aXV^7AXu%T7bSoeA#b>afMsVsx|?
z;p6*ha5x+T|C7(K^r_MoU-h1PJRTi{S91BL^26F%`n_>5`zerRcOoDPXbn*ylQo9#
z<_xpGJyCS-iq0}KFlBzbte}XsPk3BWg&rnGYC2Qz@0YU&PHVC!zXZd~Okk|Y+?P}>
zL$*wg9wy2~WNJfkdyxPSH10`dB8rkp(S<KilTW>WSlu-F2P(=iP#}UxPru$4FH0-o
zZfHnnzX{4o!?64;oU3B5S4sye8(%k(P)&#KA|W1BHcf{=ib^q5Y+PRkY!uhj(A$^I
zG_IlTCa0Wke_HLa0e?fc$K6qI+ZBajXP)C}K6@WdkyT!eQ^`e`=xfz1eM7V86KZPl
zu%r@iSg4l)_5NNldl{U}D@CxW5VI4q;dUz#9qzxxiljWXGB}l2hIV2B#y(Al>#am|
z3Qxk03?2O<twR;wP{|@f>tHUzy^>1SzoG75r-S?L=LmX`gcZs8YC4?ED?@v+5M!e=
z;CA~tI)^7?M@EruJFwQU1M5cYz(QdM7vs_HI=dazL48hT3@ek>()OdJLtQ^=uVDxF
z;>P>tduebu6b=95aabC~(l<Bpo^&}Bv6X|d?sCW~K?v0zqB7xh{uu(UKF6|zhRb1p
zdJ)RxwFprOOl&se#k#qRyM_*KX1J5q$e4NkL%6Mbh+zlfw8kl#GPXwKu#T0ut^?IR
z;Z2oOrfD54MYvbU-X2fplp@4Th*@!2aJ`m*z}qkI(+l-Jfg+(?3ioRXXnFHFCPbyv
zSpc=<*Vf{3rBp32kM>Q*LOiHwqHiiJ#W2%`eN#i!)k7~Eje4*##vL8Oc_%VU=<@tH
zDie<96!j3_NIj%6^+5F{y2q><w&*Ozos80kedLZOaN8b<VaF5L$E+4Y^gkL8`>l`B
zX@3lkB^EZjw$Pl$N>8NK=q6CNN9uh<Rnyk=_Lh}lut-D)jMhQv@o9cOrio49!_&QS
z=kMUuDFDwesBfr9JbQ!woYtSmgF|2|Jinl_si?M=e(%(&9s78(N{Vhq8f737BD}JR
zWl&s(A!7A1(4@GgmKiT<WVx%8PmNDC<u`e}T3m{uCJpxqB|65d&A|?+xsy>qYm{DQ
zGBnoDovz%3D7ZcA-<01ChbW*8j1&QW)Z9tjrzeUVm^(FuuJ+iO*Yx&C1qQ0NM@@2T
z<hUZOz`H{Bu`|8a{pdM*_iUrS*4?uWZr^|Q%D?GV?<tka=}lX`JG-l`r%><jJk-5m
zRWsXOb#)CaS;m5OGPdjshnZMFpAOHeFTLLHtFhkii#y@UO>eKt@v~15=<kA&A8vzf
z>o3v%t)<wy`zEV?;ZHMJ%D@eG9_ii`q*VqostlCviQ1_3!57CdcX9~5S+mhK-j^ll
z)yh&$2kQOp1opWG#rH>_(^<JD^>A!dM|xfBavID;hVXYWVb>wK1ie(&e`y_BTHyBc
z2G*HRzJ!gKk4as$*O{p@IQ1kS-V!79TmKk#pWj5MW#Kr=5@b)ye^G*7Dx0`y`K>K+
zTgPTHTK?fg*qHG#sizZ~LQ#ccjhE$60G;*VN7X~oYpjP<MLlTDVXJEpo=}9|0XFKk
z=x>8NvFwMcsY1<<FFwviTv{2rtNaF4vI?r`llv#W<-)FCbJD?ILx%us+=*+d4mpTR
zD{VlBN}PO<#i|3>^3`n7kEKsw8RORR{jpcH#VctrGcts~vk6OoP|DIDST@`roKW-!
zUDY$)s&e&NA?)VdK+E}eFnv!P@=CSmPWAN=Ux?oABx*YJZfA=-4IFN#Ru2!e5SLPd
z?rqfj;46_iuzmM9d?%j4N9!YyS6roAhv&uU)z(@~2kQOpXARWDp#<2N3NWdcG7Eei
zFS09;Sy+W$ZIt&kGv?75Fz&>u-&0yGNBFY>^lopfUIy)LaVI*rX=M<Rg}BrbbZ={;
z?w^+3#oUp;Xr=NjgS8AeekNaU2LT#(5Fo)Fl|Yq-?I0U*sio-N+PePtpS+)m7LF$9
z_stF1jy{Qwvo7Q4E%v}Qrca=B(CibaezA!<Jj!9wA&b%B+gq?5a|#`2U1imQZjVWn
zf40<akBJSm$Kx-UJqg_!XpeD)u>0&fT7G*6(|0$}9_w__?2{Vn6DS=_o1nw&>uCAS
z9ZcWVNT0ywpXhohc*T0K(zb>9w_y9;X>^=@6-RGt2k`0a7k&SJzsQV}^5AVNLcev7
zU^n*$IxT&`I!<an{*k-3(5!Ue)Hl>1Jh2G9{59nJTjRFIwT+F{x~bSfCtnL3zn6uy
zyh`SoOJpvdrIq2Wc1k%)9png)%|Y*AC-r&=cBF&$nnHP{jF~?v4zsM1%ISYqvl-HR
zrT7N8`6#nl`6lHYlA1@mvCN}iaSo{?c!!=x?|;b5qkV1J>mfQDy*oOq>(J2!cOGZF
zLOsZJ>X4ONhLhJ{V&bq?Ec#LPkc{5lTB_GWcVFCj@b~BO6!Fiq;n?;Icm{ogu^;`4
z<W%<dP3!RZC3^R0rLIGdR=9mX0k4Z9#q&f<3lnYm)Ot!+Pj&fSJaH%DRn}AFI@ePg
zgV7-!y*qoT>(JTbwXNw;6qQsm^JtBO5SxuHK1oCGu3qY8(6t5bM6d^gH-=0mhg@Dm
zXWmoANXWy@`!5?<S8`R+K@Yt<x#G?v-G?KnQeL6x7tPe`;mW-f*mm9k-+tTh(V}z6
zV|k8K?;F~_X5Zjrf#dg8e8ZDmJWDUbTLIQO)^v)|tBuB*P8+L+{o|jCHJvw`wx**C
zTK@CDA)ofo?DFgVb6YF5gQaNy+`v5v1OkCTs6+Qr-2?*RKV{ptZS=ogyQ-&YUc7iQ
zojGs*{P}dyUEKmeNl6LbeDh5@5ODbL;c#$Z7WTgW`fH@6rQwGke!w^1d{cj)EnBu=
z>Qwf0=#BB|r=Mc|`t=A548)l;XXq?^O@RvdqcZvZ_S<jtd(EtV6w%Sqbbw#mwrz3o
z;zd|lDF?R8mMx=y50zPv`khU|*;#v0t08jp%jk)ft&RG_P>Hn|u?bCEKx&MmXChHp
zT!9HAL)djFtA@M=S{d@F_i@?mo8)dhFT(b_nTVLnzG21J)(9>Z0?a${5}QVP!I*D=
zwO7-SS|~+EvHB*P+;SN$U!swTN@Bu8Y!178ZyO_Q8}5ZRcE)tz(&`)O=(gzzB4-7_
zse#nxx=`xC)7C-9>A2q3M%Xrt(m|xqAp_mEL?QAMe^wnTt7|atTrx(tv4*KerV6g*
z*XvLVNQ~9LlNj?5o5#Lk)Z0>sZ38{fMq-4bN;y{F%|y4IF^K%I4V)CG_5E}^1BUu~
z_&7*=;Z943(mGpIF9%yw9^!Na6x>KG!uH!4i1<o9<EJX?-}S=Oz0ctC?HyVdYTwr8
zG2ZCzW!^mNflFJgsIvnN`NoEb&2PXC`njQvjR-|ma;(0eiEe+yA~LiUoD}^^Uw1PM
zYheL5Gd`XdR^i+0X?Xk3XSn%ZOBiTmc*~VCI@oHQNGA~(BCd?x4qjAL<4S%x#@L(U
zSfDc!%cb<j{_0xbTQA0E9LOlf!{RF3>ZDwlVk1{7XUafh!Al}EL~IHB!}1qpQe4ii
z#(S=2INr?-iKSA^j7X>DFKDHFc-vI!+oPr(7&l@ELp;&OR#6YP($VeLr-+>1R?QAh
z#1-KEL-8oDu7SOnhch3vgf+`4qkpSUuo7b107airrRWoO#~^Z&N}q5?(I<3hxKF6J
zMI#OQB16RL*u?H_F2J^4u4rRrgd(XNs~={e+n;fWe9sR~CVXU<%jm$HpTe`SxT8Im
zc6P+s<YJ6C^&A(5wLlMz;F{b@g)JCq)Ps<RSRENUz0HK!*4+hdEQKhN)?jsHHoE;4
zkH`_ea584fU|nZNOuLZ+*S*o84jiU7U~cZ_jP5Fd9<=-_g?u54E$Y~~@uI96m$S<7
zo|`$2_jE&INfl<^Pe*l4Ef%z~edT)^T3JBP&=9h0^-UMld!e^-!Cw_Bv!9{01-#E6
zU@|N7c*xnd2U#n_Sg)s6)SZ^kN9nBxsEpR$0GcP4gL*V(W2hdWOudh<Vt-(+N<?`T
zVyddK&Pn;uG`pI4*rs_;DziwIOs@WWYHDctn%QKi_lYw0KonITS6AVgyc)|*l@HJJ
zYHCnMWf?3h!Dl9B_|n)6SEZHss3;GAnCl~iul@iaUso9z7$9ESgfgh8LaekJYwUEN
z7FStQiyv|dF-$CiSYrdX&bDCGP<s?&TTd5ddwiUYZbzRXa%4-oJ!-NuE+1l^0fxD&
z`{w528=6C(kXOyvfkY#d2KD|~Ir}E|mlf5xT3LZnwqhJ<<A}tHYRrz$qRU{On^k=|
zZL284$4(ZQ>tczBl1j`?$N^7J4`c1j*mdA*=)gC`vmzb!P+5(ug%ubj5#w-c2U>^E
z60%WUTZ?(FR`q%^I+){g7Yl@!RN?c)9Pst@@V=dC<95I|L|my3`Q_EPQc;dE4yHKP
zL170^Gf`aweA_}fuZ$|GMEBcCbXzc?G77bKq%#O=(qKPY#NHlWluB{AREqc9&2jt<
zs&AHJ=DjqgZ*FV*%J-}<2Z2UC2n-Nc#%_zx%d3&3D2Km-osm#hO$VM)I?VT0_K#1B
zE7ASd%ldLS80bW2O>1`J#rkmy%a~aua7t^OGKd<dD0H}!fo{J=BXTM=PEi>v#TVfH
z!wJf<()+%!*4RMJbsf+;Q0<W_1FiNz=^)kJFBVi|w4EuA1US*{feQYk+T%AKOnV42
z6Jkp%dw7d@$dt<Q<MUkfevpjtj_wevWI@fR9ug~jkt)>tgr@lC3dTRLv2WV?4jXm#
zK$W{Hwp1CE>KH4PSL1SCImS3L^^jOzjgOyDzCpVly4_UP!y#SuP}d$rnqyWTVheP%
z2MZy#^>#xWYsHv3A`9IP#v<~4rajb;Ss!F#aVG~X?c#{DNyQj(G7%Ssd!vU+06y1k
zq1lX;6gt>wjA5(|^pPNI+#VlRNfB2q!%7SFO@d)1CG^9KNhZ2a-u}Co*jb}2OMQ%8
znw1NonHYvb0fZK2&^I(hS(f?+aO%Caul9-9_2WgYHmQ$<CX5#!Rx;zo)e`oNlJ(=o
zyaEh05kagGaHmtgp#c)go6slJ$+vA}yqe2CUTqF`U{E)A%4z!CiOTF}U}Xu<v&y+s
z-nQMyS*2s{)ChI$(Tb%#KG%^Ik*z&06{{bRrOM&TG8pUWqpyJd0H55vVrH#dqCT#-
zwJ}HRv!-nd`X~3yEhwk6P1tH2<{_~*M(p#(g9#|U{OKYbY{hg&KUGd#dWJEd{z-2h
zvzLf*Zs%B7s|4QH>yTf{zTR&`t@o>M?tB%VC+A|*&g+;x<xPD3NnhN5l!Q;`9|WIo
zfbk<cvXp^{r3@MmDxvst<z+ZXOw@t~mv6ZZLjyg0@`3I(*m@mGs5RbN*qUiPZ!qH{
zE`$Amh#SuevHe;)BEDyThEd0fM>%*eEDGgPIqb~@IQw}!ShHlas$XX|WqIb2sbifv
zp%B||W+38Q_TQLYB1LJH9Lvup<NLwxST@W9XP@R{#O9~CI6DA6R1Q?kEs?U9fvEs-
zIu6OW5m$iiSJDu%v=f>_rBsfu_ddhuPIfTW7>lUsVEPL6K<RKb4G}*mZHkQ(52<>1
z!qkJg0B65wuT>AZ#R~Zv*<>W<e8e_zm{?I+HJm~(psKoto(F80)*5fMV-GU@{Zb0V
zMur&PNjvzq+38@Rse=Hqsg39`;ha*3kJ{obm0&Se9as)T<XV1%eS&Ed`h>+z=o2<J
z+$S*o0ZUsD^K{FPFU0m68Hkv#yU**}$`Zrc+0fZQ6LTu)%vNu&e~g=71!~V>i>nm%
zpgxY3SO^fCQrvJoj5(pKhmYIgtw80vdfyIqbQVB&J7XlKm*SfpQ5f*e4cuD$CJYQT
zbkNl=QGJ4r_HZL6AKNdbAYz63-hn!(4Wslu%r&0xnhWZ`tCwFS)lmk*hRdK-3a8P>
zQB^Hx%HWegycMWyZ_D?^F#c&+3!V39F3;qZb|BEUgVd6S?O^OFr5(%&z*~yI$?U=^
zlvc>F{J=AOKi&_^Cbq_z@GQLZ!yQ~&)(t&Wf+N*+5Nh`cIx^<g>oD$&iVpsGtGz^B
zhlBC>{)3iS7V3vH;n{fS$9uT6tSfq`1pVl2kERXy=eqW|AV{ZveOp^$SbM5H8Zqth
zNFv@|_Xsz??x5Ws|0^91C*tk3k8pDyiw<@5pyi*adT7KJJ~*qahv~|`nW+akQxD@>
zV%daNj4e?0u(S(%J!tL?p`OR<IB>ImoHW0YanhM2d_Tkk%Z7V0<D^YdxcC`0PO@lL
z{)y|h&}?+z+BfJJt5NUcQp*}F1Luhs>&xI5YOJObIJtgGD@@(+1TGUV(msNI<}#xV
zy0_9^bI2{MWadv+>Om<ID-mK}HZ1_+%k_8QU~P=vAxwaUubVks>`XB4m%G^XO%E6w
z8Dh<zNTg<!Aw%PUKdyaKgY#%BW5gylaSpjcF^BA;oI_HaxD<~uvyUp~(Iz<e+ZgtF
zbU}rp9z@#p@FKryI;^<?2OASQFpG`f|B8WF#KZ93Uav5ZH$`mx-=D{aw0Fmj^%LOZ
zX^V{PA}n5c0^NtKz>}*BAyzq*mewJ!M6vdv{#=fF9~<AaK(ofEsj0!NZ}y-|NDH)X
z>BM3OHSFstiR{7KntZwZ9J8L%#B6@LZPDZ(tm&L*UDK(fvZ@+iEx&*<gWAB9CE$;H
zTU7K3)|!2S31SofUKTdW);a~c;)nGY(b7vo+xgyOk8nF830{h4#Z4*$>sKg)RafC4
zF;)v2?Ay&9!}@r`-O&t*DTVlE&2<czatOEfy$=JG_1t>jr0E;Xn&2BIsrZJeEWRP^
z30x*M!8g?TCyo7fjDOTIR*Ega_RFb=Sk@W;6s3RUYx~Fa2IOB#MZ`~C8urf`K3`&{
z?Vkw*0)aqag9Q8$2po`*kWe4|R#sMq@bGY4zI++BwzgQYVujjdkIH`M>FKE!>_;IM
zi?LwA0t_BJ7>5rZ#>|;B=}dV0_wR>9BGC$vn>=|kR<2x$`1tr&(v`|ENCo>*@?Is_
zuc>U_ycsf?j1KBk4fdn>;)^e^di84T-MhER0e{Vr?R)Q_{~Q00y|VzX;^_YWm)K2i
z+})LU2oW5Ldnry!Nq`oL6mNl2ptQw`1X_X?r?@*5w*W~XAxhlcUHLz|dvkSf2(<5e
z^ZUQ^d7gd9y;=60%$zxMW_Hd@N0^8$*!@^4Y8x@-SUh%*w}+lsGD-`I)PlIcj`-?C
z0`z_e0W~)3>!6K69kr>=t^YAyEY#_%g|3$BaNYVEdtT&Wjg(zP|7|36uuzBVw%6G6
zG7oF|iR#eM)Qkxy-_n2kjuF=XU&yC*FjJ>5z7A$;aNY9;dtT*ZO)oQq<y7JKmw9+O
z)rEDpuz$rC5698Td(v!?;*SSec%E903o~3`siTZXiDj63DiJ1{9Q1RNzKH4nOg+fj
z7ERRXi!a|q6|M)Ou_vMcYq~SL?~Zp8ESRGfdQ+FfzBjl}o#-fZI?TsH?YK`ZZVq-e
zf_#S#=%lHPtlCCwO)a96Ix=b+uqZYU*L=*O%(5`>pUY<!<?r$~r6-TPbySd5(}2zK
zg&&ph_c3%aSEsKQx|*xO^^XYb3CqWtPXx*6eXKPQHq#x2)eZPFJRcKJC*bLHSBd1p
zkJ7<Zoxb=wn5w~b?;GrSosTs=%@CGbh2KN-@G{^(;}g0VtI-!<zL6SS|BAt$s6wpq
zH=*r>VuZCO=6f<P#69)7c$QN|-y@#z_fa|+s?rx<2SZi3o{7bt*dnay%)C_mBf1dJ
z^Q&>bzcnn?l<+9G5_6ws!kDXwe*aJhx-C$)=qqH4)eYDjTSzDT{WnnS;RmC|vyic1
zC8|Orz_GD}`NoxK_<jy@H;A4LO<}%u4V0Z7@V5WB|A;<EODf>3tVo~UCkv<(YaHbj
z;h`vy-^}~BA4dh#xJ;cpD=Hzpp$^Atsw5V%|5K>b{W>ZsqLT`H8Bj?MUu747Y9Sk2
zS!DeobTLw;uNJx*s=@VS4EDqnVvVol4!{TFi!jMv8_Gh-B>&g@hIZi-s73Ee^7zBS
zkS+r+b!BANH6kdpn4j?1jCb_udOz`!eLU5b5mQ}{KeNju68=7hcRU?_cQD}VkW)|T
zP{L36Ytdn~HKT)vnlfUl>hNbynMlIlziJ05MIs4*4yqiy=w^-b#%7$$Eywi89Q^HP
z!J72<(Z1QwjPcF7T*f!Y6wnEO{|zWxpvqyVyD_gERFGZUfGx>IB1uk;Y8<@mVT1C<
zCY;Twz_f^L{Oxban&|X@EnZ|DyX=a@p74CE=`9p1S!y8cD>o)qdR2glXA|*ss*6NI
z)&I3RV03r~eMNcf=*aklP8vL)kXFo3_!}tnGMzd{$wxyOj*pXZHm@83rtC@CAH%WI
z3UuU1@0<QpwA8~cUOjkgsUVB0ha|~*2<>TuvW6y{%c;QBh-}>H^6%7xM9gZe2G^s}
z*b`NNHC;>vF{_Ox=6eaptd;aV!U=!>7u!O6jFnDQRl!M75ndd@%kIefdi+^YiR(s&
z|B<mvd*iS2Dmq^DQkEVs&d4pK`}Ga2Bn5sf$6MmnR^)%3%fzc2^#7fBwLRE@YIi>v
zESiPvg)31V`Wi|$mN40{5(eMRMgGR$@!y6z-A}wdigTv63L`jNaQ;7S7wdOD#>p#D
zxcAo-iJi~;_*>!C<r(w>w7n<8F@Ek@gq)p5FFgBiK%Lgn*~0>Bmye`Bd%2k-Dn1*#
z4?h-3`1_}<-~9|Hug2ouk<a;MK<)Cs{ctG4&IkTy=6GuwF=clYb_aH3P2LlxPe&a(
zDUeDa+V>y}6L!48vsJz@5L>kWQS;0P;;{P*N9eI^QbWNzpc^AR^f134(`R~`tK(^M
zId(tH7D@Q~s50332D_&_zqbr1sGai1{~k&E#o$2akCw|?4^!W-Lmy`yIw_D^h_~;4
z7AE`=iD#?*{&77}Pz&>41@%N_Z6m!a|DyddurcDIx7Y%8iUWUVU{Wtrk<(ND4cd(k
z+j^n0wuwH$Xwjch(sj6<fl0m1{#6}hDWA5*Js;o`)(H88;5T@-@}Kzx+8^wX#qP<D
zt;(O^D;UqanW@3uObzxwgy4RBiOA_?|F|A@_GfJIRX!H&j)aY|Dtdb`?;Ixd5ybCq
z)|zm)(S+TU8@L~tkG{OI#6PNs-y^YmrW^GBg|_{%P>Z2o?H)iUuu!KQF52}PHpXh`
z?P-9px5e0gJ^^7n2eg}*{oj5k&$ojeeVH<NU4TV<-!OLIuFoGoj_hKL1-zt3Pg^ZK
ziz&kHYbg>5fB#5_Kl(5_MDTQ=e1fnJ{*(@O0v%$D868;s#s{^>KVz`_OQ#QSkISF^
zEA8<g>9FkI(Ltmhe(y~u_R;mQkMhlwE$9i=gAo>tVm2J{wAIA3*b?l%mio`@p~WwL
zXq=Q(#*35w+57l*)j!IhEwmRM+D+e}qJZ$A9&{PpjV!`qDpoV3?0}gs_~S|{p2wHs
z!VjHcX`q5f(Z!g%I|?Q`%JeCc|0e4XgyZC`MBLjml0SY@RFucrO@lCf%{}P$*-t0o
zQzr-x?q)%sD)s+E-z3cX-A{4yY7Fij{eop2ZHZTxrlGL7276Dv#`t;X5ppJgPA2?U
zb=db3C$Goj-u^KXI<#=$d^9Evb&~q~{{(~ky7GT^cQK<A0Ij^2;nc-YO#7TYY4$(K
z>?Ma06`O^}R|SVR{9CNw`4A^BN8#S_Kqzzm-TC7->#*w)Z%!wGRR`+y!SQoX;~m~1
zc+JrNj1KM877uTofN4uk!OZtpI=QZst0^Xq^rTM{{I^-Z=Q&PZi^ILc<3;|)2}1=Z
zXu3J-!`)FIcK!F#r~dVA!^XUA>KnGU(l=b?^$p8e`UatsW<R=r-0=pxzjBdD|H$v3
zXSm9=e<u7NhuWk>Y@-qa;k`CP_@9C#{1FH;ASo${PT&*9$jAtf9zBAconQx%`1p8~
zl$6k?_le(6QBc6_;u04Z$G^X}ww6BmPgz-X@eOsvc(-odJ~-h|QBe_HyLQEc2M_S&
zmtW%i`Saj#{=EfZAt533zc+8*q)+%`li%|9wS|m~j8=c2lam8qUtj)bJsnkgFqKyz
zx?5X*VFirDb`Sa((lU$j_oH~6-8W6@J=Dog)Eei!3ei&lsL#|+ZsH^r)graH4kPzP
zOHAS_Eqa95Wu0NGrvh(tb%ZbJgtD4O)HgLlUrh;Jw!Vh9x#(^@dRzrsetxB>{QSxW
z7>S+qCJidV(9=Yf*6m{u=+GdkgW3n^U@WNvonUq1Ez(QtaC@pV>#1(Cme1Fr1CU=O
zy5o0#RRfGvKR^dVE|PdB89dIYp#Q)1AFuiMP^S+pxs#6VFLRMJ+f!5rwH8|xEr-1F
z28o>(DUu3nky=!Xk-MWLZSmU&i2czQCYnn4;c^Pje&vFpuFOE*-Bb;)Gb^$APKHRr
zU%ROXS=ypXiyer`uWI}-J22oPsg+%TY_vGEEb5-VVskfoN{kM9^<uVI*9b!?lU~Lg
z1^U!DYSC^BPHIZXt!qMk^E-r>*CM~Z34TvgMQrg=Ney<Um!M*RBme*EDakWsP$wq8
zwh=~B>di<+fj$XIc$ZEm4GwZ^8ULsBfr%vi_9$)#RC|>2GEJ%-h@G@Uow#bJOI^zF
zH&=(#_Se||Dj!RGnEv;CLa>-mxXbeivpgkju|`aObt8<pZI#~vp44utWp(^#Qn^GO
zbwpznCmm%x$(G!yQcsy@3pHZ(P}@M)d7E^Q>i|z(6(sRa&#P%{#){A!oatwUp%%=G
z6?a_~L=@Fv%bR?W<Q_c^Pk!x(*rFm7J3!PHHI@0c_@U2iEGogf#zrU@h)!}+pBwVn
zck?s(aUqJ2pGVQ5Q}pNB=y=F;RbcV^TI6or0pZMlv(2laIj9fb4xE67Z1x=zb>-zj
zy^bvqJ9&@#Or6Nr8dc5BIA2<crG}y}lUq(mqn=@;DEPbc8=K&!EZWAj<>YAjh0UV!
zsn7aiC!2^<{jM38>#DIpRa4@blvH~K(K5GHP()aRr0>*`Rt8OND}xIaRrpR%tJP$`
z%*IBXH8*5EEk$ZusQJ+L$mO>MVIJjFBEGZ^fAzDH`u}C!H?#+zpsUE(LCXo1eEAJc
z^l4UX7%3@0f$E=x{tid367uSqGEkE1K;PrU6}5Zno(p2*6A>Ni#dN4|lsI*-1?qd+
zFMWg#7Yi%fW(V~jZwHio3hG}w-l>aJQebFVEq+fcp%Vo~bZE_wik<!_;+rWQM0~R#
zPWaGg^2?!4tRCu`S}h0hdT>(Xyr&#g5LQ})KT?Yk>}K4);zfR(@(*KX>J)_HI>}f`
zhq{#EZ>A2X9j~$fbv~AMGi^6@K<hxYN2&}Y+CvlFrr4mqr)^PK2UR8dBtKytgwaxz
zr}d#u=M+Xqf!8-RePrKMUWM=V|Jh=%mU^JdT^P#07)hxI>U%{w(R%3ko_e5?0z=Dc
z@Ow%zov<mQLrZ(87LQpQKCF+_XNy@?-W#*Zx-GPuSc#`Y0d<s<untYlFc3TGOhSj|
zW?ZVS#v)D8#Nroqbtr6ZhF`W|2W{#vTvJ+xeHE1mF=0Q!rma-w7DClfG{#ml)I)7q
z1sZGXP+eGp=Eg>-ifzU~eWw1e)Ob;%O*X%`O;TlWv9bzFbTnH@wkxFL#nYw+5~usM
zD!+{}`-RFXe5WHlUi~_!0GSPqIAg{hueJv}XlfZd>9>9CWVB)tN>7|e@!^y7=h~Qf
z$f<H+wrwr)fBQpZ?9>)o+G7z*d(>+~d%RLtjrm;Z3jkl%*CDy75!*DRFU-@^)nMkj
z^F>cW$SWv?k>STBLw(3I^|ZP4V#>Ti(cP}|3#(wH-})(yoAy4%hFwo^`|xDAJ4q%<
zsB)EHXQe}5{$6Hq_~Z}#dHNNWeIvR^PftgUeZIe-0!9WOzlnjdfd)D{i29z6_C`2&
z^|h2TsQ&OW`13h^lHcuv6XEV8*ud&hXa@3&s$kiB2md>2xA(>C?_%4bP^8?OC8~ou
zHOJcld1Yen8_Mb>b`qyZ%CA9cVJ$`mMex6CS*)xScn7iTyTI0v*;!tdBM&=6F6;~e
ze>+V$e)ohvk#6a5Yxa5Oa<+FKEIJg_F!Rj8Z-jJU{#BZFAF)6A!Cad|k1d>yMR&RH
zXvD>n#4@omP+~8G@;Zqf;%WJL)krO<#mLRCCCgy)ZNzTs#xH}GWWV&n8vMPyGwbPo
zB07|_)dNR*J#1ysA>ePsZs^KV4_x@$X~A*HV~Kj87MaoV#bW;a(s~$)?bI)f92JL|
zFn-3<Mia4_l~{i!Nn#=Yqv#@fXZ;i3c}sm(yV9XVT!%UsiJj;pse_t8hm1<BKb;^&
zhf19I-n(7OZ`CK1e}qq%%JT^ZQhdVqPq6=C7M2dP7V`%zZK0xpy)Cr(gB@=q<<Gp2
z*foBzH4u%}DQxsrXjzH*HRvl?%gX4W!Qs_|=v;k%Nga&D=Bg#?!IW1IwpxfyFUR^5
z@%)582_1~ppr@&X#H=dx^+MbH66F(E+Cx$<<(FzOa($R&IgG!7*lj)d?I^Fb9>zlU
zMA?^zm1v(w>BU|KwePn@-u#%Soi<Yj$7AV)zejHhkY8F0%So5{_fscfEZ!Y~ZRg%1
z<=Ajh9c27YUSJ1xl6KJ6_DI=5Mmg4>jHi=(sAp0qlytNZEpI1t4LpgF95+a{Man1W
zyw5KR+hQfwpGpwZL9`5=%+>KETJ&TnsqL{`O8=bCYma|KO4{L!dx-s+YLDCxYmcqz
z(3(&BokfSQ?;-Y=kI<o|9whpw53vQxH&<Z&>9=&kpY(cA!;_d|_A(G(8&duee(@W|
zFACx$(Xm2DBUL;}Ds6ZDldRi9yU{_`eS?%(jruHp`lCb{@NA852WJxLq>h@pCj4+T
z9%q+%V`yh)T<313f!E39*nA;bBH>R@OPLuz71fA*pI=lBBe7G{#o2WDH8vc4h1)xa
z!`)tV{>HnbK3*Lkhq8(~)HgOmUt0zKU!H}xvwpkkn_3-57g1x#))VtK?F+$%-Oq6Q
z&?J#Dq{ukhQU`XHfWMb19Qy6VpQj_RY^LZ5SbEwjyn3jXtcUj`2W~nTh7J2);`ZLr
zbOI3@kHWGLpIU+wn})FdUivt`97bX%?)?+AG`VoFHAG^H<UEm{t~zh-Lv(COef~Fe
znDgCXT)7p2hgX)v%v48;9mq+UPifs2H|=?h4Lcv>_R%SD@5p}gd0P<JV&zB7={&)P
zU5|15@Rx9RGLo9?mzGtAJ4dImp6=H^Y?0>^3dMaw<v;QXwpO~hfBG9#RoA1uq87%6
z8kjKaC~Pcr+Fk~QlwW*L8T|PI8}>fO?fv86?%4Xq=r-nBw5-Im5|M;Ie%~bCH<W!~
z-$0Gy&x-X8OU3$z6kgvTmhi{#pUUc3`bQ-xb2>E``P(bW{&CVR#BS*hTcg(d6ju4A
z^^*M~TmRf5e?z#W{0TP^8zj^}mx=YyWs?0ffj}S-2yFakw$UdL2(2=3;6QrkAnMA`
z&!<oIqyD8%>#M9344jIKnaRKC=x93OPy7lF4(6W{NKsbC3_Ph5{@9>S5d2W6M8Rv<
zuF*+^*RNm4$dM!Iq{4rTmcQ}WUw>u&8?&>s`F~$qFf%i2^)faVeJQV`qyTSsbKH6S
zR^(*GJCEbx@BPnD-#Tz21O|HQ7~0Q8>OD#da_}}&$KAK3B0C1(O(;bdmXj2m47iB+
zt`ou+3$EcVy69u4N&jpvHn`AKQJ|Ck5(;V%no)rfyre5(`JGJEa98N1I4wV^4E|!1
zk<y@E;6&wCw>d#j9KH_8Vmc(3(Frka)*+A5K}jOPDzT^*Hv^raD`ml-tmV@>P`mgT
ztKx2|kPh$O;cjX<{CO`F+oVH&4S!+b7p}T^HQg0q(*&1^nj#kY8{^spN7izn5=HOE
zmxz|b+Y)rKX0b&>E+Uq9M)*>}HQY@XeeAX9pQ)D%4NdRpOMLArH8^frw9&5WLDsfN
z*@2-d?xt6W+Ch3b{CSHU+9bcQrqu=CnHBXYs%eBV%RSWMTI#fsdqq_uI@~L&hQF5N
zi*$-E+FT@8)$=DUC=#mb>4nwQ^FGn#BD|Y5UUn5+-Wtl7Xre*?EWF^CE(2{9+|8>L
zEra|@`0KJy!gST;BB@eLenlOOl@&fX*-u~xs<@jXZU^P?H&gpCJ9y7RUrOh?#%4(!
zsB$o3@d;@k=o1RWd;;YQrV1|FC-@oT+IUAv`379v%@DK2%nJAmof`ID`9(GS#n#j_
zI~%Ctt=QyX0<|cBWoK4e2R$zC3N5Urb;zoOzu^byP+ZH`p`rO5eaVUKILzvkDET^+
zEsC~<ySbI{m-3RSs~(Fjme;{pg|WpCedfD{22{U_f_iVE7cU(;(4VVb2qr9rkyBB|
zJF!3JT{F+dg#K<S*-vZu03;0k0`+N`tk0s$L9PQlR5*B8RV$+N!^#@?yyw)uOJ!B4
ze+P`!617=NMFo1{@xw~NGb@^!5nf$~&SKA0>d*nM3QBldUne4;`s~%p$rlvYYHLvc
z?j1f==1M%%T|o)SjiSi`sf~>=k&|4gN8hikgh$n)Wk7xIEaeoG7A{v*(>jb{S(Mw7
z?3Y~Mh|^|<^g?YmXuHwp;%=5$d(5hUKX0*L+uDMlJqmLmwg}$(D)4CK<*BUuhIZi-
z<e1a(?w3@H$frL0YOt4qzlI8uYedT+v8EnIO7i@q7Jp3@BvgwgiX>Fm!$O(8kM>gM
z;C`u?4y85lmGW||i-t0iYZ^rBL0kt7WxTBxeQA+c(;%UPR68hqj~!G?w*zTVx7WA$
zE@2&7{Ag}v+kLY>7fBU$VsS#fq;GEHGwE{BRK~qR@%B*FN;#+?sk-5V%YiC^Ix%Bx
z7x7}t*d?W0REN|u__y(7OlIuz{xKx==hrp9Ygct3>=W)4i?&DVv#*wv_NYbaAl4qJ
z#5AGyC{AT#Gg7LlHme}fH+fKflUV;ueeV38Q~NHLS4r)gK7^KfxGP={g;ns^X0L~?
zIx0x260L`~m2IepcT(zsAG3<tVnzl0g--GNsF+o3!B;{_okYwk>$cFIVkI{vMLez(
zwa3SGb?78?S{oZzY8V|xb47KaKHoMp#7&{gP+kr*)zxuKETQXT$b9x1)_p}!<g)4C
zmHwXAzo7xyVbQSZ+eL6ghYs}T%x98uI9+BOB|NSXD}(A<c#CalA<pGWCSDw^t|~Rz
zFQuUoCru5c$BR7q;_)h_&wJz57Wq=*RVvvpxuFrKOr^)G?ZFPHu~W_KD5&-BCit>L
z2dMSxis~1F#TLSJpvO*P@kUG1<VT!RBegv?yuUqOuVcz!q*!|t=5%c(Ton}2Q9*in
z(sSLOHn{U3N_4LKK@__9IDGKm^r6pGQj&+at1<38O%b~H9qv3!p_BBav2phk{PM>m
zTtDzRI=f4rNG^3gMJ(}NbiO~HWxn4AA4@l1Tf9xo6Z!6KQa&urbR^5b#RzwvrHYk7
z8vH#)leUG~xHkm9?0ACfe~w3Iv5f{Mk90-E<>`2JaT@<JF;K(eX@0oz=XmxxUMqFn
z6<S<Q&uhgLql=wn;-`}_7ZJbu(<k?}T*JNe(Wj#}{j<5Q^hMuP6Jnj$qI9rO$K5!w
zcOG#i=wib%&uqj+#E+d3{)6Be?yieI4qEij)I2lwOdl(C#OH}F27a4Y0}C-7Y5CUb
zxGS`<nwB3`j4t*pWniL;i1l3%zSf_A4ezASoTRtbpI-(o$$p8sRk*dRGjv-yX^3AB
z(QNgg$zBg@yU-{1wOmX+FsJ#oS`Sp5&>&h5N{Vvuw$r3f$P<=-C$bR!LYwft54w)U
zHol?Qe>;PIz6Z;DgLbJyq?is7h46R$039fwBUZ+=4!6>II%u{_`S0}!wo-foWrJ({
z_}6exee`kCrhhhXB|(m<t7aB|phmZU5&5yL_=8nG2&a4k?;7r|hdz#4^v~u}k}xt$
zYEe|x0ArS98M+?qwQ%QkzK9OgXaA0EKfRb~Ym&Ce*P);qMdkG{W@)dq4mKLN`$o(!
zy(vT&mJ>>yOjQxFxjVvt>&Cx^cQ!yD7hU>ib6pi!8>r9=NAE@no>^Yqfai&2@OKn_
zrjnvOydAW0Cp=HI3|{5I-&yaY+T-MYR*2X$kUjyh<ucJ#!Q!!wxUs&MWEsf#oqX$d
z(DoDHgzcPqrjLU*-e!s}3Qx$YfF(;38sihR=u^Q&btr(plg<bFgr@iCP${7U-5xE~
z>Gmhl9&I(){lRKqgs=4BU&B49_NYz&EX^Ne7PquVmiIo=bdVM!P&)kNi*U*>@Gia%
zt3FbP7T^4utsXwaH;dVVy%yePiY7@UWK;E^!tNK_S_YI~q{@FqXZ}U|MJi5OAs#1*
zCI`IDuZ9In8OgeTl66~XS31bFZ;*qxttRe@*#UJjQx~y&-&Y1yQeDfMh=xX%cP{eO
zI~SIDEvkQV(#M^bnWFXZG7J80($}|bJoE~`><h#7KZc^Sv-G4EO?3{P?3a*UiqO~s
zjO=CIuKFgy7}8jB4EZ#bPSTUc#y!t?W5@{-V@PRG&t)A)Q}y6%fIH7KM0E(sfWL?I
zXK&meieGj=$Mv0~(Ah<LeeFLNML*v|N)i@R4;HxdC{{>*GwwW!gMa6bAIFPRSyhXq
z)B+eAYO?F#VTC&nV?=d$7=tc8f`c1A6lz^4mF#!^Y8dWb_#W1lt&{;ZpYkMGRQ}Us
z_;+e$K4sS<{PM>GTt74!o!zC|OIu)cFcF*6X~vyr$?uudd5mBFc!=u<zF^g%CD|__
zwTMm#)YWd~eRO-UMK@F2d6Fn3znT8*-|3&9f=4CcQptWLrPa9k@GVC4cV^L{WnL*w
ztPH4mCFyf!8}~iOFFT*%`ra|<?Dqb|&&=Ek6qVM%*g)++*Ecl0r*EL%$Fsfnq33io
z=s6q_9iocZ`$uX{=eMp1-_V7B4fi%+=5#i6fw`XaF)SOje5!vI>Pz1%e^WPvZ|usy
zX!$NW^v{%he*Y}g=a*MEGW|2lGYJF&fj|(4obX2=$QXTneJozQm`>LF<(FTuV#Nvs
z1qIQ+)6ifh^hS>!jWcJ?y!Tm}n#`b-N*-h*FHiJ^bX(zaxwvxW3Z0Nhoy14|d-38$
zsHm_n;QA0+{>Jk1a;U5S^Bs~th6P{uLBRZ@=<Hz*UoT4p?Y&R$suDQCkN*9XZ;!yl
zNE7RpkDx!-*Eb^OEprM^eM2L%a?0>JDidm|9N1awiwyb>o_vlk$NECyJ-cbo?`?{}
zzvAg+D_=`>Y<rM}s`_RG_%Q>~DaYbrs;Pvv!>pmKC<j-u-PyEMnCA<BfBJO+^wkt$
zp~b<QoN6pMpM;Tax){JRQN5tM2?Ea~z}rj>K4xmz{v-!g^-T!q#7vF_oKAp=h7#5e
zWCpN5-^qZVg*tsgRcTElHb2TnT4^1o@pfXND6VcmdTBkfdArlSEo5HAQ;XPy6QTGz
zbTdZa*+h7osJy*ZSX{vpE*d-pcOQbgYtUdJ!QI^<5FjwP+XVLjK?Zk+;O_43?(PhB
zC;OiBzW05&PxFnf)z#grs=DO=IR%7v4>v{=tUHJ@(Ba&m;A(#0Pl_NNV=~kSxIV}J
z^(}Q5JXQslY=X(%E9c29{CgGMyLu`pt5MsR_bq9t_NM9&$%V#G;d*L3+*BRu1>Jen
z$%RbDcH~Z9K+@V5T<U@8yhwRK`32Irz}hPTx$RR{8JfgUy5GtL1WG8LWWdGc^Jm2o
zOgHK%gP6_lc~N%v)k^B~5$}90#EphF`TOvtm)Ps*>k75PUAq*9?`PH*hZS(v4Zntj
zWeYI_`Q2i)La5lTDi67qT`ZAK#Xtz@XjpE-2x}pFP*>f=Qwv~<R6Zg*@AsX-Ic{z#
zV<dNJT(M@;GW&xdi+REvkID70P#?NmGlRw)pYiClt=C?r{JbzwX1E%ZQoD*8Q>{87
z#6%|N84qVKkLNt6)^}b+Q)pw;my|Cj%EiM;LQ9J9+_j8%^xcW&M2@MmYe8tFdPdAd
zU6_}az_^ZP+kOUbXEU4i2uXcc@UwI*#NZ0y85T(xzHK0=KI(&)vs&eg9ab@MDwffx
z5Zi`3t(+Qe<y?BzaEgn-dj;mc0L@Ryb``R0TZZJiexJmfAJuueDU=VWrxS)eT3Czx
zqvC{^-3maz4kmgD{h@RRcG-yJsywzBgJS9uIIt~lE)J}*Re?VEa>6U)LEsc(Z&+z-
zI~-oo(JwmM&@J*zZ!Ynj+`_mahc{w2QAumnFCEJMqHYk)!Fm$@!3yjUypIzxTPe()
zbV#D()n%Tccrbd693AWho7e5c0nW_+YS^VzF!J>p8AS*U^TCz41+C$NW5>i(5=IrH
zMG6z9Ue!3e_}5?kl+b0c;ZDc+S3H+LLf{)l3~RjGWZIj1mOIX#o>Ybd<Lr>Ne4B<8
zgD55j^9HUk@6AnEO>cM+IZ!=-Km?*^8@+dEG~Qy1(g5x|*yxt~@k*M3A_~WP!p%=#
zX5Y0p;FYUBXZnXKCom*V$b-1Z<S^W}aKJT_z)p0es3$ha#P%va&Cg&X7t~=Xq&uVD
zdFPhFvUFj4X^kk?5T<oJSR>_02H(!o6;Me!;*x1wg??=MfxTa>esmm{?k!r>xX}}*
zxO+WQfEgB214q%nn|(l!L!xuG7!-0MWLEJS`Kssg!iu^lCnayjU2M>X*x&b|j|o5X
z1VU!P1N-i}?0crL3w#`%S7d&e%qwz${4SoGCX>6(FrNo;a=i9?MLZg3l}#f}<xj<_
z>&Dr<IL)I&^nO*@LO$Hs-pC%M4X}Yc4L1yuUCsv+FkH9Xl{D?Ryrc+Pj0`6F2FMY(
zI~<Y{KjVCfHOaz<!#DCX;W4CWNDIp|6*~xXx^8&Fhr*5M>7vhPB<Um+XEjXTNh2&V
z(}j8E6-U_*hi&L~`?pgfVH|&VENDaYwXSL>Oe-q$w|7F>EGmU(Ge^HmU^izMi%)?E
z$E$ulZWlkP&21lI<oFuNRK@>CM@X2Z`JKJZvE$5)p8|cB0)OsAHg-%8Z3{sI$;S%=
z;+EUS3l62;y8*9!`;A4H4*g<bM&mN_3YMU~j&Y?z;V&0UIq`+<3>EfWDLX39bGt8W
z{$~FP%d^kRkr?*xPJMGtpG~ZyDoGHDwW!9L1}j7l`-jHC&MmO}K$vjkPsUh#<9c96
zxM#&x<b{1?+4`7O{maI9X8Y(WrZ07Mutd0&q^;ap(039xU6JkxRGj4ga!`q2q|YQA
z!Vi+A(A1(EUN}E6vL=;-z@;fJ!mG(sS*WscAK0gZrm|pCr(`c8W6+&OYA5f3h-J%`
z5S#ZU8;3@0i-0}tV<R0i^cEhq32oT{^bt1~%vdxWa|*#qqpCn^e<(uBukrrR-aN@n
zOwa~2BD(6~%ghF1O|Ox~)65(ZSg-}Vk6Lv2X;p9p*}|3Ab-Z&QpC<>~n}xsuXWJ)k
zk{Ytx1Id$H<;Udin!q|C)oM~_4i-w1^xA~YoT7kr)$qfof@H2;;)g#BAVc@&qp`{v
ziy;aDjGEHg!=DQ=TE7-GVA~%h^h6MqccD4murCImaMibqE6hICg4`Va!5pw`G#ri}
z@R)@6BlU&c9EYI(m2%ILqFdEew;Zj4b!cM7E_+p6LEA?SkF>~5bRBjLRdHi^DwmKw
zijr)AX&P_|ibCV{Ju9-p<mX}C*T-JbDOn}?zeuL}!gAq5S-^+IsC}G~+DfJz-0-by
zj$yr2g?Fzke}BC;2ItvdbEp|cDm09ifA3)%40eXS;inpWj7w?ylbovm4#ON>pores
zm7~Ib%H%9PUH_da0zxS}=HG48yhOrM)<sd(1a6+m0=L~uNG|mnEGDD!y3$E4U)UpW
zQ!+$=WbMz;#iUB-U4qFHUG0oSM~Q8+%I$=*5=LhcjTUA)Xi@x@y<evgU~<hd@VO9B
zo$S%DN7qZ|Mnrkx!q|eQo|1eE6q)u(clX{Y!_AN0NsqX{zP5cJD(X}SpO+5Vrz}eg
z(?$r_Bk&|K*}BEOVON*1=K`+C<(SN=tPq_poGpoah9<UYX!ZwWo4C<4bgF&}74a_1
zZzS4QCnDR!!|VQP02r>7B$!DnEbaP?hi4VuD>Gwxd5${?gLw6`QawQ~N=<E7ynjsm
z;;n4d=wLJG&lYEb<xb}LQm_&qPfswz`gA+SDiBu0NkqCGP4>d(O<T)%3nR%f@N#~F
z=-D#J_LH9?hTUfuE8J=W$u8elT>9eTjaz@GQge0*S+eV^@QqI8fC5e=PuUcY<jk?2
zaHs1J#?%#l<UI;LuO%%X0@W6`dn<mTT;`VpK#{kHy}4z*;as&m>}(Y=3W)hzv#l(b
z#fWSMqbxyH0YW|#IJe0CMQ-Y0&xfB7YM-fS&!aV$1Iciot1$MOd2{yEsf#73GWotU
z3cE0FMy8Lr+UG0sj=zKw397F&z_l(;A5^IV>A74u^{Oy;#ZBpsdPHeRIs*VSOiuL8
zKuOhaM8upmG|tJz*-<ojQVyzW**KOMb849(Hqk?JM9h1C`)N#0FP-ISAhOocwdJFu
z&MF(6Rd4-$U5nl9yQyRcC+2X5_JZ&Th7#)PWU%cA@^7!hM7|v}T1dwlir6E-e)B8e
zu_4yJ;{mn8BF65qxkCAIT#L>b*7sUJVbWLSHja%0GU3LR)mQyGI5KX|3z(bU;ZOlf
zb*GYETa52<N<TD3o9c=NCZ^#3L`jyKveBb~UT5<9rX5kV>sMRU4P|cEmdy!2aaiff
z&j>Q+M)t5d<1dErBZ3iQ0Q`&FTJeds=ECA~i4Az#N!Otj33iUDt|sy?ABHwqoZ`&9
zC2*>L%3caE2J)?sKeRp?`Ud>y<}*I6BO&C=#xZD->0ZlGtbD2ujk|*L#=3aHbB5OA
zRWu_9ptnk@%frD+H*;Mj>4k)53Cyur3`Gmf+RxTW^VgZfm&)<b4EgDx(zSh5P*%<m
zIqjSb@m8>Y{fGj87MVrx^>N9{WO>wCZI*{36A6b(aghu`)y}+>%o53*#=RlT&LOW?
z@NfC9=h0hvYl1jkCee3>tjcVdPFKztbsZ3g$cbsv<I4z^8~bmA8O3p~^-;6EzfD)p
z{Fo@JEa-Dl*?TFwn~Zgxc)l6h2TxKjqa2Qgs2&T}Q-h*>IpL1G@)T#RHwg)%3m^QO
zbCNkLXM5^MS~w4SBM1skyt)%Q;XU(Fdw4ykw?<3qy%cGlB3JSKHH&r|Y8!C4`iGZi
zWTfR|ff??vA7!E9?9B!u)~#+GLJJTI0sLBmW3O;W6e*e*r1^l?vCkUc$od{+=DGu7
zdEdYHh#YhIa{-(XpUA^io8_gbWW&*vUxfUtc+uhu{sd*5Ka_+R=$f*&y1nUGiA1f9
zOJ4B(pd8P`j|BU~1<I=~E*mvZZ>s9T+j{p-i;;*C#1oN0E}a*!(Q));kf5eRf$qXt
zY4<P&lygr{wxaDk(3fw`da5JR`|NKbviUn%aiRMf*;KTHPER2V2gVw#G<c1yV(aMR
z>jV$@W%}&@7qRX|{xOgi-g$d)oxJ-YaNKtBMJ(KF?LP5uq?Qv69vC<UiVeZ`hRjaY
ze5;(+?EFk{m+anYg#`b6hn;@<ck?(mFw+USu-Hy=<1^D2P$b)d*<au^p{}m05EQ1S
z*7$o@35cMPAL2?J(0<x;pfvpp9MxmwjG+qQF3nAo@oK+E^FEsXY|r51n9Kv~D%rKH
z0oUfDv*5y$SOgLoS@0e@$6}vV?pqosOYx|T*-8p(1M|&bw`a%)rDGAyA?lS1J>t_Y
zk$Menr4mHANOtt?ADk4z8A|KJr-xe(8DYjxu$z0om%C}u;!Cgk3-s-sxL+bJxg7dP
zBK@Wybs@CZ!>TWj?v0#NIN>kCGdZc3qu&;9$UX#sNtGZHbeQ=v5iHq+4*SG)xt1WG
zCFhCiY(BJMCM2-@{c<Q1dEQ`e^I+8(ejMvYFkE`sv<pITuvrWe0YDnC{(y$ZogD2Y
zFc<_DD2-(KbKp*K;@kw-w^JBWyP&Ujo~wiPLS#B#;;d0?qn|HqF(}AR*o|LgZycs2
z$X$h3-Vg5|e)PcRY!^O@&cpFfxl8W+9^KM*I8K;vA2$b3*IL>(H}IU<`P<LMa;hwo
zHkA#xPG`n$C#HooL>KY;4*apa`;dBp=<B?3C%vG7uod!AmPR3f7aA4`0Ky2ZdxdFY
zd=YO;DFg5ZWrIq}m4tUT*C0PswsQIN0j1oPr|9EsSKHJEL=iT+L`uxWM*g9mIg{N6
zvY2#I_?u^x<9CaqLk<5bzM#(52)T7+haHylRZc}KZJoYC-cyJlzTg6cIKOE~>nRWC
zB}HH`T4v8|NgSsfgtu|<!hDiE_#lr~PU+EjwDA;JrKB8JfMY-|iMKh>Dp%yV9Ka@o
zS$V`N;5q}UD4_^=4KwRgq#{gF)mZZnZDX7pHScqpDe@_CY3-;oeCiz1f@^G<o}Fz7
zyODB)xM1J>O*A&njp7THN^U<y7CE&GhS48c-u0+LP=%_tRdc9nv*?RKGW-=u!FJgf
z;|)a&mye_%-&*(`Tgf?XMlOBs6@~>~;MzXGwjm`8DQ)=>LADaB4`LIf*Z}D|S0_}Y
zVg*D6aS3=0%`7ME@)?_Ch5@gMbk{ESWlNW^0!&E|JBJdAL5x`*n5C`s6{X#W%g770
z4VK5|>^0=DZNk6CGBhr3tHmcW1Y10ecze@1_up|v8FI+{Bvl+WuZ-9xs1OO<gj+d`
z^r*fbs`S`4huqYK=6GoVwfMhd=8vp}k7dkVoSFq@uJWZc27QwQzwYui8{3pd0-5@e
zoqvsEAH=8z%-c^TKjM<)w~iY8B=k*3>+H?B&MeQ5SP`;NC6z~GRa29kFJw+$!-EMQ
zn<k-n^hl<#dgIDR?PI^(PYAX&Hp%q|uHRZ78O>9bE_o322lQR+sWJwg_=Qe}$(F=s
z=tB=Ld#;y*a@Yhw6Y}Ly;7Hn-`&wEQLjZcv#h!EWc1Z!VK>tByE_qJ(S-%#ZGe&=1
zl*O#S%pHl~K5kdePY3sPYHl9B>+{J;wJe;IrF0gBbALanf{DdZ)V7Sh_mFE2Xv>EH
z*VR7Q$g69r6ISr+0KtNo0g-{U<+R=8SeX01!?l=D>ts<*qzJYu%H`@(i9<Ed=M8=r
zT|LYRA{g0<%e}-1ENA)zhQM(`L&4pr5_S%y{wArBb@BA0dYdO4(q--h1~?9|lD2v@
z*hQ%K00#Yr!T%dk-otA>Qf19VU&q;qTcNzS#4x|euX#SXSHHGSDWr9B>|>HMOB2<P
z(E3Z?LK;}tFO#9JZ7zQnTv#Ic3c6eNQ>wSo<bY5UF)22bhR&ve4QXqr1{?<e9oS2E
zAO(*ud`SE?{}Yzn@Rgkj{>%-|o<u&w%iwJ#6?$C!`sJ0H;iaZH!0b(^2deF4vlYd2
zvEONCeBHPmN4$AP|4)9kObq+=eUMAn)$VYW@0$-~rtR^1zk6ut1DT*pF3y&?gv8{;
z#5<|q!KhvQ{QRG_wNu)_0>RM`Z8y$MDD@C|8F}K0>*JNV7v!+Od1}4VxcgvSjdSBE
zCMikUyY(Oxi{;_*kwQp_6j}v%uns0lc&#TAt;YEf##nV!|9yak9#jxcR8Ibc7y=m?
z{&iD|4LP{PFAVilfaARqwO<1!wRr%mx?5}3uiD?9jD=o&3$F07Yl{PuL|(*gZzH*P
ze$RJLtD((XG<3uy5hf|C&^d}PJ!NLpJeY7^F%lb<W(5tVqg9&t8C}M+Z?D`cDb4!L
z`W8^tXTt#ciW`UzMv}k=jEwEMby!^EbW`^>CG?r`MT~$^=ir(N2CgJiS@zRXqxsZt
zbjkWvKF>X<C2q)^lmZQx{~91yWHQiI1-g{Vq(C0As|GSQsqEL{*xqbqfuW25?^8s}
zwKFR<>{0WzsH`<XN-47!;aQ?qJMQH~FC8RHeOxs@liP0Q9Sxq2?wIhBZ8GBl!E~lp
zJw4Euk(S@$>m_BSehOdogdkHyV-Rw1gy7n;UsZ2Ok+TZ1U3kr^QDJ9I@75AVU2l87
zfaznenVbmpd~@_g;P5=jSR;8+|0hzui!w%aofI8eA9{uvReci-0HUWyW{M%PcF1_R
zYjRpuj>To4KY4HCv~!4K2#`N{Zz<e|UWm|T|KYm>b<;0{2^p5xGy6P$a8pV^cQt0P
zNof`0hr-}>WCUoXVE_mbDM>K3JEl7*iiih|vR^W_gnmoL(up~ASYn@!!8yB=RMw99
zclE)6cSOyEq?kUHhV(8~eH|7+XQ*Lm`a{T2#Pf|!F?!IBQ=&sz0UmzqnE(8!WO6aR
zQF$wCn-jKNG3fV9=DK(1m|Hkia_9qFS#9OI=1=Kr$MOU+Zj)Q#3^GDT$6FLSf3k$C
zhu-1A2r~NX6Qe&&>*$3ZzY2~hvfl;IMoy?Jf3{TRSpgrx68zRDvnCU`^6H|>P-NeD
zgrC*$>H>0rFM_$&@kJT{CqN~rdoj!QlkgG3*dVZi9@3ITbBLFHtE4g?lyX1iezkju
zGYE)u462Fx{8~__^Zv{(3eDI(`HdYeYH5gHcmZ)$egO*eVObIxu=J%AeO&AZkV?o|
z-2oUA2}J|pAUlF?5l2LCwpGAQgB$k>U~DNM`Jh6v^rCy1)XQCztQQzrsixXBo*u~&
zXwJ9q_**C9c|fQS|8Jt>-)J6G_t5ymS+wlB!s4Ls-ldiFLP!SlVa7x1J$lmmUh~TB
z&`43i&WSqx!QsR=&#(}W!q5n*t-^QQdt5kIGJCYoy@j}+NM18tQMg|nDH7x&CbYEV
z=$_2qYD0aaUo{OU-UL?oDJYqMeb~6<f=pT6^ejBMJiMmf2FR@g^Xe&qs&gUiN@fO1
z%Aqh@Yt&ig0E$^4ziDp<Gnb|!j{4|%C4I?zbNSJW?Vk=)OYet%#`#z$a}xB9$}i}s
zhji`HLL|cjbs!V_EFq&mY~o_TD+_)TAs(btChJ-DA3@>Z+0?3<CRkCP#I7%5Fr9xq
zE|g6axu4V|@TBDB7qqm(p7UuN91<K>M*I}~G6zf;0(&5cLKQ{b3|xc3m!Bf#8?*;)
zLoU7%UyBz9JMD!W^x>^q|41XNU}@R;iy(}rM`pt`17K)h5vvsz`ASfWP%Iqv6Vo~x
zmkvkv0{xu5^X#ShZm7xL3PZ#=!e8J63Gt<@4c66B>PC5ACjy@;;g!Kx^EnllkIr%V
z)s(DFDO*puun)ocljiKpYA7fy@ZsZyl36&cv|1@Dzkt@gl`6_TUj)77*v$+Hdk-dp
z45xIQmAc$D{n3elk(B1pPSeg&c-i<5o8-S0jz80ovf|3HUukIeIa->Q$}n_6YE85l
znT!I<MEYtDI&6?c#9fq__6QgRFF5++7KEI~HWvL83(1tmQ}I(G)0SwhR7hkBoetin
z6{BBnsvI?R<kCJrP7-I3zeo=7X(|giW8RK}wM><@&|At|%)M&j0c}om_SalA&g_$)
zjlHSnTJRFO@eENW?>=gvt4%FzB@4NUGUnlA7Qz?M)QRsZ&3~nn+neDLR~1A5aYPDv
zyO~Zpp<0$`;U5bQQzfp1h~*odaK?ru;^y_p$S1q2(<^Xj^ya)H;6J`Lp=m__#a7%I
zTO(c-7s`01=oo@>o^hv!glihfeQ?)6+lc87ly}hF-^fl%xw*?M{UvK)@o;7*;+0Xr
zDblG&5*`$XUUNizxtnT>%f~ID_zj@{SM8#s9~Q#Q)^^xdRE11}B6H9-n3xlUgCA0M
zFAr>K`xfmDb2J)e<CRLaV0?4TY>{-`>+$D7fw`zP4^a5?=}_XRbDT6h=X&ChLKVZQ
z$fFWxM#9IND!p>B0tpS8f}<+~^nJQ8nTxR%8xfc?V79<JraI3@Hqn4%1w;Y^Y9<f~
z!Amw&4T?CtL3<{za0Vj+J->M@5~1lpwyLT3HWFd^7PgE`(qgJOX^FUwl7<+N7PGQa
z+Han6HdY<s&_118wzLJysYN`P`{?&K>rH8|_qUx+4TKG-HhqwZTFeo#gnWysL2tNv
z*1+`^Hsy?zaM@|ikB4)nufmfB<$)y?fotE}g8#&d{50&}TF5*s93rU2GX7GmdTGMN
zi=UL085>Ff&6WF!w97+dPhyk?Udp;49NM_s7}?%%b-9)Wwm_oxI)}NQcly0sy^7Y4
z(C17|X5K$M4m&FK!=QZvcE#M>W^QPLTOwV%eUnv-$DA6cfgOg6l1mh^;9-};qc}a`
zQP!P2v&t8w%ql-3L54pmztRqp>SKuniC!AshxN@Y6usZ&JEL?(i^u$$wY7`5{5`-i
zez1xB&^J6fU2Km}mfD%HctmQlnHF9>F)OnXdF+D>v}F>b_4nNZbDl8o+;%3Tr)O@1
zjwYH-`|)Pl{djLQ`6?cQ)UH<J9d2vP$n@w3zA+Y17EC;Ia)vg&z<jzYY6W2ZQq&&u
z!s&f`bQbZXsab!RLU{#h%*<>EQ`j12DGjoeme3PrM-K6bz>ptjz=>@?)}lW;PGxtw
zvyR;_eXgU^7(bS0>kC(8>`HbjIFt%&(qX)C<m>E?hjDN;QWOV>PLV)~BDDTqe)u<r
zUflV&KdTTg-?!W6@l@BftO^7D6UXxvFNh$yqHNmo8_(~G)*x`b0qAcdYh5`};JEaY
z%n<oeM8K9!>C)@_Mg;YX6DvPxtwSIMTN`vl1T2Bu6$g^tRZipKzdO^;v|d;|t2>?u
z&n<(xt`JK_k|I{B1>AHBx0g)V2(PfY4nD16B=01izw3dvTwZLG;%dxEXv$-ym+@Q}
zHS+28U<X2zZu$7kv!=JZxO?fK6yowx;G6XINKVTQme3#!$&Xyq*CI)N;^K{)`SOFY
zpFcMrSieL(bA6K|(kk9wx=)8USCSmGZ-!N)oZfYy<vpr>P8m2qd!8U_)yBT=f4X+&
zPogda(QFB9bRSVP6NAX5r^d~X#BeZt4n}k^wmp+GGfUA+UOmEB;so55tTrGvhJ-d;
zSJNmql0%ur<ybYYtzs6+EUoXy2j$SD@jWKTvG#hpZI^r%c4%1ZzC2BI;v$&eY5|!I
zGP@OD*>^_Kz8)wo|5_AeAhUrNU_O!*l~w~Wdra>2WaL9*80&Ou+(x(V6yVB%<D6xQ
z5)m<GhTz}lrUL`*)H@h$cy~xZa$3W3I7%)i#|LdznGzD?>|QZnOS@7cYq%)NCqfr5
zd#65V!|KQST>K2)KMk+nUB!fVG-c<y&nuw#S!j4sLTMwjjys-)kWVZEE#DZrH<zvH
z%Zdwd0wJ!PJ>xK}8}wCdN960Hgu%PFTHc)g3WRsHQyqWFy^IEQ_5LV77~g)bGRs9v
z&*XA)#ns1OO|Lz)R0&t0*}1PW8rm?zRYk1RX=p1?vLbr_iRP%WrXEC5llesnQTF9<
z|Jl%+PP8qFNEK1qG)7ksNl{l`@2xR4ne6inx=YI!3yKP174ym-kdFdNPE(4>J}FzN
zC|<OCGv$U=eiRqe^F(?*15OD#bYMX0-}^Y+j^6SF6ksS9R5E%eR<;219sX=q39`%B
zWe-Hvp2J>~nsju=VGqgB+47sqc71>NpqwYSX8&Jz0QssY%93f6lIKk4A4Og3=(doN
zW-DW|J<pC9SK@V~`)C#cA-t(hsRAH)VmiSR#SwPBC7)+~C1|lTHozm(i%T6tTqL<1
zv<T4h6@a;RY4^`5A|7MDk2SzZe9JK0>Hh{6H0h4y9uZA>CoRFMFz#R+8NVd;Mh|89
z`QaP`T%YI;ie1Mp(f+=%#ArzI$b;?Oou;oGpf#$72O@9_>#^}=x$C;>zD#b}#S3F1
zF)FGEFl=+^84){q>3@K6p{FnEEY@d>)m1}NL=x6}^Cm<Erd-;4{K)%CbRvKw4<_ch
zYu2S4*M0<AmS%KPkMH1W7*Ed84KNk^R{;p(K>}O-6)nr>9#y|NcIrSa9Jv(U5J6wk
zbbVGG#Qtt~)31~AMH*vyeKErB+XvzipU6YIwuldGN}%Awgc#9^A>qPLE8P!bQS|iX
zoyBD12h=i(bi#V;w?zm18Uwhl>0xHhT5jrUAp7S^4-JCXeVqAqP7&kEoi8?&SE9F2
zX6|j8oxSU$&4+q+ZmS}Y$)v{si&Q~d`-P}IdYimqYm>mn+N0EstM(#IGPe_Xm`rhI
zMM=n6n~R%^9mCD-0tOYK=nw`%FjSwul0p%zHV$q4Neb}0CqAowMe<i27-R9*JWqsb
zwbup(=+!=LzUG<VxC&yd<h`8=o236Lg=<%oe#aIY!{(bz@*%9a%4S%94I2F@Cr?9_
zSZm==Y@p*za=4-40&^bcT9J($N6uc0X8E?=xC-U7VvX>~rFrUX0hGz~+?@pO;RQ$^
zvJ*d%WuVt6h8|tmvHb&i*LL5nMaMPhb_rc^x?jM(xvT%-TgTrO&k)E`pZtl&5=T#z
z6D_0#e(>f*1$qvTQV2{56sG4r_xWnr`fTTLJ|hQduD;S?UUwi%X*8dh+}Wz3`0)T7
z{OrL+r$H9N&mppTPZ!{x*J=uH9-~jOhhxBH&VC+eMKp32HtW<pSy0**%GR-oGD%-n
z7#!M03~{aL8ozD|?7lj)_HxC+{S8&Bjtt&`J^XFRPA)Y!XsggFXe#K2Q!liCXi03#
zVyf^JN*}n1{!QFaH=|qY3+ecjC!2+kT*nml=04?O@v=5FS*OJ_7p4EokoD^BzVA!z
zJNWf`Q>i3me>dIzh3gv>H~2lg__4E_^k@jq`=GZEMMXuGb#;9m{&0@leQ2TU_UmnA
z*L$PgGexSG`(WRxbr$_5ToPW}j{0?<aQRf;Z`3bRQc|5A9e!=}`Et+`9SCE(0O9qb
z8{_%u?qo5Lh$~sY_<Xe)wAM=Fx{e2u5f~XA&5K9UEi5VNE>zBOc!2<Kj%HCbD-41e
z?UVMPs0TTUU=gjqHh3Bp7Wi;VP}GA7kKYLizo;qd4$gOX5p;ERSDJt*`1slWUe?wO
zDk>@mp08+}TwKOK##$o2VZ0z)(4HHvJcBn@2dCYPFBrV8**<HuOpqXhQSbBz-*j8J
zNf5x!M8`&#DRMwJYk?0U$mgP+*P>ELICw1+WH9TLlm2hM@dU)(uluL(^3dEC9Z9`R
z6bH)zBO-zKk=-#go89>x`<omogT9}fKX|E7$EUv@iyW4ncy-AxPhNy#rsKX=9B&8!
zM6&wLO9JQNAB1AlSzhe~0TA6}EhP=L7k;#{ezO9Jp5&s+wJM})YSY(w2Z36}d;w~<
zKL}ul$)1rnTDG*lp*H&mZl!z?irj5}H+_Nk+E+F`xNZgsW$3YBgs!Lj6I%)|w|8C{
zuL#;#U6!x{>)6!s&-KVp%u4xHl<m<93HoW`m*T#;a>twI?Slu-x0q&w;fl05+gOXY
zilJQXA>($7voKNz1D_vSV)aKLQ+7gLQ)Yrc+%oy)_Nr8tRw|6!E$c^i)>DK~7`~e?
zi{8BgIY}{25>uWZIx04tmFg~SPLih0ZIEy|{JD%9)LnL!8mx$!%~t>@<92~yK_|u%
zW;a05JHz;S&UnS+m`N<3sNU*Xia#i#;q}$=<i_vTZ6*<ZyxAEzAa>W^RG;j8M+4bU
z%cl$$0F{VQ*Z+L4o)t4CeBSvnEcbf7_sW?#e!%|D=gN0j!ADgzWvBpHcnY`9xcC@E
zP%N>jOWAy{P>bG|v)SLsrb?Ef>5^1r=s_Wh=|i0TZRpJ|gDD~iERl7x(>@z$7-_rD
znK6GK0^ZVJJW`s(Y1`E_TjG1v7*G%?3w$lOP;H>%dK@Qt>f+OM4g|gNvY|>3w)xte
z(M{i7v~1!mLP@sPIL}GEcFjpjS~s8<eq~BIx@gG;ojlR0ifx6;Ie)G42UndqyJbKj
z@}p@7;s`DUE}V=NLK9|%0xH}~N1$9wxmum$oZ58))G32&_~~Xs1(J{OT#Jic*CSCE
zWeKN((FBC=)|b9lgQu+%^rm0HAu_*fpF@b6EzHb1M&y1@dvv||zOOJ<Ox=XxTI*zn
z7f(GY$OimwraAzJu0O2%c?(j(`hUdvhf$cEoIHW-`R&`c8&}bn8yxQ|vP9Ic=?~I0
za4O&Y;^`Da3JT~}R#sxtm<ip=4BG+u`T0<o5(GpHfE<|gE6u@Zx*!1@BI-lGz)ybC
zG*RCSk<IhYK&0A;A(=gT2WzjZK|1HDkHGVxM5aTt9w>~-RJ#)pn5W1iCnpz_lSB2d
zknOzf34Pt`8ZDjB+RQ9ywb{JcD(Le^s0M<fFa8%V5B8t`6Ig@?LRPEIhbI;mzS2Sd
zQZFbM94ddaSG!tXtg*zx#g(KRAtE6$-5*PLo-#z4afPar-iOO=ENtumyXCs9!ov6U
z_Um7gSOao~-jEX%5&%@vQ9U`*(d<y_FEur_udQ$W<i0(chTg%@PUTYl=HIVg_vJ?O
z%tx+J@bm5hu#e2K+>5v6SelrzF$F%emLD{_`Nrh&ADZ?5MhvK=r$h+aOrJkKvl*M4
z2fLoH{q-1!0;?Rz61uy)LvBQmY@q55pWksSsOMhT^RDM;wq&`~-o~bQW*y3Mw%HYo
zLb-l>wwii-uBxiq4drduN!;Du4&3gKuGi-K@8<G9)4ln|H-PN>U(WvjU7%XHuU+K-
z)q4Hke?aAZ_aAxx>y`fatoU)>zwvz#Mio)l8}3e!=>H(qzp*XBP;W;6my7X#<PUOr
z_y3y1|KV0yWdC;L|2BbENX~BeXRCtROi*gO_irr!v0OhC-n=en&e_=~66H7d_cA3X
z-!GvxR>xvw<}SX|K_H5u$wS<mU>!<Ght+dWC`|d>%&BX^m|&GG-pnd(aW#pWP)I1z
z{KZ9J!Y+$j)&j~{Un`%bPa!Dy*_%toSuRVTx%p@2Zqh&lz<I>X28FX8P6nyG%J%g0
zvf7<@V3xb!1+v8iYf?J86sc)pexBHGHEpecR7OEE8(ZeAj6`&8l^-S)*B*tAwZDrD
z8I^ehzC_u2i#HYppFBwu4ecL)98OM|^1m9bjvz>kG$*c^7AXAlxmifJ&M^%2*l$j3
z4O8c_`W9Jg$%69~TwG?hEUGf2r7O-N;UbWbsuK{;ye!hRHYdL4l1aNwn6;#HSEUkM
zgfPQtUI52p7-Hw2-O=-57P<O5T+h>KU|2~cI3O@(#9O>95&;*-ToWCwuDSy0@dsH}
z*%~$1BMsiwgi3i#ikA*ZhsUafXFvn=)7{Fc#Eh;z0M4#a{GWBPn(%iq%{bX%A{5sx
zlKeMef1J$?F(yEDCPgPZd{%>MA~}J)41oebE7zEGmftPYfp^WY|FKK#0lWozbpkVm
z61rJhE>|SL%rX@QE@<WGt<Ho-NmBZ=3{A=$OqoP0ZEfO^897td=Q{6rRA`gc0MTGA
zz)H|6ZgmM$2gyChWkUM<U>m?}6>!XLw$4XCxP)G7ULg^mA=e*6lNdJf`<B1y50fgH
zjLmFT8O5^s@QhbTolW}5j;3SgXxZ<7^4Z{7Iej-Pkw~mQu~VLNl1WfhiiKjrMHZiI
z;~ot9q+|XyC^>3>W94sez@;K6%kv!@81PF;S@hLM3b388D)8P$<^s~Fpas<}D@qA7
zySC-~()w)s!u_AewYqD#>AeMQwf6f<)-z56E2wckG#?1t2f|G}&S4G2RdyP7?Y}B7
zG8lFD$`({zgbK27;Td>DfE35vQwF791Y5Y@P(_IL&GNfs(_=4?g<1d2(`)<&4p7DA
z11|4|`TRF1`)tyPn%klswpYfWf=EvH{snS;I!nt<Dm?f=^`F~dB#0;y9W^NT8qSKd
z>7-ldEpbrEaN$m23Z5{>_M$Y~#{m#U1+1Q}#?T-ej`{&BPn-v|*m1`CUxS$4xqdL7
z+z-?NI5m8kRNHY)I6nXg(8YgC%BRt)wm($&?_ao63PJ~^7IC4}C!o~!>9+J_C)JyF
zIyrr=(}&q>ZJ^xV?T`ygM7uhCk->l-<DU!2IlJkYG;aLYG<syGVC+>V|B8Wg&l{~D
z&eNP$^ykz(`$`i=b*|MVx7KhaK*hqB<ywnnS9h^rW->m%^D!Cfw|Q)Fr_>>Y)jD#;
zR%^Ia#ob=LD;$9C>!Tqy<4UQzx@0b2fm+{XHm*mh@O*J#y6v&pZl}&e<G>I9g=;HT
zuTd3qTJRi2H<ph=wfv0-AP-h_n0j$An!^vgCH!xj79OInUommUzllTrCvNeNvKjL?
ze&8wZ#iNUI(dSwTbGr828o6CAfrk!7%@A{?8SQ-NL-2EDqrgoQx~WC{&zn<YXxR93
zHY^Dlpw5(~OAr{swK!OD04us(|8H58c2Gp0ycP!)+5Nx}rhoUOzX$*uG}r<MPTsGh
z*PGG4^)|zBCMq6ha;xOuUbIx=c$Ju+5a3A<wfQpM#kva*v<UAtb}ODjpEymIU~pZ;
zaArc-tXZi9ko@7(5bNcYdkgyWNZfxUUBvdWsH%>PPfPvJ+b|SS&qX_(YoSg|pSkK)
z$s_mbPtT?1LIv?wA4I1K7YE0GhJagb<72@6haKbME{@PZ64Jx$Gt0jXDF3n%@Af5M
zprw`!4IK2=hMuxpz5FrwpS^hFi;4dW`@d=QkC^`-EF$dB{|{C)4%#m8-y2crFU1A@
z{^79vPx4HlE5-azQ_%GWPd0F=9~52r|F^Mzh4y(%Al;m;Hjmy{7_|O*6}>-SCwOej
z%JP3rhZ4T>lcIZ%2cr<g{P`pEMv95)_l7^SE-^^`zs#W@ECUo2e0}rwcz)sUcLIQj
z*RPQgxtX~+acOC!A3uH&a$8}xJzvQl93Kz2G(a(FBEUWn<bQ5kgX4B4)Z3(^qkFEX
z+1{YCU2-RAM8Lan;O)EvOLxx?$K9?SJdl<yIg=U35`7(J?)*IqHhI;|9!#F|5uI$u
z*-vFytuj3&oZClSAMeW7Jse=E06{~nb&>U;ioboHK+#K14DcIKI2NFZ|1C0g;M~Ni
zxbnt}6VS#YWqK{hPg1gVgG!)vKrbs~X=%ezM@>LgUygM~ObXvf*eNY5RlG74LR%Wa
z))Bn&6Pf_&7MH?GO-JKc_#FBAa#o8Cktwmx6csFSya;RsAYS^6>mY_oEj-t~Z~PnS
zFt66f%SQEZ<dAo)v>rsBbL}8f0^55lU%A6*QUk&YAuO40_tjDg9<@ioGEfOmTl$iA
zY7!NjKQ+wFFNBe5xI<ZA40DF4XM1c3V`%E)jnT@`Q+v!nx$d|lm}#SIIrn6_D%YFw
z3)c3vhxA&2<lFq_H+0_haq%Bg!Yh&LRdxwzUMw?<K(`c-H64x=Q0c(0_*VZByx!^w
zn&q3m+`kq|nB&eW`77Y!Wr5=9eF!9ZW=2XSH>awv2Aq8<Uf^9JZrf9Fem~q_Tf;0+
zdf4^mB~tvp89Febk`KK+k?+&DVW0`f!z<Gdm7h4t8+o8ID|gnh=3np_wZBa)Q_6WJ
zQ)pxO1D?kd(d4yWIgtodhn3Xk-+u?vj5tpAM?`r{0e=nj?@b8pXz+FDD<UjIv^wU$
zhM`XeC%XvBtAHBQAHW4`a=n`il(C+OS~eR?^qww{m%$69svQabb)0pN$z7V!tt_N6
zjD5A1DcM)M0+}{(9ppQ++(wHfdMjf^nalDRaO#khJ7Us9b4<-&qmx2p&Iwhc^>}31
z;T)$7;pm3H4ly&rmluV|P}L7DWu__ko8F~T1)XH-GPz(H23cchL6h6bWJ2Sey|tXU
zvsWh_>f~H$x>bSm31k;u0U`v;kYw3=<OH%6xx^Xc48FJP84?D5(ry!^9J1Ww7^R@m
zDuf8b8I?X>dz^=(wtluRds|)>pSB6q@v0Vw2_@vXMUGNB)z)LEm-rrR>eu+53F!_<
zm~|nD68S4Gc`|osOr&emd{Br#C){!TT6YmK!!Q<FT+<~geBI<NRvVP81eOF8uYekW
z1%K7DxPuuCZ#(uClJMx}clus@({T1v^l;IKKG~h-g)L%c&p(l%MLa88#57=nqfI3m
z^Gu=^*t4=4yP1hmX<{ZQDlAMZrwoma=FYQ!Z=Wi+&0y<EF(J|MtKyZto`y<5j=H*5
zUQy`b(MemzmIILHPE9=%nmZ!H!>!VhAjt?j5s;%F>%T_)Mh2m0Fm12<4C?7aEUlpL
z4i6FFZi73)!^JGkLs4}fG(G}L?LOpWqCQ5-J1A>(dEn?fZ&g1<V-0?C(@|%-^cDr;
zrB!ln-A5l^%R1&Z!0tjb+`B(7Qi}k#pTbmzH;klcT>j1k#!>prO@$DET2cFyZk75C
zFhI97$Hvys>Z6jsx$_d97vDUqWvf_9;N5TK9aPo3?CTH@N?D0C>y(xjf_SW@8q~Bx
z<N7R;op38VzmUTLlX-WpI1vtkk=SqNOs4X-RXkQ;pG%hWwcjFtnl#Uauc&@Hib#C*
zp)*Cr3i~E{lTzDu84T;)8nJGOXkVDzsE5g=YW|Uwt6!PJ2@QwKwZ=-=!Y3nqRIyO2
z3g#?C&z8gn&5(<s?tzhfdW=rCFO2Es08H}d&*gSH>WZ6g*iM{)72|MDMI`OqT|KnV
zOXVqQxyX$}uh92kR;Gne^_R78%?(Bk!X;(9uUlL&NL&1+TS<5B)jw*H{KCY=W`#XF
zF<F=!dhyDhllEV|C*$rMo<J(`b~|B<f`t@~fHDTDfinAmW&tE!LE<)F)D$JZaQB&q
zNMZ>_BUNb$)VZY6=JmMn$}KyXJuMqkCuxbfeX^qRj<uuTZQqbfX8vwu4Xp9WF=j#X
z1wzj~nHaVeSuD!?cn!HjtTsK><-N*^Cw~C>m2~_!rhYd0{?t(Es(>tAs94Nz){F=V
zl_bt&v1t-X%cD+QoRRV3CT=MJS*D1Ivnc3506lb{iP?Zy*eCAlGtGG8i_>`}_8Dn;
zHRkHyrC;Q=;B&M1m@u2B+x+5Ekcq>?lwB?bernkF2pY5(EzJ@@uG<jjr}4u2LcXRv
z@C;R~efds`Ujmvf`^SlRWGq?%(Ai2rOU%1zl|O$c$fz(mV;ZT7uAy$?nx|BnzbI3x
zK~JNxO}`z(ibKUr&(N3h$0m0De#^l@O%u|RU1~}r^BN`Y{|xM#+KtZrmyi+@<-sGZ
zH(7d0tY#!-EdMNNCoJ>lkK_Ct;Sa{C{)*}!DEPtxImdC<?3XUVO`$LfUIHkW1n0HI
z73OS)s4LaD5Y{{T@qx~6Ll?@e3HMk}FAMo>aEV23^vW-OJ@6A(H5A7bBDbs^ztLbu
zoDg}VOpFE6bn^WYn(!n@Pv2p^h^i(3h|8ECQus?zZ09~T#`PNO4bTcmKis$WY!>hB
zd8a6n9(;2DtnZPan0$}7jkCrsk|n^ba`Xa$e(?Hfoi4$kfno~>72g}KY!j~2u~N**
zj-?n3qVn8DoT2%3cgjLI_5e$ZQXny@L_Ql^^;Nq8Q9WyFmt+*#Z*xArgM&{@LK!)1
zeDyOVy8Ut&#kATDk=aK(AZ;DvqupSI3fP+S*hz~y1CfTxTkT5^#pW_t`BJ3`-QqgG
z!)#B|fmv=sNh=_rhA*btmg`Tjvl1sq&?%&Mf@lTjrykx6bv}j95vN*^RF#NRe_Q+I
zGWmRLsv#l<fzxx_E6Rh%a`hSsSyE`?@fZ~|C7v}=@B-wRdIbDQX(t1y%eK9e$lgP<
z^I1v?OW*sX%6OKae~F}KSoE0`3g0C4LySg9fY{{eh~naw-L%#9JXDGF6M=tW{UfxK
zR}<&CDVOc-H3Vw@7rc<>&*?sX%7OoLG;}aOig?_1jD#a`$Z;I?a$m*pzza>@Y;M|y
zoPO``u8&Vl;2h{Hj!eSBPl>9HFtOF<LcF%T!E3a<wb!h)m{yNHCp|^QdNSi_ex_op
zvR>yBBPu0@H^fk7FvpCdBA~>&t@G1F?0WzzlgB=3+I#xNYv#nps-n|KxkEAx@$dY>
zbWdE?WUO??(<$&fzh}C-zu+vlU;0(#pdYvHXP6nU4!TiWXl7+q5#8n6Xg#C|)87BZ
zY-HnYC6&FG-t0^j=jLq<tO*tvE4=^(`zKsZx60Wzr9`b%d$=W+7%xkL>RPYeVnO5g
zUrd7v0Au6$BZu&3(Vd%?jg<H34wId?j~OTC4jeG43jI{|4fudModuC)ls1K?6Y~pt
zoa3l|N{;3@K*2(4q3I?elHA$&4?eCy@v40r&N{E{&`0n$XpwG%<ZQRDnDEF|f&oT!
zk;kw2Qjkx8tGa)xxZ_t_TaJlk%z59_G1fOZR9>=3$sdkrLMP6Z-pT|IO_kC0<Eyfr
zO%hmNN0=>lQokE*QuE0Hn3KEnO@h=tyQ|JkNM)FgCr3vyJJ*4Mt-<*>oK_eDX;Bu=
z^u_+5R`fcyv!y0<B!lpyi$+0O46JEmMZ!D%jl+!}zc$XBWoO0apvOE`I@4+GA-b8)
z?mt(^XBWU3sP_8CJD2Vi-jgQ7&D|E*TEvJSRc(5SjHl)CQD=tkd1LqpC!iwFWI7mk
z=l5J^w+z{GesjmXSh)Ucjb5o}>aU(O8*c8_z*Y_dlrKw0Kkfa;OG>SKs;Mp;9w;%S
z@NO%4H%!KqWJgHN7+O&kBu%EX9Cq+Ey1T_NmXq#+DoCChe9sr@NgGK)g*_&an)(_M
zpY&y^o!6lw4`wuvu<-jhWi<_y@2Y4c=?DHP+bg-p4y=Gw1xc>cP7RXf{l_lNA;B;w
zjH#-#0}^Trb@n==eE;C>bPo4Sv=`5#W;{>BZI7?`aZZexMa4lr>5)}GLI~t?N0?6e
z0sitx5-FSxGu?OQ-nmJgDSZ4tKjAAQk3479*TDFs&&%)le5(IA_ttD|?8=OMvckGP
zc+QU(EDtiIsxKr4+%+w{>bpKPRgVjv2onTSX>MaB_S6JMK^}m0;DHx+sadTiVfcD+
zP9+`X=#2D;L(3)I%4I%75LE@#+aXv^a*i+Wc9#LwXA6v6CC+TR%7Enj(Pf*y%~Cut
z&I00ze2wz_?F{SZ08W*!&e+&aMQw*<C-Q1lM!7t+_Z&EO(V%UI%SI(nQj6e}z`XkY
zyUf6m<4u8Z!`dVjL<(jf$Dl&P5vH>4DJsW?mnO_Sb+m)c(!kSc{evr;`j?!D<IL3q
zhm0c<lOPBp`Gbshzrz{DET3fP9on|Q)e~aaEE1)|)emCMtCGyzj~MpSWY3(dI6f+n
zR2Qrg<y!}C@mfIcLFK&{bCe!VF%sPn-&5Gi_)NFcipN+95*wAR;ZzvQnQun~If~nM
zzhVDh5ufMN4_%Z~vA+jNM15XDd%U$j<!M2N-Syf@0+0T9ENCB^`c9ZR-_<6Fgx~_C
zD~MMhgjZfc2ZTQ_>7Jhs9dCYnHu#9f@<r`s8fw~*t`g9OOsylF^WS|)y=#~JVT>n~
zc2o5NYP$ehlHZ>T<AqWsWn(2O4IFIP{xT%EiD?k!EqX7@C)yL3L}X=a6H-&gI%Z3P
zjFRQ*?Dgoo)}2qr_vl2lJTD()PxoEpaney+>+dUe7v*%!Z{;8s(dho?l$YFByW@KO
z{wu?=&E<+G%7c02so{+cQ`;qAbf~I;isMkB##VwJt%7^}V7TfRlh+#q%6o1e9@E?3
zsr)Xi5gA};6I4$^m53Hch3GL1vLHIhX!=ZANRYkj4jj@sKb@xjy0*>cxU<3}*}Fdp
zZe5kTJdS&%yq`XGJSIC4e8tY&{d+LCh~3#9;n({2hKKVeZ7hRM+(|%U^O(V0VV|F;
z;97^hVA~?Vkl-Gt@ogoN@I>Se+gN##p0!NuVb*@*(3V;M)i8lf<<bUEh?GI_S+a>N
zBdRAhoa2`aZguzL>f)&bia96+RuGlA(*^`9*uZ9ilx<3(EZ9I{fh3%_Al8sfb`$TR
z)EAXwyl}Jcln+Qlt$gW+f!Z5mHc)(p<4zZen5Q#GR|Sgaw^rZ1A(92BExbDB^YBNQ
zwv(%he52_`$+ZV%xMj<R&Uvw+hf8ay4pR7R67^9-_o0Y|)|awUs&O+(>+L+`vnBK6
zNYt%sXIA6FGqd!Ch({)#mwa9eN)&xZ?eJjSxp5NmYa19~wxuSA#W{4GMZFG_9-(&W
zMDFzP&E3Mm3cxE$5GUG!-A1djBaLsgg!kKZa{Z}tP4w8~!(9tw$DR*<@;=jxKKFl8
z8!R!<l*1<Z)XGW(G-(y3kQ<+rRDg4ch)VcQU0r==e}5aAYtn*}gK3oM{7Vxh|B>;9
zd0O9qX1}0p?%k)$^;y)l55EK+*?4*J|NNPv(|+~c-RX5;h8)7Wl#?Tg{=;JM^b-T0
zi?4L=vQNaPofMW^`~3}O?L)op>6#_b0zYmoQF?UDiL2?MBg(CWR&@(40N;=HXLE(V
z&)9h<YNPV>gBI}(5V|ni#%^Vv_1(r8txYgB2;dTT`&&&ZFeBB#*hbT|6kvgXhKC?&
zsVSx{cI7ayy11)_of=J6E*H0c&d^H;5h7D=wKMLBJz+e8HfUd5I}_3mZcEZ}CDSu~
zY|V%H6L$6NDVK<MQ4$YxqLz5@Er=?`oRI8~KY_6AMmB5X#*x|=B7EsRiiUU&FQ8hb
za2BBiAdkW#Qy4X2(b=jmQ@UtkpME2^{ga$JZj8q2I~EEuC@R2VPv>VQy9oEbHitMi
z(Yp8H=jI=ii8F~xj6JOYA!#1r$%jAKmCOw%^0TNF-`WtYku(h4bOZK3C9*54+UkSm
z5wyG*5IS@04yoHuqpLa0?72<aj^W`LzI`Mfy1F^fJG@wKWq!WoM?#`q=$4TtD*2H=
zJ?>SLi<5w-ZA(#&8D5b``JhVj@TbW1X_^%E6J}s?umQVLd^VhP#;dR)Qq{U94|i5-
z9%5h9p>f}1?%eRlBKUBLYOIx2)HX=*0zlo5f-eq>YYrKaQRPTX8J)vaP$p4P_}oAN
z0Uhe%BsO9Huv9l1i<e7wz~fj^sXk2$W9!=jrM!O)(yncNQ5OkGQ~W%FOF-z5w-`Wb
zlHVXR>u-{ohxkfrM8nx&$r3oD!i+vFRtaWkb@TPqqX=1%7aMsmJy+Mk7Kjy9dR26H
zzZl3(KLqS(G|;$d6{`v+ghB}0hX{%%j?(2Om^fOY2fU;}X9xPlmFowSF9Kbk^YF+-
z?4&@RLS&E&=U)sx9m|7mTwPejCUswzJ8Nv=@7Z(WpX=HgI%2*L{vvt<2okP`kqHg=
zwVr$+J%V;>k9-($AE|+3VsN?m2-oS&0L~0M-E=4X$qK{aUtYH0FZAMREue%7Ek*;w
zm92kAszpD{(|Tq^>P%1Ri9fvzCj2Riz#*|{m(^B86nIv^?o*YD0Noa`8v1No1fn}B
z&g+=*(PTfqT+FI;x)j^H#YP=yKtjYQ4%s&bwu9=4Rxy6vqggP1&|042^E)IF@l5eg
z63)9p8>G>CrX=aqX8?Ef-W|ZAHl{=*Pezq3cUjRD`8ZxW4biD>DY2nw6<vCDab>Xl
zYCZUrs1(r~&4sm+dWEEC>zf`;k%WzP-RN}uy5U4nbQM2zG;w^Q3omeNk_hH7<?H29
z`fY-eR9tfDWX&*l75DsFTH3P{0K3A+8IaMEX{)=CQy|Tz^dl>`kqGYkid{{L6K2~(
z9<A&6*qDAE(s{0FQ*!xTios`-=JB+myeA<Jc4d+)AR{doy}7o>*=;_8Ldu;mn|T7t
z29ISLj>4`G9FAZ^taSVlR3C}9QR$q&FUxdks({6ta?qJN+*#iBGeUk)>Q@fY4IcF_
zc{Tgz*2?F6iyN7NuCMZ);iv2W4*+06pS}yru(z-rf0*mRQc)4>@=7o+B^OT|OrgwD
z9#lQ7DJ{i1svbB>*jG`BFA56qz?i)r_Uh`P0iyLVAU6-gxGeQh&8r7_>GjYaeA3y1
z3M@-0M39|6eAJb(BdZjnqOuU~Z3%rPcAqdZDhqmw@;K7b7$!;z$f#?8rcim^_cTYd
zpqLO-U5^n_Ss10O);|4WS}7KX=OEaJNywx7=zA%M8QzNgyD89DR=~*~Jo#1i&{C5B
z=x3fvFT>)9Tm(}|fppAVgdq=85i{69x(*Lgp|32DlU>buIy68_Nlr9o)>1~GwKm2)
zO=m58zWg_ZSbQT5!PJHjW@^~}EEhu#$0FuiPZ&svb?I2~TfsO;xS3ZsG~-ovHGb%A
z26rPaN@^Oh;94q1{S}YrGu_&6-2S#0iy!ggMMG7lf4G={n91*n7bm+)?;lF*(CbV*
z0-g1+%Fm?L{^3+aAr@arMKHBFh`BnpKgq$6KVuNH_&qWE;#OkzdZC#8T<bAA#p#@K
zd>5CGKU@r%I3cwd!$LFgriYExIAO@k4Cr&@aop1sCL9H%*ET|nB^C`WtHIukQn<0i
z2Eu*Q+R9S=tgcNbb{(j$KtO2$ZtEJe_D#W>x@ZvcH&ov=tT-2gIf6xyA-bY3KOfZB
zU};4O1}SsftqvC}s<67S1RD%==)|VIrRA8IosY*BCeUN)BmXqk6V;)q34JqiF<gy#
zeogZ`ys2xz0&NXAbCgil+>9R!N-!m-5I4;wUpi`iHWVgne?aE^6{rq<4gFbDVRP;f
z;=TK#v9L(;{;?xqy!v}&%>E8l&%?m6vw_9V->3ltvX?W-GjggbsEvw6@sU%o{%beh
zhj2Z3^6FtqX#xJ0QV%;>>S1VcE`|uz0~M!?E6K+=6;;ev)uiK;geLYl<x)*Gel9D;
zT52NzMJ4=MRf)+(1-Ne@C05g6iPZ`uW3}EK4mN8Ek^z*YIj(jPE1fT^!phuY{AQvH
zZxs%97nNgNY95|Bn6k=0$RfXYVm3x-3hJP``5pXJl`%q76$`T^ZK=Jr1tnE3@*?8#
zdjDCBKfmL>`f6F3Vbayz2-|f6=RRKy>%LtuV&5;Q%qc+9t;h5|F5?Dcz?NmWI&&2=
zpGUxd{uF$1^H2QYI0)4R%%V17%*G9d$ChOXpScP}&m-V4e+qiu{1Z1E2ceGTe%D{-
z!}5y}2>ogWD&mr1IIsu0o&N)OyG}sq>sb081ywFeBjS;=|17$-<?o_=!n)<ioc|-L
zUcQF@>_FI@KZLkW{iOSZpT0x-tnX1x`vhxP?D~zGML_m4#wVzC^F`s_BTUkuf;@~@
zFM;ia!-(@4fadBNk>}}-83N0V%aJnoM^wIufYIClbi8~3uig8jk);fD#}B6y_>yKU
zMP*1hl<loyyJrLKlhVFlD{`-@w;K$mPe4^9Q#R7jA2$Sco0sA3H!D&8JOXC(1K@t+
zPrPs%hz1rN3?>eP&AP>io3;$)PhUaB!3s_X)>B1*q($qPdeG89r^m-pa_>1JhkQjp
zN5$R}4JBo)I-ETJ91DLuj$NCkz|Y$jLA!5a;Mh%wf4%_*`jQKos;lc^W2KL=BYm)7
z#b2z?eDE|Lv#0fiPbX_MHa27VFJ~}d%x{Q!x(=$UqW$&BD^Xaq_9k}zJe*EO3px;j
zK~s((?(exU(36bwAB3c0!f-cq^)`nxM*$mmJ;uN<k09#iY?vBp&~x#xqI0lfZZCSV
zTS-|B=C8SqkzXCh%S$uZ%iuyN7Ogsqof{{@uah-`_T0sw3EL6(WHoyk)YQY;QV(N>
zcf!JzXCMt1M`PSRGmrmSfyK|$@~=i?(c0VC`STF?d6**T;ByQL{0ninXTd;Ma>4b3
z7ipL<%oSZbnK5Os=P3pT97ELgnRFRYI9Ti8_f>;nW3G*w+6HVr@SMIU;m&O6vpn<U
zgG?;i^9DQTdcx092SFDSF=)jT#O>`511-r-TXfWwuzb8DoXpjsq#%bYFLE(;OBf8a
zICL@@MN)PpdMtj3sRJ#s`U_`ha1{`pUJhlUv4w~ZFY~bIR04v(aD<<=Cbs>Zfx$tq
z5&N_M``>w-PDBrT_IFhSU3IWOKrjc$QII14emWNIj=;`uz2VnU2SMi&FlgCB#O)sp
z18tTv&``qiNgd&2t^p-QIa~?J#?(zO>GB%rBkKFlKhDJS*kYLIO5f~)*5N@07VVA1
z&beN^dPu;aA08ua-vH_LFu_Tv9&!ZrAha3Dpw5Qazfh1!!(o}{r{&*H!lG><*!g{T
z__^pK=tL9-&A)-TlVf3^BdNQN1_#RnJmF-iNhg+Gd6JH)zdVG2wh9LNGYd919*M;7
zr=oFiWiMD8t6}AyF#4I%$4Arl+irCT3c=2$lnw@r4&Po!-05-BbqMr?la&^u!{c;J
z{rLfHHv_vc3l=vXj==9Hqj7LmFIbzXW99BJ`kB!u$4KZPYx#Viur~@j=Xk)+NgF{I
zk}&AUr-<9rkG3xf9n=-Ee1Zd<%+#6o@H`h&x4shf2{~2hvE(794xoI36EwJrh)$z?
zf~0Re`8XSk4#XjNrVIQWw6N`RDh984f!IHKNtM5Bj2)az)u5!%0avL_Y<`b~fu<4$
zdNG?|EIJU2dvA(xc)ka$3{-IIbs^^Lj)sYjGDi4HCTg6#@fM3VJ;Kfvec<P2grH-u
zG3c91h`aa&3|KZ%dJvk034<Nb)x#Ld9C>WqAC7_FTtw8_&tb~j+-~8f$GG<*6Gzq#
zfR%{`ZaquK?6vn{VxWo<y=^3QxRZ)SJ3_H@ksqCO5p+5hgBIUG+_4d~jZ4~s5|&SP
zgOdf-9^`Q4X(pzwf6CZ`uL-Ja8}TZk2rH(z!NX1)B^C9Uzx^dfF1v@9dxx@=K|B`y
z_7FRN`~-gPMhH6c3WH{xN8IHp>}BvW6B7nIqU$naC@U#o<Ni<#oN*3O=fC8aLH50`
zME=k9N2!>;>NZCAvu~I0<WJs8#G)-vuyc7Y__-P&=&wi&nsWtl=O)5{Wdqs=VcD24
z&>meqjA+~5c<2=d&c1@E)8k=kphmy@8nx&K6cyxfVas4>s48O1u}Jj)<}#wsOn@rO
zI}BQftxvIYSx-iX<8Lr%?p4H{rF2k{qJtf}x*IXJc<40-&bf-HQ{x0WEWXL;uz3(P
zRF$yhSOogdx`OD_<0W)B`6wHU_QxXl8&_U?Ou^vQ&k-Bko4q}%DPh@IJ2;uC(tQ)%
z9=B8Nk%NJqc<ph24DLl1;qU@aL3`X4#k5C1miE{lbdYsDwD`ptJimB_=NEsM;uqBv
zv1~L|210)E4}o8#-@~pCgQ7wQoL}lq$7x$HrC`A7=ZM<g6RIrp#<K38WL*dCMu)pp
z-w=kK3#q<A7eS}vFlg~z#2uyj1}X947p{W7;aL`@Zg|G;8z>yiH1PX8AJ~|vp{A}0
zTTjPg;Nm+-_-iEe#bVHQ5vx)45cCW?m-c|4t097pM>6$rW`gv37(ms7p=dpvr0PMH
zsfQ)Jde}6OsfWKJ(SP<8M4uWb*&eC!<La~6xq%u#S|MofT@0G|JK`Qw<43l>sUFrA
zt&bl|N~_U*_$Kt}=74L*s4<%w5>oP^t;Igad-4i3hP;KHKM!TbkO!V)P{1+7-JT5t
zJ(e-#b7~w-jUjpC=-p2+aLQ3c-S~zXN7wSk(Q|sx30oy)wV40&4UGKy1YTbJid~0m
zaagqBK6b9|2S0aX1RV~?ps&s#?%GuLaqP<sOc>&Xu3n~0J?wjdfz!_*>T&=~c}ayy
z>80rL`Eg7g?S|EJx<W&ZgXqLU`hE%d=U-yc%2U|++ZXWjwnotIzcFZB5aOQwEPWhr
zrH3&iy|Hk`DYVARS1H(Y_yOEq*pt@yI$U~%MQbi%=en`*^RhtDzK0m}#U8{xSSlq>
zsTag4Ke5Lt8-nj**Wsr)7&H+s4n_!#$iUP^C+N+LzMUqT6n64*Bo_U04Lg4s2|q7$
z1nqx<L0=w3+}#CI=2KEIVT3!ncCvsnM-dx$J;cDt2N8AqTbLR#<LQmN9^v-`&v0<_
zXjq%;VCCl9^fRMx&x5iui%+`p28({Zft|llb2?@S+W!oLrW{7xop0H7plp%SL1a$n
zFrseF;m>DORoA1Nj|IjKb;Z}qF1B6=*C{)EfSs#&c6cNVgT6kCxT};MvczgHGB9DN
z6S{hu@a*s<27YxGQJ1EO+Tj-`Fm<#mR?il;LxooC;1YJO8^g1MM?5?D{ylc!frUR^
z`~W*R$+LqVk~&<C!J>6{uyf5I_<5Kh=-^8XnsyR#H@|LWUdb6<y?FCVd!J$8)Dwuh
z`V~x#M0GxYD<02ZXThYE4Y^M~%EF?3(bzfL9exhl2)dMvK`TQLx9bxr<2NNNALqb}
zQ{-^vWgez(d(Dg=J2A=F*@p*+{GaP#`Ix@_HAZ)3Pv$%oU4+HA(-Az_8os8g*#06H
zLypHG<{J;`?}DlKpx+2Kjp`uwCe%S!nNAwC(dMA0u^HQ*=VI_*afqMg0e!J&Qi*|!
z@1!GmkQJTexBX=<hMb5;%nbL|<<Ag$7tOjl1Go@hjOSTZ?|m0dAP@)yf-tSG>?9Bf
z@8yRdexQ^6I(6!VxVSjny?YlyK|%QS*I%)B?_NYjMIkIK3|+c(K~0V5A_Q5Got+I`
zU0so6KZ=%<{)~;K@1pYmD_i&8$Mi{E5IEis&JIS{wSFwPDoWUY;yLU6KAsl%?Z=Ur
zFtQUkEHADos0kY*0}cLl<?m?NTIr!z7xrCAg8t6H^lruo>}m{W6IJY-<N&Us91c9q
zk*ar7^E*u5AB$DPtzoSvIoY@3VloE1>SDuaTX<Qh!&YAfBRuq2U#4$MDZ(^!Ele@j
zg0nh@PVV5!%i&-~DXVPi`;vwxoat<it~y*;ah1?hR}~%_0zHNqs?(?a*{dqSL5+i-
zoeZF+Acq$v?CoId+agT2)<%GpHk>t->BK)uhXbjSyE0N7NGYXHC^^^F0^Rhuuu@e*
zFMU;b2u)HBHde>au7>!ul@m(%@<a15-CZ96Zu)T6Q$g@ROQsIqFgxI|L9MqlQd8t#
zhAe}+tcrTf`#TMXhuPA}POa+jARE*D3=!aK2xlWMo%qL9l*fUW`O<Zub|cqN;$MbB
ziGkE)CY3a}yq`Hnxaz{)L=^`o*dx2V9v7q77tC#aoQ>%|h6wOBgtH+R!6R+JRg%Yn
zu>97`L0yS|3F|=dg_i+->}!s`EQzTS@}mkc-ANY#4!UsGR;CmGxC(MO@V2;h`CLW*
zWhl1D`dNMzCfn<vw~0Ee)H(RdNe>=6DtJ*)&8|au9;UnMA;3is&blfH?rXv55G{R?
zAvI7pQdQ(%Y_>opQ3&6oEhTwxYit3g+vy;{RtL^n%5>r%SH1%d@OF}Amk$`JDDp2u
zp^55*ih4XRti}#sQ~2m{;i##M9e$?t1jdP!66reF>mb06r-T2$q=UbZ4*sU7X==s^
zmNvdMl4l2wJUi&YvxE45U<Y|snCu{A2Oag`q1%cbgz@aam1hV2EEyf5-s2PAYX@>|
zvIAO&xI#>~)kc7g4xBZW5$t2i=#b1_4hK?7P+Zr9b3H84O<$ExX6t331`nad0w40s
zpk$_R2;lV%!BpQMC%tbt!0Q{%b~Z=1*7^oRHQ1|(_6^Ua^$k&lnC_^900$k$7P?Wk
z(BZ>;g4m0jXZh8PPcT-alRv+5(v|8Hw!Y5CbQe7YIP1b$M+L!sc>X}_#LiazftW4+
z7?O>_R+`w*%?w`pT-a)IFx*;8YJ$k#iV93rRmFH!RX9+Kt+lkE+@S+bR#mayuPrAB
z19^G=^{BQMDjhmtnAjrnoTetMEG@-$9UUmPvVfdoUsVOhtEghEiYn|C6!ELN7X8fA
zHS9WQ$;m-qUY>tFu48l%PWanYS%%&mWh_(If{UUOEEN>cUs;8HVSZsbCTpu>l8!nY
zm6fpBR2M389q?Ci1$!AN$iq-kfq&hvtfB9x7L2#_kJLi=g$7y}qM-^G6(t0l>m#?Z
z3D?TmeZn599@JDZUX7`T_1aocmg|5M(&|CJjrGvjgda;w@w=`L6s1i1wiloDM^*^}
zj5ILWP!mpE4z}4DKt;X-4(FA#-hU*oj6T)xL`M^J(NKY<vLd=`a^a>XcoCpa)sd3m
zx=~yO8~Q$#cIg-S_uBIA_2u20Bt?F52@|jO6q0W!MSdHfx%F)!rrT&Ez*?KR-`j+_
zKc%&pxe@2OS)!YsDibpsP%*QLXw2+ph)>Ph5Hml`!E|o}1avZhvjLY*{G(&$@DGR;
zg%Z*<l@)L^pd-e*>cUY^1^!g>+AwQ`Wmh4+w66We?XP%k(wWyLKjHNcVy9+)Q2+2O
z3xh2+v7x&eybQRo)#6~d4SWAU$Lzj_2<Xg<*+1pQ?4kc4X76NxAN#c}W~bPeT8ydY
znwVmyg^p?*>~LYmkcYC^lMfDNmZF#%LwcE^t2QrA(BZ;eC{CcLY;4Aqh-~b1F@m;~
z#oHA7tEs+84P#W)=)UO}b#170ki!|NeUqSHqOK?Pl6{l#@2Tr{T`l|-Ij~?k(XGAc
zu)DMZpKGdNf`%F#l@zg2Ux(J=cts`a{n}K&q#(E+)G#`<Bspow%i*M{0Y<2+!cIvM
z-pU-T)z?O3T|F`zBu`}3n=>87hfbp8*csHtCn9tH4|rEo1D(lZS>>zxd7~;M6s4yx
zp&>mBm3JSZ<jiGoy#)&~D{enP?$4W1e&rV0!k@f)7%Nr}(&H4-GJecb51Xq>=@b8!
zstMwhejN5VWp8B#CUR9Vp395XG<mUFbsJ+fUYs;cNPbI#pYVNDd?gK8$4a{j%kTvy
zUz?G?$%H4r<m2R1jMG-bVgoJoQj>m?aC>SCi8mhN-j6|uyYP3L^zA%z0!mXdacl7g
z6vidv<&I;BIdc>K3j+A}_%94Z_})`^eefI#W0P=Y<|;H)*TQS+Xx3*sEDS`--cv|D
zcn%e@NeG*{3Qg6uu#$4W<>ZlwUAqgp*B_!PB@@ZJjw9#V12`<2%D*S~#zRE^7=-LL
z{$2WWrlIKINfaOD`Gk2Z&`kM+FQxf}PN)hAqkTesdKN0~K9=wa$)5$H_}E$0#wDOO
zDh}y0mq5wF6e?bVB>EPNznzNw{U=dy_$+GT5|J|JM>;9cU<$i@b^lJNcov4Dlb2DK
zmW8svAEWTp6{z|M7KTvBsd8a=a0`-W{eY%Y_Sm-t^96y(*>?)L2hX88HVJQMu0(Tn
zEsUp1o-RY7*|ihOo`fU+_!ZQqWufHu6Xc(`3JoD0EWZC5wHdjHpSFxXDX=y*lfJJu
znSFD!Ex|YN)#P3X{JbZeolLQ7a{x2fee5CY{XU&+@Y_!lFyS+QaFp1`r8iD5M!=*V
zaB(t&hpPn+{xKctnMDYTkUVK|>z_|CeY`gU$9lop-T=FP83wM3BKDtt#ro`{L1Qp$
zvM;^6yOXUx_O2g^=6COK=P9!*x2A?NZXKC|aYJ3<Xrl*zFLV69dMLd!e0mo9{KVE>
zcQE~nZU~&%70!;v*!9~)rVNfhV=n_QEBv-<G$xGl0Y}P$FA4<(c^DaJ@-ICp8<lL`
zAA;%Qy%0FY6VCSf*!A;JUKzY*FM}<kFzbuX@N_nUldT^1t{sNv=6AUBOi;d)M!3-@
z8`@ZC!^Ob>Tb2(%d1W0U<JsfCt>+UkeXtb*2Ux+`QUkl@dV$N4$NpQQC&RVS+g%@{
zx|yP*g$8U*)G+T;JGfhG;BmAd#$ItK219%dv2mIkyzI2-`$qViuqLii1l`WS^d2S%
z>}JBe^Z3FMTqQXic#_@vJCA)aST%xr=fOTMq!Rp$G&%fBTgpPKt!Lk2`d}Lb4zh-`
zr6zXG^9Glrfc-bwPYCVpVSrKH&Ct=3R|cOsz}-d@kE5AWGg`<htj4!HUg796KYCGp
zYivE2fa!yT>!A}<4>zUMgNJxM*u&kL(m`~bK_&PZ=_vCrZ7G`tZap4_=_8#GILrag
z*4o(heRpt`6|n!xTXy;0CK%P*3LUMrVQZ#=dE;H-ZmWaG5xM*rVcW?l{1E7gkv%Qp
zZm)|&t9m25uo@R0rnO%k{(6JypE@CMxFeixw6SX`PlwC#(sk%#Ezn_tE8OiU9r6S^
zoQT2?Q@t><mldPKYMu@c(%PMTT8HyVm_Eo7fdeezY@vZ&b3EVg6S|t9BlT|4SQYa=
zwdMJQB2k~vneqv)@UqpS?;GK7%(?(H=u!%%_cupiUvoH{t7GR(S6cpoJDKeAU3D?a
z-v}Me)#&GbJKP%XR_b^XE13Iu7FU8V`<T-AS{ZQh^#BX{gshhdQu>A?uQB~I7X*Il
z3};&%>{`)>sfP<OtoI*XHxRSNyTj8-A5PXf*t_}@#y7tZ^uNzu=itlXPU!7p1}jqy
zd_BgMJ~{A3R35tyr(!UDm^}iA*umLK3%eHigR3l${a4vH-RbRRgi$>$(9ud0wx;Ts
zH?||(ZM5+?lJWhTYD&1Zr9Z}fVg*MFP58U$<M;W#2#YU9dY<HXWb5H@Odsuvz)>#r
zsV2Kt_61i(0sGHKvzNh!!I(9{1D;L>aI(?C-k<uRxf!_gT(DV`k)Eo^b?IIb`uLi|
z#$2;qzLVd2Gy>B{IU{g{6P#^yuxoiQaFrFY|6&|_8T{H0v&Ol?(@_sj*4o(nV{ax-
zd67l`J|VpfA#d^!ysRgDTnyl7rA;Re)zmfO_>BbiGB_5A>7RBK=&-COV~dxh=<rKF
z%o@wn!Acu@SM*}nVQCMZ4q5^oZYD}RFX&<lrVlVjU_W#ERL-5>xH0YVZ}!--x0^0T
zb)nj$x>$QG7HyB8n9=uI8FKOUKnr+SOK*?uK?j-F!(}nQID_XG@4m+`nyJCoNEP1>
zvxd8+z%M4`R3YSTDRzAA3LkqdIGU;<c!n!#>YH)=5&L=*S@%z}u7h@?!>L$IA7+QZ
zA-24}!H?-1t|hjuZy4hQcN;A{ej^wcOzLk<pZIEHq7D~pEo_<Xjq<7nL?)HA<5;bw
z9<<v~4}CFftczqlycDj7d<1_lR1ZsgNUevhyYFK9=hXPI3p0M)$QwVNc-qSN@iR>L
zv@<v?n_*IH_~RDLO|`Lq+n4l7fz$>w1A05d){03|me67UGfW@fNic@|g*S#gBV`=D
z^)t-+!bdQMTsNFIj%LO>R1(px!;>*?s0(i#ZHC`h4@Ov24$`yP=kK>33dQuXZV3F$
z4bFCY*tNPp(?_0*V%Oofp_nzv3!WXRI6)VCe;&vi#|q+v6+w?Mq^AuwF6jj?XG7Rp
zXko-BcB~0YTX)^Y^e=iKa8froJDOnErZ1R!`0EL)d>=1s{I+^5CXDiJbsS$=S&J`b
z?!%rfUqV}GvoY2(*z*9>C;B6Bye}_K8N-ypi5IQJDI+jpq?c4%cov$95d&N>w68O)
z%ysCbumL?C@bb0f=9^phJ;C$|oe?<Bo0(7fbtGd4r@~mDeRSJ6%$n>EPZtw7+392N
zhEa?iJV_R`$Nf+6!`$8&Ilvk29gT2k%UERRRp7!c_6@DJ?rWLT>BQ4vIBz~9{KMvS
zcsfu_{>&3AzwLv5-6c1~kdS{cjAw_gaJJLMu2n5|_(r-NPV^MA!vTyPh6vf=w#OLK
z(;6EWi`yZ)J#5|cP|OZSx4{mEx4{lv+hhl{4hLRf`Zx~+j&^6-<C;N?Upy1ZUJjc_
zV%F#0@N_nWldUfH{yK!$9#ci`%gU|5w?E&;(aj^ED6~1Qg!~Ihm_E<~f&DD#SZ&uV
zcV_%}n_b`DZh9Ei#h4$f%^P6@cPkA%juFIaM%v0E*QJnL^l{UJjS>4v#9N=|V7iw9
z0zCEMtj|U85Z?Rf*P?SY5^L7fl=zpSSVG-IS3UHz(S(h*GF<ez*wo(w<#kPn%x76A
z^dcA2J@pabLCIG^@L((EJ#fUw%jds~zLkc<BW<AA%0|ot0)apvh(i+o2!wyY+qZA=
z+i$-?Utb?LZrp&K9eXktl?+IosApv*IN6Ef^5x6u)29!8s-B993OqbKuw}~@G&V{u
z9FaywMg}HMoCqBq9s1<HUcGwZ;X}!n_p4X0rjG$nNl8IkS{nT`b+zb}nwm;~4hRq|
zETQP#yEpwkbpjyu4C;OkhXV%(2LuNPv+6_*8V?*efF3=1Kub#tTrL;(_V$=DV+PXG
zC4>JDdG^0eeSIUsA~VsihXemRIXOA>>+XP%u+)D|#<6o@^vesjquA>kn-P{?fxaCD
zN1w~db)Y{#OP0Qf<maoY&{tQ&v~H3~n$*DU+M8lH7^q;-_6Qg)d4ewM!*GFR;6t6X
z5MEY`PlR@clIzfc{v1-uo`7*BuL6ErD)=@k7iPEL!t+5g)+ZLCNoa?5VW{s<W|yI=
z=^gx7cB!OJ>kBWfL0<z=9r_xoBBY32hs!w?@Ym&H?yDS_T#kdstwgMgEs&~1YfvYj
zgy&YFua$<Vd`k_4WV0_0qo}NJg3Yc7SnYg`QRfm6T_~z6HIXspYBCo28o@=%0tLPf
zjm-$pszhH0Em1qL*F;EKMe92J5(=xIUt-jOSVZRv2BIm&b;zw~pr6r#riuc6dLY{~
zX&tgFMHczeI@oF=B>g=)Yz&3fhER+;5{u|O_GF1R)k9%5`kJVT)`O`ULRel-^5r))
z!{$UZtd2)x)U9MhizN<qF;K;ov@&E>)zkioI_2$cc^&$js<Z2mUyZ)zVzxk)Sxzgq
z(9i^%Ki|M=UnE9dN<=h^-9E^ygz@eOI3J3_>^o^Fs%d1GUtEK}#$sh)td5XE>E%i-
zjJ7!+3#)Un7<E4t(WSNg-_`MUHWfY{hI%HI<ne?h!HL$PNQw>x@6q9GEUeDNV$|I>
z>L4eFCt{N)d^<4v2s`*I8dk@mG3sVAqKn1sz>vib%IeVHOo|=kRna~`!YAZZwcZx?
zM#5@O1V&v<l<)}@4>BuYyz@1j54^$bzuE18uR}=<`to+l<?CRmhL9rmdbpfb4u3r^
z=7wg$<a{hVuD`{)=zMyy)Q3K^rEln~FV;8ct0F{7a^98P3fjldjmm}TEneS{@SeUQ
zi|HHu+4=_B7Ac>gE~>A|du)-ig_AL`IvImef2Sb2L|}^)T@1Lml1|w|17iz0m5eQj
z`2>MK5R-4Fj*#5eY_SP8hoWG0@C`;?O%m}3RKIX7wG8%J91Omg0OLO+(dBd;E+(_T
zbf!)|dDGB<?#jv{I`mLhMp%74+5(l3HiFBglQo6)m|t9snQCfqRBV0cFiMB0#s+j(
z64jxbk}|>@+NQ&)+A0iF=7QTnjxYaSeJ!lz74T(A0XpYr<I|!%+^UtdEy@-nYU<ES
zO+`dL_4#ErdoqwX$BHX3N>dH0yfR2@XheQvlgI*cYEgG5E(f73&!p?2z5zWrV)ejL
zMtEJ@%HX(^dYDJmgL>=r&@OyZ^E<q%tV3_1-A5@MsLwAdMB7*k*NUs)tFDZNN%^pO
zo($jcH2juPEY&AaGEU@|;|oI#_Ly1LezB#GHWItnNKI-VeL0gS|78|T&c(vxDvSIN
zc&1c+4O%IK>~bb%4$p?k#aMXUNWi)nfes%69V_Nk(XpXKteE+pn0a$JtTu(yC-+6O
zyf_i2thR|xPSaABZ=Z3yw0P0H4e{cEH?Z0tiBXpm+4~1=WemQM0OP$8=yEa^7n4e*
zj~m2ecDpu=8`g)yYF#Ks9s2l~ogXKZ*Wwdhu{c4OD}4-^UkQI|3>lLP^ScS~dYp_6
zNs@8GyqH`J)>lJcmYs`5`=)wyRpN-qr#`=GXj|WKs-_A<IfA}PoWkZN+^?^pPk3w3
zI#9_+JygW{C$2KWYTMX9l~-Y;x@i9-PI>b?`bDLt*h#b<6cxesbVbEI<}@;zckfVf
z{|UIhf>Y>)p-%PVdb&Y{m&~JNWe$x2y-|MaK0bz)dgvxr58Xbn9)@vP;uHl1`lLXg
zf-H<G&cm&`YU!~WON<cK#yIIjbrnXaNY+6}T^&4gv(YOr7t2aZP}1DQUIsFbl^FT;
zBKK1Ad#Wk3##L<mRZ@vjnyP&HABwEo!pC6N#S_VYizXf=-F!@cPa&tM2orA?B>ye6
zxa{3K`m<RV!D+3+?NQs?1$kokQ=fHN?x$sN6wxGBK20@s(Cg0Le%}Y}6TDned0%KD
z*1LD~XH{Qz9jcy((|&~O?cQdeAg{rU&zg$MB;>1haz)u)QTb)}o<hx!U4BJKI8?n{
zq1u^|&#^X#_Ml!Uz41WgKI?6(QF{G8%I~r-_7m1Y-P;8vV)a0M*6?TQR-Ce@;q?De
z=Oy?lTbn~?a4!^H7wDin{1a4!y@B(|ZRnc&4BlZEU_5=C^ttYcRP^iRB0AUI%LUI~
zvM(6@7|P0-{$590O;UbT4xN}LBEOprLSC^i;AT6?r=g(<I#M<Pq2*W9(qjfKv5f=x
zIz*<UUk@iy9eO$;Bvi2A>|;ns&WEY{QrP;ez!%@_M|!5@CLQ(lO}sL&7KzpRb+tyw
zEA|E4tYy&HEVT?M8GBBKLsOjt4=2eJYw8=C5tdMjex3%RI(Ql&L}+2WG^n|fJFoH)
zpIM2Xu6q3U4Od_0!roMkKB3NV!d3XszlRG?*^~F^cOGffI}aVPcOE);mek5SkIO00
zS69TeoXi3<00961Nkl<Z9-^ln3-chp6h;dlq2r1W%sLv6qRIxAGH62B+Y<EaWGGq&
zoeU7t$|fBmWe}c+_{<9QbQ3JfrOM&U4KJ{GtRq~kTHh#xUk_el_25O-L(vD+1Em8~
z4=vn}EQI0sD{z{26W{zEj-v89_A-bsL_Z%BQTaZm^g{GD$$y!J`1CUL^khyKOv$c5
zZcz>Wj25VbBkDAmXF`k2+no+^g(CM0bjWX;4llA0pH_yRUSc}<vgwf5uH-X1G$SmL
z@(KE4K0zNLac%SouM1dwLLTE2Ry>8_#B1=M|A5se(DIYY(bq#)M1Eg)Jv@sqX`B4W
zLd0iPp@*~JJ!%&xZCrktkF26vW{&qw5#DB3p})}IDbS$_VX^t>=Wi}r2L9#<iDVKK
z-UoG>9_^cj`kpSH#<=_-1zCBOj1Dg{@iwg#1G-qS>+rT1{e({Iq;>E%Mu=EqvD9)1
z%Rzib8G3pM{E9ebRSnFXirC^(T7C>$8CW1BBIg6jfa;^!6TR~at8n#EDyEJS#3AkJ
zojlVX3((KkOtcJq+vbx*?SL7B*3~oPG~tsisb^BjiBDcj+7@32KXDz*5EA);I`HbD
zu7RfmhfRkZmiAbNz8-p_?a_m3kL>R#B<wJP*B)JTMBC$wJVASmEX3QaD)jdf?Z4WO
z4(*{H%F);TANs{?fnTg^;Jt?xI(eCvuPBEnEWTdW{gbTgpk3)e^$p&}EPaFY&Fv)n
zhH~_DmmC+g$k=l^5t?d>@UYcxr?DF4n@uI_;bVQXw0cmK^v(S7V^2q+d*$fyWJoCc
zMj>tC^36zidst%J^t~{2`3{}>t;OD>LUX8WW5}-ma17bd3>~439>poEsAFOTb+&PI
z6T+hN(65W7s198$5b`?vquK)<FFr_yy_GfwO+N#}Zad&V{wOZ|ogif{BMtp}brc)N
zcSJ}i`^E@uWzP41VMu>>^y}r^>V32hZ&>1#9u5cz|M)niOJ^(GeUgB;$&CF+#AM;|
z%M=Xi(@|1>R5to`vlE+7u|r5Wdy<vZ`4pZVq-2yJx1bXJy4mvYp*B^bPVRfg@=X4m
zPIp@|9c&R2p7~Kad<e81#^llQsiYm|{Bt|}>I@9K2g85-F;+ViwF7$=J77;*{xCaW
z;{J%3Y@QuBNokL{EIz>sA+MRl<~GkO32o3s&u4sh8H=a;!Ns0E`B*T1EJHsJ@$sV`
zLfRUqL=+%Cs}enhVl`p%N@{U6G!IkzTS$KoOTCY_7JCnCrHPQN_q+$){t8yxUSZU!
zctp3drihZUH@pCv9C>&ca@pkz&HK>utu+vm^`3Xpf4qj(@2@fH^jit}^t<RwNm%4(
zOeY)?2m}Iw@F7Uw;(|aRyq80V4xy>3iB4prlK$S?;1mQ+j!NuXv}h5Xs5fcSB&e#Y
z;?ku{^mmUQJ;J$j=U5lI3X_wQL!TU&m6e5o0|(NHg|V@*=-<CTok%F2xJN;qK1eZt
z{(SmhDj}~eP)UU^UcA8I!Gj?$FOO5FPGR=!+4RYPUw!oz|GwttW{e*{9%s&+fvKq}
z{r@yHH0Xpv>i<yx-@?M;qn_OsGBY#ZTV}!(7FVIEsTqc1$F3Xbt0OL{Z4*fE<HC(M
zC@rr+z&Kyl-xpRkfXan26gzp3I&mRhD0xem$BCub|0D<DD>}3OKEI+Km32+na5Ei0
zkFdu2Q8u_4U5qiiqj6_}Cwd7bl@-=EqUjxAC^X?kVZf0`d=>lRtmNtjq}5boqKO7B
z`I;lKs)0`aYiNFl9~}g3;Z1ohdOl4>ZSy;*$;;uiw;6p(ltdZSHPJd4h@C29z)?V)
zl#_N+s_JnszX6jhG;z7RC6X%ZG3Qkd8s5FbN@wXWyVxkKX39YP^bG14_PAp9MeGhb
z%Gfv98gBYrl+`t2%gbE!I2wz{X|6Ei?Wnu)c@7lhI$*B1;rn%{V(h>`>?NFmx)S2@
z*>~A;&{x5}arSUC=F$tJx7^P{k3S+2x!4P4S{&q7FblWDPw$|1k!kszL^;qph~7`>
z6jx9qU5C%?;AW(Xvf4&$d7O<NyWSvjz9-ByCF{D?GN|R*f!JwW2Fi+vlXAj~gQha}
z^|XMSjxx&Xo3SM_A3ZK5AaaZo%v71bV_R2K%zT^y%i}SiHeIF$;=6m8qo+_p8()W-
z7F!UrMQ$s$pskF3{jK1pr-HKjCTt1ILywbjh@9-gw}pXL8W?4#1uIPsl1uBb;%OF!
zUP!=`@lKEzIzdKiTToU&T$vR48XWBFVh%SgWt25EVM|N_dfZGz<S+-i44gETVWFys
zA715Rr=KZQ732^USBT8&2ISO8E{NglpdzM&3e_H^=%C5LzOLqQ)28Zyr^EF`M2-;C
zAv_m5{dqdX@^q+fXqz3Vv|<NZ%GlRS%nmLlAabk|%y{;^t(z%kKFomSF(EtX`93=k
z(}Andx*ZIp?11tKlpW-v$B8&ZP7$^PO^mYFhLwgAlFRC_;&B#+o_mWY6FZ970j)!Q
zE4IM0h=(GjvH|z1sxZk?3zvIYA*r$sb3(HjzvycCLC<XI8>qfO7(*p_#8*m@U)_Lv
zMb(&S%JdCM)eV^YCYP2k-Z%7kBIp~=ysvLyvqh;sfrEYB&EclQYmZR{=y4?hk)JsV
zd_osf%zTmw%acO3(9H}zg%WN=>_A*TWd}kDts?TZIM~<M5^lOY`LFWO<7_-4Cppu$
zm|xvUCnRnR%flLfW320Hiks=>7;`Nde~+?9FR`S<;^t;huch?G79Q)#$sw^pvi*wl
zs=glajg9zCM|3hZxS|47%}!NgKaD_`5}povEIK6Bzh8&f4U7)!H3T{oH8-P*Iyt7Q
z0*ll%uvASG59(_%v#bbz$?3yiXwiOAQxj7L3Zk}1eNL!*zx?p(I>gpBV4Io12J?9@
z`^29~o$iv?D7l!PUk_r7yY=Mdkl5IUdZ?>Md_yBPX-n1vWnI(WQxEOIClxg?^<W^j
z+n<4=0urjF#A>w-cu-q|aR%x*>tcfBng%RL%17h7cUWd2Sj^DEm7+?NH8$f51NKwq
zWbPO1K0<y~1McNjVUm>=F88)VQbir+yv(L!=9O-SAN)+dz8seOE9zR0nJqPOxd&AS
z^_UY*l>xBQ<s)KdDppiwiJ7Ivin=P;_o*%140-YDlWg?Z8;!_0?yRw5Z9_Ab-%7^>
zH(hA3oH*Go;`Y|!#gbOqWItZKNVUoEJoGpnhse*FHp%ZFLUXaEiwV|sGsVrca*Vl}
zgug#?Krf*U3O+h!A8iLWV_wYuFdIFB-ym|~hsW$9V@R>xN-5inuae>uY8r6AxEd3U
zHE_|JiWBPT<Uh(5SJ*L&uTJHZ<5hVbo(e52XuWR|^-0v{<Th-e6wy$Jw@nRLuOYg~
zMVPZSRZ#69hk+b!yVaq%rH_;s>m#ZDsSSPftJ*rm)i+>^0sBi=3MyXvrKkj-s&Sz%
z77NJhYNLaK0vZcM7a%p}7lPv;SQH=(b&8jQt`6*Oo?<qlQdC6YzN5(B{BfH;wN?*F
zA5ae)gz7;!PFbj?iSJdJIOQ8EPSKKspU@@<Qey<UHr7E)tfnPe2fdY*F<3<f=JE<i
zYiz{EiZV<tD#S%S1IUZb70NnR;@ct1y@?+nKgd*a5oTMFbzArt)Qt2{l_%PED)S1V
ztf>wKWe$|JH6f><fT}#vgb?bpo|EKm*c?4=`u<w6`>D_BEca97-Fys(g#jph_!5;#
z=`iTq1*V_%M+dQTY%483p&?)N@1j0)>|65*+OWGN>=TY5f0GoS(4hlNH~fgoXQ8N#
z6+LZ0L9a!=Xc;u*6+*><y$q<6{S<Yz;d1u`{cI}HGH=f@WN+NbzejiMP^fyk;7zwt
z?=1sGo(}b5bz7fb2(FZRpicIq{-4*QzxX<2?fMJp>vr+)QL!<H>C8#U*m{8eo=Oh1
z+qMGD^$o~7d|u>vg+&$2T(^N}A`<mEE}?CUquvKK|3CkSW9a5*57&-nqVh|sd2{We
zV;loLHN+*of59rn_Zx1*#86%8&hNE#4OqJIHYN^tg$Bz)#lqrBMhAV-afN}t2I3Mv
ze!kzYlNAnZ{}PV2hRDe;$C^!7(R1Wxym{~=)P<6snKF0>L$TBU4D?hHm)yoO*mwsf
z2I?Y-lN49(zQx4(=jer7#s=!Rb?6J|=}5*2h2?eh1|NpnqH&&qHV1K;6|E+Tn0;}L
zUNBCL33tr)M1NkwTz+XCDr*|C;nZ9FJjEI7r@G=sSRO|I5`w$yd!U!QKFd3gcarZs
zG+KG*kx+{Lk8=>d(nqR}1F6$(I_cA=|0NaFV8!_)4Bhq`PnLBSontMlmr@4Gh|6fL
z4C-Mv;R?M-m@b2FJE6a~AUS8l$vAr4@a-tU;y-Ed>p|=UMCwGu)^%ur+2>aU^)Sba
zUk`K{bT-7OZYHocQbkfuC4M*<jUg+Z;OW*rkQdr)t+2F~u|*vf$udZlo={O%Sr4<}
zf6+-S^73-nv7{^d^A^HWi?=DnpGkerW7&kJUF)Eug1EHz=rHt{K!@+TwNZzfb|qib
zCy3i32XPsdt=r<{8$v$81N}Q0i28)n3HbTTj#wY)j2mJ382#%D++E)ty@Zlf3oCf-
zQEcpKsKucdfwm^!eEMC!{6D^S5lQCT{*^Ok1V_PQ`dui<cVOmtXSuR2DlIIj;rV7!
zpGlqS5ts7*MXMCw2R(&}zN$#V-0w?!VaA%fFduLL3JP+d+|Zs?pP;9=siY2Nb&L*T
z8{Zk|C?hVttaV!$eU@hn9k648ANmU=W(ZST*Mz0J!ZES06*PEr;cY8};<lB+*2gf>
zR})!;EzF@yu~6qK;<JA28zjs6ojkui>Z(YVK`TB<nD4iTz(h}#pCII9r3DKkH7x(*
zId=Wf3#uv#^oe1ac~!_^+03g|pU_qve&^}HOO6rIVR`F16qfVaqZUhh%&cm?Jx;wN
zXpb{pMcd=oE|{_74J@YK5wyqIZs_SEIS1S>bdYsD{6F^20y>K1Yx@rncb~X>LWDT(
z?u%=JEG#U}3cHIeu(-3hySpv!5Mm@DAy^XP?(W~|?#XCR5?GnM|F3@M^nsal`rcIC
zuDT_+Zczhe&{(@TmAzfGH&TJAjsku;{vNxhw}!HOD>{o{a!xtY@+$ss^^gBS9W)yq
zczuI{xUbY$-!SYVzi*i9jUHaYhlF2$k&MyHpV7fD2HJ|av!NSwMEufb@2fSr9$vB6
z!;T<2TOeHzC*L4Bvjk}(I!GQrs^Z<JukV}U60@=U$P>())(wm1^hR)a0_Oa74sx<G
zm^ji`Scm#Cq{snyUp$87h>s!bDX*x;&ui~<$I&cn^7-|Cf`|^<%1!qZHav!*o-(?(
zW#;xXb4pQMT7|XyUtz`U_E@u^BmR08k8fsQ!Gpsi(aGDS@p{lx!@EySJDh=y)0ct}
z_9hWQcYba3UY?(#E8?f<P`1!`AhaZYp4k<JMdfhlw3dEfsd8TVQy+{S>e00M6kTdQ
zrSZcdD1KV=7YsRSya2!SEN0xv(G`9s^*JL;yuab=z+#I{)nV<O2Iq7df@g=K@+n^}
zu8DTI@d;yxexi05#Mt3{t{u*~iU)^Bpp%zL6YW6dKd}ShHbIG{O=$e^Ac~(hJcOa1
zicrwt+PyDnA8Gak_I;*ezMANK3N?OAZe;xEe}_MQ{LTeE1P(wF<j8|0s4B`}Xj=nz
z9qQMDMc1RLbx;XOBW$%5uz!FhTI+H5Mg*pz!{N7xoYoq~+<<V3>mTzl_Tnd$R@K5l
zRTh7ZwTF(#nloR%jQCn~P6KPv{VDm1%zF5%baXfxgUG3reC}HGOYT~<SL18Z1OkCT
zAc#T&{s@G>!ONG-Nz9_bb&U}l8;hTQ`U!e^dI$*#fr$w-fcWE&KhV8<cU-=F8OM(w
z$N2H%8+^{9MT_WQzm+Rj;@4mK1Ju2H_tHU#q5*%@b@=dM`ZJYL?@I&eqN1Yc;5~{t
zbLPO=*%=!*ZWId2qcZbR!G7Jkb)z#FQke_uDJv_ZudjV}Q>ZV?=ET9%f#}o40fzbw
zpZMBTipr}o@z6W$8D|F_kxicU)F<p1=&FOc-I+3RGf~BhxI*lCk}4GN_cc&w#OcYk
z!Y&sBdb3#@bw#9>S7B3Jj!;mCor*kyJ6NKyx&{~0iZD4M759A2SOYu0SO@NA=iMHL
zv<@DcibyG|!p09dUmWoFHTW5+&{sWeja1-#APRfKGqJpbF+$Tzust*b!4sSs4c`4~
z9n96}i>HIRDxBB7#@@hmEbra$CfR>X2UAu0;^|<f3g^w?*c+6A<q}Tg`A6k*l<A8n
zpQ8-t^D)>PlY`}+%;dnI(b;&FS&B<NEMTT0ho|YqnDrtV21>H%&XVQti*+zmp)Z~e
z1}bnq8jZbgvaq}@GqF6<j=#uEZS-!fs|edeQFxSGgl?v4e^0)yGJWyn>ng+f>U-?{
zn2Y6Z`jBne0_QrK;oHDu=$?BEYTpNyIjFaxD!x3oPZM>}Q-<@E_t^U(7t7tbI&?O}
zw=a^RdxoonfeLyXsZxjC|MPaBuMFq2Tsz<{aQqp?wS!(<J4h?Wtmj-iV9E0Lx9z}C
z8P12Ju{Sac%iD47z+S)(bd~5p9NU9${t-K%s6`ze^s(E^h@M3A&{9N7X%#lU%ccWc
z{%z{}hTYu0!9zn4DOBGOE8aJRbhM-cR4=9#VNygY?)&{SeFK%zle&c3gbVMm_gxN_
zb5F?p^DWmFx|?&`gc8hpnevac34R7D^u?2}uL9?jZ?QKj8_RtS=~KHX23n|Nt{YP)
zZn{c%nN~vIBO37ccR5p10()6mxXbbVg~-ZE94s!zO%CT@>z_ok=Ge)|!cCU119R3a
z&_h81la-mj*-=)G&RTe~v{)$M@9%OvuLzC`vUEloX>q!~9^{4V;XqL_Zt4F!_0TNZ
zq&h%Xt`)XhGr<Y&Dhf!gtj5;lJl24}qZx(hp{Wc5kzls})9qp%SH8E1{FrPy;P1bH
z_L(UiJOp&0eCGGrUmWoFkNAqFDsbK&fxRJ_Sl&%|>{eA%i&1Akq7HS~(cj{K%WoI$
zA1HtEcr^A#WnsCW5x;-1RL5L*!TzC`zDF?N@2ljSsnVB_&%P-fdtYT>dCz~}XXm{S
za;>n_S)V(GR6t63H8y|Fp#%Ps%Brv+CIdIUOrY=&WY21}Z)znAS6Rt@!};<O3{+5p
z{J&%q%|VBgg(Yy1lZCqiyAD)v^tAMBdd#r4fk3D)LAkvT^cKuO%KRlL4GD*wr5TLY
zE<x3gvyi!NJN|3f>Y?6G=`OE`$x3`bC9J9fC(25M0{;FkXG%+8FC*-$Q4CV#FXlVQ
z%F<W+%yhi0tPsj3_`l#QouK5)OV?ME#=FoQcs=J2c<x(?-tTVFCoh-8CgJm;i?EpV
z&3~qYN_!u07S2F2)g}Z-K;DXJ6F5J9kBoJHirsI#X*m=fZ1J%tdv?1oMXjR`41fF%
z@pG1;I4B$nR%S5YxEMx@GLf=+2jq+mV76f~-u0V^x+Z4!{!%nLdBbecbbOroI|^S#
zK+)O^)?0o><!>{Pu#y}2*s=wRLZT4=>n8eRad-@roo!$^ZIoER-+#f(AC4j_CI!!K
zG`?Z(OIfq)Db8Gv!o!pPP>>hTf=-<hKl1x?^jy-;75(vF(x;m<@Bc1NOaP#{$FDeh
zB@~m#w)@BAtl9k>XKqB};fV=Q5E&bF@ioWmtKZU_zxJJZjghl2An?K@dK2b90kzrc
z^^R_I5D%5jYr(!ZuryFcXBS<bzdFdz0Q0!PZf;f@c=<L5dv3;y1^j*0n#X~+*fYT%
zIwFVH2{Ou?KaOf`tO6Hf71;dp5|7^J31t)fT2vKf@p^X;rVL(ZV!`eRSQ@CHv#TDR
zeP!FFj|kn_<6oUmq3dC1cWymoV!_@>Sn4aIGxv1;QJwkYsMZ$haIsK_b--;rip)Yc
z37hG@NWPLRULPI8$PZ4zf~~J$X{d_M9+I;z{?jxY9gYv>>#!vdmPY@b4$_v-v&BEV
zFgiqV+XQ_j;WojSY7?yaZ9+^g(<X>yrTkj?VVl~cxV#1rBD1mZPz)pAnVD1i^F{(*
zeaOe<Up!!@tB9v>b1`dgGz_&A&|M&N*gwIV10gu`*9Sa2FjS~*-hL{A&JcKIYk!y-
zs^Up#3cg?Um>U>q`p?<IfqqOqgr;M`ju2QHs-QDBqgFjs29J?TpD=yo0w4U-tl1xo
zGq>L3;lW{I{Zl=ME=6NZKYNKk|G&5<FUXohVK{T=6CUmz#QPg%Wn1CGhTfR6{2{cv
z9HcjJQ(39{v@@lB?0;N`!>@7XPAneo8OYZ`rWG!%?}aHV9znb7A-)c6P5!YpK>B^$
z(t)<a2a!2gc<?POIZEi<n)^Op|BP4f^KtoCPnhW`;%Rg)X6=b$-bXi`{}~;cMLld3
zX&0$7aMp&bOiP^q$pce&L_%l6U3wmv${^UgjqX3P4%?jiCu!C}bJ2mWhy7IFP=)(p
z=~%EcRIG34;;v8MlU-1beb+x><g%v-+}(!`=KEjp)r9KdZY&<|9w1x~>w03!ipS9I
zc9^LLFC(TN{taVbfy$)i>1v8qzYL;3ySFw$)VoydIr>yA;P3CUX7@AhIC>&$A54#<
zXPu|lU3M<-_m9fv>9Fq=<0l*$$<u-7FLt%YJbxy@$jw0yFJGr(&zT6JfWLo(q?BCD
z{q;2NoSP2?1@ZZX|BAEMB5?9j7*6~-4o<clgh!`h-m=Ru<fvofaLI?=d?{;oKE|1A
zZ}9N+6si5aYj!=snQKvacq)K(PUl~jPuby3$__`c+u=kHz8!{h?NB7(@87qBv2e20
zM|gA!<}JHI2WbA2c0jRa&r6)S5rc=v#`4O6%G|i^Xb3_t1^jFC8T9yZYbV-Ip~sI0
zqL}d;%h>SH-6V|ZY%G)|`|sjstV&<?v^7?N^X^FO4a>xGfq9fJW@-qX+8WuVRXFfE
z3!^W5!iz~xV!?&~i2S{8u=jN)mUl8nXj%!j2WKF7(!aMBO&|~mg#T?wz#oC|H%L!s
zPLeS+6rZ?w^ym?Nu?5|oJb4n;)zx%1KfwSsd3kxPUAq?T+O?wt^BM~HtE{ZVnKNhT
zph4<6f=rn*1sgVOz{ij5DagNu)vH(Y0`e&A?CfYgA3uJKqM{<Gs;cq={-`W{yLRmo
z3ihL*K8t?$CC~mh(9u$+Po2uh7CuomGph*tBBuv^4GGD)xcBq}F6^HqSqBwaQ2QA(
z3WYb0WE543oq$V0om~4lryP{MWmH>H*DYM!-6goY6pFh`ad&qs6nD3x#odZK#VxqI
zLxBLrT}tpT&vXCW`{&;8{gIK3WQ~2+SzEHt+H=hr=Glvda-EuUgUH$U(l4cvFM>BT
zF9seWKnS1}`k?VA&P>Qf1^B0`QTi+RSxckwVdGm>{8(#ZrSNF#?uivzV76D)GeF?K
zwCh~zTiMc}sVwZDd*yn4;wKO^Kq*)#rrwENp=>q;!@f_&+8;Mt{wpl(Ef0+j_fSof
z_4VOla&Vx0grl!JW8kz(Vob4PX)Z;6Rwi8<Z?#AIl7MaAQGOt-$R=Se&%@#=dwp5-
zHTVf+hTR%rN#WU9-GDw353t0KJ66?13cwdkst8NwGH=epvAXZbp=L1P!t|Dral_j}
zO<SJ~SrK2uXUx0T>MJBgO~YaaY34-EsqJor$gOlt-7+1=S+1op^jV>_+c8t6=irss
zbmI3#l!E-d-0!)q@WF;Hcv#6Ak;*Py!=Zj2xMxn{L->k)L-_jr$|_im*j!0!x>b{l
zO%;BfS-c=4hWg0fV#mcvF~#H=D$T^GR&0rv^#!8Q3NK9^arnSCkpYc^&pMQV2`LYT
zlI_vH%E3=q0O!~<ih1;jszUY@`J=dV3O=+Wzos>D%U`<v<U8mP%i8xQUU8L5Gr>92
zHW+<`jz~vw^)3dK^>j>u`7LAR5IX_~`@Z9>hX9ym0>l(GJ(vKb0GJ11R+B;_Puo(L
z!cb^Q<cS7hkqmSymnPQ0Mpn&RC(6%&qpqxy0;I*+E?Y(_s<!wUc!o8)>vJ(pNFtZ2
z+@EKSOtpN5K=V4EaS_{f4%=9@c~!mtPV)w5zD2*al>5eNdBsK8W~{CjZ_<=X!On@b
zE<N2mBsftTOH)n!qqkmc#iA-*2N!o&%#G8S7;!a>PABTTe!i#<e|1ukQ$<?&JWCTz
zzYUvB)`5s9TodV0e4|#M(~2TRIr3S_D#0!~WkcU^f_-F`6m%~Cpm$nfb3A$L#Ms;k
zUyFA@vkH@@t{8ltt$!S2iJPK}aeDr+o62N}F?om5&{shi5(z(DrM!@Cby_5{kD(G(
zWe>3fSIL@u-7;y>_$euq=9(jxtZN(*^;E_O>JLmYX|^RGIW3`ms*Y_^B0`+dAxQd&
zm_0Z#xS<tLeVCIdMQs;xS7trvrD%vfVoq-WPoX(Z;5AFbSPjKm?pI^{Q=F>r|MLl9
z<vehD#KmRI<Td48Jfk*9)v+bWcFsoU=`p~wh|{tR46ZHWq~VdlBa@uCc@1wE_-3iS
z(tk8;Q{?NNtrKY!<HK-jH~L}}xI?o=r&b`{yw~(k8Lup}n#JeN#MKIJ&%UZrS^W0!
z>98<NJAhn|dO=qGEmdj%Z82>R`?au)jkEt`^WKq0M`u4bnan|^IXhQqNlQmkM#med
zEu(_4Omt5Fe)`e+$)}v1^6{AH+5Ktr(YCS%Hnp}ospDP6|D-Ob&j4eUNr6+Pl<f2k
zmxRd7pfx2~+Ez<?(Lemxv%OWBZs7)aD>W+~mG#X1JI_YkP^tW;&O!=>XmjN)io$hj
z{((}4viQc;z^ZC)KAKg+byvy2ytt1zR@Ef4YIa`K#;HAndpL%Cp@>EwvjW^>AY3ve
zPx=><C)Kn*0u3i+*)p;t@H?UXEVnLx$c|u0P<*cHtL#-yTE=<rs+e8Q!rllUzJtuS
zF}=W?!cxRkr|P7}z$n!m(-t$LC0{RK`F4qF8dG4W-*?X*e-KyF-{WYjt?E(l6GO{_
z?)VzX_}8Xm4BN6A*f;=la+5Xv&p&w-qx0ft{mk7vMO@&@*2mCyul*Z^>Ew;!(HA{D
z9fVUa*yP1UaVr5oqD=OJxchybB+p&aw+@=v1#zraKWz$7qLBxYCZzu1GoAMFW5sNz
zq+g7%imX9e*4Yeh{zsX}S)AqD3vutq4MW{dOn>TGU;mn%P`iSxMvUMp+j*a*HG!nb
zfs~IL@3~*X@2&#SWh0WS8z#E>u8X=*T=-A_Em6>H_Mb#Z-a2BQvRYL)sz%~iag6Sr
z$F_nQxDp$ta-+v$H3v<^Uu>lc9gv**EWO_FLA!G4lh7qQ3LG|m4aT&h<=4$|n9r#1
z;&kk~=nrYGZ#?e$Hy}_kzW5##DaV^J)s1}or2*JR%VRPq%omBg6(i3yl+As0vP*WF
zwIqLyP8Br>VT}YmZ8{=3kg*P}3L(?h_*i~h6?%_92+--{RB_&r9ICkvNy`Td{VJ=Y
zVm;HaChFuz9Mj22RfYfiBLm9Id2CuAhchNZ*PSU69qdP(_G9YxTjr0RnXUqXhd@w1
zqGJyj>Spw%c~!EvVOCjqKkk&W5z%3$dmrvKCM_fc`Ry@KffXMaT*B2p*P3ZSXADoZ
zUORM<!*LOjQ_E{Ea%3?*kLU~I^>(E;`x$eLS1iEuH<svHx!zfl0enDuhg*!m5X1&_
zJ@Op_G|;|{*o0Lxs0r>(e<fHm=UmBsV_2X=oUPu>so3*raa}=Tiq1%%1$^AzPuF8k
zI@8ka1QTI&=v7eCbr3qR4K0MQTH*14ABOx4!Q(J*LPT9&oH~-;{*=7NF*qpT#d*zx
z*69JgfQoqXXR0i2sdZNxR0oWRy~}){YvW(hwwi9@K4-s}xSW?_6WPN#s?#ITRdeIb
zm_uW*DB!z~Oq7tC0Yg;pm|?IkKOwhMea;Vjb8O^>L+_ues<HtMCK578mo6ui>3{0y
zxol}%{Rcs+HNu4PT`#>MaR5Jq`_G@@u0)SO_mRERp33=;BC(cmb}0Z-w9yU7*4AtF
zQ+sp^4;gx=cYr-CM15RU&j`gxSsMJc{S$`lP1ExRZ^#OWP$w$yZT&kRKPlWWUPaB`
zDaTE5Cc1$A)+1-Z-vHe4J*u047EM_tbx80&q!2deul8>q+Z&>N$@yO&IqNV<*hgdF
zHhEA0rA8Q4Xg`4&t#Jfdp2_JhWeE++fMZm_7S^iC!K?D4`^RFruAmgp|CQjB?0_UV
zZFdTpw!Y*><DZgL)OaolFa13$McL%kaoruEXCXd%4I0x)t$`Viw7}B!qapS3lB<d`
z8+h0aLLx&KP$m_{f2+MI3CR~Ab&Oc;B6YlXyBTq4^z*S8JIB7^v@F>_CeZE5A(l+A
z0Z6VOywH~7?!MpLK%VDp0iRFbV6gz-D%>2Y0|$VnHGc@gyAYyKo{*NfD^bVLwFkai
zxKu_QnK3F?M@`j}k4DMR%sm{>JHcHEGP!T2W{@}T_e=gPKQFe5ePZ0I@fHF!F&coM
zh2uo)x+4p$J%=mAFYk|5&?DvK#s{-SuTbE8<#ScW?FalPw##+9&X6wi5izq>=8vo^
zOPZdD5PwoXtS_ti3qw*JIjp>f@Ff341~-gmT_3?xEBtxC`kN)yo?7ZxU<J3x<GT<d
zdFIi751%)f2{OD#UGxVpqla&XFR;7dpm!H@Km8FFB4+#d`V>-5DS!XsxZ;BVaXM~y
zfCr=DK@M?`d<OGzS?Wlm;>JSbi0d@qw>$YT^n1R{(Hzkal@FTyKdO$bx*o#MimT!e
zl@GR{K1sbgyqez?icq~HRSi2>31OftaF(BGQ^V_NkSS~S$$kN?n!~(S1DM;;oAo)6
zsuiw$|HgZiPB`PgdKDkHS7cer6t6+3c;}BVSA8f(4^YANCfs4(OkfpUQBhF_1_lbD
z+^gNjoA)=rpBWj0i;JnfCQ0e61`AN`A2eiSdkL+Ljht^Tfq^1#E^cm|=H}+6W@b<%
zBsoF%>&mo@jFmuU1_rs~Kz@EA?{>odckVz}OD8AROVO84CK&FoM(BAyaKZqs`!l+A
z&Wuz$Bn%BLA@2-!kG;h(FQ4mX+=A|gRUL^TbCvM7i9Yyt+mg6i__rXYwM5@v868a9
zHi#<m0b>kdm8}gusyVfl=g1gv@Y74?&x5(xVEYD@;wL*Ms@9g+w&Slijio8uLyYY{
z2DtVpO40!y#YyO_^D>fH7+ewG3q@WOGRGXMYs1&}6wCmz%w~mRC)ZYgNPf?E{OIK(
zqrpX<RAC6O7xT=GEX02-X`1j3n{@js;0@RfR}Ff%s-TL4+kS56-_kZj$V#`hC=Ep*
zM+v{!)qwJcYjXQsC8^KIE;c8jn2)}M<8N)|!xM@fr&}No!758k;x16Oe(L>YQYh(b
zmkI+rd@3%BgaOOTv-pstj%pHe?(}1#9AB;@r?%Su?6|sY42gdU7A}sFOW>FhB%Tt@
zN`nW~p<q@l5wOhQ;hR%otCISv$Ac<$S@hR|aZkKcj;NGiuq_!*mhx$71S|cM`1cNN
zkHSBr1IXcr>1Ln2igc9_oTP>1Eat`kgUoXXMd!C7>__XwZVto6daC>g28a!z>wh*y
zAhi;bW5HgbY{cw^pZMqmTzkxE4uzp6dvcZ#_G05_Z=5nvw#t<nu~eCE3~RIgcV9dR
zGv7<u1>2jAy<x>P)-2WT0#@A$?=AW&u_LxgwM>T_vpJBlLG?u}$pvLV6~{Bw7o`n>
z>NYiQxB3IlGf88lS^6|9-**B`(UkO(yumSo%|g9e45vRivFGE{k%T_W#I#G9f+X|v
z%*v{wrg~777S!}CBah_8NBT<Z>Zad1<e{ZSx;k&R4AhgspJk5t?yaU5!V9hUvevF=
z92wgwfU1qzSdY)TOT{dUz=eoyqJc)8Jbm-?qMd1CUp}Vcm44Xj+MWhyYB>~Ja|LRU
zCw$X|TaU>1?lIN;ojcCn9!pyvN+sQ9;emoa&IWJqVNQm^!9?;wEUk-T>8Oho-5JF&
zS6fLq7ZWMh7T-x-kx8;Zi0mi>`Q)0f4|N-xcjLK=k)qD9T^X#YjTF$KZSFL16EAT*
z(JJA>Iv$j`v^o4NqJO^)|7@$@ThXVl3k4$$^<;7l0W44jSX#qa^&fJhKvs6Kmst1-
zZ%q0<<`KMsRWQnHX}o$7T-LK`p9=rq_KT}e7x1Bn*%3SMDo=5aZ((DH35h;<=5H`A
zTh}Kp2_(G>Hb+lL_Q>~{YTl@N8~udpNN%)g*rQ2Cztb>RW}tyiPZ?3!&@v=d^B)AL
zxR%d!{GIIBKUJ(m-CZawj01Kw#}~dJeQWK`ynG=gK0eBhLub4F=B-V)Aexpw7)Bdx
zl;kj6ru0!-#lqRo*jq(x6Muhf%EWtGRi#Qy2Ddx|eW${zFIJ{u@Do0w@%^i!G+fax
zVfHgcZ9U(zrn+!9nB+k$qdJ~+uPWjVmuYRLp$xUFUVD76nrDyRh~4IKc}=dmQpVVc
z^<MW>Vxt$E+T`o8vBLY}-Z$+&1;ao<q{C~^l;%PpL2u+i2B_hf&cC?JDzWwcvE^M$
zOAhTvq}3PEcQjW0xq?)aUh4qzJBgAa`fs8S{84`c#qF7yPE19alBU5q`EotqKC0j8
zI+eWv(rr+o0;&ayp~i}iIHyu0q2C{%TA-bv@y^Rd3h6~2$fG90En{vK2Z{@~rFDDt
zk6IZ5Y2|y1b#pZ7=jiZ+{9~ed129j7gT3&gq^Mr*wVprB`wX-qisx)?qnE<0zlh?(
zH_bk@sjJ(nBE*IsnW?tm%>>riIwah}-u#fiH*BlszZCUh7FvBfV14b*L{&0@Nh^v(
z{@3L}jf=td0gJ-@Z~DE(-v(wY2#cQOLt4oH4{bqquk$Q-&DJ|%8+u|`IZ9C258H;F
z(b<l6KS!z-9@@6NDgQpkOVI%Kn!&}#>xY&hQE4}MesfV9U@$dTJ?(0&0enG(KhH1J
zOdbs0m5YFov>=h;+AxdV^-jAi&Wa;#O=JW?h+tW3c+?O0Jiu4EsB0x~pg6wJ#AoIz
zd!O0+rsbh1OOUb)xkjw%2zIn=y-#N4p14we68e&jD04aw1`Mqf%bm;`Hv2YDzZQbg
z`R9|5oM_TqO_guX{NEI+ObglexF=gfqiX3c`(`lN!d9~&Eac9<L`%yz6Q=%N+*0Q!
zkWGi*Et{m1Gz+P7RG+q&V<B0S)F~xOFS<!N49U1&*%)I@c!(U)yp?Hr*bA_7;5JNS
z_XUpV=)^~`E>DlJYJsG_(q>6RS3O2&Uhmq0HQ%UV{n)gg+C#KfQjW=A@6ts<xZzaQ
zupXvdZ`{Vi774=vO<*!KlXb%(pa`AkM+?%hxf3+&j>3<bF<OQXU=AsG-7ZiqN6Klf
zzCgC3>eosDMepU{ZRgy>Zei3*eM-dSt`@ex5sizSu@?g_^CSHJ%8dB62R54l(^x`h
z#gE!OfrhE?ix(;Qd1WecQ4JmfnEMW!;gAWQI3Cg7)gjojydL1H-%G6pFF$Y#le&Ax
z^z^CjJA!1xw^`<`4IZf)R9Jp*&e*`->hR$H!v?z9?!?Y^^4wQxr-e@H`o?cT49;)s
z82Je)I|kpid;|&)EX+kD%$qnWQX?z@q3T25UG0>jIJP#nqtTg)1u~nv6Hh%n`NW@=
zUQTSvL)aT7nF^J_0k}Q{`f6t`j#m=yb4C11Fp6D-PZ5w~oIWGmlzJ9LgqHv%R&hB;
zD0pN`IcMXylKay_y%UN?m$@g2zMfy>Z{Bxz%N4Ese<wE%OF+6l6sT>j4-xc=9A)0Z
zxD9=YDI<xq6*nc`g4>!KJ_dV|EI}+1H<WBR)+2kp1VN}o?1hqm%RWa-)Q%&5?nt4}
z`1x#+*kNzSZuj$UKjKRafP*n%FCj4l0<d%gtID@vk3a7eHCqqZZT|vcRBRyhJHGs9
z`;tOIN^&<h?qpM_%eseLQ?4KK@nd`<@V)ukVB*g29%2WnR^D%}NLRNW+=FXoBKIF~
zVQ=07E!KA$A_HyHt1paYR%v_h=FDzE$yq9#LvI9)RCkPx*G|;@?)RO4R2sg$NNx#m
zVdb+8{4+NzmPd$2nwiJNPuth>=6co5AJ19zVG}6FLD=C%Tid%V*L^y&fSBih|5{!-
z=XuO9j!tr|g8^&y_fl+YLr^mm@a>vXq)koGaSMH__t}M+wYvE67FlAQ;;cO+ko>{z
zqin2uVG<VHDbKd^{RO)5+o=1N00(wHl|11H#y6Rv-;CY?R$NzHOB%p|aS`xYzg+rF
ziNIwX*#42a3G^Zzi2PzW0u+q7zcXT`Ay<;AA5=e^zo9y7C_vd|{#Fqbc2=16qdsgQ
zK=(VK>va~6>J|m$a1VFZp9SqOKeOR2JWN!S`b5x!f8h|EQ*xetuQc$%r->u}KyW~1
zHD^hZ)H;v-?jRQlA<cH_2e}@9YFk>;T-)44d2?KEvbvXcd%m}eClk(oY#tbp*uILB
zD0BMNt0IqO(m+sJ80^MWi5isR@j{O^)vuF?`q*+ud`TDXn-?D+|9)fhCGA-Z$Zod1
zG;>|xg`LkvckTIQI6WXyO<g-CI9cR=mVQPAT@vPdjq&H;cSAkBA8q8B@@*4U#HFPK
z6hcfyOcS>at#f$9_W%)`aHPQ=ip8;*J@>90id|RK9>hzhy4YHb6g71{l#kXa3dg-7
zLPEPSi)BnjhOySr=CMx_VL2gE*Dr9wN*ul)1|ALCvIK%?TM0A64`0^3Id+tl-bqoM
zloI5mNzmZDE1At-jtqZlu9_DkaW|4-<|9kO5xoM1p{%pB=sal;%mO{&tur0=G~{Vl
z0w+e4+}~lB>#w-x4Rqk>V!0Tq>V{92B!p%dhtXXAO#|*6e`8_hLSraPd)qOZZ;q1c
zBLuly_aBr0M3t1*tJ(W{uH3dTFtcVjg`zU5<iIMh<}%&I;_otT0%3Qm1JZ{~5!}$G
zA<nXgr5iG5G9kG@XC94<_fLC!A2Sb5ie=3ls;O(C1YO#3zkk^~2Ch_njelp(FYg~!
zg<HwK9b>Ntjud*(;A)#Tp;*9d#B$x!X4}PX*t*bDM!Ol)OTy;9BVt(Kd1qCbZZ2y6
z)LiM`iDUHo&>%OhV2jcU$U-W^^TGyM{6cmBNFQWqS?rhK(i~`+a(V6L+pAc6aST<x
z$T!Su1$U%Fr@yBmO7ifd?&bfZ|0U@MY5M5Yv?kPPc99UU;rgBLG5P&Xt0!|j9`7-A
z*P;s9!3j<#s=QKetiIp!5-Aq9qfAR~s$R+-OM`&CDN9V#9`fXbW}V;62AxkcASsJv
z+^MjJpEtY~f@Wdxo``K)!4jusJT<fz+u#8{W(4XhlRc&JtPy6#gzqURwOYK3@N{S&
zSJcNBgsB&;Rl)U`J<IEJCIn0k!;}AOwKpa~hraZWM35yieulK0KE4L+#U1@|;Z4Xi
zX{P0O_^1Q>YhY9iZiV=EtiA#`f;oZD#JQf;n721U%o3CqS+qiY|I3*vb+Xuo@%~MC
zdT6uH2fY)~I~f*(RoeT6!OTF3R|8&q%M0W~g_>sBIFV;Zt}SKVFDr|*QuR%VsC!yM
zLY|h+;BII14(VwwIU}U9i3Nbl$4-M67QZ~Vm=wSjz5?>W7V^Lam9Z9v@#sX^82%@Y
z(PP1hb;0QKh5$!c4{$C90Im+*=WixKZmc-nxxkeBymWtwl=tzsi(O@W4TM%hLGQ8O
zFfMg~@Lz*b)TRhnhJp<Q4KOfPudhsav0SVW=!PjmAoh8GSXgl19tfxwn$gSE8sWAH
zdkG!)QS1Fn`MCdHkl9$>vk=t*4emfk)51ayevz&PzacE6lF+_Hz73`YQc<363#se=
zCxD2kWbGJYPax{LDXr)%3`@s(QOwNk#{WkjMNst6)L56;dc$_#!VPYvdwSpzn%;)@
zpOW~YzP*LIH<Qp3-fme@w9`!oLnY`D?Y&;ZOzHs*{k7NZ=tyWPZl+%;q!;9e64Faa
zhtu-_`y7e;%ccE<y2!<KMZABJ=7zUu8=s7xt95t$_wcG_PT^GB@E5&!*0tCcB%qz@
zPdg-TJUt<Kc3`85&szU)ddeqfU&Qu|PZ+|q-flk|SVNf$x;Q64E^TB24V?Wjf5MXo
zSm{=~Z-%WB$uU$7S<(jrSUiqQ?=QSPI5fp=sPVSGvJ5?dp|{AX$TTH5wY2c=+}%M`
z^ax-0`2|o+^qg2_7`Ss%jt&nc`m~r|YuJPseLG8Gh4Ju;7@Ih=o>`s&X>V~8p%%20
zA|QTgJv<cTZzmMOI(q!1EUdqp_fYq(0of)=C~xVt*CkaA=r$7ya~j52*(`e3y;|zS
zHKC;5lM_IduTY81lWu**q~)K72@ZP~)dnBO*IgkQeiCV)^BG1dJ12mQ1J}i9d?^dz
zSnGg!04Smfr$hR<<QFU}mT3GbdHGp|nTE9p%U>%~I{LU}BA>YoyNF)<a}?v9sw#8i
zuWW`L4`NoJl2bF9HnPJ5j)w+0$x^ad#kuOrhhY3Uhhbxk=_2LlZ8@Ap5zBrfX(+NP
z<h88qsD*6(_#<c6w|@ZwfcCpCerk)@5P^Tc@ODSrS(Lb!#2oeTcxjG6f|8&gBulVQ
zH&YVvpbGI{$)*@~ZE^QK>>ZEx%;uYZSWoOJneX#In0I6#L+HTN*cLK`>=#2kYi>!r
ze`TV#LdKl={Ay_RAoGMxI*^GVgbVyL&ZoY^N>ww4hf@!1ygRhH$AneT(T)xBF)YwK
z&;<K9p<%i*;*&)hn%r3R)Q@#{y%UIV_L^f@Ls%aNEy0-;bM&+eB6sd}^~Xh{n@QYz
zQ?lJ(S%GP8p7+pl0;@Jl#n9B1EndY|bEL1HUXYdK+naP%5aO&Q1U_QYJ@`P-K`&9~
zorX*v02Ra;f5wjNxTSjx1RfjQ9GjMg&Wu#G=ZQUFJhgxP0Cdd;CY&|rRG4mZI}5u`
zE`LnPT5rweoHg&@T(3`7H{QrIaXVj|->i4&>55p&|66A~%yclj&H3zI!91X01hpx8
zG#@wsOZ^Lwi<^Zk=|fc0V&U<;A{9m?IbvxVnT3BrUlTV8RN@}-)UwhC%4@Y7X*w@M
z>o+Yu?vdcrGgj_J4Uo2^n?3)MER$B+DIIH>L_v0kP+=k9fq0J$eK>vPj&m4d?H$~z
zyHWcpczefd_>Vc1CGp(3+;^GS5x&6roKM<#5SC3$p-oMUMFuhxy;f1b)<6(A$F(&y
z`2A9Fe9FqRBRR1Oq&#zF1cH@HPPoLHg-vpTd2dI7ndjTl3#-WtXfeT;@$$BnrQuuq
zM<)e2=j(DddkP-`!fzed^)GXI{6tpC^ZyI6!+#%?lQ>}T=mW*BIU>rh_`cVX+ku3u
zFIY%d|4D276;19zNn3q*K;|?=@`;h^K@3hy;a1}pQ?)to-}0a1gF4z|Dh#4!O{nxd
zLr1&6sw&I_$@b|x#wS2x@|+W=_M8$iXVrh*0(f|^$ctJa6L#pYhTat~0bX%^F_niw
ztAvCyk2W5De|H+Hz<4u)pxmZTc3nw=-nbrQ+R2hg^PgiSi*oa$JacjB*0682<&800
zr>P|C7=;~F*_XOsT;Y5vVZe(X!x|G<Gu(#LJ0)6q{lS%uKeF4tQNq&pDMH@vxYb@n
z^9NtM&<*|b5oMRk;Mq&#aqmBbZV_)Ne4_x+=VFYn|8hqBWOjc^68c-Rs!J9pVdEn0
zbl^}{*F;}S5&%aag^RlZmaMlD#YrT%NI8&SN@}8Kw_bV@YNYiP;EMy-rGi#&JwuAI
z5S~Ds_k9VI)@tQrptsJqZX5OWOHJ5!HY*g1imr_kuC`BB@~=wE50-B}pMLrA7T!OQ
z{ESq0lK8YpM{2PFdupR)M<i!3;)LTY9DMnhs)`SE!9fkoiGmK{1$r-jvqdM5ZdcnW
zZmr0ip;A!O&<*eW1`5+$Xa$5Xzdtab`-Sc8$`MZ8mN);k0$3dw0CW>4mQZO}x5a{H
z`kp>LH`5o<?6Jm%Q5Tw8!KaqpB?aw6vG%pL!&<pKk@z#%D^9BBrPBWk5SGuu0D`Xd
zaU-OP7#Ofe-06!Uly?j0MukDnLEZo+b#Ba$NttK&nTIHje1hP;RZa$fJSb@g4PBOk
zxLgMeAFHJ9zZ_cy1(7GkCu0JBI91zh9JvD6SLLkM%VzKK+nIds<U)T~cK?iE8~odn
zk+*|`9`Ps)5&?Ayb8yWKozhZ+-Tz!^cz>wKPfCJwU@I7y`!`Z<@T}imap~D%_a<)m
zRkhT_eBs?)^E$J!aq*;IhsT{jeb?AR1|-1EWkdt?9w~V{TIfj5@=O&&SFA`<t(x~n
zgg2iH$m2)nU&^nJWbp15Xr=BdYC38uB}bc;%CUns`Qo}B#B~?saoHRC+rs*%vG>+2
zYKO{K@E_~4yC>GjE?(}A>o38KVQNYoheKBwgQ_Ml)j=dv>|q%3$~xNWcW+OKi3)o&
zkK9fl16Bkag*FbEL=MzE)Z~*ZM&(~@evs|avIV8EzXr8SxHQ~)at@^riZd`)OZ0Ql
zx!(^(WMpxHi%2x!{qikN(nt9keGuDFW8o&m64?4gJw*olom)BPG{ilPi9AU$WE5m5
zBOkHk9Ox?sF-gEKs3GM)=(;aHH~zh)|Eak|QHZcO`gIEvTG9!w2Hlj)zeePaET5OS
zflIaM3-k`^O#cl+%-WN15UUyJ3oqesIz&M3_qky$f}jY?-HmDwA;ZbFbOv|7Op0Ao
zRG}#?kW*1)?PCgI!EXTf2iHx%0ioT5#j<KOU9AsphK|M4?^(hP8G`52Z_(3CgR@5#
zX0_GP#?W_c-CW=i{P(laUAt;H7eQ9Xj(aHDzsrcn!;V{d?f>vlzvDLgHlb+1mzzT@
zkeDU$G&NWDtW}8<b`<+()~7<!HtcWjX`^eDP>vlK`@bHDap$8;I_>s}7m~3Bn0p+L
z*G4@6J?3^#<+ptK-V)}4Vp-dSUfg_u(JPII{%+A>t7Y&T*uZ~rJ6c3fl(!aE6yPmc
zP`ooK>96d%ZEFLr_l8zM0C)?Ynonlg$^?oY_RqxhiG~){acR$*o_jweyLxY&^-t*j
z*lr29lg3Wid5+E#ZQXxDbe9p>PaFg_aH^Gm@nBykL6!v2qF#>mJ~iqcbNu3Y4GKb4
zK``<bJTad<VK~e?pPd?3Hhjj6^qtTZUd)*Xx$@Q4C!v24H9u0hcoK;JHbRbIa`$}=
zFmOCKUb7An5GOQ;`%pHEXWg(jpG?zr&gs9u!}${aZ4;JWCW@Q9-3fXXUvk0iRUF%M
z#&Ux*HeyHDVkz6y!?rezjZFZ|{5f@#4$%fsmMJ&~4Yf&iLP73Ag67ymrm`6l^u?OY
zVQ&SI&~Dsf+1t7{U^+tOzDN5x{?))Ni|?HePVg7!Rcv+&ivYhJsGRz$kYNYex--_B
zG%wB~QN4juOrnc#8|^*r3b-hbu{}fT$WNA#(qs>dY8^UA_wF0Dec$Pe?(W^c5muzz
z$&E?Bav$1J#I(?XuwThAzHrf;9ZM?ULkt>Ko-LAlnu4$LCe4nuSluz(m-y%Dwv8wY
zt`9_45p?nvJT{%|Ae4#fos#(%6C`A_QD*0q>C5*X*}FO+mu8m%t>OCWN$SaV4T5_?
zGl5XNk$-b@av~5=loj~mmzSPR3Xr0t36dZIfA~hBZ{0c9CbEtW5E|65hnYBYxAJ9F
z4*o_6ZS;_(_*!#;=1$Gi$W>9^&<=fc88{Rfu?L);c2W-9=F<VQ2lRI*{siR4TTYl#
zSoq;&Y}ss->P>-2HR0>ay24!d5-&Nv6iyUs7NTbIZ@GI}6jfJ#(g@J%e)<{KL6UFb
zYU6%?pW1N9xdQh-NwxsRwEflB9{|sBCyJ9HWO@qnBkx7`3w1N6Eem7nLVq+bs-`R)
z962J~8YdMF82+9qI0g-6Kz%G`>O%6}vFBfw4|x~&<JT=xbZW@t&h8H&pA9PhV#R%B
zf#w`x4FZ?oo@cUMiwHP?$_F`Be>%W%3rh<nOaL3B#@9GvguzYx#}p5~gr*_E7s>ZK
z(rt08dur-xXdiXZ7sahY+CMDp2&x_2n161v1y0VccwR~qdn_NAR+U75iIL9q+GU0J
zai3fKAxx;S@s`?hR=9r5F#z>mZPLGJjI#YtVC`G}=9hb{V-k<FhG&Bja>D?j*v&7l
z0V_I;e1Y`nf=ApBQg4^!quZvYf)<3f%v4>4(1L6MVhWy&kzTwGBfT5cb*!gmla*fv
z9vbeUN+bh>Ns*3LB-<j-#5J&fk>Yj7OglA@9V(w8fAGtKPVC`bytp0LA65NdZ3{z|
z`<mj(D|;E0{a^VWH|uP_n8Ii~y`fOUw~Ei5!JZ5LL-pg0H)9Wz54`>WaRq?m+NvpA
zNqr+y)a_Bn<45V(+EFC~<~a|jbJv7^en*v0Ea?-CYN+rq+!T$~^8#%T#+MAgO!(jk
zgZhr~h4L67h&+RYNUjHta622icMqIMQoNe{+51O_$DV<O3wBp?NzqJ_N@`)newE!i
zX4c$;2sM<tqOfw#PH^UKz0FPgKL&h^#CY5c(H?|X8$ft@4uAKiuIXgH-<08i?MN%#
zjL;{^0OcBEp`RugR~ir{zLO<G87eO}$;A9FS5M4sgyI?+3|3{U#w#BI|4pR#yRX2-
zW!P=!Uu#W$+bU+;^)c>W2UJbastF#B&aOEn`|*)6$?_ytC3_0E3Zrneow^V-sFnHF
zPxrrTa`9dTO!@svdS$%W?c0UsF4(h<XGJjPu;R!iO8uG}gdR!CQ}bR)pn=epZ+dd*
z$Jh8BcIpRDa{hRpikkJI#_^+@y5MW$8>Qpa?~_mcv?N#acUWP53fEcXEfF7~iXNDi
zZPlEuq%{SLX0MAeckCQi6ny2)Pf%YS%?cKa#-`b&&F!JoxibrT5-p&|D@>*4r$X*t
zg?Iao*#%q^|LG(~B5i_Z+XxE+MD|_k|ByrKZk~HNzBu+nF#I;>b2&|ev+)2jGD;x2
zz(CNp9h9K=fH}g?zKwcF9l{2zHJQ5@hHM?c*7bryx)?Ag0P8*YQGTYxuX?8-8=CbE
z9GTUZ2_EFJHnyWowGE#*ZSy$O$c0e&zlb2WA!+v4+s@V3I5HnYsw-wvtVFCD@Ls?4
zMbiH*pW7eh`}uQ~qHtSh6L%z@oSrLi<<y=0#P4Z;6cr*o6`!}m`Mjc`s~_P$tI=r2
z#eL}*?IQw@*iMXs0b}J&RB5_d?P1NjmexfUK#Lz))ug)&`S?adBq9TSHqXA8q^cS+
zZYUa^ov8o7f(PTsV_HZRb>3uujyx`=phg?XAB$iyd$%In|C>*yw+Oiv&h4-JYWiEf
z`t9F_Dikl)XFFtSlhiJB(#(+>=`OA}=<jQ_$02P^wP1(&@vYx_(EpM7qY?ja`H%Q!
ztJ6tM00y~;)M}kkA74K!H8qU2wY7QqU-g}4I3QB-%%7#atZ~sYEzDD*51t1B9{ifM
zEkgbZw5D&04IYE6r8am2)8mM32`VsAf(=Sa(>MZd^gJb>oP0S+BpG-w1LaKeUTdze
zUs<*vAM*pn%oWJ!+z1$nmw*}=>(Xhuo~&di5oxa6+Q4Z&wp~~5-?V?z<MK4u2_?6_
zH@e5OuDqv3ci4ym6H21pcLYj$euIAju_Eoq>S{)AG4$l>D?+NXh3forLaApxaO9Wl
zxS?;Aajj1Jdm>!8cW*uypo0sc1p*uPFkqXRsyG=TQo?x4su^}MD^(D!Jdcbd^T6;J
zfj7a)ZELEYZsNLA<o5Y(R8mNaZAe`Kp%<G@p{acxh>AkB01EtqFB8j^X;u4!{NgFc
zTJqcE{2S88QcgtjlpiNh2?n7joZd}_&z8EnhIlf+jH0I$xz1OiopTGH)Hyw8Xh5Ne
zYmB)bc)wY2;>UxhKcD55pYT1n1pVdL?k|o3Wdgn7WnE9f<n7~g`-*rHjof~abA$3!
zH6~M7cay!6D1qWmbtR3Y&9k>aH4o{-6U+m7C*eHI>dBGCNpQC(zI{9AG7@sr`KVC5
z>%6$OJYM>r5|4_|>JTnxSialuWA&JfQT9rG_c6UX8W4R0B9(H%!Q{bJkiHTboe6m8
zMd<Jz;dy7+=tpBq*Y&s>b<O8wE#n_nW_EJywUO1WRL=LUuu+27$}ISm2&XQ7=~6q@
zj61P2sE;1OXrw$(B$O(iJfrnMyUc3_tPZ?okA_ub6&R&d*OXgCLDms`<6l%gEy#5O
zvF)5|GHdv-T*H60mQ0^}V4sck5rk=l0CpI%m+)?<QmbF|toZ)%Mv<*)03kZUOV?cm
zlm~jejfotqrrQx?sHGWNgIXF;Upn=J2dC3Bbg5q1=B%!nvLLrrhnL5AY{%}vXMa6O
zQCmZdBDt8PW~^+3M{H9RvqQ{R<Q5L66XjZmt`F(uS}cGu@^N8pba{`S2O`!SP#veQ
zqv1?!6G{t#654aF4N9=^bT=j%fQsE1=6nd|VL-znLtG2dq4reO|6#@6?patJP9h0+
zUMP29R8cW<-v#X{_8X}L0QQ_KhTFD8Sqnj4Mc*K9+<>YLtAxK3=^i)TkVb>sI(CFg
z2o)1X+;S;qiOR{FZruG&y!9~=kzCATy>7oRi|~g|R70+}h}a3CFGzl8*CI4xp2+qt
z{Dj0>Eg(#c!qeJ{2Ou?bMzVAOIo6E{2%}x5TQb$t6<Ec`b1Nw?WL2=mVKDf4v|%3P
zU}kXa7-=H8$N_SL{>E%iXmHKZ|JgaXBFUfRKe@V*d$dkShxBK=#7VQXf;p0Rz8o`w
zPB;Yl>~CHof!f4t>+7%%lH44R^4RB}@m%W?X*U$dlz5UhC=3kZendo!RaJ(R)UYI+
z9E)XiG4hvn>eG19VnPmqcPA8bO~=<BdG2*oCB8bb^5PLtb+y8yb2ahRjIUDu{-u9@
zUAT726t1bYR{`IJ-h+$V*z^^rOCk2!Pfdiy%Cb?zh{X8Yo;X1Avu2WpQ5+AE&%KO;
z4V+Kz?_IIPF1v^gR5qp$3u#(tMP}E0Ki6P}W{)K`b%Q84Mt+8h%80}ip&8v{NpXpE
z(<-uW_V$fM!3G%Ln)rS(t714>scJ<OLOjI%kB6V5cuz=-v@CU&cN2$5Eg`vlX+3m;
zydQ<5e@t^U)mVS#j_VrZXXK*Zxcl?I4q%`3lQXTk^ftQY2~Dw=1+|H|HUPgRd3M>3
z^n6M2V_%l_!m>@Z4bqYdByeXzR1ABWHY8*mH&4%tewE2*G=?`U;Acv$cae36D$r{;
z;!;Z)oK85@#mt9)+$<n0SdYBTdJ+gfNGp1whAQ9>U6<nl8ba2V2n<c4dHtxyVFY<O
z_PWsOUTo+1HU!y-GiLk-aIDVWv7epEyclFw3k)Xv?FA{A(bn}?eD!`<dy<h`>G_1<
zVa*R})B|6%ZoN}-r0s~JHesEROT7*wAo&9rg53CaOiBqI%VP43>>GG#01)lim#ALt
znzunjox0h;jI(Bq{YZH<@cB|Zs5pA|JrDBY#Ymk+0iTz*i}-!9VEO9|jc3^&Lfllb
z3rh4C1!b4VG!%R?69sjaBL#YAK+PWAc;sC7WYOU_vC#4UcA2QH1*WG!JMYj$NfLL?
zf#6ljmY1S`Pr7aOo<v6;XcW}z{0tSCbPw)c_&@@{S28WWEp~1}TWYQL%NwK9qdgQ(
z{@Kk`mp-95XY{YCkx=!4`$`gfCI+YThs}&P+EZn(fbFXrP!+?eQb`l~z@$4wTVP}E
z!%D=GPk_M>Ck*WJs+Kp*vN1_Sf^1bcq5DYBa|8D_j6&g1n0R_liu?ZX$!;=hmmFF8
zaiyWxC;M^TmIr4p#cxk2rT0bLT-Xu6B5IJh)1!e@`c!90lHG^4MzwahZh`967?M5X
zTC1!ZJS|7nJb1R3hVIR7ZAhdztk!Z5;9+$m53v_Cuc~$xX~T{9{d>2?J|f{3S+}AJ
z-Ulh<X5k-%jFXwVyc6Dm`|R%|D4stGeWv8EPHYCSJeH}OskWcr{U6NaI}_9JIc{KU
zm`iGA{AbbQs(sl6>t;U!RN*|($1&lRd;N6Z+(#sNZ!|MhT%ma(%6E<T@rkE`)RWy_
z;~WB@%?vCqUHSg$&mBy^BciMP<L0))(&~trNgGLN6M_>EC*QmuvI5uBUn;rVb%UhU
z<<Q03b=A4mGMK0QfBB)vmv0I`{X-rb%R+^6b!H-(%8;t!6q7ygI73H1qN|_-f041O
z*m&TBySCbcR*wb=ut*!^ln|<vlji3`f%SKpyp&w<Zjx{tusD*13H6fCouVflu3^J>
zln!#gkvcpYOrF2JcUR9Wx!w2i2HkAJ#SWc_Qar-qNa?7|Jmo-Ii5ySqfWWhhKku<_
zqveJ(ITMX(+`>&z_&lKN_l`F`C2=1VG6@p+d?BN-W5kJvlnF!meCyP200;0M+<#Xi
zB?}u9N%aw6h+dK$n8<5E$7ep2n28RnsxcHm<apPi<47%LI6y0onh77Sg5!WN?ONT8
zgFn0Aaj6(vESnu*l3Q94n2%@2$<49^=QK0E3v^+U3Xjw)D2?L@XbJHMV_fECT#LAX
z@9+b@+uJ0{>SXzDe?NwLb2$pBh5!;aMBv`H#3b@x-)E)_Uk(xEX4xWh!bF?_WEkjP
zTPjYs*trfn0aW4WO(mhvuzFlw-09O75(vMIdPXe`T(8;`kMj}e-{#kKgw6)Wfcaw+
zj3W!*SCjMQryoi7S1R>(k1LUWhV=Uf`9f`Y7!1F3yB!HXpDwMyW3W$`_bJLx4`!Yq
zB&X^?8#&>%Jhl!@=7>t@$i7lkC%@$;rD-T2+^FT$Y?1PN9Ev1-4Isir&H#?9`f99Q
zU(KRq0BaI-dCPGCx^hm@B%X}e>m6ltztE=~oTBN=-$0g=B5k})shmy7Obz#7gVH1I
z{%Hk3n|2Fie<+%gsmFA{uAbv-bBQSX&6B7{ZF^e^Z#3|_xIkkz$x~+Sp+|5fHz1L}
zi`vwtCibrHsZjWFj++zE%{RtYHNa&rBv$K_S+RFWx>|31S9qvPof_wMZ$*5oSZ!88
znMjtPuPd^KeaqthhgvX)in$M3F;R+AxSkYJA=&=Bszi>c1p>HnGE*WNbD!L`A%EsK
znH>8{rzA}3H+gJYnP9-Y`K3@2&HDXGznv_w^b{B_I!kI2T=IyWY@&`N$trz+JvSJO
z^fk$5y+yDo3a{yQveCnYaKT*xWL@&ZAjdCka2m59)0l;&uZEa=wNLDuHWHxU5<;tL
zF)6S(TX{5k!{(u<Y;cGAG@NF8H2|z-?J4R9Abd6e+)gxlxG<E2)$%$!T@0>LmPj4v
zmGY|37(SAYXF&_FTv62w!s^IGX{ita4EfuCrx_vGO&<M5ib&J-Wr08O!HZ{Qd)(hN
z*Ji|fWPcSokH>5sjvyOwk}!}wf8IuOm<jC9{gd1P*=IkQ^vvhee)6*Ple8qzHeWx%
zkejUz&xv4iX1jrx4ZEpNZJLnUC?)pq`$9a<|2N(r!U3LlrXX6LpNg_|GkN1h*vC)W
zF|6e=w===nnz<eKmIqkh#Mkq&((Sy%1GFDnm&X|hA|P)Tn{N7FqUG^BfI|%=X7#xK
zkWBVktOTgkUPPF*_71g6dnFm@enohzeci@bj1p`<o14z{AxD>?5N<<tUde9%UBt|{
z)nT!L4?7v+OU?^7pCxqSIj#v94RlZujiREh#?>j{UO(NU{{!KZGj+i5@FbXV<!WjJ
zG<}<F@EBDT;2W4WMriZIfR~Npuc6_rRh4_cY))4C_-q1RSM0q5HW9tXkCeLv6h`_G
z{u!-XuOCl5x0_xAUYcIMRD>C9z9>4TdKM&FpYM(e4p?2+(x)q1gqkcgDK?nixmzCm
z1d7Qb?Z2#>-DoDtcrXym7Zn7fOG{ksU!oWS0<q`Ks-l9?%XAx_B7)Idb%i2~qLKma
zSNrm(0X4xn5yZ}Hc;4jAli`~*rvY04+E<Yo_Y%k~7>~FF|2_7L-?`8J5J_kryx;yc
zt%G2<DjCq_eG0R1*Kx6DKF_tgqXK6a)TdHvluNzErf$^%sg&hHW-=|LOuWhaakJ?<
zuGd@kM^wHGJ^Kf`QDtutv?7Mg?MvhXbb#b9Ibqd+duw2?I2t6BvZCeNCjJGw(PnK0
zbHKo*5Ip058{SQ|^tmjbv&-vcmSM^U^DzU39nY9MoDP=<jc$CwD;kAl##Gc91{eXA
zzP5vGCa$lUS`b1DGSWZKHx~J0gq@$9I`2kDNWA`()PD_J0=tpD<z;m7vytUSnrIsV
zW0k*{nN|ImW{xyF|8fo#rhXCReA`c#-E#Yk(1wl_Pq|3*qhuB-1L$avx=zGMB;D?t
zn6=||)u;2Hb&syFx!!xEGdbWQIZY?FY%`xbFf@$K`2s+9PLFu%DiC^ub7+XSV)lzX
zJzy601ntBu%t+DCbb4DSv-uS29Kv-Mct+9kh$%W2bb!fj`4`vhWP^E%Z+jiKZDtCT
zxS#4CaZbS_OzzZKw+kUZ5xifntYsxL#ww6>My5vS<Zf*Mv5(-B{%}28YlBp~OE0M~
zO63^8@|XVbBb(QuH<?h$k`HQg8pdQX4npA$>Ij}XrxH*--*gMq<!UQ$e}!V(diwd|
zv74I{2IUO6Ihrjm#YOBx88zYby#B)o63AS{n>^$M7Kwhn5<{qlNSzWrMf|nBvXT+i
z2(d!@xl$D5U@c;yfpg@MfWR#<g_*UOB{_Y<@nT!apC>PBxcBCGU*m56czy8LX!E*!
zVJO(LI$SHf^VvDdJ>qCAeX8(0iGR#O&T9g_%VN5hVoL7;)AKN!ug{928gP3Ne5>Pv
zvIf+I5*)K>3{%EFH;oJiyhdd88R9mEk(~?NyGv=aJ&1^ug%SQCy>~t9M;!m_ddj1L
z-pq!SG5C1V=*atGMuW!L6ov))3uwF_^1B49p|u4*;t`6f?|(_|wOb{jIdUCM9AV;X
zEkt`G75^$KZ#IGkAW@;=8jvT^E7Q{b$CsrS^_KxOVrws~uRY-Ff%a=B`lxR3+iJ;M
z-fl(p&=tA+gzLEkev@MLNtmfHTH1|mF?DYHBjUJM>4A>LdMa-3YqF>RQv}sn|B^3Q
z8S3d-!CL@`mC$L@_uu+k*iZ`A(~4y&2-BpNKlmC79UXmceqP+e<MSIk$pg`QI-8M#
z&6`1^Ib1r6Ug&R!)xA;jAl%L`92}T|fq@>MKyNRPPwWnH_{U3?H~>>QH8nLTG&D2;
z4h~96C}d=0iSjiyU$tj7V04}!H@&ZFW)3&Z<7~kbiNKktfv&FU-cSsmKbYgn@6-!Y
zs;lH8ggLykLoS;@D(>$ubk*_o>sRlOcj3IJxsgcz2YGCh=kuV@g9FRVOpdsc7~rHS
zON!Y+U-9LJ6|5a<u$RcoNc=~r4xTW`C#ug*mN@)h)~9;e(X#U3GVIWcsKK+mYpJy$
z`Gzw&?=mEe&JPWyGfYP=Tx0oj`k@a3SO>IFo#<<trJ%a7D?)E+Bo&Fba!Vb`_6tJq
z9zI4MywJ@bA*+ff5TGa_O1<jIx<tb)#H=7K+g~4{+U(lbSHk`_>{Vv)tj^;lGU*)$
z1W{(^1-hViQ<bjL3H?P4dB_(|q9ZT=8aDj(<Rs~{ivXz#Y4B$sZgXtMe+q46De2Sc
z_FcHPe6V#HPZltCm^{8snw!JB=oX*{L*H9F00TKF=I8gqjl)@jQu-b53e5mdeS{p)
zwJ&u~FXfuU=Wg}Vqh<|Q#`~yI6WOw=LGHdrjvdNwc~IZM-IPliQvsFTOk0Csi;Dd%
z^{79}jCCM9hh0*$D;G<tF2)UaUqtQCfZyQtg~znwQKiUzB*-n^ACIdC5HMWEXC{EP
z7Vgqm0&k*<asNWNYO+4{C@=gTZt2h{?07F+Iyhp<g#Ej`P>V1;TD`kJWXY2RUtgTI
z>-4H^4{<%^eAl9Y-Uv{P3$nmx7JhPh*rk3^{m(DRn}c1~ol6G@l@C#g+7zYZ)lKNv
z$$m6OfK%UoS#Bxc+dCnM>+?Vqkqvd0FjAGuiSqAq4rt`-2n(qu%Xr(rgT%9888JdI
z=+&zPx)nTw6Hg(X#C{u=$k+@ru@^Y-9vr39@Vym11<F2DE*&fiSauA`(kpce&<OT-
zMYtv{1j(x!{kPd9a++md@3cSg+hrM)%AvRj@_j)Q4=KLFa&G}st|5sND3FGoQOKPb
zGsJr{?!Pl!K$CYFo{R_8!;#x1mh4aMT98s3iH`pWVo1^Sh*l3xRF1qq2s-E=mGJ&J
z462jNjk*60wuB|8KIy@zS0@GSC$aN9wV+?Ml%BTrDYQhWWZ^!tsS7N5MCnBTTpg_K
z4Ox{1!F0T%RG<bO21PD@s3<6eHgfujF@b_mfC1-7J6%9s<<~hiXz}7VT<!k&7LpGW
zV4#O+h?p&QYip}VKUtbpy-I-y_&z3xxR>JTX&@|=(_%ynq7sqA>m*^%lxm(|+|-0E
z`gV`QzFSLq@b@pL`4FQ1zmXpU<>*&CeFf<MQsKF6W~7vr(X6L3Lz=h_Y0iBoCMT0~
zn0t_L{+mVp4^!=bN|FBWZ$<or`RsXO6rZz1-@#$%OC_O?=NA|AjTW-)ot+Z$@-gTm
zaq;m|s;Zcpnwq<ZhcX`tX=!+Qe_Vi}aIS7{MKF&))6(27Hh2UCw+qF?IGnfIWvuG;
znj>eR!4Rzs(0a3ttCv?f_t~Fr$Wevgzo9(Ak2glUoq$I`-tVjP^=6OAzW)&6>LKFb
z;JCf~b0Xz){S=0P0g)7@`hWTUzujK8AkA)~7&xcJaXn?GK^E@#V!MY#C0|I~)s=&Z
ziK(!x433_jzQ&}F42MoBI6t54>hW;40K>t-K|u8yLLKEXN0G*v<hufKXdc2LC1XWG
zNVq#3N8phz&Xk#uasdK`ba`Fv0mBf~k-#PQA_32z0j_dZ#6rIJ45z23rk0jc2)ydg
zSpSb`|8E{6!n*yJWC26mYIU>OW|rU$J?$-_GaDN3^JpZ5&=+7zkDO-b3W4dG?*zTS
zW<Bs99v;?kL1aH@)XE2=Fct|6=5`LoQ%|ZXdk@$D@16XATz24tiM6cu)Bo|^|BsP^
zeJ%U{98CX5n-a~zmSF1tK_5b5S42bsIY|5;1Tp->Mcpg;-YA^?H_^a{P7)LS|MY@l
zkh6yWLG&PzvV~6y7XAMbvH#s98;TV&OioK{VIeVk)uExM9~>GAfB#5pHYh5uX3ZOz
zot80H6t-QlR*)45?pAQJJ)}`o7O4$O=ltAURuR_9a(jSQsFzH~gJ=7ccA}n|D4>84
zV5=>s5+$UE{y9#gjILlsd>J#FcA*(YbBRi25Hb6SQC)-b|KshgqT=YH_Rj=@L*o``
zBm{Q|8r%u)?g4_k1b4RtcXw;twQ+ZM0yOS!|9-!lnOSRYzPXr7YE^Y{s?X`YYoBNT
z9))#`wBIxF3dcD%sN-Ltu_LP$^V?{_FN6eu<I@yFf-zyqXQ_FB1+c_Tc%`w#>WiAr
zP~~jk4`rAF>6-9VRTmmou0U-MtO9BOEF@JGtim$UnwA#lXLt_LUq7XrNUm<>a<$0D
z-=-1Mf|YIK=L(J~E}ni_JdY_SOdjVKLYQaXEE91C(GmbI9#dn9RgC*(gd&t$9yU%j
zHKnS1DhVlRB8+m-KRdIK60i%7ixbjRd?Ij8yZcn11Ombd=hzF@B#%GKG?A3tD~$*^
zRps&=3H+!g(Oyc)QH;2v{bmzQPDH<cpF1;xQ=9#_fUc`B;aIq_gW}tKp<Ac9zA)pr
zgi&(2E17?}rBrITap?xIa*01mhbQT+;pAGpN}=io8kJzG+5&3Q)+trGKhU%x6q)1K
z2(FYyC>`1_x*yfVS0f392Iz%!%Jbya33P$R|8tE}K#_H)^C?KJ>c7}EcPOM%3XNR}
zG(sx5QXW^MYPqzh0#LI!IS-w`SI9a-qWUAJjuz~{@FQ_^Xw#|rAJx*76BUjX^C@0C
za|>@?zG{cAm~GKZKYGVCdPyLNAKs%y6e`D0LUO*`3bbn7DEyc?&A*N?Ej*%D^!b|<
z67}C*apr_oD%Cx%P;^8@Bd!ta0sU-Ks-=Ic0OD*jP2v`lw74*7Be=@(*^=Ys^FMwA
z8`Tlg_LMii)08tO@@J&-JQCczB0s%LOG~qGa=uNvkV(0bdiGj#5tI+dTatZS_d%vN
zY-G%M6SUxZdlzceXNS&RDNMIIR01L?bC7DX52>)D_m<vol$kFy#q8}Qz|e0<XWRh&
z`xt2j|ClsHP6C+fdKu^>T(YNWud9}l6R<qODBvR4NKGy*5{Y~I;NI~a!2;`q8%95S
zLPo)V4Ed91REP$IwzL%EL;zX8x_~-+As4LqUpi+?SfHEmUru-0bK&76;c*2F1=CB7
zxNdQ1KQ%7d@U{OfFh`j@e(FBE@R5qYe^V(a0~a4|_MVOyNyURYvA3O%{8XV3z;$Q$
zV5xI&L`!}ceYZkL`A0-T2zs?WZDZsa#WpTEKQ!)FO8%Ia%yEHy18f{B-{9XO$f!XV
z;vHG(Q)JHs#a5;-8kFo_#MPda9ajdJ)QJs(=47`Dc7yW%yR5YL)A2>Ux3xD<Lvi}p
zh8^bU1=4F#hxT#C{C!c`FvaXMx0oAp8OZlmGq;HWp0aVa{88x)F4>R$7ZxS@lpP*%
zkNu>V$_Wa&P3|!DT*L`wfMpaaQIpIY=OKM=!dm4jgz*EStyu|q%PWImwcb_jR-)!W
zfg|vsxJUX84GfrW+a#Tl<FWe7-gZ8a>c2E*IOd|N4SGnJ(W58y8gu5KS}Tf|bAc}U
zqre60D;fWzbmIkUq9gxTWnQnpd0tkB$vxEU55GdC6ntW+y;NcT`(?>3Bl2PpkkJTL
zkhoy=fM$xcF&8xnXWPQU!vN*ed;{^upeEsr|K_AuV^C~Mf{VM|2hv*&Xezh`OBzk~
zKP%?=6KS31;jjWIAofJ2boihlQu&1Rw|7DPF_fxdl0oZ*nqNpQIFBSyG*b=*!j##?
zIg$bsb{JmYhJSeMN@|C?rCrqg-T3HRZ5+L|Tg3F=*sAHbXIr&Bt~Q6dSLIs~u-hY)
zLSs9e51jQo)Dk-xd1biF<qgGT9+rMe$-R}w5<ese{x^w2%a|@E60dkm_CL5E=)O+w
zQ5{G#FU9{)<2F~^#-Hr}T|gkiaR2`j5&p|q{#PM2$m|2s|30Gr{}tfaX4L)u7vp(&
z4@hE6i4=OkN+*Bug&T&Z7vI>m>wo!AKr_Tjb7*1}<}*=iI{L=i@xO`By<I5KXY?|O
zK|mmd&~kgWo_>4abTCoqYinmW`E<>w(>Nt)(C&WORYCjz$X5RE!TSI0eqj{gE1>^{
zFP4IWLP<%<*5ma-NmW%yR21m9pw~kj0OARKC7zj`&8@CxzH^GG(rep!=iS)Y2n!GQ
zkBNz?S9=r$$51eXj3!N>s)U~To)4=@=mAaXw8tIO=d(4=v%sKEX<-pZ5>7@!zZMl<
z#B~)_-I#u&v#qOB8Yo8vyuOU6lY|zOTplh4bls5d3$ePCVlD|PFQsdIS_Q9a=PRu%
zbV-4iPX7=<N<(E()_!jqppJBBc}hdAFvV;ga78qpd&YI;YF`w1mLA9v4)^Bml{C85
z-MrncXr<c)yK3Ph^V#ib3lUoqIapNw_Dg7Z-*6}v`o4WF|3oDClY*g|*kW(KdCNRN
zSmN*AER;85yjx6MprHyDmm|^9A?nsqQK|)~acC09hs#)q4^@`=r{*zm@;Xf=gCU@O
z6HcaL+#Nk7N*tXAzw9I|_3uYL^5R)~Z`a?fy%GX$@_sZE(3l)!$hfDoO=9gy*~3$1
zKYqQ*Y?nnzsIVA)*45AmHEqIn*iwVP8nv8S5W)Q(qTM5*akW{0EltPCCne%xM5!CC
z3UW!oZ6E*4#1%1{n@ZsM4+!75Fi==3-+mrRZwZ1}@>PkMQ54sI#?wZA=!_>XYT`<$
z0JHxH{n<*ai>3y0p(zZs+~o~2H9o1iCxBE$%fthJZ<^z%?HpKLHa`oHKAO%$3=3nR
zARq7q2-O<(hopxzuI^0&sG*Iv9Zgm9od1f7DBi9g#hZGw4DJV>d+mnc?w$Eb^ic0W
z6;;YE?HW4bA;#aBXsDP*Ul$HP2CMOoEwt&+C*YS_mPhT3W<X^7?`&V+jHo(0r#Mwj
zq!x9?DG38Y`qq?g$zFCh33DS8F{+u-vhBRWu*%b@t;*strgv`um7qLUvfy&!y_T6B
z_wjkvC2OCE2EQxNxVDD%hY$iOh5K=B6OyFBzVVe4CQ!RkX!sNU#z9mq9Rsp7czy0m
z>no&NsYl&_VyUF2E4Ci6ow`KO+W@CWX?<$^Wf?E8j`i`*{L(RHx96Gfu-cv2JDtK=
zL4loP?PVZI?`;(NC1yn27~7_^Ou=kWL0Lv|va$k`GgK8fyWX8RiGlppGnh%r0c$gs
zL1V7L>ExarSI%KWeFGq<W<tG3ToO~~dup$aK>%a>_`p9;q#aY1y67o4))rIE8$LJ%
z<p@PR6mCn}Eo(vgl(LcVQD1sPgtUmIqs1^FpJ`2hxYu`@s<Iwta*O7_ieVWMmYO9a
z+n$m@*}CMDI;mAWi|_6u4Y1y(*1#!0V33*d6&&7oO(tUmVO?l4Br$X!z1q|B^5tZV
zUPxUIjd<_hMQ9e@3JvJ^`&S+y^C(?k=Xp^<7`B8*Nm)5KEyHV#nO0Opjbl!`Q4E0+
z?xiUIqc`Sz3(p~lnuAm){whvMD{z6%amla{L4gA<{ApifaqIqpSa+OOLSKzh7WXG;
z;Rk+4{ex+ywo-Ke<#KbnPQc6xuO{7)aT5^1Ms+#6O|T8a*9?yg$_0~;aMUy@Ktrdz
zV<UK=MVpiv>F+#;ns&@4J@E+|$w>&r?BV3*6ya@*TrC+^z|#NLS};HJN)L|y19Ki=
z0P777C6@K+y%K<LM(&F3v1q<(@p~8GJv2@eg+1Rr(6x>j-+Q#w$+#i9pWiUucJv^3
zEVm>y82=L}KwQMQ`O1UtiFFmHs4nj7s`_Wpu8|i~S^PySluK)gV8RB!0k@_h5UHI9
zYh+swIs*+Y@QW|K%~CUsD!SSRCJ|BAd3LTS>OhwbLTzg`A0JtHQoORo-`rrX-V?~W
zDlzdIF_Yiz9+2u8+w)fTVg4mJ+4N}P&l0<QeU8x0UY?J;O0E3*G!`02ll_<v@=C>{
z(OZ=tGv6Rhk$)aLg&rh24)NZHLc{7``z2|Y?5Y0{LX%g+V<{qcoo_~K7#aRG2*xZ^
zYDCGMR*W}wDfL({UbFxOfq(g}jer>V5pJ$=B&gWqbY}vcXNe%b{}vkuG!Mqu;Ej$V
zr<ie|EsY}-r5iOiA%eZZC7|{hW=H>rV=T$pq^BMSwuH5*|1-se9w7scRKDyiZHxFK
zpUQr|avOj}Jj^H}_M7s`((<x<<U=Jc<#Sm*pe1<e4|rZUt2{7hlkleHBT%*l3TNMv
z%JKsw!T(~+?J8W7xs9b=dsET^9GAW+i3qB13Nk4S^~|3b|5ID+71M{eVtjnfSFz{A
zqA%<Bu`BcE<<zQ)B?92%n<yw@o>FiRjTpBSQLXLuz5a;UPEAFusK9ydEDwN*0gV|k
zj*NmY|6(zyX$<11&BH_KsZ3oY>W4B_p*=`gN5Wc|)Nse-U5J0yJeuvM?fIovC3BWC
zGh!K~TXc2e1|@X#+)FvuB$*>82ND@NtLrBu@H-k(In7PIIMux;aG!uWlv+X0n%_ow
ze*xa;g6E@HLC;2PI5#eTNG}1^=9NPF7eou5IzvO<KGWY)6o^s9DF6{0gA`ZAXhY4f
z32w3S2ntWX(?}*1zs-TKd)VVV_5_ZvWxu=UoubDZLAFuVMENsF_+ZZ|*K}gFsO@f6
zZrGhOtrb%eLa6E8$ajV)b3NP5qH?p#^Qt3n!rYoUtl*R>U*vE+W(S0Q&s2vTot2)b
z;KNaTB&DSa`kr~%Uvs~^F#MB4RmzMHU6W~wYyZiAM3>Si;&wy;kt0O;%}(*;q%|g4
zQ1yll=SET|X!pcTFp&<!<E@t<Hn4TwzDHv#)cMBX3-SFPl4OvW8JZ#EOMc1K=_QPc
zFCVx}DoAGYOzx%s5ZY&+HbDRzNlFEMVH0l`9jm~l`IR#^wl5oW=$4;rXz4d{!uK<y
zD;hnLGcT!Jlpfb~sUih-BJM11c2;8hxG5~P4mp_oZ+45xy;{Yl7s(;vZ+jb?@Y8g&
z?$uHGo!0{<zMh>u$x9w`Sk46r%{E7@r@Q@US{&AMtjk$Dgo}qmB2|sW?&%F2e0fG_
zWy$>=w7W%Nz4ROZFg4iT<=a4`8pZbdK!%#@O`9r%o*P>3pKvLuk^Z7RFpHZuSFUGL
zWmn7|ku9RPx%s&8*tO~3QNwe_icMFzL&8UU7tX=E+xYEM3yKz0rjG8N#NrDcRuoQk
zc+KZ$?wiy8Y?YCru|WlynC*!`#DDk+IVL)iPpO;>Cr%aL0sK87dgyUk;)(v4jg`dz
zsi*JQ+_OUpkL|vEV?%-xKbLNvF~%}i#33Xo=cYH4Vvn}Qo+q080eYczN=x>9Fo!&*
z_6^emjif6*tKl7jT@Pe{a`di&;sOy>=#m)_16~id7<w7JWf0B_GOl9>ye4mwcQwPD
z>fY2`9{@nCYRQUa-4i<5HQSDSGuQN6me8him5ePLaOb`QD+|zy$*Z@xURia1u4h09
z=^9?!*vowXwRi~H-aI+Dv2E+l33UsZ>QO>jE#mHx=xrZ~nf<e5|BvIpJ$K9UKpR1q
zAUCT!hlNg*X>Qk7V4eW$-pO`Jq+sVgc57F2J(i%IcQ`%zZk&oD0P5&4_W3m85S&Sw
z^idCeus8U)M=Jo3ys@(sjUE=UceIrgDQM=7vY!1%B_g{CVMpGO?JAOPx+ePLt1OYq
zo#VO#9}W?qUBpA3RrmB3WaFUV-d4MM+R47n?fQt8Ct${Ym3ebH_#%&Wp56J6`Go)V
zbGpxANXuKVO$Z1;z69#hM*uW3T1bU1Mgd5hdAU`1os%lSJ36|+Rufwx6W(^5sa*Va
zz38tHjDdM_8KF=nk$dLVI|6gtc5!8G@_#>drtd2<7U2YJCEle88CLIt=)0tZe5k{r
z+X)lmCg4k{Dn?7A)!xRxt3jccn%*?T*?*5$KXHta$}}Kx_S*DrDB7kghPyHmpS+ZI
z^l=&u_PZ_F(;*+WK)>Ue-o}=V3)eZ*<ah3m<*^+-#W+8FfYwoJtiA=<1NV)2zVe4R
ztDTF@xG7Q1bH*j~qj_z`AJrA^{fuBuW`L3gM&OMDS$=MNkd2n0dmCZhM%%e6VvHWD
z<XouiQ=O!h=t~W#ZR!>O-6N8pIso%?V#L}DThRIgz%~Z{?_Rc7G#Y|vT$Ub;#&<pI
z=LY(Ay`}R_HzusXs&?@?>M9_&<Hg|Go$>u(-~QHtoWcb+H{m=-gMIzXz#}89k>!wp
zAZYg&8RyCG5k^>V>*o%^_VuO3s{2gjfttu_%v*s#9e9a{-B1#ddxIDH&z|z1rmgm6
z3CDuc<Nw`C`jC1ju1cnJ)Wixf&PX<49_Gi^-AtdDw(V-NK*@?dO@W2pUz-q$!S*N0
zK|-E}eu8+ed+P>jYJr=a{C$;@*%-+Q2vG2dvz=A=yr63!xm)Ga=7PWR@`5C{6Tfzj
z99#DYoN9WX?dEr;K0~nd+4HZ;V4G{NuU)aRSfHn01sBiUE2;Ma3!8NZSDrzglft$}
zaJ>LDzx2w+zOL+IaJUEXTa8Vp9W1YxnX?qrPLp(g21{pb!xX<K6B5MU-EbF*8&%xo
zQoIEfxPfo&d6b(;@WO7;bV@sg3rP04rnq#yV$q88TTb(+8pm^2#P1%LB4e>@p19|k
z97nq~(XJ(VjlGy<{9Rdzn_yHhlGQ)CnDP|qW$bU*x6z!wDUG;H5pO_C1o7L@Qd7dF
z;L8l$2Ghwi!Cj_jpovE5o4?lio&6k`)M+Jheewo<@`5{PRZvs;Rn&LkEm!Lya^@_*
zaE<G7AnyD5^<bQ@qKTB#u*r}M*QbFvQPz8%ZPu^iKePpW^nb%Ok#ve%XyI0jyV%=b
zbGz4`1e@HA@nbHto6mG-wY0%_?myL?q?UK@pfx!>x_)z;%rMIL+;=@`@xRq!c06EX
z0C|JIxqH^0@8)p3T@vC|bH_}Er-EwO`c`n?AghsG3MIiK9~L%sn%F)FjsZuiz@4j_
zU8kRC*jpMwOdmE#7Ebms;)5v5C%$~+BSDhZT57k1*`I*iH)XXz;e61ab%euIID418
zeH96CTXgWh$Akur=4)D>rF!E}`|`&C>564nl&*^Qpyf?ha8e=#<p%XBPo|ks<ny`l
z>s|Vq2TRXg1NPRbQGb=FEL&1Vr{7fABs3lj><bPUpSkr8|4_H<jEGzmy*M-ZjD!1g
zdSMmbDmf+~Qx4XqciVgk^i1AFj9O#U9|ymmI8y^v;X_|+%|?ut$;L8gq#;>pY1#~{
z&P3EqAu}#kCDk$E;Es#c43ZlkOV-Cl<C^Uk$%2DK@Vqi`wbLoMDHE^!C2~>)^fcz_
z^@Gvq1&0E6jMOslay@7@Eu~N7#ft?wcJpU`YY`x(sEqqPomuvF$vZJKRt2<O)y)e*
zBy#5hoi}97k`oemvcSXY)jL@5`U30cqa-WttAWPh!Thqzdz<)6T|8^8;aBXecPtuj
zO)rmm>YH_w=G8#!a3zux6Q}<v4jhpaz9GJ|D}M9=@;VDafqVghfx$jW@$rFNb{mF6
zapWRB-nVlL3p-F(rMTqe&}>p)(YtrGgoFf$Y{=KGYKx4P&oOZHRYt>WXNVoF2uuKY
z2>;m!{wb6E`gUZzB5loACsN39t-^xB>m}bA|7%#jjs*GDnHQAi6-Z)oM^4${rx%)R
zp=o~t#Pc<Yj#KloXH^l;=Exmlz}WQqI&@IM_Ts+7&%0z5@mf)k2Y-6{4dhY(4=K)L
zf(qBr=qEhh_oFY(ZIrqkI8*l)Fl?j!Tu(}>3k!Movy%_H%E9cNRPL*zpWFCRjS7Y~
zz0{TUWDo$hZpnN?xHII1A5ikyK}+)ZJ(&#KWmSHi{zyX=aRs74k1pBngBiMv%Wng#
zRq9KpmLDjfHtY(uG8dUGcv)^Ng9bikC1sVO*~#Jcw#HZBI?#nBAKpES@P#gy$FBXR
z_w*10*5;N<Y?=uDSLVwdJ%=u2gw#sklmNl(LZbsNb$8ZPxDm%nh<TDm_-HXVc2YQ8
zvT;pw6QPLDFIapE)0<_&`5XXFw$sSv?jE-@2#Zuxd9n={ADNGRg83RrZRW<=dvcv^
ze=7%Q160?6wj7D^?%BkLVBDGs=<+ACs337VF{IT4`GJKXz+B$>6s#R)wu(H$#}Fpx
z(9|M6k24R^)e;(W6Gza65f)w(yV!*ob@LHj?)ftM5Q7oS$0fyhtKffxw(az`yuPq)
zWXXd6w$-#*QPsZM{Vi|_o9O9n3)fuhA?Q)b*d9?5*;G0Iydd0(`}d&rx~f_0CHe)Y
zaRvE?>f*vqXZKP}GR0~re{$Gu$oTjE@)93|S87B*$rB=pC4z>H_)Q04=vXcMztKjq
zD{kryT&^@yduj3q_M?@};ZJi3<BBME{r7d3zcmRmBKmEiSN%fKV1&ErSp5W);J&JA
z-Ujr#UTm@NM9@3bq{E58uk^}_<8{~$<`tBM=!M?5Xg+WwMS7!Q@=ah?wMIZZFDck$
zh-!i@s-R;-791+i(%-ifxzB)@4>JjVAwsG49oRV=K+M`h)_^s=;lIF3?N3Bo?WxXc
zr$3{98(@j}JMy`nT?Kr!af0n&%<DDO-&;Jad1B(Xr3A2_hdv7W=tN<euL`c)dJZ3Z
zi5^X^>8B1~JeMr!w%!!Kx0CFK8FZlKO#Se}I=9v(!GjN9>N%xa>Y<T@jy%8)0SCpP
zaL3gVGsc-sd`{7G%yq8+B$>83Npp(9=F<8nC*H<ORR4MuCSSZ2LTH*HLL}dBjWzTy
zu8Oy&uJ$b@pGIq)YJ_B9-DFWAXmj~0Y=6|o-_D4?O^Fu-vz~kWwDeQ|0AIp}U1-|i
z;;y0}{#*N~*~(IAlT=457^zfiTs`zURa_G%JzCsM+kIi+)5ORX0dZo$*pFd>-tHls
zuj;DX&4C~FJyVU^qDfHq9@6Ws%Pgn(`H*TE{URqM5HDH4mNLL!Lm>1&%zL;d4we9)
zsl{$s9Z_!jAtQHP-rBGAMv`N<7YoxtZv0K`d839o@V?kPjTJB_<8*!SCN^s|tU=17
zNjL1HR#wZ;A>FDBw)wGJJ+Aii%3_;cX%|dU4$$R95&R5)^t&k@#i5{%HZNq^q_K|4
ztV?R3;S<uii6yy@d%85jKR6eVUt}806C5SyNjV(Vm)r`hV*V)1^<}I!y&I#Fp=tyZ
zal(q)MR55Y9-_5f3={7Ug3lR2kT0&J4=01V3|?7L{aNscB(~@pK<F%eE4_4`?&3I)
zAYyLERJkypYv_t3oR!qJ1daM8MfK}L&$O7lnbt@r6U>30l}_`;VC%n==ruZVpUuX7
z!3sH9lB-ZlPO)gv;K@R33Y0;-D1Z-oj!2kXo5dl&ZtmRKD3S2qPbl1Ir+?#OX3hTn
zJga&_Y!;pDq?`M7F~X-vEW3peLT2N8DJw;Vm+>Cd|2mF&6-lidr8Z^m`IQZY=yJJk
z^kO$y(;0+!|IwswWXb_-wd9m=Vc1F3i|@I;*lDI1H^r1CH#FD_`o`e8AZkx)Wrq65
zqJKqDTZGp^+Q)7(1SoP}-Nb9_h&C+v`m8qD4t1-cJZ#Y{DfWL>4{`3^44WjxdM*MN
zd4$!n@9Qa4qNTcOWp>3$!TCPZ&>ON!dU=h*SBgq7;T>6Sby8}C2EjYCOp7K|Lg%05
z@Vv0xfAuAX1uNZ96fNjf%Z|>LYq%K8JR}VjD<muTe{)b&MaCK_w;${IU_@f}pi<!L
z_0KFoVFR!IxQxBd$O4fIQ8uBxuu$_)c5I8KW%Ka%l(714U2U8mSRdZg#TmoWu)FQd
zf!mqzMg<35woOev1T^x)UYnE8+q(tyNrv62Mo|*>o*~79AeE+t1VDJa9UTq*-+I;2
zU0g1dRJ)DW2cX+G0x<oLQD0tOXi>UStagKoX|>CTOcceyoyzZFKfflZ?H0t7fAJct
z0ms0K{_zu$H09}QX!xghzb2P%3jBtjz3eVV+H9*G)YNs}z0N7Bh;a!3+L8LTGd)Wn
z9wa&$aoBtX;<&HYFdMsNOSH-Oih!d9ef}t^i}>_;293XTOtZzQsEbJSd9GRacHn&8
zA0TitK^GA83g)*B#Ax0_gg-MtD$hFoea{^Y3Cv2z+rB*i4k{kU_$k&7ZeB&m`MPa4
z^HfACyYLb)r?!f*?n?G!vpw)M5ga#dy7{Y|!}vp##*5VE`#=ZvPS-P`Hu$OM;Xb(C
zlTKv@+FS~84a8jcVL>KE=zTh|rQr^<Yo8@qz~4Xi5xyc_#XMvWOFFlI#rXLZQqJ!9
zVNCta?_c67=Gh8L%`CpKxu!u%)z)aW<Z?a-w~FMna1dIqU>^Dj7h`YnrrVZyI=ORq
z_Q5G^TzpPo59AG`SN9>?=N)^J`00z~RrM6<GJa$E{`Hx|Mi<r!|H>D~mss}=j}MM#
ze4&dSqH$b5HxV88*G$IVEl88zcmYPt??L5}lpbg=xT&d+75824k9hgiRXzX0J1%(b
z5#Z4;z+0H3n7HGDs<fO;xTkH5ejSxaB<uR2LtA>9?Y~fQaQa}|Cv^cm0fqRWpTdGc
z8?SIo@&gclOCq*9WUamAB(>gNS%h+5AgVY2aJpH>32NMv8QQsrhgy4<JFl*L%wrev
zz)ZFz*~y_tb0eo{buN8eYQMk&)b<r9p|BD)jNQ6@TZcxlHc1pXSRp#MDz>59yEScv
zdCvo@A^$47X<}9uc^2p+i6nz@pGt3}dGSoikh)2f+vMvPnUCoayBrQxv<{mZmPOBZ
zp~h*#3pe4Bad=Ulw>o)Hy}n+2>=mF?2>qT7G8~m*NZs+DGTH3zmq6(-Ul%g7B|LuB
zK0<z=%t6y9CXNbI0dEO*1LBhedry;Jz@iJl=<YjqrKN@vSQvCP|Jpp%*D*&VlV0{o
z<(jRj?+heH(Q#;}TgFu(0;7R(sgnX5v&w(^^Xw`vz2tO)>}=8Bs|HeD%)i=pP3%k_
zRv?LcNzgLAp7>8ipBh1ZgR(~TbA$Q~_?(_8@T|Q;C}-O-JS@NJS~pC44ygUyPpTd9
zCH@<r)M0aJxM|qV&5KG!jC=ERhOEr?a4dGs#Ropc59hv<L~rll#&a5IHeN^@Y<{BA
zcjUMB@uyVb$Mkq1k_d%A+IILwCvjUl5V#I|xif_!5qfS%Mp>7l0WXTTA))&NlgaKR
z8iWltEUOM6VXw*$GL@CGX*K{o2_$)KlH?{+L(SI%H{vJB*o%Yod=z0MZr%C<^Gz;x
z#y+JGl;kZI%t}e)H?7OKZ9tKW$f!izpwMD4-A5qt&6MYi#V}L~*jMr<?{06+pr4WX
z0o$A72AO*v1jrb04jTwibF2CH3_$GQgJS{^-()$LeFS1P^G1Oq>)v#M@?R)3H)EF5
ztW2K&>W8(zF=l0DA+l4TJ!LT@nZFU4b|(wMDJaB-rvBmefXjf=d5-P5@K72*84o9L
zBJ%ToV&YtZ@INR0;}n)7>H5^X-S6)o#{GykOI6`MHbW(5vN(B)>28mafNOeaUfY0V
zel}>*lij1aa~?7E3cF=o8NPvXM$TUS@ex~lx4)`0jGOPnn|CFv#kkX&Pol_sdwu)o
zYQcY7P2p9D{8Oa(Z;*id@L+<QYuJT@X<l95Kseu*U`i)mikm0rW^PFSeP2G-VgPB^
zQ<M^{-o=*c2YuZPWNcWMn>2gXA;6Cx^wSfgI95JKv`S10Z<TJEpgY#2u?tbi<E4Gg
zqWHNTGa0+2NIFhJkkaeP<<=BpJ2%f~s;4pt$1MzWMz~_6r^Etw<-rpoDCp?1LVbnd
z4>qmLIRBQ>OSqjFu~5`E`u_6hVS1QQ=@Q>gd-fU)n_>`5G6oL2J2>#F!0)1?RJzQX
zZdrtI2;N)Pqds`wU^2Y^=I+g^3be9vy7}B%`$qr@l#bPp?Rjn2e1f>F2|Q6hWx+o~
zj#WMF5oFBVL?H8a+s4(g8*kKcsf>r-FVKNzTyFJ!YUdV2qJp=Ca9nav0!sK{tMg|s
zh~_(WGb2#GOKy34al(6hYC96XfO!>{w11gA*9wHS^8ghlAHZXpupLxchIa91{U$wk
zh776yLZ$*?w~Z@<H?Ge)F9b%mlf#+ZYl=y~#GnTG3KGd`-$vaFC@a3&f5+#qc$9Z%
z6f-7Viv$PQ2uA@zn|a6DX6@6zP2)1(-HG;13(KYp9b(Yrh-z`Hv^avyLd<8KOU{YR
zT*M%WrLv@i_Rt~E5TeJ#4n{hCl;wZO#wbN#v^H2F`omS^@C@(rM6%$~{7#7C8e|yW
zg(7l)Z?e)Kd{0yrdRcjCY)&dh{Q1MXfO<;(KAbH=;niw?tZLg*n$JdXV&;WF&4)ld
ze(QnPeCOjFo_6T=ThoR~Pb;-18yG+LV4$~O9-*UHFJVpa6Saw|fhQj~H!8Dyl<`xj
z9W(M{h4VYh8w0d;;PT?aUQCxbcC+Xibca6PYmned%DC4VzOem+29KdFh!W+A?B*_Z
zjKI;E!bHl0m|t;+fQ`8e=M=#<1WFTF<GTdrk-i6@$%G22h<cISjm;x6XgUC8_FY9G
z(aQ!P^C~y&yRm4of9t;?(>;yb{7whi#&3DAnytUS^=8@lm)F60py_}4%|yWhpAWlW
za@CjR{^~^!e}CV<rQ}OSm*$ITu6?4Ed%RV}<7_y~6}VD+Y<~&2|L%b!<NE|}6uUUp
z^SdLY>hCX<LQ`DOw*$lR+Uco-UoWTTSuMm-a59rd!@X~a9rr}K8M0HJ{}v?nRh(;{
zn#j>6iWNU~y+w6MW_R~1IbJw8rOaC3HM+B6T>E|xFBAj_FM)BPrE2kNqvOw@z#p1v
z$429SF{chd=UpBzFF-T-vzYEx8Hf8Fg_~SV{w^*07P;o9&nQU-J%4|9V0c&w=n|t%
zd#-H^93<l1hIW#8@>HxperSvB?7mABy}X;A)T}EJTsZd#J4MKj7=`ZL!g+2Q4r_V_
z*`6cgqqy9>o$|0<FW=59CxV$NPA`mAsKriB;NMBiQtD}OnnY6rMQMyxBBzbEv6oUy
zcD7eyZoIpqYeEBvpP$e>03O@ec=zm*Lthk{2^<!MiPi<RLP(iws{@NF?yy_$Vw+%b
zkGbdcUZ%p?bJt$ey~i-G;t?o(2h*v}Hlqr$$-{;X_NbjtNk<dUC9qom6G-O%r#;>F
zjbPGC!L}md#}fFneYrb$ljCuBvOG02gN5=C85Sm_uTKIzDbDH62=ajne4l<p1&oTS
zszK%D^qe*;V&>>ScV(bjWM9FI%uI{lR8&+CmxH8A`V(gaZf9$$B+kl$?~e!BMwXU8
z-m?M&VH@o><=<@r6nzC<-fK;FigOiB|C1Th(9?@T)dLigF=EQfSPCIDb9Lw>d||Gq
zE5dSe(EzG~T3Y4J8YPj;_D*M7sOI)iD$%XW=M^#*nWy-q#7654Rrw-uadEYtprWF(
zm`@NVB-SYWdYiT0c*jwZcqTIp!Y8)jS?chhNx(66xQMdf`o%v-%Y5v68mk1mPBzI#
ztFEpejM9_`x=ZeaKun~w|JGakC}^fzm@L*LS4^%sQhZct{Y;Tlhe;f*2C}N9=or44
zqIeT)py6n6A$T|cngpl|3C?;b7<&MOIDas@Us#Dw?t$*Q)=UL;wNMey<ACa-KPG55
z^yN<euDB<Sm@H;z)3vsWaOM5MqLCy@t!L^XYR2!4s#?>V8rT#4^LF<TBR!C|=<@~F
zykCA9pKGhVi`38TZk~jcLCBU(fa?nMy1$~-KvP~tP*%E+S<0`nkJKD+PtSp8AyN$G
zBES5bZESopB4`DOA3UA5N~*;W4rzxQdvgu<f3k3va7h@*#ke_qsx?tMpJ*&DeJE^0
z%DjwO3G;GKKvPDccc6^mU$Pwq<H%ZA`F$|(=1m`{!sJx^YZWf)e+YfOpLWw+SwzKK
z*>SyK>%_or=Yd$~e{`~e^IDzon^?im=oTQa+fza=dN`!$mL!dN8d>64OPk(SlK}G)
zd&U-a&;o<%q`k)IL=8nST~X^ol1u4MZW18TbEawy-2Lkn<U{*$sIm^z!M;{{+($IV
z=FIFg!;O8pTw}Bj){1h;oe>P@J2a69H-$KA#uFW%h)?a{mXmgDGUEW%Gc5gj=x?^I
z_H$~z6P<WbfNd?b)qn`%^PR9yxG}B^!frAynwE6k(i%ua9w~XCJorDUJMp*a6m=~9
z`b2N8EB14$-4lQT#lIHeqUTOTOt6$%8~vC|+;aa_Sz4c3K4hY)8PbyHFYiOFWozaG
zx}x!jIdDL;u`{`F0B>s{1WX=c{|{TS!HMpPY7xNBfr}ZXfXr4H*9XG<iXuSq?(*j4
zcrIbeP6e#5IglHQ!!&neFCxzSTmxqcy^|TrRi!radVXnl=R?P%7G06M)7JU0KZPXH
zcLW`_Q%5OS8yHFhwHP;~MkJiw6^N088@97as;=?;Hb)aGaf|8Hd;%@(ABJEN-ke~2
z!my>@on%^wNl{G0Y4mng@h5t;->9HDzpNqe`j-;u0A>TaD)CGrPn%sYwo$B=x&bu$
zW=Y2F(RjQ>CEdDe0F~2*!|uYIiWxJD$a<i=!`69ELm*T&f%r<~x>Xh0zn*4`;CY42
zsxF6{Kd)v;%^d3Dp{-~=4O5J=Ox?(#(-4q_`tG5u4d_o|WDyEpZm(D<qn!Bc#3H3e
zxZqfOp_nj8$ImFHuKJ~=tX1pi!u$ux3)&ouz5x&b)iapoOA4N+bnj%6NzS4`D#VL{
zXxqhAi0p7$&QpqcTwRNGJUr0OLAE8EVg+;LZyE{WT#TlgbhYMRS5o!DF15=D$_tS_
z;drdSEfkGzi7`F*wHC?J+y69mU(C;A(>@SB8i8sk6x7M_?7vNE=%r4;*N>{=AF6RQ
zYjw|Xi9v(9j_u|Y6e8s{{7iF|)iuUov>_>~mQp@qQr00Kc)pv|Of1Ve?bn60s9{y9
zfIvnp|97jLa&Oi@5uZ<PN<Q*(p4XBdtVYIe;u}Mkc{(W}4rrvi(ln|@z)ekZr!+DF
z?}y3CI?VZZ1#%KM;MCM%H|cpTO0_+Rd;b*RB`WPz)@zSlBhCt^l~-*WOWX{m7u-Ky
zHSNh(TAY9Ia^^IH$|oL?nAv}@Y^ZnR5j#VKL^ySpuD-&lc->-l-=?~Gn~Xn<2@@Ke
zvfFw84KQd+H^f*p7hqdSx=Ur2xk^p<2h7~zH?7I^Cb+^Q{<8WYDQbH1*<^Ic_s;@o
z(uW0J20^o1M3N77%}!%yYEX;Fs;efTt(3098JBfR4Z*__s-4((TTU@9MDnF)<SwH(
zEN;RyiCnY(nnxV58?(uqmYZ3{Hm3G(Dm))X!=EA7;A(7r8IGX1G=ep)45ShVh8MMI
z&E!vA>~n2Nu}DU6Ts4irOrwMTj8fwc6J7;557BmWqp3wrD;7QvqQUC|uP7l?Ww_jI
zZ0*NNNE!$nAA#RgAs>3>N1~5~?qi=U2_}_7JO1)DY9CLhp2nJi?qdhpnqTt+$zSGD
z-fB8p?cYme5@U(qpXi%{Cj3_QGx=54I`h6nsjCl2nVK$*j2JhBz~gAwcc)_A$qA=1
z>WIW%VK*<%UOBc3o-$)yB&(|gQa(N|6&1p1CAH8sdJv35xqnYk7ZOWje!l$$@P{4`
zMf0Ov6YQh^sf#og@O>gEGYa^)OK;O;;#HV$anfl2wbF0m$gQz~{N)?YA!<ADTjJIi
zLlm4!?Rvk?cGUBkKlvg%X$HV=2)>EEu09`j?lb$LoB|~r?8vD@86_2Mz_s)yXv2=v
z2g6wXRN|?UnkHO9V(m;ts_l`W5ryjVO#1y8DG%RH_-M~FI;p3)D{E_ehtYj8$di_@
zI99~Ri|vd-H}b^I0dd0t#%^*m<eblUgTM0{7NhZ;p%>ji%vF}5O2HtaY{s!!<{_QC
zj+*><its0Co8OgNb{xww*IZJfuz4@b!n2y!YR-cxjpL-gsHrhB^0{FCd-ch%;85w-
zJ}l0fPf*0tWXZz~A?+w<USl&3-G;64Bzp=wQYykE*)aqzq2oEIIW<yAM;pE)9IUlh
z{?s5mJ*xOKyCozd2nT1)GvuUhF?Wa7%Uw~%lyZr9IjH&EN8E+v*;6g{@#VwU)9;Z9
z(C31M9r>#YNFYta9^H60<O?-VS6Ng_iVMhSn>>6k_hjd-SB*nBNY8q>*!B3wk0xwk
z{RK#@`9%A%XfxW#d%wsApOqtr3x?_@C_j+U)h-*3Qv5eDpJV#%Tjh7Ad^ZJ!7ZzV`
z;uE<V<3q7}hq{66w(6_1N0&p)o725um-3?S_3_W@Ng)JFo9G@MJ47p-=bf>%yDQ{|
z&N|#HgogJ|(~8Oo;2xEe>mB{Gea)^LqNvY1{k)6%u~D*6hF9q|6A-Bf;!ODR8%>4U
zRkFLe%D$ef=ZtYSg^hb4>(=qOiU_j44ip?CL`C>+QlZKB*+!S~;$TDPW>V1Shp6EN
z!pX`DV>@4kk-3T3dshXtb~_=6%^cW)&T1;F^C{{oIKT3vYc;TkF;M7^&7K|nL>b6x
z34&IAVJ_jO=hX|jCg%+n&&7L2bP+ONmg-=v1s>s5;J=d@=I|3Ua@2S#Nz%{`ZEelF
zRouJXvGm0;;n{<xf)Z<Z_oHml@U3k4P!tZH$BH+$7Nu>VrWQO<sP?~mCaH0z{=LDM
zEk)r*-N?ZN5-LQ98H^;h+DY0zD&?a(_YGO99)h_I>g9ZBU=4D`O(JVs7o0cC&NYEq
z^p1%(5{%$KlfkBmi`r?w%s<Gk@=g+3ri}9Zxc7lvq$q<4x$=kvCy0{tj3;lEP;6)N
zGOSx{^;tL}g${UJAO8+7ZK<iA-tzd!UNEfsd^F5imcTG}LVtjTOBvh*&Nv+N7gjnk
z`7=)a1@1_=eA<J%v-Z0gs#{2UCg5b8qvpIxUKg0+k{25ehv*eAY_5LeI1`xJ0`JOr
z6jmEynbG<xt^1ZsCQG;-;b*721w~!1k9x9SP1czU@OL_3m_^<CrBfi>sjn>EOBz6T
z1-IX1wt0&<ohS7j@CUg71zZ?hefxpJDQq)nAHllYQ1h+z(Pts)KQrV|af@64FT`-O
z4BlDOC$!T*y@(a4Z!{w1_6gN#_h>3v3zm<RNjQ`|g>?bjHs(ne_!N1_VwS_++Ef=*
zSW1;)?ObD_gpPx!L3ZW6@2d=N0?(W4`5oos<2vQYK@-v)B7xyxJ(6IPx%KwSGgUp3
zWeWR9Dq!e0-XAFAS6*^^QTptK(@4wQHa(7v>3vK`me4TJ&xg~#eyaN{*hf+MS8yPg
zK+UMz;$U2inLW#*U*ez7`>1X~k%d%Q9Y${gF1S2v%WK#at!dy1RbZ!l>yp4^=)_4P
z4aNmo0r(9cI%e39;MMMF3G}vig6^fB7M44YB{o#{0ngcGzmrPm8oP0_eQz(4!8Y?3
zMJ|Tab-4A_I#N2CukZFWMW}Ysez_C&^$P=Mh5R`MWRZdR%j|a~2Ak;Y5^X(D7w5aA
zm8GUUY7+#1S(cCeb~@R)c9JL+I!j1rF~pjwmWGBJRuGFi^P#2ocb=lCE3s}wbX!7H
z<B=_Enl^xrq~U<O0k27RM+4JcC9qc+{_MY$-u2{FY1jLvX-y!FU(@NhDjm8W(V*+`
z2G09Nb=do+Cpm?!7Ojh4b2)aEq}_};a9ottBm*CMfFH`}#h1-#YAu5~BL>D|zGfJj
zm%<vjnea|gf1^VSFFi@`eTOy?51?9)+r?Yof)10jWYaI?+kIEOs6MN}FI{a8lD_18
zWeyBn6s#RNUmN%!%ImNxS;kMWjfhV#r|&5wZ2FuZaNp|5af-1uUYyTrn!^b5<mB>D
zbDDg}G7~;ct}GNPuwYOG?h)GVG=eG^COD?JqD+p7(x9{{Z}4(c%FHJGNAJq*Use9=
zC|)h6#@4W>d9=i1^G2ox5j<dEiYu#fj^5gwXtQ3%arD%Ei_{p6MbZCNtB~wvF->8I
z3E_5l4n314^=6IG3w7~kF{!6-@}27K+~e<i4z-z_Zp!CbU_3!|L*Tc4H|$>#{D$JI
zG~!)f|4h}2ddJt7P~$U3@b|N1HPP|~cPo;~P{a4L-abWGgr=x`b~x>nqa1T{1kKdr
zA4}{9j39GcDQGR?_PLkeiQmwsC{S;3X|O;2tv#yrtpkIl^E)w6w#IW6)s}zFw8Qs!
zq8zfGkCs_F*|YJ9J}F9+h>QNE<$(8`#5<;F%4JW2tku~XO$Ox-H7(tBt$Qwf9fPF`
zh4?hO#`7A7hIV*+%i(UzqMCC-v&)!R!h05Q<yh<coSN>o*`MHWipkOnBtAv0@qE>+
z0`evEW!G90NT6MYv=0f}2H@Z)o2<D#*SPJv|FV>tcv>OecTNjtJZldw#pb0jw3g&v
zAu_rz`T)Jl?p8SU32%K(-_u?`>k*M)xa-B@Bk8ta5k&@Z)M3sf_<N_gu_GW8H?D#B
zPGBHmx)YJ$5KU6Y`$V5Titu{|z<9A|9OoDxy$@=`h_xD&OrFgOD#m_taSCb)#|yc2
z6Q7J}L<A_{B>Nsx6y2~&3Mn{or<EGrGq`yO9BctEYe>Y+@%2zG%s(NhaA*>i8BQ2l
zHEWh^Ykl*zTeOqh$g9RjIHqa}X={M@-V`zrg&>`<<Nh3lJ>xCO{#fVhSkGAJR#W3L
zCCaL~66+0AHPF+Cw0`~*&D8iAG>2*MzH&vDy4-a*xZcGR(dK(?O7YAU+h=HD;N<!U
zb38Zaax2H#x&#{ipB7GG9B9MoLpJIIHX0;fK*j%OXJ@A~o={^p%9{Xg377qrkeGyo
z@mLCL3Xc;N(5um~2L_c?K$oHWOy=AGN=7J>&x|-Zv3@c*%7XSuPrY;Yg<(?I@AM&|
z0(o&}ixrCN2$hASQ1E{UjH}0ecRS1Rygx%kM(za}fiF&*Horhg38$+~l0Kae5_&(*
zYfJ`>ul@}Wjf~{IH`1yUO$mF?x#c;Q`t?B@J&Yf(_MC;b*IJxde@&6KdVO~}3WBzr
z)EwO&Wc$vva`W(Px1Dze78Ox7+N?^9J}Li=k0)xMnF#{EkBnIIHhA9Oy#$9rjUV$o
zJ&8Vr)S#<=&TnlEkq>6_5W!1Kdi@Q0Fs!U?#ml`6hU|}_k6A6(!o5E3N#3E&;m|Wd
zRsM2-__l9eFbXD$%TK*mqf>IRT{UH<Q2fJyl7u1P+3eWLLi}Q0y|-e~f~EZqP~|3I
z<RXh_DQ4Yq$U8?~kwd)hEbcr7J(uJ;q|xfI|6*RXw}Q)p<>i=Pmvq4RHZ;VAX3GpR
zg_WvWa74yXNU(0r5p>)wkqJ<b7jrO0W6%ic_7Z0aA&wAs<~3M+SVJzrSDT(Jk<?Ry
z-zX}pm@GIYD@9yC5pxF3c8|Ib^Hx02e{3zQO*t9t^xHPi4Y5+<ks7Yf**pv-y}BeX
zN9EV76`A4vieHlu2(SMG5u?DRIdcfIMK8drt~5Ru8elDxYd$hs-+kQ-Q&T}|bVvy?
ztD>?-fO_4_ni>@B&4bSnQ_hhG<045hGa0R$=02VG5jkjXRiYP5z>m}eETHF;=LNR#
z!l-<%3AU*=>b&I$fr6cWA@yM0vfTxn3hQ;^W}->R`nb}z5|$&5aw!Yv1i=w%`=~K8
zC`f=`#J+{B#fa7isj$$p{V2C*ufd2vSq}8K06PAd9v4#6M1WQM#ChR{tFhR7wWgDj
z?Hx&ezl)hUh;CfHWtN9A_C=CkrPCCJ&-}6N7m)1-q!qs|xc+a*v5~>ov3m)_p+p7a
zMxjgY7DV{A-fedXn%RbokbLTcnVfz)8AhCV7s`U%FYJY&ZZ8+a5aMuQ=a7F_mZ+_$
zY%<g1Vg;zOs+cJY-Oq|@u%n`OhCVD<qE+4^^+Mm}J5aa;@w+8dK6*3x2K96zK4gaX
zBrbUkyBg9MBZNdReKd_U-{^fA(?M;awno75fdWFaH2o6((iO@5pdSbgK)zv7wsCEg
zS{0^?1ZtL2u+(6F*TjdpZXhRcJh595)&q8wHs}8hi0cF<;9w|k*yC+^$m8LefFjru
zh=yWRRCQz!@=EH~C~W?NX1FN9wIVVIDPEOM3X7kFny!t}`ZuM)?0b&{^^bD92Y)s6
zHm-_`wWlclWTT49a%S^+%wQnb=GPZMVU1mHj&m4Ir4Y56I61InvZqjvK5(~1oS-Zh
zW>0-=Gg(n9I_l`Nv+`ateM8NfsI>k`YI|qT1^rXV>@<rYZZx^u4hAEZ*g<h|)G^ZB
zv*vJnY^nHzBF(mU!dAJ<e4!V|oxp*I2d39ITvmEIpoE)1_o)N%g4b9Qq+Dq;Tbfo#
zS`O$12jdqsLLPZUA-?j-MD0@%mnwh*#P=EQn!=9dpPBWp_fL_JR6M`9rkH$#UnrDV
z1Yh7qZTpZLMh(8aZ{A?Pa5FRtHH^cUj^E=(T5Kwo=+zf`^@psAM<({L=#T{UAZ&io
z&S`fSsPlW5ejF31pJX`m<%Bv8pE4_(#%TuG0@8X-w{pUh9iZ$(E&)*uH9-7ocq~zg
z93j`{zg~3(%#J2;q4&^(3mxo;Q7jmOL$)DCQ7&&xojDC*!^WUX9Y=C6mjo7iZnzM9
zlP!;3SanJB85Bc<C)rj#rg9wQvHY{sl03gSs>V_3>j+k{j_uA;@{%{!ymn<87N}|W
zBh=HBc>trKde;ApG?IQwtHAeUP4PWN2gXhfZY*{@Xs?{xJ(SYW`>*{w4c)G@8To+2
zoF;l$-pH1m8t#e{`b61cZeRe62tAR&UVYXqB_%;gffzy@%2S1tlM}0+IGk&3tz21X
zjP<SJ-R4~2H}4=1pgw+beq@mpX=P!QM(~OEMD&UALkYd%S*UD^U}UiQlzGK-289_)
zO<^L)iv(pb`4Z7RJ*42O%uEAeyx-iGoE}9Eo%-jRXU}_WRm@w(>0p+3d0{()<w)>m
zVp=USq~0#@9mYhEt8X29qXOIWnedgrGP{BS6>2j|eZ{4e9j*07RfY;RS66yae0b|c
zV9wcrYAO2tjT9Z-LfE*v<u}$o9d+=|e)OrRw??WodYx9*!tAfsj~v#p*o}HYfJx6e
zI*NPWf>ZTg-ox)e&3CCnzld*Q@s~K4A9_EonexWdNhUvEpupk7cv#iUaaO#x7m1Nd
zRm$f0x+MG-xp;G4;@MCnNUu#G+GI!lbN#3DFLH{&BsR7Z%$mKGTI64~OFv9aaYYP#
z#qO)ldY#tw)-Tz@_=gVn$_bpIq&9<U5)!C4XT^&4+5<geBc}v}V+$XW8WW@t%G2zn
z*3JiMxf>F5J~w1$=*s7Zftp@0cZI|{q_Q|Z5~}NW8Lhb?{7D(}8Tz0Hzg+{_=oi-v
zonUe&yz#$vD>*OCMwuy3C(?&!^=H9NlzlEHW2U~5wG>^iOJ-#-jSD&ho&@c=fkX{y
zJn@>Dga110h#+<lCN#uWl?g-I7@Y4pv8Hn2T0MzodyJ!%2GJZnv*Ti8YzQ`41qu-l
zc?v})RW<&E#>SKABU?8f94kgnEr~cgVQO95Pxp-8|CXC2XCpdSk(uiGbLmOn?DQN^
z+%<bWR?B$#qF3ck*!MH9EjHYq@PUAWMfqx<LAXSgM{T}g3X40ce^QNfk)(f?P!&?6
zV$UY<^<RE5sX>e;{{unfBCJd*M+NNcpqf29BK=Sk787iXx;qI|>z!KQ6vP=St0rgY
zs^ozItE5qNRYd$@27QeE{9X3p@-v?NWiHnh*Qb2Z&x|UX2q>RA-$a0O;?57-NBBqG
z$^e6kz&tTR&&eQRJvEZ5yNve&)V{qgv&6}!erxA@EDP-RD2ySr9IJLYsh;N`7-whm
z1-~7YQqEl20=c-r*mx%Wh<f(=7jz!TnGp@c<}8N)w3b{v>EDoh>0k(i?(KeFMNwIr
z)V(10i_b5#bxz5`Tu)E>k3j7_&+qimR0Dy$Zb4KHtzNTs=Nr5Yf*t$R`l4zx>WeHU
z&D9xa1Aop&AW`hDp-ENvhRS5%tPi!9WLEc{=gCJES;7KjxP4Yr!{}~MpKk|rgV>o^
zhIBn`@qn`<_Kj>ta<ukl`n>O$Jfaf%DTB;4fh+K%IXNW(HRArP>%OJ1>r@#4)0IyM
z-k0~6-Z6@b#Mc6!$ymxt&rRqumFn_|JV9b67tR+r&}TpcWb0Bym{>eiG(bOnGvoKN
z*%WGuY=NAWGBa#~a}H09Y37;ma`Ndt7wjSe{?ggD(X8@4OVTa~JGqkvKOqSIdFxrk
z@y9fn5u6LVLB9mC=0Al-ZaFWZZ7LPpKX$sud0$`P7p_anG}&2tp$?Ov&f!$8#{`6y
z(@Mzle~7vMQh!*3_Z$<65OaAywv0Gxx9LnOoN#ocefEC<1ws10o;lg3?U|$JGCrYu
z7gu2&y70&4qPz@xNB>-qUfrm<5B9@VGBWaT<F61*p4fx+=X5zxw$Q1yunwIlTVVIE
z8skfzN#7fhi0&O7gzxR>@VDnvzW@0Y`u1pz?wuSP*H?;jI?cltse1T~?wy>3b?D@T
zm%;3Zm3$2a+<AK~4P|y6-Xx=Y2U}qsI@lsG?CaYEKTmT!c>WO|;uwD`;%y3^1;?Xz
z7YFhAoR9hF?xrW)H@N8`Fh=s>vqFB#>rA{)E=EUZ9e&>woDLf!74-h~891YEz<2IL
zTz<i1Di$k)`gKq{k#$geO*-j;Bv#y%ybdZ#MqwpxM&;56t4iL#DI(vl5&5?gpsON_
z$!)(tzTemR)C2;7K=}U;$ww;?2>%ChcXy{V?7evL0##L2kmYU+qB6))!G7}c@^s+Y
zl`B{1;4foiW1)<IRKQ<sY%G5I=_lyv=^-Q}gwDQ4@y8#3(7|$-FJH#-<Hs?6{CN8N
zFTMZMr%!Z1oRN_c!otGn->c7d=k4v?;NSP*!v{n~MbUpF#qYoW4j&&MY~H*XqeqXX
zGw(^Frly7ts-ym;0`RCHzj`K4oQR`GkFsVVJay_60s;cCXU`s9c~(|d(gA}TH*Tcm
zdU$xy->+M@jt(ZIf&`BpJH}gVrh*cw@~7nY?%f-zs=^yb@7=qH(9lrW+1c^Rj>`6T
z`t)h6U%wuPhWrWN#;7m<rjngoLJ#gZI>I{X>8RjcY~z#4Y^bUzz|X@BE4ST;gS8$w
zx~e#JB^)oq5@2mEzIivhu#(>7$Pvln!BLl^7qr=U_AU<xA0;Dfb=$AfQAmD84QlED
zJ&`O|dh#-OSIE9uGrpt}4>PMU##9~G+M6M^xDwyLPD52)9hNxieYp;m)r=1EEIJgk
zZ_bJ@t;EC9DvU8!$2DJ5#FkXz`^a=u)d5TF#3v4^O@s5J)6rH-5zYdcWoY>&Rj8>2
z^h74S^;G5XE|Y!pzpbt!_K&bZYXc<|l-FR>qZD-bGZK*t-C?XDk92MtchSsFR3?x5
zpRws6cE73|-e<7u@GQ0f2VbTm>?h_OWMkVm)|htY15B5^f=tU6ppx6|8EuP>)*4@?
zLnix1!Dn#=IQS|ZVGG$eq}g*6VX7&QU#@?~?h)2dmTQGAk5iDGUx~Cr;d00><=TNr
z))_rzS-i_--?VD0rGWi?EYMn42?Z6^*c6<O4##5<IoTP;+`nVpt2Fv=pXJf`!Vgae
zk<4(EZM>7PLElze0s9A7qO~5SLk%_srlG^(w}_n98pZ+{^sax*!`O?TP+C<B165i4
zHP#+FB7bXkIrn`O$%;mOewWYwF4$@)V1Fl5wANBUL1isAMP{PIm5+!VZVzLY#qFaX
za-k~M3Pa4*8*UR6Mczk68N4fypo6+R_O~-ZYfVKIRMlWpR2Dki{D{cGb}&|!gT1-}
zOqFHvYgig~`58l5rX{w#%|>!*71GMYH;rbONw5Va8OgSwset{x%+XqhTMwb>=y3WS
zA}2cWY@wIAI)>P2!dy)baRn9l?O6)?UHpLOqaDynAoC+_2XvbtCvFE>Ws=*3Z>-VU
zKp6$))!6hT6&-fILF9Zl7)!{~)DZkK5UB?xS-i_@pbWZGWuVBEL0ASloO_4Ju}m3c
zmR8e2AL~NWvE0uPtJ@jjc0wVB-H82v?41R46v@`d{}6X~S3(k!Kop0?-5r($!lH}A
zvMjo=xCB^&ySw}19w1mC2?R-qySsd+x+fXy3G!Gv-+T2tXAaCvrSF}pTXn0e>(<3T
zJsr_pB(S4eJIJiY4w_h?o~{bAiUoFX_AOrYWbJ^krlA=|-HnCSq1TYF#cssi)Yu%&
zL^k)=6kGgeJLqYTdd31fxD$`28(-qZ#BZ~M^s+LLty~6j;(_W0@^XmEm+m`~gccSd
zqPPUBjAUo~EiA9V!qiOk&`^bjV550W(jl#cm2W7KQN~bF9&co1x%p67f}5EI=x3;b
z<F2N7S5Sh<QOV3aWu_IY$H#&aY%R#bujbmAW~qZGIYpTEE(MCUYGIJEcy{76K^>6n
zFJd~#%i(R&=j-4}ei6b8OR&a5I6p})Evu?WQONsb!3Mt1`Ud4{e1n!Uwl<US4X5AY
zMQ<lze{5uiQFlJU>VQapY-)jKChFD9)x`BRQj|la%(+?#uBYW=fSD#v`&i&zehGek
zN#<%5nC&R6i<jAjXnOY}V+ZPTwQ<zboXH?4r9+{NagmG(vc^SiC2VbJB^(!@C86o@
zNWAFp%<Us1)1aXshaR@tvd3k~F^Tx5%xdJfvO+yQ!MOM|2~Ceh;>AE2@*@QD?WE=Z
zoAZP<jm<FX)+bo)6S0M6(zYO+D=J9MZzDOf&=Kkws$gqB2e>i*u?#D3#G=W%7kD|X
z0Xt_F%m*dspJX1Mn9VUqs0ljoJzvZf)PW|)oL%Gq5>f6%Wn%l?1cc7wUNcC}DMoHl
z8J1p(!Gf+fSkl85mtLi#_oi34I>`ggMS>x#y@ymL_mDEiguD`5Ps+nUYi*oqVU2e=
zMHu%e9wp@!m{ZT_tFBq)n>fbhs4p0oL&>;YRDvKg_F?0<kY4&9>QEri!Svg7sPc~z
zhuIh^$m4B(HU6=%0DTQLaLmON?+Z#W>0L5PD=P52rL><uo0f~L(sB$o6!(jjq?ebo
zbs!P^q+h!>qDnqr2TzNO5m{P_<+{3Jp9kmUfc&aq>asI8NwtIIJVoy7+F`ZHH?{-M
za|A*vv4slOCyVKzAcx32?!e2Bm2)K{4IFnj!~6UaOnj5Xtf%~8!`gzkrV2LKRf2=6
zA`**AvFKwOT8DnZV;^g1$k(nhZBSF@%u4z?Oi)%~l6YoV@?OJ<`!xBaOLyQn*&nI5
z9wGN#3=CT}gjvrvs3q|`{w>sv^^un(JY|`Xo0JM=Ee*&kD?wRDi}_7?62FPO*XQ_6
z^7=YVa9WAPHA|9Hp<IW%4oEgXc|Bb?{d0&(Nlbzaleg?c!txDb<y2f8QTO^$Cfi+E
zZa$*=k6|(ha?4MXlCL5|KFRDy{?6t4!7BNQoA)7ZnNYr7pH5J(?}8VNdf;;?3hba*
zLWiQHG^ok21Cq^;{GIQe{Z%@|Y&d}Ti#IXfm*wUm<6bE2XOF@2@b@T6N`=XQ&d_e?
zf&3`x%}%MQ+3Z@kMCLv6J|glHrw)lp8Jy+G=Y-_sOyuSkV9AQZSU7hmmM$EQi<cjx
zXa5DberYM1Hx+JlOij;a<r|3m4nqS?M7;g704FYd8(3q<+MiL!&Ik#~+4ytCIW+6G
z5-)GgX4c}x>L4vgpo8RZ(n7==?oF$SNtw*|(sjTdkmTfO21^Tl{62p#HU*7>nwk<;
zuRn{}xHKdrW^g}mFpzxSpn-^}Z?6MUPF{S0%<KaA_x0ucJ~gutWn~pG(iPwEYN)G%
zh>x-l7|hBof_cZiC@L<8oLnue|E&qy2!ho}uphxlPyCwXeUjiiF&%OQ&pfmxo_T01
zAu=wv+KuTJBd#&QePpff?_XTd#)I{fPG;(`)K|vLy^+{Bsvgvo<d`giv1x@!$Pk||
zre+kdbs(WH$!bzv9f<N<&^?$MsEGv)uA9*uBmcYxi*`F9FJGHkYu`NQCp7aE20i_!
z?I5PZx(6`TSE~xDa<bNjrLj6@{{0XeXEukLiae7=Fg7U<2@;27q-Nx^^7X|J5HZwO
zL&W>EFO$FGI!q1K#WsO2-FzSNa<wr2XW7pqrF9VB#Av9ehKP4xsKauB4vi&ssEzSM
zz5fFp)W1T9Yf?H8&R%<q0h5k1o6JoNHE?<7An5C={*XEl%0DTPua3(*2S~~PtSv@Y
zHzpLrywg4u6_-Iyt~S<BZ!9t<u=l=_*Cg+gB<_n-vx)@r#m8$y9c4sBXH_r1=MjPY
zT3A2X4{f};pBEPvm0`w)Cm7J$2AYC(FX?tDmu?5rAKraFxQ6iC(#tS4()glGK~nNF
z3uM@VDk9#ef0_K1w_s|hhSm+OnD@zP`N+*L!P2cESTMc`mP~Gji+4Vt*M!r!wzDsq
zdt1n;1M&MTLj(0MuY)BQVQQqw1Yvv&LLV*dbF25!(mq|<NAJU?ppn)4Xj%P{85hOp
zu(J4V*;UpK8gtu0VNoe&EWL^WU0k8bwZ8c;>Tvej8w{9mOgJX(9xOd3WfsXE4`M#k
zAG;qG_Qxp=(Z=V?_iuc$4xbwnx*ZaZNmKpMMkMI?t8}Pr2Z`)LU)>IdGTLFHh;P`%
z(GHd4qQs$hhPuk1Z--vTgzYfNxB78$V<-l+vaV)atO5R!r#7ew{ZY(6NMzn){KJQg
zFVkV=ZMGc*L4#HPVcR1t__Z;XOm2dUcRr%mgfqCdqYs*Uo7cekB9A_rXWt}#4=H&c
z{h!@KzK==8#@%-?>6e!HeSBLci`RtN$DpVvkD(&>lBwx3<_P2-_6yrU5)E}FH1xC-
z*)ykJ{hqnB%C!s~j&_KZ-40Us{lfcrNp|hO1`Q1r^z6#L$4;n&q%CM6;w^Vj(&zY^
zYsy|vA$IU(0l-`wJQ0G>m(d8h^vCD*<#|n~X4s;PF@e;<n{TrNNyx!k6KC#4V_!$O
zI!o_yt$tnU+xD>%W{mv_**S%%+k7cAk09g!!rwYzP*3swhN;;_?0Sxl_*~XdM+p(J
zIn}P`m=8W*wVtzntOwdOVE5=HXBHv1pcG3Fzrli`&R8<c6&If*q1VC(xVEGzn!6c%
z`E$^uYMz7MOF-z%&-)(2?gxp`P?kea59#L;Rq`dDMQbX^me1_pOhD+2FO>hVQhxP;
z@e~S$LZMVbGyGBhtB{kEL$hYhm<)6z@Qgq*)4h823N2c+VBV8}KhdmyWFme0_H8Bu
zAPJt^zkfeUOG}yTe4@c)Bv^3i(xuG*ckbL-_4&7!pFDYTRj?mHQ&SVOX3eVh_syO?
zyDHd^K>knuhMbPEYuB!7|Mt$EJ4`meE?v5a1^W>eE?mge9arW(lBsX~`t?=8egs8D
zMJ6bZKmr0QAv%z9OO`AVJ6V<lVv?Xjl0}dNKuR)U!i1_|KLTkB5=cneh6Dose`NRS
z{!F`=`}_rE`<Ym`<1Pkt^I%S0`A^9yD8<m=m)JDI1^N;<H$MuJgn<O(ZS*vSr;ZBx
zT4>>SCw**wpYelrki$lI6L@N?ps$%0es|Qz=8xPu{Q4phud<7<-}67qh*(KOYfTLC
zGK7bjI-1*Q;i$h84Ac~``N5Z+5d5E#Q&@_jdm@<NJ$;Uo`6~JQRvaFF%)!YKE_gJp
zK34Rw#ji)A@Xr^Vr2IuX?2E*vehxBqP#_!k1M1>!N&)o$cmVa^?&5k>7TVX<VK$Th
zr!+KE#}HS2co?aoxuqtKcDILtsysG7V;4G}B<5k=lO$~KV8eOh_4lBmxdw)~8NkC>
z4b81IakRGst3#;xVoOUaO*|P<54ZiD(au&I1CB)@Ij`hDmv5woA&$E6&{susQ*|6|
zYXbund29~nUWnfrnT~<>I#3qbr1>A~V5o*6_PX%UQ$cfMbsYW48V1Vp*c{2~pisLO
zj<mGK+pHoO9C!tdy)SViAs6k<G`@=+Fglp3V~DdpJPcLQ+(H9KyV$Yy@Ituw*Uw28
zUF@`(0MTytIylwc0gsdNaif}rsV|mqrGX)yhVU>|Lvvd#934`JIlXD~!|$`1>x*<S
zQOA(Fdhjq%WrFvPb|Q74fX#xFSxMkCp{uPHCe}A%%KheLj7~OMRb~ETJ8%%#fr&bf
zwi4JugwPiMew~Vk$@w_Z+8QC<9I@QT6u;h&!#~wzMEd_^iw!L`Fr<Nq9So|&`i77n
zX9uDj$jU`sMFlia<_<O_fmgpIrhr(+QUksJ8Xd^B3>4+C&e0I{HI&iYPy^E}b+Jt(
zgI_r+;Gv;}c{ciRS69X`6D{}~Yl@ZmUhGTDfwQs#lbPp7!T1KIKdQ3*v5mBE`1_Th
zKen+!NcTEe?rVx)@5O$%{#Y&u)ZFMMn5&s;VuphrHb;xkLF%Y0;c+ut+-+=)kybhw
z_B<Z1bG|Ga&*x}ptd1d0daRE$)4<X8b}&#@z~)!n5A1h_r(vL@?sxN%%((0%7?+9s
z4wd7w4Ee9Wulz5aC;S~Iu!VLu2<ce|%l%C8>)lxV^F92dwI+V{GOC(0AM>xvj*Ity
z%$&K#=)mKAk(smah`^@7b)e4?Xi5+y*+W-%eN1d^0S^le{MOzIo$Bdf)2;9H5VN9!
z3Etc2V+K!M74)^z#_ui$*!=d(HaC7x_GRS2SxEs6e&Dz)QwNnFrvqtc#y{E{qQ1H^
zdKqY7nuWN36lHf(HrnW@!9?O<p6|t>ygWE5D4@Qg&@NvT7h`*FE>`L4{%iMdqU_7e
zLERtR4t&oMs%$|)4(sa}F&U408);y=l^(Xn3pd2H(^ErFLk-kZS3(;-HJorWV*)^r
zC4ZlJLQQD{KIhC&C;Wxnx6x=HaRI%G!_eUGIrzBaI9aU5{|XvSePKF%G@>WY#p_00
z@wWeHXti$%lNsa0$`!u(fLDH9@Va>~q-@y-o6XCh>?F)i^Q~w$^M%>;(fBZa9$xx(
zLu8-P&}rWiX1|YRzE?Cif%VGScsq15DvG`=bLrQj+uR4XGe_d}nEANZpeI6mjD<m`
z=CGSJrmD<~A=8;)z?Sj1(YEL%ti}&P!hv(B_(8TpPT?kW>)a5N#`lDWyB%gs>xa%A
zeXw!MxgVlKhgPoW)72AhF6L<0(i!LWk40uyJ`SJyG0zSZ6y$My?{vJ0N`S7_P^cOW
z#PwTY=+LJAcUkZMTDBi}fDSF|!qk}iFt2Y#Lsbz^_w`1|t{zx8+8a|=-^Yz7-)AoP
z#X6|SBXngGJY3co3kN!4>W*;S2otR7$k)cv-#qa)J`egoUxE67OSm4EhV~5%zT5g@
zB}=wH!J$iUaeP%rD2vR6)*X1xWJx@=rV}3T?~4^vnqb`GoA~DecR=lbq{GgqICS|P
zj<0A}rGtXJ9F8q-hc_`<(EDiz)S7H%+NeV#3+A->?<#-OeH=O$j^pclRmmsWSJv)+
zj2%ll|B$)bl1=w;=-g`@5AH3l!>&izvGhmja2JQpy~6R}K4P{&Xz6E#r>95Y?je7)
zYif&r6OJJ{E$?5i19ADoare+rv}<aIeiKf7SNR&M3V6D=r(jI*!jzx~KXgoB<ZthS
zkS(3Da6|)4`TG%WJe9tWCs~F1&AmaA>LPfG-@l^Ek`1?T=u8-nZyX?%9pp!_WXnSw
zIv<JSYr9q1LFHP1x1a1WX{aYW>KbCk2w!w=VT(<No_~KGf^Xu`nU^@eX%Li^e|#NO
z@1v&)e6&AQjRxWRtycmc{hi0fjdyV9Y#5Gj=quG92_(Bzzh94{0u>1Uv(tB#{UtiI
z^s~m(Gb3^L$S|~PW`};i9z$|!-uLT|JG&xeYiBI{r2(d_3&D-hZx25BW*v5QL&&x+
ztPX1*{cs&BS+Y^!8#ZwH25US${R{3M4q(UT@!!ukFm<r46GAq3#KOS(n6mzHHRIwf
z!MMnMK*axh|HxAt)P(*hro)yH9J&yR<7>J|`-hfxm^8G3z(4q)b93S!Ui|mX7kT#4
zeEX))-OD$qXMsgCyP|$Q3;Z&qF#-oQ!lvDKc-S-dhsd6}A6EyWY~OtagZj3BvNAt=
z?D*hQTskKHaR_^Z19_dl@x7)~(`<3<v|R`bkHx{Q?E2%6;_#X0*nc7v`~Dt`Cl@AT
z=js7ix$y>e9eMQK)^nb&Z-tOGEwON@3#M#&i5r5wT2;QOp$R7SaDa!MHfHp#gU&w2
z*mVBGe=M7M4!SD>n+C~#4l2ox`w1B6Z3JbBLp8ry{_fB3-xQPoAQ1z-456$*!#5}t
z3Wf4z&<uZ+|2jxu-<dOKn1H^<jT<xB`^dz-GT@J7jw69`<a?5J@7c3wOduM`#zz9#
zo<4nAbsb3>Hf#uGWo71XD*4*-&!4l4>`j|Cl`7Bm+2_8m{H#(BSyalE4E7_CKt)SS
zOMLhsoJ8m6=i}wemrQoO%D_cYNCrhhL_`GhZ+3Pz-oJm3x^?STWlj`@WKZ0(WeZam
zmDvs}smu^4O64_3+k6e5K2`r<H6bBEER&+Xt{QU+TvDp|hNa}xTo_B7mhv^&S?l4(
zk<rM@FJ?|iF)`9a|1o=EYbkzmJ)?uBB6GS)l0>$mq^x2XX-nUTyi3Z*$CLteTP|$#
z%9|s_L6;G}stN3jq)!Nwg}#y;<Z1!Qg{5MjCl{5%SR%VZCFFAwG$ALlNav)Xgv7#9
z6qlDn@hdkv=qt*zIuw1S4z(n7P-jn`FD|cuqR7qp_!kK{mz0C+jjdrWkr9QFuciQU
zKznj-iBzTw<1Y-VB!O)nW@>ns%4T>m7GwxX$|;74$TgC3OPD|qSvrvNqLBBJ*+vLN
z&d2m3blV&zwNY1b;w^;#;SEzQMf`F0BaQ_+qmv7}Db3AH9nWI(u<~jwT8pHg|Evz0
z()IQ(O`yZpSJFC6xsCAOy<n%W0#6GKgidRKtb$S$mzBdnT@ejeKZB=*_{mKAsscNZ
zIDwyRayFL8pi*r+7^&i&;8f>3u{lW2D}~KQ;R8;R{b1VlPgwgn3GYU^bL$|nv6|S1
zvHDl&V629B>EeBwWH+?eB`;<8nQOpl{WENTmW&yVg(pzzD+~IgM5ZzF-dG}|kxcou
zYcau2?>Mrn+)l_vWL6ROx3>QLm{1_m9}7xhtnw8)=&InIh%I^QtKvzwI!uNm(nm=U
zR>QMz;ia!4t%HgTTgWf{I$JPQ#XA`pj|jHfN{lR0rj@0H9WY};@qcCqrfN(-`4)tA
zAkhx_#1_6(hg$G3P{BKae<9Z-F(h>*PEK{wRmR=;+%LC-ueL?D9t%p#G3!Yp6A0MJ
zf;}0|O;-ia(+ikPe67tiYLqQjYX=gidHq{<perZGWVlHw6VK+7Qd%aJNk)>q@^YNa
z&BJtEZP^=_6H*XcQi`MIMx2>SYJv`W3atF(VsZJ&#icM(<hBFyxk4?7%@OLTDk4eH
z=46gwtSApBRdN4H%A87-&NQGWsDsLkJ5@S-Ngb4x<9KE+em55Pxs`uM>d{z1_&dmZ
zR~2!+Wcr4}lCSFvBEEs?kB<{@w6!%lS+bi%-SkxOJgoq$UM5TT$EvxScpZ>BHI@+w
zLOv&J)S~TBS6vB-MZ$I<kbmt3rwo(8z{gnySoa|v8{AAJ>Osc1$c#(hHZF>CJ3beY
znMK&&R<HVTS#nIu|4RA#pON2Qb|AsOF;8G@;ZXvPw&k#e7s+TXlKoXUR}_~|=C@q)
z)#~QVQK{^S|CMuX$vHEbhr63qH)rNi2fpWv>Vi7R=9;r}+&82Y;A2`Lx&^<Kp0kg+
zf$;ghu+ULrGGaTMh~G!nHCDylsH`u)hb*k-{!K-J9h*h&(@5rB<{q-F{Hv~6<(s}`
zTrMxiiL5;QCUIKu*P<)`AL@{uhu;joU56_FD3S3kxulfIg3E<5mw!}IL{f?PxJ-yC
zEW!26eC(?$J{F6jTe~(}2ND4%spaKTnbsu9FE7XG{CrH&6hAFEq^OAbd%pzXrakft
z7i48&TW&7yo0xF7gXBD=><i~9|7kn$JVzkt6I-ao`eZR3O3Gj)k(pP_79`em>Zpm&
zl_b$tkb}Ld0^S!C*QhqADRbtc)C`oDmO@z~OCWh)n8+RIU!0nOdp*XYwvr+g^|VnK
zpNx7-rXu(K_YWH3A~!J=YDVHG7^@rUqcAH6rG-Vv7yKqQiQh!tlfRXuG&KVirKM1i
zxTb=kK1!0f5128VGYP5tPa<{aVdj0ot2dBSRe{yte<5M%dN4aw$$=gvB`A6y&HO+A
zX&6*J-C#7<AJM<g;*hV$A)mVqEapyR<R|Z7<>$Y8gW77Uunk^_xFx|*Yv2M!BYn6%
zJXQ5KB#WSCQ*RiL9)brN&SC+Y#ezChl+Z!RNDoCa?7)7(1jO$-jo58RnfJM2Zy=|p
z3fIkl;@w{xm^vtU{|O;2hA?#_uc?lr#1yz6T#bAVThZ6oWY@Zr#n;rydt-_5rV?W#
z9q#f*I#t({mzRTcT}$zKLLE!oxhGr`WXkHQv+`52#Xe6?$%e6vjIrN>ww5X!?Tirh
zLE5(T^)v)JNdBfQ7#nf-b@Dm+Ub+s1<vr`$;o04l$jZt?aY-o*^tIsIat6HWi)T5i
zdft#C`Me?LKYHF!Npx&F{<$5AV_S#IETgZj%$(MqlrElSD>=OY#u6FtL?N5q>@C=P
z0*^ZS2>+PL1f8|;G=;Gs>j=r*Wg?P&gS>Zll)i`2*AP7OkXV-^?<KSTN$Ft1Uf;t;
z6XCJBSaSRwTDY<@Jngg)x~eI2a(r=VISjOv(D1jr%;#eAbyV0okjOMfGM*SqWH6Cr
z#ja2+-TnkuHg$uWqi{?sC@jSv>mD#cfSsDLYpdk@XOXE`x%(+v`&oQNJA6imJ<qUo
z=Tlq>?hH2v@%r_wYk;Tw`!E?9i%ZI3prZo6p~vCrEPg7yzK$v@Un27#*=%lXP<<xl
z726&%nOUyv8~`^b;lZW1AAe#t%v-fsU-cQu3NUraHLTh77$2^Wk)eb526u7|V*|D7
zb=dj<OE=xem0bhHb$BGuq50nuI$Xt?U61hL#@H{^A@}q3u=PHcZn}pny9U9{iOozP
zikhk-?5%W}mtTEzIJRDoZAYHr_fd`i)jE)t5BSwLgJbIr*mmSOejnB7yV#=GnBb^~
z@DF56cqSMV*s+9M(?q0Ck@u2gg1(lLK)(3;XmUp3=f@;-)^~U~=py`M7MARJi5B&Z
z#e-Vr+(2|<9<Huw%bCSW*bcR&+kxp1)sM|9Hs8V04R>&5?@+ka70Uh^^tDxF*Z~=n
zK4S;lA7Sa%N4T=BH{9wNh+UIp8m((5Uf)i(dbk@JS4|y=uYD$`d_iB>d>czQ+`^T8
z0pDB);y${1pDXR7tM}=wk6!V4A1$jte#yAF<sO!9yo)Qlhj5MumBD_|aap*!cL-;8
zzkgc?W=ycwWnRpf^wZzicH}93A1&M)qOYwadpwYMZX~lmlJTIjKQ@rPW+032rbBcl
zmh67<Z8}u8Lt3tMJ4j>|;`R-s9R`0{JG5GlZHFb=p>kZzkgS8kFRueKE=Ffz$=)#O
zadGY~L?`9pYEYZcjEgnEKl0QDHK9L>`3H%N*<Ung-SHSpw>`#{tv$ccKj=#Nhnh2A
z<k3g-?3={zAtmplbN-|IXcI$C)O8fEm%0u{IDYP#gnSuug#Yj!mfbTqN@CC4KG<4v
z+&}77u4QD%T$|u*2dVph?smI<_Z1@F#^KQJ-(>15)Irh~vS2Kc(eX?9nrq5lPa$^j
zZHN6lc^=KQqi5@dRiBZ}akuWj#rkd6Q5YM{$gC-AIyJ)<WsC`=4rGi8U&FZRyKwf>
zGu%4&2h7c+_m6&dUCHp<>tXuBGx%-nPw3yRKJ&g_T~kEIWnjtQS247Yw@|*O61$!w
z*mGAUKcfi7I^tQ|rRFK7tnVNJec_+7vE)!BTDTc7*Cd%=>spH2k&}fc?!J~@GyUf0
zpc^=zgO0m_@VUOQGZ4<PZbxMzGN}LuhI7v&tK>^Qi_R|LmQVI?68W1r_HT~AiSXGz
z-0}mQIptF*6bgmH1q~6W{MSJO%LpXUukv3KbVsuH5y*+FB<QU&!(ZjUKmGJmRp1)I
z$Vhr&hMYh|KCdkEE#<Sa*qZ{;?0%JSUE_1#SAJG`U0GD>z$KUK+8G%cOrT_3TpZ@l
zpD*=Vv}h4ij$~65y}qp9U?SL*C0ZAv*$pL;muELMl}T*Y`5Yuru)0^J9+fC6%EPms
z8Lr-qs``v%79{We8d%{!g)HWgo5hUGd|bNq23^}oPu3OXYs1q<6W7Ah#ZFtg_9_hx
z9i(p<olMp6d|4xeE@@cx>f&jLmd?7&|1I=n-(Yb;g7X?^tKeF4o>%}OdG9CVVOt|T
zRlLhBt_n0Hyv;3!iL(4x2m7%))ItL-Wn4>@&>=MsemdNXnT<#QN1lWZdBsfjfy&Kk
z#D+<*-^s)rTxnzl8ySn*qzxLFspHz)Eb%so%7UNOm)$Uvl=fi>`BfW+ZFH5GfDqAZ
zW*3$sBqoRRnv5M-XyDqLOmQ6|GttmSy1bK-DxS~qMCf$ktBb21S~_Sm|0kPvOUf#k
zm*fe@<i=FA-o$h;=g{G8CK_5v_fscBRXm^G0HITbuP!cnXlbv-{NF-i^M;m+JQM6k
zvi&{&l!LB<jT%+*<!YmWu^O&LXN%iGbT<413j<%&4k-myo2>`C=;LXC3!eB3U#98`
znBrrM^L-qp>wxHBqK0c9By{+g1wV=4hiY|5&i`yc5V^rGDy@)~udj-0ak=91<8$F>
zr1s_V$wMKI;Da5JY4FrnfqOL%(it7}RB<gKM_h-5T=*HNez^|hfjvhcik6}r6JYf=
zy9iIx^3g@GX+TN`BQ;!$k<cL~8-9XKKVPInYC*LDg0VTpNGm9XiA0&IF(K+d91{{h
zZwInq>cCJH*FH(u;-?(=nS4cmNGqta1#(R<Lp8j~5Z_$!Hlqku5<wDGb`YN<ZHr%P
z2ZA7!lJW}XCFv!|24&7MiDz46?7)=64&G(K&+-S^L9JSFQ&Pn3{6euhxKmIFFBus~
zDmjyzkK&37^wLz5xpDb@NhuDS88MrrYpM>!r`Oj|!i~&)G5I$#3*e){J?Cktsf_mp
zCE|00f?^me%2mw~{4|yECSQD!II5romK-M>lD~0RRl=<t@jAGbTLACRWaK$T9_Cd5
zeRRb8t(BrYjO69Su9;m{jwks=QrE2V4I+WLOkarmcHdCdAEo99wW=1Nzhtg<otdkt
zR5Mo-Z-+Oz;&U~b{*glorXCE4kCYe_VsqeUtoC)|B8P9-5uOT9168=oc#tj}m%oF2
zE+756dinp>JV7`%OV~m!X<K0Die%2rHCOz)IkSn>oH<i$&is&>GfU4uYlIGb&lgD@
zSZd%}ghU-gWT2rf$DG|*70+jTA@mR7tBac+S~_Yo|0nki<eJ{r8q5PGQQjmKz>?$s
zlBok-6<kY_xPME`g`W%?Zlup~51CyA6BT*pdS7!*W?WWL#I0QMart&`A-p~_E}v$`
z<qGuC{<1z(oqu#!R>ZA52_5pjK!<FB4qD%?1LGgnm2gwSKi;gyKN8>fzEFHzj*{??
zmF!K*W-`FF*Hx>w4(cf=;BKMB9HFQPo+4TMxHwx-z|=ucRq?j%rK*a{Mn<?O@-nJj
z8>2KduvcGSW;>92muiR4WQ;o_Xoub$^OP@z?>R!H4kTmajSO*HxSo*@UrlZw?Wd)J
zcLn18F)E+i7AnatEyo8EU@j5p&vzTtlsPjANXvNg3Wlv33O}q>i+P`RzxqSk%8QDb
zU_TN_X5OnU;!j=0k0AE`GuX5e&w^vyrV;ZwqgP1@;-9>Nt;BC4?_)WB6RCr|r(w`+
zArfRzs}?j{Hbm}2?mDQgsv?!qu%b-xzM4z`wQAQ!ZHaM)$j=Q8gH}s%`Q&}h1KIK=
zv*cA&u0_|Xg{*7$@vMFaJooNW^~!zx0;va1Gyj*;y`%)$PhLS!qRz<sOc{0{r>ZQS
zsZT@)v5)f$m|#D7ZB6L6Yl37BTTxV0fM<ONT)qBGe69QXGc@$6%c(;{-@3SZLwv*E
zm8+r5=atv=_H;z#n^>_jZ{Ehi%F<AJt=-KMS8qp(%fB57KQCK+FLLt=@$O>^v+mAW
z2Of5~dgG<I4mV$*p^x-hAc1^Nz8B@nbyB{LR9P)8HD<Hs+o*Uve)<mGI(c){fd#JK
zc_S|WP9*$1ZSbG6<KP1r>T94=YZsYi6cyy)>12SbkK)AUi{!muz3QJqi9-ISNDxqN
zW2V6b28muXJGU4QUnQfVoAfmm6>7uNP7~K&q>0a2U!<X-#36Lm>QDhDs7(?rH3cTv
zk7WCM{4NV!eT<~*pspdVhI|sQgOFJGxyjxPylh7(7H)Zr3&CCC<syDfvVoqwB(nf8
z_t9MUu$Ao)!qE;KbylUruBTYIH53=tb%K{O_wzia4%C&HV86F9nRpzYf^N;l4|r2l
zl!K>>F|OYKC@%kgH2gfwWXs?301MaO#f5GC;8jojdD@U}u6TYX5Km7HuX>pps$=SK
zUtHYQPr42m9ZaNkxc89>P?M>{=KBI2`b+E3-4)Nz1~QrLDqp5X>X;hnhl|_$SEIv+
zuhiil7Oua83)=?3tDY&oyw8;W>vixo@`bjjFFhtaj)z}8*)}G1{fY_{3HqarDH#(~
zIL3q&G?W-;82OHRxcVePT>g^;__-K-rTj9fV86GqIk>XAE%dZxKO1GnW>*tjz58B7
zhjLuK_a1%?qz|#JWZA~sSorr%T-Y@PUT(76>vJ%6;B17e4`M{*S1|AWJY=`;vTY$)
zxbXolZ0-p!S7WJbdb=9o%?IJLWy0H!8L%?dlu-w!xO(rML>;_?Ujs|oI&8d!h3l^4
z!mgq4a+6(GUjpl+Z8?1OOHQ9F^wGldge%vdbNY0lk50hjr|&s@v>a;(_aw%H`yZHq
z99b;ebQcT%zKshz2EohCRA#W>+mGo?0Fs`J=i2|K4l?_U<d{VIV;wzQeaz7xUBA6Q
zehpPRNRA1Qi4I>eCY7UVO!{gas@g$vZ2n9;5Z^%BVf(<Z^bKVk<DxFEK1mdpADZ|L
z<6^l~u;1I*Y+PC08hTo??}uxIf8?<ZYC?Y$_YV?t)`y?q=U$zEc!Y%;AL7EM9<u$z
zM+yHBE$ts_#(a@)AI-0Cs{S7G4g5T1AL9Hu8vEGdO;nQDXK&sm!^&LuEB4IEo+EtM
zJ#)-jhCQy{cp<LCjpx<0gA?<;C|8)Z4=1Uz+jd`OuJ2w?_B}aM55yKk+LqDbRu~%k
zIDGN%{nl$TW!=eoN`!dX+u`55p3<sWUA(wC7f-Lvu6lWSSYc2vALjp}!G1MiO{Zqq
zB54O}T)p*LT!)*l(9qldn`M)|izL|Z#JMN9cItQ7SjnFAu=QY$t9Rat>u~2S{2F}w
zn2=vkEWMr~C%vA*tmimr<La|y5&0F&d%wEeL5iQ7tC4GZJL=#~tauRP+qfK98A{Kc
ztDb{KO75S`KtmfD&p~H-A#|qj)uo=`Ip|FGIjAVx?<K&~QXTH*-21Mo_HRaJh|7N?
zLq6HRN#xEDz8Lvr|K<!1`S%l<1PQX_Qz#S)g~A2R@JIQt!`<B-IyySIckdpGi;J0n
zK0iM{C@BdiPb3@PxpU|6@#Dv;z`)8t!OGyXq@*NRSy@R<z{%&L0cu}co@5s!Bqt|J
zl_zDZgM3di@p1i4<#lCIsRNNK>)Kr9N%p<Rj~`ciZPD_wenVnnqRikvzL^x*6#i2V
z!>gV-d^{`=wCxUavP(c;FXsE96A!}FSPP41bYR{W7nkDo+vKYM$0cRq*{gV{tC5qs
z*bQixZbmYPP}i|FK-9-nOkZ>kPIiU}=qtT|Lzvjf3IQ9!;AyJ~AA2pVxe$%KqB8h5
zXBVf22ET-vjuI9PaD=j=99%8LH<D@#f+<8lPtPqzOll$G1*fh=Ca@bPjkT4SmslM*
z>LK7!96WVY;H|5IwQtjqS6U8#Yxd#0e@HA$RTQvD@Stv#oi2jkrDM{wM2xl9WrF>d
zM5JJxy)b|)x3mmVB3Y3><Q3ytW&v~+<zOk1QHRmNP7eW3<Kd~L0&g7^tbL!xoOthV
z!3I70hsMEFSssg=1v*&kBKSiFCWR$ptc@-c?6>4iD#qCgZ!mv-nTP|iSvc-v0S$RM
zCVK=yOQAMYBo;3wH8(}T!MDr?VsA@zti2tNyy7zWd$Tv%{s-PL8S@r(WN)AsT#kXS
zl?LqfRghUwij_Cw5S>wk;eyQtB;a>^Q&TLu`UwsO%COc|#@vfBFx6B<H;F*EDm!Rt
zhJd}1%#EFol_u8Qh(%s;IsARuh1#KeB4DPaghgF#n6&P$5}5+E1pzIUpOc%==Js0n
z?bLgyDAb0Pt`crWWns^wWUT1Uy&yBOg&6|&6CE_*W2J#LH{%34u)k~QzDSsndgv_B
zK_d7{TZP>KC;Iu3XDKjHSAeCq5?&_cW73It=vGe;ZJneycTDm!LcsYC@HAF~w}~2)
zg)gt99RBs#zU6=JJrl6Es5yIL@`Af@@HJJ3y^azx3(K%FBoWcsMHueJJ`mAUk!N0_
zkW2<-qkkP4L2r|MO%QPU9Xw6c;BBUkwGR_n9o*S#`k#6SQw;?y`iUKn7u<@4ubDcN
ziG|VOegdMiiZI-REl=!d(Vcj7any#1x*}2wO0nT_65?`-(c4*iL1dDf0RnEsFq{6p
z4OFrAWeO|bkuB?gJsPHJ3RvXBK15jXBoV$ws<78oLS}IpRz6QgbZ#+*JBiy_c5xYw
zzR$vPzt2B>nB=05fZLy#OlaQvs#yCvg&h+d1UlS~fvKtj7J0IZ_zRvT!q-3z_L_>U
z4q+*X&MU@nk<)ySe$0fvk~}Qc6_^05Ne|=D%~A_(Wo(R}<Y|O}iyz==qzZ3iHLML4
z*n*3|7A|~XZJ{Z<*uUU@JbX>mV6Ux=%%W1Pe4NDEg1~lii_7rm{dn|r&|%u2WLNtA
zRxIqbmC%-BGykL}rU*D97!xeivGz^^J0^Gv#)Ly}*)gF#>&qAX^9jC|8nD+Rc2J6y
zx8m6`!CSb&Aw9nYF`31P7o0@(CPk20NJF72E2x+b^^Fj4<s&?e)ZlHTinY&@*>-Sd
z>(&4A2biiUVv!*0&w_{X@HJLvep6;q8CHgp{!onJf;uBi^)$kO3m?$bOdT!EHE=09
z8)rXc;%YDH#qvq6B6dJ*@s+?1DsAy*3~P&C0y}t`2wy`r*lP&v;AIMHivl~)RFp$A
zV>QfplmHd^+OSerz^%kQ?1{?23V}V>G+Sis;Hbb3%+;~>uD}i&2<+g<TV`Be)J|Xr
zS4HfA_=el@h|Vm+a4!x!5M&*ElUltUjMUM@grrnvBXxacC2YyaMt*q(`fIWafa4NV
zVInVwKlH`N)B{<$Xs@O!wK17&Tn<b~!ONmz>@hV&xky$TZ4z+7v9XqK9mbjIU}R(x
z8mKG7Q&So1V>6h{K!c6hzB?i!5vEG=m~X?{dZ39GHpORQ+Pf5tGS$Yrf)cEV$-rnc
z;Xw-H%yrP}*(WTINk>lubv(%_#Eyh4taIRAU>~EeiLswj;i0OC2C7Qfl)~1*KwZ{u
zM#rSUL_rR7OvK0aed#&qsHMtezY&GZ6Gj?nVr6nBY?b6;rKo^Ki5W0fkYmbAGRf5d
z0k>kL`(tHaxFPTj-U8ncO8TRSZ+Ic_4Rs{?V@Nzy<Z3ZNzqb-{vFB|%R`_y19Gz&Z
zhhfjiTum9?+A3K4A)T444XvE3J&lK%vONB(%husYD;)%X%)q2qNf>LbgQ&b>ER9OV
zI2&Od{Slsw_J-=PP?1MYX*mwYW#eXAKF<4!XGW;12X{jRT#IIXq@gO-z7W)dz~}k@
z^O3EGhJtbNQ38C8)L^eAsE4OXh|Vd-@VXp6@?9pDH>&=@@FWjI1pE^XPeWC9Tz)Q)
zFSwrn6@h%gbrysqz}HwHzeq&B3y1uuOe}Bm`3KYAd!E49f{7YtJdB5md@We1i`aso
z9z~hh%nShs->~ylOAV~KC73e{=D<VulewZ27IosDGq1QF%lb#b{Fd~E3C+y#*FT?_
zGB$e3m~$bT8C$!{nlsk`9r&IvPHb&~fSuv+w9<f&wFcH)6Wlj6V*TOJ9pNz3R>Gnl
zwoq1(gR7Z3_kDxN=Tq8PV8GVbXlk#8mUXmo=~X(;zD&in$sXKw;G~a$`?2uURe`sj
z3f4vn?jdaj_mKBKu|C>^t>;k=x(I%ghDlEnFxF8IZ*z*U<aG+hiTLQxT~m}%`dauk
zHU%CkN@$>>h)rqixI93I9hb+(rodQU9<wE~8STr+MF&mkahZ@&TE=AYN)-5{D8WV?
zk|E4UB-2`z4tiSnHJ(EUZGjGP0v(JvbkLBYLzzGa!N$3$A`u+~2P293$2Un#u$QNX
zGJ@kXkY84gA%X|xzeFZ7LDuuFh5m7KLKddKPr=Aa{}`Kr(Wcr`n~?S<XJep|CgiIL
zxFL+t(7@#Mbhs%h!b4G!$--AqUXH$M?ET=x^mG`@$zg`Xn$^L)JhW9&fsVu+fxMUe
zOrcgS7}Tx}I|c3l*~)fsR~EEGx?rAC*$(k3Fp-zXEQzd+`!YY@4oL!AcvmdD9r&Ij
z5XM{RF!P}X8cOieRL0-2nXE0Cu(lBRI)Rxh{b|RJIlq``VN+ZtroK(VXmf2Q*l&4s
zI`jWZeve8)M?E#>FocBSQY`$C#sq`+;W$N@?>49j^Hsu|RXgCbYbi1whao-W1so<0
zg}j;yKJGZqeDA$$DGK6}5H@oa^Iq4-4Ju|v$b1&g{OdgLS8`GvBA0Egx+cl=rfx4>
z3s$o+hnBk&iqo@D@JYBqmY_g>he%l+8*>=BJE0&w3)!C%&}z|SXqXw{<WTlB^T!(x
z!h75xv|c(5Pq!a~%};)C>DvMOJB_Tm#)DNm(0$iZ#6J#0T*wRfO&kgZH5EJ){3c0~
z)^3N*mgUF`eTlrs&tWt!0JT+Bk-CS?UT3pq1xn%*5j%GU^FH(ZRT%#|4EfJrBlpoW
zDBD>vS^u)mU#kkHGoL>dnU`;(_)|ROG}NHiw<|Q7`QlAie<}G1YqrCF+j8VRdC3Ik
znf&SxIW-le>}KVY?~3D-5Hp*VpK<OQOePFN-ZLWqIV0b4-X!L8BELL04+XD<n`;PV
zc?Bp<&yf1Ol8>u)px&;f$a)-xtdJM5o;Z}zAx=<d<h!D{B)k#WLCTryu$~-%?5D4h
z_3#B$?Jb$Cf5~UASJi=j+a^r#UtZ(~=KDI!rz0=oebqH3nLNHHhK^VPFHZ;fc-2AB
z-zSilUx<L8+cMw(JbXFKO!csM!7%3igt6VxyzMls3_6BR9ei-`$PGLWeT&WOCsbW?
z+N9p-H)JuIHK~V|&E0YF@?)Gi{{S~GEt8TzX;drtkKY9^4@>yew?@$BYskwlLO_2u
z5OV0aoiH`l#^PDsg=_6^SbHumE<;>mCZ2_Tg1VX#>}}Y4i>dRDp-bC(urk*}d{QRn
zEj!C>OdHUHd#!!)xGoqvY8{h3!N<!1LBVHP9R{<9KK}g6T9}#YV)4AeY#og5gytRQ
zVCA~g=+v$O4j#SB1oLfPJF4oMM^4;>fxadz&Gqr}bqpr_wjJF&d!ubD>ABLRUs}R{
z;$C>UTfnEj6@s?hV4pYiXAh+uI(`rPykTZnkvd?XpOEYiaS2&?78Wb00|T)QUONvx
z#Ls<vn5>J{F==2u_|Lxquet{CaWO>DftScDC_z9McKv7Q+-op3P{ZPJtWJw}JcXCD
z0qo2)nGO8s@5W&7`L_t3(L^|B9#9W|Z4ZTmg%%S4IA`NynCh#dyF{Q_B@?^YAYk1K
zc-m{h$3Yuw&U`>#Q7Qa?V%PG9u6YhKJtZs}%x=hBax99;)Msa`hN9APTzHa<y*J~q
z{uftaJKRfvfu<rX^;PgPCI^$Yy+$`5BeWIFtHtVIhzI;<|HA~$`M4S(Xy0?>6_g^N
z8yn0zbk-G^8meLOcs5XY>5eCu8~hOa7Pp19sRj}S2i~ZwDnMOT5t{0XXzpo>>8tNT
zMM;j?Fn#lJ9QK@zz{)A&*;=Y}7~}^3dDoe`W!ho?3-NZCbB)zO&<-T4-`q`)uy0{&
zSep<X@<nuD=R!yRc?Sb+Wmp<(;AK=ACa%28v_V^m41<jP03Z1Oc9z))?&D^Ppk0qx
z`Mum&`P0t8)JOx1r?z0_Z@!PYYi?uTs;;m$(?Vhjd)N&5{p9%<31X29WKmF%V=~p%
zv6XS}G|UJ7)6c-m)r8eyXNZIjrv*B&&uB?TySZy_Vc)85ur~if9pvShENQZJ@P+^M
z(*hmL5VZ55KnHh$4yOb<uww+tS~PdfP3&9M9oFXBQaX_S{MUv%==zf*ObpeLno)rD
zdmke%DF=NzIREQ)z{<aeu0J^l<mY4k-X{Y2b*mW@ZVJW(0|XrmV|D1vZcHCK_d08f
zV||$Si+4VQS6zMBnQJmZ66f!IV#kEvM8<^vuJ~*FQ+7-+6&(|#4^y4g&l&!U?!e1Q
z4?cDE5p*P+?T;PVO|wH6-e&%G@hDGL{+^diSvxZgR{n!H?7j33!BhOIf?E2_zJbs;
zX*jdA6?3Rgq9CKEuBIXrOe3X3U?ccXIl%;H__&)RX#0J3Z0_BF)nW26m>O$h@$@!q
zJ8Zm-xvQ^XUr=v>9ps3#1N)3MJu@FM@mYvZV!w-g&t|6}S&<~OkWBLTg#Ygs+5TA1
z7(u&3**56Gj&Vb0Twnqs7Ef-<%HJA-x$Ev>-|~*IHYIi-GA0QQH=R1n8~rDrMN=<x
zwDhsS#XBEy=Egf*-`SVj4gwp)f66g<)iZ;ShdF|_-DB&Z4_og;Cm(^SktP=Z){fO-
z!!68R{SWr7=?iOf9V8|T>Of7R4&pKqpDbAi8k`wOSRehjz(?C7DEOSfN4FI5(Rx@s
zZxHi-!sw1@-eIo5M|<Mn(K}4Q1h<biz{}UsnDE;U**<z$L-<cS$pi}dxSJwq$3x`h
zmmr`wTXyJ_lQ1>bz~X7G*gDvB7juJdVBhMVoZ|rr_Ukk52tvaWab|0O))ob2bhT8N
zV48nh2WCtNzKyP}>ab%%IvEolBQ7zUdra!*0{_2m!^=q@KF<0GI{X@Wg{27S#0DM=
zT_EU>qXqqO_Y0;h(;vwk;eIUkUVMk(slr1p(zA;YlbDNm!LyFY81|4X5*W;tNpw<w
z7x*s}j0w&L2s-qN)uFRMhd*z@)PU&VC8C3#aGr9H=n#eAX^l8^V0~v~Ojh+e4D*Bk
zv{Ov5lGxbXTi_d}o@B>nv39tLeXDy^(++pgwUwxEc!ap5Y|gQHQeS8IFTM+}I+Eie
zoBeC(Uw2`uuY$!R*)eMI-j_^Sc3dnMjEnCPJjGXJT)c_UH|aRDv?Y^K?X%+|@BWeB
zHmC{xk<npj1NhIp1TPmu)<5idD)0~N0UtwuzsUNBNvsbhSzqV=eINUlb%3?0CbxeG
z@IwD7=g`zs)IYq(^&Nd`=6sQ7AI-OKV(MUIOZZP9_mGzG@u<9qB=^zm+-K;oyV?8b
zKV;lPCQ9E!PW+`M8h2TRMQbjhZ`TG0c^Zu^d+%Y>^8TOMGiNT?Ggl(AXYLT&1~T`|
zWq-k*x$|(cGpM?zB$LN=$Iy|h;nlz%KAw&UT7QaN%NX36ZHE!7*mjsdlx>GGUD3S#
z?^wC^1Uj|z!oj1r@i;UJo7avLyKZ)NK8~EYi<OIpbIKLdVQeQ19UaWtf~OsVHk?OZ
zUJ(KYvG)J-$iLaOgt-HS^$-y&axb5OXD>cNU0oUWw#Hv{O|f<u)dv2*?tquO6?_`l
zAZXJ+g0%!TL+a46+hJ-#)>C>4<wsVorx5v>c=l4To?>eV4RvL>))jxwr>3d|U0rpl
z&uhw>PK~g|F&!{;>}Gg**ubZOErK>)V(VaFGu949Z-kkN4i?YpC(;ga;&$*d8tQ7q
z4%p|GW2f!H{-gJCYTrbrT@sVnKsGH+Rj8<N>=XK>Is7LbVAqvAED^NzCh`i35zvpl
zUmH4MKU)vKcNVD!cE4_MNg2DY^eT=S7c0kvE^S<}Xzf3+G}D2LqcNU_#bWj5n^o5o
zli$Mu{wp8D%RvV|b#xGPGK$&58qkKl*BiRxF--N8u{eOemsxx$5?&74urpC-=W36V
zu=iRFg2xHRys5n$(0@q?n!4(vrMm$xK2E}!hl#kpl)e9vWa3X22-q!n4wQXWR2;$D
zZEy%MxCI7xm*5s4I0U!gu0evkGq}4;f&_O6&fp<P0>NE_yAE(W=YP46=gbSUSUsz&
zzOJhNZ11gb!)}xyZKNg$BYmA8dV(*4a?I`pVorKrXh%^!u(yEpRp3o_$d2e&o|@<%
z{Ib3IsPt!v-XLGm__R}o`JVQiqczQeV#gNara%p)=im6Or)ph(V=t83NqEX@()S;8
zieM@d2+xc!?ui%yKXdqpM^hMF0F-?g1X5xwex4FCavK)-e2>!Vv=;IGyHIE6e3T!6
zU~vK1zUZ;1hGqTKAI~<V@CgZv)o3<0H|EkA;G%$xp!K$oZ_HX};^enbKXHJ$YodqB
zM-wGUvCa3Ey;M1e{>BiXA}})xD|?Om_U&8MR!76qXKo&zqH05byU(~I*7o)><>id@
zEQMKFcRx)nO};`<ZsCy&t_}}^Q?EqE4c)W!FfN?=2E#?6rnI{IQBjll!aKBLOr)4X
zh+197?SBa`?M|#?4j~KDxm8D!;|4x(^-+3Lv+4j(+x6L8lgGFjVHpThIWgNX)?2nD
zF;fo_i$yuNU;~Xt!eq5<23|7-H9Y0FiaMuX38&#*Z}X9@oU6}*siV_*iZy_!q54{m
ze`&<PBjIxLaZF%t;I+(HRZiq62hNXI=0)FvE|se}cf6?&jJ;8K2)to-wUECb`U{hX
z|AyQ6D|)?|pCLN>xibk6Se~$Tc}>kJp)(CyW)fwE3>2%k*)wnC7JOBOz!!(sb%sa7
zPdw_GjaAal^ql7}m^@cjvzH2^y3gMwiGKPz+hxP0w<My(HKV><`shPUN!N;h$v#NQ
zRYrVLY9~On4^Ja;CaolsqzksdPc@rK@>J3TYkAX?&L0~e_AThP1qoJvC292boSF6<
z-`yPI%NF484{u-CDmF%t`m&pDvU+brYefWw8i4m?JG8%sz0ejxGwRlQ*sb#KgQz-a
z67!8;vw-PXk1XQUl-pFo4|UdpW;cr8q42opQZQAaXhUk%gWD%&G)}YJZfR4-usNj0
z?SA;fYpi|ukpn<Wox(11<1E1)Ma&b|E@4TOcq&RB^_j5Pe(u=sS4m8jC9K01;T@vo
z?77#L)^(3${)ShH$;Khx{N{S#SWOqlAiP*aJp}WH=r8U9w-SY+A}QxPEj{SDNF*a8
zOp{5rNb|0&NEP>Am0lHRRJ?J-aF0NjO>gM-5OM&Ee0XOTz?2eqY9OmmjK=3au&pp7
zp$4Ge9|lrq)soG*UzSgHUs;3C@jhX7ne(*Xw7$TY7X3fDC93O2c&p$g>8if=G$hEi
zH%Fi$zyZG>v&I(gxs3wGEa#@$cN~A?{D<%$G0`}rg6dq3nbnfJ9i!!UAFJm=nci)6
zNlYqCeY}GxVE~5PMq0jUpn_7wwk_8rrN$&<7-coaef`eC^qrvqI=t}c?o37n()^`R
z9NKrvzK~B<Z@GGsNK&`IK3W)i`hVF@Gg&3zrcbRi@8`7M$V_CSDu_iJF3D^VVzy9H
zg&t4WIP>AQoM+9E5C>>_Q7`l&9Lf7P>SvidlKvH&o>R+c4o5k!VtZ4*ZovO<4EQk#
ziUWi-(&&$&Ma+)3F5kW(NO}r`5nEZIzlNhSy)N+%_8GV2WQE^uj1(`-X`7%FQF}~j
z4}dOc9g^nzz`@`|zA25q<B1!ymbRX7f@iPfpaLfuny&I#G*-QJ+mIw&xNp3Jgpc3R
zj@BuH!I|Y72Jd)1RCS}(7-)}7Qp3Pu)+TpcIKl#qb)g00T&>MbV7EC{sgHUj>0d3W
zzgA(eM@I{oSfL{H?RK~QQm=3?DBr{tVP);7()hdH9QKRbV9cE2swEm{jn;2`95qfW
z%{~{@g~^-vQ9UAj+E$L4Jv8S#^@q0XKDnek8b4-c0(%r!OQhT?>u8cw^^IHFh=p~r
zAtlljwy-S<v{-?4hmdxPUv;!XVC}IBT|4Wb05TG4R8hB?q>tM1bWtSZR!%wubYv}D
zAw?#RL^`a7C{E}x=ajXmvV!nhs9Ts#nQ{9m=D!oQv_Zzaz;(P4+_EheL;U#ZW=7?a
zPBzAIPUS}l#oa|QZBFwqDZI~Kser)-D7(s2j}wgOiJ5RP00c<|J&$qjOT_r>SZ4d8
z9)%(?8uydmW@csHWpnS0j=YUCOG;kl!oFGd2pkU3aE$6jm=IR1ZZkS3BdSbCKVRDn
zcN^v54|ZGdL8ZD@h4=I)$USs0?n>yyp}E3D{?@kA2+DOI+(Uz`S{1?*>~o+NrXtbw
zyrb;-Y;a=6!NsmP(nC%|27s<s$u8FXvS5Ms`E@;Myw9ley_0kA9r|*X2s7KMNr*;s
zv$9yeZNN}<HVn8ld?rLL<nT4pvv_hUw<c;Gxq&8O0D%=1M?dkh$?Q8}fZ(?7+dV(|
z1G_?SFw=84^sIYBhkwIg%4b7oa=~|o|J~U;S=KJ%&?rcW>aZM=Y=Db2p6^L>P`CD?
zL!e*Mz^c>%<CcLU4#m%9sn<XB%b7O)6z!GJl;1sF{^iur>aBIZ;_RyFBQn-dGG^ob
zl9q02+hAg#tvx_xPeV@}iLGzI+&lr+(hPyzOADC&Jig`F-8T2j<wXC<QJ|g~SVm%F
z`u+WsQ5wk7Qa77=N<tn7!Yb{?m{cSsffG-xSt8XL`7bwi)y!!~t@|wl?vUao8s|=y
zSDMU|H?$}+5Wma+t&Vyx8j;5MU1D@ZQB@#qUqH&w!CGHYo`U<OvEIIe{cqo*uP#1U
zjZawZqE5ViJzr9bg&?>=CeZ*|O-o%@bK$yiu{e4p{BGaSQWx7KMY04!kzS;#2{X^9
zwt+w&mXDpInxsP9gq7%yO$s$ic2UDtW!}g!F%5=b0SpLqxo#=BEVH;dEO{RM(5rI%
zJCW#!ieizWOndX_v?;7Xf;6-JL&Pr`sZz#jptvSYXXtNu<PiHmU;fj;JP#!*v?xT+
z5FeIWm=8kR?pP7SmL5GiRc(HY^8-~!Uk|MYok8;FANa5B_i_S(cvMoQCA5lOzv^o;
zSUxV#Yh16IUn}jdB?u>Msr8<kT_|@MY;dTz<P{z@<_)_ruX~o~5WkDrr=+|zXT@8d
zbG$x1%RA#~FvoKdawc3g?AFlQo!vlJ<(-m_0fw+L|0-&-zrNO=@&d6(KKaUgkJ70S
zy>S7r$mB}`jA+B_x9F>{As5kvo9@^>7NUY&SXQnKQqwc2bQOP<uuYab)3hwNF|SQJ
z+>!8OF;&ykVqkTs^z$5#i-t`1wz88_eebXcUFo@ZF7tb2yfRD~E0Ud<)0H_qxLDRc
zcfSiz5aOONmKrB3g4NQUpCK{6+3(+&JXhuBdw0|5EaFHJX%-A(#`QRJ+(5Rf9x~l{
z&zM6}BtVykcH{dvY-b9#vF&v^w_wa6EfEmKlOJa1S<^{Xu#Tj>I{Zz>RH2u7xkpY*
zZ`lj|Nl2u^7M9eTG3cj2sDJ1<Gez>~`5d8l>1n#VoabD}KR60?T|c14*gTl7=Hjb)
zBmj6B`tO)XRfng^hC$;pDMK~CE;@Xv=-7x{Gx7jtTRstkahHwWT25|@Cj}*g?{^=4
z%?RH#ebl@TusjnVuk@xtF%aj<x@Tn<LqL%IB>Pc@9ODY8eGG$cCsiQ9Vz*T4Pd>a>
zhbGe!R(NT$qND~QeCRR}N1gQad|I6#zr4D@rT60>onP_norZ?yp?x?h0O?q7i26vH
zA=6JTM}665%_O$p+Iwc>d~97^zUbgJIW)QVrY%K1Fj=!9Cei#O5ixKX!TQ#Q1tZ^}
z{rt_P-RcziTtZy!1FS$lX?zWY=kQP!AMoioDOoSFJ%^lzi;aRj{-Ld|g(en}bagbs
zOKmMtM>nKi(TRpn5Q|yi!nxtsP`<c6_gsa=!{o{M?pjieBNb08vGQ_UmOZngMPT)>
zq9~@v@vUA`S}Q^*R0d(s`Y}@c5}PD<bhq9`--wE@8k;%#vop5_^aSl>+?`o|oUwlf
zydgKn91_)n8_~o$TqU+#c64jM7nB+cKfZ$9k9g`m!_^zU&fYI1H-b|c8V7-9I)wO_
z8sT?L<R-0V@@KCo1)A6jj~n<>gjyR(_;^rNDZQ<8&ZUsKb^!qTB;lDI=Sg+oKkm4;
z5VCrqd9NdaN~lxDpgZwKlsC=7UKCozeP+W0dGfE<CdIYURC#1v!c!^w0Swk(zU-Nw
zEG~^(IVXINXsfH{h`n0CwB|xv0N%sry&6`oCI!YSkv}Nr5HE*Zo%$ciw1j~2##CSA
zD6;vN$yGpI-8!Zf8mt-&+LZX|8bBxX_E83G0MsV&r%i(*L3+4CA~^fbN|KP$O#W`c
zMnT>S!#6$!0z(elb2KQne|QF~5u`RYP0niP;8?^7x>P#f+4%&&>qc_~6ZbO}Oc%w0
z?PGEZP#x5;i2k@?FPf?6XR;-Bi+L;<CUHr`fbkaRqY}`<zY@3ax0on#_J{Kx3l4_`
zR6ERb*)H+WmJ;<sjfjY}n<A1-{KJws1nH}Ng66mV=zG(X#5<T=!IB0FVjtE_8>wco
z1Ze0F7Z*Kj)Qp8vta~P|6O+>u+AC|QxOj=k-Q!$L_ppfp@s?nl!1>3>g{EceaVj8r
zHwAx5-_XZV_7XKvXWReGy*@{yZuxE7(^*o%2X42f1IV!Y2#~Dzml`!ZZuRX|ftB!I
z{9T9M4s^O4b%&BygX>Hk?O7LaL(pPsO5&SA@yPDdcq%8ca!=pe>L;N(#+C(;Io`f-
z!{>gX$dr9_Uy25I&WE7)U|5)U%KUo9Zyjn*hwQpqjJxYZO%hv*Jhsh}YM1kQ3S6=8
zEnx}yL3-#Qvt8KJ?A^X0wb=J|2a1)fSQKxiUXVSCOk16KVVyX=+<ag6FpwP<r8Yv@
z$}wFHBUGaN{Woy_`spE$KPIic<<z?Atnqoyz5Go|JcTKI&~=m6`mt5CJ_NS0$>?AE
zySBMd+|hsRMi#};KzBjri+HkNNS(;vJ#(E^qSFM|Y_7SA?W<#A41L<%0<28mlv$Td
z;a$v(Rp_tUX0}QwAr4r(nScV1cK8bcuFyE0(0ugaS;m=>Rd22WScH?KPOR05(p(bz
z9JBq*na`|YC@St}@o}B;I_VIYzzJe3FO2F3eH^RT8{j8Pod#7`EeOp&8*s88toKJ3
z&<;r_c`z~#&TCOcD&x!qe<i#bx9c}3voq-Yft)u(;qgJ~Pc!eQwqfbjCz_s5s(24H
zB~lQfs=&L)?#RG>s!a;o-71Jt-8JXmsy2{0jMIsgH1T&yvnb#Ar*Jxba?^gZO$s-c
zx8>;BUfHwb_tb0u*f$3Dr+#WUQ~1YUPqSOK)debD-zI)a*9IcY4dzR;6RLzp$gP*J
z?#A5>PG<Z5Tf(YtR8n-&s^>-q<m+Tm!@=Bap84c*-Q-c0J`M0iE=kmtNcv{HUAqSm
zeABoQ3)m3b_&5}GPi;@aw0V0T;9ej2s5$<zj)-UPI3hHU=>s_op@w}EqCzI(6Qk!z
zGPQSki~HomhdbYIN=vV^*ndjhl1OibevbCHd@WW~H>S>Pg=BZOv!2H>H|J6MUxH$V
zl*v{wv*YM(NB*W=JUYs-PGf#@6mm5o>Jrr*H*n65;LNFfcse@WsY1w~bF&L$ySXx7
zG@aNqms6SmcpB;0$+M7Yq}XtTv8zKdW}L(-51yiXCV6Ui<MN!h#wo_FNn4C9pFd4Y
z>*|Do0~3OJC=*pX$qyQj>o%!7YPKCB(0v1N{)EnCCdMHjhaG0I@UNH{{d_ude%jaF
zZEQyOF}b-wCl<aWPS$YE3@r~JS;lsyZ%IpETP9=Dlg{k8<;DFSvu;`zj*k8YDtG1}
zNH1vY)7|z=Vy1yUe@%vtd6c#L)1WMwJnm<msewPMAXyX|X+cSRJ97NQg*2Yd$=>^M
z*QsT*abcDVGPm3j*Qr>^`s-AVo%Iw8`d4m2BYnrY7otdy{FD9`H{smA48wmO6Y`<a
zqqh$i<A44`AcAcNG}o|&Ul<Q90`NuCe#Ex#->F$yW6}63F)nCQ)6%%~Udcy@Uid>m
zVCQF;_il&h>1yBTD4LIt4=N^Rcm>lV0P;b1_+5(Wxbi)GrNh%45Vc>^%tstZx)>T7
zQu3CP@_^6C%lnClAtNKh{aqV*M9Ye{)BBSCV5S0!h@)+F`D1J>q_&o0wbMH^F){I5
zq4Y&7t@(eL(VbR1zpW|3U&uMH<q3OE)fJu1GzSH}I$CZ|x$oIetaI6ti6s|()8%_>
z)vbe<J7qKq!J^32Agiuk2p<rCfu$tL2OI)q>zSvh97dfc0XYo~++zL@1BiIIk&c&p
zlhzHK$!m<SlVq<J>&;PMPhV9Wp0!6#TkA|zgyOsf@OJ5EQMjM=HJ7`hu?InCOx>@#
zQRVI7PDy?H7!tBEBW}g}f69sHS_yes{6bho+eA+mPnIne-AM6?=D%mGd>3izc}H8Y
ztsIVB&3+b-ZA|<!E%NyU{gm+>1yMY8n_A?8?A0m5Cf0{Q+Ju8!$gR}#HjmI-Fyg5W
z<i0vo-~{g?Fcajnvhj3*9e9!V*ee`nEqq4a+r!rK2L4n9w$Q&44JvQc$Xp1;qJBc~
zo~5#z;W!f*oKU%^ZrW09Bby(p1Ubnhgxs1xKS;@Sb)R+jZyCgqQBTiOtWJ875gp!!
z-n#y~=gi^oAzAQr(Y?tX?S+8x+mne(KN*xR$Ib~NiuRjumC`$z9tveSJzuZ2mElT|
z=izneB~ZEheJBy^yb5hhAm@WWVYt6cN?3ZrcvQ~mWjGy<l{6$@qVkiYG{8C+mW?D9
zg1??T6V~yW*|iQ>GCgx%-5bAsh<*Q;`gu_zpj6!GjIm%{_|ba5dVZo3RG|?e<x3JM
z^yLE>gp|J|v3K(NjxSLR2PS*Y*+eXMb7Z^ghja0VxZAPcL_y38`y-;UET1bPg@|7f
zqH&k%Dlnx1A!ykquG58-U2|wHrYG_Q#US)O|J}jmGAOJ2tl1A*08@!SYu;`Ln?-`u
zM8;b8nlXvN#Z~K-x0&Miwnk@KJ;ONwAT3$@toeSV7Nll%#_RjD04894CsaogbVp6w
z!d@%(uo1I(#^pWq@5+Rhv*v)wT2K=G*{sh<0gTo7&JJ=$54Z@0f_~Mj=M3VDpzha4
z5rIa-(&SI(X$jjv75^mRlx@TQAzJ+YoV~LJt_0y6Q{-_!Q9$SUDFxhfJB>x-w*I38
zgteB{H<`2YGLi#QiP_MvO%=cA*xAs4JepKfluES``sMw)pWSFieregCI3;{QnY4$_
z1uK8)MZsEo)7PphQvL!tRQ-i3Ru4PCF8+-qW?L56wmct8t@|^e7glgo&BwndHV}TX
z7QQcbvoC*bS~EzVEK}r{^khNMXLqf!`{K5Iw-#h|R|3<K3|T>?%}hYdy1$Pq@M30Q
zfB>NSt<Aw0vmG=K4-eh%ZcL?0S@3|m;??m|2AZ3&>n;Xf>|C`zKL)wTUCxiCr6u!;
zTtOuh150n<LniDI>#g!ELl_?)uY_%0Yt)r_yX_RY^?zhU1*{`Z^l*NL9Ug-!;!gt>
zqHnplOySYwWyF%<5)pT!xIb^piFlm_p{>$n!Rfa;{zQCBPe(^ZO&x+Jw%ijKsMWi6
z_4l{S$+F<lLL+1pWB!{K3()qtHB}_V$i@cf%jtg$dHM%>k}OjFul_^}tR>E;OIF+`
z77F<L^X>4U-Ds#M#|IGoykmHCCQAwDR`wy!tftZP)Tm0o6%-vEt=s;YE}mTUV_N%(
z{ttkV2^S{Q0PncigeDtLW(p6G&DMxj;@k(U_XZ0Dzy$al=6ewdlN};hw5#rleW<c9
zIE=f;5mA!uKdp9V3F3rUz-UNb@$xR<AEjY;$(M@a*6nR>hBR7Fn$3RGYWuwN8c$As
zJDIXqVZ?f_#t;fjJ1aK4Qm1w(3XkC%H{s3S-+M7vU;ewv{>LoOL`5V(8a*xXU2|$`
zs@)GjJ|on7G{mBxrj}#J{s#&&GB<}jGqXh*Dg&H5Z4RZkmTU|mn}rbsk$<(@U;n5v
zH<zr__ZD=0FuMgK#f_CSGKNQ!gk4UGXU*+p@;i}VZuYOO6?m)tSN8wEC-uSt@H*g+
zy<h_iNXfZ?k+yNI$@aIZs%p^5O2=g>>3{t=0g8wo5YS9q1j9PNIo5w``wQ`Su{pH5
znhg&I;HSC*p56dG4#eUCB5Ta*|H}Xyr-H;^?*yXq@bCZ&5QX1qbzm@tNbTdt*8pFH
zQl1b&AnY7vW@hG2JL$h&dcf503&N3MYK$*fZ7y3wp6&6$!Ehc&^XG;&(*Nc1{g3&&
zIhuPeum6YH{AYjoA-siB{4a*3DL0JqS7S6b=Sh8GvWXD?zeo39?=`zu|98JL33)+E
z<G$w~M4y{qX$hW@d(@0<*&=);c-Ove++AM&PTGYe@S;%>F7LCZ1^#7OsOhI(Rh&-A
zhftw}CkZ1G)f&u9=F3t^X&1pU4X-8yNj;>*N%KI}^6-y~B1^@RZ0~Z0nZ8s1O;A`T
z@XmjvDe8o0+?|xofFJqEy635@`3+M`3TbsaBSW*0Gjs+qa3;ML390*&niQxxch(!v
zSWzC-9P3SvCugj*Gc8V#iclZEPEhulGG*;KDEYOfMcNsIaV<OniO3j3c?QC$G;DN|
zSz6kLzGr3n8)8L5gZFGv|5y00;jsIWhRxU8UoV#^E*n|So&^J+imG@MjeAc?K3mek
zS`d<qbD>-Q=s}(1pF91>PoMM$RR|b2&Y!D0$r#zTTfsBiKTOLfj02U@Ib>xC0*1ew
zH7t7R_MV#4*M2T659@KM&{p=E(pCedo(rf{lv9347Qc@LS@OO^$v-SIfMeX92B0S+
zJXm6LH_UeLz^Ui82qbt4_f69IJ9CjP^~f`Dwh-$4<Dk>-pf|rjet)C{C;f|Lu4KQy
z;gqFxSH*KkI^`;&Z$g;t4n7s4+}eBr$S?37%#kL=zJ~<9=;G}vbS9wj4vL?Pu%};&
zs!;h3-BpDy@>&>_w&<!2UGj{)mJV1dDkdX95)sF$)tWfXR-YB4B6nMV^!(TL|8+>C
zvN&YifC(SiSE2Lsy1<9?McmyB69e<=PK}lqiR5#{6qDkvtXNPixBtGyz&Y^ll~}?M
zvaN?P6@CrEAi&$lr#&l$r|Dq~p8L5(Vn;tUx>XOFQNFK6C=SK#@pwmw$*rkem@;WD
z%t$OHyn}Z~`+FW&NDmgLNaC|Q#U#J2ELIYli_`OzG;iuC;&ed*o>3}FF+_mjB|LEv
z$f!PHV~R0-t_!h(4>XrdPeOXTX$Be!9D4=#>XrO^3C&)HcEa?|KX6n_i`hC9Sya{-
zc}n?@CFxAHmxCCFuKQmA--}L&IP+52nqG)l@9eO^E5BCz=aTmkR;<%zyLf43=DR1n
zo@b`v{%9TW=bzPu4@ql6BaICqzkHwlERyo*G`;f6@E3uei2FaVMJlS{Tw`HM{3U%!
z(d^-88%rc!@*SOc`OX_zeMQF3E$;~j`*2t*Y$B@}JWe%S0{RL{?;K+o;dhCMrw_c~
zX@L7Q>lZMWdXZXGGJ4u4_*X9|{!Jk1HFv{KVM$`&Kc9!1Z9nz$ZoH(0$}QE^D`j$D
zwQ4X>IQ8%OM=X-?H?UTOX$iUv@q45L08iZg#%=q)aWGaLyg&0{3$P>tMo~%ja4pE2
zc}i{bbUingT6w>mAV`H9o!9$%nq;B5sCwWOPGLN=cPmrVGUoGN*eJ*E@OZMx=X%M4
zz_nM;yYgCF)N3sxu7T_N0ci=lOZ;bsC<FXwM<oC-M}22b)_R*s5+V!czR)VH{CV0}
zNwO_w6x#DHCzedm=CUomcR#Tb73|*auDZTL=>GO@MY14CBj-hkal>2X6~^64tE`*q
z+g(d1na>~TzsDJm!2a>abMo`QYzV2|tqhZkeuW!v_7aQCxp;}5ucFqi#;|-=8IF6w
z^b+?<1&;N*;%+V6apk*q+v+<vBr0a`hK4h_A5QYz>($%aP!;lfjG)`NE*R7L*Kk=Y
z(G9R?E<XXe-c^`qKbjE_Otj$`^Ym8MTVq2lPYm`4Zo01=rPd>;|FcNLU!+s4VJ{7;
z_hl@d?5A)AB7b+WPNzaUM+0ZfIQ_UMgH$9_h0m8Ls(t$&F#~~RdgRmhcuy7J4nz<3
zft^tw>OS_6_$A*hF}CH+_vOH>4PhIdPNa9VW;T?y?(e*Kt?>PlKU~m@zi&qGq@Z|J
zAab#fa;pD$m$GJo-C28nNI}s|-fs^u2D*`r)do^u&NAjd;bpaoZ`6tdK}~O^U%z3c
zQF)^)ORdoRJCx#yc(%?_EDCP;7E-=ol~ow`YnjS>dq^r1)U-anhmUd~jsh;n<au!e
znweDI7_%niC3r_<bR3k(<u5?ia=~xyk9UVo#s?gY#z?Ut8_dtURih~oDeFOxf3CjL
z>j8+gu=i}A{jO>`+pY>^c@3d(+!buItcPrjm296#K`vGql<?{G9qo1=iJ#%UD4^}o
z`1)?~vX$%ah9d8so#?-fEme%-r@(#&Ou7ic@7gF>g}jt6sMZ6uM`)WjxOTz*d3#t8
zIwz9Lf6prcfz-Qi*bljaI{~VlU4-Xt>&HHwd%k}s!W4OTx*F`@Z1r`w%;bGa!8XX)
zJ^+gzHOe!zmL)J}gd&2eZ+IW`-=$_`8}_4(ASc%KN)KR{c*kv21|;wUhw|6zb$gsX
zAVT?YhP1Y2Cj9LG_B_e26=Ch^JQVDQnGeJgg9zPLux7XtDM`^)e>b^el$Ynxh_%p2
zif*o;+Mlw|+ktfvwK>fHZZqQF$r31`jRn<Q-%1?&w{7M8?}RQoN-sGjA%XgCyZq2K
zXh!r|^A^YY$%Zh`orMv6LD-BPN<nH0?4WQhE~AU2K1;;<;h)>65Ld>x_WFPDAOFwK
zfD8PuU;O|1!99h^a+{0S!xfVq_y6X10Q>Iw5Df&1$jBf%n5#{2Km0=_DhlSs1l;rg
z#Y<vLeeuD^$5&NT3*MV7Fy9=A;^g6x0#xLk&o`xaFSB1^-j)1MW*7?;MMFaa^x{Gw
z5EQ(19Zk(JKu4ljqwGUnLqk8{sGpy#2phS7`JYWyE32bJv^AU{Yh%NB`G((-?2-iS
zIVLV{uvj`~eSbfaknN+%WWFdPBjeqM&@aF*{qMcF9a-s%DWd97pw2qh13!Av>T&#W
zV0d_IB#CB!stCbuuI4A=%SyLD>GSh5Cl^;A@c;AmJ_Hz}O^OC%s$ILw7P8&!w{Y*v
z-6;PL)M=x8|HCR6d(i>xKUJy2kt^&8;^N{`N*6~#L7_k65Edo{Vm;}tp|}ko_5q|o
zs09V@jb|Z%Z!F+_v5gjiMKM8KmYw}ZQ&ZE#+8RP76|p{+#?thso5$AHHj~R7`S&@X
zDUy|umPYWg*)IJ4a*u|INxn)1t%(NC^M4rP>z&7U+z&~_1(A`c25ru8K*no)kM=IX
zkI(<X4e(D217DuKZjMNvF}GjRD%GFY)QybdD>TZ?fM6&wBV!ndX~Tg06nE0M)3qLJ
zYArw>BnHS^;Q`^?uKvo)Ycq56>2ft1zlW<Rd89Yk*snf)`b0}hyT01xt7IjLi{xNo
z5tcmw#5_p_1qm;Ne@?$c2yz^$x#&<%+?DHYCLPbt>$X`RnYnRXbqt46GF&3#fA)S8
zH00!}tI*BLU6vd-av@>h2&WR{CAv2JiT$>grE`VN;s6^q$xtQmf)k}T=-jG0oK5xN
ztp4{y)d>m(t(oeXqT45vAUr(LZ(;?3Ffd3|X`rl0l5uP<qO6&o@TwkC8*7g&`^9Xh
z5}%eZwO?6>#NKawy`*+b&qGI3C}J&!;8Cf<gKZnLM(0|rq7bnMLcgit2jY(TF*PF>
z*IpW0ntUV_sQ?}0x0PdM4bMsE{xicLk-**xLj1h4P@C*b&5rVS(6UZlt5?C(-0khO
zNq0|LG9=AO9Vc5YGOS;n%-$y0(JH%PXHBJdEazNqoGl_J>dhaw=HP^IWKW<$X6UR$
zZPT677~LD4RJ%(YCp|(L3lHZ_2ILB+E<%0^!qVW)0?y47dXt?v0oq+uw|!G|3Plnj
z5rzIUfGU#JR`WVviFwyBx~~NyKf=l=MMH{Nb!v-(f<UkUTr@D|iw4{@I46nuk6T?t
zLY7b~Xi}XMcIE2=-nOGU#VYuAd+9W=c~<$>Z;U;n*nsUVry4XQo$!oTr?%a_w~-AI
zLTk2TNZo_zIP?Y6VV$O=+e1`&=uCs`6X#OKeW1Lapq24sSd0_TxmXG6M}^NemX+bs
z)oiBUDi}2&m=wS35B!Ay5rB=-iZDtdb1(ZJHI3uR+~ZM7eWL>oKuH{`E)B<$7dO?H
zIP0t7hI|>#&S<(ST*<P5h2q~t<Tt5@Wy+*`&q@-7MCbflqc3}C_l#?^rqvL~mN<Y$
z<~z9z>ag^EoQmL!M^ph*sgK;_!aAUp=pu+5wJ_++uQQw-06MEr5{=OOe5Qtr{0UuF
z$5S+yn2n4GZ3E3a(`8fCv1|0btv6Dx@{F^^7j#zlG<&N+zvQqqEWE@_9e92zttwk{
zBnl0Z3*#>)clTJoF3P-J(<xlf5%|Ov`^L1>GuMBvqPiTMQ6sSw&{J^%hI(Mu{XH((
z0uC!Py_>bM1<TCU`f$8>GVZOh+ge0aV8%YrKFehWKH-5N@=X#fzmS*BF-%n?KrOp_
zlwUhB+;<4LWDQAAUN1kpnOJd4Dnx$~b1Ev2t^SBS{&K7#=JI^(WcQJ{XzbHg4jy+s
zA3L7>prx~x#=vKN1TS0XB{r(YCX7ItvMr^L?A!`JOp3k)(eXXll>KPQJKRc$WMWQx
z=y+$&R@GpBjc=*{k?;A#sN`o`5`$EN`T<QWOwIPg!ox?z<sU4m51q{suR$NtoxW$#
zTAQi(fEs>`ZIpZq+p&76(@;;m&$+7!T^Byrb;-L<I4K<vU+f!>UUKw^pf$bgYgO-N
z3e+=qdGX>x)~BH5ey-;_Pv|<XyiKUpsJoDEFzGH2;l=#9Zq8UD-YpM3(=Yh)C>7*8
z`?w6O4!_hO4T{D@ZOzxDn9{MXT)iXT9~#^NA-uGtiX%U@oN*%M^^)7H`%Oh|<8i_X
zqQjiXNg|pNzxtp&4!)KuK=o7%%(7Nm|E#8nX1}boUQ(jo1v|6IjhvM5kteB&46L#a
ziyx|j(K)HRaEp=Rv=6FQ7@}jkYt_#WV!OXhwQ~fY9pw;%$r;Rc{BgjGS|!j+d<=1D
z5%iQ=XgPLpV~$#g7~PGtQU;;}tWJY3;%{q8#ow2j-YLgFa~jN3Z1cNvz}U`t2Q@vR
zfrbF@Jq7)`rW@g}*GNy(v#)6KEN_R8vjkBmMkE#VNOB1X&NGVG-!Qr^IVQ}%U*<@>
zQK{C{s+%0grn4~k@MB=M6aIZhs$`?br?*;KL#+Ovh<~_p7@tsH@HB>BV7jRqN5Jyy
z<=c!$=!{8xl@}filhUJ7+V3Md*h0<NdX?pIc&?f(pXvKgIt?7g@a}AokjCexf+5tm
zWF5vIxyjS<75!J$<w=Cy!mi1*K8DZ<>UrrJAa2r;ZEx30$YNQ2{&ii*Z-$C7^aAfq
zgMc3qPUE;Jf-mCDu3`Md1vf=1M*MoWlu=nx_D==6Ty84{fpnFTU7Vi@=LS)^SDR$t
z04fCvEab>_mIBsX%Zak|x*<!*Iaz1GK?~eAnpuW1svs#>;U@f6M|H?bxdnW|JXX)m
zf%lS%PubW>w)^=radA~J+*re&LdT_ReR~6Vn}AbA1BLwc^6`|op^Pviv$?RWaH6-C
zEz&wAM}o<x6OZ|%w9s`{Kq<0vh;YktzBrouCL7g(OB9dclGZ`3%tyZpt)-5K0fn^T
z^S1-j;2ORI7MH_iVJ?!}m@kJL3<Q=(T&ejePwDCLUG3hPWhHSq+1$J0g6;E}(6QRe
z@*t!|q4L^+Pbgg}Dd+Fb^ar<DSj=04uiE%&L=k*1FE~~7(SzSKd{PS>z$X4c+}9-4
zrwGiepfgc#HK<8yos#kOBGu)#G;L&4=tk=F)X6W9LVOD&2kZN1sOrF^UUYHm=B;5G
zaXcBuRuoO4iA4}BV<R$)o5DN6@(2H$L#$Ao&_WA|ZEMP>0i=NmJtMj`lYw`{$e@tq
zG?L41N*LQF(Mw#_5B{$;mJ2iJaiy4$iZYhBN|-KnkHqiuzegX`*`0)XR9f}+4#ENO
zH)s0|WRW#@$*S1f%;0hN**MI^I}v!I0K=d=Sq@91-)`fSx<LIy+8kk9ETMPl96j+;
z&I6pOLj3x-8bYCkZFKSs#uu`VNUWaP_w9us*s5`8Lv#Dg+91*?bjjtiy;jhQvZ@r#
zJrd>)*HAgVVAijinLz%^QV~xEvR#saO;-%~ZxP3x#-`kDEckKPYWM}QVR;N^rlxh{
z_BCs6pdWL&@6FVamk;&KSE7yAw{{pCVM$w_T)ur`ezEfZs<`RwcO>8?Z!Q0V9Q_~?
zSC6gj1&EyDWN=&>)lkAotXeR*ZRfNtj(`+sQlKL}nXuCBs3Y<_(057qC&&tF|1r5W
z8l(GuxYT?WMxH4k39FMLEw~@|OpYaAL_8$A-S}hr!;;n5lQ3#j&)Kti;QLppjV;^B
zYAG+)T~@IWhDkBX2MuOzjyEAuC4+%W)g2q-*ZCqZL16<*x%0wkE5a_do}3q+tAo+X
z{O|MmuYy#b?DF}mI>Q(^<iQpuv&%J^#PhLR-cY*S&O7yOZz+DSA6^lC`_8OnEH@A;
zuC7-nH{W%IM~TEHewnjw+{M|ju0Fx5xhya;RR@K(BhzC!4<_Dtm|61W#SWy5y!~QL
zMCB$+<Rx%WBox9iXfl|Eb;N@Oz-`f-LlV09#D@EP(TJOFkiPqnYz}B{WKWzY(mH&<
zKr5nXNXpj_VNiV25B+%4_2Yr2w$AJnowk&qcSVB8zKky<A?9j1yZz=GOSf~2q}U8#
zQib+O;-#Rpo65<e)IaXG=M<P6j-p!Z5|-5G;DiL)!=orxA1s*~TMF-+99#6*EpE^(
zf$9Y%!4DlKawxv_+&Ld2o1halvn|kvCzX1$M|0ZJ-M+4PxIfS5cz(-D0zVuDFW`MY
zbjj#yGGDI#UO)|0cA(Z0gBiZDs`?(DlVGOyQ5$3}EJ}uX@LEyhq(!$UVgD?0wl8Xb
zN}&Y=F*cd}tApyxQVji4x-3*hE98fJP*<wYD->on*rEW&sQ1uz7ZMrH*Ps?^!v<$Z
zrD0{dkav9O#(nJYP_A+@wJ)GhM}g}xUQh4&%D=};0*;q88H5XFTl{Nw{GMW=#f#@n
z%xxz=1>QruW*pjpnDr;`Xml*Ib1^ZZk9MzZjx9q5OGHeWx7s%!Qk?2Hods}zqi;Bt
z#WnZ%^bbcZc_geohYda&(=fAVcz17@lm?IbADGCIl1^NdXp8snHlEhmDfufMX~}wk
zkNjf^^iOHH=!i}}$mj}}f&G>jyyI#0LE&bTqZz2aDgB+dZoEUrDf-cA1+6#qpgi9=
z6|@CaO#pw+nmdErO};#55O{{9edH58(B#)9d|-a;^mAP!;qm?@-MqGL&jC<9(|y_d
z>k!m4#EZ{TkYgN6Vt=wVbA2oKgE=fNi#`Cn9<SzaU^&;9FRNR>L#~hF9#`k#h_c}B
z%!%*&L4>FR0T0G|UH0vQj?OZ(`9O$$IkNvzg=FfNs^p<ei>^o)fl{2sWR@O<|A&5A
z^ryI{1Tp5#5|kfj(|fdjO&JdNz6B<OEf6^+oLH2`rQYF{)D93x6q=u63OvGc1R^t(
zpO)zqynEDq6n+s}Jo=`^J-1lDsn%N?=iRB5j!qYOoBIG_qqdy_uTTO=Khjn(=uiA@
zSVHXe{8p=&>3O$KWb_Z5o8fMEt}oSf;uA~v@Q|9pbqxjb4u(E8B6LUxv^AUe>oo&)
z{iaFVlz9B@HyH>q>nh8)P<r}X*Z#zo7D=!NHn<o`Xrx{UF+c`oh(9c{N$T*xA3Cao
zd)&K0O1o5qW{X17y@5|cL=(2P*@iqD8&j|A_s-1VNO?%w9(b@J<c(XKHVFs+e<uyJ
zC_}ft<Cplp>G74-nM>LRMLgaMc2u1w{EKSF9g2AUMQot%<Et`9R9Gm}IhG^w>{9dY
z1kwG?w8$g93?$F9&dhvA^b6A;_PcS>?dX_(-x2SXFDFz$Qv;XNEZvbXdGx@x1Axpk
zwV`kt&z{Pb=kBe5o<MZ#?`xd%IcxF!M83?uN7V<34CQZ4V&6pkwAj>}#1B;d#HRgx
zH#j%nbc&N7Hb^7d_^N161`5quY9YSQ;V`*h{4J+67S>To@P~~8M8UD~lt~L<WT8hu
z*E<(I63ByIS16EEsKs9O+F$)MeLzklQAVw(td%x-Ht%Pvn!hH-aUlJdz6<v~J$>i;
zUf^UEGe;jj-@cdqL-_nAGOA=LCQYyN0VBS^KQ^)zO;t_%9SsEvYu*x;J6W5%ZqF8>
zHli^>O&M&KRP4IivbKy>7{b6Ih6doC%r-gLzK#vjS(pv=YqU8(@m`=Sm^f7@99N=1
z6^DG_*X)J-mZ(agE%v(g&t_@hDnk)$F-(W{LrQ9pYew!s3ej}rb83VZ`h)pqIUjdz
zm&H%-aRV=mtw7tj!XD(2Kc;j3Rr7uts#x^8!aXd0B5k+1j)K@BqQjCngjtN`D6TNx
zt~_0DD^c@V0teAE)T{+0n<LA(^`7t0z6jqMe7_AE?Oa&Uz&LfAzP*WZA-W$~+nj5>
zxZFUpxmu*ch^)LG5}A@FS4AaTL=$#=yL^^(W<3MEPX1SFo?1lZJokFODJ0PBaZU#~
zfnd&T;pwB*f$nd`n^jabPz1gCRE?Zlbr}RNctR4~5W}@Kj$#ls^4>~<DSOe@^b?1$
z0P$z>y_f7R60?hfQj@8CIXCy&!6;Me3)g6_ts_~3DEyJu*@4B$Bg6mX+kS5Rsn(wd
z`cr@+^4P!x_L>5v{Oo5}S2cC@5E|Kd&NV<_G(8IX&G7MYXQu>69&uUy%pN2rK@*{o
zk!^U0QU|J{JulBWqjIwMV&i$j8E7{t1n=)Jb`<Gf)s>psGCfLMyzqna0wS2uCrqHl
z`DfR4@26UpY{b1tsU4L<i@L9nCt>}#^STGco(%j-`GFCa*)*jT(z+J79w^rk0NQy&
zjwPKFtbcZJfS*aCC=L_7qQud-k)@vRVaH2s-BrgBV#SiaYZ&6JqNm(5SAZ*}@Cq$;
z|MF>|PnW<RBGC6o6$xo@2lYFC+|3Wkb1QFiVmX7$Gl-Ise{PV8INylVCog89=S#TS
zj@jU%*R7RPn&okGE8*w^#fp*xS=XK9nBj}f&YfR*HTd@3nHLSc6EX}B-ziHhCV`(*
z0hyX)?B!lWvF`wt2Ok*hB)jD<j6%$;c&KV%6o1ny-v3UX90FrCDWy)>hvC|=jA*5e
zvanghqaakdPd$oxI!mR&_9`-cZfHW}owLG`|Ewy%8~#*#?qlaq{LQsBxHOsUQd9@b
zc>yFa<`wY#5B{2OpL@=ZS-W|qhg6h_Q)VuI`DkZyeC*}6eDS)rj6bL-0t1}7lX+U{
zmZ)lWe=Pv>XMhua5bph`L*mLY$T{Z+XdkAwFK%ePDK(0haAqLA%d9XxhQ4=OCJLT2
zUokB&rR*Rd`W`hC+J+nNGd3>ctPcjHRa4D>0@utF1&_F#a3;1{#g!xEf7)=?WiB;}
zmT|WJg?ym<NQnc!jo7*tz#{&p^BZ|<S@4ju=L?w%-o?2rk1M?{Q%NCy3VXo&1cW3n
zfd=wc(D_0pVSem&jYHzvcdWnrSDeVEY)2;L1G5w?QyZoj7z8`cb-{v4X*)O?s_<+{
z&o-s32|c+OrnRLbu{geFjZ=r`3}J7Z!_j3`p&R8GN?k+{6WnFX^5|v`jj8ix;ZAZ@
zq6lX01BrS*qg&7P1yH?sjQB_!aY`HxzuDApZ66HLD*+OXco{0MLK?qn-um5-tU^`3
z!DrrLvk5;ckTL^~z}bt63D>9UucsUaH8AWgLcH^;iz=uSbk4n1)A#b1FIOp`zd5e~
zY@$4Nc!kg(F@^WTQb}G<G5XgRvZ%)je-J`blKy%T7ocd6@ELxEF1aan;l->Irk_y-
z9P4ol<;V9QN=$HSRu6%Y+avcWpZy(z+E$EXCx#;Jr}u3cKB262h~tvUpV`ThwqPp!
zsNW5M7dnc1x9x>h!3U^Zjt>_vE3r;Z1$T7fdJt|?QnDcFxG5Lv=+6%`qy3pdAl3en
ztY#F?P7<|WNW1LdYODe?-TAo*56e#p_Mo<WFPNSjnnj_GV_`jl*oHK0UA$N6C1PuW
zh9G^yRkT#;Ma(#2nvlY!guioMQI7wSx+MU*0&f|TW88lTGuw6Y*;nK^$R8OWJPLbT
z#W@Qp`-aO`YE?1`c`s6K4npw$D>QFu8)=qgZ=IS}a=#?t_8Zs8*U*lz<%`vp6S}`H
z6QhZXI`Tt++<>7h52Nd{^Q9pQB)`;TtO5&_9>SlfoZPxOW$H@YZ|$XhNHKcL{j}9A
zPz4-~U<9yfNoA}cQSr2?262DD<@Qa&DL3b}gh)tECUp26rae@B>U`6;^JI(G*MR<V
zP|Q7CNX}2C##59ErQ@S+|3@htoz2gjCyoGh8Nt+`f)AM}SxR`tBp%L@EpsMEY0*}7
zg4ar4l5e-JcKi)Lu#xpZkT*&9#qh<K3We3W`hMNz)v>Qg!B^c3<O1w;;(X{D&}8hR
z3FP}~|BQ(E+v4-@&0R__^Up?ag^jPdto^9a{D|^uR~3FjZAcBh{xb5w(KQ+|lt8<P
zI~^=hctJ0{zW;I*-`v`8L)Ss@U`gER^LL0w3D2>h67do#Vf&4FCAWEs;1MovH_E4t
z0AQxsJQ5z`B0Df(nzvccQz{;Tkzm#<!?2iw2CmIrhO4IO2dazF>zd&`6CFi~z}TOC
zZNeeXHf+_<(Oi*nMde|21ktyu+5_q1WEhc(LtqvS0Oj2g1*Z@uMgHr@*c3B8oZ(yD
zH4Rmx;EeFW%rBKlM0C;?X=&!#3PJ(#Dt(rUe<8JH#P=k+cI7`1wLguH4+Y&>EZ4sc
z7lXh)(Lb17@I=B?qV|i~ul!r0U+V&(7#1XN{PYZSS8dS4FvC`U8q?Lzms;;qN(yvW
z?s`=XlxqTldQlD{aqBPZ+1*^$_sT*KX3tTGjqY-alCpFg(9Zo|>Q^5WCB(I~lr-nU
zWU3dvG(N)9RS+UH`FMnk7K>x^yAWPbh=)FBn$`(+qbKE8tEMw|IhL)IvBd5@Ma<X#
zPP#oqOFjBzT5l@Y9xU5G-jm7QJgcdSO&EVA3Nh^p#1k97FBV~)_|fafYiO0<P{~OO
zbxn3rTS|4!Z}=c(?2w<VXB6S67iCk+=m4SfCh<~L58FBL;jCm!=%5SFEXV*s7eCw3
zsn;YohTq>Q0`wLmPQC%`5msN;nQc)(U_LuMee5g-&D0VaTNKN4kNuSVkZ$I0nO|zq
zuE#vqGnewIC2VW~qZa-^Z2dGkHWV}f7<IiR=aUR>i>^_Gc0E~3IcweE>tHr|+O2%L
zTVDGRw%oBF!>}tQR;s@EXodOglu(ILrZ!8v{)$UNgeXCKJ;6m<+TzA<ZluN|ld?8y
zT(N>R8l!-W11u{mYETF`g8$?iV0@78Q^q@aZj(-!FOCGKW|Vv~!xgGj5I5*aG!B~D
zG$S6>dQp|>ux7|)&ySjqYD~J_C&3s(?!6gcfB)7dPMze~gga2kYzP+NR|<A8X?GFS
z(~^RnItZ8Z-$)#!i#kjdc9JRWDu=F&u0)<W#$3SQ>kt3l93aNf@!*IC@O`Ebg-o}-
z63AbS${_!wnoZ4S-0DP>$&ne4RT3a|5~|85Jl|_|$vp%T`>8vS$`r3?0sjiUM2tIL
zD$to@o?<mp2eYG?(*Wj-Ce5owE1EFScsx9HI`Ck37=8crXP4N^5ij3CByuaXw7*nK
z%5CL4b~_rAm*+i5W9X|BN|WKW@I+j8%sgargWrV_*?2Lc=dejOAo@y%DzqDH+H>LA
zNg|4}fK>qXD;8g7ca)0M5KeVY<tLjWX^APLHoH3=>AuBhj{oDlSReKlZdF-tJk@*i
zH+u7X2f3fKI43$D)H@?c6Kj?;tq5c~Pw{7Jt|VYqdXV&!;*xXi2j36iSY)?|r(`BC
zQ3v{l6VdQ*CA<b6?52N|S3l_Wr`A7zLd3(qv)gwX@g+b~=Fky1)s6jCMdtUhRrVko
z62CgMz1C{Jl|6lS{rUaW1CPy|KRLBjsHqL3|C;Zqga9&PRqy7#)Kq&H{|!ZV_{kFy
z&D8{R+xI%s@AQ-N@%F7oCZ~Vo>sq)6b}A=1t$xX5X73l<GZ?$vmq~J2KBGD4{vzte
ztioy9L0-gK4vJg~>{T`P(NGGI;BsKSp6+n<SITD~Khu*R31=F&8dT_~#+_;j<a}_$
zA-|w4g`PiVir91T)x1GAR`Esr)EVT_l}>pvtw8)nZqoh&J=(<HGE!{CkLzzjSMJ>S
z4-PXvG7#x9yeOn<mzCzZbK@-^>jBc*L&zScR14+i(3Rc6yR*)X$=|tiWL(Fn{j0QQ
zo>Q+f-`JX-Mlsm%IP(}8<{|Uo#qVLh`1Pi`C)AmKl)4ilrQAQWZz}LZ!a?!rP2B3m
zHB^=!Cp$o9U}3W=d0z0XCvMpXVYsJGPh_kVrs?QL4>?BcU#9Q|==szx3YoaIWdt$#
zQe%_t!y5y1nt~K@pqK(mKP^0ByHSwYOQu24UtgN(8F|@*j?RAWw=TbA3L=Jx+wZlm
zFKRoXfRNZcX9=30AqI{cC&uxx@w<VfZqAvVZwPeb7-vB#&3uhacSm^uSj0J{IyB;l
zzTL8;z<i}hXI`*X&_Rip)A~2wZgwr`I)ZyxbfYM6)qHFb+adE0YB&2o#*f#>42CiT
z!TAmD#0TsSkd6Yx<H8V+fDixzB5m$Tb7gB8YMj1Y-3?-YZ!-2PXP&c_*Kb7$yJ-(?
z@#QlH&R#@c;?`7V4pqTaPYT`}?@UQOdC-p*G06^`VQdc{#&N_x;Zrm2X}2>8jKiI1
zZ*x)!4MVirVs*hl@e-(aF%;7wlVQr#lW{RYAUg8$J<8u}EZp9?o)Ww_v;27b*dZRl
zvN#??#s&}x6wWFg(Q#6SZ=tyk;B;*8V(;7vqC`i2q5nG0djsN$Y6J}|_vv!63KVbF
zCEO4XXaePt!@D$4*p2e1I{zeRsoLbtgh~YMZr+v`x@Ci!FO0r5Zu<u)|8&{-l+MkE
z!)R)!1IEN7=hqB}G7H19#OFd&z7paSAe#3lcW9YQ2ADGC167Kuq7$XU4>BLP=xfj<
zT1n>4Z0xOV@8`@pEw?lrGWU^;8AK7m3GW}*94XDL8FsVPFL?2}TociAS>Nj3-)?a^
z=%HdXr%g}j!=BFu@^nQoR6;9^u5)Oy@_fUYVropF1>p5V$B05hDjV^mSJdnYyN(dZ
z^#0lcQrtmKqetC6`6AMh?EHNaCy!Mq0a^8Ro#O}L`H%aBh2{8_o+1`woln*n7_>Fs
z`@i&+^t@3>pKajQe1=dLZ-Ld5D>G0b!MQDPceT4EaOHFwDRTmpK)@<fj#o@!U{X{b
znwy2|Z30i{CpEGg*evp&((E=rab$C%wXlldH{V+lLGdDP=`($n4!ToO)uCXl>D53A
z>YCVas$rk)pAbOyCWhq=Z=H!dKyPy#aUu;U_bP!C_jXi_=}i8#m5y5-#a2lw893vt
z1PDgTmdR*tmD~cNbpX+c5&qpi!Ans>%RpV<&uLdVZ0juM`@McH%X40byGF3ziZV{q
zCC(z2cvz%j&j>M=*;G$sV<8~yu@1M0DI8Yk8qA4DwyQN7^&`paj+MN0mhAJr)4^1C
z1zQWp-@ALRzaQV0I-m|l$giGNS0)se;Mj;i2~m4^ZkzzhYn<~)AJVg{oW4^)Ocg15
zRrS%1{pR;D;&-!k`TNjY=nou>1>Qt?{I1<PUS;Q;O7Gq+vZvsp6Tl~>e?)c9^Z?`d
zTI?4Vg=I+@47%$|x~UQ#m=yILm?*e0LJw$gZ1|7gtezZ>RYSdhf#&K>1N4KPykc*l
zSTvhvg|S>z5!aZQA0_nE$bp^nzQYuP<KdXu<fOa2ae3Su8#7sF8p7arctEv3Puf)A
z0&vI)jgb?f2th|BQ@}(N1LpIex!IZhAKOMc0=HZL(LYyRU{#)&K$SKrVzHY}1s4-U
zLnHAJ+Ml3!n-pZaFYgXatr-{N1mo&T5KQQa1L<o!V-6F{>aD5HvEH=#z5G7_MM1j0
z6UHtP_=n~;HE+Jiw~yx8H!(V#eu^o7p2mj7z1e%ntz^&IW<=clt(tpCJ@oGEj>+>+
zab9z2@HK4QeGfZ>2EfJ97>}QS!mufaprxUV@xz-+>u~lZru=mg8y0qfuZKB;w%<ql
zp}P@rbv)<3IcA>F)eVh21@nZBchK(V-3YrpuBsjK@{7^f+Y)^`x#E}Kx%I4)f9x(M
z&)kKLLBGJ)%K<^b=g_X_LPS1U%h?Y19!6lmuplg+Hwc~Edt(3L+vq-U8A5L_gR8S8
zv#!#8z%nQ($l=t1-=L|ff>nQ?MeA<!@j4_3YHA$5;rIhgp0ytvSNaQV;S$>QUXI9+
zWiT|*<ZK69YXkJ@=7UMI_Hq8Mn|C8Hc6e)e*SBGUUuP~jg0{Vu;r0C`P*W4XFFthY
z38u_DfelOh!MDB@yPh&27!h}7%eDh6ee~{9ACu=E=aiq3nU5x2SEFTP2b|wG8U}jm
zc>6vDIx-IW=6g+tZ#!gkI1z#=a}Hs{@*(i`v_;USD`?+$H6rf+CDRUUtPRk+n-?a}
zI#lhoA3gnm&AV^H&BeTW9nL(*l!a%p;jbR>^{_zD_Pc05WE&!`Pvx$M`|r`et2-Kb
zb`{jaO|%=b4PjR%RqatFpRL<@4?9=(fsKVO=B&Jo_CvPg)jyM<tStUq@z9-kOxY2E
z;E^uyb=1b1vmepn&k%&KYtGC)B+*q@!0)~6;bg83MfqAdM-I*Z`vnZO6w$7}0lSBE
z$rC8Z*TRVzp3qd4$LiA`(01NKgsp7`HIC=oheA^@<-~gg_qB&F2{^nFj}9Bc5dMek
zy%B_uX@!`6@&lUMiMJJ_!?xE@kgLT60g`<bt8c`iZSYHk{q6}hiS>kU*_*-0PcOvu
z(;t{%J}LRz!&&*m>I&q?qwU5pgo*5Tq);dnO3mWar%%|mYZrFz+=&k#K2(kAWIt@1
zHf<0X7>MrOyCXU}8r!yQ!<H>uke;5-#95K}tMTK<e>YveU+5s^|2<JrQCPNY8T9n@
zaPi_rsbD{Xii!%RO`C@K^TkiEO-)V3#EBDOV`Bp)B_$Xd8lrFCz6c8wKe>qD@9)nT
zJINThV#NwLIyy4fb#`{f!Gi~xGR4Kk_~Va1U~O#;Wo2c!xw$cEFePcxq6KrUqM{<q
zoH>&TLL=Am^z_6(|NO(0$;!%NqGe4@O_^&oY}gPXAt9V~K=dVg6aC5WAiszFF0KGa
zq8oXU$lM7NCNS40e?xR7!IEFf{rmTse}Db;SI+P2)vL#(`Xt=AaiePE{LPy;ng3V5
z$beG$dzUU<issFmGdd|MDl-56{PWLv_f9&<gk%sTe^0JWuF;@D1E{L1GId)Wm31!)
z`TI&;E?>UPWG*DvA~rR2=unw~qMJ5tf{Tj_(>~<4lJus9g@w$uKBvd`VD;A92pr&x
zfWF>vb~M7q#XX^_qJZs(9&wf@S^Ad$(HZ@_dO(R|QL3P@1jjCfVd>0{Xy$9noQ^YZ
za$DG2>0!ejw!I|@x)_bX7Ul?OW(H?7b!_mj3sogK?6?^xQ}43!3Jlr!5_5an!G`0s
zkAaO$(ArfGwuY*3F;~aRfpw5wP>L6ya-{1ZJOzOcy70Hxg|oIY6ZoepR|`7?Cr5HY
zTHjbjq3UHMva$4SPB9*)=3~8|8NBsXQAbOe`F}xKISziz;Jn`IH)#m8(Sg6U4xBZW
znZQ3)x!Twvqx_B!nM{U~<BcrQSYH*^YKmxXpayr5Mf(mW8d%_JgznX3D5;WvCmw-5
zM)3DCg0qn-g1g&7RZ$K*9w*DLgIa*GhGNyrNaCh$a05fkZf${99DzTaI^2v$psx}9
zeT?92tjYwvsVc}}$D`!x+d)&Y>LscJnOu;7xtXmk(A8BBZl-G3+1~;2*~K^&#@!!R
z-%mhb14H<G7{J*;mD$X#s!$s{o~Bf<gSukX%Sa*!W<WiCw6@iPt&TEW3{|nBttGOH
z%J3p7zh>3}&$dw22K5c$Y^cfv8nJEgnK}@aFA|ujr7Vw2Ki5ScS3T6xSAic1V(e&x
zCkc6o$&}8hKv?r34Z|(8G1NjE&KgQsU(cB7k2^nQa+W8bXOxuTsFwvA>8iq7RT0hf
z)Znfu?2ny|G?;9E4r+>UR9C_RCqt;q*G5Q20e3yTNJd~?J@`B6!C6;@3H(!)uZ<lM
zvJV{~oA-@X6{=oF5&>bN-;vkpk6CD8rVd+<%%eg7d_rJj69hCefwQR^HVkxR+u>e9
z_2csPaLnyu0~>wmMdDef-lK!79+vj9Lw!pP*cqsxtGm9;07BmTV@M(b-3{RHW&me>
z6$H1pX63*53i%vC5^*`jnD9?Dc6YI50>i6g^|NFIy6D5-Szre(Em=DV|BM}|DOA0r
z>_Fr@@;dz?6D`a&V9T-D?0fe|!T>jYw6@cNt*)RA+F8kL1H$%#9Q0FGM{i|yILIqt
zfw~S<YSqS(!aUCM+O_3iAo99fTnOb_wa`H%m_YP<^7^N!5Pk|uu;j>CL-;#B6GM%(
zFxW^FPO6FsvNM2+TrKQLmY!1(_9SI98SM@@nZQp|1y;%mXriTpdLj=l^cCb_q$pqY
zx|p5^8&XbFdQP(;H5)^8G%!$C19g-YvC>SB$%M8)om;++yc~=a<f~pcatoO9T?GMu
z#5a(j!O4c&=%}d%7ZpVWTNog*v<&C7^J`=s1l^27pr0`U1paYDZ+q51h9u!z{UceJ
z{-ccrx(WQ_u7Qq>e>^G6KZd0s&`A&ej(Tv`QDy@FnEv=Cy?Xyx&A5C&IS)e|bkV|8
z1J)W!7~!N3cU={Pq;R*x>NlwfwAF#XjSif(l$oG6Mu!j8%@<2?ys;G;>#MQzMME-Q
zR1u#q)-ytP^Dme$zDq-(l{WmXwBf9&gkTTBd^MWeKkkUmVCSp87HF&|n6K)q!Cgz}
zBhELn!cZ%1xM(UfpKotq$^^|n$t<Xub-=T4Vsv<zfWZ19I&>81@a#X(!Bs>D168bO
zBhVpPh7K<T{h^MaKQtBehsba551jK9Q|@`nzajsAQXYmliuA|2`f%5i-5)n)WMhz~
z1_o%UqmGgymKo|orB*E*%+BR3uOlZ1LwVurR(>HfHdh8YY0A~cVRIvN(@=xGq5?cs
zl(5K97cYv65nCdi4Rupy4hCtdqrav)>L@B;nE{bs8wYZ}O#aP+LPlTFAgi7lYG|ga
z%mi7H-!xBO2RY>x2rm*1OA<n|@Ag+!Ltj-j#z+69sm)yTaDglzT^oi(55enpF{?u-
zkwCNMxmirczuz^q;i{krD|vaeQC8s$STYzFi1b~Dkg@M5iXx*BH}MZt6cj*r2=}Sw
zs=l7cd+->UM^2+8CJwpRZX@&P8K`;+4=TvHauZ1lRwDcCWqb)c3Ukm`NgchE)nPBM
zzy$s&qc)Be<$l>brG%ZQv==#a;Av?wx+|%{S3w!(a`MbP$VpBCFG{7eu@ScB<)EL6
z8v3XR+ChVDha=UrgMpk})$2|X+YX`ue=Bmc&_d7-E~4$g5kR;pD+hx#)zM!=V2k?S
zXp3qhwx}**i;9Yvr>BFQiVB1mbK7D~u!SwzIT)y+j(+Oua8y*l5?yxAdN4Onc0Gu^
zZWRjZK_cKTp|ljU(lhb5zFxH_7jDkU!2oqN^ix-Zqk;mK=x9T^b}bytlO<oGKMLe`
zR*{rnhS`~!Sf{581&+X5Q4GcnN7~LqNZ-r0L+pfEC@1akGj}_v`8Gh_gC|To6vxCN
z=h_`)NVLQIo&iYTcMOFQZ&4T)ftXR#plE3ZmHN`B@*9mGhLjzLkh+JIk3#gXtbF~S
zxikH!`!zuB{U=C2e1?&qef19We>E?m{H*iWkag(>ir#%hQPfAo&0C4`+<d6}NN>oA
zx_ArMX9pqTB)ca6IlM;oN9KoET%NiVsS)q-X#GCCK6(j$ll-g7_)QK#=$6BHw(~er
z!{6cTsJSS~FGT%ey*RIFF)08ETMr{~=W*nRzr&kRb5NdN2$Nylb)eO#0kZCfBKg2s
z6h_A(<H}tmA3O(5Z{Z;UB;#IjQfk#puX76&L`5U>Cin9N%gF(V+j1BQJC7qT{2d}j
z%|%&$AxvfHtlg+SqeGHFhx99Vk$B)Nw0wj*Xf>*jlv7uccK#+)Ci&PUq+h-RO_4I9
ztor*DM)<cyz>wB(u4{>nYez#>MG4#YaJS8x;4^67rU9l+?1{Qg7FaN65E^*c;_pr8
z#5U3m9rzPkG^+<|D<k|etR39z*&yVxc;F{t_2wH09M}i}{r%wVXpD_Z`$APk5!(+u
z;FRy}VTI*$x}ksf1~NCok_~CbhMHBcv;Vw;owYuiH{{OPw<`ENM*Q3o0fSn=*~uIm
zR}F`%suH&Ey~(XZ13N5VFbMs7HIk`Ahc+HqIIAyube5g1r>YLN++?3O^z&isU~w;~
zDp&Ko!NU^EXLUjUZuL3k7Zi}^4KJ~DW+ycBvxB`2dEU?t_SWQi19#xv>O-#(*u@b6
zogCn7qm7Nz8bVb`9^21Kw;7>D0~7RUZiTwm+ORX%#Du=iaI@3Fo#(=PPLkPc&M*(O
zme^D-i=cDS2>i($0WHknY_5(CfzIq2>y6Jm^Z5G(=JvLS4aW)VLz<alb}xJ8xyR>N
zz5gWwyE`GEOC31d>R{uHCQwzD$M!Rk+;!k-iXJU(P}fF>t%LrqaI@E~ssrXe`d}FT
z7*-$Mnp?xoK@Yp;wLpAoK2F|@=GNihD+G3RL_lXjJ4|o%b?wm4g>8oyBJI$@{)^jT
z_0A^<>{AZ`Jze2!uZN9u+pxBHoIC62-sPPzW`GAg>KekyRu5Yiv_*M&1+G329t<;U
z%^h@XW`ku@o1?z75$r6r(e)>L&JE#=4!a%;bf^bsdwp!2SE)moY#j#H7tx^|tHXT}
z9fEG7V>4SUn<l9PcV>XqJBbc%2<RoyVSZayhhs8ySkYOagAuF4!b%;)+nEH|85^iq
zy>vwG_5bZUVCBoh*g&o7B}+b|!=cv*?BXCC6Q(wVs<IrmpNrxw-=e-TdNdQ*qM0Tp
z^l^rptq$(IWY<Ks)D>}gbzAiP$r^PmwczJsfOV66naq<hNz(J+)kh-`*wGFF?QP*~
zt%Z#fz1hBS@jbVE4<qzwVvf32TCg+Kz=U3P;AX3hJ7MDY{c$Pz7{Bfb_Reg`Y#yzS
z)!QE;uwQ)y^!9+Wg8?@F*^zw~eDoP-`Ms-pV9X#dcsLuw$xa_z7IhZ1!^f&J1G~DS
zbz@uDTI#^X!2qj%Z-eaIBD{!{UOQgB=NSTfx*(vtGo0;ov2j*Qc1$`M&Mkj&Ta4*f
z4<1eiaI(?CmbpKnyrKeELt?AS+<%^kpSw7rg||7Z%{1{#Z&xOBU`QDEdg1Er_Yv5y
zfv^r1b`sRVQ*Iqr_r#dN-oiRq+=bQQ9=pMb1Pol>Jp_F_xuA}%KK$yNW8J(CcoLR?
znD{KtYpx2uAn?)61wMM%7x?Ib=-;d1_wms?LJ-*39Ra=E*#7uud$vCw<<1DbcV$<M
z8PotC&PH&u)5Dg(I!M_8Aucfo;}`scy(_ywf#V>xAECn+k4Z-&5ZK8M0Uhkv{y5o(
zwZ#kXWcSCW7Hoes)4+t@PH?jm?~empTcfq7F%xX(Vxx^!V;UekuLLjNWmcnuy@U>O
z*nVDy4)tZ|@KRI<8z$4Jt*Hj9!&uMib=dJ3fqg}NLpy<Qkl`a&cEOlI0^dN|VPX6K
z%r_j1L|{i-c3iX~<D!>fT;$H?-onFBFfMAs&Qu)}dOE_*RttB+*eq+6#HHqA{NJJ2
z`@7%g$3?#VBhPJ66Z#{g!@g$-?BRldZgt^otBZ|)v|#(>DH;CZueKP|w;nv|2>ipG
zmeT&=g}^^}nK1$3zw~l}y92j>s1fr;o_#dmzKN-W&9@LZz)yG&xkPXec`!uwJ>+cJ
z_mG79k3XVoTUT^y<qT^JT_!lNZ8Jwadd7X|<La&V5ZKQX0eu?4*})JS|LVfF!;w(V
z@_U1NW6TgACR3V|odLEi>BidPUE%z0NKX&U8Q&7En{a1F6J^!kXE0)DYXl7b3C>Oy
zOyD28mT`@<{F)8t(Z00@rcLOEx^>L4VD<nsaJRwVo7ugkZ=(|M;L#gwSp5sUJ?&A)
z!3-N#k3c~|F%BHP!>vQ`MU42l1p)>&gR_$vHm>q#ZDF4*Td>9QKL?<HFFz<Lav#Ka
z@#r-84{QpTy5>v}=+5;c5EGlmWPg-o^``3x9Mq6qPpM;qjm!E8)>H0Rv!2o&{kwb0
zw1cJVufW1o8{2~hGnoQOa9-OMbzx`Co#~tJH66a~kkMh|WdsgxhJb-h;9SQP8&?cr
z>tH{(-H>3;<@5TYe-B^IJ*1W7<`!b`s4dvMYAAF>4k_l;Ve1_P_V+<RUoUna>!R+g
z4u>Ce*TdTW81r*Oc(|Ct$=(oKmiA)D#k*0$^^9$I@yEEI(5<Zt-0GTO*Q$PqPtL~4
z%de%b7j)(W0^3+1pp^xjEi|xUq$|6J^_tMvh|<DU4?X;hQP*4@cE)NL-`NIkRvNe)
z&OW<-n~;YGZ!)p|7gu;YXrqpqI)X>KGRZ3r+~(eY6?7vGfsKq2;AaeHV>N8(YY$b$
z+Su_RsroggJ&~B(!3s8d;=cE7N&y~x%)$CT_VBjSKpnCdu#Y`+5bc4`l<%@PgOR^C
z5_8*Ga>y^lgXkQr?`;QfOAXW^dyjhCvGS{V#!jJ7D3l*hQBe^N95{fsZQC+2L?o#f
ziFYFY)XdC`N$f@5U%GS&efso)f`S6<?d`F6@nR-Mhs3;)vYR(={;qn_fImtVBuJ~Q
ztPCSZj)aksQMENg0^2G{NlAg9pC8t&S;GXtO`bd%KmGI*jvqe`UteF`xx+o-CFNGG
zT*(+W2?9(=NWj2>1DQ_Hvu97H!*uG@34;a=!rQlR(XCrI&VV&SzkdC2=+Gf_?b?;O
z#;aGa(7AJGJbChj(S@YaBpr)fmjwH@Z{MB?j1z_EN%TE&;sjc?YQ^YhWo5<uF7i1E
zYLtYe;3S=z1h@6-)eD0M4`y^EL4)M8FM$NZ5#GFc^Vzbbe#ziLAi9zNSH4JAMnZUa
zIOfcm!vsF|=+T1-SoHGp!v6jH;p5}OL=tnceED*W88ZfT>eOMPiW@g>jBn-i>C@=a
zr3({iNUlkOM|bbu&9tE;MAuQHMlr#FBSws1+UfA&!%Q813$d}W)xL<GiBeo#iYG7Q
z(7K86Mv|maZQaBH4??-?>T{HqmNBQ(NS;uoqO5?skHi=I7#&K>@#JF;TDj<o=uiu-
zoON+Oiu-{GVZq7wOs2l!&4nq@WkF<YxgHBGRe88uYDi`M2u&+MD-+=<FtuydLMsyu
zJdm-ulaO0l4%=hlus#}&9@jqNRc2w;cSVBJd6ea9iCt5vc5U3{*fdMB^@U~@pp~JT
zxDG~Yc#y`u+4)RD4*c{~@$1tBn4XD%`{gJs4o?xwl=G#K`U#E86${2<+Q43mx#5yo
z2gPNuUGf;#iyx!Mu5i4Pu_^hhba2!b*TLZnbXfQp)(ak?$BuBkN)+nwA-xERIVH?B
zD$!DrXENt;U6Zkeggmse(G+h78!bGD{frK4p29llDS8}?#48yaqbp@>d6EJxB{{eo
ztJb_a;Mo=!`SE#ZWh)`ymb5``_3~GT!g^IGlew?DHXvjbmN8ouwUy;Kvk`@672+q6
z6J3cNkoON{1RtDD%7L%83dV;e!u-k`c-(xCB~hs|`y=`MP<$5h$|~T?ae^>oiz)xd
z-dR9Lb$oyP8&5Xw?huj?gBUKwp;(JoNU%~$aoPe!iqqom?p~ZyT%#m-kN_d>?g{@h
z^EO#~8-gzX{^oPeJIU_8efRF%nYr`k&7E6_Ha5DFb<su_w`wTc{IUu-?Yswv9rw`l
zOf2qa^6N`TDJ;XOxEu^}HRkV^<MPnP%}~+~ZicuSn=AL4vrfK%sjfN(H<ev*LnhQt
z-OYrHnHD-OkA}s>>u5Yb0!QTpCn&r<68XsmXd{-<hst-*!>xoj)Wy|Na99<Eo(CV}
zzLXy!6RZP|Kg0L{OBzs76I6%PLbS2vsRzjgHP?e}_u#PgE_$APhWm2-NOe7UnS()Y
z#tLbV)IUe0ayBrREf10f=w5j#nyPC^ltB|U4cso{57?E41O|SoA%H-M|JE<PvI3V%
zi_lw>e`1;R2~qhaXe|~TM09ASFF<IX$oGqLDyskix|$dtn+E65=LozVhlQ^)<@O0g
z#=f*Xd}pRBv!Mj}EV`%!Ep;U2lh<K|wJU>NnR)1`uLEsi=DwF@<wz~BKuaCbL@Nn2
zX(-S@IL|c|UIwI3is$i<E(W;yqUQd<aaI`YXNIE3rU$q$)^4i(qu4cxe<VB9-FlJB
z-yYKo(Z)(@ylAb1TPZcQ$4WTuy$^>y_tEp8SlpKi@@{OVjT0|(kWf%cCp<`YvB$Y3
zXlJd<uR~T5+L%k}V5Wmx8T{?+cw#O$UW`nH)!z@{edY<~JxHY!?r#hAkJ-g&V=6UX
zHPyzgOgZwC^U=sifS;q2V0AhM-shiTUQEs7)toYJ9Bst2Grz*iK*7GLMjagVaVy~s
zIxN2phh?|XbAODCf0EH5GEIKpT-6?I-l0A0z7L08_tEogZN@3N{Nt35B)_paPkYQM
zK|8VWShWtXU(-N55|AXWLvw*9!i#IyH}B5PM-LtC>b{weyvj;CX4RKEr%HZvEm`>y
z#r#2G((K7CKzCgM1ajmP89Q_Gp{J|_cMUauA6-_4rs|S9kk^rAwbOwF26ojH=|ILw
z7fXuasH%$ZGSlFjnuzWhDL7j!TUV6S)S%_#f&7bNb8fF+Bk$662m<(b10@;61U{b7
z5(X2gJJ>?EeJkYta|!PPDTDjvrD!5m2ITeaT9(0~k^*#5mmH@wP*ul;(juf(l+(I+
ztE?E$E6UMKO;gTTsSM5D#|~tyq$$#Y+M%=<jw-4&W20YcB6?(`;2$14$gPW7Z&??0
z-cT2Fg>{i<;mGGw7w(jnqPeEzn6;Uv1|mvo*C&v`!0y_T<v?sPDm@cF>gm#8%9`Zg
zEiFTH4JkWlXwuApwP8;|0lEof<&VzH#BdVKsaA7la$*NT0}te163evo`Zay69ngUH
zI|U(;5cqgN;OkXw2fa7gK}C=2lPfZFWaMi%@IdZGvB00#uaSG<26O`X<&&&_L}zV3
zPQHeNE%ZCIq5*!qC@aIL*OxT=V}1z#qVTuDrm+uV|CL;@^z7_4`aTt>rUonD`iT8k
z@;8y!HjQO}6Db2--}=asI-k7OYs8-gF6Txh{f@3Mz)#cB7Dk;~BI7jwLM|f1{G0Ab
z+Hy$l=j3{sQaX^=20S_wvTxj`-_i5uGSO=}+Q6i9OQfF?=|D378MSEyL0t#>TF0v%
z^qcu2<Mb7o>y?(4A>#Hkv~BGzIoI9V8#hDwgPh3w;^z}Ov}qu5ev?2~96J??gv1PP
zoN)OL9zRV$`!)?^=i2YQLfhsplJc9o;8uj}y!g97Wb8T=j^KWQGWSl^Iz&B3+g2Wu
zI<)k_%`pBTs}G6jd4qHr)WxlccYNMZQT4n*jpuoT>>|O^vI-h>BOVY&?jgw{_*+uJ
zGJFslpASz&Ok6Hn_*lG?&h$R^c`n*`8cW{CdK%;AWB!Hrgjt84!Bk%zgTJVGxBEBB
zCuQ&`9c}%sCCk9y8n=W2OK&WL&;-Q1%t4C=Tp2u1%tLZU5!wcbu1SKPNantqcT?os
z!Ou!c2V#fRx3oje&usZ9Ev-PrgA}xFWG5-Vu^nzj$=}dS9FoPYth^FN!bR$2e)Htz
zSk!eeq#5eWo2^EpzPoVr-zV~QxSxWyjqQ1KNPK@Ch8%=>(^Y8Hcjp^)NJiTx(mL4J
zUWcM89VF+mFNMB>d6QLe?YI#?&iDrzJR946j53gr-*gpRJ8i;`GtTkKuda)aGtkyo
zsxJCj;nw}y_6bRdd6kP6-ty~WPC+T%XvRQl^D|C<7TPv6mz3Yo9Jd~1)J}e6GGgL$
z(ZbWL`h8LtzMp>!6Z*KKK2KJ9Svw@5Z4*aH9hx}c)@}Jg$l??hmGRaCaT)9PMM7U!
z1KzIYvSsiv6>S4;CFKX&;MSewx2y-EF?VBc3mm`n90@7;oPQ3B$K#jTXfMo4DpLmc
z_{zW$w{FMRz6{DLVI(Ib3?V14gsTU-nxCPMuIdjQWa~lHTh;@yGN5(wm*bc)B!C8$
zC_)FqrO-H-H(CzY4(svb^t1eZ5^ax}G&oN}enSh~x-YvHhPORNBy;_Nm#95T%UFNn
zDfG3~;9bW+j(_CQ!Pf$}9=xRv-ZkiO{0XOnv%y=~!5+76C%$E$z|%K3UJ2I@8}Q?F
zIliIBezBHi5SfCQ_&l`mGL`BVL*AlaRJ4CooDDvQ_9*fXY1ALQw|@}ZgtxJm1&&{S
zfrL~s{}7jr_G070&uhG>Kp(AO-&C!`-FSM>D03hEj%(Hkjr|;O;rbIij^)OC(GL=F
zE$lfuwsz&$fs7NHIZNu$)ET!T-)5XpQR6s49&|1vDi&>9dr8V~<ypgA#$&W?CAkq&
zhc-U+eL{(F<23R6XmU*r4K-Z5`G`k{azsSGK--q}C3R@&j+<fpn`FETIk{YaU}T^p
zXFjE#r2OXf-fKSP_}P2#^|nKwp_^dtF$oRZEx?AI{F&kvJ*T7SdRVPP^h>mD=_aW|
z3wPWK=U=m2TSor63!U3}(K_`;9eCHV)~R)$ASws$8Rzp?nMh8{lenh7o+iy6cvI?{
zrDc_fc$SMcUQ+WpUM9F1!@v2g%sAyvI${zF(A=F{Z&f0E_N}R|EOAW@HDz3Xl*vD*
z^eRuz+K3v~Yn_RMsg4>3H<q2tDk<lli)*S$>7c5F>#;c>WNpT*e}wWI@yQpKfhv#u
z=kk9OgTY`hJ{_T<q4@E~A7N=}Nn?S|pFfYv%1WrJs?u1TlP6Eo_#2Wijl}Qpp|7uB
zols3)ywkf<)5f@r|1qv#=LYm7K<;h$_19l%#hf&066VgGTmAm2Q>SRaUT|<QVq#+G
z;8PqDn0DvR9hjPOlThS55?I%-Uq5(wc;N2cyU^C=7E^ZU(18Z^k>I=K%a_aOK!U}{
zwWQB)+qNxDn@NJ*NTVZ=z&N5aNuNoA`Us>^lAy!F!a|zekbJ)il5LIz!&QApoW#UL
z`1||Q?06)T9)ScL61j^PFQ&nOZ-NB2kzhj-AV&h<TDNXZv+U{V>G1~qk&Jw#L#X;+
z8aFpL8q{WFBnloQT)cRZ>NR`zY??My8j>+EBqW4p6ntNfA3sjZq$+5T1d<Zj<h@(B
zZqWeIsvt*FXGqj@WMm}GtVkfguj-t)r79a@ZAs58pbyK<rBct66zGqhz4@UlAG$i4
zXzXi`*~`zvt&SPYO?9#7?<jhcM0VYk(IKytF1R(9%J5{aua1}`{so)YVzRLLasnb}
z*IZ5~Zl__u>boc`t$?M02G0J{5GGQY$I?qGQ1Kct(~@)v<n^Om{zdFA`Wo2S#1@{0
zn#d`wz~TpKXny)B?sRj3jkY>m^)+Fqt%fO)$yn3K8rrJLSo$y>@r7kbDwN%kzFG&V
zH0@>@L<j!GxX%kpaWS<F1MKv1yqP_o<(FdQ?Ie`FevN7F{1g20NG~i0iBU9@dJt)*
zqlQOm{1dP)rdrtebsczGY9pt(9E-0cqWS8(xHHZNHauCP-l#)CnNSDGg&QOl{G-$y
z`8xEe3r|Y{4d7aQDFMw_-oc#-4PaxSf#f`HVViWeIg-(&>NA;gAa;<-$VFa1N|#d(
z#+umJ%?Y07LLF`<q4|~vxbveYY{asWoOqmtZw@_0VOb?Cb=7d@TUVG!Wfl2s%0Pj2
zq1pyIZ(#!yEo|)W%-Nu%0*h}XqWPx#xHH0wSAKC>B_{tHhkl;M(35I&REJVd2XhU{
zKm#)k6~q+qFV>7LEW^v9LiD%N!?6HcJS`}r!GC3yuQAm{^swn}ZZTTic!A=|*U(W>
z#sOa&nn6%ThvKS!Nlmt25(_StC<g;gY;0u*Ph%~vUy4pe^P`V(r;i(Kr0hx99+L@O
zH5K%9lzrHjp3l`qnSNPU9Wi17rQ%$BnvKoZlMwm4AMfX>d8NoNslbA>ahTQ35%YUG
z;q3iP^jdcx=g0b>rPyTAXVD(3<*Uld&nT8Jzq1oO&9u0>7?O<UJ0IfCU?QI@%Rg@=
zK~-4^Kl{CTp;CHLIlq4r)Km{Nu(6H3s2<!-LGwc~xHG_=zaBiw;OYU-L*I|t9#6z%
z;hTd`L^k-|4JJI<5VI;PQ9(9{kjf@QvdhHsWIK{3x~v3`E6OlWR}{P|&Eet#Xe%kB
zgIH!AaWcv(s1BxTQhkED3LfY1FQ9%=T!t&f<>+IogM;pth%G9^xY#t5y#^-PNsdto
zCo=PqQ(lR0%w)&E85KhLs*>`_>nCzDE{PLaSVA*1Ewd5zMX6=vin7-vS$0y&D?Yn2
zsPd2Ix{`H-ypE9*I91O~3mf~^rJ4J3iYl<^QaqY1zk|EKH01naF28>yK9>Xn*1BKT
zRKp`V*<xMvHL<aU9XyT5c(D?T@1&ynu_w6G%ax873Co&TWB9dKu;23lWW!;yIDcJp
zTeJ|{h@x7DQlSn~n`)5p<D<Nin#YUw`Z(U)fg3MICQ>_0tN)hc#gcOQ<JJ5c<QJA<
zfQ>$mH@4&CM<;XgU1b*lk-&m+cazb?NDCff59mLeGElH@s!<0rR?DbChpxmw3H#<-
zNoc<H0q*=DrNfgfd~;Y#hi~NQAa|TnLwg|Ol$KKM;qNE7)7zEbKRwQbuDS|(@+{8z
zSn`)OwZ`x(uVBARtUb2iZ;zQ(eX~^7Inu8_<+<OJCbGB$k4nq1*j#>Q7BXI(ot}-J
zx&r8`DA!KDiZY(c$$%!#?JD_Zvi<S7f+7r0PDjz}*DzO6!9FW981rP;tMbt%QgdBI
zhiA3WA*!?#G3Di0peNEHy|NMouU}(LK_15I=;1eAeOxXn#_;S6>@hM$Be4wtRE!Ow
zq^gSYG|7cv<*Dh=bP+ue7l&jKQ!zGz^V$9MVLAy+$=J9PX^U3lUC4UP*}+&zvV4q{
zlo9*-&1G;$I8K?PEoq0T+D4dKkck%AiFD$cJocZhV+4PmfIoS5Ag^m>hceC%^Tq6t
zA+*EVDm&=t<8o;+hUa8px3Z)iYOIT8wXBO}Wms$~r!J<7)kO>by7)QNh0F?}9c0Qu
z1<z_RX1!g)mBT_~$uaAy+&tPJ4c67ES-!9yka8EtgxI0H7Ir8pMNC;a78*+0VRc>}
zt%HMgYL+i<hq6>jJCN5Jb>-VZ)z}bq{t?+Bed8{qE|g;jB_&udn2P+H;V6D6xpADT
ziBNuutbEOS{JU3^Y<{Z7MsWRiAH6mSuuI*r3rT;ikvLDQz6;zg9)z-{1}gFk@wDFv
znnCb=(XlW=ft0@aDe2JE*M+L41~d)zp{%Nkf)vR>0P@<zRrWWj3Cn<F;S;AcH5~$;
z^9dxgANgK`tGlbqAYtup#LZjFd%j7Jwoo<Dr5ObIAlD)~mrChOUTe$Ifn@emH!+0Y
zHIWYSYxdy9ymi&*yqLcps(LzT{OB}ZS5!cWw5=&iki7f2%=OYUa=E!~Gs$~g^7_$Z
z{>4$rDcLYLl|4T>MYM=##iC&t_VX&(xD0}-stR3@vSH;<Xwj@b|6IGN^jy0x9zA`x
zxprxep1F(c+#&?^3FQ4eJtI%3gXB1hynghgc8iDK2T>X5e6TX8e%`R`oY?b*+qfA)
zo;R4t>X2Q6ii+1TH<Dc7W@e;?M{)8u7|h8pg-wtBC@HOgii#3ejc<&00ipn*w;?@O
z_{>9UZjwIpNRac)<53niUyMiO{3h=tQ$l`rvHUWSlcBx347%(RmVq)>{n8ZegbT1q
zupj*mQr9G}Q+V!0YP7@4H`t;3K9LR+8ljz7kYQ~}&o1KRi*4#g<r@p|C{})EaB+TJ
zbOlys+SS2osTqaHFD%1?jiHz|su|{wYk@P@p5yD$$8ce5AGGwh<<~(f^B&2>_vm>o
zby#?r)1is94k4Tl<Apkm`WqLv_C?D8DIKz^bda3)GBXj>UWY}JIuJTEcSO(jE^xHg
z$Fo=2n6l(5IuARD8+*T@cKeuRK;<`cM9+40;b^0eXK~q>Lb4wIa0oZ{43Lmdb;zlz
zi<0AMGegZc*Tt_6i28(ajnK}YzfUMGslab*BGA9BBlLuGJ|g+T{=kq&{;S-Y<@Y^?
zlClb@C@W#rXg{>`6D^!vu=gQURg^I5E75{vd8B6*%4rYeS@4^K4hg^hbpcjpI%wNe
z6p%nTap4L2k3CEm)mobA;-9VGz{E%(rygp_w#OIQwUfW}2CPiAC4vT5{MHgb%)9{G
z4qKtBstjc%VEwc&(8AZc_GMtAjYqNRwbS9x^RP14r5Tg>C@v|-Zwt<&e^(Fa@jdsE
z>!bBPjgPLe3~E^q7GC1&fmndhg7vqcs-lch-}@;{hYro1(6fC#QJ=8*GCB|0j~n~H
zlkAg7e;}_t#=W6E_C6|Vk7NAN&QEgV%M&*f(0}H26qc03(pU@sEc^l{JXy`EbufAd
z9eN!R=`c1xR)-t$k~%DE0}}&H`F4=@4Ww_5eVe{n+74BHvjOKD7GFW<p$Bkd-?vhB
zc#nRu-*HhHjPgZ0U!H!krzmJh9t!u53bw)L&>khntWxD*MEpZm?Q~dvQ|KQ=L4zxP
zZGj(VUxaPPZ6g0LwKZCZ1^<6G<3&aLXa)PGn(w1^-s?X4x1YX1ZeB6mS}vetIa1EE
zf9-^CzVemTf!d*xzdbywUFNA@7yQGG6Ka`7tyXrRa~TQp=Q3pGKJ@AP1XmYp*x8z3
z(jU99Zs`xu*4Dt1RVNUikb$J+tQvIClbuU=T)P0+H$m2>j+wj@O#|z~!`((sJ&=@d
zW=iG~<YyFn6R~mWSiAii#tv(ZNu%1+43DFy9)h~MDh5i;t0;O-N740=>X6A_56sN;
z@aXBg*Mq%BLJ)cPB|`t1`eq%f%RzcxNvHPZFz+<1%=OT=DHq_EoXTxxEqzV$IwdWi
ze+{dF)O?PC24ZU17(Az-47Nir(BM8YPFXpuKHB+k&%#};bzo<riOD--uy(j7v^7*{
z7Qy(8VkBji)UY;!XT4S`|Fht0&vLN&Rx%=g;ok(&)m#g9h8mcB`~}wbtpja!6`Dmb
zKD!i2!gUkxvo_;eYz{Vuq#$y9gPP@^e2KNaiF{=&y`0D^pTS@-7@wZ{_3Pu&qes=j
z>jW1U7YrUe7y}0mtd4D|4J1((p|rI0za8*LQX!JyCz4H#q(USa$rzu8<YaD#ARC+7
z@0>|0B+0}_vef<l`|lE;b?)4m2HTxGca8=VHgDcs;`1p}rc?*}5s0mwoSbN?%Q<uA
zR0r=7NcKFE_A)v;npY3$^LzE`MbFR9&c?!p3#)_u2>tu_r@?#T*CP6npv6v|I!Ofk
zRb`+ffqo=taLt-E)q#CgELpNd;yscbkVNl>g@x6s3`dR}iC3>)(O|}zGiTC+Eb<_M
zdn5>O^ytwvVz{=D2w^@*AR+0L{{8n~-p_{(8}>nh{i=c<#WMt|sHo6Rj|BXYa;XaD
zBXx%a1CAd*UZO+P)zzi-iCpLZE8Ca!!{CYgVG}TiPTV#0utxvxK6DqB_a(2W90S+g
z!@5E4GQoS&w01Y5L4o9kY~!T_^jmocH)jOGOe%=wZE0+(O^+&?m}$e~?-;CqoQatY
zETE>WgafVYG3-V>O!qwiN%TiD2zIpAB^z6R5GsX>o!9zWK}AUkzJ^*zC@RCE#~E)O
z@b@k>w%4Uc6;14Q;juUh>qAm7v%Tc*Xdg`n2R(XJ>)@aZk3Vl?{jFro>}daKbg<Q>
zN3{;NI`CM12kRqJF|)O3!nU=89wL75M0#NvHbthP|DmV2F}S|WV(tHzWuV}?z-xn*
z(VPvwkeoCxtEfc315fC{bX6D0N$>ZeQW*HM#><kn$A<b^NGvYH;@Av{fWLY=8VGCd
zgxvB997@W=;OIpB+sK|b=<jW5Y@tn$Dw>$<z+>M7tbdS>nLLY=w#H;&KwU$L9hBac
zyy9{U-0}$PzO4rno<;kFszgfNyiG8sEoT=WTV33U&BeMai829y|1aC4wJtrX<y-5(
zW5Zpnk4nYN7B+}TF2IWL6oduU=iP<>L(te#haS~BSm?lG_XDiImyVf@c<RA}3=D8F
z`XKe-ZQ5gNM?FLg_Y&G575xu9!HppvGQoxK3(4+RPel#hYVzCI!QujR(-1)81KNbt
zcM=@8yp9>|6B_7fBB`_-%M!AAgWa~L<f5IS0G3igOdo=sS$S~RRHNDZJ|&7S0~!D5
zsEhjZBeDKwGG=!AME=oSn;z9Vm}|r1;6to`n1PwX#TYB^rz0e_5J%cM!d^!mSCjMc
z^Nn~|3e?b+C(GYEjTbe^c+r|ZT<|p#ju&In-#Xaso#kt&U~L1=Kl&PIA)&Y&i=Jfg
z2K@aTos9drCAi$e;lt{nz%o#@Z=yQb=+dKF2OAxDti6Nvk*S#3N=yfPJwyx@>Tp}A
z!=MkOgLHea(1yo;VS5nEyi&#1m`n_)^I^s*wUxi}p0GW35VpspeEfV}*dBSZ{Jjr*
za`NG(u7-wU*}%jho45>1P6HV}EijcI6!@;}&Mlzw8}P_)s-=N{Z7pa3(XO0)3`<VO
zDH{uzNCk<%FZ+rL;Hs(yAF=tQs$1oD8k!iQ&6Rn5HFcV)ZdYNxM4;KbpxrDGX5&X7
zaojW%hDSl&$sSe<rorr&pOO0K3Vdn~mK4B6MGan3<CGo6d59`2!5Uo?SShO_ysQL&
z<Y&Q5NmU}7;D>-@S*%CwpeC{dx6dljPE!+ug?4aPQ%6K;DRzGVJBYJ8?+ta)#)1aZ
z?aIr?u+(&%vbK;3s{1e0g+2KNa8px50}W9*kj#mja`SM;(&D4tJ5;f^pa8B^zNj9M
zjD?%>@^RY2{G-X&X%-0c2_q0s><|_W4QG2;FPH}NUq&M3&y_Og+bo_5EjJfDY2W9A
z$k%Ni2&-Ry#LF?$Q4kgd4QB_~{WTSqzl}uFe3AU($Io%UQCFzw>%yo<M>wwk6OTF!
z_#i=lipHR20PH6X$CID_KyFAhwCdQS&eAC;{e1*p&Xx_lv>eonX4NZA`Y?-}2!<^K
z;4t|IJR0!_azgGvP{$7SmQ8`<?<4SBsDpW*PO$i<EA9;#kNo>jq3h!Ym!*?Xl9-C5
z?MLw`Sh4m5ZiU6**#0T7w==_)YxnWfxOK3yG(y|f{23HK7Mu6nLZ{Ylu(GH*Ysr6&
z?MwS(@Pz%a@t-C3yrBWj1o5HJ6{z9%)^2ox?)iu$j9(E7Co3JaYFPW{Q}6Z6W7S=(
z8(JSG@A>TFy~|+dSI93a$N8`Xj9+>SPS(0;CAB#EqwBD(J7<URB#d7k1}7`sPhtmg
z=5GkWzEd%{xUCN~g>w~TlNv(zFX~|IKyIP1kDD28MkQk1zG#^R+#f`T(?o~9{5k~r
ziFCLv)FI#l>#&}b!y{bWF4BR}uZt+-gJ(Tcc-1pSopu{&R-rax+5A368F2DNnOQtt
zg!0>O{Gjq_UEJK2YY(JPSShTF!mO87kc>Kgr(dGa{#K8Fx6NGT%3t4slOLIa@oR3w
z$x<7we9UQvvgL;#BVuibk3Lo;%wKmM`%d1+#hu?t*n!Zxkv(o78;bPILTuQ78+}I~
z!mWdYXwb?BlfO9v`_4YW#f?2B<geHhjazq9@b|JVu(#C3mB>VloOhWE{Al!n+rrvw
z*mvR{F76&EQw9W*L8R}`2k{!Ov3h0~{1=(O?k4t~e29xX22__p#JyxJ-yV*LBSD|2
zF3Rda==Y^4Q;cUlGkDcAL!Gv3aVaDYZNvhR-m5)s>?CZD$r!&nk{ct4WuR^CV@}T@
z0eu@zJVoC>uHn||4m61EL%`|K8TmzJT%WKi0#24XXw^VWhXxk(9IC^~r|3K5DsHXm
z_`!6jV*dJDLf_Eu&Ay@S`VZDO(=u4sp0mU46pUXR#g&1N8P_i!d4h;F?LSRjRJ4Co
zkPSYE_9&sl7NLJw-$T+r?7hSJhb5gw{$c(VnZWV?#CTD`KKgTJ|M6(-J`#ytE5AW~
z7Yjt)Pr%q2f72kKfxZ1dsI2*Gu3+Esd$_nKSSB;QqEJ&)#o?V3F?i$}7}*EW`)HC8
zuv5DR)r+`4H9t+<j(ZOiaP5@j`r3~P$-3$1ZHKv&yV2JTJZ*6=CJF1dUy}*=`~N<t
z^EuW-!mET#jG3|*{~Q<xP0f$5*ZkF&u<v*@F76xlN#s?btEGy_Ma__3T!9OB(lKGn
zLpYfW(8|LYYO2aO_^U65uDS!0@6XZa)g*&p$A+dKWDO}@ueCD<>-yD&iJbK|YAVV&
zIM@wC_dJ2gq+1{{_-$Ma(b3JY`q|uj$>04L>-yBGS$>ckhVFX;li!8%>l&b=>-)=R
zFc=KR`$H0#5wx_lX#CNTAwy(ho@xt8_VxYu-+%CX^G_P^M^YKCTD6M)KY8+G7#K({
zY$ln%NI{Y8WK}e1&;W-H9g>^=kfB&eL~C(zF%2dY2xPN@koQTzUsP0-Oywt;_M{<!
zZ6x4N`ZE$RMgqb}Mm;{H&nMXg$@wH>pPij#utinyocOhF-@Z-%wrbT%=Gr<sI`H%J
z!$1H0Lo*eM2gQ*(OafD-AwiQjZ{9?0AdULZKmVke1W8sz(hkDI!x0e?fd>yBVBNZP
zH0vPAepp*bVBONCOKHYF5<FX8F4|37I$*Ji4;ftR>npn>P*or)3Bs(RD(JFVvt}~q
ziw6w84J3H7CP@Dx{##9qwCRm~O1fmq?bP&qSV-+!^ENm;7~|4`A5l<PN_S1NG}lAF
z5j)|;v%s4K?U9?A6sa9MQgTXVcEBY(OD)2S^kQ^h5>@?P)x?>4(7$-Npb4DKx%NnQ
zMX6&hphu%R2B<gj8qEy&TUSxNHPKL^0ePuKlDn>x*A}(B`6B^-K1N!2CYD*m*I0mv
zt}ZmgQfcLDm};t`@u?^9liI0GLWg209ZHA}{H}_;Pvnxt(^a_YY9P6|9Ho_&P?y@_
zza~rss`O?mHDA&OsrhBFsAcd4xjFN((#A76nXlfcgSMJbhccP0U>3Dp<Un<>*2c4R
zP6rENKxj%{DJ;dVk&<6Vb>%GwVuu1L9SYvE94xf)EK_n99<n=59V2pRqLGa*TvtY6
z^X*jp*3A0zD+2}Ag=!n*^V#4n%D|G?pqMw<FD|D9=LWj*X7{5ysB=1`lt^Z|N-e2?
zxtu^05}=}{1j+WOqk-fSuKlZ%tpiCPrL2TH!X17|P+&xM5mvs)#A;8;1uG_+RsB+#
zY`?^lX@|cYl;C3`z_VQ09ihkq_L%Gv>~72dV1-P=ka{4~FXxrYWc?#NODn>QjAC?O
zeOD&HPkqECJp3aNwuTxsvz@!8WFP2eA;9&gIiFv9td?IcD_{F9<eLldEQ_m)*Iwn(
z?>nv*`7e^8XyS!9EDuY@vk{WxITI~ae*aYXw)H>@&vJO`L87o8bTt0t?UCBRm>imD
zWUC9;<w6@Ym)w2XP+1vdNq0u2WP41ntdPlMBTeD!N}MPu#2A763G=Yh62w-NW0{`(
zhg-&KDpZFwVOG2<QcEjft}e$%tE)gwNzzBV2-J~MCfO$t;)=^~DZ2=}TrK$Js|e*w
zW!@vNNk+b!D5$K&k?ef@W-gg6#!Q&0k6gn-P4pX5%PZiiss7oOL6v_@k;=SBUQ6$6
zS7TkY(Z*9@7PczCD(xSM&-J$E@sINQ<>E3}NM+%yalB}(RoyQal~>~T@FW~;>wqqH
zTs`$N)<Sef5f<M~l?nJWQ5Wh^BGo4p*DzkxBK}E<j<u_B)f0{vD=MKbwWDrLm}scV
zAFpb>&3IKE$tC47^<Y$V5>BS%;bJof*hpn=`)tZU!M>?R9r8bd4y&TDIVu&uHMOqg
zIHe30f_G~VGUJq-8pbIfK|XDdVM#dHo~J$DNtFrsGpg#FE8eYdKAK;EUyKao2m2+Z
zA-=2}2W`w{visF2zoPPu@(U{~@ppa!CK~bkM}e|39MzRU?wEZwHPGZ`B6jEIW0chS
zRX&<z<&)OIRQb(1oG32DSRFl?YZ43ARh6vE&Z?>im)ZfYA|ng0%gdo^Dw)+s)yxEC
zDg3*<TKqm9*?W&5bNfE}y7)m1l(hx0SvD7`f2}0j)!}V0RO0NA@mkUj8Lum0B9--z
zZ=7<nv;d>DB+Iq<btRS*W@DwUDO#y>*)LpG)$y>R6q|~3Wdi=>*@3*4&br5^Lrr$5
zqataCI>ZiTrM0h%Dj%ROl0!{c7vqF=(NO=hs|!XdLOaNmLxoJ%J-%`{R#1ou29m!k
zq@;w}F(5%Se@m`DGb<Y#bMp{lBMQ7Q64nD!?&72qJJg~*9xE)wczwxw5Gs@(n3yCf
zKRX8-^YU@a%97U(YG#slAg{|)<=A2BIAjq!Y}+rggFp+m%jY8HuT>IuuwFO=dL3Ki
zX~%vjOXN1~6Q?{~DBoOGzPx&1J#8$~cOOOiR!)A={l`!dXu*Ev93(9e$$wo|hLYHq
zTzTET2Z65_%zp~P%b(wGaZ-MAI<%$q)iF0gaZVn}i%U?Lo`uTta%f9sgC(!Yccm#4
zmVvs|HPy{bP@2qN1`adFAbIECNZNFOzAm`;7%JLYa9KACFXyb0uz`l16%5-p!M(3X
z%Kc4cLY>v6bSAG$d2}W?%^HoQ9mkNk>7bYn0=TW8iRVHc>i+c$&GMJB?^N|UTJ~0O
znDm28z@Le+9yiyWDw!>ayta_KFRH@A+yE(Q^3N|SD#7F#J8@*sBy{P>1=o0aI3Vh7
zEEX<1DiQEkJ=dNlJ=dQ1UUThLyo}GpzgJ^$XyahH=a?Al3U!d2Yay>Kq;~)R7>LRs
zpQj9DGrHFnX9p8pIyeFag(b+%E8(6u{J4Yvd4qul&ESxdDY@%;YGx5Eq_WM4Lozqk
zvEg*|aWTfj7de=}<L)~JnvtMA`piRWK88N?FyNV6ODV*Qv?6r>i+ffl@yuhuKX|yf
z8JsNywU=+8DZdPOo=-@Wfvvu%44!9W{?;fO@Mj^+%tfwgX(GA?dF}0D{PFDYG8^-^
z-+600m>6hr^3x?VDw3=#7E&1#q*=H*3=1}f;oPQPbfLWXHA$8jH)qM;>*{2T>yZia
zb;yv`p`dm;YzW1<&An@>gAu<DhE+O9?!up%UW;<r6p95KLU3+#AG%n-CY)>ysH~?i
zvm^ovK1LbTC_gS+CZNGYzp5@u&QGRh6<62mH`c|vMxs7JEZ~m@`%Sxqm&pY<zpTAX
zc0W$Ous_J+k^iQ)Ae<ZWsbh$Tak-ek=OGO+x_UPasoBM_?|-cNe3FG?!rCY-I~0TG
zySqv1U?`B&9>}xcnzK1C+;|fU*4@ClZQsDlRTNlMg|<K)b?lAk(Wrq9T-vU}rUOx!
zG`uNKJuKpBk2Uvg3%5mL!R82@Th|?4E~0TxQE@q@thj~4i#wx>aN{WQc~nd~7Hz*R
z6YwXu4AKkUTm~C%V8Pn!IJf;f-ZH2P_IsI-gY!GT<IV0@vyaY&h1tgs<gd95-qat2
z&`f^kw)TUUtEfM?8vcs5XZu#7%_2w!r3v#dVA-}XJij>NqwBzjlU-GxkR=gdMEe7|
z?NPJ#?eS$U=I^>M5%8z2rAp5sM<aI=xO{sIn@&B$q;DiMLRag+*C)NvKkAD5q?b9E
zzx%#Kz#rAYMwcFq>YKpj8=}KgO!~%y-wx8gp*DRp@eS)kaBfSVH`_s;Z>XtXtRXm2
ze!plY>K6wbm+TkUMPu3F$9TT0>*wVk6>Njgp*>2DS*6M$v#`c7E7f89Z7kRliF0dt
z{KLvyIJ~G6x-=K_508m|h?KomR9w*#EgGEQ?v1+#cPDsocMSx0cXyW%f(LhZcXuba
zyF0v{bMGDR_na>p=-$1ws#dL8b0)w(zR(XuM%+)s-OI6WNF4O`oUUKw`Tq1K=zPD0
zdUigjk#ld++%^@#+OOneLcbhb7S{acS)>^nd{SxHoo>n1=t$hQ_L$|^@wpkuucAZ$
zpZux=`NV_uW>nD$e0-v^-%O1IK)6Fzb!U5Nxv3L~)Li5EdH+Hm`|EoRh-%{N*2pkT
zRW(OR4x!|TyxeGD@N(-Ug+}^O_qg~BqmA>p{iBHrA`i9M|4FAB^ywojDQ~pPhlTn0
z&(-NXHvH6lBOKmz-P<=VTX6#G|9nEu(iJfRq*jZu-nLulG^+N|CeHA{nK-8j0)lZL
z_#Na}vQ(geJ!Lc88N#mpLx8GPjPfLFjH^H41|$&U0kGP|K80oh$nb#5S^-jQ&cdIc
zWJc)>ODg>bI`s-KM)mQ#YxQJkPYC_XkiFtH1J3c!M=KWbJTZ|AAG?>u;5!;x*dPqP
zp*}>dsYrmLu_d|})ehPh%;M_(Ro)9=YObktdV4p#g0G!XxO4m!-YwIPi*l}%NI!aQ
zT1J2@YgA)sUr9W1r)|em2=r+?GCArBKxcWC^TezjyqM4%iacv&N#2|0RHbiY!{~8)
zC>&@%^bJo{0)SJrI2{Glut>p-JYH&O*g^aa3R?M2Oy)wC_G|PnUnI<;>TfC}{k)=)
zKB@~=_dB7#Pwc}eoeQn+NbbwGVF(EkZ`Ob!NseMW08;-7D5KOv3|mQp?@HdcuQ+UW
zfq7l^V>j7tfg|SQvzj4{D{%pe9e7-HOmanS8}E#BD(B>R`k1PF!>Q-Dx_2c0!R(-!
zWi+XD4}E#dj84Xt<n*POHk-N2H;CwAa<pd6krBqeWxCku^55nXl|Mi#$y+Dck?;?!
z{Z4Mt@W?FFO)*v=$9fE64;$n3=E~#4l`f3(^(HHyhJkCUfMG-^sVqj4tW#L4vS4_r
zCp6?)Ch~*4c#AW_+{Dj2o+fDN-|cHUTHp}xJrlG8!lFo>>XXZf$hj(W{IMAGu_TY<
zwEVt05OQ&R!P?aHvA7HL?MZx9()dx*p;|?hTv-wovcS_sjO8S1eaQwB-N(|{UX73d
zZ`keV_@u_e=PnOQfGfqm;>EL2@b0VpsjU+;)x`JLa;C+gI2wM^k>c!<FO<=vq8_O@
z*jC3*?!@TnWU>+gLkGLai_Qpw=Bc{b+$2xg^NA*b<DU^qSB$FNXzgwaF`z;7no`h5
z$L^<`k>qbmQ}p`^{d!hior9H$nIhFN7@&j)OHDXNjCd3+U1G+Qf0A4L2^;O2{KQCv
z5brZYx}_?T2^iv}?fNw{L`Q+vWy%fn@B2}gmZnQ;?HQ!lnyDqJ24u&26k?AOBGSUJ
zm<qiC^D`r%52|jT-Sl^)mN2P!uc8mGKd>%*Zw)=GWbw8+(eO+T<a?cC;$$a{MUfWb
z^Vgks%mZiLgkd=3JY`OE%mPzrh0hC#PXhDZvVQQD`NzUugm~emj$V04xDG&G)#))E
z?nfC6Q6B%bu#dV_^XZbJuGDA3lH(>tEmHgQ=o&P(A`(lYEhi~dY5mTxu5wS-`$F~t
zd@A#s1+;?ZQFVqyAVi%JnuMt>hi@d{PEUgb(YJLd+Vsm*d=&oFKWJIJdnV>|(mz)M
zo=tA}>8}=ElM=DVqg;h2MJMdL?a+#A6knG+;w?v9U21zeEh21l0#l2bo;U?5yv*jH
zqg-$**ioWYm~YZ?Vx~!6b?@qvgbeOS8p9TmXqYd?C<65~p&VpW95uV1?2rUmb(x{<
z97%0c3xA4gM?q-KT*cR267X2dO(*8Lo?r|bkkZYx<V3IS-z!p00-1qGThv3fGa^Jb
zdlI=HZRu)$U%y`OTFx`;?fG#2d?4=jkx0C@t0?9taK{?-<}l3$AbWX8Ob$~+&kW8}
z-pC+HPsz9%(e2ho82g4kldeTE_`eS4fdV0~$M>+s_eJD|{IoRPGNK@Lc#4;OOY#28
z#Kii_h@Ge4IYIAnbSpi~Q*3Ru7=R^?EiEFJ_DL)==(We_@fy<RW@NEk7pUBppE#K9
z7L`Nfl%{Yd7HG}UXy6j~hJ~H8duMq&hc@)i$nM-1VZ9>erl*HwSzJR5#wD)!kUcAH
zRZC7maad;+&@&~e*DS4-?#95cuF5WPgTy<A>U~mLvSaqs1UGIG@vj2(cWEwOr`fnV
z2nz?3hHqN<nABJ24kOXYb9Qf_Q#)z%P{MSFQw0*!P&mzhkZAGxqDZJ<>V8YFa^=w$
zSOAgGJO{<(?5snVLQtEq*kPpk^2nt(6s_4glTz2axB~uaX%XYwhXjv_`C3#Msk>jm
za?L+KZ&xlhf<!@KPMuO88;dTU@ml$ZqlT<<^5?IevL(Zc+^DUVmL&>I9ZgdhGz5te
z-4!ILoZL-J`=nwJx%G1kt-0bD68VyRr==&~+qHI5$L{2=_%8NZ2TZ$K!u6dN=U1OF
zf+uhWmLjh_FN>t4<Q)3%qRovY?`9YTtCD754nG!yI^>J!=|qkCyt(Qv=qYu=J7PNB
ze>Eaplb-hq9eee1M8|u|xS*m7i)RljL%&*gvpiZR6_^p<>{2v$7E8mB(SU|dtO$Qw
zmIl`NRaU5c;=5ruKK|h(y!s^LN`BD7v@X2!Y5Bzl++F|GtEV|qasD7t{MFQS&uJ?r
z=zN6swnI#*gVw9v%Km-DSn6q!Ffab%<$LW?4JV`-Wy|4=noEqX2n>-#MyHp)QYhWS
zG{8SBz>#}^C{Mnp?-}v6gJ|15Fa*FF;5b=ckdy|d!+D+H&Ys$lg7jt)bffuxAmJta
zER9=vENGZ|(U9QRX`;Ft+tGu@YaL=-a;l&CdaEyo(wuF7H$A_IP`)00_|ZUVoBA^}
z#lQ6P_zV@}hnE{Eo_l(`DXyLM+_ZEmv_!Z*D`zJL$;0f_(yUGgh&2Bc<=g2c7LUq^
zz-%$%@iFbCGw0xwwtd32ZGTRD?CWN?AZM`A{fahM`#asEyT*{t>_#s^Y*yr{wA(c)
z{JomTE6-eNVc=_7xUUUD|0z4Cy~o?4gHu)4&Vi<FP9Q*A=tc7f05lw;^c+>?V88Nh
zv>C7oa3kX`i&tSV=D((yD&%=(euC1%)^$53JwiY3^vqJgJbfS+Kt4#R3#}IL<=xxG
zpRrOwyS6RNj&Hr<9sZ~Q)G;}o@^L?vBGDN$$R6%Qu)>>gKJ1+ugx_#x$sF75K;f~+
zt?f!=2rh1PovJR{c_{lnx-T%!QZ?I1Su|VWHvQc4I;4|&%DFP%rP%23wF&P#Mcm?Q
zZ^3^(mbqume;p<{$x1ePb#%sc)7XAREM{qX%77Lgnm1f`9@BHjENt|G5M-ij?)H(_
zGud9dw>7k)c7q}EzCeFEEP3AyR>6&X&kpgZ+QKrcZ1JD{_1q=@<7VWd#gq8?(O~V}
zQ{m3gv>@<vAcVb{@`ija1ku%SbB};<Xdyq|G=e+YHCdvCpN@6T-78{8xOSof$)F$_
zDB;g@z6l=nqnfvfg*d}Raap@9v5UEa=tdg}WUcx}*HLu4r3K7;M{|pQ)b0uP#sE^>
zDYlevQ-$}P@Js*SJ3BL<(aAYM+6m|^QBRB~80BN+zaxTH(S4`UK+kLFUf0HdToC2&
zCktd<<$`<H1$ZmhBV}@M`N};LUJrYgYtqrv<_)9ukqC>u?m(&nIDdXMrBM88^SP=J
z`<|83wDxP3Z?-Q;K6=+@ca(=ZA+hKa`Ym)cAJ^-6`z$(#2iqB~IC2}QU-k8WLBH_3
zrw3iGRv-TD&+0^I10AmU=OZCcEp<-tesEkP#6iA*xN-gAeLtWjJm0S#2Giv&@HT@6
z<;CAaE*~{%PpwS?k^Uc|Ik1s`Lf@UbxOYC(e3uHJS_^-r&aU@2o$uy-|IvJCRxCuv
z5vJq^HuAk^mUEeJMSIjT-NepqgYe}|0zH$2HW?lpjgMSH8!7oQCZ3G0vaTF%$Am|d
z9hIo;yXA9>J^%Z7->!i64ldKNW$Cm*CsjBUtZz!74cPvxqjUq{`!#-8_ZipxLj<HW
zf12*(5Ze`-o}TZ;DL*-!{jmN6j(JzFVo|k`I7b>ZxR>**@XE7%+>RZc*uw}yECw5-
zdxCF&J;)hHrjIB;6M^zhOSH~svP$+J{4)cPxc!HJ-r!xjFus;zeT|p3CI6)f$g-IV
zXm|SXD=8}<9prtD76HhZ?CwuB@m|H0C~Q_6qQA<s2oRFz;SD3WzQ4NTF{|O1(7H-T
z?2Zd#4iB%1tsktx3M_62gEPCHF8QNVecPP)%{w$S<X3(5i^vO5)P_h;Pp^Y0(N=c=
zH@f)S?$G&=GaI@PQgTght<Mu#$fxavFo0wclYRBFbzl+riAbA%-6`5^AO5`eOoPvE
zOfUVL&tKc$hbJ>L4t#D2T5rB0(nz`IR3Z}EAb_u5YN<BW_>gkyE<^U}R-DJ@rzcv)
zgc<BP8Lzz%&g?W{H~#r-=qA`V4~=_y0yt?}l(~Rk8F)?Sgk^~A%#HH8<|U<FqO?<8
zLTSS}$KKcL&4Wf3#MuB2dFE!M>Ul$5a)?%#Df8E#YMTPsj`s*g`a4c6gQs36j3jl^
zA|%&ZEGGseHE{MZ%yUv+Ivyzh0`R$MKv}~A3Ts`ycQil=p@OdEGxsAYK4p4I)vQ`x
zx1Vt@+Vr{_@>%&K_I8Z(m#=mj;9iLJo3{DEd-5z?Ac7#Cpn+a#8AQim<jGK8e8an1
z*{Epg0eR=B!|kJ|*cs-Un4;gisp^}>8U+mpP=CTk7z5&4;7%bEA`=HVYDF&nscs9#
zH`HK8D=Bia>%fIO*2pcUI;g5<)CbpMbaa2;UC=?U9L=1{F8A+gI8mT7)k-rj>8o`7
z3^olLWfae4mRZ^X@}(f%`r|Q2G@iOTkxRWCBo`hHANKg!ZvCR(%)tz#-_65Gnjd{6
zQ+n9WvUPE~Dly`zXk4Hmjsk)DX3YIe-{6*lbUWsmzFSuNsu^Vo*DXdK79O?+vCHZ2
zm-RCtoykZkq2zhlWoW_zYkkU7)8DIRRD0JrbnfRgQ+H6!^F&#5Ot94rrlZN*#%Q`X
zL)M<eKAP3hr|UDp=$+@{^)zDGw`e4X7{r-e^CoNm6R{)4px_^NZD_%a+5$Z<0~baN
z;^2BsIu>j!pMp-!w~nK(^Vf8)($9L6x8p7T<cnMc2-;A=yNa;PDE&#qoQZN_8vw8l
zcuSj=mBE-yEEb*w=A#TlpJSwhk_%|}VO<$syZ@qC>X{j?y<tSzG55^|DABv6$7B(R
zab#XoV}j(I4S>6)wrlBAxv~DeD3J_=xHXH07J{}h6t61^#Gz}>*@0``VjbPG!DWWS
z9(WClQezw9MfnLhd6Dd9j^jg1;#L63ovVDwQi&0$OL3N=t>qtBz5G~eKc47qys|>-
zb|U(?azffAj6KTOmzQ0KCM?(FW4D<STE#KdwU+s9N=4Z}R0So&pLr+w@nvUqIrn1#
z##~Q=sQd(X6M$G}H2sQ!-!Z8r^u;>+(gog4Wwd2kjOZ%^qDPkBAL){z{@{wQjA<_C
z!k=hK@e{HH&3&2M+zln)GPU^(?df>ery&zfID;D^Ind?d5P&!EoJR7vk$TCF-nF6Q
zw>NE(VQYuJ5a^gsSY&8}K9N}~l89nXqK0e(e<JLi>2b-1?<-{*vt8c}V--6Gt&TQT
zpGiXR9F90rMX6#AK?5qq$^R1>?v8t@q8yr9!qb4YmviV$;bGx`Oii_G)}^Bfh3-s_
zJqDs4k>EvSz!@3-k)W<A6$nlx<sBOvuLh0tPL7G_#I{+O7d{`pOkL&{Z5zxhgXEb3
zPUnm{h7uD9t$k?dt;FHuo*6?#e|J?@gb=x1%e<!KKn8JbXRrQ)5IXHhq&}qjFqYB-
z2R93eh{2g{Zl-G`N(V!&<EyXexA!o0iz*f6ZWZ`pk2X41<lncD%n2j+VqU#===}8G
z#zPWAXiw+onVBfyu}WwU%cvgdM-60UEFmx4WnF#Xt7iLaMnyiTZ(Si=2fMW7Asjm~
zo(F5~VVzK(27|G8u2^az10fhnMh%?cEyuVYA~JW(^TRE^>&-l`iDvrVGK*g(b3LZR
zZrajzUBC3)QxkkZ>3R&;OZXag68wx3Vg)-sw6NRh=Ph>osUOkZ<D(<53&jB3DQTON
z)~O^JRF=j7!OGGVIXXPV)9StkHacYJK<}a?m!20r0TU10U?ho2TTw)FPv}<f36A02
ztZY>K@1U$>yd5b$ntegp-k}zwoqm?$D<dD8+?t>r@#4+a>WKl^7}?!{(hx0;cX|jY
z%w*V_ofSm|G4Q)s$Kc4S5MCTZXDh6MzfuG86FpbQJ5EtfX!G+~7v#p1r33^vCh)qd
znCb4Z*_8zd44Hm>!KwZM-stlrQ)u0TnfC9)TCy;<IY_?n&W|ERy~%D9f~rS$%0+>(
zX-JD`)AQm*qVWo$ZFo+XEaI1cxNI^+R(jXjzQJG{dNxs8A%peYqr^uEIac4JFjyhC
z?IaPr&KK>A!x3o#mmn!Cj|}9fS|!p|i>Q{d4g<1+ILC%g(mZYK^V34g5coAs9nD#U
zocFjtGmvCdF=fBRdwpu6q9Ov-L$P#wkuTXwD&d`{BpHP!<09IS{#5@AO*_JtEg{n3
z&-k^_tV>%IBp~MFLO8y(AfKA};V8{RucGp$Uu<UbY=U7kS-!@LVSGd!#+o7hCqr#6
znzrM0oQ`5l1<z}TVVDs1jw4HP?7gD$U_pRaiKs2ZghcG<L{M`CoX>pn>B|E)W_CMe
zXDnesd1O{CD~du<%)oJala5l<4MqQwC3!0fvGv~9r3&4k+*MZv974oI)WB?d6k<!N
zREiOob<*_D^iQ#!hbL{U2Zq<P1{mwju|1d6=3LxeuMhS^{N5crOF<^?%C2bRlSM#X
z?d&WfrY1LaB(|wmDXE4scIW>0F45p9WwxsFH2gxZKi$h)sclYabfrdZ4f!Ad<&$0B
zB2<9jl$4B`UE<#fSDRCu4@qaL8kCH=V=e{eli2dL9#qH88%NA<%kFH&xO=L=u7;PI
z_!-_5^Oe*z)VmMKVL-YU5`ef<L4f@b;Z1UISu&=!3?;gC{=x%X-LSJ&kw|D@I|n&`
zVFzKAl%$a+&pWv4f$_lY&h?+_IHACv814N!***X?IF65utURC*UoEq9Vi22kbPwqe
z%n6b+!DKKoWm%HwL))L8ZX2ajA>0|>2%CFJf8w7M4MWQy&(8NRMajCAmi9{M{x;j9
zD=8DxxBm8i7$u9x%q2yexcT=L+-YhiASa3bTI-pgow{3A9Cw26nw!@uV7(=ny3HFq
z7<HN%gerR$*Bn?2@l-}n10}`E#k-r?@o6?bPyu6n830IurF6!M$E1O*uqJ~HFKoij
zI1!TFpV%D9a!5ImEBnFeKhunI_S*OAQ-`%h23(q_#qRDF!te3gXh@z2zupGlI^P%H
zR6V+*z~vDU3(~`-Pu#Pe=uZ^GlRo*%3f&8)Dn8Sq(zdKHpU)z;Fo0h*X~&ISsFQhH
zf_N2ic~-jCRx!nYau0bY2XQzK3NNk@NWi>H3nJ^cV!xAh3a>(;+k4)SaQRHb-n}^W
zoHGil=<h6SGaOc1gQ4|akdWLW;YH)ZvRgBVS#ytB2CB<6bXlK(?*?y(>K%fXqHtkN
ztr^Izxy1xs*Pp4R(UdQ}u1TMHcKXDZq7c8npM?$~hKHzuc)2DB0;6`YDFQE(k_=F9
zF_jvKFrjvaNo=mLnryZG)-FAVKDR@(eu1!9=pxUVxNBq(vKN8Nl+%;dFC^-OZME+n
zYJK~}P2x&iWDIklnHNu40Kq+IKVpY5NRhkwu6)R0m$xCcHulD7F%W$k<1a`bsNc&2
zds!a&r!*!ny9%d!qv21Mub|WCvht`e7qJ&dC(~ptxu%0O8g;MKEl!uce*@J~0a^Q#
z)DJPi#aZ-hQ&wczj2cX>^y7bkt3AtyD(^{gfHYY0>-&;nISLzq?`b<jnd(B4;ndmR
zUwMI=nS_a186K~fKc`K%^c~~(CE-1%BHtrE*5h-kV^<iQRxz@lUGOG(>}V8J*@&BV
zT??DQ;WA=)#p5E$&S6cd;EoOmFoN{$WpH`-dHkWFjc54x)`t{iv@Om<Zbo{14u5EF
znHz)7SurumG%$OR8+<gWUoh<$h2UiHovxYL^K>c&7Oydtu?p_8x_3rST~R?r>&?nw
zGmXFJ0P(l@b(Y<vsI&}ST%2qsC%KS>(1_4u+ZLMp-%Gr^jNzLQgjbdWvFJ(sf&22<
zY;N_fgC7B(T+!**KR*3aI6Cj)XT{?>p)HezOnb;<^5(aF0eMu^)-&pI`5c?^xn#PB
z%%h8emHlj{2$PwR$Ypl)k|k*T4D&f)XH<x#Ad){|aV@Yikr4d&(0I8xb&WMPW$n>n
zv!u0(W2S5EopFs7xfnEFn&lqWo&~tJrduO&Gkb3XS<*(5$Y6hHe)16mKdONDCImrF
zWym?s{+ad%1qGFmO{Qk3Y=}brpyZz%`)?Rs$=wUokIg^3mcPbAqhz#P!STxTcOUEj
z3O~<#aW|OQUoEmMm52CLSdLh@x0FZmk=t7Rc1&h|&;HnqN7l8DA@i_)aC-S?3W>F{
zYb0r@TYd~_z^-9o=hQB6X^Tcp-m1qKh7ny>RwqV>Hwy7ud@7&SiNwXP5Gutcc6TJ3
z3Y(hevT>G;+4OJI{_WkrQj3mlXqUHnTqLz;Nh}+;JTis6$xc{w=%>7mCUo=j?|}<o
z4P1_AK;5uMNTl}5WooyOAfy}*q9C#(q??w}(LJmb$cG<_&M{XM{#z&_P>uoL+ST0x
z4H_UiaDpZ0;X80zqQuwfO%5aq@Zs%G4osy;v4KBudMuF+O{`*>?Qgp>0>~g3=Y)}m
zd!l~xfIF9n`Uum!YdAybH@fC5+h(?p3{?8+eg*N0I+^cZPLKMH=z9bIbIidF%j`GZ
zSqxU+9Vz6wb(WaYG1PTp?Vf=^23A(g=EU0eo_}qycaNQ6R@F{L72~nP*_Il(OQv_o
z{7$ohH=5*>=P`wtz(m&-ly%d0q@GjfuO7#2e!?O?OzMyfO;Cc^WROjGhDSMrI@*Vu
zeZxSRxf-Qb8fV|H#LgEm{>5eKP)m3csU`PwD7D!Am5AyNX#PG$Wz}5Vk>e{X9%*MB
zjIeC|nC{75G%&pdjTZKx+TO*CF@N-rkmP2@eYwpA$+#%t*;L(uihll017l)k<S^S`
zwflH2-diFNnlrT#RX@ISp($NYwI-gD?pJR-5t|=(vN4l&^%BUqiaT-~o(~Lvyb&x?
zMQ^XX1Tdhcb?`s}6nCM4$&3lJ{m1@7AP=5n^CQb({S=+hln^+?+$MrdKM)n6;q;@K
z!$|g*07}9?{-|Jo)ihctAfbXyVbA;dvv9cHsmth{zStV!8{+B=-u_9gvK&@#GZhMW
z^N8j18}c0H>Zm4CM-Do`IkKE4Mgk1lVUR!BLU*Nq-jqa^u&{7=TC5&~rA#lLm(#+_
z)8XbP$TtrW4djyNKqW}uGm0{p!QeYTcmfLCwgRTs2;In5xYaxpTpau#)1tYIB{Z`Q
znv+r!1Sc>H{`a5hDz{FM?wSO`Z$JC$ih(?VMQ~0{*V#xHu)ndplK1ON3SrdNim`;D
zXNG6sjhtw+#~0g0@5gzvGexeiuu^>!j+50M^qkNncWx6Co`(x_&?#TFBqwRQOY&ml
z<J7|bGKfFGu<(qve(v-b5CIY9WH*6#|L$`l_U>V3q?>QkeK>5^$x;YcZbYlTA<7l?
z%SV#4GO#G4DHf&U=7D@6IaC+e*c?8(9F?lDC7hg>OHj0VzP4PdKa_duFx+#F2Nl^i
zk#8XBFN#iOk<?j19OD`vZPD^_MchS#kKu1q9Ak%r=z~pB(!+j#B=}4}tiJ%|D-uwv
zn~vtODxtPsC~R+h2Smre43BJbd=Dvak(EF8UVA6kn!LIfBxUu{19TlXHi=UH`eC`h
zn-)ioqJCboXMv6!7=8|&G-@j{ASyTC5F0hnfQO7;hZnTfJ|}e8!K`4s-+ONM&vSKr
zh)Zl4`YW2EYWFa$^bn`J+H8D&?Q8hm+V7bWtI3-QOlCp9qN5-RNi?0<{1p{%lW5aA
z@Xs$>hllHSJO`dAUPwB4{;`)opzope>R-Hvp-#0{WXwbPzVHIN3uZ1P+h~q)X+7Rp
z=)b;wB+#4A;I0DxFT%f9edg2?%*VOP=}szrOW<*JAp;b`aInu}<|V2h`(Dke<&qvF
zP8X9S1EYV+?-mVxQ?4)2_M8qAv*uSEPIzi1YyZ$K6ZP&4@8NY6dvE=?XcmP(jSAtr
z@=1_L2|J_8=}a&K38Km8@`Y&8-q}!#sJbPNm?KO0xJSlNcQX_Hoy{KKg{UpK(>2<^
zB8D<Sx#<(BH$PZiU4CZg+Z3K~o~y$RjljJ|%N80{ClMz!(c_Jah9-`|-z1yY8=B#o
z8ye$~`meJUkzZVwHE)j=P;wgejd~~WH6F0lvjiKtLE?*|CB2vTu+Q%3h$HakhhcwC
z-uF(YvR3VEH|6mSO%21`l{>LYVZw9S^M~^Z`|M3OO^|d!3~o)!Lst7HCPid79YqA`
zB<8PRHhROWSTdaOi`Do0ukT&eFI>E@EAe!p?5WJ&SKOys3&=<uA(G!PQvx~Ek(>mK
z?Uctf?ZKQua^{~l>%>30Mr4usS4Qt6jazs~-TFa~3)2!px)Aid?*vd3d$7*|v#y&p
z<{J2x2Iq|xw|B3i@)iXG-{GxWhVPETR8HG6{8W3zeyM<(;vtp!otJ)^Z`tS&4%m43
zorCS0GkK}e<%!Y(2h4~Z{CY=AGPI_8Y5$&jR9<5PxrH-l=b(ag7QQm_z!${2CJ)N@
zcmGujwyB8;1qjzfxG(pYtWFPXUp>`(AGCf6?`cbqVoz9vxBC*)f(m#_s#xdx*7L!m
z_|aq*85%0Thq)C;MIb;2c0bmQWel5c1BKm?a(`9vYieq$0FwG=L8+0uEV#$W=sg#M
z%bOia<NoDNUqO(L*WJ9jMvD`TcctZGg`|v39_}a-h^G(yU4R9!R%wF10*D>tnp=`u
zQtnAfNkXEc5ET^_Y)$m^^aubMJc{I5h%7klX90m%PMIuao(WoS-={t7@JTp0I21xc
zBnAeCxzfQ-$FaeHr0Vo^JO*3)Ax6IKpVxiv_oukWi<M01rxG>a)#|$^p=@n!3Ah~~
z0d9uS&d%MyBY;)Si-rH$<wjV`46K0ZJ@oJEQ<L`AZA>>a_TQy`3Nx8gzvQ%p$dKPn
zJ`q*s>zE#OR=YuwFU`Y&8EZzedUkkM!`#d>*qfyjnQ5%m5Oev24yq?pL*Pg5f70w9
zaT6S+H;oG;mC^Bgbhy5}(B`Gt&YCqBQG>;z!B@YnfIM`KLF|v*$2->;f^!GM(sP5;
zpDZZ$(omBFc5@xv@GZ7Y@FmjVAy~KJM#yU_O_J3N9>?80Dso!j#!=krjX_QLVJ?@l
zw6udkm*n{vsl7@vm>WE}+pbJcyo>kM^9N3Danjg4o+p;uCaj)mmJSuP6$(l)+WvUo
z*c%5Q4^7y(9uO9^N*<eIzWCT<a<5&E8P&Cut|VLcfNW+?JUt<-?o)M|Rt8rgEuc)(
z>=}`U-Aw@sz=2`m^ZBEtof;W(t2kAan61#P8Arr=mFX!he0ASjzgCU=>K)`7=ErRF
z&<rrorr&V|4b|PZE;YzF&yQ)O44nk56KEi5ZcxY^_EDTFsRc}KumAU39Z|4pVHkDa
z`=Hif$<Xlf@*}x}%fQLQfRBP04=(OHf%dK4dQorV3IfJ{GVV@<zx&`B1e<V<hFB?0
z1jP>26<wF;lSj=V=_PDCBlDZjcGza2<gNYvCK!f;{%kFNs~R$xK58pX7`rjgW&!^v
zZTRel^0b#`e}(xS0v_y}kBn6|;~?}Njt`%j2?U+B4(Jrj)$l0+>SoZm2^8zSD1Gj5
ze<8$K=a4i`zA`9{eDr58?THI<m;&>1VYVy$6K|TO-Psl9GU_*37;Of2ye7^qVK}c!
zvtBJ_Ofpb3^R(uzP-5MM@N~E&Elp@g2@9Vy`=RT~^{Kg}bCGda-L}IRtc-|*A$OZx
zon1{N>satl^X+S3@~2FaRSX{YxPZwI`OoAR!mmY>6E&QBrUx&&Mf>#lnYrKIvF<$Y
z?M%jJXu}cVgEF3%;rDw^H7Z#)D)cFDtqdaOA#|!XWeEmOeIq>fwYZqaAjXezyfV+G
z$8juzfl*)w8-_By<Urpv+3;Xq#2T4oNVba2XUz2ZHu>k80kY}2oOey`G4Sb!XjaQt
zNjloWs44PqFv<)Wr&<zagh|pVV8t*1tda-zM7YwU=5DjPiZBeS<Ywff>nz?xIzo!6
zC&v5>zQ)PsO!jjd2eH#M2JwzFR0<#+SzZHvUUIxtW($YDwSC(+0{64-ta{HBmWiof
z&H8EQDUl+WP5GO8H0Ss6*A*4)qdm+t{M7KI83(r?mYWLRbZNzo-XdP%CRqk~IU&90
zYH7E8Ah`rb!{VF(B8Iy!3twy2b;lTcN)sHsEcI>*@c0p(;uQ75pJ+7M9(zTVAznb^
zhLi;A{fSoSN*nG<N)g(@6kOD6Ttewta<_^KPk1}%EOE+;;X?k<_uN`S%HL89#8ZVg
zpbI1?nR=sG?RBzD%A=Kg`AWQJ=?Fg_d*2Ihb&iRwo$RcWQuBRZMGlFO`To3D|I8z7
zFVOioq(4n13x2Dq#`@;sgjPT3ReUd5;eD1|q|br6`D3xgjuRsq+tqi=kH%2y@m-04
zMP|ezZkk?D=9L)XIC;AJ8<$=i6#)~T`L+o>O!ZZ6K2ig?bH<M?zbi#4bGv&QPQ5Y!
z(U9AKnyDJpklHs8IlUHGd;vnJ;ug9VmLbCT&Ic^Xfao^Su$w9b75=JJjC%h>;m$mz
z3yv=*6e44v(#K<MBC3x)YP9+yTrFB%Gv&&7T2-+>CiDuvm(PFD59OkUxMn&r2VM}<
zIUo2=Tr~SxVMxM!JOl|dhS|Kwqr-0BRw1tBw~Wqm91+j_9}DS}&T?8!Jc&;|Q^c_y
zIxRA;zwBPv?D)~-0DTP5@VrgkAoM)^L6(;b?rUa3R-OxfH$PuJxPnm76I%ayug3dk
zc7`PgBh?@)`PAD`$sK9}%MM;_wJ)4S9tBDBS02r<ANf~T+D<fIvwh<7Ht;+4x$0GE
zSs&c1SZS7P(MXx9Md<~>1jpe67zg+`O+{e{Z!fla`?(c@yIm95lM;&TZVj1hhvHZl
zW#wKDQFOdGG3O%c)M1r}vNi-m(?3f&y@HBsipubgw+PiO#K^1;wOjcmA?(ltm+GnG
z2`P?`<SKGeh63&cD&ukrUJoRhzM!CMwsZgb^yp+Uti~ik^_geWFV1{(^b87_nf`06
z*l~P`@B*af?3Y0|G}C5^YBvQloj+TVNZ$v;S$LclrV31}+QRS)<I1}6oySWCX{1at
zNHNQBwG~6cuF<R(_J|7U7udVEd#q%KMujF$q=8a8gEAqaw_xF*884{;>EvXMjI2nf
zl0dwMh-H#$kp@OI-k{WEqgJp^5Rdr}!+T57GMb@YBKHiC+R4poPHRjRqggmWE^*bM
zAgWtel*70W{D$aEP|qg8&#gHx5ZW@Ot1Wb=oAz6Io$8d06?54?C6HWxbOc39DT3du
zev+On)&?A`zPBeshjv3(7m-(%Vl_{epZHovrur9^@kVQ$+?fI7D2;J3DB_$?>{OkU
zw`f%htWw-X5^JT~;h3vP6P4Fw#-MZer;ZR|x5;7St?fE%!mp-&#H_F}-GpwvpP}DG
z=I3A+lm~^z*C2yk3AgQI4U!5STECR8YDq&@Q%vZKH{gce-P$WOvPfupP$GiMrgcO0
zqN<EXZPnS6%+bp##wW)1c*dGn>7NImuyk&WOhO2!x~O!XSDCQ9;n&|WzawQrf@G8r
zSHoE#O*+F0yS+gvvLc&@7xDO6QO2S^gSEaDs#%V{9~Q8((NjP6sSh>MNV$(mT$~94
zz_)A@D6KzeihkjBU&SgaG%}0(%!#fYvEi8Z+_0aKk8bXr&d))|)D8%(uMn78{A7c@
ze8OPFsf6ookju8Pjm{s}xipc>KNUn|S0>{cCxAkPSKbxp?>mbTHFxQv1&GLZZk8>J
zkS1yeg+z-WKHqzCm`dGoe-WH45caDmEfifJ!=VT-megoOu4YxgI-Y7&cg+8DV6<|&
zF8OUZAU2h3g5W2Tqoa)#?gOo^QR)X}^jekYjoYh$B^4mV=-)D-#?|7A#&;YEo_25Z
z%TH>yapzZeWc<%$WKV77v7he@A;?F-8PHQS-*ngbS-&tYBLzO|nS-m{l50$^*)y{#
zh`zY_o`B7Y>DU*myj>_ZCHiD@J147j<Ktn(_<3EpC)kF4`k{0{2X~A=Y<JG;(QRdC
ztb4=2W?<aEzyCYH_-W*Tg;%$EOmDa~l6Y&rJcpS2&F)R#O@&^|^|!9~L=z3~(T4w<
zw!z8q7T+ZP^%w7H&1yiHQEU=l5|>(v-}aEY<|)@X^+-62lK@9}V|19VXZLB>U6dmV
z0rIgVk!t^SM(X`0q#;IflyTrTx-mXO6B2M~T<t}mvEUmrfK?rBN4%!%wNRWBHA_np
zLPF>4uG&}&-s3lIjBa#qc609ihVQfKv+D}6?HJA)z_UP^B00&>9|a*FpP>s*<jJ4$
zJdVBJ)77SaByP*!=t9qj7`XVi)Q8`IJN382%Hl-YUu~8Xkqws#$x+&Y+dEXr3F@HO
z$S>cRP9Pl(6?Al@{l#?2BO`pDZ+Nzq;SaaXwV+wGXHQhFMj!sxmHDK3VlF@ZG2ge2
znH}X3QRey%Fy&eQ=Hj(NsqNjqH*(pWHq1!^6`=ESNv#;h6jh!ImX9C_q<sOZxB!-Q
zQifXCS#=!=2M-c29XWfCb%2#*3oE0aVo!QVzm+qc5$BwLzp2l;Alf_%m#mpMKhyfe
zX#BPzt&;>J??6wCA4ZfwX9aQG>j|6o{_HfOu1o}vSjgFqwg2d@{cl<Cp>YDwtC-U!
zmd3r6gp+yb(}^gv$2ruTBU@j$>AK|tNo^cmXdU=t)6eNKv3VZyeW|+Pde7Y5!zoBs
z9~(GKOp3K=sowj%hxp&>2z1JzI?H1}&Aea2qFnN~Uq<~Bvlx@~NfQK1Xexob5qu!O
zL=#aO=^SO}VW>UaLahc3)o=P}am6s)!d1`Rj^qzHP0%`ET55?xuc^;Sf8nQwNM8GP
zYi%7`mtiEk;ekD@*?(!z(RK7xZeY{5e$f91?Mcad=Gv~W5YztJ+PT_T$=Kt!>mS?H
zXB~bG7flW1F$*<fNAz=nKzi_$G8ohhkWUJMqufg~w^`H=DOUSFzEPn{ve39pP07HH
zSN?K4(@CMZN;=+-v(+5NnVJY@Z#injiOb^e5woSO0JxmI*rVx#a6D|<vj<n|N$}Bl
zAa*U_gdd*A;QIR4qsuk7$v)O>cFZyvzM-4#@@b_?D3cT}#uRbK?yXk^LIVOyvanK&
ziS8QaH;8G^4<{j|P(=o2V<$R1F8fpcb4~R?rbU?yN5jPj^Z6m+nAi#Q=R<;=*mu<t
z3E(#HkjBC5_QFWO11UDvhVdk?waNa@;7L`{x2m}E^}dNpNdq}XI;DH4Ani*8ypOxK
zKpoP&_e{Je5b=C{hLjk?n+@ocf9}y+BD^5xPOOs<&Cr|Dnj^}`l76O~AxsSkU&;GT
z=pt()QYlJ&ZLGJKyLej)oIo|?A>Qwz>`dKx=UjJv@8=)jVe(B=4W3iXzlHLIaJ_xE
zeDYRO<o3}LaiYdJVh%psBu-zA92KvuRTtxF!rK{%xW9Hjls#1tgBU6~tEzTI^uDp4
zK+1bhse!mc9OvTY!@5B<Q|-v%?gW{4Y6Ki<UxYvRyE7OvW|St@i$eKm5t1x3y)PWT
zJ&OmwNc6A#OZX(blLX<{F0ghVCF@7LiaKQGBf$i{8|EhY;_S!b_BIPu@ZYQ$Uq@&^
zx<sV;J{F^fJd`leeK_JU(XL3)EpaM>TG)lOz5+){@`t$QOZ&!wBamqSIf?s1nKR0`
zE?~XF2^sLYceaIrG|*F7X4>;2?kn39v(oI1x!qKiExz#z4x@tf*H9+@_!Pykqev#$
z!OvJ+?RUIszao}}+Zay~b_PC^-2;2tiEa$17wS9V3nz3SC1LS<*~cV|$wYC=hqLmQ
z_p2Tr#=*{!A8Tkq*P1L>Dk>9uD(Ydx`me7$51O7|o?_RFPOQT7T7CUPTZ{B%r6+ot
zhF9Yf(jjEvA-py!DGJ_KA|D=<K^;GW>Z15$f4QcW!V|i1IT{#^JLgbveizbcx@P0o
z;&AT&v$ICfn?8<xxS^(dAU(8F<3Jq%Eg3`c?DDX;ul&w8JWeqOjKVtEk4$-s#_Z?2
zT=s(_;R9u)*n*3vm!+M{{hTzu2OKj7ZU_l&WBQ*@m>o~)zBk0;lSkAogi0U}=qV3o
z?`}o%!u_7XUaZ20Xv|WWp9zjU!^`H6{Y1Ge8qO(%48P`j`#UKXi5F8kblaN+46nGS
z+h*>C9TuxA*4-oNLWx|ZQhL)k(!Qiv-gF|^N(Dmura9p(H}{+GANb9#2Idsgv^MK*
zn5nIKO=J#APA~??<}rSgLyXIqMEzw&^@}%p&5q~_w|`1W-M_S+qapUbV6m8#yA%?=
zflo~O+h;kQD_uJLS4Q?&vK&#-t(7okCh?Q{kVWkB#av6WzW@cjGbKT^xU?QF{oUNv
z?@nBw3xfyY1+zJ=_b*?be9Ru(K_AdhQ6IvR!9J_f<BuC5^Qp*iQgz}+OCEQ}swaM(
zV`F2-7v2$mf`1lwEw-rwOsGaDCJMR@5%C>(nNS=Y91g#WB^wU{2|H{X2{iD}(9h2&
zl@<-PePYY&fw)8|!--VJ00;f$-Q6Gml$e-=Rs>9J?AfwNa+Jgj2^=<alm@HifDPXd
zP_5Z`iNM3yPu9b^V)Wy=;=r`Dv}1fGG!01>4gueH0wkma^!9SC`W}GC(n2?`;CKz2
zNw4kZNi`07p~iId*iWn`F$_@iLrfw2Nxj;z=h8|co6Z&vEt0U&Y%yD)rQ1o_p08PF
zj#_?0?xvIuJjECwbh%|sII4j|iz?2`6CG8+LraomK@;$K#o6EApLaP~tR#AW|Mlw?
zZ86e`%lGvPhEcCg@-8JLN%3T%{0mUt;9(=zX%D=HMM5gL^Iv+BTO_&bSziaKsi`%2
zzqmL{NCnX2v;PS4d^nd{Iub=8B0|>Iwy7e(X2Io1v7PvF^To~kh(M&Chb;RL14G<g
z82@o&4N)8oYl`SSwP~0kc(X8;`J{3)tE-dsv5<J|p6-z<oDy4ryLk`R@fhl3iIYj|
zStDrvq<o2mm?!N)#hhQro}!1KGvveZeSKLFDko%p^C8yUK9e-;kPz}i@@d&zki)RN
zLtLm~7a~GluE-3#zd<6ja_d9G{<;`xLcdqgBg@G7@}hF;-VImRpi|l*zORt-X>se4
zr$*fHI<Ez~+dI|#v>cWYksx=9g?NqV3jr8S0&=V%MNUA)CGrM@INJU!_Pe?Z%{QM~
z+f85L>h~{YXRdGz5GA4q{t<WbCT-6u-S6R1t7I69ggss_bSeT{EpLlOjm~)@&TbfN
zkarDM3TdyQ8;HTP>CSM8@@{-qTw|%!6G#?2Fug9p+g3u7IP4fPrI_DC56FD{Ryq1p
zy4P((Y3c}3YJ6~`TJSMB&Aj<caE>d~tvuU^_z27*fxpOsIB`OJtwTuNxm;i~C)Z09
zK(Ca@LHB(9M{$BQIO%YV5bKt{q*D_1@Zci3dSqQv4iJ&@a)+#zkRD+*YIFhGij}Au
z5)L~7@=`;(){w`c)UpEeB+D>hriGZ4f-2?c;MNzS@j>~VV%fq)M$XjcAwnlG5s6uw
zF+%v$tm7ZzAd&5Lj32--l(B-}*#N_1Lk9W70jwBq77T=H{-9FL)3-u4#iwO|t=xvH
z5eh${f{_!h2YaiaGY}Eyi3iJ!teysh9U1W8XM}WWp@R*ua~&02Pf&8GMK?zrUi<So
zZHVC3L^R*t>C_>&%X)T|K~ut40_l&E;;X{bXIIUv;Bt8wRD$CYIULzM<nFX<5}}kY
z)PDuJY3~JicB^T?LHg9+-W_4su03xC>WEZf9EdIy^SPcL>QEHalMt0ic>2<arzljb
zdH7gV+;kCc>6L*7_3Ao9@=yUE1V+k)?jF~qNC^hAkLF&}u1Lx?xNMvl_Z^_BpZ?Hq
z_khC3e<yYy@P)r}K4tQ~3yxM9uz}7ScurIXe}O{1^<A)S6D02l@55Yg_e>qAn}bHP
z1q3PLFNS3{?>;zs_4No-88x0m<7M^8H>FioRVg=%N<_)x<Dz0GPnT;g?3NNJWXw00
zu=TybkdcwoO=BQa-(D^{0a$4EfoiouH#pv-_+PRH1O$Y9VLNhzIFnbhZvE}nGOrkv
zH_0k3fac(z_Qvh`I{y9reUtkQB_fBTi%Ws9FHs<f*TtYG==0_6ZNBMuGqbM{#<l?1
zVrWP*UGpE06xs%f3yJ0zPoUhY79C)L$_A)xF9BH%fW$x+`C1^HgOQ1;P&kU5Io4z@
zGDdAp6v{#p^m5j?!R&gj^ZfF1dnEee|F3pyk$m&Qv6A;+wi~GR`Y(P&eK4Auu9<<6
zcN{BUN<q8>oindWb1LX4In@;q5CAxUXL@Avii@A5oL==qA=Mf5+HfGC5weBN)GKsy
zU_K84tPuHN_T+)T+@SdqtQr3?^FEN_?pElv!+Cpq<3)X~X^!{n{y=84T!?~R9?#%L
z|9HJY9_N!{nT$v9B=<D5o^|SAASb?lyxRF!{xy-wADNVdf!8Ggjs)0Di6{_n%2%++
zTB~K2=TxsyuhgZ`(^Dbvcc14Ysulk-jcRaw4y)|57(lrd7gvgS=U^a%+p*|eY@^<C
zamG&~Av!LJ_sQDBLr2T)zaA6>=pAKrOiWdf=v@~4W2t_p03so;!!B%#>xJI$vse>a
zG8)7`wJ)e>XiX~pfUVC`n*VTreSNL^=P6PlK8KJAo2&YpvkS8v#RtZgY|0BrE_6Nc
z1DwcbF~|w3F(#A%j`u$vh2-bs&=>2KIxXM9o*wX*`?H<5sJcHyK9Bx{_0yIEQMk8p
zFczs^d;PBE+1bP%ZR5_c<W=zm+i_M2s+ym0|BDI!zi)|ZGzFgCc9EF>eQRrr-KQ}>
zA96C2zZVd}wP=g!>=b-=1oP$hyzc`%Tea~Z5?<G0o4e!l$7m|kQSA9_VeFV|3EafO
z!o6|{P(>(!YGGl)%)*kZiC8)Wu%+coB_4i|E0h1Xs}5+?RYP2#8o7-eLBiBAz#~$5
z$3FBlGBSe0@4@!3Ddam#EzT#Gms_IrI!$qes{iC|%#ssBOd!aESBez#<cn#63mvi3
zmHNngD1EOhsIs!MxTK^Y*6$O<?Ci-dCDHhtW)1({9{A4?wV{(6RB~Kg<y2IBV||J5
zQ)AF>=<{XVln3s04koh(hvLcXUmxw0l9Q*2)*Eg0%XFHR_Fw7LD>eafW46so(NLr;
zB~_qb;pQ{>pS`@juP!=2NLg7E&7K_{9ed}BmA@GE!J5JR_lt0V_v-b@F`QVCii!%a
z)CEAd&y{PdpFa$71K4zC4vvCq#;k;Y<SSKGRb4<M6qS@j0zHRfDTRH#mR44_xBDY+
zKg`C{y^Z8>5e5p0iHSe?e!OwgS^W=9fa(AHH}k=pj*hN5izZ#3@RBO?Y;tC%X26jE
z1UmXJZOs2&f&h(-f~IEpB*;{puIqo8nSXXn)F1a9h!*WGH-*>Q+|h@JhpFl5`vCQ7
zawQT<N=i~*UVLCs>>M17?v4H{yZ4_qy?%&mhVud?vBj)WA2dmNfRxg+GQ4iH14V)C
z&w$rgujlllY=BRp)%5}h%i5pY)>~b7R&6`~fcaisT><O=d9H*7C+Y(ypQ*aO{?Erp
zyDiO_EaqG#c_E3+I(W#R;fQ!-VwrJ*5GW}i5^<iY4ls-dcUAzeVPi1VDB}W|^AE|W
zq<NVaQ+F_;Jw=qkh`})QFF+)zlFF>Yg+N7=!fWECFiUzvi6>aw!1s<p1`kh?USnz^
z7lG(8Ryb!H;sDIE0w}5s^CC-<o4U$&LZQ}gvtNcfVVehOO5GqU&e{m#_ahf|0yr=4
zAq7o?{#bpjdYLWpPJWbI@Ngkd+Hw!GezmDVT!F!d`HxaJB5MnnULB}s^T5e2PIE2l
zISDh|RcfEHG9$1zjQ)jwS!4X*=OGaoPji0ts#uqr&<5~P;*Gz0S34NrJ%gVQb!29k
z=oSRce$o1rC4IMs`OVcoAIyjEY2HWMfDn;!ntiWg?_6CLQ!cWn49c+1xfZMD!I-ZX
z%>j3wDz}VufJ*hZVRgkhra1?*RXexDfsM$Ptbu1UEP5Cwa+Qwzsr*^=w-PW2BdQ@e
zS`GhVl!!ZnM;=xC>*O(mqJDl)wKSwZ&k>EH%{d~YB&CuPS1t-wND(RW&eSN>b&O`o
zxLpbq%7#F!S}A8pO|4Rf6r9dHH>8~Lil&S6BULEg1pBB*p;9U5eOicB;@|s%!ExZ=
zFiJ%`un<%+7b$B;qA_T*juk9&6?jcBfAlKQ$QfRj{sUi7ZIfYI!-zLZ%urFUaGKLJ
zA%xi~RDo(D?|{jv!}KKjom`0|3iWsNJLZq>At4|dE=J<6#MDQ|;EEM;9#Rj?x&NLW
z7;utHdLn$65d%JWrU`||Os{yE{>hZJzj9GYdF*+3F3QU3!yW7GW4=_qs=E4Vmxmdn
zHRf%PTyW{ol9`qHhrX|aw1FT~#{1-R^a`u_6!CLvUm4(Fr1sxjg`c%Pej@k+%J75#
z;+?pxkPv7-etuNK2~{2ofO|6(5K<?mpnw7bnVzW}QNj8az!3_{LaahAY0#R9+}y3#
z!m^+F`_<(sVB|cnZxVT;M39%+*gjGbsAYhUNW<11fBxtrgHt9MYvO$+ItSuS3SKY~
zxfU|wH{0MNlpjlS)pveN-TQRG3lJu$BxN>CkAjLizYy3@z&2`Eb0kSS5duE$bm0<-
z7TmLqPQa$S%V1u!Xe$VVmVKZ;!ubE~A@l3#?YG4B#mmk{dBf{UoO{2WV`l~O@XlzV
z-o#Z5O2N8uSG$dR)Ch7)bLzHO8`UDD2WVu~BHQepe7cB})M6x1XXr;B1n?z4*3sV&
zT!i9->fgRy2|Sk?JW9}2=p)>mRJsAWhoVK>UM3o)wp&DnOJ5wrvgz;$)U7(*YUf?;
zbn5jCuZ<-T0@p_n705s5h4i>bZx4Ky5Bc~61GVB8$7RpehGe6d_R8BHFughE68r-F
z0Ez(7trIchFydpXW1o9}Kmccw1_ZRP$iZ9szkm~f<u)<SYcbbT(Aej|Y<~Ib4iaM}
z=FCae45ahKz_?1GC&*SyUy>^SZLHzowF)6WM;;8RLuKG}kxZu&s@*t>s-bS*ZA0S9
zhH5_a(RP=36nE(F7f}mzvt$O$zu=1kIZ3eqESp*t$N`^h>OOvZx6?tj==BHal#uS5
zPe$aw4VlS9JjE<)e_i{EO5Ie!{G<{ZaS!X{R-pmPTqd5n&fMOmawncr^#2u;(81jy
z0M0)OjQ4H@9yom_?Z4B^1g^h}JVt4+F+Sw+UzLp4wgI?gVCTJv<ha0wmqrSiia$hJ
z1G_<QUbzi~u}+x9OER@x0X)@{bV{xJj`%OgAE_E{o`h{0-#;^=H58$_G~(0uerT{z
zJ{FPe+HDSIICry1AzRQt(<P=#IwktA%MWv?n+bpZwN@eo)=AMy!DmR6zkgBOwSR&p
zcuiHp0MrlF8q8NOCe)2fouDuu13Sc3paF_%p)q+g@k%k`v@ir{5k4>*Y}TbAZeh2D
zJ+?185mi55{EI_?`ZKnrSRs~&av;)tetuR^Q`_gyYTIaawe|Sh?0BHjMf5)eJ%Gdf
z(Kj&>!&xQ&_azHGi*3_(ZzP#5y;>@fa;c-;rInb|W-Sf+b-lf`Y2Et2iQoU9Zv_I6
zkHCK^jd|d?uf=x)X#e7K)HpzQu<Xv2fPmm|BPb{+wg~rsYc0-)DDHbgLc-w&kkFZb
z<^`PWt*w;Qu*7WS|K|KZtQ%}M^gtU}I5@DcmERwg)zu4qYinyQ-+lwp{_|p2*Jj>P
z|Nj&fM161oI2<5%G5`drSIyVJ>E-nF^l*bpK6CDw7n@PX?WD}_{~w?Ks=Z-(m6h`U
zA7ft?)>ap7TU>(_iU%!);_gx$ibH|m?(Po7olrrFyK5=#?(Q1gCAh=Qe;&^3J+Jxl
z?d+_%vNPA1L*8J97=&4ju<BGPrtx^aJaW%h>g$$W;k|!f9q{5q|M_!{|I;mnzUcqG
zk^1kQ&%DlVZux<=fB!=N=Vqnj$<VmDxg}*}Okqio+?k|!cp>pXL25cW6!@TbqR-GC
zx|v`9r@Q{&j^~Zp=k`PnZy6{WK=wahU}9;B*mZ9-Cyc|iACt>w7B%qo!SZGw1&ge6
zwaIm=K%Vfwu$TWj*cJ%P4$s)e=JB(J`Tt(;|G#=7OkcaL$UR`b@%BJU_wb9Z{~GxJ
zvM?>iNYX_E$+Kumvvf8>(eSJ~A+UxxesWSJG%Rc?TcjI?)s;=q>=zdo8*O%n5ea!g
zi!^_A-7Dk4tomU8Zrj6&jIs&}lIG^Lu-1MuUk=aj?d8sDp%VDI0IGW-AgJsJ-}&d~
z)uL_m5X*|YVcO$+7A|bO=*)+HM_x3!(4MK8!kN?7`w%g)I?$}26WN#?IeJ1ZnfZ(+
za+bt>RQ+f}O<)iy<KpnSwZgsn#MTmV@wi>}uI)$3y@f7jvp321AkN*<-IY88+u^<I
zvp*dIaoDaC*L3F~!93A=tRZ;LcnIW1gEsVF4&@*;(xyW}1RX;&TbLODA>h8RtwlMx
zp~0Ww=BnNr@xd>5oKS`a{3C|1R#qi(+7<S=Ry~1=r9ERGnVQohcb?U}v~5had1Vk6
zFO$3Kq2Dk??!T#_Xwc%1I_SMT4z^*IW5`LHiNkSVjNpn4lZt3AU+zLEFYyx6>3&1j
z(BM2ScZ!Ul0pt&^X^}gSvCd{)$p8_$K+GSkZ!kREp~yrP#PJhjc*C5b^Dj?5YV~i^
z2;V~@zrC<>VE?0L2f5oLe?4R(fv>17gk0&y<wsS|2Q@;&s3Q|rHNqR{r(5ZS=KIL9
z7>Q%~`99NpmO_l<+)vW=|GJ?Tnpx(;_eAbN4jxctGM=zP%9dhyMKZUV(jv~IRGW(t
zY~`+8oSNIkb#geDqw#t{Ya+j`COhH#xvaZq+@dVgms2h#8{3E}I0Bauqp=YtChyFk
zouBAlhc-r0E&R`b`x{!bWDTR`ZLa5xpAn<eUl*-QOmfor1^x^jy)4vXKELt-Xifn&
zgKOy>nB<m5Q$1WC2@`upRPaXpDsYUb6IeU`!K>%}a^BHk;ec7`RaJyb0hp(jbj~xX
zN)CL!xT7lf=cbvs=STqjUEN5KDfSQ3=%Q}MlDBK#f<O>Es*|)`J=dETE~aRu-QiJL
zjFD6wn$Fmc7rU6D&W({Ovt8`l%76?*&7dJFx%($`ERN`r&Em57ALNDiU2Bp7#Po}z
z74b@axlsI%gh^c^k{Ba8D^#80O2n(m0~@Za=DTmJDqC$4f22~}nBlaxu2c-r8cA(U
z0tqb_4@<5LJbjHt<_UMGU`!*2Qk#?<OH>N(SJx-=LhAhTZ+kEEN2!Z;^bGq&yXGlb
z$sv<}-~aAFJ}NCWsS9E+*SL4YU1%Tf{+awo7M9dd6pu`>z!}mJFy`MKYk7Dt$c_C6
zX0r-Sjv*FEg<hkva<H9R3k3Y-?(O!mXkA$O{Ub)>kpI6pNq<H6(ONEPi6G?jrZv-F
zPI=XmdoT3@I*Z$#H~e%i=+(@e*i(H4gQdm2NS5+mHW!9f(Kk^`prnMp#GrbCR~Md;
ztjfY?4*IIj(PU!2q)c%6<<~`<Vw0d>p9P4VZ;ApIU3(LMkN7zj7l;rDruiqe8{hoG
zWQvxPadGBv#pJ3f52A&Sg-r576uW*P8bg>=dUBDI4(x_*3bdxts}EEKsB5DWzUjqF
zD4tI0mqYgEs5p>f#KTN!IpLD(>VAo8HmAjR6?qREw;J9YixrvFykyRThE%bOd=|Eo
z->C6ovdpQQ^2rQ*NI*Iec(`!xhOiRwv=bM9ay^nSGxyPxz#mtED*qp0?yR-Yzs0fb
z9t%^Q=PaKN2De2;lfa)Y7dnRfN5pfmnvYWS1`vUYyVo(E)71y{ppM0E0=PYw$G!++
z7-y}>@VO=k)<)9cYP}D8$^G%^*3%_8qw>-6khB;Jd%ETzb5e%H##r0b7BS_rA;Mmn
zgZ-WX3?@6EJ*4T00*^{bM@`B!r){8U1yD3SYH|?h<Hi4B{#SD%kAk>3NL(aYXae1|
z{JZ^|80Lmy{vk2t@tiT;J3VZ1^!<TtX?9$#$X<OzL?RhP5=5F6S5Ot&E~bkRqo=T0
zb%zXr3IPL)c4=bnkrg$bwHNS#aZ<bKDr(^+6Vn&U(s1aEhCSNy09$?LjWW6why&|r
zPk1-OTX8&bGcr_j`+Vfd68DY%m{bS%&8pL$WA8VEbsj^&%=`eG{cF3mr7Ahkhg~%w
z%<Yg}V@0JB3t~}3`A<(XBFQFoF?-_X38{*)rkaxUEs21t<?nkQ28MeBb;6groe6*)
z<KTb*hf;Cz_q0?Ji=WQH0v&6QX8Bv1B`18F7yv~(?yaNc#uEiHCWha$suBo-vG=^D
zD=@#8L+(Z6F946lkN-ky$poKuLV!FUEls`Ec+_Aiwp1zuhFFErxsoNB37^EMZS7te
ztxin|z}2bZ<ofsH5e9>f{?>bilaWCQ8*3z{Sq*4h3Hc`-V$BItdGN2K{-}Pr7(E+)
zrLQA+bx1YN(<h5=qy8+1X?lo9kv1pvcd2O{t~Cr2e45iZ@rgUJ_RSr|#^q*oWQ@B6
zM!HFhprN7nnW^01#QL2*V?``2!nL_M_LaqV0IvIvD|a;phor%yNojdJ!O^DXYBolc
zKtg=#nq2s!uiuNB1p+u{WhD3)xX2%Y3NnC@(x%VR=faZRy~Om<kx6A$Ly<;A*slaO
zJeu?qgOcNrq8~!r%B?K037^NWcPa7Y$jlVj#oDRcQg6nC!rqnr9Bgl!x}Z2xcy3p9
z{B`fh{cVd}%IEmiD`sirF2BWhR*O10Of(pOA|@yujtu7nB2BqBQ5MHCBlAD#LS44V
z0v>ug!sZsK{$mYwWkh(fdwjaI{rTpK!&JIcWJ$F>NZk9vV%Yvdrt}(v_I!EhP17E<
z7TWbK;`u<vi^GQCvU}&)h|`C%Jp3*q99Sf=oWtoQVvWlXCcqWl_D&IHiGMkCt_5ng
zL-GE6iTh6CS5%1c?lGJ`Bj?E}J3M>f!n4tMyZJi-rdL4W%`x?z#{0@qgOCGznUCWa
z6zty(v<ABIho-<zkNeuPm@Tld;7S_gPSY(TEA13&#z$O-7a@#8mvJpMjj)A$3KdHu
zY}E3xAEZ}gn;k5Y-AiSy`@XLN_yJdR8?V#$s6aujO02T^j7~#&Y#M%AjP=ZTP|X1f
z;{65K5e)^)uxD0V@M6mx{YXI9xT~Df?To(JQ)T+~=bdlhI97jejp4{J#03dMD@(>j
zhoyC`qQ*~&6_LwnqpklX<)gye)ko^H*6xve1*X?+##rKcoxRr3e7k3!C&%>m`*&ed
z=Ed7a!DI66VOd~cAh8`^NJkQdjLTP^R^gMHttv5?IFP0TGk&#qmj4M#%>r=GV6NT(
zJ5DyW9T<qva+7u_LBaxAR>eG&;B>g0^A^gFM@1LfZH_gV^jzVFti7Qg4c(X8hBPq0
z>t_y-mktP78zhv6(vN9R>l|;oL2=D#9YD5-S+;k(wXnH?z_jX(GW16ZT4@@(yG=@y
zE%GLOw;40R?x@R^*}tC)3k7wzzhQIuPS<|?P0Pf<_Ay-6?)eG#@0I-2><n31pmlV!
z$D_;F4<P?NS^{$4_??sYUMt5YOO&37v)r9&i@w6R5T-b3-at;WhdwPA2YU#foe%~1
zB$$KCox8U*=SFqm=Uaf;+^a9BQ5b!QI1E~88@t=VCGj2QO>ZZ>2fKRP4D(EQB)`gk
zO@V#C=u6a<ItTj2%BAl8{yd}EeqyeaguKsKv&UuNOew-0zn~d@S4$;slCqUrEwElv
zZh4cG)o($280(m(`l5Ie%U}=mV$0d&0jgtskHH&8&0q0uz0v|CQpXJ6dVhQx{xY@b
zd@XV&EVn(J-Hx;uYfI%E0Cg;?J{=T}I(N6)i=0XG8DR~X5R1sb1vP$_REY3Eh3*B4
z)EFD$dyuu!6-dZ8?PF(oARpgJ8(-}35aI2-X%APO;d!imxIx>N&FU2G7xg;~v&))<
zNaQM0?w1Q*;^2Zg68`80584ZFY@09{zWyL$T76QXhv1CJJWzGUy#?IC^!KAH-W1As
zmj^F4`nJNc$H&p<%YqtNoTekdlNRXvs%iA>%2IekLYh(Xt+-B-y+2x~sD0gl1*wVP
zB2V$}4e6F$zBJX_vRr4vN(EK^!c6Rz;%P@$Bf|{Pr!5RV|3fqrLvt}$RH}U%pYb}Y
zy|Fn<po8sPrWMmFN&L>WxYq(_*QHzq?#7TPVZ-Kz{t4eJ&RwR{9di4bMG9wgN$<mO
zro4AYi;*6u0_N?n#13IZj0LU4ApWF@1GSzjsMF>Z^jppTrhP$XglK28zOl(fPoUrS
z6;y+C+(kry8)co`19V|otw-Viw#lfF=KBs;wZ`j#0Vuy00A{BV=vd&^I>j95j^l0O
zaN-`gv<BjA*pC?^KT+3gALy_8GTDL2^M&h^_yYScM;1LV;S6YZ#q|}#GC6(iY!M%!
zhU)nekttZGwg-3)81Ax!GdYR951dJcxJL<eg|MOtlnW><Z~IpY3y_*T9K1suv=)qD
z{dMb=Yzxj8t)@Di0z%w3mTA1t?*OWN{)})na^8~*nlieg@}o~VaOE~$ueaI<(4bRF
z7{RKjCg9wjDRY&;G#KH2m%=+X?1?;j*yy(-;AM+(bcJ@E^~gkzg4b`sfJ>Rpl<^S8
zU4O~tSYX8pkmx9OdMgHz`tb;y(6&<rU%^Pxy#GqOcvrXmdeqq=Y^728j!>Qcr!^$g
zC`agv(149#cePUw;74Gth>jAZl~?T`Z>HDpns9F4RpgOc$<T*kH*ckLI6W|4V@D?R
z4(xcX_=JmlL&j=Yfab5BeAoO*I8c60I3FtFb4z+g^(GJ&DR|NSbddS?E&*<b{AWwU
zkEV$90mm4P6$g{e$Fkg-X$pPVag8x>Z8b-BHKs&|*D{X3<6kmg)_M!mD<SD!D2-qP
zs^ZH@jgOM&tozP+vSx*7SVt0Y_iS4jSiMz6g$n)EQF++;<2XgY7Tch=VA}TziL*my
zA1hZNGs`d(Qh44ug_kopI2w}IMlAiZh}47P`P+9)gY>n_kWneJA0GpGUWIUr-F_X;
zSRWSZch0sqp!9xUujw_xfR*}@|L4zIXS03KHEiFd_+Qa7>G@*~mE@Bz8a=GGqgv5h
zitMUV7ruFu;d*XCFEu_9Oq_(Vi~jq;XW4H^$L6{z7j<_u$3D<=%(-)1y~{yR`Ko27
zRHO`W6^QEQ&)_rGe<m>v_ouQ{+AnreD#CXsQwVbvxXrTEUv(qL(8}C967v^i%6bF9
zlL%ZScjX}}WCbGPPO-v13YlQy49woMBA;GsafMXA=7Y<+#rLKPnIloBbCW2l&$SHY
z5U^{D4?AXYzWVBr1QMyGgC~Jb1g(MP`md!dah;Q|(O{4BHqw4fYbs|Yg8=qI7NM9t
z%QI?jVG4jyd5xR2=l#eZEnWXx*wdKqioamhPpO&|{%F=hgboeD1eWF%<s|z<pQ<HD
z_A}P~tzF#Aj)miD1g9n&&5vxo`qPFBJV7R*Zp&f|7W_ICSSsPg(7yDDv(_5xY?czS
zv)tEV+Ef>V1UpB6vL&owZ*7{hZ1VW|AIOn~B`hqQF6fEX=5r%H5D&y9Ba4MYK<*qF
z!3Yn3K1O(*A$~1Q;d7?W&CRt6g0Xuh#S-tu&?^JqUSV7rp14#qHX;h-_lqz9jqm>9
z!5B8}gpGr`p_@I{f>$>;eK01`RJ*_LXe#${VCmppMq|u{tCH#R!F(hiJG_Ad!2zEW
zV_Vnew#%UF_3>U9hA;AV|0aczZ3!3);wUBV;&8){6joq$<OqJ~@F>o}`e98J_>n+e
zaFNQ-1i?$&I&UV`S9a`|z7fqh%wGQ4<(fZLaAaL2;W)!TCF~S3*YhIRPBb@6l7}VS
zSJUz{rXSVJ`8YIii><Bz&>imGxg!33yoH>q?z`^wNJM5h`qlt<v51L`Jj=2>`+Poz
zV_vxLmP>*l879}H^#V=)P}AP)ftv!~1-$yoGUbV-qnEBt-c=!r>=<i>cEsm^Ihm8H
zpLoBK3O-obR7H3LAL!6N?#L7vcVFzMEYA}d=lO?To-Z&Nsv}*fzm$O&<pTa*0^QiF
zX3}6dFuA!&cY#*Q@*=u1q^V~`0V4xjq+|)}h#~TAs^u{f_z8yFc8Mu(rRy7BDof(r
zN)?(s|FBG1o+96bNybKWNHa7S>RI}SOJXLRZjC?H2cAbi{d#F^_EJ&O|K=oo4|3nE
zl1Br13!{~Fxb(+mwPjaSidSjtX?|vW6GQ%#4(^$?m`5eufpg@96F86acJ(FORrl|G
z-RbdNpGr{({fOWBRi>h!gD>HCj3IfU$yXp=D3|m1qD<s=Oy96?nVtCJus{SiEMKXR
z54T*^{c8mAplxF`Tg9c$9OwzPomV12S^ptM>aJt7KXmY;!VQ}Qs7L_HGby<rGx0-*
zNhUywR=~h3o)F1=abXn;yWOp8`JF8YV|M)^HM$aI&i|^3Pr=?Hq?(Ex%0rlam8o+*
zW=isnqDJ)UdJIU0!##?ZjDr5OxAyFR^=he|;>3xo?$3;Kt0C+~YMXOa0?H?tqcl_`
zzJSbEiI_aaz)zv=_*ibc)>PC1&u*Oi=#|xDo5{i3tS&prLGUj#uPF)&jqkxFaZI>8
zoq+X1csG$t#F8-XK`kxmXO*fW8jpmc-u;Qc@{=xsm`B7mTYgnOjV~2~g@_<=^~AS5
zsH8L1-j2EHzj$&bqO=}GMIb`$bb^6)m+z|%0$yk;NRz@cZY&2rySC73>S5&4<$7Ep
zq_&jdmMC@WUk$&s&9RuoIN&H~NALNO51^i|;KbRPiA?0)0tC;hJ@|_!uU!07UfeYg
z6I3LtSssJeBoXo#SHk7#+n?;axa9k({@r@$Pl}Pn_p5PD7^pfCgP)&xmE5H%$hlf(
zsqU{=VJbC}oz{M^DS}3gHap+@%~fJHT*BJ>KQ&ax67i-Eg07d9ZT5Z}V*Z>8^4dA=
zhPgAbN250N^a45Kacb9B{cp(0es&jJoi&eqdtJh@C!Y!KFZmzBU!3_<a57>`ZpLut
z$NwD5RJ9g2IkrE;v!ct_R7Ek9yOqY&1<Y5^zfTks^QHxm=}lF8;4M8-SQvHp!S??w
zx-r7BtG&zHHZM3)`W{x`9x1Uw4L7IRWIjtREz5w1sHT*A%0%RyFdom)<jhaaq5X3Q
z6oTu~u$*GGlbgD(7fmJ5u{j)L4M+8qTA!X4XDF9zZ-oVxl|6N*mT{Gns4@@gmg$4l
z<(nO$`l{X0cTz>*<S>Y|je6_iyG+Cj?D)T_BUJdPOI=>YxKA1{?C;t^bfOJ2n!y*=
zqY@hVEH)wmR-I5m*!OMT@Cf8pxM=uZ7(M+zXhMy43QQheB0_+Aya(?{qv$50i$Sq8
z(e@a5y8Y?mArxne=Bm1)0C?uV8?Aa)NaW55H?VEyzw_F1nBw$^R9Igxwus6KBWjCC
z+PsnuZ)iba8!h-iOc$2y>_A6g^p)|<2L*XnLcxdK=gjZpoezroC3IzmOTmM!A0R5Y
z4E6*o6;JW{5i9yh@OvyYh`VJYXwGp)B!(BC4>6Q|NgLEs(NOEgb+na4<})$?suPud
zzIq&JdRQVVsEF8>Cg7qBFsk=^Ym|l%QT1!i4G_~{jEmYt`i0!@?|`yxWqAi+mNy-I
zCuVYRdmqe<^S@BY0GKvQbHlruN(K}1dcF$d>GA%p6j35^5^#GzV{8yWP?<zvniJ2i
zM5<$wokVUyV73Vp-@P;VFc6K-&d5t@>UQlk-J6cQ>Yw%}{2Dy~I8T~NxjOpyk<YR_
z4zD>f4iB}0i|gaKu5o9Flh!KMKr9n1S}Z)9<fK{$LevmjQ3{@s{%cP8`cR>>xTzvd
z{%N3KTZ@!N@1i;^;tPT>1ub=jLV*6s1wF2Ff%&4r0{rIsE$GY&S)N<9qwym<Mw*&y
z_2fE!&br5a&phJD``T(2sd`~@g`qx2<!QF1DMa4q)24bHjVr!Gc@8B8mL3OXMoC_e
zUWQEPpDpzQCTaXy6mO50tX9S3j0I*U!6k6xf@lL@S#60Jmr^$~V-#<k=j33B#4i#?
zG%ohJat~A5_bGQW7CimL2b<-INUJatFiNQa{Z%WASbEa3qwQSSw6YyP(#=Uty^qXP
zLa+L7rz(c)Vrgk^pbH6yS7phY1|euXBl!2j2sHm8nZEf6CqAM<tS_|VjO6+ZIfl4n
z`pWcqg*srzk?sCS9;A>3@{j*pPY^A;v2kx*$AGYHkYW6`Z`M1Z9n=!noVRgC(+GsX
zYpBz_UOjmf!1?VwTV-KI0!5+>dK~r;|G3uq3mfy~QvkNg<k~}2UNbt+=s#X64<<WK
zH!z+=Juflh?5@F0gewQ5{Sb{YY=4+c-NjRQa+A)G`UN%F`x^Rm`{gx51}adCX5-?<
zcKk-0zNeVIAJOC~KAJGZc05BI?>eBBg@+5}b^!5|h~%yyP2J64r6)CIHrK!VJjKp;
z^UI7fTL_cPj%{N{ptX@G*j;4J+4hjfZ3SjOcbcY=rQV@T_s>uWE%^-;<__?srhUY1
z7j8j==kFM*QKmy=$_y<Q)!YR2WDdp#gx*^6im8u3wAT(~uVee;US2VgIiJVM*xqf$
z&@dYB(C{l!rrdkyu4BI(aNC+dx)_P>R-_fOW+{FwBu{<sz*;M!;^t1fdnRol&kdZ+
zB6{{0Ty3u*6K>`a2M4%1owr;4s>!z${1`uGD?NjfZg^+K!1#8K8k^;eIMeSb-n(SD
zvFi{Q|Dr|1EezHY(LUI<at!uXZ|>@j4V+TY^q@+0*M;Zi{*b<WLvv=B85=g^+pRKQ
zNce=c)(Iouv%f4DM7I9@&Qf_Y>58Q`bH7jS5ZaslwqZ{6yhhmQ?+&N$w_w_7*my@7
zAE1<}`*Wd&Rqf*LEUMA}MtN~1HP`-5o1UJ2?{kQ3?AtbdVcc<KBqv@Y$GwF;z+44c
zM$mLLZB@g8I5d+4+`GbA1`fP^mW7<Z6r8*O<~CP3V+}npX2Q87d+W)erM98*rZDzb
zZRDLFjW9p~>#{2jppV;j#fa#C7%Wy>wQ*8$f8_eQ>Wsp83mHf?Oxv9AcbJ@4D_CGk
za%KH{?(@Fi(KoWB?U>R}49{!nIA<oEEq@ORfvK0M>u@^k0z>y4{)!w_b(q#{UCWn~
zYf|v;bBBMCK+3R)$Z7mG&wKK;|GA&FJ>I(K8K<U<uvIU1%6SJZ-{KNn#v=1E*D#{F
zvAR;w!R`UQeox>4I)nBxe@|;6By)R$l81^=hR{=d=ggqGc2=r|0-X0{-2Yu&k6I3}
z{w`EY-_(uFz1cz#@oA&K&>?dDg*&);z9(Bd+4;86N+MLWLB_PN{RwoX%elI|3S8E)
zxlZ--SoA!i>Yr$dv=-%->irP}b>Ws8=z98*s@iFYOyzvA&<7x_zw3!>gLKcU5dx7<
zWyGV+)=n2!aibQbzfrUhdhWKZTjur1<@O*ckS<~3%7kq0+Jwi4+zl;Iabdl*yA6b$
zBEUj;@2cx&B_hP05)znJ!okmYAqmBjpt)*ma4xKue2we7-=#|7X@sM$_t<|7t#LfS
zL-uj??~czzJyIhK+0#orz>{rrJTeb@5FIkC)?<F_#)vfpMp=txMlMbg8;pk^@Lf==
z)kZ(;9@`jQdXhKRG{gLl-NjVs=rB_QF)StU$|js^=K7+i0vc<ZFe)ppP<%1$-BP^Z
zte2h_R$(!A{S(45)_FQqTZ`DRMUWZD&fpfp2nY($7j`mU__E5!m*Ptx<Ro)byV1SH
zvD%&$3X!SLUJ(4(%xaQpnf+8Pd^xhIfZ6}%jx-a_E8hDG2X$eW8lZ@$<d#tCz$X9)
zWE^dF?^QXQS{g3u9OU+3NBl^jp60*UQi(F18TFu4Z#8VFVBGh<CsrU`L&v2H$H<Cs
zgvEdyTtSUi`GmgR3;797TsaAjzG=9q)~<5!`5|l<o^1GC?|P?$Uu`n=C=~nAl&~yP
zL`~l@jRMx6QvVD4yKmZOvo~{<Bm=_YCtTgg{uPCb9MV4eYf}(<_{ESug&5i9L|}Eb
z&<=O@brCTZx_4&a^*Fhoe_7Neophbv(fftC7nkL0ut<j)oSa51fVHga+9B(HkIZ`;
z$U18bmdv7@Hb$*Hd%?P$e>}ixP1cI=-#0XRE_G7CxD@a0XMvWQM#kff({Rfh1ZKw%
zLA<y6kCY<Ur$2~gq_bPS#vR>)Kzi{j${f(AFUme`61BS2pIA`V==68~XJ5%whnPXq
z-!X26JGNf3w)Wn0|48APM8G{3>>62m2MjF9G5lx_wfA2I&5=)$3eptk;UP0891+@I
zHwHMX6YA+JJxT%H?ss#a15`I(Rcm<e?cDgTh_>IFqpf=oaBHeWTaW(aZbS1f{U!J=
z04$BwQTO2@)wCYu0g}_adPLODcBxBASAf$azf99QynM%3lo{zd$=(`cs7u|Kfoy$Q
zMOLp6@GChl7S`6$R%eEgNHafmJfJUU&L8JW2)Gt;TG0hgcp9j}_4aO`1dmp9@g{Z-
zb&*|JUI&IamcDQ|`3};g@KhpDk1K^Hw|o%50;ym5|I3gYyGtk<pkcSsyt$ZI$Gv`8
z*MG?Ra3&alvTd2w{cp-1$9ap+t4TX|+f#Q3jOWmwYsl-Uw<w6n8;==LktibI*MNjJ
zlnc4vUuFc=+<clJJ&o55d_%Pl5@@q<t~q&`X_r`FbC@Pjc&lKgu3`>uh(HjyPLG=9
z@^&Q#Pl|f6BL_l|8>*Pa!K?^Vd2fEJzLd+~f9jo&b~MzuZW9S%8V0e`G@I<)1Nb~R
zes^GEL3$e@o+gh~hE$i+WF*jq&Ep5|1tee2(X4f42Yq^arkq>D8!fi;{r8vPaMR~&
zi4>l84C-;ka4mmQx043466+?%6y-yz26CLEg<8q2wTHQZIa9oy<1hPeSf<PO<B@z%
zq^+y=lQnO{sr#HKaqNy??|4TKncj~d#&*7pbeL{lR~cDR-U}UX{lJOMY9^fd<RQ}=
zMhq==jEQd}9BPm-Mk6~_WOuZ21f^U!_L`cShkC2~QawMrg}w*^E7DqW20TZst0^6c
z$zr<iwP7PE1wqMllAaqhh`pCYmQkp8hkJM!aiG!FWE2YYd~RT|{h#PrdfImnX1z&=
zPM?n-FJk{Vel&i*l}UMY2Zm0-z>($yF5Xs;D}F(WoTjo9KP53aq|`ai-d4EF5HDJ{
zNSsRjlb!ESL;p?liV&r;vw4@(Elw`aq`JO)3D~(9PP^qG{Hf!~)s_$z0$d|_n6<Vn
z_a9HhPv_gWZz@#=!mDk*gdaY9So~*=xBSl<L0w(FxU_V7Vi&k`^=8*e(KR*}M<Dz4
zE4o3emsst~8jKeUrVy2umPYnCT}Hyj9+EPG@%LUR|8OTWX~R=cPzd>4qgqa6_T@^&
zum!&Qoj^J$(9qECuO>uQRXRnTFAdFy`j3gG7qGk9{5K62Fm3nULcYiY(y%3=nH{dy
z6tVX#31=z?M|RPGE8pD9oBwiGhEt$xS^zftSwgFo*ua`<E_qg3BUwBQMBcyOTf%te
zuS*bunmOuMw>+{p^Kvh_+gETy4l_;;D`}=z{W4?D5k{v<E8)mux!KF3Xj?1Xa0uvp
z5gK<a-iLE>NhE+juPP#e*7|Vaxy|jG#!jRAP_&&abMg%QQ{<W7pPyR?*DF0bam-5k
zbHWkSH%K_hA)Vzzm6ceUk|L?#_E0Z5BU+l?mHG0CWmg6>Z<bubxVKDhb7k1BC76^D
z9<IDD0sEsth<T&V>zpJe8kbB$hsvwgI8Jeikvzy|%v|M{pCPA$y=4SX-C|wJ5l&_>
zRpuwuORk`nC<4uf+WiwJ*0w#4NzF2m(K>U&W7}c|`E=7kyikq4>6m;L9T)ehpR;|<
z-OVX_uKKI5s564Unu~Atnis!;2o3iFJZ?5jXOaFAnLX4=Dma+NINZcp7dBS-A5*h8
z;0MZ^8|Gh1{9^ANz!zK37q&5Wr$a&gmRLjkxVAz=MOB5L_vRgSx|Wgs$r8^0!$_v3
zNkWAP@-k7Uq838gk?xo5+*tdI=U;zxw`;BU3PS+)lf5eMP=W+>h%l@uL-`(d6N!j2
zBDu*4S}_{RMmAJo>Qz$e!6nqQ$5ar|Xe=?vDZ<{mzSlzaAwqW%rU2m~bDN!-)<ao0
zAx>Vu{SOEE7Lo7~)0%Rg*OTCOO!a(<*EjNJtPq~bj_xE)-TY~f)^nPzcaBKxCU(=I
zIBIUpzL6tlsJuxSeYO<awI*A>d+ay7-@Zwxre?F#<Xoo;FCGcg`_xYZyfDfHbCg0C
z4mKX*9B)ud4Q#DzwuisOkMTWx<-Q$Jcl?<BD@25Vt3eEb6D}RVH95ER&O*&xqpv?$
z=z4Bi+L76QRzstQOdrAO^XJVkxNlx#U$lt}85rgU>VBH|w0m_zx}VAZO;7fI)JK@r
zQjcgWWmvYh>5}}zRGVb(tw#`CadXj@D6;CtRoy*DrjxHMyK{~=`1H}rw4;GLl?c^J
zx^^!d-s^Dq7Om^<SM~B38FK06Q)t~G|2+&@M!<AeRaOULRK(`MLMzv_pMNcfmol(v
zsaJ@w>=I60wH(HHJfE8uOCX@?&L_Ocq$i?jqyC-j@!WfK`e0?G4djFo!i{~=-*#T(
zf0L!oIaZ~8AUU?~GEfJMT_e2@iYt^9b)RznRQpcpTBu@TnwQBtJ)TM_9My$u=TQ{~
zaYyX`)&7L4n~4WeiSJQ7otl*-#aceHvMvNT)<`vFFuAjj%#aD&t+$dI+<=Bg@WnC<
zS3xBqPUUWQ08?6E-BE~Vd4BFk=lIr|>FGsG%zExG2^Daw?%dVOGw|@{=63#lZ=KE~
zWp>L1SPx6NC8~*mv*8UXfzQ)=$rev#WqDYHK)|RAcSw9GhxiVY(*u!6>XA`lNb~ZM
z)0F0b0-?H6gq=1pNwUC1)*lbCiL_@;7NblT<Ebygaf<cpji<UJt;>svIw=?1hfZxn
z1byJ{9V|x-@a;d+lG+5S7>jf|*zT)e{`-2N01S!}+FcrTj0=5znty+1gF-3=!kbBY
zRw5xXEKQlAQ~?&Km)s#Of8Ld~@H?C1To9OA0H^q*4AnnahOAAk%pl$<)J+a*5{`7Z
zNlKc)ZT)?q*kBG!3^QUB_H!)3=Cucu7h6g{EuYFgziici+#+SDfy|)C0scw0i<KMd
zktL&%0=UaPYqS5r1OLrV&dZW2>HJ+f;`#9YtvF;|M_^WTe4aZr>8A_eRaI(QG->!z
z=3-*#!cmT$q{O;YN$GZlS<3q$uOy_3+g(LQ1HkDXn_ZG08`Adxi|`VxO#UFDE{6u}
z3tn?bPR=bV<bj{#HqOh94oDT?N`NYPm#jLA2L|yxqW;^=Ee!X5T;(%11Z*R6en>nD
zK_vWnRe<n1oAc3`{DGVzEzIM9);uDl?qAOh44zmeJ*j5+Oo}jeeNj<Du7`94I<i6!
z`upA^{{oEXk-s}#9?){Ell!BR;Dmd2Qb9S!qNJRftAi*5P&d`3k`}Pu145~|L5dt?
zt-Rs0_Ep@@zeGQ|`zyUo(l5vG^=tK{N`;6*FApHW!d@DyoqMwH9fJPsjLLwx{3htL
z?l?$J3TdyjbZ(#keiJ08Y*%iU{ofD5X2GHSp9mc`f}8uKvK9)<kqyXbbS_NT8_C6;
zP5lE<E4s0HQbYF}Vf*xyGzPQcVp&OUW;2Ne5i#ZYjja%UqJE^YfD0-|!>Po4We9zg
zcXTMbI<&bMRT^?}4q`#Qmg=f-GNa%N|J#VTW7rsd5;8yq{eU#SlhG3UTRSGfcPmRL
zF=)3~Om?jm+j<2%=U_@*h=Tt^Vwe;g>0nieLtgk`3vp1a|A6Wx2OR&KfyCo0-sEla
z>Y$vq?soxQLK=@={BLIa!^xsLY5^z8jtP(ynDGOx;efJcz?yvw?$b8@Z_A-%<!T^l
zY<}F+kJcMDbPAE4?adh#Z4l;&*z?lBbsCrC_>FA-8Gq1LGTNYkC$Pj<SzNgsQ+B>%
z`uFuw&;5udz0c$OrDStLOJQMGB*G$=zP!A*T%LQtdBn;7#l2-We7<P3)MBZ=mlKqU
zByKkt9WAaOiN>WTK+;|~_Bvw1$>iSc_XmQ!F3P2HkI={M;0v#w0HHM>B7W?w&3@=1
zJu8#6KL5U8-~!NduTtvykZ~}O9Gp_;ixYUnA=HoklTTSg_d7w$Yxhk~N8ZPnj=&O=
zi|9Nel2y1aNJB_V8gQQF4Go?dV7ES=mE*E>WO}eTo@{aC>RQ)VZVk!F0ds0r3aa|Y
zhlS<zUfd1g{Bzhuqmx-G$CIDe?@e$dp=mUvX<Vr7T^4;3&n}1`^L4l!zPqa#Fr4wp
zHpDix8azBEC>KD{Wkj$ucw}DF$Yip!gA4=4v7Y~w5L5{S<sht3!VDsvJnOoa3nZxS
zMQ_Iun4-&$w*x<qO#7ZI;^L?vp3r*4F?+<R&i4K!YKi)!YI@FnyY72V;+q%w0Uuw|
z=RBjpZ(@|`Wc-ZDDi_PK{mD1;gQsVTYvXRZ@A;}LIQ(79t*hgsLBqrQW{>OcSh=>z
z>Yxt<&mu&MLO|$3J>&JAW8P03oM(bGEpQOH0gr@F*XSyhot}ZAZxauDXT<2qK9+cy
z>^0<hLkEJXn}lUFydj$%%u(GHE$U<HbpA;N&uL;L4p4V6=BiPJ5g5@mHI8bZ=4wd-
za^=G}^=avRJAQPkTNp?()De>?4%R1JcQSyCufY4SEal|1iI7#eu~{bw3XuVv-n?CI
zn&+GIa_+|<7;P(y(?Pbr`}GngK2+nY=9br$CZ}Omv4=*0H&_;G-F*KZ#cGQCdfLzL
zRNBKMjO>0duA{&MOkcd)JyD&A820;$EE=Dulxet7-@wZ+CYosDh$Esh+O8Y?{nzec
zfvkj$0z^h5C-sv!r6vp7XW2^#F#;ytUp&3I*@9!*MC#wB;=RxCdhI%WNz+2UCx2e#
zDg*efDol1NQKVVciK)sFV;Opn=wnA1m?%&X-rw21(?apLd(hCs-iHalC47D5gfTrL
zBJeb@KmX+5dmjyv=9WIM_fQZX#arkBKKOuYpV<2`ufGR&NISW6bSH_nu$epk6g)l%
z(hz1h2AO(sbA`p^QPs1aL`O$|UG@6-t4==~lhd@~D7n3I>q2~Ok_y!n*{8cB3nj1T
zxiS`uu90(+95jc47tS4&Tn37eTI&^%h0pn1JoX~WdY?A0T~}D=kh!b15^4bW$YX3F
zZ&f^JgqNDa$<w8z-2X}TktFdHj81uSp#DUqWE&r0s(?**@97#^mcdf5a1$1;Lfpb4
z<vikO7u{Y_F*T`47@xG9G7AaA3U7K-<2a{Sp2{5G*fq)l@cIguzfO@hAyKzRZW-ih
z*B;~cW7@#Ky~h2q?84}<$VAHW8uoq(;(lS<)HNKc-JoqFN`pdyFKw0eI19J_5kbPM
zQ=MI?V<ft!J*{V`Xo})?x$wYS;jWZ`GwAs-vX+d5-Jcmak|TyicY#>l2=g^I<7&EA
zJ%x=eqwlAI9+FZ>PBaN<vPEp1(`IesYtiDqhPHg55m9X2+HI<S%**h%@1M5zH--Bq
zda|5G3|A=d!sQdYrq^MwDG;k*zV&0c1~`D@EAT0}7{-p`2rphDt2W;31^Z>Hh<ol2
z5E}Ta?yR>WKVY=?Z3Hmm$K#3YW!icmnT%%lL(k8Vv@A{S{y_9su`->LyN=pZ*vdb*
z>Wyt|S%sd)bR->vC48ImOyyDd77u#HmWawM-NhXO&<rG<s;0`9K7_J|v~EBk>g5u=
zg~0TUaistwcSi-HJ?46}-&kw>ZcY*dNw;bOZr_S~QcbJa_G~ThJw1cVGRW%{Z2PYV
zVxk}Oh#%`~#3Tfr1IZ?F$gv(9--4SODwEzVXnJ;cR-H_CN)wK)#?~1BWfiC9z)kBG
zrYOe~@C)}Tt{=Oqnp!9;bpjuM^q5lZXDKyWFh?@qDClGf|GFY2=yuH$5)wvWN=V05
zvcz(EO5t4@B9Mo0O1ioMkvSoKy^o&SjD?3(|0`SMCF<#0f48!)@etlf;@2bi@2(~|
zB++4wtW4v{s>a@6F^_=a1@Ou5n5Je--Y44M?cZ-Oc|5G}y&}u#q<ijoPX}a30kE+S
z=v1b0A1tDn-rHV6JBzqF!6tH>X<M)AI!G`ol$t8RLQ0=0gEGqoK8x$}Po=*GQwT?_
zI#ZY;KXnFX^XeU^nT%|$$6^iOpQP!EqT;pNBD3;hH1hp1div{_Qct<gD>I?*A=2w8
zS|@WpUg<VDzdnbMkdhj~xnMAqykxi!eHm1OQmn&Ovdl03bx8MO-bOBZc28r?wjJnC
zVQ*rsO}ZFRu^{ibQM=*BM(ANTvGV<Adx|Bfi}%b{%9+8>Mjz_?TJJMM>-VPbdykC=
z{;UZO4-Y5t05+=k@R@_+wtqWhv{pm!f)1YCPb19Ams}7`+wIZbsF+i3et(d#F;KR)
zi}>LBWb9-}QS40CtQ!^`%>j(myy4j5^Qza0sNiL@Aetjci&=0(4(v=F=OtP#vIf`+
zEEw76fc0%70w+_kAok8<d$vTJt$^o<`fytWc{}YJAkEvP@EM2I*7pyASlt_r&-n8a
z6O{%B>qB_s@fOABX5msDHz7%dIB?*mm)F!&Pd1B4if5Du4jyAU(S9BZfM#puwXZVf
z*;-01d33ZSpZ5c8(%4xL&luUJnIjC_Xz3gp$4R>r{oN99+IRQ!hK!Nfj-19|qNxv<
z4Qg|A>cJQVZeaSVKeS=>tbn$_uSy4tvd)@bNm#twf7)Wk`g{pdV(wT(O3lx=))!J%
z*064+^`5L;p&41k%X5V1`gZ1GmS-68LuIbMbZCh1K~VFO-(Pj;o?ayk-VVQuTHD##
z9mJXj1O&in7QsJ*6+a@vZ)V}aH25f2#3UqJF!_d)+iz^i|AaoAPOlGiuIQIA4fWwK
zA4r?83<`2{bF;XjV%%$MG)xkLNydi*lkr}A!i*DAguFR`jf{$rcK^fnjHLecP&p(D
zHI8B<N$cB_C5gax&-3*OozsE>bJ(NH3~5i*$HVS0@;lv6shZSmrE=V;VdLx#$xR)1
z`m!&wdgQQpKE$xkpXc%*qCQn#DjgeNnPTg{u{Sq8_oGMe-3su%aUh^A(f(6!y5S*p
zoQ|F>32N87O{9}UIxu2gva0x2MJ}*-Oih{T>q;aQV9if9FC4bETy)_35#E@ri+Y-)
zJ|bUCOYzURNS6k(^7~6|IBhp#zC&utLIPltNch^%frFMi?rwa$!3sc>-yZ>|*LM#w
z6g>{AY>#K&an(D4pE_WMLFkiRnuX+cZa4`bm0B!a!%l}|*K1*5RJGef+>+<krBV9@
zv7TppFL=Q;LG_!atF9fTIu_s>O0VP0&(!!H!PLH#IhD~NCP&TwBCe5nIQ^){Q}ABT
zo=Tt=ambtckzC^d78$mnqkEP)_cEoVRVaEyNlDdV@en8+vKDT6;QI{dHsc9bk6EP|
zmoiSx;s@?%m=b^cwk7Al-p(;?b_h-Ufeg>b^Qx{VJ0`>F@BaMEKs?X8o_o>e2_i_0
zcliT%ny)qF_C*Y(#CK$<Xqd7V6*&5D(cGvo?7Q1pvoJ+gjD<8w3Q_vI81<@6?+ZXu
zXu&iF!`n`#Uqc9qeQgE{{Ck@z;}`YC3g77V0qULQ;PTj0<=*<GZxRLpK2!prq2GTB
z2;lLBC<}ID7&e^fF+EUvChv{}Lx<AeudRN=BQ$YIP*E9P4CxhW9r`Rr$N2E8|Nd6_
z-}9`vTXj<1$TF&IX^v?0@MiTD?TJV07l`W*)De1<n?Cs|ey4fD+?A3BHpnB{7<Nbh
zlI$5uWkF&hDl=YA;+MhcoPsZrbh)X@*kxNFXSj9(n=g5pYIRr*Ut^4`%7f4UPET@i
z<N9-`IaM^u<|ullYQ<JzaxL<7eL)aIR|;=SNx~M@r}`w5-+Alsv6Vu~)Y~mQT`{};
z+@?6J3e&b4?L(rM!M9=b(Y&38srOsX#$!c;8qV~L6#nkqIS<(Tf82<7lCv{r<wAaA
z%|2xdopCh&)_!MbPgN*g&`kve`epSRN$C~p5zCJ7{Y;H<RCGUJcgnZ|{KnFjI-qnX
zVXg>?f~{OSm#+vr;TR@2+l3r8(|CLMeqsaY@~cUjD1lCdSt*&>V?HytW@!Ogy->v3
z9&Aq>RczHv8!E%>b!Y=xZ!=xXC7%Y;P2AX$F2Mb%s46(=o>ctU0gp#1M5&k~wvHR_
z`@p33#5=HtN*0CU;D3yYQ>~7CaMFCxuo*~2Gs=SFiZn`p)?y(jkq7>#?ImE>X^|AY
zMVNK!&g6HizF!uCB}3l&608gl@MGYJ?Gr&Hj~bRyeR?1V`c#*AAsN#@T$K<=f&b2w
zR<+<Gy8m0ebjoPd+L$7j6IIgX59)rIPrIBV(`vc_=|5AzSn(X&_%gzXy>n{FjN(QO
zLZRcUS}Q61MUAmo?`QEC7^`FYtg2XN2moBTDI;qHtc5ZDJ!#(-*TCX4*>|AV%u`a9
zLc;8*dXn(4Pu;fx_^C((MuY>>a{Z!7xdmSo`$bDPOAdPcdSI-4zlu*6;J^7Azqd85
zagj@1pXk3vRR2}`r(*s@cl5%E)aCs*ou1_jHk@umKLh+KJ+rurH}M)4{MVR^_S{%*
zf`s|a0@+Ya8#`d}o$^;vg^0W`qyxD)JTpJDFV<)zMIUqZZ8$9U&8T8%Obs=J|0R?}
z5Kw4i3)>W<FsN^wrXJ<wzMnw<I;kX+ahm7OjZ@w!V>r(6y($T3X1%EE^GA{~gI*JJ
z_!Sv-2xRQDxEZc`JS)amoCK{{C7;yv?fl!n+aLV_h<o@8tAx~QMxMOy6%lfGAK|6G
z8Gj}_lj^?d61<Q2L><5V&sZm7_^S{ri#gKXlqu~Pn26DQKd)-MgNRW>b4$wlvku0R
zeUJ}@+NH4o**NPLN5zMFdgkpf1|n`pb9uEWU)7a0J{%dG4R*L2UK*RzUOI?=53l-|
zR>Bn)L^TPuL3DTip4B-{vYfF(bw_e1y}g|6HfgsNpPr@`B$}8w*mQ%V6L3=gS7QfB
zD9FOp(<&O_WcH*Y2U5rUx2l>Kcd05Z;$)=Zhwqhf++|&ABaN<f!0lMXq(kACR~qT|
zq~CtRNSC!N5NRdAWtrRLt%t-sL~TJsbNbvp)j5ki>k5kYBDlQuPBf>D8?(7is()7y
z-8=>BI4*yU?&5Q`%~_adU@b3`lzy9Xpi)kLDLRHDZ|kpzwBkF>vE7lx=Jm-HKorLU
z-OCHkC$fc^j=aL?OOyIB7FLEJIYy5a`*vrnE!K6hX}}pkQ{#71G|na0d*F(1%|i2v
z@1`n_XTnTgr_=lmzP<oYj_5u$EiDFN6{6{N<oK%XDeKl`jXOg9^E?0tr+Xdoi9Nl8
z1l>`Y6!STNPGQY5N3O_xG2n~HWTj4o<@scdK21H=DaocPo2L=RP1E&%*Yw&_WvfN2
zmQ3eYq)+^l(p;39%5a7f>iQdIfLvcWkpwAy?O;IACPq;Xn}iGddnNPetI97<J*_Rq
zH|tfC2c`v9Ym&|q?MOSpXAl>~5ni2839w@i5ldYQmuB-UJT(z-Psu+R1*@qdiLdYG
zhD6}Xqa3~D@vfTsM<dZu8<*#WPXTv0SEP#wsQ6nDfh2NgC1oY(qBf^|)Vl4M-7}L@
z3(@+>?G&2G8cV^F<{#V&Iiue@6Nu$}Q~BhsY{PjKVtGm0P6V9RHvd$D(ud++eMChM
zhs(}yH3KRn_iH)|dhtw5N}~D5L=4njtl4d-mg=18#SXlcN(>rBK3x%WhG~%q^_uNq
z)6<2793v&Y2KQ=-&e~A$jF?Tlf<5Jn!=ASS#kM@k0)4RK1NRCd24ZM{kuIi^nO$%r
za{y-Svw{F>7%gN46Rv7nR3Si?gL=zls((f@C)R!+GR@PaZd1v0$J7{xu)@>e^rch1
zPi*jVB6#VBQeMe`9TpG7KbrS-AVI6-U~x26A8X7G2P$+(bE4Ly7g$V9+xCv|yltSk
z-2r`=Qm*R?de3?#lzuxkb+D+}FVkQjDkJ77@+AD{H6=8j`DFKLdj@<0CPS&$7+UnW
zMsus1+c-2Ceh|(JDOaq1LlHo=o!tCfgykma_bV!1(flcoAHEx(BERnpEEgF$qPj@&
z*#%uv!El4`d!^C=^v_XH{TS!C@gq@3s=tH=@!)dbCks^6C)t(*)e!wwoS{Xj63Yzt
z5z$L66nANqQs&k|zYu^fis&%!$H08Ygz_QTUq4lUITq8H)~T?p*u6#hyP*|<D>Fr1
z9&yjItC#N=eZTHaakvi7XL(_HU$Q@=Fs4YT3AE<lj`0tTnwB^R?_>vIlhUyr=TA9n
z%PNhS#tFN*heEIZcGLXv<*+4Ig&|1l7UbtaGGeO{1u9vdb`#@Xkb*qIk+%k@Ygdze
zm#pllQD)Pse-!VJsDtOk<Slk7LC-%vu2lx4_vvh>lmtNCmg?OGXR%JxA!CfU(1vq0
z<HHL^GXH>qhHXzOp3J9>uX4J-r*i6GE^e<)So>A&_*I7|-%FlYt){Kz#%u*z>-#uD
zg#y9x_G@O#L5%RhG#8)gS*tpKs0X>-4(y4<!zveKAY*bkxl9a4wTi+rC#~(x&#dL6
zA0w_`9F5X7b@_x`azj?qDdZzu^n;4Lt-@SbM(g{Oq1?Rj>*t?sF^?R+gg1xT{9yum
z@y54P^(y~7Rg>Gmw~7So`2;!Y5-$REo<F}(;-DI4!u$tbw-;c3SM8DUhM&NcL0>k2
z4Bz9watnBzfKpP2S=r<zkj`Mvu3M6bh=|!TVDf{dS~}pWjPu*8zuVz7Qb9q%0i;9p
zKiRxO2F!@CCkz8-iOJ4kLf#IO>yulKr+1yMG_V`JbN$Qp0snpr$yI!@LiglXZ0Wjs
z#~o}mwa|L->vwN})z3@~S!ElAxJA0f6e4RXq0(C<jcCIp{jji-TNKNyU$kvsLNCz=
z&1v)2W%6BE{no(4U6tR>g#HY*IY*iJ2g<|>UlQ=RhGge{!~S~ny&@!IO8V1?wvRFK
zFe4n^A3M6)C#QJ86#fk$Y;kG?E>3|vL0vC?4*YY{=Z>+J2!g7)g|dN9xNc^=I3$Z7
z&0thn5zPo`?u?{SN2!oNGNMj251tp3|FCI|?#8A$0OKNAnN`X;O6&Xc;#Tms^~RJK
zRI62IYwH42tVVtZCB54$;g8<Mc9N!X1?=D_n%=A-{#(C>XD#FjPh1}uDsrb+`-aVc
zI<d1(4}yG&1nQqo4uTN)X?H=u^w{}`?u%{+Ky&MMw$FgjKjX%@h_SQf<o$C1E1a-W
zdsj#fAV+~a8rweRGk^5TR-T#AL!a&@q`o~1ub<o>A&o!iXFXrO$nv0&(MAi<ud+TN
zeZX$@=XkDo$AV_XYrF=so1n^%b1*UYzmO{6<e+56AvkErs_mTHz)$%`Mtbj3M$T<X
z`MPB3bw=Pfhk(jbAxHrA8_ti3Hg=(AmCzNbFd~zjkXprx!?6<42wI76aL;F>_izke
z8`er_<n`4R+5vL>>c|{RiN$xDO{-~Ac^Hz7iE7_-Jbd^d<5;TRwD+I+aC4)-j#`^N
zPTlRa0B5bzN?s{H&{J8a`KsBA+2O&%Dl-AA45Mip#KL&-^XC;Ig>{}H!k7_-Pfs{E
zB6?zlS&u&ACswv0(#YaFzcr0+V!r(oc_Ls%ZtVQ}>{(@N9p&t~ZR896@a>45G^nAz
zMw-<1;nxnVrJwWAmMC1aDrTr3c@#f6FpH3uJ{tVYJaCkN|4)P@p0J0wC0z$3jpE0I
zt<?WaKmeK^ey?TfGWGueLP5R0|3Vc0?q45mWda|wDk?y2Co_`S_)NWz;>c_w%QI0a
zBFf6JRL7wDvy6%g6jWAXOF<r{Y3blsEnVCxEylQ<3>;E2Ml-2R`*b;o#BD*&CMYAK
zfIFBVx=4iESt1NJ)4^#kE7~Sdo7zQ{mH5p;Y!i}m@hrC(_kC-&37OOaG<6cC%qgf;
zCYZ>Q+RNZcVF_NBh_KdDvLWze$)L)BlBp`AgQ^PN7Amld#Uk7(F2X<)ZJczoz`G(5
zrbMNptg;fbY~)X_yO5EOoU#ghYa*ZNu5S1SaXV1su%mg3Y;!4YrHU}rRu|`6+aW5y
z6hA#lgs2jj<ED5shC&^x%0Z^D(&bRoSgD)6c&t>$jFk?&#*5MJ@?#}EHD;`IHy%BX
zzrllV*<+<D|7fDdZU?4RU&vQb28ANr$|%GTOC6l^rTn7^6JI9Nec_M#l85~-bBodX
z!Fv=}R6<Kx2`9X*=nR5i%12X#<`tvOqnK(Pjy18QGYE3pMRi%bsDf|>0l@Y3)Ucz2
zEgBh$?c&oEv_2Vu7eifX-%xEALsBrmnK_oUu*B8aT=c*64uAJ`Mq8O+H@<xXtwYtg
zLbe>#RTTS3T{Y}zWsOD#;&KR0L+cA~@#32Xu+kL!$mW(9_aGj&N2PpZODnXII<SB}
zX66_pC@KRZb?oTtghpmm8I)o5{Uo&B7K#@?dvcDMi$xWfeJvJ)8yP`|BjaV2Z=l*g
zO9xfOzTrJ(7qg2n$W$ArJT39AP=v{EDBl45W^Y(+JGUq1V4{^iX4o1aB(E6L-=;xO
zuO7ZN*X8h!Z28pts50)uO{94)D#4p_5tivFeu#Fer~sPvlvvsKq@e=fxOGs%JCW#v
zby%b&@zE4>v<&cjekR&vCDMzwloeX2WdI+kz``mrYZ@n%eZV-Olo=<i&}HjDWdZIg
zRHrlQ#gvy}SzZpl%S^`^LlZjd+=tY|yN{@cr8U&UNpU@NQBV&VW!yg6SXCKs#KC&9
zye|>qZf+R{7-`|Si#gsEi|F9LvP$4rE2b=_TIeIMyaG*M#DYqIOSShutPC*FNLxW)
z;20+rDv)0!!ksJ;2AS&Ml$RCW6_sLgcnUptsTwEw=m@dR)f~<msz@#^$KvR8bPS2b
zV?TRn%Vb5)Ec=&Zr6TcI$>N`nl`_kjwm@ZMl*UL|8Ihve+rrb55`>FHSY;&N7Ooc-
zVSHK!iYhB%s;rD7X2vj-k)v#=k9sO9C`)6n<CUeRLs*}Ct&Ym<r)+2d$E(NajZRb`
zS;me7NL#fD{{$5yMh8(U`v5diN;=f*b7woDGW)3->cj2k5jqVk6)cvr?I04DZ?3+^
za6k`edb#0c%f25bKSf4<YC6;#aLcDM`%%B=c1t2ZdD}rG$jH}f?1mRDYL-u-D%OF@
z!Y55>YC1GrxOJd1`%%Bw_}-yv9TK)2LhO<)oYx!m=?E1)Z90SCr$Ech2n90w=BK1X
zsH+VXp&Eqxx=>P4L4i!UQtyp8{w6geefs($nd_<dx(do5;p%<3O&y7pyTQnfiiJgo
z=CJ*y6Y5E|bNfNvVc5hK=Y6;{B}$W?k;|-go3Pj1sQ2M-xYx~-Q?fX(Pfp?9#IyI{
z4QOkt<D1?s<mG1;F!GJr^BNOlZG=aDSdbML?_$%jW#4^F`Jp{#{oEPB&tfs@kCPAx
zR4`(o--nffF;xcKn^vj6)zpN&W^QV%TU`b&^(|myZG>5W9>UhOKR{Dch&3B8AU+`j
zNy*vVWgz1-=rV}<=Vc(xnJX`mom+&F1ARHaPtPu<Gv%2Yus6J#=nE14Uh(FvocvN)
z^*lrewkazsVdIPz=;X(2)S`mSC}i(Ry-(pd1SUPNls@dmR99vlOjm#i1qavMf1Qb4
zH{<YRMJvwlsbD|)9(pos$JDx;%s9Nd3}jAJH!;+xu?(d7WqklFj5N_vTm~+7dayCm
z!tB2SvE{e6&{S8!nu9M8pHhG%jswLM)`NjM!eeTwhaLwd^)R#L2i8Lo$Fnc04A|o+
z6GKgezsvlvGFW*B7A9J(P2gQx+oNwMXV_cmAu28#zpcKD?%yBB!=vBQ`qo(;WDcM+
zF`{(H_&^<Q%jvLeTL4s)mGJX-O>6vJzU9~67ISKDi@gp@+T!#U=p+?v`k|!flrZ+d
zKqzmMVsmSj-~Tj9MCJ7Q%*H9c=+u<Gaq_~$cnq2U0EH!GFgH}kwN)Kpq$jMQ9<(^>
z;RBxqFTc(_3vS8n(~C<)_;uOe7}B#5bT|V3(zA*b^al-uM}J^{SaTm1##*ev5NY<F
zdkt+3ReaM?K68)cc{oQ~j7s}3`OB_}pND@~Ha|HXs(rMK&o$9S_}hffeouw{(U95`
z@PYkt#Z9I^wv+^>P+YkA7DJ|-qBoeEn`q<Oo?$SOIvA#Q9W*~ehg&u1a7L_y7Ow3X
zBBul0A1V1V2aTB+Q2ntMd(iKs*d9>*(GQ&zWcMsCDaWr{o?u7^JLrhlyy~0|pQ#>}
zZF|Jn<`F(0W*7DUfn6MMMq(Ey`^ekHM+t1ZxbiC)aRi6*?VtFrgSw-`7w`>dYx50t
zd93!KKKe#2KDrFQF1vvtJ>8)r`^=+8Kk{KgkFtF1JtgyKnK`5pHIJ_SaE6bYL$c@3
zAGUAq1IGzVuE4@nhdxYzA~}@_ijlo1^*$wyJts`h$Wu^edJ4w~%sifJEhDS?{f3p_
z<A;fxVAWs@o#l=S*x9~e0@}2a4}h)K!B~E6;GedIk0CuXU%`5c4#MC5^R)!OCU)4p
z{yQ{qG(}QsF6OVih&H`f;pLq_pe=RSE?WnV^^C|53qn@BrgINde)tNre(r+cXEB)c
z$8iV*$`~=QS>0@la`iy9gMVHI6fa-Jp+&bvC@vO3OH&P}_Wnd?5L9dvv_6?lpz6B0
zw=EW~yN-rVCUhMiKKm4pLSo=#$9^u5o~vj*M-34Qk`>$!&%&--@p!VVB|Zh|`Bi%t
z+0Q{ubyN|d;4o8W?_v_3{Hk~ivVMRQ#vXnHo8JSNy^Bf;_Ac_UcQQWf!wya)5C{aq
z=Ya~`tLu<}KLX+Z2@f7Hr=xuJ)mI<=yHrr#)2C1AY@Ah8R8-KJ{t62V>5PF?;9nIp
zXU@cm6)W(|FTY^t&Yi5lJt~l|D&X(Vojdf26&*Tsz}>rdQBY6-O-;?}>l_>$STa8Z
zYis$FUq2^HH{Ze0^DlAh@MyV{P(BxV#bp?AAc79wGvYXvu8P0zCL%B<4`;r2g{{62
z_o8wz@kA6XbOq=rljZMYX>P4ezp7|qtp)c@FR(2n74zFm>Y%-y4noE@LVBSHJD;Rs
z$jL}N9PK8zLH8f&V5?2Ps&%l{hWqMg*cO<A`JF$m-TX88I`perzMVGQS3bqIz+}wt
zQgiUaC)2?~i+)w>V4(^3-C@}FJPq?(F$)8OTqK(}sm<=xtNxCcxJ{i#Bc=a8Zj1ZF
z=?Q4fZ7~6X@2R%v23rF)rY#<i{4{Nm=XOvR+Cp<HZTeL$-%1Pa+g@VZ(^SlFYlV=c
z0&ECQLGUOy&J)`{1ypt(YE$bbcQbkua1&i25{k>PCOU%-CWtE%VcP2yT=KDoP-Y?j
zlgSsVV2iIM{gBJsKphE%BCL9yP6zz`e`p5^+rpL?*!Cn9^V><;W?LPEd@r`mPsO%*
z)W5gQRQ5jVRW0946Yj@eW83Qt%=cj)I{p=!j=<DHobF-|TP*?ZCFNt{gLs&0sG=iB
zmcRcs|0HLZ&9&gZFAUpWreS^yOS-L6^m5e2<R(np^fJ-FqojOndyys=@b_<_vgR~U
zQH7VPWHGWr{Iio#h|!viJXci#LP|?<s4!nH;P0PMfl7L#{l<o-j7`uHBC(_lYhyC$
zjqFs0ni+3WaiOu*XR!&=9L&mttC}jBX#D%X>tmpj*cl6yvB8N6j%chUL}F<f*2QOW
z2K?<y$weo9O_<9B)ctS!1|}eIi?@_*E)ro?MEXAp`1>a`x74CvRkX0wg8R-;Y<rf9
z`K_4^lY<%>%8ZrNQGeT~87oo!jq;CMJk05K;H{^Qgklj^M`f@A{u*eh;c*)W<cP{~
zDk%@6o+si)b6d`!zfbL>tEjK3hM<=A$SteDspMRYd69&_{cPld{yvuG=34ZtiWX*C
za6j}4+d|VZznO)^F52s2vX|H{8dG+$fWAgH;O~ES?qZ@zzp8aG)r9-WaBK_Dz<h79
zk9;Neksa+AADLW$iH{N(ANeoKp}CDV{i>F4qYd|U&#)~x1@k+y$IPPg3JgB_hDu0;
zjlI~L$Nsflq<ljIv2W03e8ZZ!%<6zYsy$Gj&v#_nrkA!5ukuT=BQb{+@b^jlqp~VI
zRTa1I<HZH&E!2S8XR?teO1O2{UzCUEWhL06Z3GKt6$Fb)Fux!RCQ2%FhTl)gk)i^)
zP~!vv`=Mnob;%|l7gbgIn$~H_cvM=#$|m?F>Ve9F*y|J517(}3wz%G2?4vb>NGdJE
z`lRgYfWK3j`8b}Dj~z~?Xs9lrGyMG;n+|h<3Wmx&?Eh%_mE7Z`HR5p+MHi{f2aUu5
zfG!W-;bdwqMq0?9%>PNoO6p&BtR&6hyaF^-RYhZ&1IQ>^3e|Ak!jujwJeXgAv1u8&
zXl_ae6aE`CTlv9c+5{v{orA*1&meHHg~hTtFqt_KsmnLuOQ6%n4;C}WBYM(2<Oe;2
z(9srltNwuHtW+c{*$9D^Ic!({f$$z9P+3y?S>#(%@_%N_FO`x{y?@>P^T?;rYwHW!
zS>y2b$3Kx9_#Em^ws2be8%lqlfS85y!I$Qv`Xl4=U6dw$nhkGtfxt<N&~p1i^bNnv
zWTuRY!`t1b;5@1y{k^7@8T{7$hO3=Mq5Lz|!^g5~|KAuks2zkt`OVXx3o1)SQ%@T#
zp52Rn-?))ALL-u}b>DrtfWOays;UZ3?Vpa(6F0-aZWO&qmC6X%ty5$A`No%K*O35p
zYu^wSW}j|+L_uu?e!8zO@{7vo41d$s1;W8X8|}QgH`9Mg@`}nZV#5n;9oGm(;zMfq
zWa;iFIC?D-x3=|$P&`jpRaM5xm0dAr{w)}`-$e%-P#FZfwY2%9?SQU_1K&vMVQl~$
zEWb=WNV9ZX0FGV?$E|&XtIL35aF2%7|8La57#<Cb;nZ;(oyDa?bKC!(4qG4L=*8E#
zwSQ=}4k4k*SikQvLQaqTY-=iYK|b9U_fj@Ngd2|&F>QSy(-xa>XDj$D@^^G+<UdKl
zw2dKfFxNu6#*+2^_KnTxYpCFv?H404Xx=>pZ0<@2&3sChZn=k}7eaCC&`8c_!Bhs3
zK@*Ro5|!9AzsDz)U9H28U>v<1fm^%!v-*QHyHAH<Xb%^K-~TK5oA2W2`B2<C?El4{
zhu1ZhZhe5G7sGJtz;L-TZr{unPtSdi^vwGmr-%Rn002ouK~zF)KlT)ZCY?mUiBWXW
z%%|1iA&y>rg<A){RiMLYq-Pdk`>|&jH0d+~PK^8{I?(-bXAj0Vg(PFz#>a55p!y>_
z>nD}vYtY=g^qSJ9X`gnCRu^=rsUD~dW$X6_Bjn7e&t{t$yV#8>gD1(Dw&@8|2I4hU
ziuPWn^fk0yyby^&f8IyHrY@h}F7oal`Kg0Cr^C)*9KG@ew|4bY>>JL!`h32jE{xT-
z+!y=k5uAS`<D*Y}Rv-Ppz^=oeXAW7#(oNL9xfi%~bPR;Tx-(ALu;n5Gg5TiW(b=%I
zF~;2oukhovZLlymkjoDEU!_|INyb7CHzokk&igkUI~#)0!#+)L)`zd@^p;xFNffW?
zumk@7t8I~@fs;9&-ue?cxkWf}J{Ti^+JW2We&r1M`yA|BI|QSrAA^<80(xDmiMu6+
z^lprhmmii*wZ`?Fzg}SL5AM9J=g@l>_kF<L#XHpA#ax^jOYL10;$CD9CLW{qE~=s9
zzsR!pDfUjfm~bC@Ngxmi1j1(x_!~896#bK$z*YtONPqrMki8dyK=?S4lbMr7tgJph
zb@q%IGvosAr~tyKs3>&n){PbHM?s}1rTXikLx-?=^JWMH0=T=o)7k!R-n?0T9Tn84
zrKLp&2;R7H1NZLTL)Wfd>HEgT#r-Rr@u3*$YtR#!lyvr~Evf1GFq1hgMV6J@?qk{J
zd$@kUA07?O{<#jCs-X6|r^sY@qTb7%RzeY#UX1sdCFs39jJ0`^LNMhXUjNn<7CHj_
zcHuovj&?;4H)g|{hovT-CFEn(%>-7Em63)DePVrT0sG{4>b+SF6A@`tm6hOSrirLb
z_K72!0%bTEP%j~xS!u)NuV>ixG!?&!gV9(zC;_SY>@rBr|41DyG!dmB)6Iv}L28~%
z8RVD3Oy<OvTIHvIynI>*bw%}12D1;`WK8Q|qJby{nMEiZ^wels)HNM!Kc+1T6t~4~
zq4I5U@?E_C&4-?t(rs}J)fSnJydIWXcotuPRX5`0+aizc;B&Qws^3e=FNL|(0!K=o
zh`x>`zq&t`$@j;PX$Phnh{|H*-;c|qf8YMEXVuqGStw@Qh{gKgWJLYw#nwT<=#Ww>
zqeE#KOcgu~paN8=6NscUez<4}kX%xZ(uztv$t^}|X*v8JzGvxhFS7`nW3!Ogr9t)Y
z8mTEWWl$_5zqkx$92sUP%+yt(S`VyDOfI@YBo~*Vw7lY@@5y&NsL?j(e+JvU@fmhK
zOU17(CAQf}C@!-i8Tmybn8{?kQz&1l9=r_I5hc!|SX5Sl--DBIqO%=(*f0+iJPg(G
zJfn!t1}Gcw$G3l~w#$Vw?WXW!`eQwKnW$IWW$K<(QkI4?Cu+Os3-KUP{)BsdB_&W>
znbRw(!t@xZ_p%vOWGSqyz=h&MOwrPjyC+qHPRi`R!AV60k45quNR3p*Z9&c^l*3FW
zn@tte=c=+cK~q3ysG)4aQ?X5G9u&i}3HP&$uq8eVIbYSU{@g%WnJ$C0vU0ZkvT{0e
zO-&S3RN!<@0e&(0cfsX`R2fh*MKU^w%H%R1vdVz6OHyUfKwW?o5mN>NDSH)LEW)kq
zLL6+!y<w_u_y%!1DES!MOqD@Bwr$o?tG3O8j|}##E{8(VCn$%S#!5nFtdv#E3izw?
zkEtc>c925#1qJ?*`dn3s-3}URsa5;Os&+vAbP}I7O$7x$&MCr%=uB+(F#qg6no9>N
zDDZJkF*d|x(Sd?;cCkp-E|$TJBNLuNyJ)12s2o|l$li3~V!&+|`SuO84prj{*>Wf<
z`v*R<RN^B;l5wJg9eP+Z?asqM9nUk1=xl(}0e_M)^S>M;n9Glu>0rMjZxEYZg6pGP
zIkWpo`v$80vvd%Z!&D{<W=+1Kfu?}IM^#&-uA%&eG}JX`(wGxi<^3aDKK0&MCfgmC
ze>`7Oh$)(iH#Y>8mf&4^88!$NZ;I1bQdXct1&n1f-f`)0v7`W#G}t;6S5{zkVK)BK
zF-Cg<Ggfd>5#V)MDRvd*$_4xx)HF`0O^1pKoG&WGRPEY>*KAc(Xj$*e%Fs&f)78U;
zl0r<bp&o+8^{~E%dN5Ss_R(onTU1qGn^l#eLiwi}eDs{y3`{ZCLw`f2@40EHA+EFx
zs}r+W0e_OdAU{r$&HBgk4YKkz*nL43Jym5mX$a`dn6enC{L8UYZUKHV{&!;~17)Ty
zq?OCGh4OM3*W&M~ws^Ln5Hs|-+k%FY66~p$D&Q?tL(BLiIzVuuo}?biGqO-wRt6Pg
z_G!c_CPomYaG(5a_WLwsA32T8eMjl{#jhfuq^SX`b&HX@;x9Vz>SHKNXLL|CVIS<E
zYHB2x@vaK1xs#E8=nT?!AEVzFg}s5YrUvXcE=0o8P0(!Y27##&8U>uK{v9fVo^~rA
zn2jHfKpj_k`KB`R=`!G!Z!MOeDwbau_J%G4hfQMnO&Iwefo%CYtr__N+OE`&o$BvI
zVjZa8kw#!*gwka0da#>68OaCEB5CJw`h7ttRR-#)zjXm(7HwwLgPM&6^gFgdXuqHE
zsmM=Gho+3aTBb%Q&dEbraS003vrti122GiArQTD&D@%#^dUcuWsrN-3*H`_{&AvZE
zSxo>nLp>BGrlRT6>BxH*M}KeV?FMyIBlLPA$!bVt5j1P#gN8p1!#=e}sFbP)BSRf#
ztvi*SJ&by9X3E{ysn5Bumk%($_aGDzZ{l%u?@Z2n85w9Y^3&LvNmA4DV8)Tn{6jG}
z(Luxd?DhAC&ZanZ@tM31ipn63`){J4K2J$ypU|C>mczQ<yRieF-Cu#6oI;d}%3y4y
z1HZ3kqiJIY?lMTvlP`mR88l826Q7B{@4dmv9g3fwP}!}hV6>D>cE-2VtYVnSWW1Ax
z%68yn&DdkF`i6M@J{wE-J*NZBs(z2Ur@4`26B6~_(^>vd8zXH2Jr_*Lky&TXDTS$?
ze1LaUav|QQ6`}Xikm}E>4hInox`Nm1TEk5IdnwtaFqhi2o|;_(Pdgp%GLXr7mzq%s
zGb#PKSh?>RmhE|p>zjMRL*{SuZfK0BhX*1juLPxK6)@IUN3-uv!rN7Hpi8awkXZyX
znJg+b)<bkQmhO30dp*=Q<aqW)l>z(o`_zmAn8{>Nkt>6pL0Gme5Z8APgojJb2lhBv
z>%mB09g#6vavQkoln&|aOa!Uv1u!$NO@}}_Q_=N3gIPM<dmKmq4Yuth!Rb_Hn(0e#
zV%^?gMBkcFXXMx37HhK!I`TH*BLn`7bk!JpkXbBmlMHH+FJ3S9ayG#0m>euU6vhhp
zqcUw$*HEu!Zbqm->>PGpio~p8?ra^Z>mi?`9%^|Oy!`=|ZMl!@`@VyRi<!b;znFv^
z+&D0TGrJ$7gSvwLPzbYH0<u=_3Bj^m!MMJ?A00Ho#l4UOM7+<!k(J$Rc^=Ny7PUX%
zdH8)?KQQ9oJrA$;(K0?aH3w!g8G1g)Jr(xHj1Slou;USyZGDLAdxycpMgEXUO$`B@
zYz^pFv&L4a-*F>$9)E^e<63^84j*6>b_8JA)<?L$cPOV_l;{97Yix=79XDg=@#mN|
zt_8b4Qu4E8?ZJoiM;&&5JP^tXwyO%Xi%BWKjkTRPGwanE9X>-n+zS@l=C*&y*ybCI
zZNB}Zyj>Kp)wAuQu;wxluMv7V>Em@wE|wk)V+H)tcF|Isel>G7Lj7+kyBLL8!`RuZ
z`1VhH*FoLUp$6Yz^dY|CF|Kd>1|Cv}3v&8~72P<$ulr-Q+I;jwEZgz`*Y^$Qw9Qq)
zevFSEE|=Y}F8C()JX&TBnNH0iwLj4uG6E-ejQ)rF=4u%yY`uqNoA2QI!BOy#dd_KP
z!u%d}Pjgere2seV=_>Q=%TQZEnPn@i2WB3xc<rO8s06eBJc!eWenF3}OvWz{cRM_L
z5sj7W&&mb-RqK$(u{Q7z+rr0SWT2&BJtg;Ft*6MMr>lYbj;4r=POCwOyw9+v!>;p&
z&Su<eI(4Nj%GE>8zpe*?Km|??jIHwavcu!2@3C&{b!=TdQh`m7ErWlzuH<NEgxe=3
zprEh>xp^gYSqvV(9}YGKZ23Bh)^kd@*K<<D>p9Dx$gk%Nxr*0oTEo%o<AT|!pgCsm
zBKvtrO0Ec|ItunKW)!3MR*t=kKi|RYKYW?Ji|3<p@_RS*aF^b@n2%LA;#dKHeC(av
zK18xVhCm<?2m~%ZOFD%;d-h=O-o5lsuFpUAMg5-ay$A%tm&4cBSMD<^;~z!4cJ1W8
zqk{OFHf@UH;$lQZL{tauQrA-Nlai9E1O8gKZjCl=+CWWBjecMCxpY>*kAVsltmzdL
z6eKsH@^-htjR)^o*$Zzxe1~RD6lV)uzU3Yk{&fqN_l`hQkAHXCia<pP-qzZ<`6ion
z!VUGlxy*xV3KvriJpZK$p3IQEdb%5;y^}8ee``H8h$<=}DzBu|e@jD6%Bm(-)$*y6
zTg)|aGg>lXrLMUdokMSQ{Sc^h?xCrLwQew_CNw2wm7HbJ#8L}4BXihg5SfE!wjZHG
zav{t(f+TC>lgj^xC)UvQV5*6mv3cxzh|NVaj$j~#I;0oXxamDUuM`<YWiaQsMqyiw
z$VPK}ZSJ=Ct2ds^l)UJ+=&VQo-&$XdZih@;WH&}?axB*td2R=vt1Z|YsL}e|d@H$U
zZgClc;_~F~S=}Gs=djzs`&=}W%1~6R{M4fA{`jrCA)bzLN62W&%R);P)0&y%(%=U2
zWuU}lnYfivz|!GXdLf$WaX)NpuCIZ2g{7=IeOpjU2N_WJ`^r!QPg>a{xTWOftt-S3
z3my9Z(wklBGB8lb%@nr$o5}fTreH%(3nL9g<;%#=ErGeZ3Vpwiy(i!8phnyLJ_pS#
zKhid9f4ps`<r`_>W<ow&equhFNoDb?RX+8QRvZLE`=*LYC_%;^)T4Zp{O|MapJ@3e
z8n_uJBcG}>sccmrW0$FWHZ|468<_{WZ?j8a%i%u+_3FW0MHLT9i&;86EG<D3sjPim
zTq-U?No6Ja2sPyH>7gp1H_%HHU0w!Djvzv+4>#5p;#OuM+a_cd!dH*`;d666bwtV9
z1S(KcpiJMdy@4hkH?u>apX5c^oxx^0^#55lL8%@*)djel&n|;|`Ne2jOV++~IRz-K
zti%Ale|L&8T?SfexRcE;gFD$p@Kvyhr<slr?}|mNGKefHtu6y;4y5GLnSQz&aO+to
zd;_I}K4nK`Y(i>2nkm?**us#*Hd7A}gp6(eSZE#0G;uRVrccIDW2KKMhcrn!e9Tyh
z_K&(k+)S7Cj|FI^&+Q*u7^owvfZYz><V*ZxjW&tHFn$gntqAJ!QkftkiCvT#ug2%0
znb}A9hK!<W-$2_%6HUC4Ik4hwb}?)@9-8p&8>)3M)WFTeJb52!tnuMGP@8zf0fG`A
z$%YCf;v6$uXyN8NnQ_Xy95j>4WLT^G6l#nhkPG&U%qYfHe^(gR5X8yYMImly$@qq>
zLip)$x5Z|<>WC_0x5dapwq0zlt4{k1X{c*#WKLpb{G)*Ohtl$?_l;}F7FXpTOF8_b
zG{=kcY5&`>2473*;HDzLBN5v_QSZG}YWC4rN(yNmda1Gd4b|MJzh1r_)T_?WE2~2z
zRaHDFVe9aqqy$Z5vi8YxQCtq+NM-X=L{fPfvMMTIA~Q}<R1c3nQ9T^{kb0nkXEoJu
zC%1_0qjL)3qrgY|X{#ez)<+kM=s>`#wnzn`$)3bc)k}qfankKfj=rEP{D{6F87Fa(
zUsi!=Y8=54+)dSkr%-^q1u|o$f)5xg<%-8jy8m*lM2#;60^BcVw*~6GH%Hb!Y0ejj
z+oGn%2WOI|#<<c{ibN=S77DF)Qk!Y()q_^s7AOpoY&4Ljp1P0~Bt=sdu=o#7;iq&c
zcoGWT_L9xC)O~c?wLpF#vxX{*lDax8V2-|zlnyz!9^rYDZg}C_v-*|)_yy9BoTL9Q
z{kxR>d=B~4`@8@J@-@`u%77*R<|907+zrotdRD(^`G?QZ|CiHUBtl+D81y<cXX&8d
zp*eB`<Tvn8C~F97ECXrG{rjObH3OL!Z{t%D|L7U)JFrg@cj(lD{+yyhBtl|H7#w8&
zChC3sBl&WruFnVwgSpK0)caJ9>!qQx_ff%qR8XaDzs`s~dxQQw@kRhnyMK+dUVW-x
zX~8cMb?`j>f7v<|2vp(S*a<goKWDFX-+qqfzAl`yoBO%o#%*>TUBCI1{#=%wd#}^?
z_w--~xk==!z}v$bH}1b-%fJ5y&AjdKPig7vfH#pTtk2#=rNUO6nN>~)F9+PX6Ux@%
zPAHoDaBrTWKEHA2CF`^6w_c#RkF(shy1E*4u;1ILBs_i^h2GtL<mG!<;l};9pR^3B
z*nKn*CPv!m(LoaQD~mu?8Qu+ya3eTTN{321TU@h7@*81m91n{Rc(Aw7rUQehdsLBI
zP>R5?G&FA{zrk0asswKb9o&4G!P4R8%XBoaFTYvR#ZnW`SGB^E6)me@J)4@Ky_+HZ
ze``Z^*qf-+L4P+xCHKrN6d{mWuWO(uUj{D5xDg!xQDv}v?^7(?5rWHq^*~cs#T%D(
zwbkfgzqhg3c>FpIz1zxX#%6RdVwD-K!{bCW<0vylP(HOpRH3*Y@~i5B{dWlj%J6nG
z!;MEVZ26C3(5$iIY=O(S2V&u-hq%0B0Gc+cJ+Lc2IS(1xMKI^s7+<$^crUMmm*Qu8
z%eMz$;l_u!ymO$O4#Ru9<N5i~czSkJ^~=IU3)4sY;mXcIbxJ<VCOl4(Z;S39(H1Kz
zt8K!^z{oeCvr)0+ha}U%C?C}qYLU-eBR_kpeir;NT1tls+<5ek4$e}<@~!u=@UOeL
zy!%_uXTep$esAAr&;fyl`WiKtgR2Q{1jb3}P>CA>acJhLxScQG^%x7c2IBJOzG&*E
z*naIg6-wXVQ$au=QwHV=o`+l2@;v+wF7F-w@1KX$KH6U1N8b%abKm-({hmyJG{=oc
z((RxUHy*yH1LPF3eA`1T+;|_CcMd_*Miw8@U)byKY#rWzqz;d;aN`49-Z}V#?4lwa
z=yq7&fbM@R`A?G3%#FM4)aIL{1MS|%=i>UBjxf|!JP)iBI(&wD7~aPn&o7Ljvn*D<
zEKId9eM~c4*)^EE44$NLl)*>X#R_&AC>+np9FkOb{3CyLP-k?Y+CoDP-w;Uo2D6%d
z!?qw?-qfdN-*7st7T-`u#%h#*V)<xFhv-^-^aCvX>mDxe9)_kK77By?-oDSo^?lze
z^wE;}<4X=dB0nGe5I**vpKBgn#qJ~GIb_Eg=8%*Qji`Ndk!&3vM4?#|c5(n|mT$R>
zg&S_-^4^hX>cOrrdux3<K#RIZ6}frE2z(Zg<}&wW)-oJ%<IW4V{5vnv+*kgYB?a~Q
zjoXszDX!mqUhV&>HXss}(ZSNvP=Qp`y%mos!er_#jB{<^Q^T|a8{D`T!Ipn70?nFo
zufhBi@(YR)^*)Ui_$J>LWpub7fo9(ST!)svjvu$C!)seqfw!j}ZrpvvmVfs(n)x{4
zQ$pRhlykgDm4PL0Jdj;iibON-f1f2)Q$vle|E%mnT)i8CUY*_L_YHEb=Y(dUxiiOl
zj)f+kQ|ma(T2#M!dQ<B;2K4`}jXplhaP{8Bh%B}aZ?e$bUco-v*-i1}SIMhqBk|tF
zUz^J8UF6zFTetR35(oqWf$+sL{85>}xYE-r`kX)@e16Q#%n%+Pj)a5+G-$v*Ay$N`
zsr({QZf>r^?<ma8%~{t~1@N6Xae@x$>(r?e!otEZa^y$|g+erM-u#mU{QZ**hEvA0
z#K>tU>4hL)Pb;k5^$-PxrSR|XO@BXP>Iqnw>0rss&h-0bTkc}+nj1K{b|CDm^pGq*
z-9}4804+^s@i;TP5V46lNK9e={)l(XDbCa>R9vUdOm1fh|AP_mw$X;KjW*WZNkBnq
z1xETY<vZd)1T1w0SlrVdLRBTW%LIVwsWThzsy?SCA8nm<@ypq0sH-Z`smSj{=3swt
zDpvN9fA~D5xjFpLM8Vra6FwGNSRa^-0#OA<dNGTCBhN&^LR%G!J1~>o1$W}%XQf4F
zzsN2w$Et@(h{-9z=qAkd1*PR!d@m6_8|cAYOMvvkGHiaFf`r^s^mmn?w9`7YvVi~b
zxA3;of{(Qp*56N}?=#YydEhwm=v(^4lf_+`3G9Nu<KSnb4JSiNhcc|Xn~0dK5{&kd
zw8_ju5n{7Tktoib@g|Mg1V{zH$Y$x9(%J(4$E4*aGV+^><sW&&$nVB1sx7!43qM;*
zzB;mt%CPEA0wdp7R(=T*#V6mqNv)DE;LH*>rKu_WFGs`MR0BTdnphu_!qkI1v$#L<
zQZ&68e{mb8oiBKp2tNx=IOz$IT~dZs!6}HzEy3tU%=P)D<(U645#Q9;r-MzX3{$i2
z#=}Wp4V^iHNhv0`w}k(J2zXm-!Piy?>u$%3+aj~5Or@c>)K$acUW(eHih{QIPTUsN
zq}rlGooff5qb*QlpPyS<VDZg3I2#FJXCTDfYq4}D&femadsy;)&ES9j9lXuO{V_<~
zA3enV@f_731z6mk2})jYF9Cj*T6Dc;my}~wKoZjqJQ;nd&DydXwyEqoRGVm^-~``E
z_68XJA_?9)>S(Gb#D@1-C@8PMcUH{l(xaXy!a}Hmg$)=PKiKGDb4(VdzD~geTLVNE
zlwx^Q27a_<PC?REQHGl~dxNm1ay=NRQlHB|berO01pi0z@HS9~kD)r&M`WO&tO6q)
znEQ=<7zYatRV?;m+T}QB18jPefhi$L__4kr9Z<6LRT_ShI@!9md)BpfK<nUV4*zpe
zOk1#&vdy02ws2N#o4*p<=DYDsTd1<lkHogwOUgFiPejl9V%uCKw#|9mwt0$&G5l}G
z!rNE_KE@hY|1yn{U!S>l<gFN3XsTkdFY_Q}K}a(EOf}%7qlWC#a;$ouikSRTjCNuE
zJ{^HF+L&wN*T6)mtJH(7mH>B?^0EJICRR4*et5>Wf11+76#m!V!`oC7K4uzN|0I=>
z@5=m5Bd<ooLQ{an;_Ocg0ute8t_3GOaesWAjF{X~j27E*is{~_7;-5Ztu3|C&RQE+
z-{<1OyKLO(&pkdHqp6K)Ihk~jo~Nn+y9)E^tT_F}*>0xhWWr2I88fxnSy7G_6`-@4
zI-P+?mLD{<F)=3tzN!K=7YK2uv=}!^ig8$<`=Q^@Hv0JfRWiJFglMWO#9y&lD5PwH
zIU{p)XcBD`7C14#|GkwSw!~#)T0|-)SnJb)ZY$nr(Eq2<R#AeR7Q63jDv51^%;yy2
zjC3(EJ`G;#YG|S^z}Adh6joGXh(0r>`Y}EYW-2Q9!;IaZ4`$_~n~nyZ`9_wkvU0?W
z%8)G1h7&1XP^U8CaAgGg$x<I<-=xq1F5cQgY)WLxV7T~!$PW?8bO6<#c1&H5G1tYm
zq#VqAmxi$xdWb3#VP$+4##^u#!l?z^1F5+fYN|tL8&X7F@C{Sy8^J$FY)1{$vHp$N
zj@pZDb6`9y)K#$9Lu{L!46rFO6H}fh;YVl6HkV@Q>ooi%l_4QtRE|ig%)Zh2rFfQA
z1OtIGY%~>&l`ciY+f0)gD?JvEmBeG8kr&@FW2Ls@a(IvcKMQd=P&Ofm>XRiHEiN~D
ztn?re-!zaKE8UJ`#!B|`nT94i7-H13L^^2QM^7E=qcds$IKrB#*O5;XVJTF>qJ~U4
zkG0juruSKx5|)A=?euB?xGXXqKiNy{&2O($(bYr?*6J$AE33efgk0RoD8wZ{>o4M?
zDSnSgMHgc&SPNB<UtWPDiMhCwS%?ch@;XfMGJ*f!G4M9gfRCvL);~{U+Cf9HUA+FD
z@eM7+b}=XkerB3*(iOMGrzwcZE5&Fj-#5LnDTZ8)Mr#W#w6oO0)!1BIh|a-{zV+**
zZ=iK>H-i7YICvY0ePo!p9IAZeomi$Enlkg^1y7UVXQBxwZ2{vWU#2lWvc8m$G}FYd
z!AVe8QG%_OD()s1V1Hy5R*L;BOMXjp_@9hq%D_qs>mOE)nZ;#r;w?SKSln4WX1*B*
zKWnKm^SwmGWS3yHcw9pT`wcw&22T?UaCW#09T1o-KDp9>IzWL+!zjbg*82E9JQ+>2
z)zDN&h`-{q8M|oC*u^ogl3<~xg87b&PCr=cVrxP+roT<Ycq=_RkZ(myCjI{^ezMlb
zS5IQG{Cx)cnP}s2UNLqh=HRae^6L(xHMB83Hv^4S82`AtFpu$%>WqJ!mYV@n%0Fu9
z$pw)q@{bgG6%}+a+HCFGPwn+r*Tye-8FbK_hl(2Z7U!X;vI6~tOc3&nymXi<sbIP$
z`(DS33(!%ZA*X|uk`jDX)UdoD8$#5Bg|Z5QMa4K%T!2|J_h5|^vNO?0RRAwl0d|VV
z2?NFDFgcqUC;Y0zwrNKS3(#38Uk+5px3&4X=q6OBvjoPJmtk>k4(yaw&{j?U!R#mv
zZOo{p9w_-UWa@zms_axtJzW04dic>?596a!(O6Rr-daLzO3p?>MJ2u!uf2?oN`bkm
zGUnMZzGAeA4z?#}<CmCpj5XCoRIv!F60$JXOj1VO^fa+5ArsbA)=3QkUKEsIV{$gW
z<v2mNYMev`WYc{?JWd)e9w&_n6ZZx2IOzu~J#3B7#`HI-7*CCpsJ`$%gZ_UNv)-nn
zyO9<h?3z?khK14Tbl~RzQ|_SNafZ5>n8-0!(i4xB62xOAQ;xBcwt}%zxp=H3-WV8J
zA~jZ0ksmAlpsS6^X&LZT6QHp`fbF?VTNtd(w1uD3GGL~njM@6^Iz619k1iVObXI3+
zsG!SrIl1Vpt`1WbWn`9DV0T_VJ$CEK5geHI*A7^3S%spfFHrdSIgBQZf|7;?vJRY}
zzqj7H3ZlehB>%aBexG;c28@0jjiMJ}D17`3Y7TZV{e3EOFW;yRK%=tV2^=JwC<J!a
z5H@Ov@~j+);w3>eRV1z71;-sLkpJW*@`GQ%eBwwtTV2{dMhC~8D^Qx4g1A3c((kh`
z-GtfCqfqet74n0hL+EG=>$y{qeeou(Lq&c8ie5=Jc2HCl7NIO7OYU=8{<>Xo+PMM+
zAus8`JX!fpV)?OR`B@il!hF&w6g-p2x0yGE{#=p#@`56iWpc}>h+DH84fiZV-s4c@
z1-*dP<PlKPR7cY8ll1p4dzPalF$K}HSJCe?F5H6E6o2GDeU03}=TLXDf&Ki+$T)wC
z9SB&j9?V95gOq(|BmsdOsA_7!z)7-EN8jEGrk*Y+%FID-ToO7go(gSCQ=A#`3;q4$
zEl1$<(=c>gHUm$0orL{Y&EPh$8xHjtTYZm!)w|JW?=mDl4n;!H3pATN0;-zoc(z-T
zaZj4C)w|JZ?=oaO4n<nf3%E@l0ToSkycJ*Hdhaq6CZr%__G<dQk*^0dElrW}>^1$<
zYu-fEQ&K|c@*VW|W%&ij4r7;hSwSI6GP319uVU)NJ{a-C8Z>R}4Bw{pv3BEG6ciT2
ze|Sgw`|rlAf~AEamds~P5T7)m7ut6D6|2^rLXWOKICA1H9zTi1whioTin+OkIDYy*
zRxMGS6@X&O*!CDX=>VE~+Q8S#7HhZPrcV#|AIt<-j+nR)7G`=_@>?(ZJ+-;%)f;BR
zH<dXrAvp)nLgVRmb|-trc254GJzDl$jm7J(VqmW(2znZW?FSxW>x#kLW$@$I7%_e$
zoqf;O+X-toT|z-Y3H-lh4ln#}>|d}nH^7p4Lzyxd-yLnc&%>$>=h34}6C64DfDY!{
zw(f`Odmcaihz|6#u`<HTSFxD%>mKy!;e*Z{Jmt&a`*s*P<q(>BSi`rm4c2bIgMy+`
z_z&`9%HZb%urSxfl36`D%AlOH45~JG?Kv8R?*{llrIswNQ--)><bu0s+RzBTuEtn<
zGz<mBW$^F8Y*ZZa=WSRRYhuX+CSY;N-e+j)VgyGk9Xg=q(!)3$xcnBIX11(e*P1lQ
z9gFrngR`|R9e6fpTL>(SG|;CF_lC2{U)#ff;|q8@>cH1Y59=<zM?pzBMz&|xwnuDu
z4od?e77uFxp+Fh#Hf%qqC!VuPe?F;)Ef$@Ogp-*D>`gQ<=ja<)=&PZR)LL+L8GP%B
zk#ldNX+vZ9x|?F{p%*A962ZS06U;hd&JCsvCNgc4%IY_FOArn&>Ige?9VDkS0sUGU
zs`QI)2iK!utS^L(nKoWVW?=Hl2k6tz4xO8G&)=pDZG@43-eGibGsfB@p^Oe+Gjp90
zb8o@IL=#JXWDeb2vga9HXRLa-^cI_bX(g$L!R}bJ>#3w3wmfF)p{;y9O!04uk-uC*
zQ+G4?dYEJF-p7pmZyGW3XI`W?p)Z-%mMMd6ftb7gJ`S$>8g`aCNET-lV4i&mkY7-W
zKmU4weq9>SSzn^!vhmA`+i<egN0-*}&z<Uy4!#)q%LO!bH<!|(6#o4@7#(JuhlQy&
zmP}`C1eLXD?z($8xVk6oEOq5{Fw|G4U(%?mD$&`18aNo%Ir%J`;9?|ci<C{MYKwo~
zfrYV#ludZfv_(s8I+%oRi&rA6Z30DRP6=XD@{uU+D-p5Gp)^!bs%#d^DFa+Ea>*k!
zZD0uBhK5*sA{+(9<?!#uJR=&h_#rHe)Uo7;#*F-fq4c$m7Fvw_fJ7X)7L83)n7&d_
zRE9+dLeZ;*70eBVNY5$3#xrk_kXDER?YK7rPZ`x5BWIkZ1GaoUEwOfY01664@bAya
z95L+_^DKA<<1d$Oy^pzTZ{gsYew@#OsZHbqemaIHp-DKuV<^fiDypwB&{d~5>dNWx
zT@#G_?HV1N;oHazYxh54`a>UP1OABFR~efynd$S(b_Qea#sC~#)|KfG;zOtyyChjR
z%gryr@#}A~a(Wxizr9-im=+j0?X=YM@JHh3;Y}F%Q%{PYhj(J+Z@GuLYi{D;+WsH#
zJUs7%o`+BUu?I$s-z@Rbo5enQ7-Ivz8@myf76w={cZkGChQ~{MWKt%cy?75TEg_s7
z%s%Lz>~`RXku%SU`=ce+?g?b-pdaJUN6a`Y?vG!I+rdN3U3UiuSN9Q@0lPm^<+o__
zef0XOKFm$Dke*e9jRzhhAtet3x^V|qOc~{iku%SWb+EwNJwaj}s%*kJu@1~W2`Y=&
z+;w+xaCL9kS?Ma!;URi`<t)~r5E~DKh;?WvFMpsbMlN|E?vF-Td;B%sr~JD+GV&Ka
zVEW@&rd=#K@RI3|lszb=`eOnPTz!X4)BLIf?FRgD2T$H);{3AqbT+eOafV$39RVHC
zR3~-##PvW06Uhb?sj4W`zKYW~P<C<YBQ&jVAhwGUj9u<3Wfv*C{Jj@b1_#5?w1EK}
zEhxKOj!S`wIB=b^i#}|-*wPB-2I_3P*w&_Q`bVDYpw8$(`G()G(T7dYzTv=AdEY>d
zl_oJhn9Ax$`-Y`mYWEG-DBsYUQ*NCatI<CCjMzt8VD0Wev5#ij|A=X4U}2_>B{MpR
z>)`?BuDy+eYrf&M&5VyejwhkXIKN{sv(_!XhVjvCo51*yO=#NK5x(AzQhr2g{z&_#
zp&Y)c3<*hD3Vf5|d&-r;5A85=@<C=ET{VZKeDq+cIi#5`mdxgwLsB}_G=~iQusP(I
zRv0<$1RX5Jj1wL(It&nx6Q&$z#tFZ4Vd`P?9n4+*Hx8~F1UoBzB&UkU37X6}fu6gJ
zZh=J`Zo%2!hz`1%v+6o5OtjIbv%HU-`cp5A7`t9vX3ki<>4JDIgQ@rLeptuM<Nq8^
zzn?VzYqah5J65efiymFPapdHEW*)y`JpH|njt1Jca>I<@_d;D=4Yt<CxN|=Y`wrj6
z>Lvc1WiWL@cZ`^@g&9*cq3Z223JQuP<CJlm7#-#gmefOpR9i^Q#Iu+0p`|Hl3;FrQ
zh>Vs5xktyO(bpL0X~D*t9ppV_TnCK&c`urJQSHDEYq#ALuct5vOO5zx53`=~dmpKG
zz#QsPT1u@YWaC+AoVXn@&wi%QJBgm18^PAf5Q!<-n78}_9rQS)FZ=MKY8}RQz{pAa
z#A`ZsSiAkE%$m+#@tRI=c^yRDI!ylIE41vn5{uVeky_JvfUPTr)XBCuWqfCh{AmZ8
zdfCCZi38SdxyF>i5N3=%V#0P<nCoH59|NS?L87D{D4XyymMH^qM!#7Lj-y)#57<~4
zA}_xPhfW6I_JasqIX;cM48CuRkyDQ_W#DClwL9-IK6)TiZzCojW^BT*-6cA_O_6E~
zId~S904)uw9+-A^^>zd*D=X2!(HN2MGca?}1-LkxRNqsY$vy1gzv(5s9d+UBsEc)%
z#Opcjm}kEu{(1pR12rrjs$e}wQ@n3b>hsL}QpBbgBQc9PG%zBO@n6)zPSi_Ihp(*Q
zzdxMWM{B2zb+-~wP*Q=B&BS{b_fdNn1z6nM;p6r$o}u<GDoge*2Bl!-H;#2~?<9dh
zAQ1SYva%A-o;}0!=g*Ozo{plTBKotMm@{Y2|7O77`}glZ>T?2t@cC)kvL$ZczKt6<
zZs4o0m__Ojg)2~3M~B(ul#;?eg{6w*<Yd-$(gA!_K%c6rD(f@q=luEek&}}{>*?(5
z3`@&@cT(VoGU)3@NXsa|+|@UboSqM_hUU1uX9P@*nN51JiP@}Ef3_S5q9;fLCLCtn
zXU?Sdm^YbOY&iFKI7ZEoZ2TB9@u=K2EFGE{BRyY)d6#04oLdSnD=l0a=T@DHJT9w5
z?v#<*I5ffqv(LZB@cj|UEG&bqz8V(xu*JBR@~3PKbTdR+fe7<%$0Ipk1W!{9Tpa2G
zQ*qXd*c`U}tm1NvyAVxZt1nccvuxb+cY~`qqXl&WN<>Bx_8(89H_RHUtDvccCT@>(
zg_{ZY=~)9kjTjxS$09jT1WyZ1TpZ<EoerG}oMY)wREBY<BI#@O)m6~MQWN*ayTjE~
za{u$MvM~CD<m8{BhnZ8c{^($Zxt-XH+XKCfkycQKdDkfUrHuU1ZZh)gvE`qLqOYap
zTWR6mkBwyHXJYg*Dfx%Q@;h2%ZfE($^?@!1NGmMEya$O$E)>DjSOXXPJHu3*VJ0?L
zrVL8TFz#v$eXYKlGMypt-jIfHHDVUisSSZI(~Gb_EQ8))O>KbhWT%5aTUtVmW796h
zpe82rZE?K2Ok4c8#&~FCL(D!Ojp6&krP`t$#<eo9bM4@BwS^h&Ea^?y<4#7=o2*;f
z>CpG2CjN5rT@9Iba5n+T1>*iVsDY$E=9aSM7nfn&rD*zEx<8s};NEwxa5d%**!U0z
znCl>o3W9i>hUAiRc<QL(ypJ_Z#Tg~yibbq?uvS;4g92u}PC?VSXnI5IPj>p4uHfNC
zZ49*4Lt1ee=DkQka&Z|v^@X_D-X5mv;xZ_dk*_JhrS^81_9O|7FJ;0~LlqMn7-D8a
z;}5=PU26x`wz*J*d3WL^ZDB|)w)vt|TcB+7NDkY4QpPrqaD^L3Mxud^`baA(!@S2y
zNG>dcr=dD7c6WfOc#~6XekogiNjb*djiaxnZIY1&?)7$ttG;A&_@NGV_$??2-`$Kw
zW=R<x^tZsr9Am|SB6ZC_4Qyb*l))phT{cq3#Xiz@xs;W$kS>G2rR=ha2JQ`VfvZ#i
zRUapPZ0b;sWx>gqd^-*e^o2P7wIf<7$kg_=Py-ni6<D30i}Z?eG*nT=9(^Mii#J6l
zmY2z80*WdV;jyR``}DX^gY6<z$HGc|Y%a*dpLyAEP*KGuT|@W?xKF(uV5Wm~Q90(n
zOGipcIXtx0aJI3PVw)gT#ks~-nE56ZK7sFPoA9HxKBn1m2hP++UtLXPl$B#yY8Fz<
z%Hb{);HaG`z2Tf9zO+mxZzQ!TU4+2G5*)YVKAhr8ULk%?kep2SLtGmDbB3`lX3A`a
zr|4&_O_#x<*bJnUmcv6+fK%?4FcELwi7P2%B_Xj=Q^jdF3;Y_Lj^<Bd=`x^#{ia&6
z?|mz~kpA7Oz(GaS1>Z2xMi*%%WtbP5%GgmoAuhJDgQ<`ygV;j0O|aGw;8GhqOna7u
z##bX@sjh;F&W4!jBC*Ynvx?C1wq%`P`g3Lu@tvI>cKOO5<T0?JA=4-Ci_5`80~ZI>
zXZJ~2n{f5LxE#b|rC~B-rL;oq4@;*5!I-g<F8*xIJysfMp+lF!pKm1o@q(|7q%Rc7
z`^SrZ)|eiaf+lyf>0rQ#_6C^YB(Zs^rDgDcmPiM5=&C58k&YT2?AK8|7x@xCn!4ZU
z7l}wJE{87lP(oXc{+*6S@+a;NbQasipd_XajMZ_mr<24t<Z<|hTd|TlFxJ4m{te)2
zAY~UF^{}a(HI{{>VDeqDUF_z7RthpV^6eXF9USzLR$PvGPm+;bR0dB2bzJN$HC8E*
zDF@2`-;blOrTv4UI_`b##P*TxZ1G!2627|=gUph0#z%UaW2`uEo+ZDLc+7kwjwu6k
zO<Ww&5T;sH;}lt&P>ykDqL?zE#wiw>xc5UNxQhQiD!B1{ICD~__eS=qxPOmwMLP%i
z0NDPf+DH?XVL`OmE^4XajE5ymrR<`#4px+J@U+Ct$TXC_WmH^2w=Eh77NmjT(hx#$
zcc+m6A!u-ScY=Fx2<{d<xHJTppuq_q+}#3=H-2}{pEt(4_ndLQKlGrbcGX_HR;^mK
z=A3Ypfi8)>pjR5+=@v|9SZXyhxE>gzerd5Z92qru<t8n49N7q|BM=LXWK#w4*m($g
zjm&sDNTu)tGh5n4-080;XK2nQ-WFRjevnS}-!cuK###!S%)!diuDc%c?~!ivWu}PK
zwIJDg(ABmp8Us_e1K0sPyH9MaF3wxLWBI0}0FiKbIK7}OifZ$Xgtm8?>P}ZQ-qi5O
zMtS+yN0f#*ydbF}{yY|lV&3tlZ2}tISM&tkPY9~!=JkYV9QwMbHslvw<=$FM>ey{p
z(dNVJ7qgNONqe)1;aYxCJca^J?kVM71|p2~h?np!x%bRqdP)U92oo)sMa9LKRk@#^
zOJBY=9=^Zh-mit98)$tx9Z$<xQg?crwZBOucUvnTpxV#M7Eel-eWoI;_#+WO%6}b@
z#k0HA_M^&g#-x_OOJFGfk|0LH;`+zAtqdz#fEP<ME@gP6mRUhqLj`ZWG-gIi_PbG~
znp)6SKTmYZ>!SXTuQqEF6Id-W2jfz_ZEYq5D+h=3mkP4Pz62Nd|FP%Dm+xSC|Mfi@
zBSW9D>TRRgRrZHZB(ZyzZ|d5~?}k6Z@X?$WmyxiL&Rv?nsS@Rzn4wKCsOFp4glwik
zaaSDQ4Ns+G4U}sTR?1s3j64@mj-@|xV3qG$(94aBoup)a$QegMQYqzgKpK#fDPPlN
zz72lL@PZ+24vfc7Q*HgC(Lp^DNXoadiSF5h;;h=@zb}&)DA(4l37X$bv-|E=lfy@V
zh@l!W#dToR*4!e`zC0i?q{%}#!pBwo@|EFD@*t5`-N=_jrJ~D*TUBNV3!ZkG!&~<;
zNRm>5`|)d}ew3Q$3rn=o=!EBE9s^f0{i@)J{%`6i92k6)=0=@HoJgtBAT=DLOGkNj
zJ%T&1u9%f=<ad2}SixK7%vRIwzmI=T+bS~@o_!nl@W<}PgHl^KTp7T>%sS&rg6~@^
zGmtxF*QoeJN%s05VoPmrDxj}~+(}6LQLOl$Ev+(0sBaf+$&Uq5kT*MJQ}<2NsJMB>
zwr(MkE2G32;|5zga~$-9hEQwMv2s-Ne9}zjZ<s8ow#hq0Z=a^X%V1HwB7sEt9?Frt
zC;Rx+oL~VA>^FdBxB&&I`Ll(neBZ^lc{n#cgRHk%lm(Wv)eYu@XaK}wd<oT32IHH+
zIoa~cd<IgfnAl;)ZajiLfG1xfvnIJsZ+mzPCSKpMh#U#0?NTG>24}_h>DVgC4~Zu!
zj+C!K7kz{M8|+U)bW3O_b8kHtHfO3&Ieg9pn6+GxuV=%wxSq){j|P5<+beexei#|-
z`_?xQ|1A*<D(&9<*@jnMAw6$v9`2e7VtF84pNP#pyYHb+7kOs?2LA25JAv8U_Hh;~
zN#zIoRg>Qb+23I;8KNCz%P0Y($Iv{?%r`7`FI+SYqycqvV9VCuqec$L$r}8GqOb9B
z*l2|14p^V59kSE49&gufRws7&K9cimnToi6ey`)svFi{Jv>h$sDL}S)o>|RKfV%OE
zcCW7AW`_2RQd9W7uMWb@AGLLpim1nn#mSp8lU*llZ|b}GqML+l!><|?#m()FOd;eX
zR@PvhOlpxP{EOHQsn71O+K*kG4)`e3zw&+VD<TTG6ugLD1-ZsgG*{&hvNB6D5&7Na
z%%E@y+-7ITr>cjv=muqQmO6%vkacKiq39}x<g2L#B5*-#Pq_BNi_`g1t!-rwkkcD?
z5mY$88aaFq+z=sMk2}o>rY4w`)Bpy7fqP^WF>=%@>-vGgr~%o=<tlE3@{Oo^ImK?1
z<y@~vj=TtS$G}W*2?Hy1t2$hKh3qX$UBqf~_BV|e&@ft8T0+$`JvLs3w8!J4K~?Xh
z-7mT0KStI|2-Ep$36fKeHg>YOkA?8Uj@wNHZIwz=-L=@ucxLdURS!czBJ^N%4v$BX
zNRSXJ!|VnOPdYr((#+K=(hD-zZr#B;T;jIB-&NlSR?}sEy%fUAPB8wvtV={gmzj`*
zH_#z!*s1o9shxz(kn}H?8&h_hjh}}%l21k;mu#+9j@=mRp48_Q@YD}Ec8?pEcb0^`
zBeIlfX-#Q~hHo5`W|62xtKt(J3xgj!8}d$7MdIRqOFdV39OMy7f_dQ0#G5B!V@`E@
zqTFT^b0^XE20n5R%=6J>%a%6p{0YA$_g04ocaPSsQ^wUEZR|Cs^OcFbR{89F;z)Zh
zy9I5ksc!LdLR#cW!nPrvX+W5!<P|Ll{`yld+R00f(p@*6GfFr1r_o~1Oq3nC|K4~N
zNmhD;I&F<zv{g44+mpf|qNTzScm~Iv%Jw!m&7H*bQ1D`Z>?qlUdnIN3L{TG&&U9|Q
zYoo%88`1Bb+Q=gOAXnmh>HMxlMRbu+Q}L;MLWYjkyudljuwo6m>=X#humzkZwz0=N
zpC8*dPNsKTtwNhmRv#@-DjZPNNIu+$^-^s<c_!+k;OUyKj@ut#UEqEq*$=pTH^qf<
zU__TIP1x+?iM0H!Wv@NhyZNhIGgDFT8wPNxdzU%hJgVYo#yt9kzXSCw75Gu9Q_R~U
zK?~JoSw#4oYPdMK^hqnar49J|>vAB)aOhH|=6>t&P1#dv)MIB;!KtJ;a&op$7m^S+
zMV~_j-<%r&v$Swi4Oh~`27D3JE+JJly2ZzU9U!6x%qP3hHzPsPrWZyzrve~*Oo%L1
z-4kBHOCC($>#^RA|D>yp!oqa&@T2Q<Pw;pibOg_kfLmuR`zx~$iPt8&(9-yB0?UAE
zti+4?E9D)sVttb%_Skc*M9gcM>h}D(S(_^?H{;6dhOBv+HNty3RlQY_dKAh>t>ePD
zIyZO=)~<q$461PMebxf@6#U4(($<0E0rWSscCYm{<g@&-%(2tXHZ#Loa(AXAR|ilq
z5@E6vc5zu@FQ*AeQ~4>43B2QpGjNs_4zKUo3Er~Fk?}~aG_G3woa8@wv7e;kGT62$
z@SR_)f)?fK66ZAQJ}YCSEpzK!G@#6@^0=c#teB#o(qyi88_Mp8?((H))Y*Pttg5z7
z5l|v0uF71Ty1_@^nY%{0vh7P=D4^bK!1U1*;E_?mcDAm3nlH$}0QwrVwny1>48dl<
zfcJLxtf+s+8BP$HX16^-z$E*LlA(R;I<ZzDAj#ptjYm&g(#!X|@5)_*vzT8zhQYOE
zN#ZjhX_N764!y>cTY~@ORx-w@;N}*<;@Gj*b7))q<o@MJz~lqj@d9@&OQ(|RnfEX<
zkPTYu-iT!9DYHS%0I*!&f@#5onw^FX2abS?4drsk&iNRS8lN7TzvWIvUGbtnOvh^H
zC_*O9qG$d?TNqEauypt#Pd25k_O$kJZSht#uvW-b9Xz}-m~LS<m_CRze)K)E&^<mH
zNba8E`k?qbFs%)Xl`@NQ8ua~$icDc~JSDlip9!!+6iTyOEXhD|@t*OoxTS>TL_n~`
z&9hl&y4yc{vBfz}oQ>_f`L5|ndBrAYP1nw&={s|=Kf!7Nd5NF64_c)QdS``zR=7}?
z1w{j&nCYNsb!i6DzMpw9FS%g~P10K2b!2J+AZg+miS`^9c^eT+4b>rUMQPmctv#sD
zC(ex0j;Url6s;!$k1mP<GNa%(xl%6iO`fNleK(gB%xrQjdUv%6W~U~!4aJwvg5;z-
zUl%ObjNz+uqpMOtp5-Ca=X5h|RVX8#Mc_@wzk2+KT8~qMhugi}h{yyp@n@Wl_g#iR
zhZlQ5uaJ5If(8daG&eVk85&YT4SojI)^5hA(*O`bRn@|}(@!YOf`X*(?#EJbJ~t=%
z3R%4SvsGlQ`X+3&KplS9>?~nuXz1YB7*O_aWd1ZgF(H=5s_(Qth%1PgnTfO389-U3
z+td$mXLI=7x%xgo-pn_~{Dhw~M8w5~H}JSD+8p<i)V$7Zekv*x_8<`N_gl~EH^6yJ
zL^`+*8gI+w8}@Yw%0}&?3%q}S%od~~f~0#Hs#LITJd;K{U&H5XP)AAZFMGIP^=7b?
z&v$wu>W5+Cn@59(#+T(3l^q)m;5WJ<Mte^%uMxvsOwNOsrxo{IbV?l*uX0gQy^<)G
z{g68Uewph2j_v#Q))uvUcCCvp1U&K7=Vrwb9q?>6jV+pg9D`|?*mmb<)M?EGe|I+b
z%IdQ-o8x(~AZGZHIBf;8;rr+ZiX6*pSh?i>{;Ag$)+PS|Yk+&kZ2pl4?3E>?85oTA
zb?CU;P`|S%+6n)+0LsT0h;Pn?B~fq|Xk(2}`H?CDLP@fGq6-HyBNm{U{mA~k+lHvP
zMXd10ex*(gSblpJ?4{k)B1lvge(S^Uu<Q5@=Dw^of2M_sAIa6<z4gmsb-Q!_6#JCv
zVbOe;ulZ!pqY|IjmHY5?9m*2o&qr8n3ug%qkzJDv=wn^ow){<u{B!4FsATY)D0-$G
z{0ghK?g95_Is~j|8TVc^?%W!D0{vpRm8o>}{0&KzB^+wX41Y&I_1d38o>!#<%~J;j
zvZuDXjoN|Jqx8(-2z>wb%7(6g3g4~xu>QK`2+}%C%BY;^0n@8Ge0djE2ijBe|AqlQ
zuW+mJ>dk$aziS5;?TGr|Tz~d}^E%)45~^2d+fw1@W3alYUCnTMCU{2pIUQsO>_2wC
zP}ccQ{LBGn`)*Uge_c);o++}UAX+6^N&R5AdS1~>#ss&9Y%2L1xESnA3r2KoHc%j%
zW&@?y*?hP4pdIk-jgm7K9E#d;Z(9HIVblO<w*~jX4!~2KRm19h1}Z?}kvTBiUu)!?
zup)F{aE6ijsw*1bmt0fwfb+u2$<grpyf(Jt-n!55mJ1>)JYvQ#j()p&JiwRc!VMoW
z{oOpPdVO@aeH0jAMKAmnWgmv(xWgS8JI8y2)mnS_BG(>u#8G~FE<i|f)e)Ck0xzGp
zHaCsTX#&_eH#);FMX%Er6pZ^4{w9hk&-?$7GipoM4yJYAnuaYob{Zc{6*X8~RD3L;
z@dKx5-@9BS)LsL;^Z^8PbabQN1d>2Cg+Z64Z$!1fMn%<nU)hXi@tp>9q6i8KZl3Rq
z!0%5xwbxkmnsG=-NQgPj(3s}q3iR9DJ#S9Hir@GH8|{}ga{afCj^t1gS#=wuQ*Pt_
z3%-N+FQ@vi$nw8^33<j;8~%9y)*M!A{{=RLhKczrkw$L++2e5L)xSJ!5}i_c@cr<}
zNJ46=^uWmF;h!kbwe6pBg2cqcjt@1I$Q~W8KteV*1pQZG(A{jMb}$MSDUg!w2x@B+
zQd3tycp=8<6o)=jSY3g|sO$(d=~~=zveIVS^##FIqZ45M+_?U`<jVer;4d=<!Jv%!
zbzyX_t1=}4@dspFgHHdSg6#4CZRh{*fx*=P@vw|1*}g8lc28VJMn*IYjEbim^gAwY
z?(bXXr9^Izage8oYW=pU?w}u$wNHCo51$aE)V_QQ2Z7_`<CTxDW_V^AD7{4j#Y#m!
z#0{?#k&{Pn^oCP2GNNbk+84Zh!B8kk@|JNu_M^fbl``%y0s_MRN*f>0Vps~3=G3F_
z)OXp-z5f3G&z;oZZJC9a)u(_$fQyTZO7{QV-T%%wAxizd;n)Xx9k~Hd8KCQmn6s^c
zLc>mf&$CTraPS2UyZ|BK{`zkrR{+2%+%q-xWA>=bc6fMre{G>N;F)MLK@9#ZHeIYx
z>$0cV?sxysx4X_l7?n@gyMy=VYfZ1*)KDOdSEbq6**!iyHZy1gag-%o*Ps0EAMbCp
z+T2;9qoetu9`5eN06ALeanRIgCQsCpu(0q0-c!T>ei%rI@yW^W0r!|i#?-Ar@HXK?
zb$aP{UA6X+$wHaV54iq-P&AOipTLb@^S$_u`V4YoQGcU$&Hg_;um7)$KfO{%@B>sD
z{^VL)TdP0kevF`rN=YGj<l^Lf{R|M8%s~yOAz9qk=iQxKJ3CU(zE_8TET^OXgU1T6
z)3beaOw2)UOH0e2+>Fdj32p5Rg6IAe0(LgG(@r8-8gR7mJTpCgzrI%1%FD!bRCgft
z-&yznH3qbhXI=*fhs$vo40bq<geZQs2h5F>`)t4<(-0PB<|iM70KgkujsvE_e#$Pl
z<>BTQ%`*6Zw)Nk>33r@sb+c8|(Ab=<(ybgv#Ugzl&|y2rI+`s+WNd7VhK}A7@(R!C
zc%EaXLKAzX)$RTi`C(yUVG`oF*74ZgsjBYD%gdXq!1kY6=%MLgx&-_2q9+t%@b~Yk
zr+;(A^;lO*3Ym~q4-Fd|8z|i-*KKkr>YSUK8>rN-`!`syko$LPFrUM6#P{#tb)ZTg
zKIB1*-o7bYqxqjb+W&v>8@cPdyV7)}LVkDLz!WKm%uP(>K^%btB=9rs<7W?#0pJwL
z$lN@XEfBrq&DKENKqilEe0FvW2rRe`2!puRQxlEnLI!}Tb6~3uc(luK;1V#|Pb$U+
zzHihJl8-nbw*{522UGaz3~<z6WW4ovV=sR(C3l<T_@)}8qqNfOc{}*)$Gm35XK4PD
zZ#nu?F44<;5J1UgECMi+K0iE%az+(=rtt@aLEc*%2tWm4tAtE}!=EW0P4&N&2dm^T
z1(DM2T+9P+qUS7$o9kOe`QD?JgNrYO9cxMlpaBJoVpQYq+Q9*o3bIhmxXvfB$J_GZ
zheatH5=jM_49M-(i$L^o_u7KjJHmH#AN@(z9utDrHr_H02PVFKS`7N3Lc<;UFe@pA
ztgKi5tK#9C%F{7|6wP6NWuoC)9;ho!=2q&3NjF>dWnM#cKw%dY@gWU?$7xR$^`pPQ
znz>kvt`|AeC)$h~&e9jd@Yz5cjGgCz9nB-y^G}Gz`4Zu6s*?C`@KKQCdK=4ZC}-)q
zvqFgqa%m-oxiYHjn~uQeTGBOlT(@74Gkt8ge8~CV!dr@pKcNE5k2vv4;N&A|Ku-7N
zxG9oOsP{u-@JIEhC4@(u#Cj=j)^S@ASbMe9(4J46qDanMa=9Njwjk`$0}ojA5bT#4
zcbJiNb#<59Jg{+bae=j<@FgPP^Cp{}x7c)St{BVMd)Ws61+^}_@`ARMS2lCiU;wU)
z1-R=wAI6I{fHTf{ZwxGmm}oLtAO*jgGwl4H2`t-?kG{Ubl~q*-&$%M4AliPldIIe4
zMO1Qq_;=<E4}+-j$awpEH0QLrv*H7Ycelbvd3{ijb|&G&Y;YLo4<w5THicb<P-b=2
zeWKZ%+nc&MNsc(dWDVFFVd(CJT+GW{vn(A+2v;EAt#-1n=n_Iva3;wmMxv)Z>fOS_
zAB3vle41z8Kt@ywdzaR7l9@u&E;<^;#tGTYaoX)nZAqq_HTyc`S>E<k1gYvOmP-uJ
zODvn+38lC_1t2vrwlT?Pr42i!jH${WsRIcR@&eterhx*{pDVN1Rf0B3YWw0#9n?Sp
zS5>%uly;cLgy(o}9CLl$j=HE+LNH7HCVZM|e3&p(I88hs_!kdOMz^iKD3-PdFf4%q
z=$-aFY>^VZ^l9)SU0`jNaM<zI7Gq~@w)7@-tyU+rjt6QkM)kQ-nj}te#-&l3YTVpt
zYM9_o@L>o5QD1VS--5Y_(DI?Zr@QH+<YI<(A;4{D8J^Jmz4<R*jAXrJQn^innj!ib
zQ~V2AKf2vQ!#_(Jj8Ii*Wj%YZYom4m0VKYSgkflBW4d}VwqKF!>h`o?7ycb7^24EW
z9>}jj?`b=2U(7H`Fy{;8N0eJ0^mlID*sy9)jt=j?CcoC_L373fbk)YTmHb-}{@ohJ
z7_TbSR`8cjXO*iboQ_Al9qQX^AQ+|IDFkRmeA5vAfIP1!7y4S;$EfN)r{tA%L*vF6
zal~?Ez(3Ic80U?gifhbxhjs7<Ak=7k4Nq)2g9B%&3}5)Mbhs(+{A4+_z3>^N;<4EI
ziTTlM6;F8_=}t=c6tCb~Db?2ttittU@_sM$ze3Iqtwwr@m4yKct^rgHZ=3HQ(I{8{
z#hXHq^e0Fy*)s&bSyoi6l>6`S{NG-&w6ru&6|BOhU1|gY_JenVua9Nk;E1Be*e4mA
zkBys^o&QxwI=BjPy!L`g#ee35hfpBrBKcqjDZ!on-JD3eDnQ*=s4yMut79G<vt`r{
zYfH~*st-^i-vXr|rJ(G)Ub-{x0CcmjIC`BB-_>vH3ZZZ6L}4AR*uLl6M+q=5r+B{G
z?iCr>5{Mowf7eBq*y)aAcZKCkLAm?Sphw0JOGxG9p7p<*uI{>ap?}wtk`4QN{%bP?
zIpTU<eedx_>Fq;j_yEJx@Rzs8;gstasWMqcvqYkNHy5;>i@cC6C<Nut>3Ca!@A9pX
zr{U^I1xV>W4%k5i{X{uq?DRhADU8E(5J=Ya5yQ2bL5*PpoYKohUyOSNU10YpV$2LZ
zXE33Q2^}$b^4+d5HeIg|UE_?%;Rc<^xS!ENTw(N{-xgkqdM(<%)5AU&((o2A;)XtM
ztiWq)R+_PVUq3zaTd{6HS@1_mU+wfgEbjbRpr+Crbqt`-6nT9se3&Qf^RB>)H5lb4
zt#>>LavL~~VCdt|$A<c|E-2TB0V;?jToICs7eJPTXlT=;#0T84deD#oj6i=^!9U)H
z4^9#msDwD3)uqH1VF*Uo=^j5P2sp>n^GY$S3jSmJv^~JLtu9*CD<lIyK!VXhnn)gI
zPR;=LlW)KWUw9Afu7q^q8KS`M?JM2GF<d154Sn}Z|C0xM0}!TqICO#R-~9MB8=mXN
z-znJM5SqLD@@bo>{$HDtUNQzpRP1BO{wW?_NlHgwSRd}`hGj1Fv3+j_ZpL6-{{6WR
z+-z{|b3GK<6Ih)WaPP&36xR2~4C7UeN=beH-U=mW&2GeSJRGlG&_NbK{uC1bE+-5f
zc;@fRSd-*Lq>f(Kgv1zvd#-LBqpBY)vM_xazT{E|gvX*tYxgwmGs53}Xu*K`5Lttx
zy?gm~Fxdiy{%e_^33=_g4g~aFz_QKZ2{YP1Je=zGn_@exGwuzediM^g^YNODlJUQA
zX8-$e54JW2(+o{ZBLX6T_o#3w85wGkY=Nqt!9g@Y2CP&QN?}-z`#<ig{;wD$AldK!
z+AsCq|7OJlK92IBE{=RHz|TMN9|lr5PgvA4u@Bp?4odGIJJI0O|6wSks-mqO`7Gs$
z0UsF}>W;*tgY8dJzoVlotf|3i^EeHws<OZ0iHwZ=mk3g(e@F7-pT64v{>CXYO-@e2
z4MWqubap=7Vf?%K=NA_hg*0W!VaUkHl}G<db{sn&Q$g@3Aa4{Hh(LMxpV?+307<v(
zyX&(py`OcU%idVuciE))v^0P|<AtN6W9S@+LYUaX!h)WGp?fHauCp}fKkC2On+MC6
zPZAOmHBK86ch73O9Y7fo5;8JFyMe6itCuL4d0a1mJ?SHc&BuQZ^zULrVV&21G=Lm{
zx$f?WP0$nSb+J3&<Vfl2=4Sf{KGgY|#%Ab`fb}Y*wHK&zI#}mFlrnE+W@6fEKe;-Z
z`!fdw;eO5{|A{$zO2m;3;{mHqiOWJBFQ-wT71dv;N=Wor&P0oqwgIcc8yXs9Aj>BK
zWDB=D)>>TXvav1#5Ev(#fTzJNA;yQ&c&AYakUI&tlys?lt|RjOSt$Tr@#jaoR}vMs
zde8Z|+Lk~-`1`o0H3!`xr|nMAog5_X?trVq+t6Dq<+pC<_+2?%p=q=B+?zbn<>Q8R
zQKVb&QSY2ViN;DCQi;)gtmgiXb;vXxX>Es3w%Qj%C8>>*EW2cNwVpqEcmo41z5QbJ
zY|mbd8X}6~pYzcuqz|>`R#7@EGQV-&gcX@yUJ=h)+6-SQv)8`T^|!#aSW)U)feR<A
zzo-tAAV1nbBLgFNkO<3mm*<(iBZ^ozE(ml3+ppVJ_f_?dxJGx7vp{?6i~pR;=zE9z
z<&#v}3N9V3PkljgQ+e7e4gaLMX1Zoe0=9E=DudRUfKO;lc7A)l+e_`4R>3&B6X==K
zAZu{mmSqh48zTml4&xW;Z@9ZiURHVV7A2kQtxM2X3!9B?)mj_J9iu&5J`YZ;JrsYN
zcp(L2pYCdPxP~>TC}S(Ba@-vY-EzWvp?8nDO`A^4+%KJ5ig4)XB=KAnnD>paAWVG$
z)5YPkT5fa*LtaHN_PJlJs~}jzMu-3D7JjrS;n1vj5d}J7Q>lNzojFP)%DXLD2~kdr
z5t!!>x_0Jz{1I&626VlX)jc-DFhrg^^-BnwOyghN#H1WMqSK4)Z?v@5`qPb)<U5Lg
zSR+7-VOzij@Zo{5?RhGlc|zkTJhDHTMGbT8DUgm8Z&TIPBk~?HYAsCQugDYsZ0a{N
z*45)RL6^Gp(X>af5F*L1;J8_9I8Z>*_^BxQ`4froWvJGkJ%S-MR^PeY$l1V!*|*pc
zDGO@>J0A7g@<@SJ-NT11pYs)v6_|p~^iSctVo17;kv@?ST!+yLV|<$ZPFN-&eMk54
zX<X=x|N3J&B;DFX+{YHq(7acyX{~kjHid!fr5kWC^U4qpnHRXQ^jb_(+UcqGqbPu5
zTj-YMzZXR%p)s$SBV4EBGmW;_3J!P(;T2ai2!uHFZwxQlwU00cR%dbw^6#5C%aCc&
zpDVa^K`7{ld&dg&0O7P=DXA|I?yHTm@_w(sO$!WYj7$ml?N#MCOKuAL&vQy~I}a-v
zq~64Z-6GfXIp1QgWEVc*ru6Ddej#x0hs`EZDyb#tYs4ZuXYl8y!~u9et%@>}vMOA`
zBMx&-1MNtfvkd;sgz%ZE&*`s{IYzZmxtK2nxFk+TNBjDt$-k$j^eQNPq1g?yDj3s8
z`ME~7VVv(v;yR-;U`(cZ_e}H|qlS+Odpt@mLERuQ3$$zXZo9*fV5yYz!>IH}Yk_5+
z3{I<ZeHW6^xZl5S<;ys0xFm@DWJ#D~M}E~_3g6|plBDk&71MZ-*m*NwW2s-~xv+F>
zAci}_r2-wB$z$x5rfbRzv1o4@ud%XL%}xI34)Y~<OKM^r36E}6Kn?2b{j<MLM|ut7
zr}S#*6I7696tt0;%B6M44rKh&3)xGP&@ZFNB(pM#%z8y?#Z(=oz&2fTn9;06T5hUu
zYYWe0+)vsdA@)luREo9Ndo(bg#v5DHUtE4YO~&<i$K_7OTI0R>`VF5od`N?`LT|@h
zvzCSzqhif+>TkcK999KcW|vHp1$bAw7^sW>CCJUbaoNpOzy%vva(yr>j7wpS{#|PO
z5AeUfATx`cRYSvyVQZSvIR63o?IFP0wI@}yWv4^&qqLD;t^53rcHidL{!f^`AfZg%
z9_tkklIQGl&V~Oy`bBNko4D&ZEOj*wB^gSC^5qU!CksYIsiM!hO+;w5a)v7X3FdE^
ze~*aAmm-;`e5w12&U--8qoQ3jc38v2gq_9d60c(b(&RxP%p#`0Oz<;JI;)B3m9Z(`
z%1e3mJ|#sfGbg6=A_|9^F*r8y^`aH}Sz9f|s9N*RDZ}8v?1S+4l(fS9a>m`G!@}Ax
zZI~$EOWx+GbzpX=;F&<FR8draa5@)6{B)nuP{2aPjLDAxTMNv`X9lZ%5?G!=*0L~1
zb5!UP6)dSF$4L6&MAh~}duOMHu+*fsh)VE)(<Qk59GzKl_*dVt#P_t6!i2CFa?Dth
z@4H1HSH#_qLq5M!2Pq$T`qhXkz|AAZmeQ=e#ZdzvCC;>DCA+l_^s!87gwC`WN?!PI
z0cAn4yH?-x^#7!E)O6Bg3!zuI;uyuI=Jaq}OdPA-b^NHuL#vfcV=yh@Zd|F}BvR1#
zg&K|8aTpWZ6~~2jjS}CE_nuwvArE5sBS>i}kRn7mOXgXaB7E{DoKiFpzpPX*rB6tX
z>*~Rel`HAZ(<P&~E-j?zM8PezpkjNccH+;A7uMsCLJc|f;x|yz`|{1G50zn2krW~8
zO!7@Vhm5s1p^Bnj9~r~#uui6v0sE_BKOqStlZfRKD9n4xWLs3jSE=Haq_L2s3JNYB
z(VHd|a3x*LmlQ43a!eH^J*n@mB=ij3#;fns1C}rlxu}!h6~DC}w|>vI{L2fH_DXU?
z)RcSXcXYy)FgXJ7bN#>vKs5xG&O@k3eJ9pCh2MfZ>G?47@txk!0WZHo!w#A0qG{Yl
zcebEn=H2%GVmH<LbPiI&)su-v_U;5xJRIk16q}yLDz?_jCxU*5vB4O*o|Vw7Gv8C|
zSsqcmu&J9roLti97fyOP%`YN(l8^fB(`rmstlyQG0c#MLw-Qd#p>V|1{sccjg`0L$
zwZ|!h))fk*{(c6nw0)T6zqp8k9W6idyHMefWO&sy@pO-Gb@n$;>bLBiwuGl-IldKO
z!Op2B)auNm^d(#RY(Pes5YocLM!hXXZn9Zd<844G|I`6KBK7Hn9GsewKne(WSx?5R
zdarG@YBvxQRbAE(9D=b%q`T&pB6Y*(&eH3)`6Y6ssA*ZjwuION+h;3UbIX3P%nrlB
z3#)fDmRpyB4Exi;KFoc|-7hPby|Wlz9(wgYbinNG3iB`%IXwQThqOmq4jVbJ$x}>+
zxhWU`<dj-o1eVq9?`?pkw@ugNZ~H3j?8m3d-k~`yFM9l;3@Ml^XV)ErKg@0Cn!3bc
zz-Xw0C_;WPw6yZ|n8sqd;4g4*o8Z)1)G#CLzLBo^fu7>@^+kR~+1FT6LM_fQGQxhI
z$}0VszTu0>Q7&vU`^pQCKxh($&DLP=J51eY#Gjd&>zA%W&5vrz=#2((y-E9eX1h^1
zKk5bAkMSXr3!cK5OxW#WpQUkyv$1OYy)ode&f_kMD_{E)SH^Kjlv2b27E3pFw{+An
z4-X5-%>rQ%*s|we=};;~@%*J66aUiwtR6OM#i2OmQ3-EFKE*266;3YQq;U;dn1_pr
ze%+NT5}@iGpP?H>=i}X7(UEU*8=hmbQ$6rOk?o7+OVi5dzf1s5%f+DW5sq;Txkt}W
zIJoq2)Kq28T>f}+H}{DI?slcW{3=#P+Y4C_jOA=%&o-~MKcf!@sR$x*2{tPWx++)p
z))LJJuwv#r7P+QRWxD-*t{j>7p^d)s(brknIKO^!Qvo)iWlojC%nnhpC|ZyOO=sP9
zykMGp!yooNZ}=J&=AZD>UVgWeP<832rPp#?^Sox!pumv%Y{4N6RG&VT(8Am{9NJ1w
z`b>v5Gyw~h%(-N<G;lNoyu>{H<p=xQ+z?m$R{~!n?xttk|7&iiy)cZJ$wSyA2e~cX
z<nbFT?5cjd-Ti)&Za!d_Mq=&z<mu0q-!)b?KC@RBvw+G&6ci^d86&Wq)9-f=!{3d)
zKELr883Uu8)shcm^dXjh)RoUgSiWS=Pyss#N!TM%4=!oO(4YrTe?e|$UG+E{b074G
zV&k~VV{nim>}L^(7IgNj8R6vXh*1E$hC=|oKZV2BE0;C~)?jL-n&(TGGEVk^f&;_a
z5u+7*@}D@g>L|Nf{4tC#nfe5en_~&cSUE%&f0L4>`k@*+7TY`D?<b*o0T}hks4(Mm
z&ujSBNv~7oyi-C)*!AQ+UA|IWF~Gfn);$bx87LOs6~3B%o_y7jL%3}2bV+iZ`$}qG
z*O{dG)8D+Ro}+=^EkX7&ImTDVpmgCMVa`3>bXqN3A3lc1^2~?q%?HrRONaB?Wx<YU
zjzxawP`X;1$BhV~I*mXcQJCU72$x>^RX#6}b)e7YDz3!zCI%Y=)=0V>2*l!O=ep7P
z-TX&<-d*%{MSxw<(4#(nS~uOS@oEkczc&}5vo$hKDSdZa2LfU2bx3Z-r<E$yVOEN`
z`1w9cvN;nXLu$@Xc0>SHN~_bN&GQUwO4RvD7<+vQ$o>NQjp2oCwVw@B0@#1uW!SGD
zRd+$Y6+B2HNfiEi%BR|)%&e_0dF;J=@$DzeH8x>#0IaL|>BP;WQu=;hjDd2c1!d_$
z?YMBd$k$b<ukki+WZr$7L1X+RV(6)ZXOxm{c$CuiT!HTUZrmDUI>aD31HyQ%P!IAs
zG2KZm|5vP2Z4PQV|7r#jfHp0Y|7dSVywEW0>sD2Y|CWh?!KEKfydJzp=eF&OB70QB
zhQrh(5+9AXd-Vm1nA`CPGd+e}0h2@J;AS<3xyH&{X7;M2y1i#MxEoLee{bQAo1;gL
z&8B(MC^fR?kIXciYdOogY+q~KM<06O`E{#=awASk=1i0q3s7R$y53`VJ!STy%}vaV
zG2Es2)sV#&pRM|ZmxXld=KHJ&5Ug)G0;F#+oy8u8GUs9C7U$tao;~No9@CIcg`iet
z0v6xwTDy}s+)lf*##<+CS}g}CiPN7q4s0T?qV52+Z1(0APz~C5#E_x&xW||NAnDU`
z^g8j!*-=kjv+ofBdenQTA6z}vJZlAIL02I$Z56YwzXX{p%@r*BXhPZ}h>j*S{S^k%
zbf%5%QkOHw5)s_0!Bc|A?U5;DP_?GuE4i>90MX<@5<+KmGR1}Fg&UmSj9F>GPMkF0
zrs8>8bi`_W-ID~r4Ug4ov-*&|GSGVP5mO^4N*bt(6t-`ubx3CN&4w6>?1{e(tMZFA
z5T)f8na-jKSe<N|cc!LTKz>{AIyumPy0UIJ_NdpOc&y)^8<EnK{%Ddzn5i{)^Ku8G
z&|C9}yT9Y`WxDYD_Fl^79LA}$hy?SRIO<WSb4Xq7=3aTovy5_wc3=Q44t^s^j|`X1
z4E-G)4@I$wqZ#CxZgBMof(uInPBEYDCdAGpDwrjx>I4eDzkfmy4um}i60+#5-(Kv^
zH`u1>by22VopuGj1P)lKPnKJPTVrElHp9n#KVLq$$m@C{WD#A3=BDw?o_K$$?)7;4
zFzcEg!AJ4YWp7dl^JFKIaP{XKHP!BO7LN&YxMGMwE}|UQZa3@ILYN44t>vE=^SWe4
zW97E{g1$sOPdSMB%IXH;>-h3QxRDByWL@J101M8q{H41+&&Lu<d3?L463<+NkPNzl
ziAC9`z|U$rxQmsZL7!NDb3jW(TxZmAQng;>fA#&cUmGDW-$@pyV8|hkd6ZjRaDUL`
z$<u>HOL~5%vX7Pwvk5W#r0kA{o1!1oIPiA;)FPziH*+4fa(_kiTQv1%RI&jBOQX9g
ze!BwR@=ROf$1QwU$TbSIpF1eB_$@g3;IzUG5SAnI(LX-67)S3ai#msBicAR39~xO&
z3eD~sNRj&`hFO=a8BdGR!56GeSN^_tT_XQF*Xh;!zAdaV{Zn*?Wx?cP!p{$K3X7c!
zx9H`=SNoCmvC1U24s>}J#c62SJ6H-l=I$gR#in<Ei0$qcb3isal=0Cgs0LeqlnmG>
zRg_U|hCQ#6N_xCYmFy8u9k5aTc<@uyjaCZZxh_%0M&$l98vWEXkW*xQcWY&L*Pj47
z(FtI~UGWIp_!CXbKDo*I^6<2v13D|ddml9QxxRk7{{^;Wv<OL24SB`V=5H;#0>n1v
z`WjJwl9f2=^*`7YUzgshqpZm_Nu3Ca;w40O{X*2DrypUArQ0#tJyLtvaX>fJcdLvW
z`Zd?>?77g7Kx=c}I{<LdyJE)%*NTyZlj-(IC?MBLnNO&u%#+FGqZ7{Zg(VfgNKpfF
zIH0@mU(}^VB6{YCLa}{jrgus2?9Po5&u7C+3h%3|+7B0A&`N-AcL?^qxk&pZ2*~a2
zU&^_u|H4m}P|ACV`$tuu=Y}@Yb$L`f{~ozn+s4FCnX{D=G*EGt!_yRcMxi2D(@^S2
z|2-I`;$G5-vlWak^9xC-<;jVe5o7x0>)Nsu0^b;(T2XGS6=-{J1p+JkC(Sp8>aU<E
z+-h1VGmj25JI0PeWb@V-P9jv;5Rr)R&@e{t#o_xOO7?i@QUsovY7uLTT9e(u+EV7}
zpLay=C}PFd=cV1IAO_3~U5P==qjQ{JN&s3B{2dcl2gd3{-7e)wdr1a>8yyi(V<cYx
zQ>?+l(0(!Pg55>em!FYa4%WC9dzJ-tGdxq@MhAP3=Uppn`NUNfsCa2C3mrY*N(kE<
zRSw(Z-G$Kg0P=(P-+mjhDvRsMlDMYO@ER+a5V{xd8bt*&=y4-?W*P=jt`&*NXusMT
zosa4(aY1LNqrqbu#oDN<4yz(*Atp`=l2J@$*GOOs7MZ1`ulml6C8?o}y!cb@JsWsv
zO;hXBD+m^q_kop(&1<3NkUGq%3-)_I!CArdys}iBEWpS9K6)R*t)YkV(~!fwrn3X6
z$&KlqeP?ED`4QB}pHYzC`a%igBRf?hL-5(|F=rm4Tgh5PUvafc$HoUFgP5v5z7Gwy
z+CE+9Sg#uH!%WWv(kU{76msO_*X~L&T?2@NHNn~VcVX4orbd;;L4_R}^^_3|uf>(r
zRV+QGG1ymEUnpFKUP?c$85R{R^=h>rucIkca~v(n%Lm}ZDcA!!vhu(yHkHXoiFXEA
z&Q&c+Ah#q&RNgb{1;6Ky@~j=51i_BvmmLuSm7C7)xQzqmg`cpxV}T=!mUNPYFs$li
zkc3^tki>YrXS<a(R5_f2>Z~3VF3e&?r6$F!k4-MPjc+WY2Ld-2p>_O2MR(Q3RbudN
zy#L7R@0S&J#aaxT#NC88Ghg}>DxvOWpfxXT&MEcT*Crq{&#2+*GMg+&p=&B2uyUsg
zhp2J;wJPgHNO>)2(SsNl)zjl}wXK_t%}}U8&&^Wf5g?0-w-rASSGZIr^y$6g2~{=1
z5HhTZOREDJbOa~LOG5a}-<C2E>&_vA$F>QL9CT<?vq%dfmA}|)dl8f8enq_|{3iN2
zt%&3OYl3)fgIMS)U49Ag7IhRO<5@v7zABd6L0;|gIr>9RX5{JSw9{|JCn|VLfdup5
zP``<YAGZd9k)^n3nC174#z>Or<eeQyE&xsT72Q=<P8{3q`sHtT8yl@6OXWuc<zC4s
zRqb222-VAq%9xF+{4f@4fqlx9=)ADmddgj!sI~Vry&t4rwf$8v&M%K{R=MUkSFs~C
zAWAcd%H|kVQ+HzK!uF$1f|cg;Fq<vj>=9EhJD4d@Vk-Al^r&3=XGe5|En{~c)T(@@
z)zJD7ld@W}{>cy7l!h#$R>cc>QHr)8jeot?yYf53dp3Oqd4)=^N;RUpp1w^9=CSd9
zM0>xpbOG!q0qbT5qcH)C)$gW*q+F`@wU&fFqYs1eKR+ES0<&<(JU=RkqwcKh#7Tz-
z!?Ax{++p2COM&859Fq|4_7rjf_pJg8tz<`7Z{h(Or3gj~cCN(F4zQj(8#0e^Y-VFf
zhqROus=^7S^lX(_`~H)NAEle6Zp4qz+b5O)&5EAJxWs&O%OJ=X)HXytae1h?Y&$_v
zM1KA|+&AV<u7t{U#?B1liym|5ZdD(iXc!5zmOHRr_FxW4ZR0Y)%#}r5)b?G%5Dhr(
z_nSMp^wE|_b(ehnQwQ^2)@#MAq>B^Vst`J>5!W2!WCx$~d`ngAt@u=zKt0=SKd$1<
za!{p(+GYsQSR(dHKLiEUeAwr93qLxcp&uENTn>AzykEdRMp*-zb6VE>jw~9!w2iy(
z>qe)@v;Wlubi0Z{*SoP~;0b>`9RvlSj<8mp{W<7#s_io}6ZQGsI$LT@%}p!>z;}8-
z;UOwueHV`Fs?(?A*uRvX3CqbQ2s2pz8qXr*WHawN?_m{dAVl~U!hrQ@?qqtd8S6M~
ztip0*v$-V#+c(xCNoIWs7>8zXHT^ccEjFh;uB^`8cx3Smc2O4BKsKH)w+6vIGozM|
z-WlM<e%ZtED}W$%lq?q7#@m;_<uPeFs3P3biGET&8pe9)&v)AKD-fJyY-t)~%a>!^
zGgDQ=&Lsw=IL1nn85ixYhm0FtOa;Ph?V=ilPV$awSkO9!$Y`a{vrI~VTU_&o?LRjV
z6^{w^YAcGT6;EanRG?ugN$gQ&aje@8E$0^XmdT{w-6Pm(i=g|jDr&XuaJF9RevMdH
zXXi*Y^r2^F3=FP%g>re_o4f{cTCK~g30ZaGKU{K$Tfj-jY|D3YeZs6U#*8mE{edq0
zL%!!9!TzFkil~Z{B=@ZLzj*ZVG&+26`F8W*-|rmKA=}^4AZcV=9`&+Ba>9C_H)JIp
zLC)p2^I(5%GQE+CILnedJhy^lmcl2rS`|wD;AEKYM80T}N8NRdO96mTiui^MJ&EH!
zMV<D(H;iEQPo-yO?VXMQ5K>b~Ad1mprtWPw@%_gUETq%JA$<^b61#l>KW~h4aBdRo
zto~Q=CK@WwpREM)t_0%(t0jcSyMbu+?vrWv)p^b2ReG1~c`YRU4yKN@X-NSh=+m<(
zMi<bk^*xKA1{sOTtGy94h$s#%ik^91*us;6Q|)wNum<aLTwf`&M>?m~ShP~wsZT7H
zOmB^)gYLYpmFd_l&RveN%>DHE*X^SXaB&rO&n^iI&|Y+dOz(u-Fi!~OlXNYJTA1bv
z_C`?;`*43MT6=_no>5XxNfmS7D2_5!w6q12HQaRZhtRxm6ZM1eXsvqyTI-Y3>kT5A
z?qABQxht=}_O4T~T5Xsk<Y#iGo}x*oohrS(Tt?H%<h18w<Rz=>6bbtDxXf`nKsYg}
zBB^C2xVL6#>Dv7Mz=<qt4}e$RAnA8P0%3B=pmSjUbvqL;uOPFK>V9=YlSt#B!}0bv
zYXITv>n<73y&c+h;3;d^Z+(|LyCKb8{74Y}dpeVYcLUDkntjdJgMIbM2yce{zD?Sx
zb~02<-3~8R)MzP$j|A?AWR7>4kfJ#}A7beE)^lL){M@n6WHHrpUU-Pi9}BDYdYjDk
z@e0)A;ZbtRK$k1X>{QC6SLsH4ix5fN@D`2M+h%{WHz(~|2W4E>97zp(rB~ASWR!7w
zBV3So{1gSEBv-jY7E)aZqJCKPJn=@0?p}wkOcc}-07NfKlCEcvkO?_cW9xol)Cxz-
z2rQS@u5KMlDH?OFI-&TE-M?#iM$9hbg_>(7i{<z854u8d9?ssy;PDB!9)XZtFbdww
z*bW#!LU7xx42BYy^wSBBD@g!hK3#avRI-=5h}(|eGP+{dlT@~mWqz=2oXOc%qEHR{
z?0cyDdAF9D(Q19)T#c7Fb}^<qYQfQ9Fk0smF#Vf{*F{inTxFtYXQM&7lzAf&FVTK-
z8mORLht0D?$y8DL-WFp@lmA-Ef()e~0NI@v@{f-=jg{x&xlPmnT}2S<V;c2as}@8`
zeRNczVVQfA;ZszBqsF{1=aam|Je4dRw+`Svo<HYo9sTt*e6?QwL~t)1qrW*uu3$g>
z4b6ac2UPJ|;)jNcW=Ofw?ez;+5;y#OqJb_I-#l%C5~$Q0nD$#{e$cJSfm7tv1|jeB
z0*Qalu2$O(M{BHT7>vmjzrIfk^JEf-CDZkba$eAm5aOiy3`d9oIgKgaajk7+y@Ik4
zo@2k!;x661a388aR!q(Hd;Zq3_E4CgNXtDnk2HK1i<MU}+R;1t%cl{<^r!ui9IosR
zqVO)wgBteoB8Wc<_)z!2sP}s@APZ-5w-t%zn&E}vh<zDSn^SZ0r}wXx{L&qHRzUG_
z0m5vKcT{!V$y;AdzCLsIda5PXYRs_692|W!kcauPiN)Xl52!@{TyrPNJ6`+{%rHyg
z8(R&@0m?V>m!GIY&aua$1M*zwFOc+Uze(;#Qq|xu<(5@YtZO(4U$cFG2<EL8`Pv&N
z*Y}iP<+nmsq3;`N9pz|r@lYLYze*NeT^Rf3VNt8^O8IYLO0BQ%i&i+L^nMW~{`@YI
zR)k;4=IxgF*~6#fto_@q;Q)bv`tDN4rOm7jTY};0*^OmY`K$m?R@$ZIZoJS*{!!Bs
zj{ja7Kx#ZAyojgzEIi^hZl2{}GSU$~U+0dte3-RycEKN=>5kvJDDfcN+RzRnGB8;z
zV482Qp#wK}y3bL&f@`ri`22TQ`D9}7yuI>5n>@eO?1;AdHeu(_`Il4B;p3+k6vbho
zTsjS4*EL^NrUsl-6_2fkv)Fco8>(7XuDIgr-?2)(AJiH1_9P|_q$-><9$L<ax7y;7
z3;I*~g;jSYwT-Nw*hoTIKAi$ZnoidfnEU%yMpuSJ6SX&p?dW<~3bDZ}@3xW?02WjN
z{W~a5oT@8;ON_Q9FIo1&iKUeB2vIWi5rn&42W{;yI|>+x=%6boT(`sb7jWdWJV>+B
zuuNuE8`q@gsIqYUpRxP?cFm$a`tbJ8w3P7gSeg?Rs6%<I)}~0(K(XPq`Gl(-a={%z
z!SWeA+0&z$ig-fO;rUs({-;f(iv_rM0V~9+d$rim^0)h(1DRv%3d9rB6=MyOI^ome
z>AZXNyij5g#1XY}#T%@TS}hJQltNz${F%*hcjNH2tdp|pY_(gdu-1MJ?AfgS=fJO0
zhVq^9;_BS|B|xs5<HCWmLWsO|)ymsYxrcAE+u>C2K;M~Dw|OjN*GwL~0`clveGhht
zZI@~a?MBm|CY6Y-MO^bCiW61nt*@J$=k9vtKZBs*fj42VOK<S36ZJ4^GAc}@fO;`B
zw04!504dMc@_#Gn2;>{(uQxXSl~}-ij~D7nybT)wBG$`2%9rMAooZccL<$(RIJqa^
zva^BOVM%k|LST@OAukX&IwM+J1yQgmqN9k|-twgUOxOfUgIy^%zOpLH%l}$#aha^t
z=1Nab|EC!;mM&o2gVb`bcJ}n>gGtJbhJu1JF*PNz)M$S&`t4%(cVW!b-=(GsXwj3B
zpR}LH^OIk_?Hp)vanaTA?;Mo!E%kzSEPbghK1pAl<#>T)IA~&SuH>cP%F0UZ=bewq
zX=z(7bru7D(Im$h&w&aXI&1j4gg1d<tuNYQMRwbty6(EuVfrqfE!tguLr6<$SCUdv
z07Z60CGX~uyJ(jq#4mI;du4rcg4{<FTf)SKbxhBv&uhFPV8B?O2?O559bOSi%L_2R
zVFkW+hnOK2wa`OLf5G&j>;MDzv4G+|{Bcys)rIfZ4}V1~yFx4(Q#V13H<~XtGU*tI
zw;Vze9HgCi)CP({yc2o6ouLe?Gg9_AJkx4b{u#q|%#T~fh^-3;Cfc@4+yL2WVGgOc
z;330uNZYP6dcP;JsTs9tGijNrDv_>LDWmbth-;tV%*)YwwF<)@f@;W3vWA7@xbvz+
z+X2<yrL*FPnVGIyK0*klI_ce=86<kYxof@h@TLi05(iY)u$;toEju*U@R_ki|5RX-
z=(-oSBVR|N)V1ek|C2}eOR4~!+&_`l5G5{=y*TofG%s&pMI;J%TXL><dWLlP1^YCi
zTBp2uP;HneaeiSTD>-I}6W3(dFl*x=3&TJZ{z-J9El^|;oy#D7m)?^ybweft^x4z{
zCbR#BtNVF&2`Rw!hj=(P|CyD7GH1Uhsp<FdW)}Abfa*_5=l6L7(jT^J_xO0tud)FH
zMutkLrHp@s#q^1?BR|cy5*rtVhb`L7?^~c?nbRD{q^+rasHGFl8Y}lGh$PV2x9w7t
z{K6YX3Y$o%4~Hr=9N0;ZWg^bZ;T!q;nOc?6Q?a*w=)mlm=IH-KNe#wY2RMRh4dsg2
zB9xet&2QS6b)KGUJqRa0y&I=|mRMd{NqL9Ux8dZ`gd}hb3h&);ntKW0VcK-bF<t|o
z>ccxT7AnWWoIGl7*PxKo-*WCA?&XcGB|60wM-oh2+;g9TT7EF=95M8!IM(*u7^qHN
zeVL_VM>Zup>X}nOjTQVlzmVbrX@81seN(R$5K+gws9WBxB1xeLd@|9U+(J1ebsGK~
zI9IoYA{*+m@Y@Vdi(}RQ7PXu^AtEqu4$p}n56CbG!R5`gGA%`PArOeJn+vNbMhxQo
zwH){SLrFO)t^aQVh<LpcS;!t4o?dFCtBDa(j87%nRB6x{hbo88u53W^xSe9m!Xk<K
zG{k2W;ZhV@xmUrL90XcBYcIe*$0E(+TI(@;8ZX;2@Oss5zHP)vt2-Q<tQS3{-s=Qb
z7vy)03I*Yl@per{BhFsLS!_=)*eK2ucgaX0SbXNR$}j&S?TgJCgf2I!E*UvyCh51T
zD@S7g2On2Qi}AC_bEPn*re?RY8^Qe0kV$YLVK&yud)78zECz;sSvi+D87Z2}TQw&`
zte1aMIOJr&RklM<z2k;Fyc0X~T`J)nyOXXQydNy>oTkQJh?b+XC#8vF@Q9Nk5hfR8
zg}oM3<&C$rgGC9pVeL0|E1-5%CqtCG##ndd^?fgH9ub=CoAJV_e=;Au+FhI{PYJEH
zIE3-2h8LETySI`|*!OnxU!Og8^T#?~^NPE$NTo9k6*M%y*8Ahh+c`OkSvWeg@tskr
zGaxUL3LH&1JjFX9*e*MuC1Vd4wCet(8VG_H{DmEm-I%fXM?P~MHowk_;+1BsG4nDy
zqh6Hx+B0ku?VS{@KXx}^^y=4^rLG-FnykV&If0Zsc?XtONKq)s*#-(vI^RG3YPk|k
z48}K`_^67@%2*%>?~v<Oq!XDn>bg@wxspbG)s%46O=lN19+;azD*b-|KS9908Zvcp
zyS*M1q#ELgxVo5}NBhMyE=Fjou1IJ6Y^fny7o{3BfWDkG_s|xzAZA}t0R|~3VSs`X
zY@}tdQbipK4I1EVNfGP$>J1x0M@ou&JS!`u&*u*?+EAE>HgfWqr=kug8CjS~OQVCl
z0&BohebK=`Cm+MrR4_zMnQkN3>uJ*M)5*L-v2CQTH1Bv^R7#&;6Yxg`ou4()LoZb&
zSj)=5LqQI!bv5y(tQ?6Iq8aD*78YQLq7nuvD#2Dp2CLQ7>3+xQVs;y7G;9c6N(avI
zlw*VLd^V^F@Z&#^vYj|~rsrX#mMVs6slZ-A7Mo18>3+)bEcQ0~cy<9@7mr!$!$(;j
zrgAc9uA%^EPBy%f>S|ogEyACMT4<)M082R;%r(%Y{~pZD|0#V0Z5b)($x3sNTRBCr
z;Pj{1@XyS{a19j<)lh+*yeu{ta{5X+V){zbQqYr;<{pm<IejHHzP^%%GG^(jqjfDA
zo$J%RaG<0BgXERbUtXEkVY#vf6dE+d+0vrA^_k0=K64j21@V36vQqfe(q}fA?uV3p
zXOMd60*XII;q!#Ws4gyr!D#kO25QZkAn$n?(obGPX<QO=?mkEQsq0Yn<Za+$`p2&*
zO-Mz=n0a)jz|z=6`n=L;(d>ifGyIUS_Y9H_T|m*tC_3=3s<;$Jqx-Sjpjl(&J`Y36
z$!jQyOG4J&=k)(-UX1*P@^aAY*AbuRtVhn%5EMtn<IA6aq4-N2OeYRyy{735KP2rv
zgA|SqpEx=g)}jMtgEWo}vhO}eDxVIFof;$K@_l68cub#@e*QMH?>vJl-#Iln&G5tL
zy=U;{&;{gujG_boDvL{DBSyZ}h+cTR${&e0pP(=%5fT0;k$B@VoM#HowM#20qSf*B
zcs_0+%2<Le`T26|2_7!mf=`$3p)Pn#7>wMQMBJIR7MY)-5xnC#KAgJ^pXt8bb9`p_
zA#Cp%ygqaRnIEHYZNd^%6qlm0nBTSOuge(c+Yx>v+QHG@1pZqmLQz2u2ad338r-_;
zDmu4sg4xshz`@=G%NGqp6IV<8wfly^Lb_2y+oDa&Mld(i!>^+|(U}8-LL)`4w|Va)
zj2+q(euKQ>XsZwZH3OKr_EUkZ@~I4U>lgLH;9gC{E(WF+r0MIba*u2G-owgV8?BqN
z@ASWE=M9V-*%p4o+Q8A?82+2aKv7W+2ad6Cn&{cY3hS2-!{C0+#4g6|(!mWY77j$8
z?&7oc@NDoHV~2RdZ;%&bgVp_@C@+Hpr-Q}YU||mo?$wx8eo09M&fk28we!27m5&vy
zEwr(8MkiRCYhl;X7wkHmevh#|Y~k0<296f$@SoijigMC8a80z#DB3hJK%drTa4=Vg
zm9Z+O4s?Wzl?I-@VdjL@lx1;eYbOkBX8}7iHTXE|V*3mqI?G&qDto_U%k?;n{lyr5
zZH(Y(tc+b_9ib>Ig@cchYM*ER>n)b_x26|>2{WRVAr|$sMtf)R8SS_>IPnf+d)vdW
zhaDU(HQ+zD1r+6_ao}nMyA9k8(Wk8i94s^#8w_@ai?t@#2J~~EQ{h-Jx-ojSHiwIi
z77j0MgXGL&TzVYGuEVMK7~9hpe%(3cFsIq~mBSz>rX1e#=H{tve~U-Ep}kPh6RZ3~
zp%^=$5&Zf(!_is`{!2PAb@2jwhR|c{yJ6B0H@G?I!roE~dzW`)o_z(xbI)10^%=Uh
zvcS4ot<l&~4_2n?==qB^>w@rlqr>44jt-6BXsr$Zr8PQ)i`QXjV?G@^F*>~D=|Dl<
zulhPl+(UzJzN0?Lr*$~}0b_gE@O;9orcjiZ!h!3e&vGf+G}cF-R-C$Mq>8Bn9N}WA
zfoJd1c|KutM-2SM9CoH^@Nv??_UYb?Pe>E>37gMHU~E@Q_;t2~qnR4~r+F~<!mSu~
z`EI)C)4~`IW~#6<RL0c4ws5gj!?SR~=XFV$#hCI}7>>>JflMu%ZPGd%2*lVyjp5hd
z4URTC@L$#yiV89~aPBqh`NuZ(!K7gxaC6j$y_GihuIkPyhgj}8Lwh=-eRE4#nrgtw
zMhBbbbwGY$8Qw;S&RuUl`Wj>VI>E2EBOI+X;lHpg<C89ZWS76XBPI=M1UGvf*js2|
z?~-3o{q-yE2PJaPdHE(4BYW7Rji)ipja2b#e`h*#U{E;w^SsRmUSjN^COjLg=*F?Z
zD|Q_=_r;{)o;(|@?!oBrf>&-sdp6?Pz*ZNV=67Ul@QGcAO*?O5+{iZY8`cVr_D1mE
z<j1tp$DgpC@7cr>>z56|;C@XZC(Ay6-lc;pRxB8RKHY22oJ8B;U=YR*bcJ6(7v_Fk
z)|t5<&#`CaKDMzZCJk!>H%C3#TWMkM$}S@HfFdci08^IV!?BG$AoGp6z0C(hFm|8|
z{Q7Zx!k?WO9nOpKiyM1j(lE*=aCBJFnWKYX+e7uE^mUZEhghF<_7lc-vw~k2D>#~~
z!GDGqQx|WtZ&KODO%Huqn!v$K4OT`fnA+bSE>`Mz7A`mkm6TD8DceGDY(X=~@NKB`
zvve5R-W=`S^<inK3?~b9Y?{;r`9&3Y8<kr>%i;WIjO{}CMGM9+PIYJe;%za0(N&CJ
ze4ioe7k9kEv3cI#_KT8kA0=D{^+t!|uQ9fd6a0EPz|m3@{tMbL_rql|?Ze8Bm^82v
z-0V2*!{WB0?ZaD6``}?j2ZaCH&k3$J?CnFn=&KzF!q`D>@ayl&X`{P9Q9&99&b?vR
zVN)+m8s^UN%~TuRRlILrc85M+hGj!6!M2GSKepzKA4k_={5X`;HvRMQBW;5{PcU|f
z4{r>)hBJmd6;#VOTKpK2;$=uIdUkY1w|0&&H_@bn13R{|Meyr*b{+P;z}P|V@Egzs
zjyAgRU)h7{C!7sqJ^$F2{+Kkvi_Vm0Z>591YkDzt@p&}&oDqH9uy{&av~R(l8I7M!
zJFa2esCMuh-j*qcE#si5D2oF}AF`gmb=M7aZtsTKQ+vX}&KS!V4rb;u_S~XBkBmw|
zKyV~>Z5j(tcWc<$7-HAvu_!4i$H{Z-8>ejAc}u9D;>+o$JpM*M#Yb#E<<_~`@EzI`
zP7cO&5a^*D;}D;iMQ48$X7lcc7(1*f{095L(ar$=>jp9NDJNgD%Xc%w`o+C5xVO95
zda!oKU6>fE<G_~Tbf!QmIIm+H2UwZ2XZqf}hnmxA#^^xR#kB)DIt0|BLoW>O-9)So
z-!rEp>3T@(;C}~Whqr>?&=zpCGlc(!5sVE^JY%;(V+*WbIuL{VctcK1U^7KwVJU`B
z*o!@zMnQvb9=<-VW8HEs24mZqz^|<_98FZP>sKdcKIZ|itr4cG>MKTUdxIqdZD64*
z=<jLy*W<9DpA~v}>cPcK6^DOwL2^zRE(NF6%e9MJ9w%X}k3Rgo^x&wkh+X}yne}2p
z-;jSS0!uoXvdAw*KwJTK^tXbisS50<wNL%682PWnKiee`2n52vpR~%9bBKHYdk!-*
zv!9j->!$|%)%>W)NcIOAY&>}I;JdQ|5(xh_sDM5yo8Qr+g1Z(|S^ucuyxzTgi+qO)
z)Z4gmBlPt2Fl5LO{Qmpzu(Gnku3fv(v}sf1<q0lMNJ>hgvk9I#a|Yht-k36F3beJg
z(V;^J1O~D{jHd_)2%rP?)YQ~y8B~zq#ful|Yeh%%22iyzZ{9rmH$+54pl{#4bWkD{
z=s0`!Y&zKSdq_-7to5kLG+IM>c_l*MC82!_-axWp!-n+hfH3xlv~0T&S5#C%Q=J*G
z#3W=RHKRb_nrf=@^sXx}S*}@LS&h*6LbT)C;iO^1254umiI>r$i^*zOek~R{DzX^U
zLU8vy3TohX<6RbP^%T*0>uc!GdWNQ}LvV>DNQBCa6_#F%b|$>tMH)6}fOe)T2uNXn
zSWi({Q3cEW?_j>~E&5#fg7;axh1t{q`bJD1Y&7K2<w7J3cE3T>lOJ*U3;U!xtwU-N
z+L;UKV5W+I<XUtnuY#rj8<_8UjXoD5@jg>@arone0vP=D3XXf<Ve*|=WR+CbJNZAV
z9Jo3p7Sd(lcsLxB@5hPPfvSrM1!!lhE?5_B)$ua6mb!Q=9y-c07}Hd62SJK5DqRni
zv6t@w7j;c4)8X^zJQ4X}$wg>qsU|4jQVju#-zbO8VKCnmMrY}I&l0%AFJo_LI@IK(
z;HoD&sZ8sTRET!gLN>5bqX*x$>aZ#V<|~8I=g>#IPZh62ZSd-%nqWOJS4BY5H*B!;
zHOzOsMxS$^@m^?QICW2sx*CO<UIuiKSFJi!e??e+DSqMG(UsES7i~oZhzY>BmR<-S
z4Fyd3kP4Igk!buh8f&961+r4`L%n|{IUhxpU*RLPdl+ql>=LxoR~EE^zA^$b+3k8Y
zF&{qKiugS^35FLw!u9%RtbU(PPpJHzYf8EvaCJ^8LOTl~pJ1+rfTVBeu<aGhx4uH3
zGZ7+nL0HD#ungAwftH_HjCO`XHZxL2Kw6P_`4!c$JoO&tC*PybooKwz5v(&!b(L@}
zE)PjX<@Chf!{h>d&M!j;Bhek<euht=$SbX)gCNx9rRrb%`1LE^SC*rhjJ$vj)a%!k
z<){niN{i4<RuPH~*oS_Z)m3!1k^yqcVtvBvqB6AMTVPJ<&_+!W!3Cm$X%sheir}Rz
zkD0L<unvuZ&)axxNXi!Q3DoCL@=EZfg!vusipmgBP>K%fN+LFRQ(7(%m`BNPr6iA#
z;<{ylKapFAKB`JkswG&UHfS3ZmZ7b>kPXxo5hTV2Hz*sZ$YW+q2CPD2;Qcxt8xjR=
z;H@H$$N43Q<g>v`HXGFV1L3y8q7H4tU$0@l{WbcW71K6ciNZ|pI<^hDrD&%k*fvnF
z1G2^V=F~#?Xe#3OHz_c@83EV(QCJ<3A+~Lx$g5y>c+_NB=u6unqZsXsRRnb~RzW~&
zZGNc=mPf*2e)t{w+=#;aZ1%Q{BCWUrH{$Xz+Cl55wvSUkq|!n0?O1kG7tx`h6u<C2
z7^ie-tEq^<T=u$nEu#?L>hhTSF%71VzM#qT7_5!X64l{j8oFpJqn()SQT3q=>Xi->
zY$NN7Pk2>OO4mJp9e&YJL|`6!UA&%I2yZocOp8c^`I9g32#CSDSkbx|Ra_3sr(fXs
zJQ{xC$w(-z5S9P+E5a))&_Y(QZD=klkFbimwU1{?i_l%3*FI9e|6zG4ETp6{GA9Eb
z>B;Dwm4-W|>~*ES=s;!TYpE#IMk>l9q_mE0WL_b9tJK~`=2utKeI+%ab13=mDk{)I
zPEdYJIeCQE(FUiAi_lX+5sE_B4k#;wTWT^|r=?<EZVqy)tHjpDH^pUWts>Y)Q?G-I
z#q?A1ir}dvkJ$;CuzMGWW*-x<DK&>%7pWmEB~4CflN9-e4G>UN`cwJ{!ZJ>07GQ*~
z3hO3Xv<*ti1p@QvdZ7FreWjd2^ilhJeWm(xFN9Z?qq(e{P@h>2uPW+h11d1EyIk#k
z=0{YYS)RR}Y#<{86?Z4(+~W(p`TCW9t?DDXTQx=Ai!k~-Dx3g6c?%P0c4>{Qo4iFt
zT0MS2LFhX;p5BUPsW0IkdI<(&2eQgnb$3FRkbLU3deg?N@~NzT)OXZ8ne49$7RJ!&
z+8P-*82JsPrO{AY8dXC6q`IUG8ZDZLwL!L!4%y$(f%=XrpAOnxTO*UB17oLG&}`=e
zMH_SawX%yH)LOVB>!#qM@P;xn&~kS|vXK0gdoQ3XMt(y%8B~=D*3+tzGUy8ZzNR}C
zBk}rUq}*p;VD(QhZt8~UdxF=Ey8VoPpVm=E28QlVh!*-?)N5mw-&I~-fzVe`Xy3*~
zaIU+JD_#b%2RTviw{I&LK-sB%V}bLVdE4R2jbJ1tXEFVhC-3n2OENnC;wC!R{x%Wq
zTiOcBZ()moP{GBQe-}!|@e84JKq0GNq;z;4gZ6El1$AicjF-W6e>V9~^kbek2-%>e
z4FW>z_Pjxu%Bm`QH+*?H!3Bg0@-lcHEV@XryrPN@y5SE9qvliEdl(=<XmLIpR2kn7
zNk&9`K3chn&iB@kS6EJOYN5`uvpGG_9FvcBjkE;kbQ)>l<!AAm!Y)4_1sye6jQOSZ
z-R{2yZG%slXzytxAfI|2zzJCTrVWCU5D}M$R*e}O#3UCWHLC>ey?EE8f}W_%eJ|go
zi7y8aLm?fga!CKqa?q>O?-r0>UWL#PX=v|bDk#6HDFR-L-)NE_DvMi1Wi>Q8i`1#-
zPS+nt!^T{L&H$v>VkdkC9ml16k@Z`L_i1R~)Qm-k<iDju4Ud8npx1l{?7Qs8#HDwU
zB{asX5AwNn@pBg1y9?Dt4?_e91&WBTiz$dm$VV$z@pUn;h~pE4He_Vv=b(KPJwf?R
z^bqhNvu^Uk(h!kYfL1QNg~?Q17`Y}8vj*D3iEn(&22&0xXy432P={vb2zVtv2wCJ=
zFkKD`VrA?(9R@WOIk?*EiQ3>}I@)`i2+H?1M!?(D@2m&BK5tW3eO!GMgQT=VrhN`h
z#OJtNbmU|u6|q4$n++@w@G7zHHmInErg|+lI2Fp+z(JqAjeHY}_N|?S+Gr=d3}z2L
z{WoFiK`LGDBK6?)ch&<w8_;!e&Q;7B>qQ5C{yiPc5b!GbJL@8gPiXoV>^tqn#3gsw
zeG+{?X48Rj0`i;aBj9}<@5j(o#vi!o3ff@xOUxSNKnL5^#*flLSjL`fU!bNW16RK1
zeD$jw*!-d{0zQb}(2UhDHWKoSYlARrfL$H^qNLkL$(2F9(SdFsGU)c;AGZ&Dn+!H}
z(Z|)tu}DhiYails(UGrDR=@gcDJ<n+@i*FNdBOW(_7%(;>s_mFmh||MtHV2L9Bm`0
zLrdE_uUTWGsfRfpJdecZXr{mS=0h@`1;?OsTYGjLsD45VD?uHaTOlAU@jKVe)t+5c
zd^tp;eVayt^4m1R%izzf-=W^;KcAvgJ6CSGm6b7TqWH(r)HUVgWbiED(|7b!9RJmR
zN?tzW4>Z-4S>{s`(7vUeP(85wNAoFHZ->L()f5BA?T4Q8JT&RB7JHAe2R!n05T4KY
zm*;fOhrn;J=$wwE>mgT%H*sj++Cfl<R*nb=Vc(dbuKf1LadhqALf5Hp>L9^&tmPHe
z2#wB1I~Q#}`3>mTwa(|9`vM(RIgDv1Iu?mZFF|T<8QL}CU6bmkQP~3nB692H+Qrbs
zLNW5iuhm+9ha=yIO+K>*LSC9hevJ6vL?93dgnyUV*jU8G#L$Ph_y5lEGZ4S6zz={5
z3JMPohrho+e*N{=Z=O#DAnn<+hwk8Y?AY<A=tv;cN4&he=!|y<4<5wKnKSA4Qd3iL
z^X5%VoH&ur-Y3j2zx+a<LuKmY=g5&G7&U4X{`%`LELgCB`~KXybLn8Xl`B_b{`~m@
zL4{++j1jBb?c2BMdwTr%@!a=z@7|3G6DDBl)Ty|7^=hrZ?e5*XShHpgI(6!V^XJb)
zNr_oFLrpwUfq&GssrRX@fpx*eM0DU#8<{!9^uuyJp_J!T3iMA=b=yJXkJUF}sHckd
z&6$BwYC5yXQuvzG>$D8f1(=zI6?9OFa3&}{RT)HxS+x4>OD+yPPeIrs_T3883(8Sg
zR)w{<;;_7zCD!z{!tM9j=<gqn`!n3o+Ljkwm|0SZs;_{qqF|FiWg7aF&Avd*Rzn{9
zI+&x8wgU3XtFS3F4J}W9!rKu}FjkR8dT}MapmkkvDwZ`f#OfACxE+^|{@0>#ufHu?
z^DWS&bttaUL2%K6u2L;JXv$+>7Yj7fQAA!@B{l`8qUEuVcss_K)`6mvg&O+UXuw=u
z4$-+~SokCn-Ohf-^WhGV;#<5YY56~@9B3WPRnf;<9p-8r9bP1%+oec6A7n48LlIRM
zAzBwzWD$|hJ`w#aDh~$&QV}L5#k{?q0!%gJF#l>S{0CV>Nmh#9i6=3)94YyNi>kQg
zpv+PZEWwnt4YU=oua^}X=~3lSg-tJ#(Q^NLyq)9%W4;HU*CKK->|7*@E2?3jB7<8a
z9iYvU1+T^ix++3CD9hqgI{Pl}wmJ&fH^2ss3>1-9QiV-VlF)MJTfCjo7{==CSz*M%
zwSkhfs135j)B`Pf?CWZYM!E`&4FYTGVj~!HGJ38HNP%?22Ke3M+lxao%NZT0OcDY*
z$VwxkkUgj)rnmx+N{TVWP!*RwOz4H$Q{Jb7irZLd!<)1TFDON;mvJbq{t9KOhB(v2
zh|Z8CAiu1Nv4Kz~O6v8eeD=kfF+~-4m{x?L=IXfG#vD-vW%w;P85PxEvAB`mcVAP|
z^+2#L2<t%Ag%a^~p$AnLIQK(93R)iefVbnRy1;ioMCM@Fg)hAOVVFI%h5TP;DaU3C
zLh|Kh@QEc89xY!@9{XCEqLHRN^2)2R>1{e%UWvrp{`N3dV(Q}7W=5FsECFUGKY-d?
zlv;?pyQK+Q8Hfg({YalsLuo}d=HH9Q;6_?d6{;Wgp?#zlw^Iwwg)^CGH*ARL3ef-v
zVct}f;d505Rw`?XJ?CO+5tJG<L`S|1fc#`tGCJtW2<o6CBZbeLKs8}v%PR0BzY+tq
zm2uYI0MVrtbnqWFk2=?w(Pf6A1`4XG;qf*eR1zu5){BfaF;H932H70>Izqc|Qdx<<
zlzrO<VI^hwSXO~8hCE;Nz0}x%`pp75)MkUy3Op&R#6WFjoa5MFMob1Oz5?@1I5sfi
z*x)tK28&HKF-S+{pSKNEKczdTZ7Aim4M#rW?Kr-+;U%YS@T^1IP*%zAN9CmPsZgA6
zF2}>-3Jf(?!_}syh$<|{Z*Nj*8!WaLeZWdB?w|2470omi;4G8@kJh17%sr_fjZZmZ
z?4T}(eQnK{dy?`AuhY=-LImCpc7(Ce0yK&v5m``?kwPC!^`F*0QUUO<^2+d{8E<ig
zI5NvQzF9~IJvk|SE-DwVLumyD8>r$^6JuHjD!8xW>sKta;^>f)kJkmIc<x=h4w5c|
z`lEwn+sJz16Dq32+z(QSC>G-vODga<rviiYRB^%07||u=nD!}+?yoJdWa^@)syy~M
z8o)+T2C3y$SQV3r_M!0z@wR{p-$SsR>S|8=C>WSSy^bpXcH8i}q8t&Gl~|+7Yag?!
zt5NjzEBuQJFjH9-bCuQbxV#h-^0IKEp$>fb0*UI24%t=gZ6uX3Ewa3BZRDr&3T)OF
zpCO0px39>^MIRMKs0i)QpUts>j+CekzSKeft8&H$>(vGODQ)EC(M3T4CQ{OftE|Mj
zf;^1K%EV=DT{;6KKUp<45bmc)OW`w1uqZ`bStXv9m!iLhGEQ6RBf6}D4*sLsr#}od
z=-=t7B!>;DIk1(Nq5B-?a|#h$R7Pj{`x$)%ey(K~BCoO<!*qF@P}HR!)VZ%z%;_r`
z{k^_YeYh8DbkGv%GfN?wB{QYCKJ#i7-dve57dU<9PGb7ZGTIt+fLwW+-~!e1^h_w)
zv+o{FW%i@K*ZAoPIt?rp*p=je0`aT;x#uWYn!sqnP$X<VNWV`72U>4ki0bkRq#e1)
zJx^9!gAUFsPZL}mT9%dtB{A};Y<|@Dyr1#p$L~6c=+(RF&#MZHkn<u8){7?L&Bthz
zrDeikNO!0=bwlwN(cR!>#OP37iw<cV9X$ASNZfT2u^b&JV%O|}w5l?ie!7XTRaIyp
zC55O3n~{1#aL!qdBfmsQKJ{8njQphA&)_t}7imv|kslQg!*)$!*0%#KqXvsXU7^*)
z5m!CgGd2EGl=ZbyBvfw-(=s8irUGesImm0M(Z8!m=yy@CwOM{wW>x_+*R3nqkI~ar
z!>360#Zjqgxvb}>rsZ&7Z{P4Me*JwXjP1riT3U);kg|9CWVCAGBq%?-h%?tNIHu9n
zQNgDu@jGCD50`GeLvDTvd<S~5e$KUlj^H9^>h-6{x-H!OCva_`BmBHU1)sirJIIR-
z6=iuebvMI`t#{#ItqVOJ6`Z{M3NJ(BU~MkyzcX{o=$+N|GzAy9>1rzAQ+!^n0er^2
z&!DWl3Q|%Huw!OZbnp`0Y>=X~tP*o~g<?p1OQ>@CvjRHgmov{igyv%O)MOEnB<7jN
zryLx3n24}7&G1jj%q<mf12I|Zxi;u_oMVHA*fFO$I&c<XQ^9`pZxFgB^*W7ZuCCT{
zi2Fu4^g7McVU`a%@C6yxmCW1{M!wL-GE`=jPtoEtlk@Y(#wRe;RpJH%q-PbQu($$i
z_XT13lonVsqZMvFi$TAsSMcD_K(zKWslPf1ZEmBhrG!s0b<|<QV@3zQaeJp07U<K#
z1{TI@h>Fj}f-O(cb^Lj}I60IqxB4QV)*-K^E(*@I=xWG+yDs)U%kv2{e9*yDoKL9Y
z_yh|PpOBfy@dp|#@)PoFmp}L_$||bpXIVR@xT6DKfY91gA0aK(08{$#7RT5AESRk>
zQqO|F9b7~4$NC2_)Ky0N=DdJ8ifa!dF=YA$dQq)`t_toP8U}5?&2bp{HT6J2^j?U~
zt(*KUFJP#nBoH*XeQs-vU-kedoen`-x*@1XetQ=Gf>!QEb+>`G5<W#|)=h_X_hG1~
zLTB_7w83W#nR=dQgCoO5Y*2d}t%^^de?l8ws}1T{4>mkv>H%M1%Gx~vkd|tQDI-1V
zu7gmPE7~VSe~(WP)S*+$8lRw!sDxZB*z^Ql$DPHC)58UQ66FuX-H-9#xE}{x;@ywa
zJkh~}x3R!lYA%bqANzfK6Zapb1I4wMNf@&1If~0FVW6deI~#t1HcMtT$(KWoUzB6<
ziv_g?RvQn##^)EC2>Qj-pXj;0I{8IOw~rDogL<O_x6dl1gC^BJ<kU@vZ7(_P121TB
z`yZ_^e#JwWbUw^$9~QMmE56|Wdec`E+eRyWM;rZ6q>Wy?=OyEtN7bHTuhzEdCyXBj
z$B-(bYu5he7?NV{<X@0qPzs0EYw5lmW#<)tbiuH`?zOC&V`(Gnx^8am9j2d9$1G|B
z^0V^U=Q4EE#r6@HxeU>9KlMI^y{#ckO|&uZ&lA|a<yR;v$z$`5Ye-DWLP~0GEp<Uv
zbS~j@-2!00MRj#Grp-Tw=H51Nb~F}K4^&0xQ@;HD`IPARO!yyphUvey#k?sU=?srk
z7oCT!tTaXq^sZxF{QL76;^%Y(W!Hy#Nb8WzUJrD2Rq^S|->(O!E(Rj(T^xe$EUNeG
zSThT1=5u6O=5yFL9ewsO8wVaFAZ&dL*3YS6Kl&Q#g4fhlm*aj`uhuSd<qJL!qFzUc
z*=+n-bRG@_rXg%*<J#q4kAwdJN`6CZd7R8DpFkiG2n2}-{QdUZZ`iqWC*HhygXPPY
zW6>h<ofs<9SO5O~=`3Va01$sL5rOc(n&ofCj2U#cJt_m=;lqdNtbf$|Z0PE;?`Sq+
z#0WYQ-@SYHxB-7<Wo0;f_ALFKnt;L@{QUf|ZrwWio@B$;))wQ&jT3l}dQD{)yng*U
zGBPrtqa%LDBr5Qbf(q`f3HGC)0)44KKq`3f<jIqD4*2`otl9Ypr?0-j!_&V)US2eK
z=todcT8U8yK4SL>J7}{kP^I7`wL(u<ZA@#=Oq#iwsNh9Z9(F%T76|zJJ2W*^rjHt$
z87RZ~$b0O0mw{!?jOYd1w0tWyOylfM=ccQOmnntV^EN{ypy6-nV5CeRTpf&*;k-W_
zdtRqwSxaVeWDs9g4k|FOk&Xgv_q@X+Y9|;o)&JM>>rxK14tBgnbJQYdT8D$-c$8Rx
zcBZQTye=M#!0y2|&=v~FsX<1nA<m6)z_^o<(4H3nY970ttp++fXh3{^pSsi3M1?+T
zXl9}e=fB=yPiQ)p{lc3tZfl{6&<QTcEUv)*uyhPL8;KWVokaqP{+14As`SCt!CVE-
z8(v{gU@De%`u5`ee=Offg+2u8;@)>mU2J8H(9|Mq4@pC?uM_Le=l=%OJx?w0-s!AQ
zFT!o2CXb}jN^FkF5(xOSRgyzca|`5GR^viyKE}RH!98zNk)Xf7C0|||{$57(LoRns
z1tb+$VB^P3I^geTAnAHQ>tL)xA6y-bmEr9F7JI_dv8)Z>{a~hw&~c5J`{7jvhMfO`
z7o(j-f(yS}zMc|&aOLYM!TH=r?D?35Wt<1Ef4$E{V0tkwcCdh%vMipa7UK68i7-%<
zL3@@ge?Q76P*hY^WANEXdXs@2-2@kE{C{pA`8iis1Uo4ixXOsX$Ig`%qKBL!<o-qf
zP|aERzRiMJnBQ1Q9x3IO*p`yZ4fwl|U5K+;h1h4U2L}aNI=kK6_)HkcN@J+dB>F$$
zcuoNv<z&!A;h*`Lzik66jt!I<8*EL^<u2yGkX48?nT6PI!`R?$aT(^uW<p;^TI{0!
zf8-DLyu+SX=~&j<7@;Xe*dCmQ;L$&_ZJ+`IrQqM#fVP3Vx&qxcY>doe4fy;0O)B2!
zm*H_M-ox>KN>hDh`lz9qzA~Ioe!!mhnONp6x=8KN$1DuB)fCuW??<+e2_+Sn`7sSQ
zJWU`k^sxWmq8eYJL+RkC$LOFck7P=R*larBkIJ4lD<U1&-Hm^U4w5c|dZUAc+sOLi
z6TZ@Zafbt6T`a4_=D2Kbz+Wf6hmDOm0f6?;qj5exAHIgQ?-2hzoGB@SowN+xWO(Cg
zW^YZPgS<S(C^5Ejl#xYfc{xrL7m5TJ{TFngvimv6if<#Sz~FJo8T7bqou2rhz`x7s
z;v(2f%b>BW;JijJ1>Pbj2N@aqXpx?Zm*r&w*#!SCl%2Ju8)A#8HeDCp6y=aoQHj6O
z^5}p+3V$<Q{2reHr|@`CVLz^la_Fa_jMsI{nD<Zn2>cvL&qoIhMY@mlBjEOx6n}1C
zsXpBcRCd2__L)nI(DPsJGpo1ug4w(Yh@AW<@&n&M!P*SgTNa>v;UvVZ*vXvKumK7}
z!V$Az6aBLA^+zZ<+rV)AV1a<Yzk_CLFIdhWj}MdnL~h_)C|aAsVe0}|Eu4fXj{LVH
z=AhAmRcM?16xEfL$PfE~l#|!#%z*y}8m+xxK7TwuP5Kjg93AYoE`Y_tNr>U-pf|7!
z^oR98_|TaseE$V1ZVs^BG7n|R=}0+p=^x1toVpUt_pU&nPdDkTc?D4kh&*@!Hlvw&
zXeDEPcyC>R+Z{%us_cJz;l+0U>j(&rz?IYUVP>j}C(qww^32^ZG|)u*wyr-_mjkB)
z(50;d4E1ZzTJm4x$d(}(GwTeDJ(tr9g_}4VVMwpWbS8*@3l&8fygJmAUZ8tFGzBxa
z2f@-%8Eu*fE~cllXAD~On4VABIos!7kzG(yiBUV=VfQ#EXmd8CkOZ_1j`c-hNhR(F
zCt>E609YESppDSt=pU}b;a*HRgrs2RwqRHqs)&@sk7mu@K%Bl2frp0&LSByPht$k#
z_4>sc(?>B2h20!<@$z*tcAtJDvVi+Pqr*)~he2E&C<b@qWkzXas{<E19awkVM`!eD
z$CoYX|Fe9$E*|K?+z*sb_={5)Iax0Se8Q4PR8xwbGyff*z?HwdBP0J+8fN;xhNXcr
z+PLY`*}=A5j6~?Jjz4S+%g>tK&vE+tdptZgLZBQd+WMH`)s=C`%r3^>Gp{gc>Ujj5
z8%+l){A=<LgyQt=NIcxvM?n7elW!34E)AErc7vIL3Z8@|<G0n1nZOU9fB9bUe}>c7
z!twCLC>9%-<JHyi^y1{br^7Jl_wxuiKZahM{a<3u?w2@y{UaV89m=&qXm~2N9SK3`
zMc<!O7xx6<^o>t=cx14UPvB*tX=KOo3GMg%Yd(R#ANO@(?#HlH%-k8q^by?j5E_w<
zZRaBpx~KCGwLxt<)X>&Vk3NSAD%^YR3kLo93;{bk(SdaTiE>bo!7Kj`9KV>3nf`AW
zzv#;67k75}IdxIe?W2Uspx)_lkkdZw=`GkkoO;W&51YI4+J`kyL;}bE6MePaFL3($
z2RuABoX<C>VB6tfgkBo`Q|^cQ%9*QgaN=SZj{h|bPPY1Z{XPlPmtLlWfJP0dJrMGH
zS+na2PG1ej!;^j@ndv2kjEpoc9G!(Rzwd&k`Dl6^O=Se^(xEXumX!pPXCFcM$0R(v
zvGAwKq_SOlxSC?s{GRmd#*Iu69+86GN1llU{QV3LocwWfI`y$0QY0j0W7>jKxN~;K
zPgz&`v)8fG^Eun!V)ukb5}VJF^x8#Q{)x}nJ<z&#`MwSqcRCW<3pw&_)X~}g-&s3J
zAP@+I|2{u8;Lpm+iq0N3XU-ffUAmMG2I||lFZXjQ;7CSB2G5^A$DKQO=$$R7!Pk~8
zTWSp$A`t!;7(RSB{`lh$I^!M{@JD6)Yuvao+}zy6e&@o43v|F-SXdZxa&k~rMeTRZ
zketlh1&0deqk{fCJUm3Q1yc85vu4f22K+T|-keSy&JXpPdOtEUk`C}~-@d(A9RmUa
z=s-W}cd?<Mpny-GKB2B8BqY@OIhDnb%9vP#wuT}-uusbr+=V1Pvk>}1yYLFLVfPcP
z-Sr4}kB^0m1Mgw0zAp1U>Y4_6yv5qoYgb3nhq6>>p9)Y(D-c{bl9pc~vI8zfR7MG6
zvr5rx$2;zOH4|sD6CdH@GH;k@$k98vIT{E)OmWax!t*G>-HNmor0J|ORMsH@8x&VS
zzmCBlGExoTrmKJ`&dw{;HL3Nn4nn)v+H1(;d9vt^FWQPVItcFmo?i4lIy8ivo+6@h
z#4o_JRF|i9i^?e#2)L89{2x^gtU9R4F*@Xyp`EGVXH>>JYEUUs7YoWocCMj_$}B}}
zb{Tr@eJ>JhDm(otJ}&Tpm9_%hO;qSzbn;3nQC?LI9c5WG-SisnCW7}Ew;T#t%0WzU
ztEdec!p%SlQ9{|bsNH$2wWvcLJ|-%#-}V{@UZrDhOCwerq!$S3P*@IqmG98OP>HtB
z_rkS7QRTl-7a94_5(?<=TkL$zJ%`H3GW$V1wgsmmYLZ|(qAknlkXA0FLwP0igdXJ9
zU?4}`^9=+tZrCf!BDJgv<<(yy%gH85{k7)o@Jj_fgyfZCdt4432*H&vC&k#HR7iel
zCG>?dOVyySAOo2O5Xf3-uO^SwQl`#*?=>Y|4+QIiunyGy@EvtQpSmB)MDGVp>X3(z
zu?p;WyvBjo>6qJ`cRy&$b8J>3B)_x*`U-U$LdZ0105>fKL~*hxmQ+?_VMq$jwKqpM
zQ)Uv^MN0v1vP!V&UAjmx!;ka{HNk%Id1bge%0VQ%UwvsGH5y9Mi_9~td3`vF%<5|B
z2xTx4rub_$u9p>Is-pM_^Wch7#8g#ci;DO@kCrr}Lwbdv4jC0y(325!Ps&I^x`Cii
zuv3slS_RK1ERN5@bOUwt*J8@uNl^|7<(1f!oFfqMr^%6@Q7I@ty|RkVTvHoG)z!F|
zUxYt&{@F$cH8!Arvw#lYumN=s@Y}#v$OenzvM}999sN1kFPxO*kU(V(PRbDo`1_%4
z!(T#e!+lQMFj=T=kdtQjqh*!Q7t=OS{#Dop_9|4{P$|$hP)vD~g6nAoc-X=m#zI-s
zxH`y-xhG31p|4n1J2Zfsjsl|cMEgollM4}%TZR)I*@IesMEe+)UyAhdDtNz$6)1<N
z*(KN&pM!!<b^_nkmgV?nAsy1ns>JF*m5+?j{b;WwOJ`4`ba=(l!6zV2K!;~JCD@ga
zgZ%ck-0w=d4C;>#l5HdFg-?)?5_3OPiDdn&tuERr$|8+Z7x{fc4eByduvU~sw9q(B
zqhUi%`&bhe#MeIZWn~iAK3*#=#&l&>k!w<#TT2Pr&{|p=Ar+!Q9`!*7O)2&^GNY<)
zZRDkbBFxcNuQk{&v9c29P4q;v`_b|_Hprm1I{jW7R9E9lNik-sd^^D1Oj??j6<b+}
z7D7`bS~WHh?x$2zZ8W<M)cZ1!7Hp&CWRX_MtBV$LGPq`Ah@z@$6jWE!!T6(N(qJy+
zYkyQ9p@#Uf3Ovdy!ErmmMb&kw2X*c%<rU!%-M`;gst@-<jSg8Neda2W%!8~tloexI
zZGGnQGDKHZVymk71<MtgIrv&x30XbCOk1+L+9*$D-+9@5*)*gcyNs0mXX)2P;h!O;
zqyXF9%MrJ77af3Bo|1v$k5Pg;e~f}o-%bMWm1pMA0eP}Q!MSpJS}03p&)8zUd@7QU
zUP0pibM)&%TD~Hj_bfvcM}A3k0)pC%fRv&Fon@~qH3P1vHlsK?fz<|VI#936#pqzU
zd@53oUO_TP2gU}9aM-g9F&rIi*3Y4{{H2|~!97R8%n;`D#tQ`em2u=N2+5~jmxz&1
zedj@+$&iwhg`Ac;ij&jfv1S$uIKNNJ-3bbM+UOZ}f%_dQ+n#<aPdNNG3`gV|;j2*H
z|6U4HGod6@Z<O`4QJPnP%F;3vbAFeS(C?yNQ{NRvTT6wR>rNM(|4mEJgT9!1U0+X~
z{d_&<{F0I~%>VNkE}oc+Zk?ITH7?HPc>Oj88@62%2>8?1RN~CF3uY!s&nSTYzp$}O
zTw*rvJ^hUH``9-@6tF>tVAd+?wZ2fcfFA+Z20}Zer)T~%8(5iZ<I%ZEC@L;PenA=i
z++py<qp&m;4Hnl{m!mT{q-6{4dY+zL0)3(R2!5!{jn>ADj&8PE_!ygqHAmkG1e!6y
zevc5BR*3uCI<aQ=qjgY~WuAEm^|{mX%0+f`r-(``Mr=k2daZvY`pjeK9emu>0#^F$
zSyox)tILbGflw9~5gVAO@oW&2i#3N{(*b|_oXlL*H4U_R*Pvdz+G_o{a)`^tnj>$&
zJK#@SU4fCGDVR}_%DSTejUb#22ZFJ7Uoh_O?@upM=f5VECC0%@@b}tVYT<cUQvKE;
zOIU}Zy6Lbt2zL(*5YT}QOA~cyYbfALe6GM^eo4!xbx^CRi-Pl`={cp`di~A1XrsyV
z348&6v`<+42yv-JxWBa{t548Y<M@Ld7WuUV;n4CqV_`RI4SbBx$C{HL>43kd?=p~{
zTMDzGyo|q87K&NB-(c&7&xkqRLr@3$Suk5&ti!Y5eJ`<g_Y2%TJPa=OqMHjUDayjy
zOp`u*8XLp5{SNFu`x^5mH0P6FQx8g5?uFWY+lIqoSbHE8cX#)Ki!HCuP*Pfn1=|B~
zVN+Lh<7}Qqef~Nk6C01b5()SdYlF<9Z`)w+3#|2jj=M)jh_`{cCVkL0_~kF`Kl=*v
zCbp<!8=X)0M}9Q5+u$4b<NiQ8li%G#gW+P&+jRM9NCJI7o3+`=tBX}%F>B2OY&{%|
zn1_?tb;v6IexI;E2y6EQ;_ktL0y@;{6XJ3NeG=sl#NCfVSwL&OALH_|=J<O$*zW1O
zbmo2>bXo9z-1Q1u&qW~SR4+jr`~V$lP*RYl&!G+<M{U>+zk>ZYqA+imQ#~t(8oyZf
z@AySmT|5oXWXfUKHFm#vtb6@xA0=D{^+pG7pH)bQ?BZJcth5eCUSaLQFx>TLX&?Ry
zz=e%n(5)q3`|z1+A6^Rt{MC!Tn%FkF4!(I`0M_n)iMxk~3i{??j&E+wY(CHP&G#AK
z{AhCB+9sjwaX)?xSs=P*P519_1UP5KRs1pe7Yy#jWSeT_V1T%!9IW~4zDU3yZ`~YQ
z8(F&!8}>ZI+Fj3Z_t+@7IEbIatPO1~Rra}zj9jsO1ZFOSW!%qqzI$U!ynePGd3nVs
zuc(BMwko`TnGcV~qS@bgbs?YSn*Y2m{5IzZuHAl(C)XFi*hsUMdXO(VpYjhji8atw
zg@dhNxj5M9;llOT-%%H-`3#kRX-+2s=l6|a{an)Zkk&zyy&j~e|9zhj`X(0X8ToK;
zw~YH9mBH`H%g@-c{{c#qb_-;HmGnARZIzn&oN|`=9F{e#shs(oHKC&OIfHKD<JOkY
z=X@_Mw;Tq1eVz2&GPs(H)^CZgUF6Cad^SnF7S1|I%g^G--~T~W{;X&CIM<ycUm0Pu
z8gt}-g^scenr@-w|GS%l69@zX;lIg`*+RY+X3d&~wQJWxT3Q-GK|z=|Zyt9?m1WD8
z(OLg)-MU2wCQ(5{n>KC2m@(`fJp$o>2`cEdM~@yjb?OwIosSB@6PMkOg37Q*WyO2-
z>J>V6>_}(sTe4&ceW<Ca(E)xn<mcztniWt_PkeSHai7(^Pi5(>jqL1f6crWW&p-cU
zJ&KEq>Cfwmv9WQjhk=3MK!r+E@7~A=_n&{^zDETcQ?GrRh~Hsro&RI3*nS^3508e2
z3zN;Q1`88Sda%iV&HRE=1inr{Q<iJWN;ibNsWKjX%;D4FD;|8xK~qc7fsMVsBHk?a
zMA$+P?$N_V8*OdX>Hn!<KkAyE<|>Ft6Pz6UoL&r5p~-StYDZvQMLbBz7Z`j!NGO1h
zLG6P@{t4so%o6SbQ|g)?dP?{#G+7^+TLv?h9bIT0^p)@+PDqEieE1lChYlGfwFbf@
z7L+5aq!I=~3t=TK|3{U>ck4jaMH3Y~_?#<P7eD8sDa#<+UQZEk{%C@**}S8NvliM~
ztI_|P2o3ht6r||^b7Xo6LgEY1vyspuFzJS9VyJ`%F?oXWqx0co{2ew(EB<Cc6lL48
zO3_7Gv<^nfc<@C?hc9{XF{|4ko7N$<82W!>_abgxjLj3Ri+mX+zo#w^ch<tIG0q4b
z%{vU0WiZp*05=BNiR#dh$++^6?;#JR!^6yC_^7il0BEYAi0I;S?!*m6WKlUC=)ksk
zy9Vm?a-qd>v<);B@E}c4{)5y)_=tJ<-Ar2%QH4VC^UGkMAWdKId#@?!dO+(y>1;sV
z4?;d6HV-~V-=RZ#G4xp`z4)Ofo60J`iptkk!~?z{G+KUAA$<5U6n#^Eb}2UiqoVpN
zeKZu>O_7=~teNoo89t#V*zZeLDQ=H+fR>m5k$TZSHfR7RX<59iC>79wdhI4%d)>NK
zR*dqmU(r)esn$#-&eF1QsO4JJJ?y3=hsXIP0y;d-D~6{E`@?5%6$QkURtVgaU#LJB
z87Zz$pceWI@2p7;PODjL;3_YRCq;rbcv@5nk8fn6xsqQ*+hBm&Kif^3wt=!7z2IKh
z23}%p;G?R5=sMV-A%yOS1}rwH@dv_fL+p394e3H{!&qm8j^Q12+u&n>8-vBP4eIiE
zkRjwpGm7A&DaJQb!A!!wxv(4t^1QZz+C`HJ_Pdl)fV<7jU?FC)DAx`;ig=JzAgDuP
z0etko!!KpA_mvKQ%!Ip+B3#9^H9w+#{6$L<VJ$2W+?;o~tI1=Cp(_19e=rDF2Ng;O
zULT*j_M_}#c&oG5#ir^Ch!WPJxB>=pOkHfNsf5s`<_PlP9qy{~7;K<Q|Ie?3q|2aQ
z=^(*2vcC9)#wzl3-Q(BcVNNl;)x`KkH3dYK2-d|fR1m!^&o2s7SXqsjl5&y2VybO$
zmX^Wua>2IYMR^&T@MQ^O<3?!-%D#R@Z+S(LYr4qD(m_4^P=WDAEI~{4MF$soSv)Nk
zY9otF;UQmp8+o;W=_mAO31F%T_KPmB#93oKI-raVN`505Q5!rfD}(ztY;di#gqGh|
z@!JdcQ>rSFQ(X;RHXAf-Kxf~3QXteu7nHzLQA|HYNgmPVf^BqESq1c^MeCxHR6{!0
zFSoJ^4+=`qMW|2lqxuLn981rqvjKL}5bs-P8z{))Nuf|ZD6B(YDUZ`vQvdsXrTTI&
zP<>iTrhpC=WoTSW);@}xWlUY{C8PsCXG;s|-&k9p`D;Z53PRsQy<Jn@n++O3qg_+v
z2Z%19p^&2LsL*)$Yt3eDoc18^c^DLI1+$SW*qWm>E=fdwe&~B>3CX8k=e~R;R=!BE
znvi_%+r=exu%EQLDzrPbK>FqTVr`%)q=V)+boiDH8q#`x6+K7jeyOggKvw8`7zoLy
zUZ;zZ&;5O6<#e!L18HfP_3Mau&hJaUAApO_-ErBiH}}X0eut>zSLy%%X|Nwf;>*{t
zXeXEr$+AN;`u&>Ul^psWmO{UadY#DfyJTf$;NI8@_aDC%oa=u47EQfG+jI)*{riu2
z=TqE$@S1ymMMV`VDk|v(#{5u=kEm-4%9n<_i!ts$ixiaq>@$4a|9K|wgQo+btF3}=
z?Ht9PL+jvXf%}i&3+nLXJ(_yj;77xI-XLs)FYs~y=NUbe6y@l}Svk4IxcwvoJv%y!
z>L4QpcRMXQI~-4kuXKhkALqJnu1e3J@&&cm1p7rM<m2v^PS6t5@8ixhTd3kec(#BJ
z55lw1)K+xCroEvO-mGtiu(eIOM-O*hv~|>^|2NV8zRWzd4eYh)EPed)?}sGAr%~;T
zvPEsc)N>0%6*@SI|C;%Q<p_MAfu@c0#Fs;;P&tH9<?tOkRD-L-_aG}P1$Re1+z*Hs
zlphceA2;#AgX{JOVTFGHZtm#|557&>YOd+&tcTArymF<8jLm_Wp=$lr!AYDB;xjj{
z+ZTityI$hvo_-=au#uQrfUMjS7ziy)m$ZCtU9@GXi<D1r`iDMY@gqbg7U1sYj$(ZR
zBVPme!_oxhze=M6a=!0gVC0WzZ;m&6I?)*bYYsy#1<V>?hg)k}i|Rm^g8}Zpj1kn~
zMJ#+83vLR@&$>M?uwutE+}u9|9*ydj>65x{nb77qv<)0|aX%<QP<~J%d|bqr@4ACw
zSg|(*H+S}ghm)Y6q3ll`BJDFZkH9k7PTRoQ0QX-A+2Cai9i%5#huzPy;;*N;d2kp!
zTny`8SA=Z9=pYSuS99Ed@<FJdLbcJ>_|Y)+Kp*#C#tPXW4nA(R)PubNSh3>;Ztfol
zk4A#NYeX++ytz6CuP%?~9)`Ngm^H>5xAqUJMTa<19U9l-6ZQsT#m*PFxo?1o4&UXI
z==)Jq^nMIWg^$zs+>gBWaYP3TyxHHC&a78+7-}nE)*uJmTGv+820uWDTAzIhZO~JH
z%0Ywng97qjrNhTj{3c|gzmKmR+MD6c?oN2+-;sN8{o?9Y^|XDITp83G9q9H!hi(tP
zt9>{Wh86olaPzMo@Nm?vd;1`i)vW&X)eJ;^^Ecb*msqjmId1MBEb5zkJLAo@v3PZ5
z4EHe9Q^u^ZKDc#Ya2>~w;Xh^k$km|{+c-M1)-`M2qPV0&Wb=Mz9M9HIkY@S`&!Yu(
zco7YsCbjev{GVdQUypI~@CbOgh%c{i!IXm~?mrF}l>eA22V2(fQ19P=%-bZN;_kz@
ztmUSrrbq|-MMk9{<W&@Ub@i;JpCVKj9)I{p{S@jsC>88?@p>p8T%HRHGxq*BGoNBY
z&!7C8^C``}Eb;jZuf3u89F-0;W6htYLk$N{aprW|v(M>Bx*l?Ma5cmICm#iMc={1O
z9#((rn(bOS;O&z?@#^6c?&0BPj$!@1>HqnI{p!OyR#};baJN*&gLhec^1tH2yG-`^
z93v&X+1LVM>zi|r9v-@A>!d~hZ=$6D3ta^|=#QEc;>s_sKp?gL%1*sru3dCDR>p%!
zA^DM%e9^U9_PUCAGrKXuX7Y|6PMVDTnT^HBmqBDk2|^MI(bHM<ek2eG1cKzr&(B9v
zQWE0h<G*?Q=Q8}&FnjiFbno6B8#ZjfwQJXqks-LtEftK^wQE;87|_{S^kEf&@V^Qb
z{7Pl*^Y!(Gyu3Vy4I9RKUS(w^mM>pU2e-X`{aPT9j~Yy_TenW&d{tGZGn}5D&U(GH
zG{M1NT|TRMpSquGgOW`x_Rh>?-)Z@0Fnw$b_|7~_4|u#>O|a#_GZYn<!*75){rRZr
zr|ER^tN-XszovFWS+eOaj&B_db7KvprZbC8m6c?ntRzSOo~dJ+W99Y-u(8ml2TqGO
z-hrX6DtdQhAGl6yZvwwVpWtq;0xxq_Y`vd|qVg*EHe)8IMjiYBBXv2f>SG0Y87Vjm
zE#y>JWZXIb`!hS5V#wb2XlbL4wsz{c{XQGl-e%#!Owp{6)0^nQ?@lb-^_1YLuZV47
z=_snGhA(GQ+4pt~43%WDss%GRULKGPZv$mmtIHv`tO^@LQW2M5jxo->iTGLWdKhve
z1}%-0(Z)mtw`22hEjkzX`?D`DneL$nzZ)@d*H?n4ffBZbq%k@)Vy@|XJ(^y0x~es^
z>)7(=N$@t5y=72bQIxKoK!D%`4br%~yMz!VxVyVM1PJc#PUG(G?(QzZgS$K5$=qA@
z)l}V?n)yXHUEN3b+3#9=t>;w?tPjMqmnf}b3ZBVEFwjhfjqSOjrv04}-r<aMqpwZf
zI@2Z!d-DjQn>$K>A&>(WumRM)MY%Ksc|lF`*zd$2nHzGHy}F3AD_^_MT|TWzDQy~+
z_?Ab-$tr3i>e%e*Z5J7QVU&;SFTux*PBQy!BGf%><^*MY33`7v(J`9xQ&K?WYLlQE
zxPg~Dm=}WwoeKZL%v_)Q;E9#HX<dXMLt<nJFD57_jNy*U;(XhF0TozMqdK4QQ>N)f
zj<_u%;ZV}Zk*iHiL{l4kfK~4W--)2yE!H338HZ6eM%dU6${8x3h^iCsHGPR7Rno@n
zb0<s8&4=~bAK0rIWGwf&Fb+~13YmIh%USR&#q}@Nylvx(y5;%aYq8>%?qL5WFmw3j
zHlO!6eZ@C-YwTFARzeS;(ZpYVdE1|5K<a)bXrtb=30Kxh4tw>xd<ygC9Nk8#9HU}P
ze+fId<$)G<UBumqi7}u!tRlQa9gg{?8#zJFw<O6~-}xflJUfKRMq#s}<O8ykt7X)9
zcCAJ@tMSp<0mm?7e9{0MkH|n}!O;>%k{>p~EaR{wnoj6QH9a*D8o3y?F%pB)9pm+g
z86tX0%)#OlgF7esn%C%SW{C|x?d&hw<ULvnA2Zb9mM~)iaz@M_)R`BrJz_ox31gSp
z8{iX5R!#R!OsXXV5Z2)a^<Y}c-c)4lhX|Wrr#4!(9rJ*fq7CGOR*3!)gp<Ih0%rd1
z1O+U51t&r1QqQe5WEs?y7FmGiBB^%<!vR`<y`aVBvjiLiX~V{1#ZTaV3dsv{J@JG}
z6HEPC@Y#rSX|kZ{Q4syIx^BYAUaL28>wyj<M21~<Wr*)ihb$4$SV3H-^fy{VJ0QYl
z_KS*YB$KlwSJ8-gc0vd09yFPdV9CcZMZ-(dd=ycV+Uo8!kE`2_J6Of4jV_iLmjrqL
zQK8cV?;ypA3EfmhZ^{JE%8dFbPdMs_T*5Hzz7t})px%5a%18AG&nw9^fmT8^H^h7<
ziJ!L2H<o5!Rz|63)F75A%PI=|Aok%rq9TT&kCMM8L=K4C+o~iEPRwbdD|z+XPFTC`
z<j&|4k_6-zjGg1<mWH+$H$RZjqwU<zp(v^QMEvCXS~+R)-cm%PXCTimX_&89Ng38C
zY_t@U8n#7?jZAJ@ymh~e&_p$q9pX#tZ1Oj^>4_$=h~<ic!swfhI!+iTHl;adhC(ns
zb*N+FH$D53l4w=A5XA||cLt*|VsvV>$c(xJ#zziFC&`DNr7pi3L2>%fQWtgrxrZ27
zBd=;cQ0<dJeV4bVFKtQw+G=6R=(7QhBfb<Jk7&SU#!1P@{y@WpMWX6#p0^rU3U26@
z#a{L0e9J1ZYU(k=U9n#YEOfVmRKkMvUx60Jj?q=2K321`>UE@{dk7!{%z-{;-~e}1
zf^Z{ZM}Z{h3Q;O&HBbo*C5AS}R?Wf<GrLisUz0!%I%(W<Aor}@eN5ZfDA+dqj!*xP
z{7qOrbYe_An|u}pj&?b(p!KNdTo4Zw{kOO@*vf{>b2!66W<AX4MP6Zo4;u_&!$+oC
zYWFfz%G!q!ZxHUMOF-D!2DhJMU)`a0itPJ#dKdFFE=}!wtMIerBdbx-{W2taL9&Ie
zr3*F4{h*jU>huy1guun!CZXq8rFS$?Nq%$@HQ7HVbC_&c;=|DYR~0Kx_<izVO7=%$
zjv}OK$h6>$k*tklv@Nb0fqM@C$PIt)niED=a(w|754KCp!x?ptwwLay7~|sxm@TBW
zSd|CQ`ZUL$z>y*3l3JPsX~OS1y=_B|j`PZa#cc@kBh=Nz<Z(#cpe%}~4_0NdaK?K^
zvx0&Z%r%^{nqnqLM+}qULdLsBLY>*@dqtlk+ohAxvva`^7S9i*IdGnnqrOSuw5cN_
zJ9e&AXGsa$dC<>74^LUWpAeNKe~$a7wb9~?j_S!E&59r?8$7{w<{QrVSi%R?{K*)i
z`C(!t9HYxmy<{V4551m{xRV@15Av5b3eA-*WS>ESgTN^)^Tp;0M_e;BtnMs|J}X2}
zG_+)-qriQVmrpLGHuY2J7e1h5Fo&exS=;k<cT|$is>L2uQqouQ#2?Ggn^uqX_;^XG
z#U>d!>YbK@mr6O@Ex;EA+)i`@&}as;dW19){efezhlS;#?bxo#Ny!0r+$F*EK)p$w
z=F7+;Omn6Vg85-s1Q;P_l)8$PEA7qeD+SAC)ESAaY*<xfA(n1YBwRXIGdsCy>DK*^
z#Ew|#!piueLz=_dn*_!Fn*?eAN+bQ~MYVrS18c-khJ4>+3WYI7KlGghyJV6!Oo&V}
zvsola?NM#Yf-+!v<h#dS>~}|$Tu7*dtr$2sFvSfYJ1RSYe{Xg@<!4w?!6}WeGPnVO
z;&5VIE*WoYZ&TdyWQ9b=Zz4}l3-v*a8D~K~Dg-eE572N61y!o-h-xYX_I{hFjd<U8
z_6v2nZ6KH@*1SWL;1LE9zXK6A@s$Aw=tpj^MGO{dWLs7vV<vm(#MflU=wWG559P%8
zz{zWl=}MLge*Z@Vf!)q0@3yW+**f<8+PD1c;l;BhUnF{((BN!=MhyWN;mn-oMRan{
zSwT*G?J)O9qyjvUJm)?SNIPsMkM)P0<51fZN&(A@Y*(S*{8e$CH5<3=zAA09_soMK
zdiy&>!T{3EuUKS8=fC@}1%9S>E_5~Ddt$!aU`o%52&(`57=!mnhg>OaCy(=;>#Dw8
zGs`e9sBDqou+v(?OVlqA@k@s_!K<s0-WU6gYs|Ija}11JS{jwzR~*B5^lY>7a2YCA
z+VJds^QhPp-d&2ktUo2#vP?6*`Ep)UnL!VkzWX-4Q=X@mZQQo_n4J$@X1ZA51NMyH
z5#CZT)6W;`q(S~9R0nkK1rfgCu|RVjRS<UPZBNmq#@6%_j`kV*Qq47WXsE;%M-J%q
zaY(1JYv>z%={ufaX9jmQjQTG%?}%0UYz+!zF!y`B_J>9jp12qhC8aOr8k~SlL$9oC
zbU;c7J-z_^U`$+8m05je@XO)OO4qL^SeK^cuF`6%h7*9{6Knr~cvT=k!1nhm0^(ei
z8-AQeaa$WI0e>O$yNV(a6&rG8FWRB2vjsfJr(Y^a8b)vTgN&FLiQi%PPc0_%Sb=tn
zP8Bp7%Vj4tVd4A>+<{L%;ovGX5$IIac0)#)pwGrJboIwx^7ic7onZkrvAkt;Db0mF
zJ@W1$dN+B&A){H7(~2sA#UY#9H-|gwy}t&i_FVnafSvOiS<)q}EwY`fiyONRY}RtU
zB1ze&`ui6Tw@t>khS&&lZ>5nycxux5q|EUGuo!bt*7j>ppubNg{>wN7+d-4r)2ofE
z9l5e(zXusAPP4Tbq4vUQ{-^-NVfwc}_OOSJNNf%r%EJ{80xmhU$+wrvDNn%tpVH*R
z0%2%ff~x?OOiKk{Nl9tU$a3%x1*J&sGTN~^YvYSm3~2`R>l)?W1zbBy>QY}Divlkm
z^Ff}kW+Qs@C>lef;@xVdq7G*)$Q}2!@S|Tc)j|!WMZm#^#zL6pTdL!cmzuZ;R-ZNm
z2zq-3VYH>Wm+YzWgvl^2jwfipg6emP5S$XK+-d+qkWl5;Ru&?Sfl_>e%GN;GC%o1#
zA?aR>*d+)1{C?@xS6wtq$wkv2y~AFGOnL6C$2$(JpL8i6DqNtEf77{e9qEo9-b->h
z?#K7m00rOKBi(+Lcy+o)c_Z<?@FjR1y89=_ytunbMEvzA!ztmfB-<$w-->j9Y)LZC
zdi>eqImc{ASuKs>Z@_~!u$&5Vz2i4Olj3GHx(!dfIj(>9tulOu$J5!s*b6il`)m1>
zTSh4)@Sc;*wu0toqA4VSY*2U0++A)`-Sk8W^u{3?HVS%7>BYmi@Bi@+s>N@^!PXs(
zkrf2JH3>36=<xZ$2CKGmL{IApaU|o09LcIGMhg7u_|}Qk;JBAk^q~1ty#-q)#WqzO
z;Mxw@+A<D(=_uuNnij;>nDG1|_mk|Ug*hxqw0!fy9~Lju_6Af)U&08q9ic}4iR_t3
z;pfe)I{31Kw$Na(r^>Z_%&KH0?A~+Z>3pGu^%<E*%4OM1Z#3ZZp7z0*r6r@e)CUr;
zGI)~rKA0y>8b~AV<i8@a%#nY>`X`FRJ=M+aZ@Qzx9U-}SlG9<IYby_P+qZc3;dsG_
zn}7BF>4G3q><<PFOF(ST%m}xNRc;Fml3XXAK4cmMI}Zixj2z0M)D#Y-HN>~Hs)?SF
zZT5>SH!uB|&@CfFV^rOd21H`wG+o~GIg`GHQMP{PIlmos1Cwg;8}Ph(;{_RDMBaK@
z!(~!?*3K=E1NDa|zTxTo`LY*CEjGSe3KLo*tCT2g@k?lI`2`QoUfvO<e<zw0ul)`d
z*Q5c(z^~vU-6I4^`^KKFFVWA3lDfiM$7`?ovM41<x2V#0zBYxwcLhkC7><(QZLF!Z
zAv*I5PdYn?Bi4jr<L2$vu6XMY<k5d+b4BJ|qureEL)Cb(nO(Mc4P?Ic+Wq166&oP9
zZVS3wIiglZNDp@(|FQ$Kt49H^(advqvWl}mDHvq4uS~*scxmp;K|)$`;q}x_zb3bE
znBOT$^O^Q8>B@XawDbtwNprJ36BWcYHKUvg`lc0cCbp60oT#56_~hDkAB7vPvwI}_
zv9lxMD`-#C#JxwdVB@>d7mb=z>`0pvBnJ|uFCf#*i$!2*-B8qIH&lG6pWv9Fdqom5
zU0pqRgg_U0gN<QJuN0O6hR%{p#X*31IZ~wDt-DTYC)us~>EZXDC+qIb7l=5!6Ke!#
z>3ei90r|9j+56n$<mXGB1)r9re;!zqdjpJ9ir<X2v7I%a!t=uQ5lpSr1xB+o>D(8g
znAodk`x3)4v2h)@ANuQk95;85nD9DXu1I(-*>sJH!fWhD7z#F*+Br|aJ(po6_BWSW
zp8rv}Hk!45z&M83A#uiX>K8}f0N$)a=Hoi;&G{|)e8Drz0PxijB%GnPA4+WMkTtZw
z2}<J_LsPrprTXVCl2qA=ggq^*;GRNlaH(*0ETd>3LD{Vw;B2@D?4+d->Qk3)#Foq0
zx+^dw<JLYJ3qNg&il~Ruqp@#DHcG`g_vThZnY_5b3kw^$?+j{5u97;xBwt4jMAadB
zT0w0b7H)2t_k<JO^KFIarc{p<6;mWL?Y3Fx7>JqUr4w@po=kUtDQ)=UR~*9)w!FQh
z=7mkW=iSp*_z_e+zR7b<4B9;ZYaUJqqs@H0_r#&+m~4k1_*A0GR|u(q^d?hncnyiS
zF_SqfL%B%<GeBUpk4eJMg*<FFX7XivtmPZEM2hV|19n`i!CW6`jC1`Dj)wEP?uZ`e
zEO`{(I~Gf%4tKmKpOd~y-B}AdZljKHqqLMQfRQ(*H#n|bv&d+Fh()@|eS$pa?=v`B
z6FT@ajs{v~dKH*%nZnK`KmU7Nxc23!@MP~s0eYc1liBr756p?>Jvvw@D6EEGY$o|3
zCbfi^Z;)6PdS|ug*AbITQ)<uXID*C<zy2<=@zZ9mrvQYIhf|sMRGblieykI}(MqM&
zblV_#*@_!3<ZpJtsZ!1pzB`E4MR@4Wt0R5f2Wg&(16h_rp?SY<cL#1oE$}3Jq0n+x
z16O*N&BVWy*9^Dh!RL*Q`&mI(Z7JF+qkFyryg)|mHc_c{7$FbDGVQsjN_<j>cNy{g
zBSBsRND00oN}8_aZdF4T3MoXRnET^V?gg_ybeoMkbZg~Bk9ba&?f9c(`*lV)p!!$D
zaMr)o=E)$IOap4(%wArbT`w<l4wf?Bcc_J@(5fk=zU|pey&|HZ^$fRL`_t{Z1(6G$
z$CQbY!J+*!tevuV94BH3krI2=`9I(o8$#Mlmcst~x8=o@DY?YJ;y~W@e0061e$yNK
zh3}#~h@^XP#-8N=l4OQW4*N*Xrz-)4GMU5_K}lW3>_yIrq05gl&@XbFoSeEq8^z7L
zq9X~0=?|mZ*_j#N{QUeOdXi5N9}nh=(Za*S4~n+B{a}QI{P@IxLe*U6V<598O=_Vd
zCiYoe+=VAfVQG0;P+A%(J3HHPPvGbsrzmKML8k-V;%$F2a~6{2?RTQv>vli<N=$Q0
z4RXB2#ogV&cpAqSY;0KEw9HzeSVlj$CSsD(VEh+ZKLHL=p*3D+95=9!mb-mL7n17R
zAjAR8IV3qgR@20`*=dy{H%k$iC7X?J2}j@@!v0!fx~CV9BkDm=JA*H5icp5n5K~$A
zFyU+7UQ+M4DmF(!)3>O&QwpM1Nz&Ec#)DZ^7@nYIz0-0|Ngfa^51%j?bncJ2kP{XU
zy<$e3n};f)LrzlP1W~a9*R;M0?FKHxx_tZ#fo*C(Qo^{UjptDj2u4r;cz8(ooAZhe
z`qZl2C;haf3P2Xj;*$ZOTzr#OjqHHrGBij~-B(Zs8Bu)^L`6$z6MvVoEDS%|ZoINy
z&#CH@CZa19>$F18tR9l>oUvmTW?;uC<-qiPisKXvM%iMwCZbmZt1npgo2W<hJIRR8
zO7W?d2yCS1P!86ed{`t;a`E<LL7=|V*SQ}-#bF%VE>3p7XqEJPvQA$%pq$dxl5!4j
z?x0I*zHSwV1ppbTDg?&`5fM4EM1IL{=6X<?w-|OFO?)@;*pHXMda#2y4bzr6D{yRW
ztm%j+hhI%NkErcOiHK`IiEbDY);6K4!_8bU$`9mDOWSUPNpk$skaBy|UAR$(=4D|Q
z2RQ|!(4vK*EH5{rxX2QcZRtb#RfGg_q{0&}9qmatk1i{`ZiUzfz+0z@tT&%(X%=$s
z$W>>i73=6RRrC)PI$Ah~q>Jd;QR;v;RcWnw5i}2BUeMW4d6-wwN9dBFEC>-2mS}Zl
zC>13x&0AI<e2P}_?`8qtxRNP{rhI<a3KVpc5CQ%luW8ND#+Op53X8bc?ATQKN{)m<
zwV^;p?rtTA2M38&K~%(yEU`l>*H1u`ZP%{79O{PCC+xES`&ELWU2Zv-abSMdWrXEd
zs*z1#g=x%gs`#4iSc5Oi$u{TcJ5(aSwBeC&25|*)_8AN|)4dP|x#oT;JhZsW(eWoy
z(8TLh)koqQaoZbSpzox}Uo;nQtB*_cTSo%4L2VU!9;Ql<lElYF9*yr&EP_}%l)G4?
zrHor@5FYfWadjA%bwP-DY%XE7GB5g(P~B8tA1U#djS?6Y68r6uA;YoYS{~&1ec<le
zak>$P)?T50y|!|Ue6;e1s5usTUXqfAU7nv`QU(WwA5jAw0Z%0@QwL14LfMq*fSNvG
z6=lM@8Uz@n{_`1+a<JOadV3;*H`~puyr8l$hBBEkNqG)x1o~gw?sb$FaQ}LU5e7u@
zPQ+isgUS7VqZ~Ciegwn(1L2cdL|2bRr#)`fl;i*aoHSHal*7XNcv!N9OftPW%Wp0|
zR8rEj5{}1x(4{7gStxaT0JUHD5-LsvFZ<CQ<1;N)uNvs?=e7n^e{$^Ds_@w&sWDpW
z@``zKF3rl|Sz)=a<Onn@9xmnZR+}G@qY)Q7CDx4uuq=hZ#K4X=zRt*=EVkSg{Oj}<
zlUwymW<bicJNuMEuV$ha1`IclQ=<6E>-DW3aiqQuk;8u_FecJ=?(x~G_nQIRN)p4X
zSUqBbtx{a?Z9&0QT+-g7amTe3x{+;e3YBq(gwPJmG-GViz<FY7vcc%@<U@kqwW!mK
zOXunQrHv(&+%eUsGWOJP9XRo=KXHG``=7~<GThN8TPd8-FY78ncx+Iow%p7xI+qxJ
zT;1vdwH`0p&<CZ&aWh2JXlC(9)b>p?eX4CpSIkXE*5O=V4li7=C5{=F6(MVB-`1^t
z{{OC-O|++Dru*J2(*pXIqM@zWw1*Z`S_VIwhzO>A2kthAlom0lj0x7AWuD?X)ZCu9
z7%e$OD>W)s1%)mWWQ7A;cRGPTe=%Z|v?8Pe9)|!@2{zu$R3H+CH(hgyd>4h>4<%*7
zyc|5yx#eHs=cJY17&>fKr9~gSFn4?8)uDOj>o%!I@x3(&91qGz>SB(W9b&YVpeVT1
zz^n^@8)AMcijZfYyHlC046zL4q!`Ilm)f>Qr?5PcMJ9dp-}Vi`PlY!cKQ7J^yH{Yx
z+$G5^fs15j<}B&26_igf#g$qnY-+<BWD~afHoqE`fWeuh75)NL5C8m`odD)FE-v~m
zJq8xjK{PT{Qr2^Vo0lo_ul2>7P(QqWqKZd+IL;|!olwKo71YO6_Y}|Jp!-^x8(Qqv
z=1kF9f-@Rd8>1-)3lOevWL0{;3rP)C9bAw+eMU#V7LS(I4%wo`{aAIEKwVnJo<6G*
zo78XS(9t2^oZKOAhdq(HIHMxIeN01U`y|e7o=j3V{2k~BZ;|76FYietE|@%_qzi*I
z=U(G?uxFb$2^7oZ%B#T(itoEmsZ3(>*u%Hqm=O61wL5%d+Os`L6+OQwxOE)mvTB4t
zJ%i0Nl7{oyur^GiIxgc^y(&Lqjfh*(&`^Qj2LnvTZc}t9qVtQ6b3@g#RM>0bI62g~
zV1`*0qSrp9FOS70)-zXDiBdk`4x}p`uODLj)s*`~Dk!l8_4-(J8^-;tL%4_8yd-Hz
zcVU`UDZeA@QsFFBCcWFL`A2FUVw~TQULRGMkSk^;*8IaG$!WQ`(c9jFRouB{**7Oc
zv3jSw&4Hh=v-}42EPQ#0a`_C${dvlBA9d)+Je!sa^s`ll#BCYr%OjJC^>=Miw1^}r
zAKwn78Xd2`^a%sGk(f$SQXO$^Bq?P{znXklYWT2!DB_IpWWOt3ZSt-2{;6K<j;Kg`
zonI@wnQzZeQ&5_BX)s2RpdvY=ZXynLz(?@7&K19{F!G0|K6OR7R&Wu|WYd0|fCE}6
zcdBWvC0zWiQ}ojlN#rm5Fye`GRAbpr%%P#N-t7d6nAAi_4lMY!ma0!~E#aAAGD9c_
z6s*_PgCUSCRkq7^|B7NQ%Mk1icQrYAt{{@7L8$?*5|R2#$>T#4RQ@R;NXqp1fv^VL
zVI$}BpRkvORcp4$<yo$__6+^g1_!Rk>-Rs8)l(Gy&Hh=4xVDJ<N-!gOT%hdYa`x-&
z`98x_#9baq!~p`v!a#PT0NAI&ZKeI_)C~AW5#uH&Yx*0<6ecfs{lu>8@ZC8)R_p$F
zjQ+sRidoU)JtP;$2-qq_S5QO)pR(;_O7-T~*I#qd%A9o$zF99B)<Z+|eX$XZu9LWt
zk$;y7sYC%==h>_2JeJCJo3+<ue)VV7?JYI(3+BqKPuGiUKLAe!)_IKSMhTKK@GKNF
zt&ejZ(kWeZj7BKgvo;Z1>nCgW)TZWY$Qw?N&4;@0K6fGNy8Ny?5~KxKvpytu#^#(Y
zO&A`a(7bSBP1ga#0`rsK!rvDBPSd9fLQJ8f1;-JhQ*<KpO*#qL8WF6GOPZJ#L2lr#
zHvh5M^9+*?)L0*;x3)55p+=@<Dy;k3p4gARYFN-tRo_LVsS;0M^Zn5NSk~J*SYRF4
z`EGB|hJHFCt}k-AYS|Z)WXQo1on=>DNbHbCbP#EoX~5|`qOyk{o$gUW=4f;dY?Bo+
zuK*4v#eQj21u2dDDgiPK3D<u_4^{~&kr$UYV(=h=mw?Ie(qI5O_fM6hrGen1)=5l^
zmM__ACJ9^ZSL-|Orsh_H8_w(MOMn<N*&*GYjfH@mOujThn=ywj;bq_({Z!Z3T|stQ
zZES;5P~rBO#{m(%I)g^Hwv0u+01s+eAt5RJD$!u)Xgk$C&iC3`-mBQ%(&56KFXSNh
zldY>YSQ4-K2EQ4~h;dF%Bxr9>l|P?rS9O3sHc{qyDsl(yuG9D^r=Hx}+LS>R>+wZi
z&J2p&1`eexEKGf7F+0oGw28l4rm76z^4Om}0;={E!Q3J=yp5Tb3q5iUEZ?M7yt8+-
zFtrmNvNIb7bsjK7ExC>v+7}K`214K>CvLMVuYY0Bjl*Iu_dB8xV1PIGvP4bJW@nA}
z42y-kUf3@Luz>{Bxo;W*?OQupqO_Tm$#!t?$oKcK{ljk@)CZ%rF+>?)JSd6@a!H6Q
zo@GLk!cRcJJKc?K?F^i|T9`?SeDu#F0%(y}q2>t5P7<<jE;6*~Lv;ZZi_SeSRt!w;
zZ(4@?Ni%{V8qe!)|BolQ=Ez6V%UQul+Y;lnhL*Orl#|d@uD(u}E}yS?-LKRHK?QX^
zGsRXe>`k_q01|0RUd6jG4A_agfH=C}<g<bv9?>yM-u<PMBy4=h))NIyPR<RoxPQJ?
zMOe2-KfCqna2(`1IsE2rY4P@C*mXi!xzp_DGa2YXyV;NvQs114y!5?l<zl?mT~(0g
zo9Z8b_3PV+qUhzk-Hgpb^t6b~S4iGWIyaJ45f4J;HVrQA?f6*#;I9&nq(BdUIE5hL
zWz+rOKZ%W(DJu@MH^r}KF5#Sc6Nb%vC0@NdrIBZ>aGwipU12qP4MTiyKt^r@yZ0xm
zpoEjV6Wb%bbF{M@pt}eAyWi+s#UtJ2LTvD!vR)c$z;LP+El%2-8ia<g0T*{{A4{bk
z^(G9$vl%t6F@T6EZiB&XcJXobFX82#T+P1~qRj?mAIZ#lX<Ux?qX`QFdH7FGoTFw0
z#_;vXoo@PvpU9(+caI{IJNZ8JVqMfD$9XVjcPhM|lsY-=)=kSitQ`Ey40XujYVD*!
zadfM_{D!AZCr+KNvECVkn0R1{V)1;*y=y4On1v3BB*40gAW*3ZC(sBDColuKu^TUx
zS!E4GKiWF5_KfH5JPbtpS}Yte8B(mjOb`5tI>@a@W{Wf)h+a*+@6NexWORLl$}_>7
z>K5!ovI*^<O=hzq=61C44=>ZFUB2<2m6;kG7b3|j>|InrRpr1MyFnvQ#{{CeVyh}g
zoLZlrgx_Dj@;wvZ*AjJRVsHh~bn37e8p`cFusF(sHAo!RS{O4ql46pn2s=|6LDDB_
zz5z7SdT%vxRn^R0`DnFUCqvg^RAyYs)tjGZW*qdgDt%)7H1wvyZ)Kf2Rhjl%JWo_@
zQqAlyPI3Ino^ULKRmWYBPc~`zZ5?p^-JJv7zlwBq^ko@-85&~f54RkTX+p4N+Uuj<
zaN^ESJHYl_Q-K!jb!^t0GWpdx>IZt^6%Oxt|BTsgb#adAI6;kaZ1@I*V6rnDhv~g8
zaUkdHJ5qucHa5o&zwYc^!qy*8+40H1yu;iG9@}QvNbkd%NC%;{Q8pluY9gC~o?NDH
zb%$3Z#H1#J(rRI?fnpOC<Qk}bM|p?o-6R25_9eSCV6(Noy`v81ukE)^pyRAPpp1Jq
zX3RaZncAB6VmED)>h+ARtoFCs%uX9@Yj2E(W(ejT&JA0!clT41vz@F#<cr2-xH}2i
z+QWQGt9E$I#^&>1ovpa@?63gP4~`*<|40-hGwMOyo&Aw`m*HzIvtfNuC#WYz`5YV(
z5fBgn1={^}yg=vU-QL&tqp7*Mdkx%(hM90Fqob4ghL2%eSXPF>$H&*^^^PAJI%bH1
zVYikqf%OR*x@T-GoWC&;05a@6T<-kiq`f`(E$bz3Uu^X{iU@`VArs_C;TqqAfim!H
zD-B~9GA}Q$aDvG+Mu6AAar#munW0j7MebH~&hPo6+J!CO88K5V9ERECc!&zR8I>_N
zr!MEfAbqj<wmi}2e@HtBGv>!c@!U1JcU->uS^oTErRFpgw?G(SG5rMs7T(R9rLPur
z_w}sW@R6>-w;b+It4PtNT&z{HKcb~=T#P>Rmp!F?D!%tO2|t)P5s1@0e!Gy|le&6w
ztf4`%TqVfJoct*nK=`_D+v)Ksmb9#ufj1Lg`unS-Z);?%C0~}~)G6X5Lu@Hb_khP1
zw!OUml^IAKDXvW>>x58n<3+5UL-Ji8IwqF*H0sip>zAzlmCpTLz>XYwZD3yT1ujey
zd~EH<{%0Mp0F%5=9=@IgF8rHxs)@-qo^;L6OhXNweXE1fktAE5*Hu59T;{#%evA?=
zSw;W&>o7<UP+9%bkQ0govOdq9MGP#GX<$LBBL?+P{6UQ)U@>d^@mHZw288_F8*4!#
zfPf2c;WfNMXngdEGn1Q;>2b?XwD)v|NGw)`&tuC)v&JL;7vzB0jc0HMC%!Sy-M3hG
z9FC9TrDQ5tp?i<t%@Yh??f<&#3{}RSyhgKZU<IJg37U5>=#yIdO-wFyx88Z&ds6z?
zd|-fIuZ8}Jf^LOivu_`AgmUpj(^d`zx#vaha~{80j!DV%Scg<>eNoax#q=o1thH%%
zg&#}GSPR=W??+lHBnR(;>k$opAr%c7*+0^Kk+Z)-1Cde#;F}e=^^%XVahd0kHqD}_
zz#_#|7JQpjr<ih(DT~W-dkpx6RmDYvr8^~-m~t3ueZn{G%ey2*FUDp*0r9_WUN&5?
zKa#3}h{rd}Z#3<%!crv^`OAfreupFq>H6}ub;3cLy*h%XeqNoT&5KC1;E{R=46Jl%
z?APz^nl$}fho+jiV2_9|LJ};N+B~Ig4j1>?vcIT7SwpxkJibtaSx3big&9ch9n`Y*
zYtF3bO@od-2TV|aQi>lzpRHV03nY|-WN=U`!`36HNy!1X#&p`Y@>o&|fsxPJYGVV~
zvBY8}Xl<yZt<scYtypa{o^MY-se3b*YjmI9{rx|E#jS-IMtjq^s5FSu*oHEYmZkHN
zHR-&hV1bc(84w5xbxq;4BYy1+4TXEUITWI3l~+-zRDfue%N5xYNZX3~M)<-9v=blX
zvQxsan9Yz{t~JFtbMv{~eDn0=PyZPOcf-QUivBopG+%0WzRow6&Xa^R@~=&qn3&l1
zbcN0FY%K+8%)miY@!NJhm4fZg03s(B*Yw9g#puk22KEN)KTqQuLR!D4bA(kp+_}oi
z%MTahBh}Q@9<Khvr{g&Fhhn^|cM<sf2jm6tNCUd5|5>H|SAS6b#J@hKtI@!|??gXc
zRo0jw*LKrl6kct1Lvk-GdkE!x^wQJQbM&5W{dFFlo-Wl{SX>NiVq#Kfvw?qhb{4A`
z_3gn65u;1=k4z8}sAnRb#|(xQfTsWJ*zOqg&vu4)dAuS^|8ov};y6X%ge?D_$v0{!
zprB+VUw6H;v*Q;4k2N#cV6{p}Miv0j*A4!(I91ivmBm$zCejI&DwiLeZ*+PQG&eUp
z76?%H66K#)>Gi%rh5h%3^`8#;E$Q**5Dkab^xI(R+@P*N2-J(5kEh~Y^`<U4A{{Qk
zmMpAIK3%HbNn0KRTF;61_Vym0ZY|O$8R+ORT<Azhgf>Lyh$Jm(f8#h(cbx&?OX72d
zMSz<jhyAc*I-LWB4_sa;kOfZ=+*Ll(e{-_`(_a1S?h(x@E0Y}DTv}Sn>X^AOf#>~o
zhL_4_Ap-L(*DX0G2t_XUC1y_WRp*-DNgD8+YhLaL;Pz2uWMsm-?FNI9TaVZKj*R$!
z=l<JE{GYe#{~iS-r-LK1A2Sgi!h(alg1?Z+YHK4=QBnP)cp@FqP*Z=mw`cZ{eGl^Y
zpUV6xA(5Mt13@AhnKw&@`q`f#thSZ~w8UXFf-afK53*Wq$Uj%Zz`(Fvs`5$xKWL%<
z(HXdSPt@^xO^{anb+!9*PQ}x_Yh$I}LQYv3+SSz+fQ7>FIG=d8w(@{pR3LA?;>e{A
zCePN}B{C(TJ_8k`XC@`$gfBA8fJa|mVc`xy8+|yg>^va+lPwfPOiB4U0*5WO&h0-R
z`G5PaXCp8)?hr8UizE<`1}erx^SlbGe&3&E3;IDPvs>Y;)R|q6Uu!g4OJ%kikK;VG
z0#|Ra25|CwDuSQmlN4tC*RAzm53~RL*}D#>=L;v$(<MAup3dzA2ML4ZUtUfJG+T8(
z{!uPhe{F<#11L!com#EV<=4MjoQ_3cUgq7C{>xGPpMU=UzVq+&3lB%o)Y1ah4}6js
zbY?`gvQW2_l$EyyFfIynbN%x2NQXv87aw^5B*Kl3mDMRh5%&M|5dP0L-bNLbmGy_B
ziJEM;AYPx27b}ZwUgo?z_r}w9fMN0(2`MlrNHo0z4ITZ*yVZ0~Kk`E4|L!2(m0n(7
z?cQEopS)ODSi*7GLMQGDD=H#^>f#*!sm)^<1fe{L*P<)|KqUDG1WaSUo0IVIfq+NT
z%?7YA(=$4HY*H*vi1L<8N>1L>*XRHCeiisQHLsWyP8@hNM5W>vXqjQS3kkdm2$Zbo
z+nwc(Fa8dR9jlP_L}QP0@O{UkrB87vhRrunKcsIrw*-PKpL!~qAvzhZ&OP9J2;j0q
zDVJD;NJ!=f)`tpN2mlki4zGAuz>iEt#~ErVCbsF&sssfpHtg=ISOAmTJol7rMSK|&
z6k>L^COy|9P)%ZmO9`UP%u}RR%On+iY_q3~b$=!uZpc=ZyK<`jCX(YxRrno*GsE?7
zE|$$Fa^29(r(13j`x9mVh#EIp4j+3~`m=4a3<9xVANDwlbeX+HtOEZ=A&<=5PjdvC
zS}B@z`4KTITakRrjj)+H%V{VnwoNB*ub%WE$$peIE1P;5gz0caH2q9e_ze!{NWe)(
zR1S1ilAR4VoaAQ?2|MymZHG(x12c=0Sy2B9!%8v>9~b_oyuKdva*+#A<Dh2+7jVEC
zGR*L+%3H)5mGoz10~4#bJSl}v_XnKikbk?KW%>Cw{L}DJmJ!0d;qalXt|7!cIv|o{
zHh$!=4{@;i7@JW8-wP#Tg^MMl>6Enx)ZJV}mK^<-ee{f<NX(~E!C{mms#q%m2SiCS
zYsiqsDD{D<qG(&K_~{@KqtxA9iDSWBb^FO3Gf>Bo*c^kL$EOH$z&Uu40;5n&8K$I@
z{P6DQ48P9|k%m3@t|^WniA;}GT?r8@GufKWB5SN^Cfi2Wk1G!{C6b~-i3#ZDmRJIg
zslSBXEn*SbN^v{DHv7L0j~mINr=<OKe<_HiT($?QF%z0(X69nnSg_7;W}vZAJu%CO
zV)!lGl<D0f-s9c`h=@K83=9Zp!T1_3Ru9tM`c}8#Q9*zIb1Y+xJ(kD}J0HC9un&m-
zEdYajae3MO`h5QnE%G!V<AHN>co_1h^_M}9KkUDCy#lGUsag}6n1jJ1z#FdJ4THsa
z>>I#A0Tv*IeP91so<v&AIejf074NG-)Z#-)p8mSdT}em<F{`yz{^dV}S#iW>01t3q
z*T4zRq;Dy?O6XI6Dn<@y%>P7DEpCsJeDJ|$Ckj=8h;jJKdO;=`Af1RNpw~qRNDIAv
zaUcxFwycPn`{jIe!b#PUO+lz9TUIE*4IFY8dmok}wORfGXgvw_ZVibZcFMyKHloAO
zna~|7-i=lTySrX9-i--{1h$_<(t1|K?U7R<auK$y$d-dDd}3Pusl7Ixc*9i`1ER;4
z2W_-<oNhpWo_@5M|L`B<%aZ!>uDGfG$MN?~3eZ0Zn(VF~WXUkR9wj#rd(J|^*|o|m
z(!;&fvnpZ_-v`n8wQE(o=3|o&fzp;0MYE^4Y#x7GIw|f0_JuOeI(w`JDc09wis=sG
z@?IWcm*cj?GNk3Rf0`B0$%p(G&M}rBtT)r3QQHY1HfVZULvsE-6#Nr=R?B@1om>!I
zI1*#QFDeNa&H+C{nqs_@m4ZmgH}pFgz_0g$v3*kbFzHgyWF<lqWz&r79V+%$DpG+a
zLqEl0Hy3)hQXB>CuOgm$u5Zo6VhLN{F4}%80<lsZ4$?jg3@Q2h>*lm=vkOY>t`vg+
zD>nrfZriZ{PR4L-D;A}1I!rgqOP%3gFK&{5I{Qp$Gr?62_%hY6Ad_9LkYVJ8L*#p&
z*xR4kudk%mkdsvk|DoQEIos?j#TA1HBQh?io5;ByssC&#xe5IXph~!VfPn4aHwive
z+QY7X%f{t3NG^klC0@#7;N6g@@c8VEL+P41Ws1U^Nst77+3VeW6z^fT#r`x2gL=lo
zK>!WJRmZg*r^hgpQL(2qP|XOw&!;3nShQkBs#z&!P4BmDB_QCk9;c~=U@ZV4jf&6H
ze!2rw3K^R=n)Se}*VZ>^gEUCSQ+Q*ytJ(yP%aS=dhxvE!5WyHXb!!|I8#+;5`=|_0
zo>!73iaV270(0zx&i-f;gXvV(M_`&!VeotPbnDtUn9e=yjEszQx!yy3x;=(LL_}n@
zUi;e8(o$DFGc$7m=s80ZmK3R?_~6M5zFcJXqVtmthGitI|HXuNA%(-Liv*Ef@lPq|
z<mLIt#-ds;NWE0TynwhJgOR3kv)(*kpAwKxeqU_*bh*wwv+c|J_{?=fJK@7Vko+$c
zD=?lLvtnoe0K(VK&d%1s0rG7T@=a1os`;bW|8uVYumAZ%OD>u04Ja8spdR61zEq{1
z^+g8pAuJ-|HD&vMp;`WIA?pwzFoACN&(EXOYK`?ySL&l<V|(5$|L5Vx|J~2nO+c~z
zd*YR<R93lO8-sa%MIu1}9!dc@Iolka0`|K@@9o~5Wo5Lirc)nMQ&VG=1OAt~;fuS6
z$Kg^v4k{{YmDBM8w@1>``sC*ai(t2JKodQ{w^uQ>un<yF!Q$rTo|>A<Li|cVz+iU!
zzdIur1e<{7@p^v1eyKw63JD3hxVp-D*Qqo8LM{y+a?^HnWL2*>4~UOP_aR76N(#yq
zjoJnRzb3DDet=5l8DH{WU$_6)-SQBHhKA<%G=V&N@h@qVS5QFA!-ET`NA%z8o85jf
zVDK2?9SakaPh%s8qN3u#Js|A<IamQA?Tu0iRv<WEB59_Wnt;#E|NVADvV9SlRk+ii
zSwbQr@}073%*5eF=wFIuVgKiQ<xk*~lCmto{ib8`@EZv9UK@dc0PxAy=i3L={AXC$
zY(EcHR#w~XK3K<-rI@#}yu44HuXnge_`JaY!fWT{@%k&PDazYo7DNp#E$yfExWvT3
ziVFHv4x30WhrO=eULpObS1*(CRJMQ61LaEXh-QcVP<LsgM0a4M4@40l18J?8N#OpD
z03HfEKmcjFSn)?@CiQ}32|F<`La<njuEaa6g1Di9BOu9#`M5b~!$^Njsyo=4s~DOx
zb=Z?Zx&;)*XTw}|iG?P4JB3x+8_BY@WV_2IUmLn*o*Q80px!mA7InMUj>W%uaQoR`
z)M&Qy56H2~zNWG3(M+vBxs~q2F9_6V4cSO#DTD)ymE@AzQGxr9xRLF`=FYI1<!sef
z#tJT6hcy|$xAYK{2|WE6LLQ5X$^s)osErY<{J&^fHtov_u1eem>TUd$8KR>Vy%up>
z;wt2_l$`Hd(cO<wwQTwtG53!oQL2B;N#U|wbNqYD2yOu!){_)Ztf=S_5aEMba9`6E
z+%T}_04G7sbbdggi6kkcEXYOch;ga$%R%yBY<=jg4I>Cq#UMIW14)Gi!xD7*fx*K0
z@dfOb;j5>ykyRK(Pd{Nstm~I=(xJQY`ePSUDXY01+Bw`Q&k18NlH}u3)iaem3*6RG
zR+N>Ob5K$m>~ZsN8R(sZ0F}>CV!1l49Lzl<%b-saowmn(&IHKc4_ZkL_Y(<Eo(!9~
zuos?wJL7o;03ex|RJBhkzd@E7Q%KtM(10hXYgn$zItedx+;q1bGEHG4I@h~_BIcg8
zyYFB(Y*ATBU~U5Dgw-jOf{>Ej<KXvdJugCe7Rtw#rG_HNHqB+H_1{lyk=k&gE{4z~
z8$StXOzJQ>H_oFhINg~vH-7^Klbd^<m#?893QAmmM)s;)z-8G57wi$1n<PN^0-uRk
zP_NtAO+Er0!i#HpIBe}l;<Hq>&sB(jptm|>ePPdHoaDv)NtB^Y<YC`Y#FIp*3_P#B
z`2yd_uX}%~>mNwraMb;yiL2&4<4GRSM$#SKfkKL0=)J%y!|GmrfC`DTK+F9a4_^Dz
zm#r8zJdk6xy}5(WH7@%~&(oiJ7Ioc*Owsn6Fdljl-QMCTJP>P@RVYjwUfr^j3u@H-
z;QEe){734N5<P>wP;9>wrkq@|dvHF?#`cXLC#fO2pt3sLSwpHS(*nkN<jLZi-5sBS
zUm0rCimCo;nK8hj*|ZSEMR4d2uK3Qrgcj<N#K~?u-8&(mK4<Osid>~P2s}ylyXOI$
zd1d4P6|{Am?fut6Qd%_!*le2}l%(hYsZkh%6@Mg%{S)p7l(!&!BKC~pO6j{mRn}UH
zmO7h0`u9yV%ca{7#Q-kFiM6Kz<8^C3xgF$65aUaBY(scs1+k4<TYWgmpUhrS-o=Hf
zEpa&MpTb!J<y>aGL1{F&m9$h9)M<4f_j}crU$V+7c~)-Iy#<f`Pj5#Y(a<=9paU|?
ziRLmqJLbu)_w*JN`-x}xTsTA%_gCH38g1b6U>F1`(k?p&S^wTfb*M74Lzcu{mEQ#W
z_Q=z&*uo@P2ay0ozKHaQDkC!)mzLBy;`fkf_c--kpxb#PUDy*F)2b;#qH)7v7k2?j
zfo`dOW<LSA_um1-9lh1<$oe{&O52+m9)GXB2Vs*E4|9^c7uYas{mEjLCDu;9f=Act
z(Mn`1A&;W4cpLt=$o(`E*$%a!+co$oePNGl6qAn|lIgY2+oJxSBj24pv3rp21JlYA
zT^_Oc^?HYGMLH758>Fs%lXAa4M(tER9q_pS%mGj^5!G<U2=+a}6UsOH@zU`39X;dT
zKYmbPeV6(PeaeSW<>t$SP>*5J=<{i{&`l0my1hTJw=%gpuAIH$bsA1PqAxssqH}QC
zA`|5;fW_H<u6tx76%MSUsu|g=p|gF}Yijs6p{GX-qZ8S#-~Z#pwo~*4-=oca%415^
z1LhsrEkf#gRWG%&&;=9;t=GGbgL`1G8cTm+k73}akj?3Ki8u*80j<ha3c7y@4W*`C
zyZOLDAWY0n1Y=HZ5BM0NmhRUDWoIOJY-bmO*;_sUG5b<Oo6f1#O<)?Bof{@C@ou2b
z&KH+ONlD4za6p68lgPh=ob1=!2L@X3g4~ISFb@)MUts#L6wlCHriOAHgi3PE6K;3$
zfmkOMlqdF#!$MkIZ?m0McyO)bs}k+1t<)wTj|HE*dxxaEfYH8(wtx}YybKeTji1xv
z;}ew!)2T|gC!DanIQ?ElQ+OJ(Kvq*8#KPVRXO$}_Z(rRr&)uKir%r48XY<uXgrKC>
zgs-@y`j<yxpFPmRn*1d#wYkt|$sJKSO>Xx}n{4UOGl><lvIzZ*GuTyI4GB*y&6^33
z_<Et=gTS5;N?1>G@>udIEf@4L3RrG>D@zMGPI|Lec%3Mrb2si^k4p9CKFH95SA6Q}
zPdFbGi#nGokzV_MbiC#0YSmpl)h51ee{jYHdj=tjn!gaU70#6;a*>TNz>QPA?vdE?
zpJFvaZC;T?>aga$<iL~PRQ5CABliZr3c7n1d(asSad5gFwnyujli7A`tl{PuJYvqN
zYKJ4<t@k`xsQ@(|@G2%OmO27Jht5LTe#d*VcR!5`$&D1k_BKnE>n){Z+T1CDRxSS;
zGS5q;?(3d|nAE6`1&M^^1}m&~hO_=H-|shAOgbLlr6$%TRb0K((CLE}wJL_EO9kFH
z)h2?d%nl(VBMiJ#DZ95_;^fqtdp_rrj>uaL20KT_!8^pxp3z?AHYBVJgXycC;0T$Z
zhy<bqdV-LObeEm$o*vXOE%#4J6;Q-9tsgLrTauZpdC0?0iACPn$~NqMNH!o=IU<9S
zMCsU@E)c>J2@EX1jou3{PP8>t`pExUI4{@O3R<3hu0F2XhhDI0ADY7*fj%CbxAqH*
zN0hd;)b*|(Rkf_zEh<7BaKvm*G?PGPP2&Sx)h1+_=K71*<527#`OSOF>an=3QsF@q
zxIkOf=5VN%i^D@s7gt7H;LM`Z!lK|&noQH<vpp$HC))4voqQ-x+0>x1BkCoIVSS%i
za?QNIs*|9U%+Spd=9qhpVM^UbIEBfgV@ukJ?(0x_bocVWpm01)O7k8~agj2lmCi`-
z^*Ouf=~=<y)+n*$di4HmoBoVSmSJRWgCN0$K9mHt<)LOr_+g2KEekcS*XH%H5ZUu(
z*sF%bB6>Puxo=-%F)M}D48v7%PZ-AcS9G&u166Uuhhz-u1ud{$D-c6Flno5*=+Bap
z2=6V}!g0m*{M+E5M@xfWrFaAkb$3=B^AZ(%gcUw&q~UZ+Bzb5*UF_3_yT%eejrC3@
zJhxQkz+L+(*mAKWs~II!$;R~CNOON>FwO{F0E7rTzqE+C9+xIUd{uoRRGZ|I6F**T
zB-4J!=Oe;DAB1UA?R9hzCVS4h6#dCCh+3Oai4-)qj43@UJoZ}=EZx%s=eFUROsRA&
zB+y(AL#n$Afi0s@nEPEuG*{;T3as}0C8a<zW<Iulb{0N9P*7x<m#EYutc0WizS+vp
zCRE;E10Fz6@jep8k3$tjfhoQS?A%A$Vffc=BLeI&tvmK8D)NGz&Wee>-!-fp7mU0z
z>N)t3R~3LNJUJ*6VYM>0>A=>SHq}Sh1SQps_y~(;;i2L(-;go{<rLHGTyBF#-xBk(
zZTAc{xd4&S8dZam2y*f5%4P~OtW^NLqpS^OLZ(*MIOh`-`f%+)Q(8q!kE>D(hYi{_
ztQz=^o6d?20t@MX(IIb<yHNFDv#db{Wu8lo_BNnrATFfLTSJP!h4xu$j&CjN)?-gX
zE9rFVJINzW7-CK>&Lt)E$Xa2HvCpCKST8-2gK&j7o#Zq=YOJRANa#pvxo3tj{Zc#H
zK5sLTK_{q{U_4ht%^=0hs==|Hiycg{R%TR6C{N-(aZiYh=mzgsafdFgO#FCpSh|o5
zZ^odZ_G;m|zdcA};=Iam#gr8ibx>M6VCWeC^GJ$~dqzRX)`?dkGP1O?0jIrpvLodw
z9Z+Dflr3|xEC!F|<+R<Q1K4G`CK=d1YLVB3QtM@tMQy0#>VJp7oZNH{%+oW_g_DP;
z*~}>nE(eWo8c_})*|0F~;f!7%2rLaA##s;OPL?8ATH1sbYoAQYIm_`=sZUY3mMosd
zVTxY3$C^dRY(L<Q5Wqg?L9uUp$a_?EPuP}NWvz%xuTHHs-8F2<wH3YCS+6b5yj7}p
zwhj!U)UNf_Ax6bkZAtSgU_~TUJ4GY5(H_ZS`OPv~zKh;C&iC|(_)fC$7oh8%^_%iO
zg2P6RDs5S1dzLSy8RyY&fAJ8I>i3?y<n1N&&i}yH2wLhHtwFl-n_;w^{C(p%JJ7$O
z*>wI4dhjM;kcXN$J;)15n{{<Yo!-)hU|$R0Ib>Wz(pEO#SRf+A=yeXrH9-Suf=7-E
zUtF2s3L$5sqm|&)4g+mDRQj*plrJj&rp9U$5dULxp~QzqOcr;jLuuY%RM&?=wT1UD
zZ7OjOXhvezcN5#39SabUZ%VpgqF#*>(ae940>)ZfI&53S^0OC@j)E1M&gxVH01hxu
zv#zZ}RCrto)BvujV38H0LVtuOP`Z2DP2oP#GZ2L>*{LOjuki<QOKJ4lXAM9_xW$Er
z!9EVrSNf*JBCxYFeN!Qs?{pe>W3mpO7#J9$E%1<!>s7|`TX`OfN8~Tq(YOCtLsOE>
z??A%mIB#;ak~*2v6c3J)3HU2(y7WPc4WoMHCzdnyi9rotar08**rE<wrH~gJKQJU7
zpGx;u4)VGWD+5CgE02ox;>ez_^U?{JtC_$GNH}2oDLsbT-k9aD*YWvyBF&!@g~Z_K
z2mfA=bj#uHoc1U6Ry5&RMrMy>!_iaQFP#+KpL+J}BWOy~d~@cSmx&&LhUxa~$?(_g
z!*F<lrLIY~DUX=oKDmE9%hR;{IaDy39aDqHu72DlRFC<Xp!C2(j+Vp%A0u?Du$y1K
zAP$pW@3JUEU)t4kAh|Y9|K09ZMU{F;w=tbRHJEB6ooRXLAwU63>2FniOn2j;jiQ$1
zR%zIT+d;`-aaas+4q~HZp#I86Z_f#fYAsQX&W~23^>?>HoQ#c%iYQ^=85vc}OF%~a
zUA{d{0|zGM=Uii-qVL*`d8bS+MW=^J2=|Lsl=)ghb_q*kI<U=6{}^LC?tQTGQs#df
z84_|c!T|3YRS(F*OQ8e5fSvA(C7e%u-l!tiMdjde<}k%}*vy%#<^57(?m{)9*B--O
zw%a#pahm@ED4rQk=d72R#*->upBlh9fN>VHPDr0!+605J9bDbZ2vVwcF2b6`r5Dxj
zO_32Brw=Gi;BI(b_@sSzGI_zkE7f-tM{q$_99^p{4#o1c3YfOv?Hi#r`0GyAQ(C4T
z1e(1r?MMDvm+A_{t!{fe5_@jBRnaNXUz+$O>6I``P>?arz>O7<X2bj?T^oT-*sRWB
zrsqg-fpHE+r{X`d4KEi6UgzuWxjc{{?$7j9fA@i+mbG^d>$M@oyIfgW*{%+c=c%GE
zEP{eiO0NtCMn(Z-5{XlTb!M}=CMH3(CX+cpM#|-CHzaTV86f3Hi+3j)G0@P!13udr
zX#tfjEvXIdU@#uY{ih&QvFFRf7j5m6Fh|(iI2M9h#$!DQOg4@m7nBrDN0d3oDU)LV
z9{^iHq`og=CLP#Nm6bx`BscC6J%KlY#m}YBIS5QCgrTzdK^n#BJ6|w!({n8T)dQi&
z`@_Xn3!Q(vhV<-W*7F~SCS!0X8$8(E3oj1#g^8XrI!(TYr1V1WV6o54TZm4|$E8hO
z5O$(JObt}fVd7O3aUQw|$iEwfnOg&}cx)4d9_|en8%=bcb_?m*C9Lu_Rpl_>*9|ZB
z_Q0ECec{{P7Nb`@!R>%V?m6p@zQy)4@3HHT76{na6G{rw^fgOaCKG5Ko+V@Efsa@;
z*ajh+TEN9z1zr9OM0#!+yAH~-m^Z*0&(}7?>n$ze+s+tcw!g*gSIlBDikSyK;C5IB
zj!bjI`|YhUrH2Kk?0JtXL207$U!-8>kxy9E-x?uno596Q1zlE#AU%&=ehsnd#h7#S
z6IwcGh<vvGatyZLjKj`xj(EAMDHP?T=xdgiSFzjR>RZfQaRZB|{({i!li}j1kIo|x
z(SZnTJPwG#;GQmcaB>V@T$lh812uFSaR^DNdE9e~ip%Lm(`)7mE*cZZ=^LLgbL}H6
zp4=3n=SRTBP8XfWokMz75xWk-2^ief9uE!;!i$qbVPc?yPGip@DXoBePE>p@S`Ir2
zI}1%bJUj?*F8N~N#HNs!lM<DG{Uc_set^ZlwLs`4Ke*WIqVt&3;^ha$V{mszJUB8G
zFHVnyiGeCQjXsT}RGxf_&MhsG{QNiWabi<1@iw?g+2Ao2Pil(Lb0gqluY=CNo=19?
znENp(0fW2Q<H5m!cyVF~O!QUIY20~H8w@|i*x=AWytz0E3n%zMUQTrHh11vGVdlzP
zSUj~2La$ALi-SHok2)g09t6g6>VY3#To}jHgONv&l$tMC4?In=<_}(9t3KBQT8CQ^
zn7RH57Eka&=$WB#vDHE6@fXFHLvSJncd^5R1O4#g*dV4H#$P~E8qaRY561}{`<GD*
zc7cBFZR)3Ad=QJ7JHxQpw-G}3c7=<T20G7vi1eINb{$mYFn@$IUhM3IH~YK6Ojt9W
z00961Nkl<Zw~Hl4uL;2Ipk(ejwk9grKGg$n4|K!R?HypIuY^vsA0Q*Ql-&kfI5s%a
z2QD^R=se|S?Kbdp!;Aer@#aK7`1Y{F=;e=b`z7yz!@47Hu>JIV?3&vG0S9_PNkN9b
zrdS(X48qLCr?GfePlVoI0v9I}bRM`F=^4EG%};SjIV{X|uzFEH=<Bjiwiz30VD-X&
z2)VZy!S@!SZ3_qV9=V+k78H?xISe!Zyokj!IwSP<Y`8cYq4Ut4NY5+~FW*!PtLOKC
zzApQN*`S*<k^FiE_qcOvGX4I59=ru)>}^9kgkGBr7Y74$9&u2-Pk0%P!988^;M7>W
zxHthOhE&^dP@rvC=l=xT552^$RlN{!c_Ne)W$9~{ma_MKPG5PAnai(Y@wD~`y*`!E
zVfcQrIuw^yz`|4$tLJusz7G3?+;MZx;oj3o9N97$Z|}}Phn6<zFm$hgo;>+)Fmw4e
zES}a5q1UH;hy2cUkUt1-?@mXDmbPN$(>h%LfSIfAbK0lTaB<K@=h3Ic`^7-2eR9Hs
zqr>px%t)B%tD=+NNs;!6;^LhM1ins!A!qR(tNi-VHq?i@crO|=w*_MHn8pY_)Qj=W
z)4$=HN4YY-`Dh>bcC*3gl}`nHGu1b4?xK%1lf?%$apm8S!OXvcvDnuYq5FEk#aaWM
zXWm14PA&3BHo}WtUGe5n5BPSq#^^QAaXXOlH^rruc=b683rD#kbboi8U)dHB@%iXA
z_knmFB-}pLi+XT75;HeG!{YIt2t7H789Pn7B7W=?l7zvXZSi1lZ@f6tpBXz%ye!a1
zn6cp*Zoi1f(Ul$W;leOX9qNkT*F46RM=|yCp8QdLW}Z(<hG8v>^B5b1W9F*cSUjZ-
zLa&U6i@hE?`yQ*^20fhd;P@!KI5&o|!KkBL8&JOc)%z4I{H+yzz4JQ<AtELVy?#B(
zE}w3rFEMTOtyxSPJ<PwBHoD@QZS>k5_u+r!IkvCphYyeDV$J*>SikE5wjW@hcRPJ4
z7&Dig!{V9U5PEk3T%3&2dGNN{`zdDHSiPW+SRE*w><p3oZXNe{dS#9n8-!x!(u-I;
zvkO9R&tYsZ<Qx4IT7FNl@^f;F(W2*O$jC_H#_@@G|9Cz&Ea?LcF$+6RUkt>IMJKUj
zb}xiI_!F+qCg?O^gLoShm&4Lr2Wu7&fW97kU+wXW2uvQ+4gq%-;qLi4sHm($$NuY4
zRKz|uKYisDW-hyo#nU?>^yUn>I2xk!@IBw|ug&WYeO>l`!rGk=;D6)=wy)^R)P;H7
zv3}P>Y(Ma{mi}TVPJhu5ormuFhJ5Wh^cR<Nk2|L((eDrF;U?ZMZhD5rzj`9{#6Y-E
z3v4G}tz}M$@{2Zju%{PZ9O}pT#YtDVb4nC5Ha^Gg7jZbcq60phAIkW}wNG&6u^7L2
zgYrucv3PQGgkBuQjHAb#slBh%%>fUN491I7!<jMU=raOiNQ%xaEs*?d68AW<sRz6K
z^Di)C{t+zsqd&r)tfhnVI`vtJ^bGdCU2$<4EY0<>X30?K>#6@M*Oc`AaQf_H%=lw3
zmMj>Ku$O<q)x{E>dM-eEdM@j=U%dQ)A*0q{%&1Oy6|e)ndo)Gwfy)s7p0|K9Dmoc0
z+RcQ$tqC68UWd2AyRc~9P{_-(2NIk<_Y^bc9l(-#gAn#?6I`7w(5d%Q@j3*2#1Ov?
z7&EFpUOnH8-rc>?d+=(6zvl%Q%$R!sx9)}E*uLrb82T5cP40=`X70h2>wzrtpJ2w^
zeONMY2*RFkr33yt^;%rJeBX5#GqM9-z1W7{J$%r6@Jaz2q(mJRI1cQZN<S~?*PD4B
zAfm(hXN(Qz4(8av9G&|7iS!I{I()(qzl|6(vOQis+r-#l$Qp!y;IqNJ8XHW*$B^xq
zHmL{420<d%lT}hg+M5X6nEWT|g1WgehF;%|*oT4G?bZtcTMnb=z7??Q*n)eG)4(q1
zxM?09|G5LZoAg22n@<>idp{I)G+D2CqpS#Pi?cCVK^^DS3}7cMi*W_%$f{<a58bA$
zgD2|7+~bO>0jQax&a#T!dG6l|(veVIi5)6BxS(bL!-morU66+2uhp#A)acg@#;fNe
zW%V|EYS9BF;U8gr=`f^q*cSz94Co1?Wpn8BKe%^5+@!hmH4K-|=ANV6!V4LDjw0fh
ze)!U3BpS%b!20qLG*nbzwZWR=986YFqxH3umciIsY_MHf8&B1ZxW`phecA?{I5wc5
zuJ^2>6zi0=a9zy+Bjr`Gyf_CB%GrJWnW!Ah3P{GHCi)2OZ3kCP1$4a?jdYf012w41
zG(_T1C+-nF$Wh>P>Uy^m^KrP1DZ=~PV~Vp5ro2eR)i`#)c;-zeW?hTLqV~oJ{@oR>
z21@9<{{zws%f;&;CxyfX9^51P58eW9ilXu=G&fVlYB3x73CNGk#;oUwSma@V-~sk<
z)mA{)YhRGgS!~KGU$!9<eH(F)=n;Yo&-g#1j(u&-KrM^wYsuc0oJr2d><{U5KweNw
z3%IDtqgzls(#6b!l~;d7=YV*`m6YR@yD{Fkv4p>iJ`5FjbI8UD(pY7$i@+8Z2xwuB
zw%Us58=Qdm1)^=kh3rBsOvuC^h8lR}XbfisS@ercK}Lmm`F%d8Ailg3hb;9F>}-my
z<~lHt<;kBKn~q2M#qhV##d9YU{GzIe-k(#DT+V*Y^BD!0ACrl>CYpHaW`agaa_IX$
z85!l`b?Egz8S!NmIBKtt&?aWsZmkPLzIpUVt|o}|H0K_dIU5}I(H32pej%$63*s~J
zhmi&zI~&srCHqEv!v+y4^rG0q)_MqbF~wF3K^tsI$;E;6Jghg@Mxcuc{xs2|7h>*C
z6LT*_WMkHoL@e?#K=4op<{9M0$ZyxhaW32=dbD6bM^tVZTAzu4orXN__qW5V;f`3~
zWdM2U2K7>hGoP|C>rnz0H8n)=2uHZ;DxmAR$ZtP~o#@IvqJQNrV6UN*xvIc9$Gfv{
z5=U`5G#xW9MqyDGGla}(0v97CblDk>^aAldi6S<u6mu>`qotK--+ktVDBS*-jUyxN
z@qU2^rnE7_l(S!O<(*)#3D*uEvM}p@JQlSuLhxv3xaumR>#2y^?Lhg(DQ?^&dNTW%
z;8H|30+WhreI8Bwq>t%XXroR05Em7BbPKHACv^#oM_h3^PBk$`cxy}eH`0fpJnw!m
zl9$FxdtC&yu)xda=4hj(h<+jLKB->V;7bl>y-30$4}AppvxBRa0=iz0s=a-r?uC)g
z+#`AzFX)qk|1;{?*T%Hgw&8S0I%b~xf<@iU5i;KcF2>5}vi&X6^S@CSGfOb%d=y$*
zi;f+lGD^^D!z<Y9DdNElH@sfti3MHFATKSt9PD&Z8fKn}#G)SN2wCh27ZYW4+48z>
z^3Q%jOB?pFODAVdByDWYJx=fi$BO6>n2MPvKVwlZON9LC1s4+)blLFg+d5>FV9u#X
zv}D;V*hXIo+eX;o%}O6US>ORPZFzKFABGGu*Oc`75J}eq+6Lj7m~}f2i`p0?czh$c
z>M5b?v5!bE{Kow_vkCWzo-X)Y%a#h5>uQ156J79lv=hwL<<RBmCuFeLm2R6JCt#6}
zA%cfH!c|8BT`zpAZIVLbcvtQbJyuNHz<18^ZkF}hC!C4P#jLOtEOORGa2IR1s>`G6
z!x*HOit)`=)#&^n2C+pIINj0|AG+JZ-^&O_iZXxen)PDbkeG*A;b~Z8uY=$=mT*;-
zN7ol|wfC7{#38o00;j!<@u8g+{2Lp<NP%aACz(Z<XrYPct;}(&xfv?HenpoT@hGBp
zC=lX&W&!5MW@4_fCZ4*Oppl{+`hHBVwZGWw1E;@gtB+7OGi<lig&|*m@lhiaM7o=E
zkIN36{;C#xAmy3p9Lx$z#v(U;1oyOstEN1<-mXJA40hxm(E}X>KA#mxl|umzw>Cw1
zUwce()WMXONw^x%UJhqd@-gRQIu=-KBe0n{8mY>mdvHRn<<K=afe!jV+1Lp0T3KM1
zvjN>VsDb)_g{=<VM|eT^6O_<DG!Y+I`U&UK3o!Tp*gFg8sE+TCe<AMfo<N)kQ5=dx
zfkG)zq$EHoEl`TJK#P=8+}(;(ptwVEPY47E76Ku}-Cg;gnYWv@w;@#6^#7aBIeTDt
zU*5fYXWkvXb7M0x-QEbd{A_8!U!TXx$f#r7(2E?XR#t_*?v{8MXpgndX0Q|spvtYR
zM#l$<P-)Z%N1IvUzP~*dIGR9To?lGP$CRh(nCW7Ih<1+f)>B81uy@qOJA%6CZ;fXk
zIbowWv4K=wv^T`9HugBz!VZ<Be|1MrT~zSciEzBA7<007G1)*5=dCQ@uBw91(=w1%
z%|D;<o0%~l*;>`Uu3B^R8NIYc^BIoh5E&ywT(P#maZ5AUC@W)7D*rtj!uaiIUJ+)d
zW@D<UJ}x)0qyc}Q#ib#$ir)r1ZB6mi)u#4!v#AxeK_5Mljn`!5V@p;6mRcF%ypts~
z8#l&)xHOd2@Xu=<&Mw3ZVh3wOT=%qrr=}YEM%V3^K8a32LPaHZH8saQZ#%4ZFolJR
z$POz~a`9V6K9<^<;I6kVezq~js+3$_J2Z&(hARn}yzwDs4fDYLja}g7sE=;buGO(u
zN)<B(yW{riPI$Dr8$!A|V8oKUI3JNJbM4WaNeF+Q4ND{W!Mq2;(lGh=7ns@C5%+!x
zf|sohx-X7IMt(i|tNUWm#znH-FR7?T<eLKg_=yAV%?rk%3EqfFEygD+9@cq327|$1
zF#h#`Ka!b_;O)&n$w3eXQR(UFVesI=GT)Ph(-9*^&;>n`W$k~NCQX`P&YU^)wPeW>
zT)upnW~HmFti;TjGZn4ge-=MKKj`S_;O5PnsH&3e6koe`jSHIU+ZQihyg+KIWCxJc
z$=uvr1P2F0U7b5=!PwXsuCA`o)RceP5~Ja<;$AvNd6^)jnF-vDHL$*`9W+%MWBX$+
zBMToSK*U^IrS@f}B|Bl8Tv&k#7vr((V<)IIZdA7pdmdp_Uw4G|c7?m6AvVrv2TgSq
zY&#y!d;OkYJK>uFp73!ohO2`Cw#;mgnzwIp=`Oc<_+>&q!XBq%{q(j7ASYGX8(_oq
zwkR#H!oG7aW##XCf>C{35&E$++#L+C@rTyXR9D8fQ!%{q+xuCfZ+m;VIT*mnS{D-r
zdcw=e5H}xjr}vR(XVrlx_%YN6ecIa5Ad#K3+ao2b1jnvRo(d{t<?%R->SBY?jy7<&
z(ZPnVo6!Kd?Uxeyb!cXUzQN{jv(bT*g%%CwBSC_<o{3Juzw;s&Uv#jh*V>zDVsuwq
zc-!kB;-%~+o0X^DU{psNgm$ooyR|kpeCYvARV8e{A{ziAq`KxUhOLRh>;X;TU@AEf
zq&7Gck01Lvp-+Gr4Itb(t{GBt%W*7%%W5H04qI<w)F6L^4)B9}Q&VjGwGT8kRIu%j
z`@GlhSv3IP3=5_i`&^rtV9TPuTs^oYI$dvAKVKR^*r}EL6X+#$*m)15K5K^1e$C+C
z#26drbmr>fkth5*Ea{1F2K&Ot%@nSVM%eO8SJc$J#icu<)9rp*c>_J#I%4tEcJOsK
zgOja3dVkaeraTjxE4JUor~%#x{nU$-Kernv{}BHP+<TVw#y3Nn!^hnWu1-eS@@sd2
ze5n)uRFz<EqFwtk(35{c&WauP1vc=6dlMsUoGrA$WBE4t+(*m?T{s=W#B8wYCVI4W
zz~U*=Hjr&ER&2eEQ3L%D`dM>9J?O>NgM<7hNbgzMAKwfMq#0mbolLN0VIQ7);DcG;
zc0i}r@)tE4QazwL?25#wPdyRZ*MnvP+&HTvG&Pj5?dVf}9Ts)RH-o(4<4SZe#Fn2s
zfy|Fx3K!{MZmcEoI&mcy9Rh9OXrtF4{o;y)(HPaU2|~L&!QEaD8z%)qQ(Xz$&cyQT
z;A@7yZEWCXrw1o19Zcx&3NI&p+<YtwgdW_<fo6|#wA6uzgFcpz^+Q2%C8A<w{o;z>
zA7j)ft_bbr0(VCPY@8;r!O0i$ZP39%WP?GT@M=PAkS?;p{wMfxgfIHEv*&CuM__|%
za%`~iPmCJc7NLV%!`;Oa8<!4)riLoE{eF}8`T$=CESWO^gZc(RjVGX%(5tHtdUW<e
zQztVxJDKCxANxUDOATT7Udzhgd<CNhw?ycmV7NP5VB?|zocw)Z{PKP5uw>RJ81#uB
z)Wjx|#W69`p_{vfuTvMFz{%bi?OO2r=@naVV$`4ju5EBO!^ZifZBUipHmn|qZ@v(=
z4W`(#s2}${-ij5K!*93o<G2p!)5V<z>+D?q8B#I|aqQ1$a&)+XQJ)7PbU*;7!-9UC
zUpf%MZwGH1Ecx+c4C?K}TMngVl{kF%2^P)hfwn=8G;`3LNnOyy&IlWJ-;pCfP)vT`
zddTnjp7J}RiJdVv?B*}q72ED&)IcAE_V<Q+Qxj~Q+nw`Chxo^-dzSaXH$(gc?UOOK
z%<sY5K9OLXZ|D9=uUAp#4}fkkZ9_w-i^Mngb`kmJ?^{7rtq$MZ+=BDX_WDx3S#<aV
z$#h2o2s;JTodKE3Kky8rdNoC8&!%v9(8tCpEjYh?`W3%?Uvu<rYsbmA(#3?&+~MVD
zfSZrGzM!7AD*jy21p_{^hl{Nqf;~*IW?~TTzsN>{STI^cYM&ZJJ=pyaqxyLu^b>cu
zI~ii*PaQZL9DB~M!-6jOW?(b;xSDWdr`aC~#!jN3$2*VG@I^0Iv=6X`y_GIT_xGfk
z1MfbOJt(9hJd^)cpPBlkUoK+LvR+V8se8(B#kM;bHLy8C`}=Y>nD;SfgG2nMSnpZ!
zDZUvhW`hO2IUC&OY@ny3jz4#OfdM@|;o@kFU|$=onbQOJpQIuog{Pmg<tj!EZh_E&
zL2!3A$Hs-9admOOYyb!$z{eI#X7<6LKF#UafR8)(;?TRRCwg}BfW3_o`hV<$F6~?p
z@lf*Q?phr-Uc{)Otr7ZpE3TiiWQd@jaGPHTUwbT>-5-Pc20*QjlUtRQ8`FaegfC;U
z6Nx3{Z@Pj}Lt1eC6c-C@Ts%-9|IT0Trz~1`0XCNU*tT*g%@jxi)4H^GgOfe~X}`<Y
zpTn2K+97mETe!PgVdJt8PKUkxL6QN@9kJx+K^W987;38gHaK^13PJ|AfrqO#yghBP
zW9=v;BxTb~Y`k{Zd<~;M4@T&~KtWyT&pi+O@77TldSg%@U%7U;bMFm$ckw{aj_$Cx
zF+~55z0swuGjCm3vH7Z4f6=_2{lz{Q^hxtN`it69{l%ws_ZRm*#HhX=2<_v>%_;rZ
zp7V>x<@m*4yWpDv&EVrA@QbrL$oj=7fnW5ug1x0KMt|x7@1}M5#qIYnYJe9)KNXB2
zf9}ea!(ln&=w-d|%@8t%6!@ii-2{Fq{x6N?m#;g8FNb$T=+F*uceTdGm0v<rQx)5G
zU*Wwzz^@6G%o~P5{aeX>9^dz#ihdrJuRek=L%SjLi!N|?v%|(U<DsdchHX2~^WJ;a
zx?||p#UE2AeFisITl_M6IGX!3!P<={YOncm_D=NZ8i2*~N5R*p37i})(fi{TFg4}h
zsJMLXaeNul1);+_!QIUk8&`kL>9G4EzYgn9qFd+YnEG8mxVhTkmsvy5+{Y1XH=VA%
z=5}~Ah7bM-?b|kky`33GkLXGR`R?A6o!?x(<`}*V?TXMZIt%2F<>c?WAV>ZQbnEO#
zGxc%uhoQNT6V`4LWm+{iH;{N8KOK$^ZJWW-!TcRI=m>XL8*E%9u)!|=EPJaqoJ6-y
z#0Gsi9cB(eb8ljUGh#M)f#HKYpnV&08`$ISeOVj4I(HpcX0Al^F@Bp%<3DB)^5T;4
z=afarihhlVb$jvb(0K$;45_^)cv2`LxBP*JJB}dhc`QzinT^VlGWd?*&v3Z2tN@>>
z>7bvQHkv4@VveRE)X@k>%K7`Z`i+%fBKEpnRYtED2D`nfslub`3e46tL^EYII4G&m
z|Chggi__)&LB*!yMj~s+0p#pCgtF*YNci?A)RdOOXc&KnP_5wRC<?oe+=C}jk&ukS
z%QumG@FcYSMC+TeeM6D6_b|$yzeMSiXvB}13N>3RX!^>YM82b}5TB`O<5Ow_75q$X
z&=`l`(+0wzN5aFZ3Vfobg&-AmSSu-Gpt?3(lvEH^#lO*L#gj~oay3GTvk}}4)Um#`
zH8hnQV|$Ej23d(U4^5TYmzmh6VZxn^Vhn3)i1wB`u-8$;m#)TiL-5^9{taI%Zl+*V
zpcz8^&ERgPiS?g2a`Wx?GV0brN4554rXv|(JhZtfW_GecN1jdYGV&i~V3fNtLfnkt
zZm5Cv?QA(4L}$yFk4AOcK>R!MI`JkC?X7g+sK<ZO|H{|d7-^%A5F35C>!@LUGjqDJ
zZ$~135b*ZIJi00Mu)hsj8EV2_Qx$EEwCJX1As?IR&}@HAwN>G)t%hG*O`)ya7~wnz
z(X3C;!xzT77-FmoR}EDxw=;oe<3`vc=U{?8Sp~?guEt&`a|G*Xz*bEKt#mZ#re{KF
zO$|=u7GsXJ5&hgzT?Nyu4B<$|<#Gbz*QVrQxS1Y?n(4w-Qxz+nOlW3{-5LBk>`pJB
z*$DQzS|C_g19s{vXsxF~H@gZkR#AePs&eh?Tuw0@$aOr~Kh~w?VYrDdhMI6TSYa=)
zL1rB`sH(=^rkoAz)VTW!Z9uqNScV?@TIi~;MZfQ3sErPKnuwHhK*fs4bd2&eMu>+o
z+>JD_zN4TnN@b^$sf$`FwJ+&4$eFj3(cNATi`rPj*HjZu`fBLqqz_Z6I@?fmpzE;B
zj1khzm|KVKELewq@{V=bI^+}7$k<8j8UwKn=F+UZl8jL;ED#!OPBUI@7}yk=s*SPz
zj$~FcnKi(j(U{%C4h}q<LGQ#B;ENzLv~Q{pdn0v>Ze>9;2S&v6ANa81ZW>1Um>|U4
z1nwppSl`{AD~Cs!^6fx;kG5*<%S>C&di0<1*wx1oDoXO#qgTaoK54kXC#@qsNlCs>
z+9B{shx~2OvM!%ws*R>vl0NCKoWrpcZG#n285reegb-Ij+tAkLUuYZh(cVfMj=FN%
zhKq?9)ye{)EiK?~sf7)Low?`Xw(MqPiMqJ$IcE2AfP=B@nCPeDuhHGp2#Y>-g0HO(
zoJ=&(+uInXJlQr^UP#2KHkJr&ZOO?W>cTw>H&g1CzvUTb_jZ7T3IE1u`aJ5X)xHdP
zp4nO*&Lv<}J1c~?wS>EsHa3K~a(#sB@6ci66U^@GD6=L{7~H}foji=-XsQVhYi%qW
z?2LlaYD6U#HOT!TimnIL26s|1s<|mbd`;nQs)_X<J8(KYsH3k2slJ-F<h?)lGDasS
zJvbVw!^2b)OS{^kpu8GU>9YOB754>glc%6<>SV_~kAJsqP^y31&=7pWis&qiaxy@O
zlOf#o)UiI$iqk=mB}tm?uXAZuzawq!(8@#$_S&jwXQmBru?%GIbI%4bZivmsC_8<G
z*y+PvR}JfZENJ_*Jzh?qIbL9cARDwY(uBR1D%u%q(cmm0XIk1}xSc*cbk*tS+nQS<
zp|leB^JLqnwW)a+ZmNf&rh@*eqY2FlD7U|wA?UBVyhndEw-^qBekHFBo@8N^iy=as
z4Y_h?MarSk`;~)Oz$4*KMhRCA7TU1aQN@?8Ms=3Ms<<4Cu+hVCYkjzpeu4+rPuQ8n
z-_PHXlt;_qP;+avG!XU^H0dEHy!`|%Rm^oZ;l?gJ<*+6x7oirq_`+NdZdz(s-PDwp
z!!EHy6UEt;mQS<#9q_P33q7tJ+URS-ODuEV^28iitEpg<t2xaSXs@AyPKH`=)KHaQ
z7j5+sVk;QGc?s%bf}FaTAgGIhg1V^5Qx{v<VYsbWUGx>y#r)C+H+CXy$}hwaU2P1~
z(T0nv3Kkn1LZeY*>?`DNPYslmV5%&7T`MhvMx#dPr6ror=%=lPwwmg&Q&EPCsw(Cf
z8KCg(TRg9*Y>?x(4Os;kW}t(?hB|OjSH&_bBU%@K&*9g>Kv@Z9D$2F5t3{>s`rd+o
zKe7(GF{=QRO!d)2R|_5*s#tGhg0!k?oGIXc9@h!|l8K-$IB<5@EyoVKGdVl_-qb?U
z4q|oTZc!O}7--Q<q~!Zgj5s^oFDh%8>kWrrU{nuBgm!a;yPY03e&^5a2{^~UPSoDV
z6n$G;!_7_?PL|r3(9aoOj(WH$)vrj-D#5pFBe7?CFjV9mm_t~3HXfteTO+is71v)4
zb>sH1UVq0P(hZL>yPuOxpIJ{+1%FQS!+;=jxL9Z*xQRYi4|m1=xI!dk@sFJt|AUY!
z$zIF`^{oSp|2h7(fWLx*g4zHmc>#gx>FG46uWj45P*LHZ@bUHKP6SFxkw3Zfzsksw
zBk8~Q@5^qi%gV~4nE)Le9B2kQQ&Uq67%%`&p2%+0&(F`ttXZ?*?(Pn4ZEfi4>e2wi
z;lqa`K3;N@1?hxt+qR8nv?JG%z&3w>fBIQn{Px>#G+QGHjI*+`!o-OaQCKM32_^UG
z)29#Y?d|EchK7dd+O;dLT#?*Jaq;3sT6ezrhCAU}n%LM_G;Z9O{%u_-D=VW-n>Hve
zE=EK|giJsx$u#-H4?ocN(mDtOR)tvt2_zs>UPi$8;pEAa^u8n*mgqnNXO}NuE)kSS
zG7K6S8Nt(2azQyKCx`xaq6e{)I3Xb+^mFNQCA@m|iUv0t7#KiHOADPkb&?xsn~{-0
z%aGI)QoqP^{^_Tm^42d>mgJR}mq#-o+Su4oyYJYsL*lx!vNBAYHVwA6wzTZs+}yBc
z%^F(g{!PdUSdnSP=x8rGnXz%BM(Aj#i?9^_0V|=Xq8g4HAHjaZL-alJ5>KT%-(=u2
z{Pb%~4m5{{u}0lGR954DbS63lT8ngO+z6clt!U6*eIVIENcwM*!GlmP$RMXKwvmzC
zlWdf_^)O9V{);S$P0mz)K>g&CGP)Fzj28*{XzRmmc8N<VL|S$!y@wF8p*hII1a|}*
zoF#Rr!Ts2Lbo4To(4nKZG48y`tDg>!vhX6g7;QX6r%ShRF~G@)bR=h&(QB?e&O%H|
zF*^H5woMgPHMsw}03DkdNy=|#ggY_v<^OW%6-;zhG4dl(*$IiuC`DRcIXZe7NetkE
zn&=^n=bjZ6Rk;5oMItbdJj>*LSS0@jQ@*Sfm6g>nl#_koT~t(5<NnihbZTKISr=N^
zBJ5$x`_)CkBo^7Qclz3EG_^NCw^4^+)@mJs2kybKi!bHKPeZ4c_LA~j+9T{?a{X;U
z<V)G$>fHpG1+Ru{*Uk8P_IYH>S!|>_JWEHXU|Sv=r2c&ye0d0Ft=A)X;9fa4AoU;>
zomx9d)dMGlMJD}E)Pq{T^eh9Nf^8&q2)0GoqxUI?>RKJ7NzW?A=^Jk_qOa^JqYc9^
z5*>2T$<JI;2S0O!J<F<}4)@dWBC!B%y-j(qAu=|fd<i`*6?i-8^R!J_68eg4kWoMR
zca!lVJ|As;rECz$XM=S9=iyO2I<<3?d>-1mBkUf3(Bu13U0s9yN5g4Wr4|8Bvht%6
z(W#A#r2IB62)oZek@&t48G8@kqZ`CYAC2$(`;Sx5skKzw(Aw!Qv<=+EdR$^I(lQGr
z{EVKiI)Z$xafj!goDRu6Iy6OCB!8ghyQr$FrnZ;Pa;l-Of?E-9<j8L-CBOddqpbWI
zfqa#B$`|>?RG#+90bvi`vwaftNyImPG4%wdj0%EBQ~p4ThSN4QfVwExH(Mg?Nj?2i
zL<;Ad1%By$pz>p~(aBFrzP}~Ho@Ulh{=HOzUpA9_U4C%|U8vQU+APr!+NTCn51wbB
zQ;<|2A;=nGQEBhlPZ2G2weU8_$*XZR>mMCAL?j_5J`Y`5h~zYsXY$|bGgF`R{Ygw2
z6<DWFk{G+Rbd<C~OGkt~cpn?c_S?nDFD&Dp2OV{uHaZEN+Bi$fZ|#h*`?7w#zO?Xn
zz~!4Uh>7Lu{-dYKxOw+Ax^<8|9a*G90y?#k?x(o&9wP8QynLMjE3fb26!0U4e*GH~
zl4Lh_)ZI_{>oz!f{t5iNZ86}>-(coB9nCv0!j?U^c(3L9YH!e~ork0j?L2TNf<F-Y
zuaIBBjol0lWCI^Lzr<4)+BhRD^6%6IdtAQt5;3m@b>UeuZbrn()CEyF@W}rg<-p%x
z4C3!EQooo<{ovpBi((scT6me`<h3{S6y93Dn2?7qVq@iZ`z1SsJxKY>eI>%xyNNJs
zu@<gfx8Up9fAWsyX*oQ6jZW>GNtQ$VX1Ei<9}xd8-uIr0ejX|+Dslh8OLY3kS5p2*
zzPNLje<Q}7@aO2%K{6Xd*Uo<QbK%_c>2r7C+|&wPd(D8U?LY*znSf&__=B1`9b(a`
zgSVs(9lUYpF8`r1<a6=ssSX`|C9ZE7<cbq#?jkuQo2!f0q7d^c8C^R1^2mRMP91!t
z<on>xUH${r?u186Tu<e9YED1rBRxGAr_V)T<nS(a+n~LdRK0nZ4J5NtbnPT<0~ee)
z6Ctv}^~Z>Lm4YrG@n^SrAFNyW;PpkxK=Ih~H|gh8e-#y2`g!2>MX_>!`<A}9ZXuhc
zzT)j$Jgu%k3l(*VxpwmYVHN*IDrrbiTn{xZXg1=OFG(f_f|{5QB==Np)CiG0_avG3
zNDyA(6|wf~?OXa@D^ONvLUC9mG<`gw>Bp6Ys=W>Ly0%CDpYqpvlytc)u~oVGyf$db
zYlFH^0T*(pycj*yG;3`@@KIL9<%&|I*HqDZ5LQ`+H`P^WB_>B=%_FM>9WAvb*F3DW
z5thy$BuOZ$tbybHr?B7m6n+1Eji*vRw}q(|PQ~XVxwwL>iz$VODJVy0E7^>>WWGHz
zxkw@~kIuJ~x$*eIy4PJ6-h=&ud+59KIiB)t4zCZ?2AL)3Xssh@18W_GrPXDFYB=tC
z0{fkh(f3R&p32FjPDn4Q#F_YfjBqoOd%}KXei=HNXi4bsk%<<<<jhT<N-IQ=fd<Au
zNrTm&G4Q$e8Vg@$p<2#58TtG`az2Wy-y&FSlebX*!{TzZ*VUAe-%eKp5yku`;-Aec
zL4cMzrY2;<`QaP1c#?o+skycCtKI@+<w;#CfI+=+V}upT-jnK3RE`c}eSV@tdp%9M
z>5`8#xy1<7QOD%hnQ*!rhoA=uSelq4*9Jt!fy_b-Gu4slD+z7TPEXbbWV0i$4RT8m
zsI87E@tJ5E`35Z>Ctz8M$OZ(W-?f5Lyej3M>BlAI^!IlXlOs_VGfL3WMrsYxRtI6J
zMRnK3-yXw$YZUsPc!j6gr4s9pXX5hF)Ic5GkGzD%rblS8?>UaY;$O>Bv<_5$dNEyh
zm6T7`VT<eb2b-c`zv&VB9(^UV4okR}SO|-C58?jXV~o8JkL*%88865hU}7OUie*`#
zKFLKNcizbNNxz(phl!2~Mz*lv{l0~RE>1qqMsi*`=NDu05R*}g&aMXhc1R`b(Rz}0
zaL`3q@;la}*FJ>(nuq9nFa}ShHtEy#=o7J+9Ap6x6Zr=c3w_c@#!^1XSPNl1o9+px
z(hCu!uYqr$q`~@vz$d+Whfhl3d=l|x4bBF2wGDN&H}qN9^91(0pP=u#*Y9o{67n&^
z)kuC_OejQ0Hv`GK=w^UBulWNS2)~?u0}~xpjBF)a7s-6ina4SBHq}74)sJ94^%hzz
zypLlKGx_Dm7owxPp_F{Xy5*mYgNd#RMz)cEVA{18c`%=N18zTt;hWtrkS!-m9M$1X
zAv$_U>EL0AJ97LO)#2D{ZcV<OXbw{zM8=jY$<WhOhPSPDgWDgX=z1X3Au^>H9UZ0m
zYL0pcOL~V5Rz$*nc_jModx57JC3Tm>{S4@-DZ$%Jvwm#@DTCB^v<+LLV88hh`W~0l
zHY63oV#7nYZ-0!j7wc#n8iG$CI^>k1qq$VS-CP@CS^PSjOe#RIu_nexB*XH^b9kSQ
z!Gfn5G|1q6@7W;64Wxa_lkGE;_hE7}Nu5k9La?DG#y?7h<=GeTz7&fEFEZt}PlWtR
zE{m3-)Io4^`>Xo(=&#0Q!s%Wdf*vMdY0^9Tt6BX0)!K5%CgmVi7cF%VCMP(rwj2&T
zgZ+VL=zB2^Po=V6wJ_DhsRU9Em0UTb79l3Tj&dmA>nCW+?<Zsw(J{!k&(dIX=_Pz`
zyvCx~y88(v+i-E!TLeq32@v@Y3d_*JKvF(=e^)RUCe7*WA_VHHW8$j}*x!zYf5aOs
ziO-ghe<r&azB+0c`ZNW0w`0-bemu6P=DpYWtt06x<<?Ob4Ky+SaVjj&y@2<XSS*OC
zXI)fLYEWY*`u*Fth$^o@8x6_%4D$YdS^efS_7xPPkG3W~=!RE^w{Nkhpa{B+8`126
z4Q~8a^A?Xv%h66-vK+|!h?4rvYwgV`L|;8^XbEf(Us;8Ws%o^;7THx-sWF;ss^K2b
zJw;=A*}4!Rr!Jf&bwOJlliy^b$^AG4M<rlsvSeK#-(SxcvqLdwhtB$14R5`HuF2=3
zQ*$#(9h#fff3H+zI$k6dqOF&S<T~iWa7-EC3J<X{$@}$J`GcSdzZ@0xSKGh4ze>n2
zsp8f^>o_Qb!C){L|12MU^bvh^?AVd_^S|<vzSqBn{G)9CCc=(kMFoF{@9tgEDa#~a
zOdk6B+{7yh$YStAf~UmE%*;fK7A<JdTl@CyF=)^r#Kpzo(4j*(efl)cpFfY*ty|Z2
za7a*Gcz8Gs;_KF}8(oAZ0bwUjoWQVQ!(eA;S9|S{Aw#fl-##>L+LUHxR8>{Qg$oyG
z@Zqy(&#-jqQW^b7pxUKNmoRYPK=ka{lLn!!T)7fqVPUv_{klZ3=h(4hX>c0}HZw6X
zL2`03jvYHj-yb=0ga!i=$OGc!<b>aU|DDQ|&ZxI_>sG4omtTJQ&T2yf>&~1xLj(GV
z-Gq?$BzqsJpCky5ycf?zDGUG<5BU2hAoiL(c`^-lB=Sh`9VrX)*^L`Fs2#}jMarpN
zyLLEw^e7F$BSD?wnF)nD65EOEOoBj#Whx$kOMa_|hX>87N$Sq=<HzZ5d;a`6%*;d`
zXkoodN=ibPE?w}+C!bLHhYug7b&HgBP*9M>{maYCsbecDDnjqxy=k2lzbAnNq&|4?
zfCdf{$o;<k_FJmkvSrKaZ9k${T}WqY%qpou^;^iCIBBY-g6JInfs(VKI<|IqKr<6f
z<d;`rc|;o8?0Jr;k)E&?oH)BUJQd1~8)3Yk{LQ?zI^>n1y8125q)vw<nZKgnygS&9
z@WbjbSQ=~94!B(H^<itSjTvjhvGK=t(9%%GioH=tN-svL)I?sbd_yVu2I_Un&o8Qg
zb+6xPaG{b?W2~Fn5}gI|$);g~^gYS@^laJ5kgUQAItgi}FL|<=nVuS6B+2*x`Nfs6
z8F>lil{HXm+z4yG@<eAJ(O_-$Xb*g~{xNJvUV^exBRUA)G`1PqdPq*HW)%qKOKz+t
z`n-^{;CM4S7uzl;A#!mm-tS4UANLz1?`f*1R{NcV4!I>X_`u9qa^b<$L>tku@7_dC
z_+jBWSeoh5&BlL)th`b|U6dTqlMHOpaXIzVVd*tknrhLFeT0nc5)_qGV$s%c{PJyU
zES%gH=WfQ~({GRC@{WOM7ic48gSRj<mXdF*h3MDW^^|`VmZsVg8x6a*aYWxPE^x5c
zLu^7Geq4SHJx2Y3+kXtBb(hx$(mIgm@pV0Iu<SZ#gBH>@xXamKlE4NNPT=y60caOs
z!&47<Y*62Nu;@=%n(5R#V^c$`2ULe#p$?j|<xpQ8R@{W8iMB-WrZ_uKJco{^3i@@D
z&63d|{9=AN=a&rCWpzj>s9T5rM^Ro`P5t7!iGk?sFS+=4>UI)7pL+`><yEjS(!ig~
zI>K0Ay?!<@)IhYH6BTRa_uMP8!S}7|X#?5G`mCHn?s+iLmDIsh7tyck7x*cU$Ip_`
zvip3Ll~>a2en)nUrI~po<rfR&OD=qv8tWkXRs90;-^H<WQOGMOMaTfjzSBF~2IKc=
z8x}~m4QYZ?0HyCq-lu2EF67qQ!B~e!hj#~A@u8!wjuw7)n78^8+?tqD8}B>*5O*Tu
z(ZpV=jn0v01D$%?KvupQTKL(D$=8-Ezs~lF_{G?Iwogm0aP3nohuY5;ZN39#rN;Pn
zctD+h+aTJ8hENyl^h^15`=#FdM1E;XOLP_sJgzU)FIUU)%kPrk@1Q__BdnVgjLveh
z36_;tW7>xM_`H(?bhT6)T>I1@>OpNE;ctwcR^EoC2^l+y`X6hiwZm6)FT<wm4w_w!
z>|fnH>m#)Fvube9<iFKtUbH!k^GRR$zlRRmJUV36Plv@9I2*L$w*hIRr!BgO&wDk4
zu2jIE+_uStv<-i~jh;5HBMOSj;MQ&deO}3LocBWy4CyCpldPN~{(gdqE}~!7Z_$&F
zpym$PzB&XhPG(5W$j98Jr_i>~5<I>(o3@{_{S;kU8~lxa%IkzIY}|Dd6GwNz^l!V+
zjCK=d9)_x_GKNd_SF*ANeKk|bg;DZ8`sLs2s|g_iN8kOp7p;Pt!qZLmpq;w=Yk#eu
zLYOx8BNP;py0A#BE_BC`etsWBzBtFuJ+8aISlc#8jhzgMU(BtSj2~9t5%@)sjo19p
z7GKS~0-J6-MSgK+2ecIne3$VFGUGSm6W(VGDLs~VK;O<y;b5(g*hDgxzm6VX9>nbf
zLnX%YS=j}Gx+r;wiJ6H$qGSHrA%gFFPenfuSy^)QHPuJ-i$vc0rKRWcUQa$JWMt%_
zsHhYRm;Qlyvxj5RypcHf=RNcr^b4+>UxapTyy|B&qC*V-d~I5K9<`}F9SCcdjmGHl
z>tO9X0?NutbaTa)wPVq?wZ}goU!D#4`xHC(UV@H}2Kx1B$@{&i9_aJbgF0-$bG?KO
zmJ%DRhqcQ{kqy?!+TgFCZElR>bjh~6C_M}6dOA>6SA)8N9vUkvqc~l%k3rrWyUMoV
zd2g#}FpyCr$&G79jg=5r$-n7aoT#dDysWOoJT1|<jAZn)Xsm=4rFk@4AURo{WD!iO
zsYYfEcj%os%0>ogq^yjp49VX`-m5$F&zX|Ue#*uMaK7*dU3(!xgPB|RB7Nz4enlHK
zg7u=AD7t+QWzQsofOF;8z_@Ya_p-sSTB1!wgqfO#m|2{Ic6ljuVVA7H{-R}w0G@!q
ztg>ou%|j}~gQ>a-qIu?}3C?=z*xJ?>%?#C%Ur~eQQ5k4+;w7T`yTV#9Hd)ou3S(|2
z!fxL)kVDYvTzeZEw6&1kNKe;YY5-HIgG@}dRS=!YzhTqaL<3ttZGvVNTF5V}!t(1W
zXtVw?q9*ykT22N%d1RFd*L@_{PfazH5iPY5wpPBr8n$+@Lo;Iy<d;`t`NMRyIr0Kg
zgWO@wb0EvE7unEJQ9@rw{;a226#^a9B<q5isuErl@s~qfNhPjim*8_NU7QHCL2OAS
z#y?J@fv+>2Me81q3(C;u)*F=7yoI(>V;u6crWq*2$tH&_k<7tT8%a%+mGQESzYO9l
zDsiK*3ZEHi<Bz5mcwJseH%?Z)eTyF~4WXmd7y(*pSdx+pXLVJWswm-5P7xxC%HYV8
zF*m!CUk6iFCB)?O?;m(mR*CCnRTyBRjYIAhcwJhFNv|_e`4*UNEBRayPURFKzp4g9
zOeOop;x-_eCM4vm$hX0p@=9DU;B0Wv#R9L(D(R+4QU)ZOAz`A0J_@UA5b!t=B#{^?
z=b6@q7$7x1A!L=xsf(I*tU(&6V{2!7t}a$oWBL7bv^fxss9_#-4Kkyoif-^;9Fc~(
zEiJL2wH40C7oh*CSX}JyjCNvy3k^YsTKQ6&7)`a5>t2WLW-nNWt>)HYe~(5~C?}uL
z)j<z^n;O7gPZh88%JI{UWb`~7gIj~$=)Aau4T>wNPcoCraz(O;zDVbv)43U&k8NRT
zi2Olv3?R<x{!Q@J{utQK45w?tWKZv=LC$E~MAk3Vu19Mr%dSUf*I|c`9ns8G1Nmju
zSRS5+HoKl9>dR)Z7W|gQcLeLv0d=oO3w@HAlusf)>V=%_Ca+5>5noz@&n-Eh^s2a$
z2LDyo$oizVw?#hbAdgRK5H^t4K9aT}PhQ)gj;-x&(acEjEIi6Un`1GE8sH|UZOGx;
z1_wE9Ls1=dF^xZ%;O475Y`c|;$e;M<YcdKeP*h%xMduUnOK%4(?CXg0Pjk?J(^FiU
z=!167`cm@W%F5TRL;lM=Y`d9?$XW8|u)BI1p>J~&I2danHnS8z9f?KHl@D=ihQI9d
zSSZjzYW<wNe<3H(>t;+Iwp~v_<S+c=Vj-s<W@7OACn%|?hJ~IQ&QJA)u~fF;hOj?G
z(e*&W2HHF}kdtM`*;oTx`#7PQnZP&SPC=XBo+9cSFNwa|sTa8za_A*WDr;b&qk?l^
zxWQPe4G^_WQt~yG>u#I6lD0`8|9%?U?2ks&aIv<*UeGq^s^WEiIexmCjGjkgaO-oP
zwxJ>TgmQrnQdtPe`{)8W{l(%+TuCp+V0(R>Y;TX)!g7p@NTI%YRx`8rx@UtJH<VZL
z>#L@WXnB3+;tE_Tsl;GwJ)CS|i`b$HjC(}-%)l&H*@NszFz%$sX=rJv0Z*~ule+rM
zq@Noj2#VqDua;L~fU!0XxpMu*NpXVys?GcLS2-I9%YkR?BDWmWu(h=fni&e};*(6Y
zIrS1z{ai%l(83C1ZY9C)fLJ-SvPN66U{INUf~u4bs>*m#R3dlma#hezIPOozE*1Fp
zDd{HwKQ$E{!2YDL3~lek*Y*?sXl_L_2=a{^h}~t%p+rtOlvd(eSt$mZ>ELKHE5w#o
zV&cnmS`IS=YrS!$mDpOEkMY(9m||;)$igyAd6fy3MvXAkTu;vU?LF#ZiCA3>wnc1l
z1;#}Q>Y|IBy7*L1T~zSciI7t*&_PLR45`!@uj(<M@t~|6(Up~0ZXzrDLUAd^WMrZA
z?OT{BDdB**DU77#G=%Y6w$KJrI*|7-%inE-$dYnAFR#QZYf<@URC04y()T34GrdZ7
zUaQs)(qs9${F2ZP#@aaODzXDPv}c+%XNO6a2GkDzQ3-Y0p+T%S<O}w28t|;iC%$8^
z)S#21y;9%$p|jWl>x=e3r+Y`g?JGKHnvdE&ta?0sW_f!^U*uxjwPZy88jSi-R#A=V
z2VP=OusL)!lu;n(fC2`C!C?HeTookql0N)^d`>=lp9EFH>-i2+_)i7=k<4QxuqGxZ
z1_1%GlRvj_i%taP`(B7J3mnP##ehsu8$lSnCxm3ABSBfyr%%WH`SWW(CqZo_;4U;Y
z6fa)9paEkfBO3|!BSBjva7;Q#t5U4PPUMkbKl1mRHf^d6)FVNi{rmT)L0O-F{yF^o
zBqzQ}5E#jx=jFw10w5K9=+L1wSa0>})ijVz2niY_0cqlpdPIWmrcRw&8}LUSkkO+@
z)8BgV;6a*=PzcF_w{z!C8UQD}zAl6Td*p$gF=Iw;hQy~&pVEwd#7-m&pm>HqvcZA`
z-;wNlBv9_3f|MKiO+@#5_wLbbc!Xbn{gnppk>JNYd-l*kOrh?i+=%WZV2(iaBte2C
zqoTOZuV24LLP7!!=#z#72`*f?ur`|^Vdl)4m^W`8wr}4~Gw%uc;)^e6nVdU!P9lTi
zPe1)c%ZUV8Mny$Q+&?WXjRtbwx^;`%j1S@~NPQ$(4GBO0{4)(4T(M#Wtygsg28$!K
z*}q8(D{cA`($Y#Bp1(c8=7$-W+r}FA(~7a?emWw)@c1CkeBt&;9QgAUu59j8n<+;{
zMG1$OcEhN-S76j(8{MErG6;5WW&4k1O(cOb4|erMQE3&;6f${LI2<i?(4J>7_HUu1
zp^V5CZKw{Hqp~q&+cP+tX`;O#Q{URtZxH?>565Qs!_HI#H=gET{H7<cG*m|?Z~hFl
z^`Wq|3d7e#VbfQhFqWE(R}>4^U&Dcuk8x%HD5$F|=Jc0^Tf%YR><e7kIk2`al1VE<
zpO2bgVhHyf`?#6n&Vv+eI`Bv)(Ccr>-*g8DPCv($-Ge2vMh*Jdz4rgjTukBRVu~i6
zHsWe{0y>IqCj7^2aE91m0KW}}`-yDuP+$YGfWN;jf5UYgIQaxu_Jzu1uKHi82ULfx
z5u6U&`paYx6SDp2Qw;9uD);;UtY0KLZ0&)f(n@-2)#P>e;b@_a_P(M8#ty#b^coVp
zvgPzE44iWVVH>*939^4g{+@m!8>|e2qt%DCL49y(VvYw_W+T6_6o*dSN67f!aP{~P
zGC_a;Hrw`vp?e26SV}D_{IhLC6s{alT-zXzT`LA*<kUZ49r!EVu-)9#3ZM7!q1pUC
zocx1g@+}4O>zA48eOS2ZHV&MAhAVr9*7_Wh9c=Z^2;4t5;$QDCHi))CfpwAkrJck#
zSK`vW6ii+n&iSS079URjwqBfHyq}86Ya_U}K`P52Iq7iV?5iaC2-Z&y{^xa2aQoCy
zeA2>g_i^C-OI+F7SE3KFX5S;4CGq&Gp0Kmf!S%=#j9YMxTaXgVIQ;+NndIv;-+z*Z
z)w}ND{?U*RGlt!G0|!n$!Ij@bcx^zk9}XOU5O47o>*w~whvJWu5Apkv``Ei~7(ATK
z@$hLfCeA(zOEWzT9}xIKbm-pEv-ba99@aDf(B5x4{y2UQBZo-N|NR?~6HfiTZ83jF
zZ~ET1nGK%2NX4dIH)R6;J_KW@?!uGj$+&s?#}6v^kCTt^`_V}3T{{#W&SrS{GzAmq
z9OLT3XLSea|L6LP+Xa4c^Cyyiaeox&7gzKU`Nf6TWdf%E5gj&%;lP<_T-h~9axC9d
zlu@yniwV43Owgp$W}5Y{qgY1z{}n#;^FaIoq0h%HF!9@d^#4BIPPiTZ3>&wcmI?U#
zw^+0B6v852;KUz4!p_zd*Ka<>*h!mUX<;ano$udf+wO}PGO#_=)j#Z9;F^u6IU5|9
z!P(%}Q;eM~w1H%X#Q!=ZyPva?3cQp>oBzm0yfxY;_^CJ>!Ffp_+nq?Zyd<4vSX)iI
zg^NQeUNpE<+>5(IaV@UJDems>?(Xgu+}*9XyF<{E_k4eIB|AH_XC^bx+-ofkUOyWj
z%nJ@7rkq<ObgC)gn=T0jhsJ=(UCq)r1N=Fxs-(6}(?RXh4j!^%))vY;dExq3sdeAl
zj!M*+^07MIbsV**Bs4|U=(fQ&ChJPNIJxVZxjxy5?!ZR2dH<ulqm?&afCCJiRFzkH
z&~+p_{>Awh9&6PNN!q^Wb*b7J6(Oo@I<%{*fGlLM#Z&zfsObZgIxb!UhmLEa;|KY<
zKJAQdi-QcyeuphqEARB6Hlcc>5`yUl=9N{{)3LWS#E-A+{zzGXF1p->Qna^w_E>GT
zu!Fi)^j>y`HH+5eB{Wdd;?H=kP_!5&yRskxTi;2KQ6EH{3TlI*EQF-1f}-Gs@E?^@
z(*+PdfpW;EI8T&Nmx?#{Zud(n{UyO`t}4@3a1XP7R>s=@1`<!VE2@4uX(VM1cbGe=
zyF+jTz*%@i>3f)CdI!YyLSO5Iv~(|mXA8K*ex~Y#R{birTT~d_i~lMcGwt6Njt(nB
zFmj{*$DmA3PgqOqPrt*mvXyscSQ~wn#nGAv&&dvt&=3@nvfPFgecxfJY??3dGas4d
zmcD7b?VW~0U~FJxX``1HN=NL$4|+Q`<!))XRhk79W)k^A`#o9J;JNw_UZ)uy<~Opb
zwX;!pALUS^0zQ4S(qKT%E%V1Vt;T6tK8AcU@Tn-M3E2z5+`I~DdNQUCBm{fd+%WXM
zU|1O@DKQZ0W5%a-oWKF^spP<iREU~$ueC%a*7#RcNR=JA1j}&0;Jfy>k5~ROl9k+`
zHY~5jG0yqmBR{j1H#$TID7Up>>{XnNg>52Bz#p9r!YDZr9sLOmSy5ES^;s~6wdJ%s
zWWmqD-TL1CC8N4z1lql;<!vk5U>>`=)6YQ|7AAZtCtcIBe_RV7SF+W+h~38KvAqQ@
z_}aSr%jMZPoeCarn@R>iN-69tS&rf~UNT=!AP1fZ)F#*bkGm4qS~;FciB0BMyVib%
z&$u$vzm&*#^G8N*Zxt9q)TBsyre}f5A@U4cFW@!tNBoRyHW*f3yPUA5D6wW*3cPC`
zZcSH_WF7xl_JZ_l>?QwcW0Z@DWO~iIAZRZ|k<2#@4&nIZKr+}6Jmo>q*gB@&G^_5b
zPg(7R@Yy3O+A$a6s%~of9A1-H({qYHttsBWfqlCeL%mlo@;~`NCXXO>lS=I0`C}D5
zHKZ*d#Knt|C_?2S#P!|iEo<MW7JqZjyU$(TK}bL-E4e?s)hf(az>J=K!}`G2zZ?%=
zingb;R7Lw+eG<aUtIR=ec_3JarOkC*N><eQl{UfN0_wx!8f(&N;iiGCBqk=BJ3C2b
zyCu;R+>?N+*j+`ZyA@WOzQ7wr|Mr!&k5BMilD>r)u~S?Qspqs>Z(WoZ9I<pbQdZr&
z*+&{VHPVMm>wqHz^Zt%KY`c3tN*~zK{&jNmiKOg72HC$ocW^OivCORr!bhT%AiTCI
z40j`xAbgyeo+RR>*k=woT-!GHY$v1L?raBTj@fNb#HJ=OhURj3U;kk?r4^VrF0iFe
z_P!V;Uu$0Y%JW*$<N>)P{?`LiSj>|68+iTq{A9k~OmE9We03K*0K~eM@b{2ZKpmYE
ztM3aF@t2bvVk!5nXPKm<LWwtzCI$!k`b4SM=+17l8Z`I6K3&c0GZ?0TeQ6eSCH$`>
z6$lYp$ssg$?~iApvUpsIaY2&Xm<Wa#eb|9T#l_-!!b{aUGEk%7>OEClQj9T(48ojB
zKD)3UtP+>>O=Vh%5hVPI9_qT?191+<a7ef1xmRNJ4Ge@Dx~nuBf|uY7oVn3mCH?0l
ziSu21h(--1PYDrFzb`8jc6WEPC6L!4)DeOB$bF+1l;cOE1zAqwxHD2yC85R$`8`8B
zJ9*R1W3@l!h5U)7dPwWST(|LPLcsA)vt~gnvb@_dcA#4ma7RFgmi9jg&5}~%1II(G
zZ42z!qKB+xt;pcVH^o7}#p%nDkV6q6EKvvr?Dl#?gL7f<&LvpB$M^8b%g<7>_w5cw
z9KgP!Nosx#c!%HrEJRM&l7{?w2DpCe#<Bb{pCH2`O)hUZN?jf3#;0srLCqc<lSXOi
z&;~P^Ar&-2UG3jLB+;}So1j>%D>ZQHaS}>E)`k{ftV#;uHn$ojDNg5LwEF#am+s#K
zYJ@XyPY_bq_M!?4SyWC20^vEp_pQ%9-DYDz5UN)XKRBlY0r-Yb18Os2N*T)}LFSTc
z4?|Kn1)qGneo&$yy71)#LV|oGF3m|E0V5u^G<;>q+~tnKEIOxw<@ay)sko(!RRJ)Z
zaR+;)AxBbT8m`ZnNYAwNHA68Ty4%-m0{8bvYp9GKI=qpzJ@rO46p$a1GlW!nw`}<N
zF^)?@!dC7Go5soc)A=K7(}9SY<pEQBpfL_6>^B{EZy34(|356Z<2%-jJQ^GvGldXv
zCz|nTvMekS`ZlB<W63{dIJbK8k(U1&*iv_HkaNZWQHEad{woBM%85HOPZY6)jvUw0
zLq;@j3<g=}%*wg$K9QH)wQ@-%cT^OR*oaZyt>mK3H5BffVfJtA6WsbBmS{>boZ~<<
zsx$1B@#0%Q7+B@{sUx(pK=?Fq#4h>q$2`>bF2QR*SNZT+>yr<|Mjfo=UWP3fW!M_d
z24}R^nmzlp6V99=1#%~jBnQm$IIjF9if9(w?n{=Za6~;CdN=NLO^A4x@woQhB7V!y
z#yd(W{8eAbjngdx*9+MyuPnkFGd<k5l_L%ANR>7Fc(-34nS$?PF`h3bXl03ZK{kN>
z#6ImG4iZ@$q2v911Snh9P-cVxoKw4Lk>Y(C9b8<P|DNPccPt&d96ndZv)lUKX8+I1
zHBYpRWG@m*JsD!4f|9q|4o}YT3u;bcKm;fFK`q7E*Tk)J7-M#=Q(2K(_p@uS@IdO?
z<o8fIC|_QU@X=3*UZA;MT`&N?s9J_p_B}1-F=U=c**$D8Q!|w1;yQ*h1az-LNtD6B
z8;Q7aP`|<L$Hc`0v7?)LofLIn6Ln%9%`I`TtlI++dEjIk<vB^wPqx;ZFsunFN)F^S
zT@fmr#fdLZSArKg*aF)%O7z@QY?qQACa-X>CEn}f@qup)prv+F;2R|oqKiN>{Br@u
zYeO|De-%!On$ynY<??^zks^x4E4+`vc_S-&MDxGlAUUt?13Em!#AMZ-VRnO`^__6;
zU$NdtpHTFS4OXk+z|S<?oANV?|1Qb{GH1cND^b3E0#r!5H8PtQ3O+@M)M?)6%a7vx
zYp{%cZO@(pILFS(jFIsO9yflfXs{k5x9-=|OMUxD!FV>%miTr$pV@7DXd3ohs7<Hs
zp-8zsy`qo-%!vg(z0&L+pPBcqj()4zC2x=jf1!b?=ZJL>w)LuIS`5l)Fm7vQXYY@j
zM=_~p=Rm(-WFcoYjD7kHL>lq}B9?r32A-9e_Gs1qWGoQTd1v?Y0nvI2T#<X@yrRKA
z++Z#S87pBkNI}1`hkh7>1EbiT$4HDyTqbGwdh##gT5IEm8LN@{<4pd|HbkZBMUr^m
z<V`?&R>{ZW0vC<Gf!1~C*6^bd*Wo%n=xoVw#)pr<Jr5Uf^7S;|SgrYff;Tney-6<W
zf93R{A^ZEuk$^U?Pg4g6R;Z7&$!``{QuU*49a6BXt!*p2hZiLeEom!!CQdUY97!%-
z=H^_c6RQCQuf+vsoHjNq<MV_lM8Kgr)nRhTkB@XuH;!2PJwQwLwwNqB^7&i#lWzP2
zaZCx}f&o<b*`W3H9U=a^S9&2*{%)<~LmiOdT0JothMsj)WVUfKQZZRCw7lLv(fA<0
zxcsY@Y5cn|*bt|R?IkMl&liQq-=i2~4VL8w8?Bde+7z~ycE$NPd+f#+S9z7e1@6hz
zm1RN{n|-x)=&*++eIlC8TiQuk5iP2!3LHsqI{RKG+&&zp<7o-84Oi6lE+0Z$DSTcK
z6mm!_)oC$}gJ&c8rWZ|1<A;JZzu^WP2?EEyuU2-$+FQk{Dl6LpJS#{}IL9`Z^i9kO
zkvy$x#vZnG5>?T3bo{JMV89)3=u~<mU7~CuT|$#$qNrYcM5O31*)xtgv05xlVPiS0
zz(1M6ykC#U=Hn+vCWU?yt3?_gKSfOYsdZe;zZrj*nrboouG**l%D1FL*Mv$-b*8L?
zQ-KJslFLg@Q&;)7nR*>?`p1O98s3>et=bfR-x1U0^1d=8*Mn2_Lq3RiBI(M<JGAG}
zh@V!)3$U5N*e$LKZoIWnS?CNZCuT(gwS?(!NOB}?jx!FXx8ma^k_||vRYauuTR{r5
zRFoUDz`!#rE9MI|@7`vytHkQk#9!rB`_EUaQCC;ztwKzwCNYz8AUX5Gx#5&upT#OF
z(kJj0F2R=ba{nopJ|-s5t3+47ldelK(<ZSA_*PblfScsB;w#Y&wxTtqFx}%pgz~f)
zSoA=VV<!g}3B@e3C&Z<Ukhq-c_Pv&f0lmX2P<8$ftoHKgoZFP_66Y4V(Z6ZpjT(b<
zMXKHmPn=fDpMHn1FIFZ^hZJ<<C5cs^P&;uzkJ5>GD!KbD;OQF#$p+I4TdCo0?k5&Z
zA5yXOvXx_0?}6kY*h;U46Kw5V6M5X-?Yn!%r2!}j5q0PG@v=R77w(RK7X@kwCqaW5
zVa9yz=*X5t($x}r(mki4Yy;5`aW_&YO8jBZ)T~_mVOFr}=Hw>{+FLsbk_y}Jol2En
z2>}n2ba=@~`%N)d>l`?iOU*I68<LofNLl-~yHpT`SE^vUi5tp}Z(d6R$yE_s+JkpF
z0s2O{;tgYMza^tTHzwHso~iQ3youM}BK|ODNmT&h7P%&<2J>6y8!z`u==I*Y3E8nE
z5x9W)Fa^yT7U@|<3zUYsXhFC#E3tjAEbdBAaK_;=1+U%;<S)}qWGxHnKZeC&l%|4q
z7<{dsJ`tu`X-ngILKi5Cj(oATLTE8a`_P!TYdyk<bxL;!TIJxki|U@jH_!T=orbJD
z5<|_eY1}k|i_9_~gUv#xZ=tX|7z@zciBh1!`X8w>CY>0D)p>m&(>ngRifrz=v2q1P
zojctpE7Uz$b`x)}@rwPYv_+{L&3fQrc|myN?T@sN-If@ozuaA@>RRjlT0asDbi7RC
z<HlvhqCMx#lH;!`NlJiPx?vTdqLnjJANt(piNboGzfLz^<9Wg=U^v&Vw1Ch3>(X%N
zH}-4ll0;LeL>f2)fjnX9knnQuSA>Bp$wv&8tyy`6;jTB9%CPAoKmWNsSOZG7FnfiA
ztCobnq4kcytVqBQ(c4k>>hyU2C~XH>3kLNK*uu-v1+fS2Q$sR-!1cl)wUCY#MG3<X
z*K<)O74%~TdiLPTYQGa6$UA8Zi~o!hl#xJ3LhJy}U?{h;FW#pXf6`+8w-CdxtNe5W
z@PN1o*2G0nZj4!O3hBG)c=(gFeQafJl6jZ=golRSL2py0ydmL>YeMdHpU6P+J6=gp
zktV__+q!|zUmg_|12^gFKmxo0_ke7Dl#<+O#yUdXVUj~fKJD!-&vcw^H(>~@OOIbr
zA2z&GqT;%^=dd}IUD?Jr8TBV<Y6M|I8=JcI9vXLUFB6^~l0ol_2Ph`575$96pxxxA
zcU6O0Jz+ImhF?zwtM54A_5aNd>)YZJc<C?T5*hiu%j2mSLU}lbX!!D92SxYqc1N1c
zPB#%KpyUz@dL(%akIUtZkB+wXHSpW$n>b5$9CjTM!X^tR=kR0(=guKzIz>cuw78}w
zE+iCGUK!2$C^~FtoG&{h=r?+#1muHc;17hQ@W{wQ-17l&_+IbcaE!S=J_0XUZ^&*9
zxDvcPmLkqus{oI%Mh0O`9zlpuk1;JQ;Xjm_nfXUeLP=sI0{RtANlD3~h8;}h0KMN!
zkp>RFvJyq(v6t&MW13!*0dK%Je$Q&CN16jYi2(Hxm=hteA?)#?9P7*NCgeu1)tJkT
zFdn_Vvm<mtyg<v!ny_|X5W}C}9=9zNAEuz~!k^{k=~+rJP}h7oXOYk&P68%^?zis2
zA?)0Ox_$Ps)o`M=@qcR>o=?NBS@U#Gp%BI@&nW1ONXp3zBHFMRhOs3b+ecsZ>oEFG
z{l9(5Hcnn*P(gWM8VXQA*+4<-qH9uR;+nxX<9A2~d8lGiJh!ETt#RT9Xx7MI#q9`6
z?C3W^U+$VWhgX~UcCHwFloPX~@sJ)p(qcnArdel8vH~hSv5mCDCEXZ7bFpCuw_j~~
zPV~z}I8hQj;AyC<1)t|-8~;#NRFq2_J#(Gx*sCN5B9mL{A*Q_8PLZ0ZD~^I{#!m56
z)Vjos%0@g`s4=pYbZPb4nBVZ7{(_{M3*V?#|MWWSW>pkn5z<=+jSSLT>UF)z&i3}l
zeryeC5Fi)hu^nIC8qM+{N|&R4{2=NDGrGN0-r32mjy!6zA$TwRt!-}@k=VAK(QcO2
z+vig|*H63I>%j2xa`ZRe2|F4(p+4k&uiBWmZ%h#_n}eN5E_Tj$CD+&)sTiBAJ@fd?
zf7{S=fSw76JTf|jpu<+jqo~3+o*Vebx_Cw(8Jxqaj;ID8k}q%pl9Wiw9A;#SHV9_g
z)VMsLgBLIYeA?Z*G~66w%KWz>AB{ADijks>0*H0j_mgSSm01i}hPPn=dV+7x&&{%C
z=X}cG`YGPF;!~Kf^g-sbxb=HBb&&|Ef7cmxi1ibbt@6()n`1;D6wrs|dK}gL$EH0b
zBp?`ER>s*?GEOf9&q=7~HgCG#ilrj|mKUxY<%ZB-lt52Ps1pUYSx;EcCc1#{;K{&J
z{e{<ceP{0B$dG$sdoJn-{?Vnp1^HpF;gJ5v7_G^H$LjXnB#sn_Q;&E>{xLTE$>jBe
z3Czdjno*&&Eh`YDYwpffsmF6~l*_N%;hMPwk2E47bHF-6akqt_qF-ZuFd@*pUXGsV
z4;J*(LUVq;rl~fvshY>i+vp-p>BR_LO<i7*Y(46wFy2OB)nCkCaKb-U6?m<A!rd+X
z>s#G|9c`5F=f4>!P%gOM9vE3mDN5r2O9qD8tOM}$*Jr+*=Ff0$$s|3<WMA#1SZrQk
zgK}@PqW&cFBY>Wi(asHSv%TxIC|9mblt>sVk0HtUK!}*(HaU2*e0HpZMIB0BfgMut
zkMTf-HdhbwL+iGXhBJ@xdo)ShSZqyr_vO~S|1|aDIc^$6^1R$!=qS-KrCyrp7Di(u
z#F?+w`UFNPKbZ+E>`taEp<kB_0^~TEZ7-ZM|M4d-!}jR|Q*7(a1#{ydK6go$#eeV3
zO{T=(+71z~T-D@6|5nl>;qg`}FCcVXo%0S0MCQy#JHHC`3D4hU8R#Aj3`*1Gd!_N2
zhOL4mK)d^)v)hom@@)m-mtWFs?>b>hwLrqc&I@ZJ{GZztC*r$N^462%lh;<ybGV-?
zqfd32db<^fjA$Egwo5@nSJjB0YFzNE-2&P(dWjb~k}qNyr*K>2jF+JUomEeE&en`+
zTt(dP`5H43m3rYR4>H|Okt8jFMw>6|KRX^8+@lW=VT|19SM9I=4is6+laKGLVKl<W
zW`$Is{BMO`UjF0y&N^I1oltrVc#BF836e*!LE8_OQKtxSW7G~W%t5@u-9C~H*cb?N
zOOtJwxH;Pnlu<7rcWT88!t#5w<oTZ*K*cO&%{i~WJ{<fXcf%Va>W!h@{vs*;LDmTG
zm}CT{t_jfg78FQ1Y{|kte(&nqe|^>hXeZS7Ha#`=9=NXvmeoz*P3e)GOo{w-Oq^i2
zSZSkp&pg%B3`=~K-&v^(I`$WjI({wWsdsoRkHYH}k-{`c%17cFu#J7<SHe9j<kD00
z4{x!Zl~MK1t^Kt(#I|xJ=R}dMqMln&Zl$+lZ9*YU$m{p(H5r{d;c3tXw2X^qS-MxH
zlI2d@SfjD!3;lZXbn2hN7m`n!Ex^+`1MA{yt?+bs;$Uwj*bGp+r90+;y&31_j%7zN
zlGDaQY|pbK92JAd8XvluVvotJUz?mtVz)hsaH-CchdUVhV^b70ZU~q-@#IMZV2|%U
z{UVr?)~~+%Sk*5@l4bkL)uu29D-{I({MhX;&}va<##D>Iw0}+*W#`#X$3Ux6GJqCi
z1i^xkV{5!>q(0OK)Nd_33*zQhrTnfan)2KX^FdC_+vuCZchc4SilSi4pnN&^{qAK%
zX|&uyfy-}mYQtytQlL8H{+96gNKg8rAx9`{T~&4l%*6bV?n<39<TVS&goak+<y#rl
z5r<kh60i=sW}Mu~RduYUKRXgKeK5Cz#3yZOjaY99)^E*z9|Isco>DI)_3%6GD9#Ew
z`IR@_V%I)@0ngZw#GiiC2#G~T1$&h5eX<ditO;~uqRVye3Muxz3M$FAIA|O}Y1#-<
zGi32a<`yLRqf*e>9FxwqI?vJ<Tu{bOpgKt~yq)ROU7~7BH{YFg6cGI&c7M2K6AmeU
zx&I`uEv|o|_Zoc>n?3x6%cJpU=QhJril>uCuvTNK)@6-E#ENfi9v(&9ZTCZRHlkVr
z?)UZtF}7}wsAp{J8!b5Pcj@R!ivAlL>TgmIZzo-Kh`fL0|1b{@a%@tKT8I|i+tD2(
z-d@4=9JBsu(SplnzXh@11lrNb<q@-Oe|D%l)DA7G!z5VW(Le>qi{s<)1ep&fpHe#H
zPv2^ndm|i2`|AwnWDG0|8EChD!KLIJEy;HWQ4+r6hmNd5G}Y*C4jpeB3Vzxeja<nj
z*pJ2PXd@tIf8j3==t5=?7>`@n(L~l_n>||IS=LW)lYc%vu=Gc^fxZ9aPy#CA&t=ip
z#9y$|y8DFYpZO_-942eE;!`cEd+7M;pFPzIxsURoION{#C><!6trPz|2kF`VkCVr-
z*tTykwC&DR3)JWGS&oOs!BUlcIrO*J_(MJa+BMAw7-;otlz%yG&7>)^HD&fkI#}_A
zZU&zc-KQ;zU0|filk|EID<S^POCrGE$FF~mc~BqUoYiBGwUyUG7B9pvJT;U?^OxH!
zV2BsQ5%Sfy=DL2=+`3H(sOG-F4n4D@s3?r~_NUZMQR#FM@YB{MVb2k&row%xK9qi3
zAAJ?nK>{5p{Gj<%HHSg+#~4Fdn(vV*>)B1Az^nx$=1<R2ohZo-zj~v#PMaaBA{5Jh
zCaZ-a(hCUcyhRvMm5UUJUn?mOPAdI}wr|EzG09~n3{sT#{Prx@5!e#4_>%Vd$8N7>
zC~CVZFZgUQo}*P)CEVA=_<|=+FEYHP$LuBkqBJX<1qrKDm%N>di<hdt5dVYssj^AL
z&q@bARvFvhkqz~UfoEZ1#F&B9xy(HD49QV$^GgcpJcW~M?1#5Uk))nNEu}zZ0w1CE
zr8Mi8uX@Sic&WE(h*R`d>cEdv<vG2@y{nojTfY&v-X_LspoQco<9Q9Zj;mXgv^{O^
z%~USIA^87hUx9CyB)jCa*rN=|iHU)+v8d?;)lvzRu3#vekPn@{{Z~4h)Fq!}$rG3&
zZ)`xrr)xWY2EvXOJ6~?Jt>rSr-<*dKdFT2ik^4&FuxWz5-p#~C<LTw!xZ@4tj6=wJ
zwa5VlOzVUQqySDEeDAj#32GV|5>C#PWC<{ej>Me^H_A^P#j7)NM1I{+TN`UiPOkY)
zDwlLN3c3i4OCW+HAlXo(pjW^|Inu#FJQbPO!=gIdN-Q)ePEZmZ)%EdQ6E9bSWoi+d
zG{%^k++Na|_m;8Dq3>G=IdQacCYg`}xltaIYc%xId%}XM_dXYKP67++XCyQnAuqTo
zo#TsQ6ES8ZpjYAqdGalvF8`g_l1}F`#meIwnwd-fBUXvX+K5j`P|gsG>pcC90uFK9
zO1n(F;zSe}pHAU(k|p#6Ug^l*bBY|N{d`WdB<T^3$gWq@)(nU>-5@5}zqjNj;Q<o3
z<c~16#G@IPMNz_9jL=pL)pwYOGExsqGTO{X#Rao?N#&G^QUY}LjW<(&E&xax82h&-
zq5ZN=H9#KU!)0jE)-u-hSv;30(uX{IU8k_)E4>>yHwQQMczQR5vCTC%eARy|2X({4
zF%I+%2of|Oa=X6$0Bq5B1<9|i7sw#4svKhoJc*7lF7I5KMhd!MRPtVbA2d;gzgSI7
z_`Fm7^})Fz^@!-q9|){q&a8AgG2LNp!Kgbrm#O^B9$%3j^XL<le{0_(NnbmjjT&g+
z*a|7CqvSUqC&IthA%Y96c83Onty!(gLsY4@6bOX5?O%}fK&Wcsr>O#w4WoS`HQURg
zD8CN19DSW1y(u5H<%ZgswS#}?$YD0#F%6*b<cNr<A~+Z0wLX#qI%+5l%uCNr+phSV
zC63#NuN@Xd^fCA<x$j^H4;JCgr>#W^x;eh81zV&FtiYU>OJ6r8X+tk8?~ZA|-68Ou
zU!TQkqzA=9f0<hQL{EmbcqaGtQGOXvtU_f0F}-DIlFSU_(fV}Av7!Wd51ITT0MmDL
zla6)Ua18yFqo<r6gJS18>|Y+2U?s=5DIuDgRPw3@K{c73=;Y)_Bx2Y9B9^rkC{{Hl
zQ*QKk?R)}d1rUAYS)n-^dd75~+S*rA8qThXre=HtVG`Etxvda}&)Hk*T+HQHexH!Y
zG2zOb<?Gj5jD>#rmhOpe{Z=(gG6MS_RlmQep}k7e;pS@ihgjJACyb9gBDA}v{=t+7
zHA9u)afx>E%8s&p-<&KQVzHgyEV;<&xhiL^iyNb#r;V`I?}QaWOtC@CXSWME&$Y!M
zQ>;+Ak$x1J>fEp_i1y|kl$A7`-H_OmqdzlR`m7F>8<;fa0p?~Wu*Wb7t-1SRzpubW
zwmGQBWTzGVIhrY0zX4d=pMZ0m9%U3QQsZ02XAe!%nRPtcmVY~^LOu-hBVa2I1M}(#
zm@SvXeee!sm6pNiYV4!7Wl17^Ta;xA*6@Ltf{5m1?m;kv^DZ#|3}SI7;t(EmBi~Mw
zliY73#O2w?2kbY?3@IwZ!tz{BpWkVLpU}k)?uuyd-3)&gV<s5*WkXB-W4ITQvCi>p
zNe3^Uzh35Z8m%zah958j4f0=P?X3b^_;@+mTGqP$PtOl)us%b-_YcF}h<}&-aTD0F
zfNkVbR^#jA8*a!0Mq4D?V3F#x(=^7tjX4q`nUnEBiqXG19CEYd?S{vCAxsQ7PLYx6
z<<{oWerVb!ft|5!qv{xT&qvJaZ$tJ^dbN8bO(}s$Q=J1ZL|PG6Od}XT8xP|8-XV`n
zq_xqy-c$y7+)u!p*E!nC1_UjqjwsmoURVGex#xMVrjZWN@12l8c?Acp@p{B5y?*XD
zYV&$#3g*BVhyzc6_~K8|*|kj^!Ul@C-U9g16)n2k8$=i;2Qinvu~&~hTkEiX-Od_q
z2S1*8k#~`Ua6T?<G}6xudLuVULCo5*reY?T@yd5M*HY+ITSARoDOM93e~Iz+Jh3Dj
zOcyk<C7Q%X_C?qvgYOVppsfRXsAPFZK!Iz`J9wsyRM!21o6Ua7{UgcGPLr5yPE5tU
z91Y1jzC~ro{3m_DG|$~q4*0Y;IPkzBn;C`$51i2xCf{);=C_XbOoC!3?A0BU;8OfK
z@YkDvUCayPTLyCbT)^lo{Qb+;TfwRM?EPWh%AH2)DA>cZ{~K{%J$zK4XH~HJ&EI`Q
z07{)IVa;Rgn28jXWGm-;qkOVP+aALc??SUY74!wz+YI)<0lDaOuCodExKw|EfnXSi
zY^<oLmT#RDQJ~mw1;7*5`Tk<6ZWO0S+O2t<;@u4^gCWPf^%i<3qsE=7NA7*HQK7XZ
zdl9P_9e7V#2>&wAh~8QUhv1*UUuL%}=n^;qMDS7HO^K?z1-nQ87V)qHfI_A_guK@L
znYFj9doPFYwSMG057ru=a}h;6Bm`JeJql#FVa749{%k8H(@B)WFs^1@P%T2lL#pz!
zKz-0pMG-dDEkqP|Ja2qLQ%Ck{{Svez5C>fD^S5o2+l*-58a{v6S?S0{Jg0Xuet~ZX
zJFpy?g<Yv{_y?z>^F?m2bs3-YV@8=Iv~g7C@g;mZ=B$ng26PW7Dw@l(!rp?&%lkvI
z;M3f{e@uoVRo2>j;2dSVI=sj4B*fTpq^^a{8_dg1=(@ppsC$lCLZQ!GueJ)Hg2*wc
zT9Cz^<m4{cgWd7iQpJToQZCR~Zd{%{;yBi@Xj`=Rte6y5#IO8{f(Wr>uLkGE)ycTz
znxifkSE26I^?a+6Ab7PWZnmXZ)U3L-)-T6b^ku06Jv#!<N}kt@4i07fy&=_~f@9W^
zWgNWdp37=dk;@F<6M1<(<Edx-0A#<?9N@d!U1z^^B;I>YXnMxOI(crUlz6?BLkUyH
zdWX|PdIi2G+6N-<dQM#5bo>MfjGdHRuWWbB63mn@+fV2@5kk3h4*!F@S*btb;GmED
zCXUT=l3|0x?~M57g^#+jfkw-jb>xUM5tY>a?2b`M_pMfc=}TR=R{aQUSz!$piZ%Vi
zTKC#YS;zJ34io+sD+Kr2sie#iN6*QLg|LW-Glb*ru`_&HYs^^<XvOeA%|K`SrL>>w
zZEA7wgebz%HI1Phu@LykmbN4|+HMzDfjCvjKyEO2Xxa3Xn7BnqvUPDVCZvH)@e<(y
z{XVGcQwPMkzWmrlB?_GA9sr4<C|ADeY-4*MzU@v#Wa{Bh!<^Htp@ppi`s!Rhc;0r$
z)@KxygR_E=!2!5Km-CFZR^a1AoYR<CqA9z*V=bUc*o^lEgnmCzU^0q?$|2&2ykhHo
zk+aTab$H`B%7xBHhAmm1+z3=*KYW`o<Q=)AR}%oNA%lER*FSh+1zVCx94kzrc;75)
zX=vgY_Gb3x+lT%_UmQ%t=Z$plUlgOdbN|<n$A^;8eG#&w#}EY6Q-*%&&_7r!pk|;E
zImXuc2_j4B8JmMg^u`t1lE-;PSaV7XH=#u-Fnba_7jVUVBGogzYe#5$%H*ySfJOf8
z+gz2AC&FW!`FcnAD;uGI@h$>n%~XvN?9=r1V={wyriMnXng=|aBw8YNKik8U^iOM>
zJ|Jw}3wPKE7_Ocg9j`7Dy`uc<=^D|n(w#KvSXx{Z?O4iAec40)Q(7@6*l)?1qrcou
ztI@3=SowC7qyK!2dHqDeVK+49G|UC+hrX4d-`k%?LL0e?a@Hv^SS=?zUZwx?ilQ^z
zHKM-KX_`6Uh4@w4?)q4c?l-Z(dT}I@Ck%%MV{LD3bS83vdf%A;iat(B|8mz%bw?@^
z@>Wk5T-{3NA%Gd+s(&iaW1hCY3U6(PIgTATHljW|7ifSn`@GrHi)Xr7O+7g(A!PW2
zdnyN-fR+^>@B#Jyu{rb(kHZO_g(Wu_U>&k^t;oa+>o|PH2Q2TBSh>A;Ha;RP-0<+<
z?@)yQu=%Od$aZb_ilz(rroKFQzf0%(qar`89?v-mGxxjgta{Y%{+B#zMAN7wCMo6H
zfxG?#F*e_6Un<1Sws1on4kdpvBZ>hPbwh6{FbMG{Kk4hIw#U%gmVS#ljWj7y!TtwX
zY9x}Fk(`|I6_+TmWxexz63vNZT0>y>w15XL*ljMC?UW{*j8J%TmJmxoPV{3{X5*6h
z3kU6C-*&^ME8icsa>NJ=R(Lh+@4MD%`|YZs?a0NLX379pnhFCmO%iFv0B=JMFyR+D
znjW9AhLVC^fDwb#2w)fYt;b7FJQS)@B-3D58~Rtyg3rh}#8&13pLT2xju%3>W?d5X
z4Wm>Om=yi1iX@zFFZ4#DzGqNY<PU<-)_-J-Glyqc6vfbC-&a*J(o})njrhSd7j%Yr
zTK*%istv37pPXN?64}a0>8`s4nlo^scaHc&go?7cS@gI!<+@=>+&79tZA(_{uNb@V
zTdTMHh+hhu$kLn5M(bWmL>PSiV&1C$?O1v3x%<~$hjC^W!A9pqWu-81;9?;>i~4}E
z{T>zi_dg6xiWd1TG{TI-^F5tkl;tX;(N}tsUgb!zx9m9n^qzdmi2m@OXq*w1*AIX@
z31zJ8k>nixuoDtvM;<&hkQ#R(+P%ptKojSc^~=fThP-F5<z@&m9Rk?&C;c7?_^we#
zyQj`MMX9%ntN)&%E$f*cUH1s<s;ccLR#VS3CFJ<r7c<Q|GpPdLz#F5kEbsl;htwWt
z=*2C=xIx%TJ=x1>{q}58p4XPl%~5z%&<eH##&Ot-VE%hjtDrb!WqHXN&9vCR6zM4|
zGtu`)nGf&0g_k|%LvN($4L$b4Rc=xBcxX&hYSm6ny%$v|`HT6G=Bd%dIQW_sy?Vb1
z&XjMDgU9pyo5E(9Pij?E`|x``CnX(ptbR@QKmFBw9ur2XD@xKxPK;p2iqAM5DemdQ
z4Z^W17h%O6F{*6i@Al4u(4%L6Hm@)eN$-L6XI@gT6YXX(T@SUYrQjnH7%<zRW#t=4
zRyTB$ChTUx9=$Tn4Kkr=t5s7Dt_c2-A3k2kK#wAFU<}Av+4z>{)9sg&h6OpnUdPP>
zmiIVfFAU!OtzA$Wd|UEw$4T}lMzm&|RTt59V^97^W*Li#b3(JW@^f(dTTV`x2!PhQ
z5p2W^;)MD6z>Sjf(!nN4aLj$a3f|9|+n?1w!JO6lzXoN7?JXIs+go-5H+~7l7Gb3y
zSCG|oejO*BYje`*ZMRkwV?W&dB_v=5)&3~W!YK#L7G1XPSh-8-cOj@mZ9jr}vuZ*E
zn=GlSCn#v^2E^)DUvYY>vsK<NG67ql7F6;2m4DzU>eXJ-zGYfLT7$Ps0{A{iNQ*<Y
ztP1^2>Yx=bPAHkzTOw2@<{A7vD!u+`VMK`JH4QJ$sD=Q2FRp!2Iyxs6W?+Cm--|el
ze<fIeREXcF#Kq(4z~3(k-W(P-$c_Gv$==ovjEhnFqc7&04ZGAin&+)}oFGh8+!Oyy
zt{x}9hME&0B|m=?l`4;C$#|HM5AI^36I4ZZ{3njNasiFKqKwLcx@gTvS{eitu2|3)
zIwK}?9HoZdvAJHIR7)JFpcwE9GnYQ@4?y?GAS_p|EaHlLmDq9E0nZitPfdVo3i#J6
z2E-<B@MrI==Qudk)sQWyCT`PUe$)JoJ;<N4u?m}G>lMr)cR$lBMs$>OxV^APr=7h|
zMhk2}5^h1*=Q%c992B+T>%@G@2>E=BO!zFr0D1~Bg<ap}*Z-K{1HrzhXY^>xCz%#x
zI5T0%$+FKZ2Kf9s>9A>r|9AV%8@V0caiPEb4j~iS8k%F}9$F0+yh+VPXrZ*Fmw@X%
z+P6K*2`vCr(BG@ZscM8hq@c%Tsz-kqzJ~@k{-<&BUCRxE5sn$^n^poqsI6%bB!};g
zSp+_R%^oJJ(J!kA2W7S13^J-Gpc+?2Q3e;*s70ByD5K`+MaNCH9mU<>9qP%8Gh#z&
z9G8+-6ruwzi^<w@A>Z9j`$Pp;1G6z2kq*IaOG6EXB7~a>K6JN+w(cjG;|Oa)dU9P0
z=Ak)WR+-`0M_hyTVt1@dm>1{#lEXB+h?D0Mzin3P_k|3p(mQVQL6e~EMrq_iRKucN
zzZ+#)H_F^1^nrOb)l~q~C@bo^z7`)b$HXwRL9y#<b$bZumpFVBcpmbDh5W`=%gvGT
zm?mNc<8}Bt+US+e_;bWIvWsL1I5jv>$`<LwQrPQ_Xat^v6c_lTVx;@K2R!i+n*E~d
z(I<T+XOzvqA)#k64*f**igX)%z&7_`SDn$ryvLRRe!o}0fPPnH1y2&={ZF>_e~9Al
z(^4po3?nss6!U==N-jQ0v~Wg&o05t2aArbW+A`Z?y*YPiKwjd5+#pKsa&0c&sr|8D
z&2oHFrM$ci9Otzkt=Vdk|7z^(*kV8Jsu7Tbad4Bq3g{p`pH&!5W@u|6>uERuEeFV|
zbC{-sJPsw+PaWO^k4~P4reYs4u!c>IDzi$n-|tDGbfg4?ba2HM{k?^MA^d_FdBhm{
z4bXRV#Pf7o*sdvvb{chK6EsiddU}fv|5fz<*cP1`^D?J|lA(0V^q@*Pq;W#l+z2Uy
zZhsw>^e2*cbL<NdpDcJxS>3ZP_ICNRSjkTg<C(F7oNgd+fe5F&mO?t;qqj(5oMv?@
z8HNrFcN4%Z%LHy&7N?uPc#jkZdy@Kmr}_TFzXEIS9hpd20h<=(*NV#h$#24momIWW
zz1{maxSCArYC|!>@eXJ}Y^;KeV#-N$YGj)JBsZAj@-m?Y=)+j9t2g07RrS1-X43$C
zpqF)J#9t}R>sbXc2PAf@2?jx_$={yfQ`c)bLrOZ8M5cM|+t`6FuAt-U3Ivg|HqUxw
z?ja5Aan{>y$-^~O)mmac?87nX<GgVqS?(oaBE8}8^ICrTm^FjaRDw`s2P+sSuw4H4
z+^wiH>NCY(9>?Y7zWROq6?hiCC6f@?y3Ok{L}9Fu{;fe&KL&9Pw|$rv!p*4P0Gw{7
z$lnP>gH;g>&+oWhOQXWI>ZdkeAGJLL9xz(jJ;?ajU(hAQ+R!GD7I#QT0)I@o{JTJH
z2bJXl%V|$*nlbOwIO9Lc@eWa}#vatI_wUtVa_0FUEc36o<sg2^-X1(c!`FWYbnjh5
z|5x*5`&Qr3VBTT#huTBo)`xpL#yEw{Pvc*^QvrkyxB^(f2#Fv`8i~UUNx)-|nB|$t
z<q!<ZiNFfMq5z2GG#UGj2hDD~$@_LcFR#&NUnIJXHQF;Ip{12B>x+%hOon@}R--G&
z+7S0e@YehBd{seFvG@LD-m>QD?yiD<_=Qv+`<9F5HvvI4YrEm#S3C_#7GY!pZk63N
zW}~4QUjcK;+Kh?{TIY*3F(}y<uoeqyK{C1LNhtLp8hSX2kPmM<o3Gy&BA@sh`n@D1
z#ORZ8KhkKrgg+e=q%o)VJHfzsjIq%75MIuGhm&pId>({nvi5)7UKy~IFE1}jU>I2N
z7Brs1c+zm+?HpG^R7ONj+}Pbo3kH_GGpefSZU2z~PqvJGGtgLMDwvK;S?0oNcdX09
z=5x6EW$otFg(0{O^c=lxG}(tTeMD;571Z-fV*cUm!nzoJAi+Ku=%-MQOwbRWN1;iM
zGx)_cFi%y3a7_K>h7iof&`b2KdG8ZV>tD}b1t>0AEgJ<6JqH)Z7b*>9b^n6nGK*@N
zmIi9G8B#$-M8LPHUn3K={pa*?nQz77KRfa>v_ZzioX(@x<R)12y{Q#hgwE6E@>gX0
zuLin~wGWGZ86&jif|iV|nL4XTrxtH=(>+VcBV#o^nO@A2<Mbgh0Sr?U$dz&-*{Pa8
z%0%4QhpgTG3(r~bW{xb1f^;yvj=cik_y@6Boq;{Im?*KzDhNCnNE3ivf98M2P`_cD
z8wJ&bU=H7I;*rZe&z=671_LF%vEpK$3@wP@%8ydz<YU#9f|jab@3W0-hb;qibw?&>
zhR!iljt|v{I1$qk24!Qz7)ZGE>Iu&gz*;wU{#W;$0WVXzXLtunu=#Ho;w%pHgWZKo
zPK*GtLsTF#pLSf@Z~xT_+gU*+B2El22S8*xv_WbrY~eRh#shc~$j=}b$gmSu3aO)K
zGQ)3)>$E*8USaBB#j-&j4g{s_?CSf9RJ`Oi<yiS%_GH_POpx5#&g3!^aVlrNTjzR$
zUP-w?dofaDM9W_tx~)YTn0US8!gM5Zh-+#i!8Rr~2fljUmWb?Sa{W!*jxJ)Rzi3Qr
z&{ldDq0KnGUTgrKE=o!vwxLL^liglCXaL8)K6)2sgAdHs6~Ok)*ybC@b1N<jIMmt$
zWKw8?**iRmZ|3q1V=*AnQwrok+UkBi2_Xf-STmY((bj(ni(q6jJe^&;;wSP^I7|;#
zK`BN4r`>9=;Ub}cJoK~U21ANqAbT{*NAxeZZ2ULLoChb=Lr*g9Fz?S*9K8KIx2N_7
z2~K$6a~vPb-59gSD_P+|VsA+p#1zBj7gmw#E-6XI<V6E9=y(>HKRx~xRSeFbEAg8W
zuEI+ZfspqCK3TA@xF_W#J&W+m%Z~rWEdY`1$C*6tyoA<`0~;#ZBdi4XBQPOXXLy`%
z=*dk&SM_b+qyU~fldJk4U~jBV)1MvX$bfq!QB!9UQ%3IK#z@F#*R}0)zc3~YD>iA#
zvA9|xX)VHZA9C(Y!`1e?`^D-a#A^J{Z13baRo|UGZxIW3{(DFE?E@RRfOqbel*vZU
zT6qU!Q*49Bcvi`AI^UQO_NmKvJX8O$>A-z$1VC&QXtE=e1IV!Mn%2G6^v9nz1X%U{
zw)=p6Zz}=MvA+ys4XBSW@A+m8*r2y_R;QkT#%M>NaZ}<KTH$zO_?x4-g$A6CD(fbi
zPqq>Lw0Ke6$4ty?0upqUa8HK?tAuRwYri(W$@?KE|LpK6)Fx1xL!9Y+m5w9e&?%{L
z?u~A}9maXl^cKQ3rQ?n$Z1luAHP6?JF@1KjP%piP{)u#cF-hh#z_VWyPxeX63_2Rv
z_ZUl(cRD_qYLc(0MqHy}6?!GVpB$jNX_Al6&^L>+jpEu`BCwmF1(Gx(A>}bR+wZ^4
zsqLmn!*sV*r0UVd-^-XJW!e^dOCeM{zhv58lCQZs?V9q6Pjryf_sd?|rD&3QF`KD4
zNP!3lTAO!TLL|p&g5)toGIiFZy7ee;Q$k2+M7C4H^fFh2H$wy=tK~QLSr$RT(vM^e
zHJ9O!-G@lk|CRA_EtPG~8+RCV*lzza_pUy4iE>ENCwdZoy7on76=#A`ii$52pmfBM
z)s|9P)5`9EJXQwclH5oJj!6J^By)}%$B5Z&&L!(7Cam}QDCjUrU6f;mUu7R#xyY(k
zT|c1CNAmRAnr9+y#t+sE1Ayu&uu1)Q@}R4KmVZU4ISPEE*_e&9YCk)UXzSWX=EYrf
zv|hbehiJi_CJ3V%A5UK3H{X@=gtjNFkr}?QxHB4`mC5}~aw>ZrEf9$xVfzIkLLMB2
zFektAL_Z-L^d5*WMIb3qw8tBVe8xDV-jO`jYM;pCOUp%p9WZPq=4`_(8`(I^U5jv;
znFfo|TWlo-ct+UIIRtC&1Ga!=9XWGuagrawGWTMyG!m^}a=sAp;IBSXm`(`z>8WJ~
z1Vo{!O<aVK<lIjCAe{pOCn_N)v|ORhaY5HNje~6h#i1`23$Xc7h&1MH*VY0RkMDC$
zW+xRowCdV?%vs*e2CpVBwy&Fr<i^%|tY1m|duR{{++XdTHQb{s5HG>a;L%vhFtU>O
zWwL_-W7S|@^~C~P_7oD^xbY>WJGE_}ZfNRfWMri<UM;8lAH<25Y8k%Q2qW;Bu{LQ5
zaAZ-eZ}5!y;fitTWzY^BJ;FS++O+E+9TY#kC*-G>`Qrdv0#1JlhoSWEmOn#k9pyI>
zpYL}OMgh#l0zS^Cete;NKZ=Aro4n1>%)ponk)8L+`d&PDq-7Y_-fssZP^#=X_oIpx
zoo$RBW#bOPILcci1xo`WljR2y8}(F48s8K_8U(AdO=d!DB84V$8P~OSe-sM5%yMR7
zjdRt%zYq7B|0}&g30Q_qRC-RNcL2;!+OBWx2io@T^i7AX8>J;Dz@Y0m*5$L;Fv|1E
zQC2Fm2V6Qw-9VjyY45y9VphFvj@nAADK8csm#;0At#3pFJMvXV*izMgW6b+HxG?<G
zAqWST$-@mWHTAcboQMZsO`r3v+nUAu#RLV+zDE`RO8(jG!_CVldbj)P@~iiLwS&oc
z-+q4|t9NP$8aPE5&Ro!bGhz#NYuY4?LyDfnTqUMaR{MA?dp5tcnMiGrA^wy=04NY3
z>l_`T@h9+Jq%FhdG#@%XJLQbPN|;8R8X6Xh3KW^t(t2-kAP7wUi@+7Q+HqXrM9RK2
z<X921ss)IMSEH`#FQG=_(pW;t_{axp|I>NxJ`2aa-vY-fY`Y#i{`s9MIIWhb$a*D*
zj&ym}ZpiIV>FMWR$d-xofMNLAsp&B}FEAxMKY)61<c(<UfKkZj8Qt|yJntu2#xgA5
zLSyV}GhT(v9T<N{;-pZuT4D~WBMzl+DwaMperN^L?lnJ#)d)UB=2$Gt>q_acSJ@Zu
z`Mp${ZkmGM*aJ5DOY*F&Bm*8*CL$H_9`I{kf^&Za@F)l^4uO>tF{h1x=yiPRQn?Vy
zlMhSB#`1c-X#^r(kSX=-E!C!u9%V+{?-o_|&-v(#0y10JHI&okov1igNKFG0(=FKi
z_eJk4{gAxpcc%B-wAXRQWp0_8r~x2bOZ`<1ge~)9gIMBFg>;Btup@L8eVHRFg-I&C
z>yl6<9bA2~sNdrh$eRuo6{DCrF;1FbEu`7zhof}CR`SH$d>>CS=Ql>8Ke}7feKT)=
zte98qV*4O^QedL0R|K>$vqaD`9|=RweFZP{%7W&}HVi1?CuBxwQx@_XzZyk%<}c&@
zp)P1k!m{zaKya!1MoX1*V7O1BICRtd+Dg~K%A;lEY&OdE2_c6B&W54jC=G0>gZ<^R
zA=-^J!uzoZ?M~n17e;Aw@8H*=-$}LKGp^k^`1>2Wm49^vL~{EGT}|IKbDAV=O>j#!
z-Y=N7K3S$EX}YS!nO<=bn34c1rUP^CbiL_<Uf(@}Z_G_$BSW~Ds%+F$O`Tue$D(Fs
z)uUivozNr222RXMqbkcSCgexO#7!{M&C7Qblo3<Q?QRpsM(?PT2bENDLo(@aj0~}~
z1mygK%F+MPJ!iF*UeK0S_ipT46{@KG=d<2*-*lajM1o|oy{C*p@GB$`zffHzFD)4l
z*+ZjGWhR>{NoK7_OAbb2gPxg>0g-<GtA1W_U=95})2x<#z)Mo6(tlcjQru6<Ni6^l
zf>kVCeXjvFGeAW}>e-|o;l4J4!j#-NZxLe(*7)wx1&b6w*UUOpBgK{aMv17Iw8$1A
zSz5->-LhYU0j2$|jeUfNCcphzN_muBvd%u&>Bg|LlmU!D4GF5ZM!-aR&JBDy<54qG
z6vgZANQcLUa>9RGL8v+~mQrp+hSElg(^LxLYJt9$WBc0<Z1tq^QP2%yJ{sIla9Wub
zJFAtB!rS?)M&m3nSqy<qPF&c~#o%pY0>f@{q84nFn?q9{{)73*kr&)GwvCFSShrmJ
zWMku)m{X3gy(4^qA?*f3VL!jE<3?r1|G>NFyaLC8m`~<(x%+mYnT4GBKm1{p%OpI8
zWVOC|_)}+3UD21y`WO7F2^;6~KosM~j?L}zQbCyfSb1sR#?y_IA4lpf9f3FJ&m2+6
z*b?qAu<Phw@-MkdR41jgz@0lOq&`?V=nJF3TrcuzVR<UWbp;KYS2}GO)TWq1>*F)J
zb&gK-MkG1o0P{lJW7}}B$KC`NZb+m5*JlmOy$M%FMV$#6kE@5{?rusAffd|{DT?h5
z0o~p~StvLOk9>Cdp-w+P(~SnZH+HHmaX7Q?yWlipfS%#w>nPRPFGVS_6(^pg>Y(4J
z6?qLIB!`cG1JlDZkC;dBHDQuc9roGhz!E^CiU3w+PXo%8KsoDcLg`pKzS*+D6(?3q
zO)*TSIW<3E07LcUbwEg_l~efUe?Fyx*4t7q7OJTZ6lmsRN!J|911EXaO!HXxi?>Cd
ztZszz-NnmuN3%+ZoZ{|%|5O^5IDy37AVtc0>GD5c3V}%+)zR0!A=`Lq&0)_0>xR}M
z0(H%Ku_e~6J@XtmQcXzH18cB6I&T|F-v1v8@rB3hS4gQN9{j#_ZuC3>zJ4*uOrGc%
zr)Al$ES!gIv~18-8oq{kxqfE^TDJ>p*%KdNqqSEHB@J^i^)9nfUKJe8*nfi6%%rT2
zwJLb-4v@plG&heJjhWx^0I@HdIkOEsP2~q5a18xTljYfrOo@HSsG$g6m*U6B!8@Db
z|MxZk9#3CiDr^kj7r$nIlxI*B14o6&C14tX&rNNFlv+{`>UT168j3-A{%yPMINOqA
zd3X+_^Ra4LFt#E{nU|z$DB%Z*B4xSwk!*H*dzA49Gn>c)oAQI$%e!&Px|2x(IWXPv
zUllNK(}Ec2L)sX{-UAaLIP$%P)2syipfBaTvXMUrerlA{7-e=r6o(QJOI~ua{D3Jl
zS!C;(RF;VPkfZAL%=`H+C&i^=u$f^69{&9@zmbO1HG5?>kWG|~u$?gRZB2uS3|Y|}
z8MDWTEQ?~Kn)CVFa;mu>Jv0o}w6U-Tj(T)OU?RYwd9j(y17B!`bUaB)Bib!~640q(
zyS+%8`CBuC%(*>l!WRdN4V`YHav3(k&>w#?4g<V}HMJ3yFp)LAvHG(9UmJd~kZC8c
zIDBhT&VUr&P^P*(nHsLIB3ycdo_5&VVHNbvo*wj}|9_;tRa70_wl13B?hcdSPH=aJ
zpa~8^CJ@}+2_9U71b26L3mQDQySq>H*1z^`yPfm2)@tVgr&ZOkK6<b537E~Xv<#e`
z5A%UbourO6Frw5Fc;j<BJ1_03j*3^fPmxzjlzC+N(AR@f7$5{A_p|m|hvg3=hQ^m@
ziMwZCzxEnZ)P=P4^r+_}A{Zcaeh=iE>EEO8hs?;rFaBnsMtqJhB#Lg<36I*Pexay9
zu1rcH%?eH;gl%w5F{ht4tLZ@WRU8@E;Yl4TZwMsyt!B3doFzckaj6E;ivpQs%uOi5
zN{_s4*`QGv-;d;Zl9tM%TmzMzG5MokY!%m};oFK}|2{qA!oj6E`84#^<h~xw>;a#=
z?otz+{y4C+C%kq+l)+f*dcQV9X>Lb9jslXbk?6=_;8Z>*nrIR}@$IxA2Tq^Io1T>x
zr*B63uZlz+xYFw{^0A_MgdC=m8y(YM&hn+OhB$qn-4)V#YsN*%;=xfSRg~I?zw3Uz
zu!ym5@bU7>nmk~OpUAN{#zp$Ev9VP*H35}6ENV1GkNM^0CFjK#60GkYug@M|yL>@5
zOGE23KLJ`cBL#inKZKHrmDSZlAvx`X<7;K4Fo{~Yc<b+Z(owxh%(_&al=lvfjsa<D
z#H1p=OgY5Ej<hIHRIv<4ySu>vb9{1x3u}iK4H1Vbl>(iFS2PfNSOPHXj5~3?4Tial
z6a8fL7jTxCV)CV;Bpt?~GZ~Jjet3O4x3FI|%kq)FrCx-A_}0~D=4U2&#d*!SoU(L1
z2WZ!sf~Rt&)RK4s>Idid7?blhKrZ%lpGr1iAr59TzSeT7o<91+KKGy4?<y3bFcR^R
zv4Dh7|3=S>+}zf!)x!k<fi@0})XTr6nJ`vS!RUZ*(exp^{X!Rkezh#ex}PcJ#cDEy
z5q3UgMx{%K_>oF1<PC=ExHt;cO=mK#ssmh+eX|e+|41qL7hjA9J)5qVqaD-a!uNgq
zTQi!)7zV;{c0c+jDXudHHwi<)(e)*Eg^M(jOvW~^Nt|v>$~~SqpgfCFA^5_?4QA0X
zjRU7p!dn$aTSzq>ipUcorcNdnx~u9LBdDwPi#g!XNYzR)v=z3sL)*fz#$w7P6MM%D
z$nx7nkWs=eXV-HCtRUl-^{Jx5@R`vo`PRP=NXJ>=#sKLrQw-5dIb0btWA5ZHuo*tc
ztHLaHs<j)anJi=MXFs$)%wUMYVTLDUZO4%54Ts&MS4w<F?r&12KE=_&@6A)hFu9Wj
zUzMQo`G@<E8du=1n<+U<#QLNMxY$dp{6*;>_WR~frunfisn^-PGJ*`h|5o*^lT#)Z
zJ{ed2bC480WikERd*crQ7s;kb%+RHM#)>ehf@<Yxe7*>^VHzpVZG=4tS6fQ`8aSIV
zMD#Zv2!5qu+3#K>KYdULefoxQWs$E1B83v`{1l$>mW?E~rb5?-Cn&Mvy$E?h5AKV^
zfU#YHk-`$WlTTrKQ_SJtQ6hYQ%%zJ%>-VY!vyvc4a3+C0WlIMYA48|qsV)Mu5+`WA
zBjGe(AOiLA2b3MInAUR6#j|l*?~VwF6G~sENg_`02s_*~6vr%Z@I@wDDts#wRy=55
z6h@FQTMIH358vr+4|*1sF-+QdkNx3S+tLTh4eDgD2BswEDSDR#&`Ia_=<3a=P`$V-
z!i^uoy9I~)I)ypiP(3NDFA}$Qj=dwhYdMe-lwFF?0=}D{eP@=!*nA{}V#KkAj><&%
zksw&UC4mk8i~e32cV1Z19Ys_$D8NU&&L5$<LDS(%7gekqdN@!)xEW0!8q;38$7fGN
zV#7t!!Nx?bO9e(m)7s#$a$fWyW4!=y%5C#~f1Vef_J>T;hba7eM0i;QW=2TQ_IIOw
z_T0yiUW*Q+eP{hB$fwP1o~BjZ9NA1iHY9zdlO~y4bg8oF@MU6ggozum*lDT$qgedN
z?rHRO1Njm9z||n)hNruV3JChR+4GyY_Xn@%39)MK*irFe!x?Qq$3I{mf%MlbNYuUG
z9TarScW128``dW~fOYtIYgKQvj8{@p(hzp`+t^B$1UGCK2t7Ta-``Tc`(a>tOG4$#
zCW&0-$$jc;ZssM*zO5`b_>Hl1{$q-u*4!LWn63oWKZ)q1RRE#r{Vc!e@^U67Ei#WQ
z7DNK7_bybj)#_y$4Psi}{#w1GmRn*@>%LFSfbz0=QuCJ4$J<)o{I8HRsoHZXDXG~`
zTHGuc|9Ay&z=x(G3z=hSwVj?{D5=_hQ=I6879Fcx`iAO#etu=_yPA7I9W6G&N6wHK
z@j<uUo$bX7>x3?v^&tl4Fw6}0nU>t&d1PcntJ9kgRR>2Licd}(`?rlW86n!(*qFoB
zj+~(1YdRbZ5;;GX0E=Gh&4;N}UOub~;03rak>M~t?{IQhjc_c#Lahc8rfD^mZ$Kj3
zzf`&Z5&i&nf`9Ynvw<v=x{eN!qoX6MVfVY1c~m0K9|M;NfiJS(KZa$IBaQ(PjE^vE
zzO?j_HT18ehp)&xs_c=`(UXo>X?c0>U>=G1e<a$h?Wu~RVW#5BJ$8f;TPb?J0MA#5
z8ws-&*DW7^X$L5L*9#(`e-M@g7=7ks_`@4AP=m5?UB-jaQ&zGV8L?HJkKv}N%Pmf{
zwyUkdN*Vk;)6?;A@bOGeo12>tFZb(K9Ic4ti->Zj{9hn)ctTi19_MR9L@F}uLP)?S
zhBABlS6QS0JuWT|^CvzbVHgmAw}8Wi_I^8ab6JkF)3vdTW^pL2HzX>8vxBKT&gNK?
z3{};H$P~M^cD}K6Iuzk&9;nx#T^^4slV7v33;u%eR4M2E5%`>_fJB{yhYPKk`?P1A
zBekD$t!Qg=^Q3jEA3jCs5ZP{v<L)O*d@S!@v9Y2YC|KIxzI{9QF#t3}+&w*~uV_hx
zy;G#WBy1S^`Mq^j@cbuZ@;}42?HBqlDyAF>N|@@__DqQ?=Xe-ZIXf$BcFkwKR_C1c
zxZg(G15tUGO2Br^IrnX&+yCta#V^tiKR(R%@#c_ITrI^T8fG?bLm)nmg_}Fc)UC~a
z6G|AegZ=0M$f;YsWx{-k8+FM4692vR+n=P(quDaflo*)XTYz7Ar{g#V=%JgN@}Q%m
z>*UDM@H^V&!pBLxDiL8-H(1UxFr>i%w9j5dY(OVL<Sm~NG5F!}ae6}b-C`W2OtsB2
z_pht?gUibAEMPcZEJ@jbfmft0e@ChfWukZw<rKotnwrT+5IfNmm*)qEM*-kCD3Hr)
zPDLQDme2VB!_E}Y<{KCoFrO>eKHUf0QX2TLUkbYd0t2A|bo%!!-$z7X5zbiHEY*j>
z#l+tf^mg~%@5YF{W)q^xE!r(q`@=C*>UXqq3y}Y(9scGatMJZ?jkw(oWcW-CWFiXN
z_WW*VO!vP4!tC5@*6%Z5O(0N-%>lwTR>m%}?GtZhKxYGp|0G%kczSd!`cL{>vE3|K
zCNlaiU>ln#SY*8RWF@NOuX+|t!GQU9XlGE5DUkDc?ytul+pe|KU-KbWVy{J@V|~AK
zs|D0#zOS}fD}M2qyXT4Mb2IRm$CAx1aIfBNBkR&#vlH=qeKx2xxay?D{L}S(h3wOT
z9IsdVQTBTYM*M1Q`@dV}|3@T<><VNp>|b7f%5Y%z^z`J6`^iaVX#e{MW(uzZ1*wo{
z5c>N+7lRKIsu~(04Oa8hWc6Z!aP&H$|0taN|M$r;L_$Kc#4Z~~Mo>^zE)w$roXUd3
z!;#Ki01=;?^~6LRZv?FnkpVxvc*KjP1}n}$J#TNpF|}eKxSKcp7mYy)39tav%3hjs
za|7<5+T70PUf0*x4bFUSZf_5}`uqDIFsgx3dSe3Y)qew8jY0bpS%2$OR0|b8*MIsq
zq4EFdGZeVI_l71Wl5bIAVVf_ncc;q@Z|DdJv0hodz2c8mt*!jRFiaaUms#HcYXJAB
zJ7#tcjv8->BOPO1(9i$oHqaM$cZH_B-VfE0e6kADVc4_>Z*mG>$}}o=elZCPXTDmQ
zn%;?xjzGQsH=P7fz~92xI=udNcLH>5W8f$kYn@rI6$glYV!(`?EK#L3x3c=vF#+f~
z9dv#C_z~!}@Bd?Y{~zDxxyxvw8eCmdlk<j-h$sf+#33kz0f5WB@lw4-!@T1Euw}Y8
zYK#ZX4Grz>FW{$iA%U{sf4f8dU&F8sP|i!j02+CoZj&t?6Vq>CaURGM49O6%8Nu+o
zp3vQsnvJIeW)6-vG~MW8K(>4ev|!usdwzcY(!t4g+J5(ptN~j%K`MEZEH2y<Zg?Cz
z8BY-$+$`ZgX_dJNQsA^&KfTHeUW*PME1gC<S_|A9tIEjd6mK;Ra(o(A(ZXJ}A)9<H
zh+1e9(wvw!V#};F@OO<Aq!#s%a2EJ4`0J*08lAZ>M#icHY6Xl+o#CllHrcj_(6{3K
zM=GVz(6fR->J7-%EsHuAa|ii5R&MQR5_XGf_iz`_go@=c0r_*dHL+zRt^q#d4bD+A
z&S^4nq@6~Cin(6)gmF}WO}0tl!hTKb`<q#!)E-f4%^H3Tfnxf~tXSPjWauc0;Nc?v
zL`#4~nW$Tc3_XVRub+z<n@JDo)P!eqwCdhJNU8RZQ`2epiq>iUlb%!SAo-9w%5#FV
zbt_nbhKYX*9=H1f3ZKCd7}UwnwI?>|*A#nkY46=h=364)m%_pc^RMHY(Wj+T3uTAb
zrR(~nmhvpE@5(x)96~Y7RUabO0=2(1%aom*-E8I`YX^o7wC)#1Z-LX8R8;?}$5dVY
zx%fFG8#=BkN3=_U&ZRz7KV-`~*3J_8MWKH#P!OB=pny>$)Z3|l$$vp~bJx%kI*_R!
z(*M=is{iR*u0&?QvbiyFaMKjrPm6y>?R&}Au~912y%YwBlNop2V5ULs;5xR<4mQvc
zc3#Q_IXFq8G7}diTos2V>nPg>F;E=#I6F@ZRQ#*}+ob%cfpp5ao5uCsH@qdP*XPT2
zQ8<W4jdxL8K);4Rk*h(|owy<`J^R8T&^33<nXa}bI7bQ>r}Iv|aKkseHdTC1kG=MK
z((H!h@$L6-NiAJnKYI{C`06032oJ#=oMkxy!EKdD%WicVuJqf)^MJwj?w{loHe)!{
zHAZIUf~>{GMey^(<v+m}buR&a_{i=4OixQoYqGoRUxC<=_0{aMq#5cM$t8Hmc4wM+
zlLZBHC%0L#Zj*-*L(7pUe8+a%7C}}xmlyU^Ddy(Fhxb+J^a{a0x>+#tUF5-6>wCMK
zA6qFf_HhfLf36=W|1%%jPXoG}!t2B+Q9(h;jbgC_sKJLA`U_ujZnGOnN^!OE+vwI<
zO7BGt*W~(#c}^<ai4V}lV|P`9k1#S1!pZVv`-he9rDGenmf%Vy9IRjtLx8$b3?sn#
zj7~v#mYnCE*hn%?nS`QQe<SL*Qyc?)fT*ce&fDdznFkMrtV|F5lUP;qmQS6uNbp?n
z#mPGujr3rOma<j(nhE32@-SST*}z1E-_1mrM%MIxGI`Z<xca9+1{ia|{Cp@xsP(Pn
zh0u>->|99yGlQ$jadgqAe~|-4ZtspN$mj(39AA#Oq`T%>Z)^g?<c%nt>NzSwJS+5q
z*9)eFf%_fLa|>xeIxcZ6DXDQdP<Vo7FkgES#1wIfzk3~iA}^n}R!@1(zs$qn@#Db>
zgOsxvwm$O&AH}kRah&mOG*i5HZw)BO97S;CB-6+d6a)%cA#P(L{`bQm6{;9vRH^P+
zA*5MyCU@5MXokv<(zmF=_iV7qeYE6Av;IR(>+Oi)RKC+Z=Dwaqy*n~@BxqgNZP~JC
zE)b|rr26-p;PXv{=Imx}_S|dM;1SxD<40JiO1g0tX=j4)@5ElXz%&M+N-!&{MOq+!
zG*x$EP>PfIKmBk}`Ouo;srJvecUcUbT?ZU0ITI3+8~X?<8+D>C)hA_>jz7$W5r8Se
z2#i6Fg&&OIn?wzNGpcB}YX2d|CfmFBO*qTK!B2jblbzGh(+2I?3$I2dSs1}jR6oCk
zXZ#uZC5RQRizDDFm%)bj9v^qX?2HqIR0fA9ghucH7piGBJZ;%a*cvAw0LN?Ln|lBU
zloL)nY2`}|uukF`MueLcfIQ;CpvdBHA+P%dnWd#=Y-%c^y1F_60m00%9gE)99To$l
zUo)#9-o@a*FJJz5bMQtWLe@tac$y&`5D^EmVlc2z>igvt6a=HAGCKY@xeIVfqIbY%
z{=b+0k9Md?xOd18#{bd3{%<~z_rCkT-N$>(-~HD+^Z!G0U^p#j0Gs)yswN?Eaq)xo
zc8}{l5#zqM-0}Zy#J|t42i}nWl^anpF-5{vx*X3%-9MdoK1KVUA03T6y^Q>1JiO;H
z8-JF$ZS}lm=r{*pWfwWk&WBiV=%grKUS2@u{*Sk-t*!0DQCSrRDd}s^&3`d7SPA^l
zce^0>C?Vn(_xGWVjoklKn1IXz9izO)E~94UWOo~o9g;CKqwekPv9DtbKOW?DmG=d}
zBD2~oacXI6i(w`vB^d!3@<NxN2qzcU6p%0R3JCl?H!?D+c01R%UTY_8b3N?^T&Zw!
zxBbFy{b&pihk5gNHM^HJ;LF6nVlGI&W%xC{xiW;5hl$(ysgh)z=srQ>+71_-*)ZcA
zV29{Sf4{&oZx~nU?sv@DbcGZgvrsVCy<0oe(0Vz32lKdet^af*g=ESi9QE`W@rUwA
z&sCO4zgyn7V<$&T(!w!;kUGuGocwwy#S_J9n|_str-k9A4I_%A%&2{9!@MYU2|bL1
z{CivCpaSqv2<^e@3XBY``@HY#^^_I~g0hT}E1}v?;=T!e{H_}}aTU=0S3g?ZKa~Y!
z6~$2ccsg3M%kTZU`P=8u+LQg`LiOdm3kz2e`mc3nIz=9-h|_xiVx)eJ1kSovp5};!
zlXR|jW%9v`r)v4Q>b-vyu*+JPDJMUr8NBu>L<(N&eChl`iStH4SKBj7^?b=m90rT4
zqHY<qho|#U5QrL34mp?8a^r-PM;DaQQKE0pK&gJz6@h6byw>;H@ua{z@d?))4lXXQ
z6jNmcDG+Uhfb~c$t5WMIk>EellCjmLFv6Qjj1nJ4k+~T|TzRkI<YW5DnX5?F?)bI1
zMxg!2pC|g_1T6khy3{X7$_Atie(9JS8GVpJv0}N3I`r60X=EhACp9InYR0k=M5*yi
zg#R@{A8}h0_B=29hx*E;#?o2uO10*~kV(G)H?Q`HxnuvgFdD&JPwU;U+-U}db=;`!
z&BLLO<=+EKXa;<&W7t-|Wd#C0=vNEbB_yC;ck9WtLAbVl>ka)T)H#q}Sb?7;C36wV
zn$n||P$eIfUev?xx@>QN&%^~oi>w+tKsM4c^L=A8-4(JH#*NrDc-m-F))Uqe%HFMh
zf{k9sWem-9CHPwr?Z}HCQ$P#Dzi?<ci{RF>OE&(hOHWXHh3N^OvUPCp+mO}e^MvPw
z*8Y1=Uap=*r-jIHHJQ}h5^#&-hUs#rMwDlva^%;t0?(3}!SEk+>W2PsMp=AB>F9`Z
zxJfg`S{G7g9;m0RX(mkwE&bJG-!$3V!<JdirDhk)t#$t-!L;i8!9u(L!j-M(h!BKv
zK)u+6UAwzsd?I{_qOAYz@4fF?;e(5~RqAmT05M*=N^5pyK~$gRvUlU`&H4GEZ|=)n
z<MFF|K!F!2IddD%nqpM7rzIndXUf%xh$Dmx@5KGPW*BU7d8wExv5*4MQ7~AjS@>5q
z>G+y6x^9dVWmPdrMf+%tuMRP1Lq#8)jDg{yFW`I+m@B=y)T1J5Rm-&7O!nvdR}#$i
z*WCT$Tb5hKU@<37Y;FXrt=japQch{Lo`+@ou>U?fhr&Ft?XBu-aA#V0A*hNE1Fhwj
zG@#L--gH;nD&2S)rDZh=b}v>_wJXsFWF{f;Lv#&$2t)v??MR%m^@ZAuuoBtT?!pF9
z&HFfmp`U?VHU0u2E-p9;Zy08M@t6D!7@j(%>CaW(yCX&X>7G#qp#~1834tFqVlKtA
zBi?tRHGQexh#_eIgxjE;@W|Cu9b-*Z>6NMS!(usWb18vIO}#6)tpW{g4B>l4iD}@!
z_@0Ru@{LekJ6g(J^_PgAPoEyC9Xi)8Nz$rlj3N8uDU-8F2CutROhQ>?R}onPl#?~2
zz7Sjf5NqG?HQ@nX{_(QA>q(o5>SNbmzZ>)fQ5;-zV^+NAmw0%7curyr*dh7S%*P1>
z0V7U1*T<Ak_|TOBkHnMuFhSTM@qmNp%qRTb4nMdVY$-zP3qlhaoL+~uk-(NH&m^Gg
zvS}uYfo;pBS`L{IqFxRei{tf@DYrqW-dTdf=CkR0mC<SqyutjmacUho`*)eLIyGIm
zH-~n?=c>iz!{%}l);!OhPQP7XSOpu`OpHOO(0$EKlYRa-yuRgGoH8?4>Fg%zE;M*j
zqx%|K_bc{<zdd~<T}qa;_m6CK<KXMpP%Ys+%1&g&jgF9`>ihRewh<eTpDJmzUW{b`
zF8Rgrg$#~smU}oYOC5|WYhM-ivh3Fn{4Y$dq+Se{ZhE@Q+b2n{&sT22#)nDE0Nya5
zDUDEL;?Q5z&dL|^bPm3clX1sN=o!AR|6QdjFsE;ztsRw>q}RJx#&XHehVRLLbTBi5
ziQIV(BhLYu$j?3QZS|3S6;kR%j$6+`gT(MbSo)vJDyVjObcb2|u;R|w$zF^k2nMT`
zLFC%_W^OXsJa6r%NiT5=K8Z6@J=X^o{su+fR1Poc>Y5H4GpbaDc%tf3Vfq|)j_@!L
ztv~Z(JrjMcHkvigFR=OFVq2uF$}>eU{Ks}jnWYn2`V&@GjEvBdCQf6{JC6WxT{?9U
ztJ|SP*u>XgDVq>xNa$+CvM;ne&sV%LyYVL+|IX*#yBjG6Qx?9!r_XW$kg?8(vp;uO
z^Sm&x3S9|%$D0*3wmoKoS5?M`kMc&>WiQ7m28y_&RWwLD_kC`80z;_=LLXBMDkQPJ
zjC-CL{QMkN(Q;6cHcxHCX1m(^;N&NeoQL|a__BtU$bKx4C9lI>Lwv5+YQ?P?|Hx=4
za((@&cA1w%-kvz?UiFeohKi}a%bwMwKGjVFvOSSMt1G9%Z({hP^3VwP%3%5M`7g%Z
zCkA#uv*m#g%tg^b1zEJtOo}yc33eA-57aZkdTpZ4dcvqQq>7(oQ^Jq0xi_Z9^RVV&
zyg5?VG?!OkEMjsUT%TEF!`zwfGY1UN0uO^&a;!}QrUxhD1YOWRoyiP$tnH+!5JV9{
zsawgbecLBHU*O9h*N$x3#l7*W(0I?9!AkT?I8&vDRbpk|fc$L+w&lL=!4sjJCMuw`
z1u;A?7xQWLD~{AqvK_<*VN}KsjY}7}&Mw9A5MMjQ!J@)@IdvN>aI72FMIRO|Wy0|)
z!G?I8Wn#40hm!wOqxX+2beRr7I*;^2vo>?)meyB{%{YGj!uj#@+QWBX4Z`Ufg~t$f
zq4B6z-&nH$15p9cOX@xu80LUbc-OWqzci^keMz7rWg?R$HD8mP@O$09=~zvjC=E1z
zt$Pb>POhnqj{Sjr!E%LBF;6M3Ult|c)H*~cXGj(Gj=F}i(pS7_Gd%L9TDZoe5v`RO
znAJ$hYsm2K&lJM6V3E3r&tI<bl!zD>4lL0`^jv(2+eZd!Q>^oUs`tn%gUY<eFwN=w
z&d95Bi8!(fx6K{N9T`f&MI`~>*7gp-J&UKFrff<5Cgki*C?((2c~^Sje9Cv4rqWce
ztNHn2mbz8tapg%A0q)6117CHny@CA=6IV>fvQltfVL&k2z=7q^ENH^ZE>=aK`r0jT
z^tO5>%#W#>j~cx!-U)U$JDggn@OF}%n6~x@8dvpa)d32b1Rand#g@Cv!*sxb;nKzq
zwkr-E*ceRCURDMOx(68Cpl*~Ej(FL;MWO^DX8Je?f6*KSz?KeI_32+v=symS_y|Q#
zZ~Ap25Mw*lQ0QL>nwNoFBIu!R)-DBqn{K*GlRFMwXXivxj~5=8jtZe)8`WJ{k<1t2
zZk3mW%P>nFt8Q8UnCJ&I>hskBM1>40<H{&Twn5XgHVcP?V1^)a`g4J;>47apTW8~r
z3%76h@NZrLXeK9)vcGVQ*pl2@dta4_P4L3K1Da9w&A`GjsHBY>O+Al1d|ISwfq*Kf
z`(Y`#Ae0XZ^(aY%gCBcv8p)h+!J^nOwT-Yf&EbltbGX0o;p^{Yjp_TdCCi85MS@j@
z-6}C|1dvf(%}GIu!A)hTfj7-X#80TMgKyEKdtZGF9w@K}<B>7+)ZU{ONSlL;!(cN_
z?WZ=+pUVAGqrS1!@<JYev*?md9)PYsU_)Rjx=yUf50mr43_k8YJ2Ecwzp&44YU3pd
zk=r=qwgcp<(qLSu-BF(t@6^CJ9;|Q62b;N&{@fAE(dOjv?Mv99k5vJI(F_AE#M_LT
z+i;7*s-Vgu!@~l}d|b8e<xj+Aj{@WuASZ{QmwOIY6B$lV9**9rDN+jJL`~zzOI{Mc
z^x%^%23~>^<F5kpkrp<K_QzWt&P>So%gK}dX#Po#chr*KjCM+R7d<ba-@K=I%(kl`
zVl+uEwf#Y&uaK~iNdvVTpoDHt3;EVG^qTm|JvHHl91S6{F4=fL5G7J@yiUZ#ROR$3
ztBPtXhW5*o1b_SsIX`L>$r<vIkpp$R0#{AxwZPF9VP-3@x{{tCe&`rFM@@MiGY!nl
zXZ#N)hT4)uMS%dj*QH)8JD3ENX#(D9;i=_Uz!_VN;w28%Q>I=%_;}aK`*%GRNTgAi
z+GuIIBtTbLrr;e9QV90%ovetyO0zFlr_K(0s=mN$k`!wuuS|M((wUl(2`vAC^9#9{
zX?xDklfo7yhT2ZZHyBod|G3egG0xuM|ABpxy7#=nH+FxF5PXTHt}%L%a)Z1`Nj*^~
zO!XPwttP8rj(($3sPy{S=WI=<F!VJ9l_xpQ>x3lUENqW`w8$IvWlb;V?BvI<T6UaJ
zDGG}{io~u&@96$T^{+vS{lP=!B_V0yNWODy-(wiw7QPv}!u2wK8~g~GnW<S7y&*PG
zS2qHKg?kxC#H7C{{!Fat=|<4_RI58bKe%hSSa!1XdQ@tPcYanSJkdR+CibN8Se9ve
z0H!g|GBDlLvV5P5+`nYzrrK<N-82z2X5pcgLBSo}ST)GYPYzG(^m}0H4u}k71Tr!s
zgfeM|;1<d^-p8hNsPc(n8EJJc!5KBS^%aCMt_PP_Dq-9vd6WG+ehZ5YH{Ht4EC#xP
z@pf^^pXy{yt#HXCOp^+Fov1{;OUb$OeYhQaz5mprA-w-8af4tU8Z7?8nN4I$NlL=#
z)MLOtn3$Pu18%+t%S|l*U~vMUgx{X8m(HyKk=gA5RN%lv?s@eIXu6m|xY5o~9Opun
z)BgBEhZoQ2C>4CZhld9zUEK4Z;xuTtFKixeoO3ZZqALGr{t(BUA)jwUYUfyI6GWOl
z612n5?>j|_H5V0s0%Absr@4Sp%Gl*>QqlR`=7WzyrV|V?9;$e3m5_#QOMq=wmDJ7H
zA}d!?#xrG_JjqGqWLGi^&6x10*Tf0{6+G)e0qO8<kFMDn8s$eNS8;%|Sp*0j$OKUV
ztv<sSdmb3RL!()Uq_e@}y9xY;ppr_<Rqlm1EE{)j2QIGp-Xriwd(J6Q3n^5MOl8p~
z>bM`;D@Zhg_s`p(@e0#D18;pm7P0F`x+Mpf%N&AfTga+5z98q>#DjZrA~_#}ub-nd
zTw5Q?Q`tKCu^8{&R3OTAY`YUM<>!arMH!jP(Uc`(I;PyY=ZFh+7_N3>a24k`<EOh9
zWi#MV`H6~i>TBW3djC%P*m3GdUWXt~2n|c`4--?=fQ{Y-tVGrT@;I$Ney~$*o;@?7
zu2<bEnz$Sxp53z=$!OBbt8xQBq`<7RniBJ(wi_qb6%kz6&;PheO<ysT^WH$|b#(<K
zdwKRq8r)^V+ZGyL-I<qv*!Cwg^C{<tz^(4D^<Ouf9{7B7o&?x!uZkO%1*qz~(!7dL
zZ1a*mYRb5JK8gnv%3ZMcIk_tcGDS~fnyQ41O22ddq}vN>uj1((#p}gE^L%0TSavFZ
zTT&$xL0jDq+J-#dJzq7bv%S>O*f-4Oa%W#@VnZwsmeSJ*Qrk}nD<!`f&r5z-NVD9S
z2-PNNx<q6`ot+XGQs_kO#9G)$?1r=2SrFBQ{VPJv572We5>fGxtXV5axtrs^4-<bd
z>Vpx1X(0sfZW1`BxuQ-jdtJ;!gVaX}PS7-o^@>Y52TH1OBDEZo%i!O~pUzCB$szb<
zqRLZ30ARWFKUL@pU!~yqK;?P6)Nb`5y(XH!;I2I*Zi1We;Nw(gx}7j6=B!J415(=P
z^0XI;<=w?dWV2%8a~;23RkLR;*cfvi5Lg0ddg>Q;c1>|%B1K$W#=ynf<xWNcN<i=E
zeeC&&;5gY|Dj#;x`G}eMMxxe)rd{yxs=~Cy8JCd~KE@=qOdUrsH3H@2$tS8QL8z=6
zo>R$`_RuD_02q}i=zD{RP2D6_{*iYAh1nW_#BNG306=Z8L4<5?Hfg2#q49ecu5V1Q
z%usqVA9@nD4Z1&7Ba(BIquYeM_+!2ZvYLHGKCmp=IxMsH?1+38F#unU2rRHxpauwz
zRXZBsv_^?U9Y_QkTGBm{5FV8nOPf12FC9BgY)8RFrg-5N!Vw)T1t8z(v>#*6k+=td
zocOzYzQEUUOHX<UzZk#kLQ7sZyn2+iPQjtGBren!yRqf735+H(MY&G2CdP|z6w{mG
zUO2F~38c0lF0I)z<ZM;yh)nkKx^6;E-eUCt=-LWs(y?ub8l>JKwh1g0kN3(4b_r8r
zny4I|=5U(2LgQ#n39Lq&%%yhoWQ>W4>YHK;+`dF-ih;q7$cz`OrELcsr|cAszN3_H
zs5Dh=p{NOg=I<s)0w<<yMyMsvPnl&p8B9^0MDE6++QW|_PwNX&ZEeVMvQVGvRoZdr
zf+?62Vdy6D!sj9q8?~lX0wijnq#~Md<}t9C$Ps_v4y>N~jGrl1o}#KOKd-$(1Sf>;
z6UN3@7VDf$%*KaCy2eJ(YmIhAXs-k!c0*;rzmqjF8hnaZZV5n@X2!2~yw;hAfrf4p
z<szv8J;>)|U|kVd-_PHx23mXiq?2biGcgk8g$$o){kR_(`I?YAgxmawp-*c}0t9aA
zXE2iWKkmoyE38jqE>T>{hf4Ym%b^p$Vn7OTSvHf=oSq7}1tj+=*;`OFNbc(tUpoXx
z-){LRXqqV(<USC;j{c6lMaO*e8H#while%5-1P;s4lN_J_3}6PXzX7MgZg>gez;Cz
z?%4^7B#fqb?5kS87IScD==w3>2I8+v^qRsNo9c0S_eZ7<Ybg?%<zBIR^ijH&1LhcV
zd|r?8FJq7cD23GrguGTKcq5Wm4%}-VY4CN?>O$w{d=Y`*IRzG4wAx7;Eu_0oKWo<i
zVecDH!Bfa@3UBOBk8qTUYBM!Hef!B64OS`b&&U(3Z-c}O?bR#-(hF}GfoAEFy(RZ8
zg9!I^thPUhTc5PWB=lg*TvrFP328CByp5I#$oH?*EQnVW`eyq5jAq{9+Y+Zo4L<KC
z*LWO~!93}JUnV{i2=20C`DVd!7(=qtt?t=b&lHuN&yB{SRU6m)vxh@5y<8c}rFy^>
z=?|2cap+Elvr4g4d3`M~qXr(hX~{P-)iKm_=TSWy=+P9LD<-y}T=vBpth_)Zjnn2(
zG1VA~J7>CbDVA=;KrcSSd31>-;WDQi#mHxlnv|{+H|tkhf`FIu8sB?8l+1c`M8ENX
zRJv-3Pp_+-k;HR^t1mX%#MUigV&~@)C+8pfmc(PUkKHknBkW8&;MSG!=;+IO(hK(4
zwgLlx@N;G8!e=h`ZX$=JyluN!>p$=Z_zbz<zK2s5@elf&fD@w`+MM^4oHU71TzggY
zLFNSU(w%F61b+I;4g-SER@%kbgzA150Wu=>qd~h)e(@h$N0q8(v51HxAn|;Mh%XY7
zia1z@A-9yv)9QxX&|lHSYCi4zTmK=}A_9g-#@PBRJB(6eNO6fxck5~#0q5bnOoL2B
z)#&|*^Zm_>;ir_Y2LkRYqL_`!XsxbOcDNX1ncfO&R*s+OBxJ;ad`oGDH`SFXO$Wuj
zPsh8qVG%NBO+Fgxn|JV$XkGn=uT8Yo9{mI`Zq&zVnrsiNW3tVc4FR`fp1ez`hBs+?
ztaf3}j+%`3;}bHfs!q%M3qfB|NbvpLLLl^7215R0jDr--5kic9-Y{6UAJv$$YTj!b
z2(67j9`WCtZiYL-3nywB%vuk^(P|T8fLy=!ZQM7KZ9Zy-&%2*SvOOw_jOseZFT?Hg
zTC@6cta&7OVMjQ*sB3BKMN%&fTztkgw6lQ~E*=`>^I;@l{IlL=4^pire`G2cQzX#N
zjOc-y3ypKBNX3PysDJ6D(NjI3qu<_Na#W}s>Lc`FG^dw~(Su#m8S+Z}5!x0FJ_%EF
z$Am-UcE3N-khJ3q+CFFgZro){(7ElUwueUsiAfvf(>D$=+*o39a2+r*krEakN|#Hy
zcv5=a5hj?0y+X`^vqKM_y{d}kG9xd|CGEZ0X64OT2n?!xnbOjt@_QBN14B;Dh8_-_
z)MTV3R{Jqsb$zMUN%;(3yVLW^3;JP}anA*y1`QhPpE4BIJfNdRe1r32@N>4-D7F09
z5!cMz$d|0hh<I<fKs+dDB23-a=$(>~3<C33{$7`TBqQ&9-`4ii_R<BjA0WY!Qzv=j
z1aXkBB12EW^5TyJ0GrFf93(>DO>CBM>FiCLV!@zwj7PV9$g3P|b*g>tCGXQ2`#BoD
z(saXy_RM2$6CO4Nh&Y&edKd~&dA26TLycO${m#%i^k9!)h!{rCmz`rjZw)doF1S;|
zw+*)SOvyq=e9Y&Vk9-;ZKx8>>b7`&*+bPQ+$}49%{kK~=wSeG~ju<@<WJnWh;8$X2
z+mjYkYgk$sZqQzCSWp=rxdeAm7M7J3A3}2zF)V2Z&76MGU^=c?S`wNQd7|Mv#?%)u
z=<(ygGK`E;F-U}EfS70c(m9rKl(X5{d|-pvf>m9!e-lGj%c_*3qxC%;7QY%7H-{V|
z7?7&)k>PJvOEQMVePC$7IF<tBulWkx1wO)0>75#ucEeF_IRXz7;6sX6jZ;ifSBd$E
z<up^)*=TNQVe#}_-<k<Yiz9ilDMK^B0)17$EH3j`Tr40UOp7A$^XljSZQ2)fFgc8+
z5s8L6nS9_^`M8*?T@IDkcd=j{nJ7DYLU)B&R9aS(*j~qFlJM-Rre-8A_P$bEr#mRm
zVAa+-0PY8DA}5b=HY>WF<?y}GKH%N0YJl#9+kcD@MA_@;{aXHxSS}uPEtqKd5XeNs
zr#yAddLxE6I-_RaJ%}`SWO;H;R;RyN!rZ-Bxiway_7i7lf_cyk5%MtnheQnS7lJb5
zK-xXWWqvaD=uFFQ7v@hyRe)D<Q->!M6UDlr#nNJ+5qO$fa8OQ`Q}{E_WA|ap<9)Bt
zZ*GE1)(Avi%>!&wlODC~00VyPtn39iv)1+nxURj#?Y~8kg_*^G1~E&vkhMReUq6@y
za}#*;K${*h@b1__TcN6(%*Z}b5i6=QT>~tM#&^u-J)Pz3?Vz7w#cN6zTh%h5ljLP6
z$eBCjy~;cI3E`Im70!a7$!LRi`b~VUotLfK088%!>!5cMik#fg>%VuwLu1Z@gd0#c
zsZY07(u8<|SQG(Nf~>wR2zFnU`~H&Ku3V-4VtddbQs7dvZx*=xV<}r@`Q2Ysdx?eE
zoNROoBhOBrcGLdS>JuW~${#UFH)0xpGQrAscF&msMR_Z@_fwW5?))PX;J0Qnc6d!k
z#+rRD0p0@yd$u+xj&qZqPx7dJCfr0jZGNWCKgI{2v4?*U9ETg$F7D4-qlEpCdhUG}
z%#Sf0Zh5&ljC13dl(jx8k{QW3@u}wC2c4I|Vk0I9YxMb+50D~C-RVY~$IHS4_Y|N=
zqPQAjmG$NYxo@jbWGdZTh<pTlngu%`R-`L1Nt?LhmOD3B{rx-;;Vpt3iB=P=b>YQN
zu|{=C&X3T=_?!4?`_j4a!>IF83p$4n?$L%c*4>)D$+iShTFs`?$B+|w(Jflv^h@&g
z_0R_jrsj12A7WTGm-fJ&yu@^$MRS=)h{S4{_u3_O73c;6%2IzE*u{{^+XM~nY)0ix
zTsqe_8G&FJ-1()Rg<3cXcCte=BuEOdYIt{P@r-*K6eMpFV*Q@^GDAH26v{vlFblcg
zWW+89e}1x&n8HU2sKuc6iy-lK2Wnj9&=$tCtdB*#Y7)4iUW;LmMV<t*<(r*HTo6)5
zw(b50@8=zxXfhwgpd$S3v0??m!<T@|Tv1r~wjTo#T)<R4a63!xTyc-H>oVcBq_fuW
z4vt(r(SeiOb9%8s-)g;)G4_Af3E529tk!=doECm2QFqJBIXglKtq@_iLew^>wj$&g
z3RJ1K`B0ksK|)R)c1~V6__(CQ{YV63Y?jM$UQkap>YVY@Wk)7?D+0`dx_a2XJd*ul
zkk?u5>?F)B)^*?Xo+%3bNFVXhR*Sr+F{Ly<u3>o+-rm81n5G=z1QBue_~p*?FTD_0
z2ag{Y;DqO1)$ogfRcAq;RjEt&TP1#uCIJ$|KEBXSeXU@0P$Y(7w*LU$M%sfnN=t%2
ztxv}8qgiiFFOv69jUTs4rU;W$qLQ}sYta*8&iDeRsNdy7F_opR&3Rz255`HZ4<1M&
zceIRY(g9-U*0a$w-KVQ%jjz!)gdWYO)~KrLkf-Y90fi&s*r3i%dOm_mT3?aRtJ497
zil~v3vjc)T-d;!c=baC}AJ*QlNvYD|AO%y%J(YFge1b2uGjMHMEz_*}^zsbADM#fG
zl!YNM($dm4v(GvnHwTyiiao_d1Qit`+75UmD*WO^1U$bdXJ#a2Wq+ijh?|?!)!D}-
z4V<mi0sI;6jLw%k-95JonPa}7$4Ad{y*4~RW;z%+I(K$)N!{sJEmG>Zaid*7+~^5Z
zkm^dHRUV;!!bCwqsRppn3TfP@1(hvc_qH(b@Ekv}hs9pst|vs~GbFI6hwsUM!nO=e
zOoaaWMdW#daeg3OTwL4@_$hAg?)EPv9&iI7{gw9N&g$fR<t*XI$fYG6@9QxhdskP}
zO1YCKyP8*P{=!b%z-r;Si~6aaJ^IW^tYX9aS?gfGzcVWVVIo2UTT>qurhhPDduf9=
z>F{s%wM6%fR_EkX9`)UVqK@H|-Q=ycxzKceL7nishh9I6ig-OYAJ{~CF}^z@iC_%+
znf3}udXl?VWDT8|C_<UT-5tW1!9!NTa|T1*GxOz`bIVAXbNmY=M?Fg$o=Q*L3s@2T
zlo`A>7q&deH}~uz38{GP*3Q*?dOV5qoSP1&)J>?idxn;=eB#ifn--P9Kbq3DKxcIV
z8BSt&@=VUKHlZz}^4}5l#;U8km>(UeI);Y35+X|U#xRb|kd#%KX)cxJ6$#ru;Ls&0
zyGl-D)`RxgBYtiRq-A#{2&bcPZG0;Xo`pVD(Vq_*^q5`YCz0!($r(o=-a=7^_pwgJ
zhhaulKjELqC|?+yAffbH%uVPJPOorb^QwpUPDi!p&?vuddjU<ZuLmGz-#K!2FU7Rx
zwwJz-NdRWJT=m7w`$mLgGh}65J?qR(RAv|4lg`Bc3V<9f9io+;P=S`t+;BO}D)Yd5
zu%#i`cKvXj&amR65w7^R1M|T0otqU%QsG`&QI7*{ZRlt6n=V5kTD_E(pKjsE)E>G(
z-PPL;n*PDxMFPq;Oh_yHReukM8`h_b*JJL{7PLK`6z(Ck&gj-3o|WBjMc=Gh^-Kc)
zuvGg;0e7vx98QbAs7bCCs~m#+YhtZ3VH4;wh{bk`N*jdg8c@_B+&GH(J*kz!Rc~YM
zTUksNq4Zt77_FBOukNAY-Lmb4!}Q>oR->g1<6`ja!%h*w$s2o+oUnC_Un{77HMDaM
zcmPx20VbnMNQy6n)8+bSe1V>@>N{c`i?~HZI{OES3X9$M0enfISqK$GWnwKF57$My
z8;R+^cTqFnmzgR&L|@W3T-=U!h(G_98df4yfic&Im8r3`@SG`74>PjhBhcgnauw>|
z0;AdQEC}7ECD0RW*+l-#`#RaLgg;*RO95B3QmQ7}Fwn)zh}ET@r&rpu=WjoOF5bP_
z%hsjV`1O4iQ9#VVQ*TuQp<sGswa?)@PM)TXX}!ycJG)-H&8Rgrt%hu#R%iCWx{UWB
zU1y_&u^ng0v?-4oKrh{YFG?V9^j=K+>Br!&>ifZuG4ka2hf;KiedE;N$z{gowozmn
zdhnL3`vqcW<_a#QzSH-ZGPXPKWqiKiSzZrCPafIB&K{{kJC&YFC#1)akH80QyiXvd
z>eTq~r{q&&;XAt~J1w^d`a(1(sRb2HcYY$nKLNJoXl4mG2ZsJ}9j8;nJ@3ZnJX2nx
zX}!}?9Ig?Ui;j;GE(Tlu39ehAS59v*x4wl(IR#>7Xaz+ILK>^j=8IAu3mJRY?EQ-Z
z-#3n;V-73Z%5;MG`F>bmDA8)X8Y4oi;AQ`0VFw-jHZs{!cUaz##41E<lv#M^<-T+X
z{-a=^5h?<R6JD_O44r8lNM>@#+l-QKqI{4MT1i}(x=!o3bf@elDWmbqiKu(;w040Z
zKi>TiJ;~!7)F_L$M%XnYzmrVUk#Dd>6wz<T=kO>sfJWVr(jkKRWa=(ak&#?^%wlR}
z$-)?PTW|Do1ruk`34wwvXBl1E%LHG^1!M(xdM<;DH>h1@F2+E)Am<<m@x;VV>-v}c
zfl*yy3S-l6Ctr9?xqF6elWdIl7W*<%YL>=|wrYL_=Y-5SFnsyZnGv;V((}^mu)4{s
z0NSHDBNjd#SlSqMvIVv380}c)cJ@f4*A2S&4lZKweAo^1xegH{_&b4lcK3*I$=x^L
zL2kWHwqqXQWz6c5h~K+*6;M>i*2v@y()m@oK&_fu`SXPlZadGR^8&yhhUQ^5vK+?j
znQnZ^Uogd^S^6?q!bpEWYz|FJd<NNRUA<>@iDc=OhIIe!htW+!3rPwgas}<KIk>(3
z+I%?ZsJyu53=IXY|Hc{wDq4vng*E}+ISsq{8NK}itEgfKt`+uWKBYV=nFV#Mrp|(g
z-)X>085evA-O6(VGKo(E3$LqWacJxUfyioLaOtWm!I9Isew*#SjRNR6rrNEw`|m7@
zZl@o%&M(Uammn|N%a>!B?YuCti|hKJ&^r3YDgyt#B)qS!V`tHoRYm?HcZ$6!IcxTA
z>|(O`x<EyaGgZSkG^D|*wAsR3eI>Q6PT}`iMB^0^_DT~Ca~MBLv&-gZ)>QPf$qj04
za6*M|=uHF&Oxk5T4^jXv<AU>EHV!Srnb*<3EpL5>wQ*QoelQm&dlqEg*t8Bf{Sz9t
zl)DhqCD6{H`gvk_97EsMRO@M0G*NSI(?MK6)SGn9rX{EZ+mp=N+s)PHa`5uBirLkn
zJ0?N~yfP$O>;yAfpIcfAh0O8N*e5B*4xQK6SeEkmQF|T5zbFm1v7Cf*dec_mIE|9^
ztfCTWo<}Yq1MoXqcG#QX<rPTTXt2FPY(8$(@0q!8t+`6QovmT1>3qZ+=-6Ec3VW#q
z9YVwTM?{vd2H%_)l&mLF!N!5w#O3axvzsdUP@t2G?Osd*o`40>T|2<4zNnGpy!d#_
z#s$<|j8HB42Z2bX_mcn2qshM(Nr5_gIjUh45-5r2XE7G#KBE@XuOod>UWz7z%eD9B
z!pzL8ODp2{sns5&iB~DpJ1la^4l_y+Iz7YmTw_R$g#87h0eBrk`T`<%l2{%`OvMjL
zIqllooEZE}kQK?nftQ!lil;{tv(>mbN>BF)VGY0kAf;!7Rcq=Oxc7^Qpo7H#H$EG*
z@)I$dQOFVLmT<AS*&CZ$Mp@#I0m+cA!zEGBdWF>Dp@{xNM)|%%i2Xiz=bSI(*8>%m
zPd$R-EEg;KZskz%as~2;olM@wq{U2uS>DY=8l9jw9KZio)E)w}qN4c_qqP80#15lK
zW9^xPaG@)^ba5z~U=(NSJ0oWGZzoDBBr{S01I+a^OK4818ydswaocJ-gpXRs-EuJk
zlNK+x)(WUKqFS+hg3R^R9*M~HGiudO`uYO=@9;bW8YLV%vb0rOGNY=VmW_g%*u2Z@
zYs}h-9Y>BG*fn0gg3Xf1Mn9pS>mKDLH1cz|rirO)BYHXg;rn(z%xqlx<#}llX%&St
zwe(#FO2Y<a&GFk(q|rig8CaJVx$sMNU?I^Xu|=O;g200HY8{1w3#VjpAi3ZzXUcC8
zW?bOmw>#b1ROM5TNCw-Mb3()LNa|tT0Ug~=EaDuLnwfsLwLSM^*x5V;k=;b2_!eQB
zl;a)=`R}*mg$h!EJ`mjW{qsMJW~G=UH`S6qGHFh@W+qh)5=x>MkmQ0m@QWKk_~B(6
zvg4{Me3wNhSV1}m;M^8r!TOn+p8m)wupQ~W&qA{1fZD9U%rMgGlJleyLu9>p0Mj=Y
zd#uBysU7S_bv48GXzqa{^FBpIR7Mok?40r-3H22#l@NvzR@KiI0=6@A;;M3pc9x$E
zM4D<4k>%xUrWOz^k>Z7Q5GUxwQW}KUnx<uFK`z!etf7VB>~}kf4w=fnN?2e0ZX2ZC
zpqVeP$y8?pr~-A1%Njv6NRNL}E&5Ze%VOlX;Ub?E_3=jQs%g`7UnjH+6kMY7^sFaW
zRglqipl-OQ17Z}Y$3_NB6+9CI$Mo@7t<A3U@2snvgoru0H#I+4Ia>|FF|b$!-qK5@
z7+HN+(S>$DDy7V=gRM{edFe!R|KRFoO7Dao4ZDyV8aD(tuypaWx+iU~RiQvg6ZC$?
zdFC=Bl+ao2C#Lq7zhD=w`*s9X5Y@90ew=}V<_7-Xg+}}KG>|8O(^J2b&?(#S8iu|n
z(ddL5tQJRD*i^w4f4P^&j}oO21Q*VrqE5Jkhryeel2gd8G|4$QhLmQh+?#{KKy``5
zjeAg+n?*CjSkIcgu$7p6W(*-Sgy_cs7@Ap~`ox!}i~jq}ll`!;4$a|)k}nrcD^X5N
z0UC)j>_c}SL8tVuW=)mV%||ooP{zfSr7<ipIo?J6%)nkv<q6R-=uRlSm+vGKhRL^&
zG@2yMWL1uN@Tq6-VB7K?yfLc6F?d)FE%Fn~d5X<tCWh*Z0_KtY78WNa+i!oHh?rN;
zuTbP|xukV(vV&`wN~e`hZb6q6>k|QL-m>@{?!PS9!u+hgWd$zjW5bl=7MnfWV-Oz&
zj{AmXaXzpQb-p}cbe=<7M06G++_D81h0!DgjVx?jGS*Akz}j3+IG=#_V7PYi>-(QP
zQkE8BaxxUPKyV9n{6pm#e;QzI8X5!T;rBWse)ENp$k|3d9|$Vka*Gu=AqqxurT&)K
zBYoC`FtE^OO_AqdsAiyI9$EjsQx=;mM;l(5=sQcqa$TETCKXa>NR_OeA9dMatifC_
z(@!|BnGR74yUeZp?ao$~acSg(9qsy)fQ6`uL;t2xrTMeG%%%KZU17HUJs9UyAbbf(
zGQE2%zY#EM{h35O3m<8lqJyZ{CpjF_e2PvFY5c7tJ*^9-Tk=C`xSaTWP4(X5uSjrf
z23LKnEG=A9ZC)$Xc6~jYv^;TTspW&%#P`&QXPrJFH#U`|)V7&Ar{o->t;PrAZ-lCs
z=kj{c?q!IERi)wYiGHOc1|7#ou+EOZ%W=)UER8Al8&_e~AHxtr7HhPAE2r+Zq5-C>
zdzM3Gnh?z*Vf9O0C!DKGjnUIS``P7@a!WyqNns44X|6|o0)1UlwmoSE%P*O>u3o{`
ze5B~3@ck*>@DbJ?QT%OG=grEGhFEVu(BS1;Tv*jU`?r)@E<03|hVc2NWInvC5%_?Z
zSh+;)Z2Es92~4-KbgqY9zl;Zq=cv%(Xq)$b*!4@A+u>gf625BT`W!<w?eL<1bxut_
zd*OL^5(ZGh0d)&ZyRH}Rv-PeCs-pe@M|gQTn$kE)v0kgHjsdFX22!e?C>2f3!LL@Y
z&ydkA+LCD=a4$@LQIRnK|9&_u%F;h-J6~x@fVlMpz)ntYeFUu|m6$wG$U0KVZT%S^
zH+80fhxln}5tvTkoo^^uZ*OdT2RP1bh#s}ERKEuXqz7CpaPaXthJVT@e+<saAvYaO
z@&BABP0r8%s|B749Ea?PCdW&)j{zb9^$UDxkkQc4Xp^z6bdHzwG3Lls{WCS8E0_ZO
z(nxsyGlrz(!<iO)UE5${C-+0!%sdapqXW(3J=XbSUU~VbcPH@}9OM~S>FpKfwbPa0
zx(6-A%P+bTI?4FyRrl&D40W1ea^jDycqi61MCpqFH*ae1(gxQt{*kzebyqy953~Bi
z(xLsUFiqPR2DX?fKz7>gZwqaC(8wbVZ$&eD=<Yq6qq5)@4pU<1|Hsu?2es8j?Y_mO
zc!46p-K9W*;%>#=-Q6h!cXuldUR;YyaQ7C6;_ksAz|H%8bLY<7e>0iP$?S9XS$jRt
z^IIz5QmcVotpZTdgJoPp3hopC@s861`mVFjyU1HC4u}fXHl%Vjy<VvO-P1ACWm8h1
z(+Noq_DfZk+?4$vSd8waLvPdR$M)cWR+MtvM^;HQD}KM{I!%FA3kShegaAjL2e-8B
zT4x(+4>$g&$FZ+i!gQ^vIuJL3uWXWLUif~#4IT4;lUYB!F9(p0^32bt!Jzm9knx%6
zMM=GG_GIHHHwbz3uEOsFC$fky0qj`IQcV;5+GK>=x?cE59-OKU@F1{lC@Ct*=O_n?
z%{no0P8mT4vA3FiuCpFeZ&0^|VAQCDnHHkob5!W`h}qaPGgZAw9C9b=igM5k--_63
zK-3uFMkKwIPlkH<dtm9BKylKu2~}->qZf2;mL?0P3d@UJvAI?k?=On#=tTna1{Z0j
z;g;i%Y80Q38GxJuMYu0CO!!;^KA*O}$+wvSriyztw1XIhmMi2^lDu5b<#5&}nmBy=
zC3IL?qn*Ytc6KEmGkF1hNViH+z?{g}_0wXHLvpjoj>M1jLh|Ajh&-QpIn(d;99{18
zm<-M^I3GfHI4+tHDR(fpcWEC7c=ml28ARVG>}?;#cw3((ug0Crt+$K_aQ`UGb};LA
zG4gc4^%dHc+aI5lQ7?^u@FqKOJxLmw<%2;CI+bnCNc>liNWO_!KO<S!bO%3_P~F_O
zq%2VOpn3108GVa<ZleP1@|D|^R8{=+Wi+F>cKcl&_#vq&cyD|>kq$EcaV02ygCeDN
z=qxp5Y{t0Hm{Z^(d)ui`;b|}uQFfw2(s?#3)izdDyjAbS<g#y-Bk=yK_`Xs9s363#
z!~6yVkk8uuM5~MmE~em&yIglZd!{vulv~}dGl>%FtingG<A(g<-}UwjHWto9Qy1b<
zJfgkG)NjksL5pqUn>jk^c(5_1ieV!8c+ykke9mzebn)LQtXLeh`-~<m_u1;4bvA=$
zl)2oT$w`UK<d-P&96`*CaiIX^Dxc1F&A>kO*|CcVax~H2;n}dESdxks<1vW^ub1iW
z@Bz0u9OGlJMO^-uFLB@Fdb+Gqv^ByT`Q|u$iwO@dvR&nWV83(-%AU-uzxO7$0{_6|
z!LYG$h)9;qr}%>@EEtcd9=f?VmZwNn4Nt_ptZ*_jiRn$g-x&hPSsjwEHt5Pky(Y`u
z<g}m{HgLm{BJItY(35sxOU0(msD(ZB&lJ~tjx(a?q1!PTmiSE*Ln=sIy~Kb5Rt^XV
z_p$kH$w%`Wa0`8fY8qHCF|jk+D7s?iEt7pPi{nks@Q*{fn^j&Uv4N`@5EIc|BcSeB
zTO@>ax?&aqT`_aUTI+gSTqHo9R)?6LT_gU02ls|yc~eqXJ|LdtI?V~(xb?5woKGql
z;ZyDO)IXz;5VB~CiLz`MN_RhRqy#?Q>&!kKe}nBp(KYZ|ZZ)+ro+BwOV$*?3NW(?h
zVd6DRXcl}It)+e*>VJ~-c4$E4ybE1vaps=sJ`#o<)o#Y2Hjyr#sJ^>7aI~}oox41%
z{iV6&YOiVE#uQ&)=&s$RGjfQlpj}Cj1IH^=R@MpYTqncbnqS4GLkKmRM(M4}|9y5w
z@pz4@nanu@xsJ#X$u*&OsSE$tBh2t70i+%w6x%)VxD`L5wGB{U--vKRX@SNFV&(st
z?_lj!UY{k12z}1qh4PeNe>ObD$pYfNkIvj`_Qv?@Si&r&Q0+;mQ3Q&wxzTHhXFG3h
z1R5>RApCl%cUdBgO(s;s)}8=BrAI2AdfMW+6z@2+)<i5d3qh5^9&ejgL4xc$7v4}|
zv^#~1t!hJM9Qu#Q_@xAkVmh-u21WP*N}8ntvxeCwz=r<U&@sImp1&Cly(iKuQ7i|q
zM%L)eI90X5{L_#v7jB~W_j7ej)v|VkuZ`iFhZU6x_h#-Uf!sutsz*!d{p%aa@}it2
zJcrhF)e<7^j%%#j3tJveh~jZg94BIIRp01)?h|QP64{gHwk#=meROmqyKw_Zk~d_G
z(eIgdH!g6d(lsb$wc)ST(Kh|r@q4kj>I52f3jC>dT*MIRa*o`dY4(Nx79<8|{KiB&
zJ5-rC=3wV1|CY>%5+gU9$Ud{B0_0Eq%dp6I$pU%|P(c6rmoGoF{kJh4$o%;Dii@<W
zqR)kum5#F#zd^3&blYrVW<Iz>?^)CRlc2`mZBJ@j!KCSX`L;8cX3?9kH2b};ez?$!
zVl&N(n`=?oikirsTN;n{^bnN>MlnbDU(hUwUMHI>YDltkRd@%f97h=UV>$}w%mBS|
zcwHBi)DY(3vUDr>0bN!O|72DX3PfX499zk+t-|=wgsrQ!+N~@*5!!!CgRrKQevKNo
zd+hgRT{h&P`eWGOK81QR#+cpgw8jup=}K!Q1?PEO9b9ijP8L3__d`Ct>CKAB{BwLY
zA0Kkvzie4%XD1dVSr<4w2V<*#{xh_`?FB7NCa@Bk2%ld@czDeY+e1Bj9)!87;cAj4
zEi;>6>x+?IB-7^yA)YQRQ5}I_^VFxF_OeKIUI?%@(5LI6w!(N5&)Oy)3>DHM%-O;#
z@`T>_G&DF&Bsp6i4~(RkB7-9$>Nwg|>rNfnwp)tQL=Bb1OONVKv_I45O@o@8B9B3<
z9wSwvBHl!RH4GPerFzVbJmtvp8sbuq9kMqM_rLu|^im^i)#i?uRUfAz_8dV)?edW}
zu{3OAW-p2H3N!ud4(Cb&E8Dn0Ka|LLEKbM>_rU0HqB%ZAf%Le?-i%8wN0ErAi~kCB
zaeaUJZ}?CAqXWObBtIk(u0?usy6BLECL<eTlZ!8`6kRVrV7pf*_>zZ_I?is<u9yu-
zd~xuLN|wR@J@{udi~J_Vk+T-<<<xT9<MhUb?^i_tpjkMge?jJxFBPh5IE1$~L-+l-
z64qARHL7rTRzhLUP-docZDdCqdlLACleAf=Z)5`|wpIk~?MGg&y&#akjk1E3BDaZe
z8k3GdEFLZ`Dq?SGnhDr=tP?R~5%X6*4?hDU_FT7Lk2GtSDTm}OIvF@i&3AJ<O*(BD
zh}n(&64>}wh}d(w27HpO!GGH`RDn`{tVP>ntcMIb<7FCk8LD?3+f5(vVWvxSIiiC#
z+UA1yLI`v2FwlMJ*4{oF4W~<1gwMG+v^Tw7?@L96nVIW*=(RgXAp;h8aiR0ZCw;A>
zgBI;4BBd>|Ue+xQp%x+T)^}Q>aZp!Tpws>-Xf;oUq;ue_K-0UadvzQr2Yh9t5l14M
zgEbjUIFf0)Rg3nOM20*9C&#P%U)1!Xll@j;EM$pp7Qps8;l@S3U{8n5*qd0CAcb%+
z*<U2~b)*NU-)V2egR7A$41gbOhV7!p#^f-TkF<mYygFinXvI~sg-FVwH0}lP`HYWl
zc6=xTpxC5!vLpXMJ^u!aPEtFpwI=%#Df_(KE^>MvYtRunk7ux+(Lr%wjF)~WsFDgG
z=SK}8WHVUOLab|oBTJUReJ__%ke<G6qS9Bbe~OR@o!r=ax;>e=Kl@vb2b-qazmz6=
zL+|wg3u_pL?#bSjD`b~bfx;MX*)d_}LvhLN3*7<F6xb-mKw<j@7P??J7;PvHpsx!f
zD#5|QWub+IB4cG#HfN=#h7Ko^b88YCBkJov(j?w7u+&-;2u)bRbxhnMD)wO#^5MzX
zo!AkWWq1eD>Y{lv)JUqUb5AIh(BD{<w#&-;wY}qEQ{zIbx4giZ$h#BhhFV}3l9ig@
z^-*J^XmHpnM(F^hLPwC`d`TE|2HGF1K6ca`Q0#YXdU<}iu6uVOJy6)*jhgXv{P6OJ
zjUyR#!NQ}=Nm8BLgbr`lxwI%E4DK9}luuph^wVC*RK^NJrQ^WL3I8Gf6++^{V{d65
z<j8;nqW_LNJFjKrAWR$)63<g--ijxXYhO^+jB0<eTex`s%Li&|y(D{@;I*%d`cE(;
z>^Q<o=eT044*@G{<g{VvP(^F_AF{-eb?<}<JSx%N8B*^`r#r4EhLVb^R$nQ9@F#4F
zmxi5*Jcl@AKlFLe_`1&v1LT#)k*G2prl#Q`2fd<z=rfk%6dKgk^33c3-ok$6Kb<Qn
ztzWA=O{^<|YwzgI#v}6zs%v0O*m0%`DJMC={k2UGrATE(z+)<V^xpJkhCCHIXg~ZY
z_h*k2gtn}Lfisp;U*tUQpV3f^qsb+q!=;!YF9*)D$q>4OidJnaz@j@J5GTm$gbaEx
z50d0~9h114@P4x>uI#gi=AH#%zXsEn$_(^59a~-nJdEUW&lps}M;fc;_fI~Uowomo
z&LaQr_WG0Nxqd@pX!=uG%S(;K<DfjOsSM^`RF^1J3C5HwS@L8i<V1)65(qL@O&n{d
ztLjWjxRCy0I=DLZAXM|IsAXV#?yE@WzSUB_gNk0ihU4eV@=h71D_VvnSM7}H#kHXH
z>~H#WCO}mlrb?1JH|vkxx%2SM`?mw(xwfBpo<Fl)0Fi4EV+c3U6zp{$rRRE4t)z2g
zWz{>Aw6%1RbNTLyYPyM-nB<pke3d_-Sk)?|yrArJ3C^TU`;v+wItGN!8XuBKgRq~&
z+Qc9M{bwvk-KI(+S+b|n%q0@3aDch-mBp<y>at2_voj8M1bDc%;npTkr3W+j&qMd#
zVLzLL^t%<4qOx)7d(n3j1?VzF_*w%V_02fCL7_kVr6VB%Q?NQdF>E5n>!on=8Qk(X
zs6_r~B1*_R$_W0Ana-mG8%)CAox6m}EZ*fpDS%Z3Y>gZr|Gvo+y}OG!`=2~gHo|_?
z6=tkgvBX|2kU4b7YcKkI4dd`v4O1GAyc8boU#p$AXUAqq1*6ppMrn+m*`dkcDbW!A
z-OSw?{nY+S=@fw9b4XhPKi%CX@jEnuBXH+2TjR48FE=*D7NR*%Zk@=WaCBUDhYMI^
z)tw)&J*UE_gT$N5$kaA(TNonM{a9^0*zF7C`+%ahn@b`U5Sr@0p)&XHlh~D0M~Z*<
zIbD^aXEE*|&GNPWSC6K@mtKMA$8zDc^HrE!!Ejb|E3&eTe*6F}W6NPiT=s9;P95l)
z_?G?<;d`Hi?^QHKq4js;tERU+I@z{Gf!?ljoB2NzKJoY9C-6SWPB9EFo;YvD9}T;}
z^0~0#CK>f&u)U+$I3g$ekb<)9a&Nb`6NTB`@aBT?TS`iCbIp6>s`jX>{>}pWMnMl5
z8}zqms5-k%?APZ(OwL5-dtd+2=GJ4}RRUVvI}~d+k^YC};VcS71#UxVy*Hd9O$bO}
z?3%(zKdpwz%&H<X?124Wl_XBDA)rnW8qg}3OU(x+RnP`WUEtVX?yiU*9*-QW40d(f
ziZAftYs>iHe>3t4nS&6AB_xwCM(vHS1dU8T=blvZaeC_+`#+9~N(xQ%oQ4lmV3(Pt
z#F04)WVuvb(Y?WX|Bl!LkI!=%bV+q)=CnuowC0xh#k?-gOq8QLLjqr&?RxH4wyon~
zaTyJ*-u4`|Qoa1r6fSism8G??5G&rO$BTS((~yd<M+e1Rwb;Z@?JDyskr4&LX_}g<
z>GbR1lxaFL$aHK>J!P7P=4=vsfD%M^eLh<qS#4Q)ehHf`5IWWgPZ{hLE{I7H=sCa~
zNX~<Y2)T~Q-<x6uY22yvaE49Khfa+9rR-*P+!9(;e*`C1wBDmkm-;8<SeIk#Wc4|1
zv3PX5VPiof3d_}2HV77Y>+RRM(h(;<YbNJYv<**+!V5kv6*Sh<jUDIK-Kh%u<@rYp
zn+x<xTTT9~<E#JFZpZZLhyg5zTqJ>?-SKX}eNG@r{&O^1Na6bA=X&!hX8)|)SGuaU
zobaC{<U6Ck3{52#F2<JMNh~*UaT~r5+nYP<s0(fiZd2S-<mSPr(Q-v*DxK%u)U(AH
z$~oC?t>saxAmKRBB_q}gss$`tQ#CceUv(ej7$3q0t&mW*7ZRZVB;-J?!(%DoJ7cKA
zTSv~8C$l=PkYzY%7PHe7s@dh+G!zW@ac-NqJLWgxpEOSMj}4;H8I40IHGrhZBS1ug
zqH$TJSdUS&$ZHl?j+x-6M^#e#{#p&~6N$eqJvicfX)CT}{G`vcVyz)y!opKUeel{2
zk(c7Wpc%=0!ozi9JZ9F^$xWD8U+=Oc5Bg<O5vLNqyn6=LsE^6bU4EwEOrXmuW1ud-
z8U#Ly84BT&5ZAA$ti0mj<0~c&e*_GY5RM9CS#iy4$m*-yd@Wx1ylE!~KcsuO6$Zk<
zD^m(-lhcQ;L>o4u{ax(gWmjmmEf>?-2qRZRn|%W!6-tm6FsnM&*8L24vtna5HpGwC
zoR8Tf)Hd%dAp>5wSnj5pIL#4&T}}7ia`Y3B_dHu!>)(&XI+#pZhT0)cODMtDq<=Q4
zY9mW{UZyB1C3DAx%*?Qu!V6(Iz+}V95u|Z7^jQ%B`1{Z{N0U;vb%N+b`Kn#a6{TvY
zp7cVyxR!<fatgChqzON9hnbLYr)}5kREXY9dwRsmKEYub!%i6(LmfkE3JD+<sRb^Z
z+9G6Lxr#-^@LAL%|JAWd-Bv-yO&$X^qxS{NhKwBu5fpaR6Lebs3nf@!PO25#U2M9@
zJiB#m&xAk8G<VBtZXG$9hc={PeAeWDvT*{e-OSe){bCg$iGDg<g1Zs8CQaP%ij24E
zvXJ1jpJ+`-eC}5+s2D&BcRn)>{f8S(1}F&3m=p7g*VGOg_<GJ$k~?a-<f$E%HT_Z$
zbvetH1w14=C6E@^)J3KFYkl&C?`D7LUFLoB5<zA@6M3deu}PIxaWKGHprA3EjwBPC
zQL+}Ml0)A|E0{R89e-oHUbjYM`sY($6i4_7Bq%-)onjt{%(5{XMzQ7<F0MhfcRt8p
zoci+hbwq|qcu&y`R+&5*kdi}y^jR(%K|3$P(DY_mGmC%NO@jie`fKEg!|F6E+lH$8
zAAF*lb&43i$>5_7o_&S+QD>GlJje^f4sR9U$Rd4vrFUbI_>awtD=A5D5M>#w`}z19
zIB%A?*Zf*i|9;QpedM|lw9-2p;rrW@AclG9K$SwyDp@Om>ho1jygO93`{z4GOV5XW
zE8YmQzzF@FlD!r|XNni~w!+u)_u7z(%bL*l-|k&S-J}3k(t8{`X;OKU#*aAw%PJa}
z-WZ*Z26gj<uUXJA?@T8HqGQJs?u1da8Emx148`*A`KV|`uHxEn#B8pzC-a~-WXz1z
zXB2D=b!CV$Jtu?R-_$!ZRO?>eg~cpzrKOoP+EFq&Z^)eev4$+-O&Tg%qzsH0(6zk|
zx@Sh--pV>S49E*zt(DZZ5oxlrE*WSBKMMFgh-;HC9@}vi{YF8KSHz)GIrvoTb~BAO
zTzT87wjSi|c;hNCkZ=YfZ@i9>Ixk&&asPq69{+i3vcA_uwJ5~*cMjUm`QO}$HTDCa
z@BpN@b&~Rq@cSh(`?Jlp!ij87^J1lNRF6M2?zf+@)zu>(+L5Xn(>A_bSRP{ke@--X
zrH3NubRmqx2LsLRz|fnm-WOzkH;2I?A#ikURXocHG|(okTWZaNoZMVjSoEzF&cvk-
z`c7G2p9BVBaZrFkQY!+AnG7{F{%*`=j{NKN<^GYER{|@7+S}W8e%s(gV38;Mhp*e8
z$UZYtV6aH-(M$dGhDjrqEb6e3b1FkI{~+txcmMBuV)<_w+*g!=1ez`9x7Qc7=l~cc
zR&l<&<)2?At6Xhe9d;xZxsyUp+Q7ub2N+9|QQhzo#;_d7b?#=o{ccvIt#tRyURGv1
zP#i_S^b|~}XhBdYNNnMq_Rd(4<=GD5x=q1ae}Hb^<m6wj8fswRD3ZQ;Jx>*$bw~tF
zfFKcPDkB%ssw*qW4zEye-k=!AGqS_tq){fn-jP!+`b85~Ju4TM0<s(O*h{KM<Gf`8
z?_;yTWr9zf<Lsl(iZ&_7zeO>u**}6sb?xs3&Cxhsb#R@OuTu1XLo1Vdz{r9T`3<Ew
znPy>G<T&v3%z&FKJofy%TNpuyQfy^)n#T0Bh0m4G3>z;Ens}IB9+TB1q^i3bHlB!H
zZ{q#+2g~o7;nh!e6=PqX+C+pOjyM(Rj4TK^<n~&74V6YCG~RwdZ@WH`7yu2z5IcVM
zjT)c_2sE;91`4D`j0~v#fC{|3v&w13(T>yAH#fB`4t@pFz5T$nw{S3FGY?ftG=+4J
zAPK+KVaN(D2_!ipV?j6q$0fe#rg)hQX$+x>T#?S^BD<Yq-zv`<2~t2kcmc`N@~#l(
zKv;Hdd+3kZ#0mlIcoJ=g9k|Ty=pR?jEpWY^D;Q#2RpvNQY<RUKFbkj~W%od-&Yi-%
z=jr|NS_OhM&JUjLayfMUq)xxQ2iw5wYB_)-`w#G3_YS=CDfK?l#kPjw1mtmgt7-4Q
z0rMtc(mz`>8IT3`ZSC24+|AzLSw*w0k}`)0V{hbd3x0>xs+1QS5oaX-L@kxz)urrS
zOKleDJ(3Se+I2V%I0E{YY2pms;Jx{<UJss-3j1qJtBhl&2BDzBO^cFPVZ-87nUQlR
zb3$WFsObO{EG)d026iu#?Z&?5Tep6e`S!Rd1z9zI2ebry*1R$?C#S2wm@9&t*uX)j
zM|Zrr;>2kg#73V0jCPk@xi1XoJ>WVBWzxYeR%D&;a*2Ql{JS~;{4q}};ZlUl^-cdA
zjWKYQ{lY({`r`ZV6T)G{Xvf)QX=Gtu0hbpDW({2i$2|O71}0#D@A@C6zz8({!aC(j
z?&Nz>LvwO@DG%tsTvB}h#_20J-bJ?+21fR~qrd?q5iILx**QLk&fzC3Rayhajm}Hr
z#vR9jUvCB*Gh;D%s$cxKh+wMjJg;<;<^AX{AMdirzKu6WK=Z%et;Va?hKqGxqS<=!
zu#2w5L%f2w3TLN3rr&7<wN|*bj=v|6Fx6l$EKhzEJ}-44Y7H%aTD+hQu{G9v-6#3t
zPe-5)L=BH<heES71V{w0QC4LF>AS3M-W2q8>ZxP8kUONAGXkm3$<sGfp=L5!!z~SF
z<4UUfKWMBEx+yVzT>J#^4(ncAJ`7C>M05<7a=gcUE5ihA`fi%Zid;0mJ^R$724TJ$
z?<{T<a_)7JJ=89HUb02poFOpB-c_o<37%B;(=KScOPy4{okF)@FUrG>ruXIN2c?Bb
z<eILcu{kNYyvJGFxfN7lX;#5;n6iUCM!1>?Z;P`>L?5mZ$tmssQEA8sg|s&cRcW(@
zJX&)nw;cZpH0%amP%Ht3;YS-YIHCh`rtVw}o-rK2PoJ{Kc{vZ#puny(=rMitgm3WZ
zq6uUQd-qKEsm1fqs$i0|+JkQ~_<rlx(%o-t1%6(e2mX4Li*{mh2`brZ=abF+VNyqd
zFNb~hmLHneam<cj`r3y=lm;j1kSE@@TnQ;TR6|dmB=yB8&+I`*)IbY1WnlN;?6X*?
z2hZj21~Ngnv0dEP*9uIUEZ0~teo-j6fUd!wxNcu}mYE*<0w4+N$l`=_9NJK{bmNdT
zDDdOG-tDKG2Ne*oy!E=mqFkbgB(xqQlmZs%E_7@40yb~v0++1D84{YBmn!NKgq~Ne
zXRZN4URoO4o#BsQUYL%D{`}PgR|w1R^tw*CtCcnAd(wb3a-P)t^>aRT7nWMmf(4{N
zWuO8&o(b8OWAE7FqNtZ6^+E|gCu(3e4@MR_DAGN+c_vA&6#9!oz-8HF9o=Eml^Jmu
zGLB<+%jZae*08Z{KKcX?uVk^vYvSmZtkICyksxq>?`6gm4VbR(*_GjM{X6-Sd+R(<
z3wfKc!|g#TfreQvfVHL*bI~uhGVqP{vCtx#^>tyQLnx3s89LAhPJ`_jhgPNkyBrbs
z^#~3M41H>WUP61neuYO()DA_zV%9C<Y(~_fHJ)4at0`c-@H6GUu-{Hk5TE=*p!1!U
zq~lab0o7Pjb5+C9|MKnqCkx<98RIyS#jUzQJe*eDy9lgi^=h28OwejyJ?#0uis$e>
zDY2w>nL?lijid;I&9i)Bd_wX-#twO5VTi+eJi;L%hqO!jM-`D3T0cZ>OF%eZN8Hzb
z9<yc|Jc#&`S9xX^DRnntcD9K0Hb=r<Fsn$jeM}CWpvbbBz<O4_BMzBdOs$p6e}G8G
zM6|l!^!oF*RgpfY^0@G$Tg^MDH7RICxbx6g&PS19)72d~ma_uU?r4HFFQMM~Dzs9+
zt&MOZ=HypK*}}jIr=FY#ak{MwaL|2yO5v569Zu@yy)mpLyi*Y93Nd{=k{QWrMA5t_
z7waD-YZhS(89d;oG++d0n6@}Eeim9!S~6~L?H3u`%3<;;tLRmx_}TG0LIOi&u}8!4
z?%A&#H7h0<xq`U_cB?*->LKd;(+*e0>!fN7WMA@~)F+*RzQ^FrzD9GxaVL6ZWXl|+
zxzRz-CJ85tEO8Cq7%|hd@>AQ1+wERo>L1?5{>MGwo#xF3^U;exzLDfy$~=N1H0G#L
z18E8pX`so+zBCk7O)Eb^AoA3Kg`CU#%Pk2Q2(B>j?NyOhKzD6zEuXrP1ZK`-nwXr-
z20shZ(9snZ7l)PqlSx^&pd5_}3kySlW`6a#40>#tw@Ue~B}U_w`dbx-#$_{T?V-8J
z&Z@)nOnE0u;pG%gBgf0bQ&3Zr(73&IeK5V+-RRIqo_wV}GBM$Bf8W;DrnX22@7VAz
zMVqdRMA1mM%K)E2+|7t*4$Y2ZTV}y2Y$3?8_j@1(&{6qI?)b&cIvJg`zy#Z)FX9}&
z83dilq`*WbGqZP25i4)47@l6RO>gsIIdTr-IWNgume~?K;lvoW3nebbUoabZl7aA|
zbc8+Nudg_WGG(`A+4l~TqPWgRK3lico#^p)f1>MZbu27FYZyu~W~`O~TEep!xoxQ{
zNf80HR%Es6R&~B}K+=PtOh@Z3BL~_k&IR$iW=GA%tSZ5=IQ*Zn&5F<yL1bo&q5l4q
zdJYbM#EkR0uxRI=4l@7tiI>L2&=fm##@bMhOb=pT9qsA3Qha0DQr1^b=Z_?%{7L7M
z>w+dYO}jIG-&yQAqj~u?ZDI6mf&Et~ZAa4HL0RNOm3-BgjJ1rzy^E^EEYGei0Q7_;
z*R-NG!3nf(24tfJ-}<ubB{@H&K=N*IK)TWRGO1ajy*cf4{xA>kaQDry$}F3kFs7eR
zmRbT2z4|U3;;Mtn6V}pZYaGS`%r)eWNpgt(u?4<g+Xk5kc6l5>Q7OPz#qS<Vn(6}Y
zJystr_zDsA$xZvOtYw8bPK}+BCj!1CMVW(ApH1kxvC8*!uJvOK`an9!nBai|i3XM3
zTy4qm=aPCtY;XY~i)3J?wjP!Os(uQSem5>VvtXR@Uz{Tq$|4Eh(6w)BahQlavdk5O
zQA*0Yo)4Ey+nGrH3o3cbs<Y}IAiX1tf_VMW62LSPQjX#+`SO@|u{<bT?m6J>c>TWK
z?I6Hl?TQz#n9Wy7Q`6GJEdz7r%7v@1I?I9R5vH7)9p!z!j<q+TR4-6I*R8VzIf{7W
z4g5+s8=S_<3KKzBz0K?_B-W8fKuw+Qc7ljWI0i^?YHwV^0VLT2Uku{0K}Hey-~l<>
zMUH^bcsBPipX{D9p*cR9E!bl1d8(-9_s5=^6wxnGR)1i=6H1nEHOCboFqCSqL(Am-
zuv=BLNC%d@6Yh+|xG8q56VWny-9C|>uIwwhh5rJ}C>@r&-(d^{cFyp{8a*XjbU#d>
zRegcP$vsdn(#+clEX#o>uIlD{tA7mwYMl>J995HzncmQWwp=HfPIMVu^U8qzjkM<e
z0_&wq86>rZo3#7!y;_FA9dqBuKQ$Du&n91TN1wUq)s>{R)PNXIp5l>^|7XxHF649v
z+6Jup$Q1Z9M{{x$RRWYU6dpQow8I8YnMj`$uWF9ykd9-XM>20Gorbo%#i+ItmF_xX
zZaU=+(8veY`93xCN!y5^THj93>a?8*vpIby5ypKVld={yC2gjMiuv+Ia?4ZkLz4~w
zt;G9!g1ssv{0QA+iD>lH%J1sH_3{cEIefhp6b&t8TDr%%=uz-eGpyU@;ysNPKTc2l
z7?*AVQv&_!0bWw3dw1VkTTcMx^|*xJnvvorQ@P|}yQU5a19h!RdxHhgl$J$twf1v^
z-!p5~nj0SBeHRw!8^PMBQX@>k@?vBIpzKwhFXF6-cR=EerGX#WoXATq$$pO-zeMz%
zT%HjM4t(uiKe&=|yyAuNM8adg)AtQa2vf-GE4(8_rrt+6GJ|hf4D6et#=6{#oJ-$(
z1d<Kd$Ihi&U89e^Evyu>AU)~1xbw=W*}ad%Tv<EG4acubDu24ymYrrA0`cLxIt+iD
z+KAoDd_zB}oVzbct!!I+sz}2OC$;b7N=JTc$N0ImlrV}m&8ebhiVKO+D`vjH=i%#>
zY<rP>J<hQDQCZu^qV$+A$gb)6W2Qx1%AK2d29DYiKaO=gJo9)1%dGq(f%vMyQ`-V3
zpO~XABC-96ilI)({*bgyuEKQos5PXe;WK`Een~x!oz>hT4T$7=Z<VdrZ0l<pDa;Nm
z1m*(SgXqL{74Vw3#*^-M=sL#|3^BsdU|r`TqY>7P^Hu&4kxLSY7r<0ldssNMp_$Hr
zH!yKx59bFYcZ^Bp`YS&16eReLj+p6G&pUoX&s&L_#ezwjL0m}+6-cKiyI=O|LfwKJ
zUE=vr0^WYduhtt@b$_5Kdy=HROriZ=wjOirvT;E=rK~R|oWUlhDqU9|K_!_#ueQkp
zY+pFELQ!k<q&wnl6Vj&WS*gW>P@$r(Wd?Vn=ekJ1u~_Ep1dCZl^AAf{`O8o7GwwWp
z0{oSNwf0o?BHN{PMl@Dz{)kB!A!8YOqS%wDZmfL>RxAm><DlcExF92eg>5!ywE1CW
zg=n}OBt7k-lvdOzbP1{2;xF%}oh=5Yk4~pbq`xkJn0T*ZGTKumJO{V<BDB;DP?M&$
zBT7Gx$p|tjuA2CVtTrVd(pPGg)iuJ-$G4;5$+Lf=a8G%Ee4Hgu)XU%IC_=sAVrxqT
z3*m0pq|+W;CmFN<Avnp+x~QDNY;aW7@6oVIZjxX|vSV_YC7{q9y3aycx_9<%fSeGU
z)=;RX(5O_5jV<Dc>I{!1GS*t&V0GuwHH)FU6cr=oa?7i5&KMp$4+<At?SYUz=LjtP
z;e5%AEZ|w+t5c?pBRzV~IVKy#j;Jyi>$bCc&8a#!idFhU*y{y@5x#7&SN0D5HFLPD
zKlKs#{WRFFeG@BB3atP3j~xi%AhZt0Z=GAk;U#^^ixv%ru6XU*$LuPsIb#VW8#~!W
zY~tggtT?Fr8JU#<8yph&^1j6JB(vxhRoOZW@y&{po*e`gG*^KyIp+q7wuwvUk}SC1
zZ@e_7VK&%T;orJxzM+hUH_0;B^hY_?yXESmSsBYf`GOVIHWq*VadD`ikBIp<4l|u^
zntI_c7)+%oJnVF_HV@K%9vi0Z+>Pj+2;f*0Z?Fk~SXm)n-zSI&rNMxZMq{ErY1pIW
z&z@!f<E#A}P_`R`<r{v`n=%mjcWgNFQ>p|!Wpn!_3gKYnO~bj){nmy<EDo3BRYMso
zkme5o5B}iM=k6R>YD!j1B|Lu9B7bUx>fomFAc_5t_ks3XEac3{?ca>kTk%kWF6}dY
zKz#H62<xgt@({>d_?20`P3IR`tIm-|W4n*lmSt{LmY;WBYiV^@e?%6B(yPGqb)3wR
zD%vGy1Eejcqoxn5JPP?D#q7Aq2@(>R`WE5@60>XJ6FfAO?nHkwvpRm1R}UEggxc(J
zPueQvMU<y1Dq4+=YfU<z_@1px0iVa3`jyEJwjGQRYi?YE;uS6Dwc<4KCyGY(LUP~$
ze>HaZzd6P1CwXGD>S=|-pTm5r($xZ=<xWI}bIY3p$t!YlT^l;lK)J8Clb8Yn|65K5
zdC&e=P8N(nE*wn73ZOE->57vj!3%*rpFgiu+$YNi2z|e^fHkM8-%?`S4Gxc7!9MhI
zfi$jX7b*r5NarbNVKiIHcTrI$$W5A>Yb7As`Z^Qj*X8B8;G@8B2*hpZTWKkzSBhpf
z`Ls%GDmjei7WT^=^Uo+WqmZ6pcty>g0*T16fCJcg1XtjJG4N4p%bTv@4Xyat^m}AU
z$;~)oa0M3>aO=X~tYdeuKkh1ZxX(nswrN@tFH_l0Z6(#xY@P)sdh#RYd~4wW-sZ(4
z!fC>2!rOC`lBj^3>}kr^Zx59>C~iZI#b3)oLJCunUGd4C7^EJqkL7U~KM9I*(IYWf
znl29`v8{$v7tD1C)o;!$MxbCJk|fXIcIl(RU@cfm>15MQE&Dg7oFz(f+4dqC4F#{3
z4hH(V_6AXWXVQ^fdHi_!o?2?{c)6uw%0Gqi=~|#^2!$`I>LLSqF{O%nFgO=S{kHgQ
zZJ(gjjvUnws0$l7$MYGigPe_sriE<zAb7&raiU;!0ZFCua1VS$eD4N2;rEzX)H26i
z|9POX1#}~dK+bg^S+uU`mm3XK+yz51jd%Yg7Ym3>sB;q&>*upHDq!p8+vJ&m(=f=u
zg&2B9b4a+F0Rv|}D&2suBjzbQ#(KcU2QuZ;iy)a*Bu;!wJuGH(B^IAy0HIdr9q2dw
zRX~z(BumOj6=960%bdA|{E14GlM^X$RF5Qa;YM;IQD`N>^u5*LiRA=zV?hTm!74`)
z8@i`+#WP+>f-MJ)`yXfM?8Z0b%pHYdPgw>rKKjS2n8<JfGFCLn3BLD^!yM#zH=f)k
zugWPeBRuc`kK`<RKoXP%Ozg!KJqYuL!r?!B&)Jz<S3EkP<iexuj)Aw;I*aSO*Qas?
zp2#Bj=#Ln3&#aP8&lTfU{QQ;K^G{y+)%S+Ovf@T=G;vINg!wdK<iS!kD7&bME%k=p
zcM>w@CpolNl$!|Ufq91HHYm~-DD@ufgbSpqB%Tjk){uwTiMZ3Viakf9qO_k;;oKH8
z55McBzWlV-+}v&t=2$pzqIP^S|D9A6=&$)W={5?SZX9!UH4OaZPBRzdsS*K>6=oA+
zNm|%4eJ^fg>TS~e=IGR6m0$V(r==WnxX5(5Ma7awXLkYo@4-80N+TTjCIH1O1E~ej
z4^^C9>`!_GS0^LU-PHB;UldQ*bEyo6P~Lq3=f`&Xe_zkMAD4V>5sT6#UGn;H%_C;)
zEwTS5DNLw4*u+p_7eqUZj@}*M9%+m0KfU1tq+9i$qdwxiE*TE5-A|?2RcJUdqjL{1
zmKlsjb<pP+DtRUi2)*ApB_S{xyq<6~Fc2ww=`Khm;-*U?r)B`Ew%aWR_=C^Lrer$9
z-?0w{Jl5d3UfzEWbry_vnfNj|4wrdeEO+8U51<4t#CR?N2{)YE<F5sWDe@a{e5|%n
zoWBYPAz}e@*SvJHk4$>gObnLzwSqA%s?sQ{``15&Juud=blMFI`GX%Zr<_S>`LwpF
z6m)_M=ZJO2Iwvd_xH?%~kGx{SpjHO$c`-?B%`tn<UC|eOM*WW<dWxQ5JyW+o*T2mS
z*7#6|B4UigAnOF59)FTTF1k%R<#(Oq2OcM>S2F{@-VHj!+)YcA`&YZVCM#yJDlGFn
zsky8*<i4W1<?=<D&jon@9p%!u&2G)%?e9ndJa`(uquC}>fzM)rz?p`MX0x`IbxciH
zGj{hkoKDV3Q)Bm|qF!X~H1_t}z4zq500vwuy7o^i8>!d#Zy8WBv2W~6-AoI;NSRK;
zZ!(@XmiMN~7*DRNL9=3Vs76e1YmQ~<b}hS&Ajx@QHehY7G|WR7f%*~o;*g1%dlYD^
zgc0RfAtTbefu%LtevO^*Qq24$fN?kl{V@wJc+WrU>T<lO<R6lPd(D56@Fl4<JtG21
zLnJDE%6`3MiXK#XJ_=G+S@<ieV882g;;EPFZsdC4N(JVk!$hi8II*8;5o9`d8`qwl
zvp}}4r7+gjM<@Q~^+PUfLa(KqfX!N4w${^Hn_`z1J}#@tsUaI)CjaXEf$AaGuCFC;
zGArwKR2n%Glqr9YHLWmvrn&I!Ub&irOd9_;yD4zgK4X!WimM2Yl1o!SRur(T`DQ2A
zl!j50ra`Tf_&qcRJ3xtM@vp)ykKFvNBCdgbkP%;i($`GXZ?p$Xwj-<22(R8eGXs0D
zllOCyaX2<234<r!g1B4BZ_H`t6Vvj7C;3reHSgsgRqGH`+C5|DO6jDK$&cbUpOe*A
zDI7y{km!O`c}=_nf&A)&CP~R=px%GTo(9b6-B^qA_A9eup%TbP&oiYGWR?9Uh_DtP
z=)X0|L$qtvr9aDbUYIYa{BKdF{{H0v`le;vG)fB_f94y$z>RE+;j%hB-VQ29Z2@@j
zxRmJZ`!du>C%tb0v=iA-wds|zYVo<O6r{r<RK;A=aUK*b{2&egHmZ76RBCV;F(uO4
zv^bvxYq7@YNNt5RT*v6G5$umCV#!E)5|Y3A5r1+n8HO5jEosdmX~**WhlKdjw<!Cd
zk|f;~PMN|7U>Ibe<XG+!YEcfT1dDLYNxG$b==*CiHj8zfByt7l4bK(;z-1=a`RCGl
zvNd)a>?vOmQ%pR$evuM>=kHPNEp<|Svnh)n_f6-5Fym0IlwFiSVVWTG8@mR&nFq&0
z-yUhUu)r@|%F@~ynN+1;lB38NldKbzl^Cd5nRy~t>mn^jCY7<{(-s~+S}{(T5CNYo
z`>ol`*QiGW{}0!^(#G2G`)|AJ+7jyM?jw_w=`aho=?Yb}f-G}t21qLb`{a%<E;&J=
z%r;gbYtu0fS-lHKNXlR5sLT`?MLQMme&Mns)eQ=7e)!0YOHPFcN>NL|&ed+k@@2;(
zpX+-e`%S%ujGoY(^%~<?FIvi)!uv(npTm)J3HM-#$tHGxrS%7;d1#zlSQKyVcSZo3
z{fg4ectx3vD(qBZIc2Ney$5CoD<M<QiHttbn9_=WT<bWeBYjc#1+efe|6hBg!OmbG
zVH{zlF^AFVQB)b(cE7RlXQR_zPNUsr_NE%k!`oz|@tLzffOMGP`TO&L?&Vn(ZIXpZ
z=ob9dX*_C~^0b}z`F3?_#Om#wd*<q`=V8Ud>)M`!BgV0w9*3H`!g-Fc9bEBe`PyHl
zyu5vSQhOysmAmdyAv~&HofWNs-?!6=?yhP&!LjRS_;=H9hhN+85U*|e?+%i>iQ(4D
zQo6Br-Fwh0?(*1b&GwUuZjGh_J(s+V{lQol?=A`%|Et`R!?j>Krt;3o$v92+dUpWH
z?d`3ixUsA(%HR1xcmuVz^V8)<Sp@}qg%1u&AEE5FN_3<=b{`YSgq~Vzq$-F~F5Hji
zXut6Dzc_ZuZoV()u(6{1XBe6U0!=IWTi{U+$CE_DhG=kVz6ifQm>a-m<sKa!WeEqg
zr=97)Il)3lI$eIZ%tyD*X_s09KML+pR!PTcG7;Ji&HEocH0F6IZ+N^4#mAiVNh-{j
zefVrpG&UWXyOta%a;g+wJ6jvbh{Bsj7)`yOWhX4@i)og_Dv$ftj$W_@zO%#mpJDGF
z1l_K(7ge-ln(i!_M9MYZ^^Ens8wZp1`q$Jt5B#xqaIp-Kz-tIE@%faC3UKsn{nBvn
zI`w;T)_lp1W!2@qd4%_17xK|k_Zva;>ldScNTFxg%`c4Hrl@Xn!x0<YIwUt{^rpo(
zZA}G88S$>Bjued}%U1BS)1w<~g6U(5`79U+ii|f=3fVAQasQ#{xk+;yjEms4%YR)+
zIirQV#pkZ7xe=xkc=sGe2An#bX>s7_*jw-pw4z%2mbpw+{ks{*9%icSD#lc&sWCQK
z4~m=f+l}&4@zbJMaa7U9Am9?jpE|ROu1g)gY?+hJPsi+|4llE_kuD=A(INEXBGPKN
z)1g~&JL$03MQNTjWx7va;5D5*GbqlSH<j1E^DlgEAmRVC@AOUq@E)y_q#o9~Xc#}?
zTu~Qhh??C3V1?DRhQ8yYM)2esdMb)8t8kQDGP&ai{XXTbQf#V&!h0Pw?jdhuZ#p4Z
zGaJ&W+!<J4-We-O4XlZ3MdnCD>qH3pzc2O7$>N1udM<fDh#Jr<uBPm{^dp;^!?zMp
z&;utBP7z^~8Tzv|q$6j54oPdp7>Op1#R-;pLRr(y3ACIC0{S-Gavu)NA@y&1yu3;<
z*9*TJGhyiy+)}p9wwxd0{<(h)j@UkI!bWu(6ej^?^%CWk4GG0<emLTfZ58y@A!x1G
z6U)@GD%kQOc9&eq3@%0YQRxf0VbF_qW4$dBv$3)QMy)T&)-`CSfKkOXg`sAUz;q*>
zrRwJdfP%+5i@J|j*s5lHY14zL;+PocsXYuMZob|DE)s({*Hu^#HfJ7}w>1x4T__oY
zYo(=kP4yhb5Px)S6*iHhO61=P<`N*BuDTVS8IP3(bll$@YW%a|tVb=f4f)`F&*Tkc
z8<jPwWl1T=(h$vJS0S&sC+j`?&Fsxf(BwQc6GwO>^_`L@{(pk8o&o2b;pEV9-M2M?
z&ZDS0B}wG%T#ULc2jY{=rx=eVS&x~XhWj;LFpWCxxaf_U1mvJGa%CsdT+XF_CZs5v
zfB*nQVwUji9Nfwj2r>TgXM@00gq|Z-R}9l{$ptp^BX(U%;1q~v5AVrBa`XX%2j54Z
zc}8se;2L?w6ngjN#*IhR*c%>7rX9zf80+HOZ5;U<HX_;(=V|@|<&sN6#Tvb8<Nlo{
z4+aX!s1`%s%^so^r^};3bKlSyKvf3{n=`M&gMg{!hfPrTQk#%L>>(N3g5C$m;q<C|
z18EW4pwKsH&5rn^t?puZF9?BboW;#J*HY!DGKO?c)V*%vX}xmXmHaIp%rv#Eh~ML0
zo}|mT00zBNR{x@ZQV)F8Lb?NePl#goYmRreO1y|8_Zoy@Zb5SI41VtkUn_!db3(Vf
zO&<XWtt7Ee5eORdyp#@6k{c$4(R+WEc8m9r&9dF|swIWDoG|a+#GWE3j=BpvFj(Sw
zik~Bd*8=+2>VKjbdf~k%lSIa=62YA|pg+YR)QY@tt^?X4op@(leDC{l;!r(KbNizs
zH~s}oPi+R2)fXQYM6adV*Twl(dpg|t4u_yV;CJ%RAk?3kDI!C71>?@q4it<V+39cn
ztP4ngIvODNBBqW#BhCb)%3=dh6V%5=?CYvezqIcxy^`#eg^T)S3BzjQ#eyo|hpc_5
ze{He26aHZ0$ZM<gIrT^5SJ=jy@%9wQ-!jksvjY_QlF5y8RqwpYLm21Q+nRnq8;ij3
zkhLl9A^c5de`_p;4AAgj>)3UQf(U#Q8E3pg2T{1_{9(+sfWr})2GB?|DX7KtPRML?
zM_QtC(EghGK)72Li4kbk0Qp`g2bby<1BH}jUXQ0Y#q0P9U^sj8gok$rl`lLECR?;-
z*_tI~`p-`%Y~~6|3Lc_d^Zf*kwo(7UhFM?XMttTc-<>EY*X!Z+JvAj{llP3t!jIF}
z?^Nx{q-440u{KExGm<~oT2XHIPpK`^=29lrcNDrdq+yzOVL$a_AoyfajQl}32@Dup
zF)3rN?DsD0-jYz=sJrKMXWPk@Blo38e`cqlHWTBkcYb|BTji@dPAuKGLXpz^6L<4>
z?>XYWgX$(%1bdT_nEI439_OE#C+KGWqK<2^7qVQXOq;$&;M^Vy&y3XDtB2Jm9?cn&
zv4r&>$YO+iy53K$mT;AV1*HH45({df4e@8G2TliQ%>Si!`1pN;KERJyYrkEmJ0GjE
zzqv!Fa|;Qx3V?)cAAo|sL?J;1ic^on;K`Q2<>9fkTGa5ScLH&EtGyEke@%Sn?2h2s
zJn+;tTUd`PhzYuR<X^zN_G=VyNF3OXZ*eubRY}I2GcOsd@bf2eB`HE`<#bEsmcM#D
zK5?n%9?1U*F;8z(Z>RR?MMdyvmQJeWS-9v9tvL1zgGvIq-o1bKPEJxxBi<^Yr}%ML
zm&BhpC>^|qL{JM3fj^P%?;Uz4uF6BYfOM?r_D7JMTw2k9?c0S<q9byld)y6AwgoXi
zz{d$a4qE$Wf_uMoWf#}!&+W(pq9(3Ak2Bk=C54(j5=Q&q{cA$r0M=7a>>PYMkC;(b
zrpj-`5Am<A1A5a`RFGiv=HwkH<^<wu5wz>P+KSu>J9LE)p44vlw6{n(sy_MBoIONF
zk$n0$4al$(U|^{kDt)<6W@Q-`l=yhqbA8R>EiDoTY(Rbw^g@9Z*|)2Div+qNg0}n9
zrz_ih&ZD)g3+}b7Y&vcq`jNaMy5c$AAoBGV^F*Z~>krAnYrI(t$OZ10btk!or**(*
zo&}_xCD(^y<-7hdaq@96F<k+CN3v*u1a*V^_$3FgLUE{1S6G$doBtQw3ostayq8zQ
zPr)vBaqA1h>e?0am%B=?lgjTf`$T`+9{S$iboK(FP(<}$0|r>3s`lT|0{O7($)y;1
z*whQ+d*Nm?lB90asxS<e+j^)18%fgh%ukH-t{J4b4;VuJx|%4?n(qZFE6kl8`R!&x
zl8;XxF0RMKvzRMQerDWAzaKtk%0>{DNHAPw|Et|AD~Fgd#^kf`H^_2+@bFh@IGG(J
z*xPPJkHZZoapwcT(d7IjIA@zH&3eCZqrrEkiFbHZ4#W)xgZHrEth*y$nMDRe4Tm>j
z(>gkbKJ>Cn{Aw}WIbT`#v7eUTT}za@>l#MM=0>$!$?<7@{_+b04Y-2ZQC+F}vWZ$z
zMBaN-#KB;1Ti`?fY!m^lq2$AAQvg~BXM(^V{$!`BUNd0M-;;}P?!Fs$-Y-0bmNZL#
zO)>d(PQ!*sS=SP7b@0uGg;7F6D<KVfdfTztY>&@WWUh*H`$-EFCN8Cq=leZ@6YRa(
zh32{JEBj`JaozSXVW~5j9XA%Ktm=A!^EvO#6l{TceXaF~$t)ssmCal>J`&M0_Q5OG
zD%D2(BdI{YZD^aY6-q}6W}rGNLXIsp)K$1+;cO~_QJno(ue^ScW$&rMe#dhg3h!b>
zY`1{?Nlx9qD%l+KG3TI!-v>3Ljj$rdl85@-ZHij0{hMa#r2^~AmU*$HJT_i~Y173f
zNs@e}Ct93^r(+%7G=RDPy$n*wndg>SVf0*%bX9lCV9h<Ue$=9dpZ-py2zRzSDJ;Qq
z=r2%pgW#i}F)5Rx?0|747J_Z)IggY7D;U%uue$y>E;{4%!SDEwflhg)SvmJ}l~Uuv
z@WQDYi;qzdmg9#k$!_vLvDt4eTz?j@YlkgNH1%+#vyZlcQmkHkX<PK(h$nhZLnyIh
z5inB=T>NL8*G?48_(>E`6A*ajyKdc_MnBi=kQ(=oc<f|@xHhctho!+NIU1d0m7r|4
z?F;SYrLbc8E4KS`&08NGJ$UM1v{RZP+_-Knq^zs2AUQwu|Db=E^<wCBS@i+0zpZ`i
zU_`oT_*@#^L2;~AH-#%*JIYf1WA5~o1&ef(h?4HVo^o|t!BDhL`%?6I!p`wrTgRxQ
zX-F1=VxVE61nPHk$<duZxZ#Q%`z=&}QoUnyeJ3Je1;!o^W_anyd0pCvnK99C$ha(z
zHEl*6|DC~;3o2vVqy{hXQ8wwZIW!;aa&kGfat*z+3^hKW<Kz3=QaBz+q-%aEE=QHf
z7S)01-dWqJgk;BX{g`ispA>;@lE}*8ifRTy-AKSOle5e2!++nRC&SYtn7Z9fL6KMv
zAL?iuKVIWqUnN&lrrtc5>)~9#X?6Q#Bo>qkDE8TZGo<cTX0(9&HLNp2e>&mC(U(Tw
zcDcA{vFohJEQX)#JUIq}eu?xY1AAK!Q~YtjsN?TKxZb|LOzy%-sW`4@DnTJ%ZG?Dg
zYHpS=JHk8S(|#&X235A$!{aJWJs>1w(8V}#@O;~ajXKG)G7qZOEz!ATAt%Qr!3HI1
z!3=ik?4W}k47>%TwgIH_DvW=enJvAf^yZ4dtbT+XWMUhtuT5F?y)^pGj^V;1!A%iN
zz{7zRllCr3syTTMJ~k|J!B1SgI@uag*$LbCvBtv(=5^Va4m_HwvrBOj%X_U_8u9ME
zYb4)15CHq_uvcUE2s^PI)z|W<SxOBLXNe2zUU><O@lGk=>?jHj<6zdaY*b>N6p*w2
z9e3U!&~>5TfOLYX{|a01u!2cKXPnOJq_SL8osQADCKt8u+_HB=b~h8I>NXU~0%@+s
zD|Ghz?}WGw;;@r7V7H^&RedGrPwl_vQvUC)+T|bikchwrx`~mrRNx6572(BIg#W|a
zSw+S1ZR<X`y9N#J9^6B42<{F^a0?Q&8+QrrG!P^>1PksOJXo;C-CY{E_21{5d+*!b
z`{j-SqhES;b*-LNHRoF2_nQ`iyz9;dp;B5LA%jFUBEM=qvD#DN*c|!UF#xtxhwq#B
zH5mfN?num)&OMn-ND9>zgM@;*DB^+WK1Md1(LaoB%2<0%<+0{Nbr#aJgJz|5DXRct
z>YjaU%~RxPahmiEkPGu;=y;5wVp&uR+d9Ly4u~w{k=c!$r7Aw~OcIV+$VxIv|E+G`
z+q{Ho=CP=UwdadeF{D^P+x;r2_GfsOEWaW3d?@LHY7(Zos1c^E(M2f>$!_2y>d&S5
zr*^a^#G2bv{vwSUu>0zkU}_r9(s6WYS5Y)T@#S!N(auG$X6hC6zn3?@5ztG#M+uw*
zSgKjkWnqjVo_H(an~Ew%rgLV5)L(Q2B<SS{sVy1fZ~%;w#YtGr48u7M)`FiJA$5Uy
zJLL9JYH{PWhEe^D^qoIV*#X1ihOLIt5uIJMAj2YUt#qM^(TuhgwxYszx#yB)fN;-v
zNe|Q*BQSLlHGbU6acwMa;@w0MuVV0TpE@3R=*qZsO^Sdq=38~c`3Qau?+Wakzn5%>
zSv6Ol*sGp=AGZ?Ae9TNIEZwR0x@zZ6oa1URXzz)E&jPq&jw6&lru3a@3ePzdh(=07
zof9-KAAnIr!(0Tzg6e}(aqn&9P;dxBR`9OX1^_HD;kDWaT8O(Sfv%yQ{tnXt1khWY
zSD?CmcRQ~o--jI3Y}mqmj>-*BYyK=x&Nk-xwkLTIxD5Zi4+!k@nv#2K>X+Obqqj5=
z?MboOztt&dy0yf$?YN8<?pUrNJI8w>8T5DX$WSi9hNIWw(QamUi^iI#HC4m&gm=_h
zRqpz`khZLNNJ||;1@XA-zVNwW*l|k{HyIzruvJNZ=}-K!9S2cI)^aK3N<W>EQp1*X
zGu@bRJNUa&w3@my{8^4MFZrZnx7`%tUSnA#$f44N38=EPM+!@IoWIC+u_ax{FeJ|o
zt_AI_OJx;t+JT+xPz0Us$X`+moFOlr8Of4}huyhzI~9RH*s0!857sDj?+a7Sohopt
zMag)EL2S81mc>b4Z6b$}fDSC!A;VLe)dK%&Hu)bytBNwhsKSUmiQ|-*h~C?H0iv<*
zkm#MM8-PgDOx1`6+@cMETl5}Xb0eJnPi5}jcim!(SN)fJuLmB|Q?y>0VR^XE5}Mn)
z3YTRWagPVgu5V_;>z9>nkn`>D-b>jsgzee!=)iwsv9)`rD?@id_E%LXNj7USp)7Ex
ztc>#HUryVX!~as6<+q{!x6-WG_qbu+<zh=QTf_q$P^goN>iX=WT=@1tz|WE7f=*KM
z@+fd{a4%63tOX?O#<Q<PJr4TlyH+~EkkYu4;<cjRzqvn+5Ed7#X7bx}Tl65>*nQ!O
z!96%QC`>&2xIbNlK_%wZMK2TgnosWFYb9DD2sEwu3gEtyig|H=fJnp^7Sc1G$4j{<
z&~tNtGuUc(+r<{)wQ4mesA;28j$@S8H$;*270-U`q24Kg^Z0BLYphd7;>z0cN~^K2
z(H|rT<GDO7&=}VjTa+~o$9raGF6-LRu})v3l;pC{e%ZE4&-#fW@%k@=da61tQ#Gau
zN`=j1+viJ$9k0qPwkirpFN}S1f@<)qYOmh!59_TSyX!XgF&@hDo9!CX7Z<@C>iVm|
zo{ZKT_VQpz4(B+>9=w~zr0r){U{Qla+LK;ssIq4@tC_i?BD^+^44&fJ<(LiZ#j=3s
z7*magUPe~4Wr-X@gmu<1J@9upmz#uP=Tq{W;!1d8rrfAdZeO<jkJ6~Bxy4`S`GR5$
zo}!{p^@v(=jFG3k(w=Fjp-&Dq`h<B<M(FSK6fi$V&j|8erv3U+D-}1%v0SPKBVA`B
z8sB&!?=G3$4_?vp71Yb15}U6~n$7IBKad~e2)Tzr1DR#0HPZvL>S|sYuBQ@jZ#;Yn
zlV>f@C*o<?t3n}lG~?Ar7;aNeL9g#;HE#nEC;i(b&<&9IRq#{7bEt0oXLFjdzXwO*
z<MaLI@j1t0^jg$cqYONe`$Z-3$~10S^f><57U-)Uo-3`di6bd*l5Ipt528XZgrMN-
zi@6z5{EV{8kP_3hbv&go+YzZmRX(Tz8~|D;tJCU~1dj`ASznERZQtS#zl07|2SdJ7
zjdNfpf~bldCPOleEQ_`$uC1#6jBsJJtd+M%rvJKui((^B|5$g*^vi0%y!FP><?MAx
z5iL1;@~m_ZvWIGVv&jH*-BN8}H-^LHJT}rN4}F*$dk8}zCFvUMV&2^8M}8jV+x5*e
z8&}bq+5Qf$cj<>Po#$B3v)?ezJ3BBuW0fy+2hM4W#lRb&J5KnJAT?<G;WG*lfFkM}
z5;G&mbN93ol<R$aB3Ab7O6BBJe|o<)Ga3Z!M}S-%@`TaZ$ZNK=Swpt3&+4YSo7Mcx
zITwZb>wcZ2ICB4tW}#hm8yvydPj|Z$ULI?3`Pf3@^W`XHmd1g*j}oaLm~%)?4H<~4
zSY=znjlfewn6ByF2(l5j<mVuIXa*bQS>xV!T=x5PEO*MkP^2u9+uo>Sjr4XH`Z8sV
zi~AGz)m0jJpWibN16|3!*6YxpaldO~3~{#?8qjPr2*tE0N`{p!BKx&nApg85&nvA$
z$MHotGFnV){=f!lKmCmusAlF#S(I|Uw{PEVtR?eVuvdW6^sAJ#EhX_OsP6`gGfb#c
zsla)tJaI0+7>~M|&R?eCm-Aib6&Ci!Gs}01@8C|(6LPT_SN~0^et#KB`8jM+>Ua9a
z2$Cdp*=8$dwb*^w_NTOLW`)7+5;q)2{l?)^_}(8@KC-R5qlt1b9DccbbG1)vl3?v1
zX&G$DzIv@d55?Wp>*S=Po)*yeRqH{1Sh!VH+YxcRaIO_4^~~_oHGB?(`*QJ`(#NQ-
z!y630Bq_YV4x7fUb^Z)1h;arCEfqavb6ksi=1_Pr5Pva8PN8GekCy!jyXo!MXv>uz
zE?4DJS6g1^OEeE*ag)T6W@R>Ai3Io{+l~-3R-fyR^%MtO`itM4MKz$mx+J?hcRj}1
zvGFM{7xQ!iUfDX4?M-eOph#^JinUK6MReJDRRitHLeT%qI!te6A_qE5&$ugOkmeTD
z-n~)uh`sarO>nLsdspaf0`OKtWaiz{Rlx(dAlIVu+9z56-Z+#BXHWi~dwvA^MfiO>
z8u70NZt^Y8`ZHP0*fgzqO3Q*FxrvD$-kZRDv9{CgEp$6EGnaO6M6@1}cCR4r3U(s7
zSxu2j>(hAPG{RWP=td=(JaT0Df@-(uTy^qgNOA*@dPP7HkI|0Y^#tfq<+VaE<Rqcp
z`C-i6uW>1)CCSQ%F5F?W7ITWWl%H?964gwz&4)^R$*Gu`X+)MSk0*x-cbj5$D|++g
zE3oT|9NYFbod60L3SYQiqJBg>)26zi1`3-NCFb6Gz^TMOoJZWp)>>zu?|Hw_qvuV+
zYHIL7IqWXayOG?2pPuC9K4jFx5N<R2XcPPB8D5ek^m$9TeqN5a9;h|GGf2zNDjIKw
zDKkHW2#p+exfzj)>c2HznGrGN@4n}7R)iu%TIZ`ii|z9a72rhrx$^&z*@Xl;pu;r(
zXV2K#r`FN+Nk_xz?cn{&Y0vWe8Dck}GYXyNyup>CGkeBLxT2l13TMyWro6hoCYBX~
zD&m9w`op@qS91o-WFU0c;>ZXNc(i<+C%*i>zWXWo62-cExx&M-R^P`_LqDwQDYe1h
zl;E7nt!-|FNbkd_6(}`FE9k5B(K`)AB9&N=Nxq@iU&sBCwFpiQsIBDP0lVKhMF<it
zCHANd*xzj}-jcG>_;cKROY_=Dt%0ND%jE;#jx$p<{w-m5RW&|&c8b2)(;m`cIh*jD
zo{7u$okQgHEYADGauVR*8F*F&Mmb6?b{|~QlIw56p7*&)kdQuYx$JQ(v}vqna_FUR
zHaLy{`l8)~EcjjkmjSzRko;hg+1B=*mnsW-R@S7VY=C3SXKp+slWhUPkz-EC;!MEa
zfXLD0wi6U-OjX~&D5zkEaYuv>QRGftOT?v=sQi_4i0R7wjrU|rbvl^(*^i<#)E|vf
zS!-`8^6`4Qo}IDTd9sBIPwde@*&5B&?m$rCdGqs<uxn>-cxox$1N#%A2yrp4M9g4d
zx0XhVSzoEl{&}4`KTpv1yjzBOW9Hzwg10DPERqAiW?&`JB<*Uu(XRuh&zK*ZU8rU%
z*eCV%N9iBY(xOgdb<@UOguyk(b=OhO>ELJ_3fX~}iNY-sDq$3UExHAcT&%!QmNKe-
zx|=Z;8{GYJCwm4R4Q?v~L^|m6QZuf8*7y88(tc|$I{)>>Mz@(tj<pUj$4m@X1~d)Y
z5-%?fwQ%3IjESZ}w<E8mXC>)5kh{yY**H?SPLGD~=3^zx!*n%bFSYN9v41_<9CpB}
zQj|bWx3b2fwY}q_iDoz%<jToa#V+0$&4NDc^LYCD2nL96b|uc7j7}#$&OI`?11`TS
zIz?ctVcDMD_u#BLzcpJLQ{|WXYJLI*@l6~2B=^arE8#zF86RI6$YmWC<mKZ*i->8e
zJJ2LV4utltu-vB78SAPvlsaO=$UfW~Zq^mTBgz)_D&<ARJ797{O(~ca;LUKnjVxT1
zXi`f^dZlHs%8gZd#)Cv%zQ$BapdXOcZUG=4?Y;8qz&i0`i>mH}ZyGCaih?Us$;PjL
z4#MQ$xi_a{+N<h}e&HFgrrIcTyp6V>dTH@0c|wZ+%UXE4L~gE^ceOajtYtzdAYfr2
z$8&K&K4oA;ISBM>Vf+cya|v7$P&pH<LGjA7Pj)md7{4t_tAcPiu6gF=9zcME-{MFx
z@cTwNJJ1tF^^Qiyow^=L=)`fQ7@;{XF$SBdt>R1;7}o!hTN*$oIOS$z&yGSH8BaX4
z??cw<6`D$4m;WBon4CdW3naVA$n4U-`XJn@xXQ&O_;$_IUmUdlW8qfMYw%rsZSQpQ
zyRBLNZh1Y*PLJBaW*c$dI^7nIg~Z+bXe<fe)cCHUw*%PJOJtTE!FS$6fGzb=?Th;I
zBql*1dJDPDhG8D1itrBBss2HJ0Ai;kS3pe_T8Gbp5T!X=s+o*mVu+tAe>Pf8e+im5
z>aUcMA&9MW1QL3Xv{~5HP6akpabc|xVoAQBu<%CVV{rTtW|7}Jz*fZAue2a#MxclA
z%aMCPDgGP<DnYQcrt&SP9*h1ou$XKddC5}Rn5xB;>l6O@XJN8+tw_W**n?b%_^1W^
z-nCB3l!01~V*Mc(8Q4>S(gEPI<_vM&d^?W@{=|=XUTSeoI04mm9gl<?i6ps^rgA#?
zaRv8LuIB@oO$8t6scE>0U^t%W{u2UL_VMu>noiS2WJCDu!{dN^9Ji_MTYB9Nw)5W`
zudW{%`1im%JzSEOf^J^W?pLirTWoRhuC)H{1gU+fG!?cX)d`H_*zO_C%+ieCl?=o2
zr%zW#KaPKTu(48I_WFaATfooU!{vW;?%~e4+L;=+(ZaX@;MQ|G8H#_?zw!uq&Y0?k
z#+X=%XJK0)O-ZBdN?Z_kKC*gWe>Lk2@#xVj(d2PegO4gF&nWCXg}Qge<W3(dQWkUg
zkbTc<!BeiXmeFU3QYJm*j8kT=PV2yFh)s9pOc73tRIZuqiM<tHw=EO;uqS&aZo2ho
zVD5g#c+L{5|Aiqb7N>Ty=Pw#i+vmNJD8%FYP!h2zQ&I0~6(uMpTT4x!z*1X-{79wP
z7Y?Xe4?c2*{;NOAhk`~gnHl1-_l_E^IgMVX#T*~bLQ00AHqlga71&K*-c&dRRF@Ku
z160*XX@E(_Z#i(fKiV9FHQL~6<yRs=Ippv4?nK5IFNshw@fulZZ+(esPF*kMR@rJ<
z_QF|t2yFBYgcJ^ornrdxv?ZDH4WLOmx4QkdcCQgMU+UfzYXtMobp7qXpFrSq#)UYS
zb96O#V5d_jMRV>(SyUE<8JrB<RV3{zo7H`fO%WQ54s47XEdSU>Y7?!td5Qatg^WuC
z)()s`L8V)yt*I8*W5z!s=Xi5FiJ}JlrVPWd43u%JKW$aPB9p6wXA8V>Bj$J&ewvLp
z0ZgenTL+4g$J6k_k4364gtCu+RU_$N7ng=^?0l{$XSSXT5-BaUh|j-TmTe6G;N&2s
zEhB!j?=oS6Y;UuHA};e@TgP0{n<ZO&w&rgaX(0T){v6NTgNmqrqQasy-5>1nu!YD+
z>$vlSW?a$H_}?;V<t#^Dv%{#6W~HkM+k)qN&z9th9FT7MN2V95FUe@4;l`;3F>T0G
zVl7F1VlBB=R4c>iX2nDWkKe!Oqidh#hf3@i{vM_IZTHOp8i7{Ouz2I8tVS*ytE#V~
z9t109^eV@285+-49H;vzI5a_%bU=n{pcQVW`b&`hp}l|%vK2KyRs4yB`-PKxYS6kk
zjPmrq%IeLpoLcY6q5o=!Qh-`Sd_f%f?w*=aOpKz=dLpc;Nzl^DDucdZj=pnlOH>nS
za&<NL{^=WyjLS*3yE;xFeQ`pkz3P{wzV1LQIeMLILo_U`{#<e2Z<(2kH;(`^RxVyK
ziE(`w0#0omCo%I2Okva8NK%uqU|k(%e8PKDND=?5<ZImac+x85b@nF7OaAKHQx+i9
zt<bN9Pfblt=eJLNm!s$*anUX=E}qfXHdp5N>C-2bhCaX?X50!a)%hx)GK02;@E8GL
z{e<LTDu<Ez$B!XfTOXT8{0hm|)_cQi?Pgio^=qU~ZW9s`_LiIZ>g($lS$XljUsCNy
zMn-}vIa(jJAJnS5!%BYsRq_v`<DEk7K3V44dcmM|o}>F=DAIM*xs!Wgj`-Q_v=0VR
zUkPC@nL<^$_tg=6!PbyIrPF^TcD^uDQg+1&#tngb|5?wSeuK#J)SU%jfp!8>?baud
zm3&$vD)vLo$H?3EaSf(&<~^l;&GX_)tBN(sVs1gX?AikJrvJc(1<A%cu_^{=7Fgr-
zC~5h`aUCdnAuusB#KW_BL2eQ4>-ROQCeK@GD0KR1P*plwWq7;_pGY&xOq8=F!I_Q$
zun{||lsXX@w4b{}j#{=>m3a=?&y$P+LmglO)s8ejnQ^7Bce|Nx-NViw#dJO80c8K`
z7N5uuY}pzR{mWBQKf&|X?j!9&+=@b&Amy|Po&&)I1eQIH>Y0pf`Z(dC@N=h$5>=FL
zK@(<~N<x_{e0EBrNIkr1{G2;3it4EV2YFvCeEA^uzF6eVLRMwiNEY__1F9$6nqIi|
zXH-wFEj3U9PmsxFH&a@pPS@v6?A0ynvCJqVXjBsHE^n#e)}qmqsaj-fG#9-+rPVvB
zn(Q17-l{P8?%BS;r#<{lzI(ttcvw8TX|2_Y{BCRN2REYWC&A&Z=vJE3o?S$+<N5gz
z_g!u>SpLE6Vy{x&)Z@(srGNs{(aU_{#3QQ7#L2oUXmnB$_0FH`ZtJ=0b}Ce!9G40k
z64Dh7yH3zRV7y?3xPT`gQQLYTW-$k%aDjr@XN-`k^=mZLwy)pJC?8a}+T*cVQ&;`=
zB<JB|?wq5WnY@xF_SU$gUd{`k`lf(4H18aB>m0a4*N_b#`bQjyU<a~XL`uArVpn~~
zBYk1(6mcgD?h<--kGKF{m0>qi32>X<lx*T}Hv6MtaU@o9Ar~h}Gdqq*5W;Z?eEhMI
z*DTF#c|6`7698~{CRq3Q2IVh8>3uh4OAWU7JtrtBn73)<r8ay2`4<iIBZ;ZUuaZkf
zu2YktoroL0YMz&g(b14tEY(-A&H!zSM;w}(1O?I(b<+iqlAXm1KlvZ|r-2tNn^4J-
z7cu|G8%O2TKa-Q@i8CL|Pp<c-5CGcTH<1@;S8p!@z)lu&-^10?iO1|v2qIVf^#^D%
z-2??ir>B!LDxL%CE){%A#TkI*JOK1HI@_C~W86Rag#YY$vOG-Rk7p1U7e^}O@&<5!
zrbEQR&lG8#Chufrk#3Id!SCL?zj<&3@OO&3|7gP8V*epO2csuuGiM#ilL|PHUgpeI
znf%sfr{5iByu_oWrTvzk9x);D7&BD_==Hg|xy?mhYaV~w0|*&Qsb}*4P_6$l6Z{)5
zFtbobn8x!ijiMc}z{kwa{xR`Mp&*C7FlYswa3-IK5l<~SuH8;Id#lhxY0(pcrt*bi
z>KJx^sq%9b;B{ma0*noj^sFpCq8orn-L2i~`}!?E|LfOU#VXxZCao?2QLph-f%j!F
zjxriY;_j8Sv@};6v7*!wu*xXlyc*-Uw6LPq-qu#*zONY)8tVFtrC8;+oAb2>n1aUB
zA*526y!#`7&rVkYqhM1=xw-MNv$L-q9!7^^knrBd|6AwyU(;~kiTy9qh)mfC5g}o{
z?>{%?Zi-{+vPBkJ4i425YsnWFpW6^V1w{<d534bYP{?ud?am$39<)=^tqn8Eo$*_r
zgzT_?)Ix{9s9T%LmyHq#XoP~RKzvE#-=1!D<`+pBg6IF>{mC!z3{%qiZAw}BFvz<M
zXQcmN?7xCwGDPy<jD`OR7ZJqz9_oKDeEw$$GvzB_ar)m0xc@x@=sp$zgx-I4I@54@
zXyAW0w*UK3?yt1(bpwD%xhs&>4^3T^GyTYxQi2eh`RYE63sFFQdK$S}n?+_=J4y21
zLp30bH<{gQMmi5WJ^h@~R8bb`hk9^g6_2w>p5`kCglC5?^`1JctE)h<X=0W8KlvYC
zF^E%b6O16LPxEYObfCWgR<76Fb8BiHhA1_GQ6hO(<JH)92LUwkpi=Eu=@&;N<g@p)
z`Kd#@&6L`u2m@l!aLwFP84!w1bP=mM@7#tOC<#4pd{aLmZwAh<F7p-lj%&7hJ~{)h
z=|&Q9E@aSWTF~QF=g{VIC~)k(^B*z^B6<CFSlY92j&(1sz^a;;6H2JqZzfcc05b<%
zDMiR&M}DAKyx1ck^F`6|V75It6H~DbOl0h|M^j=wP~WKKU@m2riQMhTFKx!3{U{zN
zc&|j7|L2v2_wtVz(G<J3gUM!DG@@A83W~2PQCHw@b95%J`H%5(zd(-oLp#JkUUS+t
z9i&e>3_lLfN#G~7p)m(RK4*$<Ru~6tWZo&&RTIvna#pGYBYgJWDP}1X&Z6qNT0sH3
zk9i;212moKK-=W!OOip$2$CkI+iV_uh}AYfUg?V6s$p^1uxz@veO?YqWqpS6<{Pvl
zVQs^1uzoneSHG=)RRmiNPi^`9c6auYl^S?Ew<DaFL$rhF+Sli>#m{d_;`E3zE6Fro
z^0FoG1!8~v-kC=pS-GQR1B6npmi%{xr3GlS=Q^<A(-}m7$#kYznT!9{9r$fZ<DkOy
z30!{T&d|w)$)J$}M$_%Ds7m+O(UW>Xi8o+Lux8o%S3fx*+>_(tHI<c>QT8hV5%4yY
ziH!}Tv9WRV1&r~6{CNNwmcFu#%D^weJyWs8)mf^E5T+E`Hf-%~!y9H{MFmEG+m!cy
z3_c9&-KsY8RAXSi50dl6lzM!k935#H@ntbQompjw;5|@WhqW!fDzjrQ{S%xo0*)SG
zXlUWq-oBT3OV*<vI?-s;)oJD+5NM$+0lr8XyK4%JBEoF2yPM5dLI^X2ah#-S+xMsk
z4|W8eqxrz%w1$Ktoq<NYGfMYBS7-)_N91Y2bARfxdUMogm?oNvc?A6GR-H)t#c5W`
zm^Wozs<wTvdQpVnz2j}*#BQxz8W=M3vCkelDe!q42u;mOBpFALnNX^BX|H-~D%2Hy
zLXnbzh*hi!L6y|*{3{MA<%rJxZS=>Jo=xM9!oQedA~0mjWNkDre<~%`S@XgPvoCnx
zWehMduQP$kH%1Ecfwk|jvY?y_45?Lxy%7!;yuTjzR99P9lgMA5qMDuH^PZKSm?a()
zJIMPxOBKf7yq1LTsBAj_2q-};(g&SInR$K&S{Mj)itOokzkx`KCX+5nF(nO-aSl@j
zH{MK+?M!g#=r2h#MVoc%+gc4C`kS9fV^0Xw)P-AE5Lb&N>o0cKq)I}K3oOuj;d7q~
zBC)EUv?7ZcFb}=`NL1Z%(|c>m5U!@g4!VY_w@>}Wz6bvlzVbez{ypkop+Dv(I$0ZH
z!85T*C}U50wwI=)>S&>#fgr&$)v$3bkxXjPTeI=fh($_?S&=`nxtu?`OziUx^tkth
z&B%063825HWFt$Ide(%Sa)NL3m#0(p?kh!XN-jmg<v({{Bv2FY8l+>ti`P$2d;1fs
zRFL1tkNsHlJ}LM#tZXa=vS5)@F&TwP^6?P}2nf71V-tcl7yhJ$b`5;nRkdV((fXJ&
z)AL;3I{H!yz3YUl{O7LyJh71lh7%}Mg2!P-xsv)=j1uHX&_$AfCV;Bj-uF)~-!hM@
z?V2iybdc#XVM7`erFL1|BmNx?wJ~N}RYEBW$m_AXTfTZ}(fs@=8iaLn4rGn_^xyQz
zzoCN@ygN_@z<pWh34cvd=d76E+xFFoW6X1mU?aOLTsN}nm#1yRoh7^>U~-!{xf;Gs
zE^pc-c3cO@C<LbMi)hsU&xg@8@dY_<+$X6GD2k0(yDPZK)|~r;JeaZG)!bYCleS+#
zi6Nr2`rB&HTY}dzxX-U3%UWc8ozA-C1BdDSykkh+Wb@uYsyfLV0NqW9nZ^A6PvWXR
z8$2(}{#~X~FevBFcbz2TAi!J?gn&c`$)Z`v=*-I=(iTPZJ!{oa_?RuwdHklIxO*Ii
zj4dxQw+ZDExcaAXh`&IgS;!fT^^L%ui1GHPq9wq@JL+}rPaTryK)u-!Jm=-rMd+4*
zAr-!t(A`-<?tDpr`_mxmon*%Cj6OPd&IEY_+d?She9X|J6af=OAyawOEDB-;{vGUQ
z()jQlPkR{Z^CF&;kJ@&LaYtXa>x&vA+*gi$E4CW=a_Z}y1a6x5JzJ<l@Jl4UfosFQ
z*iG9QP?Ih}fGw`=w`zH{<DexK_dM=7ovmQQS0C-_g#T#j#Z7k$lDyZY1Fp&^CR*-e
zQt$<(9L<kC!n>{9br(cN%59x+<}{$t6CODvrBNS()=5QZg9-jm1);KiYVhWLb7ycD
zIf~cpx@prn>YWv}^TjDnc0||vT!?%%4{BRK6v+S2so)_LJE{`jWp-=Z76Wi!b5ogo
zxD*8Ya<dbHO73!cC8#I|4)s~eP7#HU7O^E1pIt=!;w}Y0`@=j*t1pZ^T<$ZV&C1jD
zwrx<9I>?=4bVi*-z-F;y+pyY`7g<p2c@vEQ4R0@&Gz*jW?0W8#4I-NvY-0N}%VjH#
z$UjMphy={(Md?3FP0&LF0XN70Nmc%z3Dh%2a`Hm(JMR<$nR`j3e_d4nNn-Q=FBJlM
z-TeQ`?4Eh^^Yhg;HQyN;k~PrEMgeOZqq*YbKpmv6rDe4^+#8PLdVQd?^P-%}o=^Or
z%=Skh38X|##O1dd!1VI*d8ej^10VQ`n3$N9+x*pBg+XvoP*A6bf2PAV^pBm}Ul~0;
z5}@wTZ*l^_0%XsP*%JN_-1FN(^dA$U35a7aQ9vbyxxT)Bc5^fE&q_^yGzp($#(z*+
z<TJ}P<Ulo^>45qx1Cb?hrsTh9hE{7`fs=D{av+cdKqC)E!T@l2T9J{FHI0qMw>w}=
zFc{o+zmqlkl9ieHh7jHL;mUS2OArU3rVk|0$)CLtSdV81W@V9IQZgtiC`idOZ0K^%
z8IOh46i`W|E-r9Sqe*+VWbd9tj`Sw?Dr!n<>FK<ijXH6J7#SMYY~5lW#f-|>suHw_
z9$5Za8h7EJ)&9|2jKHJcen}OAq;q!7EpylNjCxVKCHD2PI=<%gBZVcTF0$*{l=#lV
z)VcJsw?imgoXN82*-2eZJ{x+E-2~%f(f4OZ>q!*36FH#q3&ROo#uA<o2eG022K$E<
zF0;OU+t@X$M1HyI+1)qqxHPUo^+3K0t;#-%RFiN1^31vMg;CdRD4?c-s-sb4;jD^0
zDEsQ17F!nme6>*s^OmnW(x4-I*YB4g+)~vit79R(Q7ZF64#2IVYc?7H$V)l|L>9OQ
zhya@fS1MQ%=kz#g(1qG6JAJD8c$byhWLpfpt-!>tp4VF(9AERW`-n@d+dIF4xNZhK
zXsk~{{vOLi%%S^UeG*)j5|6%_>*0UJ3&-_N+H#G;y~WRM^<On%4-(Wqs8fXW^PhPL
zyuUkogXo><lIsgIL{2>g2NfQnzkMsvJ1d8CIpAZt@rG&VcFP*-0FJo)T9=S$1n2Jv
z_kf~rd4I)O!#lN+3TCG&$LafdVS<S#!G$QDTfBTxU2Ji`I;b#$Kio9i+vaMTF4QM`
zkX^}y|4*mVjSG=Jm>31fX&`(4kXu0LinRPzETHBGS%(uN>PwqokVuwWZtIgi#Z8W)
zl!GSE<zMI@Ldnr1Mi0;@5Alu#7nDvDMQIHK4vNZaZu>T_&uyD4aai~@4|#hMLgX}l
zAHHoox^PhbzQrR?u9N7NBLU9BV#C}Tja;njzSTfsxHP1rk<32$^)tF-*Pctza=4eP
z(H;FO=^Vo4@WU;MzS`UT($`gUTM}O88&WqCxT!~=nBKHM2?pu_9{?S;5_9&XZHCD9
ztLdfQjK0rWdo6lJ&6T4OH&&J7to~2`R5iSX^?+k|#O1!eKPyqsw8-7!p=B?j8e%h<
z%b|;21kqqp0)2%X;AS-DXyE>uPRH26NF}<HGPfT66#47!2X2uL*50;l$QetnOT)}b
zjle?vF1D_7E3$<&gP*7YEo^BW^&+X`Gusl*YHx=XPlPHVFXTydX)SyLSuscLVXxnw
z%W|-rIXQJcPd)&F7UYFd6^Fjq-N9V3>MBnUrC5(frW;E073+9X$Gpk$i&?NPc>cSD
zFFAV3=JA|}HScogK*8(w8$bzIjNgMy%@7}1s5YG+wrO-v<A5!4^p2Ba)R!`@AV0z@
zEcsk>XlY4=YT^;O&qxk6#5ja&ZndxB(ZI&RF03SpC$0)i;Hm3#9HUjBPdOyCodr6M
z*8<UPCco1~;c|m<r&(ox;r(!MihS+fbx(;tz=A?$eqE(|4;-OI{64<+G&#gijkYsw
z`5xd)84ou6P?<v>9}sG>2(cumi0nOh0`x)vSic;vhs0g}TiWa0=E3Sh%lngXg%MVg
zTeZ`B^9}N<X-8M1x1QN5QnsJOeeTlfHZFmg{o`EX9APntTIhTibcF@XPp$ruD90bc
z(E~;gi9doBog7fX7`*sTA|H*!vZ7`O8DP^_<EUS>*3z7I&F>R-r$PH1*84n%HCox=
zR^CwpNCyX%T0OoiCsw&yAt1_-#vzwDd-p91zSED1ge{J-?&5W4MQk%21y60Y>XL8@
zf9%~CGk8$+sEmfJIK@~!_oXVzD5=AQ_gEaa(<$!eEHu~ZI^jKPwEg;_L%>;l>zkoq
zU%#&~IpS367<tVP45D&1)BSBzPU%8jftRq?ho@Fce+es|CUM+WJvYTl=){t;;w1VH
z5Y*mp($j@Z9EQEA_8b`XrBZw>JYNMaNuAH56!CkAQ|aClMqE^Um*U|oz9i*MtGL%w
z#HcSfW1a)38Vg@xaFzs@`u91N=e;EeTZ5>FoRI^l4SRUz@e!xtY!r0dA}~LK@+RZJ
znmqW9oC@6M6$M0(br5J1KUBZ%L977skw&~6(LODvE4#E>G3U?BObmlPcrb8t3U?>%
z9}h*+Dq5dl9g2(7RlV(mW5ueEDm@f`U0MFk(8PyYSOfUYgQ5T%c#3;8V^R4aJ8Hy`
z-S`RR!!uPhtVhZHym8=xp%-uOx1*k1xQSk^$Oi5A>gp1#p0rq5b-j~aHclFpXuTY{
zt4+*8YhtV8>8W(ScF2sdGDs}AsC+`{X>_HZ;=C!9c`k6bu`5oGVH?NZOoGoe<=e|&
zDPV^Ovfz5wVbf+8A3-fw4<&xF=p=1Cpt><uNqT6Nh9eg0Y-`%^hH+J1dI2+x<z!6-
z86V$d*p2UFirk5>+;tFV;faTeAN5Pv-tt$(-4XP_PZL+-J@=9#dT2}%6DS&q{ch~9
zu&j9UB-~N)H92WJTGsSCe^Siuyda$Azjkru?yvG7z+JP3(m=vhm&P{-&!BHc*+Q$E
z5Cooukfh<3?Oj6Xn4GNEZ&4CbHD2jiD_6ig;a5qwpf`_gFipP>8|vp@Fw~+?I(sWC
zNzKLO(J4LlPK(bdpk*)Q9vJT(&~ABiL=pAk>w2TKA2Bh9WYAuCslo(%U&|)~p50y=
z&0XV8q6uTJ2MyLQp+!QqV9r%CvV}Mp#vKo=ehB$y;coL|=!F6Ka(53kHoy=MOo4WU
z3nF`_G<I(w+-+W1C18p0%+uc-{1AAPu9Ag%`IlO1Y?+W>Z6l%C{2yZon-~<ZhNOS+
z$ALFudrM68eQOJ8i`_IdwZ&)WcIQ$ur29;I(#7qan<Gcr$-o=mDWw^4we8fG?)T|q
z&#%g8@BczN^gDPGoO?&O#J%B~mHRFld=YybZr<A5d&`VXQ<QF&d_NkM9k>5`jV^Vo
zR?;;BC2!IFEOa#|uK+vNY`ysj=0FXe1Hox==>guCjfdN;bDIgYQa5->pS0$xxKNgm
zczhSo+}EK<pMtYYPU?1yc(oF#-X6lDczj&GLs3FDAu~lCqMVLw>_J6m=|77UM3JRl
zSNC?P;La(}4<%g1-8;vDlh-cqv{X6Joh7?AC-lB=yuKBG^L}}_Khs_qS2t?a8}sY?
zZ<Rq`sctWMwwVV-<4;=~{3Y;=LMjv9^?lUK|J8zbD|sFYA-eU^%)(9s1R7A^(Cg<)
zSJKsOq{AmY*~2FUqKaE4LQ7R+xDftWfREG__QoEOML&8uNjrw6sjkp5uOg%jZR6a_
zR288k25-ai1Cr8V*5q&FEFdm&TP(@@h|R}({ZQ@6)~qTbvBVv4KaM*#iKEG;f8m!g
zL?L3(_FtR7G4S|}Fy3i`XBmnFx;Pxn`lDRK*?`*9!g#k=W|dPS439<FS;FdQ(^FuL
zbjMK*-+w(;^GCb?;KL57WpOVIWbcF4_$igPJ#%GrMoTZC+E|5qA^Az1q*aL(SHn2$
zpY6^vjGEC=R1^MYM*&`$h$ViHFOsL#m5~SnM`WXaqwJ1YD!VopeUje_ZYH)fwDBX_
z#8ZZD-?4OJ-p8t*O%s}jHt@h2etD4QCPy3TG<=by&MS|U`9SQr*+Ar7w4kRQ__O#k
zqHVcVLo8bM?5t3AbKMV$EOglmenfpI+n6f!t$2mu{$o1;WoWaJhu|AOk*s5(=88mx
zNB)+7^Jg7{2wTm5rz<tt&@C5xKO}`;!PzDx_b0E9z5N=w7J~kdFX50QX6D|3Hr_44
znp^XtO5p486CN1NErgu9DY+Eaqcf<g))4)$$cW`Z-m9B%k=5c$-6q_0FyKcg&zv++
z4%ikL*jpUur%Q~k+405;X^1_Wn(sn3!$5q^0+N)@y$n^mbfIm9@5fTDnb+(kqsC~n
z=zf?cibN91Fo_Ep@v$jm&d*99PW8>|HA!2l!fT2&OZ6fVFUa{ib$iLZt%u#&rUK)9
z=u4t?Xjg`PVK_|N#qF%PGdSV~@n}ZyHz~Z#yrOpFa3DR1cth^gek(RKm`uQO;i*qJ
z3WJPV6Pu3og<2OWu#^UOgrPqO?_2$SC91#g`WPCKC9Ll+9Nmo5p$p``jeJ2z&8NZi
z;g%QYs~zt#Zv_S-S#mAOwP!Y?|CIhp*N+0MPgh^&<nJ&n;b~7WYIi<VEg%O|;C`&^
zLXJo0-gb}jgPwg-U)pu9{<J<{B0I!h9WEt{X2MZ_ZenHxBw?T5C*#^XDGyOk$HBsp
z(!WH>JkR4_RDWKd7ec#FrM*W#Vf!wFLR#W5%--E{Ww|vgm|qtsGS`wtqu%)>@kQ|q
z4d^$MMBp(U*qyJ}oZ!Y61Tl`F*8Iyqsk>Z{=ryyFu!J0cQOn4P({q4)2T=Qa?LAR{
zs&mVE8Ah;xi+@AI<NMu6-uby=b+o0#9{we=aX<!oUY{MRTQBUhdQs()Sg88J9g<+Z
zt?7oMOAm0JMaPE<CFsO$JTNZUms_ZkD7VqnroOPwFK6q<G_dsJ&hhuit5F`dvzv;2
zpy|-l=WIc-)8Awf|3D+}6Kj)Q@I9{DM3r0r%J&1g7>yPGl>Zy62Ghpl_*qW3<?wxz
zMTv5`K9}d?D5p97$<Rj=a35d7ScJ0x;os3Mq}%lbTqa(I6B#|_HjB#Jw5s7-uLimW
zb7ftYIqN7`V57*~uMArCQ>5oN4Y-{|+65u?vRFD5U-<jYtr8>^IQo9Ry)ltub27B^
zA{{-(K{cvlaG%r|BqPy6tS^zVBIsZcA&m0S-)El-1c1r`&YI}1wZG73$2eR7Cz<Y7
z4ENdDy>C`UE1!rWnAzmvURR?d-gPhFn!Nor;V;UB^VM#9u>9#Qe+@J-N3epEvwyhE
zZtJapbROc}4~(<We7F|YUyK%6HH7QJMWg;_bHr=%C|ZcjH6&KS1B~or%me!yO37~p
zx^+#k*eF!EhraoTwOLJn1Hf3fU$w@rYv+cq%+jDU(?Opy`tKTQf|`p%rI1cD_SgCB
zWkN$4JX3Vv6cnoXQ4h6A2ad^oMsp3fTAfr=CP1l>y$mbRG%mxRAosDgT_Y#xzeMgh
zg|h&wB6-dwf6r@1qbh@EpAiVDCTqfCOx{^H{oaOUs`aPK)4!3Ug-GdfOjqI$Z<jX5
z$?dvtIa^J8OVCt)QrRnIcPzpK?hbnD1gr~@D?A(Xw7@%2Mt%YFPoG%aoU}033d*8T
z{R#BThoI4_kKb#3tPA@dJK<0-woM6EL3cDaIWZ~TFSnUJm)7hp0gmBRmdAQe+)Uc%
zWY&FHQ@?WhT!03ly+8Cwn@$z`&Vam`N5^v6l#{H9Ng-xQUbuHQW@+9@L>XWl^q+2)
zcsCFveT&|fPx@$ypIvAPpBxTZhb^V#=Wus4ZCrc)YlR5)?RquB+4Z~`Koc@)_3Q^E
z80#CfFBgK0jL3jDL)gyF&TA^+;uaMZwJVWfI*^osf#Dxn1^@wxN=_ye5{@Lmf1V#6
z9=5>Od(peQwtyqfR+2@`AYIs}g~?&BE>MM+Ks-V-g8J3Ov50nVD~HB|!EK4L5T_l>
zTOmCmQd{%$)7PW?5WhttGP{d@9UMsXAZ%N&=6)#<^`@ckLHw4-YouD?7dO%8fs1I{
zd0IYhCmSaB(?uLIc%6zxyh!OJu<X&_;Ti!FH7DfTFMU<p8*lJD;F^{s{lv*Hn+7c|
zRj3hL$t|CT2{BE*P|%hhx<{ozJvQ%6H{v{k!(%xS?M8&$)FOrtsk&6mD1%{t(d@@N
zq&2~A5+XQSf?|C?PL`9Bdv7neU(Vd#t6WLdBvA<%kM@1@z`=Ww5lm<CVv$i`tLV0t
zPn=YihR0lguOdOKHDca>ZnC%qofw2!DMpZ<hMD8H`3qyn2uR4m65oU#2PBwj2T#N?
zeNT(_%X@e8<vbd>=f0%>&Kyj;deYNw<8t?ocIU;5GK-`m&Yb#RWQE`oh*ZzMBKM{~
zYA10@sH@EK)RVGuBjr&`y!4-Vx|_bo8UbsPi!W7vZz_9Z->R7S;eCH_L-C{RNDjNt
zI<dNhnKPo<JtcTyn!2E&p@j90s)G{k3z@p~2t<2(KR_HYn(DZ{`yJC?+nK9>BPz2e
zKVS34>&TeNP+VXw{V|w*#vF5ZfnLyvlalsgjlL5O?cGsp1={5j9^wpIoGnX!b2$SB
zyAJCO>LvNDTU6r!_`UJvk-n`@g0D?bLTiTkbogWU*6riIJ_uVbMj2&8TV?*P-R`D$
z?l1~~S5UfhIBK4|WH6ui2=PI_IG-sn%H~h3t(MIN-ESKL!dh5$kK+dNaKJK0wO^MO
zyW3_3T^U%(A3>zAP}sy_u1pBjT%E{lT8@~fbe%PRcbcp_FNC3Emom6Vwo%vext3=z
z$%M1tM(7TCan-A74c!27p?j_ZD;JOaF3PcHol4Hn^|glRLWq|zC1;5R=sl*u1jaiT
zCV=*k8PE+emG0@V81>k8pVS%DBWPc@C>d-F75$suw!t}yx$r3E0<>lr_zUOqb6Q%}
zgkX+Ru`5rFYx6#EotuC1ZvM&gixZKLzb8Tx%A(aU;@3UfQX0;73Nm;iC-UWyewg@q
zMEXvwxt_m+P*xlbRGvnnP0-Cmn9_abY@6BIOaD+RuPmf)3Mu{PKHBIN66u!p2x387
zJ1c+#RT4V)*4wi!vs}q|iwU~{Skt#bjbV0!b=~{&=`T;O9iA=dgPt5}LGv7#xxWa|
z^oYAuuJCmd?Z0YrJN@EndBm}XgmcVu+iZO3GtI`Z$Cy(~f;htN1wf{k*c6VjH8x|^
zq++fl8_(GoSXldc6p87A;J>mC&nH-jkA_xH6A7dgHyHSwpuQDJsPf=1!S<>4ax6CR
zk|QR%c)-FXpSfc<=Uj_0nZ@Qtx64od_o|KvbH{NX$Gt)OR_R}iFVF7ZkD7S^p?+)S
z-_t>gnG2#ovwlZ(i{<Q<*9u`M?;U5x%=DzF?Tma3+ltY=%DiJ^>^u%-;A@puGYa@s
zNW0@V{^-I9cd2LGzr%p=elytyGuH<ZZMTHEMut)J!@gzzLCq5tvZ`><0-wdjX7Z<C
zGvHZ#p@)C}gm+{WdF^Y(eHZ*)K}aye2&BzuAIv#7sjk;uMtRF^bD+_ei|v>+v9Q)2
zoGw<zmpXccEl%mt$3Vop>vrJ6^ZIfg+P}l)Lko0`KE&y_JY(8TaQPSm_*6!5sIZY$
zEO#@qUZ=xW_~*Dhtq>mcj{QSo!#B?^H|E!DilSwWzGv7EP*QPx<-#`e3cD|NHop|~
z@AvNwFLX}tTESL;a)(@D6;l2%pRFR*fS%>LLtVHq9#gRhZ?S$?^^C+^VSS*i<5(RU
zfKj?Gz-n=VRsbl7Haap_OLPcFHQSA{RfHKWNaMA2!3DQ>uguP}w27?MTsuP1^Nydp
zL~&RWPq`oN?Ru7QdM6td9<>kM!q_YF4@H(kO$iaunQ)_yxL0N!oA5aHj&jci_}M?t
zdDzU}Qe}4@vQ&w&^sEYlT)6-AQR86nxY@H;#JuGe8*1x~U3#JRwT7dbJ%4)Qni?Be
z5vQkt!;gUPr$i@g(oCf7N0(iirY$18O<lw8ue4Ei#X6y<r|DZ+fm-i4{qz(>YZ!Zc
z8Qb-~30zrj-#yA`=Cj@!6<)@L&Dz(dH*dcdP`#FxBA}}f#S5f@u1YP8=fWi5&u8V{
z2DVmGSqJ+@-ucZUjLV-TVNZ&Bvr*+c^ICkW@S<s_5lhORpomg+TU59kCBgHwQ9qX8
zvrYOjK@mLxZeh8|Xzni#D&VcRbqegx$>9d=R~mxB!KA&p-f<bx6IOpVK&Un}7kCm&
zu{CUe?)^i2r%30TgbkbOgQc`6*#w|cw;HYI7t`8k)a#6(RS%L@JsiS&)U-WuGm}il
zT{?A2kZ({%^aray)7_{x7U3RC&Uu3+MtGi2<mnkhTq23)H1eWWm=6o&d?2Cz$JW$v
z<L;gIuQk3aE?zB$YwLAFeiE0sR~|^|B62>t+h@*dJePxf3-upg!M7dPI1Q>^-MORm
zRE_O4NL#qRrZ|q_{_)jq^iKLApxAC;Ojr(K>ZXbunaxf7Nb;Q2MBbsd{5PNd5q(i_
zX?S|`nvg&xX<R^RoPN_ax)0`3K+O_{#pkj?X9QmY%!5Dpd^^;^v|=mluKNr1nYVUj
zuqQW}9~k@>;0HvwRRR5`OKhK*#n75^zJoKp<M+?337r^RT&hXmzzCA3j29@~Q**eN
zdM}En_XiWzcZVCDGn_YPbzS2I8%SSOJ&-`tkg4?hO9Y3^l_+vaD(_e-K2Dk=b8x@a
z-qcwCrWY@$aMQ~Prohb1DWA3TnRIy=ZZi$Kp2Akt3*6$G&kzMTsKWw?vGtpdS$!~H
zkSv;rnZ2lfuh}@qNc$U_4+L$t-HwiM_R0I}eYYal%a-IuD;^Mu@Jd6LL3ob+Fan~&
zrtXY=?e^8`vV{wGZHe^o-FU%c05#t8o^^W0h-By2cfH)O%Le@x7kY`4^=PyB<vu1l
z-L><v6q^GJ`N4PyrWv+}hfcP{9U!x*uh~iC+nYW`Y3t~uS`^FL$ASEcehobx+~J4N
zbqyjN3YbaV2L8r<Hs`O#4wYqa`6<}D27*g}UIDE_b=39WA>2y5)FU9r7?w|d$i_M`
zA6RZ*X!Fb-Lf)Nhe^EmP*MA7a>f!Ml^<g*RhNr%@i8PB}?E${e#(C_vC3%cKnuiB}
z_Opk;)m4c8<!=M`{aZTI@G9GH0&hsMkFc_e-0(ylsnDq<LjP`=|H@trp66)I6XTG1
ze(3hMXt%+(WCX<qP0CNYyM{carqE|1p+TSDS5Ms!QQI2b=AWIrz17qSo$dMSBHT{m
z?AMzAQ{885#9Yc*pCc#wu6iebty?So19sS-VR2Nti$B}j<d`QIzo~cLcuvnV6Am{m
zwIzo9d80vZCd*tH7@YAK*K<BU*6<9%a-`AB4c*)y-z4?<VwH2l>r&Gl;bwGZb4im;
zDvS}AW0Ze-(?6u9Br`*ut+pjx$kbAKPrS>>F6Fn!hX~>)gFJU2bpE=QvdFw*{19~f
zE%(gyl7mWBKOkn(+U3da?cz%Z!tRPsUdZml=jhI$rxO2jm*v|bEMJu96UV8YEv{e7
zKBPY(9r^R=jkofB0|;+z)MZtP#!^S69wj~3g5;gGhmzsehw9u%MINbWw#;RWOdNjY
zgqVt&ZeCXqbN|t(*~u?edNGYXn(GXjMz61(?_K-Mc(?IhJEw6w=hW<y&^dL+s^dk0
zevws3Kh)(ygZ15aJIJXdeom|bP7*Hu5K^6kS5llQSZ>opQZU{2{4w3<fYs|MlDryg
zuWfOb^hf#Ip2#@tt3{9MKT}WBqHTMJ$d0)l5V{0|bPpytnq!A`XU4uT65BlwPW0+<
z!N3e+uz7lJ7`iFWrMf=$IYg0q&67ufWV5Q@G9am~J&tkPay&~LHa$b}{9w3%n-m#O
z-M20)%9MT{)2hr?K6xljp~A22S`*4&@pcy1NE;g=68f1#z1LDt>z9pvUX(+K%20Qn
z{P{2F03MYX`B$}VVsmLjM%{Gs??qAwMs*k5>=Hyxl$GXXjL?$fdI8zj&9xDuQRwbI
zkPwNMjpwGCpZIWwnS14IeWQf;)=H^K2KVV{>Cy-n3g4iq^~RW>v>0_k^7M;4L0^hd
zbwdW-AjFvl3^ge;gmWQl8AI&G;%&?CIcP_UZw$W>x9?I4+M{Y09`+1p!;h+s_bIVi
z-Pzb$D$8+(wW)QR=-Hc+A2lYWL1}pL{I3}t)k9wadtV3kR&oV?OApRzG8&(VuzqD*
zRHz}4*0Hgk``a-}M62~uV_#gdF!5fV`}-m5E@e#fE@Wp0OD7EfI<@$1gj~pp9ib8y
znThTxoYAXfLgZSsJ*h{u<Y}lvwn~_0S=Y|OJ~Qh=&xi9wm*_IzOROulIYf6ZoPJG<
zM6;TDCOF*_Hl%XZLK!@7Lf)(L*);o4KEAk9dw6Lv88*t|bc-6i2^RfTdxCC6<ha}!
z|4cz3KeSUxdcuguYibs0(T?@Pe#*K4k5|f)!)K7KEq6uJwN+)V09ZJdy=?f6-9oy&
zOln3^-D={5d%O|tKH5SW{7u668#JtSc(36W%T(<;EF%v1DQwF~PBZ;13>b3hi8orY
z1#FyX-s@@z7em1D&z)g(+8Y6LcG!}Ny`x&ExV#HUa9aWWhmm{D+YGCIhgy$@E}waJ
zV8pSFAErU#4c&3`%bCAPaST7(S2N@-6_a?~H{jHJ?_?^PFIOnnqVDgbg6$n0enDbP
zQF_mO3P?ul?Q6UHb}Y$<W{~x);IPQtd1u~hcr(m}Gk)K#wm^k!A!%j!YTkqUXbYPZ
zKsLNSl&HOj!yZEr<8W9m?foa(dz2nr30YH+%sF6e-`zNDvb}4L6oy?P-Z5}u_(S^s
ztcmgE3WU@vw?q1RRZNIbGL5<owJ2-*KTW22&xzObyHpk3Nm27Z>!VY6XGIzaZsJW3
z$06%FdSynLme8H~Br}bMG~A(n&tzSO;HQ`b-3<2N9a#h+!Rb!^QSUz-rA5`gPZ7e;
ziZxJ6#NGIfwB?AZCSPqo<+ZXD+i6nq<9)pSlyU3A0QQ{WK?DnXiXDmMR<1n08_%OE
ztAN0E5DXMI{{D1QzwKzPVp47YH5mpUmJWrTEdm?dxz<P?7Y(F-R<b$E6{Ms?bko0U
zzSb+W?0kr*MkTqe@SgGWN}N0@TH{+1%ic@vE1*~Ae6P42S2$ko#+PsRzJA}_m)v+5
zf$M(Y?7>buJl$c`Cp!dJl9SX?Mqk9|e*sTHu)bZ5#_K+{l*5&1m<rTzxUHxh3QA!h
zvCjG-_f)pO+7N7TEF}-$M5bW_3Hqh&K{on5OTg0r2Zimy$Is$ns;-7#J*_yOnY0Ho
zJ`HIP&U%RhJ=7EgS5X~O^YBen8rHj-!B1C!jS1Q4_aXsL{1ofZ=Q*dt0S^fsB>cLp
zvI=y55{GsMLY!=74HI=WL>868K&IVlD8AC^`~ob@$ii|{Bec-e#I~GV3{OtQEn6#?
z@XUqnFgKC%SF<WB&^bOCeRRY=vlH>t1xBz}S3_}CCAQ||VOUZs?%46)^LTn5=DttI
zIwv#u>Ie{$l#Kyz67i^o9kn%IIrMv-Nd4J;t`@M=P(xfvxm4e9t(h$ix~t}OVJZ5(
zNko61HI#ot{@R2r>`2MMW*2ib(bB+^f)Y%MOo5)N3MN|0Ka;2O3a~Ie6U$Axal^Lk
zJPc1r#VvaU;|5FlaYN@=>2br0;!;dE(ub#}20bk0`?O4amY9Y=>?|8x84%8u6kusV
z78dCk!AngOyNhx$CN~wo8(P6wMcxL#=$U{EGv~;ztU%xFWc1V&*TvgL(g#1^C@sR=
z{7iI{xJHt*#f4aspN$`N4dJb>iCu+x7@eJlKaDM6!lT0`ePik8p{f$SGn3Iv;{Gw^
z<rtEciXmFs_)1$JI*n8iQBej>p0?@mIkNtD1)COiM}U_V*6n_P9%Bw8?Dz2s_J+h_
z*vB5Cy%}V0$USub{4idg8w+bu0B|)Y{|HCu(?nR+5{yrEc$|irC*L7thzkN7bg}+g
zB6@Cmi8tTX;kRcLW6r5)v~{k<Zyzh+w}-sI%WviV_QN+5F>}XjY?{=J?g?1;TQqts
zxR0<+3ibr(s$(wM6CkxG;TgAAt9nnuo-R_~x$r0rV}E{zfvx!ulVva%3<g6IelMQ!
zpYitXTdZ8U5~il6xOnj*Z?GSM1Or~WbO{a)(kBA%+_@9|`t_rq3j_if85yB__wKlQ
z^{Ui$B-pHD$By*>Km70mJ*A`i_5Qv1wC2*%Qmk3ChRP!u26c6H(Y9?{{Pr7v)&oAS
zUAqPY0|VIE*-2$|d;a`6h7B7AOG`^=XlTIR-X33m`6V(k_!lDTdp*&g{EncYAiR3@
z3cY*xrt)=kbZDl;M~@!y-ajudk7iBu^z?+5mKOaEvE8j(@*CSabm%~36c-oc`|rPp
zv$HeQ)z#&K_&x+fLqh}vaHr3ur>FD&9zMw5h(40<uV24j^Z)7>`Tp+RyW!}_1#;}!
zvq$Rhq?{z3T2hzVv}pr9Jv|78LK>t<K9hy~=IZa0`;)ptt|vMXndEQeenh8gS(5t7
zX165eYHVzbk`nooMhGNuP)$t@@$u3p2>z3-y`G4%0p<wuH;0FXkOuw<)m5?UL8`*<
zkl~Jno<_~fTw*Xmem_~LncKydp7Ph+N*lX}HAZ4?DNeuSukUMjJ;c}{%@I7X89ZD}
zu=$7X5DL_>^Em&hzx!AB!K9Hb;N8R=?#{;8wzvl>E30t%uFQ#I8mh1`)v0+I>hqs^
zv-V^p#`dsBa94YH*y&;O6fXz`s@VC5^!=*o(A)(5TU()toi3a$wK1)qGnzZ<;nr*M
z@3SxxNWFf$myC|hP2i*;i`2S5VllRzHG)5~f`^q3HjQ$JP(u~FZY4qy6_r&Owe1xa
z^mBrvf|C*xvWhY7*SFX=&XW$@6tV6~9LBb>L~tuhcvxy<({NV^HB_+cPEzgicfG-a
z-i~lIk+-ddzNXacw`b|-=xP8b6MkLS?tP501DhhazbDNyw0VAK2({F(^Q3eJq-ypr
z?}<snyx{F_26rbTZ2O@LDl37@q2kklEKIbeUcX(9LPvjFIN9=_q`daXYmEK4F@k%!
zz{9}+n`Z`cb>STU;z)-U7U<v34ow{N;cTsoX@i@fxsxGoJ?EYueH{(_v8F4AbaH^3
zojw9RP4V+r{&*CgiP)3^dHIK4VQgPl1b^HZ9*zdsJf}5;nrhg2HiBP%OH1@`Z;vJp
z25`2~!?dBEXzonpbJ-FIB-`Ko&%M#bPx0yN4ax@lo?`3(PXvGB0S{**Z2rC@gaS3}
zJjHGBk!AnVZkRN*8NA(1;qGXNZ3{Y~vZ@M~?~B{byU&vGSs!<F@Uww~wI0R~YDzQF
z+<z&ylavmJUt?^a#t7~$Du-FEL^g=5#Rj5su-3!0!5*9qUP#zrZ8vEfOb?*h8e&uO
z`E@uNhOxa}5Zu!l9uE50Jj0*U;k=@9Fh~EkwrFB6Du+StXzpx)TQ9g%qzEIrIMU35
zPFA|`bTq)4$v(&}D8uup?Ej=){C@8n^zt>wiqAdK!r6dc*Ei6TcS4A;?o2escCkfp
zCmVR!>SEJ)PY5+tvFi$dpV*<PG5QBspoxtRoGr95wYLMB+w0=?n=JbGh@?W?dz+1o
z<2~W$VgNU59fXYYL{Vua4&F*?kTzJm{T9X!^GEOyUwF8hWAl<vAk@;p&La<buiw96
z7$$wz3f`VpaCb4ow&er4{_%EXO&`5}$8CH!r4#yf^F;F|me{jqC=ye1aq5rP^741y
z!`PuM5Io2m9*s@0`N!T6YN=!A(Wm_K*YwAvPkrI-VF7n%6Kq@Zv8aC*pSVAwZ!>gh
z;{+!=LwLHHVa?ob$jvXo^KgE@W9^>D7&}PRH@FyM^MWp1n{eVKzYZ&UV$yIgcsCLC
z4U4*RI@}ZY4c~9Ljb7~>uwqs_v}j@mXFCJ*?c~fGq(XJr{SadZOZq9@M1G0_9aepe
zNh3sliWBiuy8k^tWe<_x48a3L@)vgH<SVkl%HAUR#0JLL_G7ht2^*}tiC*oTuwr(5
zwD2$&*}#Q&lA7x9>kEwi#2vwX+~DD4h|S-8#FfLDaNg@X_*kKTM@KYqH01iHVNKE8
z#R#{arHJd|p_lmX^A_mW-T}=U8)MJH4oFNd#Hs5sAJ8|v=C{Gp?wB;Rxu|b2!nTE-
zI2+uLtGVXx)1(jU8yZ4gJQanp-R%(E#g1kN-8`u|Z5MZ5;y)R&Lo*ZfZ)J%lwxV{a
zuM?U(kakJDA<)85AoZd?Ycmr#@tmf-?sPQ9cC$rrXIrjap4g0QmoLXDkZ+9sffhCL
zr}l9~a|d1AmXLopJPV(7w4v8Jm<ut!yB)k7bnze}yFvQx4Z>eN{uX0<Iw81+BRuT&
zv3Z&g=P&-wpWUQ`ml^thWP>L5dT_SV!L$LcXzrwsTd%}E0wE#25K}ik!TxUppsr{)
zP6K%+*B*R{v3=bT{IM%M91XE~P8*TW{8q8g+`&P@XKsq-&f+$SK(hVKAJYO|{OWg#
zq|(Q*+izp+Fkb`@@qtHUGi?5;AJ<18;hzKAzkUcNjS3X`2&UM!yg%nN-+m`<mv`RA
zcVBiuziu9A-oyfX)(l2sN*+%A!S9E!-Fh8khX*2fs6RYhEwFjnAkGGd?(<&n=WU0T
z^ZH^~zZMDu8Sg%PkG|bJ(Yvz;9Bhp+=wmN*Yv+mwPvzUWwcBrE?C<~t5Aoytq@@Em
z8ytSXFW<`+E5G{~!}@wdlV{@;If&r+g_l@9w-?$4IKjoi1Pf<$gNwZ}HtoC1Z-dR3
zG4|6o2p--V9&VP{ymC0_s~zOO-mirNRxTKbVg3Dhb*M&7O%)bq`ZX^TiIb@tT3z7$
zRX<KX^;i3e{8a_=Hw?w3&jKa<)d3=ZHA=!?y@T(jbQH-a{_0>PrV{zD|I>C+Q(XlX
zMp`v5Lj?=zYY)G|*gme}@#E}PA2yC3;=zsMCEKJP&L1|8-*OpaN47@ruvT1MTrsTn
zy6A0>mGcK+*eAXUpU34J|A4KPA$G1CMKc9D+L@qRhbC}#Fl~^}0|~|(H@XXgKkWn$
zcUv0xC)Co!&VBru&DL)^haO#8VD_|6(8SFKKh7JDmR^qdW$Oj{_lU?O+<WjAo7Rqp
zpN|XN8e7x<7ZsJ_;4%Kd@HHXlG48XD2p-u19_}{Syk-o9LQU-4f1Te3EuFFQ$B`H|
zu(iT+=-Jg9i@zU&{vX$#(T>XBcoySEcSi819Xa{y#z835z|MVF71-cBdUWx|>}h>D
z8+<<uExnxZ%hrpW4Wft*BCu)ASdk5^uxagBkqvG)NE;B$ri?-Q?!(C3e+<Q8k%*o8
zJt~WeU_6RHW3F~!OXS~sgsh{#p)@uDc~@>B>*yJ1`-nHzNA(Xz=7HlVeiMPBmtlyR
zFdLe7))2Ok-pENXoiYX)BKalZk%*th$v65;f&74$D7g0s*^=^)oq<q7e%__)Nd9pR
za?bow=kJfacmr4GtwY$UKkH>L-wDHz9UYH9W-Uj0*gHJfcmS`D{f@xt;`N!p8NqnG
z?FgRkK7sT%Q8+tc0m=%C(c<%gy!UjQ5sY`+jv#vX3FN+s!ovv*P+nLJM+MhAjOvFs
zOEx3v!VMHe$0KU<K_s2O4!4<~*IaX>=UBYoa}v3)Ba!_)9QT91fwsLhjC{nKjU`!o
zD-mP;%@O2l4i9r7LOyZg=Gq_DvgXkUu+Y`0c}cE$5I${bhIw6V(V6GqJ3iL^E}HLe
zYXuK$9c=ncG~a)-j`{wr^_=e?U;BLj+Baz!+t>&}E=KS$5YPY@p=u-S5@p@ywE-EQ
zXsOq{%q2ECN92_vG`$cT1Fhj_B7~d1fd0Rzq7sMRXYuRsJQZV`7$eBt7#>DibR)Hp
z1Tcju4$vY&6c$4DnwPoEW^>8Ek=JkUbI`$B2TnZMwAM#w;&WSljJ7dA6J1Sg^t6Cb
zRRw$Eb9iO%j?bnUQjWE>L2E-H9E2KZXDmc>J+V*zvAHhIqSIJg1FqT{SmbI79W@n%
zX7e9dyE!WtpX%#kxV{eDG&Qi&+z47Kjc_oBe@@s?RTXAx;@9<pVtTz~z~5kf9n3T_
zKs)W)4{E6<Bs~|SjC3*5NEhw`4Xm~?hE}6SIFOmguY;N@%+=LuUf1%9s1E(~wQKw}
z5;Qo|+yK4wwQ07xO?IY8E~~)#oI-gUr03vMLtTt8)P<Ws1FNiz>HU7qs;B&XPCg0l
zt7eFy4rZAdpuLXbOc(!VIgky)M{Ui~Pfr^z8tU-X(!^3TBRnf9MSPij_Kc9!9DHV?
zhmpp*aM#kn8aopRRT|+y2EPr+=OjDFerF2=>Ih(`sg5?fT4*ZDida-xi8I*+_`%v3
zt#!5FBv8jURz`5rRL8FLT;6-GjmW@Q2SWro7{WtOfRGlJ^m*77!~gv5dY?@*)tqQ$
zhc?DSIB092y{R_5Bn}Qd|B*dL+Z)1DPe4E4>1$1cPag3+4{L9V)}sAH?ec(nu0_|@
zF8i2aUROJGuH`_~2G=g$Ny1nkGX%9XgNK=r2L1`vRj}*v2lP)80b%+AHT)jb1cRFz
z!_7nsfh2hBV@EtnEI@3w{N96g*Ag(cl?8$WEZ||GjZK4HxV7L={`t_FzG+`L7WA-(
zqp|ce7m-$kdog*~ILHNlcDisQziE&Q4SGBHB#qw&p-C9q!VE#)rtmNoBBYnd22ay!
zF9#isnwPmuaOCi&Cg|d%4<|zbJWYjI)zuEUB^7v{D&Hopy_<xwEhXgl7Ri6|H{>^y
zkZ&f$s%|3rDf03gil4F}HVeVl`uNOBA5C;L@w2-*v`8PB$lphj&q?si5ie`BHW0#I
zOC4<ug=j95afk%;SZJ!%yi64M_-mh}U~E$p1bLXi!&r+3{!t%6V$PP=N6=QUdCB?+
z^X?{~r@cOwe`JFeW<od{Xrhmkfx^JGwPEQP>uiW1CnI?13lQRG&FS!tzfIT`orTPj
z3Y=(bk2a>-aL~~}dovw)NgVX^A@^J#oq;j71{iH?Ko1Sr*o^a2cE|D0i<8eu865Mq
zMQfvKKSdi}iu@EEP5kI?M*WogS^R#=+GnX4>tTYRCL&+0z1_dyt7W5uwJw}^4sw;U
znX|}d{vw-2DJX|`S=3)U(N3Zq%oUVFJ?^P&f3+dlU_)FMg01xMnWa9OXlvqUH#6$@
z>`mhLDfT3h_Mj3+npvThftI*E(2@Rqs&egt;secoj?Y4{r5--B;B?r~SfoQTzYcqo
zIUNprTA`J`7VHJ;Xlo#?!<x8E*l4O_i@OEQ6zHI(jxI*paMIFfkiOEEoIH%w)4?!Z
z9k^+zV}*$kv>K`4U|v1_)uLkR<M+`Pj~fQ)XrrA_Km-2VG&Hc#*bsSDRd`b>8J;EP
zm!xcrHq*zaW_oZJYG9p{DJ_S6sr)|czSLamvmSJ_M4%p54j<`j(JYbGn5e75Ttltq
zbup^|j+*NDh$nmFzac*~uNb`zwb8>+oBsV1V;yud5aLn3d`5Fx4q3SvsV5#ctS}?x
z&<KZe>sJmp3Ps}v9r3u~h>bb=>2l)+asUd+H2z${xIx)vK-g83hamzT3>4_VMNORs
z{s|hX;8-!g4GdINVJh*uT~-W1qekc<5o{;<ck=qPv<Ly}ny}-^tVh^Un1`WSIvA{_
zgT`v=SgdPEpNFGG1&Vc06~Atka?e9Af%rGBF36@C|Gv>NfTy|!?A6rJMN^A6fN<@u
z`xraK3&8`MbL)SLdT?uB$DZ@b-@m#qCXH+fZx7M>-%mY7>wn@s>4b#jJWT!ZPr6>H
z&T}}3oZsHs0>ObIzkP_vZ@*U$zrCjdzx{n4HV$@ypS>>Jhz~kg<hMVT_k-7-e#h+z
z=wd6{lR)+as9@)xaUZZJK^M1PXDQy35K8tW81wE)U@#aA216DW@TX)*5LQJ+1-|&=
z3mWuS7bNgWlF5@NBPAsTUAlC^^y$;_@y8$I?%lie{pr)EYpx>!SEEOdrvGo>zC8_e
ztA3F{Hv$Q`A^~qRXU?RH6=TMX!Ka^oikO%f8dUhpFTd2O-|^$e(W6HXSX*1;&Ye4O
zcXy|slYl{ge}DQf(dDbJzM|Rf$UR%NYDKf%N%EoB6G)ak60k<HAWob(5q<mirGbwm
zU@SB=RO;Hy%uITpMT-{Ez`F?(CSc&efiyUf1V)}Z#edQ|xrPL}k!z++n^qG{_gBcy
z&c^-w_i13Io16G#ybpzxAqkqR{(trBlTSW@x3@Rdli=m$CH42};89Z6BS(&;<(-z6
zh7lu1VC>kjC@3hPpUs*zi&riQRGl<w64ia`)Tz|=L?*d6f#_5%OHuHmii!%AMaqNJ
z9a+M|!*TQGO<JdHY{VxY)dmR+tnHPQBpuLDT3(6A3Hj(Oaayd3N+Wb`tWPKC6_H<B
z0jI?e;qc=F^xyRcuad<R*3p?INX{#x_ozl+OO2k`$al}u(h59!m5eT}9i(*V(%K&P
zo+w`YmOYugth^FNGMgc<-H(HLt6$*WeH$h&_yZX{lbNMum3S1HgD&2t((=7caW9O2
z@<tL;hb})&LwI~X+BG%iy(T5A80X08CEd8XDyKtvB_74(p>q=>DIGd{7~*ae|HL}s
z$KRr1s;hx9ZTUB)k^$uC?XNMbyB$2O6>kuv@?-PR+09T|zPlmrM&~M)fBrouzfIj6
z&`4_d^Di?I%#$sK>QGjJN3T=SCD2y790Kid@0sGDLrF*$wX*UGxq48eLwW(u-F%PF
z`+F+Z;cX_m_*zKo;A4q<G8_LC)`dq&2#?D_J1_2p8a{Fg%ILz3fy{ysl^>pgF1}XM
z^8GAv?`3NJ<UdSAcx*1(dCO<SsSgdp25(Z)B|xSg1lZu-^W+bx2c$g^Phz$5vcQ>Z
z(MU+ir#fDJ5RbPp+2|(9G9_<=40Q34DF<Jx`rF_ku|Y1{c_}W3oPtu34df@4xw?>v
zE<Up5V1awD)9a_hqhyf|{N+GoY&{bJeQkAkIUD@z?ILN9&OJy*V{0Asn0E)}BQ79t
z`gNST%l~{+9p2@lb8{0Z9XdBN!QJre`swgI9pQ-uXzRhXttDlZ^k2zLv*ey+BkygQ
z-_;;&P+E>hFA~t@BNr*(fxN%>m_M+Ew|^|FfRQK*M|4~!lGE~}?y0XQpxFcO%G{Io
z&o7hErH!LZ|Lll+PvSqYf99VsCNj1jehhtGO?bJ>KQB~=*D2`I%I+WQ8)!LPk49sA
zL-ZJT0_JTuBXHP3oVv^(&@1*+?4@;RWsiGL>+7eK^V)&>DXllcy~lP;T&TcLq4J3h
zWaZn{Uw%!yC~1RtXzXB!9%GNeyv;@g4&9GafAViir)^SLI=c8-%k)pyxF-s1uJd`g
zpMda~9JFh}wQJFdc}UJELKlDWJxOph$<%fCMGAl4Am=04et6#?vH0D}+Y)E4OY{x*
ztNR9VeQQv4vASLIl5Lkva4)=`?b5R}geT;qou}C6l=E31rr`6gcKq_Aa^%}(uMcRK
zpQR%_p#W_q<hOD&#F+;vNXRJW%Hc&i-X<2HtG7vm^V=JaznX<EEzPBMXlaIfwQPuy
zvccmNgvaNhT{E#ANqzim`F+e9>;_MV+BXI%`<dkYB+@3y`pj1K_n99MpIO`{eJDyF
z!xA6iWg@z?k?|4Q5Fa7-1APRpZ;Fn~LULL@y0meY@eyorm*<|GpAwHQZC#~xXzPl5
zkEIteKZI7k4!CkV0&m}OW%=xN0&YEsMvsn7>ggvnuD72gOL=((Dk>`FvaD(e)N%WP
z{BNQ<JdZ_}w(in8v~$P3hg|U7UnSyQDy*A-182YQ@#(~!h>hpp;G^uiz?DNHPdPaM
z1^Ge=`NUtXXI=c4+C{>(XK64Wd>Zb-7cg=CBV^>tZ<wta$4dm}apOlaj!*l*ar|Fx
zlSo~Rldp?y-Er^HU$2X2et!WUFFOnww;kq9zedZhOR;S~e~_25pNG=YGCX=3g)SYN
zOUv)j9Cz>Y2ZNK($=@aE-q{;>?{f!Ql!!Jz2{bjN?y0G%j$3!%@Y~>NG`e(XDy>8N
zrnvin-_QOh;pD$Vmk!NjY|spMA1JWF17ZW|><isHd)4S$Qo?OKBH2LYY;Z5E!P$V&
zNL`%<;pJVGsH;^~^u4yfI3tQA1@|69=-m`TAFe)VIM_nJdk5tFAwDor7F9j&bnf!3
z9A5eP*QDi>_X_2Q%FEa5)&aS-$p0s?Y2}S~e@X}DM*V(^eojzPSBI64C*J)jk!`f9
zioUmLCI6eq^@cv4NRhdoyf@*wo_<GD9Tml;QlC{6mB92PaaJc;)b+VCD9x0gJFi*u
zkl64}$1X1QSo2u+5DrTpqW_*Zc%@*IetoE!?-$KUeeisLyISV^x4p)!9(Bz3S5)G0
zMiDw&imy>=)Cip|b#X6E@$bqnuY}X_H*h%i2K}$R$E$4dCdiTs(Y%^OkRiFJriuz~
z^8{2-9nuQX*+y4d2OC}7tHrkYWfgGR{}K-SUZVfScX*Y_zd@alQdoxbu{rqM-IzDi
z!Q<RwbTZMFlHbWhh<gfx^UkK`BhXL_Q(q^;_HqPT+<b@SQR!0I5F{a=lk7YN<y8n2
z`BG9kRB>70+6o0yI*?7b4~zK^0hQ&~oP2zus|{_Lta<f?*x^}W3EJywN$Eh|KPar9
z4*N6nFu*_u+M?`oF{R~5DX&0#i69TMk(Fewlf5UEUsNg;m`81(Bf!IY%KtShAN}?J
zh7JCsa>%W$q(MRYGS}2v1_k^ZjW6UBz)xF%*|F(xdme+<uj8;LIjg2FmRA84<bVp9
zY!m{OM!3hbd6{IOd7NE@&Suij19^W>!83LyDGz~0LVWo&30CLA;Pq!DmWHJ%d>#ln
zWkf5$NG8LNxLy7WYtc&{!r`X}=)YTfE&4-g5bYwdLs9`cJInM>&ic3)pI^HjRzHTr
zs>d{Q-z%PbOOjJu!L2<B<jdhvd>+r900Z2Osbwwr_gI+fs$)!`{CK5=R7Sov7qv#X
z{Vs>U9Ec4Z^`y(eK_B-L>Zl7Fp1@)K6ZAh4j#ssm8IiH=aT@eBRpDhWte<>GQU-O%
zU;hLS>z<(hq1wxU%6}x1Zy{`$eoAE(p5zsylaWxmk2DhEzC<0D<Xl=l0`vv=Dm(@D
zHzMJ4HySIVGvwNY$ih-M-iSn#+wTzcGLdH7l9Nx$A+->lZDq>ARu}h@@@w}IcD;bZ
z&gbZVCK9hQ#O)V3$msn095gl*py#OwSZ;fUR)^o<G|z#jH9BM!p|iP6n_#Ykdl~$;
zJ(G}&KocRpe3$^MlW*X4;VqWFN~N3YKlGl|Ps!o)Q?wQPDJgjfFwnx(m&vfX^cLRN
z-(gu~?S9JP#2ge<R3Shj5UgIlS~7n?MNK*EeF=v>FVO#dRNcN>Ob$M8!ao;Jb;vA2
zXA2pdS?J(ix`J|u7nQ?<1X!JT1Fv&D<xtOiD%)Re5H=v~L4Gkh8p_l~BW;A{^8c=L
z>7w@FZ7LjYMZx#}d#rdb-yTF2mcr?F6g=)mBlvX^;&|GF8XfZFbs+EWE7Bn&AO3m*
zOpi>3!<{JjK6sCnG15Am&nQ3(T}^!YDiQW~qR{G540a_cXcLs}D-nOSq!ewnr2SR$
z{*laBSrG?w3(!wT2%!RhmB`qin-4veM)1&3=Pie)`6cKmF|HvxbTAO&ejb0{a6YR5
z{<;Fpj822|!)OFNjm4_?OocWeG7hKbVU(FJO`h;y$PdsJ;CgNmB8oUWz9=Zc-MnIS
zmB?N$TMlHLAgM#!4;eS)=HnBc+Q$ufwTv5-Sq9ZMcvW7C*6PwWAn%`+*RL)fD=t89
z4IzY$_-&A0S%K@NMHsBfKc_)-cv)VGHX52zI*|8I%Ia4RM~VvYv8GrD;wM}!Erz3-
z8qE~wmzIG3nJM_Ar0@gQ{~U1dX~KuC|4Ec3U5A}>2D8Tc!?SVid*rF#9>?RiyBgr`
z`&#_=i?J}(QOB58f6s4MxE}BI0qgOiJpqdMB$VLX!&Kfq2@D2<!C>&A_~=;1e*y{4
zBUESK`%qrLek~VtMgp2hcDC8GXVXAELUo2U5@1OF&zG5w1iz82ZS&^MtH}aboe8f~
zr%p5waKL~8u(IM`XxqGbGYvot3=G8Cvu9}_9f4%z8#QVaOiWC0`}Xac;55RaLx(VY
z_;AdhKOaB;{PSPBz8Vr3_RTlnVCmAOHJ_0nM-nVHZrnJUF|ZnvDUf6X+_r5S4LGZY
ze3#g6{P^+odn9Y3B#DWM^gbk$;)n3?;lmo6ldN{h$;s44B&crd)~(Rjuir^ye31K+
zawCD6eC0}lCD*TCPlNyX{=R+tb{sr-5W&I0*s^5{&0JWW?QzhcL0G+dHMO~qkB`*%
zNCrO=NJ#=QB_Tn7r2deA!un)DBteCw?vb(}!G^NB5lH#f7h7BT;Fa1)FDL_9k1&%7
zx*_Sm!&3Pdo?T6~uzg5lG_w@aMT0fh643US=XgG=1#Ap7k(|d3@?=kzBd6U}|4mAV
ztU^>&RKZ*(lL^T%6Q<w<HCeu1b)BX=mmF|)Z|jKuT^qyE#sE=q+4yeF4fGm!6n74P
z3RTg<B$c0ALMOk>WwI-gY)fHrd9?;C*?jgp4IoifX@rfFnxktA{=k|&m*b$TrG^0t
zg5A>dNI6u&Tu;VkdKw5%;-AR76_Jgdw-WJqfxki>S6qmpx_#ND_Ii<?&(#At`MMei
zS1_4*D>559?<C>zTwm0Oz4wx#D^SG%p3U1-hpZw6^+1TQ=z7+JwYOkpszWzj^Ref*
zH_#QTV?Y=FY_jP&C7cd2lip@V0))jX-iVQtUkaOn$5B#R0aevT*f>1^T@_>oDK4qN
zH=7@0cxMObX-nHXJzFH-NLIcU!eZ)>-|w(Uz6v(Z3Pe|l0E!Pm={BgT2U_y=;C<b}
z1ca~G-GP;<wp7sI&)>Ai7mKdIw)<|Vsi{Dv5wLZBC$#giR%`<!=|0fRP*8U{3^*#b
z!HmG#ZLsMPhIet4vq6mxl?rr-&8=OBK_^jCR>8GP)BVxaSGwIfdnX>l7u`l-NjWTy
zweZL4&M=WUY3|=@7gMuKkY7}R<wqm%<ESQB7UYSGk5Vx3r~A0Fv<=!flWrT*^GZ1#
z^kv#50}UFiQkxF8UtF!x;g_)<=<3DY+ud3lb|wPMJ@6Krzi0|=O;xNr8;$skVkBji
zG&~#7{;?9~Ceo9gW+plai>iC`FyZT^7hq+sSF;H`IhC`W>^;f*l(c*W{j;om(m$uy
zPyUL_urkx78T}+Vd*v;Le|3URc3PV0;*UL_!bD<mxkiWV+WLm9`suLxCg&rF0!C6Z
z3Xxw}hUGgR;Kwi9VA+h1aPiiA44ifbS9T3Xdq11{^-m@r&_Asveu}nK&>;0wy1By9
zTA%Y%*4{*~@yBrI&`4=NrN#!@@_thEhxkci`877!9*Q5QeuQN++u`D^XbhZs8dr7?
zMSFi~zac%lxR(AYyY@Dz_W^PLG^Y)^25|Nz!F~kUdy@Al5)1Wp`v_Sd);9$5^bOs1
ziTj2H3i^hIP#1GW?V=%1yHv}jAlfbk{UL6bCf4G!UQz6`*0jqq?V`E9Cc@(jYHydv
zTo$*>Uo=Hmi3NfU<2~_3$P3twxePVcMs(3;%j9Ng=PADcu57=(Vfd>G>H+Z)YPCTr
zY=)f``v_B8qN~Kg0?QAFK~1F*ruJ`K=WkH<Gg*6^REMwD_n?H&-1@Kk%*r0aD)JFb
zKfp&=c2VRba6wfhz=~jQD&r%V%KHdZhs**_2UA^X9ZYl)7Fl=Tr6RtW+zGjP#c0xg
zIrXWDofm)I6C(%s@XI%ml}~K&*W~N!2++#M9*Z|zMiUn^`r8hkeo7BTaB<*ilQQ!~
zHqevS!Bh`n5sFV)t&4z`4%oHfGq^dMBPlf(i&mXOyMC+j;`%(Qqm&Lxt_%N+zbYeN
zbXswJ{MCQ6UF_~>f&L#^!_iV3QHcfkZs!a1ntKy>)_0Qe)oK~X*ENRz<cN6uII|VH
z`qwYRsN%XP^E{Z6=dpf)*nGT;O~>ZFH!*#DCwx1#J03iZ!L)ftp`oFQ(L(|o)bo&@
zktdQbeVC28nLfha@^8dQPRXW!m%iSBeok<AwT7Lo3BLVdKenu!0BvnetlfAP@d+77
zN|x{M#5%~_(^MZ}5%miO|2w2-<Z|-OWNct+fUviT^|yhkzJv{|L^k*pTh@(-wzfdR
z2H6eH1_U)@Lo`xTLwTz7n3cR2xQYXbB_Wyp)JzQFdg%yV6Cy!-Y1<DVWmO2jkVcJQ
zvwR-%?>t2DYw2K0RgwHM8TsVBW@CQ&B(opU+vN|j{PgVykg7=jKa7rr2?|oA_03O7
zhd^H!Y649N4E3R+riOwP=^$$I-o#yctWVG|F{IZQ%Un<1>+xJqNdEm6+-3wJ?ZyM-
zN5#Utb1T>k=!!<F3Nk=6YJ?W+<|6IZBjmi24<=17EElbLNY5#eHIT5hBE@SS16|O}
zQX4tN<ydng5p6?W;Q0)1*eJ+GQX7A1zW;4DcHT_H<Art1_p8=pzQ3db6;*(lmh>_>
zc^{U`zfsUtUlZF~+oGAF06C=<So1m!Z7)RPd0$u9XluY-UjRF8b$s_Y8JhyFp{=HZ
zb#KxUUs#5uLix?R>BZGLsLSi1Aeg|_K!EKX?9j|ui__s*D%zfUi|0d{z=r40w7ub(
z&{bDOe@FT3Ug@RfR6faIASGWz4dMCxWe{ChhHFKI7;dG9)4sNJlk(J8$slKlecxC-
zZ}&2<813%Hpt!OMIwWI5OKX}zP?pS!3L2DUswQ2RNydQ)1z9yDd0bS2u+lQDwcy_%
zULP_<I*@D=l92ZiC3WlYsIUZYip#LxRy>YRE$22W%l$4jRiuhGG1p}SB0sVo@*flV
zC1qG=&A+ZxAO4GSAa!AJS~mLY3ZX0ED-tru!6FLm^;W^g_n4A$+$=4|AR`?dcCo;_
z;xf#ROGjB1@U^8OmEotYiB-v2a22S-OkEYnGxPDFpoC`mQ`jcR9BxA1hvg}F9tuiv
zHLVOIZ1r)bwLPK=N-^bW63VKoFu#fXoC?`QJL7pWS{n<|ROVotnzd+Mnf5@Zj<x8)
zqP6Iv3aq)2fVLse@q7li7X6_#h<35Mf6|t*gLW<bld%@If8va0=At$E+lgqq?G>I+
zY0ld}6_-_F?jNxj*31}s0yW-pkXyeeYr(1f@^8J%!OqZRJf6iLgzs*y1v^7c%su-a
zn}@hSTSFD=t|uTqyA(;erTjLi;;{kgqcarQK!ELioY2fnh@6rNthtwjw!2^B`4`P#
zBatoZY(y4Do`^(YStTrW)p2p8J4|G<ZYh*c${@WK`F)+lWpFnMZFjxK^NBL@-)3Rt
zaS8dK%FAyseoC3>d64TPRS{mmznMR}s0`P#$}r4A4=25CXdg*}|45tgofFqa`{@g?
z)zcELLUkmUR^X?1>FDw>7LNiQp{ph_jxG|FgHT4kP#s}e3Z6$p0k(H>Kr<69t{yy2
zLEEEYcs|k-Ho6)}Ei6ZVStV9HOva*CR#@7`8o$TnV$iuL{5ilC?Ii-bs1Btf8^}B-
z<b4>=VL#Lc`DM6TP=FEk1~}8+0a5uSnDQ`@YZsfEf6zT^{1i=@{!x>Z0l)lrg=L5l
z`6<8o+aj`{j0XReRaRl1tGJ(jkz0&*ciz|dDMx*5Xa+%9(u)<818El(m4ksMws*7_
zm&4N(v^^1y=fgY{_-YxPujXV>d)xdW<xo(Dt0@H-;b4F>9UKsqSAr=I5~&^LH#7gB
zdn(&sZ4fpPwFl-h+4qQVp{PB0UtEUk*+m#?u8R|1*0gSZ^_H{;z;}+EzvQQ<g{@6A
z(O9T~<dSkMd7ptUkK^#r-$AN9AY>37L^5S{cw4AIhoUlEFXnVO*~}VIMP-;C!Ratp
zG>=Q#t?flQ_|nD@v+RuUIIkG9BGaJWs1ZK3&~H$_QjNbVGX^$QRY7D~-Tvy6;u3_F
zm0^vk{9evW1x1*UnvSBXDwwOP;;@AojCsb|H9jj}If#Pg`0B!ql5z|&(ZMlyOX{=E
zh)$#B@U5-9E@w0IkyBoYk!E`Tnfw{nhRCa^gzwW>kTV)cInTE<!cduc)LP4dj9qwq
zJ6Rr+awsjs8uL2F4e51^8<bQAgse(V2idH5CMqg;SC6{*tgHlYE6VVbj^cgACyNW9
z-AD!9Br*U>>rkmc2USFsm)Bc|<$B_T2N{)>D5$E!=7K!T(9y@&+WNR&T8xP~8Ti#e
z1pyiY`Sm}EpnUNjnYs@cBz(Q<n%w%|@~!uvrmBLepVhs`@-O-AQ90OoFBy;L)Zw?E
zd5_IQMSlA=e!snDPlDWfyavMR*sEm|{HJ(5enL}pZDCsbo&=uYM8^LpBveB_4w=EI
zz0NTHr(gkpN`?e}5%_}WNDvo!NkW44s)P3kd>Q5}EiGv#IuZ~^g1{sL<`hAK&^B$_
z1ZQVwsbD{XuC6W(up=4sPMkP_DO0A%eV=@X1b2}PgGY`WftHqdlgHk@dy$))OSALI
z>N0HDFq$cj1oBk}@O|j@)sReu-+lL;)Mq4PVdu`BaryFPn!S$%t)-`@<M83bG>B0$
z*pFalW<~=gNyfTA|NN8w9@*ddp}~FxBAdJ<AvPu%6iI-jG9h**Sq3+5+*lLrN6^sF
zz)wH@gfnN((11YMfIkuxDI4tfS0Hu2PoF+Ct72qiBwSp$jh$s>Wwb7k`rNyBZ!{!Y
zIq1<>HLV?V(R9TVY`vF^MLp_%-u`KpZM}!X=fiMy?=Y#8_=oitX8>sCW{T!+rf})9
zm1a!nERiMWuR;bMPk!z|gEvUFl$qOK(lp~8B(k1Vv+GhUMs%=&KxU%suaZ|(j?vp+
zVasTDn8*z9s(JK27aRVJ!^8RhyeISgE&0Xe7`-P9TSmIUglFQCk6m|@Fv8Cq0-4E)
ze~M+>AK>tXa9rIvNG>BojSeSYVMK3tg@6C6kWJZ7cJxMmQ8~@3Hgn@cI9chSgG|N{
za)Qs$1vki{)(Dvy@XyNM(~kxXkj!#3H#~rol`cB8tUL4K{}mflvux)h9R585SGV_<
zD(9aMKEu5iDLB2pH|#BSapQ3!rYyZKx6%A>+hAuOkqweC^A}M$@Y>*-$OivxA4qlB
z-V6CfWi(60%#DxWWJ$_Fob94x3k!M;2`b!nE)qi*-o(94J?Mtmf3saAlh}lQffktF
zpWEc-?W~WxZ?drE{Cl}zx4)yq<CSfYUtEDJFETJ|PZ*rch3L@K80u;&I5xW_#%+25
zlb}E8Bva?+#^}+)l%6v6Psvxd4XRldat(*iJj2z);~@~pFD(DtEZck=htIvj)dQc&
zwYwby9q{D0@pQs;+u<h|I`ug29sisLO8lcbY`f3(4Z8=|=ulG*9i1_KG&kYt-NX!c
zpC)0;;pcKeR)1TEt)U`6WoX@gO4n`wn4eN3e_JSLgFQp#ZP3XD(}R4)Hh7YVEr*}U
z1^oT3HfjF=u3dbPfSK#=!O2<|9V9ZS{ueCU@eqeEzQxrY1LXUL=gBy|{$to%>Egzt
z1WZ{{-8b0%pQ($qU0UCswu`h~+CkbSAv*B1IlC^!{i8l>wfx6x+tPY)<#`5X?R?F(
z%gwk2uV2o+M`(C9PR;d&y_ptnzRJXxTVBG-NPsS)fbIXE{q_dquWG5|$>y%y^Y|nc
zGdDlud;~8un%#NB$p}0O>H3e48yeCx$@$FvIX~%PB4%y~<=UkG&}UZm7`8@!$aNe(
z^8!~7ja7<|P#Z_iJj1UiALGC;pTg7C98X^*V*0{Uurk-j=)r#fy8OLshhfa@Be3!R
zi3WAGY-)|+{k&;5!T*Y$oyD24ntO5qPYyoc;mGMn7&EfXKPpSvb%B%r99Iwj_ws9N
z7YV~UirbxLjs|G%qz{+R&eN=aoh7mf{;f7?cVBKCPsWcw-{;2AN@$Z5K~5d^^|Hf~
zx!i$zEt=WlWq2aC?7bxy@b`b=d5}e2T@5Gp&%u}}AuzHZP1^*L5wK_17IZxSzW}wt
zzF8Ra<t7+8d@iy<Gm#Dc?-)U+Z2&B0O+wuC`6zh!44O{%uw5}9WnWK0^73EguD4yg
z2m%jRyzM&VpOODj0L*7iLi~*RD17h?n$GsHUOpe@bEY6=g}nU#i#(b36MVNVM$fPd
zTt>vGI7II{0msh=@?P(=aRKz3Hpb<Tqz_R1JG8RbrLSsQ+v}p~ny1(rnu0~${{7R&
z>pkCpDGm=8{PXkugjS~7^i@r3Gi@|I9geMUGqI?J1=Lj<;b;eYjK32P)5EXnW=WDM
ztB1AjKh`d`ve2fl8Xe4a(Dd+YY<-=MMLdD=yTdauqOl<aGMk3~DrB5af*nGdT0pf?
zBec{PAfdP%Yojxy0{&dJHF3X<BXY|taUwYvW1lDC&j35#pufKZ$tu@GLme%({@MF}
z2nRCq;2}__+540tKPwL&n(An&B>D9z2ePSqTw)r?W3Zx@&AlH2$s1=vg2(JkXkGLc
zY9gtu9KWRG(11U}W(PBT8IuOjm$4u-7+yk63^dfi(|Tr3td9<4ll$hDR#XQcLoFl}
zm0|VU4Bk!bB)iS4+!9=GC%<>&uh7a~kG`bVqE|h^*3e`u>i*xXMK_3c(N34XYILyE
zLDQd~Ve7+GEb1&hhg()riD5?~P=zXN{MhlISqnZ8jx9qQ!$jub;A+%WRd6i03C10Y
zfXR3FK=!S7b~QwgCWil<4QzDjtD4p}I%vB2IkrAd#i9;k8+5eS!=rJ{kX~4Z9Z%9Q
z{CFhpeC{b1-1ouqZFT9ZM!u~Mnua{b)<>yW)KNmdgB~7zA(H=CB!A4`m){Wl6hbAc
zXaK^-CgxlpsV6{UNjcWVWYz@yb(c7}hwP&9(-Xk$);k<e$wiPgf3Q=1X=SNHU)8j>
z)IrnzudwxH8Wy#(u9<7^>!gpbL~Eknrb66J%BR=J2K@b18<2ph&3@K&ebL8A3kii~
zSRIy51OEPPXuGVTicQTeMShAF5{t{Q=3RzVz@M9rCLXkPLT-5ljwj_|%(F!N8EDTN
z^!K5(ve2QgYFb<9py|Qa*!n6RivoCjwKo|U;cE1c`D!)(8Yu^VnR0lOPJ`Y4ZItb=
zHUt}xM1r(Ea1*r$x?Fp(HZHR!;IF&HdT%owP1+u~-;Kuc)I0=P>HmElNKll9Dt>Y0
zbZ8;cVO@M?O~4;{W{GY;h}tM`T>)MfmSRU@j$FXs|Bt?sB){erP=B?BK>j&zqos*I
zZ7h&kQHcY2`52#?j`P+QFi~{C&WDzRx+*p}n{nl!BS2DVIo2m;^9GykP0dADLm@0>
z0?z+U`6n{+aU?w-I~tp#iIxVQ7nb0g_vx@uS5p}D_E$MrJ#OGBhw5>|_+)O}u-x>Y
z8#gGk3}iW0QUEtqb$F>O?sJZn<fD(KP%c~fKLyF|C#wUOmmBD!sf95@&L{9t*TCbl
z5*#QhkP7(wyDZys7l+Ti!PR{uYS#ZAy-dc2y$|u|WYE7dpF{oj{o&X$tPa0@OcRVd
z7y*-SW&HMkNDsOmzpfqfi_2+-znNrDfTBGKf5u@%d+UE?J)Xf}Fc|+gVF7;)7!vG9
z0?cHQ4ETHZ?j6lacjd|zBqSuDq@+YHBVBz0{=&n<k(HH2gRl5xrloPGQip|w@n(=a
zefl(lf`Vw4HZ?WrYIX14J^C-n1{W0-CHMW};$j+vM_weW--ljbO^X&Spra$7?z(N;
zwlv`H$&)8EXzjs+2dJp1ptj=6Ko=1aQS)161OEK|6`w3x8()0!1<im+Ae#YFQ&Vy2
z(j{uU3l}cX-|FPVf4b|xNnv3jUc7ig%YFIs<#K-~L3fJE{jb_Wk$p~{JV`V9EnBvX
ze)ijMzfn8QojX^qPSr+STwJYxCmAp$bvMygr%rrozVt~fsd=TakU4!;5oA!{ZLN){
zbncWZ3(<mfN?s`}CGL@uUj}b0`HlQ0hC+HOZAymp$w;Xg1+b7gF-4YDJMLro)=*s9
zH3ZGw`LlFX<78_96GJUT#$-utmNe1Rq!VE&+0yL?$;4z)O8^W>SMFk^QxmZ9CN2-l
zj=q)KIDGSE2Eya>ap-Hsr?i;pl5%K-6q!>~$a~rBR)nauBD_y8M!yZ>%$?N}*&5@n
z;LT5gGy@<hM~6ALYpx+Du*^Cff%TW-@NR{8V-y+ik$NB}Kd)5o6yh5B8O7+g>4k)R
z?q7{5*YIXR0Gv(5fzLN1vk{(Bgo9%gZ(Ji~!(R^yVNpi_$g16suzcqOT-r8}Zi?mO
z=A#6Jzt6&<RlOAJps&g4kR^R0PHJW`EM!jWm#Ygl++>h<V<WtY$-%PyFQo##ssr6(
zQVMW+U02?$ZYBmI`I)lvi|Q}m)fjJLvaxLM^S`uFQ0X?PsRu>!^}vMxgr{m&?Rkvl
zJ0IcFmVRjNDt-=&ip%lc&-ZX*O)vCr$DN=={{A#P9jo^~kqh{%u|cNv$$hC=#jr5`
z02{o|!LofX<ZUqj8e)<QaCv<<UK`ZtprSyBI?F*<x*UFeB^B_et))h<A+JDB6S$82
z4Li<9;@go;|J8Pp+>>N(Y9g^XO>no>!R^=bnQ+MFCaOb@OuLj_DtD5UoDP;;o8j%K
zhc^lNSa$Lq4frGYIP2r_s*mXDQl;gUFxA&Yt8ebm&!yxy1RK!)Q3WaK(x+slrsu;#
zCgX}MtG3+0@=e!p>A+YtZz66BEX=s?k$YO2izl(kdoK@51^u(Ee9}MHA%FW_EZ=e)
zm-c>&=I-)~OWHyWxHuTmS6~YpxOU!%9Y>zv+le1Z>tIkz-%wYZu<Id~?|6ty+XqPX
z4dk9Ab5s*&>4|iACnMZ`oKXM%DZQ|Me#*8`T-rGV&E5W@pHgFkf)DqTc0R!JZTE3$
z=it9*0|SBL{z)dgmE7}St1s@KqO-AV_fs11SKXeHds<4AC3)}VYFvLGp+0@XF48xA
zBHuS`xQi2ON#Eco-8bwZeS=-YtBZP~b}{R3v`bE;UCPI@qY-kG>o;Fz&<v`FzLq}d
zM6O+yX%|y+O60OCDQuUC{P=t<J03{`{)$Q}@ZJ7!9RJ1#y?wd1qPc?}o<`?l^{IDq
z0e{N&+Z%?zs-PYaAE7QASc`lF7el;>&Bd~VZ)jl4&6nv&%`S%h$g|SphAq#q{={2E
z@Bg?#J(IP!Np<*1wh}(`d*U-c`)fY4vd6HBe1x=m_y}8XV)>>UxO5;G&6|k*R149G
zwj_g^rNlxvc`xfDP#ui4IUPjV;A(V8&x3{8U*AMEXYm<)J-HKx^=m=jH)~>rn1n1W
z`{lA!z+a90bXobt27g_?vx70N9i51R!cv-PkoZf(Chdolo&4gsiII-T2GSY0Q`2%`
z@eghmFwhsm)!7`8(efGdlwB8U_g8B#hgDmM{Oh=M;By&&Rkz;$>c7=4@<D<D$v7=C
zF<&a+?;jh-SC1e6N}E(u7iFG@w7kDn7fJayah2AmNn;C~IQO){Jr5?vx+3|~S?5wx
zb6{c4zp<2jPW~=^eYVu~J}sQ_^!94x<P@N^tQ@8$`UvRw4SZY3XKEAcAal>O99YO?
z-TOB%G1lYcr^?tMP5L+0X#=9KlntEl^wvt`<P?f*pof4?bK%><slnNRP@a*6s`7HE
znMwP3<b7ERf96rEc{7lC@FX(!9HH-vUxh<es0F*9mmqn?MjC)tjm_$X(C^U^Z@Uje
zS)zOf%?goxbs72OeR(Rse2aNAkag%JGOOjk4u^_R3$`1UAZ4Yr{C|V|<aB78OY5s+
zZi3>RJd_ugpfEiPmF4BomI-1Z@5y&%DHUBWkhz|`FXp+PP?Da7+x;g)MN<Qs#s(-#
zOhxl$vrzC(eyyYB&+}mQaR*#!_bG}J_%n!_2-QSu9@2A4WDUeZ!Nw=vH4iIoL}l=2
z_Na@0biRM=6}(vzNHYM^`Tp4o=KEJl%=c@m(!i6{BI(ob$$N`>2HBH97H=ahnlYpr
zA7ddN^>L-yOiC-OU@A~UtMd`?<(V5W5mf6?Ca;6Ao;s*Dg13nfQ9RjAZYJd;Ji7$H
zb`hVLFC||?jml3cm9ar-Im{ItuwtpHMl+w2jgr;4>yWG@-0#&OX~;>LkbYb=uS<dg
zALbO}=a?)SC@6`Mswxe{N)u(ot0t|YLN4Q;ECrR7IF(m`IVOLv{Uq5tR3)<VRYTs_
zsY692PGslfTMKb!1VZ)q$nPQ>Wve0Yn`&v)%Let5Us;KhIR*IIOj`bj@^6+yb+BK2
zc{z^Tn#*PBAQ-DDkY8Q_a|H)vlF!u}sY%sESAhmn%EfijQBxgfU9D(2<yBVFviSU6
z3LJRqcTJm6BJ(_ykT!w;c_5#Y3^-EHgRUmc(o<Sl2@MtTZ=L!y3FngYaJ8KyY<QmU
znziUWnf4&Rv}R4Y-tDqzE&4-g5ba`h|5PAjhk~*XvjfROF0*!29qbpIU4l!&P2{rs
zNtOdy`;}h{mbU@v1K($spx^da@@v5}Z{p3jzHm0tf{(2(9?x!xoT74+R#d`NM+2?a
zK82614!;c=@z~%)`)CVd1L?kjWGQhmA};{~ZFJ$j@hNsbO~p5Dtm~Fv@Gr>!<tcVP
zNyRrGiRCvKKSf>iJjnHt6|hhc06;z`&wx~$pshhO`APPXk{GC~(*BZU-jb59B`SwP
z8To}}ALb*NY9T78q~@L^o~nt=INaSxfZK`knP^NjL^ddv(V@5;7Fr5yAW(<83aF1)
zbALSnl8d>z{~`CR@l#4<`p1%rTKyFDMv(DSH0$tFwD2gq2*13~L`XB4IURw5a`;eR
zO`;qmxtS>P)w&ti-8S>tOi}-&rOw$wvK;g!%Had<sce6>LD)dl9;B4Y)WtGV7gg)s
z9=K_1(0kO{9thR(jwef*G0{OJQ%(mB#X6|T_$h8eX&uNl?n3GQm0WX5X8x=p_)0bY
zYK5%7S_!i{0`m$hD{(r%0JDwwgBXP>DsUt(b-+iUiPo`+_%$~lQw{a`eOA75P*-3B
z;<L)s1y?N%q?F0mh1ilZT+1oK0XP0^UjLT-c`+H7Zf$@;Cfq!*r?w{IO3JY&Axkdc
zPhmOKbL?^|zW{TL6ptImC#502tQ^N|>KHdDsSF5)Dx41KmC`z-S60GQCgYwgg;kX}
zS5km!LX^E_R9wN*up3+lO@QD|aM$4O?ry<dgS)$HaCZ&v?(PH$?hb<ucXHlu-F5G;
z?>)a}t(m>|RQK-gs;;hjY6zkkbvzPXPbt>5J#vKsSxxoxu_A;@#F2CYin%l*v!0H@
zWzJw=%#X)yp33q)B`t)H7X#0LH^Q$G1A;)!X0l|n+m0r$^u?F$sW3;E_t|a{$tiR4
zsGX`G8g;%iP@)FERQ-DND6M${q7%xtyJJS|bA2)GyOXXrjz)nO*8A^|nS2ONXE()l
zW!AN+DU&(=CQ68p<eztD!M>~i6V7onLy+GOlmXYlTY)|t6Aqk{binaQK(=m(x3TE%
z?p|%S#s*+zF&RM~PGyCG%RuCTBeL&t*FFh~nVLCeRT*@7ia~))4M<3`2h<daFDB9L
zHd}>0D74mrkc|~rax9}ae_kKXR+OJWvu8hSsbwCHxVgENpL%>=Ij-LQ-XAnVdejo4
zQ3JA7g)T)JUK4gWFj^%8IZ_}HZpj~_prdZrjK>lwJ}T%dPL`|jrqtWaX9$y{=Hrrf
z1dJ=0O@_T^yKHQ1tb7up0}?ID%JYhwQEEi@C4cSsP_V!SU{DP$!D^}cW~gdn5+7R>
zAt33wmU|syrS19J5MJ@Iv#IXxSq4nFn-sYaUqR`7oBq^jtn&>kY_l)qB50SERcK7Y
z+li2+A<B@N_0xi)MnGH?KRBE^DfNR55ODcmAW0rXk(jER`pa){_SK7<ns71E>AHSp
zD1|d){@|JtsoFG95&kk&nD>?BQyeyMrSs)yMqXhS$$L+A!l&Hd4TB3I^DCNPEsWJs
zy>!!e=^3}>u{HV|ix0xg^HU1nhUwgqNOF9xqDGvDYWb(4=jN9DLEGwP3s2MErLOB2
z0@7ms3Uz>qh~B)D4%}?=?f92NB(pM(&o!&hXi+V}fBQ>7*AJ?1x|h5+iCfz;eXwV^
z1iCR6p*++Cgj8g+DmPE2Bw5VlXTq*|I-=eT4AmEqCO&dQw|}BfPC&}HM3f|T<y!9t
z8n-J$FSEopvxCTKR}+gtuQ%{EH9!Aa4%Likc3zM$1mCAr!ijQtB#gmGjY7k;an_>L
z@E%-$J7HYS6J}UtB;`j<TXqYo@BTYgs;kFT;Fh*b@-={vlBgtT5}NOWJ>|o*L-O)u
zW%ZN&UNQDEDaM_pIF(izio7SAOl}d1hJI0Diq1P{d;C@MEidZJ`Y9XundP5Qw-54a
zbF~H<1441VGqv_^FC-BNXii>xQzKEEH0z&vus*!MVn2GLY#+{l?FS<aj}NWKyb`C*
z^A+}Hr4MtO{OqhECfv7VHg@FM0P`x}{LTpIKnIiz=lBrYW)Bnl;+GQ|8s#X2hfR#}
z^CV5N-9{r&bX)k5NIEYA8fJ}O+DZ*noI8CO2~5ADC&75pcD=k(KN+JP>qX@@@O_Tr
z{4*3{8?>__>-b7>R2m-0Qhb1kH#j~TS1khakq0dYAcDE-EpuARxe}e=#c7_hEo+v}
zN12CLR@9KSv1gH!OZ#NL7k|v_@Gy<^UJX}!EL%`}firk`VkJoXHB>^g^8o_f_ph%$
zA|ho`OBeHZE|vs2#bmQn*NjhdOXqK7sdrig;Kh$-TZ>4;bU&%ehiH*OBVyx6!`Jev
zPDGlR(+vsQ6?=OwPz4EtfK<Zrt`rR<U-XAEAI{Pc;mmKBk))|VR{HA0+Ue}80PM8i
zdn-Z_Gvr598Hz+&HF7V+xovg=Qt1DQlg=;y!mu5Y_=tWfN>W$+H|dXtO?SYMfWc4*
zU!jLLv<NP-+w=7IuS6t-)ju!Co~b!ny=jHD!*tN$ZOVUQ%IJN@N*P~)Qp@qY#(pn)
z5k{dR?laR`3jw|l>)c<QlDGqw^4ka)wvp48cg?sUeLmVms&A1Z(I5EbXn@uEi!e3#
zRX@k``EP4?`g4e3ZX<ed)q2{2j7?GAgQZ_c$y%UO#UVkCZz4H2CJR0MzHex)?G{lJ
zEvBb`s~w<U-X7Xlhqu4llNAS9ZiyH7Zw;4$4OU!mF5r#Z@PRdB(Sd<qtU9Qs^NBP!
zsYk}?gr;pv?o!*w#}@Y-8$BaDOrc=5wuPt%&`IF<{6cF<VAm;3+cOMo+1>xXd;5?!
ze_PulN-F@vaZSd7wox?<%lmSAhGbc1AgYRC9;6SLfeo%`VEN4Nf$#^VdWeX_N^~20
z)35)P;0rxOh3QKM4NDv4OO0t=u28OB`0+cnw8>xVl-dP-ZGMjrp<CMhgAbj-Z6Cyu
z>3Oa1zuJG7<YLlHjK>3yzhv{YU>MAnq5BZ|X@EEr&Ke230^24Z_I-F}9+bD~sf+u3
zV-^<;S?lmH<PB1h9vd&Wzi51q5%2Q?vBYcNg}-H46OM(r{MxI%PCI<XhS|9h{>aoI
zvd46B;Vk+ny?d{wzqyAyvHm>$lq5SetlgTJ%(%3oD>W^VS6&C=AcnZtzU7!*Q7jgs
zM{lF}nXDAdUl7E;@51!uue5MZ6AHL!J=@180!cK!nUYmKdzKxO3K&M1u-N#R81mOy
zwFs!>@VCm75O}s7)N%VC-v&GS=Q9mughhp@{}|4+IJV(Bajz}XmWmXLTQJP_P6;~-
z!nSdGTvZaEiLjgBA}VRCg$Q{z+kdM<D&QP@b0bsG4#RsEyRIa&-m=8F)`vmnNY1Hj
zSWygW%dA-Ba|YAC%IZWfb5y%iVeR%OR*8FXx?M*<V#aIx4TE|tgZ#?zD}vs)Qd0NI
zVz~bh>w1BY(#CpnG@u1+LF|EGjM!F6veeR0St3h&zQ%6`tICR5!=Ce7MBOo3VFg03
z1i%qJpvi$k?ZpGEZ@%Cw&#g;_mqBJ6k@S2{g}mi;(6JfC{l3=gOT&zvw$9V5)CUpv
zVbP&GGhhYw4Z?#XnS+WsYC4nZ2Rd}2mm7S+IXu$&s)m|iyVz8m*%#Fc(ga3`rpdlx
zZYZUN#kvoDO?mBer6VWi-?i-2pS&_}r+b#su?#QwAHP|$d>)z?k4tvLn@D-1CqxY9
zNTQt%1Z~iM(dwaGIir2!i7(dYkgV>AE4lMKP<u!s`Xv%{&o9|M9riB(AQCYRaAswe
z??RNJ1@8w1aw|^>z$!3(mBh#^CD~?BOES=pIPO<&BNo<1F%#B}NTLpF<%O0uy{TM)
z{c21Uu(_}zi)Y_h6hutcAZ<8<sVL*hwAi2WIm3;af+zqHh1*6hu>IE5CSIezIjVw&
z$VK6_^ccxOjWpdqRY+Wj-WQQNr~&m+B|J>IpL3;VR3mCeBu^B!!!rd+fpS96ety@4
zM)kOI>DX}4gms=HYf%~HndLz6(7K6yJU{0@JS$=w!F4DCh?*Z`O>kNv@UwfhQ2{U7
z;WUY<L{hmAJnKOPESlHQP3kRD4d7T?P^8Q3LP1}UGS6qJGr@cEi)3>2km9;MgnNzl
zTG2N(Ilv}O;-kix7m?6K_e@5haB=}6l<Vo!W+F!bu*HcdJ_z8#W+|9ngtFp{xLZrB
zsEaZ*f1zy3+%wZIz@BDSaAr4Jd(=ab3oTk9Xx5dVz_o{Gz&#p^C&|6YZ8v%}41oF)
zjVD>R-O=ELUti<1nK#K&_B)_76ZSGyYQw+tNxia*L7#5dW>!Px<~{BUc3ycVZ04d9
zV*ym#p}b{8GRnSBlr{?-#xypz5&=It{K15}9MqMlms6#Ofj$cD7j~F4zpI0lkIrIL
zr+Cw$-(H%XHz*9}IHWBg&I$t+-tVli3i5vXcMU8HeO1g5t*s{CdbaH*_F8(T#A)FO
zd;aK#n;Wzgg*mA9ys&+FzG$?**-(kPX5v8g$@+R%J0g&@mUPYgKCrxZvL*J+9``Hl
zuc#LWXpJuGUtlq?2QUH7M$~SxlVg3>>+<~ai^ugP?+Q#@N`<w#*l3A^jRPO9f7F1%
zM^|1aCypqCy#Y{;;8Z=-`5;p>Bovh4I->!H<5?19947y#E%GGYg%Y{5Y8ju}T1pCv
z;^mo#hlk=z0p~;6D(z-OqJDv2>O926{veqK6!k(<T%bB!x0EtL6Hr0P7Af%=e2g9@
z-3ZgR0=(I~xoFw`JDI`C7XJ_@01^bBxPK%~hAnL9kN_2-y=`1}%u9m+oR~_A+5yB$
z*CMlhEp_uNy@~ppC0#@x;bQ(>47##S@p`JUODh;?Nos-2phNZ^b1NNMx;Ff<;SxwL
z9E7?ZW4fw)w%Isyr`%Jt^QgSqnT42H&=h^W-HgcR&nYB71zBI7=A5Vd#&zLj%$@o=
z$;tWy0WA)O4<inB%OXy=ErNw)i~g~{VQ-P7Zw44!nCm+5rs~kXq{Y-~=!5AQB<(G(
z$!Xi$FhbUZ11<FsZ+d|GOP9}xk+f)=DI2mJo)2X0C$5%gEo1g42`%^9=18{fB<F7f
zpU-<R!s5sDm7k{Q=?3O>A~e~T8>gLs6<Gv<?wz4=L4<Dv4|Sj!&CkiI#AN_ZH2kjj
zFI52cdeb~`R(yp8O(W2RI8(F=w5cfpGt3eN*bin#@&UBo$j<vNjbZh9ZO_KQgC5&8
z{n!a%C{p09C=z>K0aXCD`h83)`R<e|?;4qucixsV{1L)Zqk~V+3o}15Kw2`;K2LCe
zKAmq*LY_VH9iH}4W&e?wc_&aeTi1N~k_KV*91EvecSDFmch$E9HCNOctN3d<1e`4(
z<8ZGGtv+R?(Sjnvi`I0{;r%CicY6@}EVf%nNQpbp%kd=+biz?3+f;WSm3sd^|IT>a
zJiXk`W^ww~1%3YUP9SXNbb+_l%KLN6mDe{bf_38iyozU{*xFh2J=^i2AocSAFM1OY
z%ll8v?v+ubYnVZPUMqedkuzSQIAc2mtqMu1{65PJ-JjQN{WF_t3Apj2t3i{GA<5uL
zEPJ}~NqQk0Cw`2DHmUh*%^G@&04(o}jAXkYr7if(Cn|5g$(`**{4*5Zz5OTa{;>}b
zh6ZYhQ%{0vgcce`B$P}?U!Sx_4dL;LMP66jm&2+q0KJ?VuBhX?5#-}9z`$w7{Mw+E
z3(jdk9z}sud_w?I>A>HtIu>-}6X?sq{Nh*r@bLh!$!;3-EqD?+xvq~L+{6HI6Boul
z)@=k`an57&irvKy45M8~`di(~sa6=H^_{|K!)|mRlZxT=oem6(2byJ`FzP?zEP`c^
z8rm`5{lLjfJ~|t{^P2wm*%&sw4_FA6Avl|Tmjag9<^Y$zx&zd?R9Oag&b}duaxTow
zz{-h1s(6`OH6jV<k6V2HY0qnS=H3_Qt2VcKvKH!}_o3!>99V{9l6E484VX%7I74f~
zlCG`ST!2@5a^pQNM?CL)c?{VHHbe7@5Nu|T^zJjj%X3CyR*Pj&Q{R0(5sAg2Qak!O
zm^yRjwpH-eJP^*=)&Bl|psrzdWWLsG_6dCK6Ud(CVEE3&wTeT^ouX4j>Qfl|oARQt
zG{!P0*S9-xIF^#_lLP2f!0<;&m_qxQy=gAUgE-JEw<IYMG*w+^_vBNfM>zOiGS?^%
zp0e07=I)34_H8jRXEl4h>mY|Z=J>PRh)aQxP2uh78n!xmzDjt!CjmiWX$IJ*{TxSb
z0`V5n+0E_UGfT=-yc`Ff`=fE!`xfkz;N$s|f^MT%C_3N)14`8~0vzpMGRY={f{<jb
zzHS_jJN)&R)x5$UdWJ2}IM$V|-P4-BHy-F`(qlY+fsnf;2|phcb+dL&o}@E#N%bBW
zJiEQ#imk}^<QR9Rx~$6JTqgnsx6oryf_MDj{aiQv%Oj+BRw8H)<Lr?iV=Ye`<T0&~
zNkZ~*^quti<&6Wli8^4GBcx-1=YmYk5k8z@t<>5s;j5f+%2e<*(6<$3o3iBkiEXG|
zgpr$o|BwSUPTwKLI*ZELc6$Dg!tTZ(^fZU3ZpTk5l-C&v;(hCyYzsa7<<9~a-hsov
zU;cIRVOW#xdr_Bnp19oh4)rPCqrk!Xffdp2cjY+OI+x5c`&FrzP%o~!s*b<ieJi-m
z%kkYpfXCGKR?xSEGd#0q+g8^bOmpaJA4mgiAEl1_SnITQhczpSS`TDe6NuDUtY#Sr
zGVlyf#kiPX`WY;1!*JEOB|lif-27T)@Zc<Z{bGLY$n5WD;!`DXm-9j`^h@k^g%2!)
z(&hbogGqu*e~vXat;4Po?xTTB?=XVypC!zS!md*E?yWmmZQKer;PcA_@_7eVoLV2@
z8;4@U_7?HmQa}y7wj)t@jrg@YYkzx^J-1)|ch2drUA)P6=)(>No%cI<z;;}xe>n3?
zDx;5FX84Tp2Z~|O%zKK6c5O0E9E6?WMxkmj$$TM<Q*1VlbLY&C)DDa=r?X1(ZJmCe
zOlma@F80cCw8gktlH?->e`Fkmziv-vV+@vf`_ELJGoP<=z-M~kcTZLAUfBk@e!rA_
zg=dZJAJ;{d>A9R9+jfCMS_VZxorQgSMCYgC?^k1UV=58S_($)4eO73vJ}w+-k(j*?
zx_)Q~>1iQYw(W@xEKr6<J$MP6Tks7@2_a1No%j&}j)EIGgSU&VXsUulkmCONLKCpw
zJCtxY^y2a`m<aIepI%4Hslobr%R*?~qF>uq3eJ!qwKzlvax@0?w9qeKpgl{8wARlb
z*P=N3&U5ln?3XUT36O-0Dim>mgW*w@fbX7Mf9fs{O(RF2PSP9q@i%`>q4A3H*M*!i
z<+BEsTn5y(5WMMd8U9(O{q~Jc=$eUP)aX9>PhA63@BEbj`q_0V5;84)wV<#QM^1Ni
z;g6laqf>p8+CTAq+S!A;Vwf>h8tNT}v@)5kfBM1jd~0I>&wJ*C9xHI4*+=a=?+wi@
z#5q0WiGy6}G)4ANtA`A1r^ZUb=yQc(f6?v{zj=m3?3CRwpIYW?GQ4#xaf-vevx^za
z->aA1w*gZNVV<PNrCGXJ`$mDT68g@!UQxq00+GXUm_FpgH%qq4Fw@%<dqD7VY&FCh
zdo&!gTi*sgIx=t(2ghZD`#z|r1!~#0vL<RX-Q_;btF;}dC-B^^Ic$L4gS(Aj`%=}P
z_<+q^WG}PnhY@7^YHu<zz6-eZNM|la6;}Xem~G!Z*+#pPm~%hpI$5LS#%zDGrX{1(
z8?7dj&058~@R}Yu&Gi$xx}<kJUbV#?{p~ssoasf#=Me_mwzihOGjygY`|3%>|GbL&
zherl(dGVO399vvrUAA%ixy5C;T@G7OQ89WaLD%4VEf`Hx2iNE%(8w4s*jY%1+)H2B
zm@=pPCn|w0gl=|gdupyh^r*#+k>DJ&<vlJL6v676G!Z<T$?XUZpCcL7Hkg<$JYAUQ
zznTX{^$}&j^^7DDZZnH?;YB}qnmgmb!Nt(f_i}^5(MoF@Wbd|@v^5B;515AyUNms)
z^_`&k%<mh}FEL}t!;M2DOv3W$e8&H%qmfU?3=@H*G5^GkUDInbe)P=~gb0J0BfKyM
zk-DuQF&#3oIsN(5Z)@y62M2>rJPyJy9?$Gwp=q7&6xHZ_j!oAYzZ**I3!snX4vx)i
zj*L<H(aJ~*B})2UhR`xm+~#%(?+%pC?j+O}&<B?!{md>hvPY^mlT*w|32OLxGQhUf
z9Kz&;K68h|v);QoK_HgFJsKk;d_=*TXKfp+QrJ`C=hym-_Er)tns(55V|wJs<%Sr1
z6rTfZe!^ydYHcyY=3i^Xk3cmb-32-Sqo1FyYyWINgSO{`H)uqH@Jc1S+m$ih^h0T>
z6&I1yL7FQ#8{0<2RK7O8#C_Qs?cr{!no4-T2fVkO^fS&$ioqDs{$AN!FyDh*jRE4c
zyvPZA=tDpkR0aRw_9%;|hU&kMt3vZuZ8|in3<9(ywz8uV&1H`4!rM(1!kMoSeMF1+
z|6<UMh8bmG7&*m@*vt&e1?ELg_OlF{rI9KnH(%M}u81d1J%X*8?o+$4oePY+_cYPF
zccO^Hjh2YRSGaemyZ3^sQ)Lbd<H(&2$7|-fz}$K?yse_byiN=uhRwsOJe~SFj0%&8
zZyo1xGs<X&G{I3dunjV_buVhT#^A{Ol6tP$*VR{>Ou(?b&M(+5S-<#j-`}3cW<x}I
zOkHhX18aw8r?z~})>px3ESMiD@J@Tn5rH+GVJW|1Q=uKg%-(=Z2oQ(s4s$D_Zc;Gn
z0y09f`qaa%GPSe^sp>nc9X3@q#XlPfj4}(+hj|qO<8rXP0nor_AFQd+#|%J={>yWt
zs3yW<-D*rF_TB|@9W^Bq>sFCrVi!6ol5{;O4OG&_5Z-z>s)Cri3c)JkV!VM;gh)hN
zYmQcUqwi*`W-3CcXL@EfihTgAHauHBJ1uqy7*$#_lX8|^<f2(t{?|+8M9#VAaK8}j
zCUIxAP#1&27^jJ+8^^)c8n-p2)S?2iD9EzR4eYnN{6u1(RW6I5x6DQ%i*9ww!pVY_
zaaEgaNk%yph|dVqe-XwR+e`vl8>F8axms~#j{@aH2xJl)k4u!Dy0QVX_cuShaXXvY
z=9FcibXd5a2LRm9NqY;1`6ZzqEE&+KrU!+kIi22CLAQvR1R^$2c5)eSzTM~8A1>VS
zavdfZ3)cm$pI@t|jzf1(=^|lG3%e$9Z^>DGWMid*S`?E~`wpA%YmlS4pE0*f`<3+o
zchzky@El76znk#A@p1zkOFVySfPrIUYdH2agoOsv^hG9V!;r4H_^rewm@({2%=4Ok
zcdM&7eW;i_CS@=JBJ?)llX){D@nybne9>Vkf&?;|P8VCyRAj-O6NC5WW9jEMqMUV%
zND2d=&2R322Mgr*(KCG!g5QrT%8A?3E2CacD`peNv{|~UzXZlf{+=jkwlGlY@Rn@C
z`lHf><s;REWlN_W)y>d_MQ@iT6Q53Im8Md;@dL2s)+W>xRZWlX&4S3U&U4*3*B9DR
z04k^8q(tE%lv-Ix3qNf0?Zl1yq(hL&&d|{cS!qv2O4$KzBKrOn;StY?3sM0C$>BwX
z)9ykl8DTIS+BZJg9K(C554W!;bOA8vLJ#zWM3kmQ|J=LgdLQ7RndAgqMTd0#!j^Jk
zfZWt-E_8cWsIXvIQHb&#O0H9qX7D~q>3C%l=g(&w*c?K`h@I_%9g}i^0GKidFL(F?
z%a{O=mjLe<2xNF7Y#hi4A(p|5XI5}}Hbyjh^$FT5eOpR6e+_Ki;+&wT5;q5*tdOui
zHLS-dkvdCP3Pqqo0?TY@Zc4EC+<TyW#J)S$SPx;`Cp?5_chOrN>Cv8yaDFhsD}?m9
z?d>1Li)CpVZBL(SKtkb@fe(al#FQ|}2^oDGztiLd`MLz?xc`0Hkpp%WKP@I>w>;g{
zS`x}yy?Z9_qxLYXrTo~oLL|r%LuR}lsK+zK#WpAm@<`w6$L~wq8W_>V^F0){`I$M+
z7grGE6$lDH^oCXn9VQaNL^sTb!iGwSyXN}J+*XXUM@@)2dCNR<jWlOrT^)qN(GKLJ
z#5ON%bo9u3%V$u9bH{|<jtYxQz<P^rs@t`NEe%R4lWWC>qosGHyZJjzfvFpfhLI3(
z5|_l(R?kd&D^qvwid)i(yYiZoDC^8NoNgXrVM*+t+l}Sxn=4gIU^_ujgZ-9#r{at8
z1OBCdEB;PJzt}J_h~z;fRiebCA*eOS2Rk*Aa8O}RSwz2WRAKDfAh(~dz>oGc@G_<P
zY6Wgq&hQECZC4<OygQR8HQc*~h)5D>Rix)ldb^Z)4YX2P(_CwJGpHUma~I=aUG5Kc
z$Z%@K9BH1~DsZx}365|1nhyGgkfax5IZI*Bz34O(y8kaSQMQ?Vu(i&#X>lpIHs@2%
zp!ve1VKT*$d$i9lXj(aTI;X?+pqu5F)x`K1Ep*Ft3lqVhclBY@`45ddTT@)muht8X
z#N|!+QH87)UQDaeJ$`TCjFY{A#JRxZJlfvjU>n>r_Hp4N5lxILw#B+psYOby6B8L@
z4l{`oqrheefS~TztO%)PV}kA`4$;!mdd;s%0T5>GKht%h^`y9gYfGI%FVY6bXU5vv
zu$^q|JJsb8w%i_UI%`Y>(*|!WDZolApgd*JW~~RzF-h{1M#TH_kE4PP#V9j`$*QWs
z%WPh9jpV{O6hEeu&oWT5;j&^#wsQZ$zKfm;f8l387`OEnMXX{|t)I=Y_8Lh)GqQH#
zIP6py!Nz(Cr(qa44W^T=i|5}Dg|;S;oEm^v(aX$GLjMST%L!fAOo>OplVkq}fWHgG
zcuP!=QDRwpw;JzLL|ssx-=)Ciw5cTIJdPL!jGfe}stmbP&d<yXvDnQX5^+Y$Ne@IN
zDxWu2cx~pLvk*gDpZq=RM8<Vl(UrsWio8=)Rf`CKoQ7?@n>VT{2-RAjcfGN2glM;b
zw@ek}zon(MRNUcY+1@jWR>W>}Vx5(hgVI06T~!<9Lk();B62aagPl}UWtNb5(U*w4
zo0C(C(g<^0Z%@xmg7_engRZdtD{jfmkcPFZ0reatS_=0{c6`=&ZEHnc57LO-3D|t;
zKVCC$<zs1V<<>}CvhRDz;;Ji&v#<}nf61-S2QPmGH8sMlu<hJ8SB1sCuK^C3oqgM}
zBlg>jw;QkFZ*EFveB3>Hf58ipsBcI9sJ%e`s(tR(41&;EP9zvTX86Z`Zqw8IA;-U2
z!SILZBe{dMxJ;Zl_$LRi=4k=hA&|AH0%VIBO&1jjLM8u^!I{y2NM-1BI|^gbgnXH1
z9vkhhv|z{=EN0S+d38kOUwO~VmAH*EMF2NRh-qz-nA*Oo#%R$NC7b1ZFsxrfUTs4I
zOIhX02OFK2mltl+YQ2dBG67FA?0Z75&{*DYu$O5EOgDQ#+<BcntMs_tN4UMa%O}G<
zS91m<y<Y62uyh6eb90IGqDh`KILHkfUy8P^kde8}vrYf(y~cP;rrJJyJcB5sz$rcS
zublQ<#NWSni2r6G7Am|unkmhA&k^vGw`BpJihqbcqS>ny9i*A;Ue&vx_fAOT9SwW-
z>#{xLWvP*-xRO<t;bX>%&shUPtnNRzXBlt=g@yc7HguD)=3(aB)%>g%Zn;+$=Df#y
zLL3yA-<3&B-xzM^Po9<Em6bkM1$Rif*-OSjt#O+CF%_0G3y=yb%}H&ad84kbzn+M*
zfc3|=U#NRpq%}SIvM^Pmx52eDVriRC?Hq}pvOSG!$xWeICxASrMRDymKM*1oz{I&P
zKNcZJo7e#Hbx;<?BNlj1+RnZ9M;z|e?0NQ8(&^X}a+I5AV1sr#ShX;yhZ~&KUVpv#
zo%|@ZcS9ZfsMKpfHyMGRp;43JbxdGP(SWt+D9w0x%>sNu|Asi+Q7Kzk+i}xmYn5^M
zUq^v(kvQd(f<1=_F}M((dxyQ#zTpl@dB)(D4g>}pkZ3!hWV+#9!jUdtx}*Fl{~Z;q
z;V$`&cpErX#);?NrBWws8bxw~VL0&DOnkN$v^}<nuI3WLVL?)du?iyia33#=s<ur*
z;gzb-^wRBR_32&Wo*x?QCEBpH+f$C3DSqf|=%(dqir=E+YKp?7^4q|a_cbBY)m)I%
z?hb}DRk_($b4SmmNwlwx^FdmldsV&Ln9}qHEmUVd4IDW`+}sH~4fog6<K_U`ImNZr
z(XnjW6*z;uIx_wWOA@6=aj*|l9!T*aWyN(CWdy>`w10EWeKr6Z?TRuSU+>&rrg!Wz
z@c;5c0M{OK!F>Kp9gxnH-jhqPzLwC~7h6h-hqK#X!N9@+&Ws&r@|fZ~aY|oF-6|c1
zZE3X;qz{~t+%Obz=f+bc;7M@$))%N(gdf@Fq&cTlk5Yuc%pd;^j_>@nhP_L{H59)=
z%4PP7)1r=OZT0HNE*ek3J*c#>54=l#w6_hBOX{jSw}39O^?(2~&GEC&!s2+Jsp><)
zAbd|dYAnJ?K_@qaPJ(*}(076KDEYid8LErKU=)fk=?xcO{<21K6I3<TyH{X$DX{Oi
zOs->wCTC-4;#wH1dRco5gd^?S#B&_)g)~J&;tr-|r^4Bz((10ha!-mSwbw_i&A;z~
zyj&X3cOu}5E?GY+r!~2{Xx~4w5iU+B&l$V<0?s#$z4y=jk-UOPcDUypEbJAEete!M
z=4W9(xiFGveagsk0GZho$bP(?k%1B2q(1(`Z;Ts8yG@TS&UU~K7i6Ai{F96j7vqK6
zj4yWhh=HZFe(ELpd}2NWj7vU2)KjUHmw2Y@!2@6q+l!VZ0VRy_u4#?^@%9k7B!<gy
zgDonP?TK0|H_q;AJ3nwV%x~A$g3-O`2bOW)Ov?~BgjL9x0ON-X7chCjXx)CEN0!o8
z8gE(wA?;d4w(>nW4*33=RG=~*7F`*Sjd>`fI>_oKDTg|K8xg70p^yH(gJZY^Mz7w+
z`dbNo8ziTM2)@oXD$(=xE1gIO4;g(W4$^OaVJC5tPQ4gMBOe9FjmZ^(>ed+GA|!67
z$i|Qu!HG{r#$5*XALNgr#H`V2#vuv)!`8ZPIA~rfZ<LGO@dp4&K8BBoLH*mlw<R9F
zPu~N8l@UC20()Gx>p%?r?~kYv-T5hhyYopFhkh67(F_Gb?f!K;30q$;c9Pw?hrIa;
z_L5De-t#Bow<q*IOS5!WWxvH$#pkF*hQMt*-4Z-F_y+W}>ZPVAtRK)bqUVxWrByfA
zySH<K2Sm@bRY2QoKeN>Zrs-i?-<B#;ltjCcFe+$L@m~yWaL;;Q>>c`Jr>K)UbLTIB
zgOSwtdVn(0!C7DENH!om&ag7dXB&F<^-V4LT~--fWkza4DofPc%tTjnL$6;UF;&5*
zImKP{pT`Ti&fW;lGWS^>ncrY?Di<wurepkss{{rs)^_cBxXve&jK1*`(z5=ccQ9ot
zn@(n1d0CwNXo6kRV;DFBH)#I0)V06=M0W?2jbM9HaDcs?^Vb_%z{^vCpD5sTwgqOM
z<+k2%NsPSopnqck7yB^=`;{6&OPNDbc1&#IveJ61cFQTIdmWBv@3emGz7ZhsIMSJd
z&E#?ESX6Q}=ihac`@8?Gw*6-G>CmR`5VbzH$v#?GAY%NgO<ouTc(Ecn4z84F{gj)%
zX*{Xt3vn~X%`}f~ELdv>v~+VXyThLqas>{iHTFd|O3F`#w3GrE@ZT^F3jk2{2pRJ{
z<VSfwjwp-?gh55MkJWg4r(<958-oYwqSNazziPoSu`l;YfTml$d{JcOfSiNhIv5n6
z7Y*K3R8dkFTU5_$)h9mGv_Tr8zSs$GZlrz>MWY7I8ppLDybIE=-@AUM#dM`@k$vxp
zhFx%fsPByvlFKhAF~AOWLysY9k%`{Za8I#IA|II*1zBY{zIn66x+fEkFrv@cqZ%mk
z#Xj}-GxP2NefcFPM)yuhso@l?b%CxdlVVx@2e~8oP3P@ZhwrCyX(yFFmBX!`e`#Mb
za$ET1&++5hWPAtWtQmXfmT|x#Y5k)Cw-Bv>T@M_dI>7wAGn3yK33;jMKt~1{1K|hZ
zq1on7P7Z!OY2UL??r-gTwB8?kLX+>ipK!nH{9UYdo?R5#6riLqHyQ>9KuS#o6o)|Y
z<1ItnbrTN0zLujvX_L_NVc(_Ui#XBD^$}vn`9L|d+9k=^c#BUNxn~0!W()poW<FK=
za!VLoY_Rn;H{Knaqvm#tjPOTU*JRxM@qM{E-o2>%ZW<U3&?ch~8WkXI2!LY9N!N)2
zY+j!|mIHlnNGA1M6itKH<~bzC`lGKNNh#RzQn5mTHk#ijvlbj|1xI;&QLHG%*(~J$
zY(k68Y!f&5p^dAwsg$$ZR9iuw9NX)Hkn~g<vN@q})v>-Q%oO#xMF@nW%CHfPz(ls|
z^O94Xy<;~fc<i(;ny*ob-u7gnuqV8^Lj@}4P?GdW(+PNlXm+;;zwL_|Klfuz?KlZ-
z+UYR9=76$1c5sZTCKD3v4>mpvtvoJuUUjE7UM>8ga^L~#9BXC@Z_D#4B);?Kz&^Pe
zywXFK_=Ii(P2V^ky+q$ha%8++_aTEz#E<JNXk6%I6W;CtDEBx~fs4r3=<fTFY;rNP
zE_15zbh4Jj+Yf{$N~G=j7UtB`1(NG}0hF2aAVePd-`{2!MdzQ-S~;yy0Ed;sKQOS%
z)=zjeKuf`}K0!}j^5Z8=gA>q}Fh4YZMpStuJ6aRwdWEm>HjHJ$6|L~fi_TjEnnyFk
zIPBzY5K$v03C;D*jV75L)i==Lw&(qhTz~gLDjA0MKZEdL?%tbCO`bcD9oYo6rMR*9
z<%FD+xI3evxmMQD4+|z$>tTM(pYfaW9og}AEh~zonDw`>4Zsj$WcVgVjx(PbVJJsV
zSi&YK{6fC*aURn89oC9NTHT6|L_|)~R)?=osm-;r@%6C4aCo(orQ8Nd3#=_2_)_()
z%gUu$Yc|iX5K%L#aKp$N!FhPdm@p^bjKPHFd1>0ZZ=`@Ra6ZWV!r)f{o%E<fg1?aw
zfWegwtMY~3t~Gn*9XxC~P7Vb}ra`(0z|VbOlN>72@>a+fQ<Yyel<)G`b6kR{3inM3
zN=gA=PSzx=%lyH0r%=|@m!J<Rl2b(7)<U4KL$FeI!T~+Delv{yO{O<@PhuD=-IFZK
zBQ}`N9$TPL9?9CW!G?Xh_O_<-RLWSc%mLZ`J<8<qGc+aLNG}))uHi=NY^EjETs!Yy
z=(z#ek<!p$6m@tK3^Z?)<oiQ&f|7o~K{@F&Bmm!yskUCo+p<k|8bI7ogq$Bj!FAf(
zQ{%#1i>87($bmzYCjRluwjz%EF!aNdn><Bh)`{3965ZUBGP{ml0x#bMHWoshXAxE=
zsUcolU4CMxEDB~)v@c>1Hu2V$ZP8(J2xEK5JkQn>5-|GKFN?Y`2`Fly0j0-B3^q97
zR8$ni<#TkmumrXTx(<?Xyy#|K^L!bjIJln2-qFSLN=M=%Fh(lQmC(uOnQo~cnLHY^
zaO6f@*0uu9ui-dv4tjBONI0Lp{j!g2G(d9$Y8o|(=GjbXy9jY(fk^7H_=Z(V^is8=
z_$jrcC@&gfQ0(OGC>I#ajVI9~+@3X*IyQ%}klNSSC*A5Z5atml>aV5o6YnN=evk~d
zDP1zHps$fgl=#swj07)S9XBtcq^`Ge*HH6La($1_YhX3f<pu^zn%jX`TM>A;r0pLG
z*ZV)8Jc9>6bEpo|@8!N{#=!$Li6`itAmXPC*B1ii+i}D4(g3AyGhogLh@In_O<ddP
zE0%togp<(M&dCri&g@k|y#N3W)2=QXcvKTN2*p$Jie`L0S=SIpe<V;S>~kB|wz_Vf
zA8wu_yxt$%l03j9+STUOfE5LW^Xw-z-+3cE_wnAwjgO+<`j?hv;}+zytO}!^{P?1I
z&p<#;@x`L1GGc+==JQhmr0d&qKdkdsNk8K~-vt@f2Ci|5Xq}d@6gR(DLil8Zbh<@Z
zL303B&FflUvbnx>cqRIL<aqtHKB)$(Y_mg+fe8XpzUqqyIe&i&juM|@@mEND6t}Rj
z`c(<w;2IhU0d3uz5leSFAsnX&MC_x}umnrkmz85f^WJA_M&)>2T@*$rh-p`c;5NYm
zx%k#Cbseaq?_7q5N#sqf=?K>JuHGkB(cE&fXFdwl&+49%jPxS~Eye-|RXx92kt6rt
zKV!6Vp1C4=+nEh$=Y>+oil@_~>x!;(Ipql{OL5;Xsm{u3B>9#`S;R`phYgEocRxkc
zst-R~5p{%5kmM#q6;15o-Yks|cCUZp^e~_o-mjE`mZUWf?;16m0sCw|@90WI{BBbm
z1{>=<JcfsR<V{?;2-f*L-7esuDW1!<__w7{!yuu<c1c>=k+`|9lGN3L&IEGVR(1gA
zxkfw<Wrhdd_4vo$30!B=g`E%LP}sk64a~i=UMG)+_h;meUU{`4*8IOaFCdosWU)_v
z9B97j3x}B*6a0;es3or+I5ArW^3VVvP)%An#@0Wvo)7ZG`yYzrsHYSCiY;c&aF|sd
zLBv);W?iw4?^YHd_*<)PET)b!KhEv<pn=4iuKrqi@Wm<PG`z>NrxiMkZXcC{awV~c
zXo^<QObq4$yNjLOVSFCn4)<+s2{tp{sjN4#RkkQOr7+_+Wh`fXpq49lvh<1=o}6p8
zg>i`ec4^^5qpqe^nQ=h~e~FIF$L~sRv2a@Yky6CKbCBFKErDD;7Y7vUb}>nHRiIe_
zGRMjYC&$~x0#$o~qlh@i{AjC?2ozj3#e`5_Yd%<@>d(=5h^_yp1fQezvtv-hg#WCL
zN)~Lm-M2|0?H@2x!!05+$dm=d?L~;s?ZBE&<hXH}IvIs-26gA(P4P7YzPd87y;l5K
z@CjO40nISnlGrD88@-=PNC_~?QQ{YNjkKsAajws1^;E)%TxsjenNS5(O$Vgp03<Jz
z*9-A8xLi$~S|4OytagzrA8yEMognvX<`&S?0d@K7WbQmHQt2%bn=ZD9PUPF;9rItl
zY)oE?M+cBt&wFz4_N95~RR^tRoW1o>^~lGIdM9DeEYV?T=G)l~#X)-KbI4DHPg-%g
zbAekDi6WdBC%nhtEqpF3xHw*r5_U|5Bx=7R4SD5PgcmZcDHK9pcx>!vxs@zV`{BU|
z%zDE<NIKotc;Ck%Y=c?BKCsWC&|KlN$*zCCScci1p(R|31<vib_gBgF=@KojphO_D
z`_&db)n1l;ci-*71hea@YUZ;%$MMy{L>dz-Yayesq9WSk`C8ENu>}_w7cm1vEbRNx
z;Na{wvjtkqHJGsu3ud6eLqk@?m6o~;`}g+?<L-RH!2zb#_<ex*@CgX4eW9M;m)=0H
zSI2XOaPNP}O$^z|@pi!xS@p(4h?AM@G7LI;78c(!*{xyo<Fm-gImo|a3fw!EqXd)x
z5F1y-!0_iZ9Yw?4<np*ReY>4tWcPChGv^_Gk)zeN^Y0%V<m<H9wYpysuD94LT<J~i
z^aWX(4WBl|2SW=b8cw@itV{Vw{I*NDC4CUq(eX4Cx|BLs@i9>T@CEL|mA6wMwdt!%
zNO?&vn@EN8#S#gisHmt|5n<ey<s0U`YedAwg;mqLuMfXo`52KU{eJBcE>^$`9&RJ+
z<v<=MWt)VBuu4mz%so|{B?NiQXZd}oNYglMm!ZC~7DL5@WG*|rBR@@~NhifsAqO8e
z3;WmH2Ih&}>5%pAbkFar5H!3cTR|P4kg*LRK^)E`mk3(~QbFEdQp@o#kx+et;Au&r
zHCVeamXZK!fNI#DpO(C6wqdn{&~~!(bO}i5(F}=-d7tMV;p;q$*`8Iyip=2aJPLWA
z2NjeHyekG?hvAug%XA4E-q8&~x*oSGUC9R6WccWLFQvEp8ZMy%Ab*y&?Xr&B4YLP+
z=?5*5?G9o=2NBELauhYalviF1gQ@F)e_|r8e{)5aah0@){8Y+yFc#+~C}_eUlRNJc
z&LraRTyVQDu|d-NYojWkjX>X$wuP{>QOuv!y)0_p<!4Rln_GPq8RWf4%D0~Hkee+3
zdh2>wvwTLxBAo<MXYpgF+fOXaTn*kryF!;h9}#V~6D(?O<+neuJ+&Ti3+&&MDFtkY
zanftma=iQR%J<N^M1B99^%Sjb5+_qD!M*zI?WXnSx?cDE4Ok!s9?{x&e{{>+1AnR6
z@%_A>lLYdmqQt(}wq5b#@b_G)WxjdYO7#20afuYOz@rkv%><2Gr|AQTf+$~8tb<m_
zhQBrA_lw7gHJWtfoqO)MtMMql^c?p28v-eERCBy5LD#P$9^kb%f8rakOQ44L83k%L
zm&Au@({IXWp!+&1nV<Z+=P+P`7})i_M3tzIQOjcnl0@~+q=~mh!t$2ri7>|B;(!k+
z7|t$e*InhMck(0iwK{a*3H1ho;Da5tBPP(VH8EFWhUB`Vy3^_BtQq;6KE8UUcZEn}
zzH~DL$)Y=#cDB;i>aJ8S@y}fK%hiMDJj3D_X;dCx#IWY9JlO(D-+)7^<fBG@BD5;i
z=Ovz2n?Dt*1f(Nz8lK$g^xKd>FrE&$xa?H*xkVKS<6;Mp@??cg^mad_+hzuQUWMQl
z+wOBGD8g9ReWov9h`p|DZBFH@`hXuqV?O816WV>^F5y%`O0_RZYRIqltzFYqe}LQm
zKY-Ss-tHF^zR}YUf#<SC9yY?{?d@$rpBWe^&enPXdVghe{?*drKJ`Q?o9?gI;WlUE
zNv=4)x|$9f#OM2l1Fow%+~zzVWwpPhuCC4om0MCm>543AxSVF-i{RtqgF7hJ-C;BU
z`=VC>hj2+Iq(QEE2`0_5(dxVQ=F%12m7^Tv@_TauV#xw5$bUvbe@gsF+7^Sn4ridC
zpkULCgPw1;`-6+k=#&w`fB#~&{@XT6E{kK%kPib{vWCy|{##R1lf^QZl(4Wc8X;jU
zxAURlcDIkkQpJ}kI|*F=!~-T$Qb;K&DRu}yKWrz3u}_@JH5xU#`8=y@YrC&kZJ3so
z8Qjj4!*N6k52S9yYnKeVt%8l1w{ztxRJhj?r;rFB^1j4DH=mdL{D)BQtKk?t955dj
zm(xyG0iE)LYVE5O6KOdo`OhTN(DV6Xq-rW^YHD~Sq{7FyhZTbZNQ4i7<S)t};-;8*
zZwr0C|H1eE^QMC-zW<jGagk7%H}+4G*Gs2Ml{Y7)x$`#G<V<H^<^fyp)aYoqS*uQ)
z69xb4IcvFL2Nu2d4mdD2ug{oVCc6Th`58<mq|@{Mn5ElG^!&Z;@~pO}1j3cv1V3Pu
z0>Y0RJ{~&dVznL$3~MOPSPn-yJUqO<zRv5@BtO%$jVJCu&FcXd;h4=6z=)QFM9by%
z5cV6%^#eu7q%q9NI_<yg>=;%AkrR3H^^J{1z`i9AcgNsy&LcaLLlKPS9PjOsxzg94
z{rc{1q0X0has>_&W-FWS?+=6>pUUDyrKJ4JcITG{F2f4uR*@6OnNno)d2!IAVpLI&
zwL0!8s;h^(o-NNAih+x|W-28lvm2n{x8*={B^t^n7T0%nW}7*YL-;{sEOPn0xPWiP
z0w=RI>GHoElYw7YAitDZkA9b@(Z+Avd)&k?@r&#j_>v8LiNw7hkjnOwpG<9R=!Rnn
zUUNrH|1U4#|ND+`5$SenA%q}-zipoD?q|vKE|#lxoN`-i)|6=qb=e^xAlQf%(8<5W
zo2HW0wi62(?^8rIH?wbb`_MkMWo2dQmUOKHXU`DGxs*9(mC(uWh!9%A7nV(#xu&2Z
z)V$KlX0k<eo9=exW@h37?#USWb@lYlnvf7C$-$3%h^)0+DmL*sPsq-W9vl?StWGd>
z{cpqvr70@?hWuxX0LCmN8!*AhvxKi9|JNb-|MtL*0Nlj&h#^z5w7fhD7@-ynE-jNe
zH#aa)sGkA*^?x&(!H)ud#EQqXVh7!jxQ5;cz#sulm~f;iXlaqQeP8LJAtC;~L7T14
zuN4&)RjU81De^z^eK^<o3k-iefi0c9iVEp9D<%+W)!TpZ0A!Reb3OmdM*P3CHW~gu
z4ft<vD}?BU1pPO1f!k;Ci4EKz70SOc!2fh(fKEh&s-vUx^0A<U-9Nc1$UV$iFR0$l
zgX}t<OhzQA?g@iDp^^;N)p^FS1O4O&)QU<WbOf|Ghg39jA#`LqI2C5!<oL(O6P8Ai
zL)FTqRRYE(GXL2MhKK{w2Wy{BD@H5W0`jHX=T%25nAENK%F2<X>B6eSOUCW7)uxOz
zGpl%?GqJ{70#ezL*_~4=MG_d0ml~6)dKLxSe4yq6nxrZ+#*++;%2dIIjne?^tUv~J
zi+$dM;FxRuqGI`la%yJV?Z!}OUQkJ~@|m!DM!u5|yEY2e_|sDIAIkD{+8)~)HuZ|!
zc(n>t5uu!aqD8tImX-4oG)UhYeWO$Sr&0q_oz8?Ja&F(3AoFiG#8}*v4s`?DzaTd!
z>taW_B){;Qez6)*)bMbQQVsJ4;8>-7(+Go<!#Pa`DQpn){f5-OGES!K866{}vER#+
zmDW2~{F<*zK!dkYpcuiE&e0NLqz;)Zl^Ov+j!Nd-&Mp3d(6y@hElHPF2ghuXRxON9
z#QK<mx|YE#Yh4(q?_rCP-`hvnZ*g#<cx-|COOs-wcZ+acnhs7GcAa^=Stub1>Ru&z
zgL8j%mD(Ku-p9d8joV^3R-Y$tapD|O*CJcFjH)^j*_u`_f~Y4}VMDpWH-*khm)kmb
z|LU6e3ARzeD}I3w)|JsYrWmGP(qOgvG*iej5s(}p)ZTDbK!2~2vMG_Z(JvUmW16)_
z^T%MarCG&OPxVk&ym`AOE05QJdS+d|oZrh8oCQ8ukC`7Ho%=U=Rbm5dmYTkmpci+x
zYo6M`saR9YuwtL}GpV#4#21@aC%dLCM%&!u^~8e&7#L7EI5<AqP>>HUP2#k+a5+LD
z)sdrLR&uM1SN(j#K)KC$A9!WdIuPJNtBAGrL&Hd=1Ye>&K}R4s6py4=&LfLLBq?e)
z*BxtozuQv*C`P1_0~zw==MF!PuaQJbNq^AqLi9WjIm_G1$XiE)YPh!vMw(_qpvF7c
zf>sTyu#;{UBFjh1|3QGB=c{JP6P((jQUQQ}QuFHVIS;(uuXG9X+u|+;R~dr$>J!-G
zJQ(9VEA__1K^F0Ub}l|e%iIb06!bctl)D@BsX9wKNx}7-UEHT%8{luYaUs^n!C#Cb
z`1=(KBv%Z)i}NLKa=Hln?}Yxxjt1L`mAttR-CHBqGyH{Mao~dZ$DcMrppvz*g=Mt+
zdX9OM$9&$q;b#?dwh6TtQ9z0fGgUA3%CE4(7E*A~>HKOrZ_%m$to(m%;c|!8>{iWr
zQ?-X)6{7)f8g_qmfd_OZC*)-AfA$dbTF(~+ZuUS8np(Z~T6Sm%H~V~9;l0iO**Gvy
z!#k+iU0YhTGDGSnCRd6ie}TlMWdyR_SC`M*Ivi-D+xTvkusz=x#0DMS@+nf5JM&Ad
zCH|3K$~Uz`D@Z8|IxCskb$`<MmIS9K-gnh?d-zJkg)DlvoveeJgNhQm-TW@Sw5z`Z
z&nD0&12%r$@Bkz6^oo>Ml)ezJF*+%f0%o^A*|zd^@kFCvA*ZvFOGOq38Fw1g+Bm|0
zF(c4VQ@8keayTKsZ4s(uzQNT5?RZ%dC65h|<kEK8D<1MNE%o^lzu6Hf)}T~N^j?MD
zy8N8ABYz_#3S?<JV1uvONLk_RB=}Cq&zXEi#(VtoHIqmsCr<DuKNF5z+_`GzTUwD^
zd*SBMjeb^wg|D#3!L_#_lXuOxHv8kpui7+ialW@V7QnY|4Y2I4AILRuZh{%XF@%+i
zjstg~zPjxKT|efR2?PsI%?R81*_qvf!S3>QzXr9xs}X3Nw!E8e)b{$cyg%{JlWl@p
z47?#0*vG9g=gp#p{CjRu25Yto3m5r{1~sfWkU_;C?>WuD`M)2!l>aO`(1)<t8sdLp
zSNxAQfbjco)Cl;G*x)ro1^!3-{jcxD{bV(+?*G5n`F+6LJan1uAt2I!)b)S#|9_*r
z#G(9Q-kATJJ79z6K7m=T|LYe0&$HP+Y4#HR-_7a&UvB|EVf`~_aLKQ>dn5|QW6(Z-
zF0xVkFJz7WfNuT}M-IB#zPmqB`De9&8Loof-n@}fQAVbw!DdsL`CtPVc-}Z;Xl3=1
zd*Xbt&hB!)ijIUu*V`Y0^pWz3TS7vjZ6-vRB>UGdW``ZY$!u;+9v+^L*7Faf;5Wi3
zHS>amY!yVt?|N0JZecx9Lcg}ZyHFvJaq>zS7_eq%FBKf#VLqwU9Vp`yN*s~0_8`Zl
zHV3u@=~q9kx8Cunhv<R}WHEH|+SKiql3d%L^m<)X)``+-dSJ!n43SduV_IVY`Ze~x
zOX)Q_9B9#L`{<vta$-Aowl({2!)pAkKYh}ihW*W>DX{qkB=70EvEz#<Zs!xyy+z5z
zUF<P+)c4)M<m#7cxpjvJ?ry(}eaI7HTW<7H3uZ#LLFgftaMjfbydNHjr{hS9W;olI
z>LH`VitO_wQr-t+W!YdStz#=rLX5i>#q5fzm^qaX-H9<AEg!)5IZmbS#g`=!X?%85
zHvB>Fe8;|A5ESJS-G)Zb=vTsc^^oN27gs$qU)P>QU-GQ|t*LK#o3#G)SclvkYhXf(
z2#>PGzo!HJs+r1;!tkVzNtE)i5L~V=rrMRsB%W5>wZ68E^5+56dD~~Qhpx+R@acR}
zwJ?D&!?44Qh#Ph1xobV>j`G2a(2mMz|HXXsj;Zv=)RCH+n&wY(j19&SvW`4t+f6{d
zV-*~(j@8{n&oyDCJo+=mwbSg-OMT9@{UqbZV3#SFS`{%`B%G|KnqOaxw(!bhqzZSI
zX|3EKb3N6~r0ba}f6(&4)E`=(V_`GI2==XXL<0f^dSUTIInwD(f(kJ>94i07;?0N}
zE!D%5n@61Xi82B^sLSA5FzfCexJWUP1|JLsO`=b2s9gVKt?GI=-ci)_NJ@B!ec?TK
zaXfz&T+Kkh`+oo%LFB$>J!k;!a>$i9thy-CE{-7WqJG^vgeHsI#V@^hubH?v3|p@!
zV9l_`nAX)!u@2W0u<CLgl5<PpWvzqtgI(ZXhu&0&hp8C3`wjXwH^#~FO=~_^opPP`
z`sJTEVOAI025Ezhhn{2Ap2tW|FNBw?2{wGw4*t#f+tF>uUt-^xFuaV+r0;z^O!3o~
zt)#BcFD%73>+az6)py9qDTbr99=;szg$YBN@ykE{2CELdL~>>kyj%>iVMZYQJ@|dd
z6W88j>E7pvjL+kqM_WD280LvlJzb=(*>W-*kHRyMnOlO#yZgf1)mY*0r#hUDz^Wr*
zT;JeqfDKbx!rz_$J11_&W9h-yh)l?*ePLs3UCbEdhEZMleToU|9%Ad+D6E<2jjsl}
zDc0d+I945cBeug-U-&mM;n(3tESBzng~)_Fkq&y8G1MKSx;fQcvvAjQ9KI5RxU>Rj
zsHwuo)d-8ndLh7r|DGF9zQwA;BKgilzE3Uk<FNFAq<me>7}5lzx;gUOV9kAOJrjvF
zlUw4eLGB7|5OR+6Pw$YNMfxW_tRL?Qe^&+l)7>O2I~s+^WYRWQ(LQH-KSzw}Xj5}d
zeo;BT-5Z9}p()77D}|$(5K}&Oz=WRm4YqHfb@6DpxGqvZrM9~GhVxTMIarap=vsSS
zJok>PivwJth>)v1KC5Freb#NFc4@MV&w7`~XZ^}svHVMMoO~N?tRGfS`43Vsa{Fua
z^)kW9Nz(1jo1_AKb0P{i-e#k`vI-uS+BiC)DeQ~{4bpG_r|UuRiu>4e>AlqVy8Bw-
z!qRpMe@n=vIIKGVUTlNU+~MzBkN)XyGDe2HK;M?8I4Syl<QbWFED9H%rQ=;{A@qf6
z=<I2Xr9)j{WyoI!)DFLqXY#H1nVjUU_?aYr`{6M8XHvp%uX!eSkY_SY^i1mE*gXDc
zGUPmu&#bUb;_;dL@%YSpC46Sjx_xG)_YH?%VAb9yNX{TWf-yGCX$SwN=DgQ#JMjwp
z&W7V<l*mVDVv3)p1WH{`eS{77aQd3aN3bG3LUT+QB=)7`bU5$?t9Cv>a(V&0+)c6J
zyUy@$Zpp91k>}X=+bg_`Nau9$Fvm~R+sa-4CMpBptiFNk58_Z>Q3(%cV;o!G4|Z1k
z&-uoK&#-FuL(W%nGr@*$J1X{-j=jLXGjH%RB15Eu8Gf49M(TQ%X6tyryL`q+m>n!X
z-rczWAy#d_i{!L?c)6Qn!~E{>_p;`ffA}%>oqB<nZ__yWO)c=#jE+**FWhh)htIu6
zTv9GH)K%#<i>G%)fH(g=8$w;+{MBmtCfM*b@mCedKThP!_^VThzbYet{atx~b#T)L
z+b)J&h{3AgL~RloKaTOJeH?#+_(>9NQXfZ*YA@3!?GMMLXA<N1F^b2JgpK<jVbzXM
zQC&2{hI!rK?`6e%?Y6^Dxw=^WJbIG4*k0lF6XsvU)<aLQW^QME738m2hkXyk&qEXP
zJoHffJRBm=!*hw}!4f~slzAT3ljq@;#PeW@#WNH?4;y#gz^YAGM01PQ*sypI{9Ew*
zmaoE-uwdnRJbE6-%`N`WA772@D0Pja|3dmVStgGD2pg9U;n!jJZLHdI4asSF@M>a-
z4U782zXktz?^Sp*7Oegqk6y$hCO!*m7WBneW2O85y!>L!TlG6mU3`Jm^nA2vYK?UZ
z`@zqf|DGFn-xS#(4_+Qt*zn`P+HJ7vg2)D0ShMgGd^N6vv<(7&pnv1F!ID7@(guVB
z#d+9KoQw3z3b?Ck;CpRDG*{E)y>?V?3Lcb~$bH^kU4SjRX7v9BRh3v>n2pP&MaZtI
zgpG<SMhSE=OrXnqPs@oTVLf9kG%QR}@H`ArUoArZgXaqMwVE0Pi}AyuX=jD<^em*G
zxQO@PtwL2vDgC?Myf0xlf2!1X3d5rCxLFT{_jH*w0`9ZNKwx2t>}O$k{N<0xeDH$z
z+D2+>X!7kBa2)*!w5-jM7aomgU#~*)?>B3%Y4Xi@*bL|fU3Vu`6cr==&J#TUdKL2C
zO3x2decSq?_3SaQ@@WcPD>EGWWD>$pUq)@%xA#Z)HQ&J0voUhxl5k`3COq47QtBGN
zNh9cebu3Jg{45L?zWfo13VstIBrF}PU!@_rs2t6W1X%BH4Sy5<vEH7@OpLh`FZG$G
zN+T3}DjvI}6qVuI$H};qn1}4r3bZxXruS^Dr>R(nP>K0|b0OCEu4BIcq|AK3S|b$9
zmzeLr9EXc<Mf3dv(R_bb#q<4J60)%_E)yxG6=<fTiPbKq@YT~&sBd<81%8N5$LaKZ
zWR+FIPN0V6&Zg*LEY>-(qzvD`OUI?m0u)wO!AVOUTih(rQddDA8JU6AZ!?fwT#n}Y
z0<3Rg0e>T*VjW5=Fz;0gPA23bv$O*CLUpY6vOq6O?s>bBR)E!S)A2Z~7)izDINr(@
z{j3#_2e&3=V?#nVwLw#D4XkuBg|7l#t8K6-CKG2e@{v_u0b5OVEORtLcO$M3Zu;;&
zVoS>9zBkrFA8VZX=gamM=3{F?9?~i+&_qog3-t`)t<GO&!!lD5TE;#5l62G%V5gyY
zTo74ahGls<xL;O+@+zRQni@h3jA5<Hzx82XQ69DzR_maF`8o#hQs=L`BeGNJeP!vO
zA;5Nh?l-!m#qoakYi)gu6Uvvz?!0_#&dWnuMFpB@sN+WiL$uK3x51#)RNND_f0A?(
z2(Z^wer)tjW)}7r6kwr&KE~?ux66b*1^L)gAksly9g9dgXz=SWBqJ5~N_lk96kxXz
zr^AfwOdKmJl=^#nO-<}G;;#q0^YgJKPeQ(-AzCPqKR8u^e1QOaOgQ<|Gc$3lP+tE2
zTGswI$7Nw%tVEmOY6d_3TH1uN3M`CD$LX}Znl@pDs~LKjaBafkcj;IX&5f<9aTRLd
zX)FFYNJ7Y?6s!(S60bvcwTHizf_CwF8pfRGS%;kM$9w&xi_zHnG!3ge+hLj?|Cli3
zeJ0jKWg@wx9L@DKvCh*1{)V;NU|v`nP9^6ev#b*KTIyKsVUC{WoX(ryXJJcB7GjFZ
z=z9+xO?>Zaf*xi%4YqIir`Li%KmQJUUrN`5ZjO35KUncxd&t`itbQZvqYVXE?_;H~
zkFMz(o+aaCTrSr)Xscs&OH1^UX#YRto*@w#SRJ0u^-Tt(Z?c5HaUJqskiIEb+&8tb
zl<u3tNZ(Y%^-XQ;YVDh-4zJU(`emv}UoEU}WetB*1%66ICdS;1lP`zS;`z<|vI@+7
zn1s_YxyUFfhoi0rrg)g(3wQoGCBm-UJZ#G0+9eMS4J<Y`KnqR&zF}ZeD(;rZ_YIx3
z1lVWJwL7b_a&Wq!5Q!BP&}alS)6l>-hWco!;GUafv#{np*CsXB(Zrf2b+<_iBGYj?
zC67Ljc3Ns!<z|K+rt<Z7WpoDSMWkbjogr4ab3Q#E+mf@fAt@UvWff>D)WAvyQ~2oA
z?kD^hmx(i35`Kcc3A!0@enLf66_&<l;&4VDQcEjfp`nVArh1rdWk?VEmXn{FgP)VL
zkt&kE+}5O4`8h;>LMF~;7jW`5)Um|YSW5n~#4H>k^2<2+BaC%1%aUI{A>>^qR!3xT
z?V`RW);G7Ty<H^F!<$r`OeEz{!L^Ic%+bq&dmfg(O~<LkT!iJ9LQAC)S{Vtk)YA-Z
zx{7_~t)v_hCHysqdiZOxnK+XvQ4S6!=x!+T*B&eI*Ua^?#!0@P+!T|Awb8@|6=<%j
ziM1Z)@H42rF3x|O#?{4AQC)0ej-EVi|H`NgeE&8LQ|t|C|4~~Xy*5VNN3U_KXCIv^
zejZjz_R&%4_=%^Fe%6}5k8TJy*pZQoU(#}rT3!K9fd-aY8Kb3;zuxqH_y5>C59p|>
zt&jgxCNr7z-a8~Av_MD!q)7(>kt!k(KtV+T!2&8^qe(|X6Obl?6qTkTy@is{NdgJ!
zz4tOH-#X_`GVM+hEbr#M@BG%91(V#&-m~vH`|MNp-RZbiTA}gtekO+a(cQk`Y{v4e
z0_@EzMo~>If}~=6<75plv8ct)9a=)X_+54(Hf9!5AJW#4_$4a@7&Y#fzDmpI{8EkF
zFF9MGzZo~C71z{aX<8mm7M3ALR)h9Z11xj4LT4?XDfHMx*jrYN?Mic}#U_o+o$|^2
zjeqX6!<^H>D@*&_=}ja4cwtvTF~SOp8tm}3jRiVM_;q+CB@@>xc<dmRV4tHcWOa2|
zkz0VXWfe%2Rl`(Q7d@n6d}3t|dwu@-;~q5|ENR3BuQp<XopKv^YO%q`jo85Y&DUW!
z`wfWfY*79n3d!@Ape#cB+M3PVp|F|$8Vp<<QJtHI{GWeA+TxWBYioA%-h%n?fslB6
zqPC&}rQwlCU9<v~Pc_%I2%CN&dtYSVsT3W3$llkB+V{SGx{tlTJjTOVrM<5?FYxbu
zts#3~DT=+Xb;GspeF=Vs^bfT&Yg3-%%-TlznYDRpXV(5yI<vN{=`(8#27|$1)WZ_~
z82@wB*4E;~4?o1})vKYWr-z<Bdt$(V0WdN$LRMB5u3x{7`Sa(~#JiZ77&tj;KQQ#)
z2ubdnIB{ab1U@@E8>dg7rb&js{q`HKT)9H+!ccJVS~}+KjYin?wg_%zhV`csF?d-7
zqSm|sTQlvG+=Q%he7G+LJ$x-RepgyigBN_wF{Z0MW^8-Zq`43Nd>iwY9Kq%luOhg!
zJJxMKhe5AyMD&#<u(i?Lperk{f`_X$Mi1+Z_ZJ=3`nhd=9B}3*#bF42E%*N5%}mTY
z^b}zeeGu$vhV_3YWAM7Wi25o7wpu1O)CM`_`0%G#^k~h0h-_dxOY977)9_xbuf4GB
zp@%t`|9c|BUh+VYlQA}gXJE*_C_J9!4_jmYMJH3S9v;t9B$6nv)0W9<aVNbDpY(L5
z6TkfOYRvsD0V5B@;KmHiq>e*TxtM=G8DRt5=*G^5+nE@0=m{QAZx34|E%FWY=<oUD
zEA#V{eB4Mcfuol1QP05($(XnGJ~qGC8Nt4mSa<X(1}(gd=p6%L%X6sC(nN%XulmB*
z)dU9mx;Swo9aC4`hON1n9+IwSP!~JwoUhmb6pM5l?+<&T5%xw~1h+QF`jZJ5{Pk@_
zt?SW5e<;I;d!x~#jb?xN=9hSEJe`PL@3g1M42upvrJwn5%?pqisJ6+2SJE(VS2V(A
zv_-JDIo6*@z~C=#B5GqV`n@!4U@XFdQLW(XYzzZ^9h|(Kg=yd3hpm|b26nQce(;s$
z5fJI?;Mm6jFqP_K?XU3|u;d0FZs-XkiN1ClOqbi>R00Msy^W}~&9K3~XkMT2&98DB
zye+rEp{MjSAFk%H!NnBJ+x7sP-}OhZk0sXq9E(ApUPbiw{;)OYYX=5cIL-&YF7kG8
zGXqoCL~!jOfLk<<ODjQ-`Ij(tpc|G<^rLoolvD(Xfo{ue2Q9%b6Tf)yDZ*a&MX;wS
z)}Kkn;I(%V^>x=~`bF&vJ;x%maN}7a9C_NbiVhK3n0G7=VdK0JOb+s&PsQL(4-mB|
z5Vj_b=#X214}XqB51s?QsY|=6yg&UY4{!VsgID~mTc!<udxCkZE@ShjeGuH<9_#ks
z#h|x-Mf5KdVau}teerfG#t-&Jw~h{wi1n~?XCwx`^$Q*zc@0kTLkRD$x`OjJQ?PgG
z0JuAv;*aY|cxUMaINBOvcyCWt`F}pcybU+8`Gal<Zfk>e2OnY3+&>U~;1$?fYHsvc
znu@V-a!2^OnQ{H`YBHuSy#iYcLktYzV$Ra?YIN^thcSIU@aFQXjedWs!}%o4+j1A1
zX9pm-jTP1%d4fS7Uqtk-AzH=;11y~22VWOc7>IOnB0LRKzq!fzgh16r)nivua3d-g
zj#h?^>u@ds^THyr`TZaSx3R{$!_gS@!FfdQ9i~MGF&4hw4!*9YoE@&GV(Rj6>ca*G
zafhhAT}-fXb{BX$8l$|j25Wzc#=sBG;pzV2uu=1MB>7|B=16Rw8>o=~;dw;w(IVf}
z01GF!Rh7Sj$QL)rZ?M7TWZZb114rv7Y;ZXZ^L9od?5%d(_;frTgO}VuR9J5<<C6gv
zj3MKb5!Hc?PaDYiB*wtb+~WScosV(;elGUR^@qEyA^y0VgIQZ1!qHNK;lXw-Z)~`b
zgn3)<Ve@;WEz0AR1(y)LbFlXNFrkfVTU>REYX@qFj<~j%*K}LFr4+MzD8;N_{sS@V
zl%``=D*tdS!X^;;rdWSA8G|?6L)7QNP0K$VhaRmo<;P{0qvtn~nA+U|ONM#C)KDLf
z(n=xGrh~w7`@hu=1_j!y#jD!qtOvt0Fz<&LgoU<2u$LLu|CWToD<cuLvOA3dwb~%N
z93LKdf*wAq<5O8x4I&eY@X5;_bi*dURED{GWAO6YySVv92)_;&lQD1meQbWWle|wp
z#h_2FAo{xj+WX{qU!^{ouIQ8UxSjUNc^5HtpgWelF7K0x{C%<^W}YdJnUBk3=5Mvc
z%qAi%7~KlKPD(NJMzxrEnLK7*(9D=w=&|AVr<k|q3N|n7jo|inShxQk2EB6}(Z?ph
zmgfNV#fVglAJiJ%I@&{GppTW`M`GaHzvAKHSK%Z-i1GgFt2lov1$)2h4|his{Bb=Q
z?<~IvM;jvy@1=Pd<lw1j%v*5*o0s%Ma0dsh+Y^aFZyZMSsj0BF(o9Ms34G&+_@Y}U
zCoWF;?j{CKKa7XRr@+aMoA<{h6`;p!2QYP1dn}pN4W`CoJc`Ys*Yk1kw;0U(<`Oo4
z_9B8i*kj$^I~X+M7^06)=8u(brC|JEA9P#bz}aEvZ48`o6c3M0YKWE6&cC7ZH>WQr
zVEW=S7}c+}ru>tSFmLG@Z2n>}f;&24-R_$hH1z<Y|9Fev1~(Eh{-w6)*2x(Xu|8IA
zyM}?GKj7i18E~@aHa5N8t*~*?KzO=XpuDmgYj@qC*F636ZP@U9rqFGH%3pm2n?LET
zh*#ex@#<^*@=3fph{UV*oDFtG$m7)ss`2WrRP6n_zam~;CYRsaqs95fgICirZ+8^J
z-fV~9)@E3LG7*Enx`n6>J$dJE+&tb(;gce=F>TWW&L{cHebUNEi1c)D?4!<fY+QRH
z0Ruk2iHGZY@cX2bk1=oAS#17d5P~~8V%_(*FlgFAMF0LKe_Oms+M=JLEpES#fm46P
z!;^2oNq$JLo@0N+;KtolI5u)<S*1UGIfUyE-`~KX&>s+e=IuswXoqf{mHNY!{djnK
zrlLQ1SYqSiL0o^Rka7KC%6>dO`;JC`IQUB>=6!w)o0pG6aA!BH+kO#)CWImS@~5!1
z*0#22h0!nh<NYP7Nk#SCJUtIJHFXW|A4aER!1zrVGfZ(%K}CmO?_%DUzhd*!Q3&qj
zigi0KW6<l{5q;sqMs%>m=%F3({ujUUe&!n={Dg;3GO%aet8lb4!@gq?=s#f_9-aLF
zP7Y=~HuxEvmybnoCpWD7?ji=gwgu6b7HW|%Q?kL&{5Cj6Y*4FegI70W%u5|xqzwqC
zDoe4vEFVjZEYVS4jNKJQm|mQP(`Jsa($ySKHX2)lJEG4~P+NnSi!w0KK;gs4=aIup
zD~+w-q^pmsvI=}rmIqs1J-n!N9l?6c5O{pE5V7wpLh;ReaC&bt+MV2qh_(YD%hpUF
zwHZGQ?qAQx(>E5N=z1g!TYI4Oj^$)?1Mwd$Yq+lT;S)R@G`Zn@U3Cq#;WBnG{MRf%
z#LUIWy>SoTb0(wL?>lhHXAmlRbZGz89Joy!j@xg1ilXReupih1-H&~Xv)#s{;BFMB
zXRjbU-L#)34eILaq5abL(d&;LIPEtSHD%>0pJ!ksMdrO2+}(Ku<Bn}YQ<%FuW5UU;
zh}iNYj=nY@9(}uF_;+8SBt08(e_Wy0v>iJb1J*3S$(f6ha^oIC=1j)K-*@0!pFt?&
z`A&!83o!q7I>JJ@B)<(&IT-S1JRXnmfvq9`*08Ba7mr_7Bqt~@byMGbJ`o~a9USfB
zPOn|}I0pmIJi~+GJ}}~0Z$9)O2lIbRMA$IyK-Pxq85puB3Xk7wV!i*pM%Me&%J4~V
zrS<+(2^jf93~tQST<<@eRg910vay~d^q5GnDYXD29;D(<pgU|0G;L5-TZduyQ(z;~
z$9_LYIEwX=R3U?zzM|jc%WBZ~PBMC$OL45d6Rbu0h%K*zxt96Uq2xl$zn_V)&JGB&
zG{lCdc^Gmz5swG9hAq!{R#jVzL6;L?Bi6^k5EnQZ>LamC26LtPQE7E8O&kn$x4`J@
z{D%hXIg(wBh4DF9=VeO|>V~Bi;FU*di0JGJ8!a{%@hA;8B0cQ&wTFX&K9Vb|VW#x`
zE_8IEhw1BiTvkQ@W~4QLQvQjGGJIWJfUo39eml!bFgZUPXRYmF&Eu1{m|N2WnGH6t
ztHqGqObn4I)(aA=t1%`o8)FTnm}_hbV;x;Qsg^;kWrOBqMH!Zs6yQq}3+flYFE2)D
zVK&ZKI`I0%FjFfPznEWJi(&a07%W!!yX#h}>q{4_%CVq09|M)Hspr?SGJH``fMw*s
zve*FM6_;RQb~Y|L*u$D<&u+UF@ykj!sIA3-j7+>F)m$?<T~?0Bsw&v&Y2WjqI+T~;
z%c24-HRJBXj?xlL%*)0F8-5+OSy-b=`96@gnUjg3O80@#TP(&ZGsS~%47A(>VuLRW
z3b0guXnRLV30}|6#szyV@~zd{L2WGtW@cijp{D%RmQBki9L_Al$4|4d!PgFfrV@Oc
zoR1NAQ)qIYHlOg)ofOy@=;4R<#3zX4K0(#ientj3(Mj<jJ$>yeaQl$wk`Ok~ohJEh
zxRrq+2V?N~%?{f4A&FmnLwO&PU%<~XdAN~Q+UP#yp|m1=@Hh*b+S?<@+z=b$^Dy*g
z5+3#Tf~}a}27|(rU@O+cj{(kblISC;Tm~~GpX6+)kEOo0Xk}!8I@DorN+Djkm5f_G
zJ<*mYxkc!);osT|9_V3)9fLhok`lFXD6s(ZBhwKU$R*@$h|a-~^YM5*%!hw$sHw%E
zbMdf|=;L4yS2!7pkXTv;bESQ?=lRS-NrjkyF9TsDA&`zuxfpUO0gnfJYnOj90X7mn
z9PH*ImoJ04(s~sgo6IE$^{~L`Ye`zadxH+o@-hEr8p66c(<HwQkFqi3_h)!Kio_`*
z?QzN|U#<6H{*5%8PcOmlUaoLAHo%$GV$8ap0!OI`!(26EW|I8yd0qjQTUpSghwVkh
zn2?!`%T5lwe(5_~E65aXiTb5}X&HD)s_^@sB7J;qWdS#ReN@!dVOvo#Ud_nHHD?D{
zseR^88AbRoCL0_5>=0xo!N$aV42wv?{q7!G`{U3Exliio2uF#C_D6G`80>aoIlfCS
zq)AhaaU{1G3zKrN*25NEj3fxlD8R_*G(>cCrSTA-4lhS@al)R~N^yeH7_>GmA3L%N
zvBlF4zET6+DXGLe&oW`Er;C~Ps%sBN^Gfh(at_wG+0bN~Etv%v^)wx~+PP?zKk`XB
ztVMeG-qQ|_M1EB@{p@<yWfWj%b|J#tZPCWi0C!3&F)Ja9UNgf^bI<ZnN+ISy%tTm6
zF3E30TrP%OOT^=Tt+e~aYl&Q}7R32QlJKk?t6j<|#akYh=wczE4<-2YaTW$&OTvS`
zUNGW`8IR-?V_`xL)_K~Zi?IY@=>>QtDh&~xwBLsjkLB^2x0ZOVJx{zAm4=Z#YZE`E
z7vaOGEPUIJv_(T~NX)}ax03Oor>9mM47rs|+v0&vPF&1fUd`VY3(B!Qxd81ONp_?<
zWEA0}C)wE8MlnVYzmr0f^R$i8L+_-(R-}jh9US4*$QXUHbJJsVOR&MQf)ad|o{LqE
z)(DV_u_dPnW8yOq?&Ay_rTIubyIpNnW3`%E^m>|#5oU^eyfLQ`+jENWt&26>L?SH9
z%*WXH3|#egf<#xh#myaBLcB=*Qc5mXyV`K~A*&FhV>58mkN71$UK_j;n*nQmUF;%$
zNu)>plCoc%otTZNiYjbzvw^)xABXaaG4g3TuKT%AKh~1Qruz9?!`w+E#;&qrOex65
z87l|g`CFKonhtffcqvbH?i9{5clx+EAA=<PiT=M7mtsjyK33RT(j>p_1x0u@Eels%
z9bwJWA9grctLjiwgTBcb7-r0UetB&j9#qOO*TNKjVgnS`*5b45d`wQy!S62ijoQFp
zZiC4M+4xh74L0-GU}#<jhA7$KhMEm7G+_gaQA6RpY$1|ne}=N#cVYWZC|doz8;?8p
zLv?np=JjKS!|96;k@(g}D7_H@aVrnFZT*I>t)(vbnqFi4LJ+dI?L}GSedy@v!Ewn4
zX!Xk;M0FW}TD5hpgQv;f*F|hzEZ_Uu8-YP@9zpa;viHTa=W#O`<A?g9o4=!c@9P!@
zzHtN(f1Rwl_cifHOdZt@OWsl5`_gZbXGjlTm!DaiCO@-wIuV1HM<8l-6KB@Qp38nM
zXVxlf@Pdyy#)Q~o#`dPqtT7l227{qY<Ey_6#(yE7eDVoR_UqiaGoquTaqiqXtXsDZ
zUw{2Iwr}5#hYuejA|e7^yLLr+xoW`rzd);2t!Q!|d42x*=Lic6qju=jsT0D(!*TH<
ze`TNl&#XI{i0LmnBeb^@{G5%kdAc8@271_aAyw<&)YR7D^>6QE@#t3Yu+`jTd%dS4
zJ{#2v{n|BNv8SH3ThC$oYuyq0YFGIAIAF`lS0Obtz|J49@m?R;$sOM;eg)%S?gBB-
z;z~XG`g*XpHEVcTD?N!;#Rg}RF};T)LSJx%pQ8~rPxOJ*Ko`5Nq&04X?T@i|xCcCJ
z_z!23gTnS^;)a)nmdz4sgX`&--q{vYI@!X{R!S#rQjsop-O1AWH)L*RZ(`8!vNKj3
zWHXcK<M&BzFs7Xqe5?%-;$nggLp%_XUW%jw&8O?Ey`72a9c(bAy$$@V4G}ibjg$W%
zN4tC-z}{HY@Ur9ieyPP(nEhuW_Ppdp4@5M^+9OXeeXs{Y2fD-0%@kW^cZO7~hn>Hx
zRy?VvcSl={e8CBATutHSXpGq-Tcd-g8Lm83)tMZawzrftyet|?6k2y80n_`sAheG&
z*B{<!%k_uzP4tJ2_px|vYmNRu4ug<ntxsO@!iYdSbZ|4l?pf`TmS2gVZ)x7!b;si|
zy}t`W`?|o-#RQvYw4*lIbuNY92JNgcGQ=KjoQ>gSZ-n<=@}M%VMsZJHf0|y3@FxY>
z^kzE*wl;^4lQF_(v_pASEe>2x=eNO0H5*KS4jYVV4G+6!*x()QHduS?DW(s0N9X`~
zJ9xJf*AD(j<hMZw8;tC()DB*5g$^F3xbjHR4nE!e7()W>uyR^^bZTWzuNxlX$a^5Y
zMYMw!;Fs6^k%Z|zo#cMe7@J@B<#cG$FFwNJ5uRH8VrqT`X8-U6d*5hF53n|>!?_ep
z@8*EeuJ*Lr)8_H5Ip3^SiAqC<-BDOP#2p^in)lb<)IjC+>w_HhX>ATqo@A$%V1u=L
z?_&BZZ4vsiAN;&5vE|b~kV^Ei^XJFB*Y8_45O0s`0DoT__<C4k`;r$?TU&>-Hx&n<
zuHQ|^q+!139q0^qCsVvRx*e^=a`R!Pru-itVft`yguc`oejeu7@?kef#roKJ;wi8E
z-klvVvX>j$xSPYv*%Y(KwM7Rn3tYLc_-s<`Z_!kL^ixZ|(`thwF_=EY6QP4V;pb+C
zEpxhXI{e1}w6)&;WNdIo8#lR6c*UD{Y)H*1!+YOGV&8%gn&8o>4nIX>`p{Mg9qa`^
zcQb5xKL}EZ9(JCJ<JX~+9Y*$WK^r$ScsZG1_Gn*p@G{4h2VC_M!i0Vv=-0&oo{lDH
z>tT*H?*yQzREGO;1zO~Lsma&J&eK}t`)iT^Fk96I*=2Zd!)@&Qq#Hy{9E@7`OFX6z
za6xE47g_~x^IPq?@##<g!*#veTVZ5Zd$e&eftQ03-W%qD4(?=pQXIs*9-WU#FFMm}
z-R-1!bD%3adYItW(}ET`HgItYX^S3QTbv!hwZ-4#8;MhR+Tx>Z&9=Dd4)!ewZn7;l
z#H`)bV%Doo_@(dUF{}08i&@wGnT+W#5cv+A{MY32ucbFGf9GQ?9_G&L7eD>^83wnr
z!irI?(8<*VUN(lb3ZS;+J)z_Ff2$pk2U6Hu8aBKdjaN@6VtQ|9g!XiTpOY~*hqmGR
z<E19zgv}4I_!Tb=8<<H&_~YXMj19JjkAo3HTA5?RWM4$Y7b7W$f6ZX+(WjU`NV!ke
z$L(7BWJmQr*%}=@h#eFgbD!>hgdu_USUFv(Pj=<+lk0v}i<xK2W9G9>#LO<nYCcIG
zGpEU8<{4@+bEWo}S@5x8|6NQU*%qNA+Q84#5?em$&5aGeaEJ2M+4uDTygjx({C!A_
zV1ez6`k=Os#0UzTUB92f#Ry%TXp+^NquQclYyKF4>ahDZrjKcl&{x{Suaz~nEa?xa
zM1-A3AM)$)%}~5Op%eVu*uvM-3fsRN$i*qw6^G$IU3VEndU|5z2ffhA&kkO$<{18B
zE8b)ws>7a0Odr(_p(ESUr=f0H)E81iee68Ozgf6%#bCTWz9am7i4K<7{&_#t)&gg5
zD0Hy5Hd1;0dOi+)f?VL~qIp1W?amvRKCTl&NBhICwGFm>F$7XW5q2KF%P)V;NWA@8
z7x??x!`I6i+n2s1w}E2LJ7IV`^y}^kPge`HZEb@!3;Ls|q!RaI_}2!6ZVTGuRW0(D
z4Zz#u+RNir3v6HfqNe<N8O@GYTY_Jt^Z0%)2z}9+^GR>EZF(LbtTc}w>aI4AFO$#X
z+aj=)+$X)!mYc_4(c+VK-Nf{<9T7UJ1J@tF7{uL&!~9P@-nV)L-hM3r{(g4w^|HeD
zuZL)~MM7#uG2Z*~4EC)a4pAe?=v0TD;i~=N%b{F<_^FZpFp;l6D8|$Y!`mzRgSRc#
zEF7S<Kdjw$9@8guL+JPr_<1{E%Zjnw+Tww5UipFkZun-=%NYN1fY!A|8!Hpo+nP4K
zPW<^0UhdZD)m2f!Tt$cN7cu?SV1$kff}giNwk#XP`Ne~`wCLc9Z$2G{@gq9%>QG)T
z!;#Yuuwvm*^bGMrD-UZdd4C{Uxm#iLUd=Vrwc9UX`h>0s9T&{WUp_{@zIsEu{Le;U
z{D{sFt38NFVFP0|8$4>!HXwXoQH(KSV~i3Tqm`ZrpGz$vfi8|zmhfJ0uB!(drPsCU
z3P_-XK}v~ycdM)Lve*d0A_<)J^f69i3?Dra?pJF*P2XwGRAlTph^*a5P#zVF*tZwa
zggCn?{1p*Rx^_a*wFqSYcpR09sVMmK3UUsffN`LrVhf?JrUtUioQ79*u4d)MdVJmw
z#k1{)5dZyA6h+11_RPhoE~|jY)KR?GyT3jHQA@WV{q!Z2#-|`|%K@aHx(J_nQyZ?i
zG<Z4^b{|90<5(2jkHO6;AH&Ga36=qEH9jx)w@Wzx**Zl3{3n`2mzm>H5TAlS=C43b
z^fTPrv>%TT|BjHkQyQ)bc|R19+YjOH_eYTv6^9cu7eiK7flgY!)7q$POmA(8DXlEw
zXD*?Me^Nai?2=cQ)w<ShC~A1wDIK_fT3m%2Ic3-s;)FnJDSXT%^#A2GwfHfC|6Z)U
zmX7HGwwTgczTQ7fzTO|1)%bdQW9$7>)Yki7@<2oy|9bz%lzfCbm|~K>8QK_$v7xms
zt+KKwqlj1bo{U0T!RugKM|3qagquW!9_CV7ai^X&$$4-Vi?G$#o>mHUHx!|tr4c+0
z`R6ZdpX6e?hXtm%Tfom$LKFX_db-%9#b&$W3uxt}qupH5-C7EFBLnoZF+xYBIl*8D
z6MWgu4lg%RIf?LXS^*~8nPH-xDLr(*&dUaddOFyfRm^++-pnFend5-3142wW8@ym<
zi1tPb8<0cxb_V(luix@Y;X$s`QaSOv(qfD=G{P7|Bed2R;cF9f80zTYr}9$X>&<m_
zVWX$l@VZi2L9bU%_*+#{h~8oe7MPf$t;m2LUhOY2<UM>z*jZjo{nluSG1cKqV+$DS
z=;Eh}(q{R^t5p?{=;&auSfPXR@5$@W$_j*t#Bk-QFu1L_7_S-|VVtoMyhS1`w=jo9
zR|h|q^2@i-(}k^`Uc>8h1!seo)DADFSJ&XPf&y%`vV=$_MVJ3Ryec)qSShE&GBfTz
z9Bkx1sOV6|>7btQX8;|Q>&V~nv7Ok!$Oz+%<nqnUsZ9@Rvw?2&Y(NfdH%C5ULsC9M
zoy;)F(F|>j#n|X;2SYtw>`5!+y?%FEA?*)`Iyj-Lxs+CL>R};82em3UdOA9=7wb2?
ztQ*<0U3)VF(>vN=N(cEq<REv>FWy&OBhm29#s&?qM)x6yc{aKax$apmrn#77ii<h?
zOvDIlZx5-iF1}CJoO2U)B^S^{=ObNQ(A`oBcc}q-S{b3Eslo;?*_qI4f31xT;B73%
zm%g?z*4M?2{PGq#HvC(A!K8YK@--GbiE|A)MCV|-mj$MHS;Egug0LVbNJ*lAyb8TK
zyPoB9V?$3jbhk00$!xvsjL}i40@?F?=GrGYnC@wTDIONwwE>RYwegLOP1QKs-3{HX
zjkvMNmW)k?s$)}oJG|`Nyb2|2ALd}Xk0qvfTf)ymg0Sw+km~DT*OR=)?}Jp-@KTOb
z2-ma9@Oo=Y^mZ_YyNLnb@U=omOGDhuR;}z*&$hy1OfWIVcoSoI8;G#NiW?ga6l?R%
zda%`3ye^e<ercGI!Va$(8=<G61a2aI_!x+=#L^tab#-`LrJP32u^}NJQ=QE)*@^Q>
z-}>3n7=id6K6a-T(rR))`8%PTg_Oo1JuNkTQb~0!raVYTSX(>Z<RfJ^r59kbtr;fT
z$m0YL8%T9^us2&voRH1M2|u)UK!}MU+{E1YuN)`bEUCZ{3nN--j{N>*D`WIAlOm!-
zvl3ZYW&tKyo8mQVQ}`Mh(8NC?e_sy2{Czn^G>K!smpzs5Di)!;i6Poc)#RHSVW7DY
z{rw0_WArhVBBE5&9}w2Y<zl*<Ii|Ro!_QQVFn@WhmZ-%qCd&I`unW3d$zwHZBXl%V
z+=o-$+%VbA9BoY{^yfP}JJRILhys4U_-*}tu$A8jPa7JuYK_;j<nfx%bHr=;rSOp7
zFLl<(=V7Xg874cMqm79eo7&oQZ83$vEq<TE#jA%qJ9BN3jtx?DP#PQR+v4PVY1rJ(
z9u`fsMQvmB?#9MwSq%<#bV9dA#%TR!j?pc_2Agw=@VbQwCRm!lM`D20PFA!X{E)}r
z4lMNbU?<XVcwHzdr`HdcC;XAK86;`&eOq%3F*Tx<>cU)XkWpQOQ$=Mha_-O);>ED6
zLe4K)nQ(r|)tdUH{ki-$AU`KI*hl=5v82H-wUhg$^4eM)FDS+5PFCn<VhB%(2&xl)
zF#rJo07*naR3AH9!c#25uAHJ4H#QM=mXZ0JF-9A5bEmINI2{gaoi`}vZsbMgPU`bF
z<=>OnnMUSLgsla|c+Jch<4ujJ&MR#!<#s4(mK`qE+d-c2N0Pn|I@w~li4j^Eh!7wV
zW2ub=?pIbJMW$JSa);aoW7KS*eGaSo{jM~_293=h3AVGQA?N#p$lG@q716Osdhb)z
zmY2io^)bBH8-;X6Nq7YEfBF?wNvSA4cLn)B9fwhXBKa+DWGM3XA3;UbQ<Oi9M&is5
zAa-?vv{O5c&s+O_gnaL-9sF8ZVawwBy{`w__r6~BSK9j;z^!wKEA4%)zk(q>J+N}V
z`rencMV=wmII}kGA2_qtLw;thee=$&F&GR6gP{yd_+$J}@#M)9eDlpWu(7eB)$B;}
z8y_SY@XVPraCdjt_}%g2$I+)xADEe$!O+kU9Xoc!nl)=sU9B19@7%c)BSws%pCge-
zU}<TIfddEP{Q2`L*OBBq@|gsZgh!sfSN}>#;0}@$78YXBqDAoY^MkRmF-%QOss58E
zPex)Q|DnO=A{L7q<mcpQE?ASwhjZu7rSizN*4EY-HEI-1j#P(yx2aR7!pFyl>PcQ*
zx^%&|ZQFQdlkeEOcW<Poree~hNwBxKhpw(JE?l@ke_vBmgB2@QP}#(W<lkk>meER$
ze}$Bklty3a>8b~Vs;X-d5nqJ9O2M?Qt`2>F{R#g<9^uO)aj-Enz_b^g|B{|6I#g97
z;(ikP^;A4Pm)NLZ4_}1e=07;wT%JD5f>Xx@@Cy126W`v2q!i7Ca%zLbV)XU1RJB1H
zOI&}(zxhr0@_0OKOhuU1L-k2C%3O>ofc@OdX!A)p-rgI7+!Fpp1END@S}84;uA+md
z8NyTeC+&oisv3B%jfDG}Ncz;3M_K%fQ}q;9)X)i@xkOLn>4cFPrRb|vDqUAc2Yua4
z5uVnB{4Mw3zWFXj9({^OY6suQp}ol`pJ85*J=!)=IjBlji-@NM=-0_s#RmO4*&#ei
z^9eobkVU(*cQO%^T#TOWxynKHT)3YNyD`V%JM}lbwILF@Mf{7}v@JaQ3;p46ENo2q
z`$K$IIWh_=(YJ$@%Hcus1RQdJPs0XrMJm@)`5mlrJtn_-Hn^XIn6y&#@Z+AAQz_$o
ziE?EW@|omN`PJyW=d;1nCTw8VgbmvB*g)+w8`^=tT08K!MYvLuNTW8mlZBX+67+1x
zRcs>*DJO4bptX}Rtvq8l{v<-?oX5}C(pqLaXbFC~-Y>RM^NW5KxE@!iU58)eVPj&T
z)i08JG5Nd4m_N`JZJmsp)*-nVeSIucb?~vk_4r17^XWv`7>h8iThqy8nMGAN^)Qbn
z6t+kk$Z8M~m4$vGE~@<@#0BB^wI@9)Q&v$8S#>Qel{Q(r`a9tG#dxG<me4*!s{K7l
zEWm)SuA1^=a?!7gqpJKs2ZTS=zL2QWA8)52CaDNL{Z*^AH5aPGlYI2+Y^SP2XFG&H
z&S{<wk(r1|DMrr@HY)dF(()UaKh_s*-OZZTAtn#~0_;_F2(WLy4iOoMNiIUqj<#B5
zY&-rGW=0}(^fKqM0gwF7_6UFUobo%^s@h=Lb<7{vh9;FX1~)zxqHjlQ)&9_tj86s4
z)8SqYVp2=dqphM(b@jEt@tc`Q&8^_t;{6;vNi9YHPS!1NY|z>kZ4v%B_xakQQk+8X
z!-|`jKgOr&wy4c7k(f2EiI~--88Peom(k|aaJ;>bKW3%!lS<H6sfsO?@7qMod?JDK
zi!W%(C*S|ngIsvqNik^sUD(gRg09PM<LA5l2fc)j+yAY0K)7&^#H+u+H}o{#S|8DP
zyqZvqzHQZP(AE;yV;dQtjy>bzl-^vm)ut#ctELBu%y|xRX^-1&pCfM1lG{P4Pu`UG
z$%U6;H|_*NW}m~)*EBbd8e-;-e=}xIRf?Ib<uS8}CuZjHGc96lh{{I4U}shN!Onj#
zM(ALV;};W<nkA1BZl&N!QUL~psKy9XhpHMxJjz7Bu5PM2bah4e-L&V^L4GKRwu6h$
z(AwPsgQg#bUH4508MhBV|H=QL0cwZGe6f-%!tbR&hYmFjI;fMGQ;L(96EJmTTP-$7
zN55_!s`9(JBm7Qk^W>My<Tl`+FB2Kt4o1SvM2wEUn(>s-ZJ{Av4R-na@|B(n+qI)T
zj$crUS8vtFs|q<S#V=ByMCOkj)Z(P}&k-jz%;POp=ka_#DLP+ETg>2Zi+7*1Eh;5c
z&^YD8<Cs4^m?ob#2G!wVI{I~2*TDnfcT)cK{=ls*CZk^u^|eJGgh%|nwMAta`;XkF
z359%>WvC7hQqk`PZ#5lSBRt}-t!-D=)X?gB60vH#Gn9yM^;SHO4N}mrhnoBsyb&J3
z{~)cuWP_s-G@-C1+JNd%SBFP6Rp=&?sH|~z6-j8)UUN8HSxTQmF4a-=L4SP%oU1BF
zW^Fa?x8br1B-B)+yOJD&jz|RK&TUa}Rw)^=t_}s~uE8XPzcOU;^*b=`+^!+PPwe3W
zi$T4Se_Hjyg@&!%5SVxcU1H9`d(Uc!UHI2MbVVXq1hhrwpQ<{L_tstcb<h=yP*b65
zpPKSY*u2nLtDQt<+!M;H^0fQf=HlGdAJ6{0uJW_E->=Z0Q~g9DI0m%EGqvwT-aGSr
zC%V?1TaLaC#;R-G4kifKa_GJOK&t1FD7YVv!pL(8cvPS`m|ZEabSY7Ka1;4Vv92zz
z@~p|z_5Soy^z~9(@AqoPdjIN3xUY(&)tQ>L-mk;6-d|gXJH-{~V_~GCFL{5ni2tzl
z$=nhInMyD>HVf|8;?U(*0=`MiRjEjEDz_A!OvIS@C=G7c;?OlB5xdg)$2(H3FS4K<
zeQi~B=xb+$@LYZ!j;9wR#7c^H@1(==cr-fx5sPI}*(y3T7h;3EC6(x-l#oH>_coK_
zX0hg>d;0zIOA%xu!MtbL@VXg~;5$iJm7J$lK9O-SyBM$An(+I@x;i|pmf-~hRiD(|
zK!QkF^L)~wic-8JQTQaX=W@QP0v>w$n3SK5E?H@KIX4r3RPfuB)1eC84a6!sbQ6hj
zN5((zREH!6zNF?CmC32Cp%og&NQ`*pKd6$Shgj7H<b7mi^K5XSv=qaoQks}m53$4S
zygbY_F@}#w`-3(cbdbsLf|?HGJ*f`Z91fP1Vi>s(Y6qmlt18hcGY!47GO(~PANjR4
z+T}~sY#@;!qM7o4<go#jUs(zNv^4a}$iRa9e3}TtM}tpLs=!Tjc+o<N8-@J+;bcw;
zg3TnD6O#$|OR?w@9*>m?sy=}bS5^hj%dzmg`V65D(~w-DWgoO*AJR<KC%Bs;JhchG
z7<L!#o9<%d;U{>c=Evzi<ncJn3vxhP8~($x^)`qstUzBIRiE^tjS<4NB<G#TC`Pb_
zA>MtM0jEEn!2jYiEPtA#)hCdjA51MoX-yqMl#<a}%-HZR?FADqCKtou+dJ^v{s8a%
zk$~KC&2uFUI^>n3uf5tBZEuY59RBZhJf#RB)>6ECD;17MqtNl>6D)g_MGq7|?`P6$
z^UKlKPVHJ-V}$2wk)Kw?jZKkhaQr0-9e;a@Wseo|pBFApDMMdJ6IC4?n}}0nweURn
z814rjW8|Olc$BZ&ce~n3aU!V@siiV*9-Ur-Cxw;h?_|R3m+n_pp@&3uY#{F=Dw{Vp
z94INp2qR6uq%31!aS2Rybl_(o((I4L6?jqUfIE#-ETy=i6n`mmBD(~^<`T?~%7p8M
zSaiM`j}^}}eG>WoU~6Oa)$-sdWgYI8R-(75W}I+KOPp|;#0ka{%uC2dtB81n+)u))
zRMj|v{Qgp5Ijw+9cu-o2@Zt*eH#gEEU)2V^Obv0XREzwAG6Wh)@Ig{GyzeHU>%%0h
zPS4knf3c_>vGUmdL0KijODfRMOw&Ko`%s|i7s>nZJT3hpqXZ$AQoMUF9ge4C(D7^>
zmc=w4s};)EI4pS{GNUzKGjB$`7M~5T+wlm#n}k&<O~h+C{P7yKK~V)>v{oA%tfdIo
zlAw4ZtAzUa_a0}!<?K^*y8H|);xxyG*^e_Y*wz?*wN!ytAERGXAEPa$xT&Q-oXl2?
z(QcPw5pX>oE8{i$Lu^?UJTAqe&DCd^@-U570pye45^Qj<yb`^PRoel1f2*u{K50Lx
z8fRt<Be_pXlvN|Ex(2<B74a8Idg?3{<2KJ{3O#pdDe>aHvP$$aQM(T&jrgU)Qn_Es
zfzSO!bbFkPH5m%OM5=reY3h~8$-_U0Z)!<nlk(iDoBG_zp!svBL*=Cy+Kjo=SVR7P
zLG4gkg&u}#Z9ytQgxb1|HVzb(VuXoyI}nO$>*(1*<!X$L%^$lzrwtmLKW5j~;Cv%C
zAZu$R39tD4RmBhM>gao;ApUi&((p(~{o6qrz^$zrxVyk?U~d%u!JW<JL(i0pk*f0x
zHP^WxXVQHp&AqSmzrXkO#$njK5QdO(`?c?V34MmN{>+-v!{n*_c1@fcBxlyho=cy<
ze`bxrU@#aAb+kWPioy6VWcTjfG=Xf!j2SfPuPOBPRl5L5?3*`l9!=bvFku3WjEwN>
zufNitUA}x7M~@y=nRveQ&O0<AuwTD^R31rc`}yae>3ec5Nd_d4gg27dNA&B}s~3G=
zkGZ)yU34Ugf;Vp5K=<z5F=)^rdKiEt`VslBzy3Ph+!Tk%o|mesDw<$Nbock?Hi_$r
zi;JWBkYu<40|wybmtUp{fJcrT!SBESj<aXaA~-m>;d+vs7aJRkkdP3J961sN1qC#@
zlGr>ZCWcm5R3|q#msV6Hb{#){JSr+GXhI|5%{SkqiIW~49@L)XcjP`?yT<>7;-+wM
z(LDUr7&%2%bV1rqt=zVqnE^cj$;XxGeC#}*g2?6F{*sOwI^>nmgBx}>s!zSMwJ||-
zEdSHnn?rDC5A0e$2|lfCk)BzEFIJyK&k<|z;Nqt+QCir^DUoqDP^%(B-p6F{PkydE
zEx^tz>4;nus8#+z^2GMeHnfsTTy{A=JsO9h>+a&}!Y<HLd%|Q+Sv6|vpiy?+)<}eC
zEmbwVtqt+r2rsm^lcKP)25YXRp~sF#xc_zsIP;WGuaMPZ;h#wu-`)zQYEM>dkT2zt
zpU1y=<83LycY{69-iFAp#+q9h=&>&f_ouakv%Dh7${Xp>*VVzh0Zk`*<P=qM_rXH-
zpp31B7}3ev4{#Tj%HaI!33?!o*mcvpozP!N-oP&Qv<jeyy%FNlO7O|9hZyq76<k~Q
zBJ|WMYc=!-bG5c$E~ba?wDyN{DTrLzo%i=7$%}r5nd)bf68H7LYmi@DFJG)FzmW}3
zVgr{q&NbNJ+c(>yzdtty_&OQG)mnmu`(m(VW_uWk^=S2hl-vrW=T|o36Vz;A)`Sg+
zPgwB}*r1^uh&9_mN^zq$aGrQd(GK46M}PTY{H%gXl$2Lv#i1woa<U(mPi=?aA~G@R
zt8koK-UGdql7L!7J7@`hxwsL(nBJIQOhe@2Ag!Of@^m7-KkxQydaUAnGhk<;>X+<H
zMTp7NqC;FEc3w|M<i}mm9QNGEfQdv8ugLpLi?cy~IcjR^V5jy}FY=VHXf02hRp+C1
z*WhSlq;e2`<Hx-)<BM}}8L$ib`nn)P(zeAfqGy2WVdtEJN>09|>fr=iOG88_YCq6d
zSW*S&5eHFORRcXeU2K{kg8o6xJ4mfgPGOanu|d-K*g$j`e;k#v8qO!Y7l8gsNf|4C
zjDo(N4&EEtx*0mi{gNe*4oOYuF#4E6hq*!M-$nI6=80=5c=d~`D66c7gOwrvSlt)a
zYL%=S<Xij&`D1=o$e$CaB7en!$D9pD`7~{VqDIE2l+wn>r>SQZ<I~J`4dWAG!<%g}
zW77k;PCZL?AsYr;-)WDYZLM0~*wD}x#XN1XF&#)-JfYMUJFB+EgV8irYF1nPPsOaq
z;xKgmU0hwD8nZUYSF1cn{c?tu@hP?dJFliA@-u$FoK;+flFAya_$?7%j_}0tSG@51
zqdbh>@(^d=_eU>p3t?=aC2s$>+QGm;dA#aC;?+`ovhx9kEWC_s>q)$-%O5YA@z_9H
zoD!3doflIP`E>}ILq$~$794zv@gepwHPl=-Yv_||{)$xMYupYpIKOsM(I;nh;^~ty
z_;PYvET7gMzunHns4v5DZbeU(KB=(5Ux=BfHxe`3$YbWWnh`S#JvJ0n$j4~47{OAC
zXf4%J)cI(`buLCwN)+4pQBTbH>O5Qq?N-DHpY=h{0L^6CoPzo|MRik_RN{+{&ug9z
zt1iOP)(HK&aqB%<xn(FRlVQboH}K_qFJSq+p7`xbJVw3u3(kE%4!we0o+DOjrVeYb
zz|qE7W%E{<-M>b`L@L57{WKq_m6Kn_$yYnHVrylL=(ybG$^YgY9BqwNlB5VH&OODe
zbC1#lC<j{;{PF#3uvWX@Euk$a?t!7^JxC~czIZj5Cte-+y+ZyX&3LsX_(iSq%?+CN
zNi)tXeA0A3^p`(e!Pm)%o5$~ef-N)JaX#rpBR;92EvmHxYa>KIYi1;!WmFtZw}nF>
zxVyUqw=g&a2^u80yF0->xCeK4cXxMpg1fs91H+y7yT4#DtX@4;)!o(S?EP$rl0Dlx
zQbszEv03+cZ%A5hriReDmg8uSqQrx*QUFO(8%t|WAr0#|duNGP=H2jFJQ^IEpw6JL
zts*#SW&QrVjGF`mwt&8VWf)1Ui*PaWC5eK_PG9}$y<;CIs-f&&tlkM4Elp*6w*B?5
zc09!?A<e7%i59?|j(#+##OCI^U0^P*CA6roE{fn!v!Vh|#UU+qyju=142<cOy851F
zG_pPseS8=~jx_VFrX{H-PT`!~4@?SQOOx>LO+mtOO<$ZJ9w{c2Y@h2Vb)<Yc-A&`i
zeP5SxPaJkXF>i{-ug|xD|0LpQ6IRoAd!Q*4`vl$5-LloT_@A3!=f4A?Tla;rxoFC}
zr+e2vx4*uYj;dUK9CVe{Sbdb!?LRZ#c=#dKvu=t?>tJ5Ix(44fzULK`6xEmfMdho~
z4!dB)`073A$8+kz*4!dtSzJCP!{J2E&gtJRjvO9L@Gf6uwH@Bsas-s;P2$?nYDu4=
zy)KAstaQl;zt!c&Yix<ltu2SOCN(b@In~%8yFxLif__Pt-m#+Yr;8(4CEkOf^3kn~
z92b#ELq0W4w~efBS^0f_PI!L#Piq-eg?zg?arX$0AgpXl4<TJA+XYubq_7`5`qwi_
zjy`>AReX#dAB9mLu?C`T$asw7?9<aQBWwH=)jA<<3Y-)b(75eR_YW_>3A!0s2Ro*5
zQ?IS0(avXLrb477;jk{JUakYv?V62#lf4|<-xjIz<j@SjsB;qg^`SV@sHVEmk<_>I
zG2QL^DTV;fYz+$RprHi?=ogIw5eZmSRg5d6*-=5fJDP3C*TNIU0F9mUGdy^@I~hd{
z-N+RiAS2)5%CZtk7@AT@XUu}qFVVD)dWJz2b>p@&QCB-#W*O<B_<5sAPQcK}uvx2y
zs()H=+l$BwEQJglXOc^;QUzGD97<@v>?n6yP?IKmakO?)+{L$gaxOv%|MbKtSA$b;
zDq*7KSH`;5`6*>{yCu;^S*2)HC1C}V$|aea&d>MTZ~Mb!rNx!d*FF{@sBRUlpquEl
za@4}{J@RmhDw#M9<!GECNZBhTFsI7Ka*5vs2oSh4&R_>@mZjL2(dtw78HkCso}5$F
zwG%QTA>De)qx#mVCMk?kyyu}d)<=2zg;`G09ZaxIPh(5IXWdqIB0A+mhP`TlE_(x?
z*n*)CAPm=-91;6VHL&QG_XIC4XuXe=ZEodoJM`Q9%0pzEmUlxE%r?rcxR<t=9od7#
zyO4<&&%{cITFAsRMaQ>pv@~U!6jrrMB-cS$nzzuD{RtDE9PJSGte>~mu}FL4ChpH7
zu#eI?9*oQMq}ZytBTFzUi_3i)3V5N=nU-Jrk^%o~AwdgHveh?z*_aw~S5pjEU@bB@
zQBZJjF(R6Jcd#`M41y#_T#1z-A9KpG_iYl7cy&-!w_-Nf70orbmUeAA`IyNky=k$}
zGz}$1$H>{4@oWub5oJ&=oUGQCUfxH`$qmyBEU6OiCF1GKZq3I=DwCQOjD(l8eng-}
zE5o06@EIO0VYiZaBm0nCIe?e1rccTe;WZWX<htx3F9;70=<88+yYi+q`KBC|&CA3@
z(}_v@RTnymkS&e80-EsJdasO}{D6<*y|k+lWC2#quaU8;jIwR@VGFyt7LN^6x5Ye+
zD0K1UIDhSecZ+0n;A%Z}`q8%ZR)-l*ls%g8xF}tkxU2MwYgmJ5pH3f6pdxneKsbK(
zu8#A#VB4+nyQ3U)`-Z}2-jMIz$L7<?_!R(!ij*4ClGT&*{jy|g@E`*L3!b`hR1!OC
zlWT8-48ai{CeY<&G%i7SWh-+W%`<g_{6m>eHVWcid7CV&TqdnZ`ZiBCZj!oV6SA+X
z+Xi-sdHG=wS97GtC_V1`Ap+a3NtmCd_1H3eVX(gHLw>7e$~CM-v|sxs)Jet~v!avD
zs#ifq^le1aXD~6*(mwLg)O~3VyT_TrSPW;&D-kMw<;Bw4L;ELVe^$SYPC|_bK;j+W
zc7j{N`W)?$LuWL_u(ON)FVN}TpZX&XJj*7LAzfQl1>JdQ{ID|fd-mEDlTuV=<OHIY
z(z(keTLUkF0!g#g03?h*l2s|ol|mk;BLJy1`|)dw!U-zE6P4ALj!vP;=&XPT$!yS#
z_yjZwCS!#q&Ba{uFwg3E_R|Pjyi+NP(C^wm;n^&oqX#vT;?V3N0^dt251Lk0E$NE4
zrouXD7w|Br+a7&<p6ylRh6==2E7kVYhDA}+EnIpkd8Ax7l`6JXRx0kCgluiYwQe9t
zZT8N<O~y(jYnZ=$MA#s*;k0V-g9^aI(9%cF447@%TV5_-T3#OY3g`Y<BP_d+Twd;+
zA>Kob4HF*)+X-{12j4R06+j>3<m4T!*{TTm_V+v&)m>BlcxW)Y;;-r+y!3HV-3GOf
zUHWvfZiCX_86gjJ+^)~MTFV6U!_$>qu4Y%Fh?FVsoaW2_!)7Ul(!8;QOIm%iyb!H?
zxH^vgsk?n1<|J#InuaddTZk}6y1}p3kOmtj@ab}0GU58n<L!lAPDMFHC6)^3TIgj5
zIw?r_v-Atq2OZ8wqQ}h+l-v{5nCr-25@n#SsVR-gRBG?CSp4moa1J$Qe1tExV+=JF
z#5;?*wG}~!j3u=sn9nJ_MkO8k=>2+H^5E5ZJ51E-_u)G*1IdG{yv>q+9H0;jF?fG{
zOoh;9b#ztHBI0EH^YZdmyM6c{5@}7T5#p#pafM?Q>NWE)vi%T97Z)a$Hsa9XQfene
z=+HffyKDt#t4$aPV#w~@?u()R)IQKPQNr_J4O1+)qcCoXI)nrH*M0V8`McnzHGgx{
zVK{m~${IgWL0|*B7HjKYBz7P}k|vlzSNG>hMYbKwu*LJGpiSgxKOSqjJgg~K6aL47
z@){igMb);)PqRCL-G^(`jYFb?1g-AU4!8ScH!3Vj$tG%auu9t2BgYP;U}#ht!=C{v
zD9le+LrjCXVg*Q|X0`R`jlIc&nb*8h^B|2IEjcg>-j#WteMyg+qfC*oO=nCM=NiHq
zSr`hXde5Ku2*S*coIqel{*EQxk84*oh&grdMiR>1c)>?QflrKkMJlOHB+GVGEEWuL
z18;AQEOQ69^kvEUoQm8wxHUjLcF@%%&b4_N2tgRSBy8&0io4gQf6rr_>K;`(C6q?|
zwEuf2NjtmQq_WAX++>xY#x@+t8EftOdZK@eu*iKKKD?~nWmwgGQxvVcOOQG{q*nBM
z*slR)QL}p=fC_$sId<#(96k^GGz|T0F_fgg+ylcciKP=EHB?!IcNp&f7P^@O_xme&
z`U=B&?(X8!d2-zW38M2m*=##4kNm(^39W+W$#I~=x^LbHE(v7!1g+0oc@X^-{4sb0
z^>Otg?)+j0FEei1n7`5~hmnaYW2}%P{{&$N^VGkaFby-eMcqsVTJ(<!Q~9x(2aY07
zB1Hz3P}TX9RLL~$N+DA=qr9$+oQ%2%mZBbC9UFnCM>bxlYYbj5!(leU=zC{!oc%MZ
zC|HEY2RgLL{_|M+f|oy*i~~jCFs^J)S?wb=Q(F#6S5WyFnucn@AKChE73}BzJ!B0^
zK>mW-M;9^;qWg&&KlG=Yzsspq3PDe9?0rqGqBdQL#c?;!+k`FL%c!MqLWtYzTLYPq
z>U3H8svoZms#tFm`wPjTt9(;6zlavavUzx~)<NIok&$cz{V><)242TNCb&no9cT((
zm@SOY(vp)tKdKb6y`N$pq|XwTONS<(tk~~co(<pI1<bBqW`-u2O>Iiefz|NDZ}0Te
z_FkG?5-+zx{bVM4DNSNKM+O11ah9n~Z}Acw%fk5sPeeTKe6YuEG1jwrc_f{yh)yLA
z2ohjh8^?Ef!e-LW63Dr?xV&89mJCeKF}Nz4t<*`TvMs8gUw<UORjE7P98hI$KerDb
zKO;B}Wa)2zm)9d`CTkCLY=|L$yHQD31jd|^J7{ZkE3<rb#HHUd#P#@=ih}E3-Iosi
z`XOD62RXNCI>FJQx6Qfo`xi96{pcw)1HnUuA%SkJTj`Hn<@g5ga~EO(g5Y~Eed|`V
zLapr(!4?chrUzk8w||t^Xdt@V2ROG4;G<l+O6&U$NtD+$e1FW_{d*q0D=GZQj*#t6
zY4YryeFMZ{mkRhm&xGzNMEiWQF^y33_arC`ZmJ^lMWOzF<im$3_RM$7lhS!sU2wL(
zB_IE}oDsv!28B-7XQRA&5U&VWyR@WUM*E`9c1{435@SYrwMp}>Zf14@h16Ooc%t7e
zw$mA_i}vGL7G)(xFf4E7%dl?HV`|^%h6}!53V%b7M9QVUp~Hja>*7OvtI6OsA7V^d
zfqM<wY9qecrPlrh64p(Rs5%kVYk5gV6~@{-B!yn#?&b%bSD3TQjj}y=rw8*F036u@
z^kQMa4mn+dACun2nU$zM3STQ>!RD~nsw+Q|{==c>weSPBOX)yy3OMc2SIKK=_&eIR
z=la}0PS#Iqsfx<s_QcMRpdPKoyoPX?oC!2cP=?e^Yb7H8JR%n+7#xp!M;*ls1!<Lk
zLJ})Xo~V75zH*{_dshV>#9oJ}Z9uKc4`UXps~Y=QL0#u<3a0%yv8M<g=s{;(R+qS$
z!|T&84AX2S<o)g!4zm!|`m{&Kk((s!`;`%r769sijIj`8jIk|0HU@Bt@L7_rRIXm=
z$dhEee^5GOGTMA+@VofR(r4+_@gbFYXY4`mJ?6uv7)=sN#DH3gNixPISkLLuRjyQ&
zzO#L3(1o&i5EILA(1H<uavmIotW#5|Qigi3PI1pUPX=h(^%gZ(o~Emmo3xgq#kZ(h
zrLtjF`1H{AiY!?l!8Y`(N$FibuOb1#r|d$^&ad}U>?!eDY-@V3ivD9-$fW8m_ahk<
zHB*6uTihxb*?RA{Dkj)FYN&N{0V}wkkXVj&c+ty}XMHJ}`}DfU*2cn$HI=P8dT-a3
zn!UCwnxeBsus8U?NK5c0$0CxN!csOCD~srh1|enB&yb~Gyx(@Ow?qEQiTnPE_vQc$
z9lR9<^+2Xy`+w7)g|S8wKHPkw<BidK+2IZ1f#a?pcc{$a--tqS;4Q$u)>8-$R0;AG
zPz8fg;UZ+qW=^S>ZT2^5j4~Y?3&M#&vNG&c{CIRE7Z&})+x~;()ba@T%6HN@OBxxm
zl2~9VmpLH2CJ(_5a=2DJQ20x9l2qmnMGRI{E03X=r-)ep_FO0CTcUQrwbsA9=sc*Z
zn`cKQRAS@@c9F~7l^Nz9)LPtA!>kOHq-%TX;yZ3L+;7xxBolOZk#(C3xZRl00$*$T
zMJe?QL)EK3!oj07^7f~N7kCwQua+$K{o5VS95<z<n0Q|8AGZGppZjE)^<)`$<X+Yj
zXku0tG1tJ!3Y4~WS%NFLQ`C#F*85JD_1eGNkni(392sU0^=%^Gj33%*hb?j#XB?;-
z;FU8cKhAA)C%fN_UZlkvJ-7YhlfSv4GwD%>8ypz&R4-@h$4A7mR1CMI1%KO(sU6zH
zy{0uQxE!F4jms@iiTZ^*+`2w_7R~HovzOJwWqw5sbc2X?$RcFshQ9~N%OqhYQH1w#
za{T_D%&zt=9{a_9?aw5;<l6v%?Fs`K1hl8}xS~wl>V~T;A<|J}3AiZG9M!n38h&K4
z?)ft~L!|H;GbD_%3F7<l)IEH6?IVY(c;T~|bnR0{^Y-47MN#C%V)#K~9!|iFzlQ~e
zwibx`pwRFF`oaBAP!ksyC-ULqyy*SPC(S~|YASW7>%*~yCj9mtYekAn_>jTTs4i8l
zi7M&2`vdF+*`7TPat8zkLQ6yw2LH$VNA#IdPMeukd<@@tyc;|Bz{C^&cyo%*>3Nu!
z{pR>9jo<BRR>o7gL|#?;i7IyRd;EoD`DI*C7bM-q@_o8cX%8aaaXgwN$Q1S?g~)8w
zfL;FnP;vkj`6sH2e+{AF4vV?`5EJ2mgaj-(;x`CN^`?`Wj*k1)D}DnXyU-nx6QOZz
z&)F>R%!IF@R;HjGhk~U68R6d{{_Rv&NY0YNPh{FR|57g2-ihoFdZxA7=5NKJTpSIm
zj1(rOcmsM93BNuNkIa<Zz1AoJLfWd`bzu!6ac2o>qh616jaYm2<8iUd{uo5p)@wUc
z_YfiqzFu=W;HHtiu->R)d`|r`Dz!-^hZJ*^;g_7<6hl&<-UO7Ti@0a|4V|jUVs^iV
z@Gn`0%E7cT+i%&E`IJ3TlHF?wv_whvbU!lREbrBoBH~oFP-2*$39Bg-a)CRLi*;jK
zd}H!&IbUi-8z{D>+)vGy=3<G#{Hxgba7(;BAWp3Bm-G(}u<_3UC@Ysye=TcH=)vOT
ze0w@B{>A6e&rQvWie<l+q>6+q!xn9j_WdLm+evFvK1fcLQDs7%8xR@i=5(8U5(Yvt
z-^R_x)a(4AkHy{ue_|vl1sqE5pNNQv{z)OATzSaFfq^KH42@|eR${8>b1DjM5Uc=S
zZTevuJ#22yuEVrInE(q5xTN&U+&Ho6McBVGm*j2m6KKP;g{XIFg$yD@>Z+REEXA#_
z8V&P*b}n;iUQ82?A0q$#?rHTOVeNKA{iPo|izr(dp8yI~CxU$c;B>#6|ItS{o6f>A
z?O{10Ro|7&;(iv?V=YmXd`4))!LNJFi$~q)fxXrhUo;oFssA-dkYbF4o}l>`I?tDR
z1r|4?5!2GF`V0$u46FBIsobr!!OD$V?INN#t%|iEu!YjGyfdFL$ENjffpw^Xg#t@4
zMNbb=Lf}%zbt(0mW=140(4$-dVPc#yv`cGAI2wF1*<|f!&nQlVYXHm!`O)vjyjX+l
z^71Wn$hQZd>`nWkQQ-0|`nM0^{*5w}{#g&&FMl>X7pxS1g}DWVmYtG6%X$d#eY1pX
zL#<-QNYV&96c$jDK4arpELn+Fm(sR&?|EW$&5RfdSXr|iKW^|pbXp~^gP(X7&PVV|
zAv19V;6F!}qX4%1UI*C2KH|JALW}he2yzw~vMfn*1g6lFbOH`TjV=52Jxo!A{^12u
zA$?|30mEFOUKO{3D&Z^qe2e36Rw#!<LYg&zGmS%kn_J)5LOalEvLH$hke-$Aq*XbM
z8IA9)HfhhdeS!RL@9xwl5#PFY@3dhoFyR|zT+gY0@mmWE`B|hvt47$V^6LA+Wnnhp
zNurgoM3X?~r1gE<0uEwXU^iNj`GyH5+#3=lCAt}+e*|basV~4Le26cO+uhVBlv6iR
zAFAxke1Ym*dRKWh@lV%hD0S}^N>hnCge$P@&&gLPC;fis!qvAV*`{T4gElxRxoC9M
z1lfXyY8jd3jlepEdq=57Vn8zWYSb>}vsAsV42G(uGXHUia!R}ah$Yn_i;wgw0)JN;
zRqeX1BJRM{R*$TtRA`Emu?73dN<nC8*6^6Qa@7~h-1V;r92rs44E55+ntPd==i_7J
z;L@l{^o%8>&`*hBvGk0gQFo6!Z9`U+AIOnHrG$|X8$+g!visiE6r7llQ(zZ}xmuyx
zG9UY~=~B7siDK^B6N1{E4u>6G2y1a@Caq7AmASiVkLCL2jE7`aJ{0-6<;#%Z*AMI4
zGkMIKyU}fY$P$$5JgX+GxuUo&myNuO)H=kwnOHeXP?D{ETjf;EX*~M^>Hpty`Q|Ln
z;zE4i@|Fv>jw2{qW7m_<HTi)xMmp`@{Ao|-En7PE82$qP+`)HF8a*Ju-b~L_jhJ0{
zG3xTvDVn;Y*^Kz*d*5b!w}szH2LeCpW?w*yp5kcBxA+?7a<%lSarzL*Vu$PxjATf`
zoy37u+j0w@(W0T4q$J?i*W#28E*4^6q9W6zuME{efm!s!JxzGo5D^mL!7;XVbq#nb
zun3VzpfB#axLJb;oyqy(1gd_6Z;9^dcyZZEAWJ8!zFjM`oMFf-r2M@yzZ&;^9I1A0
z6}Ahd)p1L5`_mkk>Z<0i!uT7yi7`oC7cTMUax^xKf0}s=VlHy+q$@MW<klaoqZ>f1
zl92(rSuPIoiYa{x4^4czUgeVFTKq$WeTv)p4X?8CF-cn&E^62EeR>c5xITTy1`awh
zb;)jM-8!g2wWF^J6QZGq_rG3$I@RRe56|qpDA{M8^I{y9ef)eJjgKP6|5vs)xjIdV
z6FgK}T`HdT#!pb@LwA?`R>ik$BxqOFq4Ripf6&!cm}b4%&Ue%Dtxz@S452oj(kPX?
zs!~~18;&Sks6E>=f<?fXMc01iaCwDmc|9Y}Ve7#2Bd<h?p>!}!5&Y=Oh_Qlq#;E;m
zG-YYlO3izf=mesqkSv-Hj9L7Yc6V)^TOn3+n^b<LPz}_a`Y7KBMQj2oN?$>L=mfrH
zuIg#R>0_~TFqHpN)kcDDI)je>WglqcLZpI0WD#edD_McVF!4+ah^4ntR8R^=#zP#h
z+gAV8rAvaOt6L6zD>5GYe1=2x;yn+cDNJ$!mR^45`!EVFHE+o1leL(tYPpP7sXj+?
z5#n6CyOc5w5SKlfOlzwqxvMEhKNi2;wiN030_d%anR<$Go8^FqYg%twY9StG<$zXA
zO=(;F%;c>b&b!O*uU`k<hG^j3oOhP|pM}1Oh3-SDblZiej+1iwIpZ>=)x$_eq(pB?
zu8Q{13&)8yPyF%ZqOZngsxJ4SKn?u@;ZhKc%j6GF3mUFo&g}6L6i{r@(nqfl^)X%z
zb%Ku+fk6LN`IT6<Y=4M0L712Jt%I&LblaQEQup_6G+?!sZ7vcHQ6oDpRe=&j8nmr;
z$6!qjJcPLE0mH|JPH>^PT!1$suRd@0bXf!2QibaT&;Fcc$c;U&u1^sr4ppW6OZ<3;
zGXy~3Q$5oNh}G8y3fvv~h-h|~dE1ni1@}48Hhd#2k$TJ^E72gJl<$_%($kGppyF_7
zt>F)8cK}=)ScZ9d95xc>LJnM{_rGGUmDM+f`a58ezRbjp|Cf(d@};F<IFIl@pThAs
zmFF!nhdYjn)1O7A=uFj?d*wI0a}KOczB8u8f!#|=16~_rZ^Uu@9B6uoGZOB9EzW2k
z+E+aQjcG8sSHl}m$mbWLl8{yRgMLW2rJfu7ox6+hv@J5ChP+G3X?4r=>vwrS^3Zg&
zYZaUs2)a^c^9(5#G6?hHIT16ljVn<I2UA;{V_QI;fsv0*BUXFI;Y-M|zcj1Z0iABF
zBy^mSj^HnDJVbXOd|TI1t39F8^PMVJvNP%O#9dKC-Y3w_i1nj!;L(dlRTFc(3A2w2
z5k3}?!yVP3E&GdBfQ)u$ruyG0Y2a7VlY+aJN8?6MKk^(ABYQm}{F@E9B5<xt6o4aF
zwNpDCMXHEv4Rw*>I_|lUQr|ccVolc&K@e(I_Hj4y5vI&BtXWL1FSnl6Gn(ByLS?4V
zvpI<oc=mrGyY!WYsCh7<wSLrX!IBzb$h-6BHx}a#H8nl>{`5&kaBF&^c~~vv^IOQ|
zFH_fF<a6V&^1Nyk$@jVLuZPrF|M^drq@STJqS6$-^v?gZuHVie;FT(?9#)WVCR}<4
zBM=eSFb!--*f=QL1x81&=JKUzYcHs4Yg1jDroCBP|IO)&>4YAM?Es<s=-+;Y^;8mT
zwbO}+O3F}KUd~i!_5YVE<j&zBU}Cw!YrWOQ8ts!)e{|{N<A!AJ8fAC1m4frJl`?BC
z^)be2T{AXQIrgmczpCm>#TzIF(~wOIp88)5bw7PiBGxDAJEA-xD8;mD-40R8xScEA
zp#a|9|031srza*N!P&_}%X4{SzCn;+G_%v?VmTt`lUXP@RO0V5*@Bkwx+W&nR!g)E
zQ~uOfade7{JyO9v`o6$m+RM1YA4<}-**7;1ul8nUv{i_u;E2C}i+gH5QWSM`qJ|>z
z7RtSchlf$N)2Ml^K-1LHvuj!nGGkp{I+Q9gq=MgkN1hvwb}lY9P9mvI7>sjkB0r%i
zXL^-><=2B)iJj1#=9aYY$K<>JO0+)9af?@<tlbde8bk{DCO>?zEYEyklS4!Mz&JY$
z{hMHy;al9hNWu?t2AXGom--3`Th%c_CBB&aX1ik+;PeY9a|fZV@sa5Ya^d~(CMj%v
z_CTk^g9CJixHL+Tks-bM;W39^E8j81YBK~v&lsBIi<wJOWk#~9EbVGyh-MNA;}>~<
ze={^AxJY8qUQ$>za$<xap#Zh<cdW(nQ(@Cj5<Dpyg&aW2Ycb*+F<)1Yz_)PQDo46T
zX3FBPdVhy0Cz0w$%GkHk`NEtrX4f*+K#I*!9%T6s&ZEWT2tr9#NRH!$CMgsxrHH6%
z>CfTKUliuaerIfxskulVjN75Gu92;2&3`0-cMPqi61qmQK<D%f6~oc1qCurTv`zjg
z^i=_clpnq<?XMaFDJbP8>EMM)DRDFeAvwmO%T`fj^>VWU!$3FzfJN05owMXYgdIu^
zEK#LJ2+E>R!>#M=8{N;i-2x>$=({xkEnN5be9xN$ODpybcT^zK7OGZ&zTHiv6`%NF
z0pkpm@-!<f)o(||0oh%=z*7Cp)g>smlv2HY3zp$G5j&puZs8tO7Fr&>f}@O_gMtdU
z82jdgy{&$hus4lc!sRVQAFYgqkAy-@Q&+v2?|&lM`K)g1nEPQV1z{TNhW-)JL%gIC
z9HM*{!ao~-tHX4!xgwPeNaV_DFZs%&GAH2i8dM@{)>7qEQEZPOnp4fI9&XD^O7XAv
zERyBml?S$bfec0dK-SNo7fs<3)Q!~}Phq!>bwI4zr%FFwEdnDjKG|DyCteS#P;#S8
zHiS}0FjFF?OTtiLl@4iN#h@^8*`lY3V2PwN_cT}U3UzL6LqEGB=iz)h*Z;d5k}6z{
z;;UVzNuNoSGimXIY3jBNsPLI)JBC=JCgzvPlFO{B*BPef_Zt0AcE60pe6%|Yws0HJ
z_nrkDBj$Zhjzhe(;r6DJp-^f<np-PNic!~$)Xq{G2P<U*(A&P&?k?@5;0pRp${cnO
zatoU^r|gl&fh<!(R%%g~Pxfu)KNQ|LfRo?dum(-aX}=1LF$6Nk_==8Pen{}olGdp8
zi)5f|$T?iqt-U;aMbp)`B*;m2{c)g9fl_0bWiwk6P4nIpDL`ATU==>~b%2ZvuD3ic
z&@4hIt!kOBA&1khX8$yy9O1Kqvh26l!sS$8pVRPU(^OPi;HB2l>g+JAxqbN%Jhw7o
z3`Td%p!)Xa@Tq-hUZhrVqJ%L_wm3ATtqs%IH1O|+T9u?f0e$ZpVr;m!+pCybar9jO
z>TGFVbDQRWd2vgvH#dTyfOWTfRQhkEjO0zKGO@B)3^M0dezU#fSuM9q%S1d~9)%K>
zg_F|-Xs5?+i}C2A|9YX!Yep)@dy@ae%FC}E+INK10Cf9KNow+CA>{da{E;Qpt;V3{
zS@fE%pT0uC4$9l5r*$3@z?=P01q58FlrzX3>Kl9S?Wkm{yDvoFh24^aW8|J&mE3F*
z)3Ac2ay{@U9`wRJkJ}QuUm>UN=sCjUY+18ru17Y9`uta6Bul@Ts}mwQVfWKw^Id2E
zs~_r$+W1~^;=r6ud&;#&*4-7gz)vS&?pM02sqNhNk5S><3NADlytY?OHehIN8<6+D
zX4MsPHoJvjUL&NsK!HmEHRVU14Tvf<N<T@~R}9%^9Wr?N<C=cQ&$EAl;{sGb$Gmy2
zpugaA4{Q+82ZtUt!VoEvI6Kd(&3sxhjTm4WbPJwf*s0lm@lV|@A6HaW4>g1>4|NNB
zPP(<BJqvjGv6QnkX7V-M8|EIbgTc470Qz2NQ<1ou=OG`N_m4O<*5OQ<Le$({qLwZd
zJ#}_<r*u#g2f-Z`X<v0sIqHGWw2LnZA-K6df);doaz5a(_^A;5TaD`9jHQWRrk^8+
z3>LTzF_M1ey1&3aY<xxl<W?YD^C54E5wlbFlr;*%&b}63X|F<dWa$!jsp5xdU;*<-
zH7*IEyf?)10M6NhF<*s928=lEzlL{#kA&y%s1iKS7y264!qocLIrF2QJuK>Z*P^~@
z5h$Y|a%C`_N>D1{o~B3AxI3A)-Ve0;WimAscFsZNCh@ouQ&opU=|bu;kE|&aN0the
zM<J6W%E1WzP&+lH!KBi&o5n&!RLu8dnWu^t|DL*3(mS<ezq(pv5n9YkKxu5*zwZ)g
z$rWUoTPdpIjGoAii@rNCFNLnJlsZ*PkJ2mU40D=gR%B!)4CB8v)k9NgtnMjDNSx6L
zX2s&i2Uk=E!jIY5N&=yh%JKs%F|!EE+Q0MYYRbP;mUZVw=P<~exY-m8jbH*VQN&x7
z%B%tzlafv<RhnXAunsfde#s<B!ymj8@bkY_Kh!TQ4E@Byx@f68S`ne{SLGt9#w1xR
z&n<PT4_Mg6DYEiild36`@U>;OS-KJnd_$BYg2Deb16w1NLD7@0-yNZ#=&1-lx9jao
z5HQvF0LLjdSOyB>NQ3;nq_7?LcF_KY8vfgb7%jHdl^BC+tXH+qsH<8lXB7!$F@v5n
z8OJJA$uQ7j^^XcUUx~9r${KkIHU+MhH>UI(i|QkSLYM+3R!-r<i%?N=TV$^BKu;~+
zq@;`^&hLqe-QEOoDVN%BgKd*aQ|ww3V#e*7_faS&o0Ez;zFYU+v|Y;qIu*E7CQ0Pt
z6Jk#8BeZwuh#Y|T;Bi%*Ov<6QMk7^{d9Y|Er2=~5((+tNJK!Lf=Q<sgKo%L<p-A*U
zH8^y-JNol2L~_g#59q)oAei~~S`ZF%?6kC(*vSEtaStl2J_-qARPI1C<=_e9%~>3o
zhsV&}bmSDjMPy4d=nSNP@A=Ik(}h|nx-~>O#Y3Sen~82?6z2ZOlPAh0Pd<iwh9f!V
z^DF0)dz4kJsjn#iHw>X=oIO)tgN!QB(dur(V+{(36C=BK71#!IT)*@x?@BMq)bt29
zAYsHM5BFOlk{a}$sTak$xw%835C&G?=i=hG7_`RyPtNU6Zy9-JEJh$Y2^<Nj##Itf
zwvQ}|sN4O)NKdJM(_3{Fq5dZgriL$l{^P#s2ZuzCI$6Q}IQm28d)^p(d(`05EAu=o
z3Cd8bN;x5;E(5)!0hTJrmzn8@Dhb=Ljtj99*6G4QsVq&z3{!R44--wA_W#hC5X}K5
zYy6p4O2m?l;zpQ0$KI`M(i?znexYd0_sbF&kGjs^z9R`{D;q1DD{%&QZZ0><`xb_5
zU<OC%*|B`|<d-s%LD*KM>Sf$<2K3&9%JRuuOgmlc#PGOflOA_XE>ymM^Mj(ccOJ(v
zAF(LDRv{>(Yg+%ZLfK9?<!;4DNM5@iXg}JMtMg!7tO9j)-?cL0XDG&ej|O0OPG`eQ
zWe)UL^3OMX*Pglw|GBL>V(Hr=jGWrmSo{Ok4<xt`kxCSJ>5Jx2EV-Ip{-QdD9n)+(
z)FskGF<(x0vt4yE{4Yao|GJmqKT$z#LxY%#3bq{I{o|u5P}c{OXm^CnZ?K}KyZjE6
zpPwHxqZrC06PHs`%#h81K}00WI26}&zEFY|f<gof2?jqoJDV5pkHllmudnx@S(Og%
zgt#|<z5gZV6|F$Vw6U>avtDNMz8j+>T)It<OiIEDK_f#gQ;C3tAMY<H2p1*2z<YS;
z7<k?tNWacYSkkw&{!&%_fki3JVN@cYWzi&d2NeGZ3WB-V>dJWLzyFu0sG%WsIh2B2
zdT9?vIYM?3J2?t{_@kuA$XO|z6gEFj`15p#1Th^VE68LT(s(WBriS&jC{g*GX~3fY
zQw{8)CynFt*)#nO!H?ZC6GggT)~ATk^k~{0L)q+FB;~Ii{MkW>%lgbh2_W?EG2oVN
z=9Tm>>XF9N*u;a6swx+$@Gd5Lxe1q)9Bc1p=olLSvmgo1?ZpxtPlXT272L?IicQx1
zL$jS3lwHlD=hGHhjPlw+?re@N_?`H`Fam-AcLJPDlK|2oVusAgAq~E9B+NL{wK7{F
zuGR10`}hbeZ$|;B8s}#Jt~97Bhr3$^M+;NyFn?PhTHo~L*`HZsM|g*C61fQwD0oSM
zidrCjR_j2p^55b9xy4ViAjhSY?#|c%19RiX`o!GaeAtSbB8s|N%mu!6z|X~DQqKtf
z)1nvC0JN-0(^1BHjd(e9pQXdCHr)$!PX<z`Ckc3GwtUqW8PlfJ`E2VPWqF|jB2!r}
zM}>utJ1d3&lIXc{(aEu%H2=YTnV;vqr`D#W3i{)*bkT7o;;$C}W^?$*iIltBf?2AV
z(GRS{T_khz8}kYCpxXka6V$f~;dWExtQEFd`O%|Uws3ELf6EUIR@j{E?H0zuc+xY!
z5=vCxzwe4+FAv440$`@-1;jK9=O+Dtg}r&M<7I85a$bOjaZeuuiG5zd^_&0=v^=+g
z+4@4y(X3RZCZi8*MNW?!LR)vw3mhL#->Gk{=VBCgEhvU31mGTzkng{r41?e;Oha;)
zk2L%QNQ;t|Qtv3;zT4fsdO6f%8lQ?!kFW}3$|kUNUPLQu>P9YLXs)`k<78~95PQC!
zYVq0pMA@;j4TF;&O6}NZmw@?a_(%AoZ;4lI6NB*SkFQ<qim*kXu?&ExbQ9J|vUxah
zsin<z$JpORcti=9_ue*Om;fQB7bL+<h_+p~UKk*^Hv&Ra0@>wGcwHE=K+`l7Hp!I!
zR^ZZQ{GK;j&&CFcoWFpVOIO;z+oQce9Krv*uu#4p)1TCXuH2(Oxhc2l|BMIyu*0yv
zbBozA5qUFWoMtU&W=fmD3qA9*Gp$5oY?3pG%SL^S6MA}!TzArQmN?n6fN4!9AKipG
zpDD?2tjARrZT(U|=9Rx|V)mzqN`M06G(W50>^OD8C-!wFa=gOvMIO*ia5}`;Li5ky
z>KvSU_b=yUei>Kf@}kymTQ@OTo$A5#D)#U|0h|kGpE7lXD<GYeIAplH+T%^WK_VAR
zA>3=ggwv;C^-0+n`r&LZ2yI0tI8TGj4wV*?QWw%imtW`EZRVHC-_2a??eay}y9)il
z{6E^bqc5;%IrEK`rEg9m!qnc;_`F{5`Lsz-zF5bvGdaMgXNd9wdMLm~?-xxxhfFMO
z&3DX%L1vXTZGt<s{51Y?IAyi1?|5XgFhC8%%{hGeP?3$k&9RArT?^)+`co1f5?}Y9
zHHY4x35e!vuV-L_rcigT0@G5vRjvZNQLB=V2b`p0&e(?Wl#_KO@yHlqn(F!?-0`nf
zr6MN=3i6>vD;E75_1taqbrVm*g)5%C<1X+D1Kq-V7=V<D`kz<3D<D!McW(3aKiSF}
z;c~*lB37;h!w;^9DLrp|?e5y+hb!yfrG?ti>>YgV|A8elQHbSQK@L<XplNiV|C;T0
zfL0jFBE!}ar+E;Z=*qU(cSa|eCcwb!K7vXp{d;Sx0R+eGP#<q_N)3E*=1Kl*>g*lA
zwBsxec+!;`Do)G11|&tyR%Fo#y$T_Qz<N3~a19QHwyk;zeW@sZZ5plfAEsxthqyLI
zFwg%A#*NV5HMj1;uAml=L7<OcJu;1cCb-CN{!IDr0}F=Ynq$jI6!wY^rAe(K+y=~^
zhlu3VrCNw@c$cTKem6$*_`yl!<asXB+fBJrIHP~;n)W%e<AD8s^k`@@$OBsE_UuXW
zWNwYv$9wV?BHPbw&53lne<Nz~|LzD9-b96ngmgMz130^$9W7~IPC7t3oom6unr71m
z+(C9;;@sK+0&;a=H{i=6q)Nn$*5=Aq-6SACYXl9Pkye^Wjed5d%Y*Of-VV>;9%b~@
zB8>cYgtCZQ(>R={D&upf!DJo^bteRzVrH?+VYp5Z9^ZF`^VslZga%E=3zdCs6ZC83
z9%k+EC%rrenZW)HE!lsQnSxp69S}rs-xb2EiBAQJ3mhlBG7L>pt9fS8nI$jnITs3;
zW#?gY>dS>jL-^(LHhgBd-Zt)2WXiZXMPphbwzhRwp<X&sY?+L*yub$GT?^|V)9c?(
zXE+dS`Rx(WYLD}uCwz)t46^EuVr;5Hqw6vJN?-kVkDlKov~GQgUrOeRvPc5f_zgC*
z;S-Z5(D~vU&JSYb`{t(cC$^5Sb|WsiYu)#`F7&yuujI`}N7d#<d|%ALi{GPi+=vC+
zc?uM2k$gKaA?D~k2j6ENUlLlE;Y7$~Ds3!sd0A&?PhBGBQ`vaqHjV1kdR=QY!pyXV
z{r8;_7IKxS44^(@C#md}a4OVUb(?{d<Ak~Jm4)7Lbk}&vO9Qc%ef$Cwgd-{}gn@zj
zI~L{vruX^>2libdL+7kUAL%K(S2ll<J#d&PGgfmOD-reWy90JvJqP-h@p*xVtBuzH
zCC*58Gd92Y=>J)!9}`9@K!<mdqlbQ;AqgMZ0(zT2_Ld+cREYqzhFCWwxjR|6<PZ0j
zJXjm0dZdnTw=p4BYJ13STuI39g6dhCXjDKips2<%^lu7TbOMOFY=h3!c)RGEjb}mC
zk-(P3Rf6jeLvaHtA^LCd%0hf1Xjm{V4ukEREeE!7L@~5}4mw-7ZE#(2<-U<C`omzZ
zfy4J-P0U)FQm3*6aZ+ec0EwI1#rkS4E*NE@mta~nC6ex*u~Rm!EwZDJ$<rGVefiKT
z^*Z;>9~b)kN?v~O9Ra&ONuUAdLNi>$$sIuY-S$Nwz0*^ktRx<AZSTt~LEe5KFYx*@
zxS)$5nVGn{v3ZonPJOIAE?qCI15NqBIugKuV7*P&=`U>@kh?vY(0JTEhorpqfuYOC
zLp8dMbMC4mVd;S*I`Z4`<$xECheU`pe|DGtncTm;oUqUgd+(}11z$ECb;EPx8qes&
zUm7B49i%<j8>ms}U72X!<y1X<9!_i%&Xt8Tf>wvH(jlti>MdB%&WS;YDN+c;C&Qv&
zfnsMgpW2IS58aO)jv&M`RRovFcM@6Gk&k~^I>cyH9pk4G53Q~1Gnr6Ms>rLP8Q}}7
zq*1Es#j!m1BexrWI}z`DWdZbmTCB?IUe=_d7mZ6!__A}?ey?MhL~#M}+bWQQw>{!R
z6mnb}2>!k6xjL!z=al$fNyRCs6YF?~$DBdtN=O32GG}}E9k?FP`*8di{^yEONOUXw
zzVxR|uzvxw4&D?kom=dCLB3Wi2fMW^h5Iw&!KQE6M#l3lr#Z(%G%`ld`PX+rpsuDB
zEh&?Z*tRyT%O42M5b;W4&TpOB1COu0JxmX%J75lLqlLVJz`8pg*78eN2Qj>pGN-Z@
zpGyYr4xW;Vo=Ka24-W~=eAVUQhld_TMEt^>+bM|6v3_7CK{&ssr|VD>X4(_wUCsLs
zKYvW`{t)_q@N!|~thpP4U2E6f!%fCmR}h7g{g&it<`_Bw!Cv(ne;H>>G>T{qEmiLt
zy1$wdglixIp?eoM?vbLiAIe}77f~`@PEMJ2ccz3J5YcO;;pgU-!&Z=)Qq?sgE@&~5
zayaqieOku!X(bFlp#ZhD%(L|mVM7xG8N;V9iyODDZK6<C7TSQy=0ML644|i<ALJ(x
z8>ZuH)w8~wn2`ug@fXOiWZn_{mXK|s(Zc!rHJ|p*)CsaP2S!0;I825T(h0@G%4Hky
z=;6efhwx+{NkKk`n|P|0tLhWkpqX)T0<YWykd_|Jo}YdV*ddSWertybF~kosHq*B1
zs`%@k2Ctq>^(+gmtRv>NC}9{FhJBY6vvE(K*o1Qf`n0BfmK4KCZaxP47N^kk@7=LI
z+re&Gno6U^vc^mgSE@zSL0-aP>u4fmTp?bOR&7O8S!lu5a#ga-LyNy@3JtSk8c{66
zm_bE2xs}DJShj6mPe%zqAt!1W&cBjf@-M?k+Y?GCYNihvj#CTD)I~<fjIUHk{137F
zMviI}LNjgSyn^vhZjQdreu4DDm0u=*vP@|j@A@n}egr-v-5b<Ygrdo*m=ZIw4t=W2
z3sK1Tl$E=&Gh_)6hdr?(?;9#d%&e;Hg+c=J7?$TD2z{OY;e~M<3H#FBiGL`=H_194
zoK;OK#HRLWDV&s&+k;C2UnmMEji{6R<VN_Ko@!ucN6JTt-@D!WM{Sp}rfP_XN*;W%
zA+UOWYUtlqj^fKiKlEKpOr!J?E#di07)u1M8KQx~42Q6s0|cy~{o<fpN3RDo#N<PH
zzijxttg6U`)+-^$TCDw1NzhbR3hKiY)1qOkD<+hUMBJ?|iP1Bf8i=w_P2G9#6z~j7
zTQ!hGFb}NzO*A>SZ*x<Zmi{)cguGJ+71z^T3NMC?V!4zucxJ`K%oNnoE#xWvf~MSk
zY~{~QYCbFWuKSbb1wc;*kyg9wZgrOk%Y+takm)z>t<7ajAFZY<{Q)Y}-y}zVF`6j9
zkrQQk_Y*|QHZu%sVwZcBtEn7TzvX>E|G?*G_GKR>&7;ev==Hx4BQzekL{3y&GK%ol
zcO1Xv;Yr6gu(XF@&yrMN_~|djwxo`qDENQ-&W$UI>rZWlX6{=Cm$@xi%!}l<Q2+*y
z=d3srbXx%ehw_A()UPk?D9=F74JP#D*qF8$j@!Q-UyNicYAFG54FcH419ZPM@lC9e
z@x*+v)mQdL7AbWmnFr{L#!r|nZC*;A17ypsZibe=b?!kPm!#^7;a~9LPamNLUMe~!
zADbjj9<gCG;@Q{GiHr`6153PZT9YTE=fE57tCP#g@LuteZ5XHSBkK{g>&$+c(VAOo
zQ{bOCz^!HYF8Uq_0Zrjx#dGv<o7^}-D0!UBh_fMyrr+qE?OC30%Tn$@-Oxh?VAiBY
zm|<dNtSpUlbu=+T3*pSRT~=avrVY|7!K_Ku?fwFk1ahx57wh~CD2RiX?HJup<R^e{
z=29A@N2`z1PztvEO_WM_l2_7&A=I6OD(0ixN)YKlUx4jpd|$^9_R+^+pPptQ@5;g#
zfigSR`)NHgqD-HdRRPnTl^^fv)l<VF?`$6}G0`A*QIYD`pF#X{q{z~l`h^uSJvnAq
zoD}kccGv-TOtvkjmfnZZOa;Vm2?oYWLYFZK#BHvek0N};G_Nn^O&fF&FrBOt)X@*~
zU0d~Ox~iy|q7S;%lk@zl@H4Fr6@^f>OQjDF!E2t>{i;?bXAVrNKZ6JakQ-CgfVfA}
z3xQ*r1Ny09c!hv`E!WUf)MxL+)Ib7Pvv2?GT&#r5RvFj$qzyE)(&6wtR1ZK!Nvny!
z{)7wQ%xpJvj;!Bmo>1cyG{nJVa3YnxtyJ;?Irqc8eVAO2uI^Q|IlWU<!(tMgZi<=d
z{Ny~LAd56`GP;&lkZc<E)xy}~56CnLeuAmj+G^?jEbZJhcy{y~i&_KQU`VTuCs}dp
z_`8ufLl>ItA)0misa<%jIWW~r82Z|M%(w}{z&k9viM-yL>GeMlB}Q@d5AP<e3Xx{R
zI_;08lXguG<TV@q{p>$%eR}6E=S#Nb%@DJ)aq!$XjlIr+cmv_LH~GB#q?S38sqArO
z4DUDnBTY_q6()fy4mmMm=^KXe&~{F48S=8!(SF!{yUM6OTFp$2c`o3%ZO)(}AyOMY
z+#_juZI)WgwEBQluKZ1@Z0mfZXr;?_C$WtmsDb!`mlP{x-H9=C_B<KJvcI8@hD>&C
zIV2KV1u0U%J=rliCWfUb+!7^m?5_me5;0BOmT>_0i8bs7rQbXD7JsHgjBLi3MKx_n
z^qO`aeE4}Yo<?RaRLMTK3)kQW$`#eBXjhP%6Ps&g7|E$Y35>lK`@>Ig+?VMS8I9*e
zQ9o?t(F{h~ucz;34cfe5^-$v&%eqo@p<z|FJ|?zc)|cvQ9YDCMibTpbGc1Dvi8`Hz
z#u4Us5&8BEz|Mvrrj4yy*5P5aa4hmuV%Bx=HDio<&4qR0Y^qiPXc52X^l~zKE*bWn
z@tJeDCmF|!?qQ?blz(s@$>SVqSj;~_@0q1$7`Wn^!}*2duOppZLTWi~oK6NcB{2$>
zs>0`?`AW!?=j>Ll<YT_}CI>qrrZ`VLtFzP&N|*5l@}$|h%Pb`j=QMF0J5elfKhz39
zjt~u<UfWk@wnl!wPU5iMj%XT(rikl^2DlCqRcH8d)jja=Y`3l^lAIjgNV7fr99%Nf
z=en$txa}7-ukA+h<QzIs;`Gb?)n;HVePWH(fZdEIJK7J6YlsE~2gW)g;#Wy?HJ6*r
zr(&j;Xl-jckh~YA>T|b{&{Wo(M-IPo?OsR5#?}hA*v{1|B#RG3*V<J>UjLlb3u%N4
zH~&BV%~k7iQfn33ZszbhQ&UzwQ`7jrLSO;CMnBoUUxeLe`<zL~{qfBH5MJAW_*5|U
z`I35vlasQ~9?L&PI^mk0kXqMEt%KuZ<Lj-iR369t@kdVc=|Tj*8EENDsw60Go7L}(
zXK^s!@3K`Eu)@VPY7L;ksC|7KeIeQ{c3f|jU=TVlbzLpJR1rk2%5A&$&HFjasG&nB
zJf8aPHV=$l<2gAwdE$?t6dX&<%^-I1o@1oL4F@3$7>+5_J$y>&$)K0_A^ybg@jWY3
zSw83OQQ*y!pJ<_3z{XwJaKPvFI{%lRhCp#rF)FK@h^rj}ZjFF{)CJ{Bi_7pSbb|q%
zKD?C7RLNM}W1%T_zEh7W%C)*ZIHB9q#WwnW<Y+!8j=C4Y{!-M=m)@o_>Q*!suR7=T
z6X5QL5)M$rb(B8NaEx^(_Ls^RKRm3=^aTvpyK>U8Hk=t#=(__Th@NKEiJ9b!=~82W
z@<(&>i%}5WASJluJ=)eh`eNRSi8m)I3X_0uP1f;uKI_H7;i@#Riz&$+V>$c%3#VsQ
zuy~Hp=HXqV>rH}suM~56zoUm~<sW7=6_a<~HWbea+r}tc<KT-sE2g&ih$tn<fn*$i
zM{!>qC>Z=?C|63*4@~Q!o3&=9_B^pM51OcH^3UP&<Is1)Us?b1FE~k~^O&9Ej&bMO
zGGsx&=Mz7YT^~Jt#m^#4blyeK^f15F7<~a8ln*2^?YV&bmG|*^SHzp*DH8%tw8Rl~
z-sou{>CT+THG=LM1`Xtu==eEs50wS$g4O(941(aYUZyu*W1B<qyqQnT<E3jt-tdTd
zfpFR61-Xb|Qd*uz&De79B3f}Fx8)~Esj;eD1gvg(iB--Hs`pG!$XT)bsbg~>G42|$
z44-#p-O?)v+bqH&CECPRl#4aku<6(Z+Wsbb(U_e%XcA#HuO_+hii+x#dGSiyeMs3{
zT7yzq?<?+re1l_~?`wT<{tr%P1phV>GR$52@5I<syADacGvyp!77RLPr`t`N1Cw`B
z!u6S|`{Q%M^(znF_H_JK#}b0#@5A)H<!Q1L9HE*s?S<05<7K>MMLC{jJ=Jn@DbDW#
zg`Y>lnA&UKtWt(67MtLSknbd1eR&13<xs^ypw(HKuda84Jn=jwI`1YE3TPIlvF!Kq
z72ebNX(AeTxOhk;8tmvuEBYgYU;M~xN&`suz*cJNlf(s@B!)V|3MP0e2DeZAkPP}z
zKWo`cJ<d<A$(c0@<4me?3b=gRnl2>tn!kH4%tE>%z2;{ifjJY>sjrVoA<s1|dq%@Q
zl;7)2Jn7^}UR!?)?Seu#R(DMQE=+iqy~3E1Fj(D8hrmPh5{$zkF=8jjZ>qyxCx0&j
zWSF*G&<H$mZtP9{7Z^dMYa$-r3^l|2*7kD@x+-w$$`|j2MDLlexAYLkU4dVZI2NDO
zyn1d84vQ`EpJvkZ$c=qHXE9g9FSvewISJSQ9VGF<dNr5uy0W9F7P5nk9sM|0<r;pB
zjZqL5$lH(T38j~3RwK)SbdD>T(NsrD+Q5*h0vh_#F>PQ4uB>c`=!GNO0YYA^^3lvt
zf7_-Ri`lC~W?RiFQq~JVT4ED+;A~+L+4tZCzVm^n_LXKf%i6qU1r3FyKDH}Oo|%WU
z>K(;smU-``_(dNd@DuGXdXXd^s0+2|6aO27HLL*|4B3aLI^EEFUlhJrN@#b^M)(a#
zLS(i%c5vVHeANC3nqw*|QWk_)yhC5y9wxf3?JuEw*?IF}hDP<vymX}REW%|$C>Ks^
z<Xk<NBUEi?Y+1r6>cGu^!B8ht%F<3ctR5TP>hyLW<#nxHu-D#Rl1&P}Qm=)PRyp1+
zoXKQS!xvL-Z9+gzc>5fiurxpF{~+$HN_W!#%Ih#6rPm>%T;AxxN!+Qhv|v&q*yban
zpegRyIBi%zNZd8}iKYlYPlH*)eRK$(?5+5YH*yPkFg{IZe%Id=y4Jy%ht~JE1O`<n
zRzO+-kWnj|XfN{Oje}{+0f&Is^v2#eaA93yU^;#MMNWoQX=!)F>sy}5<i-E-_Eu4G
z1zWUeg1fr}cMtAv!3pjb+}+(hKya7f?!nzHxYM}PxHa%P=Z<lI-#PE&ef8+kyLzv^
zYgN@+Rdda0sP5)j%8)vFs`w$?5MX0#ut74>y4ibPa<sE&95iqyy%YB79l>}H=9!eg
zmMDf>|Hu{CJbc2$QhA!cfYU<sXXXUheJY-Z(}f*N<-kw@^XB;ikIRChQH@YQ7GSAs
zcJynGQm7&7Y<oCf<Fc{wkZU{nFM|47Un(SeHpnBPY&@V9HnnpZ(cAk^WYomav8gne
z2?B<}d8eX_f|)oyw&h0Lo~fFNc7IzfS~G%fzZAD}Z6{Ih-Iw#39YTF?5qX)-sUQiY
zP1bpBEeDL*`!jLmAWT0+A`Gt<olLK`SN!7To4Y~7OJF?XLws^n_Efw%7wzTCLgUN#
z2R)BtA;Bhwka=RgkV)|hud++{OB;nl%!rzh#atC`-M-*^1PKT91#0^bj;I96tLN9%
zxpBYf_x#@js5kGdXLS`QR}X_pt2ggJM%bc+P0b5bVMS40hpG0BHuRkK<{<|~x+R>)
zo|2Z9vc$Yp?Z|0J4X#eZt^*>!`_naqqlC_7;H@yr&}>f*pHQ(CA=0C?y8(FJdMCzT
z9RfbO44!n&8`B7v$+#(>qFRA#wgfDz#UiS4PbxJdX{JB!xZbplop^DWh2v6UA+$2(
zuE%#Co?Zs}I6fyY!+4cwb)GhDz$o%`IfRS(6C@zR)TlP}dA*!2E+QVG_Edr;E@`rn
z_oG6XR$)TPOeppj7fnpP$Qo>HW~F96tt;3XGYLDUXy`%`m+^&JfZ@SvnkEtOJ+=C#
zwsD+4pr7(7al_o29Tye{h{V}r(`eA?lW*tgB5fG~e>}O6&h3=FSrAYSGhwuGG~w0G
zcgt=Tu8T{IT|b5{ZrfQM8$uZQQN3tp$gbI$@e|(Tk_CMqs)I(ygWtQ4Pwh5*jFBo_
z)bfxFlx_;<(blyJH*v4PxJGfzXJ(Yl_;2kfs+zDv$<wk#<mg3jnl47?C&8ylU%}+=
zk-%l);xXU*CT|~zx5uHFS2eTE^cyw|_sSQH5#|flgZ{1XN62O7;*YJjcUpgV{ZFQ_
zgz4?{z6PRV2nv^kZSJ3gEtJGmzQOqCywmNzD_0Q<@VOGG63X4Z?+W6ruaoZCV?Cf|
z#;ZPis9ID-@HQ}1*6-U>e;u!!0~eqs`w1G+C?Uzx|0-`90#y)9cIJxJHnYwaVMDN>
zT0;w$R1lnitDXb+i8HVln<{1{ln{N_L|@nbt~@M_f{UG!T)v&X)pFNweZ=^7Z7b(#
z1pNVpuXzVF`F07*+jR-6xpW0IRl_@*Ek4nc;by3F9vd+Z&s^jf(bS&)R8>)6P+!_(
zL<gijC_d3L6ZW-YTJ6s8D;|1otFvAH6dx6CaT_drB4U)A4CyF<W6)hS>LmUkyQyb3
z-|+LymPGaO;7H!tN3^d?cI2b{RlWs_TMk$1-DbSih2+YI2}>jH*SS89K=ML=2-SK^
zKYNu_Sa=S4-7r|A<aRknQmeM*A0LL|UF6itOo^DRux{eU*ptzfURhetPa4(KyJExv
zl;u(23?Aj{N}*R1+@*%#AM#aF$7Zw8N<07Hq_%$E8t<h1N#5FmWAiOKQQSAF8*W=y
zYhJuHw28o(L@lZ^70^<J;4}HWOat=`=~_Jpnkx-w?{*i$^E3v{+&oMK@?G3nJPO5)
zQ%iIFSyI>!@|>el<vQk+Pk@3?O%vcl;ol>}qpc0II~5*9SX<1NO*C0mK2*_9ZnnJ8
zJ0lX>#f3mve6uP-Jup>459<A1e^tx6p&Tvn?3d3MDY0U+dgs?hRoO3usX#m$^h}$9
z6frTOtfq^|FDQ7&nrPG=MW=vr)CgYw{>aF7Hzy%iR4z(UPs6lURMh1i71aN^znQ?g
z@%cuX?l8`h$GSF+wW`kfbfb;(mBD7VPa-z&EytLqb~sJ1V2Om19JDruPa-rXHX8?Z
ziYa3<CBPk~BvV~BydPmTn!MP*CW5*-iR4re!(h8m0ShjN!~lZ}tVo=*6V`-^<0}jW
zh*`EH7NjkF=$Mu6UMF4?O^FrCm0m!yTwm#JX6MvmF-2<-2vaK8dWV!lllz#{KWH&?
zSg>c!dOZXguY*)EoHf)r#jbwOg-Wyg={Ip>&ztr5a}6^&|7Uwd*3dIiKfEi!`MA#{
ziE(9n6DjY}F*yC`v#J^_w~Lvkn(5e^yuEE*;*J?f3ELm}3n4uG9W@e<$ryR*((hi5
zNzuTX1Z*K&)A{omwVzk?Bw1g^N2p!k6(3wR39{7ecE~w<%X2T&J-CT;{1Xm_e=nKY
zs*d*L7{>eKrVRh~*%0TXZqG8cNIdi&)>1+=(_Ao;H47I|WE&j&Jnj^|=11x@{>zM6
z5q)AWB~7PKsT)Q5si2imC`x9eI3{YevMMO6{&P2yV=t27J8VlVD|vT2%=SL6YR|$_
z@2A%b+Z0gJ;R>3Zugec?lohLZWXj)>zts0ill1l%7kb5%(x|;jT<XFSf)4%gOdX<$
zl2{2wo{QtDO+ahf9ZJqWBOL{L@kxfw3MSm9X}b2TgPy;^x6Mq@GGOkHTi0<=p=LB#
zH>E{8Ei9wAkeBd$wss1xrNE&)%-7XG2bXMGCavm8OJ>*o-GnhL-8V51<7)W9*|e)u
zR*f%|L^DEr8(qSNTUvZTA;<jTXah_2Y+aujB!uF_zni>I)Cr^w8>fkia5=|53un-)
zuIJ!Hy-jvbq(~DU8pa~w1Fl<DHR2N!rb?jq$e3`lDZ0C<$1SGRl-BETYfkzkMkyZU
zI{DAdV~}_=3|BB+XDglhP^m~R#Vf|ApZ{(j<{i%*tOAd5#vW8k1DhhOTJ`He8#|(U
zQZm@hOQ%NwlQT*7!ftcF^FNe)q21o~8Xl~@FKD;i#FppFabXt|L9`?JEHsJ4k3u<T
z0lS#S4JKB@iGiP)kQb;81il3vQXhZIuiur0rC`TLjy?1kS!eXEVr!~~i($W+Hno#6
z!`vkNBbTR`iu<XnA9IlL%z<8>BM~e9#l7y=%<Ffv%=)$Yar)3S_1!v<G5Kkyjh$4o
z<x$CDVcl<>K2<gp?-lXFgZ!9(NFOv7jGh!-{g59g*@o5@w8Ki(=h*(`-|mH!dltq&
z=N0c4N-NSUjAt9$M6bF>cN?gEk74<Kn@C;xTQ+KdF&0=}L?t1>2Peq2IJ13Y-QJGL
z9l+kp>@u`L*CjQvA*&I#dAN3@NR!FyQRvRfR(M<b%PVZOrbbk^{<FVhQ&^lpJ*T>q
zt8%lU?Jp#52KwuwqTeW#eb<kwHO{6zX3SFMN0CKLe`KjTxwI<HLawIljzbjTtUf*y
z?vwDs``O54HqkURN<F{P4#sB(pH>mQ_(0;0gi8pCy+k{ltYr>ZTn+Tj<<_MAH0x=a
z!9L67a&WZB>I!&Ok<{pqMNMoqbn7wSFfz2?wgRibO)SHdw#Hj~U)fAM{hHCf<63>)
z{SwO4K(hLJ8ga1hVDj+y7U<O43ve4~zWhf9>8hvsoI3&t08Z+JKCs)&@1rW2{o7R#
zC**T8YqDT{m-f8bhhJ;55@#3|^uCL1b<TDU6Hb!XG`zo>VCfkwl#Hn}8A9-V0z}X+
zM?^#v*(}#^L;=Ais&^J4Fv$I2nnpziP)0f}Mwv|7>1+Yy7a?C6OjKD(f&PPuw7EtL
zB^~30QEQa3u`x$CH%S>8xEjNrt>fn6{@jQNSQr$d$Zh}cf*cYu-@X+_#Y!x{Sciit
zONyfcF{$Ny!5E~h1&imK1CDFpvSC08Hu5j8qZ|)39Gu@K^DkyS23_8B67p`p6?3A&
zB6V{W;kBJN(c@R$FQ*K?533gG0$yML74L$+7Z(@z4u$cnWwe#!W<%3wRnPlC*$--w
zuS9$(_Xh+M;xeGAO@3hQe_(M-hM?os@;QMLR5e0$yG_yX-ja>zH%{5``%I?Zuk#9P
z@}aozVadvL<{dyZ>!Qk=SHWYYd<)2E3ov}YRW}mvMeB|`jrcZbujtB<;kfT%$Yk7g
zc%J`2qN`PP?Op^(z@DH%9lX<L`>vz+ulN2C2)<|=Vk&6+c^YAK3qF>gK^Cb4{OH^N
zPE7Ajw(?Zrcq8|RY(<9WSuLX92<ikxR))gu1_RH}rPdQ^G)DFB!W%I(HA=ln@A*3_
zDC{zOWzdKlD+#slhW%r7z8yfySQF}3UU1?D2VuNX2x9-RH5!jOP8a3zib$KvDq$a&
zM_6*+I)2}@%D)Gpd?jB26gb{Ag3!+i7}9+!2H3fc*F{@|gD)=Osq;?J&Zs&KIS8Wj
zbpW8h3b*xe?tTzt?LW^$j9PgB`!wEUZOE<D4CyFr8gTZ%n5$5n;^FLbsIoycT*2!*
z8y*LaTW$KR&vaMapRboesE{C~pZ5T@(bRXBSGa(%@v!e`Ecqyq+)9!=_avm0tuI~i
zy-<LqSBLflu?XV+d+7c*wgR}${7k%;JZb?m2tJ~9s&vpgB=rD=Eko%3sxJFZi&d7<
z4d%8NrVxK<bKg9-d9O{QBi~>bCuDUCyiG{)<F-_3a(}$iqd``9FHHri=aZ82gb&9b
zBJ61rH2Z`c`ll7NCt#w{O*x8v5t^r4PaU6YR$#AO|A}Mekqum|nxN5p-eL5SrDp&Q
z7>;lDk_FdJX&dWU`9bN*!&s%%CQOfYfpUQ*|2|OveeOQ9?v1VU)#jKq-=X{C8!f~P
z-4|tYs8(2cF^iy)V}2F|sopCesALj0M~qJB+ztt)T;}6W!276jTlG2;SyX@r^%^nO
zEKOWiv<AfR`Tbt<1PowUTI}YW8_+1%_Kt@60;9K#XcI!iZr*D?h0?cg(IbouX>fqC
z8!AwQ>8Y;O<5~IU38nsaG*k5xw&l;%pA|=gjnxdQPwxRD2Sl&jn*dw7NnZEi0Gj=R
z3VRaABd+xAr;k3DrBZO^4cFGz7Kb(q0|R0REUJ_(<HzUX;9!Wjyr0EjbyvSC?M4_Y
zD=TE-+KP&PX%at)58)r<DdBm`nx8wJC9hK!Uy6B>&P(G<N`8d69LOzEu(+L8Zpb#J
zBnNyMeI!pT9`Fth4hGi{gGDJEfjgpcJ!FfIDGb=)`kMXBi}gI=9sjrc<&z#m-)rb^
za_wIiLl+j*stkMH+l3SULuLyT^51+sIY>2X@P=F)PJ`zVh2%S#;H=tO76r$%m3oR|
zRXPQz&VUavv#W)zEmA<hM|jWe%}wFr+u>A}G{apSF+Yx!loXFYh{wdlgw<paPCk3|
zS1a{oHgB><DIr+>qHAe<9Nafx!rZ~x0&%CCVrw^|!kD5WifU$BoS2hjJem6rk8M9(
zkE^W`>`NJl+`K%J^NS0szw0x?A4vN8`ja{Qt*hI4l)UtsD-#nF1B;cK<pwx7ICuQ?
z;z@5WcPAlWbq~|cKW@ihl};pNWGhJ#RdrT=enM<)>^mLR#hJ}bVg}8cV%fNhwdSH0
zUZ-6ssd%EOfrz{-_%I23OH0~j)7OWK6ALvBjlcWis*8!f%>UJUGy1nqgj|0>rvgWw
z@<J#_s|~s`sgLYd8=%ve_4})JTP?})%Nv$k>~#MrlcaN4Vc6Q)slPwGJ#I_?QwnX^
z>GpfI+$Ak1kP*7-dfY04_r7;MU4Rb&UBe2!-F+t#^v3e`_C8*!CRC_-y<av26Qzt^
zjky);kjgeNFf;!artx+^`5X2Q0`pPbUCBU;CEYF88VdUY`(QbqtJ?>Mh5)xS!VaE>
zd3sMvx(<N71mW<?%F6M3F!yhp%Mr@kG-Y2R<u;g_iHOLuVgGoph_HrAHtA?Or-%=|
z1H&&$@bPLJm7l-kNb!jxaXfHvcz@fW=PmX0+a;uIp&5Jt`1$`E4+Foc*bk+;P~qVZ
zMoKb=v!&{pH;;h`)Y96+S+D|%Uc0m8-cj+lT<2e1-e3+1t0W?liBzV6?I5)+u(_{t
z0dn*oe$NMKcZ*n*qRP4^Bzd6UuH<83l;}S@a~~b>{}(f;T*EX1|4XC)@Be}sG5*up
z|8=_}$$XY3i2vLE|NSiue;~T<v%u_mts(7wVE++g=>0$L^<UpH1Wd8^&maH$26N;_
z*zf;alRnGO$B5ORz&C*li!bGOJ&z6hX}9==uaNv$i&vD@+5zHV5e+McFJFd-*mW)Q
z^YF{;H5;}(?7~8RO{X5ub1|~aS*RW2pJtJ;UON>%nlco(LIjag9JfX6;FCZClMn*9
z=wcjN%sM7KgbiG{B)$dsRT68RK;)ZfW!zU0E#k=y<=3Yu$D8UmWx}jaqSu$fYop+G
zwd1+y;ej14+EjXBQvp{aBG7q3iVB{lN1xZ)6f-PYNlb$wU{tXbfhIs1nqKL*sLW}&
zdj5-tv0LxT*99T$Sr%Sbu}!ZaJD@7BbrJM=f&q3}4B85eAA@olJ-8ODq--JvTd{kP
z&}}Y(jMi<sEG8aZu{($cct-|RvZ1r$ZZt~(F5e-eT~+LV9fF6LAwES=PV+_#HUYp1
z_)%v2W-ukv=lhDa3nx-GDY3#NK`#^th&U4B@ivK8YBEA6=Uo{E_MT9qCF$BBp|x%3
zfFIQLdJW7YbMr{Ey!$8!QNsiQ=TtekxtI|=#*(cWl@$98PFCBVGl>}+zC!#*hmM&b
z`ZS8S_$Tr2f^bnaUr2v0z|(KHgw*+8XK29=KfnZ!En}Yb&Wb^i&2i2}i0T?Y1f7*n
z|18+ot8u(x`Z4OQ3?Z6Pg-Y!4`8A|K=tjv*TzQN9)uB1KLRnocMBwwf*slQO@xpIp
zl#9$FDnH{LZ+?i}xf$<aX+P@hQ^66kER9>MXlpT*fj}!?;bfgU_#`&br)jVrtHt#^
z+v`m4Ed3%uVR64)86{`WteMMvZ=D{{Fa+8CWcV`>=(h`69c}PKv1s7sNBH5W4fkn-
z+SAlnpVeT?zu0z#=}wRq;~$GzQ|)XFiQv|RFp^T9;QX<~q}%|N_lx1W&8eVa5o;c&
zBV<n}YKHxR<^6D~cN<dwaLV{MAfB$oN^5Eq+ZOHreL+o5N`k<}#eMlOe5ekrj$@61
z<)e-tWhn~}Yj?!_)p-Y@rS?Na=H~v~NQH6dGbg6s{@HpT7@H*y_YCt;7Z^yWV5Xuw
zgM-7V9b7JQu#7;Hcbd;og$%A}^<9Bm!?`)D3Tqbi(?x3##>k^=GQ?UPC{%5OD)NmA
z0dkT0t5DaWyg+QjnuMqtV@}<~5gDm4=OZH#8-ag7mI<Jh$JT&#p%FDL@%=6hST7v?
zVy-;~?(!zLAno6d;F#-ynH6^yCKN(iQ!C{+{5pw?DpazPTb)agWK<v*t8=JiP_NL~
zn)a+#wQ($#<E6+Eve@)?B#POVGEE(_>-#MsSQ=_U2XPxEG<QHl8~zG6M=z`gRcyw1
z45Yv<z0ysJ&Q(s?^A`!H(AU_ltR*n4OoZoI{jh&Me^g?YCumwX8Y=!fV-9rAfGV+s
zd)+ARGzuLCO^P74`<4;l0x5(C@Fhv*-~geK!<a<p`~E(RRd5|&N_&SW0ZTRtcCJ0E
zBF+-b5VJk&H!Q^nRc>yrLqwuVZQcP&^|p7d^L>P5tj{EwkokiH#5j`uLX;FUvtNE&
z^*<kyOXK3fAEUzkuoHyd4&jK7ibzcP(*Z9OFv0E-?9|}s*DyGQZI0hRO!wTv%<4<6
z7eM>yipil!KH8}Vo$!5JFf<PHo8E>I<Ia-|t*c`gtp*RVS+$-qEpUa@=8Wu|x8UWC
zrQlICEO#K97%FGtD2uO;TyrOVbqN{=yFYh|RSu&?7-y}$mqXvE$5P1^jn&-UF{orm
zXiRqY&GIh_W3d++Sk8=5;mJh|Vv?-!27z_AsO0YBUtZ_#{+@8wi}pa|vs-cL*n-9N
zoO!)1`ON@&<Iu3=!@_^>1GcK41nipuax|4AjxFeA{f0h<8*S>LJ0gJGR4jiU0#V)`
z5gGe$hGIKK;=vkE9adklM2Bdg=K;SL9seag>AorIyT4s&gU6wog65Q=)U$Eqg%(8x
zw3G>Z2S0%mBJ#3Jk3O|F?RgT>gVKL4lZYgx92ICc=Li?<9DohJxX%O+Vm<+$`XhCo
z0i1Yw^90|-BUXm2%Jpx-o~5DV`Dpzck5_YW@;v0(zO5>7vABxhR!)=<S6{HeQ|>if
zEC#d2pGEuZ9lPuBML4MJEv9r(q-gToNwMP%yhp_U3FQ~boX^#ugs^LvHk|RIdT(F<
z8RKd76{08rL$Q0=5=x2)4Qx%p6(tlloPd;Wf{5}jN0*4KBr>>QM>hV&0{c(F)==5p
z$H-E3$3&s~QeF<m>p^`+P-9TJ1BZ7wTP%v{%*RAY57J~u*RJne5PgNW!DBsSXCX!m
z#tajiqYu(`tH{P~v<RYgLw11uBWO5>kYX;lPA0u<$I6LHxX#z2f62|Jp}5hhim@9j
zVSMkIFdX$q)UD?r%i9+*lgCv`t=cWJbWpa}{Ep8tKit>={5+uEDl4CFu;-0>18RZH
zZ8{71Y_Rf*#%aZ;<FHPj4k~q+7D;mifIgFT9@$tv?kV=|3lj-r`@e?W!iJV!b%pi9
z_SanKd-#J7YY;t1zQpDt%v^=u%gR=6;ev-24^;I7!dbG(b|%>q=)yWpb52TxU!qHh
zm^dDhuylin6@Qwr6_Hx_V3XUZOGB$CojZU)pg)w51YY)P3XMZCGUF?;KWu0hYO7%`
z%7l7<9J1GKX}?u+oqxUKB7g9uAG*C89?iK>*()s+HM~GXvk!jIV`$7TdpDwpUYq{m
z$yOKzF{8{t3kV|V!lGWEM2~PqsffHV;-ahg^k9?-53t|7A1n7AA#;O9ijo8C|K=Ef
zN89&@789G9{PE6Mg+e_5ZG}kpA3rx@%@k=ZNBkc{4<pbkID-6N0vvECr1Oap@W13j
z{~}eKPyc(k2mSvc+;eTi4Y?Mu3%~wA(D?ty$X<+ha3D_l{kMEjd^`#U21cgaTNonl
z@x5Fs<J{9GNdPG5a<gNgzdzXE_GW^G`^;l1=vewa{`l3wd8hZY>*WSMH8r)`RyMCo
z<~{%a&=q?D=zay*My&6+k&%%iT3UF_`hUP26dVgnOZ{_m=-}jSpjb9}wkO~t04$y|
zO2}pcH90kfPC$SFuF!jWdEt8QNFBUCTfSbisqLGe$8_kr#{s9NVq#*MAmaZa<h|}e
z_}91ZFqHKU@1SR`4tJ)z`}^zN7#5Q!AOI~&!t>!AUolr8%J2075W~{lYmw*ou#rcC
zg%w&>MysW(TL}Vz(^3gZNob8)gE)9hYK~VACU}#qKY#fCvC>gXaXor`;AEi)^;QUa
zfKR@|<F_<cfW}Ht&5e6q?yqywD?a2fsCzfZuYp`#Pu?1l<M&iQ)So=XdHmafNbO<R
zKu3<Dj#~HL$+?TBGc<Rs?JC~D*jNGA^PRA`vqMtaQKhqcVPc_#nN;71&`_i%`-52Q
z33HRtof_mG!<!*RkmoUDQgWk_QGP<;w9wN_3^y9lM(X2jKXZxk;;NY$mU=-^GTTzZ
zgIHpRRdUNK8#!XFA4weGqT2CXVaOs)ZON#Q<@)JB6vbJt5@1Z#S7i{N{v2GiG=tEQ
z6}H&Qo~S}E4ogV4^ynm-7{Yed+(B|+w02do_;tvek2Z&R7U+NKaJ_QNqj`||+5R^V
z=XjRkd%IcH3lltknELUtN$fplC;GnCQWLVh*-o=v0_(;$!N}IdsLzzHPhtIq3H?&6
zL)_|{ezU*E${1AD%QHS0VKX<kiFLMZ8$;^gvSpKCpfqxmw~Lmgf&j*q=<pL5U&5hw
zZjH19GLyjgq7}?ILwhsw);5GMEvl2=W5n#R9ahVL8M7+BoU*zB2@)tT&H)qvzNg)-
zIMS7Eh-o9X`x8iu2xV(j!r2}g>CO#($3B`x+J{VQ!Xi9Jw!b17KHFE*v?_1mx7ST=
z>0Yw}Dyu**%*dg8p>VSL@^0fmJ&zwZ>`cRikvXl{wtK1;R}Ci-6D62+u2hykQd;V>
z6)d%ua2Hdsj*S&80AI_W5~u#;N8;i_L30R}ON7tv{gxu~vKfxr?q1g%j|(>}bjjB{
zVB=u;iJeuJ)dEZ@1{Rm+X6rK-oKNqnQG8E7jC2(8S2a7<-@i1#1Od|(_hZYsMN0O5
zp@5vs<7C`@Kj%*Yc}N}UU}b@kChJ_oP6dz&R=5W^`UE`Qo9lx`n};TH)3;~B3?nK}
zwEW1h@rTrpcZ@>sDFo5?t^0j0E_E}~-B~pbEKK}}Q<yblOU!)rZ+tM^H%28yy^#NS
zr5nvN7+Bhwt~lF?xbh?qp6uAh-ka)je~*ywZ24X@F!_K$yw%-XJ0PPpd2~G^whdVU
z#zj|k=f?lTkgdqp`{(lqXE((rJT|ahJh4w*JBca}yw0%v-kIIgqr_G36H$WAxrhV)
zAi;&Qd6usjhyypy{5@-21{<8+eC$YrI3F)K-!xEY^b(-0z$C<<6}z2_wWIA%H3<fg
zomqvKyy*iht$SHMekb|*&@G|bi@mc5a6K_<8He1C@!Tno!JtSzHPj*o=R99AEdoTj
zG`6QCq%x3*tB~ruBM^hnpWcoykM-pF)5^*RknDZQk0T^+-Y;%y6w|k5*-?-?lEGsk
zWw*FHZcrB0h4q3vm&d9`HQSZ%i_e$xA=yi?<7WyhTGQD%$*Br0QSOs9R=^O)4r$E~
z;{=(ny($G&!Ni!l0OictZp@k;ITuFgNpz7K=2ET|e3^xOGDEa$aI_9=CRl`dNzRgZ
zo-g8tv@SNAKvYh=PgEUv&l24dBn(}4Y@?aUAB&AdjB%P>s9UO#8yBYq_w3v>ho*ME
z%>Rx^!3VO<{_b!b4tf!iN)5b(YGZb@!zdwkUbbjyF-m!6rm0!b8n4$g5&iZSCiloC
z?ySAYqVYOweQ&n%{OGl-C_)JPUGEq3*DLNcgq5%DChmz{OIKJpX)%jRE<aUN;!w;n
zs;(>(Naf1i3Dp*N8b>mCQopT<B5xFvS6vz<kUi+-^`v}{UQ}{M(^d|;i?$|$cj|*1
z86L^38<nr>rn^dRQLVZ<s_0S@8trSE7jREsE&;qPe4nX1D$vQhV;w4I69V0k{4l-m
zVl+$9ED9+hdr#=P4UBJidVlA(^Jwfi>G~-J7b+5%7)q|791URtsS^4L!5vLm4GXG7
z_9sq7aQ<IW$;@w8OrgqRq-11W7W2td)Lt`_x0LI-3J|GNA8%7f*@AVeQ!WmdO+FTf
z(^bbOL5>!XeyYAg)Y;z_(}YDYXntud@65|(Jlz|k-!P~Hn=t^JMl|vWe{&ON{{kck
zQb8Hx&(^tLtMC?K0Nqn~MYU#oiwYjBjDzT}+ZqXTp>302CpXd}=O3|@7njIJ6~Z@@
zL*~W}wmlMFD4^v~D6gGDur*?BVt`963KPP4QJR`VCR&;n=Xt*`(;oGwhhKVB(R0*d
zga2CV>CO`8WCD2$QQ)60VD`8__xQC1Zg;B>I5=!0^}LOWGd{;H_pKu^48!8b5;vVY
zGDFt-`#=u#XV-reDcc$TIP$aQOO<jvUR^@5*|JRd#BEHxMC2Jr<#Xl2R#l6v(Y=Tc
z2y*Y|;z<jF=D#8%YfOnT7BqWul(30Csl5mpDoHUqJY45-V@IvX<b!H%=+B+$pBvY1
z%OUJwmLOjIN%9PLqj_^vdN%s;UHrY@d|@b{%}@_7FUIh1j8m%`yc|2GYipW`XdNO%
z^<cQ$(|4M1->wX{edstmXKR``Eg|#>hkbykBCl=n;qms?XGEzMF1!gs{&<=y-o!{M
z9~qxAiAWMFR5Cc!CS1^Ex66rE9s3t}d^5#ToX=mJeV=>-MSN(7C$Ai=S|hYKq1Fd7
z^;_%qM+is9Yei%NAvLCtqks?nLQ~y)sC7mYZj{A1E;n7aK!6P~o4E{O^}Er-OXbSl
zgg))J%Gt&uhC=fPF_B6s+d6I(Isfjks$hiBrk0WMa&$OUXN)DlzBuCwK}@J?p*S&w
zKs6A+(1*u9YIw$f77#Vk{N#&;rAg*}tL$pMXQcI>%dd4~TBY;ebQx~vNDhza-xd_w
z<V~oxH!w%cYVH`=g3KjlI$t{o^X=|@C%7!Z``v<z)O%_TEp7n!FOakdi|Z>Q5}eCO
z@K}MP$JdSFqRV{~tE%w4*)DWpfC1QBae$cQZlF+xj3>@^xM%gwJTUi6@*4aryh^Lg
zxy1f${dc9AVbjuNx|f@6<r%t++79NY4#bXjQ*Rnbp|db~MnOpv8KG2?!x%>v$a>Hs
zk^Bk;+C)G}uFZA;1IZc74>G<kB<KTrJwIWn90J0;t3%_H3%zb6N-gxuAV+Dy*H^NF
zPngrCRukNuqN_I6!gL*APE`pDz)UR0TEwIC&p8ViEyTx(YHv5m1bob$F9b*o9v0`G
zmv)06-bitPO&TJ|w5ibVub;3=&3ErKZJhQZ-gLI%eSA3lYBm<(wYe{Mfj+m1P6xmH
zEcm*3VVJ*f1%}07(%TP{{a7PPF^u7S@;mY%2XI`gM|N%$jI)RUSfmr*hfEgK=}wMn
z=C^|{>VguRuEp(sP>nN7QC!?gmi?){uvxzKGlnljh)x6xZ-YrzZ*wl@hE!L~DO4LA
zy9>Wv9YLC<K8?-eFS@yDrI+>^mSB5oRR=eh(|J!&rXQFgYPt+eT<A{7)zx=GwKsEG
zS}^w$G3bVB!JPrW8KW?(pPkKWQuaNzocdFWs>ex|AiQj5^5r+T^A_3?0gQjwj<iH$
z*n$Z|!#3(bbJ0Y4T%-ZX$TU4}HSPf_Gb3LKJISygG`lrZNGs~#+KY)K$bA*YMNRUF
z{x&#@<`cchF<mFa8lpTS5HWmD6K5%hY9u0LiD05C(b7~EbF-vr=oQfAcf~=R5$#G(
z4vF#2nctU<g3`^od+o}A4tuJvLUOUSW1aifmZzPi7x)7eAyK_VOxlL6+wN-3l}HIx
zUuELYJP<s5eD4H$i3q#9uPe;#Moo&j)()hAfggOnw;gBdugE6fS6j~SDuIg;AV#BS
z2g^GYSM+ISggxo2g!g9>ct$a@ZV!A`T6Of(mQ`Rnw7}WPFC_A+AaG5LuInB6tdAsc
z+W|7Enr0G<uYkFrB4>2<5Wy{X6vTTV#XOpzzxNmF9mnAJ)gv4}4&z0zWuO%W6L|HP
znE37i-~#Hy`g-V2rBG6(Ze4uhQ?=$wvHSIrW0gE^SOF|S?Oh&!EZ-Pw@*(oF<wj2K
zFv_fhNPXbl1@{s(G+yp)Ox@8n%;_!hq2wgB&MzXB+W}vd6TiwZ^ak~R#j0rgs<m?w
zSZc?cV{>|1N7{wfar5n%U0>21@4_++{}K#}U_<vkOijY5VxqUQOt?L_o6~00Lt!yL
z*b)2X@8kPdHP~+YrF&}R8TzTd3CZQ$_By;-Jx1T>r6wQG=H~eiEsk+eR!CpHv8OZj
zbQ)qTva_76!_YHn4{jPDq90?UOzj`+W8`gPwoim)S@p0v68ZRPbls@C(wI=-aW)Vc
z?48>4Fwq!;H(Wf2>rKd9W^{F5#YK;_LVl3@?(K!vXvDQfw9`TJC@YUQ!`4INyzrRh
z=ll_zRAS1%2ogwciqOodzWx~jcmRI?0pDH8C}m)Wyp|coDrX)Mf7tJxKsP;%{i~b!
zMN6h`D>{aI{M5R>NiWEB9D(-K8enA|&W6Ddn*`Si8^Jx?`~1djtOzRBb&|<rgT-F9
z$7>4OTmR{p4kVDs&CXN1J2N($R(X|e_yTZz*-?<;haTvkf|jlAjM@zeC}e9%O*0YK
z?#eR?;$3n-HX{=dil-;_kA8nzNqC}jkJs@Z?@uB>{a$t&_-VIvg%9q9j;T+YbZ<UW
z;QmSC6$)~19tazE2QTF7LrXt^3Qgb_+(XERXK8rPqvVZj|D89l9b``Q#s7(FyoTT*
zLw}1H_K4dcY-NIY@i~lkBLJ^FFJN97m%}Mb2;SgUNNnkJN+#p_*Uqhf4P)P<x?~d*
zRAv+~V`0lk7f&~dY6ZtTOV@;W8)wudRUK<r&yDKasrB5VUaV5d1CY(eESBr$C9Qs0
zq#OmevF?tMWZ=(u-L5uCD4|v(h>Q;w^MUI0jI}gNC!!}3CCpQ~_iV=@<XOpwyGGoW
zIn`hp_{*ES0fitf0e%F^x1@E!B^$Z>?=w>N^epff%q#rMH<fEIE$@hgq6_d0Y|ayJ
zk4IwKP$ygh2R%;UIl)-hRLLLisU`ftUNoKD4i)G3d4O;g*O8MD(;a@2YEttGaV3Bq
zJgq0ShpO5$8zW@MS(+g?L05^|k188UdXtqx;upQ;WPK?jIoxX%_$syBFJ~Js>92@q
zIkTAapqZ4YTJra`i+jViZqhJd+MePX{VVq9p`ZCK1;+vVj2x9vV|c>OMcD;=DYlV?
zKfLp)9~8}*l%Kij%n9032_4Xm-VoQUn3;!c@=w&CM2S<e@;}T_JjRKThPX*Ltil=V
zM><M`<<KVNzPgvW&5ih4&cQYbWS3@n@xuLGVe5OT6RYWUd))>;jD{QEeJ;*q5V-Uw
z3twHmll=HtTDUqjPlaPi6p(emyMy4<I~4FStq};>d@55i`Hj!*G*r;%p?BM`3qMF%
zMI{J)s!Snl$nR;*yl>85u>L&C6b$7Yvs2`|lw>IzFfd*8$Y!^yUG>()LeAH=vz}*f
zG|La`=<#96gD78<_a`-8B?MxYVh|hSCohge)NpTWz(BQNZEuL7{Hx;$Z+2T!xSgRO
zG>HcT$cYU5ictXCg9bnRehxL&{gN*n)dDP!!8wnH{w35w^K!V?;y2m*!;GW*(l)Kf
zJ4m7PW-Uz%c%S9zE`ti{++z`V>@SV%1`!8`yd8V2L3tYAN0$R{-J~TYu~TbTqDmv=
z#rroe9G(CAA5Powrnd;At586qiE_c^%8%@n=|;YGGGs$j>zv9?*A7be2#Bx*yh(;w
zy<#}+=0fNiIv|qxz`wWYMtXQ`Ms&obQ^TG%Fm!*KS1KW|=;7|)G}FS*i6eWx+*34T
z%`WLr4p<^*fAJC&D|iwivGL`e)nv%WFgZG~m0$NFQ88U3@1G%Hc$XjAIbe%?{llM4
zm~r=Qy0TZg19P_WC-Se?A{WOKQS=QvFu~%c7d7O3cY^qWZeOIOX$&@O607Gl)u7~k
zSYz+i+JxlOe#w&M8C_9~7VOwz%CCCxPPwTOu6@1T+M|afITwj;se5ojBh`E4*g(gb
zecz@*urc}zp~-0BO4G$78fObJIjFjR*ODHFr9Hk)Qjnlk+#XtJ&55K7imMf-ZM@D|
zo)nbLs8Uch)GGa*^*GCNLw5sHk#A<hiw$w!KU!MN42@i8-Dv1%1YYMc!EX17>_?5%
z!G|wu7ew<x8iNg5j$Z6c?rjkv3*tm2o7=j+Kr16m+7bLVk+myf_Ec}vlm|Lzxu7Ph
zztZqddm4IcMM99bQIL`W>AeWb&vtlCRE=bB(*E9QMc2Q(&tc0(#`eK)?Bd2uoFg~e
zNx-{oxwhs8ZZix&kHpl0nd?XbX<MTZY_O?MS(bxLm#a<4EoW(v7Larr@m7e!N8W@2
zgZV>qZI5x?$Ve??KiDF(wqv>48AR)dPFDk%VAC)N9g<J|>ygPvp_ZatkqlfgoeV=c
ziwxx@Sb~Q3@19TNOhN}*5rM-q*Ph+UK$v!Yw)XUQU5r8lU@7Jp!;G2H=<s^mtqN`k
zpO)O@@zMS9w2HqAIdSETxyfzWr#0>wp-iznFBd6X8Af^CY-D$XslKKz_(<=tW1~3i
zk$F~6b;jMpQ0@Y8a5tny8dO8OYULLV<Un*@n+oJ!oiFT;2cA0elgxj}i(<(--X<C!
z955oS`r~?RAp|u}_CC>a4dk@)Rk+RKldbc}SQe({<=|mg=v1|(g!Kt;OM=$P95Fl(
zYqGr3{rAZV!<`ZJ7+B1VN0)duym~OR58{r2{*n2_<CQi}f<;7m_xHtPK4IAO@`5R`
z=)xm=Nm9<{As}6F<2$m#Tq>?a(}N*Kq-Qo1k1ac~_m2J>UP3LCAvD8gWM(rHU`t12
zKu>ZV@+Gd(OFM_e&nP`yI*s8&qtPq)w%c#Y6#mh4m$4co;rVAl#c}iRx(Nb|!-O<n
zcD;n(-ffmQA>@TKqRT!L`2Wp)ZDSW&aTFx={~K!lBpZ_TkgW4fe<MddHeuJLo_-V>
zz=cuetp!&4`HQwbk2`Jhb}g^18(~pX(g%hQ=ZS9snCnHpNpjjkudOW>BG`UoDnzsl
zUrE-F&3JUFZ>UD>ucFe*(TN1GS-BcdYEv?Pte$m(P%a&DbxBJa2)GW{ZbHn+L0j56
zceeIzcy;`ZcqBsyMsBS2K~x$-jJ=JTs!olqd7^|!?MdI<R<>3lFHKyE)yhKc^2>UM
z)u8z}k|sqlI7&(6L>EX&GWT0=zTt$QM~>vk5);<KCiCG{!QO)~3<Kp(emHW^))2bN
zF!bMLtww@r%N%{=s^n>V6J1c9j><prAU<)9ujwH1Wg*ej^SZm=21g7Mp-#vOvf4Z;
zW>low*G1p848){`a@Sd(prs|8(5RwICJ}G$Yk6@Jio0(P<U|n@I3#0oo|77d2X%9;
z+5Hvyu>w|FIKlmjwm6Y&zh&sfjw_BL*qigy4q$5~(j5lwBHPl`+FM?)t*BTG&}=QX
zZ<WLodo|Qmu0lx10))8V-N<~7W&@j@5=5aCEP4Mj0YiL=32>Y+^7U(>m7!e%5HBZP
zH)v~H!qiuZdlLT?(MHZ?W12QZqI6368TTuj-MYSng5}H*as-J9u-_(9_eEmfX+Y`v
zcu_-mnz^!~4>PF6vpkD|+OE?Mi0|$HYPRJd-1~Y_iTre-f%CLK1fBs40Ijuuuh(&b
z{;xDsck44hOx94HBE8wu8wdI#@Id$2gVo2IZN$#w*K<o9$BT;FDBGZyPn9UbgNGjc
z{mZKuhUaYweTMpd)dyXq=owZM!oR|;2px<sI>;g|Z6X{3WC!zSX7(<_Kf~AoPs+F~
z&#a(-hSB-=q=a2h)Xra_ARX+^4^Do)%XA{x%X=8kUS8|hu?|{Cjkz~#P5D!IE5H&!
z&hjxUj%477>@<;?nD;#>!JmV)rvXN(sd-3lQ=iRBeBSMP`xsa0D0Po1z{j<@u^4ft
z(cZ!oxEj&+tY$MBx@P8wgg-WtD6Pus$wnf+Cg6=!9)IB1uGJkocysM(?}fxXbFs9$
z`xO3A2cTZ+UWP{xdU$$BgF?!5L-F7ig0|3oQ=og$Aou0_ie}eUb(}qYmDb4Wzsh;>
zkf;)EFt20^68ZZj*s{lwKdcEh=<5^3=lSlgz-D$IGV&GZZTp0w{701C%Ul)5mgVgx
zBL|AU(x3XXOCzZ^2^OlX{+F^m>)Iwp9@8w^o%b*r7oA~DE-!t{n+S$g9pFjNXL%wK
z?unTH<6D1|x@Mibl!pWqFJN8YgY|eo*vaD+?nO_KxJvTL)mFOcz6D_GD1^Lslo!^R
z0|iOZhD`S37yaG&aco-dU0+trG$A7x05u~auj_<vBkT`>evt#bh}XsAIDosn^p#zK
zSu*kEtHGq%?nmm$lk0n`RRmM?4HN%v_S9w6xcC#tWOx@;n?+=3+a?7z>=p4N3VEDC
zz3oe0g7%)6<&BZCEcWlJwpaiO$-u9x2!aPpW^>Y0c%@MOvAP=#=5QjfKz<fZ08QsY
zWS%1%B+XYjpt#|dk_<~<$C0OSpRSMm_AlkglcRZbNiG;ZIbPudBl646zteTT82oVv
zUy1m;YWyO%ex{goI(?O7buZ-G7#+CVPDYnRIlpe`A9u;XyV)e($k@W4cK&Icr%v&#
zqZ#q_2eP-f?p_H>e0p(Xy{eLb62yG1Ie7(PE1B&Ny)WUQU!nX1kl;aU--eWnh?Sz`
z7mA5$Y-}Cu_vU--(bJV25fmWQJ7pY{2><jzo`JQ>y^DVPW)KTjh*2;;+l!imUEW*!
zL%i~M>iYC>6>pr?EoNoTjPb!E*E9cq(C6vBO2fnB#r2nYQ>2y7^m=XXs*cYQZQP}q
zI}ZKaz!N4HQCM;uHm~UX8<N5y;?q6s#-+fg3cWW@_KviOKGRES8UHiW6#Y&Zr$83p
zr2uiHz@`kt`K!@9IBD?a4{ZkyBBl$w=VV4u;C9Qd;_-YLQ|+wx7R%6&^c>y5A!d|g
za&%*HV|b~OgPrVJ{_M&7x9BUuY-RmYe?#T(AvDSCYzxu46cuIFMNvp3d@Hk4JJFds
zljC%~XIAY`10xEvH9eZCrvBv+w^gHuUTj=xX+~A#xB<LveRFDt5zSmEI(%45i@O=Y
zj7aE}%jI7x)I8f+VOey?StZRO+oR|%m(|1>(Ts=|5=l&$hf||5BybLP!HEeE+-O3B
z`=>Oa;R!I;%WOX*(o$kTpQz8~Wl94?UJ8~;{;&tfb4f9h%MC)^XcR+4Tr@^!Qf^4&
z7R-2`LJ!ePsb$*0)HkZ%YwNR=zsOZl+MzuKDR2XtFqk8@$0yh{3wj~=na3Qy%hDN4
zObyX-Yw~2CoYl?sp)Z!rHw?^cuX<`!Y$uQ~*NQZ$!sD_Jtlzr-z%rH6Ls^1yk@c@k
zLI6&dU~Qb9Ik3i)_|id7le3>6@4|b)N9|P_7Xd2KKQ7K%rY)H;=Y&jjb<hpkGNUKD
zK(hv<zqd8DqP0(+wN4L0mCNzYoMV6{COFKkx53H7E}U+jLTrffhrd_O&mcSy*^BAb
z>*k*Lg=NMh^-3_#e6x3~jpOy9sqlU#Mj>8w?$oeLHyEl!&#>Rt4{rWU&eM!dOKNar
zoBdw*1vER3Kh78TwX9q+@AU-FzGzFYoxT>1@HV=BZ32A@2S+PWKQb-3!LcR|mhv}*
zOVuL+>zh15VJ@YM&)2HhvA#sZtG(&;hq#%GxVd!Qc`Ng%X!^TV%!E-=>B)G<quuvl
z1R1Eq<%ff`-NqCFMhaO4XZR&^I-svFb&Wga4^ll;sX+_XSJ3Plv^}{?u||2*VM_Ou
z+Rke>dDXp(l&&1Q$#?~DI)q3oE5oFr@*VHlMw_>rQQ4><gqSa8a79fuSkuMXX>C)X
zjfv;v4j#;&L(h&l^X-296>#G$p-Bgz2WF=>Jv8-{AsL$C?htarhU!Gu3-#c!2u}`&
zEqw`gbBak*)K^<9yb3`=YSdWI?`%OqSA`GPo&Xw~&-;kQ3f4-FjATRj4$wT?(b5i&
zrr2gb;<ogeE4@9eC@sUdxkc8c7`6REA~EN*3+eKrdg9<k-G1Sne?a?H-h1nW-?r5L
ztM7poqzH3S+tTcWZHqcFk9e)`j=t3FF3K;5UX!K{xCpgf`?BRcU&|d)F<w{KiRNPV
z;2H}mXu!jib9P)A)_086qoOelA&|5~&SjYH7x}q{vhPKSA5g#X`OEJ^j#Vprug}>E
zQ^4ZkN4S<5VaUhlJTkj+#uUT2p!xMZK<gFkV8lZNz0!7g3k!0{dUnFkmuYF*4p-#e
zC4bB2)Z65*LI)tq?-^9|4nqY->&#E@o!w*3r2gZ}R0zI9G|zs92GR9l?L3Fa^v9)D
zjc&!VZkhh$i6C2~pIX+>bS&8WyFcXUevem|=Q%4;otHL2kpw-!YePQ`>lZ1>Ob>@~
z!Ms2PU6(tE!GvFr0g?TJ<%5m6zWS!mx%$)vT;n(C+|ea%zY>*b+V|dX%0RuhK-ZHg
z!M{wRP(=KN>MkB5DcTp~p#0noTyINX3QI{ivhmZzS^GSVX&~xln=Ser@#}|{no8iR
zDy%C9uCeY9_$|h%K2aM$OP$zZ@g~lxHPF||TwIsbf6S+ZmzA5X&$=D68d8@&hOK~u
z5VmTQjFZjI>CAB00Mc$2;P|yL{3o79{I4T+HZwV*OZk(HHWUJQ;0s^MHQ%VRR(bzI
z$Qa)Bp1z)UM^PP$8S$MhLE%eMC=T5b!&_<~e=S!%%8RwnK)0$2_RD!!#3(5&cr@57
zXs-RL>b<kch>Qk`w1r?XfOo7%uPHb1acBjEmKIEA4N-R}*+!<fwt$H`JH{CpEd(y3
z2`}=0Saw7(3UilNaDkh48yRy$Ks|_6Tvl;Y!@ya+-~?=g)8jx{AHqC2OL&_^9~U{G
ztm>C;yNgg(2Kc372G(5-zC!UXfSE`Hp!F|6X873Mo&!aux*|L-T*<Q`8P}Tg<%<8{
z8&b!wcywR#%v2Bv!#6W2;-Gu_m_C`5UM>jTgWZv7ur2|(p+7CXLXZ!j04I18><HKT
zis(zv?fKPep=Tw77SmkE?5&}^IfAQH=^2SJzk;TH^_7jD;#>zMp73fAx&M~M`P(a<
z2J>p-x|#^;;EFBa!X<X=MB>z2TzE78e#;D{bxwrkHM@4@gK=mJYs)BzyPPM>Bitx;
z5g@LdHZ!_C<^ndS?I1R!HofE6`w>;NDjoI2ll<D}p!pB_gCK}1f*mhGR!j^6hs6L1
z78aI>*I9yPHNnWrDhi+7d<R@2weZ60WTsi8C!72{Xu{Un)pg=A8W)tAE#Q@uOa0Yi
zn&?G{mp7w34=lXww+%+GzvOnd*shv@wSuy}ot>Ro!8|KaFfgib;GzI@bo3x9xl}w5
zzjQ3#XMTSEQM0c|c&wke?T_;q-FFA!V@ZT_g*2Jd<~5gV^y`fWVETHjZV#vKx@v1{
zx3)>|@SoQ|m{LEmLZT?vD4ad{p`KSwH!b|gex>id8ivty`-5JrI^UdOT@hTxbPf4!
zL4_pNXQz(m4KIVKi1pf@ewMm-7pI>|JZw6j#e71ccy@29ZTl>kU)^c8(pj;7?&XRq
zC$cO_DnzK!_dV*OAovFioeJV{uoAKVj+5$e7fOFTkZ?WOfT=8c;Pkb)V^A^{`KSTj
zx=6o1bZfQj3u57>kv;r=r|fT~`O8+{K}g=w{+AGIDIO_M%`AEfw*hIb`gaS8sefC{
zs(2^hEWc;gi>w^4R=O?UA&|+Jh|;sMl(38VbbP?1?}(`<H7=?z9uN0Ck`z{suYiUs
zCaU!Y=~N_`LNh~hU_#QUU&+?I;+~j42t2#(Bw)#(Uj&WPY@qKmkF2rTkzr>T->$|E
z+tpojnWH|2)COT1{zYWC?wfh6yNG+JvoymLTm&pr%KNS%{)Fs2j=HefKK)d_f|T`v
zVUT^Y-uIc}Pe)-+8a8Ot%rl^jh3`cRpqK3(G8EPk=J_V8^rBCKOSeU|f<V@-(dKMO
zRyFVwY{6d8=+-6NO`_=q&lXB)R^7lK-E_hJ1beu}AFdvnNS0Thge~aSe8%ftT?w%?
z7f899)ePSOX7cApQKLd%vO%My(=er(i6m~AjfTKdZaixfisoJt_Kw{H`x-dcv;til
z-74QM;u<P!3aZ+|A8X)oPAzm0Hu`P=chk_nCfk>d9B-3{psuuS1RHyN810_x{M0cH
zd~fVNK2|stC3^$;o8vQYeK(rQ>Vre9lgy7GQb`Uz=|6g4&w#N7qG7&zlQ(c1qU^0*
zA0%#tf(a-eZr_71j9pQ=k>Hk^L`kC=)FKs_(3b$T+tfbS2S7eU6pKvS2;?c-WCyM-
z>K?(|@F>9zwAGv|Txrf$!`OjyG9jSb!uITmHPc`3H+Oc_Hwat65pC7k&3F8CJV3A$
zfEmvD*WY6H@-TcZ!!fop$mbZ2A8nTM?kXR9@-RZgJ7LCsD96Xl1F0&XM`<;7HFF5V
zbfS^F1#_dL1fx*wv%xI009T&8)i#u@J=RxzLt|pwL7m!d`~3n#LSy1seHgU}xs3Fc
zRs20ZUb0cy=rXeIM4faK7kT?VzEMeJ7Tlbne9d5Dw%!>Se|L-~k0g_^@72nB>LDxH
z&c?*k7A7WT?89zOQi+Wz%-$-*g)RgnMb#4Ec5z{7gi*Zl@iq}@!Nh3CmQnU*kcW-k
zZK*2ZSYhvD`4cQ=CMLKRv1gML0jX&LT~W@gq<L%kMHDbk>%B7u!4K1_jQGb>tEB6J
z$oBh2CW#co%`PH|T~rF7BL8vy0mK%{@-cPmIiT}g251o!+vzW-kzX5u4T4I7Of{Su
z9z==9Tkb;_jZcmA9?xp*+rCep%sQfJPWjXJwH<9w(2jL!0On%fqzc73Xkijd*bEEa
z|0Cj#-23$YQt`{NF-=%P3AFdR+?>i0<+!Rk)9~h`gqja-pF|tXGhJBZU0vVVWj09N
zPT$DNJi0o3-vVoHp3=kZPQ*i(u9Jyrc0$pxJLCUh>MYyhXu7VQ1eZaB1b2e_;O_1c
zT!Om<2`~h=APE6Nkip&E2X}XO8Qk68x$fu7`vbcB=&r8rs=d#(RwRmH?;e0nHn8{K
zcO4o$)7E4_-}j~L^h84Yr4~1!9PXT%;=iB_hvtH4dTY2M<Tlb=s7;x3a1}3SC2#@H
zGiJf`VV7Cycqhb_GM7w`%B~V~9^Xj_ButT;{Q07j9JA_Mqe+6u)#cN}U#La6tB5CZ
zbrMB!4RKxPUU=GB&hXw>gfgV3<^~B>BnH2)RM)P*DW#|%%qvUq_UgPk-HGTSz+yPt
z1k!Z&@?hL~I;2a-ODkMQ4X4R-oLD2J+IEXVW!AXS-ky34LIUUy3PBXu)8EB1nP_~L
zdCWyyv?QGFBlBM^+pwVRBR(O)-ZG6GZt6O@ScYhDT%dSK-FisIx1igb036l`UtUN@
z$PTHYC8LkK?-7v%O()UHCYuuRp3|8RSbj*PzP1bBW8s3YrM{YA!ut$Wc}igIGi5k*
znHZ5qFS6C+UoZAwyY=t0)%Lv$gtLQpJWq{X7fHEWj^o*E@E!cN#k=M_zVUJ^F97n@
zrUpHo$^TtgNBi|6#80~BFuvF+b}V+HrWww`<ZOC7{Qmm|?uEA8)P^<Ny@mH*Gy&Lt
zG~7#&DyI?^VmJvN*J~HW#zpd>zO;3QVGw=IUV`exesBGfX2c#IT@hrbHnKzW%3+up
zSF*Au_Gz<xuD)}aUhKIgX!xqgGS&eGk8NhFEARxr4J3>v5=1Y^<JVJ@$yZvN@13us
z!!yqN^qd828<Hl#0qe8DPTY`ub}U))xkyUt2f|AaTu(hF5=plzKUmz9i*zP2`EZ<L
zw7ooSP*rQyws+U%%N>VnB_<X4Ry@9eXRd9&>EL!^8tz2@OZU1_EM|uNXhXQr$t{-5
zk|dIclcOSpw=}iI^uy*Q*x7u`{RE4@lqKl-xbie%ZRL5-*(-E6yxBrZ)TH*RE*Me(
z5b@4~6R7v>Sp3WUEuiv+PK0<Jq5J7R)8Ypl=)Rhq^K$57m|@drX;;wMVrv2z;YasQ
zyuDtJH%Bnn+}-c($={5$xzS9D+`0CuDil({BjU}EO!{)-avRnRq2yil=V-@83_)?8
znE4HP!KcG;jvlaHrWlyVI1&K`)pVZSp)Y4vU^>Iu`>}Hp!j5yj4GRN!u60@eN@s6v
z;I$53^yeo|1KoocI%HV8$e9qgc3<0(uj|DdOsz{FD~a1K*lCBwj9Po2P#nEQH&ND9
z8}E3ZL(({ZqD-9QE(uWe7%!;mk);Mlo{+GYvycnk+&&VR7f@Z_#CMN($U}$6txU}u
z(fYo96OWJns6PJS>fbdh8)5bhh}kyR`w5JBE)ftYiFUoyziV#(L%6T5UN*ig#0e(>
zW>x7fL2W7as-hSjmK-hPw)28R%etFrq0EaJ!mogBL!I?jQCQR)`*pKjWOKka?f%(d
z<z<(RJG?wWR{YnWFwuNAiM3Uv#_B!#l|}cDtNF38LTCdfHFldTfqDJ0q_H6t2rNWA
zyPF6VdPV58Zf@m$@00396|hXEwWcgK^i-o}p#DC5-UR2lT__t(fz4QQvwS^MNnUoa
zs^;^G|GR3n8=0k$eX3t?+s0abtFpbLEpi#$a9cWL@t$)ksI;X_%zgGi9q(S5Sg|VP
z^~QznsTug?=#b^u^psC&qq7y7mWkI-H>m@IRvoLxtb|T1lJ>t4nqk|&jzu!w;y-dF
zbC9wh=SDs#GWtUozw=1m@8RDM4PhkF<u4ei)7|?UXmatT6q#5jCRTEDOfJbmYL&#D
zS5g@oq<zt_TSrGZ#2gqJIo_V4aDM(7xX2Dk5LF!;u5gfQ?>kDX#=*hGMaM7MwFjvf
z2WV?&r-l-i!8@H$ma;MTmCPNw=^Z<$zU7nljxvQ$@A~l%%<fhWPlwVa#=B9ZUJZ`M
zRK@)14*QMMN|kJuYZwNEZN+V@(ISgbJpZ69caDvG9FxL){g(fmDcqW+?j=-78z7?l
zxpJtJ3?C7rp0ZSKs2`rq;O9-XG*;xcpo{BslGY{<(dAXwA<^-{VJO+{jcY49C6ViM
z4Xe&|J>*>qvg3~Vi2V_IQxgL#0qT>TI={5{Y9~>JfZk+JrKNFf{J(!21%8`N4`5UU
zs9#?ks2oa{oSC@rLAZ<=dt}{POWhzEE{fCd;PeNXo8o;W3;XnF#%l||Y5>5+(U_xe
z;fq;q8{P*PNO9wmx%=oISm`I|&ef>*m$y|VNoV3LVJGsD;~xzG1a*j}oa6j%VfH5(
zw_1ybPs_p7=}Z8E_^GEtTx4+kWYyN(Zz|1T`V&|L5+B>S2GqL_p%)NT+;nE@Qxi4l
z1Z3J*e<VEm8Z)0(YWs=#&NbWe+@ib^02*P+w>;PU!PNZaOP7H|Ablyzr1<t+(J*Zy
zp*d5xn8BwPzs5F_7l+&k)@iT_tphV_rwtRo%+Rh4b#;e?Z@KD%x?Lel;qrT*^u6US
zwe+2Nr9{*k)Q@^6(1{(}?LK2){bZAnd51FgrMakEdBv6c=0bKgg3*x;bEma)fiHdY
z()Qmj4~FaAl)S2?!7@%G4)Ry}H$d;uhWGN%IolRojxJFRoodR&3obwk-gRL3Yzpen
zZ}pw_V{;zcFAX4->y%};kZ%h~-F4w7flg2>M-=BsgpA6n+=kT|_o7^!@r6P50Tmh1
zfHCn{ddIv*o#Ft4&t{62D8@L$7eRWlb5{8G8g`f{N>vTTwO=fDe6(q4*gGj=q}mA+
zamFJpBP!!Nrbp6ZI|HroBeW0JoA>Tdr9M7a;)aTzh->?On9BDHYmP!)h{L{3_==tN
zxy2hVY88?tKuem}Kc49_{$7sfIrq1yDy99J#>cl;q<`J{oLdD0=fCrQKBAZyEKUKP
z7F0QAZ#9drU;fbMNkf^EHgK8hz?Xld7F2CfM7o+=saj?F=mnkp^tZ<DP(tH)MX-(Q
z6D*o*SRT3Eh!g3`&*EfH_tFQJ>ysZx2G3kYYNi(m5Fl)4a|pBq<&**Y?+>{M$OWUH
zjgTmgip$a9HB&ymrY2J#oTz4LAXkuL$#JeJnllNhE(amk*cz~RidbGPb%olMv&_&x
z3zuqd%EaK9$em1f8lszUp*@ZiHw%zxpw6>cR0MqT1^hX5Va3I55wI})T+z)gsuFG=
zAPL*se>YXm)a3dWG1%F2+oQW>@c?SA_;|<bmlyqs@Yo_)T3C2;Q64pbm?P{F^+|y{
z*2yu>_0^ArbkduojlU|s-2de0C^%z`^L{`Yx=ke;(PyR@_c*d^eeeI??AfsEYIKEQ
zV!=?NkV_<>81IqS?T4SDez0M>afEC69O1TkaJ>eHPOWEHUJ6RR724U=a+0z~VQ;MG
zDRhlpMzIb<msZ|}mFnh5PW;pJeU)J{&y7eB?iuyHo5&RqPUNcIa7^}|ze9Q1dhQ&X
zHCe|zBK_wYs*(u3$cKv*zymUinToZg9VOLj*+p|IU}>;N4-cx;pIVmEwR<jUh21vm
ztc&F3(NL!~kB~0ubaNDRZbr&tKE71sp>(_#B?khJEfE;FpIlU*w=eG<PgBYVgN1iP
zH=jk)$z>X{o;*O<3k4R(_rLx}MHs=%Q-d%5#_!br`$weoj~j)R^|9frt;Fv~Zc6zd
zu)VY7-RUZa&*j%guHQ3v5Bp%=M-l@AgMSnA1*+tapyP$AYhfRl!ymwZZ+lxZ0H2&(
z71H3a$jK)txDC^}_ro;h2g*TL`}W{lDGGT{n9@U1T>QQAp6_8%fy?m%$3LaN>18Kk
zZ2Gmx1*%{fm^5U~|IVoOcFBHVcsS>l5+&>g%P2yHl5!<v8j0L5^NttUU*`38FFq-0
z4$8!(DX69fV{`QlSrMfQRoOXsc(Tse`iN9)CPLC`4a<r{+xpB6?qbXNTo^wc@aJ*c
zP&B-(DynZBIF((4Oo~eT>Y%=a6DIyc5k*A|h(e2a1gxmw9nj_$%VQHA92lcOlptte
zq4I!tVPOD!s;chRx>(;(kwrWpMiV;{7E*^c*d@+owze7WQeE8<a@s}g)cmBs-7)Hy
z%T&xqyrQ{btb&k%!`GIP*8VZwDC~9ZFceu67x(eiJpa6hJWJ~f93-ade9;At8l>Fe
z7^rMgFr~0j4@4ACb>2#ckWoP-0wj``Hq1~S8*1k3#p6j?X^1l3rQaFgq?Jnjolv|7
z4lOMS{9N@wnntRZ@Wp(Yj;!@4Ebp!Bp}NL&otdNT!6w)WB>?eI0!2KjF)t1*p|i#>
zULMZ&;c&?{zcNe)6D1wUPV<sCi^gKRJmpwnceY+2P}|TS3g0a-^0fP2nATl_{Pg-p
z=1oPL1(+ch9y3EiS+?_dnGoR@E}H-m{gtq;yBbTJQz#)#FXo64WR<i0V=mbI`mE3*
zI5w9IS@jk=8@wRYWBn&f7i)g5xVY)7+bHq70j^&Bd_J#+Oqi^J3i$aE$uYifxnsyB
z75)1NaIxhVu;~ILAJeW?x%f$1FdZ}*OUK2##5Tmjo+Ud?j9n9*$mdb=gKqlM6pTsz
z_`>7#FH-=1VPmWNci&TQMR}L?8s5(ZlJMm(hX4$D1nmLFqWtl~{=TWS47Gx%ktFkA
zdxj4JwT=?ul7oiA&<A7zWT^cyrwt)F*YL!;uC?EFRcG%torj(esR&cKMNhf+3NXG@
zoz23+gVmwO3fc7+>T)17)763+wj>6y<|hKnyQggKnIrQHbk>0J9onkumVkL)#gXe>
z*nLC5v3?M%0TVI+*m9Dvs?GJGR<$|FVgWIi#BF$TeOjS~M5xS#qXb(tuNe_!;M}<%
zo=WKY8M^^3gx3hWdbq?DYKGm{;BM0no*5z{;QDu-FxTH@{Q~&8;M}3Az!JFpj}YG9
z3-|1q;h4VeZ?m33IP|xI&;iBlR2I1HWAewYXims}5>=N@5aw3(<l)y3&1s5V*+>tC
zlYF7cVj|?npJfA(Zn|3IpO0u0wKDRb=}&SSwP0v~sWAhU1I=F?FaSJ_0{zZ`5}k0f
zOP|EF=|%Tme4mWsQU_6kiD!IZwo2TUHpAnO?a{{PUTHWKLdgD~?9_DHHAn(Ng~i?E
z!w4L+!pL+(XF7B9mr6)q4PXu~W_is<80N(Zd(KPShlKZ~QJoR1ch`sS`GqWxVMeF;
zn=-hf#KCEHWMze70oIPh@plA(+A6pdTBsFUuP;Z6i>NmNWdN;d=c=JFF*ku-II}rY
z-~w$9iePEWdvF~GVbxjtCa~#IAPBhDBN#w~*3T*hB0EUfS-KS7Y5cpY2i8J^fStSd
z3zi98uLF(2Gpo{J>*V;9ZAyc^fKRlIx>}(H+>atB9L*nJmJeblZyV1uVQ%7Hpr4>F
zqX|_(4=!>?!(75zD#Y^X@$9Fdl6z^2qQB9^QIjUrpQ45^Jv$KKkW$qid><OKOs=-V
z`fSdZC13N`Gs-s`O1vSf5*^O-d^6ID;Yc)|E;I9+#?+n*3Ge9bIq0r+!G{K_8Y&3Y
zAGM+D;x9_XDF|&%r`alo3cK{5*)tOoZv7PK=?y<daKSrbB}CuXYFuM@Ius%yReYuH
zkc<_t8SCCnl!O9zKZ5w#(rPV_n<pqB!LiR67%|E3e>qckh0wnRHs6!qL`%=|T$}i2
z5t|al<Pb-$-(GQiUC+0WE0*LZA3k!};`Ah0pCCI;xZNntgYyYc&wN3x4?p7na6%bv
zj|ol>9WD%pT_wcSH}fjh%bkN_MbZG&NYA=9;*{|`Y#R|!D0aqb=<w%{aZu^ATbcFJ
zKyQT2*-x~p#V&!KeS6wHb<*bM&8@PPy#p5>xC@3}=&C%Qj03s~hzv2L$$l8~%BCGq
zo=Yu~S11nBK&%o+@Rt#$c^|hz=DleZJL#aNRlKtl)L}aZ00li++@lCObz46<{=DCQ
z?{q}-)58mf#7C8!{|VQ=vY>|xFLAlF-?-amxp!y@#g@H(`PjC=kcYgzj7l%f+jB`2
z=~Js}v-(pHw5fg1+!%!|+Oz3N{Rl*?69*wYwjBHkOvPgb;$Z%Q<9ojC>$FxSks(p-
zbBrM@C=R>B=Emrw82_01Z_5z3%G3Sgcnt;fwK?;qrYFbxV7y2O4XrV}zCRek?X*-{
zl5-~9QsOLA+TYU^M7N0t<}0{)`Hj0zfjR#sl69@Yotqv+3D|W?!+P-Ud^~9XEKn>m
zp+Uf9UtV5>TGvnPc7@s$Q<1EdZCSIXfl{u6>g+PRyPvHgWKA2aw2@!=J<8txAdHhZ
z@C=L8spt=s0muG8Y|W&?DFdU0ap=5MZ^;E0H8Nf0Gt;KMlZrDc`ml0;M3BR?y7rpG
zgD~?yHZTpM9jp;mQIANUi03U&MIt-pR;Z!TVt+Vsq&}3@_;Gv?MwtJm8`{jTCTi;u
z5Qw0?23GG?ww0oH=W59DWT*~p1qXdls{c(r(RIEjMAT1!(tE+#?ds==Lgm16@mj|0
z{py36t|Hvg1^>d=PIh^f{z>|CNs(kohhw!=IPtDF)WWjpzZWjg&|75NMg3FPSDX>K
zQOS+ba42?il;xLDfI#8lyDicv<vLtad8*ysY6brXJZ&iT{4X~8%T!%Vxer^&#6FV3
zFjOB#l*=%s1krr=_!Z@<y^&JuJjNg!z?ROpHjGNZrASN;2Cj#U-&GO1QoL`tVyZpt
z$l9TTUyx_NPkwS)_J&*a>f4-`@_$QM__5MHFT0KS*$&QLvHAU%i0;r`<YYzm7c<rm
z*$I;`R;Wo<g~LCvoM=0XwoqxbT)sV6`QWi8X_@~BBPqLuf!xVbEvnuURDE^Ddx>!J
z=p?Mu&S+=*cpEJCOz=@e>xFj5b@b-J#EA-JJwgJ&0h*v2nFugm9--N)H+bgve%+zt
zguwtJ-diHz5KB`(6jZ<DFJWT9plpt}rDpc2>}>kC+hza{3N{CW-fx{u%V6Yo;gt$!
zOiS%XHI2vu2g@MOMxz`lOf*M9kB0b(+_t^Sg5sZR9VPrSo}2`mjny9(>lhEYOiIh8
z++t9Ld3Lz(<<o=I-GW-An>tkmd@!b5Zdla+#T&fjrVDiZRy{AdONe@7Kc?qF+^5&t
zM)_3__#Q<QQSOuh@Wd7sr`jm^o3ee=W#}<F*x~-Lc%M_9ZTX1o;iq92Lt866K%S-g
znYkA^wci;tmvuk@DF@nEA7|wE+-e4XFz0?D{h~W&jsN7`>1k^6Io4(#0qhJ3*&0Ck
z2%hk+7vo<kQqN9pQZum00LcA5#`;y7MfUl@;CC-kIAy$blxdJnpf!>2%kYAICP3ip
zA6UZC*!Nlp3o8*HUz2#ab9txr1<!YP6HN{W^}L}<3>aE%Q5yW}f+k|%WZu&$Wo9y{
z^RpAO7QXCN1#N#~1^H)UC7GB~#E#*<wqWGq<)r3(JTp=Wf65R<=EsUdXmEpyzmL08
zx-smsI7a&$fG1*N(iy?B^z?x&G^rX<-U&i&;a1ZR{owTTm7N0#luSk;^hnt*KTDSL
z&GLAFq0gRm?)nmm65Lc#7aM0v-HQiziHS=t&e~bKV_4gs6yj6`8`E+Yupg*duG^Y*
z+s{gzJPTpuz-3o0667hsk=urz9K}Rbfp+J%;SR($VxuQ6N8882_Mk-h<;96`BoVz>
zlSEgkTA;lBq$lrto$iIO=FYa=bauK?FY`8AsVcjj@)eBHBz$h}<{BME{y$qKtn4Dm
zdP4ND_haeX_>5p!5UOmwx`zk1xrN2%ULVVAf)wP(k9Vc|by0K;ky2f{stLKgzX|1x
zVcDl$jjr1h4bJOf<MLf;S>wnwC~-8czYOlyyte^m<8qv7tULT@1gt%<xYm_(uIwXS
z6Mt#v%~XDOtL|}F`%ck$XId&x!)zd)Qm@J!L3z!7wir+Oo?77dR|z-GjXw;UL^wD{
zZ-|m$9waul7l1u1!m}{9V7bKxeiR;N8GA~^Coi2Gr)&J9B|(YF)@8Q8jpLvM_nhb&
zZe&zhe6AJfw}#m!dBY3b+r^vQQ75pz`GC~f+l%3~9jY2VHpKWNI(qCb{p43-87cA$
z=$u5R?U8n9m}zrw?}sQRTX0T}=jB)9FFbO72iflSANUVwL=3zGcOA^J+aZ5Lp>ebF
zQO%`(RXlVjjo~_Alc1&|lmVgrM|Ic)wg}1<4@botIN50~Na9l*b!`yib8)ty@5~Pr
zfo^=3R@Vk384XKRka}SY)(Z<g0NCLC9oVTlFhu64ggzH{mDU`1TdfPH`R0+1aN|>5
zDMSDcuN_TUB>eJSCP26CAJ)O6V%Ntm!9YE~d&<PCwIBIMmc~`Tr^WZ@K3u{wH_mDF
z)xYqx_L1kj=loUo-HknCYQd%Ha`g6Z?H-+ej3}Zz7cNmqc|ZZ&cYB)IgT+pnehgp_
zMwdWZTS3QN0T-4qTlOU6?C!7O&)DWrH%q{ZLl2)o4j0KcAl+`_XTSgfaT2*n#F=V7
z^>>gLcesKjKxEMsGpD%)1`4jZIZ|k05-rN99(5A;&)#f|-U4ni%fd;@NNDe``@Kt3
zSKf10eG>k~zyiTZ34O#p0to1d1_9*w(-dT{bytZRI=`6*r=|fMdifsJ351D-JX2|Q
zUFhH@-T&DnSSdFQwraGS)J~ly7?!eNIh$6e-9{5|Vhd{uep<#dV6*I0Fb~`3St?Om
zKQ47g`(2ZW?ByQvv<Fm4TDW$5C(tN=(A8O;Z~(0nz^|GX?4H*7S&HL?qj~q0-)&ms
z#hPUZF)t=Y712XZZR6=GCE~R<MZmChzO$+~@%?O88aeqlAP;W(shtv*-N6P$XMPq4
zx-k+LN5C~{KTO)Aa`;X)W*HL%F^SN<qs?q>#&^=e=ex8s;6tU6&?L1(@QDAi;Z#mZ
z%3O88AK>A#c>+^#wgJ~<j$24K8C-mgEWfdcyig<L2=I02?}v;c5)UBk5H}Xp#pKWe
z0sFhS#A)MV6=zP=w~mevkbZ)#S>d}`pm!T734+S|(UQ_T&DwA7_1yid5^$iXGQ!kH
zpPb+v+5$->;P;bg+2cYA@52?K+yW68lL?LM=ed24>J(G3%rlKI3J`E9jzqtPs9Qa8
zwBHgDGjpEc=Oa2O6M_`QI3kb`Ykj-c-88ub(ugjK9wJgfN>89S>al9nrE5i@ENUg9
zXDZ<s8YO~wT;!sCqG_sVF2|^OZt{dM)ev&fCh`$%vfTefe3(u1b9>B90!Ud!un{DI
z4b@{bLuUyO%wzo1g)TBBA{o4D)Qt?n$DjEg%;s<$kliGI%zXGVL^Ps0)cwPrp^<14
zjmiBa=7Wzy;(O8&Y!iK_1w_1E@7`4+i04f<(EH63e_&~-^xYcbr`|?mt<Wpsf0g2r
z!tC?TaSt&wz1H%=l{=5YieI30JQ!8Z@!vaUdwU5uZClTc^|p}?)JTi(zf;UjiaW%%
z&>}jh<@ZFc*!{e%?hGVblVjH0TK%h}kJ)ZhpfX~^3h<nWF^V81vQG&1e*hM3E$zg)
zMx<kvuG2a88m0=Rhgo~BcQ?&@m?tZ&Atni2vaq<!cO0}jI?yi66yOOgD5~X__Es;D
zTtD83n48!wPtcdagvo;inwu}vq<>RgqIHjaeX|<+y7F%cjS56FuthsN5Z?*NfQO~7
z_q!}SR3dTmw0ZPAb}07%cimn4FRs^~?~M(;(E3G=Lqr^puPx})IYJ*x5P?ByZHilA
z+)`}Nz<>|mjxPy8PdzfvFrvXZ;0XKKGi#yu2Zr@F>iNrsmQ=u1$i_a+V%(EpEm+=Z
zzT~Y`9OQ~ezpj#fx7tz^v)ti6@(Yo;)Q28k_1or>d2BXn9v&m}l0W&Cv2%FnFL6FM
z79=)5|4;n{B7q`Akr6CetlW&EZP*X=Q&?^1<i*i%;t)Cf9MPYn5|~H~L5?(|7147s
ze<c0UAHHpK<mxa(u0&+Mxrf%}`9w!;*DVKo8oAWtZaeAAZ=Y<|NfMo8;bt6eWv`OK
z@bA_taXmf}LfLZ5?NC_E$bFYFbb3<W6r|~!0I6xCJ*6XF<5ttsM;NCR%~trLXtB#f
zE*e;H|DgQ)Sk}dL0z~Hn9u3I1gp*D*Bh`o^QZ~Nwb0R4I!;^+F-Mn4ovMK3D)SU@9
zrcquHLmAH!y}DGcvXa3B5W9fNPq_wtEfzDY6+%<&D>f6~gDR6yW~3!SLAkJDk_l37
zgQ;}aPpNNv>(6&AOQD;AgVvgxZARUy(7ZEx!duM|*ZB@g(izo*WmHlUX7$|C&T3+Q
z=*_TjPy5Q4*s)eeuS$Ct5<IY{QUIc8K_JP&9Jy;^6NBNz*^J`0cz}K#)f~BiDTvZn
zIeM7<?UB(g*c=X6iEW{Y$>vc>ZK)P)>E$+g<nqBhye`XfVooMVhZD^YKRvW=RfvL%
zx3|I7M~<mN#;WODrcGA*^f02@;e?o5q2`LBsw${S3OzC%pfozFo>b=lo8RYbVNUhT
zXAc9WgX9folzmE><@bR}YzbxpSB_;tZ08k59^2%L@6uZ?=)bZ=;^-{(z-L5@${swF
z6t?F0Cs>Os1C(XlIOo?!6r6IJDjb%qCh@czOG^9Pbh{f)bmrzZOAHZY^yJMf^C5#R
zmGw!7nZ7vyA8;X#h=Xhb@vL^Eu4at%oSi5iq#oaL$Ev0p$M17PCrmb*rlGS{mhJcK
zU>}7Xqx^JpNeaIsTIkgNjG*&~#5Y${QH{=ttBL**jeKQF4Z})c*VHL2#A;?0s!&dn
z)Wofh;S)BT^`jv;Vaz(#Dql{Gr>y&ik#?&@ThF|pjf_BBLxT5<Qamqc!a|aSZLU7B
zW&!;I(aFqL%{V69kL1mukpO3?*!Ge<Me)8h=KC|`i(%y2enJrd=886?ruscNll9?d
z*EGun;||^7)?Y8L>yss|aczP{0fdQ6OM7|;awxE2!7FHY#GXQ^SdBU<V=nHjzhs~n
z#bl{{og^y$(0nqvf__)>PaSip1WQ*t1~20fA{;LIQ{pZ~D$W7#F6EpkS7n{Kj$Noh
zc8&t+zHt9GyJph<&Zwt-XtZqiPl-*}^H#~1zsswnu=tV<Xt#N*H#>HK@H(PD_wV&9
z?KD6HNdJ;$#MOiXJ1pK%J7&6<v2}-{|5S`usIWAjI3;piWIDJcPIJ{kT|+avGPQ`}
zDSUAKzNtXi*mFj-u^=<-EWu+rC*>1P>Lk5kMRC_EER4~0;uLr8W3t-1X^{4|V-{_x
zFy8qtg_bkUKTQIr#^(F7mREfVcaGauonQd`VQ0>QY18uda%Q_Q^j3Zh->R|Sxo4iX
zshX&uM9X_oJyzJU>Gs?V#}>1L-q_Ihexf_JKD?ZR0dTSzt#eCwkh@NXdc;RcqU6yp
zr%9vD>lm)5jR(V<x9wAI7tWhz$iT^XnQ>IXvDjaM&KV<QW&$VyRyQDx@_Mk;GhNkt
z(a4o!YnYYAoa`(}V=bTjSIx{1@C>}2sI;{oH;=SAmtWprJK8O6M&{ajf@{tE!7>ib
zu?L2PNU-@~h!asbRxL7l)}He%%JcnoS^stel6$|5-=3I1d8(MxE%mpo)vELvaylgU
zug>=<DeI+<_pvXE;}T0n!cL+WhB=pbeg+day7J53YSSb2Y6dYr=HK}5|LJ#(&Y%x7
zef&#J+W`D$Zm-QzeP|bNU@*Nk2l?5CSezGpDp1%O`E3HbY_c;En%PxdlLD>V#5Z5Z
zw3R@TH6uM77Uzvk1mX`zR~11T1d<>bF~+{z*n<BIkQ~nw%PlROczKy&-=!ReUhj(u
zxMv=!cmCWMSayWu-#n<#&WPkZ6&ba+q>6BI{2g60!I(ITf4uM91a49wQ0V2rxWfWL
zW({x92n#oiq@)Fzh)DyI(p6+D3iWzG11D(SAN9M4zKTo+k|*5w&AGvW6fAjEv~@Nt
zt(lG;&tj4AX8->C3#V;FDq@?rF8h{Y5=EuW(zdIcj0pb1>ts73TX>g3y1THdbHbGX
zr(pH{QY1+5jJhYE``|wulJuL=#9iXnF#3~1!ACsU;vv+Zl8ie)%`L7p91i^8wu@!u
z7zsG(L5`1t3EjJ%cl^*JRC;G!$jh21sBTLWKP{AewG8xzLzxR4OIqOO{IRwoyR<!(
zVC!ve$?OE030*GGWNuXrKYpQ%{LvRnJ_soMpYJL+;(y*!WC^9rr?<SS<FcYLsWhXr
z^iS9%q@)~v_b$)p-I&+-?HHs2&)d6h50{pPZQt?QeDCHIZ@I3$;^9Tyh_mQmw(glI
z0We&0@~ND4Z*T7!v0L=*8JAuqEwcgR^{uaKbiVQm>Yui7PC`SJa8=^jGc}zPU?c*+
z<^*#zOb_%T$k@Y$BWGc_IGd<&Cg?GI$)Lk?dOm$;OeRd6JXRK7Q?n_(l>fO%%j|fr
zh1+Lb-FiwsVYXn}m7xh9(z-~tc59v{|GCSz1$V=Vy6at_!7Ewf>8aaeaY1+sdZ&St
z1x%W}ce|tFL$atNJg7wXEazsLdgi?KRUbtd@7R^0NX_gxe_2nozHCE=t*Z_OPdzi?
z=|Yg_1yi8lo}np{$@Sap)Q;HxJ&VUXuZ?{wX_MEmz*z|Wwnpm*h~FIE+E@~wd&|4C
zG6;f~FA5?uO`}jX>D+qP<A5jPiJB_J^VWl!bTOjgKubWTtSJ($rhBurrt)s!a(=bv
zF;ZN4h(11*PqsXY7HON(&TztF*ijxhQH-Pr7PGYkz%Fa{xW`vc1~1srwerzd1f!SO
z-hA`^5$xd>n%2i%7>!%kD{2*dp`0uUq3~^HSEP#srYrRq&Q>+D({DL1XD&Kkj%yjF
zzl=8whJh{;`<|qgfhHqe(DE^T-o|I6<|n;rU14FrQmoc{0ifYX*NS)yz3cOvDa-*0
z)2r%rR*VnT0rlg|rUac#c#{~Fi{{{49jDDi=X6v%k;nNTYHuTEpwzyplSv)s)c7*d
z{2KH}>!qEamoP!av2w@5#mNnR9hqXdj?VRLrX&-8knU<nSPB2%68BWKZ^|q(C(UsJ
zGiIYTkFPrxgLl>06^IYUZtxZDfq;28_B(k1@xA``(oSp|Alv<X==6zClta&1{iMpn
zC2?9e7^B<`-Wd`MXt-kMl?b>xO=|S}>12T!Ikq(<dPwis9s}TY<G4eC1N~0;=m=cx
zk#}n;=(8<;OFlAZIozP(l+=nx8&Oi4=+zJUseqS6PcRW8>gKk2eNRGyeiI^PI{D^2
zTv3vPrf$DvJ5Zrv_Rt*^)>|JKd+2u9!PZ_UeD}`RJ&I#&^_F}xkQrG9p~X#LK`vg!
zA^wjl?yCkYYLJDMIJ~R%6^|HsE*QXDwfP-m@AjgnZiKV6`F9M{_VSy(h&v0!)y{~(
z%Pv?=P%#%4;&RaT+z$)eBWd;>I4H>=BXfff@IoUtcVllLAc&5eY1~Y(Pe`(<*#z4r
z?A(f6+QpwSN}iYVIYbQi8@}Ra&o*4TFcgqHAw6~(uy&=4Xta8<0-Q9^U_QOOXTSQP
zXWNyapPL;2V7-WL2@;M_(X_0DWV|tYe6yDW^s*30|0Q0Illcqr$>u%g{aV1Xvq}DT
zL(Ad)Nr}ZKU)UY2A7BRY*JhqmJvG%5#3D8{S&i$f?04ERU+RNxaRme>MWWeTQ;G9q
zZIs{E2iNflwoofy)qWdyt-sYZi|tl$fQ<ZRK)+UKTw5AZ3%<W`wG$Bx!)6Og9M*8f
zp2fp}=i7SE1>nR?IiOs)=lrBoIe(R`IpG#7(+Sh-vgtPS*ZJMTWgeB`+ky0-B;D!d
zlYAD)J5fygYdpTn<Ml2DyTBuZFjoP?;htLU<js9nS(DfN&Nr#oIc&pESj44`@S<KN
z__lCM_#&dxszb5=CR@KQ_Fv)}ennpEenK(w5#0oy(F?(7t1o%pXF_N6(3MNrWHqw9
z&P!sGJs%TXaG}R^N5CO(=-IdM_^~RAFQ`u1S_Ul<M{;I@XN&F(Q(XM}<WUl!6f6Fq
z!ubdrA7;t(ii-u8ig)gUEnQtR@GVc@w@0sRU6y>poz$ocMlmldA7%YQl7d=w;a99$
zWBxFhWF8*^<epnMZ$=4RUha*)vgnuHz32?@cX1X1wvbw%<BlYp?(FHS#RwEP0lGAU
zTQNTkzXuF%$pHVokq(@IV0;F0mD*89dL$+~mVtTDpOPAJd@3nj-OYk1PS_|z(3)0N
zb=z5e8Hd@Gm_zSPqIT=&lY{$WzBcckTjA?sM5n!`yDg~egw^BYLz#8rUUrgd&lD6~
z7iM=&A}xw4=s3HVVx9a*oFjh@*)jXZS0tVjd?wgdU=#gVVpqvq1CI-{%d2o&3z83r
z%L%4lj941_bvPl<C}UNJT2d2j(?xEU-oUk{I4J#Oz(B!OLaD)FT$w<fpVC0ZlT41L
zh(%MC*>Lxg?BSL0-}h-{2l@2^2wWNJT{$HKv@fxX5-S~ykS<IN%15E4<XsE?LkWn3
zi~Kd1Hic?JUylCO{Of0Jy~I2lx%*`kwW!qx+J&97pY=&pE6loE3E@62b?n_X1rX7O
zg2CG<&e|MDaU+Z!&+@Y<MVFq@8xvbJ7PAxi1hAaZM`AMKR~G%QRvlqc28D?+IUvP}
zSssL|PTaZ)K1Bgf=j&%8oL887$z0c%p&iZTKfR9ma0xqCN-dImD`ULYxfeylQyoW*
zn5?^_phF3BCqNr7dnfjsou?m98*eWOuWNC}@Cex1FMcZppH|QobBzfRdzdARfQ^0?
z6iqAOn#>KqqALJ!qdCGdF({F{Um!&L%QQ&oq`**<@xtAwNC!5xFhwLJ!RO?0syZ{)
zAT&(TzcEux9P#&0nX|vg)zcqXIq}QG2BraP>wd8<<L$A{R%=$zjq%Gb9?L<YktjMt
zY3wCJ<g3wBg>e(BhC#-AIIpLWx2ON9UGU~QQ9GH;D>oH@dl)u(72RXL+@6M9BX{dp
zi30-Aaj(iv9kM-7cikt2cHrMB`DtCoob^eid*9<awn+XtY40hYYc(W>so|2UYZX@I
z`zJQ&siU%q{?msf!~QVEFMkEk*VhRqIOizD=goBMVD@7@)<(Z{KL0&$;AtULT^!uV
zcfapkzs2_RdEgwA)k`V*Z%}3Z_cR>rMjw!O!XPOOJ}$T^Z`300ihrkz;z;M<FTZt0
zRiG6i08j$pNM{5*<D;9JT_{m}-4)o!jQocW-g<@YgPuJ6$|gW&+(5&Du9eO;77>u)
z%+=%_m<wj~x*dS_pZx}5;KYPlFp3vyFT`D&Oa7i(=;eBP^p(_YIiqN-$T;kpnSr76
zH?871OgBOSv(>S*T%y0Q{Q7kRLczmRH#t5C2;ba1Tn3Xk(q8ZE9Dg{$6>~!!+B~H2
zW3&}ktT*n@9-X{*Uv=?t$XWByQ7`JUE@3lYpX&6^C-9P_d=T0*CQEXPnN+-Y_oxj_
zN%>UmUhBL+JjNPQ5{UcN$mrx(nR_bvgTHRN!P{3(#agEmd6U)VI$5z6-SgGG^^3uN
zi<wJHd<tLRnulp6q72>a89~cm@qcwAcY+wv*Ig8y-SeTr(-En7G6|0&g7H7waD&g4
z*zb5fuH&ic+Rzo_3Jz$W`St%zX98vSuZi5cBJH_&eGUGmWGB>oj6_r^p}Sv<Dq_A&
ze<ivyjMeEuq<aK@);UbaQgw_s2;6B^KsWhRVg@&coXs0ceR||{jVR`(7&<Py;+P5V
zhB|hgepj_Mt|g?mqPdJXN2P*9`ZDOdio3-_IX~Cnx&7fv1q6&xWa;e^M&aJ9$Sy_%
zzYxZ?fkU=Z$_+afCi{svFr%ujlaaoo1OPlgPgP0&dM~(h?s<P3)=o+lN9kndb>HH0
z5|K7By(Aqq$12t^2Sk2`k_acd@2TD7Qhlk!O)|;zviLv`AsK8+By8uFF?l@-pgK*>
z09+m=yl7l9ozK%7AvoXJs{^r$k?KcFk=o}X6q$Ov{3AUsL$D5=gQ1pf&>{r|ZI(2L
z9_Z@@|D(G<aYV>6TwUNoB_IjyPj@2(tD!Lb2Ot+Zw}c<aHFmhTK@Jo7$5A_hc)th3
zIVNzS*A6<*IR2(7odm(S{DR{xyY3fr5N%im0hC}}G_-NNd-E(;Wb;ia=)=V#-U68|
z-$iXZtRpykK%n@?#c_{{=Y&A`tCnaG6XdhXqZe<C_19#boP?I|K^46VVy_X~xJ5`(
z;dQ(>-@NZ=wyb24kJvlQq?6vyiVwxbSqcdJ(dn*Bk++3K(0;-}t9`;t89*;P8B`2%
z%FwZCp+j8n-!Y{Fb64aA7yZDnoCO4^)_AzUvi(q5J@P&mpId(w?9`+sc2HxaFnPV(
z(In=JPljJ@EuHYRL~n;=1gErlI8YS9%DAd6V?}D6+8cBNW~53JgM&Dc(vP5_l%E<s
zOvUF{(_J8wU~sN3;#)R&XZ6ET_Q20+@ggG(SX!S8M<x3XBd`E%<g05=Mm?-D-m3vK
zkT~j198jOjT$a8mTiWSquL;G|OVy9qdha-M$-?)rC~!G=c9hY$`1e_?2zjy9@7I`e
z6ubc%S8Y-h^dP#KFKPq;&E&L!tG1DG8lSEXOiNoEIKUcRrr7eUP6CX5)G~Ecpj1Fa
z1U{EHlNDYsZ|BTN6ENUB;9`yECrzy18Ik7D2J}^ZEN%TA+T$f)yDT;`AIwNfTCC-Q
z2bDzL+5djip`fH%sWmqzk&Al;lny5Kut@H&mb7rx=&Bp+QYceKj>TC+#1nvJQg7OI
z^v@<Z+Xbm$B*`)F?dTTTaU3bo-3pxqTkE^Nn#m$5t_)OUHatV=o?R_!QAo$HpW!J3
zVEOXK?waemzDG1$domrvDoRIoSZC97(_`9U?vbdQ3-Sf3d9TG|qaIoyU?edk`*Z5i
z<E6<9oa=Cg&AD!Bw1DRW((`Sb0O-k$6!MZo_h0o?S}eSWc?|=t;$Ycq2ODP1fS~(&
zSB<C8XuGl^>qLY$smGjmS=O88myWAE=w)=0TKOKr5KhAeb6PatEPvwej1)>(QCe5A
z=tj*dgRLxA=i1c^X=g$Mv|eqD+mEQ{dIOqF{6y(+k!loNvK!ch0QbU(N9I+5&3fdL
zthf=B{jZ^oy@!O=B8zOa6*vL@IK^HqCW;aNS3MnIC=DtZWBD6XA3kHwyz;4Hnyhx&
z*nrJGttH3*5%L|R`LuJF7KGY(xH3^dzaD*LB7h)3#rh>M)S!I&Yr~_@<nc3VBY*Le
z)ul*oO#Aww4HK|5*dJHG+bzJN0EiKx$lBHA$V<+@Ii3kXWlD91V>E#s>wFH}0L2MS
zkE*W%2cP19yv-pRR<Fwojj;AsCBpspg_uz-EDb9Wd$O$uyYS%pA|l_T@VeLHyrMrb
z#1RVeD-iG4OJLAsR!zTi8Z(LrBdphYxHBj4`h){mF<&hOHAzr_{^)T-(2rSu>1Efy
zUu^Yuv?2bkFLbe;PO}FEK}DK@Rbi8c3N@D$?voizNiBTY)rIiILyUj+@v?RDf|Tf+
zVp{1TCDDu!tZ$5XBk6Tu+s)&M!(&5n(iPD+tcT@0>bG#CYyaI7@4rLLn{9R?)%X>G
zd#vmgdG4lMjpSQkvd}~HQx_HG<Ixf5-j-o{YP*}g-L=!gR9<O4KIG4zO={U?nS_@q
zEym*;H|$o9FjH$gg>M7XO@kq=UUpQ73>784fyHi0iHlI-gxZ~V?kBg$&Q5{$v)VzI
zR|q?TK*`rL?cKjrJgo<3QPrrJc3OI7Wuo9bT?`(9-Ap?x{y#~Z)V|%Y1*jG4RI&EL
zwrwNHv5(-+@1ytJ10_YFHDivz=0EduTMd_PN;Q*Y(QLZfloj>(*q>4WqSOJKhSJ!;
z#6MfvEvX<9lRU@ZG?_h4ITB~H59xdv_jXI}C_C$O&)#CcKU6R<Rthw|QzxzMR||i1
z+i>okW=0}_3(x!oHs~-^3<sKHw+UAmBbihofG}NTVUE2DcJ{U!qxZQE_t0k}jIbpO
zuA@$nG=o*MO$Ec;`lEP;_|9BHPO&&r<SSv3aq!GR>Tn6UuTz{*!cIoR^r!9RB}Erj
z$)`OuB=<2yDN&Y(S;jVEr9(>I@6b_(FZvWM`bLN*xqB8-siej(8+}{18XOvfeQQdg
zYkQWyT<xk;j&VFZ-+4_@>qD#Elp1DFaak`MDTRb3TUb6aRu(nFCkw3_%q%6eHMtm#
z*g6?8vv&8Z1e}Q(Sd82AEQn>2ahJeCHyza0$vmED+}sPIWqjvCXsU4D<VsYlKibxX
zkCX3N6o<1I?>HaXvTZMQS6@rCg@_8`s)Roata4QAoaJ+6aa_h%qn{brHG~f}>-!mG
zbuc#JK1MZyC?^a<T6h%vOum#Rp6hC!(ev9r$@e&Gd^%4sv{shfjD7jM(43Iq6@D+T
z;a&DOF3nlT{y~0J{G<T-Gp?@gd&4Qp;>O(&?8Pxadt@jZt$muE+uLi@FLUq_30hn~
z#*G>}zgXw{nwmLe4-*mNl%r+T6i@{`u??(tJ&fQroONp1p@4Zzs4XUm<OGqryLz!Z
z2|)Juq;Aofv$&fsDME<44l_s$i<ge#^Cq;8IsA^Bm9RVca+oaX3oG0jwB+QLCnbfq
z6@8Myx29S!ocaIClF*#KN~cE-=2^3TVU_R;@vv`&Y)Gqo_0Q_C=w=i7soaVgb`hP!
zfeNk8Sq(jr2Yymw?zzRKrHEhJMM2g1x4*!Pm26_x&hRM)-nq>i<!c1zpKC*S<dCw1
z`y7|_MM@}1r5>vkGsg&xRR1e0ejd8e6x`&8{9oy?OO}29Dy42W;MZ?e=RT17w6#ug
zC3BA2xV00CyTD;H#Rk*C3Q2`FhCsVUW-0%-&Y(5)B3cOT@s|WxSx`%(%uCWF=VVed
z4E{BL=J7?i`N?Bo4UC2P<v(8HEj51ciEWL(>;4T(2ln&6-;Z<tFF_I(?3nkKUr-==
zd8Th*fVLJUTR53A^H}hiajX3A-TA~C-;*k|NQ-f@!Px|sc9u+69`lI{5#~Jq$!a`f
z)uqHldsfspJBLzE!rX#wG!+kp3XLnI-o2}8*cKpKQdX98*79v<NH3z-Ap2rAzl5*#
z`{!mvTX2Rf&@`R^#fqEqz50tpND>AWT8O7@uth%)aCLTWYa!Aex>nYf`Fy$>bg=*L
z`C(rB@d}2pl@(86L`d!BBi~eaUHGE1z_80z|7%rkyCbUJ7*z@Em#Rk|?uGX-73#s;
zpv>suKY>Ti*$ZYlF*+MKE=>>DUz^?vk^12<j$f5QhBqAm4x@+^Y`A13O21cRQil=E
z2)yZMYQ)|Ko8E?j^?)tZNh69zha<Y)7&dAwVZqi-9_}9Omk%e<x3*(i@3IzR^F5n@
z{#Biy2f?kb_mU?u!&*pannVM?6P#*2B1UEJI`+V&QpYku+m9%%c8OyAe?JvQ_h5+V
z@PTCeF}zSG+Um+GN!w3lR9h+n04K*Gpp#?Rxk=ES?Wm8Cv|BUuFa6703@xbX69bmx
z{XRJ{Lt|~S;ogXrLI)ZO-YSw!z{kn3pkPre&rnHf+;=h!@5_+pYFBQK#IFco;88-g
z{?j5njL%HxYXYl>l|)Jt;-8u?AU1?Lm}Ux(oT;d)mIb&1H&nD7XAr-MCH}~Wo2A>A
zq4=)i-ED6}FMDloFZ-st{1ub8$FJyxRMN3J%j759Oj1Av)~bJ5=u@w13)T1hN1j@^
zb+)l%1z5eY9TFd^#>OupG)pgpvX~hiPSSryV0#p=2J1HzjPWkAStao*89yvVZ`xUA
z-HdE0;IS6`feP2;El||rO^RFlMe$|^mwe>4`X+r{a7Zwl6~poZ$-vm>!d`-LP<^by
zVHcCiVcYV(OWPK1*v&pdK^XkIT22-dw}m)l#Dy4`9>?dIgsVghqQa!r!*%%ihXl<y
zmrSl6hJt*Ae@XH#S0e$hUmhf|mJe@-0lOPCy%!#&qO@i3tK3f6HX7l6W}=qvhGY`y
zxyX|XQY#LkgD>lM3HnM#+`B3?LcdJP^STFv+@uyz<9JpbVZZP4nM>c(WZiCM2O04E
zxN(^Ms=rH9>LZ>VOXp`^`^SLMQ0&W>F&!L6Rn6DPF4%#{!)I0&kv*u64=7(b#Ciq^
zvbD6Mb5UuH3UO-#d8))y>M?wFp;k<-k*zK1A2B@~)$((Rkq56bJmRTfx*5ZRB2eg(
z+<8<B&kH08aCju{_De<hvkY&{^3lI?Bs{>$MV%><A(-%|J?;#fR}(`1H}~!=^}r86
zc4-0wMUwH!`u9HTqa8AjWVaeLNe2s=S}43IRh>Di(dvSYLoUx*D!$%wOFPsHl)8@L
zvQb76ezH^aiFU)|pQT~f@cH-0L~XH>UE9b&)+B!-l2}P@#nk3!lIFTniF3O_#3=}|
z56aesrQB!x%2S&|%_}p$)n{`#!cNZAV{K2~=gw9@Qsx0faB&UhiCv$%z;oWu@%`~*
z{FJpjrdJrNt<o3v-W76r!F6<<#ypmUu|pfy{iGmm^(i3VkmyPb(3}>`W55TxCewjI
z#<`;R2%il(SUe|Mn*H>$BslTr%dZDB5&KQ|LJG+PS-JY~uwuW-(zE7W8Z1v4JaX?Q
z7z{Prre&|@0tW7f*|rj_!|JNK+qiH3$~J<HQJt+{T&EVkb!I*rJak!#?F3B2O-48K
zwi4~I9b&Nc_ZLRLX+Y$hu&4(?kgp%N$BjkKdEyOcY)Jf{&U)i-20<uacJD2$3On`I
z7F_)#eUU4BtNxO(kPbXKoseY-$M0YH2W{S}WzUmApREk&ze}bkJu@9Z=dvCO{w1sz
zZSf}Df7hGL6&<z4PiAyI@Wg0FOZ%hp4cViksw8CzR_2syFfHgm#3e&eX{U}g8oc)f
zQncH&0ahXb%yo`xG7j<4r=)3bT*Nc<PphgdePCFWR`C0E&0*Dvh0hXCA=d#NsuQXE
zvv;`YeJTgE(7BNiI~7pq2I9X_*9YWp)!c-Fw!N1q0bEJrb^@N*e^ebdOe42b1T5pV
zqnuRYOyPc)GFGBY%6ygK4O?X^@2Y!7MZbBpb}E%`!Gc?VUE-B}6rK%!O?w5*&JHws
z5`$h^N+71@66*y<YV_6fnz}|Ymq!hzs}13EcV&;aVh5HlXShmvI5&gJH{(UBQ&WWj
zG>hY&3)79fJ3ODsi|4;_W2gMh%#jM=+D+8o6<hP-alus*Mp78cDlO@b{t)Q^d*+yb
z7>{o~vWR;D;vN*K|Hhe0YCR~<1bN-;$u`w25oR~}BemYnU;t^Lg75T~Y6S!@&8xk^
z3Mc*7O-7Yh7t)7+$K}k@l}!jsC=M%gQ@W)v(*ve|>KJ*3{H>;$Bm*+9NVAN`mp08L
z0ujtE^$N1##f%=4jdiLK>r8xttrWBMa6WGZ(P*)Dt%f5?9E(G!q6ak26MSnjLAX8w
zu702|)UHA)!-YV?e&V3oB*wsZFw(ur|I8y&fHGa^NlPA~ORfc%LV~UnF0URVQhU~g
zXC6ErpOP|_D;Qdg*ssXQz95s&wyyDW+H%R#rTNc*b1T`ijuxUN>G|(6&(ae|GnE7m
zmE>aZ7g(PgddcX4=S_E#nx4m(QH<MPkd&F)$AUikZ+W|){&J*zjB{n0|J^Rg46pUu
zvyM5Oo8)>C)d_#zbT1xqGVx!{--_p%8ZGEJavva}&FDje0;OYTzha7lT!n1osIbR$
z?Cwx@{0sZa{3S>}?=N*-ai-T(By6$q5<F*Jxbbjx8_en45B3)ImI-4Mhsa5N{{}OF
z%rkA9+-We^AUHbzt?~lWf|)33JHuV_9xY}@8a!c~1F?w6$>ouz$ac)rn5PaBqK2@Y
zEHj1m41lX-cJ>H+bu$fPwg;x>LAO>^hJ|zW-Mxnj9(G?1sY%q`wx`v8)sqekD0!Mf
zlaMFn8<aIf8TRl?AMHpm9LzuXfXO~XNLW74&-}iZ7YI;(0j2jZ91K37;PVyC)W5$V
zZnjxjvK~+^;@m0Fi+~2c`$scdxRJ%B(|}AK7^_NERuxhoK4o={;sHxjR;&-G5RPwF
z^L)W~c(i>QnR{s_zD;3aQ7_OWAX-cPn|a^kvw}|g(*RqN*f?+A{1;?f7xoAEE;U3s
zpcE3#m{mW~2#Eb%|L&zeGcqxfLHSm(yr}Plh&H1(zP|B>&7vX@2;E>Mn8=DC)A@hA
zy=71wUE8)Bf<qWw2iFiBf?IG1GDvWDcMTeXI|NT~LXhC@GPt|z;O@=<d+vMJTi=ge
z_15#$uKIpZQ#Ew2UcGwyx>m0~uj71_6|lOeg#Et1gbn2Mxm%qlzXZA~>l?~3Sns#z
zsjh2MU!Jg7uapwX0K;E>_~fj`ljrVbalSH-9$b;%q`&UNq`oWcE2?vpg2TOh1ru|S
zq`bTY4xLU*x^cn@NdK{kH~K224@6*ggNyL!3B?#`TSiNpx|mqx`>FkmS!=m{uB(6^
zzpPWWat^DOu86ok7Ax{evvQdxq0UGaH>esUW0^hS2k|S7Ihl5zUM|d^SSoalIG&#5
zKb~5+p!wJNNW2mVb9L(fZ8@IB_w|xCmP{~|A=|gQcX@Jd?zRdS@7E^G)>jH9*`-%V
z`=<Dd$J(#nv>))#%V?`X1;0AnzEKfr+&l2H;MQ`sV@|1f$bj+6frhE*EBfgeC$m?a
z?ubDx9ZAi+0T^_Z9U9kyUwt1U&@}Vbr5I(-1^Y3$c`M&>yj#@{;K<9A0Rti1BX3n*
zcQYWk-#ZP-Mw5wB=u0e93zd?!>o)<-&GExY1%v%x9vdq*AdqlGL(rcyQLj6x>w{PF
z6xQ`XOC-<!Sp9ydn<afaEx{mvCI7o4L|u;KMTQNS?6$R)x>UOb^WfmC*FlKC_hsSr
z)u-*a3%6;D#s+SU3<U{o7=y!o>j!ziLmN7#F2^qBRY(sQuS+1&wjPQ)c_YfurI|g)
zbALaNT#1(sURH`$LzP<a;7691zDG@!C_<->qotaWie%R$){wT$FKs5+T5?7Iy#-*H
z9PPOBac)o;Yl#m;;U(5t{+v^!YJ4zjC&XM14hF2;$tQEC`B1@+BQH!23cJ`0F%(Wu
zENMg+aytxIRd!96VLhyp1wU%htiXt&FQ3J<)iL^Rwtq<WJ2Ycp3UcgrOpxH9b0Hil
zoG)IA={%2<ZNrqji=FaHPR@1MR1=-Q7m^_D;d;(N4nN;vR(3_g55E8V#dzh-sm4In
zu;~VbvI{!DJaxBC-!U=AbMBcu8S^QuVrR2I@j#0!T^?GSqLTxv6c$;-L6%P-Zp~zI
zKGYDY&y?-{aRF|yQ6!#0O8}ltC`Lj2d9<998YI}(07s5p-Admd*cw75Y0Z$^S<gio
zIs{)EXq!>?ESSU%<hb)<3#j!~LI}IB;qMrO{IHr{2pHDak(gr7FQ1$k0%P?(6B9)_
zza>_14K6AJpyPvoic&S!I&Zd3pgd*h7$r6La#B7`h-H6S#*ifZu$w-lq}Y3XW6>a$
z71vHi+sfKLd|ANfg`HX-bpGDEk~fe(YRWsOq!(h#e}C~sV6L@T>CKv-2(Ho`b*)Qn
z&u9{k!t*I0G^}OgKnV;S`}6Kndb@AA6{ECj6LSrzZI#;&)>0}wc^49<7ciV32u+T>
z27hRM&mJh@PPBlQ@ayB!c6KWObiPxW;F!qv0&lNMS>-j9m=(U_kxHKt@}y<l8{zis
zKPesj(Ea>#mTgW=FBhD3)O2qVEc(;LhQd?wv=PKm1J)U=x>P_KO5!FW?6YSkZFnYc
zQ*nR6IyHOx8t|JEyo^>x#*$m4Y<w{2Cd6C{Mp)}JqlU35PtyXJ@!^zk?ib|QpJdTi
z%A|<KvP);D?AUkY*d!fd@=<djYm&(RzK3J;K`hQI_t&J8UGKV1kq-05#)|=yP4~NB
zUkUz!^`P)dzNCaJ^AdxFU@Tn5C?JJI<E`N7ykw)Uw$V%C%52@0QXv&sLdj8H4d(ZC
z5TYQ&TmnXDZ^M1w%O35V;Hh^?jEdLH1uy+wlx0)d?4^W^4ygGwQn>_Bi?8mWTqT+A
zgeZ&w^u5S#=_fjjU({LwF#RT^Ah)~eozRyr#^Ob;-PF^=f@fRa(!~CLEb&Lb9(41L
z2gRe6)`jX?LVZnwqSD|0E$?a^YlZr?Lg8AWiPqugGw}f;K{aB8mUS3Pg{D?HWGkhT
z156ctOT(~kXl(Z0A`MaX5GV9gO!c&~TmC~=&Qnm2a<*?ei+f@sKIKFoIU6G@=Q#UJ
zPpxNWWls|-t{qe`Uvp6@8G(9In{8NH+La}V*nTj1pG&IN(oA{De#X!QW1NzlF(6*~
zPf@Lb4o9El_PDSh<q!sa>~omzZ{vZdHT(C*Gp!&;)?E6GgPi+?ABCVoYqC`08rY6j
zD_K<*^dn$3a~bdBiv|4(-R}K|Z;2OwQd#B--m{-L0M;DLWe9l*7<Q&#aZ5)OC)Ymv
zKy+*@#6eXv&-}^jLjcDW$hK!)ijn(gsv%n&j=mTe3dVzerFS=N`Df~xb<~YDnnFiv
zP(v%<!#eHW^y~c9;4|qv=cN4Pp10}hAAFOOWD-jaT(Au)?>pzoaZR|eZR{h;>v2jy
z@7iw+E^kO9Sq6P7Z|_(fBCw?(*z9h!Ydx`#3+ALFVA$OvJM#v{cc}Yp1&xd#+#=br
zbFbhhAd@@Ybn3?@r#^U3Bvc@GB*2j5Q2&fqfindGP0ZsS<u9{F2fYgAtf5Yi2~rlT
zAr=B6!^~J#8$4OXaDedEpRq9EMew4wiMhB)T^HYrBZ((B#wiZ^2<GnN+Mxe!xVQ4R
zV&3ZW*bd=UygGIf!n4P}%cjL8NT?(YowUh}*!e}@+F-9tep5quzP?AzE$1v(G}u|D
zUGM87^X;q~6lo<JE1&^qHo#kBrq=KYo_plmU+N)cVa`}3GN?829Q^G#u(y$6kjzqm
zJkl~SYOIayY&Srb#u{-kn?x8hu2y$pwG{~b2Wvmi5*@ZTjEiw_??py*%tF^3I7eEO
z;N)F#y@sXuGPNV^@6aoQ&*t6IIXlr4bWf*7y&)oVTF%TdK%n=z>GiJQ3Xw248<;Qr
zE_#wgH2c<#skQoo#~X1W&oGB2c8#_3tm=VJMDevViE-SE#^r?N=Q+XJ5)u<YbbAX)
zX}wB?)&a}(g~|S14@RqROg3TChXWQ9Vkn0GMY>)o2xsHav3+{VIE{^3vrpA9<ME_}
z!TCZr0Hb5oAo{@+0eX9=LmIma!x@qIKQ$@vEy8%v-4^#J<B!xX7?XhuT?9-3dRLGA
z{-esseOQ9fgy$FBU&)x?;If56gDhJwZq^WLJ(9um+L3G?Ye6lUMB}JEtZFj%rYqG}
zZWxskUO++LCtK=dioquY(^S2nmLLRl>Za~!g5%b(a=7|)&n-KreH#LQp{&RvPjQkg
z{^yW6qPlZ5Z+9ojj@a0LwBE?9=8zt0$OE3~JfiSJnA>(m)8K4S2aRa{#lN7VvtBb3
zA06ylcU!6c;nL5i=kI~&Tv})uv7+Xcywto_J@GQ`CIjxi?-sF!f%~}k+0$D7>db`0
z0Siro|2zN+v4mm65j9+Ym?wXGa(=>w>g%%+8%xo${b8NFk*CARQfQrg+f8Y2BH0e=
zC4{JQR`S$(z=mKn10LSTKMwb&QsQ&r{^f|-cD)mK`pwxeOLE>r2?jm7{q_EDk@U7Q
zYoPz}@s^Y4596*D><sAW{3Q1P>I?Z?2Go`D{$j#Ua@04E%Hv@p8F2sjWQE|hIDyc~
zHm4ubl8-ljgWaxge>iYUbazASW`7iZPATKtas)Ubq{&9za7*(HeR=ubAkI%#-#2yk
z=%WRb*vNLr$>3mf>t`x|QPvAdDpfT*FXZSibON%-QX4$81Y=wpqV_d@Eu5?)OE?R5
z^jw=udEJp4Lvjprz6=P5Z2Ra;({@Pgsa<SAp28oC3YU;*f-Y`Sh{ljkHSSHixyO*&
z+Fo&i6ZPkdsFLf${eivk%4)h%%r9@=`PgzOa?VUsEubb8s$m@tJfSu`EYN+s!&SQU
z7biMnkhG)%Yj=afcb<bkVTg9Aho+};!Kh~9ytyCmQL!KW!85UA;X*1DFlIC-PuP{(
z{a%cqk_iL$uFUymg-wrAk6~+9zfx;<9=@Qk@&*vTJt74FYNT=Dr5N^s<x7|~$|c7^
zW9D6xmOqwe?A6O>DM=<K@28eL)sTWh7`4VAzl|_SlSV365-EUbvQ6(L*og_fZTh9K
z-c@|N=}WMH4)uswWU}*DJ>uHkr=1!`r&Jvyk$|YJR^Vc|(~rEm<Zz~-<t8t!KRpQT
zBPc#U@UL$lV5;|KXS>7Xckk}1`=(F9&OspxXisx1UJ8|0H^K6<x?k|{a{0JnX)yqW
z36l`Yd29OkFzYUeb$j}ksL~3lJfMTH9poYLl#0ByXGza3w6$41>UA0>HPGmdevoQ9
zX+NZ;HNcEr^EEpMu=uw<XgrkeeTzTtj;3ShL#Axn=YoOt`Y`{~8fVlb;>CfqXAD0>
zw|zdnHDKH&utCLx4#^~dqA@@OKT@KfgooaTB^&)IHH^x6`&SVoO9+1eld+-->fy&9
zS}2Jpr5FAh<N|V%`^?y;62=@uwnywkp+`sSqa*o)@-=P_A0C^E@Pf8g+b}lG;2(mc
z^;Sy1Y|3C-HuG1$)U)bV=YBD&c}6J4|3kQ!AJl|GML=!G%9h)Z+iEp9nykn)78V72
zZ24i!P;^$p+&gU|zks?@dKo%`c1E~E(<&bAKwy%gp|P1({Z@4Okbyd`p%xtd!`H16
zYf`d{1)r{n@{%qCde90b7P$1(Oxk3GzeL^U;r)SkA2D`@$}u=bLSeQyiGZsL03Ho@
z{bUO(6>3cX1>ur8aam9r5~J4x;BvV-*L;q!KZW6&c*{!JxjWuaQDX~4NWvtwkxM$!
zNzNYklpWvb8U6BHeHLS<IN#OQ24}_sw%bm}nT_6Ba;e?x?mHerJLlnGQmULNmh|Du
zo|5giOAOIBo5zI2-Mtrv4Ld_lKN`pg``5?%mPI^1#u_HYhk5$W_<=1wUD*fZ0BrKE
zNkukQH2Fk@m&4BN8Bt>HUzZn=&V)v!7>bGX%}h#%8S{47mjao>8h*HL&~x?^o@PYL
z%GlbCuz(q?AH2E;NiYY>oEOnri=E;7sy1EXPkzIhpbHh1^c_dPeSFn?_{H_{>+mGW
z*`J-<!~zt3=3cGT@!25F<Hoc0%%AAI=v=<1CBhWfYGSBJy7C8QW<TROysPuMQ+D2O
z$jli_{lkxzUB1S$g~T+f3ARvPj++HH4`A(5_YS3zmOBDA`wK;XG+q=lh&FgK!ef`a
zH2;z9FSNqxXW|Gntf5uFbnjvcOPm;%h;7f(;Crkj>R@1WI!1hkk6v@G>(#|{nb4+}
zF4Fs6rwuFDF6;iQlz~A{XVI;17Q1MWA+nWeU&+yeLLoZRO-l&;>D0t55hz!F=q)gy
z6k0$Wa*p>azpMbI%3NJ5v7pmdfH!&ODzpy&&+g82Psf-EHV=WTA6S-uo?vZ!I1Ffw
z?y+R=BV)~o^qJ*miRNp?6W6AC;&PV`dTmHb<?YACE~GQ_?YzVSB7J5lEki>>`z9AJ
z24TYT-Q9b=J&nO^G<lAN&mF8dXtp-{iYD67Knzsqi61TFtkj<LTnamEfg}hE)iLO8
zyJ2~Qm^ACk$S8;W-fnd^p5pSimA9W|zwkH&d9K=V@CVvr>hIu4nt!l*dt~eD<8>us
zjcJj#HCoqz$~w0YU(hKt__Y>;Rzt(o+M9~rwl=KGgOgc~E$1YcY@J-g@;$rso=1mw
zpIj+>4RbbqzvoB7t*{}SFF6F`Fdfy6vo$#kB+a2%vPyodk!<`;wuD!DNKpaXg0+tq
zA1z!_VZ+!acDUp-R0kGy1;#12%hnJo+~rmLg;O5olpNy<{Z+f-GP1Yp{2AMN`Htkr
zKp#Y0-YK0ae3Cl0|A$9CFpgYaBO-ZWT$e5B0L6VM-oi_WBcvr;%KcM`GHZPpq;i=4
zz6M;I_x9&+8EDekFpS|Ja)&Fz{NWqZg<5HCe}5*vInr|yZ-Isv%!P}9+Ko`oDe|6C
zJ$b=lZ-&}0crcd7i%l^Hw9#MaIdw16rJe)ABFaVy`Ops9FlVr;M-Bv*RBQNScEqgb
z94{#*8MML8d-7-VdopPfLV2*W`O&QnnRCw~9FHGGF4E6(u3g^IzO0=?zu%AaTk99G
zut@Y~`si@l3=idgP~LyeU{^AU0S#SZ+0lz5yK>ZP5ahpgC!*RMGPWSLMz^@1P+dmy
zNiNuTqzWnfB+Qq`9Ml#;yrMAbRPl!d{R7&*r;m<S{lLF#L8@fl%~U@|$XbT^$j0XT
zD_a3Rr>+7*qy3frYS@qh?Cvax`+iAo_pMI`z;uZR6s9y54n3k0&n(EOa0|+o-<ap_
ze;%v|x;#q1Vzs0OtJ9=Z7$VPVS!S*+B36(pinDq0KY9;1e+;?*EXBu@7t`*GBa;o1
zDr%zxlX7ob1^D|4_4iL^Ht~780FfnEhx=##5_>UBB+x6fv?d36J~V~x3aNp@3{JyW
z3iwky&(Jqc1RRh%*o@da*fv1^hTq^}pGmjvZ*KI&@i`;!n}RbQn-CJ#^u*=0f_&$@
z0g0#P)4?^$OsILBUSxWW^;Z_Y1j6Cl@)YH5if%Psp(E73*OY{bEA|OmDlv4{Azs7!
zKF2hJs-nAirnOPrZ3*L8XN`-SWs-H{q{#(2B3HH~B3u!`-P%n*1WQ<4Q!VndSd*E!
zPDfrIs{GjY#(>(jHks$-UoQ1s+wpndDzjS^j;lMBV%I#P(q4q;ee=fnJR&Br6r^eN
z_^j8uV?8_@5{7vFis4R0MJPdPrl+s`qd9(j7SZx=N|R+-95QvodVW}VSVJ{9Qq9+A
zdwG5#dkbRB(g(GCxb^yoh%IvHCm^r%8)7VmPcPY6viH@;XX8jz?ZDIbgzkQGKw_yu
zgrO4D|33?6&6O}4`7I7&UI$VFR=scxAdk^d5~Gs~r|)OBrd6eto&&E}9tZ?-y)OE4
zAGFqf2l|ngCi_Yz;@h}pX*rf5CU3dj`DU9yV}e$s+Bi=whXzpLPrwTOlaN%3Q?~p#
zchW8eqWWsxhh4VkdtpJetFU|A>en@W?=~yddb^nY{(bpxxd6kqX^ccey!I-`?cwKy
zUw=CZ4gJGPOW(SoS;x?Humwh;6TbQL+rsu>B3}j>+G@{ZF}fBGvb6v7=^KOpq98?A
zmmX(kdOG82U*SfWeT`Lhc2E#ExVgSN9ry2Kds{_2RM~PnS;KU!E6gpgFfoiYYz+{K
z9xx?mW1PIkIHq{vY9{FWsEgAFbs~gWdj7n=o2?N^8(}!wzjVnFb{SSra}|Nt-kC*l
z{;|1n1?L0-Eq-RC5-930gcYi7i&9LTEk%s(4;oq;Scg&io3f)SIPR(&Eob_YC?v>r
z7PgjMm}6pwBhpt&hqh2wNJj9(jK(ya@ddtWLndaFoT?y84mM&tG|L+*#EZjZUwc1~
zJUozBqy63Iz6-Mm>ke6;Nd2jqtByJJ!S?*LSyy(r;y0?_c3)_jn&9N#%+=NP*u9&r
zP#<$kEX)<xOHh0B@BCYiugXluWYl^IntCz(Pvn$;i_kK4V8^>2Tk^2l#?#gxIEe7%
z8m_#tqrd!|{1H;}w}M;Ak0kQ;ZDC%_vGg_*hovJm!}>B>n8+c_OzO^R=M%vVK+=_0
z$?f6z`<!LJ$Vp`TTU12phAv!R;RSz8Z8SQ82OY@7Uh~bTXTR#4htt00rJIc)tj7#*
zS-+p{{D4I%b+<`Z1w+t?cX6FqrZs>3Z6%wEeGoCpPCRG`F3ut-+Qm*7D4#vN*ojmq
za`eFpR_(2AmZK;Vi4zyzY^b1d7j@>Qd>2&<^19wTZA^i8shnei_Bffgt_-3!6?_=s
z|0(W{;+zWE=(%-*Fa)T%J??_h@afN#ey`Uh{+w3ZA8Vb56DvPd1i)<CCL$^aeQ*vW
zH9>~9q`vvWiVL<8JVcAI60x3)^~8AfQb`67KcH<{#nhMjX2Wsc$f(9ao)Nx8!UuUf
zMbmVw_@h~}I!%vMWKczI2zqwsPu1UCA{ui>mtC}v`hpSs!s(YIjkhS9piG(u_MSaW
zqvbWd?c~23M%J<Ar<@t2z~EaXr9VDRL9n-$6d)-LYi@D90zSUbeM-)pAhg5)zfT>u
zmV-y<((K>wf62<4tOmBMlqu(`@Yb0<<1YgI+<)jA06Zie($QR%tOf$gP#=)J9(s^q
zO{eFifP90!HfdHSDg(nv8TuP!d;*t)iU4r817%-~$95FPK+d&2U6#7tA)q8#M)kvc
zM(#9UPN|bZJ~`*zhffFx88fX{{#1v`VJakvFW)bhFa4+ZF+>lfFhq;BIza*-HW>I1
z@8ue}p|migyG6AHkPV~z1)Zktc0%t`kC2(>EM?E<==EkVaEPcMdtJ4TJThAZA|Tj%
zGyk5{tu0=GP;|}OJnW!-w8L5^kx;)h;csbID{=-jR>K53HCX8jia_)~I*y1t-Jyiy
zFl5sLm98{~K^3q{t+ID`U*^FoW})OfDSV4{_!*MmX>PVAXMvHn>?mdvcv}uY@K@sc
zzyg@Q>Ixj)Xy>M=m?zMBWEyth4<0O2yl}xPMuz=VGRw=6Y2asXa<qz9*?!!5$>x(c
zes<oyp+w+EWjp1SM+O16HHz8ylmOKwUr?$NHjF@yjk0{e-$|ObnfoVnb)C6cYiR_(
zLdN=WAja0QcTlo(l^pMc9UEghqzpL+FVSZUp69z8jr#lczb}6-Q<wQE8^lBSEx!u#
z$vdAH@Q~Q67O#`X(qDOOEN}l6u;*+bU3S=;RD7%VtF|k(EqHl*_{Adw`u8_Tm8z!;
z2RZDXdyOGesbIap?|VL;WhgS`fRf*b!|`Xo^Ti#7R(~NxM0Hr~;$<7bNOZ$VJ|ZUG
z1wWv6SVvEu*+x$y#*s_J?jHviX~I|S4@f91ex(RxRXxs{AqSzXOmJ7X0Qb1g<Z|Rb
zWww?%TUiv<k3+-#haBf!IE+`zLhtf5`=$aqyt*iA4DIX}9M{GE;YYuUcRP;H&IR^4
z0^Ojuj4}5o9;4^WK9?Q~U$bk1;<y2R1b>XfWa3OM-`(Xm!$`E~kuLaIR<<(Pay+_+
zgJ)Y2D<*Unj!|1CTB1PGtYtD*-__59Ec3DYAJn}V4w0rVKkxy)w2haqm0>|d`r4^~
z$y3l6Qtoqaq|f|TcxT~Cn=gw!KFRU8nY|jBE#OY{{i_YlCE{Us$0S?1{HAZ+3yB{M
zq(#{?dWSa;tuNl^HJwP6DJ9!o<*3FqJ2bCitn6!F>=tlILIvOA)eBi0QGI{gF{t~>
zyJT5HsYxk22P|l7QoGz8&3^I^HQILlBs!#J^P;O6h;m&E&eF#A`o4bshwk-YZb1Eu
z3Ct~f1!@75AvNHaH1)6f@>lddtae*4YK)SlFq&LzZf==idG|Jdym&8vUczc><M%^h
z?tAsk2rSJ<g@{hZjW1zv?HPby<ureD-e$f%cJ?|@bAtG7Bps{z0h!yr)n>S8MUGC)
zEh8<r?<;1jjXVBhzV*@+dRH+bBK7)g;)}AYuwTmZ${3*Z(q}b>1P9=2^^G?MeknR1
z<K0V0(RG9e+WneN6)EgOG8Ir2W?&H-Ud+iy2LuT2i`IyFI}rN|{`&m7{&mGsr#iNR
z1ZJ$cOD!xK*uy$W;t$S|h9cl(XU$&Vh92Idf*v<&n9{wTf5SYt)fYfsP26m+Xl&U%
zO5^u`cT%nH<Yqwp$$2RtlR|9!Ytupm5syt?E$+TyD%#M}z6?=0X2a3m%dMc9s#b9Z
z52`9?JHn$rNw@ca({7m&g7wO0uMH(C`eQjOFHvv725p#eKvvqQBh)Vb%y#%@m}7CE
zM476`0OtDX2LWfFW~oa1df=XLHpWYL*fMbD7Y=3<&ya|b@TOa86tO?s&{s35U-x~V
zhaR*4&4+x&zbo$|@^sPdehM5GEqLv-TMRR#5e-}!Mdc}*xsgf8kWPF;Vtqxxrf7}b
ztYwDsI1|9^u$Ip=ms<c5hh}l@uIpj{Sa5SV-&;>eChZh~{N{f<or$FhE_M6OebH*<
z%cJH2++_oi)s@Jf^|lYn-38@#^JcdrwHpI2s3cFzm3QzbFh+?DU4H#S9dm4#e#H=K
zmXO!D{7pRY>Rd55o>h}V)$s=@>I!e5xLC}m3T0V1^T5JZ+`I1c89^3;IXA2N7vt2z
zc6%;$Za$qM`!V0k+(&v4ScHx68n2P@L^}cxv5s5IKqI(yiNqVYMxe{UcLB`jvaz{#
z^U5jdo3)|yuf#WSC4HY_lBLcvmy)_MOo9j<8O1i=3TIDvA=&1_VZ1!DIk(rwcCod^
zGGhhb@hCZ!rW)FQYX2O;!r5(`h5WZsvLbi$k0YPgSR`ARFQSVaf4JnrDdb(@ql+@}
z`>>%8$8NmJ0CPS5YtSTXSQ|NbhdrA1C(LU`PK9HZO4cmUUMcn?W5l6yeuadIJ2xv+
z^1b$6Uwc2q+><jk7rf$g$oF!0u5rlME-o6&5aBa@W=3-z{gxcZwe`q0j+kUn_;(x?
z@=Ls83(xMKeIvR*9bBDq3!txSO0mA`7zAbn)G`I)l?6mC&-#!N2J-kGgtCWs3H-OU
z9^IDK5Bu)CnGPkH+h#GCdNWnpFbC~jb3Dp?9VuMOu%#jP;Z<^iw-@~=y3`#6=rs{g
z5(N34g`K0fmLkrXL-P-rPwJobm@B~K6cGPcVHsfagQt$SNTiJoHWj{UVFeQ{5`C1R
zgXwthBq3KL-`XH7ej{5&g9NUK&3px3l*#%9<(+p6>M?BNgZH2(ShE#KQRNoKL&aYZ
zmgFjZ!bP(t_<dtj0)zgs1s?&iNh;N$k^MF~#&A<h4OA_l%cf;H!Eoy@Wc<4Sl?lUv
zn(ODv$6iH!q^LHs3wIs3KXiLk70sb*8`uYSF>&`jiu$3$zuy-Xci~8>Nccb}7mIUQ
z%!;m`f)S<&N|F{%SD?$0!0rWG5RF}<h_wo<Az?4|vE9xTJ5PLb5tB%6BoOE!h+08M
z%E;LNM0{9vKI+CAn+~xGigWw13#(uwAftc*Rut@%yBCeZLNO5fW!8{dNJH$Mk`^e{
z){&+oFx+sCP}%r&CItjV>)tH>79QwXSRNxAgZf(iRJDv%w+r+;S-FsNA@^Q+|K|k4
zq6t*EQ5Jmy8Z!7M|A@23bV<-%C)cxMpH^!Weuq7*tgIQOj=w^*IHnLBqcNsq`a43&
z-b-06#<t{xuO;0IdCDMJRjFPealym;lD{D>#l(NKmW=SSC5s|V*2U8J1v+o0F%RI7
z@Oii5ufcppF0=kWb`|XwqxeM!Z?3E>ooM`3MIz%!Wp?#gsp5?mo8WaQRG(zY(M1Yh
z381ye#g5Kl(npVs4|R1~8ag9Sj06iNh2#`m!F@7ophX)dArU~5*5+RU!BQ5cu2i}n
zP}QfTn4p~ODI8yfC59rK%J+r-zBtB(anjj2A14@+G>scTG=AdE(mt{~PY4V^-`|M}
z3hx)XA4bRx6>>#fzuJ**hRKNcJ}pqQ@v>y|`$0%%W@o!xc`nlRl@)z=gZkrnEE&ne
zx~Pe7G&R*fSP5I%(u2L5npw=|U`k|FMeaOx^#xkOSQ*)0I(pjSt<5BdcL2gc4(+^v
zB7J%7SI%1!s~`YvsBquW27Px|)ya&&d$)Og8}^4($+~|$rbc1JtI~+sIb&a}$HzsK
ziXe^iqnw-esfjs(_8%7fGe(yYcy$$$CJ%&l^J3Xo4N_kW*_fMCVi*g*8d_Io=Tux*
zV^YZUUpm)jA|PjfB$e?Ql;peq&GtusSaNUutV_Zs@NP+9GoP~1LR8Jk@Qrrd3(R7w
zGx%1(6;<Hr?d|!~TUmauA?Mvp0PGvYv`TqXR*0oPtMNBN3(?h*-ZHWFjh>iE!@_ME
zUG1P)PV8GmpO4X##p)l*qRa=0+B(_<E$DZ0ecaGy18JZ9_KR27GnJF3*ULbpAA8UN
z8UqX>;v{D@vb_uQbNVM-n%JUpx*`uySUu-{g4)Uk7sy?6*zkBOxMKQ}gGIYr#;Lxm
zpByYA4l4`%I@ycXH2YyhesfriwU3QVcq2~*pi>23j7~*<|DK8vqDej#B)N85J6n#f
z{vo<8u~?r_ybS>cp<Ae#Ta3^R68Zry6N9C`{n3rk+oG1Z<l26@7My+00}(P1|5*FF
zicj`fB8*wRit3g<hHD1e{nZ7lFnl?>Pgs#0{>RT-+B9t@K{me2NQfZY|B;b^S?e3D
zxbS$b4cOkk6!9fFIXOHsQry9T^_g4_hqhsrj*hOYU*?H+o8NW!A784T2wVmjp3d-*
z%O%LD!~dDx=hp7=tLeJ^m?iDO*-$dmN4bj_-nEIx=oRQ5q)YLho`GSy!yHDuUZ^&Y
zT3c6CYTKVK#GH+*^n3D%CKo25@Vmw)V9}X5Z&NE&f)p2KiMzYkt*uX_v5-6+pZ!Ql
zL1JS&4IWPFHiaBawf?PtwN?;_1{W~(hNIXDr9JaDHSTeOulz$enwb3vj2k?O729DR
zV|w-8NDw;Yn0uQs@Ef={Z{#G!zWnJn4>LyLedxBj%q;?&A8?_t@#bNejZ?N>R!(lK
zk@W<{*uZN=I4zn{f{$WJ6hnr&K~$}q@&EjfHVE6mrl;A89|7{P1l)gdB|8qKW_InE
z+%~-MTD#|QA`LzN4&OK1wX40A613%tBEO+@_VFjc-au08(qL=w&L7TLt}hYf?nDt-
znU>i%OXY?K-i+R3(nlq?zHas!H0Be>1fKPs+XnUJU5Rb2X_0feF^k7JaF+lk+2Ujt
z{I+I8m>g)ZJT_(W2MYy+1PP2iJ%OP1*C>>h`c<pTV!*SZOe1)}w06rWm??%(P%q`3
z7+>^WjT+fumb6z4_7>8lk)#%B7)R5W$@#{cPalaOv(mA~u1_Q#hNQxiMI5yDaedKS
z)=(Z&YyyU8`d3wVQOU;QM2VO@2?qwr1wGDkK<_G+vFEJUCAxTwW6-Y?ERR_)e{gbn
z1tqhzAl#AYeD2;~6!~>aJu<scs$=lDbmD8`-h0~7dBgDswu9S;BPYGb%*pLN#b4jX
zT6n-|D<s0$?Y2Bb>S4bd)`J_c-DR^c>EAZkedmbq@uPmrQ_A}j`sAo2J|5L~go#4v
z(-FBrwhmN$DO1_PzRtgRga^Y|>Ea8DTVp5s=f31*w?q}B4()v8{<d>nX}_5tCK{cC
zcCc!*+TQljLdxW%<JQOA{SZ&;i7Omqfn3;`m_+lSCg`=6S2<@^cKq!c&`Hl?#lOnv
z5#e5%*wL5vcdO`Nk-s>!F#=`DVa28KaYb^0jbm*=ncYvQb)IP6l2zw2R%N~&MN=U5
zBMcogj*cSF;qvb2k`(MfG_Ki<!wHMq{+vHy0==Ah>=ff3VYpKotm?(alZ!_#(@E!b
zi~K_@E?-iCQ;sY^6`OQkOTt#De5N$<tY))_8)@@H5vCs}lH0i6l*87c5%<V@4qCbU
ztHlwzh{8XAz|(4e?<u!l4Qp?!*nHk*-993JVJAX50*TS-_zm1Fm#*Khe_MrB4?{89
z9}k&+&NTQwxWFvoHU}B9C7qnunVFfbs+SA{o<pEe-^aF;PLSxcWa683-z!DC<$8?O
z7SF=R^>#nte1&0Qvj{*U3{Vj9HHwg}uS~ZAR{g)Vb@6o8VcHXpy-?HN_$&Bd?BzcJ
z=3j@q|MesK6{Zh>ttC1d+1Nyy52s8npUjo(M@<)krZw&DSyon7*qt^$NlHtbbbf<l
z0gu7K!G*`h{%OD<=W}|q?*GKH?ZW^3P^w)+{?xQh+#g5LA5F})zYcPEv0ZN$R%CZ`
zb~Z*0_zybrKbuH%8Ns&i6a56^XI`v&u5&-MvFO%Mq++@5j^wf_4%qv;yStA*I=G6^
z#3Km(*q1Q~rEIuC9W0aC=Q1=j42tj*Uw0fKi1F+D&j#S%<3e8}i>vVeiyi*ovBi1$
zU&r=;PU-(#1uN`-l#c)3@Bg<WTfzNvf&SG={>MA&yxHy3`1Y?m!hg2seRgM0unz}O
zoT??!tJ?pqPSV3JrF);ocUVVXn5L$tHg<NTUSE%5&7C}|c_S|rdwAY6BOR9-e?)T`
zGS>WMDunn34@~T#p5CYS$tF;ouM5y5t(H46gXpn~D4iI0XtTBaZGd->3wD!BWag{b
zzi~y!n_K7}8}V|_RW?T#Bx)ixT5)+_>i*Hc!|L#zpnCnq_OBMAbtFk-(|Vaai8}b>
zp=e$ae4Xa5a=w4#I1hOx(;$16Z&QoPjvASnLnRZt3xA_`SGmBj*QKJKk><6i0b$w7
z>)tYqqF)x~+|R%%LQ-YuP=wwGtIkJ1E{UF}P$py6i(cnV6v>@}WrV4Poei6rX65(J
z+%~#aR+xRI$T+-PW9C?7lI4A8go6u4JzDL`J4Rnbi*toZ1pT?VJxI^YphQ3JQQiBd
zb0>Nh?|F(`zw3u2^vjsuMZtO=2l~xQR7L7yt55k^A&`Ud;!67A`Ahy_Dw0<h%X%Zv
zdzYK<?x7cUpWa`be|P_L;r9O4${hND=YzShQ$P%A&o8{#;;s6tG8~u`Xdmmm{2e^K
zeE&kNjm+)AZw724ZS{-pK(g+6`F3cuXAEsZ*et~R1Dr?di#29hjb377%xE)8wlFgs
z{fmEm8M8v3(Hh;n`)Q9rK1Q%Zo6>{3ykd9P{MtL`{G6w~LUNZcrs>6Eo1gCHXAt%t
zP7iEEIb2qZPGAiS(>#s1MUPot{F>ZC;#{wg<vrEwsM_O=v4bxOni+jxC81=D9Xf6x
z`<ngpCmIMe{;G!@>U>vK$b5zf@<C-nlD_&k;3^7BypBJ{ykd;Rl)Zu7H$+imS&Zjy
zYD7}?5w4bc&2W;zomP56KZDMPy8G1Lbebm?VrM-^UEsk${^su_`Tm`4?2c1|55G@t
zOQ?j)*MX?O*P#4jr{Ys<Sk~r+{k(#zDZq*^>_2^Rn^;(rZzY4F8Ix{}zr#NTFB(e2
zW)?*UaZa!V$T|=B<dvN8Bo!rw!p3hU^uRMtvW~PnPE<#(Og8jL&1@X^&!okl+?dyc
zL{Vfm_v(G{>YBOGgBTmlaY}+c);SJ%?Ac6@EHp-<aq}B&TOP9LN+Oz6iBuKoGIY(Q
z4yfolc`+HaG)?QhXMS?Gc~lpQk5Q|Cx>Lck>{h+ZLk-F}hsm*|TP3;8OjT|!Xkfun
z=)qu|M(9kFC~^3<J4T0)wI%M8SHi{8+gY*4Xy>EACzN1wVvxve*9HI9T~uxbH5i%(
zJ95ds{S2(#MTa!!ewianYzN~Nz89C(X_N{cmv@XL(dQ&IV<+i=kL?&G+2UG{BKd<I
zn-{GY&v=~DspKEa0lPt1DXsHXm#-!M1hMiRK^%iwmq<T$9XWpbu7moiwrel8aZO<7
zd0u`NQ__6`n^s&#T^u_dC8PFbgAPPUj2ZktW<mWcsF>#)pEvPSu~7s~TU{Ebj?{x+
zsxbPtm(n8o?g(v>sg9wr$xc8)ztvW1H!v}#1xfoU>0&Q^uvMqaQF=CT?8@MNvGLg@
z&)IZgIBT5ddS3(9Ri1NqgcFYPIIO!z$>2<$OCn*TXq9==ayOEQ%9a*m1=hxxPyNEb
zV(3M0du82(t%XD*ob0b9xBBB9#)&=K*FB0<_L7PK)s|Q();;_h4cI6xj@u8T@hT{6
z9Gfdyvo$C!wPbzUpL>|3V_@}X!n&WJ8fJQiCy}rjqCSs-ek0Bc8aO%3NP!g>NVM#D
z=YwtB|N3;#SeExFnmP!}57Do>X(YOE|5-TyKly|i68B%Efq#xe0N3*0@AKv#Zrp#B
z*zyrO|NHd$e<>9P2mJrcgnh51y7hK}5fP}*sm5u}TYV~mbPNo<!wTCz+b|fxe=|^h
z`KB*K9o<GB<rEa&&6Vkf!KP+3EG!tXhr`N-2AMDb8N1a4W$Vl1k&}zdV|K&#_F!U_
z|FgH<dOKOZbj(z>3~U+)!}qCZX@w)A6BzA|q<h~U&J^Q1tTYA&2P51+J-v=EU!7H2
zEaNjTdXZ~46`)w}eNV1IrV;9qIBx-ZN}4Xe02|%eQrj^xJi6znv+eHv-Q6)PSOf#R
z8F0@j>#%q<Oy2E7!VoEL!djwWs97FTFfWt8m`43uDl*^7!(S07XG?t>cb;dWVdH!D
zGA^G1Z=tJ|R;Ncqob0ubt7B3`kr!X47d~=$DHUSxJ3CM|@x+q;`B#;IKSqOHW@h+|
z*i)Zl@hci68aosd>zAFWa4X82B8+pD7DVf~EaBBzMAj3(b#r|6iq{1I<<YM(>-)ba
zz&SM}68UP(EWTsrPlzqWp%Y&**Wv(EK-R!K%P#ytT#uFc$Ml62gq<iKp4N)Lf4ehi
z7#G|)&?6&BuCMFBKM8edItNv?UUJQtALvlEBR>S+!vyp_w<wOLO!upPgw>T!j&E@|
zhgI~|!rt&Q{sG)|r?nq?tLfx|8J0IMj&|&}Q{O|5n0s5sy-Y7D9bqi<8a8ryj}>VR
zF+_3bN#$jbQ!p|=+L6--M0Eewh~R4+o2xe<TVFm-6jP)}7%OPp!alkS5_RAeul*L7
zjsoA@Y~1yG%*iu}WDa7)nQ{!0)G)>u_bscsR5U>r{MV?qi`*oP^UL2utPR%gu<-|D
z1<~=)voyey{<$Y%jBOb4_|cudEkLOAN88=k2Og~l4VhqMlK22tcyy0732_TXhINTh
zOqtrgw3o8lcEVKE@9DoBw`N9#ifj(CW`@vwM9^iJER6*vv4PObZ_{1<Bur~|rL1Nq
zkW*NZMX^1*dt*fkhL!$;H(`gtR1y04qtT@iq`A^Uv>4f0PuR*nEcwh+%1aRbX5(Wq
zazm51vRc#|OjXP!laXmXVakz3(x}XS3Tp0#chs)13h}CbO<V~q;~WPSG622tU^{}l
zaN106f_Ho%V$0dl417TJ*Qvh{!9NlKxX@Lp1hKRWUt7p+<15@cd0EwF4E>N1h?*h0
zUIyO0QZeTpiFKSx!2WfVDMhZK-soKvh0S$T3*uw1isE%tzgpF{ELveuDk+n6gIJ>>
zms?{}h$in!U!_v)!mEL7_c%>QOHkP!S6%y)Tct4I>e(}@HZb8xd}fxJxh+1Tbjrrf
zEy1Ms6GgDk0Aj~ecZ{9_-}$E_OA{{KBtM+B^Os>Y>jifPisIhS;Uh4>pnB-n=T<D^
zjr1>J3wq3LSuv%Tuoh~2BG(L1JQGlluu|ht`^gWF&QqGBM>S>8Urxc~<Y{ZYQd(hY
zq|9wULrSY*+y5|;5@ic+A+GE`5mMm$Sz6JJY$Iw8O`x@FORTubENm-t-bXZEhrN|c
zs4x!lFT*<hz{UIuf&;eBOC4D{BjVq0+X*NYCVx^#N8p#OJR%OLttLP{a$=*9-*QP%
z&lQ&uMAZmxrfE&M_>x=NwZ~gsDOyK_I7H$#%v@O;1q}7l5}o79SNdZ*NWnPpL4&$S
zEf${!9_#e4e+rd{-eBL~^<HDGaQNGfS+QlLbn~>PS2(40wNL80VU)bY9w3`Ija#ri
z=b;5_O5gbotd11Fjiflr^NIt~_=#U(swheY>CnUzQ{n7*iu&lSZQQ4sh>y(tB^*3$
zQ-8j?U%2oXtPaE}p1IlGf8D<Gth^CVne)tcaE$9#6Cj4&`^n7A!WEOem=3=kV+VVK
z*AX6f$3H&qCc>_SZoZ?()|17!^rMAIn5Y`Rpx02P$(LWd4TFlF?94sbPwNC$iBC9n
z%iG&VT|9E8g<ICX$F%*Cdl>ynI+yvb=ZE!P@6bIuUr@y`M8{cGOm+ilp~My6^29?7
zUSKy?Ye&~Yu~an19#_>h9-*j*TcUBVlW1@QPJI`qW(|k2=J$GESKOr0v&nP+*HPcn
ze;gOCRq>MkI=O#F5oiLI!+!~zCf0IcPCoi2ysdSSCkpn1VUo*tHfC8oIZA_IL%P@w
z*@F?%@3-e^q264W59S~41!T`1C_EMX!JkOiaSq|E(F3e%Lu3wc50}A$hxJ%Z{7Q|W
zd&-_lfOI*!${uIc_3uz9cFaJ>j~G-z#BH|YT;WvbkBIB~Lw{U}g$MMc)pm@w{hde8
zXk+KYDHwRM`_GyS$wWogb(s9W^j~;79i~W=zFMb2_}c02KTDI-<O9%0Y!QjVGg;9_
zY%!*@=7%)C81L4%+;h=mMpoNgqgD40MVwft6H^~rp{0<@Zkoz6mEH#&XCk|)_s-u^
z$ey*`#RtbDybY$s6N_JqLVHV%pscJcR+)o>@>#_uiSj+=!hYN5Gde8Fw!1YS(EZ#<
z)1dv{8f|2j@2jW3?JA<2(%A9wVvVK6_;LCh&-*5#`qH2l?KE<tNawZ@XWwG4R<C1Y
zfQP|n30YM}wBe(3FFy)5%}vW7*55{3j0phJ>q`6jFmW>3<NyZT=?0N*K0{a1*B+T>
zVe;tiam}e>z+)58_-Q%It$fkI{gZj44Ag|adRWTeIs+GajQ7y1H^L9zN^L)#hTdG9
zzdiQ-1T{h2BNV0dSBU_~zPjnt_t{p^_W8s!^tFi5_xY&M_dS(t60s#iA{B(py@8vI
zf;8;qVQxZFKRoYbOy_Uj+4*<lQvhoA*j~kWcvc7To^~dc&eb*~?t}+>Gqxfw-7CS_
zFWEg$?X5pT(W`o8nM(o#|DYiW0*y|TeYBX;I&enT(&3_{93@7<@6?S|Wc91jlH(-s
zMI75H-&nX7O015N+#rU$7jT9nW@_)f`l<8iI$UrDc3N?=YUa<cY9_(IlZb!WL7M5I
z8*CeH4`91~_5zgpwdPpb$HL>TNsJ6KDTj6s`xCW4aHV~1&ilxM&fBpTX!#T?FTC}%
z_VLj`U!KcMG^+36Zl02hPXQw6X-;6OD~;`91DsHoAzOFnlwlL@<tW;GL@HHc>@0@5
z;LY-al_c<i8KdkgX*HhX8??XYW`>{FmNk$TRt7WfGDUY%HlB`6w&%Dz<#ow`#|n`A
zzgnR`U=0ku?@8Z8gEi2pq>o{HqQE{9pO_1Ia4j8Y2Iqd~d{mNm$5-H*>{ex>@qTaV
zGZVORkre#aE|Te!hr4hyv6acM20Cc8?t4*A<bJLpWv%%)$oAZJhZYekDH#;H6p3ND
z#0BB36(K2~k*_)C`UKd}-R7pP8cexANMy)bN@9jmXQtQYgiY9yf>MjZ$Tf(}M`yc7
zSJ3Pt$0THp@vBRYoUiG8q8rqYEj?)oO<YZ=s%;M^6%FBag;^lBMGJ9+^V~*=lkOgj
zXh$T*6$PP+<OD?4W6v>yYLWX41tqcmC%JzE+4K}Sz<Ln?1adZ{-fdI0-@&VoOSLNm
zSr%JfHW7^gZ*BR85T5oL;hCTb+j#MQg5q~DxAlu^NoM0}`6Cn5I2R5-N4!3FuC9x(
z2BYhm+D<`+$ha9*Zbg~C50eiIcvRIuQ$@QgH9Ov?O>~Yuhvr&<fXAoaUz_#uYU*L;
zREv#C+R`WW9U%a}!oTe}9rv_^zrNF%d=5(PNdjMS?7amkSXW6Z9Qfkg$_(@*k={6;
za`*bMc>KmQmRE(Vwk4TR1i|YHG3z*BR(<75R|^H}Op$-7s)}k9mc7&$hf9HRj&p;s
z?YVrRNowCanJ<VSy2v}G2vafvFdNfpsZ9>B0P+C`xH+1dbSRaGChZVnYWu<=?z)bZ
z$aV_!)~Z|K4NeeIo#C~LdPHI>k84erc?|Up#*26i^}i)zgVZeTcn5V}jAmCy6_ag;
zA8!cC)DWB)DUwvdb86Ur%M2x%6HNQOEapuG_)%rTVu?IGdY!x^=CcnBj&(*8mbT*M
z&<Hfm5Q}rEJP7Pb`<ez1#p^M<3)wXuOQ(Ify)R}vyE@ARfy)`bE`01Er+C!<FxRD?
zwUFh?bd+oD*e9O8u%@5otyM}{PnaC12x-a_(LrB^+HY9?$%%_)>d6qazVy4+UH$#E
zFQbj)SIb&|<B%Ii;I($1x97-v#Z<}2LqXL$tM|}$!frtOOPu)B(sbHhMQ>CUdAW}d
zJgy<8ivkM}rl^<p#_EpF3VWOp2Y6If%6QWUX5Z?%Nt62AzEjiLb;+VHKh_$dH%x6W
zcPmt}B+YYgT*+wjrK?7M|LM(lP;8nT#<<(`>x02l^M{(-or$5k3ctL%iU#w!b|pH9
znUx6Iha-qtsqe{O{bN*F=54!#>o_Emg}G5Qf0#$MJ;w*aelDqc*~k8Jf=w-PI}s(b
zNE1{tsVW4JYe5ylzYnxOVQaq8glKZAPuq#0O6zI*qM{-r*n%?=j~$Vln_K*^Ur|1H
zr^W|U1zJrmbS5SyMyB1_$~OTaVnIlg!5v5Q6~lDU1W6H??ZtQ2?Y(N$fRK<76by`z
zwl-n;+ov#6A>2SZ+gETbcRu9IKB&xx!l<Wo9ox?uZbWg10gacOb}OdJV1IcU@ROwE
z-eZsKUG@VI%+`tyl=u6hF%OZGBuHU91|=d#eJ-i88byo_*n9IG)IQ4AJ-K{uwP*ls
zbQgj8tya1}S-;C}B;lYE?Oajtml#-mnoJ|9BtFt;i{PN~hQxI@up1wG2d}K5uwf#T
z@TH&k2^19<Z*B*gPs~sE?NTTi4>YQWzXJrv#=2o0Y&_dBKL{g<!I7VPa&*?CGZHmH
zIP%($kX_+>aig|dKlonCFh6>xq*PVc!%+<u+?#yoT3t~6q8--TA#DoYE%a*q!`lJK
z+BO~>q(x{ueH&0syla6ZeTpVCV=2Nuzm>gxXj?Lo%}WK$ho0IXwRa>(v`w$<n>qJB
z;6<+x$DV`ya*FBw22Z+{)3vI3NyM&%A!ioh_JxTYE;kaA&*z*Y7(4DprG=s96-}M1
z(u9X4WKJn|u@546yGVybYeDi>2GzW1^I){ffCOIB(Yo{bX<rzj56;$9G5RVI^8-ce
zk7&AO3gdp9fS=)YH%@rc%x&NI*ZaFNET^nWD`Lkj-9lR0;AUn8Hb++7MhpT7ccp(4
zom$2W9eN8zFm+z0>swE0sc5qhAR?JUt8GzUtUm?_uMGA4SWQ^CFwiUsD=YlLZn7gG
zc}7&EjG5hW`qoo7FD#Z1HzR0qIm_95e~{(e@)SsYBe+MgXMB1$er{v<@M)<Fc%XHu
z#^=F&9oo@?U7sb}8P0Y_?LCjxyVC(d^3)YpLdLA-@EOK^Ja(c`>POYa-+#SO93kKR
zrta7*VW^9N%~&w;MN_3TNLU5MdtTlQU5=>f5H9aK-u@>|vf(0tTM?j$1p!BQqVqh9
zT6Y0A!ZsIip`)>7fx!RWo?VyW5&^(KvF}F?*75xS=8L{U)s5^&X<uKA$&T0pccuz>
z3}2CM^wZl%J+hVI&f}XqV~2r7xUNwp%=Lf;^s%|-q7v)Ql<rBQmkaftXAyu!=;fJ^
z7Zbd^e{5$g;_AkkMQ~Xm4u?svpXBR(<acl7{=LLiv*Qg$O-x0P%7C<)vy6a@sHQ;B
zg^eN8!=>Z!Ojj{&G!%9Q^$p6%JUH&3mS`9|!X(KiZr`gQ3wGl-^!reE@GZl?WJ>xw
zKbuP0+l3fH^&<>3-d{%HQ+G5TFp~S1b+U<!bo~f&M)?T=1X%jnwIqcm=w?wL{t{u=
z#DU6>Re%}7wk8d`{`5f%=oh$J<geyQN}#F!4d`SjcIakXBUAFlC?p36qChePk&(V4
z(R}QOa^4a5887p>d1bNfmdy=oWLZxo2l}5MttS>`;ni<q7H%nlG_T>(BR*^FTVMBb
z8^xL1GGlWBX}=Z6bQU%dxql!}m=-oFFZ+aa6C0j!T3i{RfEjP#)*P=I*--JvNR`3=
z7eAg_cmeMe77Q8YuOWc)Zm_G!)H(d!xhi!K+H;c@=H)xjnf_CVlB$?y$j-Wg%mkAj
z7Vo(nt29}h#I^!xM<A`Z5gNQn((3yj2`=l8*5dNd#D*NSpCxE!vW$IG@yrMhF2I4e
z`Bxl=Iylt*9-&Qtpta5Qx!5%2^j!*S_{dMo-O}<HjQDlzN&7xamt#S3F0hAHq3?g1
zy0U584HWwa&LptwhAPYhoIb)m>u(b(;arxm8*Sl^oZ5z{o08^M6hwxPpjmx5N1Y)!
z`%SZN?sKngMZ^A)Fn_Fv#>ED`o=*`>VD6tK64g&oQDF3=#<-;xagIDNsEc3A<vl>m
z(Id1Y5w2cese7OdgkAT?lj({6MXD8I(6_+#cc;C0k@qz@GG~%{9ZCtz_m7j_{!ZX~
z_0OMdf@3-E!|r-Mc1`>`ubS`#kKA=moW150JLfrZUi+n^Hl|Ec?ckX>drLOHMvS}a
z68*u-fh0ArC-op~zH%VMV3WStgv-)VNs^uMSv(*e(S|c1qgD{d<^$P&9}4IAl8Z2W
zw@2_~Q(|oB=cglJ)~@lv0WCtpD8;QeN^5e2N(&9vgEJ`Y=tGw1kL>@4sc#Ig<NMlf
zn>0pap4g3T+qTu%W@Fp7-NsIX6Wex9Z0kM0|MTVjJab*MXU*)r*Iw(!PnsUEkmfu7
z{goF7+BgqQm*5z%57?&Z#QRl9MYqkXH8&tZXea#TPuh(aRrwGlCF)F1(%UX5(FC>?
zQz!b}zO8>o6U|=?%V?*7Qxnf(`upsIIdmf(eyqf_OGI=1IZmN^%O5(b8`#_d%GQ=i
zO7MT%_@*KS<E2*kmPhjASxTX#0pZ3uq#@cG=V`|c^Pzi3`rPnfQ1xZ9KF)h|ka;!8
zfY*ZsJW(TiV?#E!w=%}}(3p0|yu&xyG_T(rBL{dt3M>c|4yXAKcRk-ITSRZ4Ch4a3
z*7`K1K>UBWYS|Rfm$*qIt$pi=YD=oX>oWVGv#4VY;eaFE3EHASXr>i3{^vOK%WCDa
z6Af&?I-j7&_7~7qbO7?^#J@y?A{5r8q$q}5nZ9AyIFzPm@&o7Lb?`o;gYeQZW`9>(
zZr3Yw5$e$uM}Bx7srZDX{gFdUyMh&x@7~#ZGgWH1&(RmY%AOx`^YeP-!{Y9e#Nfl7
z67Bl^8U0Le8BzXFThoyUiL?hv{3-RL^MR@n2_`J}z~nf?6fz;k(+&K^l0v{=45h6x
z%(zF=Cr~tzxX!?38hENF$E0A6mXr-XK#9KXS{Gtp(kVqh&S4sN=Fvo4>!S^NltmhM
zlJPhE#NWvq26|u&sjv%(&9ABts2~j%^#qE9!T<@6c7=ptt36lM(8B)RG~5Zp1r9k$
z`2{@wVY2c^ClLT4IqQ-8Jww>*15_8;cBRb8yRj{z>{3^$Dl37z&Linh5(ot2X}KzF
zMt3I`%e9~Q6@-2fk=tdg8B_QB{GxZ*fiIoko{uQwf+kKB;@>XH%3D9Nackur)}H}5
zL`3g@?LjQ<49~>&OLgTQ_>oAJH1%5dOu7o^62()Dtm^7gT?%><cwAG)S1waZvRvH&
zIwO!pl;tn?-Rn4L2b&jVPQ;5KM*;tsn`&ONH`grwJuXkOP+R@bzqcAB?|m$H`mAX7
z`s*=-+;M_t`UUGeafc~JTFU&*?dg3Q3TSIAkxWdy5XAgQj4DSNKn{N3(-lH`WySUq
zy?VX6hM2Y-06}%Y_T9^!hm{}eQ{L2!ZYboJVIk}%#k@(#fo5)M+ys*O)y&L59M_-+
z8$EoVz8j;;UYe1y4Q9#?)-QPZ&{Z!`RrtA&wHwpJehSg>48C6D{B?056nv8NG0QD2
z!debEwJF1wX6T!($A@%n3CwH2{I&<rbRrK&64ri`wzV9N(voCUS`Zo3b#7Qx5t%&7
zja?Zr){~(T;m(6ol$L<GLDb4i0!?aPMr2bC@1nZ4r5Q6CuN_^Y@aM;T)LJzjc2b<u
zQqm7DZ7Duoh26Vp1y$sfCS|Yka{FSu-w@d`SF7i$n>|HsZ{x~7_$g86`nuox9;HIC
z--$4GAb9$8gSIdw_$5Qy+ToDy8bg{&X_Tu@42hKZE3)j@Cw2;p<biZOrD@v>5|$pz
zTR6GAcoZQ73<T2jL$g3F7?P}JIZ-!nHrRx{<oUh>(ONnLhu<;m3OW{hJZoZnFr84;
zE;bEZsSdPXh3tRm%=b52<6u9FU>B;tG~>%~<_adMn~rF%NoYeSgm}C@VuR&idjeh+
zm6=lcM}-yb=|>nCX$XtxDT$qYex+Mq+Y`=doQ4m>=6Jda9w9C%=Px!u#3DKsPuazc
z1FvKvVDOf3xP6?LLEud<H#DCZm8pc(F+BUcWSIfAYtm9o*3xv0iTvMAwXzRtN)%xy
z?e?$ykltkBXjplX<uAWN&W%(ZaL4D>u6`loX<ElWC?bpG_FO7CV)#k_6xSfnYKg;0
z-iw;|v2kM+VbGI18>SyBPN(HPDK(A$k@THK4dcwY;Wx&4(Ww#9j(xK^hKYh5tQ%)m
zzn%<0;ipwSQ34+6cuO+j7J)Qf-|Vjy7?KG5;<)Iaz2#XW;rPd;%M2Tmp&6xcNDobD
z_cN}Hs+Uw-9Go~iO&xT1i05WqLcLFiGl9%LxtVcv@`s?3qKN!6W7+7*0TX-g5I06*
zZZvZ%n&nF?>Sl<DhTYV0lCw#=zPL$Dhb47jl9MqsSLAs<-yPyNAZG{xX=4?3)o&(w
zC(Vo5pWrNGM>6T{ThL#o6F~%$BUcrE^V}u1o%FT{G^P-bc%`q_-)|i&G=)`crnE?!
zAMfGA&%Za~ukj?S2AA|@z?_)KpmlsBy=6R6CLy6r<kyySB;=dPX+g5kY0VtJp9#uo
z<>w|r?q{GNviWvgq_(=%xnq#tGjoH;in47OyhI>LIY=FSoUI@}&55cpC$_yo8~s8K
zmk=eXD;Gg0jXzC6I9Ksw(8WbjRWEMvR}#~8iv_Po9bOMYgqY?FBbtz}So4pBFeNNB
zlxOhfenrzm_al{mc%Z4;>CAhDAh!LaHCZV%<Z;%hrY5xEVYb<uQPlkWG}PkU`dL8p
zm3#8<gKN6~|ITwn&Dgm?MF0Eq3ceIwloC0GNB#S79N0jg#C*5m(y302Am7*6)}us~
znHGI_HuN;57vGc<TQ+nXf&UM)qAh+cncMe-=W{)X#kx`lR`>$LhlUoaG#Xq_)qQR!
zIG&En@_rBy#DbwiMGATR<&}y0U*39#djlYjd%zH&q*txEM+*7u@U<5EqS{!V_wool
z4!h|Q94TDWH<sqJwy-u8FOu!1iz^4V{y2lU(B@R!2Yk<euW$A`6gyoUzB3#Bs24f1
z*K_R+7Cs;N8W&Dw&^RE=-MV)cM$bk{Zl0_{cVr!(9xF0}uwTS%e}f-$$Z#&twM0-D
zO&EFC&#(5HpQjgRdvo94$~NuR9HB@<?|Okz6opY8fJGlJM82+^>;6gSyCcWzj8;PY
zD1gpU-x3fbXTt{cSygFub+n`7bh+lmkK+uzLb7d!=dlbjmiP_b$fjEVC|)Yu#m34H
zjLv7Q_Gv=v0!X1k*s{IdYca@P*hWk)a)Zu|!+TrWw;h$Km2aQdJ{IwC(%05dzxrWb
z)z1&bF6rjilm>PoJEM;Zmg=UyoJ<hHM?{cY5|UY7MHRSVUz!ElEpjh&Odw{IG;yNP
z_f!PX(o6uX!hZL;UDeO^$3E+4Bh^agX)g~5GN8$x*+$U2wS!Dcf{=%}3$ls`E<`cd
z1e_V#VeAqA6ijhvTJPl;J=_J~Z?_t6y4!J~N3@yfqA-qrCx{Jwa+I>Su&y+m()x&D
zh49ui-u>e3;>apUiO1*j<b~zp%>M6uTDO+KW#M}1ups>{l9YQ5FTbS>r`upZ49FBB
zIZ?5lwqr_ii1b&a_Xm%c*GJr?Ye=)W#97-o;S=`q0y^5OW<gXA!9su7UUmh6okZll
zp=B}kJ=Z-EUQl~xZ^qGn4jmAU(LEUATPRm=zdoS={h9o!(Ubx8+krbv|3LR5$e4k~
zUzpOxc@}6Jp@N@w88uL@kNM;li{<6QTs#$XYCG8BA-U|uEF}%ivq{da*ry-D&Db}<
zKY)2>YEz)NimBgFGR3WJv6r*+aOJk!@;xz{!@Uvyo48wGSkYI%x8b<ILC%q9z2DGY
z*9xM7hLQB0C0gV|TLD8G!qVyN0}-1SAe$O!1xgVc{q3OHNbX<?s`^1R*mRzCg0CWH
zVqm}3sxX-f+j<D!^;lX}8|cRfK>E$9kTZa_30TVAT3C$abvqv*3YLkN^iHmTAU{_c
zWmr8i2A-+E44xZlK4*UGX_fuQ(2h&uU=HthU8gz@Fbw*gR=s0X69r&dFQ};v>}t`8
z-zkHs#=k_M{9d+~fHp{r$eJl24i~t8E)4x`?O!T1*iEq?|8IL%U%xD#P*HY%%_53-
zUgR2<{Z?_+=37HN?3?^O^WcwP5S)0H|K?=z@WNJ$8cV+xw54=juHCR=IrGUejrBtk
z3~9sQnj+gS#4h8h<%@<Q)z2$ge`pRv@{#+C^Oq$?GEJ)^Pr|Y1+j(XOwdt3pADF=*
zqtUhhP%wj;(x4TAK6aw@IFl7ADVk>y=MC`E_6slfQBZmg65|dBgWgR?KX2@y#JO<|
zMf`Q{7?;E;MG&LUP0JYtJIT2Toq2GK)G19ouq{Z2r$Up6h5S^AjqHuVMiE!bU!d<;
z<_ZFC)974w=n{IjQr+#kvP0Y6tA9){!4ZHb4AVr+U$G24o`coBT&imPQ%Fjc=lzQV
zN;Ia~F-Sc9^I(EvLbka=%HK5FjjK1b;1`x<s)`!MG{9UCae)ULK`*`~{1uDHOPH$I
zH%4ewGLHJT2JT(;F3MP@uWjLeeV5!S4g!D=Rn1-!XI*o`TUX9x>anEF;3VZ_xw1QA
zvA>IU{G56xOCrkWHpzcGt3&$9+}YL!pW<eM>#aMZc_b~IK-AW$T@snDc|;OC!r?Uu
z27#G*3O#L`B%QinhIWK9kWV`Q`jw%1^xbzx{o{)|-waIZoq{2{*yIyiJ89MxsEb+(
zURO^G{<g7i6f3aDepCq71wJCSFf%P}ef#S}w{27)m(&G%W8&0k1Ar<x{K<~uf;oK0
zuMZTx5$p!#6oYG)B>6On^IORI3Os@68npzb^75%wVZJk(T#@rZoq%;2nn9fpOl*)9
zj0Boo=iF3eZZ2-N@+$rL?-$7KW{0wn=K8EBNFdf88f0?_9f#;alrfH}ifq-W2I?3Q
zo)tf#v4jF8Wka;Vrb9_XbP{hv^usn*3x3?u;k8KC;q~S^zWNUDrm7c#fIe$n8s}I4
z=MO470)e%^uD4HajOwWEaqC{%6#qLDwXX{6j;Uki(7ImrVS|@|AHb&FKQs;k&Dd*O
z*MW6a#N2Bj5{q1{N-MnUBRan>JHD*Iwz_2!!+Z-QuBD)?e*G!M+8{#Vh8s4lOhwAE
z=&y@UH)>c2*NIzC#2OzNWa9vvu-`(>*+`q$`=c895ZZqI&f_pXp(#mv2Z!~n%^vLE
z4LVn0_k8K5Cxi%JG2KMWl@R42j~ZnFKbqGk2XqDC$4|&_qR_Ira0m`)E{js02Xhaf
zoWcQ6w>GB9W~Xu)*q2odR6{(XBttxEj?rnO4oc_>$MzG0?OUjWDt1lN1n$&vWv1wA
zd;J2&*QY$WF1O_*&Fd5YbP1iuPb`s;XY*n)o)6;L!7GSUX+S9r{p3mDQkU%XiYk1U
z6v+`bCGTXlpp_%y<ty!GUeH??w9?fnimC*V^gigoqPjA0M5peSzwUGk?ckBH2sBMS
zUuvFzHfoCw;70@yI-(lC1%E+*b3<QHax90762Iw;D=@N$I49VhP@S04Z;h}vuoJtB
z7_&g^I_wG9Ep~Zpa)G!hLPP0%cNZmS3*U_T#U?QKTJ$CO%>_ompDXmO95Oqj2h}xY
z0mSsGw(0&6uN176`jT#B^u^s4(Z-pntfk?6DuGY~#czVTfMXQ^GLGSY(RP?t?U#XC
z1y%mM@E#trhIhR_5;pptee4WpS3XQVq*MBmZda+mv6(a=a2^Y|((%K&yzMziD=aVg
z+T;F5)Si!S*}A+SFBh}jD$2}5Q$I#2lpEWwT*RM$QxhxbuIak9uvG6v5acnM+WKwW
zmGvL31gQtenxs4oqfw39*j^gN|9NEaj_kw4_iScL6fc(h#A8JkdJ{G5Fvol3D+?fc
zyP{62r>86paRc<x+FGd>yHM<MNIRQRC;2M^?u57kCWH-<bJ3uXV7%nisJMw>(dF*|
zBzcQ7YXe=y7w0nsrn$)<1YWqyn+u7H{S20G4W2jeh3!!I$7W&OL#qz+>cB5(0FTqC
zQ={k*f-b3HaEHyV9anSD4oPnz)<aWufgTv8Q+UI;G?@NZM?@~OxU6ROtM?wpyii~{
z9fFIffb)0Tf|yGi<a?qgTvMKK7W=Nm*f!sqAJY=(G9E=K4Z#M5^-hhXb#&Ue<ubnV
zA%`aMRm9nzhuHIWx-m>+Vx}BjDQk#j5WUJWHP0r*4Kuv8)tJaPKO4GQ5PjsDW>y4~
zK6)w(P@of^ea}-RxYE}a(Eqk){_9tT7ZL%qK0GOyNLSWGQKK}IV;DE*d^KOiErhp3
z&eio^PMhpW+e^DMUZse;YZNmmDt*Y0u|qu%P}JWF&zNFv=pREB=N<ViXEQ}VB+KI4
zX*m>w(##n-1mh_^1apu0w2^{G%4t!)L++cwB%I+9y*<q;&NwX&Gld;cPtH#0oD;)1
zHWGe{=TqJG5MP`hCriRz4s7s40{yD&zfU+Uj!OpNRo~T@R(+>fZuWst?9jCT!P(u$
zSB1?ofyl`-tqxSDoJ8_dGlcFrbacB4t4e7EfQF+nVq6&4!~X`sQe*>o>FexTe1oQ$
z<O_f>=M+OU4$;nI{Wjz0cA;9ErsLHi`3bSQ-aZeH!13VdKiWP|8gLJB?&{oeX_4n$
zWN2&Fj`pEc&A%R|PK;zk`48K1Oj4`L<1S3#Z5NQ1@s@-M>5j3;UqQ3lyu+lvjWw;{
zOHq}fN1XAh>-0y6pF?l9#U%ub9@>V1iFm(COk0ye+PcP>#w5_^aE`{GgMpt!rD)qi
z$TKH4i|y%?saHPZ=Qhz=c0*T;v!aRu33LOPG-*NsbU!W*)Qv-{n4q+e|0yW|>^ri0
z*EHdgZ)u*Fx?iNLedRD?G%i~h^*6Tut)}ITuconmu4;5Fqs1%!ZbJ%9KQM$r_C?GL
z9$g{vUn6FhKC=ICGuB~U2xtiqr7d8HAjfuUfP|1cJGQK0P3`>;&=^Vv1~Xp&3y+Bz
zbl>uYW?^B`ZFTrcPfy=Dm0;Q{lSbb+Goy6!>iuxm_jJ8?{K&?}W@KX%z0)6dOVJM&
zhaH}9uTro12PRV-(*=fxhTeH6a%@lJ2@qmpVoonEhSt?F#1abB-q{mz942HvR99E$
z*VZCILqm6de!Nmq#S_r}N1ys*K9L#n^yHD5{L9o-)Seli*%YQLr;hE%3NJ5j`Nf|<
zfA&AbDJdyC?-zBzT`WNdhx+v?SUFh#eZan(SfK$L8d{|Y2M322i=n3{m;E2&XS~X)
zss=D0#7ibWGZS~A;;bg-KVpThp58G}glv^YU8;<rs<@UGPS?WB+#H&=wsvE!<VK?C
zP|we$sKVyv0E%72<DdLSRbWlzyVF+%bbF|T;y;y0uC6hRsW9fF%F5~@lp3L4H+{LQ
ztK7VPiNA><2BVGuJZ=N=0UHjNMhKU$!;fJIr~(Su{KY&Me9<MJbrm&bpH^1oQe7${
zB8V-QVp3@aTj4+{Gwd@<l9Hgl+@V&iDFG$oYOdTbEWWPeI2KWhippwJ$G?9Sike9>
z01YGNk}44FLR-_u38%@Dm)LtP<rwkR1qOmQ62gZuDI3T!7Ku8l<xg^;v@7pSk6%Y-
z(S}yr#d+na1`X|T04^*g5yW&tfodAUw<t+U0UrdrNv*G~csni*^vrOT$1MBe70csr
z2<MX<%;a<;5ClL>V@U=XOP#xhfA8U)iz8Q@@JyEE*xM61RwEKpVgL<f-ah)uuqRZ6
zg!s78ZQIb-nVR{27I|a{-Wbok5$ei<vY{ygtGfI*<L8@>q#Jl0jgL9rf#Nii-(V+J
zGm|~%Y{bccsu+54+8+3*ilb@o8N}??F~a0Mn*zw7F1ZrhzN}?o$1Im=17YZSOoGF3
zTVhti1{@4*8s~P3rl53TgzJPR2$}V`aeKYzxW6b#>Xp+-k~kgmz&=3<#7*87Pqwvy
z78}0wT|eu!{=d8frpZ4Wf~>NAlZ%#-BmpkoeXi3PjS>;uFk@Iv63=MzS?`4d=G-(v
zX-pT?l0V3*xl+Hd1c43WR7M$FqZ%3!2*g{{6bm&&Riwc5TVVFb`gyF+dN_6HL17l?
z=9#ba(V7)*^mMfh39|XS6N#Rr`gbUvh@c(-k4vwi1jPE3;wA?dG=IQeGiAC56%-1u
zkn#w#AKXY#Kqy=%T`@-*`&hhAM4y}2Ec5coPPb?tC8dZSMD}Ay|8*LpEN|BD@Na`c
z|FTE9vt_9J&gkE=Bq|WNFtE>vilCu=*QY8KYs2z{cUn(zC~~7EAQhC4V(yqV&pqJc
zx{Nd(xWJ+q_tGvzD*VS&e@9bJ4c)Qv{gDO-RIZh|iJ;lCWoQDb5-7w8qJkDCe}Qg)
zq07@?KPuwDRWU9rYiL8s=&es3)oslkmw;?5V;+N841H<gHh-Bk(37M=b*#O}uM((4
z2rwqv!RtjkFeC`T$ZI;YXWT-+@7pVrzwfox3%6!i8;NeSX!`j;`z{I$!G0g9R^9BB
zw(_=Z9(><%SjP&DI70oQ^n`4yB&cI}t|YZJKZyN^n!LPgIm=N2h93C3!0V-M0lj+$
zuO8&2eg7tXy(nwh&T8Qc*joe#ln4q1F0ndm^y#=^m_z60$$XV!>|m|9qv3|#Q+%Gn
z;E(z=1^l*oK@7@T?mwqv+dHkt@D@3+O%wBTTT&JAMF|!4r!kENa@T=EYaOwKRN`~d
zfH>KWypv>a&OqYB6309T30V<-ke;clp&*Ad6`lV%DW@M=bVQFRF^NtCpb@ertdSYv
zf|gX|*Majg+mTAE7l`yS3)VOL&XK$N3(g?hIwyHEc0-#Q_y^uo>8OVgvn?3gvWJ&j
z52p(~NL&Nm9QbxVcA(}F)zh)2T|RJ(e!igKFF~5@>L1@^nc$#O3MXkoacN~;<_N!v
zg*ZZT$1zy#@otJ56XZ=y?DcfQM_C@tcwd8O5wK^ZLN7W6@`5yLPkZCTNcX1-{!(Ry
zb@8WF<=7KsQ*3KLTG7s7d<pitns{g}MJra7DUzouYnV@otFxq-B7iJ)bc!$nDLKWT
zjKKT_H=Si!{^FNZo7ymaZQpk7u6v>;TwB{E|5UcB1wisu48jseS9>RIQ6O-yT_U}e
z0S*NYRa{$zKjymqX23&-YU|iqDcW5D&$yG<SKrzD?kVd!`Rm(x!c$0wfSB<yjJL<?
z)t2d^D*yc$YRl#H4G&6>Zfz$Ldq}UN2~1a;LWTiFvMPteHM-n0+A~ji#SB^JthM{V
z7P$Uowsax5R0r+<j4YhLu>rrzzkYmk66-ci$o_*ItId^)U-ho-*~mA+xT_g+jejG-
z<2iT!5tV+kbc@nORVAn?juMq&E9E6?c&XXf>ngWe-i`&wqMU9)AhB-5+=G7-L%ml)
z0gaG+|KGC^$(yk9m7X>+Zmx{(FG`i6fOX|g%L0ZbcIszmr@xbezLq%pi%Y@|-+K^_
zqJHjF6-C6U+-^Ux;`shkX`rr>l!g+}lUt{%5%zJVd*`nH1NAso#WWz;@qP@>ex*%F
zg(Jb!O;_SY%Nek)@gt8jM=f-7Xw~D>60>?ry#LjScTwz!dj4xcac#hd^|-T0=(I_b
zIZk9H<Fc^$FU<B<gZz8~X3_gADu_j3(YCLCJHhI=hNSpJt4?DYJ>>n<S2%X|+!5-a
zo&rpMn5oe75>1z$gz)?8XSmY<pHD+`SQ^~iegk7?M{gVk_O+T6S%Bto(>f-BdGCuP
zS*HTfP>&N_c|Z7H<-H4Pg<yAFt^v}0C0!Z5*+U*(1~f(}6F)0tNjDjSMe_S7RHQQK
z+jqAjQ$P?|0~cXT;9dfiY-eV4xUr*v@*Ghnha{O&yt|dlSvU`Gw~UeOh(6&Xi%vN8
zIYP+Z<gauOT_IWO8U*#VyniO{*qFMzanx)rVanYP`8BP4`>91O37Guh<DnZVoOi7$
z;fSy|=R5twHklw+&D{-fddh$|9ET$L2b1t9isl&G&{CQ}S0r(Uk`^P2*=z{LtB^@J
zWdOTC)-O80(VkIbmcul)uqA?h6L}=~euT=yAiTeQxMzi<G3_3TcrR<hM2zmZAv1tI
z5F>hF5=%{yM>8=SIt?fV0%S(U;LMt^-P~r8qq-^ft@J61<UFi!z~Jwpdqq!Q7*~HA
z<jew&$3iiin1feo3nPN}eicr?Pjob7;AqWAlAqUM1tjftOJUd*jffF#L5UYp1K+#)
zzys!%a2mtKUY7yJz=H*$p496;`{PU)>5c~#Dq0;GaiL^koSo{tgnKU_7h*RgkK>Kw
zmZO9@zByhiwh#5Syfr<R_@b<78nfFQ0SNAEWW8!fR;8#e{fs_lT?=fArqgUOgm;Z`
z;Kzmq1|_6>Xsu$x_>MO@QZzy0V7RWYs;F}r%UChai`U&-8%RkncGEW+pa0Y~KmV!V
z_kV@#cN0f8sH~CYLYxM%@3zDp*?$LrY1Q)+LR|iY)x?@prVX$z8bWPp{m<(+r~qbA
z0+$Kf))dUTwXm@0?ex60m^F|ouawT(3j7XMFg%w-I~=|Qr-0jF68_z(2{3lXR8ULu
z&(>;_wdL#@&t+%Oyz0ea!RV-TCMP(-6t_q7c|J%>NKFl;Rw<p{7vz`E;SL!|qMR$H
zQclgu0g#ZAUiTvlZ0`<6d0cIOl{-n2dpq6e;E*%T;`3%lMMZVE*_WbGP*p{j16jk~
z(1QIn+2ym?Yq&-(4kxnGSuIgt9xoNJMu(?fAI{g_yyYU|!AYm6M2GujsX<atPUqgo
z`|EPO5kwbad}kcl<jBoQRoyJ)APTAYv?y=lH04O4Sd_!jB%l&cPfstK-#3%uGGTw1
zR3f(V=`mqo>?;Hm5edn+_m}%3sq~VPk_j(vpC?AJA;+|N8+t-+Ew7XUdjoS%d1CIq
z4KbPv8^?l>i}Bb9Td+b;*Eef;K7`|=@z>jvOfR429k|li`@rtpw_~H{?`Gie28XoW
zS+ZjuhK9%P3A}Uhl%;>@K0Ke{+X)S9Oh7%jnQJzmaGb3_(1R^N>JP%^B&VnZQ$ZPr
zH)B@ErfdHMUs$Q(ArJ?sV9YmTslk2*I51jkVUI^n+~u~te;^t>isH!cnhrX0-y*r=
z@4vwFS>ll!0I4*G&unT#^2%Cglk%l2aqEx0xb@)>#Fi=fjI7H8&XnoHsl7?q+VpcF
zQ=eRk^aL<Naak>;v~IFD)~j65lBI!2PdfmG3e)c17CuG>D*OlMI$^aEh@3AMK2uTd
z#56s{q2MZ_U|CxOMWG6YeI^xkUC4Qrgp$hI7mO67<?dxd5#Q$^sRcH~r!(LWS-=^L
zFW`Bu|3*g4E1rvKYh4jALkH?(-*);-&^-0{Z<^rky|=r{a(YgAu$cd*Z|Q9ox7LUB
zctF!B(BDNH{$Q$=h~7VdBlKZEal<LfT2Wsu4l!)6{;-B#lW;o#KF<02gag^p^<Bn8
z%Xlu88K9^mS*K_R|F<sOHUK0zi@A9{(0OiDpXV!P0}tPB{9Clp_Aem*CdSOgQ1mQc
zwGGhehR^1Tn2m(_YGlE1EI69cah%@%f<$9|Vq{hr(!-7zS}`!9?!?WQ*aU$nTGpb7
z{PzQOslQ``u`#U8iDz3Y+r}>LkE`KyBzHQg67;Rd2@w^-gLCpyfO1cHoe+m0&3)AA
z>NeJ=>Mqt;xPcE6d`8m8@Dh{Oo8PsYF4M#Mr0B4;K*#~oBlD0bA&b|nfv_D$Dq$25
zRHNW{bgQpwe=Y<4Z&ldOj1M;#;*gorKjXBLSX<~@PF4hkAHivK?cpj_g=O#Is}|@}
zhD`X#HKeBd>5>yoBlsA&tE9CA^OKKFH~j)hCAS#(Mw5V`J^RA6q%PJtP}rV~5Q_Wc
zSr5^kX;Dzz{530YKmT(EJ6Qhqcg=vMliXPx{qNjNIEovxFES%Uq=YF2iUA1XnNOar
zr0toJcUPQv@5rL0E~S(<V(&K&5)iU3Y=K4H+^8~E^>1!a;)GFyITd=vwhe7QT7YtD
z27fAQgW@0{7s#Ixw}7Sf28<ZBoPJ%~wyD0bj&WsJ**2D@*5^t3JyzGYV-_K1P9q`*
zK^ZhoUA=z_QvOJKOr$w+pey?}hmYv!l~0N~YE{q3iRKzJ)lgU^mbIB-K#xl~@&du<
zIzT0<*a|R+=5zn^<4-5n<&^W7m6HD4Z$vDW2J>vRMFp3k!EoWuW|nUnnC`$a)F?02
zP^<6v`6ZDS8Q&qOb@2Cl7a$sf%D@Aqg(|QIH#4vk=(t-<qy8;}>)mqA<@xrb>Wds^
z#HJw(=uFw`jPok<90zJf&)1OAn-A#jsZx*s<;JnNg|{hBhmMmVs{%O=ar^GHkPmNC
zl$Y9Q`&hbvcSWe(&vM_p+oX`0ZxP^q*#@YV<7d|?dTa{h^d<W;uO~GHD$tfF{1JdD
zagtfAyBR#!Pr<r=fOUD=zFg=P7_HT$$D<2O?Rt*c-lJcM*L$W|pz^9|yydwl>jd&l
zji#z@p<)Q<jOU`ZTJA#U=OcMLbM2>RR}Gh@+0t9!1P9Bs02O)x;eGxsuz6M&*{7Q;
z%pi0PmVDV+0FOBDh04c%+nPSzoe1;6fd97@5DB!5viuy12PH|?*o4QUxQ{l>tFJ^`
zFhWUX0Ux}RJCwd0^aLq4NtrD<0P6kKdYci~sqkYNGjlABOEGK!ken)@rOJOTwZt<0
z8KxLae=s^lzZYi~k5-xGx0w58e9Nm(A1ioxZ8i#a=hQ==BHTioB5d>Yf#8VCoB4kF
z%X9bN9=;txPi@{CZ#Uon@@kC99Bs5EuPlMu1G^%4ZxuP84;=)*>@5s#T$($~zPmsx
zQ;Y?wSn}baMTGg|QX74MD3;MwlS^<l7O?Y^K5{SX1kTlgr}Bq)Z7K17N1BJfeBwKZ
z2f@rZs<;NTMF7D13VD(?e{j^`sTTP@TSX7DDiPtpx9!e|_z*IJc`xU&!B`J2sP_?L
z(%(=Y@UVOaLwFtwU|w4>m^NqIvCtGE=!SB2GGMg8eq=Z2&*-?`zW(7pPE_`Qt7kJY
zSHr@PJW3bT*8`pm(5DKdFqYe1P0&fZxX*_M%_hj|n{V!#u&P}2w2&IcecS9Qo@?9l
zw9DzhPl&daxHtWyu`rMqx)kpC>#@73J;Ls%2#?F}^A>}`w+m8L38%0hA80Oga!LuL
zboQR|{H%y~`IQx4<wzl1RMo`9V()gc_pMdjpItKo+o9soX`M45X`R{B2GnlWgp^$Y
zcB&dif7%FQy|hUiDv_eloRmJ_xKdZffXGwm$wkH8DE67RTd0bPQzM2Hq(K>#G`p40
zw!~l$x0cb9>-GqGq&98hhSFHOGfHM3tBD$F+GbW!EfLbUe{+Hlwuz3tPIxA=>@(Kx
z+&_48XYZ;*$N%D1hSRI$2SsY@j#c%u@<3!?oc<1u)TZ^x3~4_C&+#aq>MR@FH!4;<
zU%AE|az`isj?DhWj~Fkiy8fm}I9X@Lf#Wnlf}(y<NE|a4pGQ;Y1Dzg!83a5cj?TQI
zP;{V98S2l|cxAPSip3YsgI{4!k=&V@f@j+@9FEx>)s46i7ZgS9*IX`Y+`IL0bX_@;
z@=yW5DCzU&V1J|>RsAUIgQoOD)9|?<NuBb+e_=SfIw13zL-*z=uOD8BfA|J6#!{-o
zel`xGp0%Zg#G6GP%_N@r$0PE|VaV=s`82QCHF_9#mcY3f<_F}xt`>k#`ei}GymtbG
zanp`=^$SX29RU<)uJc!7lI(7G%>l7i5;ifT5?*G2KQyQ4OF`KNs;DZ=ivv@n_%jQ#
z=qhlN;-3PAD7Zu@Do&__$q4fanz}&;EzFEB7PJ?#NwL&YP0+45eC1UnrMg0&idtc(
zg%1vY(g3J5*4ILimdL$M8g{W>RDaPGq^%rU>L8M5z%^rygX1EMXp}_j6NkUac%=9j
zHX#Ei+?jV`Z#Tc#3z-5jIK;0I(c)0L8`*|TRV;b-UGnqe$oPw8l?e5stlM1E4-J3M
zy-RH=MuiX;+ka8_py7{Bk9%m^B$D;{yMkm2jI^Q&#~?qYZiG<L!*|14`#NI(I-UyF
z=d6w?2i(EQ*@gfbgSv&bvCF1Sg59u8FsO#830SH|<1*lr?+{IfGdnRgK7wrSwg^L}
zTSn3|e%`KmYq1V}blZ>ZEq&59yVC~v+lT()Z!Z>iB;1I*o6)}ekvOsA3G$~$DnR2N
zyPMHko&lzw7Lkhix~S>BW^ueh-?l6Q7d#%qs4{yptagqfz|&l6RhW-`Yf|`AZwKbR
zw<9DymfBucqJj?nXG2KZ+4O=Yt2ueI0|in+5~mK4&8bPyv-|9h10!lBpcS$?=iP=$
zaF;O$^Zn1CraEuBYTvGtKu>5BqaNYLhlQ`pTx$Q9yq8xT*~1TDj-^B=(VQ|)EPg3_
zU3T6p{<X5sIkFKgkoqGvrh7>HYIaGKTOrHzKO(vaYU&lx!)U$3U4iCnO-+0;$4W7M
zVm26f!r=3E4eSKhV@m~{SPa2h)bo!cF)m~)m**{8L$!JxnLPp~LkO9I6!2|*ac|@E
z^T`w~30d!%oDSPxO67ARF@CCVgVlD@UicCvTfjtXpO@pZiLKY0F^22=B?FVo&8|DQ
zu2iCz)ox#&u7*15ol9_*Pen~#5aGRF+7EufEMyNu_fw(P=GB!0Cl62mW-d=b?C|G|
z1mR2;EIDz@bpm7;SmDR$<?h(&;Fr1i>^`3|5*X4EPqw+T>O_g)4@S*kbGuN*67We2
zkTEIX?1zdbo;}Vf2pC<gw@qvrwAcY^bP~&@PJ-77mNDDVg;3c(Wfng@@SvxH_f`p6
z3aD9*$>tZ>3`bujuJET&8oloPDbg}CX=2|$s1IqMz79RG<QL8+Y{GClX)1Urj|vo2
zR}!%JBlJ(U5iq7?Y+oyBY=u*Ag(X6`qp*%aFhuglzTC};8c_0i)FSuQdar2mDSHyV
ziwR-I2($MD-<&|{B2EBjyObQ7=Z6GmD((cb<@$n_jkBNDp^?nBTQRi4AKk@zS2fW@
z$n4@@C73O$c1A8{SSw=I&zenNNjY^+jSZ1yp1m|Zld8hVKNyP7%yAl3uT4+CBx@|q
z&9SAOMeN@Z{e_LIe{{kv?XrQG!154Ar27mL%0|jPFd9)X(tX|-2a#nkcDG<)D(u_k
zo^Ou)cr1i#xYbQu7w_{Y5gA_mPz|jr_^v7KVhDB!{S(46;_*Wz8qMG?FsKdFP7Hnb
zJ!dDI?rNR!vE^+0NQtVhvOgsrpLXQ~ds2M>X+Wq^h>!M|g{<PL?C*8@pA*cBOKhPe
zSOZNy8}E!}Xl>+<evGxg5>{C}i`ReWM5a-R+?+ovgQh%Bwh5ahPO#kH5PM*VsI~{6
z#Ay1bP?ovo^ePbSpQ3z4G<5V_{?3J*{&IKZYnMD3X#XU1ohGm;h^rxZXPsG6$I=%F
zHP(=%S4T#VQ-b0G?Om_wB^YRhZ7AF@-dpfqOg<#*?0@JmYaY)k{6$D@zj`4>?f7@w
z(B9%B{KSy(J^j!eL2d!d{n?w)TJOa&wND#bzem(i!-7El@o&La)-HWB#~(!nOv#Oh
z;2mzRkvaX(!BqPa__}wLWsKCY1z+3D*HFhCg!*#IBg&2}>pgvSt`sFV(xI(@WTC)b
zftQu(?|6hJbf&6{Mk=cO8~G3R%IbP?8Qw(=w-b|$2U?)R{k;#sk!_?{A!60W`JDqt
z13Hhr`6wOd2jE5XWHv6D?gJ-659L|&e99zB=`(=t1K51!-^Hh_vkr*Jv2U8@c-E49
zlxuExcz+|P1)@uBB;UCoo0Lfi$lW!~g=i>Jx$#X7o(Q3KuP7159Yy#!hYxd1Js)*v
zoERyfyG=gf*)kW1&QrvIEuVXUhDYcc={M^)a*8U);iO;nt{wt7)BPL?X#fFzcH-DG
zgW;2eACxap(7rF0^jk{E`gnPUOF=f(1Rs}EgqD0~ait^PktYFH{SyehlJxx%?z}sO
z)d4!!<Q|_6yw!;FOu<LRbDw!<f|YcQ3zR;NpM%ek0k%T)sY0Wl53p_<Q$r^xpK`P!
z7Cp<n{%?Lna%V-iz`T(+C1{9_4C(Pbx&{xDwDj37a79@R!|14O-=8<m9@(ViVOC<c
zZH^+N6*Gg!Gec0Wi8R*dB&ek&?B89DjEk&{-4FbkxwFA1NanD0g3ug$?|-W1EDQc$
z={{c-&$74F;&0Z1kTOAg`TvE@bvkJ2ux$CB2)Zh41%4NckK@gqX>)Nvg@7`R<VqQr
zpyqC`Yw#>@7N{TRmkF}2gRi^HGg>Ortxj$8{Zm_jVviqLbc(nJY`lmcSj=DBB2*{r
z37Z%Dsdx>-Va)*;K5oEi`nCU9!Sjpv-t-%@vhZvrHXk;9s}uC;$!Le`c4rEc4nqPJ
zR7H%hdfCV@?8>>V<*7s#h;!HPYGJ)lGJ}!JhE+j0DFq#|P=BmWuYKhmo&RlJ7dqk7
zQ}ruM9y%<kN@#+WArvOUQZnI6GfzH|L4vIwaC8QZ5tqQ+MOA2iaqZ#q%Kp;jZ<~lk
z`xFu3v$*Tn+jjzN>ej*K1U_ab#N0g-c<!J2&t%u)-+9`#X1qX_`61&c+&1#G@zNBa
z>Z*Y4k4dT;``(#q=5f!|h_Nn!2O8XmKOO^n%XfdBS|r)VHtz88B3S>=@4`zW-kL$^
z+|A4QGU=tfsYD~2-Ye;c*7UA_7X%98GLZh8%(~F}lqU5*n}1Y!YYNwxK;sjDe!E|k
z_MaJ&$uW{}z{J+iyt<o6dz03mY7waS6cd%2mLj&~^*iLOE0Ur>JW1Fp>wOo}Pc3}N
zkBC0;vXP?6hxNBqbJavm33Bdsn<o33f`xEiw4ho)A;l|B<a_tHGB^S24}@=H`Ztv`
zzEfKgTR*BzD>D*S0*+Zm7Yx7wZ_EEK0fZ+>h?BH+7~J!jaUc50*)8?P+z=#4Iio2j
zkrayo@i#IH?ITu+hYC1Fj|mb!%P)k=OK2!;KZ$AxdYG1g$KJC+24^W~CK#MUBOMey
zKM^`|_l@tznmw}B0xpA`fAFr|8e{-Ji<US4V4<y@n$(I2DEr=BTbxBw_nzdc>k{$}
zqg<{_1+C<vfN7F(r$yJs7Ff5T?BiP>i2EkoURSFR=pBL1^<Lp!KC(xKwD)3bz^-1d
z;%YigQ17V)tD6{>VH2`D%qw!jGgu`gVowBrC%-CIX9dIKQy;3jae-0vFtvxhCB&e}
z@<zXEv3nD<#+O{O+Sm2t)!N|PY+W8Gg-i3)0KFvef^9X^uv^;tZ8Ny%G0!Z@7&i8^
zT=zd7<J(pM`5Tiy_R7l2oq@IWvmu<6IVqu(Bs1PKYoB{iR!Rzn92IGV8#Ohxa)d{4
zE}!=(`76r9<(2~4mgJu-vi>k+;C5e-<H0CK+tEmk^FF)43iGDN9-`0VhCA!E0{c$f
zuxug<c?QcbB)KPeBqVWbq84QKjqN4TxzDUSk=*C!qdX-Y9hp!1L<`BpX0oK8wl=L_
z5^3SF=!;?f(-;g6<(^)_b-!ea1>dKgu!#{rNM(Mh7g7%74{-h>jrMVKd+T_$E!254
z`coNv(b?I#vICj_>GvqR`FJ|}$bBIr+iWT2?cu&mUUYJn!B-iUV-;D`m8Us9o2P3e
z`t!U1y9-RXq<3XzX@`RroX(b4B^=p13t|1(@exU`w!!-3w!u1B8F-Nw=e8rdfh3|l
zf}E?n3(VwX)%@mW0&{byE5bWiulsoZ!8Az1;Q^j9(HHcR>_pr)v<g_*wiL<9s-Y)2
zg{+<>RwiZtQ&cb;GE5$GRT&mg@m;O8vl{CXQC<}az=mrvmeA%I=R@ah6-^?!UE5KE
zv@2G2q8Z6Px}Uu8Puh46flFy@O<W=XsaU~ygt|6?$5I*9$+jyBEHZu}{}L|E0DLKe
zbum#@lY{7f;)9Y9xbFk$>k@%svHZCdDaLanqHV>fDiDa1m{G+F-$&`HLrWS`op5a0
z1hw5YOhikP4d3l|lwtklM*OI`Fk1h(QeB?=sY3ZCfKhVb+iOG2WW4GzkNZ}B&-Euj
zwhcDxpnSg*y@klT$~!Tstm{i*aCRc(+Sr<HExB>cN_s9-9&7ke#Fu*_y(HuCa7}=z
z|FI6<Dk%%|7r67A4d<nGh`1$5xx>p~#pf~oqWWgc1~6#{n&UMi<tR~0P(RASr93lv
z@=-dg7yw9Wt&b1|JUDJ}?;Ypn_}mh%<+!Z=RhKta?s0c1U_9czksz52T6#ew2?+^E
zT_5CxujtUO;_RJV6O_ol_|-O!+4U+z7C;tpBG}AFa}!kp_huZ6+QYerTF8F$H26lN
z`=J|QFi+~&0O4dRk4t7Swy7y-He4m_<i|Dy9XdL8^`Iu|JBODu&V@tf$UavX(DJk{
zT@l>#Pyk_M+o!6N0@dyOv-q`i{f1k!*~u~IK`xbBk}CNFZ`d-CerUfaVzb%HVe13k
zJNIyxWhT(@FM>7+PUT67S$TC>iJP?<==a6`ykPF!r=3|UX=y8ze{}p-BRRN6X4$C<
zmBS9|)5U{@lg}aL#Iu_IGt3fn{ydttAf$&kdind}P<!Ga$vu&6lb+dcVM7wlo%ui^
ziG4wF$Fw{(p`e{0m6!4og|=xvfAOnw8B1ak`roQkrM2nhQujo5X`s}fkNj%&i{cS;
ze?`TZYat^i_~?^MJ&AdZk9wBb{IVlYO{v!q`qb4{GzNd}yo%C5uX3v*y38iSsD5pe
z|F3ek`*%<`f$pPsj$@)Dw4CjO?oLh(dtGb@3H|vn(!Y=6^9ua-`{1`9BIe>7&KAy6
z(FSfwus4mI8{K$$JaQMR%QQ<JdrD);0M@0b)EV7(Z((o1K`a+{GC~9^R1qujKi0h@
z>V#`A!so~~ZJU&Z#m9LU7DwKyn75yR{vJ^KoVlzSY!S^0)sDY0wRB>p+GYr7pAr%0
zeX>rcTGWOuz8v}}@twh?)rBG3lUTJe=q<nPx-iF1-uGI}5HoMsxLmUqeaosXl_7s?
zg8#1&Hu@p1lRniH0%n5Q-ok!c6Lx++U_MA&U<Z<Et98e;zEQN9nc#38xT?x?;Xpn_
zP24{1`ZM~Ui5|w8Y5H@fQoK>;0#A44O$$1aR{J%jw)vHJ){id-nqnOt=>iofA%bl#
z6ztV1YV3nE0-#=eyu$np<e^{SjIGI=oH+I)j^fp@KR3`k0kW^~N?8WNlro+GDq%;T
zq~xi+q(5Q@b^f#lAIb3HtBXBcn5ind@IPU_DIU)08Y*hKK=~__ian~YQ-=)$3^bf#
z2A0oY&e?%&^!4gn7xpE5T-kV6WO-B9G2-uHUSQlMtAL37hk+L((i(jU@pXsajce~w
z+FBvR&)u{tPw)~MW$i$n4}U3j75oxN!dq7tR@vs#DKoK-?#kua*<<p4AVKwX%L(@Y
zC^XQJ7|1V*#l-J6h&r=x5pnuey-}*hh|LAV)W0dHN6|w6q(D7285SGT*x8O*T24<b
z;_He?a~n0SX@CrXKjtER&U~w-rLdwQsvu}{-QPrKYID86dm!MaT~KTD>>Mzkp42`W
zuCNxg-E%IN8NXDiI(4XNMeT9lVV}G<DjXe&rz928_w8DjqnFbxuMn&efu_b;Z=5eS
z)l5+TEv7E+v5<aB$=AddudfnEw=xJ`TF!-_1A!`;xitx%&EitenUzki+qGo@XPI8}
z?Ciohx_xxJL1kK;S$d(?5ZQ)RMC>GYU?x|7t>`c9$h&-~#Ghnp$S=EIiuNMRQ5D=}
zLD{%CI@OlHLjp~e5=CjOqb}Nu35snK-cCuhFG*mb<D#mrM4X5N+qIjjt_zhr7L--i
zF}dC1E#Yx%tl@btZLsc%?r=@L!&y#gw2+UQ2CXJB{r4ltJN+S)e!fkQ$m%}SJQ)w{
ztL{v#yoJ%SugPI3L~Hy_;RY>#-H2%dAy&)92hRgdHbAyC1MK6hYBNW=_+A+nKWm}6
zdY%}DlJU_S!?bbu<`;k3A{S4{v_Rh<KKxMDj#*!YdfJk+``~KBIRuM!xfNp;*m(SE
zV-mLGQy{Fdh|Z@M5C>ITL>rP2kQOH}39C2g7HT+eDbA(xYtKta-y`Ds*V$WWoFe`k
z;K(``bgKsIk-)Qkcg-*TrpCn+Pf%4ONtfTk*G*vw-E_a4tu<f*eVz}-Bo0yEVHa!+
zYJQJ&j0BF~-<TXWH%h?Ul7&CuZpi;E>bbn@SE25CyG~Jsg!)BlB=oold_X`Sc#x#s
z@y^x!$Fua~-WAWpd-TQPyNTPNZ{w5w71P4d-gQpND~QDrWJY688aRdbaqz6Owrln2
z;2)miqZ>2if;8a7l(RwrXTmLQE7aGGtFOa2BOExKTXllh@aD)Ki{Lh3!BfisGOrH#
z6{2>>E;te_P~xXm7h`P@Wk+%XKeM`oGqajjHn6JU^_^W$Doy4I&1>DRvS4%zGn~$f
zszGd}p)j|77_(%Lnvi$w-%2*KuJ;H^Gu&a&|I~4ZZ+7D_jTt?NM*PSEWNt{azNCYl
z&+PY4!HRcX=P_h`2?{ESfVOKnOap^w>lvwCePv}-U0q#6OKRVKi~zFA>kVUx{~ECB
zHQMBl6}7dcBi8$*QjZrKGfL)8)5-W6V684{1(bbtAqED90U(f+kFSesCyoq_ePdGs
z^`o+~GV{P@HplcIq0|?$761}9<8O-5it=*B_l)#(s(He`sVRjDAD@>Ku<*L7n%c2k
z@F<Z~93mnjSO{Wg!Fp~B4FK5qucexrT6%YTwIfn-w6LJIy=NBk(>*D(XKDEf%wZxg
za7T75ETY}I=nSg!Zw<NiE-TXDunrmVa~uh2ZTyr=$EM!QE~u>)Pr9vLkB5O|W#1i*
zVZ6IWgZ3vU-s*AEd*j`iUHApsJEC~34hTS!dx(mf8Yqf~j3%V>?Z|4kl6c}g-l-J5
zL7VAY2p7KFY2)75kcOUGycZhg=*ki>@y;|-#4>sD=RuRJ2#$TqhWn4TluorWEofH1
zFu2faY>BfQIRk8PEh~?g!`#tIndl>-G(prnsgUaW+t^NktUNZYW3Ce0t}XH8GF!$W
zB$Yy_{+r*HQ>wH9rM$-4CbxQNL7;4DT1NOAV4q8CenEA6&s^62I4OBYT9Vz%JF`hY
z^k_<nG*O6og@L{cJ*^ob09HX!kyb?FsTF$~jk&}WW<uhUeVsz+qZ>D4o7HHlg!RSG
zp3;~60B?5gy=2rsGi(#JY^O;c8gb(C&Xq;j#w%l<#S!PgVH>vIvDr{ip*bx%U|BqG
zGSoIPz$P@Q`MaeF5p1rUkbvVe&DF7u?5W-#A7iX8KH0U>pw&=y-nsH+BvTi`vqE>B
z)u3oP_J*T6)daw>{STiVSH&ga|I`xv{W64mu=T_FYkB=<w7~&=6dGRLoFF{G;)_21
zJa{v9`~IQ52-gG3535oNnPnEmC_tV%ly?7V%lkS?Nc{6XQ^2H4j;Z`F%6m@^)2I2`
z-9IaI)%iYYbD=Ihkf5Os(N|EeI(KWPD$RXu)d)Grb}qD=x+U>JV$=-M>crC~Vc4)X
zrpnT6mbo~spru6q)QqZpSC4E1F9Vs7#nvN>2B+)?4y}s=8yIOduYA{R6@>7tCJj-4
zY}Q0oUKy4$&SDH0o)^)^@se53UQE3i;qlf25vf!3@z%CNA@Ra%s6v_0=}uI{rxJJI
zcVU2P>nhk$N3BcVd~_`ls~c61UsrFy@VoPS2R3c<Y;?U~{>dBP%8nBDT;COVVuNr2
zla36-_$=ag0WBLc@MoDX!V@Hmn5YQsD(@OS?v=&UVA20gceC8LS+2fX_`A7xwa9c!
zbzqL;`1Vn*>g~s$e=W~*>l`&#wr%#iTB2&8tR!g=6p;Pde52<$%Q9;|Whv+nyVS?W
zK^Hib9T`rxPHi?>)yXd#%j?q1W1xsEp5q-W+Nt%3qX8#(XK>hyDTPxb1x&zV=EH-(
zKept}5e)N7q&Wl!4%Bv(v~h+a68Trvw(?g|_-tJq)r^B67leFZ!O>BiH-278soAV2
zg0F$*$@L09$m?$hGl5r_34?uTKBDiL`-n6|Ui^)rT@j~_CH%5UHfg78&+;qiz@&ai
zF<YY&24P7;@|Wr6>6Li!bNh%Hj>Y8og+7ji|I3>kKkMIU9iMkK#UoT{_lP6Rt~yoz
zS2FS$<%qK%drKHV!5zHy&=46Ym0@TEnk9O6zL_VxF{z`r#;Ia26*`wSFNn;ogDHmq
zw#+lEG_3#$SaNJiNA9*{r0l!nY$fT?t8aIXDvV)owG6`Scb4E0GaVhq<Gu7wsyhCo
zB2<N*d|^$cRP)p1_kU*R_GmsP5B6EAduC})<AU<coc>(Pu;?4njk4pX^cO)ZN%?=w
zy;W2k;oIdK0>K@EOK^8-f(CbY*Weo5-7P?Hf(Lhk26qVV?(R+l4V=n<*34RSGxL4t
z;;eJoP}SX4U9Uaw-oNeY@nxCkKN7q)$Iitb{>CvjgK&Scfxj~cFO?o6*8U;ix#^x_
z&g`Rv&n0f(3I#fr77!IX6a5C3m7rxMc{U-EYkMaF;61T)UMWU#hZXKo-EW02-&E@i
zeT2CHGs}A{D#E;+g}J<IX`WlS`;Y$hqHu>Or_tBp5F1|N2Cja-x{URiPuFmmrdWxm
z7CiQNCX(%u%h>h;C*t4zF6gpgA5xyOZzel{fSrL>UNgbCfE!?f>5uiu`;raW5aU+4
zo1E*4-IghRy^?VH2)PBXXgK)FQ)(<o$Nt$aw>B=VB5z=ezSLEqYuEo8QoCKt@<{yc
zc|4Zg3g13OqgylF5Y}H`o^oF5?{_7ANsv2eSZNNdXYZ5)k>c)KVs`oD!vD)u@|JV9
zXHGBO!kJ-Gw|mRWH?|=`iA>eclc|DJJrfk2c&C+k>P}vdo%+PrBi#)ZeP)g-YsR`g
zrLFMU>xOcNb3rschGfK=N8tC>KD`OwE_H<sCR}ymg8@Uy7YET-uS3(q&=46b-I(%{
zU(&F3jkE|?I$TlPFYn`UGtapHwB6Zt$IJ@H$`Q|wG=*w()a(C;Aa+JJzKSgyk&q7R
z0|sG};J<x2wff?<Az!nYWR5oNxqlXWGvGNZ5vN&hS>wd7rCBu@!0mol$sQYqJ*MYO
z2mqfAeo)6_SXNp;PQ#oa1F`TH&90K%a+SWwjyN)Psz`fJN|=1D?76>;isTkC_$J~g
zbTv5m1xvN^?&ysQ<PVC+kl7uC_iIIbveeHO)G?1yk~WcH@08>&zu}aO><}Kn`IdZ(
zLe1}cyKzRi{MRe^`_&jVA8lnK37{kE(d^b5GgL&9W?B+9Em*ZPFLd*0EdCw;zwe(d
z@tZ3!Cuk?Jh&yC*-%hotkD2a++T||Is&GjrF#IcA=V}U@K909fwcOPTh&O(DF#j%q
z-!VpdwI0)nu~Ojso4d+<7+hG<IU`x#I4P-VQt?xmFAD_WyJ_Mc{<0j@z^o`&4AV|!
zZ|tBhCuu?|r&>oEdj#V_8w-fsM2cdV%wAD+(W&6)xde+zU!8hx<|}>su?ympf*PtP
ze9*5W!82|5chV~h9n1aM@1}(athcSRW0>|abk#T&rV~kNxK>QyoEW#XaTLsww^W4S
z{wH6{%oy~qE(Pe&fIyl2$gk(;=PE)rGMD7vGp~U?E&4m>#8U~(HmN!iX%j*|0DE+I
zXT?q|ZBGGOPAFvSVE;;XVc9CIkdRe}jq@$K6YyedK7lmU)FxrtsUu?QzKij^mv*sX
z+I2uhLMi~l?Z?hmn%JzS3-@!9C_9RD-wnTI+P|X&9dHTTk5GWHmzS1|SDT$~-NaB(
z?DG{c86R(prAV1xvM8|<#d;DkA7{eBw_bo2?Mb<4p>gCF{O}6A?%(YtU)GZyti!oE
z0>Ab7#nuNXdioReOM)gXA?INPE!|_|wZY({1wyy=?vcuctLGGH$KPCHZX~$yb8{Nu
zRdKxX_ujr+#vvgVJGT=KlhR@{90RaAoWn{f@i=k4qn?4c_X0wsnzkss!BHdDFr%9z
zJ|{pJcrE)tYqj}gwUCcHvH?j8QRaI^lUqkpA|5Zo_-sm}g@+67&YR0CK2{E{fc8qd
z9&(k-t>Qmy#xbN}C@Je9U$i)<F`)Q*kBYE66<`<L$Uc7LLP@)0PaWmC8Dw3=voblu
z*0d}u?~*kqx1r65;r7j;bZH|2BP%A#I$29AD!}Eds>Zm^9l|Ipgrx#Rcnd}W^}iDa
zXe;(+`2ftOUMw@h{1pS5&=;kGxL4nzW8Z`xLVUMrQWm;h=4IQK68EErVD#z$(^oq4
z(J=s}qveN0juWsu9)(0#Gp{)alRXv{J@A?A6YCG^RB#J{$x1q<n%aWtywP}(xxF_m
zp(#qm&+bRiH(hMc#-v}UYd_osDRDd3hPv)OSM98xmaRROX7F;(qr+0d5Q#>AJ5uDM
zcN$D|4FoVl8hMtW>*v>mtH-G?PfVgJ!wZy@)#C${S1V&UI$NM^RGBI=7n1zi&zo4E
zYyqcuMzia=AFSV>w1`})*KIHGHLQpUl9N~OCr(a&NjE55EzWt(;^D8~*kjxWDk>GH
z{`SA~vkzPJiaN}Lf(kz4!EfXbY^bH4AKQHma}D1)s{dK>yOd;HV5Hw+VFu&YUbFNe
z5k)!t!pyiJNR=w{Z_Xk@J$HC+YB>gEHKyjy?0rLjK%U<F+tJu~W4ruFSEy{gM>x}|
zzjNq6E1JD{9%u<W_2oq;-(T#zGyBecaHv3&c&jSHn;pZ(B{|r>4Yt)=xx}nSjvnA6
zGg<*sC=L&-0{~dsXI;GM!r<Z>wyD15Cb33G%4}xxZ;g`yH}N-@D*)azhs7AlU;uoZ
zN^4nKK8X?q>Os0ZX>c*{W%OGk2JRo$QXoPjN#y>qQ6Y!s>++v0;<lOKneL0NEMl#b
zZ@kSpksGfvB9kV}P8o}npw3WJJwsisbW8HiLf93>K5~j`%xbhBJTgiuVF*82ZT?~<
z5P$cQ+BLJB?%qeQA~FAVUCl>CQx{z1HPr2}5JBv+QyVO2o7Fp)LykQ!oJ4H@ajrXt
zd-gv?KSu##LTIpEop@)n=q~PtWw7BY^>wtY?h$VI5`~dFr4P~F)<I#sU8*?y?T&&_
z)}u3wZ4774y*jRCSt;;{V>D^QP60CVliDXWOzOw9-svwtv-uyE5<HsIY>b-^DJ$KI
zp#$xVYdb%_SD@+|l!5EuZiV;x9vjsvF?zj^S!?lAE}$WsV7{ZL;TIQZX3L>KR&k!W
z%D$_}TU&~*v^(p3^`_8J*P9Q^bPd_~S9u(y%<I(SM=)TdYom7R&HsVCHiiM%O9c0q
zFB>K$HtYG-W<e$zxK-ok`Z8e+aRl@CdkPl@H>^mnDZGwslV6<Vp}7Tyg=Msv_J?Mj
ztn8rU`fzvn(p5V>zh2gU=?bL;YgzU#sK5o1ea<4`Z*jV+xRG{AFthWon$UA*!FtsI
z-ep$INnU_kU_@BP3S~b+L7%zWuIt!4J#E)oEVyD9X8tR1Atoh(#{5Vg(cU_rHml9R
zz^=uD3Sl5wi{2v%IkBExP(vK=eAH_S*Msz9>#eUETzp-Eica)rgKZ~>3MrDDKx)V<
zcPpM{ad`CbFP<c=7>4RA(#D#_HEgJd=`GWW4~AGwFay|*cblVj66vlWl=)?At(BjI
z;iK+c5=ypEI6~t+??G6t&9#E;Xh>^vIxh;+I4HHET`bBjwZjw2Xe(7k1^JB_^-ocd
z?seKlJZqyfF^h51A;tjwC>(dn&Q7xu;-Xig$X8}q7qUweF|zTHy`8erusL(jcHoY4
zg);wm&ak0iRWpk|&-ZF(tm_xd_kte}>I@yiv7xe6Hv6N}n5GnSA;w*SoM#u<AZawE
z#0PU485CcTUE(0KGjRGM=G%KNRppQ|TdLkD^;|SFoHjcXbCP*2wejN}F2^h2n-?Wz
zfXR{yh;Kmksig9$A6gjaCA%KWr$|~@l?v~y3~}gSxE>Rr^0}#$i#cPw9!n<Q&?{R6
zIoq*k%mfz*HtLhv)d}azOGGUfz8A2(`8{lWpZ25*^Yn)xYQ@YFs)~6ly%XiPa2F|?
z%hcFJ;OI|wo}5jV489i<XhLY$3gR6Y`G&a5#HB)$lKwGh%1(c<70IZ}oRLFGU`>S#
zqhNNxmA*WyTz3&)_jB0mJUkD!WD=s!nG1%8E~h{CT9x3*7e)atmoup;$dwAvjo)sX
z^o)^$)`q^wD5LC4QC4DW%umgzbBH&I_U}j8<4mg_v?o|heIkT`;E00Ez@HCISMFTY
zW;snX9I9B-T7)v{gProdzArV;uabyu(3s|>>LXts4U1Wpx`zZOz}okvZZ3qkEb>gX
z=r2RvA$S+Gyhc93DC=4hRG(usgh~Uovss!fj7J#X1Vx_ZT`X)sP1qRP&!S7Q8BpTm
ztq-$~nS8-O{{~<g3dHu_sOSx`|1P@dxB6iI1?P5h%^OGum#0$`#d6hNi_ph@jX8+?
z`WvpZ*&{#NlEi^Fdr(t$bO)5+*@iPehB-!x7P)_wf_Wp^;Ry+oJXGX{<DA%WcC>2;
z<5b>r|FiS!an2(^ZG=xhqQ~0&R1guD7cg%p$5>#W>RJYQZtL8|^1NwbFL;G#@?oHE
zj0L54@Se&ypr`1B_5Yz@Tc3E}E7nLw(`yL_a|&M^>F&o2jK|F4oZ-6z<{VAoPPGlC
z_K5r6$%&<WI&0c+N+0Kj7`ON1*wXcg(kZux*J0`{W3b*gCM}ZCZJ@7=Q#<dWVIFOI
zW3J5fEg$`Cxjy?iYE0Gfwq*(D<IG6{RQMg)7Y3q&YiqctyI>5X-AbW*wo@xG9JQud
z%$*t!DXwMVc6d5DgZ><wjqP!QSFix&86c)w8{LH@R#zBSh!-82T`sm!ca~5e;Nqgx
z2zNn6;$6sR<5dU3&d2RPL~{=4_F?U`Ge%uySeo>E_Olt#_d0sRKo~I;TPUL}+9<CP
zgd(@;svDTIP4ZVTsM#aAcMBb-x%qBvVGULn5TOPm4d+9vE1BP402?{G78b;@#n;sz
zABVXXrnekuwo)(5$bU7%I*YkVaEHkY;)T<sf8=>Iw_wgD=e1f(qx8G%Q~lPlfikF1
zsC-3<oE)Fs?IZk-*V?9FbAjUaAWq0m%+4H@UDHppllimzN1TfZiM@JwH5j2#2^vW)
z{}#OdgDS`LkCaOef35KpNy0<uE^_nQh|2N_9|>eeF57gxUZmwE2?v<Bn+p<>m>ApE
zl-0F@rhhXc8$4s&+A=zt>=)l2#QX8T+X$UuGwU7ns5_v|GB`q+7^b)yJoFs9Xzui6
zp*~#+7?s=_^1zE)k2V*Pmqb#0AlYdM4&|0e!_5pPY0bEtnh{en$Dk)9VCxMc)a}4Z
zk_S=y?+v{WJ69stFqFgOQ0^ONH;`eL9oMk6!(Zsg(wrua>2~g=m}G<swi}D%UuffP
zw-@T&PR@T(BnCiObi(30&T^o=WiX_WNUOBe<QJ30-}*6>OJ{ooLD|29eEYDROAgK&
zY%l&;6v(bMpUdGJkIN48f5lCX5WwtVo3{3y`JG9_i43aZ{K@#VsSN8A^Lx{#FtiK&
zUX7E}Bqg{6B6(CZuhy%>GA=ph&Ml#2LWU#scOXb%z$JM7DUF};l#==FrC1xx(GD}{
zwIZt6Kv7rTvO<bHtCrheU#fmst5ZLI9_<1YV!O1`y_$1iZJ4+!?r`RUquGMC5o>rT
zk&yJ{(KVS3(e_+XB2t@`xl8j=6{E|HDyrUlr^iN<@}?V&*UPn9O)q>w+MvOmzP4C)
zYW#S~i8Y^51|Il%<9$OEQ$z6!o>Y8yQ$UiUPjl8p)JG79C+e+(CEuB?M-JCbr;N7T
zp)YV$WtFz1Pg{uDesz5yI{Hr<*`_^#CS1`ne9Xwfac)ux>UrTeyF56W2_Fzv6%+qR
zU(k4wi}U@{r5@v{?ewwx$TZ2Z@Fmxf8@h!7=OPZ&bAeS5f<-j`bZv+)WlC;b!_H6L
zkFu8Y!s-HX{KLKONxXCmP_>zSR+ns4f@(eXdSZ<px@OS=pLO+a7~x*cmmQ~64@}xH
zJf%uY`iV4aiHW3{i$IM_CnZy3d(puhZ0ic7y%mq30haTxfdM!9X^F|G?@6OgWXRjc
zd1<2PP|*8-oSXM-=#Up-k7B8|W=2Ze=clRE(iWK&0>eDW8B5TGeIRR+5qxNqmzqc2
zp~#&7(yQC3m&5mrzd+J)KH3oOeu~m^kDeU-Kon!;4d%{!ha~nAnO%m+e^<D$=Bmcq
zr4{RA=r`KYHI05jy$?WbVSQY<YAJL9ZR(B-Hwziu{BfC<6%7f+KYX^L>NVR$&pQMz
zS73`E#xn)e6o!J>c7!pgGK_w87%wj$cBMZ0s%W&*e(Y}3JSrfZ-#0jE2#2JwS4Z}v
z%^&Gol&erJh}bOX$DE0;8VOD-{So1a&BuF`Gn01VP4NDE2GO?6PmRF<fXy1tL1r-!
zklbi2IbY<MR>cE+?S3~U{cw4FaTPb#X(hN!c0}XiDn$3Ql>hM8ME(bVEfcT2i*3B$
zF9n|G=MdmDW4jTZN^8lq9QBEcNuR3)ep*Qz`>&2R*An@HPkuNHB<-I)rA3l$RX+Y4
zJSoYmk4(8<G;kIujJ!9O0=6*(+Lpt-zQ>*sD=0OCOlynj-rFY#>SPkGh(|&4OD2B0
z%FaqYM?4)CFI|FW0;4-h;!$z$rZ7$2mL+XUdJHsYC548%JiMWiRUMmaCvU?1O<y$(
zSakiEvT>qE7E%l!v{xq(p(yQT_8lmToSW#XsO$PEob==@(rByPxKLi*Fr6B7^V1Yq
zBGblmYJtCpd6%2;Mz>SicFPe4Vvy@PVlDN=s#V3GQq_gh0AFGOBYvUh`nw8q;|E{Y
zkH|H%-4@;2lPYKMaQa-Uqg7qiSK^C@7L^`ne-%v5qMyD_dE6~nGB-ZB&v(r7_H=9g
zzW<mN9gDU5pW;A(0yRARF!qW`&=Ag9%d6A;4)U^4)gAUyK1FRmIU{OvP5+_~qYKXS
z>Vs(gl?6d0)#6kwMGHcb(U+=WGgc`d`Qa@D<S-(pJ~R9`Zy<nh0I9%Xql42pma;&a
zI=>+d$YjhdDS_{NePUP#QYuSx0FXisHROuSn?1n{(*Ve<y|~!j-KB*PC%Q=5uRK?i
zA@~Od2CBK++uL(mIc;_YjtPM{ID*5&;a(mAM;$r_M&S5QzL~;~qRwPW2Dg)W6kyLK
zxUmt;8F_kYn{inTFGxIc9Q}g|LE4;=me!Juu3EZUHifZ!AeK;fQe<V<D?tu_C$g;v
zF{3Z_r(xW=KBJ@G1*cZpx1`J23QU(DcuFteXNuW*?#;Uo;lI}Fw}YXy?zX;|?f%%B
z-P3w%Coy%C7I40MXkx8tDriHl?g(jvs8oRW-_<!sO}1xZF%#)RAvxRUf6qvvah;al
zSU(4wPM9znzQ75-9fO+P>UtuDgo0DyKzWpAUvakzzIrDl>Aq)>rD)@F{nP=ub@d~@
zZ4~pfV$vX%|KcW%(#m(ZwF-F6$avT2m^yXN3qO7}!=Br8fp>59o?tnbemNaEXlMOy
zG36wK#<82aU_2M9W|lgi|0fo8ynScRhssAsIray#xcXh1J8ib0O<`qJc4KSvi!jJT
zE9&fRN7MGO&--=DgTTydSURU8Nsec4#D6$rraMr}40kU7PZG&^<z;ZF<&K<=LGo;K
z2ICi|)sKOI6C{IEL;-fAb11W;I8rF(w(Fo%+;kwNn3l1+K-%9>(YY701(DWJh2<l!
zZYE%O;1_i>{@D5lZwoS@X+*|bNy}9%q7zo;#kdGTKk`iGES+3if7i+EAK4K;FKR%g
zu(qY3bI$f$p{A|bgwo$da@~}xaO4o%mPk+m2|mn&UHf_G<d;m!C{`?1q#_Uz`YCe|
z2ZBdEA6&`o_fi7q8&3&mZ$3R^U4;4_4M!^Zt&Zth#-{dqfmZnumZ!57jWMPft48I9
zp3D;+OB$k$ev5qcsIK?u<^^^wMe|j}!g|&*9qc*R@~6cieZ`9!Z*1kc4ka~Esfo-Q
zQn1UDhU>G}kXaP*Oa7sl+jwc({F{mKocUL<P|AJR!Luo==?zvbQ`-{$jpWcu&kxNA
z;#s3T0~5HpEMgx%sR2}8sg>>&BLu$5!D_?XUl&%bEsWF+*wy-N(n&9Jw_KYi_Cc8&
zXu-u;Z%kIIPb;6Q3vn3y<1tpcHQT9<g$Gcj1WrG>DN!{BQwbb-Q+{^jfZqL5PzwEn
zrEc<GOC?&}pS}e8GoNi&&rg2W%S1V12thEuF6FTiuRpO8{*xAYX9Z4qoD{fUkqTnc
zEp!>3^B3IDf(;fI0_dz*kweUt!tQ(mS-PwGjH1RXW}h0-GYsNh-0PL}v=tQ#NRO>z
z=CHEzx({#xDJU?}AI_#8DzE4*BRm?aDhUSiB*qn7!$U0#46PB4GW#ZQ)j>wDOO#I)
z2}Se*v6u6ViXIUPx&>#oxrm)4V+EN`a=+E4{_4OjSa@}*c1PMK>BlB$s>iFN)$`y3
zl_IwaBu24l?9#6d)9kaHMz0NO3CQ%fKW25SUBkjhhuz^!qXBvPRajq78#y&F#WDCQ
zps_Y4=0=quOlU#V(j($Ru44_<x~-4d-c%5M=cPnLvlG2+tZ_XeaFm9u8jT;-!CZ9#
zuzJHmM@n$MK64AO1pLBwI)YQ(0?Lm?Iy`*B`H*QH7cn?1V!agF4L!o9qGnL4V%nxj
zNNzXEB6?P=_`(bT62}T3bm@^rREWwtHHv6E_NqV}%j?#3ppefZ-i1M$k{&2cc2(i6
znNc2W5suTsObjJCKr}9>413_q+)QFNuk<UXRP{=CKD%<k1S!<b^|w6y=@xO>COSZy
zq^7=S6`kY+**1TV5)a>=S`tAD-?-|L<p=SDR!ka(a59gLV?vlxZWg!i)SLv+b+h_R
zqn+%2i$ncqjU2^tlzCipOnH=P-O_O+deLbYJ?1+j5ZN&->a;O?n#lnC(~B2Kr|Iz2
zLF#yv!}M)j0>NE^_j}npJX7HKJ?%s6=b_X8WF=ZAkxBt_p%&TlmEGI%MMts^(WnD?
z^`YFT6F0kdN!u-|QI_Y0(atygU-uR4=(9U4fMq10rJEvjHNRyayf%jH6uM1;TtK1*
z;sP2k$uhW-?Uk;MZgE<0l-jaxuRJ+1RwLHNh5cis4oruLXh=@PIdP1AS)x}!UH&;Z
zbHV>}A1Z^V3tRtSR(W_m-EI4ClJy(RmB3M=MlJ}(<cFLbnVuNmDcXvPVxSv}ck1&|
z4ifRM4>r%a3|bCaq%o5P!%$R^RQLT4==QZ&MJuf`phCO$G{L_?iyon=MJCi=_3A8l
zVKn_to8m+nIKck&`Do{KCA;lEV7X%CPd9@=C&Z+~@2^*B`??tLK{#*QlRsSu*gEUu
zPZ;09^)P+e;_+$bK>i7A_3b(v_Ww`LoNb&<LW^oGZPnc`TSn+<=i(f*Z5>jX!3HT`
z<~71lK)~q50Er1~)Ou}=7D+F@ZP+&BAyPzhKRVBicg}f~`a3z`#dAlC=In>;@am;w
zMEm02U;eX3MIwdnMQo2WW@iLI%(t-kP>ndO5T#sRd01H2-?)d(czF!3MRX)lo-{}j
zqf>ileiPinypnazGR!z5+rcF}OO5NFu_!hCJ=I<5-fjjl!PqBCxQzCXf@~Y<R$x<A
zO5Z6KLZUI*)|;pR*oB|xx-meRdtSo^_oo2inpZzCKV1FrcY^NUttwjOIkF}=NM&kp
za)Z74dyEMACa{mSq0C$cy`8#o9~3@xkVu(5lfOdZ6Vy{U(n>V>0s7~z;yw$n7fxBx
zK#f5Mo;4s%LW~tz4bd){*t1txX=)g7RwgGUv*|_KEpgJS2E!lEr<6>v6b}2P8%8d;
zj&5wtpYs~>e^S=~U~<ZrE6Sx8+7H(~6(^nC{sKOK4{kS#JBfOS1HMi+um=aWd-$kk
zWho>*hdF4&zM*Z1Sb1?PjOoXPblQW2u$&J0e~-nmIo`odHgJmG&(J~yO_=Gw^*1@n
zT$iPjT%QnJ%3DMI3nY@4Bpz(DHL4nCiY=a-l|75DnN#X@0%G}6e#8rsmDbEF{fe|F
zU6OG??9kAY_HUxIQov7&aZNDX2xv$bAF3>u)U-n(a%u=_A)pcUl5d|SN};?WcB&u1
zwR-fRBPZ54rg!0ZAeVL8sPA6Kw&6gm<>bnF_1(R1*EW9w_l-3F54xP0F7)o)tf{&g
zGY}87WtSUS|3YMxS4z)pn2&n;d(N>c2RbFhykIaHX3?^A`$d5oTv+dsv>7k0=S}3p
zpj}q6CODr)w;Zv&zF(7cCeDk5bu_AkWdX<AEuu;(`e7<qP5{}ZFOf$3&?yg{TgTdC
zL%x-S<fDf1P($H<b*kWS{#(bMWrRTcFVL-G<GiGwoq)#RKG~llsP!iTo*fG`B$Nau
zjp4<>6aslfErN9D9Nqq!DYbqP8dD#}TBp=m2I-;UveNKCYe|>6ncPl}KDj3SI9wV&
zf^Usdr;RdZP1RDrKd8VZg31zkJ^B%3Ni6aP)3vIYnlrbt(CRfhRTaVj;`IA!VMJnG
z+c>K4p1tX2PK?IFnvq%}D|QLTn@-G4uhh$WRZ4IQ<bOQr|K$~B5mzkYL=WMe8t?++
zfqv*Zx`#~&5<hZ32=}Y{oas>k<F4Am3_y5s;qJM%kJ?K+Wsaf)h*Wg#)Y@qLY`>!U
z*{D?0(^Nvl<c5_=4exg1=`akMrX@+F$D^>C!e=_%w(pggHb}<7%Ue4oM7J`s`M$d%
zk`#=t`#A-TeUw;Jcx0md5<JV=CNWC7Eb3^Kkr$R0HvbUSep{<}#vQ+)aI_;|#+p!z
zz|`&NvWfksA@7`heN4tk-E(YNjwyPb`+a-gNk$5)@UA-)SH?L*6V>io;dtrA96U*B
zV)<+{Pl2%2jfY&F-kNW<8=D<2>+Nz*P~H!K47sL6h4rE5i*U&$&EN)CE2##ere8Sl
z%M)@~WQQd;R;SJRv}~D3{C!R=!yKlOYA8RWd5*am1t{9ZtT=3Za*R<uWE1%lRf~wX
zlXWUQzk5=9Y#!zz?<Zq%m6m=xmAIGWdHXq%%Tv~F)$1=bi8*B0r!sH=bL6XucXXRE
zS!-<k3Spps2S`*{K+cU_#K09=Ltq%^ZVDJ@)$-%1{gk&omnApku^y(1beg$jisGv(
zdZ)wFw*_01FjBl3)=%ib|G{7j(3cIMN4Bg?v)XT5>fVPf&ioA%DiYmy&=g}MW+2Y`
zxg<_BLzmLf4?8N9@G0&{>tu7DPyf-BccmrG04vqP+bFl*N6w<Ieh5c|($+X_*F(N2
zp0d$V*9?gu|7sZzm>z830Fmmvo6&>X9w!orh&BY9fER#EP$P{-=69-@j3S^yYr(En
z^m-tz@*O)4noy)M9`K87sGfoVUH}utceVY?uoY1wSWEe^<M*|xwc=7MCWhXO2!Dm+
z%OijL`)n-X<uqUQVcHi<B{%#D2e>0m=WfRT!y@pj*BSHCgw^0(ZEfx0^e?1#sCddk
z>GcpA=@}G%2F)tljys3G2#jWrD{^@kfcKU|E;5=#SsNN2K4aEYM9Gt=C6%~Kxj`0L
zU(dnL&i*|y@x83<QAi4zXxQdRGQ;8@cNPFqC*Ju0_!+kWQ(!+}IlR1IacBZJ0sOk&
z;b8<0i}5~|PDoE?#XX?<SN*IDE$v46^v%Vk55Sz1Fcu=i!8u*yNZ+osdxKuS7fL0<
zw*Y9lr~2oIi+_l2@L@sxzl^3*cTzzgyd)aMl%(*(L`oI<Z%|?&06x;YVCWwUI2=We
zEp}mh0P2Y8Xc`-j@6&IQpWn?yZES4lGwTRnDXpZd{AIknc-ucDeE0Iku&vZF_znRb
z8m&X4WkbDg_x^ozJ~xyLGraTMf_ZmY)5{9p%R*OpN8`)i=Lp`)HzMa(BZc-CIO<D%
z`>{>VZ%Kss7MBWxwbgxNe5v_|Uh7dUY+3m7<TBN0&z+UEFZkN;a>4FrH3a0Lbc*Jm
z{5L3B@v9{svJku`8rn&CSG9yuX9@Rvzpoad3>!u<m%NksOeMgaIts1_l+AZ%03Sq5
z-Tkm6+&xmve(M3<fe{|UuwlyX)B9mQ@Z{vO{pL>%dransP80h!CKxonxR49gz>~ZK
z!k}f5nuFc9o3n)DZhr!Z%mlm!8rqyh4@jA(Qx5(<i`>?GmKeHI59&Zc4ECiq=pJQE
zknE<}ac@OF$naGfepqzpDrmV!^d$0<0i%jZ2_H~#+Q7|YZDlg)J*vUZAoM(o=Nw&X
zwv%f;qK&}9AEzRq#SS2>2pz`<=48~|fWs%kyQ>v8KNmhpfw|!ER!(^IJcwseLLFe=
zm@M8tbaN+#kQRRzY=u<Ru$ROIIMlgpulNt|wX(6U{U#K_tUa`&tV}lKc&>JQ^1-2A
zTSX%C<h93XLp{S#3yT1m_dbU>-k}S+#$8_h5S-ccJ_Buykls@J+=SdkcjI7fdCN9?
z!Ji8e3m)7HOOZ^ZF+e<OonU+}Udgl`yM2qh4=TFuF7JJe7d{b&_dGoL!INk*@Kco_
zbB=popc%h>3#xHm3~x-@bXMlk_27pvc|gccwU~}8TQ1w_97zSt!g6g;yVr`lKsrxG
z7jGHf8dy_j5ss$wlMC-R{q>ujFt@ILxAaVqRZ_zfUVw-gEaf6caybY(wBHYCRZ=5%
zu5Z4;LPlU>&W>UOFFcJ0t-D`Ux4cC+JMs+q(mIpj`81HYiP1K~{Sh@gHq^j#*}>oW
z3whD)+hpL~{7^bH`{A@+Gz&F>v~&}q7k?cc0$aOZXfj3+2l9q^-<5ZZ84*b?_%S$V
z#kmCcr0a!m7JfT#u&07r14zNEau35aIg=~<5^+S4V2`WF>O^c@+`qonbhWXRiPCj|
zxj5r=K?88!1THV@RA|+T96$TN+~LaKCsBR+6hKXo*vFk%K`Z<9E0uiNa}z5&dr(so
z2onqIh$)=%N|Ajj{tM>4H9&DxfT!H5jV!VNyvflLk*eCmxkgKMU*Dt}?N%D69yo<>
zmw&ul{J~lZpJ*$ch!Ux{;rl@BfVmM2hgRZ;{~uZHe<|BL=IzAMeUu%KCBmWOF^oFI
zZoLg3P@3Se8oiS@o0*?4iVVoh%kuzVlDW9LPPKbK>~Bys%_R^%82H|)XM8d@F%iK!
z6%i3(^}4mp5?E<W(w5%dsx=+F1bVS47(sHlVG}`@L-dR1(b3V%gB<^Dz;9iAok$25
z38CzcTh)`a&pKIYVqw;6zN}tCl-~5d-bIji+?6e)@Q2Q$gQ`1f6b%9_SaWMr1(H*M
z5geI>AMf+$&pgii$S?jPB0U=^<?a{jYBZ`va)EJisO?iM)YPy^)bjaX8^x5A(0#LK
zf!Y&g(+fTU!Ss{I?IFhY_V)MWWO2KY|3<_*xDy%3SHChrDKnL{UH%<OeLR-V5l;Q>
z1#&ZS>jp}smB4%%dXs*?9D;zA;a@EoPjY+T4mic8#o7hD?<Wgu_}tGYVHz7nFlVF^
z*8$FyDAq`${aV!Fp(PQ&2YPk;J;BArcd;*tj*^LIQYvc?8~*Vd{%^#9=j;}?i_2zy
zb3^QUKycVhaCqgK*Zo}X?c(SN0Wf-%=DY!;fmWRvLR3^#$tk7rbwRvf52-(-zPu{(
zT&iyUmuxCJ9$v)pv2}$`Llm`CBdn>ZsaNkt(}o|CtE+3-4E5vCMy>ywUs^`SD+T_4
z>%sZ3h~gjP{~@uf$@yTM`vq0{+aKTO#?=RD%umv+Nxt`wHwR4A85sEB-OWG3z+-(Z
z6=WjI!^=z0)Je4j#^W%Ti|&+6#Q7+kNC&cCl@h8<IC#1{k@-uG5V9)@zMWA#I=DC%
zla)mRu7~aAx0viVw*N*5`&)Sp;p>0n_<v2t5)P=E{wLh<zkcE}6hOHBZ#+u?6*tE1
zoh;b&ztlYcS3@o!&ZYnT?ti`f7t`^7{*D802)q%3$P&7?VORc$ZoQ=c_f!72D?fV&
zz!?5-AM(GQfh@t7+k0~`k%Pnp^UqkRSy)`$J3b!w`nKypXk>5B7;(*as9jLfOd=6h
zh91>ZVS+bjE-DqJ#%QFLLYMW<tBh8qAwbzT&WIelRJRA-GblN}RRX&-t+#|slNH1A
zF}4R7{tsy@PyyYpI4jmHPE>X#VtFvNE_$5+W)9_VL$&%4W%(4xJsTZ_YUpj;55I%&
zjgZ8xaahYR$5Bg=m*-i_a29bw=L5rj)$CxC2X}DA(8E-~{d7}8D@$P=mBp%nm~imn
z?IUUmCU>u*N<1C~jVPIYr72;We63{_t+_5m-f!$_lw@MSOGd1K#?sw-wlqPSa1Q+m
z`eayhojG_WGET^w)+_bv%fDmq26~pErUC=@RPn9lLLQ<E9W1e%1rUj4l^U>r3t)4l
zbxD=${X3BBiB*LGM<a|^6t6TDUem8K@RFByE>JnrQ7~_)3l<i?6g?5sh7a!}!YS^Z
zU2YE3>S|u!Do(2v9eN@n9NeJ=LUFJP1K+MVJfAzeV?(e^R*mzJ1PB1RAkl~xloS6>
z`p_sY2`Buu#Kk2bu8Wtp-aQ~Hz-@BVBplTVxE^(uEmK}Il1dsQQf+fnv^BNBl>$kc
ztpk+3_k$kNa*|zIe93tQp}AN6<f^*eJ367Q^Fi^d$S_0<D)_diq48AzqW(th)l!*!
z81uBg5aTVwUnC*hhQwDQ5FIcDm0sFh7dn&-<G2xPbopY8olJ?GE0R6WAx?)n#D~8B
z`(<7@bTw1>z8D_hDcK2kvDqY4amCDjFn9>WN5)M0ket`2lJ?om-U)%aV)@HkPD%=_
zuI|d49&A|6^P(y=T-Ur<k~(z3-My+3$}^h%^czR#l|S?ryFAcBM2)=C#JlH3G{4vJ
zd9>~bJJLaX@5rzp;>CKaH?c!@^X4tV5=5945L5$Lj}krtzdef&Nn3eWJYZL_Y|XW@
zdUUu>!KS9G0xJfIb$k#ov;8-jw2TQc{N?EO&e!#SO>AxP=>JVUIVBNSNThYqmstp6
zLmlRwx<}9&(<$3fM+bVVZ)0lM4`ad%*AccxKm>3by9MZpMh6R<nRK~KI`Sb7%WVJN
zTT2ezB}?S%A@_%lD@kC!ddAglca_)812%Y4uelBm9}SoYeL+wBuFSFJt<6J>9%P7w
zK8q71Pu=w}e(`UDjCY?>b2ep+>61f@UExFD8vxqUbkn%3O*9M+Fx`)%*sA`9FLIsh
zS5tEXo2-1fu#1BpvMsD_XngkND-VPqlp$wC30!yS=QM3Ad~ogZszu?#Xq=UMwk3S`
z4y-GNq#>A0R?YyCCqZBk&0~R#Wdl#Fz5ABy_x<-9#XYfDL4OnjAC3$^QBF`#gk7`?
z!6a{WJP;l_$?yp969__|Kl_D!?`wZSZBv9V4z|ED-`ZOCMaRsUun=~xtU1fGf0V=X
zZIZ0HE*H%C01&UqC=o8kgJ<sbgOYQ8ZxZu-KqwE6Xt@w^|LNGM)nSV>3u7PerEAfB
zkYB_06ON@5VM53qNyD#i_Os)&_+kf{)r$#u&Jeu<5?)5JnMvlDwd9tVTkA$2ypJcm
z6HPgA{CxW^WY-{d_|VO)+GsDl1LxgEQcoO4Pw{x*1yi6YLhuGQ=K%hxz=sa;o~mHj
zllb6^0-;cb&IL7a5z;BHx57ux#s!k?HZ+1Tcv71Mq7T5rV4-)6ri(?l8ED*%Nib`v
zmrDM~KB6IKq`}@DWFGuf9=mejkJ*@R8`%Ngq9w>)rdx!*TEMTnW*FXC+I1orEBYax
zMUa?fl!(2(>|BT?>0f{U=0Bxu3H5*O_W$=D`QNMm7em^I)3E>F4uf5o|KE-3mKG3T
zdUZIN2mR92&g!`Ng<jP=^*=wwe_<ewaYI?koDh_Qvul7Fc%#$mAq`I5-8IV?<ud7m
zFCrr`F*Ut<eZJ@g$^}nPPm`0A0RU0d!267gNWcp_Ha1qy;lJ=9|Lc$f`I5#nC)nUx
zV3GfiZp2x7@hjD!XEIMTud*`s_is+U4xe;tps@-N0(8;W9F2K^fjafa-9bxRd&@uY
z3{IrhX#>j)SFLAd3_CCfHNa34Y2Ct~mmtt^LX3jH<GbJ4j&Ya+&V7PcM_V0Ej@_T|
zqy<c6B^4AJLf<x_Il>#m2Ng!qNj9IRM@2IW+@3$WG(MfK7!U|QwxB<Fh|8zt*n*PA
zqIa$zhj4yuuq44Z!@tA&j)aKE<%5+~i;|{hsN%#p*!*tg^5J3E*Kjfx*|se)>~vbk
zW986f<%IdtdDcPM9gbwr<cUQYZ($5(a0BDbcaIB2%Z(j_M)XEmNg0g>OP<kZ3HIh$
zm%&GKaz@YA>qqQq6t4@%%s`{C+hzUqp0ArBkiVcO2be~}WZ=|%4rd^Dr%2L^q}reE
zMp@x}v%KeGJ0T2KiymYjm#7*p8)y0(kL)j<xh=K-#RvOZzzp26_Fp};d**n$`*XVK
zPju~r^scs8y+bb$c{5{TX)qJ?)u0_DeQmu5u>hrW+XTs<)X=+dEc6`xz}BY&$A<at
z?JI>ewxPzy^lM<tb%iuG3GJJbk_HluvmGPRPQ)VxG4@}_&nScwRMB^=y~KV$b@IZW
zm(obE!<+=h9DS4@_AmTh8KK}v%_u5!34r`&psX3sRsE;Su$wQK`IpI#w({eB>*Bpe
z>U^?43(`zexN%lIejLlWaHl2!fntg8+kwpZQ0}Yue33;7ZjY(8k7B5Z<xD==^oi1f
zb8xe7M|BHv<^?O+A{i3X@D3%+cia5LKG`Iy4W=~1#p0XnZEP7i{X}>YKR_W^jtMxS
zwyb}}_V4^;GtHI1;rQIo1-A9)WEL2cbP^|i@+P2gtfFa1zqf`v%aiZ0>@2CfguS>S
zq~<X_Lg(|tKQ}X;xkENfoy*TmMs1XL3Cn3Gxu|~*a%Md+YMXuFRO8Dv@!i<3&JpsD
zQwJEA&%&rt<ph%p(r7C*u0iGL8qagx4KB8Aw8n6%YnunNi1;M?Mo)?ucnfRTgSaj>
zuYO(GQm37%On0ZOil$kqHJYW@4qr`n=3Ht~4bEVM;M!CEq5<JAzHE34b1;JkQO`G7
z(>gwGya=iJ(aL)2@vlFT(ZSX<%^5cfP{~`u+}vx!Vs4(qt=g8RE0#3iCHh0soL!Ug
zD=|+#tu4hj!-dHRmg>SS5nDFQXltX~(xC2fSS`L;lKH3OsISeLq4FR~Tc<WmU7sJp
zpTj+Dohlb`;=?~09lY3vnEfcIsUwNU@hte$P_=!1@zr>SDL+`prGB=%u~y--URCLJ
zM{o4=i0Z5L70;1}2Na;|-_y*kDFe<)y#Dyy=f<Ys`6E{Tp{~!3brr*p8*#)xCH!+S
z*4|&k{RPOKCTQA;w(gzPuLdQ}qk!xbUM-Fx)K|pyC3{=87W7Ok!~}iSc>5=U#bYZ3
zA&UO9;^rzSLy3beF*iEI6N0VWUt#hjICxgw!!M@aFx-l;$$pi^`JLsJ2kzMy;Tey=
zxt~eV^`sQOH(TJ&&CG^vbg2!f&bz+W?AzNiQ@}^GAv6Y3jbrs0S*PV*UpA<4j67{g
zaCq^IRdJE}d8O$4ioikU#I`5ab9Jcs-<<f%kwgEnYugxEM}llbPj;@I$jh;(zBWv%
z90dptENdMY$BnlVoGqZ5Al1;(qb;f59hw(L+6m5Ia?EK|1TVw-JTejv&d4Zht-OOH
z=CVDu3RUKQ@_+s*(lneq$#3hG7<@Vc^bT`9jZi@Eu=!y6oR7$QAQR>Dc=642pE@70
zyyn!N+TJ`RuLI+fb-phzVZ3Hxr#d>foZYm+$_}sm4D)VkWWX9EX4;U4IAD#dQgijg
za`ZGe+^$|=^T2xX+oL->o9_un%njGzm7-7Kpfudh<xR2+ulf0beaIQWbDEO@Oo1=9
znA{}M2m1~RPw-g_AN}kl{&gFfk$@orJ%=j0)0Z<3%e;-81lpCzJL<t51mm%}BhCEw
z)D}2S>L1%Z9FBQ2IE9)fBm%?@KM(WR@)HH0_E>wkvx{v8kz6{1wo<n=c;{d6L&2lp
zmS6QN?=Gio?9<q0Yai1C97s(zsE!0(JXmD23_)M=kO8OSq-Xl|0WI^};)`vCki`BK
z<{j%i0*66LdglvHu<V4`4G7H?X8cOYI{K`K1(81$?Mb!>l5R))2B-W;D*eMhtr!CO
zF^Fm4;{Dz1bzXAOl^Y{-<19`*X?5Ab=f)9+`xPhZG>G2g570MQ8G=1CZca9JFz3&F
zqrkT+WzL#>zCN7ogyu2dlC9$z+yw?EX!4cy45Izk7}0N!WE~q0s#ng!dupBDR2AT=
zsNo^IRA5iK$?jSyh!;2P76Li33tKM;3Gyp@g07^`BJkmA;e``Bb<X6ABEyq{rgyJf
zIkbq9774e&$5<@6-!+w;iB2LeQ2Tm&_%x$f@mOlXA|C$kzNCbVXJpkIq%+aAT$Sjb
z8&D3*3IgTr%`fLP1r79*f5azw?$MUngtQmYcerx(!ed?W&=wS-8dC4>R0kodaSKY)
zFmXW+?GZ?QKM0cXl4g>N365%Etw3zCpK5%sLerc<`Z{pLe7W0WRbz$+YIDZgQryg6
zQ<O=UH$=iaX4G^1N830=Mc`Tq7I#g;3`Sg(HUg?6P_O%W7bm54;L^EVwX)OVWka)2
zvl?b=>g%bzj;~IP6qWIV5M{rwOuj=yajoD2NhmV;dD0Y_@7Sxyu0DhxT5h@PI?oFD
z$K5^lH|rUM{%G|&bU%%N0(hbJ=J2xW{jy_!*rRKi3Z%@Cj=@z)pS|e5H%X(Ft0FoA
zrkxH9H-fUoP1~@ofvguVSQ@g1B7^gX^+xuteTC_>(GGu>+ZPYi3g5O|3%fXItaZ`R
zVFsnJ-oJi$9giGoo~`+uOh};4^+1c~I9Y+6=XK5}1ASQzGok2#$A^Va96WMce0Cd|
zu;K9sU)H9P_a^c&Ze9s~(0i_*_omnQy3=!>RVt+#hOAQHVszSK5!hI_!120;+>|{S
z-|h31=w{?obKq)s5=l-k2)A9-r#(<t2xTB~A#tdMNst{C%$0axm(}?E4Xro28t1fJ
z)GnyXg%2HM{&e^E;<ByO2caT$JosgSl;Y&MUFs1`7<#d4s2un6<JTb@+b_6WTt2@n
zLe7sN&M|Z!T0E3!4Cg<g$e(ht|9Uf2(TgaUOI8sg&8-T288C<JX{Kxy%P2pV9c%rv
zfOp_}ZDehT_`$M)16yWe5}yZtxw>;*R5FmuvGYJ}E-51)>cZxxhnyMvfBo#nb@W9Y
zrTjK_Qa{!Z&H<Z#5-LHsFqj&DJ~esMSRds$2f9iORun6gU8|Fi*iE*-5$|n_;Kv7s
z#t)fj<~?4oYL<(-s=A{>UQm%a4vBRiTy2nestpl$FrX)ub&=Gs=pxeVk@w<z_tq^Q
z);W1(eutLeEC;=Wa~RW1;e3nJ6U&m*J^X#_t0nt8bks18LRnb%d(_cvgb6Q6WyDe6
zb)SoeiNpq#RG$k!_MnU3I7>fT3)N7iLqKr~@BB(ymt^J!$zZ?5mV$T#@W35gZ3WbS
zz2PzTRbcaDq7{_}K)C=Derg{3C+DokMoV!svamQ6kb4!}%G*Ka8(b9BK_)=>;PDjJ
zy{rRXlb8izWADg>Hai?vS4Qp?jXa0tM$;{NWQ^umw>+wT!3DScHh)bCJqny)txEkI
z=fA4z_3FlB!0&%z8*=9SaU#bu>oJUWTyA@H=SN>U>7L0rMmEpQ0=v^bTs{v+q_h8I
z6i@wRty`dJv|8AZk1gWF$1zYtO=Ua^WE4AQZX1#9KqCX<;acReR@_zvl_NCLGyFpZ
zdv>;0T9FtDh>@JoKLve#r2B&xsND|$SprfUc{`jrgX62NoklW#i)1mA@BDyWv??)f
z52g#l|8}=_3Hdz#3wPT{82_6Mp;2j7&=DXaSX_=EX?%5vPl8Y9y3<O?itmh~R}vqH
z&ahtGvd(jC!^5V@c+gxZ$jq}`cbFDoB;y2zHYyVYfeO|Uoi~T}di_4o2m5&768LQq
zKQ_RbDtohP=7ul6A8i?)A$i~SYem!%M}ayuVkNj3f8UkOF4gJ$9(@IicVLCY<V-DW
zC7<i6PR9elcCHk1S46%M1Unf}^9V|s$hXP;rY51NrLM9yd{1Zio26$Z<23rPutwnZ
z`uk~gM3PN>GU3zkSv2_3k9!SwD*iOuV@}-o@yx_fgeUR<-Tzb6!EL=d$wW&w{RYVf
zPN(kOAWd86pN=N36t^bJ)T<x+0`#d=_a$=ny(G!)`2zGel=mf!N_CQ7OZ1;tNih?H
z<<Z2SF-IF}?IPN@eG!Zw)0_pR*KtyAw|!sRqlXvo7|}8fYJ0=mn>|ArSBBU7cMyOm
z`UhqJa;2^1PH8Z}!Yg~Gf68-?d~so)Hur&4@wo4~9+%h<!b?YLlhnfFh-D9WB9AX_
zb4E#r{X+Du`lU*-&!i_+2M?Hw@Ve_Q0{&BP)&94Ln}T&aTMh*Z>pfFb3Doy@r*x>)
zSjQ(PwGJDCtF5jl{sz^su&}o`on770PFi(G+-^Q>=&$-rwRaE2cvtImVmVo;&Zdvj
zC$W<F9;P9LPhPqrs-hn^&V6IHF0#eIQ&u$?c0{k1J9c_V<6YGo$e{%dg0HQqQ6En1
zyO!nPc3?*ou~A7{gW?5Wp@i%W-}?)p*`n~rY!#$_qTWVJ%lxaDcD|0%I}7UUX?0ld
zPE+>18VvlKc6odN@7YXfU@(4*57Oj=)Y!3Q{j5+{R}W@dK{Z({p^Auq#RAB+7yMuz
zT-i99PnJ=HkYVa>Anm+G09l#A$GGYfSXzp?WPpYS^UzE!g-R03k*N{>dE@v!5ETmf
zs2&j-zHMZe8|SpP8yp#Kf>?ViK@bGX*EJ#Y&uNF}%7~f(Wx%?yZ<sc%shKC_5Ok5h
zy%qPgD6lGRt@3xUJN&cOH&#?(j@7M;3c!vy&HC*|Rjl$1+L<adHtDAPayZZ9R<ouw
z(GlXrOhWmiYgx&uD`>=#0ZaB?jO<XK1^fr!WaWr5M(^&OvM{vq_|2bz)?=;vR-{!s
zSIhTv+I5%Mc!<u>D99JXOoA*+Sdlh)9~L{C`H03EE*EBe7$Iy#^8*=p2P~vrpFM;K
zWnUwNCo7maF>F@))nXvbFv=VEs#W1_^gh=Xj8E<<3&G{TxZhhe_b%xnsW-$fda-?=
z=s*!Zb$>CUzERM5y<me!ybS1!hHBK8>K;Og$GFoMdUB^@dP94>X0RbdPt=QIq2}pb
zF+dYfcGZH|a8ld)MTOgV-7NG5+cG|K;0SX>qTbe?nGi_W`vjGs`0CDg2l5!`IyTG-
zZ^n!}a@$M`(@Xf^1}!>xx;XLycR_-}vZHtiHIePxov7H$C3`230c*Tu!|d2J720YI
zH;&pt<CYt@B`|9F$$7eUP)YSHVCSz-Zgpi8Q*k1z?HqIn9BM#Zk@cT?002q-hSHf<
ztI-B8$3v<d(exJ4U3d;bVhqpTH$Ez*gh_ap-%j!#SV+w(Vnjd+i$(BnxzrCQGQaDK
zLe6zy{hEJ<wmUTUOle^;uoO+Zhxx8zWmprh{6s~CJun*1<AG^k!hii|uKtWd(IhB7
zo3YNc(!J$z>%K=?jtqoFWNYhZbj~a7b%G&AQY0xviei&yxC(F!9BkhtdGb3htwK=~
zCp(i|Hq#pi*Af8i>zClR!j4A0iLRPl))1DPz__re)jz1Ad!|RB*f0q&AYH)t_IIG<
zML7bJ%Qx!!@iv}-J_6E}xqwQ4LU2V{k7<bfTO1^7hYe_su3F6GAQZ4@`_aJ{-x@u5
z5rmU~HJdvOxzIU+vp!WLZS9pv<3nYM-4`KAfwuKAn4382ONP2q$fOUWKx#}b!uVzV
zoany@_+`S#p?EJ^=A6SXzl}4SAg!>s&Xa>D`tocS&DYl}y*ztLVo)gtGUAg`z*6$?
z)1@)D#0!4xkbApvRY4!>`bQRe*Y62kV`53ntGt9(xn&&~D<o#7yQEVQo)d)T{~%e7
zY1&co6wbBn<x~*l2J|$wh$%Ex47M7qQLf$R`sINGJSU-#`vmkno2E#F^6G^ebKPI$
zSLbaT)N1F~h?s$>)3^gLS368n&<r|%7k;+a^h@7Xg^Ca6&uCJ9rsnG;B({BJf}STn
z21b81M}kpKwMz?kLM@vT@`hHDFn+-UW$BN8G7J)$>Fj$h-<5-YVSI)^9<b{}kYnsB
zd8Ui-=@+j>J^$4ur~eVod#Oi4Hkp|cPv&sb-0#D>E2jjDsC=umqo*2>K`$%5n5!_E
zkkFvNC@jO45@tp=lq$=Q5HmhlVj~?vw1U6Szmu^XCK1z|0mC7$PIT&kM##ifs5aZ9
zq`&9Tsd~umNn3?3>rhN#nJWMp!aK2ImiQSZx$A;PC0I&9UhGXzL_zsuc5|<w7XFg8
zTgIPZJp7}Ea6QvaF_R+3oqUeQ{gljrHCc<t_r)HqGX<QK(`b=NK7-Y^En7qhAc?KS
z4*JIg;Wvh>;aAJs3v!`}*K;%S4xyZ&cBDT5HU)_Rwa<8Wp&Nc<nluCRewwkj5}EPw
z^LsuVm*CD!jK*x4zKD+x7%w{vhy!QGV4pg|RlDKlc8YPB1Ec%K;@hPyffkhG^yhHt
zm+{BJmNY^zcJ+O-knNH91R*@oytj0;pzc|&aVALJB^+-gg|Z)a?$j8U9+CM3F9ZE?
zO>G5m!ZH5ZlY31_rQJ}9<DZo8+*s*v+83j_HpKBb3t`oRV0%}UuzG#_k^WNnFx6W8
zKLBDuoxZ7W^Vb>@KC8Xif>imgqVm5EMpPhw`Nq0xSoUfsaXmcF!<_A5Ts?Fb&ELKa
z;l_)f_JqEcDz=<S#;~s*B7AFq-uYX5@QXsv<qzHyl|S2qo5Paw*FQ$o##WU7yOQ!J
zipsALmA~mJ9)7JLmhdmN2g32&>39%T2x}9q_8s56lz=5$?_<YjFTvl_99s{BW5fsN
z5q)?v%#Gz`H`dp{=K<Z}?q~>gH5Ht>or>9OZcu#<@561j`F8&^e19+kzpQ*2PS$!@
zvGXx~XT-tRsN7QJ{}qoVo9|%9=P$$G%N$$(2*rqnXApgCD!&dMXX1_FuAC0kRq*Y;
zCm6oq48jjjfsMH?ZI2U|T!5NtN1WI^68bu7*!+7ahQ50m5l7yDj+R=x(?Rn%;Z8b&
zUbcsyg*F01b1~{nJR+yIFiw~zF;0;AdHO8raoL5GQoMaF1(TfR`|~3?W%w*U4}qP{
z;j6ESAJU33{#gc|`a8m0oqxPK=2<$-)Ku|@r?qIzEIno~s%yaDkTeW1)W&gd8~SW~
zRV|EU;uy_3NGitCM_CB!&235xjLOHT%SnhF-x=mw{L7;HY8??dp);=zsBgZO0=14E
zaBPqxeRgYPK89aPMA*2_(2<ejNNyQEOUT1EH*@&vX<~auF~)~w;EAtd9gGd-bnv@}
zgbq|?bnrx^gRV9(73qL)Zb3LvT7i{$h4|LO1U)s?v8$*IZ=~nqj*~UaB;MP^9vd^%
zJr{pn*wBDilCv;Yk83+*!+2<QEj}_afTyN9iW?fSJhu>UrRU)<NB%=0kLHzOSyDc>
zx|lWVVPbd&LVO(P{De;r<HIvxs-}WpyI8?mT@`6Hbuds7%X_`M9U3L%jI6B1xbO^2
zlt_$hLS082InQG7bk9*tIldh&Vd!X!X=iuh@s9^^Z2D3-4eo<+KYxw#tUM(Ab(=op
zIe8?8ZC-}6^H(DM!87z;G!t)L+>IYPk3eOf^rkU_#pIE2+q?`>^H-wu!86z`nu#74
zcjIp75vb#Pe(D&wtY3o2*`K52?h|OcIl}Xo_0$IAmaM1GIDYyzO$dyb`6((Q;-TNm
z3m$vdp}wRHY2W`U^*)o=M#16R&yn>0mneVu43_WDLYLEf@wD4e)bo^YGG#1H;7geI
z8Ora6K-1L;opx;?jQ}a1u9bRL$EPdI=e~i8&?u#PJzZ6augi+@wZ0L0sH<a7MLFIo
z%EMJtOPEU3Z4*0<Oi}w>T*<|ajTl*wgHamNKJ;aE4SZ){-2Al$Pa*~3Om!vJmKS3U
zNitN^z~0I-%q-5sWfLoyc9buFhk=PyTPS+oh|z`F7^NZZM^ftRF}WxgleKiPNXG!W
z9XcYep-!m`--vWTlKl2mmSbj79<C4_@W}9^p(#zIl9XW-(SfFxlnk#I=3%myHWusZ
zQyF6G70X~Yc@#QrT87y7R-o*`GuV7M3ti9eMsSzmytZgQbqt)>Ek(@SWzDwOdCz*_
zIgqe)9eqaCP#-;R{fXl14-hu`ZTcQ9R|nJ=mGHKO&YPDZa{fw`Ja`6&MKj@ZaX0RC
z9)Vh(@-3&1f$RDuh?xC3itj#wjzn9C6}1JYPv52qf#EYhMR`O#40?INQ`8nxW!ge>
zOeZQAKX_Td&p-=-DTNploQALgEyQ%xRq$sIQB0?*9)>)9&!ghj#dMArmE+6I0-BIV
zlKgh&mE!fpY&_^}3p1WM&pt<UsrFFR(1-ys85k!@E+Pcxm0(w1DYo02!a-dPYqN{!
zJMVV3fo4Z(Sx=NzU{!u0HkfgJ!%xL!n3|D`+YSo)1}pi#VQ{K+-w;+^i^awU@YGPJ
z35Uz`3h`EE9{#fD?;8%@&BBuX(FmIB34d2ZY&(~Xk!v3zYD@o?=WoA7qrW@P{Owc{
zH-CGtD?PMk#i2O*&hSky$<5ymJ<G?^Gsy@d2P@j?A@EKXM(vJ7<kA-6%u9PHk8?N0
znUA$1&Mb7SUEtUvl_9YROCM$;sIM(e@(YZ}!>Egih<ufd)zlP^)n0WM>p(^cOCMz7
zT2?vsy=)IhU3FZ_D8s^g>9E#T!&sh!GL9CM;q%mdY;iJ2FC9$;Wfx;&bS55q+tV=_
zpB^SeXVSL1-_;UUbevKT0~PV#w<WU(yK_tMqq7Cvwbk*Yyao#rbD*!%5%Vn#|MhVa
zNkSYNnuh)cS~%uO#)~RQP%>UTlv<3XPqGlyi%ZB0jLFBS>q&?ltt6IkJqczSsyNtB
z6icYAm9mAlyt6&TH-&DGREC5iEWMwJpqEH{&_Q5$9!6bAMC9x4%G<;1T@=bd-ghml
z4EqM!!%<Jv9`1<RgM&f4igUM%*q*>K-u4h{r!qXr!;%w;2qFhIlcdWVnHae<98t?!
zSQ9U-#wVwe(BE0fn)n=vHSrx`2>(=mO`Mib_C>tr0)KlwY`c|#k-NeX^{L|W$ver<
zmF<i8{#GXTPIZHmu_jiKc;T*agn!~Aw=beS>`OQlUxcN1GY~|QpUt%q7?y`oXA=-P
zwTohZK>Xqx9*W~RZ%H58bs@DBZ(mR4jpww7cuMmgm17AAdP8E5$`4_PTG@&{D#u&7
zM<uclZ~q>HNj*&4=l+nW0xZ3jhM-|&UxF?IALU@wp;$!D?W))}lRj^*IDV&KYKRlD
zMR<@^4r>K#y3KnRcSmB!dtK?;)7Dc-7_sspqIW3RyQrsz&*|PpNx%4vTk~l0i~EL1
z{m%Kvd6@hCGrZcDKjHA-h%XX6bkuRiTbzifsz6cy#{7}&Q~27=OtdEf_${LZuRTu3
z!+uWCSKt>I3<iV2XoB?=j2A*#Ss7NYTnSH4PiSdr!O+kU!-o&Y?c3ZUm?T+QS@`h7
z58>+S+Wc&nE?qEx{(O{_h!+9K|5vP70S^xk=<4c1Utb?CE-sikb0$(!Qsf55d-m)>
zzkdDbbL7UoUcGwJ@5!=i)hc>|*7fVx@yjp2(4;-`{J?<&mHv&z#s81J^8l}+`2PNv
zB=_d#ruSY+2q_RCB=n+yG^tWmB!MUhq9ULoAczX0AWZ_IQUs+)Rf;IRNN=GeA*A=-
zdwZXm-Q>2t38=Vv|G)V>&wU`tX3ym8nb|XE&Y3B|ym|8=l}d5+=uwSgKZ2f~9;Qy6
zif_OD_HVaO8wU>_#KegcsSe2RlVZDGy?W8YLv<1o66oI;5)y*Pj~~<1_{`1CVQ6TG
z{{8#o?%lhBGRX7l)29!;&eGBn<HwJuCl?AqbVp>6f0ZHMBf8AY%%soC%F2p9XL1@K
z(fL2MpJ&199d{5m+7F>4ec{{M0-F{-2f0iSTMh{?RPJ2<0%nYFhYoG6(bnA@-z|O~
zb@lZ)bxpBr&E>lpcx_l)^bK-?o1+Qd7~@ZO*1mQ>Q}CW&ui1mwrw&7C$WZwDx?@xL
zT*&1zY}s~H@cOmi?8Bge!I(GaW%&5G;nPpT(5Yh^d=q}4@tT(>4nY5Yo#El(06#x>
ze7$lOii%1RaZfX_xaM>U!n)fdw3{7#?G3SUf*0gc9c)$GX-Jvcx_V679*M<6+~97d
znYeU0z7Vf<u|wZBX0+h%jh+s4=bP(^#e(-+eKQkb{#FR_w}P*w0mA#cLawKSt@m@Z
zwt>vM><lH1A6tQmt-h{~$~EQ!0cxs)6G;f`?TFA`4)Ap}!p7IyLN3+C)(dG(>tOQ(
zEFR$jcP+a>rRG=Qou40J#~Xfh0^byC4#y+x1!sizcZRQvF*d&04sv~6Y&|L55Bs*W
z#Hem|@NqUqYkNbyJ<J{L-HdT5Qn5gKIVvBoJ?})Xb+eV@je#x*a5u*Fm;&K8{GN!g
zzD@}3?a1jN#D{Ccxzwihu<0Hak8UlfhnKtCqrbl;JZ$9fb27rJm%UL`UW15aO<P!V
zJON?PIU%$UFF(|mm*32D2)~ELFSVwNdCHi|CHUjR&KTF#4&Dxi=;~>Pb+7s0W_%Hn
za>}*nAPHf891+@^w}lYi7S1=*hE4aec$5bX8f)mFn;rW5DeIsOippydkzArF|JQhg
z4RA(iKWF$l8)M^ie@+LdRCmT|ps&9rMs+22V5DXT`Sj;8X{EUGr~n(L`6I~74Bn1L
z2%qMU^2$2wx{%%??Vu&}$!9Sx+L=gIKEK|}!E;__@URkY>*{l92<u{tkYHQ*+R16*
zpIoAgt=F@(wt@Ub$}((~f{w%=A&XTX^>?N_?6r3=#I^}uNGqzs;rqEQQU`1POh#BQ
z2ZZ);fUkogHoof3wc%1TcJTc}EFSI-cP;lNfpj}l{l<^EmcZzmv#AK{ZimpWcJQ?`
z#Kv)+oct@9P0QaAjm3jq>FKu0#AKJ_N<uL<jP*p2t1-N7<#gesyt)p%Ze<JJZ}ng4
z2n)19NGBWk+Q?~<ja;IGt+%q8em@#Z8$Y&63zMcYJ)8*f!B~Gwcv~5uD@km4(H%F_
zN|97hDcpt&ye$UV!k4sp^b^{mavRhF;I9VSV9@{<^m~FGI#*vzLs*b4LIQdDBRshA
z;O0~4KwW-E8!YPQjDDU^wt<D%e#+{r=?Lp+gOCo^@U@mBd<bs`ce0y)21e4xkF8qZ
zexkn>`g@qd!(0YGYdKa9a6wUJEh4hYTC6RuiOa=QXETI2o59yuAK~rnAlK2swq#+y
zW@~Z*O^n^&*%>`7<ZzQq(c97x0ZONUyl87oPy6#SlA?`~K0a-010y{hT+P??6V@i=
zVT!XUCOetI$4DO={Olmt)xq{u&15#hwv+<8>-D~lPUvpV%eRoDz1k@xB{g-Jd^Zgn
z{p?`gOhA8iY%aoF%n;(j>!7_oZNt_iEjmcbr@Jj52zEvfORf!ltPBxgs%XQpZmyW@
zVg^4G8U6m2jt;ai@@8Rqi?oB)Q8@@}ZH|!E7VtHdAw1ZT>yP~DJQ_NP<8{#66+NsC
zY0^(0TO$N0?Ogt}_Y}KNuD+9nFh47V_*%l(!T{mVxp3``%xyw`E7dVcEpcYil{5@?
zGsTJ?PUvVYM{84k40AWrnqaf$58hYnN#4;$*f@#z)h;&kj{fcmeYMw{@zsvRBdnh@
zLZ5TueC9X&IQgejw9Bup$E0<4v3Q)9#=L>}NhFzM!Aq?%BFGl)T}`n4t@cREuf(D2
z!tednhhh;n&;_CWUFiI6(~S1iXWsIs>aMyC^lfK_QQhnt=Wp)}_dt6$6I^_#uroVz
znabzaD;apMofSOn44?VDp>h8BoFl!~%|?zlUT~o&2Wp!?uHOF$VS_yoI>;TquBO=Z
zP9Ws^df0LzUbqbbHW<~@2|lhSXzgHxcSg5Cdk<4we4yHQ^d&m5voL7<m^ZPIF19VK
z`7It{{hbl|ypnu<?egh!=wb&SCnL1BGsN3N-O%1uY5ta8#?9Z}@I#O%KYx4Ok8YZ>
z>tcF~9T&x(%d5zDGQ!3wPbh!GJuDuhMgDvx`CevNH@WFp!n5iRsX1kMd&6z)oZp3R
z<kOPlo2!4mhp>@t5jxBpz8>b-^kGk~4ZlST>mbkpqn>kzkGnZqJDK2}3I1sBX@QG(
zGZp=D_kApw(h(#2xS_q5CAKf=i?p0F96Fb%DSzi(gpKk==<v4i^{~LEkNQ9^lVHo?
zC}ACZ-XAl@`J;ok6{mwmeR&;lv5%OfLR`6*iSYTo5#(nBZ#Q#noZlPel{MJ)drXVe
z0d2$GEQI-5A;gFG6Z-IeLR2$;f?U%0QTG#+e?~sPCKRBrqcJ=Lk}uaK=Ofg?1h3hf
z!pBe_>%DDYpwkLJrWXmy-kx4acirCG&H>%b4Csk5z0BokuXG~J*GYMB(wAVfj~(5~
z+s#0N{uYMtFc5w}td7h^n3n}YJT2gBCZmaJa@|(g%AaT{tOLN#K+^cJRZ6CdDXzlR
zoHA_a>WCmKIlN6}^#A3xb=aMtc#k%)J|!Qa_9l4Ej?=+9FJ1>3!aDddgVVttKL>O(
zHGr#3f?j57I!NYp@NHW=dQxC>I@pw7gjY?CG11fr-uhB}Wotp(u&Yor7D+JI)rF0o
z;&ZOFf?nTH)Ik!}e{r_O2opniN+sxQppWG?7Pwnkg_LT|6ZZ(;q~;^U&IFTeP0?1a
zkF}mQ^wggpGlliABeRg6R<qm30o_bEJ@hn{(-RUKAc<SHQpM-@yi$5{O;1xz-}3SA
z=W%Ay8blpBi6^1+^a&`4Pr)B^S0E=U4%avQgopc1pzG|A#%sF17m8co?ZusK2appP
zizCw)qq?jD9jCk`cu$x2LXrC2UZih3fYQiVL``3e+Oi5bXu003dq)&rx`oVLM^KTN
zio8EBA!FAOm<B5ns!h9hME2oR$USzBUX!)|1oHm42ot4i8nAzR3bMBBLH3XPQ6BXe
z@oz0cU0FG7CXW@AZ``#LiZ9<p?w;RJnV5>glNXV*_XrGwRPU{0D2L~^uMsz60cs0`
zpJxN#mlb1z+z{jBhVasp;Byl*7_@4Iz2&9CI?&O94Y5c5bD^q&UO!Z+*o`1<)k@_$
zQ?<gT27V|j#&`oGj5RQ#@;@^+he0bH{GwI9F06GGpNqVF<zl;4r3LiFzYmSf;3tv7
zRZkE7^$i4z_oxm^NgE6?)_~W6F{cCVZO~C|L#1XLR+bc^uf7cPjTLPeAk*Fkr*}h<
z{{3ELZaaXo$XLX@`7!FsDqt5nM(}!*Zk?ztX6-scZ6W{9OUT-N6vj%n;Qam@s7%hF
zC;E|-0xJ?y=yerwn(J9^?}Z}eyS+%``@+K~=nDmxZc+OucAhKH7sxePhfg7g?+cmx
zPas!IUm&cFSBmKvE5&qDnuzIC)nZ>KrI?Oo6EPisJFSK24TR?uVUmS0Ua>GnTbUHA
zoGj_H{V7j)jl^6}7q(>F<3DGM%jwuW!ql+QPas8ub8O8p#MF?U7`V~J8X48KI98|`
zOZYaw2(OqZ-VI;cSWx-9i=OP=aK4OxHyA124SStzF~XR8Hv}5!)6--lns_&?IhvrD
zzY)JZjGw=qX=d$deFPSd^@6*t>R3R1rDKU$FuGy>W{mAK+wt?aEa5nFuq{G5^Ks^p
ze4P2lKZrATvcaPMPZ4JpJJv38Y>~F%eh$LCEfCVi0>0)lg!gcQT(1?jKFVwQIVk(9
zYK0G%v&t~Z%L0Avjc9?>>uoI&U}1o3*}}2z4e14#Y-5U7txafg-Wqpn$aPv_N49W(
z+>u>G3+jIMvPV~A1Gwr-(9^_#o;K6KwUP=9F*n3Ob3^*`k(Ney&Qy+@B^CdPpR_t9
zACCHZ*wn_3o)qXNlc1k@6Fzgpyx)VL_XqLw{x~hMg!p{qRo3D_FQr(5jh0x#6Wp^U
z#5cw6kF*W<vk}(T5+Q9Yx&F|T^aq`%>kn#w-{q`Qu0J>!!_8P9ueY_*+8@M@bGL-p
zp4c(omJn-iTodnRhtMwkn)q0LP5kN;tcefOvL>Ebj16Nv5#(YFZ?c{=hF=rEt!ZCt
z&Zi=*s~tl5yoil2d2;>nTIS!*i&%R;6$|=1V+5ZUv3+72nip|MATOdN<Rz?*$U>Np
zB|_Tr<6>{;XAsXRL|;cEcxX9YPwaRKVa=((nWM5T5{rjw$x$(ts(gNp(4M2xBJx9S
zWFoA+HA321!`I3H;R9W{vH4yzc?m|6#*a{5LTYgp-Z`0wA75-ui!imZ`f!{|?&78y
zBzI8<TeRjb3XO}#xcD$%`?z?OjEk09$Hiw6UnJ<ZY6Uxey~dA~z-FJ%YW_%b5^Rj%
zWhg}(Ln)TFvF36T3WR-T27|$1FqB~he~f=jUS1x$b?b(uOPA83GE%tr(n~Ml=FOXU
z?z!i1=+L3YYs<>YXwlpH_3P2Pb!*I;HH#LdwQ17^J9g|qc6N5-#ETSsefsIAu&}Ve
z8*jWpKOH-E#IL{pikKM1f;zeOl~-P&g?8lkUw-*zgoTBnw6v6dkDSOS#8+Q^g&8wu
zz}wp!Z@>LEZC6w5+qVxzMMW4hW(+MtYzlpS{eRp(b>`2Xj|UGPpl8pXv|w`V*s+L?
zj;8G)`V@i`{*gjE@{FcTnSucW2H@1GQ}nrzf;?r&_n&|Md0f4EmEM!+J3c<1>Lov4
zc#_praU^LcY44;-lQ4SpXxzAQgFe&y_wWC0`*{*lQc{}ykb+ZXs;X;oGcpVPyC{xm
z*U@Q({#~4KB|`gTQJJ!e8dTTR!9pp)p<93*emfhF)XWlU181(M;89`$Uf_3TR%t_3
zHE!N|g#P^$I}hpT=%D}eopJff13{UWuiU3US7zV~!Swq=5E+}l{}raDMhIx{srs{;
zI^0YyMn7+J6&;YTFUM<Nto`(OBCL%hn5tzLs&4M4`0ZXUQVS|M9X!g%qpWfa5ZGah
z><D)&vlRVY6+7MNv}#4azLGAy=t(H4s)fgQ5pdgl7o!e8#sh(*t8*#Eu-|wGzFY5M
z=E+3lmTN9DQ5_@}qo1#Zst$b3aXGe7yAFPhhqbX3Q+qoI{=BZP9+SU&h`EDY;OE%%
z5$sjfb+{Q@h<*W9s%;3c!sTe;MHXd<j!)gqL3C;<dig2-j&5zu@!Pdbq~=y|&mkfQ
zk5Wr9KwzgLs)vMP^z&2Kg9R=>ZbA=-;^+x&Q~NkJ+fE|myE7>;mFv-6@-^hg6Zw{^
z^8JW>?K=4MU@RxUuVNRTrYJ10p}`I_f#AMY9W>X5r`AC#uLC0iJ19cG05u)7Cw7qk
zWOfk2+kr3F*D7o3=)cOll#zRqBwFR-(3WBcEul|7t8r18%%UnByPrn`mD<{HE42ju
zlujz7ZSXRs!SN=?#m{cQ?bGWRwKWnCG8Bs^@p+ZVD6XdWXu#A!kM3Hje$SSo18N68
zYIfjbfy=Q?wBa{m2NF!}C2R+TbI}E`d+!2#7GA-OozciGsTP(`bfEqW+L+;TLKE_T
zPvUeS@OM>`?QMnnqh2dqiYpYhgY;7LQ`(7+wxP8tuA~SjVl>*ps#|bdd5fNs^+3xa
zS_6d@wcNNU)75T^o`1s@m)(Hd=hrc6o2o574OD&_kuRWwq-NxQc>``MZeY}oNIb~=
zd-7X^pHj=)fxDV~H&a|mZAJ&{Zo_TuZH(F*jR#ti8yaMMcPksF`nm|PmA6b=tgFYZ
z!V2`WHdN8W^VWvAB2b)1IFeC}F6IW9bw2}+e>_5mb8+}0CI_`jyQ3>ZzP~565T&*C
z=&F>c&?vvC0?%8j$+wi_ik3k9k*pGQH8a554>RC=ItCpt#$iRQru=svW?-<j5&BsP
zFKRTW1M+)U@`ZK#TSf`Gn#(ckUOF6pk4C_mSS){(tyKqv!fMWUuu$9eutnGb=?{73
z=x1l7sslSCT*=X*gOnn4wUT4j^;9?<h(y5AM_B$Ki!Q+ZoqLMiC#n3bGW2scR+aB$
zj4K&Uj7inC@YsGIZrko*)X`Wx$W_=aDQ-BHPzWzGeGEPv1N$E$(CwEf9F8k^x_9)G
z`f9zJ@YTM5h`9rs@zsdW99KkrWDTGBQ4>D<zQ?dO(Z|$&n)CAbta4-&RH9!y#XU_8
zC3IKmD+2Q|+J?u4=pSIM(uV#WtZ?N?{r0=rh)yj*ZzaE5naunO9KDf=DFa-D<^Rj`
zhQ|5h^(@8w@m?+-rIlhp2Wx>g)Z*r&eDv>RtEz)eHn{RodlG_58*XJHI;9xB+o|6F
z?A>hGjy;UFp~vy&+MCENs%(+ApjCdmr<li+=a5F817`=7)lJObqVikjxG3^mzEQrv
zntXo?T#ji%{()FnoBm6&glE(r$hi30iffoV)*F6q+7pOdM0}I9Au0#`gB(@c5afs}
z_p+W$2iH;&omhz89l5zwd|ELwa?8;_SaDBNBPqK0S>y7(Oab}X=pXE)DnFRW&wM%^
z@JUaVRkieA<=y{jf0XLt(w&SJr-R1+n_Wizf~WQqe!LI2?e{S1SS%joX-_oCEUU(`
z#6nE*vDB1bSC88z6?o2E&1beS#ML6<dmhaxK^IdQ-hGq>w~Mjpd@TWACgiI4t4DK6
z(aBgJuiQ_A>%~}fy`G3IX<GagqJ!LW^s`qR!|aW5r3wFw6l{3xkA&O4NQ^q2fCmMN
z#O%sier#4skR<oi*U`ZxHQ$!%pjcA}<m+qNbdXzuU=tZ;KhA>NU$N+XJpo@Os_Nia
zZYeq%>*Li2X>k237Ts<pVr#k<9n^ED@%56+RNBy6F2juq;diP!KNpr@q_H6kwG>ei
zit6fUVxLf<6=w^T=xZidX#@HCTCrx*JN+B;N)c=<!+Wt=@VFX>;9H6KDmhQ<+=a;4
zomGTaZB6J#l>Zc`ZXFPJ^0LbJVozM8->2=DNZ=6Yhq#k}DK4n5r(ZjDQ=I(NKr4v^
z#({pwQ@fsgZ6<I%ft+MUe#az;+m+wI-3eAh`p|-=2FPh^7X7+H?&U_mHfrw;)1HCI
zJ$_z8zF{YS6rR4MBERs=Uoh$-EWh~5Ef{w6hhb-~U`pTJ8Rmofpx}3fe1iMhB`7$4
z7DcC({x&VPc)z+DJ*29(NWQ*RU4<us6b25H$?0Z4%3P_cL||4Lp3ly}g2H^{*VPKk
zuc<;0slJ+gecZ0Dd}8@8>dPT-rPDZfI#X2vcRf9NQeaSaDn{jH;*Uz<@r7$cHG2LN
z9aNO!MVUYwboJ<IiJi03Ffun2e^dyMF%7nue@fLB$=4>leXCP+`4;`1h5|pCyE7~X
z_d(uqg)LYPdmhC%@4<J^T69alj7~QW!7gl^R{6P4*%wTj=?ml<OSQgW)-w<}YJEW^
zreme{ezIyNren^>bWX*f<Ao+-IyO%h)45w#i9W^#Ds3QNUoU$yd)%2<jL~LBFyv1Z
zORTCvW=$>n7%S|H6ycH61J&<I-wl;j^j)AVzt_{e8;VLW(x~ZoLvd5@h8lkU)K1NB
zZ)e%G-%jRl#BYDzsfqcUrOM_VbpEDxPeq(tEw1JH1aa;!ZoqB%4UF3U597>Y$J#}X
zEh>DqGW2s$^H&|3@ztv9;IZc+-1a=gsFU${kgw`bbhDA;NKzqEORKrLOL_?&6;@(^
zqre(uT|MrUR-&(oYJco&D#vv#e#-IuQUn{xFef1!o;TysH6jTsQ&s&G^7HeB<@6M0
z!oAW;Tq&-=0HsqopQWEf{KZa2GE9n0hx^qy^thdbtr@~`I{F;)%h8WN-Myg=<m)TB
zT5KVek0snlg~P!}1RNKLB|PChTS|OW%>LM@haA!$)O6-(ge#d%>7foDyC1-9*8`0D
zBMuML)<?S87~)7G=?_(0e@H9Fqaw}zAa<O)#l-eRjPbUFSbJj|QUun-z07bqv57VD
z6G_~feAj=rCeFz(Q7M#dT$696Ke~T*9j;5SVdR#Fc%U?XH0DJp{Y@k<f}9?BMc{7|
zJujiDcuo_(2OSr8-iO<c`xy0mT=Vgqq(V$-s~OK}3Goz_{0ya2o#}IEYmUotO+1HV
ziQIE|nj95@ljT}Oeh7IE8KvmwCXknq*34S$rn_+4cn6~n#AxItkoV-|qj8uMYzIFr
z#i=UeVh6QxF~AyE1lA{-%3ahxE>_~`jV$fs;xmdb5@O4$;BhGyzL(<>`Y;{I71jUg
z{ILP@{k>^LD6OfdxdaRbgTY`lhw$+M48~JHiuOoh*LUB2M+?~+SiXEYJ;ja`jtv?#
z2r`+B7L}1AvUlHo7pqsVR=H0}NeLtpE@6Tcg^|Lukt0XalkJqLtgJ+JwZhr@{`>E-
zYu7G>hKACU^&0L`RaHd`*H*1sMNh^H3{(_T5zd`EM`g5Yr#Q~KDK1^&7R5+W+|%%P
z+o#U4W5?j(;h~|k?%lg%(V|7Pc#xd@r~Ws7@x>ST;DZkuzele9?6c3Xb?a7q_~D22
zdv$en^f}ek)ZqO2^R!s6!3lr$)mQQJ&p$ua-%L&rB*m1Z5RnwFHRz4l$2Z@6gH4+@
z{Vn@>5}chi13FESlV47Ef3meyb)Ic3<%mjXJ~@l<!J5C|U~Q<9RI~oWKA5)jG@J)+
zgPxua$i^s}KYkv)12qd_a&ih$TU!fT8`X)9t*tqtqJ?*A&dA7vt*zSiHWtXpR4v{)
za`X}=yz&Xk$|_)QZ;3yTe+?@u)!oE$N~%HT*tW*12}`yn5=3hW99)bo#FoqHxb>lG
z(V;Ty#(HAfu19cLcm;Yotw2oS+lg(^TPbMT*oN{N)Yd~|cQqTi9-{Ju1KVxPW%z!e
z8`@dPQCL}vuWx3c*X}4pO!k8lzjM<-H&cxAGKZUq6mf->Sa>lNLk~Q{rHMY!Robm4
zr<mxV9=0Z`JFt<jqtmtM;86j#Tu8&MCBa&C@a6GD=<2q@tp3g0Wlm8Q*9J4y-DSwv
z(J9&kx`n0HaGr9CCIyne>6_{PD#@7Z-tfb;4fo(O<rMUEThU4Aw=>(Jw^AZrV;hRA
zg!N!b^dQ`Zi_!VmaxN9OKI_`#-*@D8HeL?Dhq9_#*qiC&#QU9KrMBZ;qkL0!`T9-E
zKbwkM%evu7sHm#N{N0Z*p_?5{<eF|!qb-;|g${@<oKM58PrEcJ`^X)lgZrEgO!aYM
zUdJYMAYccnB~9Bw*lC3wyy4eq2W=gV;9@PqM?0gj>CJX9)Yqk_P^9EmAU(gb#o0ki
z=#$TCTvX=As~Iqs>0-1%@-%HjDc1%YwOtWyjHQUm5)SUSu{OZ><Gj$$UQUZ8zCN3Z
zUf)C@Vs1w`ndu{=m|J92-))lYyx8!w7NvudChS1V0@}rx0&KaMj$0oGX_Y&WoT}2v
zn(nd}n_Z5D2V*gG?Hyd2-&ytDz&`^GeHlv;omH+~2Ujw1>wV3Wpb2el4d7y~kB@#!
zz^3t@FqG=jUE)#-s*ql!ndFmGR>RqW+74{w>!@tuHng!c!1p6tqn#~p2ba>&>$?Yt
zc&j~}1WsS5sIJ3De<Wc-J4=`doG#aBi)yxDW7Lc-j^%B!ycS=dPerfr2t>Tc+2YgC
zr~{=F!8rL%=zz!{?TL1FhA6D4!Pghl&}-8@M7-NUPzTMnL2N&zjF+!&2Sf)-3)(93
zEoJzAm<QU~@ba&uqt~{Fh?v$6PD;Br9*N1vD+eB<thx^N#uEJgN?TY7B(b*$Tdd;s
zps$)JVk^}}bct|cQhZr8&g7P1qN53Z4R%IsSv6+e%RqH~Jr=c5j6L^?D$wgv0xIh2
zVWg{reSuDNhif7E<P-@N9q8*Jx>R^fiZ8Fm*}O7Lv^T-wKq9}22KuY(frXyjV)Neg
zBHS*j#9!T91@9rO1I;!>Y1Kg$&XiT-WhYbo*3|{ErB!$<f@{Oa-kRetS@3!9K?b^8
z7{Fg`*ZLM=2bHy)4%B`|zK+sT5ENfpjWe00c-hSizx8!PY;h&tx}JvWx_W%v&i1MA
zDR!T19Fq+6G{+>Rg;W*!X8QQPpDWr~8lbSM7GK}aM6dnPh<Mo-PDWB>mDSKhkuPs%
zVrf@<Ebs1!6G=rFb1V)gM|q)-S~AGr^3~`&It{lLH{+}6Jb|yKb>1M=>N8)A%)^$`
z$+-0u7w=GqB!SR-n5n&Qhz})j+GOMW&0JsO`lytq{dT92KN|h^4R5x`fQ~kT*KR+Z
z3}XX5j22j=eiriv!n)UeF)jQ)T*6K(=8rS{1s7&>3bp9KT!ttur+9O1sDjgkBdDyd
z<#h0NCkzNwEQAjXvcssJj&Qd(L~L3q7HqkPAs=19Uu&O-E}z)iQfxu1d^7FxIUQ8P
zdD<Dpa|rXr0DkkIwvL8yv6A7VpB`b;G=FaXcBF~<TT2)hMV`xRm2aX?iz%Cwzx*lW
z?`k5J@QnJyiak*@ruOzIua+O*EU4hxV4>Cq3j;(YYHvefNfn%i{zQxGNFU$ueh&=j
z!X<N)LN|i?J;~RZYVX`e`Ts-*>#o4Tis*oo-`33xE_O!v=$ot9w4e_R4fL@3rwF8E
zmLgrC_*HBj&^A;w%w5#_uYn$-)RLlA{DkLR(ay?%^Hc6*qSt|FL`>lP1a*Fl&V{i=
z7o$7`V!YMd_(6Ph75NffM3)K|wj@+k<6J>G#@ia>K!79S%Bu11qfF|rE^z1Km+=+V
z_%5vwvz*K^&(#7qiz_fUCYzq{^{TyUF>K=)W+0%0A}u;F)yMbUozc!*#`#JQv(fAL
zV?+#Z11Cc%+M3GXVkp6aTN&8c)e(kzI#?5#gOsvrq?f5C2IUeR@PD(q4jz?h(Ls4N
z&Q)+aIM~h+vE|j69mDD1BR5_L<<<DUoYTQv7Yp1XI(VE73DJR_st)pMxi(nqskVWf
z6c$sZnaHHht@27lRaIlPop2H$fy|vg%PznuV>yh~-p@_zK@TxyTINs07Andy&c+z~
z{TvWS^bnhcn)-UochPLik=zm#*3{uu8$}Y_Kf%b(3Z<E<yXBW;=0Ij@3_Y1XWag&O
z(bGd|rfMNK`P!<j>e?MaVr5RRuTs07d~GOjJ%OC;C$%z1=Zinn?fFTOVamo`NLc=D
z<24CiY=)kR5xPYkM}2KATIuQ{cEM_7{QR5Bz4WZi(MnGb)mf_Yt21+8&_-B3IoVHQ
zX%4^ByBp<aZvF{rUv6x?#&YaX7<TZ(y&j{`9Qk#1)DEoF3V*D1brAamws@zi3ehz+
zSYe{-i}ul%VUWxK&boR?tgXRU#f1pT&%pr;8@gM+rhHX9BwxqY2%kQt%-!lrJgTk6
z3KK=LX>MH|O6%*fsk9jH8JXe(LsOiqs=%9tx%k;k2VIm3`<l`L`TB`;P|fM!3nd*W
zw_%Qv2|hI9+Ay88LB|?hl?ogiY?0c6nthY6<=(=!Ku-1}w$S0c!WPpu{fwk96zjVN
z9?meB{xVWlZ$;AbO|&@BbIn53S5+hPN5$H{R7+o|Y@#oa)BMQq1uON1<c+%!uhbXf
z`M%IYsV_Vh=nGB8bfkKSF3~b3l~v<xc^M`;nBZ_{KBn^^1Eh{=p%)+1Nh`wb!b<$r
zz4@3<E<ZMtlk!yBpr?zN%I0n1W?3a7E2^>9Suuahs^JP<HO6~AU1U|)3cnk4HLrcF
z_AV3RRt5KN_}aFacSDZ$cSGYmT4>&&&2Nv&$CfiGxV553)AKjAd)k-^%-{ZQocSeB
zw6o{q%;(e4EBqcJ-us(zX0c=KBF7e+_0<I8FO9xhPiM5V;Nx2Nv(f8F3?fE*Q(uj+
zwwoiSUrK@No`)a@qtkds4=40i+Q_DX+!|p&#hUnQe6gN736<42UsQv!Rz~=xtv%u@
zs%h~b$>IOdi5sKeb1+A7Z5=vCB!Sd5kiT=0lLf|E8UH7K67j3QPcOt<j%JwaY>t~H
zm3Tjn^O;|<RrQy0s{TeSp`;pTN=xyws~LXl<A&IhO1yO=jmFwP_P2eid$x%9rpWz~
zwxOb-Kd7}qCTXHS$nbq{7qqh=bC)`N9g&4zzs4Y9Oj|{N=<bN=7n9+-OQ}Efaz<~Z
zBAynr_9S*}PvjVHONh1q?KSbZLTtI3fm?H%Srb2!fKB80HSu%8YvKy|YIzAp5=3j+
zK+@aB0N;=ILVNm-uEnaeDd@RA0{7;1;_@PR8R~x%$+gHRs&09C3EIX3gQmts8NTo9
zq8JzNW}(-iM~E2bqa~h`$HjBpg-;+AJD$>Hj*78F`*V2A=cvs8=Q%1ZCO<?dFM+JZ
zYRgNokm38m?r3LC#^xG)eLVxcc19v%s()i%!k1UmX`Fdhpkl+ir^#KkF_R*ynKcim
z(36UBk>oCRv~GG_)Uq-7vx+YUnHXTRk3PKQQe;%tU|B*g`rk^%jbJwz>*+l6`6J<e
zaRqu`PHfCc*xSjGo*<Y~-u#@5!C){L|J$&FKgK^ICnpDc_Uvga=2FJS#s>4|&7-I1
zojiFGFTVI<<IfBXG<PO2GSUpT30+4{&r?1@j}(v@8X985h7FCybOfnXiqAj)9KZec
z8!fm~FQ_AhWKUY`N65(FcI|a?da_-g|7rWwQ7`su&>1-)an77MxPJXQ`t<3e@^g20
zclr#JA%%gY;E!D2z{QIf5f>MSVZ(+s7W)y%uBgkFEu+tv6r?>V<nLXvVnt)IA7S$3
z$@KI-Wx0RXep(V=Y`KX&Ct`5s`%#c71;^L#x=VMDKD>4)T<wi<{#F{^T7Hg8oay>>
zMT!4}=lXWSof}(dQQ>z#{DyHaFUHkN-@?X5^OU_OrMRL7lYfk&#d}t2g(%8=b1oHE
z6N+$Xnjc&(WVrCS5VQ6^hJ&d-`YY|m^LOdyU_?I+baya>|F#F%9FdKsJ-Ec9@og20
zpk!i8lJ47Vxrei4cPf{^p9oM~UW3WsKft$>+X@yd5pE_FVcnm}xUo3+U)f<;8)OoE
zYfUedl-J;NL@wrTc?b_%Ir{RuS$=aQ0av37aA-kixY`)t!h<}_`u08?EM#<NvVQ{A
z!?*YG?G#_FdT8J|Ukh3cMuN8ApH0PtZz6DcNf+3t1<amW{-%5QHmrI11hPx}`1KKF
z^H_w3G<{O*Q|lnqr+FRtSkR(C614sPTq-7PxQEM&ga45ZRP5mEo+zoP#p#F~%-tFZ
z4?8*f`ddPxr-OYT1mg8?B49P?Pa0eyCxHy=WKDJPPZ8S=T0)<E(s5CltyePea%UTr
zoxJ`j-P}y*r-ANn#_<30Ha1_$z|uj@CmsC%t^?YJA0Fb{*R<OKVM4GXh}q7`2<@GW
z;PugEoQ=*`*|qO)$=?}`Zzp(Z)q#W*5>55N>$_rLHUA1o-b24O<{0E-j(?#$Qo6Yq
z(@z84U5wzr{w_A($ih;!oi3|u>o8$&4C+yj4KKR?ODzDpxth?AiY>0Zjm=jxuyo+F
zwM9W4xEjNM^&M=!mWicWc8dGg+aRK!LghOd(@&#(CnNZ8iooVuSy<XvVF%B-n&9T^
z?T}MejUR4jW8(hD_-l%v#scsEueM0`jkJ;KVpDs2n)DZFW`NX+YJ44=t5WdiZKRJI
zy**G^U5f+h#h7w84X3)fY83rFwfy>eDnH!cj>_+3Dnn{T4OS=Q(t^L_@@mY9%*3%E
zXUGH+q5ci(_#(+o0m?e4!K%l(f=M~EA~Nuxs1oOTay#VzpRfb+9AtXf6zoX-pg;=)
zq?T1<Rb&n=Z22z`yH9qrH=>_L`F2L||M?*{-_OC)t`1a3gyHU{c(((mlMdE$Tuv{g
z*Qh7NJTqVIWHN4i{0w|GB7c1ZzMb9<R{w(U{ZIY&+iUw!zn$#<Jm-h|oZqgr<8%XC
z|4hcqeVtTJmU@=+2EsQ-6LIxX0S<i>2v=(ZTzHs=S(_hl^GBuA=>J(8B)Gk40G-30
zx}AkNo9@EH-UxjIxTKf~&ne#3?cB}K-oq50uN|YO{`FHjJ?;NzTcFS3s~+5QxR;B$
z+oQO7e8c>0UMIZ1@gA%~PIB|N_Ldmbk<8!f|4)pIV$bEN{EdG@K7jDhe<zmkB>my$
zqdcrT7=xSP1D<JIN$mKhv0Q@NJ4bUmxSonRYp%e<(HMOLweO7nEcjyUE$sQ@G0tor
z(WnE7L>K#44no+{Gq8Ma3*A77oFF*3hs(d#A6tSBy4e}gkBXnL>mfEj$idPsnr+w?
znTwa(SU{$f2=h<<Rgzr2!P}PenT=&gtE|E5<h;g&95QZ^?=Nl5y^A^+%kZ$I3g4#{
zY83qa9lBW?(oX~3Z4BXmI2xND<zZ<@J4kd|;g`Oyc;l}WSnqjA6S&Ea_k$db|CQJp
znYUO=b@5FbP6r)%9jr;oYb^My1E+&eJd|`$R)rsk4%7<%{wd^iKOd<CoeYHMLnNvD
z^|Wj{E`HfW;m6;y1*tC9dvZlv9gSp2tE$1;lzhR0zaKM;Fu>dp_G(27|372iCm3!Y
zO+(a-Pf&O@0&-6mc&}Xm_k}YM|5-S_#&+Cb*u63g_g|iak_V4r+`$KJ*33s`S{BlO
zJoJy`oAmAihxgw^{5wlfa_tUetzF@^Y7rdgXCZa@21uRk;kt4WqJ~aJedUv#PWMmP
zQ(lU;dJ=Sys=lv>8z?qEZ7Y$$M^A#@IT`fSzaIKewt482p6=(ZD?xxn(HFS$DS-a^
z2AC@6=1IO1DQ;C);-~Ubje@^_r42*}5~)TT2FPTXYN%+#&8jN=Tvnn{@b`Bx?Gp@_
z`O^{e)+Z>wdKWTJS9q>o0G9<bkn}lci)1H&;v4r7zwm4NWyzgL$o;(F@Wup{g1^7p
z7u-LZhDf!(;IVK9;`qK`H*PTOUm1pbN`1kb?+a=FurD+j(}~Ze37h{#Oh=iYa*N?B
zlhD)q#9&v$yFsS?-S9>R_ik8W{qMXRsNeog1ipR4U$psKH&<i&QHe8ueFvMbW@70J
z|52P-<XF4dvBied%E+gI?zV>T-yem|QMp(e$Q96h^DqZjv&wL=zZ+bQq_~h#idmOa
zVK0}U|38dtHTr83U95BG{S-qP(yMB)F1?_!;O{_Q34X~f!S|lF@G+3m6aGF-%7ML9
z4=-DrJaa#Z_>1KGOWZhrF~CTM$kIyukWr{n@b~w0z{e7T)M5!yIke#KStE9QvnBLL
z+6G%g`cdf*`y#P9G8aob^Znrg-ya6J^ZlU&v;Io?SNen4aqgBB+Y>9sD|W2CaZUWE
zXnZ@qnKkiHAH2Rh238By*2L?dO<siGid)!xIRi@vKl}bDc3uLZo1G#3G|=7F2>yE>
zV)MfsEDaWj=S1h?WiRu8EuPa7;wg<eDlb1pj>_c>yd3oJ<fycm{18VY`e~rMqY?an
zxR1?uvaqz56K-adV*SlbTz}2)nZ=puxVWY_N-ApT34e1)?xMDF@nkYy?&J8cu6;d8
zd~u+q!dBZE=_ANQhPIdEu|KOAAr7X`bpF^t8$*3u>*0=~nmQcFC_-37I!<<RQ7JfN
zFc=I5Lx}%7s~`+fAjMmx5R9C<w`9o@ji1NF#L$1EqM~TQR`1@uVQ+6wPn{#Dz>)8f
zA~hc$9~Fm^eBHi%ds+yWl9EDC`s>@bFFJJSpi)FuR#t|4_wK>L!GRW-snc*0Ad#<5
zaIp5BZvHL)N&D2v%F3d8JAV8)5)%_qUaq=xNLpH&#_y=>OSxdNpg^&!FnJb)UcGv0
z+{4w?m7bcHkdS~UrA?bQ8U>tsdU~+6wN;V(wD$8PBqt{~`SbMjbd_gsWo|%|HPm-R
z&dM!=ot5f|iR!G}ehVwM+{B;XjzIf13g^7Mq6Q1rU%`Q|hhS)LE|^VzekVEytA4z#
zkq~2LWeQzgU1Vmdp3aw<nGZWHyXe~4Ss+vGG(YnDc50{o85$bE)6<E5x_0%0m(N7}
zu=NP$e=tcQ-$+6yl$ph<yM<&HRcq{CM2O9)KtgT>Mtpl;W#UATzI_gni-O@`D#e1|
z;<5jAKMds)2irRu;Z8~kR-H=LDEPB7(4!OkEVUhc$WCl_PZ;zgljIIIa>Q!c?Tp}I
zrcY&&Yx*gz!&n&;9kfEG+U_~zYxUj4s1CBrk&sh?5$ht9bigS=8g?3y%evCj#<Gg5
z;5Lst9h5+J!I`@!25bLJM%-7byHS#WByEFQ`^nepJBlfzqtgnW_S~ejgNG?1lS}Z$
zzQ?rSue`Dr3wB0h|NKA<?aT#|+Pj(HPFxXI9g5Q^_#=TRK|K@_J!rNeHjCH8>N}cx
z2sw$!72VO=mg`64R02<1IsJ6?G=ulNi}Xae4~MyH$}d!xU#UfY84|K9Fk+Q}{MY_O
z<X1f!<u@egCFPdm<owQpJMyd8f<_y(*g}I2*4))>L+B|)e$h=p2S8U(Q+U6BsR<nj
z*n!y-+JU<XB2!B6#s1jF#NEKwrnt4b7u{8<s-_Osruyji{w4Z-O&y492Q8sbK8ta&
zwY6dsgA0!f5S>|$T}>p5S{ZU}$SP4A7mKT4_k;@=bX;^ar0pZv@xkWI;wsoH-6ON4
z8XX)I!L1gf1EVJFK&TDG7D*ev5wL@4XAt>m7qqs~e7Ad88&Fw~v&zxWNAnpFeW}PV
zuF}|5u2Bbhl^F5e15F*wzJSODozdFL0D;cNbceUX@)}gt*1_6Hif&)uL7=nd<`-6S
zJ<bkF)$E|Oy775FksXi|a@2NwYbdNqDyYPtp+15qX({U=OU)LtN~)f&4Gs!hd>R^c
zP@?)ANZ+s%cn(d<&wYCNEy7Qc^YYd0fat*JDdgJ`J5ZHRb`kWnARigJIvJzwhCA4D
zCkr3)MTsrS7Nxu%DpfZk$*ih{ot6Yo@_n*iqrAhvkC8qyDr-?yR}U$_dnWnUli&T8
zB(2;iEXVrzJZx-luOUCPO7#?gtjZeLYLQP8PswhH%JSP9NgL(gDyl$MRV}*wrI>4x
z9Rn}qmt$j6K8j!PR{33p4m8_fr$uk%`{dLQ%{J7i=z#EcL^_UU7UN70H#n*7BHCi?
zKwp>BL4}$QDw@!NfdrCPP}wb&>?)d3!HvUDdrz_ZWaF4rUZXiC$)8kyD|8?`%JM!Z
zxhGjm^081&PHk%;!=*IM9XtP3U+wkNi2S@O-3^!eYVT|D)xPZU1oMU}L7zD`gUlPs
zG2)Axn)1j0j>xsWV8{PnW<eF~%@umcDyT$&QsRKd{7vn|HFCY3((eoU?R-Ia<NWQH
z7>z~G3lDPXF4nt05Z)Z>S<D;g{PCw~?EiqwA8i!#$M_<wIvl4_@MmSJMF;s6&Fg?q
zF6!WEj>x1Ue6cICvEWY~Qv76Ps*lHMB^m{PV%vgN`31uAwLXW`5`1wmPIdmavZw0&
z?Zdx>=Wi`xToidOuT_4L7WtV?$e;8lB3BB?&nd^rkD7=jJcIsl;eHOX3M%0G$`RFZ
z@!Pvtd*Bh`cfQ!N;+tkNt_^u=ZOAK!ou#~K9XNBg-Jy*oBI672#kM=N*v*bVt&iN(
zUg_^3Uk9|Y6qf&YbnxRHtk`xNe{LLx_Fk&@4fL_b?Oo$gSX{~VM{@&oeQiGieKnJt
z#nu6BgREihqSk-QpVCjTR`?0ZTu3WHbU`J4enB{9Z6)Ex58|V%$gi%2t=dW54cJME
z&#vmPdK*gVJsSK~a!p&_Ust~7P`2g?nvG*vxquF2PpAW(R_I`1Ku<tzAkb2do5R}B
z9qUQEtYv!Wb}R;+)t;>-(E<NAYv@2rA`|)h^wfNIZ@GXD<Z3#Q3+uo_muo{dfAUiU
z*|oJACrhbQT33fd#ie-P%B;y^zm%F9?02>mJi)1HJ=D-0(Y4wFc|R%Z!9a@4YSsB0
zA*rGoX9~*jlaKHz8Gnb8j2sx+s`@)dwpOSpEJjU5CCYO0QCCv~L$xAD@-_Kgb*lO6
zrE1rcud4*ECwP4N4$^o0inJg0(XUJIKZ35I96p<uBL4G@AQ_QfU%gLH`ODmMtnnHH
zR|mMwpQcjqSCf;E`kER@Y*gh-Y^_kGcG6n|PK)0~&d-OCy>&1By8Hnr-+jYpNc|!l
zh8_JNwY5UKD~B6@hnyT|+%pJvZ%)Eh6JMaNp&Sh`*U_PNkfZcHLN<wqshzr~PFY<Y
zj#QLkwo&s13NCtjuxO=&gxVS?uevDYtJ)#?+FEVxR6~A!9e%4U!)!xU|BKv{Sg@C#
zsvWo1li+5x=D4X%2jpw@lh%aVAf$taHhAi)j%l8Hdbm+tC1{J(7S!yUvxRIy+3ugb
zi_D#ek@3SXO15Z#Hk&?0(lX8#tJ1Sk78$GB=BQX$j~=M<y(%qzLEqLAm0J3OC*K!R
z`MyxX_XXe0OA*KSg*IQkPfz*F;QIo(M&{}O_xaN_3jValbgG^~Oec?z=?qkj=~(h(
zbHk~8jcurTg0Z=_4hITKFyBsfZMEU|$arrjQT!d`Ykvc&@Vh~6gI{v(6TKTsO7Xsh
z_IJY@>DfrBuE9Ph?eB)hd9={H!AzUqUXBr8-qQ5jC!Rp$YNh#Gq1ybdP+<PnRGiu9
zKZ-Mp9cvdkw%Dw%re(e*=&M;8AeN6ymDki^;mr)}>*t1{&fIfvZ()GDdFAvpK=lGA
zOFdyfC7bwb5-oa==xX|FYJSScNx7J9Z-z0JoIF3dK9Z|y@O4_gO2OZ=@{_dri-&Us
zVtdji=KTg*+8~o~v3BKHf{9Wr;VJIfBI27O_ea_WSwnwNYePk~*5{zTKU6CE!;N(8
z%)M1q9MQM#n*hOG6WrZN;}Qr23D7tM2^!qp3GVI$cXzj@aY@kN?(XiV^51vdJI>3w
zd%xUqpBfp}W7VpvRddbx&EI!;8kEDDPByhN`NqXz<ovpWIq^T500}@75cMBTK%K<~
zEsVuR3n0n81wI{E$?ZEQ)9wTtK<CqG|5qxHW}1+$0+dW}&I@?Of80_o-j%@Yfa5LQ
zk*E)8hqKy*PW3yKZ$)nUauQ75yUP0<zq>aWP)_@;$S@O^7x!nk*b;kCG1Un@mds*E
zF_khsZ_?o6bHD}mpytuk7R}r+)=0D!fpS=^swV8MoQvuX>*Xl5;c}#GuRMk+w+lyE
zcB!4`v@k2<Hfvl%kynjof1lEkHzd^V{6inXG)Meiw=%0}`U29}n86EuLj0#N7#mzQ
zJud@cVe{uxtKz<Y(EHb4|COL)i)P|&b==2(Hq8SxurC(o=3#(?&e~?QNFm)Ki9r9m
zb!pN0U^4FzKon~mR8kZ?RRo@*tbTsHox(XnoSB(%J*;S|)`P-mk|$<mfnBEL<mCG3
zfTT^i=MSm#`6)e<0TL=XBO!*@e6Is{bYx^PB_(Y4t36+!%d+S9?}&pnKq0{EdB@I@
zraaIq?m!W-mz3>kpsTO1zgglghN&YY2hECEf}bC@&zkYh3@8%vRb-ry$c{#n*ZJB%
zxZ9$Pdw6hQcc6)EEN@zMecQR@jxyri?7P|%oL84s$`WftenAoc;m2S=$dXnbni3L>
zKm)X7iig8q+@=%FiPvd|b|sBNQ^C8b^5tsxw3Dmy+`}icT@<p4yVaSPSQ;-@l8K(7
zof$PcASLV@U4MC%=lT1ng3y+#z9Dh*L^4CQvuRICaJj?$`aPKU*I{06EBbW9wUIwq
zjs($Ck!pHcluqk&x;$e)BKWdjZ*V`K^7kIOW%5DHo9X9tdsO?`&O;d)J3RXl3%x3C
zq(XjMQ2+j*V8oG8#ki=Eu(5EJnX=XKc5_>Ocqux1zde7-9Q-IgXZyl3>9eOQ3OfR@
z4Xkpm`z!_iBMw(09!z^0tBn7}xk0&}f|7tMSnwWQMcjt^Z3%^4Yip1o0!ZsG&6sEx
zekkcugx!NE=@<9~`h_!g46a83ltcY*JgP!R9>4e3Rc&~+%rX411&XOnX3Iug=q?;M
zYU|>j5ZqE2Yys-L$LA#-R&q!?ei<FZ77%I*jWYL@MEmK@iz`$sB4A{RA!NCzTJ?Av
zpnx=<Ww`i@VHxjD3d|8`uUevya*Ysf?Kv(PoGGbpE0w0$pb1USDfLQAAuPRgY)xi%
z&g0k*TXpXV66fvt{NYbw(m%qw4qNSQnFdU81ipvTy-acovi3%h-hhQ!3zH|7p@=8=
z5A~nImg-<3J?e@QXq7a0hVDFV_$9ET=ocKdd95V8$cs?yX*3dilCaGMc4+v5FD8Q<
z-XKdwP{%^9bRIe>o}Q7%4-#BGV>Se!!)aVv^`%DKTJZfc;i&mr1!eCVR@yRRp182{
z&@K(|an}lF(Izs7-|BXBBSj@5SAsK~<qSIK2>alOY+m(_o%K8Upoi|-&_KU0TAs{$
z;mcXw_*}#6dp7B3U$+I$F1!-A2Jj7n(w4cIR<(E;3g)>(j*Ip#oH2C+uvYMq?~wvi
zChi#=V^o7gGvy9{MvZ{3S*GxvnwQVycM}W(GVJn5N4F9Tf__z7IW@6&o&2SA*YOv*
zD$WmsUk-$MWOP?>&@A!9`2ZB&4FW3So|ZV<_ZgWXzgmbrCXrRQ1`-&zL~IxaDo9Hu
zPODbG1~<jxIxMrO;=lXosArQ~{Vo^Q1?8AuieYjA9wxP}(}4{(m@~|-w2f(LI<7=3
zfh6VyXuX(9EdZ`XzcPtYf?m+4Nr7qKMB+9a6cr~06(kQ>A$O7PsU_tjVd?F~K|B7I
z_f&$vaW9m^IPyBK<449=2FTT?`aPT*IeMuY-nGA1GNoJ-cxBN&jyLvfu)ZM_SU~??
z(Wg!&To;UV9V>a!IB@@)54iP8?X)C;TW?xf_2oozsh#34!e|nF%w9uocw*7%?j#Je
znBq53r7&x6y>FTW)&e|OIi2#d$@(TtqkEb7H}S(3ol2Yu-4=$;Jyqz6$fpsHO(5{Z
zy_7`k<qTNJ4)5aL;dK(gp}IFBDfM6cmI4q*$PTl86OK5y;)I#jMnbJn<c57pcNJEz
zo>)3?c{Y&Ghv2G`_*laPlV=%Uy-AIc(_1HIpqMTYh4@z#kzl;IEX6Qol(f))K_+_%
zgz3RW#S4O-=0jR_<07&5sVRwImD<YGLIPY&G(Rgh5kzE`!Z&kkv){E0O~G#mgyUko
zVgS&oQh2ccD%tbhme%H9ppoBmREOf#ozXaIij?iy{?Us0aUI`#l^r+3tKspc@M&m_
zL;77aR%&E{4SW+X$;T+98T)j3yfd7IXCV>M)QVU>#QG$vPhYWU&e?`aC`~R$*q0Wh
z*12|*^;`3*SEr``zVWD2d7d8lp;{e(!2M9REQ^Mjm$WBdX@@1no5x@Mv1|VdJHl3x
zsHdGJOB)E!9S7W;Wbbo@IIUNHvkcIY9DQ`s`@OH1k|+kKT+J37^(eFb?Nvz}@y10X
zxJiKits71TR)EkE!f{(Z*fBJ#{5wr}VzX(3Q)PPAFd{T(#sJb>N=R(mSkOncux2Sr
zwu?N>{#z*rc<XPwejX`_(2+B`qiJiF7W!DtRTpxyBs?fqm*JC~FygYt7oe48)@As~
z<-u#=<-k0D+4D`b_cEr}9j=RLncCH%#p==DW?e5QP?(MIPYH<ipjvCDX9lyakf=JV
zGDAw<t(k^06+cC5?1(}YH~N&tUq|t+<ds&8sohqp*QWT$TlW1$lGI<$h{LlS?50ZI
z>!~Bni)PisV_G)feJ>>Kq_plU`cJX7u9BtB)K%ZX4>wbPz3_Z3E$y|qD9l=(2(wq2
znKew9H1l4Ns;UqLVo1xsVTdK3LJWzwew{!axQgzBX|yzUlxo6MC%Y2u?2)d!Qtxyz
z?F-G{zg?n|T*rPE{&2~qjAz}-2W#)EV4>Vn`5|ShR-Ziq)691dKm1wJL{`ySg7F$Z
zb;>W3TZRMrH>>bKpJl)H$b%)xlkK3eUKP>%Bp5G>lF&|tSDptLxCgO#j*N6;1OEL#
zy^ik4y^g2_DTfrqQ%Es~o1S*>g3|2AGM64brTMy<f3aE$X={X)y6cs<lrFc*T<et;
zeLbCz5=m?*Zbau9VZ<6HAO@Q8gm10iTjuX!5R5Rf_tgWHWu#kcSLu;9U);w&)mc4=
zA=fFqP{F-&%;eL)H!JYuL`Xb4H~dj1I1XLkIF9#Pv!uxjJ$8I?W+NcEqm0U}CA5Ai
z<R(xIb$BcpXnD=!t(&WHjx`KN)|HEzGV6N}ef(9AW=4~;ewolo=rgS0q$BiPoSYUX
zZUw!zRf^Cnj&_jPcAXF#0y8l896EQ8HHO!`z1c3lXUM1jntP@!Rnz)V!j~`S^ctHb
zUKy(RRl`U7JDQ0Xi*OyE$f=8xJ9;WjN=_q^OngnihRobZf&miPbu0;c6}L`=yS^nJ
zZy$r^{d!?OumSyjR_A`fy``#$se80ANA~yfGu(yazs9eWxy+FNYW%VUbbGX;1iRzh
zy}(-s><h9Z;ydYNtEQEgpCX*@O>=eTv!*84#A#?|pv&5l!2H*XlEukpQ2ph*xUbCj
z-syY;S)9Gi++7;_0f(i;0e^$vXFh4?*~I?ZAH7B@Vp|aFxyK3r2~ZPg9aM5JIqIUj
z9IE3tPhc8|6Ibtu6Ki1j7=3<_k4tz&$%GGLP>exGF^h1**}K0oumNxyuD{&kmKS_R
z$%Ziqx5T>Fbz&j~IOa&7z1;%TpO~?7jdde8H*}_#Bsk?q|E;UMQ=YsHf6x%MUSxL$
zB#s@jP4IM8it-E5&$p+m>!v(*E+wrn)f;3?-$wlh-U-rxl5LVrD9lM9UjRswdvVC-
z#)jWNH?{7(kPyVD^8qrACTkMo(e!`LTC(Z9vENP1%t8UI$W&G=&WhAq@_YC5jlLKu
z>J$+l@4Tn3u1`Sg)Mm-TOTDB@yqLh`iE@#={%`^V_(}i>J%^tFwn_cm=|4Be?m!e(
z?=SMtRPTIV;gmw=ZNsuLQ&Uq-8E!6_Q-n%j#qcxorAeSKjT)CzItfX$<c@Gn8KYZ)
zKHboM%#qa-dC2#gYg+tZ-9GS$?$2NTKzBm3pEy+u+!uQW*@*l-oV}m7>bicuovhj<
zvbHB*7@dhjyG!{>p+)d39xj5k;BP^rzE)VoTmGO!Z&5QdJ~29s91$OuEiPVuP5t}b
zsr}j0b`ZSR!=LWb={62WTb`p84`d$eFZ!4LZdbcoE+V=wR6&qAoSU1Z!6Am;ph$$6
zv^4)3HlZSl*X7*|%vLI7U)Fv^XRiJQt`ho+^3RAOZoi%kaf#&$G`PF{Ni9yRoUs!=
zh%i{)38%u{o`38^08pXi6M<!c!lOd0y-^ma8hot{XAX$<5__lTi1mq7gQJ*-)<1IV
zThS>z*}1k{1&Jf5HD<z5%)Q+C&~%Q_*3D=?i~c}UTOJfQP^2lmcv~D-s>$4u9yIZN
z$1$0xwr%n0lHu&*)BuV(&bLy3fX?y!LIJZZi+N=2*Wg2&Q(xQ2u?D(tL$LigJ5bA!
z86)kuUWNaLeG@01sME$QANFfQ#@JqWd<pK#ll%*z)%*3R@dg*HJ+mM^Hs$hXmbV3X
zAjI|Xa@wj+Sjn#+k~(IRyyfICsBqS2oP!*5J)exZoipY7g7&p3<3qLmgkSLQ^t7l^
z^IL5jIJ#OMTjuO&-!U~DX<VI<s|R@BzVSVwMZ95$E{M1aUG4Z0#6vp9_Vv>VjFc#Z
z&KkRXvYt+AbvN0|^FT*`u40w7BhTW8r2bU(zW41tb3tgMxLSNnf0`-OcoblRV6gd2
z3Gt?lR9gzNt<G!Q@tv*G4Vf9vF83V=P(JY&;h<R>o%wpBP$4y_%8@jaU$q6dqs!LZ
zz^w*-zmegO(VyoXD;gIStb%1I@>d>`Vkz!@@2#jT@nY)|P#K>6E*lCk0X(QP>-@db
zkHOzP2%_*GG`K^X{GX%u8`4SsuHRKK9|<Ohp-tf;SwXaAf*VS3S=Hd1lQkmdMFe|8
z^t9T?p{)`N|3tE{H_daO6y4BnmPh;5^8yCMei+}{ecC&DPq>C|&(YnAVn$z4Dj|iL
z9PqyO5KBnWX&#fc`evU@dT+xV70d*Sn=q?4J+DH&qi(=hWw`O!zC7}FM4qN+L=&C|
z<pcg}CL98e*`|To*C}WlY&upeO&orXk^pb&@BM59n{W}qts^~0i&6BupB-O_?oQ*^
z4klNz*<0g5UN=Sry%@KB-BSy1VDBZo@$S7yupX3wJ}v^oa-rm~$x{9R$8|@3H<OP=
z{`x1Hj$Q966Ctl7$CesI(*I<(9{WF1yvXsX7QSt~V?pt&Yg?oOdir2UA~3g%0-Tbk
z_(;yeg()7%rc9b6z<PIAvdFExL=!q(D2(Pc2TFw4D2yD5Y-=<_Pn$QrYtEVs=#Yay
zk>O9QPWaSAT6)^)z<K6)xM=~N$gSb+EEh=A6m4!=#J?9evf5cRFB)Ctr}2^8eoS9c
zSAF!J9hLm{6cygD6uGQya_jhMPx!m=1hfF2<m|#HbltIwF38iJ@q><bi022oSC}gQ
z(SwV!nEuz}XhLVtk4cCpD~yd<oNeJkVm^@)*&P&q#F5n}=J0ePKb!n}YHZn)^yV+y
zNz%ch1d=oY&FN9S-7>P<175k19|TkE<&htbBJ&3ss-XQusZuPJ-R~PV_L7XkPu(>P
zhBH3Gr43^m8UJ)TcXLd>92(WO71?qoB>v%kw-g-D@n@QN9qB&hnH+~}`S*EqJu(yN
z?ix!0T++MPZ|{u^;Y?tKaA*Hcz(5^Ze(=sn)D1q9@Sw<cBu9NxhIQml)b|n-PJB(H
z;>k+Gj)h0?67t;nGvw1Vk4l7ddH&sq*0@<y;a<0Y+kh7GUa!0eMZ|Dgoc{B&T6Ij!
zDavUaZ(9S6m<<led-B1hH-{VcW<+9yj<!sA=$t~#m)l2Pt-s!NZ(edddczyHYK`{=
zvXO4Dv0wzE1A61G$^<cDMCU>)$~I0MSsH$Jg~h}UnmOoEqZ(pIx*s5Qfcr+Mr{l;f
zV{w4F0o?~}RT=RP(rEOv;mhCFe!9!k{@s}xm1@OoMmbD?QForCG$G?~YiZ_X?~Fhc
zkSQyk9Z4+OXkXs;>rX>6I0E^e>n(Z^HuK>q%TI52780E!)OEAcXg>fL)0z?5yTK@{
z>VEs@*fczpZewBuis(fWX-ipxD7k@RXP&SFj}_peYb&~kA=9}ay`sKJutw)I_Gr%b
zjMABw@w4hCS3ryhGix3Wnh8AhAARFriBGwz=!EM~N4}r$JgE|}T*4QeLb(3oWu5w<
zf(7`NthVl4$EbKy4tZ!P%>{#FE3j%GxcNQOD4QesW{9Icn@O;U5$)LMuKM{GppMWv
zI8<#zddDra79G4FYlu?k+-Tpe+mzyO#=s@$vKHuXtB8oUjG3=|+Ku)G7Eupef{|+O
zt`-EhIXiAVrq5mhPG?F)0iJGX8H*a^bBiz*=)$>Hh$MqFy|Ul!@X*!ZHG~r%iIPvl
z#CN%O{^3)GOZkc0lA<!`aIjvun|@hHyMct~&oSAq9sM!_QESX-?$#a=TMchMv4nmx
zSnO`=S;Bgd!?~DU-rhN{a&;J6|HS-Cy!GTT*gtw{Hh0##;r4o=&R;H<Z(FmoYokTQ
zK`Hh4R6+9}eaEjvNG!llW7w+N-X8O+)#!#SlQGL(?Mr@0t2d_b=gAtJo!t0Ur)wP?
z10Kz(iw5~Um)98IdL<;OQ(Z}%=y1B7f2c&`Y6&RbUOdUJi^c<hD%rKA_yaF8{iB8)
zh_Bfuo5VK&Vdc(q#LAWL*W^Z1G|%!+|3qS{M^oC~-`=1%6yacpi%@j$sI@JO-G1m0
zS(cxF14Yu<2Dde3(F4nhBbtcU3Yql{?cgAT^5k0+9LUoL6bpwB+D8#~r*^C>I&Pu(
zmmTAOS|kpBHd1uK=M>?X>3@%jBtE2c70F>arAyy>4zO;|vK1oHv2+v3kr@Ijd~Iee
zE$!=^gYoQpBv^1=oF}f5{E;1BBh3G6@JvqT?XdYFdnlL@!y`rBYp0;1h2t1aQrYvD
z=Fb+6dDp3-2-;20#1zTb)h?~k9oH8%>`vLizOUT<&5GK-EM|ds{aPae3j>5X$#Gbw
z68-FaGZH(t{A)b6NG&P7k>MG<knO3q)I9^1;G&v@DX70Cb&{HXX>vElVzR;~u!18;
z!uVFh{OlBa_dFaMuPJTKAA8OLBE=7TQjU7eJwbnA(%uLUMa_z;@Dt~|YaBrL*PIZ5
z(W(7(i>@=<P_lHx>y#PpK`o#z{1ycaPaeBd=69cIu757Fr5s!D19vxninX<06PNwC
zD6NEKsxbF1K~8xkDUK}P>S4td@!bBtK~BR#^NWK%68wiD5Hh!v=)m84%cZj7Zh1+f
zwB{9CnZ(pebQWsGT^30PS&szi_<ESgABf<QT}x=vR1eX_hmYs`I6T&w#KtyZfA#}i
zMOcZZh(kzAYdC4hZ1{_59b&giGQLT;&d&s7*5{#x<`Cm&h6Q|gaG{%nua|K9P7xM2
zHDNRF!R}n&mor2*p0zqxPb6y7;rGI{vwoBGZ0pm>^wf{mKlZr@w6ZxotHojeh<wyl
zq4nnNn>W(pqAK~z&C!1?u=XBKjHFP}Y)uZ|Lb<8EI`BFd)wB2dy>P#W{~T$H-)At}
zf4cSt{zeJHsUh={gN)uEqiV09NSq%B)3+18Z7D+0^m#z9^%0oTkd>^o(`6^YlQyIG
zI(y$w;<b00Z#56pE4`NS>t9}&5|&zn;|{T^v+%^WO<o5x(q<lls}vHGLboKA9<-q~
zQ`H_G$TFwG;zQSMF%8avmmBl+yzXhkRZI*L_dV~YcNNv5(w00UPkAtDdHU141?%Ib
zCPXRwFbZg{wpwf8)1zO%i;`M8Ii35~m}6h9TqtRhn^daxO3D*zX(<JWa>BaH=qXvD
zB@qyG%c)~@T!Z4xi-sdPn&=6RuksONq-q+<Q-;ZUMzWL>P_#&N+HLa9O+1)n&ipzH
zJ-ZKs`d!=D3832#dyEqU_oc|`rHlh(#@&H{ty(&|R4l1kPZFm*f}v46I`XBS<U)3#
zzmPbB=E7Of()&6oB5Eba_+i_q`kY#rw%>uzeF-3~3Fkv(+|~Bz4GSz=PZLf@RJ53y
z$U34^E8Sd15Y9P@+C-H@bh_`<kwU^!sQCGG8~d4KPSH#3DbJk2L7LT`tsRfHaC%g^
zZWNTdS?EZYELw7kz-$nF=g#!>?m>)jmEh^V^DN~QrFTas@c}0Gv}A^0@KxxpQ{iHb
zLze$xd{r864<*25iG>|RN#aWjzh_y9JGCCJRJbIUcb?Fn5*7YQmhL92&(T;TRnOQS
zoqw=kk9u~XX?|($srKD1s~Z;s(G9kar)3o(!W~1^`_Ho5)d~Wk(RWBw<#N@GWp79y
z+-(zOs+p;>@X2Ejr&Eos{aiR5FuNc`offV<DQBla5yW$c`v$&=2W|QUZanV+fqD02
zon2KevH&r_k~uq3;0Xv?-Q20^wGrtb%X+YX>D#iQY<4>u(cG~Ka!<Q#qNoJ;^2|aK
z%gg<5$WBAocWu(V;`&p46r&t2?O256@x;87dt2@)<H2CYzEmdj>H|+gf?ag%5Uxu)
z7@=Wn+EHfba-FR?N-KW|o){Y@kQyMj;F}Rzd!FWA68bz!WA|civZCIW;mgV$gsgk~
zog4dWDSKj8Pnwj|#NsF>*>`ZTZzj5SBsDLPxFd<atl`w);>%*6T0ynxH_pk+5r&C0
zLL8(2WTqqZy<x}FLerA=IQpwLugH(mNTkjY`Ywb}z7%7Nu(>eva+yB^9|ij6gyw!@
zmMLAX{m!Z<P}B@X`|!?Hb>9(UvQPKNkzMjN#K<!-J$ORxOY=8v---``8oLZn-no}A
zOi%5r-ER&_OZu=Yse7QG{C>RkWQI<`taG%acrlT1bueQo=h7sN_X=rgdMY2iNG-0}
zM2=rdr#<^-g$Ja|ZCzpZ&R-NYN%_R|Oa){?B#i8yp;{Fp+F$*Bt(i2BT!lN}1Pm^!
zYr_r0!~b_A%`0CTzQDUSWWaW$w<;7eSQWZx@eN1);f2lR4rIp#fNHXDK<6$V0+f!o
zRIU2#I`JZ7x00PcaxbZa!0s)l+YO6pEZ_Dyc9l4~U)fz?<1&8eiqPfj2LO5^HCy!s
zc}t=`pgmyz*b39VkRsDC#0l%0w$Ik1%b*!2t4vKfiU{eFLfCGM-8riW>%}=)qN}|2
z+s=*6PjVE_f`P)p-tvggiVTw5^_o$`H}t$|0674Ug)f|iQ6#^PMJ&3HYJ3z^^d{&E
zSJ)iIGgEYMf|r#o2ZKl6%bfvFhd5%*ta2>!&n#ziJ6vbT%H*eL?*xjX^;qI}HeX@o
z07@Wc?GCyKYnuL_Dx>2P{G4Y(djgvts9!|5_LAE@TlBqMtkxy3GZl)!Se#u=Mptu6
zB}n)D+W^6?$Y?+2*UznPYVN9N!r@~DL=6!Q9Ns|Yqq}>L8MU6<uTB<&<{x5AEx^I;
z2QM}?v5E12#9<%Q&IaxzW0ZFXsrN6oN5Ic*{QUg?F}id-oIwL@-unS`&4R|+?3)%y
zbTq~@Dw%LPK5E>d6f~=*hU3}W$cP#l8F{b7Wh{)tuz$S!qy5HOu0;5FBTF(pIUJuA
zSXcK|*Fx9QlKI)CHw24Nq|J66=7r(y+qaRoX*|(P?=8qVIIxC>hD^<FE^Royvk7W1
zM`~O*L1{~q&_%+5o?vK_h_En2hsF<taygIFsf^iy(Py1)VKOjEcN|YkMuKz2`;h1v
zo&GYi=g{_C<mLsU&AO&mg9nXul7fNg!{DPM7|*96jKRUd&%tlNPu@l}mR2p&wo3Me
z!%+*%ZB0F60{DjO8>eRz-G9z5?7MTGN7hcqjyEdG%KVG>s4Z7(V(=foX{M1E*I}@x
z-@|)*rwJ%VV$_SuOM{Y#<+70)je_$GxfY=_0Vw>myQ+v*Ve`}?;PXDo;7xWj59*6y
zbJK}c6Sh|U)~+bU0J|0ZLDn*89Aq*^Q7!U~1z%LujUNjn&r8X!K!ynL17Uw26L+s@
z>0}jh+wB%7ySs>2<YZ_|R*oXUa4@s=mvu&HPFssVi5e%6`b|g%q*yl?nfY*oBf4cA
zZMpkv=1KG{N~^}9Q;h2jA67@+@=2&_TwGEaZK+R^3`DV@2eCj7!S?bkGDL#`4;6B^
zv2j|WC=Y{C00-ja)9F;#n1jGZ9$6m8{^8;vQ%RxpudI%P$bEn9fW`6YsHq-b4S5XK
zeqQdXcrlC?unCIMZEtZs=aVak-%2tZzChcrjU~U)Gn_e4=rA4s+}MZ<sK4emacdXz
z9=!5KN#SO(!t&u&9z|s!O_|K;i>`0i#T{!t+O&o}xqOa)3(0FEivmf0^2R{;{vd<d
zxG&PE7cPCde`Y($5v{XAAo@u^?@dh{iBWQyAi$ydMOM53ZF_qqjE3ov)&{~(4NR=&
znH|XQl-J-@dt`t$So}}>t${Z6QD>@zi&@$r8$PJ78GUAuwFDZ6BVCUM?3Q>5cM!C^
zMd=x`BErMIY$ea?J+ReWX*#r!E~j2}mjhT)W#*GHkI`88!lKjg0_Z8}2`%qKD;e6C
zMsbn|3`%E(NSffy7)6!7d8oi!pEfijgprU0>?c<~l6OBqw(L^_Z*)<ZN%r4*QII&+
z?l{^q$Ht!;1sF~NXo7t%*E9&}m9PUwA4Od=;SH^lEOISW%s1Yj@cry)n1@KF{Fg7%
zAef^qUj7mm%ScxNdKC{5wZD4&6YA2S-)L8RC+P&=Z-cAQOb|*WRPR_AvtC5lpEASB
z<8y@fn5svp8~P>*neRUj;TJK^8~FZYIoY&|t%nXF5*Ro7S5<W5`*@@Tmw1rzct2l^
zMejkv0iIXQf;98yf)+(vJ>ge*?E7iNYM$N+1zpg+IX~}R%6FiSNVw7M=%accd!N#(
zEB#{q{pC_#V`;UZ@19}vi8)qBEs|zeDMnE<@{JZ>lsvUF`2@fZNb&xd`Q3tb^O(FB
zqjTn>zY{Y<D~jZ?E>>CXv;R{D396lQE!)$bg=Rhre+qe9Eqs>X@Ru(?SYTwY?5OA7
zH9lyYQnj>e7NCv7V-p{5M6_UVPV9TWWr0uMw)S<)4C|{bFC`3Ek^b!d15NhYaeP!f
z3;*$Y*9BF@xV!_YR=UPGLhQvRBSUrjv+7Ii=x7Q-V(4h{#(sB?R^^Uk(Jf?zS5kQ)
zh-M-m4OEXN+1A>n*55!O{Rv^9wN-D_U)E8OXkfpq2j<j+!P#;tp-U*(+lQuf@FB+^
zmbNXWK~TUJ^x0VgElJ#H5-#_R!-pv0U34wjPLYI?{Vs(t!?70q(F#XL!6XF97Pz{0
zmh;Z&Yn;`(g6ko>@4$jk1&y=VPxrKdB_`QH((=|9DQT9mk}d7K;*xIn)M-^d3glQh
zYfxa`inO!}I_n(Ou;aox%>)NEwV*;!Z$5#8>CUFZ>hH|KEfbSd?47|vyIiNCITE}^
zbgzaeehEABU^br>M2rJ1@av86HI92DsOXkDl-kc~Z#(3uo00j2A?+8$EoJSFPDkHj
zl!lN_5u)SvqUN7UbV@<flzzFG5m9X@Pv=hd!#NAQ?MdUSoS1dpzP`&xay~IiFRSS#
z$>HPKf>vm8uG)X=B<d_mgKq<gj(9?LG_?xa9C2p?O3H;L{!UFXamw;2AqxO;cpzA3
z&x`P(yQ3NA>COZOS*FyC^Uu#u0-l5$7+zLmqDES#36M6V`{B#GVa@jIW!TnVTwdtt
zL3iiJZ`{ce?-y_AtzV1_qouuwYiuKK{?i8xkV~Ua`^WTe8HQdzd7(e@Z2RQX`uGC0
zJjfE+3nan@-8Ay(37L5XC{efkxDs#Ov;dI#G2coT$cD=}E=Rsf4KW7#c9Jf%rWp)O
z?gHa;eQkJCT4pxFnw_1GECg$5=Xp#%==%Cq;sqr$9i3ZecUx=y?tuXBf=folsrvM7
zk^k+h!Zeg9qsB-R^V!E;o?)lFGvN1<{hZbihgmTXe#a=@4`AW=_<)4hp7m)5NQd%1
z<i=$wP_EIX%PIZV3CUvDoCcF0g$_vy9dL*;n0*c5XzU-Xtb`Vww+xn-N_bFt5u2YP
zYB8L0sm~M(BG9G6LEw2eo(JX;J2RzF){S{n^`pwf(4~*&k57O0+3^9^kO(}faJuf_
z3}JLX73ILXaPiw{*wf*B*ajg2t$L;+1$H&{noj6nH>i`9_ZoJTbXxPC14T2>K+3on
z1;B!M66t89_IDgdQTLjCp!=rVE|P=0e-Kb+nIOsVn*teP83{DU>{9=pW8!mBOYYVs
zsr<{J)F@-uF^L@iPr0xn2%f}ahh3li*n}!Le8I@-Ci$Th_7)cBKjh!mnp><FvGuXi
z5zU?TQI<^Sqm>F)miA9y$Q(IMKDA9+nA_zBd{y%n=Fr(T*{X+-ZW-}|zSq*a7x(Q-
zx09k4@UERA647WWkfvo^(eUo={>0dH7(Z6So`#h+@EMZ^y*-f?{qVdT6yR#b>v$tM
z_^nUc8CKm#{I#R*_zimSXmD%?NLB~;bk#2aS96KS_S)0YZ5M=FV6-+{9T@VwX|M^x
zxFHQ*T7dCN?nI*!urOK*?FIXHE2Jed%?17L7@(+W{5de$lw)HOxgikSEJTm0`gF}n
z;E|~OdqZSV3M_5@Jl{6%QZM1;Ov+*&rc>Q|p0@WbYl5<?aXp-(p++2NK~aJ%`!^R5
zecakT5r7wB`pWC`#7f;bL*Mp@sn}DLot9j6dX#O?s5^XtrqX#CcT4V6E#V|jdJ&!Z
z<-(v6@#vKO_ot}#R{nBURxxKC7EfwyOP(e_kS=e6rdHlxB3=WFQoD{;WPyl};9BzY
zguyiPBR2ZaiX<+jWDHjxV}o!HFsBa$Kg7LR)ROTjg9m5h4SuD9Sn#Ryr)SKs0-Mv!
zmx?R9ow?RGT6`buJ<YX)BY*VW<u|?|b$3VPX%LH1X&wx(r)a7~*G<Mfw~EpG6^A})
z4tg|XUJWAq69B#>r=#^&vx$l<0FFwj7xlAM{#s!*xZ;6|&4kj-;zpz-V4*qaVl(*n
zi&hNZV%eP7#_sx6@!Q*iQ?cPiN`{+o-9fx9tT3CU9{*(H?&nKBTb++M+vg0fPb-{8
z&riSfbYnENvKy3io2SKfLpC4(Nfk@)I?psp*u?)lMBu-DpuY}Gu(>5y%Vsl;+=pZ6
zb7cIu$v}N>59ELO=`J})ntbr5KK!r_NMGRhjEx1OY(4?%+1X`$ZtPAG6|)5~SqZ$#
z1T}-Kq)48XM(zR$kJEy!-0DVj9n|ZZ*&cLGl0SDFQid<fF<L(@FRWu^YDOmDXV3sN
z63b~&n9Pyg_=Pq7_6pi_oXRTNR=r4$OV8cO)00`%<dd1VN#7Gga=HITNea(W#%Nuk
z4Uj%u*}2LTyKJ(13qVW3!v9<=mD57F;(2f1Ht=5lGPm0a2425lhSB!$Xs%m_ZUbMO
zF^TAgaAGZh=EpASEWwhrG`!{of+hA6omW@BR1d9k=19GqzH-w&mH^*fIIwh&dFj-w
z8S{S^NDgTq)@&w}J~zu2DlEYh`gj&sz+qozQNv7wkva`BrJEh_ZA7n*J$unCFi%gu
zW7yig#BmrGDnq<c(vfZA>a#?USbduOLzq>xWgsucU0Y_cAIh1-U3k|uu_1CEFSWil
zCVZn27ZZ*LK$8>q*HJJmBAO;PxZ2JxUp#=_rfg82*Rnp7@<nP6{@1<3Aik!liSt`Q
zUP3AMvPezloK%m-`n$rpf6daMeGHI>efaNHb4)$6pLza*^<%4q51&7*l9g{Yv;Y3u
zAR>4g^lo<Qd|{p%;HBC==hO)mBBkdt0QjZ<TWTp_^;r_wOS%9?9$W8Zm9K&!9kkvW
zW^(OyX!yui{$K95NaQXki#<ORdo1fx=w^$^KW=k$B<)D>epufqztOy)B%Nvx$)tWg
zK=XmNha|-$vyaA;VN_mjz75?)wW|2Y8fVv%c+l+1D$PL}V`ryA^v8A7P&l)P;20D*
z2c$%Z@h*s?OotSQd>Vn)X-bjafjAGz@3Pzd#zeq|z$$O>E4`8jPt5s=xZehe^ab|!
zbKj~&V~*AMPxk0_C`>iY6fUt5;a~mqN3v3iIat+Z^mb@DS=H$K`)>J5w^*@(w{+fR
zd+5`b%U35)j)q$Jc(OvOs#bJ0B^^f|P}lq?6OGGT&zVa}dq@eEnN(GA0g>Sy(c#qU
zzRi!2go^_@FTse{GE5Km#wz#zS5QjF)7V65X1l}(R1n}?v37D2<qM0jal5KY@I0N$
zt`Bo_H1E#_dBS$s9i8UoJ3W{#Go7s@*|O&&6?A>W#KbhWP<oP92N+{UkO<&YP*BXZ
zIx!`JZ5@<_kkiuRB*S_iZjQqNFOBh2tA%<bo6dV$mO(1Ivk!!&C+S#ZWZ=cWwpBD=
zlh)$F!Z{G|$>m4OmG%!)g>wGE!3Zo*RDEH?e`jV4c1JUKJ#Ltv1zzMI2SGVGIajx#
z!iXcuYy*;HUIAxkw(eE%-Y@qi?H9vLSFgjfJc5v+c)F>_lFwV$`%}S<@t@?iuCA`~
zAucaZZdXS`$K<j>!2p&uaoFsx^=*zb^0HQH5Ts`PUby1<i6}omziU2q@dMSqIAXeG
zpufjhnws~f-L*SbD;%hU{+YR@_LR`i!6z_9o9lg8HiCyl{Oa&3?rcO5W%E|Csa3Nv
z2Qjol1t<JP8M(~%j~=4mNOb5-fW-v`VkIwYn&$%iGZc{(XAE7BvJZqR&MqGU{1XH#
z-T=D*Kd)!^NVSh*5FNhLgPGv1@bP|@L^8Yz_7Dq^m7mg@2sN0J_c6xx;!iLYy{IeC
z!E4wdsUc<pZ7$0~w3tHe8TviY(P}9fc2G3VT~8LBJ@D8YziJ$@*Xa7kk=O4<h1%?8
zR{K;0$rtj9$k75a;`EabD}wF5=E%ui=yn>3MQpu_H@z?;`tB;X^s>iKDC%+>LYvi?
zb6bYUD$Lkgg{#e!JI4GWg0+>7f>zz)AymL-oXC&0_7XF`tZ%um0e0CJu@VO?Z1vfg
z?0leaLRmaxWa{3qV6X-*em(alxD2mjqK{AJ<9$8a{_%L<MNqTVAc`2l;o`>7*a3Mb
z`iU#$UX-hM_ci(^R`nr5$k4K#GNxmy)&OQW(_5VJbM-&hDX(Efuyi@cH>VV|990nC
zpPx7O*G>j8)6?5X46yGM5sgNAr{3ncuN$TKG)R2B-zE#}GTdy!jGyBvf_n8BPizg0
zdBT#eZyc<N&i!K7WX)tr`i<ec<zV-icb<j`mx;+!=+H1$c7}6Ka<8|cQh&cL5F-6V
zP=}>G<=8n?x0SX+4%Zh#yy-;9VqTunD0-7yd@g})h}K$1WMDsULcDOgY46$#03PW1
ziScJ8n?>vx{a8bYzwX_Z7ITaqzTL!1U_0U8bBbR_Y_0h!c%MN>NiVT=-6W4A5qaDY
zz<WBq@Parhgv!xEOXRo4j5XV1^@Wo6^V01msAwX0hen&r4NKHS{QK+S$G4&c65c$h
znGtL4x_y5ZacbDcx!+@aR`|=7I|NyAW^UC8Z9h@wdGppHkjM7Es+mhHosXK~&cZ86
z05gdA_r_LlhW*GLBvOX-k;iMzsHDXV-9KmA+n#CdVutU*huiwerc3_L@Z%7WFj5I?
zNuZ!x@&dSN^@uF|{Dh~FS7GO)IZ^N-72SNSXaMeBUvDqDkWdD`<@5b+))ia}sgQd%
z&;eLoUoWn$O)OLcrj6I%`JH;T;&QSC-J8h6A|^)F)zzJwpQiwU@Pg4va_L}4Glkk}
zNb=vD4g+CWr<VY$PAfnee(Zrl-vWx7kg%}acZT_TaviQ`r)T{{Hrd6+Aur1r{7$(=
z*uY@00B7EMuOj)3+}EJMz~{2#Umwk|)yg$|zttH}h)Jlct1oqUBo9-$^V_avy)z7v
zm*&`vq4;e2*dGlnMy?N6W)DXTO*YYhUPurnv)}taPDg;a{XeL?|MN%0>j<EK{}P{H
zP%t3|q8Mbb&OiIp-3{aOd`-}KzeD7%v<Mb?76(UANw@=PGL3puETQS>Px7diyb@8k
zC5Z_MU4Y*(eoCw#o6?fx-ck#f@ZB0vkyx6@lT=ht_;e~6HX#Moo2}F#S`?KJpep(k
zYtV4o`G_tVMVxcnP*dZZoJ;`do}_(%kT+e7$8wJS;Wo~%8MsWOiHV6Sq<mhs#|sVh
zh^MQTWb+N{ODzs6l62rqaXC3O7Tza7o^PtZB*Jn>6~i3^0|=T3Hj;I{b0i|3AFlIW
zeU2Mu&&pj1ANBvwlkmUI(+gV<^2>X_n5iAWJvmE5AfGn^cOw?8e0O)J_a_bXXC)f9
znMJqr325I0bXI#sd`ZmT#6(`<Y;0`Gbs;aQ_0j3Y^p2&J4Bi5E8v!$`ZfUzk$0i-_
z*SUd#2Ql3vbXF$H_R=-GA~j_H0e$~>t`aKz<|`+^0ndN=J^v35W4bf^ADlWclst)l
zkIw(_n0H;kjQwwu`2YHw>098o`yZT$KOmOVd{e#_{U6cXfBV1){GXX~X#c%O;lEDc
zh0b(3?2-LF*pMsYl>rdv`9tqkfwuILM07UYEq^twZVz2qyuCB-PcL|}YLxtX*W!*n
zlFWmvRf`8ci&)kPEXG8dT`A<wKGeAqq!^}Ln$OXP*`1`t6*v$y(DlX;olj>9@UA-W
zE#;5R5?y|6L?>K0gII@Of6}q)C@$2Xt3?NHJc()1JQkJEIrt0mm)S={uaUjz4M?7Z
zwSPY8bwdLt9zT1iDN1WT+ut>x1#~Im&qsDGKxIEb4M;MgxS|_GAzicNh|Dzn<c`@@
zxD=`If4I>6OP3f<x7voU^c6`wuor*3b%R?Jf_GKXH}zQ#q>#pT(&p<N9LBG>efzUH
z|7{3C3!1P~MT{E5cOTnwv%qpOhTi<vLc9x^EAhlCx{GQlvGxb-^9RFkOkJ|HCy%kR
zIfoKA1Wdz+v6&ilrB7S9cB|1b2RVr)C9W4E*FPg<Lc%PV>N#=wKwotU0B;ho@cESB
z*2aVRq#AoQwvBD!MTQY3UJ1G$)rkP%17(x%Ac31~@obeuM~GE%RXLsx!pBTyH5O~4
zhyw*(id@o=EMsack!llW1EMR<&?;CV61&ChS(yGG7uMBN1WmwP7qj8o$+DLqpweuJ
zATVKBiI)1i*UY|3ah3NSV>GB<(~kjNKsC8CTX+2bxxEA{4y1S913x}R$Hc|Kn3$M6
zy!MDx{ETb}q(3(OaTN0OWS;UXoJarn*O6d1Rrp?N-C6vdJ|iS;YFX;R*#=)Xt0Yso
z!Q{Da;`!Vmx<1@{es1=v5$suX@dWVV_^_smz)x|6`)d4Y{ENf#ULSORpgoHcqPb<K
zIEKEHxW6%!JP$-op&55pn2&r?$9mrxGl974vqwsDcrh%j-S!ms-eONXz3LKo3V(OI
zxS%e>>YS*jR>A_5nd#fd`*$;=?0Aa8IpZ@QjORBRbGo1sDq4fHP5y4yVgJG-%k;kE
z=pb}<He5H^T1P)Oxx!{E@>40rT~_Xm(N!s;g9`ocY=vW%C=MCK6I)Z<e>KA_5GcoT
z%!o>v`^X4}+C-0b$#(=h^-m}be6lZHzt#NvRz^8J)}ep%jnAHp8$t&eR`DdkeII(j
zhMhGp2;SldtrxY_4gH-ZPW;Ouf`kGr6_BD*?;I$d=Gv&SwHDDDys=;qn9Mb7(3=7I
z;KrBtrI-7Cy`3L5H<E$U^1?eMtVM<Cg?If!8#e=#ChAh8;U);vnWHhn__OE-UfL4T
z`&-|5MMdNVwTiFEoykueicu`l9G121cBA<=7DPK+^6o4y_%|wtltrX_K?Do%LIUSr
zJD#!6s!Vh#1O=gs@LUMzvzfg!zP=rIjr5J^mg&9G`+K3k01t?baB2~WURMz>_}9Zj
zv|jYys2?%uZ#XV*q=;mR`+Ru*hFOMF+f<5e2~sQ*pAY1#*zHcZ8As*zHq;^`pHJ4Z
z?Z3vy$FFZ~U1c@-QdpCEOa^t@*5bN3VD`VN15nPcA3NXvpLm7+{cD|LeUx8(MJ#=-
z*8Tm)!L^tp61I(G4--V3lJ`_SWC%2`04H&RC+E%N!==qd9JV%@m)o$OHqY)jaj*RG
z{(3vH*_a&;x;-Fn(F3|yfKw+SkQ27@Um;g?dJ~E}dj{io9&9SttTwBwO)}1*AJY7+
z$o(Gb1_=eCW$2XzoCz^DxO0>K+)0lE75a{{397NRtH%c;YWGM^J1aCmPQU-t^+M+h
z6}>*>-=#m2q}V$lwObrFgYhE`H9?tOjKW*Sulg48X)TmYBHm{+aCUru&pBl1SU-N^
zKAI%AaeZfw0nwcq2>c_($LBM0hl;G;bAAJY_H%4M>tlRiussg(nA-Fg0t@zVer0{X
z1hl6}C`-rW7ZpU_K%MA%<Ewb!bf`_pY1PX-!YvTupoo?CI{yOm7O!410=fW-W~JU;
zauVhjVl^M$R;iYEAdY6uX#$;c(tkSw3Z^$Yzbiu*gSspC4BS2o-t%RM&q5R5v%x(x
zWI|lMx~SoF?xg>H9a}qXXVsR7{NI{;?KULa)#?uhar`d)Pq)@saxc$z$_h2IOZQqU
zk`y7jjdFjv?>uq+46qjUYWF}ImAGT*h;9x=UFOpmxkF>ATzHvUkie8B6gQk5-OyX&
zi(NV2z(Hq)Izd$5fj$zPQ5O$9bPEW9ocDr&KD%xUo`F)`t&k%}GkMxm*>(q}qb|Tz
zOHS_7jh`iBEG4acjFwdB7X@yHP5s<{4V!j$B++CSQQ6AdUjf-3l()g7IN~~wEhjhF
zexxDESz^sQ{F+bqi$Zozwm`59mmHdm^QqbRiZYxn?kQn|YNK)>JOf7$B=%RE29WT3
zkleHmyoZx`2DWVrk&+6vA#O;cd05&E-jyl}X|A1<PQi+Z+=6HvEkVAB{A|{q=k~jy
zrcI}itbxK>oc}}t6R7;MpZ{mkfL;j3|2$Ip|8vyw=KssnIj^d<TI8-bpALH|i}>}6
z==r}JzMYGFWxCPlza!%Ay2}y+AHf3$s#>qKhXToobP*p?Gc&VdpziGN58LW;8a4af
z0}U1)RgcjF-g1t_H*wL1f~pAhtyOvT34ounHlcGpc6kIm(`^)+UwNawN%kxv$4s1*
zTRQX0k;y9WQG&;MDVnNbPNHa2KpbzT1{$VTg3g}r%%{ixRl`4dfXj6Sh@j9;&8pWQ
zt7goaPbApboNL?L0eB-Ty)hKa`(veL7S*;B#>9`$oEsaHdgkVUMXBFeU+uoFZ8d(o
z?p=#YxnOEUL@py7FQNW1FBq;Z^<!DvGEeQ<@Qf5Hz@zq`dLn{U30$VHT{C@g*E@M*
zvd+CU+Fg41VUWJ!iwB^PxpDYX-4VOiuz0$wcW{ctxH>g!6*xKX8>tKCBaJ2_+bY$*
z^!tSr6=_Dr{A$FhMhX`HqK^lo9Z`LwY6ItylFR1|fY_LRofx`GS`d5EeL73yX_7Fw
zoLBJ_szF=%u$O!NohXV{ZyTxs6u~LGmf--D^k-Wl2dD+cQ)1NiBk87{J430(!TPpd
z$Sp9&NeB7J**#Pd%DXluF;8|IM+<0H;A?6`;s7?U5HFGbv4s`Z(gV_!Egx)Ez-rH#
z{0uK|8|?FUCpi-Q<M6)oHolM%M*k9RjOQoj8qan*;@>~IFJ7g(hgUc5cl9C~D6FuK
z%x2o3Ad~0A4~VFzmj3<@{ESzQEI6x~vi%izlv{}^n>!cQd*cyS%32CD(0sbTP&^uv
z_L2RcXG6XkM*!z>YYAEE+7WZl*bhA5o*SOz5kyAij2Rr^Cj-}<s&{<Yiyq))yJpYd
zIY%%uFKQ*!euT#15zrP!0wDSHUZUuUJJUj!HW-^12hV51ty6>tRol?T8~sft=tTIW
zGC$MCT_$Aqe645@LEvP4Nd=^o@<!TM?%j4AI8~PG1AY5pcDgS8-=K%;5tN&`07uZ9
z1C42{kTS0s8K|gh2$X{SbRynWEjzQ|C<6ikPq1zk-mu!0=~HWGC+Syt>h(va5A^g^
z5*RLqmaaoM-)G<f+iw%)nhT5q?uc8l>PMXVb$8nD_Y~MYu*`O6a?`gqM(zy4g71Sb
zqmdPq)iHEEK0k5(!C=L&#lJ;0C8{*ho7UYQq%Zm6p~W|Y?)<qrFX?tO!&3GcB!Btb
zOx}Ec2p%oeJN4J5CQubET|~|}LOb7g7~R`2%I`o^=d3<3Amo%O9bXy6w9s|@TpeFc
z+PFI0{TH@|(4AgqGVuk{+K3)5PrG?5c^@)T7EmHf@T~dEU>>E?mOU1E1d`^fnmmci
z|NbCKkL7sTTL48Fqu*@!wK-hug@F?C#_qn|6GNGqXf0P2$asl!t1XX;fB6Pl(E6Zf
zWn%)jNQm4-!AYPDrZE=|=D|Cq>#(s#dO0CjCgEs`uPA)_m8#(c%D9ZT+|m%}!h@n~
zI%38~mJDoww#QJg+r9fw&*wbph{_&X)-uTT$(jr1Hu`%#%cI65fb#hQ(V<~O6^q~R
z`r9nO15M8-dZJ*i@K|+K1Oiy0@~fIYJtDaex_vta>v@*#+vZWKooQn~s~Pyn%5W}Y
zzNv;ge|flDScDfXlpE2-{^j5Et#7bwXUk{0AKt&5_dcs{XYJBe)u$m+JFIPax#5tU
z0z-FTn<B3k{#XuRkBn8ik%*gYDty6Og-3dRBm_(g4TPVmlhmiGydtk^x<-)w;T**g
zA+f;xB_8SN;W*p!5GniMRQun{INP$m^B`lK_a(7G&^(b|JmV!OBi*LV%LTsrhsNRr
zIuzgjm>+<*=OU!?rpO#+<5$`vslA)i4-w*t${1tqE0yGHPSo|i3L`u^-HE`8`g0df
zc{_CWIIrPEhw@>2+SJDEXM<3BeYCV<ONu+UwDQX#vX83GlofRKIkyaU#~JekW8Fll
z`XbtBRNaBIcOld&^N7TY1*gjM6|)Dn+}5^mgM_3Nge~%YRH5bOod^o?Eaw2SNDj9R
zqF0z(55M;cySmlNS<z(sdN^GQPsmYIFd4XaSa*}}zOr9KV448>U2_Xqy9f{r&Uy19
zfHd`y{z=N;ftvHQ-+nTl&0K^&D}O{q%|Pz=ntIDBx(jMnmUk@pOt*dHR1lcAq=g!{
z#&7&OSOOMp8SqAK#W(E;Q+sBhBNK?HkvHA>-lg7pMoL)1OZH^DC)?SDjijBd{c}y#
zOxl)PER*=%U~2mdl+xy1%!5m#3pT8K7ry&T{*s4qh+zM1k<y;S-nvy3n!cP!Fg^!s
zT+7o0T;G#b?HJA|#nkyQ&n>&)I3dF7VR6dmmy7oUr(5K#ZK#Ft*jJZLT^C5-7Yvao
z$2O6OylI}-V{=7*?*SYPZR%$VnL3dx^{d<QM4syB{8BI<`#Ao9$SDJ}&#71Wk{!Z_
zmTknd+TK<-A<QE-!5|-(GYV&7uYkuIPtU0V!mKewwH9HnCRDOYh@VJhes*><a)-eD
zl!to@5D%d}Qq^1(Jq`{sN&YP2o9URvgLZb;48oe=R6h+M3Ic_A$2Cj8TiQGQNj-3)
zMW@jF$X^pJgG{Bp6;?eHIgtg<_YlFZ;S8*HbmnSnYZti3dBhPBoak+>(=|JpSg{wT
zV-B;BWEmgr_Iuh+5!^t(IL0eeoA5IX_wJFt`o4ponDS438mc}VbM0n6c8Uqzx{g+7
z1Xg^j#>#$$kmhPRoEL+y@8iX95;gtMy_uQ%U4HZpR+a@uXX1X1_=8D4LD24O;Ei9Y
zrf%*DsZt4IF-Cs$(pHYdqj`6=u;AXM48~Y5RI~j%t!@3nT84SZg&d=*gW}VI%amS$
zX__yDuA!kE4pzRj&CkZY2Q}Cx$yEQI$7V~h8>?vSB-PE|Hng$k=qSoiAz;%YG_364
zTMke{Ec(FK<Fuk8bzH7!&x1TsCoC~>?V-82_B3k5+rftgl(AKIx2P;ukpwd#$WDo>
zOYivk&onquZmQ6O|BfOjnthX6b;dl;3ba@nDNr|Y%;LdA_kCe^u7;k(a{cRkPU~&}
zv%`BoQ<OiqD<q^xU1nMJE*~SPRwAXHb9Pk4W`H<PzO3JsgJWlUSGTw}f7Jit!Gm|6
z8Ehj8907(Cm2{}JzfYm}^3hd}6saYT1vzii?%6+4O2|(1?BRy2Jt~`RXX7R9xS8K0
zb%uLR)&tM^v=cqF0yKOgL1{KhN8f>!bM3yEN>T0o{J#KUL7u)9=sP>0CO02>2ahA=
z<F8Q9KL_jAUxrQCE6{i4{Mhoy7^E%#28DkJuSr?IF$uQ3{BkOP3CeD2mv1vO6xLy{
zKuYE3A^*_tNd5TBM)`Jg--OxlfsnQFKwU)zO0V2P%Ayshj8UEQDYLDl1m6}HBfGX1
zJ`xF*nwz7eR5%7THY*EPs(71I;(3`2+pVnV|7YjrVP9F9%Fp}g>tm<2@cV{fJMC3C
zycfnjhlohTzqho>=V13%2yEYYnLdYV@*EEQj-*A3=b((k+-Y$6Y#!3rZ$;v~&$Zft
z{cMFDB)->-9lR9+8{Q6x{QQH*k*r0&{oHAA{`7rhe6tlv^FGsh&rM1B_&R}$>9i*?
z9iQf7I*T9Ya4{u5rnA!927{~xVoLG3SQL|kw_MDzvaPW1v8%EeTPq5YQ(p^jT`4{?
zus}OK;c+>nI0H9oHOJ*%dIs2N#N9uqt`@7y^YK?r1&ZtI5U8h5@9C;5(fT)8tM$j^
zX8NPeOzt^w{egQ9>iyALpg$IA>5qgBhhwmEZxk}}DiF}x4C~(Ngy6QqzRiIPDOkSi
zAs(le(3q~5qcPqa<BdrJgf|(UzUBrtABn}+Z+5`DFL?`I6Mi=ft8OU8c%O4Yu$>kk
z;Xw|j{wWaSou!z+5hC--G5=yJ&ZiWkrVjA6lwt4C)^O1l>lS%UzD4Lj<n@LY5o3+X
z#j40`&R;Z>VQruTf-Rfz7b7xoFr|p|7Y!v?)zKb998CW9J*h3+QnH0UP1wT2985ha
zU<)$^Y~fNW&ZqLWV8Pphv9x8b``jV@K`B4wxhC>cNPjpXke~97Qhv(s@%ZtfT7HVF
z368zgrsdAx9%f@z1erV4puL3w)^>A5u#FZwc$AB&=aV&c5UPmZmQ>f`qwDE7oKT3|
z${M&EOYxSUHKzG+eoV7D0nU6*z>~&wHs0rAIzl-C$}ycWP2>c$ggA3ch%cT_!O9a!
ziswM${T@#k@8A3Y!#h~v;9Kn*zaP5gA%6TzAl}dCkO;0f{He6wFrm$p=L9sYH_Q;o
z2{;g|niDYHUoa=2CFCl#gmu{PTbWpOEkm*P)!#+?xOguIQ;!R*ea-3I`1O=yarp7R
z+PLU$f@5Q~_-dEavFd`7k1)&~!OmKIgqvBIy8p4}yJ2a!#;*_F&&9XbGH@%k6nW(}
zxbap1Iyh+W2Q8s5&^G*)j#cNl9F_L=hFCkoLu-!8_8Xa)x>rCC%eWlU#xdcKB>ZqK
zljf*&cQeL@QLVM-36Zt0L;Tv4n=#ggHMRDYfiL!x+(o6erx6~Q)YnmM?JF9GuPLp4
z4RvigXN~wZ(K!mgrlWoHzS2DsTPsq;)`+j999xSbv9)q8w${U?$=KR=nT1%Fu83=W
z>DqK$tDvS9pQYsCw|qrhYq_gxTx)r1KKAA)#kH)AG0#CbCzQcpFc=JFSiv8I(Lx}F
zeRJo|#p>0op{J*Z=bwKb!-o%tL?S_4TpW%bJ&K(>cVg+%rC79R5&nPU)TyQyGR0)i
z?~gEN<ppe9_#C>lv%{L7?qJZHzar}JtFRH6D4e^IiV1_;pnHHlWcs@Ja?33YeDg5w
z?|%i3d=Txul^1d5S_*b7djW0^CivrW5@s$t3kMrR4Daiq*@nF*@!s6^*c3hwU4nhF
zX5C&49P%EbAMS#UjizJ&*I)NA@s%Z5{`oY#IJ5_T-t`AYzBC`Vu5X3EzX!_7Dsby|
zG!`ugp~Zvw`Neo=_F4=d^#N{N-J&V~W)|igh(-8>Ht0eoYG+b0_?vr(TpR=&f#7Qc
z3Aq(`|6nY72?WMcmnkODgyRqM@cK{D7~N4gkheD~4|C5ZBfP&Wg6$2l?p7v-?2Ey}
zDgLlA6keP%k?P{%RK<dZ(6atOHxv9Y*j**KAOuO`nzQ>6!YBKni-!r;{*jEqD{mw6
zi|(*#A_$z2U5@wn#Gsd!i7nya%`9AvErf%a@WNeV8!n__&JPc<aYj3IX=8>pzs6(G
z;%kW7*cUbeziVME!AD~~(bma`1}cwS&%~6qcVS~H#lTM7f?wM9{wlw7{AM=7*5AcT
z-Gvi}_gu-qoS&l+9_m8_o@;+k!r(7&A@a)}^uA5%Vb>${@>bPDSye4=B@|)7NOu|#
z%P+0Q>>be<x%v*SE$yl)|8hF!?1)16R6lg_G{xHEi5UFFO+>Eh2^&-Wrse+>jb3dv
z`%7tMEqZ#JVQg1BO#AME)_Z8^AcWV!i6jjEir0b3)9ZlXWhckFNp0a_V}SCiI;=U7
zh(TZ8!lSQxz*_B|doHG7&X!1ozv)lyVC}E*82rgqL~hVx2S!rNCwAayNbTV0jVw%E
zA3?7j*pXY{pR?s5&fLqzkMDMXn~eefxRZmozP%3z3mJw7+qO76cvgMV%gzw%CV9id
z+5qL%<T)f^(8^nQv_jxH+{nV5{f`kok&KHbSbI7JgV#qOa!GJA<6=49KM;#vo&w|I
za)EJiCm9!o6EXJO&c>Wy;}Jf_6J1C^`9dlNZ@!Pn4+6Ee!9=D@f8Kz4zSCD{QnCI*
z8n#Ys19uA<KK?zC-t+$ZfsjdbTAmI_8}>a$_{#!qXvz+9%JKew;Wor(m!tQ}+nCbb
z9!p+ygNcD29;B5*rl-^5o&kXb;phI5gmALZ>1c>`S2Hl=rzkv}8KC|BsIQBMGZjJP
zR%&m^HkLBFK;U7nPy52!s~H&lQxu}#3V^l1J@?+r!QA5s2p{f&U}qz&`zswowngIM
zyB%R;)I=MU5~h{)P*z=s+i9g((AS9u>hmjVF#Bi%M(vEk)fw%D<^P_Da1zjWGQzsc
z85r_oBp$xqp=tSV2Q(qSjF&G*et8XMA4|ZfpQCYAsX$ew4KaC`docy!eaV8i9P936
zVaTtK@$eO2*vPf{DLQ!gil1N`2q~eevVKo2!t19KF}k(p__a4O7jsW1A)FLeIT&Hx
z^$ZNz6OD&&v~SuDURTJ_mH>GuIuBRVO5vbImo3Q_e@QRG`;l4r#@`mfrUqD-n1>gy
zC*xjk57_8yhBvC}>M`VcGOVS#*wxVy4*GgXDzAZ=KwrC2P>%1C3((G3yT9>EMiD-E
zl#TU1wg@tj;hW@q48NU1i}P%x!t#gSPJxX?7eBRkfTO+yNfp&FRU2=74W&5RNs)Y`
z*TimId((<AFER@o{J8{__3?QadNm36`?l7qgTYsmU?bJV?oLi{kP#hJ!&IW%c#We>
z51+TSfv2IAF8J(7Da1=Rl5wq<2mI9ZLG9qrB!my<?ciDlhU|*M!#A6;gEyP8gMqvq
z)bMuja}=UyXc?1|3o$n$6XBig5o}?AbuoDuav>292YSIqCZvNp47!j2YkfWJ>FNwe
z13e^`Rl`h42c<Q2G!Z-0%^YJct0pW6J_nKe<le{mnEO{M!b#z=jU4OlWn;+ESUjBQ
z0~>=T#-s^~4Q14&r@W?^R}p?sD#Gh$lQ7ytc%HN8dM4)l@)+T-c%zHE3D%xU#^AMg
z5xKNW^Y7?=vFPO`oLn)`&jMRQ+BSZzFYtb*^8e!J4PpGe;aDODFTaV%ubY`SWR>In
zom%D%6}9Nu)(m62*<sq|Czv;g?6>c^l#V&uBN6_FKe~9CV(rmH4F2poBG>g6)PaSO
z1oK~Njkb<t{@4mfZ)RiahI`!nv4b`3|D(UW1&MAe9Q>dY^^sN|Nx%!AT*Lh}y<jNN
zzxJF<!JN(auyIxgbn&*pnnRB<XyGM9eK!C$W||A17RFM1G~OF+osGFU?6nL``T8cO
zgFx=@i%ly*ues+jWuPmTyy^=RxgH)Q6+tF#nYKXX|H#YtGQ-+q2^hTW1|nDYYDRt;
z-rpG|DF3Tp<FWpDBDT(GM;E?7-Wx;jd4E+;$fSy~t0j$#doE{S&QH+@pW@5UA^Exd
z${tTJmv3SYIm$z64jF}!tM1_1XI)#|Jf61UTr%c-7lDnlI`aJ?27?w{MAY{$Xzvdb
z+A8&jbVYyYtcckR>THWG?<taG^acDFD*unin6vsXY@FX4UHomZX4gFonspRW`zON2
zLNjsW+|4vh80d-a?d`bu=Jq=n_|{R}-#ZSDHb!(z7&Z3<BzihHv}zDc45j$`r@I(1
z;|L!7G9HEk@0&d*<1lC4HEf*M9bNpav1ZQ$44VB1qIQiIY=eb~K0cZpfVQrtoDMD}
zW6H9NurW8lz^+_ENNITudIZ>FY(ICr@x>*<zr9iZpRt&;<_b1`*b`m+Y_MkceGGd0
zIHG<Tr(J$%2efrFgH)o6BNvk}<<oPpF_&RrH_kWv^2fVazvltAE$#z%2V;Ev?M-^m
z2YbdqCg6LCt%F8?@nIG=w6jC7nE}=jfALxp9yH-E4!V*A8+~2u4s@cvp}N25WT1y-
z4gMlHe{uBnWL)np;4ij-F-dG+sU_&(NJSZzl@#DpV{>$n=woYHF(wye<D{iMtaLQr
zB^ymGQC+Y2I={XSL-R5)L|?H!l2}uNars#oXJCkT4NYOxN(V8u)zBC4YY*g=U}16&
zzIL@nprH(#G7IohOggUnJHuKcY=@&BrNc_1i)|jZaFFUDxvB;xx{5JxO-2E>WEUdb
z%?3UOQrs@B#9Ikj^qOh5n$N*@++ei%dOjkjFGkVTyKsJYGCH340e^W9LUneY=JgX_
zgy$D?@NmjUDE#X-<ZayGx9tl$9>&c1f?nhH!Rxdj@WJE{Q2O98Ogj6+ck6Q06c!_S
z{SKA;Ne$)5yc>->TlQo8!3|A6FaTz5PI&p~x45}!Hx9fq7w-MKVfgo-p(H&Uv432o
z*Z7Saj2FJ1kE7EUBjxH{bbWU+UOn*xzVRM}GJ(IzecWJl`FcJsO<#=ct9Rk|?qm!)
z@dNgG4?=~&^_@R^7p-3%j*G7^L}64M90&G7|AXJ)NcRcIy%VW&tySlCXgh5Ja_>ep
z`FB~oG!)KXe1yce7op_(UD&=AiZ+M0;a-OUsL9UNynfs;IDPs);-`Ork}J0$^Kys#
z<}XQhB9cGkiVCYzGibq4#p49pS*>1u37&g5;X$|IsEAbEh|Bz?p>X=*BP6}E2&LEW
z&|*HX!`tzoV}C*U=HrILaq0U=c=H34UbzW<FL$_o`xTX+@*!8qX4Eqn*_(Hu^kxKF
z>FL68$vk-d`Xe3&zJR*2a*ccbT2_Wn3ktA|FY^1Lqy&?)vvJnW4pzFF{c*FE6{_nM
z9WuYJ4g)hYG1NfyJ<?ZSAFC`B8w*Ia%rOa;V}`)>%a0I0YY|GW-G$w(5cvGI6?fW`
z=b&i|mg9%f0>0R3A2vRR)|*#QJtTghTHI+E*bX*f6HpqVY9q>6j2Q}-6(1pi$iIFU
zc5j8k``2xV2oSadBHx*}gW}7ae2?!qJ4h0eKXoE4Vr&W$(|JES8|!^ZOi70IiTN0I
zGX)Vn+_k<Rhu%z~F{Pga9N-|6(D$QYOsTLO-zOK+jiI!0ys8vmmgnJP1532mlVV3@
zF{YJf;WuLkSPG2GYYnZzm1%Gk)Ysyr;&cp@aN{x=o8BqSf*x97ouM@ylYgu%LRd*A
z4x2bY-b%Bb=1Tpsl<$vThqvK=GyO3^sXw}H{*ua0QR<JW0{!u!Kz}6cIg^Aro9<xa
zJAvrpV~I8UA7Rjk=Mc4Z2=&1Pedd>a(bm}nQi%?ZTuH-}udZ=EbCA8twFfVz;A&(p
z94xgL$?T2J!`$;J2!Ea{YFc+Y3quaZ;NfJyrenO5wXa3T7F43o-e`pSSz&Qk2X5^;
zw;VDp0Y0(U<XeIc#9nV`5i!=J0?fUgj_}T0LEgIP91J-dkB39Oh5g0aIt)4+&-sfz
zT;OORL1I~ziof`@_uTs^4|6Z@wqR?>t$7@d!NW<-*uo?wTWBR<3;UuG>T89?U3go_
zD~C)VKchvg`;h){E*atdl=4#!#Nc75e-k>;r9W?MgSPyXfz9Wqw21jzY(C~*Nke!~
zCj?s?V%`004Ea3{568CEK6jGn;Ne&wtvVq0JCk0F?R{O~W-P^@sl|BfQVJa85)5-S
z70wCR#peXHHo@8xd``fMC&&rd{RBAyG^Ue;L0{d%qb~(=0$M_xxdp@*_gu@woV_s!
zf7KgZJWR3nWHJV?xr4~hx;7v0|K+jvc)z~|wuJgLAMYpY4Kyb}X}w|HT||EJgzF93
zass}(g(*Gkv1FKglQ{t`Ay=s-ti#f^uQSOAe}RmPMp$<v6GQes!o#q3P3P@}DX)EL
zUNg|$R5fo;n~xBYgSp2N5I)j_ZUjJmgsl(p@IB%qNVV&L-$ahnfhwidwdmn$g0bza
zFzuk~1_DBe-4_UZ?_^`{Z}A8p&22=z?m`-d{O|w|=XKJq2bnJYxi&p~bv6~>TuR5*
z@m_GVkYVwOBzn(#b2@3}36Zt0tx*V{?#Hct{g!~iORpjFn?71|7w3=hRIEKUtbLKS
zr-rq!t&#lNSAf#m*8{CNYkQLlG52l;!pY_ZG`5zDA?FkDaBv&#zS6k_Sj%*=r#p$Q
zNsw4t4Kt;6B^p~ZlOfdI9Ao}c-S|tL1Gyzwkd%Y3-K^2sNQR9W1sENjjvMWph-*cs
z!&*-l+dXYzPvTmYH7Yp)Ytjp_C94n{J#5g{K#Du1m6#dF#kGc6XfMKLFc=I5gP`4W
zU@#c}DGL`aq{V(6I&?r(R1{8}IDu8GR^f{;zQEqSdy$%&iZ8$X5~Zc3|6e|t)~#F9
zPfKL=jynh&?T65jzVK~rflUjagIuPEEr%WoUcYnsK+G859v#|RqpiCIzFYD<>gwuo
z>Y8Gq{qmi3yf&;Y`UW|{&CvvJjPa)@2VT3MDR|GXSMR~=VZ#s_G8DeP?zHevF4xDF
zt-`0XtzEwtg9diNyt%Ky$HxtyE`0-?I<~<#;rr;%O-+sP=ZUo#H?|+Vy<O3@t3SS3
z_a1KEj7CzD>aH<_HK$S#*4-YV-R$U&MjI!1K`zz7R<+X=l&P(&$E0nMSUl7X?pB(M
zFm|R=mCvscIe5;?3?5d(3oWZ}WFoAc6++rs!Pm+F;R9SDm*`;Y{T!`rAb|oqLrLSu
zRv^GYCdtazm<vq&s18mfA*_!hLVG#D*U<<YC%1)Ms*A1X)0)=7xA(DlqzBx!?0S=$
zUx9aaMq|fxf0{Vi6sr%%A?yWbg!Xr)Cm3v+(GGHb9c(!%oW#+$ofSrPvxkqfF<RRj
z;+^3hXzyl>ix2Y~udy?iseFFDnt|uqS;9lh?tE*GCnBt`6GD4Ca(W2$fn1;HA+>2e
zY`llXqg!j}!Bj56A0Gx{To*fd+Z&>*ry15wZi}1o#YoE0T>M^hG!bFXJ0Y~MBYd5V
zuyLv{_Z-ePBmbKSEFR+tcN@*;FsYXV7QN(&{_UFH{k*XazpLpWgxA5jX4<exSO<ic
zyW69`za>0u<nVJc!m5|OQB+=oh~#2T`G?~<JLu;OUuR=%e3RILF1DW1W(SrS)zz-i
z4&EN-PVL~*L&ZY<<>-98_M8*F*3DLqHwL=UU6`)N6tqY?cvgM#<!*N9@5es}M<cA7
z*ak)AwTMV5(UgBW8DTxhxM<Ifixb;$<KkcGP0Qa(#zl86<D$OG=hwSAc&?51adFN0
zRD^Z4LujxqeC_1e_>w2&5?yS)Cj2fTkWt3YMB4bVRazh>3yf>er(!{WXN>T-M0*EA
zY@gT$X+>2yq_(SCi_yVJz75^&;p<?CjW4(1-VM#QVM`<y4-;;~!ozVG>~Dz`FSSNT
z7h|-xHlREH2?c1yeg=fqm(vl}$p#@Etl?`dr$K(IgWK6nx4}r-__0-69G%$C3jIAy
z;bAU=pN$+VUvNQDWi28y%Y@r-DIH;*Z4eS@1790CU5KY`xS7@TJK9*<__0+AKAXz)
za3a)~2G+f;4bauu80%hi$IY}-Bo%1xT)q0Qbc6-kAfyv7e;BWWTmL|Qh!4j4Tf*C_
zdHJ*rcd`)XXN3@7OZZwCApAKO$n|uvH8NLw8_-JCPf=SSR{k0J{2E_?zD~yQ5Lh%?
zeJulF0oDj<Z_W8hgWNbBL_CEZ2>3~<#Z`FcWFmeX<^hRLGk!`7u*J3Ud6?pCipfr9
z@G;iM20uH<b#<^krBLwtZ7BtG2fuxtoY37|4mY_Jy)ETvZ=yOjl+@H=^4&CS^tXe#
zmLz(@x}<!BI-24&2UGYM>0^CcTNn`eX~Oc!_w%c3u{XdG-Oc25r`=xWa<n&Am9N*T
z73}o&8b4M7#e)hR<YKC`874cM!I$Wu9jAkB$-?h+@_o{VeVv`r-J(GUh6qs7!Hc%W
zbSG*rLn+!A>EqM3HZaoD!L@wNcl7G3=?LqnWCufdJGk=??7&~i4y@%^Ie@o=EG=Ww
zqg;f!n<K={9KI$pnn+D_ur)#911qyNp0k4k-CfYbN)9(eDf(C&B0#D5Vz9k2KJ~Z7
z$YxGSX(@ejbwn1zd@K>tmLHRPJ9A@FR5N3eT+;Z_7?YHKMn1nL6r!)A5j;$U7qZv<
znT)WW4hZeRzoTFA=KO?9&Ag+3c!<Tr$sAJn-B0IlO1^@*mPKTZc|+L0FmLG1&l~)o
zaNZ!Y-@fLzc!c$LM(FcSocuTZIQgejgys8NVpJD9_&6D%wVff}9_ohnuEw|&$@QI>
z^fFv|RDca{_#w#C4Bn1L2!Gv=CdKT!DEwSkAB;iRU^j%m;09k;6KtB*k+xyWABn<k
zXm5>CJsjcVVuIEVMtEnWC)&H4;Nk<tyno^LhZquMi!Z0PLq|_Ddfo7@4uS<!Ex{Jn
z98Ex2KWBtK=funR<K&-dM*jK;EFS9xcUx8Y)L%T7hy|ltV?>ZGeMZ}7wnJKeB@SKB
zYO&+un&Sxwd(H`=efZ}v#h0H)H#2|Ra1V>ew5Ewi8gt0`oiVPf9lRY3(bbF0A$@Q&
zzDPKhAo4t(u=+p@!Uie#hfZ97IH9FK1gQ51FSK_z#l;7zV>v1Cv$K#je$2Hb0k8fk
z0%0S45IVdqd_63%X?|}mzWJ+gA;!+n`eVjee{}G+LR&X;e7CR<>gq{+lhavDQX#I~
z%S8Bxy%6MQ18+AoT1;48S%Y0C9t*c&_XC6tZ-dYmz2NI^hE4Bxhg@F|TaLsC>!6c8
zM)h%pkDD1<JDK2}@qTFE+8h@n6!R@|(%r{XI-tK=Lbss&pYI`TWLty|^M<d7IW~RR
zlheU((Zccr9Wd%SclfxQbMhznqrImEF5b;l^vB)zv0zF^jOgQr_Fk6QzN9bGa>{V%
zTw;sV0bxxX=P!ov{$e=s7j?Azi(7eraerrL^k~Xov^9d4k*dFVRmfj#0b`QbzEVrj
z!4GA{7;j*Nu?9x)(v#pbV{;g^(!np~!s|<BI=ZmdReUa1RluNCD-4k-#>Z8q1@y$f
z4~@*=Cy~NcPY?a|4Fn4a!!rx;nw1G&u`;1aOr-EnuG0!TbA-pxojFCwudT&Tt?kg&
z*Z?m267(=OKs&iYzt>7CFvQFd1I-NS&qr7o;W-mIZk7tq<6YhhMe28Zk-qH!N+V+t
zHGMH^%PQb7<t1Sqbnl45OSh1@>j)|mQ<3-QC1mV60@Gkc@}z0^j>tZI3c1J5(QC5y
zpFrLp7h$4wO#_dAKaVqu)*$N8NjwRir%ymZd<y=Uy8<~;ak#$WCp_GD0$pc^G+xv7
zy-?ixZZGa^JAj<XSR9$Y7}aGJ=&0py@_#QB(ckSw%(eq4h>WF$e>G(lXrtx&){{oy
z?y^lt`G4%42Y6J)_xHc)n@#V%SCT-0kVaRKrXZjKqDTU$sHh-d0V#q~l&%B>rHBQP
zq99G_y(K_;LPC1)y(jN8b2r&`HwjpF|L<=;&$Camo11%P&y;)S%sDfsE~6?f8;RS0
zLDtDj@S8tF>N-t5A%_0+6-^9mEaRUKw`29*3>57?fZ~0JQJ<KCjCVgpYh4}8Uwe`F
zdi{{TsJ;=2(u2p*n3;phb64r_di}(~{S_zAqvFg(G^D1ZAtfC-%h#i|x)%CD@~0zM
zy*m@dyAPmb-yteL^F2<!*=sNH%Mb30>YI@$J9v!BuR3=XWxpPWUVvDB%J^`U{CJoq
zGu6c;BK^&U&~dbbu#a?Na63Dzs_?R&9wzJQ!Ba~MtBs8zP*cMJ1?#;g>gur6(CBzw
zsptCRb215kB*9PeI%9Rk{tTP<W}tA_0Tlgk7<Gv$NSm{SCMQ}>=huTlNMBUlh(yVO
z<7mjpLB-jtC_eZH^a7>Zy1Jea?t3=i(c6pBQeLT0zO_s{NEfvOi|LBnLA(6+c2FYI
z4%+3r?cRvAw-=$gyz{oWCA|zY?2Rzpj`Qh!<7377loa`Naw<^T)Pi4o+i^Z6T`deY
zmG|iopHf&%9wL0Lc#{F!A<1|zY8zmJjy~Kpw6Rpz6auK>Xruhv1i?sMgO0E5uNzJE
z^!gFnoZXz!+KdM+jaVY&P6>3;(83a3Q#7CrCmU-N_D8NiD5pOXHXcsGtTC<#ALR-k
zCnId1+mExAPV=9TIkdMWCJeMk4=0h$Jkb-qT#ay5X6-nqxEAky6NMi?34vB8J85l<
zD!?p1bA<Vt!^cb)5yM12UKty_Qy;I4pJK`N9E^50!rDRh=wm5_o3ReYx*01>7E<<_
zyejBG+3O7|;bToK#w<4zgt?l+$4G#PKs&A;9?2(R6LzPSp|qg|M+P}zfQ25M^|dj?
zQXl>jr@%e#JvZJHwFMthTX<U37GzGRdz>|oB{y;~+Q|rO2THUBSN^u366-#ZA|3dN
zbTHhB)4|`3PtoXJe2PlU-(rg}%i9cLo@Ved5zxdxs)OXx&UMhq-04PP4W@aRVyLYF
zoDFpFy0<y}O?7d*h~MA8>9i;&V6Z4AAgr4)0o!A-Y=SGVZ%-;FfckVqF#%cCs_AD|
z0skWP_Ybl~_&{6E-~Xz}-+#4>de}+){VodQrMm6!KdWH9q05+ncq|+1%q#!X-`ZmW
z+`EhkP=#0}Ral3maeKWi5Y|()_BB!zw-?jJxTvqy@!}sB)ugUbG%jwunu}S1RtO8Q
zf{&FD5zo7Fb?`Vgf{gF<)jpP3GRy(Pc#=X@u`f_PT*<|(U@L?Liu5qijf+vaQ`mW1
zP@o4gCTzKyi$%j6FwWPEo*1}ivImV(`JKlGB!?5sdPZXHYqp<g?W>cuC%X2fFTM69
zT6-egNF-}tcJx|jOCjDE(Rs|;#^hqmay3DiiwS4f1lV%Vr?k#|Yt1+^zzGA)^*G;}
zCGoB4O8eG&T4B6>*S@u_`Q?~yVTe~PIKS3LXOUm4s1v_da|?d*;QU%nI$9WLDC5_v
z68p8B+WlHaLPRO>YcUuM27@69OZa0jRDhI}6q?LuW@d)dr%&@H#_8(nV&TGt`0TUK
zIzB5dF2>xsbK&CR0v#P4SXx?Q(xgd<jg6K1-_4sh)6)YE9paL~+9Cf-J|8%6pw#E-
z>FM<I@bK`C&nhY^uypBC`1trhUtb@FhK6u=cgOVU(~*(EAK)N~v$HdONwR$Taw_NI
z#f$j<`|r`SXHN(O0@&HvVcxuXsH);OlK)8>n_3W=P>A6n;uAI0)z#?xo6(9L>yp&g
zH>0V!6{ZqSw9wu*IDRP&IR({p;zUmSOU@|Ah)_rQGBh?JGAaqfhXqQMK^?<~^}~&u
z(skL+jhk`w?~;rh5llZ<L`6k4)wi*+^bzlk&8>*cs=_dd-G+z`$om_Q6fe-NJedIt
z11-$#-*vD_L1iOO#+D*n!Krd&r<JIJ8Vqw1PpZ__)G*A^5I1ubC%INPw!rn<XgGiS
z027X;AdV;K>rz$~Y_{Hq&-XES=dTQu)HTb?Cpt*4!Z06GX&v~Q;zla}<dU%R_eXRG
zu$e=|$Iwec5<#c$h{J->PBgiwGa8#(5t&kf;k_-S+oHb(ZYJ_iSS2Ct?A(K5B<0j#
zu&?-gNK#PNKzGua@r)yX8QS&W%cF-B#fzmYkBam#lwS|BRMa+8r;D+S1B1#>tHdw~
z$0wEVXNDUJCiztU;Z#okQ}+0~DAa*Z7drT@^R^%>W9Nlz7zs7$Nd<E4AhiO+dYMbh
z_czClB*i-5YX^fQzC);&369?>Ku$?LHzvgtBRRJQ&-6A|xpwex_DNY8J1^$INLLg7
z4*K%)GpjJni)UO+>ug+1hlPPQW)66qagqO8T88Xu4D&FSE`z5rZe&z-Ixf0=eg{q~
zZe#qec*Nz4$I!IW2IN;Y(R;K*zCSs+?q)`%YU+TLp@&QvdUWx8I-$4>WL!QOQwmQ@
zU5wiD0M-kyA#_b7e&b10QFa}4JRkFFFw8~f`RHPVo7tV0!FBUJIB&X#3Hy@}ryyyj
zUB=GHA{gmtz~5TPtB0uEY7BFe(Sw^YZf12+hOZ*w{ADEFNjFZx!a+L~^`bFBpdl}x
z=s;rUVopBML3QWy*GIv5T@>BHwKE-X@>_W2cho~+ErvN5NY{hC0d7jvuUr|LTHv}j
z7S4NOFyTZh;!5}voCyWBO*olRff+r__~qx<V3@O!w0vhn+|21h2NCz-y!AdN97;x<
z%wj4D=$?K&74w5^Xp&WDs6<<AZ9`OLJ)Sn#lPbg0=0e;o=hy8Yh1Cc#(Zzf5`EWS*
z5PhyZ!rIhgv`FlfPk28*p9W(LlejmZ{CidPc-mAbE#Fj#+vWAV|8t_K8o@>a%uOnQ
z)8!Nd+(^ThX(e*<Q)(OGaybP(u029nY%V<oP*EA8D)@Aur&tFCRR}iL#e1>&u>UI=
zy)Qk&niP2*v_n2WkXwP8mNo=S1dMdr4xEi}GpCDou;m_{H{ZjAgGq92QC7yzC{a7G
z;%f)3h$^qcFiUA2471Y1O$B}IcwQAk%!GLNULI_ZC&K^F6s%4tQmBKjP<EfB@{4Ne
z7$i3)bu!k{G3m!xIPZ(agwu}@SK7sxlv#lp-e#RVqpNwI(Wae0qyG>+qX*h5yyjAJ
zIjrYjMUN#n@%B$iD5;k34;}LciA8cMzo!{)BzG}yFw(}%r~iR@gOcrbD*sWXy!@Vz
zAwRkpNx3x`B(k|1np){k$=zJZJxQ|BHJ&*sEyKfd4DW3zbv=21GoiG5Ww=*}r0i-8
z_A~FW)lS^Whlia$JsHhv$_a$by@21Y^Dm|=yDd=pj}*x7Yz})UMWOt(!aC%aH%Q%+
zB)^eerEl`wQzgblS`Sq`b9vLw^>9Q~4@0|G4;6JHdr>BkOxg2zss7MMra$x{{XucC
zq<nv<!r-3L{rzHeF{~#40q>b-@YdH+D5-4V_irW^VR*2;wEQ4@+>}Th>z04hi1TkY
zG_}y5<n%wud+KOw;M)B>{xT$$V0b@U=`sY`;AU)L_jGVK7fG3w7~ETaSLd$abWn`p
zfp#+T?Qk=uoAPhxASt5)gZps)%e34o<d@W8c#!y>M*7<H<h~m*1uCZlNqcdag^ayu
zp@*A1!JULZ@~f!b_ik)H?EVzlix0c77jrm!k=WWQHzq0BR#FKaw6!6&xe)`jb)?Eb
z-rsBLUJ%j2x*9yEBkVXKirA_b8tdVrsYy=?3@pmQgwg{1*-*>d4#_U%Lk*?pPD2cJ
zai@lV?sTfW7J+&KEX*u|=lyhq#%5xDUYV2*g7gKrR9T0V`bPRbrnUh$tLrh`NZxi<
z)6#-LfG<kVUKfAZ)<)kOhl+Rpm!$mqJ^DX}f!xUix-RxGA2S5SCogqeLr(rP9Tozi
z2e;Ox-^&X|0|QWU>N5T=_MyG;=<E%t&r;7^rJobjwX|Rx;EP8x--*1p=lM?Ldh-BZ
z<jP!6-difrfrgG2T15J7r=_j|Rs+SS1Q7afU5cy|myml-y1ab#px4I_l^3MTP<j43
z^n>}!Ku!@OiF11WxWqCYX9pOK97+?4cu`k}>5I=nT~8O)x9-WwC-<tnAaOcsTN|n_
zT!Vg)0{OS1Anff2VE`vz+t~qzBRY{!^k&G7H_bfBkEB1wG&NzMKp@p01_=a+Y?Riu
zBKFtRV4P4$ga0MD+0cOAxw#mUpN~(<%4pK8!g}cIhl=ykdZ@UdxE`u*M$x+Ks0SAZ
zn2Z{N^3&q}KycZ-9Ob7j(mL&`9aNm>X$OkxK~}!A1B^!wMfqvzdT`$K8Ol#zkZxm&
zo{z+*V<tT=J!LAyEd@TEKZsAqSb+Bv3gCD#1%0ojVeKP%pAPx^XmfoGGgItSA}2P+
zw=^O|Q@S0H_Ya!8H!dG(tj1_<y^e9Y5nMU6CC=_3_tb(K?(y8Sv;L^p&Hkv}js9q&
zpg(rlO37sy-q%XnR_beooAHW+$i>BN!?~ye&Svf<UP~qO$k*1~!h%WO@Rjh@DE9Hn
zu0<Q*W?psYHp2HYaQ-eD6ON@w`FP3m@nl*BJWK=_edHl*zI}kuUlQ<p3jaJv*=zEu
zq61~FH>iw{wX6=qtn_8<MSa{X;s0L8b1D&HF2uWcb6|Tk0sg0wu{y4hCKx=)Jr%YE
zhi<fm-7#?96^#kUdD=p{s4e{V5H>p>AoM^2e&<=&Rhe}kzW5X;L)^^kB0gnjG@N%l
zz=Yow#HVCe!Dici`0S3sJ7@XhQ&eL9Ms!eIi($4h?Z!?YHw!vj`)Y;j{x~@Q5{C(Y
zK0=&KSwk)L@JB`ka%vhm|7LC#k}DhVjGe(_#wC>hgFc-ckxxfo_594L;9n$V$l!_1
z=*r)JJPj6xT9`Sg6MuhFIjrYhL65~Z@%Fw>{QZ3E4c<?_-oV8Kl)%$Uh*6vG!+OD0
zgs#5J8xx=ku}Uhj4%@Nz#WODEb}=?@e*oug_c7tfL&b4>-`s=G&KSJ&XS%|;J!&Jk
z^E?|eyU@Xxcj3JDE+*_t=+Z{$3}yF)_A*4}5IxA)N*+eI*+q<s>#DnO{^AZM>`6de
zeyx0rip1%IBt|8OJojbp$*p}=Vwk^7U+6{Fp31tv_C(gce8hb^)SIk*6-umqm5A29
z#CCm085G$ymYvv2xs{x6Eh-nbzbC-|^h2zU7u!mYL%UyVh>^Tsi)=>4$EmVf>bF{u
zQ3Q{ubcDuaVtuZRU&}z`*Q%57YgO_4wHOQrgTatR@isCH2ID_t&z?PKX=%ZmZ@vjD
ztIikmNn#(NsHg~`p`l1kO~ufmLosE_6r`o4(WJf;Cr;240^1Y$o_gvj`t!nt3wZHG
z@h*MjJ>mB4+w|l>Jv}|C&)ffx7}_I8j>N57w=iJ90E`+niYBCyM89Llj$zugX>f9K
zdgAZDVZ#QTJ9iF~Cr`$+&pwN@XU}5OrcJnc^Cm7|z6>ob#k-owlAX=Jn@Br(dC~zX
z#btG9X=#I%#3B#D(oBd%1-pXC^3kU2u(i;WN*et7;~{u+#d$c4*bPlhb&$gub}V}u
zg9GFpPQ}ILwEnFurIWPC`@}^4BgFIbOJHRsbG?-*{hW{b`UZToXd7OhG8~46(u+>T
z)lFz=1*{CD^-SI;NlXAGxtdaeT{rR&^@()Sp(1{`l@9}f1}5@M)My#%n$gk*Sjr^+
zSn6pav6O$Z<Y_9vccYxq(?W=fh8AqNlaE0^Cn7rB7xto^YDT&kVS<MVoQ<^csJsE6
zUdh3;hm&z_Y7b~goS0EuMRd>xD<kQheyj|&k)*((do{TnyDsM<YDKWZ@BQV;bSmfF
zXT)to5yh2_Tp5g|cZIez)<$9{fx{IwO|TC?OM^3stgW;C@Jt_mJ?}lA1p{48Obq2u
zyezJ2RICRDiI-QC%CPHF4x+vYL3gNcY{4f79%4#}H4Jq%`E?+3vJokdLiveh*mW@*
zQLFpopP)krGP`=wGURokgU>tH!5{aEFf}3uwT&&XG1kGE5BtJgW_PI$`7-T*=p-q-
zrqg!dF!NkTJNV{JKPkt^mN$IyW<(4eXP$$mh8lH7eEUvM4E8lsxpwex_DRAY_lq!f
zTP#-(MmjjNu#bE_w2zCj?Z7}ANeUc<S5wNd>v|rd7Ikx6yxBf3$|qgYGSny-oAtGj
zq`*<@WvPqrCVS8wxyT~c`it2Z_;oa57WRd`u@3SpImeOgu4a}7+Q_eLQav4XRtAO7
zr*iDNmWQZM`O8pP)rjhb7OXv!iIwAAux5fQ&cv1C#c$(qZeDK;kx0Z-b{)_%)GB&D
zY9Ud<>6o5o0(>{l6+Nwlv<w?=<YCb6ctpR|6ZR4(5B!l_hF1=!pth+MHU?Ta{i-+2
zd3IT)WoQK~Wp)H4?-iE8To>O>a7RyTQif)1xSEGSJ7N+2o<Hn)POqzPYQ>^IGcl#7
zISgfX^y`q%r-LFzI?%;;<K4tMxR#4SJL3>Nr&ky9&E(`u*(oyPm8DP<i3);(JdJhm
z-7qKgG}A>zV+%IiE5M+`Nr;~61AB>GXWRK9u>=NM8kisv=pf$?H05<rQm?ojjB!Oz
zOI^-Rx|NSXKPDi0CTRzp{4a0jL6g`i{kje&R*AOQ$d$oL=JY#DZA~Oq^Y_WL+9q7A
ztHsN<hWNdo15#@n@m^d$NKVVA9^BY-Ft-x-DjIOTf9La=;-(f(2XgW?kW|ATq?cCL
zgo|ZOm||^+qrL5^e3JY}0=*Wya`FR>1lZwg15cqA@*7+5#iL>jznh835EmF|s`KkW
zBJiG;L5GxqKS1nJZ4)v?Iye^OfRvgh8ko}5+J+^bVp}1mvL1u4r=z~L4f-1D_%*<u
z?kL=?c0k61l1|#eSke|nHv7#y4B8Wq=r?8B!NW4VazvsXyrQ5TG>Ga!rmtG+Xd<yv
zK|82v#D&5pOm#HE@qtcAt!~7edwH}TmimYjGrEhi`($ywNC&zy^`P6?m?Xe=LmkCq
z(t|<_`YjpJlX~!vNlB&LnB-#I$upYAW+rn;MYh_*a_qXAho~ir?SzrOrkK#jg6>wI
zT2x1O;C*(>16=z!Kzjbx*}NgAlX=61Y(%a3hvyASvfCBf?8Za~ozEW~-n<}|Kg$Qt
z_;cftx1Amw%>`KWQ!=){=?6U>4Q%=&4cR62$Sac{V~Q&qxH6c?%wbJ*kl0BO0-eLY
zdQv=xeWy2`5e0k}mN%fft{H0&CS&DvAFP?-htrV-c;WM#IKO5PhDZc;szO^3%a@%$
z>U2JbCGyt};Qc!Z#%cc!l2{t)bo@=_#zlp5NS)5-kQZ|hwK}x>bI4zkF(uR*hC)r1
zn#W7^2bq&7$;p(7SzYvpS5Aog!<;@H{edvDpA{wyu!W1Y9#ZqFv3O4$#(a7W*Ec=|
z4GoELvAmx1Z<<O6?^&AaA~C(|Bw)fvU*CkSxn4(do42zu9If@S=$l*EzGw*abT#QI
zg4qQ%$Sam_TgBxKip!9pIPtQgx)JuzA3#H63p6y;v2{TRo{>nf>n@$@Afvo<`Op3&
zmjB@ZJR?e+B*}gR*?W@r1w6KovUMP7FB1Dus?5Y@t!_|gGhZmF#mjb_y_j0tgm+`|
z>6jpEFAlmUwigfa*^8<$CMnrgQUx89wYGw!{m7oYN8YD4^9LJC@}Q{!$t_J-YbXxP
zDrs#+O<Nnb*HqyHeItCNXM{_Q^?0kI1V0<ABUoEJ{*^ShQ27>G(()}dHSw^Xf8LPM
z*n}%p&3MU79|t{b@Tj4Q21zxywc#UMZXINvwK1w%S`ieR1u_H@J%4Ivib-bjfx}wn
zCQ#SZL}P*UdI@>2=k3Z{26D2Wwz&!VUHzFJ5kL~=vbX($^wr;XT$8?L2Q&@!5t?`k
zZ7nTO)6hWb;*H4v`8fVA`qt*CDUeQhsV*pnz{mia0v!lUjOcf&k@-&Ky*bZ!5{PtA
zCv!b{Z=^s6IcKiI?}ISpU%rFN)J)h83x)H<XXy8A$93`;nDzC+u|WP4!6eZ%H-Va_
zCYofvS5sjz1YZ1QAg70Enwi4;?17GYDBSrI^1j+8b)BxSCwg2s1a*N9TB>W2GUaW0
zVwseDGfsYUA&-1d`Hfcz<YYhce_m$~(hW38l2p;opOC*Ug8xgZsloosC8)lB7xnSU
z^4~|)A1!2(^~}}Pk<!E;;3>(y#zrJHH{&Z)>Gi;&0s%(r>cT-&6B*6T__Cq`(~67n
zyQL*GNM-|HJrqi}1yV1%p8WMdPS(>hGlB2<{T=mCu;VA>ekra8vzMNQUT<H-44BaA
zcW9T-TMu4}<&$>M<J<u$`I7Cx^rhz@?Cp!Vf#cB?#f|(v9pYa}R^-zmKBf95OtCS<
zZ+$tR4oU7KWAmqOBA-%TCGJ<%<63a%KBclYZd^2z8JEfXwC1kcK}>T49=0}Ng|>KJ
z=%TI#8#N7Vt}myj1(HNSa*AL<TMLTXTDsjIo4e5;y=3}hK2Lx2mgtYEJpGYSTp_aC
zO=N6l6Jj%0c5W+8IZijEpf>Y+0eB`ryw16He*&F9zc;}{;XR~$yfX6%a`KqMwP+Io
zzI(<QJ<UZnLSz939Y{p<G;S@ru(p{dzI=HnA1nIXV)Z~foXM!fi+`lz?2DclBC!F1
zDy+$?gbtLv-k=gb)<y;PqJY?o3T*c3CS0hg!Bi(>93SG0)anMzxtq(`i+)y*ea}wY
zLRlwmVYsL*5dUUW0S5h=i0D^j+QQv@tO&Km>H(s*a3U3FCrY;km0I_a@j=sdpU(Qj
zNTLIguRAgygZ3vPdb&h>inAy_#ZViMDjM+V)f_x~BpKIUmX1$RiTRtNxsyN(i3(0d
z^fVISyTOj=X(~WPV=Fd97h=${hlqaB8}@pf4mS6<!|bbBaQY=4<j_^>-yGzC!8ZEc
zj|nj9MohrUZo~vcbP*Gv3Vvo)@GmOz_mkKRMbD>pfB#bP#`dy|B&UA$CH{V0&fk9|
z70+(Ek86wiN&EZT<;&EMl_7aP)^r{du%wHafYTXR`MfLEOmyR70=CEE+y^8kKs?`7
zg;*t(Sck1uFfNiZbQZTa+C>z%*UZK3(X}r>`M5n}9WHL~ayFj*H5u1lm5JNyuo1N7
zZ3IQn1`Az$H<8!~dLkPk7lXFPAbM_Z-e*HsD7!C6#;91z*o#CjiG>x4_3)AhdfEt4
zQP+YEmvb;EA{x;j^x<Muszfm=GP)%;X#3yfef=_h!C0s3wWnF<#cNM*_)4#Rz3ziI
zBVyq=>%4gF>uo>Y0}VRt8XX?HrmCTH-<p#Vjt?TXQX}R>5nBmZ>ic-UwRXRjrKXIn
zsHNDimEO>V%axp8>sK!uJgRTP{PZIFeE!%@<kzy{{91uAV!zfBds9p@H$YBf*Zw*N
zgTY|@Z^IJ)7z`EQ+BI%h#iyTsy4(Nr(MKQAWWP^7`2?$0t?Kyv<jIpXX^x!Emz0!5
z6Z6Q)dF1rK_C!8HNl6J}Vq!3C*f5%GN6Ii_#0cJmKXPIqN%k8*emssIJt|d>hK2?-
zbz@PgGe~mcojZ5Xt5>g%1jAQfeHB0d{4=&}*@F4==Xd*F4h~%>R{fK#`Ti~roKD7t
z?<YbaG12(?mk0EOz~47N2PaztT#n4aoK=@ZiGlp5tNmLvH8o?>lqFQJ+qN$J+xM%g
zZ^rZ=67lU+PngR%;}x;{Mn0wnT1uT1@OKHd)u*p^`rGQkZ+9GaJSf77fm~3`WN-1r
zkT@8~%k#S!TqL_EO6=D5xK!0OWBQI*d>h__H_(d^nO=!4e`ewCXTfw~_}_vg@ZH-q
z7}fR7^n{4{yW-($EyPfn9pMSP&t_rj5IYF8<#(}rVm)k+#kVtk6zV||vQzxzZ=%Vj
zp@<0Y@z2PQh{3n7`@&qt;qqTW%kXV1zMavv4xaKcrNM;6LGs<j98CEp8aI{)!}1>}
zJ81_|8wb(g*z?gPSU}o=6=?_D0`NB{(s3)P9KS8<2PaEiT!|~iyWhsb)>MGuq5$9j
ztL>n>eX^aWdYICrK(c`F-K88%iHO0Cr9pqI9_YBZHxb{y;stY_KrlXb-^jz%Kr0Aj
zf}j2lq0WZ%)lPqB1Ng3u!j2pHSTXv^6Z8MC=zx}CcOt%hRdE^GH}D$gZ;rXcIh&!k
zg8{BTs>HXKbEOjg{;$<RM;ROp=&Pd)4*Kwmh{le{Laca7Y$rYCY>3D=d!o3u3ExK*
z;pM|AxIWWYZXw}`%HU`~Umay|G=Sgc``B@(04s(|+d)k&t(bBknT`ot$GQA%+5GbL
z;rI0e?6_Nq6~i3l<sW>AHnd^ubN`HdS_T_^`syfywLbiQj>nGJVyp;}-`#Idd<mv{
znnECx;Pu4v?F{IvL%y9p{C37*$NfUA7;KNo{2F|Hw*Ys-eE&5&MHSj2*;SY%<VE;d
z(}1_WMgrv2H)CU32~GIRs%yghgaVulbbvtPpR-dt<fDxSxo+)Y#mP4mAh)3zn=(o}
z68=V-i`xk~M<UQr0I#c$aJZlnVRpv<KpD8C#BIH7L^{w#ZhaFrJSve20Pxb+!JR>_
zsBCV*;k+u$e2|N?Ax?5Z0FO(ky#al-)8Aene%qt5BdQQ9hDx*pCqqQOE@}t&MD1Y4
zKh+MnMWO8hwp0fJCc4O}Yr^{Ek|zqF{=e8KL#_4bt3$q(KKu^EV@G^3Rs`{kNl7J`
z>S6MajY;$wy(<CVPV?&2R+|zePIBpKua92#`tVqM6Bm=p=nkrX%U0Z~+<Aj4*zFzi
zzZ!t*`WBpzDZzrhiJW{tGiYh5<Iuvsczs(8%)`#oMcHA!%rL5t1@$NVqjT7;!>A6<
z-7muYoiT8=(ZkSQ7IfSuJRfR<d7@y=-fqUY5nqCDPo~Kw{QX~R3sn9$(fIZaKc%)s
zWsi$g58Gn!?X1U`Lw+4i&oGGy_xb;39^cU)B8H3lLm}qxh=!}R9)|jJZGDQwv$Cg)
z5qh~8!9Dy8E=Ct&n8ay<f0s3T?%}|nskrd%xDNlOmZk;{e>D=bR$heJ)4OScAvrN{
zbbklYc{2YD20|^|+xtAKYnyQHZXV`uxdT^Q0}Sok_30)5nEW3na&>Sg2lF@GgsYta
zh6X6!k^5gMgA#SnZZB>Z*^2?jy2v5+Vye8ocz3WXDw<kwB(DlH9^~R&=-;;&l|3e@
zf~}+qI*>ix&r3rK{#xR?<<0>HhU@5JrjWC1eYCU@)zpBW>T0AC{+?6^=2{xq<YYm0
z&|6Ojd5z8Zx}dxx;qPc!HGVCr!cJF9cnh=<Q`d+^nZ>Zt(!k5+Pwwk)$7DzloEN=`
z#J4{~#jR)v-5uezc`;l*eH&??bID#-lSae(m9dDOIv>?>DKO~W1D=~cK|^jK@_zUY
z|JS+s{uday^K-nAc#1puD>VzryN|$g#tZcCdiK@`*}NF1o|%D`hVGqC_qZ4g3Wn{6
zZy{suGSu9;4;?pWIDWMRHXqMH-kNVZuB%T@LtMyMXc!s5bo?l|?D!IiBd78v89fgA
zgMwkR@NHzyU5c8!4<K-Lg2Pu!Vg1n@<gXRWZ^v=t3h4THB5C*}{2Lsose!ka7W!yQ
z+aAvg#haM+(9)u>f%*Bk(a<1un&6XSIGC%4wD*^z`u2SY+??RNehKV8DMZfdt<bi&
zfz!GrNPKoW+Wv*MK-z)L!ncs|{xVeGA@ZH!xNZrW^5!6S%{QF<ua+S3x!3*``5itT
z;#2aG@aYhrQhF&(_{*wq!h)nioCvW0SA0scr~7%RYoVv6cwE*}Q^O`b3oNZI!GOwa
z5Dz;!F>sKk;2*QqXgz%R7BVIJql1F}7%%FNCgVrJdB>MX`Um=>l&$pb2+m%+SAhB3
z@59wbA47XvA~LxYTaG?N<hBw2jz2|qE!svOem}%vM@$h`^tbDn!;W(^!d%hD9lb4u
zxRF<l9nnQ{$!`A_*W{J0165dWPz4_=8Iwqm`}ROP>aPhf)kRKi6V@jd(}chO0=YF0
z(iVP<!;aV@tO%883$8|(+eg$EEJSS~_V2d^m00)Ti%;1TN89>}0Se+%%!TmW6@!b}
zRT$=I_<w%>7HXwOU+wg_(u3cj1nfvC!HRy|9QK>IV%#dM#nES6;H0mOEBV!U_j)#L
zgjyKRbIRWn`E<G)6R=VuCSYp}ZY=woF##&zXI2IOB7Hu6ACGTe^L~7P|0g&8zQ12`
zz2R|V0#YkPF#*yEfBzR_l~iFJHq=g^zNFT^zK`YBoV`_4T+J6f7#u=yhv4o6cL^3;
zgF_Q6IKhLvyK8WFg1fuBLkRBBI5aRf-^`lV`TggC)erQ#)wk}sRr{RUd!J5tdm>AP
z^KUd*O~uGl#6BXnG50HfOx|@x-Pi88Kxqi>JiK{<%xULGVmqmf)gg-;ebKtWZUpWM
zQ^~bbB7%3YQkogisuA#u(8vCj{x}i#VO^HS3IqjcI|q^;RNLDq&q;Nk^E$bV7~#Gw
z%l0=Vt3#HNe3Tfn`(dqJFrFJ6!a$5&|Gjkd2TM<r6PTN=tD&Vf{j>xFHH)*c{0g!E
zDY%8TdPxIvp?41s=CbeZHU$25)Yf8jLBPlgf1hvWlnP(D&BpNsug5taPO7`iF}HHW
z0!jihGNFGyTz+F1TU{l@V>Kv%(%pTlHs}byKA4iDhP1S{j#5t@9m`%Qu6zGAd@c=8
z8nvqKSd2TBCflQyi9|sCm{UwDtk}D?V`Q5r2cz-cBpSlPR2tOab})F;+M%M=CV=VV
zB|y?4IFJz2`eeqm=>Q|m9o<tGz=uHb`212}RI%lu#IilLzK%~wNJvM=l=PI@-qg6C
zy{xU9k((pB{{-#OL16bABxMFQ`PLwL?j*th0wJ3)m*vRv+b6WAY%~PN>Zr%u#JdZ2
z3297f=e?X$Q!%0VX9P7@>dDYctBMhOr{(g}jp=D7oExZWQR)ZxrkiQG&W+?0<|^W$
ztKyt;Oa0(l%>6yg)kn2ozYi~gU`baJYk<#GVx72l8y>5p6>{?zxcZUU(DyS%>obCb
z*cuvaptyNdr80S4?V=~{(xY7?LXhz`-k*QFj+9Ak$~M10N~ZSO3zpIv%OoTZYi%W5
zw`p-dJF^T7JhiOgOJqp7bfvBeJpbJI*7q*xo&psy$o&t!cnAsiddgDYP2HD=-y-W3
zfvPeFX#=;s&ob{WN^ObxOJWzH=+XE}KP!5RG0#REUqUqRclWx$w3yr<PGh(9`JKr4
zgXGFSNc}oAq>MrBouv3ysfDl`_`#Kt+$*S=sLyKqt9xGekg@*m-dH_M9@a_%$L^|M
zl)M0M=4Y6Y6GEMuhaswuue|T3!WAQr04Vfqk)-vuM#*;&_Is_TYk_uy$@ByY(VoYD
zNqVW~!~qrH>RcY-<C(6Bea-i`uZ<?cYZ~}6eBf<4)e;(L+5_47D?iZVvG4wVaQ~R5
zW#f#W80aS%OR;)8p`-2s7P6-5L?9@KoE2oFG2{l&GK<415o~sb22S~J8|H~CDS>O_
zNQm6EknNcZKNlYRCX1CEJ}$$a*s@&CvBzSG$rcXb2-%=CXT+zxBfo>ceBBpz*<kD+
z$}4ayWiNpVT3|OV@g8SiJ|zFTzsuNq*eXJhwukay6^wSlQcethbh_ld72O>>6<+Q<
zl-mor|C7XOT0AdvQ6c40(XhV)71#B_@=(F$EWvFMqiR=!va}saB!+z_WorgCeGlL(
zxx^=-m*#D_RhxaCd2<azkJ&K6YY95wsNGW(R^2+UbhlB-U=;ToM|BN~ny86i*{&ug
zB34*EpmuG#UtE&%7Dp!3T|@t>9n(9A3ky<8ne9uO<+mPV5?}bjTI<P-@~_URYsg$D
z?kTYA$gKV7zIsC?LIKh>TaxmxO@?2;t&h{8?JAWGK_x73wPdw6KT=1~v5cMZQw%{}
z9TWA&Y=OnB!PGVgv742{n3*d&aZ!F@tq-WYuRZZ57siE?bxIVIR!6&Kznz}`U<K!u
z>dB&s2G2iSZ6{?6*zB4r>Kwi|y_a$H`+~r36Bwxy!$X4<H(J+spCmYw%DLVW@tref
zLViEiliTr`!`&*fy^{Nx0#gIFZ$fo*>yKrwoM|E8FryXYW3kEhmD8@qyBA;uoVo;Y
zd+>ElOfqf_pd;}uXgS`f4CPt*W?<wkq7<~%a&tHJ_I^RgB?T2{j{%LQLKp+ak9>km
zQEHO;YQ?HP<o%(GA5V$>8peeXZ{ADVLc6lj5F-CBu_=JOY5?y#QLM#Aj0xoOy4)?|
zYMJt8n%E9WnIikPlN0?Y(o!51NP^5r_=mN&Hc&Py;{8D^3d9(CL0l*cG{q5;d54F&
zh!UG6?yayN>&)9$lD&T9UB(uZa*W1a9D<X)Bx2w*T+y2j6Gn{W^E<ZN%#qRta9{-%
z$}}Qm-Z!(-8`Qp_LgyOpliseD3*p7{mXI!rEOAye3lGkm5V-Rf2qr@r(e(2Cdt@yA
zKzR}WcchQtG@=tamVogvR|o!@gH;zhB@QZ+MB@pxnV4UvcLn@8VB*Mr@Z2aM$@NOV
z{BARtl(9Z1)vF}G`RtKinu$tvCTT<}t14=(0e467nAsm77mXy;T7xH}e6$hH@A*qZ
zHX!S(rM&9ze~^z&MYA}Jbf9wf%(p#7$W%UgwNc}vUCDr;5M_%;{H%w$tPcW@0<#3S
z%*lwnTEHl)WqdMde*J?ST!yf=g~jwPjtue7W6RtenRV0@vn0c+C?o^6J^x3~ApT)n
z^T9!gLrY*+(O>p@ZXWS9+1Bd#`>01SH(ZbN-t+L9>xY&t(!2{RqlDaCT8S89#@M?7
z?(}yDR|_FGiCz9Mv;tK#&cB1MY3*Lm0=teOMu*xm&lb0p<0>GPp#3NK`S8w!tZ`S0
zi;=fcpx$Pnx$h3{RP;j~e#`uIiOT6zpKELuxw`%two2Q#Oj`TqVjrq=x`BP@p@fq7
zO<WP9p5!B9Hea=2jG|I~Lt}9W^u&Ovxs`2j^7#GiZ%%17F$_C`)8t9<tEsNspHpH_
zoh&Q_grD_!y{_TFi?)TgqUKhXpZoGZJb9dTXd%M5_Z<IXGihfu;ILuY-nG(k0d=0m
zqbY;OR1#13c9({z|FH}dLDipMQ;Z&ALvF{uaX!&gMWy-|>Dm6$#8p%AVTzwd&TVeM
z!NsJd1*@#Bh8s6Dq}nYzqgNyp(Ih2pu75a6q78GeNwh^SFd#Hl^spN8UeVJ*lWe0t
z7E?k@sm!MQt^j-U^zeCY^rMj7>*kfn?hS8%pI?o)6`?J`)9}baWr*jidku&ijk*gG
zOcCai!!jRqy~rBd=E4~01u=hovHh43M+#fMGWTPs1c5Bq(b2{`TTzVm75m9kUF~$P
zg%(U7w7$Fg?OE{EQk%HZG%44i`TNjYdWrpxQP_C1{ANbE^9<^$j(u4z{Kes@-TS@r
z(ty6;#u7`bLR#t6GOIs(Wr7cu!&5=nx6%_pS#H*iF77Dic;hg}9jH8to@&{m(i?N6
zIQN<1QitBS@Q8gjqh5r>i(<W2^<%4KtXUk}A2lr7ks4mdnH0QmYHSYaGM?;see{VY
zbk{w0sgO+Yh=;t9us3Ekg}qyHDF14!U_kAZvwI7lbXjZ3Sc7+x@vYKuV_qj`VC59^
z)x=I5>N{&=z3`oofDLktF^6vGk|1^?oZ4e!j_QeUg97+O_)WtzJU@J53wz?%aRzpy
zBp-1}d2Umh?a+E@RSQn`=0soa_T<mSxD2%$_PK$8cz)|p`b4=0HGC}PE7(s^+j*()
z7~wuaks2h#Oen*N)G<8Z;XFRKg-<;2>vVpw(-ZAI=-*;J?d<B(?;MvghD%ba*}TMU
z+9ZociZ$@L_*NNWRl3K3S6+a5Qu7&Z=Py>JmoqoZ`)2#v3Im31C2LB~(KST)81gNR
zO{qhc(R1YZPYglqcN8;Y#zK@~B;kBQ^=}}t2B*mPwPGXAkWTNkPUT4v8hSmCJS$MC
z(^*)R*GpnxA8A|ztK3mT^_H8_;_6vCJV~2WoSlLur%%G~B#F+3WDRqXK^o>W@5){?
z0^QnDtght7cF>qy9B54bbZL~ryRzLO`Em%5FGjLFx;7C3e*bUp!@|N!s;i}ymC*w+
z+jtx2yxF&2p6~aBtwcIvAe?M$-Q9jL7?_x|S8lSh?|;|T2~^SE9L@yL?8Z^`^#mXo
z_XVQ>eJ(zik3%mce2&L7wRdpHLkh9Cx99AsZ8I@7b$)8~dTyM*UDY8(Jp2~s*z{XK
z*vbarr|4=U9+_4uPo}g{UOh$&@ZwwvK0V4_q)Yk74M)hEQIRLScd*m02VC!`myi!8
zx02|@87F_mNSKF`Rzs%IK~JtSulyb%-YglX_iWV2->0no)6zVBNs_8dqu(LGWGXQv
z%tE=59y45=UNz$W?fL5+`Xm7%T$}r#<c2@D6}BT0ufKGS@uvjM$K$F>*uivKSsKJB
zlsQ#_nUY(Ha=^ieLBY|Y4y)ZA#$0tWKNG9J5E|cVwmhsS?)=Bv_xh@EmOqqLvLpjS
zk=_)AjwXzjTO8QXHF($9t+q*X<BFgLWk75g^~_jUUCXuD1JG7^8**aWQS0Y1{@6+=
z9VIaJwE!f{pRPWx^s~%FCjRt@ZLgzw_xG+U?YtGrX!eDO&OCpY`pT4B*SwystVxk=
zo9d^;{}|H5%7SG_st2-35xV95u>40|KlMLqX+KgU-u@{?&=nE{kZ9gwpiBE8yq1H&
zWi`@S>>IDsAz5@WGX#bBQY<(ixJcvC<&T+!t6+RQslLB*^?5c}{0R+d&<eC{ZfP6P
zs>3rxMcowOQ?BH)`CVskPXOrjtLLrfq{7DHy^5w1(a*}y;!ZfXwKp`-UNt1C3h&{S
z=|iU$9I}V#%zpUVoT|CDUGMm5A$L-F#6x3|XGg;f=d+26k{SVVEIZX`B6)4X!Cbs|
zs1B2N)EPBHpHbC^-7LRJc&8cN_+5W~-q9OP(<QN?>lrDugE@x6>=+B2dGf6@cI-u$
z7JSj60<+goxz&}zlOkoYi+%a;19=6d2;N&3W=@|)T+mbB@?xFCaKJ?js|(NgWkO^F
zoo2m%?#UhIc+I4YqMhU_drJ#xy|)*Z8&n*r`W)I%kFKAbTM+G9>*?zG37RSJQnO|S
zHp#9s<oXC_7R<qbK~ZaElmd=8=6AX*%O*IVxDns|a5bg@LcR{L`Qh+8#j;V-*_P)P
znVL)0v>D(jp&P%xJ66UbCt2WjVX8tWS>&93hvLvxJP{a5c<3(x(_j6L63U>FtDsAc
ze{ba0>jP}FvJNA2S3R!SAY>{{*;v0|bd**MYn8Bl#5?eKU!!1w8%%?tN{o;6BUeib
zftu^rAwc<+$wkE$%Zfx{ck%Cai8b&;ZyT~kfLB^You66K!aG1NbQawV3H1k?9@)`I
zST@KD#Y!?m&GhWF4J2;RmU<$SPaX_M%J6+fJlcn5PXd)0%FEJ;`36<>ev*MiE*4Lj
zl-Ba)CVap7Eh-UrP=CnPn8KF@W-sazNCmTEnx!n{7Zf3JvqwC=KR~Gkf=`{z?x75b
zykM7h{(TfH@omFb*lT#|wKMh3a&n<UC0TFztDO-$oUxStFG>+K&qCwnJsZ+E_;_?(
zFbvEAA)kbj<iXy%Uc<(xvWyln2_Eq7>12Gm>zznwj%9!P>)5JJ0h5>O1#xRy$K`5x
zGE1AcXuPBgx!wC>us)Nsg>v++5TjLwJ!2s>x!}Een0?$LOq%rAajtqT$?!+-uV03&
ztU<_CBpM^*<Xtq5!-SAWnXXAMB-zX%x%&``v{&Uo^f3L3Hvf5~t(UbCmNH2hQ%Y--
z{pR_uBO5=*CdY!ktr4*=tOLbDo-Owz!f!0^i#xq>U-<bX$G?C={@oDM&_*DIpooO<
zOjvTy*oOm(>w>W#JZR+J8(WfTcF~)}yu_(<7fj3|c;rIN*(IoY)+pw)*}%^(C$eX(
zLd+GaR98fZzx(T^?NQqdPfqiG5LQjUVDZaZ#K^)1fDnCRy@X49QwvOVWq=*C2wp_N
zM$Zl#;d`7%!o3%j;@QrQi5D^9+A5m?Sz_CFRs|bD%Vg9>iV?}i<5@?%S=(X7{gkqT
z1H}|Zz#MT%WDx!Y`LaZ;mAEKg)R_4S*en|qY*jKKVM84<2})%YJBIvB>X6)YLNAcF
z_{UiKuwZ4fBr=JMISO!H#3_e!?mHWH=p(LQH%aI5UOU2i!9icV_MhZ^p7?SbN|9RP
z?0+Ny$H`vYQ?3+Cc+!JCQv2>}-*V~Ha{^q3kG!Z>VyKk)y4auzy0Y`L53<_AD7~k)
zn>Kd@3?yBRVxQ*hpV~}*gFJ-h*CT?qr(ab~**qDr7n&Z%MB~GDPsDCI6Xx3H=NEEW
z9N&`wdmQDKp}CLxmIhUJeLy42UV@3pjy+|p;Qm)mv(P0xQ*y83;$+;ag$Ni$8G)|V
zY2SBg;8CzN@e(O5xB_M@erY}O_o9Xtm<nUoJv2OMMveVe^d_f-WEj5Y*G)(`GS6ks
zg}DSm)Y;FkTTxP1uf{j7BX2f#K*A>@psbG8+6q1^ed$OiWMI{kmhU$2hmQfiDJ_+6
z@^*3Ky7GJOfb#0-i}kDQ@wSl#vp?xvv2lK1l$=u9F**A@L6bPJCWu27E#uE_QG3Z!
zUCv316E&q5u0gq7u-aRalKOBj=3&_2mlrN0SmYEbCcLogq@yp*h8EZFuE~1{#on>%
zq5%&=dc|Fo=ZO-Sl)<^q(#l;6e@7L#*~Zxp=)i|mks1EOdH@I27*h#B)x4Nm6-B_Y
zx^3U2lfMVfh`lQ-7y`d!>fG^K&Fp5qRNTZeCG<bkv_mNhB6*G)BxvFg(>ZpCnR-^x
zwDN+;j9GEjDJ6Q$s9#3Ru)ne!tA2&~&T3gAawqgw+elWsFSh1St)xq5<(n|>X<)kO
zg*{L_OojMDbVbkb$%m4k4exKe#Ag~F*D@(!0ru9P`gJU@DyC*d<aPDLvqr)})2%Ni
z-;GBO5UlU;4(2}PcDWwUkx#|!Yb;!Il>7U{CH9Q?KHax9&?p^m*O5tJWOp5MEoMJF
zD;!>g8*%)WTYGs~g`A*lBq?RZ$iZMp8evJWwr+|VK?^5EA;oS&L|STaqXqZWTq@#a
zEBYF%y-d|dtG#40ZJ&6pKruv3(l)SR3h5Ta1sY@$f3dq*_6}S-;7bwzqi)_b?99L%
zbt%S_BDCNqy)VU2TH9@5byTuF8;h-SmKlj52QGovM%Q%*m({@f_=dB_#XeQst7uIv
zyp<kUdBf}U(7>?!q9gVMaVGo>(Yc+SI>09A(y)mD2%1#fU?Eb1e~lDkgMI;Mt>oQq
zzfgRCN<sn*E9>JsU2O)&mXV|+9G~vssHmuU=if*^fY${3i%k4Ia9Vk^^{=ZIAPs{g
z$Ujgn#bUinVFf8FAz6#qPXYbC9QVh208P;mlCx5H-i4U3l9H12*RME26Ey-(_lXiR
z`wAyfHPqi{rj{_pyfv0@cD&~2xhOpao1Qmr27G!KRY}XY4sgX5&%^tFhh{ujOnl*8
zBP0Xu`p)55ih)W{#Jy}j9DNT#<IxMKil)i5{_umI9q;+|OaBubcq9t&P*WJZxn!MY
z?IsfQ6JD<0BeS$T#vlQ@B|ckyWBm5rDte)OGw)){#}zYJ@C9|z?g4Hp`Y7fFVe+r7
z35ARGTM6aL#ehr%hBGUH59F0vM@J_vdrDzYUIE1-K9|ZdWQ7tEB9X3zv1{!+ao`9r
zUczh8S&r<VHYJt`tc(|~tI*9$`;=&qrnKt&Qce$&oF{mlsu4j7PA9D-Puk=VbwcQh
zK*ai)zT{!(dCmrk@fh7*B!M)k00T{w{o|i|w|cO^0q=&EFF4q&qD##;auj|X`<J!m
z#<D-olH;eDxj=sHkt&O9y~*IVFjT3_QynhX0?J<3K{Z;%*m4Y^pz5MrxNiZ?ubf`e
zOsDd&TDS26u&acZ3HIDX5iV(VZ|m})j7}5R);jK4zZ7WNtM&tZjK(A3rxqeWh>o8T
zU6@<c3Af$XJjY#Z*Df7X2NL?V_V@d3HT{ha4-q*EEWcY5x`@HJRKKoJ;Yn^IQkTJ4
zU#p^`_UUw=Ic?xYDArLAdd5`f4cl@uW1mYN0&zw9Y0puQm>-EmcEY=kl+NhEjvLvJ
z&pBw$OuG>-EgTC=d6VzyAE)@qJ$0F!E#X^;zFn7oP<%zVbuB%@_>>7r5t0O>U=QQ@
z80c(#QA!-cIipBQ9J<y1ySpnOWPeTvjG8#zlg-ZmpivMYL$YCsyz8S$>>=@Mf_spk
zuFCRr{|eJ?BG;b*vd1gC^J^AFz%dr;d=L@L*1NxRR8ndurR5>8>_qBf23?W9udr3k
zm-sn>Z=>S&km8_pm;&<i6N2t{N2I>s&&(gLxCW#>uyV>Pq5d6PhcowdMyzPzo#)4&
z{n<K9s3(aoo{<nGGPc3i<RSm7M|*o&57X=OB?q;Gj26baGj<{>BA4RP1Jm$(MZnjc
zk>(O85nVX2sc`X*k^24MKuf?GdZ!2h6zUVA184XCSWAh8wODFN`<#!W|F1Yy4WThO
z-6{wNR*xe551u7SH+_yp{b4C7Z5T6nUDwQ<=T}1kPkZhNgB>H9?pZa08m{@lpEIQ_
z48;N4sEAvX3@~28rujv+INx3*O_!M&`e0QEOfZ@Gvy?Eir+fyXSbgwf#LlHSXa30R
z(Z7b$4?d!~m+KLu?+2}tL7LQImygM(HAr=B_Z+8&HrGoDzjYP%E{Y<TOXvnvwI@ay
zdU&<Uf!w^17eQ0vQj#!ccY9T|dmv|OJmZeYZ~4_xe^<?{+jM<1N2S^i`$#iI?0ivr
z(TabV)&RCLCvKS}&=RJ+H?iI!Un!e+95u71KGy_5txtR*NUwdBWnmvBVpFR(CbB<P
ze4-|}cd)vA=CrewM?YINFDs|#p&3813%JaeKzPc85K%nlU0}QL1|_^jenG(djd4nr
z8(>B82!#no6WrbHI$kLB)Ct~9Mij~LdnZQ@T^YCx&Ozjws6@nq`w{YzgsLmVTyZ=l
zRIRZ&DPGe+vL5B6ygBWEd;dOGWg#@JbM{tmW!Ybxe(yon3{R5pQEU<MZ3hF|`Uc%R
zKZe=$x}|ekt{`BifY{u4LHS&}7Ho;?e|A&4A@2NxF{Um7!bhBXWI2;^s#wu)23AE6
zEPHQr<%Op<9yuxQo6GV<fPCrfPGG5{bCoWHH!iXx#$pYZ{;(eLoMp#LXsjzmApC`{
zdrh(EOQ}VFN-6cvp)lQ8w&{7_YQGynDJ5}~BAs1FH==DJX{>gVY$cfHCjz8P1v3K6
zFi#@I*YRaR2A@KKdty)%&){8!!?+Sd{~9XImr|>K%_HiYdlz9vmi{{2rytnn<N!k;
zTZExV>>I#n!L!+P{nR&(&~j+SB$^Y)(y7Q=Xk*_B)AR@5JA1ANZ!;5h(}{iC30>2-
z>6bzY>S7W04)OQeXgpe6qr@QLk4{`F3+v%8ElJJlsu5UXsNgfQW%%tO)s{wc+8I;{
zT8y9<fGMC9vD&j|UB%qk6hM^cGOe3OtT!>BrKBQIg4GaErZ`BY#1RNUWZy6rXa(om
zy>CcMq`&w&f;T3EE30rd!l19dx1~`~G+<w!AM6mjsu2oy(9|M2t`EG_wzk00W3~ks
zEpYzzb|aQ=;QB*157_MURi{w*vYJerY>UbXS%<Og9{0#`()^+|j_1~Zb8K82ZF56x
zjK@zP2_2-e%ldSr!q@r!%u}9X+-neOyA7-5dwm2scQ*CZA#NZFpoeoEaGW{}vxQ6@
zx(JBfxH)@qXh7nk!@QUeDX3No?|1r2e>6=Gd;vW+lJVH_(sS4?6T%40b@AB^pBZiD
zn6!DFYvBd@U@72%0@kByA0_yU1B#pZu5Xypcps~Oco%U=t6IcUteB>clPXE#Y!8jK
zEI+mW+{pn|AN2Gp6Gh{;hK`i<wr?Q)6rO%hDdDA&?1m+X-UzTU-BQVh$6zzO<#J6C
zeS+(dimKa?bvd9kLL9g3Z~drluGxY!qJ$TEMg-s<t~_Zd_CwEV;8=eej;62S?|zRi
zhA{tlvW1G?8XXF1fV^UxHU+gz@ly&?1Rrw`M-AgG^eM+d?DF^?)jD_|*?W)%-6<Y1
zv%5qFkw7063I+bgzx!2)K+?M?fw1F-$@<k)FH>NZV0&xO;hHBeWG?S<4SnXL15w%-
za*btph`;-v!S1`MqmK^PFt(^IId)5(u+&pK7DDnjqRaeYuRl10qLH>Kh}@nuUCl4A
zjtTN!YeX<!1Qq_6i4O*9WVR>7kWR(DcH3Zn)nAI7@{SxrhB-S7qb+sgdN_Q>cc=I>
z{O*x`+@lb$HyI=<LW&IgsADuYHB(Y*_4z@|_Csptji5F2ZH>Dko0pQ}t?u0!G2{l&
zdaeOn!^%LPgz^~BR8eoQ);nn{nErx9!}BLAe35<v%FnwtusXr?orup6h9|cS^5G%q
z4Ag#m{-2WpjD6u_H4W%Sx4JL9#1M3aYUetR-NC?<m4_>*_Y}C{Ff($DM6qe0C_R<O
zc=ncV?D$Yx4~MPxQX!1H73!N4F(*Smg=b?vV!?xv5s-`DT#tZQCPe6d1~4mGKSi0D
z{<8ahdnf@7<7!6q3StvZ+PUnEMuIBE3H9UXuC0a(&j^A}n*^AXRFxB$txpvaX~Pnp
z7|H3-H>9nd4b*tF)KK0Tq1ATa#~B2>*~9&m?ls8Vq4>s1gKd;p7}$~8w-P}cK&<W{
zuiE(U&>)qbv)g|Z^JacNxGS04Wl3X3Eze+n4>EhrC}&t$<%f1#2!n^VsA(J+%_2X)
zx8z~4#L?}6LycHACl;EF%EGg_qi0O)&7JHc++kxH*);clM!F=R(;eEHu|!nCipb#8
z!QkVH1sp&h>1X#i7nrQ!>~#&odEhO_x6>j7czq~td%#*HMR4*>+<@S;fon!wlW3*^
zC6tbCh>^YcxgnwD8;|E*mE_)rmil^h@Xq?t^z@wMrtP^C|5k^UO17Hsyd=@#^WPo3
zKM!KOW#<F=e>FG*&!d0nJ_?6NgATutP%JewWko%W>&^EUcIPOeJ&Clmp^l9#&0_V=
z>w88<ghdEdKsr=3b^Jyv1V8BBLVY-`xLk9xRX8}mdqK>+eji+|AL`MD+P8Ov{-8)0
zm7VQXw?o3ib2|9YVHM}WgUi>HkHPNBUw`9d54!nf61Gu86mVZ9d9|U1y%8O}1^nXq
zImzFL?%<}?Oz3r-qi%{4yg(NXx{hp7pF90m7KQb&N3g)tebF&t;($<M{EVJj#8bRO
z%hVeE@^54ofv(RA>K`o6g?$$?f0Q5x(QOX>DmeV@NGwFm>aoKA)Ct+;)9Mm{X+Zm{
z;&mVlYpZxO-xZ#4AaLCCS_en>c8y6`=aBm?2cb@8$B>N|e`Ke3chBcVDATn<e4+z?
ze$(sSm@DriHO1qkz*6p~rgtr4op~2w9~l`$P`O;s#fK&c8s+w992&-4mz$xB5(deg
z!9?bzRl!Av{q@P=4D}0R*(O)5eo(@6%#y4&HaCllgZB#yB~~^AR6<oElg!LP4Z-lj
z-0_<whCT`?QisRA5@s(AMGZJajEtY8G*hxLQ)kvAzvAHhSe)-ihw{1nwwbK|<N2IX
zU3wtrNfGFsj*|b9dx)TjX1nDhc^lhM&_OcU_tZg9l6!mUyBN^-+l@}7XF=S`8RhtI
z;YoW#V{}#--7_D#&lpQ{ybC%(z;PRzA+sgI8CbuI@-{Z+v=H;`kC2K$^F#y8b727q
z)gG<fSaqqSqeaX5!CCu(wZC@lqZ3D|C?!<qB=%#XwWM$%{$%lW3j)u*TVD_U8pqft
zky>;+fpoIMMhs9<()1P*eEP9NCuMFh;W+j~qQTs!exPaPgQaDkk~o40w|X9`4Sw~+
zN_O@<cAu&~%(YWtfO!n3#*PIud8FIm9!C_{&5bCLGm4<KO>g?Ds{7eH<_*PX<4XV6
zL#E>xzPwj0dvIonNdMfc=y8umk;tl7<2xM8ml^eWQd01ZbZ<LeJNn%o^UXE8WNZon
zH?hoL>q3=v3%R+a^@7I5W9^Q^=LM0WIja^v6Gp|&$$^;fa~N0N?_S!{;!wS0@(N4g
zt<<2}KkjCuT|eoNL#CWywT{TAbwZg{D2RHbO(-*EcC2CJs$KRbfUM@QZ$rz3a(zNt
z%9PS9e6b1%8M@*UJi__m_uP;&P)?Vr?k9~IwLh19O+_=U9x3-nP3-tb2-mQ44BQ%*
z@+}=UkjGt#sG{(=GQ<7O`s8?K)YwK(L6U4}piZ)R#n#t%3||q(+WRpqVW_ROSdZXI
ziyXoVxT#r@+#|P~tgZEC=QXm4&g0tdQ7r4^F-wH4`d7>A@={wO-@)@HsDz2k0;9tL
zhdzL<3X}$-2y?hn?P6ator-7pp+L|t%z@$$z~4IAix`FQ9*dIaXq2A(4f;T_dgx!Z
zNM|<x?{i8?sa=oSWDo}$=<y)LdUPYXO!Kp`fHu(bzz5qiMrBUd@KNcSLiF=semX$>
z_H_8!M4iW|$h^w5q|&cv(f#4Ug~f?$-u(B$Uc2R~hgP_A59GR}CEvsddUCiQRyjNR
zT{(>qz$~xj1mva}*GI9bzF_!veDlI|Z!?@rR#l(3Dp({RA6(5~D2lDsdkUX7<e2RX
z5f<=0Q5fW<tEhJ){^5B7yC0Tn7IvEKySTM5t&ZJcC=&We_O#Gr;3MV7EAS-m2QVA%
z5UfPXABg8;>btL@UsZ#gwFsMB*-@YtP0r-dbkD;FC1-f?T>fJ4u%Kd8dg+ge)l~Mc
zF4=&s&Aa7ibO?y?s`rfYQY6+l2bfrFrzE}e8{J@RFuV`RHxko?iK-ezh?-r9?#hRy
z@acbJOq!A}tC&#E%d8^)?KA-7G2>vV-S8}=k%9HWX)37bi+(}Vd$_U?u|`A@y4ipL
z;YK~2fs#<`?3$O68m`&FvY9;mq%MGyZl)JG`XtAv7a2Yrqu`l&fl@zEcCCHMhS$BK
z?rZ8}rm8PIwM079LgtCA?ZN&zHsllcTO5tfGiIfbjdypH%$XIazbfBKDKq<7U7g&!
zJu#rtZnVma`m?4qj3RDpGqz^97oKAcOFKdrs^A2Mcg9eaJ;sV`Q>dK+R=K;(vMhaJ
zs;iO-<5w;th0hrKKfgRIrki+LEkregXuy?WiUT$W#8$@bw<YLaH%{m|tlf>CKv~iM
zWXrAyw_8IOYwTmccjYfQoCmsmd^;Ti@`hX_B8Rc7qJ}`wm;~C1<CtM}K9b$vr80}|
zMTkSYW$wctc%Y1<49CvSUSm3jo5^eMPtsbDpAW;s!y}*0iFDC^je3#$)hA_jRp;UH
zk(`;ia_3#?&5aX;_5Y^K8+Q9bHUGS#nEWLW@{c$_c7lS!CtjT++76RN_4xRxx`g5B
z>1hs4EOW@n#3bSADQGsHIuo}p9sgLR*YbI6<~5CqYWo~uj}^i2$S6`F`R=~_HXX|;
zEDQpu_q$<TUH^(ev<avVnA=?=yDC|94CQ^lLv=abs+&^a6eS}AlIRTmVb#B6EjGO@
z;kP1>$XzSRY<xdDC1di5Ku&)&J^RA6>IqZr4W^Z4Jh7PFI&l2_>6!W!>zPK0Fgh>K
zfl2?B7<?@^v$h3OtW*(_gu^p3InETzApZ6$bafpwc6BsMtaWqLba`1bWEY~@H#L>?
zDnwh1I1~*k?7BydHBfK)acA{`cvVx!+n3teiTRE47r(H_+R+YBUHC@5dPZGd@fyZm
zx<RUq_}gt{EKlb9cX=?kq>2qkGH6WF+Xf559LRf>hfpEW_GF^L{Us^4BA1|U%4FI~
z!HM$_)mqcw9E#M@mOKJhb_jdv8%PhynIEgTk7F|U!P=MD>F3ARgn&vuVxR#SBpm+6
zg|mC)(aVrphi;UCod4lj;MQeuSFDk)%)I+|c0wFz(RZ^dn72U?Q6rC-kR#%_U=*l9
zMY;kSj<$j<_(1oy6XPueuS1~r?Zby>V`KAE8~bq4g5Yx~31KbdN0}BH^7H6n?(<d{
zY#(vVUzg^K=OcyEu3x&?zPaqQBJ!vWV)mw#$)vKmJ)RxEKG=hI-f4wp>T3@;$53bg
zVET>7(KO`Jp502F{;K!nPn6toSfzy^{R*7A5xZeJT3z)mn7e~GyqIqsKlK(4y!;uf
zliS|)Yox0(?+1e<&bkNCX;a|BoXM6@b=VHpwCn|H=K9dC-RGX`udn@uwdz@s=D0V-
zEu68Ob39+e@yuc{5q_1Z3Ow*UQB{Vt6GDD)p$#mY-5Q3<ML_=<b0nPF^-jKN-Sa6R
z@A{3=advC(pvZb;ukvCS86k-L-of<H*za#T4U<U1NK%g?8ZGEPAZhq2_3I{CVZiTJ
zv-U@;_Z^E8C1IU+PtAY>-Gf#Htp;-T@BGQ`l@QgEIy*88kln*fkTHOq>0vA)hNwp`
zt0V|yN#7nhb7SBrirkIPj^xLMQlVKH^&wBer10QV?9x+yGI=nUI0k*+fc35>PtTTY
zD3)3W5K08Bb)WYiwYL0M3MR`k3@N4y+Mo=O?t@~2YK)8P3*z}tpBqB??<SnMW~MaI
z@cKM~J9I#07FTkt`f%{O86d4~_ur7zU{W_?(Y7R#d?E0b+Z)X(59@4nZw5;#J%pYs
z;bKNdC<eV>9*r6~%lx$+kXt1M28TucFreDf3B{Ug9{}$;O-HVDiC_X|NIy4XK;9CO
z^^i*v{L#8@wvj$;N#_YIZvnJNu71Utfw0>18caCx?;2dPDY?0Db*v_{Rtm6$H-TY{
ztnNKS>imE9MI8uMr-SM92Gk_wkG~Bb{gFkb-BJz3O6Z_ErCQ-PA3RmFpm<C_v|{d0
z()8j#Eua;{S^X==9ZW|NA&wRiyEP5%BToDg&B-?j^<Z_l%r2fGAfO8O7161?HxT+}
zOg5l0nr5Fj!_d#_UTHNh-p(cz5c^jARFCuz#=T*m?z!+f#Tmmh2TZa(JX7^TyLFG$
zUj<NUQduz&<AE1r$;d%vb^g7h4ayDA;y|IOwAN+jrSwV9BKknogjO8WVh^cU^k4S*
zkrQ9oB&JYS(e5M%!jGc3Z+NX?&dT%C@(I+}gz4W3N~5#j`EPuJbq}wb0#<35x)LWE
zBxg|#&hv;fW6dK9hy$<c1Nzv{3|rAWC6@plb5Cfpo0}&&_#|W7j;cG%Pq7B`2mf#d
zHGeFxn^;LuLO>?lo0#wuB<a0?zCt@-S&7y$&_m}cck&7Hdsz%<(VUUrxo;Aw@8`m>
zL`&O}kyFx1Fm|y^-qlF(y5GusRgux3IuGkyA`>H%!hY1?bS?oj@5llhtA?A)J6yP@
zOpf?zWLCP!|0Q_I+U3xBB3QvGV3zo<xf4S4NLOuBRGcreW9*MJ)%H1LO7Vy_od@!S
zHc52u!fy9-M1Sw}ZUjbxfB7wT&JPfHu%ISRL)9*r>|R9Xw+*R2Ho8A-3;DQbyA0oJ
z)$m}z;h=DiSgfK8c#d*>Kc?$L_pn8MHWmcS5lyd6AQo$&`X(XanP+NiF@8leQF-`P
zc^{{*Hv~-4yJuYZ+2?wWZ@$Eh6Gs7D2nm<3cL<lidAf6z0zN5Iq$($^ehz^IVBTKJ
zh}1&jTZbCc@S+`aZ@E0Ana<E)I^++9WXQtGq9YQ-B^`&w^Y{u9pcK8S1VYq3e)H|-
z5vlqJG&Pe3kHQwxd5|cLvGx0%pgsSM18Kx;R!Q;RK8mKjlFiVb=w43p+!s9eg%pVJ
zIz>i&vcP%Rwx$`iBK&4m7V#aLsTRxyI=rk88lhZQQP+quUArLbD!}a!nm8KqGI}#h
zQrBJg=8e9#^S&vb_e$<0@!hk7pWV6+xBBF><BXj+-!rHeYBA+*G{VHvoUVz`rw@2C
z$CwISkayLib_mJaTlOJpg=O)i!Ew#*sOn>FYP-U$1T}Cj_pOZ}J}09T-CG<iC&`aL
z_+Q&&8W^~TF&;#2Y6+Le)I+`lX27SR*hk$Tin(KOPkfbLQ<h@&wZwUB^1+&dk{5H6
zA=Qs_wI>r_HI)rELj7JfcpKcXVJX(+7MuWONc^Ymx}jRU0OA_5s&`(jj(30C`VA7l
za5Gw47l};~-{s|^qTuc|;C(gxfAapHiewTNR><6o>N(8~a6+67wL{C$xOstb>&dt+
z`U9j~JlnQvly`*Jv`;bf7)FI+jExH#+jYqf&6buFy~7{<R>4r^SPHi)>+AksTTJP!
zEv1xlQBmENyHz9R#9YMd)QMvOm$R%!t<0~He)cOhGmAM;s*aTdo#_qH`&vnA;c#gK
zP6kqnifDCg{UO|t>m&bw;vCa&@0V~c#D-R(zusg0u$yP%#C0H|eE-p=K(R{p*^}rt
zx6Ml!kKaYZoPnWm#Je<t2aqn`oF8x^O$!(i)H6>^$LfY=+M)fK39obj+dMy#pZ*oD
zedT7!6S=tH^WW+d@#~C&i~Km?qUGk!t#D4%a)kxk^+w20cWrOISp4NhZT)QrHOqgx
z7h7Dj9l^^Ad3Q^xTPfcxR|?4NWdwe{helR|t@w%7x`<2HlI_a@{Kvqlqcakf6P6$G
z!IR~K9`UrEendq=$`6ax5c7&yVXsGfIw4Q!bljpEU3NSjjs21+MN#m>56+0uoHIj8
zXF}cc^h&a5@itRZ(Y3|*3Im0lkBr|RpQ5cenJ3KsQ<EFubQsE1h%&w;yf93G5)wdC
zyBQh1cXMv)-uh0^B++Q%j^wVYO^qFuiKyU3Z}Gh~7HV+i3{!meGeOEb$r{g{uTOI)
z<KFbzM|La{BQfBS?47^@kwzmgQ|fRXoj>`7L0<d&oZ2z5bL&hqM7*jQ=|75VF+|eF
z*1Am~U(79gb60iL8ykCN#bE;Apqbb>1EZlm%6F$_%+oV^zR{N=Ag6aH@!G<tOWfw{
z7y@g<N_o@l>z^7uJv39=NlL4<W)hN+S#dp~WoDeFfP#a<H9r%f-HPqqHMzzBtb<tQ
z8Pu%dVsTH|(oChHEm4G_Czta%J`%$iw1oFF7s12DJLdjym`FG=edaboi46^ZGFlz5
zn;N=x#fjE#nZB_Qrd;ccG}9^Q$YJH_5Y~uycMa;yFZ#2dj4IDALL+mbM9wV^S^Kqv
z)XGG(QhPP>M1&I$WB3JMY88q^G%jzX@xorU@czy3!xQB<uv&EHL_2MAUD`&Zz2z;s
zMTWNipxGv7*l8aBqy`1|^$_`uuu?A-Yh28IusL)3GU5*PQXbKsO<*0S)lBkdy|hyl
z(y)oN!L|%CBQ4~`&5@z?2<=ODj6X{U>uj;#H)L=YcfX1uj2hS}BaxQpfBIfMi2dU(
zul5~naBH_LSy>37QMK&w(%j%k?qsSDE1H*L3LwQozHm?9?jyn7=mZjCK}nl!v#OsH
zJ8o!cTxe;HKZM2G_r+Fw<=Aa{CSWm?8Vt`iJjXkzERl_YArDOG038nbi(le4AeA1K
z2zyl?z{&>WDS3vc$$QGS1M=wva^aIH((F9UYaX7Nb$VG&SAhH&rc(9SMVYzoPI8f_
z+AQoqasRU(!3h-U46owDqs4co&V-O97PGwiTmr?XRjrjNc)M`!>D?%#66;<tCFUn6
zWGW-*VV#;M5p1k(yo_8xI}K#Eim1Qyh-g@8Um_o#i9h^ss1m7=pp6x3w5#0M@)1%x
zy}0N4dU}C|J@OW^NW^ahZE)4QI!BP|@rS&<BJkl>0krx5CbF$}l36I4)Qg=4;6&}`
zc>2CHr>i=kfkpLj{~6AL5lHWo0^;u9yU5EGvR8Y1Ro1wuAKX}vUjeD~dNCz8Wx}A@
zmr=XH(|q7S^vN24uSqN3m$jHaT{}poscyWIdI--gD4&xBZDLIOh`&|=ZlyPkqACg;
z$!{_@(}+I0LYb*YjQI#h_(?1Mte}PAqaFiN&CMhF!jK?w$xjR+YDe(zVKPyUgxq!l
zhgb3RJt(X|QHN(nz6o-sOPyq<byF)Cv>kU`OCa|%D{oS!r%xCFWX7xZQn>9ujf1$n
zP)WzxF*hn(FMV)HzO0mKl0?YmRz!6fggm<)I?@DPSGu8Zr7vr=>S}~+<57EBp*24o
zFJ(s6GJbjTjSDlQ=+cN@u6ACQ>#bf`X8MXi6?RdR!i;N*Yb*+QAEw*b1h#Phz1o+f
zb@YtW4}Ux|>e6T~Bp0sdl2qYv_2&cR*d>HRF{DG~)twB^57;t;Z65b5US9VbuACUt
z8~XNwJqds{>1?!#2z-bR(bX(qhgujP9}jJ3XP26qIxQjS;E+WD=zh#GGvnegZf<Wa
z?&__BZ%S11f9#JF=yiG$1i**6ie|H$zDNDY>+5{7_^rnu?jJ)mTi9!Qc^T2z7|5^}
zbszRpK!;ul36HL#iGe0o0{r|GR8+7$wm*7!Jnl}#e*WZjx!8=VVYAOmtK(=Y4>d{V
zl3|Ac#;a^ri%h5MEo#S`yB={&mn1^&WHeH%<oB+_las*#FnGKPkKcJuD_dPpAtF)f
z7uf5qYJPu22as9cxOsd!!g6Mfm1&ybrYP99b7ptT9|?9EH|r3~_;Tyn*SSd|3~##<
zX}T)&pqiYA$V$!&W=DVMJ}~(c7GjydU9+1<tCpb}mPD=L`;mP?Sba%Zw<W0p_J&X2
zA|0Od4LSW~V;B{LnFD4V5l7z?+`wlvbRdKxV+{4GU3PrB7LxHS=|7aV-%U;Jhh8LM
z%}7+TJcq&%<x|k&pOnT7IiUQ|Q0baJcombeX}j5MN8iiI+C?-eWJ`CaktWi-orf+>
z-}f8PC3qMY=Wk{I6;&}sf1LdQTSQmOtP>;sXMi+`COi4txYOR9^b#IAJ~grOQ+CRB
zsRd%0GMHoa)D4#Fmugi<nMB5~<lI{V*oG`%{IgGpi>>cW9m-v59M=36&0)E+HPV6O
z*F5r3QoQ2v&&mOqCt@D;;DegM9rTI`o2;S_wp^%^H8z>EyL0T=Pn63KjSgeV82*NJ
zZKDaGb<HFGX15_2KOg!jgZArjPFVd%84IulfmC~ur|yVdyz0=toKSJM=?N-bLMB|@
zw(F0S+1(+<biXIGBmti>eeB@+uO5jy!6XsA%7y*x%gk;lW+#bDsECEgX5F4I_p%8f
zK_41VSGy4QFeDFT8W4Ro$tdom?+X9k0#vTsEfZ{}>Uru9zMHShw)=`B>hLWWQ~o0<
zZMpL4Xx_et8;r6EKIOLP&{Oo92(JFc3_c152imZM3{y*9Lw4-Y*D;^d*17S^)k#k_
zFy_#mcJSyD1p11|*`!9SNM4HQoX-xTuaObktM!Q2UD8V+kGhdyBPVkLDMe}JO0W?$
zV$*H5@v9_ew(4z&!_rO?F_z(LyQ*<gs1L`bUwk%76)Ods!HDtasS(6+RU<wBJ_%SZ
zIuQ*9Hchw2S>iP$#909}Qve)cJVZD_E`27Vyjk-Pa^Jj3e$6d^*m@=)zFNM!n?(wZ
zd=rTaH;%!7@4;~e|Neti%2{y%NwggZqB#`haeqG3R{=DTF;_(5!w&yQCAoRA)zw9L
z&^I@iK=byZh9H2^;^*ggL&g9uD=Raig~TcRdBr$m$B*oS8?k-8>_b!0(~F$Rm%cWm
zSz229NAc#AQPkBX`o}Zs@V-4>P+j^Z?3GUQ9On_=qY;0n_Pki7kF2Jq_VD~Xcfaes
zyXy6PN6yNs1Ze-_3x-@jT0W0>LicQOaC<*&BS=U`xav~64M*TIf0mPrP@g3OR;B-X
z>->Lxyd7}34c8`}4meGpabI5WjNNbfWYgSRSX%y_5_v1&BL*z#em)%)*BTF@dOq%@
z-0(Xz&p+LsykVqKec!!Z0u_sd3C17v{`oVR3Uu?4J-D6{DVFgf;;{`(Nx>t=et|&D
zgV|-?33}Wy$;!$eI-kjSq_F7cT~vd*qW}CcOi#QAN@=rLZ^K9)$H%kz?j95%6%`B`
z`Bbu7S1=ESIJnj2e5)%a42zb6jt)^+Sh%LK5kSMJ-p^+|?lErH`!AIj!VbG%p2)~(
z(c|Y(rhW-Xb99c3_+4~9pKrDD{I3%Mu*0&~n(TH)lNfLA(>T7*LQu8$r?Qo<)iE(K
zYuv8Qm<-xe_uC-E!(J4WloqHH(xhI27hP{zU*iy6{%KArV*B|V{I>wN3^top!0*0@
zf`Y=I=G|tia|F%63ouho%2cuayx>QViw@~({U%%Dm*<D8oudO71k}U?v1rAHy1M+X
zguu@-R0)t^RAPqPChwQ0nI1I-1r%Dv%$${FK$_Zrx!q@fw#pSr#B*-vb&n?e;EOt6
zu%5wflQ$AbC6H+nlrV?zAJgrBeEfpDY$YzeeSJ9l?d^A~RyX%xu!COnk8Qh=@!{d_
z*+RLa3t(2hw@|XzVEuC(37}eX=3!h}U(ci&jni};nVj5z$uu!+YG}B6o!HzY0gOV<
z7hn2%dk^Js9i9xokEe4*bpB_4_&@$26wPXbLXq2>8+3H^oXb{n@n9#2B5DlbC!>C>
zG0*3-CKWX`akTMxq5ANie;z3R>`?xvNdEvYzBe*9b^<1JIGo#wjg1xcX>Ds0S5v!M
zaoF74ba=a_I^F6brB%ub3=2bAtOmXH1MUU{|DNstJOc2|5?(PeF@1x%#l^+5=Y^%E
z{O0Cn-7tSDv6xKgFN*tPqochE${HHMEsh7XTT2z%Fv!Rew5?Nb7bT2s@BUBjCZOlR
zuC%P|_(2~8>KZ$d=_So=ZG8&cW!7s(hl7JdL_rw<-mF)N`v;KkKhh&x;vjf$>?q=Y
zznK}nCc7<w5ji1JMB~s45?Ebb)i<cl&lmSuTv!lltQbpSHD0RHpPrxZ2b?H#i;C`+
zfx-N!A^#b^|F7c&hl|I*oSvP%)jlJ^`bTdO5fQbucjo5$y#fyGUQB$uZ<{}NPyo@&
z_RIa2G$6~)%Bg=7`2RCopV-(AA39oFfttUSrRAZLm)FZs{Ph4Hh>V^d2^AIfp9y_d
zPQjb*f1&<=5Li1t9~^qK)6xil6)yJIuZ^PyQ&Uqw9Z6+>VXxKZ!u-PL`S9bTh<E0F
z`klwp{Ji1Y>&uO+oSdBC%gx*aNW3yCGiVry;y21z1m)*|y?deTzS(sN`aNZiMsaOw
zLnFjOm2^#%gjT^l9ACl9hRScM>G|!@_!fEcL+~^xqjTbERVea0$VoJ$3YB_7ocoNG
zi0a-6U;s{-1Do=+x^!AFwY*N^67J|cb5c1BPDuzmGvi)N1T;~q`T>Jdr(Y%5+0d|f
z-99c+Yyz5Q0&X;+`dcC7wPd$edu0c3iAmfb4gEEp)9;R6A}Um(-CLmNc4w4U`^(|%
zt17&j$3Ize&$>a&lsP+#2E)bUmoY=5;`P^(N@$mG2Elw8U1e5{EC@Gps(B&<fab*O
zkmNaK6KT69KGNvy$tEa`O&b=hyG&bFsXx|#aHauplEPV{6>EG8R(K)+z{ECWOJ8y;
zM(}BR`3pyiO-tqi!g6F=OiOrt!)zPCyGuum`Ur(^I&9+;s_76}T?G6+MkQfQcxik*
zhNcgDxOZ&hY6b+OOdrYQ$9&l>E`I=+lfmYrFYI1p06&j3r--^O!MxB%<??=Zd^cWE
zg%N)9>mR<Ym}Aq&xsX?_gTIKC*n3AgBO6fsG3>eWIvpRA_-QaknUcyw;5DU7sOjD0
z-#e(3Z5Y5Kr<%|=i6pP^GHex#LtbPv#ghqEdkYLk_@`@BTYu#_kyfX5fW0;fK8)Vo
z<1xDGF>y7jJwYZ4ny<Szd@>w7XbYcK1s1y!J5b9`@d*^H3Zp0Hn>5Q!-iop+9gLwl
zD-H8ZK=As{s^C;n2muX_tS2`<{nFINCmMAI6@*|HwwZGEe_#_=EfxDag9x`c(o1el
z1@siFuDH+C=%{~3$BT~ve6YjLGDjCN0Cn^=P$JKpvg7%AJKe58L_F|lB$14oRia8t
zXnT8m)APF`p!2~fqQk8&krywZ=Y5Q`YIb`1Dpr!sa4dQA&$#FFH@W{_m%%qCuRzyt
z)wJs2)?9Bg&A0Cm??PsqAL-EijzW?&-@S7kAELZ`nvzYZUR*+NsvM*&`NLC~wB5La
zj94ZD)N<(Tx^3$05gGW3>M7Q_NkeiRUiArI>)7$5B$cl&Mj3r`xowfNC6&*R3URg@
z@62J77^(r+(9}pZOQC;xM)x?SGL5S>Eg9RD=HAGCMu8{sO=@J06m@h&0ke6egmMz*
zbN-J=haoCe_=p1x^|JQb$Hoz@y%?EbV~o_o-Pb=i(Ejg}%!{>RG`)4_2?M&<y66;M
ze|fVqE*KP=;y=8HzIe@BXBQMw0OEY(03F})-RQ33r8<xs)Y*?_cRebKDPLO@CT}+`
z)&Utn4(DT&PB5j`Tlzm(uO399bsrAi<q--pOlbQT^2&$R>n@^BIhE@{fx2)#K+HcY
zeXZ&+7l7(H_7O{4pLJI(ec9H~7J(ID;Q9He5iH<;_BTm4SPuj%K*gZsU6eBG{NpT(
z9)fxf1pTrM$Mnhl#=i?+0trm!qgbhFGlw;yJMq^nl5;^0Vntn7(X`$Fi?X+hilgho
zb%VPEcXxMp4{iwrm*DOMch}$^B)Bxe-6goYyGx@D4V?b=IAdS$|Dwm}tEyU6t7^@;
z=6s(wkcara=TajZjIclO`!)^u0$phPuB=_732^|^i|tP;9pt+Ijsvekd;Z%(gTOsi
zHzGpT6!3l|%#d>7WgNMycNqUAjXZq7Z~sZ1?xA2(s*ZZhUu=`)GklK9m>tSbH!DfE
zMI#36&Fv!!#6TvMcZWEMopAC(<tt@Go$i8Fvrf(9BrhLTIg<nkzDLWcT5}}qBzhOI
z^Un|QJFR(4??d{-bkmb6#Rm_qzz^BO1SI~D(xPL^!_{g|_9=;8kiR;e#=MbEWnG^0
zx@D*9n_j7T8aZ|G2MM%WA`?HG)T#>-89QSWnYG^-8m&07R2kLHUr3TLP)5mN+XFm!
z$_wdrJshUp;3SOfg_z1Lg6XMOn25#>zCC<`r6bX{CA<>o4(e_Ac;n{ks67?W_y_qc
zLqJJ864^KMs!OqPaWc-%9M>L@5ccfZA5uzIuK1uj`#75XA7U=ZB43ytM=svI|Fqcw
z;-9i{a2Uc6ch2D;A|~FiD9iU@A%v7M4ZCx5b5EL7RaHp~-q`c6<V}zQ|EKWaR$Kw1
zK!rymk_r5P_?@`y52Ll&LBg8EurSz{*VpSF3|3awik_4~5nf*27i1Ka*F?ql5BBUa
zwom_4z{8O`a5S0231Ln{)@#$jsL#5M)}KX(5<9nh0>wQqRwV20?(YY|pu6w9Z{vV4
z@&936g@icdf7A-Z1e|w18Tmha)&BNvE=>Hp!ryI3I$&aA@;jC5oxQO30{Z_k0Q~>Q
zCH*swR2Xk|b~cmWiA?1R8#$bVk58^A;0@q;skhPLg>iLtRUPvV1L4p7k9RyFB?X($
zenrAKaR9>bo?TjcZ23`ER`yZz@$rH5zebWA1Wcd)^UV3*VqCcY=1Bx1<eB<}mD4~%
zw6X%@PVeN?FGykG;TmrZ=HLH^srrFp&GcVXy8Hh2y3*}041t8lU0m2NEH4i%EZ~Ux
zJ`O^5sczQn>iYWo_db{{l4bZpnw$At-P}wqE$O^ezJDjQcW|f>LxfD|kMFAysDwcA
zw3F5cYpx|y1&II~Qt+lS;IQix>;uPf*W>6ROZ7V=I-}rMYg?P}$UG>q%mtWvxmI_B
z20t|(^xSEgZyIQgyo;ZAY+|OZAp0aE1}=o2xq~`6iBvtmN!~^CZXa~&sLKn=`p*MJ
zebAJ?y~o{8NO`xenq0;#b6Ec9N$AnhS>D~Zc)eLCZ&BCOgTtp+>U>&q%M^9PxqhQ^
zJT!l6GJsUD3p3I%a|%2ple)yNn|!Zv&5mZ}H49FyD+?`cINtJ3EdI5z<f^ib6#s=M
zK;q$;SVXMKcL}R0Z0^6tN!E^gxP`dT*~zhEL-8T3QH~mv-@E{a@mSgl5{t8N8650`
zQ}Xeao*IS-ga_!`tp*njsymWG!Ig5)>u08Su>7!sguj^|x0(ByUw?5-P2<R0J-hoE
zsV_z)ekhC>e>r5Rvm2(+k+#n|fyY2G91?nF#y(dqq3$XA{GRZ#0@lNTZ6owBj3EB$
zZDEHx45zzu(kXV|P<r%@MKCo)>nZlOyc|!iU60_%DrPZ7)WnWT-5^3qP}hqM1(X(l
z(=tDDl(7Mk`>c2nUg7Pfi6Rj!kE6<O-<&@im`~Aeoi8VN4TbEY1A**ECYuFWxqiO>
z_W2jV6d8`A5c!Tyw_2}2AUBDBRoTKe7SQ(Qc2>SM*C63&iSHRw&R^#D-?bjAi;Nm?
zn-lV$t??C#q7hOUY|WQJ=q4@D;cwhY*`B}gRpwN*&EAEGI&vwSGeu|8jo(*Us)f_~
znqUz8?E@C8d@pw_#f(<*VqN@Mo$viW5~jt4vtwXdkdwY@PRD<liqHiW5r+u3(K{em
z(YkY-a<26`Y6yF4LFm-;km}TMa1Z*__(HH2|G7zBIl56sMX0&WvuHa3ZPTPP=Vd3l
zHKF5?`P)}6Hol^aCNe(p<2VZ6cTQ6$ZAwcr$O4F;5g9cy)bPWAWuRDdw)Mm^>??Jy
z5IKG^GT_})3}}}<Gp-pmIY9dPN3n^00^{(6mdzYQ3@<(DciUh({7?RwvRURV`!idF
z0O(i7+1bvta<y<i9T7enKyZRs@@n`b=56`zW^8$uV0ju#{@87wYIpP!+Rv8{MZ+eI
zp~g|_;7tAgs>DG)ce=lQK5Oq?U=drg7J`##0p5-!2*jN`BotrAycW|qy(LAFX1D@O
zV-U6ihc#RXQ$^@J;*bKr#7(A%v<uSV?4%hMahf)J+b?<NY)=^o2ge~LKpa(Oxi&@z
zUYN1oOsi2sNO0~WN2Ml2a;dh-zd=Os;zar(PEN<vOl9zYJSJO(N65Pz9&iHiZOd|}
z@m3jMRz&J^JQcMIM^!loX0y0F$8LG*^Y$zkn(~T}9XPuQ&dpI|oAcQCA|dZa$aeGk
zD*%VP?#I8x*m>XR@tK7XS+BbrUpZPuBFGH*9WN+$<UPM`KzsRB6+u>)oOLd^LIEKi
z>|o{OiezbYG%MK(DJowb>^|Ki*Q5Kf-js%bk`zUX$#Km5wV{A^IWyx1_&JdRRHJ&q
z=zFo8clHsT=v$}E58tJ1NX6RHL&qVX8%H=lWjKN7YGM+!#;<?XDhI)r%J5HdY))Z4
zDNuZoPbXX4FM4D~tH2;%Id+_7nA@K$AG~nedE;_FRj}c`vrNue$h}u?mM@p~D|Ee1
zD1qZ=yVtg1tWF^6(ec!$HR@$oh)XDzrmNkF$iD$qa&qPS-bT~8>D;ghMZZpFybQCL
z*^N1Pa(Nh%7arJzbg;kc`7BNKIy;cI728;<N7WB0OZTm~guM@wT={Xh@pCQdGRwA#
z9}*#zaR~geQs!bf`|eYut{2B=(4U7JFYe)VLI2MO4#UO~%&WR@N+O!Bl|%1w_+1>A
zgjQSUR!;4)q=6-71NvQ@PjCUgF6V{b)vug-B`{j{S>!Pk#!3Mo{5gQnHB8A59oL5)
zlPHYR$HB%~GR;eq)hPzQCts?uDq_yxWw=ygB%d(khaNNjuJ<pQ%LM$@eP8dw9q&;*
zpdTA2zglond2a7mVdi#>M+Nj(u)|kAwwC{ZoG;qF8uGq^|H40a5SWb<cOwFMcDqKB
z&wuLrGr%$aEFoLlF|CTk8167z(|RObE>C<7H4f0lV97lx{q<&go|vrr^u~IC|8-z{
z9ZNqwP9jPC<Iep!_;uw;AJvQ;Z~h6Yd+B*EloGkFpzEH;^P(pbEjGf`Q5W-?w-Hr*
zd!XIWE7{lpCXgM){yUf_#Ao#;V|Us5;#HKap0SAQS$8+K4d$>`O@Xy<gqUrAF3+B)
zrLlix5;c-9KD4;T?{)1(3unnckQgM(OGS#R!}75MbMeZGUXKw=<IbUb_HvV`W_CTR
zTk%0GI0IMK9r(q<L*iOrH@NO@Tw`ScTD*{NNhp(A!nmFtP}By;?521t{}XL2TYu+w
zP54)IO9Io0c<QgLHM+DfzAjoQKFCe=!?Ps*56{<a)O95Ku45WAE70Pi4t|HW!2$3w
zhZ+1WCbDvj2^rdMK#xYi@DK^LiXbS!Yd(2(hUF=+p*kMW7azE34Utmum8Mbj6vB0(
zx&vlMkb{R~j)e|YSaq`v!nRQ=)z?;#<qcJ;&rQQ;({ueF9OMW+f22_tH%E6ran1}=
zdAY^?ozeMDdQnx?@745`!PY?%L&bq*ksl(8K)-I%8b@*IsF1w6D_n#2vl`so?o#kE
znw^sOk@Gej-Ny4eNH=#=C0vwND?;EOcRVSC9f^r1)7$-B9NkolN9uFal`>ovx$F={
zb}*t}#cv#biO}%d!XkL>1h&K<0L|-Fj62qnj}2eNUn(`yho?eo!652Nl%>=yr7vB)
z(bSBx6}EqjlKk}G_=5#3wJYk|DT*tKKNVKn1gA(&vp3wqtl>u=@ubJAqVgOFq!TGk
zjGUQ5#{FW`dN(U{klWVp>kr|q%I{>uMQt|Xw;a{{dhOW%9dOd)OlJ=RHZie_e%s%c
zo4Y=qAykzP;cy)o0o*)DSbQU63+zV2cqB_}r@OhVxbJ>h!W#`tiqg8Sm8lK6mbnH!
zYPYiFB9TI9s-g-q8<5MG{r50+troej&n~?@3m-pZF)Hp3|D~W>zN(yz=l)@*4d}0{
zMu6_1#I3y*D-V9HQg_Mt$VYcl3%~2nnrUv9cnFoD>FmHt%NzCb3lt*R@*#wlC+5M;
zDBPJL6iH3O@bGA54a9G*O9*Xl5+rg(N$xmiAoC|HyvZ+ZDDB(p;{R=95&W_Od%$Lp
z&|Z#!T*vRrOk&Ax9G>3AnysX$0eWRT2z>mbt?#$ttJm{@d?A)8`=E}U7bWke^ZO-X
z@7?6ih`@f!n{X|m*_w?_`d{+Af^lap1SG7q6}~_BRPtWN$BFyo1FVzO>*PfH=4M>>
zR?kKUm35a<%%@rJH}2JM%6X1!E$l4B@OsJPnjYg}(zU}%kVuRaT*j<-ey-uhjl8O~
zRJ2>z7-;Z|6m+=qi<y&8*vs60ie>0lGrE3t6*9+V%-vE$>Q~1Qi46`%j*N+z>dOkD
zha6aM=4OWJp}FrD4#+c*UWu5T0rki~YgjqHX^n8}`D8M4L?mRtU~kV~UFz&moMG@{
zU?qdE6tz9(&@Z+N&^ua;A`*&OFEL~zRrix+0ujFmV;EZ1qiw1_E*0E3Pg!+7#R+`5
zc$6PycM9rhpycaOz3>b$?oTHEsq4m&*08R>Rvu`wb;qXZ>FZ(0Ew-8wwe5uayQK0n
zTe{T5&ndzNdBNLpHP*hDNZS7}bL`Yme6RY{qm3xrMt)EUN7{vr6>zFjtku^R@tjM!
z7}hG9p997#WXwFMA-(dLwoHSz;>_NJ47CV<UbDWMzI*HU*IBR*9?cp)Hw6UJ7)Q`z
z1=QSq7kE=YSf2X~YKri>TGo8b#7x!<dH9FrP_M?nW|mvd$``X%)WbWx;_Ptjs)4pd
zk564$P4@F)Qh?+v=$O`T#!p6srSBz-supz^+8!MsoAe#uB5G=6_Cm3~t|Jj`SYbkm
z>^Ohy(XC2K^n#_lH(lg*<5H<?>e#V_G$7wFX5V73ZQYjscBAG`4O*4km@}X?W@}zg
zA4Y2u4KTA*LM^AVyHTOR<8?M0-!?Cu--bQCaZ)8u`^?jZ=$5Mt=#EV5_hs5#uKiJv
zJ~lXNFg@_1WYDS2PAqC4u!Sp`fSj-9g~D-1F@0zA^&{a)-dyqKQU&N&DQDxreKkcp
zP5)kRWU+_E_QQPB_`88YP!}1W+U-Svs2_f!%lnbQ3!j=O$(OX+$kl+(2h3#MxCfV_
z2PrK`$j)fQzLBFDleOIN$K!WxM7GWl5alfU=8Lx2`&doU{xSu#sE-=Pfa(PfR{}k5
z?8vPcpP@Lh*=VaSBN_g`21!=~Wtx36QixK(`QinHqaXJ0^zW_^scXW${%4SANHvZK
zIhGQ~omnaPZuen}^qRM2d;e{lm$F%RW?k{{1)5db{qxdx3Sb#tm|;m$3du5mzkYcO
zYh=`Y#ctWnMNp^Ti1-qMAg$<M(;4iNs_vnVN&AawcE^D*RIgb-l=)N0&<NoUT4-xp
zAT5G??}yo+Tr?M;?EA__RHJ6K8fEv8<vrIz-%&mvBG)Mx)Jju`DSsz(2XDw){nXG;
zz&zWzYswigUL|9eHrUxWf@Sm)^GdxRh-g;E2v{UQ4R?sR6^DalrVMFIOW*vScO!Ls
z0z`RucsRUoOyUSQp?!RO7+6>a<B9nJCVkK>`pu|czI*{RG`y;f^IJ`kC}(lOB_zba
z06x&Ov$L)3?FZGw-@=}@QjBmYlcvA?C2y;3`@SVO`fNpk9Rpe~0yr2^g!pEf&lk$X
zz1%=!1rner<(DvMNjtFkEaGn^MDVyAB@zo})<4p*#CvdXMWMvpHu4WHUq6Lb#fzO0
zW!K-TW61@0LtzAxprDw8e8~j-aLN7tqO9|Gh3`nH*{}JaQq%iIl$6&18k39<S_8O0
zvq#pAoE^^JY?KE)gO<k$K7d3rhK3m8<c?6G8`t1N0`T*ufq<~y-n84(?IXf=|I!-H
zetsJIgdl-d99$VUrX(KD#Y6p}oY*ipDd_phXF$_9R>vtqh$t#>x?nk?+`)FJYeSEP
z%vLS$-oj%t(~FA~J3zIc6-horn{aNto`MVGbD!tJcK~fYf%#M!Wk4=I3mh=9YB>E{
zoX{&G9<&Mx!3C^vAs&}4k!f|!t;~~%a~<Mcpqlic(iI{d5-r5Nz(<}1OAI~ePsk9W
zl#h+5m`J)@3W$bM@;kN{t%Q;^n!MG0P@x12G5e9(;G^zfzzV*P(4MPj>aL~O(MM`n
zlruSO2Lw%UiW+A`9355%-#e#p3(MYBj!yob8z*Tr=kTYw9!}#lO;=<qjqYFSBA@A2
zw@lo&GkJ@SYXVyvmkgfS`>eK%@}mr(0gBIfwC|*bQ$d$#rHxGS>~`0wV&OZJ(iGEe
z5%#XO0i)4}AQHCkxY`EB2J0YLnlUO<@qpOu4rCwqE<}Vh9%`~0z0ca!icU_ZIz-|1
z6I3DVLC|?cW_jPz2RzO-Ew74h-5^5bS?rhzMhN+`0~{iWONf%~{}r$~(?^Z!n&PE8
zDgG-4<=^4+F0Ye74)Tqa8Q~F$AEG`rDbYO}?Z-FBn197Zor+>!SVm1+{pIl46s4)Y
z+-^fx5MKGf4E4s76Rmy#SY+cHu)1q3uf(WWadDniG0+4Ge!>%ZDiIR+6%)k>(aYr!
z(6F4#2@9-EdSV*KEC(v~4~mIgQYe<9vqhin%=c&@$p1Xs(Rmj-A;4GrLv5DJ971wm
zf9OLt3^A$$Z;0h3#=7}>aj`8$4a<tAF7lgiMY}6MbAE2w!lTbuNTV!-MPd6vX%>d<
zVc^iFAH<1}@>#r!p5*~2RZ>6nJ+BV+GR~c||Ebupge0L8_*DV{0pg(b-Yp|Daep{G
zq(w;3MTdoSj^HWE_MRFhxdnvk=0#&AII)P!kgC2tni2?q`VDl#H+c_^jLJNUH-YRk
zyfdQ|^KZ%b;};qxe(5PSNs8Pni7eI#Z+$3-ZXV7PzDX5@B$bnqT9~(7(<>V`gl9Lq
zpWo{Rt$3$1Z>R~eS+pIMsYv43hC@<LqX@1Q@iVLgS4b0|F%$x4zHN|;VG7S#`0A->
zp}-3e?)}L>^1ds-FG|ftkIDnCQ%|WD?whg61ro=Gsl7+!0sTd+$|mkVuQCb})U(3Z
zlf&JtGcwKKVTdsegsitkoj9qbfSU(#O((MCqXPR-(%X@TX<0o6dv<D^4Gf%_@$rF`
z^<Gib5a;n*9aY?;jnRl2brf@pkkd4Wy18?$alnox8x=ej>4~Y5{paD_fUxI`PKXbi
zlIWmN5=gjhJG_(Wg7gg03MLu7HrjpXM~Tn$$$=(I>#z8zGSbt%rS#Wug1cAgLAAT^
zKkBo08l<=LV4UXA1t2`CU}~5%xf=^g^I?A39}i6H@`@h?+Toz};PaoEAJSA*mLRH?
z0fHR0QuF)D4uutg@;fVcQ&urBXYv!_+hRSBpFa~!$M)41nEP}xKZR?;jsOZ+thb1<
zp451duo>WTa|`j2Yp8TvljCgOPGJLt%JTDQqm+gr@GpKRDQfFa@TK3x3g*AbeVA6b
z%>{@Lv7R#_x15kEs7j0j$Ciq%0Snpz?k?i)G?V;uxC1$Cv_BFGJB3RDv~fr<I-bg1
z$|G$xWjAc_O2&>!F9^#%n!ON?I8bG9H2nDXrpyK09fp#X+4CmW+(jO=LuR?+E<ji;
z)*UvuX%3m2#IdC>z3Y9LYkFtT`<85$ejYjV(!bqZ|IJpdwx+2=>vIpGWFovP4uL26
z>o1Fg5g(g+OW*1Vc%OK%FgjtCv_K!+ybFCr5K5#cS4eX@{CjJ9G+}{p#Ghz3xd>;d
z9OJ9l;bnw<fYm8x>&l7wX@Y{!bgQvZkc51Ifwrf<fHNb?otK>XdWXLZklbuxuSx;z
z7-k02>ZCn5jy`;9xN3FO7H7VAk?3@ZOu!2i*3NR#Sbf|}Gnn`gBU|6PiZ)R*w--u}
z&=_~5c3D@i)c>xG)(AME_3~ancYAOy`^3#B9`q-fPww#$OV0HPJtLj`d)Rkl@m`d-
zp@$O1x82@o?+Ign^!0CXQh**-zRR{y4Q>pI+X-R-PYMQno4YWKR{ovjhuGu2k?~b$
za5DEJ_2b|<02_|I#qEBYW~03TMqgtug$g}aaS+^;0dQD#hJE_mSL&Zk@Gxvjlb;Et
zl;8VXsilGA@VnFfwF63U0(>|43SF){fS`V)bU+mcF**Btf@Iy*NE|*G0M2{oSXh=c
zP~`mZcIJY*(=qOCo|dCn*@n+~+!`v+LP+-Z!RtYHv@jcM5S{6{=0I%Zy*>15;cy+6
z9L&$0r7YmEO+xXkA=|t)lGoRQB)9^adhu!vG4*}_prIhbc6Npl6pTCPk!dJAJrO=T
zJ7PMT<30l=7+-@Lld78N>S0R)+o+Mer+JiQ_2sBbw)FqB?|r|R;?$-FRE!aPx@aO}
zD*+5O1UWL%hM(IGGYK+cN4paMGe;R8eg<qTjXZ$qbs|2Q0BP<x8n7q+8>#h<t?+GA
z{Cyx@<{g62TeeO#1~&3-d;xAqoO?ZOG0ybnKdA{59o@5=4AY4`7F~#MafX;DU~yK)
z(vUljcGyTbm`?1eF{mS-PvJ|zL`83G@@lJSFPs<`)LZ56Q0#{$-LHlTY4CJ6%L{$^
z?Mz`hIJ@jx#F-W2(@#{Wlf8eqTp?~|X7=C3<j$kkFVVP9!*-P7J)TP{QK@NblNSf*
zWiYPr5P2|7>{JEm29GG1dcV|@nYmf(Z!8Z)*u|o$aLi$5JefHmG%8-ie!1sh<3qrn
zI2fUCz#r*79hX(`^+Kw25)XRlFg<bc<G*_HfuEH916)=kQ^J1M+y)aY@)uLwI0vsM
zG!5#?56jQ}bN7J~H5If&wk^V*A!JLDqxK%4Z{_nPjBykVy52Y?@Hp}%0TPA#<a6D>
z`mt>okw#Y41;)e-$^(c65eE_jLd9RyB>(x_d_Q{g>3^MMWcZm>uHN08j|qqI%Q<k_
zR9UPY*U<FBKCyznTlV1bO#nCs-HM7b)Osx@?_u;=^P^L-?lzByh?>tY1iK-F@^uL&
zY$7i~XWB2(sZ*{n{aAQanF#F~t$@Pukt=oE=hJc9{Ac$gUjxWR$>pCr7zdym*&R_^
z4pXHX_8^F=S>3NSL@Y`7gL&_>^SAxcVZ<>u3LYs{nj3sQNJ6HrhAj#>@4IOJ^VYB%
zppPo(Ld9(%>$SOZhg3w#mT^W~0ziV^)me$Hgt6*uzpgv1(DE8+V-Gs~?uAqk<MQ4=
zSMF<?EKFl`cjy$i6(MICU#E1G%??_bHrR5y9{b0vbv&8AKccphY{r%ZnOZZlCHK4!
zxd4pbKmXkZVK%i;7w%snzeYj!l!17Gkf4kw&<53@TQ6+EE4}FK5oV>EpR}9alXA=p
zHrxB&M9hLEw?{W9vMw;Bl2~Kr!8v&3DVJ;xzxJxNmX43mrMT3q)5*>eikyyJ1m%@C
zHVO2O1u^(gO96=lY{#~W4a^$Q7#pQPa0M-U(j`3)pKTrGq(%ndrnX&$M&C2%gWr28
za4uIOvq!DVZESlTK~ml%uTZy8)H8be^j^~gLtk}Mjp9^l(@)CSC1i{Q>F5rq{w5ap
zAMfAY7S*q6^{s5ASlO$N4#ARj?7N$zbyu<vVHtAY&&~98M<{lF*9zK)_w3vUMi1NC
zSF#Tv8@k;uElA2Kaf{V3mx|?Kc&HSd<fo?$_xcaeD`a=!q(PpAsUrax^7QqMsDG{p
zAC6D=c}zmnOg+P<EniD6&l8GT2f}I|xm{9l-N2Q9iJSKc$UpJ-#E1zHg%d-EpmD&4
zNKxM7iEEcRiGNJ*ty+=*UxPPm>*Cd-HXY04FCVeJP&n_-tsUQKvhgRjaT8HEX`f9U
zodopH_NHHlGVdH%>{Z|h@M%bU{W&_IQOuArXV>8+OWRj|X~u9ab76kOA@n%aHQ^T5
zmJUeCV<SkBl#5FI`iO5D+y=R7ux`0>%Zg(g5(&K77(mGxPfAR1U(M`)kJN51_>Oy&
zh+rODzoQIKmG35*lqc4_F)@-!j*Tf^hSIZ?s|wcp*`zC?+h6A)1c~*(^w;o%-t@-E
zu+c5Qnn=1sQN6^h?G0$gwfzcyPR?r_V#adN(CKDf;%S)+YjU>2?(_}~EQYV(`jKwl
z*CirzzmElMrolCz7~&ZeUyrVPH6wy(;1dAzi&An9#oC1bH#H|=tQg*#FtexlSNZ~N
zKh8cfSR%4<x%h8`l@S9kn`q_SacCW#|1iy5#}ux)O|M^Hhxo~k=w_-|N~kBt!C^w&
zOOa)ezxx{^*V0h>y{3p4KMH4Pd#3QI^-jiCQJa=OH-ya4(Shr+lJzwqKaWPDDx}VE
zRgCp(bh4m#4<brJ8D$8Kz7Ubgc$z^RNDTcJ<&`Nw42kDt8&|A=NS~v3^%MI8*Fa8W
zhqqXTltF(Uw1%iR<;oC*sb*n%pN^pL%+h-9Be3vA)DJhD5XK(hSFKd`;LK4&f^v04
zNfo99T>qsW$7wZ>`62QhW>H&&E#Yae24)SP?T3VtA)0)?Yw5CM4EykC4;iIpF8;kY
zcoKn|8L%TMMy2qVj}%{t<H%KLPu`a)fX_fNGF$=%;U&c-xjK}uPq#l&bwt)2s^3ug
zX3yhvP(%#9G}W~4fkY+=mS2goc@W2RB3gT}XG8k-E_j7W%MYh{=wf-$6Lr_!lGdmv
zGdj9<m}wc`nvg8rtZ&g?29-943sKPbQWts8`1W+e$ahGmzU$j;5M^Y_=PUCFi$1=*
zHM>f{qX$Pl4howkrI|o<+T1{TIdq)hJ?1SpSST?qo6)oZXuv(UsxI_RF}W*SD;UlN
zF6v~67Ub|#JA{*;8}p;F1M>cs6B90Md;BgCt&4YVYlU|b%qc3U|1{~)TZR-);7^Us
zsdnqc_Fu~xY6MLTH5@_QN6=6#{``-gZvR&*PR`HA(*+}?Dmgch<~Wn%sl2H8c-bF6
zXr!d2HFW5&b3a-*`S~MTTKL1HhJ@3=q#GL>JEy17n;l+v@BWaEz#Aa2Xqod}bd<(y
zslgGE{1TqrirW5z0#PcM&NFYX;0M~JLpV|>$;`k%L`P3}?+;n0dspt^MO{aJ>;8q^
zDFQMR6?&#_w&9f<Ph;&R9!jC6+^2lvZV+i*WW2<4qv_49XYb>rlVo{SsG<1Hb#wdA
zb(c7zEqs(?RS66yglYpI^2<xdUXGKRr-9qsH>^@Me`INdhp>he+^tN`U-=~7!ob2#
z^x9+7Z$Y&EFM9nWnhG%T;d*B)q_kZEOh{QIdc@XVoz*mS&2rExxk%^18Q_T>i`rOB
z1Q`3DQ*g;`yrV1`+l-m%l!b^58!DfVERo60q0oHrY|Bl(V!%|`re3y$o1`bB>Q<<L
zg<_~R>FWDk_WGQ${SCMIKO_^#^>W@xxPH~)E00COVGwgE{|<>lbUnRwj>{1m7UEL{
zwUXomQw>o^OKsEhSVu&6o*?{L$e(gM+adO+K?m7N)Ur9wb4K4VjQY?-$fqX!RieB&
zcr(LQm|a>1HN9&`F4T;c6U%mYI`P$1Gm5v<{sD8(F^;wFLE?uVEmtgPWI^S)fwQUy
ztzWw4bV_r*)LWvwCSj8wD9k>v1<OLbkBaXGif(NxY+g9mRp!hGazs?M`Sq@sHhj<I
z?S<ccbJ#JjigeHtZEN-xt#bo)U;*r_QR={Ifq`MO0hYS2A;d2NM7@(z8CTVRMj2a9
zrO+)QR6P-ylF)yfi;`67@h%}KY7!Umjf$Ok_ThzO!w}KYPCOLfy-cn!VHyyqW@Wa7
zDIA8;e7Gi=$se``xkqiWo&Zt2ak|$2Ax)$A1$8^rC*IJiKbR0PyRP^mcA5uk)Kuls
za$g(0J%TS5;Nm;nWv_z%nFmXIil@Zc?;aUaWvqWatKnes_VQ4QEFr*Q9ZdhQ-OtR$
zX)IHyA{Uoj=4CwUkKtB=D`|X#E|zvdwk_7)Y9l<va~lZJz)&X6eQyj?YvU*3eUp&U
zH<2l}y~bai!(k(WRZK!F?o==h`OWgr>cY<}=jQ9m<h9}k6Q`Z5e%SFA?Cp1tkv5_B
z^#^cXsK;NZl2bmc=q%BirJp7ApI6Sz*LgGoJJ)0bHwYswraSs&`&5$!Egrl-j(=SE
zZf39vc<8~?CVpu|J(e|hD@W6b$PjJga_8l{rZb2BSh05~p?(m0{7s<tlZgNuQsMo~
zXEZrfEx{ZHr`tE87!`GF*w%a_@Fr<#db0>ItKph}8t}#oI&gPRZiKN5L(m@>(Zg6b
zay@o;u0j#EFvd!ccipSkI+O8?=?Kf)+iJ@zf_88*x97C{nME}*k0VA0ErSY(RM$f5
zNC90ACHP?4dURI*zzcQ6Su)FxWQ<rlnWqR^?wZ_js*GKiZDO*ja}{FfXK~^V`<d+`
zM4;gQ``ue8={st>hVH;=@6x9!c!)B8-JlR%dymk+?o$JJ;`5O?Iytu?(Qg?KOyeS5
z1ohCS{BI*l-w>1>4@??UJ};p+%9ATmZa^qBON+X@{aJrsOPD6M`SKJ-s!h=m1IO}x
z<)(p<{SFjEk>Z|&;lCLoJ7%<-c%yrFM=6B5BC}}I2zrGXDNv8y^Vn?`XwR1k;HNe3
zdrHfAPq}AAt7id1v)2y)lMS2Yg1L^&X70ueIEdr2G={u%>+0G5+wIlKp;=Uwi&@9n
zeAg`jwsknW)uRl#m$}boE2jQd32QxjpW$%E?_fiE+-Iy8h8x;Jg%>OXj?Mx!0|zt#
z<9=bNycaA!GS&WS&RRtBLu7J#YWsq93@K8T3!%xt%AuL9^h}N!GSOTapUjhJqguIE
zB4!8UBb?>EE~lcKeR|3nO@JV5+J_R0rRa71&9TVtzFEj6Iobi3F_7kN90M>ERycLC
zYX;5lE8Qu+iqW;9?D8Pl-AYOlHMDoL<sAUP_W7A<di}R>l(lxqDFbx=ZPmeaKRGg!
zS5Y&-SoNI{4)|tq==(b(_H*sn1&b0ExLO5{ls!ciI!@cnK>Kf3>+O?#CT~B~?f~hD
zP2BqS6;fe>kZ0Z@MlJE$JPEdx!^}Y6Cr3UX@4#GUA3@?BTfZ#b?r4cKkBe_&`DZrp
zI&k#H3?1V38~(%%bRcSQxY3OZ|Hvb5u>dIYS<N2g@^<I_n)d1bu|A|FhtM;C6TYU#
zLBLDehyEZJ%+%QeWCynfkTlXj<9K@j=&>4%&Z2Lk10cs3c(j<7V3_Hzr3RNVyge^A
zc)uQQooo(ZZPi+?w7J6SMC9!46sYkV4`ueTJ-hZ{-rv@T<P>ubC-)-fAGF1HT$?SG
z7$F80(wBu!%eewEn3H+}ShfQGVE8;?p6=XfP?3&aMAg(l*`d58WJD)RKvLiTFl=^5
z5#B=^N$}pk2E_~8i2_(^_t>RfXvg&QZc=i1rBK~>%ZtOI;M-3a4??)k_4Hk;tKr8l
zCr^%Rp;`Uxt&nwqos5-99ozhnRM*iWOs58Qmvv#7jvuAn?x9;M0Q8E?bovjc$9tV(
zP#s?tniZ92PF79SMV;Zxr-r$u3-3I(nqZW+sieU7X2BX9Zjv~T%`E~^NS$|anMexF
z<6<(Mo!wN;Q?O|r<Dp4D5SubLe2u`KP6l$3hT>Kh5^Aq^GxHH;`F!8J^(2h7NL$9v
zwKWks&MG;+|4zh*d%2le=vVZ|KB=tOUw$FlI*(uEHKDw1U(&@0&L)B+yw~g?FQCx6
zdLkw(setXxYg+d|M(NBZ%F^$Iefs60lUM257~(iL>;Dbpq$1$ecZI4^8bj(nb>%b{
zR&4yN?`sMBcl)iJ;C@2{_4@(S1=>;yhbgRV*dKy<A7QGYN!{h`pQC@ljLaq_hsHGM
zX!zY=oWLm}gjSv-?RHzikacwtupWZ9|B&`z^d~poQIK5;h5*B~v!9m@^f9Ih*>8-l
z`7VEo=r)nAma!Exu@XnG2TCseQ@Y6!mp&6x5v7cHzsFTUwP)FPS`JH{&u}sQM@RGS
ziMLs}eZk0}Ha=W{vQ#8+`}xZL4e2&=isFZn?g%d>c^I|rvE;_K8|)BL#k2V%7ti8S
zabn2z0Z>xluP2$zV?K4cs)Fprg@tuRO=MTddHm~><Z2Vc!8;J)jLTIWyv+O3p@FG`
zaRyDQ3qiL>lLv(VW%km@$&QXJ@DE)}MHT4c{dyHJ1v!!LvE%_{P}%<tO8#Kold1=-
zhXV`*!8{NOGJwvB-nt9}UU|cN3Z!rUDcxs>3|OfHkG~Qq8c;`rgd5bGpFWKR2!%zI
z;2caCDz6uv^1L^f<C6rf>3eCooDgJlxvBfVBadN_Mmh$4K+2<@SEx9CfuF*CF^btJ
z;VPWiWl>HsOxb}(P6TTRY0K0aodxF@hgNk(C%xnxNv9YPM|5i@hAVI0j3@`jFV$Ol
z(R-T+>VK~>&#<+UKwD+jHC3UjcHqNBjH}qQoMZ-JZ`AlK!EzxlT#FvE$ow#L&Ed%6
zgOP!9HSehQOqr6NHcX)ePt3<;^dpDkoK9Ee7M}j9bVz2p2;F{`7dIIW`FqYeeDs&7
z_2edTQk>`84x9sw@(f>4P6S{2S+=B(3Yt7I=y2P~MuHp-Dt~b)GOr!)#qQLsF`djz
zpD6!1A02X6y&!iL0zFv!KT}0dA0vkleA!zbXsm4%D^*x7p8Dp22G^4t6fC1pU-r(6
zhvU^bkx#7nY7Y9d-ubj~?@MIWg5egF7z)+gC41qCb|F?a>c~G3hIx+O@zzz(w&2)<
z$Nm_)slYT~r?xt8msb<!ZC*kR&O>uPE(DAC><?f~xbjJ6HX!+-LSlJyX@{^)La>9E
zmye)m-o8RPHGC%0Zgp8aC7#bsMkaAS$w}C$D%}k)&djveLxZ%XAvV=dd)Tix+*SQx
zm;HE=i8H%sfEZQJk{jgLrRpBU2G*<l_uMqxO2MU8Z>+Rx-amW*Ic2hStiP-Sr=g_2
z^8Upl^&2T?Z*C83LNjNtqBwKh_1;2B0v8RQd3p{~zk$lGIgNzOZ_;HvGR7N^vb4g+
zLO6MNLDQh{(Pan5{qul0U#9ix8srB6Zx6{lgc@B5$M3a%!jcWi3%R`P9Q)MBHZ~@|
zEOf6OJBF=)eIPKej!Yi*xxb#yIooHXrYy33e(gVUk8Vrp9^7CoOKH>6LP38>&J@m4
zoX$gBoUF-wr@&wLt1&I2=u`gccRBWGQ=u3)G0fbSiEAGYkeI!*DI&&aAKK5+5#Spa
zD}W$O4hZE@&wqp(q{S#vJaEk5?ZU`B+{EZSt@YP>vk;$85aZvRI$b{OY*~oTJV;?^
zg|)>lp-2lEvtN|M7}g|Y91xuhRLX5I)eb?zP}ppgT??AuJ<CmvW<4P;j^?hMmTlP-
z6GLIdBQW-D^@24GF7<@+@B*emZDjmxdcRyWbbJghY{G9JH~qw9@y)(rK!Tqf2tp`>
z?tPYv#?!RQ9q5+?CjLpPRM)F6?B5E^buYi@mKb;L!EEr0?xLIP)1vZa-E~^A<9Fj+
zTSc@(SSd~n$8?kvA~^4Ns;d}W!;elovq=Et9~o3Ha2M$^W;L<2aY||;_|<D>pJ^^L
z#HA^+_OZyDhY1qR$9F62kvDzj0*!YFYvEvH9`sHUhpiEq)glBUi39(s(<^)N937#_
zL0_Dik53Xay}xF9|JSGu-VTMxxl-j^UAekn&X{#|b$9Mh=bgR0j=K_QVBR6BMrTjY
zbfpO2chK?aF?8^!($Z1_L01|!gH{T!#8`ZGDTsOz(u6$naK3!X7&1IOeBUrdv7BNz
z`Y{gN>4WJ6jxhsTS|Sq?(CzK*IcyggATlX%{XHfbS;FhnH8m5H;??`p)n;*E;Ktv}
z)rQFTcyMaii6z7@3DDH^$D;Y~-+qXNCjg>OWfc9)X4ozh=oHwrT~$;BZMR%Iltd|g
z;t!FIolY+s`Jz=+ROF?nY=kb*fB8)!<ZeB}3-MI)zG^#$w32_KrlyV~<c^^86+>EG
zUCrwT0!!%k;#F9ql-d6L`*~SjRb}dJY`2k$_^1hs)Gdggl~_`(h<Y`2`H2lBxqd$p
zhv3wvZ`&{cxU{koHtJhJAg0|ZQB+%-uq*xMvhRs?E&A_xpx~F0F0o)|;=;pQXqWTF
z0qMa(`i!elD@o`<szIE0drKqu=$p*pqDki9DZdQD!P}($`wt2!4|5cQWr%sLA&w}B
zvNma3V@*}oA0^L#5QWFv>n)n8W`HBQczJPgfn#F$6Mrn|+E=6li}FaS(^nXwIdX3|
zPz0&U9Hm0~(B=AzJ7$()yeSrau?DF((Y~Bek8~OUIIXOEVrOa@1-`mM`#~%(VQWR_
zs^<D@sfh<9@kuYDkqPyVH-#;<j?u9sm6>f|R@+BveWGyV>e^64V|ii`X1XLVow5pf
zpi{YIe8)lxrXDwaR~x=8@_mk8>PAC-H7ce4BeCo5Q)1=G`v<?j*Szm_8YV@O94=;R
zQBYJ+hyrwZc{vYCR7gA(DJ{=wQIPhj;x%tllA_Ob*V6~L8~?xb4y5vH-@DhIyPx^~
zzcx2E+#V+;vRscR7>gu{J0aG9oF%a#V7B4bw1ot)79+><^6-7Y81Nrm#e8Dyjw$8v
z4cac?<pBPLB{0Z5@i~-m&HlGKzKC!+${_rUUglQhHoSi>n)99uC6|(I+v9TytQxTL
zHblx2n@K!;0Vc(&3Ss0|s}BcYU%6FgxLGNSBh|VnGBn?oc=SZh<L2x)iK>#r4a-9i
zJ-1YcMbd^UVXl7+SClqGsNW%%^(-Yz6|}SguDdgD|K&aK@ojGm!TDtuN|cn1sfD^{
zWv1JBqGAw}9_A<ck#*4echcvh$zA8QdqnfZLFyR#)+a?D!RkOC#A}Dd+r9!uhHA%?
zT)y7{^{CQ*IN+j0M#o!`YNy@x0nHwP=TmSIQ#n|BF9m0<xP{Y^wsK4P;gbAct{M?V
zAh4_2IQzwo=Lo}1LTCMv`v>A>%7I@4eWIFmos&S#8h_Oz(o)_O{l6vz{``7PJ%r2M
z$X91Q7jpBbVfPg>?Y?-ev9uA!E4kJ`R1`5cmu);#@SXcOj-51fdxT{)X`WN<3Scu+
z+=!Kv@mE=5|BY|Az4_`I+prlhv(7@8@%6_kpT8PV*M)||($6a<fB!yxnq(ME|EI~j
z?^};nypDbyI|ZM5>()1n7B}YgmcDlefj7MH`an9$O5JX!6Z68@l!`%kk6g6BW49%7
zBk*~JiFACURsER0;qS9X<Sh;Br{w3vyMOOEb3J8DE}~&&aGO_uSF{n9X({eHvh+up
z-vYMq62uV9oDGJg=?d3>lx6mOCZ<U<jZ(f5SuE5?@V_sF%_O!pf4Lj;cXu`7byc)I
zy!wL9K}i_k#Jtf^3vo``Q-ajZqyosU?Sj`iE6D@KC-=#ZDA|gkr$L!bkJDvWhrOHM
z5-qJ7{N8YUrn|$;`9Y!JQ#~n?X}ypFTt|8FeLbl}&m}C?K{q=jE^{tH(tI3qYj&mZ
z2h{PhWl9!&7s5mDS_qGEZV=CjwI>vW-8r-P<-t;N3LcJt$b_0*yce&9{8%gx?3)#(
z#60BIolBb1FqW*Pt8zUXQkc&-neKUB4}|e3JeR5h=OY7su|VO|6g?!<9x2mYeu71x
z(y`V0?Op^spUer6$DjF&+=+S^4!o07rKK1nUb4qCq%qt!5)QZHinP&p;iAT?2i>?J
zZAYM?CZ3$pMtl+>3*Yi8yTQ<M64c9c7WSSxY)5fT(kND?uO6aj#MvfP4I0TWp=xR-
z?{O6F9>?P0Myin~2B?>p6m`<%2pa*ZZ|*`1JkCN2{8BTI-n2+ps>1~DkCeKP7_!&V
zug({pKvPQxK4(opFtwxjgbyDv1MIzFcMkfvn0TMv3SVc-vl<Rl+#jJ>v~qNnNuJOF
z3Yh3zH3Dmj;Vwmxi!+LqVkPEp=6-q`(2aL$h*+|XZl2*rc3v2&mO?jOayz&IC%Ik7
zF=Lrwysmu6BrD!f=AA+sY14ab<aAFF_AHizosqoOE9LV&2U^u!?7`n+hB1L8;{-;$
zm(FRg(d~gT+nY}1BjKWfJ4>vMZ}qqDKaAjfh+}Ux+|e)C2aAuJXsQ)h)GJ^>V3Tiz
zOvKr<`bQm}M8rJ&)PD=n-x@s*+)t|hghoDq-=e8#IBp<HVH#U-VlqlLkxN@G(Y|au
zlZT(KMy#Y9&?C81$0m|$3f&F+ZpW1#DcH0^cQu&w@i=X^S5a2D+{Q+-B?Ci|eare4
z&_?(t!%>R8oK^Z4%VEpF@AY|v_V*1pd{Qf40u1t~Uky43wQfc|u(Vce#TR=jTd$1)
z#;mNFAP?E4pIPVGIj6p{VqhWb6YIkIQq`-5;WItmN2hTdiIa|7=8}T;kZP2c8z-~n
z5&SR5hu2x&S3+-{hr+AR9<smsA$Fvf-rd-Y2rxah4BD;TJ75)pDge~KN~@D)+z2QG
zIlB4=QWiOMnRlC7k_8^#!rF@H(ri6iVM6AW=+WilWMlVty12DuHFv(GWG6mX3bd<~
zu3>itCxwkRG5NX<`nZ?Z!kvk)M#NG6{^~BE_FQz_3?~UJiaIBhG%qrVjbh@#uGSqs
zR(ju)9s$I|K*M+aCz|E+hqIVpC_qn!E^q9YF3_dA=Q-uQ4@iPtqFEGG>Xs1nNa5)w
z1KE*y9x@CY$zO!{)E}j(h1`s>{c9NkD)IluA7$^^QzfA37E5||0XF4bnBMGBq~>b{
z&~1f8K($27_F}_U&G8e9hC8WFMV`O?fE867sEkARbA#$}s&#Udb2lgTv5Pr4NO{`j
zg7W+OY<oh{UXPbZ+}cydzqqd_%?ocG^RXmqBYJZlW0wDDLgBC<le&dk{4tMp!syx@
zc{&=*@XH1xhKpsJBs7;a667E=d>Q?RU~W@6U~6UowPjDcj`k*g9bq(X{S~sD4|W;+
zz*}-YS4>2?p{c@Rf6ivKI6`Kw7{){aaYFwL?1&1CbEfJb=~AJ2zR}>bR~;%E0l~7w
zPU?KeK>YJyP^yHTKfncRY;{F*Hv)jfH!d20;Bl>LyBf66`D~8tw(E+err&0UN+t!r
z|FY?w?KQ_aq@5L2z><qiL`+8O-am6gjhn62#gZ<C@7bc(YwKDyFAQ8t;o5Cx%{5)U
zW&s3=LdmT1O}?l0>pf|0X`OgnO{t@^y0rvHjJdUR;4&RK4t+&jz%~uA726oloH=$O
z`exNMxrtbkZ^T$7C&kNO>Syp(>DWQq;(%c?PZ{?}wUl%sFRsL`EcW)~XI|jdy^A}#
zT;{oHR7~7Ko=uJ6C~wVFqdXl;%Dr05p@~8${rbbC()GaUt1m$ZGrWdi;D?}f*-A#z
zw?YGSBf86sfiE_K_bnP4=;1ejRFmfyc|dj`sek(BF)P9qVR_7P_@yX}gLTOGE`b1P
zOy5c@V-%Ck9eGpyoTwdFBu0wwS$Wkyyqb9BT%vyCJpYe0mjF%{6uuGjnSFbablH{%
zv}xo;${u9t3!Hp72y)j`_)uwtsYj;Y#))P)Uqvc4rk<3trIM^{UXgQhym7t>4s=VD
zh~~O>P7PVtgt1gR$jmP)WZrMHlhNf!5+ffT5${2wcq1u_LdOm4W}zF3?fi;U@aRA4
zv@Ko_0kqJn`u&`b)*)wIn#AONzOUwfH#$roMvQaf=}RV2ZT$p&%J?m@UmL?o{x&o8
zMJ6_wy78flveBBYrX(DpsW2U*{T~S=LqB=ZlnEGrrOTHeB2&G+>bRc!-IFl0kXlzu
z?so&_bAJ+CC>=TXF+DLc2w}yXyi&_2%$P{XDgd@25D`vDXK3f$l(2%*xxiNe@<<Hw
z;gT;YClnqF<r+LF#zsbDR~ry3p!Jsd>HPExtunLOB3Yhsa-;~m;0<|c=}`E&im^}6
zEV)7+F=w*Sq|puvL1qB~VrVQ7wI+KL0#d#~r#EN!`-`0b1bQXVdbyx#Z0uMsPDclC
z?Eiq<w7XJoURYJ7)WH4za$ctmk7PjeQH6+fMFSNn!-v#LvmGx1{R)BFM8?D*cfOoe
zLGqgsNHOcws>H7V*Vp&es=fPnW4bC2E3Rfj3eG{jO(p&1A6yRraUg2bL;Q@o&cN_0
zly{$T0A+XyL*RZ6ae1XfP*Vj#V66|Cr3k$QK2CaZeLYe-9x#PK2}OEv*y?6%`XB3V
zml%DE1ND4j)mEP{c|`w|n-Iiq>;%?+J&}B;?cMP3P=_~Y;tp3UKjo<&1Wqx*(BcdT
z7{c9Tp>^-`n~Y~cUBL^F`o3vuRqh9^s^X80_nsB8+>zBEbnKoQvL?sF2ZM(kNPTUt
z1j6S@VLo%NC_+!kjdwN!U}KG+bDTTUo#kZTe)Sr+YPXWK5N!(n)7^<S`YM2nfm%zS
zW;T*%5H`6VNO5Yx7!g{Jj+d`Ebad-Dv-oYKo%#DHLxr?w7FgQ1Qu-&U4nEqU+Dkpp
zf}{c8N7#dp0jH<Il+4PUm^YE_8Bx8-2X^Py2r@iYzH7O<DFO`ZV1=$oTfS}#Y0KZw
zk8K}Xr+{Ns^m|z%@2{5B`M><a=c`9g<z1NYWNPVCO-ADF!&vt+3UrJjW7g!V1u`O>
z<b};ay7;-VO#OEHMb4%P?C@hOWaEo)Vx+E0U)Og$(fh^jv_M__oktN~PvXG?8D76D
zYT-RROvca2yj3X?TYq;N$%@W=GsMV;9Dk7|%%3>yQ2@k1o+3r9@pT!|PMS3LwS<1c
z`>#xSHA0DKISYb~sO}B>Lg>=tbDV{9RVWw1afBC!NbrEp9G5ywb7!Feyla4lS|9tF
z4dpjkPh|{l&H%FW2*+=O?0hDZ5B8`lMA1=+KJGjClh1Edv%$|CNQq8tdrz@sbW~uG
ze!|TOT80{j-fUk%f*U1Ns?yh9RoiLPsR)8|M^t)hQkt{{v)M(|&ihyF4eth&%W0uB
zv@tz!QG%<ldVP|YX!`RIY8dNzY@ni@ul79xe2HkKHOejRii;?UX)Mgwt*1!tiiIU|
z^h@svsz$Z58UEwu{TwGtYWrQSm#}qKvA*hg5Dn-N!XhBkj!&BydIo)+BXj?ANr?i(
zCoVT=Z@l$5Lw5Nx)OqGP%qWPMvt9M(GWHM0K3`&(k%(u#e#}MDsyvp}T)4h}MYTFw
z7q`sChv01I`2F$3l1k3Tka|hx$h`NTw@l|5lCa@bNA<ONY!*M)jyDAnO*HOz$Twmd
zefs;UN98TkVqxhJJaYH<lEnlxnP-q7f;;!;!p2%8J1QW@P9o$8M~jxB-OZUlMM)ES
z{;ik<iRP#L1gzM+oSdb<YxG%Su?{l9x;3x$>V_3W3KiyL5&UV2*Tqhch3XlhGIP~g
z6F>UOJ2OcozA@d$?{5#NE?}L4FdLe*q6I!G5#Yx}bT3dH{%TEZkF8~OG%m{<k4db=
z1at<{_XTW-;`r4Rs-ADJ9kfjBA9}QKEJ@l&oJH3DNqYeJ-tpL;=Rle)5xTu4iC8jp
zG-G2R_6!2gu-mE+!$2D`fmaIr{qBzV*l`4t-^voX8+sxCwsn=fFRj=0`g0`?o5FGk
zfp$n$k-c&B4F-}nd1nuC_vr54Z!$UP<e*)+tjHGT#}NrFX*BY951pSFOg$y=@$rN3
zW)>hu+RJhB2WH!IA_%Q3A->>#2u0EWlL5(*ieW3IbNX;qo5J1DI;~D!j0W4p-Uk6l
zUtpUeUS(C~*Uu5C6nAL_W5sMpW2v(fYp6lcb^`BMONxpXele5R&yFl=WPkfb4*8*1
zfw(>k_cB9z6x8gRc^ZoE158BlGFFc4*2S&^k{B%zu1QO};L>j^2f!4BXR(>32%(G7
z`Zb?n*|Xdqguv_AcMX9;TZGukLVnp+paXM23V7|hxP(-x?z;ZCe0c2yYmxf;Q_R&;
zvR_5Nf&K8e0~W}~kHsPzmQy&d_QjoDmSIs*0XogWQcJ=pTAO7VJ!dfs@D7rp1MmXo
z7bsWG&D>IEK1kiVZn)Ij@1*<~onOYQxmSbKS7sDK?<R2hVlwS)sk$QqbCdLR673Gr
z2%IV-L$8(;Dr^2fnyxaajjnCCKyfKj+@U~min~+X-QC@tLU1YW?(VKZibHYN;O<U<
zFV8#k{Yqvs+3arioO7S+zNC~uk{~1VIz0yAj(r|IuM&`~HF)*aYCuE=IxLdbv9<t~
zk>_SNzTeyb8G9AqQ@Mg~inM5ce%D$KnkwxS6xYh0P;tt_`Ge$svKI<&pL9J@93u0!
z>^DVvPXr;IZ~-M7Dn?H8BH9rBbCYz{V#gQMJO_q84ZoeoYpR9C7B~w%Y|uM9-15fn
zvwL2s(^_X_<d^3E0d(71!S?+#2kewkRRGF6x=_te@FgoWHb;siJ^dJR*cMIFdu~1x
zG7y%R2iIiqgdSg6WZ2e2moqhJT3V6!NQ-krPEuNqol5g)*HMGOI*dEQtBH}(QE@Ze
zqam&ldUT>Nyd<3k1-Wu6@iCARI(>N{#NZH`I?v2Hx(4TQ&IBaosB^LCH}Ybna>`z^
zYY<f9puu;+iA_ZIleHw!YN7pxC+;y+AIxK#(}|kf-Z#?jjb;{MRfjhVCtut1iT(JN
zEol62JoEW}j3Cq#tMeP?UDbqQIvp^umb~>7xu~CIq$}x9j-st{We{)tqdDJ}l#Vq(
zJLGiKhyNP~=?b`MB6{ZVrM7xMuH%@Kl5tJsV^dQpVkgtc@%6?}^)F>UN9!jJhc4t@
zfu1s1$=zgwVG09{5Z{E!Sg=7}H26*qNTx-b8`tGa$A)q@&Gdjg>G*4m8Whz$@~rkO
zq=}+Z!^p8Wy4Fkv{KP|C)5Q}v;h#}L<;d+3$D5=kgA@X35WSyF1Kkv=7avFi`0Jzc
zse!1JjU>-N`_urNX3>WfgZO%5ms9qAj{$VSH&#_asnC{W?lU0x>jvXn=&v588E0!@
zm5?4Wl6XV{$kF#c_@-J{NCVac_NsPl^MW(*&-|Y-zHwd_QfYH{HdMUFKb29>{)X4z
z(p~$FVD8PeXBJbG;XNUj@?!pKaXUFUndPg(?)ALq=d8kC>zlArThxx=pynI~`}LAv
zSck+RD*Anqzgc??Ai}+eU1p2+zmwJfc~0gsS1YNvsE%gJ;$ud`7IPQheF}fMrIQPw
zjb4MG6B1^fyY8>YINHPKg59S89MeT7&aSy{m!Sfo19wQSXVOc}0!N{Trl^|5H#&<T
zSF9m;o{Vq?jTuh0MUb*TKh+Asj+ntOO7%sf#X?(r$7eO1eUu4P*8BBv!aMfl-Y^G+
z-_xfP*+%cnH)k@j7J8N4778Xsr`lp+nOeAY{D|n6t&KHq`u80v(*nZ#8O-HTX6N&R
zUEZ?J%zq=^|43Gq4OE5Ab{tIt(|h<4Pgb>3)t$B#oyGYX)zpm>3en|}T}6z=8O%4P
zc3iLOeM@{0yZ>$AjpY{;Yg^t#r>aeCC|jR8HAiQ5zFmwi40!!0BIcN*KMUqwlz>Fj
zi1hBd#(k%}Ap$nB_Q9~emF7YSZsaw}At)86PVHrg4w?kpZMm)&SlOa${p6gGSS{vG
zWVCT>Cl#JrJG8!~)i3&UC$>JO^jJBA3GcKVwW@9(Y@0+IRgiVv{%=NQI__8e!0>i{
zqtfXm4>8DwLufo-tDP~STbVYfN_!kMjyeXirR^cw4cf2maNe)u#=tp9aAx-Ju*frG
zugDF2X#T}%vV%iVPsKw5{g0B=xC!n)N<WmG>&O}uRYz!hVuz$B=T;T<Lr6l6zo9Z|
zII7xTH*7dIb*beNhX}>V_|q}L2{T>v9ZIi;-iO3TQAI%BRFK+opJZ?@9Cu!3`JI-d
zCowFcPf$35o?$8T0r^=3T~JR7>=4f_9{{V3VI*b=>oll{pWtZwknE2ghi6*U=dj(c
zETfsLd2U?~q&Qo5Ekg}GEnKPUp-b}AAh4zfauP!HCDv4rwr$=Wp=#q>xAH)Ckxwyx
zd$%%hh@3o_pmFRx`RDw>gS6iGUzxDn?IFsLZspncc#loR`~n8m1(32D<hjDz5p#gE
z-~8HlA8X*1aXUp&;5@w~hD-vD{<GrwFyw#xlcrv%cibSSQ)~}uN(91JUa?=l23Feb
zprHay9c~{VhpBUY`w6ao{rr+J@w=kofFGs3y`4=`K}H4%LRS-=%DL$ipp05?6oR^x
zT;#`KZna*Z&G4#iX~BMdI4?}U7}@$j8F?%z)zs@K!jja`9N|AB{~SO`L4xpP^Q;#S
z={qR$CPqg##JwgMjzf$mQP*1RR9*xVSmI#B+)szHBUk#Xv>N}j{WI`?4l$RtH3IdA
zXtvnm@zA|sFz|uBU^Zaf$>`y3MFzHw3&Vta><F4*U$tj#MocZ&Mqy;ZFFf{PsD+7n
zAFzV<0wHUUJ6FSjA&#zfy$b|NPllV=%bJ;nN81)?B}v7x00F<|=_O$_0l`p{(>Fd}
zRx$rVDL)fTeL>t<b2gLR@f*8`Tp=n!QzIjnIHGLN=XB{fEw$K%nP*q%`+$U-3|QH>
zdxREQM?iXifeMl~{s|Y>`WFY1@UWGFHBz77BT}XV-O)2(ha<&}-{qMkCgaEsn|Tc4
zBgfmA0nwyz?&NICuUm}+Ihq}0I>|&>D_*>CiC~63dDYinHy%UA<C!_kyIN&rO@xH(
z9btIpG5{N2NRA0>IkHZT`40y3cRPZv%^np0j*JN2ANyPn@)}$jN88#WKLo)1pE*KT
zamNz757JNiQY38=j%SVdan}cfVZS7hmgLr&?%c=3I@vgp(qm!Aezc%a@r&}eB?F{B
ze;D&GuQ~DCG5}hO&EjZOV1JfAy!rSmkqDfU7@c<O`m)XouP_mNimdGp&3xn-oS9Vq
zGN|TRKIyaYp==Qt8{mX)lPkpRY~tUeiqhMd7`$43!A+GKqDseXcxPJu-4ZrEynN%X
zk@hy={nonwK^VfI(yiJu4EMuq*-?P#5r}xkJa_jYo;zPLaG`0NUbV_e*Kn)OLG?vb
z<c=vzpQ=egd4-tp9@O}N-m*D4$VvNi0IZ`(a27R?5^-@Jt0K~|eg1aM{3^mDf6Y8}
z#W>WY_x_=Xqa%O!y%zgL`=tNSk-lXJdxt>KKIdM=_4CD^8t6!on(M@BS6lwOKvyz?
zO$2u6O&0hyz^rRkghWQ~C84n|AJ;bK$6wA_I0iv+DZ8tn#(CIpPgmwcf-S<_)NVST
zK7aZoB_^y|dR$n2e^eRLv*>;G{2ft;;`UmOL`Pdbc!n`FZ6lEm$G`=_-b`cK28)yG
z&A>KMWNOQj<XHu#rE8Z$l4Ju4VbQD237#`HASu>sjd);C8wb#l*}4c|@vCC_g@1H#
zY8|XI6SC~gqxEC^GPnABw3xUX|6~oP14OB$d1@5bbb${0*i^7I-5jifkk+<`Z|{Kr
zUR(WLk*K9>WCdizcwp!M_jubT5KbYo4rIwkZ0mh3_*2~~8E8RI{h?2FPz{8}A@D=K
z*`4|W{xH$YyAchO-aj<jT!e4aJT_KDyV$Hnv$jdy$U>RfSovyCcIe1WP9kdBfbgFC
z5C!!IXMfCS!=<duDlc8+;5<AuDj5cV)xe<q3`tS9%3}~)#sAo9hU>p!Xm#9HMP@wD
zMvix-7yyje+Ah10p#2F24}$}<P}eTDdylzvSNZeR!XW#|E`kHueN?oobK^jr*oL}&
zp*H2ZHNgbnJqK#mpTT1O+SW1Zu6O0s#jQ@SjKa=R?)6anVy%x*zQKdR4<rs!8w+!7
ze9c2kR1|jhr;`)X&YI7H2PxCP1^clrWG19X0Ulzsl5|I8Gksi`{J|Ov?{qh#=BFt3
z*sA^t{OHL*fyQ9YWjh6XJbmVrUTvefNx`}NblAO+7fmH1Z@kDjt-0ULqan_p1Bg3#
z+SaD<%uwXG5>!I*&{w!f_VTdq9s_1zBUj$|*qf$BW$qt&R8=BocrcE@QSX7P!aC4`
zW6NYw%VdRVoZGRDfD52G9N;j>@b=h8^4$}G_Cg?NWC2~i5*U0Q#AnL525-k}!&UQw
zQO_hN?!pkj+$*^MFuYax(Q?Vm2r1gS)Kb#^Q1iz2nyhlYc<Axc-RXaP`Papa67xYu
z6g*^VNV<;Q6E*S(lsL|Yms}^@?tVv_XY?jP*mCOA2dM~%w-U*)P@dvv;NvS|W5-l&
z$<Ivu{=nJ|40P0gVl+10^QrlOVvO4Sm7v<Q5R6`z!-p74Jt-=#3U%k#+3T_aHE+I8
zW;0bEPzA96AWfU{A<??+5m|WqHSOdSe1B7Gcs&|6qVr7gPJqjY1K&AiPJTS_ovkjm
z2`-gAO0o3{+LV4nvi1k}Qp!x-i4$S>Kf!B6+2L3rNZRs;WY6YrQq6!Hfm!o_kg-?L
z*LJRc|9y?R7h7y+b#Reu_rR(H>BEE2`ZU5*D``7+nS;C9)uh(<u0DRBo1z{qGRvJy
z=h}SyHEWqVN!v(!d>*!et(y~aTlKkKS*z)-0Q^G8W$JQaDr|n>n|btGN&I@eH|TYm
zd6i6Vfzz@r0frW^YAB^vXJx<T{#hGXM9nifh(ZrZQy4l=F<t+6k0O{Y-Iv{lL8x<t
z_6v!n1`@+Nzz|=@f^KAq_P!lyQ4VKna(ST7(M0@&7ZtCi7rUT<=mq^QN!44{psnlm
z@A)Ij?cg7CKoQUK>6}I->H}mF`9Y{dvIojM^jd88k1c&Q=IGf2f5a$|?ow*wym_AN
zY{5Uh>hK74ED{-xSG#3~w>MubL*ZXNe%$hSSo{b}@fz?xY-uOJWBN!_nZ>{IXexsO
z;-u_aXdrn;G+(z>pdu+F85S1@N*%y{w708Blc7Ax)Yc4lrRip&)`dxe;<5su^Osh6
z2Qt(xmMKJ!b}fYr81CF=!=@_2mc6Orwvb;vmSlMLdtj7NA<{~-u`QagzsgqJ;KoA(
zzX`Wv$Xtlsam7s>R;>_uC8t1VSzZZx6#nCRXbwApCN@WEm>}%fR{ajVSubB;O6ciR
zC~+Y5XQ|nC_yT?-deJ<d)j;xNxZidm#n&lBx{}Mg!9T5O6Onc143)gyx>gct{jzzT
zkxcCCA2YN#0_8imR$|w6U>m;D)3Dnt?Hyy=yY;bPVc=(b_us6{(Q&nc7g7y+ekuVn
zyxA6{M)d3dK;ZL#_jr(YGJ!#{y)c@LL680mani_E93i-RG!jGQbU4~_zaspfBi?!6
zf5lULVxnlk>M{*l4U<8StU&`ZK3jN?wj%NaMcj59#61u+OcEewZC#;U!kr*|nG5sU
zY)VyCRaK;QfdzPjcXwY8eX%fFZL;F>x}ls@<Z{{(duc2y3-^C_puir_MU-P^SM%4b
zKok`f-JFuzHiy(*PVZo^O<*E&P-LG!<p4PX%-Lplr*55rOz##%d!VRX@PcJ4FgrK5
z_Qs2#j*M(O-eF>1CQ6;%j##?5|81#P8q|cLCE3Eqc^o{vG>OYnZl>A8B+a<3piw1N
zOIEwNX@2E-i)JgB9sVV8pM)nP{bUX^-{p1>Xk)Mcql*5C`bj-S0=%T-yaaKDGX^aI
zw~uObcZ)&mRw5gISywdVc$FN4iAYbZiI%hCHC@urb0Q-?m8I~MHd<`A&5Pm%{Zh0H
znc{QO*4G-6IGc$HWvD#(u1;jN67RuAH=EL+y&QFd@a7|^kh33j`joGta?o;@@AQvs
za|;C=BMhmnpS@~5gD}bJ>tKI~H{&+)Yg^Sz_`JLQ^}T@8U}XWH-GAi(QcG7x$WJma
z&57i?#cosIDi)~0`PtPl(q`Rd>1bCbZA6~LX@n$!@uRigBqiYF5zbrRMJC4l9h;Lz
zzPuKHQ{M$c1#F)AtHSYrbEm1);8BV`QB(vZ_2WmcV3ga2#nzA>j0?48v_5CqAbbxW
zuO4zB+dLoF;L>7f?fPTj@6S#xcvs&5eq^FJI3-;sIGvVd*<8FSmGh`i*p>*oL6EI>
z16jGz#4UzY^Km>q(HdianVvi`$dc>>;ca@3hTXPq*xg^zG-6aTnU8#7OFOnHFN1TF
zUXd>YcUc!<%^Oa1IPQCYb^gpU{@Sz%tw)5?rX{^?j&SGB8hlvFS+^@qB|x$dcD?`I
z1h?rNw+NVo{LB@iagVYRS_$M()#vf0$alH*$mRy(6F9R!xqdJJYJQr<DMc*c{7ec$
z(0(%x2{NcE3tLcu{o4F8C_)Tu`#?CvDfOy+h!TU_8L05|ZM<MTGW;QITz`V%$tXdd
z7Qr5`sY}rszVO4=aC!&FCV35juAn#a-M=2+L|s7D9xd@hY$D^m`W$3sX%`#$o+m5r
zGm+XdjDkLPv(*!xcIh*R{Ckg0uvEdJNncc6GBbdb`1C{i*DTr_PqM<xuO2VVSce=p
zJeDZHlV88<yC`GugVfD=zI;1BP1e<ty-%HzJ(_}Or~izQ%stosA&nWqL}zH)m-ktx
zNP&KV<L^YJY<;>41b&MNPLVfOt=R>PEz#!{--g^5Q0kOfT9ksLiTvaSC6oMPPeQ5a
zz2g9)qFGl7{D;t;nc?XAs&b8=$LyiLdUr{?eQjPA>f>CRACLxDag^CL_PyB>;-3Vk
z61KJLd#JGVBURQPIOTMq@Q9Ky*dLR8vsG6^qYJ5OqqWP+hc$3v!6<%1YNz(9SrR7$
zB&0^bb2iZO=w+T^-Esol4;cBVQ(7Ko1cQG(#yez*PON^eOL!+~FKwO}=<b@;zH>|n
zm^L?`{u!G}Lb3O4seh~u;MH{(NP@5(DaAB!1MS2%61ARa3U#zY$}~Q{`H8b&pOti^
z`a9Nj_4n|#CE<>h$)yb#mhxiFcblYjQH72a!%_u<?#_%plb>2LlD$Er0*E}8mHJc6
z{-O8LO+V>B7(!vedOlgPT?zPH@;qdM>MIz3?tkTwdTo_)JWG&g*fF-2X>0XZ!Ew|b
zf@5mKei$oD*ZC@Np*UJU3py*<q|2J^`Js92H`D#cuJ8>>bc;aAmGal-P9X`mLwQmO
z=EJ4l&yG{e$GTej0WO%{9mLKpiu*!ZTU4{qTE+-x&l+AEMP~eywhpXVpxnFFTqg3@
zOx^gSw4!kVaf5gw`g;}_>N#=i7LnG-tcI^8(QM&?mo0J2pmS5mqqgP6?cAT|29XZL
z6}~pFK)P~zzyu7x@4TdVo_$5+_$uQTCwQM_TGpsM;#pcW@W)5<`j#Ku{Kk&2NbRE_
zC+Ftsl>E`7&sfrio-*nH9dZ`7$LmTH@Tym}><t%io<(W_EuecAV`xq<A!1#x+?zYi
zL7HZ5J^i~2?43YY5CaZ{Eta)m(6qJ^l97wCm$2#+tqNIxk(g&^7uC^2`A5!>b<-ej
zW`a41ZB$$xVHLscs5)|GQ8CCQSX-m?!$u5AeU<O#`>OMej$~!|@P2~z+3n6$ixl(R
z0od3+8!}97eiujfGGj1HETWmYUCqu($X9ov?v-Y;`M|F%djp$b1xv8!CTp@sVTVpm
zRKxnIyoeAp@Qoy9D_TX>TrlMq)s0$$Ke)ew^z|4L@CoWRh1|OB>qT=4h)xJBTf_w<
zyJwXlopipzigU;EBE;8@t49=+FN2o$mcLU%eAi|g*i^>s7lJl+R%o8?ac?|`i!Lh*
zbA&`SpblfU$XvW=Tz%X_T8i;HHUu_b1SxIO{Xafwc5^~hJzarR7^uBUDvGjznZGIj
z0iz4tV4k=SZovm=2&+PLcphF&%L`r;GMP!OyD+f=Yrg7afRgK4&a@~^QWso4U*)jl
zb-H%sYe|Gz6qA>J>PWeH%gZUovz8v8QB;YdJ@%MYdy?Pde>M<5DOx(E(N)-7s;CPb
zZY7~`xg;4`{`Vz1`IqzlwB0GE<dZ)pN^q65^l-MYN*)>doUBhX_w&^TFvb5LwZSXi
zUZ>wHOT*)Pplmr9vE28vdW%$wcFSbHlx^JLU*KHzQaGXAcGtFE@o(UeNDZU4_Q;yr
z+&VH!`*RnMraueXcep<Vo>QM+dN_DcPcRT{mzcyiD{^z5bMC9ph2Oo6Q#%O#i3odg
zV!(dG@twOKFFlc~!pKW<TVy6$G|d3=nBx7iKMJACYCQqAiup`4rTQT#wmn%<{ab$u
z966VWZ3=esYUo0DV`buR2PC+kA1YIO9se5s?SA4pX>99;Q&<zkATcX1?x&7_SIT#|
zQru63V0-ON_^*7=evS3`)WA9|eF3l9wEWtTTx)4&X&JQLruO#CuuzT)2+%L*Mz%S_
z;(Oq;*xCXY;#|j8Xcvxl=wLzNap`30aCjnI+(hhY|At*Y`!F5!2Y?bC_8`7j*_ao(
zc$kN{>)w%)7uT$3HDO!LY%iE41pQuNLvTIF<irJTC(*w-JXqMsM!uqHN3M+hKKcdR
zTr;ph8;x#FU|4MY2Jo#}{^fIgN?O|T*-cJvI^|eH&^swcg?qp4E{pX{bz<;8@&)qk
zaEgV&H@;JC?~neD#mj3+y6Qm#6}4I$gmX;Q8UznjoCU8F;}~Z>U;K%tHJw!TVrZ??
zP_TAuV3}R@E8fMAJ4l&K6PDtgw$#h2ug>nVo6hM;JF(Ft&GgsS#w40`zsEr%0(I7g
zppK(c?8mmk{(AYt<y3b6nDx;*^^v*s>6TPVk<H-3a*}%V4G#bQyT(<sd*D(N&l+($
zUx-D05zxED0<|cB_KDz4#o|9SQ&{eQXr}LLv-X(LuF1Xy@ui-`1ZTrOsi4P&ad8wu
z#CL@cWYwbkJO3H6Xt8u#-#yY<xI#Y5Mb24?N%4#$7arpGk})4D?Ke+`SQ3qWoWa@p
z1l_Ia2SU|XJm>(m2edn_E7oYW3Cij>0R2(}-B(D9%^>UsP77fJdvC}l(k=f)%dVGG
zAJdIX|MdT1$0pFqgS3`pTp76wbKjt3*czRhaunI0vA12p9M0+YdSR=oCnYfs`Tdk#
zWkKrY@@13W|EXfhKi-{ak%xev5FRMB4onRqKmUf9Sb0M7M?fbhi1CtQ3iwn^7-zpm
z#>SL89E5~=1sBgRHahPPqnLWa1ENw5{PD1{vDuJF0>PA*qlX{ZkSGqGx0Oy0hYYpL
zqnSb)n(ctR1@t0%eXsp*_=ZwHiCUK5uXl&L+^I)kSDL>P|NByQce!P7>;Q4oy1Kvj
zGvAQxHS=K_jE-2<#=p8{&M%E>f+TOqHa^6U4$g_Zm$vl0!IhiFhZHeti0SAc`Sa^J
zfg)vp3#nlGZBb7rKI-q?BBid?P=npBl}_*P?_<hp9r7?~wImJ6+FP@H<=pNX76%85
zl-n;|Sjv&R&sVpwC_6th|7?}EuP-)hv=lKy`S-;m(25sR;pgb38Trs)7GnG0*PEW!
zi4rQUmkgOB5%KW?1hSqk)J0=CZ=gjxb$wuNHZkK+>c|>t4~$<{65zIro)Z3}h`Rrv
zxm&`Gz0Z(S^rf@AKlG<)Jr&AB)Ku-z+Z|%`gOb2;?8$ajY?M;S4UgEj{MgJJ1Redw
z4tRq_IHRpcd%u_yvwvnzuRWY+a^lW?{s`^KPq!`sX)TTL!ftg-!-H+cUJz1cVQk}#
z6^DKbMljReujNC#TBQwHmgSA`cX{kO(-kMWFvfxhMWxy@UpPPAXf>L!W#c<1P`tx;
z;iuGh_}7AS_KMCQus*mmTM@p_Q=h2)I^t-@6W6V|B<=p%0H_gp_>`1z!cnlF$j%yD
zmS{-IQ3P%adFDAe=2AQQBbH3_C0pKG#yn<+2am|To@Xjf0%1T!U?7S$<n*OZ0$JX=
zi;1s<b%pIj=jN6GZSG@%%K^e`mCeNT+vRYaF58FG!u;EGfHsUfCv_#*+*h)*xfTr@
zJl~fyv*`j+hz%YwP&0Cq?{nw*i+DQ6QbV5Xn{l|uu>XuS4vxzBo}Z>Qp7(f`>_R^3
z^TIh}utm~ReqG1sMMNZ%?0(pJCj4#VA`zc(T8L^9!aOUCx*~ZYxAn?hT%r*~LVn=L
z2evK|tB!fh4-evgd1e_r+O;0pA_k(0EbsI#E|n3R<DOZ`2DEabgC+$QJ)6Yd@d+r1
zCP*&ASzY{ivlS9<C!Hegl*PA%eEZ1*f*EXmlyZf9Z$$)h<KA2agh_KLmxxV?gOrFc
zWFYj&yAjkiQB*6msUFMm7!}Wx&v>O*SscHHf8;)hEQ4E?%4$m1xy<~TzU^Y!9di{E
z78dt;WY;ia04-_z2CJOCfN5%hn+FM{OmH_sBKV}5Tl2C8kw_G#=mzDn*q&Xh6#%^Y
z!2bL6Z$}I+9Zq2!G~^u939W(3+-1!IlozUgZ1sU5FgSDHUWV_S?^3wC8$=1P)LU17
zug`6X;3!}PmFz^>fJRu|u{-44BcBQC1EW4O3aF=binYxBsyz#<`{t)(&=h-NEdseA
zn0+fEvd}K3ms;uzzj+agkE$IN>=@jh+6iVREE{e{UpMuV4z<t!gcaX<LLMtL6TVT)
zTbAIb31=?ttEOKKDce$u7|wfco^hgRU@vQ;j7%k+r6;VVD@dEpJGB1BduU+YVlHqs
zaL#B<kviCcNP_iKOP8(eV4C12rbQ~6YRaWmDAHrY-u~9O*rmNfKm)HHUHoeAibO6f
zcf3!NqPkWXuhR3;oE$g&ucMA>DnSEbe*y1t)5Qx#f0tJqX}o7O8v05A`&6H5_7D>y
zw?5_mwz*{E-RKzbtJ3eysW=wR7KV}054!A4Al#J4G5xu)jt;cHUbQ1gJ+cd|Q+{+l
zo^3cWjJ9UK+Zn^@X#Ohp<dJB=n*DPK4n%Ff4Z1$AW+Fi1pU5Q+Zd{|LUHg5sZ5M&m
zI=AQ6mL0m;Q^DEtR`<r(v*t@+(b9t$ke*kb;sg7nxg+JgmKFUqR~h*i0rWQxNwpSX
zg#|p!fMs{Mt&q*X>AAynE5Bo-vz)O~R0p&VVDA4JLwobDtQS`T==Rl|1whtX>`<=H
zhku2=$tf2W$78xNMkRC@P}(PHVDwPj@RQVLr^AuV7I3YKD(MXr!t5PWk^_pH5CdPp
zH$DX6@v0E!b$*7yJCm0gTj3xx=7NdAjbJyjSexoHwx`sEUwIy4cgzzf)jdlJX?cab
z|GK``FV05V6H=u1EZehlR}MuLKx_$z{bIA7HTh$YmO)g`x#>AYR(Z9Ao(t<xxaw5B
ze{K2i*b?jx%a+D}Rq{W#j<%&EeD%7Nl{fwniSfCY6@HGFb|2Y4W7Z8J%7B=p;$b5U
z^!cp`sHy<^@_NeJ=G+yN=uh_QWJ7Lj?UNpmtgUIfU6DZD5~Spgs;8AZ{xFCSAHo3|
z;H{DuZ!Es>p!+xhXP#x`V?dV<n5Rjo;W6G&5JT~Z?LxeW7$_t-)!|6+%U6GhWlKZb
z;Q5i5!f6ZP<y8=}CYr8$!yJ-z?+dti<um=q1UBOj4~qJa3C#K*6F95^PKjBqEvJh~
z-3S^bLh{&WBn3bpqqe}NC^a|o>0sc6Lc^L`>v^B=MlSSDcvLX1R=!p#tv12N6Z~Z+
z|3!(?6>g01rnm&QJJ3(bt@d09OKaq9tukuLTfx~+ToVg9H?<Yoie$f4ZAEy(1n$`9
zTRQ)O+jj_fO7jIB<5>-j!s<0KxmICycO&e4Ij>#xnR0o`@-E8r=Z)NavANK<j|_*J
z<6cgJ+gHkl>p4h7t_S|=(9&K{D}nX2C}4|8gOgKqW|jd&G8wR&(?krpSM?%3q?hAG
zcHrEmU#D?SW#e>WpdZg~gwnh28lt+<aU`vYRepYaxdL-vpL5)1pE0$@%N!KzYl;=a
zBuV9&C|DQ|Mq|-OUN>num>${VN$Zu3q7{|kY|!y29O)t{6A2L>cvI9ufv{YCTHahj
zrMmxP;p%gAw55SbG?!lVI%@9K;ZC)oUW46F3nHOSUNWTPG-v$vd=EMd>4ye&zYsao
zO=nWW2cHN9QICCdrK#O_wbVNGAN&7SxZ8z#1)m4fyowUq=z2B4TT^^-)hpM7Z(zN=
z4$!Vre9}I5TY?dM?=sZgW5*;2jlNmOk_Q}z6>&{zb|-^We{;m?`Yn8Km|B@0zC-U3
z)ROfSJd-^zaQq!;+vVe+%1^=ZFQky=&3-6(fPBz7PB804O8*-n)}mLtMV_(l#DSOo
zQ`MA^7gRWMGrMJ-fv*+=F_yYX(%o0p??h!J8q;L8**$?%Ok;Qd(PaB{gQC(Ar-E3=
zXI_7xxgWfQwbVz_^O_)nEEpxwzD>D>*dyKSvVS2kO)6}ar5XUT>#M-~M^T3f(nc@w
z3_|Fz&@y_uvMP1L_$zex$Q(3f_MAeB`~Q(&@gp6T4iq_Qfq59+F=|a;Fl^W4KbCnM
z!bgVcvz);TOZ6LG(EkHRBkPa@ko)SIn#5#fkx{<h-rOX-t|fezIf|+a`0($#9wKlK
zP>__&`)mry{9<cdhXi8$Cns}rbHk68Xc$^pT)Y_rmnNk+1H5%~7Bau*e8XUSJjiq~
z-so^^^SY&)O!&_e)zbRiN6r=ebj{|noxyJNU*4eYdRsi~G5Tw@e)mf`;MD))%_Acu
z4rUL9fCCwl3KJ(ud8gm$eqNCN?RmS=FN#6Rad+;0Dj<k^xBF`s7#qwl`*nE`>lAe`
zzoFza*?`{BRw-jQ0)Y!cO84Z7<w_6DlTSwPf<&%8438f*5)hmmJ<Y8vWM$?C-ShDs
zqwsa5Z&gfICEkJW0Ve%f4OehFP$R6pametb^Axl-hZ5+2p^4)Sm8`}NpZ+uW{jJ(#
zu@7Q`I^L5bvK0W{q(LUU{-W-{6`C6QZ1MrJY5QPC*9q8@U*cenGc^3Dc`}``4<B50
zY-;UIK8;_#T{ElFD#_Y+mN&2oCX@@#jUk3QyQ>4KbI_jRqpwHtD)BryLfIlW)!%)Q
z|8QV3BOTF4v!^0YnrAb<kD)J0nK$mp6+i7C4Tiq<OjC>4b?}~zQ2ld9Nr~Cemrh7j
zSSE_&61*-OmK%Zl*&M?*{D+X4C}xme`=nMM=d2;cO#f`oI&6A6aS6Piaya*6<5gfO
zo?e<JaeA0m4#Yi1LCYMiNqodX!BR*&4<N8;FuG&=b!1_n95~dsC<G^C;2tC?LnMG$
z%8VzakeT=fe*E<Xg4qTG>fvJ>=~xaeF@~PfcEm$uzgP1_JBo~?NaAl}99f6oTg)kH
zt%Yv~t`8MKTImCen!&}G8)UPKzhnD%QsP}3HgC8Q9tePBglH;bSHoTUy4;e~S5)5G
zUHi<hUcA9)F~w1lf$}e!0Y5O4o8{myChfQ~I;gQ*LRU3;hC&(vF^If0zWVALzeUk*
z>z%9UE<GHQ1?P#$I*l#kP?7^!pp)Go-x^PTozG^eW1sDttrzQo^|if!+8_57xcuVN
zb?w3i+lFUcSBm}*()iiih0@(asLAI+ZV?}0a&i@Bnx6S|%49(US;U!FpUZ89&iJM$
zzvdDt1ZnCJ{TbqEOHhpL_PDLHu8L{^gHYjDuqPLwaYU;GsjK0ji#V1sMi&4G_PYFv
znxq^Fuq;i!^6wtUB%^F!r&lEjzU<$_cgOviNYL)W?!C0IK&uxWAx`&pRLUnlqvCji
zyWd_wJrS0{TOLpPTn;C!{Olve56(2pD@Of=X@$2wK2V{NH2#~pG?!fjmAZFIBK0<k
zv)F$|;RFY5(8d2+{GzPXfvJRIM4!aI<UgYBJ$t#qUFvldkRJrz!Ky92je1Xk=gvkJ
zq|<}ZJT)G8(^XyMB-6}rB7aiFu)S-lbIs!~9f*;ISvl&P)C{|w^l*vOR*yQ~;LfHy
z!M}zuw7X8MWN}(Xq|}fYOXp4vTsh8?IMUt{C`35KXY+!DI3YJ8k@h}noy*pm<~oW;
z^CdJ45lB;w^fMPnZJw+;4_0edmf2}#U4#hXr{ct?pReL@!M3rXxrv{lvQg^ZyPEhP
z5?h9IA)Xn#>s+}-^TfseS}*P8IXtr8pqNJyY}7+nuT<-W=$aG?c=#M*<M@@g&Lm%8
z%TfJ`+?T)KPu5EMHHs)&+i=tP%KM2dt31I3`e7K!2M`1kMwY_COg}glnpOQ>xZK_<
zJ~v8h;@6e@6$fbIR~>H&;{fWYs>L=X@R&-i^(8`G^bxF7<$FqRp9#0XKPNwlTjA-B
zCcTIsbD0?sE(rq9s*JM=`dH;hOW`oMaF4g0+`k<V%Kc5VFY#0w9D4evh;#UqMz*KT
z1D>FSXHGQ~RTbcDx!n%p392pXlh8ntd28=@J|7^2(K_mvGa&fx7NhybMN<CFE$yN&
z1_u%gbd{CNC;&`FsW0Inyl--3FU9b|jI5`fE}4tb;3i0;*t5=PKv^&5Xv-Q~A^kn~
zvBqo+jj)dF%0(cy=frWPTGzKhAI?611jw#j`L;}85UeKLlHC}4VHFVvRNl5IkNPBo
zz`-}RYr8$^SGp~jXjE7kQ~bvD2JB7@A*JJQ!#mC^YC*3Yko?dLJN^mRHSyT^m%t){
zrB@vdaCYa!*o;h_DC1~E`0<%uq;(Y156yf_z!VW7nVa->y>R9UIi-M;dOgY|H?%1L
z6esev3uqhdX2jPtF^>4YUrYY-4PcAUSyzDi1myXOMqonJg^|}~&TLV|8>F!n2JB>k
z;*Y7n(1c1Rxq&(iE3N53BTzw432~$bF!Fwd3-F+5(>`^&ee!94+Be1*fk<i)4q{z~
zPscBff5+m%J~9ulytZ>WQNyLGBP({N)SW@r54mC+g!-~7E3pyy^kx`VmXz+f#5p4a
z%I?L5(4*<#xz@(3@mx~|GDUxe{92+aIdKSk8Su1(aS(kgc7^6~gfE^~`eTvEN^5Gn
z!BaucpMb+0gFbU6dk&JcVb2d(%||G`GzX>L{(yf=8`m|rE)z9qu(Yb^8xw<3$dUWx
zvUw$Z)v5v78bpTd?KC||BNIOoc&R^5$Lm;@1{)sR?-R^AN&2?Nk!##x?~E>wGmoG4
zW%)z|_c`bin~P(qU$$TMVz=!bB%yP9R$qSmhiT*_PGQYzo%CmEY@l~ZOT5p({DYlk
zxtULXw4B~+uu^`0H33~3A#2#^)gWK&Z>J)O31}$LRuEj>GeMGgwo=RyWG8C=TC9=G
zMgJZE)AQCEV0m_NSwtfRE%65dGs&R%qw6kWO>6j3K?l+*O9H_$5%A+B?w~QyBaC--
zWpglH*sIsmzB8=I)+rSeu!0!4H8ND;-XQFe^1w_@`L!=MyXdn?;D%kD{Ug7s`VxgH
z;nI7lzcUm^%8MpPz*j$oh8G6?0F>9o=+MM!GUuE2Nj`53yQ5?4fq6}l|L&eu@0c!5
z4kP$;wM)?3*RE~)Qc+I2sx{1^W9F2~4;4W{h?XXGa({I;GWXK>I+nBEVPBGK<ttHJ
zdwPyo)QM1<Aj7BHDgKDh@9wySma&aXDvmqO<c#MTy(Z8BFahq`*3dRpYks+jAG8`Z
zDuVo92xR!_Gl#!0Csz4Kaq15DEHDj>E((ppeoJ<HdMPEq<(x<~Ka!DU>a(C@8kn5H
zg^;y9qzS%mLYzEaN4<`I%m_2-p>yn~6f~6MB~G>pc$hmgRyDKLFaMz%w!#j5;;zNY
zEydX;LK4M4Yo+Q8e&6g5nWe?o-DaFEAdm%)(FBJ{A|)1UQJAKinFOa_d$BE#8z=-%
zS7CG<-^n3eta{|^^-JhL%VcrovTlrh(rJ{rvU2{s*~|fnQ{Y#(z%nUm2J?JbVQyrq
zB}}Bh%P%KiE((dwmSg58C-8?gej<ptGJ#03<eyTAJf^HbT6O4FJG=_^(bs<f=p4n^
zCib$7n;vY!B4$MXlJtM!{@Cr-i931Wn%BVj#8c7YXVwW;B5OoeIR5PIQCT(2&?L!C
z!YRm1;pnijHqmh7uE@;1$_OV2_{T&ST-*UGFq4Q@2g#^~Vmb;ps`{6!R@7A<0sDnf
z@kvm?d<B1ZgS!2woH{61pk9=v0zZ>^Fo8g&3o})eQ^1d*c>vi))OM0_uvF^Vb7?4i
z)ksZ(WwVh*xdD1bQgC!OPmkBsVfph?u0{d*84K-&c<;-AVMaP_09tDMq}!|XyxBha
z+ql}D-{^5v-HRnY?LeWD6B8l1#;;|j96*8!j@6Z#ium`6LWuOCyrN`f981uF%z09t
zuhr)Z;>9oW4|^D2bA^zS8e9c;XS|n@tqO>0H~@tIvdLG+OWBe_<BcU6@SuG|#!W>M
z8}O9=-rZAxF{pIYfKOYgsG?bL$1N<Q0fpJx;#BmXT-3)izoQJx?05yY!IkmOj={<H
z#NzJqk@NCbFC+=JV+WIO-3j;K)T6`_0>#y-%w@~w?n6elr`aQ-=|-&B!3O+Y4*xgp
z4r9Iqe`@iBr8BX|4LU_{L5%Mn6x;O8!l8HGH?6A^x__nY;yiXRvJOJ?&WzZkFT{kF
zCIiji#`&Gf+2Q}44ZgE2m;Gc+f8Vg#FD(m~v+gdX|6$|aZ}Etj1o@fc4S24J9O+Zx
zlsoO4){F^VO3D4h+%}lub~2g(+?ZKj^sk-V(^Ub_KW|1a84V`H<g~GA3os0)8<E~}
zCy2tl>=f&+Etc)HV@|@*%lyBh&OMgSY`5(gv~^gvda<80y2QQSOTYA-O?*l7V<uWa
zS1RlHfahV9uhV72F|%N5I+>o~|2C@K3Vp%rFEj{{TqU*@*jW|bw3oMd%ofaJWW_0u
zQlEPir)KIme_&G;h?IENtKsLOPmkG2)b%0ds(wO-e3s9_fVs+n?f7(J(ol)<{Hj1Z
zI`!tno7GYyvOh3f)<J?Ag(hOT*x%os)g!;AKJ$>)oYp9O40%q#j`$V*g^FI6=&rii
zhPV5KNm=%dfp4o0hChwiFsOR~Ly?G<(yUAIvVckUF&`LnEdnER5n}HXX+M{idCp83
zKbNj~PF`uh#^TQ{2T9v=Nl;xjgZHtOtWhj;(jg8U4qKeSV!LprirX1AQMe7Zrux>J
zXxRI1^2zPiI$9F!lZ-TmotGS8ZR4|Y22mUoJJ-2+VQmv={|bgaAqFR#I<a4ms+4|{
z@}B4Vfj6)5G@S&Wd98d#HX(&4V`o6#Ig1sU1{$KgZqVEMS5>}f;gxL1Rbt6S!JBqn
z#fl94Dp7s$e-|cpp95*r_=oVwP6t4T=D|W9kjgDyWO$;FVfVo;*3gEwfA+`vX8e8_
z#u131M&0y%KAaWp=6ZZz);4Q2rW%=28+UmDCinbLpr#J=A8cdY2>QR9<9M3i3iv{E
zckLtNUem8wu_<~rqfrn-T%*6zpWgy5EqW!2LW%{}*KJCo5JVCqnW_2UNZK-{dvo@k
zp3}Z3`aKW)T6tn9#QNpU`=4VMH@hwshA0C{xEDtUQun`gJjfdVGE!x;a$+=aZVRbh
z$=ga@^-jZG^=!%@ug<VRXQqqI_U2^GP1tijqg6IU(Zd60(uBEpuBX}}ufg1q?NB>)
zbrhAcZ8+23Sf7+O&ZT*;L{&)fEVQY4M+PZdJ-iF?{x&qHm0tAZFnw!Fhvv+5I86Fk
z{AjY9r>ZgvCdBMcGKn*3>iVbX$T_mTUdGXtSOp+THEiuT3zfgkZ7bcL3O<JEZ&sbH
z@3wv9Q=~S1?7w09W9`?u^+wie7mrZqr`|F6%kNJ2(+Uc~a@@1+nN7q!nUW{@RM=~+
zlN&AjDLakxkcY-9{O_uF)hKPgTSEwFs6#Vb4Vjln4nhY*SJH}#;r{NaLe^=3M8cbH
z__AyJgck{NpkeiBNdA{i-e6cr0eO3v&I^hE%f4f0pH?&QXUwn6hs9*LX_qh6wZZY0
zt86@rPiO6gC4(z|ON2zp=%!wzCI}p&ZGOOT6cI`|rqA@e(V+<cDGI=Fd7Dd?Ey7+h
z?r;rI)A>-1s#3Q4NLrc|w4!@d$Tl*7VhGdp7V^kT{JdyDx<5^$f;uzn?6}VahoHdS
zb@ZFFMcn9jr;-l07}m}X-@bF+6p}+61U`XD8{=bgO?)XjowbPTE}9Y=a6va^wDN()
zPmY}*<B?5$QR>f6!bpo?1LakU13n+FkN4yHKzCUV2<m6;8imGn^7*f8RSXdA;IP*>
zb;@qVDF$<+75hO1oGHV5CMliK22~nYQQshc9Q}P1-)9Av4js}xWm@pWclf&L!O(C%
z``GCDEjR;N&=9Tg>^sPxBZ%G&WKKg=8GK0I+=V*Vy|=_PeuD2rQw~G-+63IvIBF4c
zyJ{91c~*VWl5D%yZflB7BL0aB#;Fg)PI*ZFvvgrjF(N$#i&o5Wv}z7`=4ZGbYBxo$
zn;9V0;m?wx*lkwU#XX(j&h?A$R<=k0S^NM!Nb|>CB;UkeB=clXoF{w#`_tGrNe|h9
z^-oF$C#=F&^`wrUCnsD~7x)z0n}gKQ(z}&4Slhal<@u(1bmh=*n4=zIT{q(>vpJVt
zY*hP<(p~MG%3EEdw@rhl_lzeZCi>w1QL!yMJSRd;I9u7ok_h|*9iRk0Gyy5onGr%M
zLw^1b7b5zf;$WuL!2mzY<9PNv-v{`1>JA8T9TInPVtKgOkb&MeP3Lx@LV4N+*d{%d
z;^H|$w@ysR;-5V@u=u^W;zx5D^}}QY#&kKLVXRA9TE;1mFc3(Vj-;`e994F85pvqE
z_r_EFs`GnwM<x*<tgo-H-m2!8B&8ZHdxBUewRO4>sB4q<rB`e>cIT6|N+zW)xnp$F
zx3}As&VNv+KXp;u$k^0*YQQ*0T5q3PN3+tw4k&wP7-;J!>z44{Y=Z!9k8$w^DD{6}
zy9kl%Jd6yyNrFN{@pop&uU2<#Toa6~^8lX|Fm*SspgMSN*F1OH-ba{d1~s-mLbKM5
zpWHo$Rw$y3tornFQ*xL*@U^x!^`G2^b?INsNwEFjkk<9=9M4*(K)V|)Ad8QhXU#fK
zCMpGksDd3tuGP%l*IFu*gFBG)4Yez)sJ|L?imvQ0d2xPkO({p~NF4h6wg@wAtLk-7
z(I7iYnipS$z773i5gt`d_c^q~vDIU`nHv}Sc((5z&Won};&U7$?q5vJpM9h7&&?>B
z81YeAC$M+S*r55_e|1SY0!ivxOcu~SdUjd<n|QaxriF*2)OE?0AW<e(-xIs{`Nt$W
zK+XY8S=n$xqt(cdN<eKjqdagITIP6<r#o$Vd&L*NeF`j?5T~P$W&>>}d)?YwfRn@-
z2w8vE5WkqYX*zSEa~C&Xxy=tBEBN#&cYuC&=N+WGj?mW(MlfHnE$ADpLvX{8kayg@
z>a1(Sg4{0_VJbgd`^J~l(Mko6U}cVvMUTbB;P_ZyN%m$`YPaGTgUXBxfL{>DPV4r>
zerlk)dvm=RJqAz)*ebXL%ir`yHd;YSg3mcA#^CoqXfL;>6N#<D)|n`qk5+Rahxrf#
z(GEip$!J;wFSfWE3R@YdGc}vJ5qN`ei3yP8hg>LylrF#H^ziXB|Jupt`aV|Nz^qlA
zOuY#HrA8%1rC)%U{~YSf@<}=>xa9t<=5-Ov$XArX4Ss;Ur)9KZOI6lR`g}g>kb^o6
zK@q01D-<fQOxLNxl?GK+!wE>rK+EbV6_w7W=fMOXZlXvVe3n~H<4l95nZag{j_cRK
zm>WFpDTUi1QXFC+1gCsnK+$yO$K+1FKQbcgE59a&{A<j~>JqNMyHF36kD7<bQM^wU
znn(4v?S}3xOeuPI!L(;Fw0UUaqfpC8@}W=OzZqOTv731TC{z#i2jHE282q}kQ_J6T
zxvzc7_-U#7if<Ec*RgQVX+7Kx_isfgS&RlTE`vKu>wEif+Rg&Uni$Sw)*zeO*f|&9
z{k2^nbB`@rzMpcXLrvL0LgLRJFLe*E+`M-*-=N6t-G4iY@R%JkYXi@0dr2~DqTwE=
zT!HknbTP?)sHSbKeCieko6`lZASs+zVzMkHB=VMif>s}xFSp}|=XIJL>B3%F<o8j3
zVK3d)a7(vWhJOry8~VX?!&Kps(!td?i2KYQqlu9+5OXg3m+QXZ%u}h4X_4Ld;NI1{
z8Zun@iEdZN?XNiOdAV<wg#SG42y<+9Bt#ahO8lqy&=Iuhs=OjCV~y50zOVTU3mFb6
zF<BLm;qYyD-VsMr8ajH8R&_Z~+8UY_p(e&TwYBe7{%J=aa*V9df>qdmu<whWsnon`
zrALMQvTg6z?$}F$8BtEw(LR|dW8Yp%S0yI8(pDD*wIv<xx^TM8<gNV&7jW|d1ob=q
zsOAPzVWsu(z*txDfNxq5h&~Y_`QxasZHg7Zow}cqhvn+-1y;v0R{0<FfD&i^u_@Xd
zEJ`M+vgZLyS-Pnaa8(lor%|7an>E2QY>=4?bZQ;Wy7d4kZnB^A>WW4=;`867FvU`x
zll!gz@Ur|W^{HC{$>ep#c&;i()1MiY!~r#|G+O|b0Z}C27+UN*QI3a*zZ3)ZCGz1S
z#(K2V0bF`>@Vaz+ha|DJe_cw|ch%<V@4mu|7+Km1gt0Po12%^>E!E#W(|1l{nJV;U
zaL;;Ij5H{nBS*bM(f`pC&^W-g-$zUM)`5iAykYAH4!e*2-cd0P9L4>mP_P}4MCFaX
z`EJNLnV&mqN-Kcn#>*93`o=OxMrwo8Z26qo{%(E;9QkQKxk`Iz>t8Yg|0G26++Es7
zu%3pB77YNS8C><!xTbRwft(q15TG>cxds^I8}jq%IKK<55aIg@k>GH(WBL3m%`a*|
z<)AX|+O`OE*g8QZ%4wOl`XAx&GlwoW_yvZ05HcOH^rn9ggbbysoD>5F1Jq`eC&OD4
zQ>;bDeZ$hQZWo`~*O5_RhPc9}-!At8-VTq9Puf!g=M5xx#dClipY3365Xz!O;de1!
zD~N%iQ}!Q;?fW^|$q50=`#_=d<FmDT0R3~g;B>nvLG+b~zY;t4hbJ`m7qzSVpTp@4
zyQ-&kf?0D$4+vgFo0ov^jcxQoCSe^Wb36H(J?D%9`rZgR@<Uur_G~Y&D?i3bRzebi
zAn!~Rf8wn_z7RGAPmLj<NAt!gpkwIuNlM^>FiJ$q3k7A~CqEan=gsqzYZE(fF$#Qb
z#!-G=KDta}WW2`KZ+i?PLg&`d5bRPH2|MU{GiTTpE1R9TFq9riCZUfqWKA2J>B+*z
z>eZK=h9N57M6K|u4p>|pYr~{?M(mXgp(u-9)_=OWiMi^*>m9JJa|?Z-8jiZSRr<n|
z==8Ok*14H}bO!=@Nk*Zqte={vmfQR`q7(IrTj5^iMfk_fD4r_#^ozv1)hKZa95;Ut
zDN0+=As)Pr<h{fxvn`4G5bv{Y%_!IlKa51Ak2}+je7BTDmV<Ga)`VBN*bxzTIf{+&
z-NIVY4~w!UTi#3*eGDl@NN%57a`A|Rb#QA5hdXY@fGqw<>cV_k(lbSQKJg>LNu5lq
zT~EPCxi;gIOOpIB^{EQ)Jm=19lgQp8dqHOn$DgO=meoLC9QH4~gy+_PsYIk{YWkQI
zXoQE%O4Bgf7a&6*pn`_a6+gqgr0&C-qltb}=^Js(^30rK?yy<XVts2olIEypOZ<!P
z>vxxYJClf)AabnSj_|ud-R<!$vgd8Q@Cmu?$H`w`b<zv3l#u_S<ObrGqk5w*I<GXc
ziSb;$+H>6Loy{mJh1|_)IGT->meD0o@qwF`pI%9yZZ;Pm2NoHN1WC?$f_BM}@+|C7
zMZ;RWG^C_qQ7#Bt+&>2i_#>I&aX*<1kyE~Vb>C-{0W3&aIQ#M(1cGvsxt)mz4Y#iF
z%90>E{RXt0z?OCdzMg0JRrLd!04zY~fW@?|Aq-1AlL;XBl4HjC>dBr%tR<yvoT)(g
zx06AYUAM%XB1z8pfrzO^$V&mn9^pHtLXT#YdCp;RyYh3*mM;uZIhYymnLOmDWWtyS
z<YHWlZlr!21Vw|F(SU`*zx70LAhKYrW-YIgW#>;3Tef@6!pHF{(`@V^`~B@~G}Q-A
z$O#505~2dB`?BNmJ&Xs{;E0m1&AM!8+KcLzG&Ew*D^VlQ?)xfRD)B*E3ZirCFsM<2
zCHsna#DKEY((z`vm8y_q8PRf7RD-EN$ozzV6Q$^SLaq$lgQ7rKZBf4ho1w7D#VF+(
z1UC>oqR#~I;Un%f&SFHO<p!0cBiLe32Bs9_RZtjz{g7tHzv1$0J`V?T5SZ3(+Zx_}
zvx@x-E6%pebZWyWlxld5+A7$4n+0w>PVx{G1~HBGrS48}<u<W(!?)inZ>@_DaV}jy
z9WZie#wq{q0hu)g_)d*|b+P^Ct8B$Sdy0QmBK|61)z-oonL$urUxNE(GUmTPR&%{^
zbzs)UJZb98B@q!tnJ|jrVhU+(2l|lp32xc<zF*{pr9GwOUT_Mc<Lm#&+gC=#^?ca|
zcXt|xK#*X;p>az{fCPsijRkiL);I(S5Q4iyfZ*;PEI@E=+!}Z1-Tc<fdb8fFnK%FU
z;eBf8?z+`gb?&+6RPD1j^6x*F+9xki3A)Yp{H47VAHJ5L0dGkTCL`ZHhmLFFq4&w$
zNpDz0>{H((6jr_6w+{^XBf@d>PQ=b#pkue!-_{!A&HAPM@I2w1fL;AmZ-#K&x%kU_
zk#-i+!>I1>wRrE<-{UDb^R%Vze@X6+-)<z@$8L0O*b&>96vztAMlZY-?)uO(6<G7b
zv(fQet1MRGov^WiEUu@4Vo;ej5p7e-n%Zbx<LZ{F9oXzwZJo_R(1EW&5}UJ!<R_hf
zAe<QDf1kZhug&%0Be>JG%8E0!vVT6QOpr|1t^sxLslaQ&=|7N8=GmdiUP?>-{c=^Z
zDdN4gX9~kuqf(>od9LFl#F?J8Q@wX`{N$dsWi-E|S1#vUHZ6jv5e7SPh^QhPT(|lg
z({SY((kM5um12i=>xVB~%DiHTw!p*kqt$X1B-X1kcxvABz4ygObIH?<qB6oQR&43b
zW_2S=xL$+9OM8?6KN($HcZPs=lBS<;?BZe+a{BK&J2=SKfv@|DLM|!sgCtyNAc5K#
z;-_N!{VKR9P4s4HIQ<979zwF{&BA)z?8j?Z%<pun&28n;@G<KH>2gcg1TZg=_lPj;
zo@F<4Z>(FMtgygcV<*$}HgpelSnRuEIgm!D)BN-qd)EdH=j=KU<b9YZ|MO^B1SVzw
zt^gFs;~Nc3^-7oyt}@O!d0cKA)=)8f8TZbq4~ygDsVHIiLhIS>h2J_Ph;w-}`50I*
zbQRP8$dvlf?!g}Dh5F;A530x_&a%9%FHdt5!r9R$#`*#T0GHUZYaA)Jq#;3;xk7gl
z5&PNJ_g<KVqW#5D>cR7Qp@%eJ-Uj7IoiWl3U08f8%j_ErKSpIIn%x@<B?=$DWMSM#
zS2tKlSz$h)J$!wK_KHWjb%X7dW-M*_c;#SxP2D4aS+F(%uaw1f-bhOGq>M+-<Rg4%
zv!!#;%Mxi&>bG{UUg)#VT_o<aj;Zg=uc<qstn9STa1!w7okGtJ+^<}d;xsn|5@Y#>
z<F7L!-PPq72F#1jV<4Sh#S8*5E0flTyk7aleG#=lPQ)2+pae$%pba5i2E_qZKscNy
z6}xD_isZed(rdt~Co?a>`GxVp1nGcQ<-*Ov8f$9MI-<}^)W|@c)6+mXpiB`k<D?Ze
z_vFtq;V#P#YU0U*ZiXOi9%$3>KV|jTFuAhiQr%bNh{qcPL@v93P|VHE!@|RJByKDQ
zj_W;6)}~9LOp*tSjm~`CnQguc#f*6(?nleiv9YmyF%DyNhdsuG+KRk$1IvM2bhaxU
z{^#?gziJJk54DS}nm<2&0fb+P|1xwvEWm<)ot>ZO`MbS5KU@O2A1-D~*e_XO{idhD
zUte3>xw8ISe%7Nv>myse_by#T<8ZmNv-2+-ncLywYbcOGYc~KKz-eHw1oM4H3k!=e
zzhNL1XVq5;cxZAvc!Tt4I`I2<NNz6U9vr@TzEKUqvb3~3hbkrqhlUP4lmUFfmzS3>
zSXrf<oKD+GKPJb<N*yU}(t4w~ZK))lKEUKhpooV-NK#-r^7`mLM!Mjqp7AHrt6>AF
zjuAtYxbo?tXYMZzrHl@FI$avz+_?VypOE9Czv(XWQ%7}lNg%7O{+zQwPWWYSb6XBK
z62kOHIR&*mmXKSl|J-<vteH;uHn@475nr3>BREThJestI>X0%@T9Wd~a`Nfr;asGg
z<o;3Dz*RC`3r^EpS)+8|Mx8{7f}nGdRe;~fW5VOYaJNi==4tkA)?#lwGEKQL5q1&l
z(fS?Hhlw20j4#5EUEf<XAs#+5C*6BJ+M|mY<cpkVM*7{gW0Z8CsRbS6_Hr?<oFJeN
zv}V2Ts#5^soKaX)+t-ee>VQ25t$V_N8cq!6C*^fj<lQCwx8hUTEqDPvGeL2N668{S
zS155RuD{^)Hefn|F*`j8V%gAhy443`*z2yZWVU?_iVs}q1Jq@SD7JX+;SU5GZ0%Aj
z?LTFHfC6lCgQw_A*aP-Wg5xr`SQ~Kc()j#GJE;Q(qSLr>z+aDufxaO3eAnp<j77Lt
zA#bIwa=YeMm$B4V8ywk#n6|5vcN}dJjZV7_F+%#tx@u9R=UaAP7_z0|pzC4<#&Trg
zg2_;2)QmuUoY)~>{X`~#mkE`wy8cK!SV$-4s`rPvPxKYqLuQ4<;VI>xvhD~VcZCaF
zsNJ6F4sO3Pz(^^EM<Fp`(Ie7ykHl{u^;^RHz(8v+6PX~xPXbW6G2x9?J0gM@)>0fh
z_*cS77TFfcfMs`NgHJSKC<rr`!1QJbqUgg5;1Aou>4J-xX+d_O0QZHsuPr4aR~<Db
zJu*aXnbf5$-C^dI1Ts_mRvx2WLH@`L*>r#w`N9xJMt}Ya@9HEV0ck1I>CJ58M5}ll
zzQZmV#FbnG1p#sw90!BDB7aA3=331-u|N*O64He85J(-Kc2+*w9;%<qbeKVATn>dJ
zWjb!2d})*4>*E!+uk9Y~?(SApuS@Jiojj2_-ObkHhNKT?vti4JUKCbP;vPAS4kp8{
zVSbx|X6PZIp=da1jB`u!k>vhCL3ME)rt}Dg;W2bPT^DfM!Z(BoT!zYl507y%D<WVp
zxYVGPGMWbb;Z}6u{>q)+-(4Y^CST`Dgn^FE?{TsE6W$2=EFuQ+V!g`e*u%Z45<ml5
z{kG+KGY!Uub!Sgc5bld>x;hrK=czvB1qG-81vCxLr57m`71i;g^C&$7gY@g|e5J(G
z1n@sQasLp207_PW`O5$6my;*<k6(3AW$4<T9=#@~rXV9J{CpAA7>|47xoAv;7&x+w
z{zicB%13Z(Yilce5_H~ro6>5x*x;DN4MBYS?w#Y^rEO4f@M?adL07TbQ)48@Ux5Fw
zLx2Na!N`bCKAPs;s|ylh;<0^iCZeTE6X+2WgT1}|ttX`-X@~E_?dn=@#Lh$^Uah{B
z728)@iLdW-<;OdubQA?TN=rEatbgX7A}{tgzt_fwPF$y-u|_4H#Bc%Jp_ajC6tLH2
z9>vqIE2iXY@%v+$TZYW`%Xw?S&2<32RId6q79cE}oFM=S+U3F4%j%bN+??Ir3q=49
zLp&r@?3EGTf26+t`w9AI^7@{1CWAEnI*nY+wL>IADo9lI)6EAN{XHiNRTSLZ1biQF
zK9zoKBxF%e%kuZ#xa#SVrSzUg#1ObU8<iL@(c+>Kb_z1@d&SG!1;~G|934H;&Uo$5
zR`NAO-!n-$zr3BFon1MohxI|R2p1I)Hx>K9ghC1*stLi04jBwsq#PY9oq?A4n+Y%V
zEJ!=&=XFc9D+5sXW3$>wr^^jhkXXNf+i$i&-Zz_xHIe9lnI{G8m)}-Dvs<W(LM6qe
z5{fY=WimT1y}rIy748nj>z}LsbTXkL0U(r9eYe)uPVrv${5MAOe;Uv|%-`(V#069F
z87+pi7bz+ZrEK5<F};+ZQUb^OrUcV0YrMAhxVsn2B`Dt<k30O4M)RB%PSpuOprJeA
z0h<P|E4$@(6g0G<)=VKs1|KkvrluxaJ7@s=`Y(ZIB10mVp)WIN5cT22%xtmNn#_mi
z|7OPj;TJw({e>p}4;J-5e8mM(yMy+>y-)r_2mf~M^k<~U{r|$G0r#LhiyzAUzcLn}
zt8ok?g#SOod6!M{cQ~Cz<w$!dPJtshABSC?iIC;=ah`_wX7~}_{mFbPsZsZTI{49%
zUBKL8L+|=;!&gP2$Uzr=OJ6k?tI@^i0tVhr$J<H`E__wW=z>c9*#BM)jn8EgIli3P
z0bEpWCHwkAZI;O7g`G4+I?CvjUjflmzDvX$rxLXXmqBV%4>TjK_=YcKg@bt%8pH^a
z^z%E#dd4K9y_n~Qk7@m^H@?fR+rkQUj}o|~p;{pVy`_zXylrE}!FvT{?Kw=Ac12|E
zq)7}o+0<lK0jrT0-GQXu$`>Uw#u)YIrMR9^lHq<P&jnX)Rgac~{<y66SzYkID;glG
z0}H70=kV&x@;K*0k$#x42ge;v`Blk6Y*k@p7|$)cqIBRTsj3_mII7EjTSZO~S8fYg
zXX#*v(`JDjVY!vI>=KtTW@1^FfDVBQYgy+4Kam|i#1zExlJRZ(uDvns<*<2jggewL
zc{*K5sAP(9wEQI2tb{<L048&@8YBzjdhh9KGhqr5`f%0D3z+=+6Ry?B$Oz)sMGD}b
zb|rav)cu2l-J^bYUo5OwCQ{*&BeSTzW>(w+_`gxe%(OZibbl#iNLJR7L`Luit4SIX
z^%`4C9jKOC<E$5mb#COgePIu6qUu!7I)w)Vk;xe0H0qeTLS+a_Bq+E9t9OsIYd(wU
zyG&(5{;}_SQ=Ij1j@1qL0=hktj~)cz=ad?u>ceU58kngd2DrxdQ-d$j%0$qYXnqOh
zYj!x{y9PL^R{J@Aaaiv)X4Hf9m&l?KiAvc@x^mYO)kSO82RSx6JeXMP<5z*L^xVFR
zH|ea1r%a+;Ag*o*rgm%RDstbbhoYL0TN49IIEUS*`#fNvP-K!4Qx7j?7&%_WwMZbu
zF}cHcyhn5Pgdtg!-jMsIO#F4nrRqm}WD|Xe;4X>QZkIOGK6C3Dr4M;T@WOYsk7X<^
zIHxs6G3lI1_q^6#Qkz6?ULIs8X0R3EZq|K`$wM!csjbdk5h!wTBy@R{y=5McBSwE6
zoXc24IDtHsJ>5%Sb<$NkAmZ+&j`1Qh3vL%piQtOgxFC~8X9Koys16PB6R>cp57i8)
zxX79tqVc5YN{|Uo56lw5znRDAy2QBv>qAPJH^i2)`;xn+1C1w?E9yQOA*}~suWqEy
zbvCGLgNXO$B?UDaE>(AT&~v?4`-i2Y7lv&2Q8Js+mju7-2&0SG7dbfv`G$0yp=y0v
zePGa;VI#XvZt?R%EW$;t>pF~Q7?ni1jHrSBAogh2&USckhF6zM`!D3izQlGy-UpTL
zLq0N}YmbnIeD0ddn(U(K3qdTm7f9)7pnG@CQ~gYwzPt$8WXo3ts-mJ2nx4J{)kh1d
zxSO4*1EQbgBod_cUAT%AKh<)hEcBD_Iut2kH5yPs8U3SnN4oFA6!1$E{wQ)NTf|t@
z?2x=^$704vcYq$WkugAyym+r6gyMbfFnXzhY>N3Q)XQ$2K-*cK`{qSiuYTM(I>)UH
zH_2hjS9zlWjLr=;YHS7i3RNLcha||omytl*M;G|i3WuzQMwL2Jfw5wx!QnJY9^>e5
z^h|f@zPfSu7JnI4pP8XTS+ZSmFQAVbIU$o!xy>{$%hrF-NF3E)uIpy2xi2^9>NRRE
zehjCBmjhL3M~g|oK)dySivC3np8xOYKZdpIa(pe30RQtdX(ukDZxsjQE_{d|aAgz^
zZ(9C60XPQ|fQDXc`i2Q1Vku8SWZ<rPaTG{*!oRvPgC`$z;`4V*r=I9~cwsm-Tv*JR
zdoiFOzkbBK-nKa8^dVR+WdxloB)YXV_o6E6U{$$NB7iDr3E7dQmqf~qr)w`}H;V2~
zdv&AmGs7<dN@=H8i^xmShs1AvduH*^h3c@R2?b7HdK^6Js8Z)JkN7$7kalhq`kZr$
zxno!dZp<Cguk?v`ZouGz6w|3e>`2nX3$GweR-suUrlZLSBl&=3e+%wZBvlpfw1se2
zp-gsqLb!*u(6<vYHZy}I8M1JGkfL_4ph0ZMu5Gznt^l8!%QEVBWw7cJmcffeDuHPo
z_$~bmKku^?_l-Mc2;EAGgAdW_a+YAQ;R0No0Ac$IlLfj%+-d7D;v=?Lhc2kB=y9cg
z{aA}8ed?gj-9$?`Ehs_5wZBMzA8+JwMCMj{xf74yfG%YI&htp$<B{RG1+sh>a2Mp|
z!%R=Nmj(D*Wl70<`p%8|J-Q78)+#OdZ~LyR@z-7P-QdI-WFOQwuISz}$CZB$`~=6&
z@KyonaBd)qp>_L&34>?){L7^Kio^n7E-|H@3Ug=?jf2jHg1p3uP);x?n7V1#p&)+#
z!(JmXrF6)>N;YQ=;=dS4aQ{C95{UoYP5*U_{-0xyNabf(*Czi;3vAR}qQ6J;|JrbN
zkSqKo{zIJfKj~2ffnx=54*!#{{`;@__u&M@e*1>V&(DvHhF1OIU%0~kXg4slCw>|+
z55L`s!tSLd>ZYb9{D@u$SJ&R}tZK(IhS17y*NHm|^;|eP&8~3G=9%99{t37k7@Voo
z_qS~2$)L^qhSp;6U+9(Fbo{$lztKIKg_Tv;{mogW+kr0d=i1G7W<OBMoSmN^oR`N0
zkh5d9-=AW&{abuqiv38>RP+t`?qIeO$>;X`{b%YM(Z2*i!&}b;9%KD9+9jlv-{W{T
zkQ;ZSfeCiZx~x+fXI@qA*K0GGYGk!#V;t6bCf%i=6=1vCv@)A+g7+WUH4dLbZuHiM
z{~)j(v^v5mN*9mOoSc-#y88(vex`kugu2JiJo%n8x7`DhB!5m<53Qm|4BNlNc6-)7
zf(6TwGkq?w9$U!2e*5!AY-T2Pd17fK<;pj^-nrt|lhlcAZ*1ue8QjoKIxAiLsJ6NL
zl>0$3XYrFridE6aKdFxfu-PE4(ZcopIAbP~sV>z#fBK&x+P683Kw*l8Z{b)2V(Hi4
z3d*iXO`wPh@eWddbHezU#7X|OAq8Qf6wUCQCg6b93R2sSBR@}hU*;9EJlMC#{s9Ek
z7CcydLY^<F=zI`+EAc(cCh%x}erf!dv`u4NV8!qoVh#S4M+NYTb#BS&ohtPspfaJx
z`ir$p1`iEf3N67x)W;boxU)AiIqmBwKlt=D*V*&WsN%!@sVd@cF*eB$z9iVay5wsn
z0cJ!?5EG6MW!>>_OGPrjrd5fYS4?%^VgL%mygS+eIytH36>4sC>e^1Tcv+^kw?pvN
zElGKU(IeL7;3?N9<Ec!`G;dLGY39yX$?d`zC>L2=eZP?lo*I=;dFmp}xQhMcW}NAx
z&xe4J0&@>N_}Z0wb62Nq-aIOqsSWodg-wN$RiOL4jq3Y_FqHl{2eF)I!SOf_0wj=W
zNxfkzqi(JzZxPM(glQx%pp&%=mkWT+ojFvzZ^vLuNMxb@;;cNHX{{rjDvu0kphoSh
zjC$?X0t%RKEL^!*u_D#f{~r64!j4FtDg78I_I8;%VtnbX<N3kQQ!{}5QwvoC=!@RW
zC@}fqW+-doy0_wEX<KSw+MuUPeT>nADjKpb`~-g7@N8m~X$YQ`9Wwa&vFxZYUAZgc
zmvp1GfeUc7aFUTeg9<HxOnoseHk|CgHR3{UqR3{vgbnv?&@yt*!w?m=9eraRHtaa-
z(o__*ohZWD_D+m+Xs_$k>SeeJOs3{)>Mn%_ko-AS#%Yc=j83OtL|*cDkK=hA8=Ng?
zXxp@Y`@&z|yuMCGr4E;z??wr}Tsi-K07<L?x8#n|d}Ud`HqptPl=7kzU*)2JiFH1(
z`bcv!AI01TCEK>?tou9$GHOOX7w^oTxXGJ#?BY+p<o=QF*aggo#PBQSYk5eTgO-SL
zkzL1w&OtPhbU9Ibl7HGMU<u>hw_0BeCy!=PA%GzW;^z9ib#!TRhi^A-x?bPQ@;-*M
zOTBhQLT#Wl?k@T1AV}tZ*hH@HHx>K&Ph~ne{BD+EEDdT?FWQDaQJ&9!*IT@_;8JAY
z({(o|l%X5aHIFI;w>C+rr&zw=T~B<%HW^y_BA4XLE@RNvM9IcdTN}K%=gHxb6xd!h
zv^(qO7tGmO*zB(?D)6g+54{-YZJt2IO1WrrCb99Y1`R0a9N0l`wV_gBwXK%Ya&B4Z
zEj^nKJQgc$%Zy0-;prksWb$AHENF3slsZBI`|wB+j<`*#D1mYKkIEHK=AY)@bF(py
z1xQv`lzuv>jw@g+G0Om}ae=cIw>Q4@A>e{bm~l+GmwXjMQ$YLf!{uv3l-i4NGDTYb
zfIMSM+5_XTd@i9Hm_p{e&D))CBIgc(Em-Pj{ETjkjT(S=H;Ug*)Hzw$+4X%3#JIkZ
zMt#EuA0Hhe2YvGBUP@`V5zJ8R`5|-ii#6f*It=bFsX}sg4NBH_qr=6}iMKtw)>`5*
z3-it-iqi}kb(dWmTu0>N6X;%$q75az2nj@iio!hja7!-x=?aS|!HbcVtBg?O9~Pnt
zKMNppT<;ZsaTE%;*YkHQelbWo%~68$E4j(9bo8p{ZEH#EsUi8&Fkjor;~{@OgT?JR
zh|!eb_Bp{Re#*~smyjX0zP)j6Nbomnmt&-_mi`eazSXw%g_TR_#6ZG%$;Sqq9L9fi
zV|*#}c(T?fGp>E16f}v-Jj-2<huExpJk<U@(yX~VHs*a_d|)fWmhxT*E92tkUgw%E
z<od>g;|<_s%Tu3AOB|rNqfM=IWy8DrB*N}lY)@fV8ZR?TS*gP`61bWRYWBq4GPShT
zPOE#8kM8P^$huAM*E-zpja?85GPh46XpgUZLCFm%tQQf?AKHt`msqz?Kq~o0Q{%E5
z#4|ae)d&IreYHPLU&{<lV{(*PC}B*@yTNRVLxHBGyKt-m>^kdKd7tyw%TM|Qizt~b
zd-JRd-F=3KCR3yCF>!|eGzJN?$5RpL`<<{%JJDl&uV}FRMjYbp@@PLMY?M0h^fuWr
zqjUNJuhM)~br=_8qcvo&;)q`JpdmCZ;LZ6lZ+{3^2wjEflkP@cAi?aN0x`pSzKDn3
z+MO`c_n*<PIeNBB%GU;4U4UinT$mybosRYojB=u0XyC#wse{QWi^tmg;~3)FD)<Ur
z(lDN$3E${{!O4hg7T-9VnDycN06YmV-20Lb)&a!}E#ttuG#oMDbFH%OBZ65kG0IpB
zUV)^gOc<(l7!L2eO@$p_ISx8d{ZK()joj!Obv!=R_lC^*8eU?6#bIgDBUmga^j_P4
zEku46ZUJemrU*%P@a@_5#r$Ih`u=Di5>G$fkitGR%GP;1Yz%B+#U5Fm5T9b5C?Leb
zkiDqil{)a)$HOiRc+2nW%f5I&3e@E`P-V;I|FX6Ts{bmGpqrGHm;{Xk3%o=VEU}Ik
zr~Sd+CoX#USU6Zx(VRy`!0-CP&Z-MV!TLH(Jv#1EUBk%QO!zdFa$HUgO9?x2wWJsN
z0GIpRpk`Qjeq&@y;6`2_g+NHTSJ~1+><+gcAH!|{*!?Ge5!X@PM|-+||IS#`Kz!4K
zIzNA%F)NwZg-RjZ&}$M%PsnpQr<>K*NHK(^<d9uOS$u)Rt*X`k><fCtaHLUw@$Gx(
zojB>zud&GzH*+p6%d{DRxw~ez@Q2pY&6&H*)eJ8-_KN&`s+yYP+BP2V+M6MWadx=V
z7y+cPhH5LGc-7%u{30xKV!D%tXwz*hptsq+%j$Artcp)zYMnf9<c>1_ic#Ib{zi&>
z7?y!e?FHf^Ce7X1p)mEXB^;?uv)i&)3FwU+7;~)2KPoX<i>=*f`TjW2{(JTMkx2;3
zODzI`8t|g!CPQI4=gTJXr|IGun4wq8ezTpFt|+~~gk5kQu{3jEvl+^$kkP<=u}dmt
zvTY&ZRiWcyj~=XVj?Q2c5I>1qUtVefU-7Z}%8o~^Wrf8PEVfOxbTm}s*_2Vp@)R{t
zcF}OV#2j=a&gTBE<1TK;=c05tmWU?e6|HXs2MKKG>ftr|wW)|p*>Ef^O#~M3E)~hl
z4`2x_I-7SyE=YFfbaP&CQfNu&1%G#*(Jg<krlkOTPTO@iG9IIyoXyLQ7u)=G?b1D)
ztv&9-D-I%Ik6KeU{GNayq9?jt>IOV@(Q%n;q}_gp>Oy5Rrm7lw&-f{}#X-XwOlPs6
z-Sv5ng`47$YVx`9BvT%PUEg+*2mSzb^ophXF>Y5qbnsYP?B;mE&9&mrgUtrE?oz}e
zLM0Nxl-x8Xdc)A8Y->_T$}4avb6;8>FJA9y&ug>oBv2F?CiiFGUUmGdx3zJg`?6o%
zBx<n2Z-&hX0njY;hMubJR`C$}!<gu#V!<K)YSBPDBnkyEa0^+jSb+qc)SSd17}wX=
zgMA}x8EsN3k+3w5-6Iwy_R8iWs?|Ju3!5%EEo&FG@fp<{IkQ>q7xCqc@#Sl`Jgf)5
z++zm0N_q~BDQ-BYcM7^j>nq9&s6?&aydRrH=fbh|&bAIXOu2tL)6~H|<bMG_PD>!y
zJ8yi9UHs&#!DBZ$lhx9Q@u(|uEp3d*g7Y$7#6~PRNF$VJzVF~wGvk<AZ^MH;X#%x3
zgM=M)3P&x&UawsPx+`?_^fPHIN~Mog;uBs};w2+L&W;_^fx=tSom2)V2R@ks`#sC3
zSl;!DPpyS3)?Nd0+UcrcY4fNqf@7VxcGKv5nyt(qKfuDcOims6nyKV2q8x~=A+^!Z
z<#nClMnmgZ4jj$cm7A{k)<xOTUyz4dUal0+{Ju4}LC{oqedkO>FpXAM-It;ov@7^|
zS{tUWZGtn@X{hsuUsFlnbM$gr+g(H5Na?dMHG8aMmtbGtPO)(sw>TGGJ^Xt=#%P4>
ztZjkKHcD^rb$%6L1P%_5OeVC|0gK{Qp;G^_=e)LD-!SSybaJ~gXAiCEumKDiEtXlc
zp)M*JLkGaY@isn#l4#`oD5l_KcxiK4Bg;i%a$+m|d^Scu0ARGcR;;P~GeG6*c>q7Q
z^(0Ux9vTKwjU49?6v~)5ze+G8UX_FhpYBltG<W_3Td3DPeMvMgmMOMzB(@XR`ddD1
zObO<cXoJ}I->w#x=!X6Yk@rs2kBoaB|H95DsI`tXVLoLIMds&Yf}jAz(v3hlUi~kI
zZHZ}K+uS<b;9&6#MpHfboBD8aDnPqOUxp|(@@5-1-FTU<#?V_fLr^iZKUJy1x1x1#
z`()#DcO$Xc4eecRTc(=;g;x$qM!zWK%DE8Ulz>M}#FTs0!X<LcN|+>wL_~JO<km6+
zjF5?ZZ1D6rXKLf~J$g!p>e$gQ-ijJ|nTv#y@$5c&GB67_<7r7z>kzcO#|aZ$98K5-
zomaHEqm9B2H;pbv_UpDe8Po7BN^+=ZHcf76Uk`2`%Plm`%_P2Z;QoQXYvwvOtt!K1
zt?w;5OC!aWv5EeGUGpk3zRonkNZ&KI20GbkCFpz&3KQL-#d2toY=ctS&6}^6&U<pa
z`L;{jt2?`9nO_Cn$98pe_T-r^sGEaC6`~+wFVL31e9h5uBF1ZA9T2EZ#17`*UW}~n
zcK?EMEv~c7^;xloV0or-Li`TXCn<F5%GCQT#?9N=6bKnMPez=9f0Ir3zkE0z0br;P
zDGG(>X#Z>z{ObCfRXdWt)Rhf<@b>X>+!>=!nNmsE+q1eqpHO+h@tszc=aGhpMY(5x
zuG(>>1EJKgordtsX%HamMc{S0pN){DR;c`tDR|*Ow3}4_95GdVFPM&ts8p0NdKIgj
z-tCTC`xsd+84%fB1sNPWjTQR8VmUH3ng4ND!TqO``>C!scJ(n~mZ#lTN=`w^^}`fW
zsJ+o)*V1guAvN+%vx)u=E4J5#Xb*Vy8J6?rJ2Andp0y}Tc!kY?X^Yq*UOP=oh!*pM
zUxl?qNB@Gq9lGac6m1s3f4tuAgNlU2GkxzuDAVs9wbKmGDyhiwICezX%6u)gV?l;I
z4~KM**hDUp1n$g%A=&*;s(q3QNaMT+a#hwf8W->WvMF$(&W+=o{Kerrv!R$kzx1YG
zEil(QiR67ZdJMD)`u3%&7#U=Y#eHhbo1@^>C7rjZKgBNqgnLX$5qyp-!V0r*YGQPC
z&=_r_+FeHjS5cCnyeQcwUvSPVSLFrd?V{z+y^WD<rv#E<q_Q~;Z}oL%!hFA?lEX%@
zkJykqj~#&|aO)sK#v)8GU=h3W(S}XF)Wa_+{=o=R<e8KC%`i#@>JxyFahhsfvPVgf
z@F9fDz%g5jw^!pLsalY<y!3NWGwgC}W>t!2i~6<f4x9$v=}-TyQZo6;gh>wvt{=*1
zL7OHuruFgexNH-TPV8|0X=neZoQUJgHldbzwa;t5E51O}H<CL{3^0K2z}%=OnjlPv
z5Iw?808~h<zCO|Yg?y!eLxQKBa<t4d%+jZ<a>I;;JdB?pUIQbxpvekE^-gw2mI7qs
z9hp>~(S_O%>@prXFmQrd`!edAItJ8(Buv7&;YMOM*tI-O&B;#SYku79PJIi><y&V<
z@=9K89*J{n7-}BPeZfaO^g~TTo1`@qGAy1S@RW+fk8B}N_#rIpcb#e5838ka6$!i!
z3ixwkzR!smr5OpTe?74d(qSNdj2CQ)z0>#n5CFFS+&Lf%^cleecmIGY!gnkgtGr5P
zg30srK}6cnB@asrbhvH2(a92)F^)sp#O5+Kodw;V$PNZX$!5j7bnH&jwR~ABI{o$L
zlIjIXvnQIJd{5r8$piArNmCD^ml1bs+#O1vb0y7e8E?HPA>Q`vEzK|AY=VpKn;Vnd
z>1eXmTJSfF{Vt&SCOz{CVK;3m{o=b<$k+~A)aMR-9C+^E-at$y0a;LiOeR~r#QcNR
zAt;di9@m5h{#Zb|7zri9zeSC<x6=x>^7agZ34Y>SKf!3n&oo-z^(I_3k_8N0S!#!!
zlW!-!E;M~SEMuWl2x2F?9^{$q*foCHkAX(BWwKn!6!gu=c8{!@+gORonDn~VJ}`&U
z`&NM$wc*zc60fGWs~2Al-=sxHtiK|XHP@%L-gnUiH_5avu6!b9`eI4ykvHzu`13Pg
z#kJ?~<D+A@zu|*_6OkH|_`X)69$#-!zwNzouX12*Mr=kC>3FRIf|@0mOqXHLD%Nnn
zfxLRC{;H+78EuF4?Y$aDD0}hP2d(Z{f93OeR~{5{H+qa{h0oH7pGuv$E6LC7Khf7n
zRQhuY08(ljb4;?)S5`38_2%O}Nn3~1*(|DNG~tfdhE{=~4<I2*w>D3Ft)LsNSNOML
zWW!ZJ4l7R+rEos^vm&Nwk9LXxJf)D2L#SlMb8JK<-IM}xv<Ll^cv%{vC`ZfclA7mp
zKBpe^t;0kVYy-$=#CjRyKg8PK`J5|&=XY~U@_cHLd#3<rAObjpsBY?HBU@q6;&5LJ
zxDwr`nLS`Js^U={Q{Ed&%L7LRGURQI)rr<h@-ex_XoJsU6cQP)dw=6K0W@g=<+wc)
zUh+S8@nVO?q6gc*`G3}<HJJ!)LqFx~Y%;+hZ`(mNu5W#Y#n|?_MSxWKJSef%g$62!
zHZd)>vUTFSXg<(Wiiw>BC7B2jHXcY_=8myoU@OCBuq8PQiC|44qYQcHj6^Wmiw)4=
z7+<p_;y1g053fb0=15yZ;zC1G4%JIes=F7Ma@VFKGg^m~N7G7NhDJou0EC{Emsi@@
zcN+|AS5YCtqgNshtT<-^5?uw+5BQURX>}wzk4MYt+_n`-L@Z2Jne090K$3b&)GYP@
z3Ho4j8a3iZpwd@^(T?;a>Di<ozG2=g<+8(iP*AEkJUZ*=mUg`aVfUv@xqbhW3hwuh
z5=2PU9N3q^iMjMOwR{ez@{|QW?j)pr#@O%?Thd2}J+iMDd9c1APEd6%&0jWy<yU+4
zj`+JT?sS0!+MgYG=)43TI{U2gw9%`E9~JgTxqc)(H6=#g?+e_7TfcFB$h3O5yAsDR
z+|GOvk<c`I`~r_Lx}VYW4VtfGc%-5F`bk9S8vdGXNG|}P)K<rd4bk0B>o*+gYB?C6
zJ@*wv{!9*8q8%V_1LP6}adPT5^%p=#s9d7ppHzpN#`Cuh+T>Oy+FW)-M$?DcPEXET
zQsU<K<X;_q$^f-!AqO_fvjl^V0{algqEMXagSODsiA%=IQFjRBM@#bFU^-vRqm$P8
zfhAh(S5)6wPf)kCugu1-yOH(t_GI`@renj|3nGDp1AB2H2NBXU&5wNr&t(WEmnh+v
zL6GZ(P<$^>%68nVKPR_}T)<U^c8|~Wu~Qw<V_5<q>`P*4Ntyu&anSA>$E6BWO+)gX
zT{^aGKZ9}(3DmO${jP#?Ls?b4zq|&t-G#KW`*RdOY>z*XogeTcGuXbnKR%<zPIbeN
zEi9-VWWlCgiKHHquW6eZ*L=`E=%6qTWS_0kwhC;;<GxSt4g<^CWVI+mH|<0WpaWPw
zKDK!R4WSTwTKNrHwN2aOE#J4G?ZD@>zvlf6qq}c5wUa*jx&9fc%GP=A!Ow<;=PBHg
zrf}6%U>^BpFrYC3_0m(PQ&*1&s4L+9ZfT$BH9IlV{8CnHYW#`9x?qSMiV%Bb{`Hv;
zfq;2}k&P*H*FBZSQ1oyRMJ%kBQb64ojLknkcwJQvPMPmfy8)_Pc{I(>5;*z?*(!zF
z(IvD~auO9mdJ#h>p7JzyLJJ)q)fx}?EBF;!haVy+K_}jC1mt(?<8?IDhyr><$ji7o
zTNW8=`Ug_jybTQkj`E~@MSrky*9y^+4VM}f{N#XE$5JejFGxE&6Umcq8Rr#^xaSG*
z8F{}KXAXOwl>6x!nBP^*vM3Z6)`eFo_4#=MF)<`q_*0<m^Gy%NS9mkj8nYd`bEq<Z
zfDPiM$;f_w*CZ2T#X$8ppwx;N?dbMqo9ilQkABmE#m|#y6QahRaneQq&g6W~=&3FW
ze;|u%ym&;wtsproy^`n#tEg+OidqWCjNFN`u^($XigSK*iYYdHX~QERlm1rtJ0Cv;
znH7!tGp)F)9vVB&0^*%UJVK}GqEdxn8-6jZ&zEqo)rvF{#Av|B&R(JLZLmua@h5X*
zy1{(IH<B~6*WAcu4}Uu>-y$V*(><K!r={~cTRby*Cykjto75_dYlkMt_+!*!vZrTg
zY1Fd|-J?v$uP8a<y%P(Sa&;lY@uJ(u6RNLG-kY8_XMID*AI0&a3t!5fjD(I|I7naV
z4;9}heIDB7U-Es#y%j(7;M-IKL`XU>N5;{`+KIGU75-d>TfpDMfM`M$L~%{l#-n!7
z8CgW%iqxXu2^{su4xFuu<>ARc-BYtwoyA^nyL!I+OO&vdf+EE4%)@&alzX*b>~Xf}
zcE2G^rGW_>a_&OM)~$ZF4REVnraPRcfJw^J7rs)9%@E!~1ws1DR8bNzgP@#QCLtV<
zACCgG%ihOOVL6xF^WDlP``msn`<4C4QC0l-XY5c~Y*-_9ZT_am^}0d6S4uQ3#*79Q
z!PBGGi*^w1LUcjb_Brn2l`p}Cm`GB)IOcDqZAQC3#P3U(fj!+6Gz*PRiYe`p2Dz4|
z&tN5Y@11UN84NR|ju_qCrDYr`%Jp9|M+PmVpoFE~kPIFMb^E$;d!{XX70u}OaINrI
zH*4U?jGnc`Qgu6{@1arNk%lA2a7Rz9N_7Yo4b(i>r^UO@fCb;fMqezA+T1G&m46KD
z!4m?_dh?O!s~kvbYx#nbTE#JyVWSH73s|bY?AXTcpBn59mA8MhW;&c=#K)@O^S2xb
zyF1G;syo)y5E^b0L-M0o?|VdMKWK+wur@YqLWbaE?!wx?ZjcF81z*r(<>n($BUkAN
zDQX3chcqRnPCbgFu}RdUvzM7|6mG30q+;G&VxEFhxL>eh<>C-;D9MuBW<@m4Q6E(c
z>Fa$V(U8;5u?{~>nV(ft`&vJA<}g2oS|Ii?feLn>9BSdRwCb6yvcaC&a-rMgDG|d<
zv9g*ivRA$<(C0Tx(#(j63lWGZIvLLVX>Pn+_rfM+idrh8PuraXqr1H&c(zPNJ#t~-
zegw(D?RJqWVHh?oo(IS6zRz2~Z0+87+#U}6IIR7IzJAL_YwE~dhI~eA&N!L5VA@9i
z^BE%-3*&9R+ik(n0QbyzkH7Dqw&EYS^177JyA0{_1L|Rp-ut4DL2lat_X12L#v2Ff
zvJywASk#Y|^T&F{E>!LvFx)!hcX^sqLvt%uQqPy2dHvgC!)V@AykN#-w98*TG17Xx
z7}+2kZqJMwTmBdW3rRwZ6w8d<;W3S>Pv@W3n%6ODWzsjH=Fm5Z;_Rqs|90$A!{YLJ
zYXYjSvAXb$kRu-T#<sku<NLk$$GSCI78`yw@^XHDh_)T40U`V7#cy>j#?qg-341@b
zPeM-zE9okq!Iv5Xg?}a8knoycx(5Y^^PKI3y-l*VULoT(pB|UheFu&-y;pGbVGI#}
z)9);AOm$M3zYg!&6Cp27QlRDJ=<ljQEOo8(YyXL!E&QAulp2f%rZW23Ti(rHx!3}U
zZXRxt$~}0rt`4sRmlLPzbF4le@9PfN^^W<Dg@ofeT*JHPau&kaOQQW<Cv56+>o{)5
z$k~_GKxw#hiSzQ@>vZ?n${2T;Z>n-)j!;0CQn5U)zO&!*Cak!)+nmK&+tPB)=)G_s
zv+24fnb(hMhNmw)?8%}nnn}@L2r<mz6q4;`hgln7k%1N|i+05f!H=&McJNQd49GxT
zPCTcIVmUJ2^Ez4+Sx~L#ncTwz&lW-l#G<!#)Z!M19C&cDyVERyWdM|lKhxokAGv6?
zviOx=wZCj;k?dXM{)z5h#Rkb;Yn1vl$K}f1NPc!?Mqd+seq-n&F8>%Gv{Okf_5>Pw
zx{toZAyaE;gM_`B5tQ9DnQfF6^9?@78N5hEUK@UTg_FJEAg8Bq(-0RJduL4WAQgQ%
zv>I6FgKLGUdCW~RPDf8>Laja{2zf}Siku~jXwU&0{d7>t&h&Q+sU+N`l~5V(_r!~s
zZi5W3zZJuF_%J8&HT+lB!?d`4>h$BdYBrSWH0C^-km^AGR^c5}&4h$oNYk~KGKIL;
zw`kgCZH5lXpv*rJJhu>3oZo6@p@}r+9e^C{UDHB`rh<|c+Rf2USxJ;y>pbpn)f4m@
zHL*Jpa=oCN#0dfs^*%w`aD{We%*(4c@1U44u^bcFJ?s+LYAECU5sHZ&!du#QKbq|s
z?B97!rl_dcfhTeQOifJ<C|=NHosFg=jW`)#$y|Y#Z>rp}zj%@5Z~goC@3HZ5|KMO0
z=C?_HzZ5s)FaiSucQ@iqu|L*Yk%)<j?fA5|wpId!l%DVO^{Lyg*RX_yg{7DXv%Rhk
zg`DMYvb(dS0(V-itgR~@R;7i6gvPvXZf;hA!~FA<KYu=WA9tcvR90qRF(jWKF1HR@
zBjs?7r|zh<q1}jYc%7gK5ib2I0cs>@q4zwk5;wFt>=+5&l;`K?MJ=bNPWO*@M=dik
zRR9-y*RNPch?&`xNGF}n6QHP$hJ=Jf`C{kj2$q7OIxYUvj2}>fw_-nK@ErP<m>Bx`
zY^!r(B5r=Prw3U|N~*?NeJUPMkMEkDB?oW~<RUIFy1KhhU`7Y4EJ-|F6!hI`D+d;S
zBeYimvI<C|#L8w?5LG;^$OHQbPFz%n+VSpwlcn*cUi=xx#<(QCvGG5C@n4EA%ocz5
zjq*#RcPyxdGHi@&uO67GAU!b|Q}54u#a`WBq$-<Ss~UQro{+no)O6Pyw)q=?(@rKd
ze*&eHrhpS<nXS2`M!s(BoLC}Foo<WT+Y`BW+i9x8u`@LZX-5fo;8?Mx&+eoqeCfLH
zoptZ0=@wv>U%qr(^<8I!huCuMW0;_R!wDZ*uAmOS=NtuI6<e%kj`teb6g@NTtHrnY
z`&Nkdj08)HFUM88e<MHQ5Q`E;?Cwe`pbBSa26O7Cky{jp((tn2iw}Wk3`V;mC6$ox
z^tu*4NDH1T)$muGJ-(Wi%#MWZoB4Bv&YPf*Zt;sxr@!uu>~uq?u)wm{1KVJp6u3HW
z$8*F#P0UV4vSvqDdZe*05wk~R%VI%&52G<!%T_FNBbM#tXOA_>#1uJYbfx&)amjeO
zbIbXqZ?(rK&IDTzalh1wxGfJ_8iwlgXy1P$N*npkvIZ~=I+aT>U~<ncp>vuK;z>=X
ztMo_uPNVNy<Jg1rZBjNmr+QQ84u)U^fxWqDpEtQgGJ*)i3$%HDlYptuSFJevc4*Am
z1ZjRYUkln+h@wU)oGz?rI<YQeR&~+gF#@7r03Bfp!M1@_W7U0iaT3ojT>8=1a482e
zOYkon!^f?D?fW0>X`ib)-tJjPWs4U$RK{eLq|<1soXYCBA~F1l-*gZ6bYP8(gXytB
z1JoZ6a5s*=^sdEzb=aEw?#<qaZI7aB9MfEbeXBEJBX;%SMo`KHv)x02>{U}LV?(NN
z%SaD8_13T5<Ay9B>hl_1!vwL2cc$ZSE-6h&q}b9sQQ^w@#(ihNWSe5y0~vG5;mFO_
z5OqyxCPT$Fzo3xbi<w|nB%9++Awld-42JjLo<32Ui+zfSc@#LV8}BY)HAuUMQ(te|
zzSkD(3$6zf@<v!6pOmXqTpj%6Ysl57R`l9ooS<PAFH_me0wc55py^E=K$hf+?GH^x
zc8^2Q3S|I6A(j)2`?k43RfWR~1rG#NucBiN#5>^lU)t|^z(d}85YHa~0RZJz-mwI%
zL~Kb2vSjuFuN0rq6vduh--hz2Z*E1|?oMD96x!SU8XQwE<?YLFSD0Y3Zf%F|Fc!*U
zxnABl-n$8-*>az6Y7nS;_Dbv>{yqfJ-h@E<ZcZwvI3!&qe4Y#Kiza;N!zyIBtcC5Z
zqhKeUHTZVr%9cy*oSR_X&UZ?Jru@TAUfY*iUBjx=^&z-JVHPF`$(F!~*}pIw9TaHu
zerYV|VW5}ICMKG~paA`nd(&ntb5`<U&L-<P=2p|-`6nchkI*iB#g^+;yuc3e1sw<3
zEAL_a#VPFN0^=ZD#}%6_2e#ZaoGes!{j%vq<EQJ*k++c!yglIvZabFr{w1-v@{N?m
z-dS8OsUN*wfnMEn;4do8D?~eO-R@LC#}v@qJ3VOCJW{}Bv_8BjuR>-SO)IEp6xx^K
z&ms~<c5<PS9cvheZ+!T4;<TY6B!(?};XDWlJBLNlOVv&EB@Lwghpf=@T7`8UlOQ5#
zgYUoBCH4nK)}OwQ>P~lM9d3~?sF>3{g@c+zK`Wl>3k_D|hZd386+L(p&Dn*i1g&;1
z_8>q{^+)$nWzxwvkhFY5*TMjP>Ncu0!=H|?6ZffPs24Rovj~?vYZmBQdOqIwDP&E}
zl&iPvb-WpTlN2%!Wvj-y(LaC7YoGbk4zj@sVzs-<yH|yV$#(-{RymK|_<FYH9%FVa
zjQi(IeW|?xW&`Rbp*IJ|KhTam<;|r?#BW)#+c|b{UTUcLe7T1)@R&rBNgG`H)mQTf
zK&NR5W0~F3yt}wyqo^im!r2kkJRc9Rk56Q2UEKLQFOJjdJRRr=4TG+Yhn>If9NL91
zMWE4_WMTIIJWVVcbA=qldJL0uvbUSPdmVgF6MhPK>^b}y5^r*hW3PGs{8~JKqE&B?
zEHm*|E;z1d;UWU_@o-2lnS9kEjO4-WJ_oDaa3A~Zy0$-#dtJ^e2)nj$j$E)EhC@j0
zx-Y~9ZF0g2Y)XdM&|14x&V-iKa*ER&1RN^gHqb0hKj~6LY#2Zn2Rc{m3LM_Y3cugE
ztZ?hsA5Pkdh?(*1SXiP;ZKpu^qD>@<ds1HhSY?jAoVkx?Xs_ham;zb&6AQrJ`hxXN
z;n~T;o7X$361x|=VyO=sF0($guln3&ew8e(9GHiUC>i+4<^@wLT))D3s5*V#B2moZ
z-K^a))Jwe3M$J4$Uv`lq2mcA#aOS*Tjq~5xwZ+gvV~k`@js1*xJ$={`O+nPeXqu+}
zIMXe36M9oE^ibtVyqx)Vg9wylyx`uQe@en@WMvI-J(gdX*%XPq>Ymrf%M&>EuTNza
z;IgaiGyzV2y0!XHxtv566Dm7z;p8`IuY8lrEs!4LdZB}Co$5+5EtZy&f^$Ee`3sXZ
zFSkz05e`OP=FSQGo>j@)Bk@ql>F(ISkQZF4dv|53R+e994u{*kf1WnrD#lX!^j#;?
zh#l!|C0|gYEE;@?qv#&ocyH3&+L+H527!`+&Mo7)vI`UIB?atQ2i;@$2Ku+wcv~!s
zq6M)pR*G|@;uDzhOG;Mj|6ne|qxkuZvga<FKIq7lC*oX#?2AG_o6CDBYq`>SV@YTw
znB-`at@k!L%uIG&-OA&a6t7<Gy#bm{PC<TVkKZ;K=>5}9Pvd>Kln4XIn4q-QOIslT
zo`@2gB<L4Yk>7wFhcj<;92ktzy8T#HSlv0rR*Z8l1d4e#k9NSpBX3A%H?Pa59c=n8
zvZzc(zSW78q-%Z_aoB->YfB}BAqaKe=|L?g{Nj;m*YgRm=ubb5Tc0QnZ=5xR4H9>Z
z17vk^Q9lY(*%VT7gi+^}Tf2S~ZedcxMYiSVZ-iqn%njS$jPq?AiTMSzhQ23C^_#>a
z%PwxBG`DZ<^J+CXGAL@ecqWIYlEwLw$c*gg1kCkeK>!+`(H8c{Iq`jJQowu=u_>oc
zR6#h~4oV$$$5g=CB7UB|Xjr7af+|5=*stV>acvExX3O<!+p&6<aQh&7czs-v@`!Aw
zq2SI@i2q^;ziTXRX<uvDtcq67^}LVz^8)%uc&2K63}*io^U3n7)qRbRw@%c?(T<~9
zqFvA}_>0%SJ2KC-vgiabu7G3m^K9oGFiXQl%CfTze%%2b4Zzb7kR+Ry)<}M#!M`(b
z)_T7kvT{-v7`Et&9L)3OTFJ948WZH9LJ=scB*=I(tnr=s6P@>&y`s1e%Hvr<t%1oz
zJquy9q2!-k_7_ScJ#pRJF{j(E+DZp`VFziJzaDR%Il0ryYrI9oxwroDBSZro3g+IK
zAj%h{rGq|UOct2uT$jUtNjMPRBG_Kl-<?xWnwzc<M2=b}w55E<_SAp(LGOt^0$}tr
zwG|CZ115?jP7&!T<%g9KILZ*MyRB8#jS>5Ed%7&n)GDeIR20Q0`AD(qacYya2GG8w
zk%dbSkZf*m3RD-;yWb&f9EeBmB_T7lJ&{nB{D2UY&ZC+M(q>6o1%5jl6rkf16vz>;
z&$^JSGX7!gEXBIaH{H)<;^PrsQ#si8{kG9C;^t1l<Q<Oow?~EBrjPI6m9upEynM?&
z-R+IVh;73H(k!{}`p{yT7yVlPc9N^SDq)c8J-wj}QbI~fS@}@>hZ|Jh)2MT9*djX8
z!T{y-p~Dp3$eHo}5)n^_iLpMyFBr0_-LbllZJmnxNL#$+sW|-Sw~#-6?cWPfg9N7`
zl|9Hye6A~{*>ccwTf4quU0=iIOAADEY<JmTSYMCbxI4CVzzv^k25(X+`Yvmw$k28h
zd?MKep>fIZU%yj-!J`+1$rqQfIj6<edlP(n<mRK174Kr1NPN_sc*3nfj;4NZVW!zR
z_MU&02I}esD)C=YMdI%pA=~><Q(m)-tM>oqdvpy=xBT-cJVx{I_PN713zMv5PS0PF
zUsSFfd(_bwUHI|GN8QhBq;y@uG~Z7pA_}Za51G;3;(k_MJ|<3UdkvLVUe?LEnh;$U
z9^VDqZf<(WXps@Qx~^vD2b;;u;};jNN<N1!@oQ4COggLwC6XXMR)Ih#8m}<~l9D7#
z(q#~KlIG^0sg+`n%W0v37GGL`V5!{_=F4%6)UUi2vZCn)&1sC7B+Ly`-(%}hzXKov
zImw9WJ-Xz^Iap*oPhy@XZWsjsi1wZHZcFDJ6=9A{Tli-gaY6g*sU^zRi(ZGx)h(o|
zvyf&Iesasw2uNSk`B8b&9;6~08IR3MWV3~yubkLEnbN4LSiGfYUfaZ8-nODV28MbU
zK3I(7>sTpm4<?{;sTor-#HO{Zo82p5PJ2<@Gb2#2Q^FDw@s(7(ULae-o%9%5{?wD?
zY9_}za;>n1D_-S{*7mIHH@7|hJePRP&ypL(nW+#Fr&E$?rTC5dvljoX+-y$wC}4X-
zJ+xUkX}p`Nb1B~oF+|kS+M3|z;7$&FFin<;n+!lauf5qWBb~B4<qzo3eT!?~qa>|D
z0*u@(VPgun_grm(ZBo5w?blTzivuh^f%<x|v3}gCsFB&sQsc4*O#$=sD#?m+AY6XV
zHx`-@7`|Q5vYCaieIqaU3fq+@D54Tw|0R?5MGn%S6^I~KZ)!K=Z?66)nxYrIQlLW*
z^I<*X^0xn$nQDg(CgGO23!2U&>r__2(rZzCdQtGOKIV4Y572}Q=8-V=Oyk?nk>^BY
z;QF3d1!>DrH&?&;T+Wgi*U=XUwi%yMl&<E%<4(wGmPVCvQVos&Y7QTI+na5kzBWfT
z$38WJ-MKU@)P5b{Qa&khF_NOP{kOvFA1J_!f1m*G-45pEss~!{4x1}#Hk1c6Q7~+*
z=_Mp+TfMFdDE1WT<^alr6M*n<9mse2EcS0*H~pR?Hrie6P4T^mLPjwE^vUE;-fJQE
zLn;HG3yu5B1$&R({6y~0r=~sq{U*anJc@7MswcBXn+|}$o_wte>gvP>zBguK9>;!r
zP8WL`k+c#S%ZbQ$IJDwvsEC8o=S;UWV1Pe21UvgySVZK{k(@Y-R8;un%*=W(nPE>R
z^zqAIiQW-GSf0o?I`PxF32uO5@K%jSyF55u)O}E2K_CV{HRh`4a^rvT^p!zvHs9N&
zcxiAC6e-qX#e%z2C|Vp++}$O(yHnhuxVr>OaVYK-cXtW)&+~g{-kIb>GP!p*o6X+m
zoW11n?@zeue{%A5{lnE>^9yV35uCSra7M$w4ksudL?W>@VG|KabMRGZ)rX+)`CLy*
zUuV;V*&nE!;;U$>sHm8G5D^gkhvRqO2qv=M_>D}e^fRN}vzLZ~goNazOC~F>sHzJc
zYxC=u270%5l%jfi0C6wvO;`DW5-QwfJ@=oHE!U0$^9n*A$9BTJHDiPksx8beRztqv
zr(D=2Rg{+x1WL;i^R=9aCbzZmg<u|r=(ugUzwXWbqbKH*dFh#}q3XJJ60;$9+s&7e
z{(73t$EV%m!>F$BBaZjG?(>&Fvoe2Cwx4YXdPIUE+N4@4yx){ie3&?vS0<Mik+UM*
z-yW9v<3y@$g!en5j7@^>rmZcVG(_`g%N5}jqG+6y*PMn#u{stsmS=v=gA-~J@8LYX
zP`{eEL|HFpn-{*+Jr-x%VKa|1a@K3H2#NYfKAi_x3fw=ZY$X$KOCLU(m_=&Fy{B&p
zvWumgdT%q0>QDl8ldx!PAae&DD3ec(!2A42INLKq+?+71c4W^-unW`vxtjW_2GVjI
zIke}iL!%O)-&B3D*dd;h6!l5P+|H5nZ|wpV->If3f@HINbdj(y*h1{kLTBl@C(IrY
z$-MpuquVw5mjqyD_d9d6$&vpp{H?3l2!QbbH~(yj8K=ysKt=1G1&7M}G2W#q{CdJy
z!IIzJ@k;bmD${<crK$P==P!6fS47#Qvj1S1EKH+-+xg_0<gO<QMB6iJxp+O@R;c+<
zd^h>whZkRGq7*>?FzfD5kEmO65y_iOylG5%)=LJk=P%EPkb^>dEv7$43F5{wWUsF>
z9_-Y-98h&M3--Snoe6XoeC~q2(hkvOtS%RG<0dFg|9baU1s_RL1Y7nEGKL(U1^i`F
zRnV&Pfn?jYzSvtN6<Ij_zyEP`MWN{*pr`5KdF?@9T&Sj<`z}+^ZC75<N$8aW{UO<<
zavE-FmXcfDoC&@L_5Ir$yYDM7gf5hr_$ZU8`LJKeUfxU+yKQBZ#`@AY3YDgAqW_Ne
zv3R<b872LJ#hS6pVa%yRksz0GC(Bxn#V%ADb|ou!2!|P*3JB%#LfzF{?bJ{4Ds<q+
zW~Eq{&qze#D_=ciA@>(lWEw($&LO^?IU+W3>JeQwJH!4NIH#Y{!>E~B<KP^`^3Ag{
zI%(#_uKbyU{_Sj<t-X_=%{eW?aPVlg2spm00*rsKm7Ng$NleQIF%wJb_r(vI5U`wt
zMBedkfGr^(PnJs5^`-W=&{6h3gc=3V=$Exqcna+TuowD(JYb|u?8A(XBZ>Pkdjq%z
zA6Uz7XB$)9gU0Rh`L=O@g9kqfLcJDu#+KJbkjQ*vyU&I3u$38>LC*CPeFw&dfuw&?
zNQ%OkH)=(#KB4jw>|4>#3oRXO>6>z#7}*GBx(Nht-P*r@{fLS4fD7d8aQCkd@3ZG1
zG@Pj2t69B7`sWk-Tb34L|9xKeFp+(v6iek?)`IomV+Cg5R@s;IR#xgg6B}p9m5s9)
zI!q3ET$Ow&W7F1}!{$1krz+Y<yf*sVXsLv{G8fGCOEPbFknw#dz1w)PgExIE{E4v=
zX(_Z7V@#G4__Kk%W7lSGMkoh;C?F&H!`NR_UfBD#Z|xCyZufytR+dLNq^f>CLh5yV
z_nI5}#`+`9Xk%jXmgxFN=6P!UbE@M8zZgZNONG*+Fl&SN=lfLDLs?Ro=c$;0Y!*fC
zm4U`WfeV`j1b1v!g{U25$#(tg)^VXeKGa$dKA@I6&UTYa@hO}{6}YdEgRA@~gQU6-
zZKw3d5YKc@ouz*z5gA|A^azv2KWTOR&cuyZ+)XmBe-FkO58U}Reg4xOA?IafG&6x6
zYCiuK+H&-X%q_&|{?iBOPnz3E`s`lMWjtqo;^0Jq$g@gAGR16hT{f5tdnyEze9VDW
z`=Qt_ZSR~0i|t^?UBQxxMZwj8>#x9QPteP4Wu4H>%*;nlYP{z*{^8-X(;%<dBviw%
zs&K{Qr8bnGGBztkFY8CbU#wK#bgbZWI4~Z@Mf?0CGj`cGjrEG<&@LALo)v}JAf&J8
zmr=lm@{RB9$Oqu0%ZyKE%e8L!6VnGE&-!XX6x15=cOz<P&G9XU0E%^Q3C62Lmo8XN
zDs<5L`p9zJC~y>N7Z@AcU1#>CEe4i6kD?YDLgcQi9xWub#4eQAoQL@#>9cJeZ6-5Q
zD6|Wk1J7~ek`f0YR;A{1qX=C=PDfN=YZ0+oUUi(PpSN_K`!#4PKG|+2>gnybm#BL(
zo;5{3Urlx&&+sQiURuuFc-BCKAy*vz?}7S!VkG4H(>R+31W?xGz2;5!_tW#iwjBPt
z!<3gfv$Odn#T8E<(#3*i=Nk4ugq96oG%1yQ;=sKa(Xc98FRT)+hurTP|IqXSy;P{E
z5QYQFtoH3v=JMvt7jg^V_g<$ri&}^y{u}*6bUw%FQ<ng2*F5O-?h>XU&o@%ucc&v9
z`RKm;sAI1PBeS$B{r7t5^owZ#`;u(iXRR~c@_yTRJ$i*{l$Axo0MS>f7W5Xuncu5m
z`;dGnlvO`>dzgG5S*GrXjCdXF!1*?$inaN+V8<M_7opR_kAl_G@(alYXvVow+4VI(
zz#EZ*bsL<Joa1(Y8P$F<!rFF)79yno<$8-f*qndyx8eEGprBV)dr1h&3@7IVrAEvl
zW4XafJ;n>Vb-Rn$@1l10oIY@iq;QF_7Ny_d00z1vG_s>P`B86M`zr-2&4^xx;{m3G
zoONy$t%zQ-HA!iCMM(6_*+|P3+AXC0_d>Ll(<pySZ*d7005>UA0QH$gpP`MZ9MPkC
zEg2k|&>ow+*4O^2MPc6<HPOFQ**?Y#6KT5nF`x6AWQlyiuZrYuf_9sxf-YvelVVbI
zd;lZZ(Uqaa84fvbA6E6Ik9vu2z$^{~OZ&Gloe$MKos%1%2n@64450LBq&NHP6WQ&D
z?^y9J_PGDB!<Sq1%RM=K1Krj+4{r@<^3o8W{;O@Vd{I~@MfWAP3E(LvP+^`2W@75K
z?}e^{1WL=|(MJm|UEoHC$|NDcC$5KRJ_$H#IzvPq_436*Z^W5LTQ8(XyG`Ll)u@T%
zK)wXNQGel!+RK)EJjv3}TYKTrfXj{wkFvJcyfc%zJ>@3H-$`^Wtigpa?=0bb6<it7
zm;x0=E*FO$V3Ws+4LAwdOf#;i?l^e?Sh3Z0gS&Ry>MqBe9jcYW0d>O@vzn-?Ii_OH
zLMY_b{YD<vRa0H0c`Yd!SDYIoaZ-Ek$)mNqUB)pt=J;f>5(f9lgnw(xN;g2`Pei3y
zidI&WstofQxbJYZr|W!v`(HY~pN&7Ej}uyM2zV<$IUU$8;z7r}WX3`Zaa|O0%GrgD
zKJ1)xV;g$vVrHJwb)Olq`^d$gaO4cJN)th-grY`+w*DbGV=44hjT-K3g<M)*gOtd)
zgBT_^$Vj;N(b+gY5mn`d?~`T+d_Sn;i#xN!*O(fW4Jz50ZPCyUevxXcv|ABb3W>1n
zsA9E3yc8-F3kO7uY?LtmnJ@LQ_f3yFRW8*`{Jv0#n6^nPD9+s4{W(t?xWcH>u?L+r
zD>4c_{LEuv{zF%k<)pbQF((>Bz$jFm!&a#XOmkU3asX@p?dfgmapiQf{ClJ220bJv
zY6~2z$QXQ6JaE2pgP#MI+trIr{fGC1p**kv;j{>9+$DU^M#e4FfBvyHEbc0=kSR)-
zAU5q~?woy3_{*=x<5WxS*ZMi%o2CtW8Zs<N!+Vp(8|Wd5iH$gLW%rYg8fx9?CXEJR
z=3v{%SL>P=9I|=A-{**9)$Q0M%VJIjzlvgF)cGnc;if~^$t}0F?;ueokDs=m194v-
zVmTg66iy1ZvfS@OXf{f=z0;cf8}hPl8qW<RP{>aI6zG_<yP6O-uGTR$^#bYYY-l`Q
zMao`38ilT~BN4x2W2OUQa&N9XapMTn4KMj)YbYa@03FQT_!0ca+06;N)mv|iM!A<0
zJ5^XO#&qBlvV$H%5v$szVYy}Ge(D}E&U*Q1`u!2{e_ZB!B_D6JzzZyUxO5SW6+O<2
z;6HLM={CsiR5$HSZN1s}lwW6VE+wg&)Z3qh;SmvH?(RIJW3Azaj^yYS|79i}ot+og
z2de3UF<*XkzagEG4mbl@FXZMT4s}bP()tPx2}r-4@_9VrHaEBb9){G6ljU~2AQ}im
z0{{S=JXQJm0j4t_eb)xzu<8F~c(|UUIccu4b8;xE^x9Dr6izvDaG9jH6W;LQzQ1R0
zb34Pt!ophV@JL)z=BuYhXBTie#2-7BW`DwIvRnHWNEP1MWWD&--~DZZu_PIrArc_}
zX+03jJVpF6L&k6Q=4k%lRo1>pfJP=BY0l<f8v*>hvUb#sX8+p<$7%vbbtNy(OSt%u
z;lWf9Cy&G5OkVR(uC56)Tg+6|h3S}_%sVPEI>c5~eBU4X3pX#d7kunVXBz=Z8dibP
zs{94eSmVThZ@`S{$P+_yL>D9`KcPn?DC5vz{-agDHeI@$jwh9wdG78hUDuCUMZq}v
zMi1OO#wJ9QXC~F$g*kWvOH19Wf8RSnUkP;P6hf-12<L1Cq8qNgjZKGG(zn0Q_>Tta
z3}!Kjtx7Wvy`7(v2QG)U=XWM!0_HTG81Xurgv9St$qlR+&{u5=%bF0bUgUfBZ%x0f
z^ODn6w|%%_eS^_@Hu$)2_<~?%s0FA>nf(!!i1Y2nLBiVt(B&Q%vlK#fUlq8+_)pak
zQ9%;8{khh^71RXXi@2R@%Y+|h=4za)2958-&5cvzHMDz^CB?PKnE;L01;*?b>he^s
z`d_6N>TH=4l)tOSwxSxcwPg^zcXrPf*J5rAEb6k>qC7LIyGPA$-i)ZdvZedI3u}@I
z?YyhcWmOw!SHbXnce(TJn4aGMQz|$ptC<6*$q(%F%>po7c2s*Q_AceU%kPMdzb$Z!
zSsWc|dk;_g4wgpcb}b+=8hii&m+Bo0C{9VsKYAal-~x6`$3!cEA=<z?B19b_^T>JK
z==%}>4#0b^3|7?nX`H48#`LZ00^KNdpNNQbPfei3#_wa6FIz*nd6$k#s|-0MWX43?
zSMTevZ=+*X(txW@ecOSxHLs^ackh?Zg#*>Mh{7@dgbpF^Y45+o*6ThaT24o+g~Z`4
zWgO+Uv|(C_)lFFW;{T@i>{YiONB9;(d}{h$`Xe(9{&%CEXwD879>Qi}Yw6{Bb(6pZ
zDd?{vO^PJ>?SBz;K5PJkk@l^#1P$#GFa<ycqNYNWO=PfF`96sGTElaVVw_f0NAcwD
zQs}EH<coVB%>In_#vq81jv_4hx%rM($f6+uHj!!f*S4Q~ZAfCFgAf+v6)n_LG5b&m
zomF&Cok4XF-cU#JwDE~Jx2RrKG@oPLg>y2Km7=ol>ajtQzP(wYMWEy8#xG~ixS&|)
z;HqN2IXy*bZDj!aS4(X(E$icDi;<g?1}^MM8bmD}ac1i?i_lxTC5EcffpoLheHXYc
z>Y7VvCCi=8oLhZQ(z1m;4>5Yep9uK{y90yB`9e_q%j}D#4kG+Q)6iQfG5q;CBL!m?
zPrWel`(>L_Z!B@DV;AI~uM8L&Z>@97^FmxEJ!Hy%NtzaIQh(L|UI5tku2-6f0t79*
zqzf)(pegH4`*CgX?%xbJ1;w7nE#$TXidW=<d(Tur`zE3A{#F~(9hDXrgoXuCvrLzy
zji{RL+$6j>9C*>jq^bia(J1yLmj^N<_}Um?MlytiZbSwiia=c%mY%Tbix$p&X8q<_
zyYDV_L-Yri*EmTJG^#e%6uSYpDTUEh1L?~o`;E+RH^9#BvOt?9Z=em08REyv-Q|5o
z3$({t)U!L9h1gYbTLEK(U$fU)n>_ko9mv*34T0nXzV7PmF|QqXu*kq2$A~gzxb1Rs
zs9~*f2fe!ddH=(Nbw~5{hpLMG;Q6Aro4?@rWODiKJ=~zMZx*I3c@-#4A7cvInzE-2
z+Js?`!?tpQ5PARwQ&)7vA)jW3<<|Ht#GpS>i>10nYREgJ=HcOee(%02E_v6rsBdZC
zax!XuZr&;i7}HJF6YDed*Snh=I2SVFGBF}ORd}0QZGJ`^UY7wvPh(yXbg>!GZK(&>
z5<A9s7u9kP>n3Qxrw?)Rev_rF@xr%J5-&tq8QXX$_u7W;SUB7zNm?Nf?H|9m_t>mx
zElWFmE9HeUH1~-2v)<x8_8odwppQsZ_rj;0agT_?)WCroC*=<Nv5(`T<+`c@Y)!Cr
zPnScZff>b#^KZ1D0Y(<UBAeZdZ+Cq*x<;|$L`wi$B6V-h_+DOt<q=Gf>CLgIkVJ!_
z@BB0psEEGy<V-+~A$WbXF>}2*T<MmVR~5oK@Ys2Mb`|lNmt5Y%S%%3x4YRyT+&J%R
z;58cW0|7(%ufE}vyV~uMY)!T+u1sih*j<-EIAgo?hKn!1ByiBAv)~d>U$QG(eq!BE
z{~Ph@8sJ-#RG1?3?<X$qFZWx$ElzO7y-|0Y+;cK#?W*2GU?!k#Xn7sMERe(y=zW7)
zb^IZG{@HjS`JwT~Ik2>KW!Dlz!Q~I(l^wA{Sy^9n8DA9Vd@qio6^+`Qp_CYlCHRfg
z2|?fwMWUp<mMR1zW||EB?H!%L5hC+-4`isKOhsAWO_^L&!^D6xD^9Yopb)AHtNxFw
z&P~&o>4(fGERSuxcZYqTxDgpy_B}x&iiCMGgXGz;s?t7f#ut%*RON*Uk)4d8O1=2I
z3+A}jmL?Q77Z*(f%36qzIN~t4qkH#KWpsw4n@mt#x4QIq(x&%Qv1v?Iy7m*i&2>?0
zT#d=MKs5)Drcvn%Trq*QhO-*2_r@icRf9;M&qoFKPqwChWclI_@s@dzYUhx*FIN}Z
z(E9G<vQF2OV6q^p(+#0eDCsG0MUp3G(0pSMF~dwqRvSvf(b2i81>0MUEBnzuZx0=T
zLtLX#7Jg(yd~^yn-#!GL{_Sv-1qlOG@!WO!WMYfy5v+KZeI$1kGmNXIZ!IHTHDV{C
zylzYg!hp{tW0VZh#c6DSzvX{ZY)}Wi1hIS`XfkrTM~VO0KF`qzdrY5&fxCizz+m;5
z-~0yl&$k>&lC-&e{8;%|t04}}-xy-I#+mNQ_O;UTbpM)~EP7y*9*T?qLe8tDde+<d
zFFE2)eAHVq1fJ_z<^MsEC9>^tlcJom4a#K@LdJx&_niEDG5`2I=d^m^odTkue3(#Z
z2+Z?W{4w9vJoRC->bpC<un|#(m}9%Lp`p;cP~#JI(uBp>C%u6qD7Ro})EJb?rO$N8
z&Z#NzcAHH`ry1`PBS?I$Sx|Ql5=q3>IJoMjD~f7}nh>l=sseIJUhp@*{pdR{S;kao
z2LlX^(DKO`fhs6CqpssyAAhO<XNH$4`6)t9pFosp&x31?P`X;t-ITSsCKYPvbq}6E
z&OP9>5ni5!31+)pN&fTf+C|H>PD4dgp$%nP_-2{TIuT<T&Ud{?7f^&#Dsx`$soiij
z{s_@C*F#V~Q6^@wjj_v@@2b*<CnGLs)#d$HFm0yU<OTpuK~7^j-<&$(q_zK&%?w<$
zu_DBC`w~g~Yro><vukB)Y>rSH<w3LW9Kv%Ere3`1xQPQaYY)4nBON*cN}k=c^x*C1
zA>NodiV0&a?<d0IFt6EiTTQ9<R!km0nGG9=)pmqgT2QvhhXX!a+BfDC8d(Dz%E|>d
zN36~z-3d<^efFw&e5euVIH>C;{z(8=QGRP=Y%!Or2n{U%!#s%&2mEoW*xSSwQnQWW
zV#3I1i`dgFfWIXG$$9G_+>==XC7cg{oy)8!-VaGM<zVY-zf<X@+voC~FjCFYQtcYA
z@?Y3Ag^fxk6Px748m&_QNfh$Z#bl1WB5UzXQ`3q(N$&e;X%$p`5{;v+9bLWUWPyFE
z$++0%<U{TY&5HVH*w^EEN%MVvQ%aV6m3z9^01Lhm%ucNf<8FfnQtJEO$Fs>D0oQ@q
zZ`mQD**DEibi@|LYlr=ShiIF?4glv2&IsNcQJJc$0+Jgk;-ih+NCMn4D~ofAQmi#i
z;IvO|P8FfL2|<3PlF0MZ<Zt$%B#mh%-^(W;WKQ5>!9aCuL39m!zP$WP5d#G@V=#tX
zyRSub)~D7&U*TI<jMUW;0CBK`R4bPL2%xp^LP@%@)#}0Z`;GL4XNNx>ZbW(Qx;oz~
zA7SJ&#bDLI$T9lFtWxILxJG_pDfTide?e!kyX~3JR<_@54Z-;2vpZ{IRkQq!jS#Q6
z)dK6R^|I2+C=84>1u}O!vNL`@J9Y}fa!R!Vve%YoFwcV|K=m(k*JSQ<dPyhIl<*>5
zz45;tTRP8^2#NcWZC)8`d%h-YquBnu{3e7s*xSt42}DyzlW((Dxs`d<g&j6Z($>KV
zO{ED|Kq;-mEq5>AlF&EbY=!4b0qMWow4lb={+}jx0X0*fM<Ygx(%gj`*sUQZwdxgt
zy0?N;c443Pnh_tO=igbeEe*dJ;9sQf$`3(#jo<sSmIf5RCwW&pJ3?yXf;3oGI)H`l
zv48gkIZrPuw>odGZLaHc@~m|9?wuUK8UHM~Z0}a?nK1gClC`f>B_w@Czck~({m7ij
zHg*H9&rR_d$VuxG^`BN$loVVyYYR-v$Qb!zWwm_yo{?rS3MnToJ>9S;0GWL){tXwd
zwcEv}B&qxYTuwFZY;Qbg4gXmB{O&HazMcaY7x%muOPCY+3`gcx0C(XQuFI`2xLr-}
zZ?_H0&!?`?ZY+aiNJRoRWNOl{JHvcv7HlVSMcI3Ng3h`gV^Co6xjhOQATH!vt~$7i
zQ`)$Ut4IRL7aAHQ=3wL9N7zxdMT+pH4(TG)SGe&4F1I~%4fJ`~A%f|^-KZAe<Dle=
zgVG`dY^TNfK~qKR$c4P`v8y|8)5U6X>gv|Fw<TPX=W~#rI*09ESg9hBV?j64THnb9
zqanK~_B=XA`OWvv36l_-4CW<%lKjAWD&2vcfyQ&P>ysxqvK|^KlIw5u2<?ZPG57qT
zinA4=B0)gCIg?jZeQ0;CpD(GFYFj?)^?HWy0Ym+pK6NEo^K;xku6r~cf6#+4ldVZ%
z?QzJ6?C3ST-6@zI-tsPS`pS{B@vWTeXKTe7fkF_jsehsrt5zS3j-IWVd=g*(-1#O<
z4f92<J>l!nd0e8{42ge3rMPk8fnfIdXTL^aes>{;a+B)xHw35YD#fw8{u}#EER2zM
zOzZpgrOMp;VS?P$F)=ne3@hgMM2zWAI?SpA<C0i@blL^SkKzUe>)@syRCx70_2{4_
zM=by^v2*<g^`Eg8LwP}b)c8C?*oASmN0DRA4oQ=|y9e+7mW5d0TUn)zTdM=&=dV1c
zEbsh+SNca^ha79Fk;m6jJWz^wF4#O!v|C8PQKg|n91{}4rK2XVBR;k8syKuTUhhXe
zBOkB1alj<J+gw^xKB0+ZF|I4`Yy~aZLL#haj1p(iwO%7Zxi?hzpPIank?WyaRj+kV
zCpZi2tKt@r_X?kTLcW%|-)9M*h3EU~g!aRD+JbL3@EjmviDg*6z4TlMHT3Wa`FuBa
zdEAx}&gPSXeVKXx2;EIgnnRsZ)O;k?p)fY8O&I<1ia&z_?f)^tz+D8w{#Cvqqr~s+
zz0NzjyN0M`cCtK2jJQlP?fKxF#{|mWl+%xPZk`Fgn>4qM{yShuVH>}ZIw-I*UfO-(
z6JtLy{b#JgQNA++(~2Acc9CiSAa^<Da!@YY)ymTG8rCznhpf3W^zLmVi03ICQK&T)
z<*GN{84qdb8=F#LtnWITJ)h>`RB99;M#8{KO^7g(NZThIdpQ@HxPW5v)06(hZaH^0
z2{9f%g;W2uu~xl4*4$XI5V|$zZN2-gL?kYchq~fiHvvC3X14~6e@DB21Xm<R*ff0T
z@bw9(#B!=>sm?M4LiTy}*O5V8&sa^9!l6bZ#&*dKlk8jf(GZI-L__bsI4!H%lCAZ0
zl#+E!kC9II`P*jcM%i<-Q|SDq`;7GTY(nmg<lX@JGW^-f!nG5=1#MVYhOVkyAwl?b
zCang4A2x9~5I64Ao!XGf5UIVgkvDY=Ep8}-Ol^He4<?4*=G7uE*gx@#ad$pcUw=>E
zJ|q7-ge5yLdULnIG$n0E@p3%)N;CrZh+a`-5=P}{4(VNt82#jM_u-$8?YE&J>?%<r
zdu9P5NV2sxgrH69Xfiblyh7n$Iqq27l92>=FaN{ouy}0DavM4Rk`1;7Y`LfH)tqwK
z+MdaNFg=Y5s!zuB95K<MIc`geV5?phVQ8khdKH6ERxCK8qK->!9=>2v;oH3cASvMh
zFEMOS!{5+dEMw;dR|?eezV*XwWd%OY*#T}{Ho-Uy?30<lZ`~+NevI_cvm^NW>b%T(
z@wkIXHSS_;6BLP`)!U0-o87qKXicY<+hw`>mz(5a)BD)Pb*9=L86RNOUHrm&?E;D;
z{8D6<y+OKpK$UK{ikTo4yVYThP-htTx}BXXIt+N!t!-Oyzm`y48k1ABZHE0|5!?ZE
z<9%p*{psCx>~q42yr2Jkh}!my7x$k0l=Q7Lu8cR08==4inBk9v-d|L&cbpa|>1&^d
z@!!6@ut2$&L<W7qbq2?Y6}o(;S{5(!Z$D;ao!vEW>^>?qv_8E25`ZI`!HzX`WFNM9
z2P^*pW>b&|ywH%$OQ^c7JhV8Ez*v=V=fvqVf;W@Litz$ARKwyQ#7FvYZiOKjN4#K4
zr#@DN`R{#n)cHr)zkr9m#tR}mHqSVdi2V#m&z+y?svmn@R*eN7kG=5MutH<X1qJ5E
zrEdbpv70%6>R%bJSU14QSr87}{JbhmT7&q(`{(y#@9%y68Nttf+|A5IJ>HynVDHb_
zCwwSp=x1DdTSAW5OVQ*3(?+J$!qk|ASxb52ZLJLBgQ9;{@qBeqd*`1Ggw5V<c4-DB
zz)@@`n{QGZF@6ZYIu$<E#J9^-0>;i$8-4&FIxjr9ZTdC_f)9wneo$z@<k5@$Pj2Me
z97t@!qoO&TAY9ySqh_6hCUPWzGe7*JlKm-)B|AaA<14{?{j1OuZq>LiE;xW=yf&V0
zkFmEiqmN`3BRoKSy*OjF3U^ZR>Z@od+&&kT%4{CzDe*~L^PM6yLfihYVjJ^>>inis
zwsx?N3j&|Hj5B3Mq3;~WK)|K9GqYTQ|2G<=AFQQJ0k4|S=e<>i@``~S`qrPV&m`PF
zhuzb5(4PTpoi?wvK3<4_Y!Y*Hm+`ZtxocmEemUA!*H)Y66~&B^S6YC_24sK--(57x
zQ^$el+*|?}IJC1ZtE!G+{cDm2F|%SstMo=STupBx`6Kr<z4+G?`7OQ(Gh`bz&h?4_
zpM8z>6|w_&b{Z%qw90a@^;HA2OiXyJEFP+(at6n9A-heRLiIxPX5duy1^jdAVMe(9
z#$b3kko+bnjH$XmX4LS%IemMOIOPzSsEMlgEfkO@ses@+@NU?i2l{?lk9qQ&PNM03
zMq&c0l>#7&jr%@_f*Tw7GhPJX#Ze|sPtI&SH@A^`Y)E=8y>R@)zw}e<xo3*lv!OIO
zbB9?)=m7KRKFsa0B3iNwnu4A9#|V|xpKgr!{zzEBRcZFWfKu6@Q?wA{>>rLZvw;H^
z5VpvGg|~R)&OzSr?*V^)O3osr4EmKD2!SOm;?<mdYNlW3(g`w6-r5UYL_@!Z!O3fC
zonSeG=hz0oKtU}R9Ytijrjw00g|xRLKfx|kI&2vQQe|^r;#@ObQcXvGe7#Oi7E_tW
ztI5=8Rufx*AV%LTtuM*!8nm++Sm4mYG5MA1=f1Da|BCeH%Y~&e;3aK%Ku9uM2w^gR
zcW-4)0VP81a+xBcuFFT^XODmb#$Gf=s2`#WqgNMV>cxo=YsnKZ(%-(I{FHrC_riT+
zP8sxAi9|NWBAOdL`TDd(RBg9P;9sc--yBPD*Q~1oo0ebmI#qn9DgGx3dch8l^a^Hi
z$jPJ2%06EoOr!GgMSO}J+M`)NyVx3dhu}*yoh>joH^;fI_`>f3&(JkBC!##P2f>PU
z=m|%%{X$+|UdSX!2VR1n*I_RssR(e%Vl22f!984R-=g^U?TM^Ldhg(17)tjA^6<Y-
zFCyk(r0cN^ZY((Grw=amnO;Yg5akhsjz>4)J9I{sh9yaj12<hMwa?MM_++}>+JJ<6
zE^RJLCuX5DVrFIi{yhysO0}4!rDgqE;%FcZb^{IvA~WCqXbS(00NfEm-LWKDMtmx{
zJtFY)V1M<mB-{!f>}mXSdMuJZKS?a9Svtue{3AYQre%tVmvv4i^@hfK_&vi3zDjVc
z(%OhVn8~SA(Tqr-tMgr7-_Ebn%D~n%s<*IFe><~9JdQDE&i#<7O!mb@qd~87Lfa&I
zpc=o{5w-ql(5E)7YY`@uh%yI<0D3!Dw6eeyKJuAewV`4;`m@UIZ&#Le{!M<EQALVc
z7nF+>Wrya6R~oG)e^9u5$5E&yferY$WMU)vD;CR(eY5WtE72}^31o&VfAg19a6{%=
z&}FU)BEw*%sJcup#sSYNmy8Y;RjhWd!exQkeoIvCYE4XWcb6qMs^pI4aY^7{H;{1R
zl>eiK)1iw5WDkqTX-M{(dn*DvQ7?Rr-W|jWW{H$_wTQ-jNX~p(FNwGmZV&l&hWNv*
zLQ;|Csv*TjaY^f7-Bs6N#6}5TSMV?dT5r_$q|W2qR0{vA5PDUkj`2ATZtiH6Ey4tO
zx@W3~%%-ZEfa<uD5j}wT^9-L*lVyg>fAd>;42!PQN>m=Ns$n`e&TLqgii7p^qSs$;
znA1t@|6-TSeaCbL?p!4yLTJZxb4kyvcjARlQ1W*l9mdz4abvz+{?XB&8qXywXD#`J
z^wjtc3f~xo<WG_MGB33?54r*{Q~1JI)w;sAt!aYNnou?|%8lu2wSxigNuLcH4IyzO
z3=(1EbUwAXXHS1_dW;Wy7ld&di_KIa=IExdw=XbFvBLt~9EroN5PQi73b5!5mYxNQ
zNJ8x&2T&?<hR8RW43~4>Ik3EBfbLvDF>FEwx}XcWKSaqV3_I%m<N%4gl|9(egwQHb
zwd}G!?kd0?-6E~Rw28aV@aR5gx2=$RPkntvcT7WljrI|%_n8z?7K#@g>A6Ld1deuu
z|7z{BXPXX*%@X?EbsDfKS9NAwRT6G%MbSI(?LuupU6~O0=$h;ZX&>g({B*E9C=QFs
zl5fOeeIZYF0cc{U2Y-Z+U!;)lA@ct;-;x!j74%p3tUao}*6`TLFrStuh>jCy6kD_W
zs<>8R;f~;xhtihig$Zsw=2Sy9_^*WR^qsk)0X&N`iwhJO{S)sK<35tDvvByMESmly
zS@VihdJd&BkIbCADb{g3Z}a=o0BGMhFWUX0^w)Ow_W7`@BT14#RB%g{^4#H}aiZeq
zy@QVp>y+4OAnj9{(f%L8OH!zfULHU_8neKB%iu(q$<ltZL4?irK1P`KJcjxv^y5iK
z<IJZ1HwP|0zG0RI+5U^!h%NW6)Tk{<m96_3_@9?pJg{R>P*%O&)e*=daQxn$Uj>AR
zJlmsG5ts>ZdRP8~RwD)985{MhizA1qnj@R~6CqXoerb87Xf;)JmA<Jt|1H)r4=}XV
zsB_18LXAB~`Noky?8uc~!^l=>>yCl+-0jMO1z!4I|FWB84K^9Us}LrP`~wb^*#@Fp
zG_@WF$VomFv)1~P@7eJ+a!IPG;HV!%#1Jz{Ut?CLm*h85haO{WBY=T$XifSy(U4$Z
zewjvMj!FapYC*=^m!!X+Op@R$m+OdV=UasB9BaDO$F6%?pGk>H)}{yt??lA}MpQ{I
zg)Yelr*)8#vm;1CO`AlWEL;QazMUjK_UE-D+0V)+O3v@|s2oP*-+Z#IK^d7(j+(MI
zQ9DMnw_cj9J1i`xB!QS85-wdhXp&z#dyf*{;3ah0&P9x9Lg|sh=Y>-1{Xr$-La~^p
ztdj<2XzI3Jev$lZB?vB4cQX@8;`~I5YeyT_0m}vl|J7D~7N{TiKm6F4du(a3DvSc$
z+c$9pq}75p6ENU+pL96GiR`nsY2XP}ON)^NhRu(%ABX{^B3ZVd$10P@$`VyovA(t@
z_5f?A)JlN2MfHh|aIs5Q=6T`Sq;xNZ(z3qBe7UE?o}809WuKUirzO7N#39;CE=qGm
zl84i!;T<q@S$Flx{Xi@do=Yv@(AZ_Lvbux>lwQ!0hd?hk!nS-|ZRgCcu3B&@YYMO!
z^m-U2xm4>g?>;DdCqK`j)IwjIUEWp!cAK5(?p-3?0sTs?7uCbCQBsdtq>~!vJ~7>;
zu57}Twr2LIckXb0Dum<N_a0@n;?mBDnykCPr`f~V;w%Sd<(=ESoae%*LdS6C$CMO6
z_QoY{+(<7~BaFz!1zU5tiSaE4$BgOT<?8ru`@!Jj3DTu2MgAG%N5j0T0zfF(M`U+6
zn)6Ncd43b&Ec#GpS8TTEKnWs~FqXun+7MM4mq#!srQ%nXt#=;atfB=dZG+w=!PMQe
ze*?L0joLxI=C7keI1#un?9l)(85|!M@z^<_+{yX=S}7|z@*C>h)c7m<aNT7tqZx<b
zR}M9T)cmS4Qi9F3BF4M+L9ff^DK(IjO)D-i4$8~><n+tRLTq^k4en0qZqvtv|Mj_R
z-ZwoOm9dF>cU=o6bf(4ho=oCAhhK|oy;@xte#mU>n^+wD$+8Z9V7YZS9rt`B3rD)h
zuW3x|<pP?=zQ)%v{S*pKAJtWp7)Ehdml)_h*6V9r)UGAx+!@I)B7yjL^Dw7{97E{i
zTLY)_bSnZM=V)aJQ-h@%jwQdG&XbR?J_p?CM}x2jm%CM30msmskQJ~Zwa#A@mW&i?
z8(uR+kHg5X$`1nZC^AhAHiH&<U;%yI7(1pHn7;%asjsS!EN>Uvs~0LYN#lm|pf6Rq
zxR1EtsQxYym~-7)fw$O_u?e70s?B4|AO;6VSzf%QgZnpr&qQYh^ws(qKhdn&`6gdv
zQ01$9t=+V*5bItWGkXY=W$g90yXOecumEv4mlWFICN!G2HVuiC*?9JOm3iALstWj2
zq)a!rrQK@%%A3%*o|u+UcgYe1pNyQ#XAZIS&3=ff`OXerIwq?=xBFX*8J}S!I3he?
zNqtJc{gV8mEspr|>sPlt;-b&*z(Y&eogN2AhS0}G8(9Z7*QDf)DtF;{`J7g%u5ta6
zhH=}Wc{4hQ>%|%Exc_yzptJGOht^%=?9Hd*Qk4G{ZJCheh66;%NgYi@yVhRx<b;ZK
zfCfROJQMQL7^Pe;nu*E`c<1w^{ea^C6=@H{0QVyZ54vvvi?xX<bah8Gd^{HD_Dc#u
zmoSt=U?mdi&$yoe>Fn-a--7Wa9#{M6xJpG9<6|Y&X;?p?>^4&2%F^+Y@lfAJa8<0t
zqSGJC>?5<SVAn5F$Vu`sIz#m%>MfGJQ&O|a*Ml{F<gd4Jan|3#VA-CKIHo_obEV%;
zQZ1Wo+>;$emQjZ6&e^6#_xVrjY<ds&&bd@G%M%4qvt3d(YW)ec+~S!r+R_j0xu{sF
z+LjJ`w^9cd9vD!a{)oy{8vHL-PHF}ifBULuv79>rYOH|>#Oo~ajpU0|h(~8)a@|}v
zGt?vg6aMrMJUv^O_O!h`C>4ctXg@n!sD-2RZz;8@4tCE9Gew<+1!8$%av1y<3X7-v
zvIHXp_5>yqG@oZ=SGC+%L?z&|Jl7Y|zRFTW_qasQ%NkK~*Gid>8kQWl_xm-atd{eV
zOx?lCp}iAvuh-br1){e3CA>2Bn{ia)aVaSw7(^@+<1)LQ=jZm<$BTHUr>EETzkiFR
zUqlNOoIzjpHyW)M***0<T92iWP4J1FfOgi_G>FrwlbH%fJ9Me~DCqdsr?cjFQk=+^
z=MEhC^kv*r6XyY4XP=Xi4@~05WNDaN*{2*C<G?D2R;qo-7zzpq-h8}Umt3V|-vEFX
z@8?f#4^HE<*|sk>2X|At9k3uDme{;J7PwK_ht%-USlsi!IzDxmTr(4rg`te-ee590
zvv#>Gp(!$B#P#~)cWLmIgFx=^@Vy0l8-3aolx|U0o);MosxnR<vVKDg|E!H=LUDU5
zX4atH3WJ=xzBZzj4Zsts(MsRwAN`@~&(I=e6|o+<eh-S)9~9pce7gL=*hHZ!iS3a?
zIE2EsDgv+Q!(5wtT?g>D&;HUi=~N#XWGQXpbvb-Q+o%St>&p9*xrG7m89^1EOF7UM
zE2)S66mxb`uPFJT&gag)Mr7bbTTOMMFgY+5_L5^gm1w$`#dN=Llvhxh?f7sDYr)l{
zVH9p7d02x{TX$`96$XBSHE`v>(q9e<K9k*8d<o^OT}-aoD~}zv#?}e5{U!h}!L1Jo
zfP=>3JJPMcgihx*y&yw|#`EH26Z)g0*)Pduc^Tr8;bM~hhL7t8m4WmlZIh#r=xVC0
zzMUVXg=7qOI)KW0GVF(1#~sRIw11h`4>>(#6hUJt9U<<KJL9+UUMO`~{_?tCALG>b
zh$@{OXj>)bLTOWT%V&nvSZAr4>lS588m36MHRgJ>Z4E2FFZjVE5p_N2G$^PqC&!`(
zSR<S-wg*npbS5hgxc&?TjM%p3>(t+fmU^Q?bi)%8DZYo<vdA57-65dq?61Kmb@DxA
zCHmm?L_X-gCWGq(YeJ`#abd6)BDuY-R7uKw=mNE~lbQ;}E{yURI8<IL<b5@N1V@##
zUAm}*gK2~e{8@kR%IeS1W3LIsj?)`Ajne-bq#v3=eee<UW^0o(8HF{&&}UGZ1a{Uv
zaM~_1L3;*yf%Nt5l-4QRTz^LJA-Vu~@7tg*przGBcm7^$vinc%h`i0*a&-+j#GG@s
zCpk(*3;I(zq-vLs*%#ATRIGzXeHp&ex9Oz@X}UTveT$&Oj5$dD=hp6QGioIm0^?uH
zaI}@eshT3jQx1PfSyPsXdy=%tWtl&!kiQE9Ak~4C+%e@~pWxxE=Ki`|neHRJ$10V@
zGJVUyj^ScSDn~`|SG_;O$O?k2Wg&=)H4$Y;G&izyZ2~sV=<qG4Qya)UD{cP%w!p^u
zM|*1X<ln;R6kxl+h;(z4+|vGcL2Ridi;KvnNqxHOS65Rp9xe0f?o38S+B>GwU%e1^
zy2N&~t1b6Fd5K|4Ri@}?14l(@Q-7F3qTV(nTmKy@Mjv0*C#BHXc663dlc7U+C|{M$
z4F36Xr&-%Jkm!{Q@Wj`^Ra{auynoK{IP0A2y6#LoKaQi=gqch71_-8BwHftXBj3~L
zsA5?A_dZpe-FPRou;7T%cq4BMw-%5o0plDDUnz)BxFlVP9h7XojS%H2W5K|EXmz}F
z0y}&=Kt5ZLH~1F5_oK{rlyz4F)Cibi)rPB;|F+~A9Q)J|;UM6FSrx+hHKzeHwfAb`
zhJd|KZXVgfRbRg7?rd=S&W8C$R8^H+NPn)yn_E`>C5y)Sq{2JqcA(O&)_Kb&bD52_
z>%?SFegJUQpE#X(z8@Q|z#3ol!BpWe;)-9IamnxSNBGE{im^*eYCu(1k{Q#J!y_Wo
zKWC!7rY<;_nK9T4=AlCcQf4Ql6j1ye6gcQ7-9^B%rjU~C%T1!k&;8MN8NvkU3Updt
z)2Kn9u+S<RWGxHgQlzAv?NLnwB&|ITkYm+2UkPR|!>VwBn$+;7SiYMgdI~P86_x~B
z^(C_lZFo8$KixbG{Luq6#4CMgoW6@FuP6d~?r<ZWjDO0b55fAfapsk9#D8S5;i(*4
z@svMox{cwnJwG8Lf&8$T`Q$GL_Y+!b5Jk<SvsIVzCT`{SI4h^QlK5C6$Eb9*i7Z9j
zP+?ao-_;!QrrFAPXRWkUim0>#;+<JpCUFx<L`*lM{G{+!fo5jJ_ExT<IuI~k?CjZ@
zk`J)`-qej^k_lMdsukTT{ui{wM^;x`2n<S|<n$S4v3u}_reSW5SQ_s=ek~)|`+wkW
zq_-;%7~>mJ_q^{@hj&Y&MqzyTUFLAv&=70fB#oDSlJ}l&soo34fcG$G@kPjx!S|_O
z2j)(IglouQ-&w}c=%kbaz|wIME&M5A0`2GR3Ejt>4%UtlR<NFQ7}2}SBafYV4YjEs
zY=Do5Ke6`1j}ucb6ysd)*fL?R$q%EgzHTtyyu2ntk~|#y6gXrXlD=|AJ#QK+)vbT3
zeJLa!4oLR_y8r;Us?!sG%U*WW-wyB4e`OgDlml*V%zNv@69hu1YS4%~smcQ<f&Y{}
z6=iuRd^~s=TJccG-4+9%8kYI;Khp+kgw{=<5sxhTcd+6t-<%~OALZUDB__r`am>4)
zN$!M7b}Riw34tUn`ynNDx%ai@7MCOD)eG8TQ&}kTSz2vMrRgp!sUxqY8lOA{l9j<W
zkyp84UN+*=@E<X0WQf(y{|UF&yBEp=RYqlXQCKNYp7rlIqe*Uzjm6;7UH&4W+KLIY
zw1hj6mv#}3A6iXls7k|Gx^_?3pPyZ6t#tTb<#%Bxf1kXV&G`*Sr(=v$^B5JCG*y??
zKF@=a)qAxWW<j051-}b5m&~E)y$^1ob`e2N&e4de>X)+?0ac`qEarBEm?~Hum&bR~
z(JY)vsDEN{b@NNK<*=G`j?n;WuzT!kf?Z<nOq?nnl8LD??c*l%6o3sxX!h-LRn=;G
z0E*UIwe0ES<OZP*MmPHhFFwBe=_%a3BK;Ig%b)qxvCpQa5fD=dvu@%M2iU53d?ori
zjnU+BbbJRkS_mfBp#oNj!)|T`{F9tla?68{Xd|{zglYMZ_N_iDcdhBu^4n61nqMyd
z8C>xaw<6<?YZ8^l;FjC5R?<cnCZ`2W5K!kysfXSlYHM0B9Ojl+Nd-Pf93DCpHQ)xi
zKi$It)i$L3Gegnjhxh}Sm8L7Xa!{FVox@GJh?O=~IrKK|qnDza5Dl%^)J42FwTc#c
z5pT5T@>BHtiDmp)I?s>J0o$}wct1@2xc<hdtOOPxKC37k`KCFJQ(aXz07zLafS<oe
zc;BZ4U>g6URfa<<YJZ~aG-!sBExHgDLDJfY{y!{QIm{~9@x;gg`3caFJZ|xQjuTEh
z;+pAqYRz5UBj9>EF|uNaH00N1j%!5pII}A(%=u9megCd?PXrTb+u|eeQ@NFhA#!c9
z)RE4k<zMbdtn){1NPXEeJdlK+qkF@>FQa^u;iSm*rADh3?+5l(_pNA+cQ3<#Q>--;
z=olHlTEuBu<#Rp7gyYd~F4P*qAE<Bx&zYouvED4zC9$zs0JNv}xc9-;q}!#I#n5>|
zf8pTn`7z>`4|JMt$GpSkhuECm@jk*Y1E|h{%a`H0bp1O}>E7l_HeHD}XVH!0K&E53
z*~L0*`^4GE=cDuIE}4$`k&tW|;vB6IyC%V+5-iN~jkRr#tw<_j;T@uM$oSek!BN0?
zZbv?;D8+5wn(y@x%0ifYt@orR?4?{0b?ZhHqZYO&d_MPvf{e#866MO~-<P6;?9kXX
z|JF2wW1F!HPIeM7q#mPp^|m(yLV)<L_^w83Vv^@R%z4ACJQU!@uB@*bD?)K9anSv7
zoQi$oPaSvbM}-t!SxLVvAzg)FhO)BW!weD`ma={caAfgV{zu=~zJe&nOtL*uRCcY+
zX)F1`w}QN%_4PwtchTAs-%;S%+@~G<5Lf#!d_;=9|C{*|Y4w}GjI^IgRx5yAbt#>i
z2ShPVVY=?*#=%Faf5C(bZpmo6&t|{$iokZh=k>O}SvM;Q1vHb|bUzn&2aa2yB$y!f
zfm)Ix-gtcit_+Ge8gS9UWV0PaC7D$sEaRwzL_dL2GrrIz>UuA77Xut6CQ{5eyZhGq
zu#d(|ay!~S_*Xjt6Z`Fa-T{rMQlcFLl~l=B9YwjNHf2Zq$7O5Q9)a2G$|~qDKNo|&
zF#r2T*GL`X2HId9q?71k;O!InP3?;u-*7n)dm(w*p3_H>(>jW?_L$rZ4W1070Of(<
z^vv7Btfdvb@zSmL2YQR|6W?7vE>fAh;REX64t04Q#R&fYTK9x}H1MsX8fvV0;;S+3
zT4n#zJ*ec2AKQguHA&~EmQ%r6fE!{G2;YRqdI_@ENy~bHO=wH>CV}OSaG4zdus3Dd
zZ{fj3L)_bm8e!?J3(rsU4NqORTfxEp&mX+xf%|^BHaNPx_MmQ<aNo{4mjmy@<$F-S
zwkAkL7jqlr3LoY<sW827`*AE1DVn)WVQ|NkHWFA)($j!T>i+7HCOI`w2!ysoA<nUM
z&rkg08QuaK_Q;xawm)GCz{RuC%sxQ?k!y$pZK$Wr;BN<C!#n7{Rd{ZFINVe&IH!>X
zBrq!FVT1U#kA(j1IL*Y+gGu$W1K-LwX+IgPs(x+wQW`i!)skT;?f-+B`PYQ&M$?-g
z@vIFv9nS2iGP`0`dJW^wdaqLiDDK?x%T*XRSMrCJQ_bakC47{$oj$z(u}Rcea~#+t
z_mtnlBm>b`QV&e(_-q`;(euaH5pR@cP(%oEuz~vor{N>6Pz=hs8+$kG>n3bL{5Y{m
z+WvCQX~#Q341)h?a<NzJY565NW9B2t_loyi8@5Hu-jJHqGOSCXp?%glR0S>`Vs2O=
zSq14|Fhy~vL1=EL;o7mtQ@&=Xts(z0;p47>;TjWB($Y2Awor)>RRyw;XrEANX^y?b
ziX!FBMpKKBGtM0zX5>-t8wW@W)2!mJq$(_dXCw!~urbwD#h-J_D56jtD1#5m{B)mB
zeEZrx*r=uHz{Y_$PA80WYL`&0NLcuZhiKRH?E)N&ZefaCOc6W4f1+?voB#k-<}rP{
z1Bp+Jsd?h&=d@yiB(~v&=_Xwz>Gd1@FlS`V-I3%m+SoemA9)xW5C#0%8KawNU7FO{
zABH+rQ1jf<nE484HhLPoB~nZK3A}YFb>7=P0>fnJzTKThYLMB-Zh2{HVRoXS9j>4I
zpV7s56LgU{m;nn%@65kY9xQhmS^05GK4G9tcaGsWf0Ud=u{8whe%-ZRA2@*0L@kJ*
zR-tHTVs7we0#<gc&nXd?4sFaS2ck#WkG=H$z9WF(Ihk{<#6*tldF@PaPBJDaXvhAf
zfc`GyEh~*!VR^X8=CpF^%7}<x;|Ja71|>DU*jX&uN6o<S)r8<uEuobAb!%$R#r?eI
zEFl(}<aK8;9G2L1VL!=P7e`MwD<tyR&{&z{#8VKA#sLW7jJcA1Zrut<)m0Gp%laV5
zmT-$>8wp8>RRcoKdFQ2k_gCvcFdJzk8}D}%X5v-RLK%M=<2(Cou30x~*d~A1v7PDy
znTaTE3K>~2RC0W|77&EVBLC9~0=#)T?RE-_YWy;)$TndGv*$*t@)?ZY`WIb$DnXV^
zF_UxEyQLu*G^iG~Bf2t_JA%~@zg?iQ%z1L=?pe!#Zo#sm=R^r?Jr#E=Up)H|uP;I3
zIWfCDuU~*Ar)C?6!}=XNKVXj^&~$x>x=xGF?aU%vr1O>azsKf^>MoK)k1-`omo#5w
z&Ax?#b0)3yBqTynGCNcKpMB}5-P?qpyE^JHg^zth^8VQz7>IiG%`Ui86CSh@xI>!-
zp_pf_AI}FK&t16vq3xgM$Rjs)IZzxkd<UvqP~+1uQxp%o56*RHI#cQq)5Zt8U%tws
zy+n-Ynp*yn1W%!HE_Dw}pt)r$I8F<nORXmW&uz?5d=;H4_=$Uld`F@aU!S?cMqO&3
zI8N8|cDz3H&iB4&X+m+Xy*tiQI~Kkp>#1+e<S|xV&?xA*=sg{<ujeR4P+YSC6hRFZ
ztRm9*w8gc4zElC<YRC==e;8O4S&{zms*1*4!YRu1>gWD#NL!!;KOy)zHT>ys0&mfC
zynD6TR;CJX*W%<;=G67y6tp&m+sG8Yg>#-zD<J9fW)7U&Eq+XNW=7d9H_RFm{+yqh
z2^OHgjckIo#OVf1hfB6RWqXyA4Ji5!koX_L2Rw`YViR3+8Y@vHbi30pw>2*mFenkW
zv$gCnzF|++IoGEh>V*jh^1N!31_<x$zL0(@{nfXzoTfP|589top(s{7mtH?sJ-=xR
z@kPa%JMr<m9M(qa9GHE*0KX!{7YU_|Z|;)HszZa1?AGVG&blY(u(jY=a6UnDh5ZA|
z-!qz_U4=O2zoz9~PX9h3R89{(Qrn;M-v1waZxt0+(5`>t?gV!T65KtwyGw8j?(Xhx
z!65{9cXxMpC%C)L&i9{LYh<l+=FIh6^hGyxSJmECyWXmL-sk6`)!Ws<ws?+s;DkMy
z{CT~VSs)lVX4*b@Tz$@m`QZiKRp|jA!!81CV^vs02EcZI%3k#yr4>z&En#|to!Nb;
zk;>^r4lR7o`*HyNOnQ}3$7(j&6$t#I`|yZwif84XY0l36)IM11zq;Ys>?|$V_RS0m
z^gx*$uswaGthw3x@w{(bmxw+c7FpUkGY<Oc)(T?Eaznfj+g-TJg+8chG;zo*LOD(f
z8Vg!=KPM)y5!tannKR;xPAuyWnomM~0P^TeM3>n8g&p{K)I#2=Ts$-H`yiM}Dk0H#
zcrUY_hL)WEpTfWqyl9MeR*sp8UqzZ|YF29K$YRKy@#TVfaH=64kGueT<6F9N1QX`V
z-JO$(mw{2#NX^PoIb~2RU%Xye#0ykZ-TrF4ykYGT)b-`S4W%ZYq2*7epOpKCwZmbf
zddX^G@}gpJH<H~u*wTSN56}y-@wUgxd7aQK{?sYJYr#t^%v^!xA#(BGivA?rNNN+H
z*P68*Fu^V^>T4rusO}^@Znz&tGc}DU+hLE4AIG{`VW2oZG5To_x?#4a_&Yoc!-SP*
z7KUW$F+))sgoe#|d@-frx@Xj(y`%uqD0{m`-sz4BFvI=;lXaT=vg;v>L9ed9<7)JA
zR-G7)c%|w>h{#C7zPxA#4qk&;d!t{G8}t0Lmi;MfSwMXT%6RS~e_WflqOylC9&)2z
zmRT7!YM6pA+mv~u4?)m%uK7B#gq^*A-|;-L&h5>KG8vEGd3O*^d0nRY`D0qfYjZKl
z22C3^Es~*suj$vi@*&re-BfOe0D2Zg`m*BW_t3|NfvMbL5CCfOBzD1tPdX)7{Dd!o
znRstP4hZxManzMgPOIDNv13kf-DD$u=X4%Ivg}qL&`0~S|Ge#>Yxtl-un`dKpYJgr
zaan5xuSU`4(`k!tVP$n7l$D?>Tz^F~A&Dh%vj46588M}64hK^A?t>Ze(H@gNk5GJi
z+UvBhaMXqAx18$_cZ0rkCKUReM)B<mCxS4j&wSO*?8t)5dWq@f`*S7tcRZ%s#py?`
zqRL)-F%&66(LYB%oK8CD=8Iit%IX>W867K$P}<2uUuQ4B`=m$L9t9P8j*<}{jHu40
zu({L*n}{Q;V1CK_%7*TpGU3-5O)eMp8RGM4cMJOD&4l@`<`XT>6We<nU3rDe1p^Ge
zmSe)l#k1b(?=<n(S2(joL3yY3*C<C8drYxN$V+FvzkxrzU*Rwl1@(!0owHmw?6=k4
zS*?Fr>mKa_U!eSJ|K-k#cE)=~1y=#*X78cUb1<hhqVl%rH!C@~JF0#4(K=EmOTd-Y
zUqxNK{HhJuM;-n@w0AgCLcIpBCd5F7cYH%eTeg>aR(y2+bJ_800E@ali#6CN&~QMx
z52Hh1w%GMH2e_9v`e1Qy@WQllDaUy}(cZmt_j=4y@#fsnRUwsFy7U-LNhR@lg(N`l
zRA;eg{~RA%A2^=2nToBa{W`wqG|c0S;ldK2@IVDe{+J`Mwvhevoh)Yzf~?UT{PeeL
ze8b<Muf%boQO-O&jfr)Fni8BMdQeKwT%MfIHf=s4vL5USSYg(7FK{Ar6u;j9X&pUM
zwH_;CuoAnS_A?@!oSvw&6gR6VCXhu(Q(K1C0xfrY!Z<LFqCDp?BdG<iQ_ogIo^u;X
zgzb2~_t(6odUm?INv-x{f2o%lfq6Pt^JV{Ad0A0f<X3BOEN#J6$Y%siWf?>!wm|XD
zcnzOcjZX4dFK_aj(}A0TP_=$l=@BfVa+(RZT+qW`e|xlq(a+iHtD8z8lHL4werT^<
z$!ZePF3d9ti>rm^Ets(S#a4N9>nS58vY%9|DT`Zq)BRHY^1Dg^`a8s1Mr{$YtLSz*
zBR9pZt!0!m<z9<Vo7;!s+lhkB+n3?{t`wq(gF#!h-Rn7FW*=$MtG@&oujft7)fNd@
zRoZDT``OI|Of!Qa8ZC{-y3``8V6>-HHW}KoC~v$(bA8O$Eg9dkQ@)vJq_>z_W~^mg
z7)JaS$GKvf56P)vXaBlCCu8jIqP<1KNJ~JP3-!z0VQ=bN3<ZoFZU3FA=F|E}5Y%f$
z*hC-JWWw`AiG1Ca=MScs=QTk+;jEwcB-n8Czb6tGA}4D$DIDALzo(=dIb-mLYVC3@
z(gQEb6&Oa~qiB?=nh0w#&IA<*mRz@(hH5yVC08+7H(ZOc_xDVBzd;CC*=8h_6MycM
zS($Z9=v3w~R{RE0J2^=ubJchRa?IOHDiDoYI?>!2K5<5(%qk0^u>AeHrtlM^>GP+o
zi2DcYg>Y#fb1{}oKRCJJNoP%667JHPjKA!iK55ICpRp8u*;U4q%z1{_GP?85jL1=f
zyQ*v<6p}8hrm4f`Z@V^S`dnXy$r=3nyRH(`Yq*)D4CVll;VPHQv~J{jr5dx?D89pO
zUEjdZT2u6if(tp34iQyPHFDuNIMs^0W`>wdr(BM~FN-rn$<3XO{U^qbaLJiZh57nb
zS}+Np{G=!#aC4ej=snCdJjobJ1z0t6`S==^7TY|i>Wcy62-S2=*p72I*EKDmXr-ss
z>}@bP67QX3<QT+j4;%Fm62+ARy-{E<pEbMXp`R`}$*XeeM9PsjJ9;F9JSvVxq2LsU
z6^`q_ExL}3!hhca3#fVjoMd|Tpm4yS>DJi)FIvm}lWt??Tbpr*AXX)i6sfvoaNlQT
z^If;yM}BGV^5?b=$F+x-J=@`?MBc5P?F~M*g!5IC(DX6HlSblqP><y+#>fmU^r~y<
z?1)eaJ@he;$VZ5EDRIB(`E0+}v`i#|mKU2+y59`u5)TZ2V%tg**nbSX78H6)R(!_a
zH%YWO*eS2GKZUJ@3~9nJE(MqQH(R?=*x==_nys?O-E(}mU$f&UxLn5Dm2DY!k>z%(
z6Pt#uz4!yqA5X}>KD9e4M0xGVDVQAyGS+X7o1!f*>{l`0I+i8#6-(Xdk6TvAvhB(Q
z0)jn9Ktndg4fRR&u>t$6v;|}DT>e6Ze`84JtcsSA7h0Am_@4KD@N%lI$l8$o?t{IO
z6NN}RuEyE;%99bQIZ@=5vo?L<a$I9>NMm4*WJ9d7b=39X-j}ze%ve{tyX$I^b-qSb
z=A})z(cP4X!6#1U$Olv}#Na3LU`sN7w5bJIuV0d{meSe-F4b(khx4T4Q6oL3E`zK`
z*G2hWFP~zE{fFChj^A;QQWbSV3t-(@$+jhE-WOXQL?5KG&|iPns#B|+Weixh`I`=O
zKC{)>b|(6R#3$Jz?Oac|GGEzfm2@cea{%f0F;Eqg|4Zmcf(#(a-^w7MpbQ5hFqT`L
zX$oaCpd1}P2E>J&o!RQ^>$i7yKywws;^I(LR8$1SFPv!61SF2;!+itAEpr|JPRhPa
zW`EZ@<Vm25g;+ATwB#^ZedWMr)CZZUcRiW^mVSKsxaAw#*~z!*`}tmIIs6LPlaWwU
z!-<Ll8c)xOT>9+#ow3fpms8G*pKrJF<2n39pYTy9)}iaW7PRYl;pM&5fc&Mug~+3K
zHdQNMcBCYZ>pk3R@%inqxWrf)aNf$zdv;fIiRbH)Gnkm0O@V22Ibi%Hd1*R0{6mMf
z=Ib>452@MlSdS`bhg+$ujau;GQF@`GhZs&@Cq7!b=D+a?zo6OJMuOZPL6F}X_h@J}
z96)Y6KM`%{7dfxjtlT`MpoG#igHxGok!u|z46IFpV#T^*Y`buJXnc)5S@wS|8O|K2
z7$-0M$!nmWjIxE6{%(^HEYmBo_Pe^2P+6{j&N8}z4LC}T%*d$^Eqbc=WG3dqn8@lp
z2fSy+77Jjrk0u;jcO}Hh_SKdQ6y4ZssZXb8G{RVHIeV0NQInN)Y4QTIDk&yAcY@M#
z(~i8jG1<AnWbPUJtmJPox0J<v#A^`g3yI6>F$qLlIazwpf9-}BCjGHUL$D4`c20Gm
zjnS31*3Scq_vo8b+O3ll#WdWFZ!UZ^@`)|@^jTZNgdd1hpN%@P2yRcnrRBzrE#I|p
za+n@kS<%t|wrQ7^u3lh=rs){xSE+2UE}5otxRv~Tal@;3cZkCpb5rvh)F4uhaz?f@
z%j(YV;r5~Wiz$aB-B<4IWG<9+aEH`s=-qB2lc*c=8_Vh=71CNMi|G+HWYZ#-xM2o2
z=jT423^F$vt#aO+0Q1n@ZJUzlz8tqaO8LWn3cRER!x<cM_9uAmH})R%TR95-^=zsy
zD)Tdbbp^IOhEnpD9}WUmb~4&XXZQ9GmL(2xpB6VGusSn17|WhCnScu&-ZMAO?u(b6
z+qV(0yc>sU(Km!i3hB|FqD`e6NpCMUNFR8sQ1>D<CL3GUM}(+`>N~m*(`k!0LmuUQ
zwMB!O3Mb>_r9XMWNR#bbn7?+>3zek8km440gwQ$`HHzirJ6gFK33w-(!#$Y|9$A~f
zUP*6`zM`jroL-uRU3#tvM4FQMT2}WI+bjZWJT!6eUp!pc+h_Ph8WG^PO1IQ{Ewmq~
z>5<_XIcyz7b^db)ZI9a3c0pz3UcS<meAyBLYLaZ+E600hcXA0Y67M~F#Rye?{gmX=
zCwr#8b$k#FeeL`}-D6d}6?PNTy&N?WF|&T%Oz1hq-NRY{2`>_KAN686BG@Z}+C=o>
zudw-i5Nvbu#ie~odk*hG-+))KkPI*Nf;=bj1!cQIWbnK3D{LNjhU39@`!WL>p3H+q
z!c=mg`s@2XU!5EUaa%p+B2+r|UrT>T+Z*}PreC$3vn$vws`naSehu88%hcN+${v6G
z$<!+^8A{SBx%**6=j`EeH_@cC^X=lVGJyw=zK<CNUu$+$z=;Rvk-1@bEE|Pq>c{y9
zb+RvibYfMBT%F=N{x+O^2|6|l%_$=dEBcD6Gppl3sNA4Ncj7>)Bs7*`AU7@Cn24Gv
z0RXq(8y7GIE@qVSXwvd;AuDhef_3~|3d=wad?x;{=tMfwf`ZNjrr>&(GKV8_3)G|j
zZLmvxn-c<RqIBHp=6mCe94il~N>jP5gv#{fbCxBDv`&Cn1)8@2voW*<m#o?LyIP2`
z!D@p_GakJClQq_zibFspa4Kw_M{`nr6ww^rINOtEPnZCpnTIH|Wa8>)7F(O2YdC!I
z2xv1TKa>=B?hd)I^;KMf{huRXj|ZSzp7CyVEr|KP$Dkw5r`I0*W2{fl^`&kmLLg8N
z`)>Tg8@h}YQ4?h2Zo%GNPat&Ia~qD?<KPqfp-W!RHn8_p^?u}yi?i7WmC<<=g%N6a
zwQxvj*R(Jc4+(no4FjJ#uMaO~n67lNS4TchRUufea**@Uh)5&d&V+`%P1}V&w-za<
z3Nd$O^+-FQ1N33yQton&GX*74DF7AAW*Smn8JzCPJ#}|*%C>h*a%8z6_Pc55##Hk&
z0v1`O)<<hOK|X>YrV0NRN<{s-)QHz$X5}59Z?NLKPMnrXaPV4hT(X|OoJ}ETlM6BJ
zK+$cXaq_p-?IIqDF}l#kUr@aG2sO5fwjMcRKVwe?a+dZnniN#j0<#Hd?QJ#$U>cr^
zYE*SF#X9J-l~*a*it6iIxC%VHKE}v2pX<WCfH%_L)-w~r*<W5Y^hd-;|0anwV!RG`
z;;c9KXych~+9%c{7C5}SC{0y<l^#UwXXs@3i=`8Vx?V&`1Eln?I@jpop9N&|t_*4o
zaCWAIc_MWUkd{^BW@RGU*~IhH4y<G;JJ6Wq2s;z-0hx8?&#LQ=)eC){I9bQu`CN8n
zfj`Th1iV1xEh~}pHg8011R)W3$pnqERyB9mV-%}d_p&vm#KNQACb~j%3mXY9<&zO(
zo@^}SX<riHhdour5FZ3=3?MOWnxo6x;hZc?V;r@_yJw@;ic=FbN%s=jiQIaRuNH`E
zxxF?KBRjXjh(aG-`wD~KYYb1ly&BHo*0ZAQjo*2Wj*Z61x(FQLsm)P{Ou^yPTjX2b
z#53O*<VQz8|L|bSp2Irdv%BGDM0QY;DyaMr1;2lJwChi(@(`51xI3jFfO5Cvexq&l
z59OM)cE3DePj!(}3!Mr>Y%T|EN>K6c`Xa26uNG>{>|9v~<DG@wtp(hsw29oE?=^lY
z`JJV6*Do#f0xABq{oF;WiF{@I9$IvuG42tJ98Aa?byE5j1u^m!h)f%5E_;BLnN+^o
z(vI*ol(vZiU^MVVLQb^8c7OD{EZk_5T^7*XtPYRxUy%1^_VYTyOXuQcj1+F*z}?Us
zZL!;c*u)q>wGLNR4aK^P4wqDgru?GtX=*To8<(!CQ0CmphPc|ODjy`#`sjQLu9fmi
zCLa;u<w_i*<{q0z(aRWlDQpVn9=0{>POnAVXPeK<3IS=0p3tY)RUau<Pa@J&j|^>K
zTej@qy2K`)ADqP+TvpMIxRj3EE+-MF&i(er`pjaBFo(59+y&Fp50#$&v@r;F7|mX+
zY#3N-f&b+jV69n6h&9?Wk>;(;Y|_bNVH8fttEnKyjcsp)#q3jx7Mt@T5uHPAJVu&z
zdAS#sW&lj#jeZ%It{ekrE{AlTMXbX0&I;4hehmfW!{k$f#NC7?f8%uZDA_FHcthh>
zanI(Iy^xG`=}Idx#UrT|X1h)9$^3m-?ht+#7$d0I-661!%j(~rv%=6$D4-GsFB=FJ
zkL`>m6lOKZT&WC3M1Pe<v%;M8D;!2^aED}tVf04Df)JgqW(>Z4P({&5%j;}Lz?k}D
zUadEhyaso}f}9mt*aEvs|ACec;JUr>gQ3AGXRNFstUWcK?WH+pT&m7z%~4i0{!lde
zL4gjA>(Rv979&3%un^Zb2w4lF*2a8<FF#ve3(-f)kdf-yLg=n7-T8E{y5DULwZ-lj
zPir4(X7t4!krYyWi-vkc)ZoDa)$<NYsHc5nG6&uLY+rDa?ay_bX5tXM9MBV*8pYR)
z&AU47mZZY^q&GM0UwY7ZBX<Ib-mjc+;!tuz!B0QHJuTB@9B_r`?zFiPLnd8{zm*B>
zuAFl6*szyIlBYq^%j-mBOLq!&Z3j;`GK#v3A!S=}g|$U;+^qUR?8A=BZdV`Cyx@;!
zi|njup)1lX3XbW1O=Mzx4%L6b$H$TnEsQ3&aD+Dl(cW#+Rv^ti+ff#YdBT^IHtjX&
z!77%L5q^szio0#I%2<_{B$0!rwAZBa#1FpmpXDB2C2==rq>Gf3E)tY32Zw!-&SaSJ
z*I%#V2|{8YULS$1p(eY$()@vShULIc<%<>^)>N>+HnK|Wj6=Eg;W-KA+z(}1Nvt^v
zmCmkax77uOTR5oFm9U14x_Rq8e=zcMz}mPum;UDTq=vaD4vNqXp3Q!GrnbadqD=7)
z)_$R(Sx+&#FXqiL<*zi&l}T&<x_828#gMnPP1uTqzo&|i_jk3!hyzRW-QOKaZ$HRy
zXv*xD+i{+8ly2q*ZYB_z03sgvy*{1Jm(Jp$kWtb~Z>6PvHE;OT@IX;!yf14Z{VzX)
z7FCVf_<Ua_-cCnLh4wk-=U&_MN<!ruo>|UN#X5eH5q616znn+5N&UxHf!PNRDJ3dL
zqRaaiaz`vHbY;;TNCtBLptDz0JysK${J?owJc_9YPmdB6TN89kV@VU)Prgx+zqgRp
zGno1oTEI>P`J<J!qbHd)LcEr8tSD2<aA~EmI5=JAu?4a;$&$KsNs?tw10?6#0wD`o
z?acEJFsmTk)Dx?K6`O=c2S+rHqWQ;|uWRfE;*_X^Ycw%CV%*_>HHd)ZHrXJ~xkqxx
za@T@GjS>7yfo!hDP$kFm$w7^2!Dswa1%k?)>el?Ahh$zzurrp#6UzDPJ9G<6R3+s=
zy#wZlcMLHNJMY7S5g_9&n<B;&P%)QI(axD-!P))kfN|Wton}iqWl7Wz!BN6{mYiO{
z%wE(;O^wAEfwV)h&@YJO68m<{-(^}F`v%aYrD+6QtO-_6&2~~lVKBi;?7{a35eZ4h
zWhaFnGto3GON}CuNeUysa=#s!#SqQj{4=|2X}D*tQ-}*D>8xQgPu>f0jlMTqtL9C7
zI^=e<wA`tVOzwv=UMH>yEQE?_{$b?vgU>^>XwGl=9|n9>Noi901h4vQ9tci@Gb@Z!
zSUf#un2Z?+715_tPO<<}@l#JXcF#e9hDvWV0Xxoh?Eh}Z5MRy_*Yd!#dk^JEkm;^&
z(UGfSQ`ymqq)abW!4Y@=guKc&Q8sh`)Gl=vIbH;9J#+5{4eqs-<@>$UTpna*rx4f%
zP`q&P1j}FAKV>}7{^MpN53W=0WOpk(Rrnp$7gF^y1^4)??x*M1hL0t^QfuM^5Ql?p
zxzc=V#<{_X9tUe-QM#YshvVuI>46)i_?&(x!Js?|wKUu8j3rHwi6gwI10l7jbHWr{
zo|O`w1Fq=`dlOK^iH@IjIaSr)+1J9_Jfxxp-bt#X4G(Zy-K-1Q{<H2!TjE<ZFjq2q
zEe=LMCqFm(fpINqZM-^^cy4_q>qQSnNHN#A<2cK=D!od8#_HNF9dwCyTg}@760-{S
zc4QGVBefd7sDQcE#QfWOe>aHNSbZrkuoF|xr7^g`O^&lcs<MmX%XaK!V=6%gc-O0B
zCc#-0)10DV=-mmo*BvW3B!JGGQxSJ1v(|pB3+0-^H?`Dw#XTl@m}n~Sx`jDz&?nsT
z@*m>J7<oQ~`L=at=6C5y^}jqD>d`K$9sXmamo#$-na1>!@k8`*A|v!*EM*SCArzS?
zBr);qxJgx26$S}O%*KYkBZkqS7a~2{2C#C_s5O?HYXICEiqcNBb#zeC(dWK^h=RdC
zo~;D-_lt0HJ7f)rc|2Z3pDtC+4WPQ?R>?|9y^Jk!2+8UAyx%WnfT7{x;!ZbOYXOeo
zdw@0f(NdM(Tm!IMP~ac8@0xJtN!Q}*=)neEvjgzM1nTHEJH7G#@wpJYlYZVFPCNnN
zawfxmn6u3eyw=^sF<cTC@~$eyu4p`t-AIPc-&0}B*$hXq5LRehBH4f`9}%pO)mv6R
z??319QSUU_PgsfVyexvIaO#7lo@#4@(R<%?b{+9OpJrSzZmL3x&#GouQdFOBZ$*_K
z>OraP;9WdjC32v)--DLh;k%p`R!I8qy`R*xl+(PvsPFlYC_G_ZF+hA`@iG#?eUh$3
z%YL>Xg$QrwRB_{V3!o#{L-%#vl#i;o5n~t6ItVy362g79CzdAKvWndMD6-=F%!H~^
zZh7XPSWnx0d9zeG!jjZfAOiWEWhqUpV$mpY_CL}8Kzf5$`I|w6jjY%q&x{S$rGl{p
z9s0PP<0xcuL!^PI?5+6)A!I9XOO=AZ{}FuQK|LJl`%v%Y&SmLB?j`3!<IJjU-{p#6
zaRN#gQ)xwPq3}*he-6`b7iqsI>)YvMnMx>hZxae}b1C!l<LN7jfV@4+y>F?oIR}K<
zmP*#!Djy7^PcieeN@!+GDIGKr>3pthFX+vZuz~o<tDa%C#VQ_aeE2WeK@{r*QMWL-
zX%*b>_~bHxX)CKx<ebFq2Y{?mEu6$%goCu1EsV(9i~GrbRT;^uqd2njN*Ub`MMf4H
zLXWt8{UkRC<PR7kl!T&JMPd4hmKo4gEaNkplDN~U)xa*1`S9({<`bwS$@jrtj}Zn1
zaz!F}|Krju>ID+Vm#=2D$~sx&8CYQ=7^9TUlkg&iaL(1)STJqLK&1<|AOyvO*^5)L
zVDgAmm)KEHQXqP7)fZj{hHDbHTjZU&MPf1_B6AuAlfRs&hl50qQ78I#RWiK!s8=8g
zdH5E;v~(clZM&N1oa{g16*=IoJ9!dSYN;%#M`rNi_+UK>CG+B<g&~QnoMz;7R;||b
zB^u;g$DPe6LB@tc_P8gWj2iY9CGNE74eW)a<&>;b207t@cZCU;CSJ0k`AlW-v+nTE
z2qt?L4C_{mm0D(`uO2}xd=EwWi+a^oqi1qcg7iVueVKkTcpc>FL-hNW2w*uAA|i^Y
zV@x${U2?+dOr9yGy;V02=4t(fDNcAb`M&Kc+pu?pa;Zpt4f}O_%6`M><#T>sWqFm|
zHx7316N>qDxv2|utqZkz>gf~NfidAdpXTm!-1hAgbnI&AX-Tuy=^NsSR+|gm#Lve;
zJlpQIH9RnXKd1zqRwr11vUk@i2Bh6e2Cfa8x?Zdc3J8E8B9Vaxe%&L2WlfxPS;QrI
zi6>@HFtNSb?qMy<4h#eb5PZ_$%i7x7X46|;h_KY!jaE2_4`ec#oQgZ?BZ-uIn;o94
zW(nHj0q8(ZZ*5)Oza-<=$IHE@Egws`r_(vWq<4_4CleJFm64S-KMhn8g?ML4&$j?H
zBFF0n_ThXj)Mle~hFPG}`|b$Ud-Ff!ga0Hg|C84J*YAWeF@Z+QgKaIAYX&kI4eHMo
z$~N2YL3zg`xcy6JCZ?yNlAr+3ZfW5{WF}jAm&@i2&)~3~{atI&7h<r}8_cSI<?EmQ
z-E&r;bs!RJZ;Jm@#NM6>G5__Xtjg^0I}1yluMV`SsVT0PD*!@pb9bNFmUNf6B7~Lu
z>L0$=2qd-46)CEzLBYerH@CDHER?D;PYnSOK`5O{-40y-&o`FRvNCf<BcpDj=ZxxV
z#`K!&`4VM~CL02PS9tVy-<9RRY2knLg}_C){v@}sZpI3{rZx$={=}f&j=j#=IX#Ue
z;Bl#c@<2mq@_F}o@xb}25#9boymFT$SPS*Baf;`Dy$gBy_k69XC=FIi$nnuut}4a;
z04}BV-Xsd2E1~m8@6+|(u{6%FU%yzVW80GinW3ob@N!!&|6f+?KQ2O_mc=DMK>ss0
z{SUqdG~vI$!T(3||5J|Izb^jY_KE-VR}jQ#{2<?${s*-JF7*tYKB(`1-S7S{W&CS+
zJs6N*|Nr>(zwW*jAVBB+pEl?BL?jl2Zt)LTpwy=-32EuTtSo}}&yfvj1B0LCXnRde
zwSoq)`c@#xigBt)d!sT7-#~sV=)>;yIxT$D|LreCXNj#|Hi;Cxy2xlVteECC&;DCs
z4sMW5lUmt-v}#N(&8svpq(I6V#2*)KfmY=QCfu4vcQd>60H8uMi62&P(3`Ifu-6PZ
z*~eQh-h}cXU3d}wK{T#<k^;A&dX|Xm?N||Unpf(bAVzZqo1gPf^6QmQI%bF`jg3`O
z*`;CjRms{n`AFZeObJhcVBAVo3rG#2Rn>WwaAvGmwC5jCy62PJf*NE{Sr;qQ?A4%?
zcfQd}?bFB;`1d$%7-Upa&q4}j7}uwzQUdBK+~999CK!klwQ#EnOj`;D`5s+nR(Y!*
zf2MH<6?C}FZX~J8k%Jq=7#Ay4{{4S2QdGm3N||s$wv_Ylo8STka>x}hY~%b=8K3ZB
zq!7*0M0u*l`amC#2n*-x#!xxK+R=S=ZXN*+O=qC|${5B;Y31W)Q5tsG(){%v(Ddt4
zx=7VYBn8jPR&LF`pP|&iJZ9Fik}DL<ebl@ns6KG;dvO2>*S@q)FsqCJf;vgwZDvxg
z;G8VC|3|~Qa!K^}pzBg=yi%UlZtNE7L_HWs?4r^|sNlm!MtX(o_3U^=1V<Hhq6oS(
zeeL2_J}?sbEhuiuQW|)S7$n9~wHkS}lFliaw*<jLxFPyQmuYFm3PdTZv)qbNz<dMz
zPFdv?i)I~PYp7K^oO)?rv@~ap<x7dvgny;~VSY(xwA#TYLM;QS`T#p)jp8w9ry{g!
z6XKvKb!Ds=JEOwR`j7Brf~aT}o-R!dQ?NZRAS?-fDFr|qkfLs;tH^hsB_$=*4Gr&8
z&ichJM4qFQoz-k}KV$u8Zf+9QVP9cWjz813o<6}5RcX3`u3q}5Zc=#p<fK@{B_oE+
z{u35u8kKra*O1~(DHe#=Ku89KcU&Jil1FUkMnI5hLwopNgGQa)^gjvT%BD(W_##TL
zyN#*d;6D`7;E=~R{e5S?C65$wW4Bi*{oeyOm`^Yae&{`tt0|rm?q@M!)l003kRFDI
zu#<hyXq67cb@ARVwP2t4B*+HPD+ZoC?&p4@{jzCF#VuZyg3f3E8I*<BukTGeDV4h~
z0xz&F)MrH+2td#_kB!h3+Epgw6E<a*{GeWf1cWsVcdiR3)25kHW4++#P1{)ZFr{Dr
z#dM3}%q~)jHS#z3ke@H`)Q_;B=}RgUpFZAt5Jwxp*eey5<bXI@2corfAX@YOPqbE!
z1Oz^89jL#Zb^dkum5(b=7li`uASZ%<oqC}SMxhHr)j@BME_pHZ^|=$KTKzm^=5=He
zraD@w0?GUwMW3jQ`+3BMx~b<}e9+9-xM*~rpMVLJ;By&K_2%gO`s&3yRLa?n*9#1v
z-9|O-ZJvSOe{GSDI#J#^^_}aj@<KiBEsl?<S1EYP4~55_d0efmk@ly|EB22u6?IDK
zLr7BP;2T)XTd??IA%e_9$X=I*lQ-sE{Y8kQisb_4XA{Q&{c0uW8(4;4kUg()7CC)$
zsDf8-s?K~Q4rd}^DrZ=ZO_KrqDjX?SAmH1sCPXTd5}&c#uCMCJCw5zx;7(k1;wCqJ
zo48dDc-pr7xN^Yw4bSlncraC2;|uA+g17`Py^lmSqWIH?y3l~ULl&^zY1=jmB<P6A
z25n5OsZj7cpA6Zp6|6Rrm`wh?YWr+ES<=ZawXvbgf2Vp9Eq1f18Z%3-<O*8ug73-z
z#-7k7K6KYn9}v`CcLE{3Wx3Q45U*_v{oaFJXo!~&f$U{C15p|Io`XEC8SH2o8v;ez
z&5l;O@1yCOe348V<kpGYm7n+7vR=P?@~KVnZyNY$Qc!LH`yWmsj2a>Q|ASd{uM0>9
zxfsxImr65u^M(BX=f?lfQ~e%8o#&%Xz4=_o$Jqa5LjEAc^}W5siTZ>U5*9|q$B)9}
zupuTR0|)%(QNl%zHamFuUXIA_F1Ls(qAiyybLDgRm~+g{%@sRdAI>8I;#J?wjH1cQ
zyPnbBwMIENc5r!sl#>(FU<iZv_SR(7<EjydQq9{EOn*VjpT<s58}^q}rdoo*j^lZ!
zi9Z`VoNnZhB`pWj^9q6TTIjS{%c!8)KS!OHJuvwz_+!e?NS&-M!*YCIus=GjlXZQc
zo~*sv_Bp;5>~~KL;L>3E2K9h@Wppyol=Wu@zuN8IdGBK-^^Wv_>G`~{7s}uddv<NN
zrD=GxfNPqt9RZtJ_rjUmwnbB(=h@TvGQ7Byw`sq`@RArV#6IQEZq5h3WX66I5)#Bf
z2tGMFwFoi+$0uf<R(Z(?$h)oPCdJZBc0K~^20eW7o-&TFPEpkT!d+*LofRwtZ;;nG
zI;JYi2iB`;wE>)sqU?7M&68QrRvfcyz%ATgRedgA^+#X~sZKf31(+|i51xeMwj%xD
zMP!eHEjoVA_P2PwAAwv&iFQndFrq*)2UdQFm#y6s+FC7$fG>S1i{vnMrJ%Uy_i~~w
zq!0QKhNT@FiouVYFT&pA_FiJ9FPhdm;GN&`Lmgvp<KnbHg{?tfJTmm3%{aoMf=8X3
zvtv|Kl;TyD0%O=cH27yRK4PGNpD;igyol(XMk?gwTWLFXyq~JN)$MXfW%+sEq@3i-
zhFC^l=)hjRFz_;Cy>mGa_Dr&Z-S!<#m?wSb$uz-1AZ(O&DAVY=8C5H&H3aLbesN&u
z+h#QfYNH&Uw#-0j-L8XvQRqF9dwn&&v4Pc<GQzoG%-$RioA<|ijT?S@O7Q#}^&}-1
zj{XRYIz%&d7iB}wz?Vs=#(pRpx_UwO!HX|z`VsqF#l9}lTTp%Bh-VlFTf^O@V@gx{
zLDFOUp@;fs7iI|7wh?<dZfxGVYC5qkl<4+1=7cw6r`yKV{a96zj0Hs!z!enilHmNH
zCDI}^CZX-XhfH>MdlD6QLOW)E^$ZZMt9kLEs2#PO=@EiHedX!a%O9!|cB7}rmQ7j^
z>_8mtdf4musJjhce&NI_dtKe5;V)aX421ut;Y_V~hIL=VHw^w!DdvU)ePL{P7Gj5R
z-_U)nnW^^`-!m?n4oeyJmqtK9?T?_!qY$}?q>Ama5)EfQQ6-|G#^5eT_>;YN+NcdQ
z|J<wzJ1-0IO-sHFyy%Lh*_xmAc%2?|ozE{+Iz*ekkU8~Q+C=>EH<Eg+dx<YA*Qa)L
z1Z5vdH?Vo@KQ1y{MGVZumGM85hB%1i<L)OCJKTWWE^j4e?`HZ+<i%DE{`$0+D@JJa
z*sJ-_0*CvZ&SpN9`JJ7ViKWo(3>*z-a#<y$O-loQa$0Dk$9_8>`vevKf_x}PIr3e@
z`sSQn!!X3lmhK6mHs_RqVeN9HDbz=-hMLX{#5cO9^F~T`B6Qn)>X!jx$t>EkilO#6
znM@gKF&}4w%saO0;1n(j8XWlI)-EaMu;GCdO2BD;CJNE;hUuC+7Lj6fW!r~BjslCU
zOUeq|)=@@{+2y%t40K71a@)As3C}w4TSvNi9?@U@`##!AZ`P%r7e1G(Cbd~Uv3-Nx
z;IE>1UI%k`KE2N(XVK#+Er+tu;F;c4)@2omJ&(23FTYgq-W$o@tdpPetAQbpS#^|%
z>6{$3MPIP%WkrGpSK4x&5lQl^<2m7a?b*2eg$z|wbm8deckDen@6P370Q-vz)L^A&
zK&}raC!f|0zAgam5{1q&dOctT1U-L3Lz&op&LBA~KW;j%W8KQR(IWq;g8*yCkSXq-
zt&Jey3D`7S^QO<b%RG9_IWi%J%(Cg+*X)BNy980;5%xVL!Q{inFP41reOme0cEybs
zstmve9inyKSpK9ZfgF3}-#Y~McN(GAwR=HK0X?r(&%+R>D+4%eS^?wyf(Snm4Q<Xk
z4k@`$$cf!9ml^@-EspBZkzo+9J-2;nFk00&p+fsfhh~3llJFe$xWQD}Wy~j>{>@Uj
z`re6m(Q6TBZqxB^iZ3Tv*+VE9O&1!$hD^1An(LFNCcrsJ4?AchB%`kgs`JkR{TX%c
zXCJs>JlfM+k-O|eiYp2{RA+k7dbaL@GCFQPQcA~q2l;oaPwZ$P5yIZ4c>1>TaGtx+
zpH0x7$yR|g;BOF~^rIt>4gD=99Z9RiPq5dKE5oJ5qR=eX<(EdtzBD=qK8hC~^9*w5
zv%nn<{(2U@dmY)g@xw$fzWQ2*RE;1~Sj_-1V8YSw+kd#SwH)_6ui?Sb@Ok3eWtQY}
z1LcUP|B2w()6DVp9l3$T_v+((lvv*Dz0wkJzsGyz?=L-fjZfAJi6Q*8e6<1c<XXSe
z;j-4lc*b-6Wy;X;*ptYX=8Z8gcKkk)U3;j9C0=5J*1u37OSjI+g9yTDw~KONXNj?V
z6*Zu|-NEUux;q5YduOXBT`yEvzWUM_BK!N)p3_w=KpxjiY~eGT)I8%tCAoD4_u$@L
ze|St@CjL_9vM#PxsqxYDzOxnIC0}#CZ3GmKFqIu?y)9~W)jE4x<mF1Jh0Hsc?(WS*
zH(iB;$J<+)70u2#6!JW=LX7|V5m)O^StH1xi8uaz$TrZLEa{}0t_>THIWkUJ3)z-H
z_U%X?is<`+qrWI{E}pLDryP7hRbCdFRR}UhAah-a`d9n}u&lqi6T%;*DR``(RT;u&
z@%Ex)E`$aftz*lBIh})#*HMmrXia|_835~inHbZ{%#7u~8CB3&0^y-UEO%lb0zsGS
zRF@!CDn0%3abaXBTyDQpWwZuJ*`(!|98OMl3M#@e*bA>_c7VGYJ=TAILmfQzdTP1n
zSEs7%tsSou<o#SgRcY(j1z2sbr1ywQcY98GCl@U1Dn_h_c+}5L_q%$C9Z_wk@E1}+
zBU_YV@Lg7X>vs`$eDPh<Ug7g5+d9JCH6rlwZELGX$dHzf*V2o1Ne824Viq%{`{>*V
z%fw$Vt5ke?L(E0-oWOWxcZ7qh>1xN1j6z_N)N?1|<m4kN%lS)IR*FP`5UjB^1NT8O
z`pRZ3b7yVL9#fR^=XWC^5;s`+g?@04T4odmQwwLjZopA3u31@=AO|`D?PFt58()|8
zqgs+-#=N6Oe$^Y7mqKdbt5kNM9N7gI%I=9pO>KFYuGS}*-NH0*Xpdtx|D3Wu!H)wy
zW=<rmZyqyRq$rWr0)vseBW10B?T#`|868}h1>^h-NyTeVc)ax<hPC_Gi0xDv8<7CS
zK+BX>MK$+L7kjo-C;a4Ztz$s+vNt<ajGlZ@VKNtRNK9sNf|eA-t4h7~QFdMZdIt`3
zUZI$w9(G2Cb>($o!OHpznT@TPHXUvzR2VR=4>^g#H$LNw2`cE3x?DM~W4e0vAa$w$
z4zR!CrWDZ&{z4-FuxBWYuFUO&$bs3><Zy;)_Inws60LT1$LZ`A7Dt_C)V%!oa0E0g
zNv8YTD;ImsLwSMT40=wV9;70Co6}gD+uhYuD2_MG>3skh0zrcX`cT(~N^+t<x*+4q
zc*;J_@{JEq__EB@B&M8lhLgh?mN~tq>|h_6B%LYzS75{y)z?XlsGHEyG5-ZD|LQkm
zg!(g);t2+ko|;>U=ZB&~2jXb6MdM|Lcic4oOQD-3eyWb5`ywL)4o5U~%-%fI&jrJz
z5UQn~!!ZF3`45mE52W)47^IKO?q4Uh$nydL?Sb4_SI9{B((l5&=+b86ewp;Z+G*2>
zuH(6y>a?B_2IN?=-ueM5OR-M2_|FmO=`Ukb{4Ru&x8yhHomp_Nmz_z^84*WrycSbk
zP*Tgkl%sO$zMk(%wH>Yv?Y4T*N-}gGlS;lekIT*S{Q_*Y)1F@2S3T;NX8PegS)686
zeWnPW$)Cv8*ZE-CYJ`j<=tozJf@Icr%yVAiA4U{Qy+^<Gb_OUV0mgme@cb+F7Z2Z_
ztkBf5P^QQ^PmJEbGCVaM<VbV6aKO{V43f~-fi>JSZ2znXJig>K(zccKtuL=da(o=v
z-Ve0ePg(395rWohKk)koPVjU<`Nhs!naw<-zPdAz?Jc??!#3lOgB`E%I=eZ1b!$gK
zzIDVzUpRvOT0VtMMmud%qpV8kvR8Qw+7tsWe9fkKzLQUlWGJO3XZDYPfOJ4K2Up!1
z$p*EC{Z`;<BS+W2x(`-aRag|vc7b`tVl@cW0BG@YLKC_Ap%AN=7Q5xG=@_SF?CCE6
z4Y3ziO6b&iRLy8sSB}_y^w`jeMhTzLU(7pH(thtCTzjJ2JPar;$Eh7L8!ok>Lz41p
zxHMH~&eaK|ONo^twg+^T4O2?1DZ0U_{3-3R`!w~{^j`5M_pWBvy13iOd&4d>qlk|X
zZnUmcO+OY<jN!7qw_OK3<pLjjEj82z!Nz4Mey;Scc_?Y6aKz!}Ttb&0VC8m<i4B53
zK#>kpNQ*-1dNdpZe_B`P{f6j)H0&xb2scqHJo+=ChZI6?x+@oK$aPdy7QJ;wcl;@z
zl4K;W_^r3hLP2B8Z%l5{j6vlB8Kz4u*-+dBmM)SIH~mR%2%8`&X~2G9#Z958xbGB<
zq!HK7x$;dETrCA_N6DHz0vA`mtTM)4$lHr}|FY?lo^GJf&}MzRq$Hf2LhPt~fWcQp
z4e3ISX4F?$E6f`+p>=wg;~8=p0CR{Aiajm=PO}G+%hmW3f84@U`**b@IH&xDOm*W?
zwcj|%L#jQcM`kHl)VZtfv}Ab=8gBoQI^Vu}Ix$`*dT6jqp6%W+MSg1$R2(2R-jNl9
zcU(|x3Bn5~5bl1#pWU;4Cbo1?5ZDy#iKPR`y&5E`!#CBALzFk|^<VLgJre7`(mM04
zVWxVoSxX*j>e!$n5k79d2lmz0ya@g>wiV;|Jg}6Pzh%6}pW2K{OYrtYpQO;gWNG12
zqXc5Mt&aQEZ6d;<tzq=08PQ$#)-r<4_}MD9$!{gCRbtBtx<Sq*2_LH#>W)vitaEw*
z*!VHrom28m;Kfo1n3b4@1e7J8CxFa?fFNFNS}JkTK6p+``09ZTI32gMSNTeBRLpaa
zfI#(x_;lfinbN+Y4G3vUXA2jiiqS`@jj7&~wSLOQKY;~Ei(Lm0zFOorL<jo2*ASvP
zPdb3SRhNRV1_n0RFz3iB%;fz%LnqYa-`;p0>c8U~eni-_3^q&5#Y!D`VCCF?J&1?R
z?L-9u1_}TM><-6q&bGRUfL-rF;6N#IF%0lZ*z|d|e)$9l1Gq5F-mfnB0F3(aaw{|g
z?^6s<Y>WgvA}yo0+PswrY&FebBi;-l(;H*PGqgK^l4`VH0R5KlE+Di66fu*_n}Yyd
zZ8I=99uw-x5l?7!6?gk@mDfL?^U)LT^6zMYpmkNd&mSa=97^qfd-9qXjV|P@bRWNg
zy{#H<4DvJTKRt%QuED@N4v5C^JpQ>BoVK9VV@0w>z8kO&wbfsSra^JBWNZK40*T<z
zMZ=M8`1xRNSKri~lR~sthoePY%iJ^F^k#D5O2vy@H%UR_mdcV<y<$g+9_T7c>L6yS
zadeGLi%>s*{1`1EAFnpgzO5+6b@*6QfVT?|NNL}lNJB0od*7#?0|}AHF%1^`WFTA*
z*kx_QM*Fs<!^6CW2ryUQCX)RH5aavS-JOXewJ&vLLj)=iWA5$qmntL2`}`td-MHro
zTESMnHbD~|7#@y@Ky+P3fS@TjkP!p|khgh2*-Vw@MD`U!#o&P`oHZ5s=EhY_@b@Ov
z5M_O!zXE|}mC5$R#MG6Q3)YcE3C;TH_6F_v8ygfrc|qMa47>lE$Ydr;^+)aAFF5xm
zd^>+#YW#x@vt!+4OiEPtdvAgiqi-_{V!}7ts)0N28SKUvCPLZ+iq$UwGPh^k=o*G_
z0~6FZ_uPUT>iy=6BK&)LlduoQPomf&yu<@ZJqlPG;><|e?xC*1?TyI@@W()sl~nhy
zNIgdDsN2SV_bJLuW_{=)-b5ggKcQMA-IG(jzY=!1fi3Sk(p;~~8>CM6;YNmV_6TT!
zqv9N(SQIzN;jNGLj&B*F;LpoxBPlT+4Ka$mON{#eygk@<9dHn^tDEf!iRIn4%8edP
zhbrgEiSp+UA#qVfPQ6{e-|oX7=fw@(Mh-(nsQ!?`g?h)2DHa8==7QuuiS~Svj>p`s
zs&kgRGe2?gW5utiI3VIC_LgRusGe~Cbl!VEvv9`y>C#7_2kocnM$`3f0_B*I_UFt5
zKkZICh9NW@g?PGun0HA~RaJ;1LxZ<(Z6YMbj>-Am+EY;z)m7#byZMo2HLs#11ouE2
zp*%}MYaGEPonF-#=att&mZLL4Hs>fJ#b*n&ys7C22D&mcIqI<nP`b~6EZmy{_sN~=
z&*GicCc~kM;ll^^-HpQfwib{Po=qs`)|G)lVH<6x`w?h0&ijPlv&W0FZRK~51zg_=
zBN4jO2ZtOdDx{7iD-~jV<cXg5C&RF)biJd*dFXFB_1EA2bXxk$bI%Cnd{Oj^^^NRl
z%X*?zDUtu(nKne(K8_@waXnE+XdvWjN$aszqq$XXkt4!+_Z7KLj*`R;=pHv~c09nK
z5FvF~ls@Sz|9K)Dt>PW0^+mZ_P=o#_p}fGAgnA{u_E<My?0~|yRRnoJtk}aa>oXc7
zQJKR$qP#9IIh4^Oe{EHX?8{$(ku)HD9h~aS0N(T6ddIdh5^>6b>B$R>bnDSCxKY5}
z_xjyMDhIq}YhhgJ?ARJv+*?*#hG77!X^wanRX;4ypzNfIeP!DQD!_APmbeR1-jV6a
z3XD{|qaP|Sy{2aaL3@H~Ae+w+FF$!VQp*sJ6ZhlvK>tv2Rt(GVQv7_|jJiKZ5ptLP
z2f8p1)vsV-CdgFh?-)Ja1lzV1k%$H>*j{H`q=D@Qxp{zU<K)iMgq;|{j<q`mRE`;5
zu%bbZ&?7xm^KSwQZ_?A(@0HP;1i{1R{giBT;;9r|C_=4~)2u$H*3wuv@MR~A?=om1
zm$8HIQ`}c;+b$G8FT#bcC^xn7yeV)3eP9IVUzT)d#nkm5HqGuVik8JbotQ!SbEF3=
z8MuL%2XBkOEk;mU_{z$f0fx=Q+V0AO`lk*2P+>_H>b6aQGiA2X_M2AN<_86>+u%CI
zOL{8DDmbCb%R1+WAO%G^?7`r5XTm_cf9J1dF5z0@ssUx>45#LVAOI#&V=e{)#w%NM
zVaEzJ*&1;4F8ur#Sg8|v^!06`qz4SP1hw7$U`|m`R1Focfz-HC^mKA!6EZMIEPQ`M
zxg2i`iK_^Fc5Y4&NXsBHm}Aw0a7#7ZsKG{fJH-9t+Et((TBDmuP>h6=dbI~`Q3vW%
z+e0;ETd?D!!Y5KViWQHn8#OfU{8()+ClBGKslVZGiv4uJB|=093y(g~#lke*+x}bb
z%8vC<k8qJ~fqrkoDZp8?_gCY;@D9j97Sn(1UE29NJLIY*bo`wRDaKDhdS<D#l@`DK
zS45gtZ_V)-J<JtjPpi=slijAQ$R+mgeH<9ZOK@bj<;a7rss12U<mZE_8%ssae4lGE
z+<>iZb}(zVq`;n`95RP?brv5*#P~hET`U5G>OI+^lowIeM~o6AjyWbrPY8DJO;Av4
zzy=}~0^#j~@DE3qp!Jv*l2~JKXa(UTzECZb!Mo7~m(vcrhw+)W@}ccy@S*-}$dFrA
zn=`PI2hbP#hqaN*^=>F&+^hN<+0fXWJFX(1&);ZeFgU_=x^kjsY&~;5O|?9#h?+Kg
z{C;m;ot+skYuKNwXo)Moy={PSuHiV|X0%<*S!V0KARO{O@&YIf7Ip2uLeY2B=^5P9
zhaki4{Jt<gj(ELL=n?>r!Q*sEyX&<400K@yI9N9)SY4B3MTNIK2FsHo$$n{Re)HId
zlpWqXexP1$ehmWQ^u=J~0tF${4P^$4Pmz=#GH>fa<Z+VS@cEHZA9Q6)9|RNxL{dah
zrB{%bhXs~>S5`6_|C0skk;qiQxTmW`co2#v9Px$Z_dn+W#J=v>SmKv62p<9=B_@yR
zPz`A3x8`?HC>ibm(;~0~tL?BXeuRWte?#Anc%x^N)SQG+wwS}K1$0AYHPp@Mk^Vj;
z7e*|q)yl#h$dDo9UTt9lPi;DbiW2|%6K-s&g(l}T(d9JdDA`HOtLer5y&DU!>^N|6
zXEvFd1cFDx3A%yxe%^9Nw$PkT6uh}e#y3swUN3z8$`OXoEYo8~^kO4D9?P)ew;$N0
z(ms0)axP|WB+nVc5x5B6zhZWjGJfTA>1u@7vfP*p5W?Q9C1?daqSxAOZD1aPiLRa7
z*9%O*hlA8IJvO8|Az;|zQ&<ht4KA*uS=Dm{g0C!Rs!CkC4{bmRv1x8O6_$dHjYd?9
zY+(}s3CeA?UjzqQn#~LmmDxm}d!P!7lRfm7r~OERHL>%_SDu`gRM=7OJ!Hube_<N>
z&9lwEDJuF8h>B|1j6*(KGtl*gwzM?cSVOXWTVt=Cm`7-cs}&Rm-y9zuT;q=TIMo&<
z@3pYdFR5&|CdHSc87wbafw?e7^hLL}3Zv=XUK<HJyM%%#(bF{R?$(lIT$=6fsdTAE
zwIFW!gDIvobtYy5$>+@EUsc1tQQb;RiWg`@zGv>Mel*&ET2zoNOzDs5qMBsrrASYo
z_M<QAFP9ZFt7wG^7me49UlUv{qsHjqh_f@cW@=#kYHMntB}@mqg`2J(JRSM1?cikx
z<Qm3p+|5E06|%cb;PblNg`mh^pW?9z^>&|qg=O08=zRGu!RHPIvlgx%`!RXrZohgi
zZQ>MNdEb4TjnJEEyZRZ0(1|})I}by;A}{UXArVq(ubMIV5RYt*s9Yu_5tsb_ef8H@
zE!E&n8_<BZUO=#O0ou0D8t{sgNe%tO6Z?B@5mmQMefnDJY#iebx5$<caB`X&^bM>H
z<HUaP=(AjMn8!#VJ^1Sl_vl2#1=F!KK2Y!tKHmKkwp9i%78T1yzvxv!<?3kK@tC##
z)sE`p%?%Xp5BfIeZ>&wO4|tzTK3uNYyd$=cEw8AU93Q{iy)Hpr5&Uwm4ko)L2NkT8
z-S|wT^j7X+AGE+Bo>;^A>u5I|v6x0|$Di;*97NqUHFewbO?V+TdJ(nb+WnvIk-B?q
z4k(-2ELf(6v?8nTlt<jwynOA|;9XSDvV~+&eLF+$5}7Y_qlCQv3-bc?JPq)%Ja^&*
zTlaY((;%HsBaR9#3<yFTl+9K;l4F859An0n3-{*8k&=0egp(^`IER<WA!DWPZXYYI
zRNhw*?0PYwk1JVjN6!=%?oNzE-y!72ev<s0)lOPR43yKNtly{!IEiDl<mwRX8wSa;
z!55fmcy)Vt`07Dq%^^OI@r!DG>g>J8?!}yNm;dj6WG6my6$=mQ;Q+&y)g21w2P6Cx
ze|F?-o58e;W560xB`t;b#0X^)f23%C_qFV$-uwbhLr+ZrGp)o#A1<^b?szR%8_ebR
zDUmQ&mUAO33hNvf9xaD+Wmy92SKMdnZ_tX#Y|CfHpqBnnNCzo~8dek+?kh8=2VA-;
z!1%qbk?L=d&j2?1d<-!!;vXafi@a;qt#WjIvtwNUHvoA-hQ16X?bFYB#n?uI-0jTZ
zAP``Ab|FS4X5n_**4aKCyp@5OyP^?1#R~y#jj;Yy5(X`PfT&+ySJH16VD1Q4c-WAB
zdmEe~hphb^PS?r?i05%<?ux?Ir}@}Bts@*QwDITTJbbYw0wNP3hWc{>I5KV1vup%+
z<bwP*#OGu1on%DzbA^Q#e>oU<Cz)%T{B60msZy?O$}7jGPNZ!TqV5H-ATkGo?xf&p
zUl)b8iRzGCgjr#k2=?PPd2fi$!{Dolh#cb1-#*qiVBnQRm<u&<u$Mh-v;{~muYr+N
zfACfAc{r;C-^AwP=XRFxGZ5mJ)Itn>l!hnWonWD)ulClXG*}4K@oNVWY_tSOsj8Lf
zD>m}5xDq?kis`2G<~WpEj9KB?2<{^8BRns_;G4;a9MDW3;igm{L0hqpP+r$SgA#%q
zjWOabe;{gW>L;kW&rWqHEW?8Ie5|%J=X_FbF-F8^;Xym1gF3Gc@5X1rOhXO3oGc*{
zs8hdaDD4+hauHQkgUycSup)l3pcKR7GI6(^qF+3kUy6Atd06XY0bgAqg0qS+JURoR
z9qpCcU|4hp)orhvmBa>8^4De*Vn<FfHalCwLq`*j%7_iJmD=D$NjVng6yPUukl)sV
z5{yd8#vK<MUcbD{R?#o_NyxxZ14%ikc<}-O+CsdeuZtO3iv2x#&Q_OWd3hne*EONO
zc~4adCYI*lypf34H~*|p`t1^m8tU;*aTW$@N_1FJUWj|O)%Z!z6gFxaxLsR?@5>8d
zp{9<$Qr8hqmRI2Wf+DOiHAZJmEo?6>#n_x&+z?swj~mS8+J^cD^v}$~+d7JV|6D}{
z!m4Xv#d9BN4kZ?1R!9bdyODJt9c+lq#o&txh#c<T{F=vbkEZw1)r`)yUrFNDUHUq4
z>n;(w7;qsTPlu6p7rD9i*aFPDDV|re)WwF!IT(EMIU>isWL|BY)V!KpHIFZ<#_LC7
z5aelwg#jXNeWIWeLM3x+|Hj-N)!|SKg1pSIu&Y>y{7MKll<1)1HHSkfMVR#{6T!Y*
zFxrNgJPf{;h{(5^X&<j8a&1Eoar;<NBhxm#>OJY+jH{^#ev_;{>0!geYz#gWi^xgs
zmG8|UcAX@>H$(B70ZxY4F-U6dN!c@K4L0}}#_>&Uw1Y85+;6^(ZVhuvs_v^1j^vbL
zPJAxbx3y@p!#hvY@yO3nX@6}<cp7a#fAthWq@^M5uSs+$tgT1iN2z$tNC(H;+rUhq
zfw;;V81e1R_=nfNB>QOn;4C8hXzQ`|a1;j2x{T+)y~DeYR^@x8h)+D9j9_vgx~(2I
z+|9z^y-|q#vQzUu@ym|Q_{0jaPt@V|(Vk7h@ZVx^U+U0m27|$1FqF~!Y7B$%KhA;$
z3uv%kr%s&^9UYAe7cOA+>eX1WVg(KzI)wD}bo}_^k0>uMM{C8`*B6TxEuyb=>(=4X
zqemDwZX5~=3-QAb%1>%!w4AkvqcQ0%7X%G*fv2M(HqY>fj!*+T&+%`(?%l}}!+Y7G
zor57<Z1nNf2oH2{F~Y59+-cB+G5s9rN&IA>;^kz7HJ^1sNqH^8<BNFjx#pLX_&D%Q
z1dZzpPY*k6UjHd{w6(BvFaJrS>o=Xkz<you^|aw==V6B>-;PC>j?VaH%h{%D?%a>T
z_%VIZyH|TSI#}Y92?J>6zz3nv6>V@U1C#tL5$IzHPfHyHzvB!YO?B)F%~5JMGBB~y
z*KB%ON^NX46l&nY1TVbb!3^%^+URPpj}1ee5Sm_&lp@6wzo-sTxtQc;f<RXjcp3@m
zMrs}PHrN$cpj-#C2(2w>dRa<M_&qPJ!Tr1nZ0u?SKQkS;8w%<FE9)C@AgNH{UhA%>
zV^UWu1o>OS(@F=MMz}&pppIP+vX#oOZ+L-m`(v<hfIZDbBF*#MD%?vh#l{gX@Uz#4
zyM+#dN4TJ}wgJCCl9Ux09nK|TQXg9cy>0_fTRm)=;0YZqb?myH(Yy{DpJL$%7kX-?
zG=@3?{5jVbBfDC`U8IYyZbsNJz8yjnOOTRR$*;rZG)(Glji7E;^z{5qqurpRsfJy5
zvzpgocN7-B<p?J;#euk$p{C61kMKP7aWjImnc{|#b(c~xsiz1*J*?p=(#58+?wtHP
zna#`J8Ht5M9O1;1J#oQ_1Pt;v#me_w(b--fF6P=a3!t)%hbp(hxnxZ0ZHu7SY~X35
zhfP84xN>kKy?ObYo?_v<F1$7v)7={VyiMV3p#v{lJ**z<j*`kcgr}DB+u%wnCiNgT
zu;y&=LEDx+hh4-5PD*T`CG+~@Ngn#NRbqpy>6p~b8bMvf&tOywpTVAJEFA0rC!S5o
zcN0tSQGg|SyBX17f=_x_(`-B;$%-2g{tdrK_^`7DzU^y=zRhG-l+ocq7AAExM_>nY
zc$#S=c%UP61Zvn7o~v93VrxCkrk5qpWLJ7=4ZgaRjJ-pg>0*ac`K`bP>&_%&(i^r2
z>Miz*lRP;cuDzr_{1T3ZBV1{)fIQ<~6XDzUTxp$nsr(BmnDm+rf_jO#`uLFtC;#S4
z{PNZaEPThAw>}cm3#;(eZ?V|-i5Cs-XjX?Sf6*uHiNeCcN_>)mrp)V)r^<a&lW!(I
zp}W{Ok7>)5#h3c#C@dVp?-LfBZ1l}8FZIo;_DN0k!QT>rzT)~YOk5ux{*C(3#RA{<
zYgv6*cP$;0x?6F6(MlJaM!Iq~xc8EN%DxyZ9OS^$PpQPcq*82r-xYoi`fw+|>3vtO
zpAweaYRlr<XStZ<VT!=ErtmZt(!f6*vcVv>p!w&ZBWQYA$}NuG%_+w?Hxu+0>BCW9
z3m<!!p`(d59^_WEy8bHFAzW+&cd-q6iER+`H*Anyj&W_JY|zdO9ZmUd@NblZyNSj4
zD8LH6+lt%ho+5D@&EHR18=8$t-ew5&HiM_BHiG*(a5i|B*SrmM1x+u$_EAe+P39V7
zo<+9SQYY8m&cq~N3k3RDz>|zKhB|Y8`BmCzJ-P8)kS7g5rsFpf*!;E=LNk<)-`1T@
z#H7A<2<l@CPdj~V`oxR#i&xT=+o1jh#%*|lg(KY*#x7(d1_>IR|DFrp@v}q+2LtT+
zq60Dtt8pSk(XMNcJ;$VhjtF|w5uOeP*gUlh?KAJZAbYZLBfUGCV|Wi6w6iyWi%1V&
z4Rb>WCqvwdkllDgf~u@cgiSBwW&$|Z9*V-Gw_Oo5n9L;@Ve`xY=m^!Z^K2Zy4xOzq
z{55;DbCjA(a5loNr`&Th)YHVDYx-g28xC-{H$+!2bGiT;8dHFjZ2ozxwMU{cX|M}|
z20C-|8PoirqoskJ=M$9AXY{n?<}*b4`071(P6w&^3_^Nt1-|?_6#M6OgFwj!1S<cx
zr<gR%13^RF;puFQ&2xHk^C_od_~rYEFuacw+Bq4+#nu2{jrK+dR}<WNk}W9*2cBX6
zgwA;9bw_k?GsT`oy^)buffLvHpRKCP!rG&;m^8=<K?B6{ziO19q(r_2hWC_`Kimx+
zoDFeH&WC9U)LUK_!^D2kOY9f>+H-zU?l(!(25nm47u&SRFRHq)NNsQ;9+L*xBdDJ}
zJni+d`Lhn(bGVqodwuWrW*FYh8tv@#;bN_euZB9KgQEd%MM~OJD`TO|>yLX`=+oW|
z&Pq;KS9N_@yYoIKjp~e`5uM=aW{%B^2SZ0&fSpGk^UB}9W;i|@>x)jFR`75!!?tB_
zqoLsiF5i`u-7!PG(XWRyob8R_<z|jGbNi#DtQz4l{O!%!-48M8{SF9vuRT0n&9M3V
zH=!dGVCT_i{5q_98=sBoj85$=;o)qGZA%A;b&xxyUQ-=b=6X#pV?+K^z1Qw~fJq}e
zBIvyioczTDIr&HUvj^>8Jrtjf?Sf98mhf;f#kL;?DcFFJo>hu3mt4aB)k7d?Cis@>
zu!q>7J%Zj9+h9?DPKRSkZ1B@tVjEa+HdxYV1KF}mf*h^Pb(>zwY(UtURfO^82Kdn2
zfNu0%>u3%gwKmwF%ip)!pI1V&WBlr7g|7PAaL^K<r-3%wOJy5+P+En-M!Fbaq)Wel
z$3zc(40RAzuGmlbCA|=VRt6YnX$TJ;Ev$F7pqbeAX7kU#?8`2uC$JxACqg#^Z8!)8
z=xL}Uvr(LEShCcVyv`St!<k;EBolI83C5Y|W2}ijJcOE9ZEFhcHf`{00ly85HPm5A
zWQbqaN-JrGp2mO*QXfgs;7m&+3^vrI*-tjvn<J~X9%qXc`^-BlOEF5QhY><OxM>Km
zM9&!7ZPakMioZQKQd5Vy)a!Ol6@+ctV33yN_ep<GUYDw?&{d!XdnH-rww9LS13g`g
z($hs-fdDIvjUZHOg9A#|!i?3`V4<$w^txG9MQ!%Bwycda>+11sQ4xMNHGzOPTwKE1
z=lPiAXpBHdV|W?}5!~4tI_hfJmCQfZ*_Bj8vjH6IW{)1GI&jq0#Ovm|=qR=E>ugU4
zjCU}Gmw}LezSGwRDV4PdEmEB8-ceDCQQCTVUz>XlOZCOip|Y9hpe}jcs^M%fSSYap
z$&^Ae`OMKXf|o!O4jLNhr=`ss7(lR`IuUuh4kCZw5mZITA?3>jXsE1&=|}uoO7#M|
zpzK~K3J?8(nv`^uUcQCG!>6F@BiS$(H!KMG`;Ve3>NzT(Mk8tR*U+-Jflg=1X5U5}
zX9OW_+aYA^K8EtBcpCUuUr`0og!lMu(7iK?ZigZ3_tU6KPDlR5+w}j2{vBkl$vJr$
zd1tTFYqF1CK>nY%U?6pkG`=%}@O0ZDJllN?`BCw>IAtMfE2`kFL<i4t@8JHj%}6|V
z1I3AHc(VC-B%Zwv-<cDdt`T+bjQEq6k#P1pN|MtNd-MX5{=5Zi9v$M&-@w&x*CG1E
zC0=<7`c4^*qQo@(Icp{Iq7x9Z@mEA1xqz<I1DmetIwJ^S+YaIJ?qkS{ipOd3Z|bb%
zH(7r<0XaJlB6sgmR7S@k@r!S1aHhq0{&Jw-wF^q`h9dvqDO4w?qxjM-<Q+N<T|e31
zr>3g|*WGK7@Y#IS7xDYpMr@`}K<4&?$lh}l6;W|C@Q>(V6~vz{)}UKw6yFI&?g37R
z!i%?%d+;>$rF5{J{RyhmG7&pz4$Tx;m6S%Wt4dJpe~G3|K=zJ<$k}rgl~Hks|Li-|
z6B`67mtS%x6nSF#MVA!i6JFHUqc%IQ=~b7{?_UVP*+uxs%m8D}xb~3*{?Ya^ubK9-
zz8=52aP6bLmH<8UCGBHnLj(ROEXN{SQ~Eh+m*&`*z?qE4a*KKIxrww-#`+jzq7Qe{
zKG~Sk_U5;iwoheT`!rOleIh}FGc1fS*nn%Fg6+(aRacL*C9Si4TK7jHCiS;NP+vQ4
zE@6r{xBhjRe=ec7w<(5qwL&{PJ=$;oa)=W;IO^kel;m08jV{DTeQfBpjutxj<V|~;
zIWXk8;+p*0_<T%qFhZb%5j+jF=w^1VZQ@_QCv6tV(sC@oPSQ4+>7t`lU+ipm(l!}!
zZIhu8JG+RKwoO!r=sZkvF-D+^2|Nvj2==$(#&7Zbb9=iI#5%m@fF9<$aMaVp>y~=x
zD3z7)RqnYVr4T_jhWJQih<18f_}Rk}+Ujc9lfhqZ$>(H)_@RzA=x(G#GaU9Z)<Flk
zOfY424G4<JL~uJx-i_ljHi*r~BqympLKpFKP%<C7E3t^PL3exfFyrqd46@e85^qZk
zdr4Nm*3wT<b)TIOoKuXCObsyBRG;&Uc4kzEU-S8OAbn|~!+vKgbk!3!`9*Ijzj&&s
z9N&vf(Opj)&RPP@u_k^|fL(ct?bOE1B8;~%<ZPg$iFHn#4fZLq!M<G12EVyk%i2I!
z$_8as7;LPI0mhsShM96U2rX00mP**1UyKip^zng_KHRl5Y2Y96v%eQ9@yqJ!u+-3K
zdR;H){PGY3$vnYGLp{tgH^OVpWJ;7~S5+xSYU$xUp&nc{1T^qZ2sIq7E^C=@uH}65
zK&jx<M|CwArlpGjfe^Op8r1iDs0$EYr<f^tTS+O#=<8vWo*vq23b4Y2s|yFpl#LrC
zV+QiNAs#mjkvk|Pv#t&c3X1THndwV2QLK%~!=$z*2y_##yL2OK9&NDe`AgPaq}M#8
z*Ii0#a6gx<yVy$BUAoz#vi=1QB=WQkkHqt8p5l46H^lR5k*_eXCb#DD?cH<?axlco
zp0?<0p#v8qEevrsQX0JXZ_Mp|dnX-(91XFumy`}J&FG-wHHW6Q%vs!)`H9=I1SRcb
zVj&8u>v61?RQqV5q<w7RJ=Z?W#-tAB2y8Fjn=!zFv%%AstUc)onqErhSf#E}Hpkj3
zZ169P;|E#kV~JPG+UV9Wr=;q>8sX=(LIhbG;3F$TwA0nX1~&`Z-t5idx5M5n(qC)9
zK`#-y8FF^$Wu$`+Qg&FAS^!%u0k(Kp(M*Ak+5+@5(S@_N=D)u7MHtiH3H^Mn;VjbU
z_R)UsBi=__*gE%0-O0ox9}5I_5&Og;PMrL(zu^-D+u?n0Q@ES8Y#o-tU@#aAX;{D?
z<Nqviad9-5&(zcu=g*&qi;IiGHQL(R`1<Rw@%{JT%Y2@fmxpQ7roqX{30hiOu&}Ve
z$dM!Q?3wJs{QC9l>1hy0jvSHsoct~Myl2mzGM^_UCDG4=f`b0??;?Ny`RAY0|A&Nx
z(0^lNV=;U7Y;@_;h5lZlP>8l|+hWd~IVdYroCxaOyEna0RaF%YiX^rnSr182A)&aq
z7~g&O9Xvffp{J(@0|NuNy1HWg`0+?i=HD<SPhw&sCQX_IdwY9oLu+em1O^7m{5_GQ
ztE&qyFE6DT8XX-SVQg%S%1Zu8@xMz=Z9PI`3utg&BWh}G(65UX?nNjcv^PQ)Q!a;Q
zAttp1uXV6cDr4*EI2h^*=qddQ-`CV4^ie$e^_DDDsi~=<U+<2%`+$E_5c#}cAK8Vi
z0sT75T;Dyw9e<n+L3&0$)${6&r-+Tqz?*M$l9gZAfUt}*na$?J27O%&aW92`GLukN
zQxE4KAHs3vLz=lSB3p6sNSflRdOEl<67rk~SKolJ{7Uq-mYkrY)}{^mTI=H;&qm`W
z9qJn3d^8G<|Bt=%fR3u#`uLwD)6#qIozO`m6afJ#3P^AAAb^4er6~d`2ue{viiF-2
zr1vHwy@nD(AS8h#kluT*eCwP$$+SBms5p7wJHNGN!A$Ply=UKZ_Nn{qgHafC;W;An
zWs|iPHMR6#`BSpUJw;ktxSm<6VuO3h#pofIiHX|4(-=3OtGB_TKN4Y~FTlhOs_ES;
zs-^Pf7B$E{$!Sg3pQ#SQsSeMI&_gZ&h3e4K6gPPmrRsG!90v;{AtrXSM`I``tLB~q
z&qN;8A*l#G<T7GW9lT9&GhY3I@uJfSurLr{qMB3g<;f_l#OX)52<~XjFF&yuJ(?@a
zH*Hw{$>*>z5Mp9y#gjw{WRukChdJ=H(nX)u;jo@{4M9up;%GSkBtVm}!Sf>YXkn@-
zzlAAo#uliTe<Yq}>YLcj?xpgHjLjF4VWg`=Ge7d`kXVEsUOYD7DZBMLoR&U^POoAE
z8}-jXE>j_u@AZ=Uct-jRg81bJxftTa!yKgKS8zV@Nj{!rmZ29<2DpFAFE#}Ai|Hlk
zA(vT+`bB3$+)62KSci~sIIj!Gpo32kspLazU%bG$6LFXsV1pJGy6WXO1shPmSco2S
z85pS!t;}%qNdtcIkkl`}**L%0p!|d)^zc!tk3J^28P`C4JpPQU3va0Uq&mMeZu4Wz
z>f?wOb`58TkktpJ`snqN`bg@7{ww;VAZztH5TBszo14GHFP>8G6FA?T3r|Z4`mA{X
z>(8$vXz4v(->hk$RHs8&3Qv7-H=@D)4c3RHcj3I`E(Y!V>-C|&9Psv28nD6d(tZlh
zv#lV<O_P3#fTy1lU(htmBJqparRZU+)L*pI$1OF1Fofc&TDb0wg!7(A4EiG;k$H;a
ziXclpoJ=S{N=YTxKBN}mNnr(g*%>sc{;Glv?Eiudev5?j?nn$e8;{6bB^y}r*r1>S
zz3dJCm2wc|Vx-hY=W%T`PX;(@gNzdNa57Z1fs-L_rIj>XA2&z9dD8<7Iu?sap2IIL
zCl|qHeK>r!Kg7p>CLpJ*x=Gf_`Zn54NxqvgZmBuUq22~R-h=ZG_vk6QFCV{Es~^8r
z)#6@!A$rJVV5B;<HgC9%J{SuNLlGwS;4)Xq^DMIr>G>7t(MontGKMDE18>FTtIB_x
zkDl!;702=IEO9F;r*Y%>`<aMIF2Wmf@(7nAvSBsiB)lh{#fNLdkW*OklDPyMMIC%?
zUSTdFO*)sLm~lX!f|4rkIq;kq%IT1Yp6#ua<}<8ttAPzE3Oa<PBPO{JZ?v*hXs7?P
z^cH3f_eKk)ET1a!qqEV|-%e4!za4JLE#x*R|8@#u5(@A}JFZ?lOD#frP8oUz$nHr3
zAp=`j;O0Zsz)ww=1@-c+UO|2aVv>k_#Vo^@BC=pL>;$|g{EiRTG*A|aU(75;4+kZ`
z=xBgjX$_1Us%qf6^&y<ML}1YISVZRV`Nd+`Y<vKposaPGd49jB>Aqt9bBHZK&o&l{
z&!Me3ZpEnI^sVq59%LaVr5JC>jm723$ScRGyBV0!%dtt;hsw$t+>1;@&yFsN@;f@?
z)_wJdrN~oSR)wnST9~TY>_TL0+7|{R0}<MItNJZYhjjGp=%lDakP~i&r#4cDYF-^K
z-A;m4$93@Tvjrb6_yajg{W(SX&Z;&De?=P@OB8+L7bh@lQUDElYzR(=4EmcDbO>^6
zyba3hY#>&(L8o=_?z<HqE;z?)1FA#q3!2HJtC6mPPv~kWp_^a%IFnb30DUoLC1k-P
z>^XuSCSpZu9%|$=R|FV{ak;RJp8QRCSXzNwMdj!zC#Oz6$)eHCSW!NCPc|U)aXPnz
z-hW11CR{_~5fGMuACqzw<SWbAn^}nWtPFWi>L!1GP+Ebm1`<UZ7)WrZv~e3~cI6gf
zu(3Y$q}f6eDyxxEU4yQ28{0{i5RwT+`JN=>$D`^>bP|db<aZQ^aKEZ?@=4&uJ0e}^
zHsfEy&91G%rOGl46Y~ck6CEB_R-ubXte^vVPcm#YhCL-E7@(^QUAgQ~WKQX`++0jC
z(1({m{VC{FhuT_%<(Hv{rJiE@WT}T+O5>3_PNWr~gQ+g2hNr>yR5aTB8H**+S!&Ay
zp`eP(=4Gmsr9<6wAnzOd9QKzfJ_qvqFIJYrMMsBb0P@dD!Jym>{87Q*uWlv~&>+0R
zi`QizzIcJ6i`Sta(2n;z#i3!)ZQByMzTDc6(AfcoZ*@b#*-L8m)HdYCZPj@ND)J3{
zTOjAp8w&Ds|GWX?Ab$BItDm873mE!yr^`!R>|x%oD-G_Gzs9Ub2k3fm{#L)W7mPdm
zBKyo0mHTN41hDdLfdnNT692pbTQxdpiv*}HS1hO1WfidN+`j&O>W%ww?9l-xQXMQ>
zd%>==FAWm>yVwV{Mf{&P6+VkQdyRfx_nT~eTOeNPH<9=DJim!N2fg+!QE)-A928u<
z0sTOJ8x-9NgI>Fq(DUQUfyl)HCVjdh|99DQAh@hvfc!I;P<TO37anL?Xx{?)=M{A(
z?+rTe>ri;}J`CEotPijgyEwqKPdDVAk?COeP7f5_dxYkD*Puh{EwsOL4Av8e^UBxf
zkza73Vfp&)TSDJo-Ui)}CnujEad(1$!ZrBDT!7~<D<E{RX|R3lW~kae-YHSjKIWIg
zUr&tB6SLqM{v1J%60ssp);^M9Jn=vzm|7l^Rgbihd^$WRt3X$MrS?g`@$C}{wi#rk
z4?U@GPN=FzCTXAa72Buwx+2_ditQ8Wx5pKtM;kNMxrD~{+at0OlTv~%KC<ygkhcj=
z+{r{rPB}NP^e_icQcKXQt%b@n2+J==4-2KX$%3>^{J#7|dNJ2FJxGJ?nHaP=ABQC|
zFKe5)`94#gjLdZWmRp7%)=G1G*7~@Wtwx9BLUb_K#nd|~uss}wHm9CoNn|EHMCDcQ
zN&9L=<#^Lnu`ZDJx8>$6<vEpAj6fqXrp08y=}IhoZ$85h&vI03K>psxOdoIZWVLQo
zAHhlww|K^-^?d|0T}-{72HO+SX!A!bmP9rD92(R?!~FzJ_t{_GXI7&_K?&y<ld|FU
zFaaH-lCUye)h~)v{9-fQQu4JjzpN;~n~^T=s2Mk$$t$5YnE5;l?)RRdLqsB$rznma
z$ltFN$l0KTvq3Mp%-!`mym)~J<&_G7c|-^D{%%?0%E52>#TaC$SMQf!6{16AbtO6q
z6?Gu*?^iXh-+ri~1aAu!eRDe<Aud#wA)}_6`o&vS<#<+8jm`qGiu{PmN^}t`)`iYu
z5$;tq&ITkfaG;**xZ%_6TzqI~059Q7#tn4crIfC-yz;usfyZ#({}_YLKSN}m+`3Dx
zx^<UkxURI0qIO=*p%L?H+aJPtTLcE3P@GpIzyI{}0(h8+(f8<6*ld1)pnXv|rsi<?
z*D<$8b$BM#;qX&BzZbM83ddsA=%C>>2Wo@7GW4)gYRjzjaVtkn`<NnaAMd8X_DB@k
zoZ)F7U*Vpzy%{`fPpL22o3Y^moY#kA(BY^2Yfni<u=)8ud^SJC$A3KMpJQzbHu#su
z@#<(2b4nWStJT|~s2tr*6rTfmf4h+XIh@KVMu4Fh(_=H?d?OBicb?<N1jYW^>6{X@
zGZ5ju$W%Dph(pl51Z+>s*T~uz-A8*O7DoC4v~e?OntP?vO6cAwmAz8QFOk0@49?5L
zXy(31p0)nQ?xSV=4?+q9dodflY8hbsPw}#YR2Yo^T6XN%fts2cOrAU$R#xgaPZ3B!
zS{+$gSqKUWLR?%N4U8K(awH92BSC$qPMxAz0_y_#x_9qR|GjweB8Co?okB?76K>zW
zO|u7*pf>r>>%RAQsT+J8K71Hkw{E5PB|4Kpxm&kxVcD`}xP19Cu3Wi71NxL1GGquI
zJa~XUefq%I*q8=5l8$%p-n|hT8j4PxI?=z8;4>1acl`KqnqAPzNw#T$5At1d5AxgJ
zdFLH?czDoY$KAVk<II^exOwv?TwPsZWMo9`yKUPx+_-TA9XobZxX-zB=crr~;7Ecq
z8$)uk`fLJ(v^2%j#j^`4=pf5VDdjjxD;}Mweq&NWaV6}B9YsY|4YakIVcj%;^zu_&
zNFpi9M=iXL(u!)>m`U)*@;715bNX_2P7!KqYGGxm7z}7-X@uyf{J$qXBcJ#B^bFa8
z$lB!};Df0lu=kn>9UW~t_}IMmW4zH>F~Bmrv>Ifuv8CL}BGd-@0z_x=4;DQwB-k?8
z9j&bO=%mcbYpLk6;UOZXwS~QrtUlFIUR8^^zb9a1YjYU#oK}=wQG=QnfTcw7Z{&S+
zA^*VL(@2CZ9UaihM2v#U8mxSrg)V1e5i!6M_Ig5i8;RklC&0Y0bgb`S2R$7vtcuD;
za%mOPN~;v*msC+3SQ#kR6Y@Sr%>e9Ld;zwFW*}@P|AM5ql?09^BFsINfDOakp(oVB
zs>`WJ&aXsTq3Q%}c2Ol)7L632gO#BOF{%8Um#@X-VcVq?ge?g|V<@kz!JIu$Ffzy*
zhPph@p|}A%q^q$*Yyr02OheclzeefsOK3U_#M&6Fw9qD#|3W1Ll9eHmuf_(k`Pg<n
z4PjsN%g-#TL~%t8mi?Z9MFU;2bg&!FM&@GZhDSI*qb<66nlvpNs4WM=hRea_6oh@>
zp+UJP?`L83x`!yOtbvWO2xn)vhdED{h<Y0+WlkW^B}UC8Eqx9*(hxSckv6zhX9IIp
z`6Ug>=MS>F7FU36x6%<d+gGj3HACGodG8ZAejN%Ot!5zW4jV^$;tifa?0>^Az6`1Z
z@r!y&eo;?==o~eE(M*gj{an$?Qi6ht8mtUWN0(huh?v+4_ELNPa4U`e{;7Tq_l=r_
z4GQb(gW`8d{UD3_d|Zpp!?ugb2wSSyr}!&m7fF4RAy0iwQ&Sh7<YU{_RD>-EP<!7W
z&LluvyBVhTba=TA>U<LMi|XoQoYW_M`S*R2f)0FjQmtQ<`sS}*;+xMVV$lE>EFI*^
z`R0w0I6s~EX5%K~lm1qH7~+mrHq!cVB^6yl9wK7KtJeovKZVBznPm<8#V=$V;&}Th
zC!S-&2+~i{rWwoB_EVZdSuC&XFDmL_DHb4F&B=G3Mq+Gv!x61aNq?~xD<d+|<@i%X
z4E3h{MZ)Tic9?Q42~K++gCwyc3kDmzIN%Mrz`mx?Uv1C^k_K#GEXJ0uN;Ww56cNL`
zVJ|Jyt2^0Y%9SKI?Uu8_8$336P32(CFn3Je^8}7x-IBG@qtvv~WzzOh>F^3mT^&T{
zs(B73Vr=Q{j8^8lT>E%09bNWDBVt?&*h}kGZ)YP6@-Tt3p%C!}75M5}3f?~a1lLD3
zr{le*R3~LVNucVJ)MWAYG?!q@Aks$bO55l(blLO>5udhEKYsfo5hGiv8NaFPv(h%2
zf3fRYR4%q%NJ7|;iU%XrL4y70J&cunt+A;7Z}svErQ>+HQ)0Pm#fWZT0|E)2vmbK`
z6;-v|IR2A%=p`2{*W1qugF4y5#aa(>X~megBNF|-x{ez^b*F8&%3MN?y19gchUXH7
z9!5oF4ZY{OX#wcv&%Y_PyrKqQZoH3CJ)B`E^;wEKNS_0r4oNSW&lquBHlOjCAA0%8
z0#TRkje?GLGkiMOQ|&#d{QPpx2BwPhHI}9lM61b;P%r=O-BKH9Vci#<&?}HTsDT7G
z5tQ#q-e>S^{L^$<sF$zu3`7k-10sLaNtyhq?a<3tUcNQW0!Zbj7GvJ_N9Z^28g8t5
zQ?)GC`$eVpNmtOYU+hKvqJ(Ro?q#6MzGy^@mG_H=802mYXCo2f^DFSxjTF3n^eL{7
z@K*4Pn(iwqj2lcuD*hw7fdzQ_9LE14dk!DAMlZSGO?h@+NP>Yx2ZPlFuWPzKWapJ~
z^34@DF<P4GBRcNo!KZ}TKVE>Xr9OIgk_8PCPF{G5QPU68U^p8~1N^aL49w*=2+MRR
z<8&}n{F|k@E~201Hcp2XmtkwErw}yQyNe43z2ylPJ0rv;<zwDYSJCf-gSfGG47J%y
zZD6j4==et3VEHA^2691z%QoGDj<yy){m;w$wAuM}Hc);JdX2ZiavmFWcEO-t9&oWY
zLR?}#=B>Jlev=R3#-7m%HX!6w*U(M2mO6?XMJxq6cv{ZiPk3HYg)4>C7-puA170?W
zFR!ATXscelpqYvY(`}4VR8tH8he;rAi1?ka?M*S<T=9U2oGPh&0gwDrexLBHyb71g
z%P`#10Eb%GBEGB&)8jHx{o)1YILZP7>NuHGjDqS~yl2UOGJH;r8XM?n<7tIzA6uDw
zr4@)Oufl2v*|>xRQxGha?n&NfN(0X7$g8cT^39Yoxsc2*@m2f>O33q|ssc}Hs<6aB
zb;DB~hs#T#*Gvn&<+6CllPlH1LaBV1Yil94`sFsbUr~ves%k7ZQ4E3(DJr6i$`kb)
zKD<a_{3KFppF}!{E>cq#N-A+Ns|uqXjBui(6XHrL@kw|ZEsNhYSM|?iqt=XwbaXV+
zMN6f1m%8VmoKc6okE?F{b6935dk#6ZwJ0Ikv`UIFL*EFq^^9=2vK${4<lr}BEd<JK
z)F$YdnV^}D4yrR1H^fzCW<%_$dO#`Fd;f9zJ+D9a)Ac_RD3!H&H`14f@GIJ^8SH=f
z8pSv6qWtj_g+B?+O`xTtgUSp=A6Su*13hn7-rJFEe&l-r*M6h-Cc$k<>-XT<l8yD(
zJX^X6I)?h_6n%zfS8JxNjo5iVA^o=#D)*B}btqBNfxI_Wqr>yF*Wfo}Jd&^6L4I5!
zoO%SoV{k7jr;gC2n;<mQ$AsuJsI94i7RgFE?<Yj@=<urOTbrXKL-CmvXJkWcWB?tp
z2x1c>wZF-n=Qrt?bLF5aQ}KF|jZWgpZv&FqPhe((78mx`KZlG>yOH|C`uc0khP@5F
zwk`0m)1a6BCV^CkN~N+`nVAD4Z~n4KGW(J5wYj{fUWe2TzaeSqhWcwHt`3k)9*yKx
z+mN_)0}T9H!EM#ocu`q}j9-ta$gfhCpOFJ2FMjzXvmg0ht4lKZX&Zk-@-mtHqT3Jf
zbmDB3J$VM9wFMl$o{Cl%_aMCO+o(~>N>tZAS}3(o7CP$N$Aro%TrJ|-$Ne5Qh_9%k
zfi|Rlnr&+e18pt%>xuAVY92hrLfZBn%q_;9;&PhJN?rTJ*OoM<eF`J(Q$-b4+sn02
z(l*F~r_CdQ>P@YElFcP3&G#FN)XpW;_1hgLU8wK3|NKD<g<!rl@B3hK$RjvTx<JRW
zbYAPDmMVvNWLHSXPGX+6sklOY+f-VG(e_3-5#)%t;!1q-ARSdNfN#7l_}iw3>F8)G
zK}$oi`u0&-2QisnRHs7~E@qTqw6ifzbaO^rQ3XD^lZvX^7x<=?)hpdIyGnYkQ0ZEs
zHeyQngNvS(RpC-z6-HVc;z(P2#FbXk;6Bnm&vWJG)Ay$rBD}C1*8&>eL(-rP$aCPy
zOv%}x5*IV8Fxt@wCptTE&*8qbkKn^UhHD5-_Y*YTXIJn^Dt=KLPs;gyQbI*Fu2z;~
zsEI!Ixmi=cNP_=JeVA=yQtua+rxU*@pug`>UNP>JRH*pHdK)Oq7ii;&G+0lq4b1g%
zz*}Ym5@`6PJ!gX%wkFgDei4Z;wLxxO+n}wa1L@l|#xIv~e)%UG{&l6skoSVq!K|60
z4ra}?5dY%kIz&jz;`e%r{_bl%Q+!>Li#PI9Y5$$f;(VuX3V)@5zuX#WUEr}nTqD|s
z`xO<4uByUvGsU)HU11SjXP9X43gZU8b(aEl>pmiE=|t9DB=i7~m5;K}<@8fTyz8a3
z?vjS}LH69b%VX)fOIcOp=hftb2vz3QdP?Wj$a+Iq2D%)GM#LCyUM;h<njXUV!`*Z&
z46?<NPIfq(P>7+Y;_&BSPjpo}Xz_K-?bYjWCmjnr+G0s(sSYRO@aIq-9W=b=kX`u~
z+Q;H5Tr4TUXeVQw=<1BP;tG6nH<fD}T3WsGJ?r;oD6c)~HSiov#n{r<1+6T|+EX=F
z-l^N0(NZ?Y>LOixGM3J<UP;E=2cF>idx~pMO~MBM!Z^Mmn!=otru%9Q+d&&oO4YQH
zWt<&GSQ+3*D?7vyJ3J-*HDIo@S$&^wOIZP?+M8gOqbb6Q$}uZ83xa0N@Se5Nzq0mq
z@<uX7Exbk#JmdD!_JFz4+D?<&E2WenkjhuLH^fYWE$_Oal@;-cHCTB)6<sz*BI1+Q
zFY$?H)F&2JD30G43<iV2P=*EkG5+6j{W^DA;+t>2`AXlLJ$p6{_M0<j4i+z7T>ts$
z)2H$F+i%nCd@(UGGzhL$t5!6lUR@v`AtxsX4<9~6j~+d6{``5W$6If`^^XPok$}AQ
z>$ydpfB<eYISIm>F=GaVLdDHB3l}cL{Q2{-fB$}r88b%ZUa6_6h=_=Qsi|xNi0DoN
z_TGK>T^u<gTaY1CR8*j<s^N(x@^=!%M}iJXz+=01vS6rd*RIik#Lqta3@1)-3vVPK
zlLY*2-n>~Q;BU*8E%e{_-+#Z+_Hl4{`R4h50s~zE?r-Uf;<9RbBL2*fFu2<4qgz|q
zprCtOD|!tX3~fFcixJ;m!>y3sbP)7!uy(^K+`1Ek<NM~q$<Y#5u1DhInHyniV~U>L
z+x)G22RRzhR~;Rl4AAnYaBRArfrUz^ombV=V&t9}kaJ_!4dh?I{7X7m=+Rfb4wiao
zc`OE-p5$U-J8PPH{XjP-d~hQf7W*F4NnMhWrH`EfIXv`lQB+=yalbvm#^LTT=gG7{
z5NK=R;P~cvf8SG>e{~CFe?<=uWAyPhp|<$D6qQwD-1>*uILU`MXiFJ#I{1jS5ma_a
zu+KlBfz%GaL}TM<PqlVXX8X-_jP|!w$X@cd<Zp|@#<5;7R|>+YLwaZu2DCB9G-+^6
zTL%N&h%3OxE2%00fB$thAmw1gBW#@b@^a9<xhV|_B#WwBE~a4Q+6dfS5C}`9joN?7
z20Np%ag6%spv?B0X&CKq1+mg3)!%vsBO87OKVL~f=<^~R{h$S$OhvdFTY#wtVqt3}
zL{FY9f3MRozAl374Ct#~2RnVV-24!m!ZWe(4SU>6FTvWo8MrgP1@DPv|Lr!Q^<mvZ
zY<#~3%#}7A{~J*GTOzS>oVVKgc<*^3)|^Yi-T48p<r&o1hf%NKlWwJBwBJADlj?QY
z9*vFf{RQ6~Unup>#{acGsg58g1Nu^^4=cm5DKrBM-+I0Ef!bhK3^tDRXt<v;u{qw~
z^AzTDr2Q066ZC2R5A{=;Kv}HITt{AYbhOe#%Y#wa6qSR8(!)A_j?6}AW+{&Ja)Fb+
z5LeTSG4)0=Y;*<asg&jKzp1~f)&|ykXt`f%1L;D`&yS=w=q<HDS}~?xm)byS;rDfv
zgP$*xHo6c;CzCc>%(c<`NgFNtXWD36efp}SqpcoV?uf*uh%7AZ#AQty;Vl~zlf_vQ
z9O$|2Auc5sp@$>?!ry;Wom6R~9SzWObvQQN$-u&%Jma^0PiPrjH$XAy<8QT*Ya_66
zN-K@D(RGkuo%<m@xp91WCT4DmfUC70x=FKwjqE0yPiW<0gw`%ba1TC9Gp+Sd69n|v
z<`UjUaaomgF5w<GmmtmPr7(V5aD~nRh0IWYkicKoVN-AEd`1RluD=gg8$CLoK~8R6
zbNC7FZRq`4`YQGEcMay`-$}vDRkz@3XMk?L{MnKJKb8e5e|;|$msisagEKcqaL=F(
zckhwimE^k`!F}BCxD=6z9_<=ljQ&f0(MBIFe~HAVhgn$IQR)}H<ou$!1g$J2@ZA3B
zZ~H|}_Z3y1!|JXmF0Y{({$_4{1XpWabW_UqNZ5WZ38TB&L(G$<<G;N=5SDJdj(w*h
zadFpJh?O?=bnoDV`^Vo$c5W#)@4t@`pB=)jgA-^F+drzqrcmrV9gT~>j8M>F<lD{b
z|KG~X0<FC);NEL9&3M;CE|cEhmcQ{P_MM8t#a~C)%fI(19czBMi+e}Lzc!z!pu^@+
z>^l>Ki#wHV;9dX!R-RHDytU;YvjM4dWMl1W7Yk@NYlgOZBBWMUV{LkV{pR5#xy3k;
zQ-m#UmhhGc@vyWKa}u&)Ezrhj3&X!JU#N|>?v_-3JAE;gzdAXOcXQS+8HMO&q6ZtL
zvieW4JEsUfVgb$GrwK^*Brk0N+6dIkKUiLZ0U}+9UQ@Z;TT%jVfdK79GCxf+e{3x(
z#u;m?*H#~Dr5g!1w6~>Y!Pi8Bl(H(Uc#^}rQIKR1h%BtY<v0GBKC5!p9_8o2<p}|L
ziX@n*%k`~&1VV&WRbY2niAuoVUqQc1AZ$MW2#M3aLCM_*5W70T;m2=aJ^K@+FZ)^L
zddHs@LgM3zn4YRx)&2@5T?61UcQT?r`W6MD5zuvagxBhMaQ*5d#DB*H9a<0X3!5?h
z@o@A^6i3Fwplx$_t(t?1)J&xQa`bQOaN)D>@z&<=XfPkmLKl~WN81mh<%A*i*LV%@
zi{@kc<K*a>$cc=FW!vWHzG@CiQZo_x59pw24BrTZ?H3>7*=Gw-d^;RsHzzo+_!@R|
zGLf=m9fbBaa9aK~qTe2e7mdu?`KlOo4S?g9QxN;f0u<hU0EwFu+<y8Bj`Kc7;`i&g
zi?o{241dqRT1nrQgg=H}3s2Zg9;FcQ_g64{BLMcZryzdn0vgyyY~Z@`D^$+?7|Dw{
z`T1vM868U>#?b5h;x5B%SYKprKZw5zX`jpm+F0czYai1{`<RhW1O5mbU99lQ^Gx_e
zB!Ki1+vtig#8jVV&HAU=mB+PDBzxcgTKh!$?O`iB(|-Gfh-}Q-9>w+BTXOw`pHC$q
z^hrLB&h>?pg#=e0=VI!nNZ6W+(X-8855%b}2bLmjY-nf0wN1tnq?A`<#nT+#fWN5^
z(xq*a>;Q?s3kf158^SjP*wMfMUsDNEN~^FUDw}R1f8EsL1??-YYi>nt(B4pt)QW1X
zO30-Fe@W$4`20yGPPVg$Sn05Ve@q8y@WBROo<71~2>APN>?dft&tCT%%}L;tqdBL8
zt_W#W)%ZE1fCl^#HaJ;gYGM{zJW7=LMH795{{w!J$R{>f<02h5=!vOcUXzwzAMkgW
z+MpO)+^x`@*r22WUnXY5MyT_T*g&4$`9)|h5}>_AGk%$Hu%ZN>+5)sz^3A`N7a_c=
z0_zRTVXLKsyHyqVwm1)#&2$v93I1L76qlem9XH72M^sc|Yhe+7x3PY0<AxwhJ^E5u
zcR3P`O))uG*xrU)cj@ko53VP{Vo#)W-Nk@gcljse+vwAm!o1q9NNjqPg@r+O)Nd08
zxEf)abRMs*g)VNU71L{!gY90&++Mv7Zbq0UJ>;ydrBsKAe@F)nuQ`zRiMEgaO6_BG
zHVt<BHwd!Rr!R%Q8CxH5do#Ll2YQWYZl<{QMCMpGJ;bG?BAPw$zug9}I*$Lx<u`#j
zB~AC$>f1=6Hh%Wx`fKeBr2Vzz-1>k&QeN5{i1DrTz=pO4VmvOb#MaaTg@C`;x%Sn)
zoi)8CyP%xgN4wxEZf)rMkL;sua(ks5_0e+e18lmRiG@8JRDI(9r+9%ESoh99Kc~fD
zFc^&gpRj;G#{XN=)6?m{_V(N$sxeenR$|YdJv4~#tFOLN_*=hz{m`pdFPe3Z1o3t0
z(uH;aNdViSLx-q5Yiny<x^#(d$Rgh-0d5yATu=!3Bbn`9B`EFg-Md(@U;+JqK|uk%
ze|UH}4bq!8Zyx>J&W_uRqs%9td_n{M{`~V#-hjVvzx`Gr*iRn5jCv#!qI@<)K2DxI
zNwfKpU_<#}KLW{&IB?)V96fpzg@uJMG&H0^i{!ck2M%EM>eckKx=f2CqoBXPKiahU
zd%<Z9VQwU%1Fj6E)0r~!%3*D)en3I8<+)1-3T@p@5S37frMn{)0{-+QI`kUy>fmDz
z&-adF>*+Ym8KanC&)m#_p2nP!sd(adMrHx5E%`UNT3Z?OUvI@-UshIux!>->k>9?=
z+kLnbs9U#mMtH<CEMId}A>hwkSBGvW%`8@27|blLg0)ii4t0<Xs%>rc5T|sK3K#76
z1c~_-I5(*UZ*~Z(gGifBv}Kklo)kvjTZ<d1gH|)NHI>lQa_aCk)5X31p7c~JlJ?$0
ztb?G_PvNI@+PJx%fZ8CVNHL(5yjRZLK_I{Ld2R&;Zhfq>Ax${z8lt}Rg`2qqz7F~b
zo7D~lW!0#xc>xQ30fJVA!`DG|0*wTR(6U&d_#83{D^yOqq&j4j;(1m%2CfK~(}7b$
zIQAT(mUn`im99dtUt)F{{+#Q_o86D<px=NUcsAz7WtHQ3PB{i{c%*8Fsh1J;O#s|1
zWWMBTY(8Q#%CKjGPXqFsA)`py237nv$SULHuY0I!gAXquYGEK8OhojA9v>UUjcCoS
z^>95dzv<aPZ8@l<r<|(D&n(09>~aiT$x{x-{fVd_I@Xs1J+U_2#kz2}(nSY%V|dNF
zMl%C`sWhotZv&-lGUU1N+d%pp)<0CW!6%mxH9wHw1{3)+Bh=T&#>&r@*2hge&)~Bw
zi2BN(2KCK5@f?RH`QUBoB5-RveT1i!V8w-Gm0*I`=@%Od)q(iM5+%P_QUz<hSJ1&q
z7je=y?pjh2{k}_xth|tuu|B_$h&6Z85%*Esrey=ey858F5J>8Wa`qpYUo6AGAMdNy
zhtYo^YGr4*S?e}lzJb&y74p<aBQ<q_)W<aus`4jYK-A(6Gy@>XSmOLScQ6HkoN7F4
z-&3qUmxTBqJ2lQH5x=OeK9Ksjk*7X<dKpn)tMN$<1cLu%pAf?16F$0xsBh(cv*Pn;
zZmo;!u?0=aC%v>j=)eB@AnT{_*np=#*89cHk*YSBeic#k{G|O91Db7&>!;MhLSKlW
zm874ddg^MED2w8{{-UA|ndMcmRyzH)!TzF|1aZ<66U(Y=@zvcl9PH_gw;j2~jMion
zJjf}-%7>W>0e_nAuQq6dvMN~X{tX-4NyEXncx(`nsSxn@I?4gpMnA)$_gg5o(aFVF
zaXv}4jh0B;N2Lsi<iy%nY9B3i5vL|ABEi*IL}ig{dN?+%Iw|u>Re#SX*{B)6?Ujz-
zCitiyzp3l97O3g7rc2xCrT0|Z$PvFIYIPS_OTU+qUkMwz#l6h@3bb)nT=+IOl#b)`
zmB#V;<*+t+$v9rR5u&Y|F`^QSuykK^eUO(jt~UBGHxeQ?wOA#{i_RrztD8%ZG^~TP
zUbXcwMN~ooH<uu{=t;+K^RFTyqXg%F>cyMgkJCZ=9R7+9^79#qg;=^Liq2<TeV9e<
z=rroMVqaxLI94Bu!L#26$mAP~IUD3Eo@knxTLx<$AEqGRf%7+QJ<SmHEFVjEgwp^g
zYco!7a!(s`**(bnHlC^r^qMXU_3~AoK}93xl;q_XV(H$P`hY*R@>5FCLvgB2&Mzvp
zPo=LiZfJ(KmXe13q7lDe)O24_Vcd|Xs6X)^jV=eSMu<u(#?k{%RRaF5M&{6rBYPXj
zD6i@IU~Zzz$<J2IW|Nsy3~P&qPt;$&<tCPGyn%B&$Dp;h>LwIDT_N0^OzEpbJ9~Kc
zT!*a(!ZBxx(%8jB!s(Esc;a?ub}6itvhJzqu=O^UZ4Sk`ZNt&ptKrQ+t`5djR%}9^
zLa>`!8)TQj+TvyMLun?zb2~<&wYN<E)w@Z^%qf9WH(6#aa>Dhjr5CVz=N&w|_>rOw
zjO%Qm{2WSNZi8)iux#^foZB{x2J|(`28sD90e@yX+H_-WT}HZk9jdBTP6n^TN~ldw
z^ClaD>hO{XkWt0;PlZ~|@J&(<rrDTah#A*@w9pkHsiGP`rR6JZoHY|j<yY~@SIQ()
zhqX`#f@V;XFI13UM`C#uF6NhFcXRdQH#2QDHmI&q$)ci6Nlh&d=NDs+wPGK%?t59)
zHLw=Qeg}EqQljYVOtiG9{G3`v`PsEKFej<38=&+>ElyUHVw$e{jaGLmD-d5(jn#(g
z%ao~9hb(d&xx5ZFwXjsmWTT=(Z7q(MmSU!nV*l%QMFp~JYY~{5R{t6Kg$wfwu%)ON
zw`>)kN&Wb#LaBYKAmb-BWkIZ?QWm`pL`biwMrCa+gmU)#G&~Kb(u;8M4HwueWnhqh
z4#e&XHmI$EMI)ZWiHcH8*E3SNC(+zPM^S$_9RcoDskWijIeB<dT@4*e#dbwtX^yIl
zEMD2RU(Z0!o+HTFxu3o-kBotqo&-*77bE?Lbu<934u=&BVAQueV%{2ws#I=0RG!N0
zJk(ZKLujSgW{9lJP?4^fX{`?TMV}$<*W*ap$^}amKY9XfJze;0T8Q}X*HihPKYl^8
z{H5<ZU4M<($rdhiCaVPel}UBbQ__LFFHxfd`OdLHA46Ltgv87k#i^NiW9cju#3$8X
z)Ah$MaC_+{#7K3>e)I%}PPPb`Gx=`^{1vBXL(fX_ndw`Zqr9L9)#Vi^ZQwVN?<!NB
z&6NXzrQ-DhD|1vTWfH8ze*QFM|8^8v+qrU37Rfyamv!GEWoZcX+O>et${ek39jpHi
z$)IP@*&o&)jzy@U4^S(s|5Z{Qgi2*mXlaJZbpEpF{OvSk>^_F{Z3pQ4Qd$-y@YwJj
z5*LTivQU|ph0@2d3g0V@j)VDNZcSWSzCc;Nm3sM(-%dl;?qkSMlJB<uJ0vgR<SSEC
zP=vCl&uDO>GIi}^mQwqaRoy`QC{S%5J(b!=7qI}RyzOZFK{85_Hf=&&I-Gbi{MEHj
zr0r1Dp%Lv<Z7q)E7voFm8gLzTx+}L&q|Iw3ZhGyLY%W1*zCXW$cP>Gp&n#WzYwKc&
zsN`ZSJrqX+{>mz9FmHDZ4$bz(+kRX>uC=ov!k-ml#j$vWfIoAQbnH~l(>943Xq&W@
z+a{s3ZBp!~eEJ{_r!tCgv9mMmCH!Nt`u0&-hw=v6M~Q&zE6K?s*{jmax%s14xhDx?
zrPo#}U0Yd0%dgtLnz9Y_gh-dpW!^6=r{52{ouIJpbS=LO8<O)-@TRB2ch&0qvOa>!
za}aTq{bg8O!MZMrCP0utqY3U1+})i3L4&&ocMt9o+=9CWcbCT9-Q8V7<9B4PKlkkC
zS?BEekM2Qrjq<OmUg1zUCS!yB|2svl4t^A@_eKMl@!!ewal}tvawUD^2^#<h<nn?J
z^X^(CF50>3e+S2vq}Ou^(0&|F%2wH2HV_Kt5ECAJ8ry(ji!zxprD{KOofU<=d{Nn*
z=j*9%^w9>0N61_X+m6%V&zwJ^<Kddgv_D>UXv2$Wq%Vubs_A}%|MbZhJV2H@q1FOd
z+x#1&P`|S$E^6xjLA^9Bp)W_|<4_pK9Ot#6qVA(J5`V~<wigxpR<hkh!bqg`F&x#R
z(yjA*zzIWT&AI4;j<KUs$9_u_=cF{CT)3+QNs-1Ctn6nUSKzHQArVfm^CG*Soq|fG
z9h-1Z`(@9s!k%|_lDwi+8W4v2?;u#8!77_xNeOwd1)p0`Ime4F!IDVtD)Y{RHDMw1
zb$UG_cs{dt72i^~S)@}Bz$9A|4uB&H0o?ylhh~q<pPZNX&Mpe(WX?f@e-f7bw0Fu&
zxxNxF;E&NfF3fiv3TS#jKORqZLuKYg8=MrYkN&LuF|$gm(!GO%8yh3sMM?7mz8vvy
zo&a-G^Rl!0|FGeI@=MS$W4{%MNl4_iwWY)6937X~^#2(dm4G@=5G);8mw07oV#@Ba
zCg5@U^Tx-)fjKlZRGGd8fLA=&n4;T6L`2LciH6*;Ffm~{IXT@y2u$P}*XwROAl%NP
z@^aY#G^tHP9ST8#V-}d<nYN#fbvA3MumW*U<=V}0!=yM*xIN`sjfY@zL{bE0W$)Nd
zNry^G`OI0L5aS10YU-|k!T#G4BluYann~|VD-j7bb#WKg5D!(fLN-WGUdg@0i=e)q
z@z9)%K$GotR`5FGS4pt77zdLI6=?7evdDYSmFBJIAI<OlmNg#*s5-;%b$4%Wl8hHH
z#&zH;!5t+fuqrBZPC{Q$5a^V>e~S>%*8vvMADU&AcJH-AX@%gLXC!d_t=@Si=$4?u
zC<6YYX*$8R7@D1BehADt4VcSmQg$Te>ITq<LAQoZRg>0j$i}`ywV{UOvxV_)@`$u{
zj73N<1V}1Yo0gT)i1Ig|tuNV#gaN4PWy5S=z{CoPRpIFzfI4q!#hZHLrJ|R?k#aJt
z+L$S0S(T;f_x)Ys*PslC1+5)A`h9lmJA*%;vV7%z!(2~5fiS$*YR>B%xcx)RQ}Xm1
zZ*tgY{};m<>B|9p!DMzONInl2_NItTW-c=GPk09vex2bJO)QlC2NJ6&Ajd?U77y&1
zw|H6iYpd2+WIYM5y6Ocr#*ObpSh)$i5}d?ucs_w%dungT8_W1>{E<g*VV(~1KBmyU
z##A<39&s8UB{D(Dz%|4;Y||x|+IMeb2LDwRETwj9rz?GX)b5TG1t96T|H%G*Mj8H}
zJE^&Pi%jTh;f@lJ_UxkXqEE%CxV2DbkG23_e)}ryE)L)KxHmCbue#~J0PYU>G<uIa
zTWT-ZTCd{gl2okQf&wQ+jFkN16{}ZUNS~VDqqrr%wwrGDAr{8RDdF?{rljK-6;(mB
zH(hDg)vQJIdx}BbhDWGTq`IynG+o&V*jYwgMM2=mEe{{&Ct$TB=pwdQll`dXqbEJi
z$bje{&<vT|<Hgw&Nr-#?!w1t`TpW!Ejn+V%4ODPBcZ)~bBv8S>u5=~v0)0x|BFn4c
zYah9`Mk5*`@1^8tXC)MgB>A5e|CZcK>0Qqbq#d!vi0ODKUm{FBMBb0-J&{;t0(D+L
zOF63ackCBlZkBOE*Y_b?^JU7pqsjHCB7t7a>;P>{@PY~v?%!~W;jYua@K4%*bG>74
zl>}@n3$sXjXGVb@LD%i8Y9d=phYmKY2uE}XkDX;K{FE1<4cnR|5VCsx7_<yr4c-<k
z3$T@<2$<2lsC>Z7r#gyxL|J_Ijl-<pC}2SW+1Q#*_YvvXTE8F!F--gyha{aCT$);y
zu!}}OxX6%r;vjWtFld53wIcq`+Nmv0{uiSVTxNjy>@slxggj@s+rvtZdmI*sOuRA7
zx)$b8u?T4*bqGyv8mC;`-Kug~yS-19-;OU#!_MhP58ntz$?d8WCbI>n#}~e<YX&K7
zTee52?0I1Cc)I=G<`UpTB-oW3^}@+NWn+tyAEyzQGx%Z!=?6JGBHT~E?Q8pQ^9kz!
z;~_yLU26%$gbyx@>R8|Z=00(s_1rW&V4`%{Z^pn%-jr`~6+j}Fc`T($F<CZodh5;0
zs&q7Rk9{j7ezT$BsjGRGp6KeE_l4yi+NcF2aB^Zb;J3L!YBN8CDFl_Iy!UB`53(2)
zV<%WU^1P=Mv9RJke)gUS$|rS-;kABte)xBUe3BK=iZ(7`Oe+uqw{*Dq<GOLAt3eR`
z=w+qp&&Foi(IfFEi=M_H(D;UDA=O*Iqm$Wyj{^Qyh%D#jT8kxDt@Ed6%_R<RWM%V!
zDj7J-bZ|=cpPq6UC$rMmbwMkHKGzf5?a}?5OUr`fvxMl~ThiU#q^^ENy~yW-U)Q$i
z51>W;8+y;ibJ%e!0%Wl2FFfylWUDYZN{a2*YJ@vREoraORP4}=#wZ0NXxeme;veIH
z-lWA%4$}Zx(anYH&sLongOVJVF;+xLh~GXB&n0%Vz#QI0hw&bUqv`1uFbSedBhR6l
zE!alT05^vP7qO9?G%w=x4yi5hNjIPO^u`%Qef@ABg88mTXbk8RhANHJzLJa`PYo!0
zfulV`jM1AFl`G5wwpk!xa@y%?e{|)Jcfl!CzZofWkjtFvKA&r-D}@7451RW=9G1bq
zc|=zKlqtmc<ds03;ST;1<5Kz_JdDN2q)_JVX`kJOP45h2Rx#6wZ(D0(_T|&2W>7Au
zLPa^dU3*?YK<>9a57Ku{BC?AK4UMg`)sb&nh)PIERVyO(7or?@^_;&qMNGmBpAt0u
zku5kvo!REZwWSI~G~6_`5%8+zUMPfXFu(f0L=|FgYh#%<{o%$IK6Cuz`QXT<GrqK`
zQ*a=3zN9G;3b7C;g0!`yn#g_M7gzcG?LyGspfRcjC5=5mxG{>VgPynS8zH?;^|wCv
z?^sRLoHk#&y!)ZoyW_nta#%=G?sdhyr`jcx@8A_<Y?sO4A2=WOEKh!2iI~3}im$=i
z6?^9HAnpyzS9~X&MN3mtA=%L-$4_)3zEGMwRPY)3^$qv5s2~qIn#7jm@8ZKF7{Sd6
z0BQ)c5)$Yp?xt<o9Zd;uu`cKm9341=sqb{jwG+KDerAo{qzyV!A$Y*#o&VbNO$gss
zVBhn_A6)Kqq-t`*Kv}*Q7ZZAWRJ&S(H@@JPd#k+GQN-*fHFz$}9q+ew5t}Mkn-Z?3
z!(4|Cs7Ts2@JE+7O`t3+8DvBb4~&iTG{kVeu6O>z_v3p#1Jz+!5n^>InJub;*OPkw
zvcTiXRinILzE_!oRn~UG@&M0mUHu{K^7AonIwPH^pwTNwOQcvJ?U%}R0fI`)tcb*A
zN<U=Kw`N7UR!RguB-(OcJtZr^^LlLz6^k_C0NnxgmgeQJX13z8DTO1B%ACc1qJ>J9
zu!j*dgE4iztVX`|_M0`qP>x35@p7R_O~a8eZdBptEp1B5dTXT@$e6M}BF>kRoA7-L
z0Bf!?ms17BfllBK2147jQk+nGX0?A9^Y{JF&Lo5C{!NNs9?0Rvm(@;eN<vx*($R3K
zJYwm5$;v@TZ+o1X;JRpH{#&s=SQ8*-JSJ=Vn0o&20J~z*ltJmV5eqFVzn}3q3{9_i
z7mKz;zdWy>@go=5E$0uCSL7|kTHy~lIQ!G9ML)<77M;%{1!Q5VQu7xz?Q#qfV><tp
zu2<y?SZ4jHo!oLGOk_JrPu~n$cs$bYa8g7fG)?6fPt5%p4CsEvr;@6G2MLw>Sm6bV
zcne{;ynrLM*tjuoPnD{--l4BWX#J^Uml%Rkpsj;lR>WpAIn$TLp$ZW_|508Zi2?#u
zt$e$)!?Rfv$HJOU*ngUN9c~F92e`1`ru5torv(Kne=Dhi_eIW+Op8M(zjd+5-_UIK
z)~X!<=!WkEWo}M`mA)7g?{!jj9kV%@w#-LZeob|i`TebyEVia9*<228`FjNnb1)}a
zj)Jpour^1Z+EUupH^(yBF4#(Q{0;Tg-t@TOCyP55Ce$6p%v^%Or+1>S2a{b2{*ans
z*t5wlNs%YJYd-q&z`W_4hDyt`lOL8!vNn|ok%ZCmz(VEmqIMJJ@S4rA82#9LHHN4C
zKbqH~IGCj45Ff;$1_>yLqN3vFULO%#0n!kUL{-hUe6h8WQJ!6fL+8ey?|DG1sURmI
z5%Ow1l`DSx*wP7B13}2T?C?0O%q~;q1z$e>GZ-Di=hE+dS7NF|A%IS${=Lh`9ckl&
z+&#W5ken;pm?53pk>X{wyW8IciCp7@lu!<jgJZMoRjccTje;rqrrN;aR35YCJe}22
z%?G7InVc-^wU*D1kB_s3mEEPrPGv@qOtukv?ik*gh45xJ!76Y@3W~asn*tTL7dx06
zzQC2i@3sl+UcDM#bZ^~4yIS^a=;)c8;zj3k9Ff8&M{s!=?#6|C;QNeI10xz?7vT@{
z1YZ6LWr|2AB?*Kg!x8eZhO4`CmzD=n@AOd0K63lTO*_Cup9#OcW}&EdjrSu-cMwQ#
z`202SaXRBgp`FL?TWNo(x}Q{8Z6^wmwQP<r0D+vR>Kze1U+3f`$wj!h)wi$fB_Ka0
zzLaUBmstdiH^2)(5@6dOR!)q@?${EP=k+~3Y?P)U(DDYBRK45lt3%1*<CG+mQ}51A
z40n@MjQZx3$#>QCbF)-lh<`wAnVYgS{f*wtqf)ULV;K0qk0c;j4B0CV^RP7vUEYyH
zQl&R-3&YvJFHsd&^trj(#F{?Wi!C01tZL#{L&4%76v_@_SOo<R0#NK<gLLEx%7(ci
zbjjzNH=fDi&YOQIv*SHyF7get14!0uR5B7$=jV{SJTfQ8_TNXrs(W!K)(XG7PwRid
zgyt1R!vs{Zs)Z2g6FENNNmHWk2@0ZSf)Kq3xKcx}n95;hqI-?>rCHkwOtvgE^-N)G
zJ;k84p;jZR9`D5xlxOul)ohd|o9<8yOiBB<V+m0a>!%dW9mdpou*;s(tuP519^an}
zGWK3+oE`bH=(v|86?gdFbIY6<L~rWl9tF3*Gleeei1Cm6r5SP2Y0ZV($cpRIFG5Fn
zIK0%Q8cC2Kz(`lx-}R&cv1h{iQx;{;Pk`D+mI~YcfeX*@?!g#PrQOYZYC4NHFs19>
z7Pdh}tON3AvZWidA$xlmZNz7`a3pVW!_I3>Vg@kg+s0zZ45P}R3UhRh!;`>G*;s9E
zJNDk=+G&T&;5vLOHyB<FG|cEfv~U(y#4m06ZLs0d12et~ct&V7;U%cors#^-G)&5x
z9V$+4Gw-{=VpIA>?<j#1B#$l;OFrVehyg${9YbjAx;mA-fa!x-ScAwaVOL(5i(fgy
zT!3zzx)-&^70$CrrXPGbToc<dPE5`E+!}msbe|~ctbcqMe3B93<;j^09Z~PY<H8vh
zLUVzN<Y=W>$t;n;&^~63<U7<2DTNv6GBi&X!VV7i%f_jJ)Yc=a;<7%-{Hp&T1jD|H
z9o5jDlfm&a*OD5(ZYHEP4E|w{T^%hoII#PpOoGWr=6Lu+>4#ZSmWPYJ+L+}}R!nEs
zlrWV(VgVnaRwJt(o&0AR9q>2?%01wDm4Mo~R^Gt^K<=kEtJ~kmO_In|+*@>IXcj0*
zgkhbRf{yp@UBoVb4_rEPi1~(-sAk2_4~$Q@RB^|ZMvJaBw`8+*0eql>th6J`E*bN<
ztn?N$Yx2OPRG~z3AS!^Uac4O(i`NTazkssX{%k!`-Ha(_3B8bBjnzAJXdGj}HeWxP
zAVk}q@A-b$BFqbKjUD9_9PR&**$MD+@*f}VgfxlpZ>#rH>jWU*PI@|u*p!yG1*RV_
zi?qF{D*J!Y7E2D6c8d9AJ`#_G-jGXsc_q(}A$PTg>9NK9RZ?s+MWs3`I{mdZEbQa#
z9eV;E@$ugD#^jIboDvHRF)v8==0b+nO4*_>h_H|?rjxTZ_uHfmyLD3aLDVS=8{K{k
zpMKqdNF!9uVdz&2E|@TUl$OXY00yVHwhuEY20~wA@?qZx1MH9WSHbm!9c>vO!(3Qf
z7Tv#;V}k|8`mTjqDHik!c<LI2E(^pUnv&L+Oo(4p>aj1V>$}8@K~VV|O-WHgwA^@n
zG0UA=<FFj=5Ei!2=ouz<(@C|$F>98LaCg?XQ*M$l%XTc~mU*mI+Oliu=axa68(Cco
z->_ci-PJLEcP$CEOtQU>vbIRpHX(9yXgjff_TzB3<HRHb=i<_yn*d5BYynF4KR}r4
zGJX0e7|RrK@oop&Qo*g&@U}x4Rm%y-ySH*2@B*I@^|Szi@Q&{X@%dhX0n;3h^u_Wm
zF@ZvG+*!&SU$ut&Z9OvWb{ebKSDUuJ>@=ERG!eV$z^s*FZQ4Z46=gbF8@rC5@5~GM
zW)x$G54hP|*G>Dqzq8I?J;-W53%o$->t55uV))$xG1<UaObxxPNWUm+?9xYx(DTOf
zCZvGBWa%m)t6t^OeM}p8aSMShp-<_|Kx#3zWqan6-89LQ2r!r1kQ%7C0eXF)bdsvJ
zYNV|ze}Bxl3mcibwkCp!t(Ro2&)wg>3s!leb^M*ARo|>eYN)oc>SO&+87T1QBZ+JF
z8+r%(=mML@bW3;e-nu4swKEdpKL9Rnq5cBV6?_UBF&@~<@q>Z9gT0}-YpOU6e~2ZX
z3@FGcM@2j&XB``SipiO^W&KMfB-762kUnEV-5s%EADu2`Hh5;Mao|>yQ_Bkg1mU`5
zctpiaJRfdI`Q|vp<OmhvjHw><VTAH|InhSE{bhMh)gsOg`k;E|6&P1T1IQN+4Q2VD
zHT-s0zh=J2OFD%Q(Q|ZcTEffCt${7FB{x_&DuPd0OL@((8h*4gmi7dn3Gm@Zn03x@
z;+=QTYhzuwsEo}{eH!k*CCS8o+aZt>_z4@5^)1VfmGUiQCH*<9oa@0O|Ju6X+P27O
zAqxTip{`x#wKAGHUpnL2aCH4Su4ZxlW0wzKNM$17bGdUh1zr42_;lyQm1$O&s(ff)
z1~<6l5c4Yhadu))ZC1Z;&58Vzs-dAYHyArLxa+*%sTTb%d_i&c@!y8B7z7xvL9)(!
zCf4BJXHuv;(`7~l1$a0Z71-1E=vz|s#{o=<tuJty)0QVAfCT<&OL9aEiWco^5)2_x
zQ|7Nd46Vyy>u+}kkAXrFZ`)kYn#;u5^#rPC@PKL2*6~}@M0D5u@H=UfcBzf{GVdET
zz5esWi|(a$>?4g;Kd8qRk;4;&?~0mX7YlklzMTB#b~-M)IP+&M;Rz9>NGBs%i9a9R
z1S8(A*+80zX4U~JycZ5UNc+bdO-n`kmgc@+ST{DE7V&>QSXLO_UpH=9nf}QYwU_$R
zq2mfIx_+IHbG;pR&HOYlV&}>xd@(*=avcE8<o#Ew7<9a=M(PHCuRY-9En)%9;G1H6
zmj-^Maj85-G36!u{9r<X{un1gJei9F-LCx*;9eAc(*xl)-CUUd_`ck#>Nv?G9RxeK
zw8>^wep_uEoDP~_k6HFT?2MGZbN;}B7r5FPqnoL0127&;7{R&ouz}I#kyi$u6w60p
zo288XkGD_>vmKq-h!tZQ_(|`za*+3V?Z5{91!x?mpY&ZsI4HDmres@bm2Q}qG#k)r
zqQeMP^Y^=S^Pz3SP|?18R!_=|zE7wzMir=L?b@ZpF)LyWuJpquDgH@SUficnd%lcf
zIBh^S-PJgrK9OQ<6ew%{0YWN(7;hbkrluOSH}n%Ssmi>WWp%ogs1Z7)8hkr@9Sj*<
zMJ1yAkyl=Udgd$+=$(a5FJoa_17?Ihy>yH4byty*+c{RPj^UFNl1U~{F(I=9Lzuzp
zu_-8OvB>FxP;_z=d1>K8cf&F<*qb-G_;u*;NBtKBKg6j#zK7=+R$OqFGQp{8E<?2S
zt~d#)XumSX!cbV$T*lH-lOGyJP2WQxot^Jy937^<Qi*Bh#F%W+mX`Oy^UH-yI5-^j
zuW*0E;r@%6l-(!>g;Bsxe69Py`aZQwQ47%q>J{{DhJO^*lk-Cd1v(^6vWkKu#KZ&V
zf}B8bO*Xh(-M5dv`LFe_QfiTHN9Gq{9sw8Df;5<<e&a0+P7SX#+{|G9p$}ZEU1+d8
znv#qM9Hlr2btK=1MOeNs_%633Mxk26hyZH4xhV?4-?;Eb69hsS6Hc4KZP>QOKanp^
za5iWB@nI6eCWVQ+6NeqrE9rV{`=7hka4Z|Uf6h20tonpbx1#7j*fZ5RImh16CJ9gc
zym3%2G$D3=jlT8jIzp^U<#}I#Li*i-5}%aQbkUoi;Gt+@0Zxzmxem3k2aedL7w!)=
zLvR!u9>I{!UlE&Hj;)8`GqYw#oR1d*B3)<jTyl64wfO}$f--M%ud11Gev8etM^9xK
zSX*pl*y8s@dBki`=&ll}chR1@lv&Rk&g-9WXI1cV5PMw4j$9QR2)66H))H5yTn|``
zSG@x3R?sdpIFO<E5eTK6iG670hB{S>k>}r+8|a$`jb2h6u4v@!_!pZM76kDMS`~v$
zSHr>&nQTA)LRX3<z(E{w8QbC{!;W@yLOnd{p4Dk!Fx@spDdkwF8le|5P{eho%M{)t
zAmB`!aqZEC_^`n8CwWCZtsr;pjUk&cw=sHqcsRW9+mx?Hxw<ll9<NDAHWT<EPj7r;
zc#$2>FJFRfq!-NPItBFD#X3!n0a{dz_tr3Acui!^E&1rq?FIPbLX`<-_{PCSfA>6i
z-)kdhmn;ZWDZ}J}f|j;_&4B!8<JsT8r^@1nvle2nXE@xf-`@A#6XsmX!JG;b$k$2~
zUTj)@eN~N3^*gvxoxE=@V(7G4hWWJN69G^@h+SNBHQpTL9C%RU)NCbIN}o0__dXdD
zaDkxTII2?EpyZ1@%Si>D=Q!M~c6KrF7QKg;h#e^@H;kT8{>Tgob*m{pP%?J9EW;!O
zO7FD-TJ&9PyF){+x*T}Tl#IEg%pXLwq`ACraF$fU%GxP^T3^N{G7Gr>4s&TCty{n_
z@(Ql=Vmnw4rk-HYC!6f@^w4-}`cnH&kK)G;v@{v+X(J1L)+;#b=0gFSTem1(HeMuH
zYTU0#-IsZKRB_nT%qCPmu69b5RLmm`9?zlauXzH3>x+bx_S0>By~We)LJZg|)zBt1
z(cx?+E`kr&b7rE-yg_~j76>FjDbh?Lz9G!2S)N}9<aazI571TPn_++$^{((DDXtlX
zldMU@@#Qb8LCT^t_lFY-M=x4Yo%bybOns*rQ!$}+TgD_^dxP4~?$jSf0@6wcv(8O|
zH>;F2Rz6W$r{Qz24QxpJm8-*rYe}w9m`-!-8Mp^(uiTR3Wi<_FPR)iool22f$3r7I
z)tPf(`Ns-L7g*==xTTRnOjtZ+hn{m`EDar+9>mqmpWMj8()6rG#_DCSn8XL;@nyhC
z!O{F<hhJX{qH8b1wC699)|4{k31lx{cbp)&zqU-t`zOM*_09x2w3jj=RFTX2vAmoE
zw;k=w9OQdOCNdNP4oo>|13sRaqHprVXZDC*eLrFN%T1U*o0WR%R#q0__+Lmq!55;J
z{iK;&(69(t8LCQzuTpoP9Qwqm6xh3G=<Wv0Jitl$A)V(oL#?pAGsrOf$5MM{qB1ET
z7^zUinv3Q~t@+3QXayh;Y2a?{1k%+Ncz+KBrF_uNT8h9+^MUYTaEK6i8jU30>pO~C
zjnj0d@8Y-F8icyV@iUPT5e=@rdFISA{(@mMbN9AjcoEFfdtU6vCh8xuLXFFmx4z6w
z2ZhROZw}r$Q)uEEI=Xj^!tSZ4$Ho=u2Xyqi1AidGnPcW9E$RPCK`SgY$%#}C{EJS)
zvG3shGoQJrXP{W4YHF%W?e{Ndb60QXN8CS;KSXq8L2;!e=KG=|>9?Ku=-Ji<3Gd^U
zRjhoM`nb)CWj$-*c}KW6_|$v(Ll}S67!(u)q`3e3aiuSg;QrBBWjMFvHzt&m7^Iqw
zXxn7Wtn(<N!~wsYsw?RmK&7%Z^F3PPX1lD+kPICQN`FRs)YgHp@xpN!uj=PQ*4q2}
z4$Eo%il?#t+SFbno-Giqt(!{mIO~`sE>&vIa}j+Ub;^F0)tx)4w486#>bN4vOJoNT
zu7V0q7^3q}7#zG~D_TRHHvcdJk7T=qB*@x+6lr1>HP(t;av!y&CNj(inmSyc?9aW%
zjF&pcjh6-$l1^#@gd7>3N(wA^){%vedE<PdSiD|NwVa(xfg<UizoTzN+g=l!+uaG|
zq@C@UI+qTDxNx$7Z~sTzVEOl2T*HriYq#84f%R|O%fTGef2Y<yk;pqT@za3-Mc*y+
z>eRp0ejX)@of99sihylI>gm{IPipIQJ>`++G(_oYby-ObP)R=lwwH-3Y4&M+A;7-!
zd@tLvY(a^6QM%=Cf}S6DQrzL4?G--VJh{~+ZvR!~^jFTH|DZMDmCj@@g`IeoaY8pu
ziThg;JaK0Q=2L5X@(<aT<<$>q&MKF14U8-V1fs{fKk*ude0xq#4v#)Hc1gA{_2=xt
zxH1w!hSkE|v@zgrDEh2lUNmQ^_mul&=HoSZmd74{p2vR;L%mdhJuf@f0!Yk%bFLG<
zjOBtXe*+ZW%2sH<B>GVOz6on@dI%QBibp%lMsZcz#;~l~ZkeTg9DeBalIPBXWG4NR
zH~wcRxAUWF-v8?DH=tCoHC-Uh<@3t7?is%_c*%kUYL2r18hq;H^i$G>=ivliKtO=a
zE(+%Mhl$Dd)y_aNlYxkr9T7r$tNR_zT)}y*4?3yiT8lFq?Z#Ld=VulSbT6sSES?1U
z#*zSISnXC9`uQ>q(Etjmcf>yheO^7`VW0rb1Bo;K6D!B<UWB%rao)&B5INa)GP6;Y
zJz)9A9}5HhRb1R)I$w(I@WPpOTb9!JbAr)p6ny@{@4WIfgmJnPWZEMH_OO(Kk15xK
z-8}=P=fvEl5e$TGytvy7%>+kY@Z|MBWfVz*$HCv=s7-=NAs#8)!>PJvTixJAW<yC+
z;~!X?X&3jz{A4KBTCJP+JvRnFhIF!$6AEH}<{QD;J~vpyc4#)?IfB<dpm1v8uibpn
zd>n)o@o*jOPJaL!j`n87q^TiM!XbLTjbY2AEJ}#KUe50i(iC_53u46TDhF|JxO06z
zg{D0+ag6(>{d$?!c5NZUjV@iu9($PGo<Ue4XO2KbTk%}*Np(ArO*-vj8SZ1vYx*qI
znzjlhV{j`rS!pgVVmE7yu4*Jlp<(**78LD~FKu=Hw=US9iR{S^tSP#dq_c%MY88L&
zL!ws^0?mKSB|CG1aQ5bIZ`1F!WiM4MU;FOS&gf!vw1Yl?DM{O_(5=sI?H&Vu-*HF|
zlX1A!V;By3nGi%veEt5}3MmNt#5AnZ-9A88m%zU)R!2GP1KduGu7Y2K94r@qD}Px&
z9z(ptu$~kg`lK^y1n*eg%WB$3A6~%;lr>LfR#4Pseg1m`L^*+?fRP55N3IupT6HP;
z$8W=AJe!G29*h{fOgZ1D5d@qgE*rNqd#+4Z9jg`wj^wpQb`Lrp9kFM}p-7C{ssNm<
z%*y>IUDXyYrsfYkt)<1$sSUz#=G<K5^l(wITrbTI+-7asHJR8Ms=xH+#U`KP^vML(
z$h2RFQRrvW1=zYL(3koW)$J6|xjm;fr(iXGdSLm|8dNghQ^OUZ8&7QJ{dTz4YsY`a
zT*Y^c7VKHfm>Q%nFBJCKXy1vTp6)FFcRtn2D986n>&^RCmto~>!FJimTYk>>a%*fX
zMnyC7gPKx|u3`|!?-nlhZba2-j16=|+RrbfQ(L2~?&V?XaA)Pt_ILb5kmQ@J+dGz2
zf6!N_I$;-sFPQkD1@A|!Gmz{brS;UMpl{-8Ms%A62*GJVVR(c?PU<~BMqf-q@%B+1
z)e?yG`{oAnuC%?Jm^zP+tbg1wC(Q<decau4jstMB5}w?>6x-#AUARaNFbW%9wRjXZ
z_?9t7yybiAUaBu^;x;?s=zn_E7J8u@xZ#<5aZ#3|G`MrI=lDG;s76wUBp&yKe7oDS
zC!`=uC`Iwezsm{X-<PHgIkBG9U6$w0Ag=97!2IToR=F<EO|u|>)!3`n{(w?sM)SkI
zDGi}!xU`y>4s=v7XJ$mvRV+|Z6$cAgVqk#b`(C%}$$?6cOfwm1UEY8eps0D>wzcIk
zTF+p6K2Riepe-@)Tp<<2li42{%|CjzXa^0KRBu+KgC5!S1AgJkH0K%z_<iFz+=}?w
zICGhW=)iG#(AafC1qYVB>{>Ot!fs{#Wtk_dH~rNk#o=rxQaL|KH77ENK@RjcraoHy
z+g)`ouG09INy}nT*{z+kvLi$i%WhC=2c>r8@?;0Ug-Z_8%7YtcdnL*R^$MniJ&1?9
zEpe7ILtezax-OD%0bljeSwN~eS|Na1V&@RJ-d{T2I)*FXG@|D84*wmsF;8t0_vYx2
zasjaxqcq2Bzo1_D%8R#s%jeU~@i^Dd5I6zXGW{-t8jpwsT!)*{E_=u?)tUY4xdM5R
z=1=Fd9uXOTCBC&zq}_h&cvakQYo4g2c=_|EtBL#AbRF0*1-x}+SjZisk9$_j%o~va
zZ6~7-1t~Zmy`d2O_PV||_pQ!1R6<~GOV-qQPfh=o1F(JzZaAmly4gu{a76f0;)o!)
zR=Bi$e1P6@EOsH9C8|mtrFXzmSC{7YO?W;?g@39%!(zS&ZH=Jd1_y<kw+UxwblRpW
z&LlUFXOJJZ1XvMk9*_(}xP@;8e1g#0S7Q>@q8`%DN%)IC0gzWa6KA03%EQZzD%1#T
zd=_}!;)!FGCMLm~Opmxc={~;|aQ3{);!vI#3a=yuH=$>&sBeuP3!sKWimKUlFuyv*
z55I}az21X{D*Fd4!#vHoiLXuJCZDJV1(Q05IODU`JZR}~D?8{E!II0tX^LPohOS~)
z{!arS2h-M>hAnw+uvu|<DG*V3#~#LfIl#Kh_hugay})Pz2(ddK8itesp0XPR0k>@*
z>zvtpQ*3z$GeuQXjvdwCP=~mu9rP=s^-LRz?qf|a5<gXBT?aoR*~=CPM7XtnsBw@s
zM<qhQwOm>KWpZB2asVLGi$8qiSgblAq$#yvvMMpO>*Z8x)$c0O$tf=nN^ZhO;&*^w
zYA#^A90MoPSDfO6U=o%TT`Lhh{&eIiYiF42iu=zGaeSmG#H2n#9Y4BUvKJ>1I1l}x
z#5=`3AHu8w*)t=*4j(qK%!$^`NUuJu9Y;lYu$oMd2k)22yw0NmwD_Qp6Z$=wOvRum
zn&G#63{21E4?Z6(0{C)!obyeSa;+T^)0fzk+mStp{!|O2VtOi?23Qq?XpA`^br_W(
z_<*t7SRI{!KI)%?WhGx}b<mK1E_Et)>SSqa0D^vl!JDGG4asTAk#f;-24u7SpDf8_
zYGdabiPA@}yc`%z1SY<^sDSuM_!g&8^&~mphFN>NeRXfV43SxAEGISPLwo4Y^r`1K
zi*q$exZ~R;eaYypuJ!=Wq@XX|s`;XvCSz4<tG7<f-~{hRn|L)*B$g=&7g_q>g$E?H
zEwJ=oNKaj>{eeA|K+vMl5wH9Rt$k@e6x^Iu!{cmssLg9eY<hryswT{FSk=ZHu3=`^
z;fkToZrh)(k~k>ix%o~BiBRjWm`q7F{j%ld-(!jNbb?yv5*Kp@^uX{%G)<t{7jec3
zCuU!mM1YL@Q<$X2!eW!`)214tW6RX<<?OF>u=Xk{O*$H38*VIrUp@z~;MwmK4W#^o
z>*A3y%Q-vvCnnP(h83uMJc|#gcvr;BZD1nCvz!qfkRb-Av^IJflq8b{nrITRj4rLQ
z$_y;;Xuzgi^Hm?<1zvN0ezOR8&4u~NG9}&!dj0SB_!hH#Atm2V+4g;q+r?YdjTOT0
z3dA7|6hsv~Jn+mcA>bInY?6yf>cix;?!To+sOl+sbfh2UHwdDSWf*A7C)ZU;!Zns_
zvZP9=7QI=aMYJrHO%JB^!Lzo_LQMX9a2HcP?c?VvF?XKV2ZMlI=M3xLEWgR_Pd12x
zL4(Us;#=S0PgoHWQ?y;^tMelLpCK3XGcqdY8?pg|;~x_>n%O!TUDoCA7R2OVqF~>1
zproMW6yVS(vc|UA6K!Kw?9>a7zOqi%Gl>@kWr-{-LuqV%=UOyH|5m_*O>>k@hM9BY
zI-|dP>^r=z$j9r2Q#9c1_X|p6KIujYEP5cGm18>SDM>e`5SJPThj+h45slp7P0#!~
zU0GuanbCf<g+%pmVe-K}a$qt!Bt-JxWKqs+cB~7I32&Od2^%=@M9DvXwD-|21yd+K
zrnS&Ne|nt9lthW{J{O2rAO+4bcJcW@1dgm+o~$4!TEqkaw}`{{7z$t7b$9hkV`LeB
z4)HwV<737+=m(XYYVT&W_~t)oGp*|R!R#W?$!yhavI6Ee3eUtJqt`R3X1Zb%#5FiV
z1207XAde#!iJF-Pm6U1Y2Hu}qGBCv}c;1r`qP$=;Y>WlYsAXk8Yp`sact(%%|FXs<
zdFnJjR8Q`<7oY_13V$Nqh>gF<rV=!_2hf^P8xGf{Vb4lfF~pR5W~QJ@9oift6OlXG
zHg7DnjF2h!o&kL&^QUAQOCl8a!TRXWy^O>4(IN!+w{?AO`BqL*yUP;j`YdD1>Le>C
z-3j;rle9-n0`DdA?lLihdW~y%fY`_jP=PTt2TnB5X&dCpg~STHO8)egPk+QufEA%;
zom&ls9UPU3ZIEvvJ#{p1IhzR`Z&=mtUZ<3tC>7Jff=+*>5aLJ@dOB0U27A>|qYrWK
zX@l3~P{1;lq8Ca7wyY}#=M`oVFVy(WeJVhZ-a3_;+|61fvQjvVOBXsE*C0!p{?S3%
zA}xE7!`Z2KGz7=Ym4wj6kU++ny$>ss&w7SkqtLQ@-X-5!kpPV3%Cf)DNycJkr;mpL
z47sE<J#wDGrA}e_(3!OiW>z}TncP9QoSJX3t_dW!Sv>E8dV<MPbXiRcJ1a8c7j7K~
z>XtgMhq}}Nw$$FY>pm!aThnO9Oyh3BTkf+`uTy>hl<|_6&VH6v;fiPlhBGoJ)nl?j
z(}ph-IpG*40+JG~j?)7EtvDT*fG1CD^WNc4@p-}I&s}Ht57F_=4G*PJ2W)HdlTKL~
z$ND0kilE>5Xj#g#Por?FWj_GHUGfcEO7E#P*qb=V$uB%XusgA$%mTHFx8dQ6j<K35
zvMAx%-c$3Rpfb6;Nlah|i%Yt;ceRZH(~!j#)p17Jc?lL9VxO$|n8>J<pgWFa8`_&_
zK`yP$r(OI}&&(jessr1gfdC9zXP?dEfRNClq_DG_QKK7H=6wc@ljUDR_7;E91pZdh
z2Xnu*OfTgsdZtpGV0gxKpUoxzunA<OQ}+5P7)$72X<1zuaWj@rXTw}oc0Xp`%SpS$
z*ircLzJ#`F%oj{o!NxQ&JncD3Gc4Q{uDNJoZq!nN_EjnXeh=qQQTS>qF5LuU_D(RS
z2#Je^=4>>cVyViB2ptY5K&*@|cx>2G!9Ew6_p+$k^loul6ZcmF=-Q+jH!-c56|Jk1
zapkSa(suP((=F2GpH0@}63bhgQZ`FDo+qrDikx)MRB0LsZArR{{RnH=lSm7iU05nz
zNQ7Gm88g)IDALr(+D=UTW6s&tT{sD57%00&#3G<yRwp%N3!8l0ZK96>i`^JP;3*~W
zRLa?H0F*IjJTQHm+G8hSuJu=8`8Q6ueMuT(S+B#1t%3znE4R`93t$AvkL7~?zR;bf
zKAI6wVp~VL#;+JU8^hi&uH%IM#liKYt%^CgJd?Z+fVmHsl~k#{BS#D03pt$)Ex~WN
zZ0UJepmVr^b|9@k0nu2_;H*1^<*&TBMrm0(@o7raPI{3{vvG?#xEuUQ%ffnrdF7}2
zU+P62nx_}V={l=bU6Kisf;w9fw0*|Lv03qdoDp%K8rULgdEU_BNuxV#(V=a^xgtjF
zRu2ib{}rFdGek#ZzCHcCB%o=_s;zPJd)ccFcY{{klQh;x_!tA&a9ETzj#6S?o+k2O
zGTwx7xHmm|OM7QwUn>aDXLXI4XA=kfQ+fwYoqk9u|H1T1gpP-YXlrYmoSZyK%omp<
zM?eluI25X;p@Bd~MuuzrJ0>O@l~3YurU+#`lRunRts+|*Ybo~)P<*ep-4LMD>qs{#
zK?D?(TV2i$Um_wSueL&n{;@`HJLEI%@P6vSBA}9Y`7w@Mx}MC_!+iK)&>w-LUM*r@
zebDI#jV<8G)#7rdNn|H^IA4y(pw}UTWr-`TsECeFKrodf3WuvMxmaxk=N}MI4H(x)
z5D8{_H~bR^!DfbXJQ(i-#5^_*pEkfgL}x3F0}@1Dfz#89?iZ7j3NSEsMPAQJ<dl>%
zGNFOJFBjeG+k4?Cl>sK+J!p^b;CGRi=HVNo`nv_g-g>8e!g(p6H+^n6BZq9~=TRHW
z*Tsc`xBD}F;#Z<XQ5EdJ8ePZg`K=T}qsElBz(3jAuXqweUCW!v2+Va|5=1V)3l>@Z
zeJd)oWFA>;r!@)pz8TjWnc@X4#!JTWIug!oolz5v_(loGP6_U_8(ZnL<bo<;JH(RG
zm^_a3-BwDCmwy(Hg7reb8-r#$PP4_kUuctOaf5rM#;rif&x$GN^8U5gn#vf?^RnsV
z8r{FUaYax(1$a{B%wR({R`N6mTB7I7G@9st;=RT`<w%`FBB!mq$c>7`Ku_dZXz+iy
zOTQD?gg=rfP^E1^8WGBm{DfZcaO35jsgOjn&sD~TDo>+?YFqz(BWYW{<e;zw^4lKy
z&qpNRw>&T0xh=Vnsnjz@O_Z<Mf3qgZb9ihm>jVP#AtaOhQbyOs$Oskib<xvh$U|dj
zhY&HxYYaX%n}8EanaSf#j>sV&E+?pE!j1Q`4sRLuX4R&pU!CEJ*xt*XaG1+@PZtq&
z8qIu-94g}RykdT4JfBW}=3Uzen9D^qi=&LE?C}gT88JMryC=~sYvxH|cjcRAqsr3f
zcIC@7SAa`u-q|YNa){xzgt|?#SxA1~W(+W>1F9W?5fd(N&wH#sIxs{uV5?Tk@yFIx
za#)p4&Qb%3<qRE+kfS3);}qU2FS}&`Z~H6s+es^XiRhm<sye}XC8O(}b;1xK(8{Jm
zX{_CpzTVl=08!_Cg2~E2C`p%Dvs$e;v%{@eoxq>wza)lcOl=L;^U0niJ)vQC>ZRNS
zafKbx`z!2fSny$b-bing{Hc1bKmRm0*YlQt?G#k(ar8Kouy7jNirUeKWW9?2t3lhy
zAfMa!V?+0Zuy2CKa0zB&Aq+;FKDxC$tH)fp)=?G}k)D_5Zcgw@e98wK`@b)!>Si`q
zmtWrROif)dvq_oROF;DItn`keCYT_CYJ4(B8^q1oP~)`c3l~!jjR!2*tgk+KRncA&
zjEir5?^OEVD0cO=2Cfbc-%>Up8=H)~!um|Fymqdx16X>Vey68aw`VI@z(`hVE^KSV
z2S$Fr1_WLt2Q}|&WbTGWjd56aJ^1aF7xb6x{>u{dUh&9sqty~ia%yU>Y#PViJ=wx5
z;20q(E&Vi5`-GOB-V|ZOX|pO+{)`YaGz2o)RvNfDm^hM7X(<aawC|z(hJ?=*0}G4Z
z8rLcLqokz7?kx3`e3VDhHy@yMyIicxLVuR(@AlzYjQ)>P#eX<1|IsG`W;3M!?UUKC
z-A`|vh_@oo`!!d#KNm$=-u_8RSnHlQvUOHV=um#Xu<u?0LyEznp_~OkJ@K#PU*2mR
zgj_@<r2O}G<nWQk&tyxdb#<SNegJB*H8nL%W|PE0;CL_^_w~X{{Nm!G{$LCVm(wBY
z^Yim$o&*YRy6g3>)Z<%IQ<GYY9>8{oMIn?4IP>)M)VH>dOi1_yu-6k_D*(YHPKZ|=
z_0?uq0NY@kF(x^O?Oe&{RCdd+wG_JT?w?IeOhTigR3FY0sFj%Px5XacfT`~7GyQ*2
zcKv799;jFBw@Q-t7UVOl0Bo_^`^7!gKB`TUf)AZ)q1DwE1`aL{aOk+(sIICKGBcyX
zq}L2I8i<;D#}3T>ZBOT|$$~xtAZ+FSnHdZh7Z*0BD43=pGNRoDfY`He&Fgx)_}<ji
z6!*3fn8H&HY=N0Q`JXaWhsS5hN#cj~0_h~X<5}w6gM*oDLBqTW!8d$>YvgvsFIm_D
zheEhHK;+X4)P()ZqcbkNq?OpIWDV6dv%{{W=k1ilZFBoQ;8c;%`JeUbe{JFaN9$j0
zAR|JIp5=x77aMHWmJd(H#>T4M?<^iI=m2h0TNd1h4_kfVSZ*qkcKSx(qRPtXy^*Au
zBo@zm;x5nQs>a5FxG&PUUjVh<tJ^*}gmbNWi_c!{zXzg;@^W*bfSL)auC~tu5Bxte
z{ok9U-{-?vsy!p@j><67j?YJWS=vq@rE^S#Zy<``a|}+<|DN>!?9f+&a3hyMzHHwB
zmlN-&GfuIuUk%@0Uk(AAl(Aof|CcZH?^mBIyMSJS6#O+TI(h&AyJiEm@cQy(G*c*h
z8utG(l>W~wUMUUU`yj!J<~g0rgBW$&^yU5jo8m;zzqNh%-v{phncIK<(+mobsQ5o?
z=Kmwp)OU27|ILg6WE?>uREq_aXtE9+=yq4OvFYhZaBy&sZ$>LvUDK;#Wc{`#hT(19
zCQQt;>4@X9i~&*_xNK6HogXQFQl~0)3c>v}#7j=F97q1y!ogHLHk<6JJVz>T28thc
ziYyk|Q#1V+HwX`W%j58k!o04dH&D!Lu8Ar7fe>Hf1bTu2C5e;j&3Jz|2E}hHj}39w
z&9s4Tt=Uho!jQ-4*p8E~>)21@k3Ag|gHQ4bz2f9BE)mf2#vaAD<JojD(=@us^&DUN
z_>8p1{;Gu`7yiYqe?Ql?s$2Ub7ScxwtcJ>PWW1nzr82gQc%)PPYmpx7y5FB=>T1|2
z--15KI61IWWF0H~fWojIJBqpQ#;5T2{I@bIV_P)f&!+Z>@k;z#tP1*5@53ovfQTUO
z0pF|wfA)zS@DOREF-ks6v;az%ql`kaO*(e0VDk<`s(ODn>Bw>&wwW~YF^~^hOEQx$
zfP&iD#oyZ@_p38ijbos$h=2cXQZsiC7cD|6`NljN#TVRk%Y|A$NOkZ?Zg~9Hk@q=^
zT?n~uV{;)aSQ3Z577cW&9$Z4%!UQF&1Tk;qIH|pZJ?}N;*-Zm9ACcHjk}Ub~i6dsp
zkmm@aCgo?-<*8hp{Do^wycEM4OHCF!2A8!=;`$GikY?CRMRUrbWgOTJlCDQj4HW+@
zF<V9Te%-m7BG;<57WGRE*dNKQhmK&0W3zycCk0K^<1L!6!~RUA5C6##m8$14eM$Ja
zMNmAz1L_a5djnJP<Rz}LP0jwo23r%b74nN@TjXHJ0ZV2E1RvD1bs(48mQHbJcp}0j
zW1G8q*Dimez)3AfshcSAV~-w9_e6SjLwoT70^rlLvo~h~?9{b^%%&Uq#Wd+fBYn1x
zXXB(U`&FXbw^7??+w45^e?v%AsSYEkTeqwfZD~vsMZzo)6H04AL}}IiH|$$}&m_64
z3~cAyzHO>fcES7eMPz@UV>BR29dM?Cq8SHz;x(<^iqktNhiFTgpp|`Sv=|?ee=Qt*
zVKxiPgu303PXskA_wQM^0Q}(Gr6bc(wC|}=YP>C<(2e)hqYgxn`w#a6eK63#x;<zL
z1;Sv-VSiOym`_>L>7Lst4s3_<e{2b}zi)W1G=cZM;<|V*<)`et?C|}4%kpsJeO9h@
z#*)M{yf4A6K-ao}M9o_HBpyzhBRyZ7O_d?94OrCCt^RHUy$!wqWqJN;-XIWHt&|(=
z6*mD7Gn+owBoF^d7YG?AQwiZ`!8yzi$|2pvFvq%c>CeOG@NBK6|Gv4MPo;-TTtlU5
zDf{;^;vGbAx#&B=xf6Ez(rfOWK8(d1f-HK;O~cm{QL`u_C<69Y1k&4PJSYG<S}OVr
z1&SccOwQXsWZybQzxaEWUC|yqm(?=7Ec*S_C&=k~?so#h$YgjF&@zeryu{_xj+$AV
zM-N4(pl-m8W`(E$LGDrw<T-xGZsU&zK`w=i-yIFmlk<x&M1782%;Ms>yO<vA)B1N0
zyae7)U|s}Lm<zh{!Gyb-$#~DLUQOy10wFnvE8pmE%L;tdZ~Gs5ELTh-hoVz11=@V(
zte&vn*4SVY%<L+3F03IN^QUdg<(OoX=S};^WF&^_OwWvG{|Twr1AGEa2C5eDLpmKt
zD1fM(<p{ctw{odNbCGw49dI{=i;`$nO0^`r0Q1Z3+)(GxOPH<0a=M7dui~%>-&o3H
zLZd0TDLP(*HvHadMS<4f3nn2}s<n)H-NMb>K*BAbYDaU$hs_&97<=4%dKs`>Wt?_a
z09Cx7=4ZiW2ybi;?tV+(e?)L~j}*^dGct>t+>XNaL3Ulo&Wq)z8G6`zYmxcS8s(Z(
z@Sm>zU#$II`c+84dh~ytq8}{EN`Ky`-}WuV;90&alk5LF<^SX%`wsKpg8bhsVP7$P
z0V&P@CIxK36pa4AW%j>%IkxwJjoW{ff(iS7iql3qmdY;LXtRdv^#ZxtIdaVe?&|gO
zSpS<JgWLmwLB!krYKwC?Y}?(@OvwEO5M1Q>-2eT%|MFC#QhK-nNY|YB$P`H@F-&<d
zs8?+gHR~zC(>xaugZ-W{uhagEDvEgf;>1?|F5s%=>gFb(qeGxV4;*!TY;kx<h4~bY
z#W?-0HaQtPzo@8Zd0BJsB9L>#^M-Lquf`am<M~>8acSu#Qm@Nxt&I2YrxBE1V*W;a
z>(z+r{T&zhOOBoPzn60WOd2C-an?|IZnnE;{vB(uyP*~1!K0<WPg7*Z!6#@Yk0*_t
z(Kyc8ld2;mZ*52XBb*1bnP~(|pY+gof++P1L|hKgdOnR<|BPI=OagvvbcA@fuPnUr
zld%%jf|r5>8Tf>}g%Q>d4@EDIwrqMlz%gm&>h|oPkNOhLtjj~@UUX15^*cSz#ywJ!
z-KbQzSYzc_6X=j~-zZ%k9<@omqlY9sZMY+Pmk+mWBKq1h^ew5BpVCBfYpY3F5RZP$
znOW2HAHU;;Nj|wgK}`z}<Ba?4JZTXecdt2QrJx$bZE(buq#5`;jO$cAop*oB^yz8@
z92@*O3Ao)>4x8t2SLdJn{65OU%8nBn<Njt*-+tinUV?C6f2Z6ju;3F}V;!z*QN6I1
zmRCJE>-bWF^mmqf)UE%wI{VpyWBW0*O_RW+>U$I1{^w^@Xis`O<FCAr8Y<589l&iM
z>()}}1Wiz^m@gr{Y_)MdoRw_vv2#<p|DF#8$v>dN>20-p6E9RcNUx%2O(tTAFz9{x
zn4Pi1$m2x4V8^J(OO2}zb7@jQ$#eLSx;H~utzSE#YV@s`uQb{2#!zQ6eKd1+BzKf2
zIW1h^pE`8UpIpdlnY(!{e?NFy-P-AYljchOl~xFPmFd2onReLBj-E4W$5TTFWJ6^J
zMUl*G{m5pP=Y3w!wzy6aWhE5lxC41K0WL^yuE9CH)n?`_>;XDA-XaE`8{0H24tA}q
zMF4fpLH5hk7jHZyQVu)iM4vC8M<z!219EI4<9!%0j9kQwglJjuAF{<?4*EW`Cp(_v
zMDdS)m6KxE9_@wXm(mwHHK^DI_)IdQNAV4J^{@0&CJ;B4;kpWv2nbhpZD2SsLeq-O
z`~x1$|87xV8$oz)@jN&lN+-kjBJ&;Y%!KM;6)^FL_Vx*u-O^B>>OsqT(Bjm=OPB4v
z#+b<Wo_bdr(2fSs6@WJRirZfn*7;6Q8b77)LA-lw1!vKX0l{G6W2}~TkcV`@WP@ML
zX9od<5g+-4xdG-(cspw`FC^K4<j7d;$#Hy%!iKH({T{vC>LbOEs!_L{rncN1+C+ON
zJyn3bG;jXh6*PC&trWCCaS=2aIZ3hV8HGEGsXOng<EP~(KxMWk7UiesO{|;v24C}s
zO56E5`I1VMq=GxYTMSq>1tNf4wk@3bc$uN-1)n$%H!TmT+j>NGVE;VANIo*$g~|!T
zh10eQYmkCn%Nl$W9`AW9H~}~XCQ)W?X*&sAkCaUHjlo+6H+A(WPS=fW@6eTn4krA?
z`l3!?9P&=uyY<X7E+9-TPWi>Ks!R@3ZBG9@gALz9*Eju_MH4psl@ubPjE&7Y`BSNK
z$RJ&r8?kAC9B7f40uF-_7z4R+Adwk6x}101dy05<b)CjUH$DaUcGgaOQR0IDT|Rlb
zz>kB64}<o+(D5uUh(XoWRme9o^)E9E9>#=#T78#k$K3_x^D7dVZ~S}HK0T#qI^p(`
z@rm(Zxl>sa#llzcPQ*J8b^&TS3=EWk;>Y|C1jaj!g7KG6@qGV3rp_uVj;33~NpN>}
z2@*WG4er4S65QS0-Q6L`;4Xu^JAvR%aCe76&wT&Yx$atPs;g_N_wK#l_Zd7?ci83T
zregFvg=kPVu|Tg+>_vwfd9lf#)fKNq0;H%QnQu9M!^vmZC+(e4y!ykdogpN~<wtDo
zzqC|6MTj|_@}P@1+$+#F%jRj^h#|NSQt@GsBGRC$0+%s;>HOhYE9k=nBljRd#nluN
zmn?902WiTJ8-8%9=%Mid>z=)`i)?#$`Bpm|y!^HD|I<#zrrG_-HtYOndUz7r8gMHW
zK=|SKBuklg<`uG>La6}fEjEF_L2T^ZG24?o)xC-t$KIlX0aS;k5~T2Y{$)J2=LY(@
zYhH#b1vCP`)2;Xnt8Ky_uqT1`T1Fz|6aSho6BrD$vc#P4_j|vk051&Y#(1h;%ScL4
zu6NS?$ua-9OOOkeBHIf5s54WSf^G!urTbqKq}iZJ**H;{L%~6QeU8xh#gi^27}COE
z_-Dpq4^N{&)tVt>;sO~>>i&&IK0VZR#JKLY7wdum9qgh|{u%5Y@oJRm^SzXs<zs|@
z*;7HL8;J9l@dBbapg@bzpAh!4#QBva2Ws!2`cid24<S&zsP^#u<SG@97-t&Dwx(}Q
z(g`{F)jRSd=FPsNFL8v$0@9kG>3%|x2C*vg(t}xT#W$MVQ-{Ce*oM4kV$~RVudwSZ
zi-<b|!mCNmI#0vu?8l$Ue!a!t`nhX?&;Vp-8`P%*?Yi!DK5}%k4N)`0Ylzm}o=Bf<
zpVsCkUoLi+3em2QWVn1U*JcSfr;bV--hwzaK$r8z)WtX=bkikEKHOalU)Cyshk7k9
zfHeD#;JY)-#_Q(Z-=2c#)4%<hoo?UZU%dn{<8x(Quj=|A=Q`+g$OI0N-AH5Ap7bCh
z51t0kGD4#Dft%_<Sn=+!i$4D<KNE#OemMT>$P$;f2c}L$qiIPIeBf@gN)(ss>}{~>
z@j+u9T(X7bhK*w^ri=lpyHD%T^->yRHDX;q(uYBs3DqTv#}DnJhMtB*o8;fVbE9?0
z%7S{A;ggZ)AG?|lu#I%xK7X&Yo)%>s#3W*GT-v`hMvGA#h@C}Do$@}B1C6Xiy?>a9
zAh;diZi{$+y|J=#?3;wGrapN&gGiH4frmz>KFqTW6*H?!AwQX_w(YC@I@9%k2HP9e
zJ8*QNxBYB#NP!3Sk0AOowfQ{^hX_2&(p45*`rb)o92&*}W_xZioM=fH?20J5S`n+O
zUFzCv*}t64->nTauwHv~T4`nDDSf=J$&D?OWd;}Z%fdHh<#)xB;<~yE=LvoY`qMKF
zmn2a_niTTd;yxiE%TKHKeh^C@m{B&$-t)TPMb%A;KM)&LR)QMKKDAVSgQ&l+re{PV
z>Ilvn!RhPn*m%aqx?1S)py@&A^N?3QWGd7Aq#njIjzgD>+^p!};$lSq%Ws&5>7g)}
zg7UPnp+lu)!Xx8f_Tvi@p21&ILInf(CIHA`D}#^ZpcV;N1!lzf9FgZ1p{-CI0^bGi
zRUaN$RCZbs3){e*2#Z1AW^@U6%6UEe$72tOw=GO!AyY-eZG!8QyFgZljtE?SHI7c2
z59%DiURX{e=w=yu@W(SIq`kj<eah;_8<fL_@L$1QQha+QCX}wNQm^}-cGvK}&mw}@
zMmaS(e0`vY>iU!nXKxAOdH$Wa=Y`nPx`k@{_R{n6aCr!gL<k74y_v=eY8u>d7ZRPQ
zyS0EXt@(V^bt9+Qc=eyWp~k0$6wQrPxpnxXaOST2zq-FadMvvt9>x7%v8G3tR|^gu
z08knzHWO?iF0UIB1Y6_&Y(q>eL=00`i1H0`D~?x;xf5D}t9<+xmVLf`YRlc+pD3-J
z)r!n0O-C>Weeq_g|9tK<g4|5*13&|pRFcB-pamrj=1=^{z|9*QI$y$bLU<>YdBSUK
z6{BXS5Fu{zu<+jCee8HaE~V?(6y0mEe|I#fD-WImCUl<m2|n~`V*>ho@b!FbYaV%>
zQNtGKB|W%oIsob9J3QF6kfB$pv?jNKZNx>mE{<edt!z7N?xYOa!zE81#Y3oDp2a?2
zXfzMToO3LUDfOLCHfZVkTA|n3JA3Bys-+VaQelN}Wx0(a$ktuY8rC%Hhn#v}%Z^a*
zI{ny5$i1ns*uy2zAK-?|bCdZS{6M0-?(;&Y=(DIjNqo6$Q{_ROqrsl|m+4no=9>5K
z=tvFEgN5NH_3X8d<S=LY*)~CI->M4(I5evJw~$zRFa#tY9WzeYIE!Z(+5z*5Ok`15
zX?=CxU_<<eS(4PUaEMRyz$_48R{y}#RDh^IWWK9ohahXM-}{rYSCYlLk$WrCI)1V*
zik4TJrB>3KicP(xK{BBH*%R)jqdRV*H!+2BPkpghMk4^nwrXZ7>@-|w>>FhG3j7}i
zsb8L)s4%<+dAb9;5YfJ$s<|r9rF%N;s*yU;JKM@bKV=mQT}5sDW+p*lPQ*tWip-zE
zNyPW(r%Ie9Se7Y<UN#jn>(=LGS?QBPjQ>_S%%sgJkG3CC5$TCr4Yk4w6p#|ksKxu#
zC#H_t?VT1oH06xby<5&8>_PsKt*A;DO_X#4`lhVVUHbJkR?jGy$0(RG6Geb&W<<v-
z_{oORuY_mhw46cQBf*P^0|uC9$<KiR{13R-F0@~@{_Cnt@<OpKCy*_RiY>1i5|c7A
z!1b+>?xtrQBQA9>^kbXvJ=m8WIq;J()Fgx7zcn_~7}MfGmk}JEbpj(JM?8iV^x?)2
zURbENA4|azQ<VXU(nNwfv7pvc<AK|^r6OxmiBt>Y%J_v~eZ$G!B?#BeGK>mqe^DR`
za*55!nl$*|mSMix<gOvEdWhWN_X%pve?y-?t6Qyx9TETN>}5}9(`u#_rlpQ~?2rpS
zW39~jnY>OkgS{G7vW3Ul1-nc=PMJ9ushT~9z-rmb=tIJkH3zAu&(-amHE*|_WdGI3
zJvnrFA8TUi4?0H!U5b85`YuO4KND7)PT!q1j~i&USdi84{8ai_I$!Ha96OR)I?IV>
zElB*72h;ew>#q5~H1~-t{C~I!u`jRfF2_Oa=6|>T=J3NKCZSY0IXPWjZHplja=?e9
zk(KoMLJCn8AKtdMOf`C4h>6lgS6v!?!^2_S`10w#>6mQJyHHgh^LT-i@^vRys&|>r
zFf(h<{YkWR<MT=pZG~9_YklaVfw&4AvO^*J?go~OlJ;!@k%0HbWiGj9uo(5UdhI~|
zX$G4+Emzg^r$9eaO&ll0E;#@23~y@#%l!6HM=B1&LYk`nBpBl>1v35D=8tb1ByUjt
zHSYmwfH)Vi>5f9b0O7n?V{fy8X{Df4A)xqF;O5Tt`OoP&)mPmYs(QB5JLizjQ(5lF
znzqC+zcsSm>lioC{2}m)4cl_AXNf}Sfv&n@=xrWz;?z!&d+-p#cX%E%$G@}278N?s
z4_WzOBx|@Rp(uiCvGkHx<9dDrBgeye^{Mo4>JT6{UOnlu=#fOA!0P`95UwOZb$2gW
zs`1K>-8kI2b_l?`gN~B1dki->T#Ph_r$|<Z*e5u1;=DCW?pz<9FRTey$$$K%1uCg%
z1uOi8#a~=SPDZ1*1MM4cPP$C2lLRLq065UC?=KOKI_^mSvkf+dN+y|V7{402pgr0t
zZf$FBtcNw6LSnN|U_eP4V<_*x(=WWfh;mqeuYn{4kKfsD9f(CGy(p(wK2@@m<Xujo
zVQ_AerNN%ie&ime>_$^Lx+E!NrVK^B-%jl6boTJW2CtQ)u0KNX1{1+`@C4_f!gyj;
z0ANVBH7WVYny@ApEBHyE16iLqMhwsWC)iQT)MIyq^~aG(FwC2-0o{y<i50>i-!J(&
z*p^wg+ZOzg82i7e!3~i|FUI%<en;~l6lvb&!e6NHq>JsE?2AM-X_zTL7mXHHpzpvG
z$clbv&`7!77aduVnc+ql-=mg$(JNV~3olpU#hKteB2gfBZuowfP#-b^+Yy1n_yp`r
z<Ozwn5++{}@S}(E6(glMvF=G13NE}p+9}~16U{vyq6I(g3vD=X;q1mA3Ha21(A&g{
zy9{)F|7g^Q7+);pB_~saHGLo1qhfhPcqw#ZJr$)C_2Qo+?|~Q+&)DlDllo5+rg?pV
z&`MddI4HvjuN*mO@bb&Qf)?<~(l?=PK$nt)X77Zt2{KIRM|L3#rC8JMV}jz<XX_vc
z3wi*r!)SU)+cnr;#uJ6lo5)x*fs@8Q%0~139C>2>5u3ue3**QtV&O1p+TE0=02i)n
zo%TFl0#ET?1WoF~l#-+7Q}b{^m}^-rniIhCpP0Ds96ZpaF%dxj9q;l3H@MFhOsiI|
znAe>-Lfbik3Yp&IpG#v=DI!LXkv5V4Amrl9ALK+03IM55a*cLS!+{s!v#oE;NQ0gV
z*<O&m=L>@Cy$C(J)DWzpR)!}vDaF9QHYW#q9N#4&(RqPQ$&_I8Z+?jn$<2T;;SK^6
z9!lTeK<47D>V$9)juAXB%5xem+{cl9!^LW~5SM1DfKbv!fpO8E&E0E{3~t7+U+&+A
z3?~-=a85nZmJ-V=lNf(tMccRT#_mlZek9YIV`Vb;8mG1n>^Ky<XU8-doM;Wxmo5UN
z@sNit$zc$jRo<HMD<tP%F_$!RKkZTxmjjpA`M$vc#jNDvcKQcLcta+>zxclFngs=H
zqdF7Pi?I{isS~EC7Y{|RB${>q_vy<kRRL5x1UX$!E_AE8p2~*L`7I3;%@1zMn($T?
zu1+5VHWPfe#1v2winE8SM<mJ~0<lj;u+Q*LM2LGG@b|kdb`LHX{I#8gbBcl^dAc+3
zZ)Kc4C^e;q2Y=~8e5RAE3l+cST|T;_H$BIuH_jA4?W9|{Sk|mcet0mFT2E0MywFx}
z8`1Z1djktD-QBN_N}17-aBM-BPMBtPalOyw=jcbKQ9q@C1yh~Y5gRwSBv}l`R^)^0
zi5pjLta)$-*_}CI2n?5fvzp>)hvkLwK%C~ut4e>Co$~N|J{^y^%+m|Qw-{mQ=M2Mz
zK#RLf*UvK@uvb%G(MdL}5$vU??3lOB5NQ}YWNObz45DXmtk(ULqHEvh5N+3E6E)N#
zEv+w&w$|lZ8_LOgQ1P(XoCkcXfCu5i_Uu)B#KC|D77DMCwG&tTxu6E91qvK2zgCDP
zfl_t{pA!>7zA`U}Q?)0e^HPV{tfoEmUf)g907<TD^#$G+AQ*fEHDG92@hqq+hH(Jf
z657(hhC<5c$%KK0t9xLBJ_z&c?dlIy)jzyQlG~2{p~X*|Hl0$J1a0<ogOoq@E060z
zmnx7&is^k;T%(%S<}2lR{8rHNpni)Coxwj&v=OHQ&bQ0}y)yUsK(t}^risr(3}f(~
z$w)_9&O%skaRNiTj!cAC(Z4(d6uR_d{?rODy|KaD8ODK0Y<Pu!tHRbPG|((*6!GcE
z_f0S*YJNCcLwo%;Sh)7M10UcPaCges{?SGa^X^~M1A3#ne`hsx<#{Atb<Pq|_4kz9
z<~P4EHJbhHfP8E*M|}!~Fp<^vB(TVG7Tn9#tl4yn`ut-#`bdaoVD^VA)!_cLc#Kae
z4Bvk|hoV?Au79GJTY?@g&rr)+&P164Ig_A=tPKZOR!J=hPQO(@qORb_onxS?L7(%K
zZ)qW$^UBvM{b{VgYFmhYpY_i3gS<ddacgN?0aNnfR&vD6EgMzauJExa*u%w0;H=6d
ztNhu;ak%;NWw8g3z6s$wk+|VO5|U;Qh}%4v#C_U)2Oti73($YJHG(25_aS)&fpNVQ
zm&2t>X%^P<;;8%w$vFgYno*#+IAQ(^wH!Jdv5{_X>q4M8BSV%|)M6g%>m62x2@h5)
zyzIHyrEv7-d!`_QckN>W4=IhNjcj@*F-_C2RgDWT;{Az1m_Et5(PXxhTMQV6#tIZ+
zLQ}o+iu{^KWhbD48O&6cJ(sd_iI!zGWY#2G3#zPCsQW>DgQ9SP@~EuA-vuZSrMNq{
zWk0H{$6&zKzG=}dVp!K@SwxJUt8?S4ct=FP;pOtV9-3RiA==wW)1RzK+H)YR(=Bg%
zxz<wz%a8k|y)VdZSs`n>Iy3#k3rk78om&3XlzX;#(96e$@)ms0=W)Zk@oO9cwO?D5
zn=@4`?>MmL@<cSSFvcsa>i9TFeBGs}4wAV*O6`YZH!42*De;#@B7SSK(QM2tNQaZv
zhBd{{#9a7Ub6cr=H+u60`U<emk)~4=`R#-QP7SO&1<}XPVbk^{p|lG>(aSUasZ0%(
z{Q$Uf!LQA@c*ZvBxXfC&>7numvV8N41@4lt8)<ZDp>~uQ>KWsxc<2?0_8d>P%Z$0<
z^T+!6cXm7zLcc$yQ}JW$u0e6GRO~NX9DUMc$%x&H?-4#e_eO8)=m+dceK!zU?Y#V$
z6=Vv#4_>=z^LU=&rfYxu<OYlr`!l!Zuyn|zX1ZUYCsZ$_gF7WUQN&BvNdT*>i05Ia
zE9)8oYzomUG`5Lo)_9=&P@yC3VvpRA+S!gd=@d<U$wWDaD<wPFS(&d@_IdeSRT?LC
zi?xQa(T-Q)xtA4tqzLu2L*pO0qiu-p-P&tA_x+oY;e%1A^}UaFpVO>#in#doYR^0P
z=$LX>1i8P3q(6e{^y+&|&N<ujyyW^C2rqnOB1kTt9C`VMBx<f6{c(iTOFnwr_j+-h
zmxt37kR(QyH_+(lae1cxdbR*pEYS1E%R}FzHamEf{x*^9`P1LI;XcSko%@qu+1yiG
z$u6j=V)ko`ex1F|Ry18j^TyRa!SJI@xns_nhRxE?foLO>l8z>f$Zx+279PHqG1H0m
zuj*&1@sejCdlI3_9a3)3)hat3ey#!_gpJgZc+97zz%0~T^K}ZH;rRw0s+ujO!yL*B
zDSf2BLfFUORA&=!CgbVieHDllZy&>YeLr9YPzeKW%1XaI3aIM@!SH%&ni<LlM{(g{
z8>xBG)bK9fJcm@P57Lfq974WhNICI6pZ-~;)yV%8Jyha=d6f4m!Ni4wZD{g~#*U|A
z<JQ6u;lO-<2abWg5f7=3z80P;nceZ<P+E)cx|w-Cxll_9tUW+c%pXd@PwN~>JVnDO
zEE5BzW~#P)NF%fDNzn=S-9dfM994c~qDv9|dkru5=DQT;GjmUTSuu%z_j}Xj@n)|5
zCK)hXt3?%KHgSUK#7N!*_c<qaWS2q@WvUY8y2hX7(&^aeFL0`@tt*$gQL*Vn8Q1HB
zG(0?bY(2L^7tIWJ`%f!l70qWsSfeVrv60?z`qs-!WH}0dqJKh^1h`*F&K~MQtEJ&0
z_aT2-Z!^!IoJWpA2=@4=I}ik429gW9wmO1w?)BVz(U*y+QDJFsBIpcR(19iMv#xya
z?gl9c`*y5W0$4d^NHN>jjfx6NJ|fR=L>zYNsV-_ygGGSh&oVfYACmv@>5KzU?me2o
z1z`Fqej9vAPi9>X70O6~KJd-TiZ3>!;UKqnHpGxLH`%VpL9zE;H?k~IBeR}i=Onp2
z8efot*eve2&Qjc8!*Jo?8mf8W+AXj3{y5HsV~@HrwZUEV(CXh*iUB6yuw98D_CqbC
z2fLFx>~FQ;I_(RW$AFIz9P49!-@HjUeM3r=aM8@Lcm9-WY3|y7Z4x1c4WpgQ<7nb)
z1tKFsC^Xg*dq_n$O=`B&3T_!_QwhbEU}%)JeEKJ7`C8uTH~JSK<(^=@&=7p(#}CoX
zpW6|?=C}86f592e3<Yma-Pu`2+3uS9$rYI?M1ww*xy*9pg-7{K&WhqWTOi@A1~#ex
zZ1XnwU2(Mxc&W%R)X6>S)5F}NfBJZc-$)CapNtc%cyjI_gv1^{Ocg>*DF0xtqad*v
z8;{O;_|=-UZU1TKiQUD~)?m`OVEy;VGb9SkGN0VFWH!@Pl$6$xg4R4Xk{73W&WRb?
zRR*9;na0@VciZCEK56?a(ha`gVX-bRw8~t>S|HkrsX_?BdQdi)ril~B0)GeF)feGe
z(+p5D=h|{2Mqv+Jp4VkVilvFXeb0|yV{fwKy2Rn4PY+yrCy$Z4lSBCJ%l;m}&ROe2
zD|(Any-kqSG(Xc-mh~yZ6-;|CdJ4SRk~4ZNI&!=b>y5l)w;$Bq0BE3PmIMa*B7QIg
zYUYK?I<*u2uj-02eHDcseEksu0qM;7v*@Z!>^XvOO!-=$?&cH?t*m|lCu`#%-E`zE
zEb*`}kwZ~Ae_~>gV~Ds>4-O6zq^Xal^Ml9V5Ozo6OS8^_LWc@iS|9_FF2JVW3)7qS
zzsd_jQB%{e>NPr%59e!Qii&8ku&^8s*H4Z^bHzD1Id#s53eWy{c<ImHuBVIg66wPy
zKf2{El=bxDYP+8i?d<H(;i1(Y`J{&jTQ>c&R%4fk*Vc$2ot;wUvttDzR8n!%!m{q}
z?nfsl{iCB1?`dM;sPsB5#v`cDMDTmuV{2iGQ~psvRKdQY?i%=u-7jRcR5ni&c<q!V
zHvE+tU(4g{Y#G_g8U%my6ZB82lL1j4#H}GR-{?Js;Iz#cQ`>Ll{+S%p+xp;JgifIv
z+MrEuEWidT$CaW6Wq-3i%avY_*PG?t@d_@`p9_7m>#XkRRM}#47)HpRPweBJgA1kQ
zLZI&%2ngt@<?j?Y1HG3%DyyqU3c}TvuWtSNMg!J1?5xG{sdB;iK8@2ZYHQPzUaoHb
zUAlz}eX*x%&kvZW31?2**b7=bxT;UcgF?t7+6wZf|0+G9A@~+|f}R>GLt27=X@^K=
z%=S;Zy7C|Lnz8f3sW9%huR+i0sq4@Ka|N;?X6Z({aQshMr~QAVe|+ext44QC-Ky>D
z%MTR^GsHZmuNr`eTwqq0{b(Bu!B#fH9#c!0`j1ZH@scKO<W-OiA-R2xs<o2D=j^`D
zF9^*=0y32M=efI;mA=7Qdw7P>JPLDKROvT@W5oYV#E~xzP*}7DU9MP%e>+Y(UTRTb
zHvD;V<pIXXkl3OVo5(9p=?l$5wTm*@Xz&I8kO(JH&iH6%*O~YUx3efI8oG2HVdL`1
z8dlkMQj+@9pT<zdTpQZGJ}|zTbTR&VXKz#5TJybmBx7@vfLWk4(ASlN)K~kr;R?EY
zqccZ9R%nRXXEkn-N=KsC+yI$>XBe+xkeT1r`T00QTxKja-@_m?UXERYE#zO#GnZp;
z{dH0h+67RLc@Q<!;-pN9da`w(KuG4pAX;|d!rxzMJp|<}_e#W~h$GhSqSep*Q;kJ|
zpea=nP=ffSfqfB@fZ&{&jLj(oW`V3EdjP|r|Cj3N$$<=oGymzauv~Nx+CYD(ULlC!
z`?9HFa7mDOI@sJPTqAt#IAebJ%dWO|?}$!N0^sj7j)kGOc$ybUMD=~>JqtrFiW<E{
z>eJa2^y}<qszOag>VGNsiP{&MF3b2WJCz;?hjVUwR_<hA3Ip;8a$u3@*dI`|eFO({
z79-Qgg|Z@K?3XE8qnR|wK6WR^dY&<RI_WWQ;o5H&r9@@*cmXfx2!0S=rtXo2QaF<T
z4DESL|Er&sPg1_pw(D!Y7f|goD^l?Y0<<g?Y^#4#*(44Hzkz-GHAYT+8rJ0glYOiB
z`a+5u9zvGB9vZ*MF5Y9Gr#B!w$419j)0G}3neUgg-^?$x)9?;wuGZ8U5Q<-H-)r|E
z%eU1nOLYP}L6-h@!;35T?*VvV`GNK0urWbHE%|1~_d7bI<jzUfjX7ihjS=BfX=P#P
zxuO%1A8Px5n|hYAcX9$V2EyFo)`sFCinxN<b+2Z~I`CIEj@@gNqhhEKdC1sKOIQVG
z^cV)mKt`rCh&VepvhDs);>``j*%As|JUXDaE#zN=WY6z@<BE^pS<8!ghg&$p<1?Wt
z1ao+Z1jg-_VZDN$@$_HlW*1djheOQ8#8k_Zg>)4MsD<QW9-Bhqi<wbg3;n=9S1o*t
zueCvFx-KQV+?dO+aYz@%6=Xftd|>2cFCOyN4nZGcWYBvsZnl1BLe&N=Ckw0FB-8}i
zMgDg;3TJj|3x^GKZsfZbQEOVUv)3X{mD_I)cX1WE{(P_4$<I7gPfX@dJOoAq^AC+v
zo#$0M2)V8<*2aM%IcL-B%6xJDOHkFiqdb6cb7Gbne@>3L4@-Y+ny%frEkC;}N3P+p
z%)n_JYvZ+JO+S)VE#qmTIExD#Xl{NeAFg?#YTa1JbBf3Hn7hy?V^c+B|2YJ`ILV{w
z{vhUnjp#86BT0lFRJcO6av)LAOKbng3OrE>*!h;AXXN&DdQp}SXb25?3_e_g(R160
zM!a%k--b%9FAbO0$>9l?3GV0Y(b$f4?V%qZgW@X@xO`R!+KnJ*FUA1N<`Qmjdq-Yd
zG{X8B%Js@<n#H+Ylr`FSlYN6rs)?*=RHzQV!lrNnH|C?T`7;&bu89vDh`76z_bVRs
zW7_yfmBRZiEQEWshjz1dkdoqq&&yFUW6Jj91W#M~%?M2jLO*(=@s$1~A?9~|N<@Ej
zY7=6rdp7e|1<!7n^3I+8K=;Rzi+<wjmIX1*y_>j$qSO-)p}~Mub=#o>bK>K(UG)ST
z-6-rN2{ObQF?<TPwE%)hsS!+TDqW;8f}By>$449E#5Gp+MV9S=*T!=$nplhIt$f?9
zUBf^Wq!&?*f?!)XFgx@4FJ5%A*lP)GG6s*1Oyk=fzp`rIz*}xpQ}??7+@qB-n3^~m
zi*3WeRA;XOQ0o^Aw%7AXMgB{pS&%wB={h3d;$Rt+hvzc%#fE<ZXllL`Z@*hOb3WbN
z_O(-Y66C3DUyd3zB~Lvc*c7Vw_Gd6c=noZwbT&sPN>F&?!5+)mz?je|u+4la>hqJu
z5ASl62@v?D`x_T|Q4!wuoP@v8Qq(&-2fEK1w#_uQPk%`PWz6i-0KBiD2O_kll@W5C
zI{O*Zw*8+UjZFsS)w&<;zw}UL8q7ST=zHm_+hO$&4~?rc>7hHdTTE<5nR~ryVDW8@
zKC#rH|FNAUpRo$tym@*_r{P-#VIIx*Fyo}poXR-plMKk;vHh9F*S%j@>!x2ZxNji-
z;leu1184k%A8|y(rfbV|COv-GmFuIxWkGi5EG(s}%X5l&9hOPDia+jm$*&H}u?7s!
zMbCYvWV~q(>5jv-JG`D^|8QYPNnX`9^3g_m(ma~&6<P(X`-gfm6;D<d{>m&Yt;Eog
zAG9zmkKVWEEdUk3Vh~gqr!#$(z^9lQV2vadaDjf>=*?KY7bf^{W?h^O3T<|KJN*Uo
zNW2I2o`#2)mn9v;3p;E<fj*1!)-{N^@kzAbOa=Guj#V_C0ZA?<mcnik`DH#8rg}IP
z26KznpJXNn?KYm4!u}AjcMgb%%FrzOkrlo=`#mF$WZ1h)FONl5?6P2M%TeuXN#0Zc
z&pk4M&yn_7JwA#Z$5;u?rexpUNJTBx7*U=mm$cz-&FMLjt-^zd9ut}#p}%3OB)DG?
z)<5Kg1okkZ&%Z~bDJ5oy(I$5n5$udZM9rt;yFb@_vlMB`o!0;+Z%**0Gj$#hV@qn?
z`#gTWD141lGn3w<D<fkpPq&2ikHC=JY@eXCT;_H6D)CpTTczYFp&lKnvr7$!>(ieR
zfM;65;LVi8QUA0UAu}d1Hy446s<qe=xT%7HyX*TUmkf*;(Bun7_bzLF;f{mTxQ|+D
zTH(JCiq1!uT#T5a$(O|XT~^tG9g8h}c}w22c^&)pI+B~(a0=TgnUt?Z<cI67&;Er0
zi-=1mr2O$!bLq#N1mS-vU*fG1mpD?Lgdy&_U+P;f#s1cYL-^>?A?5n{%~i+;AKObJ
zJ!0P2o1Nk7Z?sC88A1KGOGh8~uO|2TTX!(n*<B$~t%qe1zHuoq3=k7J#J5lHXM#jX
zQLMvCWK<}3+Ym$moU^L*Z%ac(Wwy(EnxeSVQN8p(JiuvvMXp@Zs@iaFmm!X=DLJ~q
zFYH*@T^@mDvdqrm0z@~6*SU$GB?*oP<fsSZ)k_+?)>NmZ!C&_w?%)AJ5R4bG1E^nE
zOt2LR<|;V?G&qZm_U&7u&d+MU?ygEmrIhE`=Os0LqQ%}P1bo?T((S8(?3XiJ-v@pG
zlA0PPrPB|4|8}~y${Fqa)u553odR5As1mnOr(bk!4DShbv8yc<9JkUluov*p>fqu<
z>*ET0if_XBeHsZG9!OffPj~UtzmfC$Jh|LZ8_E<EL+yZxG(Dt=SAB0v)SyAL->*mA
zD`{{2J7-dhQdm({uvJ!VL{Ug^tdANGE5@BGFg`y67MuX+cjI(UTm$aUA?t<n^A#kw
zF=yY099iXub2$+;ysY9ID9bT)z9b>*)jIpBzT5A)zIuLcUpX0AND%sz0zDGPwRKWh
zsuW;qMl<`YIa~JZP}~iW#Xc=8ssSK^dgn71M@9th9pzO>gKSZ*$%tx*tL~H1f;rxu
zK<u#$a4*^`l%txW4G%7C%8YQ(=Vp@zOtX-noZCSuqU6uc??D0RHG*xSW=V@0mi}M%
z4APBFS8`ULdr(x65;Sy!->T2iO{y3g0#y!#e-a&WSpKhY3Mro+bB6ysOkyoZS^*mU
znY8Yr{Reb<`)WIvHj*I}FkyY&B2V3`=tnXuKABI8Xk6+x3x0P$8CIwTX~=kXe+W&o
zRTUF-P88q1z3DixR0o3n>JKnXVz-2ke~+*p|CX|#S`>IL)4G+W>u=A8gg6|K5Jy+6
z*qT(pxF1MrVw4omJIu`;9A6#+3!ZMKc>d~4P&?1HSD2OaS!aP*v+TGFLq6Zu0?|)-
z&N@IopRp$D@W5qQ?$AYaG&?TsnK$QrmN!St5A|q%Iy){EAaI8Rx#W4^@_r1dj~?kU
zA03-RX=p<=I<O6o$NMU4s)R<gcG7_V%Lh|x<3<YYk=PlD&cfVKXF1~+4^UvyzyH@2
zs|@!)fs+!RK`HUH)W#A_cj70GZiugQPu%OPkITh6L1JPeKEE3yM0XYg@vJX!zufS+
zi}1hJ17yTO|HFWYZDoV^PV|O{b(EAOBw)IhATC_T2XT>Dv^x;Jm6)jL7g$u{2%!Ia
z+q)m6Yga6bYkjBR9O$d=&w^?3<nBuP-2@(`pQ;DA-ocE236b!sxnqVrUUXclkVunn
z_J<-}A7t6j3X6CiOk|4fV}kbp17Rp)KYk#Gp^`*3SuZW>FE!h0Kf8Yc%ilCp1jfcv
z@bb3xY5e+aG}2LD0sEM{mv8Q^Wo5@yZFaP>f!UHW+jc9GI|T+I4^rc8$ErsW7%~fv
z1}%V$uTTNOXd0Vh3KSoMGNz_D7oj7C=I$$^scC7rUT)T*SuJ30n17vb(1IQG%)jq1
zX43o=$`TZaqb0tCdPj+W(di(lrt4|PH7p-O#6li~6<m*TU`X`Gg3fQPhpiD>552AL
z;BeNbo+@Y;fZ6ACNw8&9&k-oADwohyAn;lqRTx{eT0|DKL3W5XFLdleU1)L;#D+Nx
zR>pVP=B2zfHLWcO<9`!pYypW~(9h2H-%qIgBq~BD!e?0R9f(j6<+KPMa^HT15TsTy
zLPzhyY^Tx1!@Z}Xrp1^)g`P~$Vsis;&{h$mQAhgvr6VH$nb3ac6c^Frd?fbZ+EXG)
z`fnf=?n2)hH23ZT%P$tboKHwlpJ^(1_w{mP`en2IQlhuw7GH0$qGurTBA>aieV`92
z5)=iE+kpaXQn*bL-y17ju6p}X10V6?$H<0OfRw9?@2jFo17=HX2d#y4kX#@olhQX$
zIfU7?W+jV!Q8}bgTzUmL2ZrL-4t{7P^a6Bu_s!AAiLR`wfAXUH|2jAMdk)(a>mmCt
zQ;^-+>|i20lecBscT9}fyT1!mB!5I+jt%7_kF)=hv16xG=LH_Y%t(GNxofgj1|-()
zTM@>D@J)=xXIo0s4}DTZC86djg|Y<P`4Et3R!%{+B_k4mbB9~Ain;;Jd<>Jp7wb12
z5YMH(2A?9lpX|+9*$<BbrI^7y3IQ*QD?<kcXGRdR?PyNb;Iag*SV&1aCon95*5TI&
zbRnvsR8bO2wY^2}VDfbai3N&2Qoa}1Rs=3am$C0t8y0>hM<e&Zzr)Gpp#hZ+i1qrJ
zQNvBLT;_8r`Q`|;`)*cwJT2x*`?S;o4d-fcq;>(Tc?6V?ZI%#;s5)87NufE?ed0Xa
zTY96+zv}tYz-4IDwX=Ugx&qZ3G@$0TPo!yIkhLDM)%7<dAB*F8Y#T~!lZ=E!$^orS
z1whapMRuCNV41Fe7l0!bs*R+I08Bc_%vBidOmD-xHM(~4%Z=Zt-Z=Y}{oZAD+fCGQ
zjWK$V`QWEPK&*=Yj5=Aq)fYo}(<HCfv*?hy4e6NngaGN{$mokS%4}I?NiR<nNT>m!
z{>pH|t`IhszgGmIp1lX5zQ=^j<x0o!0Ru+Ad?ktCby3oZ6>)?8NOYS1w<290%WSe{
z5r?&fPhyg898j2FfJ%&l@mp)d$9EkQwRBRE?Zktal9#KeHCG++6h(2XVV3~Vl@jwh
zzRIOVo3(18@fBP%4F9tsQ!E)ZO(<xNB|anh<rits0wfEQIk~3Ghlbj76EmBg?&}0|
zJu4A2BHy!`2H3bCOJX{IOZ=%8`}y2-iUafbdnsJlFmCy{zj8=m4inB^@>2dxHSvhh
z-^93G9Cw#)++4Wp4AraOPNZZXge88&Q%{(Ptkavn*ihaV;bSMPbqPsLA$(Y9U%t^-
zjB)IAxn-ZN<uR=;A+cA?_ZY^(lGHp!Z@Eyn=eOeg4E9x|ZrM_wiqZJ7f!<Hr65!9x
z@Tpm&w(9S1E`v09g^K3QdemkqlngzXP*A2*)PV^i-MFnUKU^InOa26Tfp^jqfU(PJ
zs6Z8-Yx<m!r9I~-4_$WC#O0xEL}ZXgeKaa8{G^T9I(a$7E6?0vl`u}3b_YFEzns;K
zCs`BO9Saaf>iPLpUUA0Po+EAqr>U*mNEI-MV{9OWG~{z+5;v`R0R#07e8quRcWin@
z#f_Uz+W|r>B{MU=ArI%$BD1nOxuW}y1?9~{KYqC#Gd*&`EtgnYpz=k=R`ACHbP@(Z
z)}v5ZVjwA>SNSRv7s?9$@;_xZlz$}X&(wvkmSq+DKL(m!%F!Qn&}#G7uC9ZkM-Me4
z`p2hsrUS7=ft^LDF)&eF*Okc`?3@V*UN)%mr+M<rAz`orm5F&Rr1~NNPZD+Axo;$A
zOe`bt`3YL1)WEPz7?=#nFVrpzEJ-G_N}B<tsho&`p42G5cVG|AK3lm|a03XrFh(4`
z9HGEU-H&KSMAH#Rj}4E$D6kWiX@{A=v|bLwgt6BgLkraLM4VGYYhbBEda|dGl^ovL
zBUFgL?}`Hd9m64gXu=8ELH%3wUrBg*>-?$q2e#}*f#EXWx`;h|ys<yaH*|QCUaLnI
zU)9FKBYq)xU1Q(o)5gcM%ADS83;*QRJ4B+eDP2f`)3C1Cs;UltL~@?tq=mBIGv5{c
zS^Qj2o|uQHU(R?1_E4K^=Q!J?LkgKbv2qz772d33oM2)UH`L7;cV9a`5uF}GGhN!_
z3b3&dUTIoGhjrOb(eS&(fF@ZJn-0x!o_DPe@2h-M^15Et_o8Xr%!_7;V%}741$J^B
z(eT5F<tBB+8%__^(u1NeZP4Z@-jp03yygVWYSDy`3*kL3wZrWQ@{ew|c&bWb4pLZ7
zcEWcUT5$I8^t+(m$nC(z`G)AO55Z*&4Ej?mq%>mB1xMLG0DYe4U$Aq!!jc%Add|uE
zYrJWxb=oVh^j^W*6EDzAy1L6xFO=I!1$txF9Tz#g_XbCo(LTj5W7fuTF9>^TLN_FZ
zpB|v00~<&f!|qLkUiL28h^A3Q-J8!jkG2q!_1;GXy$j`2gNHd1e3;rQGGLSZDLG98
zvrlMK7?1>Lz41{lMxdV@3yNWqTlB-zqyy@`<9TgGJzP<|kWy@d0^+59R@;!tj<c!g
zFVKwsc`7VI4*PY!H8A%x71F%BAzJ*PJUTK^q23%nWa=@H2Y#q4>dr+FX5DEmwS1Rb
z*}Slh>bRbK!i?h<`WSjz<CZe|t2AQvc3x#4|AdQzy+)IT>*GCG+bo2r@KVTnqC!cD
zq`kd1XBWOk+|4&DDa2eY>W?+V^}DlMzyDuuHUyBCM?nT0+3!785NHQT_uuUKgmOLq
z@Z;qpI@<0UMdsOvlzNmJTTUFC(WtDI(p3HmtNCr5j2xFjt>%MvYHUKqg&oUic=yM0
zc8tgflA|VOPGxiaH0DQ|ziRFoBEsLI6oY!a$CCITzGdYi_T9NEMAhL^3)K);#y^ln
zm>2bBWC}Lqk9(FL7s<5Z^%znM@je+B(IW_odCIsKfKzDMnYs7F^pjCxgbR6!B5Ylc
z3!nNY{v&E!+$z-yWVl8btpY9)l_1H0cdTu#@FW>D8#tCEZV#iWSn8YPd0JQKEs8+C
z=d+OG5)t#Vz~T}aa7LAP?%R;HP3E@D`km;XGy!vJBx`@sX3&4XOsVPXh_!JmdOb!~
zH_D=_ic8?{&kNg1H!0GdP^XGy{Y5>z&+;d}vy;BFacRl@FQwf}S}*C{j9UlpVO`EF
zS}fcgMZ^2)bNj!Z3C|gFtFXn-7UludRR^nKe66pfpG$S8SWkZV{IL~tVx#fSY8q?8
zur08)Kyp(aa1O97V3hUcgJMh>4+@3Pw|WgMt(PU(oQR2FT-Hl?cF}9xnv*g2<@=Z7
z!}k%{#zJX)JH~^5d|FUgDU<al+~3$2k^K;ZBIow$p1!KPJ@%rf40xNTM2C$iL2$3V
zqD1!*f3)7l?p(2+!|zU>D4j8P0#9ua3;l9@e9ZRQ24V+b9@Kw!whXfqTRKh;_nMge
z0RZn|(P+j(D`QCKt<9IKW*T(H5^-0^%k7SN??Ln5^t_gP#wPUgQog)g_So~mBq;s*
zH9kra7(i_>1!-ACX!gF@LrA8%>1pq6?MXU-RB%GV!`VxpI3dKVAT+?!Cq6#DR_{k<
zJ{JR8h_R1e48(%h7^45z?DpYJevtf|%?pKxhZky|o|>936;C?hOP!Ypjhqx9bVIaQ
zqx<J|syHhR)S{uwvrOzc#5sXVWP~;Jk8iYYhi#HEjgh%F@ZYj(S=zjab|uN8{~}EA
ztEoav-)HrSxbwe@l!N9eyB+6KtY>Rktql)27S;@Wez!Mr${HGIb)h?=e09ZaM!C)`
z(qrSyMgWb@%?MB6*1jPUoVWADn<E-mH5i^UkyO1_D75j;$Ha`D*=@YC42Hm1d;I)q
z@JLu6kF9Mzm<$c+b947`*n>Ky8O2eBHo;NXH9^0*YY@rEU)rBZUOwK;1jhUs>{3Y#
z$r`%h?XbNnc~1nMB&z-A6L+k$1B;{&7WVy8j`Aex68i;@D?B0bR{=Q@a4b{+V)6DT
zW=15U_7%~h!cfi`PwC18@&?hFz(fsZLsx^mBL`Z($T52L+F<wfnT=l&JL7y+?TK+4
z6x;A01?*=rZSLEaah)obS{y19aCP~lM(nL{RV_wHb#K4;`qNzOQ)4QA^G*DFAvW&N
z?o%2~L^G`-9hCJVuQgtPX5WZn7=Gx;gwI-Q`f2&}riY9CwCd5297+gA`PQKqi4y6<
z$rr)U|FD(`|B|cir(g;3K|KYX>3qkHb?KYs)^!Bbf3mla>D_1H%dZWWS(_Cx=2hZr
zg0TOVC(OqC?p;FO=Bu^ZN=Xlmd`8*T=I8rXHPH@xPQEzD<plk9$;*a?A~jmzq097X
zO^yWFYnKO4OOj+%j<eV+0Ni~$ar9%(^R?h#R`shVT<try3w@`yuigZYESjipFPAwM
zp?vqg_<kh2)qTz2K<}VasgI`A9o(y|i#GGIAvp+oNc)1Vv1GW=#d!BlMYyfHI-pQ7
zr7y~!xhYgw*=h>@y(l76s5`G(jdpBxBKCu#Szlgkd6txgNm0VDe4d6rT|!KSY+*k1
zP~txqLqnu53xLP;hOy~IyKn+1?Td!8CYeFzipuzFm8`qT%@!F%%dLuJtMh_+t|{w2
zE}&vx0mffVzVXne$t+4ou(MHC>{^Wcv-bTq6L(`v+G02n!4b&~^0t1bkFQ02G%PXS
zXt~V>v)@ox#FQLkKyV~!w_s*StnoVejwO4CdkM}0c|%c&ZQ4-9@Oy!Ze{5|uJ|};Y
z7yfl!Q#{maR?@qXpnB+G-eV*ly#HGCF$?D618AsGyWC-&2*xP_CzEw~evK5eVlS(r
z{!LmW@V{pQ*~qkCz8!BpA%*np!th&W>aES;&e;|9JH}_DK06$3>3@Se-EbU`@&*nV
z>XlW+l9ral)}%DY%Vue4BD$ih=FyP-cv|LLMmV1gwRw4>L+W}QBKIj^IV-xi0wrTe
zwq^B>C4`6USWR@K#x2DOjGQ}eOnB5XEy!d-KG<{|QA$qIZ;&2*u_2LIwa9Ob{VRSs
zi2?snRrq|p7K$BXTWj`OVt3ZxII|v&ZYP0f@RF()!gM(V=0$ig&NZwuv5vj}4X{qq
zSD747U*rAV)l%%(3GH^7E7??(OERK(86)D<=M>x##a2;@l3gtxF~vCG&QHZ=vthfg
z^$%#-fitV5GnuVP$F*JgjHxnjkF2Dl4%N{TpVwXz=Xvm~6^M`B+r?U3(T=)l;}zow
zm2E)Rq_zHz9LG_V#sLgtqcwSt$<$>ltDFGV+30h)G_Gwoa0|`@f)n-ChE96b97UIB
z)dDj13J&&rnx!hBn5sT1XklUM{CF_e#g+VMJaZ=Nrlsdh^JThaNsl;zaN_T+s^7uv
ze8veqoj&D?k)u;|kQr05o^@!qHXPtA)GwRhLD-e~cDHVh=ylOwnti=eVmDrl(E))?
z(Y!cK6QZ&Dq$Y-jXhe+1rqQ=!Up-#b1em+d1G}BD&VOGpe2XDU@%0||im)^@#7;)*
z!!rS2Il>_)A#J3XFQuyC!@FFS{0=qwU4!Nsic{s&wnZx0oe9r&%>)O;?AG(c;Yxd+
zi1fS3Zom1m3lJKH9?;T0+3o-9$eOMlLpLY#H4BzKj)NMvkr{=dW?)z)Bv8=gvvaUF
zukk#&JI@*c1)vyyv$`$Pkc?zFr)w8dxVCaNU>5x$%HRsxA*_UI%j+}E63Z{F4xQSt
zZ&R$aBx!`nQc}`K!*nyrPhobpWg1*?Vxdbu{EwjUwMo;k0N;m5<=6NRGldy@zd2$W
z6jxUpLKkd2wxnduoeFIQF--~1g37O&#(x9>Hp+fP(;|8(+NgtGvV7BXk~X}LtrYp9
zL3`tfF%4{kk;2}Csd5=xLNdNk-H!>eGY~vO{!|XN+5)#QF#BxJe&md+cB8hq@?=S6
z$^5HdH3qW<3ytq0<UG!b+~6-je`mY49y7`I(u;6M8_5?{L9>R^&Gw!`I*{EB7PSOq
zFfjGg*6#8utSBEu7QxmvHECMW{Rw}4_DbRAFfjI{H#;TTA@ZftsV(ns-0^uWHx0BC
z5WJ}GO$_6aVHg)h$qL(dx^)im^8th*LW7oOM4W7y{OFm7LplYBTN+Ii>@39BAX*+5
z7p1JiR`OadZZt2_n(XgmV}5*QB@Vp)0h#I4A}Zjucj1figr2(}y3P;pgvBq`PB(^o
zLpiWc1w>%IkyGzXV?t>M?crge#CA2VaC(Qj@U6mYY3&9QdO7a?JZtaP8ZapeC#K0I
zVATZ}r`Am^RY#IwawxKu&ttv<&%2_yGy&bM@xVDYwb2Pj&|_oKK5~|`M1HatZ7wLa
zy(zpoPQ1So#mDgHFVyDfCq5s+EBTnb;=<q?o1sk!y)5tYcjnwS1ZV%)*|&uiFuLQq
zB6%q|@e=0WbAt>TJ<$WD;aEwDH)fh$SX@59Yb0AjOqXQU(t3Buy)qGeIL7r86?;4=
zNl!-Wz}x9GAp1b-B>1rSP2O^Jr5;Y}kEv;(On5C^XANl(u0EQpDNY303xab{-s*#l
z_6%3@L%~n3{0c%gOayhUGCL*5x=zeFryHe}=}&ddTo2k>{Xb;l+8+{&4kZ}Qj5JL-
zjjX6OZHKy8Glf^ffKJh@<HGPz#coP{n>F9jRwrKZu3I)og_rxuo1FZ4lLzk(&5^A(
zHaDv56|3!)(X_o+3cJc1f!K-B8>M>WukwnEE#{2(=YkW1VYzNq_AKAgEcY=@)GJOn
z_4^Nki)$cJcV+A$&UzqFCKXeswqg*!?sHsoi-b=xG_YqhtmyO8V&r7}pe#bOI<9e8
z4#ELX24z(vqVtYZ{#p&mM#FcNg}|iR5taBS?zR#8$bHV%-&B1ba8%i6`w>s|gg^YV
z5oE-m{I0f1g*Zog_BT@w9}i(zw=9iQe#^%oo)ErRM}ZA$s$+RLOI62jTYp!_Gfe)(
zE7Pwk8ysl^%ilW!Q$uBaC#d!V?iM^M_Q{)d<ax`Iw!AR3QR7@1O`q)=avS!y_|2P%
zq45zxE81umqNMc|)^$AeWKaVt*R0bB5Dt@VB_r3da5>{mBL)PFCW<f|f#O({OoI8%
znw5bj>$ukMu>av76f$`E%oxQzpSj-Z1jNIJ21Qo9Wth+qg}NFfKix>W8X`Y^l`S^+
zj9t@a;ObY62YH7xU>OQQm!%3VPazk!YqFMp3>~T)ZOnLdHa{TPO`TWpZBFyJ&H6{y
zLByZ&E~X<2CVzJoV7=_4#h++N=3ib|F#LN6T6#WeCp@XKjbFMLLnbW^|L&?`a>b?n
z_0-W|KU6LrP8T^T)VazCLXEixHT6)P{vqe{NQ&K%GQt2XhIiOTOoj*6a7nh6{pD{8
zg=7tokMvmoFKZYKr-E$pI@5J<f+j`Z!YkxpGWF%V#=)HMNE=!<GX*MKu6+mor9cJ#
z?csfNJy9SWX6hWW@i4Qc=?%q!GN|EbnZv!=-qZxnavVBRz(j}f8y^!f^N{@vXlW7O
zxtUOKXxiEciN6toW|NThg+?qM`Yr|r2Eo26ztc`HE=mFcz77zNxOIqWrJ(nNxSbud
z^NEhJ5&^=KwZKArc7TSyetZ_U{dd|=urTy|i4v3;X-wLS*gR6?r4JBeJrp!jfhTRt
zuTI=H%bzqfG(ru8f&v3S`#o*L{pX4)6-V56cRZ*4w%(IuMyU^2ju#H1jE;`Jz8)dt
zhIzplb@m7E;}HXVGI(*609%T@%kdBgu&HcO=^(twSIM`J76bC>q21VEC3USoXRt!v
zyQ;04r-k}bi;<koJvJkk4}XV`wv3=#9;aAK-%%2@#UJeRD=UMk{Cy(n=eT?4*)p_V
zMHHZk`O4TEvc@-yJAywubIuOTeDbRV8r;6wFsiMd>!@hN*LfR@6xEQ82|7Nc&l*q|
z)s%2(Ms2wZ;AR2w3=GW~j;xvn`uyUat`rCvAEW}SBB^NWk?T0giQM0P!Es>|3)Guq
zpZpj|jc>ac8HpLSQ*P~*e`!TW66G4ssgeE7V=^7R*fRD*F~6ZONtzN$4y*X}<5dtg
zYuLLtdv_3l*=>EY|LK!lXin#Q+UxnuGDjcQ0Wp+|XctGVlnciQqosp9tvA$qB+GCK
z5y7|5{vWP<<ogDy&|LC%ZNztvY^Fh9#=e|aFU_(&v^cEmqC?Alr5)0r?W@7J@zU@G
z&^7GZ(G0^y^lAK-e%AJ6Z3YWGolEjvd`;b14)1p0SQwaWHJaeTha;jQg>}lld9+_0
z@{hh~hMibQfz|eXvh@s`RCEG?;z>wNQ+JobS3J<qDyMs%M)s^V;ePmPejsN7u0p|^
zj7$Dn?~BqlzmJNW0RY)=eeKcZ9y~%<`eVT*&#V_;ZB#69huz=IZB$eV-3ATjy#4#Q
zXj7zZ8?ODU<*kZ33O_s3&xik11cCLqaJ!!`7vUt~{0EKZG~Ju_h0}SiOFedjyI2eW
z+}I{4e?OsNAzyPDJ|ljRjT`Nbx$apNg=<3hh|Me$=fsEVuE>OKQr<eSlzx$d;~h{2
zhG%J+W;oKKEQ;zPtMTn$_Eh(bmqRgNyrN3GlIK`}nM5ms`&39w(hP@f%TZGlz%Sh6
zefCQ-M7lx7WQknAr<!Nrq=~8@ry6Ito+lQh(TFf!-6V~iJ(zJHOx(lCcE1umHn*UE
z#|kE018x(pEG&vF9)8$YCx5eT4F3GO2<SV2ThZi6For1ecvWGS;+2q}pR{fFYPXj;
zs=Fjtk0hl*e|HlC&v@QtP|fU7!=qE---=3uV$W%{iI+E4;7PJ$x44c4oM%@*af%4D
z<iO@LliK^Dn5JSLxOA;h#BUiD#{11;bz%P>WnUE)N6_aB!6CRiK?Vr!3=Sc<1%kV~
zySoH;cemgU!QI^n?(PhFC*Q-KyDxX|&dZ!WGkv<dy1J_R|Fc0`Bpc@4$5^I$Tgt1H
zxf*xoiqIOX@xNDijEm%Vr<5ixHrlRxKoV=B*Xldv^u3R30NsZ$k4ZH`aKvxOXHdl^
z`pbu=y562GUQpfFGI?_)?hH6t0V*m`e+m0FQC0Avo{;Iape+~~-hT9?<P;nm=p|_y
zM-U4_uM$h8y4QEE!`iVi0ly*d2YSA*J%@h<)ig1UmY<|zzMI%a_(de4y(P+dQl7P>
zhF`y(b*pMP-G1Z=pe5V11-_LO*xkoGb}uPqvYu>CpvTC|2<r$_H4(W5u&~9D-zhL-
z_CLfF>yPoD2@*zBv=7o0>YrKa$bK|G)(FALBenc#O9Eco_^nHN_-eivw=eth5U9Gw
z*v5a*kRzS?_=bs#2Yzs5EaN!kN@jFBr>CV<G4h;_oIwG-jWx~jCpCV3P=IPmYOn-6
z+K$M*Kv5Cz8O{n!+G-tnfgG6ZivtpVkzWy1sP^dSQEum#`U3wl(v<z~+a6bxaZmS`
z-XH=7zUw4kJb<4Z2~<z-r{EyN+X5o`L`%XKUi_UI@$)#<FFj2)T9Ld&p}b07$^l3p
zC~#lLw#y14<l5@I^romFV6Q=`<OXxc1!IPCr!V#SGE`famvvpW^jBDGV{szt(~Zql
zjE?uCqrDp^7Qu7SABg!n!ZoRH2&^U_e&M0=xraOOr$vI@H)Ht2>hE;#n0WWdL490v
zXk6ZqQWt{3-3#bd6^A|B?ecLqw;m6G-!9`LHj=k0EKFlLqQZNpkf$+&WzZgf=tH~%
z^llf1Br;nej30CSE>GY~k~aHXY*1!XD&eLk38Lvb#m6l%XQoG$cs~eP&I#dDY{5!6
zYQg*?9qu3-lq;PVVy#2(fTx^g2!)E7Z~AW+c6`KwgvN39%x8PZ)f|pLlHvj*H)GyZ
zQ=kHbFUiz=?^zU0Cd5I3)YFd60dF^#`fn3XMvQO2k2}i`e}$cJ60M5CGP@hXXL5c7
zEcfh!8~Yu_H#xa4qa<R|fjXXJRw*}B+C@bMZ7zG3)hjh2l&wic=4w_D(A5$dxB0!>
z`gGV}2bI+UpLCGP;9l6D>0El5$X_<0Bjd4IS7M-#H1ItOh$@ZlNc)6?I;7_)BY^X)
zS>O2wQts(W<tzPzXk8~iA=KyEmqRbl!nfKj^Ia}fmN_w3&Mk_9HXO@Y#Pop5lNmoo
zSg%(a<cDLUZt<Vrk(-RM=%Cf#s6gWZj>J}X&H8&U8St?>v^}GTAYa;+!_6Dp(R#Kf
zh}{jDZdF91r;=sq6N)+A-O?B@eys-d`uo~SBGUbX-G;^|+a>XMRGhX|waby@K*m{z
z8lJ{n+ET-sb-dqyI!Q3^_MN%VLmj2it!^Jjg~3Hu<Vuu|A|B?%6R`O%?X-1GtCiNb
z$x>q{J6=fe-_WcKUqAW)W@@PEO$h1Pj^HOgqPO^QVG0Iw5O(y{_5A#9rbmwSV)O4n
z<Fd%Vt~OIUXDh!_J4g3W{{9}wgeQ3Wy!8IXS8%2;Tg{4Kt~Yat($=fy5@x(hDgE||
zdeKt-m`#;}zw&OonF}$4;<koaVxhW;jfZrXU*=<`NqEkZVpU{q8s{v(_z+@EMBVD{
z*edba=`{*Qf?6QUO*v<>Pk@mod45~Mgccw;(Y=515h-87;i&t@tI6`XhpnnVR>mEv
zZiksi7|Plc<clkN@Xd0ugnh!@iFv3JQp%B}ne}R{)YpceAy_0&;oVmR>Ye6;Eq3ls
zqMH=qhyv1g51OAf*P0Jp0ih9>gS7hmL{V~pjg76p)$PAUD_iRB=Ee+Zc@v9y*>Avd
zo7MHr%8DKl2`O#vMWQ>4l~N%N4HNTLaq5lE9Od&*?Vk@%*M<kS1%LPK?d<ddUciQB
zlbK=?pRf>sK%iQi6YW3O^1VHypDHTlnUqiRap~!+XNPHNX^358>tRD@i}Bi}El5&w
z`q-7}_zJNFZ5xG1e!Q(|WIRRC(vM<X43ml>&`{}w$6pu=z{A4S`nVs$@YtmCIsz4M
z3A~DdO(>yzj#rhNZ*A|}dzSX~-UA{QZc2feA`+4#1@!#~tTr#*MXEXDynZGf&^SCH
z0ceb&MtfdZgtAk4Y(yc_F<Yi&RkP_>h^4%{^HX<nBR`e>$ea!8B~xlZ`*zrp&WCO;
zcL60!1}2OtX}_o|4J{_blbIJG&hV1qiRZ}Y0H!US_CnN#an{&bp}Zv!ZRVFUUBEGx
zQ|!>63>j&(P%<T)2<+Q0?S&fqPIMw(E->*970eF%3B`{DxLa2MEz!I1Y&&cu?0`3L
z_`Ch_T2*Gr3yb-*>3!_)Lbw|Z_d@~za;vh$Xm#&!6uN`C-p7rJmiQg2zg=VOxu`E&
z6@2YV(lYN#2|nmNR=d0s3ZWUrfleKCnp1YNwQCusg9q)2$#1g6NoqL|Z1z`$d_9`U
z!js309!{z~J<g%0EHG1wa$i}0&m!6Z%?n{>%ma*h$7OS__lq2y9GHBbVzOnShVo%s
zPt$}OHK+OgqX5hZuyQLd4?JE%;};Cmgi~sf7c;Aj`JJ4j8eAA)5xG7d2ghbh=Ai?D
zIS-bKQxavL1TMX*9h$&tdh<y#4UN*7e~o_gonvgm0U-A?Cey79I3QGtGR48xqFv8w
zSJ@OLvu?Vg#3kX@u`Q;kD%M;G<Ln3?&o?>gEt}zj;|>C6j|ExV)qcf|t#pQqc;op(
z&Qy5xEJ!VTfM69f3bk;gCA@zs;YxUG;Z}Y1J;4@bx)?l@ka4+mc)oF&<2O1S2EOR(
zoe%t^q`zF@$q+ruZ+jLx*#$&DU#&Qc`c@ADI56SgQ>;bcLuH@#2=aXsn<v6S+tyV5
z=Pf&&#t9mgsLvlh{|cH#L_AxiF|sc9(uL(H0$sn3F57w+v><#vp$-~qcSbel=NI}!
zazZaEvb#5R?)$?yf8c<k-o6*TYa~IdNVUsyuIaL4l63|((j_(Cr#>=chQjiI{VH4x
zDgx6W<ZtO}Pt>DDx^s$ODke^H6+h8!Z%+3F$`E-ZeS_NuB7)b%VnDsMBT=IFZq?c-
zIl8{lv9faO2BB4fuUUQ)a@p=>4>O8kZr~CshF0V~p88%kB#L!~+^ALj-sK9VCC6^F
z_w4nW5$XLdm$M;man!+4y@}-7QBlm#wPBV+v_DN;m4%yQjOG4~>uP)@r3A!TSkzh*
z$oFcX@8QQ&v=#&0Iy~2FBMW#lv_)!dg2lAM5uQX-hC|m<!a7D?@-DO!Dyy=I*HkoF
zgGKSM=6_E1Y{HNB4Cps7%b1TxA~z2<MIBs#jMXIl?rk~wg1bzG{$n{al93rx4*2{$
z(Y$%fsw+>>mZ(GI*HhpGra><iIGAvO?92cuHTz{|7|=uIpW{9KkfVNb`VCMJf?XY}
z;hb!?xizCFtoz2yH|Lqs;xUl~uOz<GkR)?y0V;P8m0BB96HE>Us{Qdk-ZZ|&S-#@S
z&uiA*5SJq(TJR0sOEbz|(<~!$PrI_`EvS^e$HpE+9_{>-f3lbYg-an?lB|E+gA0Be
z;i9-ro0ERzaLn&0J`HUB6`Pb(;>Ic^=L4+V<0RcO7+6%GUvt96b&V2-V_IOP!2mO`
z%@Dc7b2Uvh-9E4TS;OTRT(A!)ElfngSP|R+XZ8My5HtyP*D*ZW+rRM2Fl#!tEED#v
zi~6-Bk_YQ?HS!Ew2BS1>7|PwWw>VY?px6k=7|&iV#~@pg#S&K?(*Fr)Y$qYRKB2aj
zg0t=cq*|E!(;H7xt?7-$fng%)-v_ur)%m4e(eE%OgtSdBj};Yhs=6_`k>kaW!{(Go
z5#hCs4WIKk!wrE-*4CWJjn3gbrN0g3K$g)r&mKe!j6+MwzTS{#n$!Nk7zVhN1u34=
zsz5c`(q?o^e&VC1z+MD<ooA2Xa+4uizGIZRz3PkxTakcIq}a+k&4r(W8k$vhm*PvG
z8+D4Oq~zKe6dEq~jNrMH9Ij_3CLwgX_<J6PfKSD^?XfX><P&iDT<*h``*U82WoD&A
zW#x!oRn@7edugJcHml*su5&Xz-z1}+>#kI1r`2#iYwEZil@|03OO^i)epO#}1_hgy
z{tk{VGH5S0)Q?`Za>@RIf9+cTqv3-F(RXvIqbfQ)I9UOHtuZ35ey2Ibr<gM4Pfm%G
z;MDAA4)t|&yJvfxx<?}M#fQL3M)K@$nv{MogE_Hv+|WkKX0j%XU-Pj7%f1@y=)WIS
zAYLv=?VoCVZOUjfaGa;fx?2p}cvT;Mxy5sECDPMT6~h3Da94jI97}&AJ2^wjUM4#K
z7Q^Konn`3jO$VVuD&NijjkK<w?j6Ng-5u>0wsSEPr?|2`twlxok2uw^=T(ic#DMZ)
z%NuQDi^9j-#ET`&jJ)(+pMbUewBcp%Pv&bVwdMvl!th-aNa!E8umDoN6yM<fqKvr4
z51BcBFLA<_@i&PtTk>=JLV5Hw$4QCCztW%eZu<_0KW_1ETt-I&k`*9^Hhshn>h5I-
z;E^#9$}!{BK`|6$H<u9CB|Q?^EHUlg<w^|`g@0<Sf@QgNRHB(=TXBt%8XLA`7`3}|
zszXU=@t^7oKj)<3H7*Op-!&9_^QmY=SC2<!AU{ZhRp0uaEQiNFi0=<OD$i?#hh2+&
z%J)<<osmaH8}@W6C$>4>()OR*FM*3X62iTsI=^qv|1{{zJ`lc61iRgZP@k?<So#GE
z!EMNQ2&p<Q*te!JW}pHwia0eCOC0j$DOC7~j~XmXro}uF-G`H(F(lVyF0L`Yp2V&@
z(yLzYy#R=R(jMoggX@9LLVu~dH1lHgaziW2!GrTsV2M+_we&0DyR7@Lm`Uxx!jog}
z*}RRhOe5jHI$*4-YKemso2fT_b$5!xeMRf@G8;nz0$Qd%z2)45B#_Lzks#V3*C}0|
zf-)xQwnwQ@4JDCfaUmo_Aq5CoHIXy`Af`zgARyP3RX2LBm>4@;gp2{+OQkjGVY2@Y
z<<!Sy=R2Hk5D2zpTvm`>6W#k5WWjx%Q5I!F45$FhV}=Jrx`)HZ%K9N}?P9V<TL$Gi
zQf?pVviuhD&QcV$q9QQ=EWEsAWZW|ErQQywOuAd`r{1P|W6n74AMkblOuto|U^(nj
z-5t|A*_D1`rH2kv)ld~`N&6A9oNw_8Du0$mVE@CJ&(MHu-OFg<hEgM&_`OU%^vQ1T
z3rK1eqR~1qIbVLL9VQ0_0ntlM>z6JjQtCv`JEo&9xj%{{YHJ%vqucP+-intvwDl51
zdm_{ay0Wd5H+Pw&(0LpAg@p)SfU@6QTA7RHH3&aHUQWGI`TIoqg1mg@j=lGS+Q2~z
zEReoIgI(1fH{ql8pBH56;vm|1sD`%26crS@U#Ut^!3g?39c7TVo`OzQi(M|&yHvU)
zb1o|t6_te`g_@=&-MYAsypRxtO0^C$8ylNU8Y|50!9?FH==NWZ!9n(k#eHC9%E07g
z)k+16chr?r<MyR~z*tOu#@~u+TRj)G%Y(URV)$Q}B^voY7)%V!pFmU#H3w=}1G~q)
zT?t5xx(TOGOG~>q_ohcAM<bw)3xAUF!yB!R=R|j1d<qJ5%(F*wMod&vYP~&6$nYEI
zhUoz@Qq?^iS#)BpUrb_Lts7zKfil^mM#?nYJOqJnJK#m0PaV^EI=<6&L*w*-j2~T^
zF(S{Oc;yfqoZiI}|If@Y<qnZ<tK&PzxKs;niMqeGA41A`YWAmvwOHClvL?Z7uGaxf
zIthZ;EMz+>R$UfkbeN-yDxO~l#uUACMH}c%Et+#29T6~|;cGiKHC(%N&@Thv8dmRm
z6|*J4FHSP>4`fw8&e!5EO=uh1Kdr-3lF;P4PQz<j>nz<o+3sAqOx~%XRNR|3M*_M6
z1$b7ED^f0VW9Vk2ZVc1oKE6Tp9ynXKg}5?{`=S~i_>$-Fv2~9?)UIG7ZhB`cLBdr%
zgG&utqNBq8`LCs)oLrT%_-^WOc8+&0#z(xPmaZmojxHy%50=zWTF6jf8QTXApk{>Q
z%26^Gj{J^3G*<?W{Py~qwRncD)Zr*mv*|{Bb%HMB%I{~S>HFte-{D_0T#z3V4tkc}
zBfTWGp&ZR=&#$C1*`ws1K7zEp@bTKssCttM4ZgRhY6aNL4)pw%`etK1CsO|SI)3FA
zPD&!1tj+n{mP%|C#b(I2mW=}5VR%_Mm|b+QpgokJy`=-LH`&>?E#yVB&c$Bcbvff!
zSEsW8vPzV0B!*GcRh8r3ULUO&2bxp6k2kHLD+S@U>klpI<$cXy0x9-oEz4qG=9g&h
zm+vKuYlVjvClqC<g(N-{?devtTtxTRHaKi$`Beg6mxEIC7uOCh+sV&(S2#KX=K)?N
zRvFm1qJmRZL4olbvkkJ(LoW!vc>?UVxC@Da)$Pm)W>L6?xEqnFALmH{_L0y$<CJR=
znNoZ*v;$!eCf4=z80}_^{n)MF2O_m)n7(nf5@&0UhX#}vk3fL&KF6{q)bn(rYwMz}
z^4vhDB6g!!C?3CflvR5$2u=f6$4S6&Ae?~GPp&0Nt2{3(h0vzn6@+s0H6x2ihVHkp
zk1<0f@M6X(%gUkvGto*>1l$+TPuB8L>VC=Yl!1HLzUuZXWzNBnZJWlGD@%Wpsgz-g
zsr$Nh!*6(b)d!K~n{3&otE%LqOUuDmTU&r%eUTr+GsU?V1r;{NIz`jsoSJfHI}4-W
zh%%T>I`W<C($|AXw~s&C)C-}w<&{R71zBJH=)m&tGy8mkfP0oy&1S?MhL#ownh8;c
zPs7>N@H^7`XHH~H@Cy1k`O7$hUsOs|8ib>m=k|J?Px;NC@ie6otUbYTq2`BVUs}>k
z>(8lV)F9L3#Dy&#BgVF7)%$PeZS=!?hcqKo?vkMJeWBl8(bvR=xD3H9@f!J8o>hg(
z`5BGxy8l**+5_Z#s_FB-KYk*MQ{{vfzl6(zz&^`k+wS3DGAQZ>pX|E}aM|Zeu)B}A
z>3zG7Wt+g2+v?S0<KTX~WcbY`C5y1f$&>M|_G`mC=cEl`M3qzzkHwtYrk_R8Kv*4n
zm_3mFI}36i?a`v-+ppj*t3NS0oa+NC6X05Z&W?GBR-thcc~>dMqLi>#r5Bwt@w%*7
zv)sgyo-~b*hA*6HbCk+VPf(nXn}-7;32Dx{(~8=O;bbCN<{D@5#PL6hsLT0uc1eWh
zf->Tbt+HxC#QHC1t<3UDQQ2=$f8%-oL<;HXVnx{NTwqvQ>ZkidKB$#8wHjS3ibJAu
zjbhE&)mI{FYjQVULa%UF=RscLecWTxuZ5$u;a%G+GeRU6Zd>>O+wdKkCQoe0g}j1A
zd*mPTJ3<hk_cSP%@3dIE`ey7+NAnxuRWXuA4GdT?3ztsnQk7;5{K)2_7dcD!0&}7n
zZI);b`m)k3oZ@&JV<Om;lS*yOx(U7VM%j3eZekTm%%Ct&E%e9GEBg{*w6)i(6d91-
zr7|MR>5y!{Cc!YWT3Y^4t0rI;4T$}kBPuknYU5bua-O@{4EL2J$X-BNdRP@f#nLQO
z&}!+TC`a;w2{|I@nr;L8g3G4}PU;(}V~H@?mPFuPqtls=1NCPS`2pE8XcD<nsS$-Z
zT@oC~f_Deulk?S{8eP=H4NrU!D>0VtpNJCe5OO{{w>jkpW+L|&Ip&X#4Lw1T)eUMp
zl4;p({uE*U)JKGS3<Oq^@4d!;V0PzeLwk8w#8KYf56bbx3+n0!?h9%&B#@cHJA;Eq
z>_)-QkJFQBxe*hyHX`=oyjOeZ&(E|;!S5SCs;cPWVTgDXWS|~#8>gcSqS-h_V?s5P
zq&V~H5Z_-9tb0dp5a)9tZI7F)yvfTbIYqw<fFS{FsdK~c*liA(1f^tM4FT?d*Fwk}
zdwdW$8oAA=O+Fzl%&>o853qdfTa2IEQs3(IA2R+4ajnyPJ2&c+-?6<k52lX5y3~I?
z|3+-@B4>)SNpj7QT>iYEv)DXTdz5v3j^K2apZfIhm3jS#^Q+M6PlvCojlGD$?6FJ!
zA?wyoT;Cw;X>>cIqAM!>vE|##qApA*yOD~5ubIADY~?mc;v@7Q8_;(r5e*1@a^H|`
z+YV#p9}fy+QcC>DuY_InniY2g?VEgrfLWWwwV*35+}winO)%o*#<yNxu2LDJyl{2M
z-6)@(us_SGG2h1eO|FCD4Kc|fw^{?G3P*)ZLL118L8jA6^phqT%6Qb`G*03ZEieFz
zT^Fb528r8AuiqDeSVAK&kidqxfhr^S3x5MbM(#EcZbi%P%aB&h7uPk>1J@A(>|>6O
z0^qY}I`c<D)31nzfUkQg(t2RK^~vX#k!8u1P2B*SiSac1=a>CKxu_nW$gU6X%Y(N!
zQB)TqM-ry+>5aH=sL3LHZ{<k62g6m{owL9g;KaE5p308C1+AC_6btrA0gO3e;)$UK
zZJYWZ(Y4qq{>yp_9@KXn5vRm8g$QZ5bS=Uez-ma79xewT+%jM^f4;==`$|cIYP1c&
z!isIhs!406<hG*{TYz{+{s(L1$KtxGw4;(WE$MsIJ?(gAD8*2wxE$5t>i2(3HHE}H
zYA{G@dbC_iAtNJWcQ{ErKR?e5>AlhB9GIOs7oDl$`g~_jNkzp01Ir1E_+Dc6dEE2#
zceC9QTDxO@vDpxd{!D7;nbk@Ft2;QW3+rO7$(j&MpsX>QAqPy$lQ^7gUhmdvGjj|a
z+PafHrMw)S=!b)Kb(O$pqJ8DYRQA*?n)H@46030-HP#}iTaS^yW={9a{uNOI<(4P*
z2R?xJmc+=|spYKBk?TFdi|Ag>KWC}L8@p_ySNDr{CQDa6+O4?OUM$|+0J)bapf^)Z
z1>s^)rkMM84#1zG<gQ0SEjUd=HhT3d##@hrp}uL?Bd^NWduScPvl#DC8<rlgj3rr1
zkAt29S3P|jcsO1pz6hzo@oLwts3oYY6Nm-BfGN)vz1ck6tL8azzbt{pjY&~=S>k~9
znuz!S)K0&sFQ^f4_3dIzZJFU@a8NC2*FS!$M<j8v#cKVGqSYRdoh+E~9o(@O14egU
zMzw{&8cDhavSJ@GL*XZ}yJ_mpp8p&~Ak_o(w;k~%E-g|lM`>qbd(pvgifGec^fGp;
z-?0-4<A}82Un%@l3QdY@m0+yy!E&7|HYJhzYT)8yk9N!|7d%C3q*wUoi%#PY=V7nE
zYp@Amybm0>?cB_&M(mVyqPOX2!c{ZyZG{*TS6fCnmSV==Zvo6?q{LM*l*+Z5Q5Fsk
z0uobvYty8{FGU~j)u>8<GDUXoEtEx<@srN2Kwr$37It?g4tS}H2msi)!D?a(;KVq?
z<&+=`7Qy@(RHWA4eKD#%;<e1#u~$Tp8$a&-Y*t^`j+b_F>Tu9k3F(r0=lPk<4cUpc
zdzJ2(rn*Ypj;rY`-tfpe%3Y0b7RF1P;c0~ir8ugH`i!PaS5ZCUTa07vtLy+KKzR?f
zVW=>RWxP-~H{r{oj-26b9$dyHrmJYrq8e(1cxym)1^6twsSV3^CEnjws(JL*lO^t4
zxWs(r4KrityUVV;w9<ZS;I0Otgm4?oCQCFCwcxR~$FlC{#xxLFh5P;fMS>HPoD9Xw
z!4uml-`V~o`Uw->%(^nPLlHrQv55Rn4T0@gl4>w}he3>FmpB{Bg^)N@<)8GyliYT8
zQWvp$&=u^AKj*8}e4+5Mw-}uM?`dIQO_^tkWQ1M>C-(kTOY?B|E8Y<(etMGa^>RKk
z<3H6I=$!)D5Rmdn(EyJY64l6!N5>k2L?ly!ck_0ddIXN)*wwy6_b5)`lsSMGiCM5@
z3C5N!gNR?Fz#{*+h`TI*0B=qE8(dCgXcQ!B#LG&(c}r3>nWlG3+EHF<ISSpSF?nkt
zfl?uLa4LdRnzVZg$Ijl(UTTXu5>M)VIt9QwOfLZO(?(>?gG}8#V;vGFb(JryrV{uJ
z5Ay~YrN#o*Uto+mBt|MkLhhhrmp?D6O9gx;kjJ%%7hHx+XcFt$96|G+3{ms^p+V{?
zdD;tZRe{d)!9|#)XPU;b*~f{yM!n(&g{U(|6XX8C5(4V`O4T!F^X5$1w)83u(#ZD^
zS%L*G@5B|8GFiPd^4f`ehbDCkOtDtGH515CYZ9Xvd(DFBwFwE6jGX;#MDeYHVrxYu
zZ*H1R`PfA`Uvux}kAQRP&vA>P(hm1|<v4V<Mm29i5Yf+M8^jmxRnO1N6*&xm^Dizl
z5dJ8zYM%UA6M<w8?wB88#$!Ep&MtA<RumuaJwvTE(@Vi%R%*7f%GNE#HQvhK&(&YE
zN*9wycMg4UQk^J*SCCn|MZ%opTCIG4tbQPMCVwW3W5j{0u|CMJp@&vS+%_p4dcf^-
zjMY*Jq|H7v%Ksuy=v^uLbl?LEy?VZ7*4-C1&U)ta!w*}y$-1g*v@kCa2B0mi4<N@Q
z<{SIoT1e7EqDZWjbV8<39w@F3k1=+<RrV83$APB?XFJ0aAML0iu%I&&rETr~bU(K&
zN+1~mOtvACC0skQs#H+o5`4rpoNX0-iU@|U!O+)M<E(%>7FD`h5e4LW+uQQ0z`3%a
z88HN8u#kRVXjB6+XIPUKQFDVs+4Z+KK6f13^fvr5Y94Ckn%y#~3{?dJ>eocFUOP%S
z0L0OOT~T4y1()orl;)({u?<l^$`%P#h2+CJlK_s!ndG|bwZDgFPu2mryf$X~ubijO
zrZO6&D88z*VuXh0$COP`XHzHMJJs^~mZL*EuKX*U8s>@}Wl@Qqz6X}kPar#@^~xZ-
zCaj&%w<&$Y{7|kvE7Js&zfR&;;h{$-HUUENn3X_+q3GSBF87@qIGNnl_>r^8T<M2_
znq4<bbW9n?17VzZaCAxR@!6;Dx>1eSCpi3}HCF0?0n_B&Q|qZ^`wl_Z9MJ8|Uw9n{
zIPE_&=tsuU9HIF?bkrjxzpd2qULUU2)S?-TgjPmU`HJRNl;CSw7j*`C9zX4hd=lw|
zPmJ31Y4NW)gyC*&5OfUxsUon(nM!bz`b#B=z2iK1%Q&x6ux|{@5{2uTZCT)=zX-f-
zXd%vt>?_9d$ol?Sl6Z1`te+G&0gbhu?iPr^{1b(Be!+a`iIWfbDNc}dlcYybM_knw
z3Hn(>ZvuQgRVn6UXBW2oU$@o0V5TWmPF<J%$RzdAi8YEU@3)^z^V{QDKVR(+U_?4E
z7WP8Zfs3euw!WWTJt+WN$DvWE`i6}Cgx=WlwH9>7{@1h&zTKnL?sj{@?5Jv+J^i{D
z^*1FAru&ykqs?)nT{%?uw9auO)B;6+qi)8o?vrsw4RBci+7ba>YC#ZmUlxP+Yg~R1
zJmGr@pmUOw;7H30Xkba5<qH@dhJzXNH~Kj7(iY4E@|^mDL%NanrWiA8Dx_~`$aVr{
z&?Ok*b|C91&LveNr>hXU098RTRW1r>k5s*hYv@GP1^rnemr8bfWjw3#CpFeMep$DX
z9^COivin>5obN5^A+a&)n>k)v*F9_aYAgdON;aD1s5$Z|qF1WaGYeA${=`-_CWqcC
z@0w?}=}-Fz%VEehMkuG2lqJs-x}H#;Dp5fRS?F~RD=^K^A|!X;`4Uy<w+@kAnRl>V
z)ih5is%t)-ez*nQohf#({WRx&9%Pp}3*Txromr5N?0#5OyM3YHL@ro<=DI#*t3f|C
z9KrQoX18h$1$F)H$;Phk8A&emC(bxVa!zAUOj_C+isf~)jD>TQ()E%;@6@q}vOxjh
ztxMncM^911kUyO&DH5w0PE>``R9D8$^+=YXEJK($lyAN^a@CqH*p+#KB|>TNsnR6c
z+6(}OY(^7n#eWrjFEc&AsavG!xS?;<Br!n$s=7`RLs6?PQxhM^%7#XkB{h5frOrBs
z&p7aU`B*eUI&@tn5nwOt#efRN$DQBi2V$vl$q{m&_?^(NYG}KlvG0-bOnV=A1!Tv9
zlcG^Nn-$MY&uQuV6uy0t0m|`wt^EBhy%0xzHX&}O(7$@`CuMDwT*h3Fj49hc+6UvH
z7c?Him8Bvin@gJ66zoqKk9bJJP86TyYzt6a0Rkr_?oPz8mDi3@K+6pQeZ*K_iCkUn
zm@5kq&ma%g(;r33^0bzz0D9?`&W<Oxv2oPv?*>6a^gzA03V6J1PZ>xaked}aW!YJp
z9WXd{d5)+m`7$h*18j}Cw%iyIb+G3scGAD3e%lz}Vq;#P!&`jj+f$x5=<Bm8Oqt)Z
zCROJlO#8~(eYW!nAW>bwh`L5MnmYIL_W(RQf42v>SHpFZzk$G6HT_V9$EQ@g%;BfJ
zX$ZFPTlCVgZ>}VyOP1w!t!;>&vMurluif1cx>#7u!Z3yOR&<7Ay=La>smk5S!M2f!
zqayA=oqZaly~N)OR8)8XH0Ba$z|x|Dy**2&lhbrcb(;{q?VHN7wc4-Iq3u$yJ1mnN
znUG|OuwKFCR`K>Ix-TQ+A`dZRX-ib5Ont9&w56Y8L<jo7ToC&Jx4*bFK-X5<r}84x
zuL+$VynL>&0d?Z&H1239?Nb4HR2XEIhx!MOH|ow}objESBOQ#~-Y`w|fPyo7EU8OD
zn9Yee;5oy`d{Qxc;qMK9Ij+aP_YCu4em7WHNMe0{=g&GaFFN0S4%*J`Hrj}c^`{gb
z$cPr%0@4z89DGgZPTQ=37OZt~&u@qa&NFFrHP2S8qd8)EXFW<++Qj;TAC6dACi_b%
zNd>GY!2yxa;ZpMlxaDB=QI!O|64y#CI$+WT&Gk;iSeQjhk&Q*~8ke~Sdw03NI&F&7
zW<AvJ80;%t$8_!XqR-tmi`-cdx-+#TVBsNlR8H(>xWsD27b*1oX6KZ_f!;<AnSI9H
zn-)^2%scI~#EK;tDRlj2$32lgeDp=zLl9KS!%sNXr9IFw$?uLWrz;~evP*-ti4;0L
z;SaoLI^0_*_9A<1@!^U>sG*C93=}rCJ>WH8Lv3z#5E|BLCZ5zxE+9X{A0-tCc6+8g
zfFA4Euu`{Mt@{)oNnbc+Iwo?RHikBp8W~>lgU0tNh!$yYzH5iAj(z!^8*Tu%ssO+N
zwF*m~8chNjC?M>{LY~ToOp1@MXJRA3b8<Z`DUYfdE{)&Lu99;OH#IzBxLR^4gB`f}
zPR}remZw0K8lB1BR9p%j82kxv)STN%!W$tSr>q*W{ahZQT9SshQ(wvFv~xS1Rvr3J
zg2KHRmL$lZFuXL#hcxhTJ+;I7c}6u!KH#m`Xm3Yd8Tq}Y(dZNM$gehNLu&>=sTBU;
zW+#;t&xbK(#>WW*F|QTiR@aN(XXv-`t**&4-+|(N^Qrywn&2bbP+>+{dFOyw*Xlji
zV)df($(pB(R|I*Q?WH>7scHhR{fk0=yzQk9j~EZ$wz8(p=HJh}m|l1Z!IQ8aM;6^f
z&v)biCTg`>!;3POw3_W>y*#9~CNDk1AX)tHPppi%b5>Dl!Ea+qh*!UUS7wgaaP-j0
zE7tG<No_R<w)7>jU5s#cRZ*i^Dns!B{1TyEzaSusKUI3hO`UX0o@{pHz!Lg1;z)Dh
zryW>?$3A`XdZ$FnX-i}E=a&ZCdT+=U2iC3f^p9kPC93HJQh!fk-Z$?PK5l6C?dw{R
zkd!4xp~5nB=ep0ZX1~dcgEWymH8dqb)s!l{pYdbh%Gp0)yWiHt9C&VNu8b^m)VjB~
zwnv!riEwWCp`aQ=Tx2Y>Y0oWgw`KYOcp?KJX-fc^_ja2b$bZf+7zQ*p5Q!T1ipj$v
zX|Fh3<^4wIEW*{FjL`D3G98C@qL*jXd$%>R(P9iq`<1%YHlD8WnwUCeb@C8x47Lu)
z0j6#RmeM=1?A7x~&?cVvo#V<zC7yK4mP7FxT1nCMW*!2cmj4DV2rCNQ`X-?0?CGVp
z3RDDI<OlMpz!`9KK5+gAPWlHb@gFi<#_|KKV@#GxVq3SQ%POn?lsH)rHqp2+KFKbr
zfExc<7GD`*{5>=18UKh+$ms-Pp>iQX!oH-Jk@6B#8B%*gFP|7{n*m0toZ&C%iFt{C
z8NR(i6&aRTjvAJHK3<lb-1OaoApx(cp4_GuK`$ejLpilF5CAsZ3ckZyah}8LHmAux
zjfu?A^%uAti9^1~B1aPOjI`S$vtN>`@heR|ieb*%v)~tl`<|5e<!73#W{o>COko4`
z^~gf&zFjNIltsO8F7Y)q-JpH`d0W^8l|`|J;HEr=<?pgnkWImL++zcu6LO5YH^X8e
z3?Ub(aB@534(1SiG9fj0=B|@LP9pJ$*X~A~0!g>WGOo$D$D)UNVMUqp)LHk(nFw_s
zONX7quD*ZYK2vzC_N>bIb?jJF3O*AZyJNeR<fOZkA|Lj3)d~cs-7W*NZov+XAe!UM
zA^Hm->VJwPdwGz)i68jG2tM8~4+FJ^Lv}m;2%_TRhU0hxS#BeTLEuou?SqMo>7^y{
zrK+?15?>7KGN{;7BYs<O*<0;myDt>%3OcRKroXm&_%`QsG48S`DYOTU2geqWmX-bP
z<;AC^rKP9WjWRxLDY9$sbAv`~dDG0!TATyr5K+$Js|sC*STPM|U6|rN`Y#7%k;#sf
zDRAEh(yu=|Y2(e_eEl*#7n1S^(#03EpDz@ItZ{xtp9kLs9u<G21*t2r4{sty1ia-A
z?fzY{8`tEI%TNs<#ku^Z;)2f8=-S)bw<&Bjg0iSMdy~q#E)he<^xA3-IAB-}we@|)
zyr^2_emGRUx{Z@1Ffqa2iLiD3!drs3s50p0Yo+V;ale*%BMwG}Y+9j_7>md%eg;G@
zl4oY`LDkOp2n8(eae32LmJc)(*pL4Kd?I$L#oj((7kmm+59LTR5~SUL8T(i&L9Anx
zz5gzVyO8A}#!E=i+=hdcZA4K~heIq2;^yzhH!!!8l4=$GLW*d4!hCK+;8=|yp8>Sr
zKS1Mp!W#oLvC&zw9O?t=DlGIFrh7aY0jW#=o~HLRS@f}*IuS6qVJH^UGh#t=N?u7$
zWYk@CICCfiY>%uwHFHA~@@rhjes-+o5K1Wh9DhhY4jm6JAEC}!K9tpUI9Q9@v2Ua-
zYy9|{TL`j<knIjm8PTM1wTcf^%QA)Lh$wSUjqp5Yg;Q)Vzk0cV+N+L+z^@aLT~wH8
zO<O-PZr6BLPIkvj&NHHm<QXW<yQS+df1nJTi0l?dgfFlFgd#gw5pXgkL{%h_c~*{h
z$4!ZiZjiv12po|oR{pWB{Iy_Js>!)8q<k$JoZ!uOCN9GZb~6pQjl%t{um&P-yshz+
z(f!<ehsHHX7JTfdHx=$%Eexyqg%$Xvu2V!^j`rTDV~bxMbp-U>R4J%)yfi05r?y9a
zhBHl4B(V;5JnG4CIZq=az95IILolb&lN=q>Wgs^<KN;cq<=B~8CIQywZOtW4=xisk
z&w*1vXCBaD5DHR+`y)coF%hfzBLaqNE>4+ISX}yxT+DTlS{stGlw?%CHn}->#_+mj
z?~*Vs-4~nALnu<md)_ooan0$TRFcJEy0V^tKzo^P2Ws(enV>;Z19Lqc3!Q!Gr6EjI
zM;2qlAbRA}-n1^kj{R`ZWee>nDpvjdwc005(sS?~xRtAWRueku)n$ff@~;#qt(AoN
zsFJm)Ll8x!-nZ(FMDe9Vj<hDZ^fx|KWIh!l;v4ux^g10g$7#6=Ko@gOTnvqveHMB~
zNXP)gbUAjSWddH6KS}cuS@vVKyqD>Iqe7iA`^Fl0<IN2OFu<9{8}p<dR2bpvUOXlo
zjsuhZ&J+<Uk=;|#^nSSqDxd0WevK&5mW|a^j)2im8!j(3cCirP?}srk-%^mmuZ>VR
zWBMy)e8Dj@XW|mm30x-@nDr6Zo>I-c+6a{C@MVC3S!k5$Udyjqd<xq&0?0n9W;iLR
zN5G)&J26+{6aQS&Uqz-Oj{G^>13~TODu{Wh8#gBm(TwsQ1-@lQq+XtUkeDvt>#ZBi
zk*pg^Xx9Y(jtHp)LlZLualaL}S9;Scm&YtLrn<1CwWiGYs|983c5G81yHF=&Ox=8~
z<^7tYz9$DjgaZ=n43RWV@1{Q4AUQiYd6vn7%bAs|=7jt+ga*gtT&(_;%i^Vd4Tjg_
ze<Ee;(6<jl&$kU}xqKqxqBj@o&kZP2055jYn}c_WO*1dLHP#IYUnae9$-t?K>&wAc
z`x3YSA=A}jcr4}l{1h;LDpNNM)+6hB?%}8!zF*L|5M3Gs)eGKRm=NiP%KLhbNAJ4N
z+P|tojyt9gUjG_+dQ(IUAGOpo{Mt?CD^2gQsrttKj!nIoQo~QA4wH1WXA)39rt80)
z$e>9J+(&$a9!#lu7I4%c+?BRt?!R#7Pdj7=#cKLvHqWJg@X7;!lbw#H`yVZ-J45BM
zyb;HO!#6>^IU}$5(l5gF8|aCWfm)n3?~$PrV@bEB<L8rnht<p`v2+ed70kZ36h`~1
zxe1~8lU2lswfLG%igig&3bZ{XUF%{RazJPgo+}6T-izS3v_tlrg%{#9C!dBVK=`P|
zbVUK4=@JTLj^WaFlLF4*UBc*xw%q&F#7Ol(Nf!oa)<I~`mw1>@T=;#!NTo9kBCsv2
zmPXB6-RO+mobW>GJiis9WYbQSh-)}&Z?pk9W$!G%2#ssVjbr6|FQE+p9$z8U7`2WW
zOitpHed2y<qw}!O<g7aGBu@zW+ceBj)$__<JN&g$j2ib_=38wBJ*fko@~wU!Tj9R+
zn17al%hW|LpLn)6*X)Xq6zLkLF6m&$LEw4-A|NaVI?DM5XZNg$1udiAJvshIer{lt
zXP*K^SsyPO78I0E>I@Q+z$p|s7^;8paQnPqdzh}&=+ow>Rn6VOzX(^(hbUI~Y~x6+
z!Pu!?7o2rBU#CabKACcLA=d)im+7eLMTOxAANh^vm~Vp&2n5cfVdgwVG~0=@2M)F$
z4dZCO{tk%>7J$8X>dl|>5Q!Nog0fYCJGGH=)}vkUCjiOva2M0~ddSm1RdT%}f)((Z
zH3$?zB6~{<hTrWG98OQb9wq}eNR9yRU$Hu>Nc$uz9ijm*92`#xyA5q!y)+c)H<qV0
z^d+$fd{?`-HJg&-(1+-=78Xg9&9FP=R4uAMq5|dCcl#WRu%GC)T`;ag%PObtrI9GS
zs5s3XdGM?a!#dJ6=)JNdDo=Qv*ysDogy6!89w-{)Bemc1m!%;fAs{40g?}17t|2+4
zb^ihWSh?y_@24lCK<evsN{T`lRx`Vq`)o2(6BmuMN_fPwiEq|(u1j=oIryMnT~zC>
zQj1nH<O%MY@L<~IO7+iBbE9=#z`dn<gq>qNlUE@%LM$gMXBS30>H%wyj|q65ZA9PJ
zs6q8Aded+Ro9e`Y1#Zg5RKpe3fz8p3F6qNJUjpe!EvVdR%6cvb*FnswOx^OxfMo@p
za8l`rt^9%rGzvE8s}^}Ea$|q!txEd1WH8=(#+gEg)L3pDmlzDk!Le*ul@4n#R6vD6
zR9-41>CNB2x_Z=iXc(RM<&OLL?|``6x1sURJGNbZ(aS{2Q~7aECd?L&D@yjx=T=y9
zKgQJG2_^cdv$+V{7F9|o#>9_X>4r5LIu@pWhCmw}Yozwt_sCpT(knc$6QEbi`csDf
zmiIv6L@ep2`XCAj34!HicqQV~WT9+@q2YFh`L$W^Zx&P+I)!%sP-6FP&PjAAE3Rxn
zu+#N~5A?*grv36UjenGy(eoavK8>x(+@r}t0T|m`qdOt99`O+Cd<$Ueu1EhCuj<!3
zry9$XgDm<&x9oKP?W%D@wi>SbJsI?3bcjxr!;TBiKV)`@jq;6%pH1EB?5Q{;H#>Nt
zksRy&Rd$Q!yR9<E9|t!nVx}MNgCrQ(nFLdpEowLwTSk-e&S+eRk_j`_i**71B|8a5
zDqD1SJGQJe?k^MB&Hf$Q#~iE}>V@FMr%jc}^z~1G<x8;oH{;@0`ZeY{?nIFMu-6s+
zghEza;JoY$db6E(1~_54x3476P#-blQc|5+{JR^wP6rD@qpY#;4>)}3l{!6MT@@S&
zG`;6f>gv<A?18t7*wc-5LfZEDUnvYy^}6Eent^l7in{#`s9jh%6wOU2ogRFz=Eev}
z<}ZmlnqY<<=8gqri>`8%w@UdNlLHgzRnHuVcyf|Twk_wuM^ul~m#~}I!}a;sE6;1Z
zYEUMR%DWElSn&gkcD@Df$nB-F%C28ldG*)&CX~am<?pA}l&0W?Qol}Q_TIb#)gW{n
zhzS9QNH%uDcjDqT<xp5Rd4{pSSuGSsUtMuC8=^!v>G8bmngL@oJA1zQu`MG&m!V!H
z0Qkrjt4(`<-kPSTLw)~#(9D1wOI<b~F9{m1D*FcK%}-=$i&WcSo1*glMmQOsx05lt
zxp`pex)t6db)5e0V}21&mwWiY?F|{Ud}tX+ig8;**$N@|N&9uj#J|>H;rm&^d6e3R
z$xoEJa*LUnu$Z|&L|+c-Z<M}by=6RzXlEXuhpouhPlF8jtYCOjw@pH-JB-ff`vSgx
z?)buM?kUIJZh!X@J-AGw_d<GYi}5go%X;rp>EzgSfJaOI*2qIo{m-n91l6-2$HAJt
zEGE1^?p?zf`5}B^UR;s^C3#=^v;e0b)c3<u+U@4&(n|*er%+WPP6WpOs4$#5P~vx$
z@-Untikwr!fU12fyjScv^p3ZIY2-?DokOgScEqnAX*99(eVHXuBx0YmZkt1c)9nMn
z&Y)`s-}V;g^?!f`$`z;6Jwm8MJS!v570Tgn%3^R?=T{52M9_bw4fcF@^zuss!Sc<>
zVTE~NRk%i;|F{!*m?3cr&pD!uKV!{u63gqoX&5oOnGAK&=R|7u&W&EZY{(1_$;xFD
z?-_;%+qMYFr+9YiH;`UGE*bPFmvwDQh0R^MkG#HpH7wDP;Y}kW<VE-Wz!LoK+jTcD
z`VlpSWu%>c6y-BX^!`2x#>O3IfvEAQq$7*cZ~MTQT?a=JZ3dPY!z`=<C|4zy_e-DR
z@s#T}&0FifMyxcZK9R5tTaRAxlMGv<j|dU=Tu8%x&K;|Y|0cc>Rc~N1vbv37+MPqF
z8_FEEa%$~)b}~WBiPmCvk&|Vp2Pq}U4=KbTJnY_p!z3JaBL%68plx%ydZ1s@@K3&U
zkA3D^{DY`#YUA5geEUz5%vzoRBQof&w*tZ%=b-@`9QkG4O3)={^~>e`vp2#$CkPt~
z6akUygCX@)pd;WFoXL)k-UI!c0~W*qn--@8K}<}XHWdo?>I5e*((nbIRmpVDxqZsz
zlasR&Ps&7Fmawy9b~#@S?(gp}o}!?jNMo1D<VNRpz4+-q$+hVfXgrp@T|Xtz7miK$
zGvHlfm7akiE#hiFMVIw4P6=s*Hh8qdDt&~lO1Ep0TQrH5mexNo5URYQA}v=`SJx%f
z(&4iGvNPh3=cB=PZ}8K*rwiNwm2~pfnr+v22?=<C_ov<B!&lH@&iGppF|P}=2YF&r
z5({LE_w(Jh%;hE(0|WBI!x?#bqM&Z5HeF2CM~OKuJHcabBig($r~6$F;LZ)>lVYpu
z%d7l#w-NNGi}$it=qLOw{|OpsBccU043d_PsP2<`f`piSi*+ty|L#v0lG7j1j}zkL
zHAjVmdu-;+UfKmbevqh-FnwrhWy=Sz)U8v50o|XF4+BT+pbyM1_Lg1-DZs3`-+zU=
z9VfD`Ub<Zy4xG1u1pXMvtKSuI8el1E&cMFkn4YoK!WsR`2j~Qi6OU1$mVW{G9npSH
z$V+gc&1k6=Ef65V5$`cBFf+tC<jdB!PSl9+mY_=gn{s?e_9gk&jLt-H-UoD4a_~#Q
z5*nI2MEaial0Dcl!00S7Uq54y4c6cJkRv_h#iI|c|K-pd=J&qN1_bo+=1i&=0GVn7
zowB102;z7{H+oPoyh&p>a-OyVmL7+ay*o#Zn9jyxg!zTN5y<uh+U#<y={9&^3a_T*
zN?sgy6wf@{F?G=etjBWzawNaS(*>O6b7X`#kwOFcmNH+BTqjPqnu^4%d!f2mYCi0V
z*(G18=eFuiE5zo|SWFPtxol@sUlV~jxu-Dd3UL6pyGbKxO0((e{Tt58P8}rKc=k7n
z7VB9pAepFqHf#k)dIf43n}FZ@Eb%nuz9V&y5y&NKgz43R_2Q!eDZOy4xo29tk_YZB
zN94wuIWpOt5fwgZ6SmJP*kn%OeS^}?W;34!RGT2^_h>WG6oVi*A)?m`>wTWTgl4DW
z=<JVn!V8-vZ^ntdeJLZ--6+To_z>=TL_@1uVL4+6ZQiPNt{>bJ%z6IuiOI658t1{I
zW^imLA+G1hOT*E6Z+8hmF46a%=;>p~ULDBmnJY=s!J&TZD33#duI3=+c!R7fF4Pcm
z$hW>JtQT!^NCstN*+TC^T0PT<j(WB!I&_|HnE@XY3TL^_$a<SgkO^h9ILx;SC+o0z
zYYnY6uO+zMlZ$Y)NQ;=hr=yMvow<0nyf2*N%26j44E+l9!CiIQ3eO_;44~To;6glI
zc14|8=5ZPIrKTKS)$au!_*!tibLIXc)|4D=cKIrG6Xi^aH`{FdluJ2Xsiy{qtCrY(
z2u7u(;96N()!1$d9Dz;Fve+>axeNzC<Kg3P50Uzcs;S{&=DLB&H-M)o=*OaxlHHYh
zQ}8zJ#os?`SXYmubk)p|zN9`+U;cWWGK7he1I+AugAhL4RwbGLg6#{KZPvM=VPIHF
zC^gi;wh-h39(VBm{{Au$1{9RYlx}gaoEWhZv)^ZZ!O1oqpo0u<2T}Vi89C+8@bKMW
zAGOrWw)S>5>b1C!5m(y((7OMPX8$Nd|Ie?)kLqbZ!O;(_y`TJ!j*ff#`z$>^l*@AX
z4j6yCh_A#yAxY-0E$RABWP*w58lxQ_e?2e3gm6l2)2Zx%ChN5;uvgpe)pp<bFAsxS
zJOKfLR8DJx)n?nxJ3a@DZKkf*Ug(|QTCEruzk)!-A7b64+gYxE{gaZg9X&`v#9&F|
zxTOC-r^E~iW@8G<)VNHXrv+7A7GeL!#>S)BA|ytwmTu8xI=EMKm&?CVQ-U8vC30CJ
zVC=@xL$6xrk6AbA|9FZ2)e8F`9PC?Q(+L<LxG=-jyyDpjIv_kyghLQe5?54=AN2$e
z(MF8M!^dt*Roa%EG_je>;#G@6atjH9>X(;=t*uTRv+b_72NuZSVYMH0dk7RnLP1e+
zpX%!i1g^yXPfh(_=MgLd(iM@OL->!K-v9sU2aCu*75u;N=KpmFu&k7=!E#6kYji9T
zAAEoBf&~BP-tgb{Uxfg-*8k$7z&$OI69V~vb&lY^S%fSER=@tYBma+E=1|~H`@g=N
za{};(JqsSZBS=0jIT_Z|)AQhCw>_n2wpWy5)YjB2us5G470>dU5|$BGUm*ZIa4Kki
zPKbA!pz2n@4dyXOoj0+hM+oMlOC?h^y!lc#*MSoD+D7zmD#*1i`#~%ujud=OuRog$
z<j3k2xdr7Gt$68K#TTEG*CHgPr6(}eEOwyWRkG*6YSX3uGzB}ix`+ImFQ=RRC4*s|
z$r?f=TMzcQ7D9KNCW?EOaR5c>bV$Lloasyve3p3og%&bCwMG1qbsW?=l7UJ5ksPH^
zB5_erGNbHjIG{!55$U;q)0WBuc!DD*OvN%^2B<Ihh|a=3OWgz0&zUS7UKf{bm-brx
z?^f3K&1D1<LU`CFlA-bgVUbe;E!Za3zVpIGMSn@N?<gLsX)}mg4DE$=Og&1n`1e-=
ziqs=43$X4Cz&yh+o9Xqd_P|-eB=_1r@P`;8yJTD|@tslvcrI1s6%UJNPYFT96~`;I
z<Rl#>BGOmPZ56Q0D`PmJV6O<|arHbJG<SIg*e_TSP})39`^1%Bdri;eqF8L4&0GYV
zyjUz;Jd{rB3BYfh|0vjY(AzVH`%!1I7J^7Uv3j7W2?x)y%!&SWt=*z?s<OvNF`-L$
zPJr0k63@h<N-kM#txv7baQPD^Z`2~(AW5NllRz?%r<eI#eN);pmF)9c#K1$kc8<tN
zL0;70X@O*Ch_l{lE~r&+$8_<IAZ?bD8Mm^>OYeqEzMivedR(sHb|#qIG8N0BMSx(X
zw@{(a$3%%Y>ZOr=Q?=gTzUtuQTU;=|%oAvu(r6-6UnE~_PQl=^G!D#_RtSpIWi)x0
zmz539%G&VdL&ln@GL#1y(wxx;u@ln#W)f`0wsX6rzZGmG{2)9s<ADS}2Klr+8Q?6Y
z)=n{_=F=^IPt-BAd1ba6ggkJba;oR&^u5k2XXyV!**`@`_I+=>aCdBW&{4(d*s3HI
zqhq6E+qP{x>6jgK(y?vZw(Y$2{oTFi=A8dsjT)nNt-bfcTx-tf^YE@$Ge4gL@pe15
zPvPjei)z`{I04~ZA-CY5?61YzqA#+)aS3}$&?`(eS<Ow<e|>BVRaCF+!0C%H(S;?d
zm|ph5NRM}0M3)2diC>{06Ow-sUS(|0B3hcO)_;LcT9kmm3HpE0)LqJfvmP^sKQt9v
zCd}?O+z@X$^E2w080l6&$$uSx>lp<C1JzQtV^$MRVyXt^Y(qp~2{c|zqDKIck7_2{
zacLHv+V6>N+x2<I0KOob5h*Zt4PNHP$cX7}^1W)BEhsuC%I^@|(^0L&NVZ07{<|s@
zuX^46^f@6E?^*@(vos!ztbpG1&*)<R@BAvc^We&^#NEaLAJ22{@!>`M5aR67De_11
zcQ#FwyAV?O{AOOgnYcx{TbJu~R5W$_Uv>8ivxe%4=x{Ub;4tTryqb9EEd9TSGISn5
z+$#@`5$kyZq>0RAeFW9UPl;!7zM^N`)`G6^17%Ct7fq?weE0d>&R5E(*+klTu&VGm
z%%y#1D$TD}8woSWT~0#bnwrH8Zvb~bIP+3$JU$gq9JrLD?3t*+j+DK2%P8PT?8O2j
zC=&cl@+P#fFZeacKa7)`(JxeL)4g%vhU1OF9@+-Rmw>x^of*U$hxr5pCPs-|;N^xj
zULt_o20@F%QWdtW)4OPzd9QutE1bmQS{CBA|FuN)tCJAlreG*pMqT8#t!zMN$Y4!l
zYdhj0+W35EpByOQ5Rh?R-SM;~T+d$!J|^5-qQ<*#<fjB}P-SF4!k;t25XPFz!pd#J
ziFMJB-!H?X4oFYGX)#^1S~_S4bf0GA!rtTknPxY9qz8xU-pG^gckXfp&sSah)=<3D
zS^S|tg-e(-CPQ;BEnGgvJ?jT<w>u73;hIXDJ7xj}G11ICF~L1{L9d=494hYBg#*kA
z>57vV-Uf{o!L$5+CnCKJmEZquk@<%3e_vx{1paSp=l|BF-v!4||A+PV$0ug}tN|m!
zzVQgszAr+??*DB~%d7wTe~M=Q7dTjd!MhUwe+lvaAI*@&_XBgb{$H2a|G$gQ!2JF%
zqiT*#r|t*d*>11=v&@hk`J@F`kTcouh%BwH3TtX+PTMOepu1eG4Zq2K{P%YMKZiD=
zPDwgSE5vHmI{gFD`1atU_PxD50dkD)!9iHt_Iqsbme%m<*-M71R%WVNmtU*X=e_9e
z#a0+%l~N|7@QMiDjg^f}<n`g4+5N^SdGZrMR#tXwv#^jnc~XMuKLjwd?}ry<*EPQ&
zcxMidDE;hr2fD|{qo2pE+q0_p(fqMmbBV!#dcyVbnv2mKxI0Y8jn;j$Z!Wn$F=0;-
z2md-7p?yBc<+nf1-VnTQEq^cs73Y=K!+5u-vram>GO6Z<AdA;}&4Y}Lv3?uEa=x`3
zutLGORkVL@<yk)YbaRkXn0Bv^ql{wv2I&j8vU_*vZKIs=*g=<>H*Z}#ZEf~L@-t>d
z{1yOA90sqAbw$vc57CqfifejTdXHlH$H35^*yyUGY^-BNqMwi3IhCI+FH^8T9T<@^
z41CKg{fphM9bI!luhyiAFbAR~=f$A~n37cp1)v;2RGu5g3e<+(ZfH+Gr#WzIZ1eG*
zyZrcUs_XHbhE7iNq=MvRkyOw`eM-Br*DFONKyoX;sV>&<fBt5KwfMWB9kdX0EAYEc
ze-zl18|~UCVjx20Nbp`SJo}p1Ain+Bs)6v>abg)!R|hOx>|Q3X<Vp#v%(rm*uWY=m
z1J3D?fm2+luIA2;V26d4xXjY8^&eVptX+4IPlL>(5su1k<~noJ6FI8rKE~YxbAL-&
zhg~CjnOyI_awQj4NvJCy+L6KBU!n`+?RA-W-05WkaZ{(gw!_^`!<y$`K-FmH!7(+$
zrhQ$>{s`8eEYFy2Xh$mu&v_bdoO|EJoNBuixCuYq$cbJrjY-%$5qJsdpLo6-O!L^l
zSsbL3s3kcueNZ^nX#B#?nC*5hLxCxq?rt`!<RYPmje$|;Sr)hEmXGu0fxN78k3j#L
z!u68uJNt@^jI3Vs3Ecp$YabDmW5lfd?83QN7*B#sKs8O&AmlnSJon7`Gy8QoG#VY;
zVhC~5^6Bmgvj&2w+pe*0l#^Mz-~!o}`oFRq2fa>3K=;rBS)U1QDq$P6)-;;BNL$R-
zC4}eLFzqP)^Bvd@nafm_Mg5C#5dzdnVINWYEScxDjYXJQkLA+E?se(Pwsil>zj#jI
zLgI5fQ>Yck)dTHV2c~_ytR7Df;JJK9jpyuX0s8Zj6F;K<@&1p}%KqMC!s#+@&navt
zJ3c~MhT$UpdVGlNU-2QK+-|PoY+_DKz0<L885@fqNv)ktXUI5X-;JtiK3ynPb)>{q
z&5?oXku@$!h!BKxd)<Ln(#w<auu`5s76xyrms}X}MU$P6wypf`ZCiTQ^V1)$^*K~G
zMnzQ9p$PkgD!u2?{W)IN%;6^cla#{C&vzHUW<B~kaG+-b4h{ANV8@W^6>~#gHPqcR
zlSJWx>hQHLrK}L=bA{XXD8&SF@-n@Tf-=><Z5a`e=+6@LWnbl530uI;G4taKIBRmo
zzad7Xy&O8$E5(Gco*(i}h@__C+VjQvk?2d03`?54_egcqoI6}dLW)D1yGLB17=U5|
z9w6o=9l02ZvDAx-%ClGgV;e_SUSrSeMe9~fC5aaNY<u=7s-Phu)n+I{x*&C)E+YR0
z3n#SrQ0l`3<$YfUOMJ>)nZC>TXN1SL6QeLzTTeSs-JhiXXzF0~WM#jz44~80VlR!Y
z6clb*HNR*Aa4dGT_xeono5aaB@l-d0oD@>6yv*ZGpO@DsDe5etbWP7_f~L<e^o7E|
zH>;6%H8Z^sUqi-6b>q@PcbkoWkl#E5pZeD!gvZpM`6&+c?J;<&%=&~&BdG)@EOMJk
zn$apSZ{tOszykXD4Ff1#&fE}y&fZ^OY5Yl-W>lUQP-1AX?XWrR!Ym+pV{JDtP8^)Z
z90BJgEn)x3qfFQ(1u}xAtd8MJZ{#?%uv~g30<0X=d0%LC_sA+*unD8?Y8nFBA!IV9
z1!V|3Vkf$%krYu*wth_Yk31M4)fre%%pAINr6>fX{l$Z;U&(7NLzD8N-!}hU0z$^C
zN+eNeR{t(*rAQA<L#SzJrH7!OUn)EV&rD=0Dj(z;x__h<Lu~;@J8p{1Hx-uKR$aYL
zx`<wT)>S&Ni!-%5LI|s3tH*}txQ`3bU<0b%b?a%|>1iZ!ew*qm4JQ-s4(<#;{K-gp
z&CM?WOLP>UJw#X~m0Y2r;BS>&+2p6yvUfJ?P1`n<8}H}e#hx^`j&RPN6cjaMFHr}!
z&k}jb_f)$ien)=wDOP7$AmpHYYvA)CGYm~6M`oX?4djGa|HbMu)Yod6YapV=;&PO~
zq{fX_!sU{7Qs4qM#Z`t-C5RDL)n^9+@eS7NQQ+>_wimk3k?6Ru2<+4M<K{S+I!_}x
z*O|7l`a$YWlGGi`=)tGx?xlY${bB>ZqIlzfft4a@L}Amy#(gG7#eIfR$3L5I;RQp<
zU44;FZ}l3+QtkJAI5@N=Mb!=95k|<}>I->*|E4~z!SGHWBy&bW;RYAFPLcq^(a~rU
zUtY<9o8<_@=SJ=MnElUVW~;<E2<~UwvQ#;B--NkPoS7HBAZI|MJm4YmMSfrbRujDg
zcRvIkl7Q<(n7oQVu>y4y+F>E|9+s?jC)TdaclO)q!JWWwM%Ubfp?MLy<!dN=a|-EZ
z*GA4hoJ*IkApHx32fdF2@g)yB7*S*Pqh-OUxN6Vt^}O$d1mWEg?dU@^r6S^LN|l*d
zVFCce3pOpefrRx*v{c!dsV}ZzA5Z219L$g=mfS?A@zon#Q{maTI0YE8cm^1ke*+2T
zA2rN}4X~%EqWb+grj=ftN|mqqJP_XVL!Bu>6s<WlCwf@`N+f5sCeztzGv0_{alxPL
zJudD3vP32pzP_4MUrF}N!6P~8w)VkQ;CFI{kB|{jvDV&I?L^!^WEs$c=5bRz<$Z0&
zwfz>m8W(Q)i#lg9wt@5C`bp`RvmE-zWt_glZMT@p$&R&N4B@dN?}I1ax2)17xf`^b
ztNPFv(CtHyV$ip5WF=K7AP-);1~yTguZ_s~$qB(c$@4UqsNdjg1}88QLSX2|X?u$P
zN|H-i=$94+gGfOK8o0fZp`IDeYVO}Tl2b_=t57ytTGY+V0%Unrw9&;54~grG#rEIT
z?w*#+M;`h+e$aH~jUWV1zMdTGH&VMUlUj|_4^(sa55>=Qt9A9V@UT8b&OKU2Se{-f
znUKh0B^T6Gp*-+v(>1X75|cGlCNInz+M9fp#Ze)yZa_H?=B2A;7sg?qL~@UhO`dKZ
zDlZp>H3TiZtP)R2FM&NZbAk)ZDSnie1r|u)(DG;+rXjDwYz$Ekj-+V?VJVZ=m1Bo`
za_bdp-@0rZ?7Hgnn<BWWV*l{O3v5b{lz$=CI)87-l?fWJx1VyX@h7iFa}S*)*<MXH
zD^1x)ofJb#EppTY7NXV%K`0MUkhzR#CGkaUc@;kuJnG%{D<4JB%cB!T_c3DUzvaEK
zsmq{-JoR2r)iwH)ccMXyPmt`t?jx9+y?8r<0(#|iNpBYkB|dIUFAlxm7_2(eMvi{-
z^1{H^VdsO(bJTsYkxo$u{SWm5SK5U30NkO4m#S>Tjh{X+1U^sF+dNpz*KTV*VJoI9
zJ~s?!okq8LZ{|ojlV%{mnTc%B`QTr#AwDM*ct^E-os1Bha5ZAPze>+KD=&O*%<tm!
zn<69KR;sYZ+st9P%{9ReXh^5A>dzvu&EQsEYo?>%jr!jvFlLSjVo}2?bt-705P-g;
znwFtR<_-{h43K`~cPr*Vj$x(h+1|C^;!!W4tVUZ7o!D*8Lit?;-3ZO9ce??1q>)|#
zB!fNXi6#9gK~q_7Z_OV}RnptNgoVVHI`iDc>?7)|ROKM+v?YeAeu2U6xcKpNye~SJ
zW9zu80O1kJizUas>VIkOfvvMB(IK+~PUklx-WDHjXi{3lJy3M_{P)PXq5~g#LPDsC
zcQ_E{reDV&+~C^qrssPE^6buKr^%$gQKp?AuyPBR-O0y@+_|lFl}MSA`&M<~@W6`N
z@yor^+Ho(COL|32;vqKnPV9}t7$-}QGUUBuh32i~6@Kmbze;Nz3riSZ64zHYFr1@t
zv_g3UU_{&n!l@|!SeZE^J)2+@wb$l@5cN>kH$_q7)3zZ@O3^ngKyhnPH?j(t@K^)7
zWgh*`(1h*OEIrxEgiwV=jLKZ}FCL5=%Nlh)&O!v^lg&&f_VvM`!_L*?XCd36gB<Ws
zQ6Vxkm!1D`2HOjmSr<{mP!M)p@f_}^eqrQa1#|KWC;HD>Jx$Rs5!(0%*wCmwham-+
zZde1KY0_CkUZ}iS?qyrP1XrO&m+@$;D)pWT`g3IqI=r&|<?zJ0yZ@F6TKkacxx_MF
zl76wgcfMMf?uVGso!zfOHAHl<lgs}Fc)5LAvLT&y)cOM@B^7C}s~Eik)1@sAOEO?m
zGp~BiYQsn)DxuG;1n_p_eUpBv@M3?TucuqvKdMGSL#P>4UC|w9?AdqF@cq{q7wdj-
z@>&r@zud2$s?m3c^B%<ewqu6k`+hLmBWDiHrJ+8N0u8<cu8eIJ!v?xJb~e4A9waDx
z$t;ugJLZOM&0jm}ne`Wt{)y^(N=Or_iXBLvk^w9st<g(OD*w?|eNnn7q;4xInMc{b
z9Dd7OPR1BR9_{ImQY`je)uc1XIkp+fZp>tjsNrarFNY*bY5mop1xUQLCykvO^jJDQ
z)=Q6shRGbUk`QyI_mLRs4eoJJUf}Esu8u^$FmO`1UE|nRnz_@e30WksPj{C`uKtb~
zKGHh^XZ~tNY7L;Dn;XP|PIE{s@XlHito8Ov3*Q~4`1>$DNC0q8Z(R0*a~C_vFZv*0
z!C7DJcy2zTCHTmSHS#gZj$@j*WH`5p<j(H5<^-_ueJ)^wPiwza>>#SIT9t;fcc_l9
zn*0REFT?${l^6q!14||V=8y=Dc57*xzT!P0ay7}cMbL{!+M#|734u4Y*oQ_DyQPv>
zM(!&RBesdIxw(3KB5g{|`~p0_wY+FJAK69U+c5Pp&B>ICtP4S?v=aE{OJ4ZTh6W(n
zz0nu=Q7x6#p-aqLyV~CbSTh_B1yrv1WycN@|Lw9Pc-gk9k(D$xBjxztzk#vVCIN3?
zC&&>fIV>C;)^258uWM*bxc@Rs2k)QG5^>+*UlI?OY7PI(Ejg}$vDjK<d-q_THM7f^
zIu}<dD#sHQE|cCDkNcDPr0TM=GA^GtF3c+&EUe)D(bU~fM0R%eCbw(S|2!<gaP6&5
z|96}nCeM39tF%>EL7x=$y2tM!V_eZ`y}Nqm<v{h8j~|eRu&sIGu(VhA_1B|SRJgqF
zY@{erA%BWMtj#PI6YfVRX4^|6Buw9~Yb+*}kY4t_k)p=<OZ)~7|NZR3^13#L<EZ+C
z5d6BKetSxS<Z~|7Cw3N6RCGc<nB9tw%c)P2@^(j}16UyRy=V>M+{g*7@yy&lJnUK9
z-L{F{T$l)otV5=ut*G@_7i<HbN%e_d`UeN^5L@}GGnfEm1cuBwq2fg&7Fn2_grV{~
zZ$l}>^|Z)-KC3*PsFQlM(g0h-P&U@Ep|#IlqJ#(Is-x!@XRa-VSVhL}LnY)i_cdU3
zzUfW;VGFt=LzE9ve<X+PmF*)r(FUj^G*cBLx&I3DP{WqUKck9atP<Poon#&!M7j;E
z)E}A^Qx>FnS}8}_e@Fex{Mv;W)OHw7Y)V$yo)nR1nM3TMz^RT0HYIG6^m1lGX<u)~
z!9jXp?SIhI*ecG6dFge2+#KmTBV>kq9>NhM8c_G7ffvTv5WlPT);F&_`NBTG*uU1e
zwq;y`nj_1TMTsfb8QeP)7TTRnzvQL<0@ngOx4Xml#YJ$gc@ZJi(Y8ZHKYbDCQ#*$_
z>&%T_e$^#53cv}_LaKc*pb4q+2sr9r*IelJ=em24?<~DODj-;kWDG$bv^7rvWCSn!
z4v>;BWon2tK6oL7FrW(GG4f@m=4yslKY+w-<y4+83VCI&0wRmPB(vYEJA%Fo`@r|!
z?(^w)UrWmpR{8`S<+e8drDH1ytRYyFG82StWM%eLV-o`13CCrE<>;~lQ@H?Q4{Lxr
zUfHLPqAYaB3m;5-yNdO|%`W`Yy%md#^yL>*sjoguj}XGX9)4l-?cIlE3*s2W+@70`
zLDF|7&UPeN!fL!?cQZuvhrJ&-zO4jo`@)9VPVp6q{O^#?4vM4B4!-IrCV*)1AzW7|
zbl8P^CnV%>fxEV<KQ)o?G~l}E9M^kybRXYMMA>35tuX4oyFf-g!@@zXu4HbsoKSAl
z1hktFM2K^wnhROVkn=F1Ih<_$vdL^1VLt1FTd|}++RcS1e1yo?vYw7!PHZ~omu9rU
zrOzL*b+LV9MwPIuAZ?k!sm&Y`4<CV1b1u9|X@Vb#9qJt4<+$)w{7@hIcE%^lW%nWF
z9GDM9NQH)iLIS@otdDio(8q^?r9{7;3&+WFD=afpbY%u@8(C@%D|re6pAVJNOhK=I
z5uaMh_pb$%K?hp0f<tIjl)p{Z1L=@faUx4&fnAD)6&(a#<e7R_C5jm8G5y$EIv(6s
zcg?x8Ng-jpW8Aq>af{jMKck)VG;klp+475B1B!fD&C@m%{t)qoIeMkBYDwS8YiP#)
zb7f_Aaz!%WKZQap+7zV}I?$339I_PYfIGb~)?doO74crFbtfEx-lje6>W!L|o?*J7
zxL5aNL==APBX;o+#{wVM?;tQA$^wOkOrTPPDm_yo^-Ffq*(dN*0!&`04UI81N1Edv
zI;?Ku?HG!n09sPrnGEF|cLLI1545C2hXll-enr+W(Bb!@v<u7`@!tc9-*c#0zH1ff
z)g+QMAUmtt@m3VjC-nzvP(0Ca;B>x(p_}y$Ru2c`e*8e*<^#X7k`?gGXWL~NJEPY<
zJCI9gt=GFKDp>?IK;V3?Z%@%sjLnLeFmL~(_1k9Oz5$^|jn&YgZJ8+UGaI2?K$hO{
zZp!D&ESvh#$(Ech{?gGgagihhnRb7}qIh3#S<GKi3m`!xAj2t6BcR&A;VQEl*M9(_
zQi`VQ6jkZEvN7@(A(Cet0wSOF*|`y|j4*wabCYuo#Xq?7%yc(?wCq@JHAOTQ^(un1
zSkbvq`lLYAy%E7ylMz8NS}Vn0%m*SyWQAm{S9;oDkCpYGVsipuwj{0t)pu+U;1a+L
zR<i?zHP4tX6_xX5<hr(wx+UW(y`Sqg-+}2)79j`OE;vkBEu$(Cb_bD}iVc#a{S3{F
zq^BiJ3yCMyuhg||Zk1e{UZkDu6q1@ho%hnhgxcla(J%2UD$cAF^ScY4RZt7=Md?b;
zg>PEma_9~kOHTbXm>WQWEbNOceizV{@@f&fJH0A%pMKq(d{no?O!-(d5U`l7_hU-X
zNR0c5z`f?v2HWH^Ty)3?;Id}N@Lf0+Bm_q2jz6aV^mUFsY0AqlM$!LC@nn;Ph*_he
z&d`0>YIrp;Le=z{Xl0nq!RgbQ7{1&&NW2HB3)TETWjfOPGfDp9osIihjpq6iNjxEs
z*9y@@iqISQB<^-BOr>3U0Oi%T(C{He!YXa!t6&bLx+C3J;f~J8v~kELXT7f8Mnm2$
zW797=RoJrYlRbO$vFY_F52k?$JFKJAuN9eTZ{=jzZHMr}c?_h9Qe1=d)_HViotfdw
zt%hhU{i%eV*~ufi%N1BRhSRH3?5HE)YP``|+)Jmr9&t_5X$<Rb1{TAi_8I2F3X+AK
z)EJV~e+Ed+v7SiBHWWQA@Huw1W(1=pdP6r%yq}`Zbf30S`dE8Xg*R$J+s`cQ9YLq&
zY3&pc_{FXwaX4kD*SI(Dgnd>-rNyA5oz+^0`|X^15N_fNamsusqpiegpjzF%{%612
zm=0zH^5&gTTs6hQS!7q-<OJ!#mYM8laakTwNA?`Nj_knJvBmD(pKsDSPJ}6xUPu=c
z3_h>>k0npezT_?wmx!kLkZ(1|=(l4-@3w)H3JnjsvVCWpM0&kvHgGq!T^V4fW|mhB
zgAXsr6iSPkD<4lcZroa6Q)0-llx>|k++R^q6?!86$-%a8!s+R8sNf>@w0{pEF&{^0
z)P{~KnomUtlj_z`WZip_xN7Kyv)I14$w?BE&D9fUrdqNJNJ9Fomh6CG{!OD9U=#i-
zCvA1oZ&O&>Hr6g^07G-pO;kfMWRL$6#8`8DNSxXdai?>vBh%RtqKM3$^~NAj!JD6=
zqZH2@wa*}-n)|@DPXCqtIeF`}e)p`-_njA~GeL$r4dh57#w%+Wa65OOuIrfvBc*M9
zcB}`f$*0{g3HI)i$bELgS?-ZWnU*1-r5=1+gLot55XJ$aW+F;4bI`*!W?Sp!75wsT
zSp6k1L+q(7uNJD7z{0%dr#&TxJshGozlF$3_H^U^qr76UEeoP8Hzg8Lc7bM+M?u41
zltNV9s*eG0Q&lJA5y8QJya(Z6rTm67Gp(RlFvYLu#RF-0bimT9pJi4~4wW`aI#cI1
z<2xq-SmNDw=T%wXs0Z<r;{bd2{E2Suu^}{g#;uSUun{#G&>Vy9!WF4sP!T<s@e9{{
z^hV!Ak|DpsqGoy+LbV0RB`+VLV4vP}YK@9t)W#R57{ndRiawK!e4~kz8LGdCfqtJs
zMaTWZ#_oKN>p&lGo#_GWQvDsd7l9YtP}bIv15c2(XAsb6OKnrr8{B`SZ>P<TGs*w_
zwdgUY$HjzcC3igpb|a8vSVap?wuaylsFgA%csAGkqvIA=2$jmsMi+tY%e7+))8i2?
ze*W!v`;QhE)JdIJKlhlfb@YG1{aNNro}Rb_zR%d<tR3RZ?<F-E=t!4|JXeLi#B&aX
z-Bx3ElzxmK1-A0ocrYEUtXiCmWS9&RA0D+m?WCU%HCaIH{q1S6YuCpF6Bpwr_I2)u
z-^{C={_V2JQ_e;V)214?vmVHWE6XP*5C<?Odc4jAx0b!#VNE?NC-agp|22<yhnqB1
z+R9^HUbBP)Ii(=9+j?HBPxkdI1^5<yRGEM|n<1V#<9od`++pdwI25i#!du%=m)TaJ
zzHyV;s~=nR^@$Zyr2ME(E%lhqu#@GylRMeq=X6c41J-GMQe(~?yPEJ2z1W?08JyX1
zF`A4D4uc!Pm$h9RJ!C5opv8UUWC&0~A=SyHp@)?%rKj7T^PfM;yZXhB6F+-UaI~QW
z)=r029X4(kAEM3K6?S{9onEN}@zE1IMdRz~8cdz0{L+@C(ml00KK$U}yg05clSBu)
zYbpRMm+Ap4JBs9=Et=czyzywua)#GNuliBkEkyMCXGWpdC7j#S1KwOW7X)0WM=|J{
zzCs!%3_FZ9)_Ipld2Y`0T3I<90Q1M3{ME{Ex63z<w*zh{EP~Eq!#nvqZFZd0l5z2a
z_L3tOOVSPAPGlb5(BBEWA36Nv0gs+!cGrRKKf-?c?QU)0+TU@Woik%M%Pp~dns%)s
z?02nA658sngdf6A+J97GVqvK(D+l$@5O-P|8>hu(Mp~*`Sk*OiV+xSjX2P19?y~z^
zc=|N_#n5MGN3$%;{Ujrxr|W(E{wys(R6CyOAax}xgni+@V!v{rEt?W?F09S>(pPL4
z#8wkh!_bJE=_pmR(M=FTF3(dD=YBvar+Jk;BkWXDQwk>)hH~e&^y^p1ql2UUI`|Ah
zb8L*nKOaSBd}QEM2!&7?Y`(H+W0!Z#yysuyp5{mcPhzCR?+IDinjNmcnvcd_63m?n
zCV@524UIPwnEOl=(LXt%947Cq7V=iw*NTA6ZG>1NuS}d^h@4&YywbG1gW?swOMhQK
z*N3*uK~b!*#Cow<Tv=uH*NGNUnbR|Jf)Ps(pL^vjaJ<R{Twf#9Ff@Ou=9lQN1JOTm
zy00v)YMg9VR_;GsWB)tbB+n`@@0u(Uefo*F*Vvwqgo)^Azr2QU@T=U|w4gRY2Fzow
zd9y-FJguf!T-eDD(2Bx_yKe3vxmz{gcK-wALEznBShTMmr{-sjZRP7Mr9eGUbhwpL
zknvIe&%)PPAi}`+9;{Laak2+g6UD-R$w}4pdt`O6?-u;mDan<f8*-_5QxgH@b#hxv
zQUPZ>V6vkRJEOZd5vov|F8$)t9L_!3lQBkWHAy`HgCpez@8+hc6D^17pa(`io2w33
zPb~Tn*TOjxnUEIZ<L@;x08x7xC`c^|spz1AC#SpkIWpDzxf4$hRg}VN6@)Q&t_By{
zn8~5tIG9&fK~y4=#t(Kj)CZIY`q7!t5J*qzxjI1#=*Muku0g?ggi%ovq1<J$8w=6^
z-haO!$hh%kA(&x<OY$4zzleKTr+e<wT5=siu0+ZG>~-wU&`F$9JrHDXH#rj!A~{%_
z6p%oj0U^{fu;BDgP!XTdPadoeHntf7<;yP|FXA6+ky>AXT|aeKKpV*ou>_eK=0HFi
zyJO=l+RWlte*-Xq<xp>_j7uciQh$8St(o0XGPeYp)~3mgp&1<K${b`x+OR(VK7MX&
zh(rBO@x%glwp`V$b?gp@c02b$Abo8vZye8~u9=%10QoL(BtF|cbIi#84(!)SvBSKc
z@`E{(r5(sbRlNQki|Cd7B7<PLuvTQb;N#(U<h*9Nu++?`=C&+(*g>>!F!Ex0wx&jP
zytc@wU&;5>g2?*V_@a!V^L`B?UAQ~QdIcsaMKoW#tDjETNDHnEaZ2DX&nsB->x;Mn
zXLa8K>*Hs90&2B7%jFeA{pA#=2i5(^e8wB&GZ;eum)ZX@+cp@TuW&GtJqq;-4FyHa
z!GR5nO4OG?A%%v4(bM*^9SXR5dv-+n&H_b2v6cw;Y5AY61<!MZQi&`W4E)vi;Nalu
z<|aVC)JJXF7XssL;m2c1u1`;ucI(yNFeYW(Ex7Dd)YzEfqcbi!Ir!zpV`-_BzpUg>
zt%n>}amRM_PqMbHU4w{d$5(-&#qI}8=B&rh>sbM>n-~DlJ)?JY7)tZtUesF{l3`QM
z6yzJP7&QfU27E5&gcy=lksXj`(l>Udf5=f=gRY5Ju|(Yoq^{PV>C3yiwl{$I3=#r0
zT=Mq1f3E1F8V+p<cyW8uwY3x09t~0-%`6jkTF0H&aQmzYAQ4PqF)(mk-8&DI@8{+h
z77}bvDpTPvXh{vu5viuljU#|mNv&|tVMyc<d4%fbPySSOfCZp~1|Ra`T$$7tPB)~D
z7<oU7)IVeJAqbGSsIf`+2ssD*YdPssc>p<kdgayJ0p4R<hBN{azOZn^5P@d>>oR*J
z6BxAdHnS9}cv`-I4F5b?G4+L6lx+GSJFt(KovGo3;8R9qS=tI1Ea$P(H7FK@eChrd
z*pxlphSDIW{{d&pmFaj{C`{n0D&`@R8lK?~NDN5~PXi7SCBiKA4sLwG2i*k9%i;4>
z{kZtHD8bLq8g*g<ZOh}`^eg;o`E=rF%gk?eI(Y1mk!2M9r48<s|4!Jim6_N29{naB
zP$zG5IWB#{mL=Cc2Wm*0TZI8NyewUH-~{nnpEWH95OIhbd`RGMRdDCgwAUc8etN~M
z1727H-Tnc&QlrY=&zQ<$>1p|wGQr5ZyMujOuaIZk7KahQW-lJ(``DHNbx?ISNHykB
z<fk!xkCIgLtes$apiUv(kzp@X8H&xn-+}ah=DK0&kG7Oai&1I@3qM?}xSys{ldFpf
zm~Kw-nDp0`#sKFNbR)^3TykNM2d#}-%q#*?C@~>R?Cp>&2o?5cf(<VYQ)*QN(n%*<
zVu-+{Z~o7=^}hr84Qf3zbnAffrHSoHCq|La#D5a8eXC`wn!%hUc1xT;;o45AEB%!R
z`=3OC&%I&V%E`W*wNRI^5z~|FxUwc*UQ4rhgw}W0#ObYo#urtXVwf=WGsY0q+5$4|
zB`>$60uJOpe+%O-%a%S#l&43a=FaQa2i&gOp$_^Jz43iE4&?PBb6i@P-gWGm8dkhp
zUB`gB<`Y>hRWaV+QxP|!msb4V;NF<(jvW6oK?5k*h;2g(BXECiSy{UNoz6?lg5)lf
z>O~ayA`t-7NoW>}?qhPKN7ge@docvo7GA?$JlNd7(@CEj`ESKwU)7=!8<k?Nf<WWe
zAmo>}VyQ87-b9^Wf$2C2*RK+(*r&TEt?6ki{TSdgDX_fwe}D9A>ADG;Zzxr?2pV%2
zm}Us35o$?4U;X=L(61++q`XMN+bY!lCMyCfWRf48{JH4NRMpN6(}LUGFGBOF0{ahK
zeHe78SKjzNpuO-t3G@ICx$39n&`&tDN8Z0ZPYyYgmf^lz-Ea5Q&YqrxE~l+*5Okl9
zZyPcQ3=xZ~!lJv6uR=ciV1%|CTIH|tQ4*lsHz;E-QeYYU%|@qO!Ryx4MeTeJBbi(1
zsY1HwPi~!wOeZu!b@?lbib;|M)pBG=BLZ8b{Q}00qQB8$l5`kM1e40#C?PTr51?IY
z;&*EnhU)UsrxRNEPVP16x3YkL4ux9ZDClbVwJy`Z7L&x0C69LnOr4dKD>-IS!<-XR
z&s6pseh^DDGaWn9Yp=$t2z0U`Jd>t1aI!0{BdmZViJkY)D@UOOjd#K5(x$PoUXLXO
z#$dx;=yj*`lgL_WAo+$n5GyL7Fi`A1ZZnJpgdM08=Ej!A48Xatg~a9&2>~@&flKjP
zeeRzzdqM|6ab$uIN9L44iD97~2c%AH3CCN~sN&L2Y$4Sox$eH6IQS+kXA0<#>e{o;
z4$dMB#UAM-OT9=SN-vXmTqQs*4jW_V_e>|w5(3OMnd!-aFJJ@8r>;=~LK*0$+)-<s
zMJ>txxtxWxx!#QPis(l@XS-0(tm!#1+t`7(?TIYwyS80;+!NCfW83EZy1=hm^ibe5
zeU_tse@5NUw3SVi#Fv$xL0JGk<*URXGW{LaB7g5&qqfS+n3#~ZR@y37L90ghtXPoE
z#eh2JG=40GR9u4Evdf@tNrI6fY<?(ep<!qReN?Uwa%v1ARJma&>+sXX_&{yoR~H#u
zMnay_hS!SN0sRv+acR6gH~_4$Rn`W&PzOhYuEfEDAgp85i9V!lLgxbM7{PG_%0x&L
z7KNqU;X6^ZzIOkU@n1$@D<11(^pVMU^HUvtQZRc-BJ({KkMs#uGJk*Qc%UWyUbpRb
z+Gj(iBoP|rT|@VyZL>b{U<j`DJVO;X6`}A$d<;pTCU?jhuK#m^7S}yfM=KW0%Sh}#
zpS+?*=+)fc&mmk@!Hz%RIV^ERPAOSV-J31v4{9~XLa3~?hO#bz?%QcE{>%$;<LG6Z
zwt|&++RmbZxBB}btF(77Vq%DA&tN|ke&=!j3#Z(G!{}pUcj?E(l?#V|MK*~^%)Kxy
zr_!2727MjuE9uqx-UROQB0S;Rc#WkXztNt`){^tZX1#~+w_+66!NSG0?Om&=Xvda1
zj%~I^{(4<g+NhIVI9n>irWHJc10E3A$TC24Qr*+AaI!aezS`i9R`$w?Nr+Py@$JPO
zji~>Cj6#zgpn4hIHHV&)cGm*yl_gViU6F%!a;*1ScDQ!as&1&vPo)Z)?#AVJvP(Yp
z6Oes<)t59yLNd#))|>_E&7h@3m-!sPJ+Ozyrhg%UECi_*5f*0N*V5c8b#x|9yr_Gw
z=G7IURSkIHUW}X@YNslO{cI3(+YC9c`#hlt0hgA0!W^?MZVQNO-Z5d1yo^bDyAURW
z>RxI`2YN8tOpW~P#a^!FcJ-T=l8zfM=?@mt!y7p0oQ)RmZ)gra2B7DR{BHz3nZ@uT
zwgzTJ)%=N4)H8O>osnnA%S)E6=o$OD^56=BN!^Z448r4?q0U$IeT}(GybS5-)f3nx
zsx#SD#@<K1`tsH*HN|?#5t4BCyKRo4U1oe|iu|LtoGDy7kK%dL{GR8DAer9Z?c1cD
zmk9!(fUW$@iT!f#=E_E1JhJF$24gu)j`A4&B6AozYB`KQE{2o{QUAmY_bRJlLbay#
z42H$VebH<nptO5bb0x>l|J{Nj?!l8^5*(%hwX~=RAl!#A4qd_3Qve^JO!t)eL@$kJ
z1daWHjcdP!qsiaB-q{7n>ncE3{Iqr4uw80LjIa$QF}<W#rYb48+Ogg{<3SGmvb-bn
zS`89$w!n7G2XK>A(NIS>SJMbyiv)^Q@@Gb6oxjF|U!L+nABp|TV`+71(0-pQ*CprC
z0(6lpfW-InCna)!stw6y7j@X)jKCBI{C0yQ76#}U#aZ;^Fx1*aM(m;CeQ4PkH+kAV
z>~jxx4*j|N#A)g~cz;b|3!v>hnxWsj;4k_ODFn7tCSP`!QL_fE=I-}=ME)FFa`>V#
z<3;T6OAe@{axCdC6~{@ExXqKyKwb8f>m`;?fpIv|m2uITHGc5mSMH-IIC}9;K3w(z
zeNWeXB=cO<R~8v$2LBp$E;Vohd{hC~tVsAxM|s|#kQ&xJ-3@e)-|S$Ar~<#{U-}=P
z>?8$JV$&UJfBIT_OIKSI%ZjSA-@Vg5cH&11VaQl}iF|ri%v)q*`e*c>lfcC=x6k)x
z(<;_SBLFD24YBdtg*o}f8nV{A53)gwwvgo!(3&m+W7bZ8f@QCte5?C~FAV5Jv<^bG
zX(?F+<0c#SzvP_p2DBZyWo2*x5+Z1vRBtoiI@5x}=wZ>CZ{ZN~ckRtryyjGuyXD5;
zH!#I^Hg=*Vcs(Ke!_DC~n{dKSs|rrfhGia=53uq{d8&^c+}rshb`s(T6j0zaC8d~U
z$$N0)=Q!~31Ldq7xf`uH6dJ}=Dy@CAska#Gs!;g9Vd-a=Q9EVA(~t!1CF=#0ecfPZ
z_ru8zO?ELEV+}_>kPeLD=xYJWEdHC3EcV7TC$~7Mj{n`gY+#7Qior|;V`En%kWz?Z
z8lf_HlNpY3CyHAzd7@Vq&iwT2yhbh?rCzfva0Te4s~n^|E}d6lQdix;5@K|q1<?<8
zL6hz1E(|=pxw0K=cB<`rgw*8xUxL2V7+XKT2z{fDEhsfEl$`-vx_KqLR~yCkFp0@K
zs6A)l$mE9~nJ!Ly6x5ixRdihcj6sg<taDWj!32186&(~d{0n#Zkb&g>H2KB)F`fY=
zI3YdUWV0OTJT`?+H1TSSe*eb|fxdwrwpCRSnTx#ivC?hwVu`)7BD46%q5(7n`}XGt
ztr$Na=l~D5S1lD*oRAP{2ayXBjuR_oOIujO_Z~+|>A?L}^4Fqny8_91^~vZ<1?*WL
zu6fsk+B>wz82sY4#Y;udy@qI-nSR(K9a8$ojs+EBap#jbgR909Su8!G=h~mCae*)5
z=0uIDJVkdt=2#)$Bbk=e`@BFi%7FLiAUN7;o5YTX`RV4g6PpM<PNgT@+w?B}JQtp`
zFj}*XMfxf0mOh8COpKD2c8t{!r>)DRU0QH*WMCATu{PfWMcG5Dj})UwO)?2(So9Xf
zT<<SVDY*L8?MEwc6f(hJB747jXdQSVbFWZZ6TW>?FSG=ny9+|GFp0PO7W=<oqH965
zHJmEVTxr!5gA?`1?(#C#-!%#2L(6iC;U1WbR|j(ny{#S{&I=R;R@So+8ocWlOd)po
zuUITyCWL37YhKJzieJ*mmNbDl>x<jEX^{*<{F;zWrOTyNGJAo=hnp(`pvs>^gWo(2
zp;qyG2L(_`&i@e4&Gbwtvo~=63%mY9cwrHnQylG0feswGPu9V~XDWGbKE2(_s}2>_
zNts%l?rHClylAfWe@MHFSj+gAa?la5chI5ZsF?9u9yj6rOxh&_e7yH(<au<C^t^~P
zC;NlU+#PXFRq1H@3g24Sv^um|S7==ri`;@=Yi(p}$ZlO&g5{`4tij3DmDCzN=fqw3
zpA<m!JKoiz7>U1Eh3cPxvNCGf9A0=$&1LjKC~Ir$x2N4$Tz((ko!#A9gMM&%)=wt<
z=7@-hG^Mk%^Ygrdg1~GZSC(9UkGnAU&B;krF)=YTI4HBt4!#ryZG`Y3zLxY;cVqBT
z7+7_VIR;jcf;HyAt*JcWtWFYYYIwteD1D#6jt<bv!+9h=rwx;!t&#Yr<ziKtSEv`r
z>&cE1EtYq4eVq{Ot|Kf8?Mn4|*^`W&U~@wRj}a9W)n{4V4r6F&c);2Aa#9g>@c|zO
z;^X5}(AJKgQB0qWDhwW?GFK7<S>IGACMKpwzHPd(!{9z#Zss<pCgD6!4!iEl?UU{Q
z0khMj(elA|+8&P=(U?@SrG@@Ol$&xA5?v$7wA;J8y?ZLV@R2bwF=O83rL_vGh91cz
zB`O&19UXtQW%o$@14ZO0DJegH$s0u%qQn|FFf&OsjHafj@*pAA3!6203<mQWl^FlD
z=94axt+aq|&7|gjm-|Tf;I&@!$p^}pmBnu<sMEo8kn#*@f(vNey*b$;ln&NC;}IS)
zVNem2J^ABn-A{kweh;6j4XoHP{dez{^ef`4Lu-2CUBaSk;+z~dBQO;L(OX;k*rw=4
zgMGO?@<?DJed0)<gwTfSo8!e6eu@&<P6Oue>*~MWFFcSzCiXlF@Wu(irn3mY*$Goz
zXCP7h^Ir#{0H#TDtlo8XRN>f8zxxI|Cw|<(UHEcHJu%qfBHS(O@={1!rL|~VF<2^0
zef{5&)a~<(FU>@nP!)_eJ)Sy0K+j~@&&K5(DL(@XiDGx8n0^PQ8{h%cc5NzO;BUo-
z`Zo5jc>7F}3K~&8g#`W;<~)xcQtt;=VcQITD_snXO(61;w&UzjZzqyP<GW%iLTw~E
zImKtPm-=>qWUq%kToxFgs~qvQW8_B0p0n!v^B_jr`hCfriWTkr@R9>NvX~IzL4Am7
zYVg9zZ&&aJ0xy_55L_rp4GUjLkXDfrcqn?Z4~Pg1&Lb*DiaU4OkT8&?_#08q{JZ@u
zU5r%w;4XY>iS+*Yw-$=mPj53y<iX5Iur+oj8MA4rVI9z{fi3}<J|&dRW+j^a_D0#(
ziP%ro+I(u1sGY=f9vFXV9@QFNbh4i-WnwMlda=&Z%7edSBm$a=EKdhY$+mdrXod?C
zlz7Ck1sNw%OJlH_+p!CoMZB;j&Chl3r-s`7dO$015hqiOp6#Gmi9ktX8}c3~>>e$A
zcCZu62q9WCkE3cWgfS&WU@8m6awRHEEo+Fq5QCGkAwl)=fGZJ2WwH=wBds%Xk5iYA
zu2h7-jS~CMvFF%dYtm?CaLfV8jz!T5kd2I<p|jwH=i>=cqMNHX*L@hK?2wko;jk0#
zHiq&yq+0YAU$@4%mH<*KX(T@qU1;`~MDGa`*B^x5()QZ0u`;s_4*n5;uwN%IB6tmG
z$Dus)HGWeFROyXW!XC?Pp^JEP8uq58+L2riN@LqoWqQX*_K{?Djyf)RL;qT`j*jch
z@HHO#<h5=Y3nS|%^?(s0tIhNBKJHd&AtbDDkVz6}b)d|)-OAm!f|vo41Tu+j4-4wb
zMSlOu2GgfI1C|@wW~$Fs5sgY)0d;dM9cE0L!o1Ehw8w~Yu1-gqMkK)jud%3!klue>
zPR-e2#_-PwJhGTWhr;9c%mU+8v(YzzRF%BWa0$T=+G5f*+U<$eS$AVNmL0=|TLP~2
z2=T?&pHCD&ReZcek+p0Fdk<|$DMgJ*|4HWSz*307N}4lak}8iIJ(p#%II&`H)s@mM
z>AL$*G-A}yf#g(R6*O=y@?yUpj34<W1=7VhY|TYDpxr>po`N4W3H$z*5w8hs!(W1L
zD*ArG`6xrDQxF#~ZY&i@>(aq#*KC*^riRnk4!kLS2jxcsIR@tZD@lfeVa2E9Wc<|-
zkXCnC`>SBhX=`(>5}($CXpgxqxtO+uK;aCzj;j>9ECmi(ds~Qg0juP7TOnSc)%;z$
zl0>dXS@eTVUNk7X?;+jum*WH0BrmOBXwetp1-{_<)W&J=V=@BIgi(6_+Ha6=NdvMz
z#Z9mI=^rQYZtA$#Ohvg?Z<_@D$^XWnvYEx1gfqW)#@7ma7O~ZHTJ|sbhf-HBfia##
z?+h4U2BQd*a)ytHt8gKCG=2<GRSO&bDhs4)4wIo32AJz4IM}@iVy{`>rzcML?M~*e
z9xmFSF+3Jl7mq^Fb_NM|Xx!eQ4%WF(bvoaywrMMKrcfCUHRb!-(d9A_j-Gys57f}y
zR2Q*&KgK+i?`kxFzLk}sp5XM^Ey6lBzr>9%gu1&D6S=~yn`jT#@_e^=%XG)Z)vNfy
z--Vqw(^ZSTzbPkf<-iQatqh8Ve=iyusqX6%SZ4is^_`ph@}kb_f{k}_P{0?zpUvr?
zpqY`)>C6=qW^Eb8(QG{5c3kAn4PFC?#`;IkP%H&dJ^`Q?I2ERPvLy&(pkxGe(_s4p
zDGI1?;P3yEmu@^BtKGmCIJ;mM1w=17F_fVTX@v&}$F}+17ndA$aN-SepK#8aQhK{6
z^@Diay>(@B-<_)JCkZl<2l4H%Iy1v`F;rg1?6KJGI?!P+SK;AehV)#H4+64+L}YhQ
z>Gx<0^J3#-LsiNVqrrRnCL~+jFk%bJ-&KVjIT}l*g-)pPpVFj)jC`Wcd+glLrR-<b
zKL+hO;xxu6<jiE)fu^Rvb!D+T=ov)x`5wzG$N@R3$_3T_0wl<L_kjo(UR;`5F<;OD
zy2S_Gw;C)SA|(bYs`^SGG*|xk;*xr9Som-7^wo;=p~1<x#HuIN5%=gB)y3A5jDnnw
zBqqGlq2tqLPQ0%KQlyS)(1pIiE-fugSC69G`#gU+@$u3YL)Mq0g}|$5bNnS6jLUWQ
zxjwL-5n)2dwq?-jiS~#09TMnuG2in*+sWMxNmWU_LME^@5)e_nrYa$PJ<l_RnvngC
zLeAU_S0wwL_++G5aB`W5QurnRD2omm>hK?;ywd}oWYy3+2<7=j+e@LaFmQ*~Rc|U<
z(`R^naO!dg_Wg_d^Sk_y63BqAarCdljavXuXrj()sL73A-gpuqEk$YJZi@S7c`vG{
z=NK<g8uDpm0PEuX2wEp6hQ=zYqmM~f9^_36HzBUmwGthy@C$WH;3DkrI|Zn=$3Mc2
zQSwgib_A+QbE%NRzPfv~$9`=b7Zceq4&{L77=<sM2ti%TDA>I(EZyEWk7>w9FnO(*
zw=2H`siZxg$sW&;-?YzKT!ngyS`jY$b36On<fdlkgQGhcF_L^R-K__&Gl$*{e09lb
z*X49HE2jM$au`m^zge4D8?#$^IB&P*4iQs9h}k7ULa&ag)sMG7d+}NnSyKwylLbXI
zq}RvSAs{fx=mK(DPH?Uptui$iLGKFk5uDNYBndhBsai^rXDh(FWW)q2LH@lvfqhdJ
zu-N8zqvETGPN+(wEUf4Jksjr=zaXvC?`>uyuvXoDqW=%p$43$BcKzP=XRRyIl!A)x
zs;@+Py0ph79|;LOd*PIVe1_kT06#c%WjZ*x{NHd85R&5Xq7e`?k&<d2w(xO5--z2E
zHz*UY{y1Kc&t3%i8Q*+v+-h24kByD5dp=OR=Kh@=2-D5+9WP=ZJC5^ktIo$}Oru`x
z?JzOGEA1Z)-;spEk7Q!y2IROVpgS-k)3QXc#Q?&iyrK7TZ4IR#!_BfbmD2(XKl105
z4mih+Z!=8+dAIu}2b|U!xtoPRUiSc8b3zY<q*Y;5f4F#OdP~$-OPXth>&2BLwtvC5
z33yGXC)?*cUQXkqJr%*=QCFO?srx5c{!>}Or`q&dZItG!T;cY^q8Y~bUm1h)LVj%7
z-_4D|zAue5Y)_H>DsUVa`l=S7HZr9tdLS}w-QEYO|6FpU@w}VX_%d@#IX35r<&>_V
zY(=^y)p>0V-us!#N<llbjTxMfITGDH*EiV4Kzm$!258i81Kj`a|2Fdl2O<yi1p|Ri
z<$uNcmw%@;bYeFSl2-BgWTe5yX8weWk?y~7+JA7%uffoc62S$eB0pySJhJCRUUihz
ze9THnSq%8sOqDlZ8ED}?iMvQNe5+tgxUfxq9?uJS?C-JGr4!5gIS^>D-!MBa7G-F@
z_pCn12dJaHs!{IE2u&HyTmE-ca-P154%w)i&%7hDGrO3tBy}yz^C5ijONQIb^Ic|j
zU*H9d`|fxao#DI%GYw<*lgRqkz9<<wY&{(cJGG<*8OP3f7l{oWzOqOuXnY2}sMD|1
zE#y>so99>_>c0M!*Lj^e)O@8`VCt0cQcdRjI?hLiNQ-Vo+7mVCZr7O;^qZ$lJ*W6B
zidQx#et@(MD-*f#^yd*#e8~B7(H{p}n80p5CfxEGv};ua_!QD^*~|7vA}ecl#*2we
zPSjS{%K<R-rN(YssOVCHcsY`>1MI#Qf{ZT)`GI$NKP$&SEzq;k?rC_n)y?)h1}Y=I
z5?n>HIglrOg1JME76;V^E@|GqU(_w}t#iH9iNa$?0OMTpH`x=?)59;;TgiBMGEIoj
z)|y$zC7))b7!|UgmTL4NK`%#Scv|8CA7K2>f0kEXujh?iz8}2a@K71EeV?;&ehox?
z9#h0ksGui5n7Mem$Uc+9iELpBiJ{FF{$@aJcw!>v`=3e3+Ig_+XsyXO-iy!6-LcGO
z{1y)c{2AGOIFuHL&%#q<^nFkgI<;>Cy8TSy&-%((0Dlaa1wD%tM9!t0T&7gA1C}SV
z5&x}i8+sq+Td2~Gj3MON0rP5#7CB6QDF;Jkf{8Mj^&dK|F3}6$ML%9n87-(3871T`
zq=ts3vc5(NoD`BmQ?RqKru+%MdAFuRLd(6m^GDde1=w_TkJOk$Mpb8i*E)-0dK}DL
z;%Y=i`bl%6TM!qo8GZ(FFK8zyNDYqf^(<*~MM#%c(#SympCVIPS>Vs5TDF!kSz7xt
zB7-ryy_vT3A}T8MXXo_Si^It^e-&lnb>%f+SsqJ0NJ-pt;|BTF+Y;0xtT`RfxHEn2
z#}^mAFdPVt@nr-=7qo-R_=>26jFTkdw2MIsI`Z_Q@0eW!0?)NZWDCM=A>+i><3UR^
zlUV2U$nrF0gXOKwN6tUKDj2?R8IcR<Bqzzzc>&@hgYzELSJu%>W=EKAL@*|zuEYSr
z!+`+^27y#HD#HYV8&p4_EPgC+DZn>q4~y+B3QqNXafpz?vCMd9WbVY%CH&bJ_wUip
zSyt_++$!eBk5oHgX%^Sd4Jx)ef3SEKW#TfY0Mf`|60mtYDD}6WMOU1xNj;p&RSkke
z)*KaF#m5&;RZs)7-2eXrPC>E0>I()1<;~b3TZ0`QmSEfEEJQ8{)~Mt6CsU!T+Xhqn
zs|Ta;+CWvlDUr`VXugtAjBOV)5xF?D*?S+mn~$;K(WsKt!`@7Y)3dw4N~O*}w+(1r
z$U@}&r`SN}8Ejz6V*?HK;7VK(ww+5y<no@p-;)iy^d4r)_avvAHh#xz15-X5RBEmV
zm$DGKQ1i3#`x7ag4PI*A2LEZBJe-IjYwqFdT;(>|Y`>UWs<~gho`cBGm4mSrS@*gZ
z-rx5SE??h-o=zJOk(<V}MQ<<Vewpe}C8avpsBGY~G15nTK7Zfb*4hADUh_hGJ42M#
zNU`cl7J6-rM%469aMEx(m?m0<4QM?eGL<(9koOwv!DFIBHX`SAZPD-CaWe<TB3-<u
zu*pEx2E^uy*cb~CpI5563`TjQy}cNvHT76^ArrlRj6&3`&Tt}auAF-Ys@c^@zv(-*
zdO)6!hAPiTLw&>-YIr_ch_K}q545*2;B>f|gI+u05cO_*ILX@7_t&$j{ig<L9%rcO
zplS!AgNBSpZLJKjWw<BW+lo<ITaQ)Ove0Ym14Mn;L8&etODM*;gO5;E*8qECeVlr`
z9jsJNI+NSr8RT1vuw|GBC!g5hdNz7(k44l6#0CoT9~NWWp~rIhZ~4NCC#a*Kre5Z!
zsOVtOoS!1XmcA}>KjnTNdj0kgQKQ;XKSh-t2}Lm0*To2TGtGXInho?2U(`%J80d!f
z*0M6Vor7Mx;}I3+4<}ju8{lq=5#Hu-GZi4Iq!wRY&cu*I4{>#DJ9R&$HPl6ktQ=G_
zdDsed@vxGABSvyn9WK<=;Z1uJ{MN;ZF7}h)zPcw*@RcXGP_aL|4EM@wa5coWdHHpm
zd|Q=8X&ZfABxsPIQd5VECDj;hYmCDk9g$R3hv^TAeBeuWZXqYg!~mPy3E?dkAg5M}
zB`JmIADNCj!EP{C$+TA>;mU!Wl&z$LP!9=}{QY8bbsa7gRbh<134RZBrZym(V~7r4
zdC6^Xx2zV|x;@1P&r=UbdmJpQ2eq<#uqzHxlN9Q~4Ou<t+JbseE7L)wZiDy={tYq7
zl@gq<s>4_(QylH)g2W05KEBV{;A>y?{-12n`7}BQ-7O3dpmI`pYiN@i`y`P*;(2^K
zD&JIuExldP-a>>@Nds0z<)POfj}SG|7fyzp{I%U3G381+T=&F6uMM|&wW*ggdMj*t
zQF}(4@c0QDpV1}Qb~PK3U-3Vq^U5WtsIA9$r_-=#m^+q@@WAN@MHsp10nX0oggy$J
z4K(`9CPKQ1sBzqIArp~HyP+l2Na`_X&qKV~%?>7F_36`AF@7s+)Ip%GgC;w~7h~JG
z3`Bn4qxrFeifwI7)yED6WwpFEAmfa94cXKiZQ%6w=_VVj|F8pI>deiH<(1T;qPia6
z9e9LA<J)1`M1P!$$i?g5-om-1J<vzt5R=wW7n;gI#n-0ex8};=LIxt2D$jvEFRh|q
z)HH@PZNV6FQS<Yw$L^7_d<-|1Hx=UaXPwo?^8eNtwn_em=H)B32XhfmduYB-a2kI~
z-X1>ch?lx3wg)NK9^P(;Wnq3e6_Llahh;sL+C#JRn;K5#r}8T#a2oO}Y9;m1)z!iJ
z**)-*>`*ik>_<?&CwZT%5DeC&Lusu{2NfHbix8h$+Pn_09gykJ2J1f!#Y-Bp>DAQM
z<BJUu7}MV!CbH*O%WUuz`NQ_eZ7{1lUQ!5hd=|8A10_F2rN1JX_%!+{<|1r)$qntT
zWMh|zT=d!(kErpSpVBnPdOHUTyE|ZMPe+_iEyKuTi8wQ|E&3>If@<`cReg3Ffo7kX
z`m4otc+<`VM>=snI|=?HKKqv*Ts;pm6=Ac#J=%)(kt3<cw@C%)e<uwQq3&uvb5VUg
z4NSAvQ})|QCYDDM{tcFjL{`@#UQ&nEcAB%S)-*i9;`|bfFc!mDS4Dn91C?*3vay=H
zPn14g{ym8V2~sJRn<~%!lWZ{qMFw!u)kA8%6yKGX;_adW{AOuGvzRDS*k}WN6&vX3
z;-Q8O&#ARinptq9xe@kx+99d7jt2jcXT#_A=Ja<4849r?rx<NT`ZTl5q2dbMuB@e5
z{&>f3s?R2o9^%V1Jew-&aK5q<V_nT~w2vDSD{Araoh(`pz7BZ$I6)PCD|58b)1%qv
z6d~`$J|4V(Lo&+gTbiTOrQP&cb`n68wQ)DnmThdh#=yfF22;i&WA%2VE!{|i!o1de
zg(s3a<nB14bU(dD9r6m*bTDYkuLH^KM|AK%x3@`$+|9ot>-!B&*I2$W1csgb5#3`%
z%WRORYy(MdAxwRg4~1-mWcDL}*Z#tuCi&T$b|d3Exedy1-N&OzpQHL=G6Z(kaGp06
z?a%MQy-q_=U!nZmCHK<N)1z7VRBd4B+e|rFnWM`Uc{yZm*p1Ysavc=0dbL0F%#4x!
z^I?rPkf_=quMnob{5Bw&{m9>SytqfH9;B<*gZIZGW6d^NKa9J!hv%AkTs_#STn_|I
zHc+kywYh~FZ9ua5k-rO3utC~}JxE%*sp*=eWt*XAVuW7tCuzpTHl&aHay7DdAI0Cr
z$j%CtDrHuYTL6)%G4w=2h|EptZ>m)JP2{~5&u=o2*`P}0dh*^vgAGzoUqP2oCnDq0
zZImRY!KGg}c)j)#{hfSxz1kl_Gh;mXS=s)oeX})B-~5>8AY@hUHulXH%6)Tqc{zwi
z?-(_Iz@cK_O!`kn$oogNPuC%$supoIby({x_t*2JT;R9bGfz(!d9uT4)oh^h+_KWu
z!Q&P@pYGO5kWeSZ3UhTEklub$3v8h6G30ZvxxDU$_V%(hmrGgb6&{VKPoI6wr8Ugy
z6iWGh1Tw$*P!^!YH@|tQR*F$pMmXqekEEJ9e43n3eS|sA%JqS8tf&H|(guvPG2yp?
zruj{Q9ug|5G|%x?S7D5U34ZS?o8Nqp1G0DgD{tBSW>y*Qme%50_vYs}3B}F%Yc22>
z@6~aA!ZH*2?=Ng<K;@Gs*jQPPnMNk~!pIaCB{i5*T8P~`)(8~{)%{gn^|t%Css;XP
z4d<_}vVDrbTEOqGD%J(HK1p8>k9dL<2`RO8xKt*^8<s{m;KS90nJJ_$Ji!-^oGoV9
zo1whE0YTB}ATe*GtmipdV3d_{>ziw@ZETNv>gzsb8pckhLTu^ojP~ZFJ=SAYY(9FO
ze2l1JZE1V-H5I|dP#<4L=3qmpBMkL)uqLhm8C7-2Rw>&;VguQ4Rx1My2jV9a8`M-|
zl#MYC`8yz~x(+iE^B{fl1an+0o9whDyA&Tgnqii+IU*`*F*_+Af;Me1&eo*$%_(Vn
zEm+HY5?akVsFwGPHQOFFJ|BhH($g93Eo5^UG5P3q>=B|~^N~LvyE$UY)eN}qQ+Pi1
za6)f8o;43GmqS5~hWQ*~1C;<er9E>mxN`G3WZmgrE_xkKK-8Puo;g)^BouOM(H`n+
z(XFN&w7&k<3d%v|E7>R{nIMp7W`d@^xvCE53#%~3(FA`46JMzgQ=>`W`~>sb%KN_P
zvKsWdnnL{qBV8RF40NIy1Y5M`Vy1b|TGQIs`{(6rUz7dtQb*2D^K~@j*1mpyh>h<D
zaBE-3G_QR%JtI~91c4qN@?<inHfZz{Y>aU@zyXQXb@=pg9<{+-SJ^YNx(-{aOEJ~S
z44=7}Bci+(pC!tkk#;6pt%nQ-gTY`t4Hod%N+H2dgns?{HG7?}uP@EEM*{59)6;1t
zzeaL$a%j-i)vH(4f~Drpos0GB*V9aaiYF{go;;ZbUy;8d!ETCVWo02KD2N7zH3r_1
z41@jq_ovz66a)Ug_~Hv1SVe;Mh^$7)y-7fsDzUM#_~esMXvV;^XV1dYQa(9FvJR3!
zL=t#5bLLF^S6se)nf{KYOP4l%Hetd98XWiTyYC_@DyqfzI&<a>YHB!#Pb!ttpfr*_
zk7T!N%)0nIkf1%1#jo)md|3erB;bz(<MDk@0!2xglHk$CEPw=(b&v#S5}UvF+H16)
zDMEh#-Me?;;^Lz8ISDW%0e>XOPm?~1y#N0Dv|f-PRMmjLEnBwGe~G<Yieel1FIe{T
zUF`ca5$87zgGk7AsrqEGd-(uNUUUJLFK(wBHAu$5LEWA4eCN?VKQHv{jC;4YprEi6
zKW#mZQDYb2=9LYwu~E;Y)Kbc8q?oWP0h`|RhLy_Z|3>u5z;IGKyu0TStmfPRnMdx|
z)*J)dng3%p=w@$3UyXFPGeW@bSZt0dz`{@mI(bMK=5C7Vow!W_ovg*Uo?S_=Q4IKd
zE*or(#iqA?c{h4B@@BAnGeUbOBXn>wg7@6(xR6k+ltJ$AU~Hg=$dx@&QB#j|Q3aT_
zJq{kWV)PBLgub2*4t^epch^V3>g~VipqgZA7}&*{9H9EQDX*4d!j=cvG(oc+B2vn*
z?yq#*nIFu1lH=c&zbOWr-tlX;90)J?S<s+BGC8s3LMGn)F$&igguq5+^7db|!I^a2
z`TAe7!4FZ`G^IVP{^oD_TRLox!KScw&D-G5blmwS<R7=e-)@t0{(hUJ@^{A5z%@<%
zBH_nNnYfu!j^Ez(hpUAUmlI1d^}u5|m<rI}=lT2PM!LBe(^n(iU5yd2`W`ml%EiK$
zl%LoCG_An~REHh$*fh3z9TeGqJqKfhY?MwD`#W@VGoi0Wy1N-8;QPDSd?N=72R?nF
z`5)22$(X*HbZ|04z~*RdzMF@IeVh=HU5OuV=i>G|{{KpQq&heo(^r!Y&PE9M@jf<3
z<YD29a$oHQcN0WR>41W&I&6*1!<Yk)aBXscT5#b%B0oHelmCK(d^ZzByx(3XKObWb
zJ;t?3{%VuA&!vN%A$>LJU~7bceX-aaTY!bZ>YI0ePAJ4!Z*z!L7M-74zJn2cHOY4{
zM8Nh3*nB@93wv@Km`D4{`#m!GOkQobMB@TE#Z%$Ly8q?6*nlUn7U&|}&z5e2?P4NA
zR*e*^Q;KN7A35E3Rze<*2RcE-v+?0?%YVXcpjq!DlW#0SR;?7P(~FumAq-H+*4N%h
zh#(UYe6J_tP+mDEI+*?gIy|8ZBH;mcoDQZUWKtUx(tyA8>N?Df%f*Qx=YPcp-5ibS
ztC8-GMhN&R8k_IsVPS74MC4TBhda5rJ@H?x2eO5+jh*eO4Fb&!s0~&=D&*aSF!g>8
z9+cJMVs9=}!v7C#vYV|TeKpCqHAKL{IBbq9#KNxJDab!QD8S9UDja#q9j-<KT+XS$
z)N2{A7we<{-xxbJJ)^hBW7Atcu;N+ZBs3;(8P?GX(`AQbbaFPvwWKm^x|F39@b_H)
z>V{}+n*8)}1EEgZfYCoh(XnfIm>>R0v_5_#V~6(xv^I8Vw87mU`qE9AXYc1@=9U<E
z*cqa42dk!W{P0ja%oxFK!tUg0itBO3*mNRAE#U8etu9dc;nCRiuD@2xK->Ld(^$Tl
zF=Qhzw6mZ=fh4GJ%f(E*xjq`#=Li3-v3yI$uuAe5D##Cy#`UlNo_w|T@Z$?Ku#dKf
zpQ7PmCq~~6)(Y*x9y3OG(f@byG{g0{B5XR5{I}Z!l`q!E-CeJ7@^5Ei=9(Mua5P3=
zg$#B7HdKdgLpdEHvN7|=+wgEOMqiaId$c{yzd-xL@R_0ito&a_prX1CXYXWT=DM4l
z4Z1u%OThmxHc<0Z?2Qnx;{i5D=VM`aNBJD9rzxg)k<GE%kU7>0Y>vuT3ix|&pPl&3
z?G$|WS}E3~7BvO@4X~2yNAg_}pV{Y15)S2-VWQ*n`v{t{`?VA3ql*FmCVsL}=-sS*
z`fT{VnN8Nu%iiir`0DASlgi<j!wlr7n)~YO(`$O==is`eRw<j{^Fq#Aw;~&oU94z1
zbP@}ZT_?qlxurDVkFe3z22<1W;UAMm16(?ag?QcE2=`i;nW}mDPv}PDjX{po2MV+>
zKxS1PR>l`RSHR!%VA>}bE_0^f(Z}DQ{N{a#yj<b6`b)Tc`61H24d*V>X@l}RF-ZPu
z6@6QAFAidVZ#ca7rdq(?^I+0D1P-%5K=QN&sJL|xB2QPit(*tPIeExjx*h^2d$_Kc
zhxj2A@T7$qxt>jaFq}T0f~2VnXkZ_a@3HDDNalWoj3w*oH6^Fz8RV*>6X<na6EDK@
zjX}uUe(-PWVAdxXu5+j0;fLR#?B;!%P0)MomvH^+L!>U2m4gBflSZQG<RwV5pPtRN
z#r5EeDR}(x0+ijl4+BqEc&`2mE?<6xv~SnT>p?^eQe^d@@?I<q{oBI+{V{3*f6s$O
zpI~^*eIKzOeuI*mQ4o8%pxxRp;rZ2vNR-*YZqy*yj~j~nV`rk`!DE<oY6ssnb5N6&
zhpZjH;eVa;)4s(^KP|?@_>){##>8|y*nSuR@4U`?eZZvGk$mzJD*vH+pvu0=O4|2!
zR_L3fBob_^sK5zZ+kb67Ly=z#%i$-|r`h|o!QMt22$gNHwY&l+?fzXGXmbqN&DEH`
zl-68U-NWXaxmft}zq{trTIO_!k3f92b)MWI1D%aT$d*X4Hmig;;BQA>8D26M!(Jtz
z?_ZhUOfIAWfB*LUrYifZE8#=@HGO$|;PTc0FNs8$WXRdvPhUW@i0-bcPzw0_yX<N7
zS4Eor)%S8ZfAu?S%YS^Xd#$@Q=Pw!xktLDhhn$k8fWIR}6*y2>jxC-x@HG%1x=MmM
zsRgjp*Tq<ClmGd-_HNdO^wmgr8$$&Ao`B5{i?Fb>9rShD;6Ptjymu`F*85^<&?Ctp
zIMC7fADP>uHW29I2QPVhBxSHRqqr&HkNDN(^962P|JTt-gt*FDY|SZE3;6q=oKw>B
zTCleFB(#=w(AKbLjAXYZFQw<>p?GYLFT}z?+4C`0_I&K`CVM_sV(RtGf8_bt8p@%Y
zoe_O0?U~yXi_H%TurP#YEjq3cW7}H%V{6f^rW~}r{?-c0f%qZBSK8P?v2U)!s>DL2
zfIlB2A@20{Kxth)4riC+o%>lh+s#!i=<m7LzLxjk*1n<(G3%Fj<+ZQRy5QXn(Xg6$
zM!xpdnXG;NGrLI1UFb8it?U_T%=xTqGK!l5{>U?u_zw%*<<H1i@{G(bRSNjiMm_XV
zIY5rVU@#aARan4ZD}@B>wKRB%TtkBKNPwN{_1}O0J#S_-)gUbbnTREs)JX6Z2~blF
z_#>=dy;>>D9tlWvb#<j#0UIG1<47hvlJQM7KrbvTjOs)(+bObX(<T}SM}qnkgZ&7z
zXV0bqg?skw`A-A>NHE=(Uw*0d*?<89=x-)Li4hSI2n^Jm!A22sJ$WfYGA>S;G6n71
zlO<~HK(a`Z%!;0#o=U-f1Y=`keEs#;G&|(s!-v(f{C)P>XT0_3SqTmfrWqhfogsmO
zCMKK%ou8jigCa?gDG6Ntx3Dr3(SW>Mm2~QPMb)sglrN(5v0~>veE0KR{1yHRI(RGB
z+rW0#xV!relvdQzbm!LQ1_+&S7=eE3lU!C-rt}2qT$Sv6xp~E~Q_1?*h@G7Ua`RNK
z&sD$P(9i&0UQYBC8sZOczj4^Q{RHNGK29#*P@hh&<f>#ABJWjC(jp`l)F7p(7Q=sf
zptd<vFyk`fzU&H5D+2^N8`IOAN~@(b-MO`q0NqyIL!h(zDLqyOdUV1wPbF13IYHWv
z=Y%Of^mW^y6FDKPw6^J<WPIFCWl-d6A;Q%x<x^+KBorA?=Bk_|Mc%8P=0$CgSB;dy
z8VvtY9{Ah1s3ds*JmMCGz|%&({&-j$P+5=js?ks7fEF?#NOe#-8Hv1CJ?&BvlIGsa
zo|{1F<Zgnvj0!9}oJa@Fgg{SIM6T*ZPt%b|8(?iJM7Phc($7_~GH%8WraX4YuSQBi
z4Ti7dvBTtZh+7g$Pt7OUI@~_H+H?&$4QSTBM_Bt;I+B+6P`81q{8A!c$X^ab{_1<`
z@+Y1_+;`pKY0H%ZIU&f)R!m=^US{z5><Y~c_{C87f6oT*o<rQXq4bnDYJ=GtZ16pg
z4N7@zz*7$rbE=S%Uyb3*BGl!NK83ioy<jK%yWA29>=m*Nkdse4Dg-8}*`TzAHfSt|
zHTTtZc;_tQmUY9G1epzHUQxEe-iKKGXBv`L_H22ZY)*$Cc*^0u^N3sgY;Cgneo>&g
zU)&s{AfNkJF#QtZz6_!PZC@Ts!J)~17~;>h&kl}8xR+6hm1i^5g59jddQ^wJ3S}Mg
zD(Yaz(>H6HNblreh(rxpmztwh*nrjpB2)R)OY)w#Z_cmb`sR&1I!wKYxUYlZX)X7Q
zFF!6pLT)woyyMrb4T#MZA$8fVg&TZn88{kJ`w;A8wj*}5SGY%RMI9|GH66sV=VPVH
z^RcoHb}d{4pgP!!ktjQL?n-(&{d@Nx<$WhPq3pA>X;^nV2Z<kb;@3gd4nzkHK^wd}
z*c&2I<-{{`nxmH`d5I9}Yz*IZ_pt459=_=1$YTRO`OjbjJ0ibUUA_f*i4f{!4BsDR
z@@12*O*)8lWqyi^4%N@<r-+frlg;3Ab_EhjYO%XN|AJ?epQL63>9f@X8!-|!oWMx%
zFcVT)<eGl2t*|Z%WaS`H)*-jH9=5WBH&n3`>OsFv8>NgFzJ>yt6-3hT1b547kSD1}
z=#5k*9j+8tV?%l|%KEpJ%h%`R=Sq}MNGB(zlPrV0@&$TykzY~1kD-9xgUA=Coa9O{
z)7OQUSRY9|r)paXxN^u<u|Zy~RHF^-g~TUTv4Ige;h57QQf7mYYbi=LxJ+!2R*dqO
zeVYFEU#$n>D)r!;tR8%*QV)bO9ct8VK+2mBJCS-h_!@JkJgb(&C-<{)JhvR@d%D3%
z<+SzI(k3<bNi}t_Q#pB6qkNq<=wxZo)F)L-8}QYgY#i+Gh9NH8IH7~30qz%8V^wsX
z+M;XIGrEk&PvCt<%f?UP(dy6W4=*6@n-Dmg3u#^Tvsd=n+S!S5^|5kRB#l0ESuOv#
zA(!~fH5k5<XWTIUFT}0r(KK#o4Dd=TsK%MOU3s(nwVLspNuv&u7U{s*p&G-#i&VG6
zo2L=CMq%twsxo#cRUbQ8nFx7pK*kw%Dp}6dY#>|sBpWf~(#x^zz(cxOliX8Jw+-4U
z9AZK6bvDA)Smim8)=(Fk%0M;`p*(&QXfA{0ch%*O`x9}idN#>#DXpSk)HH@HeU33?
z7&nGgAIk%wUZ(JweN}BN|8I<88^@1o@;|?dZI?3f#VhXo?Lp<FXWAYtge`0jW{69x
zz_R_1XuzN5_F#;w4+{U0`AsU{nd@IVwY5ZCatW6Ge2)hF*;#U9Cvs1FEBQUh`;KkZ
zH;r1E3S~N|*r2$k>0TOjaN_!xPTm%XODV;&ozY6cZnQmqeF3RCl{mZhW!}to&D-E9
z@|{iOHb^PKvK{xIE8tJtHc;|Ys#ND#pT%EmgHAREO@4}ej#c?L_?q*~vFh{t?8M(B
zzHv)^W<{S}qt9$8pr>`KVxg-`gVFM3S&tgYudi3jV4_N8Lj!&*uf%LCvu1<+GNe)*
za<=8omSUl!L**AVG;aImAn&bpnwMYI(14@WRru8S>6?sP_4KH$6sZ(FRk|6=MjNPP
zcOo{iRmmXI2>Dzer2fe5-Bu_-u2fzQ?m~SW^L9XGeFMrH8epfdhj)^5;imGuX&Sq!
zKAUQ!8vRu}kv_=&Tg8+0eN9Bjso~ZZ1kbp6zpkJdPoz@l+bRcokoS_@eBQrt|7JRJ
zcm0l>tq17)%9w}HH8eomjf;@BWCIO4l4R$jDlSp!@2cVxVg1?wwfjjMb+EDI(Lp(T
zS|d*Lr=wu^Z^+-ipT4htKy(npef?r&E(?cYXMYH6t<e6)?@fP0GT0gS41(PU<8jl(
zk1YHt+rUQI1_E14NOJgX;PTCM<p26Ra<_3dsFK;hbHid}EDfhNP^G@K9MzAKX<(cx
zM27~cl<KT%gIWzbxG$QH+?~H8TcsR)HZMZzw_G_iB6M+pdH?Q+c};o!Qc*s!fk4#;
zHkxhVM(V+@zavM*2HqPNBW+2zydK0pR;veAugMR_ZA8*!1Lb-kw6#QS4u3uHS~Lw=
zJO4n&RxW_Dg6befz~+TWl-a;%`D`RF+l-ujCz`GixjMjO&ij8m;IAU50EQ}MW@KxH
zn$mJeYidy?`%Q)_zlppjf2&Hh?0T`v_2hk}1{;vS`D4UK&=m?`U}=VmtUUBuHVY+5
z>1x*+yEwq5e|H>xZK}rK)Yv!Y^YzUdvIZ*l&3{x?VWw>Tx{+J8we;^pv$LB%BfajT
z(o$@#sK9l5d)~geF)Lpq<o#2hPxTErTvCBKcFObTjeke_chV;}Lf!`$2>5MKuVRDx
z2H5Dd&<3XbHVDa5w!y-ZQfw)&zzqlcRyBrfcFo1;-(PcS4Rbn{di*{Do!?ZbLyC|<
zEmdEwt$_f!b?UxaT5TOJlvd+cA3M!9&@{g(`4{Fli)8bg1LX6Y1oP(nwWsw7Pa1Hn
zrV2BRl-mQjC(+(ZSGg{E>FME4orK?CtylNeTI8=*RARP;W`Fg)?0jU@NpaAL-(OX%
z3u=8*om4I3oML7n)wy;b1AV2s@O642rrVq2bxW?^`HO`}Cqa4HB}xH*tzxcS*w`MW
z>gzrt{g$^!3j-vU%loxJOEDsbwxyY_h+ftrJ#;(q2whdi=9a_;vfr$11F2fZbR`?K
zfl3)Dw?}e~uUPpR;3F2`_ri+SIj5xUwO}ppNoY0epjzHD)@*y!Fh8&P`6!V;A0u*b
zu%8=-$mV@ISQy}bQ8mp%r?%#y<#MnRX_(J>*0pGB`JOpNE@#QsqF>e=2;M5nLF?;p
zt)LuazEWPT^7DZ_@9dge4<~af3Vm}sBVm)T)YvzZf606rfdmEKDXqp2$wk=E!T#xM
zE+zbX)-<ktWmaI>ktF4{uN6I&*S@~E#=G{_^o&&X6Nta4;TdVm_ly)P`w1GKkp&f6
zuZJw)j{#D5|AWJX82=x^>dXH*{{7>P7+OOl5@`%3lSm{qh>iqXkpL?l9UU6%)fm7=
z0top6;N0DnH!~2NoSaZnQquIE1oM%gzph=oLMT*r^oR`AEN+AwH*U~>PoF+bv%)F9
zNCrB6eSO5o$K$_*1fdxjsRt(Y>eY+>OS0Rw6p|&7oJc`l_4V~M!{3@UYiL%xZr!?}
zv{ZTX+J6NptK#BfT31NGpQ`OoojOIY<Fh@fJO30U%U@+>C3f%L-SpXx9Xn_}eU|Kg
z1d{2px!0{*x0J3I=<6cT*BWPUWj1}*(C~zwY8~1^^U1N_|8f_Lw?yLP4@1z^&qm{Q
zrba><?Dr_G1b5={F}#oZMs9&XAAwzbaQ3{yrn`m)oIM|bZlU}WPu)WNarT`2dct34
z?`XVU@we5goct=#)1ebB=N^_QT}R$4W+`gK*H(=CpLapzXY$w3086~!WlI0=tTMne
zHPE9IH;?kFaVM=D!`iD4T*-oc7aK9orI*Wfc=812GRhIEkR7KvNbpchVRh3Wo7}Uj
zjUgVY44xj9)WB6GScTfa)fngEij{2;SB!3+JT|Zw<NktRM1CFA^cvdH3NQGW)Bihb
zIC&+bs0M|Vb+G4|92Ds5AkfnU=b{Rgb%-iNw`a(DMJCcnkf|!BhWd2C{3xpucM?l6
zOyN{9bvqRC*uj+F4husNNo*l|4eexw7ktg>|A`&m>TZvF-zZ<>U?#+@fv!0DX(x60
zZpJwGKt+CR5xRM4kiVoG&D_`c8rs>KJAr?3D4Z=t&DyD!$4<{>1M>Uk2RFT%>cV`P
z4Z7Lm-U8)oG}?gF0}m5=;*pa4=mK=($!g;3Xo&kOd(xAV8ec=Z+TaC$OZtCjO9Qyu
z7|@No=VIjdEUT)+&Bvt(^-;fPQ#r))l!K=kzYU1}NnMb=hIX>%>cPSg&IUc~aBq?F
zHPi-!Tyb(%=Vr=5rA@{cqnn3@Hu(*)ZBWxoUJlRRCN=hp2_@*}Zp_~=ei4Ys+42|d
z7ro8s|H%gSy80*drK2+7B9rHh3jwM+ba61kIfV`GRENY;gsLoFH`_1fRJAxjur=C%
z>X4vP4-z!g13NM9f7un0bL6j~?PWU5=}L7_WZShI1iBcZqm#P7*C@Y>qY=(MQYiz{
zb`(zaeQFtGS2YC)x?2coc_`kqtVW7kY3024q|ZltL!3(~RenCElp)m7sO383RW~h0
zycJ-HyORSDF-iV%Fw)1&P<xzs(}&*<4u&|FtYU|xGK4xkgATb>PhAipzpYl<z;A=(
zGNtQ?K4ej(#q#r7A|I%g^3+A5gS8mvGFAMP%yNXba8o|jfowMBSq#`7SBOAs19Vi_
zNUbK{))42?ROF|XA(SUjRHOWY>SiaQGs-0>td_!_=bBbg7j?K(d(RhEDd}*bs0txw
z{QZ14GXo@6NtF7SM^$yO7wXdcy<lO8h;DAU6)JxPnuzeGy$Sul;-Ub#o}7$(p;%e|
z`Qj>snDB4l4mCAEVzsjT$5j&82{`$DR7e|;TwTYzXhUsaLTpf}tV3ZHLe2Pf=w>cP
zQl*LwDkXHI47uNnmSRNqaL4WL@)xne7zY#je<d4`dSJ&>4^p489^|Xk15*C)$X~P`
zgxKT6XbttiOoVg!$~GYHLoN8*P<OJpSfOHr3JL5*oDB$MtWGu{{FYsgzk0aBUBf2&
z*3c%Yd@C`|DQvLk`lJek+CGE)qMD{YsjlG(eW^dA+cYiIt39J#jBzf$q-DMuc}CCc
zipVeJub~|*@j_cO`hW6_Cie_-Go~9b6nU6i4Hp%^p2~M8;|3L<Ii?8Rym|ap2SeOn
z)(w$MLYrPgyI6Bsz?aC!4UGX_k8>*V=bWyvZ03~aRx^GhV}}@3I~4Md9f%!P^g!hI
z-J4!R1IgIIg8tvxN+cgUD2zwSs-)c5LFJy*241E(doN#kKIL9MLVcgj290Aga?c=d
zGd#>tUSNHcRRLEU^?pv<b%B#l%0Ol8^q^3)d}4c|gX~4ifXH9gt=TcGCR#<m*xVS>
zOT!rQ+fbUhukpo=<<05;n;pwHK;2*b7sjy7%IBL)pzXnoW*kv(4=q2ro%+MF&3?2!
zv^B@W4Eghh@F<hC2Qkn5rWKvfRFZ!u3!&{b&s*}#=YF5NgE0+KQ@m$cg#<Sr<fB`A
zo<51_(AJV>s8iA*A{(Lp*3YOzy;`8#ql|L=wfbdPn(~(qmG5JPvv;!9Z4mGbHXw7S
zDw|1KineW_Jjbdseo8M#sJ+p1`6+ac)z%OXRRUTcmDIvjWdkPlnTgL{q~bFdRU!Bp
zefFpN%+#;u@tNDSK?jilm#gIZl6#Z)T{UDuY2;{m6(modV5Etm#$dlBi4+H%Z0SaA
zK8XDG`uez9t1SO&Z7sT}WbISscuh5x|C&NJKTTxUOHtg=02>}Xh}}r`y-VfQN;+ID
zuSSrVzZ^mgMM#p=DV0NFZ5{0N)XTw8SBD0clt}AwuDlw9ObylRp}7Ih<*GcJaw`z3
zAqcrUIUuK8r5=>ma?hsc$kg+st`6l94`BXcH~EKc+R*o9*X4o#is*<%c%riL|4HLU
ze3_qIdMy&-w#w_IVsAIpq-OH!P#GBm(-#!hMBB81N#E|MxXHi1s6!5LZAORE^Ve~|
z%OFGr4{dr?+=)WL-aqL775|pVuZVmAQxzK!eadg}%hwef@YtZC*-a!mhGK|3TzCWM
zs1BqY`l*ydKh5Q!+k$dv#6IkGNb(9%c>IFqdJy>lW-2x?dr`9u_{%`q24$ok_$b!{
zgSKv{Nz3BZp)BG7ELChk-j`gz+hQ9)#Rl9pDucE9dbH8dZ$1kd*YCl-pK>NykC(dB
z&j}56b;yc%01uVlMBZoc{3ddJZo~t)s9aCpXKS!Q(@(0E&|p6uJw158{xTAOS3X>q
z5D@kns`3hvq@f-t_02WPee;#tS_D3&Z$4Hn>zl>O{nzVaG5)l*#VLiCt&R?+7#m}k
zl~pr+v$77CDoEel{PXGe(n?640B@KpKg(SOda%{gRk~+ceFGw@YSr#ZZ6MIcm0EQh
zbP=}92Cwtj;4fQSoK|?*>T)*t)tbi!S{_3-&G$e4oAdq8x#rRu=5$Cs>|`XQL3xVu
zFP2sz*qGl(2sJT4QjM~Y@R$TB>Z|(*yYk9t2DSm_ntzMN`OSi-%x_jbWqz}#J8t)o
zzXDBV^P4@C=QpViZQ39}Pajt$%I)Erq!wKivi9+DqNW<PPoCgakyzaa)fXVCUO7M@
zxn2rK6@QIhD^&MauT;0dU#;N$)z>xnt0dSjsZNUhj+*_|rn+D#q-C$D!=<un1RH6n
z3r3=+)`cpv2B`9PWWzjPUDWzqJ86%W1~`|k(jIdv5NiDl>ptXw7oK1?Q-LlG_Ip%T
zi-^K%43!1CDBD1YizUi7xL8u%Onc-hgKA|PkZT^P1UNpfu7k5szxB>3X?ZPJn|l&k
z%{r)-_l$Avkvtz&)?Bilqdm$3)0&=-ynWJ>R#y%h*P@?i&m7OX)AqOm1X_zVu0^-1
za?tkro3_h=^v$LsoGVcEl`0Wx&i{<;PJ+)Xm7fm}E9AaXvvpDBA>HhrHJ<%t8t>ik
zr1`b4>`L58D#frM^?6%veo=@ED$mFZ%{(K!k!NJJvJD>bJR=`gsXrrKR093AT@M)y
z27|%igJt+@rP$fo(I6`lpycDDzR67yat*;=<)k>0VNWq*n<67ej>OTUN71%zTZ|q(
znqEtS>PX-o$+AWQ_Ea%7RS$G%%v48$lNu>2;|4$Eo_yHas&5D=D&jU|eEaRUXf5#R
zsrdQx2I-ODN=HXWnoW^pWhB4(#~*)G%O?0=&}jDu4<68$CP*+|OYQSKj2$}`vu4f0
zmMvRo)<eS9ty^ip<(M&Jp6OmB0QFg!F|Gq9E;x^_e%1)~x51j-QK+o0L)cKR?M?Xl
z92{&6vGn5*`krL<o4@HceqG!jZuZ8=Dc}YeMq+*XA{;oA2x~JDT<nYy{kRa*S6;=d
zecbSJD1X+@Pp7?s36qwhYZo5`2ereR9}c3jvIb!j2GQ@|4qF082P-W7_C5N3+SJ$4
zr{6TJT)huN28Ckp{&Tn!k$}zNTo%mA%4&SObQgvV?GAf8OB58AV*Q5SkeQi}H(u|n
zCVzTgM}+;FKsRj$yBK5b#Y|L68Za@0E9VKj65wbmz>=Zv5b5h6KxF`9X24AtD}H|9
zZa%Dy^x<MIM09o)W*kn$@b;E?S;L~uj7~NPJClk)8!>`x#aMSgAC=MuOl-$Z_DuXM
z1rCP#Skj$4<!I5ZY=qbu!pl^MlG=K#yqk;EatS8MvPKbRb+*Nr)5+-NV1&MoMmU{T
zhGWU4I6I=Px(!}(M%cDEx=Ae9-2`jTq@z+&kBL1TI2&w@g`>F;OJ4JYNM9ELDw~?k
zWG62+eqK={#loX0c&&>y>`VnTtHl=w6X9iTfB_0RD(NuP9brF2(FLzyZ!@etnvBX?
zDJH(i)$0js@59kjh$V0N()Y^_J*KDKc-k4#4R0qS^04b-Cf2_fATNh&*|0Vdz{Sb{
z(P`zFu{9RMgKhD0C;p8_(+9X9Y)dQx-Ap(;{FR2v+Imdv$vtBx{Pcjc!$>dA4l0wQ
zX0kTW__?K#4lGqBw8)7@#3nwn(|wfW4|GM?PY>v($zTr?n*EK+?=35bO);GOQQi;<
z_~gsVLH0TM+a-S_(anSQW<nH{*CG5&Ix>rEF_LG~EY;y<7ldt9u)!Ib4n1Tx*dnvR
z>;HfacqWCWzv7Ot^-**Kaj=&e)*esc<i8-R2S410qlE}d#`$nIPznBOlCSXjv>~qe
z_RwQ^*@@w9BgWVJ9>T#~h*yJbHP?fmVrAuEDldm#G8=3r<sib6H@sR@4wgm&`ck)n
zkhdNvwMkcnHd(9ECe27WXlRq-7PQF&iSV-FZ<Etsa75Uy1bV_;u&W8yUdWL3i`>bi
z6L!YK(Nu^f!!-4aGWoL4$wYY{FH?N}dlC%vb>M0t#Kp&@*m*k-D_-^BwZV*@4hTE=
z2!T#U2y!yQx~th-ztn~Eu_hjP1P2oVmJHyI9b0rZ9U(5pG+SCpwG=BaXCbwu7L&Tl
z%eknk4rwJ4WXVqGdsx6N?2-lQ#_V&g$p+K=IU#IEJokKZGsfC;nW(I7z{F6Q4!^|1
z(M*6P!#!H0LnCF?QXIUSkL9m<^2%*0gFX%j+bb&r7bC2@oW+%aY~pd^o`*DZ;gZ2z
zK>wmY(-7in3@<AKt_&_@BDJ^{lVtr3@y$Q!<$xt;)8TC`f}4d1^G~JGavUx@-Aqk~
zU^|2zO+ui(A%Yx?u<lk4D(f0Bu>;qSPy8bh4#om3d4cmW7G2Inh@%m_%w^BV8`(%L
ztHq>_oX(bFefm;skB0j2(U5gwMmKwe9Z5u>gAsxpjj--UHY)4tF|o5uhr^G#y4at~
z{=Dcy211;S=t+eoHT76|EeolowU{KUyTpb|E@fh<k2&m(1t_Sh!-iYA$Sjj!Bu{&!
z@_!@pWj44evw`ecHt{!N1AQ#%CzF3sRerWizO`Kb<tz;KF@wDkkuSxDJ2Lrx{2Q`o
zbg)6#`BXXyA7o>Qby0bo4n8tJ<s9)-1XvQn^-+uNWFy2@!B4p_^HY44e_xrT9tV?3
zu)Le{X_{*CyV@e`WHJJ6#R#%D#JY%FPJRHld1m5?WEv#3q&N4hSadB5Ar6M{G83Vs
zR*IFkbGdrZp1Zz6Qjdk#vhZ44b6WP~<hVJPGHAVdnP>5?wbaE=+{`gKCWmec2{IMo
zhqPjP%K6(4+*tLU=xjKM^sv~Q)9F2DGi*#N!OZwPeCT3MHvoK}TuA><FxJz7zp?Vd
zqgb~MJvmVIb1L829Ph^Gpo_5(T}?#zF{1=k^$i$r&)IBpY&IN(dRXWwlkaGXO_?Q_
z^(Y@7IGIuT%TtT!{~MX}I3I&84e4S+wnU1>$%S+i${RNP3y9O)EHEiL8-b<<=t^vm
zBC~;`%mz_eRENbrHcd9zkXnpS<8tw#s|6lcO7MMBAwF_#v;q08%9}q7b=$x~gAHgs
zI3}wH_C{EDCx?4BG}eQovU<>0Ru8Ty)C1BUZ>rP-1AY2Zss}nx>61Jy5f+(+Kyw2G
znHykTVj;D`L>JDk6C*NdJy_z;^}SQvED)Ylj2Tfm_{h_OZa`S}umB%>$lLqWs2uD`
zFU8?dXKE9YNrYgkuLA>~4aVATlQROW5q2pJfmUJ!S&Ommfo$yL&Hbi{7gD*gQ;@7r
zip)WXjTl}gLX=4Au`((TsTC4TlJ#LG0$udBGsG9SvS6Uwh8~b|DZ2tY9~EIm2!H=H
zy}vWUewO)a^cgMl6S~X%#qDvNuQtM?MdK&J%$J-oW=kx3d70t`A2XbOP=sUA1vsa2
zNCuTZ$PHneVmN=*(-dn@$^6wmGGB2+H0Q6rDH}I9Yw($6pOavUH`d<A-IOx?F{=w*
zjLVT79%EsoPyLuyIevS^4Pon}5$IuxU@udwJs}%A^ySKJ!jDmKv=Cy+SPf$bLp}Ae
z!(dl@dpMDv#!3PJzux;uHg-^-=bJIY3lmpGqN}$Vg4>#7&F_h*tf@!XOWZSg!paCZ
zSQ=pIMDB2+rTZV!YpD(D8gSxHE_R(uNBBn_o9;R5buYa6-5vBIn?yQT;Z#H(j^510
z`DOCV=&h+POdsNkunjSE5uBF6$yAwqSs8>A`9dri(^i9gSs5sNUQ{7LT0sr6iaEIn
z+1$Jw3C3*9!r0pS#pwf8#*n8~#*lO@FT#>hUe7R=PnM141>9KvY&tSaYB7>$9Q#j?
zVX6G1$utm<%CC^gZ)PrG#t2VYdoY)`hgya9u!6J)5tfGe)AvjF$=ZW`V|&QqZx73E
zqgQ(?h4zqx^WXJUmp`^WCVq1fUE7iQO>3;#8^g_SzQWCcO_+b4o8SD1JH&12&-c)^
zofSNtOlW}HiEHWDb>b1iKkwNzcA55O0KVOJ7v9dMGyw4Hjd$Q+CC00L)U!BI9Y*_M
z;*u-q>T8MMc2-z(AP$w)QiKim;&fPing0FKDcqrhOLs=oYdsx}IUR0fV%O<JgwG6>
zx5s%G5c#kWN5AXGwZ}qk3~ON`paFJD^2Y>V;-X9F>T4ypL5);ygKsXv!CH)^9|m#q
zf4R@ufXF9hKx}a8F~Vod`<tTDTBPMxAWJs?n~=t>36Nk&zU+zGwgJ_li!H+bOhKTn
zA%g70SQjZ9yZFh*E~k^Zv5V{^`9(Lf5MplxFEg3nekTX1WfDx1`8BjI2HIlGiDdM0
zG(ulzW1LPY!?C0ioE@pYcJ+yiIo^%Up@&EifAz<-V(K%$ZO{3ulVUiZeUTUUY<t(q
z3>(u+Ff$<!A3B@U4Xevj3hDnF`Ql+7hFBX>pE;{mip5C<)Mp-L$L}*wF*m^{IR)q>
z5}>n4h|R@isA_nEH%+-V{&98z4P^VuT6vy&cWDI%8j005N0ZIdld|#=T_eFRM;kOK
zWJ592)uEfV6`5>kjF}}xXs<6oCw&37R#nh!Fry5(xryl|MX=M+#TO>ZYi@h1D)F+&
z0Ol&0mPjU-H5FwTBr>2`0#oaySW;FBH(fpS5%O<z`q0J{AEoA_lURr@hC*!2E2TCV
zYsuN*gOohj3-s`{1K0P5S()Ic{8G%xD8#$gCP*TgSaM77o<b&;vt?Bv+orsQ`bes+
z!~Cow`u}mV3@(by@U=qNjSK`@7$C^P0P7wWa{j6ZXY+|S(&1pBk0l+s`JE|V76^Y-
zh#8UD_{iH5k1A@hEH)n>D`XU{sH?|gg{(};m36pRTn!6>E?jsv5ofH~4&UwHp*$i6
z<+q~XIBf!S3=NR;^C9}Z&(GgOl9`L-FIUp{g~!grX+{_-?!}?}=6x7=xzMbC<nzV=
zu*@|-qtlhWaQR{i@(!GUNpJ_)zdITar_AFmhwOFR;JIZvDk7s%aXSk3Qzz1FarryA
z%x#`qmqU`3i}ZOb==+ir=V15AJE*)Li;CO#A@X#E^ZXeoIew1n&`?o{>exq0G8(F?
zAuTLc`<#%qW*fY>eUFNW7%Jc46Hb2KFPsg$w{tc~{fe_e(Xn%InEnnb@5Q407AN0j
z!E_WK<Kz?EzWW?S$IhcREfWF<8@PNujqGGY{@!D}Hb`H!9lpPOhw?iyD7zH}r|A=@
z4%yo|9oqf!J!&&^ku;anq2TCwIDZ<3io0<rYb=LF)9L3*fp~4&z&`9X<oxoRJRp#V
z%+=fAvz@a++3hGeeKJwG9&G;}wOP4Hk=28u<LBTw{T)=?mD#|{m1g}bRIowD+U@9c
zc^{m=n1cKRCtw`Z5%!Zu<B^7Xkg{q!+W+z$O7Fy=^i~wyWH!j$ewcnwz9TkxICm9&
zpMUf`+&&FM+1*%_-i(6S%Y|nB%TurcxyJL$DKyBi;=yAWcWy`jCSx1-yA;tk6vM)c
z^G68g?oP1n=!@#2Qk11<qu-KGVeDv&-zI!czrV9_FM>WEhyLGvhP&Gi!TrTh_>UTd
z-9z4Qy2p)G+wtlz-y!Qx3^H#;A$0l#=o=c~p6oZN60vGK2LAFLa___-=T;QD$gY1N
zyPkYkk(rAtG8@<hcYu+jE%NWh(SN%wm`WDdap(Ij$~SJ)2L55MA@(Wtfbg!dF+MFS
zLI;5Wodg1!g|E7y0iz6MeREL}>~wYUh01=2y_J=C*}wqiD$fS;UiCAQ`N~>H2cG);
z8#X_*GQmgb1?VIepo>_DP5IpOX{-g;kA9Gr4|{!Gd~L5hKly7>IR=}GVWE=wi}-8r
zTbp2IUI{#edT<r!V@Xai4Zb1QtMZ<)F=iANp`*+OBnuz0!DyKcrWJBFm}915gNjNF
zXsHd*1~$5yZJ_NjBwcekAe--ZHp03qvNe}L*?j-LN8Eh>K-rqh8HF{M8Yxy@%Hrnx
zgLu|lWSMLp=4)PaX$^BaAKRN@%HuqAHWZ?(kqF`0WPbAr-m>QE;d_sA;ULh(0$0u#
zoMdZ)%{e8Qol=1J?M#taQ-_tA#h7BJTu;a*=wI{7G1l4`dQZtTFwNZplcKT_Xkvh_
zW(xD0PO|yU`&rx^Z{z%?3(x#!;`7gMHu-C%MKnmSqrL#!Wd7Pn5!W6*E#>^R*~ZGh
zb6<5OUKXnRYgA9MF{YLlB3NI5ZUPZ5N@{Snwg!95)#r5HH#fnw+yZoz`Kv!Q`l}`~
ze>JB7_IkSb(n{H1-9!9ULw<jCa&|tVYbDs}@N|Eb@R6MvK1kx~LZFcd8*)lf+3*D8
zWOd>FL{b;@FyEQ0Ywy^Y;-}nFe4bi>_iat-;Sj5`N@%@kWT3erR%R8$NvH>30|BBc
zYq3731aB$$l&xv5eMUQLgk4QXpp^lFEX7zCSHQJLFPYDJB@GT@eJqh>fM0Y!7a`VS
zco_@0_V^$lsg)8;lC@vL!ITo3A<D&2p9a0mxSfUJ&L()-L0yNB9nJCn!(1Bt7-%d)
zcosKy8gI+l;Jt(#8m#e+8`mBu+nZu@b}42j<>P$^Gn(;yMMg0`aFE;JBL{Qzk4ne#
z^dh`wWrT?G8f?!g#X2wk{d=uqPD#sa!P?%F&|20(wY_I-Mt~K<E~l$MAKS{Fj~COp
z=VMn{d%R1YkB0L07@f~OAKR)tA8%*FKu-s*M*6svQ;D6Ai?Jfup;eZ{jE*)4JJ+}t
zEylVinGIxX%M;JY_RPuFlo#DrSc{e@?3t78u~S-$PAtK4*<QQmXcgt4?e(`-P!7{Q
zEb-30EP8-JkeLD2B^S}Yd4jX7Z@!xaN0A=BZO8TP@4K2KJf#>j9^~R9H*@MMefPKk
zAG^!z*_Uy77-(YzX9GQyOB=8^vkVstt8gO3nSbr;$7c4dts`q++@3YUvcrk8wJ$OC
z*-u91W7nlDtbdoA2UlAAvNk|;YB^?XkHhdF&1+xu8JUoaF60?$BEtHNVw!pUEjzBv
zhz~*hgm2vC&&W+#rT8o{A5$8ik!i*Fz)}8;{MgAH{qCh>d0G)(vz9$0vrF-Vw~f~8
zVZKUcO$LL(U@%l+0e`I&k_GR=g$p=)_AL7M@2~MX5)??X@sR*BXJ=&xOjEGm?c29$
zu-||I191HKap)>c29ZpAB;fDwKr#jr^78U{zt7Fh)%Z6gSkTzGWhbNj+wkeB__?M4
z$Y&uWB&4ZK6axYYQmMKl_fKa6Y_$99ufL9i2e}2tmZGVCJrAVJ$Bi3@O`A61-o1M?
zz%VW@4wENO=FPJBPc!;uFXR{3VE)G2$SJHsr?yr!bDynj(?(iOIax<)V&kC)^c0de
zKL1ncK3~5Zhz0L+8%DAVsxWi)HRKjn!`@1a@k82T-sC{dI*fV|`2{8Tdf|5D<P@P(
zM=zW@_C0KExxrUjdM-_W-bnXu0oc7`9=@8t6?5lpfwz|<eml4r0RddVgs!d*;uF&F
z%dXQXC@6)cr3r!peR28x5AgR_&(t}(i#6T6wBST4a>^v=<Ya^sQ~Y5oJEb|jxE9ZP
zFetgttlyH5TV4ly69L8t+2E@I@<l~eMtNJ%0nCD1*~qD^Lq}@^93SchTiNEjv~r1(
z4#l<gm~uXiUTZGWrKjv%9_a%=3;D+2S3S)T-q#u5MdV`orF8h1i*R6&2YNcF*Q?P%
zwsZs8g5Q%k8#o)|#I%lb8x++%lMTqpiBTC9*l|4@B~?<I&Fm#V3oLxq144cNQ;A3S
zbU;Cw1Pk^&L{5nWo!pIaVqP$8WgGg^3#ygsA{kJB{L=$u6xP5%pi8s8?U>e)-lwS?
zifb`zdmM60YiYpS_`Xi~>J4s_5w8xx#10ZH_$>)JrL~+LW^{tBsZef*f8dl@jq*e7
zIQfSYIr%QeIPqB*x%|RsEQdBgd{z~9T#2IhC4qNc-A!@v%dYU(aFUyn4azjw;9pFO
zJ-UZIR}c0*q8m#)xtZX^mq7~k;MwJWHr#_QnoijiL+fKtUvqj-veA)OhY(T@by#pD
zNnQ>!JFAq#zne;)mP3U~o1ESewz8A&p1CeGw#jP>ZPMQY3y1T!$<bYG)cc&BWn5J4
zxA!F^q(f>5>5`TZ7?4ImKtZ~@yJP5*77>sxX&9utyBq12?wElAo_+t%`8?<Cea@?S
zv-h4IYwv5V>-w$luNMzl?XK6Ny7MIRnETd}x9>DU?o$$R#jfOQ>di3L-vQcRWZj^W
z5Hl*0^!HLqUR1)1piQ7x!`3XS$BGf?!*q%vR*e<?HUAT|mlKso%c+bRkR^%sJI|>%
z#dXhV`o7ACX3GC>>s|=_w_*95Y4BvAfUchCkDzpCOyRc_8$EKzFI_$Bye9@$BSho7
zTl-w?#HPE8l;#F1<BdD5KBE!3x^nlN4?bS-s#Hlh)e@`XGECWw_U2<pJ9=6B!2S#l
zuUC^&?xQ|^4~~4p0u67*jBP(uCYAGaJFAw4BoSkAnmLcl>F~tH-2|4uju$Fd%q>GH
zMrZzJHZBKtts>gG06GJzck$A#F!PY*^}ZW-!d<u3W^(c}$okhVLV;Zb%fA<LQh&^y
z{|q$!IeC44hA>T)A3(N|l;C$?9WRUm{Xp{u3=>1JPGQ{!j5?S}rw)U)p;+YUzQ(~-
zZO)*g!OH&cCWFrKo3IATT|DtW`@#9*@+@V2V<;~!sIZ-ka%n1kOM;W%UfASoI*Nea
ze);TL!`pFAoB0Crfy#A4_K$L7ifko6=@8;Ofn5@UxT~$d*E5LOQ?)LjtP0zgqruye
zAM5Rx9%aHUn7qTnkdm(gyK0q0IkBozAy5MQ>PYEQPvb(=(LS2te;itupk0|!V9Gae
z=Iay$Q_^l@T3d0ro#TiQ5yxYm_aJZ2&E@4);rqKf1(hF#tX};TW)u;Mx^j9mfmuy-
zF>&qvA_Mj`&`ViOOd^ySno!p_P?>1_$(h!f@p{jYp~r!W(ujTd^*4R?FTVp5<!Ss~
zU3-rD;TUZh9|Yxn_e{f5E1cn}wVxFuMrA+gp_Bo9c6;jptiUno?x4D)ouNYzaNFeI
z1GEC%1e=x`7L7P1@AcH6fq`PNZf<=R=Z$;b{HcrUCK@gy7wZO^5Q@CT!GlgSEig1;
z7Ny(#p!0o__t_5vRXtx$s&vI-9FiUako+Vt;kmV<YskI{=t>KWQL4n0Ts=BR_H<pv
zlBG#Ie|c*fy6eE1Zej+PG20$0^4SI#7ylp;>5gjarBUv%9wyS6`F$%uip9H%zkUCb
z&4l@4x$zt4X<}JVgXjzhvU`EE*=*q2om^jieiQnJc=p4FHA6>k#f_(d*{9zLlX`=E
z+Ck6d5_ce7Gq~em2wn7^ZOmDf-T6xK8^yIJGO;=|p)>tw-WR4App}mT_ChQm!3K)0
zp1&nqVL#a41$oBGI%}adjkH!=t^DC?&gB|M_AMoAcT0|;x?zu|+I9ajw?RI<QN3}Z
zrcqGUy<E{^5<b~Vm0+M91#jLgKFJVObaXaiu{CpJ=g1mJW`EbmKocrQo0t8wIxvyI
zee6a4t(B>?2f8h+i2et_OR!4I-Pp1W33dsdQ0)dN=<}hIE2d_SXFM8c6-+|sGV5z>
z!QylmJXR)(zzcquyVq{eei8|%Z`C$ym+y}^13p8VM%ZslFI~nNC#rni8QpaUWhG>`
zG*?kc|Ds*|mw9>h1;1%6)k;4m+>CH!jhxvA@0U;`G)>Z{=<^AYbv}#*(bfVM0=XRL
z#3efWz#52t9Q#LDf%4Y3OhbYV&@Su3C%L?wFVoWK0g>Dfp+@(3UkG3Q=VEMm?sd5}
z0~uL;M(hD|MGe&>T^Mq!GJW;hiTt&%|Df4-HTj9^JPxG_DhvW;chnLoagXif8N<gp
zp8?hqS!OP*blpjsI$oNTgX|gRnT@<Jg7FC&&rxzX3%gtNuf#$|5NrsiP?003%fcr{
zt-o_P@7BiLhc51Y90e8tQAUi?DsVR50YQitW*~g{aOI%wyX`cizd>zRVlfCO#+RqB
z+m^2&BQ2L#Yn9AyeL;hI+8H<)dA_DDW%Fi`7v#+?C3}VPGyR+v#0X*#4`<v>Xjaz-
zR;70;eTxCOtvMrjpA^`((leJ?*(Y1fM-NQG<Rs>UZbAz=U2YkFl(S$Sfuw|Ir}1X3
z{GsGq`R=z{pI5ytR-KB(iPmU&m1@AxBW>gdZsTH+(Dwr)LXnT0eh0?9R-vm_DsgW@
zn7pU5SD!a-PrMVAsH>qaWN#R~=lV6oCq#%VvXmSCVXnmp&6pT)9{wUjesOrXQCJz5
zL81=*QQm7dTRN=#eQv`&1GPDNmXD6WfCoq#&`V2I<|dx$=;>V%MsN==pi1KSE!phK
zvV5O2v2y3R$p4H=hT+sPjVo}MKFS+`L;N`NK07>E{|3gJhu^x%XVrm;NtbGF^Xogm
z^(S?L-v{|`I!uaEY1^Ek*+`rv(at<uh}k{erq24jRE+-nrfzk2Yj5p>q3S`E03yE?
z?n`?C;VibGyg;#Eb+tW5?iVoz9$!l)pM0IC@3lM{e|s*CVlR2(YLBe>Bj2f$IO?2X
z0*Hk-@m$_#3^O}Ug)>p<$4STopWAVm_vP2y9EDM1>xzcCayub|22M!wAr~T(o@aM*
zj!*7Px_|vb4z{sHA6+po+}Z2LWnbWB24p5NrnhI}`svuHt;ES7pdLS6@r6ZL_T#Hu
z!J`qIE$gZnl(wHVR6;hl{>F=CVafWazX0YoGHajf?keXA08<s==#`3}zg4C%a{6If
zpd>q(tAOM$qb#549*8#LpvJnN{i%K7{bP4V)=cB{RmopaJjnpxG21t}q0U9*6Re#b
ze0~)PbW)!JTleB9vmL0XaL8}xSO1*;klU-2+f&?xQu^QZ{Oxt`kuM^A=bxwJu$}bN
znn&dN0;|{F?}j?;Xf06avQQ<N*cY-lmEIW3K~Qgd`8Mum`-|R>z1u8YqjMOiX%XH&
z62}azecnO}LC(qGA3EvX80#2(BSPERA=Ajo#JT#;?Mz>kicU^P{vyf}x|YYKA*e?r
z;>OcL`Z3r5=8Iwb`cqm`_|?bzGtUigemJfk3io-}*sog@_3?tI)q6NM1TPJR-p3||
zkjnIXzUjnz8&WBNgjif+86N1QNo<$g%mQpO0kcYmo;i}e<})I)KU(yE^(i4#LgY!m
z*Yby?{#>sBCs&ohkFzZz>c~4fBFC*>j1DlgykBSHs^VG9d{Lu?_sFDEii2tkhEn77
z?mfaIOX-b0k*U6rGwt5(CYinPt4?Zh82kR=WoGQ}-$kX}c9E#<7p6x()Uqj{oa{EF
zVQ2X@UFG}Thm$&J!t*nW4>MVKan=kCpR}Tae+O875vvj?kdVwWC(f;DL!u3nJi3Jj
z%TJyIQ#D3@DC*ybYyn+`lFf6_893|Uz)^v&(>^oWZ#=lJKR!=*XioR>TX|zV{L$m5
zmJ99WLpUHE5L3}|iR9?Z4}M|8>0@fc`H;?SKr*oKbJtbBp7&SV;<qch?YZ}pt11yv
z$CQTjm!-T6Lv243RcOMO-Wn=>Kx$g!3T}NzO0$q^9G2&tA!?u<;~Giq@aK$%>2?M_
z`pRPTkuG%&+quuesd4WoXWE*p&m;U}7dsu#3$sUU2`TX6{{EK5W#PSz#{t8FQQsOh
zS_C!}7Wq~{?Z;Ny1)=BOKK=3xp#<`EcDF{1*`u`)rd`}4GSZFEVn@@YL6Y^EhK+UA
zxI}Qf_8`3UVe0$CtW@m5BijbQ0zI+(VHHC)nO8n%M5xfV3D+$tBb&>LB$)ETsbjeY
z`6^;C+bs|kqEw%JAGOx3y|ENcH=@XzeI0E&i&@RnY5RwksNAl??|U=(g-wB`BNyr0
zSs=N>-|!UoSfF5mm3?(t$p`C?XV3q{a<vNU7)EJbFN_}*ZPxy(<?%Z~hd#75kb3ok
zyI+F}Hcw|zzq`0qZ^a8Dd*LY5QB@2k1l4@9ijzZ7oyj;OHOc&%ta}&qAm;Y1UXD<x
zp*aIgl25$ZTtnCJ^$I%DO_9f6Gpf#0n7>nNXa}gFIS#WISNQ~nf<<W#t6uTS%~9hx
zBFuVkiZ<Yy96n;-ZeU-NFD|Pp+1sKA`j$vlKdI>e#XZXLdE3xNS$P5FUS=c3pUlQS
zc)CW*n|lmXvA>c(eZ|7dWZHkVSj0k46KpxOX@#_i%5y1efF?zXq0Y__v8*;PmfNJ*
z=glmY&r4w+`lZr&4kb97blEoU%ssGtcNy!QGNr#leY6HDlDgEC(T_idyjiGhuT9tm
z+xVpYss1I@zu0i|g+b@unY$-eS$OK6rQGj<kjvoyU@M~1b559o+^QQ)Pg*E&hlxyy
zsd7z}z0Hi6TSYQpAbIsB$VV2kXBnoPk(8C-gE-<5Z^R$|+-R}wkvT`kfmP#R=fg+#
zkM=|*f0T&VWW>^qfq|g|;Hm@0VsFj{7k@sz2|nNIH<_={OA&OSCgIdwxN1xTC7UrY
zGRhn~+?=c^RR03R&A5Oe*_S(e_{B~N*hhd#F(n|&|FKc#_He15i&MWvo|FcILF5%?
z7#|;>l(jWmh$I}9q%jP^Nm%6hi150r55W^h;DZEgJAmCHll8qZpNIi0dJk7SB9}oS
z;W-w`dYVJqr@KsqtcQn3iTGe<5rv~HGWYvey8sRzpRDL@K-4>1G7^$7fQ_*U5EWJK
zA^ovbGjmemxV<#~j#v_tlaqTBIViJ!_czBax2ha8%F4>}4Bvj)#(f2#8sx1$w|yE0
zexWi^B&>dNK`%HsIIO@vS9=7b7Ym=$n3$ObXR%}`jtfijav!%n67E@?Z%_1G_oqVV
zLQ6{6ypKoI1PLfdGK3$L6A}_8i7C_E5gbB)9`BJteQWm5nCw@J-^ptn4=^takp-?J
z*0Mj^M;b^>JosrRuKmg*w@+;eTIYS7ws^v_*TRuIOPtnDjQgg&%u5lp{&h=Rb>qi5
zJ4S_A4nJHCeexA*vduUeH^KUklV_;&HkF*qUBeg^Gr2esxM;xyx)r@QEYv~kL2I>4
zSqFw<*b@5)X4)sxWp^LFdjTkQ?0T+vO=<8S6;v~t$)AX&AKe63dw+0EVEt}qUMLcS
z;Wf-_$8M;MR)5fxDrs4qE8X2ND1x&a9u^Z%#XlUno&UNn#Sn!@&27tJrw5G5CH3<^
z@!y6iORpDGY0uI+&xl}n7qvDyE*YT)jSUL2Sj&Xx5Y;YGx30dM$N+06D!c88Q+F~V
z(o&zM&sC4#AKyhSQnvHo9Z#t)CUQ|m<F{5%FbS64Th~)#pwl)e`Ix<P8#pa}fH*BT
zV^j!NtlShG^OV84L-w+!e<IS{xafMsv~4bmap8LS#?DgB!rwilBH(t%gIotCejo-I
zJ&UZ5OIbaNY~J*0`2<tFzAsi=dyy&RE-sQvkUSG4VD%9)bj6CX(2TRlV07Vw(S#_S
z+g>~2$E{VZ)gdk2RSJPSAODa#FY_?G$hf%M^nX8i#2t}r=|QRYup>>zF`bFS)`k&0
zR==1w{AznNBf^y9NAUe}B+G;|c<;BRXp4YVr2!Lzzv%NvpPG3tFc}{v^`W3-TK<!e
zPN~U2+7txi>+}U><sZlL@%?4s8BpQcR2oEkb0{8~ER^PKty5RDiqXQmZ#U`{nja7H
zJl3S{gBPz=saxK@FTFhW2v?FG03Y9A3JOQd_OI1g1m9OGN$<Tph98A2<uP0NbEJ&$
z*|-=40TJY#-RdN|QFqExenQ@C_P`c2X6bQ!=zdyX(?spJWWo?+Z{@X8IBki#vQVx^
z<sChJa;MY$3FGU;N%h8$ae35-0<gjUjlveeCX4u$B4~MvJmAJ=2CoXv6`6Tfp?+X2
z+lXqP)(}iH_~^jQ49^LOe)9jc*xz>lQfLslk35=WHVeVl5WVB8HRpg>3kVIb|Lp7Q
z%Wb##hM0t8$`E>FyQ7*yK|x`8MuK@m->DBs&#cc|_4M@i+chc%lsD-`J<kHrem&^P
z2doVw&|5LJ@Y~E4J#R=b6#pV0pPZRVjq^@XK|%GtEk8d5E#x5?A6TZmFQ2j~RL=U<
z2|+?aQU;`h6#V@B7<hPvPs~VOU(J+xR}-Ff<kG<-Q+hI^NV#@flS4zFzj*Ot4-9Xk
zKYNZsnC5@hiT;K=aVDp!Nx0U=*x2}uxeWp^g>2*t3JN*{CKWe30#V-VooC_Rm;jC8
z|C!(X7eCs32(Lr(@}Sf9C+dQNf`vLeP)lnokLdtD#j=LFx-8#DLbUDnCGZ*S=#d83
zLYd_8UwR#{wP&FbhJ}Sqy%Hfblr^Okh21K10)`M4W9d0s$MQGggd;M)NvK8Ku~E=*
zdjQ;Ob{>74AS04111ttLD<Po1GZ=k(O<P|-Hb0-i8}A!|{Z`-832KvmtM_DCFvBoq
z6~Umc9P%VKHh`BLuFhzYv7ID~mJ8x{advjR*nUq@uvV<fOmVgl@$OZ2V4T8_*E!^;
zVR$r3$BtKfpRV?&(IX=xt#AF$dr7VOIwgY9KD7>l<?(5~;CFXjot=T^?hKtN+o%x&
zc8e<H3`F#Uj%4KI@A<^2#UbgBF)=YXynK9Cb)EOOr(1W|hga49X{@Th3;~kt)zfL)
z{Yg7#+<&_7|J_Zt{0I$bSH~V~t8+V4k0$3sOA~bXMGlXpe2Xk4B~@cHAB!fJ@a!#N
zz|HHugM+CK5yEIW<Wu{#wvQ<28fBUiD1DES0pj1Rf1pPCJ;MLK5lTQkN{IH{eqykU
z&8EngM{bcnTPpcd>bO6}NU<)9Jf*9v%Wcw!t(d}%^u$O_P5oxw;pXU%W;+CYaCkUb
z?_ls+r|u}V`aYp7V0#vWRm#}qbJ%u$Wbe?v=ldI3!Wy}uEY!D6jg3aDEnaVywsNGx
zXHJyc*f}|W?Rdj4%t{Uc^sdzzHS1}2INtQ{g=z~t9BPJ^>p7j7HU^A%R2o7p1{C^6
ze>*!4TRXdrzklW2YyoGKN32!f%a0TY`5=i%$iI$HGVH!5M$L}3r)U2Ft12x5P4jGU
zZES2P)_ePbdGgGC2q~xT`or?dN`^Usn%T*6<D2Z^;bDd2=IrcO6yI-@&o9Ttr<0jT
zUTeNH_<44FTc~xKN%}1*z9sXeF%2P9PM?F7hMu0Dg196yJ{~`2NBWgS;6J2fzX!dv
zZ|l-xR653S3k#YQwn7kuXG&@+_zUU3d+h(<8PK+#m|bhipKU!E{I0H^6<eycA+6AF
z{eVLDKAs{tXW(LIc)y*&h4DYA=6`oj&i!$IY{Z>c65!(pjAe*)kB`Th#{)EH>QP<`
zTifWD?CRXZd@NR0Rtv2@g4Cj(@AxEf$+(}bG`X3~8U6bY10pN<IfCbr|CeHFP@Y`e
zCh%89Wo03?wfudtR8d}+yPfm%$y%8b?>~I#N`LEO+1C$*i80_;Gs64tuA>w7M3f=0
z9M$RhL%16z{u~Qtg0T5V9(;A(9+s8{$`tj=wc~#rp8(?3{J&w=|L({=p1kb;{zCt=
zWsaX_2hIQDA^h|9mp>yp>;KO~{?|LovS*L}6SS5(m_Q7{DhCDz0;;R|9-dA`+Jj?i
z8`Y!N`g)Lh8Lznor$g&lhS)+I8PFH=HRnlo&9oL(JEZY?z3aG>cdb8$8V6F1BvkUl
z;{~!c=h1ery|h&Wha4s{f%)Xv81+M>D_51}KD1rs8ckg2oHf`IXXo8LgWYXZzH-sn
zT&8bT>y2Hu1Nx=5U2-tTNGY%tozJltO(gCwTyC!UOx)hS#Uy1n?wW9~PruyVpsqn)
z#W$`j0&X)9J>sQK1`$1*3x(tKTDB~elXdJw%Hso--R+Xurgw{ZTAA*4D#oX|D>w3Y
zGIqD`>&6yuiKN{ZshZ=@^XmFJ?aFFPP_9#J--a;?i&jmYGz89|*u`ZWl+~<pH8oh*
zgROli*Iw+p?g{CulmMw_xG-PJA&C{xD56k)pz@kOywN^qZd;YAWE5aV@eO~N{s~-i
z5>Yf?ZK+ghD;Bn@YAsXy(CC*#fg(qzP_4F`Ol8KovG_jATX;mB(u9B6igVGWbKt8_
zKEgBJ4ey?++=p|<hP6tC@!{UubrQA7Sk^RF%IG=ud~CHWS%$M?n6mqehsmIO8M`s|
zq(36vEPBm;pUp(@j_*g3v@_Qjw)O~*$M%WI-&)Qpvv{}$YC+Iy-Y0|-^{_5p&qhzx
zEHQs+Z0=%E7<O5S<>a2-^p!1+;TsvQ745e^Dw>5q@`_lbklNIPNfH}xgzYMyFIo9R
zsw9^V9dNZXP7BRcigubTH!v=TY>z8sk}VslQ-nHNgjDZ$vU_h-Y`33XPN_q=a$ZT5
zURv);a*R71EOapN0GIPU0l*@TRPDY@GK5(u>^)6SPj75*Uu7M3Oq___)U--%m~xo+
zc365n3|0mWr^)R<X|<pGqk!$$JAj~G%&j)VPA`k8p=<tlU)SJOh)k<jOP}SqWr!Sv
z1ql~uG&_3{lzR)Lt!cQw8q5$cf`;R)K8EW6iG1`wWy1$ddvaU}#~r8gV#i@ijG$7$
zd_!zjLI|Vt<zh9GB5Fec-?L7f#Zs*L%$BlQ?{{w8WMwNr$&mX1ne-(K;>EN1_-Hpj
zU+aJpwSh5q|8ZCtTT11EwtTSt81_>=D^4vuHjjX~-oWQ#DMoSv<#@1A*fU0YqIP9*
zHs@9dRpw+i6Vbt=T^S{)t1s2R2ATVb@abmG?e09DV4BS9n%KY1sx9q?dDLo?+IzLc
zcBqPEf21?Onzr|`6{nC$_MZi!sv8;!gzk}?rN@zEUz{8BKc!5zpi1dhp^j{&r3bcx
zYy8dp0j!)q+Q@;Vy$C1{rtTNZqf99chB(ZvKB6CL)Gkun8$FX$q|5ne{{xj?+E=St
zSnXCeV)6@68JvdUqi`&};!-)>s^`=`NwjY}BSF5gn=Zk<l?&;#nPw^<RDSe)fq<;M
zu)A=)Xx_W~s{~yC<%Q>WuE~>y;*HXJqbkW}w<=h*hhgn!A2(WuKGPK6!WAdiKYxw1
zX9EWWb${uBzWYAnI@c^vAMGkh|NgO*xAg7&?7=Kb-OW=74lW;Kmx;j+K2<tiTtELt
zjxh;Wu(@y$XbH(aq6f;9m@vA%IqLEQ$I-ty<#!)=^427h+iU*P<5ygJW7!`H+5lCH
z+-avz)Qzu<<i!jgKGdKY^5LlA{hl*|w0tm*l2_v1hWasY5{`Eara#3^i^x9I&a|M0
z;|4|5h!&dgD;{1(Nw6;JL@_PjcmpB)P+t~C&m!48-oLccPs_5OeY5QoJ>#7vJ)e1E
z*-Y6-$MP6(vwh!|^WgmIo^Z@+T%+k>(-T$4AV8pzku2mH#|h@Eo{-kkBrqHK&bKFB
zrhh)okM$Fib;$p2?D(Iw?*A|#AOi#Q{~X|7B;RDw>d%02?|(N~<-N=<w0r(<j{e`5
z9Q{O8Gr6IU-B&$B-uJ|+8TnsxE&qDxntWl1<p00CeKpAchx_-R0Tt2xS`+%rZn35_
z6pQq+&`tp&wbthMH2z@!zeu~JboQ)1@&->ze*XM<{p6(LDitWp0LzJqJUP6POfX2V
z+5I7_x=;-mU>n~)_&YiAJbe6$xLI-_<1t2k@OO6?I66A|-qsGJRl*)8(V1YMO(0c!
z%GrJL{|)iSRzGS8Pw!%Ly{hYJ`U57QG#vIhRt`6*y7WXgCXCv<2f$RYn>_r2Ll>;l
zv)(2U>{3?v!w}=%N^j=s^ir>4H7+RD5MI(cFvu#|kE;(e8fC`7wJtorLqX><Tn#Fh
ze?JNcFo@c8F2n#IJi9wcXV>vU^AqJ1-vurH9xYTs$F~`PVg@~Uo{~aXvDn87=nEBt
zVq;}BMW%>4E0~mPSAa$J=zB)$?nRx=f#%1LSsF8QCSx>%FmTDU&@Z1GbRy22XwVh+
z_p{ISH*PPXyu74uzqsugng!JQ>Ehd34EP*#RXtB}W%{zumtzl7gUrb6S2yHZk2L;_
zR7l;47kCCCp*y14#3VHdY(lt@YdQ(zye$Bh>;<|OdF%*|CXqqQL%j{7c-&=)FJpa|
zbM`Nxc2x^b9CG`M$qyWk&a%v-0zwHvFWVXE3-d{+R-&uie~Sk#UCgI-&$~d6CQL-f
zDkSwDh&-2~cuX45`)=KAo0#eWeE(5IzrpQ`f83Y#A4xO?|In=BhW&ICN{oHUtojyE
ztQZ~ZhyhlXeoa*N+lI@1WY~wcG4#{I7y6f-<4y~{v_z$SHN7=RoQR935B*<>STCGC
zmq<G^IpY1n=v!TRJY`Y*u`CO)wC>0S4|??dP=5Tq{Z|t!s8O=sv^@%!;O_BXCP3$8
z6L;)PD9N59ANrO6xC1(-F2wsK7{|TGMZj|!G_5~p7@SzFc^+Oy-9TY-%pi{HV^f4K
z=nOq_q@(`JG83G0LbfJXKz;O~!{FBJx?>#qkO|(o)OI}=40KuR$h3QcLF`=Sw1tvE
zxHn;%A|q6tV|^|2kIu|^iMV3wcZx;xXh~7c{H@}Isu3RrUGP)2B6HbTPkg5cGJYQ7
zMc|B;EOeBI3c$3?gKyPr&wO|xah&gr3W!gBa6mg>e#RvqU`@`>3nrLrlO5`W?F&oq
z8ZD2ZVq-yj65d}}7}z(W8c=@hGr(kIDgKe0T*x}tx{K*xg93rqJ3}wnSc8RKp+qLf
zuRKsi$j|lfhgU=u@4)XL{=DG|d2Fv}L%JL**qX^BWOzB>rB)OLq5h>gwe}pB>0rEI
z?!q@;czLvYXzA@g(jRmip1B(rS!gSoNDr~$R57s|l{u<FtN&k9UUyLzwWeJ&L85fB
zKR*l}TSd!S@?JfKns1A<bmUKqUK9dM(xhmrDz*!~kB*ye5Fk|yK`x6Pl~bxErW%pa
z1Z_tcvh%d#M#`kPf~B<3GX#n#m)iFI?A@q#mq$Ad{_L<M%;Y7<(6$!VN5&gK6vfn6
zhozL<sDyz=0y{ir)Fta8^z+aZSK5y&Xs1K>BCRnVUQg~?MJVQOzwK(>oLtl~=gdjy
zH9p7PgdxAat&z|$A$aqNuDri%MiTK!CD7OkB|X#|Hr7pn@>;0%0qABcS1-BoI9*IL
zPAZI9{42im-B8aR)A{g#;1!8sV;Vnl%+KU@mR1b8s7Qpj5Y~0o$m|QQG^dNhEYZ%X
zXu2cz*K(Qp)b7Z7(bWQ-7Pz}t?_P=t5P<TBZ4DVZUKpb!?z+L48u9&!)w3HakT~hU
zzJFQkk!S(+y4T=ySZNXA7aZkv+Npk78Xeb-Dmx$|L7$_lgd6eSe)D$aCNXvs(Lqfm
zx2%)U1GhoG$E~>xe`2r-hzg`uuc_{RWpfQN_4-WP=A9B3r#D*lo629u6331g@rhQw
zZ->56_A9PAT^Ww+J7|GsH4ejd3TaX>J-HbR;JGrZLc=byWC9HybXikfYWrMzrlDMD
z)H`XKirc3N+Kn>gsxCZq<N$5W$rx#BfGAUE8}~1}>z%9iD_y0Tl5>i3aS4W-a;8;%
zEB&1jYRq;WEy0mOUhU7`dwt=4d6<*c&iEttCMdXZPn^74T}^?<!U7r6o)p#PjJa&r
z1M`ev|Ap;p*SaOx+qCz(G%Ay$EDB`Yz^hUewMO~Ar!B4Vf~O2b-tA47pXyWh6>=W^
zL67ou$ywyhT<<=c2|VrXkh^EMLLODuxP@VF)_%G#vy?qzZ?)@u>xU-xp=BsN&7fZ`
z^w?>^DZ>I$l(S}ub8Pgm;aRpo6r7%G?Rr(y(X`)*aZ|mU?9cNO=%(0mGABRCS6)9h
zjaHVsH$l7`|Mj?Dnsu_d9fQqa_N8M+h327o(PaPoJ0Z)nz+&8XaM#xdCqSbhA*ak&
zmPQd_XrKV0;w&`TKhYE&E6X-vbdWRgy$i$ZYtL^XnHcy!TVDm&q*M1>AfGn4-AMLl
zKw`fkgwO8nnZ>$gxym?-utVU<Q&87=6w$HQ$%BHOg?WBFk7jYdY)EY5y4qZd<;N=l
zk|1fI9S79YSuO;2zLt1!CQ>EQvW!OKVbzC5uGs|ep6DZSmSJ|#U0jP`JYlOE2^+HZ
z+AuLI1qdr-fI~)K4~)P;g^m3o3=I3}xBJ-&Ok(kJOY=SBS3o-OdZM3@S)s*rX!iEv
z4(;_ITi5v%8}ZC+UaMw6fzpq?+>K0e4K+hmueX5EU{c9|25WS5Qmf;1sVyNn97Gto
z_?PReG_3b)sSV%Pua3}?5Bv9GlC<txm-S9vb6vcM6oap#R$zn-@@p5UG%3%Mr;Fxi
zfr>A4MSiPm3(tI38fuGyI^0l8AJd&ADX**zsneMDhlqBkYEk8<a2!?{%_OyubZu7Q
z6pX6AwUd1}T3VX+o$omj(R$cdRa4_6!L|)eP}bTMAeayLe8lN#+pg*WlIU%TkiQU#
zeb&dIjxmatw_5~)ZUjU2ayH*jdF_zX#mP_-qQD0)z9#sby`dh}iVV}%g758hxOA!s
zweVvji?Gj_@6aCprI**HtT@jUIBkD^Pkt)7Hb?Pg(n<c|3Z%9gIpx`U+)re5c_M_7
zL8YRh8NEr*oFL}#HuKFvcECf~?M92GfHPz{wq~5<a&`Q!^&FZpHdq-OE44WCyy)x1
z>$TlHZcSxs^uTJA{7@N|$75pN_Q$sOZ7XGXh61+Fr0u{HDyqRlpoD>xTPkZBMw^yG
zfGD;O+c(w5P5N{$|FaGMWj+6);nSe>Lc1UuGAX(|*4Iy-FyhZ`x|8|Amo3GP@H?V{
z_TsO~Ju5dTIt9Mo<9L0YUQC5jGHRlPg&fjee8NJ6RI4;7If~(k?!tIcjS3WrbwjM%
zf~-zsLx;Tx9F<F<mzas|?_{L0Pr)J(Ard|DG*l@Oo9(r@et2<Id|nQCZ*QO0bL{>s
z?Tjs&((Y4weDrWu<+~v(xc625b~U$~%jf$gpF{uN#yC<ozul=)_9lM;Ox!>uZg*(s
zs)o39*Qv!MWrbf5kKrsS^yXGp%UghxV>RHuo$^x?(_VMgRhz8)+(08uT%sx|ZE31N
zTX_TJhD^agX=QkpN&uq($)0h?8dt3RaA)m-cJ25*(6XSx44O$0tI9^TU@J+`W)6*v
z#q|b#Jxi)3KT?}R=uD?i&E@izaeW7aLXcnA*3Vc5Z?OJpQ13NCp+`A#+Q{teA7VRK
zaC&<(FR!Az7T`jCW68DIZa{w+S7_LqAiYgIpPSc=IoB%ZYi>Ut!WLd>X0k7_$*18g
zRvJtz<~NJ7We`6P&M@lte7b3lJU;tllkQL|51X|uYl(k958C@VjDd&RY^mwem=X2<
z9_S(X;pX72oEe9uRA_WKs{37SKCii%XHKvhkZVM6bPT14{t>N4nsaxNhSr98?aBee
z=v%!NjkE~~uS~eRz~j*OQNAT|BfBE{mXD$3Q_6I<id=mMGjx9tzwk?aZShSPTjHRv
zs-Cs~O&az^1;2K%2@X_G$Ab!0JzHa9zc01xMP5D~6R&%9RL0h?{AFjrp-4^yjI;|%
z%gGaKAMGRgyJ4Q;?X$;@Z&XVDH_mI9HCdHD3-ognEOlMAKfd#FVPTK!#Z}e72xUen
z;&D@clWXqcK1!r)wx7v>_@#-486!zbs`2lt-RqjHix1~gN|@zX`384me@gy9B4<Kn
zQe|}Y;)f1`s?Ai}r4NIS?)#dcBfTF?^Z+o<dX|0MOSkJ3A7)T{;g1}s`U?*eB(a<7
zuKPBG$pFxGs+q`H-}!;d#+9GPb4b@83Bsk4c}Qc)dK+GCeR%feTbFKopqK!B;e6~`
z6(q{pGZY@WoDMC<un}3JUD#y39KmyTVn~c$JJ?{G>mQ1BC$k-&tyO?0X~Ln;5_<Uu
zDiStT1TC;Ve1{Oby^3Wp_LwvaciyhWPpcd{aczlFPD`8IWx<TGiV5TUdyoNtl?M-c
zQSL*=WOc!MdAEjQD777X-y*HDR-D+k{72tAZ6olVt*{dKd%0Yc>ER?7*bJ<_boqdH
zQFYN)2G)+}CzV580)pc`OHY23=&{phIlw+Kv8Mks@!Y_oNdW(<gSiqj!W~y#fA~jo
z_bWkE5o?xkA9%_Y`gmIaS8&>@zY8tOJq<Bkt0HosJ;=36uqT%^ogg>IR;T+;$J16!
zU6%E`RK5Aoh7m23-X?1}can2MM$DS(hn<JqcK+3QZUZ^Dh>_kQo!?#@ARsC9m=vvi
zsTc5`IdRr4Ww1RN);-Po4{@K}z_qWY!o9qn^4nMF#V1<9EMvBwMcf+<0YS?)huGon
zgx43*W#R0p%2p0ho$k78Ek{O3kYP3{-%wOEVY`V@$>@Sdfis>tDA$H^Qf+1AIP~T^
z*!I}w*U;iTd1!5AfwIB<)J<l<98^5?pK3l@7AR%6{Lz4=`hV6quAY*Tk|H7^fYmm1
zOT*<<K8uNF4+jL71TsP%x(Y0H{bOqw5;lZVi}80nt1$80^jnJQsL$o7;A|Un3v4s$
zsd)8C{P*d2e@f#4o509%aQrh+*&nLVKpGk;#0C#^BXyvOEFn}7-80WeP9y@g3HF%W
zOm;TO(?dyyBL||_Hm5hw3<7*1AUgaQOaR*9+J;#FZk>gi(w8U<?Eq{2{wAxtFe}t#
z>rR<~a0b@~A{2onB_<^~qO`D3#O18pOdZU#MQXgid3!drZoklai>*%ue@W+HFZ=FU
zJ!?UEJs(6@1c&+rx2U3`_rMMP>|%ZVOz1>IQ->X|>qchRXg5JRB<@BQ1Cz5UB~oI8
zC*r<@-S!POCnjqsf69Xnp|@8FUf00GnE30?*m}PWbK0(~^IjONgC4Mm*q4rDyQd*B
zn%lt+Y2T9+9I9we4)1Iimpt<HUx<JU;-p}>;){r7@3$V@eKCH|aYw26E+y;bZn#i~
zbavE2u62a#ENRot%24mfLmd9&4?Iax#i|=cVYKqb@P^(TsFnE?dqFluHJ+#}m%}4w
zI}#Gf0tpk|GVy_xQbqIW2NHApI5`-xe@G2~_hKF^S<M;ACgcbO#CI)G7g{B@8+{d2
znMZ)?ZRePddXK<=4pK!zbFKU3c3xXRFfnfvOz(nhL^s!cApY(AA}B3FYaSFv=O!3n
z`zx*SmbQzzMk*p4bM7%UR)YP6&R*+w_c-1l=FdHKPI6d`Z3sPqS3|1i3-rvjDTXIm
zT=Ns9cb=LeO_2`A#c#0h#0Z_%ZnN7<wctL~xyf-&z78ThbFIf%cpwxt1q$e{8XFpf
zCNiAeyW{6y!O14*DM45NJ;2;yrwRrj)XU%Ol`FCCX`cK*x}$v~2AlYg`p+a=K33g$
zvY~Ob#Wc9J8g*9-Ss3NVy{+^a0zmd+OyzOA2NKL$V3-);U6Y;T_9Z7b&qViu39BbO
zO(#NYy7bHcuSeUTRmT>*N`EaR0y0^dwZ&egh+5FfFf!?>431PuhO9+cJ7};L%i(Dd
zwM?$QIHggVfr%91(5cxvN|*<G`FEp*d)Yz_s&Q^sM*BzBzTqng+)OzSbY*|!iAW<_
zXu*{MB1ewbyBIZM>ITaH!v-%AVMsRxcs{0jdP%)87Q+k4QPJ4Hd*FGV;wJoZqq1Ro
z5aA~1%<ZW`X)Jz%3ZnNLH9K>XTeVRAqK9%~uCXz^s`SPa+MxZFyzn!(u`;rK8<#<Z
z^~Z6!5-DE-b3J)EPk#;6C6KY6DJL3@Z^(iNvY|=Qdvv`XrOy+Ae}5v`Gc5=Y=vhrA
zYCt4`?G@!b#h=5&X=nvrXOn~WrcSfi{5z(1RH;6H;AW=-ZP3QPftl&~BB5m|$R2Ui
zESz2CsiFH(-GQ@kYdG~4L)(-<lqXxVm3l-P0Z0~!_~04zFgCyG$Nt_FHx8nW)(iq$
z`o5+;Uu?0=hy|WwLzC=5G~oz8RqCUXyF=d9A4}nmY~|Re`tsd2)aK=NoYX^H{ps7t
zW#_+T<Et<Z`4qV6n1~VrE1)Dr$-(&>m|^{<T^|fcMV9__OJs*%EefX`3@zP-Dveos
z(mkauuwjPvni_|6A$uhvx|~NovUgZ}fL!^BX+;ZB={KwKCnulJ-61XvV#b4N+c@1l
zmpU_tlDpJ2^xI0SzgF>A5`)0D8|)<O_A(q|ABI9BD{y};6ess~wm6Txf8C+&VAE72
zVSC0_C843QU<vJn7Ab0CxmHCjyekT?`6-;TKWL|-s}c7IxR))BJPSvmEN&$%W#r!S
zlC2B#c6`;0UA=XAme<Y^G>Q%7EWoH-elO?Bg|~nKx8sJn3zvm9Eldx7GDl%OJ#ALi
zj>(!*n9%P=*08Zkyr2HSeP}Px)$EMqbx8Pv8z#wX9Da8D{@WcIc1t|AO%C<VwPPTl
z2>x8k0D!6ePJFDFG^}4f9@N^7ER)Bb4L)9RC)6^3=CQOw-BiEczFtam9VqQP(!<=_
zDHWTm1b73=27E1(qqwIIkcl#czX?K(u~^RZ19_Y8YzF5hiN>5!-xz93(;c-v2lm5!
zKQttDY0FWp318%wM@U)>(qoH8K%5{rAUG7GJIGFF4Hh%g3;x}-XBAXiXy$g_Ofu8k
zig24;8pA*AyYJ}M76=1pgar=MpP%_W^4Qw!k)|DNN^9wfW`s!$o4HMHJ4EmFvq$eJ
z5BFUR&mKch-8s#vJ)_T@#4wx$I~S|>$!c!IHc7%nTd64(XG9@a^&NGQZQ7~RUUN6l
zQ(Ip1M^6yQJdCbqoWcgT$9R2&FJkS1&DK*OSThBK=l1yK%#A1XodJ4(h1q(BnTC-G
zXIB8eoZ76s)2$J0+s}yvw6T}T3fz9j9N15rl=co@p=)S=r@39W^lVdBU(&Yy&~y<(
zLJ@BdfMtbG+?Oo93uxRzY#iE->^p+7PJR8c1kCBMF@9?_-3%mQFGsV71Q+baaNLg-
z7@B)B2>4P&$Nxhm;HE|q7m0&qNbwJl8lS+P!J1MgvZqYu`Oe3FgVGU(_Lo{Z7A6Sp
za&}S5Xcax3xLNc~p7m-M&#Oaj&9q3MrHWcW5ldQLM4{~M6+TLPLj>$Nn19KzjK(+P
zqY!9$pi5*p5+`KbEO?F^VuRy1wUPV6H|bME66YKSF;*2%B{4nC-}N6^eAlCJSI=W7
z+_EcI=t?&U?p>37GRyt(^yf<g4f;-54V#7iLnHrBZ)HV?`rO1VgvV62<4V|Gv$1v(
zYQ?Y3eSHx<KHmRaL`0J{T883}t(gpp90jYrWk<lWE;f$}=V6;9t-7}6n^sawjNMn1
zti>HIN0McZ&`nzvl`z3?E{@&(m~$^o0%ajiRe{o<!tc<oyuL>QJZc;}apLcrg+aWC
zJ=^CRetxe<Ir@sWDRu1*F%odc7idedvwC-o{GO3+-%2?Xge@ydDH<rpxEW21zFEL<
zt*VbAqLlWQFRchJmP~#7_3Es=5~l_GxvOp~UmkJg+WY=;ed;rfV$!-iv`&jz${wZE
zxT&<;4PifIWMzlmFIj={+b-d6*^C8uUwU$-MWUaM$PCstbK4%GJ!K_-dW&blnK$3y
z|Hz4h5uJMWmW^68%xeA_%)#J=mDSrR$U?EZa#VuU`o)TFzG6l=(4B8|>qO@J2qXVQ
zWf1hnz$=lo)A>q;q9a*!$K|_0T*$x@6}7mZG7~}k4V<vR1_x!S+kA>lO{Q0ZXtxqC
zaQb(ne3}4WQvK<qq1fq~e`oO6gV#=490gi`Xm!Fx=ij0h0;HUJk!1mn!VA7O*bjY^
z89p+2nnx}#-3z-b*NujCKF_Brl&V0kyqps4<4ko2?6CWbMtQ`Z&G)q?yl`cvjwhIa
z^j&+jaHccV+l6JhEhAL!bSy`J`^-K3R=tAqvzX4JtDf12lqi`{&i(_D6}S?oh9k@H
zq0i8>A|*<W##vYh!i$8&T(=QR(~djmfE#-MO-nvS6y0o|p4R>_woWH`(pmmz?|wF5
zO{bK6le^vZv8RPMb+x}^31@1PSD$JzmLf!~ba(yeJA9zci$?F4a)(V}y>avSJGINb
z36pcz8Xp_7NAFv9;$G%Xw|89FA{X>GuKq;u+Xmr!5le<emMbfDq*XGnT?<iB#}CI4
zWGNo!Q|9&6Iw>+gQ*dTjY8p`=^;$?ojE|G&^6Q4%!!RQqk~}&Qnn-{BocVtm_>(n8
zJI`4!6Pzx^Bny>0bPDS?<+1{cHsK%JlfD>3AOvmowbG;s&(flX&&_42E1E>kZlabb
z%Rd!z8>p!n#F480=9x*+5v;KH3@W0)6svtxATi5$jRRw=#Bi|K-clCavGBA>RTciM
z9a-rT1zlbx3`CQ(WqaLSG^49~>%3jtIX(t-?pvYUF_{^qMEV}5qkapCkRdZSj!>?i
zy?^=TMsKWZq`Ye3%*f|}uM$pAj`DX+5)sx$;kVo9;MqAJ2^$d>au*>zEo&WzkLWdg
zY}9JM(zr`YB!H(Ny8T*K_54t7AAvIGT8_8N;5J_Za>!|6bf%1lFVY;<*NFW)>|L9K
z^!0f&!j}os@-61r!F#$f8eTZP2hI~eL{1PJzvL+<tF||zZD}ULVbi{SMH8&dOnc)-
zGwSleG!yP-pii|YdYMXWpV`<hlHspSlo*FpNJ#MT6A$}~FOA*(`w*13W-x@2801yB
zWJ<)Di8oK!%4oKP*3Vr*z)&<Gri~MFy#7osM=WFQ&6ji12khrUtG$i;t(oQ;nEloz
z(EMD~sOV9v__do7XT{fp{RTg7pi`gfr5cJ0K4+;Q@{uZucMRiIR;leZ+0dcDEWlRO
zg)ug9@u?u~<7U@4!q<$Cxher1J1;%i#c4>7;Sar8ugg`?&HT@I(sf(t)M-HJWhJut
z(#SfYyqm#up;yRd&b7agvOq2hXLotF%eb%H0^2ENMMr+Q^ou7py}M(K{C@K`Mp0o<
zO1Bmjv|?wdd?0D`R^Klr2K0E~mcu_2?B4_?G+!C%0?b7aQ~l5FWsxZ&?$58Wg(9wb
zW_s1^DxRWxe9P=?rfXJtM1_ewf|uVc8d|EMaby`hQ2yM#`}k$|?tX>Q<-wTJN_qG0
z`b@K1SG-ojo7G%qhpr_G9K?YQJ^4g{W}qZ<^vvPWYc~wY4br<t`ND;}C*R=}e{uV8
zIRfzWD1^v%&0`bh;V4Eg|9CLt@!^4GVJUSOPJEq<F63laQpB4isN!aT8owHkIhS;t
zc05&KCwzlYsgGo1MGw>SqrlqK&s`GC`#db}Lp8RpaAzQVD*hUt#R~O6F1}yyDgV@p
z8!PEb_Io*(r<`xtbAr08h7oQ1@$%uGD2nIMo21L<?c_Rd)2=feW>ubFnnPUP&b^pg
znn>dsyv!MK5rnlI{T#-gM@eIlP%9^R?Jb3TY5tHJ=16F}ZyDhx=)w(~_w0epe7f{~
z!5SX7EzxeLR%2<ynkx}Zy(_6U&u@4<N{M~PPmM|A5mGw@1}b$BM>t3e<MjQVj8s|F
zVE?-6`v|`+)}1q1z8%NltEe4VL1h`Ge7oltb=(Tk9ej-lt-sR*kG!e#03uGLk*wv3
z)|k280itj7yT#t-Cnx;ah{xVsqeDWf*_wYR{?k`2o<@w*f#>jYh1WgnHpLOgrv*-8
zX6v<T6%M%Wxh~Ax*$lmH@Xr#AVvhCiG+YSsl>;h`FS+-$DRS?<N{$s4JoM^r_}|yv
zxbeOW{vq?qen)k#Z9w;_l47pS`fzf(AKM{hapNH?v+btf7>rbI<p1J7>a4GC#JeoG
z0T6(`z9!TV$&bUJjq>kUM)y>K!Y2)la6r$t;h#XN?<v9RsZ4O8l_ln9Xk^rR55`1R
zYeC<FYqcJVF~yxpEpQvayfh8Bmc{U+uBwi2Jy#Ds{FZ2FVqd&treTLQrEL{@`Awc}
zV~(v3<*$i<VDF9D(+wHlk9p-x@ipzOz{q~gfi~++x_6Jy_!k?z^_BNh_yR`w2*k4G
zdY0zvuDUGcGyV3Pa49mOS7ceEzC_21jmDFLi4z6Yf{^7`;w#QaDUW+=mF%LTlmLMs
z_RFxiq?Q(AZtg6K=v?}E&-Td;23BowRx7PQ^hKCvcJQ&_cV%9U{I(5Dpuf8x(OKd6
z_m8DBxDnd{eJQuHo_zVWjAvyycyz>7B+0+i>3T(15f|DeEzS<pqL}EcPI*mTly0Ak
zk@~udZ^ps<PYHI(uHJahD-BiO`Dx4yyPmT*M8-wo<frR4qXzpa%fm=UV5;@Mh7mXp
z0OYXY+iVLC<ZCa&=)`f}@iYA&Y;y}XTklkxlz?nuL_+i+*IW9sEIvefOqJ1xXFZa7
zw&JDfv_%PRNI%F3ti#>MWY1~@dzhtGCOb#TG`7C(-^TrBbJ{Y(oNK2E0Qk)?AqrZ=
z!!xyc0mJbfTL={}k?Bk$7jo?!kd;Rupm-LlnH_bUoM{XY9aEl4!evEFN#+d~D^QQp
z3E!dEy;)p0Wn;Q^lhkyOQ-WxUjG-m-rX{!2Qd}BbZYPP?HG}WaHM_cHvHh9p%P9W_
z|F&k$of_s}%B~N>S^e>6{X*3i3P;+-^Z$zDF5WYCi%6^QoHSKDIgN&rW;A%8Wr|w_
zyNu2R<BQa|@CFrT(29|7hT&GcxPI0AwG{mnPCuZaj<<SU2x7X`waU28=C2u4pXAaX
z?AkWeQ9QE764&ABGPqtJ+EB`rr5f1I$*9WSH!I~udQv9^jU1jvLq<&-)P73{J_khu
zXLF}&dp4|Ui=S(ZA~!0a=@PhS7!Ji3f&C#j?gr_n;|jW@%^O)D@8U5Cvp5v_em95#
z74K+@Phm-L_MKG`(EH|-W*Dxy2pSygmsVPsIFo`Dk8DxIosZd1@DC3S?^n!+p0Sx_
z<ELA(O?B_rFKxs;Q-Eobzxs~qjO#8Z?any$VMaOJ4hN{OyEAkZ?HxiRkIUCB%mU7m
zb>9MOyKf9gU%IVZ+0=m9bWJK~9qrvhM$nLWL029-wr3tYhjof#v$UKviLI}>C#R7i
z=5!P=<~h6I<G84wl~`zZAGvfwL*wOk2$x?Mb=?`tp=w2Ln6P!-0kz0KXpu%uJ%}1L
zQ+;)hw1EOli)`W*y>&3Ga0aCcGObWc%>t3r_s{>H3(V|@zA+`U#c@0DA2C*};p_C&
zQH6aC)jTvqL0J)4NEluVKN{gENK3e>b9pC7gaR~hO-`#RDi7I(ypCOZv0bSulk}!p
zPdPI&WZoj#Ferv~^|wF{sCceHN2+WZP2>{p_ca4<c9p-ivU-ETFAz|wLIeJYJ+Z37
z`J^s`gO&y|4rru(c>JP3-(tunD=iaa4q8YvY{_6<1f0vqmclZ78u-H3&_tX~1<rso
zP#ps}GvDo?!g*w|l3?4bs=QR>73{0Y@h*I7v><gYyt!Y*8&npmijKTeBJ{L#_e&CG
zrNIWg3SN~@Z}UPj&Ap)2L``W?8%!kG^`T@`YQO2!<w4vV5E22{QfEtQKrA3P(C8;M
z{9X8#$y>8yTrK4674S9?`e)UE8_8s9uZ5O}UxLeU_RSN;1Z4M$@Sk0j-Okii&afe7
zw~A8`xkO!e!d>Ho7$By5Ct+RBp@p4(mJyo$=N=$8s=izIj+Xh>Jy-!FVtR{NwMy&}
zL5H6wd9-fg5TU{aEM=}oMQl6gzf^lVG|}w3h8ed!1ktz7jmk#f>bvKpPT7mIS!Hb1
ztNw0U&|&g7#yZ^WBO9UF=+wdMbFY^2_YdVcTBu_wt&mgmmMJ|Z9qbhT;O3ND#;Nc7
zL2ns`Z33_Q*?-}RSeOPrOGl08TS9+e=hp6*7xmxH^FYhx+H2`!)pg;s_r^S4MS@*n
zp55as*dPnHV9op}yMCI>;Zxgif>yoBu~F>ISf-SlFdAXcl&ueM1m}483D?JGxlCrF
z?9ZHdWQyAPAt?kw5h0TKI~Vi4v*=qqUQp&PH1Ce_QDRUby2R_5?mE@?2w~UXy%Cv8
zmVd2ZD5IMw`mCT+iH<lj%6i%UNHqvmhD3B!G_LIBsQ-M`>6sYrNoyO=%=|QMIEKay
z!)xAO`a?qR{nq7zDu%}{pG(;D=f;N`-N%K;lQ-2l;lVtJl~L$H-n;K#=4jax+Lg8a
zSdbFYf!1_KMu9!HY9#;N(zXm+QvvS4!eD}5t#c$)qKZy3W@U+5D!@NS_f)*i8C}fg
zk6zQ3$|BCx_*!4C$UQbi)`kWobXB>K`^r!RL<F7=J8l*|#<yk&iUJ}#8VCQ?aG1sl
z;H<=$1nZk5T#3Qi^W4Bf$MVFuu4;X^q6{x?p)|q9;aQx(w|j4xo=Prlw`gc!##rg=
zLPfQ(cOcNpIX}~p{SnlXOL!)Sj3BP$+rs>9V=5&<-j@b4DGTNCl}0Xet;ydCTaiHs
zaL-SNa*%@t^-0-E_OH850c+@#08|`^wMkefQ`j4jN<%fjbN;o^r(fw_(1hB-(3EZ4
zFw8OYGd>byKc5OtMEckoWZ<u9@I`0E*q%LYDb|m$y&@G-{VM)ne;!+Ko?F^5^w1fA
z$oBWw)vKDaHgBxRcp?9fsIv-+qidse2p-(so#5^S5AH65OK^7x3@*Xl-QC^Y-CcqP
z_W{m)|EW{wVyfn%r>ClScklJuv({rOb5IJ{nBrhQmNb`o_p(;N;iT(TRD4C;=$bPk
zXIUC8=$!t&$I1b=$oke#I5H3e=ajQ8RH5K{<~xgWt0Y>7;<m`gqc82MCmiQZOdQ+8
zcMdhp0k8g_+vm}u9l0PcsBce1!IX>`W)?NM4xh@nZtBz6`6jd>e;=2AemF1{Qh{tE
z4f$QszcpWp?M(yK{MKnQeI{CVc2h{^p|QBhl{!CB=zBmHSePU{-v)lPfktXV@*Gyk
z76%1IU0noJwm%U?aiqfdzmpiwhYj4j$9A}q-1_kbowbhq1YKJ%YN`*IllLIWwYy5L
zHNjzC2u7?g$|YvD1%iA>3<(Qu4rm@8N+%dCy`&K$!8P5$gDCgdE;AA*f8L<-))9{D
z7$~XrV5{Z4dmX4-Gd|4EqH5s6#gkG-Ty$tcPj1>*YZbN=S5E2iv?Bs|5C<Zw@Z|^)
zd`)SY&@754LmSIsAn@14I&KCWoyR08b2@|O4-v&}H-U#3ICHMY{PHVmIG6?WExD&h
zH{%Gjo|zF*ku8h=o}L$}GILsBZhEprWKZ~x<P#|^c4xGA@<@f?TUI_JR)HmGd?v;V
zoOwARWVa>ntxtDGn1fXNtBEhA73CrpNIh02j(FQ_oWr=P6wh$bT6WeVZ*77_Airqd
zQ|pJrn#d&1``6*$!sxqBy=&M5@`!s>vr?LnWXbDVyM9$rc&_sryd{lwwV3v4cqWx;
ztWAC2yw@7?#0MHgG;x}}yyR;TlIksh;R3imiD_u&+8KF@>}i{r+V9@z)IAqbwI9>h
z&aA`3C>vr7i+#=PAP6$w4P7H~Ztq5Cu419PMkC@yi*EGq_Rem{<V7na+|Jjc-m)Io
zrbgPntOyBWHmt0x*nV!t|812kLysGZX;<8699@_zdZTx7P)O64S5Za~$tSypVL3bZ
zk{W4HJtNmMXjNdha#IonIU8#TVP~{{Zyu4#6_^bYY|g6+x@kJPY4#Lp2lk$C=N<fH
zqdHtOn_KWp4~n(iWra&G(m}3PLvYR<LmSA&ivUpH3O39jU~=ETIBq69rnaYmqCF$r
zYB=5C*w{sB>^gs?80jL&OP=|A_S9~)O$GgkB_u@@2TNc}wh%T!#z1Z~GP1_qo3%M#
zd+l;kPqhq>zisW$e>HS|iU$5m%cN=mI2?UfK`spcxlz=DXdZvZv^G3(KHFN&gr3q3
zHh)%KofuCls^`A>udkgOlSe^+lO0_9#)B#ls`YvrD}MJdUC`4O;1T;%x%RE*mN7MI
zmLm9LY8nS5P`zg^Lra12akY#+jo=!`e-UT(Uv;C-7U<V?g1O#gcVEW2x&ALLw@bdq
zBy16A=JtUt;Hc7_gL?(A^4s@g-1(gd^Y~S>2&YfFG)BJLw0h_F^uyB%%Zj4ybuDVb
z))ed96rmqASj9;BJYLd)x~Cow(bJc%9NfWwias!<^jl~d{N`~WohJ1*Vfa=%RG~O_
zwlbRT3>MJ?#70{eZJx)hwr#vw){1EhYs8^1Vw-z*MIVSNnG<9+!vAn~gPYB-chf%S
z9yiI29-3_AkQ@63nd%=-^1z=_i&c!=c49$gGr?CZcX3lIgP7$<pU<;WAGyb-L2(k<
zYQabHOJ&#%jO;wY^2#>7nX19(X6%!5Lqu*9vTa+7;6KTrOJys-4;t%d?MSO#k``uC
zKm&4NHy(VtK{I`TsmZ!-UQZ~Uz@)@=3!2H$1QTsVm6V#DdWD|9E)m7|(B^ul6T0uA
zq5cJgxAbj(b#;V3RUD6z@^?B!m8^ALoZK~>Ke%eJ-V;3;Dc*~5b~-i8+n^Sv3ynv<
zXW!>S$u~wg{bU$4)nu1*;RNP{qwZyy`a08p`iws=8iON6M@bY}?HwDlus_AOA2;Ie
znsN@Dz@G3hzwW9?NI_G&{KD5$Ye2$BKvRtY7%i7A)~kE){|mZ^68|gcrb{PK&-qI?
z3#(J2!)sLO1T*Qk_s-6u4i68XELGrqJRhKJdkdaFoSvTIvYR6!jk2?`<@b4}FzI_y
zzY_o-@PSYGbPNpQa&n08*``ctNYB=mmc2(4DP-v3vsDD{Y;$oGQl&zaEGi7x1B;7^
zXZ|O%WSnhubaWivyMy5vXgD~bXcUsY^Yih3lHID56coVimGSY2?G~vRVvYiE5e5rO
zf*o^xV?&G-wRdR=3q0Ij)N|+gFb_4?(x&Owd|Mb>SWS#}^KwFRv3Q^MM}goT#jQ}p
zn=v5ML!ZVrm&OF+7uBY8HsxE+zF_cIeZ8&{Aw2T9MKW?Wh<89@$<6ZIT;5g9PS{bB
z=ld~a(K$S%!M9}(!MHll3FXvu{CpEw#iOf2q_CgNQo_Lti{age?+>OQ@cRAvs%5oY
z%Oiz$XEf^Q?QI#mmU3iZ*70c|EN|PXksqhQKJQqtX=d1Dg{ZK_OJR;e2G_}7n<#=c
zP^4{8M7x)VO-#r}Gi?;lD=x~nBS>ZRAW!ll%<W@x#Meu-3;*^QySM#o{+STMU%*AD
z`@06EW)Xe_Jw^Hj8(_g$E!W&gp}{!KBb^g#9+Vq9Q^8gW_x0X16sE@FjR8%W^$&4l
zyjRyowdFh@RyB>K0oZeG_1Q)Z0-f#q+(b-+V^w3oM}<cqWmV)WUn{=mpnWJNG5@pf
zZhJ_y+#+%h&D_ER&4c6Ndw1R*JhhGAZ*8F7-qmQ%wt;lFa13Z9otue)k33-~1<+j{
zl{0PDt5zw+uF=@a^qh9!Wy}r^Y!R(ZAgCYQW^KR>e^%>U**h-M2hy^r<c@gIV<E96
z6J(QDti&0_6Tz?Z^fK6+p{i=)#t^PG`d0}nNOJb?iC^zZkqwGD4COJf;=Mc=Iv`t$
z+*$Thcm#IS80_Gu)=7)-2r_K~kn+`SVoTOw(D05<Rx~7F?b-EKP)UEf@?;I4qL%vw
z+B5Q2N7V?PH1#bNsywibmWvCcB(Yty3`Ivp98Va!Qf_KU%uo8F+@>=F=hMB~aSf^G
zZCz(ZsEM4u&&{Yyz~W$Rj+WbOBWL9AHlGSf5_(3#3W$8gS(q^D`5*>0OCA*Ts3>bO
z+P3*<f{*lz0Of!Wd=ZiaRg3sZ@?LOn0(TxQeOy8SehJ7DOD7igg_XcARy#~fCO|#e
z(!o!{P2>@y!C*`Q+Bo~>vZ|Dasc(@!huNm_PvzrZVUuzI!F~$E<F{E+js<C43g>;*
zxUH8_ePOE79!iCFKuM>HGY9f2%&X^H#rl?r_EoTzo!a(_TxB7or+-DJKgB|Lz6=yW
z<h7MCv49;l84nxQ#6qM}jRRj>c~qCDna9L(&>s=Co(@gz$Zl$w@mu+!)+&*Yv3>B5
z!dcj<NDR=%;G$&)BIL|o4&P*pmhKbvMP1Ao?GjgZso2H*2ohKJp|J=$XETw$eMhq)
z?~fYsbm++r%H=Q9$}X-PxapU1Va497TD57_R}_5;<FJ`wvTb@Gt*?Y(*1@Mgz0NPf
z<@UfXf*ZL7Tg#aLRy20r_4$X!2axV}4~PEsV5nn*45Lkumy^_fsjHe%cpF(UH=|Lc
zSkKuXE$a6o#Xf=hi)wh0Kh1#$J@gL^iSa2=p#95}!2iOtU!bK!wtH2r%tMfyte*dB
z6mlrKku801A<mIA>db^cs~>ryhV-duQQG+aVGnBvmCGIH$lQkKC`0AmnTQJ+vAOzw
zk-~D7J!shmk3$v3&$^qbeEj*;r`QJ3dXeu<Lf-A#TSni<oc}uJs0`Hj?cUnr!v>7#
zpwkmPS(|*mF@nD^HxTLY1V5QIpO@e`s}Yv32Mi2<ha>_U`E>B@4g*2SV?7DcLHBI;
z|4Or^8{+0=;8#elO*8+x&`N$XHIMVT)D1<Oa}Cm-qNV|ZqS)^3X3VUuY+~%0I|8%|
zeD-FXU)$qBLFD%+jjG8cmZ1c7(2NNraTE;!(UN!>F+zc5c|v?%>4F7FI;CQ!Oz3Rm
za~;5@2qZh9C73E>&@%pOVF*ntKs{1uc-)WQ)4xLnxMQFbPAY~bB>Vlhq8fesNU@2!
zf@1=*DSg1?GlKdsoT=&~Qc~`>czC+@YGgqPa;lduadPpWJUO3MvC-QDgT`U%UtjGO
zm-AIMuwM@k4HX<&w;ZbGV3wLrObU&`jeeWe`#YOu<297*F=c3oW_*Rq(s49ZQX~{F
zSLA(6`h%jIdu=pT2t}M8b23FtT6n*z5!#O6$Xv;&VHNxZ#Y-ZkwH~#)m^eg*c2d+M
z#$RdRl*dfhB>^PE0Uxvi&hj672{g2P&Pe84e0SS1rVs4!_o33LDOkO|Tksmdx7l5x
zA!~-WV9|?9$sGdM>j3SUADEeH00K%rTsPz&r@UrF<J0;;WtJXfa8Pl&gX?zmwIj%G
znuTB%hpHrT1$ArL2N<vVSJ};AZ(HD28r5L!r9$R*Vg|6p@M%stnDvzu`S1{7Gt=nS
z36Pkrkz5m24gaK<jGc0OX1F*+LS>O;`@_bVaJ&XgWa?l!L;pgd?T|6Mg?9}3mj7JX
zNeBmHPz@*371$f(Y}sK#1vULxrQlb9JS@N$`!scGxJi{u*Q<E=4>2;pSGh13c=Y{U
zi5Ly&=DkA3aSqeI`9b8CAbGQ`C<P#C4*2+~ZiRB#)fMuX`+ZT$H`*zOs;W9zY=#Nn
zEH>&l>&D_rVGeAGT~@5iar?YQcuCFd48ajE)GLMb5qI2^f<RCB{S+kufVs|TXH%D<
zKPx@?A+kgE`*nGpk!sJVl(raT)?ZHbwqo^3Izi9CH%|1TUV&ebVrcfl)7HTFZ&55(
z+b~lizQ-d)CpEhhDuA*APP^+$^_y3jC*GX4mi|?-xXpc?bl$hD6g`fbw$du@M#Cwy
z8=_Xm_Gq+?18^cnNHJbdEi&_#&nre!4(Z<V@kh6}3ZSa?+dHA!aUx-qqu4;Pd%2iC
zq`>1)zb$}4GE;gOxSu@9-qN?UIj(U;!+GY=(g}Xu(9YP$Keb>U&tUOp0|HQ0(TZsf
z`yb{_pbQj;pT>fJ3H2Y)!*4PRN_JF8r{X3^u;<)}tcyjd1^)Y*7ms}SzSW-G6#BlD
zgiDSowi(hRh{>^d5Lk#`fcQb;{TG5*eeU7Lf85TEyUWfiGzb+AH6E2OP_0N>8A|#K
zGz2u%cet=`r7o11XoaQs22h1h@n6W2?zg>XsQ0{&x8>`P?7mER-}zmEvMoqfw=%q^
zvw7Lwk0&$n{=GgIYJ?bg(Z5RwqV@kWsO)*>m-3Gr)c%W!Z5)yZApn)mU7>83k~onU
zqm0n4q(}D@EYRqi7}Xo5RynQm1g-KI5u1=Jy|H)(+69!x1pW99uTYdsS|B?7=b&Ny
zrm+yFW*yIIJvXP!$v>^LM{|4&Af&Ifjd||go%Fl<Dd9#eq8@3~=ZA%upj^~s&_Wdy
zR7kO*MRKv0H)MZA#q5rZcIbzS@1}Ct-ghUq3dF5Rs^?uJY#YVl-oHKq8sdMgE*gYU
zxQfO0C+S&<6jiCU<uCv_aU(8X4o`iUV{}zRX<?#J?k!fXbwiRw{q^*-JMv~i>zB~S
z1)8CKp6a;HPCE!wQr1?fF~|Jdif1N5Y0k=NIkoJ)L`fEDI=&!A^ywZ+<3-*F-jp9@
zLJCE(uUZr1GYlr@1^t_U;=v|$dTRT0OofEm3yNBwsMF`f#*5v_69J>obQ~zdUVPVe
z$&KAFEyGT=?+8b=%;1wr885zwi<jGsVpt9-BNv@r8YdvHVVzt})-jRZ@je($nDE&9
z1u0AIFYfCMVkaol7<cz@u3N7@S1lz%hL>P!7W5R!Y}k~=@CV}`e`%PQo01DeA-3py
zv|;dJqBfMUnXq*Z_aRD4>tEL>YGV$Tr%QY6-5_k?v>9LJc#<%FfBy(*WA0voY7Bg!
z!~7O3npY~SI!O1)JiDasc9fouk4P+#DqVQKScZ{+`%~eofbT1ZWE5^dGy%6U7;@qN
z;uX&!iGIn(#>QefOG+&rOIh0WdRD>gx=;MV59T~<c6uhn(Zs@ThY_2`E`Zqr$8RPh
ze^~1;E>@vgVu%Grm6g#bWEEqO#Qngm4LLUbnQXzd!S>Eh0cvf>$yC<WS|i8=!x9-E
zAAxq)^AKbrJ{D;=N{E=v0yJ_U<+HYqj`4b<)uiCl)y~Z7*=(K|F0a#}vp>b0(Ppco
z+*g9SA|MblKR^HaAVzq9v(35H`-w?TULGJ*lT7;Lj|bl5l>wiKDoI-*m6KFq(tdtU
zNP7!N?uOQRF%S?JxkC$UP=A(Tp7%#OR_kj~?uXj7-mH1%o#|tT>SzUod!Qa3kYZ($
zXlM#Gio?Q>wxikkJ5W`=C!H4+k4`Hq?DM(4VsB@*A|@qq*4D9t`yncfjPg23sd_|V
z*l=>azF~TjWDF1uw#O+2616m-J(fAm=aCa^JB-}FEAF*EGr2T1{V?v(-T4){{qGFH
z__pFq=@YRwo_58oK0`iACbluIxtQFBWH$;K+c<G?(L`Pg*^4Mj<ay)L$evc*&Ws2{
z>-j^3D;av-SOSF~Z0HKM9fN;%cG108hTA_(!5|O-F8&;XkrW-Im)oRWBdx~ew=*TP
zsmqZhKqT*Ia<4OWi%=Y`=+CEs$8G+HX6HAD#Yf-w4^*$C0c&!EAy7!|6*e_X$U|Ee
z+h?>+MO_xTc{lR3&dmtAZDjvlPy`3Kh#pFQ;{O3q4CNJM>dM8}mN>(}elc_6$8}y6
z8OVJYUNF9BO%AU$gTQwMeaNvDY{1qu>j`Jr_L2bx@(T&-Bvu_cA&qw2tZ%kUh>wl>
zi)l(Lt3sp0iKl(np|R<OX3k~<nN8JyHTONp1u;IX(0;x((9MF=39yhK`ABj>Gf%+N
zl#F-7bR2^RqXZbi%lkb`vVNQ%p`ql{?Mjl&UtNB)_-CdSmN?(fafvF`uvK*M;7}7r
z1jpu=RiZBKTMK~ELNev&wZ}TtUcmw)&r(^2HS^5^G1LUOU4=;h1V&&?Hd%dlRC)a9
zS^~IgALNm^EXxR;+H4&t>Y(`lnN!$6JndsBmf`*>_Iln|V{49b4((QgJ+C$=1v9&~
zi<-{Neq_tj^WSKnBA^bSWl}UYp_;tGal6FItXeEo$=$#5qVKWuJ0*)WRYCwjX%XD~
zsRLmqPfXo8F*1Cm47V-wD-v>fFhrB$t3s=IL<~o6tvS&KJwv1dsY?MYqeHj_>#6-~
zT496x_zdmY0Y;%Y`^Q0U;}3OXF!Z-njH5JMxZ*aXDJ1F925-iwLfRtT4SL;isNqzc
zS}qij1AhdDrdkq@*!dP08~92S(L701^F?4O1Z_}Ue!ya&$(TN9VI+kb{M|?U(9vBz
zN7%Ds2n2f-Adr}wIR7TPcWtU;q9!>_Vl!2zQ~dE)bK<Dt0@IpmSt2TA?5dfX+~(>$
z4EY#*_b!`E9q8TjJ!0-1toLP`1U&v*6~+DL!ZI$=#ng-qV2E8}M}Vn>8plA<_^Lms
z?j%eQUvAc_qaW<35yG>%jUBGeHYqzQvDIMlys0c0ccv!7D|3d=GAHBvcP)_5?j`vv
zkw6l2r3zJ>WQcW<E3UQCZ(ugp&&p(0gr?E`(3y+1Zje-SF>QtYkCkh+SXbV`X~24h
zQD*R~xMl*98a1FYsNF+nJ`gFQf@OOgRjSiAPKjzj>ZUDL&^v@VQ;UF7bF8+j9ExN$
zW7kAVH7I#$_aI2%7%Hx%Dq1Ir<Zz{)FE$G&$z^sy!X_AoKyA#Ss21IR4R^1#1`?g#
zIt}`$-lCV>y}8GQv;q@F*4p9wZ1^2<Rhh!^O7kprk`uFx41LO;lLRz1Pui|2i3Mfi
zis2(rZWsmITNdz|?emnRBjMkqHt;-^dcVPWf~p!sl(GOOlJkGSe@xw|QY<w+Jp1?)
zZeN%qQPlnG5elKQ@mN7v5F_8^xkPty4I{BMI+wGbhRy=T>~K8i-yl5iucZ6NIh-jI
zQwNFHnrN8_X1=wuKjAiWHbzEw8{VV4S>6xX8yGT><g+Ayiu*FuID#x`XBm1NLC<EI
z(e<!R+ykZ4rXX75k(d#5R+|BnP0-|%F#3XL+G{L8Wnh?lD$%{Eg$;|0TH@|&Q~a&Y
zYK+jRje(?(--6WEbvenCano74mrpY<rah8FK%7u0bMmOI;dq{yj@1NTlyCsPwx9`6
z-no5$sd`G<d*?FJ-0v;4VB=S(R00w{$13Rq@9hYoZL;tTNsXJjL8;rB2H&=h8%7eR
zYb`6z0qE?bR*9!;7wi&}L6hP7Jd0EF>a=R8mVs?MOFwL1l`H@2qDA+t{C>mL^;&Jf
zcqcKPPp_tG7?&OL!o9`(^^&9n{80G(GWjM(Wcv(mL{xV}TaSR6Ox<-b;{B(&$WpRG
ztFk)VJFY1mQaigW*%_tVO^#x1ji##^N-~*v?g@y46B{(<IXNRQsz%;PNi<aP6Z)g8
zEh1%Rq$1K~PB6G600^xe#}{82t=;Z!6C6*f8w)OfqAW2uS}da>=6VUt9)IxS3#;1w
z*Fdc?9;>1r-eME&(7yw5gT+SuqPTpG2xzulK9aWL^xBb;bRA&Fjm2p8xlF@=!a~zY
z71h<mY2qD+AK~PMo_%sTN>o(1qwxRhf52_7>lUw+*!<#7S+%<EB0oQFJIl%TBPO+B
z65d{ik1q_+ioMp8rPh&C9Zc8g;;Nidk$L@nVk&eLs0-^<pHtn2x30grQz$mw42XLe
zI4-uH9PWmZE_n>QSi1#fR(m4cZqVC*TZ7|WiveYg<iMsv+f!;YUX=jiy6A&+!;-Nt
zdOp#QT8MM`&dSzTzP2HS$w~Zd!}WGJ|Dmu<;lHvsekIQ}y8cQq-?K6ABEQx(5|;5w
zSDsBRVrdH>$}IdNbfV`#xx}cHxyF+77R$9%eTl5)%W(E4Uu?qr=+29t?J}A3g#Az5
zwMyXX62$%~Mr^kotcs>xfYA!FgYFYm_R@H4!{5^R_rcp&r7{(gQEzsn2ePA0B$pRj
zxYLz?1w3R}f8HVYgkIH$|F$`h@P6^44haKEXg>mmde^^V@s4wSpBW1sT}5pt7Yvh&
zPTNt-yUiH&M)<R%R$8XNI47caiO?9S&KXvgWK`93yg>Ui<6ho?RT57o^{=FLBpuc-
z521KBfe(pnB=w61qb%Dy^CV{31)g>Bwy9<|H1cC!U-P$J;f&YG40DfzrRg(*epEMo
z8DO3kP61>U=P=vi{(Fe%;9;_5wlm%e43Q0`T>fDCcf6Aa6P|t?myoV-;`)izTh+)I
zT)6b^gDCcjsG7A@^rySJsygCkuvG&ryQdr-IZBtp5SdRSEP(}A+(;UUsgW~^H`g>_
zTFm{o2OjpFcgkTHwl*ZSw@A@>snVrQ07Lwqyfp>krRmH)j`TcExHY4TneY6JR*>zb
z?W_j*4>w!EZu!ZP->_wHm&aelk{0qJ58pWvY|Z#%pTb>d050!Z8o-hVwn`3_ozeQZ
z0d=g|mHA;(!J{DLqK|wTU8B5$=;wBv6XxYbat)18_2TjOq1bvhbBJ9vU~)oaqK`<E
z{```J9_JHCQ>F@WW#WuwdGibG`YLIiWC%1}p}tp$qU}_=&t9n9K7!~l4l){mwnpPF
zczGB0Q_`2R5~Xn<D&y2)odnv6hoAk=l~K(0G7K}%P9Cr%3ID&P@EP$aBm3i4YhwI<
zw;zV|n>lkT<6?05Rlcrw4$;VLNeeXxHXs?BT898^U!Fo74iBEuRbSk9sz$^hjCQOq
z!9X9kW_>flCa`$i-xesLT21{^{9=hz*YylmK}o^2%p4;wm}|Z?;3*fPsDGw&XU35-
z)?XKgZx}1#S#V6=e!lo{cnWPzir3_jqX~5cznt7LPD<SoU9Ir^C7;zJ8OxL<k#b=H
zJ4iM|Sob^6oqG`Wk9cuSwN+jjh2pKu@7`C4`d(cA-u_0=Szd)O>mTk4aSRra|JL=8
zTN-AqEin6cuD*D`1V99-Dn?#E?s=$<;~SdL_L5)-8s)KFZP6d^a3ldsgPmBgjlAuX
zoOsYeuUWIFE{)y!CtKrSN_Mcu^H!Y4Mf#PI8HbueT1O9bTy6BM?K%2Oyts#&x_dH)
zo_Arp)4BPqIggZ7OWJIiYUVb%G{;%`wsC17iPoB5SP67>FUq#<sinh61ji)Z*;zZI
z#hHbklGge+SCU+Us-7*5yPpj(dPiRW7qBR0!^%GwfHWI?-`tJ?@rT8u^=1>Pg>7Jr
zEIPpVL4831(ag-u<0wg!#s9+xY@m$a+}!Mc>J_gig?`=ra!kOW*IFz6ui18k#rO3d
zXBi+R70TOpwOFRw>i;R!?ry=~Esj&C74`e~m*YZ_ue?Y0`-9=~I~bS=2s4?ykeZrD
z(owg!PRH3`L@cGGlV}b(<($LK{?MfTvJ2Zz5Ijb$`_(pe#$*~hte>Bs2N-sjYATgq
zLj5y;yHGkIbpaxr!KofV0Y=oCC?HebN{b#%oGhhlwXq|<&5Rt}Hlv}Q*2$OuhN{;@
z8g4X8G1|6=#TX?66HHF`Mk$>>XiisJ*on7x{(u6}LHBo7Q5m(E?)EkzNlC|F?(e|e
z8Uu%dta7BoqGl@MaU?ZnyLL`^f4Vk^70kU_vy}o-kcS7BwZb62@w>dMf3-zS)uh<6
zMcnP;M&BU6t!0?~gO`gQ(t&ScXW=%xJ*E=4p?x&TSq?l-Y3`d*UVZ&T^Ea?Va{JyM
z8QZ0n`-hY_WaA5nt9lTdm4E6JBR0IEmQzsKKtDzn3|p>c$FE*SzklEg{h>(^D)cba
zAsjMbJP&P79(BPb+!{%>c5!d7s-Ye_wn1LY*_tKEA4HvEJn+IH@J#>1Rx{II{3998
zChKg;m>2c6iQNRdDPF>3gV|ztDtfQAi{pz1Jp%h@Jn{xbool_t1XpWp2&^pV(~*Go
zr4L0=OV~r@H*|;bF1`9SFs5U7Yf8}&?VjcwmS~E#mHh^2@%iw7;{Yq1EW|YMMaV+j
z>pDhj-kR#G4>;pr|43lrS|u8wyy}WY+D_OYHRyvOECF>jBKHg%pFeZqyP}?09w<5R
zcXlu%V<TMso-BE^w~pw$l>3ZxW1a1b_2iu2>ie=SEHvCatH<Ci;i)2}vGbc7WtjEB
zVSy#3hq)6=fF#4EmebHco^SPRz}tedS#WxwKKlX&`#><`oDjY@L386$(INPPw5(Ql
zU6}ea<);n8%s@Rc{-N&AS+@}kJ+cxRz7N5dDCFeV$qH#$SznKwu%YHwQHFC<q=05@
z<VUxDZ})j4PnHPn#D$&pFF;$Q8^wEU$f}1l%><t^h|VV|BV9G2<d+KO{ST_<FBt2o
zqJ?ay?>qk@53ku|^N_jP8^CQ51Yxn-x}guJ5}AGPTf9XcOKK!sw|?(C$;<$bx;_ae
z03fJxozG^J-cBdewXl{D7Gb<@OFzQRn5==|&7$n37VXS9@Ms5|eJ~q_u|49$t>>$h
zW&S1eY~9O#9Mn_9bP?1N69A`-#re!zAx^h<)w6<<%^E2o+F6B10M7A~6|^H;Cm^Is
z99n@Tf6R0ro-k~f8umI!^;(}s8ZTk2kI~Of4luhS7ZoLgr!jKK4)6cT^?&to(n;+p
zd~^2(F*ZHI&kxnk$>(s=3hUlyl7TcKm7mwb+<U9@xXITCr<j|*I#DKo=l(I3sB`7u
zXG2{|n<;Tz(w)V_9#_!t=+1gQGkvsC53(UPv29O!05`W_-zC*Y?JF!O^vbPn3|SQ{
zjIYdwDWTa+UcTdb+)2G?eb}!CSS7fLo19a|q>u<Rb>5Lgo`N<W0^*p_cK80QC>yAU
zM&@a!ejfO?uH)z1TUb9l8p5yTBEzM98p97T7Y#IvR3aPkruMv$>Dk`TwIpEXDI(PE
zjj9IO;oV;isfK|r#gq-GOpffo1y@8vypF$71^H!FrCI+}*;6bzVD&q7-CP6ba}M7|
zTvqvFoB9R_CwFecmhuv?tbqlNa9aY`fCh-21Mcn(N=exI-gJgP?u~{nCzNwy$(6{$
z$B8TmYw)_6Ro5ai#OqRpfehTYaVL97s*nO+eX4N=iSJlg*O+j#+Gdc0Xy2UqFGr<y
zzCw7JTO7E_N6%XYenNRij_*>Tvy?o&(~uqg@G)|hB4}d{i_>NtNFV%K6eNrSDY$uc
z6fxiKML11AusD+T+>nu=Gru!oygow01dx-upR7@G;wD6Qm-46tz^zEI$2}uuT$>Bp
z!P#v45h+qnN_m<JAo4c>N7`qU6Vf6lw?;mikr2J1dyfyE;@B+U$FGC~N2l=qRCEV1
zSaY#ye!%5*A!YhKqqEj@0WFw4zRpe<_KxO+FSbQ0-|VuAS1UL?8?jajXGLFJ`Kfhm
zJ6^Jdb*+=TeR&#l@`o<i{;2(Qfk7A68mC+i-^|=?H%I%`lNx+~l#yy3F~gZts`Wyd
z+*WPfubvu16u6lc`cZL&5%u;waMOSnmeYk<^h7LnaSYYc6uH~#fUVMF=1N*oGzRZK
z7P-t~|D9Muq{mlxRnA|Qaqp_e!E?IB<DtYJ71KFcFph-`DULs;*L$2GbH!WH7gE}y
zCXf6(&L;_3$y*b~w^@nFt?5|GP<QsbRNToYl_}|fPg_<h2|ubC7{Mv7XKpgz<Ir=j
zg3k6oynFT^e`uR$HbuIGJMU&V<W5Xr<HpUk{gZxJP#iD)bhi-m@c%^J_-AUew)@v!
z{5s~uuxO?;-6i&H;LQQCc?i=mtp<s}0^ExGWLMaCyYiE3I@%iD<qO1@FVf;7YBttk
zeUBlZqnT3HCp2-b*kvdg>(XmNfpKtYoUU3aDyxYnoTK?|!m`t65A5iD2a@E-e-p_^
z|9B^K^nBypnh}%wLK1NN>QLJLbwC2WDFNjZ{*m($=OO(qa<8fBxvi4WqN?a~y)|HP
zoe_#p>#yn9YhX9=0+a0|ojLjkoUVRhYE~vf&2^$VfQ8*qAsO_!3p-O06GT#Q>&V@L
zE(OaoF!m$td=2Y)*A2#o@+;yl&(v8_4w5JlXjNk!^W4HF)?hX9dIk6VQ^qbqA%t99
zeR==yBzjX&PfsDF^zYe)A#8xIBrHIcm95-V>%DQ8nF{n?lsa9FYva2CiA_jw>R5N@
zhE4q}O{OAE_+oEBfPP{*+KGSq&+^MvbWGi)2vhRI-_#f()KCkL5c!%mP*2zsclNfF
zL9|QDa_CclrA;JLFPpHZZ&d8chzOI7?<D;QEce3N>$BoysB;wp9K6K}^u0AxsNb|C
zT-G+kOA;H1FgdgZdE{Vu@$uJK@MrX${jZ}R>qBC<PO<i-4<_K+k3mw3m>aK9Ytlzd
zV`LPv8_a)u20x_7Ct-kXj8k1@ilAu2_gYpC*ry$<&zi-tWhG>rjY=S6)|y8|O?YZ}
zRn?#GyK>KOyN+Ds;A}-x%boB7Q^+;{(-QtN6lm*#j`&k4Gfgy4iT2Y!58glV6MwYK
zUN(iv>;s^z956epL=CS%pR^xJ;%C`jotFmz#x#RLv>7V5!~v8uapLuR1EB|C;P+&i
zFSEBV7;fx5o|Tk@l>k=?#|v%0RIVNt8R@;ZBN6}jv!CRJF&f_g@bfT;-^nW{CI%%c
zIyxugx+MKViiL&6P+^q9D?X@S$oG}j*WT8)DzSDnDYn(;#fd7z<zh8XdjIX^Z%!KJ
z0QdH8_9ofIb{7E{%{^)57cu4+#J%H_K*t^bTmps}3v}s_Gcr~UU5%YaeSA#uGsbPD
zN{br&>32K}+6<J@(k;DeEgmi3in-omMsYN{J3m>K^mN$Wm_|qOCkc(O$3Jd$mQ`hK
z?{dcNHaLT%LqIS&IkBXWI&$gG+$7hk$b4N1Yih!Ca#F9JQSLDS01(~Xy^og|a|PEu
zx}tO3v-|$$bZ;>L0KJp~hou)BKesFX?TY^#t&wyxLXxzJRKn*$3v#X@^U5Q^$kq0s
z#|tg-G}7{3<|4X8yr%8?TESdg0d3DP*ggpbwYDZ1w<&{HsqQ8>7xY64A&X(?CvBNk
zJB>EU#<UzS-O_?wP)6D~zeGGKruK7sfm1t%XHC1RunBOJp7O7z$>6X9G(oK-YPUPy
z+zwRll+2dD9^+6{<?|-}y{0y^^w+>BWT*EG7uss&jY}0Y@cOlG)IuaGFiD0fFprE6
zz{^Jt_-sX?H8<llKvEw>4tv3Y4yo_j=&?hb_!Bz|iIxR5S_Tp$!wm4k2<nDL87sgB
z!UXawv0J~fFT5ij{;I~cw$p?n@f<p@=1PC0OP$@)e1@M~bqvUlCj+~G!u}(N-vkr#
zoVf!=0tqIqzUCmg?=|;DzKUk+g(4Alvs|L*r?{KAd79W<-^iO0T*M5#B3S(d<&E6g
zDoxr#M*GDo|4EX<NP0I^S2PoTzR;++2QDko=t^|Z&Y8K4GHNc9wdlc|V}JcyK4zO`
z^AM-h+clvk%dwW5H~=HbYz5?9LGAi!2TX7x@c6z;S^&QKMHN(_CM{&iGcMAeggGPc
z!gl1l8j9DuYKI2Yft5Z~BNBHJX?3Ds=LCjUq~g2lQrE65O3aYAHuRd?%A75Mi2>I`
z6TOlo@bvt?oYZec$&0)Fhi;i2bj=}u3*wQn%H2wV4+sk4VCqghsmQ=Te<)21K}qbk
z;vS3?B(+1$kH}l~TNB267cHW4_3^xR<mG*wMG;+utjWQjwARagD|&&mMz(2LhSmhx
zeJX{Ky$y~hzp6J4w8IW>)!j^|tIEB3g==F;0}cwA*!r+^^?*AtmdIx<FaQpm6P8FQ
ze8ptTc@d40W()_4Wl?>&#$1>E;83kFLOg5dynZXnvL!Y>rs~0(%S1&NtN5A;Mqxz_
zl(HW{p8#Z+rbeB_9-gKzcQ$e?!<kvLR?Kr^I<`d1rr2eS)4%FPsv?knoi8dVTZxaG
zL58F9Hcj!N@_Wi8Zg4tH-GFX2{=#C5YJ_I$U=jT~BVA&l6Qi~soz9Bjy5>M7?+9rU
z(X!$+S@^9xCcl%AMNosIZshz6Z5+mn_MLIZbzT%~_fgn~Bk>ikG0){|Oi3Kv+R{bC
zwb|8}JD^PcUNf2_YDea0PnK9{rVJ&xad8j@1x!hCAfB`K>Yr*q!VRMTJbo@?U1R3#
z!T0z3SK-#a)5953RbDpI4={0jRs|rQk29g4o!A6PNf&AP3Me!7g@4{;zyKIt5V~<E
zUyT=VH55bfdfH_J?EVd3KOa)_hxl$4Jv4#ytV-i%q1Zl-jG@dh@8J8p9b7gMO8$Hf
zNhjj?Lo#8yc^giGsb(@*OmlW?p(k?B#^#54NBm!k)zGMNWSCohn5a!+sg?_;g<&WA
z(%uE!x_xqpUb%S(7S=IVDA)iI88>LAYLZdUc9II<CX56jU#g%K?8|<(!oT7$1;(NA
zor1I=u+!shtgaqXNs9vQ$_Qgj?S}(HydOce4Wum+mq)hGOF#ZF3>}r$i*BJxe@?en
zN?S;0dsEAgjTXh-zw9^9AloaP77>I<E{=`f@--L?1^NxcbCXKpTTJPm?(O#fmu>x9
zmdPizEz8MpO__tx=#unLOo57wW`*-HP5&N>XK5K5>j8<@+VXeP4;)o==iSQNj>*O*
z?H43dUOV;|B&11c6-MQ?+20sRNvZbtAW9?}eSJv{Cw-zsZ@S-Yf6NJD6Eb!3^Yb92
zz!S1*YP^yQtrdK2urHU<hs#R^z@J_Embbz9Np-UFzLDLzd~P=!v(~r4!#4ykEBf2m
zafQ9J`}Ckxy|7s1DU-H!5IM)<l1OR1M*$6|lzj7TnNf5r7;35Qtw4HU!DUn-uutc5
zPj$WCj2OOSXC9xu{&5ZOJPvsLV3%JB%e2|MeQ^ORh;|UUKt%<xI?3r%!q5yt+l{yc
z`BC;bZ}-V$^zG=&T{rzLT_cq-kNqol+Kz2tVFNdm3WCRuogL2Dsbh%XJ6RSh{8RKs
zoV1FDp9sRObL-KD-wWC|KjDZ#{Yuc;sFvk<<X)pAZ+*|s;A$>f=#s3FKp}}SY&X2N
zIoIEJQzrt{w1`-zvL!>vk(y)jtCfS%HOE*_z*r&>*Dj++<TV17iU_}qnNCby4?O{Q
zCH?UG8L8S*pG*VtG+;_%x@IJ<Dqk#vafj5Ew?fQTgP6WxKk1{IjT!>G0JeOqM#g}I
zlKvr}vu0L_WOOGJmlJ`{OEhdsUMV{*(%?HzE|0P=^78B)_8-XhgToV)YenVkEEM0e
z`YFUh>{2E=F@0Ag`lB9cz<)g=hxY2M3yVz4Jz5<em6cy}v{D;WFH#INLkEymnik%5
zWaY->2JTp&Byy07u$~uhuNWuo@ue#6S)C%Sjov$j8mc;HE`CiurlC-kQi1ei7=GAD
zLO=TU`_3zwFo-d312hoMar81L?-MTW(|BO}bci9zZcqt=y$=&7Qrqx2iSQ35)m;f$
zskU%p*fS#Ia#=oZnqo;^3c(4|YJV8nI;O9RgLxIfPQs~Ie&{BU0h=)8??dZe)RJYa
z!xig*MI1Jo*0Ny_0#>vWmUn2Uuj%yQhFTpzU_H^O_mXP5dYRAiZ&l8u)QTEj$1^`$
zB=qz1T9LwkkTUNQPMOL1pjQ|z@Doy6*JD|!H*&SK$nrk*d$O{4X0%3ELoe{s?5Nem
zdf*bF{8B|fYu$=(ygOG98O;4EavPJN?6p$lU&c8jNUhI^k42(M!uZeul7I*v>dLDj
zB1Ib<OMBQucx%lT=j5VBg4HLjen*5ervK$XBU_4Xl(WfwwDIWE`mF0@o8nT6hF@9i
z(;4WbdeN&QM0{A~aTbFNnkf_e#fRH@=;LA{XVG9R7y7Qr^Y$%21*{F~+b%nZ0a2@&
z^dO-m@9og5)%^MNFHMe}m8ZOSEyo2YgJeyuFgSs_|7*Lbah#TT#5psOclPbf2?lrl
zuujI=Ht?rM-n8aM@CGYz?$uc7f6?UaoLon=RzV*3CGyQf-kchh4YGR-xdz>!xd}`T
zS=`De>r8<%ik(W6tunp6@|-+k!RO)`-;=J^=?AFtsyQVNObj*^qElkl@ooNOHrY33
z(k1>rlqA%h8G?l36w5MD;+h1^u0C$ozA{@kN7t=T1-oiJ^B|Nsk2|!LuwU>l^MVST
z0rnGryASI=aDuNmA$%$o!Achsb>}^W>su~JIQVtqlaOOC<`y6(DjK*RZcoX20X8^s
zaCf(VW#Hn%mXMH`wDQrT89X|w!=PnlW%Yk~Jv;k#d?*|@K3%rHzJ4-SFd|C@dbr$3
zc}bzXkE7%!XJ%tVKNya-Znvm0=t{kUrxb|;nLFu_@IutaZEosS>b0R;%w$W*$b2g=
zPsCUSJF6_2CYXxmjVshe@bK}KQ=OrO2~qA{f#o$LHE65NIrQb}-&Tj*OPT0JYEI5f
z=P2E8=5kHh)s2mw#Rt&<WFJ9B#~VLB$ww0$1WpctfuT3NR89rYxe)T5E3dF4;n2Mp
z`GMJ{;H>hfqmJ?6BJ2YZ7vkiutD0({(w7}3;#Ln{L<*_<`19G{ktt%VZ|};PPe_QC
zF_9_#EKdV<@;Umg&tC$zI(0x@hb>E`7a;n@CG&U^CPBvG(LdPoEBX<P!<E}-CGs9J
zR34zTThp<Wk_2S~)tIJ&tzE<N&|lh+rVlf@Rr7VEBKgAsS@Fnx>nFxkeMOBbQ4S_F
zQ=_ga^W!WFe}~+@Qi#-t1=1tBvDvj-Xnyw<P}era&{Tt@Ny^1Efus@Bi(u*>olc(O
z3Zv_<^m9Aos*T&d(Hu8>IhqqUmwIfnZwdh7J&|YM_y59F8#Nq2BgFjHxOZ+IB)bQV
zi)Xl1Igs#m690C;Lp=Tkq?2|F1<|J^bP_dD*$WIp_u<T|YDXSKo(^fnR1b^m)|lcG
z$1+YHS1^=!dzSRHcw$DOVd=1`_T2#14Ga=5pX?a$qPdQiho-J>;fr+Ha86v6lM2_P
zHW)0C`g`WqgT!uZc;)VY1KW;=)F^kgR7>ni%mK86qfFnrQT2ngYgV1lYZ-oMhZev)
z0W2rhb32e;y~|b&rzqqQ8zq$#30#F8IE}}B3qc$Z%P6;id6ev?3s`L|k65k1nr)kf
zGf*z)B6viW>FifQWEKR|P>NxY0NnHmDj+azD@jq;vQB@pdeAT?Wv5AH4CXetFbY&M
zl)5AfL=w`h>!WK!+I~Lgx^7B2pA``aZ8e@e8_NSGLB$B4=2s4+VJ5CD8eP(I^OQ2+
zvn0b7AKaE-lU5-D$`)CR5p5nE>B^ue4rx4CZZTw8RreZW{w9kkP{FjYD$71bGM5hL
zh#0WglkrS~>s8XQWkO6v$wuM?3+6;BvaAhvvL~^C;6A2wn!bgJU&>1Aumnk@W$`}l
zST9*0zAy58so{=v9fTBwQ5mkIOe2%c$IR7Yj-1YcIrPJ~V;imW_(9kjd*4Z{U0;&X
z^~Pxj;BcUYM`;J->?3hf09wI)ge5rtqL_Zy6yXXn+PKZp`zU8z43~sf3?+GNZRSdY
zzo>i6gml<+;DtM|)I_ya*IkC!lm|B{N!dd5ZfB~Phwk>7Zz8acKA5iTR}`sxOv#D(
zNmFe%9otzzA`bB+){y7OMZu>ZB}m|x^UK83IX;xMZo-6kwTjx1?o_32zR5UZ6>m6g
zkk0-Lf@~Y-8!TJ>y?Sa@bc;*YEd%y8%2j`bSnGOm5`mWdiIm~es;3nGl+}up4V^Ai
zE8HNy27}c!8EEX(qd7?hcb=E|<L+Mqg9k2LUGI>dl~XC_qO@dp8E%RbJxjkqp8Po7
zh+I;%CH|=$SzmXeu^B<)Qm<s;#AeJj+tXo3&El`u3MR=`Oy#gRzi;o4Vc`3}(67F}
zq)LeRb5>tF^!;YiO2HZ^uxEI4+u{D9dr&fL+VgxNqX)|WKFP_z@WMS@TbM&xLE)F{
zgOp~dF_vLTbkLIQ<M=y-?YS8mU}J^2k!yswfxkW^$uHg=MD#JOWnfl0G3w4?I2<W+
zFk*>xAY~0t%zUGo?9TvpcZ;Gqkoq??d@2!rAl0RzNs{_(uIqf9*d5nJlyQ&&POfsU
z-whoJdxzi$2V+K$`8l4NwKn>pPDXR4AXNbAoJF@rvmdAU1Sb0`<7_|TkrQBeOn%@T
z)vfF*))?<sOv4dh<TLFIAmR+vv(~2o1Ci=ktrJHk#x&RT0^ZVLrnulH`bLTAxo~gL
z!D9$rR0KY5NEom@Wox<W|IK=46jlvoQaV*tejAXx&v?5uQ}<Yjf8&NeiF7C})sqel
z!awr!rg-IBpR8!DCQcbIuU%AlNh4dF7ljS@!d+3psx`@UO#alRtO_Lc{Z}VRQBq#6
z^mc(K`91TvB)qbn59}A*8$l5sTNj{(vO-_Zy4bn~voc=6GSzux+K)knRq6{9#i_iF
zIVPPuK^dg?y+#uD<y65G&0Wh3DR63Wq%DdWH`0N(=PN}emTz7@Gyv7a-@Hr`Fbh={
z%^6)GdnAxBri6_TfA<kE%I_EVt|W_K{tg-UdSEd9cJfo)qj<hos3N5WR-7as$2nRC
zF;Z_Jk7O=y-v}z|%~k4V3_<>h^$aI0lhK>Ubrw5v$<@-QrYLxRqUCzfJ#7AoX`@@r
z)#huxhP}1Sqje(Sh2^WHZ%4tQT7%C(_f}koI?yM))U(Jg0V(~6o4O;;R5)P|^2X&F
zYO%P`dAmY6^tSdVZV!4`KZZZoR_H3__aI$ZB6x6`z(r|Z7w{Eqz?)DC*09`XO4!)&
z37TJ(b8~@X-?!rM^4CzV35jIvgGKi9Hn}1;_zL*ceVJNCsKpd4DGA?T$wl&nVxM9-
z7DFY^tbe7M3ft=IH+q_o8lz;YcMS7;aL_v=#CoJ}RX*mBzCTj5qFh$pr=3@9rOgod
ztD0L<>VZ$8u?H5hPdt7YRvG*eL9GVb(Rm>@1hVV+w|)`Q6Ewdv87fTIk69&O@e|(B
zt<N0>MaC(yo7Yq0ld*loMIYBlKN+Ktz-yXRK%{vnPUp!bFrf9qepJ(cpSBg9rur)B
zX8n&HfH*T!X*BI$R#Q0o2f=Fc-B+(Q$5q~$$&m_ouZr#OJkYz2*+Q7E0v)(fH^YX*
zE~rKDE!EpCK8Hb7M?ciN%q$hna%xMHJ!MzL98Yr8#6%9j*g(j>(IuYQR+`S+r)ZMd
zRtS>^o%B4u(ysoHfbU9L60grxIq2{`SV+`}%AChxCG-ad>!U@*J=$o$_a9t)iX&H~
zpXHUoO-*PPzSqlG`x>@LFlU@C@GaKXEYg*muqsD#oErcFy7^52zmh((y}lE9Lx{(>
zQ|52bt;(v=edtLa`F)WOI6F$G%<)fx4~Zkz_J9BGA%zPKpUZNz$eJbLnwQT47^?a?
zz9V%TlJ@6`VgZz_Qd)iXjIFS`>$&ZH{jQl8rL+gwkBic8CF5Zh_cNRb^ypN=A8^!-
z+d~%Mz^`jZ(w4@dmp^vH#=}ezgX+uWL$BIIjdMfdQL=4VxJDL>Ho(nqlP(9_shu5d
zP;c{U!}do_HkmI}3GeA9d?9jro~AUxsR}k|<_~kI3)+k7rwz=Cv8f7z%YR%g_9r92
zCH|qoD4&bAbFQ8L8j#ypPYzV}dss+(e+ZEffihn#yAR$Ag>+(hQ=Fn4xRk47E&=A#
zMeSD8MQuXmqbu_&M7JF0KgP+*Fewg899a1%lMIV@WGkmes|F39l2^=Yt&_5w{?}kU
zszw(Y)uV)rOn;Pn49l1ZYy$6+iS#2)Dl)99R6@)7$lz}0i}7_MV{e3ecNITmM8RiF
z`xb7g*zrt*3R+lnMOL&u6$5C=Rr<y$Pps6_@-ka&6M#-xNOPL+=fxWPB>c>9T_u~|
z#VHgHQbxN~=34|qZ)E`fad)?7+8ZBf&RhD$nsFrnqq7Fy68c<~_P<)aaxgVW`NJBQ
z!xHtsdB5XNN;*5R$?Ws}0(k85KNUKXX)Z;}V5%rcA?<uv1n(rX3uyb#*YPDK^LhlD
z*YVoy1l)-%Cnx7{zRY-h-#fhUhN*Z!@kvwiC0<-8o={UyFA5Bb6(vRGc!v=d7A`C<
zW`hrfgh4d?C#`VupS9~B65&7T>FFuU>I+ZNIo#`_7}3pJjaI6WD`*?^)S#|Pq)(<h
z>Q_?BF)9~Z3wVEfy5)E5KN0kJfuRiu#?;K+aJsU-mCwKR6D1TLbnB0Z{odWaWZFi>
zW&y^0>`2jAnEU$>;A=Us`sUVA755QX+?V8|F3zI@0?rV!;7F$MBF9uUbFFbup5K}V
z+M`32l$E1*$1V;p`THh}EUW{tcDhG8bME>GP8R%;HEOnEjKtcFb^>HQQ1K&e$u7zg
zu&~sh-G&Sh{k!;WDyQNAN`dkjF=P}JC?-3G336Cz8#Bm#-X>`a(V#5w#Ip<^{VxJk
zN<blpry}A-)I+ULD}wk}TaSth8B21-bW2bs;+MBpf`f&Fa8!iGJ=5aQiW{m`XJMQQ
z$#$m{F$=mtX37E0aune*C<5Z6{QPPN5d)haoF_i$HV?sCOu}cN^NuvQTCU$6;lvTv
zXLWoG1aw7BspY7aTD#webS)BQC#JvnULrX%6=9adM>yUfJp>Cm16+Sx|FNXb{d;8`
z^x$8dmtRaQBDnfx`7o!z&>}zd$i7vCayFpFXTKP%EVGL6g=r8Tle6T8PneQxxv<$f
ze0|+mApU6>BgWHQm7cO}LiZ8$r>U-hHc}1W%P7^<R>(?)3FI<6KUgm&?`wU~&ojQG
zjIgh?YoD_tY)^+A8DA|S+N5u1R(f5VV>3htJ2avmNXy_IzY_+deW)NN!pbeV;2wtU
z=H#bBboNxRI;TUMgc{gfJKi?Kt)@lP`c(3ZixPQkSl0qU&d!izcPd+Rqw88I#JBnv
zNrxzoqSwto+k7Z0g=tclQ79F*MGw!7UY@xsePEGpk8(8CR!m;P#XGl$(7C9+Mwt`H
z4re$_F_#RZLcY+M056rVUAc^X_X71`J-@i!D#leJn`~+Wlo|ql48g3kXs$g(HU-3P
zz|?e*K1=PxN?yBj_q{HRRf7DSgjcU|!L#cO{uvJkNmA&Cexz}4BE*jd6NAO>8{AuW
zyHyNY`0#sRY&I}!4tH<G>;3=m_EuqSMqQX_ad(PK@#5Cv?yfEFUbMIcEACpPSn*Qa
zp-6CdcXuZg2oS<a|CxE7b8cqlzd3h=WF>p=&(>P|mH(OJ-#5x$_XvPj$-Ad|-jF+6
z6%;m8NrGe>C7<^)H*V5#Y>1NrUu?<XDX?~&Iiy@YDRoT8WRx_qN=Fe~!+MoSwPGET
znYYTXzfiSHzR60{*<h$0K~6yD`}IX43BVHwx+H1FgvMZnt$yYCzP4?`p%cH`+_T>0
zg$j*N3#EbNV%9<JBRVLSw>~^B=`G`tcQ7tV4&<x!pCh*H9-&Yl^vp`UktYxp8TsAc
zQG`Y^(?fyqS&hVM^xZUak37M)gTotfVFbt4)Npit(Qo@0(V+?beTxcF2MEjChfBJ%
zcxEo$=hM1I#)%6pJjq&Gq2<PvKNxifDWm%OD$yzOw|fwu>JQo(enfkck~cLU(G^MS
zGJl(5?9pWj$&VM~3p@NNwKz?Ph$EDWXovup{$R6KUgKg-+pR-=$w*5Gt7Yz9D2me-
z&3=oxHgq&ojX7Ieco=Hi5Pzt5SUFmn-EsaM88UfFP;(0?L4`_lY#C6K_wIuZfXv60
zMuD7dkTuvfq?z;@EDgO-iF2mQFs03KDU1wZfqP}7T-B!q>yQB^`mY<3%%nZU46&Un
zw-7f}!mDJ04{}$$Kxfw!h<Xa!&hKShokVry4`@mXiL^Je5pE*2VzP{%DDIF{c(yxG
zvPjHb!a^t%LvDo(Xuxjh0CtA!hS{NrYokSEDmU@gwDBj&H*0c%FYhqmv;tbm$6mHw
zv9(6+xfitCI$5i#h6?&EAh^H8Tvy2gT$^*5OT{N7Z4vMQShA=iY*N+%2#ks=ZvLEn
z+4`7I-+5Urf5dY)TYuk9?H5sL`DpG1GX8E7_TcoLX-y$1(8ZaVQ6WB)((NPn*dXE+
z(|%z?7Zm_Y26co(PPUI%rO|54(N7B75w@LsIy{<hZylCjAA9pfNvu>kJ_`xAf;Wb1
z<BwpgIE-Ci!Hd50Zp)XyqYyc}K9*b4n#qfSy#MegMqNlUYW8ewCXxxkK`hZ`{73|Q
zU5Ii6R<lj|KVbH_U8AHu-lneJ2d=eE!WZh2oyd8qxaJQMcKRQ^Y`&XWl2_=Qpt$Eu
zaNQ{q0pbUa?b&(<_i1gGj=j(I+SSmetQ@c7Q7T^ju^E?hw89b#-MQvQFmK*AfyL_H
zH0)!<V|jYQgou1K^STm<#u4}3FN<-y&h|yrF%Y*DZP(~|x%ouc&Bl5@Z!&HuhF0kX
zAAk^dNiS_sqglH<YT3r^EfZQnWR-EFeU9P92S*zXO?UqQ-kzBR-}vRZ$i2Yr<d!d4
zggPjX7HK2dd9`~jEvutL91&!L925D(=}SCir`Dt1`SBB0mYVyG2-O5Q(32YiMVJXR
zHw8|rvg>Zqq@$^97eaYfh(uKlNIlU!o*w@17ncZi?*WO*G6W`N?rJ$Ai>dFJmFPNx
zT2)PPTgVmQUBS1e>nslguAGOl`z{&z3cY8!BP2S*3Fe%oG)1k*mV{4tRaM40!pmqq
z;>_S(-?ye#=RYG4_EtN>DDe-xe4u)Hq~e!xnk3>We9>{#2M4v%Vu2Jd_<KXzpqrv(
z0K`WC?lRp9GTd4F?dplkrGxle`j&*Qx;wa~q5Dth%&%X+rLQ%-iaJKNj3TST5m{|&
zG3s^BeS3}0Y;1?=TXWk|LpqP}ae07-?*7*YZ^J~{yGO2`8ZIQ^gabeD;`59+*$c(p
z$V_{CPd8POLPRHOFR!%+k$Xayy#Sz5;aV8^V&H?<(fM1TEceo%6*8_^7&2m_cN1d-
zHLH(flb3(d(j*4eqsh#P@mnNdCn*I|mxpTLN^UF~g*9GxsewsAj7~+H0fZ2-zIIMl
zLQLs09bj7&0`5!%{!>geR#fc;xOH1C{&ZX&?V^t3vcsI^J*Ac~2YKD-x_|}ZRxY8A
zosgebSA`Xku+hQ3QGv|?!Pkw-0Rc@%<!spz0f)DBW!SSdBf2vPpBxNjAa9JgF?6s?
zwJ{*I)KQ`mQv5qDTNugi%kaz5Cjt#5D|N+m)GPNhb^s)M+><T`X0AcZFC*SIR;Hs*
zLEJvK=qQ_J0_quz>_0Z*p(W|j^`*o~HO>%hJ3W>w#dJ8>MJ1wR%xJ!sVJg5C&&VkH
zT>!VYj~3*Pfni=%6gn06o%rRv;#aps9Z4w*8r{BCNmEG)2@4T#8Di=Dg1N6ET8^jZ
zjJ&n>sN7}?SMT{>fCoOtjBI5jJ5os;)+UejU2azTP@HjBqmJ`jAUj(hE*+XXei|)(
zfmK8}-r_z{-)D7VH7PiqeZn3CT@>l~R^pB+SMDJgHfUVxqqrqEA0si(%h(7=cD*N&
z$DDO`pe3)8Q^lLdI)H`;g*R7~)D+AiM%|E;?P)}k8rzeO{1x}Cu(BHNnMc{R=_h{K
z%fgXy%F=n*L-m!$(>r*Ehu$3lZyt9ggTqO>aafDvG>)P_s4l`c-y6h}BZe-w()T`X
z9V>EqBU$h+5wMvFkcD3T`HGzS=`$56PSNB=CU9igHFFMmh1{$Au8dj(?+Nh$hpNxd
zi>r|VfB(Wp9nWK<3%x08MZvTq#@7^ZNLwkM^KEoU^F8nZm6o4rnKLhPmp6lil5CV!
z<L%uiMLB6%hEw#|1u>?5M+oWUnohy)4#6ieAIu8<O2{|SO2AQm6okTx<1xh7)a?+z
zm>Tyn`B&>Js-N>@?MuoqaM=nWvT4kW&shL}5E%IcayuSXH>WFG7p>6Aj~q8@L2&W{
zB!Z?<)3$ITFCryX1otm3oEB}49)3*>OO6&Uj6e5kXP60lqq9)S7MyQd4k9Ng9~B-G
zIv~hhU5Ux=l#l&VoCuy?L{Er4N?Pz3Ui1FFFv4V2xdE4$TZvur&}aT?j_dAbanD(a
zz2E+0oPwS+?d<ClKFlFg@=>}C`%-PZJO~M0sJLb;T5ai}Z>NEDSl9<SB2cV0i;v2c
zw`+f%#$!SabMubUjY{U-vx&f;@m$Q1E|O%>lSCKm)Nl`$Z$Rz+6)J)-Gl)u-_Z6Ar
zCHPz;7G=vtx2rClXcZ+<Zob-b0<E3`^)CaLyGx+gk3Y-Or+d-Ad-2mstqWd3iDq_8
z19c<$JX_++^*DhITZ6$@VuO8@kvkwI{zhtkL?Bl7rbnW%gO|mA^;Od2J9yHE-WgSB
zHq}T_Dhsbl{I$84m{4@sG23ikGi|dmU@kL&Z+vppcC}HKrEK{{M=PNR8NbO&Eaja4
zBQK8nZ-=_2$r#0Yy0Qa26_3WOu)IYg?H}gOaX37;(~6am92PXqd}8GLiir(8AhW89
zSkBLCzAsI`D5NnL^0C4SpZto)PLtTxyJKt2)oE!IceRY~N)&G8T50Vz=sZ06BZ3SG
zDupGV#_v$mT{d}rFQk`$MAusItZf;)a^<xxPDJFs3f;aV_OB_X+ke4UdSI_g<GwAZ
zC~fTEzU&ZdM%`q}cX$2J9dVX*-rA!sb_9CX_L{VQpB)Uod;EkbK-#+@6}S6asIn`i
zXR>X0h<^VOY|d%O2F#4$OQ#jcj;`HL{A4rvle=6)6~zSu(Nx`1?clZ{%}m;giahAc
znAp{~>e5~v)8GT+1J}dI71Y{Umjqt%5osk~_EMI94{V0FeNyy^yu_a^H#acjzJ3^#
z_^$14AT1t!T~Nfl89!=ckzEV~Te6Vv1;}>=``gP9&B=pTb8{nomo^a%XJfd<`G|Qb
zRk8-w#OaB-US0MZ%GyY5zI4-nv|gOw$?gX*mRsfk_TWC3Dq!BYet{D@M&F^swXn4&
zb@$sM;a)S%HZ^$T;6w><{7E4%re~a>d)Lpk@D-n0aOc|5^KBQGqu|P(sI>Gr>-(_8
z4xobC4&BSZ4G6lM1K$h;w?!)j)pfv!3OvQ`cb?k9+w~~PlRJYx%Kjct`(b9I#UVss
zI!$cuu7)<p(dpE)>L`c*CBvgmCa;ozV3cGHCgrPdAhy|Hu~za?e_;HTyiHFFEd|&E
zmTJO`ox_;c>A%3J>VZAZpX})8C0!f>0AAu47RF8jq^Mun+u{9pV{1oEMZcUP_-l6%
zr%pJ6mKHR^R7qjBHbE&Oi{k8z7|l|~Z0_IJy3_lgVsBglR5r`WdO_?2bNS`CXRqCp
zgf${c131h`Bu>^*C?z1hAj8Yd*^cHz)UJFuQ*B=r0W~TDuk@j;tC9xSL+tadsjs}!
z3Q{zOqN9Us-n@(jR@N$1HtqZ^iU*!|QJgNDW?bckM2RsKW{mS8MWZL7VQn=6?|fPS
zs&BF|y4dm)vD1b;0;6p#h3Je|G83vIG80CRN<MoE5T-{`%eA{g?-%h6twsyldjXA|
zaD40OHE2mpG{}_cQ}RHT{KT%Dgf}QKCPa3Y0&{iGCsWv;FRnhB`XPG+rjBAiu6$lQ
z64Ft-Qbs4+lAgfyiSgDS7Kg@|9Rt#qN@}DV@ZNpz-cU%aN=$TLc{(oFpmzFuv$CNQ
z<=M1t^{&6E((OE&wVws+mUH}1uw^mD-yK_rU@Y$jead|Y`)>&h-HRH*2QLQ)Uq5>q
zOQZvg-}s9%_Z`5b^8ZAlIbwzl*Hrc$q6iMZuNolvUOc_X^U621hTpTKwXin82Xbqr
z<wOzp6%0%E(k!6pJvi7dnB~|U3)7R2Rs8C}68T1W!nKN5@w#czcFzE3-<91rhvnFV
zmVD{7@17dil@;>F5P?x`Agxc-B9ctyVmLjtO)tZjSxT*sj++C=-SvzOh2I@9(z@QM
zp`3&qA3bx~Ac<~m6D8b+Yiju5;=rk)fm8}VmWxw_ykULc>2?k<uA_hpc_#vMVfwzU
zz>mVXD5qw_K!VXoqa#>i<aBvfIl8VpOweo$5q3A#XP*kV>15m%?-XNDKj=6A#~#=C
z^dG375*s^vomme&<IZ`uOIJ^!Y;3LbhR`955#DSmua+n55tZ9$ADz*;sV9b}tTw+#
z%fxh45{Mz#lL*`7EEaLYrxF}V%%NDWGUT7seuIIIp85K4wp4TC@3u;%c>nx#Rzqs|
zUP|qS?%`0%a|uZN!v3$9v+LU&0NO|E==_+U{!s7tG8adEoX}Co!nWc@y@K@pczzMy
zmcI+RTu@ju_lI$H<Jx$-bn>|Knx(j4jYs~#mFK|h$vO6p{^Q$B;60-o`foE!nx0~F
zDlo{{bV4Z3AIbM|K(E7*slEYYW@LymDCdbvi&+?~q&gPT+?znRfzWxgcF9?1H!=m@
z9lNmGbB?r(><Ve&CnuSinUPa*WbwKXjf6n(GqcHirj`hnI9+6(?@!ys6R#}7A#SAU
zd5V%=U)Y6K$hXIzH<QTf;943B$(ks=^M+g`FRlkh=v7uJLwiSs80+@3%_lQ^>Kxvh
z8yWK2ylMEW##qm4bzMie_cw|!X%xY#+`36gh;U)va<GK(&_FvGyJ2kdt}gFdizF%0
zgI87o=m&UsNA6xz$}Rtsn&LDfkEKU!5E-hqh&)7~PcA^RJ8nd+aKIE)^7fOv(|iS9
zJ)NeHpP<*)sFbTUrK9TKYkPlQHu4>GQMiXon?3(kT3{oQ@`I?XmnOSV8!Xx)NZ}xK
zt+9iJfpVCB`P?a4f%8{{-Y*1o;ehkJv%dAR<nux@wq?@zoD{O<%u{nMQ-3zHH2}-+
zAJ}k<<5GW0<O!0EwL;YrA_RDWyv3ja*-A=ir;tz=d9rD2NhHCKgP?U;S!nE5Vn2gL
zJxiUxw1B%QzR|_0eOyKCpTf?F+;tMucS01YYr){&4z&p(LLJtHp`af(qK^B4xI=8!
z7yFK3ycjP(Uf!ANi=kDHLzz<qs}gPy3<J)g(~)h7Db(jN<}ckcIH^y|<};a#XDC$#
zYRxfTGehvcZ+X}{lVZ+!NCB{|O1~K5Vo-m_yhWk(?Vapr&rDZ(*c0|sWh{r+Q!BKK
zzoU2pqee~ct@&vIxb%S_(3Th>U}cL+c|R3VmG2tX4e>zdMU(LQCCYp2vih!-vP&R2
zOtGEN@%o1idEAxb$mw-t2SpV2+#3H%@WM{XC$r0jZ68{<QL9>Rd<!jIR<_;c_&Bb~
z>@-QrbQ3jcuQp7vMf{w+W3+M+ns-eyC78d@xc01Q-K)wKG6ZR^pFX+x=+{|Gz=N4A
zV>4f$oqY@G&!$E$rZX%fIbn?QIP5%|;fl(>+3c+0YI-4suYM}z3J2}+CF#GH3rewh
zCrh}New?0g3I8+>s-Wy()1w?lJWGYJoJX^n!Ee!%JpFFK>pC?@5lv7mb)|B9Y$4oF
z)JZZOq<Mvp1h~I_)I^5~OkIEWc81YZCK-n-%KK)oDXerCdWJrQ&DFF@u%w@9&}ef+
zuKJC)W=|S9u*{pQp>~K3Q<^YN#Bw+MKCONC0Yh-Xvlj2nqA-@3$a8!1lNAgC34$^7
z{{|A(vz~2R(hQ!MJEI4_(_Sq}xe2W(A8(4oVq<6(`_0}lp2oy+KSaDknzy6+c<I4D
zLk76PQkLEyJH2tThjW8znroUy(QSIw;@20%!>n^`8lL6O?+^u6H;M8Y4(PbpzU%9$
zz&}&3u)c1N4SXNp;#0%7+r@I1CLBJk6Y0bitQYb~I^KyYW3NQ4g#0Cg;Zr~(5BX*L
zMgGprj$uNX=1y_G%@ZJ?cXNNs2~uW$PNaywXv3UY?RRdmgJrmEuECh59)4ywauQV6
z`88}UB=Yx*DE`TBhJ==P8^Qn{7}ib_L~j7awYc9@(jb@Cp$v*hdRbbiOvxNw?hXAu
z*#3>k;v^21VIn--_!*JsKm5QXCp%WUC<=G`e803fP*CdLl>HIf-pi!$=*;S0Hfv60
zCTi_kR-34*Q%i9FV16JzV$OH~P>~VXSVGcDmdY-+LkOUm{OdUgiPS%a$kUwn!vm%l
zDe@Z|06YH8&0Sg*$2DFV4{JDs4KH3ybUBaXx&>R+B7y#RY9hmZ^Xz!4S4@tmwoqe8
z1bO<`xV`_hAxecv(}y6yu|i>`En`S8alk>l%4@de^46jEAhEwC*Ov=A!t}9B`Z5>B
z#sSQPR06{Ra6H(e98)>*J$U!qWRSkt%AF`<1$?`U6%EixEW(q!cYzb|F~QtWx_x;+
zRvubVCsHSE!{D{0K{D1(vUe(VSqJeE-$mhJ6HT69XAD@bYg1(bwDFaHf%piw`$CSb
zpQsa0I#dEkwziOb2Nv`|w{%v-It8iiq?6TTZ^|M1sXw#}tU_b#No}gyLjSHSF&0eE
zjga_voe!)>N~El+tt(hUw*<k(DV56P$OSI8cQEg*2X`40#gFL_5aJ3<l5OASTLbH}
zl>Oj+h_*ZHCr6D)eR8UIqBSuKJw3SoVmMZpx4I;+F}$D{hgz#6OW4mBrM5Fq25zZ0
zVEsPja<~X6J{ob_whI%*Xy<+S@;7vOUMo(}J6`dgmwz@izf7>&i6ZJAq#fAiq!G#h
zl=-k`CQGfLO75glPBB+rJyeNRFv<t6Tr+L{ALg-qUmCOE&`(e6Xe&_L>V<q_@4ilN
z{At@VF)UkmAwJzrYR4ifCH|=!h@ASBdt(&Uy?Ell$Y3kDh8I1Vxx$i28|eHyQMTCz
z_iH129|Jxi-v=|#FU+9RvmFLpv&3+u)Jpl`UlrPdmTwf2M!o`@iGVDQam%PTYj#<f
zku0p5tJ81FVYZ#IGJ0lKh@x0dYwrmxLXj)SnJw@&I%NF>wrRt^i|A+2+x|*7F;Zo}
z{Is~81aPfkq1GeejqN_NCHz_31qX*OdhT5pq0pyDwdWY0WNH{`t)3mQlLjoR=d@#f
zhF4rS#Ql!2bv95-aAMIMODg8&aF4{pkq;6e(EsSkwYVUMA}xC8f~@yjoZJmNCwzJq
z(|JrREU$@SluDM)@%qF3VZFN}tvq>2>N-AfW&GUd3OZqQyrQU?tvgH)9^f=u^H3c}
z+2T?RzK}|nu(MA1F>X}svXK~Oy`F7CL?wh}jKRCio`(@K5C45<CW;a-PN)rA3dNd|
zN5|R1qt+CJ7uKvb48qU^Jkic()JL0fD$khfbX^qs#zB5x+x5p|N*Ozgv2JbZC<ZQi
zi}REXt#B}csx;;I^V_1vYnH=gzAg9@WCe*%UTCL$7kRNHJpZf?7#H_J{*!L=)rbd0
z%0c;)NP^tHgEmd-n#5Gd@id@OdKH8#hXR9qO4>2W8k^9hzR3VFWJe7iJK16-b~^lY
za7NcRp;2-Xlkl0Ui|eXV6$_!?M`N4VZcJM!fVh63jbJ|B{#7YG+CmdYEx>8%`Hn|{
z)*|H__5n`bJNt3ARsb)xTC7cx5HlqjbwKR;mipJz>%ZOl3TzY80V|P7dWJmF0C{9s
zVR%SK@_Qb|IGM^1z)L(>jh*yem-b}*b58DGG<&7dw9B&(KZWCR&T$K9PMYx6sy9*p
z%mNB`em0qMy^1{@peCRMVIz<$lL+%AKF6faW$kxKI*7}6=Xh)U$crbKBcj=X#FskI
z9stX)>T%4?oTAU=XTYA<A3hDkN_V>WznU7RiC4F=$%dwh_kL0kXO{u`Qam1k)d8>p
z>7~xXc5tU(2S-IU)zRq61g?qVh}Kg=&iztoPUgy}g;G(RJ~<$RDTwbFt!_(m)e45y
z*9iFCzf{X7U^kNc9we{NAU5vU{OC`5?gO&Kumo6?Kt)Km#?miXU*w*~KOXPfhczg_
z(0tDyP8<E3_4Wt|yUNE>55*cf;qC$RS#625&(+pEcZci=+EIk0OC$Kc2cCL<3FB?^
z_3j*VKaR+?K3kBE=Zy6r!m>QHEO+kiI~<|zu|K|(2YZ2D<KLj9k@%U#-BcWM0x!<~
zjHKVRQFQUOe-F*pI`U0AG7g@E#JIw+jiGKik8)(>wu}KE-MOoQhuECHuPI5Nnft!^
zXAPI93}tPo*8NIt{CuB^YFQPZ2|ldv2kg(!7ZnvyC3rWxT+)4l?e)vR=NvmGs^=Z{
zUODs3ndTgr#XO>C!&}YI@8mLNy-)ktE%ht(lF`EG&ONL|#OC*?1MRG7#n7J^{C)oU
zqTFg+VO2JB8uk6L-!-}p1o&rGKJO|9I0!B$KB1M_FNd`(9WbHTfBQ>}aY|nMTV~Ug
z5WRLts{p81v&onY-R)d8fY>}*l(C88>|#86-s$CyJi&j-z;3G3w9AOXHW=-iUL?Yp
z1I_UA<bKIekOCPwSexplYX*=1GwVCu_9O^ktLL@EXEiAL2aCOF=~B}p`4R42UHY@O
zG*6M|X>|#C?lWJYL&DwCPWJww9*`=*(=OqzOt&H}L?L*O^8EUX6cs#GaV_7wy1*eA
z*c@>*;KHd+fSH<A3w?);Xxragxue|t(lRHMTlnGa_p!mScv*psIW#T23TgWi(0WFw
zOfYX}4%e$IpOC3SaIPLPb!+w>!ITXUprIEJx0I5-$%$&al+n3o^^G#{6isZeJw?Es
zJv~n=>SSCe>Vz<Pnat!zKtY=d56F;=Z`z){PPVrdo9J8sn$ipSTYNMwPn|I(pZXDw
z50;r$j{-d60AfNi)?z}L{{N|y1^BhSE>A)LlLJO^bJE7yM@FNcPwBGU+tL?Bjx1<;
z?(m$_&Mbp$**Y@9y*Ww>YfBTV5(D`%t9J;eTrVb8nn-nLSKN}6zWTv4ql84b{TjmD
zZHYgFR}e&OiOeV|7OeiH5iW{yn`tGU;<31(L#_L*W7@<-r^*Q$&y2#OPFSje9cuVK
za?ne&j>1HjIZ`*L?mCcYv#n4A+ZgtLufs}8XRBHmyJh?Dax=PXmBF2xK*qWw3jUH`
zyI}QQJxs^Amfyz0LAgj#B)oCLPk{3H*E%1o(NyEa1||2aBDRpJlGQFVb?c9v)aD7N
z+jRP7)#D&KS;fVvTqo`oMZrlyF%7W?&tvMGXLKj?%UH_`vMmRAgTDW%G(b4xCr4{a
zsKm-BC`ih|!J)(i`Ka~zGm^Kr_hCP<Og+DMWrft!)02yzKeD`>d3SgBhg#2E|Couo
z+9+MwQL+`E+b)&jq(d=`?sl=-Wa&XO;u|0BH)Z+qbeAdY&5_P-7_k-fnk%@I012SG
zySs}EERu`2P@AADdx0T!QQ+X<#vgcX#=94*4DqO_60j-Lyc@~+97!f~1VeL$y=mXS
zR~RWxWl|r6i60blpCshqW+o-QVPd-9|0!3hnmtHQnu4g9@?KHzj|X$t(<y7o*2~Mo
z7H=7s^I9|3RoC;S`^7b_-;43=+}zG~_a!LB&j$azWIePjh`b7W&-Fo45dIH{F8}M1
z#(T(ZTdL%%_BsI&8OZePn_9ClL-K%W8X83UFj?`6cA1qJEIxU|NX^jHS|*MOeOu<M
z4Kv;50_*1PsEQSZZsLM7Zfy}r&|KC1aUta3+i?FWWY8%}9QJMjWKn*E3%Vvdw{tzV
zy%`P`?+Ga52e*W*pn{L6_Vgonu9fY53r2w>0qrv#V$`IRfWbb_r#C^MwfIm|`XCS~
z<@!+f)uIdJbo$u|9DcE<-gRZz@w`hpG;=L@e-(#i5++agZTe<f?Rq5DwddFaLLBIs
z`In=n>+2NE4h>pI4#4LV%G`ogej<?S*U@Z%T;z@<<bl9Z?nc;)W>0=ae{-K#=otIZ
z6XG$o{V{N;Rt9C|jmeNpl{uz=%kf+2+Ccf-<DD!|0;i^$%yZ(InPAG&(^s5OTr)gm
zu{Oi=#5W_Jfu6rk<KKj4Lq<3;WP&qo$&0}tvA{F8uPESsXJGX8=2Q)KqC8Sxz?shG
zKGQ@VT#acEa=u9JJ;$Fs7q!zz^;@%T`m~81@ALWEW6I2`-6i5!u{`+L1<0e+Wycq;
zr-Ut6kCU>Vj#G*Kvzq-S<db|g$$K~GY3LoXWYnIfSiu%Z@p`?)jb$e&vutj2?_)Kg
z7$ZrZa1eZcKWBdAn+uGN5#ZW23uM<fftS1k8|V+b{oTi&Sl4m?opw+?WD5!Ugc@ep
z$=K^V#|InYlphY&+T$53eu|h6^(G4VqD-b!^sTYl)vjvba_tD}w*O?&i;ss`&lWFe
z=lY#T`-FRr?>Hft7(_8wM>6RTnBk1L@|~{h7<|6cj|<N4EyV?V1wOA`D~t5!1D3cu
zCWSvvh;AJCigi3Af(Iz})w_=Lz@n>DuYbanAq$buH7ehL2XC)OM0ap~Y7RCvPQ+zp
zuG>2*H5EBw>_K%$d@BP3vh$0TR0QT%pr*l4pc(!70ooqnD8{3@2?NDYodfHa_8TCa
zDoz<hmyRelD~u;gWiZECetKbH;Q0zTMZcG<{bt1bw~UO;hurCh`lYjzlYc^k<If8f
z-@O;sy8?t$&mZbP<Sn)Yy#~t2%U3X<r}VeyiTdxtoUd8~UxYBRuy)SY00u^uQk(JQ
z6T;;9fzKEGj4M|)QutUv@Ggdpe1{y2tq%*y)Fz6=rd-|KLP0^{{lj6@ikqCAY`>+e
zqr(#&`#+RV{sXFl5p4hWuaLIITJoeGId?lBHv7D{0wOosy?IBzI6FI!E4rJToBz{T
zRLd8O-|Y178y!U_B_;KNb<wEA1LM|OTzK>GOzxk)v+C~d4#es;+To>IEw#DZGHNE$
zFJVy#;KEF|gUYug)DGy%F!>k<Tyrs(%haiJM8_^^)$uPB3N7eT8C5MDuX|9axtPwA
z5hV(FXI%dt&j`5f*W?n;*ICLRK0H1?ns*1ojVs2`GbiW7D5zb~p=Gd3rofLxhr`q&
z!(oJ8WE?6?m?QXMnvC0zt%VBRnNEN2rd0C(AzAr<T7Z9j$@gimvd8~e$bK>~<(yZD
zJ0n^={pH8JUip;0X6Frb2L}fVF#yTgVpU(0!;+b$W#~jUKd+)!e8>6SeuH6)vpEEO
zGmhp7>q5#)O2WYoM{sv{cLo&8z`#INF>wFE<7_dWcSrqBrdw{9dy?L_I_MP&zMT@!
z+R`*M9HXb|f<B#rD>8rl*gc%chA}{f)Wu)=b4V0Y-Y9<Cgz=nBkE!}1u=@HUaqtKU
z`*YG-UH9Z5utw*2bj&_t_h2gNe>GRne{<DIY-r$xok@$k9~*3^Y)oQ~kB_;^UXzz%
zuj`kDg@i1&x&rL;Q|I7dBKt8J2Qc+a_CWQNH-_~Hf|6G-vCN#UWUKa!rt;kfBcS$M
zQ1-_cXB-?H$E~iHwg(@)&i}({_n%e&pJ!&;Yt1wP^uGxB7xx8eI!ydOP38alKm#}!
z-R9rn{@-5`|DUnx1aoYm|2Gk@<aTfd1^`yc$C__2h7Z}_|9^++vVR0;@D?&$J&t^e
zBw;P+v$w+gvpPilF<xjMRMyvU&LW{V1sx-{nF@Zgg^VzXO?NkNCgo3+VHt#C%QO>h
zdD$U3!H0nNUVl?Je)GbU@t~aIOFD+1jDVbK)L^iC(?Rz!JPH<iNIEQjVX$*jd2&sM
z>-gt6y(5wsOSGkogS|JBY5FMgT$qslX15x$Aa87GeEdvy<A6W_Cu3|F!s&Nwi^5*;
zM#%Ve=#1`5#!LKTkeu)hByMpgG`%EE{P8obU6xR=F1qY=echgVU>l-=mhQFEA5;UK
zMcCtzSW<bk2r$bb=74lTyXDHDP1C3{(Zg9R)_TJvCJ(=S`#xWz0!QG_ZH4r2vF+&y
z@y8M5V7f#Qny=8bTgo+)X<?`zDX<PPL<U7}(!#_O_w=lLT{@rt@#Ih{^Di$#zMbOT
z&s(9OfRF41qJJrSuS{BS#+!EL47+Qv<qYi3iu$r4=%KdP*OdtQ{Uit%!Z%ACvLpz!
zG{8D9LswD1HC+&+xQS6B9M#9|RPj;IuYx*>x|Hx^c{JShdHjzs)>r{o+1v5wYgNG@
z>u!lZUz$W7zE_5EkvaBM0N`Nb^fOpZ@{93F&A0xEb*B4B*;h(>+C9A%tV`KAu!<`X
z<MSOSZwN~WS!nt;>6(Sw>5;spR>`iR?(o%`(xb7!dcf4!Y<dCyFA`+b`+z%L68B7E
zEM(~E-6C9!_4Zr*t)`<D;_%hr@FdemMv)dpc=qnFp{MuL-_jdIeM%G%xf27z7)@(;
zdx-CROp0Xx-5hli7aMG?Z1P~24wPR(T|F`sp<Un#oM2sB&vhV+!>(;e_}#v5J_@Lq
z-kW2exo8!l9^+AEZjjQG4^Qhv80}<cFpy6fgLz^0#FoMTnDp_df-d^pABxRS@9`DP
z4W^2)qOezWI#%EOS*^szf~*vvrbAYPzYzG`%Th9{IMn;5P948X1FbPCIzG09^dpxJ
z@99R`62US-_Pn*?!RD-~r(t*h?&F{A;a}LN?j)zkN_n6j@A36+O|fggebHwOf|)Wu
zUew@Is+{{YNv2{0n$e2$KlR)$hlAns?~>zk!BoJLHPCC^VoL9)vLx|GEE}%3gtv_O
zGX;x?rQc|w`%76ppK8+hVSVX^2*{IUC#j0(BWzR}U;2aE?X1SG8YJxyv~%G%_xa<C
zd@FHeKgw|}9C_0OXoi!Nrl7;Jx%tTQFko0jp%U6F-+Q8KAuncpgFXQUB!HI1-kUjy
zhl%HVo`y(QH8K~F@;QaM!RT#k&v?QEccmg3uuISJ<jtND6cVgq@dc-djVfSf6%P5N
zd^^<*MV`bOWE-kwh;rNyatQsymoR-)=T!aG?VGs}@Q!<Fko3DNY@Ozs@28dbr-<#1
zC}|WATPW;>+iu8|&7NSIb@vK!ElIYNZ0F_%$s;Z*(L-YJMF^E<X%l-5J*x$t{XVg<
z!=NpkNo0HNfUtQK;0SJ!WSHu*a~yho!sWpkIWpqPy4@Du<lOhhPGUyr+RL^whTr1b
z_Js^Ljsa?LXkNnXsg{PL9L)?S-P_;SAKsBpfJ5-6Zd9|-ROV727bH)+$NZ|+doAKJ
zZ?SG)8yi0?uifSV6dx07EY(H1(C>9bn0mCK6$(>TVSBAb<FEfo!$kkx$stp-`VU0s
zNDz;-MxnUA4JLR*k8PK-JmGTv>nTB4GHrV;1nIrMDGTmIeV~-@<Ge$4VOf75!+Cvj
z?--HS$GRl#LVm5+?kN8{1@;8%<{bX3K78Iolph=5;=)?Xgh`;DLD!|dqL}*&I3$!&
zoas5R#1iUoJ$2A#{DB%9xZej$gRl6~gUAIELtrIMg>+xVb&c3qKA^`eaE-pyDG&>K
z0BM?dz>MetR=yP>2l-Uv%qCxR9@ZIupqvD9+G9nS_6Kh6Z#|Hq0OcVgwjS331cAvY
z-~}2pc;J-Xjs|#u8a{vhfojMlfc}NPYsjVAa;L^K&y><5f~I?$(FJs+b0-yig7B~E
zAbg_j26F^~#{Az&JZ1hnT~ACPPjGc1J?#J9-haH_;_#xFatWGoBZU839jtz7feT-}
z0~wh*iF!jENG!LZ>LC+sDFPHKZk7yo#}5Lf=03JaRx?9x6K@$`^9E4CIh#mgz9KxR
zff)~=-+dc-E=9bFUOte+Phim<-}Bi3cwm4{>e9@?y7To&XvkIf0~_#er>ElT=U#Gd
z$4HQX2&xIt8705J<CdcX=X_f=u)mcVw`x~itN;>g*6Ok`nhgP;%<Z&gn2IX|S_-A4
zzxGyOFUD?#Ed0p#P0fFv`6S@@ga*(8-vSWrOt)2`8xguY8U0&17&~1H3gC^WcvH$J
z^)OS4AQ(s9X|TH{7zkzANm$hI5Sld2zP6LWedRU*wrqPpcn5kO-xEPDZ_4@tUR$<@
zZbgm*PTqsVL3RjRE!!Er?(NHu?9ipiB%k)UskUvJj)Yti%JGO>A!7fjuOtv2uwjL4
z>lIJLlJB&?Tusjv-&8<YH`?`{@8wC?GYQz5>Oj5g;ysuFMB&gvI&jAO6xeNu`ZWe2
zf1Mo^x;0_yyRZXI8tG_MK4E}3pUVHc(=I0R{dd{Me=->utN6dmgc{Ld8Q^~#18>($
z{r^sl{x9OI-u$@!H?RMTkN&TZD6vXpxFG!(5oxbzjg4>E{Q`*(7y=?d;z&+3|3&n_
zpZ!lNIr_?)lbf5BK?{U{Fd7>hGlO2&9$!I*-@bjz+)B>L8E;|vUqk%ASZk$<5Ez-o
z$9#V{S)~_7Vrl<ia=V~w%Dpt6D@^>F|3xKm?yvm>5XcSZdNBGOQ1Ra+rI4kfu@?BW
zS5=rOWyHVQ1J>U;-U5oBUtE0e3Ibo#biLdg`uO=lr|45vbA>)nV23$x{MmUWXVt0f
zw#^Sf78Vw6B;w0e>HaP4I?VAqBC&#-uj2|K2#0slA#r`YJLaV>YN|3A27`1u$Go07
z=F6Pl(meTdJg)_4ri0hb-!H0$l6FvFx!P&+3m7Q2dV)_V0++wyue32--+1*8UWM*l
zolW{WS$U8Vaf(Mx%SS6Hjt#9IT$x>t7X+Q<(eU%sow^~{kJ;~7RwUjPt#4mhfsNKK
z{4*n49{Md>TSybsZtR~#$|{NSbCm|emn{f&7YZ^e@c81qq{)@*2K~cj_Ra5#jI4A=
zre}=e?nKXbI2VpOymVFIN=+0$KdGq8W4yicviGZLKcG3<sy?@gManHc1zlNL-o>j}
zWh@mIHHj?(4>5!MoypJ9#|Gx<&_+R?O&WD+RSoq|$bd&%GN_M1Sbr}WNvy~8)&$8I
zicrs@!mkzNpklLyXnHH+rS72-+_N&D9$-9L-cVO|mXH62CFVmz?~FPiTP*1QoHYG1
zvF|?i<b8EgL1Y;-A52u!$?@;Uv#-pQ6_X{j?Zrf5*vNXXI)>nOGEvh=e?cFAL;48s
z`tF$(%4{*5O}y}pmiq72l*^l#wnv`3>94kAI=QOm2f}1#FETi=AaPS@u46|h1AL#b
z;qEa7^`yh*D+AeDwUya~p%b@ll3VWQ*&UupEF+U?WbqLvF69B_7C}cY-B7H_60-%x
zU6iIuYQ&aM;Bzckl4x`DnxwDYVCQ(qIPGQI4A4OBlW8&cp=R*{r5JOvtPXT>XIhQf
zEN|Y5!yJmOv?Xi%dAp$xt@XZ<#1m_3+qx(*l(%EYj$?M6!$c{gB^Fsv{0V7opw`H@
z-7cX>`}68Rs^Y{&VfM}K+Cck?UO;N2GLJ`^Qf*)+2IK-upl0Kai&#66@pp@IEW(eq
zlGtKn7CDRL4r8~EgCJeXkIl+ey~wsHb*Gsf#vXkAPhT!}w$j_hDB5!4zen!j<$p%g
zf8lMcOE%j?)m1rNTR$3xfxT?oEx+z)ifL2(!KB6`zFf=<!a~A~6b63JjZ8Sr3SVqr
z-NQT0Ua)m^o}fiM8|)r;Ope<YZ(Sc0_~ZnnCH8kHk;Eb$UpYm*-COHkOk2Y-l+Nxy
z{>qJ20o9n^ahhf92&RPLTP~`SNj6vD<;AC``K}Vo*ADsD%qAr+n+5k%VjyUou)09i
zUJ?4a4Weu4!)KJS6gg`EUM4krA?MVj_8PG8L2;+ZE!Ch_I=G{eD-i40iQv;&zoXe#
zLe|Muw?0@SH+uo|aUP;PxL@B-&5&GLCKO${H^#!mr`85eE_Un~?K```0>l;6`|sMd
zA`*x!DzA=EgB-A428IDDok@k8rjVbp^_1up*N^d-M#`Kphnj6`j@}S+=db&A<kERb
z(BDR4CpGtOc5OhvXlbZNv+BF!h%i^^#i)cZ+i~TlskMiXjAK&#IXbD3fl_T(J_5uE
z^TXP<QT-omcbLqcHdLYa@)vxG1F{h5&N#W#E8W!bcJ9o2;Lif_q2ud!<P|QqAH}Ir
z1pBtsLb0fh%uh#TJjnr<TYsSy6(<6?pMx7`4NyHBrw0tEO&{DPf+PH!BZMA#_F7CY
z56n)x1gy!A?F&H9R4_efajm)+HNKdN)0w^j-0Z>D7D$|!YTiurFbD0F9bIKmO^K}s
zkq(uL1b~lJUfeRT9R_<f(*hm}DENM+6x*T<-Sc+W(9ppkW<|3B9>$SM=LlT2o!GJI
zT*S(GnZE_BtJdxGRbRW<_OQPiu;`q}%K+p^=a}p*ZNm}={VirCmP#GcFENLp%FGI5
z6~P+1C|yny*ApM85q(^@QfGEF2z4&7GS18*ux=4{wl-r7BgYi=>dv@#=ag6UzJ=n6
z{g{SJjcC+liDVEDH-Ek%A%xwG<WZQV#7;u^5?~2VHnzOwf(zb+&^SggFoU55TUV>r
z!dqaMHwt@ddT<k$y7M4jF?1vID%vErIeh2*!h_x>y-&|H7%s3`kGqe!Ii1Xc^trdr
zeo5Mj_)~9L6%rp{l^jahx>l2qEpIVZP9oD!%ySjc$#!#bE>Ute#_Djh^0X!pD2Ru|
zu<*5xw-?3b(QHu9WrA;eg;?)Vvl76s?U=duK=FuI3D`xsmjl}w39FD5zklUs71!n1
z3LU<hFXV(_pOTNDyQKs-dY;$J^%w_ro%*>uSLHO#-gF48fr*j;8(()v7ZpPlvg!3r
z#MiIX?Vq0TLjNeadiiq31H-Fu%!emom&TMrK<#12eOVvgvb$D^7y$Q|hp0C7;)YfY
z&YsZMv8@2&islU&FB3t)s$!k_2^ZMA{wV$R8R1+Igo>x`uK!5scysX$PHBnykq+H3
zs55aoN`;U}m*)KM^YOlQ(ai&|(0M@c=QWoGAs?kW^P6|z=dVM-L95geqC<J_cE3<n
zgtmO_dij+<d#B8AGyt8`R2X9k*ZA3IbUV=zh<e-~Fs15$X}+Ky&sRGb!63bTRn&w0
zELC@Oyk|r1v$nm4^pahjF>+dGH^Gq8i67bDNJ~O~YA)feTM4#$<5(hBwTK*+<dCK3
z$zA1p&NGMwo#dQWN1GT}1NPTiX28r*0!(1yB~yt^JK$6R;ivhY0i&>$07vekGWMf@
z=Hj>J#`ZM-fJi+OI2CIKJyUw_`GtBqi6v-{0(rU-wE74XvVXu`Rd10EYn>+fqaXG1
ziq}n@Sn+l>f5zI7(-WF`8o||9oK4T@h24oQUh}8gEfzFWnaUk(+sTolTi<<6L9P8$
z^fAJq;ickxov%Q;W=tl?Aj-25*N(9V-Gx~M^Uk0KYj~Mi#r%A}EWA$plUONqgxf1?
zfZOX&R)_;Bs4g`NaBlV9@q57G1hcGO_NQPN%*f-ze4ha)GepIJBXU6f_Nz!4W_T0U
zSHd%k&%(?RdgbD;feP=t3(I^nFRWq~Ox6Rad(-D>D-~@53W`Fg790J$IN747Y(0}k
zJg;ke&6KezQ_!!ijl^t(e^`8H@}~AM^y22TBH{&g-i3pER`89nJ`VkiIXkUmYr<v1
z7}NZui-RHxrz2!&mc)D}ylFn7P*tw|-2O$&veNb7G8Ag05u^IZFkDq3@1Kmz>Nq|l
z+iUDCM{l#EV;#SGgn-!(-pFdYEl)u|XJPBxJ2fC&;NMQk#uAEZyOIYpw;+-?#3r*=
zM7GF8T~V-YJN#ThX7IcN3l-s(#jxs;!`zH7%@RTwE3rmlyVFL{fUZg^N_weEk46dN
zfQg6395K8__pNXV`{+@o8HMcEw=7g)4jr5JI=Gda0pwCBhVyR;3yzQVi#efiQ}*^N
z&z-_>>2sSAc?8dFzhV-k4`Zk`{h+@G{h?YW302nC!xc61!Xa<QR8(j5hmF054i9(L
z*jbg6b!BMJ>ou-Y15G}Kb-sP8XW<z4C1QPVmQvOlm6=V_IY6}IZ<wC5bp!|5sM9BV
zKIhM_U>KDGxN0Z~OK5ZsiT9>JEXBj8X2n(Un@_ZC^&di-I37U6Lng*EFMH*+cXts5
zRd4U(bE22`h-dKC0wCOW6SlRETgW9}^jq&IY(zFaKb?>Pvj{Su$@C0qpItF01Ft{w
zT#4^=<PWr`ntePnK2~DayrU;0rRJ2i{$(Rxn?s6u`^81tP95?ScVGxAu{e8`4Uqsw
zQdb^!peQoApgI;S_&EqEsTted@V^)sN90#1B`;~<s2kICrDYZt1-DZ$e&63V$@LTb
zix*Wp5#{90lK0WfQ<fW=_PL<70PbE$D3hM2-;j2Kdrp-;{p*L2c!pLIa|8lqu7i&I
z;VQOD0h!&GiMp^vxj!re_>C}w9LU<$x7D4!nR7ke<RpJ|caBB;N@`G!V8$MWWf|w&
zLnDrookW4hoY*|Tq;>G2AhBHJGN3YHRNCt^rO=O<+RZ6!DAD>$nlV~<rk}8}K8h3j
zCl$LuvBOUz*N=UUM#C(YPairf|7Q6&bMJDjC7}rF1?ZYX1g6oT&18<ad6DI1Df3R(
z<<v)ayi<(kYkeY>RNGO4&~-~1xyWpNy@2p|2hT<tS9V>nuzhAKFh8{Xd2ivUOUFw$
z!68?9V9MJ)vsK3%wlO}rKDRh-QK`<F@~{-9cVH7<EypfS2UKF|j{XKJg|2!#r;}JM
zt^-Fa%lk4EA6qr_LPjHOzrIDQ9gvRUpqScB`URWV@b~8sk~4&h?HZc<de&-O?V7Uk
zjK2LtJ^!{!DpQf+-kUTn!g<)eOe1Q=gedcJMT(8aKoW(Qdl5xMJ~I2uX%|>c-r5w9
z6poPvvnnJr3uqw%+)y{e(Y*!|aaau>7>*r~pEa%e>d8e8i&O?yYG8|=Z@ZKfY*85o
zm+K0ib1lfP5MSb(zL%72S|{#c=Qfr$D*xPw_Imx4RFlAH_PRk){8mT$R|S@-Egj$`
zf*k(C_*F!Xvh|V;7ieS^bBfq7+cmaw0tTS4VYAD75Om{2G2|?!VJjyLKi~<g#*`^L
ziW_;P5^joUTTWVot?=hAlUNb*i1zL+$-agiNsdygT^~LG!SY|IoeW&_=7gM{91=R~
z+4Z(Gwa08N)z5`Wf|!w^Qw3k@9+j{=DEnW$T@3C!B6(`_LM3V%Hp2qrMcd2ra${)O
zvr<?MN7;@<m{iV+94sO7h9yKzK5^JBQJnAp638`9tNSE{mZJy&%-fX2cK|GbT})R@
z0^}BR?<ZculAdA7wQ_+m#jI52izZcR-ga$|RJh*rcMpoFPjzt7O%AmV4nA_c?xsMo
zFL~ZiQR4w$et0YC<UiBis-e4^?*FKgFTx|!4(^319bJ$`t2s@4ga!^Gt7Fs(85B&N
zJ5<z(eHgf>vfZ;YU`BU1+bQPkKIPyevA6x3ak)aaO8=kQnCzd<nMrMZeJ>1(!0q?f
zP9=*6>1Z<7QZ0sVesR$Pv_GO^>kl(?!;SucvH%t5c3N$G%@_$VT3%k}s#)xXR-9x4
zFVOgcrqST2Z1lX@s6vT1WX9ENdPik8UdJ)R!4@4TB9xd}+tcO#E1C6-ggT6VB>Q7(
z0*qGaMN8itGI@s4l$rc`6bfU9=e453)=?@h#oaKd+1Eqa9ZG3_RtPUTiG@lQ>At(~
zA=A_UjiSL)VZU?g7+y!$ZoWy}{(3L^AU@s)*;7O%Jxh3l-~A^&gl3Hv_a%$7@`K7E
zK?+92%}6voW0pFeR*?KvR0K>TSH7$<G+6<~p~lK$I~`R9FpKo$CuIL1gligx)WU;1
zy9Ni<!FTjYi7Y51z`fHE){92U0mX-{M)@`P?ue|#d`N{RfWCE$YboDce*YBb^%-Z9
z(kCSm$u<>_XZ<Y{8+rLFD~5DXwA}pqWG&D1J5zNOP4o~FU*16tW{2*+adftGhbej-
zqR&g_n<rLrtK^~WyxAxVG3UUn@W=K-JWw7#{Ca#H)B`;N;7>hs=HK@_T*AZ6nL%uY
zGSuW^o~b`jATKK3R=d{SOTJYvy3WUxA_Cw}jpyJmN&ks6^5wye>s5k6iqY>~_X14q
zTBR?^GZFVim0zz3H%e`?rk4q2Z>9pvyW1tHh13hN#lf$ptfGKpePR$2ppM7WMhR~e
zUke40MO6Al9e>|2OwZR1SHB-B$cR813@a*VYt7bxHzb&7w(@ALF+(6mA_u(SEWbNO
za)eF$)_drkm4QEEBX`de?+8gf1g>!D-mi=LJYJGh9a~%=x&NtW9DBU?WB_G1(_gOg
zaz*GRIIXA0C#*wtv>Ww|v($X}X(-Bs=o;`Ci7#-#w69a}@L--f+lQ<i+1{;C96LOY
z9)(Ee@$O=`PNvzIUNJ+Lm)pt#u~7V#{9<=X)3IG(L3xwI#%%kLDGEHF(QZtCF-y&i
z>YIyI=-iqcU(jBJcV}LfzE*-0U|^TQa&VD?_z&*y%}81l7(1{*N@-Anb-y*-56R_5
z&6=Ttb5gB^TJc1%wMQOPKXXkPe;&s~0t4cNMJ_Pk%`fzR!Pi?O!Dh9jLH2C6^3=ma
z52+?f2)rB<$zRG-=<P1?#;Ysf|0_G%SM=gt&;7cj7l!CxcLAbiCIK10FAO@KaSNb#
znsrg18Ix{P{asllujj^0l;B~_7#G80o!P>KOt&P`+ga1zG|E?AuDVPenWUKKxCWrX
zl3o;%`U~nlI{W$#>e4ci16mT3`r8u1X%|YgA9=9ryo(`1-V5S-wWF09Y@-XN&ode6
zPny7sG6Cm2X=uc&ComLb7-HO+|Bwnm_5Bt#wQ$x4MQO_ndQU||uu2<DzhI;^loY=c
zWperoAg551;Pg)L;;upO)D`VdyX4b*`oSC55Av!jY0k1W6~Q%(LRy-|1EIHTc=q)f
zVTzJP{u;S3XZTV86j(8|4B{?mMGnC3r)}*-O8008Pu4)uMEZ<-^4kQBB8s*DTlNVm
z4Tg0Iz9Z_?z_j*Fl;2o|^&`Qm!(|OJa|<x2IBj=hj5+6Jfsx!uRazm43A}b}DXoVc
zK@~0isn#1q=$LEEVHW0*w}L8;<EHr|?nzy=i1hIyn%bu;lUjzztS9_aSdyZgaDZcL
zMtlKq=-p`mwcbg~H2?r?!>KN@2yZ^5WfUA-_=NM>6H70MpIkaHR`OhhTF-4g^-Abb
zchIFcmu8E9MWQ4ss5LDleu=lvUCOXEGrAV+h<>}yG-X!}orRudWdiBQXs-On@@EuD
z>i=>SN<X=Y7h#2gVL~G!7k62%A8z9|CGuwcNan+H>2rW|=ox(&wf-hd0*2A9P)#u#
zm+0WCEYv=PG-AywU|QTGjrlSpSsZ><-)y6R1QQD8vAFNRW=){?<CPW#aF3AZCCI^0
zfnLa^l^uO?k0_4~Bj`?)n02mdx-jF3pTA3~9B>BBriU_cAI`q&x%DI8n<{ie?!0Rs
z=kiePT%tXnX}NqZsiRiJiF9mE2?lKB{J^xo2t;z@vclrE`L($ZvK?x9-dbw#d)4he
z`1jV`NYDrBucL7AA?tOpr?uJcU%5yWmr)IFyxQU)x^yH?P@~XxkKvzT%a~uw6XV`K
zzd!6c6+*ok*iWd0X(qPJa$7%Q4cdglpKItFM@H5m=@IVtsq7McUog9T@+Y}DkzL=q
z`SS<j?wSdFLgwQ<j}69N)O$Fi!_4!A=l*{HcR`50$KQq(M^eSr2N`&Ca9ecuv1WeH
z_d7!|=>6k}I6MJ%Qg(9tqg6L>`F;lWeETY#ZH;jLb}DAAxC&cKeGKobp47m%FEH{q
zg<|tZ0SNFi$GU?t7`)&TV)hQ#AYX_tCKCC?59IQ{yUmtCqkMZKY@Fk#AU_&|7F<N!
zZzDK;u~oE-eD@cxq+$NnaBTjt3j#dNu<l4427hrKF+UH|P!0lo@s=k%9p$mTyIGjB
z>H!<u>)N~kZE#m9b}VRKw5F$F{K)9=$5YH-bsd`*^=qyV@00p45mx3J>cbFHA8a7f
z)4}&U!sPYgZRPrKFCBZ94{WXv%df!Jiqr>JW%;L`VE(s%VDmSxBcPK#*6p~B!IO6*
z=HiF2k|zu)$-kS7H-~pbcV7p#K5n^zLGSEF#QE8<vu69Q6_vH<;pd34!@Tj{=f^ev
z_9h)pM`Hf+3)sAD2m*ZUux{5q44(2kV$Q!0D|7Y53s>)^;LX?CqkCt2R)=l3Fevyp
zM4Xx4q(fV0b8K8Z2(AvMsH&;M+MRcqYvTT#2}_lG?mrcQ`OD8?^VhGj@^{|B;Gn&T
zxiDL^4PN&~_bzf9Y`uv=llLIvk6DcT%4!)NMrL8r?A}cBU{OgG=6?MLM!fes?jN7t
zDs8~%5SokmM-vb-z70E;zmkC=ArXlFvg-?sT@uyCE`<3<5^(uxF?PS>31>4A&c_sC
z_JKIq8tXC1fr=c;DaB`TdD!47g`bfKKc*F7#G`a3G0jS-{w%9)c!t*=ro&RGgWo#X
z!d6d!)M^=wRr)|)`a+!Q?9lX{qr2Y3f%FnAc#?yVPB!p26JtYsA%@;eLDZ{lU?t+x
zp#g($B*Riq7yG+8z)qx#lu8*)1kK~JYk8G;-^~nNO~p*2+oH%E47rhlC$G9gUq#ne
zVS}fISa4lFc9QC2!=qdbJsyXsNzWNOO;Q*)XmO044#gta%K}RR<YTA8Du^_V9eD0D
zAIvJnC(*h1(OU|CV=*?Q6ymk}X?W7x6;^uO<uLSq8dDCxceaDAo-R_W>R`gr_CF}D
z!cS?%=%69tvq^{SQhXAdhmBrD2N5==6yf#IbcFYC(Wt|)P`NMo*uqvMKx&nYTZfV=
zY)>m;5=u33IKK>EB<EwDs};H$h!B!hjM34V2<_|$O98k15mA}26zE`2TWi<|b&*z6
zr{s%QIyj*I*|VniQI)kA5uJ%q9PJU|Xh{VYXBXlJTXXn|^{};|6yuU}aJ#J?EOpgm
zfxkFfp;qDkB%!Zwd?tn)H$O{B0!4tn2*Zu_@lmF7BCIM$3d^x5Egx%~Ea9s!!j_z3
zyb+g$``!*3Z7}L-7Ayoh_{CKUTVjLSIvD9R+h9&|E~2YyvBkv-HUeE7C@90or&+ku
z-hsJZ71K9{!C~bWNcr$fRNQ|I>Fi*%IsOYGI=zazJazre#=Q>vuRlTZj89R1Ck&!C
zE^yxVJrhex|7<y{XGS(M7XN_i_+(~~Z!z%=xF6VpsKDW<j#l36g>a&>5?>b=W4S!Z
z@8|MzOv=l{6>Do)=%|;&HVX?TsjjIU8X7PtCkMmC>SK(vRaFS9t%X!ub3f@=X$6+#
z72<oTIl731*j7}AH`8-*)5Vt44|dpDLe?xEh4uA#B{>VP8?t^-)$k1A)wTG@+?Yus
zEv|3CqTE8flb(n3&fN3QLVXEx9>?O*j>8y#bQ7M3iL*T>oZgDiE&Fif?FDe@ABf@G
zzd?Cc9um&qV6JIDZU_dh`5dQbEJ6C+$LKb9GA5q;89#aqMrB^1^8H2+gYAkhkUp3A
z!6R7C3Wn>^U5M#20CoB5eqb_oIBdT91gSGWMdjU4=()SVamx=Rs))?bzh$n`mPnYy
z!NNTU;qu#-=l-TMH5FJ<QG~Db&ETV}hh5dBm|B*LKTK?4uB~1U8x1WWQ+Qw8P>&HM
z*%&Nru8%7#if~6(gC7jcVW+K&o3d(rRZ$2lZ5{MixK1gS@N*P4&+Nd&64sqa!r&$M
z5VKiBEP?dfnOFje_iN+S{TxhL|Co*UcVUwbGj|P8`kS+%d6>5GG2ZB|o>+1qA|DIR
zr6A-rGIlb+hCA69x;Gk8v!65PGP{L2m#j)G?5!~8@<%d8{T_?E)44b4IFMY71)*68
zA&a)nCD;&?kD-^65H;L`v!BA~Akb#MZ_+_E&U`fm0&OiE>Ep~?yDmB(gDxiG$?G0!
z{S>mX%Yuuk2pR0mB=l^!pN*mWVi7gHW6R@5h2Nt(er)7eY$5JuRKQk)Et_<Bl!pZ;
zk`O{R)N?e%hU=La`covLKIzh8T#J0KF|Ktv13%u#!p=9_F#Xjf=Tez_KKZx{XI$%0
zZW%sL$jACNY$E)ojAD$8$Us<ECyo8J;o%v~GkR}38@8WNErW?d8&)K%$ACv^=xrj#
z5pO%@S&~py3lolh%7MfpEV!46knZ-(;{6Sgc^G;w5m9e=XkHgV{NN2wjW$?tHxrk$
z%CW1DBb*I{Ow!xz+v%{C2=F?`Mp6foim>2*CPD(`Iz;7R=!HZ?je3p_qqucoeDP8;
z>x=zeSYM3H!=Q5scrwxh`U-vPf5Qfh{6FRL2e>eO+jS9n81zR1o{UzP-x}s&866Ue
zu;6wkLVDRVNq)>4nKOxq8t>V%9mY4$si@XSa=*)&W!Tlv5zdA}Tu3j&>>F}la5ipr
zZNk5?KBNtqKbqtLS4%OfWDQt%E)|1Uh2iOUJz%MFPiAe#9{Jh~G8cR%1w&SZB6>~F
z=d8`B!Y6xUIoD=XRM(@YrwPUeT4VaQ$QFNptC<7jc`o+A<9sYQm5dOQ0PbLj4L7qe
z^yer<Eg<W)gqnR(A<<IR6Dw-#(Zk6IV>?)2y2@tmt#KaoKvFRlJjg;wH#W&{Lv%id
z{+WcR5u{ygp^q@Kg+9V%c^{#lypIr-k3km_@nkq@7q$QOz7nA=**tZqOLLt0b{2;0
zi9zg#ojBvnOh4gd5<*5R^b>xLMAXM!H2VVSCn#))uIdXvT*<(XH?y#Fyh1<W=SV!6
zuij5!V(sTs5i(33YrmU~p})o;YSwdN?X#W}Yab$ywaetO_FrQVJDWS!&i6BV|DTDN
zzu_)6f6{}U``RCg!Snt=%)T+2=e{QUz|+};?X#1)uWzp_&3#o=$<U*tHOBUL#d|B*
z@l;D3NGZmGuq=f5u?cxhpZRhUqF(3jGuPHPVDP0RSc-J9zn3HI!~&#L)WSqzJ>1LO
zvo*9y6bgkxp(vs`@=Brn%ZwT|3h%u04lZ1{fX$mXH+{Zz=~6s-@&pSPE=1R^U6GWO
z#3aKxIyyp6Pmf6y3knKCN{aGsqkn~)H*aFtuwgJWGh-49$%%qXmMlSKWu?+}ojZ4i
zv9U4g>+737YiMX-{*ELnZr{FL>3Z@T$mdtDYTillpXBJ#qj>ABx8UyX4v9p<=-R7S
zFC0F6SmWQ2gv<8r+cUr0!NCEaeDVpZtE(Bk`}XboxAbv#c4l71#l@ICdp2`_U0q%L
z^2;yG_oV!YoaAKXlO~A1efsoa5<-bywzjqyFknE7zvG`^?a??)8{&-MfzI%9GQyS*
zIzytTgB|C&eXMUsON{DahjxxeaI-bQoRRM6=wgH$k@-#6EZP-?p?*?)KeYooyPGiA
z4ew^lnLtQbv*|S6o%{-dC-#Mxr#-f;od$_Sh#h;ca9;1%#SK4vJrQrd(H(jmLFbpf
z=enyInAXi2!TwTsSxc~aj5{O(9qhc9qtR~l4bL!XZ!DG!a%6UORwOR38h294uxX4N
z{2UG8VI@Jx7&m6%`ujt6$7)s9hUa2hJ97kin#0RX%q0FvbhWWFM)QO%86;av1Whlg
z%3=k@@5t*!atZp{8NiiehnlrFvoNiz6@q-N;6?Nu?h1)O8#_aDHOtomtPO=tFR8+y
z&RC?2bHQHBK+VHajBaEA_?insGb@l<tiB^AVcn@DOzZD};C}Y-axlc^_u4}u)WOb6
z%DXZtQeXcJlQulYl5uUAL@q_hpq(TQE_}lcBmAW3=wyUlvpXWQs0PRGbC>P93u&0v
z%ND^sZQ*6BkIfT3AQ5U~=Z(ykec`7lEE(<s7Y#cgk)V~ev0l^5R6`(y1Y4)|u|se#
zTX@+SVDn^8)&|#}BY$fImW*`OC_kg98gur>V$Te3Cb^;|nrzTR#RfN@qr-N&4J`hq
z4NfOF`+>ayHcylL!R3sW<!=nflCf>zA{DFq!I=~+9Np*#hS)W$gWL~tTc;lo`8`P)
z*s${7ZY+bWmgWCU<U4bg!J=b{7~*Y?@5Z>Jv!fy0ti;R?Ynp<y>#k&ATA($81FYd?
zt&h!P-B}&(KBryW6N@E-ojBUXDtWu;uFx*Jx7;q?%EB~XD+G0sw@a_Pu<cUV-)NVD
z+F`7>IXo<$-!8QV8;}YAX|FmUxW5D2F3#{~p3yrma<_|pz0EPIn>E@w7{JX&A0NK%
zf{xCHxEWo<>X2E1J5P(TX}UN3+L*w@&Hy3Py-`)ufZwmH``5a&$(Yv99>IO=*fuHH
zi<N)%IdviA36{L!rq(VSO9VLoSyznfW(^NpeROj-!G?F*AvCEJsrgl{vQ27gn|mv?
z&F{$D=IhVVVOu1YjCfAl{M%FPd9QtoZS%VGa`{Y~WPr_+<no`}CcU8icUzX<R3Exq
zBe<KqK8%yshdVD&ABJeC56NZNG}aw{PKNN1N|?kQrapwJ*N1g~reRtS8w7Wkw~G_n
zvhBgG=d_DEqOs(4;s@$|&_&1P?cy75Y`bVFW=>wy*e<pLUtAlOgK6Ft2x@NuFLN<M
z`a81y#mMLM7xe{AFR9A?zr2-!A<oA5u9rPJTS?$%qKDVrOgI<8u6>+~X<ilxYA5fn
z_Hq0d`m4q0Yi9^o4HL<0L*+K`mfK)}6RSf+e#_5>7HmM!)6rJC##F-sqkrQW{nCDL
zHw)7`TOp{ECA=&p2pKAWK0eCRYy)Cz17XuksxmS8mbV24xEjONRD|}H60CaF5v4Wt
z2+ytLwgb;~@~@2F7#kP~n_g0d1yoFb@mdBJzUqJx-sb3NtB+k1+9I>G7RMsE{d?W<
zBupFVfZzcR%xU(U-|xUaBmY$1MYNH=9n3K*kUXOeRi4q!iy&{u6ycp$?3rtwr4qb1
z$Pqp+hPWSBtad+=fHiHHJA#L}!OPhgTR!rKM5KcqXSgTH`gWFLR4)g#b25gTogwCo
z@kB>A6Wn;x>^BnzxL`n68@SpUqP>d=*39xnX@v~o3F`709e$6%v=N>NeyuIMTuia$
z)1Husbg|>qQ*Ir6Z855^GupYB!p+_YbH;n4qnjCSJkD+|hy4*)7~BaXdOM+G8*}Vh
z(ifTel{j{dJ3g^?e<Y^8-WI{b+Q7@j1Y151ghY?%5XY@U7aNS~<Aiq3CaezQywK6j
z6gM8TzGG}4#QF7uFs{D~Je-Wt&D#naKkA0i*aD<xm#fR)^9a*Mw@2_uFL=3`VauX^
ztPPGubIRYlVjyOY?|@F8mhf~j#ZOCKLBq3WxOlI*Z+H7~Hr{#N6Mg;c;cRDw_r`cL
zC#Bts;P!96ePQi^XiR&}9l=A1d=qS$A0U?>uR*>wM)h_?J7)#?u0(!wAAiEDn&h*6
z+E&>v^4wosd-y4)4RJy6AbD(WP8T+|r*g_|BYl0WFsi3QY;RN>baXYw4VCAqo<IlI
zW}>E-X$#3xn(IRp=k<G648qLu9p&}G3_mS>1q}_PJ~X$Zw;yG_aD7<2{T8N;_eJp7
zF7Rq&g)QH{4vAQR9S6Bj6W+US3}#O9XHM+%bhE@yD@U;P@n-Xm)RRVc!r~A6VL(si
z<U)-$*l`!r#&<^Wm`?C&V~H)xhO#;wdc>{6no*efc2{)rvWBOd1%6uo8f$~w&E+;>
zxHks$aD}U*DcZNO#G21vMQM2r!eiCP#cOxm#<cNW5Im+cYlClIlgod|Er0DBm^o3w
z1}lcMHn_#wz}QfP^Sj@{xMAM#aJ4|U&JNhPbSOe2vXGit+$wEASa+F><!#upi;X@u
zk8i{F*Hm_tSF4Y^Vz6W=8M~<0$J<Gzcqc%LzHLn4Y%aokJ#3hh1MjDls$IJwwFtp>
z#(2lp80`%7u+dWrv5q!&XO?iv-j!LxoS=1}qa6ZGBybW7(92YUjw+|1=xAxdT2Hs>
zWuYM^PFNdPfN9RA2y!-smyrk|ooyh|(Z<dc?sjx%axrtN-;qE^^e~seSzm}gmiq8f
zh~=N@>4eEnrf6>@Vm{x|)s9KT3N5Z`oi=zVA2)c(#|^K@$1W--d$%}tQW?8^c{>9`
zoQ&~ZPld6QEBDx`HT0R+Clz9fgE1!Co1mSc9yYbNX8d4RI(Iqzl3vX00Dq{9J-VAp
z;4BfMx48rzRZjXTuWP{M$C=pdZ4J{F62S=@l8Z3K-WZeZSYP<jOUmk?$rmz87+*Zt
z$&S@QEI@BFbzdMl1U<<@NP8(~GGHS=W))+yl`$q-8NpK`#5z|?h_$t_C%26A`aQX&
zj4%G~VS{c)VmOHe=xHoQ2mR*pDM?<C3U!-ae-u@~MNfd9M%>TxE%_ywXljTFriSnk
z39-u7oYCR8B5oZ_b#)*W=r+Bslvgp=ljOce#+e#mft3mRv~WsaBOy7(c*nvBZ(A6_
zQ!Hc>|0LR4*qhHSe{X&%it6j}tD7~t8H(YkCqNHFF*?XkB&=#^z=@&?EVVahJ|`zP
zeP(9{SJDU1<1Sa}hf|Qhb3Y3997c6aJW@VbgodgrSiCca^Lm4BT~K~I6om&)qBb=H
zr5A57|JU!@yok2s%q5hZyMmg8WYokbBV*}mG?Z7uz@Pi1ke|xR@Rq(l#_Q{&tw4Yk
zCMFPRX<>gw1?Tmq+S;(v(P?^JudaqzOAD{5B>ZL7*JE*UF*cZ)L7=*_SAi`>rI=`J
zh_{Rl;GrkP4^lIxTz@Yq=ax_8>NdZwR#Y?BHzxd%1k8gDQj9Rthr3XKu3|l`urkBr
znp&jG)K8!!#Q$*(m%m(xm}7t9Md&)?O%x}k<NSi}kROwX`<s46)S+|eHZQ2@nr<Hj
zBkZRGc=XE=<VPpq)QlyNRaT?(lsDAwXE}Q+3Vzv-!o7!36C028IjkR;y)%|mzJ5R#
zRNM(g@xc>}ACz6XfuchvA@ObYgR%=(k^S`=l$<>OLceKebs5I#8Q=|(0o-*3OyZvi
z+BjUpT@EJNI<QoDkz_vNH-q(>W8M$zYB5qz9{~ap>~(Z8USt4I9Rb4Y)K7>ctUaEn
z6ie7Llf)9Vu|s1l!2+WKZJJ^UbB4Pzv4k5@&ChgeQ<2i^#NBN4>tGI7j#F*d-p<0b
zE>;NYET40EO+I#d*utC(o-^n2j>??NP#1(|X`TyS8=Z$~?q&#bGlQ3jh)MjD=xAZ5
z{N!(qI*0{LFR8*p@3^vB+|94VCVxBlSxDevEW)M$J7z)sz9jX&&)R$0nAXV>K|W;s
zC`QN-XSR><_^*#22^nRzm~%b_yGOV_H`c!PY9^)yND(BDYmvl1Ca$Gn&hka#S|l0Z
zivbQ8E{|*d@@5+*u60~PT<gb-A_UnOVUo2m+Ue_ILmMmh8JVr#za{L>CjGSr?DMik
zpfUT5>}4WRO1xj2UIaTmU2O5NW=;wu&+-0d`fwGi_fytJ<YStL8G_oH!OK*HkRJAs
z=xSl-)54ZxyozyVl?DH|b1N~ajT!pd7%)j*?|PcU$4rcSdEDdpwUPOl*47L`ZREZf
zDAytGIlibthq%&O+|8@Rrf&Alz8Gkas`_WxmsI?(+n`B)cYF9*%H?;L%TFwBmGiKS
z4&iy2=4p-~4|CQIy@(yOu`~81?4Z&gznxQoNo~#0*VYiuhI)9nodtZ%xqYEEv<d&l
z`j82M))>&<9IjRpw6`<B>bKgWw5lHA>FUqCb*ED>?G<|j_qCI+&G2I7UwO{jj32|X
zWQ;qr>9#79dfVd5H{3D6yXDiXTGbpN&vUVBZ)9SczZ5}TrSKwirXyWh`43*AKB~m+
zCU&vHmjfKopCci%HO_-FeS|h<2y&OV%iaE=K0-HzK0-G;RMj_NU$TZc^FQ2IBD~en
z0t4KP;c6yAdn*Z64RT`R%sCpKPuJ!B1V6bijDEp>f(Bn;`Uy8O@kM_J3~z7FoYeNq
zczHj8V}7~G292@yVU0HU8?p8d3bA%#gMp4M+ko$9G@1Jv?$JE=^+^x;ywg+7^G;;$
zt8w0`Y3{2zhD}cUTRgQh2Kcd?9zKt?G5MJ0X3F-NjYSCYw_~4A3EVc=nOMZcbdL0P
zLJv!QX7htSQUmxXY>fFb_iPPq5`{vcP$-Jfgg*+eY}l}&DcLMOJ|1`P-o^Lde-B?@
zUo2X*h<Q(v?RM?j#e6nr&KxF@?bly_g}=W)5)+k=#C{nL9z4h-mtDDX1tUj}#N4@a
znPj<T%a-AlS6*R~-x}%HuOCWFOA!{<yg=gd<Hsl}Vh2E%FJD%=H+fGI*8Wo`_I>{O
z=ZK7qM9-c*85@lqI~K9Au^2OE3^s1usCND0#fvdx#tak`6yV)=-({{paNq#OjT`rm
z=~Pow!`Sis`STb)d^l#!ngyv;c}IRlNYW?KH!d!YNe2DsqmM9n@L*(TXEO<nFG_lP
zdW)~DEaiYmt*il|am5(WiQNT|pslUNyuYKc@K6(EV0iIiE@IQm(c9aC`HU>eIDJ1G
zZR`v%c;O95-#m?Ob1&oAE$$#dZEYPwA0=TxpXOb#w6(RF_qXqH50;+C%iOcJt^uLx
z<>;@l^A)iHd4D^Zd(xBe_4!m-8VE48oB9rkHDsG(Kxua<a!+zx`OTzK&Yf1m@+#5a
zzWL~LZ7nV4{T&ShTtd059<F;M;JhaSqy9)lWFdF51R<wVhBK)pnBu7(R3kPB%PdEK
zHx(PWncz;EW*d~(*2DFOP&j`d%ADL6*@CWwlIl8UfM+67-$9P?#l%wd?`WZ{Lq`kT
ze##w$CVYJ;9+pOWnA*R2cjrcua;uPCT!a1{n(t|>FJN{iyA!K^PsSHg%Fy4-Oj(C^
zX1JYLs#%AVNw72$U}`VT1M{n~#ju`t9qkt0!OT6eC@7b4%TMNz-`)(jH7v4a<R4FD
zc4C{_$By%RQYR;Gi^PH<PE0_zC7Nu|j>85C&#{5w3)tYJ>u9&=4rcCc!3M++6m~~v
z<aaQ~ZH|S`N`7E0#MD>V-I2Kcz+5Tmi1CBCR_X_-<>;?)V&x0TKa~tiLm{U2wB_`H
zGfxW8Rw}{Zb&p^@{{{k=Kfo~!K{>WvEK_e6+nC^XN((xiOJ)6lvt4AjBv#xZtf^g0
zEa7gKvMSKu%~+*fGR7T_$q1!(X>}N!SA{V<Mn-B_klRQ}bv<Xh)GBO1+Qo!Y^!G7W
zZx>^^gV1Wv=<s~RW>lb;m#OmeNmU1dwo<}DlMRx}(7(O8dYcsALVY}%z_v+!)$1b{
zB~|ig1IGe6zT2c0+XOFD+)gObtiuVSgAh}D+iGr`e~Q9_!HzAq%^Gd+qVjvSAb)!l
z77S`xev=MqWg7ZQEtJC_^1f2w->VO7yI982E}FL7E}oXRi#=>Kw2OskYbD0u4Ub{{
z@l6D-48<`Gi2<#`7fF9Hw-WswjFkI}j)u6CRo-%c@#iOS-X4xoC*l!V(A-}n3%buF
zm7tBO2t$s<!Dj1Y1pXe4;~aIo#r|q`Ma%McN5Fa46O1~O@cjO2N(rX4<DLX&bjYbd
ze<u|iI2qwiRz=IthM&UWyzMbY9gjyOM}qOy^fK6Negv<bPcZAx6ckj|{YReBP4b@>
zGtcLCU*5sYU!UU#<oW2LVgqMm+{t)OzkS0)IIn+*Q3qlXsbQf@ql}-z@?fl|10SjS
zZuETD$-g>&BQ|jP`aYbN-NVSAqY$a!w@HOH$S#v9-P2gC%bXr~hohZipV1}g@1rty
z@gdJ>&Cf`sXY^zFGrE0qyAtSWij((pkWo<0Tyr@*A5SwX@M>oZ75ViDjV;6gUu)%Y
zystIxMCHGj{LpN~rj??%Pjf6lRmQfHam@J1M`4_(tV6!i<RqhmpB?Tz$$2py?q?u2
zwFJF8vA-iJvkch<Rm?paAqjY72i4mO$zaMl6kvd#jj|41ZEz<d@5OX@kcrsT(k30a
zC@HUH`zk7vlZ^c6Tnq?sP?jHHk2~R-lS&jJCko2y8epc7<Q(W@jgwcBkdaf)`oaBl
zJWVOaz(DmeFW<hv$bU-YtCWGS4ems~sQfHeen)8w^5bD_K;)aY-gc4C{$gWnud_;Q
zud@_)qFX-or#ZHlgV?k(^zOi(INHdS@H|Mzo`mO=Kk)vBFcg$>FVJhM58YJiLpO()
zuMY}|C4rr6aPq1`eYn?H9~{-=fDu_3(9=ypzBUH*aKoLj^cRy~C4)>>4>J?)#YxYj
zwzeLjky#kf-9_03-JNmgVaAK=z_bZsjWV|F4}-Cx9(+8d95%?rfbOo!Ht6n(I}cyR
z1`RFRprou?-X@A#oeh-6E()j3GxgEqIdR^zDQv$zko#1mKo=vNd{Tgn;u_W$pBCe3
zZWUftImv*WeDbiY8vPVbc_nSqE2a|MEoq)_QRH-fIRcDDm>Zh|=WFrkdM63rCl@H4
zAVx^2tcC0KczE4RL~ukV(yBG|7aJN7R$PVtR{F~AqLn`GXy}Wd%ql}SGYLL;lm*+<
zG4S~_9xGz<)O1j!M8<9oX{NFZdaJO3rm>U53yht1K7sR&aEv<1F?LFpkDZRi!RDvO
z2;3iy;~HYNy!V+Ko*}HX8n0L=`@t&~65QcP(j=V9Ek`#~F+PmShQq};biSU5?-KIW
z%3)4aHilRkpufVsIc-36D67UR3a7jh9f)t-E#~%xQ+eeGFcD!+bPgP^#G}j2Bz%{s
z?hEAmAr=Pcui;d^M){A*YtT=jO(XLAnn-Z3j9dPhq6+vMiZDMZ4{i^V5b!7!tI`WK
z)&(MCe|{MzSs5~$d~$vNxT;nuF^}lb+dzZ|mE6x%Remcf$0%cc=(lisT#GiSs6k&N
z<ud4FB*y&;ZX28}u7sby2p^~Bq3xq&1V*G{byiW64M;eL)P9k+^6wRCYvT@wU9|)P
z=y&!;>E&C^A3l4A(o46XAJDw>zar#RKS^hA=yzpLh!8qEz<5w!Cc%#rZEcv2c@5h7
zVwB%iPjV+GCO(nL&{L#b4!uMogw}E=WvQ~Sq5{Ju5=a!vfwT*A3kxyBzyKZs&71ZR
z`Q$XdUJ?~QkcjZ0`UU-<q#Pp+TlRy}h6ZMltMOm(6)x-pJ0bDU+e)7$oV&q%PS6$z
zVC&l+iGM1WEqQMr*jddFNST&jxv6w5d9Ux!?FSWi!yxJ84T*2F9~ceni_-HN{NOo|
za)_*}MR%ccIgs}cWiRFjhifV@OeldwtJ%h#b%nT8TZNqZI;M|sM^=rb`a1L!h`9Uh
z@g*40$x^wm<YS3DF-0#GOX#f-OHd@Is0ODW<YLOJjvD5IE70FnWzNO*1?F7VhQWDF
z7;|#p3(dJe!(1?VMi*A0zm0+NGup-wck)}953g&0>(OX9ABo1OE6Ipdc#hQ6%jY~4
zk|@YM$>v@+RmOQu<41)Pz8Lu~M!1vl92@-j2+kWHVbsB=YU4-J9!x%wfcXJ7%!V;7
z!IVP=M_j9oF|%Q0i#mMs0M1|E$Ecmrh|I23k83HMtVH5k<WwN8d$RpC@{Ck@Mz{2g
zEU19LkqGnRbK!D35q=L+@I$KdGxBsn1-clDFfl3%&bJfMJv0?NvpD9yNI4W#qQC9`
zv3DL|Q61mk|I!v%mfm|8L=Y4Kdx>2Wdx<fLpe7nM#b|nrMiVtrV@bpkV~Lu?-dket
z4OB#mfb`ybS<3s&y%)CKr5Mffe}D6No_%z8FZY~1cgmSFb7u5q<dgTen;DyziR<CA
zFA7fkqA>P+BAyh=>e|CXh?6PBNG}(&K6_>vo)%YQu&usw9jx^g%VKT|W${21oc2dy
z>;+jJs_T`MMRhgY$S!~BHc(y{6y>*vdDtd9<dHcCxi-O8gxfqi%h=(MCve*P1Y^%B
zu94|ssfUxvq%731Wg(-KEeld}8||r0cp2+M<YoMNIh|=2eC<U%bHPg1W;C}(=TL&u
zwHa+i)nljjFc;g@H%KMHF!J46(KoET52qFPF?LsUi|e(TL)G)3Y`dt$M`)>CJ`@e7
zgV7j!v6Vi8x;k#~v|ay&uf){Hu$*S&%xqbB4nJY}eK>u84`X+>(oY~U61jUSjkP-y
z8?+#Q{R23ydw{WjwO|7hYY*dM?N-9}*GDUz`?A69Nae|HvU6W#-l-UUyC|P`YK|tK
z*-EZHSc#PS%qP-H(A`Xk_wS{{=5RE8Pd&woCpk<~Zd>o!9@-=dg+ifF<Wau;BZcxG
zKu)6Dv111Y4<5{%_E%6)04*&o?B2bbaR6U`{dMLfy}NhsGKqhUT)%#uIfafSx1Bg~
zqRnzi@*YWaBd5;Yx^)YkJF~&^<;$1jjW^!FzJ2?!YSk(%TC}Js;cxBQwM-&kKtO;@
zlHb6A17#BaDl02-`}S=n`Hq}O*jmUbfoIR2mHCV$4SxRl=Pmy2>C>m-;v&1#a#>j!
zdiLze{Dv7bW-!T&gr`rRGQZQ-)|N?NB&X>SzWw&w7n-0*67_t2eVJ1fb>((^RQCG?
z0s$UAeAuK@BP21gwU7kTwvbm+%{cd##<I`K!dM$I%?#Fx%f+yJ^E9f(_0UjP!^XLO
z7~GXzWRX);jk3yG{ILHimQC}*%IV%X8<vgn-`&Q=m3`2!v+Uxby!;Z>)z!n&LUsoa
z@;)Z6b&Ek1epegrnO80b8RuK-%TCCV_pwR_q1T@kWBZ+KgfHNqi1M`5g@ds+zC4wT
z%@f_ACs4<_D;Y>DszGLn;>1y2RUPUYpm6lOg{~%IluUkiFw()c{toal)kSel9e#S0
zgFZ)}B4ScU*zp{n{(Ecz^tCiF)>(0}W?n@tV*?AhU3SR(7$qkzbuiP#wy|#Tu@W+g
zd_P^!M4zpZi1@%4c04DtREg{H<=-iI-Ny_DJSV2)mDaFj(NI=*@;+8cK=pcb0k&UE
zMfj@Tyx)@~FXkRbviGzw(r)@rMu##|78+nFx2qR<A1f6Qk<lTp2-~k`BK#Y+ZRBGp
zIdQA2IkTfxLT)9#KAeD&>mK69m))59Be8*)-v&g!l11#-pB7>J)eM9$4N@xq$J0rS
zoc9N}+&=tgHaL=ik?SAg#usunC{b1pv=N)3#0D{i*nTMu;Xm|hz8uKi)55TwmIGz-
zNt>js95l*b)Q$K1oYESURoCH%v&mRC+661eyW(7A0VZsY#D$Oj(9gqINxLYog8;EP
zmCdw^SqNX)wfT1OWD+({BJH9Eb2^XGcCoQtlH1{pypPFM(k_|mV%r#3_*jy5sSZEg
z$UvW8pCDph=N8%}Q-yY^UD%+hU6j?`(nworyV%%A+t0k%)JOmFZYK=p77=*bir`?b
zgD>~QV)J`G(9_nyx)X^=%dbLaVRb9pWo_kUF}4ufFQ+4Xc@MOPs+u}{@z+zl-opw8
zLd|y9CdstTd^%)SC~upuWgvV>pi&)vJd+F!4K=(!sQI?}x#Tl8$Uykw7UZk9EdROd
zLqajO-_An#r!CZn6G_-SnX3<%`RfB)4%pwUAYWNIh%dtS8<`0Ix`lS}Tnd(ra>mNB
zE;#q3028)6!G-yL=qI({qTQ6m%39W6l&dS`G>Mo3CH|tZ4z>+;f{z*JFNS5K&%PK$
zywwSI`U2!s)H0LfKi<p2(w;V0(c2d1l1nh*WCG4l=zxAw6X1DOO5_uNwNQzCBW-LO
z;K<6auES3cv(e{pEFxa_QsS@Xv;L}!qQ5F@1G&CIsM)*?h7ubHSslW%(C4ohL`-9C
zKp5&|h_UX*a550!S#dSKzMhVeho9ocl#VaGk7nd|GQrp`q#Wq5<>2TujNI@DH$L}Q
zEC&^w4fJ^YcBuu)GBz;P!M4|2;A6qr;C3eZ?2JOhEFaiOo&0?=t`JiX$D=}A4{Lob
zoSo_kGoEB@RoBVq8NYd0=wjPscV>t4;>tR#xtxaH8zS)d)2^^1V*{?;k#FZL^aadB
zsDcd|eO4o$K02+u`96C31xX)0+q<ccCTw`O6J~9E42S6#psAt8Otx*A>w~^h$@h%>
zVs0F7BD;Xl!dM3}DJ9J&uGvjEf@*OcJC2_ph{4@t7et)AnT9D#Z=j;O7S^V^_<PMj
zm`R=P)1*UD6?59UrHQVh4oOAL>+sqisIIAlhK4#ee$o?zgV=>3B-xK3e^2s0J74kH
z<`q@*>tLdbn3Uq?br`ds(?Jaz7xcj3K>h^@Rn@ild{Y>v403^io^1KZE39PY%bf&e
zVJd9a2GV@C?j~%^^<<I;fBw85W-Yx4`=L9bsi_Xq3~c@874-F2T)?C1vcSkEHZbOs
z-@-GPa9HvTJ_^L(06zKGnIteq{%R#<u|2els`eL~Vtew>K^rltCC$h7rks?-_TKM;
z!Typ2s-fMim{S0qt@MzPQHHN}L}J8O*Ku>*D~w+J^+BjuA9zmHXtq9d=cx}vc1Y^O
zV#WH9S6IQu0p*fUEX?!}laSjw`9J&(8%zCGpXMhIt3!jL4yGc+B(yHJ``N0Cu(1$f
zP%lZs9O2}}I82#;m`R4Sw$R7lJEy`-Dw#@FzDUsq&+=L)|Hpq=8}#D0K~=RFpZ{<k
zQ(p6d0Z+o8s%;?SC-C_x*~QI|T|V<ys@H}IZkYAgQ#dTT15I@`l3Ri;uXjLSsRdY!
zd@&p2C8vJL*g&9x*b4q+f}~0@t`v$f+0p=q{p|3pvIZZ;WJ6rvfUjKGr2hZ|9c=Zo
zhPzM;Sv7T7o|uP0VJWyD<P3eO4d)mgs<}9`www;ynusaoZ<7+sYj7!7j5q8JaiXUq
z63S~Z?_nmy4Gs9FqhdlhS-|>nL>79Q3gK<2)BbGG+}NqGnQ_A)ZtO(*hVX3kIS_-0
zsd8hd`&n4p!v-sQabu@b2{=DacI?zHeCC>3CC@<<v1LliL4_EXD=RR?#sJ5<*)s{2
zA3Vu|xE}c0oqZ1bGfMEFxEeQmI`ZB_#s)Q9S(MYkQd<L0%WIVDP$kCe)&@A*)sE4D
zB=?cB__ZsiLuLscmR8|LQ1d$E*VZwKY36cCsTNuqcv`8XELMqewYnCQ%tScoX^m%9
zVtkyK3vmPRg}q{O&B=l?6xY^cs)b}Rq%;L}oDQ0DI%sMjzM4N_RhsaMYD8CyvCdX@
z1CZ9D%m(I~nux37_mh%q#JE;ki;1Qp?02`uvuZIGCg-BIp#h)Sm_T1c9RYgUSd~$T
z4mtwHo(BucaIdTiF4~HIlBSt4)HF3A&X(<qYIE|S<H6tGkkkA$O-<l&ejjs007)#%
z`E@U{R&A2GPPbDBcwRaPbscTgl~o|&^*PK5f(rMmuV?Kbmk4L3u8w$d%g^CKO$}me
zYq82iwhV-pmV#Jzx~Tb$w3L+ta}5o|)wH4<R8}LVMvS#q%1_9ts&Bw|xkVVOFJzw4
zi$G*$hH|;*R+gOy9YcL+>S#m9*bwTPnkdhf?c>RNGf&xPt6|EOgB;oWk@wo}k_{WA
zAt(E3ni|9H@BK_dElC>8+qM@ut3#jb_Y^j;&%snp_BoiUspDBg%g-S~T#cu7VtlVB
zTMicKnP5?Q0s0nYFbj`}m;9Z`1OYq=f68JB7DfWZv=HyN3pp?G+es{;i|kx`BfBo9
zLSI)C<9Ie;YZ^O=c;;N1n+qPz&AE{N@n#14{PqM9bDEiRInO`mBIBpXeMjEMDA^dG
zgMl`-^{|JJkq)!rz)w-R=yNU}5wCWDot^-mhB|Q2)52E|val)07J8cMSQnFrv<fjY
zE5%C2kD7`$$X6oYL<iemCF4h3cHZeu7W(`ijfi*1_>t}Bf4r5+_=xWZDBt{9-d|OC
z4*CMb<na5e9n5vHZIU~Dthu?b%jxLzO9Uboc46aMrTlR%a=K3Achck&e~t6cWONW{
z;%TuGKcPyDD@B!<Y@v_C-Zn_66yxLg9Hx){($TcZr`uLpjQ8z~@QH&l!b+?0NkT3J
zYHFBjWuRCNba~>;N=||6V5p64z3t&+!o|5GbJ6Ey93sYfFy(--zK1Pl-$;Ywz9?v_
zv5VNZ^s+-=sfF#W(xJE+9eUZr$5@vwi$sUhafle>AzK#1GqI_M9a|Qol$6DnU;|Gh
zPX7H&Z0g0yf0Bo^az**=VIH>mH8NVt?LgMZ^mBlZi4KZu>hV)V4*DF6L&QYSra6c8
zy=*c2YAPJ}N|lAa_UJ2>NYrlHgqO5FgmCg<F5cJ_iHe#!SQ~2N+$UXNCf80#)@Eq)
ztkG#<ZN|!;coC?2?9?9SVkPUf1d8!ZW%ZHt4ddP5W39)o*Sea4KB12h@v$FoeQXI;
z&x1DGE|yd&Zx?%#cA2yXoR4rO9ucGDe1z~UZ0gSW2+>@-Tp|8XeWjDJg_wFUP7-H+
zyCckaPC9Jz6XfQ<NZDxCPngL036*vD>1sOqghn9ZV>v%Tu6&U>HF-ZlX{^0D8<1H0
zC>KfJa4Qpic0?iKJ-Jx>(?U!=Bo%9aQ%S5{)qS+Gxi2#Bl-$Cc$EZIgb6*R4VsK!~
zN!fff>oY6akT0=Zj7!<&c*DsEC;B@fp|l$F?qx8swQqbZ+jP(N&?ZqR6bgkR4^8-^
zs2q|oH*em&rjzJ?`spWh?AVbx)h#J0i8*mkI@ymvlIcc|9*v_%k21-71_u0-Ny<2O
z>==rRi}Buj?=>a+HSYRLP8d9N=n!`9+}V`y*SBw9XlQ8Q;>C;1X@mrl<mchxfvHoc
zV*2#yh>3}Tr>7@w-n@yLni?h{u`T@e+i$!Hk*!JilTY>|h(sa;2M1%pf(5vD?;dlS
zA>q$I|3qC~9rL+#Vx7LeK69!fNqBrw5L>n;*{>0j>`7kon3^h|#8DMwvf#nSflOlG
zg@?IV@ato^SnHvGXLDx4pD?<IHRg|XXa4W!YJ^)+`PgzgQ6b^){~D!LwV3wDQ*4>!
z1~a*Vej{2M>NptO5%27agW1=&LFU)UsZhf_jiG#B<hIenN{@Lp($i7|?|o6&8kL8o
zJc|`~#^&P<cVn4T2mh6P2Yu$%B;P?F-s>M?>%D9&9VEMRq`0mgukU+GHtfX4QL+nm
zo|n?fT1@*n0$XPLz)UXa^q-c6-=eVPZBK>Zs5Gw!N`kpQb|Q4P6T$t9TeuusD6>P>
zbJ<{PB({WfR4P9#sRSGTPR0FigLrotR;dlXd_gw&B?4RC_5R;22Son%Xl!}QL#cdj
z(<Y4aGs8z*;-{azK5ixyW6RYHg@nK7(qV5bwoG<!zFiFIh<E;qgV|SHyV$`P!#Wx>
zZNtlHmqhUX`4P6>&%si;Q$U$^X@49V(14Av{`+>Rz1X0!j}HH-H_EE&a4{ke3wK1r
z#Y%|&-lovfRL8;3{PE5&5ion}A107aP7oZ{)%;)Uz|_ahkFjN@SF?4Y5prt7<ewuL
zxuL;c|4w*2X_K1lu<Z%9O!I8MZT=?}_ZJ7g@V2?t^3SK@{x>gPe$#W<6N@dcw@@Eu
zbi_M<#=-0hx%%)T<nM^VmNz|M#*<Vg(=Pg&;iExP?c%c%wq2B)?EAl1770CUM9iy^
zp4K9G|NaD9ALn9ePunKHeUz&qKH@g-@Usx&R%RKtM&v3iT5Yp@D-rW*l5Zt~_n%SN
z`XmoagLwSa=zP4<!Q_SctGqU_(S!HSC(Q3#+KZiNnd~XCwU4=wNe=9={V^_+lU^O#
zHr8%yAFZ?;e0BT9l><9{=G90~I}yA$M__As4wm+p^p67^4G{K@5ArI+`0YV1rW}gL
z&FP&KCiea>*2x}D2F$CGp3eH{v@#r9Z)IWW@Rk=VztBE<T_0u~eK8^*3%5tX#Zrj=
z+z!gWoJ_)<*diSLsv8_FbaCxT0p8yd2^$j~4DvJk_wt2Wc(82*$|}XU5T1<%8^hpY
zEkge;k}^1;ixqPXN#y$VR6HgxxrW=DhA|0TF9Jq~-^a4CgnQ{&u>KBQZ1mCJU-=He
zFB(RNoug1zA!bgOTk!K;xY&r$zpJ&Pud?V0vmsaLCogV;s76+955vB5ak#W?EOexj
zGJgK^5pzo7vGpV2XswT{;Tf2>;)+5d)c@tOz{(%V$<M-q&@lEHNbPvb${&fm;wt=l
zl9RuA_zRJ*@^(?h{-R85Z_{9uRn_9cgB&c_62ZpyxYHhAA0V-XkFy~<yBNZ4+F4wV
z$iYCVvhpHW`P+T$JNp!uejBG)A0o1FZ2hZnw9&`auyo8@-dG<TUYz_*SF!IzBrg3K
z0v(=Yh5v$;TW(<AsVBI!=Pel<5C(L2#DnASAg`bTzwUp4$sZoV?Ss={(agzKZI-|J
z8up!x#HBxid2K*WKb-vj0cH#xx^(0VldEbQFn-GKF--EFvat){m#gWxlT?bM?{<Qt
zi8ijq7vuc{@vt!zV36D?e{F^M<RlqqV@FG9sHvf=fetdNYq2)DpefmHs8k}S510Jr
zdE*%l<&+@U=HK~Aj1F8v;O4G2j1K<Bx=61SW6jfi-h@AL65x}PYFz32V&c5*!3I67
zMa)ZP?6l_zwnpY+X%DHflZzof;@Utzb8hSu`R~V0?ZIazzmY8b5B0WUpM#+e(yMB*
zHZh+`_)D!6V?lH_P6yaS=LIDcDd>O(m=hhmq{;%(A*p~#_#>w}E{x5=DSx|{q64W5
zq%3Z5wP56T5$PbarWWfnig*+Le$OevU}GVy<&qj-6nhIx;iavGuEPIraU3aUW?C9p
z=V;E@z)w$`vBA&TMNGmUVT-dR<|XC8D<YXmc=Hu%W4wt7k6L+ZVN2-u34-;f?;+)*
z#VEh`5ZbOzuwS(Z)}PNq=E`51uB&>Qh^X$bLBmiV#$$%TY3q-O9r^}u(%-*fUwJt^
zwY1PhAgP-XH8t2?R)*7-mM_g$lRn+Aqd*H?b@|HyNw#?>BbSM%{b<?#=98ZnQSTsF
zE}Vn3kH101y+_b?b%gB?-@x+IdC2}zQV#wr4px_=gN7D5Yso%`-BqP{D6YmPeKXjo
zYvR7R8sC-`!a_|`<}|^7?YFP%%lhq)^00u!5=gw?M=?&Y<9sUK=w}NZxkRq#rH8#f
z^J=80y$IgFJi^wn94vi>XU^q795aUAIP%5#2#gNqdd#ay2Xj4mACJY>xB@Kovx1ho
z8V>Yz#JjiCV16J9WN#93QpqqI{TDJP&pUqH`WRau<X~w(JA`GH<L7(XxHrAiOKT4l
z;#yAn@c!`uw%*Rd(qaEiT#ML}^wB?e;QB~?wvSwwR@jvANBVJc!ru~Swru)}bP!cu
zjo&hhWfK0LhaMJs%&U=}mU{3$6oaiX`B>`D#&dp&%EO(U3LF{a1V@no*Rsm-{;hOa
z3$-wa=aj#Ht%HRgypP0SYivH2cC}{9;s7VSdm|O*e?DQ$qP0GT*}kB%*n$lh`2(Hs
z?)6ld@8#s%=wq0j{{I*AuuVEx>M^e-9jx@=y+0aTqw}$p+f3@0NUkglb!N*#W*OeU
zk;ayVe>>-);x?f*>q8nD(9wiR3M9#F+peVJ_0Y$-^-Ulw{>7RKM*haf*z!&%)vnD@
z^&DV3n2YV<sL#9_>FKBs@1GuG>z!;Y9rEI0X6<<%RKZ6e?eei$Y<*gQrCm55p}!;E
zy_p8{eVmVAEn?f{7u7Dd(pMVbY=E%Yo!K~Zcn+o<h{Mg9-U`Wu&!vN-0rQga6IMUK
z);n2PI`rlH3A{E4jbLpc6<;3UWPq?)T&z8ui?z@A_p$c&&__4TdF&!{Ut(OipMeD%
z?!d)XUt!+qWx>RBbTqL!(3V*P<Zq&j^a?T7MCUOHe=i$Vw@DNVg+lrNADZw-X&3zP
z!w*ctpOuvrKKke*<}-3i9w9b17E6{a;XOf)oc>2ntn1cI`Dp=sJb3Vc`Ij##&%wcg
zNuVS5EiEl&65&YV9Z5PQCku+jVkR;0>eZ`EvL8A9uQ36TB>Xj=_Sg7%Yau5MKJN*8
zIXO94xpF1WoH>K!<YeZQL1{8FGMfJX=+UF5q)B;t_2NGr>Ukii6Z-g&spr-~PIDy5
zl-}OnOwu8-AJMU`$(*UFsm*?$nVE^eK*<h6W(L}fqn|Bzs!vW~HLRLhL`9D3cH<V#
zl4QQ<)Do=R7t194k$aNU2s+9wj`g%Rz>O%y9i`1o4Vc|cvgLN8A@8j$o-feSmV1(2
zbI9Cqw%o}L<h}e(c!Y%fDkK$DWAtxP3IQX*!t03s+#jxHy70FbA$(yM6j#=wrmg|z
zA}#b-_YnS41KlPabTpU&Wscm=F*%jBu;SU#h7T<bHTanck-)Q?3khPz7FFYqK~B7X
zYbMlWY>-nXC%;S#t5yaW$ijU;Ydyw33c=jJo+72F8vji9;@!QC(LrCpmc?S(9fZhx
z`Q0uF30W0L%B{rcm0?YvH7>jmOg@X~^?hK){atoZ4XmZgGdYFQS88IUNe2-r3u?%g
zJ6VXlm)}*5(IKZ2NqJQm{d0t(4)0z<^mjpUwNTt`+{Ij%krkg)iGdxZZJ@<(gO=p4
zd!#6T`UOO<?1AgCMa&LnP7AI#T|;)}TKLyftp7U&&(`#Ay$uYM=#XE9(ZBH6VAdr>
zFKeR>43w3FYW{MN&6R^6!xiOEIfv-AQstmnt{fD%({i9pK53J9c0M9Ip)t>3<6}kn
zvo9lhX%Os9w3(d*y{u&y!gaLP!;N^w(?=xjqPz~I9B3(T7q>l;(t-U~u;3b^zv#xb
zi~0!vq$}4h*27#RK##SgT@)#Am&)bZrE)Q>T9Hg9(=N%K`qVhd#I#Ex9eLZOc4332
zc2Txn&o1Jx4>El;_pJS#4G^7HhLwjBn1nxqzpEj_*Y;s{2Ck{Chq<9PdVG3=`J7)q
zPkrPoi#en|R$=s-hl*wK?SBxxsux@>g)+&0DfyK+|3x?6)BV~*o5b3ojcr0M*CuS>
z(P8FAL@)2o?7qpg&7a(mZJYPSVf{a;c($t7%aQ-iMMQt!o!N1bk^iX@`9Jn*eSMJI
zVUW=wkE;*A^3;d<*AV@cRDJkVu0H&vSRdGO!2V_h`F!P|v0V&(tSEoZWki1)1bgGg
zc2TxGbhHxUMtpJmEQ`9DtiM=MEAx3yg&0<PZSWT@bdkXAj!W)Ia_c(E?NaDztb-dF
zvO9~L=_rxkR)5u87YRH&FkZ{x{M8}K7pF;VAlElk)V9F}>P%8&qYe0QG16vak!uDz
zyxcz8)k3#z<v_^Up!{F@?c}tk0$Cf7lQ!K<$V&&^?eyWf@gcT9%)#eeVq|-%lWiTp
zDYb!}9^$zjNv$}&$#1Zh`VFM5^tDw?Bxv$ki+K8I<5u?3E{2FsEyK!#@l3*BWpy3C
z+7pXIU-)BWH+J%^vy%ZHJ}beRqt9d#{>%)yalD+5lT%m)E4litAfH>1;^%IH=;UIo
z{NssCl9!&YCUXsWb?;<`4pWcgx6|?XVyd^S4UBY{6TY$wDiw7wZ9xZn*5~l+V2bFZ
zBCP!V5tH!O_;=)<)@G8jK;HYhE4B@0M%w&36jZjt4hB*>6l3M?$1)SIY_i{FBxjf5
z!iJ#=r~5JTjdfZ1a;M1U<X6B-N`F39?+V8c+r#kBmeJ_kLGo-Xt7`Gp&$n^-rx6(0
zmmR;8?;pnIVa@Lk6cYYaT^1Pm#0G^gK>pq*G6{dO^3BoVjbr%jR6M?T)4Tn(i>me)
zn__$N&!HMta;HBkJO^8;*j`ErR{j;+l<+4HNeVSH6d*pm90R*3s}B{=S08qe`Y=YZ
zK5V#!!)r->aF(qPyGVVIbkb(VLN*SVC%gN6PF^{z%$r}#w|eV!{IKad{@F7PojWR?
zgwk4A9n=(c$S;GHdGja#tloADKWw>)e|AkpXHUfi7<xhh+#F4qSNAS<=rCv_emn3G
zU(D{sBfpHt1}(_{^#*>}d>#M%{x&*$S}9HTOHMDwg+0@FPxosNHjwcXTI;8reN|W-
z(Yj>_?vh}^-3b!hA-KCXF2P-byL;mr+}$O(JHg%EA-GND+<BPCbEjXrtH0h|RlBNw
z+v{KJTQsOqjP{9!NLTdl0)&jxhB{Te-H$?SF^8SwiAGXhnXiLs5$3=|kV^*FOD?fF
z@H@(8_DEVrX_#9IOUp)Sa;}AjC;;4Y+_SSBg2b-dtlbjQkT${)Sy!hLwuR&Usbzak
z#g##c@y+y)I=Zm(Ue?B{3%P|Igda<kYxvz#!jv@&nr9bqU3hnVf#-jJKyH%DMUmTu
zMG>E;0Wn+iSII8dY>yISP9wUd^)=q!2%zItZgIyIn5@D)$$V(4G;?q4`d|s2xR{_6
z`X`5w1+dneBe@wUOLNXr&YN_IS?(YARm5|9A>~5Oo4_Vc&AJ+4vL!*(xU)G&wz6z&
zDaQ3W_L=3#ea_XhN~C(y0h(~s44na$AC?UJYg3dM2KKh4PHz>~T~mJ8anFt%DQFJ@
zbS(ILx3`>1I?<E#Spp>*smKnNmZ{*!hiY>6SPvKirv_uI&GNh;<*Y{PsxonN5MMb|
zT1r+dw0KtF)pEP=x7m5&Q6+X}$(bIcZL2qBH|vhnm=}R)QriRXeXl)mkplK{&sFk8
z++(lUx5^1?v<Su5NCreqRMMP-4csKhfVh{p1(thOMRl_?1$iZIiru*d)}m83aZxY6
zXmu5Rzg3;HwPTC@i#9V;b}zB=_VQ+&&cwv6qz31RJ>sTHXMktWoQt20)q;KLYegeg
z$SH%~;*ob?Z8`7ZFds);0d8ryw4%0ZRCv4a?83aTJmYX|JCzTeEQntnh2Ho=e0^d6
zG8wW=lqm1Aii~=(KPjNJSfdbs(N-h+R5jjVN-J`1@gR1C_!<8i;9aD2J<jIEM84%z
zRgOk=GTAv$MZVS0Rt(hpJ3g(~b%&aj_VN3|+-6fLMo^%DNljozZd&0_`aQ>Mr5Y%V
z3xSkhv6rrAlKhTeX7sYJv$a;gxzO&UIx5C9O&4+{L)rt9;sXLR4+lENFA20QZzZKz
zY7SJMG;=~AWN*sWu@Z`?hjavV_F72CR#fw{G3Rg7J2LpK!<mANxB~OE%fA2#Hfa)!
z=BtI<S*87pOrM|BGaOzHBtTqdLSj%!RMlB}i7#cDwyj+8r&}%N$^<^j(e&EB;*^E?
zrMZ?Yisov8^IfJ}USYc`Zn9x^s=QO|2~s}i)RuSwAB>mxEipi<gR{=`WYn*O5rb2&
ztQH`83^Cc-6r_r*H(LP^=B;ij3d0$IWY^_FIZA7qHGKqz&*X+oX!SH<t;v-!erxJc
zhZEknVWQq)suN`=w&|Vb+?P8h)RmVnxL1ygIa*3s=O){mXjG9-`YUG>g{^K0dczqo
z)R~tHj6hwpnm^zETvA>e(k4l`S@YxC8q(I)60%iiTJ&TA1`~xPYw6GVL%4*hagAF+
z#Wy@3vZtbTy9Nt>l-czGxibSswOZY>{f&MO>(2|84OstE)I5HXCfZ`-BHF6Yjk&D#
zqM)3xlG5cqw5dX!L`JQ76++>^FdDs}8XEVBtDP=vTnZkPrv~4AlEQq2DyX@;PDZnQ
z52_QgUAdbRr%V4wdd4u}g-bo*#V6jQSI1vhyO>ppby6nT&oDF`tf_j+9oe{A$M=65
zkcUJ7m6|jE0p(2qGo0??LPJfh{|3k<+1B}J>oW5At$!IR@r9C>ej~syuc$}`@?ruY
zV~vHXf4;w9E!vAyJ{)qbYQILv$jC^+mi$Xb1rzTB0Jvq8mPP{?X^4qG(9qDx^sN69
z3eYz;?#qyPxZD!i|JHkaY!S4<=+&x6HgbB!8~fa3lAINU2xMN50Bst)<$QTJ5Jm&b
zePMBA;)Vb&!_LKKty0~^#l`xM@~;9EA6GIRx0C>8z9oX&lM}p@dq?q>#wUK`ta2@#
z4W~(8lmWLiHCjhm9d{c1pD=$v0>tI78TMOJ<OA(ry4I=)u`9(4*Lg%%{(58`WPOx%
zepm^!W3GfVY6fG5A`d;c{KkaU&B7AqefsWVGLy?XOkGylyUfg3ot&P)ybF_I-;&sz
ztrcwhQ!W<mM{!<R3mW!}H1qOOF%6FJ`s9_(nj{K2=VwiYFazGA*wfI7kj@rH&qVrK
zQuad&vYvjkew;HC(wgo%!!h_;i{CG&2uLUT<*}#O*?K`YtlZu8snD1*noi7J{ezD<
zy=T{bhnJkFjz3+f{?^a+lC>B&i2Cq}YMKzt2RjA+E@7<yHkTq<8xi*?^9L~}UpSKI
zsy~HI#U2*7ke>5+$Iyvnz==8e5KTF>1=0%Bxf*MGx~bNBEthOEMY&;K&OYRKe2}v_
zwCd1T>|QNK&Y>aKKZE_nA0w}tVuxaAyL4JWS82OGRO!^e4;4PvjUFtQ5JtXmcxW2v
zQ!QoI1Xp?ca(HNwG{?xESfhbLTdJsQx-q!$@b|1PpB$He)!;)(BnAw5j_oaZjm(Il
z#^hshvs~Zz*RZF|qu-fwk9{O4#OIv|Axhp<S5h2J3g|wo$L9>i`H3*;E8mfb7J~&l
zG$N1|%2NC3$(U3xy~WHI%x_p{jIGB%Ug;Z9lIsm%mtrF1CEI>b0uShAQ$)5);@s9Z
zb8O2RmvT$QGee-RBC$+i$=3)vre0%A)Q_H(v#YR3UXA)pnVRB4(<g1-Hp>V=szucy
z_o03<>u8TPMm(mh1kZ#@5P^Dcr&+k|z^eARd(GJjk+vI$zkWcPdFgn@$1tzuFXvN1
zr;IAQ@>bkl{t!jg#KVs?TiI*k)t^jk7%=X9ICao@VEIru4ppSOMmc<};L8l!bFSW5
zFfflTM-j(pX3v3KVZW~*5UlL9Hhz#ty)s3mgBpD#oTPYP!P>pAR$FAVf6(%Nl;vJ@
zyv?ao@dEhUTX?;~iVDzT_;*TB^Q{RNWW0t-`d$;1Jb8NJia@i2{VAl8S76KJXF79i
z>|vYG+Cw)|%K%B6vG01yZ7B?R<vwYkl6H`avnKglZV(!_vNY4O?1-KWLq9$R;?2*M
z{&p!OM;5DAGY)A!-b87%P`c9Kyj7^I$j)O@3W18xj-F%MUj;fbdht!LCD2{IA9Qc%
z6wm5e|LImj#a5PLULM!T6_JA9e`uJ7nF#0p7O$oi@G_#MF)Dl98Ofif?rmViHMQRa
zaYO`=kuLXsHw?%(96Oqa>EtW=*xT%okHjLW3o2{&m78;}t=QoxU>_>)x{S8sa$uhh
zPVB&PL=|9sEXXg#a#fOIE=z8R=U<NHl5~}EE#c=TC34(buHGk}j3(dUc%t53hAAHH
zM<41l-1*+}y#wZjPbLLCJ@B_CIdZ4BmdUkTJbhPvl;M24Q*1g$-<hd5$O9K=W>PY@
z_qWqn=3)sl_b*9UGdwTTo`lr^nNSR=5lg!RNk-F{lj85N%0RIpjM<Bz;50U@WruI&
zmk4BO0hSO4<#T^Q(&qMLufE05hAHbckJe_-no8u)eo@kQn=ktv>zXC)M6Q8GkGA*r
z>`tFso#SsU!>q1J!M%TCCAA!Ez43}G>6xy1QkbrdcSAls)^?bTG8d=~9kdj#0a%8=
z*ab!&IxO3c{dZr|d{E3=Fo(XD__1YI&1w*x=NpXCRbmjF=Qk=4^;CPVcx9}8d(xYO
zr9?TjjzZ+fG8l`Ej_2GQH%obLyvDhWNv|^ad8nGPcFW%CtajSF>@WBW;$3dO*^Um~
z2*yLg%8nJ@aYLy?b0bFE*6^_qkF(7Sq4lx;yk6O1!=eT1%RCHwvmLAAJWNxT!MXPM
zqW-8eJ?ih^I-ZT)1|g$bJsl-}#&hK0lA7wZWkG|}?Uj+5QS91?ZR|`L!=3gW5UxOh
zln$yrfjm(KqvqH=xn3sU*{*{Sw3z*H;cl9A5N3+?;KqOx$87)GDaL-Q815B0v+S?#
z^g}V~vI=oS6Xf!G%$+WBuBx&)M#lXFqxvYne9#!pAinzB+KopV+?BdkO(crFF-c0a
zsWMQKsW|8r*W^r7^hfl{+#CZVZP-{5^SL;@VjEGF)F86D)NbPPV5;@TQB~$RWNT*f
z5nL#FbBSq7@rAS_v>yy*3(ogygnFeq?EPvFmV_d|_vlv%y<D%oQMurq2n@;kfC!Q?
z!T6BoG)2X&qMs1-9af3ml;<)zh)}F`F_}giYn!&Odfs%j=ffwyz}wih*~>L5%|k&a
zJC?X<Kb;GzKc?~5x@-nso(>yy{g`eGQj(hAruzNbm6mEXC`>UR_C~j}GBEbPb>$3<
z$bX^m*(syznyaOaWYVu9yYEm_3&JfNr^+Y#$|x=?0!jIW?_IJm68UeveL?+4vM7q{
zsw5S|Lg@DtPKo@00B92yb_oSTNIqoeeN`3h5JZZ^2f!DAQQ{NS--t1uUOjRT`vguy
zEG(FCrXab}U2l#B<6FP%#@{Fm{-)xlk^ZZs9+Eao<0<Q+pd1jBgk__mYJkH*B=5a(
zdu#!9!e+YxPD~tg#Gy(!dmlgyI;<emzE~d{?|0+llZkIj8oDSa>uLz6jhw;;kRPI$
zg?MawC~^sEOxIL)dm&$!E;MBsP*woN?4Yml_1dUg?73BAW{d$IEZMA`LiA!{i=Ud2
zPW={*uon?$XH)K7eU|bRP$ZNJi}mC`XD1{;Uh~_Q#XI~e3xMIuuF7HC6NKO8a{BXm
zGpQLN04n}KaJ{o+=4AlNtZeCkNlN>UD>es06M<nv*<3K{J|Ats)|J&*?g$)Bp%XgP
zyBY@|2pdga>R+=}_TM^IJ*nSym~eT12Lj>pYKC<6HCJ*W|MGWi?79)Av=yY#qdee4
zNCafPR7fuEK9s;uq!uvpj#MeSnnIYZSH;6%j3f{MkYH-d(01d$vo8`CVf3zQyl(tu
z?-y(t7ZrcOj40tZh1)kgLYVAM>T3vRPFs=j|A_*)_1;ebN~I#E(7`mo*CyLqu7JU9
z3rWQAk;O}npuPO!8qP8!j;(5#gzWP^)hh`5>}dQv#JL?I`DnR@>~vW#>|)^NS%8D$
z5cXxvkqL9#P>e>*u><P{pJjxp$Ovyl$N<yPoj^!uqpN*)CTqCI<!3fXEJTKjfMt|v
z@aEA;K@01K?y_PQM*Qn2O#5{N*W;VonGIp%Fp8=1L=IA3W~A}iR0)HnacSE8ki>}p
z>Vs@lpT;!fN+9-c{(LseR^weByiG%6h{<InSRhz-9~s#Y-}eWWXBNSl>C<W|d@dHK
zjy1AgBA(1*uJI>$?u{fJsj7Ykgp*Ar9i<0COD>AZ<{{!dLyvHP^a!@KwnZ}CRYmrk
z&psVZl(VCwh}5Wmd-l{!tF=itcu>AN?)sAw5GJQ;v=yn8^VQ%uetgT*Xe)g_9Qe14
zPtJGmECA_9<<=nOy|YpO?ch)DWCm#6BD<w170rhNd-%zMVy=3A&iGvX#~I&>Nc#6j
zqQFR+gg!r-&jlv`ba{Yv{Ce##@-95~+fce*w{yu37pJFI>ledEet#C&C|@eH8p0(H
zKfyuCuxRhV`|Y*?QpLID<&lzb<k?`$H^l$ZLbYA0HF<clTms<@m-vux$)^o$e3yfE
za!LS&7L5^3ifG5beyPgl_u{@8nVcL1)H*K@vV9ES-(Eu_B1FD_hXVIKu%rmg6Ledi
z=cTtXf8>j-Isd^sQg(vIlF~3)KX-3nR2qOua>{s2ch{er-iEGIAvzY=bL6qK=*SG6
zb3@*y$bf$ly`a7>N@UB5bjdcj^t{ArPlcH5eb`&pJLo8Gxa^TWRS|*s@pY}*X2v`r
zS)I(-LSX;7$;>*iA_`uOKC7p_s-#3zMdr&h!14Hp74edZ6rMB=WmTtK%URx>|JW=d
zRv?>&Y6Ob=(C9T0DPdujBn7Wt{+SG`5oTHAt@M*q{p=Qlt5gztlLF}J1`_o~pYcy%
zKn)6^S(4FPoY|PKCmc4tiW^EM1DXR(s^%fSeohE7Iu|we0$B>8E|i{(e^l0o(SXH%
zn$dGJ(jg^Oo8V>Y(#qa6@g)hyif*J92pdUR0u+9_o>Ic`uR3WPqhCluwzq8aLO$@I
zv#*XBTW?OnIQpXwbPovn?ujfq)SMd9`k&sW5`>1ATGZ@o!Nf<DG6zT_kaVv~`tbJ$
zL^|MmjDm5;OzhhZQeq(}mM}EmxY~~+W24Yz{H1@Tqt9nc8IBlUeqaw}KRXbwW}EK5
zE+L#k|IxJ~<YH&j2OU`;@NSn+)*<j2m4l8XgCX$2bVGR&$C3k@9@7cODkk=9T84>k
zYU#ttWKk{mU&Ay0vnJ}rFXl#%Zt4IVLsxn_XWU^|BJ{Z<h7QP`6n>{Qt#?GB>-6sS
z(GRLw^U#o*gDELaU>1U;Q;gYfP7qsU|1-asHxauVtF<M$Rg`nJXD*&4BoD=P%cQL6
z$9)Q9@CUPEWYiXia(zfD8ob$|r7jJ;(LtITKN~tLJ0=L5eJLxZKky_uF{z@nen79k
zPZ}Mpj-c!ES9IX)2Cg{(%gZO*@4(c9zCk3ZFQ;PPIMvVbyxr`eKg~Z15!Xp3CguI*
z9;w-(Iuk5V>3j{37|g9dGEa3l(+vm78)?T_`+<t=+TPypRL)<P`)`xz5K+yTaEqY$
zAI8GG_CmsLA)U5n4y?xDkMursnv!kB-7}2)EJc~zIOaR{rqKIDl3hQDl#$|=k@eCZ
z`6|#I$RXa?NgF|}{SDGOzxW;$cvl$hhs{PA3rL1^`%V$mR8&LQIGSCC^-4j@*n^GI
zw(j+dj191Op5I1rN$@1veuN6Tl9dajhF+IyL80z0_uuA&W(TgD7DdnKBzev);MD2(
zO#kf5xS`zXNDdBY#)B15R)+#xaz3D#wz_5Lgg<tQ8aVx;2(|-Lvs{PpkQhsouTaK4
zxg}YGpX{9tZj2gb(@rPm#XTs_Snjzrt9k5u$#^AbyRV=@OJ-eXKdeaqY+vB1tWvTy
zjIZPZqEcPQm#Aj2Ho~UMRq`4Hl+88V)b-<94%T(tGJ7rpMk}Tewkt2wXt04Vloap0
zRDe*=;=nM``^Q~vnj<_3uSL93nbw+)cpb0B-no#4<|qBUe0~Wp?@b7GqR5sfJB^=S
z4?kl0gk2oYYQg;TdgNz@eEu!NQRY0kOD^{1(q$tM2HpA|GD}!N{5HW>Z4db$sE7`>
zwg;t_`&|^U4qO|)4{b<ZHqDCoCZgf>aQRF}++a^q)V`56;ceHh;KJ2nb&rSMU|*P#
zwB*CE=Cdbg9NLD_6n&Z=R118&d*V!1@dr<a+Zp&9<_>x4AqE2Y2=$;vw77`tWp^mY
zH?zy1+f^0@TnDa<ZB%<z^RouykP~`mLpxQJpAA$eldzX3@0-34Eq#B`MnKmu2tnRj
zDo1XH{?KiPVL<k$=bGP&r{xr@#*c6{(n&!D6v1|17pJ2Xg{#Bjswqp5v_8_s>1t%U
zpzGj2h^;<@la6fv&F#qRn=*==!(Nv!9c;*#QHXc{(?_9sIIgS@K9+n?i{aH<a#)s-
zdX+xBNgwdM80dY1PKc@sNru!)0lZ+??zY9)=CW7r`}GN~TSWkRx#-7T)p^62SF8Nw
zd3}GKTFHOw2e_Tg?3~H|#8h6*sYkiRwOD0e3rJdiePL}5bY~%audZU~c&AEi8Cd!b
zyOAMl`Vz^!nqTUVl9!2I`-c9q7KwIf6M9P(zsT>7)`n)Zyc|-^HrIXK)WZLy&s%pH
zeU^7(M@f(E!B}LpW7QbLj%JaQ-2~6Sf{P6DgZYPPp<p3u`&wXd>(npV_xOnqy?q<2
z^=Arcbso(;L8K5MG$b5c7iKn-v=JDU%Ba>pYNJ+XXiM%`QHG2=xUlp04C(Zd2R-Lz
zN%HY}M9Z_23M0>bnR%G^XaC%y+h3YLj&w{lo!i?eVj(o^aJnv-YusrhQ=|ANcYFp`
zXe@s+=eAZxtC<&i!?~=sPr^Z{)8jKpl`b%2-w%$`OBNj|QF5~H;(0@c*B`tOM4DId
zSm1p(tdIkuQmbil<b^_pGtpjN+4ej9bWJsy1f<kLOcqi)^{xoh#{f2FI5k*pFZL{Z
zI%JOtN@6Di)Uc}SIf_7m@xd@6*qq7^Le14M6H1unG2^Ppm!=oA_Cwy*pPIx|D;Ott
z{DxMzENQZhsdu*m)iqPS;i!v2OuL`!`g2^XUHj2Emk!Ayc%Y@pXZ<CpeSu=S_Z$0z
z(;4!ig=N?Dzz6m7BBT3ZoN`U#wk=r?8pIna=kJ%{>4*E~{(|zX<vcj!%le$@f7#BS
z@v51zrFJj2c2~kvpn7Ip|I{2@n8CejNWGm8;><-1Etu>P{S5!hOS)0>+89B5hkXzO
zFvF?dFD_;k!Os&!8=dqhG!kUo?SK|jjt%>fi0-&va06@z0Op6@Xgs-%@t&-kVYpY{
zwR%7L*(Vp*&ja^0L5Vde7%ZcgOI0yjrer+|6cOub$0Agf{HH&Ml7g76@Yv7FIt`3S
zdcsj#o~kovLsk~s9Ez`>rpB?d-@YFQP~unI+EdU6RG=ba?nK;}-F?6GCp(;9g7NEc
z(P(<b8lkg5WAS^Ho#E$)!lQ#Me{f==^SNQ8*Y!a6SdjGv1GlcjQq*XuRUBculb(W#
zUqYmzv2oo-KfjTD8A;LHRVF^Ck2{*b0AIAt`aImJRfIFo#jkdy$k?lna+GZRfT#j~
zHG0pWIfGGIdR-rA51%i+M+%e$0lw4k&$0{5$B8J_jc6oQ)fjm9tK#l1G?XX@M|g$z
zf|pd{DfumedfMeH_IP`khJiBrCmZ$9A)0ueETLc@f`|oB&w9fS078m?rJPuaxg3(o
zSiFN-p>$YC!8vA;3_cr&35<bRBsE6GZ3{&^{Na0>JfolsiqW?*c&*<s(hx9708mN?
zMRwU>dkX;$5l@#>Tqo#byKnOYi4TUS9q9pcMoW!qX{h*-S8^&?V5_-tLD<gx&$+pk
zgtnS>5$2}+!+}walu4~M))Q?mVvF%=fkE<)ms!7=x9KdZX=$<_eaQ6s_Vfc&LpA9$
zH9-*<7&j@<WuIEUGX@=O+JwhGA6;_Hi~80uviBXZQrSa0hUs?S&*<mn1?{a{d1aj$
z`cIibr@T`mI)Y?Vj5`x+T2c;ZuL9P6Qo;mg!tI;eApf$>#i{n6-`NxwK!9346)XoK
zw`!2?64{&@)AR+0aGfp|*q{F8;BeW-C`eu#7K}}tU8Kpt<8hA1<H_6_kaGb{xsE?L
zOthJ4JrDFWM#P=2FZP}C1=(qOTmn{r3X^4T)0*dwOU5Sw0*^q}^PqcReBGI;r*K!;
z6F)PGE1EL&YgKm){A0>!BA%BlveTdB+n~SSX7zJL`42Y6b|I;Z#v+YJg?)2Syydo>
zHsj$71tyH0?G8r#f1|S(eKru1LD}c5HrX2N^W1+gM>$5Q4g6v;CMoL4JyyrwbNYbq
zG(9865r-no8lj-L;LFj%{<79=wFvjEx-ZUaf|VY*nym~jn{v+}DUk$x*hu*st**it
zOf;0+{F|%5tyhOAjbRLWf}OSR*}Ua)W=>2U1kt#g{42KuLOD{CV83v$M@soqM7gmM
zi3j2+)2blcr>sw#fV@a7Wu+*VtDz2W@&{SD2(Z9!yXXS+ee(TZ5ej&qTc>K8Hk`d%
z<P?j6k?hPAWJ?BF`u+IZLTwyFZ8>Is`SIR1ta4=U5qiV7jiI1z1j^K5kT~LGY2O1S
z0}&vV&7>-cVRRRKX7}cdN!vq|_wokN6(jn!DulML!KPkhdV`Sd#jyThSDCJ3XLo!U
zy)Vk!R{T72!50`^M&@{|cXbqTD&_p4af9*u)rPtPI1K{Xi!Vjy3-oJ;P$(YeSXnR6
z)6+xquMe5fA0ObM#%MefZ*NojC|<l&6h6=)BYWCVKbODLejP*ufpA90C*$w0v*W<%
z<8yOcr3ERAOe>2Yh>Z8T<;8s&xtD>K%A|k=<fSLRudJwQX<r_ebsF(s6m^0PNOOc)
zh$QdQ<KiL)RoNDeEdAWicP0Geg1Nz~lrc$JXp}Y>KI@B1C`lbz#q`u-k`|OOjPE#4
zjY*u`XRQ0r&*|^NUF{_}e|xFis$bDE^p2wCz`;8)adm0u_RmEGICUqm#;Y;kpVr`<
z-hX_l|Lb&RH)sI;*wXm|6T(oYc(ut)+e6sxiK2~y(Ci@C@yX1T%yF1@-)lHEf+?GW
zATcKE*Y=wToKA-R>#gVK?3O7Nl-b+BDVMlNbg1aNsoSH_<sQS(8J5pZaMRO+W+so9
z^Ju^73fWy$6LV{G2zTn24ld2j3F+t9Y6Rt76py=)9VjKIG(dM;p|f-7#U)Xyn4(jP
z$^lWWl;>dp$g&kbdvq-??lBL9)_zXX+JZ}39e_ShKy~%T9cU*>Ff-5Z8x@A4CSx?1
zK!?)Dy3neHsM-1I4TPm~B8ML3dK+*{rwM(pkK3>;*B%l;|3uBqnM^{&3ECLLDJuWi
zcni|@fL!tnnlTj{pn29Eo!Kfi-f|k#8!!fBIeB~k<esAU;aXA=d_IAoQs8SyxMR-p
zKwJWQVhC1&S{my?XJ3;=jmd^&;5fV>@bn@_L>+!2n>I@hn8Jc1^b0HCVfh#+aqZq-
zks=#eyU?=oyB_`2;JB_L2?UlytG5_AyidoLHaT$x5UM>tJj*13q|F9n1^|pd4>*d!
zAssH(nDQ}@()6^j2pW~5sB7%PEFiXXI|aGoBmVbAyQm0Ddw@CAhu=glRhQpC!tyoK
zpIBT{$8vnni5y$a2nHLL>?#5EX;J?%NToUbq-*#)Y{X<C(_}5PreN03#(@;f^r%Ww
zf(N`qeIqRr$I_#8H7nk~nJM%Gde8HzXJlqtc!ttq%>0r={Z@En<SOAc+y!VCOHw0G
zygWuoo+;s~G|)I^jKUh`m@dXxJ7%u^EsKxqrf@AuBN>gK^cnktsdO@0AfI&ts`9Jt
z_ic2z++u@>5&0y!+%h6|Yrl+bVin`TeVba4Le1V74XiBW#uwFUPE(Cuy9&}E80st;
zdXZD&j;+P%KiZr)vWudNc*{URtwS@egyjI%;sHFL6hpi~N?)RA92WQo)4LouxS1u8
z>Ty?e#WyZn1B#WPlChq+lW(k-h1-c;d}!~p%Y@(JmOZ0372cU0O=<(=J$`bK2}x*%
zmRZ+07w?F{*(QxDR{8DaV<ys}MQOJpdDq++%V{)Smqpes%UO=B+w_UZ&<3MGT<F5f
zn1MC9pl&Ko4z^O9u0|9*ucS0ll+*X2LJ3pleL;>|cCyrT#Qk|wE6=eBQTd}^#*8W8
zueU#iG?A6AOJfy>CLjh)tC@*vC0RF08cP91st{oIep{nC_@3aMiZ0syw*QT_z!7`P
zkZ-%mF0JRnk12$rbkb01TJ04u%U$e`z^oK*5!;=)eE%(3)|Y%(&$Fn%#GNqV3f(5w
zMG+gKP>KIz6U2{8=StANoQ(DzHJ;GE5`WJpU~~DZ&_%Nq)Sm1&efPrOGkTer!g(|2
z)V^<kWa$L~K*txIIPi`r*iwF3F*e5_3*Sj6Lr=(W&Tm7%_dmk-atUk^O~^Cty#&(n
zdJEg)(RZdGxUx>jKcwG$ddPyT=~gs^tOQv_HaOPYZ06~ddl8!j&|R}{8lLIs^(<~`
z!RX!qpD}gHe}Dg34%+i_+F8X;bv-tYcJ>jit+`WQl0_-<@(9Yj`H}YQ-ZuuWxskg)
zU0qmuC~WyEEM(87R680QH#ou3Uszof6)($F;U<@nabX@Dt8HFBX;m75T=Q6ttke8t
z$C}sxk=)L`vIdnSf5V(@6}r^@*}h;-12-|^rxN>*qpVUZ@P8zx&EfxHBAcL~YudV3
zTb)mWs9v0pdgQM4Iy`Z~l(O-UjBIR}@bK_<_V(u7YcW$r@<jW6EfLsXS*XyT9v-^J
zB9SlSz;7<6i+&8+je_)8926hlu+c#9KqrgZLp1sL@XpCe1i;I+2{2}j4g3CCZU6b{
z48q~hMhdf0in^{Yq0!C5gPWUMy|?RKBU4K@fkQ-Djhp=ET7=TA1B+1BQTOgYDQosr
z6h*?6Bw0v?`!=4T_3cuoB)LVu`CWW4x>k$gYJOYQnCoJfuM$O|atQc`Wb&hU69leH
z$(5z^R#G|KNL`L!Lk^A5_-DtEO%OieCt+E|a#AqJn~GmVj(v1Gdj2`{JSUKCto!Qj
z+_$G3q3tY>`v@9K6<mm~qZy(t@yo6tl<Pb}mS!A^)6%G@j&PKYeWvGqLs}{@1f&r!
z)i@A6`84c-WoF72T(YK8Ea`I-(z0Bv4%1dnwm+CjI{MTFD)e=qG!2{yO!XuUD%s}e
z_2qP0*c&0+WsD(%p0^RFePP-spoJ1f?wLhwT5zNp^GVBOkn}A1GScSJlXPlvaGfMq
zepQ#E)WuLTEqpn#VBsMEc`U%{uF^ys+j)}~#y)nw55VDS9u#@xbVh8W_<=n%$*S^U
zr0@Ef;fZ&@HO}Zkcf}(<73`}vJaT!mEC;31r~jtF5XEdbJTo6#1w)ZNrr`e=P6{%b
zT&&fvikTsL?1^77pk>QGoN|9OK6nhRXL<2v1;^PM<wtdA%2YemBi1*34p;^Ul*g*m
z4#bm9#;WQd3&471=uSZ=t-^mTe@Si=>EHbztp;n3=Xr=IeV(5^>wi$+%|L_ama2b*
zL&1JHoEY$`w6_^y6YmhKC&_+d{V6-r!SrKoT@#Ri_olR%wK2d(O>Vl8(rw5E&JZ~z
zxx-l7f(Klf#Sc|bU+ma%iC!^bQKd;x#?FBY?t%@jj~LczqwYD<%-mfTt^W<;1=fjC
zw)6zoXBkyz4TnW5LA4m$v)WleSG|T>NKdKO80BPn4XAd$x52gjaiw5tkfnAa#Ob?F
z%S_gC05au$qrpk9o_w6D2Bd(QSH>Hqf)bGf-QLq7_t?r4l=-8o6_IsW$cDhR$-j1K
z12(MlP%#&Kw(_WkD>WY;Prm6WJ#SY!wYMCoMp=j1!6W%LspWk3#!+LIqwj8vH}92t
zYw?fgJ;`fR*;K`4$N#jfs4KeT^K@2ZoKh~RY9Ob#D9#DV$vVG>y(F)3IPD$x9vMrv
zeQN{na`D=Fanh<1eWbr+n~cthe6ayyMLCIvhznQmbBC!}#*S$SfehJh@#mc_gOUiy
z3-`RHcmmiJ5zUNU1OL?#E&7&3zj6fTldsYCAr!6{ASubH+)g+C)Rv?xY=*#Q_N7m{
zN}ooJRwL25t5F12M|;GRmA4Ga10btfbDLJb6Oe7J1>UM(m`d$-9#dYakA`-_X+9<^
zlV68*a!-g%>qYInsFp}_nlP~wd-cjr!0ZcWe4#Q4P-^MOX~n90kE``7Agq)<S~P~N
zm3Xk%rEn47WBv4(T+^;P52EAD9MO6_c|%-!L?}sxi%IR6jEViwID8d>IY~!SM6Cs<
zBS|<TP54Qif#TJOz%*OR7<jC<o(4DNE?KbIkI>Tf!q!3@Qp4DlL9$MD)4hA<x`%zB
zne}61?Lph1#D<gxfvlE!jpDFM7gC+~U##ur<ee8_b*t3j(k0mKRLSY}379cHNzxBh
z$WL}&e~I#ADoy1+3;fn7jhP_hFH5r``pu=(7?X7|2v{HiESK)&&cW@9Y{Fl^WRS!i
zL7w-8u%@WWR(MpM+kvaO7WC^^aGKDnmyWChsYI|{@nw26OM5Kr#F8A23+qO5hooV~
zS%5&^tE&7yzw91y0o11nkO@Y)401jCrg?ao0ICqx`Db@%0+=?^recH$A7r!m?Uz+q
zd($%}4F@ooM$;smySz25e$|2U=itmVT3hm8v-6puB3oxuLzFr-U2#QCWOvubzEtPl
zUwPw1J(;{isdEM^kj9uQJ(FutX7fl%wUE<7j9E4NSbrQidC&+tjz(8QVzacPcNUaW
z-(BJP8OctzCq<^SwPmKreTsP;5b0{%W<Zph!;`)EX2N>lMdCV@0hsiAaTcnt@;Yv6
z`}`YY2wm~_i=3O;0!aPIcs5((U*Cm<Br(Cef7ja2Q}`5X{X{%y5oNEN#H%NLhxBg4
zzkAEI=zxf?FGfb*Th&LeIjFxzoaKU48afv@vZBsj34_XeXdhZ|w#V*&?-_bHOl}>(
zN{sGgL57`qVGXSoO~b@|inw|f7^bGJGKhzUb#3UY-ISYBV~-}B_p3n7am_#OrCwqe
z8i7ei<uyI&^=D<de>8RZW#y&egJ|o0)uiHe*sV=O*?AnW`hr0Jc0^ixJ+iqljbP@|
z0WIw~Uqlk-0RUQ7MPy|OC?}Sv=-zwZG_KLpBVArR=?i@v@{ihRE{GJG#l%A5GGnzB
zy2-0e_L6$5@+c-=*rAh5mAECE;C+Ib@ls_y-vL<2#eH`?>XVR&2tf^y``YcIT_e!y
zOT{;NTG`!BnjiL23=S=K;k7{T$zbS#kzLwp;<9PX0)A&8@1G|pz6%M^KiYlxQzwms
zht}HOs=1#Q;Zc<1<9gs?1}O&XgE%kGnK(wzXfkl^*uFQwXk8ZL6X?{JJoxEqz7hwJ
zW@eG}+4y}NxWrq8C|~_e&;}@p@{NkPI1_N6Snd>O6VSJG&^JiY&rmKM{n&ED=J9;`
z2J7b<pAs}j-eT^T*T*4ORoY)ag!DP|#DH>2P+kP2bH4w<F)LrXhnz=bS8c&iQU#^9
z)N;$RI6(O~zClT^ZnhE$o>?Qd#g@}oar)39;bcVk>bbeT=gPu|SrLrUjf|lIWf)!Q
z__*8jPUOPjOq>Nqt0_M`p0x@6XBbCN#+NfjOv~g5XK>AEzj3AQ=78L%y#cw(0XPDM
z5TbLltvtHbMe{&9cSoMxCXVc%xopq)NdtSNWvwV3Fw30i`c;3q7Edg;jD7j|!zRR<
zX20)qjXAQI%3XNq0_4xcF^92TNzi&;*7z5t?evQ$Kehrp3HYPNg_^XjG*eFWBZDRw
zVlW?ZYzt#}?Fo{Ku!yyF5Q+G#@sEE%B37>E&kZGt0%|ztKLWnSUr*gA!k0sTahn`L
zyRkMIeJI$L%AcRzmPLG1uFuD{EDm{D=6;D)9wImXc>-5GIUFxJVdPw_%1J=qp%ux4
zImfx#mu>9RSpShI|A6DS4@Y8DgO{OAs5}DzCO0D$*0m-`GW$##vM5*_6>vUZy@>%i
zQ)+3l49Vk1iQ-b-tzPo;@RdBOrkh?`#FN~a)=(0}msEH_mRE>1koLuGTmn^ZB~4IT
z(vOkX2_bEtvRd;mdOiKP0y=tBGc!r?xPebV<8No>kJuzedt&=4iYxs@BKk(~_PP*Y
zsFV(4*%`JptU|l>#xGiG`^9vOA|}R2;8S&nE0`*jJPAWhFTVMN1OPCLqN}B~Xl)AP
z$QZ}?TkVRAJhZ=AT{+<Qs?I~FL8Kqy^~v$2kuJK!@$r<Twy(e$ecFgnYYH!{<~BgI
zpsX47>JlEtlG@<RsXo9M?McC<ywBsXtoJo%JB*fntsUJ{(;;nrszHzCoqzQw&Y*CI
z@6a-SFiO041vO2S<T+mJ9U_$11H06pT077E1&N1e_Zc?%yKKLyRjAiw?+<Z_T(yK^
zMi<qo)CXA=-$X;?g=WT}=Jm!y3JY*)$#So(beJq0myj``?$`wb^6`yd9}tyM%CWtW
z81U$3;~nhwKh`GIhUGvRU=uZGKGq%mK9h1W+VuYo8^`jj3{4>R<AixnU&Msj;p7C!
z@O`bHu$Xo*9$8LKK6?h5IU5GfsTsBLcWzvPJ8->Ase5|<cz))X?G*z--UJ1w^iZIW
zh!}o|+*rqvwqx!}rSPl%W;%#WBh#)oVp~<&zd9a6Q3J(;?&7m5N|_}1aAE;tR7K;J
zF2L|Jo+A~pvOiv0$&t~vk?Fv}KizS9Yv12&XuPG*!I3e2Z(pa7W}=0On-jOjTk1P|
zEiLevmIo+TarP=DpX819*Lr;mn_HDMs$|3Z!9)et!8?ZeN+!uQSzg}XQ!QhxKF3m&
z(tczWS>^S>@shDCIuO&K;lKuB@y<9U!4*gvnhaSmyfZJk%1cCBSikd6=JMH=vrO4F
zi(akOqUTEPc_`~(cjshNX1P!3`LvMcMeNs-6lS>;Zg=KIwA4KRfw9t=$uG?E)`7jN
z#Fd*S%2Kvk|9R*l{w5Bj95O))5$(3p6MsUcEcs4+P(^TC(|rK{^N=v9=gG2B>_NjK
z0LI6Q;N{39svnS$Pu2M#P9XcTX%Rh~6#lwLj$O-`iz3}qx99-S)hLVPkNW9kq`ows
zlvr^QGwUjYbUfyebyri8FU5VtJu#EQnySe2ezitR{?*#Ijnb5ogG}2UJGvB<3h4&Y
zbPbMOr{+{znh4X@W_IC9dbQA+OPk<)`qnQymU?e*FD8os?=%I~#yF1Nvu5K8AOQ`l
zZZvP(Iav|MJl9`>&Nx2Fr6ZeI9>@G?d-;d!QZ3UIyx!V)-wL*}f&yqXDd>ac*ftj*
zz-|No)!hq@Yl(%j4!=`x^1H4kGT3Q;eCdOF$6s-(te@G14Y;t|OAWZuFr2R~omLrb
zQ9DUH_m0d)j>a?39PHI6K^?dk;r+ahfBtXUE!nZ^Ug0CLL2UXQe54!Skt0#bAK$TM
z$Lq+TOk{m)cgAPyrYZFl{7Eq=#h$6-=oJqry1aqDO`$}zd|$u&hRQvhdV@~r!0#W1
zB8P0%E#6GAM;7a1j}sGPr#B*Q$2_o*`REmxyhRtsHKf4;`zS#>VMW)oca%95))u@V
zPt5(outzm^NUn~x`w|$Cku5mlp9#0H|1^{kB>&{--ID`FiCdNohH#YU7w`*f0N1*4
zMKwT}V{iN*nfGP^((OMSftP*Ds6+kB0lyPg1pB@I?g}vuF_7QL834>ryZar%BNIHs
zV?RTeTB<S}Y}SWEGoQbZFHxU9+#1Wg%hg8z9Lbd)>)aSS^rv8Lqh0Qr4$TBp@jGH3
zu%gD+3I*x#0_^@XkQvp)yq`dF*j;MHLHB$zSLWh3Y8%Rl)=EbHwEtnS9#OC)j{AyG
zKp^NcOH4IEK~eLmaBgnya4HAV5o4{z@n8xdY)CzkG+YCenx@*Cj6-axs9fx2cKG0U
zT+hEtNWg((vGK>wtu&OBKElGniVeIz-%pn)Q|&t{5fsX0j%3g`0U}WVcb$ZoX$&FX
zC4j7^yt3UN1HdjW3^zaB-MLRsPxWnVqE}aSDD9(lR=$MFwYi)bV&DNRdF!VQo}DKB
z;g}DAb`$!SFX8v=9#u!n0&foij|@;pCq_m_TYG!ZczAd~&*Lu|^P2Ydj5s1(+%WIg
zC+6W;hUsF|>8+bd0oyyS%h&zBzP>`sFkVviCu70uNJvOX+;p(VaJIw)Z+<~R_j(qn
z9en-Fv`C{_{I^!|gc;tI(2`^*WDQ;ebCo|axa%~J7A)UP=Z*}q<x?UD!9%d>h!f)b
zxqprQo$manteE~9SK_d^J=^(lXL#2iFs<@d<(4HJy+8rWV<bu|8Jb2eH(r;ZZ(CX~
zng(6l<!$FKV{majJ`+$d)9@5_zP{BJ)sGHe5uH(llZXc$-s?F`I_Dl+Z+?UD<1Er5
zIEEpsK8`%zwM167PVcK9uOh9MakjnzO-n!}H3oE$sQ2G?J0N|GP+4UB5~Jj$se%{m
zE3p)G_)c-(PD!$vbG*yS{m>chOZBW;CNhOrdX@)GhK4qI?p{TE{!?Db+Kb#fzI4!*
z@e_LSU6Y0L6iyg1`a9|TyFX8&7n-rBo(UiXgYbfG>?ZDfJ?c&}bR9PW{A2#ll16+q
zyu&h=nR1@6j#67}9(lEj&L8|(Ldy(;U-c+mnLZ08p_hWQ*Kmc-Ya>?Q9SO3yh=)jY
z8@ThE$%beYov*<eDz*X718`$Jg)EP*<6^z8D{95@;zs`HcIGis&doC(w5=J-z%<6_
zX8ZXL(h|1)^%QB~ubZ|!Y&}sgj(-+e4}MPtmChMlt{i&0g^cV9;9w$E{a*PcWw`DQ
zyZ+o%CgZ)Ee>A1}f~O+6luTl`QY&h5y<;}+zd$&b6i~NgMq>Xcmv}t2lip--1wI}T
zo)~1^tXFLCa_Y84M9Y7R8QI+^A&T@3iSLt8wVO0V`e^f(qeTGI5$4M|7e#W>A}=V|
zar~m%W8Hv$$y3<MzO{9z@1*V=$)S(%@w~X1-znSQx2<$$OLy}#RIwZ3->f|isKAmb
zm^Wp#*z(qvA7UYl$|{}wfqg6er5T8Xl}}s}U`5)@h~H%b7!Z>x_!~}HzyAE3YJ;gF
z-Au4}o%7&Z7xWE3$U1M46%-smpBrw%jqoix6*Hrq>2@!ddOq|JQbyawhE;VaV)_8#
z!CtBo;?Y|~Lj2mPCz7V7gIt7ZAR96l>wK8-{vM|}=>3EDl>W1PSAjx8Qg(&|XQY{z
z`?Af8t)Tor<k%36J1i<;-{n?s>USoGa6&HC81g_0Dk|2Zg*fo0p`qcjr!DX_y*!;%
zrLdSFIL2@84ueyTf8QKTlF`#gO0qofg5^KI*>w3rG<!X}%)H~(G&BUYwef6kZxdsL
zeU_W>NNvBJ*M8UvA-a5fzS#LwAT6V`3Y6mPwtAo=@i<UIP)E6Qb`yBxGnzaf9R{*?
z14ZJyBr3@+Bzv;mwPT{)AplOQAx9F)kX?>g<4&KqM_5Hg#S|uk9z@BzJca+140HaQ
zw`JCMFE!MlKQI#8_>#KMK+AP1{VpJNX9Q@<$;1;$qLCFX^L_n9C1;GWJ2dP^z7&-)
zudbyvl5y;M1?YVoN<=r<<TDS;i--hB3hzEws#odCd|dN^UYgz-Nu<N!v?B&rH=B%N
z&CbqlUI3LZ%c|c4&m0>*?|eo)fH4~=1R7S%;*Y<aNn%{QSprm^pjM}DpwZ=O^lPU+
zK=Utiy;~@oo-%_#^B-Zp|K^ma6W%v+s9qG8k%3oxHhAV{zCwGjU5k{4Mslleb5no6
zUmQT~rKnrt^14+k@k!<q{A@@BtUXKB{IAodho`4)K$}47Jvat1zA--~MKECS<RM--
zo-X-9lDt{7`TzSP`8@KD@fT1`*z<`6tUbW{Iqa#Xq7wME<H7$?fQv6q_`kYF|8q58
znx=rBpoDj!yYsb(xia+~KsLcIDhio}mDT?4RC9NCmx=1`_HbHcj#lZvzy8$kj{hVb
zfCJ3p^XS>wAUc@L78eqN`1bAFRE?21;Ktw__s0|)-2Yc6P5x~wM);A4oQVl-Fq%NQ
z;miMGG=eCC^AX4YX23tct^&yi?DD^#&d09`%0_yhrL;$o_IwcBdx-uM9Q^ltJ^RoQ
z92^XzN+$&D^BvRN+`PJ}$?VO?>fpYbiB&D^YA(`BLE|G1o}kHR<D~9pQe|g^57eJE
zx|@kX&ImZ>ISMNX19O_R$~g)P2m{VswBVR!_dBlH;wgahRKpo?J>OI<A%B$QDf9{#
znB*v|2{*74bN?u5rnk`SX;$h#%Z+A>lx9_-+UOFyWk*{oZUkACqtaR>r?8i3^-l_|
zXx(}RAUvC?!Aj#KHw8TX>fzQbwyb!nEw+K*dHFUs%+U~FpY_j0rYx1rn^AIWESJ^O
zf3^S)kQ#J5DU^5{7pXm>azMt!jkDC#tlRHZUq}%dSH}HV?OP+(@y`>^rgmvC$TzT0
z(JQ2Siow>zg^&8RNbRw5tE858fW9>;S9D4Y$RX3(fF<7Zd!7_DEI%3<wEP>X60Tnk
z%GDyUKmy)NxgS-ZN}Ggg7$Zkjaipi}{1i<QR3zgn$Rf*@h03*q-n9I>5MXdi6etQ%
zP-qF-KBp}TCnO-LDp{R<I5R7q%USM6U!GJ^r|P#sK`SU}l%=k7^!08%cA{=@_SLPm
z7!_*C%Nw!Qk1becFPU1^EpYZz*gg#n=bT#-I<!IcL)iON|1ncVz*}0;+Kay4Ug5Pp
z!iFdGe!-+nhCfdvphaqMT1KZrs^5{&eZKT-gfQORK<e;nG6Fy@V-SUOm8#kyH`FJ0
zYj4Ve{nAOOXT_v^<fxzJSGoWddrMNv2umAX^!dw5sdpyY42N-v%NsH+V}$X#=v+sd
zVE+yOttr!ls=XJQR+%w=y0S{7{iwI`TXtF+0uN8yyAEu)#X?OHe%1#bM7}2+>WZ%d
zTzhsnuCb2-)*NpfQz{J~fqOQWwiWK8SB_jI%!;jZ0pQpt@PGOCi`It9n3VVmO=Xzx
zh8eE8QQhQv&Og#_0dVGy(WNpWZ7w@#8b7s6t`&8n+D!A%Q(R?CXjj>YqPqM)(Sj!r
z_5Y?xS$}|pI6sd1uK!4rSYoH{!TIqf=HILY3{ykxmsazCi4hiz2ST_NdpNgRJ?HCJ
z%CdDB0xGg<VQ1%@68_?9P^;ww?Z-M5b!;4h^1;$Z{<M-t9~+BL+e;t9N}CUu(IHAg
zRH-)X@jtS}6#x6<i88q6Qf{9s-Ru&$=6dmeK^RO&kT0HxYFY1)IV}U?{r5aHyLb7-
zVKb-0d&-Z0R5geg28cIH!dLQblvQ|KNUZDL%HUL<wVki$LdYbZSyYBIM>^pCv=(ze
zB8#Arx0d`1PlF&z8DRThj^70nS80y(o?PrVwc+SFE46$Y&NKeqqdz)>iC?v8!9GRx
zu>Mw`R4B8jN#;HYCB>+ei9{3mmy@Yd3FLu~tz)-*fsp7C{(hC}*NQ+}j?{T4KO_V$
z5VNI3sg-oPj2eIQM6n5>4MXvUh2VHsNPY3(+Yk&9@Cl%W$73a6KWQpa35i7A@Vn)n
zJ5soOlyN&#t3b}($bzr>T}p?jsBG5d^<1SuVSmvPAxB$|DqlDzctFOJBV~h%9NaHo
zYW=B}-wifwRMiaj;A;ShN{*-h)pQG7Ai|(6j=%3s>8<j)Y)0ju6pXxpUbne{=kdW}
z@AV=VxR2+hHuzp&?GQfxQ8}%0N%8gljF~KYa7CN>-fGEK=v5x4Xwd$yTU7!lp<tiU
zvXBl}&XuP`aDE&qNUVab-WriZn>cx>AfQoj_14x(rqaq^Xr37xzB2~Vq{0zQxq5O1
z^HJpxFdxlwDrc>HwKmmn<^P#iBxPW;Zn`x4zT_yzSNvI}wAcFJ>XPSfBPRP#S^s;B
z3<6+_Up9n6a|r*HyZ?WUHoVXOyY*iTuSY!m-;aU(@&Dm3fc4w|-aY;Mr4)}Z<;#DF
z3IBV)_6OzH|HtWkQ?2;$zwm$80)A=S&$$ZAN~YBB%2QNwIWI)HKJRY|%F563CX^Hu
z%q#%`0eWdj4z{ELLr-7#{x|W+8T>zIoJ%SpoL*N~*K;78gH~Bti6h|6i$$;TAx<J6
z<MnM}(TyCd>^)peO^CvCEwW}Szy|L0$AHJ#RvC>(%>n%Oj5JAQSx8$21b^0PSW|HG
zH&C6iIMf|TM$E#73o7l)<%Pcgh3OON(5Orcing4=+*9w+2xDMX46C;;AEMtHH}&tg
zuB{V|dMng;C5O#(ivXe|XrsO<8`+JrFx{QkHlj|%ZYrWE<p<usHdynkLxO6lIGGiJ
z8Um}hel9P2whICHW1M#~`>fW;Yzbcx4BzBWYYz=+Ck8OLG!5908rYbo`q4&Vxw-}f
zfBoeM8rU<Ebz-b7wU}O#fIWG&M*Bgl;_js=OMoS6yd|Lpk6>}USzHvv1}bOn8Q5$&
z$93m}Ec;qWQdSSs!A@FEbPz5m?p5EXx5bsx%7c~HE^BWbtUhzFRKWJ|@}2Z8j6qn@
zgyE_Ai(xOPI)JmGZR&nhDd*1&EZ+veT@lr94DwK|UmDAM&*){4y&@Gs<Mz8`orRN~
zd>Ou8u7Ikg9<*N}_e&;HwN);je_D&#;T%$VM{Ia`JTN@G+S{M*V<wW;JPAFlvg?3;
zLJUoG`%1~tP3<war#(ITAmIT?XFJwJA$Q8cBut&h%H?QheDvIVe)aX)cMXBz-_F+;
zW=6+%KO&E<!pZ8q()brr98>R~hz45qxAbB6*qf;VWhAv_eQdJ;*Ig?+Ui3lI>sUQS
zL^CiTSUb|4YTO94CRe}7qC&OS*Wv>-?!}DzoYy(FGY1=lBzweoCD2NH`t6oCd%nD|
zM-EKW6^WC636SSp?I#SD0Y;M=c;6Bswa3o$`d|Ry{UWuGC*JW+rN$lZSVCzGg^pKb
zTxrY>Xv=0=#;cudj!_Gt#@iV2Y#Y7BMNt`fZv$Az#a6Pvqgh})wmaM2#9HnT;nHvv
zK-AnbbYjOgeEr}7rA0TrB}r(SA+2PUF7VgZUEtM<)H`M*xy3Xz4?-^HV#?c^7({g1
z@-(&VVy{fT!gxIgd*ov84}f|Zm&yMKfaDIIsQAi>PQnFY-=3;(Y}idtBb41xFaeHx
z_l>D3Uy1{z>N6LtaN3ipQB5Me!8W!Hfs$sq#t8l=Z{YSENtg}Ek%OyORU#tXGaP^?
z)H{mkD!kv&mF#^h_WVBpenEl0q?Xh`prMAYR(e=Az#c(L?iqS36Kk%K`dEX`R(e?f
znll3J`E9T(EC(|V#Vgjwr9GP7ABoJzmb+O9PcKJ7Wi9T{^M#*{p3>jX=x`$wYq+x5
z*_xC^7o}x!*F91ed30FWQ=u&Wb|;%Di#<tMZ0R`=-!3*!;@fqxZrNXaoQ)&toWCgK
z{6%Y4@2k1xSQC?n@WM)DR@LHAF9(daRbIzK6Y{YpE}xZesDt&sRtPj{L4FjGUy1@T
zC%>~5Mp&`(SH|YzXnF}^%4(pip@tqNLagw%gonPiavh#>{%vI~IvaETtyv2?Jj%k6
zR4Jdit2IVQ{m!=Bvt5*fs9dax$YJ$0(Z%{6wg|M~FTcB<=3~ayRK@xjBIz5-#C7=c
zUM7wu6(hg87S8$t%<E*1SxUx)O?C1LS0{-bMm19>@8@8~K^{ANCs!x$aCNex7WY4B
zzD|aQWn;~qOx8!R5MupcM+Dj^X_F#yG2?Wiq76O?;Jtp%*+gu8n2R+79q?g*m2w^a
zksG_b-O91cEvd1~e0J<2uC2$Sg9$kEC=btaDqtwo#K2CbSTWfRHpV*q@=qmU_0ea@
zDy)XDlL6Mh+X;akjCij-d@B<x4<sNys~qCm2DsbkVg6`myfwhC>6)_2T72<)436E&
zMt*4xoGpZy_o@?S4|i1hTQ(k#$La%5kyTIyUl&7cnA-(`o+kV{Tu;Y}KVuM|QO5jU
zcUuuYp3nhr4U*hHWYs<F`X^cD?}m1>#F^!N_~oB?hSi7SSQ|JSV#9l#5$IveFaJgc
zR_uF<_)H?d0q(YX_;{=v-Wn+De?+I0;`1F(aOH6xYU>){<)Dv)Uj@R!LfA|^C5nxw
zxEf=_hXF0bQzF@T3bBEm0Y0A85pNBZj;B0g<0&~@JjH{=Q~a8Zr>MFtY$WoJByi8c
z02>(jN}j{bOsqH<kN8Z9{Ex@D$jDb8b&~gQe+ce~PsX{n-*%Ds&F7`YkdxXlhTOsV
z&9fw9NR7Ey`0X%;_|5i;^3Nt?_3=bx6;;F6Q6KB4dm+%>sAc&#GB9=BBa8~Lz>!b=
zW&5XnaoBbt4MpW*^zt;u#&<fw-CB9uyzwxp4^O1(Lm&c`l-<KuNPT!LTOTHSHPr|5
z+1I~5#F^Xac$QfTLp=cob+g8bSzTbGq>tYC#{;b1ejizR<?!_|$A+(7L11TV-fMq7
z5P{vtq7WIM$GrFVvc&fv^;Wn(Iw2pQ|8x~s?xmr&t{z^lrZ~866da^tZ!$Xk6@k^e
z9v~~f0=^y0u;H`52=uY!*Wu6;>^>QT$oK+I2XlNsuZPU_Wfe8}eElsPyYvkC#Z_>&
zHNg8*d@*~XH^2NpA7S-QVuK3!dYECu7XuLJ!{3+vdhjuJpNK|e96Lt#_p-qEANG>D
zUfpLM@8ACLac_JQ(yd+EfDn40^Aj4!E<;-I6HfB@37;wP6V4=J>w{dZ8RUQu1Nm(m
znpA+F5(<!2U5m~J+E~}g3W3JTeY+xY9Tvsp;%HV03dHqr)YZZoFG~!!WOd%0RERCf
zg-EUxGw;1b+W5MI8HQOXpF0V?NqjXapLKLIKI{E#%-GN4t1XxKtVbT_W6N#gtCg|7
z+DF7!6SZq!?bqyLY{)D^j<^oqLIHksG=sm0->)JR)z;y=v;v$cEJtB&9qa{KSm9`j
zAx3PwSJ%*h73qc8pI6G<(@LO$H_Y_$iH)(+jVeQ9^ROmLYMc>Z+w$1uVHS?06idb~
z-E3sXE^WByw!9Mjl2eSF+B$U76=0>UDg1@}W35r~nYdA2rSSP+eO>(JV%5|)tjsRL
z?)*{|*VQ9XPaCW4%;2i6rSv!bSzU@9RmI3_sDp=w0AK2wz(<o`hv3pI+^?%v_`Hv%
zE;flQnE&V1*I{jCA#T=Ip|qhM{+im%Jsmapb@;Qo1UsuG^1skARVtsbySf<rYf6z>
zUk4*Kbqv<h!$&$s(3aXYx~=#8t)K)O^SS4sEx-zEQ*_nkzkYO5CT><J+F+1K7k@gi
zZR5$3a_lNB#iObk6xP+_qKh?rbd<|ybjUBkFS(o!Is&Y;F-2EpW#L&SZt|3cL8L4=
zNtK11BJ3_GMF}YjLT#+FRbCc$6qh2jxCFU%b?_1h@V%)qx+u|kTt+r-RVmtFpso(~
zShM9|bwLr1mRBI7whjU{ptH6BpBo#YYcqCGb$$3XtB7fnvbi>Cm6LgkZPKz-(k7L$
zZIZSYRyvx=wn=FP*q2|5oEo-Gnrd#)Y@1~E&Rekf@EvGcnxpb@G}1p=f{L&Rr8=0;
z34!U%sSw!Npf<k%MMuvfbIFfrsIFnY*XtDkix1z0(9auM)|N<|G7H5g|KYutL!WNw
z`N<5}_<KX&#sYthnS<D47tkDz{Q@!cr_W*D$sHxBnYjAhCOq18MCO`+Id3rc6<L`h
z>ro8OyuS<?_Z}<1=bSg-{K*VxTbZNuQ4F5EzYN9AT<`SZG&sCB1-cH_sL3lt*1>a#
z{bCL3IU8t*^w441hp-wu2m%XJlst$+)Q8Jad|&xJLr;_O(=*m@C*!wwS{T0_Okl@P
zbq$O!&O3hF%`<)*#y@@wO)S8g`1~e6WxbDe%YI694vu7Uu|49acw1tGB^TR^%fr#k
z62z2B#rC``;33j(zcHouF#mQj4Xe+kNMcG;Iv~)c730Ud*_gWZ2}b#u;mEwsO`nHs
zkHYUavt+Iv(#Zs8xVRIq4pDhn6UmLEjk$5OIloV_E3N=DuJMecr*)PcN8iuHvE&lT
zINHk$vpmh(<$MF9!|g1rxh^&5@TwC6?Ua<o@EpuIoS;}1mvooR0iGvwfQ5Kgz|8@=
z8e;hnN2POs?PBih1+I}He0wPs`y-{EgS8%(4YWs)61%pGc)yD0q8T0jPQmIEiQL)<
zeXI}mM4($MVmdc7G4<yNjOu2ABMZ7TeSY|EHnyBkMR;Nf3d+O?ThRl4&BUmfzUe3z
zQ*zSB`kBr3O<7oZh{X0PxV}k<`J-L%R)1T$z9|;R?n?DdBOR6YO)o=-?4oLX{(B7m
zd6>t<wfb~2!G@Wgm{?@HjrYIcH8Rq?w=)`BFQ?<DDIM_PQ2zP&_7G<djmg8BCtTe%
z(ZTva<>TF5@dcQ1Gfn0*ZFM!2zbRRlkX<Rp7vWj>C!>^UJNj7aG52&gXvR-b@%oT<
zu_oXJ)`g~Zd$*<5?KzY6DQ*aIYhm4<3fHV{Jf48n2cIIVkemCO<A*?xX6C;3k-4vO
z$=ugCciFkG)%UUMyxiQEza`Fm-&?s2B66|jK{m1~#OQ3Mi}ii&5ooDo&LcV>GcF`6
z_D}Cg`UcHk!g>F8Wlviy?5Y^M-I7s+^{Iu(uBn5MNPyL@7U*Ws{22Dz#C#mjFGHcY
z9u7L1_`%g2Lro+)XH?f>QDPqcDJVxpeFI!{w6NL35|#oDrT3*!C=?2X>Bp!UC=}H~
zlKb9#^UbCJRBmoA&YU@eB}<mz?Af!pe*HQ$G^kVeGTC=A2@68QvFYPL1a&mSx`Qzo
z_Q@s0?0yXvJb?xieQkXCmNz^d448q~$y@1|zVbFKjC3$GkR1qhu-C`WA9jO_jR=+1
zby#~K217r&h`7C@U~Z&%&wU54;o~p1Ve|UA2<p}W>oy+8&@ta2HheQIEEIzWH*ZH{
zO2{g#_;wmz9TtE;_Fuu6*S|;j^>y&>#15D;6MmQZn=^lhVaA*d7(ZIFP@$3ik$G5n
zE*YV(Ix~Uf4Y#u}Vox-p=J~-w#6LM_psj(Zd6Hm>^!!<cxE>EOEAUlcJ0>t%SXqnt
zXOl4Y&sf}<B?&Ib=#Wx`g%2_j+Ko-f+Yp<F5tkDYHPQnXI*Q#@O<g^PT~36#wkG!V
za)7O_7LqG!V5Ft-T=(4fAQuacK0_!;h9e8Zu4G{NmPkZ@;SURa<%uXs1y%U;cq019
zO+t|RJnpwBXlbZ1!2|;x4XnMKjv<>KBl0tU=xHm~YcjxJ@JB2{gF7;bC+p9pVEC$V
zME}?e7R@BXB;{7((?6f0kB4Geakmm;!&{zkvCu_jO+D6~OUAGt!|`-gFPQV(b6;2v
z792@H=wx@+4wut0JTwx~i@G&$hx{shdh{9kxGDx17938%rKd&s{cTS;ndso}m_p3k
z9|s#lZ6?SdBmaI5795I4=#&l!A_26EX&C-<1frJ&wjjR}pB_#?AD)0n`U=UU7vW4)
z0p8gYi*a4ddGEC^T+RkpI2(NZFKlpx#|8(K*x*hU7X0-Tq0>4d$i)Eb|4zm5)ejK8
zvS-WXU|$^i@B|#)t@N<rEf2Vu>!MOj%0UW-tq#Z2A6hC0<T>bL{iSpa-}o5O-vqS6
z1_?}%Ou+_+hz$zy``aDiWU7O|qYJolAi${3vXfo=!gI0U$TNgaa%1IR&cN_Zk%<1v
zzZLQm6`p}ieVi#(A44A_@(cd@xc_k;7M@K;C`qWX6Jf)xER6U)8c`p#&@O(^OuLv-
zfv@^YwTq{dF!qmF+>uHKlhGlz01L0AB6Of50<HD1Av_x+4#y!X#2XeuB{~Q+nD3i(
z;JId~lL3Ak>MRrJ;+5YHY{1lqKe_tgYJm0UxccxzE9%2vt*8%7yO@GutHSa0N5%Tk
zF4`p0KOIj*C<*$KNv><@7``<U(Vr==52TEf?;DX{<Fe{fI)1*EfgMviFu~k!&L%VW
zjQrFeI$DZ{z^l4Wwue4?|C4+y{3ivWWU|**4;$`gVZ@&?h<eW#7JALphxa5C{%UeH
zvV*A(Gl}nFtc}XrdaS>bh2ek1Aa;%~%;oO6KOzqcPbVRCj0-d2zTsvjM(l_})W=<5
zArdH;|FI;9Enm~i#dYZAXn=`6W|(zEcA}n-{SR}okd#HT0K`Eb8?I$w#IH{f^=a2;
z%Od%{xw81n^-Sz|-JR(l7oSUE?)mtWuDoS&e@ZbHKFUHUnVdG!#fG?ijJTSFsNo%y
z`-@kSV6LNqeLd}2f3aK)BZ1`J<+b%p;$VogF(%whY2F5D#aQ?_8=-#Ito--_jJT1E
zsKM_1^6Tp{?0ORGuXeYGt&S#=E5tJX>ebu|yyt3yZpON(tp~n-l8xcllks@48}u}J
zY>-@ph2fb94PYneH^k&&#HB<;z1ED+d@&K`I-1zmhx3`sYhWZbanP1~wu^F*P>6-M
zGZ5O_4uR%+*bteE5oezvYN97Bbd}UcEp<dq>?qMe?t5~-OPQtE)!zY5`U3ouUW$1)
z(qJRh!fTF-ZTbF3d02Qd385s}(Ow@LZe(J_Z&8R^*g~CL*i4<Qk*bq&i)R$%N9SYV
z#T0~+g+MkUY`B+&5&L2h^={|p+oX3S{jIVEkVj(+a3`Z2HcI+>g|SNrH+DIjg5f`M
zV;94=k6kKi>JXk(g0IFnGmAP3%f*<#I~HTsKE&On-4*3u%fN!|(FlFd8$lh6u>M3M
zhA+8;=+OSKFjAbXHW3N%#Y8uF+UYUl_)}!T+=d8P7;0l^SGEscussTwBJ%P3d_Oo@
z=;H5(d6>635;i6}7!{;A*|+a<Di&;sz@`tnBFNJO>kh|Z*q7H3^V?7*u>>uAImHv6
z4*F~?;Z7!|ufEUdJG7f*vHq}bme{^fvcO-Pryel!ucTqYuaVd^&lf?S##nbW0mByE
zM9kJf{5Bx+U+(}<JADYWi2N)}U;BWS@6Z0egv@gE`Q$354{^kjH$7n>)WVbG66h$I
zY-Hjo8^f^a;~)finPT067z|r@5ixs4DY1b7U%pA=DTb^LB%boaE#}&$c#53?e*Q2(
zDxMOJp$jh{?vK&@@e~!81xEgFQP?!chmpVTcp`=^zKfVm{gpolM!twG2luiuef=Y*
z-VE)^F5u4CHAv=f&V=P+=Fg8Xz9)ZDM|)@&nK9(y1cbgWHHQ4<F`^f@VhnkNe+-$v
zoX2n8OZ;ZV#ghAOWMaXtXoSA&%`B8ye<~TnzrTm*^?jLVt5kkY1wQ>f27NjzCTOlY
z_6$FtNyd(Oo#AYui*Npl!|?C!A#!aW-a4`G0;v!8v1tLR4`x_*AR5CKUO>!VQXdo-
zkeC<<@a0=RlKOBn4bxZNY^o0xRke5!myfTf`7oQ46_(cEqYd{k`io1r_v=VS`DbFV
z;D;;Nw0IDLI$LAi?l25{_Yh)EO@{@~<_K5rrsDOHp6Kak108J*{J8BNhQ4zMk;kXO
zmRr1>kWz#`Z~lep<GrzDZciA9wDBZ94?5cX(@Oi!#bLpk>)7;Fe+2nhVcp(`7&hlP
zVvbFP1<wWvSMI0d^<f>*)7Of*=Z`zWF!a4+h&=QLY`H|Qk5^yErF-ev{rzA#*%;vO
zTPc{k;tFic^)RZx>}GoV&c<TFs;k(v=oJKYw!*sI4=`-j5yYIB#&3grX?T6O2YP;C
z4IP0de%yW^LuVaE<dL_V<Y!!ZN9J$NTuZ{t#s6UZAoq4@0|Hs(yYNB^LWfED34g^R
zYE}z=f>g{_e(WOSC!{y;C+yEC!6#8U*yv-0KqFmjNG!m}yD50m-xU@-Wv8aT0mE*m
zz(QLCfBD-nK66T?7=}_lvz@LcmU~*jO;3OZG+=jHF~;3X#l5~R=)|*82II4yNJQv3
zDWCPXCy4r_t8!nB_^h8u`K)}tnv*^zb~eSVL+#&JJDgvJuTt{xlao2RiFB|js|e#_
zGjYGOJ<PTEpTpSLOqgqGV3(UEtOc4#t*(Wk)R<&lW)ZgM6l0T%1w3^HcvxPIxzBQ7
zprMZ0R*LbL{Ygbw7?z39AX_#zPsSM+6A?A4nX$|HXYAOeuOn=QJY$zO-1A6b85U*a
zGYLo}scB1Y2_`<v!W|Dgm`jzfMs_(_pr)ar={-p#>l>SnQCxBnVMA^)w&s>#qk|b7
z1zK31Rmj})riU$b)D?ZUGd1P-v9bW)=$fLlrU1LEOEIfF2PgDxV5+XD!+Je)uxYI<
zMGbWrUz&-bTEeDy#)suO(1aQ`=$S*LrjFmMOE9x68^;W6Ae2hVBb==%$EvCVEF$tX
zw6VLo1hdMsaYEmgSN^G*GOVjA#8O=|_-Se*xvmypSLQMG;Zt3c=ep;S;&ObGU4T{A
zrtsI*#+LjNOiIqiEjL@HyveiEUhX;6)}#Nk42&|6w4r2CT#!%)qYU)$ai;8Iaz2g}
zm0?k4K33bXWnpt(2_`0H;WjA?JUZ-hP%I1m;?gnNP*N6t&MU^RB!SM}431h_Sdm?b
zNr_pw(Lu2+94jlwlKevaU~Ymg+S>TFxCB$Oa&X<=24+0-zrR_UK`arE!umQ4Ov}P+
zB8d%LNcqz-fuoitsv7FCwYU_oXXfCh1OGi$T^|nRm*UHmJgjxLKsP-dgk}|CY)l5i
zd>xdwNn>I%7~Ot%x019;8j}02%_zigImOuQVhK;701wJYo0P4zO)?rc5;iNoMA}D-
zP=4<r%;$!{<;X6?bRC4+JjHTkG;tKHzx@;`b3Q}GoiJ#-Im2P|DpC`X@x}MdHR?hk
zlQ>wg`v9E(*o@{7=n0YiC>9U5AHw7#8=JkBk?&-OH%@Iq*yg`*c<Mqp5A1<a+rC3t
zW-b!`zRq0JY0_{E`RNOsn!OllcOIepN7L};x!>@M$1qgnvYQD=V?Aj&Jb(HEPi8Mh
z(Va(d`e+&g&;5og9>Y+>bG^-!SK+a80Ul5P5`{M(K(B)nI`3Rb8Y4t6Sjk-Dv+X<R
zd%NS|Tc4sjBL}u`jzZx19k}W>f_X2`zUy-1x8sQz{_Pz^Z){=wW-B#*`#FLg$99n#
zzdg>!?;lBx-?nh$w?NtP+y3-oEPRrU(9Ud<--c)T7;!rpQLnfu_fu{q!(5<=eckL}
ztIHGH%PYrwPA2GPq=VW9;Opod48N6v#{*pXV|yx&DXBWv&**SB8w>WwA@ofT1i2Vu
z{rOZ3U-uBv-*s<(-Y2gTpB{)uA9w!6@k6~$usuXF&ei6ze<S;!6=LDt421S1<7go^
zJjum~bI%Yp-lO?(^mxyv_ww%A!aHOfU4~u#9N;A4#?iO9akPVByP9ukngcwOgwRo>
zEQ;7Uhn>-g`iPXpW^|C+cvx``u$-F%)I(uaE#{v}!q`1AxHCthcYB)qdeLiS2pvpy
zv3`WJ<T>2R#PHoQi2cBi|2e2S-ml`hXu`f*nOLwp2B9-Lu`!)9$r!#e4AE<PHy_g>
zapt|T=;Nsv(<!g6LvIfwOzdujS-(C}dXJ{QX-5n~XLsUai%A&1^e&=*>8CWd_r(O#
zH<8$$nxt<cvAxE=X-72IH~C8SO;33Hrk9}u(>AXNgO;Wmj(p({1ED6?9#6!OC3g_H
zp)d4!%9hIG{V!pSOe06aa&RZ17&bh%Y)^6K{fR|bcs~=N-Pt6+4bgcRaXt}Iqe<VS
zsievA5&!`J07*naRJ?B*<I(h9x~4JZ;8HTQ)YWi!fD?1=x~M!1{pT4TkMe*XU%RN{
z^&#zHO~8w;3r*|x-j-Uoca~eXw_3@1Emf~syON3pzeZrw`&|&^VS;r><1p;2>xkJl
zgjpNQJMZ(lCp_)Bxv#sKnEq23|J>Kd-CCUcBJ7VVz{2Zk2<`8HKw`g#IT&#~9#K=h
zn(3d^5jC}w(mpyZM7GSGO)kMZ7n3p0Rq>e}%qhhe33*uWZjNsHI@p+AgfWrn2=C?y
z3jzPQVN^sq%mo_Q)6p6>+L}nI62nL;=1?fE!=Q($=xd~l!``+q)6zgfWetp)@mVPp
z3WY*xg!UE`ii&Y_b7PYG$m`p0zeQ+hC}Lt_(4|Wk+`fGqSFZ5yW=(l<kYv1>Bi#@(
z+!bC<hS>aZAcQ&^*nXNnAl|==CC2u#M@L6PxZ3LD!wH_~>}rJTk8_)@d1H_>v+K5t
zjXpX#8{wz9{wOIIBO;-Q_ntrfaun|b4@JmZgW%QC0h>3>flyZ)+jsNt1i3!+IED@G
z%AC~K(bFEwzIhW}{ao?O7RfH~R+h#xuVbffV?bXYxHu~=5L<gI6EnM7Ah?SKyex!F
zP*bR-jvWsaCu15R<0314LDS1pY7)XwM-%7X?ud!rrtmP+MRzh`F~S*PndL|+Qrwx8
z(IF-eGhK}l>|z2hLmh+$*g~kOjvdbwCz%L45(`mKU5CSc9MQ{Mj|rUjvk<{oY7tdi
z?z!%AI%f8;LP(GmysY%FX`&m10(I=TldaSSb@dH+Yj-Rb4|8NrE0ZQJw-UFLOR;f+
z8v-2k;X&*=!Hr3_`tyOLtjOqaHW@Sf+aaW{Exc?+*c99mLTwG~xRTzy4x1li@i<pF
z^Xx$MMo()D@-~Hwg%F+WL|F5N2TCey5s_NTufru`2Wy0Mw}O|o9yU#OXYFt+t9c!E
z#bEIWVh2SXZY7rB?I26^cQ;}Zz25C*&FnyQFS$ff{>4<x>}8FR9@eb<DIHk(H#3`;
zzatupM>@mVOfk4%WvDIlI{qjR13DPN#Y|VZ4SGu1U=nA8+b!7O_ZDmrC}#s3B{n#h
zf|>nn5z@zoEeF#)Arxp}$JLDH<!_0^;xR7#<)DWZ26f`ffvpH@rgT6_WgQ~Y%J^+?
zF^#oB56%X!x3(NaWAO+l-sf;Du^4X$S)qRi&IY}0xN=a+Umtr~vCn|i$4Oj$yxofW
zI9y46Oe)33iEapR)Q5+qkO>kp^)Z~kKCZo)iJATu2=2<Yi?4C*Vt6y{qFM{>Vz6Ah
z_^LC)GMZ@@!?H2c+YG_pX7DoAMd%<$whfESYhDLEt)`bH&*YJ|hPuo(#ymm&_F{u|
zXSw>&m#YuKt*j55Be8g_3$rk{+4{h=i(Gw3Eo+}`($#d#>~4jSKudU839)Is8-!XK
z*l{<z`99h}(DbsD3jC75_WG;o_-c?nMths0vyC2hP3eG)k{TS1<X<GE>N?pT`slTH
zGBLA@1%my|;bksF=m@SpJmkN=={bl5O)pEiiI6GYW*FpR2p3}=bTSuW^<W2-RM#OQ
zr$SNw^$g4mutc!GCA^5eM!T?eA*>DcQEmd@%`O&LG|(Oco7p{3Mu#gIm>Fb=V6H5Z
zgfFHn-phIJvPc%*emTgV*=>=O#htIaGiC9ZlCrq=X&z>}7$ex(nDy=aZP<1(v5@!r
z9f?IKsHw%_UXJKxrUxfI;xFpK*GN*|hFj}nnU5vL*tNVX;@Y@;%ycqFu#+*o40I6M
z#Tr5lb?iu1B0s5!+4=i$4+r!z6|(ZpiF`?!Jl)$7(;SV_$v}tse0w)rW`T29Q6;|)
zjsC4G=idf${%wL1pZQrKv&-+{zEVE3r4paH758ix<sdQ_Gd)ca+`$xH#yU)b3#0GT
zg68XkP^;->DK{B(E2kW9xtpNBjXs?8wegOp8GKE2aW}VuUk6er11%BUjjNMmxH@_N
zU)0I27FaZ>b#-#>-7L)XHAiq~b9kBQG7I{dHYuVFZ4!@<kX~AY56>s#_t#vQN#N#K
zcSdgP62gsLuC_3C*~C9~F%)Xy@6Y`)DaZ;Q)_UmfW`qsXJQ0>yij+LX`mpX;B4!S;
zN5~+1<^;M;@A<Iu&&%$%-bjBRQ;h9lg^u?6aJAOM2d_D!vy(n<L`%xet(Zc*{fZrP
zt&^n??+$f<ud_bx#qp2h*B*L`nZunCGSmrPjt1ELVOK_n?Q*+ZH|gMOfw8@9(b2&G
zt~MfkIMyAVT?}zu&bQOn(twqTPSeX+$pr4&BMF!}%n>0&9O30)fX(y#Sowb^^ULpS
zj<G#$(9wal!G~j9(b?Gm*Plr0+Sj|HFru3!ew^WrF0Mw*b)&jl^Dby$bl4w_nXkGb
zWCV$)7-92*ATFK~&#yxlD~#>yfR0X5@e~&lPm$D}HwG(<r|`G6sxAv_k3Ex-zj+Rk
zua50X<(pw_59=oRAC7Wi<X?}H{5~sV9hukhJ6RauV+t25y>{C!uDkG@W5}JvZ{{CE
zS{VvtUdJQyFu<MPZ(esY5i<wcBV>RbyzKR{>D^9jyL>TCx%|2YytUyG7Ef|#cGs4M
z@tIF0<E!zm7#(1V&W;AyHLo)=3afGS9={K|c7GIRzUq#U5pG<4=+4%MQwgoB4--40
zvx_mVN3iw5P$a<LKMlsDSDfJCV2JLW%<=O_fe4E&KuUJGqWqm<m^sl0A>+K^<z|Y_
ziw8rfqlN8<`A=8bvuY&fO!0$XM+<nmnBv!ELr`DefD5-J8z6kW{yIkVb;gei`=N`M
zC0rehFp4aOR&u)X+T9N^b6h8cjPZh(s|hxLJpe)-O>93J&9B3XA(%7S2Y#OB@N_oD
zuZv$neM18-+?71HTaU8v_G_N#A7BS3TLZj1!J9cX?{1{xb6ER(IA)IbM#$Js%t?fs
zzZnRjt|qo0;a}Xh=ZE2#^SUqmJc$iV@awmOP+t#RxFfNFm6@K*>-ePv3<$J`i@jmH
zv_X@f;Af6tUov*lMd)xRwoQ2S{9~6UKjH6W{65-+StzB9b<grK!`=wN_D1m1*G8z1
z6@=>Q*qO@TpYBL4Vivp{>Sm8#CPFv~1?X$42VbcjvtPB;XHNTb7YWcoq>W{s77%Hw
z<4&OxpZOZ+vj%X!+PGHwtj+mq{uWp?*Z~7uadK#T@YObE6=9mW0p2t>V3PCJI+;VL
zu7*9i{4wD@c_qvVT6^8C&|O~_j@nx2ZJ-MusnfsimR4beksgK`=`r7rHW6Wfp%CHa
zO5$44xtQr@!j3bHbeJSPp@tfEa3@;Ivm=2UyYzQLFAF7Omp0rpG_M42ndoDxi9S4a
z1XyEd3SBid>@DE8fw86rEVVS7UYAQNp{uUel;lPF29hMTz|sgK4E2~3(l$AmBTHO|
z)5ZM#BT2@aAkfEHZ4q2G1o%eR1UgW|ksAJ(tf9IF%%ono#8u4oLj-KQn_ORuM|Cw=
zBxFwsbk@+qB3%<yqXDOD6#ItXYl<<R$QS5y@>v@kso}T5!@6p8(a^z2fe5zhTIi{z
zi{V;&h?F{Yu&wvpoL`JLjr8$`kv=@M1z2ru%GmXfA|=m3Lj#tYnoY0E<?M4H$$gDX
zG7@2-xe@y5Dc@ONnoXoE80+H=6McA)vS7>U(Au(4#_1qc7D&?I#}-ByVZfG!P<wM^
z)z;y3iDFsUQe29u1|qz!FM@|a3qP8fKvzv2f0mXhwSk4E<aMR8im~x)dXoNkoJbFS
zg*r^apNBwzC8owGB}rH{(kY|ur#@`VEW$JkL$*y43b4+ZZIgB@X_I#6vTf2I?$)wx
zlActXR91x%#(EfP%(h8mOxZRmtW5D_LW23c8OYzc4+VP;qB=GnX&-)#`pQa}ygiZk
zdcB~oD8C(sq65cKlah|oi`P+j@C1bZlEuuW|6D=VvY$|V;%~G>{MoCxv}he-j-E$r
z=r;Rx6eXtN?}a}gFXkEUZQP5fgXhqFesI$@-9HXN_^<o%aOYv<MJM3o?8OjQRH4iC
z@x1qR{x}4wzwSrc&ci5+PC(@B#i*;Of}N7<je2%L;f-)){CN_U$?3@Z=LYkC!$3B1
zM_or7R^x{t=F?RuymlWI2`PyC_7_ydC&Tf*H<};64YX(d_Qvtsg=WTY-Fe1uQBvc#
z*h0KLKyLizq-6Y-kdK)TMhJG`{FKgIY%fKLpOV7$O@a1oY)>daKQle}8cN0XdN^X5
zgAp6sGt|NME;ejzueh>Z#*|bY>t}TMClxdM*dV004ZLjhu<1<?R)^~?%=`Qrg~g+s
zdFMeJ6a1v-UW}C_&Jor|=3%CX34%MAu;b`nWE`#5wsEvvV&JWu3U(ZAEn+s#dB@XK
z={Q=|^9_s+H!?A^n+1aXxjDd5F02k=|6&d>#EVHh^)PRF4zNAUeZA;4GK49e%`nK-
z5H2P<=wu<p>Y<M8bI7h}pYeVb&qWi~ol3^cSL_hd-xgkWB5a!B#kPx=TZl9N5`o1N
z+<51L-|Az7MdRHtNG^$mSN`!t%p5G$H_i6u`X>IEQh)EpzDXn(TP&1~Ee^0{u642y
z;@u(2`=*znLtI8VZa*!;##!D7a5sX7tq7sByir+Qk3X+vw$FI~OIRaANH46yhkIhN
zd$xD8v5a;RXC~uacM}A=apT?Y&5xm*+9X}Ark8Zz6jxe<J9!n@*xeQZW<q!v>M;MW
ztgFXgNrmlleMoy)6Y!$z0`I!LsjXPIr@}RBYY)d^<}fFO4B_U!-fx`yQZo1CYmTwK
zq~^ZHxTCYPq0HP<V}f66=Drvm9_C<XCo=?lnZnCN7oh_j*#0S6`KCW)GX$CbNp8+V
z`aAMEo>+wbcKUGPNiP2-y%53H26)TL5FPcjvBBMf858f$QnVN0_pD-O!=k^uY|z6{
z7mhkw=wl>=kJPE(Ytss0tF4L69#+grflj(w7-*sg7hUCcpin3j3Z)U6@JFGvL$tNE
zF<`&|=Kpzl$^$6`k|;=ad%b-5vch*eckX1qBmc@15fOpcUw<9e*47XR1aNe8#QX2R
zkNkY)j`5QxPcU-iNEjIzK_n7k$dDlj3k&1DwzRYqix)3Or%s)qtE<cW&CsDknG*}!
z6E)&GW}(a=e@POYy1E+k{&rOJwr>m^UI@!VY-$Pm`dTQJvGqh84E40&%d;y;O^p~~
z58^RsfMk+LU0of62KeFD-B{jx-ntvZd@s$=fnAu-`N+;L#Hq9QF=N_bMftV$2+t_T
zKo>(98<6+6l_UcZ%4+K1vNjw}KZP?V_dQV(EN-N@s*VXZ80l#6?nD+|Sc!q$&ee<#
zYHG~;+xh(WJ&|65?q))~e?J{IN21|-<|$S@$zcYuZM`S4L0DQT21@Pv#Mr>y2)B3!
zw~Z`2mjZKrEzIbym_%7kws8bxc8eqT)YeqPjc3J*HXu4Am11Bg6ImU+OmHi{Sh)^I
zpD{cB%;;yU^crayzg|j%p-_|AMT=L5)KUzT+Hr`{!NUl*l1i29a3-0xLl0}-?|V2K
z;Kbv6q!(2)b%yL3^fadugXMNxW8|k0`Np#HJ&l>*gHrjYlVGkdz>Hq}@}<cxsln;U
z0)+JBzqVN$BsOD%v#qc}q?`?MmDqrk124I9(8&b1lq3u@@{hH#99&L^p{^!;?M2Pl
zK<+tswD25AIS^@Kh7#NMa5j`H2Zd}okUL4CNxpo2>_Ez4GxE=-u=0DnnEDu=S&o5H
zr%W(9xVEBQToVqb)#1#pWUXo!)tYG+v&%8i(LlBhb2Py1%<|@S_%#AfTOVQUv3NY;
z37B6=D~0u@hw$3*7<11jBfqk?ecC`-yGZIoe9;SR7t^_RQPe)$q_i@b1%*xZfhSp3
z`Z+j%cMpzB?_$jMC_KrMl$peWYGjp)W$GAd56BLxw|V+JRoBUO(MQ*D^}$)LJ~|oV
zc6#&A!DYh(IIVwxvHN53M9BjAMj5|`=fY511HP6*9$&3YX2C{NeN1UV{*U+J^uv9O
z-5rf5N+y(B1EWKF8P9VtWF|_Q)#1DQa9VZ`V|PU3NmhkoS(Mt5nUqCx0teqcmHKuT
z&G?HMCFpJ{#QWhHusIeD-?MR85hd{#+hl|KdW08MVxWbdoP0gpF5q9lb0V`8-A#me
z|6wL<PQ}3Yd^}df<f2Y$mwb7O#dXZTCOkXrGd3uw#6T-K8(4{OJ5PxX(m0>_UOH?J
zN5l6NkI&r7d$yZ$kXM0$Hgfvfig24J`JqV%aXnoAdIG0EpJ43Y&+tTUad;04J)BG~
zMtXS->!)Ot;%P}W2HW!c%#0o6>!e#N?6C4aoL1b&*j>+GCm9=Ll{0OSY@1|&+vzRz
z(V-9FwDBRv9(=0MCXwWVX(tk}Akdmw6x6H^&GymFj9rd!eRThp`)EROMJ?+m$SoSF
z5!WLup%?>w&1B{Kn&DQgavwov9RDZ}vFYXLBlR14cpBrx-E5@iSFz<FA`ef~%Q2Ye
zG%-epxFQVdVj&w#=wgZ6%}hAT=<pyLv8ko#>mz&0@8yVGSWY|v&*^9J-iC1GmsIo1
zk1xU?KXY06e&)CxQ_wp34|5TlR))Ub?C&FqKBw+w!`)VdVPD^b<&@Lt{?Qd2y_umr
zp7NB$Q>^9UDb~3Cq_y#sOg5g<*;1*DttaAPC?fF`#ofA9T^88qP^|bIe93btY?J)H
zQu3wAF05vDhn_yzf%p6N(k?Roq9>2v{H!^@nHxtd@rC*QW<}qQc@ED?Fi`5`ct(C_
zGu(RG%(&rTJj@NWF=L>;!gq-|mB=cp#y}s*JxN@T>@<Iyr))LV2dN#4CG|o1f=$Kx
zP^>h*NGL8Bv+bhX!p@qSI)p`KV^DVoS@}I2aQmV1%}S&pCkl#d>tVtzUS`^aE6?EW
zWQ<|&9E4@>P;{TX7e~*>@%}wygXkO#3bL2gA;=E5BeL44gJdB@4__;sxSWXe>@v12
z-b=&N<RT2|VXr7ZDhGqQ%gOKVfZLDSVuQLS8_1KLSB_KHk}!R&WT)u%WCNM8i@cxU
z+zLP8mxplr`60$0P~s;XPr!np=KTb+n{{|`6$YBi`pmDG>*2PN<h+wvr3f<C#ru(2
zu>Jcf{H{F1%D6nGJ~R1zUwSdh>l)CV=k!d8ul5{1>+<_>`u-lq?v(Xe|Ihhq^$pDF
zd;JWBGCK4#&}9;2_&8Hofk2TC7AEJyJv<3L9;aYUMxo4e2-MfXm6A%tSJp7^A6Hc4
zc4-v`Ny(A10~u#n%k@vz`Yn%L?xw@$U=(~$#9~Dx&)B6E_aruWR8ft7`ns|<(AUMi
z3jPE|dG-{PVw{l(dfbU($u+geuB}5qeMuWZP7))hrSaWU+|Yoix*BxX)REDFynj^N
zIvozzlwr6)uj%Bz8nCtyNS)h2?x_VeJdnF*v+|`9_@wdE&_+~UH6C;KO05^;T5Toz
zXzD)KJ;@1ikE&{967$IQef4y3zm?D7kD@Y+HPC||&k2gHfhh}>)#xXZD+{95mj#j(
zH`Y+pq(ic}7CEFWh-Aw`SE07T?;<vcsIEaDU0EBD_hD6RU22IxOUf}?BxI7Od4FR=
z1NM}Z!9ZONUIN7h_o}WBjcrnY16ld~4TZQ@s;o^aXWFC%Nx5(fOGNjG6s%4!kZqGh
zI=EUa)h3m*ZPH+=QwSST)6#;li#N(H-;jLR(7?Rc3zVFiCQbRBa0vapA@paH+XPPb
zFc{JwC4Vc<$G;5hdidel`CBrdC7ip?d`?i;(t?eDCp<fUQ*uE=1M}XlM;Bfj82EQW
zzTEYB=WoK8=XyfX%?B{_?*zjD_9P5lXFFJo=!e|X>}JJknwn78)I@!i>@%;ctcG!K
z$*H*t<G0Q)c>LyJj1%{y#&3`F@HC?wgZ<1}<);iZBYujKzA38=-HnBK|8XX4&c?#`
zQUX>yZ7H@_uROM=>X=eHnSTpQ=9vfWXwv-n@kAob4YV+$kB!o6uEZ9>YW_8J{OUI5
z?2bi#8GjNq<5T35akRc{S+LQ^?Pg;5%s6^q6rA=&VeI)tJSmiI!+KZ<aWaLBqs44l
z%q+vxV#RT^s^=SI<{YHfuCQ|sM!22Yf)1;~;Phh{b8=rxWwE%bmUj-Yz07^R>@_mX
z9AsFI^5>xHc)yD0q8n`#mRN#;-lnq8!P^wKlqAOymK{o9<IDr>@NZ!IrV<SFHC2o$
z#kMlG7s2&SUdFPq#d|qYeN#TyH<|w@I#k!z^S8}f>N3e_?Izy;lGezO*w(bIPq1*f
zBeN-XbErJd%=Ar4#=Fh+O||uKITQ`2gV7j!F$qtKBz;qL9aj#d5*^7swbj*egQx9M
z_4<%@u_oX@s0&QraPc|U?fn;P)|AeDS+rs9D+jS@WbRA0oL`Q}gXQFt@SJfD@BPd_
z_tjJ%aw;&;Ud~su)5mS8zF(d)aUEQCMZ#(4V~jnOfG7F<u}DI8g&3!ki!r^UVq!QM
zH#{h<#sDMPxEgs+HpAlMbbdJk4RkO+J_pXXo+03VGFGL?j$u#bm!qq`4&IE)gww5O
z=oyxR9hu6@6@@~fP$<$U-$I2#p{R_Sni?j7k0k5)`N<}Ay$FsUKaNS0CNW86qeqX1
zy}do6qN4E2FTdd2xpTO4=MIdGWgYrw&z_-IuU_cdwJY9x?>!_ZC*#0@1L)hgFD_oZ
zh@haLrfUld3YgDHf*|>u*|TS(q@)DLjvZqX8Oh&`88ZeigS0f|J9iT@Gi4We<P}#l
z!7ob_*@YYy#yW^eQ9fWSE~|mvgd?aH*Fi&F4IAeNVsJOvLDR{bX_&I~1}ds+VQs35
zzt;?e8PCz?dHE%%tE-2lg{;jjEsPNJl>hf+Wf#HH+(_Yi@;M*7{<sKzeO-(j)l*S^
zMJ?(Y01LUrLKb>jh~Wv&5jvRZV%um}_*e>2TwRBsZf2m*Z%+_0r!(w$c0Q>R*W=6c
zDR|w-6b3xIcjeX8u{y|oN8ZOM8Q>+BiE*jC9B()p;Y2?tB$QQS-u(<_()k;2%QoFJ
zuUrfg>yY0Ok-U%1;kUu{XT{ilCkx>V6(_9-o|d|BFxJMGCzG&wk{k2{8d!HF9ce{1
z$ShHu$jvLQVauX{oDPNp#3~7>UXLxr_ABWK|E@cl<K%-}yb<~s6*YCRHqyqqPrJg5
zXQ!MdI~efTA)9}Yc|D;R+izzf{4;;0@;6Ly!>qra!eP-JXsWA$%u8>1y#xA6Excjm
zmo+D!KPYrPz6jfIW+ME{ZfFg^-_C-*jt0ibP4u;@EHr0>TP@gNyc=fidkTkdI2)(|
zTc+^Xpp?jOV4k~-e1m4n!P6paznX#YrIL1-kCP8`@y4b|wj3C0<J>1*_{%}#bI_M<
z6D$q1ls^Z?2AK%|T={d@FwqUO{(K6DuWw7r0iO+?r#?28!%thNk0+9_c`{cYFE>*k
zNxN9jwu1`oVy=>Q(Nq`P#&GRoRULl1k%2zHK0(C1X4=KSn`sv-xwctu*C`93CSnTs
zgGe2Wb+B!y6MW3LwmB>deg29;#I#PZ<Lo)q$q-}Rjp1Y<z_a3Ne0@C~BM(2tjVT?O
z{;XZuKv{h-Y(;%o){6QN+I)RzUu}|HeH3XSR!Okj!$KF^CcC4vwI1^v)?7|Q@1G;^
z_>-=%Gtx#DSLWsGn1#LoStW`S;Hs{Z?V^uv^p)i6gGdW8N&>|lOm(pBH5d3;aP{$a
zCi?7*Lc}Z|*cnLb!^yZpOg$Wr3UNKG^|f$zswd3k>U~pvl-ntmk*};in(JcQI5+rM
zk#bOrpRQ-1&*sO7_{fj9KDI>Tb5QUX^#zE@DORq-BzO2&b8W)qboBWp0uc+luw}87
zzbumS-T0l14voH@Hji&ts>EL`ufe4pG2U=A#ECw{U#!8raN;il-*mEQn+>X!$k!(F
zE0oL672^$iL!9X8h=lSQ%zK#0`l}rk<&#CcA4g=Nr>PL$JPXa6bZCpuTrS3?>~g%}
zWP}s_osdvkjd}MnAg*t~H$Ikax@Ws62UVQDayw{S=x8BE$!W1240W)ruLFEcbWmJV
zkDnrP(C2s@A|`mkPLGwlzNal_Ur&YOpHa|MV<&F5^sz@@smaxUT_?x8!G~#^Yw^?7
z4D<<ojEIlhUMD4OlBQxGonNKAO&USkBwe;mx|4-Id!i9BgS1KP@A&a{CgY>M-_5dR
z9U8|jd_HSN3uBk>n;*M0QdLujFZRXZ_3l<M(3SnIc_o~Dxl`xJ``EPdW)o%Xr(Zy|
zxSsKQewpnpv&dq@yPYs=<6}5XzW_}Q;<Kw^%UmDy?W8#2msi5Y5{%_z3EGHBZ6=mb
zE{5HdlTA8oe7_3@`%7#-w3`)k3ZS!<9uhLj@YRk;jQHw0ZmxR;8d4MUO6407`DM+^
zf9tG7{#;)S?#i}DIYredtE|Nj2jZ~o?T%O(;)SzeIT-)_U0ht*8~x-aXPJ0P9iI(I
zJf*mWc*<c^*VHk;Y2!zM7#zSCPr1${zA*8W)k@+iDlQAk<XadC5R=}*a|k&vc@9K=
z7sUlXgk2X?p|7inaXbqv+fBQuYz(Qdg;*sCGuPv}G2|Dm^qcQA`pxF8Z<ENlLCJHt
z9$kR#7gG_wsyFZVB-xL-hml-cPx>w%yGrVVZ1RzXNh|8Z_(PKVFh2-`1NaxPR#n&G
z^UdLyGSCSI+;eJ@UsTD;H<Ml9PEO*BdDe0gFyXT`S7BqJhe16YnfE#Q6)39^<A-f`
zvFwB1Sov{ZoV}ii@&Av#^8k;k`2PMkZFjTT^xg|e2uUD7NTCV>0@6gJDnclNiiM)0
zpr9yCx)Q2@fYO^(rT0)0Af%Fng!JC~W|Q}sdpFs3HwlVve(!%i&$AEg?#(@C&z(7Q
z=1lwK4_w|o7Ow;-E;h?AlIozegEXT<N^$FSSbrOKmIew7=6+i63TA$H8IFT?LswUu
z$){}l=2i6Zw^t)ys473Xl{Q#+6Lyv&g@u#y{Q5^M4261lbAUVN_nNlB-;NW^1lTc5
z8Yfgs<Ago2h@2r8C)|<72?5Q=3Hh~B`FzDmTh=@s#FwjyS1ZN1Qc#Hr_D1+4&=E<M
zVtn)@n~9mf_LSB6C#BWseJcgk^$if|Xyb^#19LKuiVlr2tCCM5v0Jk->lkUwS|!2S
z>lx@B8i~lcY|Q$<7ONH1NkFy{At!?==%A;Iglg`1HKj(3>!o!VV=lts_O^IdEoK(l
zkms<#o}K76$JPX8l6nL@NdpN>$nX5x!3<+9R41r4+s`QBwnK7xEv}T;Vxp@FPW2;w
zms-rem%;X3I$6KaJqsjiY@n-ygc|P2|MG-a)*!Z8j17*mGDsG95iFJNN#5s5H*S%q
zsDahNTwC#a@;<q)WgW<(yM%f%zT?T_4_9qH*lOuuLv=B8S|C{nNKO&VX^<eVLBcIx
zOG&<#4wCD+<&%^BiW}<jZUsAzMy6$t<r!jzz~pb;vrt+VEjgY;Vk@3QL{$x9Ys6S@
z$DKE84UJ`i>$$b2EJTp9P$R|$2f4B!ecoKZi!6eZr?64Jj*@&GZ6u0YmjAH22619B
z)>^7=4soHP3bS(aQPt1@YaJaNw6TJ@lAN|sADVoU(&8seJsmuiF4j})lPp9y>?QL_
zWWMeK2i6vI?MxY;)Gac#MW3W&Zpti96Xz;!OhVrCJ=$^VKu-44H8+L(Ux%3Sda__H
zf5&ggT^)-50+EdcDsmL{Ezik^z}OJF0zL$$#>`^7iX6pBx8%Krmz&D{cowG2^)*V@
zllLNy>j~sEKRpXmbiesKb94(?WcYmZek3j5%6u;=uRzi52)KX!0m@^ap(ZCEb`yrd
zw0mb%B+5=qR*Bn{`)|gr=)X;q>%Yz9=)Z+Nfzz}W`fp8f3P)~FZJbhzE0tnQbTG!L
zU?(=W7fIq2;G6cA+_}BzZ1gbGhp*ge#cd|1)E36ynEoTjcsR)^sp~%`6l3SjEJS=0
zp!T;7BBxz-wS=pMK9cgPu;^G4hOU2vTVHik82e&$XpAY8@=fHu`hGMYJ9;^yqnSQR
zY9&}3m51J^6A<}kds#oayFF&zN{917xqfs{2lSC!c-0oh8=7?B%JYg^m>)8Vj5!FU
zV-8v9y)6onAN#d1256x&2G}OXzW&8IGN<E<@b-}e*>iZe11vaB!P9uYU&CY33b{3<
zGQ{L`)a9Auim>x)IwF><&V71OWH}{{++qv4J;&*nWo^@YK8kJA3~$T~je^tk%d)oV
z17FS!zy1v!yzE7AvJ~K}eeu}xen%Mab+G<aGSUmGkyTXF_VWGz(j1vpXHyv4d^AvX
z!=yHsXKt=-Dy>%EHuZ2sM^lpHm0)d59(tckMC1rhrfu>v7Qo3s4+|r*u{qct2D;i<
zADfT#N-?r3)%ZmX&JSr5a{~Uwy1>la+axz{?~4}Z?P+SxTI1N0(s+!Oi2!lUYzn}P
zdAxl_Hs&$A3kG(TAN#V#sGfH0*jH9L7VeJ5>x*vT_PTxwV_ypGlX86^?UUT1R(U*4
z_}J0k86C}~vD(8N^gbGo$cf%?P>Q_?d*TXUsHcNb90zw4h^2j4o>Cv0r;Dc?C)yK|
ztHrohT!nE~hB)SHhomYo<|gJcd9|;c+4`PRCB}}b5`5%fg3p{x5nfh<&yw=MBOBsy
zY-&cKP$(3NJaoYyg`!~+6BC(J`Wkn+ASe2fMRyq)8CbPy6+AsXU#dKEg5RV`lVD+C
zfm^q3F(>;qa^S!LOqehM-+c28e){Prg}=LT;|3NiSb*irmp6SjdGcfo9y}N`X3Stt
z3~Yp)6i62PZQs5f)2B~w`kef2w{G3=-h1yce<u)d@0R>eAd46O3&`Y-hdW+Jd6gKK
zB62WqQ#jmgMd;f_)>-M-#fG_tO#0b=CK2P7+(6jo!OY~h|C*h9F5vC4eIXFMoMXVd
zI~p>tMtV4k;QRAqYzxoDcdsfw1F@tY;}0h=<$KdmSG+9h(ZD1ow*=TTokf2$ePmRM
zu_i8`S@8F7QdV7u$-l*8>o^ZsC?$a#(IXR2LONi^fdp7A3<KHtw7;h*26r$en`ZuV
z9jfXud21B5PW9$Y0?5<P+l*NhNRksfu4Z8T&yl#ZBnVbYgDHQ@4twI5#e3@PK=}E3
z2JWVm;lz7Ba5m%PMq&v*I-CeQV;%-5?H2UH@_&uP*0<Zkf}?}Z#jZP9m>6IU0msgo
ze_MyWaZDnlRW_I*wLy}c4dhM_`&;E;TNJj2bZEI8bTDHQo+M$q<5~vBhd#lbZvtOl
zIcUiS*N6>DabhO1fq*RshlmaM|GXURi^taSE!4+p9WY~m0xZ5%s*iX%baygjUXAo{
z62bSU$Jq8D7vJ^g@Qa5M(0~SP8us%1Vs|?c^J>z;&H%o<qp>YA58w4<CjyT1k_{wu
zv=lM}GM+o1;40ZI&B^G0+6GO2v9<MKsa$>7^aOVn|Fing7JL$+yNeO?YNUsYA$(Rw
zVB4K+d^bcE_x)RFx=yx*Hk#1g!H{`1(!)Un-z|~Y7LkkZ`pW7<KW8I^&*+H!N-=(U
zn1=~R6LEX0kIG=mKdz6?hVWhY2;1)E;5#)Z1ifsy%A)V8hu9XDjqe8k`(=?pHnnBq
zMSr<?u}X|J@%b;j;O}qAmrfem($x++T3YZomCAowz`5X$oCFwMT7#5*bx<5Z+h-Eo
zArK%e4#C}>0158y?(QzZb#YnT-8HzoyA#|Avbf*oy{o%F?|ZjucdK@Grh9sN`ssQ4
zCssbXhU4qRz*MLt!-HjS(@)*+!H&}#tG_(hkM(UnY?9S3V{84oC`fO5!Ox6oYf0h~
znEo<JN@#1GvYWqlT=V6`;KPuGDq}@pJ;}9VNrDxT!P*AC_x);@9%UQEk*}KK@s9Mt
z)-S*&#_>vr2rkG>ZL1iLyIF7`G<Eo)&S3S3USXN1a=#PFKf{{s{7`(5GBm{5-NG~W
zrxM1g7i;7ygBZ5{+azwY2GY!LGT!C8>tn2SAmd<o@Wz&PVGLj<_`%!?>uekvH^<cB
zZF6RO`@o;7y2{9vJM%aDXWJ&&BU=6$D{ny!z|717ZsvN_w!kA_mFPiUmv-ki(a3uX
zkx`&j%r%qUGiLJ&{LJr!Z@Y}}WPvu!W>{^YLML9#^>F(B#rhE%q_;N>0h1E8?0BF@
z?zVkB*&`O9(0f!Kl3X@=wy+Q|8H-IxmYZ?b(9i0760n9?_{4bp5b!|7=lJ8ojDo3G
z8~WYC{?TuRk>i$xl4CP8(QGNxS{k`VaT)kX^jMHhTI-@JrvB3Rb}3bg))o6CA1bxI
z0{VUIFX>|rj*P6X_jS;{PEUU!P_^!g3^dzy*k7te7pMHr`52_O!EDCDt5M(tN4xHk
z7+wiSR8IHsJj8Q`Jk%qIX>T%ALO}p8_}4G0hLW4B#egcq2E~D&6tg}>&j@E=B=g`t
zX8)o&Ch%~_!Q@a25xl?R!iR?$>RI~w=C=Tw;gez`SM%3^q0?*N<F>|^hhtyVbGcWy
z9cT*EgJXRuN-Yjkju|o0MqH}|L@ex=Mx3jwoEU%;>0NCF3xu^6F13-#jq}<;wUG$~
zr3jC=K9MwSObogOX1sUBEZ{xM8edJos!1JiJ9BK2)i<FEn&5EKKk(|RNB6;)EYD0L
z>OS%Dl~xR-OkEq~7YBwXi!xSUeBSH6(-{x8-uy-p0~x&Zz*<6I+hIJ%Elkn^GR_Zk
zD?_7OSqN?#8fyM@f8JEa&M~v#5qJJByL4Jf>rTx*`Rt;ytg96D^XcHIq|Z$DK}$g;
zj9!xm^iAjH-@z2Vwm*6vl~uPK*2EkUPaDZz%t3dhsN_J&q3J-EfxS+y9cFr9gX2A4
zR8^zz9j_f0|G;A7N4~u+oj_Rt!sJ$uEC(J67+^m^&<_Sist$7jT}DxIG()IvR?fr%
zrFpPOiq{5Xb3W7p67#h1i`RnRpVsZ<J>Hog{$?0-fdT4%0s!uE-@$j7ab1L<XEj!g
z+n(Q4EdYevHq3TTx*rpHXt59cZI@S91yeH)hb%W!?fy@#Jc*+H#7^&D4~)B0VCMX^
zmZabRMm4<OeGz+?IZw>$%GBCB)sM{f&QJ_x4~NM>dJ~8kH+Ayr(7vpjHkOr`Yk8v}
z@D1--bn8f)pa!BP4j>W`{5aYp4j4*tvuE!N<L1B2p4}Mz<w1RuA2Vp6rTww<I^{0k
zsNnVJBg3q(GmJoM!j<CFOd6rx79kW{&_#&Yva2B6CW^fx0Tkau;&GoX-uBb`!17Y$
zc---!WzeNY=JFxL#1$bF)84DKdUU7veZ;#fWGF8+L-q*MI&(XJCIfYjqw;Ss*b;$3
z?7--)N}c03C4cGVA?uXGJ+(#p%eHlC41gIj258+#S)^;`2WC}qK+xJTUj@Z_4QFAB
zDq=CAA?^;|9!^ORmZRMSe(GhSqV)?c3R)-1(-NevldNvP+4LbnpoZnw#fZDLmuA>S
z>+*LwEu_$Ap4|?}5XXnxXB{sji;iz?_W&O3W9JeqpdUwYkAqBn<Q|21>@Fl>2j9sv
ze-}42U;5chruBlvjy`Zqy;9*^H~s9L2#NBkWxjsslr++-8nj1y#8e}@p4K~O>*<n$
zNSgc$4M6zLt|5IbWr0p4)eU_+H|dWQo@qik&r?GH_yR5su=8a?aRZvw@SVX@F%CQZ
z1KG9q2!fxK_Dbso<!9oeJlHPdq-mJ{NRL@yv~I-+&oD_yNIcxF*{KK+aaiNRBI91p
z?*Cn>59PLr$vB|wT8?4zeQ|$z*o_(Q72JpMqoANrZ?@0vH4B7A5r!CuI~>n`3knVG
z+uY37sBypC5^8@sDMyTag;!NoeK@P1y1W`9+T9t59JiZi!yfdeXo<^j5K*yJV7DHh
zzsM4brgcl9P~r6gk=%J8sJ;+Z)@)6E*Gp*$X%FzB+j_hsdf2xn?etz#Q-E_KJ32Ba
zqx>zteVwsxxUBBvR%Trx6Putm?$B|Pa|+a&36mS{?%~(7U;AD%=6vQf_QmaTq!PWa
zC<zH$oU*09@?(7B*>dwTV`Bj<4u#tmUr+dqe{tW5yiRe6hzo&rqN}w<zi18|%aoKa
z4ih8U$GY-U(C&ubUY4;K`)uu$0?*H&cFN*3>I7wZU}7&`)H+5b(~-#5M4SIIV_R-!
zu)qre3dWU&TB33-k4A+1QRg|v3xSGTKV_z05gpB6(nKZ2^15`Kd=c9(ir{i)#|<)W
z0`+h1N(`i~CTI=yrf%$%ysj-;NU3TyZ3wG=t_dp!<~{amw!DdsD?*KQ<oi;8Yv?5x
zP_wng&hkD`aMxTaBSy>K56W8v)F*Vn$FR`U95}Z23NyxgyOTV6sEAXS3=U7oDeq5p
zMl25qnVV6U4{?5u#K=|(ex1XTi!pc6VDc6MczY7mA{BCQ(Kq_XWT4E_)*L9d3WNK5
zV~3Xvv)Te)6cth3PsVzlhRXK!Prmh69YwpUj_!YecjXj)X0$apyhWyymn>rE4`un8
z9jip6s)su4v^;7M7*kDhclzCeTYPZlt3bp)aR<H?Lm_o?plP;$){|LHX1>5=i~n-4
z<L#AG;Zw7!3`FHxA^kRx#<%v1#3}acPA+r-_R^NHIIFLM-bs3rtJ+v)MW75V+yO+N
zF-Tmoo{YL@B4}!ubm_*;(uhM|jY#rM)CWFp5zdPJcKccjavYmS^1>%|hJzak%k038
zkDm*9<5$I9D7*Sp&)xQt7ka1u<UrI*l_=MK05))Gsh2_>Kht)6_aWz9{6e!RR+o^|
z_SFLc{Y)ReS|+CET7dyu98UDhiIGQTnRg#ftesi+^5Mnw1HSUkK;3E)%K{C-848F+
z*!<?(s7YL+U0yjPe^IN0B4%AY7!wPMkq%Ri!g-XrB8_<|Q8nyQgXorhef(7F-O}@e
zQAD85>O@{k4~>xfTy=CPrp}(C4O#7}x!2!l$pnU=Os^l-b9zoOA{7W>Wa2cNrBlIu
zD(zH}<WY`XxC1CVPcI6aIr)%FxUp50l@H~?X>hT0!-!-?rB3mrp6)sbeOVM3QAv%R
zv(ChNeRfeiNH|emJHiRas0bFPG2GvjrZsx|!>+veo4C!)*OmJV;KGdTIB;^^2d4^@
zw2PHd#NkOVwrK+X*<TfZtAhvku5?}Qa3$rJwBh^pQB?6!k{Q**&SuoElgMri@)&A6
z7$!qI6hRg~zU8F?ghsj_*gZ;l!=>TphOF6O5c1Owq+w1e!*0??6|_K?q5wwd%lv_<
zIUWROKV>414V9#7cfNbi1qhl94+>)s@{yY==lG?l4l`1KwQBq`+g}_jxDvbR9?0&=
z+mPL20XdZJ+;}^x4Lj86GLKjU41gD)_o&?rB2os{HFff3hWqEP42k}fi-)Gtx*S<w
zTL*e;X-!X5NAO(u3waWZA7>sCL^sMGD!Y6$^|#E!PZytI7IvRuJ_{m8BrzgzzE#*O
zMJ%sv*2#nol#4*=51`y=)elMCFQQfOYPS-*lVq+U7e$9DO4>+TEx|<v(T^iCOv;sL
z5p6Pu*iA(OxYUcGJ_?Apxem3P*BOY~nu7BC&Vr(y;R3XRdJe@Fj*{8H*;2pJia#Di
zv~KG|!Fqp$DO)7Q_OkZaT2TLDx#8bCvJO>-A*&Eb7xGYLiuarlTkD4Ek<~bwaWPmE
zgv(~tdCIHkga!)+Z!fPdF*l&`TBLcuQwb1R-SH`_pHU>}mC|gs!vM}uhek8+9Sok$
zVF1HUWPDIp)IYguo?II5XBtr6Zn?J23c0r9*<>H&u_@Ir3&2)ba&DugN!_9o!V+Na
zgx#dbRNgT0aXKLzA1L=(uH=_f2Ksm7y4S#XnwLcFu!&6T79-Vf**^?_<BXauj~Fh#
zH>yu)tA%R7FS>tHOF-S>Ny2Q}lQU30Z);du5{Xv7!|#-!?JjOA!nK)ff)WrGn6*5q
zVJKHOageEhMJ`mb`0~WCD*4K3r1Adu=edL|_ilqw=8yeERudZXTP{`YXhs{XAyd3}
zhHBYQ0DcV*iVL4xm9gYf>~ayIj#&${+t2D$nX$#vCL;Wk3#wZpJ_}cbL^=Y|cq_RT
zxmhdJf26hGFh}dQ^80p^tDV6_9@XB$dSrrXI7ZD`@cABRtatO<xplc8H&woD@poP!
zZO%z+Vuu5DAGqh2cHJ#tI%{6cFwp>G0d=Szl?%De_(+L^$9Si4jvB;W<@vKk>83#N
zH%aif+Zsy)16>mze%WNTEml?zLM73XN)$ElEYu5(_l@{O|3%^c!}5Hy%t9zdc7Zck
zFH8NCRZCY=C>{Bt%9RA)&+J6a?hL-C<aW8T%D&Zc(l6QM)KtPEIs`WrSi3ghP6o~x
zt<dVjyrXUhtT)dv4?O}*G@D!jd`<?D$(ZzEhRz30>Z!?4|HiydQY$3ol*HVsR@kJ+
zpW~l+p{xeff$fxj<<gZmo}II|dp;;bx6o6C*~CT{MB?xJ@YkJmC)Cc!K}XGhdCA{u
zQfr0w>)F=-@*?mE`yAng%O_-pPQooRXO{#2W#YauF8h(a7UxU8{)U0PjV<0~Y!!m(
zWFJFY_%Y<t))EG&gJQ_)?J0_p)jV6fg=DmfuQC+1aQ%#)V(@pj>4AZ7Sf#6eUKfal
zU1*kga7jZGirH~VAc(rMq?J^fVFXQKoxBPhU_0_I-^%3m=+YYh_#z-Tx&rOQxF}{Q
zSY_Pe7x>j&CWe#kxI5|4M}fdvWsH;+)_seb7nW-w-3hryCd%hE(#aTfs4uJg37QwL
z*J_vS%o`L5)A4sr_5UQ-8sqVzGf+e2hT{&LeZ5OgF#o(E)mnM6@26@7(iQi|X|Y+D
ztnFEn+oZ>X23)1rZnXHKeT7yjXa|~(3k=t8?2f-*+L?{hfhdb@7Zw-#W<fFM*_(y}
zYIbla`_J#e+$@~Ck*QA?EElG8?0fTdk8oLreR`$tO+{*JqpX}u90)g>n;faftdxEn
z!W^>*MCT(J?xKb`QvM9B*)rcbofbUvjvq;E3}w5!)NzoZdF*k9C)Uy#|IIC#ba$N=
z@rJSzWoO6et3qU00W4+F{7D7_J<UZhewIU>EMqFzFYJwSqqqJIa+ZVBNi%aZ!e)-(
z`gpr<>%(+n-VP|fL>0@Nmi^jttD%)DCn8IWJ!wN50tr*8cN(2&w0q3lGlRZ?C~`Qu
z!UJaFRoto7Z)|G+)NtkTJh-Lisj)^kL+H}TD6`o+hXYz52u@NO8bp4tyMBmZzFwJ2
zUvDqSZ^UP0Bw)1q<it`G4jf-BmBN4?uFT8Z;dO8N=JOCMQ?lOWNAx)ynw_0J<K8Zj
z2nQ$BFR-DZ!Bp@5d_$=@tGF2I{myi}3JjcI;$&*Gg!B6C%SkY6P_BS@(^5_HtVq+l
zd)(6%$;+UVB&EExv^%>nbVRtEb*;Mr)d9NLZ?WIUxNc$TI(v+4>CzKBCvbFcg*=U!
z{TdtjhRD(UQi0WjS~it|6ptG|TB<Dmfs^4*imqfZ`@;2?2Wut+%Svl`sQ|;FGS%{_
zqbzp-_h*zKLTq93qy-L_WCR2g_L?t8Ecae<UY`LEytq5yIm4d-axB`j^YyTlB=i`;
zi-@qtx+QxeryD0u)3=L~`5Df|C6jnq1P>MWSk(}WS@QG<RECgde4UaK5owavwsMM%
zcI#mG_6lAI4rJHL9Y@MlE$1R|+q|kXUxw$NeaF+50H6EpvH^EPN7;?=rVe}OD&;Ng
zLHG{u+$!3akYfCuK;{u$3J;XhG+U)XE=2NvmbS<Hb;q$i{^fzx*=^q)l|z_McOC^p
zZ$!6`H!VNA7~$HFR4*&@cm37{d4L}4zGfxLPUOsn3J?YRfo#WVrF;Z7`&|YQ>xkZ`
zfV!G$p8^Gb=|ZyfM7gjI_th<el$f4st*y5y%pJz4NCRh?1y%d8_WjdJqz7t0EK)1=
z%J(ZfiM$f#mHAf3645stom6t2-AE7E0s-GeX`k`R-oSa5sMzzWq6!f;Ehuf@JI03r
z5ydX9!Y{rvs~=L7#;|<UEvW+vC3aPhWAzr!a-=;q=n>0K^vj)P(rbjAZhLfOd>%+Z
z+%45t15ZDd4&Eo8eku~3oU9eeIifTFjkA0<UVb`^Ras%{KDHb*!ww(WtZ!&VbyFHc
zAD=m}fMnjnIW)yIiQ=WcoEk|Y1pL+8;@(qjYW^N$k$<YZ7V^*PQ5KRQl=uek>iO|;
zg?>y8E<cc;I#QB{Jel|bW-JdVsX?be6?qS;EAf=muvV*jz;{d!$C-f4ydbOmo$$sE
zx@wp{+LI~~^iH(s6{e(qXsjghG>LmDOLgGF$X9WqSh_pjIE@IT4xO!0=5W0pSX2Bf
z8&~cC`n2%WBpZ26C@r5BP)pLiHS2!2aM)O?<UVmeevf0ZN@EF>#xD|^z<vk-PKsSs
z38;j17W;tq_mcCJ+z1K)H3&z&yyXFDKBN)NZ-Uijr9j`IC498vM^f*yGZV_$zII}*
z41%T3TN~#a!P7Q2)Hg~~wVi61HzqaKu<^M$QwoaM%*Zc$V%Rxe&x_f7!e^osyi9f9
zZqb(<5}^nbQSq8xE}0BmX_A)w+tJST-#+ogg0y`YNcgKi!xT2ws6-gyKAuyIQ~N}K
zuhHp#N4k!I0cm>)Ua;<II~J{UZ{+00iG8U?VEhERD>frAB_hucW7c%SMoqXPz1awF
z#3A-H2Bb45CR5qtgcLt&7NQ<T`-m1Ez*&3j;QD3^*`2kOZ(Kc^#EvN^yTf&_ZP<h2
zo#ly$@5mQUGfn^}>r~GKd`dPJ)u>;5%y}06E36k3pY9wIhTxqwqzjt{`wARDy70v9
zwq@ZI-BTO>w>C42LR`1->O(56i6yvm36zsD&yG>UuAm!5ZFSBM2lxPCX0Qj(<$cp&
zVU6<7M}t!M^9tX<IF+vTzI&}+d)u}2qXVma$Ego`R(vwakDkK9k{B6(qnd4|dk|C3
z3#m`+83}qat>;f`Xg_V*`TcUrC7YfQyJGtUejbUG##MlHtl+q~3!7jmx1_z$LXzd`
zuYfb}Ul+gs475z-EANffU#nv|`3bTkeOe1Z!FpmCbr2p!8boN3bm(=~3zAFd0CABl
zW19`p4k8$XCDn{RGK|p+d;?eSsSz(L>x@^#6d=|H#P~=WnhJ!cHm2E$v{+xV7&Ue|
z82(5PTNox6gc7JqQl>ew?`S~uCp}*muMz)cwh%Ez5=Te4G-u(7nneD)_{Pon6Smpf
z^zzg&gPqUjK>XgbRpOIfW0_Bi>UzS_8Rg!tr$%EQ%4j+IbT73Dr4)_)+J`7+6>r^1
zJ{|Sb6RP!kWyP4wQM^g7co@<@JbdewO7s5h_X)g>F_B%Cv<i{1$V*C_$pA|W*2vc^
zss6C!`Mm6`8WnI~m^Xp#qY4U&e3c7utOxIHklzE6%Er93?-0Iv0(@CGTI_Xt$WP=8
zg^gmi)#1xWEuuTRR&h3$(Rj$Or2|nV!SL&t_N?7HuJDhM--eY`C_L))!)8A4tyd@}
z%Kdq!rAJjhP=?V$6^+z1gZeClo=%;A{4~9nAX$#Jhe`BBfB0`g0P=0zdc0g&wHkM2
z@B`HX23n2~o#=iaRhaHE$+Nsvq=%k^T$BFyZQZ9&Y*gIMu;Dl7?>p4Yz=BN==%u$F
z#OxN7vmS5R5}e4muY@SS-!@Ee%q^HN<}Ud58iXv|*~XKqC@&(pswj`(!%?v4SErlZ
zRYqXrM`=uJv#Y`}=-_UJCr6~-ZQo_qh2Md+y2_ZvvG+Yiy{0=@h3%Tbh8ewkcck_9
zq;1GJo?M*SYje)BrNAi2$}3>Uu|n~kSytvfZZEMD<wyU{uc9S;L8KciyU`cD4K8y}
z19n83{+fMts@{IAg94&Twzp)BXniSz(`=}fOYzq4HKjxoUuoGJO0Qspnc<R{yFZ)y
zuOb0Ij_zOJ;XE@N{UZ5eIrL#|ba|<ZSxnSMPtO9mPG;|!oez6M8Cx4@&n?M4rTy!i
z5TBcX7jiQ$Kw;3fa(09~YvpGD{(Aj>Fc{FHzeYh;M6Ve89@HSin7jt@-0Gg;c;)07
zHnPqcqPvqCuILUd_#6daXY2L&=4TK+&dYCeX<oX+?n>c3PP7x{bluj_!N)qsalGq@
zE#`OsbB!Vz2p8qSGj1rj!`O>d#-!cK)j>b;zgH~_TXQ;rzWyFw?+Y1?MYW94wZ%Ai
z&x+$t<pj?=Vf&yb{crvIY=w8!9mqW#jMD;NlpPq**S{p7`ALzy%r`WWPhJ=f4=orD
zw68Ag&_I_R_qlR@-qJ`iB;v>|!{*@AAmUgS|5cn6fy9kj-fwTYpQro3Z3RNI{&8oR
z$0sJ34g2BYgN2dtxzHoA>3f5baCBE+k&sqoM<9+vX&qI0d7rSc>ku>-7uPWf@dO#E
zsTG>vE46-u)ST|$IqmK3-M70^SqG7nk~f8Z-yOi8=||s+?Z_+83k{=l9z2hX+4fBe
z6OC;e@xG4vMH*Jwm{A(?P@46z)Lv8@2TdXvcUG5_^`SjOh`FIqtkjHM1+eL|d_P5X
zzYX4~tky}6uCLhXgU4Nt78eNo-?G%Zj>&0g$}zyGUZcBhtc$&WCh^C*GRNEB_X088
zO)gW^>#w*%P)|aj#B8^OevmfVWK`O3&dy5W3-}^gCCga-f!(mdaO6XHb0vjdj;vv(
zL;7NfP~>btSu4$*49`mjQQp+Q)$?R05JDw2b!*<SL|9y(?7xo3lRmXvm^UEuqWXwd
zPh;<B=v73PM8DxP7)1`?j{cFoYvLbU<NT0*Ox7(;1jxqD$*Uq%T3;q#OsrvBK0Y-_
zCE^t_O>X-tjETrZNs2_|2_nmFhov<HGp)_FFWe^{&UN0wKk{cCbHVXI#G@OLmFE|Y
zBG|UsAAh?q1FmbVLA21GtCuR0j%i2rBAeiBBHu(fsW`$6=?C|Cm2mE%1g5%tZe1nT
ztBbjwN%$4Q337I*jVMrNA&n(DXf~8z*B87<wVV#FwXT4J<|BBZ`KBUW5QqrOPUzCP
z8)Bu%)wk*u^G(Ig#hHs$P!9b4spa&h`1K5<jxj4$8t2G52t{p9K|v{ox~F1;@*+I2
z1A%BvRQzv_GdLpLS*&VsYNXzGU;|e#!yDEoiz7qku^9pv?znfX^-N4Jdr>36sH05&
zdS;N-_oejZ{A{mcq|Hd<(XLr2rx;3)mz_iYslA~LRg4sTxtso%%a5}d1%KbVI}xT7
z<!-R&&x76ScR9eMsUl!~YT$&E%bIBzfn?37V82^k71dM9rUsY@^)VUfVCTaP@en5G
zwvllkX2c=8QAFC`Qh^IP0~%rT!nDR7#^!3Giu>Rm-x+dn30dcm)%SGZR~)!gNc+41
z6GcRzc^u}4d}bly3mdGli()NPXo880VoDZ1e2d;b8FM0&j67jASF+eNmft|LDknHG
zlCL}8OZD30qlv}1yWD9pry{MGCiEs538lOH#t}2Ti<5k3Ht|Rf6SnQ>fBXV|<PhD<
z5!Q~Oo<*2fn*7F!*`9oBy4G0;p@17(eQ?A47-4l%b0CD8m9nUxc2f`w)<o!RO9<!W
zmrnJ^sY_o-S(@9n?H#hhmzZtR50rzWT?iFSI)U27fl=qUgE{FV8d2;THhLv3MH^su
zr|oXFc`6XNgXg|Xyp<>r(4I2R4s3XneaoDO6G%oek@Hf2QlkmTK-sp<joB&VspyQ4
zKK#iJqPR6MCLO2rIlJl`U^~E5bNblHeV^fxY-dm2v?iQsjbw9^L97+@5(n+41;wG-
znm(~8c3kDGBumjVDUUX$o3t2udJJC&5tVSOTUIY+_2Tyk8M8GtY%WHy{>itewqS4_
zh;N*@utRUR5RB*Kxk9oh{)rWSa(+k)cpF!#r-VvbbL)Wa6>vW*WdZNVV(c3GZC`%^
z#lk1?oLGXY0*kD%89Q~>^P$0kQX7(d$;3NsHw=x1QY6UuvFt9Qi49f2bLKaChTeSU
za$eVbU<s>*U1*Y$I1uBtX0TGo=B|#oWk}Jzb6q-qfm>QcH+j|YeV9Lbc~S+B@sCVs
zW+y|kOMD~_CKB^uE}Jf0`9Q=n-}qhZMwd37P~Ljg>d1bhyRtG2YZhuoBE`}86_eO-
zAo4@{30b!?5daejv~ga{CABXo9-8?bZOnURlWS}OId=+?`Otwwz}jq(?oJCMJ9Nd7
za^L%g3h8-H%ARf+A*6M6xXRRRl5KI$UtlQj2SsNGS)+f80LLKh!1(VueaiX1x=BTV
zJBZ}Q;^RS(*|vzBArw2a6YIUT(|-5TXObnQZ99@5zY5U-`Pb?`{L8JZ`zKDzUylql
zJ^(}*fy1J)N$BUI-dIbLH54p3Q)5=lmHb|QWDtqLWnBH94(X#)^PZL1&{K{5<#hS5
z1);ljo>(3abxSxg430mEixL*;ocsEptU`Ncc{~)VWL1|8CT^t{Q9t6lD7Lab%<<j2
zILhXr2+Il@`NUVk1Bi_4eQOiuDKkk0!b44bR+Rjb|BUPV#6wivB;4wkafLj~GFmzb
zuND8GB=;lzooJyv^yBIOO0u^1#NbDBtJ5U@%&=SFgCoXnQ*h(N@*sFnEY2rQJwW8t
zR^t%h%&Ef~mnE5Tc`U9LWbHmq=ZSQ~G#H{pT~bojm-z9_F01_<<7@&({f?oH8g)e_
zg)YO=%&42Lf(Iun)JKiA#sb?5!l98ztA0q^j@+o7K0NMTktABmL#(-%<WVi>R<WKm
zmy>?H5@_`Rkxq{xpT>M+;t4`F9DCnWxz{(VirJszVYx`Th!NqGQ);Lu<C)(*>##m+
zd%({nax>{<tS;;O?PbK&`kTLA$x>03yL0(1XyuDbY?oyQi<vU7v<9GO^qy_tDM4bK
z6+UjzG(j!2Z&Lf$K8ZlZOQ77$L?85D>q0P*vC-x}TafS3lJnGK{syxz#4h&S+}}5o
z&R&2Ir}*4-cT{qKAST@zckLr2{EBiivO;@m=)cCPQ&4_p2?9D$yxSwWCJRIG0@-ZY
zhKz<BKX|-2p`PD7L#A6C9}_#|nDQt`ijV3a6L;m};^e^8lj|l5eI^Ez;+)bN@9-Pz
zK#U`cfLlNEdhWtEAeg9kQu^0^!U`EoGLft?B$Cr63WRE(wWUQ*->*25b~T?}R?;=@
zS64m`$UXBC8^>r9f$J2Bz-sYQ<~~G<B(}cGj_WVSOpt39VN4+o)0(c|mx{GWd2946
znc(M%?8W*qxnm>iRzfnJ0wfOiwlDZ@T*B(hl?LwyAknT2dN|lpT22LD!HRYHd!QP1
zFq=HmTlmg=Iz^K@?K^e6_20uWt8?*v?4+E1(jQ(7twBC}zWyqF2s84sv$TYM)qq~C
zdKdU(_LueXh=ZvppQ%G?zzg*o2)yrMx~;1(2B_G?^pBun78b2F@d5`p)zp7Bc+_^i
zZc5@kH@K4feYF---8V3ayW(M8rAj^@D2@j;k&XB3%1JKYjT7z$$+`bAotn#q9YM`C
zX1}SYU=jqr{poz&B%D*tzW9CzYU~kjdXdw0{^+U-tNzB!yW+cFWlx9N5xJS%1&hNg
zVthDuOuW}4-rq<2=KA2hL4S1Z0tyaUA~e>&IOeKIEj~#(XkYuHg#9)^mu6&Lqh=Y%
zx$MdIST3mXm|f@B22OcaZ>L7?s>Dae@gn>32uw^~+PVyeuE^R9y>^4hcCZZ~6c;!I
zWWob3B%T?74!uOPT)Ek7vds`!?Ywvmg*3G+`bnwuAZeR%c_gNQ3+vFlSn4GwHgWe4
zB0vICD#)Xbj918Zv`=~&$@xkI?(U5>QwAeVF^GGH`(b(jEBs5NdMYSprK-+%rgvEz
zx#@F{f*y{E%Pm)|LWC7e5*J`^*e39gD?B$jQMrVX>hUq65~{e-BFQZ1Hh|5PJ!P<B
z3Cl=Tqe3-M`k3KD&Iw?|uA3gUAke_v^E~A^Gw=(|FYZHny_CGd=C9xM8iJgx)NrnR
zI&`kaKJUu3M%Gi*JvdX>%yX-_66}T*6Lf>pfR&)8o+4QF1Py4oPKNdykFbi89*AUN
zd%knLY61a|I_aJ(-r5wzn#9OjU`?Pg;ZDc4u+Ari!8+O`xtM#+%_BA(ZB2^_6GQFC
zzF|{?kL3ja{$qD9JW<hpetm3cm9Rk5K~i2_=SR#5bwGP|8k`nCfwxilGTeJ*4RSRA
zDRu66kHjY>HCa?WK?|9)lOe;yQ$1OypYA*9lG7E#COi`D^>+SPU^Obyv!$d$Fl>8|
zk<k_-E!d#2GLZWz;)$r7eyH427-U|a)p=)T1LHKCRoR64`D8#{L1S2ZO-Zhiu6>Mk
zu(yow;plQkAvCn3v2Z-Ele2*G!AB((j@CxUn?`^CeqnAXD^1aPdOJ6tfv7Z|=S5p7
zO6}$*-L=&2IBRsAg>z6W)#IpQN=(g%unD_n${+y2>oxSNN6pN_z>;L~(W|O*G)YL=
zl)pTA9I=jesP%COLip@l>o6&wmCiyb+JzRbfvcwg&*}BFN_GrAkOx%9;~hJg99(Uq
zJl2a&c3#Ic)(da7KiUh<AYDE>*>WLUsAHO2M$g{+(j7A;VkSVeCN&CD!XJ|2)Oe-h
z%&zSbW*rFchu~fGYvhMBK2xD-95r<|V+961jZ^yv-`+0kD27-|5QIcFkL4Ae_JuZ4
zxC=@gBna0>e$Bp#&X6Mor*PGJoLQ)fE@$b`T}vz&R*X<7UP_2S&`uQj=+U!EpEbb}
z9)j<miYv<%9xoAS`iT0#f#~K)!Bp#GS-N7Km}dLLRwFUv&$CV`2HajWWrSk+;2yHe
zb#47Nb5zMm9YeGEgrEMf!j~JyuUJ|2WH-F7-*pra`j1l)!MDgkOin34jPzEX?$s$I
zmEdnwGGoH;CQb(Cc0kO8F8xlwn*9%-OuK*|X$AZGGR3x^ESbCqQF|^#%s4j4tp75!
zU!6)C3xo*|c8Ej!@qG1!eR6L&#VtmOUpf~q)>F&d6T*tP_}P0qH!{sWE!KMD3D%Jj
zMcwJr9BZHAcY$GW5|Mvmf*o)pGuS%s&v;64I+093q0>DbpnEG1lQZqSf4Xu?9OAcX
zH7kF%1HKmD&c3Y`;2d>5g0>^|lAi3;=4yF@^4}LH@k!7mGDs)>@+TbJ;q4}dAul61
z*N$tYtvNA^m^)$|{4m)SQDZf&-Ha%H1pTEbrzPSafgpPPqnYLx3}jbGaZfFr4)549
zlxCf)vS$o($b?-bhjg@oHQR=GYksHH6V$Jt`=Z;TY=@%Tmdi(|B?K9(tNPrE6)#QI
zq?U27V-wYaVL}tOYzt$AW|gd!vjVGOgl!8-@ACNzUyrOxtp!^FfMPly@uwMBd(OSu
z*CR>~Yr$2eQX(Hgq^H(Zd+g(FPgj^b3Ty+H9G!H4oxbytMPzJ#_~ma_{ULl?&g7q^
zsA2_1sMQi<JNs<V+@nbYMa*z5%-yeYE6m*zy7bW>n}TbrQ~1R~JW!Wdnc6$3tx-IN
ztFer(J0Mfp#T|MV6NR})UzC`itR@B}til{(%<0@PtpKCGmct4;_uvU38C0L%gH%d)
z$?NeDOYnHz6w;VgD&{^*<noK7H}={RMLKU>O27+775s|0qvRm`4O36Z+{kQ`M4Hm-
zcSlKYjkO;qGHruRrG$qNn}Z8YSdIy0+w`4f-}XX*s-HN97Z5WtR0ST#8@*Zo@8F2!
zK|YA)^zO(t%lP9rSTd-}tF(E$h8FL4sVp)hh8<?cB<&DpqQ47t<_qpwsW)zRaZTa#
zIxTNiZSzFyiFdhel50gn-0*c+qpL+ne0<d<18f$uAbavcT<lLeTwjlvBR?LlPxXt7
zk+qu+ZTQXIyu>y!QEr(m!LX=8kl3eBoDdYY`Q&N_CqI+PEtKn7X$SQpk(}{RX9081
z9??a;k)F~@UFXX$=d*H$vtwV5I~~cNM`sLmwbee%xEqk)%0KD7<oTXO&g9mA5oQnw
z?Mg!bxF~GxO$S^kh(s;c7B?_zB(&D5z0t)EutwgprJJx581K2R)09@S^pmps#ucv~
zMdalW<HW|Y_6Lg<LX=Y>|J4NvAG495&Ieu&Yb_2k27s%#j`!(kli!>Tu$H|ZI{Vwc
zL2@QSd|AJGre@InUz69D71W}mcPbRYBJ3R*DU9B+vRc}5Xh9FEEPL_)I2q#n18vWW
zA|N7K@-SC(HxyEe%r8(A8qs&b%Mp^1aa?+X_Yk~&Ofp}Shet*%?wlZo&%w`A>6~cg
zYSn}9pLTU!gmfKHurEBL&U!7KT{#C@R9^Mz`Af;zi-iqRFj*va`&{l*H$=q)2FFI=
zy>RaI&*z$1mAoyf|2$puuyRkVhsAtgbkcr5W`AgQym(<fulzGS#@NHT`5tnXLF#<I
z7jiw+72N0?%gRnKXFz#K*h6snJo%{J;7ru1SqDe>_so8$TlnFLO7<78{T@$!{Z<h3
zgq---Q!D@W2p+nY_>eP4<`?TAuIp%=ib90g`FOlwf|7``Q>N2-)&or?e}?+!6`)1u
zW%BuxTzqnI0dL#0okt$=>CPVN(P>%h^@KVl=AO!u!AJtWDO3N{k6)}lItKI`Bjk<3
z6*aV3`5)2Do?G?*^wBwU>%n{Z@O$rBL{IUmH$7z`PUS>?t4FsSc|06usQhW>g)upK
z<KO5^OkOEI16%38ZuT}}HcSl>!yJ=2F%AA%?ZEhC><r%|<f}oSj4vhZDuKcSS%o??
z`&V8Me`U^7urqNR?4XIN;nalqLFWM}zq1qjU?T*@n{NtN<nX3iK`_Z@_L)A4K;SaC
zF|M6JcO1Pd)VW*DkKAas+JUN~!U+4-M{pdb-m~<)MxYAfE)e;xIAP^*i@0}XC3A02
zP2}WGHw<dKg&1%wEzim<Clp$x2*~hZnA?8!GY^E=rYw{iORtid1?E~>qyHH7$CZi}
zOh^j!&`BKiUyMu&tUx?#NgY^DriT-4zDpAHKGULsqpowjG!RQgLDZ|DW8nau0IOvM
z`U>=nGyouWCDc~UGJ!x10m-Q?yZIqZ$6MxZ#7NlE>KG$lP2%c0R4InB#{miYhk*pe
zu9E7pGhbJuka)eQgr@=dZ(X=~gN#j_MlQ{n;b)S}FLc3N*F|s@g}lT?$<)X4N}(D!
zS*%NGU>A_iS3BvW4|d0Uj4aHD624#V2C<kV7+AiuPOrdk-qpZm8`bJ))qGSUk{nQX
zl&%sOhdlom&{=jBJaup5tOd!D{#6Rbm3os-YLbKH;_Xvg6!=2>RFGH3GtQSWtZhXz
z|5FVP!`62m;SWdM2uJp9y;=NqeKa`>RDK5}b9=|HM?o@P8W?hFtYw}*^aLWSR*d?#
zG#jTw5|Z7BZblLNlv7+JAkK6u&EiClNgMaXGywN!RtGoLy*3BYE9QWts}A+xsrAUz
z>{oe0$97+>((bY>xhkg7$bhnOO8B;!)h||(KQbJ|m~tv7yH`IBG>ZgQ0b7G~dhS|d
z=RPz|@N>}=939z^rT*)SrD`7iTIUa1LZOq%!?e{#V}=^^FK5X1rmbh(1=yv@0~(<T
zAgk0mbH-j^3{M$#q=dA_*|B91E35Z>@<6TZ;Ba|qUwnzShV{}A%;G1G#yCxla(y^4
z63Bhftp6vU&iRoQ<L;^TVYm-J+iPTJ0Pd#>u04C<@$1Xb*$Cf7D@flgXUCM(h@b#$
z<QS);1Se?paq`AFIYDkmCG}IZFn`A1<0y}~l_N*$@TAR2{OsQ;5NoP$skf1@cEirZ
zFFSUjBeTIlh&)_UyKCYW-c~f-slHV;$+90zou?s4u;&(i-5=Pk5O2H=c{HL%wTM(L
z2ri5k?yt0l4_RHTjs~2dlTXIiGgzzRA2;)k1CH`P&V5*cEy)%{^g+$c>rfDt03BRE
zzXcei3$yKw@=~gb(!lz#(83LCW~B++B%{{?7jQs>>}OtSn<B_3zEWAj1?|EJh*X-F
zRE_dp>eSc|jxHHBi(};CySE}i^7=3&d60x|HrSXl0AJV`G3Ead<m4zYA{qv`aPM0S
z@CtCZGCyg<_u=-zVQKcD3D{t6IL%`UzF_d#kLe`9qND_#+JwH$YSKNvQrAUVPNz1Q
zL_!(RXV%0e>lLDt#R@H~XywJ~%1<CyC17^mjUSJ%7sqWLy7j1e?J!&X6~Ri5OdY}9
z?3yF2hb_0re&QjmE`W`^?<a06!OPr;aySpwtw~O<oL`q5&=z(f5O_HznY}J-fff@v
zdnJu+kuzGmByWNCV&D^lD9*6z^VF2HC(B-a%r54c@mQxt9j2`u*y*UPKnZ)fXdT--
zRH5moj(V9M5}&FzwE4a_b#Hb)H(WyKy3E(cs*3L!A=mUHuOkp%3>!8tB~3y?<}ood
zZkVCM@S0k%lV+@VPnC)vE?%ys7$m1LU%&4?I%o=}#$!O*y8t;(Q*BPbA0|WhYI;iQ
zSn4Jja+j3$g=%FD@9~D!xY^>sJO)86v95SWJCh1IHNbQY-;hWM-Zi8NkcX!?z6q_<
zWqvP-cHp;JakOXhPvx6m8Gtv#fgMf?#5oni6aX9#CZ=d;<;!bpgz7>T>G?-~pvn?F
zB|OOk2Y89bPWn#NlE9Jj<BU~F)o6puZ6!EPM4wi;&SJEV$KTte`SXcS!6E(-uF+M0
zvx7)`teSf8fZ&F(tM4}+FO8k`#hIEWeM;8?(<GYtV0t*hd{w$0kenR#`e8a+tI>$H
zEAwi}N5bWH_YV+yLa1D_j*u6Q626Aur;e8vPHh0^FqFqn74`N<!g~8kCoicCBmz{c
zV~g=p4HLvEgRxvH)B8u}>nYk3Ce{y9f6SbApVd%%)c_Y;nbizAH4S)^O(74yu1uyt
zg$b(|z<O3=PZ6&oKz(aHnG?%~_#U|lKf>6CNo}Tcvz;jD8_}?A7q|U6wH9h<Nmjw)
zqV;#&Q+gm~mD%tU1Gy|ZJ0@j@N(APg+mPS;n~|7<t6!O!uYb#3$Lf&zXJZf*LuKku
zm>C^3&=k6>=%JYf;4=&I!0A-uutt6qbY$-{J7@7r(9#Nx6-ym1D-Eoz;^4u%N*(Zp
zqHDR<lpdFK-0&M2sF>R`RE_p!3;&r4O6s>nC0&20$ycmU4YLT{Gi=<1Fxx(e(fL;X
z9k8@Zi;UHy?5T?)-HSM#Ru~?dxofJKHOdz8w8;!WHOAPSxpRG>VJG6xpM_8cdguT~
z-j=jhernuWTcJ0?<5DAHo$9@3iiCzHK~sO5DdS>Xm<^ug3bGZx{WWW+S#l$J^yMZ1
zb&i!+fpD^d8H%&(d~g_%yw7b`PP|50N0o!TCHPg1aY%m4e$w+1KyA_NlWf)J30(eu
zZ1=g$3PV*PkPJT|7lB9%k2SL3pa>`Dhhhvd6y%R9-*YIq*@Db|<-sEOR?&$1214ud
z@L4n01Oz*i=&5#;p^kiJCM9QIrr5H52IG;dtEdD8z#`B!Ix_`O_R{%V$^w}{X1^e&
zNE|9SBO||6V;MJjI)^y@u^TRxWSAYx$(a^r2WdTpz3G@NZuyhGnppq(6b?;$T`=W8
z)h9%0W$HlaPq(gQn~Q1H->jt)*q6NSQGacc1W^KV{WR+J)mm_e70Jlkw(#jpG&M|K
zUM=Pew;};_go*!Ajv}_DC5Ea-AQ{8D$u=31k!jCrJF<laI@n=4sf{iQ3j;83q@sWT
zJ|Vx{zP@Y&exWPm7%oYm+WU+Pn2&I%ZiR)jR;Dyguo}4!9ix$_itAPugUfv6%cyA-
z^&-44rB16t%b!3|AWqiT@Fa085I6><WR6oVP({CUU*3W)y1cVu2wMte1T3O6rBhTG
zk{?JqK3pq;W0&?4qOOAZf6LJbxWcw#o7U)X!L=@8mqbJj)N>Z+FvRc=1Rt8iu?@@S
z4C~&qV#cib^5b~Aa+HiQ8e>13_)!9$v0abh@1360|EyK3_rGX8tYH*PK4}Ye>Tv2w
zx3vB~e$8>wV}2J{^+Bc-=?ofP{5&XIR~x^R=xpk+3E4z?l;Eb2mIV|nVica$<4ms#
z7jQ-umSVkmJvR!oru*lv(1nr}9igr98cTUP&3#EXvGuqyw6&t1ccwsh4%wu6eEamH
zbA3i6eACX<dh7AE7=2kQpQAcf0~)u>UT2QIbuh%d%bNijl>;3Io9y{W&%M>20FUc{
z9)0k(PQ+J&KKV>-&QIxBP=d*eR_whpMe*Inj*p@eLI&=b*zf~b*+sQ$A|&@Ga1};}
zD@{W4jyQVZJB+UAQ;tVY3Z;}!EprV_AZL3G@82mFv~;XZeKCHWT|rIAlwQ^TM|ANO
z4gGGV3dfT5!x<tTu_E_x+7G-49_njsL{HU?=Koy}>I882SmeZf?F1adcDBCc0glC_
zYRE~`fz;zS4hQUyTt8(5TP0UxIF^Qh2Imp4N1c=ExLLt&)%;=xz@Wck&ufN7DISnV
zUUNJsa+9lgXXMx@Zs~Jk02G~Sw8l4(3#kMLtoT7_`%;`2vb|D4Kt-fd$IQ}1^8^s0
z0mRK>jL(r3)hCebg?dM-op}O9bj)tUuvxubYhFa>oO0kCO<u=MU`CdqvsDdR^AhU1
z5pyRjvI)2J6m%fdqUid%ff~8#sAiKM_5xL4Q})wLO(f%0w8bXC(AGh#0fJ>L%{E+P
zt48Wv#R-)-B^+5T3eN%++T!2nP5U?0U%L&E78k%a6?sdaoc{W0gyrXzK6>A^$Iapg
zCv%uO)GGPh7E|!5!wQ-FsBMOtt`_kgTd(yeG|2>RY}=4prPo0SqVGc3j%BBygzuXU
ztOI$nC)X8eSwyqg2hi<jt>5qb!p6$_vw)7*ck59OHVUlQcWnG-f4>|rFX^__R$rt8
zp5wRrvWaM-`F#kx*ToFZP7P^z?@Wqf{NGg7pBV0!aSSR#zk<t7YW8%o0kj$?yW{q5
zD<H8{$RJDBQ$brgt1bbjLm%9HrRwD_<#Y|i_tp%8nB26l_o_4esbevA)Y}wf{4QGw
zo%w?g|GqJlT`q02g2aP;<rei5f5wq{D2&7-JgS@tHk7ZvT|i58oj^rb?uX|Nn_8}x
z542f0y&5@@Nq^~>Cs*OWvY&-?C%*T^^4v21c1nDo%Guw4$Jaz5mlDgBe{)h)RNOi_
zi4Y2e-G1>H_~;{SX-SijnQ35d9yU9xcu?Qz^Sra#XeI5~5tr@zgh1r?!t8qS2RM?j
zGPjAB%3^}(`+BQ(w%Qo^C}^-yrt+{8$yj5v#xV|J&R_6M1A&O?=}}0JqZ5G0xJ(~X
z7<76A;n21&E@IBkte00-a=q@)C$cVw3e6lHS+upavG(FOfB3GAk@E8sL`PePlHN{J
zag|6^ysnwM0Aku=$l*`MHyj=r;d${wf9>T@li$;Ce(wfuvQg;K4nyBp{Q0hbjsQHi
zpW2pzR?S=hc_+?qWetc!A7syi5bx>4NNeOB0#^L00!QqDs~<%9)>&~Qx)BE?Oy9rV
zKZu~KUxp6uvGRa`-}SR#PxFuAp$p8H8CSc)e;tXWC2V?R9N0`7;D4fJSHnp=350!}
z<=-`cA79kg(RZ#PC|r3m&t17|8KESvYxA~>c>X&?O#Bygu*VD8zhW0JVd{t&H{{o8
zS|rZJy)WRS+MR{8K)%Sk1bp*tx~U5;k4C=9cBeV?C&FQh8H*pGYJY^jhd^qv0DyNd
zGsvE|2{3(T=;s8WisUTnr6pAJLkqo>Pm{ZqKM{*x)E(?`wucbU*Z@b&oT(6}t+|Og
zraM2#IC9qiK6o{R6hikRQh!ypC-?6U=%`|`+XTRoF0DlZp(=@gRf|0cCO#cXTOj$(
z8epBzMkzQacFo~_6!Z&vVgTWu|BvwR{I(nk!l>+!U(zV|I&`9zY`Sem9G?kd&Vney
zGg+WM{`Ok}y*%?%^g5lYn#W&q7WLZpp#o20|9Qt&EoGnvBNg>|Rh!zNKc73hzu!d;
z?hUo`qY$n&2_=xX-xGS@Sxv&uU>5aUJd6Q0UwMO2(ms_prqzEW0q=el*Dd1aZT4k{
z!NyCJW8%Fc`IOu92GAAhmYrxqxgU~VFqaLV>9J@qy?#x$GxuFDK4*tspVJn6^4)@l
zF0kU#z4b==Sc=CGS(VSu^X4*jfC9YBOgk7hXWI1ZI$VPnpRGah><sK)b;4WN&f0Q;
z7IyL|^ujGrc#J}g_s5&K-<<O!@ZUFM6O<G0^Emirlm=A0aLW$+fHDXlh5C2U-1QG(
zDyMoikK4WAf{<B_>EU0Es2{PZAwxcv&!k(769+hb+G6?FBk!H>KOi*Jt}$Cw=>s!f
zE_=IXvB!6$V2?A(!JeLoXJ}2t;QE(6)$U_p;P`v#=0jJ{CRa>=aPA9Eg-%=Y<8Qg_
z136P9czFG{je0Y*lYQ5XHi#;i@3RcM1lH%zy>z77&GsaD`S~iH)fE*#)ImGvJV84<
zhA)?WXo%UbkB8Y1$dRKWvBsHLO>J$@a;=fW^PSB<wjE+5CZNUZo`EbBf~kfm>HbHh
z?Em{UtUm>USe@dLF*9RGCDU1W>Zz*_XGGy(V0=_kQmW8ysaxqnLq!#x%Hnr;1e+Wv
z^Vfa9e7rv7@&J>Epb<sy4t;S$sBdWKe|vpqHXX-(cziUt-0HamgN0>eP@KvLxrJ)P
zVhCx9QSZ(-0O_1|rr4(#se7w^p=cs{dPKagROj<w@$e!Z9^Ad(9uJq>+!*uKb`kvd
z$h(7rpp8vTgsA4nk3Ijt=kfo}SW+v9;UQn1O<Ga$bLZ>bTG73?KsI;s<LmwAPyh_l
z*52Oy4*&2@XN%L}&du?hJ0y=+AA2!hsx&-4uB>q>hRfqjMJV7soYC!eweu5lH9o?^
z!bWL3e%j)_XwL_8+S=NV2ME@M+07Nn#EO&u6KzwiP@i#b)gv=CH62Ir6MTPRMJ41L
z&R`RlB_c0=$Jpq6d$LkjSAVfdSNI=a7<sC9L1CO11uDGWfdLp46colAPKadO{>%FM
zI)2yN6YZg!QjzrbOS{kW9S!Amqv#Z?*<^#Hnj?7AEZb+WUDFVPc^@z5Zuu{oZuI@a
z+)DG~|FG-)-zNW;D*bQzoII7yC(qvhdY=#f*r)$R*OsSB<oKWiLB##vivCZULK5&@
zZ4U9j+2x&bdeKl1Ycw+P>*zc65yF4Cvj0V)4IdluATPE`Xh<u*s1+0!_sz`2J-&}*
zZuX4!Dw7Q^u{4S(lyXP|PjaadoyrU}(@|s;3ye_aW|1eTyO%`cI_ag$>)48f<8t|>
z<BFLfh<*72E0nobd|+w!aLS$~BuoWHCyCm8(6Pa?(CBFpa&n~#C^WU1KEh<vzz+A8
zdH$INH1+v>6`t1QKdoBt8+SCVk1*$nvM5%`Ay349mj1P?;<!m@t<2^DTIT5||HPAt
zD4cpv1D%o+_@^rq{X&MfD4Y>5DA`IA&TAqWf|sXdUlQO*3VuIzK%5gjgiMD&vz}sG
z%69hS7quJy3t=V9A*ERd&Q$TB-bB43X2>|LLOPKg$ioUc!TwKNEzCW5&CAU+-TlcA
z0G(i&OZzGbY6jlsmJFg7!Lt7gdGfhvN(RBEE+s6#N^4Hun@}8`_2W|@#~MhE#!H$y
z(*FxTmxl}-8c%Bw$t{KYF_kTnpxop%<E{a@GyN&3Yu#WOsa5iM=9{^ND21G+a&tS#
zpr_chu*)|xNTe4tP?M@AnMS88P)6}H4043B<+sm}`;aFVgB5uxkF09&(ML0NatcSD
zj<&--ql{9j!?v2UrN~1gfr_k}@Ud37dKxICu00MAQKI?3Hu%?4s`qh;Io;+4^_Sy~
zJ7GphpXqB>Y=c(jh4Oi@QkVPK1a*wS02ijwMQshbMu#8^{}3DfCD@m|ZtSA}#oJ$n
zwe`JWgK%-T;>Dp@(LizcQXGoAySo<+61=#(7I%l>?q1y8T_(T(cks>OJ998+$(5{~
zy|a@2+|OFKY}<_QH+-kdo)%ezFPhg(^M(KNXX87U=&W<069-W_ZfYY`m&Fm{Y&`0C
zbbwW>;OFd|o~Hx}$$M6g83#WV8|Yb(Nz}2Tg#|)>#Yd<7K3=lHEk=3DM{!|cPfyR5
z&|*N|vgc{3KL{9<2<40VXCXOz4VgQNyZbf!IqHMx(CUA8g=rjJ7kjXXLJ8Kg7Rlh&
zIkqmWYei5IqRgnI!8(#fymzl5qKA*7GxE}<<HnI3Yys&k1hx4NP*rb1V2hL|+Ie^=
zW%Vm);8(LbH)?>YIR_2oidbO-Od&7<<k4Krju`NHJTb%@4TeJtoqz-t^6u06{aq9w
zCF@7Q|Bzj@uy7i@Z~Umm_-eQ1cj$)qnF>gON30Mi=6UKPvzVd9A_0X`R9}P4PK-lB
zZM(_xo}LZv;GrWGEaf|o9LAF+P(_7rDIm~k!;ld=%Ys#pn%9LC_`4aLHs9kPXtrw6
zL4o)~5Lr%iMART0g5E4r_FwELj4=zGmGXJl=1D>15S>ec{xXWlKGy$m*CL!q(E|r<
zR|Q|7O_s%fh)@gi7l1K>$#47L>lfvoU5D)Qbys=IM2It8P;yR9e&qi@h&GBZVwd(W
zW6LgHAW$dEQVn=;j_5SM2A$nDnep8&sG1I{^{qkO_?oPp6A23cJ1u0F_0R-%?MWAM
zCO2eNN_=a`X^1f-t2xqHlfL>prqi|$=oax(JLcU!ck&SA#%}&4c+|~Ww$tRQ&EZkH
zZj$0==g48bpym1U75uQ-pkK!s=4sB$-)K9Z@*4bL*6aPjGW9iPP(El!VU?pyY;8<)
zYTm%N;>8L%o`WuX)6=L?(izE}8V1whjmskbg{qjGRU6DhaubL6gFg@O^zd&()F9W)
z`OMIRM0et~4Df^@-To!Ng`aE7ujvZ0xk<l{7gkPO_|Y$FzXit5Vu3aoPF6Ts==(uB
zS#(O^Z=#nR>GPP>h;CxE7l}3{M8-LT&JCMp$-xf-5^*qQtf!9g^~Gw`ObO&}b1;p_
zIKR1+Jk1KbHeauwmGh)w+5Ht(oOmkZwQ>hb@%4Y5K&+?emkc4#4SV819qe4`b3B(>
zNGj?MJ6>k=>GR~C*_?&lJL`YN>z!+Ap&t7Gq(J=NtK(sy(Et7E|3PtIfxQj>e>~>X
z|BDLy|5dg8{U6x+Ke+J!|62;tg#W`efAIe6J|XJ7*!XzSzY_ls3g)ZK;k!0hks=)n
z@bc0jI5c$o`R)XQ-o$-<1x`;-r}CvR+F#Dw2)G@{IXM1Lk;w<P1(eq9EAt3S(*Mdh
zWM&JaMDgy&vxUe`7XAiRRx;~Bq{1Kq0JN8vm&g4n;Y0>c5CnW}wOw?AAwd*>EnPnj
zmR-IfmB)PjZ~ws0ZeZ!LlMH$_-BHi`R1H3f3?yY_2G{3$cUg^Zc%Dw0GPfbU)w(pN
z%(z4tVy$qkL~HrGDS;xI5jiv=F;*LR=D$4{RUDhCjVh#X{#ySHHsJj{V^MOjXe-?m
zi1|)OI5~S=ZMWR^cpH@aahR3M#a8p|#9J$4y=BhQ8#;Z4d1$kgcZM#$yM3m=1IWwg
ziB@>9d*&~$$3u~)-VxOSM3f&-wPgZ0qwNqd7<?NZkfX-HX+WN#N}PO%MJVU3qj*jO
z)Imen0G`20;Q?~?m217?l^=e{q!CK_<=&aB&LpFluE3@(O?NJZoder$=?KQ?Kw5h0
z5Ob9TEfI_j!G54Hf*sN8m$*pF!FZg#6RTV!Y1SKmh-a9-zAX5uSi(b11I9Q2{ke&K
zpms6C(7fPVn>5gwUc;A?aJir3(izYfdL#%TO>DK_YiMw)5zC1isZsaE!+R_t1I&Yo
zXzm*9TWN}$;Zg1fwtDk@aMZ)5S65MqieI|H6T%(n$urf@KHq9(thNs5dPAE8unx^Y
zN!*Z>QhWQTfiPw~?)Nyd1CEP}aByQep$6YNOm_QzAJd1?7qx7;xZ&*GkZ!lXv1Cb6
zO=8&w;_5QQAN9_&2OFd^y*+KqKNw2j71W8|nI$!N2S`N5*Vu1s<I!k3f1@=@7>gg^
z**M5q1qE2yIK1<yeNZqVOoT46&THH9D8~9TVB1&ugRr2~xZhj+XAdCQUc-qMijTRF
zeJ`gtnVxg}G5~11%7g$yPoAxLR^TC_!6X4`EkJ_oPI<=8=WacRCJ0VjGXFZ9SqqwR
za}~2Uy`J>36hZiq+I=jIqJG?0k&YGm8C$cro}N*#`tNa|gt#ZVl8T`6)K7K#HQ)+8
zw_{reS`=%$p{K&FN<^1mJITGyfHRA{GX3XD@7b3fCAcLo79uP{T)K)faL}^f;aY}}
z1qvs(*y}dC2|iYrMKIdM6Zw=%lzw|c2re)oHbrjb5Po2BobV_@`i<Cx_t*T^sDLB4
zCl>;oX@f(<XQO*o{IM_FV@w}azbXV1$CAWo#cWcxLxdmH<_1?aJzk1`fDX+<c5X~;
zXKTE9mb?IHSi^;MjQCVOp6)Jgmg_}n_tJ8mPixMp=oj_&9ro+Q{m=UfCcHl08ISwK
z5*x2-d<~tNBAp4pI<*-f$&I~X%n{ePHr0GdchcDWSHtAR`zK)P!sn^pI_olww!*tD
zfx>48HbUC$-Ta(9^veD5Mc@>}k%litR6{@z6es9GJja@0cLU;z&S%8hI|)4~bXan!
zYoi8-M=aBOSKMDxZvVUKFBJOZbx1<$rVxE3MHgmQMj>QQI{R1{2Aq+3`A7QG5SE83
zG4mnectp=Ulv8Sbo@Z6lPbv525mxPw;T2ICUV?<)M#wm>4xGKq(^+fRWCuoa!8+~F
z5!leSbA9E2rxdq1D!sSra;tVP2FM29?)H4{8TXE=BruG)qJ_30AQ6)Yp1ZWEC&5RS
zFBvjf?RIPsT0*FR(oaqYj^1U!*{aFQ*r5Xpk+ogiy%I>CQ`ClFJ3<(NgVQ4=(vmj2
zbY=4-r|4lrPa2$C0$q@}5LlcaQrQTvv9f_BV)YCy=X%Z3!poDJ=z5){lldB(FHgEx
zlCU4hx$M8{LPJ;{LtSfIUyj8&aT+G9pfX_{^KYW>8jSQ~EWTmddBXxIUB%0(n=kN+
zG0~+<xE(dQ{_AYeju$Ux9w9GIR|Brgt!U{{njE@=sd-OdrvKVkAvQ&6;C=^^Jm;Rl
zMT6#K+)10wwDOL4(93qoSdKaX&yRX&7P-gX);$r}h5?Bjrb8}&5Rh~e!F}Z)tGTMn
zLcFcnUf8;3XWV$h47V(-K#v|sd6B1;_4=nmVW;1I2j!L#Cg$jg=H*r^au~RN>9Bp@
zkRIJ<aA&WeLDZaXxU+T+ImB*~KL^~Xzb~loR`N+Qg|7!cA=HCTr|!;!v3CbqQ9~;z
zOn*bzT*0}aD|>pY+qhz#B>MFA=cA{V!A`O-*3xw7&B~cnUiHH-#=Os(**g&VC7IxP
zu0w}gF<ORyo0B|?58n3V-=NUZ-Xdd1jSiuo-!@Q*gs89Q`GMAxH9jnH3Rz+>{KTjL
z_Y4dgG&@?_4~mJ9!W~UB9uV5C##7yEI#Z-=FN+no-kJ*=R5?aJMO*b3zcbltM>lm?
zFURB!W3HJRAAi)(>?5hKQNRw0{myyP1o&15Jt6Bi7#qIK;D!tLf#Up@RVhi}TY(_I
z!HJl+GTAeS3Rzb59fe4xpwEm-ji8Ip<Wm#FLHzTSoa%cPYsI=3%(Ca+<%vO1)CRhk
zfw`33)60eNMGY`4V$yKWy?ziQ8|_!~`_hwz&D$AiZ?;KJbu%)SxuCc?*_|(!B(US5
z#_Pql6n$Z-*#i;!?X<;}8#AC|kc{fslC(UiipekK!)o@<s0KE2L9eH!JlrEm4c1sp
z5dPKyd_DOBo=9tBv|Dk;FK_x6KdjG&6Oc(Vx3md$PwE|9Qrx0Uw6q0$g2Aa2aubBt
z_HT>1ERiimTbDAoU;P+^52hxn+}=F0C@@V7gtXW?H*f8Jh{`u@i0LZGHTRkn5Idcz
z;joxHK~6+grHvx|Na{x#K@8ej86~<(U_vM9f`_(o819Kwqacfs-eh^-n72I^8HxZS
ztHyH&TdufYeBP_@?EaoV32nl~8r?=($43&5>Qf~D{HVE0*yv!|A-{?Gd~QPOCnD%G
ztdfD4_cV<#%cfae!5wSs+-(xgiX;{4fn==Z=2*?pZ7n1(Z6el(Th{F+O`=m~2Jn77
z+phH2%l)hBxiMJX$F=9q#LP%O4vufxU1coYdJOZNXOV%TrwmoypH;BOSlMjqOdZV~
z2}L7+rrBHuB@(tGH`}s)6CiRg`(-<&UlOx%`j_0!qB|ncNT;l%*V&N-RNpYIP1j9{
zg1vNDMrPNP@q}(8m<c6dE%Qq-Tw<l&Ug?Tl`Rq=OOg>;9)YRi#FQzMk6%m~+_RJ-e
zms^z7u>lIN&Uoj1oT$hyiI5ZCzs^>AUgVf~S@yr=Bo<1C&x)e{Mmo3!+38Yp)9>&B
zD$s!6-;g%>mPIo3gWIVNu1-feN|Hw~<U3J)@l`((I*+)%j=d+{WOb<~8=AW!U7t{2
z&TJXx1`zTdISB#XW$GNe<nMTHr)LM%#5gBt9yC=ngSEG<{&39Yr<0PQgqS%@PpiDN
z-K!-UN|_Q~A5$OZjDoo+u^*2dPgrZX@gMricyITRs=+CLG0r_LGyGpd0sv-+sxKjY
zkt3K|8i6{>cu)L{RHjP$a+<Q^1Gdq%+}*-tT|7TVjr;)2Nuwi1WH3;8nw<K0?#YS9
zGK44CyqCAtbA33F`SAocIXPp|`0ih~f5SA0DYVMy$f-tr`Sz{4ua96Bt;M&OC8Tia
zmtx==FOttAKVuVzx^++-y=JrSupvyG;60xv`-hOOR)Buw$YpaYo<zKtj$56C6vv%*
zC*!-a>c}4$7G2U#ytKT8G$+>5uLuv^BijsK&^GKwqec>90t>%zcJi8$`|s`?rlxzo
z22ju-HrsB#_J}w8aiaMU$@~$B7Q2Pagwsd3mand0Dr)fqt?<S$Uc-~bkl;1#_TF)R
z^w6g)8KHpj5~xkh)cjjRR3kyn(0GKk2bbf2Xaa)i@O=LI1S^_b-9%*M@4JxIr2W^Q
z<nVuWKgp0`{3$ZsdVWa1dR*K=UWD~wjcchI8u+{%v*U1{UpQp5?{3MPjG3nR8{#24
zR9PuTiw(u;QX`Sm^4y7M`OxJTAGAYQNLP{Atyu!((6za0WqQe|I#4x`(-EYMD2s&{
z7v&3Nvd(md_<W4ZR&=HXoYrbRE)yDnOWY7$wwbxwF7^yodSDYBvqusIa0fqq$o5B9
z+u*26PtDF_rc1Vg!SQY5Xuh#g91tzrdwv6?hPIGT>B)UuIg%D-ZXXKy5iZ@nuUa2*
z<4`U7*8{p|{Gt(+ohNCCbd+iXoY^_KyA6X>e{ynHnFKY>t^Tg2{)>2`f)b~~AR>iD
zX3hT>(_qafqxLI38STx8qWCsW0JEB>mSHvA3tyLiQjF<v1do~m1x8G3o6{;e4Td$P
zbKzB)Ag4={R8C?V|IIA4Y+F{*GqI?N@1au-tp2~r-r+x=apvZF=3{}&f=MaM0enKe
z$FVUSO3MEkJZY4Lr(z=m&ftOQ34HX&m*gn4*~ud=myO-BEOsQK`8U=3H5q7LkjS-1
z$dLyq{L|vm&Obj<)0HHRJT&yla`5EQWMih&-azEDOfSJhHpB|a&#*A13f1h-+7D}K
zN}xMSr@g6vpZ|f<=z*@EebO^x5}x+t_8d(4WKcPi=bOg90PqAx2Sa+1e=Trz%jsii
zude2l=cYMkn}=v5D0UB=4*1v{nymV4ge;MB;t#TqD$*rY`zA*(c>D|f3uegL-w`*X
z-yX5ft@;}R$+=^Es1fxRdzZOFx+eBW0X97h7zbAoMk^$ax+c#X^&H{ogeC8{{sUEC
zjk_JcZ8xA+bjFVCuaJl@u`cAh?)YOkUEWVX5`9dfcj`>uq%tuoo%Fh#{t)e#r;|Bx
zz?6T)&l+Y(oeX~R5AR15awhiAHg4Z~WbeNUO%*&I{A6!#IL>j;<5J7f9U5n6wOXuC
zwrj9L5$%aI>h--t=)K^RHh8E#*a=5%VXLRuL{F66HYjwDE9!+V#=pUB&AiR!^+c@j
zs)~<zN8jlt6=!#F<jHg!KS=9xv}xv-GvS4s@|Y?AQ2eNAST%))FLVBQ-%lk^jhnC~
z5s>_Tfv<z2kUMMTr`gJ)vPKMc6V8Qy*RePD>aeSZe&#2Qns^-i{!X)778UFG^dv8A
z;DINBxfowv>49tA7@WbZbsA%R(g<Vy)!ss5{f5Kk;V-%Rx5|9?^LWSL`%@#Ev2T*m
z8qoR_7(%TYz50D;LPV>Fg_a@Qs=uQ1c#(*oyfn6K0v2VL4rnYby033Vi5cm{?Eb=X
z@{_dNS_V&^Hou7eZ=GaF?7ueN_K!p)9w73K*ZmwsB^8~c%jdSOK&7gx`Uu&pQc}!G
z`Cib@jZjr+yxvH=^r~bI+rR~W#ttWFKg8Q^#0X9dx5}|I8v?8Etbj+SV^bYmp7l73
zD$#(6NMu2;%h3kPW;|Y#UD2gM88y2k_5?_-SeaVLP%+-Lp+SRo#^=2POSNvifvuhf
zZ~JuwxBF~;LK+ARGV>F1rmARbIu(HZD1)&lt4X2GgPt({F}`=yT;qRO;&`dL<9)H?
zN@2Q(7z`ZPQAqS~^N+9MY+g+&r=W!BmGrJYVFjtkRB@}XQ$4NagdR+{NO_&NKq!5w
zJw4!OWWa|Rujos>^elwB{wH$r<A?az>U#BOCyco-SM^vojW*luNizd*($pLtdxt8)
z9_hx8u}mNj-Z1)#Kw&9YV33%?HQ+-BSyZZ-VoE7Es;Tbs`COyVX9Z4;lH>Y`H!M!3
zZ)mg%XK}~S3=Z$!)d24Z2ST-;NW}p`I2CPVL%e^kiQ7}dJ=?Z1d1nzsvS^kZc;Uo4
z+ki{idWIv(Y-W@KK0GTVdgzpwE)5R*BFsf^#7GPfOKjH~lWcH=!{L$D)+4lk5pm@U
z6=4-qOJqruuK~Ft8VvgSXis|(5@P0V2ssy(O>=B0g*6$4o2I)4N1Y;ox(hj*?5DUr
zN2CMdAlTWFs}$CaxT{dwPlI#+jWlM8o+L%uhv;3lKbDLNv#reh=K7}W^69<!@SmP)
zCjz}fLi?s!VNBVISH;H-4}4Wb_bi!rZ~RVH2B*dYVvSIJFFX)?x-B)tbCAl(@j(-X
zvpF%uvul9zRzM%N1){r1Js`LS`}Wx#!Y~-$`6tI~hfhBA<+>xxn{>y}W^WZcPu5tw
z(Kc%x?WDsX5nR9divK-9gHk9SPYj|VL8m6a&Adl+Vjl>Nv?Qo~$Ab8U+3h)R%A=xP
zbATse(IJuNtyZs2;>`Ob3ZjSH7_e~?$%|~PU%w;QM7B2cvIweNMZ!9DF(^dV9O$w%
zryyOb>tLCY$^Xs-WT(1RjpYvcj0vR&PI0ZJ^bdmcS8#(;TKZV7=3WY0YWp&4o60d|
zre>EBjd`^U_8t2rMs26z5$sKj)+aQAJ1<6``&EVsYIm89#9qp-BKduILLVhyilWS3
zw<Wjnp9tm>Gh^B9%~31G@eC$2CLC&J2K8gE0p2qI^QXotNSPAwphda4AE0na!_X$1
z6c~)f-3rs4Eq{9c;WJ}@b$C{&MaE$D^>BV2);Q3X)!Dm##k(FiyYCRPAaZjrByni6
zoemN2Onyhze8a3^@UA~i$N1{-42uC-%E_1`wM&ZX<iQQ{2X)V?mUX7a`3rx`UfN_S
zeZ~D7>mRHAj`C9A0BNaJwa7Z(5$?7Kq<p#ibji@yCwtnd!Vxo<NJT0ommKKP#5e^d
zPn$%Tl7pzE56>!(u@kP#rVa)XWzQ@lslmF21yzxUW5|eePyPO-jOf=KgA=7pFQ&b@
zkD_B;Nug8k6NvR3-2-97?S70<0E*7>zDVA&hw(FKj-h_UE>tH~0@$rTAN80w_61b8
zs<dW`A>rx@G~{OS3O85BU-j><tQ^twcs|Eq+M_U{*IIMxnYx5Ab-yxLBKk%x2?s|(
zO2>0<aaig)mKyx{l7W|011~G2l^$Rb+l2&r%+suz_vV)Pj6r_BqQDlmggDMn)15ot
zny}P=El<t9joDg69`R7%Mcpm45h+z&0nWAI-q;Suu#aYTMxN7=xnXcPqOW$PyqyPV
z=|W4Bmgh9~k9LS)d4a1_Farp7hPSlXDzb6PpU;B|=EhCj_y(AXxoa75=g$w`wC}}i
z+EYE}OuNk=^!oY2yu$4(grLI3Z}c*)yDZW>CQwEHI^J@rBfIg4nD1S}T*2)@4|l^U
z(7o>|f_UB7{S2-l;Q#o%4dJdZL?h8dw6Z=NrBv-1pq|;;fuq%<l-6y|3RyS;91Gyc
zF)zO?U3cCv$<~2gL|(0yPwSPSq@O3;LsPk3CHU}CopS$gSI{_$7uC?>my-u6qf04s
zOm`FhiZN~%R=myf*vd;MfT3%1Ttw-HuIVkwTxMoPv(=>Ws|zb~Tk>sCc_u~YvQu`8
z`E70u<|XcnJpzj$xIN0f=IJI2@w%q(8Ilsmf55+u-rmo&5f)QL^HOs?%-)<BQ7W`%
zu!m5W(8y5MH%18tyg`BvuG2HRAhi7(1;E81(bB7{5Ugu`&$Dj~tH%OT-`f@Bi=cth
z@s5qY662rFuOor=A*on-`V?eFA~jbdU7gHqG1ShlyJbJ|Pqyc_A0OaF{;)3rv57)p
zp*CKhe5mo%V-0L)s(E)ng`aE-Yu?yUq{@z|T31c-k4z*pnH=%|x%)D_Yu^lvLt)-|
zk2bVjWU=DaYmblc)Fw5&p?ya@{?9!n+vqaTI&Afh*H~LV`};JJUbN(?Gva999N9&U
zAiePP0dZGqbXyHvHM_dda@6#e5C8s~2T6LDAFfEIO|{>J7;2U$v12if^CIx2K(Jma
zhQ*d*^QiXDa33H};;*hoRyn5lnC{H=!?*eOGz|Z*z3hm-_KQiQn+Gbaxqhq@_x0XQ
zcXz7uYhn#)+MI7g7%~HoSeaA#<=C)30u?JxBtbN1l5-(3hW6k_72HG!a2O{v4t?J4
zfTK-&djp{t=L77Q^_SXR=mK9)Yy1{<QM0azwwZkp8Bpet=oin63|<}dZx4@$9-CFQ
z?G2}PeZzP^1W#>2ikeIV;6p~nw14TE-0HuSqZE>}28SNdH{XW|iLbK_)-euho?f=b
zjGFKGE(|Vr1;W~H0ZnLOK1MM9rLRm}fWv<RVb9i_R9(aHQ1TUMo%~PPtG_potfI4%
zPy^EQ>C4LcHJVPC;pN`Zkdn>8Gdg!!KsK2xO&ey;r&^S9zn{!~Q*EVT$E)aSKW&k6
z8#|%I&Wm~@ii2QuNepPGB&-q%2E1zTH}rBM$=WM6?YfP(LpzSB3Es%j9=zImq%3D>
zsDx<n(|K3Ory!E)@K^8BFgwZj&FWtoSFR4-8v${Jj2j~Q_@iI;f)YRW-@dP1<bTVa
zrf4C!Av2-)o}#<k1mGmA(wCJS8@jKaIUvR3n3<IvBdUe#&>E?kNj#XEUFfaxV;*Zb
zF}?;I_OkO6PLsm_ywcLH?ir5w>7%Uy!rd=A?A<Yz(j;7;7zexZX=@yo47jZ_jrTC;
z8dF4?!<(5Jrzp<*XO>rpi_0<DaG%d6jckY4A~O!N^!=1^cEP=@?r28EW^;0!T}Dr8
zEo;4~ZwPJ{x$jh@6#1BAMCCHERaD*hO*`L^Vr(|XsP-*x&R9v0VtsrJtS`TY5+Emq
z5wa6eb@{qerR4Yls4xe1@9f%%yOM^r^3T@@)YX8us&AbO#-5?~46!ghntM%GzwI{_
zv1kme&{Gi+ZoGya_u&-fXtlF{IR`e97rh|<8vMo_TK(mPcWu!x{84iw=l0x~+m9E{
z&;LEJ?F>OAL%oD@!>X6H`EN>0bE$sb?Y-EccWVy#99I}7mfN1kS<a)|!eUs!8%AHj
zrL&pH6FBL(vS}j+r>2Hy6du6Cdvsl0+=|LR;^erngucI0HffkYq@2r$w<yC}_8le2
z^VFHVF-12CMVE=mhOIvMhYV3$xeTCz5urHhjC^+q?M>E|Iw=v~xHOmk)#YhPS2Z*?
zo?nNxZf}la?nkNM+@i6E5@+b8>D^Xz%Qp0*b%W|-Z3SY`Zl&d}xFsCk0j^OZhc;dl
zZla-&7qeXpL@;z;W_mS`(_c%VsT<j{KX8e4sVF;QWCu|wO@j3yT=A=zk)J;5I-tFx
zQ_3z9(>)Jb7K}w3+h*Uu7P!9Mp3&vahErlx?6Lu|gKy=SO4=yaBzJF*JJh(3G{u-g
zD`{Z;?3llBg#<7B2<~fVJhs)V)5r~IPS+>L(+`?7k_5x2GI*@8NN@y(Ccj%WnPL(X
zYMa~h5I4T00QNQ)kCkN^M*BUn&ubqOC~5+XG>J9iAr4ze4BsL!X)1eSD4mzAPuL<A
zyZ+JzCpMx#kLpTQlkmanS$B!wR`k<#z7Q~H%S&!%cWr9D^pxzC#JFLH=DtOEda&Iw
z;QaGLgi*kEF*-JeF*^8bP<hn6<4y4FwK-idsg#h4^5QN@e!0!8^Wc~1S%o?&9F{S7
z<xzh_H$bv6mp3k}L(F<LrWS0^^V`^d5@`K#PEfPs{l|Qd;)taYvbpYtsHgoxJu#*Q
zx^0WWdOb2}zd2xeY<V;I<@Cxdckmg#Fv;M3$0j(wpUdodDMj)3VpTD@Sr}~v_kgT5
z^&No^6I>EB3GwOHe=<e>Don7rU3*tvWmYOG*|t?glO2OR=fU<Sn12j{m2>S|sKRVm
zA>~=DQG((g<&K9WzL;X8{G{v6gBnKY-%wvAQq~wv<VJ@7#2WjtvwvdyOzt7{SXXR>
zVy!f&1B!Efbl~J=2lJ*g`+1G>NT`#AXmvq(q}nSDB}F1g?rpGbnc&)+cw6Xl=UnJB
zQHHGKAwelxCBzLW2abr*VgNq5kTZp@0g7;R`AbL%%P(7D?s%05I3&-dL(`~FR8W5M
z4822AM`PRk45aQEY^R32jGnxY9r+}uk6u6i;(;~jfk(F8;3MW*xKb-+h%ff9;3vaW
z#IwEM!ZI*6pb_xNK{kaM2*2X?Zf>yL*yKrNPdnj7claB)$~SY<Xb2nvVjJsBMCZ#T
z4dpA}r^FCo=zaBu96-bcVz=Nzs`qh2Xe8NWuLqpgV<Y+VC&fScP%&Cx-!U-qM;Vx;
z6#XamGa=F1u(*Xif?3?g0IjFT+bMe=$hrr9C#|L@Q&wk~5nT0F!1;p(e44KO#7xZj
zgK6LusEK$sz&x}{kR7vFMMGs~;e98#WyQw$)XKdy8-9nB*uWYWsSdH;mvS1dCa1?B
z8ZuH5gW@#BG2Tr;<wtc;g6MUmionVW_+6d}P9+RXK(;3dBcx{`SurwfifH$GU`Q78
z=W;8<JemzZx(?Wzd?(D~LFVh#lwZFW?S-VqKDpodCa+Fv62U?=F13WfcC^X^^-YNH
zj0-z%P9>BEPC_I_lgd?rKOcd^;g!1&G(}<cm+X(YF~<EMrw?0m#`Ke{6_K=)i9T!X
zF#XfA_!GfLa{QZU8cLTy+Q6ZKy5w2FZt;&kW+WSmMZJ*87{{0{Q^sW50U2(5l`z7W
z?JG0<bF^Lpk`#b2I*Ha7d+wDng3V)K$_f}yCbXrV8{XqkiF7~vr{rP!DdlYx7u(e{
z%XHXNMftNQ5;V!acf-wRE9%1|qcA|`7~sa@=H~NvrY_61V#n7}Rl8T~BN>8^w3+M2
z#oS%Wv99d!sdMEn;soF#3%}S{3Et~9on6=1T*xTB4Rd}ML;7gg1UN@1;c^!(essz*
zp=Ktx4>Bq<K(V%a{O3?3hIu?Ddv1^yUu@0N)w<QF=yO}GqgL<Jobp(6S_IcW*%cGb
zx!c#_ApCe%dtU-hmctNoGKLBv%#a?kY_YYin&ZJNQC^wBP8Ww~vu{Pr9RtyxbRb^|
z<A-harJAb0TVn$G7@dV||6A0U4rKF5Op9@?R68^y7q)N%NcNjju1$tp0$WxFxwhF1
zON)a9NI9$bjwt^Yp$|B{?YgE)JW@BoYOhsnQSWXUdZG#XB*9RT*rIaT`a#kCk1}wJ
zs)$^O7N3$5rdqDn1L0gAOlGS?ShrJ)i-Qn?WvG3Zsr%R|g#20GY-R_Y0--Y8=>Ck@
zKEexzco%OsEb1AXAi+X6H#Zy16iA0fL|7?JLX_dXeSNU<^73Jkk=D<z5YFl0Vig%E
zDvD6x?e(?V?M!P9l7qZ{AW`MNT)~(1`$$X&^EwTsJu|9$FP|Cn+O_(IrT?G8m!s9;
z&-q>}`9TR-E6d@R!$jwYyH>&J(@%1XjL#hKRR|i!^Yzh(+jhM=T$D@E&QKJFXGQEO
zfEFRq^&<p(76cnjE)r1+488~5t#-kjay~zuXY_%Xb0k593$hL8w|P|A3&WsT10s)A
z0)rb3cSO&XCES7Y>+z6+PN;<Y0plx7^L_Czo}aJFFq4!+<&4*`Hf_T07er}9)Tt{6
z-x1vgtxOjLM*3aIP-L$-flaA`qAxrmCFN1NHOC0YL%#!~0`z7_wMva&Ts3Gyn+c3f
z6%br%aPl$%WMEx6ZocjlJ5xh1E(Y1Frog7eSj|V;x!HlrOP#yx28i+1e?u#s?HQ-~
zvnkfc^3v{;o)O)?_YD|UB2HEaTh$y_<^<mr#{+yJmK4u?y{prh>E_RDrjCoI{Uk+1
zM<>?NN<Ey1o8+Q=L@+-5W4M_aXpRhxVNZe-<<N$Z-u?)(*x-?p)6s#L%kG;R?(|}B
z;&^gt{;lYtM(T$>pT}xs^^-0Oq9^Z?D^=Z7Z8g)ENU7Ey)$vLTLW%ju-G}0(mn@6~
z9o50-n@K=N6^!WfQr&g2i-D~JQ@-buc9y{v#0zgv;nXk^s&n6=?sM;;NH7QXYCgm%
zFV50*jrWzhL4*bJG2xJW<2iUP2nxJcTQQJ??7wG%j^0SHW+nre5H6moujl{3NOl%L
zC2$H3Y}b%N@`<iv``|RcH#@lSfl#X@Y0ar#dE2nrBCQ;@{p8abA%p__8P<-b%v&DF
zwDO&4cFk=&hxKe@Ra&`{BmE*W_M093HU4S;nW2wm1!DG-^eBN*sy}9@_nyVg=$H8@
zq59+=FLPy=!}08u(%rA~`@w6acTzt1Wm1OcqUqd>rU>%Gi|FEL4<{oz8W05HU&;K0
z!Mbp%>0Nvyna-xV+Q74|em7w&>e>&Bg^C`NZb{#`7<vwlTx+v<IJ1aW`Uml}oyI(~
zLA$(iP<L^n@KfS!*_7A8TKAm~Xj$mj3VVR(>6x6ze87%S-OKijKC0p+FQ^h|hphYZ
zkEi>>t7~6M3rQJWX`hclYn#&CHG&r*23x<41B|tAr9tQiDu6d!@8H|G=U{qelFFtW
za1tFO>E3`PF#Mk_Yq!)omv>(M&%mL2C%f$1hzy0awVzMg`PGk6csA86q~7LFjW#gK
zWUZs~K*yQqoO*`*2=p#U6lUO`;~)WdUk!f%+N}37ML{vs3HC<Pvv}d`)vw(PP|x-j
zGh}(oWt%YcG0k|-!rjG@O`K20cfSwd8l?82ruh|RRBI<0>7>`0_1_}2iVxGKZDq_9
z)Pzkt0d*vp=Pl2teaO+jGrF;tqlh?24fG0Bep*+4s`|O3T8Is;Pp8+B5I`|8ps_p(
zrCSkfVct9Fz;*7CIK3r;UgTce_a{2(vT;i4kldWp%y%XbP25Y4#g52=UMGJ7KFu!s
zzf#<LTd9^ZBk`pP!`amKvO4u1>v+elH&`BzU}}QE&J6ld1F6O<mi?#o*RZkDU-k%<
zyq@JDyiX`KK`1&*X{8DF(kBIpf^|fU>X|m!Z%x?JDS{9qN0^KhPOnjf%q72DxO1r0
zP7)^8vNl^4qPJm0E*B?2?>K=bk*)DJMUOYEq$ocUrp*Dzi2YVEK#JfP3`JENc(or^
zdmm1WZmMU3eJ!Zaw{6Mb7a6UK13;3`Tg->82!^*Mb=&N#wjD@<|Fyx5e4z6<@LqlZ
z@xG={Ase2OzZ0{R2X~G0@eQe{YZ{7zs(tg!EP_e@K0q-iGSk1$@nq8;sPv{Y-7}AK
zMhv<d4vs$DwTn)VsWo+cd8gIjZeWn?+zyl{-G97W^&1+i>I=6nd&+Qq$!GNy_YOwA
z32rK<Z}eHm7VTtq%kmpx>MCcFymJ*nz{jq4X6>cj@tH2oB(xJuN+fbx+2EROH4qlQ
zq4nT6s-}gWm3krHMI-ZQVjoPZ(hpJ8$LCXUu(ztV?>F#aUB}4mVBFfX3O$p7&*>y>
zc2UP$UDhC=YkzOPMty@O-rVmd>9T5Ntl%REIsyw|vdzJ)SJEu8b+!HSGh)BaTs|<c
z4^|lPsJqS{8rFYE%X{S!L5yJ$wu-jOm@|9L3*G5=mD&NkxpD=gx&<}W0UCW)qW)qW
z;3~A(7TB9JfR6WmqfgANt*2)l?wWzpe*z>V{ip@sd7xi9QO!72tXc#gDNX*=3;N7v
z|HT-bp93a}72Ne8>)Dwtz1tf5{;(|){F<wuL$yY%dID}GX=3&D;R*)b0h@rhjjybq
zMIkIbew+y=f3SuRD}4%2&E)96&#UUuqP}7<%>Uvu*8xZ4%#ZsC>VO>Dhd^yy61Vl9
zTSr~2Yc+EZZw;f-2Qf{OXoriu4*P%UkDHmFT<#kK)cH_s^aV5Kw>V$cKxlA}){|dB
zB*#Jbc6f;A+ue*lC@~|VR%S>*G&|#GZvSA=(YJ;k2etPtM7yVxjb4NV=v3^N_7zQ|
zmxwrG&O?yB;5iVgW9_>UOm80+2_UDKXe~o_YsWIALBAt(=K72HfMe4OQ9KIk_%v(+
ziQJ~`kU3r^l52eppIpPF40(2fbgon@PaZH8lUbDXIfbZu@&_IZY8|JEyv7adW{*nW
zpfU?Xm`j6WRmsmizmx2m>*61Kz|T)B$9os?BSI_VSOVz@_Dq4mA4>1K=uczLVdG#I
z40c&ZuArvy-~W}v>E255`49wTNYYW&ktq|GCtYp@p8E|$4gC@+6rN~37ar?JRs7tJ
z@K2@m`kwn4Hrekuh8aI#6|zXxQc^|rWrz?)T6VsukdSB$cT}pYi|NatfD`c^Oy=he
zl?(xXjjZ;LQkrtf{eLA2JywS>u|X0RlLv;0iG(-l=zo&Rn*u6NT{~*ic;ZZ&!^Rup
zku-qB6@ZzkPv`ssX49W}3Ylt)@Q#emYZy;riYfgUMQ~09B95EI`9CbMj?2pouFkbH
z79#`O@?Pb+kufqwZLQ#cvivi7x1W-0{L!_0YWnBZ6PH7pzC>D9WFVfSgrzE&PVp`n
zaj=DAXw46Cxh*D_jWb;HQC(jXZMAgmI?CHc;^;5p?zvFZ@c|)Ss{;zp%VamJV&hOy
z#<O~Q!p1Ed*#drI_@t808R>z*a9$a}N34Aqzeg7cq!wjI%n32(Sext-*G5Qks#<lO
zAG-@Gh%8n<KDpFTj_em@hot6$Ri$E{{N==8CgvQHFEUk431~65m;w+<TfH>C8J&Q)
zjw95L9LgKNKr=C+ZjBxXy*})^))al|@$%t5Dp>$ALB7dB4K+OfdQRh!h4=V{#C~hs
znOX}vhDadEU%*TlQ{=zfCk;E((82LP{kEp2DdcS3+)k7k|4mt%aL(Tl7~Er@z{Ws@
zW{Nu`@NJ@RAgn$<{tm4(`=O&<&DRDI5u|khpidlIYyiI8c06_C*4r^viwNS5&e>6^
z_6x9>(C-@s;=nTOEJV@+DEjvX^0$?ZvL><gS_B}Tw|YVH+Mwzk>l01m82736464`i
zCV;LD9zpiM$pxT@U0hO~_6zfYL%j2|Sh@$H<hCyq1s8&$*Gpf;$F)$UO*x2*qW6<F
z@=+q}Bp^wFmcIlhh2KN8$3CJ8@07H=f#ZjZm=8}ebgfsP5~WLjJl>lZ3G#Lc#oc6u
zA5`s(ES_MwZyS}{EZ8o1;LsNDR6Q}okv*V3aJ_}5Q2A4OO#CUb4upKH(F+AXL|y(=
zBh4*f4d_dpKg@&h3HXyQzmv`WlLhq8<E#%ro3ZgFtjeg_P9n9%M=EJ(1C0eTr)PUV
zF~jq>8<~C*YMHeHE`2ewl(KH$nz}v`3ciE*e+ewXQv@trHewmwShyqJxm2I%$=^6e
zU{xJa3!Q^^KUbO?Y<-df-Ev6L^1;0F_F$(LHgIDVrq$`VbD_+(X&C-Am+{a>#(Hk8
z|9GUU@_eHF52;!jry_OY5p0^Fa;ZT1FotLdOog8b?Ux-1>8aHAXtNB%!|d6xDs`YC
z5~)OD8rg%~&p^{6eS->m3sZ~J1EkS@@LP*xpZ5!r#4=B(|A`M}SS+mm3X}gyTXbY$
z*%Ml|dRx1xQ7@r^p9nnC+fUiHM7LLgs=JJ#k5oWOpS(i8OVb<i+~;e-P1!XJ?Q{!u
z0PGrvCd0i#q~<I!FFX~IBZIg1W{`0M$5RQ1Id?|9baKsI3EIQQ1`I}cYvY$}>gC|p
zAEjt3GPYCNRzZ*c20<Cfve$p=L=aFOQ@M<Tntf#L%_HdT%qkQRtIb_K2L8fa;f8R0
zCO$a>WhKFn<qfD;h+ihGULHxDKdE?OiP}V6Rz?AM2`+1<!4Z}h_a@FUsprGYhVplO
zhsMD3foBK2!`!BD%uMlGxLNC2<gM;Suo?@|et|H)uK+45`|otYhvv!F0%%!x&K?|d
zY!9L<NGFsOzU(fbKI`tO*O#&B$~c52FdkB&U(fnGyQYFU<7^8wJVA2__{^GpacVVa
zvx}vtb2sAyouIOUAJZR{!R_>K9?@GbRL;IZ>~{jiN`lU^_SurogP5v*)4S7`qKA5k
zAMV<2ul9lFCj%R9{YF=c>djgu1C-asB)fNmJ3hBJ-vfvSn}ufy$ft9GF71YSv?uA>
z#4w=#?X5LlM&4y^_@zo!<KHKCCPrSd97V7{4yfCgqkYjI^vSzQ_*r^3ko7TKL_f?p
zi)|UMaR<7*zD4=}v!du~5#xO~y_y{8T97y}ZY?G(^7!FQ_^;59CpSbV^h;NUqE=*^
z=hx&d@=;S4cj3eWD1`Wy6A$gM#080cBQFGJ*{k>olGB}`W6Z@~4IB2epjY?ZJE@;Y
z&nuA-%vGzcO&9qkTWA>M>q%ka;q7*6EyCh<dh*MMVW1OqIqaeD;*=aE0H|3BpkvHf
zk>I><D5!EdJ@HJhz(}u+04$FXTxfg&MBXg4X^EEn4e9V)^IhujER?NyYy&a{qTOwc
zEsC*F`MP|MO|0?WoA>xP_bEsgE#+c^6+bt-26Jm~-pU{Qe?529e?gN!iA*5MMToL8
zg~yqu;;(89dNOd*{{4IWehQa8>AJ@b8YDfE{bM4P9ihYPuD3rDKULkCSilPhB1{kM
z=n$~m=tN^-aRZ{(D%$sjVTFM}eSP8BS6e_bwqmT$n#Kbl!$1#Dz1!!c9|{Wg_lb#x
zDVU|Wi&Xr%1Teg#(Ikrt3r6d}VJ37%gz1YJuuflba(+w|+>NHMFU-W+WGJu$F$jM>
z`0kM%@%<KAer;bKdTwEX;&qxG)kDJVIJB{m^X7d*pr1rjdo*&buCbDI%hL3ar74}a
z2FlZ)HiR$rhlZCRZW5({?1^3ewJzFn8H(Z(AZ9H=_OSD=BG`E`J8bRet^4;sx>bcC
z@93e3qx+-|U;ji>JG^ipGq+_M%%y%6#~+FhHgOtT{`1)*<r1)K0&U|TF8%;^<bINE
z$d|OijMI#MKl@`dH34gAg%<+2wuX!b5HpwerY5}P&CB{&7ZkKcON*x?{&N3mG-9Mo
z|Lo4DK9`#Sci!hrtMF^Y$V70PondM<T|lW!QfKm&!N2zF4e@QgBZGW{54-7>C*iYq
zI{opcZ3Lh68Vqr8q5oI#Of1mSx0yC1o)_Thjk=HF78uj<tZPZ|L~nX{k<Yk+>i#)B
z&VQS*uI-~<{d8WBipBUP(S-oTb?d;SWF4O5y$H<<ayKCXqzIM3K@x&4L4ROS=AAC<
zH9B6Y!mGb;8*BM5SH?wsJy4@)YleU08#%Xx<Tqrf;o<48?T?7m@w%{rGtI{z3sr`z
zzt5<=5F;*bM;fvp!1FSqf)TuTloXlwlN4U_*23dJulF>~2^H(Ki~=9TNuhl#P8S7h
zkQ+d89&)Ub4tP$}sdjO;{Tu2oH(cc~%P`ZJ@moBgS6TZ~rku3fbPoo!LbRHvuPl{b
z4Yh+WGqs^mD)@-iRnjR)_t-!96gF8RY|qm*^KTTV_#Be0lLOJ^vymyVe`BqV3@Jm4
zmzmyBA7*(;+d&`P?xrCkmNW8I7P>FU@DD8VRj%t?20rd@Cm*J>7j$a&F>R!a`6;ts
zD{!(v+*2DZAbAvPyhJ7C81&<FK<B?D7z%%m#VW0Q4R(u@^1IfMDnUL~cs|=lIE}=&
zwL7nG=Gi#ivsz(2M5H}t?{Y5s@1JPrWKSQPMvM~l-*0(&eOwX9PNQ~iN9C@J<l&zA
zi0B6*CnOO^%PiJe>|%mP8wUwo*|4Uc%7R7~XGRU$p0L{81$uz^+4(tTm8l-8(w+Gf
zy|p9hG3xFD0izQ?K)i`VBvon1th?gSHcdj34?#8DrA0REye8^7T_`{_w$b#ao}@vC
z<yXY~XljR5^1rB!LPEh0_q30fRXC8&wAt5gj)Jld`t9GJ6)7&`;KC+@AXh90O`-s$
zmmRFXX1z-JptG$O*8P+2Nv%5<_y*TnuuNIP30aTXI^_E9Khbj2kk^O56IteC%dmD&
zDwmSk22?NH>yjQ&2<8*}?ylf_Iz^N@LLB*v&|S7;SwtRZMIo&6e7cPdJi}?vzX@bn
zA&>Q+Z?6*ep#RX9V%EKJMPttpkZfPGLRf-IKw*Snfnm!`^oJR&k9Gpz*4i_1CrQFu
zlyA7_mW<o%d?oAQV@io+*;Uo7F>z!D!0M8<g<;5w>f_w!+oL=!8ZDT7F&k!hSO`}S
zb2qqp@EE^uR7}1Odr{h;Xn%J%BM>>GB`&Zu-)HV5r>C}igr)nFf8oK@c;($S8Rk>r
z;ZCvOhq|&7L*k@$o1ap`73B?a1Zz%t!?yFGRa7;>9m+OtmY6vD_U!0XaYA9By`Ou(
z?ikq#99eY2r(Z5%6n8yJN<af;vN?r`?MjTbgazm8`9%a841&Z`$QcjA+`C9=h+CcP
zs)tkH$r#XZQ5;B={7qy<xq{HJRqI7C)Pn_N{h>&X)8}&wDnkEa{KU4_Br-7+u5$ay
zX#uPbyZx}Y5jL^m!$gNrw_kae9L{M-l$4{?_vEp^UQv3I6`48h9c8e=rXKF>l-O|V
zctlJrW*JHt34XP@zTUkFN~JD|{Z9Vl=<BTH(;HLbuJ#vl+40``*=5r)U%`lx&^LYM
zCnTn!NeB<XIip~tZwyZL(4IjVlxmBHRb-aOlG|QMYA0p9<@6OVpShU4RfBW6NRo2A
zX2cdp?0k4}VStJHW0}TgYU=mUiq<XOC9caM^(Iw&s5cd_=}>QX9K5JmZl2G_-p;FN
zyS+)+y%i^g4ZCUFQce+`Z!k36Q%49ie~DctnjZ_(AQ2@D!O*gBYVEU^nP@6tkVDJM
zi}i3ja)zPFl#KIx&h51=0j%p*I~mWs!cspz{J$kQ0e*Zb0*vEP#>*XXZK5K3w4lZS
z!I2BWUvVtg4<geN5>Fxc_TZAX<85Kl;WNa2dsG;WCunu4l&*JV<Vn4q_N<|5Kl87(
z?xcIKS^Pi?X{Oc_dO?KicO~7EEErAD9q&fY(XL=kJ^$q%r!e)yuB9bK;7*n}u%uP%
zb{7&YO6ujqkJBWNP|NB-pg-j4MNZMB7g*k)N<gKktJC+V|5&T&ba?dQhSIdAfY_b@
z!f%#Ir;ii|(l!{~?la6IbpGb~TgP!)Rnm=^Tc+?>P>orKDq&GoyiSYx6jN@Ei?<Kp
zWX0SRF=en-)QMJ-9AC}hNvYLPk0j-nAQ^fAZZ9lvTFAkLUgM04;OmkyFRD>UDG&Dj
zG2FKLDswy~Q#r=9fJ^01hC??$_!`+{xRSX_hO^;^XzWi$fKa{D{#=P(?e&JcD}9om
zRLNZL>Z(-rEBdP{2kRL%pYCq<=2QoJmTr6grRGdFSL!6vikDaQ%|j1+;fBOIpTjG2
z)WPQ;AjMxH?=!RY=|->&SiQ*2#=$D7g@~N^+xcO#OPQdMjVD;fm|;_zhYyImnTl6S
zugOJG#>CD3ps!9>7skQG`BqdWAS{W9Pl35Y#4S~WLcye>YBVDrx2V2`*cjsWdF!q^
z!qiGY#h4%BSR941Rl7wYNfIID!VbWVs}Z2AdU~g-fil-ChivI3u52dbS3^lvg8Jw&
zM$4urWlIQ(Q;;2-g1vk1QeT~52~jRBeb99(Y4fx-*whMfO8V%f6B``b;t(&iCow-K
zhSys~1Abf+Uo%W^$d@v%L}C`1&C(CRZ+kV9goTd2TY#QV2=fw+M$gsYx!>Ah32_@v
zJ;clivyv7JayoL;Qc@3dzH@;qLm&?vSmBuwj9HJ3*zzKA&gTF944W+#M*x(Isqthb
zl^jo*zyP}pgEsQFuC>2QzCEE%hy3KM-miv=yD(Vt$~O21QW&C>s1Cs-6Bzpa?@Hq_
z(>r2snl1a1^1<dCuqfh+&C|c?51*c(iej`d71aLM{oXyd&#nIydSWJVN4J&(kzD}0
zJDG>F+#B+u50?i^iK-QXW-MxFZLtrAAyziAy3q#g6oOtEaBa?4mu-K7_pUsxjNL@T
zT_z$36%GoYAV5Ug`CpGtiyb6JG?{8KQ)eXZgm%Y&WXHZ}tSHlJFFSGn+1n}RV>m%Y
zE3!^0WXwpAIn70p(4N)SuYC*TMY41iD(aziWPCX=Sp9U0*II>W?}o}s88jxN=!H%?
zFt$BxwhA=G*o5#9K`SJYho@aaEFuZl=_Cl$JA%?oAb-L}qgU&5G#3q=P>lQ1)a;qV
zWLq?S{$xjPcxIpx>v4RZer2h8^5|4A6T1E?jS+R87^x*0_dYr&`$Y(0<Uf44<PIeQ
zSG@+`SlVJ`P+ci?%CYG>C&Ui@K!MFz-{e%<@|2;Q)Nn=)MVs_xMEKQtc}c~IhVZ3K
z`OC{T#n9kqckY4N@493^ULH&G;C-WRaVyWP8T;PY&NZ%dl;EHxpdrS7LEav0fmA9r
zy!nc`zF#-=SxSxM*QxnSOGGp@IpEVu_CNnmv8z;6h(<t<69M1sdV+UzQC`*gTs6$?
z`~1CbsnU2by4h(D*|}GrYS*MA5c;ky&}O+dL^B1Sn0Rb$aPE&B|5s}2tw@&6--(I1
zr2HPAq@>*9M=^w6e?!5*Z$eP{Qj<NIbKvGiODD(o_56n2<ONm|Ict^vVN<mtpT5Fm
z4!-5lt<1Wyz;7hBOg7Ke?C?Kn@%Hc*bK1+$888I;XNK1`0Q2|<U}x6n7gim;X`-qj
zIZ`7RI=T>XWejVE{$a6QU!B0`%)qoaT^5JQS7g9Y2HYNr+0e_Q&bj>Mc){mW)KSU4
zgS8+@y#<IKaBrtvg?@=`f&`wQWFIHuc3aCNu?#(HPkmlw=99(|1E-9dsBYh|TxIOw
zY;X+8Tjun%4jFaB=L+AHpmnJoES_m1bV^buhLe<ni?T~%AAFn0J%Q6JbBL=m?+Yrv
zl;<XHOP`aUDTy%*L*cOZt}pRmu!Ur2h@czDNlJ={qAu3{Y@G3S9WP`k=54bZpjo4(
z6I1p6v;Q#~k9C_H!oRIZVv3}R@RwOn=qcYH$=d;q%9&mrJovCyvuh8upGr8?Vs4iE
zUM;beQ=vZcj?o7m!OahSQzrQ_&O&9H3$^gG%`5KVN^>o9KOM5wbt6ebnFL!l?>OIb
zFf~2hD+QBQl`Y4qm}D=z>rBgRH-K+=(10rLL$-F>p&&E{?wg`5f#@<8f@6e)E|5_Q
z**=<VV--P}T<lmi&2U5(UBA&lJT^H+#A_g?zKK!Gu*Vwwg9nouGG`3zes8VR%k)lb
znZ4iBx$T4`wdvmInqiML!e_n+aVmf|Ew;9D>OED%>6)*ox*v#5oyP<G*=kSy8K3X`
zuH-o>J1^B4{C6ze$M_#{<TutJDn-1op}*Mt(^AZaCCAAgWq$MuQTnxWgV9{!`fRb!
zg|fHn*RXNfZu_?~<I^-YiYp*}*(wOCmGAg^6Ithz{z{n-_7+TOIYP=P(hICapB6#U
z7CH?R6x?6CPW-<B7D4I0Y{%5cOf^0!t_VA?rXyl`54;RC?UNLAFn$5wOnk!iOhhaV
zYWCiz9}(Xi#rkGrKK}fyi;8bnE8nOU^1o9rf7RI()&>I|TVEfHUa&rdwNM}4a>vXA
zPvP{nv_5D9TgR)`hbEt>Tpx|}5U(b&e>1TdJ8xwn;_Ggl-{+RqqP#|emFJ&h=}0%M
zc(Wb;j4s4mTcU7jZfCsWY5Jd(#X-Ji809bZ%ellaCvy5_g?LeEr$HuOEL0OOnhLOE
zkPA9m2vJfa!P@X_^ga-W$jLr%klJ&Qi!nxdn8L+~hi4@<SadT3LytYhtqC0z+lD6j
z%JHfm;)<G)KY+;BXXQuap!eZ8M83_+Z;DqRWaGQ;c39ri9)CVB#am~RaPdt~yrMJ_
zfoU7KY+#_L-Uem@>=@#Tj+Vp*by#~p8@>0%B66Cq%m%Jf8<_C%thfe?uBT(@;itIu
zj*<;D+&(MVK*V8#=Hm8|?a<L$S`Kb!qW3S+i2R_FLi>0+z6ft0NkFBz9=3*hIR9=3
zSa9sLs@4vMdg}dBqa9jXCr7u#pHXskQf|UQo9Mqawvo#HXcN+pZocp0Fy${<Kl=Sn
z7}$k-k=3u4(_pBti#ItYLgbg!FehAFD^2XSG7}&!RsAC5lJZ(Oj6RB*S_u=EZkiK>
zfoe{&tFDn?!IlV2=<fm}1CD+}aW$)hnX(T0h)Yqwz^SCX1`e<9LrrZxtHT$)FffSS
zB!DdTBUme)3QOMSC=IALEB|>5HW;yAY6ER-n%@Hh<px<_g#4l^RtIy%34B)OLc}Gv
zynzzoi*+|)XDL!xG$_xnCu3nK)We$txK9_;bXjPUZ>Bh**UD7T@^g6euuT5k;O6CT
z4#$K6uH0p@E%-%E$BQM6K8fQwq?I=R9LAqQjab6^q>ueE&|fxDY~_JiroZs<D34}!
z{LkvcAL{Eveo-Zx2eeRJ3~6O4LR?Z_>*TLE4?AlkW`W$_fz_b_)^dw`7#%DO5ce#<
zbvmrN1UqX(<}^Dls%z@7VC5xD814%rL%tdtaL8}14Oafe%5UXqe*dKnPG5eC37;Hg
z76jT_8RD-!@4!NCf^w4%wX9FD<||I5wBqX^zJhyE#j{E=o>x_3f}Iim2y{eZg_v1z
zC9ZG4*PgPz^pnzR^tqja>iPzV$mvr44$P@-T=I!Ld8~Olh%e`spIj-%m4Zr4uxI5b
zRf_S^lWb;DkFxyUw`B5<aL8wLsF85zne}xMSE?pvHs)hT4@Yz~6|i~cm^}18mx#y_
zo^UYW!OK_xCj&h!jL633V0#$oYGZwDKGG}2$f^{#IU5v8>LCGOp`)mSrH&4g)SUh$
z&%>G;#EHdNZLZia+*Dcya@grK!{#^5X$xhsP$FS$V5w{aT^%GUJu@yMs%sEeE5=%D
z)d_%&5c%Kd7h{y65QaLci;#3JOqm5a;vB{LUzeK?L3?gLLr(M4H8(^1iwBt_Y{+7o
z-0i<1`^U`+*XjFs!t2Tr=7cXvc_os@f54m|D36|nDYF=eoWds$(Z|4xTRu72kNjQN
zo4+^7&)EDso-g0RdA-FO1E6bSh^*bmIKMA$V4s7zmf~|T*VaL@xaH>%SyzJui5TA-
z$esf^(a%;}2kWYenbQKvNqyuL!R&eo^6H5+MT+X#`aonV=&r4UXRW9YkHs~3DiLG3
zq3UL3jU214fPt1a2FacLrcxGlRqJCyZ7a%R6<Ze9*|bm=^VFBcLa7ZbmA<pk(MDoj
z%Q`%)sYSfF4y#QS7g&Xsl`#`driq&O359jsHXx@LCf2mh2C+3_thZC#tnEc8QdbtW
zwDGK=6=hLc4t_9Dw87T~X85|I5Pga>8C#GH#`hvK1Sl=|<4NmdO^)K&J9#fsQy(*>
z^|8BLeSE%oKa!SjWxkh`SD@&21l+&=0OhgIP?M7ny9vW!+PyO>5?i<7LraKkEKs53
zL&|gVAuu+Cu7D4LsWJ1rDwKW~d2hk-yEL9lsFlVDe5Dvcpo_RNHEnc7Ew1E>G11u=
zr+T{}sk|1mBQhaw0KV~2ziEs*WH}wheib<}FJ8?iEbXoIv16PEI@ywO9|_i6O-HYv
zBJt$2u5cjZeA2v)a-PV_kcaG2F?at_sb9y8JIPH7m&emwfE~l#(9ufTe+<h)@7*zo
zoY@f$a;M^)PAJ0L#}Z}z$G5#;!Es`YS{oR)!UlE*D5;X#U}GeneBKHhl&RM7d@)-V
ztd&mRvm)_YCHErWlqxZ<6^Sv<+6c!wJK$MWEk2FQVd9j9ZmfR_FcM&!w=Fz`ddRMo
zU|DiL285^LL69p9<rW_0S2xD1O3y){hd7RLTY{&t06Y3Pp`#gzSL?AhG8eu7NI>LU
zUQE17*wDisvu>urd4CKOvoT{|y&cg<ZX=9V#ms7T;A2NGM|3ok&drF*L+{fGh<vlX
zOo#6Fm~|^1&Ijdm=;?qyHi|l^wSj&!HZT!j$16%UIGKRRF<#8v5JrAad(66?2It@8
z<o8iygGQeq;P45hYJ5Vu7*{GPFwxlrr(PjGp$4-b5TDS1Z+xv^=$-|n9Fp(!l-fr<
z9XxHW99CChoV6j2ceF=Rl^Ampau}cVl?xjyBv*;CqpAcSIhbO;lNln)sxdz?4|-Z!
zc*jO@?ofVB9k;%GUBs0);}<K%nCM`PQ{A0dzxbH+U4U=A6z4%TE;5<>BpW@<^x-Ra
za`!*+2{)gWVCUT&M9k~be6IV<b8Hzya^2cke=U<U*Ujeo)s6pEsvm#5orQ?6xO4r=
z><P<;p+E<3cIJ*{n$<zwxJ%<0;G!1B8~#ki(h;s$G0Ke{1Kb*oOLNE=pb6)5uu^&s
zWS&A?Zi)JN31d9a(N@U#=C#)|&^t5|k#oB+zWGJawEX{c{OfoUhHiL-TVE>8Pif9C
zmo(#-dy-s+K1#$=zkD_Uk#DqD%4K9>b9V<emk}e)WmJjVW~`*PeQ0j(pa47iI?3h^
zKF&q&6HgI2wnJ0<AkUuoLKy1lV3ey#+boNko<G^_*i&<3U$t-;`kQR*>GPg)V_$5X
zseDiJK8GU))pUI*sN-&<ElC?KU96`}N{txTOY1PkLWIL!ws=-8W)}aE{Z<z^u>Hun
zcBUwk)T3KuD#*G+@*BT)FvD02LuAynoS&djC=|;7ZRmnO3Z)H_oz3oq?%?pxPli!P
zXlN+&?}iN<6c+mtbai#ro-Fw7x8GvPk|h{6Y#0t5Is|=vSup<l@4qvP1<C1r@(b_C
zDTFImu0+qCJ(<%B8yE1s==E(0GFb3%Q-5Y*-=#-+n7922+-wcdx05B4v?7e`Zi_k6
zNkN_4ncz-L0k)n^R$1`(zeZVg9VYLK$JX&4u;4i9fS^Yv98Bwg8T%7p@nsmuIAVWK
zQw;84iodsyk1E}5Ma-*_9yTKQ{vLyEQTg~T*ske0jBqu^r=8jI+}ToyJ6RRXHS!(S
zza`(vka;!9cQS<UhDX?TKL_6pP@J44megbX!KY+nOKch;+vWRZmBolPy-;2)!R5$&
z%-<CYH)|pK`kF&eR~tvZ@W+fzk+6980+TQzCkPJiYRTyGPbsUa!{i;&*gDyZbMYJ@
zJf##HFQnnY;y`H0?YjFiVB~L&!q%zYYUMZ5&)bYy6i61-?YNqO@jpl6&XOQlDJAUw
zH5*(^!-H@BB^&${iLJ9b!r~wPmjBgq(BzkXiNV%))$2eQA1G_vIy#8Z$w35<FYn-L
ze38O#ZGTJt-Z*CAnmWHo`1yJU{vUg10Up)y{rxZTY~0-w;sP;TibL@hYbgm(N-1s8
zdJCl#X>keeP~5dp+!7!mKp+W(K-}Gx_nEnytlbS#=;rr-=kq-K!0z7MbN0;4xie?x
z%tSmd!I4irVP~k0t51vY<^BX%>Zzf-*h2od=9lbr;I%Xw>u+UY4$qFZZ<FR?gGRr&
ztRsC!U$~!#8Jiz*e$kuj@2ooU91-z_IPzlv>`XOr^<h4~To(gNLk+r{@V{ycVGpqG
zQ_tq#9^a8qlJL!;?l1Sv?uK-cH(4aU@p2kQtbTx-vx5GWZ>I9sH!Yvq;A{%+{2Ki3
zeA4zfn!NW)?O}qjJtT;=2cA<eUrYYxSgafE3S*v$3_`=kiUWL&F-4g8>1U&Z8&8X{
z?n=5$!r!~7i-Zxu=8}HdMjI~Q-N2=|0*O=P-jueM+Vs^xJ4-EiZGDLK_j53(J(u7z
z+)X5hB*l^Bz?PdI;8JP{y4mW!-TtbDHoSH|#QK;V%xP;S>aRNLVM;6U{%R?`Mmpi|
zjdZZmrmsdFthC{^DF*AKvoWV5H{KlXZX{^~6HT;S{{WZBDRN>bD*mrMpBrdvqeEW}
zw6oEM*Q$G1ADN9g?}^5tT^)20Inf8X<u%w8m5q`6pWw!LFPS8of7K>+UeYH0j4`DL
zPn-M~&&cL7erp^@FYippE@W5!>6>EUXilEdvd`Zw=Tb1Li#0TOc7A?i`2tnk-PDg8
z$46#j`szDywA4lysT1yMYU?q4))hKt3Y*?^GSchopoY7<K0s-C4bI<A!}O&$;b^6c
zE@CIdy-TPKwhcyUMGem1NyqdR5pcB9K^NgEga0K9Hr>YFGmmj`^H69=Eh1=O%aKPI
z)z3}t_y4PPfy&?9UnoBV(^uVwqos}<`Im(9o8IK+f66Z^xW6b-4(oby<#0C()7M7B
z(Lx(t{7mV|kt+^ALFAgA@1(yd&4P`$vG;U5E^hunetS6l@SU^=DnINp_8xzLi+jdH
zL*w6-?;Go|_8Rt{h{46b#_;||a`N8rFAv}aULb5vzqc=c%@yoD9)pX!L!qJG{A|#*
zjXmxj|BNOTZrB@z;a?s^_`z{Bneg9IFI?Qb#>WE6En1+po+i>OYp^6SPa?_6Ra+gm
zJ36Acwhjj~N-*wTI{s;6$D45WCi2$`<@@VvB8|v@Dl7j^Cr7$y=TJro#@<WE`L_RF
zKB29N7JW6)&QuFtN8_>naX#j>GKZ>C3+(S=hY2@QVY2rTU6eyk5bSNG^HyT4&A|rZ
z>@F>XyQ(T$sf+GQPRrX=T!J$e=I_ieD!ML;v%9Di?rN%NEp|$xIAl@xgv=b;S6*l$
zKN0J7(difri*G(h@|0O9yB!U6CwtiZ`7<oOn~aPFs~WGXeEbZL+VqFAo(>EK^@jcW
zKM>z*luXj!>!RN|2zEbA#N$c7qB!CnG@b3>viwKb{WJ+lbGbQ1aV*Dufc(=}P@VDe
zUH;z$a=KqjWmWj7h{}O1R$r-Yf}hIr(55gIWVAp|4D2YCVD+{jr~A1otHM`Re*HR7
zS%v}X0*O-x-xhy0)J0ACb@9`5t}g!3M1tzSVNY2Z+^A0w^}om|qMJ%eaoXJMo%fY?
z6_mh3UA_(e3l3D3adlCu9_*+rL3B+O*60|+Qb`4OYO3&SX#q@Is7Rb9_$C;34ubO!
zpCM+_uPBPR4}r5SJeL26s-GqyLD(Mejs6DSo9Cfh`c>4|)}lD-5z=>`q$dOZUqX?w
z1QM?yi`>`xThTdIe?v{ARn%Z{eC``9Vt*6b+UwF+1MTc};JGjg>u+XaP9M8>FW*{+
zz8d9QYr|{peXNhl#+)u<<3~GPM1JbcjUVskVC2CB+!*UAlU(>#Y~Y{+&jtUT4G1KT
zOBQ*rb~oetDY_a+ud2n;r2NK&zg}V+uy_j-0Nt)9;$U_$LM&yI3SI|tavga!(9TQ?
zUI${aJ~j_?0=SsYs)xCV$S%j>9uBb6R>RfIQha$M6&3<jbpMy@BB&0gTJ$BM!@)SL
zkITaxf1wVKggSJ$7wS-kFK?#36&+-3V6FwPeL@=q3gyQL<@XZWAfpstUKiTnEyUXE
z@q+USfnq+PyatQoa%sZfyN2|aP1KaJswGzsTj_B1a9L`8W5OTNv9*o{eihbBKOGG`
zDzC<-^dgyrzc<oBxVg#NR^nrqS}cB&$D8o?<-JTiEUv=kPWE^k&{+3hkFjo;bJMZz
z5O;jK_X&)D62`h+^wHbx-^aSC{B3bq_mTYhH)*!q%)qEXGiXR9j{GYfw!~rG$8RtP
zm{=^F1N?VBiO|+gm%hZGPhN}eVtqs==Jfgxo=*yv|F7o1et0|cUow7~#4--YVSRia
z=CropVi{fSG2wa&Om;sM#xiucSO)Nar>|tLMPCiHGt-9G-bYyfC>L{rWanMB#^+&_
zi-E)`p#RHtu{o@tY>c(<9Kyxg$=uhnaBlADKbreebbFxBXjNsba4_Yb(OMeFsIJ9|
zjKao*zeD+@*q>L5jm~Cp*Hoh?{C$_43kx+Bbk>#KK#0L$Fc=JRSi&EJ@&75eZr!4Z
zb)7qRe&xTJGGz*m9zBYXkPvLxuz@B9igWkwUHWgAE?s2)wr$(C(9qC8baeC^U;iqk
zq@*<YeMUwGf`UY+j2P>x(?MsJ)M;ng1ywMY+8JCNa$LEyaPcrn=8H`!#)7@^G~tij
zlk5QQF10||%|;j3AIa|KY;2@UcQ?tB+6{)hH#dE=K+EgglkCn;f?Qc8lDm+Q_tHCQ
z5uWB&;(2}*25xvL6EISndKIxh2EfT!6aF?j^aP2biduTyx{0<L+AfKPzm4n;YQ~x>
zbTE}&A-Q7-*=5F@XZJroRFzx6kL-#h+|7mDlZ?;ZrFPnPGt|KKbjh6}jRh*y2HB;O
zyS9+`=C8PrjRX$;EVS@6uTnPIZ_i^S7gpiiSP$OQ{iqH)YFu5E+O>|nmp<J}rY>4=
zgH}HWUBsrAV!@%OG~tin@1%#QB^~JwnANrQFws*-+i$Pa&t-KWb)f~aq;@tV@1=L@
zCy*Vep66C#;EMZ=pEU#u)W%;x?7TK~*M72tnEg!d<Wd6J8EeMgCs=+i1&M#Qm$iYk
z{30S>)&}GxAS!=pw5<G)e-OK{9h}U#K`}Yq(Ai8tUu~TA;X3mgJsI%3{toZX2A^I)
z?C)*p&R*08-^j7SA3QcF;;{iwJ$RZ~j^{ZQ7`Px(R{roah+W<h=EA?rDy)Wum|r8O
zk@|{FkTsWjKy}c5O&uEQ!b%<;CR{}9++aAF$_7XrO*E;jgzO4*bAMI8s3zYpu8$Fu
z&;6@5<qBed45SG>Kc0AwgX2BWPk54?kCir}Q_HaUe5y>co5(L!%laiA-z?WJS<3pQ
zSD{(hK(`6MD76c)T)*h3huD--EI5!r6aFfy>hR;vcpUuRAN>NjV5X0~E}|2QvG_=$
zM8aRAe5qZ+xc10ngDhct{PV7CJ^bh_VwZGi^hvLZqJ5Ht4t##8srI<+o~#a`=MlT0
zEst*o+BoaM^_%N5zFDsP;x~{#mXm)iUTA~q*CcJQ=P{O_O-AD44*cz*n5RAHzGi#)
z`U+xy61Ioq!uH@L)*jNzu=ql%M8aRAPn2$t#WnoTM^X>+Dlu^N16dn<ehIO2f?;Ez
zPEQr|5Vn;D+|9Lc{b}KUQWu-{%jGf&e~tY`snZx}e^Ki-{GzD<Pvz_qOm)y#r?SX3
z-E8^fOZQi6Ua!Au!q;Ebd})8R@!7y<gR+{}vw@iaPkByzZopArgR?<Fr9{G?qMy$a
zHYnw>!7EO%H}>15PDLcA+BqAMmj>F{=)i47G&bMO#&;bhPd}4uhmtpFlM{t)(ojyD
zw9vx!gu>=GertF}N{^!pUt=8I@QmL7L}roR)rWcXbn88GPDwS^Q>Uk*Wfe&7{F$9!
z33I9TBqQINtJ8iihKNln!h)SK5=mAK30_HAWjMdA2k(h$R0n+xPKSJH9V%dM^b#Fx
zxUra@t1)7q7h=KIyL8giTzE1V+0oQOEP;c(_ibtP7Uc_V(9(#Lzy01DCHxs1XmUD8
zoj#bIR}S-+B%mzX8i|FQ@8I0}A@C7fz%S0#$TY-1FTkEZ`^eWp!F8cgzLY=7E~tEY
zIf%=DUW5fZ9>~i7<r0!I%W!^qPx*DRIrv3I_ZRgVd=gJNyv!#F7c=-d8z45h7z=jC
z(uBXO4|0%QSP8pP$0hrV>+WIsp~rZ(tN*LF2cuVM54Uk{!%+CRzN9@Y>dX7Rv4Mb#
z1LjKhAF^{wVQ$j&sXL3-U&X>TS8#4uD16){lTKd;PKOrA%9T9TF*~>H<vMJ*frV?Y
z<J|Vq@NqMfo9vgAR)q6AN6Vb<Cusvd`AsicS+xEd7OuI5b34a0TN`Kz)ZlDyNMCJQ
zS)=89tFUSRU3~w!)YwIh^9fm1lBZl{SJlBxPO_+lx(ZZVfG$R9z)f2nnN@YDu73eF
z;g0j<UuU5&B8ga$g%w!!JRf1+7BcdQJaMwB>tHTNKKWc#Nm9Q1OXQP9rFV)du<}_x
zO%9W=fx0q(oVlVF=C7F0N)`e68EWFG*besoMgm0kZ%KDbCwiG^sG#ksCkT)_*|Ry=
zz))F<CPC%aN$QYOS0{7Amo(+|^*B~mjv4xrvEzuUD&*GJBPcDs@iTJwIR%B-SX_b#
zYs+R;7Y&t_sSR?ZZBScBPZev5vif=)DJ{b{hWhf8{W5ZpT2qSy)@HmXsu5~)3-F@0
z7OG~FeO(n(W7K5vpFC>$%T(n3bp*Lv_tEzi4<AEGpb5KGzawMeYBXe+zNo1|RbmqT
zfBD@QX!-lV?28a2efg6}&)fo<0Hh`*pXgJS$uHmGw<*ZlaTFPw_H(v~c?@MOO}MWA
z4N1SRX_QY;x3z>p_jZUGG8yvFZ^4yA-V4cc$g8iTC+syv`HOm-sxHHqnzH5KsiKa<
zdX^}uuSX4Dz)(pU!;3QDsUq9&Fi_&!1Cc3CF4f^B?cqf|PE?g+ia`G2_}kT0NUW>H
za$WxCePdm$m2Ho&R2NIi@Qty4lgWOmwY4~CBfl;h3T==>j;atNx2_(hFDnP)6Uxgm
zT~Bfz;g--R1gB?6`h>zFY%D27xTRQoRN=Ql_A9o>!^LIz*5u!9Ol2UiF21OTvDB%5
zeD&aDbs4_Wl&lApFY2+hyb!B&OwdJ*>-)Q@s3Eql8k;JMB@+Ish3!#YDk+n^ugc^<
z1-RvJUn6bDF{ExfK;M_p_9%e&`Z-7tw#V|s6hw3x4P}8QRCKjz+xFYDlz#p;D9y};
zmXr_CHZw+LQ3+}*t57cdU0PDVi@Ya)+w5WqYQjE()ae=7m86d#=NYX@o=q(zPT+CV
zRYzte7dugV$#YdkhsKzW<oGSCw1#)yMeg{`N(%|X6Wz^)@o5qlvJi_^llZr<l@|Z_
zvFu;Yhnth}W0maq(U80}(8gK^ZmXlQIXWBP2{&DPsSQeA(+1XWW&^5&Dpwb>s-@~e
zb)C$qe-iyQQWwPfDXs!F+Q$>`r--Akstjj=8a>5WLcT^re^sg+Dr;z+d*%MBktUuB
zPmQant;bJyGH{@~J^I;l{>sNl6Zi5eu;f9uOtM{*eP+Sy>QF7xAu<yOy4j<jF!tnQ
zsEK>|74(!HaUJB^pn}BO|Ah^1XW&3j9vj@xmPz<)^a+(bK0!`7knsfVw@dg0jYgmF
zI`=dp^^km5BlUc&A@z{|*<`M!0+pB4LvoFqK(Z~7YmVfU$lT9ZU4>uYs#^JD7Y#CY
zk<`JBoTgb-E7KOfx|e~IStYpG!5-F9r**xlPat#NG}gW8k!-Ac#x=x#=P!(PYa?n#
zD`Bkr1x&P6(RLY$b?flN`d?%IuOZgI=7FsI$(Im2D;Q2DqL|>-ghIq;Rbclx`LWkG
z)**~Xhe?+Z`>XgIpyYVf-CTg{2}N?tAzP{($T|h{*YV9{T|(}guS-yr{Flyu>B@<3
zl5$wZGynD3Ma2I0n(I@V^2@LDY@o3W(QoiK79et<t7I(W#1jM<Yc|imlHBLR>#iLX
zG(I21A&KDeg;n^gyM6Pmi;7-9+2q`l;ML~7$lTL2GWQiNocrSH8@Z>2vFIM;z4Y8y
zb7&7nD*Vsr9P*4-mD3hfm1UpNnrg_Z5j~@SNzTJm3w?ZG#662V1?ottuEmn{0+#T{
zU@#brm-2SDDqt`eZxwTMZec-MTG~6aY*A4Wm80~M2`zE1T)9I3?ccw@OtK%LxVV`9
z%Xc~;+2N6V-f+#ET>mPNQxThbSy)I0Qq)wH;P0Z3^U<OmNbBog(D!X#V>g}pdZ4PN
zzVV)cEe-HERWfMyB&`H?JOg?)H5K^#IpX|fv4Bi{J<eZ=LE9kiguvJ3b?&LAqC^8*
z7akW%*nqqj-z~2JH!}h5ecKvQGexidUPkEZtVjQEBbAh-r>R00i$2M&z@6k03=p2M
zB%y<{5?Y%Ia3Q5cA{cTZwFGU%cH(IYvhXS<ucC2)OYRw9s)ff=3%Z|>1zS=Babknk
zmfE<GSR`qK#3H(=?Um(cl}ilr8<PDJ@+$Fns0WOi7<|*Z=%h<eqmt0!ejeJs#)%#z
zm{%>Vi{j{MsnTS>C+TIl^Rx&9#CDRBs0(&FxDcB!sY7f5+VUg_x>*QtZ%#0xW(PIC
z`uiE9tD6D+zm1^=K5l1$=wBtTvD8<`jNW!QJ<U&6zP%1EJd~3EC?9Q|<;b7cmY&?#
z@ao^nggXIXZX4JbX*6l4hBo`JZ9snCtf0nMe_vyCbv2;>r#5J7f#}(i*T}U2sRxd_
zxbQ%#9z4iJTb`ZP+^n>4Z*d1i{n@_p)jz-#T|JHH|80yk;b5vslm0Hmi0)ZjUW15)
zBD8VUZ+7)SQilRb9pVbm)=^hZIS|_hHoipV5J+|4BQ?Jgd1W=QkXnQ)*DuBwqOF4t
zzhC^$A5q_kUeqtT=+pm`pn6T+3;I%$+VPkK3>$*Kynab6=uUNbT7))Yr}(|pFJ%(H
z^!hufHVYe2zo<t~FO~I+ubvQ3?oAS&8~k!jEsqY$Eo5|{HgM3zg&3)}@GuW;U3l7~
zr55h}(GF1y+BUxW`<rqnj4o)~q)(EEqJ5HtZ+^t*oAvp1_`MB1iKXGi`DO$9|0aDi
z=}!sE>Xqa>$&pW<3B)f6U;X_|IG;q5YBcb1dviqpCV36DK_5Gup3#cm26FpKa@xc9
z{)qZk^lEGm-@bl(pz>|CU)?8~3vln3Kt%l%(D>@_V~nmX_38hKd~(k~dmY4QNiIr%
zoLvrE9-sLx>SB|AnJ3Ae_7}~xa3NW$znEN%Hd0AaP5Q;$iYAleQcJ3lS5XTKscS_2
z)nZBcDJ5tlwrk=W^;e}56rL1R$@Etnbuib$g(N8*l8VvB@-=kGsc3Q$k6arl`1#zR
zLu*SdTzDqkZ!bn0Ywg$Tx4&c|6S1wdPm*YpaRsvNL0+3AzyIfe#usgquKM)<B-yXA
zO=e29$*gkNO8L!ZF@7V@XlFf~mwHB@zn6<PuQhgg!P_U_d^VZh-`9bEVXc~~GW=T_
z(v#UF<VR(qji<>Q%Wp{VdXid<b4$C!h$n$lLI*b!x>Koy4!6_L#{1QG^d^5(Rn1Kr
zI#}t@2~+WV7ME5d;$b%0`k2YecQwZOI~kJl@1&!Rm+2eHe_f~!?xr{&ks_%>L<-vY
z%1@a2WAh!%U4ILw!v-P1Q@*V>AASgb4^#NcNq}k&b%B#_L{I6HkRO@x2J-7<lKq~f
zmf+mdo-opr-+yX0eo>MAMOqF9I3JZIA)lPu*T%#6HDh~RIgIXZk9+HT(Gvh0UY16h
znDL=2&Mc7KJdNt$!P6eXNqewpx;?Cm!09!En{E$>Vw!9ZG!E!xiSsv}ipj61@7uJN
zf7<&WYp-DL%8NL?Z43f@xRZb16g4$v_<LF4{EcT~I=sO7o6l&1np_>$UB}#2S8;mF
zM+oq-l$-4L<as{MZT}cX27)GRV1e`36QyjBh&HX8kiYgS=B~Po)7wTPz(;a1a&xhP
z-1aE7K$+^GL{3H1z(uj7LvroKyfU=W=TAg#YoLjz<uwxHkSAr;H2I2e;d0}B0aP`t
zDwL9cL0W!p8QK`|%Wp>(-;_zpe_Z+s@?XfxZ|pN0Y2rdgsbrryvlMMi1h4KFNzyRS
zqEtOKWx62fNpTe-^D59^xR|+F*`P%W_^7GjTBRs1PVP<K`-`30$H(#V3RJ&%fgxIw
zwi>D>z&{pdI4kxtS60U7x;ofpX43rXBC&zG8m^XCO4^{J5&;@7u|a7$wZTxH1g?f;
zzr>na?6WeX$z1XvNqJ>=W1!Qeo#?|BEuh=AEy^N9n?;F3lKWne2a-4qNm@;vqNb#T
z7HVoT@=GHh!k}AQ3HjuG@lF1XHkAb$GV)(EBuz@mw+J1I>g+t^oxCJhEm97i%4!I&
zkt_%D-cRh*K0f}g=E|YJn*8y;j*=2h_IqAegP6K%bW`J*e{0bKUMgz1Q7zdXZq!tv
zRTHQ75l&Ze?O~vXeBZIZvJ_q_s&MB?Hf)gZqaj-t$@`bq#S+d2AIPbTB-t;qx)%Gb
zo34vQ2X8f1T&t354^>rYEp}=jA15j}8w?dl`2>Lg=giFTx7f=}SqT$$bg;|BSVq3D
zh8nJvN!g&R5&?pyZE&o(jLQE|@86whOY5SF8g5F}Me@FtYST72Q^l3T0Ch<nYF_|k
z8L)KAR7MM#6Cy}^ERK8#BdPXC-WS}w`>)$$U3mpf_EXW<g-Ndt$U1r+Z-dmE(QxP{
zdD6IJk9PEPLVZmQ(jy<jQR;V*_o+O;OX0Bu(nm1R#Dy%WK0<aW+Q?bF+|EdVr=``B
z&!&<pSZJuc_5$|Cv6HnnE<BNn={zY!Tf5ho_sJ-4Ol)&7RHt)5;`c1BtVKj}3EGHl
z<ke^c3o?F`iY-1bLK~~ske~hXc_-RWAr0kqY+(NmY`_yMBmD|;GTNp5a>;&5K{<lu
zjKACHY2s;xWL-!g8^Nh5%k8I>*4E=$MYT-g6fFm10WOFwu&3paR*E)aC)mBz24u4%
zVVt?9{sn!>&Nq;`FUaXL6CI>t?dfmOXBH;tHR>RB9a*q1Gw0D@gS1jv`Ty1iQl6PC
zyq9YO>JudUtHejh^$8?_q(r_?c%6GT*24nHdPv>}>GJoN+vsW{QMw+IIwn>RNnL#+
zm1O#)yc)JVo1f4=yS@f4<Vfk8Q-(H%^8BKvtY0K!7h(gU4liE3pvitmGD>i+y&W9n
zY-05$KEcgYfO|7rA!@ql)!);Qi*-+LB`4OciYGZ0xRX+f0bYhYv3?yo|1BXuz5s0<
z<iz^PyxR|=SATCKZvO2DZvIW2%{MaWT!L>CF}g+_;tF4V4v@?<{3v?$_Yvywqx2l0
zWWvtltO}X=h6Wv4Tk)(*AnQr&UUOXnPjcMLP_+Ce=fCJYsGRvPvhIb<#|mGK^IyNb
z!TOX2znmfEmowfZmZ9>JSVlSe3lp=NU0;dlU_zb`Qg%oyL7P|HSebi1h~{F&*%F%v
ze-lmkiY1*jySk|8^^<h&%UE{qi_ATFo4!$>-NBN~eQEN{edVAn&wQGq+XH!?`Dv-+
za&d)({L4k<2-M+k+rc`TcvdMH(@G$lIjD-B(PTp%vL0F-(n@4UHVg)X!C=V3PWWRm
znj!7mx5uSRmvH|4dA#@Dd$0624T*cTwY4(IcqF+`8hw3zWM*d4g%7Wq^mq91VT6W;
zV#J6M*t2I3h71`Z@x87tH^|M(%7UGp<gw%=s6#$)xaLi+e^*Q$?1GTRcM#xWfFM@`
zEIX2bvZ^|S_TY3Hv*->ijWjSn)Qi5Kzc(HMF8Xk?(54H4PTkJJ&I`#1n=D!+KVzs1
zMl866j$X#->T7~Ccd~FiA`=%EcI4Gz+86yW=JPNFv~og_zY~_NIfb&aDujN-oqqVq
zXRBakX^8o=M$z}x)wOsOm&*OWrWR=#1&F@?9NO9%aCS6*rF)7qrHd6pcg52{Qjo0<
zmS0XoS#>=^g1Ld!n4R&k(o@5{{tnPkRf3nL<RDUClbcKw|9t=592z{cHBiTcjB-pp
z^b`ZVjnGr<#2Sfm@H0i|KS}U66(G<|fED+0P*z)y5O;2YX~?<fu+&n;yms8;o8N9_
zAlO_B&U)%7tg6G}yIDvosm3_rsZq2XTA5+w-_Ov|QX5^YwDEUxF-|-y!ui21W#zZG
zK<L2)_*-fr&{`WSZe*aWx(*@!+=7LW15aS7tA=?!xq9*2g%kwa=+K?+3oC1}_-Z<m
z3ac<Kz_c-`WZ3S<xSL*vqodvEU@}v<bBv*;3Jny<ltX_9gs!|#C!~U0^s)T-Gn7@;
zBIG@8QP7y>_h4nDj(H!u(f138zD{~@GS{LD-cCnmW9Q{Gte)T{Du){xFws?mt+6H^
zB$r_7rbieUWQLx8{ENh<^s+_h#z*kC*F}(nE|#B5rtKl51GhkJ%!Y@sGEm3751gT)
zsthlw;H17VV9@Znk+u?yq!ta5-Gt2b)ZogqIDblSJA`g{NRw=W9ChhQOH_U*Zo$)-
zbupa$VJ^^6<CD+%zlP7r-_ARhNEZ*1<bm9h8if6mg0zAve87|RNOkCGi_lGCHuy)V
zLwlhOHVSPp^exzcCm=KBeFucDzE2ZCgPirT{N!^^epg{VSa}ath8mdnkt=5dspPLl
z`C^}c-OmocA54I=xd0BP0{pV~F)R(#F(}ZiS=IxpLk}B-ZjPmaRjwRTgykTt3!5In
zN}rU26Q_ffoVp<VytJ|wbB;g9kk%$tF4_I=yZuk$Y^sS~Vt%7hepf4m?u@5900!CV
zV)><1p<m>D?3f*Ku+me<yaDq3qENo@bJFHJJL}=wqlwT|Rf3(NIxZ&^VaM%kEE?p<
zYlEpBED?I(37zPme(Ac<FSX|UOvrwrU+N|FOXpJ%Y%BCj72<wLRL=S3HApV3M!L`+
zJ#N?mRYz53SF+|{gDC?Y5W4&x{GIg?<f4b=$DgCDvKArTZ8#m4M#IWT1M@x+`o#kY
z)Q3{PSW}17kvZ6TDGjS9a(+=)po-33hWK`CEHu@WVP~p|%Q1P_aWNH(#(K!g?`Mb5
zH8C_1H^^BJ%TFh9^{_MdEE*H`fNKjQTXOADDoMPt9*TXQUs{di+)AVicQTI8;3m>Y
zVs68UoXyE6Q5|~QB6Pzep>Nj1^1p>TbhHrj%^H|D%=tBZ^E07uR^xp0`4prTR^bC4
zzeIhKxcswH^4AOHfB0(hjkMM1OV$SJ@_kZ6d$1L24^{ODX(Mb8+v7N&^d{{=O$l}e
z!uD`08;b_ZwudR*Z4kOOjxMGTve(7(^Q1l2A*7wq23v$aaqz48M8fo*wivnLAv(I~
z)5N2{ALir4{XATlE}QuIF6tun%g3H!h`%Z4m$NJI-GKzTewi@U-wdH=p26QtfIxFC
ztcc1&Sxr4cJh{bWA*Y|gQd<@CI&#m<-)^QO*g^}=`Wh&#s>R|vSx73b!Z_g$;HA}d
zm~%57LtG4K5+K>>@cS#NaMo8xPpJhlRDLTngr0j2e={wvzZ#v*^;bQF{nfM2V5y~s
zdBUBme~U;*u(>w9AMLM3Wg@AV^jAfT-)8umVdUv&=xC*lF4j8uJBjpH3vqs^E58i_
z%n*9&8T`$)5NM%=6?cR-5dNl+lZl)SI&*&Vx9e#Lw$z5RfjSB+>#+D1(V+_Cd`v_(
zxSoz7u0k6WR^j_gDfIfDJPV{0{d}f2XlsGc!%yLFsf|D@ZLA2-Kv_*4LRty??S~S$
z=VNy+!Qr<{sR*{#raO#N8{9}oQc)Gg37@B=EzP@<hW@Swu+ULMZg~yX+{!{)aWy`W
zqXV_WmN+px2-{>sd)O?r!;sf#lf7&)a{WVeY$<G$G4k7Fvlzb(aze<`y9gj-mzD-t
zb~F)Xm30Vhct$UY;>OWqxaaHq{ZHt%P8Q@DU5`_Dvas`FD#AYZk+?6}m}39+bSxU@
z$t$-}{xA=O%)gERS0e<u8)Mo2Sd>-NBDAj)C;#{Bur$`h{Lfl*@^?O<*E(70psKna
zr^3^)^Y282O%HBNu=?=l%ZPfMkK+rwqOR@*GV{28lA*2|o#d3!VU#yQe!YYMcM}A8
znqt}R2PmtkL1=%j{f?P+0hT6Om_M15F@MWl1bCRh$x4@tC0tL&&Qnhi_8oUR6Pf7y
zdZagg-y8)O8$Fr;_{-WmurwB6P-od4XQz(zLdb7d5a4EvAWsu4+Y>|kNulp^<J~d8
zUWTQK0P`mWa`Ly`Lx8(6X9H3OH&U?kOaj8b5uNUvUsQ$UtWu=sa*K`Pleu^jnT+Mz
zy>;p*tr7CmSp;~PBFNhu%XZ%7Y%qu`_c1^G4NEg^%>SB`K~D9XwK^QT7W9I>l`b-c
zNdVdcRcMRtK3-f}h5curV9^Zz7)o=h3sZ-CAY|S(1h`4dcjn~Jy-Le){zUGSiTOJo
z&}%vQbwc@15jMSznEXqKdYp&j3%hZ#gqPLD=HM3<++UnJ)D<CrL?FP`5J9d+Sav9$
zYY)A-lK{so2<OUSJm+)f|MiGo%f<HUaq3n&cK-7mVPA9QM3OwE6FpT`TEN^;1FllZ
zJreEV$FnqXkG6*$QL^p9R15Q`aBY6!rrTV5SlIjJ?cp4051n}BHp(C09wE~YBEZ`U
zL4MX)w&@1S%BvCjA@`fcOxq7jGhNL8wihRV%@xdA`VV$39|n7C17v1%3n;X;)S#`!
z{r3FAawMk}B3<}hd?L3vo1B<uZYsOTW$M_r2$^{V0p6Af^0maWEfFXyuR-Vs+_P-V
z^dqn|*TMXm-8dcAUB|3tm#}N;5ZGJmBQu9vP(*$|(Ss!WeK>hPqGB>}eB%hNJqWKc
z)YGI1c9J$|hmh%qY0_MfuQir!zRB6(1Frp#nRXDC=DL{wO%G1~+N+qg^a6G*`#>na
zL`=Sz4bqE{o+WJqZQhdu-?j~i{=bJ^#ei<EurSp|Zhkpd@4SPw%wl}lM|KQL_}ak;
z<L;%?g`0tTnppWfpY~bD*l-EBq0#BE)KJ0iZd{xH%+3I7k_s^GVHPIY8z7;q8VeJ0
z@rAu;A>@y7+30Pe4I51rl+@N^PkJ#f=au7R5ck{{XNsc{#zv>ZUrz&p`kGkrEFWcc
zBKaYA(_uyAyNl$9Jukr2hgtYSO#WmCG5N9C=xr({KaG=rDp*!NEeCfKgkDd9zp*9)
zjRaT`o6Ggvow<HZ$hBlx3RE#qc*5;(_p%UdB7n1w8ValHu=rsPlFF(v&PAldf#-!V
z)=+`1mMUE^H1&2m2HNPNr=?D_w85vkI+&W9M-%^AsjFc_aS1A3)ML0d*Z=z}HxCxd
z%J|+uGBJBkX(@UMG-Z;9$b0F}i03v@R)({xYO}11pBd=l>#SUwXw*tW9UBUYQC|N7
zBXqfE&E(8nSg0uDM`OwU?(U*e^wtu{{9ck^H9jK;52~uM!_t&4$Ra0{5%kFdZ=Qs_
ztQDK#u;EXXM?FB<oqI5w9110Y0J%H36T9p;EJ96sCemgtqVJ1Norl?%V^MzZ5z1~y
zL&M3Ap88jG>H?RU4#4Wy87Mk?8PzH2P}b3c;jjVF=@g77143lvr!3h5w`~hiawi7G
zx9-Dw${2cLU&fY$^n3Shf1oNY3yD80rtfo)UxdxHP?X+{MRCMEXgb@{Q~${44e}{1
zTEHT72r{=F5hWnWVT^_@zAwwANq62V>eyacj0(KKV0Eq>zAep#nUXT52_(zmU{xti
z;4|Pkf$mIo84Oz}!$L_JkLzkMuRI^!R0U|S%D*^%tfmfTmgK=(RSiBWYS>!AwTBNh
zxb`rkIFITuQ(Lk<?5`+A4|Ppm9SG!vL6Q{sz0}`HGtod7UuEXPPgob%H`GNvVO`9~
zg}I6{ev&%H?k`dowfXDfxbz%6sI10Lt5>Uw6LfSiH7_5&YHILPQ=_NwRn*sGxE5!F
zuk-S067Tm?r+e-xEkiF&O&Cb&K;BD#rivCYRaSx%k58Crq=zrlbKs|`j@FuLSeM7y
zV5C0hL%&GNfw_tbem0Y|!LEW*^wAN}Qv#(asH>wVZDtBLY)BBEL_$stG~?N{HdI3g
z-<IaVOPSOIb!@BT>cJ3UUHqnm)I}9c*ODyH165_{&Qlk)m6Q;qqK-ey3!%}X1uT_R
zaJ!}wN2<#3ozy)D&z5X~&$fjqx)X!KTle8GWeilbG?BXH5dEHfN7`fj4@>C#?Bf?<
zKP?o+cORiJ;y$#TZRx3hSz_(cxMv629?RmN(eK^<{060QiH-M^MwR$BXVGR51`gIR
z^L0Z-ei4dOGSF?_H0W5F;mDY8>GyZm?m^(>kI;SLOx)dk5DxFPf#<M3_^aP%jrRy&
zvIT>-EkydA7^L00k2X`rKvhc<(Q<T9cr2l%F+y*p!rxF6frgq`@i>p`BRB~A2ob5U
z)KtMdA1>xQ(b*7T3Hg|MHv?a|7~x4tH5SC?V6uy7TvS?9hlEnm$sx~5s}WsL0Yf!q
z*zzQ~OzC8W&^?d2c^4AXxsuMsl!SAZWBwvB9d*p>$Hf7DJDZGPI~_P1Ytnh2MHf?%
zR8WO+!g(4ROXy^U-~UOW*Ekqy;Fr@$bPPDiOLqJ=HP`~7$DYF9LW>(eMr3laMPK3g
z@#s@n>ZoGgd&2SKl~e><iH#p`W^m(2;XE@PKVC~m|Cai&&{jikMJ?9c$wFF5H9qj*
z-&}c0XDfv67PG-+9vkSYW8V8h8~mM&V0$SW<n!3zoX`e_8u;amd>atHvNgb`k229(
zR|5gM8d#NFfbzO}jJDwX;P{6buvAyU9B1x#PO#R;y3|6<c$|&TZ48i5UX4GW=h6Q+
z@col)^flI|iB%a@wV3-XmnNHiXvQ;c@G?Q@m1KI-OrVJXD;^5hMF{(!A(xW4brFGF
z%=NdZOaz+>;H<08^;hp_BdN3+<6ODlr>mxnPUc$p?p8W9m0Qro`&TkbvExZT76tQf
zY%<l$7@=2FWOZmM)Zub6r$d0S&wQ8Ype5=vKgi*9Xep(`?F?wDD8Wu!6<0FLup^-W
zi-Ke~Hks;Ug3wFJ@HY|4e~`n~#RmBog*FiW?QfBp2sRV5!9Af3+{ENtXyLnvbZDxy
zfStCO4cf}FftxWx!+CsyqtGXWr@&HE74v+>e8Q7FOpOxygwiT3c$9<5Vy6?m?4II$
zX>EWBahYhPqmBR_4XjQpq{#rI&AGV4__z#Ms;OX(BUcYUwbaA9^g_%`$iYM_eVT;&
zXL3F!S&5!IUs@U9z3628nUseiraHJ&T!}3iMOfLAe@(ztCnJPLrNiGq6M+VrSn)KE
zj$J}*g=3e<G}>pMC)}iHqP-!)5(_Z(ekQ(fGNj3V3m)fUvZJWIe|bL>yHkpAsErMD
zRFvsSUj#i>C1~;_0KJY+ps{WXIrDE~pYM;(g^9KbYz;K<AfpUZ4<}-vml1mMB$!Wm
z&jz8}g>xQuI#_;DIRDpH7}MGs%f<Q!IdZXnOF1zusn3fmYH=Vc2Y(LXVw6q6%>fE^
zu-C!z3&J`1#yLQt4uc)}=NmM6<{Nt0VC2R}=;*8`nge{0iwiuPzY?Z)v_$AW;kpDH
zZLGK^EC=EGr;t65VM*p3`UrjVIpOoki1W>hFQ;+Ory%Kd2~|ih60S?gZdjL~CbKR<
z(efqczwE{4zpAC?zYLm~_tAWX`L6>{;cUV`|25T9%r6@Yu;P)_v*D^Rmf<h-%h8z#
zHqnB!uFx;X2xA#yK8eOM)Ky@sEsSMEq+y_~9(u}2^luJ*rKvuq2)&rZJs(W9u;P9;
z_k0jO^Fl6=wS#Jy7c6`}+{r+&nb_LFd&0GY!skN+#np8<kXVR6<vbIbQ(aW}`bj$X
zby+y~C7gRAaqfn>r&$-dIQJJp^!@y;(cIjVwJta3LFS&w+}F2ab6+F8@cZVw+}xL?
z_}rJ|dg12M9=@>9$LCM8(Mn4l{@NM{%Pd4${R@07j0b=AGz%80%9w4-&CicB)y0O)
zLVTN)i_gsT@U*f9i_;45nYn0;-A7*wi_`L9BRq}wepwY(XBOgPlXt&1n!#W&82|gQ
zgg*wO84?l_f&~i}VEy{_m@;JwOibkO3SL!J1$A|G7#J8do(d?QJVz4x?%lg5^LIf(
zK{$2l6fR%BjILd~zLH+#z9bQmTt9sHaGLZtbm-8=?_0HMMUw)_HRS%{L_|cOva%BG
z+O>P*>)#c_J6j{Cs0y=oK0;=G75tp^aQe6QFf-tG<w(vhhxo>9WWmrEtD}*cTS1cr
z+-!8PV`d<|PXmM7TVc)QR#>nv9$&A$2Ulwy9QY|19lZE=79T#O9ddGu@yon@$jmN;
zpSL~E9Q+<;rd%K`IW<orF*7|QAFVoZ6E1{BE05Dx=k^}BbaK`!-BUt-YZK&_)?oIj
zBxDv>!_Qh9rzU#BOt|ArN<o!`4PFIupBYCIkyTPdci0;pXo{bD$=_9cn2RBDDrzzN
zRt7T5YT#?4iIe@EVJ2K0o?KEbp+iAc9VT8(rq>#1DAQeju72PO4@1$U?jR?9gmtmO
z!pJO4xsn1`0}br&<A@GCC!h@THbzca4Q8KDL1t+Ud@Zzaa*R97gb4v8K}LL6yn@O)
zOg!?GUTdJKLU+`^I>8$r!c!c{Lb&6?Q$PGy-<Oc}&sYz1ag<#^J-mY@a*L}md-r2x
z7FNU0K?kRP4uY950VE~2f^62?2w4C(dBa1b=2dca(Mk*3zxJi~X)K3=D$Ljti>#t5
zn(#Kdi#2}wkXv}j$M7IC<d#%p_K`$n7FEH|MhB;+`oT=N&@Cmu5=yUI8D4|oZOl3O
zhn{lsZFO*JW^0lByvo<Ai)7cpxb$*tzjmMAmn69aIOyT>j{)$Mvy+;H4T|O1ps5{|
z|0ToQTX6MY?-OJeR>99+7pHy<6srfXFMsAhM>=Ubaa{}w%WKiW&4AvMEVOKn^`KD)
z;+Kw+a;WBXnBogF;cjQIT^E#E;C^Z;w%^F0HXx^Y_3$*roPmx|SCySy7~a}c)-QhU
zCFK`i&jx>mxZ{W8&oFv>9P-O+X@bw(e)gCsOr(@%n2*pe{gaH$5}{uT^?;c$=tqKr
z5`M9=784IA&}*q*veLrUiC*v!+wJUlYyrj{OlW*RYR_Z(@6Yd9W0r6MaC5T3@Qy;i
z_}63V&-@&8acY*dUli#;>iOigF_M09svo^iqYg7#;fL+<7`@~!@=I%AXQGL@AG=~=
zZ`o(m@V3JCcp!mmk9N8^^_{<@{MT#>$0BnuZf#8C`%x>nXT&c<oiOVI=Vs@Vs1CvA
z$StnH>_dqn-#nw$8~X(6n={I={aOZcOB;N%E-wGz&+D71{E`~XJ}f4Gx|saD|G)<R
z!uD`7i6-#-S!v_cq<`5SLf!Ghv1b^)O{_h<&)*(~2MT@Sv1g+8_?3@He*WvrAKc0W
zVIR3-;h7{%+4}^pW&-U0%o81WPU3kNby2Qg9>njL3Bz0skyBoa**DUWSx)+k0-PM;
z0yE)Bbjc-BezB?+6VD~lYYo(u=?Q^XN4mqqi0dzs1s4x;E3o5H9-ROoiE=&cbn$CD
zE2#5q&M>T{u)i9fF6yribdl<>wvg<vUPu!4S4{=D`k`B+e8M0n1B7+0!@@h6m~vUz
zU+wF}+h3(RxEpagTubA0FcskBhb=`mD3<Coljr~6&qX>A8+_yr4`VSK<dkE_!(6&(
zhuXki55IQgw}GOc&(sE9<oQ^O*%yWVc5?wve(Wadw-@m|ACD(;{dNsuzkQrnW51o)
zAfD8NdpXE0uZ5AO3IeROacQh4Jb6xNZ)}q#@32ko5w^*Rp6KAxJjZXtJ6a*9s2a0&
z#dFVSM_ru$wT);TokO0H;?L+>e6i*MQuBo4XlrfknBJP+N1Q!Z(m*!A9NDSqN!Q`s
z?2%JgiCLTPAv3=Me$ECsz34rd3CDxUS!I&r_=;M5vE&v~bIPHqt_(L@J?!|Y1HBI+
zEvFpEu5+8}v>JO-Le_=lJ<z3<?1^>5dpdJEth<BEymI)pG{)%_ePJd{j7!cem9jw%
zzF2q_so7=FR9AtUoj!KV=}Pa@z&D@x(uvd0=3PNyX*D|dn$z69WmH^2*Cm_;cL*BX
z-QArK9D)XKECh!H3DO<hA-KCc1b26LcMaZnLj%*9HM7?H{d(s8e$AR+z1Hn3Rp*{t
z=Tz0+`*_)WIzv?3cXyXnm7=q<kH|*>0NFnZw$~*kV<;9pD)2q*Op-`LM$)0nMn^ux
zf^KXm=7+}i-V#@b;WwKm1NA+p;0jCEqxJVf2>8kP1W{vaE)UJbyEmy)oIE=OOSE4T
zKOI%OZTe`%!Ds$0qCLMJ?K2(Aq!ku2n@kzJ(Ta%id5FtO(=;O58263qWYTBc#4aLq
zO^W5v##HKwNo9+7ED9!*aL>R077vOPp{vwBa#nz_c!C%Dt+omA*G*1sU<)Y?1C+Jd
z?}4h1f?}Pu7ItbjYnT0DpYjj1oc1Nnyf*7|?tf|q-Mh)D0uih#I)>|!1kBToMUbrq
zdhUK}uxemNo&i!V#GdxQ&ydR&<(~>YCtrtie8cK}dZJ|LM6XTEEDE&+o)ZYRv%y=@
zr?<z>hS47HtYqL6S6220XI&)5zutN!izO(16met6H2><NKot;Ua-PuqQ9AfuOo%Me
zNZQJQ3A#4!<T=Wi`~l5%h%xpCrS;rN*t^E$b8wX~;BL|AccQkR`Ky!pg3d)%Qqw_C
zrP@?Mqy_iQ<$ZfhoNm+?C3fWfwB4J9X=;*urQyw=X>k(Ys^T$POz-d<a68Oj`^-<r
zdd>KkIKGd!*7?Gs?@rdiw!h3%jDb2PjgJcaqu$QQ2DV4T-ln!!asj(bnJw3$GbVT0
z@m5(`6s}YQC$6~CXJ#AP<J`zXW|hQLFeBQFF4{M0Vg=r`zqI<;ahlrUHTN@rdo0E9
z={!z~XFLD0*HzScyF6D_(MT*I@{n8Q+~TXgB*}Kvege9=vZ-L&##fc8;;ujJX_ArN
zlwj88)&BmXfo39uk$!schG#p}XV{W2_WABuSh+1lv5HS!vycJa`0NZF%V)ZB9VTj&
z?92f7C8550N~?P?3h`lB9{7QA1re?ueyFOfH@Am+Z*IO@Qw2jrMa9~WoT|M+_24EU
zAeDHnv~<8>R#&2+feFuu5b3WqRaGS>Xb+!%#k4VjNjV@?=39OJAO7M>DOpSWJN=PF
z`;YcyFYLPn`>sj^8RtrZ)|Nqc@0N`=&@eLt!a}K7L7DHgdCcQCqx<8ea*D?%@;1v>
z^*+(g6maON2=vya@?qE{S``nE7b*PuR@)pP>K9gmL(0$YSK5qn9Hyv&gDW5R9L8ao
z6qD6{fv2T{zRh{aQk;^O%_~fB?-ebh;_q#M7K+;!dk_?}F1XF<jyhK{2BW;I#XV;}
z57ANbnNGEn@t&6du1Qfcv<vGv)@St42*$?`9IB}DZ~a5OaFX1kmn@o~!C`<od2ECI
z#UL<J7;4X2)Pae{g7#b2ME-(DU4<me_A2X0?x=`LawA-rm4zi2bdr-BH10_sDV)Cu
z+d}ADAzmw~7|>yZoNZfZ3!T;8={i0J_)4|(v?LpZ*nK9PpRZnBiKj2bnX%cM>knf-
ztxeP<RBCQ{Fpjk_61C_xAw)ukA1W&w%*{1hAs3y~s_E@(nr6tKA3nZ}e+W3Xfzr8}
zZKiSRMb~!sq`yl|KPspUYHzTL<fjbvni1;{V4gsHQhC6|n~0C!ErXG|aOv~+r$Aqc
zPqs-k;Wk>5O-!Qk@eRc&i?|))i^E;HcOPT{Mr-B0CRm9_MCJ-VsjTAna*pK0SQFy8
zw6lX_dT6Dcx$iQ9QbVcqQCH0sey}>+lB=nW&|0r3KKchV+ZIb$3%R56mXE1tz^wgd
z7i75N5gC?=X?UpSA5<@7bA=Z3^OBYPwF!^I#!~Gqy&j?m)!t0hz<qn-i{xwMh9|PT
zOlNRIAj(Y$xio54(ac_lu~Mh}<ziO0ARq4Fz-vI!*D5~aYp2a`$ja!`mJ_;D`~p%|
zKUm#v$)mZqFKirY0ssx3h7?rvY4q6-$F^G*3|`6KoF)tRT!x!cBPB74gqO`de<12V
zXS`ui!T0`a7T~xh>$;;Vh0tQ+x$yuT5Icu|R6D(`5&Co&f4E(t{9Eb3=SB6vOjt)>
z@U}#Ew@nQ-;~wXvNNaAV_8H|yAI=w5-@tZvB}x2}lMs@bVpMS?eG`iG{z&>7(}LX6
zk5DBdrpC7j$7RHp^T~yo(0~_rYwr^`P%D84Sl-(gHyKbPhwmx9HIJ?4fvl!WRnz{^
zhI%T<$PcWW>nY$Ozl{I>4z2!esBH#LZ8tm@3Et(BX;wT&N9><&FKLofP%{QHMe<+j
zq87|fx&!L6QcQ8-W5J!TY{x}fig%jjd|J-s349$t(<8G(4tYN~#a6s6Tn&v)pJBG;
zqNgW=@ZECiXnqtCQ!zxX4h&7TQ~sJ9_tpjWrwB7#%6|PN-%Q`|MpUlg_Y$p$Bxr*z
z(~UmyAwR*E4T#VKc@=ZJ>i!hGdxq}q!t?>6UC+CH*7yd^n_e07_jGs6k$Uj5MoN!(
zExqa;-UZL-bdGc}++Uu~3)T`DLJ=rYimw_w165~f)NJ?WyDSAdBi@x?ea#mk%h`^&
z{FF6!ET8#_7%lxB?jFE8h~mwZR{mWu2v*r-La#q-jM~x88y<`rXaA*JetjFk`F`@*
z3#;t;6mPw6r8}dEA0GzR_Yy9cCXfn+hbl_?*A9OUl~(#kHwZ_07<4P^ef`WbeBB%<
zD<*nuALy8MK>48hz9QH}@2`1kMKSr~iH&J=5gqVnVmL$rQoX3vPccDH1Q^It<{Z<H
zZU|hi$)7YvGZAx5x3gtAAS|$>RPQfwYe;^fM5|z@bulNDm+_wcJZGZ!6k$L!d!`>7
zP_9zJ$~B<+YVs7I8|6xY8}5pfyi-IDO)EghqPzypC;LdVE=YV~T`-X})Az8yleL0X
z(-tD(96gde*o+GQds*<{-Fq_L$~z$tVG|noHI~cL<elL-Zw<&VX-%jL0Hinc2D5%i
zQpYe+VoN7IWU6PEnh{VFy^J?jTBOsn-90AUh&_2vzHh!JUgL@aLRqBy(b!#{*)Xoy
z(bpFJ09{<{a5Th(Ay5Qh(|^&uNq@}m*pK_IX29m)WD|NI&SxOxV;Ey1pggq9r@-vP
zK3}pkixJ+a6L*(dht+sX74O)Whln;dZ*d~q9SaGDnr6M7r2GRj4u<edEQ_<Pt;F}X
zNGM*osF&|JIHj9D#2b?E`u|U~O0Soo^LMoqn!xWSuso?P+8Tyj`57{}!eVpTPqEm4
z&~ek$Tt%)L``sj={=sfTdwVVEgDS_xxXArH=}NCU4cXrO9KhH{{Ev;zHk<k&m4H%m
zDQecVcI>3Qt*iFq^Swf|b&?S}8lR;y?_#f(l7`Py?*@El(E;G`nsje&ZW`B9M&<Uh
zB7w?h@*g4aqh_6l6m=jvV%{>i7fZtQ1q!*mzaM;ge%jvZVuODBMcW$~7)Zsy5Ns^}
z9=`MS#cM26jHK4e8O0<3R_PgVFqU%j3X@szZx?IC_M?5eJz2!s*x2CRo|sa{gQqTn
zKiJ>z9vds?dh5K}U>^y}ij9?ydx?#Wt@gTi@V@Lux@jp=%jy{)$N2d1BdjixUjbcX
zQ%6e+v6$ygR|1P}wa=4V1i9E_WF?3szp$`pAP8-b*6{-4L|63q$$mEX%t=;MU8-8(
zHGdQ&^-!V(zfbB*-Av~};d@U@I1epKF57K5!-l87zTkzJIIVt%_cMl8a6%Z%d)Ur^
z$jk|brgtVTN{2r1+Mn1Tpp&jsNB-IG`<LIe*fbTap-H)hm7z5n->6%QWeZ#1%BT;c
z^bZr>$f%!d1P&Jo6QN6*hQ0HNeOB*Z?Q&!E(@)nf$E+8_*7DJJz6zC4&sU=sKI(|h
zzKRR8kG4c@@b#qVZ$z4vLS`1N6oeo?<C_ppqxoXpGbz8=-vf}nv%6lHr@I{m-|gP9
z=penug!z0dyOY}D(dhBbJ(gCFdAFK(_Y_9ax$F~Sx(~uDl?nLl2!FDsl@7haMCK3s
zoa|jHqsjtLvZj*`jcq{Y2W4|Yw1V+;`xoHM;MS4<HJR3vX@kQPQ`ZhO?S$>eCx=oR
zMw#1z<i}=)#~{&**3DLnN1t_kIfvSP7aBHCHT<C)a}u9HVp?aLA6X*D_g8H$0`!&7
z-81UrmQX+Jem5lkU1=aDtzd%}8a$ielkU8&KN{RZcb)X#Rt{0C!lTL-q+(>FAMieg
z^Rs9LmzV5PCO2vWu1>6c-kl_n<b0axB*to;53|KmFj4-s=+M8iH9fey{m0n(Y<oCh
za;x487jL*7uxncD;xFwQ@?=M?g||d*3qtNTLKtDV5$67qQxg!<a*hmDs+k;Ig_FUK
zFWE|tnwEs8ZxhvcGICypz`^gc@Gp=@by&N)r1k7=o(Uj!N8=G5(yw6>`F0t!;+M%>
zGQxj6*Rf6)x!h4@jJ@oNv36B<?tq;C!mevB)gxJZaborRgLg{EhD5_?;tK}$zMy8j
z<_TMOMtA*~rk8)^Yh*)W(Gs8Uc3|`i!xy|ScoKi7#&W(a+eB9G(dp6pWDWoEOd}n-
zK!dI4p$xbx!L-Qu{ccfh<BlxK)I{TRE_KKdn&j37XW+5Z>~|t>OgqTrexde!4^3*g
zW1Q>q!or{7>WEjbPvzzk;;0K&P?A<IqPAOxGQ5W8W(f9yz{~5e3>X=LSMy*ZLn-bt
zk=+PYS6BBRX6^Fo%CEGPS*7jiFbib;nY=j)o0vFE;^o1g9x5j<-#a{v;(op+rL2q&
zE7`8Bc7<EyxY?1+WsazV{KMI~d#l?YU}K}GhAawt5q*wIXCH!P#JuS@0xo->T6(vF
zDS)3W*$tbpXN%N=qoc84DlLd?Y;2?wKvFOmOeE+;DgN@XJMh$Ye)~Uxb+8fVAHMEC
z{0zKW{^Kc6D{FlI+!ITu#A!3fSpKCpDAP^e`1ba;y1H7j%DCM+)&!;u|Mzx}w<Da8
zV`i_p_UojyoLnINUSM$WY`)~*0EwO~&`T(c!fZBQsx9cW^+tu0_MUz?a4(>}kWxf}
zm-ZQlOksvXVJVH@o;W=tqvTw~{XD<uw%%^}J?xePx+Xq>1ZIP&xW@OM{|C+f->2-p
zGP7<+cUvF8!^4}-7OGVJsHm#q5QC_tRv0wS5K_nlq32W;{=UE0(b4gMKGcjI!Xct(
zSLyD%R(<^smigb0_-Dfxj@*1}g#T<%ew^R)Z{EInqaZ7#_5Z#7zm?qo{5JmUDX9pj
z|NU#;{<Fq^dguT3DMS%gZ<JsF%>UfC|8h#+hpzW8|E(+hyR8xbf0*Dcn{k^5SbAC!
z_V59aoQ(~$ot@p$Yc%`g+rps7Fs_bzD%8>+rrE~1M36VABk-J(Q9ZCZtT9n<HoJi{
z>fBtO<Txqfd<v>&j^rRQ;&DG}Ty!ci-W+j{B%KL>+35-mHU!Uhzd;-ct9`4bt)X5}
zHr1l8UXnKjV`vv^*a=N}PLV>*+IOI4zJF47?6Yl9;G_c0Tp4G7`C66i>?PTDOICdP
zH^}gLqTVTl-G*wxmP7H4Fy~R(gJEblMSG&UA?<P#ojQ{MCiHk0*!YL0*&k&zf`D3q
zq!mnH6?Rd^^rv%Wikx>8uS_P8A06HjHL+?7sMs7N?V5e2(W?LN=5(cD6-fD2^o+X6
z(2pdN)4*x19CL^tA$?d?c!3S-yzh{}obG966oT9@Ux#*B^K^8IF%kONOtbU!NcO(!
z^klOd0j|*MSOLEia$#`_={pILmIb2@k_uYjv3j<B$&#K(<X=YqO074z{j0zF7UHjA
zt;xvQ8I_veZS*wnU(M!M0$h=-?!MlG@o=H9m2eCuHD_G)U2pc)@D|muo0hu%NY*^Z
zQ}fs!SuyGan~{hR;jvVA7TcouuW9`YhRMra*^0hCe6DCjbBqou@8+fY(Ge|C&w0>T
zP1RE?m&Ctor2cz#=oR=YYT38hpSy40SWS)EAa)38It$~atx8_9qJ-toEnw;^gw5uR
zO<*Ga4D;c~BmN>IBInG{SYPAsX7i_K@4N64b6eJD>0`flKHq&a@zGK7VY)B6<(OI>
z9e#%$cx_fu$LbYjzaf{W>E7tjBa+A0_;@@$1B2H?VNSf(C^1N%d^P{9RezVq?PHua
z>gv7w^eay%_!WscOy?Ku)4~h9n2oER(9sOBEBNIWGIaB?8Un`{7E%<2><JdY8?I;}
zM`ji&5kv?pbsDw6_H&71R1P#4$f8_2?daLdtA2x1aE4v(BLiTTjc<^zc4+$7>o7l@
zavvjS)T3h>>Orh-`e{^6D(YU%oZDZ=>T3kuer2c$RZg9Hn{ZOvMfeORQ&>{!)fn(J
z*r&xy*)Fnv2!0jj_zbVjXnrc^%*x{PR8{rTS!y^b;>i51MVydGVIp}ZonTQ=zc|Ss
zA6O=&xsFrrDdl`s)=I7SH~n7&rqH@e3GvJPT})u!nJGl2x8L^fu-1mIotN^xmK`YJ
zNPU&8yCE9p!C@?ZXSlFLWf-AbH7w&H(!(ayH25$qE^9Bsl(3&YKRRSqzIq)dC9LKm
zUERJj^6U7r3%h&d73OaR;;3Y!@^iP+PD=gk#!()2<x_Xq;6A)=@vu;P{$nRB<h#<(
z<(OQ=$aj^n82-eJeE0d(FZr_Q1G2Y^B;d-i)%#ahxClNhZ{lQx_npLo341=}pw4eM
zJUPK@r~6Si7d&=I531qNR_b^mhV3P;JRvV=8G6S_?mSBgmT^KF^>02yA1WTj0tW;g
zbCS#sJ3=rK;qde^aq8Ex*QC3_@sH$T(SNZ!^M~$2GLdz3?7Y08`52kwtEHR}Oo@PO
z?LL0S*kbXluER@$z~f6!i+ArRPPLPvs~f#I9tj2!#hhf1(Nd-Zfd1h|qKIs$xjJp*
zk4G9#Dd%0p9{a%@Wbg8>8l_PzY!5YOd*9<JusJ+F8SJw*fXS+_5Fq0yK2IIz`}us|
zRNHdbg6*Xq`BFKpw7m_ZWxvrBtTKSTO_VGj#MiR0NIKacFGQ6F0?f)l?;($-i#2$;
z_adI6ZPAPkS?@)F@80FzF)F{D!SW!YW`lpD$O{dADO?Q2Y3|aVW{Z{T^oh)$XFP6-
zOw@k+mQh&Dh<L@oYkg+<??ovhbkzTg!^i()(U5if;+4i~GBc8ZO@C{qKnXR*(a}-O
z<l>*6%;Qt01n6bL;<p#>2U!9c@syMlA|5MrSiH<GFITqL(bEh0mlD0kfj<17<c0q$
zM+l;2{(SM_0y~!VU~7x=%Nv*~Bp;vL)7=?(Tws%uk}~^CV)xzI>bG}<+Y1#2$mlQ#
zk>V@v?>?B2je6+hr=GORO7^z)b}qM5y_Ad1fFN1L4h#9%t>t=K-LX`@aC)B?!ruWy
zux!$7Zz#se&8@KWi;N81cuI9KD{DtW=-40Phh)_1wpKPj*1Dfn>vxodyQ&g#56VW(
z2qT5pjhhM}iNQxNAw6g&Mh7NmQd#e@*nPFNEiL!=(e2e4B9@K|KT5}!69LkY?x@|G
z5QU+<i)S%q@RRNtZKdwjmx-rFv?8~zF?G-vl5}8{oO~u#Z8d7gov@zx2CfwQW81wT
zUS=o)67KKc8d0e&gibZsrpK^CWann{9x6Hj{Ek(e;P2DTjI3o+@>nwEL>DN8N^H&i
z$WIIi;i?Q&wZ+684J&#tH7tIlx0l>^0bh6W>bZ!fM&N@x@Algdt}ANvKuj1)9~=4>
z+wCCxCMtuuXeC3el|fYr{E1ku(!Vn%M)&0{ck}GQL|gU&y}M$v{EU?Y?t@v|hK5wA
zEH=~A3Ro;b!rlE^n&<607tPUftGTkbTdk^BC*4w?v39WIeyeRhc_nY%bF3;Fn&=xx
zUL>w}O^1gLv6Ke*C$M*r{tXZ9ZQDO_5+o156NT;iBY0<^SMQui!m!EL#$HE?+y@sC
zQZQ&WOfGKQtRnnd?;2N2lKC!QZR1++2AaaBVRrx2Fm9+32A6vqg`e2NMf0ONDZyD3
z&WJ!?7?Tw873X#mNC@THT~tz9pUcL^q^n;aX*S5q?1v-6quBJ{A`EwDVNv|hzXemX
zpXKh~pp9i6VJVq+E7@U>{@t?sg>Qn;)`y5CL^3zu+pkDC8`KK;q2^4oc4+sTrcO%9
z49*0?zx4DbykS$$io68rqaIj=0sdzS*tm6jO6F7$Cpx*P$8*cUZ<C=hrYUp5AAeiW
zQ$Y`lRYB~syAP`^)gHFoK>E{9?&*_|R?ngW1xv?`{O>fJPE1`*SRF_CPoG%u6a6s@
zeU8GW#b}?5F_aBGNlw&6`(qU<I4z4=F8IcKI5JfRa^oiDfX)#je(A>D92;X@@@3?v
zzdBJc)okS?Xe_U<U*OZDCgjXig>HDYr^iRJujQM%W`4a2k-3EpBC_o-ZP7<#AYLt*
zwkBhUnmG8+ulCkhuWMTz#P=+&ld=GPD5QY=ZHo>|J|rTT>vGE81U?rR_JNyU?|wJE
zzzT7}khr4!=N*wfJBoE!)iO(KZ=IZf&yu^#0j3LAhsN0atJ0WspmP{f;;?$+_v^h;
zd005tv`KLn--0%a++v%=Z(22%-1c(%HgAtjqi0DZ;vM~cxb*78Qm;|i`xt&$_b`a|
zM8$m;-wrnoJ*mAKDNz$7$@J@qwfSLVFLm+Ptn4*QEGyny_v+=Wr{s)_C%>K)f&rX{
zeSvgWu-;LE!#`g!;6gqFogpgAhr7YXDoMSVpE2<bg~seSI!Q6(Ts&C6V8;1bi~{JG
zg0(dM9d0B|?XS%dn(N;U)%$UY!i`qCb&?&7pY=pJH2>><MP_l93v^*lYZ34A49~)*
zOmZ4Ay-xe&S2Ila;4ms<2>czs(n5GyJ>Tt1;csfoysE3`b0tJT24s$}3dhF{F^Q*n
z{fKx#K?$shh;u9n{N_)})l%lV%clsZdI{?Ww)+_A4(%YKTFud$8Ywz&vQP|foIM-H
zLBwy#FuoYdUs<Fp@410GDt4Io(|~)LIj#MrCJB&)(PK^8RZ!|!%CDG|z9XOf)C<-#
znRG6gx7SLQY-#|>20Tp<)RU~1>0#TV1;VEheYq+)Ydoo<G@$cPN)sg@$!X+36b)8i
zX3W8ZkN(%@MK$O?`ocwXIGx0g-uT~?K!}Kg`E(EoOc>;Y&e*X(r3niV;+0#ydnwi@
zI<dV6BOl*?xKJ>Z@Pg2tih;42KJ=?=Y8Nh!Wo+Pg19SOV@_HN6^y*&zs3W13Ke$Tb
zKF1p@Idh_Nfm6~kHx?eA(~SQ-$I~4KJjbKL+(~}v!hi2xvq9c;`tgLCWb8bcQs@!p
zibx`uax@3d4eA|qz^rMboky9k<bd_c)sP4Uc_08GR~3jUf%O7}0WA!w%%)S(hQ^qD
ztAgotp!|4J6{j9mK15l*U&2*su7IeqpV6u<?kJTZb>V${nBAQ-7x@rxWu)@VdtYcv
zHMnpHv-8HGg`KpS;|pP-dqOE%Qq6t7mQnJ@<9DxOx))7>awNnf-G+LE`|-V*pJ2#c
zg0k>+;;O2Wl3q0>_N|)&hEK{&zcQnQTN=OjK^<FqXOxrfGqr-_CaaHrC!0XWT0;*t
zg%2)3)VJO)u{Yt*(O{SdsAIuAV2yR~s;tovXQAKh!BY>=zlN1s84k*PztHc^3UTEu
z^j^{4Ar8)7z7g4I5d`Vg+F_L~W({PqL{agSVRsn2=|K(!;Snw+29ckzHoGRj-*5eN
z!8A-~t-f50o^DJk=EzJi3ULH2ht?9F=TsM?XRQ33@@f$ry+<n(Nbk>LQKRN*MeZ<e
z&}()=_k%*7c(Kei!J|;PkO*K<e!L-T#ywY|_lEpVD$Anz-)HIzF`186RG1g(VN%a~
zlR4!ZmjW+_&W5zF(dzJ!>&4~Z8m0%!4WR5t2Go6!A5+}pOPSZqi9lvA>`BgxUMr^i
zJ!-~g{{A6t_vy3S_tBjD*Bi0?O*jm7-QOn=MLHa25Cf`3zUYz0_>RrMqBBZ$TM?Nb
z>waI$#i8jMN~Yd@BlNpuoT^0cW2=zf+B$&=68QdYZ{`6294Bg_v(O{21~=+6j$^?n
zfvKx!6r4q2x$UHna%FpL%AnqFM)CcI?{Mc2+Rk?;+6p4)g83;e2j7OEcVqY5{$)`u
z-XyXXX5iZ&F&K|RltcPa80S{zYumC4B*k@-%N*S|ulcVxFrrraPs5NtKjx!vjCpB!
z<OjFafd!TNweg!owi0v^Ov~2h5bH+WaHbeNuO&EiYkR+5O(?O%>n)5(895}YXiPV!
z6~E<J6}~C{<D(Pqz1GbG)9D2*tFY>h{`_VAZ1<JAJG{_I=NjT7&*gNO7ZJ8;STB!(
z(#^cpg<99ZbqR0f{Kov7vO%w|{@l=}1&#Nc5xD&V42=%d9Vuau)`Fchir)|PuU4hF
zN$cA?X<1Lh(T=f88{4t~J2k>l347*-BwqxiOczT@b1(g5;VG$HbVU{$@N<+PY2=W!
zu>v2dGD0%6LyZ2eA<hvFA$oJe%{#7EN;GQYeXW#4E4_X8QFE2M24=3u2#sMBPB<MD
zd&zs3DeO*RJV%V#Y0Y$%>&=-}lz%}d;SW}ony*u|eH3ERh1Dmd0me!l{-H%^FyywA
z<vH=%s+-<UYL`OZkx%`&%I}{Xm_?mXjK7T(L+ytv@$XobCggQo$=d4YYnlp}-rep^
zt`aQF0q$lENynL_q*TQ0__QwNl{9bo4>C`_<9_G5_&|7XlU*Q*F>MbyEJQxxL9L;#
z_<g)pP!J?Rrh=VK17ec{*pnU5?(cdSGojj?nC4Z6Az%(1Sq_PT+RjDgU9>C4HX{WV
zd*3rGbA4HAw_}YOk+%AY;T^$O(^kvoHwMYFTqWN(Ta!@u<I~SUYyMCJ!GC!1B(BU)
z$ZjCN<ecm30IF8c$IR+_#s>G-2pNJjOyEYJ*>EgwVqbQil}T0EJ_23IPV2O4ni3Em
z^^ZHiV!g2Pv)}?=i$ty7L20y6BoXSNM37Ne!|E5JMgggY&W7v^3yJLu3%jr(X@DHr
ziqMhiEjB|_^5tSxHOpVUAL4R#?Ave*@XMnV_X5=n+$0qCk-H0Y%9nO9u4XCbCWTK>
z9+pdtt_~U!4Tkc$U1%uTgSn$tut<uYx2E0N)F`=>j>}{Dy$k2LN3NaGgE3y?)2$2h
zo!E$sqBGxIyg_z-GXe0##@|%v9z7f{%7A#`=*DBXX&-O0$+9rrc{Js#9z}+K|GFL6
zH5<w&47mSZ{ZOgrb!6dB$s=?|#gDZ+aa|WY+5A&4^v;QfOn0V#MTSBihAuE;Cdg3P
zeneT&*AxFk=SOOs!@f4sBTqsB_*KP)38K<}!fBx+Saoy(4<dSc67STdcLe0FN`Jo`
zKbb+R5iO8pG{Fc@SH{U+tuuMK{X!mv)5#j&IW?R=&4D{pW&^&iHB2AnkoozHCTLS^
zR#Emre-wOg5T=N&qZN_fBJ2TEop7gttDD)PxW-hN>=_?nPMK`|W@B0u$n^Z03za5i
zVv+Z>C!5oMBYtf2Fd<1%vA-5qU0;WHqNoTH5h*QAHaGpHV*|at>pis#(A6FFe#s0%
zZ1^xb@TZf5v1{TF_t?yAuLs%7V?BTK8>P(ew_WlEWJ+r$##mN#dpp(yp>%V-I+_UK
zhAPvmvJ25r2rHI^#Bjfb0UWE#u3g{YLC^aDe7w++?m6|!al|649V-MiA!Oc~(Gfg8
z4r5a(W2%WHZOW2Df)+)^BgUyNwSh-Y-EEUU?M$6S0EpZWtn5Qk3-Lh;Nlra|Csaz|
zLz4zOOJ{2${mY;IgG^PtB!B?`<y==MFT0Zbkc@R}U6zc}Ziu-jEJE61ajsh_J4oU*
zV!LYnhgWi1YV<CGrJ;nJ3jXz3#FS>1EtV^+2|)d~cl(J`Ua4hF=J7R{R{F$KxB1=y
z{d=a)Klr&>Y_`nvL-)@r_MZ-#L?c?`Sx?d=@cVhR7B=>uR}t)4xq8*yj5$sLm;{?N
zSGL>cpY{x>hP0xf53rNdsaZhjLx-j1(FaKscA+0SptoTA6LlElf`XdciMIs#XF|Qx
zlt!-w2d?)*`eHeghtCj5h(i32no_fyDHQY$9PHvv?N8M>!THkZM+aqk!@$7c4FwP0
zyjogX{wp5~+Z%P>8^VEJPf8rkmEfk5z;+LEGwirIH`{)GuT_3XlK_c#Je`Z^eF1ZH
zXwa^=xXJ`$k{!L;+S<m%#`@*SN5g~(<)g{BCna9{UhzxI%AC*FgnnFXkhQv<^}N1&
zGP~y7HAC$g>On$-!P?^jJD$jQr#&2#ZAz|QA}dq5pI<B|CuyS5uwyh(mF!=hc&qQn
z%#~lSnHQjI_}v=^dJR0p?F{5nYc*=7Be)?Q-VFFOk9D#l5=z#^EW6R;?o+lqfId=U
z3>F@Cj~F1Jt#32E<BoLq>$883m<3_}X?tSSUxOX&yA%dLgJW|@=;0C1A%U5$TTn^I
zsp+P=0sbbIYfxG}|D2Zo)?S8Pgn=tXp{LE!{7ArK7!?|IPU+0M;LhvdN=XEzXfc_|
zWt@;N(<u7Hf1)Y==$Srd4kDB6Mw!YRu}Y-*iHDz4yGe;8^Vc|S|5QcjfMH0<_LakM
zFy*aicD~`T{sb!JL5oS1CDKEx0TamdaUDrB(_dB4%|JK7C91er*UaGYn6F1iv>$#H
z@GspUmyWPmzt64=;!ZSHl$oqX3W01;=pT<jZ%wDQ%OS8imYZDO{ox?C`;EEKEoEdG
zQU^hgCw8E57KPkccQo-ycb(j#6Ih4YZR`ZaOUWp`JtczUz{szlga8qSnV#S7`L1k2
z7Rop4hjR)DuzcE`@)|(sJ0pFgnHfMSL&gWatRY;pyUi{v4Zszc<#gLt@wBg^ba<Cj
zP|vOdBtw>0ve(j@2mF1}yGeB>S9>8w#`PKYIv0CIhY6Aor2e(XJ_Yz$K2hY{-+-|1
z7b%m8hY+vPUFX5Q3>(xCfzMoS-L9&@YWxuvTjzUcav<@p5}`C<yq5XMl>yPiI>Oq<
zgScbLXOaLpz<3=cd@GE~>nnJZ`4h)k<Z-mdR~Sg7VwbH%*s4y#iX2=5qesHv@>eHs
zxJdeP7RS&${@DI1$9Mty{Z*<2jAI$WgusI=ThDXu2?uf9J@Ax&6381xDffnKuv;J6
zVq);&Lu>d@+v&+<#(ZO{x$zhL`xl+TZZO-Oz4cNegW1lHgTN3*#)a9=&DssNZtTSM
zVRmt&Kb7e%vKvp&9~tn`^BG;A{TYKvaJ1;QRUXY86`A>KQ-6X?_MTZ^@8V}1oHQgQ
z8pzun7+e#kdi_}G5fFKs9bS}}r68S!5EEiFM_%Z8tn$=v6g@qyJ;RZxyGV8XlM6_C
zifm#)h8I6?dK@K)u1^|i@O^ctv0F9=BMQyFS}_VnW&uAVO*qxQukBW3A{m3JPe19_
zb%URh#qaSJ#>hgpbolieAi|!YKlsjsg*{q=-)JWGFTWCTbs?SUuS&}p;e*QC{fzS(
zsSnn4tGN#erlB==%sLLup%vl5J>3J?ovh;W7m&-f#i^;^-o_VV_`!eC*a73G<j8mR
zU4QIjj>LcxJF3zCB{6oAw^tQ-5l4qnZWTk<Ul2fcO@YR{cQgmGjOAmpafIz6!lu`v
z)6}Z2e30Hh?O$;@eTH4jAvrvL?aDQ$RZmA^5cnO;$oO5{8LnJie>L?1iq-SnMM4Jb
zT9Du^N<Jx~ngpCSJ{{?o8Kf5dQoTPX;-20>QY@^9Ux|gspet`h2??DYM^zK0o`>Z_
zuDaG!GooWcLX+N9iq?=lHR>ygoyNB@n`uJ=F#fSpzWNK}@Zs(m@99H(@DW7N<cP3U
z@G_})hD7h$hoO?xO+xa5Lyh{Jk_kygXn!lhO<We~Gv@RWAB5KI4g)u#H=?uIMQ@Fy
zMc)S25^_&vVc+1V;L&)QS`U8S;1&-d{8@oM({T$E_|^}m%P~bq&(|1z6&LJ_9M7D&
zbZg~-lR+WM5k{U##;c=QXqOV>j532Mx||I~WLBV4L?d5ja(aBt49h*(vek`BbhTBi
zz-{<wl$gxLmqzTy!f<a01-~dsywi>w!2o;bAf$g`4PN!J;ru=5yD&G>uI@(flp7Qm
zaSri>!gM?di0sDK_lE}M=y}$)&;Cd%>*pWg;_cw=%C+m5BPSMI^CVft70Pxzvag2S
zOU8YO<Z}`d%Jlr|Hg3BFrM(Hf%A1$iw)9VwO9^xSvNtaf`ke*$I8DqxM6=ti#A@;*
z91`SFfILTu%TUk5{xs1_6i6x}cQrrvsSGv?jOO%t`B|PaOVZtusMm1I?-{)s-qgu3
z^z$P<pzn#?dT~S_hCvE7HovDl*ej}j&wk*zb-C;zD_hk4*_vd7TM&#rdzjImy7@@8
zw1_&|Ae-$z#NL<j^saC~^ol0aTo%MpXKUX(Y~oJVK5!~KmNE&joQT}l7bXJipNc!x
zaY@QqVkA0*N>*{TUhef+Bws=c+XpWIk88Mk*H5PKPbg1Jc>+}DJLoUKk#X4wqOEYZ
z7dRNF+xTPEbQ<<|hf+O>eQq6xcHfF{3A{VaiQN06agT>dt!3ayC{psv(}(hu)hv2C
z_Em4(_CY)OHAvONJ}${`U~K0UqHR^qBEu@qcQ=<j3>YDOT6~It;_kX9-~vMUS?S1$
z7j+gS=EsK?MAei)mT2D=u|ZKGx0XO*YQx&<l-HJvh}rP*VarECIn5{FKC@9(Mc&BB
zXZI<&3H^q&8Ihu6vXe2C_CO`e9n%(gGCChvfpbLmNVqehVw1}r+d^3$e&U#|3$s>w
zCZi4^dX0;Y<8TZ1A2hWI5S1q3zse3bKSAc>ju&VrW`dr<r?P9!!&jqHh3w~&V<{ZP
z(5n&RHJ@bPEPD6cVSfZU{N$_E59sODB#qI)0Z0F`Z^<2Css-<D|E+(D4XilrAQbtv
zmHWM?egIoRrrPvcZO%5NuDu8rm!rl89`O4(t{6O-JXt5_`+N0jO$Gf7RsqXFqeo)Q
z=+3&JSWUvR{^Q&|zimW^40=~EOt*@(hM3|m$#7`VaHV&{f064f*j}&I?wuc;VKwV1
zttUoG_`?uBCtr*TV-pTeaEy5p;N>*>66gqm)?Y9qMn1x6=)V3+3T8Vi!ytwrX=x`o
z|G00QnxF5B)n=IT*{bsRVf&%3&La~e*uiW?t+m>1SP%Y51hBlqbHw-K?T#bI&U{W=
zE^3rp;e(SYXW>gz+#;gozBcc$!|7lKm&FbDhOO+Cqv=Yt2<%c1cqBpd<y6fhK3I|Y
z3)UE#PU5IL*oEpO%Flo&gXY5xneF7eSrffhK`je^tQSdWg+%HCz!bairH?|1g9UeG
zD{q463gxv2+j;2S>W9NPoQ2g)_CzCR5nP}9zTN4s;#cPD$0Hs$DX?lR(C%{@FeKy?
zi!Jv;J4Zb-54i=^*yKAY7>76JcXY>M++}evn)1(q=lR>)BcC%N<vH!@#z>5EUaj9+
z#&AB`8X%~ms*t!lx9l%pdLz!K*<RM0=EMLbvGkk*>ea97_mqS@6SP$25=j<~J680M
zF!}JjDyV7cdH_bp)qdoC(&F5%gQpPi)C_~-`&(2PFYI>iJNgR?ISy`nT84Me#-+0I
zD+@V*>fBKI?}fz;1U4N7)q#GN`!w1qhi;j%cZE$mIPuQQ%DIXqK4%1MfMmD9S!aNr
z?`m?<S$7*lT{maW$Rrn`ri4DM61Sv22kTO&Gf^so^M6Lc;}e2Ee#EK#f?O~0l#6Br
zu*J1~GaKi4%7mpctmj=4LHXcu>vG5nMfW*OdE%1G6XgEE+2C;`+A-?tS6U?dy*Ikr
z;F5%bx90QsZd#f-&RsJh;i||Tx(_f?^3+DiGP@$^Lg9nnw`p$ch%+2WMN>e`-!zKt
z9e+`~tQ{mTO_lV>iT*uTu4>-7u3wb3Rsuk;Rj`VUKU<A7$wS!kR*pAprSkm5C;=|A
z$osoC5o|y51&k;6lz%WqjxXw<KKq{X#8@;}fTHiRw+zgEb5_B1yeBMMx$ZARG5$-Y
zv4N=CnO%{`<?`l~&odIn<34KM^GZ(_L@U9$pRyVu@`m2im%E%rUXd=3i(p#d@3t}s
z>1|sDNg834D>8L;9ciV$F&n|ntEvR~-d_~<$f|q*{WR$LY=l3Yz&90l4Dzrp*_LI|
zpw3ssJvqlbh~EnS+N}36R^bOPcA{|z71k`y@(KaH%MYRlPBQw^k)>@bOjreme64xK
zBd6iTAofDXEsdXi&uQJF;259iYpz`z=AMn(0<=S2*{^vQ(+nQGE4YR4ex6XrUs~5C
zt-0c;p_NTRBt@mgBDh$VVh!YDOx|Kx0%cB>*!v<{KOm!Ry}#1wJIuW(`06n?nb6s(
zryISIl<E8oqqS7eXvuy4SuYC$yIwSN2qW>p!XVKybWsP1rLr*ZA}HA7M#Z-I<lT^=
z1jIO#?4>O^NPCgH+A;v`6oZfR<if&p5{bt^Mn?P3#A)Q%z)deqwPX#U+d|V%>Dv)5
zf&Wq#oH4*iI(MuEzUM|p%^B=W)d1T0xStit(zWLU6X7aSjf1nagUO)sOwiGkN5lD*
z*H!Q6&_A9>_2y0bq>&4FpVPRnP0f7rr^gT`F3!tsARndSo<6J+>{Gi644o7EOPm4I
zJUgM|cUUHgmd7>bc7SMkN2=oPCf*bdvS|e~K$4x=@Bv1jX3BoqVhz5(Jfev%T<w+5
zyjqpfz!#?Qj!?&<8AEOG_~y0bC4x44&p>%fqYE!`WCnrY-FyLJ!G!$N&KdS}w$k9#
zrl$izaK6TwK})1N3lGK_U)SbHSN<&<ApKFge4aIAb>EJy(k;R_Q&%R=eRsMyLg6G4
zIkNfJ;jNM@KC_95++G~2&GD3&Fha%+pYzZt>Okp;hrR}ekI=qTT^)MuHEQ)#A9lsu
zd`(U<5e-kR^Z3B~fssExWhzz!#W>AAcyo(61~&AMw&4f#r1LOsk6vuIQs!cBjp$oB
zI-;1ENRkHVy{L|H)Fvt#ms;{(V@Vxe-gg(L;kESp$J+r}q?q>zurVtkArP4QXE$yZ
zA3vnDGAQN!>jlH<B<p|xSV-?LAc#^7qg<I;@^wgS&GF)mrt6E#5g}7KQb!_8;zZ5`
zA(U=tq)AiDH<C$?H>Hj#Dn1_I<{(axN|aL{M9hzuXlkL)U%C9HN4DIXWXTRdt$_(~
zbv;T<_k9sI6w;dO?D8M6QRbV=8}^cOy?tO}pvcNU+$yiIGx__;`Gb|^;jS7WcJmQx
zhORczgTcUJ3^6EI(O@%1biF-FO^$lolIyAdvV-8q$H%EIk2cFq7iS6)jMojLi2GjC
zw*milg;+1{O9&PCL({G~9Ip0@3lV9S)a~kl-N35amqd+_@nt!^U29YU6+YP{?d|YB
zyCY^6KyLG?-d7Xpw^nPPWQY{H`0-8q{Yh`cAb8OqTYBTao;OVkL}S}eaICLsO2jB1
z3C9^msBzGlhtNbrix85XdB^}{72o{G5<tv2(Lt@lNmZo*^1bW(qpwSvpMi>8;_c~v
zRG3h4sL_$+xjR=o{A$ZekFh+);b$dIh(0qbLg|rX)nfU9WLodz?*mSXiGNVIAi*oI
znFx18A#g-`-A7~E>64y7G~O>2g@uR`uh8$cwa_>QHK+X%{F{qS3O0j=J{XZ&Lqo&&
zASf^pVQp<KyL9Ep)JL4(dyPTdSt9Q2Fpy)=(UG<Fw{L*`k%aM?Oh-j4EBfP;6Tmkn
zP*L^4z>LTjq6>3BY)4!VB3tV6Br^C?#igrXB0qm&y|3e5)Uo$Y0mGBcDwcw8B@~uk
zI&ifTQYVT{TEtLygFUH#{ALhMkEp&oyr+cGsjNzHe-SS=XA96rUIu2Rp{$Xj*8tqy
z=N91(X=Ftjl1Xe8+M<k<WfvuF1@%WUiIT`bL0~aE?3Hmua(-dG>l8xx<B=s7ssvpi
zAqNe*gE^+Vt-WB1?RMEc*_L^c|4GeS<*pj{2=+@8b{T^Q)s!4XrOpcS(^xn={E`o!
z|9$4@i|W9`gbwnVH3}9?YwN=<qHij9gP}r_ZDY$LAyGR!VlARjkJLnz={JOg2hXpf
zZpt^g!|qplZcG@vt0^>fkwT(l_0?9%Jn%M(OYbx1>!4)d<oUs<^H_$7xOCJ236Ab#
ztPC9MA~;>1w>_{WcR3X?H+g3Uluxxk<ar0MsBXL9$W?>%o-}olc|VDH^m#o`K-xLK
zHAU-*d0^e%ayY#t7L%_<Oms0kuTRlU5#Q;wBwzXxuKzsHL4Uo_Z{Z-=-E{wGZNlKO
zbYgyXV~WfhUjvEXQ?<wV@y#--JHu|<p$dtCh0Ocem&BX&*7@wMyZ&2%78X(qZf9Nr
zrYPA>%^n&EFKK@3MRVEcIO*Ic0Q_u(y)ubFj`^r3lE=pIYN2^`w&hTT#lT|Z{hWj3
zO^QLhfAXzt`*bFg=q^*t(EfI6U>2UG2$6<c9BcSX0hE7<A{hLfj<XWHB#C8Pgn(jy
zsTGB3MYJ}Jc<yG#??layop4=zer2c5$O6)ZS>aChNYdRykl5@j+NjCXi8oRAWn$CI
zY=+bEp*hym^cP0w54mTw&sef&_Xp3)mE`bx(_Q@mIhmKP-#Y#+2T)?}J_%FRHPYx}
zYQCdV*X=&w355zjqyU_dY%57wT`zCdbyb6jhVK#+HKVF@KAIh3*?-$f5lsy=5q&1z
zZPll#tHl>BudlHxM=I*wPkQK|$AS@{8Cotsk&5{;PXH-?0qn=NZAt?9*&p?|2FPM2
z!(!4|Rtc%X$!YC4HLU%wIcj_(`O{&gf3!hJ4@=?8lt$M6llgY)beo7u0>*<6IB${3
z4zREYHOrrUDB)8}m)baD?;kTpg8?%~{Fm2t0co`;{H&y7^}#2G?Ns49Nsb*+6rHDj
zzG7lqyADzIO5(DfIw(=;3HIhnjT_w$SU%Xob0p*w1A0%kYRJ4=H4szuPN>|4`Ao6S
z<#z%9v^*UCv9o^2e%fadU@24YnrtiBGMfRU+g2cQ0f3rf1z<YudiP*u2$4k%fKM*H
z+?9zB5F~WXCm5h>a!0r`O)j6<r3JruLwp$EJyUz;H-6FAXlu=z-KQ|TE?+AYX1OQ;
zCFDB1g@DdLHD%&+7)SOOM(sx2ZTLO6$pxh8M0^0tg)pJ_K0}Z!YM3dwd7bO83_xg!
z#I#o}12VeZ8r9=61^a&!W&C=1iu8DAyNGCW6*EWdYzt5pULW^dY_j65^CyyTs(%pP
zfAvexx=!$8K^2lv_n;KvB6%2nJ#gg?*#~aya!`<?&Sj=(5yRTNyLIZ@-)Y&1i*No@
z=dh|skM(hFFn{Pd0DXSg_aZTOGC*ruMc&79$_Ij1Xr^l?*Cb_jTv@4cjoKr(7{BVC
z6$EFQdQ*4>+|>mKXRt2-myh@PtsN2E4U7c8*zBH2O-PgM!KUiJm%2zQ(r^E|!ma3C
z(PJ}vuJtTa`j#Py5g+?<EULxW!kG_ya;ocLk%u1pHs=KOo#=Vcw>%Q{YD_4Qg*n89
zomYJ(Ygp@f0CXUe9rudS9Nrw*Ic<q|Vh~{U<wrxe4*`e*3^aBR?Nyf_Aci|Fbz|?n
zZ&!s*4Ml&^rwp0@JxC*xXycQXxbzPWM_HIS8@$EAyu6re`TiGM`B4xXNPgh-oqHe%
z^4!ebM78q4d+v?n5625+c>_3)2HyTy3eVi8I@J5!y@&qDMNXhBwsbH;S6;z~g$WXP
z-$G*ki`L$%-Y}fx8wCS^L_Z!00p`A)lbF<;+VT%F2~{8#oR??M;QG7OM09yiH!hf0
z`W&#Yd%*1mKhfOuF7yCDgJ2}eyoY^`r#EpQk*0B<*3y-$0o{_J!1sU~YzgR<w(gG$
z%2pxtDhz(Zo(Bzk9AQx+a<=grx9;F{j62y&V~V4%;SwP75F9vz*%xdI`j0D|0`vCX
z84rh4>8Fv?&1|pvhcn~bFe@Y!vqS02(Vigg<Lk{9ob*1Vl%;6b8-xq}y2WVVWtF*p
z9T*V9=atUYnUUUyRR{AL3HgLt7t>RiSg`dO7yaZAL08_q?wh55LhTbZH$B|&Uze5L
z7??MX66CDg2Tn3joG&}6x_sR&%u?&)I2Z+q<8&U`v%W&|w`!m>w}f0kEs=mIYq;n{
z0=-rzB3(lF;Oh~ro7&#2PV}A-sTUW4O-`<vn9^`Al|?y(#$dX#sNGqvb(}}A*QHZ!
zPAKS|imTm*v+w=J=wiC`#W^q;ax2-?s=wQqC7)Yg1*cOXq0$M8{q1|X8eL=c7asmm
z1ST4UYMTfQ3k$P374KrJPMoGX<rRO<XOWgTM#mDcO?_a%E;hfO7=`j%p9M&ONCI(W
zR!7)^#l@hU_eB6A=*y@8rQx4PT5+;#a%qY4o?#PV@^`+l7vDA)0FCA{vleN-GP%!8
z$7rFv$y0?jvuA}aCmqAhC??OJ<|Uoyvo+ky&q#4GZ?5}6EUt&=LbY34)4vtU5%)Y&
zAyp`%%DgxWgXHh<>Fk;ZDWYkAAB8kG=<kjy8>p5)*}ZST`eDaC&~l?dKCntc*|+hA
zyoDIq*7B|IpZ5*4;6YG>C`W$LBbkkD_}#~MOSUCBwV?#w{g1gt!b^aNjJKk$d`E|A
zaOFqR9YfMDKNAWBxH&gA@u(_PwgJr9q3*mJ6bb7;+Dzmtz?Ow<`fH^{IewioYv7zD
z9K%Sy>4A?(EF12U7M>qs(aKU`bLBrg3PhXz#5oz|O?qA-t(=8@k%M~!@eATz<y5L|
zHFp|ktW)cw$WevwJoIhN!Hl|ix^p`~MU;zYJTaiY+m+COd##kUt}S~d|3+MzW7ETX
zlJd6bFBC0Z-O4kFbyaT6C=!^?JzbJK#P_RrfdVsVrA~YNpk;P3qG+%WS@T07S*Rl-
z@^0GXgZ<W5<_JgBK}Q+=o<R+)MKjvN(ixXg@O&xbDYQdn7CfFe*~D!fa^`c+7I8Mr
z;vck>83ofCD35mH>3Ea%qrPx)B@Kl$Cy7mr@8T}5$4cmb&5Q-j;8;8>+DqQxdh*-D
z$xZsSm$^KA^I|1b`)~s3#8K0zQ?tQ5)9Bs}3gFRo0v}q2h+JVA2mT7BQGZ~?|N50x
z*1?e4p=u*g9_i&{S_xI;VqFSBSTV*EcKa>1i+R>gU*DHvrYhO88kwIL&D70ra&$Z&
z`aWZwuN>?BwL(;}q_b1w*l7nEc;bkaSY<`yuN<S97L|lWA-;R~lrfRNmWwbpuT5++
zpkjB~$lQ)?4$~5<Nnu}ux6wPWkXGZ|h#7wsU60XLc3nEN^5t(yt)5kvLlRT*unk=y
zR-on5)coe1G0fo)*Q~0$0Ag)V3j`YvAcHxBf@A1apm{!WHFs<n3dh`wpJ5rQ0-f};
zHxGu-=}mRDKc9XI>Q;VL)JxQ(3vOZJz`j{q+*@f<jP0Bv-)cz~)nM6WT9ux}uLwg`
zrM)>(Zq|;u2wwJlKltZ^s+JD8tGp%)l4iNYm(Z!CtYB>BDGLVQQtpPKpM~Gu-i*1<
z6Ps9>4Xfv8Nxm-t9y$2GHU4;6GuN|#!~Th*a$uV1%PM<oauC>_t;rRIKwpn%Ezlr|
z(v>-FtQKHEYIRF@^4?<f?x5Dp`@LNdJNsj`z)V-b9l_0B*Q!E4ls{ys>p`aw8BDW_
z__pT}^{IT?QQU#(uVut}6fBLJ`c)MACfsu=x2Y8KzIGHc$ksuR492OP{%b!u-1$m;
zm8PFJy9wU6{gGSCwGmf`MB_nZLtS20E!OuEeuteIC4T3rx3ocAp$zXdqbUzUf}8=C
zoADwpOhc#c2rjGVdQzhen_HYRKpS;6>~@|3U*Jx+O~*FXC{ch1p2v|Ka6$_4VGd~H
z-2zpLERrFC>>txkx{Z{`SPYeOO6J~)a6?un?v$xJ$-P8br*)#QN6Bsx-Va+SX`-1H
zRQlCd9^B+hdZ}pt;F<HwqX)g;Z^?b{onID-BfR3It=Ug85Hw|%6R=JPJ^6wjp8zPO
z_B5(24zLO*II5!4C*hPeK+Aw9=G~suR>7!^L|4DsK`<+`^|)xx$%m(@uj4dSLSxg`
z<}xv%AZF7yb^P+76H`%<lg<;_M3+T~Y$HkWVYIlcmm@Gx4`7WvPp_K$1>E+=yyBK~
zAgm0jOmxhe)i+*%Vs$3WnibHQg}?Fvxj0hf!^ndF%!+4#=#XS`(FaHFY{3)MFmOyI
z=Evi2z1l_?pyXH=YhSVcDjiJS5teW3-#)d`qS!x`k6ZuAs7+;t^38Ki&SBq|mB#4P
zcyV8>v{8GPSNX?03TufgKxyv(2LM+=sJ`1>SRz-xnTkr|>vCBICtp|84;!YZjTt8T
z=)|*e7ayxL3o*t-7ayDG(&W6Q_9hT0wZP6CejRq^a{ZKDF6L;XqX|28uK(dJ5VeO}
zC6(x_uZ3RvTJ-yYhT7<=CqPsge>`L9{cMbPH$sS;&^LFo;e2!4OMJ6HwecnGo5jB)
zuVc@P(8Wp{j=DT!m-{&w?`DJ$S0i{BXwalPDnCBI>6p&z%D3c~|E_ennN^0-Ee+Ad
zQU~@r>iE>%7`{fDxRq1hJl7>CczsB7m=9+#7z_qO9G39cOc*zA9Q~J^_Q!W(+L9$p
z(7JVNnjog5ql1neJL1@}W4!kwr^k&PITD73hS1j5M(56*X~N!{LQeD}eDcXB7(IG4
zii(PG;J^X7*OQa$$O(X&nwl^(GsCB!eu{zu{>j{skPy1-Qet8v7A;yt6AH=Sd3bnW
z&z?PvzyHS{e}uigJv1~l;N#<i)2C0%z1Q>SqQzpDE?uIZkwm*2H*TP3&z{iN*O%Do
ziTu8S0|z$VpV+NeuU@!#@gm+OM4qdwE2^rhP*PIDtFtuZw~_D2Zxw%^l$1nY<o^w?
zh6KZ|UAxk2fBp4WiSNbj^g4A+yv!CaUQEkMU0t1i-la<y*xA|9>qt^#gRBO9r6F~R
z$n*4++{vT?k~m20WME+M&XOX@j&M<#W$0!v+67IiMGJJZ(?xhX|Dc^vT3rXnwfA7Z
zCK`heJ;6h%L<urz7;`ca(}T?6DJRI*s6$O1B4e}By^XC%2c;J19&C&7d-8+2;*g!s
zYijFYC}(Hdth_Ruy!sqt2g};Jx~3kHPm9sb$4EkcHy>j<S@beU(C+;GT*RlBp`!=4
z>upsHxBIyGsUYN@>Z(e(9w$2ht*)&{<nt1A^Dvau!P5{o<t#8I{B|^v?jAg@Gyln+
zWYON3^$#(lj~zU%<ev^f<)@UOo7hgNRDMf++<aavU;de7m}skFTwB@QI;(2Aos`6P
zDWf(}X@TpBMNQNL8_9am#s=Z{U#A|_!%$ZgtZD0Kf#a8-AuX$vmK8be?{QKgdbYLY
z*WqzKy8By5>fmpIaIr<<P1c3T48*4tqmz&9?x77b)*nxRp0+A{oeX&7=b^j5rKJ1-
zON2knc{TZWgz|m)<r9j^s%fx8Uu@xwgbwk<2If*WFh}^KSG7T=PzP>@Q$88%k3WH)
z7O{aoPd&&%_h4&D`N7uzt{(W9<M`$0NXr)1gWIWioLq>WVt%K&)B}+Y1?b+|Oj3u|
zW(aR$(osT(s7%DC7Ne85sf17XWI;G)40D60)Gk%c(l0(MK{qcc9lQ*2Q_h4v;kQFi
zVWOvoaa}}ps40pnYPt3x74U1cf$zVxL7JEi$Ts|Zev#N9md6IwwTO&KNB8!k#jHw7
zO7wkr6#pUwzEd-5YU*I9&pnHur4%4Drxe}Wi%yZ#)77A-;@p(FXLWTQA|Ga=dpkP`
zeY>}{LwI!hE6NwPM?J~Dz@=L$Fl)COZoN0+^Vw&SSHR!Tp=}{92i=3Dd_s^FO_X{)
zpTPAIs;cYgzv8=X({fN##`WmT|LplBPF7wyPF_vI*uft1<p<mRd%q~wPipIHj^mfa
zo{zU1o{u*2%R$;V2N4}!vmAuUomDl$a!}_hhm7X=Y*2VztVd)*A-emSNb2Bcf^Z%`
z%IlY+a}b|eicVg}jn9RXx3l14rH$S{-GJH1Q)n~gGLGCxmm|MOR=zKh|B8O`9_JT3
zd5ZeH;$#(6(H+~z_K+=uMjf6I8<<Mjz!c#;ew0^-yV*Q8$mDGB<29I#IEgk>F3Pci
zV#h5_mV@7GltW`ZFyhytppw=La!LWe4vKA)itevUJ|i6@b!cag@aVKxe?}7<h%M%)
zeYJ0nW5)Pkc)Eznm{)#G29JCPgx^hlb@??!zNTCm>-R)LPe+}evL^d|Eg~PJp?e3Z
zeo6<@Pf2>sehRk$;8{vOGIL5K?#cC2Y;aTRo?JgE1Km3~N%fPQ5FVBKM*XDMh3arW
z72P|wl+>X^ON2*CCUU+hM8>W|ku-sdZ`bz5y3qb#)&-vanz)Shd!x9z;AY0(Uv1|o
zX@ho-Z>=s8ib^WEKD*R{6$!uSEA1DJ5&o+E_Io*qPb+QW`BaIMce0vzJ}GuA&(*~g
zbnoaYCSQrZ50B(esCc8gc<>HQDCDn;ifs?o)isEWPDJ;vK9cggc;n`+c;5Tny!9B}
zyNIqQ^y=nEKPOZP7l4tI)5Y(puC9t}H{<wi5d93@yLd_J(Af(&Z}V^F@HT0b-`QJA
zzIWqqde`@)*WY`N?wviQuJ^>v+x*F|?<CfpL1Nu{lCf?FU4*B-B-Xtu8ulxrF?j!D
zJd|4OLu1{?o??2i1zor+SAKmxq6#a}%~VTLzNr?%^ZCcU$1_UM#!!GSqcdQ6G7i4~
zBw&7Aj>IW7(i92DQ-(a71CV$MwSkkKWIV%358<gVvBBaf*e{BrC+9unS(GfHLuDQ3
zlQfi@m3)a<yO>|6I(Qi3W&;0WNy2YOnvS(g%h+%+6?y^{_}c0;yYUmXL1HnwiJfLc
zZQyOxbX@H~0vA_%Pd2XhEV}}kg;f&wB%5mmJL@5w=blZ+H(#;e9+ido)Dm>^F_DUI
zM!aHtvxvs>By8YIVta+JRR$f!%Al>Q0gm6!LRwxWH*R^5i^u6@=;3GF?8a~JBECs&
z;6`kaEoOr}p$$x$-Q3r^DhG*J!p}EgHtICmOudXFH#3@@KWGj*G^_Tgz;VOtV%^pc
ziT~V``0VN5*XZX|e^pgj`g<brpBv(e()ZSFTk)PibGM`tUBylWA^nv13<QWMs^rz-
zWNs;f^)xUgJ`46&5)csn41YY&lj)~CEw6^-)dYB4Pef=;I#Me6lPQP}(WO=BDmMNj
zI&{$!(8ch4oGK_okd6kXC+5KE)-wd(O~#^>e7SukB4ck(2}Yah$c`IGUopEJ-E5@R
zMcC*dJfn$zN=+Rcw>*IT=KC0YJOK~$DkS=er=AzV#Xtjnjy!?IhI?qcHx@_b_&BOV
zK?S-APdaJT!Au+BdHnsK<7vfcV=TazchX>aI2OLAA7lQ*Y?}1+CikTMwX{;%bpbAV
z2u~_$y1zE}4(xxsjlo-D@i0?#?`Qc{$SkR$_h>**Q-z+GCVkJwbqTIg@?FWg1o`rR
zJDmg*9kMP#_EacBTL)bne~^c?!Ya-uJTAoJ><aYYIkmWP+~6Qp7wq*Ap7s(OthfvN
z<##c7U%bq?L0ZO!s2u32E5p}JAZLw^)VRg|6~--L(Xd|~jll=xj9ZRB#q^-2$1RfW
zK}S*tYaN7VmNnfTw#C4H>jMlv`INss=&Pg8(I>FjbRTW^$KhzAoc2KKLUJj(xf@8<
z1$RT-Ol)F}%8BPN(NV*=4)Ql)zx=om=F_ji{pWB@+7*wy(wb)17Mg=^=HwH<EGeJ7
zm+P1F$`GWhfvE}EaJZR>z&lC!Gg;CvpUf*mYaI=I{3rwVHxtn=G8tPk_{U=8gf@}@
z)=^VKLI?6bva%Yl!tUZS4Ad4tAm;=<B4cN9DRh-uz=LPAA@co$ni_P_kkUaz1CiCQ
zro*1HG7Jz%>Ok7Wl>B^5)YgV;6NfjDa)>Ia#Ct|k<zOg4L?M4UoX9Cfu)YSqj?IGY
zr3AFT{tOEfW$OX?zK^jsx*73r3L#w%BuP@j1_BM-spL;gljg7DQVi18f>skJ8J5)7
z)1+BFscVS*dzIA^iFrgmd4H$k73CL}Vz6%0@|%M8Q_8B)Sx>SYI_qlURw;iuoGvIw
zkhTV9B;~**>N(mzNXFvy0*P`U{g}(e6-cPy>e7SqDukC*qPv(J3E!MkPJOYAZ_X-j
z+Bffvf&Gpc3_g>HhjL<2gsk!!oJuajST`en`ME^CRG-318{t_^Jsaxb_}4?&?|O*A
zf4_?SVqW?0Qirx?S~!tZgtW41uAh)zg2zQw=pkn7X0<Lsf$Kw>!+bb{!C){L(#YRh
zilGoxR3wXpB!l(t-J2$X`T6<L#6WTq;K`FGX_6W_9d7dE$&J@%WMrUi+qOtcOQT6^
zB!Me7HWod4^k_`{dL8QO>S*E?Nw|9d{r3?N5P)BP`30LcZKBD4(rn+p9b?9ffv&DD
z{hlP(oj7rVo^VH!%GA{OcdMB;Z5kpXBIqfC%F4<#*>BXSQB*GZjgKBZLcf0fP+3`t
zzyA7*{&w=aoSZ}po0@_o`^}p-kJ@0ugb7Ga7A@%h;)^ff>+4H(G%+!uwmWj<2z`I(
z&><@8T|g4_;^X6CZEX!xQ~pJEFN4^3)~s1rwrm-FKV{04#_ve-9f2hFkuoHSpADZi
z{Oz06u?D{U@=Jt=htqN)<wkx3xj(tb^5x5^O$QAcM6V^E@u8=uhY=%2(4<RJM(x_Q
zllcDJxpUM`q>M-+=&O*L+Vp}d(niF|Ew4r03&`xKWvZo$xP1NrYfD27Z0zFzZxaEE
zs%o+1b|yORjK%$NUa%JKUiC*r22_+<;7fn`3zZsmD5yYP-3ypW9r;a;0FQh2@`byE
zZ<k(!rHQu0U_+d3M`NKQP{ok$vO9q1mQ>S#xS7<ho8&#2xRFOuSq*GHy+D&#l$Baw
z)dbJR2~9UEZP*%X;D?>@SUb@hTI$O5w5-&;N@Nts1|xDyYB(MABz=ULt{UPq_y?@l
z9v5Qsm2^bS36`tlAE%yE-M;K0yLewhei@MuiQUJjd>u8!XY&uluRSfo=I~5Jebbuv
zdp9#p*czzghvUz&cDOUN)RgHdf~keo$SAIU&3f?i$u`2b%Wlx4=EajTR({tRpUt@d
zo1R;sqM`({k=^=P@1c{w>_l;HQ5C0yf#f1WQv(geCCgt7QdC+E>kkgmh5O3NEwFk@
z5PAekPBxslk&2OXuF*lQg^?!CF6stjsZ(Pb<s0(IPkM>`A^S!0r?o+kK>h%CWmO%%
zTN8<q-5sE-CHqXGI@HV2A-VV^HaJWZI7ppaJv9hD0{Coj9pzO*8!YCrL1CrP22%CF
zP=L7SuUHRO+~n$kSO8|_x1I3W+>5a3y-idPe(s7+Vhb{xOFiIp5c(xP9a3IW4#SU$
z%Hit(^av0w&|bJF7Andu@YN8}B1}G-hhMCg;}_LwA|W5w;tR0(QW~P>x5cYaSzU+k
zcR$96w&u_ksK}B31~wSqgbhrDHu(G%Y*0{+y1IIp8A~o&F*VUf+|!pY9436b;0!Fy
zbQ=@=$Rc|BJ4__+N#1AWl)jo@Hhzug^Ww{}G}V$w8tm240fT$CgoBkHo~9Jy$E8=%
zcftYO*z*yTm6iB?g4AxU^x5#d@YQr!5e`dZkxy{5*N3gSHhx$Yfwez&hL)xZJ-se9
zs|*>r<^S39Nt|uRg#DCmPEE-F7dB{+AI$T7?6p<o7k`oSd~Ed1QaTuFzPb)8h2;=r
zC0h<ZG+hqO;@Qv~>SA#f|Fc0~9dRj5`z7nqXBz#|>MwlJqcu1F$}X%zX+<p-?tg;c
zK5@r_P!F7m%*N2)Z{fm%4(RMHS|F8M%>QgK)mKB@OZ=jB=szO)6TQ%*6@MbrwhJlH
z(Nw_@p3NjAZ6KwCfjZ(+OPbc<<5OZb@Iw#bqSHnj?0byg#&}@CSTCH3%)-#Q;kdA%
zBRY#MELHTlMZyL$<v{AeOKkAT-y$1K@<ESQ{NwO#=Y{3aj(_otqT8gR`>Ud7^b437
zOFtvE5SN(uYBpGO5tgRf5=nat*Wcv&YM(THf{{qR7LWYgSCjw8d03k1&{N#RIdS1J
zMt*&eCSh5a>fr45k6|oT)=l<Pj9;UlGXJ!&pTgDm%xun=NZ*sZm+hxC$mg-atIA(^
zmb1Ytp5`Y_Zho0i2gwOxQxhG;J$<!g@RxDq%mWk_S0H3qP}6n6Nc-Q_1yeb7Vag#<
zUDzgD7esaO-^f45TNfLstg69x3;)5${@&2#N%(7gJ{j=%#U>I<s9y{@EAoq<H{lmA
zyu>dmcr4#o7fqz<qOlI*65du_yf3Va!OgNg<mQzKZ6KNWVP>k2xX1j7*qK>{^n1zc
z_2}mWx0Y70wK2x`zwW}iWuHMyOC3vBpFnC_9x^fuUR?(hUBo?kwGC7L4Y_&6oP1Mh
z8|WeKN!ovM&n9i~_}$w;BG#>?A{*<@Ya-VDz9YO%HE9yrl88)n+#ZYjpL)YuR~YNQ
zDU5XoHXZBEt*YbXt4qmOS3z6}|H7<iW!1QtQ-e`9dN|(B4o}OfF*!N|H7{P^7k62|
zL>3HAyPt`6Mgn*VH&l_aK|S}IWo(ecALngpq=}7#oZxLH;B0U`9UV73#Qn)Wu;y8q
zQ(04wAI>IYgtrlNHB_3Fe2JKju>2YzF($dOb`n#%oQ9~mZO{}a?&e@r*aMVT*TF(x
z9e;n*8pcvF_2w{sYLqV>SJP`Et`=8-%@<P<wXi+!_axbmyNBdGP4(0pzk6%(%@M~%
z{r0c?(Zio7zB$-M?me1}ZxS1%mNgyQ8+Tq5+xyH*B9U#y1W$Yx_5ily&Qm?e!ozi6
zc%zf2QL`Jry^HuJwZW$z_$(|2w&O2|Y%s}-HwjA7b6@YO9Jp9Q9T!g-?T!T@o?I+}
z#8c+CZ-(&{1^c9C(H<2)Zg^d^&5co(B{{At&B}#_o(@zr)S+RZ2PG91lx0cAA;^1U
zH`(!3ZVlH@At&I8W2&Z%_;UVahUXPExLi<!;byux<Y$e<ifT-W%R){43;gKF)$>4I
z4XpRDfQvvCnbmce_beCPBa?9_*a12!lJWjLq60a}TWZq+qQm1NIXYC<;7VmJhM8#N
zfQJPVD{3$;F$Xm-fbVT({mzN}QWVwJ<0DgDSsPR|tc#Gcfj|{;1#<d|1{&Dd-5%b?
znkcHO!;+{hble|@`yYAIbrIR+wRC~`A9pe_r>!OCx3|LINyYf!<Wu}Jq$N5_Eh5jY
z7WNmV`Y_~uTrqz_!?V&FTr4ZYC_8-|?`)5!rB#@GC!OmrdYQfUJsZ{qm`a^aXR4!y
zxNQD0Y)cbOY#inSZwq06?NS;#uDXx=Gg`q~UmckxT=~hYHPBXV{7zcFOka(xOUNo}
zdR@Y|{*cFt51jGYp2x8LIfC}xNxsLr5iQZlS-**KgOm-l$+$sYpH%}J`;&14StC=2
zCE*$9xb+e4e@4a)BHwc2NdZ1Olz{S@dRXYF;><^GFqT@2^G4$qBEPS2+)^bRx6m~@
zV&j%@;kYH>71ro9v<FS;_Mn0|ISEEB_0_Sln;pE3G*MJthb4Ej(D7hA?vL_-wYFG$
zh|I#AHWrxQ&I*4g7vqCdiTG!*3p!g#wTDt+KS8E0sLJmrJSoKHYZ-|8S$_Pqm!}~H
zw=#i)u?C*zRN$v0iRicD9<G1qPkniFX$#H4H#hiYB2QAj3LY298N*iA;BsLFhMVf(
zke4N%62F{~O?}c2c1DdlZmcN6m)822X={MUk}Ax6ngg{KE%1@Kq<_w@6FwW1C3P@S
zRzgAze*(EUcPpz9S5t!}CbG|jb7d8nn4OD?7cXF@tc<<prZAF{Lv^UH=X8)t6f;(O
zMIEZE5no%2KMf^y2rDT8kv3Ml=?y9x{kT*;FjH5?<1+qw@T|NBmnv&8!a^5ET3gcu
zPm<h6%Hby`t{&{mC`NQiC9VhaZ|?X?<)EUBgz}f$Ac~Yjbq$u7@h5Q+D(hchZf+q4
z>j<DDwI(3HR$e_&Mncsq$gikEY*h`GTF7qv@T%kqbs(n|iesv(f+v;y&xYq!HMmk-
ziw}*ovES7KiIp{&{+#qvUf??`u0Bk)&__vKJpv!3fE-Lt%KB$(LkyFOqY`o}g>^ww
z$}ed)<(oCIv5T$9H{Z)f$0Lt%f0#S<&C+a-&xekxG6p;7zlMBO#PN*#8|8Plg}0#w
zimL0e<bF0f9({uQAG-0&f1D2;HDwHzvw_dM(qVafD@?qS0=r$0pwfa%B3#$W2AwRl
zo7Eg>b66kJ9OlCr3<iV2kcK7vH4`>&+(`fJ(4m9G=X2)Fp@~>O|NL{~32g*&BHVlL
zy@%=3r(?*FA+WUMIzQik|2<7un>%+dJr%Ek_3PK;v(G+zZM{yNIz<zt$lsDv+{o!|
z<m5MUVqii-0-T*iosQz-Vwwa-PHek<`!+qTkMR5NztiM7a-W9N-=rbQd-w0(rwMn2
z(9lo>2M5z+FfT7JJb3Vc-j_fU8HW!aPLs-3tXT0%zk?)>k)$$mUuj4(p@V~Hff<45
zN|GCA&YbyH68`@A=O3D^NT{u?rAcYz^gQyLwr<_}#`h&jd*l?qhI{ax3P>Oce<T@?
z@B7!SV-1k<x_kF7Y;7ewrX<0TlnqJplc$e3q;8S2*|1@QOu}D7yCA1TzA830FQ44{
zx3sm=rmqItS!u&-Qw-KeXJbxBYeZ(2VP#|%Zhzv*yX*JcX2GW0*n8$NE^ZzQ4XMQx
z4Qx5`2&4MB$^HIKAd@yxi#wpSvJMyS=VHc|SU8#q(8bFLswzr2@U1^SU40+MpPZwC
zLvm79@75+{bH#s6NkuKjtdGIEP<P%11%$}w#aMAR1$TbsKMCMp$*-)%n4R%hH^K$R
zQUTBgRF#!*V4OQX-Tef{--m<5Yr3^GKyP;gyaf};uwc_2t{!X}B2msOci*Es+#Fs0
zKI|-Ya3wMgljmI)CSJUqT{g)e^zO!fD6OcWr>ad4i-e=4HoCMDO>A~;WlpcjEvm$Z
z6A2hT`zpfM_Mr<L-irLq{pn(La<bg?Rkz`2sUsnuKz8pLKI;;#gJIK~UcB-~I&ADK
zv_Tf8ua1PH1+jsdlnwgQ#gH3L3T?2a_gk?+0}Hl9V(;HiaB=-0$$GHoK0Sfy=+eHh
zv(UknsB}zTa78A-@xNRT8g*FTi>nKy9M;^0qlFf__?gjD3s)R^jL5aU-kEP!xL;iJ
z0PDtk$n}dd?P2A8>W{)gWlvT6S2kE8Wdn058?3qy<IzGJ_`W?GNV6d9GWH&SfQx&^
zLqkLUu7U501?wZQ_f#A%ZXYhu9!K<ZZ~VWvs|kEuP2k*P13mSxTU)!gtHYKk>^+-+
zi|YqA>Y%EsjDw4MWBi<pFzULQF0Ll0w)JUmOLsE+ubxjb{gl40Z?&J&D1WoiFK!$x
z`+OvRad|(HU!33Ye0;n8$pu^QV(;0fxVUbBs2o(3aq!Px82{TP7`?YeR1WQI-g-Yl
zk<W(aP#1|`y1S|?_iVVAgXtR{aDK_hgf12)3~Xb8se`$(t)G)VZpP+g-Kl313)KFV
z{AHa`T1n*RV*2JsoP3^pZ}}$$qdHqjoO<{+pgOGX#@QfRXan+m6t_WJVgnbE4Ibrj
zHV{kr`(GWmG}>Tg7rG#k)`N{Pa5N`2;3<c5$r#ne`mL9PqT6J1>8}zNth<T5Cu4DO
z$48AeAg8pg*nS6*heO}_IC{a_YuI}t1{ePtBU9J9wz0?E<Dbz)t_^#mF#OAd2tPQE
zCUCt~9l|bQ@9}%MxOakL`YCI!VDIr5T-+Thae7yCWAmPH^y%sjOLO_B*Zdn6ti6uC
zCm-VCu21;u!m$a$x^Nf6zan*EEKFar8}#eRzbdSYA-v^4PGB7V<$k=t3xv(-hqvw*
zmv^T9cIp>5#mIj?olAKqez7@><zJP}yWeeHY!2-~8dX&l9NIY(<0h|xp<M{woP?YR
z*r!LUcQS5ZD2}$)I`q{*J8Nxtt$%>^ce634vo#_!%CPcw7H*GyH?i(|VM5^A)|OCi
z(E|Pknn<gt!Q#hxya|8gB*2HoRk++qa!%*p(AHLmz8Yv}s|~M}_pts>Hs*Ab?1$CV
z)nmlIC)78ue&6B$gnSxPS{H+LV_zOq>gr)glLATd%En7+7_sU;Zq5#dsnjCn|F!WG
zwZW?USU157#&7Aj{Hy2Vx}Mzg@opBTuZ`yV?S7_QeDm-VM6T)iZsVIvJ5u=<?&o0!
zDFYJU6rOCj>g01o#24bo4*{?<)x_0@`S@~O3@i;b(B0Sg|HSyMsrV*g)yX78JSH~q
zhn<Ngu0G1gm+K$C6&ome?(0>{K@?9h$JD{x23~$ndbk-|fOV&y|KEzIC{TxH(;gK(
zZcrqou9M`v)$V4rpVC@a1L;+@SelgIm{ihBYy%i?VUmg4^+X)ZE=Gu@{#($2OAuV)
zY)W-#rLBRC>RK#ME96c1+n!a79tHwfyrtM$TMKRaYM`BkHoSH|#QK;V%xP=Y=nn=s
z>S2m7#^h%rz|D+OdX03#-<wd67c_ZqZJ-sMSMoR1L|S<b7RTk%gunlSw)VR8)j&IY
z9eDk57wf|_F{k(2o!8-Am#{sKChy5xmq1u`B@GeJOK@a@C+rN>aW$a`U+zzUrJfqP
z^PKYcR>lo$?_+&bHs*8@^;x^x=_2w|Z{(KOVAI_kj69ft8)H3Xk_%s3zLgGrNvzS?
z@PJ#R(@D5S=S~)GhrGKrIx_9STpM10J;M5!T+C@>DQXW6dYIxT-X6;6HPQ)xZ&VjH
z$70=R*CzYzBZ5Tj!rNLKKGxcB`7s=q;tS~Mf&Z&*p}F{GQpzT3%2?S_=$Cakzq~B9
zpfTZ(_$_k6-)sj?A75<^JSwZgri>z)guj2wUnOO5S5rkR4cX0N+H0!gA8T{u*VSWJ
zNhu~|=i-!=IgELd{{9Vn%gW%Us)|-(hd|t~uEyrlQk*g~dq=T^7qlG0JjCijWi6II
z&!-80<V43A@!2@(Zw(Ep<hpmk?xIp!4y}30fj|=ACS>N&`m@kPep29@va7HJ?&_*&
zt;sL{UD41_S?*v$%fU}e9qHAzSeaSanDF=i*gFrXsIKmB|D+Bu^xm6DRZyg;u|;Ez
z8e?w}OQK0kF&Yz%iN40y7JI=GW7pU<vB%!Qg4ieuNbkLOzIDzWn05y+(G36ZJ<nQq
z>A>agJ^P-sPu*vq$SuZ^oFZ&@HiMg%2A-ByVs1h<EYwvo*7Tp(hfWqc^s1+`xe#85
zBCstY8;ktqgUNP9=U}XhAp|l9GyHA&<~sChkZ+*_ufvhp7MX)ZG6$q{@^dk^^_!F5
zTpcz(%SLEsDNgitguPG$H`9vo#qDHRYOAC78|bgKsC@}a-XEgO^>7A*!C?IV3u`fy
z011?<4}>ZyDZ#^s4{`PCRhXNb<CkB4X}GVpwicT=Z>Cx7Bm=Psy1KeF)8630gJ~8z
zl7Wq6&^vVK5Y4nkg0v)=I&~^mu3U+iFJHcvt|XHm;iHc}YWNxXKMD9FL0TkhUOgl$
zUVYGCeXt)vU0t09{gFUHMUddc`d~kTzrR16oSYCB7f1iLKG=^iY}hdR%*T%(H~V{#
zOox2IegxTIKZ2#DC6z<6+mQ@&iUJjz%jL_L=_Q-Zar*S>Xxo-dFDQrCEn||9U`W|u
zzrO={*X`T4$B`pPXrLg;4oS$$%A!G$etv#5Tj1NmL|cuXAd@L`B2Q*X6)c)L=|}>*
ze9W~GE6PrEE4c`nCDm};A}*uk^p$U~CSm=948%^C{yrv#T6BYRMvn9eQJFcVuxMga
z;mTbPv3$n^T-^2{+O^@|jC=E83ZmolaPXJ@yuT-tfn;(#L*^tH@>%w@Nl8e$^46A|
zem;(Rh)gcVvg5H0i=MvD`UqRym7e}sSzQZLeNA-w?l%3oybkJ|4l<_~W)xP+oqS4&
z%`8KFb~%Qu72CLe0##%3WkfFPgj>=1$SkUa!>n5k_mC6PW*>Zkb$=xyZk0H|+C+!Q
z2Qp+%6(gU?32Jikv&#{mTY(|JK9`Ws{i`waCL(|62xk*5_}c2y41fh?)u^ngg{e>j
zomPj#*H-=ntH#TLd`1aLR_+eN@|_QHaq9<Y*G9a^R#sk(AJ*T+@ihZ5P_zk#{60K7
z8>@Cdk_-4V(bwd3kU7OMGp`&LGFgq}%7SPDz{kZ1kqHG@w*R@*COwk1hulN1Ku=S&
z8T$u*I}?Ms<GtkN=kmxmZc4tMSblr~mhF8iC7*5({OKAJ(o1l8T_4`;ehoUPDA3_`
zZE%3tz+8b1OweZBpZM);4CaoLuz`U<WCNLUkXs51nbU)0S-IyCmhTM1#VteR%fZGF
z9ADKR1G_qi%fX9mtlASUH+iD$a=_^z@=Je52hn1QPisR&CKh7Z?~yd%@8;7iWagK{
ze$1cJK4D8Z)*Xw+s{?~um|xUT;1?_8PNgQqW|Sg6s~kgCh0FWJ2^SH$vJ0HewWWgn
z60^&2X<kRU?0(Yn-+&E{$=G0xj1A@}uz{gA-Bg;9Eq%gpW>zsQWHR*0vU1x^EZ=+s
z7xzy>J9lvzv=C+eAX#!OB~G{{pS?XSo9CCao6$c1b`Q&c4aLPBBhk*a@l4K6wgyyI
zOhTSqz+Zz;kU3GcS#86fa4g^T2p2aGLOU1fg#%xAQ#|^8BnpZuxc6YFg}{%F!Pmp|
zUumBtxfw?KDfu|Kq95<?#q!Jkp8Op|K967A5Q5{YN&Dy^-9GLi?W2reZ1Bx8I^>o$
z?VI<C-b3*F{O{qw2ow}opt4Hz9wr`_dk-z5ZD<K)QBRY<ZOE^Hg;5iJ$x7G|$QGGc
zjAe&k(qK38OmYIcyTs;Nf}5=_Za<ek9h_|X<ZBx;^DAM|lwY(G`9&vv&MzK~mD?C~
z^LY-UQ%Z1fj^b0A#Ws-9A+G`!jRa)L*&wM9%ML}$*g$$w&COO1w<EG!)VM{;26FG=
zb!?!I$fP1HJMuzq!|2UtIfza!#=-9tpOCEVI;rgbs<@4Ag$$W&oSE4rO}Ej%h0;uZ
z7k7<8J2!C~dGkRMGIL5`-(yq5&&UayvzJ}Ly4?@(>gs1a@=IP{{;zkie9LWI+%o~~
z+~hZf>1b=9wSy780^8f5&AS`%+mT0@`{_H)>!)Nlqo1<%29|HWhKu{BqMf_A|6yUq
z{T+FxrMW~uC7Z9GQZJv+28}PyuH1GD%QxS`#eEZ{`bn>giII*-2kERJnOQ}!cmoUd
z3CX#*bn^v{ZJ(@Ihx)RRBl{joU?G!rPnMP2?_&8@QWnNHuPpT1gx?NJmj!WIEdCp1
z@ivxkxrK{+K0-S;3x&ac2`L4*yl*0Jc0Z~1DeoWnMbbVc6=T_vmkQb^;ujlfpOie7
zZzzkRY~Bs>vq@RheM4n28ppOzX|eUe#8_8k1L+g^GcxmGVa~sijr^SaUi$t5sr!A~
zJ0tw|N)!~7pt7nOrY8Cb==nW5ws&s64q1h;kjaquHZU>P<K)X^A)wz$CX?aYdS;_G
zQ1Bk!+FW-@^&6P$=IZpVBr?}s1;>ry(sSLH6S4k&I$}Tf5zE(9<>Xh$$gik|1y3eA
z0{OXmt5$SlSUqmKnn<sxMrCa+G$b+%d>NjGGwDUR+RYI*GFd{TY@ot@XE_@*<A9_F
z8(8WfR>rT@2iqm)SK#6#ci!xJ%9bxRr&B01r&LhMKc`eb*S>~lPATXTBA0h=m{Zcx
zR7GoZZF&W^Hh}B5w`gX-?*}=ysPR*SeA#)m0{(d|ZeFbnLso>z+hEKEM6T)Dpf`D@
zr9>N>Sx^CQiA~SVn%``yjpm)-G!xHnjy)wkzq$1>)*XL=SNjJwJ-<n8Ad}%s;oM&R
zJ2)0Y1B}WlYVgCpXdL_A7Xw9^bJ{uRA^cS#R-KHK3ougl`0Z`XZ&DlVkH)d@hz-o7
zZSV(=4V1k0^|s!F;`tOIZb#&{D1XorbZ8m%QTgMB*QGc;8#?CFa)jn4C@&~Nb$JC!
zv-40}T@4+XOgiK<`CC~`)VY32Mx{(YrLsmYvs676n)3Y=S8WYsRMw!fwhkH+nX>9J
zP*+83Z4JcnWCJoLI*@%3RW;4mK|@tehc-lqDtR3e%d2oLzYP0%#+cLwTJ`%PWNc7c
z1q%gzD_PW4TfxUv3$Y^KN}fsftGmn0Nx2yba645#d!&hmsJ~b)qeFQ$EVLBZK%fqF
z6-Z?!bJG(by_{Qrf8A%+?+eH*mg%n*Rl-8=HTrATI&{wf)lt;XBYO)hC7zK{Tm>JI
zACZ+W*H<I^5_se{>`U18OnzU&S2qwj-;W0M{ctKC$EJE<plCg=owX3*DJ58SC0Q=u
zPdsjru|aVaEE)+al(T^a>9b1v6&(##v^FA_0D(5TaN87)9pRbyzKiw0Gj0i%8Mj;!
zjaxnwk6WbbLz!%SsD8crV8T})1kI}tLQy|Kt}ImX_uI3|5T8?yA)B7c_Y<aHL*$|W
zIGf4O!#J60QCTsWW$5MJa_T}$@XhspnaGotU#(C+`MG*4G%DXhLk(`)(l#Xb{2?=k
zNH9_rwGB1WI%L(<!mNqFywciQ{83zjZ;klpU9?qH;7BfYz*nG&&WWiwP*{vF4W;il
zQc>Y_s3k}8h{>+4mCHECr^BD6rI;n!>sQaciVFJofoW+CKO^7p=Yj(KR$Pp`mg4#D
z20t!S4l*igV6NHxa^R+;K{Gm%_wcB&oW9q<kOZ;(I^b4b88#>7p|E!wslQeD9;$2P
zGTzBjQd^6Y#U+?yWS}_MFD(nnRn<6ZV=kB7kIGk5R1TUczpw<~nf|ljZex)Snbk7&
zp{g2YGTDjiG3V*0xN50O^;3RI%E8x`h8SkdjU7C-HIYPubkp+X0{%<{qOwpX<Cn@_
z*Eee;mM6<E337|hufT!c+&Y{rish5OQuDUitE;qvkFl0w`2~vQzbzfgs%tU-ej1MU
zalk-3uKu?(*23eQGMWugGT=|yYoIM*e@IJM4`(nK3<g7%w||5MLyp+kSQ=bKE)s-C
zg8eKkEO6`AEx5ajN7vEO(a6iogFqml_mUt%$?N?2^Yp%`sHlefNftShnU4I8Bq}N@
z=+dRjYrT#1^mLp#bB1Q|lgzv}V#Ek&X=%}{aWxVHjrssQzQDdtojTC~H${+aaC|{`
ze7{pwRi#0Vsi~>W{w^eFOc5lgkYtb}L2txvB<PJ?B-oGeI&u`Tbm>xh@-exH%}9p7
zwQJYXtaijU1qITZ0RAmrw~WaK>b)sQmOm2wdf>o;hM(=(vxf$;zD{;OLQ+yvqu0HA
z_oVLEP*p((3msfZD3qEMBcB6B3m8p77Sf(&l{HL$j`uXdqe-547$m-|gzA{(Z-KKT
z#KEu)I;g9{*WC=4LzBch)Yj3@f!>NY->um30E@TX!@1xO(9u)z>2*6!JcqA`8N6Nj
z2ND|UD)4pIqo+ek$|s*Yxi)`7fJ`it&FZq~>!{O!j+dz=co18F!4fBmHRzzG0$&GR
zT#;A^q&h_8qLZ`yq==iPHXbhyMA)K$hHH?IDSEmY(*N5U2{68k1;T%pzQ@Wy6SMo<
z<J|1_^73tUapgt6wEP$OQYVx($T!!<<L^2k>|60Q$jcZ#TkF&R+sZ5u>T9XdV854{
zWq6QSgu$ZIH~Gs!vV1vc*GM_o`4Ee@-N(7$A#&w_Y>XopS&);2OdOME^XkyX2$vtG
zOY0DpPB;8E7cvi6A+uN|cTZiN+&!FpV|uc`l>CQjG&ro;@@1Y~zd`V2auF`B=>ubZ
z#fz6z2UjEdouze1N1%tv>**jfG0cBYEl)Wx#pQc4<=|d&<K<vi7#44TfO8uMp`(Xc
z^UFb9%PR+B9SrFy)>1k=%0Qq;^G`gJeEx*q4tV@)Kbirs{<1RG!t9Z5IKR9{%k+zm
zy14ROMu%s)=;XrV7p-*gcv&ZeEeUM626ZsyPF`OU2wP);RIp!6dI|oT+Y!bJHk&E5
z!PD2YL2WZ_5Wr&t4K?_BS>f`XSc&J=($9e%6dyXUV#^II-f$J?c27jdb~aMKbF?+2
zo3Ah5iEH>-VNp3k!;{fT=9wBAs_^x+z~#FM(&aED0f9bNisf$)#p2C(aqidQ=-9UD
zP4vm>Maao7gQaMbzg%5#GsWfmGCtvc3If|IZu?j4euTx_AL87`fpR`U5`A4w8esJ@
zF&_^ivoNH)<G<2ANwVWaL=*iKk^Fl}ujdzchGFrq4{$Dc@SABL$$Pk$BL5!RHT53C
zaBf2r??EX09voU`+o1Har~=>C2J|#>DILPI5a?#~x7r5sOusgUc#$l<Isau!G3?E>
zdF1QU6WyicKgmYmYn+g*sD0dVF^N9k+fi{)0M)_80GGovrF96;MBr<j%**Le+k_2@
zcx<5Daf{S@2<IyYuh&M`+dxW(zY@6j;G{S(LD_Xu+5J`NHZopXhr6VW6mQ;<WyP-{
zSiI>r&iytD9otF=uuT}^g~z9+;?W;d8ZIj{A!bhr!1>=s$;<b$#N|7$WaPi1fmsUW
zZ@rDh8*k#=&T;72PH|f<Zv*L#2AmFR@NH|2%eP}Bbf~4D13M@_G-}0`>sY+uGS2Ou
z%+pUXqQOa$&*b_kN$4c=Os=0~iOaX+Wco>Q2<*^^4Yu6G;*HmFZubOqY^V5LH3zCg
zI~!cS^-@}gTQ3mkt9Ze>x$Ha?3NsU34D6*i8@0GB$dtu9O_YUgcet{!V=OwhZDv`h
zm9I16{;FhIti|QKaZQxPTUfmD2F~pq&-)(ggZ*B{=g@#aV?*tx{o)gu_UUmp0$*$F
zQm4Q#CW_jpCj6oj$MRfRw54TFx-3Q`(D$EbzuI{)ge!}^JzH#j(9lqaua6ThUwbMo
z|N2vO@^|I^n@;|1=<g-Dc=a*;xh(qnIyBhtWlS0#Jc`4Rfqwip@NvZD>(8ZixbX~~
z{J1Q_ZxgZnXY%rSzSG-yCcWR=0hez?NZ)_`IXd}q*`(h#bgtV{2Up??r02Th3lV7j
z8gt#55_8>N#&|T<3lFD=FFMy9Xo<6<rOOuy&g)>Hg)5mQ((*G)5UAi_g3d<Th%Kp<
z>hruTu7ssPts&TttgDb<zmutjxY*SJjtUO)qB^LFY!Fu<J)aR*h(Mdyut7$t)Mn@U
zV7r){a$E><hp~c<X3CZ?HP`-}XRf`qKL1?%l1?;pU;Q<xy(xOSbJ_gr=agQjU#;x%
z6SaYp9-YUMlz-(}j^cT>U%DV{dFO^}kgpkfdK%IH+nNaAXr@I2gCw6>SXzzHm;way
zJhNebGmLM3^Y6{E()mp?uer5P!$s#eN4VnrvhF-{d-^m(o&5Y}^MjB{-K?M6BjvEF
zx(+I>nmeDO-0|DnnBNrJ06aE8i(C78TknC+CAb*iMY8m!^_Qt+K1HiV`Gc0ALyM}9
zN*p)5F3ESp;n+($!?)9Wo$1f1E>%@XefS(sy*i0+Xw`~-PQLp{?s;UxImyCwO=9yh
z`94?kN)e!7tP!ZMh1fFbeo71pj?+-(4JaWLSJ&cIStSib;M2iJsEKO@;?2wC+1Cq7
z;jiG3mq0x&#FbY`>p(VqtIO-KFSC$l+39PfqqwhVrj08}GW#NuiV!G~wXDg0N={kB
zrhD?tj%GS|Ars*KGOq&mJnK(X2SY7f$&l$UW)ve(!6x#~WYd0;On<Scg6l7;s=W3y
zX@AXHh$}B;`fH?3x7TgH9nwl0f}$LaG-08uF7?d9@@m{mERuU><NFeH`S&Hv^+nis
z;*0J}a513&w>8v6RZShe<b8rTAdGk1@JgmE#1|m2nOW$#aYHHn-c7b2)ph)PbY#aZ
z39mVB$&wkjknzf7@kPfi0hTyB%C(XDP$aEGauEV0GDZEZ`XCeF{gNEmz*iqgS+Eo0
zN>rY7S%}O-CnuggDi+#!yuc4(KXz=m2DLLmPgeu_e_I6yBPQpSBd4SamNG$v%B~A7
z!8ddAHE}IpT0RM$R^*pE=?M^5CheDBl4ncE57ZOjMX7WkC-L2O0{Qx)(W({NX=>nB
znb?n#XOqvqg2n?cPnDFS5_K3RY+jiqEqEoLPiWN&ZPnFryIe+xiVFBjWbNbQbXggF
z=7-wS{&twQHvTd<$9aj%Ttx-bb#<}NM0z|#>_##oUd@qt54oiXFi`Lw473niD$_QU
zR>4w}dk;O0bnvi~1MUTiFJC<YMqBF9|4Rm_Nxp}hrSk8gqk^n`^_(g$r8XF*r=u{~
zFRrQ@hpo+NU?CqwzPCUFH%p}Dlg}NS$l7<Ru!PDV&LjVIp#2mbP1-M!)Zs>98T^F`
z>Z4E~-%lx*?x&QJ_DSaNNI)A;mzDF)rrNlYBIBD=iV!F|h^Se9i5%L?GjFmpG6%k<
zTJTm7G)Co{5c$Q@@>7cuD3L+0Y5C>+@}qO$YoZ13Mh?k)8#+|g*3nA^GW~>BWDOE6
zb6<iI_lLBE^>7A*!C)|CVHy6EK;OQ78v?0F7Bdn!_uY5j(M)P27)dDPCNOeyxyk?M
z&!5vv5hPHGP#-i#g5mfe83bPkqE~fwH6~1$AoX*Sfo;f;Avk#OApIT#2M%mfJ_*t@
zHdeerzdoy*B=rG;ihfsBC4VZKA{2dhl5LR$u93`yJ$v@Vph1JEJQ5&z?b<b5zkVGR
z74j!;{1eEtt*x!``RAV_EiH{^Fx<FtBh7O7Z}Ylk?4OjU#uz(xEN0K1jqTgF)2xT}
z*(FI`7&B(fYdy=xM)8I!Ma=AIj!9=<!Pi0uewI2k3tvf9ErLX+69%1$qmzM4x^t&_
z{CqnF0aik^Hq=CZc@0+GOGiRs1*Wv)I^xD!YV?vlJ%yY`=Bi-OHuIwn2%7&F9rXCO
zwZPhak5E!pg-IW98+j(qy8tV5A(no{1@4m5Ko)EY!Tx1^;b5(YbkV8)LTz;jB~FSe
zEUv(jzg}YHY{eNi311I##H0;R=wgh&iviZ1dWDjTY6QK@*>mE$$FMfm#FFuD^fNg@
zk}OU+Tj-#ox)$diW@6v<6m0rLocZC%oiv#0X~51z3r`b^F!Q$v4DmNdA0Pe!%h!GF
zFzMF__&Vyr-$|dIL|Rf&gP^Y5M$n1dp26BsfF&bZL!hAwFPRMz2BMQ}>VIx5)S#Et
zdr)l!3w=$vicZ9olHbD`llDi$*G?DycDh)1Jq0C|wFnXgp-kKt4QqW3EE(hofw~I3
zWKJM6(BdX$B!7P7Q5H;v>aa7^#M87=%sd{8A#IJ(N5KN(%n3dS`tcGvdYZxC%N%R>
zg`=dbT3il(_=|3OUHTOlgiTJRSr9BL2Ufar<v>rUf$klxF=zE{Xlbg^l=Rmhreg2u
zD6CRYCT5OwN6^wc=;&qye>W4XJsQdB(4RZKed2#_!^%_}OF!Wjj+gFxhK{braJClG
z&A?|vQ?T!^I0S#g1qGA8{qNqV7~I7Mmd0AhE~vn!6EBdGU5XJs<Tt|39OZ$aCAZMg
z%^3dfCRlq!B!2+6F>2!Co3Jv`#?tBBDWOaEKBf0MTkF!zmuEv#u<t@Ff@g7yfMmcv
z;>T+Udy#`v%X`s@jdal|Kt_5Rbf7M$!w5G7Exk*>m%qC))*g*QNqG$>^>^ZQSaJte
zCR$<}>=)U<N=O$v&xWL8-(Rl~JX693`<`KNXJP{ZXM>Y3kdj4gARn|ebDR%?7F_21
zfu|YP9(c^zU@&(mz{DRf!OBbrOTXY2F_-TO!-CDB*uSKY;&R|?g*j{QNR)#V>^&2W
zRo}eRBFh2QVYnNDmWQBY8=`{|)*gF-lJaUy>MME=%R;#KFqO-iy7WK<y_b6rH8>lZ
zhJ6>~5&RW*!n3iyCcPw4S8D|eBLQ4(^;)K1?C*d{Tc2@$(ODns&WrqFcWzVi#LZ7R
zzc|{3^NY693nd1k3B3BB)B3RPF&@Pi;?LO~xcVSkbTSgE(}f)=`GXxXY5f!Wy{HXN
zzoPFTsF#Edj5M)i0*?)<YH==1WP@oEHn^PzQ+<&Q5}LNb%&A=vH0u~TwzY=8j}6xT
zb_XS;m6$Yw^8pjTIRYzlJuLmMFa1oi`Yl*<3H#TLgoBMC(lfcqV4;o%ggTn^P=~K3
zcfo%*T!o8+F%1CxY1JiInd{<%KJN1JgE}JU`?KiiWdZ+omRP&{0oOi%$bF}Y-<^S#
znJ$*j>c+|cH53ch-^Tux1G)A&i<^igb&=>$TvCbuY`TMCecI5|zhaZ}@!c=i(b~=s
zec$2V2t0GVH-Z*iK}UB}u5CE*gwtU#XZMLeU51q@@d=#YBbn3|Y`KU1|LqM2OVURu
zmGB8%nK*JW7N&***jeb}X-p2jUU?fI^l(6*PPYF_`&3V1aV3uY6@!(t_<fO_d=HWQ
z{UX0OMC2FeU*!Damm>K)iTqIPU)qFUTtnJNRoGkU;rfFVu6<OX%gk}@5VY_rI(nFj
ze6#314B{4wC;oJW(_uz{_&sdBkNu0ud(h>750_$LY9R3*R^7%2-5t<JCc|KhX&YKX
zSsdz&pw(gM=wb-}HilUHM=bS=liuUn(}^n|!pc~HrIWY~`AZMIKt~q?I9qal>Fk4a
z?7NbL;LpVww`UJ)jnT{Qqib6e^lWE>^A9s|Dl{Eem&@B><`5?Ytqn&<(l)d)z}i2F
zU#!8TUYx!Y*F1uikpN34a_?p7kr;Zfv!%93ekS%^OGfag(plaMORK1VTsc{BP>a|G
zE(lunfU|+CA=aLZ5!rxiPbaQ?AhH4Hr<NXy7TG}5KHks3zAK3co*_P1XZA1`j9zvR
zUA;`u)7up1A7qGZ(6z;lTR0oE7L@}7aXBcLC<m)ZInct=AWo;HhehQ;)IObkkRewN
z8s5XLRIHrp*|ZKyu9M2{uTmW*`6KAN)1o%g3Tt=Y=gPvccAO61o}%sR(%Ia>3M8xF
zf^|2sfAwHESnJERktCo=HmFHmT@@ClI&gK8pHG@Oxf6oEJxPPL{JpKPc4sI`N~<tw
zI9IkO&N>Mz3tcSzwihRV>uoGpdky>7d<X{{13CGmfAQbon;6{7l?LHw=aypAz6VH2
zFT{xc{B?8Y)OQdx>j(|p^Y^yJ+8wu~`zbRI!OB7(OTXi?*pjS%3szsm{&k}j_fw{j
ze##ZNIGWG^z@Ju;HdYTG^pV$L=G4vznstH(FZz4iVC{~(oc!S(IQickgO!CImd<&P
zlfUIA7Oc5~{cDGdY)~X&1FoN(n_r5=)B>btaKDR=<2Hkm0~7c%rOo`f2ZClEK*x5r
z@NaL2wZC3RNm(T(jpEwFiC^x6m8CwG&gHVrR903a;sqD1T3J<tl=K3GKTD?aTRWOc
z1<33=bPpem@Pk?tCm7G19EhNA|DZvnv@Gtr$Cbt5Tpgb{`y^KurOLu}>|Zmqk+N_L
zgL}2%%0gZlHtoBQlnhc9+!d6?6QZ(cjkP;NL}ihye-mdN=ibA&y+!hGVZqv~*uQ2N
z?|UG@ej{caM%c47oZ3DXHMO-3_ZaDG(SRa39X@bI(3(f0_KEn#IL;^Z7PU{S!??C#
zqR1~Ec`0h2B>du4(mrwZSGs*l#mXto@QX?w%g_9zCxX7-hmPK)EZSr3uh+QxFuJ}h
z?&a#^yumzWu^K69jg`evd^Ezp>9VNg`tZ$+L6|swBh9|&-?25;2A@GmX$2;Y?@53E
z(I@L+ZDow53&+vVUwt|N-TN=Vsttc)U|(MxJbH@;^KDzt&CL>yoVWv16Fu13nBr+f
z0>1igCq8)J4}E(1@aynde@y&rD>}A!gntKTtlfMbB_$P@G>!{G`DprPSX&xm>4MQ>
z8$>6I-$QC1!k@-Ns3SmYCvNjZadA0fUWtR;UnOMGdyEW(u(OrkAok7Y12OT_&FI+P
z3I4vVv3B!WY5CJO!P?3QOBak0%a5v;UxSpiT!cS~hfpY%-_$dCZSeUvbo3!MaKhRx
z7r6H@mK!sE^ywDP20x9GutADMStK?{5ZS<7!Uh>KHb{Vxp$_b9<b#H0`deVqsW|vr
z>cG!Ri1qi<xw&r9+;z~Ov9QwBz>=P#x$c`O2(T8-byw72RY)2)*X_-%^N_$Y+2Ard
z$Eskid!~yqCOt@jub~$F47IR6CI=-owFt83=0k%XB*RLejwN2)_nYoygy6Vb%zT`V
z&z+5Eu-~%iEX;5gxBp*+r{VYH0vr#tgRYti(#yHEA$@gKXz`qkKeMwXCY^|duayvf
zHbShwn}(9g8U%F^+2B|Vtn@UnMAU!$`D!u(Y=txn37zl1or;9~3QX}eYY3_sdFUk`
zrIz52@vfXtDxAG#R2)I~Cmh^8Fu1$B!ypM3+}(pqa39<P1h)ha65N6YcXtc!5D4xt
zz}xxno;~|*pXdF=8P0S~b@#2hx2k@!&F@TXTRJ>m!e}7Abqu-9xIT89HvE<2UDf{0
zM%k7n(|)lpDUp5rt35;DuiZ&OVqo7jFZyo*GrWm{l!7rr#1*OKJnn#s36^_T;bzHd
z8$qUy2+8E{JS30<*kuRL$=JSv#TqVC@gt%zHHjP)S`Kr2e-^F#)g=c0&5QdXT?IPd
zMKHx{>)$c6Dr9|}&tIx!&b{~smUpICp;lno=m#Z7*6d|v(at}1w8WkB+ke|N|NeTn
zFA(s$4&BF=Rn))BAkW!3D~R_f*?#ZlSKw8{Pr5Jwd$GDcO(+Z+iOaV8bZSNb%-G$<
ze^&3+RSd}1#Ny7^PUUQDf6R1M9Z$N}-05>`D_`0q?lcLAbuu+dz7;63EDJxLbgRA7
zN7Yt#bxyQ5aXuECdPv#Bno5Pw<{c}s+&rpdXPcn-2~Vc~E<p3LS<*<BM5eOe4L#xu
zKj)pNw4M_TYVypK{jk7P1OMP~^v3iCc*zwT!ZVP6cj<g#Gsq>_L4rJ)`0Qf3`7^>g
ztYSSH%acR)DAZc6<qkgBL?x{C3qg+;`N90w2N7w1(!?*AzOe3dc%~NS<O=q7T-`}%
znpuyc7}{U$bmzX>*Mn=hx)yf*#~_K(DvlU98v4;D+ir)i$C*#ucyNkgyiqij1;jBX
zA7{sBX~rHxKU(P$nLdsx{sh?-d{+(HobzwRfwU2My)tlcn-=AN4#zYEJAV!*Z!Frg
zm?(Epte=y0(8JfJJ1}dNJMbN{`tzLmp3uG+jW3fDQQoRiV6ZUe;+$_WIJbp=A=0{_
zu$4fvpqD@N#TS8v41*Qtqs5aDFFp(bu$aNV!S5aFh*D5Y6r^--tQH!`@(Zt8kh-p!
z?hg->%7UcEkM`bUQDpwH3X!K8KIfYW$xS3!=p5Q||Ac!3l1?%$D*8fKfH6O7Ktgr@
z5z{K7Xv+;`0qh=i)kU$6*;uUpwI2C1wT7CE*%4M9hYj%rMn~qz&Eh*p->EYWn}s$y
zxMq)UxvvWEg4)^jzu8cARuGq06;T4G+8XbkDY;9oKI*Wrwq(JBG+;<$;dMWWC*D3p
zL~)<WUwWw6D=y34(jjj-S4Vm*CaI~b#pFqxim0sOA=twyu@Y6-n1uWQINw><NWYpE
z2E79NBtJ+a+(vwDCf5jRzvHfT{ejns0n5tuXHwT`)s(I8QFXex+h7jxjff?gtKBtH
z%e|4|7I6A;R==(!EhULi9JO#4^_;e<(4WVTSo7A7@>d1%HwsJ2q93@uVzKvwY$fk^
z2tH6PfaMNut>)qll%ogO#NO?s8Q=nNez2z1YC(~5_2TmP9g7J0blgq*;_>;&K|RA3
z7tnlU%tg(N+F;T|!Q&?m3>X4on@Wx{ta$DO)ptjs_hge!&R@7d#`)!`*kTpo%?WZx
z(lG2;d*G=3<2wf~TkE&}Cmvg8KO#NSlUnMQ-p{El;dG~lV`T%HbK&U?A&`*6gZ{mF
zU3Xz}3Qx`=NpD(~&AUPK>19o{0I@iILn9lM4xfkys^a(7d7-Kja6SBV2h$ZEJ8aD_
zH-l<_G+zQqg*pZ1)hP@#(9Rtl2#O7eR6E<axv+BeV?yt(mk0}Vym2A&WBrlEQlhNP
zgA+et9X@SQ2q?}j_Uq^goiEG<#TU~<*chd3jo4&jZsQ?|nHXq%d{D|{$x{h6lt)|p
zQG`UC=f!<cL3Ja+IBv#={WR3i3C0?6l2R`cCGj2}7fMd-%eFRMveKbeTP)?3{c>az
zlm6M?(9pEB{Hr<EUPxJ)Bq`X~2uBVj#7AFZEkk&;)Pn0<{VC_tF(Wb_V_A?OkFXAM
zW8d9SDD+$|>A^~&sS+45M(_5z7Ty@(UU9K7<K_N#*)#1gCw&Zr%@jGGOC=YvEpIH)
zBl{S*4s7n+oNLMOW3<_GO!Za!gfmuF_S%S@ijB!lMihNzhHxf289+D~Wxz9&i4PsL
zOU`!s1UcH8=GCc07|j)vIo1-e3m=z{{|r3dQ}dy%!z#H?&2%joCi=rwtwM6XB7ETE
z8xu%Q>jZZaK6^CSrb*~s%Bcg)P|K*@fzOx%w0dykKDb`~PG&(WJKWR8vUnX*F#IK;
zyuwDzop<(dv*z;P_ZVmnEsvtV6)8Hc-fsR1b5P`2ly!KIuU)cl@in|T>zZe-yKGK$
z$)>DZ=>wdK0&@+M7{$)Vx~F-b`fMV4Bc-6~Qhw-|d(DeH{i1lwXa6hwZGfRb8}x1C
z{y~x$c8t#d$|BL(Gx=61Je5z7I6dA(m=A)zJ?2@Q;m($r>|7Riqf#&U;3!Bz?9LZ#
zPXc{^Nl{GGWk^za!<%R#4<I`8brYemP~4?!m@sF3Bryyv_xic+yZq8Ab$bNAd_<>0
ze2cSD!;0P7$ht)dgPxZJz*gXY3Cz;6ZmJAteEm8j!GO!!<b7d2mJ80cf+VB6lkhtb
zejyiI-mSlWA6ho1cwzgRWN8@%3jfv%NcJ3dq7ks>fhcGh%f&aVxgKcCjg*x!G2Ar}
zE!BhL`Ro^_(7pWbPW$gKc8Vafu#<9K8!NPwK`ZAjuP*_mK@zYijVXId*0BC-+zX`N
zUdY@%Jh+@z1s&E}@wc|Nc)K{cxp6g0lpT?S0=~t%3&?2e@e!;mNczg-w~haFv3dtU
zIzA<%M~A1Xmw4=_E}A}ud;3=BOW>1@d3<uq5)oB=o7*+>_WNUlByirmMykRu{nY$*
zb9Eof)M-p9hqf3bpUqvjcaGPJ^Rcg@UVZYx*7pqogkJpQeDeWBd5{qM=WMwd>Q#|o
zq#GUH*(u=*q4Ov8aJiKY%!uKhr~8;LsmaS^$>lmwJ(&ow$U#Y~6&^JQEY6QvzB5<M
zoPO4{+^Ecl^g$?M4xE8u+p`t22)a{ouxKiMRPA}N;-0O7BIROZ@6ndzh4x%aX4>Ut
zJUHKby5JM!C`tI5(fK=s35u-Y?H9}rC0#NDdasVCms!6Vb`sPy5k81vD4z55LOVRi
z8Ikhc&kuI&6jXA!K-uCM8OE$em|sMTN_@U#cqktUftBtCdsKv8FP|<uGMY}=2PU7<
zTEh3-H`}~r7!)bC`m1|?VGfN{cZHCtB;*(%<}O4C-i`j^1ZDSRXXsHE!RaMH{l~><
zty5<tYrkca-%gxK<!S^HE4!OhMVK^83Sg2P+xAS36ACQc1($q>4i|m*6{2S8Bt?Uu
zfrbToT2kBlFL@LSM<nHa@WoBYLUt7s{rv*|KG(7YU<Ny=zg!V`9VtJ_mlRqW>1}|-
zmJJviyC(+aCfN=gY6?os$ws0uPCu+{MouWLn1;fVTzhPdbnmMc9z;RA0Y=J5a4cBx
z5}1QFa?;t6a_`Ny+@0|5&OSVuu18?UzHSvXllqfK{pl4muoTJ@zWyn#Eh$9s*Z1>v
zo9n$G$>wSuIi~<_lt;pkWX;GMtb{DBfj_3@G3{<5(+5y8{V<ci@1W*%1mtmh(1LdM
z3CQA>^V9n}lw(aouOzofAFm>a*F)r&L#q1C1=G+_j)WYBx^5L*{vqaMA0)nvTBQL*
z69IF$UaKWjRT0a*G}G>{qwe49<A2djoM48uFfD=sW5<NL?zDjX9~BkdQ7VDyz7r}Y
z?J?mzElTTd#a=}u&L!hw(a;{(wjFDgT&7JSEtk1B0zgyd-4QEtlgz>Kzlg?Ht(~at
zay4QK_g={-8YWGinb=;hCUo!LgMO4X_RJo#{uO#4eR#hISnq7Nvt!;rlzZh3*ZX`s
znkwNtz-wGR@RuUN%UYrQgZH_}L+~-{3dQXuX<;k*i>_eYXkTKQQHY+s6AeuXdK&$5
z2Imw$7&7Ka{?xS00Gz|@5DD}_E^@-4lI9P#+-F-gLmU%n7csNY!j-`rFD^(<m`N7S
zkLG~FvwXvSG4zy+@$IK3QoQ!aGt2ef!4BNB{I~TBtBKxNj^{g?FLzVa%Mod+1iw}&
z%WH7aZe`R1w|5HT-C~5hS5@cuEmIYqtY-M(!7{F%L<i||E1WCo;w3rx*_Aau5m;$t
zkl^Y@(ctnpY}vr`K@r@TYmCcZ`c&n4uxOZV*u#sxE#WVm0=rOi>YEtc6N~qJ;v1Km
ze?g96OHWFEkEHUL>vBbU9|ofMH~0}7V5ZGX;Ah-eHg_uG-N0TrE0pz`9RaIv*&Rcj
zp9>wQ`iZ|;{~WCAoxZmlwP;>G+&+Z9Y1{cYvpoRl%{whnle~-G=q-={geR`ZN9@mi
z&hct7hWse^^1fX|`?`;rvM_NQ)qaE~9T(R9b8!hKHza9!DQ=E~Iu<s^DYB$AcAv#J
z*PZvH*piHSBcXNrKZjSUo%y*2gf%QC<QSn-c)4Y*2odbl7l=#g2mgdVV>OHS9LN^#
z1^&iB>pX%1*ctBz_f79FXoe<O!fS&Gpv!t&1NoHRjawU0Ty_Zpb*>6F*c2xv-nv_>
zIm4VFHV8xU{s-WU>>Z#2%Td|8*k1FA9+V<r?dwHc$m@9OQk6S14Rdg-xP4aAwn3mL
zRHR$;_<0DCK(NU^q&YW**&;OHPUs<*EGg|(3yT%{X!Q6B=6G*$*|hD&yB|a2dMEdX
zvk>l%TsueFSDVUTw9>_CgBOKlSN>1JSG6F_03CjR<Ay!v_Es;~f%)$yyin-OI7m)$
zxYtrGPtzin_;C2Q*@*{n+rf^RGS3}fO1Nfbo%be{4uQ4YWa#rX0u$O=OC5H4+!jL)
z;8kaVTQjqODu8*J9u7RV=#g!$3%@0yj>I}fU#wh;w6xccUaZhE1`Jl(v*4+hXEyaa
z!{1;WG1xtxg}5Vyf200yJi$}{EAKw2{Nlk1z!co~>yaJ0(F%FfAnXRMadE#S-H9>!
zu&RujD{~P*U9~j{96vd|mT-a`NvZbat5|RKrq6xm(^#&L)=T-S$e-%A4$__8xqWnT
zH=X5Ibqyfot3a!(L%Wzw3YD82ic~Q`$^zfQjg1R}b275lIL{OhNjD?lIs?KVz!ZIL
zucSdS^>oVQ8E_m}7lguWVptnvD{--7u)6w$o8PC`E_S?n@sH2V7%V@6wo2$^6La+5
z<Tl<4240I~d~-QQj2;%6;g_3~esbEDKG${<m99QDT6H<O_J6EL+HyG*I_$)_^S|m9
ze?05sGOA_qZjFUbP?L~K`qI}1i%n2G84n=hUe3BscdXo*KaeQT#*BdL^YkWDnj|Uf
zTtA=B&RAq&wEg|`GSn2elK13~LXuUabI0z~?D@HVJoH@WP{=!a3GoUm%HbT-(-GI%
zyV|-ilB-Uky!Jf8rfS8I#9F4M$B<EIk!^vhx{Y{tvIBSAqdY$}oZktu3xhS=DX=Iu
zBSWEwKd(!e7=8WO&ifecQ*n&g7{Y3XK<!V3qjxR_jviSj=J9$eGt)1wtQ8G&=i&8S
z`^}%93Ji>0h&X)L-delULHF&$qYEUYn8=pDe&TOV3cKEB_BOED8G{$dh=H}l1&;T9
zN-<udzTXksl}<Y_2!L-xA{lo)6wK(9qwAdR5kFWDwDAs;iCNYWF&T)PY3A7||M9Ny
zu6j23Ekwsl;`#{Dv}3wm^_9xCXVsLIl?^a_&8HE?w`AA6y|>l0{@`SMeEz|AGc`Vx
zd}88+F=ufkF=xdda|6?}&@E`TNlY4I%eU^rS2#&4ssH&vfThNCk>>)sKXW>>BTy=|
zK<wY~l79`|zYBhKfYeLycFL~@e<z<{Psm<L_Wzf2ZZfY|*A*#BTiW63S1i`oZ4`B{
zkX!n-csCs{1a%b8tQV;Vot-TpS6vmi8BH9hcne`Mj+~7c#Voo{YPZXaE52Cn;(Kn+
z0Hzt&#4!L>$DZoT#Fc%^71PMAJX^jvv(KvO{4|>6;w``b=`SntX95337bur4dstfW
zRMQTuA@ak;FmH49+1D22`y-mS^d&o!rB^rrQ8dCYhe905QG@1M_nIz@pjZwozV8L1
zp_arn@t0}%lbe{O*23mNvxBAPTwZn+z49Xfu}`^RDs2OxU`xnz7uJ3xV?K!}uT$Q{
z=aR4}R=;Bw)zwGJxi0jWUCZsv3i3ZsJnA<uOk)<K?mtCl9#Q{lMf`y4mZ+u|*C_l|
zaNibzXZm><pIg|bY^OOAf4^fy=HOcDYs;a=hk&u4iKlQz;~diJ@A(G4u}pZ%6aF5E
zS^?oCjojcXHGHy)LK}OJBuYy#e2p*v%ZpC3jiX1A1i(ggOH&6O!C6bg-&J&9BK^64
z^u;yAKoI2aB0AH(xWkcICZa5FBSy=$qHJ#?UPpw@`m=@XHoYoqj`D}&bM5?e*Kcyn
zj2lLblgWb~{SRa&Ke+}-y=JYz8p=o%8kYDv7F*%(d=o;NQZXkKZ^Bv_(F~~9K$K>Y
zb#{ti+z)4bbK2karkx<u1mpzUU75~)`m++He`GCeDK$Z|Vp$JM$%uc4xknabSJFSx
z2aC@R>POY*`V9a5;N9N1)kW(y_H>0$|M!cOlPw>{qXD!7uDH`;*cncR+v!J7&++iK
zOE2M!wU*A5b!GQ85AF`)j5Wq(SY&CVH-xJM-7o$l)vupl$rIM56_6I`eY-T=<5$Va
zW~@7yYGos14cv)|nzE9Knqu$nW&PY`TBDA7+j(6A2<P;R#U)zB4VB(5B563TlAfYs
zMLX<M2$E1XN3x}X$GR2;-reMPCigsYj!b49Ge92{+GO`eJ-6!;o_s$Bw?#4x_b<5#
zWZ&w@6KvjzqSx9);qm&66x1F6L&5fryC)iHh4!Ne4gIK)6v;<a_SWk)bmzFJth-cc
zZ0NbG{f+FOF*Mx7-z9(x6WP%U3q3W9MyPhJVWk4y!t$|t@%J+#i2FvVA_?&|=qBm}
zRU8p}+u3afg%c^hhcRTD=X1?$F=sCSRNV%P#I}nyPj{EJLBYf<>7;~#(RMXG*CqeK
zt(kdfNkG@&8zN#AGwVBTB@9u(&t<U>zPNz0G3CgP2qS2zjCr-Xq7RZ88xR<YL*P49
zRnc9bTSe*(=vYl+ejW|3lprhdcjROc#v?m(-P?2%ksk9*!E$h9r#MWyQw_xzdYD7Z
zAtt_G)4vqc9Q{~E<B7>u-9^Rn;Is4dh}e*E3zPFWHG}@<m&L;VVF6n<-x-`3*{<fI
z>3eN*ZhO1UqSD|{&wXCO_>t=EL=&~}sXA0r{w;9Sfs`6kha%oxjJW*P?dLK6=|NJB
zhldobxNt)-9UWGt*1S!5Wwb?A8m9*6MuS;C0J{?zx6f;A9`y>hetJ)jo0U(KYfXy6
z#NhM6xc1Vw&CcPL4E$WBW8&cmp<zWVw~G6X`Jsgf!*38U#-F13bN=a`%-{*!4n1Gv
z=*Ruz=xbwXr9@})WtkBHJk0*xd`u6*wbqNj3pCjnEsa~javik<6X>6CM>+OwNt|e-
z_rBTe>|=wxqaK$qE-kJOoAa3-oIgauwUeF$@#gPNhtq;T&wF@g4gR2rhtSeg$TyW%
z11_Yih~yzeM+~KsFBhIkHifeE4G#8BPpdKanuq}ot~P6}eB<|b+x=*Qf`U^)97*_-
zQ&ZRgp)5>z5``ftLD3x%5s^2Fg^CIWHdx|_*3`?(>+x^7PIZAS)@hi>`_(odJiyX5
zw7$N+$L|$-rLuc)KqDlSX?3$wZ;eH-oE62<aSwaESe@Q_w@_(txZJ?<_vECM><9%F
zwICDTq}}&@XFcsZc9iBFmV%o*{u|b$qIk<w8kiU~5POQBGN9P?X{!g}>sCB`_Pn%Z
zqx~W#pmdvDr}HdAyWzH2Wn_cuI$0>6TmxW#{a@R?uO!57_-Qf`qQy{Da>a}4hVOp2
zxG|hvS?(p@X#&z;g|sfrw!gjPL*xTr9;{0@+MS5(kFxnbe)oMIzN4N@+@1a|dpMO3
zC;s%8CnYUy#t-0p+aeAKpfCZnyj3RC3qW5+hF9&z`8#(9kJRi6b(fTH@XH1*?*ht;
z2PjYRbiNJgHHl|LBQFp3P7xdwxFBCt`f2i+20jC<_SJv)fa+&64{VrMO0krU3kd!&
zoKZ=9KA-XpOwY=QhQ#EXd_8ewP7Ix|sQI=z3T#N4kv+=DQyrz64+?iN4QJh*+gX>p
z_E=%y6bHEHY2;5yXS2|6VFS9<UG(Zcmpew-rjK&Am!+6OWGTzy;l)kTK@S#1!_HIP
zw2CdlyZ6jZjzibl5Isdt*`P=Kz2WM=(Qi^?6p~duBuwCcm}pgDmcgZnc>3(czG)c!
z_it4{6M%0quhH_XRUqx*48PQ_T7@ZJh5RW>BL@l(f){kl%t$GguE2*S-AQEt=kviD
z-eZwGExJc>O9TZ}T<$Um(sW7soCO`7&mqH<rKgmKDg+jN*^{<^q|U=g4_CJpZsSz5
z3qTIAjp)K0$y{-m+Tz0A)XFy`%R#}OYE<yK%>6;t6|>S+#47b77rHUJC^B`X<ht=u
z5UPBl{nfv$7fJFw23%}NMjFAS75Q}feba=#z4mZpKWF_(feakZ>|-4FN#!X3-iFB;
zk}R?R^h_0SKhZhdt{spHhLrp3l)7czO@UqzW+Dlo$HIh|+DCrKm8aoB+9NEHnvu(Q
zDc}-mXcG4^%_F6RR?Cgc*_uR~{>*j9=ce$THp*CJEhjKt#jC81mz3|uVCVQ%p33H(
z=Hr{Zz~m=K+3vGC!A%V&Vf3%aoj>tLlAVR#zO>9lzJFO+oh5_sB;1Q5LB7k5=spX_
z9b|Wm=;ipEH?ylj*7`-q4!o7~LU~We<n{M$88`OHB;#)Ztb1hfK*s6-R0>@910{oe
z#RB?(*ad^s66vv@wukP?B1`gmVV)FNi$*J{^k88d=GD7r#E-Z_X3T9W%uTttLN@>(
zYX6B$ruQuPI(X)_6|=))^X}ZMXawv0Ll}3y-+oFvn08i{>39nOCf6MI(j8DebvinH
z70*h$2&5Pe_#16K&^rJ<VHhxjzDm2waQ#JeeP-MjcoFa(uSX+tMq^`R^9RseKg!DN
zkVn)tH2#TJD}>(35lCE$=*daw2gryiDJjL03MD~|8|+f&0#=%wOS&QB;lPlGp7&y1
zJ3p`|1;ib`3t2#xjzG`vj-chqD`a)WLgBZMPI%Mz81zm)jm<#D@rj>_gG2VyC(dUu
z%24^>{Cp}RMbewD)m6h%^f+2HS_&B%nW2e^;>q17vS1FvbC1!bmBN6h+w-fd-v8}b
zO?-V{9QyokZtVVNLG}Os6Pp(6U*#GxbHAIcQse*NN-QDZye|5+;RO8pfYsB}V>8gk
zV?8m|#hIkUK}Q#E72*fI=Q>?){}8B6@x$}s@*}aSY{-%vww9$O?L>}PjCjD~W_9OR
zamg>1zi41|goT9(xy-|Qp5!9<lUlyOBPE$~1q1|?F+2#NtP%sV;LpDSSruD}?*J)R
zpBT{gF8RG5fk7e@N+;j=3(y3&y8^_#)xUM3up70`VaLkWu@#q;>;Phdyb2qGgOOGZ
z<+9Si?zg;Qoh8b+w=67E3?MUpG{^MMYP+`fk|Cq>>GYTP`6kTc-I)pxQ<8N;ofNx(
zfPk)^-WI?==4DLDdNW<7#ljrgmJ85+ou2{}Gr7ZGUU%ZbkmJk$<N^MB#`ijEYFq4x
zJ02tGJAtSK=ZhiO$nY6}I1EM~wWKcXc|5#LVizZ_rmQ%Hh$lKeK0c>_KxAYj5=MgE
zN~2>hkDTgSwul#}^#rM5^CuVqr`4e9Y7TbewkQ^zDqfb&c=(9av^4YWzG!Sz{E}$L
z*<y@V_dg*(m}z7J*A)j!hYZQlx32y2ntjD07bRrTuE^_-WWy-Ht3^Rc5QRVmHMO+<
z+)-{sTQ2!&zy#7FCmY@*m@0rkpvM=hi7XUHN5|49`7~MFpR(&uKqzi*ZU#{VLUBS7
zF$z9P5M2IhYZE0l^tswsnwy(5?G8cU^^W&vxLlJ%90r7NvJtUx2jVGIHYShLYMW3{
zaOt|^0aA=6`2QV!|0h6q0#OLg?>MAF8Uck&;&$tSSfcBsFnEW=zk$1Un4X@Vyf!KX
zxX=b5Z_>ZMcvvQ~hSd3=cOzXV(TR&2pIQU9>IEPQAa!amHnmJ10SPaepW*I204vEz
zWx;sdCo(C)A#&H(NUn<nWr-%8)&El7bRRHOdn?XCNtvhS*P%>g|My?YEdGmwgCiM=
z!JwG&1`aNi-oxxa8b<%?MqUC#_S`Kw3E3h5UC;2Br#~gR%m(=X&0{c${CID{NvJ@_
z#f5`}N!oRFFzIrCZgzdL0?HQlFn13B4~I3-p9?S&+W%^cogLHdU?N<V@gGpM#&L!J
zR^~sAY+w?3O|A(7US+<f@AYADYpd`r!GCk{)eq<-K>GR5CZqoy4zUDp{-@{vCp!Lv
z$?Q8q7wpS_(XoGR+ra!RD=#nCXvF>ZxSSKSvd|3-41le###baOdPD^-2n&t<E`Dj3
zY7@Z-wLm>=#Gb7xy^kFM=a`CG4lFGG?jPNrns+{)L$gg0W{$-(yWd+0eC+l)D<)LG
zqK>3(P`j%-hKu6!6s3i?X<M=Fh-ntFsC6Kqv!wh5@v){HCx>Z|GzB-}qaSmpmcuEU
z>3;8fl!FH29>dN{u7xyUl<kjHW5IqP)GlUOWMKNm+Q=Pg7JT^_<Kw$9a#D>;hF)o=
z`@@nf)*)p@raYs!Mo`Q4lH~DZq$0kLgT)V8Y=Izc$)tk>ECa{Ya-jNngk=Xz|4OqF
z><GJ-kz^AKbm=(QqTv$Zlw;;5Qf!hR%x7e(WFyxG5hj}Zh9Sjt=vsBD^tnfGc#0Mx
z+Y|x_k5c~UdQFlD{r-{pd__>iGTrM6|IoCmQ*P#cXa()R#&nmuYovbf*zDcvxy`dt
zDk_I@Gr711nI&F2B$U_}&58T<3hGA#Vmt|a@qaD%h6QSa&79B(Wm#4bN5}`iE%nqW
zMqiETr;X(5(A?B&4htvLw$+WAS6u={1iE8hZhjj?D!7HME{CNl*BtO1IN}1jGBHok
zQwU!)%+c7OQ|2!f-7a=LlX6Fn%I27#UbXs|;cN$IR^Yk;$Aq?gF*2J!*G(R!?GzC9
zjm<s9CKMOR&!&&jYgKj6yu>|M)xjF8U6bw+p2eVOgyF6367xJmf|sdb*=}ue4j+1o
zU~Zzb9a=l@-ol_1n!%wpb7#Pel3EVg=ZX{4!oMzXnUh0m+s)leh!KzdY^En4hL4>s
zJB(0{^D=)w5MExuKE4(f(k?A60hJkN%CC5_i&fbgE>PWKmks1$m@&fWRqXn8%o*yO
zSL}cQM6|TtPn{MR5`4CzA*Ve))cnbx*qcRdN<viDJe%phup_%2>!$Z&_eMUbx;ER8
z<E`@;p)y|l(<TbI*P|<i<aj9RDi0z2D^x>4BY1>ExRUol6KU-()ea7M-bJMz3}u;M
zQVRF8d)_q3dq;vzcD)`MScN-U@bYy2L8H!u_u&o1Md4b$iYCPwt_0`2x+PDO>@*(>
zIy%9u(jf!hd!#K0-7>ug<!D!dRU1`ih>%~elSk&e?HHkMFPb_2$=xFyG0e|fAP7*z
zpEZ#bt-df%Q<<Ve$tl#UFwbH&oC4J>-are!NMx=$gY{c(rcDzr2c6kzwoFQP`Sl&&
z!2Wb%R)W}k#DYJJWCo&_YJ&o%M+Au81q_(t_!J;K6OKw(T~!zGVV0Zz=i|KO17zAO
z*7Yf7Um7P5f<Hq0Qwt14@KnVu@+Z~Ph^#3cOyn9rpdL?J#Wn?f7kxlc9%+)yqJs8d
zGAq42V}9TAvgrI*vqmU}1QsU^IzNV{9DQ>p!3-W;KT)OU+VDs0v{oSP^oa{Gxs~6W
zJYkwf)I>ViI{($G;&bVz6ttm4_Y^i^vE}u#`f|5Z1O~D-ay6<MnS-~P?rP|BSqTm^
ziAWl(DW>Q;o9Eg)GUbJbq^IZ-_^AYKumNE;)m3W~Xw@{c3nmuCxl8*S!hMko#zAE9
zWYmf*3zz(~QV9%!xxP|`R2A=s3x;#?(zd$u`%ucC;G(uxiRRaJ_@BQ!luCu)DLuk}
z={88Ef1S6U4We5e(ET`VH!b^Vy+V|v4<d{)U>_LDJ^TduJQL6p!<3tMqPF+2U((Ca
zdtBqXg1DWY@(0gY@%dfp6E*T(8&LNb;6B-%DM|bSr>v-;0QLF?+6Z7N=&Ka8NVPW~
zY5kqPmqXIWf}tlM9!DYD08pDEh5cKQuPB8Ei=9VOU`SRc(naz5B5cE*;`f8%JHk{M
zz84o^wT2bptHuvT1DO9JQT|UxVBL)WZxaj5==tD(m5b12(1H-4T>o8WnT9om3H)!e
z7jQd2-{^Kx{0E8d|NaWw8-oA8w<APKN_t2)4A|aG0p;%_$N$~z|EuTTSN|#kY5A0t
z6w~1(x_?^>VNz7Qe0*jW7NJ0k=BKMIQE_n}&m#Vd*K<!HrSuyWC^ur>;^S{+d#!f^
z?zmHc(NHV}n0#Ph09g180Bq(Ohu_?SA|kUf7iTqp6h*ajqTc%&Beap-)V$!S+&6LU
zw%^@n^RkK&hi3f5)zn(-?pHwC@ZStW5pyIyRU`8Mdgq*u)UvaJ^{{bVd;+={ji{HK
zWDRO6VdH0gMSkgk-igO64yb&H-`d*orltL8F&;R$b*%CvzgF))o+}7>gefpCmi&<S
zW#WZhx5Jdz(1_J1m&l(1qr9qwvi%3{39CnqQxqQb#NFp??U@oz19MRBSy7`BUm?xi
z>E2LBCo(*cZoA2kXo#a+(i+Lgf%pg=q`|gstxiT=S92s!KQmf3Jt2p7EUeeNp%`fr
z2@=Y1rIFW1n%8E`++90wX)Z&&IxPWouwZvJHG9=`;CMupxW?DQOkP6WD_Xxr0EZ$!
zc@_s+J220i2rdCR%y6cX?cKe}8|Qmy?(wi7X<}$$kAlsQMk#<24qcrkfI-cX_h?QC
zN-Z&_66?fWzirhO7$$qE#F%=E<XmF5`Zx%f!=f{EoJ^fx?d1Pi@?}CXa|s_}tLo|9
z%ih|_TRf}}siwEs>!&RQY4)thARWsz1$TZoo)uo5>}o#2A^htYf|uKn`e<aSkJ14q
zk0If>R5LO_!umi)nt6&KLKEBuWf|7>p#s1%EPbt9j+<w5=nr??oK7ol=(k+m(L^W2
z5OG^s_}f+a^wy^M5}b+gYugt7dlnp)$v(HslQ3O@X|k7zN2O5!Wa>haYhF{$r0hT2
zv2`$bW^H<0WEs{UGtwOh_e}@$C8?%6!)kdmCk#Uz(3R#QCm}?;_h`-uNd@608q2w3
zo3F`%?nQW|Baw&*n`m%DSBQ4{+-ot*a*cM{10Pfw#vqf*#xEzl6|MAJph*605bz5l
zROFq_iUS<Ra(&ME)SZVvVw5QOw?Jnl7V~5%opYTyoo{o(nF25GizsNJGYyuc5caKf
z*7uO%h}TTE9>fE@noE^!5Q|`^;BUAW_VJ6DQo^QNF2twItv*r{TQbb{zT45^A&ych
zkbtzq;}RZw8uUczyoeT<#5r!|@m9a;P)N^kvEMTxdU5tgSNFf{g9j~K7<tJ6bjp;f
zMsRf~IfQ(g7$#1X=N>?dzR;<GWLkJP7@i5DyVnN<FPKyUL~$65C`x=T9}5w4DUZK>
zJH~_HKkQF_^uID9-(WQ>Z~Bu=e-aBAhov@CP?h`x_rIM-a%NGd$iiQUG`f=u@MhAX
zP)PSmEXP`rp0N!$lsf9ISwKC8yNOOuZgvH5gsnK0-~Qn7a5<$9F+jHG&#$&W6OTR9
zU<Qf~%P7n9k;WlpOs^5o{?c#wTX)ZkR^G#tV5}eRIiRn*I8X4hkNOy+1`Gr`$#o88
zyrx9EZnL()UlqxGR!suVF3(zJy~(T<zO;40(F6+~_I-$nz;`nT5pzE~N<@vZ^{$GP
zHYe(b9qD)V$_4d4XPcIkPjin->LUK5tO2N`<xE=(BWIC&17;hFTq}!_7M)A}jQPa7
zmr3?Mi<KRq=|ut)kDsdd0qgGBn%OSdcQ1Psf@Yr1D^21MkqcfV1L+x@H1*ik89UMY
zWfFiC|IfMJ?LyZ_eNIN?(0ol(CEW4)BEg+iL}p;R=to&;XiO2m6{crT82JLmo#n31
z=2N>`GhvR>%3&3`j4pUS`Af^g()Hkn3Q^MV>s4285fanqSj=-Tp8fPd9-<F{@e+y(
zTxE84TjrH9&Jn-Nd;Bol?o>>k-mEAOn%|U&-}`2iOOZGT6GW#X<xq(=p|4lQ)j+J?
zK*bavJet#jiu`gY>5CG+eE>kM0v2tY`MLFTVg@QQJ7(^fu4pXSjc(Zf%jbb5h-Av|
zEcUvQm65EaD_%#iUQqpqE=ZzvThEBh)jz9h8KHql#Qb??$nYM8`Bv*c9axaICIuCa
z;oAHt?OB{hjwyMh><WF&{Dukc9TD4-n`8=ais4$A^g((tzI;hOKfXZzN4T=CZMm+m
z{>Ak2<P$XaOe9ov4+%hiL6w(+sL{20)D%v-*J`Z3YIy1`xhD<9za4$;X~KDs*Y%Z<
zc|oS$NHlr*`jiEoTo%wLFbFfzbPaTwE!C|MeZ>9avv=+}Gx(^|zIA5T=XZ9o!ldiV
zNX%7g=@j3FMAh*yg@ETPACE?Zhj#J&#k%>0mt>yL<Gg0JfBGS~hG*6(@y2X+{Ym%X
zn5@tmzjtMg^cZv<+1bR`2@N${^4sRhX&>6&_0!w#tlw~K?kof5W*w9M7JII!4<n%+
zRrJ1Io;@={?WP|mHr7?iZpHdWHlz}Bv|ybDcq(2m#P0pB?l=O)-U2G0xm&+KBx2?e
z+@A@o;je?AORknYIZ4Y8Zh96aA*j3Hu8|WjA(G}yi)WPp{FO~rz}?%Q*$j@lvt;fW
zZP8>fp9e=yfh8=WmAT#eVk`&wyw<6fpAsHS6JRxCjenE*Yl(N=x+9J83{RY3k*|R*
z-uu;4FAv}9>HIp=WZzWFoquMue0oA6$m4`<%X!Si8TlcV@BYFTQMvFfbyFSUE#MV8
zzm5yX+EV99Qx0EVP=}MI6Y=xXj`Y|(l4?O|%s%mACDn5JUMb3hLb!Ls*yVTSfvGP2
zz)9SIDThT?#`g62RcwKRf8Y^5yUYO%fN3_$zNzg<e25h|NoUB7>&>wiQop-)nd|+H
z^LZs=!xgQTspL)OJm2};T$lO>3ji9r+wLXjPkfr9J@nkxq>9$L;&OKHZieD{fWPJ9
zLw9Ls=h8on>xclIw6E#iQLON#<nsJuixh~4@bSWjzu0h>=$AiL&ao5WuT_QaILqm!
ze%+v6xNNhMK_1VR507J|avTIVnMfi%8`^5QLU<ZqF0V5|UUv8X+j^Ld5lP~1D2vuF
zN!OVk`i&UoZZ$_AF?A?z5Ofb5VFJI?A6dYc#=jq`#GN1XBp@{H{_UvePM}=;mb$DN
zSHG-sYFLisL;KiPS$Q+7YA$vr-7QLow$f7=!ymy!)=Ly&>Ri*JyQUl>()7{ac_B*@
zc*o0nJsYa!E)R*Bf{Dy^!D+(U4Sb-L&G-Du#h)GWsOy4D^mYJ`(Sb7Sf);q`X~Phv
z&W>Lu`{pA`IW1w)+YogbJ^cN3mEQgo>M~~?G^zyz{oePTIAke?6#9LlSM5NtpyZ$$
z?nz)-wTAP8y5H{w9_dQ~d+#p?qUXIb1Uyhw({4dW{rmQ`Buq5$+q14~3!BI)ypO0;
zUztJW=I;RYHlUaMY6Ru)K5{7)u=-|N1pVM>{QD8;AwG4PT!FZ6Mz_`yz&&s!X{Tet
zvd8;(o*&vMrBq>Ofe3ycIH}>}CkeE~r>ZU^@Py^7u(61M(69b7AWe^>t1es_;$J34
zKBEN>)EzJ5WOru6vY2oj>Su0kBIQy&#*fAw*>9{-1n2}}X{dnS(id$FY>#`lJ%!DQ
zL2~1YCh_$%sGnWlP6S-=sGotg?iH{8?3nSnG4rx2s$J6JUhshO@4NBB?+pBL;A2z<
zq-GaTwSM~y3AvC*Uj<4Uy)RmA*RC(=e(BtxcI;K|n|$FoyYk${rxI*>lgY<-J~h{c
z%R>_$5SAbPr&(iQR(5K-2SUQ5IX`cv=PAyPpH2m69QgvuKmgR&Ujt6}2h;kO1zh)~
zw6F0VOg@HsbJJZM6IO>mM!_KYq3Wvcf-q8OrcrF$k^YihnORFR(<8A<$K=%u3$3>1
z==0iO+N17?1O44qCDViMH(E82{<nhf#xx%Jt%$Easd3;ae>EfBQ-{xx0dsJgzFIgS
zd(oU>5HhnYENEM5QC^N9%y@4sf)-QLl83CfD`sP3T3ZXVY=7AqX=a<*Y(Vu&?rV!u
zvzYY_%^*`J2&|xxsILJRr!8TCf#L7`BOVhqr={d4;fliN1T6zNFFp^}Ii9e1;Z7{F
z>~GOi%n#ff8qz^z5!*uL8Ar^lEX-Z)WvH5qFzj}A$o!lU4a|XhH7^dN4xQOO^MiwG
z-WUCojIGtp;>-SgI19O7f{V#?DC)oD$gZwx{lK3e?9$Q6+oN0;&{VlBe)bmH0k=)A
z8mY%t_F?kzebUhxq&7#wfQZD74Zo8sY9m{pe`}hKV;$*y>E`mYLi6ZujgPN(F)DCk
z#^wk<1M+|}H>RZa!irnE!TwHf$s(Me^Ti!Ewj?&PH4eYb%~kDwP^j?LIy^<icg>o4
zg#ilS*=}qfhAPT}(;E?iBk(SrrDm{hR#uFL58Y6CRd8j5aN07-_js5CEW4wl8eTfA
z$oiN=9yVT0u7!7?4Sk{lt#WOsuqA=1bgORUUSr&`s;W_Fu7<0Nut`NPu7NFCTG9U2
zr!Qfc1Fad3rMgHTpTY#ztc#DGv1ZO?rSiR>$9v&tSBdokV<!8LmR2KPmi1L)il6M&
z^aL}FqgKoGt2+11zP#*bIj`g9MpmNu$T5}|<cfuT&Da=#e;&Jk$}^B(Nujm-7DlWq
zzf9jgFuEORytg??`lm6!!;!jBTXSbn2iGxFg3Q2h9KR6*!1>n*=h){iqwv)(xBux_
z4#{wUCQ3e5G}O$h_bTY{T=S&9e(7u*>5k{9=jxrnW?9=^k?FaufOQyR%-dVgh?zsM
zxIf}G1`(9(yLjZwXo4JKFLK0nJU`pn)zb2TtWg#Ip*k9uiFNHPVlm@HHGbPqv*mBR
z&@XljL7$+GW`bS<L@uTMQ;TY{&R`bS>{B!r1dptvPok(SfuKK|4q-PYPb>>tzOZSh
z0nC-Xj4HNdkbp2ZDqLarpS$jyYMkkx(yTFl#)a@r{Svj$llESaxRa|0_T}$D9Qn7}
zj{t!3@!hJh_KQ_T-4Fno-Vbd3?;_4t8@Ed#Om<~lcnZ4n;MYT9y7niRsq^As7G54u
zp9xl_=l01tc@lDMIA^p5+i)tktY`{JZh(W1u3e9Kv*POD4zgw#+oRKU^*}d(!d2|#
z9cz~TARt2~OdjIAPtld8m5jZ49NS<p@%`)^KdPe%)~fgt=1tMZ)K9LQy-`#z8A5^J
zGoI>=FFgkuzP;7$cxCo>oM#6#hdd5K)TivBU&gv_K6w*Z<@$!3)?IWfgN~hx&AXf@
zaV{K@GEg2E@NVGCuJ3M!lu@2t*$@E4vDpD5NRSYvW>bnfV1HJRj8ZjSh0{-vAFEzk
z9S8aa1FGav^P)$9m=!PGhb)j`TY7bzR}~V4bBgLgIr;0WcG#NO-_5*oNf6k2RXHNH
zQ5f;}hm}<LuCb1cDAT$w>&j4oV#u|5$N0|w2!n?V;gU}a=c3fR=SONRqGK!qug%o3
zD&9vx`55%|%L`Hg_H(9yqEC*`p)#@6Nwn0trV4yBq3POh?`xCGH;MMGJr#-J%lBjI
zW4}S+RZf?ZWpwy_-h=blG_Y)(jw^2AlQvUZ5JW4oILUKe9e6+kdu@;Q+T@im@f9T~
zGvvKOnY1U-K55+h#f8f~KK^p_H3&-YE<4~WFoff)Z|9w(4;%c|Ur5lM1Fjyk^WC{O
z(8eE&wIZMmk}pI3!AhfG+|Vj^C=5?Pdu)wGQgemP<&YB>fAhC5dQabRM1O}OzNr++
z4SE?Rr*{3AJ}@e&O|<_v5U^;w#6zdsD<mZ}eU~Rx>=>_lkIqCw8ZCJ)h(c1~7d!NR
z{3pz$-#@+GCVXlVbkDFHKwp+TP{PAIAzE+H99y&)1D5o<=2U_E(b+p>2*5VaI=+j{
z;vN&4cqLa)`z%0<J@I~bdnaJ}zNQ^oh<y_i*dcY!iPCw0?DlT#PoApyO^h2Yv>;aF
zanBBwe_f$>Vj356v3TJ9SP9!H2c0pAMkZ&x{E+{Lum+5Z0~i~ni#zvl+<+d6m=jHw
zDZ&qlE+M6KOPf<CykpB`(VHr5*i-s|I00?mYv37;t5Fl6<&?wd?vZ{M(+S0i#5lmM
zagz}d{A#;Z63Q_hco86KFpCe1p=J9(^(VuFlDJ#))G(keA?l?wjLP+W`oJ-4X?*9^
zqAUo_u_AX9k%5OTMQg$QBpm+Q04D;}=^o59$zyAjCmvnG&Z|Wc&$pedE#9*`k*0g!
zA^lyvw3}h>$x0Sw1A0YrJ}#;BwBNLq{KH>`dZSYQK{HZTFXR1D@A(2UP^Y(kV>;|S
zA)@ZQa{MWtupyvL!N025KLP9_*wA*V^ldo%MOeG}?;Z8#M`mVtP!n{22N>)9t>wT~
zf0(EPFYS96(kv#1bz6zF(ttPPa`T@2)_)fh$pYr(^H_guFNaxCb#V8IqQ0e`D3lvi
z@615c{EG}a-cSn=f)KO5NcIt8W!SQu#}G3|5gwP;bY_s!l6iZI=VMctD0M|DBeGR>
zE}MoL3?rXP@<-cQ1bEXULWx47T$Gkfv%)YeQ=-^@NZeU)a1QqpqQSD}m*jtrTIEL8
zG-w!e#m)@<t&@zsI+)}1)%cYX4i2+ZqHnJ8^NQ?ccJb$phL9VFEdRvFsh{S$C=a<;
z{Ku9fxS5cVD?@*ON@9w~p~b-_;0UX<LK1{z6l-H0YddI8^87M~*rd*7Z~Zo;#An9k
zx^?#Au=9|dTEP8)LKbbF%S-oJuoZtI0i%#4_tVbdZLxd(e&i^*lu;$Vvi}*Hm?K}s
z!xjD`D|&zZ%~~E!LQapUJ0DJcW0=L2P6zTQfq`WUj;XV!<EUk!H&zjsXbm#0#2Eq$
za88ZBQ>r@Me-bnmU-ro78>(}!^9324=xBJkk+cUsgKA4L(~Zp*BA%9@jtubL8RjQj
z$k$K%)CCX<RGu8AH-I__02U@&{d?2W5+*X7(Y8x4-{kzJ=}<@AIF9{fjC0!v$-fS&
zJbSjKAZq348#TTGPubN=XdnMBf8#Gp)UtqXE!luy_qcLyeec>^MPo?%Y<DgiyRF6d
zNDPyQ?qP+fy3fQFLb%Z#^&C5U!Bm`l36TB#PIFHC8%KwnMKTy;D_y@$l*e(wxF0(f
zrUUhf(8pfQ*wf>XiFJaX8x7`nG}q5i-W)O_1bZGTHY925?8w%ysLEBRSYl)z73;6?
zX92#blks07FypJWJoPqr!9DxcB7mMh&_~(t8(xdp4fc8F4?Ch;R^=?dNTnHVAwwYO
zN!=1Pw4m-OW-*z|enrFKr3VS7N=Da@8}WI6LuRh}Ol{?|BT}tu)sOP#!dRHT8Zwj$
zXX2Fn-ocKmb)qA9IN+rAQybFFhe<p%swvexfVI$@KRd}~KWwrDy^?_UHn2FEP`yT5
zj{gyp+dK9SGTU`C<sD1D8$LniKsBY=`?<1d+G|@}ROFSZg6&#W-#A=$a+WhtMu%85
zLr3*Xb)a}WRW51YGgy4TsXJ3{Oy3vb8|dbJP!s;bX=^-01C#2ghk=u4e|pQ9TBZ{a
z7dxpGB7<N^ZVX4B{~goRjR|2s61vdgmFm?nD>9XS%aFUYNzKo3H2K@~PVD*{RHWeL
zF~tO80}EUnJ#peF_^@)CcUB1J?deI}0FxgV%Eb?z11UE~FqZ!q_?n%6os*s}9tun^
zsg7_xTN$Eb9myf4u8d)s{0rdmo*<suD8ikp=1GOenD1h5?=r!-6zUR!xw=vD)pVD4
znRsZNPcFhC^5=2?D7|CdK_nMZhZ~4i+$Tc$b;ShFRfD~nd7q`T9nC6>zJw()6Uxms
zBpvCuw%8_pr;6A}#8lQ4goqGDnz}Y)3JD(iGCw*8L=3fj9&`@7Uv(V=hED4Usi@2o
zQ|EgLqXv8oSlZ_@zD4yZ>njb>rwNeo*Rt2oCa1?g;x`^e6c9QYx8F&kKt_i8InoBs
z=V$sBvZP`ahq~4l7C5z%7t(7+7tm8ZJTP*H>2JwhN(n0%ZcQvLOoJNVgx<KHD}8l0
zMWBfM?#A^b!yU4*2fMleEb)TyIB>Y8>o00Y-?{iCKS$I);2%N+iIYW@YAB~Z*BdAk
z!HYHuLIp|cRR(D?;PHPSnLnTKqTjQ@;?%FOobn|5H2gjxIpbM5HhX7)rzk?ca_N|0
z81!3(2m7zZ@cdwgA$oImP}H5_{jr53+vD2j$kJkBOoZhg{k({<8D_#CF{5K~73%&+
z4q;y+^m&&)y<DMRccuoFoHayXs)z&#a#7S%6j3$PfD)R-g-PJ5+NJs=bo#}&mRXb|
z**&vV7%Nj|wmfp=9nV?ey4MX&=O33y(VLTlqSh<TiifR3g|B}lcMab)Z8@mYTZI0_
z^*@qxpv((~zoOxuepRN<xpm!dk~Ac@+W7GPlQnmGUfj)OJ?EwrDRo2(zj!+5Sll9m
zYOXsI`4MyFr?w^<HXi%jkNIa0x}wih_`<lYjVX^)xciw{;L(A<Xeh{#+_46<T5(!3
zxZC&C<`Gz9Z?8Q{F|53=j#TxvVq|TL?(@H4V33coln;zuT@XI{@k*66q^9Sp2mPMp
z!DdAjG@?ikg`q-;@@`73^A><9Cbkotn?_vF7rjYLd5=Wn&WoMeKcslw`7NqM43Oy{
zn3ACwXY9M<sIOTcCx!UJIw+3xCY)OmXIU3_J4fD8(DiCc<0CEWcPnU+Mek`%r9VK(
zg^2~%jQw?!3h33PWl4zQzvFc55XxjP%@uYaV)7IES+S5i2}SMfSoPNGFrcq@5cb>Z
zMLi!Av=6#j243rlfvk%;BwP<I;2~l-I~>r6xT<H>ul;1FRM8jbFrRd}uv~Z`?=IR0
zYoOf7rzKw7YAbiD<8Gb9KO}2Rpls&g2lDq+X4uVw1vk~B(L548S#;`mNB5244};%r
zvGb{w3DQg@wb`{ZNWO<kz^z<<<`fpfYa*-kenJ+hP*S5irKW5uMm!rRF-u@ylw~Zh
z>`lH@@VBVIQVB-91e6BAJRk}>>n#qXQG)W`+6wBifYi8#N~Nt5magIyfAoN~5Ka?6
z{j>X#?F4HkPBoo=W3Laowm+y!3s4`+%mb<)mI}0`CZlE)&>?9d`M5AXH>BgN0N7kl
zR~FXz{bi)6Qa244Dcr+sD%moltlX><sT9qwpp`N$S4S(<I6i4=T!MsQS-<z45eC=C
zR8CdSFZ7avufyYm+!oTr{#W*9I0IIeTg44@inJX%Vk_gZMeEYWj%>aq#XA9xE`ihX
zMi{Sr{9)~1iARo)YAS1xEoSOJ4G!QAa8HUF8Gn8y*t4i*9CDVm<)YvJxK$U8ps2aK
z=gh^KA8d$md2Gi;$p8ljzb%v;c4QYjG~Oe}<~a8DNODO5fupQEuhev=*J1a~Ph&CA
z^lYG%*`dV}gbe-+t&?i5fuqd(==<-CyRDxN`~~!r@3*pLr|fp#+!>7q2~%1vsQXSz
zcbeJIT^M<^Eq5Kvuv?M|4VL%jek{6g;iUL*EhGZfR*$`C(QCG{>wY3{B>F0Mw<7<_
zCISaX_gCUDzcf1aaa%fp7ZCD(?G3Imyo6J?o{;?$`YFSopXdvNC(Uvb$gXbh2}q<!
zz2;k9axeav3TI+rR`v`_@UKz<>dRQK&jyp4jVgjU8nG0(^|j00Z^^=89h4^rBd2Y>
zrzX-CggPDtd4=PS8h<qiv6g~=q}hF2DBiP>wSwUn$^1v@-lD_57iGuuEo07bq5^*r
z&oPL7kpHdg=&S(ut<iGVVri6j_0H~HB*=D-;l!2uz+e3%UjQT&^UuRlqE?V85>K<e
z?WUSMf>ocJup*Cujf?n}(p@G>z4Y*-0hgy&Q)sB_&lgXfpD$K}^)G4qQO-2nwWXB^
zP>i27FIwz~>mT~A$R|EO*;7Sx&T95cnmGMU(A7o=h<^DRmqwh{oSEP71@TBVvV9og
z{v3jP>g5(vG8Rl#=$JwBEzX0znD<TgPYjBL#?tTYJ&k7P$#0icmSvae)mBU?XZf!&
z85~0izW60JO5)eX{lt)+LE~Z&Mk5g&+p6a1iU<=$_sxi9Fe1fYHr@RHNIJ`?wwksJ
zx40B5E`ieG?oM!bcXx-PMT-X4;uHw(?(R-;cXxOH^1R=ltd+BJY|hG@nYs7Awuq9!
z_zIFbl&du~bmseGU;vA)0!_Bid3d%fDK~uSsq7ZS89<*3i$|Og?M0l&P;@==!9)R|
zu%=m*Iu2-|DMx<(>bg}LL?@c0VI0v;O*cE|$km7-Vo<PE0irMGrMIJRA-`SOxLww;
z`o&HR$(iwu<@~SXE9qJ|IX4<|Pj>Pf{N@W_=<F$rdZ_-T{;jY#4&gT46;TNu2pN}9
z?EB2Bx7~}mXu9cW|5x=Ch&wb4ZOf6C2VGQdzTZDUa`xnL%l$LImiybQR>75&MmP8B
z^p0yAqqqc)5gaN{5gh71u`9v_au|o>97D3eHGe&2iCjgCL$qD<O^}qkw}+bvfdhW-
z!Ko<>d;8UF7f9h+QAtTi9mjpdfgcD2-a0@Cjf{6UdaZ6#Sr_Z=ty>lvmHPd=!wFl*
z$4FpB$x4WKe%i2?vm3%pWOm#X#KXrI`i8E!hD)dUds_KOC3m^e0SzK=g{UOiUdtL9
zlHLJRzh3Uolph#%n_}NzpIzT&;T^)+{rZfoNpxh7?PL^=*RQp7ENw~*2g#3SejguA
z&BKWBYW1wC<NizHd9<#=gy8<S)kXDt`Ef#^iccmcU2bh{zEHwaHddelK`{cy{!%+F
z-M!-kI_e4m4Gk1-r=8tiod)ofuQirm#L-S*<WSx}?>*%@qq8*-@~zozo|(nyr2~bG
zf1-{fQCS407pD*yMt>7<_DHdriOO9*E?N8~paNc#9Il_7vuqk8$JrYaG<z#o9Xm0L
z=*}Ftt^22!s~fAW877c<;{d05Lx-%g7Kt%CfJYnx)e@(j{$<2qmu4P}Z3r%3cT64q
zQgLCPWEc>E;i-AlBcy>z(wf?}B8mJ^BfYl=DloG4Vug81>FHG^?1m-+msbS*-O`F$
z5iFX5>`I3eeZ?Z=K<UGUkF;r35|wzd1g^?~Q()QK!<^3y8=Tc|NSU31Bjymc%{)f5
zLs2_zOUqFNr7iQwE?&YQi#K&m>G~@2g45Z3iPj0)S2!}UbA&)LQYp{T*c7hSL7+rb
zju_|Qh7csTbtxNN5CB7yY3Oq_Ut!@t0esNA{(vU1jD30KsAowv!d!cM<+kzO_-lb%
zeNUcy8Q0SegpHNY!SJzwK!<laMBC}Bk{#S(-fLE5=qwje)!pnNduA0VwN~EzlW7Th
zIStaR?TCc7p5d^)f47DbtPF)UXkQ<}te#%%wM4qAhJh<`i<_L+#6+8x)1fFK5w?Z}
zVys+L%dgG%(vXu@_vOhav5ijbGux#-5W9&RcMD2zr42b8|Dl84eZFzx@N8iIjTzHn
zQxWl+)5*<8S9fF{Wd0<^9~C0=k8xeLziqwY_Rpi6I?p1z_AaiOyrskBmOVj%TkNF_
zw3zSFl)$Bo9r<f~Du?<###4UeG>%nZeW5|vTTVFxhu`<>2#t8`V?`Ae5aJ1mNw*|!
z^RuAKH=#g*FU|w#0?u`{3%%#~XR&D-{s|APyL(v*U9-d-DYN4Q#Ph<os6TP%1}R>z
zlL|F2!K{@6cq>cs^J0{&b{@+J)z)RSNTVfJWW|!z3g2D9wMD>ayWYe=3Lj-MoG;sz
z$TuHF4^sc+p2?^;R>cN5H|%>D?QoyWGkNZLI-cwv^A_S1T$|zoiv4j?$V$-CLG}B`
zz5Gu<XI3F7MR6qGL%RsloaZVpSwd|R`RiFwy+%B9J?m8%PKE-}S<jLn#Yt2KikpOS
z_b2%EpN<b|pMgkKf-xL$kQ|=`_cF_*nioX+M!Je$8DYi56bL^#LqKsjdbZ%VeyaX-
zIjK!&lQ*&9jkuGENAKIJ`Cv>1#p?fA!Y^fI@7RQ5K|^r-VjQ8iJ#ak7D9L500wH-h
zoq@n4_i7<86+5mI8{^pA&lf#v5mfMKEKK!(sRNeNdU{2XyM4~M0h#8U@5Din{kRo;
z6sSx3G?Kqo9r#$ZIMpz(i~s#|iwk+~Rvex!RELFaTUUfeZI$@G-V><pX>nr7%bT;b
zvOW_y37$(o?QYo^E22~<#UCzN1||iOn^q9EY{7wy8}6dKUV5w1y8}~<Gt%hS-$~Me
zR{>cOpLNTF5i<A10(bm6sSP^ji6RDOKg*}gP9PHBKQCUpN<exmqroSQ*K40Krdt4E
z)5=Nrl5}V#&^FLb{<-N+wq-TXG<kb8%4m_3GnS!^eIQL_g4tD(P?q2j3QYpq_Nf80
zu=gnWmB*#3Z}R-!(VgjcZ4_|_!I8h)zmTRo&DEsX8F9a~)4+8We*+{}E~2pFi^hSx
z&;KqRnYxm+K2PEl84oVu`2v=83@tf%n|Kd<m$Y#WP~1g$DWO+AX&87-Hk|V)(|NRx
zdS<3Rl?ptF8A)Mh_U#XkZam<rfIJN$`9dCC_(r2`=a6HW43a3dT|c}vasmmDU`aGE
zo45(K7f8Ia8!AwfFPwZzlfz&UNYkee+yY64<F^e%$DLcJzNK$W+^ncAnHh~wQON=}
z$A;a%UB8K5?_dpa;tnr>Y7-ec2=+(X11+X~UjIO*JI!09_v0tCE?TyTzDmPy{p^(b
z#@2rDvd250(7gC<pK|!`q<G)sfqKoE#AmY1brI~VXQF$Xf%BFJMIfDtevb4`UMT3-
zv1(&!ojM0Q!3#nn%YH(^#jnS`X#jU-S5<gff^%pzToqd_KJ;bn<3*=G0<0??>?GT@
zSH725Rln0~5q<S|LKFNzrM%A&<7B-BlsM{bP-y}pB$ddpx98pCkq#xS81|K8@fVtk
zgr~`LmD{DIT>yQ=vl9o`NEX0oqon)MRu}%!Bc*qI39s|LQNY^f#PO-(cGXPU6Qkqx
z>Fa$tgzyFnf^*_P=$}<O>*vs96EqEU^nEG?ZPz*hAm6V$GG40#+b3HiFf&fSY#kYg
z&pB_17&*aaidr;C5-I{RO^r)hnFCfu-}>zv9KaL0zad=+*U=TEN^NRVl0X_jgt7%@
z%uY`zdeyi-Lohlh_1;xi-|@ipa$%nG4~&LuNk8gZ5j@3x);ZojXxM-3DmW?wL%<8l
zO!Wz{6tJ3Iy~6P65_S9D%9i3gKr06}oZH&Mr3vz1scIpyLEmi&)(L#wS{&JD3P9bl
zfq#4tQgeUl_@-u{GyaMpouH`nY}myzZ1ZOrAUNz%Q-P+XkFuhufqr`3;TKU;ODQd8
z*IkevIea5)s?3ao6CUGW7km(x?@q1}(S$4TO#L=A14BHZjc`s*&`PCAvI%G%THG4s
zrCwdkFGX2Sx9VLI#0<=M8f37s&o?gV<PP8oe;y;@a&neNV<GfIi@HnYP1zb;Z#e9C
zj+Kh2>mDVNb!8Hb4J75eg+Z`)K(tfCK9yBeB-y#K!l~Z*dpg;#nO+)GkOvIkcv^Bl
zWu96`&-8?Pz5xKrk3#-|p3Gi3LPrKvAtq>Ud?#S{L|Uy7(Fa%BWB6(~0nvqZ3_}5r
zi;2BED`^`!$8GyR)`h-(!;<#T0jDUN;6kZD5^loXn^A?K+$HpA_{DHL!yIS_A4EbI
z3J#`C+ib?JXjJv6l}#;<f))bOq9_c`<jLSM@;cA<W|%O!e~ieq7-?$Za)0eMElN-{
zd_KSVX~_Xl2d?}W%@#m7><jDbUx@o+It>IC-U)Ur!!{*-{0SJmccU@%2OQa_gufx?
z5p9NotjHzDDmNJ;+~5#uSbu{mC{SK=&6t&hv}Cao#r%}CX7{Nh{zC3tK8LOWH?bcI
z)~p(~Zt4W{hG|%vghcD8SFb1x#eRQMS*@EG_HA^n7?#auYRhf@&@@}FcHe~^qTor5
zWGgAx?iN-l-(uNXYLg4)_Jh{&(~T%fNKVUl7(B|2`=G)18`qCME#g|;s3XCUVEpE2
zuGq`(zacBUSP8=DIN_@KVdCWZ45gZwl>4@8)HYG~YR$spP9!{^X+jkdF0^_ekke52
z#T--Oa=mh;7&`nMD0&Z8DUy^F>dx000(uklL~jR@Aky$GJ1(^oIAy*6K5i2Z-msF<
zCmlFBF^=qry~prn=FG8szkuyWdO<L^-ahe^;%@H*R)xSs6IHVhqVogl<`pF*=;i3x
zS$lTErO7nZ8Z`kN1-qm}!f2RdcUuMJVXo!lmIY({_^%Bs=|UsM^r$U5;Dk(^Q`ln<
z2?K~e${%Jg#U`}!rkR{AVw#svD~^Ngz$iYS7+5n2YK^9tZ%vuHsH6OA@Sb@KmDYR|
zTZqkb<b2&qU^z1;b5|xm5*$^))6k+dDeI4_eSBz_2Te);&OL7jD~4A}+h?gqx@=iw
z(p*hir(L}HkP~m-4k9$$o3x%o3Uuk)xDWxOwpbw=R#w1ipt#bpu?Q;Z0lw2TkEzGo
zGE(<Y(E}nUr~M<+c-~8G1hd@pA`LqH!;xgw)Cendurs`ee|IMK!ybaEyL9!SJxXjQ
zzvVu_Xt#Y1f?08(AiZ1YmE3S8%8#pNyR2-eBT7mD-K<w`G(#gffJkp1W~dY-h1UC5
zh92L(xV-h>#hJd9jt$v2MQ&X9Pp81_8gvf6$Qpx~mwE7t%L6%%k2OmsmbMgsxH0{>
z5O!HB+dch8cv<MLuKW<!xzoFQQ#`cdgYfGmCg(d39JRrRpilf1jBi#R=4Qn7Bs>+@
zGiAwF6-DnoitCunfTYTY4c~$qpPqtSZ&|jvUJn(1f{ez2ZmeaR@+!s%ztcL#*4PHQ
z7d<-kqEc8dIoGz_!r+GG?Prh5A|mK7E|Uv_pm*QUICTEIdJOd*ze_(yaUhUos+S8>
z9{%g2gzJ#KC@78K)P3KjYDQH8R}UW$-p{i*camKg1wwLxsQNu-e9U{+#+2>f#+4<}
zR$mv#o2Kp>>z%k$jBS2@(^2v(FNcNXP*u@N3Hi}eXTi+^PAnrB#C843)2mV2$XTx2
z9V%pM-<lEFC&i1xvew4Fsj3KB>f`&Zm==Q&S?qe(2bSTcIetktqQu+Hr0w!)LdF;o
zv{r;Lb#{kyk}Fj}AX<XmE%Q{`NvYi}Q=yOgH06$oyYy#(2=P_5xP^$_^Q*o1wNL%_
zu{I39oJdt6w*!+Qe|IXZt{&6;-f_TR#B$^p=f@MMC+^~y7fC&IB!c6B<RXSYbMxD(
zzKHK8c9H*DwCnWV*GCZK(~cKY^%lP`<md=@zR6Yk93it`F0^#uEsbJS+&?4Svh;>H
zKwUBMz=s{ZcKD8i5o7_o-{+0oDDBTqWKC=gz5~kcF6R)?>YQ0@HD7Xg%8ml#E_k};
z<VpN93l^DJf6tJL=)=d;iCUw$v{<6t{=~G&ZV+xsejF8wc42htC9o{9L~%(QBd~=1
zAfWo6GP~w~ifcqXLg&x8jQVYs*Xx=5Uem!5kcu|@D;*^z$Q+>zZ9gIJo%N~JGl|h4
znvm1JYhnTo0`%{KP~77F{*AJlDKMHZ)A~4UCF1@G12GF0KKno%bdS#`mEiL7D6t5f
zEl6a6*sovBv+mS%bfTImTxw4{gE4W*$%U7#v7dUny1L9y5;8JY4-=Cp)}$)RO8R?K
zpl<ImEZmiqtb*6q3lPG#NvNcR*T?q;mqO*Kg*X+i5Vhh>chx2ncquw9247xAMyv^f
z7Ft^$>u|sBN&z?8Cj=Cqc(Jg4V#0~TO$&h%=jst;sKqPi;gmTJ_i_|CS*UWFYT)E$
zh`Y8rADCS<$TABfD8=;m)FEQ)a9}R64?Vl*PpS>pVJlXnrTjxPa^RMHz8dXq4bFG6
zT+wP&wR%UMM<Uctfx*en?Mq#A<-CMcRC!9QZ~1xg9i^qkVjfDG{tsoYdwYe6*~z(?
zb>8qkL3wOOfp;;RRp%HX#L)xJu$UruEWRkC0UZT2ZR2~;HA7w=cp9PlU;TgG^4GBs
ztR=r<N(N=c40Nd)K&!0RcMAj`$7)9Ef5opZLbVrfA}sW9Iy{)UVw#)l`s3adi5?#-
zCvB0npB>fA@m!7!>Oa*vth@aze+{Fo{DdfWxMxI0ztN8PRH)yrssK=F85ylS@N@yv
znXd=Eppib>I<Wl=FV(I<(Z>cSiy9IqUYN~#aB~rlCI%8aR1-CIk`k7ofcncI2i^TF
zPlKSl<3c6OsIl~57}{D%Ftt@C31X0Qi2X-Z*0*HQ%x37X0I4S1y@wd+zJ5X#*chDr
zJANDC7WF6w?A$GiiQT1e(R@HawIMM&?6&07KsVH7+*ts9?=%IkUE3;>Uq^gR9VkLQ
zlXZL$!}Nt{!c;uN6mIP%No&6xK}rjA>aVgs0M|5rCNds_4x#~E$R)qX?|I>E*~|JH
zKT+;j7IaXrHOulx37Ninvg1E5TVFOL*r(?m2k82+*|q^Qm2`2No>L+?%(V|2-<jz;
z+N0!0iLd{g5T5?qNjFKq9B&!F9N$<CdU-|nZiw07>_o|${q`XSypuQ=2-&QCldD4+
z?pGFKQU!6qHLZyHIO=+n+((>m1p+WUGWEY3kdPhY6{C@P8A=L++g{0tvksSo6!?-q
zsepM3E+4stDJ6U|JktXIydqU(-F`=7WEs6ARxlsKQNjr`7^4wmB-FF&w9Jh_M_d_E
z)>VTp<e%8AdZ7-<jOxG9eV0=Rikzm&kfZ7{b>G2RF!--wu-a`uLQvcU0(&b8@jNMT
zCY<|tVx!(Hc91uXv%}u~+Jg2R6ef=(vEDbA$QF%9ggg;Fxrgdv?mZEt=<VBlmap+p
z(|eh3A7%I^l6=wnP%$U^jFLKG`LJRBww>_|uP7XmWs$zyMQ-ThE{hMwb1Z9iL`B>0
zb3IFO<fzC@&IQ(*h^f)PX|Oos{3<ADL9&;SVm#JRpWEDu;JZCHWN>ACBKjJ)#`k1|
z4@pH8ZgeY9-n+^*1E=s$qhz8+IcVqeh#pA7?kfR!w7-i|ILd%g(UdX%YKGbauP>Up
z9o>e+91QRQ-t-vXG3sWEP|;@4|Eh-CpN(OUEV|LaJqx=+1kEF(F(bkbeuP#}@AGVu
z#oVzfYNaJMM@OYW;nL^7sfNo&>xe9iw%wY%1<Pwjg?Fx<)2IaiQ^UcB^YgOezLGa1
z#xhqCBd3gCvu;^P+I`0IHUeYtg}-AvAjNw^FtHeabtCQdDNrsp$KG6;G?Aw+Ksrn$
zK5+g92K~dlub(4FD$o)W+1b!5-7O@np8f(buBn=TU5}P1s;MFW2#fkwgN3CwIj#!F
zlI}*};*lA>{uf~C;wUKTA${Xolr--@58^Il@+uKPX;OiqgoL!BBK*2dyZ*(oJ3qSU
zM)l>nCGFCU)xn9wvSwn;c``=T&uN2|>(nO%e6W*t&Ps`6Sd$(Abk@iBOdY*V9S=en
z-b(hPsYmx8SbqFYhpp}>+Vk=%Ll-ra_u0b_-u_j+k2OnZ0229_ha8rnfb_>9nO1U{
zOqqn7BY*0-XdbC?2k9NVQ?@Bn6=pOlX7lPq#rs`@@8`%PXH`NZNz5p1KGaPp>Y59T
zhvG<Qvq}>5Q$JowAv6G%Ffd)1&n>PR8vmvMn^Pah&kG53roePNf%jBBS_;*Khcx-|
zD5Gib6Di**u^p50D*in7JiV9g%KAJuO5A011pQ?V5OxqXn~viUxU3ztmkdr$jh6M9
z6$%aD@uew8@E3>N5d;Knk+bPT4JVUZqxd6EOgt%orlOr?d$b{Yh%$w98&eqx!!jp|
zkvOmGSd^@7qP=VSz&PuYXM${rxaWFwYE*RquAmPNX}1v9nZqLkuGD$zvV$lhe@brY
zH{mFr6;+iGYN|}^)u?(4f|V(M*gtZj@ZY^)gfH#4NE0`GHs#ptIn@c)w8a+j*_$hT
zH<*yePj8%=dKjx6pfAtD;rQM8Ozv@?-N;cBAP!;FaV*GFQB{J40^p$3o@z9^RB+^6
z(Bl^*wb*6{a1~|@U4aDa8Yb1ZVyvUvC$ocowNVx2y}3C*Z~qMW%DH$fC=!BUw^<m5
zQ%{Xy4v{ZiUEql9`?5`jXv;z;;%Y@~t;jR%2fB9Lh$#4F#FV)|_%2S2XNKXOlFy|_
zTO1?aGma}OP-zVm`t(|Ubbu?OeH)I*{>5r3(7L)J@OqGbj6f{=H<hdY_Svs*K{>5P
zlU5gV=$nN{mdJs=YjJ-1&t0a2uE=rj=LAR<l7~Gr65q5cTdYTKG3sDF6xYXq!a~fz
zNxQZfMNJ)<lK|iZKfN%#GEM~TWUpWgUHk-@Bq*k~nf!7Adoz7emMeImTY&C!C)plN
zS%T<5_n2@b=RyMSr#3JHp7aaM^;4#$0Eo`wXZThnW!G4WEZ1t7*x<|6Be_ruL&i9@
zke8lZq+ce|3vcz|Ez@V-na73cL$9JTQ4RlsKd8Gmz2W=qpp6I_CQ*rWxL&IG>dGQK
zPsoHzWdD=Rb*sgknuml)3z5qd`nR%@8m()z<m62se~vnxVz%3a3iYI3B{dY1Ju|S0
zISp`VxXWPgl_URdY60^X%N^&#G~h7oxQPzdz2|V_@Y(53Y10yU=kr>e*L{mH{{9Z=
zo6jKg`UWO1UwKInZ`!omx2#^8bPJG3J~<v)tREU_BDQ5#TsU#+QHn+^sBM`*|E<ou
zP0{--=?_YH<yuHX7T0J6895jYytjs<4QTo#;0mvEcz@)d6S43<&zg9KDd|JD^w4r5
z^AdROsm*2>9pn5f{}LC8iI)_a!RYGnmJOp+`6lo9#})1Z@~CB!T+hrjQV>>RZetLU
z7Qpjx_{6bO)F1UJ|8fRnbES{24lzce&>~DTks>!xF;Ap92(|zJhv>*Y=E9Ig)eL#E
z69=``XB};3eJm<XKb1)XujEL8N5Bn2;Y<WNB+#2NGr#w_68Ey17-Ys+3sHdX9)OgQ
z6qQv#f~jB3bXOGpGg<6ZCI*%ZGU7uTy07esUWv&zlSPjjj%4K#c@B}7fZtJ2-FGIR
zjJ~@STwOS4b5PL?whplH;931(%Q67XX!Rp7p>LKBeOc6t5CW}KR`JPqREqm<Y>0;H
z54=i!J>C;wC>M0sqd#iNUXj$JqQaO9wrv7R2_A%!mC55Sz_R=mY0I)L(D0Y0)h5wi
z)^?FOZ2Zu%F@Wt)%=u-G0(-*1eRyU=o*RfQoXM#HKee3P*lY}t7UdZ-ZFkUwzIzAR
zWK(~&$)2l!b&fDasl&JVe*-5K@I9{Eu#H_j63-t3PBA*3EpBqZAb!3*f;KSN2oV&N
zI);9byd-?$g&Ovd-~qLJ-sSjvlarHAPEA=gO$-ksy18v{){Lif&XoDbt7>SNbp8IU
z*=P^wcs`~reo040Tz`4oi2)ZBh}YsY*bK_q(reYgm<&eugGE4>ql}%KgCu^oj|?{R
zWniB8&0bF*#NAd&xYxwQL{c&`n2WX>R5o_(Lg(cEd39fBKNC}2_36*i&9W_atk5W;
z`BeJ5)KtX*<9RYJDmf+6w6<yI!4Jzf4o!<b<cKZW){n6kwG?xtg$V5I^-P?J>wRYS
zC7>eQa0OvMfFwnK<-wUq@^6mI>(~Y*H!19)=j_yq+r02pMQEkeSLip60_{a$53C)1
zy^^AO;2fv&B>N*`ruPgn2V9yY<2FSUnL=w`mg^j$FJ->SFBEGC79bTfc?{+_bekJ7
z;TW>qb8qivX+tI`WJa$pFf6(tV6Z*x$hmmv_;bOvVc=Frs_KIuYFE&k1z~-84rh%n
zc=}qVl>3RLa4!vU4uiZpn}K{o^Y>X`#^k&#AuKk#CLlhfqV@ZwskY9dWQM)Zvl;OK
zAV$bajh@bR&dE1}P}W0!#f~cCnT2C!A&=1LsR=s~1kgypXlO%Thgs^+qnjQ6J8NB0
z7;OogfZJ$%UA^N*(BpeL^zt&6BaH<K#CUpwdFAUv90j@z1Rpfxb?o6Y`0WIq+kM&F
z8#Q$%&C12LmF&1<A>p;pCq1S7S9m#<oRK%v{m1-E=r~R9>rORZ69-Y_fotAfqu5fm
zq!9O{O&*cxfze<+RuKJJ5T}37Lw0HOVO{*dhKREr(-=N(rqrUKac`R@{N-V`za=ao
z@}XB#LP*uGSDv97N-{tTl$!V957gKAn+TSrt1*}K%ZMLhzSV7TrIq>FCj*ooEII>>
zBT4jNsLrAx#-pMi;TAI*fd&MpK@I!g0p|talYa<&PpSiq?L)myCSQH6+S&}PF*p=e
zNp9KE%d?|8uu~%d8u94&qr7dMl-<6!_;Aw`Y(Jid>o`%a?>u%3*_BBu3%}Vq?SQZ|
zeE$SjcPl7qYeCCE%ju@fe5T+_NR66@g<Q}&<+wu*5aM{82n1By7GWMFGyn(pQu`>S
zEZm+Kyl=uZzv$vduQ=!X+^k$msdf}%gfviI!)ClDIN>$DGu!)J&~9*q9z(}b=LaeR
zrjR(Eo6@X|UZ`->_EKg+Y76mK|3WA|p6%c(fLPZH@XCYJ$fb{?{$<|N9Msog)v$|B
zoG3;cv<=<Q80E}o54ct7Bv9;$>fdY}bq4E%IK#f>;Hcq@iuo$(coOu=%AhE*M0niQ
zF;Dj0XWm=d<n-Sy^sr9ed9Y<h-v5r06-cb2<biKFF2OrCo!owgFnw9#Q0h!=v&%z@
zUd3%EM~UsC>J=5W0_S2_Chs&Md+piAYH7>iifQnTb>#@k(4E;vA%_Ly`EsBphqPq3
z_VrjmYC3mkxf}{FDWzR-;!w617oiOWc^mpsa}P69t_Eb8vR467MW_`Ba=CY#$Oiq$
z0uHV6(lwNI9a-N62D}M(8W-}xQGcFvuC<g1^#r0D-X5iUxjc6$Gd&b;0c&N!Rje3>
z>m8Q1sp~ip*%(`d;ZJ$)>1)&FL#Q}!k)z+3tRkOt;*kjT1ncm9kg(O*SGnG04B8H8
zi3=G8@DSPO)E|Eq$;@yJRc31ik4NR<?vF>-p(koiHldOb75MX&l$2LlsZ+KcRB|mA
zD*=#1c`ld0)PN8Y+>^_Cf%Sx8DvxJ*mI1mJG3Z#jsQSx=5q+k(Ve6#72LFaRldAoz
zIdZnKN&bBsc0Um@G|LHG|EwGPCq3}<DP2%XBQutc?;$FHp1o}817;YXTyiw2(qM!E
z`9t!(NTC0^^EmW@=X&U)N-p<WC&@t7*sr=u_?Fmo|NaX*#@vt*wTr#Os}>|c<pAiR
zfYp|oYT&<JV@)UU3MHU$+f_5H&-K9s-HQX-9I2@|WWe~g{PkGGO`n=_L)3F7GBpe}
zXS*hy(y!kP5^6SW>*oDOLv`n6FPYgq7WdX=ZzX!bb;v3cm9`QR6-R~5)ab2)FsrI|
zxhE0T2u9i?M8?2gk$vja-P(1J%ajoC*&`nq<C71(q8oR)TBvYhid!sNSGJwB%u*|@
ze$V-|;<Xs|5)s2Xb+?PmhksO&J&`ebmkRjxJeK(VDUIb#&7UAA{PAV1Qkuqzy%x#j
z?9QpA6xuj~miY%Awwh~~Lgu#M`u=y~&Z}E3)~5p%`+jUg2}_<H^BV_iSJs7qzhH{}
zztMw9apmA#aCrTKN^FKf7~9n1x!ucNNAxq^u`vQXv|QhwhT(gZ=@-6hsK&uoNNvu!
z)aEdRLxuh5H(I<aX+h4>r_ibzBvEx$qw>Vp3@v9Xyw;)UjXJ{WK=7xP4d=}Phdesq
znBanlk_St7!ZO(C^rrwIf=9>bh<CmzRxxy|(8S5ggU}^;F;-#&`tQPYY}UmDjmoM8
z@jQXu5myI6sY70l&7}(8(*QgNlKh&(6h{%HPQfnaL#L)oQd`0_uTE0Pv+|=M?<;H1
zjG~$bC~I}^<j0cc$9RH^3&(s&vgkZBch<MfE5u+VZ(%3wilje=W$mBkT`7TJC{|+h
zEJaXO+nB*g>Js+c>%&(<EY9r&=~AY7amZnpoPbA8JO>G@vQKuGY=FN}b(`dI!y;uO
z?FRd)ql#R~*<oiFi#g?SMMQj~!V5EuSGyt_Jjt8p-+up%=JEB24H?(7&CV?dsGq2f
z(^U?xV|n7KIDMY{zMp#HQ+vt2zbsc*<rB)vxgfv)=R7ax#9`uUx7MwVgQ~KmzfC3#
zZ*3mWlf{gowMN^?M^zO^hJ3_08)ACO3LVKQ4XAl+i>q1ux_n3@4<G*|D-DmLCYpQ=
z-_Vz=w&kghEuMO^)f9uWJwkKkstQ+PeR3Iyxgh^^gjhA+`;}q&ShBLLJ6>by@Qn!r
z4T=a{dOz_`09QLDn@prdKrbT>#lM4L7A6fH?^r}k4uu?l+K2yosZXxMpxoRzRNdOT
zD89LqhLupe;`Pljektbl@4;LkTOtM`i|j@N2{kPT=c);x@wcEe{;Ry3N%2kvdlWws
ze^VK+;RL&|${2JttzdSXSHfAuy?R&8jKmml%krd}npGUnZfuR@NT#e~S!xS`eiDu4
zkI_=c_O>rS#$BAoW{{lB)Kc)%!;V{c#_AIm_FUwdkxFcs*JUr*cT2a$OkBZjUvkG>
zopQ?Ajl*7(@#}#9oHutnX-a$UYoNT1OhT93#MvxO++=ZPb?SROkdJ(*n%V1Dy%ZDY
zyG7NonUQL~OJ5h|Kq;xIX_|fa^Vsa4X7Nr-46JG4NhvMa&JL!IG~3;s`*|&A3KckX
zuxS1#@Ulc&6f&Mm&3xPhXDn;~nVmC|k-{)Xyt`~yBw3&xWp4il53eeVQAB#yIw$wV
z>Wy6Mk*s)R2qId2Baa>P-M!#h<(X6@QQ;sF?3t!-dr0@5B(#QWkz8@jcz9@zS^~G=
zyA|!8UPg4>cJGpn8VUI0oT|>nDyl^7iNQWnaS~ESja!P(da6coXQ}?BwhKHiv$bq+
z+E0W;9T(#hb|3W^5sXPgz5euF0hOtB`<<kY+#_=5RAb`P4nIM|cIRASt2HTUMqvyH
z6FJq3>i)tu@3)wGKYo~BZB4PV`kj-e{m3r|#hvS4=O?g?XOtJ_ovqc5TEGJAR+Xzp
zMNCv{(&{^MT<rhqgssN*Def`vqD+)W6S90NfO*2Sv5fE|YR~n*S^y!W7SJL;p90Z2
z--F2JH(D06(_tr`bwvE+v^kxp6_geYN_*xqlq0L>d$ZmfLg~wUa22Hd%25RxFdh~%
zaguUR&OEenf=g()j%`F(5w06hSU{mERz+K4LO<+OeDTFokG7kVvF!*u!iMv%50(fy
z>qvB041YVEeYvWF<h&1<3+1ZOM%GU5TriH@&W*9FUFGB{gHb9HHH_-=iRIm@z#yjB
zO<+#1w?##z8&^5{me^hsz;NOv5{{56W%OH?0TtI6DL5z1oCjb})(4))sRR0^|B+i6
zyr4s|`U`nM_l?~0)nOFPG~8?2GoL4`PSW|+P<j1N;r0<#&&V^;_Cz{x>lTn%)Nx(m
zgMU@lO2!861xfVrcw>e>ykZ?G{+RAol83(n=66=Z@zlq$E2=;QYK2ji{w)8Siu{kw
z_NNQNAgs2YqoLER`u#4$5Kvpo`h0gH0ez{f+axEZudmO<%-o$wt3mLd2{V8gEIgLV
z3ZKkqFaVi=9BuRu41A}iMucEelHw@|PbIzyc|rh+gZ&Y>M>h~i?c?$WgktzEC?xb5
z_;x!JV%Yh7>H<Lnc2%1URzd0pA-_BA*II<s)DnGhbG+W%om^e}o1Auv)|Hf$9G#te
zA!I>C2waw!-!q$B80wL@{48Yq+B$8^VLlpxOUp7BBs!4o>83B;vv@wQO!@O;#ryrt
zo-aanpuBdq^|8>UW+7LD|1ZF0tNt3JA-KRqX=4EX$RS*QpXb(kvRfBkU*bnKJqvsU
z&(CyhPT+*Nr8%{H+X2FVi8lqfI}yCYRkP|64w)+H`Z66+4DAHF5Zy}s9%4hVnXwX@
zlcJe|7eC)?6Mc<L>E%i;T_iV7Aa4TyUVw*wat?&Bz4{2FBXAWEHdfH$7m;%f*?<vN
zj;U+Z!>S}yB*0`@)ri<}KEBjHsE+Gyj9hgmUZPsHvJwBG1JmHUJ3vUKGGXa=1=rue
zAzW9B(PMV5ryKDvVMOrKZyGL-$ksQ!98!a;?_LodfoqXl>>7lD)c;JNQ-61M=J%dc
z*#Zh5`G;z5><I>*Q$@O*m(Mo934z4zd9T~y5{o$T(PD4!<eiqKGL>)u+u%zi-vB!_
z*6O0dAcLQiy}ef7JFzIPWmMjq4U`*DEPWtiHl4yowQz&H>qcPj{IJ}@U?#CR8&#|<
zj(ulRz!YKD=6TPjlsA!fE4@Yh;PRc15QT7BtS7QSzlz?CyYZX%W(WId1!bxaP%P&(
z2UQ7L=4fx#nLQ8AonPyn|FWS17Rown+|m%)@W2T*LKI`)uvKOi=hsbh+0PwZM9{Q8
za<^`*uL1@*h=1vVZc7SlgVFUnB@9<?Z0V3<vo<%dQv<8*BELO?(*3oi{SuE2sq>Qm
zprDExuGB()QI|v5gAfR~yQ)XiVDy%)cj7D$TK|E6`QX<;q=|f_reI-1+UDyOVz-s5
zIXef3HX~EDWdwKbw@dB5ec!1?Nxp<1A6*R?&y)9j?F9Okl1PBcJ>mQJ*qg4&2y5NN
zdxmuh`P(AF6$Jsg8&BIiatemmQ(`T6;w%XFCx+6f{=Tf&^>bI2HY5an&QD5k=5~mn
zgnV><?=j1QwmVAw?X7*FLq3t@QI!o-xJ;>~Te}wF`G0;OVnEuz*GF;JMId^=nHpQ`
zYS|_z1NE%`vjzW(&ZJij^2pW65niOW2PUb`^9<}9XMfFKBd%MGFBSHLQ2v%z+JEVq
zDo;Vh5fwd62dFJnGAspm7se839iA#wt#pb{E6+c#ds&!lZhmlS9cP1LxG6s#k@;4q
zAIgUvFnpE5-ozkD0CMe359pb}TAjeXbrIf~kb5UdN|`Y%Sl?$z29CWbYD1<EIWD9v
zn}Lc?I`&(WM;1+<hQ@*3QV?1#({V&@kq96F7sWfbhR|iv6BqPPbo+R{8ij|?J1P3k
zi+FP@EW7bIo%^ZL>2S<hca2l%9~?jQ+124hOx$0ca04`fo}$WV(%nPT6!xDqPaouj
zE;W;2$lrQA_>u?9-wtC*v#*xfLc;}OX2$EN2C^QZ#mmX)c$ZtfT-f9V|EZxV3;*}7
z(+%S{N_iGDFt5ab^kRK%DzZ-I?(Ka^F6)c%dFjV;X%y*mGhs)Zue6G9DwFi~uKQQK
z#d%d^y9WM#_V{1gIav=Bi&+{lXmYMDlb&zi8vTSRX-V6Uk8G)f7BUYO@7a(cBhiRK
zhJVkG+F03VCgKAO{fqZxGBk^44#SXnlt!Spm!3yC>R`j<7rNt{XL$2>gSyY$4w<$z
ztJB@#_HYmESaXB8+-(pxD(2=*50dT$MJL?TgKN=_cR*GU#B$P8Qe;bT`Op9cN~vJ$
zEbIK_V44(`{>82iVLG5ZzHB?S48d&+p7}{rvI0D%#>t5ydK!v|=&tL7TBK=-j`n^l
z*pqj=d^orGr<)2KS>(P949G(kphq$-)VUTqu9!I&-YagqOVrrw@qBj4&vNYu4j;`&
za~fr}B8UHXg0LdGj+=c5D1XIL9>hcNsd{)VV;LNn`KcHZtC0}9f_}NMAbQHV5)Sog
z&3<r8)0{M*?ER@NzGmtK=hF#y*7jU7vXVC=5tM}&SJ^X0qBCn;jSD85E#1+<&}U2~
zjj6UsLqFVju~9t{ClY_#^A9d|<UZ_jCeHT{X?SH4S$5TGFgq^OoIaJHwHf<7`N0+3
z>)9|>pH~P^)h@ol8~qd6rjQ6W;fkXxxSc@*cb?*a1Lif3<BzG+b4-!_;~^5dl6KgJ
zGV(6e`#W_fZeo|79^mX3>iPNi$v!b!X9B^x&L)_dnxBpX(;0B6?bN8riCt=P0O0X9
zH!On#>Sd<jZ)%>5k9)<1uHF%8A}abM<i{6YJeLR1TicPx)smkg-ZP$d`Po*@IsD?p
z#}~wi=HHxBWd&a(&YKB~WJmi}HVw59S3?18c?arnHeqN*PAVFO4=&@<gKHy5#kK){
z@PFN*40%pi^Zq>}=A-q1k4(`<%>=qnR~TcTM&VvpsCp?C{jw{<U84)?fX|1P%6?T4
zU>51-g{VDq^e&cBYc2k29ouDH-B)MK8Y6H;cy)oNgD5<vt6Et-?n$h;%g~Sm!Xt0o
z;L&Ai0{$utfrqww*srjqDpiesJk0iw8z8tC$ZBK~WcgO!7zp`*F<6!RWpd)+@|p(@
zr#~Zmu~E|mr2oLaJfNBF3$&MK<9)uW`!4I75kC6&bT8mtA6L1;YGqb@mg5M?l3O!9
zV*&kAV}pavWp^3Q0sILA;)I|t7i8GHxDd=#a6!0_JuFSsFp=|SKzaP3m24qlu^m~7
z0>dZt_@N6l6h;-SX5BgtXrP!bDXC`8{SEhu(ZH3m6%j<|0hEEEc3odi!!xH6^*BmL
ztWmy)EYTh{a=M?DmbBpH`tE-H3*$%lxbM2i9GZSX$z$7wMoFtzTn~BQ;ppb>9BgX&
zJGh~^)Q=Gq1w*v^1C&gu-?X9cd~0p8|AWsxeh~f#wxbGj=y(b-ALR9W=R>jgf>4}=
zMMSEtW+-0oR~*=Qi4nh$AwQ8Fo*ho*O3KItLJ-m@@h1=%KT7tGrHdhpua_EGq?JHg
zLw+$aG0o<m<noz(Qh`uX;(}7jDj)hd%@Q%hQ+`hY*OCK*@m80Rag%CCMFqp{-Q84&
zkJoC8D<noyjg2YRl!~m|H$L@?R99Bc#WWV#W;Jst%G=u;Au!?hr|GbNvE0~HteszR
zqD*<dS=H<4I3>UX<)1@k83t-{tABp><IFmk#9D(tc%<=83ae&-u$W`x$bFEc#MMdZ
z#y*~e`y#npot}lc>@%J|bL1dWP(Se;yCevk$K8f;rS>OQS(<;sSi0Rb$q!t#Jr_-X
z?i{762+9||6c$&)ZdZ_p_ovbOGxmquhpn~^35TVSi+WZlAKN>!9-Wq_zrL&m=Y}M2
z%hCb<OWh7d^$NbtmXkcby1@9Kv@Yf;^_|`1q2+8OoblB^GIoaGz(w7o8c}&~dpl8v
z&ro(QTMg7iygjT}KDahkgtN*0P)GeKkpW1}WB5Ufk;;7*iAF==RUuh(jE^>v&A*4(
z^|owD{gypUV&&*n;ZrdcS&>S2<txBErirA$LLw0k{=|i?8JkdDtWP>3a%tFIy~@w+
ztvZLBZnnTq@6?3qVT+|N2CBa1_}jIk%%;7V5C?}Y#0US0D}8vSYgjd6Bz%}ogz*8#
z99j={FS{zh07wtNhgU<RtN$Jp5vscc`)}W`mT0I0l+$Sxc=VkRkGje~AJu+vmv-_q
zACKyYSyb$_QEeXTY9|3}1?f+rPZ@Ikl!|MS!xApy_`X>^oz*Sfj5wo@K{?WzY^>iR
zo?&c=J2lC6a3ioE#l(Dzcj+JVqqY{Ws4zD=P1b5`vx|UOs@E_5E^!9B_lg~K(L6Cj
zu6l&a_mQvCn$otKl=yrQ;bffTFyn6Aga+=h&on{iGoA}#+$b;Sti(@a4I5`WPuK>I
z-zSZYmgZd-@Z24#E$Cw^xWLwsp%2MtGOLYEdvMeW^EG7-`*He{%MjL4Rooz_LTmU?
zmchh-QiomJf;ro#_&fihKhxkQ>2tEHf@6`$!`aJcPcj`6Nx)6RJj5ASb1k*f_kdb6
z%1vnNLtzAcZV<&-`Quu`PxHuT6Qok<cxs~X<#rp#XITpwBU3k0Eja<wQEQ88VTHaL
z7vEatq?*lDZ4PISfm*C-A5*MJ8w7nZ4$Q5Yb8cuIv(Y|sD*w~H!_&v1jF{RgKBsXo
zVXXY-ODLmm9?gh9G$-pio83;*Ks{a=RL;DwPW3;j1E$&hP<Juj{xG@V>&m6+==_jd
z%3SwyAoKr3iU`0$SNtp#M-l%C0urB#{zfClGp&UFISy4B`-uMblfR3w=LLVO)Vjs_
z8kx>{NcQ3Q#oNTeuX`ysXXl9}R@MV~UT22<WYR|A&krc>=@q1f7XN_hA#<G0v25gr
z1`Y`sZ+{T{<ljD`u2yEIZzE^%BoZEUCoJoo>S_cQr`Cc15+stwIIRfXnFUSlZMe=z
z=H)rW^9A2sUUpe-n$x^h^1Y)l)tn<rj246i34RzXRq%MG{-CJGig4>^64J-LI3R6o
zBB(HlVbfEPzs#t=Vo(Q!N?iXVJ?2RXOW91%5WZ7Maz-vSEOfdqPC}Kp&C1P<AvY#Y
zHk`VD@uS_G7*Q>TP6lKa1x}-`<Ah34cjx>?o5kUmqG0}s^2-&aDr91@_wh*cJJ9Qg
zVn3X*y03o-3KETx#oRTX=@Fxn=Iae0Lt6j_&^GsG@5pPjx^%}QJz~A+X~-b7!1?fF
z(ZEZEcEc4c_M|`qE&tRoem(eF!Qdx?rG6G8a$PC1Qe?1O-D&w<IVo^pRbOd5;l!V%
zC;;ZBKQGaE>YR&WGiEixRLk}t2Pl5&%+b9ETE@S5v`16lS627!c+POJ_k}$zi_%W&
zd_ux;Xo^(njFf;E(D~c#ON~#?)o#LP;nqocGWpYRbvmnpS?g5(jgJ8En#Kv%ZA%SV
z4M1wTw_E3ul6TLnKm4L@*XqApd%>^eEA*5Ai5gU+Tlau1Y>3*a^OvOwN-l-HIbI${
z1ime77q%-s+DgZ8m<8gzlqsxOG{ke<X{j}*<e#!W9H3HEeWlr3u)NhM#jctea+^gs
zl1V80QKEJHDl0lvp$?Jz6ZaIZqR;dB?i|-zuY4=cCWt|{VLBazU-qd_#l^VM!u8OW
zLO->QT&d;F%?qC!U6u^Br_F(ExvhLLW8fR>lQjSq7imMDUeDz3rM{%XB9#RprNYE!
z;e_yKPa?YVF3S0jQ}mRA>WKZv@@uQpY)~}ES2ApyXua92YTtb#6I^A~u{QNH0mwVk
zXFuThLyj=irEV|{XE|4MiC7IP@-0$qs6r{bp@UdB@syQB+-ytJ4gcT08z=$wV|o{}
zgxfnH+NtiZ=BJ<MVJ!;ioKHc8&4r0Wu`k-j&`QW0lM8kJidKPe2x_;_m-aZ(dw;fU
z6*#%9Ox5k?!BdRR<7Rwky28#rs15Pk^RykZ90|)UaGEk-rp_K<T&kzf1FzSJm;3mf
za~&8C(ro;Y0H?#cUhEcC2G&w2@^Y4iiEA-&jBMT<XH$|AdToVe5&YUk5q4Yn^oFiO
z#dDM326@^Og9Oy?cD#?$!9%332EC|JDTrS-$+5TN25KKK6f^&#rItT0cgB@tm&lA{
z7gY$E`C=SnBMq?yNDg^jccxKYM@(ib3T8XCcMXIO(+mXPtXd6y+@b$$JU3d`0EU7(
zWRYTAH@=%p@eJ|63tHL)qb{IwzM&0Qm`&5dxLrg`<W&nOPJ{?+;W<8FTpw#MNN}mD
z`^S`zX@4n^(x9r^SW058)z_Koj-M4%e%K}OA#WC@EmivACajDL*2g6m-W{qxF}AKJ
zvWTFquKoL_GD2zBEm-K?OIZi|Gb&4UtuW38b<fJ8qmgOSViYW|2YPMc(G&pNY0NL|
zIEs;*r#r)ANZ;LU$?HRX)1(uQxuv7PJA|&?2bMMiX$1_lIMa6*7HrJ$X5u##V{+#b
zQ|$BB;VB--@(;|i&*9s@pg5^i0KU*_G#E_#s$wi^gDH4pR2p75XJTvLm}-2NN82hx
zqe1?%P#ba^-}YMX6xXU5e>(mC^>H3b%&d0cUTryy`m9hT;=>=Us%9K=l>qIgi-Ll$
z6@!g*tBOCpfL#R~o)lk$3z=6}+;v>(x{pYuTK7R0>pV4IU*L-j>`+A-R6~w!bs1OL
zNN~t9EGFWOtBy|+m~^savMSV`pa>HjC-F{H|7~@@@1d3|$0$f6On|64K{Jo^XfsQy
z&`Y^XtvxA}T^<<20H8~Am89e`#kGNby*k5uj{>sRzPr&9zC1T?kz1&%!y_Y}<ES$)
zeX5_|NPD(9=J@8Tez53&t1`4GmQS>dA9t1TT<iaOt89+`L&%>~rsPuOC+WO<)q*d_
zto3ZacJM#nc>0Cf;>3xN-lx5mmk0u%`iwN5#RgO8abT(Jkf|O8&nk7fd56lv5LW%K
zeHk$|%`Ekx>35*q$I2`Y+naw*bn#8gN&whX2OT*s*RsLCRq}T(5VfeNR6@&#{}d)9
z<&g^Bo@gWNqW-X9(&2-1p<~go(^+zudhlotn!EO;xZDT(XIZOegED;0{ajJt$TDtj
zuf{=ayq^C|ss83H_*d36t0weXWi?!junEeo$r-yMQm`;svB~3Jf>M#{kGe>}rg$__
z7&fgslh*U~_4Vbt*9Ewxg&=`K&X{EtLp5+~h#ivp(FHNLqE%}~Le})yVF#UHhuO`C
z(*^v133?8%k5`Y|5sWFP0a03S*4FRq#pL<<`C|$?I_E0vQjR&tu2C&<zk4B);m!NA
zm9dQ>cPD3O6aA76F`C2@*n@gFO3FeUgD4*M?^uUF7DxXKPcKON_(02Vj7lsN4%rIt
zZ(6fa7$WG%=QBT`{aoOmqQD~f&NYNm$jGPKY``y{<@ej3RR6Ixc1BUMYNOkv(Q*IM
z!qI&XSTAN-6!R}yoGZ5moV576?V{vofQ3x#xW&{`qFjXYInMV*d}K!o@Ka{~9FndA
z?M@pdzOEajbBY|vVOu(NrN|}HQ>)40Qv&rI7YH@9b@=}}vdQq3gENat=a}7H8Fi#+
zR@Hmo`RZb~H!L6dx+=Zz)d&-(mutC62Qoy%%xE^q)<>O!J=`znmpVH5*1JZ|@95?9
zP_PhdNXUn4*!_BLdv{w{%gob+w<RkZ*MeFtcDN7L1HGN*HNB`I*!wNzAF<~JVrSkk
zoA^=^HVyNOtVUuas}$dNUNt8=PAzKw8**p2Z};}1KKBKLuQ-dO>5BxEU1n5r-?Y{a
zyb($<mWc}m6WtRD1=;n$oeyx`2-Xr~9aq3dv~1l6RLE75{w-fRH9~IbS-K{f4b(&-
z?5i_`HvZt&OVf`;@g7gvkg76BK&fH3ja5O!MFnU9BAqBIH1$AD-(8#+z|hqn2ji8b
zXY@-yA2aCT)f#k%jXO+Y6O=}MnYT!u`^(fH`)6@pzb6|=GZ+QjW{xo8^S2vVV{)J$
zUPe6JOhx_JNyy6m;+}lhXSYq5SV^iEYEWnD>)!CEYfZcd<_%+GIZq^?XkqB#nti4M
zWS_^6Q!?rY(Shn0tOBisI4PVBc5EamZTJ?V$M+YMy-Y_0D>||Z=W&c9bS@Gkd0%s$
zAk9}p?+rdmn5DGZaV~LblwjD9^$sXR-QZ)yY7BEw?MU;!(NMTZ|3Jy=qwXwH>bT#)
z2V_WkO;Uk^jO%Cq>C6zH)-Q`xYkM^f)WKugJ^kyWv|jwC4^pU0+-A56&f@6A%R00h
zc$Gi)Z>#YCWpy65bxc{G+9LUyQ;%iAGBW#S?1|q}VoLVQm>Wyg$-ZKhAR)%khC0B-
zcI2S7b2%?C3d>?T(;wvzPpp?)bsVYw4@X*mm~=~+nEF&tL(1M%tf&JMX==zJdOUJa
zu1nG~V;o>Kx8y}X*#~oW5=FwK;9G-se)!b6KH@It(dbl|vl0$wEh_v9*=Z~c{w3~}
zwmHThWpUdM<>D1SHlCNc@RRRD)(pxVOiNk|#hD<@q)I-DOS|!@8@MlP&ZhQ6rlO<a
zSK7%QO|r3p;?9X;TGPSaK}1KM!aj{liF>zI<^MUrhu-PgJgEh>v1XFJ>MpfY@@+3o
z#uB9rK<D_Z-T>KNJH@_vv9x7%Yr6ZQwR0Qg;`+qNGFjh#eoDLH&>HCA*A|Rvqc4o>
zw^lfsMi7y*Sr9a9yc#*&TLoNBWqGVXmb<=i9Cmms-YU5_+jSuBGyP=i&3tX}&^z4k
zvr=KOTiYq=9p8vAFR@pWETYQL0u-YVY#^THTx0DUB)U2}Cj5cPGO{^>5jo`Ug^q-R
zPGlJ~qY*#1XCP+|HS036;eo$V(Hx4YGYFP}hldOu5o3^@j*~eJttxmu;-*NuPzx)8
z^OK~odb~Wx^G42O9eQ4{l)jz-z2(x0m1q*2&{heGt$$l#a*XhVKgQCqLJ|a`wqqS8
zye-(DG>CI;3UPKFS^^vv^n1dx2C`+m><Ar&&UJFDpNi=hv-^S0;`l8M*Md|H6U(ax
zs%AE_p99Lt=^s+Z$+;48r!4-_OK8ZPe;nCUiz)xIQ`uxB1((6y8}}BXl35aW;_t}v
zEj&i`QZ7k4J?#8z`aj;jDk_d<jW!Tm2KT`U?(PI9L4#{>cXtMd1P>k{K=44&;O@@g
z?lQOs82rwE)>-HEo^v1W)2v==y1TyWs_NbK?Qd_f@_RnIE?ls0CU>WZy~8e7Dls=K
zB44ehOzp`05oM9rVq*wRdj%n)7TThFtYf&J9||tIYyMAt<)|2fxdR$Up|Gy=B7#y!
zn=XYJP+E7b@5xV7<XZ8(Zy`@#yoQ`9I=Re=3`n;5;7{?s+Hd}vstPO)gfNWVHR_Qa
z92eAOB3Qez@GhGpwj3=MF04s?EkujERRDO>oqi%Yk)O|jEzJ32>e)woNZ#aRe`f<j
zBLPBePy}2T!{QYN(Q&b1$i#$|S@!Tu6Mw?u`*hWBHjjn$WCwgJn@)rP%hWARtObUZ
zu5V-SY@mB%ZXWePXq`&@{B90j`~;+&ut?wWHEF4Rp{`tZPYY;_;^zV@dALxypOOlT
zGRx|an>(wJyUp$|lZ8FwqW`)a%sMqGGslCOR4Vri7Pv9K(ZIT5nbeYh{nZ*F(<-Jt
z%e~Yyd$iro3LIhYEj#;N8WSK<aI-YVvyYaw@MWkSOsGXOmg0{wIj0#~$m~gu`(g9X
zWH8TSf?8#%yqnhViSc_?>4!PSraKMr!xmSb$hA;Gr(yh<0oLYJmBBTlpWoQy-}000
z;a|K%dyJjrm^1q=<wmOO>9Tgls*~v-C-ZPHW+#ag^Gl+>@#x^p*>avmV%YknZnQ-`
z8Flh>3Lri5-QoyGM>Oe{P05#5$Pu}Y28PpGrYccx@!@4o<b9W~M?3MXwS@Qan4<Tf
z@|;o#zwSTsybN$9kc#u1mBr(t&>EdPrYW-qdb-N1FeN|RCq`84HK-M`=eA+-Z3W4B
z^CfL2Ss6?wsxB*r%H`QhS+W`Stv>eyq(tBu3f{oIdGkR=Qj?lpO8|_T?4Nws4J2vN
z6jJ}xpVEtx`Dbn^*N#_x0sB5A65g;<s|s1i&VEwwojoPdV0n4QV>?Zn9f%<WJK<<{
z&~DfhP0(!?xmax7?~Qxht>St*^GXvvlDccm=_i86Xq``42En1``yQ|?qPu^{n{@lx
zQ<vsqq#VB5TU)mZeLVp4(vwG$R>}KMfnpB4C+{892naCsC{ueK{{A(YEfHaM=A{(=
z{k2200;0p~c=6|McZDJGR=Rd4hvSoT0@25EY`el<N@7>&TQ|<ayk;@&Z#M#Que5NY
z*~j8>!YQ`L*fcxy)UgL@1(nj@A^}<!ryq7+|9T#FHL6019>$c9owN5QCy!p1^@=;`
zZSy;eKLalJj-L5)9^rY>LIe4uT~v0KJSrosH3Y64eyOMD=G{AR;?Q=eiya8ne4Kc8
zpyKBw+;Iqr1Vp5w@XX|gWg>h?C4KJyD0CuQ0RZa_xs+#-ReC!HA!bE$Ew6{)8}X?n
z7^>Eu8!?uvgT&M8CkZWpj`?!!Y`io)lh&cnUkN+~HMAqTt!nuj3D*c8PG9Gjb<C@c
zrSzFpegjby$)8{8$pctPGWCTKo}|e;grma$a%bybhN_TzREDgBM))Qlv@1g*4?j!f
zsWIZC72&{~M5Sz{6ES>XywYx1dN=Xgx6sGCb6P<`UA9eCDidUcxZI>%x{RvALWKQ^
zoUq150U&vn05(uOAOp367A{=k1zPaEZ6oLr6Xr+vxbpBlqZ)lzNNAiaOLKT)Lc6u{
z)5bf+G|mlKMtputPKT!zn8Dho&z~m{5Wazj`Cj>FqI{_WEb&`>GHGT9F<3yVa<ZP}
zG!H^Npxo+h0Fbp$S1?3OJYZ{G2BNR(&s2wV03A0x5loNwJa5ox<v^uc^cO-`WN@>#
zQnMWJ598W;Rz8@XBG1net9I+9EQOf?_bslEZEOU1zXhI-*Icl8(aJmihR53BUfkG2
zvw&$x9|fVsTA2CxR=*9ovv%&SdaT^On6TyK$E6jCTH7_Tqlu9D>9laz4#ciu2w57V
z*mek?OXvRd$sp>2{lu!^Vq-f~i4z^Eu0#Oj&P-rhIdD;%lGpSx#B!e}QC&0a!$@34
zp`padVKAcg^rqvx$gBur_gAHeurJuX@J#~k%2<Eo`XV$T7Sq`FOxhAd(h)x?w$@J|
z6&LPIE{UksRN-p@*W;%S;Y$izmNZhXj^t@;qp}};+34?U?*wp2^BQw7azBH^``#xk
zRR>U)16T0SYIv3WlgIyZ`pZ212siO3kpjk5Kj`x_@7|zbnIXq)MI~>Vuy%#+8|mH?
zP2)gp`YeW+D=T|z%k>nP%DM~VPj32x(Ah1`q7z6?;=+fj)J>kpffgxq+kBuiOzWA?
zZqj`%k7I{y`9F$vJ)gLk?T)b5)91W<zWclU!8YyIHI9xzLh<-y+{Bw)li)cAMjy3L
z`fePjwD)DwHS+|40M%z}#7yXSCl5_fyk)4N)S6QDk%zDWQA-_JJiS98iaZYvA;w*}
zu1WBF`I~+<o;`%`NBca+F5Ma9Sd*hGv8YYZ9ZBl=b(XHoO!E3YEEl=HG-9hdlhRgH
z?dQ~i<ve7AGrS=65m3G7)o3|E256T{&Z8kRrz~-p_xf<1&Sy!1Q%&AzcMU0Q4ZDVm
zwEK+SK};}nWH~Qk8tM4Fcgippv7mj)Z?obPR!YpsuUw+EQCI*GN_$o>O%)?)$8bzh
zziXKH^8QF-6=60oI&y9^IdD!Qn)8dj=b$XY{OP$8JhkO(E%WrV0=;rT*OQ-|fbRz7
zym)qNpIAFeM^u*_=y8yD>1&$`|LC-DI*g+Fr|+*gAR4NCNMsaS{qS>|Ba-oXo4v?5
z;L{<|tLB3&OOdhY;1-d;kV*F;ua5!C^Y(`#<Jm>ve4(^}zYOrBRCO2zHGnzj!=ZH#
z7Spr3M3J#@ZagOgL8pi8VY+ZRv?wN%c)R?sV(Q0E&5_ge<xtGx_LKPN`nwF&dNmH7
z3gP0vG2ogkZH6ZoqIg0xR^pOg4*mw@RIr5KFu}&DYIu4M{u#e|K)nbB07BD-`%^55
z-!YMehF`*Dr63B{?_~}N?Ww1(=DfghS>214S~20n(x?&e@GCp?83zx=#+hC!C=+=6
z@=;pu6Xxd`6f3p64<ikmR<T;v3jP&3m#_oQ)v#8vkAllPZ>(eQFRA@}Gx;A2AMXWu
zq~-k`{*F5_cQkAF3S>2I;?e!S7=Qe>X*qtHm0PcBwo9osBJgQsV}sFnkf)`QmL@31
zI@CqVD7NM(v{sC9)Ul_^)rFV9v|DlY)bw!4qd_cuiLX8?!B1qnwR1YdewD2sdL)B3
zL-Bdb25aVrw^ZM)F8$)yGGuEW-Q300_Kk33vn_??9Zq$uzc{6?-+eVm7$q3Uavpp#
zx09t4sBnn8=A^=}zr0%v5<^z>gbp^S5tSe>QEe-s)e+;G(e@wtkG%Y(w6DA9q^N`G
zQ#foKW|8Tk)TMThYAzYKC5NTd>MPlmIPJi6*H09g2fm%P2$(fSyf7EQRQF__QbSG1
zn4}zvbOUwD!mdOja@CjL-y3x_|A^oeDZ;eVbjX{YxALs*&ye^wHQJ35NFH|~Z^sl*
zpT7CmCAUEjt7Va9+lM>!)B>d@oolH$W50lV#SdB|uVgY3Dt_W~mNiO(;?5bG-W(k$
z{uwOy(H4{5(<C<`4Obdc<V(t`7kfSDs=iz2lx+8$BI2vd{e=3QVl5g(i?2PBq;D9e
zWNEbqHMEpdH>b9SblFO;;#~HML4vc?oMFT2TkKa-#GYIo@dBN-h=L*%^z{q#b&loS
zp;&j(Q;X71vpapiVGDY0NWHUwb?l1&JM?*asV3bIE)w+^Ga$cc)BFY>$)&qbb=~D1
zD6cQ1El_=`*#%q{tUegT4T+X?z#a>iO>(LJX128p7<-K96t}3n`6FO9c)7q+vr{#w
zd-sX++FMZr=UQFXq!d{Mohu-f;f?(vC-a-F4I>#M36}5&1Jk`9Q566V-#Xy{_oTTk
zBkh46<1?-WKVedynApLpV)Maax{9p1wwluFKS*UudqbL5;c<$V0@2ADil>5v?j@b;
zfGzZ@yqH`>sppDnH)9OuU-;3)WApi_8%B{~_4w!;XMIQ2w4_D>Y+Hvm;oq12fSqX}
z<RI~$7LpTF#a&S6N)V;AzhL*edg#+P(h4!+1Xv;{_T=~%+iM(EI9M!<{j>sy)Fvji
zb6r|C6^J9f<d%CeXDg^XT7B`>D~xW~jNiN0^W>>gV)aBhF$Wy47+VMr>7NbL_)yJH
z)Z0Hnd<Rn~bv(3en_j@=@GxKTFepc#F}{|DZYy|PQd^pYq(1KG-M<yn+*Pc0aZ{@c
zphWi(#=iFy3}QnUQNg)4dP#fY-y!ln<4~bIi@UHCnCf2v=667JeHoJu{pB%Cj!(mj
z1h!0=26|BD_gPoTquAH2M*P&Gb_Cq2ca)gtl^ug_$Nc8V3W$v4tKPGS5?RD03%I-N
z>hn*qpY<C7L>r?H@mi?^ZmH>Q*m#HFSQ<Y|!}jWMs%kcDd&Z<)s(A)_mY#L*$vDi<
zM%)*h%@9_z#}ab}ooKkep_$U*!M=)UOV0XF4;+B^uDo@6MVF-L8mM@y#YNIGj6D)U
zU)e)$QBF+~QdgXQ{`^IVQ&oHF+;c+fQq4EeqjzG+Icy`~Jtuo&D30J1U#u^z`&}_3
zof$qvJedu=5LQ5;gdq(b>}1&!G1~(#EOPs#I)d=5D78mGpKZffGFp#Bz1Tq!Ge`uf
z^-!nhcNl@|$hZ7*Lma<)mdOQ@k~AWd!kYK}?;GF>q>;&FvK>!&Mynq_vmfK71WsP?
z6m~N9g>qWv-V}e#&HPJr&ioiNBHo~%d;f_mjq!20CF9IIBKr6cr6G~3Pbzfo643!P
zm$QbA7sN&mz?Eh_=(^1+_R%vjGNUfu818voPlGA@_y5cgRni*v(POWY{`t}B*Y1_R
z41rd+l+7EW_{~V$KysW*d!W0*Tb>dR@vzf6W`Rki#Sa6{Qmj5pIj7}JsvAyyN<H(=
zbKpC<z3yd&H$*%*XVzL~58ZSa_Re331Ob=<^FhsR4S;J7YqRhwp`Dly4UOQ5BCdtb
z&51xXD88abKw@T8JT8u~V)&x2+Sic>q*yNVeff3pP*_erHDvMEac5mAFf6V}Deb-T
z*Q29Eb{#5%W<BOlzRRM+ZKn36?W>~gb!;>*0kI|qBvL1Zx`76IM5&UOTOhhR&zcgq
z6Wq)%oc^>vnM}vq%4SjeN@xy%?OXzf7_PzOsnIEvz?`_t!5wvApl0k$)xF*5`C)K$
z`>#L<>+KSL#R<>3ipk?x*rIj60H}z1EaGqGaNBqIQFe>kKnV7@xH}tnsvhn3HR<CR
z{De5qIsZk2Oy4*LLY5-78GH9pA3S}zWK(&q*t$|wm~Jp)$ccCMwrPlG0vgw|6aV_%
z9~1aB!u~zeU)JvaPgKn4t<#DwdFAM_m^VpA<4A-VXc$ymiwc5kU^JX0pm?`*nY0Bd
zkPe;|Mg0;L6)_{o;1F-bzWTtFqWD3#;o*nfl^7e2t4Q4v(ua>^P1VSth>elputjWi
z_!NE@T7Jf!zy8ep(cnSN1jzkQtTRh<9nzW*o>)xGj0)5W%)iZ!*ftT-F}BO@sNy5d
z;n!s+f*t50l`oKgDqp)tb%!S2t%A+>aWx&PIhr$u#kXkiILWd~j7PgTi8R{scHSs<
ztVm~N+Dj-vmg5%rx`tRahmNt=KL{-ZQ6=5KB0i_OpYHSSFY~~D`IWnas?I-j<y4>n
zDUL^PQ&W~K+2|t2R<pE?+LFJRXjmEr6jsDcjI{W`9_O>xk(nD#vAp$8pf@`GqG~z&
zI@oH(+=k`YjLb(4bYK?WNMTh__l4L<sZTdqKYXOcFSgM-*E*TfqFd4;`u?*+bK9v!
zWE_lNK#&{boim=Ks~7Vw0X<`b?4FgHh(n)*i)^9J4j;-dl)EG<KCRs<hGL<v>r-Q?
z#OduF>X=CR3r$h&ds;*gx>eWW6k!y7K+n@NByt0r+Y|V}@gq*e;I{Yqz7oYJkTWRo
zFsImGhJE9!P6L}9WZcHWursQ1hW<TOGL_viT>N(wi{H!eRk>+-+w+0+oZy!*7kX*k
zb&ki3&g9NHD+rb6ggPW}s)ncf)rN-oC&kaF0i$R!qb+V{;cKBKSwrK`A-|$f?YNJa
zf8{Z<PCsNb>A2$sWaK2on^6mYkzLg6yTy^qsx_}E)4Q+c;q6K%T?&G!rVLWimT6C7
zp#I8C$&7lOt6$u*3G+);(zBvdGoVHJ_4|NxZVGtbx1X1sMBF`KRxzqMFKghn`s`)M
zk5_$JPxgrM!@>Ehvfeu=^b^IpE2p%2Do}AI=AtqzbAI58yt#<j-oD3Tccvd%1>z&Z
zpM`pMV8%MI9BW3eIPW8({j$5rDu{x~wGrls?hMm)F}LEfVt|-_rA;!9c~=(U1Fq3~
zL5_#`h%*x?s-toC3=j(_me=r=BS=79s>IqI?P6_x5m9har#>+DL8iIs{nu^G8?c^C
zKf`GNa<j@ogGPIM#Ehvnsc)x1S|6A`Cn}iO+XVNt_&Kn#$T$21NDIP;(2vG))fFb9
zPNU<Z)D+cbC%t~pNR=ok#P)hXf-dT|ceb|vg6D{)<J=z#zH68zrcA-7(xj3R$S2;n
zFL!MzCT$&S4tqPD<{Yun(9hUP5;uK(x5?`WKSNR1aAy6o?zD1OIy}@}08ZyRzfQ=G
zxQ<0h+4v%PSl^oH)6A*&I<#*m>Eh>Coj@FN;u!TkY|Eo-F~14>6j90pALTN68c?OE
zE26|=b$U_urG-4GyrK);%uyt<!kcAOkxQ4=v=*UwmZ>`L4}ud?<N@t8z+uSvkv4mt
zLwYX9zqG}ZDD7O?qBffF)FklROr&L^wI%KT@w>6dX}l8Cn-@CGHUHp|tWVg!P2IPn
zB#dIdEyGBvE!GCtsOKx0TWj*o2XuJUiwdzfOYcfcox23>Z-uT@)B!UT`@(hL&M*AM
zi`g2Xs_Ivl@xPhy4F8DM5uY#erB6}0lcZS^c7L!yk@$jr$81;4-%9LkV{vD{D`vpc
zmYyA>qK+dx+NYaaFx&lg&h(=j-~=%;<9N2BH=+3*l$VXtc_jn(RvxYUnz@nX!I^C8
ztBsQ#9%&=*QCiX6l5G|{Gjz6~9ne#E#v|~%b8RTJPmQut4&HF6vg@{wh81&9{KEEo
z)H`~)q?hl+)K<6^D(n^y_IRX^_TJoEjQoAxr;9I}B9#!`yC#$w%H7RC0e3p>Su<BN
z@!}SNyM>PE;eIMIT0upOPsOE!&Ll;G#%f=7Oea>s#Z5pDdN4g6*L*P%msf!Fy@L-6
zf7T&G;OY94!*YgR=+Xz@jA<AnfUT#M85~)r0y!W`9T4S_(<R%|&b(UM91px$jB<ix
z0LO3Vq?G!h)b-Id-B|#KweLO>F^6?Q$G=a?g|bYg?YOK4AlqU@4OO>+ZgAHkA+aQH
zW9Rl;ije%2<fO;JsOL)=+s`SY9(0b9%sr89xC4~2^%l?FtqJa#4Hv1j_B$x{cn%XR
z-PVVQKBLPB2`PH48``$^C5kMW2o>vQaCksLfdcGx8n^)_9+!stf29&Z^Y+GclTN!t
z)~+HQZ{$196IvepELh$uvMI?Z1?Q$=%H7ijbiebstdp@3VX0UxH+=L<QqJbuGAIIQ
zqzF57f(=Ix)C{6_l1LUW<#Ff7PnIisv)wBIF^@GnjqqL=_NFwm)27R6-ZB;Rk0~kk
zdGf=b%@BJY%V3qw&sjS{^Y8a=1YHf9ksjhlNDuZ{b+eck-fPS*yq`(655@l{M|lv6
z^z@0*5u;XtI=PI4v(bJ5;N|5d=nlcayRde0idV^59M`84p%|W*554E+;kleQa4vgx
zR#(Tpc3-SE)vs01?gmK}0O%$!ZWfGn9u4&MNoiMld&7n;78PLLJSH|aLjgod3gNJ<
zWbeqxuftY{wH5+cnljvw-5CwxsgY!E6wdb@U&f=oXl;z$<Ww&L10<qHJJXh$uj(V)
zG15{W^d<69ful51#^#L#1Fb{u)R*Q2=1!v_3l$w;0S21QrzjkwBptQLD#9~)FDF!C
zq?XOy^`&Ypm7&67BF?f-vf(jysS<Hx{&wRQh~V|nOfS}cd_Z?VL(r%##Cn4oeb&O!
z=$f!6H6%Q)ZGDQ=mjG?-ktbCz5zQ@eYq9XnA~Vt6(15BI8NL=1r=>Bj`|svH?3|of
zm&@nd3mqXQKQCi>t8S-}7dk7+>ZmMKch%Z2p)m_$<4HQdyV_RthAK6whSWpN!$eKW
zS9eqNKbNOP6i2T<s*}R5G!#7C<mMVJ@HC#qzzhmp$249Y>dD$y|D;<GT%Lrz;ZZXv
zLi*NTE-3ij74u$(w>bF{fg8foM^}efN{7@E&*HS%($T8Q-W2oUv3iJ^G(Fxz|HT_9
zi)sc<rrtK%uj)V$1)iof|EQ;H;?^nx2;o35!cNoMe>Z*JZ2bp<1<^uYK^AH}XugQ)
zU4XtMK??F=!}kqmh}rbRLGhir&YERV(9L%SNc`XVdFnpG`#ra@M=_G6qWXgai|`#v
zui)QTyR(0!ZdxWuBfV<}T3kDH1Go`qycoI`w7<5WBjlB&dqq}$%KvyDMOkx|6XzPB
zkL{4k04*WVw6~<SLsbXdO^;rVrn2JeFmIaB_XNK|AESi8CB?T4wPLm`QFm4lUMrBX
zlu63#m;+x6c^p!+#P!HTbDlPw_sph?k(JK}E1L(Op6tSrAst8kj$yT+DWpy&N6vR|
z#DutsxP?7xB!hg}Ammz8roX-dWam`ZC{Q}rMl9+74!9tA+urxPAwr(>w}}|aq5U*~
z&L*8hqN2#LvVI~78!V6rK_@hOn&V8-jGy_hi$Hfxqy9xqABWZu*SVo^?PzL{?Frr!
zZjDa!SL3gn7mEITPwGt)@Pf6Pe-O!HkMjS<v}!$V6H$)`alIa{^q!bfD4D#b#7)H-
z9~@dwtR^Fz*bblna!5c<Ii2b!9<;V^7@QxaFF_ix(%w#2yvumhCq<p?U&G(;JP3V5
zUh;v*G33BSrid*dZ<!)jC93#Va2`2Ewb*R=hYWQ2WA)wXdzIWm2%cu(wY((AAc}q?
zK&xNi(ZJ+|Wwqm8@3GM8eu?>N+#rbGqgGDbHla`qn;d8<_@Zs1;jgfBz|vkPkkp)J
zi=`sh^j8v@{FFM$7E5eR+2!f<{lqONa|TpK2tw{Z_NOKumhOKEdIV`=1?3zhfMFE|
zP)9Dt3QbN)&_>5eB$L=&-Pb=wEzp)m#1-Q<m4_HN1icR~Czc#*&;8$pm4wnq3`hSG
z{Vr+}>>+v~UBd8Uz|V)nB>s)DI)k|JJV#Ha$>jL{p<*5vNcPh#j2l3ft*mvcm&)&>
zyoOZe^WD_Q*qXH?HO!W1defeLV7;5-U^pqHP<b}YE3E>P-Ljg$I%#`RfpU>qbySIM
zt{U$09wh425b_&?Xs|x4lfZlOqdin$xlmt1mZYg924w!^wQEXEfBM0}PvUmL2eP02
zGLi8Z8q<L3CtM9aFuELKuauSdHV5Y7{kn?Prff~@$|}pE<V`3bw}kE$P(j4w5-*_@
zzqy8(%1q&R2Jbw3(rKIP))V|DBFG0{fpI54?L7YS_I`;7G%0s5E^AJ;Gq<@q0fBDV
z3iq`nX}E)P>$n;~%c;%a4NFas_b!2s`B{Q@qLFSy{5qjvjl&y<)KeC|62spViTz!7
z=|-}CPVdUY%9$EKb6L%*w4KIE{e6h(S?dXz{y*;T=lZC|vSvRRMD4F7>KKMK8=Tb$
z`(*C)ecR9S9Qr+39R`11)fE3%v<SdXzxZN_1rb+%?w?g}yB$QNUj$Ffgkwu68tOj7
z!><YruygoOSCyi<3#^(D+K4>pZuMbt^lFo2D})kh9dAblVrAed%LhG`EC+V@wW34X
z@p_(qq#B20var*Z<e}ZdtOY>BMDFWo^RQio1w`#2KFCWzr{2rYj%qEdGV>7_QKF)w
zjQzFF>9v%-0kw0;8&s2kXMp7;D&u8}DeU)syH7xD_Bg~!s3OjcaGE4nX2jGB#XVOp
z^3J92p)9A`MinT&>_XI`GO&1ON$mFv!RSxXE$7kRn_U8JPRW3!`@Mt32||X3_=w*G
zkD{vM%%AMh$-LHO939E!Iy!ZXUZUE$&I>w})K<<xHQ-Pc4rldN$k>FyRAYHo1AwDm
z`m^afNM%R#NgJAngLN35L|o`^0+EHB?^?eqdn;E;--Sd_0@W8x?Xbok6Gf_P-^sPh
zIH(OHT-IDUW{w3a^AE9p;s`TpOu4!%AAQXuf&?xiBOyIRD>8T4Bj3?>R)0fnL$^H-
zMsKC3dfyB)9asv!Xi2XH`$;cZzYBz<i)z6p&w;dRd#8_hee*w#H@$&>9>>0nh}Y?i
zGU#=lnSE^|MTE%ibB7>HTA2ZlPmv6`T7jARWoOCRMN+`?)5y$EdIx{yX@Kt{p<OGu
zl#hHXP^(V_54rXe*@DOH{*#+oPF64p;y$q;+Q9l`rjg4mocPX}Rh^IK5S||smAm3~
z00}9T%<SP+@s1eGj@<*=XR@G71h!RhdEYJaz0xEqDj{&w>T8w1kW?X#+Vqf%1_>I>
zRZ*}idTEuE5!b9Sh7B)Uo+`xuJH0|h(vH3s=B>UvI5UT}ye}$qyd<kLCu#60+tKoC
zg5#g#{^O33n$fv2$mI&l`jOXUMGUBjH(|q}ut^Z+T+G}Jsq)D*H|i8-?MRBV-A^%3
zPZyigpiRt9qO|CrD9@n@v=Ume{&7$>WgY34d;gxsoo&Y2D`jiDHH0(}LZh@?GHt#7
z50})vXBCd!5saiVatq}oTH-@P$o%SB5mo-tU-J%mLLDyt&ZU3Mf9b$O_={u0k2L6F
z<NZ=2b>{fN%DI_)7Tpv6NigcjdnrD0!!g}l4~dc`hQFRszqt!!>=38&Nvt!m2OnEZ
zAvvrb!g?t3U*1qcb+>oC=6`pTq+!|}b8^tD+P=k!_jI4ChMRSqTtnnJ-_M)Llpl*+
z#}Z||sKJWDWG^aR$-}D&@yfmT#M(|j<~;Y}uPw(%sZHEmL_e!e<z0S1XegCB&0+A-
z<<gR)zB#<&qmY#mSOzfsmx-&7>@x&fTX1&o1luhz$gmC)OI&;(;%hy#*z6_36yGih
zS&k5fEE8n7?S8s8Yz@O8VnFOM7D`Y7Oo`wQ&PQxw-pyG&^W~F2*dbVSo|RU_xQ?{g
z(Dc+)GJDp1tb7SbL2+p-N4F9mk}Pp&_M9>(Vi(t*?`I+PtSNX)&lsk^vdr_qXMi^V
zqX3P_t0<ET6UVre7T`IgE<vY%&7E%25pLe8s6Yk9iSidHc(PW9k*+c;$K8EM=FpU)
zCuH*5D72;CdI+R$8WIudqSrS{33;H(K$}mM&yg#k+4m$j*KojiD2CkaJg2Aa4>Go(
z><NTBOv6i(9&tasqQfO<;8nW9!?pShAJ%Pl@a!^t;64b2R>a;yzTad&Z@6^GG05td
zdiA*=!hD*`iybL~*L-QyBQ}>by;Nn}=Yx~HG)dOLE&Xp3IPAvY;K^>nt2QZoa*43n
zs>L^jC3^&T4G9;4L0oRfN7z)jX6ebw8kE%1m6IcpDY~P#IJbhfU>!@QqYHVVR>}MO
z6bLJ8_}htw1IgNudP(xn_55-jZGep;LaLGm0J((}5XB=ru6Dg}j&T;ZLFfyDAn|6f
zYV!5esTZ>b(TC~{42B!)jiv365D?j0WY5d*m`PP#jR~n&aWaCl>o^S`?+@qtko@c%
zw_N<?1HPq1RcA59KHZUzbM_WBvn6gOZomUCwA{oAi}8DuX}az{&lCTaPB-Od(f}xa
z{g@~}BFWgNVqmY!66VE?@4383mA>Pr%;vRZmk<@*@x=}CHjOB+x)K0EdO*QNbDdmA
z>X16M{yS>Mgm!dX)7FN6f8%Lm&DaHoXe(dw9RE3%{3aEjb*2AgHXz1M$(Xjeg5+LN
z#n`)G*?+-_Z<15?PAYtrWW?<*@zw_J?w(T0#yak*lz5elx2#O;tKrGqviV5kamMYz
z%PDU(aOqYd^!Zz-Zl#y;^~)Nym#54;;n^Djt;mmsjGD_KDPf)OgHH)n8+tK)*}RDD
zS3+XR&34^R%74k&!ng{U7?X;O1FYtF(Sq|+9|6Fy{GxXb61i~F1}vHz36fXQE{s=K
znVsm_z}Zj|_w))=2b0G=C6trXydjSFOT#=vFIFGQ&zI%{dQcQ;cUg|AsR~e<-4K@*
zWf#xwvB*Md#pao3ADHN(oja@EimQ&xCmeVzqGNLQPvFm-WaYMRwCZoQ{*@XF$Oc16
zzqzvY3?NX7xKv5TRjVB(E>-l3I}?!G@dkuWVm}4|FJ$$_{lrZ?sk)<PPQH8Uo|r`-
zl0;;rE>}o5)uW0xG}<JKZ*3g#ye=;g7_W}NJ`*(5bTtMmI}ulQ$m8C|fA?_VG=2DJ
zJed5VPd;NTLV7g4s=9ShMUL)1P=PFT5Rjj7TGeb|(x7ww>~2pG9X(<Jc*n^%EANko
zgLks9v8*symk-z|<`pLk7bISMa-aeejR#HV-vXe#Oq52>HDG#N6mjW269nAZj?oPY
z_hj^H#v<%WGilb_KLd>9;K(E|`XPoWz`L5jdMb0Ap!15>DhMm#rb0EIc>JhrIt=`r
z1`@fCsiXP@kSZ83s?D0360Q)!zoR+1snu{!U|!&H>>i~sE+op+2|_wSMDiJg_16-A
zW5jfeUqJGwXr*R&2oe&p8GCO!fDrp&(V**2-^1XbQR2A1Dz**nDTpcVzFh-)ZdW_;
z#EBg!Vt=koJf~XLtNLlAo&!BwciC7Lx%TX5%Ngz9<0$Q%XU0rSGgi5@WgP%Ve%4c0
z40g(rYgNdL+$}E4!uw8jy|<RPxaG@v01W}#iVzihQ_R`6y?>K?d8h2DreM^KJ&6c}
zKb~i+B-GR=5KJuqxo|iRtsLjli$bI*F1|c5j}=C85_ox;RLt*hS9ch4CfMHIKJ(3c
zT)K?(^eAJ{b82%#63ni~^klIH3KJfy@wwbC27_}Y65!q<afW!(nYgUC`6`28bY1}m
z(V*4Usn`4cTpS#nZiL;4s3@M?)U>po{(eM0KE5X3YkGKi_zdtD0}=rzAZ?ZfWj2p>
z{Id7S{BN?KKYwO)bq*&pnD>7r7~3ZyA#rhYGwYzeXV<ATG_4FwD=aDLUCI<=V(?Uy
z5PS|BS9(Qg|54z=rXO1U{zc^=TJ%R)qEZ9JWj|(eK1y?Qj0EC|Ow-m4sT6Lm=+c9;
zYrzb0IJ3$XJ!L;%lM_Eee*e+i<yTy}prudiyF9|gonz&gCUjk%Qzqf_*_+A{$B|*!
z`aK1h(Exf5+CPbdEjAC_Qnfy}G1^sByEqBr!`^hS{1?PuCR-$Y=C*`Czqgrlec44v
zzC2Ej20)~7^!-wdK`?^QxAySK6X~a;O-^7wV&^r(h8^Rp=O+-S)K9N#`d7KAPfxcx
zUjU}&*lykeox*>CgU+B&P#P(-xwp74_D&w8<IeuPWIeCY@kh^a{)?wr!nSD6VF{78
zgIt&24IDj6RhRU+Q~84UrgA#aWaBw9(|K>7Wbi>ENtd%&=}`oy?KP6>XAgzLu})(Q
zie6{Xl$T%+f^|2;!e6AzWs1r@PpJ%VVdpCn@^5R{5L|E-z%~fQ{ll(m&{yPFenIQ_
z#FfrVSUdNpQ0~ipuSGe8F=F1^u!DC5W~kd9Afu4p&CX}}ix1neci6b&J5V+ke5os}
zONqw80!(6ZQDf<$CGw}?a{&r!BJZnzTKcFPp1lR;Sn~-ImHG+29*qTn<Kz_v;9hn`
z;@>L(z~;KgI@sUZa*fGZBQGCf+onLGQtX#26jh$&F)D)%u(nJn;<?xjfH#vTIT*T5
z9@*NCsB(z_osLg8cxDVr5G`@)t>29}9?_jGE_bOe9>P7w22`uWoD|{`zbFr`jPb}W
z`BxVlca?*#{LkOGgWz%x#zA;Lj_>Ovr(4gv+zwSYlYgo*T%O@=GqlIuK0>d@?~Jpe
zyTqQv$)b(7XBhfagUG~uSBWH>D0tDROMFhsF^LlZkBy<KKO-XwMk${j`j4LnXk7$A
zr__G4G9Id1&i{-=30!I-=yBu5ff&FvXS<7G;bRZB6>zu;aG!(o^)-k*1*mlJFuznx
z$71oyyY~v3y{&o00WcVxNpCaZPdp@R0MbKFplJ_ruVj-LAbd2eY(ZCejbf#c^mHP;
zw*Ae`;ICiNR-4_UhFeOisuDbp=lKvHaenxp3BgLK5PFg}$Z*gi#>7-|g!|hT#=Z(z
z3}Mp;pFf^=%6oY5!oPisLqrr+AfI3cz1Ui8JU_?!p{%4-?R#xS-^IzwicugJXBK+%
z@^H-YPt|IEK1`_BzhV9r=b4sv3D9!n?dstX4&!{`;^LZESoD!#f5`ubH}+4J!T<f|
z>Gi8sgCknR73F*G)1)_|-rnAZO)eqBE{(84Tnj5Jvz~C&rl98*{WS6MuBQE55X=^;
zqobp`QAgEX8Ge5vTPRG&IFLZVX|?M+pFOdVi1%3^EUwpt&e5SHTG!hXy}xH`WXJ%Z
zNr$4I9!c_C!Vp1Bzy9k?X;nxF988(9_g(<EPl5Z5`v1MH{|V<+CvS=u_7oDkM8Dm~
zvpnXoD?nN!BatRL18<kC#}tX^s?~JpB`W>JgPwGc>n<)_ApNqi9mfnEdlF8Q;ED5E
z*Bv>C?0?fguzQZYdLJCZ`SF5?_Lz<__FnO4rT^2C|E`;-k@DbRqvpSRBLBYjA2^#X
z%KzyMHAcrbq!;r4WmNxe%||j=<@cxmq3>Z~{QnC_x`W^!4&*u~r-^YuUJ2F#6X+$k
z7_QVA=4hQyVF1`=$mPAT32T7gpr^8YKbnu3@)mp=5?zV>`UjDm@#zsk9}9Z-L5a@>
z@8i=(WlUk~m^CQr{N<NA;`%6@qYQG#R(tL=QUGoQ2ztiDBm5_%Ws%S$?@x%UC>V=@
zJ4XhV-ps@FNP||!&__-l+l-V45MT0w*Q47gFcIsYj;Jb-r_1m0&K=&kOOW`;TD=i-
zrv1EEpmzS+fQdp6pNF0x-u*rSl>6Qz@v1Z|gu?FIuP&B+&-Z5UKv&~O!BKmgsqCUF
z!JKMuJOp-BJDT74nOcc@CzHY|<94)O(4}5>@o<lBT-wu&JBju46T<1>oUd4z|Kel~
z<pxLvT8e$8yxh;)OTA%K+FW4Jx|^4l19a}Gl}}2WHV5n67t;g{I`cgQ=SO#nvn>6j
zqc<m_nBtiX3;w(2D`T98j6*Vd#V8@5H<1+}hb%3I66gCTB%cCbG(H~{E!Qul@S-H_
z=PwF)@j<piAjV%4o4#{Gx3?kUeZ`S&Bl7f}o;4G7aC|~f<MwlNf8uT~BC`#HJQKg>
zSv$Sv#>~xBLBW>)%;`N4dV3^)O;{3aIeH<Ro|)M?IT?Ejf|gX7np;l99Nw@3)ii%$
zx#PXiPoufpnS9Pc6ldc86XENM1VU55P@}7l@_h&LV&rxW_Z3Tct1T;L0Qd@A*W5G+
zN(Njxyx?=r$|rSTR(a+tfQubdq}f1wYIM~*8ysIxOg?uPsB*gn`(lFm6NS6lLN>m%
z(dhQJ#Sh*pJi+CPm(_?p8H4zV7q2!b`fi^dWb?^k@BmB*dG~Zf6r%)$o>t+KkLCE(
z!xe-T;r(-m4MNCXX4|l}2dC$5XRdmGohr>U!tQ1H+rv6i{0oN8bu>sQ%|DQ4Xx!9E
zZ7BE2PcZ{s@gGc}<~Rn!1a-Uh7{uhilvX1DRX;JH;&<OR?0i&mu}JaNPT7=wM<64w
zR2|J7wKMBJ=2xr<`<}Cg%%`GQ5Lrqz^t2o%q4Js3`6}z7Ty&y@_r6GqVvwCMo)fIP
zuPj~=7KZ+6uG{fAh8r|^>1cY=HMH*!bUf<v_vannUEoL)Zn@A0$Xdm7azK_CaL9cs
zkYfS-6Hg8D+sV)$8{wErwNQJkqT7l07@emzJu`@@s82^GkW&On8j$c%d$#FNL4Z_P
z6^})NhEKBb76djIq%vbz!atO?9jP53_LKu;#5X)^)(1)C%AV#T+=z6dDK8C(?Ar`Y
zv%8&*SiRjMY}rAc`F#T<J>i3!$)u`5qxoY~h*qKrrZK;>eHuf2;lTV<&ssk`8Eaia
zZ2<|VQw^AlUDK%aOQN@#r`e`X1J_T*JwS-3D7b`pvD;AXDR*>yoTH~&K*Bso6{Zl8
zoIC@nd>gS5cv1$E>l&WVAbeYNbHh-A!Or1e8B`Lq^NPgV3tLm~B@`KYM_ss6E@%um
zE<6om2&q}CkpgfszeOaDg>5F2(Mw~y1rmYKniO1mpS8m2&i9og$WG;HHG@J0?itJa
zJ?p4Z*u;CX&|;sa3;s16g1+dGb?HVQ|LjKjy;a3-C;;rM`Zs*N@P66N0&Hz?EVqRw
z_60r-I}6}a>xr&(nbS!fzietn9s9uLrw&4sRi7lO!KYJhj8z?(m&gH+bOq^9XRLTy
z?C+oqf%}EuQJ2O<n8>udx6W<Dol~y(ozGf7r59>YzATSd0on&I^@%EDjAax~K3@#S
zsTABhCRj=1d~<yh;MVJnFGc1PBuCZ(gRipdyT;|GF`P5@|1_KtO*Ui7@?}@&PBLT8
z@t=`vfk>ki5F&9u*N#Kq-UnM6qS_{&9{V@Bo^FX8KTBq8VnBDlzr?gPMA^f@6J+4r
zD#d=-3B~=(zD^Xcad<P`1%pICy6HsCKbIeB+zWI{xD$6j7x2kZHT9^bj87aDxli73
zWR;pY+k}nU-k~o~6Q_C@dmtyUFG3YRl_A41yX{jPxsxu2^pNt8K&g_cr-ng_oyo1c
z+-`=u0j2GFppyql?`s__;jyO^<Vg&ruQK<wa^kwfhVI(+ns^8fIZ5q=`S;T1y*?9O
zd|0pepzyh?N)_eV3|@)wS_e>+EAze~TH-$Zp&4(p-jvq)3a_NCw>+RH?1P3$bIQi8
z8mB!?Mfz)B)>9ivvPnz$MvE>F15jMTX<IqyX}58!+KLBC=YP9`vO4Z;6iXsOl9S-L
zqx^E3PTzHe95hO8eY<k8F>LG~An1e}3U)xwH3S8T!T|l?x!}uuo&b(pNM{Y+mOj|^
zz$3h~V>*X=3#GZsSxDyA?`@6`P<ow&G@dhE@M5@rx)LSzx($hmB9il(?6rB-LumY8
z@As6n{Qn70jDSLZP~=s~J1YCO2ut5fM2K&o{f`hv>VLcAKj`8Qs!gQC{|0*0mf!Gh
zCj3{x^*`-T;eUe(E%?vje+9FOFyFs@`QJc~l<nKe;QzO9?#V=ho{0VY{Pa08l_Fug
z0Gr2EopQdu_Y$>^K0bo(sx&d^SB)KkkJDHGOB^o}-HFbKj47{{qGDo~17yyeodUeP
zR2&>w3@X`OZNAqoSGyk!TRc#akdOk(KiDGLCy4h<KYtlw|0S6SBjKwa2CEsnPuOD_
zPW1JNT`G+I3O1a2<BUvV6?@SG-OtIYoB|zk?!U7CI7nEk@^e3~zE@?v-y*JcSH#9Y
z2&E)ceQ#6EuwRd5HhnqQ69`l1j!pR!P@#K)RNOA2d-@$c-8|!QttBhA;=~NN%0*t)
zHY;0#Id3%FQ+rJ^#9l6o>`$VNdHudLhHJlm#R+0E{X?c6EEDNhsyo?!_}u-7xJaBC
zw?eW9OCN4R{!n>%a85JjPHmZrr^)Wqw0;Z$KyWLLAkk{}OpO54hzt)dWg}!5H&*Fj
z@^6RX=P0nV)t1XgCNw*I7Xd<;+aAICW!-ifNQ`Wh-I}J=FdpEgUO{>iug2h%)3`R=
zU)Y=QXAg{O@ArDM#C!6E{k^^|TR4*6fdfacz;iYZq|Z@DE=oeZ=C1;Gt)d;yu34-W
zP7ulscW*NE^dsTG?~bT^BL^23?UG_JmLa%%K*P2v$M9>9n~)RRQDnRmJ=?nd+L8yW
zSn9yhCSC8ZDRC4}0pD7HfE(x8U=%T_MMT(nJ&Yuwq>U&pmKctH*{?P$(6#Y7vRwmy
z%ZwV5_A1ZJvay6xKJZ8V<pvnL^7KYpM1O1Zar}nLY*hNmjnCk8nFyZM#Y|s*jbAW5
zqzF_@)0(o_g;Fl(+qjM-(Qjgt_zuu9Y8n=nFza}s@}?2<MX7(<JR$W4_8<B`(xoMb
z$$Q4*JxzRfT)c~<$kx?2?<-3Ov)jK2;-n_X`=)ZHqD*p3!lTRk_jVf^co~$z5X3%D
z_1`Mq1|Y0><;asGyro_$Dyx~ekq=2)M0a~rBt$uvtPS?f_|RYFV>16{AGF5tt)r(+
zLgRAg28gdSm*1MjH4nH8Z>*Qu_tx{~Asel<stFp_{;KtM4g09Hmt$?bw~!VXbXYf8
zd}o}iI`|`sIcQiV()owGTt>WqWoveX<-Vo^XB#5f>QHy#8jxSN&@@a!{c?t{2y->A
z#;Xs{!G#-95mvI~<%$_<7*}KWQ$niUV2cRGhg}_MB_=fs3!_9XKdu&mllY+`?-~IV
zgSl|t{(j@LGTOBFni^Tep#D8@nyllueL~U_aich?w1~mZro5zbE+~)_wY6%G>USQg
zlyo3MYvyLwf+)^>k631d%g26(_OrE-hQu&egA_;8kM91wKIg#wo0zENhRvSeZ^0eS
z%22u=E4?k~nYw=Z{R|zDr4~OI7NVV?`2NY;G(o7>`<eYcK2PY03pZc`EH4=Wf0kyZ
zbh;DFBu2jMWfVKnTgy0YoB~6p2<3i))U#==&rUIHU4`yt%R!gFA%0d(TL9SHJvs{3
zBX?Xe1f@=GiPuO1YFScY&ReUsm=lFI#}_K@pedI%M<+55_r4012FE&z)rs!f<E5d>
z!~$4ZbooOo)$HfN>&qZ<`W%J%hVC&)%~an`!iAzo$TA;CQ`RO_!8m6l>YTs%jQOx6
zu_k7k0n<~yw5~GfBRl=+&c%lfFMB@_XUiM1s-#N;M3JD!#Mq6dW36NW1BLk^^&Zdi
zIB_{W@<D(cW%Ss<&*v|&MJT+j5^nugU5WB2<T8*vt8$pBvb$u(+?AO**H`ZDs<G>6
z7;Y>hE2cgQui8VEwHCb`XV*4zPD6xt7W~cNrQd^f^#=P3$zI~ZT<^*hG0*4gekhz%
z_JXROFJ4wWz3F``IoGMy+KtKS3o+|6AL&wr7Rps^*U_OV%1t9=e#;Pz@Wl=53rW$5
zVQ4a!RV->BRPu-N^DT$K+Q66cL!T5qfJWw<XK7%y%STS22b4rED$G^)!5~&0*}dYW
z8eM9|^)c}+k$R2G;9EMY6sA*?P?CZt&KJalVta^Vd(@h>dSaRmTz)>Rh@17|beAgp
z-hIRU^oI@W8b!oOC^Leuf!WOo1q$ZuEqVAjGNsvLjgJfi0rz>>ir!A^ozz?<n5nd{
zL_%g8Jmi6&KKIkx+8^>`oxSA|q-3;6wqQuKe*QPS1v{)y$<oM$%Coy<uf^pA$ACx<
z>M|-Jb7ZDe_k<N{keC}8(Fs%0NGfD+aUV5y4f`E)?rB%^uT;A`$n_M5yD>d4dxfX}
z$UB#_u`z4xG_~$@>Qf|1Z#!p4?t?o6eLY65Q(*A*-F1GceQ;+C*KHsU8WEXomIIc3
z<3`u?xK3h@PJEtMgRYo2r&JiQdGFPWYz1pw)+2y|MPia-W8Cla>4R_igz4QBvcf2H
zgqlg0;q~d*KKA_7m+K#~01+qCL)8V?MM9_~$SQvDyvdhb1=o(Z7F0j0@&3e15k^?t
zY9$GrtxSOKGB%LMYCm>{w6D5umwXc5-RPU9{PN_6aKB`Bqr>rs>J`vH*^+Po4Jg8l
ze(JDW02>6twI+zk=xb+ABY8o+{3ydccN<s=dM8$NA7(rW$o|UPAp1L!->&xGN@MXl
zOd6a%M5`v)ujDb*bPqL%RLv1Sj0J#8`iM;QlzvPjnN^^9y)R8Y+xLal{y|p92fF{L
z<Im4`YteVrPTcxTP3<~wxEra%rM<(aYSj+`6vIxal`iea^YF<C3nQ^)Oj+pGV(zL1
zc==4lpPGLjs_LqR2CTAI%4yfbKeh^+XY}GhGG8UKRvr!PDFRl4W69W=2Qj_4D@dn%
znzpoIvu(e+J0Q-r*K@Ba|6@p&h5?t8PezpGU5a?O)FGaON37`%I_DvLlxj4J`W>o3
ztqaukL!By0^?-=*LziQ|n9~^Jz{nq|-P!s4_9T?iwu-5KnY#d+nx6n;hW#CvAfd0j
zH!e72W;G>zNP7GWjbo%j9RVo`8W9Ag70$s?GQn{jUIz}WPFZ^wvALK+T5bVewCE+=
zBN^Psme%1~M&w(L%-d}Y1=5D%X=0j8jo9)zdkt)5*vXZ}<;QtdQD19L=RBK|<23X>
zk~>(8iM1=sIC=v?On8c^*IAMPi=Y{e662?P;mi%C$?1GISFGRn<CL^@nfK!q7D3lq
zRfPMG0+s~ko^o6>6!4Z(te4etMC3OOHDY6`OnphAZum?`o2<AdNv#A(`qdkJ7ZCHp
zdB#64&b2vAY5sNzV8@a+xTwQq>OXaI{q4k}Kg22b1kMjrobMzBPu3~Wlj`2?-peuy
z`rwusvr9@V|DLZ0)UAgcd)Fo1^lFR#xFO$vHuUq9yjx1%#0H|6Ba=Pdj`&B51dy_A
zEi>T1O$VVJzj00}w%qDzJa+Y7k*v3uS|=M_T^O1mUGg?}-41h3^xYA^^Y-%w0<C$M
zsR$E_$K~%a*Z8YnIf1v%2_cjHaA;;>Zy7G3F-6M!E<di}3_BjwPC?A($u1?&RBLwu
z-oR|@TH%z97};t0>reBcfOwfG?}7J)v()EZALu~q6>lXEOwjKl>P)#x1^yP{YBCg4
zIbD@7b{4ItJMHd&b#q|lkp65$zKn{H;cOSLB1OGlPkZf-qgQSO0mt+$S`9z6AIe57
z>S&eS-ig!Tc<Jglez-?C_FfNO`_o8OT`#xyOk6nrL`uN+2RZAm*YtW`5G98^kC9Po
zsvA$?^;fgl;`n#?Yty&Xx0mk&wJ=Aj*5n@2V?HJ4i6c)%&#mm3KH{)+!nE)Buu>a6
zMjL}T;OCRc_K1ESOn$JKc<%VnaXRL0%CE`P*+NQ?)R=Uc>U2N$+IEcuv{JHibm2f6
z=7BWYylpMps&@Q~iYUt{>VjM5?(v9_?yQ%a$ep#qfZdRmW*UfUK=c$L6<}{0sX}vR
zJzTEW+@!BjaN{fSg?PnrsrIwJW@s-#>QF^_m>QN12mZE(yN1WSE0|o%5?b~P-}lDz
zf(PF$eherHe`deIIMMAH(eNY=&&8j$%-Q+4TV6HHdsQ=wkzBO;yh(Ze@j_Y!)osrc
zB@v}&aS6AZdkq|kD@)!n&e}7zjfOur*R99c1<#;}0V^#!w)DKwP1K7vf0sIxzL4Lp
z86BaLc2KeNgKYY1HBC`-Rm1865_K`#-??4SjP#U*-e!vvO)R1>)G!u`Ng~0D&Lck)
z<;J^maQVGLMAJ%+|4Tx3oqhqZ5OR=L031j^V2@I!cM#I#oi*2!<$C$1li$=qp#n>r
za_|oj*POL~lpshkQ~r$VM&OBpjb1a<jhj=nDvS}B62U?+r=NQ#khUox&{`bS^K;eA
zfrC}r)<{gMh=$emPiTokmoFHzOjh?LgDnbB2wWCx214i|J1#2jLaaCS-Bk9cT+82f
z;m1A<4Qdj(v)<I%*757+s)rK{BM!m*qzO%BMGV3->K($WaIbX9W|<u)CkVru9WF}W
z7!T~5{wfzrtKa!i^&|kng%#{<smU>!joMRlO-c)(GZ7*!_bg<rRFX|=4XAMAq}}V%
z_U)pcCdKAleIHcW@E1tP=}?{+3>`dqvZobShx^&%(KraJ0n#Iz#U_ic{uL%BHU5rm
zg^HdCnJ1M$5v97K-LVdH``VRJ!}e`p5hlEY$8sK9EcF6KbpNywEM2UMUh#wQm;dQ;
z02)lAyQ<@skNJJzsXa`SFIrRY@yHBZ8CcI-<tb&JJ4yGNwm^kNN6lqmiRl(CGH^Gg
z8@7rQrQxkLPsMP5yvp#$YeSlK&9~F{*;!5?9O*#+)ju|3<&1_aXEBdreS-evVZ+3^
z-kzT#w)^)YJbv2z=52${<W!VD`ImovCoBJxCb+`7xVkb6ebg)~E0b(=TEiwG`EtDv
z-hpL<OZc63PC61p{tp0IL8iW$n;&5P)D8&qHOI<Bk1%M?Rm5)U2OBf(!Ig!v5TB3o
zfuEBxgaUmWy`GJUEAGI?RD^-S?8HFk_JL~ubK+JGCa;RZtKGRbnCw1q6*Iovi4Dsq
zA}rVwD>t0Pz*iR`?#5EsSZfCWR94l%!_@{OhlOGK7dtrbSy5TT1P)GoqYp-mU)iD!
z_C)1j){$ha8^JE@tiG6u7k_$yhqF7w#)x}j*+gu>{Jjx9P5HHT=;3CJksU1Y&i<qp
z<uf`wD#EPmnON7|iCN@Z{U8r7{_zM8U-gBJgnP2XM4*p{ulhCXprOR9YneEkRgP_a
zT;OITWETFWUQLICRDdBa>UP}|osU_6q+s34?#$+o)sfkFaYqauPVERABOUTZ26#9%
zNT+-svH|-=cX*hKP^GBHs;gNTyge3iA9jSbO#7a@uVi87_E@Z&9Dpz{Q>;3kg24-K
zA!d0`rhe(-ac&hp-Vujhe%c$^Dyr+y)6WbeyV>ELO%HV5qe+JwIheUG5$neKBFx<c
zt4^n3@ansW`8o_XCPLjh<X7S2eM#u$rCnc>@~Y5#$!$#RVUKx3++iXy#DmNVhz<3*
z<?l(rx;Kb?Q>^+c4TD!kA?BN|PnN$o5xu;*17-#WT3}0fyQcRd4%tmQ+{{(lzz1P&
zCRlYQ9fN<khnRVxPu5|73pQAK2NS#7W8TYdE!*H~HfHXO!@7z7OaRcTlPMUy=oVs@
z_Gq~t<W=G0o$=`9t3JU|SzCwOk4y2za1SPkw5URk>Dy!R%Cab2|F&zJtOtw^w{kJ_
zKoZuCCgos^RcA9Wc+Gvp%ngB!aSJ*WRO91=N$AB9Je9Gac`=-D;$b1)+8Kutovi*7
zzqsUF2G(58!q!pVaI+9&?jNblJ@3!#46#7l4tpLHVAiQrtRun4jxwyio{blG#p2<+
zL9pTQAx(bi-R6xCdKy~zSc;iVZcTpaS~dp%8jHC1g0%b+V}sw5vF=qB8*F}nhaY#=
zSq6*^K31`Th7p#W&A^&VS=c&S#Ri)n;QnlG8|=QEg_+x8u<q?Z)-N7Q!Qk(1AZAtX
zC-}umeEdr+dbQK`i%Ska!Vf1>uytw&xZ6nZ)o%$H{Ot`yujmD_Q2n5W-Pf`)b5}gp
zO=yQOPZO;ABMpO>-a*Xb?k%?k(jI?HKrbKd2}f@`8CH+?g@?5SRkih4`9~@SExC>O
z?|Z<S<DQI9+MkGZV>o<Li*2C_A0Oauj~NR&+QJUf7Pu!U`S#6i!6)(E9vGi^FbV5M
zc_WNWXrIf#;C0c6nbYOTKJm~a^zzhRL?u4<Y<w|(dDD-P|7UCwrtV3AgQ<uKL~4t5
zaZh3qW?jj^y57zRwUJ`={XD#QEC~<CwA0;R6zb#QXn&o)IsMJ%jgy3vsik=9Tq;I*
zn6<h7Dx*U}A!c1p$GSc)2(^`B^}SrYcr+0Y$N0lW+JX(n2I#gyxcX-9lPRTm>ud_A
z4cbIKh$+CVvuRlOf-4iuvifEYUfdIphm+guem)8fn7=pKK##*Gxtrpr!R~6C*mS{n
zo7{6ZAG3}=#yS#s>}-tHm$UHVPY>~MRwv#46w*gfIT(a<{N`$ck?pPU&VeV7-*#Wh
z#LTU+Socl<!hFoI>gZz(o_`%NKlI@qM;i(7*{fdgb25U^P!Gq*=EXJlU}Gx8z)sf8
z!uN<pw;(Xo!@*C3VInoeir<s*!n|vUUfmlqvHBF|?z5?wxgiScKMF=zJ4>wGACEzw
zo=5D~7h%J3s0A~QAL|c4XA^cDADM}XORh7z4h&Hb!Z>&-9oJ$C;9#kH@s!cwuVl>p
z;Re>v?uIabYpmS!5QAo%LhP>Lu;EzzwJ;Il^9dc`=W5CX{U5!Oj)@B{G5QV+b3|pe
z0(asH@MU-qvv^okR)cA)u4C9Ir*UJ;5N;jLJjTp*x3PXkD8kxVVdcJ944QowvD=5}
zu!9Jnj}L^OiwUd4)eKBr6bTzMF$RXR^A$eM#`xi*F7R+LLRC#2R_u+%z}aVzuyZJ^
z&D8I?`_DwoTyX{KKkJRKKpU*wbsvL1IEL8$V_;*UZG-c-GBJ9f7rJ+_gIHvM@3%!^
z;M8M?-t#&fZH$<DFnrb@5E$y?(6T`=kqNPU=UohV?<gMZ9R(SOuibqv6*D*9#rh9P
zU9iB)0|^-P*#*RI8O&`1QVwI=sn><2H&`2lup2Sd>q23Rb%Cvmcd&k17lip)V&#E2
z4Ep38Vt;-~cU>G806%BtoYK`yO#J@3QvTnoi*3R$^4(uNpN^TEqp^N!5W@V(++Gp}
z&AEcuP5pJu?FsPtXqCCWYs$Gj;uC_|4KGPq73ekl0w%uTig|DN!9*&+gOpOOF+*Ev
z4<s;e=7K-5{+pK&7UYPPTd!eI_)f&0dLK4c+M5>6Uwe$vLjuvgvopjZLwvvSG6qiA
zf#{R(!qJX>PWiZ7;)i*I;o)qKs%kk_Y`uno6Luou%v4xgYTtABu^7x;cn0g|4@6jy
z16KZg1A`{*M(iJN!-nJf^Vd@``elD~@8rnpusIR~C+<e{vB_{$Zipca>g9ngi(YJc
zFA{PuYmvabnF~&1{ro|!{B1WdXyR{({qr4e`PYd20Cex<#FoLPNDPeFh3MmNH_7*L
zv&0Wy4TOiY8LDa&Sh4jw21fjbgukY6+u%5{!C9>T`UQjq*<<Cln;0}{4`NSF)~&-!
z?a;k*KZu2f`2NRh7&vhcqK{34qphk9+_7ch;3wLkEzE1Ri9R#m^C>CCm~}e~>q6K7
zpw+SYc=2p99uDz^jYgk_P+M1zL1&U-EjGmNUM_Hy2#``y3o{je^R)NelU{;Z_j9nW
zqdh_`Bv_qTh!-!X;NbvoZXN3DG3e4`Sc?p?yQ?!C#fC_!l*3HWtV4yOp4sdd;cAZ8
zuBiv&{9l>dd)hS*-feI%AG3}>#=2KL5b9)%)mO6c;?{?FIO7T92IWC=oHmfFj2jNN
zV%;aH2(uzHv92fa2{NpX&cll*AK~Fhzm|Q%$aXq)Aon|)RfcVSUEpS{^a+=hKEc(r
z&9%pUxn=k?DG#fBY!G5B#@dWx47;C!J0Whc;qd3R^$i$uFCEqbL+tc-fP=^osnv3r
z8aC@tB(FoiJ89@`CdI+_j<6CKBC)C#X1eCJ_%4TM{A^&xkAFReKwl3B`nxmp9xJ2s
zFz{p&?vL<=OvQIK>F~H1vu<T!U6><6EtTbVCK(Tha+h0^4nuu8ZNTVoK84kxj~jFC
z%9wl%JpBmwhxkIKQ5J1t9DgSdGs*nsYhDN=2aaCMz~D{Mi1{SA#raM0_m<{2f4G>5
ztz&%PZXw23WIbzBG@?Ha=A7@}pI3&@lk>6C(}oH1TbEgk5f3tPtFsHNb+m_J4>Dmb
zFu-;{JJ<^ikyfLCsfvBi1v#Uxp`q#h!^&Fbe};4Pfh}Kq5pLgqjz?4Hp#1t>CXlV&
z(XF`CegG7C>KnlcR-=Z%_1oD<dizt9Mc#(k+Z|q;7n2Hrl#dsvT`LQ258Jm!GeLwc
zA(Tmxb2koATlQnr!L@i2W^PUxdu$_aZTJlb#?69zzit@%<F_c!%0tqhmzZk;ULTAX
zmVbt0Q|2Q5+Ff*=HUV$^@e|hg4nn2I_p%!KBHWjJj->a$LfQ4ZaQJWn0*-CL?SK~`
z=d!`*A#nR{782h23}shuL*nfY@1GViZQ$|jg-zF0M91U7pb1Uy8x(aqzmxUI7vZ_|
zb0oaS>frd{1Oy)6f}8%_I#`b$0`~>85I6ZVlwQ3JsgFB+ep<wo!=qWO4u)nX=y>5b
z6ra0>=$9um_mOzJK~Yr7sl)G8mH4Kl7z@nI(Mcf0PZi}DUyz4$Hg>S$IM92Og%#u~
z^{lAA9s~1o@RCG*tk+j0!ZI_9ruRaw!FC&vPcVP=B{(no94Q~pLB)-`u$>wK@54VM
zx+7^1>VZlGi`R$1>6?%7c*-XzSGEVYP2V$hA^lUfJs9^2L+-{MsJL|xdWHsY{CXCA
zj%>q&&I3_jS*0c4Y2oKc{b&v<Z$`o9{Rns++J=Xn`*X@SA2}3`^FKz)yPu%q+AWB@
z+~K-$2~!U;K4XLFjCzJ5Z_{>E-o6Jt0|PkBn+>nSzaXZ|3tI9UeS+)vpCkDL)+dkv
z-*!i~BB}$oPp}*{gbCnFdgs$78+dL~`h-ukeS*#8C;J2vnD=#IF&0^xGXZ&<OUp1e
zCl41L?K$hhk2aQ&H&+FwF7(gL#>>*?fC&$QA-=OThpV9>sv8=xsk97Zvh#4o$sU#(
z_dHfpfrS-Cm~Ui(AVU#;t}4Z((p>yu?f^@DZTV|VtRPo;UtC{@p~cx4ENYg2*+Tt*
zoC~#8_`JLjFQ{Cj%7Maie3@Q=WiHkTmWr?;w*;>xX5+fQGvoico(&@svtebZkF6fI
za1a<EtyTe3gXU+$M=5!TsjkHaS8Lb_46&!M48s$$aMj-#4jRv!z1gMsBt8#6kiaSv
zG1jCNVd$N7COA)5U+twk>97$PU}pyhIEn<yzMA@T&tE3QvChp0a<nk5hU3a|_*%x6
z!?x;DOe)L8Ni*(p_`z7a9EO!-W00`f#)~S75Gk+05+h4E>Ko#+yc%Cu6v9T|0R2?1
zYvf>YIp$;)V5x%@TMqf97@3@nNM9#dtMo$~+2&${T2;SPSC2jk85m~T{QUhPzXY4}
zOR>h;3a$bH7UmS;_2g_^_Hl$*Utg;nK90-75B|0YH5KEBlp+kdm5zHo++icqQ4Y7#
zVJ$SkuR#uQ5DSo6MaHn&{g0a^RroQjgbA8z3EpjxRf>;ebFn7C7NKSmtbSaGmv5%w
zelHK5HhA$y8mvVI*wxWdIc`vJjtPhjHm4P%eG36*|JGc>g}h3<>uG^5<`O9CfiEBA
zVDP0B+#lej)o0$9Q-)6y^RSu(-7@X57{l&nASz7v*y-iF?AYno0F|+mhVLNl@n}%<
z0cM6RJRcbwMCV{#5F6yTI;j9JUP-~j{$4uEVbGNn)&`+YtPQF(Y>;1pcio8%#85N<
zUp~ym;47)P-_KLa25n&sx%+f7X0Ew`^)tJ&YhQaGV$jUL5c}&ZI@Z2K`25ZG@N+R`
z=i15I*P_enYhUpN_;LbS`!YvSSuMNv_30Vh`0-`Va!}hR<gMH%^z9AAtmfV)#I8Yl
z!p~8;26-zFlh)p6*C0D8*C4;Y4S|6k4t~;^ncG}(^f6xe`Z}Ul_R?O1{Ob{BuD*u#
zANN35fHhX`et<#KPa^iW*Er|;85>Lpf}fiiyY_ZD6%)U^$k=OOSGMj|RLRk!gB?cp
z^T68+*?v5QLZMJ7twr~4cM65_w-AX$c<#C9nBVjB+0%gudU|^3+qW<0|G2riF)!8k
z+qP|Ees_0wXa2YG|IeK}$NWwp0fmi!Bd?!-{#ot5hYue{zkdB-Zf*{-Sd75HKrCIl
z6m@m#6RhO_8vp;ukt68QqX&$Qjn#Cjt*yn16)O-D62kn=$jAu({{EOTV+M+fivHI3
zB!q{DGyn7G(Ib5S{rB+p_GWY?-+TW2`H;(1rz!p&Rvb*k<Uy{87~l$j7ZYrl8U(4>
z09*c4&xFxP-wsw7-rWK1T#VsqFT+Q}Jki131eYE*PdwULh}B-dM`q)>4p#8caVp62
zbtmxFo6jL)Tp#%RIWd8MQmF`Ac5t888q(PlOTHP4(XV#Xxxr)bfR6a~%hxgd<&Y=a
z;9@2whuI=L#1{UxQf3icDlov-8@W3FhtxtlV`0<FR%0>fjbIzh8Q_9`t;oW}=n$Qc
z$-Wi{_pyM#xfttuI6-Qthpq92x^>V4?4*LGm#xOa;MLqpjQ6%cUwb2F!SO9WO9WX+
za6PY5TmIE7Ozv!h@J=@Hw~;b|e^P-yw%&OP8)z)bjp<;8{+_1run;4_MvA2aT~S(7
zhkH5N@(C-CrC{>&PKfC12!AIdte@-;sn7sh&t>S;p{~9G<Ja87+}FIAz!go#_jbUX
zSG~|buyv=xto$ntlY2TKqK7^F9b{NP&KFXlKDJ)TYFURZ4>5O$8{9cg?fml4BMc6-
z#Nt=I(22AgYYCHSiEES5%2R2W+>6L}VCBD|lz%z1W%)lo#N46oaJS;#2uU^t+L?-)
zUgkPB_cYm{hdm;?D{U~=hph`wv_TB!4k0>dZ|eN=aH9=8pKOB@k1_c<Cq(p7)`N-u
zkctej_52fTu=YOYzUB#cjZ6ckQUU(_tP5W6Y6o8j8M=C#VfBP|xRqRr)cmS8Sq~T;
zPN!pXcY8#1vtv$;Uq9NL)j=b}gO(0I$6)SDZk**{XDU>C{eCYW&v~1{gQMO&YrjY)
zkXB#H#OM8-F*LxEIl=emQQpWbt;OL7+6z~V4%f0UxswgTJ6glvT8ecqD*aMaUduWd
z37cNF8Uf2=0<F;B!xSFoVgy)Av2=h7>z8sl{Nj0~4MJ_<Zzp8}omyoB6JgU!%LW%S
z@p*q|3=OnI2L~B`9<8*2M)r_KRvt~p<bKYGc+Ls_&c;~(b^z-a&#0fStV&&71IDku
zi@C3RYqbZW1DOo`;#E%!3$aB9R}*ZT+5wqGH8^x5M_c~MR7~#Uh=|?}@OL!A`fxv1
z{)H#B#|_b#JKTfQFOThJhyDSU@UW30z{v>9#`>VNst)(k%DHWDM(LBf*|Tk7j8E&@
z<5toZxP6kUKP0c;@8;t<AMUo$7JPGC@JW2Phm~hDFu9vOBDyMl;;2^o#BH&d`=Tq{
zIRXW)CYR#PFkAHXHiMg`7;pEmXR;04NGWZzb#cYLTug3fiEuwl_*+Prz&|Nj)Q#o#
zA&nb#)%uGXL2;^oBd^~dm!Pks5j;3fW9PfS%II)67nA+15Z+E{gFY_*f(?q%*U=ar
z91A9Gq8{AL!Q>9s2ybr<e=7;r4RmFnkN5LiE(aq))615_-;itps@It7*zngD+T@B$
znV1}Ei|{VWe#$Ez?DOenZp$`kY5dmN26Os5qaVj6e@+`5Nyg*>&WPye%s!*v31s`M
zI-b#e11&MUs~y@o8Nt&|h7VtMM+aA9T#jMq6B4p25E);LwQmO^#M=zMjz(DbP9PH;
zzw4rQ{aUd<4wGN>K*S&q_`8~7!?Z4tiVU&kB=?EkeLLD<cuyy^b2WjdgAqO&;e!qy
zrnnTXUT-q;EAio)+t~40S0?zdC06WyfXPFA5b=^X{N2s4VRkoGhocGHI&`+j@IJ0+
z=Vk^^Clh@1x<5L2n&Z-4whv-zB*dSq2IBR8?(lUrMb|(Z{4k>{Zp9TKHJiJiK!Wim
zzvP98!JhDUGsT7(q3nFdaqi8YeLLA=crRzPb2WvhqcJ{u%?}+s&2Z^{bN_N|e|P3|
zRSySa1h|`F`TM~rt&rnhQn9xDo%b;Lm3D|2>IZ)h3vBqTH>6@iZ23KwQ~r)``{TWl
zf#~RK1wS`)Z2qzj>Khtx`Z_!2O-L<4B-v2#X)lD36K>tinBXZAWV7oJ_3Rc+I_!_f
z<iVsaxU+TPqhPii{?Jhuf^^h{2YK3cVeK94_$;i&y0BtjEGEC`$<{?u2Gc^6b@36m
z{EoIt`KIu6Fvdr(`l5q}87@U@$j__9hd<oHj?cS2xh}Q^zsPfcamB$Tc5d&5#<{(Y
zj8D=%w`Z+BxA%&2Zck-w_T{#Rc(IEuzMm9`PM&7Wbwj(_a|RH$h4!#w%T-Js)fo}5
zb%ejSH8y<v5~LCVw(R51X1rs?2)y@32s--P!OznQn->mY<zH!TJ7b5oNB<rk@Nh9l
zfR7E9fBphW%WH5iR(tHk=&<!VCchqph*vwn-^&Uc<`05YOmyJRj<93dP`o#;GdlX)
z!q3wZo4*^3`uYZ(zWP}0I+4%-cGgBsFLP7w6ZuzcxsJ)BIwIn=Al3%+2SX|`#Fl+`
zx#ce(hWEw=E9F~Z^MV((<c}R1fc`z)SsQp;WBF(OSsTQ0KXX@Xy@|=McR<9e?O7Xq
zJ&?7*e(vllJC+T>d*eExV>_h{z8$30A?0t`pe@X6wTV76-}5Q4`Izi!j&M&4_?wEc
zF4U3jvnw-tYO?iF5tBviKyO#{u$D1FjeTs55Tvq+>S^z}BB212-OLg0W)6Q7G1hgm
zhtxnHTT_a-b$DFNoI-z~n+tkaO5r9GqK~x<K`O!igYAs*O@J+4QOR=F692!=?fsoK
z58iD+#tk912oF};V3=~;aO)q88#>uwPQTWV8&*W;VX~hk!hI}RpU{)|1pTM;2^wSA
ztGN}dPjE1Xo3RLQ`B~{+_h|#|@rU#xMA)0)O*>PxlZmj}+lI;N@JlxL{L3%dB}_(!
z-2o2hW-5WJSb$z;QYOnuBg@kY;Up4Zqn{m<<-tuNKz|DvJS4)lSq{(m*^p3Li)(q6
zSlitRA=Xm(nu?j<tLhr?+av993!_6!9wvKPu;peZW&;1D271_<*n$qE%}E4JFEt&?
zYH=;U5^F;p5n`p(A<U5p3jZy+sBMnpFJxeHS35)~=Qr2C>c#rS>p6dWesk4@41Cew
z8N-zGo7=|tF!P&-bj<g!$t=bMTT{GYYXU#15Gy^cnM^O+bIUld-=0&-WcAzSXOFHX
zY<uWwDq*s{G-4$%fUVH5>2<QO0`BBGjtnUFA5BE=mfgtvWk0H76Y=Q%IZP0c%>?eu
z$;RC}qwMM}<nKO$nv@Kb{B;TWdyc}WOY<QC1bvwl-rJVr(Ys&h3@~dX@#F=ZowE|L
zhyFrq=rUzAij&jv=d8uZk9~w2Yj@(|zCX})dU(?{U1vn#_U1i^`uPCzW0G)m%3R1R
ztI=uVt6KMSm^KkPKkY{Dw*9DzNkr0nU!jiJApA8>`6k^uq4dfv<p0Lnp!ly#$lHAs
z#v$r9XsD}$JSV^DMY6x?!g2aUWc|1sIotN5GA5A;{3GRH7ol5+k}J26r_`b7l(r5|
zAHR*7^en_r{*=iSSp7Jixvu&Vcc!t;<z*Nnm0^@r1|JfDVQL1ko*s5rR&ZW#uCEUp
z1B0g5#hPkJ^z`tuSiPQ+06W#|%rt^I+KPOF?S~VQzjZeXw(m!EY$8%V_!9M1Rj_)K
zyBv(Vc1HQtTPWOf1huIdC_R0N`CZnf`EcZfVG$_Uu^-hj38=asi^p$&43Uc?q@C0c
z-6PmcorL_KccXB}K1P1(hpc?d@!aiEM&w7{Lebve8Tn;rE}>}e5y*m@<tGh~K;cfM
z{ODMuOqs1yKEeJ&b)S$t^$9+qE9(;qG<<?AMB68L{k$BH-unV|#Vz}UO(kU*Yixwk
z#zycF3b5GH91=Z!>?+ey7f9I}Hoq=Zv2|gHthp|XFp{CSL=0DfA$)}b%(E~<SwjOJ
z)@tv)+FDhH*TqJ7Rcr(=Lje=`C)U%)zH08dNHcu{SgX895E-evgH(d~RR2z1f7MnY
zOdx`b0r$Mpy4(`HX=Q?Omd5at2(jG73Q~PN>@47ZHjvNBvtfs)9l9Ec;UW^Chp_~K
z$}DVE_4PPXT!F70Ez#Xr0uQkOpE_8;LnOe~eC_gBomzwlM^n7%V2XA|BK+WI3yFa~
zwq=%Z$|s+bz?nTkj_7VCWiom7GMA!*MusdBP-G`EY<gL>aB$Do>N318YAy#7_$P)w
z_SgLVa=4?Y#VaBi!USSC85m-e*a&_G0^Cz*XQL#n&o9Mzb7PFPFov&Kh-HqJOrQ1F
zLhf=fH#C5)z_96cuDpu5eyB3ojr0>pz}yTQGrVXbV=_0cbGAmdq7KJPwfl>!9~WVw
zlPM-RvgNSG-<BD}>MVzh5@rm$x1%Gvn@gGgaBmCkawu2SBm90A)&<yd1_QPw8?1U<
zh>6aonBZi_*kEmd9czOOZX5iZ&W_{vb#h{DAQiGUFwwTbgu9toA7BUb77j-Lx8@R#
z_jJVsS91iIh?&o~ba7;YGjA1Z?^RlzR)h!#6TE59j-7t+RgRsqxP9riEOzX)r@aHZ
znMs=4qegJ2fmVAo&~1aH0!(%_L%6FM{7pnm@FQyj?r{dO4Ks!eb8fbQl?*{Db9cwP
z6C0SZHZT=qOJ@h2HfRfD$Q8REV)790=C!X`-Pm=fW87;reLLA<cyHy}m!k<j8tIP?
z9_F}oKeu`9YsCwA{dqU|x|pJCfHi)Y9>%VH<&^7QgY55&i04)I2|Z~IGE8L+@+CKo
zHONZk8e{-Myp(H@Zw0Vxke4{tAa_M$@=#wyyzB#icXMp`xQBB6FJAZhUthQ8^}kVp
z=-_G5wEjmR+5Wzo)Cv7VxRZrY{*OZ@0O*U_;A!gs<^L2k;EzIi#*o0c#-O~89XtN5
zdrX@)4M9Qd#MDP0eT2Dl=Q1x697h7?$nOMKSJ$S$k(a8x&p!JMue|aK;^N{kV#El%
z_uhMuNF<m&dp1Uo9?dCt@7}%4wKg_3%=Lo@v!@1ERaG&W3Q2HZNl6JJA|mkayYIrs
z#|IlXZbV87_vV?W{mzRQFGm0V{qeyEA25NF<U5TSGv=x8lb)X5;wvjly^~%mug9&#
z67=uboIOHcUypeo8LN9Dx)Cx!KOL2axb$-L))7#ZQ&f#(H*%O0!MUidRp3@sGWz#z
zo@mt9*GK<8fw+2ud!yj9q*hUn+ZpBP=Vhj5gMQwoh)m(0xFD3**1==JO}Kq`1H*rg
z!Gr9|zpq1GJ#H6NqMt+a$<_LLdd&Ms9UC_o9pv@!*!>W0yB}isU&(k-RIT>+ZZ=XJ
zO)Wu2g`6oXauRfWNeu=#8f)7ivjY7*Ox11RVT#D~@|JC|;x^ot-^TD=ad^P7!9!KX
z=3BWi6&WDNR?7Kz5`fiDC3^>>LwieHjpv>?Abhhw3D%}UOnScgG@`!?qeE&r`l)2Z
zVs!Acz|}{(C!@bP`WV*6LQLwZJt!rcl#bsofRC*dgH}bsZq_AqTX++PI5yZY@>9yt
zubqXu{B{<&n$&{)BgwEf7GP2@-Gk!uamBEkaS`pljKq68;!sd7Z@~s-+BRrs-m(pj
zDQ(chUWW||;bSAgpw)L_H~TWWExM)K2FYdUr{Yf-`GFR=n$SW$IH0TteOp%#N~#o0
zzu$}_6A<6^ph<_cGW7G))Zq!`a6E;r3*EKLL6e-)S{#oqL_~MH|HLmQ7uF!VOwQb+
z5mSjFbDA&LJsH24Re^r)ChC6C%@mOtPtalY9k{K!gW-GP@Sp`BN@Q%loyX~ynrz_n
zH*E0jO}Kq?1H-qr(grR%Y(SpTk4n+6gO$1t9jsdRi~AB`Z6d;?e$A&QHtCRCh3w)Q
z^lRUIPg9wI$sQOPSFBwRAD5wDfQC;Bu)x*C7UUm##ANE5)JOdUOP$Y#vl%dz8Y0NW
zNViY&<!B4ZEwu&RK1p|5;J%h`-`rMw5})m%$tU`1$oDnF)yKN!e{(|V6T5MjZ8vul
z9JybBjN%%$pA=t=_}nTC;K&%<Ch8*bi+Ppk=cLhJbTUSyj>8lP<?=ds?1+Zj_Gk=0
z`3MgRt90v7DaY~D5=`{7Y;*n9C)yypqGcQW5)HR)_c8o<(vxkFQi6%?EZc59$gV&?
zH;w0`s|g}ApU`jLa2IatqcHqH0v>Q2dT>6i4EAg8z<=|7y#ME86jUj=b>O*8HuqCB
z#x7p1@JWkq!foMA4Br-m2Q9RlC&4_UlgKmLQu`Sl*UEA9y?n%FR-l(Z`~7O<^~_JP
zP+#qyB7r_G$Et6@td-Z{R(uiqceYi#mb{OAnBO}2w{sAeUWVQstks?mZ!WrqS+Dyc
zz^&yClZ*~=1?aDmk&V%zi#;MW0=IPPa5EEesio-MQM*6dNJ)7u+i&N{w!rF8i2lKL
z>N*75wcZZ5vJsb7irzssI=|<pBMD4@Dag}ITYhXF`iD8G%MW!z<UQRRMpYpvyUG>y
zuuv|3*T~resz|0S)q9dam&;Mwi>|usf(;^74rOXpU1+aS7ZzW~tdYJg)`gbqVr%7R
zBQCuZz1!Pp)Wyiw)y1~r7y0ZjGIM*yI_CCtZ{X&h+p}sa12UKA?P!ESUtWRjnB(X=
z?K}=$;SONryFJv_*5Ouk7W#L0SC`-29g%m^TPMFt4!OJ@7G~VRmqf;<-)_OwScIT<
z9OG!B!-H(}@9w6dgBv2FGFq>LLR*J(*HdBJbv673Zo<2B|3E=el@9q?9P)_`o>IP!
zU^>PIyYH|z@Uwji8@M9!PUb(-;oS8!*mhe3zk!?a?%Y2)ZO|s>wc1Lbna}wYBEPT-
z{p^g?<=Yt{GN1dNN775t)k=yFZe+mWKn#M8#be=vTqf}A@7$A|uz$O_3jJ(k>et)I
z5UFD<a3re?T`i>eASw$E$6^umS0Wb1=BZ^&dK&(JoZI`Kv_U4vxWUsDk*QCx!S^@e
zw)iH7Z~uqm22ywPiBHg|yN*VP%xP&1TMv)l9>8ta0}TK35gusxylyr!98DoUp_cUt
znPrGC<yiM=6Ya49cgm{qoVj{?B=4`6a<|801?31e5o3B{F5Ippq05cOSdvnp)*g=+
zRG^cw2yZ;dgzJ?gbi0*;ty#rww;Z1Fv!SL=Ies+IQ@bZQu;MbucWNp(dkq`d8|$nK
zj1G!=cpQv@+kqGiKld09id&<DJ}zr~uQoA`Cq5~?TrFUk(ZR<ISD&DR`?ojXI{!Le
z+42w%ROX+W<~LR5Ov(Hv$sQQVad;7F4^ibccuu9SM{L&DREq0m>d*d0ju%xR)L4v}
zkMiJoJsDwlQn56xQ0McB$k?4%hVeGWO$R79q9+i*sB<8S&s=W)u%Q9PXRg4wYjY+=
zRY*oVS*O6J06&qtGt36{LGelT1AE<9%|p?Nb0|4;1<x9%ZXNOHud8aGCH--U`JA9H
z5Wpcg0FVAskxeq+{dEOS-8ymDAOOXu)vqmS!3L#Q?=W^V3Td{1`JlciI-za@iI*!v
zQZ6Al?hJf>Sq7mq_j8QsV9cQddEb%_#+?J30{q18&afEN7lkT1Siam3Ww)Zy?zh$G
zni+}CHx9#Y((9b}BiWel%jM`P606n4ULrAW$+-hzH2JNv0z)NINHqfLB5P{UF*_4|
za<cJRaS@8@>)M?B#&RHayY#GjIh3Bc0$CV$IgpHYBydiqY!5;=XP6G`i;_Ri>D1G}
zg!TQ3q7p6n<X&ZG)!QR^FAL?CUqR$|41_dTL;jynFTcqKodZ##;S);EUV)Jg8<0$&
zG8G%J?Sb1T6rVW9*s~=_UAR|Ui(X=pdR-8UaI2;UtzlPr1%}DA>w>C`9cAS((bI#!
zP@wg<2Z~yB7pT`o@;*vOP?#qBsw?o4PztFYxBUG2I-IYq!bp+!8YrVfeFN@R)}W8E
z`m=$&zfr;cY&cO;fe@J(vs3fodoKmuAEse>c2U!_fn?7jHD9Fh91!d4A+o%hv#<8N
zg;Y&Gd4FByxv$ExymEw@iZLxN2d)<q5qvcn-zTg0)d-1|wQ#?Xh<2ABAv`*h$+pF5
zgT`_YYLtUej61FL3Hxib%b}B@5NB$ukW;5%`f8E#Y9!Yw&{L(nRqb%Mss??GG|It9
zf*X~stBX5H7DZDd$dq+4MXo@uq7HqGn&p`o=%ce#gqs@oB=T>Qa<Eh{hvzJ$xTd2V
zj*@aP6XT<p9JriIMCZ%NSo}!49LV1XTN$CBCHLX{ZOR6v#0Ki)24a&)9YJA7bIZ}y
zOo9&|X2bbR0y<rKgvCku+BSHYjltGN=*N-$n2))H66Ktyg+>-WrahKxkDZ>kkl~uH
zu~WXXJ;vw4?NSoDTz`!3A8Xfxq{>=&Tuy@j)nr6G%tD&3_DIU1xElSeHEdu_Y@lNd
znO)A>;BFQiPQ)STbP^WEJ;?^_Si*uM@R08@B)jHOfd0V_8f#w;h}1YVQTN(cmU7+6
zR<{i*lxtrc+0J$D6KYS^Ad8=J4bnn=4N}0h23f?h_Li>}n8(;4!~v1fxvi6bgRK9R
zpm!(T>wgpqg+ie`4Z4pHp-?DKBr!1&^XAQK>a3BBet-P&2Qo4;m~3?<Anxx5zePnw
z;qKkL%<r06@rcZ?zy6x}yivX?r%s*1qD6}^aNt1f-@hL+S@Y>JB#>{zh7HW;ufD2&
zs@utvCmH=o(48uC=FGw6%a<{J{CI5Lx)lZn%>xb+0I2%@?-Cgq$$VcYCw61Zci(-7
z0RsjwdUENi3ukBT&HXKrUs}T~)Y)pB&P`71j!o0Oz)?~mhtr#XFarVueLbvwuLA~j
z;@%*)?Q|N9C59NGV}UlmpbT|&^{};8-^68WZGzZ@)@=s)C*)ViLDr>gjMXRjY>b46
z&E-BR$j4fOA4htly}cAARdrZ?Ap^bE-NU^Zo#3S7r1KVasHsC;17IUje=L#rvBlhz
zCqAYk{MgeO?JXoIsjb8E=sff~nt*#FeBmTx2ZXD-IbzD?bhz$*2y!4k83b?a;e_5Q
zi?NLSN(C!l<K$)=nE<gmGNAcbN$}$^Pqep{qNJt{%dcdj*G~^{@4XIiQptvLG_DBa
z_9dWFUJrX?0ZzWz4ptl|(&v}fvUO1-lZvgW5OEpYi>{Yqi?HQvI&LrOj%PuBIjIW`
zTBn5Cng|f5V-xwM#A0l@oQ2zSx^VtIx2zWBHFa2gG6mlZ^T47Jp7`TIAzs@Mjngwa
zqK}WcwtS7#!O8nL9h)mIB@|=Jr7Yb3N_Qs9f#f8g&elxEfTX-Ce0eYlFRhBg<<Gh>
z?N{3d(AL4Y1sxh~@Z}S1@JA}X8S0Kj!#!9VY<z&z(}@k57en*Q8tZ|k4Mfaj1gHGC
zB5XOAf!hnap*2+3*5R{V@fh9B4kl8=Hdhatbs%<EZ!6@z?s6!>maAE~{Ta6on*4Gt
z8^&S-j8NGW`fvKh>@s#jUNaLY`A&_0<Mc}!{(|_a*a97X$x@6Thj^g9jnXegW}(;5
z4{`6E_Ha_kRCP3=2;&YUHv6S<ez4LA{%o>=re8FEf(>3*+Mv1)%g<$?*P45{H%r3?
znsv)ahYfVK2gWaQZ(hC>Q;02R(r|l8PtL!SU_a&_W<ss!e&gSo<;!);&(hHr;)}86
zLMCp16NZ*J8kL8!>!MLvTL*hn5&oFn3052%`CIf!IyQJP?eR($Zhzj&wh-Ca7Mdqa
zwRPanH@69&#B+OSl+RrcxaD6;D#4b>Y~21N7`j;fnit;rEgmj&uE9`W4`lsm<7glB
zR@o5Qrs`sKV}DV=(O=|V@bfVf<Hx=(Xm6?PFW${XuS4;;_j)@xaV#MG5?2UgfdPiQ
zo3*+ADr*Dfvq8$CLy;~Ui16ccu4r#1VV@0AIp}pD4);d;>##uqYXgrqS`QkZk5Z0)
zd!Y^+ScviCV0W~)CeKF&mfy%muN^VCHz^QK$~HLA-4w&U&EaMy!lU9Ee0d=qFYS%T
z<u}@C_ZN9?lZ*`*pCr`oBji=-_DQdLp}oBfCDjTnzmSPu>+a*;jE-t!m)6qsjMf<Y
zk@vcu(T(G1=eN!@jicAR9e@GKzL=k*5nQaq_<TnkHcV*`naF@S!85&}8d*ge&*&1R
zd~@~92{z_p#HN+D7(C}R`Un$5!;IrU48{PJV7bM=#lX-&4<8QqezFaUYnZIUwifC^
zDK-`o#HN<CtivmNP*Yn60|Py*o!JcoLb-#Ts%sSZbp0)i>F)s(rO!~)p+q^KVZmXC
z)F;^CwS&!em>!A&UDW3*j$TQ}nE97cS)+ixr38O2>jx{9Q+Zh%RO`0E<0mh=5<dAM
z5)M`}^bchZO7L?tgNvOJK3{VU8$Ry?nZ%IEnwFkZfh>-VxXpDz#8DSon$sb5;iyVo
z=&W8BcE>X9@JV&yAJxTCzc<VOs0#*k;i!uvo;<JECj27b{l&()J<W1p=Js0lNlxQW
zHqY(7AA|v&*}1*k;u@4!DX@5N0={{(9Tr9S<K(Sey!zdBoLSTpeN+w*X$$Qkzo?Rx
zud#8*#!80RNBOOj|NUt=*cvk#{Zu)6CLUux+Rp@{+1nW7&tKkvmC8oA*6C2tIvtjt
zgM*EcTEN`EULF|!f-l^iOp%mYj4zg-$BUEq;L4uyFfh=6vV2P!Vv|}af5}-^eh+sI
z8zf-N^g~J;7~#*K$Fyt%l?`f5Iy@?Dr47z=*uWjb2YAEX$qY$p#0D4e;#+%hW%nCu
zHfR&`T5X}v%=dgsqYX5&qLTNqrQ9}1u8`wwP6fugnc+xZHzbwSVCs!b$m<*MReRf~
zzGu_*B8}@shKMcWt_R5#wK$t6$5>}m9O>?gq>5Thjmm<&p#fjD<6ie@iT@wx_WtK=
z@OQ@zBfQYwPC0J4l!;y&?&IFHzd3HuHI5exTJQ;C{Mg$C?JdM8sjbKId%5WKdjjsg
z=GW{Kx;tXZr8KziQt=7BoY7k)n5(U{#{zjBv*FxEV>2sxA79D6f%|cl9OtX6Fv`{#
z2irR$sY;IN2|18A0H3?Dhpr@7$?;=V2|jQ#$1E2MW`p#s#5@S}^zeqAY1=G^XZURJ
zGZVu_Ccqarv#`F06J&<^Sot6y=@oKhRcUYDZL!=+bo7}`MEJ3rGuoSpnN7*dALgOg
zABnj4vJb0+sZxhK*;pUu$m$TAkMv4y9oob=zCwpjG7=z8$6=<vHWK_e${QUR9qO>`
zTsnIGa1ZxqcV_1|OS$Ja$((6+sa$7!u-0r3LIcE?=x7hsa$KlZ;B{*w?DMzBqbfOO
zJj!F*!)Gqd2aYsyw6Gi{ih7K*(auI|Xk`vPLqo`O)cc0=+<ZuU)%(DWkj#GM{{qhb
z#+;r{g6pz3?L@}+>zl5z9QhKAItAcf_u=?AFtW2kMUHx(zC0%%VpC%nibW8cn?m2v
z5EUBVi@dk;Q~zFqMjPa+->){O0H(g4obpL#Kk|R=&+TfmLDt4!k-m6C(=}z+?;>H+
zC#Z@~hS1I$&T~FM`?I?c)$t|Nl~-`;P^+m!ZUIdFxOE_z{mB0Xop075bHlGlThy$B
z#KReqcg7-p<rbta+5qD&?cup{4jO9Z$k~2S?S6&z^=w_#=u2Da>m!jP1DYmxYHJav
zP+*CfdL8U57GtnP0%rq5q$m{lzN`e}3-WQ;%7)1-)K=uHw+HodP~_%AtfM`UY<`B8
z7V!ORcT+j!Zr+LPCC%+Y4Lv<LFZmK>S8k&Ep?WqPLrYdZk*6i!hr1q-%zi{~pHq97
zfL;=?m-pjN<SbpMQ@+#UIVk6luV#Z>4WE#c4~Y-A4M=7`fu%VD&NTakoJ~8Cso@i3
z9RqN`$CG_RVO?WgQ1^>g1_nr!b04~-%AJ}T#LDGZW~F_I<EhFjyqi~ms)h#G8W`X=
zJ8M{K$RPotM81{2hJ1Z}Jd!`TF5Z>bAihqH?~JtlaU%z-D<IR;#|tW%=Ts?BD4z|6
z>N=43@j3!>Qfd^qSX+(PER3+*%MOpK<(Qq8&paDGu{VdYfj&ZHA}q}=f{$3h^t<*K
zmg7c64U^?hm3+CfkD!r#k35^=D!89bq#t&!NRH8VCOFv9i3ubk!GC1z^o0jIUld|0
z#-;#!_(%oFuC2p&kMhy~W-4xVb%(J=hP9#w)&`b(>Nc>{)5oKRCzr#$#&VFUm%|*H
z1?E%~qIYp7vpJY}fp3j05W*4gS5T+B91?1tti$cf8pPDdvC64=T#~B{>e9R?$xNA}
zP!C4VujMWWTaf|cb(KS<9OtU#7;SHYL!H@jAi;g49KQ5q%VAGeDWb}%aXF0paQ?Ps
z19mQhWGhy?R%D2{ib~yev9J<j>`ibu*qN~b3H~E(;Y+V(8{8?a!If@Lw!wcfmr&o(
zfEo9)(cMytK#jw$8r!3-Mi3ln!@Ald=_{TuX2(tkf*kRvQjTfy?AYlGcXsR)Vj{t&
zb|QF7g~+Z^V8P=8^uL{ko1t!6?J>Vb!98vuHYnFMhOEWeN;$?lnc_${7bKO}V(MMC
z9KQ0i=C;B8Y;?DfAW$P4V_O(QGV4yvJU7RhN6Hh{zDDeAUi+HS6$5l+va7DCQ?7lv
zbFY2r+9zbDd!JC#8ss}?o7W&G`(r>5+ZOyBW$YT{&UkEiCy-r(JgQ?2vZcBHC)r@=
zE~O3hv36E>3{cMXQz#S)h4N3K0e=+AKOiY7i3z;Z<mH!N)(V>YFIlr@4fAu;rcF)3
zegrb{MFIgyR=!=kc4-CC4I4I0OK*ij!Q98x)D){$t<nnaBcDGDNG8L^U_XLTC}e{E
zdiCmspMU<j)d7G16(oS~&JTT2UR8(Fck?jw$7p!i$<SBjbdg53o=U~ozD^LgkP`lX
zjc%?c%&U>^ZpH{)dIy`XWn=z8*Z)Qb8yWLz(!o}S!2Pk<6kCA#!R%(mH4pP~Ew>T}
z`@6x_NQjHs75Lz42JEE*^yfGM`l;kQ8#Ava`OZcNTyqzjZslVB^UZ;$&$*l6)|3v&
zuax7b+qoFCHvv~B2WkZkJS}Ba3QSmg9~<8afR)B3p8txnY6T{2iNVJ4zOdrhFiub&
ze2bw$R+!eGwM$25V_Zop!Nv=jT0s?0E&r#7*!ZR&XP`_YqeGid4QlUXgbq$d@c#TN
z&czj}Wgz(5I&6)_#y9?k4IY&$ZD97#>cRT^*f`n0MH@6iPKh7&!#xm{)<yXLZMki!
z9yICjODr~y^?_9@+t${r*%%vQqjrMR|GZyxGG<;)Iyf02aKk-px}A&peO3IDs|jws
z)t>cBck(c1e<H3-4A9yP_tf&;OqiFN4ZgpFO_AA{Kj`1L0n;9SxQC5X+VkQU8TlKd
zu`#0E6Wil+?JSs}KoV5=<M|AXUV9%`=Z3=OAL`Atg>A9eI8Jwa)MV?`EQ}4Yg;-<K
z_<z+mw*{ZXcYA2^iKAQgiEA!o;M(Id9C|wdt`;I(Of10%dlTVcDnx&dEPwxNb&=4`
zPR6_%>27O;z}*kA>0v(Ra|GD@99Mv`-sTW%Eb#oV_E#Al?2MRKlMZ%92;B7$n;zt2
zei(-hVhS+U$KsjTpv}|+M<eFdNOwmg1pX9_O;Nd+--{iCj#9~JNCIHmTT9@x=|0Yp
zj2tS@_y5&4+0E6Mc{S4A)fj=xqp;~(4(7k$g8y<HeS29?lvmf`%)NZf+8P57TPgYm
zT0&r`kA0s6<E^##VD;uHW-*Rr5FFImnjEhEY~)J?xU=yECWz<sogB>E5Cso=BlPWP
zgIn>1SbZ=7x7NR)l?C8g!szhxP?T57ar#ykX8v#;9u7w6+u2^b-#+I&b8yqT*<GK#
z4nMw#@+vu#-EQXETdW;AH9wo5>tx4VLl$>8A4|ljc^476eh{;$`>a^>^BwH|GYMxm
z4ux2`i9ldzfc;AbV)8fVVEH^baEi^4Hn_VpGlqFq7)u1WvtfX;F63h7hP$i{f>i3l
zx&i-MU0}*!(?C`}DTDQQ;9)OA-;TDd`~&g0wPE1DCcjPiMV`m<O>=u|o@2{_%<XNy
z4-Y#j`gX8pHeL{hb+yOz;a<$|9X-u(HKq_7k0)yd{QWPt2S)yeOW1uh8fSl<&?LW+
z=eoM#&XISRV7AS>Z)4O4`w_W+5);VxOm*0J6}ykc;OzFXYC4R5xq0rQy{`>A_}aj$
z{|219mWqBVL2>_F{uS&#_7G=xyuo1uSKRr167mbHuz61uMtyV;k^91#K)z?mqD_(5
zeLNOte;KWAgO}Ph{odZ!8XbJC;njZ=ll8A(D>iJk<$0|((`V*+K85%kvYBi{s3X${
z3bv3Sqf(A#G5Jh@(SJd`as%6j&JN6m@L+QZGOFZQ7GLnU0{)&BI=9zGY~W(dywt`G
zE26OJdJg6f_;1Dy-E3vdOU)<ji@~Ot0?bz)QnBWN(kBdXSNeo<d~hZGnfQdZ(jKja
z23X@`%e2Q%#$sgFD6lfUuxYbqJsQy2Sd6cgo60*Hi}A3s7C&W{Xa)TJFP6iTo(%$h
zJ?!o0hPN-J!FuNdkR*E~W8fes<7YO0>}D-vUQIe!%Mkc`95y8sVtz+ER)^lMcsnv3
z)_WhaI@lRukc06v>8rJcaXi=jX29ax*mN};^9TPoYaXN@LIMO=d$9paos7iDs#RcB
zMlol=-!D0(7+@}iy+(iT?_$zB42~bai{uaIq5OIj#GbBjTQ&!^pXDNB;aUit?3wp5
zFHS&1P3y8S{jXutI}}czOu?fM<}rbN#0DPAzeMfl?<0M|TIQPKKQ1&~UwJ={xvopn
zd037djNGmJ{;>|GeL~^#=@cYRorluvcOmg~h3ASd;qt}%Nd1o00s4AOhQG&OE@$3W
zL_LHozz6p4jL{1C`={)#tbm`P0G)*D{pVql=76Sl0s-^tnVXHPwKZzl{Qg(v8}|x>
z{m1Vjb=q81+=zn6(+$o`=D_~bsmNNy?oU$1W#!k9`1>HX|0p~QjCzH^Zq|E9oBkCl
zZr+8+!xhfoe+Bs`Q<1$`TfXy(`4Id2AbtRMrpLeQ6C8+7_(<I+II8#r*QIk1`_g~o
z6LytVFy-7yq#X#}LoC862U{knaA$c1-pMP#F?(AknDAM#uciXN1_A^LbO)mEt0~72
zkyI<&-aqXtS&=|{7c1u3&`~NvmRx}~IVDWMA7O)=4L(T8LqK#Y$Ttp>itwtr5u#d|
zsjX%C4a~D?Z9BHF*4aeaS4$~u3iumn)jaRko(VV-!}ro7?9VAhxZ^(?LvxjbkAVOk
zG|FLnbs3`MHCS(K1qXdY+?3bg>+&Ml=ozYI6MPozC@O=$Sioei`>$ZiL1=(={wn2A
zt-y-Mg-pO7$>26CE*Hmwogmf-u>LpT#Rg>TLTnId$J)SDj10yG1x&zST9q6#V{&jj
z#Q9&d!PCwqkW7FNN^5YwxBD~gE3Wlb)&u3(X+>ILQ^4OqmHE5&Mk1y?`dv-N{@gNz
zJD5Hb9c)Af*wD$IwSk$0DTieV1)KqYAKcAW+Q9Aqt1%?A=CNf6JJ(LuzSi7;hl4Tt
zYGk-$*1qPRW5#XkW_Eq{YmiHNuxpU_3ovV2toj<{?9O;={e4)4|JA$(*@>({KAS-#
zV}otO*|oQunV7ly8ay10wbuVA6bgkx`8&{nKMLg^Kr-l&tayzS6cjL-@JR4lj~+d6
z=FAy{g|(dF<==p0%Oin)TefWB{JTUVL2PWS*5{$2p<17j>&nW?m_R^t^MAhiSr;U*
zPm^xly1~%U5O?m}Y4v^5($ZS|dsbGK+V`|F5iy<k9F0>X$w}UJEo@{Xsk*%!*h!j>
zo~DRNE5o9_@mc|Y7o!UhmtKzFKGA(5tCgiObFxQHp86>uIeDe9vw1cFl`TQC&5^Nv
zZkhV2M7ia)uxmvC5kX*}kB$y9B;{BCJsm^_%wkw>mHJ6#<h>n71~N_^^!3ouQi3Gq
ziIP={dVF~+8~ggX;U#BwL8^m=1a}LonA1R27aXmmhOGQ@4I5O*VQ2IdHn5i=N#g{4
zna}`UmgFTyS7&4Rt&YN$JGuC@m-;C#BshhsizVuHF{h+fD-#tVDW?*T^QtgxNpt&X
z+>j<5`zK<S_k^b%_ep8GAR7r79W*iv<&?^`G7mC3<W=EuK{bZ0y|1mqyXO!yKMc<1
zA|^9}zrFe<sCITTTuv(HmS3tVzgFvHaz=ixQvRBI+VbByi<oc1;Ax|60}pEnBP%ht
z3jLb*OsVJqZ5_&V=+J0`b*eUCe+u6_hnTNbZJ@48J3A>ZC#tu5ve}WX2bwmh;VuKF
z9#mu4vM6mEj6a2#r9I$jD^&~jOU<vsU!Qm3%<k6~>Or#(#O~^ClDy|GhiX=b4bdt(
zus?+#oJY)8q42bBK7Hw8Vlm=!s<3OK|9|Ee8~-n-ycYH<-+_E5a-EhAjee;@QwQRg
z1g+P>j`*b-ZNFqeUSf20GKSyUC~S$!#iu<SwQZp37t3m4*UF$YM!qA54aziZP_DxU
zy4nNd7dh%;w$d*yx}{wgN1a5>s$Q^D{$EaUE$mgE^W?c7q_TN|l`qgOU*j~fCZCjF
zjbSVAYRiu}jhIE<n%W~dG0e+W3NKrrtCuN!Kfa7D=QHr>5cg-}lh$+iq^ai+GdGO8
zElkoqyuDRaoWa&6oZy5s5;V9&f;%+s8YH;81$T$w?(Xg$+})kVo!}0Q``<Zh%|CND
z=ewD!Uft`h>Uwv{mfHJyMuwYgtkL;G5ALR^yXJ3+yKtkCEEp}(gXLZhp$s}d>qCWf
za)NQ5sh)QV1)TG`{PWTBn7`MY%CxH3Dx{Z${~dhG%gFCq(&#D)j#BwaZkN&O!&HuM
zH^BDL(50DvTFnd$Nt_Cj8sM+<ZGe%)^^)x!kSPS{m?4AB9By;29@R!>Y;5+#EQ)wn
zq+$!~4D!Ddni!}_evVaAs>EFCbxAj}?0zU%@mUZjeogS};_|le6tjrPAMvO%tzY5P
zIP&0bO(&-8zz;_zX9~9p(34YK)7c2;3anF6K(SCnYxS~EeboBVS^Be6%w%jW@0coj
zC-JN-Kbgzmr*y5EDufNt<;t7TKD>Mzcqak6-G!M^$Gb3?_jM(|z|VuwlZGI6j(k&^
z8jR6YgXNA?<Zp1aH8@cchuB;^^gVfJ_w!gUOL|=n5+mP+j^?4c<T#Dbax$i<cWe64
zo#a<~R-u@_QK;RVKsWs6kCTkhf*{mDS8TDIySzB^pk+rQDb@O_H9=xtn&y8TJutA|
zJ>iQNIwFuaj`^sXGuh5xfL|!~*h&%?`&P94s?d>%mvlYs+FR)7c+y)@jr_xB9xb(T
zToT&oPhC@m-!`eCCtJ-{wXla?s_1=$F;vc?g~8Rrt693cZCy*8O~vZSM%Gh8bC5b?
zmi~ey!<j4?2*UeXypg(P@s}HcO9%GBJ@}R7zYo?ZD*HcGygS|RBGz6$Eve%*(E40s
z(r(y(E%yEzjqJVR`<b~ERmU1@yxf9{>Vc;Vj{mH~e`@3G5d&C{kJEHhY@ycv?MtyY
zVI;CQ9Xys>b4t&smS6uIDMSpJU?dHa_aO<|4Oh(K#>l;dsip3DD4i;SMcJs!qb@>7
zSK(7djt7l`f`yI9atJY65KJrD4M#w6W9OR@9w!YXv!ej>a_G5TMe~s5nm2pa%>NhU
zyrR)7wiEIsbN=!X#$A3)M~Ye8Sd|7+=lec)Z`s-@w)2#R<%o*MT-;i2;&a7<#Z<hx
zxUeWJF)POp`_4ak#!J_}np0>8$@;7Iv0BTqz}KY<&J=5GqIwQUGs(7PL3(~_+or&F
z&Y14`>DLCUtme(H>a|`Bs27*^{a82B&eSFjx&;F($1#5Z5diunGlX7+{{f_G?EEO?
z#k-HoU+T_Fx`;nYW6`#E`8gX9phxq~y5sMd(T9pki{B0XsO#Qx0@yTX-mc+$MX`@H
zq6D<$G7CeL1hj?Cw{Z|Q4=?D7fuKWY(vRA#Pd<>cS_aT|{OF#>*C&m+9)+NO&&H`$
zPKGkBF3Eive|%%$s&JNxM+wE5pm;h4t{HE(r-VlgM^mua&+<J^Rjt5G@8k3^JcV8C
zT*2Jm-6|bZbTzfJqxK6S*K6j(@3*M-P3QU>s(c~Aoid-Ioi<4gXMn>%cmXquK;%Va
zj#rcs9FtiZ80U*9@q$`@dAUZtcdya9Ymz$UO&>iYi@@VJX6iBv`BdEi_dqD-$P3Yp
z_;+Q|4KrxG+h;^8I)(Jip>LaeC+5SeZa7?;cYoMJqJn*8pr&p&Nxim#wxY`mi3z#i
zNm3EVK?Mr%xkbqAtxmSj?zr~Ogkp_B$QyW_qQ_7w!7CL!N_;X(&t0QS<Z6+wf+yZs
zPfwQG<mM1A!|LkA(fT4uV=rFs>au>B9V()LonL0d!|oOGImIPs!>TqY$9sCi_3-ER
zwhzC6pS*b?$+OFM@}evLN>Gbzn<N%j8V#*me>~~O;rOGMKIW554KK7N=lxEU+ilQz
z%lJyY=7b8ns`faK@>h>Iv3oBVcKA(4yA$-sjgjC6|1W%05Ral}XBxl~l1*EQ`OE16
zhN@6*cy+}R8afr@+#-=L7ySf%MZD}8W+$scuGu8-9G&(v?unmRQFSY@@^g%q)3&WB
zg-N=@1y$VfNnd6=j6jWA0O66k%<nCDlL@CGt?b(|2uaZj<TCIiJLx6J9lyM^Tm0wx
zbE@@ld8}4(x0K=f^_QfeQB!}hMi%gf%24j_T?gN++^0H0S|jEnHa@&HQ7HUdI{{H`
z-qGU|eJaNOesL~a5CTHe7wTt(23)Uz6<|@<0PJJN4bmJ0pNJ%WMDBWdE+n=4gAU}2
zlQg;m?*bew;Fz7-tRy&5Y=M8$zNE4{_{*(*iFL_P*r-7TQ=^zJ$tnk!1%tGx3X5Mk
z`4{X<>}hoCsIO7JMQGTQJ3cM_P;uk&Nm%6a$S`lnE8d9mTyBS2$Avz{E`4xD8gS_t
z;cpYVU4*{!=(emmn_`qUnPS?TEOV3g_p;undeVfudxdA+H>>VR<6X0b0o*`YyclTY
zVb91kK!gMq_X1o~B0EAGSZx9hI~4FUT>j3ldgc9X)d7)6%y?VP`RnAJb1?c)nu(zY
z`3_-aZTxV~{Mn3Z5ufv4%jlmU36;&^O*BJ4w+sRL;qtI7bJUT^ci0S}oe22a(*q5;
zj5$|909oK5iDxuPs#Ed%(1zP@ab-`Rcj-~<KSv$+aFQh?02o2}wBIENOA;T@xFyhG
z1x3PU1E(=yM1UbmNTTilRH09hC$lW$?o(URE!)}<L#(|oeE6muvUjbm&$&E`vQoKN
zR=z`c*H*ahMfWo`_B)NB-VWCmld)rxGz05SbmV#O3x8$Ge|ra#Bs#>XC#rd~s(T~b
z@3DX#VzRZBv;38~7dC?c8Ab>1Qnj9oURakydW<*`#l2l!fw2BpJ_txiND;VfpCAR7
z!cI<X`%~G~XuM(J;R?#iqH;vLZ6VgX7hy|F)C|YeG&_`M1o&_3WJQlg@gSJcADWJ4
zD7y&)PRW^>FMkz$tFWMWe%Rh+Id0XImZok5^9+9bWb`)?AF*oqj(_&>xvj07@bC+Q
zBkFV?!1Uc4l3jv6sS_b)mV^Cf1q0ML+|vtjU`ApM0StSEjGxCI6NgXbIh3z<9BNC#
zThZP8LEYAJ4qP*+c34hCsQuEQ3;$P7iV^`YE$ygqX&UXI-Iydb18@qkr5Eji8`(p!
zW3}vhX+LJCItV!h*4pck0AZTH?r1sIwj<AoBJ3@HYpd({c<!?ZA4?;oSsnXv0q4*{
z*2m?K=Zkhr3G!qRC$=VOwXhbV(0U>jGH^A__I*r1Wb$I&J@V8f)OVxk#^n!jNIT2)
zJi?V5I6RYZPqlAZOHRErJoeAa(w6}D%i$*U?YBH)kuL<~i^JzhIERK}J}y69eUMTI
z8mP;D{U(s>MmB{e%Lu2j>H=Whi0xv}S{QL4O~UC?uLyWEZYk&hGU!|_w@d;cVnJx}
zl#h^Sz<ktmqb5xbs@Ea&P`7*3Ge^iEzpz2PlOC_^CAxO+6PkdjD!LXdhlCM1v8!{0
z+i?j(UJoRzW3}lRr^gcBWF2FSpXarn2-?c2H{ZoN4o&C_!p$csBsSG`Xa*-DK5e+n
zy3a(-N$-Jg4SszU!Y33CemQ2xzM5v2SsS<U5AZSb&v0HM)(!+n;GJ2^xNOFOwgpLi
zIu7-IKbL3awmCOwk$Gqu=48XZu8#;2SuZ@X9!AeqRsxkcw%{Ih_=-j!Ard<<z&PGZ
zF$i!^120N$22964YgEPZRx;Lve|_yJ<N*ur-zzl&3S`3=l<ASIzmGzF3(l5i(7=*#
zd&#J#-7TR*BFMEqr*?{?922(4e2^d^;`uIGQvT;<lAUxd8~gWg%dAB~SAlE>o`BW#
z^pXq%U7)t|2>u@f{?fi((Vq+&p|<qWx&KmWQ6(9z+Gc$}4_?cVpM}r~{Z8a-)eHj~
z`6yQcm}yW+9pd!Uff)0baK5J@bRxeKB^m%gDZU!E?iSX-JElr}lDM2m=jEInF{>`#
zx;#QrHiM<BB}tGmxb#kOrDZy~De{hSu!TC19ax5t%NKnh9{&MLROYkek%*>{Gp02a
zq<Ccfn{I}u6^v{8O#F<|UcBP7kmst;F_x7NMSPJBz<J=cQuq+@H(hc^AfHL(ZBOdn
z6nIGh?;{@;rw6yVPB1qY!c~*|XFS%XV`9A1<QRo0{zYWpz|iA2=wg4aNwNL!hcVBt
z&cr}!nY?R$PyuaM9p>c5cwDj%4HC(^QnokvY_d%aEKDxz!w=Qrr3~MYg7eATR#C|P
zoAnTu-c8-;$K^`5?J5JEVet?KpUXd^7gQtRkb(8Q(h1wTTq9MgTIi@PbY+6CvjjS2
zbk^7tvOX-?D?C;^4W?p31FbtsM&3vXR#^&*Z@xvJrSdBPV_e|e)3+6hUi^X~ERW5X
zFl4`4c@SV$5H6egmdn3^!PSM+#Jq{%Cas=0K(ej-5Z>YXkH=lz`CH$Yykr%E7fZW4
zjWR!EbA+Q@cdf@&tHoNQ9p#L-E4G{Sl{@R9)RsN!@0GrpLd0ZLo3iR}^Gdh{#XsK`
zEY$v7eUg3W?9>KpZj^7pnUAs`macSeTDSR9psCtD1=pU{3kLSX!4cSKmFM52vT<bz
z?WUjXXz3)jzpP0GlpLDglcdKfEsS|(2Y`V~M<>(wyyx5_eyuu1Pn^lsm!963LP{_N
z_e|I%rBZ_Mf6NoJCJo`AU*Ca^_x$G29)x)0i6kN<Ij_3ccoG{8<W53`enh&VsHvcx
zmATxMImA}5lV9A$Tq&EtAHziPbH_j=ih28~_-A6nH!zMtg&cPF=y8miq8xO#23B}b
z$|0GceqV6Fu{-C<k@L8t>!_7KEhUr{?rE~TN-($RJkC)b57BCxbxY#eBvLytVF3(>
z@RQ)i(M+dBQOiFzF0hJVG@8mOj_m8E(jggn!e}P>QV}xOd}WW<?A652ma7RoM^D9;
zEV9R@;9OMf(O<i>+ZTU+!F)X`rAKK1eA>(X*w{J?p6;D`+`9=#CfR>^Y;DQ?m>4_5
z_?5cOT)0^Frt>fGeZP-9rBt0nueybTu~?BRA+s&WgEx5Fduw>19PEto>Hba3=e@Yc
zJ7C=6ev4h=?FRk+;CXrq@dp4f+<A?9?k}|0iQO{Q?wmXXhoTSGGHbKSnXrH!=?Ft_
zlaMdSYGbkaKs1v}3MP@kbY%3B{Q*2Yp;`W^5DbP;jz13Dl$2bYg{|CJ7TzNQorF}i
zwY5r<>5Zt|PVKb`pd9C$o~eFW$ZxJiB#T-t5^zNtB(SpeXpn@+fxw!xxyRP55pcuF
z@H@V_C9N}W;15~t0{*XJ9lsy+ZSwf&;_tOZyxF2X?RA|LmHDQH>x9TaWzi9yUrtSd
zU|8}9dAcsq;O|+$9#;V(r484Nc4|ecjIN;Pjv$inW=1EXCjnkvGn<(2$-9BpP#@_R
z7e)>OSAZ~=87ov{SKlRd7|nFK#blk!6!A^Z=McStP+Ar-Q{lUv!BJ1`u0>U8qeK)+
z>&cu-ny@|uA6p?80;OXkN04|T#!65aE)4Ev6QBpqU7{-91~2aTVHFPAiVoLI`MY(0
zOBn8F7PhUk@=S)Li}KiKVny%A+@dFmGL=IH6^`NCd5lsF4wAyOn}dXB=HuDi;`8`I
zXgftoIRyngE62aQp(#cFov7I5yH3q&>i*sAvK7yj6`yV=y44ijy81;`gW*QCD-t^E
z@@f%d=ba8KFJ(!yGkBakC32^<v?8~LWZ=0;l98b&0Jc<fm>j|dkc%C{!PT#zO=IYM
zU<4o{6tMgH*&rTO(YuRePA0%el)tkq3l1vop4XH_$ViuC?U<}11VFij2ii=uy1a;>
zhyj5lYBsBv_a5r9Y1Wir+-AULC8yk(45eZ<-#14@h$O>0(djI#62xb-cM-SpkMzod
z9biAPQxmhxZwtpoN`6;f&WWFcyLY&>kcE9aJ;|GeBj^d<-RGe_)JmRROWx$qczyyy
zePO1#JV?V{NqPQRCo7@<BU*zXEp2{Ea9?TL+5W2-tj6_thx+%a_w`A!kgi+95gUv1
z$ew>T*IlpdgCPV`TSNA?&FMtt#55D=<fm5Aj`~{wYDGpSYeUj{aBxsbN1x<<Qn8Hq
zJwK%M+oHnc=;*I|?yOyp{k^@Op&{|}y1_v)_g|#Cj9Vb1K^(b&$|w;V21OXRbp5kh
za;158(ib<=r~A<I^XUQQvEJs)pUDKSBH6b!Y&l51vg?z5QwPkbSAs4r_i-Qm{FCcy
z?Zb4_fu2uqj53}+NbdKJ!tx9#73+?0%F0d%KK`0&4|nxHY-?Eh{sitEd3kl<FkP*E
zF!u7tQD3HLz9+^Ef^)xgJa85-t*8(+2y@)lmD2d=HMlm1Iw=bde>b_Q6Myi90WPB-
z8im{@*C{A(hSY3i<bP?rK;v~XIAXLGoLTfKB3l|j$ijM}u0%7O-&B{NDeW^#4NMuB
z2S_kf3O5=JC5k`B5fDYfw6`5jUN(t56n<`{G0jOtI3dEyky;C2w6V5RS=v0R;g}wn
z-B{~QuD;kOU0V5&B?gtSz+o`&4^^PNVEBilsbo?uC-SWk?%`Ag`NpY!%b+AYyhV8_
zQ_U|?a5UV~Bw&T)#q0~zDFE$IFXVR7L4JNZq$Vq)57(I-?QRf?mSB7@yqdv?bZI8$
z{7_3{HAGppE>=Y)c%*|f9qpN}BPB4F&!mRsOHNJe$8_s`lJa)K>ZdD)mvp{f*zNSZ
z(jDAgb3dozS$XBfkQ&pLKuL5CzTf^WsM1uf!g4tPAF4-5PQ?+U;?skH#9Il53eiTR
z;<pD&Ydt@h_WBG*isC*!s(^P4aeu9UtN`bhl*!mnw$9njWN^quLbL=sA9=N{9=LJ9
zC&br}<JcKY`m4e>*USR~M2atOH8@mxVYb#LD8`Rd+$5eJv{aiDI45tTTf6srvzC9O
znQR%+4UWdX?@ButSUtA?QHdBBQoOQfpjk>oIGo(eCXn(gPUH(Jk%Ir_uhy!^G(3-R
zGKq%AI<iEpVgP;bd?a9X*^W;6g6i*`Mfnqthq}K-&dri>9CKSU&-{Z~Ofcd?reyLi
zbSQwG_qTs4VN%rn&sdb^kEuyhBi$oQPWN^k4ftIX$D&lm4iv?;DR{@Tp&L<2C?&}L
z_-LIpQS?eXvm{8$PCpQkwvU@bxp%hozIV^gkQ3BzRojxPSOBR#b#%xEbK77a&W%w@
zcFY&U3%p()zIxE|CVym*=50<p(cdOIs@M5iNy;#Z&?x+1BZ*MMvUOaD*HZG!Oi0Z|
zvcr)U@lLE&?J1)`r!^&14?fi$at*A?a9b0%Ae~&tG`ou790Y~25K?>OO!(*f@l{zh
zSZL|%)C!qrc0b%?keZLA0rbdk)g_%!K#;WMWpF=S(ic3fty)2T$SBf3GSGwqCM7J1
zmzAZz5w#x%T}CRfmJknvFivEP?DzDEo6Ma4-rsNQRRtH?JlO8_sEfMAJif%E(Le0l
zlJZ!I+SXxhkG)3g*--XN`;NXw9tmfnb<zdVM4wZt-M1C++{GsZ(#>eOc}~Q~UzFt0
zO7Ky=x7{>h;3AlreizUeg(jUeAug{+t_BYm19=VtF16!;BLk3WG_^M-QOfI+ivu1}
zNM;&U3&96YnX89bw$VBUw6>7VNv6@GfZ&0|F9)uzDGb8{I4AT*ql=+!5}DNfvkKN{
zW$2RY?-j*}`-IX#odQVoCPFWnYC-E9*R}Q$9>EjgEUoHfFP^vnDWrP#?xzyZDxI5c
zODt!4%sV(JTEISde-Tn3Woh_94xL2m1h@9sn{f8~F;h!jd*s*&o*i`y#%5sI=B^0n
zRk=*q#UdcvqShDTB%d58(W$tk+Yi^O_WhAwcQdZ`<IHwdKb*F!WsFkT#ZyU>VDK<}
zhZU;#ci4}Oa0vA*-A}7-T6~A2kDU5c@%lC;;e}H`JND+dKs^s(*EGbIyDJm=+0hfm
z7Q96W{WpifRib74si7D&NxT$<uv`ev>kXE}`&}7iY(L0yhrmz0DmSuyT<}3Mv!36#
zJU+;tyVU1Z70xeHl0WbUtzXTFDZM-%3iGwe-AGzi##L$hZ`Tp{$p$3eO7ikd-P-db
zCi&X}ft;XnCXW7;<jSEFWbR4&XF0e*&wIh>NA#(4(O4YYH<_L<FD_W@vWZzZE|<TM
zD<WWR8|Q}nZ$6DbFu~>fTVDDVFp!!0t9qi|odIs{n8ahEVHXHP#g!{@wuM^;w9%7w
zgF6Zl#)=&C@5j7DbEn*wzS?`gOjy3WsD3BqL(K7MVnmyj#?sD|tzldAk2VsQr63r5
zBsoo&K3re^BG{Rv=0O|;(uZlXo9eG-umiRaji@!!gz=qh>xobS<+R88r%dBenP`+&
zY~KI!kP=~TKQ#HzEX@UIjgZ1S7?NZfDb4Czng-Cd1#R$QAsid{HU$4|zKYP->P&6E
z`F=`wTWk4CPBxf#=0+XGBb1=ZbmxHoCn^(J$XiF5ScHvt)L;o;R81X(BT$`y{p|@s
z9d;gvyIWoT4R0N_@sP*;S%YMF3fICX6oMTJ-79Xt!;Rj>1Mgu0P5T^!M@3egLbqm*
z<dO6_s5}$R9;xNRlzO%hdjj5vqGwbIWwKGsHAXGqsJv>c&{X?M2tl<d@!F50x3eR3
zV}qO_#qexKTnqR)b~g}{gA-3CX*aN=_VCPVa5*PyHxM5pLtIk6q+M7;l8%*hY?Jnt
zulh7q4q)zd!?SIy$8%;k1tN&#llMh!93*jB|IS51nm`<=j%*$V=KyzwzSn`ThCJkk
z9wxK39l+Gujzl9%Ih3*97N%C?X9`0PXF5ZV7AZrII-RTjhrOoh>T(J==eqt>?nh2<
zGVBA@;cUxAh0(qU$y|i=R~mPh261^8kBW6WXythTf=}YfrfkL|&8bynjpZG&>{}9z
zTJs&$U4`4%s;Hu2x-G13yf7F>R@9ubR>DmYt=<wrzM49A5q&#0_BT&F^_D#x?ud8R
z(y!Zs2<aYB9j|Aoa}&rGE*oOXKX`j}w?{YomxuIi3<Heonzxkg%QkzRl50$FC7OXL
z)JO8_%F)&AT7xvgo`;BTl1GIQVkI}o`Jpet&q0U>Lt;5;7wYLz@p?p=3|9&Ei617S
zuI*u?)p9}eP>BvI&qwS6uxk&L9JF)dC7|N1399J84kDlA^}=<avEO63Kd+81<$T;`
zaM^QAarkn_9;C(|k9SQ`{6wea^VLJ813?wu5R<)`v_TNAwg(nMAcL@@L6A39adee1
znS{`l6#Buz3r6G6(909e6xzkwFrcRVYYq01fjLUm1?R*VK3a4b<Blvc-({nKkSIaY
z5XP2pC}8CpvNhUiQN6h#AaPF!te~N%ep2^V(UfqJ;MLTcMbN-cpDKRNiFJImk%1ID
zerzJw6wrYA*bdTVZm?3YlpWa@W7%S<(z2nBS=<z)`t6Du>6iCtLk~ITgIqg2)UNHA
zez+)zA`$(|A+gWci%e<jKqyS^-KYMw%Xew(C;KeqAZp==-jpY)70h+-(husw>}4pT
zSwz%{18xi9s#3v7y*x<#qzc(Gr@hk82e$xw#B*hvQvqIQvbIcLwhUw`oT)GjjcbI1
zX`_j_()536(Yxa!&a6tH;MGYTmGamu+k3Trv*W74KGdt_Ry}ApwDF@`E=<W(`)!U~
z<oNN#<!HclQ?Rw>iVU8G$Ay7lvk-IJ*n(`0zIq@kgW2<9g1@um>YpnLy)7^GjrP`Y
z%Q8pW|D);JaIcvudV3COvxgWqO@Qvi*6hU3fZN)@3}nK%c3X<fF(h6JpvWG{(ogbv
zlA;gh%C{+}-zx7>3KM4)1xk<$8&d4J@$v~Gulza`hHiGAxrseD$zV9Yk`6B;oX|@h
zi%RlxTqV15rXbWh!n{B1k6x!{Aony@?xbhmxO8*)7*Ct7(cWC{9kFUuw-*?+zYBXP
z%1953%L$XX;~kTbwqeXiPPl^7>Xzrk-D<GS3}a~y#$+1V1{X4Zj!S;)Z*!)+F)C0_
zrARR`&8yFGmGg$xX=2YSPA?%fU3YeUdmtz~=gAS|bS4U%iU0e_nIO-H%BOs4QuxU)
z@uqWkmutz38BzJ(K;G?y?}kTftKAIlH3R0HRaqsMl2TAs%upH7KR_Xs-IQZN?AKB}
z*TwGO5b)!Evg8}Ru$ve%9NjC17&7~V(_gKp`_=S&lFL30M%Mw$wRLYC>#4x*iw6A%
z<NmhFi{?&uc%79NsO6^oSSOZGBp@oGMFFCFXMBaY><(w{_C}xZQSO<Nc1+mkXfC|n
z3m%#G^M)PGInzB7tGDm&x}JaWPm3McOPZGr{Ew))dX|50wHnZe$z_OZyJNxJE!e(+
z(Qy$}YA#@^0e==OgQt*XgTa~#wlAEYHQ=6xUqeB@FO~G%D5bg*j+}1D$RMg*aFqzW
z9Jc$hZfpc{>WOpCP~ofXlO^sa<Sai0J(r~)UxNe8kzAczho%v-lQ8nrt3L2L!amfN
zePNsU;rgS$p#>xzre9teITf*Yz0!I7y*;N`PEJgbXWjgVC|A(Q2`GMM7I#2RLkCXP
zihze^?!*?1=yuZ7XSM2566N{3Z1rCMTA#CCgcRd^f7Jh^G4aN+y&_P{jhfpDi=F6)
z(CsUZ(t4}-H5Auv^=SetLB^st?De7;$yI~PjG8(k!3d(??%a?`Y7V>5TM*IqA7hF{
zU9SVa3cjsf?AP%Tmu0El0}_uJmy8$Cf!^yj`J4!E0XXoyswSNu+PHYCanwbl4#&h$
zoW$)#iB(0ZF^hOft%^1~rp}w2$NK>}F&4$lO}+x12NDnpDv+h-b%HSe$O+ARnP+a*
z+rmlB&msPpXS)#*R(9%DLMM}9pcZn;{lE(gWl2+=1G!7(_zUhGf)%ZqpBX$b0e?jH
zprK(BDL`=u{4F~>q^7D8g?)3YpPwK3caZY5q(r2u8I8=%54!I*lCdc-1a996gl1rB
z1v?R5eQ5W#bs8qLWOk&N<lFw@-=K^`i~4PE0PA~tni=DY>8JOhq2~q42ja>Pydpw3
zUl40saz4-hm~dV918sNAc`h9tZ%M;f0g#)R2OIsE$H!=Uxm5-ws?ZI8Sbr<hkQ|zr
zOi~326Ls7;n%i#mRv5S<I$Z??+T*>})_vUw9Vzsc@Az?3L(%~=ANj*ob9O-{YSOnO
z3%T<y;btEHM=e)A2FuR%RcHKHK-nXGL&)1kuW2-xsdqF6Zq{fqw3fUj22QoZWNcFo
zagn8WZItxEVyw7tOlT6$f&7S3u_r6|_yN=-FO4J!6!KKn{?s9xsaIVnET{F-P$gxY
z)^2JZfx?0`Bdq&d=Sj$t{(JEeV^0L=@ihW!>FAfCZ)H15dvP;VUxX;5Dkp684SJC}
zuA!6nx3xf^E!v@hx(?#RR9|G`_1~c?law!+(*7GzKW;9)+!1f}HyaOT^=F~!36fmx
zju_`hFw#NNOf2+77u@MH#ML&6VTTtmWCU~%Uq_;A!|J(bKp+hM3u^X<{(1a(qFv%{
zk?j3}3q=Zc+n6Qd?|64Y5RQpj>xQ19`Y)ci>B0Bf<FRVW(Khknm%jZM9J3^w$~sig
zXR?f{hW<W=wA=X}TubTdL1ZM8tlIV#EjcXc+E#}&875D)@er|(i8B1<{(7P>OnF4Z
zzD>s+dVvuyY*n))9EXB0Q$taXQTOH3Wmf*T33$j^58BjBNml#4jRjZFvp*MJOI{d~
zG*lb+RvZW5p+zN3rE3t3gZM&g+<oUpGwscDat6?<2L4~hL*i<C@`XGP=_ja&ME4AA
z;A(x*e_-4D@t8u>QQ$ek5ZMoM>ITqtL~LY^w8v8{5JnU_h;R4t9&J+5$Bujbh#&Vl
z^A^Z1bkMzx<aFXi;(yNy2uUTGZK;OEZf>c@^lxUf5Y4zSu%_M0e9m)-!JDf<*O1#M
zZgCO{*b|Q<cZeYcZukKIeBjp|9~^XfNjM;`ytyK-gko`qpoQdwaSbEBAv`~ka=agy
z1~xqBwYX(tcW^!Gz5+aG(2_cchL`mYyl&2Cnco)!6jfO+uTw=t#*bE?Cjb5c791#(
zYBHmsW=~on<e$$8!1+T0J{o!-eLfF%2}nvxo_w>SOG!<=f}1ETD$1*`SNet;m0`X3
z<z_HADJf~REB1FEs927Sgyf@+&iiQq=a&F+C<Mt%(np<LkCGj`E>omrdTpWiH!ydh
zZkux?9LnA42%XGx6VBr1M_6MgwFd`$d+FopzIB{p?BMRf2)q{=hLYIT!Z_NjXJXP%
zsex?M*k<{4`6SL$pK>l@jW;*d9bF0#r+|%>ePg-Q)D_*y(kLVxU7vYdTerq@TWV_e
zPZP7$MWWxVNw}L}c%OY{+`H`iB;9#en~>-;wq%pqy%@eii+h8f#v%MxGCr~y(<uC+
zGV$^68YnavN};uf(T=++bNOu@A7y3l{3DHoLSziaR&ol&BFuy14(m*wfQNf#A<{&S
zfz{(j--istm>vZTPF_#Cc=GtMKRfsKVkcmK>fE;u@>>z34I3A=j)WA8-r9j-IhG`x
z$7HI@f=}UiC~hNDoVon@EGXy17?8ZQ+-J}`;~dFen7d(h*G76)eTs9NtI+6!pgalm
zf?Y7N+!P<*k}?33ro>HuKCWAdaz2`vF5yU7%BxT@bg4v`55*tVnYaUQ0=lK+U$<$N
zk1{`__G2&T-M>O%sD$h1R{L)t2Q@Q}pm_7N^?*F5hmZsJZq*zaW8sW$ZJ7p3r=T>V
z3#O>a-O!>3Y?_c5-5ly!2^Pd>vUNNE`UV>ECORS13+fv~W4$K%t%2QdY+3tDquYAK
z{ur8y)q3ifp%}Vrko*M@RdB`!9X+FO8Itw(xV&C|o<dYt@)m{0B9PwS<^H-oN40Le
zyU3RW7>@d*keayUL<e6uZ?Kg9>8ib&3#)4vIhX$Zd~U~GGruN}Fg$8(X)E7au0psR
zpmRSM#&VS6O^n9J{=~^SpS=l}+nC|`b8u9GkFmG3r9+QQ{U%jGWVcDzw;~RRAHC~5
zb9(#8*3y;vn#TcmNh>q!$d?0ziE%XR&O<M)uR7Y+3sEF;OgxqcKO6}xxlm;zU&_VM
zo+}J=DKJbDZV6CL7Zb?l#ou^oM;<}0NeFcaUTEdz*ME!pn36V?LFPb&lgoEby7l{U
zp_mMJs!(>}ZCvI@`oPB?)jx{N-%zeZ*_OQ2igf;PbO(lZUhXXaNL|VK86ny=wxkyp
z0g!UFw3Ro2jzwN?c$gK}-nO7I^!NROhcA^E4)fIdb!V5m%!;w9x<F?wyL&#oYLN3*
zG)Jc6!FA8~m~kbuaSzle0&?F@oiw@0B-fLZ^sb@%G=^7mD8Z~sm>FsNOGVDyjr_L9
z&`87{N>ED{(^-2GGJU+XpPgn_Cvbdx2tV*+a{mDVOaBmt%MK?Dp|p)8!&dspV=2Ml
zIv4z}xJkV%IXh=6WhMINeewu=w2i-RZ`;=O=FiK8NlpyaaP!|YaoE~SXJ6Zp)3J50
z$zMg8u+~Qfts8LG>2B@p1K=&m!~cS4aC0c?OwA>=$%<YxWwQ%kMQPCJBd>z0du0=z
z(WR#&Od{@;E>6r^yQG{hnGY;&<Ck)L>w3boe&Q*8KNPUE^<Byl{N<nQm0%S^T<dF8
zoBbUq!gpxk>xavPr9Js~Mce{SHtIGga(Axu#vT?g2KaujB>7wtslyJ}d?SYapmE%E
zw@QSeWO&~v)Y_d6Gr)84%dh&0OJKN;Nl2VJzS@bZQyQ|eC65c>s$|o4%ctdhJu@B2
zWBH_?zac~V$m;TYSMeJOHhO95`0{QQLxv><WwL8|8Ns_KcHtGUHVfGgEWM?$g5b{Z
zh{s`(wcu4k(z=qQ>wJRGH7D`sH@tMHKAsCvYP*T^J(EfyO>mqBe9==vdnk_kFAv#y
zv6?@_2?>ihJ5JS0iL!O+7R40#y<Z88u;v7GOCl#_#g<;x5xl12nXPN^K1o^BUIw=f
z(^UzgFgRrB-11nG?}f{(jTHUEzSWy&Gul^m05+%S-6y{uc|f8K$`5DuaIYPvOE&g@
zCcXG!pxwV61lmot<mJ>OBe|@JTiemOyQXd5G(j6Xmc$WFm7wkTvo*!26VLQ4<Fs`h
z3U7i|bY&QZ%DZ$6dc4Um>1yg=>Al~fUe;Vald*Xe<bQ?-rrXSH^%HI+-4rn6A<^3u
z9;giO`A-BB%@QaNO}+}B^Xhh@{}#QlN6+U9oKI=l{|*lOrDyuBSCg#0R!{2pu_Mmb
z__AKHjE>rhE+4~i<Wa~~&y$3;Ofee+4CtN*QA?*{pf{UP0)p!K0dM4+)6pY2Acy$9
z(NiY_`zac15L|-Iwyx{BfCdXW)S9_fm>W&~K;gp1gLe{{IWfp+_l1x=8G_-ZtZ|%;
z6u!Hq8+{a7{!4^x%P7C-d=g|Yv;b2j%cZ;{Fypx>KL&>C3~}dLuhh+<fj@{_CpePg
zz_j2XVPrl${eDf%%ZqH#+g4uZZRoZ3F#hB8!h(?JPc$7~`xv-Z^^{|>nsi?Ja}@t<
zjxK&)YY}WnZ-(1X(!+EmLecaKoUc2aOKSE=m>`GIJ*OqS(5E1=h}T0^Hv+!Xa8aUr
z|3+sjo)Cuas{9%1%96m229m6clc4J2``{Q;)fYQ5Pp(IZySTe5u`6vEqfM_$B(XQf
z5by@hH?29`dHaHg@pnF7ftt3;7gqfcG>?pZ-wDe<0>wf>5QL65H%;8B0zto3X#m`<
z?>Rm^r1$}z^k&4TY}s9vertE}CDi)TbiNf3L26fen^l4jSuEUn1_lyN>csbEM77o@
zZfxyyA^>H0yO5I{!S+`UjfvQP&OxaGXNcofY&7h?V=d&iC(+TCRZuV!C)@xWt4Ss1
zg3g<9dIE*VOHhi;+!-G)fnEI6s%N4^@1FI;&%YCy4_woYPjocs+a&#q=^^e0V?rIJ
z8Qpr*nSJ1H1Noh5@Q%=BQh0~`kn#%eE$#u}49EGkYS4z*flwUtCCL1fx3DE5B~ems
z4<7_z$)R6p#3a-n=qdq;BZLy!<VME}uPZ;-&^ZZ(6WM(0EsWIxJM}tLJwVviHacUX
z{sNg)scstk+CJf}IwpW0${Nr<;q|M<X#})Ci8-=h{9UX<u8E!7No_D_0UwqWhZ|}W
zFmjZB=xG8S`Yk{V%&XG6IbABG+55-kov{QVT4|b~@=p5B+xlKtyf*+TYZmgm&}xk0
z`fqiPx>#}9+=a!S^emH<P2t;=UW=+CtqzIVO0hWWsgdJpVqGd!0&63CAVU2SqHl7L
zYp?2lLTUyslgavspiZR-JO|78#i%YlcL32Q=u@BwJaeby69O_E=WUcvIr3MY+rMo_
zoqx2LJCDpl#)zC0nL1M?hB&hASO!Z=-@Xq$>((+0<u;>9gTiA~8N^hfNsynH`&tWm
z=0=hw#dGPS9##x>q)482lR%0d8+9x_pT!@U+OG@QhD*?Qeqb8s1m+1B=U5njEM_Pc
zUR(%+JL`|i2ng~#zd`kl?^r`LNgZR4BU9gcnJ-3NTFuGL!J#OgBzcvlM?I6Qxj2ii
zL2A>y2(Ea{cx%50q2VKC!wYlMq;N{VzR%9d;I45PP4K|@fZ0b`9IjRq9wnZ3>`z!w
zP%?ssNAaPtd_D_n((G=84`k&k%2Pb*{J|jPfhC}E;AD7#fr8xV@OawUmjeRk;ATPk
z%t>MrmJnzac)Sp#F!K*OD}M8pQwaE$+t=5>4%Jc=@Dg=fB1=pMg|yVhEug=|6k8Z0
zCyQnvC*B*P@d}B-o4OIqc82Cq?KIQxI}$TX5F3O=ASX5v5%15VY&9BDYVG@ktR%>g
zdp!Zb_oLC(^^8)w0e_1qE6S+F1r5nOot$b{d%vi}u>sX14GQCH<N5*3%DU0K`(Qj8
zbcy9qOpYyiJGRmEG`;-F$TuP0ac1VA7}E%O5EzjnSZ=mmuS*Z;Xho|)fEgZ;+)H9T
zf#hsYHEYbUDFN!y&n@7=zyc9>SBTDn^>}Z8Jk?zjdF&Y#%4GWIWuwrHHL(^8dWd-c
zP@?@Z6d;(PyQD#AymwHsB(S$iM+~+ye<SVjUe>kiafK;&;e6aMy&D;k@^WDhyB{92
zDMfdrrEv0#!~~c`;IT<o@d)I~5(7Eu;#Pjcd@!Z;1OxT!eGx<>BOj^?BKBeVeLr|u
zRus4iu9Y~hxETmTTQAHTR!9EPm3qPm1sLF0&<fcZl8x6lOluQ&D{xypAS670CkudM
zWvHsA7Zy|`<Bhx!H?&Zbf*Q8R4fTBFNuagvCa@!L#wq7JIuh|>)26x2OGE#l>AJjz
zD*9K9cI=y=w?EF?lMwz*ePBaXfmI2W7sa<IC<1(NeIItJ=%H$gD0Iz61N$Hq`_K3K
z_F6<;Q%tfp!OtvKRuQZ$-JTu}hv0<Z+Qva@OSAsJyF$D3Y<cOis6+0+UNQS8Rk2DT
z9|bw=u3N|c4Dm;V_Sn(e`HXQ!kn)P^SQ+}x8T>M}wV7X`0G^l3?UhRoONG+IRUahB
zLM#oLA7`XMSTTRrQ`nv?8F@AG0i@p$OQE8gY@i~FHky_W@zW!}lA_DRz@U9+9!w|@
zMo&6OB-UL+@ZlvvZeH%z_!1JoOq`7z5YXzbRbACbqKb*9tCp5iR{E8tE=+!5DL^k4
z^?BVgcZela1mtTel+<4+>_SH3eNxCr5CzX^AnVEJt{Y$AU-#9dr8IlzXYinvo@oS>
zfqwwh?iV~9B)j$|NOk~Qe{^!KZzsL%jdSm5GtW(DoRHOJZaAdPb#!8VFvQu`clgv4
z<Qy~Z3bj4-!9yki=1b#cStQyg-2Mlk=%C9n<!z>fk6a@y>gG|?IdV$8+V31qb5?|N
zFLA|j$5@7FbVK`sy%`ZAY^V&SB=KMVPY?%)E@nv}BtCcY6Z`LWz!Rt8zCX_mPx5DY
zUINcu>nN@b9`@!8N*n*Iez+on$zXgA3FiCT9bW76F%W*SDzXaih0^M86cyd%>}QSX
z=+59GLBR&cbDEdtj0%U7U_Ajj&H0mnyHa&3a&Gt~W_WelRR4O8?yBfE(Ead);CV#+
zq#)nP@5k!06o35F$;jJx+h91VyURb_M{L5o2k*Q4#CVrIE~>Gqx)im(-<%n61vWvw
zHpw7H^O3@ZXGEk)P`0k@dFZ$NT@*=uMx4)Z!m+Xw{dmTVIMJ|(It~sFeK91$|LUy@
zyX3O@2u>huUm<8@wtr!o9G0hZg|D73x^{X4kzDW8t>HJHp4=md_zA_M2?N8!k-Th>
z>P)8wM-yr6-d@~3<8+_7(}pJ|VtxhyV&mfSZaDHlHTr#*<1ABKi@H96fr0HT$?56R
z{`akp+s>qKN5$EwgoF@CS7%~cTA3rSe*jhg@TZzK+{5`mUm}+5e-X7%wepNW5X79%
z*Ce~-jEu<f2?#Xb4<Iz9Lj&R1c8Aj>?ch-wS6m|#lircgRakDX10>r7T9c>hqqzgN
zwGb@QC0#eF+V`*%DhJdQFO0O^q$>%SjRd00S2??dA-X12)Ra7)?q^-Q@)K7Wwv2@o
z&xHA%q9X~I#8K|~cM2tMu6O$A_f%vtGS*+vIEc22oSy}q(#DWDoPvHWz=^=`V52F$
zr0?&hN6dM4n7w|1LPs%|^-iuu7@w&DtPPQtT)9LZ+oCfNmpm2h@5VpnsP*m57$k_D
zm}n50waPN%=RShBE}8v4?P0&aC9l=vRz9|uuzdE71*6}*Q#83pfGm9y4^hEDsEf13
z3gp+#X)~SXQVx7yJMc%uceW<?s6|URR)WB8+P%!>cWLX#2x0lUpjET=ZG?qn*^t-8
zwGyJ=dhvL;@p4Yoh(a~nm=hz_URXUzvHyM<z7nt55QY457OfZSXjdraC~;Ew=+30)
zXYw4rz(AsQkIy;+sNBY-L*e-3L9#@nXb3Jv{#J$H>|LNv!0d^7nvuixXr6`O90p49
zEbG(8i;O;leXB)E+f{kzU;}0eIo06#chh*VQt{t7!DJn<zk*Vb4XMnXEvGy&pjcSf
zOr71;^Vx~l$gk;f>-*@gXAs&e_4!*5Tqlx-I&E@Reb1)J70@XySP86evwnA{cbUm}
zmm{mPRrJL)u^o?rY6m<YCotbEs@PD3oAS9?DfxfNaMtrdgd&r|_Vt^z&uj^@psq~7
z)u)L<;m0*w9NNVUPa#lm=;c~F1ezGVxT9R*F(5d;xW}N-WK4LbLb68VHGgmy+Y|Ve
za`P8E!vY<G|2>K(8|C{<LTQa|8z7C`<xc70V$o73!pq{5d*)gx(_<_dWv~5+iCJ9x
zvf_4|xWgXPe&h%OkP6_p2*Z)>A-%(n(3zvo|28?@gyyK=(22f1$YPUoU^j7_cpmjx
z_)>JDsPER>Chx!ox4x%@@dhz0n6gEI&@TrU5M3N1Mz(ai;6tAb^9dNezaVU6WK>_3
zZSwLSxdy!JqU=)`knH{pXY)2v`TJV03Z?Hj@*S@R{S7C=N5H^<6pKz{&RthaD}qL~
zYPy@ves&!~$fNOo2ibjpqxs*uFSq-c^m}1KL`YvCyNZ#GEif|^On)}TdyfxzNC!H7
z2RO4ZGUoKylOI;?UBDybcS|#Lh{$!53A*HqMG8T<gUzPb{a}$UZx?m@K%jU?%?aK2
z?|Hy@&`lDp`YbMlr~?9>Ja~JuSnF|b{S*&_{wYw1oQevx)jO8VkPkUZ<ZgI15fBjt
z@6Xqntk*c7w4;gmqaGey+h4$Aa&$}4{}Q-9|0k^XfBiTduKCRmw?h<@kPuMa`BZkB
z1=ABtfVJUq!RvXqY-;Q5Z2h{5#LzAPeIs#+kC?&2!7;Q{Ygp@e^z-5QnWiHhX5Q=h
ztZAvy3Qwg{BQOY(U}c~q-A%+L7-M_B#)XT&I5#I^9RHgiDi+k`<5QvAMQA#eC2DT|
zjrS-zLq@_6W7Bmf(%DCjmzNi}zDd6i?&alrN{Q-=o<!$ny*X&>`1q-Rvo5f~V)5@*
zkN?AVFi}iamaIQ?Xx2aEzoxAJ@;(1aWbmDtb}PEa6-wf_rh~(^;rnKJb*B`A=ubsO
zx9n^P(sjo}O+&-L+w1fEC?1b1W5)_9Ep3F(F>y}>i|J&+BIqp(hK`PIJd-<F=fC~i
z7avI~x^n|YLaHgoH@Tjl8UKU1`Im-=`~eA)hWCG+#{YA|^P#(;-u_1|{Cf^R{96Y8
zxeDG-M^vmF9DVciiG?u#0>l4ZM?3GV|3v%WKK`GM|KGiv<1cG#>xKF+kV(7JjZIBO
zq@tpFdahlk(X%oxLfdg+ZWNa^CmWY($o&>pH>RhOjr8MZo)vT**mB~VUWNY`0=$&a
zYt|y6&~7Xf>gg2EkaYPxD?r_#XJo0s9*4Os-@M?MM*iampa%7k5deZGQv_YXnuelr
z?MFFARvOQ$&2YTZTR|!A02Xy7=!3&u>=COw$}xqn`vho=7J(=8NKyVJ8~jChV$_BX
zg+e`TzGn^1#5fI<+utvE?WVAaHQ4eMH(uBJ1ZD?+Vx$<j#APuDrvxu<8o3Yqlkmqi
zn}z>RZqt-RQ}ae0`UTreqn(0Bb`7&~_07PC=(Ia+pt`vd{4eMqPc<UJl+qK=HEDO5
zxU_7#48S%sb^_M3p{6-WTw0X5XzT=Y8NT`49t@L}fwcMD87LDVWE3KnMQ(U=slS|g
z0_y<{Y1g@$Lu%#rth!Vf#=m5|YeS(wv&`m7maS>C9*ZZZaCOt_I+#zdm@d>4{qTeb
zOtvN9EcH~#_Z{hNBcKEB5=SdC^;Gio@lt?hjy(BmlZZj;X_fKc*R}Lj3Xi~tISTw~
zjnQd@hVxAz%S<Cn6#oJYv$&t!*oTzA7JSOVj$%%J`;Mq?T!IyXk1)bS;t26<stofj
z-1%HObymW4$z+bK8QAIV84zE*RWi*g8<!`OMCu19<>i+ucH}74oLj4z_oRQsy+zHG
zhQSd+M}U%9oCXSZ<URHe*3+&;4X$1Zf3Jm4@TMvMq9IEkO<=#`W}|S-=O7oV$l_*3
z+epI4^8lV|jA(_c5z+#p?o|)WyuCu;7S8stlMHU=L~rgRB0h5hfo}&uM%K0{-q%xZ
z+j=&Gk!~}e|EQcCs~Z;;o0m-ianL8o{t7BOG)Du7(+EcnpU=%h5cE|^o108_(W{8U
z#O1e{%;M6Y7)URBydy_0<|be`B6URM2M{BVY(WOBewS^7yZL2=8~`!mlH-CwrDk(Z
zC_%PjR?6&SV*H>SsfpzegHUU8xPCd56MKQ_6AWgoMDhe8eP~K{KkLA3+6-w?LV62m
zkt1Du;IMrwf#U%`UAA)nWonor!iAI<O=JeL%k7VmkTv(v71S*r%u2QStPC?qFbA<+
z{8woZ+G|zofH!UgzW1z)s;%=DJW%;;RN1!cN5(gtckzR}n|PQ(*5WP#@gf~Oh`c_}
zl6Am#Hqm^y?V=MJga<EdR>|G5ZG`sf9`NBaE>!hf9@C>zFd91Brd$nyf6lKTPxK6=
z5}soJY^W7sR3#S;2e6YEF@lfTzh!DyV{+{)am{xc`PVnC8k-7Ym~hMUcWOE8a4Er;
z&mbJ%1dF{s=*729lXFNxp;_9B)&Z6H{q^!K(&BXq^W5;1ZWm4;D8K4X%-0avFyZ=+
zq+RPHHdW{fZ4L0^#`_cwxjHVtLbFQF4uMcze>iw8Xy#UvT~@FEGX!xki|qKHk~TRb
zC)?J*p2|B%wuW2jhfemzgS+BUDIwi7Y2_#gi~hReO=M|!Qz7nL_?^#9!twn+tN>p`
zTnOF8khx>UbJ4ssg3MeEKuc%FGIP!ef6e7rqgVU&u@X-8^yz~^Pllv~dRfbrXwy`m
zd=+H9hX>m9Sy%3Zg(h#lndy|N^Xt3}h~UseY^#cA($9^!GQn#{ih8wA;%0HPT=83t
zcIAV+#h#3qRk#Uq!>Qaq@~`;<;HzbYwzwv4)opn1u};~od?`mV9<v6Y!+EF78g<%V
zUo<aQ%Ugik+W{j8<8x~(sJ)fvJFLJY!RF<ACz!X=9`M79CPI51O4_bi^wpu8mc#Ae
z^;ms`Kks;HyG7@WFnboRp0O3lv)!#7<NImvT9p6J`?sd)*?Oq|R&V|<y`$Dm^xtct
z|2#<mMeu{B`+uN`Ub1r(ss4Wzom*%Q``_uj|2?k%=+6I<@&m%020--f|E$f2|A#8p
zJ|HkKSFu=D;>Qo;B>fk%g=$?Cetv$4(VJGhP^B%+Pt}Ej!}wc0`G4>V@&e*l(1Y)A
z<it}G6F-g|zG&@jZ~Ln1xWPiqtAN~Gk~i!Y+ifT~Wc-joBy5A3JkbZ;AeiQFdBw%>
zrlzLt4}ZfSPV1)hjE!%jjZpEtZs%1wecpI%7&FVuX<i?7VeQXXn^3Yn!HDj6r;<Jp
zt2rPbAcw5(N`O`6yft_&@0a8KpYA8FDdOSHp!;Pjaf6y?Bc8nYup=)>NxSE@V9naK
zo9O(5<*U<+9WQht=I!C;SX3uyY+0!RIX&uc+x&A(x@N@rI?vVXN;DeAlIY$wJc@R=
zpC~^m8y&VzR+L)pjrM0E%7*K_0q&ZMZZ0DuECJ$aK>-FE&pOvne*T_ro7i?tcr;VS
z#7*sl>ja-`&y`VNT5y`o+q_)BSA&zB5y!uL^DiD6ymizUL)^Lwx73tK!pa70Sr+?(
zr&bJCSRm*fn0EX`<)qg!n(M!<lb+P>D_Hz20j}BWUll_}d<sXrDCf=t%23=#ys$L2
z{M}Ul*fNzv{iW<))Ixz5bM0Q1$f1R7NtL&(sI@=tjxNmot%w^4_BO!)>;3J>N))ED
zV2UX3rOMmu%QL1WCpOjdW$c%6J9jaZd3Mgku*9w+;--4!b?wL+>o6j}_Q&gqSc?`l
zZ%(vOu6Z*v%b?^;1QxNjoyw2Ml~YO!Axt(dJW=c8!V03iYZamowgE^*04IgYKHaZs
zZotSo|2mR|jw63!m-xmrTV8A%OGxr;mI~*Sq|1is#`8BUO$H<VTNoQp=KfUOw`@q8
z@5*V&HZEc@;@rEsV*_|-D2!#vm{C%eYsA*Qe!`NRUR|gokMoRZM|v^Yut|~E0UfDX
zzwk09x<^@<-L?U7*ekhxky`Dwdn97F_5Cx^N=tgG_@@3>IuE<BnCzUHL5W?GVBc`G
zg&%jKG09<`kU@<_lany1QW8Zt_GwN@T?^`%6YxEA5&CQ}h?pxwKRu=yz8dMeE?*^A
z`;ZZNI<X=?+w79$H~)V$ePeVaUDx)+w%Nf<Y}>Yzi7~;%b~?6gO>EoFB$?Q@ZRhLf
z{?_}W|8%X@)m>G6owN78fDKMW57~;pcLoYpucWXcpQJ7vIE#%(rZ-j5<9Vl-4n4|N
zUy3xxIu&1XU5pfzJ{>B9f7q?VB=k}W`$NOLPPeMes6XCU-qR4T^E1}g6<UjP3<<=%
z>zumm1ZAg&q8|ugoH~mvBup>970ie)JCftX|5T@{#@>4z*_av7mlrsO<!BXKEs-lj
zu8Dj6TWUi@CjEvvb;2aR`goAMwAZjl{mfd8S;TI9f5+7Ks>!!)S~bP^CBdMfNBVo(
z&z6I%l3*u<MDkPMakAqj&718fH&QoZaStaOhf&`OVwQ(m#C`%#+VO9bxDL1!fh$BW
zlLOZ>^-!-DEf-##Hg%+9vmgEK{tB@5s`&#0B66Sn>TN#n-}4?ok-eDb5!4A@hfp{s
zS)M~WO~`JywWkuuC4o(_XE|=dab564f8d#3)FSGU8z4M#eZS=3n>T5D%Y`SOzfY$a
z0Dlo{Y)mAN0nRH|p;6$OU)W;b)4O!8D6?gTt1X}iK+@@XEdUnwH!@>{IvO588@sVH
z>(WTOAq?ct@Mjk(s^NWFyjva%7m<avS)ho%JjCI~WMA$I7FCs<7|4sN62ZYQwJy%!
zGZ4J8o$`e8=dp>NASL8V=`rOHmeDPD4sf=EU+2n&jLhT9&7%~;?4eP4L$iZ^PLrUt
zxJKf3H<ypc`};+O{3}0Jhq1@)E-quKv8*fgqG=LIO*fhz5|q}7QS|0;`P#jT19`U$
zb-$f>GSzR3fQB4o4R<Z0ur{@;a~@{wLd@N%T^cn`_5nRboJ=3<>2ax-E*&SCI)RF$
zu_sQ{ZC*Fpdkz&wUk7dG7>t))2`)I7y7hnc>fK)#YK2ST$)9!+Rd5<!*KgrE^)huF
z1zN@sq#7RD`7L!o0uHLdIuQ>7#HP5E{PT9`3B{EEwThdcmv2EqQb&P{0&fR&x)VwF
zEA-!eT(MmCK<uqbX=)K$J@R%uxVqsbX#ZkM>*?t*MgZ2fmOfO(S>|>nD6U5jq@u}a
z=u2rtxBf>ZuI&QR^~8?8?W8D+*rdW=jE<)6r|xEYK5ZbM9!1~3-@xbUu2?K*tE5cv
z#$~9%c))^(W)P;%45gd>t2orf9~rhDv#eRzha7u-d}!vL1#^kBe@F<Y!gI}}HSh+b
zM|JK4vhA}xv9RZKX7cm2*kaOd`>Y20@4cphO+nAA7rq8D<;SCE^%n6alyFY5&6)iV
z7`w`zSmmxN2j}KSKEk&6NP1sW5|%c?p=6}ihCe8tjYe}}g0pqEzsei81nOjYKS~HY
z>vq5-ptN?5OZbaE=laC5x;4Z011!^y&y3@GxKpB^R89ny0go2-gQ4uh?QZigwcJ`j
zD!6cNb@Z*FZy-3_sq&A37qBLb*@(L_GH|x(L8<WX6gn7xt+jKp?Rm!rxVAfIZC8+s
z0joRT>vAmbcIT>bOkWtvVDCUzR}_b}^7i10+!>NrEb9nw&cW&^ZIUDW>)F3QZIV5Q
znFx<4*_lgv*f}9yhm0CUb&U!ICY;eA7}|lg^ISbCRFCh#2-nwR*_{iU);C<j)&Z&A
z3j|tGhLA6}Pn0pbQUmpR%2E?FNBg|^J9BWK?pCFt>#RD!=#lJaGR)K^QpXXg`|D;U
z6M4hE8A+`+!IZha0mL&wWFaLSSs)REnc+%KsMJJxUUxz&D9hES3SrYznCGhQxP<Cl
zFf}GBfQA9!o@w%T{}T4`!1rjF{6?$oDqroBQW#d{<~+V<uI~H@Cd=CaqmwZD=7h_j
zlYKDzGuxZPca1-*J12NQ3qB1OmZ`OcD5Yx+<I!?;q{If|XK__`c-06--D{wJ+NY&?
zGLMC46zi@dhlc*Bh^;t(`x=4a1}+LD_ubo#;Kszj{s){4(D@;vyXxuRzkgcyUOd3o
zoXFV>iF+5;{$WkN9n+%roXFPXNOeu8!tQq_O-Sz2Ytkz$!&|$*V?Irc0oqqR?Q!7{
zD3Ni>`Y8Ucl=t<ly-N_;sFlXvBxL!p6}t%WI<yj;s{EB_ze7nPIbJPMZtdABvd${P
zo$Ja=h(gvJTsyRsg4G>@!|2L{6{>JU-*`+K<pg750g>Zq%DN%m4&?7a;B-w*LX18@
z-@BqlLfxur)mQIYe*vJw;pr#Ff%@`KZU53$&m=aEoytt2_S2i5ngwKsV66wG*&eo~
zfp(IGkMZpAp)_xH)s<LaLq#WmD4ljsl3?1c{JuanqK+oMF%|@c*v5LAypZW-b^x5g
z!#xWHs0af5oj)~^>Yp6AwgW{2w?QKB8LBa@5uV3ZZX%^^u;U;@N|Vx6<c!B$HvXeo
zv{@r33An{VX`kZ-fkjw0Wkz36#6`>j#*41t39p?MV$=Q!Wf4gJH7Me}{VOC{V3B4E
zFJ3E1JvO41r!Qz8t{Ilau0X+E>NE)cclPv#Mz?~y*lCb<wF0b*WrM<UhEBx83d<f|
z^#$&f6yxxXarzCSrYs_JVwAa9Iqp;~bDyQ#!RH7Hl<BiT4dM$@^z|H$VQ?Z8IHKA(
zBL=6jv@4uKl16@E9hw5T9-T{L?;S<f1`U2@En5dJ<#@UB@^n}=8CVLpc3x_Ro5Xrb
zlwETp5@RECw?}}vw?lQr&A&P7WzUvx70|qUi6m>t+>`%SNN_5u|1KMbWjx*h!6*Pn
zzX3;o8)JRVcZH(l-YjT;1JpYk$meC(WNBI->*~<D3w;_nG*<*-q^E`!@IN0NVhh;u
zGcxNsYcYM*7fGsw5l!gn?>VOjylGXJPfPV9Oy4#M?4O<CA)7TyBO*j^?}tF7_o7>m
zj@SW1P8V><$wyS2l)U3nyh30d`ahS4`zr+mfq=VI!1#xvi!S=5D^dA9!x6A+#{BWu
zGR*V9=qCP~z9-;jWKx8PVG7!4^mNMb;3)VuicnX#9`4DFIN6Kh`eW(D3(2M`&Px!v
zMDP`VrG>cE+kENCKyqp&k+i-^WaooR_x;#vzrtN#RuTs6Zd3dyoUyML6j*da-OA(k
zW7fCl`%{*G7yD~v8d9p!M;`gC<WFP#$q?U|cix%Ks|_8^nB3DbrR8;4fDPE;$<Mrs
zm{SfPH$6P$c}<d%GPL6C#_P^%u;R0Hk!9(#@XeF^&oldM{`AAZu{VdXk7KK(in{bW
zN{pTRO~_;Jwfy{ANRLpUWPhi+MZ!LW#qU0o8Od5-CrrrZl+y7@$wx)W_|ESl2fP=X
zUJwebZJk<pSfPcA*aaf;`pzUCHyd!MGPlNk@vKrWx*0fd;9dl+^qEL^`5*Z|W+iQm
z@pntSLu7KCnR0KjD+O}ki3n)tB}T}+9?9m#HZ`fYcDwAg<bW9MF`#>aRq($2dms2v
zmGwU2Q*tohVtDtLce<%g<X@oHuL<p-QxKic@BzqGS=<Tck5MA}x5hlKOQ}5Y-^7z4
zk0tDV=f;ehPGtF6{OGGA)G7M@8s<+|bxlJZ7by4){26gcKXHlT<LdETJBp<JJ&8ca
zE;gaO(2HW-x3e5ZLC%GKb7+b*%e-}i<th^2eEgT1iukVrvF=d#7bo@6E7&^$kfcW|
zndGD<1GcVOhu~wuQ`(nZr?_Wz0eZmZ$H#(X@H2Y{p+oY+^ismT=11j@Nnv};in@9@
zy?TQ4^umy)gxN9a_LV^_E!hdlzbAS`%u}OKJkC$1hDO{_tBQlqO#_la2B!+-HG}UT
zk4+~mP6nG7=PfvDjfa7Drmq*W2?%v;;y~nCo$tL}N}tR){V2f)%W;f11rJbKmxlh|
z(0tpYWhVNP%e9N9aye&51l-mZZ=w!7ik9`%{OgA)An{=9W@pfeMK+MRujbK)S;<r)
z>v+mq7kqWk%-5Q~a5eo5oW{$(B*qJBkV01MUksfr;j$s*D&i-;@Zg!Z*3d;ghWmKO
zw4fJwRm~Wd{gPm4A@N(3iAQzq{Tub)7iEDATou(|2np~vl4zQYo}k6t$y^8WdcFm%
zr^Lz0z<D!#!pFsSYkf(b<q2!(pU=O9!y$6cyV`>(M6qJ2!|s&OX8tFapSyxHH{zm|
zUN6k=B^x)m2X_7iiKg!*@Zn#WjC+Dz=lPD_b>x+6|8?;Tps=r>1d-t`z3%>T>SPB6
z1b}A=_+&u)Wpg`0r!pFZG&j3;Y_(Xgu;BY0Zj)SCGktPnV`D#G51{B=MMgweDD9mt
zR5+Y3GmA+`^e?wwz&(9oDP(cYyv}XvKY)M6^nVJXGdn$CS--yjgnZL6xnNYrecgc@
zBuf8gl>^t(bM?#Q9hLF^#1?_ypQC%j14mSV%l|kKBu}=H8sAMzH_xjm2sY3}39R#H
z(6|ckzq=wD84%qw%BwkVy%MxX&Yg_uJ&evJ<Elki1p2~?N=!(2-`i^GWK#3{K4`O1
zbT;9Rr^pRO4v5~2clTV+R@|X^n9#m|w24!1>MJbQUShO%tP~U%BU>#31`!6#$(dbI
zDl7Mi;y&VE(mdGU(Dph}<+74`8kp$F@ayip2DFF1(~~xpVmkrlB?M6p-eou4K9#9m
zyEgEu4?UmBt04iza(-RmaSAfjj@!!2W_n{{gHDsqy~ZD1-iU%JerYZ5hV;9Db0%yH
z(nI>MMX#af)xudGJ})Zb9gtKM*BS+szGNI>l~+<l7}oJ+Mr=kbB{Y~R0PD)x*WSaz
zWPQOu$N=ZxltB_T-;Y1RofZbve@B=MdCoNPYGt!mEiHJp-}nH@t(_zZ$%<b{m)9`Q
zVoHpccQeB_uIVb}lZkws$n_??7BI4j5J{&`f)c+kAH7j&Wx_HQQgRA$I7!k?3R3k~
zpKR<{R>cZlV(kvlqZrv$hbjw?L2&(I-k9)-MP;r-2-pBg=wlHPbv$tD#@|X?M1_$K
z&lQCPu@F{ZC9gmTp@Mhr(Jfo?e%6-uBFjhC-!U!jeKuKWvfL6M_R-Avp>KHrVy*%O
zZf`5j2+-2CV;J=v3j$Gps3WD-@e(suwS{IzzCgtP)?d!`3v1zV;&^6-7|_@fJ)fO!
zzU%iN^tBD7<xXp3#YR*8Ksz@LaG{)Ivi?gySbc?Jg^}ZJSQ_b3<1TgAmklnr`Rq3i
z!(VBUeSg~$KfQ1nRN&;*r)2<RrBJvVTw_b-X(NbxeDY5D(mTHR?QHATzav?|5<jE%
z@yQuc4=-Gj_O(CaD7*8d_K?`P2hPSkT`dtg{-rg3U4my_xfF*{>U0R|D^H)VUzL$q
zNtJPvaj+7jEDU!~A@F_C;BVhGzyy`Gg0d3n#f1sma;~Q(PiswmffKa9VIFpE8tjlv
zPy@!s7zcjDLxCPSP_DfPSsJ9U!RT<U{7l#fSsoEjA=Qb{_&_YPu1DG~f(gG(Wm{Y@
z4jD0tr~Ws@pxci_2vE&=CWlWZ;V29|t2r=!uGSj#UWZr=X)mAK-n;CyQFRf;xHQw;
ziv)`~Hlr1hj>ctGC^DX4ylG_y*}c$~h<Y=dePsKG2{XWgwvn%+e29Vxerfi;>=y+b
zA6^y6d{c-H?8C95>-!Yn)Er2fVH+lk$OGuU)o~8K>a^i@3lcM{cJ!?ZMH6kFl)GXe
z_Sf7DwZ`i~d0{<TC;JLOp#4IN$tGRgnjE->h(%>Bs<3<+gjW4^Kr6^P_zzMLIkC<^
z2A`lX$#AjCS}cfXmZax_84CB)oW*$fxmVjD7`a_L3~w%76D9*^sz^k$0wV^|v0$p&
zN6U}2hjOP+R)A?*eKZnoD9z;u2HG#MsA!PD{g(M%jLewgx%`T<ivg)n`Q0_$=+@&>
zPMdp^J2xbCLtg!8C^DfNzijU6(Bydra!}5?poXI^y7SmL3Sh9!LG_!Kk$9}8x3f^B
z@@|&`kJBu9x9FHo?9tV~NvMs#!p?HIw3JQ@uJOhRhj$slB~E|sn<`P6k1Reu^Rqtm
zYv$=*SPul9OH;g>DvD~3z}ij#ymyXDSktfi6)6<7l_K{SBaX{^$B<<BmjX~Wo{T0z
z2k%<HLSA4L53}5_O`rS@4E)SYohy^_vy-o=IyR->fl~?awJ~zeGS*D5!q}J4?d6Sq
zqos0MC#Qz7H9i$ca+uak#|$8OzhnnG!7+()Fw$qVx6s=;%r4rcd3Z2sf`FGY(!E;J
z-$3qzG>ptxq)!f5mYI>)M&nL*S_qWajsfjayTF|m77KypwK@L=;b`3A_SvhWypq5l
zn;O?_sD6dRQ$J1J9~3BTA6)_&r@r&iC#JHZG5akG556$;{2)7w<`~;2U@=wMIWrBp
zOZw~d+kHi}O^#TKeyEa{JB-AC1e>ffmUi&ki8>7L0KzJ#ThGS?Bjhs~k(Qt6{OSrE
zCZ1uo{M3kM8o29b*`6!(R^j#ILmkDW@=b5nKyN1I^R(ObUh@pJW4I!_Io84YSf~J@
z04*|_>O1PWX@pCO3bXZz&0zJ($eNwq0%;Gv6EH@!XL76?sIEtzbHhBajH=Vw@sK~}
z)_7`9kHh*jNN$`^Gw3TbP<!Bp+EHKQNfbu(SbCE?+&ccO=-~c)fqz{Wz5i;!HdcJl
z>oW`GO$R>2#|5H}0OtCwHUxZvK-OCe0>5?cbRYx1NZ|YtHymY6bT~9x<7&W?iLvpu
z)(9Q&KOlKi*d4$Z>_!>?i(~Ymlf7fRK_-YK+7mqpYOmhyf+Qc!_8pDTYb-J|>i+@?
zV+=z-T7C^XuY+FQKzI`#qYJ{hwn8Q1m=eR~KLlaX76p7<V@aV8zvLvtNV|TGiK?Nw
z{)?kV$^3CZs@2VR{zVJL3UVowZxBU0w+e28F=o1-6GUrqL#*_`9!euXxPBS5Jw7)U
zImm6z2$z;+99We@5e;Z-^DozCesygaUOv)gb{SGn-s(~hb^4vwMvb0n21(W$3DTBD
z3`}z$p|x0j_hGC-wtLNQXkacGXrhzTcF3;42xw(CwUadQ{*tz9UBmlRtPsT>y371)
z(&PI(AG${I?bW(32No;m=5TR(9~+7NMV}U8whOj{mqb}}pN`(l$_ga7UN};U!GSgE
zuh>&<=1U4pqtC(W<ICS62@#%h2EGUdN7*A)HsqhI1daChD$urrnEjh754$-rAgj19
zTQIZFlz=czel$63NWHQC+Nznb?26S`%5LtLj&k6v+fl>yN0Ie;+O|Ar@>@cqn@#~5
zKjk-1J{KIgiOdH{9<tF8eq?AZUviv*r$N%gz{^t~t@OMt1^6xvI|P1wHc-@k;hy%H
z?Y{AH4%eXXGLZ)S6<?fw$j>JyG&I9l5+|QZMXLVm$g(iJ!>ab0M>m?v`^LJSSPa5@
zX@e@TV(=5U3UtnyVAma6GxrBep4Hu@TN=6v#$mSvlAfxe1KiY{&<bMY+JqY@?d2Vd
zXivPJAjo?pxyfNFlaqHT7bn($hX<zB(QmnjV~iR5dqOhQW*d{jVz4btwm#ORAz#S>
zX)}Ydi^><0J>NINBss830X_oJcLgx*jzDKQ(vbJ`D42pU0DUeF@~>p0#Q{DsDeSXq
zMTY+Cv)^GJld7g~T=&}e4;PP5u0bGr{08cv+OS}cmR9hS?!TEeHI!X5L!h-lh@R|7
zpg%FwvEOH6@sTc%2oK=|{m8l`)N^+v5_t4OEolK{!KK+Q5Wtx%a39u@Uc0z3oMZcF
zk9sQOZIJ_1`H2Lapeu-sUvMBPKy3JPi#ju|paRm?KNqnLBHrxQU}R)4-K)@42JtKd
zb_cB>v?<e$N!J$;YxMUF)ELKi`axK#9oBTYcx+P|8kVKfNthYU%b$JX4wg$KF(Nh0
z+NmC8?tFkZ74~l!7vbP0ihL+JE%#@T`lN<)-~Hh`OJ_z}WM;R58g%Y^Du$C$SwS$-
zB}eVjf`mjDF2$<KOKu?+NpmxCre39CMMWUQ5EgD?T%c9ALhX^X4tf&DnKcht$XJx!
zWu)XphfS1SH!W*7Ec;&O&(jf3cK*qYRe{g+m@uP+|CyqMTt$mcc-b_@UNy}KApfuB
zA^r9&OSrqGX$#;L=@MHT2{87yGV#~<1h=Ly>wTW^)^%t&vH`U4YUK-O{8L_E4m(nD
zVww%J0$62a{3dxX!KS#L!^mr_gS)$nym2)H`?PP``w&Pm2_3lTn2NveOD%2n06YQ|
zgSP%&gx!0AAwdm|O~nG>mh8+(cd|W7Te0DM7&+ZPTC)!Q=U2wHb1Nc%L7}3Q&6}K&
z1Re(nh+?B1fLO0J6qEItXbS{YP03E6Bf_QiW+=JcM8H~}Qq-#v9E}rv-2I5@Yt)w2
zz;*wr2N$;uDU02@<mi34``r_uuFssR+@m}32y}Gf)T5QjhSU*sH1-68`4n_?#GJ~~
zJqJafg-F0IrvJt5u;4ob9!TzQ^gM&aHE+%be>F5~9#lN+elVv0E4#;kE2JwhBLF?k
zvn{W=FzU%GyR4?)t!YRr&(7a=Rph*ycBDhygUfdR8v^}7r+s}lx|Nk|t=1MgzjKh3
z6{ZPLo|GQV>HZ(!Et{hTDRAo4BP_ic)s*vc!1PrN^8J&%`WaE2KNiWFvJ<xEfc3_H
z_K2#>69;;;8q};Fhlw>~D4A;g=MxGIDWRAZITjkubaH{xLo`mpP$BgC)RDaTo86U*
zPXibe^widQe0?MKoVyyc*8T1=WBD%CN}nD4Ons*Wq(>*S<8=RO%~F$+${9KkCsH-J
zZ*4^>!m%ZJ9iqPHf7P!>O--Whn%X}=tJQghsyCmIe7Nwc_4Y+ykGT}{?j>Qvrg>tQ
z*C&En6L*S#=_6Fz>V(KI;Uy&RF1U5-em)G}{QWov%f;|Uc#=z(H>Kl?iacfDMpnFJ
z7>3}U1K@>6jyxi{=xQr%7k0J}9LH7&t@Ox34w-_?H$1adla$C$Z00z}`4@6jrx$kd
z0iIEAm9**crx{<CR`!M+?s68(SkeWGA_aS!5rJ3hc7I5o0^9LHMcN5N0`thYRcY0(
z$B6VwR=>2S&m8LqZaJk2ZBK_7Q0q6?ry8kXfaGW7P#Z1<`B!_ud(XmueE}GjaVA<G
z6toS{l3qxL*pm^G)@S)zp*h#utsO_6twZ83Ci9`r>2%MLc&}-4%Y1IhLyWllL=dy2
zW+E+4or0U0Un1mpp`PsCQTXkM&c^6(!=Y1TdQsMw#_D{Kk+=sgLlS_|U4vxMjY5}5
z9JM^H;sW+#NYvxtnJ)j^8L#ZyMZuNn>^7hJ%l1%5Ive19HhIG5=4s6b36g7OuIxeo
zpBht4ikh*oD;m-$xz8d!)B$d0RwRKyOsCIccJ&z0`Rkc3iX|D?^8jVKtgRFiJ(*%p
zN}#o$GVP}S;NX{&q7j<mb_%<P2U9=J%u4|v=vXBiRRf%<MlkQ1@em_lE9nu}lniK>
zM*D#2ddSuM_6wKu<UTz!{B3Ua_uYWi)jVbAKnJgNVT%apedmi$JWfJ5R?%x74yC2Y
zQIUU;k6CbKzN24z+O~~z<>b`Y^Za)L>WpRrN>b)9po4eX{I6~;UaU9IQ<DzM)4_ih
zYE0HEM1$49;^?*-{D~Lt9N)`|X0$11j-lmg*GZrFn<0ZlG+~Z!g=bm~%+|7O#z##%
zf>=w&lXld{N7ci=8FYJsHlBXRZDXHvzFoHe5$&RymH0*fJ?Hj<D5TI&O<C92XlVYe
ztz4e<t03y=&C`~z;Nsi)`T2C4llk#!IdPmBp8!a|U3DT>ebw_ttgNhz%WMppkdR=1
zJe~hlGm(*<E${ou2>FJ#`0fo*9eyVBRx^KY&osF^ni452iM$xub<h2J$?S9gV)wnj
zt`jroWVO~|`X>MHAD0(v<R?FA7vd6NpVV027cxOFL-$|pZ++i(D$^^xmyHM=t*%Rw
z&2&ES9gNVvrKM!(&u}r%<<B|l&7&nBUtG~pNTbJzo8#FbC<9-1ye>~qqXCK&ThAIr
z+^D`l&w-5%Vj$2~>th3kim^sy9^&9zY|~K#Q&B8Yzo_+&mARjMjfe2}>He6rTVBrb
z+2#4D7S|!89ebSCpHz%&Z7C`-ErHfdz2lhG*q&*tOEH(Nj<oU~LaDWfw#3EHI%E?|
z=-t?_&h?UF6nB^kBniQCbSwDB&H5bhfrJRvrbcOza2kAjVL6Lr?rHGMvl~fnOusI2
z@zQ3eh<B!z2bMO!Wp08z!tA+qx{#WO40otFTg#Sjg6V*D>}bvUW;7K4N|Aet49D&i
zU;+D(29)I18HXtGN(8)<V^`4g{oi~MqTuSpaVSOIm+`ju;%$!)ErV$5epF5AM$-1J
zK@c4`R4<ar`Shjd5W3UmCmDop%`qSRgb8|T2(1Yu<&Zx|j29x{WoR}ErJvDyPUw)~
z{gphwo0z*-=anJoVyM2l?TlZHXfNjO3!?yZ$C-r2X_z11y8nh?@TinvM>abI$c5T&
zGSqoq#v>U78N5-t4reF97ve0IHVgaW5p>em^%Zeg*FKP9$Jh=)_we;!mH|&~?D?Qn
zp?OK)xg{9@au0jf_6qU>u+8E)lAxb~zrBZ6eSApv4+f5Vq4l#Alc404bb1a`068Sg
zeI%A4ZQYCeNN^mcCUn)fHWzBWO8nZ1X|Nn_ld9&on3~y-9%NssS^pGiQEN}xKcbnY
z_1P!a3Ir!0f|^pgrvu3GPK|3vSo(94<8;U{*mFi$zRR7PKsCS`b#V>4n}bZObANJW
z+qGMUXq2S7Dn9R_UK#h?vmuoo8zk2!nQB&C1<l5_y!;y#o3oIc3w>^r8WlZGU6zSr
zg9pNpZxLuP;4SU>o4^T1JjteqU<C%NP54iYySn0`WUjQG*kM$`E72Cm@w*qv@SiDX
z7y4sHN2DOqx8*SSiQb79p-evLw@u1oQPD?V{t#UL(j@It^N^G)A0U!`J7)Y1fa$Qm
zFmcZJB>J@`nbRy;TJ_^83U7+UrvjPNiMgl)tH1qc-;zo$LsY(N7>!aDM0yYhW~070
z&oA})y~Li`TB|}{qJ0hOFIVDX=LQii&G2_phOBoOo8?}mmWSOIVahi1`PFSB(qi{a
z@`-W6?qW~2YsJDjI9~LKg*BnVHP4k%NN9?rr9BB@c8(A(vS}4a00zG`qKlZk3F~7K
zRm+Uk<&jB54QP6=1)`1QLVwP9qb^AZf`So6z9b**_Fw6nFd+z|wyTZvfbxak8DFJu
zcS*vLQ2+%s#WX~#={TIfl1U~eaqU(z@*@3F&$=p4E=xO{Ue4n5+Dxg?IE`{^_(kOJ
zcm9+_0*lGohTN@KWVcD?`^*43?IxA9-2cYbzg@nLB|;I@%QDXlL)xw47BootH4$sv
zv-xklV0GTQ9VO4{$v?R^i-s{%e&J#Gv}2ec{Q9#ZkvHd=O<f&8;Gr<Y5WQudLb49}
z8nnxXsXPR1Y(_n~ok;DVDUOQ-GhuN1@@)FDQ0}T>Ej+<H!HZ$v0v)0gdtU^Q#m5!p
zQ-Ie<PllO-JKgY40d+erT;0qRHkl3m`NY0K@13d{^@jSr5~JijGe)2KcOhQ{wD!N}
zS}%X1(fAj}#)ZDwL4aX<>GUZ{B5=yQyhU1F9+*S`ZuGvJI_3=`*Tova46#t(aXNma
zs6>Fpyqh}8TZ0w5XOK^bs!&4l3KedE?$yg#A(8Ztd1y)K);~2(V7f?9?u)~y8>RsO
z;-~D4OUg=q@{^j!)O*c=)fIyc!suX=^&PVf3Ezbo)Czsj+pKE$nu^87V<eP8D9%AO
z1t6Tb*>mRF3c0%V!NiVv2*`}CN49%#>kZK4XHGLGhtwxhC@~%rk_-|&>pfxmn|ep|
zX*+;S05IICAii&8`tkK!->wte7y;k~5#)~cRfcd`m~{85XcY@WHUt)db1%Ig0(4)0
z_Q3RXytT+Z02~q-Q`JKlfW>%$GfVRRc~YC_TKq`_t0}7I|BCc0j@v#nARuMz$|SV!
zv;NjcNuOLoO=8GbgAtu(NIuP7kRbEj#)I;cH-Sid#QBvb>O}W9IpCcHZ?4W8RHD-#
z7}a8UXPb@<7+8*pQYm_b(We0BJQVWzT5nQA+1~)hV^VfOvDX1LnbaIp$iY&jfftm|
zBV;i5^#f_<decJ-n8Y!|&-?5K&UZ`$2X86{ky(#V2ZhAAgrhxLKczzh9nx6(A$A7%
zw$CgB{^ddo7nTHGl)P|e;!O`go4j)8M@GW&5k_7At;nAFH-MR1Py`%43)Exg>czf%
z47qk<9XfsT%I_=(Q<moA;6e?gX7nWWZl(0rldtnIgB9~!T?VQIzvndL&TZl8>HfGK
zaTVrtW7Un>edosz1^d+c;M4b-#1fdKfW2wxf0_%lr|iZ(@lgLtNBW<q;IsRO&HKAJ
z;CKv@_d5TCd9n$of$7H}_Kq;ebrY7+9BmFN$OdTSAKycFVqM-t0%-4yV7#a|(T@|D
z&9u4&zHyFJ>lDCQKYn&o(O-5!U)h!tNZkd(wE_5U4G^wL`iyqO?hMdC+Q=PShWA}k
z*mKSW<~G678rVyC=#l@qEl)lWq#49?V-0Fc?^_a!Wk@RU8NxhCtD@sok?Nuwj_+nT
zw)*`|69O!!i9^UOJyAP!1#jo9n#28XoezPeEd$L!X0b$?p(P|B-w*l|t;fiY+E>T8
zxC)7YD0}hjsvQ6IUCQJ{WN1kak$HS9DMxpn*y3w;oX{vI;nOti_0!Y}WS!lt52~}p
z`E4=L1y_YnB}2LLitFIsRFZ8vD9T_}v*ghZtz|fGNWjbseb(bAw@Q}d8BSPXxbthE
zmIMT>e*0Zg%wBoX%tK*h%kP+1N(ydm&gC#rbgCBj+fCPg6`pXX#>63?&B>x(8V0mn
z$WIR`g<bKk3FY1=*1x<-?>p6_-U_+F+%sd%%#psPhfn{LYRkp^WP(A{vv$Xc8DH5}
zMk{VjC!JV8>>dW;aO|od<(AA@kObk$UQ~AqS+znfnM**9clNd&DE^Uap(YrKyC}`V
zCV;c*#~$9L#=3h%`AwAfU-ytHlPL2fwLbY#!5p-BgOC<_kfTO08qXO*?dl3TS(U=F
z>L6pTx5EC{xltslC_fj1%gmA#;4@)P-7+J?zOxbDfLkjsHeP_g?ugaPsTIMcuAo-;
z;n@s@Hpqq2CQyJZq|NbQ=QFVd31mX&TWGXo;r4Kcgim}_%+VSjNX>7$I<f;QuQvrP
z03W8SlC)?V0-&|*uHwaI+P<r?t&q?z1J@`ZoODTGHO=Y5<Y&>?<BYbX=ZBv9cvEbG
zpP-2iJ)v`bpM?p8JG}FZjzO5|;$f?SX6yv?0Y)_J;~XXF)yT)_mIp3-UAUCzmn@sc
zQZLWB`sPuzsMnwOQzFbu-kA1Ax};ARJg7ItUMeO0Flh^0YcWxMqq83jyEP{0Q@VpM
zP*!M9X9gB1T_w?yzhx*s)0)789sag9IiMILf5gP$8C6XMdE>{7+Q8Ufm5@_K$@ho<
zMwn63i_A&X-|;bzRUEjnUjrNbbcXy<C(R{jLpr$7bo^)cWzsHsIJ+n_-u0DiOqB(#
z%Y$)N;UhYSm9j}-&gzo4bYgU9MLKsb5u8?qHU8!ZD~a;%&7|XW{5ql+)&x@GdK!CM
z)(7F(?KG(1;r(H@YnbPLesKWSpOmoCc}7wbFyM@Yx}o(XcIEuRMwq^aO!8JjUK%0)
z$KN-4p{Z8W2x3lvU)l2qdYhMG9tS;wxUYVGPbQ>Gq8G*2@=wg1*Gz##w`VuZ4+p$q
zmZ{NQCKGf=;BstdcBnE@rWC}Nlu(9E>uIN!>jN_UcaOS##e>dcE_0ew7N={AG4uPv
z-qm@zS6!QWN59Ym7*(ZuCqbD<LJ>W0vif3Q;e*T`_7u%-Vf%08cIy%=`CHR*Il*I2
zsY;&5T=x*|f;YTXf>}}hxsL_UN1~<CvSP0zcQb0L5D4l#LH8mD54=>|&jhD)4N4A|
zEHcQ%q5e_G(kA`NokvWTCKyT>M4^qp8%Uj9{Yp#N?0=>JDrlJ$wopwTkamg+B7aDj
zO<xrT2eQ8ll$51#R5lhZ9lUC1Oog0DuNkcLB%al@YX=>}?^IUtJ=N=xeW^pegsxJ5
z$?)!fl}P|4)1LA_)NxdU+S2-$w8FxO6S}oCB0eoM3VZPBPHOP4?=|0A4gW;S`8K5%
z_LLiU?}VPhN8#XYv&VzUhuTHSm+7ID%E8cUC346(>LnBoz@|Hs!1A~xcuk6t_EwTV
z;HW>Wxs{!@L=rgUWkQH7+^;q9x&%}yl|0n%!=+e~{;4IjODEVtaw2zL#4t=I*NnZQ
z*4U9evlx)jEO}^G>U)_fkVn)WVU?QRmLpI_<YdmHgtm2T7O@p2S4dWOYxO9JValoF
zXoF46mP0%Iego)O6)7wV&Sg<c8i`Ul?IF6n2<kqh-&==1uIBnOH-Tjo1?xl#er|7I
z=ls%CnIj!xfjwiDLAAAuYPo3jyzv73)wM_V?P_HW%|sBGULXe9=+EAg@Zw}m{)4i+
zFqTz>SL4L#eEfx9%y$%a4VK_hLfyTdH6F|{{K_e2v{RAO>BM07&@vLB$#>%J>y`JZ
zT1wv^_~Ua<EBwp3far5h3F}i;8;Ya*G+fA>{5h^kutw&cGUuj0ruP3Au82Ridbhqp
zVS_~w3Ay4v^|h#aU>8ApGyS5XqWeK^kT&c1_;|Y{7x>2)1p%R;#ICToxcL)>J3Pi)
z0(_xbze{Gz=GQMsT3Xu9ug|yAvK^jYO2r&83kxblL_|XqlR$2#Lm|2pz^JvQWj~7G
zyI)=&Nm^#6sDS|>CME`#+wps{D2b!?J*9AznCtkD3Y-^Pke^v-W+uVM<l^F@`$f|d
zDiKlDuf&wA<b;F(P%%B1Cvhvtz`&peJrjxI__~=V9B61}1`U!df;5mO2V=<=*85v%
z7Y-z^h<Gf84;|M<7yt-p#5i8k;Pu2SAre=sI;<C8W5!!AZEgInUpCU`bmJf~_HUlJ
zZ82j4Mn=YoTtUFX!mUEFG0=S{7{}1kQbv&cCG4Hg_tX2#&ALrZSfTX0Z;!_v#no2N
z`>pKjQ<vA%?p9uRKAPJuJQLSw-2*Fql>#o|zEI%fD#Xe~oA5fM(_iH?mj~TXl9I2#
z-Ktd6!^vJ_k$|%^0((jp;=tU*OXJF-BJrylz1W>(kBec^wj(&v92AuozWBO_&^;z*
zW}zor;#*$~&K(5_DCocE#R~U7o|aUeVHjWya-{>4;~6MIZy8_VTv&&1j>&!{FV6TQ
zI;sp51mN>cH6$XeJW#Uq;0I<EB6n+)DB$k@3OeI{PoxVP3z2BOa{sn;p^WRqhlUba
zh|CSw&zGzX&B)4+_{I+Ax^_wK>`NDOLkIhZL#m>e#K6gez?pfZY2Oh<K+gfEHPMs1
zEa7Q=xO!Guo@@<bFwh-&>)2CPTj_n%^#P4tzbBh0xgmHEwf~%jinS58_U0%@z4@tr
zd_>#iU}4Tm*pnPv`A3_9h!}H6*%d42%4o<gRE?PTIeia5c0>EZo-X~eTJYx~mFLfl
zj0|RnGtmkBLlKBBwHcbNSV^F9y5)=Hk6W0=E9cdEOJ*cUP$8aH$in!Xv7?=UPXv_p
zPmceV__kKj+}Dgdfqz=L3H=@LJ$24GHE}C>A7bHmUJ^>Zw7_<^s2;@9@ZU>!g|qK^
z^t$1+FH^Vvf1+$~>J9(Y1YRnHl+WdlV-$-DvY%XwBAOxnCMTL-h%B=_9h$o+#Q{*w
zN50UUiaTJCHP9S@-<2ZgP&kvwU?o39+ZzB0s>f|jCMLD`_J6uB67xhLl_GD#^SEOW
z&CmZcpEWX-a;{Z>)gfAuh_B&0cJ5E!XE|USE$b&i31+)y>T|*JFR%JtOM_lbOMdd#
z2SuIE)*`>MIldzCzVT&kq>~2GQP~2Z7v;cTBGZMu_Gi2OL136rc2G12>ebg=qt|wh
z|M}A059L!vR2k_D9I{;077My9WAtp>GV1K7%`)jOu`cK4K$>Xmb*<1Qa$$CkJ0Bct
z;Q6sJs=Cy{-7-lB(o5#mfXf_z6n8?eU0@XavP~<(mJP~vAE4~iMoBGN*i{0QXM?xX
z-v5*^2YS+<0-5dkQ3ILHRj+Fcn;-04(7!}oOMc%f<ZDpsDr@n{9pI>$#1#a1OOoqO
zRjF(#u3{lAWuq`1s-Y8O-zn;%-j);C(^MfQwqK*vSDaUHw-nSo?m@JEq6Rbf{C!%`
ze&%gJch$KZa5HBU;Hsct<Y3>k6(@quh}d@~dE%rkY)(E<Q^pF2dSD`F2G}kopt<uR
zZ582+Ur>40m%?{N-Cvu@A?w!sD45E2J|CstOZKfv7+p$D6zmm?eovqQCDa(1IfC)o
z7Lz>N@@SZij%y~>_2hxu{Uo?~RmwuLWS*W7+JrWPZv8o#+f5lsqhqt}$qv_LSG3#F
zNXAVRmJKpRzBwGQZq=0+InHJSo#I3B7VM&-MC$ci65T={c7q_&B>de6**I|YR-2E~
z37l+Zhg%k{x+0BEFdh`?!|LNrn21o)0C(&`jYpdRuU-uCl66j|{liuwOwN;bZ3k{_
zf6}7$^ZuKO0>w>A=wp&JO;0Oy;5lOQS)s@$&xyMkw+Nm1^RXHBIm%Gp+l@P2<YY;r
zf#R)#{1e9f8xp9)+#_J-`{0c&C&qJpS^1|&=JkTb-$S=&1AGa6{@9)hO@jhl4yeEb
zeN(7Jq(Z|qY9I{b>-4}wD81{9J1syoX8HXyvELYMGL&BRQLkMv<jT=tcVMj0v=rsW
z=<b*IvPd|J)n7XZq(i9WTc5RSBY+ODSgd=-SDO)to+ulb4^zhF(p<1CT=XRcVoI;#
z&M{k#q)nEjPMdzZbbdMMnDCggeF-ky3Jp8kf+oGCB79@z{dfHI$s?S5k^A6x$IoVV
zyt<mOgsPy<3&-x<_)Je|Jz#;j6gf8Hw|!0)a+kHkhmp~nb8BMcbCl!#m06X_@FGSy
z6Z5pVn<6N%rVDEyW_jmzz;$(70eP2oY`TZH$6Ms5I)o<WE#321i?z@&%cj07NLcKW
zFC2S1eUD3-ocl9eSf3B*O<;m&D{I?ldL!T2$PbNT`l?1f<T6@i5l28kvM0TN-+RWF
z2|f)(x;faue66${OtmxNGu_Z@t?r6sew%;06&r5mg<?XpEa<3``U#Xqf?lDzuc$<F
z=#mmQpzk0g#U}H{Oh<Y%sXGQzfQ=g$`ZSFMXEE9LfCR-%vByG}c1zcG9EGEdMaj4(
z*54r55kwYFg+45>KE|8hj|b}P`7tAzk5q1I)rMnj)ea=Bb|OSPXCCV+u>&jj*Cc0)
z^%#}ok=qJ=Fn0=IxN8M5VlR&pYtNPaWqSOTDDd3ak9hOt2L5lf+4wv?l|CLz9`}~X
z;vt)o2$c-WF*9)g%-5<bC)V49>77Y-C5kb+6{?N9%bhbPz3*Zn^6NJe^iSI5-r;Xc
z>d!$VPBg7NJGRK@u_O6!fN(8rP=3~_ixP8=(Q3?1R1&!Rx`Oa^mviNWwFzHAoG)MC
z`vuU2D2F{ERq@hJ{bpQHPa{|ef`3ARF-TDj|8?+}p^L3_1xSUoHtHl3odbfEno9Kz
z4yqWt_9hc=rvd&}pf8FEayjnSJ3R=?)^NAxuen-QA7>UIml{?r083lJXYC!hP9*w&
zp(9wD#bs6{36w)CQl;Lc6!y+2RV)DFo~?Rolb|bx&WH!%WshfO9RIQF&WliJZ)Z9`
z2%T+UDKY2dEI40R#|^&U_uXph0KJVODy@_}{SVGe6ee%K@qKvfHHQIKt|Q9t+39+-
z2_C%U(Pni9J0_n$?tO{9Z7KoSBPU2{adO%((2Mfd_pdLd;}vfCd-mwvA{cN~$z9;C
zrlR)1BPWl3KDf16|B}@~p6ER1WWn=_<CJ@UD`t2a;*5#<ie^}xIQR<lGp{P-&}@)x
zkz7ntfHCgvjRnlR{(c&pthf#tWpI6qH3Q#XS~n2L^BVi1kbn{e{;pJL7`WS0-LDpm
zG+G861_Lr7?<-i&x;X_MT$}&4&pl_w4iq7|-Ce}PbG`FFVFjb&^HDzWQG?0pl)79v
z5HHaGtO5gi+A1&sc)ks>c+Bh$3758FL^HfCl7D~W@!a5nUi({fGq!ZK6FY{Gda$pl
z-wLjr$EIgWN_l$Xb_M^TuWO%OU4ap$kLwp9$jCRt`}giUY|ZXFR@>3vE@9Ljr1EM>
zk@*3@pKp`U;F^?ah<JYWf?Pz;(;SDxOoMzS@(G^Q+Pbmb;Q6}Uq)%=HtD21QeziEk
zWMMovOR`Y%(Od=wflK#DYGYRgBt26mV}N`Kpb^OW$|z0|D4G5gPIqupqm8%iS(ouy
z-UbWUnDYNPad#HX3^KjBIIkJ2Bu$hJ4S~ML8U>9~1nPymFI7{K$sfenm}FAU9$a8Y
zr-q%N+MfSZLjI7CCTi}HI_k!JyD%eLr&67<V@!Hn(_^Ig^Yj4vhm^0|DVA4<z7>f*
z>q|?xJ9DsDsz+Uvoi%8*)bPFQ>iVb3BN>sblu}peNAWq3=On|4e9wf6n}fjGDm(eF
z=*S=Q^^QrB#Om{)bfiVKE{=`;<Fs=<LVo|ui#LujKlODnMI)+i!b$|VvM|A;cWu=v
z<HLE+Y6G(^%|NiFMv1-M@#F?AQpGgMp^3qT`k1@X$DkETL1eUw&3a0s4#*-tw7x{n
z?!*w9m~*+VNfG<CFFuU3@T>@;-|l^oe%WU$!DzMoF98%Wgsi-!%J6+k#lT<-KWU)=
zhI5)iR!@&8$Lo??O+&+YzEqiQI~MY|X(*b2v(|VB9>4JMvg2wtuUbBnBfqmV3pye`
zuYIOKaxPC0{rzdfZ3`589|vvS#ALV0=M6G2xxT*cJ*(+afPiVJueX1>HGK!Uv#_~G
z7YW}%egpgVO<GJ?P4~N!&Cz7GJIEL1#0TMfZIqIdlF&ii+|B6LNGw1x@MTomL+lYW
zT#GT!@sK#-oyg(O%<%-NRvBlnZa^PC+skg;VAuU3aryJl+3msj&i1xnssRv>f`X#e
z`2^hurf#S&5avel<!(ywWJ<s58K!C#qK?<!yCxiivKbm4T_@gZr$1P$!<GIc3R0?>
z#7Z+E2H<@S=95$S11_i2=Z&KYPTJfN4)T`QGtRK5NH%qrWS~s7gp8j*`;e0?7V<Ox
zo9L~VPF!ar$b@B4Na?4P;Q`1_%FxJ2crK6sm)Y%A;f#nv%zHI%a8Z+mwRK2z{|Wda
zHrZfN^M*9#gq|<aV+u4b;RH8*wx0ZswN=;@=X&oUV@@y_cZioFCd*xU+(3g?eQhmb
zbhLbJT|C1e$T~iglp*Jf>ur7Acv*{<&(0)do$rOnR3WP~;>M0a!o`K?{G9Ik=tRA?
zG06Z|MQh>Pt^rLBxcKGX-7}7vo&wFlqg7j27A?S;Y8<3dyt(|81bO;HJ2&$96RtOy
z25`R8(v9Zx%!kb^BWgwNXa1;vGtQdWb^qD<@BVtgP}8|-Uh=0NxrXFn{#GBCSl14W
zBsth^#ZalWMSn|+Qytel@%Ssx_EV!{rzZ=XZ`XOWxheKP91U~=wt-=-KImca!J}K=
zi&PAmx(`QWvK~aW-+`pRU{dupoJ*by1MnvV6N1pJu6D+by7H^+6O@g_`AY)(6=XPy
zMFuO<?Y|>LXBB4^Op<yWg_Hpu`@GM#ZiYJ0X6$nuk$G0X6Y&_0zkMDvHu%Yv2M!`r
z@VP3XX*s?qQ#Tt-NbK(#Ci4KjXp&DKXYLeea^qXTV&AQ?ZuewsKd$J+fEWRfN;+F%
z9&Z>-0)yDYuRP^8y{R~k<?3so><u!Uze`5--d;RNtE<`9GuxDn{$+U=-q)8NzXj5E
zBaeO{Ao23z_O7U)<X(9M{kwV{5GsvsqEw0dsTP@)(EddSKvh_$?LEu<qpY_D%Zot@
z%-z69fp?k0D1o3)TnW=%mf*2yA}7*572g}F#HndfW(1Y|ZcqFHci_@prBK#*HGlLg
zu~msGO%+1PwFpkhs{MRPrq*Ntf}OkJ)vnM~6<8(@L)Q0^?tZ0;UcJgg3^qio(5I^<
z@AwZq6FXNrF3mHc4e6-40L7t0ha4tUi@A+H7TL3SRsE@4X!yRqeSK4Wt>eAWRKDp2
z2{DKl4THZDJvJz44@R7uY^639{YSoqCf=F|xOZ8W6gB`XXVeptYAyLUuAs(PvTC2s
z#7N-VE-HJx6#!0DSDtBj9I<*B{Cnzx(dPkO6xS`RCWW)IZEpDw9^7N9wS1{yWNgo8
zqgLK_ZQ0dhg0|x)C%QirZoviL6@5VYkca-Uo)u4`+6T0&exsVE5KjE>OcO|YRbfbj
zT0Rxx-97Wrw&(<D@bS9Zp)WYB%)8s<x*mxm&@Rzg$nY1?ZLzd_x%)R9XuF}^3dfek
zvGpMml`#xLJ*seFo_}FtpuwFvW&#`h8M?zJ`ihk#agQyGY~)B;DhT3K$pu%`v?~7O
zitSgNQl`V-3<%-;7Cg}>ekBT*oOd_iqM4@+(z_97nq3&ib^C-Gw0yHXz1_V7wZi!S
zMtU5#2qG)n{XG;niMnA6t_c55RBdK7SOeF}Qr)1!gUQY|JEXe^kMU;_oQQ9C1uij8
zWzDZg){1Fz6;|^7B3^CIPZ8tp1Uza=uQfbkJ_Gt)Ni`&vP@Z{h1<{S>l!>>@@6!7<
zq^d5#n>H9KNGw;<^gXe<tO==Ai+0#bBZO<;D)bkbVB0sOf4zL>2i?ozyD~}Pnb#rg
zUks^L97^-Tngp@s>c>iRemz#8vkrr}wmeD%6H=oEJl>aMD<nk=&}L}|)-j_I+7mK#
zezqkF?sJR#2LE8Hd>(b$wAM$6$8+NER}{bR)My^OovVd<D!|keRAwQA6AfyXkHRb<
zwJNDb!#xgjEv|(tTm#>kaDLgEcBeYmQ?&oV{-`O+Z!W_NS=Hv69{0~lDw3)o!aRdi
z;Y=;3P7KtYUJx-3?eI8u<04kBsh~=9NMJeXn-gfBm;UdbsxrT1tNe_;OMY<Q_=h<H
z(@s|QhZwLqAtI{E+I?<zw|q74EGTU1yHH5<u~4%%V-Rg2>D#0$-m@WAy6P5A+xK{v
z9;Q2kqX@C^nW)tD<xGkYKQ6L%C3xWzbd%rAq(Svobt@k{#xYu{a@8RxK>MJ#`H=c#
zRPwsB5e8$Q<E?Qz0G!79_(;Mbv*2NDT<v{k-fwxXm7Ra9rMyIcLE(BS76CO@aeVdP
zQ%}XwpS@cukwG2N(uD@{<sCtSIqr-gw6n{dF}@t;Y)7nvzDA-0qXapRv|&|Z4gtTr
z?+*w0wT&?ZTWp%RTWm{`y6vZV<Mm^nT;0xow)zsobR3h2LwCaE5Z&|2S{frOy>h^(
zUskOAgGH$oOGf84rB)V&9Lrq%s8dfVpjhEuZEOm<?toJs=5xCHn~||2L+S=6V1>6a
zMDP&L;-RO_+II4Q3c&>I@SXoVM`@MSpm`=avr!yv6cQw8D5h~9oqzImLn}bDHKRPt
zRRrwp{E|?Bh|ok6Ix?w>1q^%S6A+DC43;CLyC1$$@uh7b#1xC{%XqsC)qz=&gE@{T
z<D5$SXb}Sv%*oR<0Io?L^Qk>4fk0kk)Cb}lqoRY?!2<M72QIV)B>7s_*`ah!-T{?9
zP5R2z`-&jGk8*h67jscL@zEW@b$cXS%#)M2iYdQ9)I_n*Bjbk}OkVjPExH@M#)A)N
z$6T$Eo>t|Q(F~r!MRvpJY{yz3FXc1I)TQ#rf;Ut_?btKc5zM@;6EU&qTaD`ir#k9E
z|GNT{A3$dp2)nn^BxDhyLG^N}&{NN>8r$Bp7z!@p-KfHHPjB4h@uI-k+e44<qx*BA
zZO10nD89j}j=TZ?H_8eg45heDewAJgtJ!_Z5BK%XF9h4OiFRlVCBLAI7a#mZxP#y(
zElAx$_%vqaz+Fo8@m;+eyH41n>6NE%1#%?UVdpfcgIg_>(Ff3@KxJ8m@jQ%fIUi*{
zAAXZjM2hUvEb3?jAs`<gWzNOF=`K;>O%%){ElCioM%SuPfiah8sn5<i2vpRe@pY9T
zO%`05M3h+7hGj!FHnoN8d~iN-<JQ#;*HL%5PZAW*vG7ieV(g~E+p0_kaX%x(=XqK7
zGMB#ZW%`3SpqB1gIyP@ohXfJxjsFj3L7BdfBZ&<p<ILA{(C?=hM7^ufJ|>jljUzJc
z;~UEDV@If$iW^nrMQv>))VHsFjH_?J8e7$;l8`Z_B?YAzV<e*aR1sZEGj!6?K|{X$
zW)SsxMKJM^->|m@a<U)!zpfYdlHHbRz+BFjUy!+CbL%q|H}4~1@?6wBN`b)E3Qh|?
zLf7+qaj(Y+G*+tiN7{p-ttG1R<n^u0D}<hj5p?u~&@(fEmW~dp^5jn+BKMY^-Id;_
zZ)rxKuTgluI<E+(JkJx-f4__#pN1j(;w_XVrNe1ZDBNFu9$GSe9b<PV_`f#+_g3$~
z?WLPx6WA5~*Uv{&eFNfl{VMmql4dS1Sag!l3*<hfi9aupll@AYoA7oOx7LJgS@)X2
z2=C~bKK45W5*v_om!&SR2nH%_Ku+@`{}*)mm)3lcv1u<-mThT$CT00n=olNKZ`^5m
z;$tV$_xoZEa(_9lGB4IE=EeLXm~`gPi{xZK@_*g`mgdFm&A%XHxil~8yE{Su-Pe)1
zc01CSZ-!CtuJBm90L}Fc$lHCi^*L<|PQF+{zPO+eLT`Tg<YYe`3v;;tet_F_Tvr!G
zKmLq@RS{40P90Ux=NCdxg%0FoKOIXmc>gKYq2Px-$Xm(jphTxma9ptfl~-@0Hs+D?
z`<j|)zOmGj&o|^gNnvw+KJGWv;Zb7)Rv0U9s@lSlnkpD{(!x-o=&|G{KZg9}YUCf5
z$RENZzaz~16xNAV_tjMOSF2?DtD(+ZU+uo6zuH+vfAxWCzd@P~^6iF|wic4w(LUX)
zuSdLCj1|W6eY9tVdKjvw4<~IMq&151T}2tfN(ynr+?t+x*OB^*E&X=o@l9>StDE~O
zX}~xeV;t$>h~%1jOpnW>a~>`I_CRAjZ1uH+mq-`6^^I7XQi#EK(s4W34Mqy5bQekb
z3FJgyIURJgk<bo5`c8EnVrv_)&PkdF^2J<$C0{={zoD^1%{z63@eHZ|C~q$tk`Gk+
zj}16qRE-G^#`rCWjB_{OqX(osHe-ReG%X&K*P`E*)YkdGLjjKT1i_9rmLXprl*^+k
zKQ^_cUbHd7k?syiu5Q5eN8DWS7jBZd;MxXk%jV{SXS<l=4w(y1;OfOU?M!&)z7*$u
z$eOh_=DwEq!PDT0{HNqHY`>9<$XRXpPbX5b`8A3E^tXz2LLFe;9^?NYq-|Dns1Ad{
zn`apRr(gkp|KlVkCbpi`Ms^1vC&iIqHxfig0_(iJy_NnaH#ZmEyLZQxD_7_Vd+p`S
znKLv%js*1)8X6kVyLWH=^2;w&COIK4Fp!%RCMV8$dU|5rx^*;gPFI&3)FnY(_V)IO
zii(0rB=67{7Z=L~qLF|<^1I?mbcDHc=h9$5@@^7z*21Y%r!Zo~2!w}+BR)Q!o{}a@
zWMm|jZD+?#m@incfSzRc{rBI~;Ix*YHWG+Og8fKP;NioE>8XV+HYTSUZr;3^e*VfU
zue8f{Bwb{`M@dNu4a$s(iNPnIe1gG)2jiav{E+}j67WZUmks125V<WUIP%$&=<xB!
zAER5hZa91PEDf$}f!Ki9nAm6L%$aikM{Klx`*vz;SxC?y`EDfOk58T={rdHTudgrm
z?c0YnYu2>dx+Tw%06r3^NKPGW59HL!|B~f9BC-FEM4aC`8hR3^SC>pItsIIei_gPi
z;C8xLgq$Eatgkc8L;ocM2lT|fTR)(%s0`bFJc-v{UxXW%H^JIk^`Ki@RMd(wad#XI
z-m~P{&ANpR7qf69wF1As;|CXWAuc7A;iH3zus0E4u+NjrZz0sqkX|kHu``7K&kwOR
zx&Vtq9q7OrVU)WGruXC~+j>}ua4n~jKBGAK{Ma`5F$P=S?##R3u7&YI(n-Fqj)v&w
zXb7))*Ki@eL~iH#e}a*|4kA}SgUZ@QoQo>NtR1m%w-wRj;t3m0rs2k;QvCXP09>r}
zaVe%4A8maIdviSumf3m!NvNn1W8&6mYzgn8(hhf0%d!5C4BY-ISnX+_Pb`0PG`39k
zRhteikdrvaZHOY9^C2R<%hS{0hlkiQv9o#`{F#B<3xl4z4dn8{cYV2h@Sq5@cE-Wo
zhRX-KI$Ah1yBFTs^Z=G&f6;-3LES7cw5Qcmsgv514_X-5#heBOl7+cH{GEmI5f5<f
z%OF@QEJXX)(&4WR-2U?Ervt4McE!;J>Fuf)r%LL@M45V#=Y+e*CDg@;UM=)-F@pc<
zd)Rs-4~t)L#=l8NumRQK=Xh)x@1;@)T{3_>xeMOen*hss*Fomo2YH)eXcsd)jTSo8
z*@#{(^l>(X|M&N?^>#iM50dYrG&DA0{DA~CqZu1tbbAWYB|6v}(yLVmdjt6Y^blL4
z3b42@cY4aW&eArB1jUiyK=17jaDnWU=4|}Wb#O4ESE~*VhVb9^09)_nV{v~++{vxN
z_qX$KE6nd-sTV^X4Cy5&|Ho)fem`!5hH)~x7g8Ho>BD>L16&}xZOfdf_{2I`8_=s&
z2WtcPAC1G-_#!OsWd~iYPB=Kw6;rQdz-sS9kWKx_?tnubjGj(jv^Atxt9)BS`0tIu
z)`x{y9IU*6`KQ<-yzXrdJ%tIbr<xZ@Uv1YzY<*CG#eF1s(MKjPTIzG@up|1Z<wask
zD}gq?_vR)rdm8B>r(TS;nI)|gzfEYSJH0M)<N8J24fPOHRfivQ%H$?~p9HdjC7B>y
z?<tXQ$jM)qRmvOiw=1t4&zp&0r!blJk93gOV1u_!s|~X2hz*Kc1O8fU@Rei|w1<%%
zVyf%$V|JNbz~8@-4_f=|9wwOHOVVezmh{=9{#l>B1tNn?3`h9eQXBL#(L+|P7;93B
z<O2S@4TQMa*A3<3CLGBv$CRiX{1xoX8}#>&eHT(De~H1?=t3+G;VF|bPq$1`8|dj^
zbFd@r3kFz-kX7A)RWSuL;P2l?)BOb6SKRU#{nf8!`l}ls;M&5c)L-2Yg)LM4Vfhc=
z^^bJe^Z;9?Jcj@DeH5)rBf@>3uJ5v@A1Z6aI2TofS=(bc-$k-x?1q!6xDii$*xqol
z*2krX#rSAT^waZUHJBG#<xgrm4F>v}(_lC<x%|V0ER5d}g=>p~|8ZVyPraB?(}0<=
zc{mm51U;Tbs{a&C+u<LL>3se#jOnaZQyxx8%EK2t<$>qa%g2^4(#74MMxnC0fu3$R
z^ZT1{w>QLqUQg#Vkap|v!!T-tvyr)&84=0p&_inffjw;KGbEsH+lfSs`|2{TM+~8X
zbWcV8k0UtwcXBav<84lUPg~_Wap6U7OlhY2fZ?ZUgFErXSbsPkceW1wSA3_AFvc0`
zYD}*d`nVdwZ$%`wUdzSeVQmM~JPksfjOf*>gOefrBcibNPCgb7l=|`mU5#<)-L5FC
zZorR`1(<L+5mzVsDFshFiQho`Y5@*hU(H+}Sv3t<6<_#70e}CLJ*5@sBGg4M{eRvM
zejGxr4Cp22M<0vF)<?xy+|!oxqX)QP>eWnG?T?Z8(T1EK{S+K&nhrv3Z0>GH+s6P?
zecC>*N-W|HH2Wwj7Z1zp@b@#^CY(<LP5V!poO9_Y=|KEr;>U07!uim>j3qvFS}|QX
zOil!u{U{$NdOH3q{UoY`WRdOW0DH~`W|BJLQPC3x{5_Elk_F%EJru?>vP*dvaPP{O
zjAtk;(*7s%Ey+SyXG<!-he(K=1~E3|mC=Ad!e&=%e3VuIzvy(3rLf&aLcC&Th<oik
zfu$`%9gXPKLLWy%_-}oHt#|XW_*qBX$*IEkxAJgn($gQ`><HuBDs8Yi3R@%dv3P(?
z`{-hfJMT!^$GejDane6;A3I9DBzwAF7lG>bkt{5KC%b^!|63c?L4l8pasMDV&Ygzj
zj~3CuK0OZ?xUZg%`p-W==F*MynbO~-C%9EVh^No>PWl@bV}~Js$07W$bMcdJ@Z7c~
zcq8sKcOqg^24Z&{f$t>gTAfZ>o#+XF*S}ap?+fq6!rb2r{?o=Q1^hh;x5PErR#%Go
z`WEP_Eu<&>Ew3rY=1$s}CJFlcH!*uQ2yUOhi`e(SLfMTdh&-L)v+fJH&wn4uOSoV&
z+t-G{?v0Un@cK+tK1_sBk1p_8I}df)`N)0>HZXZM2+p5PL*j>vP=511^gUeQv1UG;
zzxV*@-*9=6>;O$p_)DF?n%-93i-CckH|*Y>AQ$lWBp5ss46B*%BYWnTsJ?v<LU$L~
zE&meMvp+)qci-c`z_4F1Y-hcXj2T~|>h^uAgVVQPqG9fb$X&5P>3OF$i=pT1jYrQb
zpK|y#Ag8+dXzQZ8uIhgK!P+W}))Oh6iu+&5KU7<VQBPTZN0|4a{nefd{ndmb-hjW4
z?o0Zs{hyxSAj|%mDs<M-MGu8d{730a*JO6q)kPN_UGy)^rKkS&73%%(_ZOS_`|WEa
z{dU3-OKBgXt0Vxh^Oa;A&M!xp{nM?x_Y_sYS5KFo-uGXj>3OG)FrGp3AsOf1+)cJT
zHehv9kzBx^kD(B^`@7RkdXMB(VAB0;oDFs14f^|E8_STLkKX7bDG!pl;58Y=tpR_e
z%#hC)d&tZMSJvYPG8Zfp@b^Sx{Tm-(%R7FWoBJaE)1G*28P|sY6y62z>`Q><7YhDU
z^Z)+3JqClpVEq3N3;6pVhXlQm;5tRf33lp&$Vf2Y;{^K=$VqN3!F~i1#P{l}uhIZI
zaw=R)upfb(+(&dE0bwLy%gs%?h?xY{X)Ek3N-#HX-^4IEjc@PXy)-aw{`~oJe;Yo0
zIG%t0c^ZsH0vbs$nJgs0uO--zU}<SdzY_^ABmsh5yAl@<*sy^cjM=(%t6TsY8L%fo
za9g%)p*plT;IF8th&P?cDTFV*^b#})`7UCym<IL92Ky1_%$bALt5?(Ssu=J`P9;<f
z_IpyuDSssJkp%rso;<nra}pp*c;}sW@NZ#hsz(Fz@)UM2%rB~jttJ01Q!T9Abq_0k
zx{E(IjYKyudD{havBKTGuc54>jvh5`Wu}jiw+|!0S9yTP($WOl+FHm{IGryqzXY}l
zr~b8IYio|Ye1+%pl%F>+(1)j|BfUa`{ov*M27cUe3iIZ^A(d~SOC6cK3i%yN$i3oj
zDTJiLTBH`&Vf5B$Ip>ien0^tlUj)(xnO~ep#o;Nw7$Mnpyqkj|?qybC)!9s?fImxp
z9qQDQofu`wuWo=X&n}RB=xTRD4=a5nNlw}!?<C_CT@-dV?`*DzE7|fpt`LWhI8%8F
zyS9*f#T{Fy4f1P{T3CzG-$%*VfHQ(%>UqR235JKYa{h6*(x<W#^J_3jA>NEEs-Ze4
zoD`H-TBo!_ye#C1cTYR6p6cOdjM&UdEI*t?9mblvMtrd+9*5@!U_@_jFr}NTG47?5
zW7V-_rNxq#MiM)eJ*FMj-dDE6q_c=!9*WEHrO2<ShwIGCt<R91aAxg$gmr(UBYD*`
zJT~Bw&trpD`K#|K%b)lcV!!PJ4;ztOuwQy%E&iGpz<au%oDJHW7YZagtmnxKQ_dlF
zX$U<*g4$sA6?q%%Pr$lAGm!jU-?nW~%5MXe`5>zj%a10v27U&3m>_cHGjvBGS|^zZ
z5&GFx`ngIQJjHy_QXa@IMV>Yyc-jCVo+j{_dj;DsX5ll1V5g^=4)2^p>^C8F$9kF$
zb5x|mw|$lC#d4l{(fBdz#ZN9GcD|%uJT9ph{blOKtSYQJm#MUf-BP4Ob;z%j*CD^M
z0k&!u$}0|9^{_WUl8Rl5)zKkrptgO|RjtFehsrw4xP;g*dc(s~9|2BAbZ6wU8Zqh{
zn_y)qK<Mgw2yimwPlGD?oz=*_Z95jpx2A!e0g@DUZf^<pOE0a%pW$72Pxq5=9~E?{
z7Q?ok3nr)z)*>X8s$T5kZYrd*$TNc!VneANhz?a^Wjj2M4mKhrNp@<!oKZpl-z`E~
zf0Lc+W}i#P`dhh3dcTLVd_@~Pk$iPF(Bo`SQmYj3XDQU?bf{6VL5&!;D%ukz9ke>3
zhq*pIRjY*nOA+pj_MyA|)i*W6N>2x&Clb)xQoiqEsi&f!MC3nVKS`EL*_DVdt-~)b
zs9uPowy)Oibm)X0*81x6qKWFfXrZf37jWg*%kO%bUoTeL^|J-?xo#)O?N;g|5+F}v
zbAeVT*a~#eStMVk$uq|aD|zJ?DD1jP^id_>R-jE!$&;1uP2@L7<+qSt+kgwDHQ3Wx
zesMXk4HR`~AUbHP&_M?}3Ocmc2EP_m{OkEZWuM(lxzA3Y7jQb{)r*z$fr>y$5<p3I
z+?TaMXF~yU>*Ujc{PdKZ)<c3{ZkN^K`?L}o5W{N+#X6z-G0UW78)b4Rf0=BplWG;@
z*OEGkUq1Pq)I+i-@N_m2BDa=n3m^BLn(im4?5~zRL4P$|(qFYv(O;c&g`Pt8*+_-{
zs<DcGdl|p~mXueG)Pfp}{x(ushY7zUc1=Hc*s33cP(-!=RHwB2s#J$sj9$g#KfU!Q
zVpsN+_n*Ee{!<P9`n<Q&>3(wZ73y_r1G9GeF7750A2yK&I8h(==Xf0cjQFrN@;>aZ
zkKx1qM|q*u2IYM6)%dV$c+w#3FT}3s!y{jW5KmM1%)ZQ@7ypHNF|xdtwr{~#Q|0<<
zmx^n!DZK<0Lww}^SJQS-JEp@|ClUEYwHUpD$A5hHJYv6of-xOq73HDyG0Q_nC6*sj
zC=c@#%0sfGJjew6S(*yD@y%j|@y+5I*ebNKO7b1KzHbk23&f_DVfpR{PZaQHX(Hro
zpl~`%en~BC&GpplAlWRWho>20)5@`Y&qKL@KLdRo`V6^3d@bSq=5P4%R1)UB;U_Pj
z*q}tw2DR<CftNXA)5@^?=V-Zrzm{OXw7e>uUHd%m>3;u~4K6*%M}BE7T*e)fAIsQu
z7wZniBW2&{4mHLp_2cFJx4g;*-f?D?{+ojV5+$ec*-FYW>1Wu<lxZ@?)7?QjccbjX
z^7xRCGoE5ge0ljYO?LnGG$)rHLL80IdBZ(yznhQGo^g=M7fAY5bv*ql6}~_5E2-Zg
z+gCG|_SFQB8B}DhBk^4t<^2Y7uXtL4B2`UI__e$WbFKc_rc7%6Xg%G>^rNNeKsK(p
zGtyh$k3N-v-WDR>_E9Mv>eQrzo+KTV+DEaH|MqcI4o>D(;Cx?KII8G_YubO(^qfma
zNC!*eLlgN*{iH_f2lL7&;|PlVBm)6G5roLUE9obN-b|D0CtWVB!RE{ols)Gy-%nEI
zYqezqMIDSJbwX1U1PYtowuMDYoxnGipsPX$U2P>Dy!BO#XVf*|LRk&=_}HqKFFE0)
z1#)kraEeR|<a6ClI`Z=M1jrLh<+}-Wal+dkRgF!kXljD3t_~(8=fRby5B#r=Z*EW+
z-#jZB-~6CQhZ*Nq+dfwQ3+>~^d)R(2AD>A!pX(^~lDW2uyx89Mv7!odEKSu0`(=v7
zIP7G@d%7QeuCN5nVli~B<$YU$jRop+3wZy>`K#$D*mDed+Yi$F>gY$%HqeL1rX|Q+
z7C{5x6lpB0Kutml4aoYZROS}Kz(!tQLmNxfmQ_GpTZihx5;Td$Fi;3`B=_Wh6{(Rt
zudndD$i@QIJkJwq3rlcn%m>gG3ZQ3UimL2<gf5?jvgC}`XR2}vP#lva_kSg^$?$k(
zh|>GaI&pcSs98QQkbA`w`dZjfTZ)mohImE5_1nF*1*mRr#^RbHOck0u);sGZHX!LP
zi_pdbbt-J&`SmBr+5H=`e&hl;D``Fu!FTIoB!9Ds<^%8V=Fn6Aa`&HVeMZm49&YpA
zRSNiP$%_KTylAaDFS>p;9eI0>Ay*+UdTm~U^rc*0tj{Sxbxfk%|5e8&!Sdx7<UVUG
z;^gZn$k(y5ggB31zRediQM&&qN_Oq1_jNJx&=QH@ux=^xS8jOhcZyX#Z*7SN6*|~2
z_!Px^kD_Sj0eWBiFdo_>eK>!=6uIASlq-*ps}{jz=s-LgG9C@txxDW))6$~(rm#uj
zq_3t%ShdmKS2s7|cwIGS7^n`?xLIF^<VG>R*E9H6<e#Xk#&k9EZ%O2@S0TS6%==gh
zbyWA&gpbo#Q_)|&FX^v7quOtfrUMCGl2Sn0c7@Xy6{&7&!im~y%rI;_h|yU`2j-o$
zklHAQbX7#h=r6YP+m**R)y%&MmHh_Ae4vP_t~NYH0($zHA{LT<Ld&UqtvZO?(NAb>
z!jaNS%(IpEqg(!u^gT#lwFPqTuP^9O^G+RMJVWX~%BKNIQ<deB<O41F`k;%UQ0@F5
z2@1SjR)g<Tim|DiU56UWkS`BB<x%1ELv?<vj{#4;s4%8Uo>7_$Zk_v5ocAGX)&#2O
zzP`JwJhu4yABbK3%;V2}sq>$VdHkm$iU0HikN-6D5@P4c_)oJH{HHZM>x4SMx;+Mi
z!C){H`FFOSWBg~36X-~kf6GNqk~?<n7^0)2(YJ43+_-T=>3{U}^jZVk9tU!An<6d2
zbL#$<ot@qK+4%9}>1lNS{{A%h?%cU^sHx#UYFQO=adD`vtwm5!kkToEErE%Id-tRR
z>@5TY1Soyx=*XS&QCeEs`q}mC*J+?130Nej)X84t6gm<tN%UwhK0ZEj=|oQWBd6(A
zR8-Kw%%eyD*=|<<1oB-8<djCm@49&LVj9@V_g!TJJpU<gzx_6~>9%d#T0hIn%fpEi
zC(x%)A9?~{d&$ViP<!3Hc~kCrfvz?JI$PoFt<2WXnwpw%_Er``x~e|u;M<*dvE+w4
zIK5#6daKz{)5J(fgZ&cHOL0540HdE(KEX#I&_zHmADlfev+%E}31`pWL1+m7cMlEr
z!`XAv=LvtFy{+<j+3!|YC-0C5bhM~bbM8^8+;ivROA+d(yz^ma8xih*7J$e((rcu@
z1qOPV(%+rTglK4Nrk9q&PF=(yYjN!4bkNp9FKZFbWt2;GXl};2j0%Lv>`0^zve+fM
zsHSzWgS@l1wE-R}EV4-`se_Bc0uyQj7bBdDEs?iDTnR$ml?TT<+lg@hs~|)!3~aqd
zcDKYpA2a&9lZr(=nZ>mzs%n58&jK5Pt`-73jOmW<aymRHLg-_hh)Bi(>l>O{14<gi
zBpu|RA&#lSc%jq|u0}W)Q!KATOff<|O!@7wB!r&W)^d&PVTFO6&FJsM4sZ6g#l5fP
zpRqR;V%9JhoSxOQeexd`Bh=G`U;ffiy4!!tHL|A_cM`*r5I9-r$p!l*=2qj6&jMhf
zW`U73FDU2`TY^vz6*`dbwJ50d8rj2=v%#Vu&IWz#aPKSmXQ&N^y5RJuJ(Tl-yD?37
zIr$F?5$e<aUB<}&wB!R>Obm4Cpg}@T6>cY&VN{^?f07SW>j~8H==ntHKy17)sP&ST
zNl7|{+Tq?J`Daw7gQ|M*Q7J-QRn&{~0uVV@dbQSzbDywY)X_pO2Sc1oER)wEu?!(H
zr}(v5FXmRmmS@pGTXYl~sMf)lUx&H9=pbFoMRo8rp}#vR48ED@>(D{Gg!~%ZPOrcy
z$tfDL@_X4C;9Rmo8YGt^#PKoOro3voMH4N-eu+i3_&ux(EYu9r)ArHE0O!&x<lD#e
za)d|*3)`hbVU60wE14DbD5?>|j^`PwgRKG1rIyL-kXDWmnN#%I)ZzcJcOKwT72n_g
zl4Lhq(tGbAq(Fd>gd&K7(v+eIs2~Io5Kuv|Aqb*UlrDs#f?z>9NE1<dCj<zP0_nZ?
zo=te4nY+ohyGcNB^ZUQ^d7gb>cW>@Fd#2nuGjrzTRW;dRY=9+hP71({iHetlkpOc-
z?Qv|h55N4BQcd{|k0<}JY+xzDsVuc}$SOy7Yf0;MARB#o0t8Kk`gCIdL1_(c6jb76
zXH!l2))Jh`P?MithVFLKM;j;c{Jw25`3SO>Ah4OkE}qy}?cdZzJ#td3A<h(6s^~z1
z<U)-3pEW&9L`bZvQ|V(KRMpZzyv9YI?j|DKuT&i$$5++CMQ!1RT;JKqkS<Cp%RgIE
zsa1Y=6EPC2Rppa=lZ8<A#l~N9OX=y011z+cDQ5!_&J?NHpr{fdCSvV6RMo2Kpk@P8
zF&?Nba6YK4)wID=s0Vb+Zp$-fFRp<rPml)DnVi&mx}ZWuhtv6$=x)YugC6D*Bvz{0
z;6X(#4S3;O^lgM(PBv3&=+I<`C(tH&o&npUn{Sg;zJ(a4vddNFXP2Y9mcQv~Euo8x
zDmEaS=EVl|evf)jU5^u*9j|(68Lxibon~umd~tq*IsJd5-=KB8D$_Dv<r}x(EkF-%
z9vvK{xczM}L@w{y^m;kS2G99h(EmGIJ^HE2R0nrsoVus3L!ovZmi0j7lI~5fm%CbX
z8Pt}j`A^>w|EU6hecDZ{|HS#QrZm&Miu|a8NAq3ChA<5uwjGZTt7W{X!@AHU{~n+G
z$M<3R?WDzbdJ6sG^Oh1sKI4w-y%et?QxRTwFroif-Z;<}?4Wf{hx(6N=5&Z}{&{fI
ztI2=-{NK#!JfZd=YoR^px6|ww$^52|CH{%XQjt%x_H_@iekA!dYMZ-S3)P{$1^$W5
zQPm+b8{Pd|pN){tUGmg*&3aJJFaJh1kNiiqL4!uH--Gm0oLt=>mOMeMPtykDUU0|l
z9|zM6fQ>H)D>3Gd_QjvyJg2FHj^{Y3d?zEEdZ0E&cu<TUk205$RoN8W=Wbz0=QWh?
zSz0Z_)zmU{=gH1a$2G*4Pf{DRCY8`2gjVa2tLn>Zt&6gUn)1!XIF+L|uF5S(cb<)0
zgr1fXB$TW5%VjmN7ja{?M@87K9Rfu{oUc%fvB|y3`)(~{?K@mrf!c=;G18=U<65mc
zP(NBs{br5v<s<vif)@PfD!lA$qWOF@72#CA>hqDj?{2Q89LR>eist<Wvc5-x%noLk
z;bc!&xN8XjZVUdCuGd`JLOC@0(5DMkeQ5GN#7xUPf|(cz>f<C5j3oD=pR<r6qPrWe
zhALiUEH=i@g#KS+oTR6Ru4ZDK%2l&LZUwqqid)|&l-F{7!XpOzJ<<7$>K5iR%=!Bb
zay`kucdkrLepwZQrTp?kr6MHOsLD^M;g>Jf*P|P#i)HmVRaS*TW>W3X2KD*P<VT#}
z%vGD;oE(4~lN2vHzuDa$$Hw@ysd?^ZpO48U=q^8apmjEAdA)(}`Pe4bg4?x2C-Qu(
zRC_*FR->D!h38{grPk+TW3XRhtqgmdY-wPjHXhd1p*->)OrP(e_^@3&m_FANWmgoN
zq?IATL=V;GrykbJ-)qU3r6-j@<l&+<aO+V>zkCbs{kp4s=J7&L`Z=MYt`3<u?!lv<
z>Te?N(=TiOCUSl5jeBrbyWXi^4`lOPuS|VSEe-b5GcbVXt1lwy&_7MzWnYYhxsU2T
z472ubC`-xExDN?T@Y5IKs!X*mT#;2HP@lgpR6TqMb!#`4^utHIC#eTzH}1hw%?1|z
zdZ1W~4fG`<o_bKPQV;a#HEL~-T*EW}Np*<42Q#(0X!gAJx~NAEly9LfmR^d4M6Dde
z?cGqFnyDeb>egLIpH&JwYS#`%&-O&+^+<mC5)qGlg$*9{p5*$<n|EQ{x2MYW<bB08
zZ8p%faZ|Y{wMP={XZG@ocrauvYEu;ZkkldlQh<RFmuhQN>J53{rJ1aGgk#lJv|k!7
z(muA{Q(cY#0|9&m!bg&S`3cG2-GcnKvhLH>OoUT;YGbv$3Us&7=D&%X8LKIcS8r$G
zU{)DU_G-azAmtzs;8Lw>|3S*7YcsYZ9IdWG&BKQnp_I)}8(H--6g_N!4NnkZTNp3W
zwJ-H?dr>7qO|{536(d1??MrFg&PTbd0ZF8;@C1)3#;mI4aIU-x!7XI%J5)maXy7$-
z)$xq0&;Ygu`YQJ<t#81M${LM(>U!O&EzD<V^B+%B|54nG|EO9I@0Yi{{zu2FeCrK5
zp37)z4@R16!L&VSTMOoG532oQ51zGPa*am6NY|ZA=sJ_e+E;sRYhPr|t4Gs|u6>bp
zr{z5!f9=bO$A6;pi#-05jRdzp>Wav@ir35ja{p;=GyYRv6(Z8gFjO9p*OvC}F&GR6
zgP{(~@b`ZVlA&$r(4jOCj%2zc8SqH9J7sKaY-pysN5#ZMbHHR^V9?@sb#;ot;@Y)q
zX|}&@+qU7WufC!$5`Z{r)F`Z6xsqnwYl+fQZW7qmmOmJ)G0?E_y4L=NdZp7&3kwTr
z);qqee2r98C>)GO#mvkM&p-b>_U_#aZ*Om!NpHl65zqzXw-Ubo`s+vfJ8kxVTzil@
zKr$_oU{w+j`qNK8(K2|{?0$^_oR7lnv4NPd@D#fFS|cRD7HfWsLPb>_!iILB-;e+N
zA2?V`vGiSTGMi-eTe#^Oe*L;X-0V$|ozFR0MiK#i5%!!+fVH^@E_TMa6JLN?D=uPq
zUpKti!<koy58i(b<0maex2`@23HHUB@Ajgiq8ef22hs1}3R?n42P-W7dJ292{=2W@
z*?#Y1<?3A+GN?O#-+c-ZH{!4*oXf;mQBj4jm;QpGFZYDKoh9-MO0Z$$L1bj);k8%$
zYRI4UoFl@1iKC~Mgt(eu?U{5`)HYy3D0jlr_@86pXljThL){?~=pn#Cbwa^RzInaz
zbK-nG>t%|M4<$k@(1WXmA<o8^;OFbPSTWp#zZ|;QBJ5-`f^4M-wv}Mrtz1;d8Zg0+
zbF3!(l>`T=5KH7ILVkHQ6QOoS@G>(*aZNo|MrI?Wv=)<;Hqgusvc>DilhE7I2z{N5
zaU!J@N0N&1&#OL~Hh94qVOwM9rkD_S6RiC^4HY%@n9$3Cv%!zia5OW-l2<(;66hm9
zZ4uB+p7EgZ^YUsL79UQ=D_yN&XDXx_$UfPV052Oc2FSA>YUnW39bxOD=q9lcZ!@et
zl7xzC87B1O>h<`wx8Z1Eh$Z8=x=FGikZV2dq;w<D@yJ~KayA1SrUuaOO(X(5>u-UN
zx5q+ks1H|bG0xsA#Ls6kup-QtUxxuM2>U*oI`APLrZfv5wL@>NZymqoE*#B8Sn`?|
zL_&Q8IBBti{BuhqA$_TzEM;eE2p^tcm05#a5w_)?T)qj`o{-D$BQJ+dM7|-GjP~Z_
zJ8O|I|D0^hdhNR?+)OUTA0Kp~lPlTs6Ok>91hlU5+Te$11i6`Tb>XC3hiBwA`2HTJ
z!$>c#E@;?5pk@O-SgLIh;%p$~x53Nq2wP9;feAvq%&_)oGAI8zc|BNn8;+JDEP0cw
z$IJF7$m@YbUJvr{%ehQ!cw2GO{hmu%ur?9G#afIzDP@?wEe6AaZSi7f>;I%4kiT7W
zIEe-V+M5ZHUtWjsf6|aqRD+Qr{LhnFFS;P?N2PN3TdqSdxeh<b%i+~0P!2qkq)q*z
zi&DQ>(|`%x<^AH0SgucaoPJTL2Ul}>zj!SdD@JJP7oTxJ*q#S;vs|#V5!PMELPc#o
zCIoR4J`;95pxJPi4CGE}{qpZLgt{2R%Tk2mY8h6Z%S1|14JHLEY+P7bht%R)WXezb
zzn>>RG2d9Ak+rTZ*kD#)M}+-KbTCGUi!s)o&5%EzxZgDXmpC{Q8@#Md2X4_q`SU$D
z^I&ZxfQz{y?qpSB_WlG6>u8A=)iMmyGU#cKumcGQaxg-$lM&WkmX|?SuI)_N7Y_#$
zA(p(rr6T+CbUH$vjp%8{#nts#c`*|y#Wk2DFEg@fchs&2xS3gjLt}loK1qHunFR^D
z;OUcQ2iYR*&m;udN)T)(#k$BGRMa(Kg8X?m;dm0=OtPdm*GGJLITNAwQh1q(P+TL!
z%7`4Kl-6KUNACLa+IlR$oQYSw&FO|Qa?0PQ=hEr(^hKTtQmR9U9m0+zBFJ8fV0$C1
zi^%56p_AMWhZEpnEX0z&+&JgU3mFJ?G=i78A!moHS)2}moE<F10{T*hoH|GJ@!{F*
zG`pKE!j2^&$d1UDVqJvX2J+uD;b<afgJ<RPFJ>UrK}r5KGDfJuB)PuS1{X8&ijUj|
z#Wnc!Od7rZMR)!a)MoozA?$n_&B_;SCBeGrJZ_xg&1F}fa6T0d5&@P3aedU6x3Upx
zErpkf5XH6iSa~-ODHXMt)Lt<L*qdBTPY-o563~hN*;g|#%*7Nh@@%r19cY8FQz>*Y
zCfG)Tby0Hp9pvMrzmwr06<|pZ`8er%7D8>M@G>>z<loFeN?9!?`KpdVN^9$}H=!8c
z_EbG_o7V<iZ4vgDe5__C!Mey?t{fW2YA57lHF<W6FRzfgs5DlKkdM^@l<MNuEWF}n
zMi-xGUA&OdY+an`XpX6IIp}I6LXe3F8`6vD38rK1xa;4J&4z=a0lskOWK6a<#pcWs
ze3+1jX%1#csH($?)FQm&sF;kO>12+6x6<%!Y9U^+Ho}dvYHZ6Y!FS%8lj}1b%rNai
zF1i>QqMMNj;hDv#tbd5HHe8uaxt{|Ep*|M5aq=hGnP5v+F+NJl$5eY$Dt~2q5vJLz
z)-$pI^J{Jy-mo#I+4!2{T_<x)iOr^q;N6Tx*pN|7Z7@!5gUPX3a1a_`u?JV*-*zB2
zD8`5Jd6?!%Y*0&o>vSa>yz6L==WnIr+mr&lVq=VmQn?M<+dlPr&@^U0CLgmq8{<TB
zDUKu-<DZe5V|K#(?iQF7m4zS^F}j(F@Lh5dJwf#?C(f=DZ)d_mWPq=HxH6pLVup<=
zMfe~l2h&|G5MNP?ZxRYH!&TAm&yUN+0Ba*Siwsa+-+<pUOL4Za5=Vmh{kPejZ4mZ%
z3W97TobPg5-X`U3Y{E%-o0PY$FRx`G)K1<eYn0lgKTn&CFUGe@Sz>tQ`&uLHQW}CR
z#9W^glh4Wb<bKnHi}F6H3)d%2Yj270`vsUCk%<{TR&+6O+1*^s^s#L9J=M|mIAPX6
zweji+wejj^`FM5IBaB!7NTNYUbi7(7AFmeIV5HJmN=1huZU_s%!})KXrdWGSK5p;J
zmEZXFQJnwwh7YHMi)#OFCY9@;^m$=<EzL@vDbGq9m&wgN*_j#Amxd05+z__;E@ua#
z!=G|HJS+E~Hs0avFs9LeGUgvM%Ri_7)7smd|1`I2i~iHBVeSZ9dmBMsW(e^%#oEKk
zavzp!JLA{f;(V7zA9im%g1j1i*m@klk%wQ-WMIQIbsshcVxc}<ZNxZxw*Wt%NymyX
z{sWG5T^D8zbVb<rN<QpgYCbHLZ-^zMydOb+qFlZqC;#u}eWxegFB%)@!{1nS^N&=&
z9V`UobN&r3y0$~poQ|8)oKCIUoDPxyik3MYaVzF@_9no~x|um0ZSA4IygjUzw}-bL
zp*;jx;Nzdv+QaE|teB|T9%hgB$AquXqgw|ng!oxu&F*L_KWvCMC;!XyaIlhK={wwk
zcuRLg(Q7>&jj8-&m(%gfp9u(`tJv^aSXzVB>~dtvGp)s?a`WwWmSWiPZ1kD^S_e#6
zb{XB;TOh>O5^MIxaXJj-`tk8gF2TWCf~9YBhwd!>^&YzUSisXkuEW(#{Bkl0;j_7e
z<|?XW`1+T-7~0DT_7-B~m(*ax!TZR_tHf*1x@gKD<%bDNFQS`|B|?0yux3vTy+_z!
zPfq^V7iqBE(y3iJ`M=zu*HRnQHsIKm4E%B;5#e(}6@B7@vxvN3h{MaDLw)^2WEXI@
zurLwQ0Kcbg0}^1U9%M+e>yV6rJ}&%YW?j#5&g$ccu;1@<^UTDLKbOh1M|s;F{~Ph+
z4Y6d18-4%fU#SRnHHMd!7{ygGtT>&{&1J~vrO8^>`+Xeo_1|gq8h1+(K0ls9eevOH
z8*-Y;p@%)f4iaBpieLvLth<`cjalXMU=t1!A69@R^0eY#o=r!nlaeogDGMnjHJBv#
z{fYid&S&CfA2Zk+36WnZ!^VglWR%uoq@RVR{PtD|yOz$4t1QG=cfWueSGmi_YFE?Y
zAU42~PTX&t=4FBK_(IISnS~kNmh@nTWife}>8<#E<#qLlFIQ|>O)9U&t)ePe2=(E@
zvw3uyr77Oc%tN5a5M9MWY%VNCWy3>^G2@>3GcxmFZ(xA=HmYO2UyI8z$XG(N1gcY1
zUyt-U8O^XoNRVe=AXy7+<?C!Jb|B-+i^Pu>BiK@DeCZ{(!v*=6Ri0J!%iB2!wU)rk
zSnfyPll#$fzq`qg78$@rD)*zWXJVMM30`#I@uNL05q2{ZL8f8^n~Sk7v4B1wCpdGy
z(1geg`g~mC$JNbgZWahnD#Gl$*_h#OL4(Ye-OtBN4~6`9?_^_VdI|Q2IMe4P$yz`#
z73e|CvzbxX{*$iPT-ri8yys$$x1+P^96~o!5!R;`p^}V~<bL_2yIEBJmtJxo+Q|%?
z(uy%BE*I0C&FO(T-zFE({}YT2^x$u#+AmA><l`i@&zo$}-V$NgGZ17h?-L%#`vf<6
zTewF01Ob-F4<ViAX@T&BLd?FEjTv4RbOZUa*gVYiQtA_AYJEaQEp8Rd`vkRYHiVh>
zW|$VAi!M_6d`6ahKEql*pYcFGpW!N>&#*PYmh57Dl$?*LcBV+EuEWZVB22T>GM{1H
z{CviA8&k|k$wOy}A-YNou_>>F_DOG8a?hG~l5=4%Fu>=ITsenXo8bGr5`3CofVZtp
zkXR$b>g-}nu~t0${wb}b2laT11T;8sVMZam4F!19(pdZa=3)8#CV4holRq08=Qsb5
z&u=~_pI<z$G`~sO!xgppO^HC`AUC?+pk;nj*Yn)e2BG!{`y+v~fuqv%F;H%UL-Ob2
z^YZ88xpdA3jnBu+^5<h`rRU>?OuXD){(P*GKOf8ZpO0;!Uz%oag7>oX(OD!!7m*>h
z6v>~Drd(Z|nUxPa1AWX_%XIr&NjU}@Ni>4_NU-0e%skwwuEj5oHfT`F3}i+QSmJ3H
znQOMfd+RqSzi}7k*Q4O@-UON@EqD7q`n~tIZ%~_&gOvFz>HESXr{FMaA}Vf0qwLyk
zh&)~4vS=2Hj+|-=esWv>F$#~IMonr4gbp@v`TTvd+Z=hnAJLF6kV;_Tr5H<_yF0-)
zumh?JOHi7Yg?>vufU%=34vznrejl;vcLdLT6aANeh?`sY!TtH}@E<h@zYUq%bdM{m
zwqf}8<;aY<i;Qbg=ss&a1X3|>ZQIXV4{oj6hW^`^BRAqMa;`-oaMpMjNX3YeUr)ZP
z$jHIvd8_Dq+mKF>I@%)tRt)_&WYN25r>BR=Z+=kRbM<z-dTA$uKAnpA-N)(Q_)i&y
z(^Ed@)!{9nDL$*pgTKBZI_eAYb8RUN>KiW4;5V-_4>o!Rm?h%sLSKOxJ8DYdt1m=H
z14E?N%dozt7|#mCO~KwR-BX$5Rof7-eK|@a?xN&c6kKMFr}ZFHZUgdNbw&>2<u=GW
zd>XDFgrV$aG)k^ULG0y1v;L9K8|wl2zsG0OXmDNmy?B^(@uh#0v6ZV^>SV0m3ZHFU
zT`avG1*i8WKu;=0_D|gP<hz>893+1xuZu@d!Ex3^l;4!sMK4#H^{+swE~c;DhR)}A
z!TFPE$lG%a#=(KGpFA25rY+ErpTFS;IBi^ss+&=$x^Wwp(<jnk)uLaxEQU^-R-!H|
z8#!NmOW&6s{|8nxCZQ_o9x5Yl!O+7Ew(~zg>7V~J$#3bN>g2Bf5w4q8pfd6fDsS9|
z^^7o@HLyT_z3Y}0sLRYj<|0mqlH;dfGjk%<q2fBHgZ=#3C^@ds!Fly!n7=j@iDRaq
zzO1|{gJ6AW86H+^X5E@3F~;1|0(3MGB2Xa2w#qV^J#VC#>+k237Qj|dA0HW+X#~@~
zXefrcmJDzt`z;B|n`hj7V8TR+F+OZTzMY;vK2(!Wf(c(}LH_Yp$ZrelK6JbqnaPdS
z$apnDK3;W^k5_NV$E*HI<JH6>%#O;&3{Ux3O?|u?m5rTgCD`A+b$-KSi81Ds6r!U*
zh|U5beyk{`<?x!k96l&6gsr|lJ~mbzi|wwez>6Zyav+&$*Or%Jph!%!1d={$X;}%}
z^bOF*kU#iF*W<;;aXUFoqnn9h+&)e|Zl8QFi`Ik1@^SkVCo^nLFUH*axp;?++bg+o
zJNbVjpFYUNU@IdU(3Djp!&gc9w9kIcmVdlB-O2<r((=(+BBW#1&3W87;SCG!`gc<E
zU@y?e=k}`OoL>veFxXVnk0$dOQ>{&~GPf8Wh6ZpI3a})*hz3QH>)YD8Q(KtNnB`%K
ziMNRVC_=EA80(S>X?q;s=s(`fgrmp+U;A=xd8(^9!jp?I`(6%axS7*=?&b0MnCY%4
zqt9Y;G0?^c&SC?U$r|u`Mk&q~RN`2umi0d!&t(wab2g`aUstjgOxi<wvAjLV*Mg(v
z?ZH#t9vn@vIinbJALQX3Co`@+q!iNsH!{=N9M4Cl;+y0Gyh_%B%c`+8vjppXc;?!N
zxFT%hT^jTj;zicJQsnDS^0luGceu5$*V}7ZcWT_X_b=AIi2w8(*~e;(5LX`m=~ub`
z^pf0vve)82DSf`@mfU|bllxBxwEIv0^}fAy`J6L@!C){L+F${H|3?W8<rbx{U%#&L
z-QxuNJt;_V-Q2lz>5F9kJA3vl4gTA)V+XRcvuT#OmS_yxBN^cMAoo$e?r|W0OYB54
zCO%EPyu4sxVS)Jgc$#651ilgU^z=|$t9sf{BPAt@(+8gfjdmgdlE%iZJHhX1)T3$B
zrqO^ulI4#ChW_~Dk5o4j2>7%a{h}B0imI@1({*GQRHAcxD;)psCD_V0u8@r_%BN{>
z+Ix?l!13Bgf2rK(^C{i1XezfEBP+iGb5>tOPC*sytt1#X#0LxB4$`i}sOOQFUyRQe
zZ$ox=Avy<o;m;%Az}A*?08`U)XzK4qdiDswZ#x!X{=y$IZ@~}n_Hx9*y<Z_9fZIHx
zudj#LxKwQa<plEcOJHefg5aPIIDh&(`1@;S864f!h6dm)I+lX$(pq$OGQzQU0$?jY
z6*jG?M&m^BmiTRgFXkOi!nhr=D6Evx4VzyLal<ru(3Co(+FKy6N`^&OGLc<Thd^sF
zjt=vNt$e{OwX9Y}hoYK#OgoiAuQeCx)6<U5zt#bMN(*VjJ<SpRTs@XYWMkIZH29c{
zuxGF*p5e&|G&;nVv%#T6&IZoLI5sN~w(^sz(+aBj4#3k2$v_a5UXC4?vQS(pqnX5B
z@VCI?VID9P@SkKf`WXl0m)2s@@Ar{iREy5;#yIwQNK;Dqw7e=69V)8pF>}j3q!(1v
z&0ifHrPwhmklv@M9OiVvykBB5ZuKn`me<jszpvhCk7)y3_;m=iqZ{cK9Y{oWNew!?
z7~|NSF0hqvF5>L)^qwQ5yA%1fShO!eA^*d!YVuouKe8F{a3ptvW!L#!M$<<AnHPk<
zz83s-f#`5hZUa&mW_MQTP*|<f9-lO$d)dqD!2`OvwzHcFj(rxas0aC~^2wya%<u2f
z)75D`aFAlhdx7*mjbs<qVD9!<<doFV&64Aub;SIUUfOkd!u3GE9T1yUfgKmJkY8R)
z1Mj-Io8aucAoy!JL06?5O0|^3)2xd@@_zAX3Ju8W>}Z5z)Bk0^80L$4e<WetcBOvt
zrDpoYKr7@`)M3%dRAiUcA<#jJqZ9pLD-X;|EhaiBt}m*RVcPz9dab$G09_rWIR8!n
z{A?8y#)qSeFlldm)B87e-lzXA=;wrm@}RZ0WP{ONtu>!d)BM$RcqA3*edZoaL{3>9
z%@{B)*aq{p^ogT7S|P7ehDE2+kX>GfKsyPJj_Uwhc_4FYiCP&{%P@^RN6O`8U@yh_
zw*%m3!<7Nq40t$}%d`*_en&;t-(kM!%M)xi%EyA!;Zi2DE6MXwf}^i^!&ZK}duo}Q
z4mC1NJDEbSH8<3!83ND0?%VWyBnugL@~iN3bOD|GCxLP=xSHULo{li&2{@!W_*!y0
zoX_B%(KZqs9qpsgp;YY|P3&+yN&bvBKvz2n&X4tjpB4Y9b1gyTlQF^tCHb$lSCg+?
z4)vIJB3Us;AU1f@w@E&=L0%<(zL!rot56%bnc|Dy&Dg-*9C_9CSadTR*;O(GT8MG<
z1$WrW0~b@vYoYv?MYZ*qb}5ZsYcAABS1U2j5B7qe(h2fem35eVEfYD_GMZ&;tfx8V
z2l8*^ALVU<ylNR1UCZL?ft46XU-D9nlZbqkdQgvPXHpgQz*>UyulT^vLbVKbJt)FM
zJj58KMF*|rK<XkXhs&7?9fo_WmV?qc$5e;EmFglHtBqES)yP=sPM%U-l*;R34+pK~
zFw({t`E~X9Dy0B9we{#^B*cLLN7xFvsg1N6nTj2pL;@V_=zvcW^3nZ9DqZ{_fo>lt
zE%*f)i?Gwr9t)ESuq>qzt|9|0_q4`nTTOrRRcmA9%j&TtwGcVAGIW$0VxPYQY~=FO
zYwA?x8w#-B&jFt%<)deIDeMjP@s7PIW;>}a9Got$qPmaek;!iZ8NNzxw1FWGc2w9P
zy;`PH4#WnBIy&Oxggk^sq);2oAU1GOlsQ>M|J~mKpC{#GX-Xm7!~%TdWsNaB`aJ1+
zKp5_2j_`i<SbjYlv(CuJ>@RuZ87*Uk*X&J@M*>D4<RQDJ9)Tu?I2`N@TluN1Y1OLb
z;4Bu<z`YM+a?mX;iP~VMn>prsC>9*a{U$|aBCEQdF1iO88`8h&Zza{<CadIave9>W
z*-OoLfvO!&rz-j-(k4gpw8{IeYm=kg%#c?j!=k7hu1_)-;pp>9eNqLnfkFXisSwAW
zcgLI?S?F@)J{%<iyxYMFANg6g`kw0OdYnMVtEF{Vv|nkwI=9PXkJ+0YuWHHcJG!TQ
z+`e0B-2Q1d#kjqo3XhtA<By13Oxk$2>HQmPZ_|H2AL)sOuX$_g&_nJ&?UnmauEsd_
zvAX}%?(zJmd6!kb`{%Q6=&QDAllrhFwOF*1_^>tT>~4Z%3)OvCHQ#0PT~!};c4t)|
zc5WBU`#BEdR^L?kuy6Wc+Q4RfSRK}dCLebHlks7x{LD)1xDZ9}%gHyz+0VLZt&2~i
zUwl+_ZHLjp#D7$q(|JEo(I*u?=A6!Dr8ylx3oIVq%$!bd`JB#gTG~TC=@Z(i&gpF8
zX%D^C+QW`Gj9aDD9>(&whtd7rkyl)eg+JUxc3~Addt2c6$`@cOf7Ybtkoir;^&|*w
z#>&e`&#k0~M0IdA#m}Gjq4#OzkMpURxa4Bf`_~tqrT>0DF%XL;b<xz}c~|6>RAb>!
zQOGW=MrTiR9AEyNLWkT+H5<q<W6gD>=T&h!xR~JQc|GZUXgTP&LtI)ZMlL*0gZ(T`
z3=!;OfphC#fWN!uroqwu+&CL-z0KLc%N)m7Jg;Pf3RN3a$uMKpHKgasZQx>xpXWbA
z??WJgg@0V+vN3d-cvMB!skJYlZx_3#ZiB}`*K?esyI3Qi%w?QN<>Wg`aqR7Yrn!tX
zI+vj|UaXQ~>YjLdt+~ViU7d_@;oVN~vs27veE6Ir4Jw$nH=YIsK115qlmNP+hmTSI
zmfU>GnRL#Vx0T@N8^o6vXz}IiG3`ha=gW)azI>QJ{N$&%6C1=8RN?16c{JG1Qfz>3
z4pN+%;0J%Xzpo<S#grRY-OZ&NI|I!`INHYzwj!=yPOVfOD>_SrIM&Avb8cm!%ZYe6
ziVg6tw<SL6pctz~6jh=BndGMTb8mC&U~jpZVQYxyA&A3Gq$rTp<D0x9<kr_Cz)*<a
zU2JJ^9wDQS_zkMW*VN%^RSkAq@%yDG$|~_*mg02tDH+_DVXl=aK2i&epmuPVk1ub@
z$Cnl&9POul%u4;}%jpU~+ER@31J(TKDjDWRWGVb;4|B}##D5a{C`VKJd|VVqo{uv6
zd_3CSMNtk_n$O2$-CZ!}UJkmPNu-+y-}SJ-N8XB{l1<6noKC+>DJrsl?CgN?@(sal
z$$!%InoC<Khu7>(=sd#W#C+t`)T5KJAr5tM(mqZS3Ghc3Cwz227r|GPIUm~D9CO@S
zo;T6PC}(+}5H0T$Ohq{QjH^<gpyt0x1US~)6?1N9qsz$zu21kHeS*RU5rx(0e@>}S
zh~n1F-*Pp>)?m$zysuhu^C?Tx3XxMMpU?1Bn$M`^na}Wbz^BRi=y|&o_CkHUV`qxl
zj%xE6B~?hPm0_$+^Ya<6SQybhX=zpwa?HI|R2@OrEgB?9aED+)f(LgEPVfN1-QC@N
z;}U|q1$TG1;KAK>BO7<Po$s7+&Uw23f9}(LVhnb7byam&t+i^cIVac{0iDn=HksHO
zHv00%6D4&n)UD^zPTe*1^~7WjVOh~~%BGJNTjB|go+&nYojjbAk59Wb<A66jQkqF*
z6VdbTRr<m1Rb=DkgIvDpK38nXxLxNSybyROePi~9-)-iqrWQ4F;y1lD#1m<9C|{cM
z)8r5$|KyO5<>b(XFJ$2-l=#96rjOwK!cO|L;iLC87q($hg51^QkmkeH^tUUIgwJI|
z;f}UWXIHcl)+@m;6OD)BtUpWQyAJS?%fD>aLVOTT%fCDD!QJVm1-ELS5m+6b<opz7
zu=&RQ4d;C_ld0&TIg*Ah8A`jfM)&(bjNlko$b$(EGQ;@yWVNurkr-i~`y9iUIH?*R
z9S(8*5zTyUJ%#jd_#e+JvTt`37mJu{n?g$>4M~1;^JK!^p{T#mifs5H6&@|!8(n%+
zKD*=|rFpf*iW=GkbVhCj#b<KV+6`<j1SEVXdy_kk^XIQ=crSw61z(cMacMiS3F#gw
z{;6koVp#QaTwc#O>`ZSwFdW2o{D(f?@r2=(<PO7923sS}k>YIgJ}mXH<{AbTkpC?F
zcEl}Yg?RSnnxX~@5TX4*I&UQEf^kVYpC8nTo?g&c{S$uNm}6Ll^-+$6U6ilB&y8bX
zxS|x~!6(2^AGawGuTgehB0F)mgRZI7?R4SATwf=#RDmysnh~Yhf+A+gDfMhgF^<1~
zGsl3>yPU^a6$f`e;MdrCl(y*Bl_%`qxrIblUn3@G%J`S-T%>m!rJeH=ln1mGQZwWB
zvEjoh{wi^v3Z9M%*znK7mI{2+fVK{$OEhc&746)>Wf)%=2@eb~(g5&tYO%buWG}oP
zh1&t?$4i-8(vX0{&(;S%?_jj(RW`zf|I%Z98r``yN6a7s2D9hemeu%v<-zGwbyE;S
z*E<tG03eaP(FoWw>{GrEF!V?t>#3_7M1H6sZ%fMhGbFd^9+sDi&R^cl!rdYX`cDNM
zDguS2tX=BU&e1n3Mn_$zZ_hg7s+Y59-|x#zA$v09h#v@#Yg+SQA5d-}9O&EBY*rr&
z#D~kP77mj!O<cl?%LZK8PM1z%XI1{5Brp+jX2+L)fBpFRVP&iw$7YLm^k4L!pRv0$
zhyUO{H;XRm)m$7i_p7qVs3D6n#fchTM;<5_S)q?sO8~AxvfP<tM8!WZJ>qI-pxT@A
zpED^OrT_{^^xIl+%J%~H32sV#Fv)~fL134L`z0y18fXpp==eDUJ%`WIgw5r?lvC$0
z6j=C{1oTIq?c9Hp(l?%!ELMH1>uw#|68<&|hyh0cXNEC6l@Wj<WCQZfxoKW?C6ua&
z&ow*Fjw~0R`lw$5FU44NoZg1N$&xs`e|D6HTiZ&ngzu(u=yFOTB&QWujn1-qA?U3;
z<gQ%KVrmoq=sit|-Pht-^frN$Pum*YQ#b#K_3`)gMfUt0^jIc+DEq~~qq#p1<>yYM
zcrn52OyW45POm|e(h(>9)S?$%tdRY9ZDE-MilGW+U##kCz$H~3av}(hZyX#hOV}Ev
zENs}6KYqzO)`XA-#N5*eqLD2qANEwwWR9sU!ypnp3v@#vVeMJ<kVAD|H2z*XZUE|4
z9(ZeS_bdaAvSCXmoP_euFD1oDsBDxppEU8r-(H@70KX0hbxA!J3GKaNX#`~)SEcBA
zYrh@E{d}7phr7~qwy1l${a3=$qxgGGbUT{$^*~Bq{&(sn95TMY(A%@}&eQCyN^@)L
z-*=3AvTnAvwsL-xL&1nx=2JhEl$2%~%qB8=oF)Z8AxL<J(|O`_3keL?1_lP~=CRKe
zth<^&$<D8jW)1<=N4`1*3JMD3;zHQako?c+C>d^~!|SsL@GHoa<{vG_k4owQ``^ER
zGqbXaNK1bhH!U9P4uG-P+ysa({!wRCbd~W4z@w2w?F_~4yuLiK!)$Z~zz)W5;1Lp*
zT@a7xOI}lJpd)?wU=ATAqoF}?J6jbtF)>kw>m4i)q^u)(P-{8DB=mWGIJkd0@0zaC
z6GGw1%F3FxwXm@GxFMG<NKD9O+pp*MB3>ubDCTsNi(x2<IX1G;f$qisbW(RMcnk{%
z2XGD&^SPZBxIAULtqZ%mb7xWRzD`W6(tar!8tfTK+6eGkt_O2}RHOKVu`I`RiKuqF
z{#ELg?C_`6b~3uRS@Ohg6WBPyYLJPnK=vxQ?=8YAsSiCcDJV1h<L8EED&oMn4|CBn
zZ=V;ULO&H8r%dcB6C=Zu6==J0`iG-0T*G}T5O#CfTJFPh(L^go{n>*+%U7!P(0T@F
z?U8c_z0J<N1%fN9j@RJ|^v3v#wTQ<+<lL$M<KHn=pYGRfGe?SeVWUJKFCDE38@`l*
zMt6s@f^$7DKVbFNO0<YQI|DYgS_$cO&UxW_++3)$?FSxkoCU8FCU!SI@<L^zS_d(P
zdzz59K3^o*y5MtZ6uE4rt&}0~*1)t<UM4cbZp<5aT@!|E%5)t8?HUZbuf<}WNPH?#
zO70w$L5R1Q=zA&RJw*E|HSVxBLj6jig7)=s(xn(&wc`0{x&zIt0m8F(7l~DLJc~LT
z%QUy<jXKxki7&GJQm8B>IQvNDJTjN3A1uvutP1*LhHmMt;dUw024072S###=`nIn&
z<HD6J>{3k>x+%8yP#p~B?8ERrQ_CFbTJ%8n_ER-(oqmsaE++~xS&P=Fx^su=8FG2@
zZWnY8oOn3|zvjENo;j{rQ3k%L!X_LBmQ6;BFXXSdPzgB>y9eve>iB(a#(ae1JzZGy
zmYAhCfUG=FIDcDhn?Zm6Iy4#TKh2v7?lcu3>Y3)vGIRC$(d45vG!0SjA%$G)IT-C?
zr!Xv>J{$H*V#U{sxm`t`T~XzzfG!aQkv0NfKCVS4)|$!<_Axp0$;bO}l1Pj?YvEZ5
zroZDOP7=K>AF0+ZSvgR?ki^>RG>Dwor5;a#<|6(>ZS2D@R|FOe=A)n{zyEbMSiX==
z3jg%E)km;!(nIoKXQ0yWxKS_4-GJ!Xh1;~_?ve6(_QLzmP4_f{V2Re-sb&?Ib7|iV
z-XPg-sAbNr-}u~w(bQh`+2cSulLDXtb5_lz;~>Y3KvwePTn4kmR2byrMcJ1PR<UK`
zSlT$<E%0c@+j%3Qds<Xb2uaWZC)_aOA1#^Kd)TsZz=FA6-!?HOQ%#?%sx5KcA}|rt
ztmtQFXE*;A%6!aD*yO-Gq((<DH{}yC+9cHTPgA7n2Pj45>(0OEw5sg!VLnR%<Td;4
zx*eVZjg{vecO)-v+x_9}=&?+Z`m(afuV26mRYg6%00cy?D;1rHNLJ|WMs2_l9Wm?a
zdPbq7W7c9qH+loh>xY`!72I=tPOsaBPcmFYsVFPjdi%qMHBl<B3*85xwho<k>$GX(
zRbiL)KfB>ScGiCg?*I2cHc+obb5U;u+dDfyYRlvGOCs@@$XQu2_xJbJJH2_9Km7Rd
zgB_vD=joO`C^Iq=3FVs4aTft4C!NoY5gDbWeu$XY**_=<#`o>T?U8_|!QVKPLfC?`
zjr2i>GH6vz&qq86K~z-KV!l_v>vk&2gK|gT2(r2JwHB5UVEHkfpy&zO6&Oj83VaJ2
z{{|;QzOt~;^y7}A$Mw&iijtDZXqYh>W!HJzd8cxVFM#U4=910gCje9>f*Tq*62AqW
zOX0S!G})DDE3lqnJdLGuq1~OW<#V#KvE|>9@xMJ^g@uK61F8__^P-sS-vWh4=s$h(
zH=U+fx|X66`MDNn49h@IpRa)zp7|}bA7G^2vS4#PQTM){mK+`%D{v{0NoG{gq53ap
z@qbVBwCew0SE8icjAZIG_uRlIk_>DTeAvbMsIs6MCtb*{c%JR|n%iU5($d0C6Azmj
zFY9A87-i9_3dmqQ-JK5&k@`ht^11!ptQ+)a#vGG?-u$Pm0dt8;%qw;-DM$){=5ZOd
zrGge;zX0#*H<SZ-z9OGDL7z`XMy9!~ZDzBBYs0&4?v6Yl@XwxDEy422iV*-oy5{<c
z?Dq%#<y)i3&*^_Ce85QM1-R3zmUkC_&u2e7KRA$tfmN&2{uTuPjZ+*mXAywT2jWFW
zM3~!uuKD5PBha911Sj?LTb0wn1Unlgq6okDJ#zzfiBO%{<RAcJy3o@%Gz`R`kk|yM
za}AbW{ySga|D3nCjUMRNS4jsar@lTA8tKEox4M6SRFr)vliKO?WSJ<=+7*vSN=YNn
zQ$~#FNU^jsT*eVs?gLov>Bo-5M4b6b9T~kZJ$G&OM<udvuP;a74G8z%Y)ZrVpG5kP
z*;aLkh<|2qQzW6`nyi=pmbY(i>VMQ;!W^FiB{@^pUpF<`uI2UQR&~94Mz;RHub2P*
zrvI(1w`AaLBg5s7+dtnstaf<eDgTzuU3&fR4*gyzB#Y$EkeQ@#g88*8@clDTikn&I
zup?1WShxiu_4Svc>;?F&@~jg7yDb8Jih3i$g#g^l&JzHWaeP)5Dk&+c^;#>=+1XjE
zYWRP(AN(KVyPq`pH#pG)N@{Ab=KKG8FZo~hiXI#uX+r&9-0+_T#<2Mx`PBc_%73})
zqBx;O|BdwjVselr2y@o{ePhR(h(Q1DtE3bZKy`I&FK@Zo$$f*%+SG$~X50RG+ny=u
zN1|%jrb*rHoP@0fQX9DYg#@k2-D3XaFj^_2j?TYD08Y65;h9wL**U;=i~0Ig{_}LM
zZJaG(@DFo~Gf~D!k0(&YtLH0FK0d+f%!`xjExeE)VU^Z8Q|no8a9ZbB5yLjNeu0k{
z7#n4Ep~^niKY4fMxOSvyT%h%!0v|3g7Rl;d78H^oKO`;wJEpZNlH4oBxadgMw<Hrw
z7H9>y;~aX1Xzf^WdpB>U^=p=bsYh#ra7|{U?Fz+FGLp+G^%5`mmB7ZlNO>dRkr9RW
zR%clQtO9Qdqw`oT27;qsn}^vJI&LMI)jaCdb9SAx;W<27jI}#Sa9$)SCS_unPW3Jo
z&Ey%oL2@Y*?RY<i;#?#eUyibvGcSAhVi;Zd;=VRfWY4?U+pZ4U5vPD(dt$7tY`q~o
zOySWnyDULXk_UQi>|4bu(=;imGg*|v)7$<@r|Bj~<<7~=w51h{6=9R%B9tsVSjNF?
z8*7}Uwg9%9<82Jcs*pcmi(nuklamf*q-}Hy5pK6#5p76DvLro}htF+d`{P2Bt-rMc
z`^_<8VppxTMMQ6iv-rv}^y`pI&H5-oXm|;4g5J&+v~b|rE|&2+W8Ck<N=DV@R*{SX
zzK7tCOlp~xPwbU#DF<NtcJn>hX_z&^>{5Ommt)bSWj?U;*gCf@*Tj@gw&MOFG?GqL
zOB{!XPI6F5zWhOJWJRWd?$2B=!ox*BHZBH##@wqHn;yTJ9&bNeUzSigU8%S1q$D_M
z>Y_Jo_)y!snxZTpczM^sa(w)XDxrUFg)7C2&_B1L`|H97;Oh;oJT!EGmsgeGjbE$G
z=c-&U{%RhF-MTI9NF;KJDw3?7&>p<G(&kLnr9-W(&E`Wu_8H{zyN?6Bh2Y^XVs`mm
zHOOjE6kW+x#f(my%>$7vu{A-#1s!d^1Vx{rn<FRyA^xR=4X1KTJop#5nWzA`)KjeK
z(q)ZF6Is-L*%$CE&u&Z4Y`#8<>wxtIv3p8*8Q`BV5IUQ*{=Gz~d~|QWs<YiD((uhi
z0bZbKdq12WH8;S0)wMfxE_d!2#m`(AppU7_86_1ul6@Ud9?G8yu$lVorkfeY2y!ul
z={>DUaM8r8Z0QWN^?O0qaWuMzU2Bx=`i{_fo&Imxghok9^^o$;ZKa*s2dfazoVtGp
z8M&4Qy}k>cC0fYz4kAOaxC0^&W#Z!}@GPjEiXbq~a&1nucdqxqd4owlB`_``pZ9jh
z<v>V@7#Va_FQDypPcAZUE1azT1zDnaS{zs<(@434$u87g^?V|Qyp6&?s?VMVo<;u+
zh?y{A6M607A{Z<NvTD5|tGbU7DSBzW(K(aL3f#nBdq7$6kvytLE=KhkI(C*1Ki+))
z5SVa#B;R>z534s{bB=k*8#wu#x8jLj$oCd+KW>K|D1S1Q`b-G3E|Q$Tk}G2y(h<E`
z4g-v^^{R}QxK5YN7m<vIH_M948?ooWZ!Yy2+_4cnbW55eLoOj7FwMFqm@gxg754nO
zHC?YhjSK1<?=J=WM?<1jF6-&k=K=!dPp=Y9oHVcI<YQfHrOL#A1W|+5KCU&4oM<E%
zv>Zzw{`{*z)oXQSnmH1i&5OgxYmF3K9$S=qMYh%m`k#*W{(Pm75b7<Viy9h&h10rl
zQAewnpm;R0C>L?e5~A8;d$|9G%L3CnF&jqD`_@c_mh~-;%qP2rz`;Z3O1|v@2ZYWG
zKIf5!N+a~^BGi|r06Vh&S0ZP`H8wSO^(J2KsISHABX8Qat-5o5j0yiSm|FiowhaGs
zIsUip*4x{Z{J#Yp#fkj?!4CQV$K3z79|oAkX}JG*8~>$U{68&dJ(PMk>5gBFcqDGF
zPMa&Y(?0TR)z6F!S-&0N2n6C64)|ApHwON1j3_(c7DNr9N+|mx!a{TN^8V9!0NiYI
zWmOj^C*|q6sVQ_otqlPYu_uav&3>!*{j(loAY~Qc(_ZSb*(}%l5z{OwecFCQ>q+@P
zd-`9P@xhti&62g$3qKMC1%)VLzNFW#ygX<w+tuzY0WW*VrtmYs7kW5Tgtq+Q@$oT5
z$WQR4OO{IX`*#cgS06N<&PBn`PsG&q%-U$Tf$HSs^jszCdoUbNVS!GSe`CGqgGcY%
z8FCUx2kWV2xCZJ#$J8J7I=zF>ySSQuYED;_+JJx1+yNhv(JdSRfZc@i%FQbJBO1ms
z@$Aam>#TJ~(`A=M_jenW>mes6BCxKP{cdF&qEgjW^WeJ^zM%J!jpRI^3D<Sy)n9M0
zkx6DV@0KmtR1L1sKsApm1SvP`QtMW|lV*kkCC<jl^W;<02v&MGVqs-0n%j57+U+d@
zsG@wD+ug=OAt=&T7b9Dg8Bt#(91@W`1mtSYeki!Fgf*<w^V6Zx+wFg9t3}N$?^j<L
zA|Pv2TDNK%!q)#QL`#=VaNHz1z^9Y8PFNnh`?6vpK+MuqX8I7CEk6{|1*F)OBEM48
z&UdbpkeyL|S=rP?U4JI~C<;?yuP-t5d$JGEPaoQ|PPEdyZtA|cg8`oR?9Qr6BrD?T
zfC9Z1RpVMKB+~u>9)G1@Qg37;xzI=~F7rdM^FlO5yXkK3jFDT|#a`G<$To7gR27V%
zKb~5dga%VR^{oh(>VT9j)Gy5F%;3!^%6;+$MEGU38vEv~+gtWXLR}ks1Kb|`cKG-V
zYxb<+RHH8jpO~5<qi=jD^f5&=yRkRIVP^EZdLx7Bgy)9lYF0#wwHJ8snAKoQ)W07}
z$=Ihv<I)j3iH^djOwUT30N&9+9MCs`V)2|ZmU;PW@vvl#Q2=PMHQvy~QlE~3>OI?V
zbOpGGhSO*6&kzOP3iuA*6r(<4A@>z7Wwh7tbv@~^`a$D&%=I!zoZJ*mJ&}ydE}v{J
zgMXsN{-x?lPVS46m&*p(MDN=r)bTd0`Cd5Us%A}!xq5uzUHVpYYvLBneFd(5kzk}c
zjZ}LWo5~@k!@V>2^xL$B;?x_JFqU}#q0Bfeg&=HV{082p2Tnm9beZPq?a7S@%KM<G
zNE_4^LS}mF&|hzM@~{UC`wx<|3FIfCNJjlHVPl|Cg(-$0@ztxA%1$VxSNXo|yT~|o
zbr|J%!AFlY!;#2Jdq8fgsi#7_JZf0NRh*btL#Fzc$1He}@B(blM4BK^X(dRyfoAC`
zbTLVJ62_?5vM;WNMda1c;Yw_~tG_qLAP-N7IN!M$fe!zLS8UJVZw;j!u^{q(hwo$d
zw?#*KH2SBO%@=(>--mb}b&oGvWL;g6u7s;2Lj^nhmj})}$$sPnTDAuUdsh?gU4&hL
zizzFpx;`%MnuweU)J+o}hoM^`cA=tuU^y~OD@FA@RlG>bQ}|O-+E;|3!JVoRy1ndq
z-N@0qd=>-YWO-H?{1%+jOXuxLi*>*{`pN3uGlSToz%UHsU@xZ@9+w%mk(?%(qa}EH
zdKjI)qkMW?%!^csp==26+XMG6y_mdKxaKhA>eZQ#Fkf&y&E{tfd<_NVaaD6_x5)VW
zp{;LgMAeMq2VWYEag1~%SQ1G;;cRQ6Svl{t$ZNcA{}Lf$q>+p-Cz%L^W^iiieTP(e
z0!{uiUXx<xzHP+yxB8yNxYwlIku+!AM?(`YD_AbGpjJ-?a?WAp#Z5xH5R^^;Z1U51
zqRFD5L(E?*_sph|#9EfIzqDV(cwu;Iq#xbt`4ruHz8ys{cC@eOL<t*{Fzmhhky)fL
zXU2NEa>OBhVQEa~9UE)E*}5t|&0FV}#t}%fcX`yr&LgE0#ylJ!dB3zw_AkY-Z^<(p
zPX%1OrMKU>>Ks^Q)~T1IjszNRzNvuf2-GhW(zXd+((pu9HCa?6hX>My2K3FTWr$KR
za~`7ve}##Df1oLj>seC@PMzd6)U<;?_3f)M9#D7C2F*XAY`JlF30n}|5BP3#8J9hx
zRC#cmb7d$JHUYKu%|4mltFO7s%|5Yzo7ajS9K7!JO4J=xYyk$2a^mw9UPA4O-gNM}
zzIhx6s&`H?=&9;J|7znXOqNmHz=PP<dyP0#i)IFr-w$B)Trn;T<f>gGghZCDE)1B=
z43@HB`_0sH<Zt613+q5FMypQpatpuIMj%Hq>O`$+L4mcJ%_~yOSD(3L33p3%;EA8&
zwy5Whx3wzDBa;)4x2+pm-Nj27Td^K=5pGy*R$lTPd76hud-4<as*e~$U8j{$L!|d0
zmTY_W5kr30=7n#IheMMpSENiA_p#C@bMwo6p*}3?7hoM@JXNx(Q6jM5VGO#^>qY-7
z+lYEA#fOU{li~!9?v*82(x{7}W?@~r1#3Zc5TV0+8ioqtT?NtUmJSoPd00-Ou)c^5
zBW&LG1r)MQ)o0!enSsB0XJmr;QIFE=F;w^Z&hSxQ)A>hf;wyR8V3iMlFX=w9Pf03z
zA$fD~py&EN->p_>4|ffX+_4X}-ie~;?Jd8Ug+KFU05T2K<Qr%^aQ2rYW>;NZAv<cU
zaVbCGluOWG+LnxtW*P0LF30w)?Mdlf2WXt#nTiPr3k;5`{%|r6!smOloQV%`TTd(W
z!<9G^9y)NQ6s*D7<mvGzm+(pe$E2++y(p{_VSCT_w6B&%!IVU;`TP?0-SuYoLkMzL
zw19F*dk3}^h?6ZFGd}X0m&d+xr&78?3thHC$uF|)4%~g^yu@coCzknJ^BzC`?B6`9
zL{*0gf568qOyo!)CF$>q6hUn@=xi_L%nd=ep4Fe*@WHH!-gr%__lzYW+}g#vZOs}6
z{ycYlU{b;UpY<Xq6HNJc^;pL{a)emkyXNv}fx8WT<J#rzmAib`R)cQM>9ODZF7Hw6
z61_n?-xeJd#@+1MdTQcNSFCvsJ#}fHH91vvDKEiOBl3X_L8}<s1%=4A`-XpW#pDPX
z5Pl2`C58%-VpG%<!~G6@JUlRn`23=imc0-$KJ>@SabrLvxPff^p7A0i#W{S)ji7A5
zP0W;jyy)Ljn<(nX)8Bi6HdY&*8c_*u&^bXj%<UkhzSFj6f`@1Qqo}ThrWXE=9_EyJ
zF^j&*$pc5-Lx?n9d~Ucj$v_Xy4B5%rV9c8dF!J={v^S1oVbQp6ES2vPCN5_OzD4*h
z>5qO{@6y3N_HPN`Y~QevrR_Z~fHq$EPw|54(^4b9ZhJOJl&2rnxZT_zr!(Rrk9C6z
zTmSWif6SSq$Vgg{vk=F?CBjh9EHM@(P!2ffkQyG!U1bFlqVF~un|i*|1C@#*f}Qe8
zr)bME!Od$4evCorzAQ-elg6LgWM8fEw*t`dzMNioqEel1dvG#<OOCrTr3PZvoD{Wx
z#AclhE<z%x+bhyj!Sfd>9M2+Dsu}y%=!ajeb9^daimZ52uAg8~2vvM%Wai-fes2Tx
zm9uaiVJH%w9CktQ@6`zsh8n)H0ec$Hr~cXyPJ+Z}n4?1N^j{yUYa<2V_)_@i1)6XZ
z$=a)7TW)S3Y}kh3(eGO$9-d+`N|u^ce&k<x_?6&y@h;_@ZHY3BG7WC*{g5h2=n+#u
z^C=)7YvK&b47jaOzddh9Jm5(n12XF#Dh!zGdQr9D@0wL^-geL@MV+Xkc<{rQk#S9L
z3Y6no0U(YBxdjAb>#fdfQFY`K7=dv7xeMB`^k>9BcB^yEdP7HcIisM2Pc?NCuczu6
zUUxFPx?O$rT9e)HgtO(vK^J{wF7@IL+L(+!?a(FE6J^@eF4e-5d!)TCigx%?{WReU
zJwgUoaibI)g>GEe&-R!^fzbLV`av5Y1<BQ1zbT^1$x!|7QU(3f^XR|z3>i<B6t;Fk
zIgWCWYpz3|=#%nzA3ofnjTg*RO<z0%NfUz3Dh5$qQ2}q1V0B~b(63N_I_@1bcxqsF
zu!vqRg4Q^;pjvx5>gZ_XQNs-y6cY?gaJpvCcfC5nMR`Ib(2}-5aae@#<;eg|?36AV
zK)w5}jn=MvY6;5aL7avgLalV*SEhva(IJHor&7-^to*!@%;Ri9^W1{Zg@H&g1v#LC
zgD&4N?z+cNg}tb646)i~Ha7<$<mpZ982XgA*?Zt9?vktv6*pn1=dpv9xw=8(W)0ui
zw;AC_d{e`pCU0uwq=Z3{&E0nz!er8D#FDpo8^yzZvtF8V1n?_&8^1Y=Td{)bTOt)b
zMB7lxi$Fb|m+9!dPQ2K}&seEQ05{r%2Rxw4_;q$224!xpxEV7%YBD*0Kj1hmkyR)$
z*~m$Q;PM!}MUSpu)56n=@GzuWwYR@5UGcjk8!x<iP1;HJ(c(LXZ%J{th_bRQ=l=P*
zpQ;rSQo03_9s3Nf@2{r!liG6*vJ|8;axCJ1-o{okG@=?T#4jBJ(dqeZrp60AHufS5
zpr60zw4Tj0pNR~Y#~TR${M#BU<u51L*bWxl3J+0#@Q+FucArMK;#;EV*Is?Dqou-w
zXC2`#B&jskt;qiZx8lI5>ncPF&nAPRrHfRf%XeKJr(e>A;vLm6*>GM=GqnG~g9icj
zzITx*vtc%9`h5WrJGjRwl-!!FN$DsdDKT-=(gtOi?pISM6la>&<?Xi(tT&c2d>)q@
zggE<Gqqy%^CJ+-%GE_X;huBJ0_i5QJAx1fXQ8JKqm-8`pp6Y%|xb1Bbcc05|n7+rY
z<@0bw8K_G=Y)?K3;iqMjXm~k^o(ayDl*9W7U@{r7^~3W&>oV^Rl9}9~sQ>&CmOqd<
zoIIDGFBVo9lXO_Rmt|uppgr`erBw{y+87Y=rb>Ue;jOjRC9rw1QSR~FB=-4je4$aU
z(ubo$I7@bKA1^bi+Vz(k{lX_F$iC{s$6a=Do<oHL1^rs@VEFyZleLwv`;Tap_D(Nn
zRO*rkj}LcA=Uu--3cW^N<p#9h;QItr_8)ITNw$)Odhn|5rUi#a{u2TR06{s)KjH7R
zX}MIB(WEVab7COyJ(B(H$r7iL4h#$oiVh+zEo}<B1tuz~VAQ{K$83r6)XdCNHfpb|
zlvMX`xpW91aCoel`9|RSf)mSA#$>Ql<O5)XgE;uk^*7rjG1|^u7S+vpWz6i14aeRw
zU7r}k$L9)mF8LzCn34>vt>tf;8;NE9!f;afs-FW2qKEGlqw6o#v)c(dlC-y*G?yAk
z>q%+5&FF<EwdwzTQ-|?!JCXx@YuGJAN_IAZy0~c0i<Hc`F#z7_?ElNOF(?z{wb`We
zrhjjRgzn*j1pWL2uMU-nH<o@OZ)-EhXWB!}m}H+wO6;D7Dfs87I<{2&`U^%wL8QRw
zB$SQd-9SrkXJ*6>fgi+lhCyn+QK3L7IZ7=v#*xuYDsnr%FT9%&O5m)b-i~e?DYoHR
zh;#6ri*Q&bEZBC>5JGwp<~xJNiTV0Y6)Tq{Z$riURWTb+8cmtoHdshm`r@_(yM4Rl
zDEO>3D~QKy8{_pin#h`5^=&pgvZfayOQfj5%$T8zqc4u&a=QQe`ZJ+6+`X1QI2cv#
z90jHRj-`#!*l?mzJy_vJ(%kDGu|$+`WEI(do0);p@1sL4d_>4mneO4HF>J0dAJOM@
z<$1}TL6tBlo$?k(bypbZAXje4H*{G_IQ17vOkHhf9Jhs=0F?qB<VBY+@J_A*U+<ey
z5pI}!mJ=-S>mP9qJI|(TiEsP!o02xgdIN^FwdEKBU?%M>e)@3`I=QY(-n;7sdjgam
z;XwBtuvkXDIGKd1K9Ih=zU%Pd{Ohsut;RM3jlX=L7!U+Z!z#hQx1l`qn?aiAzng7A
zVKgzAh*1yjI*nEQ$B~g1C9Eg;$yCm6F~#z&ZFg1L``U@Y^U3m-V1q=u*KJ6-+D1aM
zRTy%mgLWuzUg-%(p6d&?u0F;!OsemNYuoV{%^iW`a&+Lx^&n(#7+FI@7fh=Eru>h|
zBWQkAWGs12O9NGN+4!AB!oQ$_bDBwF&*-eiI2i3NhcIAX=TGmZ&2-pn4w7}$y$dtT
zY|#c+o}iBIcePmEN-Fn?e4O7TifdnIacv+4E}!C_GJO@Jh<Cg<P04!o9K=&vs7X+N
zi?o&~rmneNvfR0|_JTY=^)H3d2W1<g3q<}3`07PK^B#>xD4h=c(VndiI{U^YFTFjY
z)Fj1+oq)nOd|>V<BKjj8Z$FOV*%Es&pxG7Hfej{iVs?Ln5d*zvzw-XqqoZ!8@poKU
z&)nTQCQx4q+l)Ri->J~`!Z%NU>T+4AV{um_$}4gXjIJl(Yp-xewbE+m!B-0_OU1FD
zGMuD(D4IckC9es<m>1vGhnziyWvza1^EM0``E&Vj?gR0~s5DLFqR&2#QweTaV8dAN
z3%5np#>)itP-9^T^ulu*e&I#9Mi<C~sY0z6$dC^GT19+&=Tx*%*^&%`qQ<m0Yep-8
zekl@^m!>J{se3x37@NdI5<TTf$59n7C}gY;X>I0eLe8e#HL&p_ge8ouCd<d~J2T!i
zttPY%PTNUa4h6aM&=Jo=!#p1!yn`2oDNtSLnf+?8k=N>Z-If|EXo^X6c!)qB0JU9a
zX)t)@y_l>P>hbMCT@*JxS{z}LVUYfg)giwOsk~vB)RhTq9@^)5wFmW91g2naSijWy
zoGoC&d8;n|@Q>yr7e)C!9{273udRf8{&EV!9a%B;Y}F`(CN_I|l{OUJ*72oHF2B!&
z#d9n|CFqjSIFYDur^~hii<ue`Kp}h$nZMTV6JrUwXyxy1TRnwE{L2;nsX3KJgqsU5
zHEQlK<T%YjOBl&`sLnHe7^afA#>wm%8HlCW$I6>qf1ye8_R5vrvt7fnj`$FJOm}PA
zp4LTgWWmJX!(74YErK1cn{T2%*q6EU)R}Tyj|FCH&4RR4q%g1F`ZJS#KJ8hcwb||(
zP6WUP$J$N`<SUrzPlfV@J@7Z<Odi61ysnza@ImDE=|bRJzYIw)MDQEHHrzjhUuA1e
zC>4?k%-w&+1wjz|?U)CafmL~JLuuG~G*`P(eI@Am1bINgEGJxmBH@ho75xC`ixvK~
zVR=FLap*K*Z|Bx%1izjVnx#yO#rEwpZU-MEYUM31cBN=^=(LS=%4=PxgvWNng@@3|
zH(K;wOlSh|YxSpU3Bxp|%RC<X;kqtYa`IY9Cht?W8qOM19!2Ztz1WZJ1+knO2R}V$
zzMB9EWCROGR+3Y-R{_;_VG4Q_g5|&9q7+G8i7yOLSaRr_Xw4_)%`;-?x?`3yw@fJp
z^_nhOoMv>m)x((CXB)>K;^bUdWOec0WCwEWc3q~g^=1c}0N#!4%hu+=F2=?X-}t1y
z^GnB1g1dT`j_UIfj*D{<j>QSdeGyWtdK1d13%{Nv(LTRjlu>UAg*KcBHHO?)gU`jr
zG~7@Kg-*g1{jAEDT+m?5-a-~Ls~|w_ehR+f`u$gDdyc}(SZ&$9{?B;&MvR00Krx#V
z&JWh>5A_39FRLs-)nY|g$2XAjND3B7cr<D7r`d%M02P7ZCa4JG>1wo^Wnp#L*uXl>
zV+VSwXCQcH%Mp%>u??D#4FfLNKAmV8AkApIYwPLjLHNOOquxP{3nR!M0^fxi(vW&A
z;P#Rb#Y0G5?I2Hs5~@{44F_}Z8nmbf0`xB|V955P!C|P3ztKNj+wUsz0<DU<e7>YF
zGiiRvd3QDBR?rhEZqks_aK;<z<N0x+i!^Tljy9!^1(VPW9w>mGw&*{bGK9(NQ}_Ep
z$Ux1>tg_fW5?mJ`P!oV$b~k9yEm?H2nVigFJw^36@S7!&OJpQ8hm8Oq+ZT@oskOl{
zDsK3E=$zUp*zm-?4CY{H2zO)%A@rj!zro$9_ZVQp>@kP8tfO4;>X`3`%*7^c3<OPV
z*{*0Cq_1c#p)@{TVns6FX;Sri{dpPk^1$~d$C$2a+!X5kb1sCruRGp<RPJc)H~-#N
zLL_61rf+QY$UY7MQX6SX+Q`&}eD(9HX0Q)#ElLbwl5UWmCAE2aAmkCQy;G)s)y-n^
zysdnKrZ<-7^Wv@vl3oou7riC3fFL~8qo@0jZr%Dx%$NREHVcIFs$ISlAOFK}sPU)E
z1kEizWXmNtbELf-ut(vV+ZD^5*oR&{N6D~!fV*d8a8nQ1^6Q+gF3sR9le2$>Pd=hQ
zU}FCmVSbu4j#?xDl_~#NFidlnq8nTdV+eLT;FPM292wf|N<bHg`X$QNISMiLPM&ex
z*yCwA$IOg{qQ-JCqe)fx?xT7xPv5gzOcd<aAQ={d4<^Ajggju2p+WX<GA#)|GDEys
z%TZ9O%i7q82H>Ph%7aq>a+iqAe}#eXTODJ$WPJ;D#UaLwV7_w%W|Qxq$#A=5zE>yD
zlXNrhWQ<Xb5}vj4cvKIu`*zP(fo+#9*GGT$Y?LOTQFu>7g$IVQ#xSHCZ2cwD?ks@f
z_ULX-%!JyR1!t8j=<4dQyN_9F%&c6;M3&e5VWS8q--wNH@y<ATd*{jHKE_(9(1}1C
z-;*s9?!Y2_6yK4Jm=oBXmq(ytLZKhLW3mRd2d671057Lr;j{i-1^?I!1>)8&GY_6o
zIbU{o&&G!6wWLmiVD|7c$Ahj`HstgOxx6bb#Kx%o=*nU%T*Y&ekJL3JY)G}0r0%RW
z6~qJji7t=Y=)f|#>_mWHzXv#Yh?etkyIvKX+=&6_6J~}hgr{4!WW5JN%FO0hI;$_-
zVGD3=%8@L0rntRr4p1K8?Ms$>S<E~TWYTPQo=bl-m9kRq)-fPo-T&7g%|y-znmc}V
z&43V(ko&=TOdW9%Yg)R#lxuBmXE*<bzupEETErFKi&7dz4SWQ$6efB{2UkPSOG80n
zrIiElNxva@h~Kq0{2y9E-020-{8}zZnay98_1!B|K=3m{l1mLM_TF~<&@ndR!5fjq
zqx7@wzGI{IdaQU32}0sWds0%%ZTT;;qf(%-{uY@d4meY)L+>*;?Ch3^HYT~>cNku6
z!m28z4nkGmgCJw23J#{rBF1_h(GzupMu*{~7iE)QRW63nUMz9F2T=!(nhx@5I58Mu
zJdGd$H;Vuo{?cw>$_ja07IHk0In3>Y<A>}?_yf?QymA$H`HonH60C&iXgjnuKktL@
zqYtCmJ2sAJN3<42nC?6D%5~7&p@)Y2vPJ*PY>#ZK3hDae8_<hwpcl@|A_YJ%&VXK=
zgp<~+n|-45@Lh;MmS&)38ce3lk<bsbNi@ON%K&wKIW;IO(!k?P(=440$pfL_E2TvD
zghq_N(XtXq;OrUxQjgG3QpRtX=?i+~#lIY@(~KcPZnE1abJ&OerPqe?bVt>FH_W+u
zau03H|EL-5OHirj6BbOHopT~hDYkwFdGzI}fTtz>^1Vg%<19v_U2Lv!@VKzE{fjBd
z&-Fb()Fq@7)U>5a?Muuc*(D2ekNMj-(6I$IOKX?cySyZ5e0Sf4*~bLoB-uN3Z0YJd
zfdi8240Z2Iw`>3V8&MzMfc+Z^P_OOukW}^s23^&fe{M2-MsHW)Wu4&DW6hbx>oGd_
zmrT&?9o`h!#x%GGyy+_Dc8aD!GI>*l60)-$8+SP|RNO4>Y!3pP%7da5cmO#wMB(+M
z?C%5wA+C>)_UhMU?Wm_;Wt;G(6*USSCWYweFH9U*l7@qxeHoaBn%ns^YU+X#J56;~
z4Nb&@q6uj&&Aa_Gh>$U?9@~e?O3^j6kXB4@yJ?$3zIte-C}w~XG?zuV6|~$-m<fY^
zE%)Nc%;kjCHT<|QC`W)1$E*MgW>f7NRdBg|Mbx+>@a2MuU(;@g!3vcynR58U)Ojms
zMPh0R7JRXbcOhlDg^zO~^`SJ^xLeB94Qz39LMIu1|4<=A)4eG}8+LYH=#s$>QTlLa
z{lOv6$(%Ay>S4*5u?zaVSt}>K1)&zy{d}m6-1;km?}gvvU>QyA$97q*p|?rzTu=qh
zo_iS$T2c8uxX09qewJ=7Xgd@RnQpj8U$jO#o4xiETK;FuF;><92R?z-<hh=>q0wbE
z#ZZru2lZ3iAX_Dj-nvK@a!xER=!U1*J|mtt2T;?`x8kZ@AyeF~p;b)l%W84>aCELw
zD`txLE7GE+)P|9V@fY#El<e>Ri4*e(Kk*HfbrB_~jCazi*j_5UdE0-+q0qw!SUWX^
z1brp7Xef1c7vex;nQK_wHAUeIfO5r4G7$5|Wqji86Rz-WioUTYezLR4Avs)zlY7;&
zW}JUoA@7%sav2G6rzJ;m^K9DeA~-fOGi!NM{jzg<MJ}y*yW!k%EAA3DJdojYf#8=}
zE)2w7CC<o?j2~DcMKn|N%6lcBu%^-vApKE=5kVaYL-|M-w@eQ1g^?U@+HbMbi`*R)
znP9yuNlZA#_Rz&>&Hcyd_bGRpJFjvAL@ilC;Z}A|Ph4$|pi5)h^D4SG2@)zlH^Qph
zSrY%ze}@GU6mM<ua#5U!h*=bI)_%vc^YeytfFSmA1AT!KZB%sh^gp#sKyR}BPFhB$
z4=4&o1t>7_2?(~9%(4dnNI+I`XJut2fV^8+NQR?1TWeF>Nh>a<0kY<BfQBaehmdPK
zDP|qvfPL7>`3fx->qX|~mKI@3%<pUP0JLGINa5;FRaMmxQ08X=p=`-|ZgW0TVrOUP
zpFdA!GeaF$x}Q_i%PlW2pYvNt+qef#GJ4iBwZuLzp^yAN9b5penF849y)OpvuAdIF
zyeg0Q3?t|552whk!3(j+3f36t=>9nLs)~dHHmYwQLq__1FgWXBp7|N7k7fkpfRx!y
ztol0G@1a!acNebzgrMr-rfJOifly>92<>9B0r~MIXckkuB_Rl+;7O5^@pso$A_#FL
zG%Ax?MIp%Acy3w1-D?{?IGPkzNRP{U83IL#iP2~)G~xBKeDlN%89?{uHbeII(Ye^m
z3qM>QAO!dQP^cXp9`0+aTi9AS%@*!vgPI;rV<Sjeok2BNJKZ#+9vJ+t8;5XHeJUL@
z-&JDg9_Ao4WU%!~&9k(Y745Rr{&Nd5q3)GPbs3Ad^=D_OaO<gMg47|euDK>hmZgmk
zSkDYwW@HlgPK<GJ;qmz6jq_4`^+A~`Q`faWR<z5Wi9KH8RiZlO2O*mdUl%fD`*zKU
z(C0@<d{LFGy=OpmJp<+YHV`9rTvV5!Hk`L_yv7FO6SLJvCY2`Sp~v>zhzWZ366!)`
z_dJ9~JG1YkkZ)>Ee;r$VjlM>y?hiY2g}AT=7G+|eckIT<R}MDgD~omc#r+7Nzl*Ff
zkbW1~F}}HD9t<ggayFWnxO(og8rLgHSslVKnB?xB>_H$La`6`{j<vyKO>gSEyQ{WO
zfnRONSWf+}5`E{_7Ms0sTht?{X#+8%qY?s#RSTj*oY;E@5gi{6G~>FC7;$4D{(K5a
z)m)y7xm{hK`K>7-Zmhk3xR&$lOG&<4?Agq~N&aMM$!6=#ath2&z~JmWog5L$oNj+U
z&#Sio)f9>{4EuN4i1z*jM*$hBvCzf%X)I=#p|qz5+yW%C;#P8++KJYGu55ZEaW4Lq
zCX}^Uhm*6Z<+4a9ASzhoZmf}O%;`fbkZXMdb1ngnGg4{_k#!`Za3h3b0qtt@&la3t
z3y1vnG67P$Zlh&_j#1m9zOazlwG|bglvZs|!hC=|PYJeN$YNeq69EcU%HJ81091+Q
ztWq9VO&=DdgtjGpkvNoRYf9&!B(a=3bCaC<)F~BXe=GxE=b)U}2K=>=!M@~G2Z}oA
zl7Td8L#2PoZbyF{Dp>WNNhMjXKhp<0YtQ>GioSxEvreKu0*O{*4X|N~#FZvSjyW7u
z&b6W0iTGPEYutQddlm};{GjMyIVM43)<2dPuN$<B7q#%2yYqBH<nRf68b%_LEzeMu
z8P9xQ7Q3aUt}RtxWwOTq6!ET(4(;CJrfk|k39(_IJSX7S_cg+YjIVqpH}_nkv)T4k
z)Ql|iNL-v+L+nw-yibX!&IMtW9+Ph06>Ps5XVh;>Q^B>Q8hS8MJJ%$2&&;ATwWV92
zs9GYqT(n)22QQ^>e&JKTmqw|XSP9LFX{FF|y82)s>53?@=91h6<Czk%MTeQwlnR>}
zg>BUH!y?3<6<gm4o-d7dN{->H9}+Epe_G^wFk2+c`aHIgjocyh-bV$iu$z^w18v_8
z@Ii)>XYJ7h>g}Oz?}*=^ifr8_hX`((O$eM^l@JpBrhMhh&l)=&O^jY5SxAzAS<t!n
zF6Z!eQ_n5K1Y8>*Zw@FmC5wG!MSBho_Qmy7-^?6XdfOV>7W6mzHcC)bJn07Qbp+2*
zC^fnH#FUSo_q1|#r|826#sPkITxQqxaouv{Vx%&((24R0z9aJ~S+_@DaPm6h$vRK;
zVJKh(wCPK?n}T9ic8^o|Wp8V{VHG^Gv5yhLefg{-?Q#_`k<xVOe3Uf4RPL)8iiYLq
zDSU7dODu=#qIT#E;kA-4G;&n%3cjfh%I?4>9CCM>G;gr}^KtU<ltrC8<zB&i@({Bf
z#}d?ex;J@fMr5v<1Ex*0iGuwqcLolw7L0N1>Pf!JoM>b=U3Z2@(!1CtuIikgA$fuM
z^#VuwOLYW2ad2aBf#?TelY(!s!;{szeUr^Vvrp))!&BPMNXl~tR&SQe?ykah!b(oa
z#bqd;I``iM#?n%@$|e}x_U&({Qy=Gvq<eSqGBM^i2z(g_7w_dI<w0E!T!MF}=HVCu
zC!1hvWCbtUb+0Aj%+)Zovf{R6qe#g7mHf3Pmloo0WP9P9HkL{u8ruZH-LxIc|C}34
zHYlQT3X14>*FCf@;y#KWiwc(QipJQP@K|?7hV(u7NF_Sjv-kd4*xQTKtz7f-mKgW5
zo{mj^ik(-`mzNwmHMlvyWA-rj3hvlN5prX*ek`V@424_t+=c3TuDr#+D5v*c8{0fG
z4!o0m%1<cbVHBhF{_^wm{3<+iS}4V@t~M0a%aFw*46hf?qjz!~J6#YVK&&9PV(307
z|IxK(AZ&dC;=&P9l+UtGx&)QUKW@Jj(>v*&-^Djxda$LB?B~W-o`w<pH-cB}Gh|WU
zjh(7%H@dn<7vjX$_nT*p=RvYzq^U1VkP+gNFzPpsm&qT7(k!?zD;3tI+Ts6wvaM%m
z0DJAF;$p2FeKm|;%u-&QjT53$7XZ~rvXCcg_Jy;#%o>L48m%^8ICd6prp>ZJIQ<Y0
zID&FS^O}eS;{53fVv2slE&c7G$cLAE#m_>W$sOKNilsh+pZjsKT1O6)Lq`vk$zKP&
zrPT--4mVmKe$4?v^wJPC*0NUjq;@bw*YWMb*Wl{1;U0KGOCtUO08+k{uxG>FK1EGJ
zs7K$?)ct(^GH-@s)E-ScxIFBGhh}xmWqzaMxYrpO>$<ULslgGNBEvGJE!{<GYY}`f
zPTBljw_+{%+&l!4xPn{n^?eJ|o1G7Q(EJ0cO)inMKvn&tBQBL&Lr*ZH;{#KR)1}=$
z=Q$TU_1hP{c3gc#Qu>zXp0nooxv_TK3!U~a%snz^ZO(oooic8pHwxP*N{<O4UbVl^
zYae}~sM^wv0@Hb(WyRPbu~7+)7uqt5Nh-2zVW;Oufx4=g&EG=Y=QSg~7QO=u-wxih
zcH{PG4IeKQh^mlKxmEYWlFC#v-cq@IM_bt@$z?39@}c#S)b*oG&Z!E*;IB6hQ%_e3
z3!nIne{Kw?$EtgMFc`Tq^AP0VD}8WM-BgC<nZ^}^_xZ3O$)ZSm-v6SBt%ju=b)TQ`
z2cbr?W-zm)a{HeC2R#Z=?}Z**Lvo>ne;RL5YHsknc}1yWEXlb^@k3vY81qvf#_Ir+
zWEqJ_)(ELfnCcb^|4O=2UmnjsCyr$>BlEEI^_dHkox7@wEfh{YFChq9DEdOe)Zz>3
z+Fmx{)J=-Z_!6@0nJtL91%)%_dfVFm%R!CJ*FZQSuO5QFUCzZ<2`|f_AWiFPUQW^k
zfpM0eK4{<H<iYTKj;CbtT>{oJbRq_F0=IXr;!IYwD2=}Jg9riAARhid0$ezWhUFzJ
zx?CKAfH3IBvgXvm&IIP`jR*kpU&N=;HKQ**x`~GJqck^&t@{$1Dz)_)J12b+UB-sN
zzU?>ekqc$=PpX(YYH~10XLzX-Es^B{cvG-YOCiy_9qR>>c)zq;1KKyx@~J+<h*L9t
zvRlBwho^_`$P`QqOuJ@S&3;B4$5zkGkgqC}mj#mE2WY+a=TB>44;DfZhM4xA%Ob;c
zWm|j~KXf062T}T>Kc~kzJ`+hN{B>}fkuM<Pi)3`7;?$YB*=hQol@#qqHIbhRJ^FJd
z-u04P8tcI)_g-jn>pGAlOyHhNQ?$v#NHODAOxHf6q^~u3rQJQww3kB8(+Q&7g7e!a
z<oJ#AK>+YiAw&fw`TL8QjtNJr`Gby-YLY?yB0^Po^rp?HZneRE^ro4<EV@^R&eSZy
z@*A8gq=q^4CM!@6xwwwD#&_Ae3?D;dIKKe&N;tSfJDPozv|2wua>u4Kk@Xm#;)rO;
z?Wp(lB#Tjg(Q2Izv6VD!-Y^es&7O*vckg%41)=k8OQGI8l@QyTszkQ=vM=DgOAjGg
zrKsQ7w5D?TibMm_Q2*-75x4tlhV&n0=XR>Mp#r>l`Q}fI*e|Vk91a)5DK`X(b}TV^
zo$TxgiE0#zwRdQ<g{C>rvmV&z0>}=En?@Tmru&q;Z}mtaT_@r$*8EBv>9L`ubn2Ef
zxn63&^jZS)1pIP1IbckR7<0@g4WtsCrSLIAd-d*edH118&j!g&mO;$U4#5SH+lojg
zolNw7U?o}!nL=|Wbp4W40<qI&1GV>lI_wKGK`2M*yH!_n+B)9fzHBm;b&_P`;TdIy
zyoX&T_a7z!7&q}t=5cQuYrkmkS|I(|NLUz2vvkJ8?+u|YBQo%jz@S=8*UwmPotzx6
zc#89|5}I=%{V5FW9Y^B!?CjlCq_t-hc|eq0U;b1sPt$Fz#wKge5tJQH*2_0K6iNFm
zc-Q!g+_oM6I7&C^@**!0JK%SO!=IY0O8j$6I6o|m7jG*y_>aNP`6+(7r=UNqQSnkN
z(&UAEkcM!A2C!|#UXCi-?jEyP2~p=4rd)zIK@Lt)|8@mWVak1!PpeahLYkv5fHaSk
z6v3{=1?d&{+Xa`Mmopb`-&~y5jM6P>Ric_vb;~c)C~6={e!-)B`f8+=vVlDLrAI4?
z3gGO-C+-(1cWlgay>IZ}K<&a!`p);fZ2&rxAaBP1Fg2<k^$yVtR2m9L#8}ylhnjR~
zK^Y3leV4tcHRac|m)to1KVsk9f3fc@>WK7fdi>9~r0J+PiIXYu5x+X~LBFe}AP+Y9
zl_Ss7$YXmtlmxGM4k<5N-;0~ujC1Fb5P^&p!)p65zVnX-wUc7HeybBhPN(CWJ#|gi
zH@RYoEw6GjBidagjh30<rrt1;TREqfbF`Zrrx(0D9209ZMkS9I2M)qXm-=8(<}Cy0
zKULZ6z0j}t3SaWGSUEU2*dYJ~M7%H&A~F%5E5mrTB=qilm0p#jkE$xJ=k;O0hTj`8
z85x;70B<#itRgYB`_rpc@_*MEFl5=E$dq~OvRYtFJeOi7k5_p83}sViIxaF4LtN4+
z)|E#-7jOqeym1K$K>#A&2*|U$9~CCsKU|tTX2I5%u$lb9_P!jUX77%D{!)X17~%c)
zaz_eoiqq$D>{?yb{>ZTKQS*rq0JN_bsOjr}0-%wL*W|)JSX8n(!l}U*J40MPl4lE;
zl=Qohtv(DqJdm2M$9o`lF50^UAa;Mh_Dhlp2y`srm1zB$ouAv0uqJr~(G^b3TY+B5
z<eT&AdkT4mEhb%R;ne>hrp_rkvaV~}-AOujI<{@w?%1}ij#;tMaXReSwr$(CD)v{;
z`=9(LIm%e0#@@ST?KRguuWN+T(fX`~NIdaF;Uzm%#8<bY@YDme>ED$&@V)ofcM>5P
zWn2AvscP{#B&ePk*C+tt0N_1{u~MsPswf|<HwFry9Um>9-%8CtR1z3%dSV(_?p1g?
z(@$i#4CI#tVBQXMN^3Y!4V955lO(K1nAHX#W#D`kAR#XunQMcef`>*nWbR!!)OEM3
z@L##H_hmS~$T0Fcst5?yulp{Gd9j?>zCXb}<2#GUo8iY6{xQt2Chta29-md9X2od?
ztp343$zcK@9j)QOFrH&wQz_5sG=OjC#@uP&fi3#N2@3-9Y@J(!4r594etz(1m7UFu
z!lv#&|MfAG+J03~71(2;omr22!)JHXy{VBZQAY&h*Nvt>Xcm>h{@A49c~0MV7K!-H
z`<^hcn#b9VkAp*C{Ejr6#@iEOKQ|AVoTD4+_h}9Mpm*d3)w_2<#68=s^t3bO3@22=
z?Z+v6nhZShiSYu5UA$(bpG<L*$_qZd(~BP~#|rNB>W-(l!IG4+J$hXfNcxgeDi)x~
zsDguBwg~ALX9W<LT-kZEoWNh{K**qnnxjC=uu2MxKm-GE&A4zi;M<X=`rSX#e|?2?
z%QZ##DJ=zzOgJaUn5sf4sOav({IdDi(L_M7E!Jb_2_f;02k_>8$Bos_uUy%YJ{LOK
zwGZldhmBX#6@8Njy_NduqwC)=A2Wg%R@CTXr|m|jOfJcp-CQEH___eHYqpfJ|EP|i
zn0BN~<$S%QsRa5}QIt(fYM|+kmRahDT^H;$9dbzEMGklROdjvA-m|PYbo}VHb7$JW
z{`ph&)<Gzj$5bOXC$qE+(Vn6uQE96KakqJ=X%|D{qBG9hI&*u(2xcFN(ojB}|Gn}>
z;XySSq)nc{IB;k~XpU)SGX4VP=M-Ng(U>U*5I?oSg4JB9O2h=c8=WFMnX4>U7bM-{
z*?UYB*fxGknhXd^w`ly+94Jd5yvfUIjoO%3tj1?3vm@}s*(U?O#gV7>tWO{V5cvZ>
z;*?HmDKWxOLBcV+d<G7_fyp{+J_`o5*}#r&^)W$6K5fNVWHc1>;p4tbWw16qg`sBZ
zA2iqxvFNI~QMJTFTjRm!g%I~G2|;#RAZSo%Sc{rI;CNzy2KbgC<5(H(9|+V``XLf6
zo|cpbHEkme-I*SVZWTfUTr|5FqwVLyHQB02TYx+SNlCUuBFooo;|*dJRZz?~r$g35
zAY9v1q8$>|?1ZFBDnf<_A)fW*MKoP8=E~03Z280KN{8;$tvPBE_aajUfu!7K(CldY
zo$afRJf4JqrzwoJe7csLiE^&T=!C^TM1z5*;B#)7|A27iGt*mA^$KI4jUf**c=HD{
zmJ<c`Q)Ke%KQDUU#4Z8`;Ju67v}K_MrLV+m+C0L`+B47t_9^;ml#pw#e^d1V8+6|M
z<WhbUqz!3P=?5UZ#g)m<-HvB?!u@HsS?1K9($i4n)NTd0{}{`+|GUv!`9<371T&XH
zuqWU1<qeJN#h3k1kR}UBC&({Qy^IF}L?mxVq!GBd^cgTy&23iJdOR_V?O%3|S5ll@
z1eEw}OqcY)=~b*{A+2`2o1g7{Z+-8o{NrDi{@=cBP=fdQc12iL2(__4Pm(T-6`Khi
zmuP0S#7)3f)`e%lpUo=di|dWgN3cEURIr(?xS;(}=$LaKcBVTMaQ1Fq!(X*AY4`U%
z{MSGsD2;D1`75I`a6T^{vZ(X~*))uH_N8)uSAt`2PG**JMxs2LK8&zOl}0ExF=vVF
z%a8cgT_x2aj`j(tO)UuLWJRuhh$cgG#`P6*EOt+UzhF1Bh^TSJpO3)94k}T%SqL2y
zYv$cj!_d}#4M?~9;~9jc@h@2fkCk`(*O)FQ5ZP$`rHnbftT`gt#e8AVCDB@`;yrd&
z5E8aun0M4Mp9O$5&Dp#kU$s@=3EJ~_n`m)JKh+-yVfbyyxDvI4q9b{xAhix#43q(w
zcriNH?P-mD?$Tob3o%p?heBiVwz6wfYr4MGIU2r_vcl_Y)rB2rEp~mTq^2!*N8&CY
zxUT*qsusJh7!;_6XGANrnr%loKf$fu=%n{9(M&2R{ApSzAnnYwXeGTz+8(UJ4M;Ax
znBb^`F3tM1Ic_KI$G^Ez;-+6N6m>l}=QGxY)p8lr8?I7$uXlg%s3fP6Sjkw|0{daB
zIxPKRTiB9sMt|z4j@_msb8|IG$AuRwzGHB!iIY_9mbHMo00~m>9se^2mn7AlMdjO4
z#q@87YBsnw8i)|vptUu+q;33(#(P7!COjNf=(8^#@px-&&)t?8b*t~nk@e*nz;KLK
z%O~v8@$BcyvB|ftaJsd2<dWSSUovSX<tSHbo6Ma-nKK?f9(dmB0ih?~$0?oRf_<CZ
z=qQMZv>g?Z=E#|3{<OQ8ce|P^FnzHZY0<BN;`j#Sk+6;G?X(rgm!+u?{;h@IDM@Nt
zAyWqh+*DaMQKu2?)E(FLzT<HG0`ll$8uZ@~7C0$bZ550{$~=*A5Uqk&-%M=JKPsw*
z_%&Hy_AWtdz&^hP_hT2H*pv6RqhLF7Ap?5$pK9;*88#>0N}kBl<E1#dwonts8hyz~
z#8mH~=*#aw{PIv-Sz<d19d#>F@JmcN&nhcQ<ervt!N{-Hf6q6&qOV&m-k6_ndR;L4
zRo~^l`;oX?fMUE+eft)fRkc2)gk$y_A=lUEGyHe3ZTf-`?b0ArLLq1giV;F9|MD?~
zuQ${Subc5@&Ywc+ll*VE32KWypV;D$vQK%_{{hA!uk@oLxKo*UfZyIJ?x240Bg*sh
zkltR8)8vq6wFn71yz3zfe@dyo=^b>UO<$9^?N(J_bOwjgxPdCG)^b~$P>`cO%O9aR
z`D!csYgaq=4Fq`0qMn@&_-Lw$UIX^zj)$HSn{SZ{da9LB#SP1Vy77eg-!PW2H>|Gi
zp{qR>O7F$_1jrl93?j3)tW?~Erf>w|AR_R0Dy8|ngL`tU5bN1p*kXXHG?WWH&rd=@
zz?``&5peJ?xT4=tP~<z16_Xf7eSzLgN`l|XP%^yTxz`Ph(*mn|1=Eaj8Wgx51>qK}
zFB-}aM!c;+=yjSZF_Ag$Z;2oisR*Y<8sbS*VmBB5^9<+iPy|bMbm~8bt<v&-R+2@(
z(q^e(+{Us?dE9OdRl^c7un6TG(X;)EK9OInEJ1NXZ@uC%c6r6xIwvpTc1GdKI*OFt
zc?1^L<(5aXm-`TV?Ip2j*)~(|)FqbMPfp!g;XC0!eKO0=+VSX1gfvW0h9oR{FP%xe
zwxkA|Do{V2l%3dLwaQ~KD+^ncOAc56=*3=Ppmuok!XXatBR?yEr3|qP>eD4$uh;Hy
zTPCE4>fw9AsGWcJB-GMaKXdlb`d0$gpil;i9yx`0LXS-j)CA#Wl~nCL5z<=EEQ`5Z
zp0}m2aLK<*lA;`u9rvC~ptebZDoLm{cKr2pvMRCusDDR3s51t4mx+Mn)LsWUjZ?k`
zy2tvZgNWql&?%8OM%n^CSO0P?e&MK_VX~hJHA%#80!%M8uoLuobxTX^3(j}j?zh*3
z_-ASnRNpye*?BdacDmC?KblpLW)4MIKQrCnJ~LyNyFf{bLoL9?Odrkx^9#Y0K0Tp+
zs)}}$i8~z1P`$qN@$0_qOm}_b8J<Hfd({92|D3KrVIj9R`inR_7fwP{1Y=8shv5GP
zQ=!-5xJ{S{0EB+efuC;^tkWevT_AaI#t-}6pdV~-y8B1si6K`n$2rA;0c11dy}fzV
z-{?q50p?{O+|+c&RlV6b#;?CT4-u&dFs`J!-F}^?tcjcUARI|eU0vT`6sFZuyMz=G
z$*90HXpwyo=EdffkB6s?8crW1b*s>6wrBH*f#Bp2xe#UnOWfgh_D_6>XL8u$!_j?e
ziQkbzt!Q>Wl)>S$uqpRV8Y*~~$VY?O(rN!q|M8VC9;JFE4)&Rtlw?&T2K<u9Y#JC%
zqO7%DWx=^<aoFyn;EnHPob{hClDogtFgO(SmBY8Nu;7Dz8C)!>_J`JiQ<Iz;5{X_p
zNZ~v{7Wlk^#jE&tLfB^)4m#$7#N;KN(D6slJmQBdT?sHp`88cCgfR^{@&1mwu*})B
zr0xa?s*K?_-e*(TA~m(Z1nTGfEpVhusa}Br2Z0wk>pj;GH5LM&Q_qSqlAfGe->3FM
zf>CWd6Jti=o+)*CS0Z<f?ZZ98l4`9QF#n18f<z#lEf`vb8A-}7YAg$a5ViwlapbrW
z-;EpTo*Ow?2arB=XJ?h86W6>d+R_1AZ+plOp@dm~<p0{4O4@#p{_%>H*F+pX#z@KG
z0j-1Ph6{~cY<33>ff`)#B8E$VYZJx=f2U{4k7DQNrXa3{y+fif9%)-|d6q`LU!-sY
zj$3o%FDQ3|KI$ZdYJ7~ultWH_ukS(jdGYi9kJkCs-dSh{b&`oUa>UFcx8McE9MC0U
zERj%8I3lz2OUK|%gGNbJTaCtNL1|?YE05jAQ^;%UT<?B)TqWC9mFp^1^yc1R99nWo
z4}WKASoJ1sO%CJiyUwp`B6utc<+?S()GS?m;V=Ts4S5kQR6uES^y`Mx_bsWMhQAkK
zUO$=c1#gK?R&f-C%58tx;Kn<1<wT5#)2|41o8hvpQ$!%HCQmkxP6HaZ+`o-Rt|m7~
zGcQvhkr|Gx>9jmsaVG!oz)1#su~(u}5ESzw;)pW{dt5Spzlp@;S(83B&r!o<nf0E>
z7n?kTr_7!xnw+Juz4_@%RDpXMQQ9pSFy3dwG-Cs$e4jb&Q4qIA{SnE6Y?<<XI+Rt!
zo0i!ROL$C(gb_e@zvYanbo~REBJ8FIe)N$X$&6oV*ylpxJAbEi`P1Rmhi(Dr!-lyV
z_TB!(l3Z9CB<kB7k+|MAL1Et_ly}xabYvZbc5rD)hfdH`2E1UhFqwY&>iTSI+`Xt$
zFAJAFMyJ3c>*R_<$)fmST?EE*7|Vy1ubzC!!sk=C1t)dr`MZ!ut$l6UPdZT9Csx~o
zlNe+o(1|@8#q;uLqv4L!oOu<z2T<VpxTrA*mK-8XzOX;M@Bgg*ZY=wZ$-kb7vlpg6
zbz;dNA*~1cWRs%TCP>Ka8&LAf#5`${J0$2k^&@n)7rPLpfdorp$E2Ngh+1lH3cgu?
zbf^n5hr3!60E3&CwGG9j^8Zqd4{F8U`TKCE%k0!`;oNF-tFjrQS4+$)DXy<IfQ()g
z8jHKOZs-#0IQv49l4PojMvnlz1%8O5R;MUfX*IX!yfTPuo^+F{s2?QbWz3ucaoJwH
zOH-<%U5#x%c>-6dmI(%WVJ?d-(RCbs`hwnM>WjO80X~{970gMPPtuS>ss#2OIowaW
z?=NCuVF8tj^N>#HYi?XR6RU>)xumGH=S=4U7J%suZd{1W@Y=y;<SkU<IvZ2XMBRYT
z1gmgpCqV5S3`nCwaIoymvqFPkCE~_J#<AlNcfeV!s<!6_h4zlJ7yTT`)Ap>fe1i<P
zMvGx{^+&y6y3kaWlP?&BJCA=PBAcj836aM>NzONM%>~dAM?XulJ%B8D?<gV3in2^8
zew_Cd;UU(!px>y_mL3z67Yp)mjc-#@4_Rk*|BJ4S_~xX|K{ju3e@G|hm%r(+{gi=O
zbk%{B`l8Wd(Lhl1^6+?4fH5<3z?;q&w2iD0Txr3I{G#U0Hk^<-;Ly_lf?y8%b}4E2
zb>}&4RPDAmFxd<KjU74s^4r)l1$TR)m>i+x;7SS{DdfK)Q+#IN6R`CXzZ19^@c$`r
z(GWmEm{MaODOhCR0-hQHqM77GFRmHgMaQ1(JFFi0NL?Nh*>>Sc>Akn1yEy@r_1-mQ
z^=#oj@|&EQti-wL?8UilZS(LxX}_HO!9puqL!$0fKZcuT2!K&G4bu)qmPi8h)YT#L
zHF_nbm0?|71RN8Wv6vuEZJdmsG=c><+~Rza-Gq3!9KD@>SOV0^ck2O2T=TG<5c@J*
z`dD3=;qxfQ{5lCpZ&~I~?Nuaone>#512o(cyQSJ%BA`x9Z~5B+2N6*8R)py*^z{rh
zVO>X!TK(h#h)^xrgglBf0xToa*fP;-&O@fMs@m1;d1_LdAz8A17#9#$GY`{<>B>vr
z`MnR9g{@Q9+yBEX`t&1YfUBYzf;M3rhW@e^I8<YFZAhIi&KeiHzTpjj-C;gb$+#no
z%Dg4aagvaPd(ljIj*}!HIzylGC#$&J4Y$Ia-)*DCfxK*))X((h&Wrndl&AfJg}w{!
z_U}O^y{B&~4z`3AwvhuA=y6`&1(3B~?@hcg5OQS{RCImcv@Z<0P$BKUbHRj*ZsJ%H
zFjpUE5IVxhcsPV=8})thno9km$51ko=>oKGxHF-X)V4t0O<Nd_biK7ahn8K>V2lYb
z-^qYxHYND(s3%7Wk0N55fGjP4BDMs#L>KPm*ABnr4s?LiHtZURg^O$Bd6el2C{Bk$
zKB@b+;W%ag4LX{bxPu~^q)&P@i$^LAFY=*c0$*6frTG}eF6TF)QPhZn`;oyw?TL=`
zkTy_Cq&4R;z|rnNgL6#?Bnbw)besJZOqlH^ED2`}fUJld6TcQkLVnPO`fRLz3t_@I
zGYOtE((Bk4Z@h5l5CI=Zwy700!v`VTqr%#_=S73I+9ijgdVCzNb^<rk3tP050kZt)
zHsh0%W-FE>%L1vwN7hq67mcF-!XUc-&Id~05K@Ot^KrfO7LnNAHcNU(d|PdNc;;ay
z{2*0!Drj#X(+vgQNf+>A!J%a8<bSL(jp5>7N_$rfm$71>bPB*KxwQ9;P9U$EWnJO8
zEK39xU9ZihsWC4z%;-WbqOP2qkPaagbXpyCC6;+r@Fm4sEQ#+<N$PRq{sFEBtRzE#
zS+C?arN2Zge?G>m>W9svqkHr(!iVL!iHdk4m`j*C+p+XKCR}N0GWrYPln4+?KbAr@
zzW3&jiK#CVH8mlYUp@nDU<TY@X{xbEqsf_;mf`(SG}8<I27b48Q9}ZhOwtEfK`Cr`
zCr<bsT!T$t{j>6sa@090+Kz9sRhefuMzRPm?h3qT*GXuzMT>5C3qH>H;i0J$mX(7<
zRaMUtmL2%L%vqI{N&V<&PXz#~`h5WnbLIsAGs5SNPYzS+c(n{pP~Gv3zYt!Df?x{T
z<JfIOyAc6JmZO)Wh4i%obRe<DGjPQf?jM!#7oEmg)lNM-2`QnJ8D1<DIX!c3TP^Rg
zeZ-qKds}T`M(8}q>xdsHAUxy`ozBvHZtd9Jg*Yzv)0-U@2S@SthL}U`&n`HriVq$8
z;Od%nhl+B*_QXAM+0PLZqG~8N>(`~jBhia~14OcV!WZ7J`EJfdzy*Cb$$n;x+_GjD
z2ZV&)JIbPqSX6hObeJwXzB7>6e!3cb^n$X6E$oXr1d&_EPrL|pFf;YpGGFeAe^1Z-
z!qV78G(H|?<o($s#PWu%sok?bVBfYK4RL|~{tO3H4;5VEM`+N?$wW#3X+O*bjoTk7
z(RmI&ZfKp=9eFHgs_?T?7=>O6p;aZfm!I1d^)V|K!GbIA?~x6box5G@n=qVMu)7)+
z^=zOSX~9c3(PA<L1Dac#;-8`IjM70{9t#7tAO9}znR?>CcBYHm2p`yy^1g$9+pvq-
zsytV)O#B1D^`2gc1X2ZXk6N`kDiNH{1<apk2Jtw@tZ$4&2!b!ycI9{nUuFGbe!Y3r
zc1VE!)FC=>rSCZ+VcK_i@MgZs=eR3QoKivQ`Z`kL^3xAMD~>l6Y9p3`ToDFHFqIwx
zn~BSSLyAbRc*g4_4)s4qu?a8&%p8NO8P>mO8G7X5Y+N;9fwuRAi_2RTnRkRXXO2~>
zq01G~HIi3?i93R*JC6}b8~(2GZ*fYnUrvEZKR_j{85AE38gdG1!-v0jG8oT8rDkWz
z&~y6Nit^iYjkvZb7V;~h?WVSq8y^lr7NM4;9r{unEQ8*|K#99bV_}BQ|4Ze3_bcRU
z3Gytk$}ZO!%I#}(=9?3G^4dpnpG=3nLy)Mj^A~-_dFqijXoFOtyg^slTS!3v?7*Y{
zrmO`x_-nAR$2*8=a$ZO$HZ|V`SvnC*yUK)dx}Q9i0VQXhdEU&7M$#1WktuKF&pG+v
zK;-hF$Cd*Zd|5naNXOAbtBuHP@gK296dwfJ^RNZsGc$v_XlQ60_lFR&1bj0f(|q49
zn`yL$IP5o|LByJ5L&2chT4n?)Tpm}d$LsAlQ2Z{xsVT*Lt-iK4FEC&X#I;N}ukyax
z=|!V&9TMt)_Zc*uipA$u)Yg^(9RC5|g(f@4dx`mvfw-f<zY=HY;Gh6l9C0HnFxu}N
z`G7fi;)HBP!NbS5qTolxd*KQfBe6b?K%<=V@9%H?#lU~$;4{Z&?oQU5HTIk6As7P8
zeyal;bZlbl*0b$DS(jsPyleo&)#*tk7OI;{LnQy&49@g2&RXN+hr3B9!UBnSb{aj*
z3w}S_ih>>1c>Y8T9K+bUAo>cev&J6!LX`xNR(QzQQ$XK8)VL=yZf(7MQ_s==t~GzM
zyoCquJDHP);I)D~t3k?t8I63S!`8GhIlOn30UC>mWaz=Yq$jebp#LCUHMD`}h`Za}
zbX*=uLmvDmElEl0>dX@KWTD|mQ6)w0vf3TU6_7xiBkbwMFE0)nS8KxZSdp3G>_G(s
z=fC*if_88S4_efrEEScm>p-}$mP0IgTmA!@H24hjUg7HksPk?}F$}hK&m-S@jwDq_
ziG3cmuizblCjXJM?;3M)Q%8o138%~rCqj8!I+!3htkEF8k~p3jU^9y$d(I3#Q$Uu6
zB&%@E=L5T$1q%P@p`+%8^V~+csrL8kb<@mKOugvS@`UWFA!tosIGw6P!&?;r>@xb5
zTy`GhrJV7B#Xl@~KI=$TM<iJaRK4xqAWblhn13Vad2WN(jYg??#Awo;?%n$=GgH*q
z4q$G-n*a3ZSG-L3Ak>0_B7L=<>lKa+$hk6-RVBc9+T*y6y~-`QHbn`5*lXDKg0h$!
zKe2lI(uR^W`R`w6p}%i$_onEyYHkd}aMsb@=!qeMBn196z9LAHq_4^eU;BFUeh#hg
zxZEwDOY;c|ZZ!#W8cB#8$`E+rgDEXwbXV3$f%?1`o>K@a3`M<O$NX(8;_^^<CzkJG
zYofCIWOY4KSZDT;T0lC6zm?=IS!%-7N=VOd29;3<6Jnq-h^6M{5Wn`{C&qLl<}vU#
zb8wkppEx)1+4rv@KK+^&CMfx|Hn%3`5i&j7CZql%^oUh=b-M?+5%FrY{cF+2TLInp
z+=U*!x?tX|2DfCE3q}AW3qX}KZiPIpE$lOHuB(ixB&jIq{d{KE8TIin#V81H`W4|N
z!~t)6VLH9qqZ&PN##13fr>J#v$ILSDuth+Xyl7&ej!m&SHL$&@=ZX38xx8kIWJB%C
zKH8i@vJ=N;>!}z%`1i6!pfrxQNLM=SA=|P_p^mjr2x_15DS8V<7VwneE0HtVvv{D4
zmvx4u0f#a*oVv5QdF#l;F6N&NFA#UZ`Rm?h)#0W-S2&O?{v6b5$Ep{AO~nim!0tBk
z{mG#)JK6GgY}*4Wld{<sP>k?kw0tk&nG9c?56k3k!*<+1rr@sUPlm0rAL(>cZ|~TM
zvj5&G($W6HfJY~GGF|`t+I=9Z{E~TPd`H&3H2S5j|6kZ>!X4OF(nR&yy~3!>YwH>8
ztXZLoxa;ota_6sw_%-DJe!u+|XIIFt_=5V~-kvZNIL7mimJq^yUe({<i{;zi<O2&#
z3Oc*#H~a(IdgYAZO{_YC6Ff?stcx3c9k;E_+DHj)K1uE~d(C?4u5!gg&hewX2qNa0
z3DuoXt|EU&f+8_+s~7)U@x1^uyWmsjIqL{~pFlQ@5YmYU^kOLQK~@Y<ZW=u1S)a2h
zL5LkNxyQtGB=_m*ZVH@w8ysTpOT!p~J|4l!gNG`PXAUCflvoiRg6{KYm$3X7R?h5O
zI#FEF7DBJ#Qu91m>_68O`ejKg-qWRN8$sW*M^wdM6*o1!xFLggat*0LN<3wuv9mdj
zU6Tqu^9A$lu;5P86;+&Zov5|(^QO5w7q9(p{I;N(-e*umOl@f=>A+_N2EKtn8(8fd
zX7^Nc_?rMjuwc-=CMEX+$=xy3G(~lc;<;NJu`OHUY}fXefgJE}406pUN7Kg0;NJ0H
z_QPvWA*AaKkSJ=(ru2=$RNzn%uW5sE0A!flF02MUNHSp$46WD34g-_Ld_F7!Y^zeO
z)FXjSAw(|BEM;dkK)+s-AMgB#{I-Sni&6@_)L_4d4P}3Q$AGdCDDaP@9l+H;QZT(N
zN7*Y#yfyX+`0LX_B?9sSlqbPj_84fZ;U5hg>}b}oit!1{eQ662IJ;nX0bAkGUVP+b
zj8uBIztM{O&n6I<lLbwOh+T|R4?;*z2HZ#%hGoL|vd_&=VtwD<7)SwuyZCBe<mwcH
zKpDlwn!t8ukbTN{{Lq$;;QrojMiWyCd8o)xvTX?4lvqN-3}1cdXg;9(3pH_bT7ybR
zgSlH!3`}loYNFtdYJ0^R3D!sTR}MnpIORODpbLr&$S%1ukDgtA+<#b)E%o6A?ha~f
zX6!P0e$u=)?Wwc<`@A#~d~iz+=pNqPcr)04x$f@EtQ~HJcZ9JDUu`1vLqqrGTsv(n
z!2YcAY0BuD?nVcX`sM)f3-?Y8>~jr=EGZ?f>suh0xZaNQ)3*<V!8Een>_R^<Vv=*~
z8ymF{P?6a;oTL01OV|nc_k@x6zDEC_inPi3yS3n?_|O~zGSBM#6Ek3V-$?G9C5S&3
z5m7AcNzKhsb*|TK5NrU^lZQtt2PWhp>vSaRj{E-^F3}&y1;Qr7u1TKOi<@(#u?x2H
zYBG88t?C6O#Ru%l0C$`@1y}p&Bl=U9-pWHDlV$k(+Wse81~z97L^}=5j4+W9X5Jn*
zikePT<>4Whxy{?cQg?<8+}TBCRgYo<M5uydY8cQh=X!127t>_QT`Ng{;pfeA%T@iz
zUtCTIoCst+B>-W)j4IeCfqzFyoSa^ZXCo0SGd^Xdk75t*&C}JT?FMaS@2Y^k2hK%V
znGh8CcOKeBz>v``Tqwz}6ldQ=!OJA;TN|@h(DmsC5^f%v5gm>h>Zv<{9-GfT=L>48
zVI=*mFDaIH-^2_g@4W9@HJ{zJSE8;pB)vKe>Z)N=sG_EeqcsA>!I1AL9Ib0Rn+tr;
z+j510ErF<_9oF{2I?0ve`Kw3E{ce}tje%adHn?o(-Q<`v0o}!?-JncM`KbFELDZzf
zYft2HJf1+4-c%oMZxeFqkC)H&*3V3v*W3<m3D);XVwaEKrd0+m1pe#WRv!CWlHndK
z-7KGiAs|k==f%*oAY?h?|4`CcadILeU<gzyLsL_T$J04ssi_+C7EVr1R5UdC!ft2F
zXh0zFq`S7ZR&H5CLt}ozpUguJo1dTm{%r9)0_y$N>2M7F^?I>f<J3Vd>_iF-Vl>Kh
zgp`be!uWKqkjw4t=cJ;hO2JvKnYlT~kEP8n-^|Z-(6C30_nq$}RWzYsw)ykh=iBvd
zFBD<PpW*J07zLbsaF~12Rm2zMs6jcm0(KDLnf;A_v;_+_e?&-J9zgNklRKo0GUEtC
zy>}|{>rbhK`nwO@xPMzj(k^3OQuEn>Z+tbo{pTZ&%$SX3nS+fBb6ebY9FgE83;`{z
zidW?CSmoaWBJ%bq7q%~$CKnfU4Z72EI9c6}P_3<lj<-0Q_xz(IT*vz{n)QB+iPv9M
z@r>v*xlwqHXq2Pg4@m?tFfWTz3>CdK*C4-)HA-;(H0e>j{Y?WZ>BwrDxh73%;%vjy
zl7z^;rW>5_R0d^)Rs=$cN~TVsmonC<t5Naqpac$x*UOpoEW^<xt79K??!8Exn{}bj
z9~gCc!E`?p{#=%EloS*%SgsIN!;bz~#A@1&O+?@#g)aUpJh7+fu~w2zC4W<cp`vx$
zs&;Z*UIeI(pBKKo#{uepEMS>Qt$8qd+XHj!+hL67#%pc;!4RHFAv`lkoYfq>65*x2
z9qg>b2?!1T<=CwBYDVG9*s#m5S=EX9v4>Vh%{BC|7bD-fxqE?G*=x~n2(+!ZB5=c4
zTvb77db1!z$Y`Br9F&`l5?^~B9*-SXw^mXMUJwq@oqt!*slrdX2-R;w^;iYl?EJNR
zH!Gf@wwsi?xt@aX3+G(euKY|`M4mkHu8hgn^Iy?BGbM6;5$DB$zvP8wbpr}r^FPQy
znW#pELC7QpVsmMCFKxcY-Y{+38@uYIM(KP&L`s{`+JP4Veo?l>MCv~|8SPDqb+K+L
z=3JhGl=8E99epTX0{n&_D{jBzNrYuFnvN{dI6Po^xYD3+R})MxG7rLtKQ~yLk_vt{
zvy9aORYPTZa`NHN*v50yW5RLF46C&uT~!u9f=g{(KoZ)Ahk~$%r$E`?D~X)AImww`
zi6992;!rfc3HVYvXF0*f&gcbD*@JDga24MyI5ngd7D2HHgR?TbzuxS3VAm6sFMGRD
zrCHLOmgu{m$^b6f-Dm>2ado9Afo6`|t~zR;r)(8bBf@<RLTb2JXLoTbWu`SMyt@kJ
zAdcV6sz@|M;VYggd2fu7z<onEh;LAXft@=H>fV`?`<?BRIV;p5O=!@A%R<4SFqo$_
zkG5G-&lE=)wYoi&@hmLbn0D9<$Xk8`{JuQdlOPp9C3ZgGz&vX#Sayvs5zrZ7hq@c{
zI6N*LuO<h+oCp2|okPH?rfg@ARI7|QkTtd;T11xL*g#!UzG$J~uLYh}8-a^nau7X$
z?vAn=ZixxSOjxQ|fLP<a&bkPH4XQKG!9vMuZs<xtH=fkD!d!e++nL@G<W=@E4x%rw
zQC9bO@m}0PHO(B|@SE5&TpG7cip<x4*6c5f{}fR9jC1}`g%QcZ*uz^@uTkRr2iWuZ
zF>|W#zmuCe%bY(CTOVM{4OwSiTMHCy^G2opAa?Elv<OS8xwi9%Pk3Ybix=Za+lfc}
zC9SeLv3<as417TdUHb@KY-SsdMEjJO0A};~0U$OzCwA_3fBb(P+^<lJjn7w@feOC{
zC+{SLg~QaPoArRP>Y<usJ`OB*RAyQ)_SM`*Dj!S&!ljO6fr>C{<GHa~TL(S_$Fj20
zVT<koqwQj0ERt!kjnPSnW>nc)pkcm5KvI=2sHLkoZh(YySiMIbcI!`igj?7~H5ZmD
zRmw1xye!^`@BsqDEvO?F#wj799UdAM6ygbVg;yT4+>FXzRo)S1CVk<@eQ_PK8FzWH
zebv%8K+&>_UfyL|YkjdD@H&0S9zUjpOH&Wk;VZ?V-&mMgkE{w^F5GV9pQ)ep*a@6p
z*afEjL8W`U%mzK=s<uMa#MM`y>Xu(egwMB{d;-3#LTUoF!U=5%WjYQ3iI?sTHJE1`
z_($2%(jGw@{hi6HVq*Y_0B(53vM>SF!s<94Gj*Zn<2iqFfFKA>Ve)!*WfAgd5`lnv
zbDH^SS8iZ?zt4W8**I~`_Ij)1F$8^`BRcVJ_<}`@{YLRt8jHe0Qv+0Oljt$12Q^K<
zdVOSEJ_`;|-X&$3Q4fAsB(fWR#@Jq59)}W7>H1!p5)WPW(PV_k^UqAofs!90?~s8Q
z+v2&^yPOS}<*y8I%CJo9v+$&c*x2udp;Dw;5G;{wV4oR76X<7M?<)8By6fuy0qRPv
z1PZe(1PYUJcR)q!0hAo^D<x;=;@;AD>ri(&BzgsDYR0X*#+l`|#mlc%MGtJO;7H^M
z+W@u1b>(Iyc9sE(^mj6{nh`j5x$1~&ZgEPOo=aVIV<;NRfbCbCZJ{lYYEZ3Sw6bFL
zmShwnpGW^EM+_#ZZ275=)JdUfa%<yVh}ue;c5vNy0UQ_XRvh5@X_mOnF$<4W2wRdt
zy$iN7@g%Uo2>j*0-szvkzNrJ0H9)~10nmv(kcbZ$U9Zt5DesBz8)|uyyU$#1T-7P>
zg1_*LV!J~o-oYnpS#Y^vCv<^xGGYR5<Z_3-w)XEE7=MW=?S&!9-kPazKk4SYh{31N
zpHczByR&nvp}$8ZmX<xeb+A6BW=pm;25rAWeW#i_RzFTaOfnCuBw@>fvvpWII;G6X
z%XFpT%P6gpmj~p!=BvDG+Uu>bE>-wzIRj!hX)c7m^2sq#GuMu>ZM7kap0i|3HIUPt
zQ3UV{vQ}Fte_#nUd9_Sy3a506v9A_|HP?YEcw`P9J-zj$)|NpA72TVKrVglxRoS-u
zkBR~%yBe`4DVL9zP+3PU6MI!Vuk9av-5HMRn18D3rF+8Dfx{y6@_d0Cakp?IL;TZO
z`qDzF&q_c)dvY2*`(g`asnZr@*~8SlPynu5*+=s)eIy9$S6JH$%TRuSEX*m9PY0-k
zc011E;m)_2B$*wQPjr@)5Ye?oLJ=KW*EX+`QwOO>o}{hb8gC1{Dy+AJq&0T88m0N(
zCD=x7SI5Njc*^CxGlJ46)E0;M^O=zOynS>v{OFur*B0yinY^xmB!}E34ETylqVZh^
zxTc&*;oB;3s<qmvuIh+bK(-jzaHDK|yYUC<wo1{Zmp0-%4;S6@w-8>WTti+9z?rwx
zOltTpa1+(kzdo>On8LeK7h*nediOJc86<l@>dXo0U^t>qmNWUyk?7mNO@oVbBWXr{
zlvWbkU%j|6(|w(tym*gYdTNmJXJ;7btlQM=Z)~?KB}Z;v+W5n)YI%vMRzK8@WYQvN
zs4ea_0}8v?5}Pu9dhxhXyZy?A%D}g3Q|QfO_C{$a$~22?9;>*+ofl5hWz6vvo0H2b
zy<OuEz?y%A^!&tn74zk+7c_A{!ND>+M_D>{&&DJqW=CKBRnqmCvK;hPQu|nRB<Po|
z9kBXnj%7vtL`WX`pMg=$JOT902PMH9Z1E^d)`cZ5dJGT`T)xArepreUJDbAdZy@~O
z+Pe&he1-hO&Nc(?LP2rZBX{ZE`0{Y`)#q;m{vfo>p;!xO`%=C8`QA*@`t_Kvkg4@w
zf6^A@SlTC;iW&3fYV{9cohC9jqT;JWzw1BVk3vaR3Hh7!eB9GG`EZP}%<+Ly>C%BH
z<MLtpb+iQ$6VQG41dE)i6u2!2JLkptzZ}QH|B&70JptdJ@1_MagC0Q;?ASQL&ouM%
z_TQH{(a|k2>meZ__uJl2SF@=cQYk_r($X*=six2S08?b2xp*PIpvFcLta7Dm1l$A4
z0`>w<m{3w|Bxxe-(X^)xm+9TZRD;ln2p9xqJ`iDiDx1F?^_!F*<x4DM{MGiSgtGyv
zht!zyR)^<GXJ)3O^0AWt{(Qg*QPQXfKsfoZ83QCskW6I!c|uwOVE=4Q3EcH<orFO^
z0L>9Uz)xTmuCV1#ajrWUk1l0CyL=$K+8n7WsF2#{ei1cdp)h-DzRTAXA&PttYHJ!6
zEGA|4Sz&d?$2oaRzmDGNbcj<FeEq0+lHl<D4a~tkK^e0HVm%$foop*CGGpD$Nn$+>
z!9jc5<d*q>^Wy|Koq-$<?se96-#rBjn$3$k5SvgpK3mGiEZ|}bXV7HSyZ2x$*pG))
zyK;d<&9Eq?X3xeoN2PHhzWlC@2|KFV*rA?j?A!sxbK^{%X#QR<Zc;Zhn?W@2u8Uc!
z8yJ7%h-_fMDxW!-lyO_Ic2#XrLdWMzRd5G>8V$L`W^mLb?L3Ms*6BJj!5ot5j9EHx
z>D=&ooQf|}m6QPZry+mk2_Xq*Q{0O^?dJW4#Rqka0K?{MMDnySENa850x<VP^<XG4
z<j;E#kMF-7*@sHgMBuN>%)^e^*VUoCVeI|$yvkmJz+u?dcg~jA`&UJRYxytO<x%iK
zbhDwyn*Lym3--fy?0r>N;!vnnssl+(V+nr?zZU~{jpXjQkyN9HOaaHHg|76-iPWVL
zoV6kZzF&@K_TNLt70e5P*BFM7)1|fec>h{DMc6g%d#{nWaDUx|)F+4AQ&A=%7GM3$
zt@o+>*Pt9)eoLM<<|6ZAvTEoA$8lm6=jUh5p*iRPu7>Zic5oN_&O-;Qw76?XQrwR<
zNAYql;$>u#`Ln6hZ&nCN4?o(GrVFC~oerIc?2n-r(q%6Z&WG`Da>!S{*N7pzK}ZGd
zFl#OFvopd(a0fLawBIpkaX4o2Qe!<L#DcXD^M@a<<zqy}sNn0FHnwAtj3q<cN$*Ch
zzZ{``1=eJoXd2=BJ0{SlhZmH8UE9uk;RDN=X7t|jb-c9bVL|V+$68FeJS);pG_4T*
zYqY2F%8{pfb~@Ff`sk2jfXQLd^jFT>!R3yglLu=LEZPDEU*<vaALF#A?mySWsn-sL
zPQb4n{-@ibZgL6;%UDm4Cj~WYjHaLIg$r;NuNHfXPX}5|i5+r`la<zl21(spQ5%5!
zBl%f`K67Lqi!#CccYVTM*P7S^V9&Y*XbZGLb5n}rEq(Z<M6REbvnTILbX{!C-P+k6
zfz|FJd+O!|6pwu_)5Zy3ZW)>1RE>tRhO<PXvDwXUault)wlxiBC0FwpRVMzjl_oD*
zu}STwto|kEhpz{(ww?7TYfsIO;ua9{IOt#vPC5lCT8Yk+#ZWfDX2-#FSSwsuhOj`L
z%1#t<Vr4NyasHh<9q8)!BXkv;)>ct5&|UYXzWtsF(?p}F41qv(VeSW$9Y^jHIj$s*
zM(~;<C}vGRz?G~QYcvJYUjODUYW5EnC~e6wzp-gjpsDD?4E(*8GwURdMNsk{&CnMu
z5c@uT;<>3RpyNmufm<GPA5`B;Ty~z}EdkheXnBJ6>rW&o13nG80Ee4)IQbx~J>JWU
zoZkL|!6T{THY3fj*lX|}822)~wD|ha4qaNWW|aE48w0@LuZv6pU&CA8LgJo2UtbP^
zm-kz|%5=HVn)%GNHpVgJ5(Om@5-MyN#>V-x1E}q_xa`)^dT2J$weGb+U?k!9TUv%%
zAlT;xm`=9%uXodzkM27ji@2++ewXX5^j22)>{eE!JLVXZXoW+@rJCOFg$SU7A#gn^
zV@+1Cx%ZveFN)C0!p!-Fn4|+W1iMDW#DM~CbsI$He;GcD&K`f_tU5oT+!AO*?GXKH
zYn@N>`VqG|l@U{>si9&xN?HA)7nzGi_dQ~sZ^K#qeBK84hmU3mPTq^E(WkaXdv-K7
zagI10EDYC}zKX_=YaCRRP7I|LN^mz83x&gY)6+NxnooHamPCqbXX4&6aO_^_=}S9$
z_4IHLwm+bNYPO207f)o3SjXy5q3FX|*(r$bATkv?CIY@Thh7+t8-B|JnVH%q--odt
z9^uLWmtWH>-XrI5PM)fIOmcq*+YmI4U2m?@_k<$E%fEl_s4G>ERQ95n8t?p>a+EOz
zi);qsP7Bk{zNYsiJ>}?qtr%L#;d;32a&g)<tp^w$V+I&nacX5lye>pAl5lcEnh@JA
z6ft?9Ee8-UKc8wv>#3mlr)jAVWE~l5p#kq|hnOa1V-bdOiPt7o$rqA`aY!DY9VyA-
zQ#tU?i{W}c1~qtD*_=7bvDZOtM=J2}Gh4dBF00D$&MbEEIrM|7j8~H!ygCuJoP|=p
zS*qGFP{i1jozK$H3y@33S+cZ)MD8vRZ7XAKryL{ILIxU_A@S>k$HXhz!9ui~qnEB7
zmNftN`-Okg><@0#Neo39UyM`DaqIhR%0#zUmpF*s>Z?L-8d|0lC$EXjx4mTDy_jKH
zmXio}!>j1F_$pJnpgfvcM{A59Oy`Uf-QnXEKQ25WC`2-qG)ipG4Cb94#w&$(eZppX
zYQmlj`5a^mk0q%^(v~^WwnC_I9bG^0gX-|#2n1MWP0tLr<gb6o^ZK65xcBpQ!g(18
z_7tgxEMa<9-ZjX(x+y;aS!zBa>eNNnwiP;(7B<X}6zFBkA*kv3ax_VxK#YQ46ow`3
z!M?NBkJrrb^J?;I$}~<tne*C27S*MtJ$jXhDbw!aWHqh}V@WhPHznHCf`cp4wC*h!
zPsuNJpOyR{69(7O_Ydt{UqeD<%CZajPo?TzlpLj%;<t_M$ZuuM(n_-Ks${fFJqt>t
zsibdHq%HR+!2^O*OWXael9XaqAB{@5s^c_Pbvc0vC>@~>67QcX58Gz?op5jnFGuv7
zN{N3$Q-#kS-fph8<t|yL_5Yq8yLHokOp$s#o&*ombVqe`58k#*=~>zh3^&SPd%@wH
zfq4q5|Lf!~q@ko8v(m$&`)RYxNGg!6UdlM-uden(5}dTsOVR6zctZa?8Z6mMXv@NW
zMhR(vWWjn7+>CD~|3~DM-tfookA<$MtvZOqxEvC@Rf<a<vQ$y+;{IAl{9o<v5=%pv
zrBO6IS>3Tvmy2#UYaI}WP6`QCdEf~KeqY37)xU*rBUm4vnEV=9flU_+M&L#TK!f}2
zgV#E5B%`@b*2q{+U4^Y<+c`6EVr%vz@w0L9Rf6-xkBRMz7|IWc0v2lYHll|jgt)MB
zbo3M1i}H#n4O5or)Du5>Auj!@k|@!^GdHI+&1elajwM3SY@HD*jD)3bc{#oA7p9$X
z@&|e$=!yUY72J(mjkAb)LPTPY1wszfE=KU7Tv^bK{hPclfMR#8aiz#kW@iy32dnVQ
zE;)}!B3a`J#_<JX9?X)FrP*ymQ6v{~)Jx3zsvVTYhW@DO5!<XXj*sY^9w#eYC0%$P
ze7fZoLWD-5{6vSqs+L<X$NYS}x;1Th6sKph>?Q@7in5?22|@9F$%t>5QH}e<Pp$)T
zMieA?wj%E(o@IEat=yne#?);!6O`TMUiuFYe1aU|Hx>1;_tFLkPCzoy8>GyRk80|?
zf@>A0MIH)yucoOM<3fIzc5J!&D<|xn)z1d<L1>!8lFe`2TmC)eGwZn$PV(J+Vweso
z=2>ofy6eo%k$jp6j+sk}{I{2GfK~OGW<R&&KK6l9U1&WHZ5VB~a9Q1@Hl!XY&dJ2)
z@@%W01FM%z&YAAl>WJ<y+?~%Lm&>)g=Jlz6GjC8{?{D++*r55zTYsn&P%eNvUaVEC
z-h7s<>AL%iz~yM7w@j`4#GULkh6zOT!Q=C|X?<d0Re?{dudnCso*o<XIxUny1ws=O
zBf#*vc}a?k=egNzMi{tN=(Z+io3?<)C_%H55|{1NDn&EFf|J|QiESgNo@EiCjOUz*
z!J^K}JAvR($S5eio|93ZLtj6{pimFccu%6RuNwxRJ&$LJdm!^FZEMe(rKH9Wq5V~A
zu}n9bk9RC-d-IXdVdxK3yIV6!YTn+m9o?CP&F!&2HZ&&+82bXd(Le~t;POtG{JlFS
z-xoD_zeW5`UTek*BA?e$$LP!!Ec_rHk_LdF`iCpBvX!{6^Hw_=M&IZxWK@@bT-Vn@
zzmZ4du`8WHD<Sx++rSq1vE$p6iLJh1lAnW_nS?>vjYsJHfRKT~rJ<FVJ7w^--!JeY
zMGdryt~5w1GlZcq>Y!$)Zh_DwY(lv0`+#_hfF+!Em5ivL!lh@&P*;aNLupVNaNqM;
z#+ddU!5|xJMI2)EQqRYUM=*B%DT!Cqqmg-;m-t2k8_FQ}laY3Yb37p>VUXZ>X@i=7
zG_xR^GX^%Ne+#Lzrt3}(`Ijj3OO@fEq@bk^2WlU#_8$E*S78#eQy005KSjV1?ty9W
ztXqY+vSP^NP_)!(J%87fp{FlT|6b~8X)H|RfkW|XNc)K!M*o=5KQ!;s?t~%LR5G0r
ziM(fBB3NKdrLe)(V;+20P<*b3VPP1rJdRw1ro7L?EOD`A5oyPiyr+-Z@BU*?^ww24
zJ+(8Kp@!Ry61Q9bSAW|R?%G|T4R#IlVgI6baLEDc#0pM~aNh5eO8Ce|*OSZ0o61?}
z-<)b|#MsK|k@$Xo5R`D=F%a+6SA<EwacDFJwoO+?BN!IenlK|AO+Mc=E@$UvZ7rkk
z>g1zb7)2^7uvQ3E{@GTe_MaE!(t@sa4Cdrt)7R;$!~2ty)UD^ihT_mv9|+(kY$bQD
z0PQ0iM6kD%<>lFUaXWTnZ`_oiAK64pnz7Y$e2U_?^_0SfD`SF_3ctZgzR}q3lnE%A
zGAOMH9o{Ltw(o}Z!`vTyL()O%+I)kE#Q=jx+|@T^?Tn-C^H;C!#V$nngXA}Cr?j?H
znQ91rXa$*N=d1&-S5ib3_R}m=l@1xVnO!>%P{l#LXPGqo$8PS|Dg_d#p<aG;ifP~^
z_S{Q(FYFUu&%C5NskoBcnZGea=pmv|p;MBjspH7;!>EelrU^B_rUQ1Iv6!?}F*IUq
zo(THI%$W>RokY)bOjCE$zJsFURWBkl2|>RJ(bV}y&4JbDR+2=F54=SS)`__bx}Bu1
z*0v_>H@2&j5Z7&EEUGxRu1bn<O<!27U<n;yYm9{}HHZn*3|qA%CD868zXZj5&yi6t
zQgG;X7H0dGnU-c`bcvrf55zk0`?MIudIX9wV{b;gR{WR^lYT3e<$I|Z7tUQxO?iH`
zrXxST5hAKbCY%ygc^`0HONu7ND4!*vs-X_&uDaNyB<{y1N_-Xr`<pUN$K;QbO6F68
zYS9w@zBobg8UO?_;*h2buZj}l*g(qdFzSwF-*Demq|;OotrfHjOK5Y*w-EG2O+QxA
zJki`fM0FAZU#qL%lJ~cVnz?KR0Q^1$3X+xVk<=MIs8WPK-B#}r#jv;?Wq<tH5sYGK
zfDUFf2ec23sMxa_Du*ig+FGRV&anK+j04)y?6YG|k#YG7g#O&vvBm@#khJdyL2v2M
z^$9)ef8zSatm*vI0AyC=6lG-lcs}Y<?nrLzN3#)M*qrkx{eUezq;H>?`~S2qFK!-B
z#a!LkB-|-Yvg8?tZU;!R7HhFuxfcfGvgmL8Y$<%dZS;zTyIF<Y=k0198dpizVmlt-
z8g&)tS8Thm^%vcX_+aFSqV1uM(blqY6RM~s?h82A^_)K?)v{3|iQ36Iwzq(-vqs*i
z$X+^u?%+`xkPP=S`p1bO-N5U;$R7}(G}^g$?afIGw5)M<`yQu!1LxpTw1`i3TGS|_
zxohgnVd;;wy<7o#N+iSI7O92}l`xy=jm!eSYkRzF(=8Qj4QU3}RP#j<hIpv#kpF&{
z3`9BdrnbH5O2P(dH;k8(@O*Y`<&!>AC=TbpmYI14pgt<e?v30f%+R|OCJK<;Luvgr
zT*{$xJT#5=0Ish@0t3H-bFvTTADQG^6`9`sc<@3bo_iH`T`1bM3`Lc{3;6yCDZRo7
zPgOUT_F*V$<%}Nfj-8Y+z%^+Jk5*Jx19YAawxnr<qUCMeW_GO~!29C{8^{XR6iV$T
z89So`JAZzhK9|enEXbcGk<=rb(}y-k%u$Nd`X;&q5D+P-eG`KvlfGMQ$PW`)sN5e(
z!IJ&*-^AW+H%9kuXopeHQ2?l_18&E{4EBEy(Y&4rXY;&Tl3oeCJ{2S1!ta_>E8fpG
z*VWjTq&B^G*+XvwrLZ~Ej2{ffZml^blUsxXLP&k|iR?YfqH!T2TXwI1{zD(RNs0Y2
zI}g=D>f`$}W>ln8f3M{ue5}Pc=gR5r-tP)}`(Duqoa9TP5J6vU%~13Y$#0y(hQKJ8
zr!>98yLV;oM3?b|s$T-WS$S#KL`WvBzZw1tjDYW!6B4bg<K+pMYx-Vb|3g>9s{TcT
z-3%1SstDG6u3`!0$5PnW!|5L@cRG_t^y`cdbyNAtTv3`9rlF&=7iC~fw1?X_sU94K
zbXRlkLz5y0y~6;-KO8^*)=KPCFQdm-sf5W%bG|py<~&1e@Y32KqJ_E6*~!2G)h%Tr
zwdnjTTY$$wJ8tw0_ou&BtONTWU6`^N_eqVY@4Kd8aZ-NtzS^E7OEK%kk0V#M{b6vJ
zo2J89!c0-`H0Cn&A%FiL`0o|}`32P82$WuS9iFKUrn?~|ahWlEb2Z;<EG@`7m&Ql`
zj0t+uqj!H|$35h@RdrkV)xwXa7fNYN`3lIZ+b&o*kO%P(BQCIpz8SsepP%g5gedyc
zR`6iSp1XPoDuf`yRrk(n2a8`ftDMxl5rbBoO`~Y}+mR4!@Fg?wiXAz43GxxW-<*rW
zUtGXL(GojHnQA_H<IOpbF?F;*z8^)Se8=iODO2uZSH};}dxE~MK9L;ya8x7quQM)4
z6YrLw1`R39K=dVX&fT1!7HbNEeu`Edo;fj{I2j0sQ#wM=&a_RBsEsXURRrX2_8WTl
z&QE6Ml&t{6k<KUO#{b9JTSmpzZQG&=BxrCC?!hfM6b`}NwQzUW;4Z;JaCdiicL;8U
zyE}#5`u1+;-uLh9{r*7FSaa6&G3Ho(^bW0rd_g0}u3!I*#`CDvJ2oS#h|Kx->IBa)
z5Y+|W*&!sb;Kw>lRV#;l*JCP1uOFpDJB#qTObuAL^d8s0e#oDQi9`Hxhep&Ja=gz)
zqd|`Lu-?k_8yZ;1g_RL<d=@Y!t4|iiy(L8{C#G33JZhT&g8Q$3&;C*&>FY<0dBWT~
z-*(_`Jy15SR||*eGHBfV;8wFPi6UmAq8p4LOf+inf}DFv-=pSp9phA1Pz6%2k!B|J
z0+`5INmyBbrm>*>W-VC4(*J3avl5;dghDvZLJ7b>qZnPH6v1m-`eyW-dUR<(7V`0r
zp_3^oz%My+<lgj0ah#Ed*2lsn&VI&MdJ2u?WE3-hv==dNQ7IFRG`+BzuSL%#1J^}~
zHPGRE7vGFv_j-G;sFP|$I89FN83-ZAca6v=iGMzdXww>n3Y(l7kP6zx5N@T3a36Z<
zS%_1^1`$gNR_Cz@r$^Q7i^Jq!L+++j_|XCcRdFEYEqQF6A7T(@>~@Cm7l`ka9FtFm
zN7bnQtLq*9+~mjAkU6Mu!s^%39xV+lnsB*_A<iBZ>rT}-Bb>dXT0|ma(s6N0SC9NC
z-NYNFyBiwF*9-3}lg+XW2lKlAnVCh{LbHHtL?!K43SyVP#=Krny0$CmRqXHU<%qZk
z42+?lU|h58_)-;mXwMF;MjAO?=D3NxL*P)+?n%m`7zIhq`Wnd6ouoSKa`8Dl^$kLg
z!N#pLlogSR+!2im>Nr!>G{?EML=4Rd;mnS?r6q#EK-lGo*2AHz(-RA{WY^tFzf$jQ
zV0id1JU9-loWK@T0e-sdqNw&VnYh$TK^DE24RytZi?&p{!AKU(lw(uLp-2I$U0|xC
ze@XZ+QmsG54}s`?*wwqgrW$raVs#lV^_-~!WP=Y4sQOoSp?H2@RXX|_Z})wn_499X
z1Pm<`;434r+&FL)wrWgIq$LB!^4_a<#+t3aRI?O1;T_e|dcS}FJ!ul9z=*s+8>&u-
z)~UYC+5FXLV$WI3OJz`N=b@hl9P$?NIUVs$N<1YEzP&;$qU9dZBBE1>8=G>fQQ-VI
zEZ9tW(}+B%tpL^OU8c~cl(D3`C0etn>p19=-vQ2*MQyTy&L;ascE{K23$^k`?9QC}
zo+IO+7S1Ju<tG)2y)kCRKlL)!my(>+FZNWydOJXx{w6;vMf@)dz(73T1-PzXr72S+
zHmq{XRQyRc*WwY7Z~`ZB>b6bzo%}WPjx9{#lg5^0$(P7H$b^j&oZOt3jA9}xd#C@2
zBq1d}3xcv{{3fm`%OL)T#u^M1XVlFX7!rTA^P{5`(>JP7V};~Fq@`pA7Dq_E92-mH
z#G28`qkiZ7o(+$anqRR713DAPy`2=nlo0KG+PPwm3yXUiBL(w6$t7n7o9QzZUEIj0
z2mZZ<|JH#M9j}c-a_gE`^tMMRpq}-T*y_m}z<3cj_FFm5X_G=m7;1~zf+ADqNnHBv
z6>D|IX$ajI<QrD5{R=J~fGm!VX4ptv2uirfx6o{Un@0d|FxE3r$hi)85R1GcWjvs1
z;o@$d#|m(+Iqe~TX={Y-siXcYDtOIVu|e#AbKy6piQ<mVLf?TuSc^?GS&eur;^B)H
zq0BmMv{l6HP}_I0)0qtdZ8YPM5_bk>N(1^jY(h7$JSFPC&Y*N5rRey@;?p%6UB*!U
z=z2x9Xd;_&0CQbZkgch|G0IX!$TF94q1Z${!tGwwbd(2WYTPIPV1dcdOo!!#7V);V
zu1xBl(<TY{JXE56At`g|phzS<_W5uaV^hiG^Q2nx4yV%@cSh9w>Sl)vO}<;Mf+sIT
z@+P{7nsfhDrM!p?q*`c3`jlpJ>(dkNWdCRkmH&{Z`1R_8FcW9<WSWow^<8$MO2qXc
zwIyq5!Cvtw(=@nUFO+?C^X^6|aU)vTBB&8rPl`|}kq0xA5B52hS`eHq1pB*%O<^ev
zncZaXmV%#=&~fqg%K_4uqAwHro*PlO<?$y^OJGkG!qX)FZ;{Mj;pG>}vkwDBlf9lR
zqKOg!;pMYuRQJ|C+sUGDZ#ULH+U^_t>?3+@Shi`&Ij6Rmqvw1-C+h7zEe$fSJ)0)R
zNaUx4!F<8UVnvfZ_kHjxuogkWu%X;+3eKgFrX<|}S-eRyV?2rHDGTnX;nZ+`XEzEz
z*Ka(?$Xr_Z0#>e{;I?m$XuS8>*>Q7Z9@8?jP`pG$yi0T>)Q9v+FgwJ^G|V3<uk~)&
z^dhlu`vFXu_u@zx{Zx;q+%`QM-Kbd>^}*0s1&0NB45-7BrbV=)S4kr`oQhA=BTxy%
zW;q=-aWPm61=!OE0HeeypWz$S>+v04lwbyG?zjVh*dskDtTMrf6ESx(CC(;v(gA>&
zM>~7y6%)*7UL4JGp7<^6`O&;-2v1K9t}Cq)mq{zEnu;_wCSkCR_MG!g?kiyty>$Tr
zQ>(V&>tCqxu<`!yOndGuj5x%l6mY(nf5Q1`#JJXGf@9K#N9sSZWquSTDC(9&Pctx8
z1gu;>!fjvGsA@@#0h?<H01V@y89Ah#%!*a8&tnCL47-e>50q4o#mp!<Cf?55hz^Qs
z{&lqorwwy@)ZZt12#6`ZZ4VisL-?hIwIJ|NIl18g=qc12ousS03Ytb^?Cr>W9hpX}
zFk(r1O$h-f_~fF!J~59KvT))>6Kun%!6V-Z3ty+w3cNzfJ(3^vf{@%T{JO|PE?~VQ
z#xzQ%NuR%6kX_P<=hi~uQoM4|a*2og)F7t(2+Wmcu)F>qXC?z9v?SdP+U2DR)zI3l
zH~8Hxk(!vJ?O@9@29zqoKiz~>Ot{9t!a@t(V@mc_V1CF>ZuF6XH3K{Vew+v<_w@o#
z?Qr@CJm>PXp9frKj4q8t^98C*GPx>E+P$IYg=N4bn8k&dpB0n4&OWv`w<Ew_>>JPw
zIZ3FRe!1>{RDGE7F9%s$#HdPOVBM^ZA|Ve|w8KhBlVV3JTQ@cx3i3f*ETQt0gU*a-
zeWrZFS6CYekY~hU(=uf8K=)q^U55dbFD!bryWd-ERvUq@;JXxn56{~A`qssTd_t=&
zs1vD02bpMyB7l}byD>=NTmGWDipuo+q7eFSrEc53k_#gf6NEfE0{(9k$hYkca?@lc
z0C?jrR_WU*vFbnol&@~n*+Q0C2^n6MdL5-MJ`j4X^No(kvENKahtoNhpkGsZFamFn
z<UB6NqVjqauJgNMet9{LhQ+P6MddgznTWZ4CCWvYyCWEnkKeGfUlyZI&!W=<5XRSW
z{m0u`KQ+`3mSn+n%eB~3a@Tz-#doviyA8|C=6H$hnmfNa^Xf_A)U3fJCvW<~rmiQV
zrpHZCK7h-cP1*S;|M}bbuReVVIXSe>jCVv<wi`6e!(f3}2LFr<vJWzHBZbtQ3o|Xs
zRxgcC$ou2#Ayu8Pcz_ML$JcJCdfUCLDeLKt5XQ_@H&*yR14(d>9D^e?700o{@-%T4
z8TFTZ!#<|3Z<v~tj$A3%EFAsVPGEZ`QPQZ(8c{h9to`*-!9tZ7L3}j1_9G<TJ+l7Y
zcqw*51mpP>N5CIFE7I?x5alYyuD!?)(s$wEJ`SIY#Tdj(KK)JSfUC(vRNE(%wXW_N
zvcb2GleeCBCXY+_My4!XbK^;cFjl&0&L~**0dbso7ye_c7xmJwDlW37X7ro;e$u*X
zbRi-tt|!@Vr-_Jk%8q06$7Jxu0&CZBB_3GLSHH6oKJf~`=RcH?*9nGbt{TOuQshN`
z9&&XXOyAmQJwuf`RS5U!5)d=3`69$f#l=ky=Q>I_u6#|WH;l|QI?U{~i#^72aj9&K
zJ%YMx8IVx7QZnY}Kl;N}BW5Db@F3~SZnD~JejPGVVe_LZv)0j4g~SEN;c0d;>~j`L
zor1U<7tfO_?49Rjz_tMXuF%O?qAZGqkN3b-z(#^hC*LBB7?1U3u2eh8oy|3h5^@p(
zApl<GANJ=<lojI;skHk3m!377TFu9S#)aWuqbwH}#>UCRXon;{;g=tlXmH{waY|1V
z6cmGLB({$lu*t~l-QqW|6BppBtu(?s=nFq!pbS8?S~@sm-kv8;CR56E*8ZkjUv^Dz
zH97b`9xt&)t>583nW#F~Y(7A*F$WthZlT#Enn0pKe+oufaSu><cUoCVe3S#BK4Z<N
zTzf%vBq#glefkZu3;duh2DuliZ);e8eD%9*{lTv3Cl4p+win}N3At^M6_q30R2Goe
zMcu|4rsEz%^X{GBjZl8Q6I2VPF^fNJz=jfO&3oHxdPU1lZ>C1n&vhKDq2r0A%7}x7
z?pTw#(lw)o<H9yoBz&pB<k68+zMW}=)N{0&EmBiRSjxPol3N?gA?)SF!WauL__N`B
zeGorz6v8V@M|&OGG#7_*=g9S14vZ4CzKnSnNS1fGtQM3LW8YsN6E*d~f?^Qkni+$3
z9qk|3ot0|PeM6)zW7*R}=vWA_3%g$+(>cG0{%{krM3pBKquDh3OI7hR>@T!IcTEGi
z>~%j5xv!@tF?Z{_)w^=oh5AzdRl%sRV2^FA=<thu6&z44yHI620!Uy?M9qYK<tyT)
z7e4jU6_zr736`oQwHz0s$75bJM(2-Vp`|kl@TE~|0yn_L1{WtDcGydsdwaEChhAzl
zv@I-@xWk5dRPH%vhZ!GZS54Ij=m@B#Et?i6>&{V&sjf(1N+?_I*6i-v`XDhbH!gNC
zZpa1q<;p)0&y=f-=_`-EMhvDV)}a0HT&;fwyyLE_MqIIBU?UO-$%CRzY(I<ybjGEJ
zH?lB!yt(kMikZ{6vsJZFYB|DAE?XQ^l|MTOHDf}w8TAwje~&*+n;&<}JYsE>c06`W
zsIdI2e<2hBic4^YphckLoufV4)nQ<p=8Ps>rw$x-4jSOLy5CF>DYDPeSk>9zD5M<0
zR2;_Kh%DRhud+wHp_5et`PxLu<PBLJCSXK345O;-k)lLroe3k$nXRFRS~J4FB{oE!
zwyL+B7Y_+A(g)?VatQD-F|Mx2jRjmqF<w))J!PdY>=Vb%!*$8Rb*uaF4J;9|L;zNl
zeqMm=hcILQ!ic-pt4FD$P=D`7%4)E~t=jL{)cDnpbY!yRK^ecHj>eg?wY^B_JcOjP
zbH7ZxbI*78SV7~>p#agQDko@q)|&Qmj9!&+Ra)81o`tc695TU$NP6X{F&iU;{S&dr
zpjf>!+$wM0ISi*zi=kiSZL~&9pl$P0yj@^Kf)l&Z5)9!m^b86oKqVGv_G#vM?rOE%
z_0jUcC`#8MmWrfxIqdQkS6}AnWQE>n7~JZ9NI5SCP1f~=cd>X*OrA|AJ+JLw(U39!
zeme=3QJ`s?pAIoT18j8g)E$d;iTDc_KdS3!f~;OULE_a8d(vY~lF5z}kEbmPxtAwd
zQ8koP)0&8>FL!`9y@REg-4e}n>Mngr>x(0IAwyft+$n3=r;vZ>o-13{4}FfgJh|~O
ze4CZt-_Go?@K=0zN#Sm&8vZV9xw!3OjxxJFLmTg_lMJsy75RG0>cT=^0md&ERzwL}
z#wfw6E1!Z}**fHPx%nV*NbMq~8BtC;<&VNI<@QHK8|HgC9p?7NC}drb7NI@uAv}%g
zEykg^Jki;f40HBXa#u}1qyA7@pDBy@i@PGrl|yy1cC2?;>A>353u8M>Q`)_zPlm;D
zS=(JgNy{<J__r8VHKj3PDZ9M~Mjs8oc|Pm#k*fgLZlYt&09s#KN9%9oUzmwrriECv
z_^*R-%Gy@_S4;~6uh{3YRWVeCr!h+*TzW&e{>)?wcw<?LlSN!o_J+dbH#B>yDUKRO
zfIaBwr^G`j8NOoHtXc`~tl2(1Cw5nI;w?zr;-a)awnKHu@~e>;t6E!b6!A#PvQ*HR
zojZAVF0lMw+l|xPhZ_1qPe!=2{HyJtH$9wdw=rSSBuX7sjWRoS;V!v!Wt8rVs^M>`
zn56*_T3yy&?oFT}*Co=Ge+OjOviCDe^IKo~I1-rxCWK<zQ!}&CY|TQLGFlGSB_3&v
zLd$4t`m`bO2^L6vB9+{=dLfLEsH7kHyzsFS(d~4aU{nZnBSo%-@uZsKrbh$Pi^4E^
z`MQhaFwQ{aRT{^nGMcrdrTb=7@Di<fd_DA($2(*ZMb4L4Gv;G*YDm)`PBay+TUpl6
zm`?z9>}PCJHN=re9Jd%FY>TpIQ67$+EJUn;o(ST)ioib&ifD|}DP#nRjrWaI+NL~_
zV4O`-bW0is#kN;mw&?f4<2K#UP2bGcfgkF~u+o}4PfTNMNLTRXV=ikI`eU2e;xyI7
z<ac;yKy{?P^m}2%Oa;?c7P|G=JJ%${4Xr<xek%xO3B@Wg^4UafAr}slO4iAL9gG|j
z)`9%QTG<)cA!U4|r$QuDLO=2z4L!%cz3uetwf9m!PS}U!E+v<LwUPbwn3qv!`((_R
zm%#?niWeWAFpGF1z(E{$R?ix9=cMfbGWO{NMUqygJK+VP32_Y5RP?t0&9^I7xkXCQ
zV!uWD`igOek4!Ob#n7K`$2_<fyF$|4nPc~O%1)ii%(-U(B^!3K4UE9JXvl>>(>e4S
z=c&zbtbCm^4)&&om+J(zZotqGaHO;gWa>%VY+6Ur5jUwe^_)oI6ND9UxCcl1gX}8)
z!jS7s{8Cm7_E6M};ILrq4?icW#wdOKlyss?;hlbZ9`omcb^3hDn=9P?vA6&W@X%y&
z&991QO)I45!tOiHAnNMEt_A<Nv}28^O)fT`K}GEpdEBo)>QJW>@;XT%sjWKCrCYl6
zY4a}sOT)#mg`e(lxbfGxAim6K%C&tTsLl=~DdPUkt)Jm>W(PADpDSZ5slzB=t1}y2
z9-i2`-D(5*sEMD3rbw^w#e|7+Ze1~RL8&mY7iPUSlcB{wWW;)l1W3H56d9f<Nac-<
z!l$2zMGWl%)1O(m7TnNBldffT2<PPD*)S2Nubz*X@0|VH>%T}+Gi_hgWaZTs=f9<%
zt}1e|?}|8U-O>nmW`u0_tLS8QqB?XDLgT~`Y8kx*hhWTs%U>eiyxxEJJ(7EKL=jpW
z?5{9S(s?IKB|L-6)1#~9H^dw)sbb_(1B1H08YW3R%L`c>g`eLDgw%8(v0e-rxPc_&
zX#IXu*})AASCtG(S)e&um2TPf4>9d?R4Y<V<g2S&%?B5$I<6(F8-{W}6t?<&GNflN
z=?SSt_g2@1lP4!H=d2Tl)Au6v*$`4fDc`(4bG|&aF-O-OPs2Dq`3M?NtRPUrsmLoD
zYVm!bd5nqhRItA$i0@J@cLGzR5=NCL@hmN8p9+09gylFSv3F46Rg66pJkA~CD?n~}
z`o6_%axU;U=kO99S5vd+yi6WwY!)3+j7xz`7+Xp(Ail+C=JK>Gy{Lr0H1P*MGmyX3
z@kZhLfZLc+V`bONQpx`CQ&c&F#Vpa(<k!7lEMdf~M5@azcYE2TB7^Y_b1=vtRD4vz
zYl~Wauv<j_kAMlUh>0!jw-$BTg}RX}Qokm$8ucW9LnR!m>h@+_?)iDR&8zCMm9HG5
z4eA!Es$b2lq2V35$!O_nR$DEKK68reYHJkCVmGF(c55wTv%U#wlMwu-iBI29$s}09
zjW__zKLSe5|G*MUXjuVney*^^f>yb<$AWa6+Y@Al;EfZ8<W)If;5g6><$pr&Q|$vC
zlmKf%;u_l~fxif*48*z8W*lbQaarZacEmo)IXkKnGnMMd4@G9^var!2o=x%>+*lHO
zXl>slBkk3&D6*KIJ5Wl>E-bjl;2snbj&;!}%>^b=4h)m-b?*Q}gQfV3_aU~!QFNHD
zW-O(R=oTyDGO*<Hg0wVqRmvj;5l4!)12`Y3Mm0=+WmL-Qi-~BzG=<j4mt>|t9Y*|0
zz`{#|lTn9tMZQdL8e$}Z_i|_(NUU_jeDg=@#oQ`{DV;v;>}6j8(P&py)ksnNV{KXK
zv=&A8N2X^O-eLA*G7ubW2jQiQB~j~O;Y|MU2uI;#e`QWoWSLbp2|w}CHEn9tb79LT
zCjtfwGTR$(qRNBE3cNXJpH)G#mxUg&b>!(V5Kr@F-4eZXb7>T4?akw*@WM=AB^24%
zw+8(trmTGHMZpBg?BgGh_Z6t|L5_nz?!kr-_S4+h#c^0V8Q%WF#GO~__FTKd5{*2f
z%p~c_y~@733B;PRlmaV3%eZX-n<9=y`8|E9BBSu8Bz$pJ2%AITjEdG=JW)`O`^QXv
zFBlXQl-r}fuzqh(MGFsB3*|l3S>6Hg7*qx)3l+C@OkFSN(#iBaL&Sbj5UFSj%2$5x
zN7Tl~##=F5PFn)k^EF9%#24^M)k)QAy9XPUyxQrU%iD{G^Toz%3phT%Z+u)Pm9JRR
z(UEoj=5)Ev{j6c}u**ea^k8?l8=}8XMS!kZq1B-Dyjok!Dk?6XYcv#d%Rdu&=yts;
z3DIb(dTSMn#GVoTA)7JsuJ8BilKLot4n;Xim^wQ<i;9UUD&J1-`UnALXFlT}Or(Wg
zbUq_{-JkXpE9T90l8*#Q#1Q0k1yfL#9$)5m)zsG~QrWpeI`*al$%wAd4n+}oL0xUK
z8+yFjY3QVO9FYtywGEvkHLUuFK)dVxjkmmfE)Yq{b$3@Zo(s(SLsm98GSaXqdKbfJ
z(|U-o`?bnq#+1T#;};oy%Cm9VdjNjuIobCEx5EVOZBEo{gRG6+Cdg9KHnk(G4}13S
z^Xp+q>w&A_ui$+87Ppl=@*ya>m`MlB)M5gL5gxmx&N?PJu2RSE4hq#4_d(MtSg(3h
zUlX<qN<MBOpnyiz^496PzB|KVfF-2}_8OXb4}g0Bf}1{GMS>T43`vCJ?=+B+MNqHJ
zyEb+qFR5b%f2;|;j@Uh63mc*w$^zzljBtf*&u6NTb;VCy$}wkb6E{w_k&1H6-EN;)
zX5J&b>|#V#$yamab3<eW+l;_<AGdl^Bt0t-o7O^d`}C0z{cn3RdUozsiJ-+vc312?
z6XacRnUQlmRw4)9q-~dx#Lb^1Ut@6YxJ-+9aPNhRPZND@riFc=^WSwsM>9R6N$tX6
zN$Q3D?&9p(-q~ND2d*y2RXl~K9NOQuB}xPDNIDurwHrFnOudM~yQaQyy-`)i>aZ3#
zL4R}>vtG7i;1Uj(VOmJR50QT)ZmF`44FIU57U0Mocr?*aZEz&1-D9laY9BaSmq^x=
zn3M$^iBI+-L9%;n+c8qa<4l~l$W2)qIHnLpK{T7?-PQxwQhBgMd217-^QhW&N226+
zMZTrh4fiQ)qlELx4cs2-I^-spwT9w{LW&1I%OcYWIdU2I9NR?-I&Sf6r*wxV{e5?k
zM&8;9J;jcnEpOX(2Z+KsX^NG5H-vJ;Ikxki0he95mrFbaRf3{}hgv5*6SBC@e8POE
ztB?=`vOYu>tlpN2jNoil>(AQ@@A}E^-%3_%RcZ_sGDUQyf4GoMyQLEFy*6%s%kOFw
z9DX!J2zZ;e^9u8{f)buQva@B_zN@j<XhsH8nC!!vdnx$6D(`A<!TsGy$*|8`<u&h6
z_w&8lDuzEye}KJ}3<BAA49W#*_vGF3Ec&!PXasF2%Fn%3waois2E5N1y(~QF265{I
z0CKGMYj4}-h8^H~zf8UyI4V1hZSic;zxqi@A*5$yygL!%zVln2EHTLj*Ihds!Q@Ha
zQP<&Ct}pz3XY0E1gLdsD-YK|&<OcuU1;kfNps)WB#*-8$FM_0Uc4JV>O$V{WuSvwO
z=H})?m|&niM|E_2LE8h77T4?P+)nn8wB&lLMPwEhmhXQm-7YpBPpWXVe<-S|iY06x
z%Vp8g)8~g<Q_RFb(0JFs`deF#1p=a@kz}*+0p47)qbI9POfN4lkgN;yS#n98leHEn
zpV^&68fEj`)oNfLvtd76YO^bZzy{m~5ttM7Yoev-VdmpYf0Iq)uwgbHM)kb#dA^_d
z)V4FEKe;O)$;Ib+YyJu!RN8)M_nm`7{KpSCM%~t+8l$0EjHlrer`>m3TiaVsH2io+
zzuQB!@$qp3TU)t=4=zH+zBdz`8r23L+dDdryd10A+xhy3hW`FVmfSuVlX^7zhgm1E
z=O2;1|MgcY9sO49)hubzz(giLKC#a&n(QrkxF3}Nha$O*T<W)95246}xsoQXuC8!!
zaM>e{6h{@vu&}T?ZLUaJesA1zSpZp#@qoZUhy8K9bO<3%Fvi;tCE}Uj?gL0@-(@#Z
z*pU`=IFmP1AdNHGMIP??aK7F*TOfV)0P<6Q+NA*0MnXw0;Io;^yf#qK{5lki$3!6p
zd=U{5Nu`&FN098zFzqD<jwLggFV|AOx}B{w+;(R9f@x%Ny*1(eIy*a4xE#p%eJ&wc
zGQE(nEVI$zmr{L2MKu13*z`$>_}d?v@t+3w#(wV<W%=fs$N=mh-DUQB^G^LFg)S_a
zOD#D}0iTc`^&@wm_oDqq$@)JVwSN!ncQXyhatwBGb1Rb6ixxs}|DMqP1B!tAHMTu9
zpsbAU{(K(5m_`vYpRurrIV|b&&H+3>$nvwDZCGz}E22iXobB}SlFJB}?R>eG2G8z#
zaHs{ZwXvjGuhfTk>J8daz(?qeM7l)bbH;QwH`{LoOm>|t*HQbh{0H;;KaaetvrIQZ
z{qO7Gf1dyMlaPM>hwJBm%1uC#`_Og&M@#PCMP5MNAIyQ-c9gj9@;%36@9Y}kZ2wc)
zf7aZYF9z^_|JkGecUHec|NrRP2M8ARzv$UN+LmnDVm3B56`e_ta#8OQb8{-q&CS#A
z?=?Ojtt%LA4PUUaW4?W}{fMai+OqjF?x>MyCYXhJd1{~-S19l~Dq4ZWak`8UA&L;F
zm;kZpaq4+L%}@|M3O7`;ughxxWuJ_TAl7{N!)KUAh!y?JV0~v5*xIU4a?q-gW7aj?
z6dL?p*Y8?3{nidToSfdW?yd~l+CZ^l=-zx<W+jivhwW|*e2)L+%z*T-lNT!2;UW{l
z?aA*FWEj`#Z*w5`n(lGMs_PPD?8)kHvvtU7li-TTeE#IaD!+W56y77h^xTWbiDtap
znSN^A{UdqbXm<K2gn!zlV1kU;=l#0!Q@@z=NhK6P`E?=ClCA@y&6k+QiPBX(bw!3(
zR6jhQ=3Od+$g6P~c}v|j`vp7R@gF;y7!D+*ov%XP8>~i^zN7Av$@RnEy#XqwR)ScB
z)gu0JJ?Jxl$rWaV<>|om^nA`IN=92${`o9#;esmOafpu++{nl*DIEf!ac~Uwi19r!
z%t>OCVY}5pc4dsCIBH@{ZfzBMk@4e6Y-#JE5S!w#pXovp^-PqH^Jwe&uH1E2voxaG
zb)&T}$1J^Ag%qK)e#<i?wXZIl#UBVDeN7OZI?I`xKnf@VpOBkmR(jq^26?NyCGyYc
zd!arz|15&oV=ZEwxnoUO5n?mkW5rNQVw{xYmRLqthd{;lH*1Bxvs`sQ!D5R&n8+8?
z%W;v|DP4r|bc4c!rGnv}&)6O%o(#~ybl>Mg1Ut8m7@WwnG@;YoZHT0;uM0^{U=3v6
z!ZT!8Z&!&T&+d5D$V?1ODh{3|Xr(oFPnrnA>=uSvJ5Jk$zofnp{(o&MSa&GX`$&X~
zH>K9l;CsiLF=k)GsutL9pYzSmAm8pYWaEkG*YD_u)(Mv5EHkXc^iKSM4r-|I?`-~+
z;vZMvH%*OZ3XSII6#IsGnLyHOQLJ}{y2S>SlT>s|MJ&d;#_ETW6FhWV*vk;<561wg
zgiJkb!biA?#VjO)(IEz)K#<yD72_J~ao(b*pbN7XMvjNX9X04hHYlIi9}r%R7ZgVg
zdq*u`5cFoV$xo1@>UXRfs?7i<fw*vf*Wm)wMe<}k8c3q%Gc2!QXrE__osV!M(@tLY
z1QF9~0=HD}$rB_&`zKRO%7js1^4*xX!AP_-3DVtUqM<U;(3m_lN4F|p7k8H^y^~&s
ztq(!{r=fswIA86qvl;K~x1FYBa#SrRtty_iZ6v{z%lM65P`Nh}u#od#D;hI`c|`Sf
z<ab8|b6MLzj_I&<9>`N+1__uu_OCyY7rOMn;8lRGa@SFV@G^n{Ef!oKfD2$N6i%mA
z@^RU&NOn8GjbMs&xv$HQJBgGNjMowQ>xC|)_zE<1FG0I&@|O_u-IuCqYR<OKz<X-f
zL-o*eqv`7dh*w9<f9}KeUjG?P@xDp}2k20?yS}*fz^OpC4F!07_k`kkX^@7r`xpRY
zgK{#3>;{evd?=KirgpfH4H@EjZ5ZmexX9aceI23h59vaQy#v#Q_Ln4V6%MhI7<;pP
z7V>+^RVU09m!CUnR}wv3g`0DFe>CXz^2{)bw#N-v=sIa4T04JbZ09^)WEyPe{ES@Y
zyO8!0b(FAKBh&>Tb(w|zp;O$|x_LG4u5qjg5PF+;pF7lqeN*2d(aaYh%&!~jd&YTf
z92&kvF=!R_Giumo>IHT<(%pu8FB=ExJj+(`h&p>oR88p)*A;aefo)<@LW0S61Ktdu
z!p@C0tA)DGSnldd%-vM{_U!F8-Rsv1y59bvvbm!3-SNqJ@Yt|=`^{t#62)c(EqG>1
zHw$nPWO`bo$P1)IF~@QpCZthj+_tJkpw7J61SMy^Ozjn_sk|Jp{wvGi9UBI$_VfQ5
zhyTQ1g6tIO|H{FF6v)%;miw>E;B}+F{de}T#~cRtNc-de>hk@+T6f-I7!sLacEpaq
z?7X9&2K}40{{Q{|fAaxSKSI2z|8DrAOh5eh<M*$zh<YD-g51WZbHxzBRkXWx5W(jY
z*?;F}|A#HUGQ{oJy!$fvp8ouBVYD+C-RyjXuB5E2sHpf+T3Wi^;x7!uK_7t7=p*9e
zr@e!Ie|mbY>IBoizC)z7SiB$YU-bPc=;A@XTfM>WGW)H0R~oJ)$bX)&;BLS7rCOY!
z9-EDLoNdurXw*|<UmX?1sn2&0jo@Z=&Z8T7wa)8fbbg28ounvv)y+b7<!Y!dvnAxn
z>YZhm`1MCMtb4)s(c(xn$n|o@<JF&h@p9t9>x!Nm7NCc$alMXvd-1pP?YaC^*!$|N
z>hWX^8WUS`ro!n%M^S7O^ug<b{#5sM<k2vFg{U?xyc)`_U~we;K?AR?nbCHSd&ATx
zaR!ptPUY8UatO%w$du~5Q1X|)TJS0{EZMMP?#+V&p`l~V3y_0#tZaHgDQF%j2iJfG
z;T)zQ#;7VRJ~5bvnsr;{SjyIkS#Dypr|S3=oHT!EX%;n4n6YU@Yu?H6NQXBTLrGRw
zjP74arNO^}lC!bzPUKZ(vYC-Z#!?-~5HoJA{{FP3t+{mThHy@WP2Qyv!yCy%I=o)*
zK**R6T-F~Mrmqyuu47S)y%j1BJ-UHtllSs!8!<CaBS-+u^X_$JLNN7-JR+nWf{RN_
z#C`^Tf~9H-C@WCVetS}(=glau_K##y>sqh1fMDvkG8kf+nTNkh6td3+UfRqodGITr
zt!z|4UT}HF+2ZTS^wqM_a^P+SDm+jf+Vdh_K-5;c8`Zd23wmHelv`ex<4H49=EqdE
z-~JfW^IpklqD0kzb^U@o|M2U--F<1VV?=-sw6Ql1fvAHB+)ebjr?+NB7IB*}V_Z$=
zHBe$l-}>hTH@>Dx^A|IP*3lpkLhzrS&2AWDr1%#vx%8nA+KYa+k6U7sC%?bk_m^if
zu3T54WyOVzqZi2I?uIL<>jFp-F&>;AgMu?oK*ZsreTDe_)QPm-z0TVhQTVS6Cw6AQ
zr-?7d$)ht1a#8ag>!_tWcCMoP2HRJnE`(pS1;Ju)2Y1Tyl!iAQ1oRh25%R)kEqk1>
z_%DC*FC&AK;GEfdj^W>AZz9#%E+>y+5xO2dMBX*DwIe;Acdl-hRWPOY4!6zxT@s)+
zce>BA7T+@hOp4;auI%9I2YGVj@NW$F^Wqa58t~#1JW*7?-CV>_7=R||^LN#M+8O^e
za8sto-4Cu7Uuo|2QR=XJqZ0$dnvFz0?Puk&FvmTbB4^ou6I!R1u|QI%BlPLR!+Ofo
z;#jAiAITaeeP<5!)&(3{!X)b}SfGe}wLn4BOlgkI<EK9_hmbW=8=XwhV<xNT)rG<@
zAl(JTMu%y?6*$xL7HwmIu7!)WF{~k6ycefo1Kk{IT-SPK;3;X7`4pe;XnvymWL4z|
zM9IS5kEP^=?b}Q4x-Z&dp=eB-znkbzwvDm6_$tu4*2aRhLnXL1-ULnBmj>W-8rRO;
zhIaU5+Ea4RaHu)zCG#d8xZhnJQpim|uUL-7s^L{Zuwku#od(N(bMMCf#jO%I-jqpo
zY`3f;s7iH+RWCtCajJd+%m~Fas`bN6!ZrK_1};JBiz~0_^FrDo$%}qywwazms|z?y
zHREso9leM4XE+fuv*J<n{5q(|*?E56DUsoRfWM7BQJdfg3^_`}gFL<lE6=vH?OkmK
zmp7snswvBQ$p@;&5&cA)YoBP2Cke8*uu-whdITc1=%x`<w6=7q-rBtU*kl^;VfaV5
zyRGv)6wq-0cAuC|k-~?MA3jKm3aP+{P0<Iow_*d34aXr_Rz~_RrCn5I3L#8>K2dBa
zjuyo0?A_>ARLAFei?3Io#*q2c`mgl%N4Yj4wBPnr=vOfE!gk86AVTZ8VLM(ei~1OE
zI}E2>d3x$#=jx#nv32JagY_*9`qdlMKTmsbx3&GLM>%jvo0)Yy-YoEuu41Hs3f${b
ztw*l3&A-1Ym>a9qUz>d<lfAfH$g$-AN&~63a?D_1=~L0aNLba_62|lcmpgF_kg+vx
z9GHb)D_UHd69dHBh#}R80%55!ym@+wjl8_(^w}<c|2XCS9hFE>Vpu*qiw=_iBC7G>
zfq(JLFU+J1AZV(`4dqi_y<f)&XH#${0Iwa>Z?HJR#V0ddbP@P!ec4y9&~Q?BJ$kt(
z&v~^tp@NyLlB><@RsM8}_1Jt&M0eE2sPOb`gum;z^u~RihnA(bq5xy}R63$=GFrO2
z<jwby4glAC3+&{v$+qh%zNjGsu3r^txPBx0^O^ONXNuuOVk6vL!)E*a<-9Zf3UTP;
zmy%q59;wSC1-mF8-40N=BxBF-)jWqQAVjj-3T@LeAW%QJdtR-)jsLW@YJ*72>Y*Tr
zK_a*2BuL8ZvZ)6}S!BLay*?EG@g$^{zuqnT;nrdAzTw1G%wTzH@z)>a2thyI@~1{7
zVd#wJy^D@W-7bl3piYdiuNCYI^9_5$$w5VDm=84(DP<n6cP44a{<FNkhz9Bde+hEi
zh2ipo_VD;Gvgs*otInhF>BcpuU)uKq-IXBXtu2fK<cia)zM}QHN|g6&3ReP;;(IqA
zy{qn$3J8+-#J3~bL;$3+)E&E&%_$7s@;uA%d=6Z^P;|%rT~`0`7f2U!Zgp}8Pk3Db
z2h{ml`1$IWSAJH%*<vSyl)#^~S=1h!=g%;59a*k0hje<!k<%CD`Cq@J5$_s2oiIM;
z2gbAn1@Y1Q#fOeZ(AKkK7`kNh3p2Ppm>3hh$U0-k<R_8n>mhNnpp31q<aKozTGu@~
zAp6SGiCbGxiiR*uk0?cnRh(^F<$8^`vlM)wOSt}}su|5O2vvUBAQtxLM-%e3<+$|l
z0P(VD=-1|msOtIx2Cx?0>AjCIqwf!uhe(D2Z@$B|>Cn>Jj^<DJ5mIr=y3rp1#2{@5
zwfs+Q5D;&<nK8k_XG4UdpOJT<*-%pm?JX{uw4?Rw3$`FWfLLEEC8s0C3*A*c(ZEWK
z<)2rNX2U}S;h$H&I_L{Dav`FruJE*vVi+cb=Vm1@EEsrbl0p#2dDV?DlQ1E;bl-cv
zkv`xiR+E-|pu@O{qbU>D#`vfPvqak8e&zVc!3gVToJ7*4q=-EBayC7s)&_w)5BH@v
z6L=q*`tN<@@wPD~T`<NZlh%t~Fa#vGu97TiJb0S}RoSugcXu>|Xb?(Ex5zeuHEHag
zX>@~m^9>CeiK($Z9+bnC<stka)QhE*Z8ix+unq)WF?C(DZ2@34Q8l-s?JiZjpKAJ8
za`R_kv~@VIt7;M^Egs>Ju0%%;1dEG!*$~SPc3cXp{<B2V5!V>JfF6v*lk(j*@M+|U
zE4j)L+Rf^=29k|<w{G?$S=Hioor0IG{BoBF_FYLULY6Y(esgLE*ctqJ<?1PY5qWBI
zFnUy~VoDzep{7sEi;t%*`$LyhL5h`Wh$PjTi-Vaad}Cq~Nm1d~H*xQAHWmqz*fxfC
z-MHv9$Fs)i45ogLn-CC=KIKsStgxqz3&W<3anPOVf<5bZ%SHguOp}H~`sB2`k53u#
z(^c~rPz6vE=*rzLerf=$Fby4`6l<pZol}Z^N$Senv|ZoF810y{`hz>lHlLu8cC3d^
z+o!W2hKa(|UB8zfc|B1tY@X)xXs3UyiC*KO!HT=rBO?on#Eq1q;7Z;!oOHYO^iVCS
zxa@D$t+alf^pW4W<%QUp!bBY4l^lKvUaw^*se)@uZx>!@KME{zd9}|d7y!VR>Oo_H
z^QDSPKb@qtX#qyN<^DI8qWldQfzta}d8eAVJim5Oc$=R!vQv4QB>xZP1?X)YNq+ZC
zeVNg|8J%q$t4%WIUi7ID&uLn+Uw@f84-7)E^ww&wm}Zr%X;rTxO`{(NbO?PFN&1oL
z#5AYA4G;BPvo>7lW5HdPVKwP*kkbt^)spQlsP!$z#V!le)z7eqlbpt50sTziSuIO}
z8@(So+|gxlQbneFH;F;YS)I!bR<O=*)?@^M+I{^q*j}*m13Lnfxh!jXNMc!7`n`oo
zC=htR{n0a$d-YD(3OlK?#NX$ytE(h8LiBPz^&gJV6k9L2UB0&i(%}3%kRpitw`U{}
z6_$qYh_a#rS7Gf$c8`CKu0a_S@I@~zk13KX&!LDI!F%I)Lp_u7lU6qf&vcmcfsIKc
zY)?9i4(4XepO!`8&TJHJNw6OTw0=Sn^3*f423(wu*yD5Jl2P*}^2zo0F(s3p-0p#`
z%G+GCAJ|ZAk$&YdRH9@?+=^SDaNQ9$Po~2C8#b{$GK8prj#hHxc_2U7<1o64+RP)I
zsr@ru#E(pI0ERFtGjMuc^W<W7;bJfWrOPV$?APXH53fDg8NDI!J1aK)--En*G+r)W
zKBD^zx>JQD?VoFXe%s57V+v*UfhU~AJ$I|I^KXUp93S0QZ}-}>CZ3IeoUi<sr`8HY
zSb@8LZWLT4n!HynwyOW!B0n<56pxNc^j!Fnovjj|?5$3LKkP$43ogxKuw!AxZ8S&D
z*(D3!i}IhVn7r=j(8o?H-v1IVM|Kb{zH>4he*VK1uM_k#YS}F5uCdXB_L?E{KEr?a
zIv!lj(tui~l;~3*bUVWV$KoSLobdyE7~(J*3*b1kDmcx<aH_fdV>nq7lWa(I9_sKg
zbFy<&%_m10W49Q@_4bQ3rb=b-%K!fGBKz<!)83C7K1LijMA|q-#bA*P9p)be-pxyr
zD@N<?Nke^ZRM>E{Gei>mN4Ql8K}(Y?dL5cH&_@+MU!tpf0=(L#mJ$n<kd4cCZ32;_
zlb{Ki_P1ko?yd}Vxlw0L9LGIMS@kflsz(+xo!Xn(yKql#BI9&bqt&1Q*elvO9bs*L
z1nG(XRwgU2M)KisT`jc7%U6apu9(RrwYlh@=h?YVwtjL5ufIAuT}7@UNLP1e7Xy63
zJqze(E{FUS>==t<+}qSOaBUgZq*WCI+wH>XNy+4rdY_e{p`Ec1S%y{!?#0*cHV@Lt
zUJ`YKtUcJZ!XGuZt%D81&#w#>RoOeIzI9&-Lk`@st=<D*P6C$aADR^fNf#t+)7>3W
zAf97c>5TaJ5E(UHz1?mm*cRmkSzxfXBlc@1ua9u1&yoANGYej%FXdFH6y}L}hV0eR
z@Q0|gos#R*6M)?MkG{WA=qZwq5oY=ctL)%Y=?klZ$$W$55i=w!9MGNBc58=BJA`^2
zdNsktONjR59^L*}h%wXjcaMy95K%>WwRyf<-pT#HZr{a$5Hx)%5=89!@#SW!#{0<;
z_v_bOhyvZ=dK)JNI(%(iox>~GWjvJ~(dl3k!mty&wVUq+?0F|%YIUJ|{mn<Q)@ZZ(
zUJ}&xp6Y|6#O$O@!Qs6|1oTbTaCw9W`?}!OXg_x+8!6aW^!BOSJ@-t_2Qm8c`m#Y|
zB(H~5wESfJP?l#0%WIuBkIDt--io5S?siBEc(sJ(sPrTT5_(r#zQW()f%%C*n$X(#
zX9im<6B_OOKrHMDFIc-<q(Qr9CZo$kVuy$8SaZTnDPr3%zRwa6T7^fWDI8{YEa1S(
z&LQ_9uP8|CbGZ0)^ScnEDWPA;-EK}qBs?TbUhutQCM<Ivxp8pqV_r#joUeZ9{*JYU
z343evA47M1D;Yp~_D$2`Nu0({O|&Bo(8wRarWQs<;G0<{nP(W2wHTi*p*u_%(e`3?
zU<7(UjK~x}^i=j|<cG`b#Y)e_KtK@&D*F-+dM2>0uBY<^FQtVJ`-HktIOQL@04d?F
z0XNjT7px_Y+QVl}Ic@;x6<7DQ9;a5)WZr#Xk)V%v#ppU&Vrp^AmBW-MY6v{TfVOWN
zF@K;mb5Zo8e;hHmf=0gyxn=M1MFFbS(`s=sDBaOn+Z6?ahu2^O|C|{MZ%eTiQ<(gW
zqlSqLk?ldC2MkH!zhUl!FgZ-y&HMDzA3l0N!EVpYhw?U`|6M^}9eiHw!m%G#tLw>e
zFZWC9gQ1E(j8l)9LUCFpu~F<ZwCpW8^lpDRG5TUt#2?;pAx>p_?i+Qt^)bTp(hMEU
z&=QzZpqr_W;u|TVu74NoXOcAE{9KN!k8+<cng1EGcbBjtd+5%076M`>YKasG&y9`t
ze|;(^mUL$BIli$tY+^)U0fq1t5zt;fUBDlXvdqLcD&!Fm?d^1ch>XnR?)&H7p1D(8
z=+RC>J!e8EtQd>(-WMdo-pV^{vq-+@gE)^d)?}I6E3l}DEd%tUCi}|kMl?W+8FD%m
z;lrZu9kFQqEezI_eCxgzj(x(**jifO9$y^*wuO>g=Hq`Ey6~0^Kn-8U*YG0mE*gYW
zV!73_+(Uc?*2Kq4E2Eo2Pg%V?>9BQQ8(z0(1<<elmQYw{Ex-^p8hW=~z;_(<VO0qZ
zt6$*XuaEbScQ|MWOcDb#3pHNV5x@*>p(z6y_;!f-{O4W)l?)9y+u$YXYSVHiJ{!?*
zzZVVWkBo11U2z<wTf0McGQszfcb!jyd<$J7-gPu;S+YW1^C+ln0;f-aEd!_`JGo&-
zi6-I;Ltz})as0!N$~m*t_EEo!y^j-AcB?#ord*_c)Bi26Rhsx-IOODmZi6C$QRAB;
z<+XGTH<Q)0sEJ(9Urdo^S^28%2|%){GB$YrM%=88!1CbC+F>?lcGhrOePNp+e=CG5
zS=y2k;(J0&W-1p-_1Ir@cwF#`8ohSmtwZYCc_Oj*j-~w*1%=N)@6S&vG6(QpAH0Tu
z)BsaewD9;E)#Dzy?Cn@S<2jYfuV??Bw;-tT*36hY-3*I(P--#3t-urJ4EgI<Vy2ke
z#iQR!L*FTM(B5Qd2EA~Undd~bL9g<N%qMC*3vOyL>co55??**pMEB`e$JOG4Wqx!+
zW&HdGqnzEPq1=ZzW>C2ymj7JZuRf=^Fd&_@wUErIl~?zKe-iCFtI~$;{Fp28`LMC4
ztzzCLPABStk;16B$m6CQw&p3th4k}@S1ak9PyoAI-Sqn=hN!%GMVsF)KAERs-^K1R
z;d67Ep_Kqi1FTT1Id0Ln)!ok~X)pWw^&@=*HjV;rY1Y^^WAl(@gBEyq(IlP{3)$X3
zgu5=tA+*@|X2doY<9(+<y-O!n7*O$NxwVm=eiy}R_MJTWxaeH|7k3=KK5VXQF|Xs_
z>O_7a8=&>xK2=>(v{HHCd0Sl6pEM$azM&qt8}-4fIwn$AZGm&Hjl|e0@#ns&0Zi}A
zk1?PhLqR5J)$BOA@?la0#D-O9Lsm_Fo`jQBhWjgU)+x(qz>gdnE+k)l%-*7xKrnp^
z!d_@U3rardcdWwrR+=IZRu&lcZkMTm06@8KWyQT6&3xl{IAMZzh?t2ghTvmu+}k~F
z(U%vPCgg*7W~V+~>lCyAW<M)Ps(fT;R+hx+B&W+NP=@ZYC6#uct+EK%8;>9H6r~^*
zAT4dC{BkP^>&}Clr=u2}1WTMZb#QRCyT}PNs`Q=m@f$GOFFjehG*J&~XzVNH|8@90
z1K&?X@L5~h24AN=Ax5#IW2U8oFbGQIrFjPc_I8Itd5Hd*P!Y5cNSc)aGd297i|GVf
z8J?KVH&V39V(7~J9qtF$OM2%?Z|BWOO3M|1!&`V)8#tfCb^CfvX4v$w$WkP_3tK#<
z?<uVaLwXD^BvF~aZ7M@VP~pr(Yk};m2r?2Y?JM{`4oNb?2Utfk>m!zfUunR;PJ}gS
zUJ9#@$$i7gmrfjtiG39^G8!JS;3_~*gjfqao|5zH3oF&FYhOD{Co|T~<+l<II#UHJ
z6uK&4->EH}l})6oS1#t+*7R!YstEBc(dqnZpYJSD6xJCqxt5>)qRbqnjW~O8ZpYo(
zAYaXkB;11yC$lHy^D7$mVUTLqnkeWJgz9BVYh6)~Q=;3R6r^ZZFMe=8iHZ<)xwCI|
z$mYvQl$i=e?Ik8KKih{cFmZ+`kAs+~K3wDYEbBRuQ1{oM&tb}k+KAa{#>4utlCu|z
zu-bCS<~F05xW-Rzdtu9zRUGM3;^3a2WEX#HD9bK)D(KbS-4H7M^eeW{!`ZRFO(b}}
z3+J+h*y@ZIE&31QlwsdXCmf=4e<>l_Auo{0@IAF$`whQhx`nXDpVW8F8``J$VRLKb
zVJlzed)dygeyqcd?^lAeub^si5C_R=>_}hv4UL98b`KY>(Zm`3Er>YuP}1h>1AKzY
zKDzUlK;Kxp?un?`!2@)qNM<@(#FIb*R7;xP)JN~zuGFAIJwWyR;S_ulJNu#69-j3l
z@ukI?&vL@#6iFk%%568MJ&1f7leBX+YECIk%FQ>#*GdY~(%+mE1T1U*<A&a7zXP*g
z&QJ{@EG3ChU)q05CEQqZTdQj-M}B-z0*<lupEt(XqhH49kcR#l?0|-#war0sxYqf7
zauo0fZ7;&~jkVb$oZ1o6%sh0kzcUC7Y>LlBd>b1A+8eiggk+IC3(dBX9Qtyp<ulQI
zt80Iz{X(O)w5n-o{$yviznNMGUCwpxp+q&XT?;jypg}hM<0m23K#EFyw6bYTHS2We
z8?}+ux7i^~%mo!Adj~4;CB8Gs13BWM-}lCV1b?*3Q99->dg4Zy5O>|ZRvu(y%$=JQ
z>v9{LPz5%$1&Y0$=rBxCmz$u9pKSzSiTv&myD<K<^v!R~!j2wT<J{iwXT6Trk~E@e
z;_(2Ky`;^uU7hmVYBAVw)Dt#D777kRHz-|T-%hds7Y88+pUCNLO(--7j;5A21&?D`
z|Bv3!ie<5-Lkm~|7UBmfla%}Kh=n0ADTY;q0%!6}gJvwt8jD)Lb{~`t0WfPagMH_E
zJT}u8rmWUaAxo<pcrn6;(A?uHE6^6?0*}kR+Py_S1C?`RU)nMPv~~Gsr22?L9i=bl
z>vYPm>&0M=NEgg74b5eE&g=i$1PaX{;GbHS7(ypC+UG<g%6gZRx0a&^8qTr=^$nrL
zBqsrdfTY;82``Pw$%fW)$c#&?PK}`x3k%Ldg_d522}!{p$<8`&RXn)Q)zo??1s`<Y
zuOe9K=^6T=YPsU6yYFk!qv*zaKx)X<`{s!F<KI_|Y>;4f&2qc4b7H7fRe_>H9O7XV
zDU2+E4v5fvCCMV$eI6XJS%RmRB9f$?>QqlQbaVsF5V`Dz#)JAkai?g<;tHYncKTbK
zh`Cc{J^@&AQNwX&jsn-PvhBt|OYTp!V?b{p^5o&S&^v;?OL1Q+a7khx65ZXW*T|&3
z$J+c4KEZ2<;wYxS4P1p8)t<k_>n%bUbT0e8ubpic*4g3W{t@??t$IU7$WkE<ZBY#D
z{CsVB+nyC*yH7@7d-lmHlN3S&1e~1V>^SA7>@80_;>uEtAgpTbT~CqcOaNbc(h>~t
zwU5*QM|;W*y`LyxtzN!@hlC!KEgUl$@!K7kl2$gGIAZLr^ZocX&Yxb5oKlSV6O{v&
z!&@}=YyweD_;H1gg{twbotF%z`@U;6w*BDG_Ekh?OLBE39sbNtdzbV$;QxPEI_K~>
z9=_|hNgCTuW4m!Swr#7i&Biv{s8M6vwr$(Cp84JH``_leHnTgMoyiyHd=AnqlZa_f
zCyn^%Xw}~$WVmtqshGh*H4Ey2gZ-_5a>P#a;cYCZx_2Wt|1YECc<ihPr&p4GYEsp8
zBt)BGWm5|ZzjSMiWKztw)56gXvA0D`snt}`4LXK!1;xO~RMidTJQ$*h`LQ%V^1Mz~
zIc~{~OhE2Yud9fLd+{#rga;QB*gi&R7uIW$y_aJF;<0krPq&X$<3M(UzWNbcx!9fX
zB}T1-(TGm|hWD?S*+Ijx<8qDDRV-7k6BrJNP?UG%DkJvXe`BKC<4{*=e26)PjXME$
z`YMh(mroCPSK7R2NEF_|0alOSEskUU>SHFtn2Aj4$W+3-J$t3qJ#@bVjtCME-h?q^
z?(XKQ1M^>gpUUvtFkkalBlZi~-;r<WNL#Ev_<CIJ7=F(W!BN7YYMb(*r)mC8uN(MD
zeSE>X*%e35CiD|-gu%J5%y+oL;n=}QguBZP!bf-bt1D4QNSFJyD39HZR2|P>CT0io
z&a<^0Mk|r_@NaB3eZjLL&4^uhtkLybp#TcylMN;N7gRHb+{HB*f)GrabBUQ2a<Iv_
zfDG`$Kc-$}8c3H&u?70XzAKGX&G%pAh+>6L(N^sXRqf<>mZCh-F8IfK5+BX-o?djr
zym_~3RTZ&N`IVRazx!Z^hWZT7cUG2{93<H>TYt&G@(bRR@9_Vz!zX)i`)mwFSbrK`
zlEHg^Dh?ks`!;!f7RdO$-2n=W2&u_VOKQK+_Zhr>;3-*Q&wAtAai#<?!3mmeo7{48
zrpyiW%KKNQbDH&<4G^R<;mat~{Q+_*1v}RJBsq!aUq&~0P2Io_KmOq8Dd^Xh=5EO`
z;e<NW1DablMn`!cekWr5F`DkwYc368_L3YQXJSZ@MDIJ3+q%zPpbGcD&+=sBcTQ0@
z+oH=naJ&SAXy>{9cWTizjNifc=gAIliNHUejG!aF=)UVz)gAYESA53ulAQ3s?F&rz
zQ|?DGgc5vO#@@$~YnpJp21)5_TS3H$_-h(*uQe0HXsP4}4GrZ$Uz0W(1)|E1<kY};
zBj$g2={@<jZ6(I<5IBs!zvBYuO@tx#ISmz5a4&+77(zKnG4`u?1Pbtf3`Bx1;;(bD
z#aH64b5V9&qOklJQ;cj~`BH#89s41cv56yQg$Gx+*nXCawOfN~?N`YouX77-$Up3N
zv8MI)&}cBsLm~n4to5tTPIr-=sS?bL97NLAWm9@XgDE|zZJ8<2w6-xBu1g07dF*mS
zl@(&Kd+==*xmCgdq&Am^hPihpib4@nb<sdhj&DPDvRl7m1<#p)fvP{Fj+f4@TChsv
zS2UNXJ1sF<<D0H|*_bL)2!%<{%Fvfp(Am}ytB6#=i%t*aFjrV{QJ<I_-qLMU6@Mp$
z@D8i}`etwpW4gB2lG_80Sw(9!0&DM)SX?P$-`~r!+OTzy!eA{UUk7gK^V#X2on`f+
zJYa-|c5_xL+gn@7hJyX$m6xOeUcgC*R&??FU2Ng}c{aLL{quK}FaL(<SggtVhSLJf
zxrOz5R;bZ>R#MrjS5!Cc<?e#_g^Sn!<cLMNUXU5xPqEK{c>!?Hygr<x;Ne9AV-Lgm
z64j^eP@*c+QA}RI?BI5>CJ4xE74#}VFjt?H5s{G&S6hO0HmjH*uZKRslMtMgbO_ZI
z<u@=Q?2tA$3BK*KhO%WA5uIHZs$mdjQ#kL&Q<>-Wmp-Iz2f|NX*_{h_H<6gn{L~_Z
z773$Ou#^F^wh?`ylMYw&soCh9xs9WOvS+X@<_ka8pC?L8m@1n^u8C81JI?S9P~g=v
zW#HE3Y1FsPw&(|cLXB2UX3b|ZK5!0_ohrlqS7?}rkjhvz_A+mz{r%)6r>lqtgo=D)
zr6Pg>w<_UZnb@aLUP5CWeGjWEiJdNSPpcb2`kytkPd>&gt2^mg3`gD7Ls^l@v5w5e
z1>^&-8YEph5@?@&V)Rw-k{z}LLx_e(dherhrakA94&=56Nrt-OKZ7(Px2-7pTI43E
zDl7Uo`g+VP0#zv!n2ue32D!Nj{i<bVmw{I}vL}{3+*DbdGdf$581os$BWzglzhA0|
zc`{4m@N}eGJDdaXXEG-{zpf?_q3x3ldXG|&Z{e%nwZwM0fwlh{2WZQ%y#24k1d;r7
zWj#g;{H+j=I-2`(*wMwi4&0|&ret@1MGW-iPEj2H0G3h5*9LuAJDrco=`^0Wp+h}r
zNz}Kqafo|HI0CdUDxpqNc+QT0DWR?1TML9j50?$R;13YD8vIMFZ@6E+V^!Aw2&D||
zD3t^C<}YTTe3YPp0nz|s-d`{I=UCasf%l4OJY$g*OvOeN2iuj5JO(1-UQgUoQ`4*X
zRvY(&nSDlNhbbJRfQpVYH9|5|l52@}#4sr~7ypNx)!dAsIQ+qb+aUv#a>vT4xe9~c
z?KVSba_THI^%&x=a1x(k5mq0suyw3?ALSMoAMq0A=AEM`5&`9=`LR7MT4I1T6W<i%
zS9X%J%R@xw-&EdlvrUKtZ!f6?gJh~&lH`2Pv@kqS9y6l%-1{8hcxBul@QI#H-{07N
z2J3rQCigIA`NinJQKLGEKbb#^)*xHn50iO==HLQ_&ZZW|A$a(#1Mk3ad=H;=$#Cpu
zO68z0Pm0WAci+%&7(s;~ThFlOK+tw~b>!8N+{4lG2y9k^QJo{pz)hoeZc`g>d~w0}
z4CVamfqIyo+DnkziTACO^OBS|t3~X}W9Dt^3}xGX`4vn9iKh_l&&{hw#OKL-$?3G$
ze>^|A=0=GQ*2%K#ZgOitK`X>vdNNoAKZ-#`Px$i>0w*MzQ#Y#eSn$?1!3{B}Z!9BF
z$NkAqyEzZwsj7#w=zP_AGn6q3FMW8E*Wo<I%#EFRyqu`tDkw2`*A;l2ADKg2laVjo
z90dO6F_R=ja9uW@oblg{cE+_7^)jYk&+Cbky1bh9j11w++|>5C>(fGLKwIn(-ABgW
z;t^FA$6)oJ_$uD>0N;-?=yihV?O_L!yOGf5v^}fvYkGQ&n^vm9QU}KG*;Z{U%Q(dB
zBiEKc_ucO;auD%Mj1xLB23|FZyOczTgn%4`6JG^!Li4sNgbYAXKzGu8PA6k&9DQw5
zhGIb9^P*=P;SeFl`%e`S6}Z@9jOio>BWV^j?0JXOtP(R-R`!Pe#VBXZQuO{<$w&Kt
zvxsUDnUmvytHn%|Eu#R0%SNRr&B+2sz0LM|jF6z^Ucd^b_kiln+m-pyt8NT?^eE3V
zVozFue7a#5jBMxh#Eml>^m#Lad)AzgLmKla;;xSb(e&GJm$DlfE~@I>*@)DkjrDCk
z$>D7(B?1`!zcfWy&l%fMm-w+^4py#VMN8VfeE0r^1jaj7?Vv^(796tVN|L1=>iU2^
zGmh|aad73x(ofk7KD96lrk;zwZw9c5^=Z9~`%W*eT-byM)!3gb#IP@TCxjg_A2|*8
z{WWB8w}P*H^`PxJdI#i%i7{~vSE(=Z$1en3v1jJLeb|}-N9?Awd(J6O<*MMduIfF?
zx;VlC6oul(bvI0d5yj_<bjhSF{-iM<^stGLucY38iNJX2s~lW8g5UD0Gj9CeJD~m{
z+68~tw|Z*UHW<xNS5(%HtVM~aUQgU3SqmE(cwuZI$xo*DULUt$A(rG_bNaJd@lpXt
ziv$|T{}AaY6#BSBgnjlqi6hDv?g&AW9;NRcw7T3`TqfwYvhKHLy^4Gxq*cPh4<F12
z(2tk<Az##$t>2gwrU^f#cG^0;w5{Ne&!GJr?Vw=zaQ1>50OSbj`c(GBGEU$J!P(Vr
zked0Ssaz%A(zHLTf80qGk5U0h1CaFG_04UU*RS@{&p*Tk-|Lsug)Xl<H-sjy+8WFZ
zxkCHVLVx9BUurV=(nmtrK(NI({<Mf8%;X{i1@UdEcXAY08?(dz&mXOf_6-F$aU|=&
zEM4C1V@rQEdYkH<(hVwxWa1lUH@{lPR~s4JY0T|jz#+Ygi`RJyUL6-|6WSyn_T=)M
zp7tWg1M$4tJvj=i-EmnuC)mCQ;VrzhioMuLH`e3^(rZ4)q=<$WdeZiX#T&bXsvd$~
zMdX_@3={-@lPLh~EQ$T7GO3b}G9yJZAolQ6wDQn_j?Pk!z336f#)hdQI=YAQPVptE
z=<o@`SnoY@lya&$s57zZ7J;$FFj(#xV5|+VgYB-<BLl?I7gt1NJX`~>gxtwRlh;}y
z&yvk;xr!qr@{rb`SalmRXcb8o{^tn1fo9FW$;ENL9p!;&vH>m1L!iofismoda%S#}
z)9@byU~hXrq2hDCy5?g!=*ja@MqWKYap%-FW80DtwrGV-s~I=?)Nsz|8K`{LEX2Dv
zHy1(V$wo1c^kLIK^U_t<{3;6m`j8~SRoTe&BdA=l_f*N_n+UzumaJr;AHF4>AV)m1
zEidWQjYrx~ix||Ju2v;B*-C$X8Yw0ngD68VV|ToptIQ=-A?&TVC@&d9TLWmk<i+|D
zSm<dmA63-n3w2eaDuDo|EaZt0F>LA|A(g~P@v1AWLuhK02gU)BI0Ibiy_+JxT*}WZ
zbeG~sbP+rAF=rBq5gXjZe!?-Y^?N(lqUMzk9BUV-vSB}dC&1HM?ahss#auK+H_9l-
z8CXi2*=tiJWJkuU>#E2=oj7&dN1sJI_q}xx5Jy8<gWzp5qRB0^nsX?v1AC_@yQ|~5
zc{iXnZZo48$ee*CU?1ug!E%anVix~WEr=J4;48Tu^Eh;v&p>##6)=(F!XEcsp&!z2
z>G#y^hc}sb-49Fy|7`lGXn6ZlfmTpid98o>3}hBNG76r_X_a6@52Tkj!PK-01P3uv
zWm@s-FS7Qf>*y1GKTL`3oH`6FZ7Hd%29bbxR2Z!rcMTI;M8inTCCd3}LU?!s>6M@x
zmu8`9!i^~nray|h(ROff)dMrAZDN>_w)C{!67kF-kx|>meZ7wq5fAQvbxK<4vDw=y
zRA}}}DO%`LF=vzuI)1Q=(-LM=tly)DaVDz#iIjiRlsfy~Z66=BvJHji<SD=I%B0X3
zD6@(<Dit}U`@PRP5t8Q))p6A@y#{|{hAK2rmM*jufB)|b$Rjge^)IRX7j=Td`Z8JC
zE_W#9sCtgTPLW@1d<_u~al;^_2G-iJtb+!QE|knM^z)q3=CrIkrNNOoFix1Ls_Dh7
zEc7FWot)4Dh%AziPj9(!dr&L9u@Bw!dN=k3g?HQG&tL&*6x;ox?7uf{9}Yi_-;Gt-
z9vWSQ3dLT;dnq1b#|>kW7r?!M*JTaN*7!BQ(QtRSm8rRQZ=jx1L-@p#tK6=yQVC@e
z-}y&>EOjQ4F#L1RNZJBs15=twsq8M&OsZ33L8P<DI@YeJF0>{1wq!Bhb*z74gam#!
z-2i$MLNCPIo3<wRkw<BGonx&sB_}fn8T@I$o@FbCRX)g<7lu%6^y3<If1bYk*%oxW
zStfLL>6b_CoW=qh9A5lnwSc-ez$e<*vL43gj!W<}s<QLnZsB%Qt117*rz3VVGYlu6
zDZ`#AhB=2J_8|zwk03sh@-Fed&m?7xYQCc{tNBgGS;ua<nE<w8L-ZwUmr7nr_~Lh|
z#HthiK~97+KSB`L64GgO+GHxp=Z#GgIT`6iYkk}RW%qgDbjIV|^AG&VhBNUQ#!yAn
z#9yt-2e~a}V7A=O_5?i8)o>gnw{zqYXv){lyM!iLZDA>_lymxt_lM*nezma2vQ_1y
zQT8TpZA8C2@x?S{z;^z519%9gZTgARaqdR(>G{^74JUjINee1YCyZq;`K}-N+k486
zC;Fypw(p}S(HB&)@<QAF+T%4K)Qo@f0tX8|LmLjz`^?v2*)Q}Zqa%hKS*wT?nJYO@
zD+GIIAV^ImT-eW!fHj{%!!jc%AsZLAJ<aC($`alS_pyt-@S*h%B#&0aToQJ|VWLSv
zSr4wVjs1<d4bC!<l--(O_eWlljGXZBGA$LSJ$%Ae*NfE-R4D1?qHs}|N5D;y25<Ts
z4n&0<a-*_*K&i2*3?hYxwozNEW2QnHT3-l#6)3AUb}dUmU^k?9eSNxLO(=0gzn)d>
zuN3M?<eKv4qz<%|5-jqCd4wAQ`fgITH^y#KCeGUXYz#bV?}C9Jp13m$7Teu4%{!VK
z(Ktv?7bi7Tl90y1+shRHQ$`#=yC`fO(alv9%j$x&BRdcVv#y~R*uS5s4^EnrW0R*C
z1Zi;Tv8hI>KXS0>sanO3bQu1U^3u`L5|QU5-JM@3*;S1RqVAC|{s!&F)ZdD`+n*U7
zjkV9Vv?%4%R-}bUt8}wXw`G_}gu@td<X&AEbG<XrMiRx$(Y<;=afNXOlzs7?g;gRy
z*9?A|sC>3i(HAauTC7yzj6$;-kJT`XH;Tz6SlRkIC<`)gFtc^9nhne$@~>#kcwNvl
z*l4|}sO3}zRvYmJT2Iw(F2_)SJa0Xqflh8}0X4oxDu1M2-a;>1H^{AA<~k-B=1s)A
z%)a`c6HMzZpiy%3g&|=5Jh6z484zlMbw4s95wfbzB}`hJ+tSEE-{jKDsjY_20we5j
zuFC(kous!-IXB$@FqiS{h1z~^N7=HCiDu=Y$@U@tadS3`@o_P7DA)UrG1)<)n&ne|
zRPb?T<w*rpTH=l=b($5)S}rs&i7h;&ZQAQCAisXrDd|bg!a8DDr%+Fea(TtFRk(pL
zCZM&UT0D=w?ak~%&HVpT0)^oJqy*o9ykU(NXKHI}>np%C*|WNue#@Nz?+(~Zn_62J
z{T|MiSv_Gl0DC<O8d@N+a7fq4NQAFgN9isQ%q9>^2r@7<{F<W>26*v}mupOmDh@V=
zi;5RNZ$=qaFrQP&4qPtQaEz+cPMB=hIQRBJexc~Hz%c^>SU}tBMeCiY96#CPXJee?
zB@U~Zg3qSMA;Hjo1Qh=sM7Lldq+)Brrlo~NIG@kU*4y)~)+1og1bct=xINf@IA1-Q
zFU69Pkufkc6SJwbbW%k{Lu0m>A!}-B5&DkY)!pr%qN${mu+R>J#i*D6S?SdtwK*wT
z&<5$2g`WG9r~hId0z44&Xn6vW!|3LZ$!zUo%@t<>#QI86c7zi#3zTbbY`0xc_LIT5
z?jFWylS@(3?!<fH(X&=BS%$y=S5H^FK)|)*^f7*~?QpcL>oZd!AN&1<OYom}5heQ7
z+yyoAmHmFpi%{N33GSLKt*Z8tq_x1tro;}S224Tn{FRP3-bJLX@lXsl@5qktuQ~J~
z1|7HCk*VGs!$ZqJO!}i&JZ?f6MS>E`EsyWG7q5BDd)6d`7(aM5Qi13}zhIiLxXp!K
zf4@~&LPU-CK&rC+_*yD%Me9PKrM>-vcJb{?(6><3qi_W@eXFJ4r~1cnIst?<ltuu*
zjo$v<0#NnJ@dif25TUi2U;2t*QfEeuh)Zjuyi|C6d7Z4to!#MidiO<ad?O>-R1)qW
zub})v@~J^$E#scHr0OHCuFAm25cFP{y3KzG`S0Te+oRxSz-Ft|5S$;b1zNihk<w*V
zAhB#mD#JTXKJl1ypEBjIIBm4&)ClV0E?zN|c+&k}uh|npMGp)g4eJW#=QaEj!FEJy
z{Qa%h3`fpn2s~p#3dbe2pIpv0he?%JFb5|$K7Y2*FgHS8kx;O2q~QroKcqX;h((dy
zSY0}g3?uL?3ZhS|9{AS$T4ITzcCI9PLleH`@5WFVn5BVhEr+>`+93iVx?2{^o<(GI
z$^<JK+nze4=i3HtxuCX+bwbqI(RfWN;n)T>%S5ZaAF>H1f5|^JVLTx;EE@-d#P&X~
zRfs?553|K&O{|;aAX(#4z;vV1GvzI(a*}!}HP|oEVrX65`xQgwhlHhhm|rSdkY0bQ
zPg!i+y!kQ~9^bs{CA`f)8uFjQa?`i07s=<I=j`*FBW-SmyaqtSFIQ|3qTZSg(Z$bt
z%?X}-U0&9@%|hT)6z-_xs-Qec>D-zm6a8EYZ?)#}NZVQJ<;}+!IZ8{(pu<d6j?u%X
zgj_t`8dSu>qYX`zBGBt&bX#~Bz4v8qga>6r&%fs;GTR=xV+&9vFLvEFira6#Lkr9C
z_vd-9Cmv{;I%dc)3_$SHuJ5XfM_-rh0{VK9j}G&u%gBMaPPT#4dG3MIkd@tePXfm<
zgdfiK?A_5~137>c(*5HF`J$E3Xee8@S`eiX;g2+EC?PjAy|@KIN7jK<7f@KPp~F1N
zA~Eer@De)k@;0X_frYv}0-JBx*$Fb@%C-pY(1De`+Ju2Y>Pf3aMO+&e?N(X#$R*K=
zv%FO;tGnrirVkA_qGC*O@q-<Q7IfX@_cECZYb2V;hGCH8%>2B@eek#B8_TtDT7k(2
zSIfl*Yr9B1nqltfk<Rqs!D4)eH*nO!&##?V%1;LO1nUmG^TbG?K!SOfqpdJJ+;C%V
zm!?erLF)b^%%v-yAJhqIGy~`OlpHk9Lxsa0mfUrXgVEy6va{QA|Aayt5S&Q<u&@)w
zhW-u;6-ah4Y=2wAzk_#CN+mjxNlf|!w!EyWrz$MZPd2m{!NuV?lX3zY4v|v7w4$6l
zX=OM{u?xkUZf2zDERSB%*kAAGV73Y((kku)AD?DC@ha1}Ox%f_VjU7|#}BZ!7w+{t
zq6>ZHa?j9;upQyT$?XjflX>FA$-CrOG~jqa=bmT^+pKh=WL{_tW%_ykfczYAF8F(>
zpcZr`>7}rkS5t%QMrii;Cl<hU%LLi)>RHb2rH&@wG-FYq;iNyV2mcQL;_tiS8+md?
zg$CkjwL01g!F!z1SAe<~mB6ws=&G32db(c@Ksxvc=8eh641R-0eC~s^_|)LDiOnYH
zFOxJh-|zJy@pP&dY?mJ*bArL;>yCa3IvgXn_WtsS@W{M(g+`w(aEL0$+drn@RX0;j
z4W6v89M~GXe`H9jm}*DcjX+>LWsF09WKKOG{>ZxJPJ-$0H)yPA9kT*s^aq`KHMAfm
zbN(_}Wy?jn`VZpXd%4g>ei<590W>R`(aSDflWv6g)xF4DT3TU&u(u{TFGGLt=ZSKZ
zUz(iT#bScKcI42AlrskG++O0No5|WPtn5RQ6te_Lh{hloC&}(&f>K(8x&Ifw!8JV_
zdO}t8Tvqv_f5MbmaTMol!GSE)AU5%}T*1)qq<j;qDWs+UB3>r&ZeV#!D}=BxxbC^<
z=5}lyzUeipRl-$jM>+_L=N??2DLL06Z|@$-G-db%xTa<sNeWe{ae1R=N}_Fe7OkaA
zfA|!`ud60Zg}q&v8Hps>F9s@qQwqX`W4_fyY`Y}OH8x>MDcCO^rrgx0p(&(fLC(!*
zS)(czV040MM2Kjz{yuFJScV$(JM!wfSB5h?TzIO#Py@fxCXjpR@O38gdwGRu+5p4r
z9Ap7Yn^}b+xD&JOaaFgZ5jYyL8O1@@sVhm(1*NfONejXc)3Z_fZVm0km!Dpin~Mu1
zQVfH%LO^DmDpg<R$iMmib|q@ai1}6UYsuN$Tju^H><->_yjPTGq*9vcV89A7{OWb{
zuU@?7?+rq7gMdkPW!bOLcoa}H4H+eZ@J;PiY7|e0B?I5KVKRQ@)%<7<oPJpA&A;T{
z4_N9AWXGlMsj#dc)5JUkfwwhR>Y~jPjz?vRh?zj{9i;ganJOU1cgU&9$U5r}&b9k~
zF4%78US9nWM=4rVjLf=IyY28!Eo4h+Xi?+o#Tid2>V-x;Ao8>8{YBZiBQfe6NAz<z
z12reH9D6V^GL9md_5g)N3Pqhvn2{2VfW4^8>d$*#Fg8b|^IdE+!h7CpfxB~4d>B!-
z#bYdtY4TMYe(bMOd6W+(0&4ts<JvT1a(1d@MgAp|&a}#_$ZQIe-rED^pbgocnWTaD
zosBc2sA^W5HAdJUZ@B_tJhIlYUZeTgR5K4S940IfrvG;5%VfqF=mZ3#A8@f9!Q`D?
z$hmQgM=39fipZ{tQB9}>oa^BgRU<ByE%%yqRAVZ{a{Zhq54O_v(GTSW-CrJE>L*d<
z^mDS6-#vIaAsc&UJ1g0A6ttx`dE6`uT{<y&3C9AoiN$w4Z#DvUJ%v8%z3%MBgwYEZ
z!ax~@tDmYS*=<Elh4CoxQBexIIkvrj9C7IMEhdWtJ?v>std0aWw2!B{1-gV~gFQjz
z45{4_yC0K*LmV)+!C(l_d+iqD!MbeJEv~5_(cvuBvPausqrR0Smvf?-EN2@yK~d+S
zoSlnqUS+e>O+K{fS*ne~+s#%?$3wb^<cpWxO+KeD5d8k3aC9%O;{G87A{(~Qk}Uy<
zv6DIb6Z^<boc1G>lJ5P7l_kTBTz(h>Icqo4b{oN*MQnZDu+QFZSZNOzF}br?&MU)H
zD$|Ur7)M8>x1-a&-5Oq*3Jh*|d?{K{F$+fC&a?<IP<bfsXUv$Ov47#1jGq7P4lRzd
zX|DbRi>(<@caQJf47?sSSvToR3WRD;IzLXUqaoXaP`0OWGJNVLI5*@1@H~Jup&D>7
zM(~(HBa|m~Ud;X<go7NA=XiUL+<fnYyYr6J8|dtH;wv0O=svwmZ}<>D3yl@@Fy)-0
z)aM7JaQA^4Z$=f-qu_p5^wA3D2#Ar9PMjO{kD^}v4b60*$h}rU{&zN$%zBb)udX{V
zLaM%xmn6HbQ+K28<GQg&37$DwU`B#P*Z2nzys}HFN!}99=8O#Ipq&>x+i%xjfNj0j
zL?C5pY3`Wzdw?yUke4cPTNUk|^G{nW)hu(W0-0!-NZ6#3<2GJ$&;&EJM!cqiK2nM0
z*Bh&0Em74VNP2r=t?9EB;diG(MBK^D0D?asXQzlB52``7{%ez&(4tDsH_KR+Kx>hE
z8l>e=h8A(SK^I)L6$bQ<kB60LB<RW1i|1^P24DZ@TXs3x(2MMTLRzjihLX)s=k;Kb
zeeog`6I)T`;Nv4C;BgfJusr4@IFfa{w-|7_W|LXb{gGI`!^1Gbp@;>;7O9N-13$BU
zLee?xcDnq*EgwCnPhrGk3H!s*D6bCE?Pl^jrBfLU4<|AuBqX|$X;&yq*am=Z!_eGZ
zBJoB>R`$9ZipT(1{-v@0L_FNHSN=Zi)5p;H{($#SK05}3R&8$6YNgHs8Xi8s5C-+N
zu%KWYVB!>B0{9!5#IJ1OVPRcBClj`)=M|l@+V1suv?(GgIz5Xmxnn@kXGZ3)K$E-^
z&9U(-HWo=1ey!b$LoSm$7{HqK&dw%M;7?@oU~T$560EJQ6?M2kd~=XLvq<=}@<fsn
z1%LmIxw)T(``Y+t&WFOvg3zy}q#ZGEq{GJ8S<&ziNcyUaJl7+PwW_58c_=SW*uSCe
z5HQCDPoA&Bcb_k?73H1;A-Ft2dk4vXTUsDp*-s*y&aB5#@CMtzle3n_`BwV2<Gg2V
zEzZDHFf63KuiIK{vEiVGf1zC@5VzDKWMP@d;@MA8^)F*<nAZ?6w;B_+MttlOmBvHy
zB|L~`M?^(eRWa-@aCX)u3LcUV+_D~Mr&TrH8!1uLg<Fc4TV?kk((WUuYy5$>b;!VA
zZcLmT$*aaYCb*a=kIc1%HG#_aHWp-`e06od4sU(52Ol2)RZaAeq+TW_%F*MtR?wj!
zm%;L_JQF9IA!vU`%KB@Au0;R3Xr{gfVIg9Hqa_qiG{Nn#?eAC@vU8nq#=eG9oF<+^
z@WaPt@?@%HRpa4f6FTf8|9)X!hZjY@jg>p-pFbhCRg<B-V4v$(Ze;P|fz;5|3X`pi
zMq+M1bt1<<5?*+omI6X@TnG4)UBBiZ9b8<YR(#W~1Ixs$?dieYI(HiUDR}HmdPK~_
zas(0J@=y0u=jOo?p3T5`CxGxw!bH!wkXASzHc4MmQ#P~9=-wi^2PO<WwpP!-{{q8b
z`a&|P<=wc*&<$7b;n&`4!uRcKEAZ<E37VCHy|odZ`^5Xqu#O*KdVQt_1fz0qEX$gb
zLMl#4QJyV$I8Qmh<}w%QllUs;Zex-2_8mCLQ#90}?;LXQP7kOB<wgL{{vBSyV~qT)
zhsQ}fdOLWE!^C3lA1ic*o4Sc_t#F7n&UTX9{MVt=odLtm@2uw;B>9l{IAw0!U>5Ll
zd9t56)VxZ1E!nbStV7(OD>b<OY#9B~u>0u5<k>5nq^j22E%R$OyFQR@u$UQ8D@VVW
zp=H_f%sn62W$mJU$n*pVW@+$_!4(o6?3PC(IXujMZ!1aI(qPo@<(nfik-~eFluhQJ
zlip4|*=wxZvPHs0n`oezv_K+FItQYO;4F?>*iqwa(a(u%MVN^z?^~lh?l&z)7F$vl
z0&~T@jVLaBQQ&pUa1Nq}Uw5`%&Sg)qBvPA>&r^>6#ZOHa=~LVb{M`I|H(LAIuK$l)
zWiA?vZA7q7xJ>M|Jg)%AwCOyFU{4W3S6wg=HDPc0xQ2-Decu|3=dERBAfoUVhToQ`
zFn4a#S{ib{$H1zqM$aiy;?e_sK*S3t@2WZhi#%6Ic4x)^RLLZ&B_KVUHAs<A*md@!
ziwJf#DFQ;1ywgjEF#PRFo4~<mrfnRfFmcv$sC}3BybuI3v9NKwe802P7<P6e^x=|f
z5)w3BzerINcUn%`RaGJ+R`~1cU#&Pq@^GeUPFx7!i2d6q=6>hbxpmB&YZB>g*BR{3
zDI64+(SUtugx%tcHEzK=MY`x&uGN_3#Ne(NVM9FUis{Ys3#aFK{+Bygl{<c4In*XC
zxa;`~PV0;{TvUHzH3E4NOTBL_us>doND92+T-I&qgTiE~Eq-`Rc%X;xmSQ-(4W3U+
zlWSJUhq1)CeRpU>*SCul`mAKwU9m(REaiV1r%%XfX~A?&`Qrp5)JJjbyQK~!2Os7@
zeJ?Hh=LCMrcOIrkyoQ&mGE{QCAHw6_S_maWj=vj3qI-)2JRggrqW5YO?~Dlq(av4O
z_`>B2La>|cj9}5kz%LVdvRXc^T9DuyrY}=i5%6(nE-!$tp3KUAl6=}JOt-H~nWIE_
zX-@B*-@w){ZxxjnPYjDXq7EotRx;VMc*XHq42FEhH;uc=V8M2g5%sP5^G5DvY+$kk
z2#l^hDi8o@;yp-BC4F@^jB7~JJ9-hED`OM1&eX_JPwz?10Wr#ulvCG+D~-t89Z>zD
z!P|lH(Uur&$iLRpEUJ5DiFf)b=+)G{PPnkqH&CgkS{J$=FEO4#B5drhWh?kws3ZA>
zf}~*qwU2My=Fc0^WY6?MP}Wi5$hDJ$yVr~1pRfZ1tAI||DF6BqAqN|Rxz5^p67D??
z*-%rgZF8%#6sE<(QmBx-8~@N+E>tDh>-z}lqtA`6I;$LF?VyF>MTsxDH)wwvh&QpM
zCu#Re$>bQ8y$QrZAfMbbE<6ekjKJ%gA)*noj&y{K`Es&DXDC&uy?ZK|!!njyHYnfR
zmAO*?vV4wP1hz2O3K);kF$r12Ji0S0YK7l&IYzlM_f}8XO2nz{^uFRaUq3Z|tiS~h
z?PSQ4vQ95cMJ?b{5*&;qbDL){n2d7t8B;&@6!kfBF`y4Ik8Gfe2V@-QN+hfaI6ti@
zPj3j11ud<Oe5LQ_HBnRB4J~Xw^5DU7<M!<8E6TyYDYZHhVsLzkqA?k~bC1c~WoxEP
zBvxY>bhJ8;)|g02-VMy)O<G*&nV3TMI=3<CuSW9{v|*d?E(s1ngoKn(u?1Vkj#p&?
z<d?fplD$0?Jsd{T-lXG$rNPH{+bqWjm=bg-J@Hqm+QmhYd-<fQ63x5}^NLs_drb;@
zA&msG*WyrET8KpaBM{42MlpaK<Dn31S1%rZk-L@c1@EQ=oxN&a0=9k|heYmoS>Z72
zZ~WAVQl_;PY^XQ<t2!aM#LuCfHpWbhhNrn{F!Fh}Bjn%kH))}719lno%sne2jR-2J
zjl~EM`3#POaq^>k5&&!7ya;Zm!12!;Wo2<c2R)uqe$fuBbL#^<23tK7`;RVvgP)!O
z-%}BW?9>uB(-3I(n#f9fpskGYRaUlU`|yXX{FfO{?)~j~JJCf|+1v+HUgu)oa813Y
zG(;p%jJ(lKcG^dzcq>YJl%!pjPo<><eCHvI&&O+3s1-&QdDp|+<cmCgy}ZAt5?5%&
zkpDwCXRiDQIkTc=os_brY|QFS%-q{Q0_&}i6uLQvfc&q9s&@G)$dkuBRX899?W<}t
zqk2-Wk+QTL&)5(4{?q|j9vQ$aTO}x-ERr=avV9Ds`57fUPVFf)qbFcO9+7V8)%_NK
zfi%_sdz`ov;rx^j%f*11Vw_(NgV^XQBGinZJ@9k3W1E(vKj8i6zT=yYUQlet`1SA7
zZx=~JSDHeIpzb{aui4Mz3{*oGN=ljLKd_BH)89h_5=E=hTR8L5+p8x&6jvGXb{u{q
zW-BlZ_JeVWt^D4xk7LaOD9@hOnD>(R?|H?@>EQTVd1pje6bHG7nI>z9%9ljxz4%r>
zpsAZkF?Xc}2~ZK$Ahb3bzU6*c;lAUT#E_V(4ZT^bC8aI?r1F!fV~u5=?{r)*qgux=
z{U7R&k?X-icWB{TM&?2JB{XjuN<q~g%}>26DOneHZOmXE*&4m{*%@c*8rp$w1rdM=
zdp>3>eG8QH%-{0U>1v!YqPm?eU-QI4)k2LS$c%ys74~}_Q{J%a4BdTGU|ZvZa%?5E
zw-uacyUgy(NEt7-laBm%%GdbLQ}2Ba&o@d*7Vic_q#Z1q+)edVsd&G01}$G!3^(H}
zp_F8}!p6;CqJ`fjb`$F_C>2f=a&o{u>~e)e%VyQLZjasf^dbZ-gjlS-oC9{J^vrX1
z^UDUdG_|M5L>*zX{~**j5ibw}Z(aPOVtpSHFW=@3VK|cAQO^$4L>V<Edju0OUJWW)
z5zH#Lh4N4%?Ca3Wa2y`?6<feG_cD}kCtzWJ51IQfu^Lc}I-qq5c<7KkJ+RxqACT5@
zbwWJ`Ku)zNg~lff`6mB+JJW&Ib{wVr@5FB3y*iC<T?vu6v|UM^mOX8S>&?F&5_Jk5
z*RK|Zsafk)Ncj*^&mCn4nPein!KZ5gH>-kV>~q5y<H}~zoP1QG4XM2M*+!dly`!ub
z--Fx@ajV!>m;S2BlL2a13QqhZk=?Lk2eOcF9S;h3^2Gm0tRJwt#K*+{mBGSg@8=w@
zqpu;lsGsJ!tVH%*_XB;~GH@$o>#bH_i&M}FN4limefqKv!`Cv!rbm8WE4iy`>ZOy*
zqBpMkfPi;0P)cFeL{-|A)WdsLtwL1E&L_ttqGN1a04vIcZ?P*f7|EJNHL^|XR{HV`
z+3!9LR;xqr(3lTayW@03y>EPmmnC|z*l&l+m)sVc3fhEp8#N7!AFiJ9fA#QFHb?Yj
z?$in;h=NDaUx46I8A8^k9)#t&fY1gD&+D9|??XmomiggprI+bF-V8x1+;_Y*M<NNp
z_vgGud$3>I&aPD`3Wxpj3B9)s1Wkh^AT&}mf29Z!f`YFU1gS~#Sv*Jdove`VCxI0=
zMom50WM<awnblHG$WMLN9$deN`fG-bi|vW`GwDsM0%s67`DxG$o@S#PGlHAnQ5Z$#
z>gppz9`{PGib;?WLHZQSf8J6>D1aFC15Tm`%bzUvT^R^dim>Yha$X~gh2$W}hP}wP
z&!%#O<0Q!Ld8A}AxiRoKZ1b~`@Yv6YboB=Tn(7gZi*5@QW?CYISOSwcU#r6|q^y`V
zESX^p*(}QQ!$U+rAK7sn8B!LHTTB-BQ*Kg9ijvPTOi&~yeNU>sZ}EeVv-1yLUR+F;
zIr0IQqbYw1E=TgWOkNLEug8o2p?K0$e$qmei<SCFijQbqwi3SSxVP*KCHK<>dVn@t
zg@!H}bhgpX!}q+0X33v$B`$|ZW~%Y{iPhiV|LyY|1qtce>J(f7hAO8QBOWV<XwR%*
zz{SYAq*(jHUvWGn*1G#2fsal64#X^YpcOVk&Ng^=UQ+yzdsdk@dvLn-f!ThdJ&`Wo
z_Lb?DH@o9KGa-E!XIECiQ;f&zXEV%$N7whoN4o^X2Gp05#cs8L1#zS5X9vQAMz=5j
z`AgdlVje61b(u|)zI@3#TbW-RhWOk7dubGu^uQP>kL~&QsMW1yY`E?xDk+LFU=!Q_
zkGZ4jAgzszibJWlOTbFzve+C8$U|y+sKZWYD6k^;Y_EDNpI*AFAo`grLy#wgx1xjh
z)40xsJ!DdS(P7)cf5jr;QzMk1dg(647SFuq-4jwQbV+ci8t$3D1PU*&%0fvXkG&}H
z43+<;P@;y5XdxEqY4Ijq7*w=q_>)dnrTSp$YeeKZ2McpcVEGC)%V&t3?Y}!!@t<yJ
zb$YHy>2_vDzS#p<#O-w4T<KHl?T8Zt=Ivat>6fO)AEgsbiNyW#D4JnuQzt}r-={Kc
z0I0Kk{L+u+dc8N2<j!Ye_TX3kMo`Cron#`Iq|){z)-02y4|;_k9_*@LapQk1Bg9ps
zDvPp8Ii9)Kpzpv3P_ToB8iCFyXpHj6pYoZ@S1i{d*0af<lh{h_Q(PZPbZK}SEi-oc
z+G&F{2icl+iMFUG)jR%^{OP@2&At|W%TWl0j~f|DoR!b>Ba%hob~I1Fi&1~F?<g+y
zFcl{AjO@RY^McX3jO{*1;~hhq-k5$!9el<<xA~eg5RjkBu2-M<_dZ9%I%d50&0ycX
zK9pypGXX4pedM|%59WnCeX8T7;K+b6rxKDNYT8pD5T6_x`4&9{rsxwM8rDsYRtwe^
zL&XgI_cG!zT6TUx<4BH7pBSP_{Suua%*2{!a(eWBF+JZL6SAc?A1cq7O2PrckZF39
zx<w*BrQJs-dTY_Zv|FmHpoJ*ggy_EELX3v{O87J&5p)-W<b2ZfYHK8hUD*BnH_Wjo
zve9vFttSOv8aLV79^I~>RS~tz!S|~$uv!X#(;$+a@Bokjt|#8*Hv&7srgvI`KHjy}
z2Vlv;19+a<!Lni~jy5Lryw><01B}-AYAtRh8S{H5-_g0(#{0(Z-L{X-qb>vyI<M=$
z^LQe7G_~%#^NRVpedAbo%n7$<jO_1R>+N8L;q1JYg-#A9=Dn$U9o$H(+af9Rd=nyq
ze}s1s>YQL;9A{(?Z4nqXP_`?0qZ?au*C*y5O1a2tJs3h;Tb_FLV=-H7)Sr9QP_(kW
zEWG$peR&p$Klb)a%zI9Lw6XAq0v!d?rEV~aI6~A`P|vK1Q2CcEWwr(RTYJ*Ol{(mj
z9d6MEVah{y{x>Xx`xjSHFK8FFy3kY_0*$t7nukpHpxf5X@>KmnD_}8ndGz|@x6NpW
z7xwct@fzn3e~RjM6$19nu8zcN&Q7PKKZtpdPm7<O(Uk}*FDqTGhi0BTy0LPMb~^3u
zvutO8x9+wxrZ`nzPFAOu6wJ*x`-<NxcDx%hGb8G_G-g5$xH|5M**7N#-YS5rgSubd
ztp@q};?s;FN31!{-q=gLWr}u5D5%bnD`jxsf#NMb@e2{gsC{+%p!8f$3d4ccp`Eyk
zxgCv2OBrlw!p$if?u!P;Qc*NZclYCnGX4n7fP0}IM`giC7Ap0d2X7skx!uT=C{-7Z
zIL{w}x>l8lVJ;8OZ3A(%P(6x0=gyQ6-a0m=MMHH_7($ids*NRFIY_avq6EW^x-Sio
zVwQz4AIf2u<l&U3+N-o9-7;Zy5j4OMI}gT>8mP6RhI@vQv7p&7_uI=_Bu=_<k@|Cc
zT~UcyXiBRn@~Zf@FYSG)5%-dJe%kRoMLyjHbuuP8ZFh0>nB&c+=7LvuhcqBc;f2NN
z5f4TbdRPL4=>aei=X((cRW?M^Bm*Eg{B3<&miG9PXthh)0^B$lL9GzWk>c%qj6sYM
zj`{ul6YfE>;EMEIu(_GmKO?2Fybhi6{Osef<99~Hmer8(_sZ^y2&ZBHEHD&`2n=Sm
zFR`($jySHV(w{C$l1_IpbBJQR5Z6yyu1DnPM!EUjh<kejn<G;7m<pX|Krw6(j1C@b
z1g&S3`F)ojuY=gvve+64(3w@y)c@t%j=dw=3+nVBjOZYl(g-szhSz3|m_z;ez;cob
zs-JFd`mGy63R>R=B(nQ5)O;;jkWkD>ATGJ*S4!XCrG7fk86VS^C%~VKVZdGd_OtL%
z<J1UE3#kq7&4~LtviMsDj2};Jn0`{1ps~z*&5}AraCUr)J{deJ8(AxAwxC|6$<H0n
z0-5uqEI%O;Rj!61SY~mPVD=C&PXNMx<85ti7)Cvk-}#vUED-Mf=Sy?0J}g;s|M`aY
zq{qj(x8}~DR1&ANV#s%>lWDCJy>fvy(u-8yjTRM`2wkt6=bv*4%0qhN@ILK9LD)SL
zwj0Y&H*;GE!6q~ig}g%CyC{Fsj_D%=ubxr6vz+swZ+Z*JSKaE}v(X&Nh$hTHmT=0r
z!+8`k<gk#wesY}08!XVHGw90*_K4q_8)XlTA`sFZbnTZ~NN6_2=qcO3D81jCD#jkW
z5W`>@g4&2`8i?N1Z=zd6y0>eKC9*!~^Bai-j*cNy3pRT`B9Y>oP0APUD`*de(Wg*j
zy<)mX0|pR;NUh<W{y7bGs~P1d4_EVYhf=(~S56<YV%2|y-%WRn@U4g}ix=)KQoh|Q
z{%*7|rUOFV7ttK3S|N4`#y{%4aR;HC`mR5}Z(nZKRO(C<2C4wulQm67f8@lZ-FdY-
zyQ02})E{~U*Jzu_R@y7`u~^4CLYBThJ^JhJ*F5`6)I%a+M>SH`vW!a7Pp^$<40QgT
zzd|2!Q#lYn{rVY8Y6^?cKfDQ7N;9e|U?rt|_*p|2V#(QC62bKA2sIKBbal%uK+vdg
zam1B9D`g~quEdv)%pzkGoTg3;S=QSq6zIB`;EdN8tyYSIKN;(wUdD`1zwFmm%8co_
zX<x5}-!3nb13wOMOn>;9mM0mlZwOoec>+6qSfE)v59Szq{a=AMjSXN#r|E{q#_~V8
zxh<hOfzqr^g;>&PuK-pu<`r<!)PMM%YxU>%9E_)*CO$%&T#2E+vfHc#0XCUA%B%LH
zdzUCePz&F3tbp7RQ2yc1XOdm9v2Dj@T&Sn=szW{VOFofqwww3p+uAa`JYL4Ox?LKr
zHrPNTAuYCuu`b7MZEXqo?aK4N2j%CJdG2J<thcx*OFxjxq%rvecf3vQ)GN2QCkM|z
zn}FD7KH(j@vh4;|mVyi>04U-B_~$3CmGak2h!Glv&97vw0+3$OnJ=ou;x1maSV9mU
zzey>Yu_GV(D)jOH!Du#_+6;($|3L@MjeoJCMf($%nw-~xCZ*;|e0JVMIWl~>=XHM?
z382$#4})LTQ*(+WBBVSptjorcA68P2rsRA$7_6#MhHinC?!9h!jr4w%-A<2AR?gP|
zd~%7Y>co-TDopH|ZxhS7JSlOH54b#fCv)9@zXi~VIzv@*2bA|Wu@0qPl&NYe!{Ozi
za1;0iATHz{`~+9-0LJ1O=4q-b#V#!v#KfiWla3?I=Ev<XlP8$@*PG99%(Qy`shLmx
z&cL#W#{{EvmAEut$*R$}L|Be1YhTr1>V*n}0R8i(P)}gY&CtFYd5XXh41dn$x)E!)
zWI*u|_L;tJAL}$OyF96rU1=3Eagx+b5WCH~-e${!G`D7_7TBGAk}n&8ha&K`{Yq;#
zysEJ%vP<2CyXGv#_oA?*#8G&raJd%{_KlZ0y%P^c06Oiizx$8%HdhxoeRSta`bZ}U
z?+Ldf*N<n28HKNGp}=@tIQ#`sRkPpGmcWq~o!i>8sJwR&3*}ap%8e_?i4vqGjeb+h
zwueS!xETb4%a$GYisS=!E#1c`#rBq~g6I`J%Y!@LEf)o0O5{df5cJVLxDxUr<T~(j
zX3er7VnSl5rEps#n5j=UR}>k{Qa;Nw_qLPJx^iwfXVF)70_(NE8P9(3x5fa}DiI=(
z91O0~0TbH_Le0*vPFHW2A1UwptBO>&FV7hXAU#feP`T=dR^{OBc>d-!;&^v9McAay
zT<zl#j*n2Xouo_et@#$qg}NxNxTZONWxnm*GSWOmo5O;6<&m&w>xk3t7>F60BWf#p
zLrS`#cOGg?1t@_JFm(6lIVyReB$b|xyKgIj%EDenR^oeZTt#c7r7Ci(2&vxmcyXQv
zxxJJJqfF+kq4F8NFwFX)QxLh8vHZO`l3%f>q^<?>$`hF{3Z<&wtV`5-vgJBuPQL!s
zRe9Nu#^?5SMq%DOxf(@trp(iZI~|C`-B(};ZI9uLc4{*x7ZR#|08bjlDR9>z>$L-|
z>wCAo^xOdIoxtSX`4g?Bu&Alyq6hbS2Ox0j&k9GKKwP~>BLXa5wV+cGRBp?MVlU)O
z3Dzl*O+WDMj^yi})e$g_xAHVEBPz8^l)WF1t{;|XAU2DsktI}a7+#>UVUdm4KUA7W
z{rL00IkuLB5tiVtL*2|Hq(>SFMLBw8EN=mfUyuPK>zeKZEXbv_rUa7R49xlE2KQY@
zw&S-_$H1`P@;8jCMt42@O7|_SJ)4{`AR3;RG6w5AU%LwJaHO|ff?drIIq6((jd0w>
zZcXL`=$mShv04(k4UB?^sl=Go&h}sVGSm|l7vs&n7VU@`w>TKGX_E@o!b;4Tm%jNa
zKpTikx)`TE_{FLY-w9n?p2FaP2O+YrY&=*BuPB@Dcc%VE5d!q6E2t}h;L*Ws9nbtU
z@52BDFgG53z2HO(SX4%=42+3|2Cv1D&nhzw3NBlwzIX2I4<Xg`?-${lV5xQ4+*QAv
z4%^n$vV*!#dL1Oz-py)n{<DshjGtQ^$;%yk*>X{#5lOP>%Sgds5`_UZ)LzzJlBl2h
zeejGg!$1>mxsQ_e?s?92^KaAE3*%wNM|-pOiU%g0c2E>g)Yg~#MEi33KG<iElfp8y
zLn*_`8t8Q8kIBVqlUdb_WiCh?06{b$+2`%vsy(AV=sID(Y)sH_(HXi-)Rrp@b-%t@
zdmDxrO$o)Y>Io;!zS;NtoOEiT@;cZsi{YTE0hySuSb%=HT+g>cMZ04h$V2f4muA-;
z{7sNIzo#D~k>hvyVA-21TGM-9*8j8GQyc=7QN~J*T_Ih1YU%zhdz_qVWiDBTB~{^D
zY&6o`A?ie-0l<YIlYyBdWF7r6FjhmeWR-!b0QH=4W?k7*+L|5yD@#B@QyIKtB<6r<
zbFwRZ3^n8O;OkF<U45%8rBEpZ0-938N>b`@Z@GaJOKyp$yL=Ls!m&lp>)!?wtU--I
z@@`k^{WDX)7&b<VDPF5N;<R<k>!mv=OaUyGuvW+<T@%)OI0F2ZpdRmc4Jv`uIru;D
zck#_H-XWrJ!X?6b<spb{Y+8lK=En-!fr-gV-gHWfIk^pxr6X|HiPZ=#w;1njl_*5j
z^T|tUie<@HKgZSQ`svCYivluZ$e<JO4f8b-2ljpdlcF{Hiog5VuIInCblWoYV-SYF
zQ62AUe>Nw__dqT?y5Q{%l^PDtDk8auFwGQ2c98JZ>>=E5t?u!T*)t7ltBrhfH2SIp
z6wM^<0<_ze8;~q61U07f(JQ|e!Eo9CQ@t=G_({H##^rbM1n+CS(h;4ma+)vydNX5t
zo~-sa(>5<Q4CGEQb=0Av8MM{E@AoRvz@=Ihmer*Z6V{#Mt@bYk;nUOh%0wTAG@7uy
zJQA>?Q_7+YG3qF&1eF&QG+j&?fWsBMt>KP0D3rUL{7rdV!NpHZHVhGIr;qbOJ$=S5
zUY!~Z3*~V<uU4tOg1L8ng4zc@v|S9-G{Z6<d84m(!Y=w}0JL${@!ny(lRk8}hDBzP
z3QCoP#?)O)H<(Rm-KQMm7%$1kKSh3Knj>zKZ8fhlEtW31!~c%R*XZ6oTIW{W_82fk
z6t|T?I$fCT7$CX9+bbr?YfGaL?xoJoeqlrVIC&Ab>C^#&8G%Bi-h2)+<2^4;ULM!d
z)~W3NUSO0_%_0+C#}2&0^Dppt$f2VOzV)3T>k?~NG4!*KF(uXT-|+3CauW`YqUK~t
z$yLPGvoQpacpucky`YA^Bb&t>a*g3qQb0@uc&^j*vqB%gnK63*Pl1y(Go~YPHg`xC
zbzY{Zs1i^Di!<T~XC9C#vipPhChM)7B6;NW8}8!mdD-{frmQK)Zc2$&7j$ZEjA1Qu
zq+J6ll)UqUXZM?4$Qm!Mk*t4Po{!Z`=#d5{mhhTph%1-6lKhJz|K<dXfRV3$jxbd2
z<2~`L!S}5|JJXnmJL@_<UO1(gSAHZ9+pm_TC0&bEw3`dK$-lWW{C4^LxLN$(!Ev;a
zrXH34kFs+Nk8J7U{bXV%6DJefb~>Dx6Wg|piEZ1q?TKyMwsrfQ5BGk&@A=gIJYBo@
zuBug4YgeuH`<sIzt6Qu8At{7E1@aF2@=Q#4em?5eTSb>SZ?BZC`I?v%&LLE7NsB&S
z^2Ibt>jl>Z+cCt1Y<KQ>6ws(w8wYchg-ghNk{}DxKRnk`$r5gfDRfl=lM>c%al2no
z-8`ZQY=*pFyLM*`sJ1SO1Bc)3GSfVh5AJjquUL650Wi0Y18Mxyr*FeBk)Nf06)3w=
zFT+QU<7K=4ALC%d6(xd3P7|;j|D+boznMnawGW!@L=Mz+#TDJp@VM(&r+I2Ux@-Tm
z=|LV+F&(;*7FcpkY>-Vq8mM87j8^fAm>-)7k5Hj*ls%sV$PgHiZXD#G39;FAJbTE5
zu9_q{-K2}G^KZtZ>|hJ2EBJ4P7e4nLZdt`G{(R3X%thc<WSv1Ml=rkYtKwdvCx$G&
zrTXdEG{?08bY-QE!tz5sxpC9U<EPvh<fHS!Jq?vu=Rpxc5Qn^e5>{3Th)cttyNRU4
zq=36bwSssx2fv!=fT!K9@3+pu^1Mk<_3i55oAbS;c|eP+$!BOSNIuomdsQdSKENda
z+d;ipv026x94HxL=R<rrG<gd2%SDJdo4@-^AruwA{VOvxgR1?B9s)Ng8ALK3i?XGt
zlLq}Kpr?obn$;PaFlO#SY!^@5nV5XAv`e{46FOEbV0n4j$I}b9x3^b4o0FS+&IcB@
z5hLH0Fn;9vth&4J?_V&XAh^=6j0{gPnJRAkeJB_hm}$kjx;oPzyZyn4CtLQUZ^&7^
zUSUt09*El7+DI^gEUmE}Vs-e00Kf<Sm$traACMl{crLC@vJ#*1iGhI;oGc(AA(2mS
zKbk`Ygjo4`joUqX_fKlGvNqm(iGCGb9SWjbj<S5`Rg!lYjZx8rhNQj-6!GLm>=nr3
z@DMPnRgi|C)Q%7=o(>A0FLQ*k67N<y7=MAhcaR<*Ct+E+68D6#-tq_&02Q1+z`@Gt
zjAxuICD}m2iFv|RlJPZ#t9w4zGsZfXPD58U>tko(_n>B+G)gD|=R0DOn3)k-cf=je
z<BHN9j<6An|Hwievn8*FvuR6V<-@_mB3SN6J;FOIKf9(t%=By^Cwc!#>UwQpvaYpW
z`uSj7L#qu7%*JrpDY1~A?Ogyn(uZAe3ZdmEm%RwZ;`3m{^PJoHGPvUD$*1b-{vtJU
zsXys_iU|ONLW-Lf0HS(Bzzd*3P{B}<e(|G%6^PLXQQ=Y&g|G;mbb>?0h`4XuZ?ccP
zjjv1B9aw)?W$S+8%RX8mUpb!u)SDcRXEFmrmjt`5UEwV)qLz51kFQ8_{MMO!24bu?
zlgPR9;bbI?3T`vu?HGw<e|!JJ<7&SfZbsX?>EjRZ#*zENJ~r`P>X16QiZW+wE!s~a
zE-rv+;sN1);0lqS6;K2gFPrIokAlivy2f4>De`yAK-gb#W5)fIfw*>HFfG8voOM@;
z`J%zd1h}sHR`TM}pG8bxaW8ZOHH!A@g1xp%yKv{h-v$g5w%;?N7;H#%CFd@3y5OP;
z@Df%98`9is(D#7agBd{>mBC45_b!R<Eu_BP273?J(GSqoDYcQ0;Z3hCDRMc>^kk@c
z@#`aR(n*B%72bDWC5wly9J#D`5jL(XSjYOt<Qf?-)8#KGe;Pp9XX&X{`saQ+J}S=9
zSDl8*&9aYbH|X56=67?ehisb{iu!+wDd%#*NEWsTbtTUNN<A@zG!xdQB@cp+^6I&>
z0bw_;;^b+q)t9U_nWWlxY=zzBXYnm>adrW_1y&Bn@z|rf{BPe9yVSI@YY4vO7U;xu
zLNt+j)kA+|T5eZep^${(=;bp@ykx`w>bkAZt>q2nK?%V#q^HV0*6p&-E+FBnN0s4u
zP_#ju`YHkxurK?Ur^ZBK?O&;>(hY1B5G8snK84PVUJ&4CYQev}{pI|G%G?0<fchf&
z<YO^cNm*4PJ#8V%`S7a92G~99!`Sc0c~Cd9aVyt_r!j|@)x3g}Cb3sxSVp=cbn3@&
zvw>rh<bmoDcLLZSJg|-JdG^~jxsZIU0#pxs3k^g{FZA5nXysVdrzhKPzLp)Qmg71Q
zl6jzoOa<t<bFg^#JtsL4I*`bm*Uj_(+2CKDY0}&^i$en>q_`w#dGWI%RU%F?T8qbd
zauUBu?MDl04q8PjrA3bN>%+0rGtQ!?tFg5o*j^UK)(q>fwH%G6Ok0mAY5U_X9Ut9q
z<~ByYV!ojpMLal})ok6}|5yhyz;eC~^g#MnvAqMN&5T)IJYuD+GCj2iqpJ_RKB-=B
z&}t4m*ru6M=4iZNj9g=)WV({*)q>0ub-Rx!g`XWR(izy5`MkGBb%S7YCETGBbK<YU
zP4J1o=2GzHC*0&-Hj`Rx>6Lzeb}BlW=YO(X;6L*A#bpcHIro2aRD@BF8(QWU^H0wr
zN81J_w?I58ZeZr0G|AEHv?AacPxFspB<alMY|VISUb|}Oq=D328ktlDtKqxuL>~as
zwYp1AYW2Oc_w^!Rqw5k5AM2)1NSO-kFFJ}ovp{I2kuvjI)ZX0G88a#shhQEaZIg%a
zusO9pg8_)OhN2Xc)}FAqIGiAzy?D277Xk#+K|U55nlZ3`xwkfha|D3K+vbhGaneh+
z&PPy=mig{T*{i%lW+>`jSe{n4JIZ<bSk|O@3LXznpL%b&G|;V~_1wJtqOJUBP6c9N
zG4VPO8ifSBGF`NE>+*{N-?<u_Rp@=zXlY(<ASOTWbHm<et{MjS6i}|OpKc!Lxh+7)
z)25+)&fjZRPI9_rYi5Q9{t6E862{&`(=#T=kg_LlTlfa|cDXV%?Fb+J_-<u;2s+Se
zT31@_ABsn3oJ27?MI%7Yn(o(@5{j%LU&?UkrmYFB5i9dSCJ-kO0QUBgq#VN6-rl1$
z5kyc0w_f_1Y>)GbWN&lJJ00-Vy1McUv9?gch@#Rjl0V%gpCngR-T!%3B9TB)AROJ4
z8fn|zt>0MIUgvf*n_MWFhg@=0PE8}+<w3{NQkDr^@%qJvR=r0><Bx{Y0gO?LmQs{6
zSLD>p`)@UgF$UnA(lv};PL(BWMB7lpH!he9r>;p>BFPzMwIlCL$(4HD95`8||Ce$}
zNSqYjkNC-BLo;I9x~gTVap%B>rq7m}__h80kjvhS+l#OYm2F%&?oFGLLii7%4>uIk
zypX3`qThSUEfqGH$`ZoxA?HE-cBss=2(lvNAd%*%@~nW2I58K2RjouN!o0w~3WXBb
zg0F83!~x|Qfm|d47uE@36*TUAEnj_%G1`emnRkc4sy>dE);fiXW%v>`)%H|<7WGsq
zQz{???P3Q|i+NO8c@w-orY;E^4+menB}i$SBMjTH2!zoT<^kfKE^tQBML85EM|?y{
zlpF1EL3Rtma1cj~mAGk@bh=ybp(~vn?egn1fvA!Fy2sKvp+GLcF^p+WCeO`+{4%u_
zgt7`^^QQ=4*rA{!#k*U%O&Wj`(2`O8Y}t~bQ?!W3g%gUTQe+ryRIp`J6D%V_^edUl
z`g<g0xnI24lTNlmSy^cz{egF?WyC?|T08)so|+H;P6D}L@ao*KB6yi;z?<_>I4k;>
zEKhneEANnmqb|W;v_faw!dPeiQ`JHpMRQ1}^QrCE0dHgaX?o?``*7*yy;A#6@7U;j
zbIMzDbKOG2Xp%p3q8fjItOQ2ChM(T6?~kg=8n6eeRqYlR)a&(}_Y?Gzqm`nz7nQCp
z&1*PX$6IDE<z+FC+gR)FF4ir;_Il+#0LD6YI?XF9<!<*ft5RsmZXVre%1)z)0|DMQ
z-A#0uf@YTTTIwSHACA%yx+~2%Ofs6=v_hZ$CN+vwpl;duMQ~2@ii)$k-RN9gH9l9;
z1vl&6lp*hVkW;#OBwGzGCa9a%%QV#$pj^JU-??hwy%B*P`7ofet-7LhnV8l`2`x-0
zyLaD77?9Gj2rk^b&<GB|0}OALkEj+D(gzJsh?9oI4AXl(ql$F4Q4F)6FMtoYyc}4}
zxR+ST^Flu|W8IVGK}HA~>BGzmWXBr2w^006e~LxTk56+7qf65Ni>^e$n=iiIoQ2T2
zHMXuWXF&%)MUG5&bi<P$d9S^THSy&s?<t~E%9D=+TplWtoft8Qn_BGnK8<pwAb<ww
z8F+JQw&Lm(qKVEKcvCi8PpDnSrLBZXO}PN-hF?;J7xGo0i8#6^YyjZuCYZXLl~}mZ
z4@bX7fwryu^&4{EYly7wF_VTS*K77ogq{s!J>yMS-9`|kDv>HNx8f)6g5gE^o*^T9
z_6=S%-l^ZmZdn0`zKt{}><htzNZpkdt^93%_$U(pD<7WUy>Ljm;!pZPWyM|*(FMGR
z#zxZ`ovsFKjPTLvE!FOo6`_x|IZ)`Swz;t?uZ0q@H-IeV-)xJwo{XcKp2G%}Fqdqk
zjb@YaZdp?^lYqER!MY_N4baO&GU4&U3PvcR0QKnTnZ3;>`o;%|DN3Kd$UoT%G~!F4
z2FXsOzGrn68yOjyrDl9>O=G9Nt%sp6S16bPs6y5Fv`x&;jv-%~00C2$Ur?~0SY7Q;
z&z%`{j#_J87%w_6z_f9&zdzl>^FviNI4KETB<iO)Gu$VT%bmg`d~>hsR8U+zH|~aq
zhX)0-E9;L7%%25%^zOLOG(S0P2|nn4kwI5<*dM^a|MFb8lDrq^u-)d*H#(R*DVM`=
zd}bPVokB5C*%TT|DuTLa>u)od`Ylf<Y^!5^H=crjIXj^=HrSkdm5dwlOH@{&W$i@a
zXn$M_`td6<BxZ_xdP>~=_UbWkuk-Tpp5$ivUf;9v0~)~EQO)PW{h@!#ACcM+YP<z|
ze(dW+So~XF-FN$U^~@CCt0Cz5#dxjdj@YaBYBA_^{nz)3&1de-)3azH(ds$fE-M_e
zg{`~fJ$5}aJuq@eNgim~zYW#SJDJU(*Tz@QWn9O`!P`1n{ad}?K%yX)Z2`EXi3^x#
zQ&w!)9?zT;T(u4OE~iVo-EqkKhERwO$hTvKs$Q({p>AlH_|w-P_LAi>2|A%HD`xRC
zY8gUO=-SV9LKD}G{MU_!X$K@df)VgLY80`Hx|Wj6Rd7pjy5x%k@;=skW4oe1z|>Cr
z`^EkMS@{*-X@P&^BqE+Hm*-tr2=UPcaXGM#X9H`nT;v&-M=))uGA&m$9T`4oO~7ot
zCD^AR+%XM4R(>TYDjHbIS{ux!#E{ppqv@a6%7%cgnqHJV1EdULy>5M`XsZgy`wK>7
z4x%KEEF-}>=8f9qDTMGv!LFimd|iC$f>eDN!ATQYG1mg;-cq!XYuJ(XPmtI{92;lU
zM^f2h!8J#}ybf`qFuRC<ZU7=q$hsV+?Cnm)+337;SJ8{RcS5!^k>}kI99jEbyW?8j
zk4LQ{u<sN&iv3+Sbi};vT2aGg$hJ2Sl4=;yr!BubL=E=!%OiRjVMQvAUbhkZJ&ihU
zTZTL&%gf3C_OHz};##Ji>*Z#`rLamVtA;G>#z+#kV_|`%-clN`D<$gghV^UaEd<H&
zy&P2i5{;|C9d@h<Yyd@0La-<;!nH*~ck&^RhrqXVjR=MgeD*Si<f<i%HR5Gpo-T|>
zo2bOKec1l9?G?+i9GbKvPo;vG*@BWYcpe!5s2%AofKxZEY)EbFf|Kwmez<0Ur4DA%
zMr3YVBYY0=%#Ims9Ehsp-H~HiBELV%LJR+r5{zL!LAj67AsaXaYL#Rom8_F15=cA$
zP;@lb$|l&p!T_~G@?=8zY<h*NVeScP|B;}$plhjNO=NX`Ra?W1s(WG)rHNHlNHo0p
z4X;RWUq#X2;lhywU0Jt-MghpYOzujM#U;V<=yWAJPxnVC>b~&X#?S8Ann*drm?E)#
zoR(aqw}$cWOhu9ub+voUN$~CerL%~z|H*6hhq;RnU6L6t_FIn)A|N=k6zPfr97XQM
zD-)>$kWnwnZcxETUq5uoq_O;%P(Oso!|{S({tCLXHS$FVz>)<8v62QGrmGSh4m2z{
zRND691h5wKmUh`}qKzc_K2A{9b*U)_W$tKV%|A@&XYuA%qXgM_1YKs4X=Y!uU=;V+
z+u9j(vwF#sJXzW@_PxR~y*zluNqxp7$9xq5i~0mz(n@2$lCa)FGrO-6KF5sXWx&<!
zq>bYlUKpPXqype#R{Gsi0jk62J9T-07<j*Im*)Oi*b!4RO26<_DA-Rizs%Tg{zj=)
zsE*fZ0KX^E8QlYZ6XJ?)nzLkoL$6)lS#p?K$CxwNhtPtns}sG5YMH+RvMR8X#)6um
zls#P@sj3fAI6mCR7k{=p?LTgX3%%WBNzSD|MY`X=TiJ<dNP_9e_;nXzf&k&Ju5kko
z;aPPzyM@1&PtNqs2%g3@-}(Ir;-u%qh9fcXO^9k+e(ZIkIcch@MdsUqtFDyZL|!th
zk4374zMItDm}kCIi)Xw?)!m#5LHkwQ@90tBRP&DP?vF*Q?A_@R&iclC&+RG6Kq^CZ
zB@CbRNZ{l2F>&I$+CBaBU<7e~{Z0cPce3rx<yY~rqetVx#xu#UAIpWiZ(wBdfU}z}
z&3$Ydxm|yA-HcA$ql}M(XK2f1I$?DQJR8fRo29wveF+M;DIy$}!N(&b+E)>)ebt6|
z^0e&N($Q3l6lR~ht}3SVB8xj$a;PqvJ~~O4SkY0koE4uWOB|vkt2T}QPRo%#YI$o-
zrVMXqk<~TEuL5QR<KNAFqa{`I*>H~afnEH>h=bR^sToj6+!|PSFr;r*#Os2?_>eyp
zWUTkKzydrY6&h^Ou`cSL75hdm3E&Z@>5I@p#{8)p$-bs``*y>(E-Wg`4CbB+RKGG!
z#h)@7!>!*%IHw80-%9Gzab^%a9Ky-Ti+jE~VdBf;9xrLB2)o;B=bS!wtu-5XHW$S_
z8gkj6QfD$qK^&y(jEdSkgt9d9b?W|=Qy>+#4T7hMm89vP8HhPXX2+Ct;UQS<)XZMc
z%Vc6*tpC-j8Zdr7&tUy^$RwEWU~4aIW4)f$zu=!5`-iTf3`lpjiO}*6pA({XsNlvP
zILXCdvL2-AgyxoHO!68BY$f5k21RKb+cq;7fEb%x7U+Ft-$14I;==tJ{rdPU#++XO
zX)<;nrYq@*?iMCyEl0(_ca%@$%Yz^EcEQ5cP$QaNf;mIr6%bcL^Mka1;5F_QURFCb
zSW&c=2{U}qsCmFcpgDoZ&=3-<YlTOJ(ARp+yV$N)#a`YwwE9C{+nUn#3bA=|;>XTy
zXRvv=h;H0*6j;l*p6d>O&otC#;N(OQ-~G<Egg`dD|Mhcn!MD=aQic-#?Ms4xm_>$H
z?O0j+d~v}{U~HFkY<*_^RaiP2trQ{1Rrfqi&e77$k6%`yf*UzJ?$#WvySH(Tu^ivl
z!NZ`Hrfw|i*PO+Mm7#;j6LZa%K9gV(iy>9|Llz{jrXBu<c#N|K?E4J?3i*}c_Uvud
zyAkFJx&elEo^QoGo;QL*L$D2f-=xGOo-<#<ict38Mei>#avUL^&=IqFJmZM7fLfib
z91sIvtBV@zCoP%Jw{;h6<}>zXH5~nw<W9~P4IACwHfoL<XDH2|QUoKrY<*ZE;0)6k
zIRy<rwt_W>ayGMS8kzW=wXwX{eGp5r0-tkysJ(H)T>dUsPv#g{;D9wX4zvNDTA4b=
zCQ74Hz0x4YY12o*tK%Y^Vc9f?d>3r`2R6kD;RZ+(pRMQMJC>HhjfcafCx=vk?A87i
zRIm2-+hYPG1C#7uLyHnzuF>_~j5?o_C%WkDTM~7zw5mR6kc)6Z;r_K@o(>9(UL*PC
z`O;&%2gaK;PI6o18KJ@5k-SUf>&Xw$OgQ)+Tv2Bz?xTl4tP6;SW!RGCv?CW>NHwzw
z(mfcK=5p!50j8`>$<wnxd!H0`Y|4VaDF7@(MsmqhqMZ)E+YW8Y`euq@NNPCj#fV!Q
zLxqkFL=63qvSZIr2TK+;(kt`ukK*%4i1Mcd=U5zp4&qXeNpMI%h;VAm9daOgJCZ4S
z=Ft4^LyXLY9bQ98iCDP6`aGPpmcaaJ#&!OSOZB|hYbY95s)m#kpE;k2ab+gKdRikj
zM#!hyK*o`5vyLSv{dShBK=ntmH0XHHYDv@@A0yk}`--2>(BP)@NV*<+$P;3BxrFSG
zZ#>k&*6(R1Wv+64y}SDNXlJFCJj4RVXRt6gMOk<iP7SddTK-zX12JOdjB?Th)2gwA
zhY9=B@DEl_0m};70ZjATT7*kW-bxwp)U>$csMJY2OJP6mkwf&#9L+lfU}?dQp=#@B
z@cYndb*l^g+h^@FN+^1N7JAGxPAtIf_0R6u6a+_+0kI&%`Bpo`kX3kt0Ga%Un!n*V
z{ocEVeiNZ?&qPF^@tG4y3i6@&`VI`ji_UOP4LcSks&rl#=nQkDJ}Q|<S^5@!vIfjE
z+B#4^pvZzGFBGMv0~C@~lVpR&J<2LLu$dfdm^MZM7jd4Ri7Anxi-RGw)qSV)JW>s2
z%i{}MzwpZy9Cj$iW|5TTeep?OFbfklss$hqF~2zAaixAiF)a2E256oNMcM5;qQ8gC
z^*+^&XQ5<DbK>%h^%!C(l=-7EuB7bty<`Mb6En|D&3=n==c0&P+?G=(tlCf5b<8=f
z*DI@pCL6HjIu>(`$%>vmg~0W^<pFj6Zbjpmbkeg5wMO!ik{Ki2?UIQ=Hgb|<oxkBb
zP83nYQh-H^y=NdK<QbbT>A$%O4aNeiqb3a>bn5WP0AR;pTU|{tsG!)B6Nk3CE0TER
z-=zME1WS*pkh^RvORpFThi5EjfV6T1yPiYSRiQMAzB;qJH9<e@QJ2K2hnG_H8{R}c
zEnWWpA@dsa+(7{8Yb5A6i?(ZS#7U=^v}1zux&3iCO)fRf{&(C@vuz~)SkJ_au^3WK
zxq}|YUQg&=w?q{&cuZpcbO)uDkeAqf8ZD=uKY;odBH96mY1wIaBnr;%7}=@s@Rxik
zo;M}^AddMyikNdm{ee-6$?|<Kv%-ZmBO?_kaDu*nxi*l%TR5P=ne^t1O6ZX(@xRjK
z^hnXQh^RCJe`aEXjX#$%6<JaecYB`i5?EA(RJiv}h)5J~bzPeMh8Q+lOWpYmM??MN
z%t1oryVX5#t183eWO{DKuilrgN<yNBo(!?v@J|0UE1HC$J^y$Aon6EE3&)Nc*FrDR
z%H0hLB#Nc<$WX<xl&3^ibm974?7Q~R`cW#TZZ80TZsd+J%Y)Zj*J_#ONY#uxWHQGW
z?K6ldpkTyNccRf>Hjjj5_?0_3$hn5L^IQF19YbvuZo&SJ0yj#ccPyA-bPbz%n+^-Z
zUktYlK+_!Bc5$43!oni3`4;I9M_z@A3%zR_z-+=4FMJK_)ie}CK-}F~&Ls64Q6*tv
zxAQ9fvji6+Pw=55Zk*K6JsSf}^J#m!Mg_6wpQ32|w>oBNxI|Luc28TAtMDF`QS%a;
zzF9d2h?OPjD+u$tpPnv2uCY5!9WJt;ordcj&M*w=ot}QP;Im0MK+j>|#O+M>1`+bG
zcxOALetr3%4Mt*cB6+QN{(<Q73A41s-RolN^Zvg0_tj%vyB_xHT+O%PO*Yn@9WJvd
z+PA6;5AOnqc=2yxZJ)NDf<ayP343qXv(4lUGA@@)(vsz+mYv|=?_j<6IvkO-{U8GJ
z%ll(p$l+e`WUkeD;IYW*7a)Dqx>h2sUumMkinE*5IdKMJ?H-;K4`0%>j$2H?Z!h_T
zH#ZnurSL&<y#OSmRpi-;g~r>d6>vqqR=FlNk$$4cNGlrsCOamkxrKqp_|EfN@rJl8
zF>{s63m}8un<eA4{A%|7xoQFXjqTIsPcWz(K4E#lhfD!JWSHdE1NFzc#}i_S*cktN
z$HKkWWT~WW3Ub75Ffv8Q9i}^;jI9<6E~h<LPJ<~(dhHdF!Icd>i0{Na9(3uMbDzTz
zB8B%gs_;{v?$e9vDmv4nt^4)*11Oa|a|}oJoX}-ycuhJl!a#K2Zy<&Cem!%i!<OsA
zBNI<k*)womAz3aq0me5IEu$+_ga|*z={O<mJtC5?*JzC@fydKt_AOeEl@wE5pV9u&
zZiPgvsanuT9by)}qTmX4QZwMeWKZt(8B5|4;5WSi?z}b5|CtK=aErS{=eIH~5Q6&%
zT^1gmOAO3KV}f5C#r2aLicn61>Pm(4VFp-d%l%?|if~MRiD5T<3s`lS8WztwgbJPP
zjd(Ll*)<YC{LubnK~XTWAfdOPI&3%;d|sbPh!W<)glRQ#l;}FgngC>z1&n3QT-KR1
zbTT#-9U3g&(RiNf_5pzUaVJ+!<B=nM-yFOyv9!dqW;oZGSHn!I6N)+gu14NnnE{rr
zS^Xzt!pe{?3cAI`;e~ZVn`Eu&gd}Vj%y{Aq144&GqQ-h<qW%bBg$p5+)*P6GT?Id)
zZ^v}Wri0?;2f1Hy2i9F1BQpSTCjF3gCjA&Mtu>2_gDMhx3&ck6k75r6HX&2D4oIq0
zIMvFwdkaFw?*fw9oGH8UV$cAJy!>1!zM{jqn_bftS35yNu5&Oh)qS#b$r|Fl0Z&h?
z_(1VT!wfm`p}_cq!SL*r^xX$han;lmf0s%)yKXr)?R&)y42F?)%<Mv=URjb~kN}XT
zL-f3cB6R#TTPHSBTG%Eot`wWX<tW5`jQsB06k}*bvg)=p;|AiDL*TM#IYpw8)hKVg
zemF}n!@}Cv5Mhb^ZAF{p?;}qtUPQ}FL}{Gm@~P>b1*|aOCk=%N-))4-ZMIm=R=_<C
z4-lu$%T4XBD^nzePevl9YIe@HGK#72qkdY3<`<+FVUr=c+zatI=L?WF(x;r`Z*$RN
z=UEeo++>2LYb}Am+r%QM8Hj4Ze0vkR&eI#%C+{vND49#QOI21wK%4x@JDcHCQDEkg
z!Z;6Uki5Y!N`KHuZw>D<{>0wGnjE^$yJGZ~J#Eq2SdG21s`69N7-FQ-OH07ikxr({
z6@FoXzUHxTr&E6JjhonYjd_Kakhp@6e2siQ-+Bvgg`6Z|t-08ELg>+@%s*0Zy{nUc
zwfua|fB~3CluxPJgP*T9T_}lxt?7I+OWN@Xj4X9TJWyag0G%5)Sy@@3cg#-i{LJ1j
z&i2mZbGcX*);X<moB7l2e6gxGp2C>Ip!XgAu-)}0PePYuL|v>7;&QDSF<&H7{@HT2
zK%8a!>Pij+)Ae>=yyN3>%`^(`>>#AV4~AwL2SHq$bF~#~@BC>)*J_kASv<86CKY{n
zu#yr7pNO;_)m_lal^a`sOU3t|7c6e^P23aY@iR5#Jx-!6_c#(^QI%&ALlEREZ@%WK
zjflD(X^Rd3CN9Fe+Gy8{-|Y==L2XS$KuMYop|?0gI*h~j#R7kaf#270<t-xVqVfKC
zXW8&*mclQcyuTCf<`EOC_Dur^#q(ZI*7I)Rt>ZTMRgIv$00#C;%CDdV#@qRo1274>
zSQnW|!Xfmzo!Y@fNroGqyOef%lH=dWTjjNi&1+w*nF%-5|D4bGa3%V4zmCIuZVd$1
z5T^=tblW_v;?|tTlft(^3Wkpvkm22rw&<Q=5U;3NYAbJ~ZNy5pAyu@L2GcOpD~PxR
z;o2j5S#WqiOEun>9u#3u37D}+Xs0}UQ)Ab_g*&qhKkt*E;lUQdZFim&;b0!><|XyC
zcTN?=(hk_dH`IGiDuy>&MiTMye#_!U@3_iU4~kMArYrl~7k?9js+^bU4>IYwh`v}i
z#}w}{rqc!|w5ma57(lN49vg5Xs=sYi8LY!=7HQ3cbruA!O59!o11tO2?iLr`&Nyw0
zdW`%LGf6(8vw1dFhbk~L6v^f}MQ?`N8tL>ln@+?@PBS#Hc;Ar$_(tz`;2P*ZVtXt=
zHk>Qdf54`EH+p5*-{`MnKuAe&(Su}S?DD74a?Zq_ZKgMz+869cCftF{`PuaYZQvB$
z_*sZHukl0`?ljYLyn9Js-yC!ds#0ENC&;9f*<JH!jvQiL4yzNKl}TvD4@&ebaxX#B
zCGv<TrBf7jibrTsgOkPvSzCslMoO!M*8t53J|bX5In5c$D~En>I?qR5G-sVep{gq@
zT3j5}vs$>FdkRK{5elz(U}BgNMY8^Es;hftsTd@#<=>XaSVT{n7uigUu)`dGJuSnJ
z-Pj||?qmG`<~y#>O7EMo-YQ2X>)FNP2A$(WD~T&{vR%b}$Q4_!*&B{Yyi7PdW8*gn
zk8w9n4-#@3(V}GCs|Ux`sT7>!y!>+Hs`0zv>a@9GmJM>s`-$$c#2tqhUV&QL4%=*o
zSy<{%vA_31Q#(eqgY@y9Gm+%ww23<J^rL(<@q9BXR@uKUa#h0ukM_^?{4xOhH_QF>
zOdd$_c77mLUW*XCZ19iQ2NsWxLa?<sb$W&6<;XHV=aT;ZijLC)i{x42meak(l?SW6
zV`tk(wUrE4hCCuyk-w~go9LLdZe!r_Z7XG0$>Q7`g+)4(Z!SPuyPS)HVWN2LwKo?@
zp?q58)%`bi)o|c+eY?l1f2I<D(pV%26c627-A=lWjl4VK_?a$RALMyF<BFb>YYp5B
zDp_}ZkZ!#(4~_Gb?_M(6QzF{ZL|oc@l#9{f)25A&Q~^jac4xY`1Mz~R1Ot5@Ot`AY
zJNFuw@LUvSd1`E^j<%$w0+31inmD`A_=RxP!3MW-;YCi<G^@VNSWliEu@K^BXzw%w
z93S42s$+FBq-a!;Yt#iPj&!lwl1{pn(H8w0y+eL;AZq*GaauuMQ})M1NGspIg2Iuz
z&dd=Br+T5n_7eU=0Hi+C*|64O?!2Rijsf;;FKpe?Y_MB}<>y#lVwYGSPJh;!(|EG?
z-;cx0r8YhzjMo-XOy|ZsJoujSpGt+|RD9Juh+==sfoPx*iaa$8dE#XUj$R!ERJ;Rc
zzPp6Gy$xwwXS3+Rk7xK?u@O3p>%AkenYa138@rd~H<RzT;pMs}bbUCVY^pp>jqZG1
z&D3?bW3}7GqA~kG&~Gr-WYsCCMXDF6Q36F`E{wwBx`;%PC0*|d=3Cc^%#{#<fK#`Q
zY*BYJB5x_d*=|tR@q#w%vgPvG<S-S*kl%)0%>EBR%I<mC680$neNJHk5c3xkM>^*p
zkNh}sCU_<EkhAgq_eh|tPcJL>xrsH&uRqCHRo1ScT~$0&$Ls(OT+2>GaT&^0H}&ap
zuf;>nHHkP>>SNup>M2v@A;hj%g&p24@AK%uY{!D`Vv}T`PM*f_Fs*-OAZ9+K>ux&q
zdY_$xC2YU8!|q{%^Vo>aqQdVkL0m<H(I7~8C;kJMyeBs$mJNDy_X@GG>He(p;E&h_
zdb1<rfckJQ)_EcH8=QnwLXrpz$O2h=hMq39&wJhnqhtNx35EBX_vE9LrU&Sbb9h@v
z?Qd<RoID|`LfV|@maR*=h&Wqu^}$4eb{_tK43);<P!Rh^TNEr#CJ)!}Wq-cz_h!%7
zL<I@|XR&EjZhVWh)~Qv$JLb4q7_`;hq-^}0x-x8hDL@&;S3RC8M<sbfV<Qq;a^zEV
zFd=s{>Y?GB3J$j>fCarP>wW4>4^*9yx;X-(M!Zg9x+)QELfyow*GfcOLWQb7H&_#k
zmoHZ}s8p-wy571$*8N9jU}rZ#$on_vc?I0HhzbTx)*`N8VTE}Hf@e&k2Jn$MUKTmt
z<`{%=ho8hDg@CRGrS+eW$9ikkXE($Sn6yO@JyU82>v2ylwq#w>!4pKDgIBOZMhiDq
zvP{XC3DV)$fLM61zA>ixUQ9JKc^bH>fC51nJ_BSK7pI`c5NaFw(p}eu-xcA^TA7T@
zQhtvZ`g+yH{!{A{jBDkD3QI|@bm68~7Vua<q4{3c^de|5rLqt$BmR*F7Pea%E-4Yw
z5F(Um0M6(%@dEb1qj-d$!fnr;ouI~|CPdpZ-#5fK2WC*25Bw_RsSBQu#j)+n&2<T<
zMKDkRn$Wg>q_P0GMGWHNHf-uUm>4B3cpcwwkQKCglxvPjRF%pj!>9^Mf$eCC9Hy0R
zGhxTnMG|2;VGh7pVt55B+Gl7m4r>c=dXTT891uaTeW3iiff`7idD#is$3>8GO^ns6
zM0u$QY@sK>Zb8YFpt46c=sg{O2~$;9+Kji0W>P@F3jVyIfl+G;6MxhXO6jzB5lW3D
z<lPOO1a0A(`Nyu|pZr(%>A8W@Z=#-9vA$6wHw}12Z7KRmY2Vh0T&LENIF%Mu)8fJ-
zs3=!M0yz$?AgQ%vyd}WR!r?ifoKB7$Q0iw$>yetiTVWrw^;hLaer)T9UMbi!FcZS6
zDJ`%#2-PGqcGan5>X5=UG7CBvqK4<;INDN81E)KqGA;sNkNQ65Z68|vM<QG)C)WOC
zdytyHU1BvP&=rh}GlDomgdf?wNo5b$S%HL&frTSXxW}+J7S!CTBdb;tg?XN3{>siN
z=`oRX(VV!Rz@z?ZQ<G$v(HKq20Sf9*eo;4w(1GE~(%#cPL32djwzg#xJwg*i`NZ+x
zwMt4YDr%vi5?F8Afz86dyjd5MPzlnP{i43LOVgYfD+sDLmH`IE%Wb>Met1YdTjf^E
zMGOS7E^Dd>T$SDJ6y^IP8Nh-;Ju{=S1oQeH6BZXiScJhExla#R&jq=Ql_!-Y5Gof1
zcapt7Osf<GlQtGDYsv>)g@xcbBI{dDmIt@FtCFiAwoB2Ry%pT6ltA{C!dUN}^Xtu}
z{@QHbJ=YW0M*wCr&Mfl(*{i(Jqpc6#hbheiggD-4;Bb$JPKXpkiZ{p-r8jrSz&aCy
z7(jYi))MeSj-fd0(9HJ2xJbgqgGYa?IY{t5*$*xu&fd%<{@Pbo>|f#kGw|7zQi5tL
zR}E@WrK3&r<Ou|1y&mQJuir7sJ$h!G8-}G$+D{GHQx5VZdhlYO?bwTc9{nTS<~0>(
z0l7s!vg+IQZAg7>=_$Mbw?Xa{Bl>MsPsWptE7<<x57?X6PR>02Ve;%(CG1bj2m$vx
z?^>}c9hT%XjB>YE;nE5n7KKL9ylN;jw5Y?RyqcmQ>(5I<RK28JWcXQ?qU=8r$YnPM
zZg_PT<vW$MJ?LI%5FQo36TU*H1ER3ll=q42E3k`b8>SUhBBq4N{t1v?WM6Z#jI2$5
zVtv0_b-O>x-x#tba;1Z_q}2nS0q7)V#|Zkry;fz0=a}K=G6?%^k&la>znncR@o?Lt
z>q|1<tKW0NS<(=?q56V;kmZmt2RC<|h)xQcnn6qnXA7Acg!YLdx2)NGpO6rpcBoSt
zK7R5XG3N5QXf))4Zz>-jE$sD<)v2!R78zPb+8pcpGu#WI)cO+h?w;kXU7j#e9EGZe
z<%#Zv5F1Gfzu&%T^PS4j2#GpTK!YUUD(+<3#UY@f1vQRY#n$HDQW1^CP=xtn85?lm
zct$>F)pu#&io~NL;Jp~jjHH^@`_Mi`SX2A!CLb!`0Y925)f2fCl=CH2Qm_O;6GJw*
zXA@gVt(66e;nRYSptcLntBrr(GWtF<tjpS=K~(UO-XzDu45Ao(t^`j4Pjvfa4c;Az
zYc*GyE?;|AUIuY;YocUH=<+07?7c_;QP2a&^+E?!%R%AQZ71^0b^QWVtR9C6Z6WsQ
z%<Nb-rPuls?pR$Thlb|+)D{-38CkQA%r^f%`@GO=m^2AE_j%XH_wU>|?y^75lOH$A
zUM(tkcOEm{GPw%~sP%S}hgYV+nMRrC2LkR0`<Yry3QD1hb&`EV;*R1o5KHNMQkS$C
z?*zD3v%`WqRWY*NG<2Jy4`8?IIV)R{Hk;XgDJP<a@0|@&3cfEYyJgG@-e6srM6WQa
zL3JdH`A?H^rvSrKs0%PrvZ|gV9$ogmL=c^TF3OmZw<kL(Usqrp{?-N-Grr{Xr)(-P
zaX)Hh6W-a5ulc7}72ET5eIL{DRCI=P4KqJ0lzq-Pp13XMgPxO9?a)2=d2QK`H@N4a
z@{eEc&zr-jgrvf%s>6{g?CIChDma7T@-*Tx<-u(54>9sGgX3Wjwt10&uCNKg>5pI5
zbiNT7nb@bkKUwUCmk_oFO$^lZ=``;hZ~TKvdH1oHI}8e<f10s+5045NJF%+6f^+N}
zO8eiHAe1Q%oim~-wJ0e25~IJLg&l=S+_<^-*B{3#T5nC$z#5D<u~;R2>~aUa&ilL)
zl6P<VaGBbGk8uIS-0tPn0=W;+I4p~~Oj7A82U~y8wN$vo>0iH8KQ11ZCA3~?DS)aY
zj?Lc1P$uRzW+8RAtg(!f#<<7e)5AF0&iAA16z}JF7*YXLP4fzoi`3X75@E_MYB*>y
z%#`Ha|4i_sc#StR=Lauc=bCw7F0KV?JgvN_Ha!}J)t76lsK1%FWPyRos5xLzs?{~p
zlN+3;Z$)kvdtaPEBwsXsw9LWO(N+2QyIe@lc@!RZbrQ9Dc^GC-C*vkOLhmd*UQBdX
zUathYeO|lvR@D6?yY}2I8Lqwy&4h_f#>ItQsov-p7zmyP@DTC2{hhpH)9VNRp!W6S
z$B*sPQwh*D=c~=iTRu<-xSo}IlhTMJS`9X}q~y-5VG^ttu|J#3wFYRs!~zi{(=uHh
zr(#l40qN;DG_<q}5QDLQI-j3i1A>C`yxtxoN67`kfmx^pM$7Fk^qqraW8n}=qmUmD
zXG@4cGGsp1CmcME3<9B+5HQ{J=Ke(Cm9NwN!Tgr{W?>+fSd_tXnPEJg9dXO&3!n{V
zWo3m8=6<ot`aV}sP|!0I3p*~!#qbRwDGiIE`S_mjGQf<mq;lQN;ES<YmV|&H@#|Of
zSD443Ka%ZH&LPZpWwgiRmAN9~lRAR1?txn5h^PSgWg6Ts-LBoB*{`_vB7Y>+68F4y
zA9aZSW~7vIPTU@`Kka#+P&7-L8ZG5>D)|?Gl6qYUzB_m?Wq8K>LWyxBNZU`@Gknj&
zU&!#x&P`kL9fE{P_{^PQTDO|P@Fgu~CC|QxOgoPk!y1Pqtl2Iwegl<$5{IxMB+%-A
z)P17+UXRB9^_jfh_%otMbK+sF0gek4>6+hRZ@>eW_g9Y=e3Xhf7FQ%c|1sf2QtlB&
zWK&>!UNaJs9a!3a)|c(XYW@hp#G6f)5VER+OukVIwI{4VUO9HWPw_1)7#1bn;Kz{>
z1=O#YPxy(E>f=y?JGsb_VxyRb8B1=8D_??6AMeT2!qJ%H>KAWD-2mgE@I@h{0tb+^
z{isI`sJiJ4!1~DL9|A-=IaLEAF<apng978Rm{}MBnJHFsz8RrAt`<GtKf^jKWM5fN
zkWd_rkZJoePqD|g>itH?tT0*JO=eQw&ndFoHFn%A;+M_w+dkISgZq5PZ^)jAmjPsM
zZ2CXBvTT-*tDr9*u>+fio)OVL=v^6f;dq*?1Ia=^U5PY(<}(0;vM*qj&So;agiOyU
zEkUMLc)R4X0re1Pe_}otNE*0v+g!H0_eVl*urpQKFgSjCcbiu65%AzW)ruUcUacSq
zoK2)%#9wy5AoDbtHo+m|%lcik1xZ<cv7XG4_Xzbr*jn`!hv<~G^7cAys-~F9@#dOu
zs?M9Xz~#9a<aA3p7*V8hqkFfr3&jV3`@rO*rJbe2cEbccs82jV29znGAlu%VL?-QM
zN5^7oxe!{&dPBArd`sKC@#uwW>CiE_y?Vd~UnAucj4$xy#JccV(#*cMomP#UBt{|<
zk^Qq)M2k%;w4M-py;|AoO=*4(*1%b|!g!bO;<r=OTPwd_j52e^dPyKBZC6~v{N38r
zIm5oX-xe$>^JVHFu3tX0*v>*`WMstF*7kX7tmpaa_wtbUg#*Vh6EK0Ce%^Z)c4yuT
z^ds{D=ZoDnP!kDmkT1HpnEW54>-f0T{nZveBO`qA=vaJq_SfvwKY?&3Q+9iUgyf<R
zV6>sX{6a!PRJuO1{lLx_=I3>H|AqpGKjf9gWCkZp>NlN)Xx`Tlh;3mYeYFR0i+gJ8
zd?;hr?cKQp#?*IvFa``P-!i)1?zOeI?@ME~uze^yHLfTtqe5FTHa2$T@7Mij^YLFI
z?f>`VT}O~rmfb&>Q0%dJbW{Qx^YG##5)a_sGc|<>l&XOE9uye3bGgyZz`(%Y?tG#B
z+(qKQ!M^3`{|~sfzu&)$T)>(nB^nGpj>cXxi6$2dLg(Ps=lhRi(eJ>V1l|K0-`f}|
zx4B~3Azx6)8uJCJkY8bD12_iv$1~Hjvw15|V$=8|t0oo};o|XRzgMn0pYVbZaA6!A
z9M-$M(v6Wl&nla3U+=fZtcg)!?Cy_$V-JfnA#?%vQBCKH;DLhJ<%Bcju~=9uwlGYs
zL52{XN0~0BWI}N_Hq$u*EPDk1TPytAUN>LVG~3ZLmIS?~<to*KCBO6k5zS14zufHf
zC@Cq)!P@fl@~X8zkVvbX934F^yzDfcA;RWw(d&oMY_at<h9MC!uBxh1ZLuW;hCjYE
zSADg=KP>5pNl4^@*!>FPiinK7xop3h{nKqQ6s7k!1eu;RI3fKw73{0?an+*5^@a$(
zgxlwn=Wr@p_DbCEtj+Pn4@ef+1|oXD)<Ap${`~pI<NcnpxRuIma@;9Skki=-fIr3I
z^=#<_&i&QJeBv)MSv=yPMB-)U=+{I4yAeEpVFAmVI>&r#sMKigx_+ReqbsSbw7P8r
zYK=@Uh2Q2a#YcFa*4@TRxzo!x0ek;0u!{J6t2?_ZEw1{~o1{gCvnMLy?)Bk}YRMT$
ztAgO5(kZ{(j9dVRzSL;8#`R(ijEsawz~^1xcl!TY<o~nX!7pGGYumT~aK*ny58QMA
z553+CY^RCuNjuU1eEHvR6=D1*stC5{KV0*kofC-uq|cyTG{NvG+iRZjUvKyg_W9pa
zh5x;B`B**QKmS9e{;9qxL<6wzD;FFIffw#|6OodFM@2>5KcT!S_l(Xe5|7&G83uQ}
zo2R6i3MuRtq4hM#f0vFcwt}DQQ=CBS5yNofT4YExHm!hi`;L=BBx!K_TdC3w7wKgo
z6+2#bEXS(wH!i;@tQ&2Gu6j8qV82(so~z^xg=Gaj)KePxCMQcF3G@U2Ylpf1VU82Y
zxxe}!az>7bDgA2!QsJ{K<Xb&5`L||R_f~po<vZ>*wtvjJ4o725^s8T*D4GI)yVniw
zV=Qy@QAj)7LJL1eVK0E>PS2?2TM^1yLheaToaXdQiq}7y8bZ!xp#HOP*VxUza|jsb
zuiWHS!An`NoVPdB%$I!q`e2uStto(OL>~{XY?$`!K0dElX(}ny<Lkm2Kau0pj;UsR
zX@FBIVpy1*vBWYT*DK2`=X{Z8o;b^yMJ-bLF~N(^dda@r+aTA^Td=I0@8u9x3L0Q1
zK20JoOCI?u8|WOxkYu{-Qs*-JuIZQBDdH8(qu_yQ)`AC9fy=syF3rSx)_tJC(L=!b
z+u$}FH<M6iKEqQ`O%fyW^(KJF0diuJIsRqhC;VB@tU$g4wBfjQLe5H4ip|M4FZkr#
zo*8iUDb^+W#RkU!0_FO>1PK>%et#~0Nl{c&dERgRNl_&;wpfnpT;?6L*yQB=@u*y!
zLhK?ATqU=*0R$rTkE&~{YIg?4w-I#H+n(LEfCvRv4Mgy!sI&*1aoimI>Xjpd&~Roc
zmgAu#4bDCi$@&lbF4CJ!mUVQipL!(%9u##hes)2JX99Dd>8+~$cj<;*I&%&lhP29{
z7I>+gFPJ<h+^-(?_Dny2{`|aSVqj^H2AsS)ax7!ln(KDBzKPQZC^S3WyDZwgZ}E%H
zf&Vkoq-QqIp?}iAu@JQjrzf@C<$wu%zD}byqvRo_Jm9d5Xx*$qxq7M^+-f|hZdc8$
zLDBFO)-tU(Vn+0=I$*~~=fSMAdcyh&7qcpZsY4c~{bP^p{P|peV!ydGz7f@^J6P>l
zU*JH|EZPE&y9?DkNN!m-=+odu_-`2_N4k%0vksm3Uk4(L<q+*eS%D7PUOToI?<`Zp
z7ZS)+l&MVDlpGk(LJfkt_n$vFkSrQOS@}rU+c}5(kZ?<`8XXt6c&m6@g^VxJkdXNk
zGnvyQvcXaQTQ=>i8bORGEUW03E!~J;^&UCmcwOu=^^eQWnBS|+TV&nIRqyt|)(Ek2
z>o-~PLV8B){~bwlh`vT9zyWb>HSv$7&hn-`=!GI`m9=satWSDq-F@s1#UrWOtJiyb
zev1EV>h7ZXkG9RiI$&6v!DOupNC5<$7HPCXZirwfThkfuyL3=Lv=&l4)q~;)B3Jvh
zfbO_!6({igck00ljAy3e%6{kp5cxQv!W9|xu!;*rZf<#2{Qf!_dE485Y7g=%-q}O8
zmG0krv?fNfb?YA7-@4@aej#JpgooD!P~Nku?F<?+e|n7wTC$#afc|Yj-s82VY#O&;
zT}-rHb@=Yu*NK;pgp}XwW*q&5Y^&4Hbqv7vT_I;_+niSJp9*U46zw+%H@?`}Ssp>6
zTgbqpI*be)p_-ViHJ-#qw1Pj)ao<$^YXNjLA3AC&mTa*ifWKEkjLEUu(C|20EaGKH
zyrC9Rvzj2f=|uUb23^z|Pmn{kywr<~*;WsUf$_{{Ai7m=Fg$0@R{(gu=~eSB5DF01
zpUf76BU7KD-@lg28D9`zy#k_qF8#?`zYa|sX0EaK`+W_jUt<nm3ybligxcrQ9=0x@
zKA^PQn=GWf6|aY&9B0mdUTNw1M83)dczENR8-CChcD(Z?j{q$?;)}L{MeE!D=&SwT
z^$F;v{MW?;WbD6q1pf>+5#~SO@Bb!b|L^yjfzt)?`QI1Oe@n7}I{vpN*!zN@HKd2w
zGg^h)`}#rC|DRX;Z~u5lCAq@k=>Mpu%}r4g#ELN(k7IIhaS3W@q@ObJ@!<n;O-0@D
z+5e?3Ldd}X%^@KnndYZ?N#-ZW0ns29iQrdN#hja`mc!U4`<k7d^$QJ!ZgaVc(rS19
zAa-}Mv&*IDrPJw>I-t{RLHa@idWHjCUT@R+qKM<!eE6{FG=IcMUZ?h%|HCT&6@F~m
z_ATNtu)UpIBobTLhn|jZ@M5j`AEEc3+|F<qbejB2Ra&fCf4{`tpDrV<H`->l3gs!|
z;^Xah|3XLLup{j3?5MWdlYaW-*46#+`FtUNy+82>g+$o)3B-@)87T9LCK#dg*O7Fv
ze6FMZuAy<K-TvXq@t7GkIJd0%y4jsb+LisY#MVnhhVsy|Bl50UAx1|r6c5+(1fao{
zT0-A{xTo6s$UqXO`P}F<G}xF;%#f3~dgk-;z|^JIf&v}-qv77RC+v!^_s?ghYjq}z
z5q#4nM`$B;vF_{9)txqqJuQ4WT@k;$Dm0%5Xob%duJ2@!X_!!MDrPG=jQ?uN-ZNM>
z1TLzw{^W@3J63A+I}>GFJB~rW$EB%RVez9jp`M!R2Lou_ELB6}bpI<}6ja0FQKz%)
zFN8rIF~#R}xpr^~UMrn1Z4(8Gt1r4M{b)5@#WVJOc^KtPNxy=eAKp<As(kAxzEvX9
zXWP~gBGx`Z0v9y4o)T-X-H=ysLz@~u0xh=gS^HN`F6K9>_btCGf1o3ZdxO7g!qs~F
z(SO&tZB936CRP2kfYYCq{H>%Fp46m2j=3K+(|LYYJu+O~li?NneD|B}R<dk*V+an1
z>^ZM6v+I>fQ);k`Z~va555?DdQ2J~q3XHgU<o+7CcgUK38Tq$~x>WT}Pg2UGKUC*a
zXGGPBtybWZf*!1``_KE@kBIemRDUkj-RA~~mo41rfgNrvu}R8cphNaaC!+e^#q9^w
z(HnHS79~>tptFFS3{vHr6t&`(i}4|bCtd;!=6s|6nSG)2^|ZRGPQ&y5lbfz!+If0m
z4VBOP99V(K27g!yF3gu7T+6R;{;TY{{$otI9VZ1{aM(>F#xwMr5<{mJW-+KLd6kj8
zi-?ZGImA9#k37SFpLGmSKgs6JeB*>O&$jS=()=r3NTH-@1*}t1pNd~|wG2Lb`6~Q(
z!_3D4SkWkYoWqofeG5_{rGRtB()3DTtH}13NtOab82YAU@XvyQCU)75h3RwL8ipX@
zb6jSM=tH76WCeXYRyMP+fW+5z<(riB{(xjJ>$ku@M@U&EsA0jl_~asx(+P6b=z(XX
z_kLwpHdRy&dbZ``!U-;#bwJQs^W*yk`mt_#^guNy(Xj7V*4N-&EK;mSP%HbKEo&vz
zEOyV3Q~>eE#<n5FHhq7-R7DrPZ$SZ!743lPR~qqmtA*noHMYTQNjcj7h9GaVb^M!U
zoUH%D(m996{e4}#Z7{KI+qP{rwr#Vq-PpE`#&*)!P8vIz@SWfHeg2<oK4)gGv*+xy
z*Sc4c<8&5CW^$iP+50{!){~8(?;?^P+v5!kxI5i#La5|v&yA|0X2DO7c08o_;KHt$
z7j{KZmoybtp%B+mMP7c}Af6L}b34>fKgb$I!Bb=qvo~YUespW-45o)%#r?CuFPdv+
z^mrh5rOnD;eQg~tM9a<-G131*J6_3ywKK<vsqxcfJI6I!icUzO1Fbgfhn$^VWTXJb
zbSJ&N?CfaRqOYl%dQnTyH`*<_`FW*}Jrdx8HJ!}V@OZZIp>)+A)#9+T2J8d-!Nk_9
z|Bob^Vwx|`{t+yjP5PgoJ^V%Aa2M_qwSLAf8-MqAZ2i?Md~lame7J9_4^3&1A8j^s
z?D;n&*+5Sx+N{EhD@jl6+KO~;1PWHv*UCZ$(SC19SX*GZ>{uDUnV841&HFq4;qJ3-
zVK5FCj9dM{bfZ2Xq#1^~M}BMs*p2dgX>mZlIC`4CW<KzwCzGHFwUzA1NM3|tNmvJr
zc)7Vz<X6M%iIx9Pc8np@12G9?(2#VuxGeamzWS*}#d>^A%xpjBY!ma+I9gSA&Eocb
zUaNGDUHr=<l4-b>f8`OBS8ni<@>;@g+4*I$kjG0qWXo-_yazI{QB^a)Bu&h!jSb^p
z^v`mCGJggwC9XkD(~5d`p!K@D4H$NOR&vLsWDa{i`l6`k#GFj*nnpaD{6Rjw{c-S=
z^$(N?3>VC!z4tN&>BHsD38wQUBVp-F>>OQnW2j}(>|#|2a-q6X6bK_0{V~`Kfbkjt
zDmowRUB@ARNf(|9`t24h2N(-fCn27b-5YJ`*CVv@4d*{a2~_jtUB&IL?>j2WomchH
zb42^!5-yAWVa%gl!Prr~o>cw1oi$bH2^LrmcnSJE_yZTSi5w^FkHIC-5j$Xk{Es}{
zg$_fb=$^QyA~e26z&~RVN5Q<%+zL^UAbOxube3qGJ~*$7nnMm&EI+ehtASQpv-Jzw
zSS4DCyhd0SK<djp1t@y!oSz-vIR;UFo7z;7)AYej{Jy`sHV-#OUK*{8VZDr^&NiG$
zk&$&A-MDb}hgIMso!ZS9gxOGQx-;Q1R}6#j5W=!PqQ191m=eAH0rgwOZqE&uYIMuK
z>j-~$?)TFI_;9KaB-u`PT>`*cRf>W^)?)Wv?6P1Ups0?~LssqM3f(4t*dS(dLiW#r
z7Ewi3I_&H4e2I}MH9)Tz`>CPK8-*)UU^-g{!bJoEAMQ&3KQ0Bp_1&97NWx@=rkg;d
zj|4B4;YWQcqdlUaxM4ybcU-`P3F7Dh+NDt;V;z6U=4{^?ue1L{)(lj$>VaSwsC-m-
zE;%h|eD7XS6u^zQLu{(=j7KenSTA4seoHKRG*ZovdrLgn#Qe#a%Y2STKzJuXQ(HO#
zWEcuRyw%GT?X~^9wbb<cgm$f_SAJsqQDML!wiY~UUDuY52X}v4MC4c>%tna`K{-R>
zw})6>Q(l~R?g1Tg)T~Hkzk<`*x*S3H2@Rw8Rq^CM<&lKjhT7X}zp3#4SvqoQ1ga4r
z`90BrJ8zLjr-hUpsF<8MuHc~d_Cp4m%Z~*}yoVJ+_V&+8%sWI-_=|F%aJstNE;y{p
z_^z5}AleZ1(d-Z6uwM=OW99|#L=q}q2p0#VUsVcRaNe%Hu(pAhun@XOWA-9$;DJ;f
zzkRD^k6%MLUPY>(n#F!8ANUOnyx3-sS<m$&($mk+W}l;`4q2F3{b-ZW3NO>dj1R)e
zHJZ4XVib|m|K3<xwMUAy>qE=xiUjRdho3~!U(*Pa())~YzW3`7dZo2Z10N+Jrp!cw
zCV6OLDn@6tc)Ekp4_y4uOUkb3sD_gAhzSSsxnW~e)n?4Q*^lnLjL40~9?9GlagvJ`
zH9yGN@#(?OBosO}<`HnwM*%A-PY!j#6yR;Cx8}|oL160pQ~ik-!-&Db?ZIgC&upD8
z#p7j|L{;J}o%@D9v1^Ir<ty3x*VIkcMh8-t>G&q5PqJCvd)<zXV_Ir16b8-}Thc5W
zb(h(M8@g(Q<gCfl%`sgGSI`;bXkNH};eG!PsOnN#&IQ(yQ&eIH%(Ljq4_3mC!@EFV
zcahdZ_on?%+$V7rcX*5<aQjo&g$p?zRk1Nql_a#P14`9r-AIL#cl*s&KBY+#j9A@A
zv(UukN$RZ_^!2J=B%fU*Ca5ci0-c=wl5!bZz1MD@q(ipIhgY@fngDuwbSxa=KHq!!
zeG_sbH&XbXh|rAUxyw$ly*jwG)hlnj6bq2vrhlGrK*uFZ_8m>$BCTo`zBrMQ2<XHN
z_$V%(^;xZBaryJ$kx=TWnVk?HoO1K!b>XnPxmT7zJcs7>+b<G9+0rQ`rbaezjUu;^
ziCyy7P{syr#XvX1ksBdPr8htgKQ9rA*x#>duKKe45Rv574$D3WAhP<Lcy)^6b8n&;
z0KPFM_BdgpnETZ|<<5ZC@c~-Lx@O^x6IrfbD;6;JwBHT1iU1xwZ-v(KsTtANd6$Ua
ze}h{C1-da5gQpV&khC+3c8$1l<#nQh-YTD6&$f~Edhif=zm}Prn+6IzC`iwSAX*x&
zynG-FuQR#pAM7Fr4qbKi8nNS_@if{g4DX=44Zv_^r3fVVFD#-Hm&ZKrviW}0fZl^2
zSN4!UZs=ncgH&?*k>1sHm)C=2bEF##l#KyXw10b3^;1gFqvjK5hdZzDc8k;K@G|VI
z(b;s%SE`OWN*(Wd<=p5Fs(oVJII)@@gH1*M#L8rs%qBXeu@$Rk5rf~<PMOLkx}qzd
zv^BA{+{%YcQxOlMi;+TTWgVr&2sz@*7+D6VDZIkONY4V1+iQ&f36RvI?0~2s%jF~W
zp0q<yO%WG#857S9R3u4w8TN>sXv^inP$!J9PRsLnr%O6I)bZmBdfUv%+M$Z}j9V<p
zQgZx^TK5SPGc$2(-_+Ln<@fj8A)bsYS8a~T{K~Sd{qqUs8O|#ybSd8Sv#5h$*~7tf
znv?}_z<Bo(k9xGsC$d=W<=Q%0{j@yo+`WpojO#x^FD7OGouy>y1|6n;aRd+l0W_|@
zCM!KKuQ>B;iSHrsci(sQt*i(4xr;_p*N^Nz!_jqY5yxde*x})zJT|iPMIakW<3uyI
zqqPA~2U(_f1ZMYrfifA4I}<n`Kwn@x-c<a|fSQGBwf*o80te-xvAiw=8M;a{JBo2m
zo&4XsqQ;x7VkM5W{OBct<x_{@@tw?cNrOnUpAUcH1Cb2cnuP?{PNtpUoh8-3bC_c&
z8BA&@{z6AMzFE;=?EUrP@Xw1Y#UQBLdL}@}+98fJrsGLRO)t3QUk6u?L6of(`+5X~
zrny5LLM#Y8AwXw@dAoB5i~G(gtJ<vb*MCQTysySt;7dN_!+o=RzB1eQU0pYd&59kI
z{#UEW_v7@e@<-@@>ns04!a6>gYxHfm{;Bgw*n0;Ff2MMMiod;j9Xt3(_OD5<MNHC!
zHsmsRw{Z+MBI*pxs4e>XQNq{#`L91GMg-jqQ|<2U6(m8&nOeSmzFpsf1`mI2onq3$
z!F#7OSS87;jL(;A8k`O!=(L-myuHuxo4?4(P@t_roDqvr!N_eqZeIaN)|Ks{;|_kL
z#r6MeqrI~Vq<1TO^(?A2X|#w7H%11Cu2wc+iAuPF7hWMfs)`5y5)10vSn>nGMa^@9
zYvVBdb+!;CUVl_`-(We&34~ho!Ugx_)>>oxcSJCnJB*~tvm&9b!kly9iSM*oke-d}
zYieaw>IU2|tHKff!J5Pfh-m}3j?9KL?&cu&2%qNISzcCg3A?-xv2XU^BJlD)M$?9i
zHZk3M;)#TL6Ghlcb!LZsX62FW+XQG<tl7#-jZu$Y?Cj5P={XsPo$hYs4HQ&u1=;Vi
zp;(z*9;tO>-+?Qhyowr>*ErXa&blz4d&7u$Cr)F6eAvGuzxR$3`4%Hq4^{GzVnH_}
z2{alhOM20>lWRJeOb|wfzPuQdY`bY}*}A>xLz)wK#U&`~LpigLfZzo40b8VEbXVZC
zMG~$FdSPq5L-{_k{(x!+8`cZF4WxGJMddu*=bJ~isZI3AgvcJKJGTB;Rp`^+Qw9=_
zr;wD$%49q9{OFErufC1`Z$EM{xcmfB4>&{nCp3TcT+(-VYkq#~<e_);jT4L+;?aEb
z;oH{r1SoPo{OXZ%!*YDF2d&3HE@6Hf%9(ZGRWNxz;F46#cLxaZnD6g$emf@z%7p%f
zKkHGE79bgv0SX3XDMb(3jIICFWqGahj)*|l!%55g8MYRlThvun`JT%0y2`W;YoF>(
zRaM>J=^}mF#)394=o(5s%g<gLjQcOWgYpM)Ub93(IP-Fzg4oyfHL<ZDq9%6LS8vFa
z%G5S)<W-H@TTBY&e*LX2iMzZVtOhN=ug@v>D`Q7^nN61{*_=N!ezjLfL<wVlFe!8Q
zqf%WkAfp|1qa7hL7!-Q#&rFBgG($#oh|dYmgJnE8?FzSw9(TjIJ~;8K7fwRN?$rx_
zLPt)f64cJEK@m1L^bH*}Soe<h7J&We*eN*yuJW$KGMJNO$4?9{8W<Z|(B;EEf+(En
zp&69>$RZS-V-&Ad6{o$I)Fj8{j9~Nhz;1njjEtriGdgZviO~v_VtZ!f&E=Zd!_F(3
zV((qJltu%8LSMJmNix!1D(#QU#|BX24Tc~_;u}R+{ouB=5~!PR1zVyGLKMvB3v;Rx
zPgGjhf5w4-Ac~P#R}#{BT>%~V2u)yV=I&Q4!QawNgcImvz}KN>>4T-R0#p|g%XOzZ
zlVTFKK_|$i(Xcr<IIbtWz5W_p>R^tKZehgA2RG&cML#`s3caO?-prtcl@9n!Tmp0B
zzS|Qh!UNFvHd3BOm}L-{D_MwiVG{_EbJ2cx{9Cvf#P5j&rlV)ZC46Hbau7A;fYgnW
zd=X;Qyya7*t+JWBHs+%f=i%Dif`0Pul%lH$iPX(|V|nI7$qLtMTR>Xa3bY?syCH)G
zn;9bZP3NqBSUeTdfZZF!dF4HFkht=ou7UE=cL|Cv_!dx#W_0$5wi@ZiJU85~)jDj@
z6vf0SfO~ElElX?#^nBLBA#imJD*07LU~SF(qJ=}}*3vM$0onQkpG-r_h;HTC;K`*p
z>+uYVv8MQobx6dG`B_texkq7Q1P4>rl?}<LiHz`CqU69|M^f|bZjuls1wj_y?&7xo
zIHi|?pOBXowtj6IX50G*A5BHy?{+yXD;uMvSm-*0V-$Q(O_DyP5JJ^^=0htQk&m3E
z^Ia<%x(EdAwSl<Q0+^9?c)LVfLtj!l?5)^G$ElTEeOw)NXw+Pb;?mKJ5CgK%bo`W1
z(47So8-|gIF#)82l(43Th9)%7?PfU`O%ta1wkZ$)LabAYrYa~>B~P*4Kq(A=9Kv-_
z!{i;8BZFl^Lm6=#R6=A}w%v{zMvH$;dD96)t*zRWhQrUgFzs6Z7<lukyiTqq>r*L?
z9n`}!^HV{W0|zPd6PM>g-wicXy8~FE<qQ5bs5D{Kf$mYJ{1TzCuP0+S#?y^~U}Du*
z%P;LYFARXfxh);HO??&RSbKenm;7XS3j2WNa?qXr2FlbsHw>{!<d<p8<4Mw7fEg8u
z|LJ=3mn##_)}NPmN@k9jr?9M_IbXjc`~^cuyh|#-hI}<M5PhVM2a{So^^XS`0=^SI
zG4&$8HQF_BKSY0p5uo`3X)+jlY0&0rJ=aNY3FAkIOu=snL6t>><<-G6CgM6M^9nU?
zq_8X8+5k7}XBYvkD06KUJqChnXksoxZb^zz@l5#QP4>(lEOa{Xz|S@pTP%2f`2!`;
zzlnk9u8&AFqjJU}6C0Yz!4=n&7h5#HDpZwImB}6`ubB}w$2o^ka-_oNn;Q%?S?`-2
zMDr3)N$=SsfSmmk;<K@{ztUeqHnn*Nl~o2LEl=TI{=kX#cc~?EUis#2kivom!{iWx
z*o`0C&a$a6*q-810RkRS5x}^-d&69b9rn%We&D_CMMtK0aHC~efD@IcKrG|OiuJCg
zA$52V_4*bDEBD;EvlM30DQw9Mx1+al0|PfVTg!rxITX&JICa2&|CDNYvP65G=?OV`
z0}L#PJ?4fpQW_mEkFLIR&j(^J<NL(<yVQ|5TLe6sVa>}Z1FEk2C&WT}zH{*LjM=FH
zn&F;V&7O86i7-L@k@TQX+(D!Urg|%%mlk9n%}1nz&Q;^R4Tjitur)5$a}gAg*A5Vo
z8~&LL%aICZ4|Rj%N>b6bXgR+2psieYQ<^?7=lhr6*(6d<wAPBLKyixzr#b&E-d<7G
z4Y6dK`gIo);hiN~kRM$=(O9kWP6_wJB*k?PL|2IcsoAUV@9hBa$?=0-cU#25cOTKr
zoFeZJK(Jxg4K0~sMr;x<BGH3m@ZaMU(}b{QugwuddO!Z(g0VtZJ*18wUN%K{8P`Kj
zWYmOB1f`_Kq?ie9#5A~I45Os)H4?`t45Nc8<-vn`W-ibrDNOTA{v|#H(hPmo^>87s
z^(jF34lGA{<UK!~yUDr=;a(f)?01DBhdE(mtCS$$Gfu2%qzmJyX9sG?AGc0yO;9c-
zO$|Nd9-4@^Mmxj;wvrZ_6}Lu!&=M7&RYhOT0)(WAD#Jq3lR@>LMYBbw4@~oe4a>1_
z_0t9P1k+Rl+39q)H=wJcM5wH!d*&A>8Ul!p@}>TbcvVZF|5HoVN??O7Ka%eQ1lQ4t
z(wDxZd_D1ATOkVF)XXr9tP7}9t>^EB8dPO<+FFbA*D!Nm*DkCyss!&?S~|`79Tyn3
zS*q12{VeT8Zk~?)cX}0Ki9J0pB|3hg(Q#Y)(XeetR<?mkkZ@A2gQyo@d>AVwC6u<6
zqdp-kuiT`o1EO+H=~s6qPB-;<--hv$#qQbyONhGqfVR%ZI_{p7E`j-$yr>i=0Ozo6
zPYVMwJ6iO`M?d!M_S$QuS3~`_n%AoRw|)#if6lHkQD0t#c)GVNN89nx!DMpBv0yUN
zf&s^huSU>!04egP6{^d09tZQvrUu6fUCK237hYufc%{p<E5m_1jz}jm{;A2}UplxK
zQiMH1Hs-WjVbc5Pwn&7i`m!`z|HRYXFgd_XB@fp-5h`o^D2b`2EGVUxfw8PGU`$oa
z_wOylG0OhS3SQjszKW~BlmFp#4Y$~_(OKe2Ju60KHFtu5m4YqCvXA!CY!$qJQdIc&
zvr8vKEQ@%6@8N}Vh2q&q!h^Iio`dKs8U9fDzhtQ1v=n0}VS&`7d=0(t{xsAhr`dG6
zt@~}^cIFstW3Br7^6;<bX1nwyf5`uYh*WbhR|POC{iW1IyhN;HcR?1g`VMo&7k2-^
zd?WabYVY|dYL;qj2-R=?vSHcbOOYF!75<)uSaALC$IjMdMK21!3-_Oq$EtWMq20gC
z1_du#a522CVb`^02^eU^RtEwpKAF9O-xvg^L^l^5lzg9=Z3PLV)yv%XjIub1j;Mo&
z>jNG2@5qe>GlB~@3Xob{Lr0&`U9*$8d@2T7UO(*&KW@X>BI=oK!=J)uGdnz4tiIn}
z^M##1FhlV@qcT*@2XEc9?fvnkAc)Tj2YGDQFZC5Bkr@64@5GTa*>0i4OUz1mX;a`y
zz>Adiy6;8JetXp?2<*YajxV~gJgLKSf0twnjf@79$li_u=pgK^j%hhwZea(z(+N9y
zV;IjGl&!oVT*h;*Ob!2&hD~rjVdjx13|2nzAE2o7r#b>E%!s}f4Q6(<^ICmx1TF0O
zf!XtNQ<3Z65+XX^${T$K!isXR<H-S#Dkdh_Zs+RM$rp9T1Bm1m&*i7{2m&O;11#qZ
zVe##nbzUL7^S+=d{kBEitTF~ZY{Q<ypFy9Pq6#eSpUK?qreb?(DS~ZyFZ}Eg>#f={
z#&9l!C23W#loo!w-y<_TlrM=*v;@9RQEW9m#a*+w{Dw&mKi3x%;%%POlTeV3PR?ei
zq#f|G-*;6Arw^0Y2_XtpQhVgh5e+KVgO@@;fS8Mqw%ul90+fh%pLioyb}aqgYl(Ei
z#JoY;9j9B{A;ni1@is1?{YF6kU9#yNttvU&w|YK`KmlHQi9g|~y|(>L3c;2)c`TAB
zcg*L)JR(6C9k=vav|U*7H^Q+o8DCKc%RAm&gZfiV|LdWPZ3sA3kVFt78!${nH7Ovo
zql8~>D3<vo#%jE%{Bl`REv64tK&{3>9$@jovw^#s^Icst2qL3HlN$DJBULBDNE*BS
zpZzSa{??IUsEn6Sb#1?mlNFZfB2uxYwoWt=KQbil*#T^%wU7F7+Jnec+|&?-fem=(
zsgbA%!*)+z4CU6=;_DsQ6*;Kt#s*(rm^~65;e#O=`1?2utYcL^AH^4=?@va^y{~41
zo`{tf-F8K`XT|8za`(0)9h4%38_vVkr%)_<f^xVK_(uw`<D=6rY9N%i^`-)Iv;ASZ
zd3gnCklSeK4S%Pp&wN~VY}isn{yr>XJ5JO0)_}5UC;rZ9rw_aykufYN3e~G!uK&9v
z;aq|?;@s2UTudkSTf;ayn%vga&5^7PO4NA4sVaq(-ofSG2%56|D>WQl-JEUA!N;FC
ztjuh`GZ~-G^J0%u=g!yKQ}G9(52Y;ATz)^nrW8?e33j%do07h2upNZ>3llvmXU?Ts
zu2;B&G}FBhn#c&y@mwKbY`I6>%`dQpamlT0VZu6u0&V}C*#2R6sym5hY85lmLtSuS
zi~K#3p6!zNW5ved{|~Lj4_HCN;a{@?Z!u?kAb}vvD-rgY)G?2$s%nH72~Kw_Nb0Dj
zp+T#wp``Q+omM^HVm6lzN{$F=E|1Xf0om9D$eD>sX#$$Vo`QlJ<>cguFrw!h&1B`W
zxsau$qv8yWjY&r02@!pKe7qe10Klt0u#+b$D(Ys-W2eAwqxGR@WMss0r-#1>c#Ny|
z(}^;(JovZGNDTHv$OuT~&Ee%|(%#<QH#rH5j*i|e=a!H!;~a3*H`z%fe7E*Lsrfc4
zegY=&&z1ORUbnu_CA&90aON&A`7331qRo67$MtmX`|Il~6B}D`=hw&c&d&)U)8w!C
z=;*<-rK-Jy1F!-msjuxS4Mr{yaQ*!0VojB?s<wL~p;h=0_)24MTOACJfWn{1p{`!a
z_5DS$@kt1aqWdpQe{lESfq59ci;ob<9yGH<>Q%SXTZ~8%Fo$#5O}Be#9Cdl`Q&`%H
zfq7NBFq;P=7C$A!g-rd6`({Av*^xeHDAGuMxXV2}CF@qL^#v<H@Qe{O`Vg*2i)jnI
zg^d^{x!80`eSUq+@)z&r1iL)~MHg14uwpRcg(F<*7^_C?Q`=WmXua5uK;o_5v%7j_
z@9-?^DGY}&a6ny|f)V2S*%F+6ZxDj*vbQMz$UDo_j@iZxh4{$%XBBzJH%l{k8A9^@
z5(xN_4G;1Rm-geB1~2!|(QUug`2CKA?!mx1H$fm|<qzpT24{AfAYD}KMmm|2FlhTU
zt6|%t_`>%3Ajpf?M+kE~a1vVi$cTa7x<uMsLJ)9&UFDmI{@WkhJmOYQiU$kXF|ZUA
z&;$=n(a4Ok+$*=lmD>zQdBD5}FA4ta9ui+f%%Nxt-=Kus#ZY>qzf;x19p>67ObY;O
z-#9(EZ_}G!UPIy}xjQ|X{VVIp%R?yWzkmZ`HSd}^{7Q(dsW|Yw(dG%jo}n}nLG%Il
zAoXVIJD%T0f^BX%_eS+z{e**s?CSq1A6C8C?JW1kjq@h(RFdVnbhaB$CU<HTzf0hL
z)4<tx+`t0V$V%uvqQ-!8D(bhLh&i<l7U(&4Y(g1a>Hk(G=~-A`jbk)EJgo{S+h;Cl
zBMmZe*<J6a?8)|Jzx*{(S37(PAKzeTDci0c`7>9K%<|^^d6Su|563Piw%)>8r}*gS
zZkx|LhXRL+3chRF(x4;@zOIc3U_)OCkjGXVd~BFJU1-pq8wUM-8SC5up3wQjkh7M6
zfQkWbLiG5b9UR0XqfLqUo$_VPjl6^8!|__*v%~o>N7^1FLI~|54O!Io^ynLDOr4iC
z>|K2o<N)m2Vq+0XTyTK);HX5*^tF#rbycjM$5L8gGaW9e@Q18EV3DA<bpM<akGZ{t
zdwu<%$t;v&F}nJGTUq67R!iFgb3rirNNZC_d`UXwXQW$8{kf6)!5uvK{}vJ(F}R_b
zAD_j%DJOo@f?~3ir9f3(E}<E=ADQ=ce1Ds@VRd?K9D}ZhKew#{=V3w&*_m0c*RK6W
z1cs`uV`ysw`;vZ6TpZ7;5mvSq+a?ZVxmnFr(vjW6QOy-6r4dx4*wLWqZIc7c>Wctm
z?s_{iCjRAjfvxLA?%9(J2|Y`=B4xxvUzK8=+d~qXAdCFC>|hyV5uk0NWr)wU^r{YL
z?bJT|D=)}j1HVhzw)Sdv)xkjri`qTSygZ2~P)dShDpnUeVb_f?)cMGG<nBmY1YX2H
zJvTXn#1JOpyE*a0|Jb`dYsq(GzqHvmrh#LG%7)Z48bb5L9-99WV>NAjC;VcPsu)%p
z@W*a`Tncf9M9-CVxu~pYSs3GIH3ZLNouISqu1xI#H#dk)A~2$fWAwWOd26w4c^JjG
z24gjEm@y!LgYrvA7T1+!F}NwA%K_IZ_`OT~2+OcAzK7!V;lAG-(sNofW-bZFAHVq6
zs5%x|LI-zHhi=Flk+w4U4|b@vtCEo7BH!W!Le9Axk@_l8HwQW5lL)@;ZF51i1_O!S
z1IJQ$R&M@U>>4yK${o{8KbFZw?EHjKguK8ql8ud#qW1UeM;{f~1f8F;2J34@(G^$>
z-kqmL6cRcms;to^>{xGP_{2TS-C0#%c3Ho_V!Hhmse~AL!P>Da&W!9_IVjpQjH|1t
zR{~x(obC>|1%)#7Zh>PpzxOpYEL>aW!lQe>@z*@;QF^f02Iz>=*_*_A;AIN@?B$O6
zZ+h%XLeYKoYghm2#tF1(Zv}L*8Ok{H!{m)LZ+ZZA*DRe~_&r{;V1AwmBD?g1gpuiU
zli&OKFU&qwX=lQ_7sRkz`TB!Aw!9vh3Zv;?n^T|jx|K93#5EhO4Mu%6wRA41S1?Aq
z^AWoqsWH0$is@_;hWaIIbFN`ziT1uYoC^1+wQ=^H?XegLh%coXJZrE}xRQPr(Vu`A
zSHO7Azqo0=tf2DMc{7psrGxj{#xWZ8%s00^j&zmk%?6v_3E?NdF}O~;mww|e3yyg6
zD?S>!b?O4VK?;{w@qV`V+1eqPm_K`NVi@b{DJ=a-n6}xCb@-8KW`~UfY4<&olj*??
z(~}#!D7lWDLjiFpxLlXa?Dx&K%VnK%I#VBf|HtO;fo%-^UtSTq#r_$=7Z4-c+9H&A
z3vX^>4eH7rGX1HRa=jD#pff2iF;g#UmNV4&Yg2*kn+m>7K;%$J+a~hn4!!`x$m*Rq
z5$C9ndMv`amWh;yWV3VXzg<6vW;f3M$1?cY9ArP;xzQa+dw0kiH}?L_aeO6BmC*WC
zUy!n5B;->JP@9cV3UuM&Dw6>CTf5%S$^HZg3JiUA2*;k~ZxeK`le9-q5lDDC``acz
zAq7H!jr&GbG75f)<?y$2S|Qq8%P<w>kdM3~3u+@0f9SP4O&n-E7gZoc(J){7k~|@}
z+cX;Jz9}7xzK;2ht(cjpm(bla9(8TXhzD4hRG(6uh<4t-F-#X2w5IcX@9;q&z3x+1
z6B{NndtE7~rwv{^Mf9v&LA;Y3zkD0}I`U8>FDZQ4XFtT}hi(WE#V9KjtP^VVWQS4A
zkyK^cksiPHNCtj<XXzDGnAR2XC2*##bgJ&!)D23>><GbZKUqJ;lXGMr*2GkO!HTrp
zCA5m}LczJm1-&R5wNpESySG2-1)fB_x1fc6+lquYJP6UoCS;yt#Il5OC@fWd?yq&A
zABsPrd!5+v;OlBZ6Z6TSJE!u&p!XWcP&j1nopt+PZ*DI&BU+z>EYNu5T0al^v)p#|
z$G?zf%-150Yi<y=K;`E;|5w;mk!}u~BH1Mly9(uYW`My5cw1^<uR|h@g=5}a{iZMS
z-M^kCSU(zrOKq%I!nm>qo;D|JWof}#`?wRnh^+lKBA9)P?~-^fv^N(?wq^=RT{-eM
zO~u4VD>}MSd!RrV_UWLi2Ii!^Jkf%6peXsf2@J>~ubId)roS>VY2~$}4pT0b29n~u
z``WT`2G?d9-tsI9Opkywvc^2J9lXEP4#hhJ>diCmjnYC4Z%xn*pQf6hn%M{iZwWkc
zgy(6Iy4ZMt{zm?6>fV1_)4eb11vTK>_O)v&F+Ux~jx$+*PS!tF*fI>Na-_}6bEF}E
za2{i_%5vc^PBVJzuvG@TrKvC%G|_XWfpkjKgWApqPdZ5>qtrem4Tj$`WakbHT%eM4
zTu!ZJSpnO!YAp@1)Lu}n>;sZAehb?puf>%(cuzksk`FJP<eeGtLONH^<X_47*C`*B
z|575iVqzM#YZ49)W%JXqas-x(!{RagG(pssc~T;70wfkPNC_pryHRMrn?R&71|>Fr
zKrOfvib{*o!M|5A(1&leKYP}3{#zgba*7ahd%_$=R*V7fAwRab>T3qrGbkB|-lovK
z<wxpH5?nrcVh(E)N8Q)COt1K2s{iyB(y>4~srCrVTVYp^+{CNG@p=f&*8s)@d{NLN
zE2v)1c^c!hgM=lA-)#Ox&pXfJ4EepX7kj<CX@_rM_DgO1gHw0K7jTiJLVhm&P90Q^
zC79}LmfVh2D#qsvZ5&cF{qh2<04Vm0J>j>AiL7=%Q;?X~iCwk4QN_xOJa}X&p(I0{
zC`y)ZG9JfQwLeVrh<!d`>W9Q73yAsq!pzKS2VRVEZNA-p8;H*pEyIR?bL8<uj+wiZ
zys>;{HkBOOUo3_wr=gehVc!{li#8mx6%1<M8dbtVmIeEg(s9&q`E!2S@7d}KyD+0K
z?&J%T>%bk+%&IYGecb+P!|<5*tDS#T8HphHy`E|lhZpcV^ThQ0d}J40jG$s>cbg&C
z<A-X;tfvkrrZ26siq^8IowJeBnGy)l+siyQjR)VDMZW|^_o6<{MK*=wk^9UcDzyOO
zw``C&fi`L<Rc(N**->Jf6(iH@H}s=KW~moj0qcngL+)e0?Q{6ULk)_O!kYoNLp*Ni
zk2rXL(a(%%DlQLf^ag0QQ%18r>qWFQ5y5)m$wWRI(nhBK!5AG{R^)ji{swp0izsDQ
z^SG3n-bZI)4O;ed2S%samUvd?{?Q*MI^)ZH-V^VmV-)YBX_@D<l8kQ>%Y1Bn`nCw?
z@H);gOcO&$gYt0yJX63wk@4}S7*%-nTbAc50`#b<4@Rma;KRKT*g5*>WKkb1$&$19
z&QYD2XXdd?@Z`!Fzl!SMPbSOm-tM|o?<yDrn*V^EOh!XwGddKXO~!j=hfVizFxegc
zdU?F%#=5o)VveJ@VMf~@<;Z^D8h>|DI=m)JxUiIzbY)H+=UfTT%YJXGfwyYyO@000
zi38QJx&Z^pqurjRu}rr@B+3GNlh}bQk%_DFWfxln@wkI<c+(aP)*-$auyJi3tN=;E
z1?@J!q=Z;w_NfCRUMd`??eg-vxH8WLXDMO2*iN6$>aB%NFNBlZPBRWjnSl9Pnto#p
zWbm&i`^>^X!1$B?<z5owBQOql|6@}gPhgA;|3b>qIyZnO&fXGHuC(>meP#QDqWk#Q
zZf;{sos&SLTN%aiYk+SM#C2EIg%&Hu`TqN69M<|cq`v#>>EZ%7?nv`M@QVnUSsJ_S
zj`ZLE>uae7L53klIOxqvldH`RPmq}o2^~GuW5*9OnNqP7`>f~vPS*EjFC69z6B#+s
zq4y)zU%+$>NiI(SAD`EKXjbqm2E_HpDKEu4WOqGP`k$8g_VyM_z?Tc2hpgXHG7eAJ
z($eyyWqy7h3JR)kCWm+L`Z^wDXj|CjzsnsX%9~8i$dEQm65;|mlYL+Rm8r#noMZ4Z
zbjnTjLPY(3AoAHjr`!3d$7*kYpsO3MpmZzq*fYf|>Gvpgb=}vCv`}zS2F?0kkn~Ca
zHMc?6V>Td++JiQVBlQ<I(BKC&*TqH~;}ZTFxMC3b_%qoNE}th8DA#w0HfwQwp+vSK
zH&S4|*-8}btyDfsLh$+izA8<89fq)Ys`yVxc=!P*4wxqI3wV;(j7QdfC(cS#T3pQb
zDx;{exvB&bIRX;3PEi*fD-%=IVIQDf`!1OtanX;6DfN>d4$Mcg|LQ6aL;Oj)2)KJj
zgK2g;NIV;fnwX&BgNl{NTfuEawz9G+m_5gLJm>g|{A{}lq19D9eUtcRzvWeGC|fj2
zKbXcE*1saje4ZENYXwh0hFQ?IX?0fIefUuW{+JvP{UsGt638&(q0VQQc_uW0k58IM
z9eE~H24O#hev|tRJyR=cJ1z`<rOh&M8zHQnUfCgS_~(-2#yuKCSDxY6KTW<#WkRe>
zW$jSbNC>QziEINvr1<I9gq$*<X3CMa6&XJ}CcLBo^aPE(`8ydk0o$JTF!g%}le<r<
zL$rGUjE4HsuCOh!cN@C~ov04%X4HP3RC4(0b!fe<SV>BL7h)Q9VPR$1CmQtcGhq!_
zP7)UbT||M>c66P5eZ*c=eyGK>g3?k96Za4kbpy&yX+?ZBe-UKwH=6Nh_Q9HT-^aUv
z=%TW>_-m`WCmb*A4aSlI&1x_~%HZQNumyyDDc*V|JHUMG>8>RlU2F)}&W7?))5{c#
z)E(_ym;4}qEGU!-BWXh!c;>cyAH{PzAA!&sZlc~h;x>n8+o<&ry?_%^icSlDJkQdO
zd(fJ>%O&Du#=hy_j+llHs^SLVxfRePHc<hhfRLG52`(TRpaO{AyhF0~S=cmj6P89D
zfUOd>^t-?bzn!56a3bz;JEOSgN%4#qIa~9qxLjs0cf^~A&1cuH<XSvW{vY}2rFHR(
zEl5Lf`J3X*@I$n{+9!fIyznN*B1lPp<O!g~gke26E8(<%zvC^CBnmS_hL&FviS(h!
z7k;T|bowq!rZ9B-%-jrz4SK8UVt@tdrUIjtF5<@EZsR3$Saw7|Ywq|uEwy<4);p9y
zSFYiNLF5>9GDjg8Ik0$UAsQrgR8-t;B!v_8k5^t2_WiD%88!E{>auF@7c&DObrhLy
z3QHw!gZpC#hc;<w@@r%5{n3Y|1SyAZ=;cD6<|0nK@7k3um4C7r^$(+uqPLwpwKp%7
zo{ht=4Qmb^keMuSV|I4ec^5k@J9@B5cbMnYwkBRR5<-f;;_!mG25KGx-E**@;17FM
ztEOtS<S@FYynTPd?}D_3bo<tW137)@AMoPo*l7^YUAIu)=^;PIJ7BOsew*RV&<t48
zib8y~>HAAVc;iH)A3n1!3~m|w11&%yJeEWQ)kAd6aPmSYl+v0xsbxfYzprJCu=#;m
zH^t3A+M*}sB^Ba)u?a9V^3x)XvB!K`c*c%gZ^UgWHm`<=nb?qNQ(PS>%D_P&Uo8AY
zgcV+=(^n?wF0yHdDgCnGxkBe|``Ys0m8qfj<k`AlRjpwt7GxuBG01F&(fq+!&+3Rt
zWh=np{U-+Gsa<X6)@^USG&(;Sx^Z?Jckg>Q%R{Srl7rc=4Q}h#;${(77R-aDIkwfD
zh+jK|vki3J1&ZEUZ2aoh90yA;A`kX8hrKNvqctb7F&hD~N4{w*ILAc#=q;bgpbKu8
zPvI|W@nb=10m5`dS`B~zpFnk{A(1wK5~mJq9ixqZu=;aGzHRt;j`360TPd~S!<h!Z
z3v{JZKA}h>;m~3Gtk%<pZ9mMuK$#=6`x;{J-tFdiERDcdGkn_iiEL}GCwXG_e4CXC
z50Tjl;OWKAi59@OLp$O8uyfL(c9g4m2mFhWVGu$Te7s+TAphz5w+&j62}2`{@8O?e
zjb<3aayx$Rhp`#dw2+z%vUhWfT6uJQ>P~-k!S>D3xJV6^U>f8J^+a3$r3E9^S0Ffu
zigr4`EK?I>S7v;g9hDb8E_>Ps(}oMpcCaLjOO9XN9t{d6W3LQ`^r2E|30E(T-59jW
z;CF2S9YZ^AnioWS;p2_&kKkSPKYy(doPAh!I6M0{Biol@a9#=8dxNLN#xotJS@NmE
zpb+&8rtg?AvyP?Ok6Eb!&U~dtF>i=H_yZ?rnBcgv2mhOfww=^(ePZPxO74Oy60YFA
z9$|ELBDLAX7Ru_jV#?UjM=|XD;;IL`{z|C!-*>mmr-Z#hZRZ*|oz|z~3&3WCz0b+S
zYSZClu~$r)Cf`&H-MWQ($vMi9_3Zaavh^zfnw{E})VbCO*jL?-E0kh7`40}duI9vq
z>;SRoqQ_LuMSG=mJT=AMJ;{A6r^2VHh4T}kSdCfsylD}>KchCVNY97!%lm4IB1?pp
z4IZiEb@E9K)VdN7wywS09(hiyH4x}?{vFK``Sj+>(TgE6K`xcF7&!8#<Jp$)LxisM
z6S1`--?SeZI8o;d8vL86TWfw<(V7ampE#X!XLibfvFFbnkWk1Xh>3B459W8uiBhkm
zrYg#*i9@R=dMH>?E#gs-<XZq$fS!$zwQnd54FX*uO>Sj9O#gLuVIH6RrY~Q;qPj6o
zE$+Zu0)*og-Bd?SSHB)5L<pbUbA$uZ63pJAZOB{DGAocLcC^sg+tdF^&(dkqU~L=W
zT)8lg*{G18Vt4R_N_#|PK9u@B!K$J)@}#t;+tiXCz%Y1)e$0ZvA3WJ_f#ocKF#DS$
z+@p0r!+=h$D7do&yu%jLHG6;Q#rJE!DRQ$@(PGI7<~mc<RiKb{@+Pc}S~0KKI{xrO
z&+RE)Rd<K7V>3p4)CXEKquesSc*oj-YN*`8%CQGKdIk}tfmUz&ouVPUlE(F*Asq0N
z(Ht>cMwUrRah?FGjh1FkAt@{u8)a&GR#ZQBpLom71Y9)0;P9Qijj^Z|qa$D|MEc~Z
z`%a32oixAz3&L@&@<A8hkU5_c{wle5q}zisLZ@@?8Pe{L;lecGnnm4RYJa|{&7nbe
zfl}CeG^f#OWG@_9bh`iB^5b`Z5e>=ohx5pHK@eQfQLh)t%Yw0JxA3e7^@s)Q?TtiM
z8u9Q?1rGn=wy)IJs8}hWp$e=T@<FUr4iThL%`Yhmwl48+DXsotzV$L{z!)rg;vVsK
zo;t8&JgZk0Kxz5!Y+z;w(@AD0vfE=9sBq}b8ekyxyO#2r9whwHDUUvL9(LE(Q~y3G
z(UVupyn?BAh*7>6h^(kH<rUa!Nw<PQ4|pi<_d8oJG}2*AcfXg!P}Es$=3o9N+$(B>
zMzto|Uy{WHrDB5E#_cng)&x*xe@X~=VgZG(1892r6YDe)4+G$S0FN+fCq0}(q<8ek
zzC>ep@=G9^5VuR$2BNR|)PU{&HB;*UfTlL953d_rYODD0;XC70bUqWH@!F5);uZ76
zj!zBE`_(rz2A^ERv5eKylh-WG`?*8U2CZt&#pQh`uM!bM0%|a?fZhv;(JJ6Dmhs|?
zXUjYbl0i?x%bm=lA;>Z33)(a(S}_U~-Y<N*KSrZx=Rdvi)Q8NgUhno$9@^N19AH02
zjxc{8xWSSGF<#G(EYOG}#sX*p2lM7FJ;)IzP1KH7gg^bcYQB*#wLm4oCfIS<B(S%5
z>S_n(hDDwC9e(^#VgJ+-hW_y&{=&kItFMSMPfmhuLk9netL09@U#}$VG@XVg;M`T*
zy#}nm`_%E^|M_(pxZt9R4}g_rT2*=kk};YD2s6htYxhZ(Pc}XM9BO(pTYgzzY0%Wf
zfo1AhiLUWO|1I6&Wu6<{%yz|V<#`$VpPf_SMU{#P%Q++@WG;_Psg?oC26%VGCUvo5
z5Kw}>4rTfS)N$FZHHLnE{CRFqPSb9&77wnTn!<q;4v|e`C{WB3&}=k?ZgtqHCAvPH
zF9Mxu#*-=0fBcb3<pjz(BvZ(XsH<bN+HXZE3IN6S2vkeu3cmY+oQLIKywnD!revUV
zboh1emwo{sHa0dB)9#L#s;;hF?=0~Cq``KLWh#U9q-1@}AmAhP&e?vKF-68|7kfNc
z(zVU!*}j{G%rYLFad|74k=9VJl^^AO^ch$v9&M>EoU~WZ0812TitqdJxMD>_1bs%P
zg?$7K3p)r3`rSJ`EWYtb;&%LaeY9Mu%~`)26K&*3`X;{s31V#&-mJyp^MYtwf}jp4
zs;J1iUe?6)B<=5%=CXOzOm#{I0SW3NFU_5A%Pq$R-NQU(0&cxeS9;(0$hUirt^QOm
z{(`zP(I%);)89ln7AiEnUEh|L*y~%>bv^4_S;S4z0!n2f$<m&^r6mR_3el?&L?m@^
z^AwK+AwY5S(&&{o`AHB_-SHELd0g!TI=^z-$f0tk1q09RY5<g~#K$>ueW^wSbC{NY
z;gG0-DN>ATZbD6y#pSgS)emTdvg*e8VwG!9dsZYvaoaPNCbi)~pzJTN^uViL31Zt2
zL_9b(#r`$i3@}kWJ2)qet%PJfIaeiEn-bNE@i!{yUNFxOF9CObMak2)?@E#e&e}cz
z*-R@sjw-nO_|g5E$9P8*dr3=Lc`8%PpU!4X%6x9o-SO6@qHt@rM=!VHoyakpE`KR|
zJd5z#sK++8zbRmlOl=T`(kHJA8I;Q_W-E?UOM2&?4QaY7lX^=z$RS!m>GkoGzP#+&
zlF)Bh_~Eq8dILvf?qVZ-KcSb-=YgwU?C=HA!8m`OD<rkBknhk+QkLr3G4?mpE{zHn
zkF&xNXqL`}<ayf(5~Fi4laV_caj#FvR^zt^#cp%eDF$9=KU)!`_;qDPPX{Pm^S7G+
zPgvTZCNpVRvY4lZeM-U--3ynS>b-hf3s_%0Ey~x8Vqf_?=QoKOA`hCmvQt7<9_-A0
zHyV7qO7}eF&c@gbjZ=q3YH|3eC-=TF#j~Xf-X|mUA}pbZn3<G8<PB>n&Uk~FsBCz3
zhUv6}8cbfp-xXT#mRp(FnVe7(0{i~+>=$3wZ<fKt=R|7-oO?D*qfsKx<_3(S{B9f@
z`;wx!TE`H-bw~tf>`Vpm6QjdAW~!RXz?uSvPpl(&*xd1{fCFH<7EK8*yT4~bpm>gL
zLv=L&3_1G#2dmSIjg;(z+Ioz#0c6SDJj-Dvb#Mg~?`vm%Y$z54`jY0oP|#I42{OkB
zCIZXWvm5hBLTafaGYU~{{*U{*vi%y9`F7^+ltTXHNsZ+|`-8h3qB}Dl&{M9$Ns&1+
zlMU*EeNgDmjKj^gE}R$|kgoHhh7GQL3d>abblk<+H6TmiLJs{*iN8cteWlSE%zhh&
zL_;e)ISbn=LzHgIivE<R@3AxaP<ftWNYkrwjpFhm9RC}yik}`)UsQ&=o*t>Bq!r9=
zlyU06&pjY;Q%gu$1F|YgYb5Xa65)|aLuF9ytPdjdA7Th+sp?EsRF+1wq{?Vj)qt-@
zFzg!aN>SAfEICt$Y2)mc$J6gmRNjc|VpLiOb|^%BQtzqRGs6_KV_B7W?_0+GPF7Tq
zP)n$*3O+e{_Y)BjN3X?@xee_2?tj}TuIq(vPJsk$NjI4t&oi<KDm=ph=aYt%Rug%6
zj}68S(=J!IS^=eKrIo>zynh(`dZE|;PBSV`A@+Z4DdI^-&VshGqd(@!SUI<n^!{GD
zo@JO?L`{IEVd$=l!5`^a+@jos-Sn45ZQ?>WUlY=%fTK|MWkcB43Y{TMV^36v^nJNM
zkij{5dZC!$xXT4Vf+x*5R8;7^3AN9%%sJ9)mJH(^F%w!Kge&UF@wjp>H1;<Dt>QeH
z#)-NKhBQ0Ysj&;zIGUE3oh^2Kpsj~7;9FwpsLZr+x3(syJ!WOx#^1#khD5JbFK&o}
zNwgCI{S@z={!{YzvU0wQ?xd(W@|^$exA36=Z;-!`LL@tDOL!RME3_pQsGf&?sgGWK
zs~60c-hChC)X%5q2=~7=SOA#`dpn#AdbR`9u99P1kxR^7mLJo7FS--s<{WtL{ByO`
zB0;v@>K9VvXh4?{u<MHJnGW;X!7B>ZpjlK=@vpfV;u-|{=6mUaIX>vpkR*B0L4=B`
zHe}GJx3I7=^C>`Z25JEJ`@8V`5&BYk6FJ(TPgkE*o`pb(P$`(|u<BHeoOpyBgKak)
zVQw*?92x)pr9*H#0d`%-iRuT>I{ghWA=Ua?xem<jE;%#dtKR|st_-jn8yA%|t_V_X
z-iUL8f^9-;ItXU!yzwy_gLhushz{oiU#F=c$i)C4*7}^VG9a9^;%oCa0?tKXlVFNP
zb0_dOk5Bqe2!FQhz`k&;rod2aQ+Um+qY-2S0F^*cTXHFWMwwNg4b^CL!`{-QWE42>
zL3Y~1`NN11RWS37KyXv0jOT@}uhR;j?O61feP8q`5tuL(4nHmQYyjG%D&yhZjQxc(
z?wZR#k41CiKwFLGH32lwS?1s@$(kwAit4Xjn6ic9-}3qjH+}lc%o#k|LFyVCVf#6~
z-9VU8)$!P$76??3vD-5{Mv1C&tSAO2&6am;q{MF1Fg){Pv9B9$tEn+K%e6ki4>??4
z82NytG|9d=o&v%n{^bS=FkW+leruTwu?RmgOt$^O<20l66yms+R#Cd!0}~c2>|^dp
z-_=H%3o6<^3j~Ung>f{*D4H9y>Z$M+W@~jj=B(3vjC%EDQ08^v;sZ3a8&5sQ5VN4q
zP>Q;dH`_ndUv+xi_~2OojC5#;wWA;s)TA2Nhyi{g$xecE5MeS}qRv%j_tfiAX7!8n
z5^~f53Hf{lN9YmN)dM&-k6L4sHr5Sfyo91~!%U0nNd~H<$#pLtuy*uAQdy~A^@S+P
zKUJz(erAtCQ_~dU>Wx%sZJe|Kj(~9d_>cbG4M@D5+=a0jwgLxM7@c|EarGX5c8PFd
zYp!kMr8!l0eKqavYpTG!$MA2K4s}^Gu4k=GYrTlPBqokE9m<N{t{g+;)iQ1TbHfuy
z505h?D`(iNawd^LAzDUs191d0F4(<-lB;jq@I0r+@zN`x3Z|q0*jk!mOl4zH7^kxI
zW!R$~7Ii#Y15Iox2%^INa(cA01Lzx%cOwa80Bq%X8h<5RD{y@14vv>1_z4_L6yJ)m
zXSsc{PX^Y+eEsrFqqG#v*=_>V<uF`zn)|454=|em^z=h&J-_(X)JbG$hGkI2eNM?y
z3VL%1@LJpws8aUB3xCASjE_LW(q?W|AOwa|!^>1nDe=V=l8^#kx9z)Gq&Wod0s>b8
zN~sB@^EK~|gCh)DTRt;ijyCd5On=oTS}5!2#bT_lM*zL)$prJ%I`ZNmI29^XXheUS
zb3AmvObW5QC4SxiaV_tGOR@tbybd0}+Dr+0!a`p9AupRrC3{!@1p{v1A^pKBp9dSi
zko>HR&L%+NAQX#{LtGjrANzw1GwVP>%0_~Kj=fe-_{ky1+a@Xv_vIg-*55bsgB&}`
zq-#IMHX;VTfD}c<)LO1rHFCj&<eJ{ICt0a9*tz6<+=rB%2V}X!-!_O5KVI^oijohK
zzn*dQeTLWG>29_Rj5|LjzJCQn<MXM#nXhUVPnwQ@H%QRMC$kfX;Oc0_qO^(LI$Gbq
zuUjF>DWkVuCqTa-Rvjl`X)HJyuLC4$DXwgy^<d&&5Swg#FQ#4#_UAR=`?ucCzc^0m
z9~AUHWgF4GI7#U*S_K=9epps#o1i#%{}?iRRK)gX=H^75i<l+H3PtnxR9owN?-z!F
zZlvsR3f7)=P;y=3W1EcJpR9?R-j){s3Lo>ds$0TwEaJLE_V|@--1kvQ>{EX_7$d?;
zt^0_i8n5;Wt^2u~|CE7;GD|TU<M$zyZ|N)rX6S6PYuX!OVD$#67c#Z<nzX<>F-B!_
zYu~g+8r>QCVMiU(>>H2b9zN(#Qt$NZ`Q1rDy6V2^nHfe31BQlglzGiypWZ}|xti)x
zd+ri1{By|6<UiS7;#UVabKwEf{M2-k@mbKWQ}+2ap$6~xmXQ6&t&kb2CvB&duk`cQ
z2%OT@3H#b++}oV&eMTO*LqFB#cLh}d25XrrJ7huz5kHgoJfmDI9A0ennXgjR=I8>Z
zr^D?Q1OEE=pQz@1nU{1Td|F6jQ%E-|gMzMY?CkJbn}Rx$@LGJ9V?xeWdd52c9;t;e
zoX21mbT{I-AW9qz&TufPoCRcsUKa<pw4t%T>HkMcDGvs*YtSMhBP$RWNY<`Evy5Py
zm0DpklqJB}l9?}vjH=^TPZ&t|<NvXAj^UAYUAOLzZQC{~wr$(C-Lc(q$F{AGt&VNm
zPEI}Fd;ZpSRn^v-YwfwlxJQzpAd0UCkfr$cOCV_|Hhx*(2fnALhYd@f0HsQz;o5Gi
zON+b`*UR9!wWx>;hwWs4zYqmU9ONg5{YFGICL;+KR|Z6&6dB5YWR<I{tFA!HrKOMP
zq1Dw@EGEMrQ*@Fb^FhJE1|5qDc_OcWMS|ku5a=n#VoIqcAvg;x3Q%7S1%mSPiKiwx
zEoX@;TFX^RX+9Xoj>_;Zo@o*Um6K9#(+vFc1B1lH|B#A+a7ihWjqOM_fCDsAul*wi
zj!m4b&WR#SQHeSRg>+XjQ85g{Ue7yE!myK=>jE$(y4JkJ8E1lLsj9XgXoVddRL11*
zJg8~Xj3>XSaPo}$TnadZG<0AkMq2wvAae(duj~@M{%z%yoGgz&5Y7u(=zzXe6h_DX
z)c(ecvr}lSFH1f<D%#xT!rHZhNc?AfOnbgl>S+5pn#EyR6^96l`<4PgfUrC_{FQod
zzw4};BYf1*8=RkmAgtjb;^f875N2kwR0Gwf6+H*kthu^1IX=(^_<opR(eb|}+vAXw
zPCcI+N+DRhucM_%F`JLD+Ts`LBO;=})bG}sZhQl7avh>Yzm`f@a5gIDyotJ&#$zDB
zlVT%yYKry-2y=Iqf&?|GxlX>5xmU2ls*~6L?m76U1?WKrQ0#vN1?WRg^-*NW^`4kY
z8UVxL0ix&4@pYH>5E$LJ&$+7s8jvA!8uN~n^-#Tj7oZj@$TdS4JB@|)Ks|aMqC#qK
zT5)4Evftv|&>~XLgh>5mDp>RzM>qAA!-NN0QLXoD9E2r4N|+rYOZ`c682ox|JJxRB
zAYhcCx?dq*3k%43v5$LJ%V_%G$caCAu<0k#Fp+f_Srr9_ecBhN&D#79uF@}ubBB0P
zGl1anYufsRTkmhEE2H%g>}R@$$g(k^F6j%*;mO@`1~yW8us<8`?BHj;uUTz<l0wDw
zE^u9U>|;(FE^sfaA`qgiuv0+4^ubAj>B8)wn@VR4fB{)Wsp>{<q5$}p_g3Q7_tDBY
z2Ed!89~sCxiE|y*ul2uOr&fR~)6_jr0}W1GC`bBktlUk>z-moQzptP8Y~d}E2&m++
zBDlP5Lk~|7Bt;t1_5AF)96JsU;>24_=mY9jM)%j_2G`b7hpqFNB-P4Mu}L3qu|Xp)
z(YG@4$nI@AeL4!iD2r3lv(n*l_3VIgfNvJ#M6<)<T=)qrRSIL32DX(#^q=p-nD#&a
z%?O4>B*A=;Q7dZNz8l~+E(`S#&Iv`tvo8t(y$S!ui#4+nWH=O)RqQOp%=VgkK}Dr;
zdB0?`ep`5`GKhPof0=j_UH*EK`f~PD)<Rd8FzfvX^6|Z<S*{fW#QzHC7@m*xWa77?
zep~%fnEy(S$JR?HgU#Y$DBT;7GiqyQI&pYc2>HI}zi1iu1E!$OQ0{+u2z^WI*dl!H
zMgJ#*G9Wvi2<PpqcKFU=1WwS|$Sd4yuo%3!^-yk*Nr-oie_geZ9C;)}He%@iE>&95
z{0#VxeiA&4cDubPZB^8zC|<oZ|MDaRDu{sTA<U>YDNPUq7`nyIBIW>sqE~6Nl{X5F
zuyE}3_Cw?iTlm?^Z1ky>*4-Bu-j$D|UUNj%ueh&2ABxcCVIj`k39$;$watws%L#e?
zm!-x`7oF#A`2W%%?mkJ)fT;=t^bVu036U8(1TNe+$@4;^xZhj8<291D_>VA8NE%d)
zkY94qjM5g6BL5Bc;GfzKK0$Vfto3E3paex}hCnLF2JZ2DZ8K;JGwm($v%o-0sg~w~
z)^xZl>+r+VU5^ZN_tEuRLgrN(^xI~TA-fBUa_<X9@iU>&&Jo-@`gVc!lf~$V5$Ts*
z`Zd`+sHqF|PiYtE#8qH=Rc{$&L%v&dFTP#$R|!imG52u_2=KWzwp$2){QX)N_J^>S
zfxOngk!%iiEUs?0xi1`^lHb-laNK<C8;E19j3w+g^$W@eLj0Ah<ff~)|88n9+)Ltu
z5`)Bu-t?fy8?Z(*E!EuG)-g`>1sOM?oD>8{d<$|lBtD`_VN`dbr=A6a7^H}hliw^Y
ziuo7~xX@HJpa`I&?^ne>_CDLz{VT2I?$A6he5_4e!N>>}`)X)!c3j=iCd9P2ms1X!
zu`hOZvH2dvqupk8mceQXH8)mbY;QNWAmx401T23j0+xBNu4mXQC(V%X@lvMDMiC@e
z9%M^`IZW@PlZ<`cSq};4e&Uy2#1{4W#MW{Z?a2!x`@auj{+A^kP5sxRchJ!WL0aoe
zKNUwSw`pv?qep?{sf~fWm4BzUM&WHb_B?qFI|@l(J2Lklj4H_27ely=%uaP-^b^RC
z)4E}ISQS~dtJ`U%P6=2m4J}$jS~pAyALuT(0|^O5KzI<35t0vQpUvm8W0nB6lT2Ii
z&;QI9m!pB6EXEX3xkG>J^k_Y+v!bJ#WQ#68;R7%W354o$KdJWw3?lYA<B6O-!Y0lf
z6uCH1%P0Ip{`RHz#A7i*G&81iJ(w|HV?)Jzq28L_d5rd=Liiz4zSMl<px;yOx62{|
z-6>())5V^ompIl%%4lI>q>npRnb<eqkXH)t1VZa+JC~!4Y_Pgcwk&(@_`&O(UjwC}
z{<=T*m*|~()*}K$d$eW*+orN29JTNhT2`!qXOJs^T`z5STVF+w(`*BN?dGENh1mQ*
zGsp_EPkM<Z;*;~!PS+W(XwT#IO0dy0(Te{oHA*SH;4L4?Hn@CckC57%Y7zbM6AH?B
z;r=a~B~eo>yb+*?aHHk>R|JQ|4a8^n-J4DVD2F)!)5YZIh7RZE*<pTl_*W0w5-&oS
z$$FzL9n2nZiS~l|e<GHJ2k&4O$h+uS>9S}9Z$^(FcLM(~A{n>W!YUz6kd@0Bb45VE
zk|rvcSV=%FK=8iN4RT^sB0i?<?9A>S6V&xX*`2sxeg^162ydKUg$V<3{Bn%_FC$hj
zmC39Qv)kWmIAn8yp>Y^XTw0D_S(*_KG}HhywAo(*{TLRszNx>#w@amn^6mVMiMLqU
z{}%qkoFG`;@Y6K&XQ0df((xhquCB~M3gB9s&3gs~A9@i@ie*Ir)G2b49Ty+JaR~G+
zLCe+hEY7exz!iGKLO=Bhgi`pG1{nXZgB(-xAL<X>*u=zY2UAExBMqW27K=H^yr~ja
zw$tw&0RKSR=ir<0i#JJ3fgni;2$^$Z`;`DTn@H#326aFoC`r*B5dr1t>6vFXF|1JK
z_i%#z3FP7{q>TB})6)a-(7~y}x<H8Z)poB!BT|x}$lazsSkhxHa2dyDdGm6+kHzV@
zL)(n?TJ?);G|rUw<Fa+z@~Ml}Vj5@?a0^WQrchE+8l9LZTzx+~(<4A}l~Alvc#Vnw
z1|ypwg!cacN;pmx`hm_3B`vL2<<(E9q8gmw6aAhG3<?sQgtWv;PY_9Sdu-cDbQO2n
zM(b_Ts+CWqfUvIE7J78d`VSqgz1<nYyu3D$6gBobwndRr=8>K2`5o2ew7z~UARTQq
zVPaZhbaXN}mObD{RBUWU<~djR<Ju$T=;UO0@<`p=j1)#+hJoF1hnz$rl3$rnPY=VU
zY=%-1=dQ#St%VxNpm`c8aVto0tANVt3vs#=JhFjDNM|U)2R^*j6GT#2c9C!^8&ckV
zro@ehD&OLqutIoFNT$}(EC<r)=@@_)JN{*M(LT_f%tj-yLdBoH8cXRF{iU7o+n7{~
ziUd^&TRMYu)aMXYrwoB*A|XK~t}hFSKKV;6#B_^7f&tmLDGiK7&^lAnV$Lu-*_1Aa
z3j?WvlcuyvdLE}7oDlgp?6cyW>~^Uei<GDw1I%SVJz@&#?PL~Sb}cO(PX2w9IxOt^
zbq4X-8ASkxI~U9xPtY))kf0aWhwJ%pb1MeK6GWQpkx~YBPWC7Tz;i)cEbSg^ep|5Y
z`JYtK7*NX~dd<)Zs89rKny9_@VItLcv2IkidlOOa`e;V)8o|5XF@-H(;6Au!bAjq*
zWgvi^x&56-FeWdS9Hkl9IYd-FM0^KDKJOe5e+s~UO{q&+k4eoi_$ko-w=6&m5|x3(
z*orc<JMe5rhMik;wOMP`wDAOUh`R|cV<^gOl&&TSUIBZ-?vH~-X}l(T=?Sp;mJiB9
z`m={W<(I+8`wqRq)$7udK4H9abp4xgh4fzo5o|OC8q({OMh~_MP)NVQQI@;a(KW<Z
zf);1H$R-5=AHPLzqL~sDvDbrcIZ|9W)r0jDQh-Li1Ep3p@8qaVh&)2r&DH}H523lS
zJjZ*$=d0wE)Y5P53~B~C@2p5iQaSc_Nk8o0@*gE;vjNb2nvuwrM@^PNS&<3jB+C!(
zd&#v`!4+u<+aQ-!4`+uQCxW+*$POy(+(_0y*1iUfNIM!pnlfa`sIU}v6GL%S{ltzg
zsOV4QcUpUCsHD4HhBE$dwZ5?91s;8T%Vt3y7rw!9`47hACBv_7S3JLYa0f0Ylc1I(
zZ_hs};tJ>L2ro7Wc5}KKSqy`wYHGBp`3>5KgHznLU~3O-cCX1Ud_y3ns%nJ|B^V&>
zZ&Eb1{f8eccsJ@BJNk?U;mNtwYDos<YFw8M2sQ+-`raKdcfE4ceXcqxT^7@)8ya+?
zEL!PuGa9Q@nx(;$G&w9~i-8Es80h19WuVTnt(x@)k0`K?B&BUyv8z_tU@Sgms&pda
zV(e9mVAg9;ZmMT}ItD+a$V-F6Ll2wq-8!;0zqz=$?!5J}0hGu2b@8SB-(R?Z^1Sc|
zV^MU~onwB6*z>$Svp2E~goAf7QX{`yGS9IgbGi8cRQHQz_8a<rtoFy$B4M^0J$L!m
z*y1@7gPHb^JrmK&*F0!<uL{DCU-N4c6=qoPm?Y}1ySKT6CkI9#wT!iuFA9_4c7x&c
zzTkxJc*g_!@kz}?8O!MFd-;}C0=Xe=i<_ASy)TR>`O^U^w}-tQf!P`=%*S>bYTruj
z3N%%Ft)X-o-!J>9YOlHa;)4Z5oS86I?ns2IzB2gLwhvCE0E5FEpg058gqWi@qm;K-
z3jw#7xi-od(!Oi1rWl(91-8!jTP5^YZ--&;U<`_`<}-wYyFd*b3qDo$uiOj`ge-B8
zeM@Z9tiE-xbP|$sqzOdv*<Zaj3JnPv1_;N<l<1d6=O$GG7_l#)py+OS@;$3EqY89`
zcc3$9AYTuUt|#mVi(?}oIfecs3Kqu99!0e{_^KbQ+`#mj=F-(a2;w<FAO2S>`h?)+
z|Fuuqwtc0u`9en5L7!EaURg+bl3O8%j#X)Kne7MB%5DpbEBqfOUgDRG2glFuyq%Fh
z1D56D(cX#}8Oe+W_@IqTn^fpTO!yBbVzlUAeKET!{L+B>7LDVBe07@8xME{>P<&cg
zN!Es!38nywI|O`*tF3_tKQB+TriUR%-Cnc|T8=rnO-7je?B8o3x!bkB&8m6`L_1~|
zl{00SlCoqxBYi5eJ<2Qx9gt2H4aD;4amGKwGI5|J*Q(O;w!*7bpZ1HbKRs>u2~%Hg
zQy6y!%rQASTP%fKXF-}iqRfc=f?B)<^veml9)MRXCb9;=JJ=CHtFpP`P(q)jP_9lV
zlG>zA{+`c5&d&Z)-3Hb;CA$FmUTi^JEFD#dutc-^Sq7W~GkhEHTLUl7a5Syh8G4&a
zAbQhMjZ5ka^sm)bi8@Olgse^<14y^+mHdCYqoMD&WYhQZQO#KVmNMvzueD9r@geG)
z+hXvXNTfB;VddkUrY~ImkrKSQFwKtn4eK%`z~4VDk&#Zy<5@k|9&<<2?Dr3Lig8O}
zWR9QrK3aiA%`NXcY5#Xedx)Ka+6eW04T-V;5BRh9H&YP*?496NQ<IaHCkW5q+Cht$
zD!}JpVWu*%UF`9xtZ;*}%P{vrM}01OT|_Qc8Us_`hl+MccA$hKl;`|JQ43m`x?`-J
zG-cI`4M{HVcfE?GT^vlLaab)kFNT81ThDgl+q}|S&x;jX)8o+1Y73OpwnK>t*i1^J
zRjR<)F6-lR#GlI@ZjS=#gcP<c+|m=86rttuAanNp0jEA!)9(*l77zSg*IT;GIF$|I
zR3bMos0W@GVMDvX77zJ_Z^SWe^98;ifZVuYI}ySLDG4#e1D^>}OHss}=u%?0?Q6-@
z(|pO2@RoIqUEoT!*lDb7(T1&Q$eV3KH<Sz(AECN9;JXt|rXk;<nzMzqu0_yG2)XDG
zohrqT(y#bhbSwE=twh+pTk_QVu17W&Vf0%Up9Nf7_-Duw1(nQ%Xy;+0;^h4&xBUmi
zlf!d=E}wWl9lOZky@p-1)w{n$l(LR(w;i&vncGfr34O=ye}3k|AU;iCzp)vdW^pAr
zc#@#O^hxn4W<K~lp2f#<W>q9>J?hDD1-J#lBhF8A7nz%99FOAP+h^1VcYyZ+uhofr
zU=#VcbGQF2sdH=6y{)LD78=Dl9YF2(f(CS&8?l<vq3~zbI`)b$kN<A?M^n|CSfAAY
zrZb@XJh3q^Tr?a|WD=rrPw2JGyJc%SB{Hx-bX2!xSW;--rTrPSzu1rBYxepa^g$1%
zt23&2cNnR^@OpP}qlj<zJ@(5~_27(H^=JZeQ&#cjuol^XpBhoj!Ml9CR?!+Vc9I<F
zbsRYU1MBqt^>~N`_)PD;$f$0F{ILP#2P8$Yc8%J>WEn><OM#Kw#?{jS^NV2&u4v1F
zp&+J`xCfmuZcY`&_|g?NKvfbbt{#3&^vo~VczyQE0l--=5RF-SdORPwhvI8B+zY8y
zRSd2Xh%q|Z(JL9j5NY+&UWb)Cp;zlZqiqEKt;?hLPBXHz$a^kd_$@kEQS*2%@7Cup
zwQ2_JRZ47K_)qnF{QJAMURF~PKEU!{kMV!ht=U!wgOA%0!dPo^4vsX4i(BxBMWF`J
zB_Wnpcw7J+1O&vx7cfo(DSC)a(&71PQ&QGevxtsr2P5M05}kwRUP)7P#nPN#M@J|0
zT>oh6uFvS;Tk40g;;ev6CJ3}RnOQoE8BDjp*dNIT3V)!c;iZ<?P0I5L7?j#A>9>?G
ze_aa#O_R-TgW-O$qC|M}Jg*=y2VnJmxk>9t3l1KT(PNxl4C`$rXV{P%;^}Ui5@u&_
zZgXTrR|#uTe-8k1ydsKu2>0UU9P&*_DYI~J9YH^jrC!?z6GO#vA<9yP@?gIaa@riJ
z(XQdH)CsYqw-i2Ip|1USAYW%^N&~+9KexZSZhmA3x5ZKvO7sNscYmUPm0qtmGJ6l=
zLVcCx7Wm@Rchuh*yYg>Y*#I};?);@a7E#N(s)sy3)F4B9{ah%JhYpGgJT`aBni9t}
zTNEF78{wXlfkx*ai*Pcg{iVSvSeVJtOe<4GTd(cu${}NRYQbc$L|J+{N5AuP8!PrZ
zXnAqJQjK4<ZXEK8xE%q5LlL}P^IHu<kjP%?cOBNbyLPn0`=L=nwc8&U5(=gU??y75
z6|0h>%5}%TRr^vc2C{%eqpvIRHmuZOk04u|air8>YF=&?NUaMJp^|Z|3BV$dmDKmS
z0^-ZD(Fojx-pfW9_jcS_9`K0r+vgZD;o^gPF7n1&TvaD`(f)3ZXR2s~A9in4OSv|V
zh~91Y9NDfA^7mvY8I?!UNc{Gr6npJOc~!2$KLwX?dCV#w?T`;`DtSHq)db2xs_UB+
z>|wfkQuaZ)n*L9r8Q*jLe82u**o*^$SYcZgj!m#m-<&QYkOpQsyFFCO<qAriU)KcV
zVGP4mUpp^Q7%V1tk{3<y{Z4gi2;ckvMGs06u=p2nj?5)Lg8e3O$B}e?jb*<ED|x<)
zNm0Lfb$?jBe}^HA7qbINtD$!|pc!<PSvShm!NETn_-96V><(OScnMWJ*J8Eti_!`L
zXzi1>7iA?uDaQELR$cl)Ll2cVq-gp@i>27!Y#SCwhF*l>Qq2krXG&f`WDz_gxku^5
z1Q3%c-mhS+E(7j-$(}DPi{mYer$%SSD3o&qrL`e!{B&h$`VA51!&rbaS!bR~OhyrR
z?6>v`fgO_KG88T|<rNw`5W86+Vu*<c$wNv^qlRsnagW6Lz-In}6ac8eOzkh$nIjZ!
z2v$DbNvb|WiTyAZ$tdR4<bcGQ=uoV1l>2W&AB&&(i?^S*4yNR|9v<YJ#Lx`jQB7?a
z(!`SaXi@6Fl&Oj(owS26DtFYo&^(|~prnYdu6h!`GoArjKDfe{hu`PE)2pDJ?{`<5
zJa<Rali3rxrSw@l0cwf}I((ZQp*3M!$%ziceTN4maIQ*qLej`3?9G;K@Xq725~+Mj
z+Ij<BP5B!{W5%MF!x_L3+OZN6P~@7Uv^_nSU~c@H!?Ya{oh!i7v?O9UD{RU*aTJ&t
zwCe%}Z@@H_p}gp&T}fBHfmBaVMB;M|wGVvz^<$8-Y|By2`X$^T=O4Wyx?Wi=f9O+8
zwXZljW5?8B02jVWh>aKdNv&mYm$I*AC9rkM91c&DZaAuqKgwRKis2QRjVBf)&Td}Y
z{F4j(UfLZRLKA!G)RDauOeMSRT*wEN4^Ng}(LSDBc_m5{*Og;lLel4Orvq`|-wx2c
z$BW5YEY=ZFAxE=H%!2EW;caO(ji1*y%0d1qfef*RI|h`*8D)lt@sH^SfkMBI1E}c2
zt2MVMyP<vKQ*fp{7Z;(@a*quYdi&e>=x_;ptNDkY>gPx1ueqtt9jT(mj+*@cD0KHk
zQ=EO2)^XhArnYJ<?MkBAgg+bX3nbP@MdeEQtt`LP@v;5xYw-5fRL104%L~77jM09p
z@rrroSuy05c(+FT+!HVi_xAHz?2tU*!LIu<p$+9HCcz~1IKCmYBlCPqx%=2CNUpE?
zNX(ISL~SqajV30Um-$`elc5AciSYSik2v{Jl7^jJ?4W2t`TB8G$mYwt@(zEnOtsny
zSh-eH{>k9ri+hBJi}Tx!X{cD@6l-BlsAgc_)t7g+ahIFPY|`Emdwm|9&kVcW=JbBZ
zt!sN8TgXqh-A?ep!&$XHa2a=0qb2Z&U&(7eRu@v`hyyXn4#mhWAut}&`=i_$YkeLY
z_}xS6Q&t1>;H|T8(7MY$q%_jIg>?}Q_)8-to#GjcPw_Po^riS4MJvSdpT&&xGP^~0
z7iIT_`*+NW?q!Iq@{zQE*#yoxZVF}QMuPDfd$uR>_*4<9&OC@vOfq#0yKM0a=E7Zp
zOa-#E>w+_pqtwb*hS+=qiYyzM9NuuF);KCom&8v+8CVG5MD6p=FOT2!I4F&~t0gje
z#?}6f3-+P3Ed?Zx#RMY2_y>3+mz3iXX<h3Ejkk5@Ka=%&*~vaQausS0IZzF=d9Y6T
zixfm{E2{R52MieYu64|=DTY)IhBqg?*B#VlQ{yy5HF2QqD~2^7zDEs&`)L(i4RA+-
z$1cQU?pxafpVDzVNAgxMl}q+XGpzGn#W3ewB((xtP_-zUN@STM9@~Xhf2iiBSz)rl
z*d&$*cEe9Q=j*Iuvvfn<0EiY9G4isq@;*gUzt}#1=6}+7&8_Bu5@(?U4on!w#x6KN
zGH>VC!$T~GzkHA?6Q}=_)q6y}a(;DbOeL{V(4vZvzhRX#?%Ky6q3Fs}4+?5+>mQGB
zFgv_70<98$rs1Yz$4hNzL1A87YwhL^q3uU)zOpv&Gr%~WDYK%oNi(wV$aXlbUnbe`
zsyQMTzTY;$x&?4#FzUI}elD1Iq5{4vzvW*|au&;KcOK<c1bcJU`Jt>6q`VbvpvcZG
z5X5q>6<X(-R*mqsqI;<+=Pyw%HbVyfXr%#`8HHkCa!m=}@A^xl2x*@klI98&Ab6@y
z*(%L6MiC1I;-26#(d!Q7JwFv=(z{8bA5p+%OGbi3Ja!x_U)(GvZ%VgN`Q!j6jz9WD
z@!^Ckrqe_4${}E3GrUV-{SLJhfh@g@AODVVyDxdkFQw;sr5>gj=oZv(l(UNwaUDg3
z4i<}llGLaJ^&))6yik0emyym$`#T7g+Ra1!(YW|hNw(<)67R3~o8RSpG4S<|B7F)8
zIT@Ti-x{g%E=S_?GnYSVJ3l2E902%<)UNj(zj84A*;h+f5cCtNkg2@Lw)jWBi*=uW
zT(Hk>yuFDMUfQ4+qA~<{Lq~c(QEpd!Kro9Ue(jlMS+q8uTjKSTrcL<X+LNR77C}r0
zFuO+`{xa}H+rX#I8B$@LsulA2vQqJl1%jI964)_JPs#O=zT&`gb1<m&ZEjI~?;+?F
zlF`A{hFSGqT-yE@h12t8PTd#CxybAi`u3&+dNnrMO6Ky3XG1Xc9mXDi6IShY!=-PF
zb`GztZAp!>C+>v(hCM!VdGIMZzZ|0h8<p|I8DrA*CeDpyuodxgH-u$L|9lwf@SVu&
z!DQs40*z2owvyi#1U*Rl>@%SoB!QoDTuUJ!6WSVxbgw&=;_D^eQ;((55XC$zuH^5;
zclYSXR4iENE0=(wGtI2I?+34}6Ft`B(Orjjoj!Wr*W3@BA9hj+%NU0fb<Mu%J9J@i
z^&VUDY73{j?r16<+w0I|E+%oZ5i3u6kptw$0%)m45+dJ(_Wpcj0Yj)P8MNIdC#(Dt
z-AZlYtSgz8zj-C@*OsMI+)4+4{=)h@x6(Dk-m)fRUF{RZdvAo7qfL)Juglmw!cbRC
z8h`rGyESf+R|O%^FDi$a#6)D&DhZZH_7HNJR6#lnQZh18dYkP)&^tPlkTp6FVAdl1
zzd`^kAtulSC%v4Jp3e5N)!byg2(v#NJ5VH*oId$0jnUvs2Xxaq7>bbBGY<_(QgJd!
zQ^sy~Z(FR|4j3C4MJln9T!#~7tv=NI-=;bchZ78B<uGGoOZ_4qdyu@45BmDDGLN?k
zyp^fRtF9#n$<#I)sLiKhNFgZ`=p;7Z&`2|~D2_*;U%eyI`owVX`DKv$7!qAg{I6kU
zN&o`o=RFDD7b#9Eg)!$U)}EFsz`VLUR7g+n#+~OeP{3$<au<ukiG1zNi#X2?)%N8J
zDk^&7Ea;v;y$<imJyo+lX3CS(<xSD`k_*;mnXsS7Z+-Xg?t~{6O5|mqOUCuoRBT2X
z2}mG9GV|=Z&gRdo#VG=zUQrfYVURy?^|#tAQM47z{0Y_9`~Gnu-StQl@14SQv*N5g
zX2-Ll@!5H*A0IdSvYI$hJEk=KjSDD~{1~x;Q&YDs{Z>)ZhqL1_LIHyVGtwXdHqZdR
zDN&%cZFmA>eb^u-IJ@V^1W#R-N>6)klpwC3CsuTVhJI*s{5-OOW?-aT3S~A7O@$*F
z4PvEQ14a32UK(kTdnl{C&aX;jz*l0#UKCBt^(X@i5HtsVAtwgZ!{HkTB4mz%h#de7
z3Co*vlVgo#6o!l>ab;GpU^7q~dpS|y5oP!u)aUBu^Zvlo{rLIghm@$0YWP<T)EhsV
zKfy564O`!^N<9@r?V#ss$)Xc(ZvU2U$l>)n)3pXctg*bCN9&wL(DHPs>CUmu*vdyf
zujb>;rK%<l^sZ@sxCL}*`sY3@99-S-dV`#RHFwu#NFJfV-<csv^KdY<G*sZp>W*B(
znOrh01UCl<N8y{=<vqE$fZC;3{;3m@=OP8%wkYMArZ0{_3-RbPWm$l3#MIvg$@*Jl
zeAvwxInWH>Arm0MwjWH43q5hYt{?Ue6$IGGtYktZs!@sE6pNA_r<kPMn%EaM_I1`k
zt>KN^V!+)n^$oK+RefAFc;9@gtYk&j`^IqCfKrOszry6s_>N$26T}9E$AZ<Uqxibr
zkYC7(xn(6Ux}E@!JsSqlM%5T-+j!rG&w>m0j%%Bj#GGH>G$uaB=-wbQo2Vf>o7Efq
z6R;_5W;Yv_t%?)yf}YIo;N{>BddiW8f_!2Mh3LY3Crw-bBo4E8Kh9iV-Sx*sx=3=g
zQZS0{eQ08B(jyFHrA)Tsa}z*>YNE#%bNf1`c>>+EYfCZQT;}`nKm=+7L9O7vd^)>G
zAoOm)lHsR`udInX3SvC+i39CJik#XzVek8XBn$$g2e)gKKeA#tl|nXn{M)3!cAg%)
zck;qG-hq*VWf{oUy<L3u9F7Y%rThU5AotM$%Z>=k&F25OgsVH%$B8Ol#9}-b8Oe<Z
z%g+BXVMcx0)1De42nl*5TG!P;Q`Mav_445?`x~4TX)|qGQYgRybp;1_;guul5rHNq
z#Xut(A&BpTdnbJxn=TJxjO<Ie*{Q7`m?$ug+yKHfHrtTwON-dN`}&*4)W6%}gjoc|
zjqV9{5ZD0>814`tbk~zlD%%@ULV4Bvyt0F%w6%k4;inOdR3n2&7ms4-YMS1Z;3B+o
z8FYvT3lp!)$vZ|Q{p-_beT<FknxrSsoG)7E1KZ+3a`7yhuMLJPx0uF8rHq5ltBqe-
zouWNIT?B?95a*E$6ayot4ze_kUbXhS8|zPO9e&xzg|#7R{F-O>YGaG>5qYpBgazA_
z3d+qO_?UXEqh`sXhvaDajO)#Y;)(n*p;PZ>S5b-`WMFRME=j}x#A1Qbq24n(=o&gS
zxV)(%<qs<ZrYC2J0r5#szVbkq+#HCh<1lOxX>l&}V_m`@H7QKcnfp&7lo#-f-q}EJ
z#n97F2F5v1&hnzG`Fq;ZK=}0Nfl3f3zGf(a?(x3Nr>EE!2KiRjz6A~J$siRSQ05?&
zyYyK1>j}U={}&c~cVT=wC!-1Pf>`91(xctR6*}2^cA%6I%_iBIS<TESiVo!?NhxAZ
zJ#4akGxKF-7>sbpG_Sb_${)hmR%$}R$qjy3v*E5(6!o=3^J4UC7+QUJB{3&{X1|eX
zXf0jKR68vxoEqT#>L>eH4<N@xAklj{fkxKWjhnLa@-!f)70iaekYheH<8J(MVIgUo
z5S>(E9n)-H`_04>t2OzqZ5}MuGQ5(L89!sp!aOt`Qs0+Zr0Z)+X|VIMGL6P3f?Chb
z3@Jhfhor0-wrTaca$vN0GJFxDpexIK>V?zza^^rc{0!YbIrfKe6l0x&S0*%D6LW%h
zwdYwx0@YS-bYLR_PS%CR45OzvddmDufoWk;Tt(#Y2Sj8XhD%cE+3~k(mTH5DEWdiI
z%JxYK+4cm8(6iZRcm@HW`}ZSZO#}a_KFY;|YkgN}mBJm9h@&ckxq$r8NKTPL#ozH8
zSy_!0G+nZ4;orjMyDJ4SykqpC8H$kdc&mS22x!@(ZqIn8q1NvHaMh9i9l*k!8EWKq
zH9Nm;+p(xZxb~{wcb8an>a^_whC9eBfujI-<47hD&@;vf{)!^plud0^7l{yBfL%f*
zzbc5!LU4+QGq}TiB|}X}c=iN-qmka{idKC;NRTACOfbs=zLb*`{4`q_Xx{32D_`o?
z&G;{F!d~l+AcT*K^)bb8&W%k@Fu(12nA~nv>E2qCUhl+M4D?m>E>0uz_>il<PmDui
z(~>lM^Mhr-t}yF3kd0mq;lE6(eM4uCdoDwOkhA>8Qs@q!tQ}!Z1o?3D{X5-5TjSVb
zzDa`J=v!L*{OVRNkW5X(fn7(mG<A})Tprr*b)CA#*?}l(+aFI+xw*{C9qYIST?IH6
z*A)B5u*^_7xSFldCNBjxo)0XLrRr`HYHINR8nnLWCM8F~TFXzF7I61_JHuPH%%N@o
zBVi_qR1B3>u+zA$cMKPFWSY$7;FSZljOjL;cJS%3@D|slJI4ZhNW96LD{>%kYQb<B
zBC(T$H>q}P8c6~hkoy{2LOP7BU~J4IVWiD>o0_i^4g=H5LFmb=EV{QcShU;I3D7${
zK8)Z3K)LFTEr96v%Jq6~u8E)o<Vxl#F>NnimO_`PvpIB_hgz<IncYt4?e?aH+YMkK
zY@bmJ-+RKg?u<YO0o4q!LKxSgU*g!xYB;g$PvieZO3;@(YHLVltPkHD*u@vZ+IRbt
zA#BAnqbb}v^a+W<2GJfqQ-OH$@-X7ry+_aj(ZtKgGc|O=Wnq2b;s-8Rc2r<)^<;bx
z<9(qSq-e}{?8}@m-SzZza)1jdcHk4l4O2=i=5<NKS0Nqej4p|xzV&B8&yOt}1j+Qx
zH5?&KGk!AcM*cCw5$R_BgKHK-WsLOKsctl|HL90{cvF5;6?DS8Ka=6EOoO4Gdz}Zn
z{}ivqR~aon>rmr#mJ1G?sH6$_fxC9lv#F8^_pF@=2W@urMbuW3@0pvw^c}xY=mc^i
z{>?J|=Jf^1&w{n>`4b%El6D3FPnP8t=I}yloE<{mJCajO$wIVJj!N=9<Dq`}^xzu4
zY<7Y6Ks73*{Ck%Qv;U;An*J#XuxI?ol%_btm$DX=#uY?BHZY^=eo4F9%)s*c9Jx*O
z_wMMT(XFBrJE+iw>0Jtk|B1;Y=u=(X)VQNxe7iszy*IxNMB&cVKUjJ=h?@|=f^Qdr
zXhSx9RHRFB{`VbVO9<d1fp;GacT0J%TUWljwQ{8>S$eC3Zhw(9YP@%aRC(}Bidcl^
z!ZN15H&VI3?Jn&=T*o@wql_z=ytXx=64oJQ_Ln4a!Cu6&na~$F6{9f;F1~8u@7uy!
zPr7HiR-@o|W-@vUS-j<%{I<y;Oo{YAdYgopTZodT1J)n_9Aes3d>PBo0u<|fV|wgD
zH4u?FN-rqo1}~0X@Avu8M7MHwW|$x9%(s?n5W@e4(rn0&a=}5(jyf|=dy|}v-e}bZ
zNG^zs12jshB_hJZGxP93(uWE+p}=I&`4%rOVo}4ErDtS=;^N~^awz50aw)3DY<YV#
zsU<3GRr*u>!l-g>+GW_8eqrj&01vV!>z@%m8VMgeVzvH!v4O54+)nk=_rK?a4^)4<
zVM1&0|7et5ihov4*J+#^!9-NfFRg^P0R350ioRc3rdyRb1zvWFWEq{eU9f6V)ZMS^
zBD2bRS7clBN)Lo3J(4|PYw;}mN&uEOq>XA`&0*er#*Q*&%v`2IH(aI~v$RM~yn{O6
zdCdTAG+7fjX;WsrBml+q2`Hd6%d>K2#~<dwwJDwGrQ>x-@ai>NYx5HMfi**hN$^)A
zGC*HW7${*KZZ&!Db9yIPaT@<2=K|e<vxH}yN4XHzSRSG0(v};@9=yt&N5YCHdut?$
z)0o&<osX53e4oy5RaK>siIzD204=kriL1~;>ZeS=A3JUu#84nZo8DuQDV)nTu!ZKp
zC-wL2#TKrfWpDsQEB9ci`wOu87s<uhWmcF-lr|7a00T3>sRW0V?7|^4WuhgVF-CPw
zM2dL}<GfFmoRwnCwyCG?$LGU?VR?1%ONBHY<7jwv979J1*f7f8(xrG~cctRZ4cFau
zc)!&W=gG-AvDq{8Qj3p9J{=dn66_N5HLHSN;Qb#WG=BfU51;(mdq-oI>cknF5vYT2
zd)U$fI%04!BPAy5&5+lu13d{YyMzuWOkRK8*u4Y`DsL>9b?kj?e3s|>eY870F==iT
zjB2B;<D7Q5^$b+Sj|1>10^ZP-O>B7?bJko`{EFx(rMJD5q?n35W!0mD3O{|B$&O9S
zW)Ji`LVk&@PsO(Jiv+4h5!wuV5>xk4PB-uxmmtNP7jWn6P~q(X=&kKZ(T*T|y6vk$
z+kf;?F=jmu4R5SyVuK5tD#$-ib@&eWL(75wXPvh^HcCS9$nukVUj(?zYA553<H={l
zR)SyO56ma+XDYl~ZfG?Q%_8&2ez)g5DrZ+t9-H=XYn?FEh`FS%{#0vIIFNxo1UZhQ
zl%iGZu}?l4#P7Q<rrU_2@skkD4d-JXWIWrb8Ss;!+JeRou^W`TvyH9d(d4Y7M-*Kz
z_7<CbpB#)~6DJ-{b~|j6u+hY+X5_z*FbgWGbgLNvX(>O;qk$D?jOF#9^X|a43rI;|
zXka07QzEI1#-?$b)5~YTX|eDBkV^{d81?WWE3#h$f6lH{dN{$3A}DKx^w9E={M{Vh
z)tF{<KL&;-kkSe{GSrx;q2N=-KrLnl@bHmbZ-TYwv0mR-S&>CF{s_~4wdYyRBO!;E
zG63dD4307q-(3qB9q{<FXU$c%;NhiCi+qLJP$|d;#^v)*N+A3)N)s%4Ae^xZUX`Om
zcI8RL-`19_qvnnF<8PlBu4+YDd2C&}VD+v@<Ldl+Vge`h(P0X=tMSbVJZ(5u5xFWS
z>n%nPVi;+3`BX=-g-PKfG;?|0|4yj(8eN+1@k)piv{}uR2<^|5K#gnvI^nHKtxj2h
z+}<A=uG?Z-+`wX0W|>o_6UOBuZaEwsuB52yAuKiRSJ%Ka(56n?W%Lp|v7s_*0INvS
zQ5!NXpjh34nrpc5Ba_K&u6av6&0sK3f1yM7ANIDC@qOjYV02)-KNL|(ch)?zQ#+n;
zh@2VvbK@%O0uWJk0`G|)8y;!+!6%}(*GPL_Tw4gv3g7b~tKlN+n;8V4Fl7)z+#We(
zI%Jwoq+iaXq@L96Z{@H0pq?(N`lti`2(#HiZPa-G2*aJzPJaa4Lp|HC!W;$|+Da#)
z;vdTmGL95~>y>JR<QrLrM{YAL$&vG8d!Te!?=rlZv@w3YDCt7jhIYJ2V^m?98in9z
zyr$>=jvY%Ck08!ip1;4z4{~rX&jTa-GoeBzDBF$}t>T>i9iM1s>tM@Ir_w?ZmY$Iq
zn@U2gjr>hti$u=8h-EgqW+d*7Ve9HzKP$|Yez_cEEdL#Q(o5X>qx<nO{l~+f3hRq8
zMp11w^0$c~81#(AWpJVO9N?Y08eZ|#2P|)^wOloYR`~&6SAUm=H8ZZhWnH+K=XmX_
z@W#>pb+}(+>hrW}01cdi1Dj0msehICt?gE#LW2n{fPsH0{3s`Cb~&EjU98lw{^_eL
zDj`v5HD6-AoOI#N%*-sEo4CVZU|=9BF5dI>MTQj*G-talEG$rg=OsQLxD1`Iwb)I7
z&Fi&0gDaP#fxx4FRe*tm3rR?XzovnGCiZ@J27NiZxSTh%FB)50S1>c(0;AggJQKgE
zsj6Cj#3>dhon_4yNug4lT<;EqJD4U11W~J$F#QbRala6hg2ol(@M6K;cv4`!vqLmJ
zN;SG&f|Q(K5Ta#-{qz2XubI^-FDI-`oKab2az4j&)O5L<`(5LjTTAh7G=}CbB5AD-
zeN@vM`*5MWqAkhvgwIHqc~GhqzUx5D%1UTJzZu-rgx6$!8h2l+-nW+NMuURFdKM%E
zjlae*Q2X99m=^6})ThC-dukMq8s00^SW*)(4Pi%@F{L6iJxp4i2U3j(=jd*&qB+s9
zL3Whtg5R&fc)))zKS<QA2%|$vJp87!D-&mH+#GYmCSq<yp1PqRrd^LlPygsx(hFH-
z7H24I6q<z4eyEo2O&-|3q*^ubr_0SGox^wPH-|T#Z$>oEg5hu5KIuaEk8132>#;Gc
zC5X5%PM*f%4G1nX2UAezATvv4<flz3F?}guLqhcA&?c-nc!LPVG1r>CAsN2`hNjN+
zTLy^g%}c2yo@Rjg)og2GVXR)RtVf2h`+#pGInEHAqZmH+)Z$<+bHv|VbeL+gb>&!e
zoW?4@zhaN@;@ozmG9&?k#G`6B25lVfyoAuGvshegad|U?kIc+63!w$BOvi;0-1Onx
z<jgX->Q$X`*efKIFt17q)ZSg2(=<fUq|0^L>BTzQ1rlafaBjp7L*U!3dOO~rvyRP;
z4?$UAzR@lObEJKr3UZ*OsTrNM9LxG$9GHx6B+K%4EkV5E*xr<6_v7|^WZ9y98pFbx
zV#w4V#Df)~OV9mNC$tFiHKK=|lo?f7B5tihQHhseUd}u_Er{*rx0khpFtB+g+bqA)
zmF2}zd-i__Oq=YD-g5rCmm~k(2Jer591LE%$MjSxdGK2mNQs-+avD}mx$t)5Zc06M
z<PTiz(<ihLuvNDJRflXxX$QI^oT;LKH>w~SXryU-m4ba)8@0PR)p?o>*;*J-l2tUM
z)F3^|F$E3O#%5!;nAovK`4?4WX+__cF~?t*3JykgP?;)(UXl}MR>O{d&O#Z#31tmq
zAR`6r=S(sTDTK3T7z()X=`}Uak1XEySXz_6F6YDtZ^$8SOd(ea{{u#1k#xxoac(Tb
z0~3Vahmg0-N9oE3lh&yvX^FWd9nB*stIRUQQDD?A6!jy^G50fU<ixmT!~Wu4vj^7N
zvQlU%dZ(&I<?5TVW>HJk88TXs`fm0Ski<djiSyU@;b-{5^8LXsBI?Z(rdGi>2^K&*
z(2;U9DN@Mx9flw%fx1!(RYUy8bY3wDaotgvJZ`?sjsHh3K}$W7JpWXZwo+6^g?ZZ5
zBeXe3HXNlq2_Ek;lyiL(+=Z~X;BggiMFuQ=*Dh`*Qxou#BYn3ir-jQaE2b?)p8R?)
zE5PB!N3~Z5xr~}&gN>^x>1dKi=__{_J>L7|*w_DF{<7l?;yg~9k=N_+VaF^sFm@E1
z&w$X(CaP|Ro=SN@)Lnow^(e-<wt%26>~2k3uG@}>Ckldh-#qZKLgy+;Ysg~iYibj-
ziZBivq;V&msHq?MYzC{IiDhj6cU)mwEUXD-ikt-Ru_ZJ`kfOIhxm<xH>pRYS-AG6n
zgPUI=s9F(H#V&?fhM08MV;bWHKn>}#-;h9FZ7lB#*TB+mfk!E`v?{0_>VVpisIL@?
z@g|ICV{TvpddJhGYU|ilj^7h8CHyV{JxPM5WtmlI2-;xzY=f#p7dbIp5rW4V?N<M9
z3Wc;f24^!pn`vVhN{h^qlN<K*P|ebcs^7s5&yYT8HBYvfFY3QwlV39=tg}z@cqYN|
z*|N+tkB<#(w+c;C!w7TjlfJ`LTH<Q4ciAzCTKbXXGps9L1EMjkdb)=6=5`5+1$5g=
zB!jCA4C(J==+%s(efkQRth`gV8Sz~T-sw6~IU4(CTQff61O*R)(a`SToNOKS%7s|9
zEorgq@uI*sg$3!K&who~03Q)_f7r3X!Rndwt@tgp@sIaKMGrcHlB<zeTZ@6UUCpMA
zfVZaD4TMz(PIHPc6=~?FO*pfwi8qDeww5~j(r-~eV0@9xN9sNd|HZ}<joHo2($FxF
zgth5jww!j1Rm=QEdYbGXo$@S|+oX6ynDQAG#?;nK9yH=<0&GuCa=*ZAEurA${6ouT
z`vWuS;e)k00G{DxrrC8){m)r?ZhQdkc&Q8AW|ftLxLdQFAi=ODetA<u*&O;ol>5es
zWmv($-S|p`NXV{t)3}kjDaTP<YUwbxd$zjy&1#&qlZTkK7ccsmS3=t!Tf04LXCtbn
zE|u>Zg+==Jn>mZZ?QIDXnOSNBHz&?sDdQUR^DAqN?*w+nEARj)(X6;cd#I<Y&lp+*
zGe4w#yLJP0dy<j;wPyp{5rNYqY+@uhR?7<n>V*Wz^+)%Vqn`>Rn;Q^7*}+B3S_}MF
zniWGYOfy`|@{_t#<fH~PJEYN#;~AEQYV>zo&f-}DbE=kb4j;fmbNHM-Faq~yBZ64p
zx;A3CfbH-qf%r>i<JbP9se6~?$4TOrvq0vHLzF*n#snuWEiU6(L2N7-2meiIEx8Ai
zfe6+vId0>YTw=Tyq<2M(mYVPA#O>XGPNMM2mxL?ekk<ze`FW=E%t?>a<LT2*wlIIL
z>lN%1&GZ5DKD-lcoxBGvPUG-62{Q_xgwokQdFoDyHxB`(RZd%ssnEYm5Gh)#RGb0W
z<uZrZRu9@7;UikF#5qs27|h>CAI@Nrgnkudxo`3f9VcY>@43YjBbS@HM)W*G0{NO1
zzwu)-WKNEP+T&H`-h2@*9)b0vm?iBd(}#woU+IXWE8!J>*!a)sLDddNLI+iCOdQJ3
zX?OSGjZ!O1KjzFwT;7OnB1C_`bd|82W%Q3Q#V5rj#6NO%69#^)_e``);d&U1_eSs`
zoLiFwOEAEIW<o}c9Z?q^U*zmicj78U84#NzPMY_+cR#y&P5>_Lz80Z-N+-Fv^UK43
z#itP<TGE8FJ-D<c7=lW#YL}N6todtOdu_k5Ocsnc!XhZXge%>!rt#xz>@WrEnFO8d
zpS32G+iagEqQ)nl5p`!NO)%VJqMlmlb;EsvmRe|uF!9s6PM>lMGk1G~GQEnPYAD+C
z__))oydSEywHZ1CS|jAo2T4h_w>Z=Hb1J1LH%Ljc(VB|k%nuOpo?69Uxpee~)H(z5
zHOgs(^eKD(V&MMGwwh1v%gp^#Xc=Z|ns-$2R>dinRwd!A4z!b(=#?+Gre81SBrf#(
zBU$IW!<_`<E;gHg>Y2#U33a0-<h{^&T8}KEscFLBsixS|B<l~flRmItw``6wXQ+5d
z$8_&K<Jyl3X<VlEedko&W7l*cP6Y_4C(RzpEf@-yAfjBbKh=&fx1Ia?A%P{lqW{BK
zXX-wh^s{Qk={>`<2tDc5AM{W5lB^lS?i2(~F9dsE(6%wNyF-ZY)UF<;YzjV9(H5ne
zvDP19A6o{8cqy|Y2AbB9<f+SBFINf>!r{gl%YT$yW9y`=Q2u$qA{#Z;AN7LQb^?8q
z9ZoK8m2QETM=2!l#=e9xz7{O_D|a$wJ-7nAfVS9EQ7O=1a$y~`Uc<8(O~P4PQBe=x
z1|Q!QIg)v17K#Kxr-YCjGQSvmBh4QqF_s)AH)LNaSE_7u)Vv3iXO+h6I!dc0G^6rP
z697x%W20(%#3ZDq1iQSfhstb%jq15b=E)qQenh1(Cit%<I6}W8V;*8vVp`bH3Sp$y
zT*%O542&W4Irm4oEM$IRb`pXVEr4|&t+e)7(9#0l${fLYMqj*N!{*jPiq92+M26LK
z>_YK|4DT8JBCpgqT!V$jlQ9dteiDIfg;BT<p<_7gMvEEJ7!p^~<u1Yf!Q<#1CoZ_>
zat$!>Qh5hw-M!3c_~qAdj3o~-6&_ek9+Q3G#>vPK34L|m?avQl;r}bBi0uP#DkJ*s
z-*}Z-Cvr?w&nD7Zocs6hFp8Bz|E)}}6jkach1#AOz_R@TH3GN{7VM$*qsW(a@9v3$
zcO4{Y(gnam*vBPcq!1lmux}8&W1~)LL@zhZP4;%zP+OdKvVOr1UhvgCXk}J0c+>pu
z6G>rF#H$sb82_u14<}i-O&iMM3A}W?y&2F3p&jXMmqZ0@3t~O%CU!ov%?ZtrHZl|m
z4935@_#*I9MlOr^ka##55}U)T@F-r`oo;h&5V<6#1(*Bbo??7qe}{yTIvXO<oUau+
z^GWKDjeBU)0fTjqP?Azd50jrRpZ0M|{4@?R^AEhhNZ#Wm`VMveaK|_@8;w+%R#&OE
zs6VCdv1*%5N)Jyuv>V$?(rD-UkJa?PYVNQaOh9a_*i97zwOvY`5U({7pDv#os0TI)
zrc)+RBbg(WVYOa2eEPO<=kUQX4~cqOq1P-fiArjr<|M=joLa1XUX#~}&M_Jj#cdke
zaUvKSKAenbsXNK4UW6}3&J>l=q0Ib^ss_Q>_BJ81dlS9mqBysQv7(%dOG;N0X%#OH
z-XMSM&m$B_|IIzA)3M5@U)e@^*~3o|RgXjQu%szQ7Be2+DL`^kPiW9V^8G|@<G2>%
z{;)sj)31s?tucRD&|}E`eI5d|xYO5$)Ykwqaih|EPpKy;R#%pY!qah>9u38;8CYm&
z=VTQ^2Ce|k-?0mzVz0t_c(-*!{YAE}agt%xf{-e7u}t&YSH0+}YWrEg@ropAGekt*
zvQGA8cvzv>9wvO>>p}u!zSU!|o$nI0v_eZri2a*YZnlfmq)nEzzc2l@xDZy#3DG2K
z$hQd@sKn*f&`rYCjfv$~bOy3W-_J&$fFcIc1~*Czkw2fhZky%1ChjN;?q|sBUu$%2
zg%6v>p>}hzq&smA+o#+5J~HFfHZN2Ez1H64idKes8vp+0b#iiYbaNBC-s*Px`grxe
z6zaJK(uKL*&O%Tr<^OJM=+ZY5K%0{GnSwbuI2<(s^$Sbj<0&aAMhj(1oL+Zi_xklX
z5Rj1j`|$$eGdX;>>khp_3JO<f$-Sg~hUVrMg4flpTgD(a?pGU;k*JhQdJ-TbCGy$h
zz5%EIiaTZ`Vz2^%Tr-p1{!q;p+l-_wAWLo1&&{l~E#XIhjb7&-Fso<sJ=gyYdVeH7
zJS`2Abbk2gk-FgdVs!uvrbe?K#K8A9^q<E;tLym^JW!qdU$_sm!xrz63rd@Xkx?Jm
zc4FSh+O{+cHc(!i2%Sf!1v%DjbNl=}a(_I7-I;6~6%`U1ny=MpZXKWkJ7=?4q4si+
ztWXCG5Ngg7a5kW&r9BcO0<3g;FanK&yL<iiKXxl*bnmP$>wz4%BmN37FfgXa5K|6U
z508=gQiWTO<ln!+BqW~xA7x(^7Dupk8zi_xaQ6gvcMUcqK(GLVy9C$4U4{e+76vB?
z1b26LC%BVfgFD>LdARqxPv`%iX8N1yl3i6@dsnZ$RzXG>-${4p9c-L-ApFDm=LVAZ
zankJ(h3}qO8vHKs5qUvDpkvk5@aO5!mce;D+mL(36Z)KWerM6;deW$%49u26B`1+%
zinh=o*_~0tXJ$3BWH<|KQl^}yTrlV}-nEA>LrzS4lS_LM31W;lC+efujU!ZEa_up1
zQTm3(6;^la4DYaHeHNsBH1lO(jZ707hCFzkb$miAA6HV0oXcOQ@r;tXZDUw}&a$TP
z#)*9XWpXo{dvFiOT^xt`KLbqnv0g?IdA+AAErWrg+-RfFLqwQ34G#hb=x{?f@>7!c
zFU;%Z$j*~xWBA}!E+J4ohho>W=y<?X4((GvdR?dwRrRXSF*GQ~t!2>Kec~uIXsY^Q
zP{{wQ2~Fz0=3)}?aWld6kb<z`bZq!=9h+24pL2uN4)I@oy}HdOs)xN<E3rKPH(vTY
zay`lKHW+QDxw9O{(g^Q+V64=w0u>&s6)w%TdgP(B@ltm{(i0qaXED%?3gy}Q;jhcM
z2Wxr2d9A0pX{&LzX*ezhiTdtrps%0<qQPTd^~uGm{LR|B&+@7*|3mp3=bC4s#w7^9
z!ME*tO6qp8?CYk1YrP|x@k;n=w+ReS1VXS}?}P+n<jlf(zJItq4MR0rjSM7$o{vy>
zuLmaWN&e{9L$;{&lf5x;w&`>;YFRU97x$jqIK8pO<Jc>A<}~4^Cbowl!z@NJ(Ws~$
zHEY4**>G0aghQuy@@Z-4WXLHV{ClW-r+3XNA(o_%;08ll*{*Zem-|1+Y3Iw-CG!Dj
z&r9uRKf6OY&DWp9q-f4$N<P~(!q!~9Mfs!V1yJ9k9B1AJNGht|;z9PVPno3(#!+qj
z-ci38L&aUAj@^yCHH>5uKbFE7#evUrNzw=)IF7*&+9eJj5n8-X*3}^v6Bh2C8(s<5
zZQr>bU<0@ro1v&2N~cv%iil5H)|FQvHMOwNP+u_rP9Sb!z+t^rcjpI@68`Y_&W~?L
zBej&S;Do=OAB1wq0I(E5ryfvYGfD4%J}Lx<!@;X!Vqy$pViZ6|Ys0546hbv!3b>GY
zAJ*<{lZQPPg<u@|Zj<*ZJ>m8|pdeP8QwEj1Lj#n>x^v|s)35@OP_V#N6HJVZ>s{fP
zH$bie55P3C`<uhCjypJ#k#HHH97#J2V(f@V#xO82;9X;r4MBhVVyS)&5?gIO&WjK%
zk4s>2b$`;%C*#4)yj*+^&?Ke~RwyDaD(6t6-&NP{j49?1(F8tpBHzqfoiiXLGOE)1
z*Z{g+(?#kf%^z5ac&`lF{6zp-_0V7>)Vzv{#M=PI7oU+Ie#k;l2d9(}dBnVqN0##e
zV#$%={(e+XPfsAX_k}z?J|8V(XPkUQWhGDB)1AGz?*&?>pko(67oXNn*BQXry$&=m
z?X1ylPs6BVO$r@-suX+qp}y+=Kc|nfxtjl;*8lAz{v|nF=~j!~s3{p8i$TVWG1S=D
zm^$eX)WXvcptuAuWLjPvgL6t%eF1<F8X%p9N~n1~CU(NDe-eR9Q|9SR5T_V2y$ZQ^
zWOiF?3%F0q5eG!unB`zFn8`{lqaQ80JA;fp<2fz59z!sMF?M;gH#S{bUO{=crP=F*
zH~mn#sGSCK6FeBDbitf{d~ta&UZ)5lLBC_@3|wjU>fagunhtK7mvJaavrQbJ>x^UU
za0K+$5|xv+<dVQD1T{(_6!lIkLl#pEGO3UE*Zq_EO0&nHHipGV4VdI8^2ZN4Iy~*L
z<j(-}3@~yL07pON{q>1;2r4>2z$r-xR|<LY7EbqB!9o4l#MpSu!kiHyS-u}2=-gTh
zvIt=8g!c5wOZ|5{{$Eq?v?Bw@zTAmHyad|U%om4?Nj|MO1RX+_LqxlUL%=bxz!Uc1
z#fQwJUy{n2Yh^~*pab=)mtTSu&VJ&mUwNOjUZ?5GkxD_t&waI&J1Ec>7|J8|Ey3WR
zqosQL785WyN70Z_S#v#-1~SlM+@CGsmo^Xkp;}(u5AgA%f#nD^f4rWi|F7fzf7=^=
z)*d6ch5<|#6^;_!a;vAu{e0;6|IHM77O{x{EY!t@j*fnFId6hbOdKH>iIeMfvieV=
zkK@(<+<HTSIKXtw)%0d!W<~)v*~s8vguCk#DA4z5g8$is{!hmqSaJ~pfp5BiT0%rd
z2Dt&o|LgC6TM>X`^ZVHc^MAB@{$Ht6X#bvF|L^+0))L6!MKZdk;4=+?M7d;Cv;Nx+
z|9{cRiZ4e08S1Hd+X6|n@L_;+82P7ra1{YuQ3u;Drlf<di##Xii_ob+x@Ay9#^YBm
zwUS`hCx@W3H-IAnT>i8Vs#4S>8TMvJ%@xe)uf_>c)Wq>$l3qr;Q|PuczE{{?)EuhD
z?r92YMQ9hb`6E3Xu0(a=p1Wg?W;{6`oJs-}<fc9IsSD2KoCpb|s>wL}9*Xen@lHvX
z<O}n|tb&mo73s}>D99blBX@7O9LInDrK5z=zTiEyUMXL3f+gDHg;+Lh(u}S~P3<;`
z>y_+q7eUK=+OX7gk-#&yo(bN1)baxK97~HX*aHSajoRo<66mh?r{V<Hhja0-;5<wY
zv24ejVK=`4Vx+pU^%M;B_4S@|oVUI~5>U~egHz|wWV@MyQ{na>y4c&woorXL(uyz3
z-)M`?<%q-DA@6dukj&AcZYnQSn0|A+Om3;SmB~~1;+VlP()Vf!&Pqa4iF1b6(%S`Q
zrFDF;ozKXq?Cdl-er@PTRwBV{Fl*=pXLoek+G^2SWPeI~FbG2oN4Ch8e^-4HgC*<c
zGq+|*-A2p~K=*8=g5q3%5KjTHEx~=8S?SVllhE%oKTWAY{<07W7z5K3r9=l;?+Y`Z
zxlUARYUtUZ!+YQCASLXepLQHXDF^U3QorKXj`DVybXeoJ>YdB3N@Ojyc>>QQN)l<t
z^JzeLJzwmIPW5n7982CM_MWsM+u90X5Da;zm}K;x_^aqBV8=`i-OlD_?Q3?HJaiF3
z9BF^OICHJ>PAT63zchYLATu1?F2aNoj8oI|+=gQy?mU_I?_sc|R1z^Fti?(+6c`3@
ze+i3<@;*y7+P^MkzgcAcZfOTyM&w8%Kb?QMSMar~hX0lS7q*HBTPNN?4AOmi-SJdi
zvF*Q0T{WViLbu;b70WtMil+EiwZYrEMd!?bCpu4F^y*>p1)}4&o#CkgiEC}C_b*fr
zkKle+@b>u%SBwMLAh`?X&)^4W0fYOU+Xre;RgLcpKT>7iGv<X>;EPk-94EO`$iSrg
zUi)9g7JxRJIqmej`JwHnW@XV-?OQr|q3KBFf?)Rwm-TwiFObT__C1FD&`OE%Eh77;
zdqz3Gv^n@g++1D64-LV<vl0&Q&&=*je?`<Euhl$mrs?YY5Q`8c>#YzPcNDp2$2RM!
z;d;1aR4VE>CnV~Jw^V#dpD=DpP(1<&phtANc8FR55TSvcRAul_U0@y-qO|<&7$6}z
z1Nuq_LY^j|-V<V~dw`~6AAvKv%W*{dJh@fWx78tSDGZFCPS=xoxk%EiSOCv!emVHs
zx8p|RrMOf+wu4VC(wbwiCinoYdmDLmo8-4xr|`G-I_ZIW&!Bf0fjgSuy@3*c+1w<;
z=W&)P7I-7d+g)Ox!><Q-yJnDiQ>M=k5yG#8h2=;`O<?k@UTz^yM1hV~Q{DI>Hjw);
zS1*>CmQ4^U2S`c#loh7A^(TrT+k+eK9+s>`g`Ax*0p0K!Io!qi=X37-L4$w94O6Eg
z@ARHT?;{hxcdq=jo@7R1z1knU$(p^C-^_>g<;G8uL`1lgHU6Y-9qrK@GMqawNp>eb
zW}R3EP8=x5#-Pfg+daLN&sHZU79T(TkkMI_Z2he6Fg%<gr}%*rMZ;j^L5hb59|s5L
zxe12|a$U)?oPmjIXl{U&95D}@@fY^^IQ#&+qIkys&!%$*E393|p$sE1wy>`yjrPlJ
zLUZU`6LIwlR1FW@<be+&O(VeD&)EVoZb;XIxA2UQ;2rkDh(qJ2%rv*J8l2~75JZZ-
zwKm#rUm$Ov0wGf8z7g{FLmv!LQFeL$AQA{VT7I~gOhnH6cI<<H(;(=x+$K5m20cS2
zt?(X9s5d~6X?!?ncM&C<0Z-E>TbJtCzBN85kMCiS<xxfu8bB}!9JsaJwxPF=Gb^HY
zd)+$YYRKUy`h*DGUjITlH6ii1?|j~XtZqxeDSA)5Q}!o5VLixQotMa6SGLTB-}|0)
zNFCzcY|AWN12IyMm&$r0=!_~l=qF~&Ul$WN4x)mtPf{T0ju;W!>EFW2&5=N461qt;
znWPHd#q~)V-%p%F43?!nkWmmqj=5z+QjCnN1Hz@?{97t616;+NF&ZE|YC3`crarc;
zSI8l3&kQ;4ZKj)`%QB(*l0iH1hbi!EOX9X(CPv`F9D2t59DJa8BPH4aES1PzhK;~2
z5@U~sEg=k!gu`8Rh;sWU7wlCO$+w0VJP+mPx;VH^aly~(*^l+q<{Qt4wC$qaxO=q{
z@D*Y-P-L7^HBz&8(zE{za*bp&uK(How@)^ZFewUg3PFTX9AG%`cs}tyoScfo&gSl0
z?#^(tB08QW#|8J#Bp>p<Kc2%$QTDzqb+Y7|7kBt$w;$1&kI9pkZUYh19X(o+_!6zh
zvAj0d8nCR7UT(eX%lDU^4LOb4(MN^7-1^*~kHd`F*KO7fT~C_PPomqMM6tx|JO53L
zrfA=nyMqq#K%*i@Zg=zZNurtZqFnYodI6JH|JHTyJ?Y8UKEA&#qP2cMt+Be@PAZ1Z
zapQ#99kO1Txz<E_+G)|?yx}a#aF_oYzS>`ooefRLiafb3iG9n*OgF(q;O|=g9qHK*
z)iDBIwVPPbeUc0Lx4YXu*qr}*@xSog{^K(I$6xwiI37eQ`9W4U`TsljrVw8mNMrf`
zU6B8FWs3}OG5yb7zyJJ`9D#ow`oHyrf;j)<zW$G^dPc9QSs)2NWA=zRgN6LZ7UZ{p
z$n#{Sxl&q2hODY8W+)1F-rT=!@PAt96P-;&`!hEk9UU4DPT%Fh{O2!ULjL}>TUcBK
z!cd%>^-$aiKrXsX=K;12=xqIqLqFYLITjQb%NZI{XlQ8cPZeS^tEB}2`eFPio12^5
zF6+{1X=${qtZ0ggity9Z4MUFqX=8w9?*tM9^jtJy$XBD8LbwO><&kA&oU6VE99X2>
zFA#%Y0N4{@w_PmA)2%fS`Vqwvb8H%}Jd>%Ys-_3EA)(?((|`V_*$qECGi&p^J!66Z
zk`xYWZB+MHN8LaWc>94Q@Zl77XlSUy^T;5MT7vxfz~PC5+&-a2{@?4oCNlHsnhyYw
zc&p`VVbr2jm^Ao%vKjCKd&AZ_NJLJYr>@v-ML@=$+U$hpR3&hJX`CFuJs0RlQtegx
zPQNZF+{?A(v-WTIMMQiM7cR%f1oh~yQOgfZ>-Df$m_5dPN)tHx*6u#OF7`vukKv`Q
z!Ydood}#cm5&pW(fX~rtA{Ky0D7;8l*2U~qU7Bx|dJ?BtIxgOL=gQ-%!glK7t6Ebv
zJ%4jgMnzv$A;?bn@12b)b6?*JKV&`S29Kzr&Yq>WL!vhJxi^oy9w*bPg=x>M*d$sQ
zpLO4bkImhUNJzxX$Iqj*vw%m_g$s6ca|)9X1QYB-UU-?eBp`Xc=h=<4CSA9V-f}bG
zgMGeh+;<@wlNgj$vqF!%MBbkq!D3VN=^E26)sM6v)N|uOuzmT;<_|b1o<SUc-R#1b
zin_>rq|61&#x!9|YiB2i@953mWeG~NsWBIe$F1&{id{2$dw^!ifpRDO#XQPDU}6G~
zm<d=~6_XOi{1t=-;^-sk&-?UfN&Tk8e%-zV+O3t@IjB~;h!V(HC0M~C2)D_>=H<4k
zA3@Q|7<7c63OG?<(F?k0e+}fpw;vn&8=Q|I2w9)*@J)>1=^W?IiDya}chb4Ood-&V
zJCPGq57W-fM!-t&+sJl<rE$0V3~|ef!J|y!yrjFU+_!XOq}42lNEw-1H<9WGl3YMe
z=R;DZ@GU#$VsDCz0ExM;u9(`9Me!m^d@cy>ZU1k-AIfa0dEqI@6n-KM9b-X;krQfa
z;uIyNp$Wt>QkQ!zkl(j@4uM~yYbCO{r`Hs#vC9S>0FBRhq`#G&-N0yfnTA@v5o}<o
zmU+uW4VijD@iD4DL#tAGxI|jjS`J9y3weP{2n<dAdmgK4Ei4=R@GV%~kNby(R(^+j
z27IU)Mxqv@!oW`)8y(OJMq6@}z#btW0~$wyxJ*7leNt#TQpb&D;~2cfXW(jlKG}xm
z(4G<JkuT13?pS=clyBxo`h*fNMXm4mpqUHGFb2V9rav1-mJI5hH_O7fr>Zvs&Y>Hm
z6H}D^Qk(mk(0<nIQLPNut5N^!xAD0W$ZN`-8N+YSe7R?+5XK_P>pSzY;ua|euVRz@
z4<tcc-#bW(%|7wa<N6e)>>oPCsmrZw*cQ$=9Bjs_m12)3#*<uDRJKYWmNp#KU0Vt=
z8-uh@NJ6(AtCS7GU*f+1#LG#uxC0oT$jnzuRn69HlC{4i4#zZI?_RqTh3cSE#sau!
ztD;l>6~(e@@8FHU#n(ZHi4g)Ve~zaV-ww%qa~EFiQ!+>Bk8cM)ic*6ezawoA&nMr9
z#II1{gG)AUNmIk4Nj7I3xu?sIAH&Wo7q00I|76sEi+2IQ2JLgqWMWw{y@L}D7GJfy
zX4S&}7#;G|CUMk1G~4R=X_;o7m0==M@?X4#@^YW*)%e0{3aHKlZFK~QA3sN(bGhLs
zY2lbx;`laDnBOjqRqzqm)pg!_m)^#U=MOJhUm%+xdkb!peGB2C$TkaVf0Yo(%oPbl
z{p=z)7-C#Zbme+636ez%;*GDx9UBj>ch~YNcHsbMYvADqYRJ%0Of3bGI^BxhhCFa{
zSxP}Jkq%qGZ}!*M_BHN&6L?A;?PsXm?Z7P9NzN;5el0k9p%fJHw6$=FTzYdWlJ^Bu
zpNcY$+ghG5?&zq`A0&D2x<{DRoEeffBTIUKIXOL!!d6rh@ht)pF}cyhRw_a?_PcWh
zIn(NfuA@K8Fp?r#@ALpuo{5BK=h)UcN~F7$r|v7;-lf*ORL9lyq@K_(0W0jw-PAx~
zEPDu!f`R921K$kO=@uL`8@pbPXBGAjhmer(1&9E0O)-tH=w;v4x%N-g*!oEDUNqYF
zE1ev3Onc<ORrG9)zIaa!>+?ZfJvZU^#wcn=GukL`^(v*Ze#I7G9bzpuEetDgJ~!Vl
z_`Pdf`@1rSviHH=w&u~y9KIz4i|)-Zf2Tamp`@zI;E*vziC|omHBa6AE#y_C3Ei8N
znNV_XKn{M4)+;VRRq|=#_?cpFtqkL=w^&Y`+|qC1;askC(FfHwUBTv$dAz#GrJ}T|
z-<Z7@rGFSqL%jR^Yx;;^yOrRLr-oPI!B>Z-h)`=|TAtb$vcWiRqg9J5_zN-j*>O1S
z;$0auG_)Kgq#OaI6@P}Q(QG;&*_S@;zlMmCMeLPV=}~1EY%MJsC70peZL(iwqiNkW
zuYUXJ;<V?2Er`~cL32XK0g&pw<3g_4rq((XzCo7y=AE!tZXsx+;xM7Jb*a@Z3Oz#2
z2CsxrrwOdKQ&WidWf;{8R`e8wUoO%TNj(;Ukxa}&$A$#c0uz={#3F2G=x!k7bF1`Q
z$gd3+lq)LB+5XLBbSNM9sYRSGtU?*Wy)my#@M+&ikO1=y?aZVsg<*jIbT@u5c^`G>
zIA7%zI$62OWLH+4E)^d5muU<6=lEz{!kHaV>bU(Mr+|^$dbXuSQ)4!JCn{r0b4PFH
zsi8NMUGj195KlDj`3G?(^HYUfTj6Z&psbiT!UvcYb+sIKi)4>K{En4}yNhPT3sg%c
z)aZNcNK|jgY_g%FC8b?L(IUbrhGEM?Z-irz_5L^n*Q@I_>&(u872f0ESdq}@=V1uS
zQpHvBcNKdUO-xN~w(PZip?Bcol(+JDm9dXe(KA5w3whbR`JD(^1IsVX`<7<SIHRJo
zN_Fi*A~wwPPbLNlL*yM=x+I;<yA|{AOq{F^U!^nE>)I~?43X9Dl%Uj<VEGRybq*5E
z+4^y{`1;<-hA}f$DwIe2VZm3IQua4xs3VskzKW}NqEjjbHm13e@kZb9!1=inEdyQh
zDLiP?)RKUK@Vnepc%DD-ma&lJRguF52)8E0j$L>Gu0IO+3bm)z?$&*rzlCzigf=Kj
z2WJ;PJ<l%HUWGCI-tCiUIccMgjtdb+#qug;Yuw_Ro}Nzp&JPjcB;AnGp*Q?r(JH%E
zDINbd?$vFJJ1CFH_$s{0poprN>n3oFzxZ3*IbW$SoURl0(N-X<r%7+eDOz&(tWCV|
zV+@yhl?zWXDbuWg%QPW4vmX05sp~-{g9Pk#B$mF2|DMC?Z&$rk`Jvo24%FNiY+0iz
z!*n7fkyRM!eqUTk9ZkPiQhHi!Z{71ZKIkM|4zujQ)m?E6ad>ZssdmoNT@wRfOqRo@
zg-HsnJ9w1Y;kDzhcC`?X@WDS!HTHCHm{(P_Vbixc;b&Q6-P++IR7egE*BK&I*#Wof
zBp8C+DWfH`)}a)XZYo;_tmCgG7~ND}p7{uvV5*&NT*Z<Bu7~N-H*L=>Gmg%_RZg^u
zd2S7#jOgfM;l9`BNPkxY131tljalQg94=1Py_Asc8upGuWE}tmwUy2*|8QA$J|P)<
ze6MtD_0f)RXRfv5e*4j<NwrMp&jO9N!ulUWl7GHIs}0(frEB9BP^7@VX4KR0p%JWR
zmIFIRf3e<B&bk+fp^30-S^c|pT9F}+BC8~(ZM8>#eIvpcP)jbbb6CA(wW^(lbBJB}
zmEx!B@H_Vt{4Z@E!_Rbw4ist^Ap9r^ZY(l3=Fxc*X!7G9W4cf?c9sHpsq3^>Lk9+N
zQuG@K#677iG3Nl`0<@#jjiyblw97w;j?vUZd7Jnme=v!{#rIl@FO#oLg{%qeLnmB%
z#`F!!u^oz_k(ZJAbgng_{9+^`{bLNKpO;Z$7Dh7>i!EXFm-j1C&liUA*Y25u<i;?K
zu!TN?TMz@>qEBcb03LU4z+q(MJq|<M`xKgE?Hu1VpeO$9k3Ge;{Jps^&&_Zb!VDSB
zv9=Bu3oWAC*=CAAYb}abOaigUj`tBX0_C^><&-Hwrf;>@1)cC1ujW{z;(E8n=V^6h
zAk$ouVOxpyrrTQ)Kc{#tRv{xFwQk<GQVV-H#o_=>`DVgL`dfdaBgZzXR7p3)ZT`iD
z@%2mgOy4|Oo>%i<9XqF6`%}tJVS*Wr<-zexQ`w5^%W=+$c^g7Jq9BU+R9*@TsrZgx
zWNWlq-Iu?cnrs9DF<SbtL)uye&KS%;otz6OYgYuXZT_)owuqQo+fnRU*Gy_7_o#Sq
zVK22jsss>h1iPFvZ<Pa%c+gUl?3T=NTtQh%XS!>zYx<#JUg<e%KqAWj8vhHitrHYy
zTCw|fI@-a{pFDVgY%M2;I#Xnf5;YRK8oDq@JXQM9g0eB_`>p*uqb1^++KoC36o)mM
z7rF5-hqQPToA!jwzP_|?DITtwgx|Q+%L}HmdXooR^R>wsOL$DWJrM~fP#{;f3dGQx
zpKhKD3}~}P3bnGB`l(P0GVfKHGX>CnXg19K6~Uu^By4HxF9=~UFC4NHj&ZLX8YO5Q
zUHBwBjamr^E@|I457zbR?UhM_ss-ps4mKAm4KR`L=L9N4+CNE{3)sFQR<hi%@TGGd
z&{GGI*th(e=zkAz{E7-v#2Q<gHYL5DyKx!E$M@VLp%-q?IljI4)%e;Vwh_i8_kQYA
zaoqjwMKuSTxw;0mM&h0p)4jhP9sM{9Va=oqsI5OH45orvSzRy}`D&95iLi#q<v>i7
zEA&)V=MOWHc`?s@+|__Kb^pv+V;c{%YD2&vjT=UVh!_o7ijK`20<-X6BER=P9dL7V
zzN%N9@z}S`iG0*J{Mh>^#O!dCqi4DbWBY^7R#hfPhCOR&-?|vk$XE2jpj=LaIW3YT
z05lX$Dz&69W1tnPv*^>H{XW9mmMN~Lc2b|dOV*8WVc%}GuC2ZSZE3(?QRh_#8nT|s
zE??O4))M|AS%YD&B(=9HV;?o2r<y1W7pjtqYI57j8-fiMzF|fCP?I5y$`W=O{aGFO
zB)(a08=1kr>j7LwhMZda=fQ+RPNZXm15En3x{i^gzQB^T^oOEhFd8P4mCGdl!<M~C
z7*jKBbA88~(TYg!dkK=1Gaq~A3`Q{dTpmUDQ*xkN>qaYQ#@^EFe}O$6K=b)bYXZ4t
zB0QY`sl!Go;))DtSl9*IN<F}ls;X0jJT#xk0Vs<_$fNRZ&p#l^+}sf6q>qn}UZvSf
zK==9I3&O-w=<@+(OKMc3m~5q`qCK*2rfGMy?tV3#nclMvn~m@ip*1}h4^#2Bqkl3H
zJxe4&>J{N!c*l@@k3+}LLXe^TVa9abajSC9Fa5~;dLHXeNe3e-vS3GvO1c{?U)(3+
z&vX=E%O7pg#RUbFPMmY3lHVn)xEAiep7^lxW1f%o(Rn9QR9Dpe@qBZ41PLZ_Gw2=)
zTCx=+_`|(6pC|fCll_;hk~IUCvs3Wv{uGje24SMiNFQ7+{N;od{?^yxn2%3Uy|KZo
z6;oS~k7VdIr)G&l#W)sPGl^`ccsBMMdR`>Ezp=ThChpC!va#V2Z7M$eC=`?}NfC|h
z^7P&zT!<_2m8bsVcV$>IHyH^PymR7z2*2vbj6-~)$5w{`0;M-U;jCpZFj1Rx3zO(v
zV++$BwUAMM1%%uW|Ne9U=SFgaD$?CZa3MF5nr`hdUOY+?ZKxuGdn-+IG$Ie*`+KsJ
ze-l9*_@X-yN`ba#ybV4Z|4ce%5OB7=9_l_KK@h$^xr*j4(AB3Jz2E%jbyqu1n2tnd
z{8p99=_0<<?PPl4e$^d5vwKbNm!~rBsc8j06`r1^WydqHGRiJ>tRkG%3`x$R<x5<f
zl(^iD+4KBD4i=0GYK6!=<4}>+jna-s@f~EG*wND1u1GKZJ-U>dG3Ue!iuXkI1GVe!
zpc8WGD-Eyt44y`nbg7<_vsDlf%z`SxPN+9_0CQ|tu$^26C3l|MAVV+YX&1#I0%QT9
zFb4m3|6HMHQg=^X*fyP|?~Wz)RlqtD2_FvxI?#I|R}QvjHxpbgnIgRlliOHK^AbVm
zwCG$Kdyz?9kh|8Y+;UR^Xdk}J@JM5a)lBif^P}fQy?!5KYE3)A{%lLU`z=8Z4i;km
zZae);`vM>)F&^=Y$KIVa55;&%@!jFW`sVtP_Q(oJ@cLVI{C(Syc<ZeRuUomW@{^B&
z?P>2q#vuvP)-;#s^_ypJ+|LAi;hutNRT8C;+v{nb>vc9{=%q|fCXf}XCcowZ!fR`J
zJh(5Ad$)gBD6+rdt&DQ4u-82%uicL0aU_!q`u%{lVIq(N5}oXje9exU6d2!=_+gpw
zry8u|Vw5tV>)_C(CcDjN)Ld;J9LsdlG_xdhzQQ69apeMk$Gl4om4Tz-)=_^{ms#T&
z$8Vb`N4TW@@XN%a@2yl@khD@Px-c)n0r+v&qJ`=KYkcos#-w1H^<Xo1|KkV{hplVi
zpjFKD7wx6*dr6{jMcj9&fO33Vgj=HfTxqYHzZgWdu4Jv7vG(+C%c`}fAOqYIkKf`c
zX1#02P`uvbEiVS6pDkUm6F!dht@jShFMus11RIh<*j|S(EE!pa763QBt`3epl`_WN
zrDhu6|9E(xgZ^=(_eMfo=_-!cOd9jD$%T~{^}LLUz9Eti(c!Z4&pXjOD!*_NnNcv)
zBp4|d=e(7f0?)UZbfbT@Ood|L>6hT(!iG0iS<6s&TjlDZ9uqIgG_F#mrzTkmrEhAu
z&mNF@A9V2+<xtoXBy2oFAMjqnJWT&A{yau5jKEfax|qn^R0!3o+tf*)$qE+Ty$)k=
zaW=qoqF7exU2fe#d#WIFi|Xm)JKeuOLJD&}JiD{LXhU;%%6p144&X&ugT?kA|KV7-
zD~v41X^~yC#D)6@SVx5qJx+C&M5i@#5E)9^hDy`$IS5~21Q0Jv_dr`sdp|Wqr{})F
zTs;qlCXGPbzs8{3Q@h@uo<C6R_M0ShFOSkK@Uq|qx9u*t2qOmU8Y%XSBk}Lk_Jmw#
zcJ>dF$_5K+tiA0E)A35P_d{LCEhr^`n(VF*<7VU+Mxwi7vT+~WN0K(IzoB+G>HpQ8
zf;_TvM`~zQtB?Z~5u}WjhmDuhn~jTQc#uvfe;Wt8D|d#S9P_!+v_7VUzDrnB>uQBN
zETr47F1y0b_;;NeVmVCQWx-l(4#IHC07;R^sBQ+ZWzmzDl_EVmn%zqp5<+J0{fkj#
zwVPdlcJk`5YtQRGd-FcjbfLO|?c)*F>1-X|Zni0EqzwC%qr00ZYB@9bxUP8NESd%}
zbKvjh!$H)-?AK<jxG+8LCUk$w_yyjE%n-mP14Gg>ZSC<YM%sabLaC6-cQ>a(UwFK%
zN$dQV5rd737T|_hcm5tE_=am{L#fr&aqtjmD1sp_b%A+TAB%&8O}A5s^5S*f)LIti
zU`K&Eh`T1#G2a0fbv(@U_$+pzs)h^E@V9yQ>is^SsT4ir8STUF-(aTs<6iTbX7$P3
zS|qpfle#s<lN^)NheM);rHb*_TqJJ(&pOTxA{lu#Ed&Q%YvyG>m;L;DuFL1^i)bT8
zKCcW@FJ!^0h7Jo9A(BZr44cdHPE^M%W;0^y6S=iiCEW@4`x2+z*)W`t)>{89KiF8=
zLTw9Z#qV>X-?9f>O?bDgA&x`UkD;QFO7PGpNRkkjezPl*e47P4)7-W{@!OdBnbQ{}
z9JOc7+_|dgv-Nno#_;LnEyiJKgHQt7BKTFM3<$ZdqBkM{I$?c=FQ4_T<5zd6eB9qX
zhG`kpwWAj3YEr`b?T^zpf-aq9&O4df3U9_06mTTQyIL?$(IE3Fi{kBnoXGDUDHBMh
z4QHh^(m18?WIf(=#v&hGx`k){Km#;Z7ra?s1q8-OZ?pUY|KODZ*yu>komdzeVi^!i
z84tZL)%cBD=H<`5b-u@w<Zq+WeZLZXOEYlK)^!_(sMeMdMCY_Dd7T?3KH`@ZvtH+b
zH&ryie$h-GOLF4ftx{?n_~z%&$vr!Ec7-P4g-P@)U&NlT+8y$_Cjm)*)T5j|Az|#L
zUbV7@0X!koXWYW{FX=eGfnTpDniz%3;J>aQ+6Tjmv4Q+pWp)5soX|3E2>TLC!*^CW
zJ4!A|Ku1lIvbB}wPWs2j{AYX<mB!bU^`$Ox_N14$M{iztH7u)rtf~kOuk(Fev@`2;
zkS$@VFCu@enw|u)pR{kXvGItr5Hegara6L<kvJS%N|R-Kc&^=9>1fWgi|EpjL(>14
zPM0`bG*d^C1hn#h?W`5ni}7%&2xTxt>3yGuwj;<|R%#V89P&|}=djK-(Z;+K2;sTh
zxK9)bLe^Z(LX3qZ2Bq7R%Hd`X)4ti0zrA@rY>@pjTitJQb(bKBrZvH2$Eh)g{Shg|
za}zJ72*n1dC;MGv;g+s~bD{=aAo{Mk5r3>$jqXS0gg7kDTe-YxaBfNbO4(cm;XZAp
ztp3wTm|ECZ9dJo3lLK;-aI#iZ=er*b(>?f}l;htS$ii>vMF}ZdOV<Go#@%gkEdSKF
z{wL0g&4%p#2`T>Q%5knX&kDjn^toyn=0=TejZ<$fytAS>nF%PJop3ROIrCK5z<H*n
z?(EHIn1odoW4#29*gXqhQX}a;|L|T2SqL_a?EL(rVg^WR#I^SkVO<WCv!nL3+%}KR
zeC2-;=KWr6h%U65(lrKdX$Gj481i<e8cv^cU+BD{<}Xot8rIfBbFb(h&8TF1jmpsL
z8Z|8KZTqsW$)GbeS<aIVrB$tWrD%D_g;kK`oVtLvK_Xr23wSzK?V_19lq9tE00tsE
z>|Uf!7x^~)=`c$JSJzX6g`KdKOMYvSmbW<Hxc%m82e)_IZ1s@{*(-687TD1^d)9j=
zfE|ss9vkia__I$f{o&DHWD=ysmfuv1Sp@xbuOhpucuvd^Lk3NeukIGyrLZ5bl-7Hd
zI1WtCZ<L?>YP1zGjCakLZ7Q6yT)D6V0^_B(Yf|mDhzQcIJv694WMuLp_=sU(@Q6wf
z3LQF{=H?q)iTxU(OOc}f3@9pQzqa+(rN{l^PPor2LpIjb#9H#B^D0EP<!fs65>6fW
zUPJMp39t1ASA<O|{jg0`kg0?OS~kn|x=)Gm_Yv(in7Lq{6lL2j)+a3~rO6c~Jin$c
z%X=?1Dz!T^5x02LJ!uPvd$L}-+=;2#;K%v%bq_nPuHP4m9&dk4J+en$hu&wr^cFZ`
zBU%l_xCiy+E-o5*@81g+q>I>{aVT9z9-R3^W%1Lz^rDv8+`%ZP(fy(rl;*>hX78>Z
zH}UrlVcV!Ra_>aL>^Oh#Psq?R;ux<0%^dF78i({@oC0gpGm#))U;f~a74NB#1!*JH
z^UsgzFWUBBo6IbB1l+$-jJz4wr<ln*nWy}aq?jwrPkFh)oyTQR3cMcBB4OBD)$$%A
zkJKQ6^qi~)XpZH|O<Pv4Up&1K&v;<MU@!x(H1qwYc}CC`jgx&M{E(W^hU^1kz^^}G
z{Y|s>vD|+TKVZ^o#eW&rM5=$C-DN!|?A{J%(6CKhb6sR_Xp?$z%^VmV5=FXjbsWdp
zAJ}n1rAVjCy!O-ng|X99I667wWzOuG$o}a)RCwne=co4HU`>;di{j7TRR^q!ZHl@f
z(XmL1u*HbPU#Kn)BjOELHc$kyueq!Ogp=)S7LNRRT&u=HG}c9&ic_t{HbVB4t3dS-
z_;Dyf!rHcE9@p>kOeh7=&&O4*nlu5NlaDv}s4e$7aa+F6KtFGvUVO}aU^=5WTVH7A
zTa|o5(r_mYcSy%Z6B#$zbRW-Yx)w;$ArB<6h2pT0(3&#aLP2R@$?+sV{JAC;Yd?M}
zo)=fDQgX{mu>2b*H2DGvC&SU1-U6<L_4lC~2m{McNi7nbw?x_PN8On1^|Qb8FQeMv
z20}C&S|s`Ft6IW<>E{5`JDx~p9ZlY~dTms?avH1Y1wAZ5=}ui`rX|?YpVnuWQ$_?h
zVIV6+#O}U;gv|<8(ppE9wG}qabd#u_lfd`Q#Vb*5Hcd{Fvc;T=$F0RKnF2URoDWgM
zz=(F{hK^V1yLbn_$kuowP{8M@_`5=e0E|RDPQE5B8*nVKH#s6Z0v+u_!5wa@oLb)-
z^xodXQpGke3?5HP|I`IicUb%++ep-h5pX>FA>sRn{dSXNZE(lA1=a^)@!ZsI+m|=&
zyo77_1`Hi~aVJ}DlTwW6xl~4`Oq;3C8p;Ih;i5OSg;a+<h>Xc9rd>Q<H{9(+Vua`E
zNHl-9EZ*^?TI`vn6p|5!wK256I4QJTFUqIdJO86(zu7*xw)a6dSLr?Z9R;g6Y`_%V
zj87PI;QR;q(m5v28v&&HZ!;%@*Lt5_ib|1(W6$96xvvfW##9v7;K|&kH`rKVy5Z0W
zE(}n<XO+so-z&;3S9S^&+a0>6D%VLigP3yqvVF`SIDIhlPst9Qtpm<&2~7<>5fpoh
zw-O>H&JA@Iw`{^O6r`G}$XCqXb9X310$sV4a^&L>6z|fK44x%Fwgs?s4R)Ea4-WOd
zVdG=&a8xozSXCYDP=D_%>;TXIrD9b2Qx+=kW5oWeth3tnwN)m0r!J#B#6y7Ca@Xvm
z9Wke{D~<A_p)Gpb>w#`pb5F^w{!RK8SW<LJs$kZUY4eY8R}pR9e9#Bc)pu#*wC;q_
z6@7XT<s8j!$&5a5X!TC7p3aw0rn_C6T(+LJDp@tokq&)xv9YU)!H)MoB(`;QO<iQ(
z+@a}H4Y-;4nxeSZ)>JG`d`TZ))cO#F9{xwz(E&9&^-8MgN&)W5-F40PxM5`-G<Ei-
zREjcT^_+8Kwj9ZHuri_h{wZ0pVpaMdIyQzr!|Rvk6H9bVOqbVM0IHjtTb5LyF~<Tl
zr?@y0B=tyS68Km<wWqJIp9YZTe>5_pBZvlDT885@D6ZeSU1~M<L21SvxLL@M=1cXv
zEvgu<FE1}GLsrpVy?UkB;6nHD<40QJ*vUKv%q%f4jU!_~*2?@?$JjXGB_?sl;9zv)
zR~U>YDLf$&27^MSp3=}Y7_RLA3@{*LHExTP$2FO`4}zfHN^E<5dMQk>GEnmUI~t%_
zWpNC8ir7~PVWJpHVbiS$e1`PluxMmyVqP%-7zpscyc&2nZi*xn3bhV-d31C{M})Dl
zzTVLSQdYiEa(G2T(!UIx=Jk%;9|I4?lfeTZkw?Xot}_})s)@|cXGr331@enLuF<iv
zd%wTS2iw~Z?;jl=#*y(^u`b>MnCywUImLF!GQ~UwCZ;JE{DOw&R<=v3^Ul1S`v(*=
zWYsgcyc)l5%myi18MT>{6;@!NTA!Lqx;#m(o)x$5WF3?qDn8jYODfcze1NxzWo6C`
z&}Yw8pSrE=PN#{Np@yuU;F!>$I;?P$5k%uPLz=pLTH9f$AGj!D-*t=1G7>!O_?5M%
zhrE57BR#RkHnB$!L2Z(upXoeK#EKUsT$}IH)Vr?wa2s$^U)PmKov{B7gu=r_)y2m%
zIE}R>F|uw?ZzcF%)xD-d?2S@2&UP}tgv`pYfvL=29n+V`mMLI2F~1u_<#k7Pt0xl!
zop_{Ajqy_`6l1-n@4ZlwJ!&J%LlNrK;Ff<kkL?{^aFXcE3XnG6k`d#&MV6$T^(0ry
z2d(YZ_eOaN!t17$#6W}&<nzdMl`jFcshznES9)fT8U;;1!(GNqjuRiC-F?SPKQ0d{
z#3*CeK82TrH!(Pwv%mL!yyC}PX;oXd%5B?l?52rMn;FEBp>o`?FNSiMw@@$#&SSD4
zpCIb0Uiv|N=urYP)6IdD?HW(su;xPQBnjzh#*PTpw`nuM3mp-)ovfe_kz%$$Es+Zy
z3Zd9xD&=dk)e|dPq1a=+=I@1oZdFE>w<6Rb3z!~sUT)v*IQvBO$}NjHayNx?_zLnx
zW~LykQ(;wj#tC7lu;FLuEeIcUrdX)iImhOBR`HT9cJMAx1ou8>Z46buzSVF*kVLCd
z6ao=4r>%D<)Ts$(qn<8fCII*ay+A4KBm)C8e@xXIgMGRNC?+GK;~~!IOes=jZE(f0
z<!GgH_D8+o^uQi-lRzOWxe&$M9u$N*(zOp(p)$M_;t!aDHs;|95^Fgo;)IcJB`EP{
zR)UX6SOhFR8qPAV-~p_}xYuDNwZ2BAOTE;w5k5IAN;$<D518m_GriO@-;NfpZh~>y
zp8M?Yc8*N-#3$mbB?thbLhkeVuQz|Xi_|)FT17uTB?U~ay09M?=Yn_%-n2seiW)&b
z4>I4vCS>M>pjT!GoA&p+!0+QLEdD-Kb<UoFj%y=cuo=?d-4P{&X)~P>M<k9Hm6l<s
z_My#xE|=DemD!I~?-VR4T87wrR~lp;sE-i>t>wIv*7%o^3a9K21CtkR4mR)h($luh
z6HbkH;R3Jtf&&Sv&`&Hi9(QQ*XIe{j1a(#iS^M-reD2kJVX?VrNdfE=Q);-^e5&Lt
z-YJuG+Ez%;>DZ#f4tTdD4vEHbmBtu?HfF)8yUT(%EPp${E%^K6*@QY7S6REWh%NGE
z_+?c|GEyaF=!5<FFmEyr=o*Uo>_hkTFPEfEG_N;(C1c!cQp$LC7E13xwQuKeUf$43
zo0d*>5_243!D(eya1NXc&E6Zb#a&m2l&6F(vJYGgJM(J1L;D~|e6T5-$VC`*==dYj
zld<B~NH?s2h=Hy=YYC;;d}rK7NzUOG5T<F%Dp*9(0oKo-*Thh`_PNnO2m?C#N8uSN
zq{m;AU5jXb#r4uEP9hrOn)L^F`CL3d%GpAEhaYazYauPJb5#aSwKZMq8W@lVFsR0b
zuTMS2S1#ly`QQF>DWZh8C%&`*+oQjcT7`!bEu$ILp(sV~FFAV(tmDlvX3jpBdZC^X
zQ%Rc*tB}m`1y?>nyv=J537$<3Yi}{Kd?PJYD+GQ<UR3lyz00DM(H#YlW3<0pC?+K4
z4&Qcgqm@aT$NF6kCWgpE#YA$Vt9h1>uz1|Q3zc-c?X*dWR3pRuX+mHmHIdTw*{7T3
z<J`81xFL6b-SeYFhVA>v(Rw7!8Vat%*VWzY$7ME~b{Jl$3?r1YSRCRbF6XvQE!33W
z3E_kW=3rft8aRLdD$`2h7o8Bo`Av$QEF43U6}*}LS8Zc`3!>9dj!?|X%Nd3DD7?3F
zEelPgse^PT<;ObCM%#@h4p@+fJHpAdnI&`?iErx%7E!;Z4Jt0z>Aj?t>vxGsmsg3^
zDX}-4N}%aT%M)F_XhJ3fuwua?v%-02ujz@_#+S?d7M7dM5~XV%xJin2iW3zd;FmQ$
zbA^wzlZ4>;&n#JIfyP3l(|t7xY$g;p4Tj+UGp~0>Mxm-++mHME2%{6#`4r1p02}=@
z!NKmetjs$RS%yZK(80BMPr(KU9)FF9zXW^5<v~3iK4!%MtJeo8Y`!JdHs3H`htU3}
zA>F*cYL%BtyUGyV18i=qdCe=ZE4k?ZczmD6pT`suQ3u}PI_e&h>iYI=W3Lv8+fj|8
z=BzdX+AQMfzoa{g61H6<>wh*%bK~O}i1rs9+1h<U)nS5CM$SS|Zz^_nBMpV36ryB>
z#5RYrHuGDWY3rLNiD2rT2bVg4hi^!VdFxop-B#<61utV0)A0T{E{u@Tj~;eypqEqJ
z%(Fbw1MuQ>W~`2}vX;x*i1w$6@FOK<q?xxsMf^uE(mJGyKrs_7mGKVC<<2cXZ>W48
ziN8Xfu25X26J=}z<cXOZGtF8u$^7Gc(XQ&PJ)$<K`A!l>6#%Y-1P@O|CDj0CAZ$-T
zFv$1|U=*A*M!SXC%v+podmO$mt=pkT*AYX8wyD>ilJz^XdY(&)IewG<?bK(KW?_)v
zpa1&YcCTQ$Z~YUxT68yZ9Xf(Nv7#4}n8!Qjcg)V&qbw1CH9s9$T=rs(JVP3!iW#Ze
z*iXd#`*+36<PX0Ub}sWWU91~Jtz@VZJ<l#hM$QlE0c61of`d;ecx8d<;cuOaNKfpB
zeh-f))atU=!>YvuaYbIG2+vKDQE^;s<bj5yX*krk&+dPdZ)Wb!k#589rk5$?B*0~X
z?0$;(L)nwgB9-$c7Lz*mxH024DOVNy8oYO+6y`cCs5Nz8I#%Svo}8Go5W?a+QT*#8
z*W>*C!A@a3yAdObTOJ9-aStX{jXTd@v<3#A7e`S5VG|bu^odDL+)>8ThpE4ISwn1n
z^Pao=;2cz;&o4|CGI*Yk$2POApCn(C$kZv`bo7y`UnneW+rE@=<TzB_YJ-><NG8pm
zfVISGgyur4^@7Hj37D7EI1UKh)@cdAnNaMc*Aoh$plqu<m+38PHb;%&Zedl1I?9VM
zy_2rg?s4*=jXm}{O2}!=J5JPSSrMYtTv)WEZ)U{~_e2~=q*Cu+NedTWYRL-jE>g@7
zlIRcS+t#xT?LRTv8>-LjhjSZcMIKTO<Ct)ENA{e|5ZWqOc5-5k(r>e_KhmUzzcscZ
zJ$aouZ427fs;Ri2wcm9of`MY(L|?vY`1*F&opRev^oUB+KqnNbayjz;>}a?=FgyJ1
zDsY!&-`H!9<i&L$FIO88>BJ(r;@qwdWrXg1QoxA7SP73PfMY9|`#`!jM9`K>fP9@4
zua(`>nGvbtvh6p@J~2H?>QrRLUz-e8=VI~9`jT6Qgzib|XcP1<0tHThQ8Bbk<ZJMI
z!DQgkpMQ2TIHl~tqcu4|@@oF;b*voL#iRmg1X<e~^QE4dRY+F`dCParWlxU&yCn31
z-vM}wQdA21@<f}~{?UJ@-s|~yd~03IF`^(^L6;fJ)%vcitk_wYIr4nDG=yvKEx?Vo
zC`F^7f5Vn687sXU36t5jz<q1KBS(mKRn0={u_se-A`$Zi&dLmjBGWA*e;O9DTO+@%
zmrL|nCmPyH`s{bg%!`{Hk=rhgHoZ}e`z|{<=4(<LnD=FBFB8vvO0Ubkc^ynmy00vB
zVA+eP5dU4&x3;LsPCH63V&`s8M@?@Q<V93{s<Y>Y=u)}j-0~bG8AB69sKfytpCjGR
zvxfTx1Mxj%I;VcRo)eLXF1U?&MiZ$Hlch^Gck;P!aU~Ldr9a!$n32*a2LiLYW2N7V
z_V5g`+~bUk^Z8S=NtA*t@b%72<aidX{E={2nnb@Q9`z{l6aMWn`F3*xRaC`};b+%l
z(HOHNxZMGyAgeWk8RM+{;#*i+YyanGdJLc3&kX>z#lF~5_j37<-;a4?CjBW26nK*_
zjL;p66J(7Y2q3U}41Iha?}}TJ7GYO}BP(cmbJ0o`t@!UxXrL=fxewm_8XzMq+qYx}
z_BZOIKyUo}>Ew?^B3j@!AA$3c6edgfq)Y4GLa=v>KO4cgk&>wcfw991G^~1l;(aGd
z*x#Wy$wk()twU9f{V?PMGD6FvQviWPC~3Nse~Y^8F-cp29djH(dp+T-=EvURPS_X;
zl34?-Qs<-msOf(VvvYuIxP>IPY~j7Xrj+~S%};M}*`X1NttMKd`1DIjc`cCK@^o;Z
z(HqnD9@H%?y-FM>R-?E(s5&6&7vIRdwf}Pa0Ya#VG0(aw$%2M1hC}yhoQEh}iBHB?
z9+d@KR2Z<M?r=T**0M)(4>O$;U`JRh3U0Wo_q5+rVpi;_pdzWgBNk0G8ihn@PH}#C
zz@O!#o8k+9=8C`4guuhWtY76@9FvNS2cz(i0c+s5@z+*;nBRn}t{h{Ady!Gi<En)e
z36bz2@Y)D@B?>>ShJGTyr1Q@Vzq&R)T<wG3nD&_(jWF8ee)(MSy^4GbR!HCQL%^Cl
zhkoe{lcz5#K=QNopck<fK!*7)G#fPkHycE-vzJtGb<5a8;HI^EOEh-szv)-1yr5$c
z_1O#wi;#j_@=yrnknheVotfqXYAQy#;VVl#dt2b7z_>4FEoq)+$I^xcuQQrKPQujQ
zQ*u>^r^kj+&O0_t&)j}2ZYgk-ZAK4guBpkRyrj2q<dU(WJQbfACC%D4r0min*NMFi
zI8iXB>m#KACx0&GG<X_pV#V}i2o6U*`o-O$Nkc7*@X$lgUeB*!<MZ-M!C!r0`#rwZ
zq<!-+c^YFxgb$?E=VYh{>Ejjjz5~WWZ}h0Nk)FaP-Zv#Y7@600u2vypk&u~14ZNTh
zm1X~&CWFO6$;M@;>DOSS-}iCNkQh#)YZP6q^Gc7MN6yU%|Dy-;$n&thol8;64UNe?
zecbU*OtzyV5b;M9l`-pGSJGg_6r#nCIVRt0k$3wd{U=Ez<{y56l##aN=T8i+BDD=H
zQLQlKy4f%3>Cv7?zfA$*5Vf57ED<;OoT2ju0NO{x!s;2#Jp7^lGx1=q%xD-n?=x-3
z%#8Lw_&y2e$Bslgxis1auT>vZ^S(IKkaiRt%BX#t<3nNwrG%c&P*fgp$BSKRQ&Us#
z>lH720)no6SAeY&i$*f5kqaGsFkOsGxLkxbnY8csaP#S(g!Lp8sA5e)l0_!|r*h%@
zmdC558z9eu$9-S3<@xD8E`iY|(SHsP@^GrOyXJGgE0gE4xpZ*&bhe{<bAN9R<nXIa
ztS&dYO#*rTy8%mej_D`QPKKX5<OmMuYwdM+9|1amwCin!p*CUyZRKMH2kGrZ+OFTC
zmjICn9W8Cp?bl=p^zRO<Eh0%GUyw<6cdJ4@Kp+rvPU1{tPmg@<+UY@gdtO5WX%e%#
ztlV1_m7muNe{<+xP1%LD49Shp9omv3J34agKCZy$ts5CLojE1Oq%GdlHSz0?Nq!RG
z$DCsTbz5(~^uKsyupn^(ebm<0rr&;x<?ESbZ9yNLxc&GIb=mSkbagxXRm!Y)^813C
z#jJ&#$Y!2nR|n2th2QfqoYo}5hJQwqK4=Md2@87j>#hB?6CdJKz%{&$Hu!B|uy1M~
z)l5ztPD=HrWW$r6l2fUR=f;(?>ufuTU`J<mq&<dZ>5E@XP3<RD%g@E{7ILb{=_<p4
z1cQ(Ikycg>=PGWy<IV{R-BWr|(JPeXj4bUnU-WbMHWprV>?dkQQLh#aiQc5~QX~re
zbrHl#jgVD4yt&h|p2B?Na^-`wmFzamB@1Q#c{b|8Qbc`QY<VX3!<vyPvtUeeIO1z9
za)6*@@Mue>P5UODhK-)Mg}XAl1*EzPr|9y)MUXl*0#WS{&Ma85kxHW*MXf%Xydxyg
z{q4K|=oz%1JN=H?vpVpXKfQVX4kM|md-@18zKS}LS93snVBlJ?^V|R7=^UdYYreKW
z!NhjbvF&sw&cwED+s?$cC$?>CV%v5y6Pr)p|Mjl7KlSQ!R`pTU*|qE1zv~AGLY3*<
zz-lqW(A!;!D#te==A_59;GSgT&%`D*7exl4Q+S5G5IHAI(ulUe)Pb{S=cM?-4Ji;X
zaZH8db4W3u@;ZC|8!ws%Go~G^Wpcmuzj^l<KJc1(SQilt$Msg7KX@WC45#bK{uJ97
zZdRCtIc_e$-SgvPKY_YM->1^>!>IfA0Df*zy_oOy_r9D9-@ltyjTQ!%z3D`m*J4K=
zJp(-=D)#1D0iNJ4zOp9qtCc44c|wHkI(e%Z-#{JR+`M&8PEXlh4>9N5zQ-x9>xOyZ
zTv>U;yEBF+ecXYy|0i=$P)EjK6=S{amgv=pL!73nd-zpoGeNgj2sH#36@8dPs>`q$
zIcA^bns6VbNpWge%Bt7I*{6#bz#L3!$+3wP+;8fS1NB81RHt(!jJ&RW1~OmcPmH2l
zJrR~7(ZfnEOzSo*#H*!U>)VrG-CbdBdq)fH$2LMqEi{6#MgknB6{ZF4^(rB+cj8s@
z7CNt)vx`Ih7=}6<I^DA=vVkxs+mvOf>E*kG37L2-#qnW<GsF+m*O8_T{+CL1z4d`W
z^o1JtcYfTzTGlC6Rqtre)QrZ9W>woVYrlqcXA9Du1OHgTJZOo;;e|1n>))5FuaaNJ
zq&<qWNq0ObWQN1V!6ner*qxqO;Vq02NnZ_`(kYg(5u=&E9iJ2KuLUk+Gp|8hi5+vy
z#<luE2=EgmMEr?UpZ@E`!H&K>DBo{B;OWy;PAH(K6%wDub$VtFDjUgVxC}MrkO_-d
z5uwD&lZKzVbAB08YQg`}z*on8SYQsYHYHfsII!c(98GcYNDdt>0(Y^rE56VAG&s_o
z1ndQs&}#B89g3Uem-coy`1pHos%nf@tABo&hzy?;N?W(+{wcvAW$47<gE)L54~P$t
zWpF&n@Y<!?apwL#(RYqGPOM9*U(Co);d(>v6F9wB7(?>=f^_D?sPOtgk}rH*d?qz@
z9OOy_?oP&G|5uqdtTZEBhEWLnyS`4s{U&RcXL>AbcNR!IUshHoB%wj;<>sK8y3_yN
zoyeM>UNj+5iKZxJiTPmlU5yTeWEW=!V&oUcdG!vR$A{(+WTm)TTt#=vE8&$1Q<Ng9
zUr`No44OUPuSLYAzQ@|6++;QQV7mf%J%s_(kT@*9`{t$0_DbK-?=^_3kj^IU)#mfN
zl?QDV)T|-uI}o|;LgjaeZsroBvVie%=#g`SvP15UY{OecE0Yve{*Y;|am*h6<O4s3
z3nE$Ff=&7~ih@#?(H{6|lA_fSQ{Kp-g*U6s|0<GK2X4&F?A<OnBk<Sq>#34=i$pfU
zzJT&+zTwD)!ge%X8kNx*)rbz9nc88>W8W>zLA;N!u{s{Y*whm}BT)^gM#WRvD@nOk
zstouJ+%p>8jVX;l=#Wjo`ScMMS)X8ZyJN;ROoV9XEM%4B^v{$5*oVWni<e><D5inN
zeWy(ZdSNE?2U$>r{dSU~<boEN;&MujagdPw@wVbvR)upFN#R=BmGn|XhiU4tG&cm@
zo?(%h5cqTL?72I-kk6_iO_k3yUg?+HG1{a@GI(dwo`vTprdn5gT7Tw%J6~BRe<36v
zzG}`K$jByBOU2)N^#g&iQ;6kR1!JJ$2uOM40AwV}DKWa|yMb%r$tn2gcgTvKw$1|X
zw)3I9$V-pUEh%X7dw%7K1iil-JzqrKSQ=q<<qj1Jdyp;{A1#kjEzpq5$4eZcaMZV8
zU1C-4B%NNj)gf%jKBTx1UtM84Jh_@TM4=dv5C1JgXxoex+kke|AjqvY32Iy$vaqEd
zcr&DN=pl%CB)M759{(4$lq#%l9MM1!eV>llm*qCfVEC7pi61>DZh!Vu6MVU3^q(LM
zGsb~dfDl)5-O;S_&)9-@JF)XyA`I*JT=jueVIj({oIm*=caT-Gs!Y&E?xKIz*Q1fF
zfCk4dQt4b-oH+|z@8FDKdIs0U8o@`jlV>W{zZd2P7-G5bdVF8F0juS!eU}_SVrMC6
z{l24Jc!W>kHK^c6HMA@_&~Hj^jAYH>*~&^8>Xi#5%{Y8Is;{Eh#+$N!F^E9E(23y@
z93N^W+bLny;aKsE&4c9Mc)@Bad5s!H<hfnQG$)U(Dr@>G(E+b$66`i8RIGlC^nnSf
zSUw@=eqE`8-#(V76daCP-Uol<Vd(TAe)KJ8J(1)7lgNwr(*|mYpYFpPY;VQ;2k@0;
zz!Q)yf2Op*SluFSu#0X}n7$l#8}it_fR=^_>tq`{z6sP<l1;w42v4_LyRM}7Za{>P
z%*-A3Q8r1pM*)%L2F&(hrr%hA77GY3Y4$W{@%~3Z1oqXu>r1j>yJjFtJNH17y!v5w
z+J&IQRvV<}Ne$~`6>>pPgub%Ld%g|y?RFPmE7CeCSj9y0h@xuo5%bkziJoTG6B>-c
z@d}0|?d_O1JmRgZ2)K&lXls>tPhWa9^byzZl}5Zs;WxGLmxI`O^Eqrg*4&j(N}k@5
zaK#td!)}NXd(su{R}RsJ@dru&%}`f9VA)|^KujcJG+*|O-z{Pn_6PL#t0y7?zAeWx
z#C!`}4fV><09~sAN?tzSwl}0?rCI#**hb;phJQXEsGZnI#8Gc_MBr%WNBRqZ%-;<;
zKBp3b{?%1<S<_RSIO7ZCx)}5)=^+MD%VV%DiKt;l_oOMH9(0lwr|}OXw&^`TwaXY8
z!ZNDxx9@W%HOkBIw`7t>U=R6VaSrxv<XG5{GSIWZTD@6dJTT&xBE}CyRdJzN;jVj{
zQJrVI&)wtTCazQ48{RL?&^AHbaK%FxGgNTdKk2wRNTrpE7S427l}5=UR*<*8`tT6<
z%(VjXL7x06>UoVh4PRp0VP&gY=x^{KgTY;nnbJT~9Lq|9T#&iY^7&I&12{p*_{=F1
zI4Yqu;4zvqAmA$UkiUu+q*QLxQjFX)y1XUk=4Gf<fSV-acA3LIFq9m0dFH5v35vPT
zug%9l53=7W-|nFH9PF?tYiC4*tFTUoAi!Wlr9Hovp%tY{Xh1srD2xm}bEqrA`4~Fq
z-mIn;zqrS6nUEL^eAl65Gc#`fsiFFP9X{EW_$pTgSj9-lz$7G);HT>yKYku8k&jIN
zM6QWMRK9t)qwz+{+L9X?SRe3>VM`VON~Zn)B|_TYadf5c@=h06Jeohjo412OM5HWO
zr%VBV{!}J?y{DJ8M)Qnc-FbP$ASgX6m}q2h7>Js^P0z3fhSDAjxtuU*KlPhq5QLt}
ztDWIS?e=~$17DK3-YSvJTy!DM*c<Iusl8fjr1E+=AA$@^pmz>dtJY%SP7>rnTNE#=
zsWA&gl9rN6{~LOEW&QHEai$KmV@IzdIR!-sYzNueKZz1<aM%Jer<H2$5lDznWw%^z
zS6XzNcH0eL@uYu$f4|JHEpZ~>U=S|rqq>C@%wIZ{-cS!TS1`5_3w%_Ol$I8rNM*>_
z5o>^<9Vg^*qX&J`uOtLb8OS>iysx^$YI|PccKpBi?r>rGyM10*(f?><s@A1u^SHAD
zseXnbhL`|+&>P^!GlrzBQ|@=wD2+rG8~cQSTU^mxK~9z&E=|pKo?h1XN~^m|oz)yr
z?oC0JG5iI}QFRXTIIq5*@U1KEVX;z_xmAC`Ra8|6*QI(!h3i__fBu;WwS`iA)3tY)
zsY;ZJ?;cj8rQ+1ag+WOe>)t&zEf32U=AGRX%hlx7a%cOV-O4X~TBYW|jMd%VbEH~U
z0akUNOeB5iD+2a(7?M^G!^88VpuHUD1!Q0LM2en0BTC}(3mgAF<eCL*P*VR_NZfo~
zaW>z*YjZsbFT5m$Qc<b|AQusiZneXrsw${C0VaWFGxOd~?AT~!$%I#HuIDG~IBf;9
z|Ce;Ml|2Mm#48GMrNsDZzt+(`USa~Z(je*nR2lEzj_gQr_;sK}n6LYS0rhf!yc!nX
z;YyjQU;_}1n6+A?@m;&zqbXe5Pt5Rp<alM>xesp-?rCU>@TMaPJ@jA;|41=c_3Y9_
z@&;7sIC}P>ugPypz@hO<whHg>9YMfmWplt0U=hOb<6&2emC$#iMz6h;$lU1u*qpk&
zEU-EP2Akg=0zQ@=wQD74|Mk$BNop&4dZeb)(&N58S1cnl)YD)*Ak9I`1-WBgi&!|-
zwy<k<Xi!8qY<QLmg+QXWtahI193Ca1I$xh1+t^%ylf89b*v}Jlc}rUOBzF*%yPgZ*
z<njH|j`r@&ys7$YH%!1bD4)>6j;^u)0mB8!FLaj6e;(>P-g=ND--nS1qnobeK%pwZ
zjz-S!cOlJOlRtBW${bB0X`ZXDWZ&abAuYPD+)ws1>ieQ|YKa;x{w9Hrp`1@_;<bqB
z(<`^A2tqw`ag}NO^_WS2fm2_ij}t<t-l-0-!D$aaSiDwb542?WRWi0fcKs+I2}5L+
zy12p?IMBO(s$ULDDu;oW8#26*Kt6?cO^-H}^u&~4D6`0Nt*>(HDys@g(f9>}h&$R9
zJ+!(u1Uoe~>QRq(A;dQO(y9(aa6A}|4GZ8|H9nsb`ElhBmiQ-<-ofVLZ#W}dfNzXp
z7pUav{=7aQ0*9xwVs-bBE*R-4AgD^t{;x$``3m~pdsHA|hr{YFQ3Z5nsJFrRXPU$7
zZOuFGM^31@OZnfIGAECa6cKDxF1+!6mFVnl-Pui{0e&Lk`PmmiNTCsqkf18v2RD{s
z19{~(99YyO{a7Y@%7biUCdZ3z%IMxF`Bo5aeQ=ZIsE_UkL(k0m&!}is-Z@bU__8i}
zw6Z5jyao?%%~Qh@16H|&(P5hM)2<ILApy&=HL4WJ%KF_W$Y?7&FtXTaJ-m^sVIecH
zs0FA!u2okq)HpTw{r4QmH<l-6#WQPJ5!apamzxq=zpio^)QIm7Z#P%jsc$!IT7_x3
z1w{6PCSWG-&&j0pn;-ZeSlfU8A=;O}-Mk#h3=6pu{0Wzs?Mk5SEdxgyjLq*Vh-^PO
z)&x5}n(4kNtLlQ&xABgC@@ngoST?7*Af|(6Bsgz`m@_=Ir%qF=cS~Qx>Rum*P*f*?
z39E_4;>X=Dz9Ec$?_ynsG8+%zQZw@k51*;j|K#Z%waJT_%5@c~6@1KtLfaHk=%(__
zt*Kk<uAe*`oe=z^2=y>l`)jal;g<Ee2+`|hY$C6<w~BE+u|p#|q%$XfClJuqov<kS
zPi%<^2q)09Y_GrojgCrs4(nia-v7LF^srlqby|$VTQRyl5y8B;Foc5Ge*s#bsM<tR
z>j}9vBcOAJ5E1F+e@?!BIiIL&WEGr=z0LbMa5hnUz5Ul%hB>P`g~V@%4GPQbJhQRE
zNm`Qt131RQts#Menz_JCu&fu9ozkN;Yj8DPgY({kt@AGiH9I{l<ib90CrsSotq-U8
zF>ekE>oq*wG7oWC$J90tg}u${P51QN;vflGPoQLK95gOiah-B*LRtT?nH|Fn^7b59
z>c^Rb_0(wFgL;+airjb;uY7_9xtvuTKz^)5qeFERwl`PFw`B)T3xtxmXu%gd4xEkZ
zM04H3QOsMd;=wt522s{2j3HHcc2z{dAZAiz+*ol^v2(5%k4(ygI>{gD;8+VKPCZo<
zeG?>v@7y?lEBMt+T*~6l@>oMjuE^LS<wvk29gEv=3bSP$Dk|X%qQ+T14B;9{&MVE9
z?OkU6j?+@Y3`ynTTNu*J_Diop@u=>P7q{stMC@Tf{rGDfmCj1jXc!0C<g?djhw$6j
zJaVAIstHl{n<oaUFBVt2VQ`3-ps1ZIM`2LNxEFyZQ8md%JgIyUW_VTAA1ShzlA^!o
zRv0Ub2G))w$9On<@DRp2mDGca?>6rhwh?Y{0Je+26#I4R`Jt@THGL@vG-5n}0~K>6
zD9rTF@MN%SRprZ`c79N$?Ko(u>Vg7XqzrPBny=71(Y(pV?n;rHn<!TB6z35)TTy8Y
za>wV18Buy;!%$S*TPK{Uua0f***F}#gBEfF2=!mFZ9}ETOKQcftLt?`bSJ}~G<8;7
zlF$si-Mmgjqw!*yYohX~+>PG@3gUpzSJEoUiI6mnJ`;x@zqNy*hmK@Y1vmf_AWQh|
zUivwMASIfbloX?)W|COWR&kJpW}|*F8#ld!VNkZQbn&X@?>JnflJpakVH=fP>=f95
zRIKe*mSaX}T~z{?n@BPX^>X}4M2A&vJ)|PWcp0zYwH8Vlu4e)1s$P6rj+7v?mm5r_
zO=^=PqT43Z@c<j@+N$#Y6E`#0qdM-8<e>QalY}f%UTWF{`Y^8(ms^f0nuxkavW$f}
z;hrYAiyZTUyEV}Gd05R_niR?Kk6@K68@qukTPgN`HMU;1d5(Ir!P(jPbDJ`tI1%{c
z11?`!1Aqc-X&qSvxqa}LF_$jRf$7>HoNM0g)`5lfs<$4`<yLuuMlpBgInNpRU^x<N
zLb!uu^>!R*dMSQ6+ye-BOd^`nNMHU$nU+Y6(^Fz8VK+=s!n8CpA=)7=_y^fBY-y<*
zMKhq3wUt42VGsl`m03MOc($22B(;XI=xjW*n2xQ1_|fekS-Ron?007WTU?OLxF{NR
zO8o(LQT6sfby+GFzPf+Jzy`A7qtFYAL4b^(XlTQGWV8*=TbuKCtjQyp|H|$9C-)1D
zw!i59c(v=wX*-vY{kR3W?P^GHinifu3)dzmy^w4O#+d-YNz2dBTb%4wk(sCsDDuYK
zzD*2SCZe(h65lr_i5EFLh`YTj!CqBm-iseNwZbNbaJIU-$;EURg4=*shl_Z>Jxbn_
zXz}F-XzED0U#fABb%1$zE&QW*^+SMVe6H6XrO$D+_%LX5wA?S*xJQR7`JPm)bvun;
z(U~Np$lf8nkpVH^BUR6B6}_<j42RBQMiB!!%>0z=$L&e47=HLAX_y5mrCf~tH(QbD
zazJMQHFpkbE?n-HFQ_@(dH8iW;Ak6mWaYsL851iOnzr;a!zT`e-Fx8R)T^*o5wCc@
z_4Kmn{3k|2;^XPi7NLZhz^(hXKfV$8h=hYSNRMhA*p66Q{5|XnD_=s`n;clCP!Hx=
zTU$<eDS((CLbJa8-dw{#Zo3xOhPiQG6QSKs&>;q8LF9<Up{goF5TVybXxW>i)S0VL
zBHSK{bl4pLMZn6q8N88oGurd{ZD<a*?(ZBS5YF{R_Nv^oswhgGV$&L_-t@1AWpD~f
zEU;M^0hdnHocSR5MeZDWFl(Ao$j_8xyH#lhLyxlulU9JJT9n&EbCORjiXma&Dg&d?
zCdQ#42BJWkHhq_$Rqk~@Ti2X7S?d>7h-n)p_0vC&1Z5sGRm+)F?)C7*o^5|`onijm
zWz7oc6diiTp~dK`j+2F-0J`QA^c`bSQKDrX3UA&qN}`2d=J(2$TzYDf^#ckYxVjVd
z4MwNdmW8e1Z-R$e>nxQO1TL;9s-Le;9x7U~*G@FRRmWP6UZfu1(v{_*NT}r@IGSZm
zN9Z4@;}zC*^gP%>2;|I%FyRyB_WXqnV0XBfe|?6nj7<qTBL19`EgLuR46CaesT%V0
zkB$w%I@6s}L-un(0S=eyxYMm^E(F)bZ6IEQXUCnoDiVz{db$M2aX)ODUF&+-<HoQg
zSg{i611*<SM^#{b-l<l4<aXo+yru0~p>x)LU+g_`@EPPcv@B3Rma+#vK>ZKMqyj>X
zez8czWA*pv@8QbR($c2O_#7V}Ki^I;rSyQ%OGM~`Za4d)lx>wDBQU8QCY`oA#??5%
zhMxBJb`lWhbO!{_)fL1GFquJzf%JI2rzs_@SV0DHjobN|n2@cPtIFXG$l~)@(f*Wp
zFclENYW>}4tyQWc3V_T@_{E6^(`q`A+R@jewOp%TdyhMYBmurg$m?+(x5h_80;XQ0
z6Hr^rL@A$Bg#{x4ek_rPKNekzclfAoyQI+bcF9w0ATR*p_9`eS^qJf#BRrDD3(BKu
zNP>S^L3~0X6Hb~yZFYNeVlil`V6#hsV-fNDjGB<DR0+p?XFc`9-$WNJPHDR*hj4BU
zW2I^79Fu#(S(4SGoYIZ?PY+4>6Fc1ojE^1R_)B1Jdo12_X}*6AWolWV|MBfi<CQ6!
ze|}pj*K_I2pg7Kqimd*_6e+c(B|uOcKCF}LU~ogSj`uk*ql*|<^K})FDE#MhXCtq!
z3GJYTcd$jWC+nwnMf^g)xE~SR?LttH&le%VI4z5vJ!DJFP3ZR#D11h@9mydJf9r5n
z%8JjXcip{JpjzYmx^NzJQ&S(krh_b<xbSA|^hnDEjTPYgS2EHYX`O8oHvNwVJBRu=
zIXtm9Z5mV6SLp|X3ul|m=U1=U?g(6T3<;pc6{uWPaVKnlI#E!g+-C99UlUmZH@c!1
z!LKbR+S@VY$Bm)#kIV=MGFl=wB=P=fjqn_N&Ck!?2iRz&$I!`2IcRSP_Kh2aja(B0
zOKj-iBFuxgurm+lp7M3rQ2!_&bK&D+6VPf^-G?4`YR?DLLzF<U(MH&mK|aWt)xK|Z
z2RGFAz=yqMB)$#YrXxK(EDGW?fwjyU`KtS8t_vq(;l?MQuTnNrCt2OU4}m$(5scAS
zv!t)q|IH+#5&dFKz(d%VAOd26u`)J+V{iKXMxVOzz5{$+GIOO7G;C_m`ejkg85g6K
zsYuJO7H;JD8-tDYO$<B%pTZhgm!`?P9!%>0xnq-6!?4*=^{bHz%EvB@ehI{=bJ-dc
z#+ikg0OJ{&-mi7cg0@)!MOcQz3>k<j4euZ554&O3hq$`G(3MBov?lorkrT|DPOm)0
zHgK71wYXQ$3fFR&ZIGw_%*Wa+7bWoD4z(VqqEW&OTd%O`$kK`+Q$56d^LNiAe|O;f
z{<IJ8Xw<-zB|FrHnjMELUa(dlDV5sW%PZ%|D$*DOx_m#mQy*0>lZsTAa6q2&%Fvw1
z3P`Wd(leu1!u7UR&U!g>Qhx8LdepR)CJh}^TUc<M+WRAo{I6w~pcz3X3-56D$kHsr
zy@l<^(<w3P?#;Bjf(or^!^IRLQb1-lSjQNv7tM>kbPXF-0MyK!PkdkQvZ1#<NG-0&
zeQf7Bxt^cG;p}u#V$6iv(EKF8s#c!#b%&z%8DuiK<$!JX7<zg<l1=d9?<hB-ApdJb
z+q?c&Qg`ze!>$Di&Q)=nF|+e`o$E~y$Q8Di5H29%i|B1=cz1+uDJVu)QAKSitBvPr
z<iw#dAum&^MSS2gDgtL~3e0G4hf~jn{$D_y(*^@RFM24QKwO9hg<z>Sk2&wBEo+05
zRNcX>adeg^hI^chLE!4A8bQm>V1FZOTZ4U3B2wYDrP9;a@ph`ko-J&g9#49-J0Aw?
z*@x-N#^vsAhJ((FrAzjE{E6ji(-nzOY~0t#s|W>w+vZ@ub3$8#`Vths>zDl{MPvU4
z&leET<j!uQ*X-iJF4#zvW8^IXmD)pbh1}VRM`B_HZ;~Q$b5MxT<^GImCvR1P)pk96
zYkQxep6z1|!OrsxzM*eoX!*-adlfw+W-g}$<>J%VPng3h{a11I=i_83z5p8^Imk5!
zNE!v}^jcb;YP-L2IBv&oUCktBB}xG-K3=k&=Sfu#9$XV$Ju{4<^b$H&`D8+CFrZr;
zvY6-v>Zu+nSh94vez%~Ae_F61q{~awh>m!*@x8%>K~(}d*hohvgMWS^6kVB*_sQoY
zNEK@UG9F4nKM5>D2zhHm9IHx0YeTTVae=zBxsfFZeLhHJ_$!meY;3r+nx3L9N$ZbJ
zA<p&F*AhtZ1x>mW2x-Tq$$YCVDI$@gwjTykVC=@#Ev><^p|Q^0dxDRS<`s(s=a)cv
z%=b+aAvOdkKnr+iHUgP3$cnqr0EtfL;GYtj%`6xP)|_se^WzH9*c6!0EEM_-yI1mO
z3WKSGV(QY%NUx+tDk}SLO<f(bn<E)c)PLmM>7L`AsLT7_pXpa&Tt2<H7QbPE6WBPU
zPEbAUzTNZwcNkMkcnb%ty8t{UCTKPY%F2VCpWbx7$HnZW&b;6oWT5^Z!@yIzu=Sm2
zTPpbIlX)#GmV~GDuGONim#Nkag0<F-9kg3Ry-MoMK^Q0`F3w?W@N71kY)g7?odij;
ze&DdyaueVq%-UE}w+M{)DShv)?rcOAqU1Cmp^0O=*`A}`%$ZeTXuGbh>#f6)g#>TH
zDi^rpjudUPFrR|N{8UnjrpZ|QVQf7GiT<gIzym$-*ccbjY|Ro$#2YZW^*y!{yZ<rj
zOhWf1X#GJB&=Z<di%sek`)4P>apl_&UlvTog|xigPvz5go<ZLaP?G4G1+8amQm?3b
z$mBWd&57Wy<#`PLl=C6*U-Hx9fA?KX7u@h^O*}li9a8iuSMcv8LRxc_fq($S7#&df
z)Byg3BMRka`p052C;i)W=B>+d>-9!Gf_)Nk1!zq{oQl-%iKR^jC(=JCjICF6H`dgH
zb00s6p_-Z-m8CPTUl#Pvnu;>qoJ8++$BX&Gw3~Uy(siRBl*mAYD?q<-dSdaQTP42f
z;*HXsZj><D^p2dnQQrj?Fp;_wyi9Q8#6Lctv6D}}!VMwk3V}GiBTM@I$9HEE+Cy`M
zD@>;A#wPNY(P{RPmMh=d=+gtkE%nL1^r*=R<*v8eP-^t$g#WSvPiMVE^jD+L;!X-r
z3aIJfLaTrGSr3A&PECkicOrVL2JbR<3XVWWF1?H;Re+w*_J))7S=^$)DTjK#>y5nT
zF()_~tqfY*a)NsQC(R_tr0ly|G3owp`BG+h2>sSz+zb>mDoR#0^3_2?zfRMj9O@cH
z$hvX<l}_fpvNKhC_(G16*DM6Jp~Zb3aUB+f_~t`PKM;ls65QC|rRB=|#9_8Kym?;0
z%qr!rG4Uy>MT3z>D1|omCh0rD@6n;<#cb=}#e508$W^>+<$)6G5`w46P4s3}T@^XM
z+Ij~9=8c}?Ul3A!dm-)*19JGm!JK7JCfPU3sny3RpL-1;61Qfg#eZRSI1!BYGw%R2
z_9ymjnkJ-;-l-B<>KcWx`u&anReD<kj(=CZv;O@-5RxEmw|lwVBg4G+b@D+IW7!?>
zAF=eS6NEb*w~h!87u3|m?Qp+BiV*oILcisLefGXRjL_;M8Y3)?tgdE2zb<{v2DuSb
zRaK=&d+C(v$%7A$K9C#dCM6~PMhM*R2I1%?-zQS4r~CT8*>1E9fqV+4O=v+f7SAnr
z@`LQk%GW<XV7EJ+Pmn%o!ueozJKa<_6a@Xe(-?Kr8%S2lq251KwK*W`HL6TXwJx{2
zC*HlUw)rUglrWXj8X6kXvB$tAz)>ZSM?keUtdCb9-H!7X$QmKtUp0t89~$;oRUAkZ
zM0wqW1y6?B=#Ww4G~ghnhih~0NG(xehrD)NrgljQBTxNjJP6e_b5Ml@&`KX25-vrf
zw1IDCX!j>;I4dXLXW!k+jL@d)D@*u>@~J8Qlr^)9Ei##^k1evOPH}8IAGX1=D<zx1
zfWsu)tGb7jz>I~yQ02vi@^)KnQ;?vkd3Ia|c@C}=@-0IeWqv1$%d?@N11i->w@Kg)
z&Q?_pV2=SB6B}Gv^fklo1Dz-{Q)uVTD8eV`2m6|B^naG=USr30hhK9L?Ab9W!aYil
z(hd>9uREDN8M`o}FuO^pkNr*3)5v#oLMjwCquFnmV0M^b`%bXxAF@zO>f=bf$#C?u
zpR?c=B||Ur1Ksu_p>}9gxg`LUv~IrT6i{yM7gtB^VMmEAA*B?KtgXHkYoY|cwqa(2
zh?XJaRAdQHn?Pz~*VR{@Ehx4clK0AQb^w`c-$5@0Fl%%qfJrhbV<iH_isNFCqd)O`
zCz9)fpnequay=yBGFsCebHGzqri@u1lM0r<XD#%rJ+(k3f+N=vPFr>%f|;K9bK2*m
z*h@(1zJp65)3)WX+<j{uXJ68xQB`+V5ths>^($ln#2I#!>g$jZjm`azAhb1XfoW;z
zjtsrY=Qf9ip8hC}U9O&7UkS8jc+PT#A&~hw&BmZ8pYJfuxfQxZpMI$Cim<#j?1_;W
z#C>SnkicWyQCOzJbZ8PcMzjrR8j;OEzopU@d%ks(ff97`N}njTc{B&-BCy%+S6}sD
zL1n4r0anSAeiW2E3a%djV;`@_ID(nxXQ`IZVLnUWf(>H%4cAqJ{i|0w>C(i}0kC$W
zN1PS><t$BM9UxNsAQZl@l5TGsnambcqdl>Yp>~`0Y5&Yz{1`A*Un?TA!b$@VX3lR5
z{h6yGw{MI3yrAvBe7CSz1_qF}G--uLk9|eBiT+N|(v+jeCq0skPxm?&y_2LSq@6Iw
zEX`=E5urFn(kD*+qWNbz1~9SLAPBnr$1N}nQHbro*L}qQke7}wPRd8-E=s7&dQvL>
zVi#jMakRK7k|j}`Ui?~;DAjwA-hr7B;R&KOXM6WEt&%)sBv?7IgL4r*9;Gy$qbmb?
zMDmGIb&pOBN`1Lq@`<0#{9|g}@<u=yLXU{xE+?I=-HD8?+HDr=o=_I+-+yttSw%i@
zxo&v}INd^H{$9=B(Hd0lMwuU`6c$I_4mf8M)h6OnkhS6i&1!EB{$YMRgIDpQXkwcb
z&&A0zip4F{0-3Q`N|P%t6rcbpHab?^qwA`4@@&B)C&ouihEh>E(O)1>%>9KZM@wI(
z>A!weNDWTUY}})-t!jiNRRoV=Y+(MJIi{?4B-2+PCA?~DuaJN^G1A8sFsBzvqh%<r
zaVkFZ!{mX`LS*H{tI<c!>aIyt!pyJ~?;K_@IpA>>Na)srb?Y7f#L&IS`S+Tyl#D6J
z>4DWF+oy)Ltd%iR<AoN?-{&bRW+0ApUIEGT2(cF0ZWu<MeqemCb`fjWKG>9PO&WPI
zNipZ@(ZG<_@W`CToPKnaF)*h1byY5bgXhX%sb!<B%^gAOxeVI*R66+D0cfoEPm8Co
z^2F@j;~Dl?UiC&-=0Ss?Aw^zudXzRGMrxUlgTSvVPL=0!Z@&iBVo%rKATF~ImW+;;
zU!7)Ewh*x)($M&Y`{gNJ#t-``S_qz~{T+aeo{*r6aAJ3BgLoKx;Yr72e6S52-pwkz
z21VHnRA30(U)eBNfv8${B*Jz_GzWjhGYJajZT{8U(GI!f2%aHru^T|`dH|V1pHEKL
z7RKcnF*iMj!k?LAuyTOlGq=_QcCaM1T4u5~N3RcGO;7H6pej1rkCEVc^xRy^3tvc!
zC6s|=N_+6wAQj^Wfjg7rERMmJ{)!Wkpf>y}W$z^KtV>{apc1O`5_~UXiCOg>?-1T4
zud=w<rJ}1f2jxs@Ssca6dap9rhEjNd+4=EhPK8v+NR(o^_^`ruo^5H_%w@Eq264fd
z<Vsb(T)nuc1g~^Lig`ouBS*v=nc&Fjes*a{xcrtaZ(8pN|8btVhun=EFq=FfsG<%v
zz`031;m)VvCswJWPwLzFXiy$zp$Wz6B#(BnE@E1BVoW()om?Ph4$-p#F{W2QmQ+gK
zn>c!62Y=`c=8|&g9T6;1n>^u;3G1-FfHb7KL|s)A8Y75}ZnUsBP#>|W(`O5DyR9`i
z%n!(~=|ChGDpDVHC0==!NPcs5nu?ednmSS_uMjTQf=b}#fpJ|0ma8CvA2~@(4%2HZ
zBdF4c-AYx-Pbq^E!m>vSaXtYZK1`S|HAZ05&#R3`3aV49CPFTFSzN5|OQ7(T(phRU
z3&hg6Ym6s0$!i5s6VKE^;OEP@n|~84)<K*($`$c5G$BQM63EzH2cxN;@N9g%Q#7Ux
zU=>jBV=KI$1&9)qk6BI+j*+<k-Q|AJUCuRFNkZ@;;h7CKC>i7@VyjeXNLNv1(bPUK
zEb73cijuxAr*Rjo7SRUO98!D(35{K3q)fpf&C{s`<mnon6qPk$1DYFV@~ut5EWIdC
zy8re3j`^!EPi#Fya_nolDs3TszxzJeDxuq)0qavSWVvOOe(wv9+Aa3;_avc2b+`(p
zzC|&;zJ+OQB)i=UqyCK0D-%^h%LTJ_)Cp65VJ-Ab^+bFfZ+e1$!taPgY{hY4RCwr6
zeCyJsx;X@$X>RChkq||Y4g*q@ImyKe`sgM@YXFEZP?MQP;%Ul!ugw`UyAD2el~eTw
zNNk^~OA@f*$BXh7>-ja%R>n(*y_AxIqWxbkH?7$5LLng~iYG`Qv_%3Yza4g5iFMZI
zh!<mIv6nL>>h&<qDqjBcxI?CAbQ7|e2G^q5i7@iVVe5w<>ffDzp;5Zq;+9U_pGcAO
z4SBUn_J~ys3aR?x;|)&9qkc)BU-j;Uvx=BIL|=&}oSm85-dEqjixj^@mV=YRNF+ci
z)a9|mYX}NPVt`THQ<BcBc1YFcLrVN2k4KsJzFJHE%2<<a>6Q(&y?f)yb$%r8^z?kX
z^ks8D&$cdp&K~u??HyN<ti`6)WwIHDI`sDg+%Ps313?a@KTmJlsV$Fj7ctTbo^RN2
z+A9eMG%}fJqKZDp2CZxO{rCYdZ?UBQtwr=|e9>X4IVf^FjH1gckq>i*4?;MI=Rwb(
z#w63bHF1BSd?*0%PaIY@yB*IECYLXmxEmDxQAbVuk-LqiAg<-Q#F2N^d$`%l#I}FK
z8D4%8L)M9`GVF6@!g*e0QIH+H>t3po?sY;X{EWB!gKx1`N|kp^JTP|!Y3dOhAX$!f
z;G_8c@wIF%ZFaS{TG586vGT&8m{M?7OP$*-A?d1mL_D=gz@fDWj*G+f)QL>fkndB<
zkOEkORZx^$I`H)y_^6q(Ub@-grP0FfNA^!ylZ&6-R`+d@fdWDxHF?js{ZVGYSM-I&
zrpKwI{*^mL#y-n<^&D;zqg>#AUrm-HXL-peJO8yEcVU>nvVp+rLZyL-R#{I!u8`vB
zd3Aq=NU7wkUOCEC@uW6I6z%j;O^tBg%Gz;uI+3lBU@5=-1))0C^@o~fz#0?-G%NSn
zse<N=mGzu(tL<7}Tee8pJCrDa#0Rk^Q|3~BJ|UI$IE!#u$I7C-IJS6<%^8kbG*r5k
zrLl}7<-5!C*ZO)|jzXB8u%7Na{Vvxfwv9l-FHiLMjpff|VBL0~0W%IlDC^g|B55=*
zq`A2WJtZe+`}~V!Z5@Uj9)KMKW*oCJW^7Tm9$`1hSbAx1#Bo--q`Q-a@Z$Zkc4cVt
zXA6~z^*jX%$9C(ox>?nl7%W(a3V@A)F`Ekj+VrLA`<35%-Jha<czd?n91LpPcZ*&%
zgF^h0ygrbQW?pc@@8gv(O^+O<v0c4z3vchP3FXu<y79>*$?f3*@!l7kXlcsioH#Q{
zLdwpy=tzyYw+IS|pNah9LjdXKGPD-u1Teg~ID4z<&#7MCo7qmPEex4%dHq4f`HKYj
z1C-fdbfOXmLa%*$Cax@43Sg#vwX)7{%s@F|oxrg10)?cy^di+O0SL??72G&C&1XUz
zNr_gQW3_)2&IXh-8v<gnz;zKEE)9DMkdWbKmxNuJFKsKs-X=Optt`_@R%WNMP7kc5
z{N0(+sUhDeOi~V7J%2J=Q^Mmf_0N4f*^k0-4QCQj$5#E?vt=0gm<dGT(0{~R-$wA|
zjXAqA>7$>Cwa$QXSrq@(?Z<Ze;K<mbpy;PV($P_o@FmJz5RNpzGK+MK_L3`knB)z`
z10d$tb{t$g$b$Rfv?N{tsuBB{UxB!Ic5R7La6G2B2t_!2@2(0kX$C2nA+o$x@~FQI
z!8$rBTg114q?`Kdn2ORJ?A@Vm4e=&-+N5;QI`Ocv=j*R6nn<H;9#!ODj;I~nmCNGx
zbf}jz@FI&N4J!)%XKc?u;>WR9IA+sQl{!T!Bk(xWS|ocds>7UTA~8RVoM1a7I4fGE
z!ZycChHha$&DwZ|h}<bB^jcndCt;iW$5`|#fOQ9TKZRI2Mok&sMm`EENv4OW--di1
z{2Wc)MXFDi@A2>~BKZAE?%koC`|l>)S^L^Gib1He@ESX-^Me8f5e5WHFT{TqvHaVV
zpna6VC|w%+yO}U+>p7N(HUs2-aC919_|6-1JR~eaD<KOcbpQ65r^0`@@xns9R8l9x
z^byigyzsp{`5FGI0=oV`&(Zl+AEzP#1w`iR1Bzqzmg`i_A+NJt`YOsu{Fl*X$fiu^
z*jq8DS4dL*Kg5Ix@curLm!h>QOR-dSYi`g-{bBkY<sfH=PWBLWW_n7R)?YJpqM)$U
z)UKqnBdA~TPq?!r<X6kQzG~gijzlC}{~*LXlOQ*I;4}1iKvj%b)J)zOl$zI%G^GlQ
zpky?cdQXrfT@?s`NmA1adLP$Xb<nw!UzB{sUtG@*=*+!U8KdH3D9OCiwhgk`PkN>W
zK%(DPI#6z6n@!mWl^j^q0J$lVb-CpF?^_lIKbH7VMAt3PtSwM13#UM*U?$Y20cSZ&
zWO)LhDMukoeAZ$z<~Vr9|Ne6LaTjwCU{(CxW!jNfJoop^f>>TD&Ghz|(jo~hyzcv?
zcCB!C0a8rApZvV^_1kYh<^z~?rNw?o^D8sDa|cd<u1~Hzzi`3eAHV6gURUC&Z>!G@
z9Oy=u7WP?sbK0sstz1)5CB$EDP#sOJ@5*;Hj4e>?qmrLF6s8>EKIu_4|5Q&#*!fBe
zKXDJ=Bg|(L->ojWC=lO<fGn|8M}1o`=7o0{xq~0PE}pRn<>xtru{%nq9}qf=_W1KI
zzPoqLsHf&ZjVnnQNBZ8OjM*lcSt&1G6CCtw4&O^#dSmk*t0!nBF14$hP~}R3IHvXF
z)fV@}SUX%){I6<TMUBRWFMc$;Vg#<!neiNvGE`!`h^ExlFRGJ$WfZ($i1@JqSG^#l
zfjWcb{|ZqT^&Gc7_8t5;1%Th({WCW28=4nKHfi#Ibn9{$M~XnxWpyVMm;@zb**GX0
z1u>AJ9)95icVSGD@6qoa7$w_t6#^Nj?wh&ZU>R(>N{>`6^&(!$;X#kct>jtpDJfrk
z1?XEHy|})KxeY%!LoiG{e4uLRxdG{)_P<V|1Pv3jqO#xYIMEC=v<hdhyp*&M0Rc$e
zJ9nE&Hf3aMh>WQ!v^w7PZQ%V-n|EmWP(tLY5txTm@j<d4>#~`uW5X;dK_o}4S2U-y
zH3aXj9&K7=8(E^4zSSjo*+&hJj*bl#XiJEQ9-?{o-RsT5(1f{miOE#uHCS#^nF^+l
zN_ee@>~{#0A`<k<UkEwavS~q-1oWam(zFUZe646eJ^RMGp8s&-9HQMkzL*eHSKH;S
zq=86P?D+*Wgg{(@cH$d*bt_kq^s}T06tz0MfW2-KQ}i=x##!cOeTg}>w4O8QEm-Hy
zqO1NxOor53MKLz(p0BW6OY%f{C5+I{DecCBv2R(t?<`SP6~LiiB8*K&l0!}Kd|gxk
z6^jpz#=#e6Buc=TqCzT?yMd&8|J`GK-kI1~qxg#qaIAWahIf=!F^;^fe1{+YZdH7e
zN3Orebxkp|XCp}g1#sqt<}M{0XqPE|q`8}!JUeY-E>#Z5pNAk=pV#OagTgJYaF&{}
zhOqpVXCoI;iO=qEVIcfUBjtCa$<oop3Lsu0DLvv+8+%m`veF(tIgnCq4)nR@k0-Ov
z<sBKPQ(Tz+rT!pNJ^d-Nu560;$0&Kn_gm2RmI+adHS{3At|B1~SC<wp+U81L7ge#`
ztKKyByg{$w2daPtxK-l9k1Nr`G%>#5n<!n(LqP8;Vln69C^j5s;L)jX@?n}zRN$!e
zje}x-DO-gSYnv^~!#6SCWSiMez&L5HIP{s0RHqv?zdykf53-QU=xmAl+CPiKk9)cg
z-6Q`YBaAIin5dpeH{z?iTIY*d313%4L<dr^5I3?nvV*k7DZLp_<a!*C=zBm*lHW6T
z1@0w9=_MAlQC5;4_R$&V25q|M2kg;I+eCjZ$-h^=w)=kt*BKYmTc;;6J2VH=!fmv^
zRJZ&w2RsQE&R4v_+4B#FzHacqvdWtLem^a4ZU@{oqOmDn2m(G-ge`o9gmSz-@$sKS
zThL8^$1ViV&DUgI9~ATEXK7Z#h7AOih=`Ew^7*$tVU+)iB1Nri@??)HYvE(Kfn}!}
z;%tsiX9_+iB$NLY2f*hRGOot{jiWzv_Sp8G?@8=oWW=I*L}$cOB^8nNua6=T7Z5G4
zT^vPTqhN<v7gWCFVg)^>zkT@i%WKsX0u+qxUUXwZB&rn7+0?@g3+WPeMpTg9JGc+b
zu-E8j6@JwNL+{;RcB@JrCDY>QQX&sHZ}}Bw-=F_!cz(B<{gv=qoe4o+9M)uRTV6{I
z7`#18SJex%-nVkGqO>O3Q)w=WA*^8!O*t`8#U&tnqy7%0xj-S_Jy2@jcW%?s3n5m#
z<9^ptl5_QlG3K4sV&`+SYN1zaDxgnQRRBb@&ng2>Q^{+F{CK4CR7#hT{;lWp#f4Qa
zMRMy@*NB-HSNV=-l_fr|95%d^lQq_0g*;UJY_=VO@>}=WM4>wu+;&f%SRWb6z>7c<
z25H<#VcE(1{btVpcqpg`_4v&7HasrPud8IP=gvbd18@+ag8CIgO`qT5=DNMzb=n-j
zKxRopQA|Cn6<?MJXcN=N{2w%Q()0ZXaFo{47PsCgodVvE(d%1FOAlWmTkU}#hYt}E
z5dpou`>^=u!~wqlIoH<qenw_x;s0i7sH;P9KAu#hJGnAht|Wxfb_M(-q=dO)?O!j1
zrLL_I_3$5q9ZOQ%E&yz%%BK3{nhFe&j4nXh0lk`x{chE;{C;ExhCh*uf2OG}?@tgB
z8k!*Ucr}O{nQ`%N6AH`U;Gm2W^l`myrLmm-Lxed$jEom_uZsB*aeHeOEFW)E=54(0
zUf0Mn)DUuT`u6*`7H_1q^(!A=;kT!P+@JdL-`qJb)V7rSq4;c2{Z3)Q|2?4E)W$ui
zvnlE+ht*9d%1RnS=gwB4OG8W8G(6kT3K1ZlMof#QG;8>BL5ztmrK6F*`F+PUD#BPI
z7WP^{I^Z44i=ZDEWfJ2!+cgfjt}KUP$0l8s34W;eq^_+NPwzCT!*HYc-a<;4>XvHL
zqv<06$j2gW16(VrD2FW}J16Mq1<?>TG(CmoVD{_eL5TAa>IVOIrGpqGK$zQE&XZj?
zI3_j^w)gubh%Fr4hHJQWhLNnkLQ<7xqC8s^!&1kFYH+53{Cjyz-x76Jqa%LhnQM*y
zb-m-Q?X3#3clw_U_CP}s)nn%Q-RUni(J*WRluuuJL?>8B*1nEAOX}JhaSio|EvkQ!
zA=&kesXhB}VDf;^`2|Z8Zix=8@!T|(<$VPeMzx;v5>n-#ege?JSCNH3?MbFXHQa%+
zxA+~BM^`@N2?7JMq&spkKJ7Cn_wIi#w22Bz!&qKDa1SO2!SUm!N7}gv+Fehr<F2m`
zP9cTD8^M;drPEgPqKfQf*9o9`jQLZMsDQJ9z190B5%n(p>Mzb#L7mlg{lrwk_MX%<
z&^4gH6VpP{i%$)bMK&-mh$=S5n+U)INC+_1Rt(PT=g$9902u2YrbMFNh||u)SF+Fs
zZ%|ow;osK_KO^6`99V=Wku2*<DEmO|B$?+$6%XoYJs?PEULDy5$N780k?6zAQFgSY
zD@5~gI@ei2x_543`3zK{SO*h<kg5Pa$c<CukAL*ZD~n`RL5EFWb;c2O9J|Jr_L3z#
zL+bOWR;9@9=(-rHONOo{l!?+6ETX?@{>Y3LG94*<jt%QESw6yG0`Qa9`+gE#)JoW*
zP&fB~Qn9lw%m*j|-bu`ZDzvJ4k^>G0tYl!1>jLiCYew1`o`*=LVdBC;u<C?AOgTQ3
z<;dL>03ekwHX@I*E<M2sMLDt*SjMo|d;{^5=TA*UrQ3>l621gFe&Ghm2uNIZGi<9w
zfj-o|4MLLHH53xYP>rX~CjQ6x<&bJ*iU-H!&LT!?+dP}wiTN2&JY!JOWSN+?Y-jr?
zEbTYq8k>HT_%k6_t_#0zGe6G9_gwaZmsje$DWzP&57L{d2d5s*b9Avbr#CZ_Fnhl-
zuv&ZX;G9b_)*bw$FlYRLxZjVGw)y;%e{I9AyZ<oZ5&xO{cEMO8o%6Ho&@ag^JS{mW
z|NOncWKZz(F38>4Fn=bfFoMyD6+}vwAPsHh6!tHUwz4g!pT2Dsd@jcD3iPTAfw>?$
zmU@kv|I}X%F<CvosbkleH)D()7b+`;xeV<{{4{bwN}RA_9+E~2HXL0UhF|u2J~V?0
zUjKIrH71>5x_Vdity1XUx{iO!`D{P<9<~yS1xfQy8OHIU2bjC$_1&&TC=w;W=9o}f
zN*3a!wCyf~IRt>u2Q33EUykR;*~D62<(7aR((m=t++3m2h0r8RV?cI{s@3^%l^`9+
z4M-?21*U)5OM@tdp+3MRpXRR$8lr{%`huQO&;>3`^ITA8{WsAi&``poJ<l&CuR>p0
zK3H&p>#;N#+!8_VJ=`U2>A<-x>Q8lf^SGl+W$K$k4&$liz=|pH*MSbYQqNJb`KLP|
zm`F}AuR5nF*Qt7rO7aaRtmp&dEZyy<T_u=%^rfi8FVb`Ys(<c{@W4)t%P-@U0hd$a
zjjlw9;L>q$f)Qp1B}R}FG?D;}w_q&+TjEAfk~`aB+2!A)M=C7~0UHwSGXgmK!L>+K
zeOp?P*wUyyt6w-RlpP+T)9%1EgCeQ{we7^{gKpXS$5HgLAAY~c4`zyL?WKlql-C!Y
zCLSe6Zd&FY->2x`uf<tOx3A~{BUhfm34DN&8`EbG>$`(z%|c(4mcMv`U9zbAwz17&
zMv8ixQP)2c8+gttE9;t34A-<1+XGDncm?Cra5w+nE9xr8B_*6a@3oeOrxTC@dVL*X
z731I?Y&?m6i_+5R&jZu(ZqI}&BasTbP+Rt)0(m2lN;JHm>lcv{`7eu(I1Q{B|1^|?
zp%M7`h}60^E|tQUQ<1UV3|`Hk-26oO;DKdUL1H~TYbwk@@BRUvU>;)~SI5LeIywSQ
z;)kX2wg8c=9*O$daF~}b2|qo!tb{zVo#HcM+IdMbI)V=p!j#pN4~|)vKkpr)i}-8?
zeP&OB`7$pP>HlkkM}{WDyS^VP*{I{d-b>Mo)T~+`&q88|(%(tug<w*y;#+@4Aa`}2
zkCYf=OP~L#g=Ji9s;GrzXC^gKaLB&WAXQ&P|5#V*CO=6%II>YdaT`>%QKWAJ54wuA
zZ6tp)J7JtSg~Cf=mp^ZlV?zetB!{JvmPPuPWqz3^k*@`(5%>tz+R{R|Hr@=ru#0pt
zc*@-dj6m0#87yH4$hF&+^H2W9kF1OH6OHdh6yjbr{8u9p@t%<QDsVQaZ(wcu%hZ{|
z8l1dxC(sqU-hGPBp@maSt%jUgT>np44<XSJCdaeY0Vaa?ToTmE5vH2aAaZL$j&9@%
zl%u(64klJ`oxI$9UUNJWP^0s$MI=m};=z7?gv!9$64bC>{AnEr8vL^U(6*}Zu8nzF
zfv~10V$Y@nBH5ewJc4ILx#+XUk!TywZv#Q(B?SA%0b!KK8^>})yrUIjpQ6Kdx!3FT
zMX1Df#l$81{*H;&PBZGPf6*$3nHex=(u9QaQDzADPDe=R*&H-5hIeu#qdRaU|7`0X
z-+0gf(H2eplB-&0#%nfQ03UBzD~N(16Q2sE{V^L9M?^CH+af1)<;d%s3TZ1_LDy5O
zpzFd2n5HH1x@`XCol%kYHYCIBqK{xQ*hD`e0m;;;A?$e+t6F)s{n_?lYg`G&nqiEy
zcj)pNX{KW1vNTv5gy+#p6yt*_o1(NugXG)_0yEb-k>?i^N&h7!<cmUQa(>BmXk?xz
zgcdI!dc>4Rb$fHtMJeP<u@34A%8w-*^0e{S%9!NE#l6`D(yGJL!iv*f+t_P>B@8<z
z>8eWjL);z3hnu=(?}r$zO$aYNV*K;c*=0$%M`E0&Vur`cAcFjOMg6-X<95<S$=W>M
zk>|=Vjy=_JUQ!Mt_`~<`QCcBSUkFMKiC4Y_v_`|hg<&D_h@EUB%kXMV(dQpr$O~1`
z777#R_d+s_skZO9CRJfeXWt#-%^o5dYllOtNM#hb6M7TMy`a*Sbp(U%!99HbmQfc{
zb;qGeyyiAW!5dT;$HXCEaAN<fr5E?tC6W0d7vnE&@(Xw91!nJNE`_OY=r?Uvb<F@j
z`chSLBkvTdU(%o+<GeXa29$O_QmR|LHx%smbXWCP1S#t}ULf|B=ji{D_KnezHEp{S
zOq@<K$;7rXv8{=1XJT6&+fF7E+qR8~ZQHg^KkxUg^Y=XOIzM{#>R!E9)vmgG*IjjA
z$Q1nD41oPrJG-9n*TSx<`dguwHHU+-$bu7R_M&U8&=cqnZdMSYPlK|sIU1+Uz>7(E
z)<h}^j5W#D#Qp6jZwXvEn0Y}?3fhaumX2FhW@n#*tIGN*B*zWBYh>^Kz4r}Qj=Fa_
zPS<({Dy<UfQXPAHeNWp7?KrnClb&rKEiV^T3L7JRk8aA^?+&gCV6Y-HI<a#Uwi>4!
zY_IofH#Z0^B88W9LD`6Jdt8o(i=}J8Z{@*GY$VL{{ovD0V-^05^+4`MLl2*U;DlmK
z*d2UF+<NVj+pw3ZwEM$gbg_q6O;X2Wb^+!ObNH2k5Pjh)7D-Jl6pa$xRdmJ~VIr0b
zx!biaoGSU@u8I`I8huIc#F(Mi=?Jfj`{D|wEq@YkNR-CF9cN^UCqN|RD<IyKcX<Xz
zt1jZ#WR7MeE0!qSq(OEVzN#r&udW*OMlX71KoZl2<X=IG7hK4tRJtTv`Z#{xutW$v
z+Uk^%&19uWImO$n<br(M@)6qHE_TpX{n!!t>L~b@VdiF=O8yhq<oP$r+mGL~C`3!z
zf%h?q2Z{7jhfd%Hj$Dtm$QC)!uENLZ6A;Jg(b~XlN3K>bySbE!W069m<~)>_GFaW&
zJ9Y2mu5`q`!+Gq(MEXLBgGB#)wq~h=`8(rVO{SK3PBOUy_Xe%s$R}n!l35{A8v9EL
z@}Vj-?o{7#0#^v%7DYzVppT10Oe9}mXRJ;Qx?)+8@RK_!&x^EwCX~CgJSbI~{(Par
zqceU_q`|^GF-O1w^4(Bd)?B-=%}7}?{#9f9To~38gG&AVC+3R|AJ_HslBVL%)uEc1
zsO8JUgV`^e&*b6INar*(eP80_e>t+1jGl%|P3chvCPlNsot)Iv)gx#$IAfNQb1-_o
z1DdUL!orI&6E{1N${u@j$i5NT#*iAN+%BlF;Hba&tK0#vN9wB6n6SP-66Cxs@WQO6
zn=N$hBpjxJ``|8m!_H3k#WH$epZxusO)}oEs-_(d)$&DL=!KnotKrr%aoycFUTeDA
zhd<JUa&*Nx^&{i0f{O%al21ow6C<4iy6ty@g3BYyPuq=<?)5N}_fdZOgsesz3NGCZ
zq!776lE*DcOi1W%lM_sy-yfVsh(8uDeODWkC?moJmn+Pc#$fU^ARN0=mb$H9f6f^j
zliWLoA%@Fl2Hd|UD0qLO{IyvxVzX0cgcqeC<(f-L%Db6H{fc$}J&7gY&&^>Jk47D;
zV4GU@)dK|DMr82onB>$nDzW<^%8Tm_dpzFd_8aS6hol5F$jVIKivb;+o92l=-Ooi+
z)9tNcPrwp<q`r_LMN)Rp5Gn7A?Hn3f-VavL7Gy0g<EYj1>y0hHz{j|m+hn?k^_4Pp
zSDEq$Z;4l3EC6{~Bj-w&c0RAK7mG9s0e@r!X`}kf#IEk(0EoAttqJg}#|@2;QYcae
zxOot#{ynzXF+?i+VyldfmPg8p3QU;@_RIM0oq5Of{(3IMPxRDreblrgytZzSNzdTo
zw|OM^WItSA=((m|hgx-}>le9-6zk25tz#k!E+-f2IdhpWJqGGxhv!!ZP!}i0&FWKh
z2^cy$CojHJ%1sW+lpxXya|ujNz_~vf9#0Y;GdEM12GG;+3*FS*Qp!yDW>%2-gYe-H
zH{Txc4(EtoSI_M>YT@=>jpXfL`Dizj=7zjlUL^h+4*DnE@s_y8zdXe*i0iPME_w5T
z=3$a;9y-JpeflMp<Ddfl)aY+o#?^WUI9U@x_LB(<ZoxjGk_AK;NaZ^zGfJcc@g_PW
zWcSQ2aRV5*Gi(;RhPU1L1hI$Dy-Av-y?b-)gl(tw!3YMG;dS(Bd=@)r|Lfc0nMe`n
za@q>`N<}=y0xqZc6J(nC9`zD>H_1^$|20Rm<IKP9rl$VpF?G`*GOqvx81WA{1qHR3
zFx7az0j+C|>goBOl!<RzvJFhV$)M-e9Sg>+m870zq>6cv+v<Wk+0;%*`nSlsANd+n
zbJv}9u!VfXLZ-rC{!x%mYz46<$liUbGnc8j39wpzfMhp`mCPpG$Qr5w7{?ultLQw~
zZ`2l7&We2R8T#3IU-=;ho>k&pxYNevpKrwqv9Puv%wOje)G)Ln3eFQc^C!7TD3BJo
zxSr;euem?eHKYBAQA}U!8;b)Qbx5;IvODqH!lmL=)FN_Ta@iKu@*mN#xB6zh>JP7{
z1w&$Vk_w6war!3cMnaO3+4$zv>U(<r{%FrPL69O`9+QyY;wkvtHEjKjVq(0Pn<tNv
z5#(hx!H{DVvKU3?;>OOK!WS}Gfi}eF2|vm>EFe+`Nv))=7Q$jrSDP;=13Mot>?G01
zL1PY*)nrLw9AElEuqQE^D*);{_Uq4?+SCkaOKUtYi%Mm5slQC}at*Zc0!{37H^@pl
z0hiXaX5FSnY?4L}#R%f-`L|f2U+Za|_O5GmxU!fuDXHL@BS>$tvM{M9Oy86hqCddr
zYXyEVR?^Y*5c<WMz)Dw^4a~$Fa#)^br&RuP3K8FpeEav-jL^yxPsdA7#s4RZeqg0Y
zNX+Ps88DSjkv1ZvY}D)vff|rQM+q?NvQj-gGq}sel&p%D%^(+e!L!ZZ`5^l7SjNkQ
zxv-AUW+JrrUCpR(dPrijtlP39V`c9nu@O|qe2NkD>glSM%e)48zvzBAR{tXu1`_U4
z@ATqqv|9H6&1~A+E96X683(c`KRP+-U0uZinSwXjtP6>Xeib1e=ple5By~C)?%2+)
zm?}{!A_wxn9FYWd#aTHv*=`2QQwFA_oa8R){ra0o#bUG$lG|o7=!K*%B5Pw`xdr)~
zo0*x(!+4QgjvQJ~U*zQEa5(J2RO)qYocQwh)|=1T9gJa}ZFJyJ$YlmLHnR2h^<CRC
z7N$TrM3mL&Pm&maSDmh3DN4TcO=3ZG{V5wHw170@=kwUs2C{PwjIBbng@!nLrcB)^
zVuBZzR%Gh@B>5`3&sxp;eWyS`iq^XisnzR3GMI^^jflMqQjeC`xBQIQ$?7t4R{Wq3
z1V9jwmK@D1>B1QqrWGj4taWHVSv9(wFAHIyPgh?m_591+8o=o=I-vd}4p;kg0H%7n
zFU(F)U6TDz5gN!P?nOmiCE{2d^{9bd2+s*rV%k6cxJu$K0r^uC72?X8dGKEp4c#3c
zGOQT+ISGgP1Ly~bD=G(iJ(q_|%SC-lzEHfhcK^gqk5{Bubpr&kI;VQ`M(JAiE*4^`
z(IYv9RIN#B{Z48~_2fofR%xh4InnnogXKHz2G)9LRrjP;E)3ID^z;gc4O3T&iBmwN
zzcn+L=i|^T-Igi;m|}s3J>o(q<E*K?eLIEo;eIto_Hd+iiGr;a(bYgi$CndQl|<xP
zIo;j!#MA#pStD#=@cnlk(8jwp0m7kr?iBZr^Y=YyEut#v$e^yjBR+bv-eB&4N%n56
z=@D?0-Hz%VrynL4KHv;AC;-`8VI<cJ$qpvJWEM)B?Q2sf`}({LKH1Jy-D#-v4}Zk`
zh?*13Sy4>@Kx!0ZC@$+=tPRj)NWt~TOVRMVToj*ujn~g3R3p)TqlNLdkab;j<0PE)
zO$<OCsWrWd?n-|<WPs)me%1e|l1y#p27LYAz;a|eGCGk;kGN(L!Dmn(gXKVDQFG<M
zRr?n-O=#Qwm<;NYbr$)FbCfTlxqT(19u;8%&>0n?%{)CAod+kcc;if50u}+A1#H#x
zePJWxAiXs7*%->@Eo(9y9_s!?VF$J)iUvVFPg=LIJ_eUML0w7Ept%V_By)4&?CiA@
zs!KxLD&Ep$wb6cfa6>Dx{r#~Ot>v2a@n)EagWi6SL&@L&Q<1>Oo4O<h0L8&smRHV)
z9@}~~Dcd@H5`dkhd^P!!PY%M7+euGQj2&I2IAwRbr&Fk=%l3>xz+TmU+u73kNbl5`
z<tw3^3t`HjBi-LJt{sD#eNTMbxdr+-WVP_~i@KCxvITodBQ*A#LMWdaXi-PxtxLyh
zsYC=R{2neX7WMs&Oaax}`xBcZQBmxT80|GeP4T#aymf_zdt*Nb|0?O>7M8#BC{oV$
z*G?2X6=iW{0hnz>fE8mD33FoMYncpNarr>+sskJ5S|noWDdT&5JYq1-a&{FnU&rq-
z_KA^Y!qio$PZ7>1`&x#B&l@yU*P)*)X0zxkW(-P_uWob@8s7~e)kE!eRFE`Y)k~EL
z$}E}QAB{ce8vK&*>ANl<^vtWdIThH+tG;>S@6XCKkWwCyQ3!i2j{{n9{cJv!Gv4gu
z*$)UjgTp*`KqojvvZ)(7^MJfnDd5bqvT>5+D^-G*e!=EZLgFh7C}DFX?nr(i)#BCm
zF5~s0BjXFRTH;5i7@7FqOr$BeK#%~OURAkI9AR27u)gzdVSAa?*TBhm^fJQe4e8T4
zcJq8WfTjeE8<H)mhuk;DV&bkQC*04DHI9$6gTd<tw@0lX(N(_kYFyEu9Dy6+2DqP|
zwZ^!%<o!|^71bQ&zwO^5CWh%s2mSG;hpCH2#9dL-HJ^#grOAHLkQHg?WC=Jw9gvSN
zh&kJ_^k+`C&c03^#%lTLRs94!9JA~P`j<OezUH`6%<ES%0deEBw1d938Irnyq`yn{
zI}FIi{l%PPJrR^c?wjJ0wW#X)+AHt)e1e%6T8Nse;ouwB1XaDia(Sd}&$S9x$D6oG
zj;PiO7GPd_1HYSd?jy&K<I9RI)fFRk$dM3qpa|TjH{SgS|7$Tt(hXO%fEXyCRwOfV
z9C>^WIv{Q%7|!gO!AN6>IL#xy!O7~O$hqT_xyeG`e%;K<DVCPTh|+_rAKYQ|Y51iu
z>s=!gx$C(?)YJ?G|1d~WR*j9PgJ^#;N?!}Qy^<GPwn0KVJx##beT}KCsRx0(cWWa3
zaZ$Ve;=yTODv|dvU2(Rc7pYl!Ud;FLHPc`8SdT@<Xf#Xuvz^?<D2v+-SmA#@I#Z`n
z;Wsb8f@B!`DGrS0ru&9zinIM}d(N%x%{NJ(B-vX^ju@A;a{HRp3b@o~#(=5^@rayM
zSOq`1)<EJ|Jyqdc?W>6JrcNP^F5Lb7hdZxX1i8iaaE<6MZY6EZ=sr^rtzPsvPZE1o
zU9<^Zz({FtldxXqrFw>+76Dn`_q!JHK<$U|Lo^5yO>a}z-cV0X4}ljoMk-eI$vw_5
zWz(Q{E}8}KlpvP=Vsq=_E<%LKdza+TL5H7|dWBsePEXyUJEcH#95coBq&}vA0iAbH
zeaO5+?x603$u(z1w1;b^!a5@x7sbFQyl+u}5PY3&^^@LGD|)OLJN?M)8a@rm<*_<x
z4{8jB!!Kp%#M=1VuzKd6E5jdwLM+)}Mg<|(EJJ4EMqvOZ&;nB`>Ra=L!lSMGC*h)P
zO528DOiV&Y2GgMpIada~Z$@kgR;J0*@KEmjW1?yPZ?KyIXZ18yUn_gMl?W&M{#Ep3
zo)KoLGSx)es?j{3td#T+8&0z7ZA+up1{9O!zaTd21o{&-9f4!!KCzm%c%53H7WTFg
z_x!U??<hFR&FN_k$nVAd-uY^J+aM*3lQth`^2dpVN-Z7fLb$z_cEDv+i<}h!A+n)l
z04!T_%FgHvar4O)vVn21KBzV_KOHR=Uo#tk`@2KeE;vcRFdz|bz&;`%G$w(8!)T&I
z+KDUS3wI8{#4UB3#CDmvSw}t08^c(G=WrthH~cxcj>#o(sj0<5pz4t&DRR@sSmNM;
zHjsm9O}LVe@_tnk$dN*uu{v9b1<ufQus$b-s%y_ID3Zlh-kcHi8$)UP7jbt_kIhkz
z)3Ab8jbGtuUm5w!a8*TL?U>Ns+(Ivi5gA~!@Z)($GpN>Va<PZV6~`+rIVRKo*h%=D
z1zy-opX@Xsac<toUJUF<e*@$6!l1knua}7>TxQzG1f>+jUYKRgo(5m7<;j$w9tM9?
zQ$W&OOp!|53+1bxCm2#!eN*31SPM)?27;CjUc04f<Z^WFrFd=s+n#9zL;OuOZOfMl
zA^c94rf&7)LAUSRsmCN$jR2`x_&5?EAf&^}*rk}rC3aR&4I1=;iJuH<ogg2C1o+MN
zgWK!eIJ#;Ej`2_f|0XRnfQT<1N{)J%J?Zac><IrJ5k;5g2-F^@+se-D9M7E_Wt<!v
z(`3D>7a(HhHcmka9u@D{v6{I6dd;3`C8%D`S>26Y3WO2p4@=oQa2oasU%PjbJ=83<
zk{!|x9Sul2aH8%{^<)-iE7~>jp9G(qWVZ02<zG>;2%zM|xl74fRAjDFrLxW&X<rz<
z2zUJ1k#TjLA>D4zg!OgaIi9mX07qI0Zq0V4C#KvzwC2h%t)D?N%x=edMsB<0xM<Gc
z1-6A135Qo3a2rs?LPLbbKX9mKIBC%09bSP?FMSh4Ab!xh?LoY^IB)RFfXU(XWD5j=
z2f+)KUQ>0oie~u8LkF5QbOL~?r9gc}8`OS~lU;I*e=Aq2nI)0$<d6c6l-qU7yW#dW
z>QoJ5(D@;APu&l3Q778W_HWTE>0U3cI?y;l2)bCK>{A^?F7PG+ww7P*b-@t9rS&Lb
zhe^~sS^YllKCH9+%k!J~gg%hM-+|v^hw2!EW_yvkn;Hd{-_?0Ae|+5$dyZ~|TkeVP
z3eUdDz!(SLoPgU|14qN<56Pb->){WqU1f4(InimR{S8qxxgo5gi2cpfCny~l4qOwv
zLCOe>Zo$IsBxI}3?uoSTBOi6Ls|G==R(^yb;-dexl6Tv|Rm2#!x@ynI<M^rruk=Lk
zK>%(EkKOL{YfD*K${Cq+h0<7c4*jUtc0~H9g)6(U99)BfVP~N~#*9&igk13B$k{+{
z_SM(+U^Z*g1+ORL${p?|q2LB0|3;E<^Vv^Hfh?(Nh=^Ywba@+>fVQe%WCDi0jAZ8_
zcYHveUh7kUfBC6F*4FVw9$eNk)H8{+>>`+=&gD6mzh3X5;N~E>SadDtNUo_lOS5e^
z`z`WI4-Tc|Xm6DgzwnN&T3V&M+ZLJ#df`#W5%5S$i||yJ_5qL{?r`j?NPgW-1w$*1
zQhx*tEvGXh+#CV*hN?q1s}HJ2%A^;R<IRD(VzVP&99QR;*}?j9p#|ahn~B;HKGu03
z;C=A}TgCmG-iQXlxQxN;GOZ>7jX4lO*gBdt4{38lRWM}i`)1s@X7#&&qNwHE!S^Zs
zu1E&5o|2pU>C-VexY|saSNQ@y69Nv=)4bE%#~e#*zZnqRh}(|ZBA*SJa+%P4L`)N7
zEqN@kvYszqzpG!a%e<A`d+-}J<Pl!Y7cVJhWz#)E;H@{0PQBkO6c)6spREBLLkWQF
z(a>JFk{*ULGvG1)H?riZ(8NeYXxbBs#eSx+)T6RV{?}ug`Ry_^b3MtJ7?KZ{>cod6
z#WKt956lT4I|}?-Uh#<`l?qh#RU-cHCaW~j-zPCtrar9^aFvHF7lMaLLiETEh}v2K
zU{I}34RyTb`Hl=FD#q*LE*$~BAx3@=Pn3Mnf{R&_FBZ|{si(cXY?g?9_xG`SYB5!k
zugY4`{5pKz^^Ji+(O$3lOGA>yD7z*qtlqV%vwZWR_SN;;D}3g8dGrMQtLi-wBvNUG
zui=42#t5tOAr1Qj!xdElRR99+NLqb*MD4%DYSwvK@l00Mh%Uz^o39?Znhp~E^6SZU
zol%U$lQ{qyhmoZmz(=dsnQMJ+kNX^8N3)<v0Q{*RB!4p~2!Fx1bvy&to<&6SYFi-n
zU<)(@RiSBRR_2z%7}o?e(c$<0=2mEHps_2VTdQP2a6)cNx9rLHd6(2i+6VSECLayP
zxdT(>MFNyZyr7P&o^RZij8<;E2I=e(y&2^*CJApfYYdqHDyrG}o%pIND@P+3`jvh}
zPMm{w);&-G&iC?5@*($0qVb$~)_jea>TL5NV;(9vr1N3+MUB|22+fPBk{y}~Dxq&L
zTpn55Uch!bmKU{!PO~iD0?51x?c5%3li*gE2e!U~`}gfb!!@?YqI$o3C=j$npK;H8
zQ9vvp@)Pa$aB`^j*C;Y3W@rF3(#)B~4M<ath?p20Bpz|c)w?&6P~&(g>-Df~s^0Eq
zKig0wmo=Cz7_fD55&iV!W+v&n65lQKtvM+%5z^FjAi>1*@ggb$gJC8N<`;Gq+49xL
z*?m;(mloX)57w`w3yX_=v$LomWC}}wc9-{iT4e^iEk0r(>89iB!+AxkkE4e@lg%0j
zNPq$f0veFtSW~Zjrk|3SD351lWyNSTi130n((Cr|=5Dpx7zKsMR_lIiBAvyT@sVMS
z_||4E`j3ZL=i7}Gb=F!_!z1zj;P`kHR9O7y{jCyDoIhlgn7DWzNZ1c9YjI(r7vv{)
zB3p|Az~e&edb@%Du$h^e+1esp?oX;UMLy#sfBi&UamEW6Hp2^aiA~?ggSB}}^WRdw
zP^$l+v-yo6e05L2TIAcrXT#ZEs=&Q=<Aq2xU&KOAFu>Yu&V@$wb%>>~SEkMYhH56=
zt2AJH6ozU`*X>1(ac{TKj!}qO&O$oqPrDyB9keoZLJrKxtEl5mREYTogJzfi)=&rw
z#ilKb|17H&M9efy32%i0o=xLvOl&P`T7ul0U?&vt+jNh1UFUOQjmau`X+Y0tS`|_>
z2}*ofGuZRyUg16sD9h#wK=IPDulw6IQqf(Lc3$-juQf*eDg&4{pED^El^pb^mk7q&
z?MvF8>eOjkMU3%TVy;2f9yb(`vnfkypG*%j$e7@O{==GhfPq-~Gi`8B3GZhsv9gnf
z<BjDD;oMo{Ki|}H5hhmkILOc9<Oq%PLX-;sj6HZaJmLWH11iJ_m0yv};w3VOuq%+_
zo&{l?<>phpN`-4_gwBmv%Y@UAgzyL~WxZ=d4y^5F;d&(3uy8&QZCWDdys}!}F(LIf
z$`tS_p`%4Zgt=MCKPR>%?ZTE2Wa96i+h98LTMq3`gRWsZbGK`kT#5aS9xPR%s}@-_
z30QP6U>@}l13u-rS;#+omPTNBo_Sd$=VB$zd?Xy%La|t}KA>4BvXI&LWgx{Z-1znf
zV6pK=Hyymb_h6s}_<T6y>8AQ_K_XVVH^=zT_TEpCPNNp}SS6X93QwF-P3cu~ZfZYB
za!9jU1&nbj$#*%W4DMNuBMApV?W3L?gb+#gak)(*3CBS>GiDM%JvM0NNd7SGg!O~6
zmS^Rc&U5zDZ?yOZ?!8bBm?r5%akFR|+}p%rfvw!M@h6u|<&)Wc7yXlz)*$$DW`4C!
zGAjRUduz6%>@?@3gZUlsIG&av73#Sw(`-GL4hXZA3wV4?v&O-X^g(^tw5X&l98V4J
zWEd1q5J`3xmMAq@<gwB0Dve`>b`Z!ndb+%O1krDoR?G0M2A)1cdifqs33@kzxnWXz
zwrKf(57?bikBCgX4f;SNZ(s5c$CF8!$#1f6dI{Gp$7M6cheZwTPJij(|9FCUety1d
z6;mx&7larYHU%kU=4q@+RAazml45;IFzOps>uCiYHCZmwBVaOq0X<v>Evq`jAjTxf
zxxO8V`Oisouk(L}B_-{#;(xzGMXWvB?BYihAkE@+zX^o8NJ>sNoWx(2)Wl)85sAU)
zy*l_~y8|*AxVpa|=nFymM_GU7EOPJC8Zj3G){6825e6n3ESgk`bVOU?F9MY~$T={t
zC->&)=x8c?aL`xrCIjmqP~ATajQ{sr<mWfqtxJ9wSTC(Q6U1>2aqvNUomLS&QV9GJ
zdU5a_(1GIjA6s#RmBYgl*pZ^Ol{%eXSYl#gZu?1U)%rc)*o;qIUtlxa?02C+!Zv{*
z0UpGGfr09Vh5={-FM&FYv_EBq4<BvFa6ur7FJ!~{QcVDqEE`luoWwhm(clzeQ*3N(
z;U^K;Z_r_A;qQmx29Q}{_M|@#fuZZS>LqlnAI2~s-gN|sUp@0hF<wDIPA(>sPtYlg
z(E$ALQznfiESZU$n>&p&{$JkjKST1w&;w$o_CbFAI$iEq5d_&+q16=Ksp)S#L&88W
z!N%(xi(uz-{~{)Fz(c>%WGlyv+8BIrv6-$rE(lJwA3&w$4|yN=rDx&Fb;V-4H|XxZ
z{V^U%b*=IISurYsQ1G9XB&VX{UHfzN-_5~)rs=IJufY5(Xv*@Kj_mGF=BK8obAAK<
ztC_^6?IQ^2nWAK3V&d?A<EYeW3kHRh{z|>Mot>S&T+qKCqU)@HuWwA42vH7)6L@1;
z`~;vGPvx*D2I<cZWWxO0*g}BX<%flTGGfHUCZnZ|?EE+J_`e|=`N^dT+D-ra9{<lT
z|I^sNi2DEglRTO1y#I{)zrCl(PpI>J2B=;4zX-csB5lFJ!B8?Z|1|!IZf^e1IA?c#
z*1k)rr~NVOe>#`8R#4CVirVL47Vdv$k*aJWlz?_quCJI_$@x`eg%WMWYz`0v<-%Ap
zIi2bidMZC$7aYbRWkfCi+^~$DAm=<)GgFM1ofjlTCk0x=dR>yOcRA<GnrT(dml#eo
z`|`B|_#`(~Z`r2mf+U5bO`LtdN}sT(6NK?k<;z(>bpC#Uka;Dwrb$({Z03WpVmZZl
zPCF-&$6L|p$yaxL9}p7O8h=m=1CT#pH-OFejOo_Bi_+1gCYqQ@^Ue1x$=<%B$;52l
ztqS1C{PlO~JlI?O(<f3SZ*)@vXdq{trk_fG^I%TBieM$rI+6dCz3d=wTBz`>9P)Fw
zaT|kmS&!7H$i*EyVRKGyS|3PR&g37aTky|1N-e^Ol5DOT@)MXE`j?fWOGxgPjdII!
zjsgvPsW+cc=AQ<FT^J{1=F0&l4~%0|=>W0?z?7U!Fgca0>-5>v_%MK+>^RMqfOXyW
zaMjESSIbNvqEC8!VaU)DI_gB;aQDkD?l_3EPXmqltH?stJ34sOFDl^R&}j^hg{w=w
z*b*Ya3$baM+=Y>9R-a#V6WxD_)GYo71;rJr5=&{o(l|=19BYwqLz&4wDzy%7&bx@C
zcgaK_*m<T|BVRZ#F5yBpBFqXtpm-`9K#T+(`i(^k-Etj|MHl^)MH}52c$Sk@xO^yo
zuvNT#{igx~GAs?ROQnUw+zCPBU<=Y9-o#q|_y97%X*_8_ky{+o-0e(ckUq^DkWXvY
znnmnYsDY!*VYvZ?j-K{M&sy`fbml4z8jIij{nZk{=^lj1_YD8yX<<Qqb`G+Dz{5;i
zAIfxiCs|s>tQqPy13r(?1{*C_9bb;wzOn0LePALC`XtM?TUH;!vJ$ste42^yZIR4%
zL8a{s)=5Ja5%`g}{Nh3AVShB21v4eG;fxWvs_Vm6+D_h74-Azvm*xvEwV!pP6bg?v
z2jy|(eaMOq+W$-ulrW10#L=z25+e+eN*WD3yE_D{B?!3mPyY9$0!s0Mi8*#DSw`qa
z)sWNeBph!#^k&-;*Yt!X&dsAv?CRFP1S+RbrF*Rl!ca}w0a<W@V+|1-5yjH1{}cmW
zgpt!rwqNugsfBL5r&Hhlp!c!rp*uqnahy;@jdac1N1D8riG<MaB750(nK-){w2O`Q
z%B=UmMDu=;aiF<!9$ygu;WBggH15bEbTVnC9P+1~2<E%?OzPWk8XpX6dkzyQQg`G7
zPxR)~-%531SYu}X$=3?IOhyIg;bFe(F8uRRHXD@TUHxx{m*@&eBUQAl7CRL-)-?^}
zGIvpu-($uI<mv|nGYdf=7vFUHo3ZQoD&aD24-)Gks?BrMf?L+JNjE0sd!u+Bm&ilf
zmrn>#rpE6fg4yn39Y8Mma)lQat#kB5r`cyz6uZdUx*_0PjqA6ynpT#;-mWLyJ=vBm
zd4Y%|{GYs#-$R*$E8_z{ZSNvh^2kZradP`&iqVO$1t)E9qu4I0Nv`QdRzzZ95<9_X
z_T@X|ra8o|W(;fd!8Rw{0?MBp$(_wKKm_Y5YpL)@I#so9S&O&O!dMA*lAMJ5rOXlC
zY`Pw876#OLLE3%9_uD@CdgVIndOL5-c$VUT(KkkQpNbYf@SLYSyHFN02t`0Ct2X+0
zatGLEN7_BCy={BgLkJ7IcLXTubirv9NXYlTN){W61qrxq7jLt1IX{4SqxmfkSNdnh
zPE%J)R4?;(9JbSEj&5jtI=k;^A&8*lF|*?potAY;Z|pbk*Bl#A_>+kwI|)jZ1U~}c
z#0e99w)Il}43<4D{`vu0PIi6Z>11gBLpJ??r#k=lq5nT?+kbPxH2Hu2M*qzvJ!TNq
zzWo2y75a=TUud^t{<}pllI_cXzv>}&gM*$5|5fMyKW^vk7sx~_2=toH`qypFP02=d
zq#|Z^A-qYEQcxI8q;p<9JOpQE;!DfOpy1+0f-=I~+}s_8^*?W)aU|kb539Dbo@uG6
zzC*h`V`B&)DW8GfAo#eXr28gd%I7a9mWnR{*K&6MY^Yc2VL>Upu&gY=`A27GCnl!@
zsWSq&-_~cxb{4NE6b1%H&}5(xQDjuq_U>)~$OqeKCSTId(Q!64+BytzDARC$n_`%{
zT+BBDWua>wj7XO}eG$JU&F|MM0SQqZ!p;hm8%QDT0mfDO?6lZU$Lc2)-|{muhS80@
z*5VgEaR}TO7RcyiVjH~1kKm+Dd~sD-Ch#}B>+^6)7+9yn_6Gwi>`rwTWY-HaB2HGM
zP1=mm-?m7K%?C5{>K<L(j|s8ARRZ()$9idm{pVK*cRa{d^~MBLH4wR$jttfrF#<U-
z?R48-T>yo+KjojK)r#=`rZ`!9_}mHdv5A`yQFq{i%D>I;-e0&@PD+yGoZS*Z#1Ds9
z6^#f0xlsA3MF=vyjpw<yqAyj7(s$=6n~)nxytEBdwQ#0ORdR1R22lkWJP*xNBOMHG
zH_T&)(U`H`ld^s&L#OI*2J6TeflH^3qg{UjsKm2MSGFSLU)q{0@w2jI29AeB-89t^
zN&MJeTCoj|rJ}1@_sW`jexsFhB?p%8U_)|X>+3YL3#~;>f8*B~?SHzT#zZ#`%X8#r
z1$yt9u(5q+h8O35LrV;^H+5HYa$>W3&_%(RsX1vvGftW#?A9eX9dsk?AE^F?XY<SG
z?Li#@p0RJbX_e-Uj;#(i3l|tJ6%!$^wfRL4hZi^f09ss0#Ru1(53y__U&3lDJI1-n
zvr+bA+$wVO1-XwaZTG0H)&aS57p1eSa_Rc?(llI&nY&R3=PlD;g(6dO)Q@kWV><wu
zJui7*Z?gXhkqHys%rCEwbYDPQD`pajY-_HAhiAOPH!e1$^P^CmZ4jc7{A5-51=m|H
z=}5mS#My{f%QnC|hLN@#SA283x+hLV6i52;upVrF+mK83J&xKP;PRr*zJf<IQ8Bgc
z0vNoE9H<7EaBz)x9Xp=8GC1gV?R-}o1C9u)e6a3d%*Lru-$(T6pzIV+Fqjzq1p{<7
z*K5tb<}p1lc?CQT{0P%amwY2`iZP$rc0pIwn@oHz0GoiRQQA$pI5hlQQ&j40uPZV8
z%D_;#-JR!^pFHPVwGPOrxUX)Gfe@NsyS;1_6c&a+|48;fXRlLG)(EkgfLdbgMZ`xJ
zx@Y6apuLU|WreW=(RfDqDsCgxn3=rSfnj=Y#dWy==x^2MR@mWx2aYbR{SlRb+Xj8>
zVxn(x;VMP(zxd4k)lN@#qi7>HpT6{QX>A=rgUMw1xU-<VlGMee>3!`4k>xWGYuplX
zg#NTpRKRzQKIc#4SCqpqV|EE^Vib;^<UMd>a8&6r`Oke7zvtU#=ghj|>1>&%Xs4Ma
z@-n4uvQ4g2`Ex6&#$5B_uMNbUmIgK_MNz$Sp7c2syx5U{T_q{F?-}@lqpPAvKurHj
ze_n$#ivy&~yuT$28uswM>IV~!mt?)!!(a2xsgF|Myu(I7MhA4-V~}oDDRhO8)z+)O
zt_A5;H%Z<_nYdD6Ybx7#h02>xFE5(Cq+4QhPcSwU@4=kd*7x5w_jRn8n)2rPH}vRG
z7Y#nnrQhPU{ohVBn=!AhGpjfY-TydlB%B}%Tg66|!<8U<aIx41IF6KZNhjQ6I1}eK
zTTjgc9Jw_b#vSa~q04N45tV620?>)ePfvZ3aahlH19+r4-=*iF>cIbO$nhlwUJ@M8
zXwPmgBU6aGm%j6*RVG*)zPV6im3fm{JAtTznL824NEd7`!%?)f{PCfI<#3^=*jol9
zz2!OdsY|1k$7yG|7G5{PJl<Vd;;ToQorUWBqClLE?Gy@iXGVODuPQL0`udA2H&Op;
zq}Ini3+*aKL}26(F4fy=*6uTf%+#lN=EM8h#f`yaRJodi^XSy)(iey7Z3$e}b5GxL
z|DTY}zYX8VkOQAI?N05Outp#H35hyHex&Hz`Ys#2G1_NqDRsTqRk+%ph+$`%B=$(e
zgm??Gsk8ASHy#k*bKyn}m1Y@|aW((Ze}5H(x!!&t5~nZFUq(WTi`AvB3CJKaiMbx^
z|EQE%q+P>`dOwVhOVa{$MzewQ%G4NJd=Ub+T()d?g9L~iku;u@V6GVZUXa>I`t{~r
zksI-WfxHy>yMl&bK!PJ9zp4#bg=RkPF7PZbPY`TTLRi5ZQTND7`0{wWxbySTH6`e(
z%GU7lGThrpAeL2@&Qq}C4Z{A%^QE(m;0Fn5zSRCI%Cqix%D`?|d@aX}R0ZNnpx&IF
zPmRpjxp_06)siE8S)-1)stp#nS9$eEgdYrS^=|T~657KXZWMHkBiYTn_0@bjAKW5?
zwkyi39FK^F3G5S(wa0k;G7xzs?ln_6q(ecy;hntJVH9P{I_y5{QCI>R#|96uHk6q~
zu+xKD0`OjVvUq@pTMY4W_|_J~C;!w1#;a{-@oKqt<I^0avPw+G2C^DFii!Pl(dcyg
z(YAE!h=9*Ck+9-Bd|C1Ea-5abo1ArFIR56HiiJO8Vl5EboDwkKwC^R9W#ZM_2a3PG
zZB)M4TiBw6t9KHztS#fv1d<k@kk%2it(U4Vs~mi+icSO|xK;hsG)mv--VsT3hsz5k
zD<Z4zr#xY0NM3Bne5Wd=F;&g#!Jg2|&q}n}$Ih45r@1~{hyouq6H8g9&T(p?=w`qN
zF`p_&Dv7+_JCC-#H6D5q#+I7`C!FQ!R`;PnNdVRhj?{}Fh<L1?sSpbBTyU4U;AI`j
z%-pSwgX)1vg25gB6GcHia;=r?>E`+A?+jYT*R|Unl9^h&j#|zA+fHJlhZPMW>AgdY
zZ7X-O_<;t-xfvn3xG!11ar!jHi_W8Uavf`4DwR81kWY2Z#JsKe3e)#vKO3d_h#IrM
z-B$kEQWT@II0e&F0s|m81m%Hs$y9QR@cbP(F*66UBrS+bv9h_P$55qkoEW+J8Uovs
z!t^q~gC1vDUkgi)eZDmsqZ#OU5dBl-){TitvPp*dA+JXeZgE;o$w|<4kd#y1h!1Gx
zQs1`l11tR2@oqy#RM4ur|G81m)Qin7l{DF8^4$Pvf>K*>Z(mR+T6Z5ete39oYZN5n
zjfd;xu6|)$DNm46@Liw3B!)Hqg=3=^nP8=~D&~(Od<|QHfFT4>r~IK_q*~#Y&)mQe
z-+P2kl;~O#9M9|AJk0MPzP4`996y<y>gAUl3c+J5btOE_QLJiULy02ZT_^w@hRsSa
zgfv(9w=^^oJOWF?No-<B!6aOw)7G|bafBw0R|0Ka4|bL63Sp7*Ns4o|;s#Wh`%`!y
z)MHyq{W7aWX<rgTdHe(e)KdJjD0{<gM4L_g^8iIS*HOLjK==jqZN#dL@$~b+g|WAN
ze%s6QKuC)^P;Y|5$##&U|Ip~KC;&%V;RZG?KZ;(=J86#MNlQO1?V4nMTb4~#+ysQW
zPbMz+9DyaWSderP2d#i3q$+rPd%Bn2hfd!b*G30UI-{Qmm(p(2E@}Q&7qp|b{0|r-
zCkK}6rWts&<c}*7ZmG<7*@vMY5_ZN-J{MloUXRH>Fkfu_g~!PW*}w{l+xmiS=B*;E
z`ejSzs+?9H3pHY{1zy3P0{f)ejRF^4X(-@QKVsz#9PPsk8w<WuOt?XWy^Pbg&u!@o
z43Cb2o=VUSj)KIe;n&hE%9To#*%DNP>kqA|np%PR0Ci)pX5=J=$N9hPp4_-5O60z#
z3~_olqg2K~s)SF|i)D1DYM?0(?x8H$<_h?)$K9*F_W{a|f)CCmA4b^5S-p_TJi31O
zpkZDwY{^^IJl#^^l%hjIyGFI=uDj3<x0{U=>MZU~W&l0G&%Kn57~!+X0m{zrd8(bW
z&<R^l52wf+E7{~#$jc!UTQ%ukX68M>ZG<IROeh^o$N$u17Zph9!{j~Xx?Bf|w)&`$
zHMIyoy>Tli)FZW7xy+7_vUl6fuhQ?}?#{~PakB!4W7LT5$My>?!7<uHvV)k>KB^cm
zr~pq0itiu10aNFFRMm)gA$}EP-X8mS{hto16_s;P9YT!y;}q3bw*rzD<n(mQp|5Q*
z)Y_<T6C56TKudVz^_adAtcbYjNFD19e5AHzrDI3Rm}udhF;Pm(LfoZJ0;tm_(*10<
zDr9$Y+1=%$vb4XsyNAqMPXn)TpGqhxp~Vjn^Bc1l8P|5P$w4=-_HI0R`?Y3|joKPK
zPS|q$qlPn_Fr0r4SD-Fxj~*sC+<+WkLC63!P`m3`5emhFCg)C0TfDZ|=@cE{IT_!7
z?j|6=UsD^8CPCb03f_5>`+Xp<XzrZQToUF5nYQtELE_wm$0>oT!(arXR%25d{p*<k
zpR_Q`@1;g5-Y-IDj>(a*(HJR4u7Xq-YV+CEmH3BiR#UpgoxqJW9qHGIsNJTjj4`b<
z26{<QGP3++{X1dj$y&pM2(UL2wK;~EcFy3frx0H8J?b2l03I<CrF(bb`Ce#-uVf{g
z-8?Ij4sE6A`!CVEl~$<kjCwh-1B+D(nHZu~A)F4nCd|zPwAsT0ian#C4lMBdG=fov
z5!%Ga{nLCScW&l(W71=z<b`=7a}zLGG!;S+qUK!Gi?)tg*p&5gO=yrFOSFFSOm0wi
z0-Y`<LlMrdT)^gR$0{0(Jihjb;6BpvjAi~WjHPzVB9lu}vVoF06&*C67d|@9pX>zs
zM@P)0ga8}|YkLv~ILN0Bp$7gZNkJlSN`@gJBNAy=MzcC#V24V<lCFl(Xl@gLAS*(8
zN>B!vuAUzCr=iq22Sd)6E;#<$++CPgH3efE$(}6y<kX<5A}S0VqMd%L5v=EJJgoX{
zOQw|hn4!>T$-!qj@(!cGh4ST@<p;*!v+PA)%w&T0uL|NmS61b*cP}hx1fLx;RY1}7
z-6ig$mB07FbTb_RmsIC??SnNNj1iufTfus$H78R>AQU!H_dLw$=5Z)8gOUx7w&YOl
zyS>CPWzpthpDaP0-hFq!x9pGSG8>~ug78~e2=EHKlQMidZwk;BeF|+T8m})97FAwR
zF&8=C_4UE}Wu?&?M>d@U%+>XRBjg}7I=axF_Sdgp)IKznl-*G{>_?}6Y&(0B>9iP4
z#xUPf48VLMKh@?I7IxNMHw%*fKt3a4vxIWR@9Y@9f%eU*yq;``kZ*N>10R%cQ{uSv
zIjyZ}Py!&8TvSkfdk_Rdzn&H+*e<K;ROBw1!WN6f^aIt1x(9<jcZIY}KL=RGmS4W$
zY{Cl^H-U(s>7jmEdcteT-qkFsc-6nLuNZyGDca8wyARE`-Hg%6eH>GCrMPwi`^Oya
z-mbopKf3nz!fr64U0*S_K!SI&H37scjUG(-^=H#YU=W>#R%D78_4ge5H#HHZ;OD>i
zf&iDzTpBwK+c~NC$4Kdqv{l7ozFnx~az{~W6yCGth=8@pzO~&+WI?t{ZcP36d1-`=
z515z(7ykmj$L@7`wLc#nDEr@(K>`aGvcYZ@9h`-Dl2)pG^V{Y`2ODDoBJ7^6-Hjgx
z^iWyu;o>A6`c!-Nr`@x?d2t&*@b(f3BebhNt`T@DTsUSXzXp5Jl>=iVz=}{&Zc8!l
z+`=b!1f=l~GG)d3<wyKqUrseJ-+;9E9h)f0FFf~bZv4JV-a*ayuFTX|=C+<r)#y3Z
zwdi%Se0`w=yC_smJsO$si$9o5<#34$Ux?<`VNPYqjize3Lv>~$lE-P0`9@3n#rga5
zikeQu8gELu?ylGdEp;lGtVe|#9?d}eI=}($Pl0|8xj-%)!}S&xgcmmK8hBy-W$Eml
zy7r%5P8=w_>nfv`hBjon>dqJmZOi)GqZ5p1CtC($oRD0l6f$RBNl~28nS_S^7(zOc
z)fX|!2%4TqH4$y~w4eIm9v*hkV+dF51JR6Gg^#VcwX2bcHpT`M8*U<juRs6x92+BO
z+C$gSw6W^}9B8hmV`8RfrR;b0L}l=DGn2Mv)wIo#%?*Mu>mK^IlUN_^9PKe|aAFSy
ztOY<ox`hmxf$aN7l-FNoqih^=k%+2d1`e(`w74fT<%q=qR|m#J31Z^G_(OeP=fhd1
zqc+TbdYIq>L1wN!we7sTu%i(ao}^CY#*z%X69ur1HJlhV?h;ux{N|L1mZ5m$>r&$$
z;QKxTC>oGs_|D2V7~txUH~-v6OhCC+1Yi~7*#zl%rN*>$6%iW7!V8_<RezYELtRGn
z<uyU*mn=r=d1$ej&&x`}%Q1r?Vmq-;i~h3aT@W=fn2NCv^`ZEJ{`2vT!m9d4h^w<L
zEiA)`XUmGZ+n<^0E|bZTOSpS>=OJQqh-gQKKhOiyXg$mn^KRa{zw&(9U$4Ad+;eAY
zR(zhJ@{J63GxO)*gzIYGfMOuS1Aoq=S9M{?Pwo!>AMlP3ykh;N1c9wshU>pU^8(^P
z)3mbcVMqYqj$u7KN^Sb@s~7rS!gTE#kaKGb@hvCw^|$^~@_e*%({fx$0%x`%McOB}
z6VfW+lb()XT!GShg9;elgw8!e9daD0zM<C+d<N^letL@nIr+ms@1eF2Hq-1)U$aC`
z`>G^EF{#uD8u|M3Vz|nHfO@{+uYagro76JphFsNt)Hs%F1D9TqnFvZ3pifX^$cYUj
zp@k&n$Ag>@!rgqACId7d!a#U?IrjMx+a04xe)`@=TQ{ZWu7U469T0N*mibZ;aVv%z
zJRm3amc<zqK{j*E@M=DCi~u>(o#|7)lh+6@Iv(uPvIT~M4kCC2iga13o<A6hSEXgw
zpq(_?Skzee^VpBGi+vbVAm2La!^S<!Qn(xDNwGy8gd7~>qXjmx2Pbj=&%pa>PE0Qz
zuo&IPpn_s7oXA@x+W^La&g0{~Z|&}Uzh|MWb8-8>>t6&Zi`+R1g+}2oi2pLW%As&$
zS=Ix-f@B=>sA^5eSzqwBtU}KNw9(jNON3{gYw034AN0oi)7NW4-9`y=@Ws?!iLnBb
z*M!bqFgRAtlz{jLQBDC(8GKJ%=XN`?^o3TTeg!B55L}uPgSL9&ensm5asCVG_Z#-1
ztenpj_G^7>xg%J#BF0BOiJtWF$C~SRfxwqk!}B-_OpeQMJ1z+RWJ5XVg~4891cwl|
z(841eA7W7CRjps8jKH8Mt-*Ob$PnXdzE-m;bv-A79O+>lJKKVy99s$J7Qro%_<FlJ
zeF!gx)b!1BU%Co|TT?&9Jl(jlC7qg+gGWZI6oJrzD>=EP=&l5ZyLFOaEFd~_Jrwie
zdjFN&#P&jCN{chcBZ4DwZneD&j1X|F=0P48%G(X!-ZR)?wMPKsmg1#vbvhQG$L`I8
zi=3g0s75%Hw0mH-=gX!yGNhUoP+4_x`%i#9=G8VQ&oVax`e69u+NT!yftMp9&S8hI
zypL4*I!1sWvn=7o)oC@0N<+^8Hx?#$H{Lpzx^Q+`RF&&ypYNmWR*&Cwb=_RizJC82
z^VYH1_TfB)LGjQ~TF2w{4ENCW)fVQF{nLt1DJ=p*<6v}4txSIFPe&M;o5>>mi9*k%
zC$Ko%;D!(aqb&*ylqSdOG*f}SSL(ld?n*z3(5(6t&~LS9BdmKFELyvk&<`G1v<W2i
zH_{8bjCOZ=U=XYOR&?SpF+WIlynUdPO-lbXGi*o?E~UIrSJd%Bf_9Z4%{T;@)d=XK
z!oCU38Cmz%)ScC@5ZfRg63AVra~Vsr%H82XN8N7C@pD9dOv42qr|T?c>I+W!IuHk<
z2v=b3xMYn>q)`71nZW6E4FkLr(7Ayg29|)d)e|;ST^DcdhP5>Nl{<NaE%fB3C8gmZ
z%Po*oYSM5w*ALXYftB?pM!Ori&{yj;k7tJ094!h%2y3s7eJH5F%f5gF+nxzc`@Zq%
z%^ehX2E0bqae|dRa~xzqKZgFr04V&EZehhUw-lOvnBPUMUmnqcy}rpnp+85=rioj9
zOSo27DUi>=KgzyDaa3+otBA?1rHy4Jw%ysoXzDi&*Gi_IOK?uHid4aI>6cBYM_V+u
zQq8B==I?6>s*!O`O7?X{G;auK?_+WPKfIFDLRe+dos6~$&xj+v;={B)0M%ReqXgF+
zs0TdOXATYibb8Pwte_2e@^gEGhUik9RwRt6)Dz5evzBhuW9I&pWuZpN!>SKG-B52k
zczHFWuqhaUR>aS14-Y^k$8xWb_<YQHb&YSc;6rD2B><@OgK18n_PVsT6O2iPHT9PT
zBnXZfetL4PVFR`?JUn0<y>=>;hTkUttTux@y^2D#KwRFH6428{zBT=Xz88~{P?axW
zXwT|_=N)OM$4m>;5I2|M{}X0z9vZQV6IX(^e+>sK^hod|4}XDwcwlQ*?)r%J^5AsW
zvew;c-&X9xm9Gx1&6B%#SwNGZ>gQ=*f(4K#T`SyO(p~-3#!nvtj4dC-pg+J#<SSQ?
z|D+B<Fuz36y+KS&R6d__gh4(XO%nzeSGI0tJ6~yWPc`&0CJ~~DQf!u9_%oIJ)8N22
zK@V^d<L?F{+E5pe9HkX8RsFxZ{fnY5dCLui_ZNF5K+?Ji3Zdtm150}rUu{tcTt`c<
zFJ`SY35vAJk_UvB$)5Hk=@&e;h?eAiFBRdL-gL1MC+d`q0#Ysud;F`S2v%2nRZ~I|
zshJ`ZUj#cnyl^i`x%*{{e*fAKUM_edCBitBj0LIA!t`Ah?dlfSdEi|XDd4;xi91cj
z9c9l^6mmfhgTpz^m9r9zQTGhRI9^x8j6wBX6i#pPINyY<$pnze;dpW{^;Tlxq#vzu
z;h1?K##evZ&>zG;4=7x~kU@Lv$_{1IAtAro>(|{z>|JVeu}m;{dvZc>>pccWlzh>P
zz0apZy4uPUNO~4ML9H|;%q`+Yyve(@pvc;pP6g>HrGk#D?h(=_DF-h26tiMg!yhXp
zfd0(lICy_zS`HPF1p#dJ^FuFM8kp_;_%RzNQ*UWQe|``Y*~s-xUVjZ8qYSCQ{`|?I
ztKwJnGoo4qTcA2G7a;-8(SBhK`#`gF(kh{b6H(nPzd8p$;I@uQo$z#%VsT-o!CyNP
zJ)BW$6Zz%5{;F9OL5I~NEfN>}_1A6OP0wL*GY~2HGPv*kaNTXLg}}n`R;9|v8uJVt
z7`WHOFXq07chuU}ZGQVx5hjlBlEx#-I|g~rW;r0d*sOkbA^5x(Y5QaJF%<D6<|X`R
z&?{C47bKe$zvy83WU<$+D|z4kkxf7JgQ!kssaKvtpMJ-cQGUlO3boC*=gR7s*x|{y
zyE1;)Nw(~OfukNfJzk`k%@1(0xJLtiW&}K0+aZ}tFyupOC}vbzJs+&f(F0<ezdVWB
zZSWwOz;;)9Xl&np&e0=QS0ORQSN7b)%P`+fSE9!)s-#zq7<|Y}*4rz)7jQJujgZ?h
zNf@p=yp#^8++g9(@l%FA$7fugR2~A+#S5Xm<H(1$&^M_5aShoj`}ZdqY-CL4W1~b~
zX<vg_{*_DZ;FTRkQlB>Q{Y;xY=$z9u_hud-SS`tAUf-A`rh^H$_YHO^H2}{)Wh`(g
z(4hGV<ar$K2^Rv!JN<d&`qZ+jzPA}+-CDWTV}yH&v2oX#(+JSMx)&MlB#80k1{jS^
zBbvb)nR-TY*I>D_frM3d4|@x2)eu%2A%FdDk$5|Y>ln1XBfQgNMxrQW5YXHMI{oH^
zMV+u3a@B=U=()}q)5AeXNxF@@y1=09a3^rNl=J@#!)xAM%&NmxkHmvJtUA~k`Ex7p
zzzZjYgyCkD!V{8@M7HlM|FOk{kB~l>iwKjPPh0sr<mni+Ic8)=05feQnJN2S+w4WZ
zLq7U97l{sDK*&e~L6t57?{kYj;vo;3NPnD1L`Ki|ZTR&nofDQJeK~p-)SGdlO`j2I
z4jIhgRa@`indYKu>?zds81E3r^}$>TO@Py#2xTilOg>)7bjSC}2Qz!l&SC2ApIXe2
zaLzTHU66TMzjj-T@D7)LrR0%W>;WBhcs>3PQ|}mE$NPVOH%=PcYTUT78?%jVG`5<g
zv2CZZd1BkPlg74jqI*8y-}<k0Kc6}4Jh<kXx%PYS*QPNsNM-L1S5VyaRS<v(#y>W6
z4K72CJ(Tjs7yL2OM}VPG$lN_x@ui(0J8X?O9lvY9OzEF%oAwAe!tpJ!Ar08Tl_R67
zlCN-X96*2XaGmBKaHU`B>nq?RkfmM<A~LZHQ&kcpgvPD8*NUSgOh4~(%?cvZ4fh)8
z#)-VJx3a+H2YIBHnu)Cy)3}`cKZU}ppc*N=@X)v+00vULbvaQxQZY=k`B-$+pVLg!
zje`~OfLCkz*a${Di<5Y4EQVN6YDC;x6`7MqyF0x&01BoMFD^FhR1n3vf?{gBU1{7W
zIi#T~xt>A71ZR6;8EO5v!29gmYn;hh?a*9$9fO|v<##BB{h^<I#%wJ9#?j$dR^l)?
z*w}_?VU)vm+7|fKdj~stQ5@s@uQC+c6XWE;>rN#g$&U)_b_S(PL;+RBu#$8FjgggN
z#s~DDYAME=?&O{GY~sGrOs?ul1~L{XKMB`*Bl8)&t-f26<(G7#^hMOM#4?x1jEx~W
zi0VWoflaIDW_wf}usa!;eG8L0!K1oMq1WZ225r`Yv!>qBH`<Q|*S6d`F&7d<$IOmL
z)~~B9%bw5ZN*m93*t73>yG2O_Fe1VAT_sc)Gu=J@0&v?myVUj14WJCiKXAJH4=7B}
zgbygeP3^z!KL%9BR|uk_*m%k3$FQt?y#4*M^@P_O-<=u5oc@_raJ3U7QCit?v9Y>O
z5RZ6>#;&(2$6~vVqr{IKE>jEu7CD=sw%?btWNo9PGDoMU#(=(X1T^M&eay)V8J;dy
zy1hQJ1|#8%1biUPL*JGMK%;ZQzQlER0jzI)VPRqRHho)LrioWcli1V27*bSGQBeZS
zJN=*rJV4t(3lZ^uld_xwjQT|UZfHPly{MQNwAaS~uD${soBh`JpwQiqsn~9b_{GHb
zP{u~P&FIurJRQKxih_c2$7Yn$<sTP^{$okT`<?k_Vn$4k_$ct|{pXbndw<a*uSh|8
z6mb__R@scyB?=DS%mj{LG^~ByOdlMmIX57JylObp^L^z)5|79v2vq!(pOC@YVXJ{l
zIQc^&kOQ6O`hd_2O|X;8v*WzRVgf5vtabSs>NjWE)}*aQiyQx7^jVQ>z)(&KuhEEE
zKI_i@R<eyf6_m1Q1saYCj6Oa37d?ldP*7B6lhgb=Y8q4x=N4B-MIuf<wR2<t;TzF(
zim@_tF$(Gp%fc9zVOG%<2Rd0^n}8VadG)P>@GWns+Ye^?7MM~RDvr?c%I;v>2lz&`
zo-wKKKA;M#Zh83#m3{rO{`v2+fi8`Kpu$k5-Uv6XW&C?0&e$~_E6VAfG#1kK13Oq|
zC-T<VsAlH2t)CJ+O5rN<kK`2sagn9Ws}$``z)ax2#-R+f$D<>qUM{K&z?-~rqhRva
zw~b19tFxZ`83jp?qrKnPS720}pD3`E+t$e1Gmt%P?yDXC7Wbnpeal!flw`m`a`B63
zIq80=)6X)B?ZQ`!bQYyivSSFm+w-mxep=mBW^E{D>}^|<*^|HW4+RBfs<Wl1be*H)
zAW_`3aEZhVw>HGt&W(vp^crSV_mrBYt`3oGcbsim6~{zvch1wCw=er6e=({yC?G^O
zh#!*b@3YH>Hgv|da$7mcjc8+C?Ai|ClctgyDOa%zAlc)QvSHB!6KU1=P%z+~AmK*O
z84JC%%)nkSuKEIpDrDuh6|(knj)~R=hl&s}xI!e<ue@jB1ODWbf2Vp@LqS(y4qj9*
z{>bf7McdAnzka2;YVe53-~si2WIGndhn1$DkXly}e#uX-RFZe93C|MZA;WTV=O$s*
z(KuHPXyiuK^UVLoZ1mu~yywPbEF4~3e4Or_IQ+}QK6wK(Uyl)Vss)$O$<n7Go9~>$
z6<zUu&tAkV<5Q8Q6ssJAQ210FPvUfcq$sRng!<+?QQ$9)nXe=4z|yZf&p59;O*0xS
ztD*zU7{pR6_r;)AL$_*dUT%DY$3N$BiW*VbJe^Ccb9AYzV<_9q%Q7d%sZC<<g*Yd>
zMQ|D{y-9P-F{hSM-rlD64Ol%>dZgt;?s)~ZC^MyHG>ZzvlhR&F>V(p|ZvX0B?j2}K
z5!VH!H%Q}`K##Z6LkVq6?9Zl5+4c=E#EqDnXRj$<PTE(}n>vY$A!zhZS`p@3`sF79
z<Xy*wN~BC?1_0+1>6S|rPFvuNfW8tHRpqpA_4YV*bpdu;w?NQAj^1nMf|~*F3>r83
zyWgoal^ezU=MI6$ZENao?SD4r$+g-eR5pza-k6yIrGlpLx10f>(pcE{uwfCczhD?`
zjHileeU;T^x(}`!@VzFh$J%k<g2E%|B?zPHP{klGgwA8_Xf8_8&Le}oTO~B3rOZ3+
z#9jza*=qv*fTBT|dB~?5R{Y4u?2~$QP9>)zimjQk<sYZO2CfiL3mQ5zkM!ygocn|j
zoPgfkSa{#2LN?{^s4yj8P3^J-8^hPe2Mvs(2dD2(5f4``EZu`muasVkP8NTc9v`^+
zLKUo@mQVX8v`{Zm9g5Dc7M4Z8k2Go6&DYKFgc~=a)orZpXLlCeLI}~Dzr`Coy_}v{
zi%=ZJpT6Th@!}iK!TF&bpBN0`U(B8UfzvP&L;dr_jo&+=MoQX#5{6PG(R`y&qo0(e
z?)S*GK7e{F(qm=YL_1^nK_N$c;&(+(a^=E0Sk$6Rj$v**6b5Ze%&TeKkNES-fipNG
zlU&ek0+(3lhdq_V&3feB^V508JKkF!TRTzI^uW}A8O(vqC(i;Cr$<aFmW_Gx3wY8!
zSbZ}J>vZBTGuxEEr%f+^s^QJdK?weou&-n5hRbiC>6yS&H!^X>Tbc^WsyeZ>`Xq#F
zT;a}zMzwDwM&lTn|0rR6LN5qUdVs92u56wD2q^|heD=f<t^AHE3*OFLdYzdWBifjx
zUIuG2&vUVFo&AvBypWb*we2^d*h$EOf2a#gsbfXXDyyg(=ww@WeJdV?)HHA4#OCaf
zo44+MJFw?3LZQCVrMfYLmEOx%qv*;fc$N{2Odhz*yXtFaVoVum+`{Ep2cU;ee*g;G
z=2^2}sWC6Pr;6m0hlau24mlcv`?A9oNz*F_#nogWne$yka8m|PBa;_C&^*EYM_0{t
z2-zye`=9Rii8-W@ylh3<CMnggh0y3jTf5E`cS2>!-`}5xfu+DTRKyJTopQ@?$nawP
zlTZao`0v5rB9f%^Zf$9Xr}2JD#EIXmuNw?)ayRe3vF-@2yk-z{vAW1f2F84jT{f5@
z3k~F5b_jjxzaU*i8sgi9nwePwqWC>Z&*3W<vvo4p?|GX?_x#a6Y;8thRYLeyQcvun
zS$v$H(h)3JSk9T>RkL&c@n%osfX7ecZ&(L<@Dhk3x2<v_kk2d0XBT^`R2CW|zY8*B
zEp02rLbaxaZ!zrb!mtTI<BguZ)+RwrJRIf@g%o!(;r!7S(U(NzLR39m{8Afn72HBT
zm_ax@kx6+aU$B58w3p;K`auo~G=*F~HH~6|72!U)nf~`Z^uZCI(KcDtu)2l>7VmVX
z3zcg@l2jD^BGGAz&5nto$4wNf-L?RgSy!;Lkv*tdm+w`j_g^uP77s3rK65F}`z%uF
zidV**W=2V<jJm9C*z8BL{><Ns{=2l0F0b4wmRfBBXBuaaX>)z7M@7gf@L6X6F>W-*
zM!3^cS0Vo6ISL8Mk+V1a;^D}I+&?3ZDYzA{9GPtXF1?Qn)sb~!4aqReG#<PhFfUno
zSRNy@dG7JEr9g0%pnK&zF0fZ{X_I!zGK-})kW*{n_h=VHxLhQoSvK`OuB<zu{;7?y
zQ0vO}w4PZ|fTw{#6^ImLr_iA=sVm3Uf8f<sKvDO|wDd6&HASb^Brx<3B1fLoKK)V}
z^T)B}bT?}qBOQNN5|vPkG}GDr$dI-G{~GHgKa6A|UHJVyJWUX2x3Vv;2*1rbRsM`_
zYZl059krDYim>abBm?62kN5+Bmo6vCI7|BcP+X5J8T=DsL$av9I4g{v<^HQ8u5fWl
z*E^Vi4gkqBiZxe~Z&b7T$7C^e-q#kmyuQd?99HwyrJCOJO>f`;9CKhQk_FX-vO4uE
z;NQf`cbyO@2-l;<NMz@%KG<}<0LqGv#OPAp3UsDS{dMkH-EUoPY%lUt%vEiP(ef`m
z2F=di4v(i<&feE%(a!^Rd4+;KvL~1xGF~FD`d0`m`>98ChnSw@=mv}9?TZr(a>&)+
zHQ*3OmVf2c^)pKd4W+|L3Q={`!;-$nMP7!q&XUQwSkp5P;N_C&VV?AehJ=8SA}wCr
zs%!t=dKfb@YM5JbbyTUS&z$ZDAgCo_=QmY-x<!iI9@_1bmV{$Q2>jcF06q3tL}s_-
zjrD2|uj+sx<^I7ouddc>{pI(AX$MoLqU$coXVmxb^hD>xtTz8%;M)zC77<0B2tC@r
zBSaDV1v&|JCzk(B^oVy=cwYKCht2=FO<A$|kI?5w5)l_q$XPRQnE=Qi3nQq=V&Z!?
zSfpU=9pJYz+amKshsY8WKH49x5qY`CKT94oLJhCFKx5a0x$(at&a12RnBLG%o<_C0
zNL(+_?w#>Pm+d)Yy?bNx2xa;jR-b+P8E;WZ%?CRE_26iyLQR=}wDTkBg=Y#y@?;T8
zYSRUJzb1_R3RIQ%*)>7Zag^&~5kXu%KepwP`)k5n+{cS5xJ^+CF38H!n<rvD0r!|=
zC1i^1vWfol((s(OE4NV-$@kYP3fk}={e{Pf3fhV=b{xEJazxQ>vRvf%^Hhn{h1)Yl
zUQ#^n=nziS^g8PL+99K7?M3RUohBFZX@PSo_V2e1p)b#<^}#vE#)^rF!J7wF-}Tm&
z*H^1?V^A`MQ#1{KEIFqUN0(H>+1o9l?+sAzJl(;dsjK8Bq+gnFIen{byp){0=qri*
z@x7N%Kc^}WL(On~zdOf@22dda*0ZB?d3lJ%eRPC3-gl={=-~o`TX{q4ZqxM|EUmxW
zrxHg;R@T<yZHCus<f-7)J!bj}OWppe5&5Bc_m?=jpc3xNdI>#oka{P&o`JW#CT*^N
zJ5;w7L9>`Cm!A$<p6gunU?k!ykseO7n0b5q&?;_b)U1sTgoi1I#4_3cNe@y`Z6$ri
zdo(6!{fz^Y*hVAnJ?G9Pw<2Co-v5OF-zG1nC3)~@K`yydf)mi^;)8Mvx@h-y3C)h5
z7@N|rwQYzWJT&MZaQBDo3Tv-3ly{#dqylL<cAL(z3%q8BtVFz41sPdc{Hin6*v=Cg
zjb2ppR|Vs&jVO0FX~4A)rP)>B2kANE;l^nR$vv!HWH!-AF1Faned2Ko&E<?KU7QD;
z#M#=bfO3x3BgFK<oA=pT1x@`JWAXi`*+ry(cR}_G``eg=%3vq6EK8x+w!xZ+Lg%v`
zOJSQ<8p(-eDoG`rNB5N+*|}wDhcgirB}F_w?BqUiEz_1|C9UwK`+F7%ebg*|lH?3L
z(HvlJPjV81!?a=4h_5B{(yfZ;4@n6Mf1IkQ>^l?}e_9;J;-54wTK!3CXr@Xhae880
z@SXI6m!IH?#uo=gJ*5;B<H(FLPGi1=0<{lmf4R80g{><PcmrL%wAh2^C)nQL9$KY3
z5iM2iX7~A~@J&3=X%#O1J@1(C<ZK#$pX(w=s<X@O2v5w>mG<rJODzsa__}6u8pFo$
zyxii_0JX3qKwWFOxK6e8_w){P6&I1ae<@TZ`o<=H=g;6}_WU}Nj_t_w``}NAkw><0
zq>{(2Q}iT9TOx~@H$01(&_9@6PJaTH_8FX~tpHSW`)r_#_D3^^&%3Ad`6@PZ=hK&{
zxo7Yx=-7pl+6>6_O?mk+GBQSz2oRu>3ibmI_Nx(^>>T|r@1yxrOz`8Se8Qi&93jUm
zWnG|=a6DD`u=l+j2oVf^5Qffa0P#$~`ffp>2;?1ux~#0McE^~z`kNhgV^dQ@Rm;^l
z-lD_^F^gH;t_-k4axUzorKMAOUA__#6X%wf%hs(01qG4wXfD=Jq`^oR2@46Wgyr1K
z11a^D6?|%H>Uma9k-ak@ohiYXP+}4%B}S1lV&;P@;BnV|JXc(L(SKc3RP^<z!)W01
z-N^!CV`Jmi?epCsp<TPMP4PGoH7to5mUjmn`7D<6CDeqP8XD6Ea`B4Q*DriLJTsxz
z@xYWESI^Cl6VJk8Jp(q0e2L?6bX;ZKT!o@)C^PWO-6`!DNp9gnbY~ZOvA3V-yJlub
zO2kwBxAraO5j1hmUw@mEe#|+czMc_O=m~`}u`%x)TCE2}1C<KvEh&NC9dFnKb>1DX
z4sVN?uXFSBixgiw<P42zY9QQwDANAy_$sI=!!7MMZMUCsN}NRx^qqwZfkbr$@^0v-
zm(+0fK?_yHUOu7|d1wp5I;cx;F<b2)=n}7SfgwS)FbgNG9$@8nXI)2mNATUknIlkz
zm7EXCh(}(Jw5O=7a3`#Y_P;Ho^$5QZjrPTN4=+DC+DWbP-MuSb^&s$FP-prBw~*U`
zUnO*)M?}dW_!l0LLa?ZvmQVbCO2kEqPF%kwQbPrf6jR5iOi;?>I?Sw^Wy@IR_d-Im
zlovO?@+Wy&a@eXa)KgSY-suhBQyPUq*r+`9&5xwLj2#anwwoBLo?hP&Isqzty5?p)
zedyDbl<nIU<n~)p{+qFWn<ZH3!lP3FF#0OzAds8pXwM#J3Y#(8=CYsDT&t#p!^4>`
zWvx(T31v42gwu5_14tSztz%K;>Cs`U+Tc!G)TdomY<?25AIEBicW#XG)?X3*q?R2O
zX-a0BG)<Y`+6#aT{9R`|$V@;#`e+`cuj4^DssFDxRJX=0^&S`C^UE>?hkMVgz;n%N
zPaD4Ja)a6;(BXEjtMN%?Osu0ugW{?<AuGf_nvvr_mjO2RqDS+7sS;5(Oox97$pOVa
zz04#svGZ^!U8#x6VHJ6ncjpF0Xjrnf7V%_I*w0f^UhH0-;HO*VuvfisFGZ%%$jU?L
zm`m|b5T8CtiwUdD8B)#)`{s9gWbX|q;>M?!Bc6E01LQ!jO0Ddz+e0rA3S3g$9*;@v
zCr@vv%d`E537Y|$8SvIK%}HPUn!TPUB86*Xtsr;VVhDBiQ6c5#7~WELX-d~q;yjJ(
zzIUUpE|LQSHR-YVLcP4~w+MmB(tcSY{D3tvO-gUpCP=UIByhw7Z1aqqP`#WE+!85C
zxBC=SB=;K@D&p6LQw8$Dkwhc82hJCDaCu-=@)sg`Ith;!jT@qGV^_`11k5Y={MpF0
zqZv&-kEmPie6SQhsT-{W_JCVht=jg<+K9X|6IUfAMc0RE?K%Z*ql0e`Uho{)Ay9cx
z1e#N|K4&05ZnX)(UcP5VzRFxgjs2ekoI1I2hIl+_)!a!ZMtxJ_Yh-@@En2o>bXI4)
zYoiteao0$usq}?3PFK|+oo#q2KoOhV6}daLF0{AlnoMrKrtNaM$*)DvRtv{n)uydS
zwX0|jYXQ0U#86=Rm7zQz;hLA1h{iJ7(!xZSE^NC}?<mV&iTIxVp;gw=qd0DIGO;b-
z?Z?g0&uPd*@mmCb59GqTJ`#UoQ2Ox4mgfOl!h;{W8NYlqW=y<G;g9$;`9m{$rFUN$
z|DK7ugN=Y(p&$K%(MZ@K<y`WsfOO8-!k;of;|~>0GM(mZ#PTI?zu!-E?Hv~=H?n2f
zqMfRz*~0m+C^Eks+$j&DA8cC~8nL@dM&6CIQ`hF~y-G?;`!eCuj+Xw3D|&O`t~al>
z@+^eQ)TjtPn!<lE9($+7!$11ct-WBUNK9gytIuUdMf}%(*LKk9B&V7DvUfs7!{rTS
z1FCW79Hxsro1$Chi%^27V2v<1J6Zm8H>AtxVqW3N-QJAUmY&mmk%k+8N5T|Q(9nwg
zZ`1lvsQ&y@V7=0^bvxW<Cac>cs%`c(HF*3UIrM8)Z^VJeXWrOHuJGn_SN=Av+(D7{
z4>H7uE+L7b2>BX*a`|m6Pxs-&7q)Oky(M3T!i0%1&-jkqrd%muZ)Q<)+axDAsLZcr
z->b7ekrwUs-fpltd&T-Mqy>Gx5xs+H)=&xy{5oP<of>YrPFpS_)WU%CgO{Cs`bQ#j
zDD-FEJ1hkIw(vj15^1EeqgUabBzN`m%oHh$OLI0J5=2Ypo@XL^hblRszU<hp7l^;V
z2Mqed#Q4WkMredrXtJ^U`ZRC@yxk!)&S#E1SWvo35YA@q(g6S*NhvU#;;fz<iaI;6
zRzO|KCh2wG6peg3rz83LoKcnR!JQ>{VhqeWO%rz<!oXmu+Rb}TwF=ZdffeY9ff0Yl
zKs<OBK32G@IC*r8q{yUF7|T<NxNGH~2-F(*WhQU&3zE5co)qY|rExxG)qfY8c%~e;
zy=f41^OUQ<>M9C8zZCAsP^!qB8oP7YCaP^y84K7FCaUGel;$Dpv7?jMrfP>^y8nXb
zz%VfN<owG_MRp{C(dnHGG79JqCur9D>3g|Q4DS=`H~*ExisX(*B{wE4UY~tI)I|E%
zEieD1-))i@^gqucy^!*-tB$O|E6KFKyzHx6;=c$}!|m&&qL3YbaoV>g`gWg6Kk-Vd
zdW(o7>o8GuAD$=&3Jm9Hep=fhFj3Ctsg&Dh`F?`QALY;yRMS2duWhg83{alk0z(`H
zD=fSfZ71W$nd8s=xDruNEpHGWe0phKpU@`%kQ(*lFSs{UsSyeK)z3J->kEfeIJOSv
z<^<G{+ZHr!;Zj`mxc3P}a^GqEnh1D0lpexhrRfhQaV$ZZ6%;JN&WF>l@j9EtC6gKN
zSkX#@Qr&mcB=axHR7*I!<xsVsS?nPUYJnde>85{Pd8!O=vu)VDHb>JtelD*?B_ufd
z(-Hgg?}xHC#pk@}cQhCofA^<J6c&PM!htSbh4SLY-2V55pn<P9LBwy0uG``MueFHk
z<ex9b8HH|80wK=H&lpx%CY@Y;g+Dfc@3!9TRx|CH9<piFARis&=B#$Ev)MT1kR2<<
zJ0GM1KV3*%xKxyrpjYMf5H3u7wcQX3r$fWZE__%pxjxV>X1AWyMig7&z2_6@Pqo4n
z#Pm>&w;loeIHGU7*n}uX5`P^k49A>$2QPL}D*N?uZs*zn{V2qlig@<D8I~S!Dxcmc
z(4R+eDyeHCpOS=ga^BeY2HuUi30$MLKlOb*;;ZMUStmGabM2oKs-pKyc02g|)_%>m
z0t?<Qo&Ejg@|>p=(;Wqz`KI8kb`8#RS~8dpT7xZIx)kZE^HKKAu8M$?gME<5RpLQw
z<s;{Q{_MXq)pPr@Fs*6~RR$%g$w2l?5!}%{n%AkM$xgVA2;=xmSTlGbaC>;QM;GS@
z<XdbdWp+E4vNB4&vwO)dE!=_3K2UPu-TO955Y)}Tlc7J2yX7iQKg1OD3(s)=b-9q|
zxu9!#Ov>d|0>yo6N5v549Ch-?WRT=Mn{$+O&k0iDb%vkws~R1bH@&Km_a6oAfD2FE
z!Ut*G-vgC(J$|E(?G<A)g2zYGa(+E6$9RgdQJZBgF9PW#qK!eE>B$4(mUrJ2i1=b3
zo4(E`2JJYGXb5tk>amU-;beq!Xx7#$tbK}I5zsB{gO~dB54rFeLJMcCY-UJf8C-*j
z-v&I{G<3MOO$lfo%rND%>7;z;Q}hF3vQU$eBYQmk^Pw}!>ZL?SpV3tRwH{W3+KKwa
zzJ%^&vAW}sVqqDy0;dAE6I4?>L@#KgfRF}`qaqcYk(aj0{}G{C1DWX~0)O&){w*&R
zbJb-$XWK+mCkNUH1>7JTfa61c?WE;PL|oaMc;9=6;;bAH%mI0ETo5N#kv4jC_?;26
zTMumXXaZkX$H?t<#cB7!G~!1~BT6%{nG6p3X`%&K*7jVItrwKql2kgOlK~5<yH{C`
zuy#I#11%T*|INVsGPvw!3zP!sl#8an3;jA6PlF;Qm0p~8Ib9THILJy-mIT<*)jl8I
zPhfCahw0PRw%h%J`tc>DYmf=?D=6<hl?{kJNB(R3J@=`$X~P3iP3?p)GTY~!$NTkK
zl7PR-eC7*y1;EExToJawIq<WYO%`MWjcG`8#q!0ER!Ei<ViFQY-M$dC%*@3WVgmg9
zM-2eUY5+h}+rNQbnp<0EBY*F0h%Gi)EtLesA3kpS6hru5cD^tL&d&XiDvl{2{nuni
z+QE#VKnd}CPiu#pRKTMEt>Q`j>gFa7efH18S<jTvha5!?LQPE#`zfh(7q3x2JV8Ak
zF0SOc>rOuc!LTG?9pByP_;dFX|6O*+dE{PPTwKKm<KNqHarSHuCkDH;39+DOs<*nk
zl$yk>d2Ax+;h_@Ih+GpfJET3{(xW#dDQt%<{O=-hG4&iuZnF;3OIY!7k(f=T>++TD
zC%qGf<D)|?)%=QD9C{SNo*gdFYW{WH;>$gQJ#{VzTX)nurIYc){gk|_DiSrE@Qmi+
zmu8yEHKZH$;qnp~&6HXd0x`{#TeOrhffc|N+}{`n6p!YI>;SD;Es1_v=&Yex|Ii<Z
zijNyhL|uqa2tLW?8r6wy43&-qA6gVd*a#3!Z>WUsr1Ms|$3|ogWs`wbnU_zmw`~}F
z^GQ&%HzxZBFCM1nW_njc+@<JoDe9EQZJ-Jhw1@vRaI#<;t<l?>+fn63oLE(v<{U1D
zgnEOZijm9u?^8dtKMyu?1&|LREW1;2#MhSGb*V{s_7^)bH|mDb_ebAaglbhCX}>eL
z|1z?Kqc1#@*z2Em<M5MJ#|W?9wWQ7yOep-DLQ`B13j`T89H?O;LRt)-;nn}TYxpW=
zknWsSL?2N#q0z-{=6v0(#($Ov?vkO->r}`dar`twJ-gy>iX=5&*>5I^$!hXXKqnJd
z?9?u!R@lOrM<L#>Ai|A<u&$~f*JvonS&UKjT*FCGRXN06NMLZeYLNxYA#q^vFvmGQ
zHi;bd+LE)MeP!zwXf@@<j|gcq0?h9igw`Iub#-CLa?RNReny#;mkUB6MrX}gVI}VC
zytKDoCOAmYt8S{c%H|2Lj$xj%RL}kLgZo(Jj}ajEoQ^2?fg~3VCpuyQiad0IHq5gH
z6JK+blN18(SB&ck$BZZ}XBJF@H3jwhCam1%Run5+lf1(!$<VAtk_X4MvS=Z?{wE5A
z611hhLEn(M-44Sltk-AxWikK;j_}pz8;_S=w-uPMSf5?3bweWs7QW;@;&2x2-sSgX
zSAv0%2Wla&sYSusT@&?lp%G9R4C)jVWa^EU#ShgY3P0fXX2#w9LXwkLgu*G&%6)4{
zlj`($W1&J`3A04_bhklHY{KrBZu5)=F4hYTBiK}lbYUfThO7J<ArQj52yZ6r$<(i(
z>*Ezmba8WNK^_v@(<$RhI_h4S&bX*h81de)zFrX6@`If3UYQ7HoRUrgZXRdVD^a6v
zTE-xnUg^UImK`V%6-nVlh)*S3j92Ajwx8T7o$FWqDmtu5PQ!5bAidU9G%GC6m~Xhj
z5$h4US%Z+)r{|#$rnB!mZ$x*m&#ZZpFWp(j5Zf<Lka$->#BAV6{}_a^=+e-4S8idy
z`T<YrhpEZEy8e%ZS)&{l;!st34Hi8FCFsODC&I?-@AQTatp(x5ul&O}H?f#|RpS89
zFl3!IbDk2FIl+@-va0V<$Z{~toYVN{j0NYrl?->UtSB?v-qk6KJrGP1c-w}MW)y;1
zII6pKW5;-oPpnnZw~FV?md!sK!>%)01<P6S+t`JoT~l2<Er{O!spz+3k-0B!xO&*L
z;~Kng3@x)ykb1PPYW(3xuy|G-W>B%rk0`wPf#uS~j!wqZP`?5r_EIxsfrd;x)U}Dv
zJOVRTxlAf)^8thhl5G@pqFP&FHPSw-xJWUnfkZWt&-4XCPttkKt(y9RS9GtGSRQwb
zRb7Y$SKQ!0k4}EM^JXPS3LuG)#P|ajJQo$y5KVG7Iw^<UnQJQxH?J906_uslLAlUP
zwa1{An!La5d0$JBv4CcqA3>pi79F=}ws-C9x)*g&-$W?ksNDDn`)0IAZ@VJ;i=I1j
zXy$V@=Voii;?jyw%-&0DS;&?NC_I*X1|(3!@b{mbC6QpKx+1Mk^?*(QoDk1wv)I*M
zHoQM_KfQB|G+*g(cvpefp-s>K&(?bLnV#}y0_z1e`M@LePx=z?vwn6^Wg*1G5zW-K
zQ_MAZoPr%~VsQ3T*Ll__rxxUwGG5yEiP^{_g=t=5HQm6<!cLLyb>A!|yz6*4owKO8
zRINbyC7s?aF4UdXcZBf!8pTeXSoMV0{@2A3eRsVt`b_qY1Iee;GmE`13G-8Y4cLUV
zPtb*|g2zH-_XyOG)`VM;4+l!w_B4nBKH;Kwlsws64EG4Zp8SkegJ$Zptb4=8I$pXn
zH1%PEPEq}^YK}d%DsZ|s{pBM?SM?&1d!wJ*ZLLD}MTue+n2LIQcEGTn7jzk1;dG_F
zh)Y?yWt|Y<RV{8jb9pxS(FA>MNv=E1E3AF(qob{`^r)Z_4kI0=$^k1=F!z>WK=Fc6
zt9yN8E(GbC3@6t_EvJNqu7C(hfq#E;?B!EhCY?k^DXa?CytK=-+M+Na0yZOatE8$b
zMU_M(hgzARa}*jO!w7vZJQO-o;;3N;UK{%&%ziDcrR{48@ML6~><+c99JzCo%<NL$
zIDNIW*ct=+qH0Pakds~N`qC0HB6**&d?K&DGZ*@D{Q&Wl5Q`$ZP0UL|G<Ix-J`_P>
zEzKMMa7OWX2Sd-~xBt4Y$sjJ$mkyc}YymINK`<|uEDm`B#cf(&7vN;GP_k6)W5^TA
z`kOUW!)B6UxzEfZij$1SWyW*w4YTqs)A+OWgLhUv(qTl!y&0Q4m4rxTx%BC8E3_hI
zsT$lSbV%VkY_95M<N`j1P5;TC0o9F-l?atF!ZUO~?ysHxC`WRtSH`&a!}inA{mQD_
zv!dt}i9$&-(qX_dj!YttcCH_q8zmTz94it$R#ulLr34J7jGdfUXxFj8%c4-){pdFh
zOp~ZC(3Vmt0k?nn{WXt(c-V=ytRIgaiU^@P-`nwE*E*EYS6-KL3UH@}G77c=H^%{y
z;=-w$8RoCpO`?CXoy`;NMt(tY+$4M*XjY&d)UXmIIyaYxLX^JBZWf+|m4LLquJbFN
zht(ID5bau{Yn}`0gC)=lP)U_l(7T;JB-i_407@xDTN`xCfg&DTGQ1CBzkA{&U?p`;
z9%oLrpJI;Z8LPl>pg&wlzeX_8t4xWPf7(aL)4#R789QxVGXxi^aGwJXYG(Tv=#})4
z=ra9rkW$wHYifnN)LQT`u(^@r%qS11hlquM>`Z2BUL(owUqs=9?(gSmQt4svV;{pf
z7@J}q`#C~El>?5VD}%eQV2?yDb^~R1x`QLa9ZW9@or==lyB*Khl3#vIjy;6X#B7-L
zb2Gv=(MF`1?YM5O4yRsM>PM*=-M5cW&Y;gL&{=IZ%(d#`_VlY&#AoWB(Y01hiuXq~
zz1j5(BU2LrRRqtJ#?jGfbUIVRdxv%(5G~~t@ACp{{wVxTBlncIY5W{K?r84x(IEun
zEAzu2F0HQ=4Xg-EvYU4lO35}m?HjL2-qWm{Iht#U+Zh?(BSzJUidD=GMdhPB<0oQX
z^^dUAUK68UuAEm6imbAjHX(^cz3w9U#M#Ch<`xGN<hz6qVun;MXkt$kN(-Re?J6Wf
z=GoMz4PEiRG5-^hHu`)9b`82MXBL*Nno7gOk3uxORlv%Ij*Ef;GNTcODUUlj9}1yk
z^KiILuwGV9iSz<>wP*bBkw`fd(?Q++q29%gg_mL*8BU(XgN|fsU%7V9JVV=?$G(i5
zNuC&oAikt$i5?t~#x;tlp#UXSL%VdO`8N(2Pm4JAub!~0*_$D4#34C9M_}8FYI7<?
zvsP=THE{UGl7jA{gub){)uxUp;<yyvlqXtCY!H^jWqTcb<~Iu=zno=Eq$=vJwNqd2
z0An!P`2-i$L_{kI1x4zXX|uYPmPlAP;8~qFFJWrsm3Ec%&FHJLd0U+@ryuX;q*QcC
zf$6fBrHAY|<FB>t<t!uK#5G?EN}$}cHO9Q2lKCG87Tk1b20x2pPCi&PcA^U|Ce+K@
zB|MC1Am%#u$k`Yot>CO4z4E#kyW8-qIhBYxx-c>=sTd}P2|l!G&eiZEyi<4`#MsCk
zJt8g64U|=gxP5l3|4Yoo&{uh5nZ6I=a6(9)h|&di3>DponFBC4C2`yM&o95wQxD1N
z#3_al0nXbskui;k-yM$ztpKT$4I|}z<15jH+7g+bPJ}9TcrAsD>@n;;9k}eRuW?b5
z);g9SuFf@ls;43oCyTS*IsnMSzsktZz-FJO?cCl#wksqG+X$P^CLd*dNu}5VDVilc
z(9xi_lB~OurM*cB&AoA@5#KbPi$}Kt5}y7Gxak3fM7lq=;nCj38|~2}U^YFq&_VX}
zr_pkZ5V^LU8wgV`o{z!tdn~qub5l@60|^G(*wt}W2;S?8s?JMM%<3NiCly>oc1;--
z7!u;7C%Pjfg;DB$doZ&c3vh$y#yx$wD5LkUw)=hv`(*NcwDd{5Fa0l8$rbC%E3(<?
zmC-S|ww7U9E-Nozta(lV)!+GY!Kc&VkyHe8{txK#0XULSmohRk=2$g_g(iJ)VItH(
zWkYkU7;C~^Zd7c2-ky*2SLOI$u`D*L>;zX$E~jcqzFjtJjWgMH0Q$DqjB+`Kdt@Sm
zD}YAeUqMk(u;~~@sl2|=n+r5-*(U81Kbn_x_a;EHOc$h3T%yDz8A+x^br`1nbpmir
zj~*>h9OdI1Vz|9Au4v@FJFR;|p;_a*WgUg~eTA4_>amdmd7EE!Nn4)}&)#$ZpC^>M
z6}rdo>YU;^wBX-0Jr(E|caPDwgUuw`z7sSFDx5HH%(Dw4zMTZe2PU6BI3BC1z7a-%
z`QG_>HBM&K6HwGVu7rp}7#*H9u*{*d)cA<bP9vMD3VMw$MS0^Sex4GU+kHprdOp1Y
z3a!hfJM#r!yE<YRfdozo$Y`q+AO;zu@(V)|RB!)UDa!2<vG~PEZ4=sa!1ZQO#XkJj
zL|a)lP>|`c%-@4}K$O7*f3KvCipVlF?v2sr?99^LP)xP#NheCad@et-`3|44d3Au4
zXklU<YW?Zoh8`*L+5I-_2QO1U?pG7c*X()-I=Bp@YWFg`I!^PzzZgOXYvx*TUwY@W
zqp#OFm(e38Fh2s3F(L{%S)NaMJxN0*cKLzBL2Q0>=29IC)3OqI#JGNLc>=i?$Lz$)
zr}y#;BUuw19AtArsrSpg@(u_uj$;E5>c@|nWsIZ%@s3~Kr7;QQ7wsz~?$}1wT^SKe
zs5D!vCPGQbQXf{FIrrOZ=GIvUAoMP&eV}K1Vq1`LaY#_Gh@CbT8r!xlHM)k-$lgmB
zp5Y^Jqn_z3y6@on<TU>qAIQu|ry3ht1`*yTLf%bp^Yu8Y>nvl<U;c};3uggy5cuj|
z*SaMxNF3^81w6fnImCI1*#(#|hRq6}o*9L>(@u6AMOaOV<a{g9N#D3@U*7=Ezlge(
z0NAo1BT4Y}QK&ar(p>{9uXVVZUXXN`Uye*+74Jd*UL9dmU{uuPCrtE%Q*eSHX-eHF
z>#hf{wHW{1?r`kYI<Lm*9Izx7!B?A)@Y*B?hKjTy$VRuUlXG`=HNqKmaE-uFO^Qof
z;OWvcl=0E2rX+;2#3-_9{4(|v-p$QAP5>fhLblG@LzfoKTJKY(0}*jUE#GL_i9HiF
zsnhSFo&}k}jd#=k;$PDtnb!w{c&Q<8!nl1>5*vP*3`aduJ~5so7q%YK-=YC76;H-R
z-+}~b2NZ+Dp##Jssh2+=I<rHT?aOaNvYqXV=v)lq3lpQs-%VSVR=yjV6{;`ih)h!8
zbEnqVH(qPP$XXfJ2_`PHKH@N9-jUS<!OV(d4ikspr(w{Mnr`@9oG1kmtv<M8zyA%q
zZ(=xj-?G3vQz_5$*B%@0f0EPngfL~kC_wC^6kW}+MS1!oBRuxYkEJoDLa+Wes|1`n
zMRS)!yy@F1ebe`sl&qeEcctf*)Vkv=F>lG1+UA-MAvK&efEZ)oQ^PoUZc!_!0I20g
zA7LTfU5`=J&rx^BJCSW&o#Fv2jTc=Jte2#NQGE#(Xlt8geaVE&KHpFdyGYA(`j*M#
z=Y$c?I~b;W#vm`=8mA+Fd$qlLy`Ai5fDAvvB)LEO0;!)Vt#-iwn(Pk`M?TEgax4h#
z!GXG{HB`K~5v{<v^x%uzMQBe@y;3?L!*)#RFeCG?Ecd{!p0DQC#i8M=8dbQbgV3%H
z3qcXu0=kMy+97>ug{h80P(IEMN(kUTw$I4EJo1EAnG7Yb(H^bC6{Q1BE8;&Od?XRa
z>{+_7v~?M`8Mi2kYGH4cZw!D2*wX`_b9~x5P%{z$1>i+&?!sLe2CJzt-HX#R%-bEk
z>JtEIEl%)VA=$@}<nj#}YDDWYX9IGdP9#fRenHfUIeG8>xT8muWB2CAPCC@cytv-y
z`)dV;#{L82xI5p_OA?vWU0J4CutqTc((HRDc=?mYRl{{<8&xH0<{iv%N$Egqy~w0*
z*JYjTReTtUb>b>Wh*7_F#I++rr8CQSap*qnfB*lplovxE=Wlu-oyOj`NmC$r<H9nz
z16q<)S`0-Y^sJy198vI%Jkjz@(3!?M<LuT^Q(KdT`qTju9N7Mg5x7F|fy^s)R^208
z7T~86GVfpH+Xdn1<@W$?#UQSt*|z^l*J~a1p6+SCW?+NJdDVJ@6;daQW@`2-)CF5=
z>pf#9j@76$)te{$@#@(YE?>PE@BvXO51$MUgj34?Z=CRLjAgfMp2ptf`HwB}84|Do
z!|{1N*+umv|KZWN^B1@<N!ndoTWQ8Vc#L^ml6s(ICMMy%F)_xI&XU}s^82KGN9h5+
zd1_Wx4j`o;Rq;o7M*<6o8VWoT7fga7_nR(7mlhCE^nD<%hc3yj27Z5C;`6M7ht!wn
z_qJevN4fI|>@}L?8&182`D(kFe`AyE12KkbMrO9(<P#D30Ye=5C#c(E!<paxQ8rO*
zqZogEeaSmKeQHDa24i93jx#}${9~SK-sIqw@#Y6`smnV%zsI30mbirI-UWQNOLp&h
z-S1f1Bs&2QH0wdsfj0*yg$EXhU}CSW4p)-0Z;r9o9oBUR+54+-`rAR3vMkgWSQG3j
z@u}fMd@<ctH^W6%O7dg12sr)y6f`%2gH+ier$@q}n-1_Fr+6J`kRdU}6b^$T1j{te
zPX1%*Q(G(_x&=)CzJuuaDe8p9<@h_8xUate3828U%#io2T5ca+k}eAR2$EC5poH{V
zbG~0#pWg>--5vu#X!R}#u<_lq!LW%mMLR2#6!vlSa39ov5M{T^$3)F$^dFn1*5tJg
zftK;O_md{g|E(_zpBk*Sb%yO9;0SDv)Rez)R#^|5v-&C)+4b)5TgPSf@^8*TsbAt7
z<P~=;&ng+z5uRT3iA612qo}`)kL0381Lz*IS@EJ~oXuajb3l(EHI3}J)JV`~09LFj
z=u;e%MEcRL9zB~zqvhESH6dSI%~)&Xm;V;N)9|vi*bw6fv`|t?U&fFqjqZw5XjN&?
z!|b=ewT)m&u%%6I4B1rfiKCn4?X+-}AjX4A(oR-00U`3ZVR>P|+K#2CrW*X1D=%;u
z`CtGGh!}DJi)P{-61(X_bZG*?mA=z=LGqIP#cJVw=cB0s)K&l6eq*!lceO<ad0uuu
z?4u)#nJl|b<^43@_is(yYPM5qe{d<B?OFZ*JmCY1dr*oFwJSi)Fh`8lz=M>=S<tDF
z0qJ$5d(&KVeTa3FhKX7PQs#g`y#N67!)|zV)Y2uG%khVV1T3<pRlA<Pem3lCTn;~m
zg5<ZyII>>NI@1|z?<gW6@4u$E6vCD_J>G#N0v^*_oEUo&kTA%|$mkdtA|O7uE3yd^
zDM5<8gM*zVeIIdqdlpDY%F+QsDAcfo^=d;=<!VwtljoO{a*#P0`ONL*=O>Dun80@a
zl@T&Zw%k@J3n3w)*XtqD%1$5S0}=P}@o}s@RAS!5RR(f$h>MGhAAU)jJ|6-=H-vd`
z*P@6&cSZoe(~TSfE7yD>Awpf!&m<}uckPTa(yauQe;2b+XeNE~)-w3Xq;4WyFmZq4
z6PCU9a7+<4P+*(E3io0bPHa#f1WvA1JJPg!9S!^X`iYhZPH`y15CS~E!iypI6T=Mu
zjdtT_H3C}E3Ay3~LL}o!PWcbqKF6=v@+Ds`D|x=fI-CFoFXD+nsl+UEX?S+r?MZsQ
zySs^WKqrHDnZ945f&Yf<xR#@HEk<&)(TXjs@`IDC_=7$(`Cs!@mXb=;W}g>#-HReI
z(sO*RMg@0Gg04<}{J-$nR9!!_mL$ARrR1V!hdBtJb-Vxg7q*LKG*w)1E534Pv5aP-
zWug{Qqa!>jA?q^yW1!xvP&^)DN}=aVo$qHUx%MnGg)~;+RoassW5(WvKqHjrbCvxR
z;6z4|^r2f{hFp{>dA6g_tXa0&y&xj>i)v3L4<t`m=O_H1kgcy%8ULne^dH}r#q(Z3
zl@OTb8L7L5WF$$EFEdkhVfc(A?u=j1)Cu!}GqIg%(Vb4G%>$5G%Xr(pAZjA^YyeNd
z^pF;+I;LtJF}pyB(g3gYhLcdp*D#a}lHp^r=aFm&^cwxZ?g<gKOJ*7@a=|u?7iuRs
zf%H@9y+hg&8t<DHPsr;Ccb{2ijIR0UK4t-s9d)rNHZ2%ipp$d`$B3*i(*x|)hCM3Z
z#r_uNu|%iOC~VY6imn<IVauUZ7JbXlN__^UuMy%4>|@zlUCm!)8W^Gl0+t&D3>n{q
zl!mPLI4cgZ)G5B(-a;qYbt@~ATB&>^;CL=*|B9slM_<+ZNwc5na#aNwOnv!HkG@{%
z%XA@e1wQ)fsv|c<BdYsOl3gFyN7L~eq6Sf<<+K-TphB?nW}*-nKg*>&L37C(mV5o5
zKAkI9Dww#~y?VuS5<o2JMXOqd`m5|dSJAtCOjr*)3tPqb2?r(nsfViH8%GW*R8Zgn
zDWn)|6xvl_x6$*H^l^5q2CS1VW3QM&8{t3ro|l^6wXD^(3@kfwDF#JdDGI{)ortn)
zW1&Nz$}TNUfV_EOvaO(RhU5_Yl!H<vvd&ymKr=*dm&}d}$S&clU8Yco<QPfdzky@;
zN`!ZZdiFM$``=57ycj@1F7!}K7GCvO|1I|iXmw-VuMs+P>K3S(MW-eicwMEZbvSV~
zvWUCprI+VNMxo1h-x!3ziLkHekpCjl8p_}VVCsq*NpK`ukH8}w;1+*Ric-(QaUY%_
z)oNR6vZ&FN#q#J2>d+r_JvUx8?8B!w0sMPdsy!C3*F~oz2w6^Cn?tP>F>!Z&V=}x)
zvs)R~h1aADJ#x$KC=c=AjhQ~InyK&_Px;8+Jeu<+9|wpL&3*2+DxpJ!;vc-`r87PC
zRK!Royp*`c&oQXjknd8|td7X;F4t@!hfn%7ZzhljQI9DjTsTrTIc}>iKZU6(l4^kx
zM9V3Gie(qvF3I*t6q0a3n&~0P-#(tm1HTr4>cGBUu~4RjXtHT_4z@=jMVw}`9=HAt
z1pHs0A$-0)tNO&eMkhBDCD7AF>_$7J40MRDW$Dj510SdV!x^S#gi_wzVzUt(>?QSS
z*|PB$zuGL-7~QJAzP~{`U#TIRFJNA8Us%iN>+-Jj)m_3`3)$n|Zd~L_zzrxTJKcn#
zOu)fat$Jh9H;U~%X6DcIWVDfR?wlAPIbo7x#3N$+|4ZLHOe!C3G8cYtB-E&R=Jnnb
z_$mCpuU&fgk?AqQIT(vsb;u+X;nHSDe%#w;GYb1zQ1}?yd)DW5$kX4L@RaSAigUQC
zN_jrF6-CVw(qAeE4Mcnd+al3^?*d4QA?aY)tHNT>gzSr1*EDFD4Z5=a-&3E_X7m<)
zIOb-GGM*d<!f%|ctW;|wIgAG8U_rWkFwa>cB(($Ip7je3jEkZWB+_L%LD^Ec7L-ra
z<x*5zQ!3hJqM5ZQE??8=6X`&pp{ZZ{Ps8&XZxR#ZIt5`?4#OMaY;F4gPbJp4Zr_zm
z^K_KQ&_2p{9_?r<{iM#O!ZvE@F(G`8*D8Z#Rmfn*xHM#`>D8VYCi?c5wO?^o^3s61
z|Ls+#B5XvlG{%%)T60{n43%d`E6Lg}O5;}bG(RO4q(Dj_U5c^msR;7`1|(s^)BIXM
z?X7gP+`FyM%~v5!+V_czm#=G#{FbmVG@q_jF+!`d(*48Vy;QzT@oNN!%U8{hbmtsF
zX=ylg(iM&}PV@fMV&vcG*`_<n5=8+wPGsJS+HX$NO0&Ws4&Ezs2@$4e9wJUMM=knI
z?HGBsXAXM(m>99>GY=pp@PEQ9EoQmNk(GrvE4lpaq4nPsl`MTqr(_6MkIKL5m>&p)
z!_R@*Y25SKeKcZ+CD5-Ui~N?VZ#%bl$`xW#i4Sj}g5=qc-(j(pad8YXq*<~(Kz3is
zv)Fj<kXlP?o@Q@>EBKQX*<}(N0iE)ULd>ozc4{F=V`xMm?0&rg`~LS5Ibn-x-Szwd
zZeA|%=1UHT3ypo;In(*M(wIFZ(bJhfyy@lJ3G%>0wTZj>Smr}LDgn?6AIfIm5;p!Y
z#|9E89bFxfk@@>#Nq>St$AZR2gNCq}U6?LFpd}M8%)i@!L?A~XC+~RN=xds6NiZ4B
zq%=tLyv*Fxs*6usU+*y6bb2U#v0nCR!#K9;D)v)%S+3Im9N^c1E?~e=rqt5GHakz7
zU}qX`Np-{6nHurhM-%(FYY6WAvV%V_{$<%(FKpapv*SiU+aE=BW&M5?r*_FIBO~uy
zras)zuevzzEv|xda8M^RLQHV52HeG33dQzm<+mwe13TpWPF*xXN9xOtuXVQyvioBX
z#?Uy_B~ph|(-*C;#swE2#3OCZzBNW)^`S3`$I$5GF0UudLbW@fjzgyA^(maIgKzyU
zfNfzPgV=e`ne1{b@#y>eVQ(mEF8OqDcRyNTY1$P)69{5Xyqqd!pcN5z=10=`0Q(sa
z9Iv2_39tdRdWpDLxvlMxh4Gh^$uB?m1fKPO?SGf8S~u5BrDcQz_&O2?J)5yL8T4>K
z%s>J6wA<zMGiBxHWI8yPc`U5lGk2muCX{ww`(MI(aLOvQGd&j1)+T4_3=t%J1auL0
z*C_*^!#s2UP7J>|0#W<KO>GLnz}D}CtJJ~lIrS4K?zFZAMC=l8%Y|B1*|Xy{V`2Un
zp0@Acko|>6+;Vqt`RJhCYWOY}>aSg{<M%K4U4{GfcesSBG@8W2f7n_ge|w(Kjf5+W
zqZ3{=%G;*b+O$U$;gG1&MT1lXf~^s3>cfI-Yxwc`*uN!*6rE}4<wQlE1lMj+PWRGr
zStZWT=an?#Bx|Lo5~V;$wmc*JazaS^5vjZPGJY{S_!C>TSxF%{fTXrZeHKqPOB6?1
zmQmdG2jlquH-%AUE$xU+Sy|Sl?+-ld<s~^&GeR7d?`${7Df_rvA$dmYHI0^vUeFXA
z7d(6IiC!o?%vOeFi-E{`i#yK05CmuADr5GUtpK|Q>E>}-ZVD&YPxHdksNr;(v#-o5
z@K5D)nz>%zxWrwkyNDTZef--+X=1gP^b1_4{r)8<4L?aVb}eHu8l9KdbOc15&pjub
zU2eUkpttNSJfJLsxc0_CTtKzCq-jSkd^xJ*0^I90h|glqg$Czp$bjYjGbME%owbdP
z{&7}ZT-+T^*x_{Isq!ezR{TeHS4O!yXq2)JtiONB^AHPE_v9)U|NO6f9k7~L+y3LN
zx7#EEE=g`Vn9St6JFGLCs&+nB3c^L;r(F5S%g;ak2r+r4r=#nU7kX3qz(+8p0JQVE
zC7^R@XC#4!g`K@Wox=+2!s}?7+=F=LGW%dOiQesYg3F?t7=gclu4`ew#G6v1mQEsu
z<cD%&G#)Et0*!o;a5!c87t(&gy}RPpNN;Eiq_ng&X*OccMT092xu}le$2bXXSz^Je
z;5*7oUP~+eot<3<XsJw{bu5z{1#*11gg@X`LULYB&Zx)RL?iAiB(nMjj_tV(1YD3{
z(rhjcE=WM!OrPs@&fKajKR=3zNg9R(oiO$hLP?X1Ai!D>QJy)daO3n>$n2tmq$DOf
zQz6dC@|}_;E9AJ?#F8Hpi#tvcQa#6!$l9&{XZ~@z0R=cHaYBtShvT5X$a+{`a?*<b
zKg!-Rs?8>98!cXn7K%eDUfeB3ic4{~61-?}C%6=M_u}p@!JXpXV#VDFe(t{CI_F#K
z{CeJBBx@yMX6~6iduCr!taL|Iz>#i!h`(y=Fk&xM%`Hc~B=_0r%zk>X;7m`OtjBRO
zl@39V(TZIZy6+#uop}frgN#kB%%nVj|8{>+^hz1HMzy170BeL43plxG2w0RS7QD_4
z|3tAB9=tHwNV|9ZUD}5Z4sR=~Gs?s1vXN_w$h4aGEyIZGWN*Qcfc9Oi``%Fx)tYSJ
zWP$hVyXmH9?)pr64^P6Wwc{-w@N8^`Zd67bgVwnmV*P6pzWt53S!7X$7Yi0p+eHEb
zBfF@kv*geM+;vqh*?9AjAsD4g!QrLV0GbkkqnEOVN*l@a!I5WD-3v2v$#>C5x#%8f
zRAB}N{_x6Yml<6rGx{U<EZn(n1+3((;r+Anw`4z_2)NpV8`(u{dByHOO^KxaX`0@5
zwJyr{eyQ+2=jLowhDtxG=;fA!BUnHCjss%1OZB$2A}DxstS|N?d_-u)EXi5Czw4^o
ziErb=+)e?Fc+T^1{_)%J!&XWYo8)_f>u~*nE7whe%rR&4N%CO^wJI?S?vuDv8dpVz
zHD#=1%B@F-z}owdq902_MxTHI{}gj?F78uR7VQ;t9Uf-6H0(%}eZ>T>Vd0}MLCb&7
zV(m87`uX6mXlHB8y!lu2Ns;9HS4eB+<w7jy60grA;|Q)%-v?j0exgaQjK4has>_kM
zr`93Qdg;H9nUA=SDb^xCfEd;5@&EWG^-W6Ru7XMY_1E=)m<bYnu?`xcb4PN^fYP+&
zs{$6+G)nDnW$CYM?M-805}d${8@eV?4a5F`T4*!x_<`iq{ocfr(sA9mFu<ko=f7NB
z{UNS%i_UClhi-K@XAF5*;&sf3$znbxziB&3$&I*K@1R`%Z)D~IQmr5M^vb`GLxWyd
zdn1vUT(0CqZT*zpN>J|&+a*?C7{+J!o{6iUQaPrd+mPV_d2+o>5?=^Y`%1h=sKLj$
z@yycjM`3-#Hm1pQCZhWVLFh!1i!<%2L%Oi>m14Xm>7e5U-Hr3-y&E{U`U;<?(PeRz
z%hj8%7Ii^4>(5SXxpavmduMDIaQbFd#bS{?{=1i3l#ewv!gA;dx8%i`?+2O*<5-Hs
zK=1<cV0o05ap>d1EW?PcX>j<hiplnxqR406ZSAx96VE_A;lTByCb7w3Rd=Ouze-<Z
zUO~mN!GIwq^wSc;m?y;qB%!!E*;rLAIK~!l(T+!K_dBAh8+2)~k_uqK<Sf1y1;>S8
z@TaVksq#A?O-=uug!&DEZqM(mu)~1HMr5z{3cGWS_VPzvdoF3kl1H+p>dm%8zBW%%
zP=oSVRzFG$YxYDA$W425^B7T^>^t3uoPZ0@sz2@ojQ+M8M_9Ib@oJL^9C0(@G4Wtz
z#+DC43Y~Z?t4U2F0`Q>4kIB%#JQ`j;xZhkO)nkOu<!uAA(!!*miX}eUx_d^ev#&B%
z1RML8a%8eUxULTiZ{X^PXKQDg?BQ<Ks-4lboH!_;!lU2u(mL}@i&$GEjy+{1t4)9Y
z+?f-1{}4BB;!MXcJxoXRz7n51f_E5Fg_qQ=Ikr~$aQNo@r>KTE6Y9wHba66xz!>3z
zj{iIZ)6&wMadO~#Iyh2hYn69oWJ*S6APA&@pZxP;`%A<u0pp+IyPu`RQr1j+g-WKy
z|A6S};db=<wlS<k!f~E190XK4EQB}wsI$ANR_fOP=-iLKB)Z?hc+Ut?+Vsd$#haxh
zTBr6}+3@$z0WkiYOcE+w<<97QNZFm~+05T6EVz5o_K(RGSnQ^W)wAD=v7AYV0Gcf`
zGV!HP_Wiw<7A+$*=Uu1l*2Cfc2L=63JqUHW_I90W%>D2}dOpu2?xt*IIR?vaVh>mb
zEZp@OrN%U|7L=fIzMK=ad7#tx_R~2ckK=^M4@P$Z(B5IYKW5_iWUj182#7=vcqHHH
zAJOk@CYNGhrrLKC=>QTq&n#Rwp!}3`1yI9oX$joD+j|VV4A*#b8Ggrc8Sc9O_)`d~
zC{3?X-wnP-1;p1aWxe31x>e*B_)MInKZ*nK3f5m<>jCBKUO|j5bo;xp6`b5qiNABN
zyD>%x2;W;;p3TqpjLR<FoNJgOfn-e)H~-4H6EWy__N9x)8l{&NL=te<ibU9R&sA?&
z(1A77bFY;7t~{JAU`q0lovbYjc3ov$2O!b*1kSzDR^Qk3V8A#RJ>+Kak^)yLHD=6{
zl@fYn&(|l|HZrtuyo6M6D+b#R5B!~@elO$<M`3AM<u#G?Q*5fYi0x=bd&eVBC{x+3
zh{8>cIFi;WW`Mz*nt{_X#`FHoX~&Ppo)AStO1kX!3Fwn_$>aU5en^Jb331DarYZvW
zd#JXqdQds=392HXN}ekoa<8kQHf<p6EHBR&c@!PE#=_8{p~~dn8BQiU14DSHAGEa+
zy)i4rgB#-rWx2X+Jx#bjqtDm|aNF5qmze<g1k?RZ@5_+B?P42R*vUsvOpw6#=Nci|
zJQjSBJ?jY)acO5aSVEFuQ0+%R-Jc#!KCwSTa>QsA=t^?D;_5D!GNvUXgGF_AS|P2q
z)QyxS)picMbla+e6v;xEDdh5c)4|D-(rWD#iN@*ZqS5ejxkmCK90|xZg}>53xH-J7
zN}<v__wIw$0-(tone;}fX@C<#wpAN=-k_K`vP>s$(_Wlplf7A1X5mtk#PcuP<YEq|
zgsa3GjwA~kS^u*9>iuKCXnS!2$tXY~R#B~)V3=1b>h`{y<8D?{3l>2(>aQ(k%n@<t
zxImL7A^Nn>rHy~c7c(50iA+de#oA|PQ{P~hCt69Wrk0bZHZLTkkZ5mepD%sGA9L%Y
zrM2EZJ1QzhHgkPtH#t_{fBp6cMmtx7eVgn&@)jh7c4V{VO(hFD?$C0IbuWd~_n{^n
zVx>H7*2HUq(5MR#RK=$z^hSmVNFl#0t%{gFhz$v4Ry|^i&XZDC-FF0h(TALV_-bp%
znSY4(<`ARe<;1y2Hpuy(I<lL(G(2@2th8pKOi5o~Kl^iO$!8HNDyp>gQvTsI{gBB?
zr3@iR+Vg6meEQ42uW-^v^f@@7pnwJ=kV>JqSIh-oGYd3GN&YDDf#@EeMNb-`a@FSr
zlBTVg_FM1!%x!l73Q3{}{Nn*3?|0Ij@pLJK<wC`51>uzjD}r$b=~~qJ*yLm>gf(e{
z-<n{^T)F3q`hoxL*cdTro0?=Jh20oPAKP;C@~Ffq-+t{{ZgXYD!6D{h{@A;=mW_;2
zsn-&R3_4k=3jySxiQ^0;<Cv>4;|Au2hfx8S;NCDiMsr{C8oXFu(~)<NGh;*>{#_Up
zds}9R!md=-_ssY-c-*fK1~a*MEdGdTrN6FW7z*zMJM$4|{zl(0qA4W1<iwh`Usu8L
z7q%Xn<+IIa9H{J!KCzLTYOA3CB{<eM+_vA`E_rix2og$VCyY0<7AwO1b#}PtFRwfC
zGe4hH<ZsKk-l+msaAYF82J;3_yqbmv)g}?IHdtFdGGSIvz#9kaYYleguiyJ0`}?<l
zgjy}a2$EwYs@QpEgE}&gy4)3btq`9sGFW)-miLWDBe@dP=08k^tXRKugYl1pY8*be
zUMyY+$FJK~p=jb#T#T00JnJyvTrjZpHyPrpez(BGxnzuG;J2p%eR0^#&%!@NZFFpx
zf9oU|n)PGfinb@INc&?+r9{rBCVs{<OUm+o9j&F%vZhh;g5EVfbWK5<EzNm@r+6mn
zcbZ0Fp1tb_=6XVc@{9WA5(Jw&zva8_JQ1#TQIk?<`rnAq8EqI>pn-LPDminFh*afw
z#P{KT4V^q1vLpQ$qr+!SGX+Go7o%2yFfh<WMm7l}&e}7f`!h!YS>|qAT!B4GwN`4N
zS`tM|mNUZX`2)efF?eRY&btzM(TmnEslO}h_dvePny_DF%`3(=`w%5vgjJW?wO*y#
z$&XL&-|cB|>PBN3hTYDX5--WA*9%x?5+g7n$Jq6}ahO?8q}SDVDjc#5R&N)B>K^h1
zW2@QU831y(uN%15nVVjJ`^ZnGb${9NbaeI$>+Rl&<!9crOrNxHRmEES{rH=(i-#o&
zb60AN+H=S0!5!iF=H1D}6+&(cO+@PmM6J7|FLhf4$(qJX!*1<!Q|L*^%UtnYk9jqA
z+<;~)>$6|;hz;A&TalGsi&w?j;cz_JUlI}!LNOWz{UT$r83&u`=}~@*e*3d)vblB4
zoa^=u{9|p`1+Wb_F%GM##P`w8=lQXj6_6*y1E%IFj;$35>_e8#3ivUI{B(T&>sQg<
ziP@q-KsBjeTA4ZEt4ywo_(UjyfY!Vl;~y8MgNSS=^nJSX<07G@@wVLs>FfqTm2Y_F
zAA;y>X+-8l*Pe~*vY1Ek|EYNEB)-gA=)ki_eI6e2lOM|WW5vAXF<Kn<2^(4*@K|eE
z4o&O1lMr@?YWb<j@MP?bfuP0Xrvy(G*jJuRUgdpf4O9I|ZTlZfN+oi(5R1Fkj0`J^
zf)Zb1VFgye42Zq>(lisJq~u3`+;SND%xIf$RNO{U?$i+bRU@(jiz7xwEmS#c0AR98
zw>>NKT9vmaAo8kGkVXb+IZ(vj&u@$z{3VHcegBN=m4N}UL$k`TI;g$R+t_}wMqRES
z1n41Siq+(kN<*H{4N$xw0!e0slyJV__a2y5RB)>aXtX&OD9cpl-w-v)Gcl^~+Vh26
zl4paCH}oK+$0Nf{>M8`(+3_!5?>tE{5bHT+C0&&9{8?!!XrS<U`O8W~WY5MSIpj1#
z!y;JetaOgfxpm?p9XQ!ng?)6|j8h^fjyeRQX_aW#o$iY7iV&{Hak3}XfA)S4Rdg$J
z7xKH`QN>v+XFVSu1Wpq6;a4(_9y(NeG5JD^heo5$GLV>r^sa20Ys2b%Aw7Vut11I&
z?olOg)ivJkr*2M_Iq2mFK4a1vS0iEzU=`gYd1oH@_lz$SO|-LNROg}a<)k~aOxe<2
zK8l(MUe7CNd*)@m-O|2g>`03~thk4gd`*kBd_@)f{w#Epk(r%4M%JjKTaQ0czSVVo
zIj_dIGA<BaFk|tFLH0po*TX;@sw(cjpG2pAr*0(6s7*qkF~7bS?&USJRA_(a<LILf
z)<qCx>QC_z#sH-q*iFv$G+f~vMGyCagrDU%9G6q6_Ea)4#20aBr$jC?;a{kECVOOu
zUA4WzBgo<*QaB{_J2fKKLY@25%@{i3{Cg&TId%4DHQ3z?vJuQ!oXrmF<B|686Ma+T
zUl~2^;-g1x3wqXc&^5&<E*MK|p1qNA-Y~KiV7Nl;O)--G$oA`=NIG${53AL!>u~5r
zBJQy!KQ$E04kxjBrwh)aimU~74+3~W^qRZ+{K%8>CCGG=(qhW%8V3Ph;ktV_CIAjx
z8xwDTwG_id+ME=2y7qTqDG>a<pj!@1a$^Q^i&F~Z_oQV1y#W7210e#0ubrgUmp%8k
zzM~6c8C!$iM#f!OB4Vu9ZY$_G63iEZw73hHA<%<eX(tC>|L_JD482c|tQaWIa-Ywn
zgsx6$@8R#`B)_O)Bn^nV0ox$`9@_w}AERxKDkCnefv3L^OsTA*5t-9nnSsez*}JS3
zs6N9_R0ar|FSIW1O&O$ex~kZ%dolU%B6D4>5P(IboiG(D_j|8b9GiCy%B$oFbnu+q
z+VJ2t|47nd{R}|mA&V51amVmSw%<0J9?{JpTRrXCw`0rD|8o3!hw~(Vvnz-XapFAB
zhwk17@`1Fsb+Kne{Kt|18?P5DE|pr@a~IbBnZ?}*+wiV}<f-8qbZ`Bg#Vb`p*^yFg
zt_07M_|A4jD@S&X@vEX!8T>k$mD9iLVV!pM(_$VxO{tQa`4ZrI(nlgRPBDrj=Ib+R
zT9mqlwZ3#gvMFI-ANI{t7PNj-b(p0OqNGb*!GthR17Y?HwxpsN*`&-l;ub%ZAa?T&
z3&<V&j&{-Mk%-PGNBsHVlOBHxL+pzxV#j>H>;?Ks!Dd(X`Rivb6?_cDt7}=)8XA}c
z-tGS!0ZR{iGlt<_KVI<?v+XR*6Q|#-{@se+?3~GWhxROsVwDLU_YSXl<9^}!+TR^X
zwQg?p<BI9~WmBazNvn}fLW0KT;W`Q7{2-aePV3Mw#@<_$6DpcKY+I~Nuu?kiEUI62
zwg{c=7g$3>Pay=0k8IVlcmHh3f|#wzl7)9ohGUs|$pHan0SYHY0zo1R`@(QO=gQ0O
z;EOUILy(>jJppZj*F>R0-#h6uMi55ycEQPP-?nCpEAxpLddjTp7Wl58W^%1tdq<4<
zoe)z>7Xj&xR+936W>CPv=7#k&rOjvOvzpJ7{Gp1~?~K3v=%aI!@#@hIRor7aM{QEw
zu%+3?eSZcETq$uImEXjDLoL*;<ooQ<jmTUu@mLd&S{PXPGcOmr6Bz{K5lTK_8;<&v
z@?p=Op*$!JrV}S`pBC`8k#=h%zKAGg!#pr0?q6kOAS4Roc_+MB4xMWzC^L#StklZ>
zV*|FPqpbb1VvW$RYPP<JW;rKp)JbKgzWE6FgxStMH`VXojXd;_%j>yn`jQ@^;>R)0
z#LVD!=uH1Y91)0*nkbmFpY;bni?Q?MZ+C0x;#N4<ztzz3TaWOHNFF`W9OR;ccxA*!
zx`^61VZW*7timp6U}e|HzO3V%sWU7n@ne-UtuuVoQ;P62itUk<t5tTi)WOeEQ!|1#
z@MBn)j`|xG=PK~_H`LdRX58$&zUPD!+M$H${HUf;qXauZyM(DPXl}K=SuviIRQ?Wv
z?o=E#E<sxBnV0r^-z&oPd0P3hwSK7DBQ^8&07U`3D*mx^9<j*=@&5Zg+LCBZ96l15
z?7$>NzEIeDDXTlOVX7YFDyA&@RwXwtR}z7&ssPXU<x;Qwa@XfQr%ePKGbjK#<8BZ2
zZAMzibefJ_{rbqs!^E_O-LYm=#zd;6sV|uY66{C<AFwo@wzfHpyFBx2$n6>6ueET_
z2of3}DvH3WKtC6;rUm^#I-A0y<P*%EA4E0NgJj@;Imkm!T6VlBN;x$C<{>1cI5fb8
zRw-1eINZxM8hp<;q!e*Y-%>p@FU}at(<94p2JsN09Wu2l`Ag+V)lLu_6?HG_G)=JC
zCLW4W-t4IWNkg{sqfKgY*xrQbidifE8f@Q_^D_7*j&R%=I*|)qs9ATXMNU8H(Jv0F
z53?-)F<L01VXJ$F5(P2&7I^z}dP-TbYd<D~b;@tX-7-)dg&-7@2YE3oF4}#f?#!=(
zqDV}X<*7qIB!vl`=dB}14TsEuk8JEZVYw@0u`8z=`Bc`LjYc5yetR2-r2U)K4;z`g
zlm{kU&L0>fd?YbzhbiQlp%i8r7%HI{`gS~oHp8|E>Qy2*X1CQMley-w#r>WMeXR5<
znH>U}%b<8~4`dPqI1S8=Y_Ogye=5o7gYNtUtM~6-WbjL>c$GcJ+s)BB)Y+=`VNNKp
zZ4&ucQagC3F0RYqFGv;Fb(@AN#?)7hk{9-_iH^_(%6f@1(q|jc3_P}#Oirl<1XLy{
zDsc?*3{K#P6zSVpz1L_3Fm;)_K30t9;dH}kAv_v4o68H^yeiGySX6Mk1gC}ePw!-0
zTyV*l@8g0^S}7p-SXt=Qs{I}*x-kH}ZP~)Y*wuo4e1JoCXnev;B?j$_Glo|o9Z9`=
zb2;J@5{PYc`1@t2G*;akhxMX@$Y0B%dKFBA{b3G|)_qV4&}G|KyTwk-0t!W?d$xCG
z<j7NUT>L1_V>Xzd=5rai5lX&5b5GHJ>HFV}4Sz)Q42ye+rm%AfocqcDk<YWnJD}~)
zfGHbryR07pA?KFpzt*<4d=q|FtH+}x`0zk((B>>S@;)f{$nc|_nOq^9j62R<<H~#<
z12Y*B*!}`-LO*anM78*F8YROkTp~N?OfTTE@PuCR%Or)x-}m*aZO9T>J<3k3=#6!B
zQ*t&Io>5cKrsXz#yb_`xy3JXg6a3CZjgJ0Gj~{V@T*Y$#T4EIe^*G0iTI(FYG-4)%
zHPL}+C=Vj(88*}qYxzhwz#nDfV>1Er;8MJKQe%SP;Qre18iNW4c847TB-{CdgH#w*
zbR+NeyWbcALvvYXPooKOik0?vMxYT~Rpm!6WDhc(nHQPWaR{Azmi1zQ{=@u-LlHiX
z)1ch(BbiB@!}V10kkyCz9BLYbTWV0sLqpKw0Q^!k)&7LSmv18SU&*2uct{V(&c?q<
z^SKjApq60krsvIQ)|q#Sj7=21+p>xkDpK1KrlQl;s<#TN{SE()wjg(6L^0=^u^*TY
zqVV!;utEX*MH<~{CDfnyXK?*0`;}Yd`@rmAxiaWrCWhzPPA9iC1Uo9h)9`hSSJ5C)
z^iv!u{A0J)f!~kStL!9<K2MG`y&F>#U6=Zh)o{g6&9pfp0#Nj;vjmCyqp6gfSl@wI
zFzvKJ>E8Ocq@)X8QNLA_m19%jZLAy@eeT#pH6-ULBuKF1c#cHMAbQ$N2?-JyCAEtl
z<VC$`KtWu{oyaA7D6xOLZh!Z}bc$h*IseqEok`Mm5djLZin;wj+H%{o&f|&0)eriS
zyg25%Mx0P!@<C4pGvaAkbZ`Lv4j3)PiGn(5St@~e1{CUt{L0xnyiZF#IbRvocJOnU
zWY`~uoKz9UWPgczlEHxv%#A%Ud0pHGe^@CB%l+~%D5S;L9f|sixr1jM)A@QpfN1Zc
z)XH44#c4Q&Ml#MK#iT5LBIzc#0MOZ-ngst&V<CddToY6@aM$!z0<xi;c{#aIE#)AL
zk~@y4em_a0a>en0iqE(ePH88s3UBuf^$jtX%^i+svZg630r!{XqLv{3>JP{9mDbrX
zY4@7xn|;BW_d=A%s;RHwbl~-<j#W*Gyg9gRV~vNBCM74>c)LPSwapa=FW{|5nR0jt
zzx6Dw2f*aCEUY%aSXG|BGbxSE)JD>Z$q2X|yE^wbu^$^6d{CLVGcu&dIB>u<p9=6!
z%HNq@8~jo$EXz4Ff<0s0T)P+=@pW1{yTkD4;@MFJpSyZigu|s~axm)3%L_kSeiZy?
z(X<s{qLO?f8)NF><Lr<eR8R}fdcU)^^)s`PXW7bXhRMscp@EQUY3RjXfrW{itGY``
zV<2}E2YqtNFIJEL!|As0j6d-h_w2^cf;q~E*CL{VUiujbwiq_`bMFkm?r%qc!Y4DF
zCZ-VMNN`Xq?M|5K;oqq+oU1u}`UHuu&dxB4H)rw|LV=c+Tzfa(>ipgnAG^I;JZEFC
z|FA5^KW|dW_}C*afXDt!?8`lCBqsTB$@tWq9nqx3J{x`fhGLWTOnLVUemB^<ZW+^M
z(qe{q&K;>(R>8*J3ViK}a=1Ve*UT-w-w|NaVYtOu&O3BU_DF+Yx%23WvfI8L+~thb
ze2t7n1!U#D6%SXt)_nWv4_7$@>hT@?B&1=R^O*<pBqv3GyZXfuC${Ey!T{@rIk?&r
z6R|qPfx^V~%dd*f&UEBxCU_ssz@}`3=<3R9vvvmfp%fNxaL%NRbi%?(FjMb86&DwG
z&6cPtQxQ#gJzX!rz`;n5?9Wzv(*<Z4Y;A7ml=nBsWmh1achdg90pQ^~%H*=rQZ~aL
z#QRUfwf}Sm(8)k*w6faZY?72r0e2kR_H)TPr<s|VUfB8H8pwl-fcIkxh&Qe?fse`}
zM9bBdoSa<1?d;VHa-W&ApPO@xwZCXCHXwx-n4WGO+|tSvFrEuY5%785FpZ3i*xjCd
zwX9oTH$W%iK-}2auyb*#1jl^nPDI0J%2|k!3nyUF`<yKVIjFj$Bbu4P*A7b5sujlB
zcgHh7wf3zW1@(%?1%F~MOBhq069b)*BZpA(x1ocUiOo%mLY^+Y_8<p@Q~kuc-x>!G
zsHR|Ux`gr_kSjD{CsmwDww;P!LnADG$&AsIf}G^XD}3v}r|zm_m=5S@cPAr4o%0KK
zbH$>Au1^;ru4$bfE;f;jMfful?*+X5R>d@D!I#4XD0>q!r&nF81}tawQB%iqvFa*8
z1wPc29mQ{s%lr8RmvHgpA~UH!OWeQ8X|J`E6MipN#XUVGE=9s#>9dZZSaQTbM|Hur
zZ7%opU@z>b%}Q`v(~mO@-xz`UOLB;zs(U)dDL+{~FS7<y;nvkZ$RwAxCSOG(WQ14_
z8Y^DKjbomZ2MGK^H{K|gT<u#FsHeEH;t_52S&+%g*>U&$ym^Gf%UemIEUPE}!b(HY
z(fsC^NrF$X29L>!hUa5UorpVk;meJ`{udh{DY(9E-=OE;7c8j8p`$5Uc|a77jlKS+
zWOe1BBCz2oN5E)8pkcJn%FgwntRq0^*VwIJ5H%YseVd$Q$j;eA0F&GjzW$5%Z+w=Z
zr(~+H)mt{25@euMs<vXBFNy;c9o0C;HqQ2D8oFB23h449%s!@Ml1^-5XMC>Z{K-F-
zq>R=La|6Jux01YB=-S3!%;vAgRE%^f*A%e634Om^z8K!`F&yrPox2cUd?_=u`S@8_
z(U{3|h6tYdS$vS8NyL{%6Emuxvcoq4K``U4oQjD$T`0ab^l^tVCQj2Yp5phg7#Xyg
z`LZb-?Gs=Wm_q=;>{r*iZ%e=sife=`!LqFS9&r9%%aH}H4of&BB<M9%?sBsMZmv5-
zAcTQQ5Kob}vc74mKNV|*YcJ;ZV8YLC&yaSA;@hdT|9k>_YX?!SY-!CE0O?H30B3B{
z>=MkGJZ(;Cc`#q2HnuiD8<OxtQ^M(`@*g)9aiEI}m|yNMVG^vkCW#t``*SAw$!fWo
zL9dI}D7<C9gn~=EuV(D8bf|LsSdl!sRUKs6ORy#!Myg-5@N0qI|I7<jm^ac(-9lx}
zijM#=Q(nuX!QYKiyqS`aNu8W$i*BjAvAt#=`l%-Pp?k&AoM@k(XrQotJ30^%AH<XI
z8tsn`(UfPLuOQOhbG{JJf^z~rNc}=@syi9+0o6H5Rn9B^4t9nLMB!CwF&BFpIj4rn
zVHt8wg8Qy7!}}+*ba<LZ`}8IEe03GpUzJ|aoJC}ED5`9q)4fCkY!#9(#wE3QGS+yT
z5CLB?F?;T$tmING)q(@D_lgjhgbKNMepP<>Vcl}qj7q7{RnlxoUX9a?f+ig#!#f%(
zq?9cUC`ROV)BQS2Vn6{NOSZp`@y4lrN;B)5mV!C1F7tkpsFc<5(*C6Wsmgq)R%F5L
zOpLxxq)Q=)Pp}UOKTiHUR6?DjC~P;j)tft3|I0(T8KoZi2BxC%5{7Vy@x>VqEBpLh
zvHji4XP@gLeN5P<A@OQQn(yy0;#PjkmT0`fVI-RQ!*#Q<rS<nUB6!~dc=brEm6(bU
zYP#`^0!ood+P8Df19ovpq<Op<@+1-hGzRpbPi73?5IEl|L^}ioQC~_K<?20XDM#+_
z;u2dMPz+qV>h#Ve)WI!b!>HTPAF_8QBRfnGyo9A7UUPHE@L2(Gbwo3*QU5lvf2Fax
zqA20HM+2Ae=rl%B+nkPND(;7-I+5Bi1Fi@SdAB725rezO;i8fvNag5ADT_16;ga-G
z+QpChH$x*;U2%{N=?O+DPXe)wuS<D`q}kdGm*{(Z-d|qxMiEF4oL@feL-do`AsI1=
z;3%55_f&#S=*M3p?OnctwWJR;jU+=eFx6ppy=2tik{m#Mga$90Cs#s<IBK^K7$?4^
zm?CthCSR91UUh&zBBw_JDblwP!CdJHW+_iis*JBIx-FQdb1=KV5D$lsbKUyn570f)
zQ`I%F98+KM<$`%NIjaAajj6xY+D%9@?!;mNl(F_=q{d_glE0hqv!jiET+Pg|C$XaM
zijpY1`gl<_ZSMSdf_3Qk?kHfC=S0lQnwa!8tcApuf~p8zqmWXLbTg`76_Owv0&QW!
zCJ}ItjV6EjA?0n4hk<jrYaF`mw~BpsP2jmQ)4xdLS+G@gK+gznWl30A?`6h{&7ffx
z_Fdg|ws`BUJonU}#MV@_dCz9{gP_(y)&iRxmDuXkLWJ{HJH_E|MBl6^V9s(}6jEGX
z+P%VQ%G>0{Uxt$8{Tr8<_`vOkk|a+dkm6I*J6cK5nT>IzRS5jX_AlYA_ngh#fK|8o
zD_su_)a53gBJD#axfXemPzwhTsYl=b*_3T9Xza+ppsrO!ObkQuXWiM~D#ci^8m5)w
z*Q>*WAKT=vA-;5;6Dbr~LnF)uB3>C@Xc>RFCFhY<w(V9XC^8<kYtx0H8FLt4gjL2)
zmPyrY5PHn9LKT~V8<o|#3seaKp$)9}*#?xmxRm)`{sBUr2R*0%iu+4C<V%TjTKJhk
zS7F5UGX(1i*@8^e+C_0Ar6x|*GgCkPJTECZ)*S`Oc|_&MoHz!GSTJrUN{a`!Ce?_w
zjB`q&cs$_mg(2hb1}|)h4k_DOkr`DlV}QyL4<%ewt9G|uZ4Fn;PaU)0qW-X`R^7kh
z`PNRJY3PhL7_IhBjizENZ3C<C7*!qES=mXJ)VaAv)pJsXgz7d=q0kaKNd<X~`JFAQ
zvO;A2<z?8?0I6Brcs2c;IEuCrLz!JuJA6n5-l3b0GsdrEyY!lS>XGl$f@a2kl>$Uq
zYJx7g7o*e{!|iFQm<m{lao|3x7l)rF`tp=M3FVKxU(w(G9>uhJZ)R}QK<!3|dOrH$
zn^XL!$^3$H{s@=Yh+HvhV{=@xjQ4xxk3_R`gRSiKC9fAkT8HNcU-&k|A1vH%WhosP
zO9A<X;Wsl084kkJa?wdkRk)5Z%Gv>qMmD6kjeaeCAvEf0qtv9;c;*{{$=o}Grg@Ii
zlo+B^-QL-YBT);iyUEip6=<Yt1JbyHTWWI#rVcC|)Ys>3j8-N0(mQWWw&S6!(nFHT
zW1>3b!@*1Z^B5NkptOy{Ez+^b3DKl{A>>q&bw`qC4*n5Qa_vNJt!GLSB0O&MGP<s+
zV;d4Lm6meFT0F~*Tg*ln6A0Ja^=}D=*&>NyrC9Hi>PQ(oy#QW|dIQ_s{AU6LGQE8h
zEKVAm-j8U4ChF?O?ipMBdvDIHbV;<N1yS~S;tnQ%A!qlSbf0>||Jf4iombKb3A2<7
zla8P39*oiqX=1*%;Mbxx4OjzxZ1T%Y!0@8sfldB;?MP<24Sf(FK@J8rAC&z@E(HX`
zBlZn~tvQnDF2nODtf>Z4Z`%(CFJuHRk7tHF40BDqr!)w7%^K7>poC((1a18Lf5#qH
z+b_ds>9C=&&m(l`-}``9Zt}nA(33AwA*AR19bE06G9z>_hFjD;-FWV3OQw#jo;x!~
zARM2^5Vxs~Ec?Rx>r|}XCsFEUuWJjtxT~*XhsCJshGX;x4OLc%SjjUVadQNvnoxOI
zMjAa3>V6GEQBQ<T#R!K#yvoJYXy@vgkE8TbPr&*n&x}Zt(xsU$Or^3~Gc(D>U6@|o
zz$B-Pj~|-y*01>2mcqnBV_g#JvW)H}nIPM;<vHDCW23mU3(KGO%=@|4d#kb4zc)?I
z+3|k{-wGeAZoN;yxMAS)CQhTJt=58}axu#(KU3q_+amo0g~wN!GBOHZrk{SMJ!Zlm
z4@$y|%?|kKm>kpjm~OVFnw69zHXqA5$-@~uqe(8ZGK~(Lo8R)7zbWN#+*=E}(cl14
zm%lEY@I%zFSkcO1U`$4a8-R2piOd<!HlYP#@<^|YlZz`!-N)9cb*|J#f2igX+xROj
zK**P9W=yp=G#vf4CUL}7mz_kE1WnCsd)ffH3$`wY(i+XbX=Z*Q%<BG<WAoiVY*voi
zMmQqHbnWs0+jEO4&}?9@{)p-a)42JEwNyV<WuU^cuqsO%pAoF|Y7MV0ch@?k6tMTo
zYzg~<D=cOz(rczvQ$ch8*bXO(E0$ooP5Cq+_DIY|yuE}$<Z)1avK86I_;9#}wK#MP
zac{rn^G4Ho^_7v65c`w#P_$xUHw1x)#rI|K^d}oX8C3CW;369DL6y757Lz#8l7=Iy
zJ)Ja)Cwpp4%#1LcVb?gihh)x44$k1GxM&OhkEoI2FcOUI&j#O^<Jsx$flQLLGffrn
zw^am-_G|__e5kGo9Q4DO<Y52l!`goLD)-N7p>uNd7*z(Q!f5`;=4bkU`uOzW`9gdZ
zDHwj@C^$#At)}dEL)x#$A~t~k{+jvUI9vncKoQFt#~6Mf3fHbV7QDEGIoDqx{mBvU
zmexC%p~S)9_b^FEewK~ra9!k@C+Tef{>MGGp3e~(2gK#WV|j3ftD-ifF7-Lx?rMW0
zmO*1$>;Pt1SH}-bdbje&QKA6$v0$SGn%#Gt2%8;ym90H=!??x~8?mNBJYYL0kUwCX
z=<r1CM;qm?Wo&4~(;7^-a7*w_mpfu@9+a|qxTQB1X-f!2N<I9`DU(A8en`;O4Tz*c
zio1~^@x&N6phYE>tte48&(@b-E`kI<c3UAJQZg-+_0LZO3quTmr~vDN!6y6vK%uX6
zC0py6DrKomYlv4t@Q<5DOG@~q(%Qa9TB~z!z|^}ro@#FdrA^X+fZu5T5iN+jK`SdQ
ze74k*7{)WJ6d^G`Fu9pZM`ke+nW;f5Gr(d57uC>MN&bmOb0m^vXtAJy8^7;c-j|QO
zE_c2WU#+(W6p&1%OUnlkF9!w{0u8sY{Q*7$<H!8%E>&H$hjHR8u{Udu#iczRBeIXw
z$u+0W=BSXsZg_SFE32A<@>kk%_ppF0emR<J_KHSH!>k7hdA#=;ng&hpeIUPczJ&oI
zhAEl}0shGi)fx+3q_J?Tv50R+;(hd{!H-6mbE#JZVCj9pot>5BD5kS97x3Gf1IvNu
zC&BNW%@G#rgcqPq+8sZh#{}Kph0X|Dxm$s~<DMv{JyE_j0r?^cSml@130XT$gX`pI
zbL=(pr|*Bh`5*$6$$1hDCo7XbCCKF7x6&>h8=PQ|Y|x$J=9{y>*`Y(MC4mh!nD=)n
z#&>P{?f)ZHe$Mc_%{7|$ZthT&<8h86n=Ks6&-YL_mM<0>pUU}desD@IjVpBE;*mA)
zCa(SleZU89B1<r!sEAJft*rlkKIgm)r~RflDWBb|f8OA=rlTg$H-K!P(VtdluE}VV
zVk*p^npOH-KdM<44~Al?xE{!c;b9DKd!yeAiULOF?8XD=2}w!Qa_-cxqw-Y~gS}AV
zM50aZs6;}lzIb^FjHgL)TxEW8jk-<S+cU4X8O^jKB_a6|@Bx*2abk2d9QjcuJ}C(q
z1qFqekp37n<cj*{%}?z|cmxEJIjg&iZP>*qYmLnck6ik^-Ll3%T4&eMLKS%fDk@08
z3&sY(xFezQTU%TApC|grQMzup2@szdEHkD4esAV^>}Z+MRPWAIEjg3l5FS5T+w9z6
zgRNQ-Dm@?a9jtf$m4*#mW?SFd+O1hJJ(m6|l@q#Pw41Q|_;_K8GWSAz8xh=H74xFj
z<|B{NLBY@f=hR@Y$oJZNyOa^_wjQ~39$6gaiFZBuq3vLc1U<<10JS*oVaK+Icc=JZ
ztI0$6n#T@8;yw2WN%jf%v_x3f^w4p>Knhq-F5A2}=Ro&HVz4GbS6ksxCUXku;+5~e
z?%rXBnT~#ce&TKU#-n#_s_cmEC6?y1H?%hXbYrZx0;T~WMg*Mx?Jb?l9dt`f3i9;t
zK8qB9S9e(3C7YX<;&4&9hK)nG9xW%z)IvP{Db5J=RZ}0^5<51ke56b-N-&Y0&lWmL
zKzG}M8@9whIquX#xNPT=0xsU4Ewohrdy7au_aL!mUwX`{6X6S;rzwtWI|xwMAwMy5
z4TLf_X^WbI`aX59vB)-nsGEYJPmXiLigxN97~fNRZc7fldLUI(XC3a?rCa)K?0ZhR
zhN>kD%`1-Z?a@aXsgKof{mvFwVzkBZ`XC^&0%HP@H=64C;_xY1VkNH<*_c$<t>3{w
zjjK*aqzm*Uh{0Vz0NW<|L>c&|vd9_#EtT4E9!31*M*cxoZ(gq7o|_rD+VEdxk<#p$
zea^Su`_NLkXTee44bQ|+*ct_wI#UdKmv-bxqe!|rvRNI%WM(8TC2AoVEvg1BGR{wd
zS4*nu4B0V!mx4buOMbB?F})5Pke$2l_Yd+L0+%fF=zIedB-DxnW_mvJRjGf?&Qv<n
z#ujI&7uoOmoKV`#q*LxekcFati2HLDf@Kp`TFE3p#7)F=*eH@n4SDR89gLZPFY56g
zbt#U^S1jy(h&dP$fh`W3S8dj)F6xTd{jOCn0Er{YYq|^fZ#<AG(VUZaVmad75O4~o
z`g=dA@j_*rbqQZV>%nTJy@Ho-&lYy#iXPKr#6ZV%4i8B2ad9SbGi=YEu}g#Au5i{B
z@8Uz)2xUhVb>NPkG@q!vsTdj2c6NUIVNz=pmQVv33;xj9SYT5VZ<au;VE&1-c7r8e
z<W$KQGv~Vt(=?egpVS3D*UWD7R5v%b^}o@=k_rl#7_(H}7Spry^V0^LI7hpioBn`^
z&hX<?wD5D+{q^BnY;0eeFG-U}5OQxA#kg;i$MwPeVK5dsrl+T;^<p*LLM8oo7Rqir
z-tSx)l<HC;m}JF&`2lvd_uV!Du{j<2krZq%FWUU`y60(!6ervWE}$wJaQDo>YrC4?
z?Mr>U|9E$K81VF(x|o%gHW+zBM#{$LtQ+O(fjeZS$#zuSV?o(f5l8Lg>D8Lor95#)
zGoZ7Rl9o1o3)nbx1NyB0;ZFpVTu`v%el0vaJiWb><(GtJvasWESuNz@=H39RQK7Rj
zmdg2Z+3k(UvdbB84(?fQuu@i1@&zPYd&kEy#DdXtyCHxZL$lome3r0}f-oKCXE2mP
z-QC57NB&NRbPk}ZAj->ETE<xW0HL%1&KGijm8<<CeLs~a6>T(`BeJ(tNB4Z0{gNY}
z&ZDHNnwNT435H_g;^K-+&}SWdg4{dFrE&y4E5P5wK4_nw{B8*V+BTKb-U)f=Szb;<
z9svm9<-X!lQc{CvOM!?dvDWT^fGH!fjJ!&7oU|ptYEK)F@e;N$8&8t}Q%l>=7AqH5
zRu;m=QkQ|-T#m7ciI?+#b6d?%79ad0!^;Iwcd=4a2bz6xa&Z~>@s`T%Sj?Yd*cAxl
z-|MEk0cEBCI=1>`IENxe2GSSIaiO*B7Z(=?2+s!`8qav%&v)O(QrPo^?D0Z%DTeb1
znbrXuCo<~nKOE+&`!3l(>k6~wPxhOLkta5PTDdVkQfVJJIXRg;vwr;e!weB%14-MZ
z)&Hf$3^dsx0kE9!g}vnh;D<eNu5QM8*Cy9Ra8jh;;bf8o;u52Vc8!7Gn<XkKD>Lp1
zL~UP)>FVzAyfr#o?_O+iq*KTQN#y0rgsI__OZ#KXU>i7wMn?7n@J|UJy0w+b$rwpN
zR{i!AWd1l`X?JNeF~IY~>*2Ub4FzB=xW(nmK!7*tG|7ugU0uG&ALDXlaG0bysN#kW
z`5kwL5cTG#+FWft<c*9d3l%b#k4}gF+qC>Q$ZpO8f`S$ojB$2h)Dfj$e$qrc88PAH
zU24LfZr9FF+D?B0dXO3#8eA<26&1(e)?FW5re5;DP#hfWTLuw(I>jutdtO^x+l0hK
zdM^e42OgVcaqu_|B_%u_9$pHcJtf9Zs|a8g&MW}w!>hOtZ3}*gWN~r<TQn1Zo5?#N
zG<5WQRtscw!q4C;Q4bH0imK{Vho>uX!vCTVu-(1+3K9$$)zZUzA+OgyK0d35(j3L0
zR+r=Z<qK&$^3Y_8?jY*655q@;$zumTM9%7rT?UV=A{_AZrcmRLqW*NDy=FIt|7k7%
z8#LIiJ3#n4^jWL>hIPtKjk^ZKDuB3zTJ3Rr@}yJy{ZDJqMsLWBi4HO{GM~@0Kzn<;
zzUt+RzE&4`z&Tbt;Jz|fra4pYEfqzYt9=S`JsCS<$<4{}T@FFKvstY6EA)S2OvNDj
z&x?R?ymw*(3y2m)(9`7xv?kj%jb^i_`|BSO5&2LbKqO*vdOGgz0T}R{!a_-~pPyg5
z12CH-D8zy%<@}9m2#XZ6gQKIdJmmz;FCf6kKMU!%yZIrZ;eXcDBoGV1?2jV*l;U16
zG&-7h^Y%>;7sgSe%}P#gZnyP6h3fy-&U4mk_e-;XHaDiGrh98p;eXiaI#}#25V1?6
zgX~>h2Y<IXg72RHi9q{lczX*$pn!Kw+6JqDfZqN~N_zUt!V4v^io0PU`*URk`kh|G
zN9Bk>NCGPR|1}b$<4xs?p^yrB5#rLyeKs_tz<|YvAU?#FdwF<xRC&D|E>ux*a@IXR
zW$-(uJ!S(NkHP+Q0Sqkub?(i7?dbp66vUi?TGu;6LqjgYXvEu4aY{mB;-CMRh=3~(
z5CRc3H8pR3JR@lZ3;*}V|C@T`gWcV5Bs|tRRhqd#tarP+D42$#AR|u`<hcXRKmUs#
z`wJF}TuSRU_$YB~YP=B-JjHXcq=N&;(b3V~DfIaM%}${t!<5+gBC&hW0o!y{Q0dTk
zv9Gc_v6@U)AyUMJs#=k66!L|*1{;HVCfUW6je%Nv3CCS=sYq55O+@LmdLeuwI5U^y
z4oEYDczg>%7qjE)I`|i}W4Z&5#cKB2Y7O9bT0O<$K|(SMI@dhdy1jd*g_h2~L=l#1
zTI8X^N(G9RaGk052<i{i7-)p*#mz#mE7T4N8q`;$azMq}UB#cBpZWzLR&zI+p_r15
zK>j?}-KPPlvOA*@;uQhO_FQ+D<n>bm2i^nqwBqL^OXm*|jY!hD;VSN+ShK8=EmgA8
zNQ3;?GSFQEE!#AUQmR*}SWA}Ws7Pd}?6xY|2)dzKz7f>iJZ~8w?|v#VEtB(x2ulQA
zQ&dgAlHBA-94-PSgc;<kmg|s>I2lqiC}%#Z)EwBv<W(#SaqiP4Hu=`Xmp+W;S0!YY
zbKJE^@=VGr1TxUu+pAeTBouwCm=^MU;?tS4;nKbwQa04)s`t|mvm7;wZ4h*dS1S^$
z$rOzEqVpNdtQcey5F2^0t2(3?Tsk-fVgT;Eo<FEMKl>gSSfb^Ls{cA(%HiRHE6pGH
zgQ>$V!!Vb-JcqelQ+gSm$a2Gws95Y$7s99SY?|9QB~k#~;ND;|_+aAwx|vingnV$O
zcxkbG`k9+vF=C@sW<+A%yi(fEq|vf01`~C5uKm3P2VzK2bhfki{qBF@^wGsmX`e7H
z#@4KC+TN*#nTWTz8ER>c(CaieKS)ZYyVqAz$&|#;-=!5~Y%bc_QXxAyCBbvU#-sA*
z(ei0oGqUuSCZ)`TjEnOVdGDI8sE?wotUs`~Kr0c%8XgvLPg#5`5-B{<BX*Lr>%A5q
zs(wN_q32Mz(f^_Te%sG+$8AglF~nBv2ok&YBAwk<`j$4w#~`oG;wsVHUWfGDu1=Jy
zcIl(sW=i((o}`SZHLscd{|;Y@rE)=@lD+GiZnFQ*EFNNNmI!+mf3pm*9~sm%@lPx;
z)haN4VBXtyvEI7Q4f7I~dO*#eX}yf2N)^1zn$&F(7MeCRAqoYc->M|9pwly@@rsWk
zm0^c@!)!3T;%XZ<C7Ts-=Sed7H7>jbl=P<c<frtJtu;=P%KO@4{@0xpA!@WQ-Vf}h
z$5l9F@B`hq=Z13!lg90`qdkHf1~ADd;KT*()dEgjy@qG<{FuP`%NYGpKTER&^Og&x
z7wjf)dU2|86AXPO`!@;S!Fs{Bg$G;7w}DWLAOGg{bi2AP=7?t(c(?W6TMo!NiMu$^
z+*`7u<>#OMuVGeS{TW)ygtQ8-H@>?_!9JC`aE|=plY*^Cm1%@fW5HI0H8UR(HDN0f
zCBQn`2nw})7$X}j^=9ez2t0TgGf~){_D&pz?h9jPq4@YRgr;&LbSkPZ2>rPw##ker
zyIv~6r0rF=L?{iol!oc^=WyILd9C@~=KfKlQC!W6n14{$B&VcP2(pa`8?5d;?Yg~D
zERA1tC-pila}z39K!gpDt5#rQ{+sDmISW|-7IW?dA}qMHGO}~+JNk$QaC)N$zk8i$
z3q%AoAvFJ`;I9nv+1JDG5=ZFXc?%I$t~3J6b?nLlnEq}cQ;^(3*$uzRSn8W6ZcjB@
z=-K6mzKY){>YES!)O(d0nHXWaD7kw5Jd@gwEOPTD^Q=2Q_=qdE>I-1GEN;BUwUa;w
zne5B=zr7cMh&EBw8I8$6Du#P<>!Vrlckjo!>IO+!YX?Q(L*}Z;prdf9TF4>XU&ErF
z`xvf6L8s=@<yx4*dfS;$IS5K9WXADG_Wzx|WC6e)W+3@9ge)$1S?uZGZaQ_Ltl0qn
z-?r8Ndj$EHUHsp7|7BNZh6l(^|GTe5;J-qH8UOFL!aSrdKs)Py*Bx`X|J`Qxuje|i
z{$&UMIU)J?$^W-IRr0`1((LRkHX-5S(F?^w+zZ9a$}9v{`40^9U-#5!T|nRU1>U(^
zZkjb#8WAwuyV{>Y0ej!k7#SO%L%RU~3Os9yC(E_YCukvB>;j-du<-l>Tw0B#aialL
zw8@2qkk21{Gc(B~BZ-5I2cvQu8*gmqlK(eddUVYzu|#@KwzIeI4n)P>I|b5k;7r~J
z97d|W?i|YXT5z%<H$<J!_g2I|Zq_hSosQ-!(tCE3l9FIA|IXXzce~j$IYJkLz-y@h
zKHv)AY&Y9y+7}9l9~duGel68#=&!MyV;IX8Cg<VdF_-c3IY62x3m5UwM_T6JHy*ue
zJiBDu?6`rAtCfRrB2(&d)YPGY=>WRDeLF1lrKSuj2^q3&e`zzTr4u6CAE@g6g$CPM
znUS7g`uxe()2q!4=g~{gtqMY%8o{bb*55m5FD*SXFp!AL_7EV#v7pyRBy)Pp#)WCI
zf5&HUfVoOKEmMNwZ(CsaH1{r_K>cS$B4K*Sr``$u=-Xuo76;q5bi~*<czN!G@*|a(
z=e~GSYiN8_OoGu?lE&ZeBNubqiZV5!ISNXW!(Pr<eT~RQNzmf&C1h_iN^i2PU89j}
zYHc#EStX7Vo2Q4(Qeq~rnBX;>H?gY97<7U*V^>`L^%{kb7pDcrPvdI&1e&=O1+UXl
z_`4^Pz`KxW4)*OPg0KsMhXv@%fdfud;O>W#YMf<a%RO_NfeRs*v!?AP#<>kI%K6L)
zF%J=%<)uSIM<qsB3-M2S%s;ZdFlIx-`C(GJ9p~bgM_32C^$Qg$g?-Qvb7fEOT;|lO
zGIYul2`tmyiWVx(S}y(xprXD1i!4m{ROsBC?RVZr$zGm`s^B##xnmn^L6hRMiBu`E
zo7Z|nBT&%?Gfg8niVO<7V5Kwub0_`_*`;;yG0O9DYi+a(mZ`{I-a)V6wWx&Y?;^E6
zxU$c&aC6Hsu(WinTZzF!ZS-f~O@@E6e@CWbW7lZ1{&B^E@Z}FK`XzfWP$_m$0>st(
zp?&K|f34ex7=rww@bBG7jOVm?wMghklH4(UsO>?EVKwgMo|iUfVu-;Foc*Ch0z7>0
z8La~LSKE1VKzj1st^Y`826^G*d0#hn7tzVyn;1Q2Nuyg?`Qy&C9||wP&KORwtyY}|
z+Pz&~n!#Ro7c@!w(tVYlL_@4)A_P)`Ucx;{-_1a>&@X2JPUX<dfjb(sw>(&Of!UEb
z(06G;^mOiz)9}#yTku!;f!NpdP!sxri&d91O@|45!vIIr3_yZi{1b|xb=L1zckgpE
zpzeXW{kZv!%+#3=CxD!VmI|8x=BqBz#zRS#T^-Kl=nE(6;V)V)SU&3e@v>;wX?AZb
zzF=pr-q7fkIiKgbP%YBVbie!z2SBBxcTkypRH~&58tXaTdKQwPNPIj$)*1smGa6?@
z4>8DWiha=SJvWu~*J{lZTo&oOK+W@UXQ7Q=WHSF7@rwsDdff)TY$r~P!z$^ykhhVu
zArC|;4k<-K<w<2&ySO!nl|cPyf8(JkVIgGQszl3Gd4w*?!9t(kEhY5aGmou25>=u7
zRQ<)>UIGLE5kF)t%Y>>ZpICubbnM6?a{o`cu8TJMM9=*o0Er1|qy^T*9KJXH<FzY*
zBq-FAQM(F1<-UUBY7*RhTAPELPgz*~*?$e>CyGBXIAZh}YD8Sy25ju;MU+D<FrFmF
z*Rj1xoEp2^G4Yw}NCQm_o;m<5np$o}%j@)q<=zQdnFko)x&3Q^e%auA@1prdDglgL
zKx!xLS>c}VvN2@(H17aJ<dt4OWpYG$F4LQ_{;jAy@>gF%o`8^r#4ccP-{V;Q1i)Pr
z?fy1J55Xd#dUJ<%Jns*^X>6Q;z;s}Esm2OxId7U8Jk2-0t|9EpPyAWBL-V^_JcV<N
z2-lN)48vqg)8P5}<KsDBdgIg|!N?lZQUWr^%kwAOiJFt-Z~q`Ep9sXP@2U|VbyCkp
zp;-~?!cvs94TS344R&?&y>xlM*=w??POoQp1-qhVSgSVzZc?6-+Ehrqd<5PcdSgm?
zd?#9NAv7Mf7KXW}ogdn9!vXvz5jj~3-eiNa5XAvE!_Cjh_udabGo$Tp6gc$r@q0g)
z2X$taS6jAXmCH+vIP;yOA7V;4fSQR7{~wahF)p(A@8i4GX4huhu8q@XYujwwwr$&O
z_Ga5{wr$(@`Tg$)J(|~<Y37_WbA7K5-eY1}TZ`$NA$VQMp-NEMBou!_{{}>XK-jae
zXs<krI)5GIun=`5fBsU2sb^>3+O>}SuDIH>nedstNeDC4`W_RPtr+ZVO|f)irt;)Q
z`-0f}4-I9>hZ|?Rw&kuv&VtpGuTSpaB{K8Z_~!#6!<vMsw*tAlV}1Uk<6o7HPemuS
z+?yC-_Til6T9{{)P>HzVCgK}DoD?6L<OF_z^LR&vc6urGmY)Wk;U((Fi0$Q6dj{=k
z#(&qPKK##?c;22ghnV>HcE*V}FS#clJCBqjYa0$DYuR5LJ*WEDHuPAURL184b0Y|Q
zJ3P$Ga5ZbVpJaUV7F{LBu%PvTocH|R7I0rKWkjeOdOdl6dR45t!5ym&m@ck>X(Yq@
z>+pPVEoFrW)_e+6^%nf)eBMxga^LVVtkP+HhDFSA4==12G_^3BvQQpBNBDebY=11|
z#&ZpIYP%reD~C8&Pcs<X@xHPc+Dty@eZzY7K@fX#2t(9PetJpBW?6*t@`int4IF#h
z^u3VfY_o_&eMYLefFkL_I#*ZI9ZPw~jr)Xt_3`q*I<gEy2z}F*tj_6tqI1S`4@7`_
z)pwTf<J1rc2_RN&I?YZ*c<HUK{N9BqCRqEqSPX<wi5<MA-dMvqjzlf58h_#c-Y~I-
zai}P}VC@<ncsb+}uPzbQ0RPI-)Zm{JcheH{Hi|<RJ>DNSN3y3p-z^{pce<*oTSNYc
zuOeo$yErE({9Q#*Oba0^N<?+v2oZ_TZ^q+dl)C?M`P*<sm0yZHZh3|DltRDH`xT~H
zvyyt=m79(h{@dBGSC`^9@}(4wz^NO_z4^JF_=xW-M^q_t=U1F)r-b4Saviv4IoZYr
zqi)#`#|EVj$C`NFk+Bvzcz1Tjg&t#CxAF}L`t~&-Zm8q^LOR&mmH_g%NRg<NfnsdV
zxL<*5qd1(Q^);PY<d7P6&TYv`{`Ua#b%a(--Hkoksj<&CV{rAAunzXh%J?fwx%t+g
zf++SziYpY_oD_zVs-EzA-po-(0c{zCv-*abnL&tmc+QRpbMsmjdd%WmsW>gI01gtX
ziaKTiG4jW?B#qE5O$jYzQ-eQ$V7O_h+iWPPO5ybJ-wYW`;evp7sT0T~q1Ak37{t*_
zanifVn-Z&_9Q5sR_DW0=#mjh|-l>+W8`2tb^d35TbnvBEEfaB2(DLE0UrxN;U}vhP
zbW0Llc|a?UBt?DPJTV!*Pobn^4f3o<>+$XB6v=_&g=B-AVU?FS+WBl4W;keDs>+MR
z>v;e(!IpuWknx5_muT)Mp$T}!nF*4Gm(@OZNplpucXq&ioLZ(F6T1H281^^m^eY&>
zW6n6u;b(|ij0KmPUR{g##ZD7jRg49Gpzx*$_>wM&<KSk2Qe?QPpC)9hpAH;eW1(wK
z3b!Z~DXIF#8x_RKGK~G;9zNM?Jm|XQ#r<t1*%&Y^2;NofQ?(Kn{nlBHq3k&ba3QK`
z5>;|0sEf|-i}-e`prIh~Nr3DE!yO&|zPopcwDUY(?Rsg(Yz0=qp9V`0$C?-{LUNH{
zMCF#N2{o4HSL5n~2jRR>GCCr3aqS?k`G%k^2{dxJZ?G*@KcSm#UI_FS>)dWk-o1y_
zJU#Kzbe&0%#UId%91HE=Oc+D-Sf03=uBsJqQ)0SxWec6eH{9RQA9#Q1(*q}RbP=_3
z<C44xB-$TiFL7nyAzYksT+;Xzc|IUATvjSzK~GP|$|MM7_3`rR>`Za-n`Y&eAB^}R
z&DPsQR+}L@IcfB*qxh#UIE69&FHlb;Z^$yjB(a_K?qtuK(7<8rjZvRNO=j^EUOXnP
z527+*WXJ@iV#^B_M$pponEaZ!SN#VSa`L6aeJwW+((=$G@kfNy{mnV%r2l&g;mDhu
z*>5_*75Kf59Ir>&qnl%N)mK-c$rZeijZ8n2E-hgL&bzxlUxZt|gZ<#%LN-l}+V6R<
zvcsCYJO+3j)m4A6XM_rDofqs2H+=HvAe|k!aM96lJ=-f3atv=3h$@QMmxxZExcccW
zYrYDsu7JswgMzNR3FI-4b9pJgP8R(WyB1ouGs6GJI@ohQOO33ao=3z6oA)=FR4%O3
zJU#tNl?mY?VIwd)>RWjB!1nRsX{_Cc`#U?uI#190EH%^Jb#Qb8mvt8xxS7n-yyXgn
zs^q9X^)-w`m-!rHx(^og?c>R)KEaJ_rpQeSg7@@Uhh2RIEM7BLblvcwxYj*BEaTPX
zcTQF9!1eua{~4iZ5v)9kIYc#NK0p&~LC4KHl}kEjd4B@V-4E_u>~rq_xHYROMdzn9
z92JsxW0DwfnwwI;%L<2R?FZd+)1l&0&+F;yK~^L3H3Z&sC$?7%yv%rNR?rE3jHxe`
zS?K1=BN+sZ4o!PRgx56q-b!V!tf*RBh9ZJ_<BR?=*>MiaNBo>d(eL6qbXhpW+-i#d
zRk$$sQv<=YpfYL_0bxpEgs+MG&_MAQ0}GAClqg-dy9?{n$q$z3s<NJ$X3Mu^rO5U&
z^(8p=+Jy;ta2cEzW$N!rs(2Yua9re6m0mEI`1F<*Mlgh4dJ%YHP-2F9Ua5cujqaE=
zgZ7wG<WP5%Jsad8&$A4=eP?^a(3zStd0^>dBR_=-tb}n}!b%Ca8^x)gN7FU1fP2E>
z_`vJ*%nsUQ8OEx^c;HS~1%Al_#?fD!H`|AM@{j1o9hrJx7BEIn1=Wb_#I>g82KD1m
zR?LB7uW#7R#f1!KQz>O|<j+rk%iy0I8fxaZPI`Hw=7PG~=&C};21i}35t|WR;xGta
zdDubG|6*~(R@n{kvS@xpHzwhV6(8(43Q*UTlkJ*n?C%~W*F1<k!n`x61r)vp@+MUY
zNID!D(+t|c4lwD|$qkD++YD|W*1ZO9-2Up6JA$9YDQSympIYU$$nA4m`010V4t{U$
ziI8~BADqtpsL!PRXPoJySQnU&Nvf)<R9hWOdk=qDuXXo_p_vgS1_whTe0j4ew%P1t
zJ39R&<#9giZg;!gIyw>uf8}<zT>2>s$ccl18fp9P-WLd2@RgR9_QhNRuQS=dg(pY<
zbiDEEk*T*xM@M&SXEk(X8tNc8JV4Zd&x#IjH(I&TeQM#?P^rgpYWp?HI06LLRv!YE
z;v-V*bIxBRRwk!ggUGYqF1@|0>(wX2X#vYsChQLo!&3b@9%Q6ul*!{_&zdyzm)!aa
zuz!dLt{%<&2cCAmkJ;pZzO&id-UMd5TI>{wTG{T|VH^Nc+?57{V~@w!{cre<dvuf>
z=fD<*&;Ghj`GAiO#Ao^a_)#3dQ{T60CBt;CI;$of(>~nS?okR2AV4sm8+j*sw{97c
znP<QcxZlupUer%Qv6jmOpt#5n)@26v>-Eo0&5*>jtXiMAZk<^wMAWg&87&q`fwh$j
z=xdJ+=d^A*Jur4W{UjqXZVYLuLVX595FWQI{@uy5EX}e6^G_5kQE5^C_M8oVg)qp3
zupuN(^*TEQn4T{_s37F-{kzJ6st$?nTqPuwmONZ~ozc)qx;_)A>^u+JfhbGzefFb;
zQDhsJ#{PPIxulH(?GUK6R1Y@Dp53+W%aWLhlz8T&RVHDE`v5o6h{Wq<qo*@fy4E(D
z<i({5mOIr)=!7;^y<^<ysm1C3**R2b_U}B|A(tk)7jcKs*;`+ID8Vg1SYZM<_(b<^
ze2ex!Q3Ecl-@dYfw@20T)HuC+e2qE7FbG&ZPW8CL_NVli`I0+vh{|MoFC<)by5h<;
zOauI{1=H(7&i;Azb&$l@K~MUDtOz6%w57e7?+UIC?*?lcDBU*TH+Uro!wyqJ2N4oj
z_2lSrI?q3>0t%v*wla{VFU*7f2xZ{_YQnZ2#Q{N#$Q6KAzpHt+hlTWdgou;!)T>$y
zMdaFlIuoXAy@inbQ(?I@C(DT&7x9P)>eIlN{`}tcG?9ev>B5TOG1%NQtr|*xh<41E
zGky-8mz<9u%{$T4&X0;Bjqz^PzhuvdAK()$*bjBC`)^n1<b4JT0he%Yuio|t%1myL
zdza%6`~dIp-oM!A=x@KIYQEk_@QV^Z@i9KNVe8)>yTZS`d?oqeWYf!-yz}>6;b=pB
zn$i1K1Fw@W!<Ub+(J!F|T8F?}_7b}@4>xcHr|#ym$lzjf8ajIp=Y!#8$rA(<u)rs{
zm(CEi`0W=V5}%k$HVpp{DdtA$JKw))h@&(Xwa1<$kltwiM-5tfgAQ^h3DE;YPxu5m
zbEaBUeI`TCrv{@m*{!y|bKh9^LE9-<5HTq?Fd0H9Efr}Xfi#;3lFk;Tgw7W7C!j~r
zJ4WbAy!55!mYM`~T5`uV^+NRBl4eux>A)Vgvn?)|&*0BV-@jtln^JwRT+p>Jo&QjC
zPmZ)Hu)~qNWh=~ZF;_45cK@xljmo-{6!c*42=ex9`kv%NOoPN4!yD4z=L<>F&|l|D
zMuBu|{f8*k5`qO&Z!Cch9)uqe>Y`42$!K0qs$Wt3t1I!%T1c03TT`ESqb)wPDHB0M
z(<kZViWl?Nnu4^snD31aDDp@S>nYYpzK*6G7l~TZ%}lY!g&2kG%a)?*_eeo=wVEOs
z6);3R(2^Cj^?_<ta2^YQhX<iXg_c?+HpQ&q++E&tY;l>G`6hgIMzD`x9xjFl$_YvH
zfP0mOpoi>gNft@Nx=8P;3R-ylG`Bs9!V97_K)`j#2JywUEsDAb-^TsT`AL-K;37=$
ziVZm7xcaxHuJG#4NO7AFdxT=A=6XHiD)n{qL5)Q?vI#`}m%X~yxlv#7$AKD8jdDUk
zplpNk;Pt0YVOUhxP~PWE8}#N3xPIOl`oT7BSZW&|x(5G^pN|Dl=JA0Cj;Sd$cOk%Z
z$Tiois)GwR)F4XB<7JKKL-{>naXq9Z4;kFk2q}l#juhL4)IrZG-}7tAi7hjtLswf&
zr33iZrCG2{m$2^E8b8YYYzEWe@{~;lV|TC1YHm`;*W$iPLuqZVgcF|bO~^m{^RDPw
z0U`-2)7>5I`I6%so=AO%I=%0N8(WLpzjzNILv&9my{~Mn!ezt?n675WLRa_`Hxb>z
z=rWI@lpkL1w)_;E6q(%a@&6%uuXzTwWf63~H=|`%Iw>eC1VnWS>vb2WT)k~ErDBh6
z++GD?jjy}HX<**@b~SNvyuU$!n`DX3)w<|fSC|HrBPlXF`_i`7Hw4P(`Zc@~7<7-%
zLi4lWa2&MO<3*;r5U8i0JUPApJc?+j-PWagncxg6?uztF9a=1FrNisY3~gB@FgP6&
z?gaWqA_lvkRZtpCYT`|P?s<%kejX51{s8x^blp1y%F$wk_w_fD$RHlcy%i$qiLtRf
z@3=@PJbqkY76ZbcCxMM`L1%@|oM}H}S!<UoJGO&Mu)*oL^OcRr!Gk`t?KQpd`BAx{
zwHzGWkmSVqdeZoL+~HQA6-Ss1t-zyPwVu5X6kXO7><bA!uME|1EY|wOm!Dv_2UYF9
zm17~@U0Dbm=PeO_eo!d)Lm^B*l-Ag6@2z<U5${D)qMeap*=n6%W#CgCzic0Ze51%0
zWm|aCwpRZHY+0HF*4@xpt~p?WQ{eaCO0nu0=eth!6_YZ%%#&McaeVnWuc$S<^n%Z{
z$5J@l4B?u*SGgqDKf}#Fn&}Ci)jPz8PxZvwE-vmBMcos|T3W|$Q$ecoVVpY9S>X2M
z26Ir+?q4th=X!p<Fxc7?3T<VI()rLL*@V;LUb3Im9m0o)e!<>0*+_|#<Fwnxz5vPk
zHHhr`@r6tx<7y5rRKN6fWqs#3_we;oj3zo+`@PQ%Zx+RX|N66}GOU4rZNPU#4B6YA
z#geYjYAbNP9FpBE0At$3`s@G3X+jBx?)EEqh^AftH-PG+dsPV`eCHI@^7DFGX`!>f
zTLXp(&2*<Ghu$(UU7V`iKTkQJt0h^>A1O0(dPF?*B&9n)R2sfDDU{Mnljz_&iV{}x
z%E+CevzEgzCi=^&11vK)2)t?CO1G%=Xy{=jqu^$L?B&srRKGg)H++I6JZbC%5CA3)
z#tyxfD6{OwCKSsCE|PiRB8fB4iRKp*j&&iO6aZEZBM)XjXU`QQRR0^P<6)T?>A-vN
zE4NH40_Z0ln4jFiNFbYgG^>1MN-8P`x=*h))!=IaqM|8KC5^`PC7kFH@Zjy)dP`R8
zGNhh4vsEHRsJT>aOdtv4zO2^4GSP70KdP_xNS|~faJTns)E+a<{~jWsgj2OJBPy-K
zfy6=Bf7|V+6HZpq&nUpAYhbe@Yl0@#pRsLgz^?!vstzJojZcfPArtWCv4>-(U<Pl}
zd^+tV&=_c)dKIAwK9-sfN@3itChfQ7V+Kjsh-y7$9HJgA9Z$NNmX>e3>QJ6^aRiy@
zb+@SUx{ZPB6SNV8jSaO!nL#6N0VhV-*x)M1E)+}Faq4$fUj_n{tau7bS>HZ{Y{*9R
z-HHs#GS<})951%0qr8pVEwx-7^Q9)3e~A58XASFOgR7Xh(5I5Hhhx%@htm2ojF?|i
z*CLD>IL#?4%28Y<JIp)9Ce5@?!wOR7q%mX%1{(!z5H34lH;uewgIlz~%kK1CqM4gB
zUrFK}qP4E{iHgC&{7GT~Z7W?$tRCTxKwlUk@k^mJ^8V}J+B86B?hNB_Z%_G!+mG=(
z_psI!!Yy4ltn2%sn8O&+-gVSL0aTw;9~f`O2RZCzaIdv9(Mr~4P#Xcbd{R=m>pPE4
zx7$6hu#C2EuSQJn?nUT=hYC2OUusMF5j&EXn4nBS4~4#sOZ}$<W1TnG*sGVcC_-@G
zN>C^uunas3>T%H`SIS-V>^8p3PZR`<q~@{tGCHq#qHn_ZO-;Zs@GQiJhXzinjB3(8
zn1SDx8YrM*z!+gg;eo9x!NomY>nDO-rNNsuebz%lqrDWe{v6FlZV*6b808Re2TUs1
zKN3S!$=WV`ASC6~`NC1nogai$;J+&1po&`Qb=)a7e>{+q@Z5`8nW;t0Z9mriqGKE$
zk`y9!oSGS|ir1GOAL;$>AeAb~H_7dcm60#m>Qz!X;9CI?KOKjEdXEZSvoY2D(a{*+
zx1mJe^}$tfkS#Rgb-~sA-iRc}L*<58&~k_@m)(~Yg51p2qi};4e>esTi4W0}pPloa
zn33Clc#R3YQt(79vOx--{Q-w^yPZPSiV2$$L(%hkXU%(eGO0m0F^CwnyLfx`*71$1
z9Ulz;2W9g)$^A9?4ru>`G>?oIXB(VyzRO2Vt6&atMIVJlFlYPv!T`%*$Ac{>uYi6q
zYa=>j6><CN$<6j;7Q4?|)o-Vsu3x)Zp!ynz5BmKFUH9>^RIKL@^sj#@^?IMRp8gpS
zN$z*1EUyM^*I5&1PsY~uq^-Mdm99a`(jIOv|NaL_;zHRhWqGAfU;-{9<W=A04E?Nf
zLGl(=dI#dRjxPB}yZ0{3Q2>=U5&X@S*9*oTxNe*t$Q=2);Cx)+g}=ohX44w?dG|5}
zwl_hGC@|_W=kkEbdWO(y4d!n#A9}D2ke~;GgnBOwpiP6dB-H9PI*?%q<La<rBhm`#
zE<{{kz1xkZUGL<V7(U^zXZfoiBcgd0W<DftJpVB&7ZsB3kJ-o*pvmzt7omyv-VbvK
zI}!xn3?H&Q@+d0!v;S#PrQs0Jkg<9LrvArp7Q4Z29Ey|hd%K7#?6Sg*!^H(%VLcp3
zbBA}4{GsuDY16XOZ4W-yqq0&18#iJKOrxztKXzf>jK5)s<x;mbzbzx3)4|SY8T;q*
zr89vtxu(`4SnhVU)ab9M_|SXaF6A^pVgiEWB%STaR?UoIe4hP^u=MnV$j?n@|G)t7
z?Sn9Y278jo$?;xx3tH{2`q^<|QK%W4i<IQ(AHoQa&I>dBum+@@rsnx?`%-6gG`-D{
zbZhms{$Xo;F~;b6-qIM2uBm-0I-!^GH_W_j-(ueJ_5QI!2@WFI1XA=#0|_HHwLbOS
zu>KnwEb)8An=<n$N-`KecoEL&f5F<gipnsg*?chcdU#%B97wkpg(S_m$E*>x<h*bJ
zlN~?%S1WNYS-aM2kR&%w6JE7sX?r`hA8h9m?$T@|U&ax`y$*C{V6WAFQ*_?e`R3#y
zHufLxL_tZo&aA5)dk${BN&r7eTZa!E@rUvVLfLNNP~VJ}(h_4hqVP0@PkPJZc|FOM
zFpJQQb~5wgTXTz5F@rG+7Z=5PPvUvkO3S)`{BqhZN3CMG+b)Is6jmd14R5e3)9NEe
z=@+Bgb+u;3AV1XY=rF{~Qu9?{K5jl-9_Hj0Wr=oHW{H-KjV!<~9Gsq<wOv)T!&@g=
z=mgfU7oFk|U6&K*IlNiE0y>*wdj|wEmuN2v%b+~WHBerf)wW?(03#CLQ116fl+N0=
z9Z+5?`_wV8TaW<!T_#reotWwMPyq|sICb!MWorb-Btry8za1Q^|JfO2dIWhjzK{t4
z=D<TDWat{_bM<s`S&*+~Uoe8{Vii7M+11t6^##QB-Mx_nmc{eUt{h`1%|=V?>de?!
z<d?_m-Jvm0Sr&wUX{;fTWT^PkGBV8ed*Xp1wAmN8Z_f@8-@f&XjD%@hSXxTor}KGm
zoTt96ueH0O{pY*34-_O;Z!ix6oPfFY^>+YX%zj_e3u6G#?q@bnwSn>ptKT_qZ=Rkn
z$Hh|%3xmhA#oztkq0`gTQ(25)8*MhV0ffLE*&}6L82pV78L2LS7CYL6gN3azp1`>~
zTSi-0Sh)MxJ8Zk`j95|~5D_|leZQNPGu`auqsJwSz4*^0ua>q`NWKkt!m+p=sk{dF
zo?BX4^rrJg+8@YzB83SZ930H0@{wTX$Z~G4?~WDCJ%ogWj!sVUeLg>2pRV$HodCn<
z@5d+CWkpG)kwG-(RPL#-0`GWRX4NrPtg8ZKbKMtkb(D|`)8&=aqK>tq79M=fs$tjH
zwwU!!GeZcaic0iRK`hmqmxTo`8j75>T;C0auGHEet!*HpE@38>8`-Yp$WV13zkZ+<
zdGfSwW$f=VIUAb%!R3X#w}|;3A!^W%+bOfU<xW%dqCqsZ2$qdO(hAKmGt-^@nkM-f
zGDjlCcm9$Rv^KZ^13FM$n<Vf`w`+x+C+5Xf<cmZ(vWAx<CH8My5iBeX=9_LAb&?0C
z6H&isglmzAUIhq|N5+xb%B_w!I~~dtrof8GLoM9Md-t48`rI_S8}Z<Z4RiY2kGN#+
z2VVDYxWiWHuEmwqFRfVJ%c{_f4k!x<wm<bm5PDgjyq1b)VNzd!D$)Bozv4=UM%nv7
zaSd>fszR#yyrKtk3UAC{@&e6c-{09`d=<5>g|sj3w<ehKQ`?hd(&y$uxeUrz^%w@H
zoG$+mn`Uqp^<2o3;hp>wN_T<>MY=k=iEPj+u#f!_3pY}arxISDIo_>aNMRJ)G)POz
z*(rVep@dgXmK<0c?4J3Bbw`*;a(qb1meEbkh)R60sh97TNGt(CQ_*9Uq@=hIPx>KH
zJlBs;C8MV2QLe@?5e`8&e(+~u5F8x0o}({0Z^Zz#Eo*<WMCCP86>`|J(Wuo_6faa5
z!XQ8bN#F?Wj?as>-5HT>I9lY!ZRRioFY6mHls?xF%KewjcDk@oYn_Q`k4=E?xP%)<
zE`;Zn6Y$5cas2eL#`4aYHIP-V<+<&h<e1W`B`!S3>x^l9EHIm<(<Ku37aZ+%hUP(}
zJN`wHo;j2QMB|Tu;xy=<0CMkRJLO&OBlE>Bx;+lq_Fb#+&VP`$9H_lx(t%FzXIx#0
zYAYmGHOIesiymr)<ZU#nK<$SE&jVvJPXji6HHP&W{yJpbvAQRW8}>c6I&k$)Q+=Ij
zR<Y?SemZWQi$xA$sVlRP0(=$QW(5(IewCchi|HjXtG%^`fvnX!1dGe4ULDd~mJI$W
zl?)3p4q|$02)*&)&sMe)I|<wxc23*)j|cNZe1!~GuViLE;@Vvy#sy70K3XM@6P}=L
zV>IqFlFsF8#@B=7tppD3q&X;lI9K&>(=DC9Cjp(#?^1anO}T;IPG_tGEC0p?{WE;p
zQY3q|!4d?9VqJ3+T8MAro;#_=Fa2H$sw_)iWqJL;ns#BYtGd3qw_x{93x__osZY}x
zJ)*&CSgNgIC5M$(${;U|LSzqeJEHv!rPCIs)*&PHn`C(xX_*k3@gc3=+=ZJO6UF?;
zOF2{C+9l}(J<<PLP7$Ipc`3K}onJS=^R8|>fOXPeB7zDEu)#D`VuP)w_RRi<>H)`V
zez=x!-klUsDgQ9)*|iy_P&>AWbmb^&NaSw076tB8HKLk?!YJ?AG>aSpLk{bJ!9g4R
ziQ49B{Ff^Tqnnj2L%gDgze4haJgzIpdZ%nQRg>-#9B{(;9qlqqB;BZ$R!-ac)PrKc
zhNSb8u_3|x>uo*iTG+p#$4igC#R+5rj#lXG1DSwbpUx`PP7Z>I!8w6{&^SjBa!}xw
zuS-xQeiY6*hy2X#Dm)I6N5&Bgh%dIa3j;$oEd`Z-zgqJqovZvYOxY>8B;4)>^J%?W
zz`{im(>;;@0fAr_P@F*AIB_~YL7o}Cy_gq3E_!GC(?U$BdFg0(w~23hVHx^Iw(aD^
zPZeBDj)$S6PtM-HjV}Pr;mJ9gp8zx_pbzQ8?+39fgTE7=E5LB&$kyE`_r{6;@5<)q
z<$MnqY3piUL%>%}%e$-V5@pj<{ZL#voHM4XYBWBr`DJw^ZQ0<Zt2`uFsWN1YjB2V+
zU96(cWgLM%^`6;ftW}IVU-6Q#^)9jNQU02IM&tJLs0V@~(|yyxtO)n~hkYr{_M!Xp
zY)Xu+e+lpqlb47(@eRY%v5;~}O22mxZ{M7ioYa<F&#;RSDQ>d3p8xXL-Aq!)ZEA<T
zU0I4eZw763`}-D+kz7YuNuw+cCf-K8lX)v#WCIYh3Z>7T`-sA73MZKYZ-s&PfhbD-
zmX?kWCkK!7Qn_ECCKC#trpF>+hrwL4&Qu2i(xt9@g?i&?OJBSi7ejZTEq4?3q;GJ&
ziP=e73?j-LN$v-$r3Nzu2|oQ9Xf!A7ynC>T$-tj+#X~(mDT3O$3TJerYhK=Y2*Dzt
zQ!8uR(guRj#lcc_i7;s3J9Nb8R#Q*5M=EzKzQ1T=P;ohRBRwv3T<lS|56!3FeIJv7
zr&#@C{ZCp<w6iyN<o_XYtXj^LS8!_BW-EQLv9EG?JM13$r15771PWH{I8-^HN$_RP
zKscj}K7F?1SeK-6HsM*cP`9IU5{$iKV+>QL4XzxnBP&~9i=wR~a^tKxaXs06|MoC{
zoIyh^APq!b<4<)q^h44@N;-<W(&N^Lf*jyd4V0X6+zc!ci@32!rh1UGU%()mn*7Cu
z@I6q`SAX?p2lA$~A2)a5x2A_~Q7wqdDKf7}@Ex*h;W3T$AZxz}zC2$<FNo8X_x5>y
zv~*Z4e@oRZ46ze+zd|-Q$ZCL@fPYfdM!CEfO~<L3nyK*7qGl*qOppn4isYCX;B^qX
zn^V&MFg*K-C~(IilG{YhE8}RY%k72e)8I8@s{J}gvcUV>D&PoD+KELlw*ZCrK8Woq
zCV9ZM3W;GdyV<jf&bd}hMNvYH4Xq$+E)OZ7;;v?G70iYsZoWEtYaFcIB0uJu!rc^5
z))AbGkbzlT7tu$JH&r9B{R9Wkwo%x(3i$zy-f@1`uZgT&RLzQB_8?`8)&k9OdfxBv
zPq^F4$m2=A<#2;yD=y%jm4vv!-)|9575VuTT7G6$7c!Wdb_**0{cvgsEQb@i|8wH+
z$8eB_oi9eZ{QYADU{VAnHD@S=U$!mvE=ofnffK)XR2+~ac5FSe;*$PlnxDY(s~Wsw
zL!as9j|;|m=-=beCUmSn(P806SK6_5rtU<l@vANs4*7zc2-p*l<(|z^ZmFAQnC6G@
z{P4-oXXPbc(QjY@{^G;P&yuiPzsl>zCKz66C*+@qyKa3jNQzRisX9H?0pY8|Q3}hc
zC;EXuO$=Odpi#~&`ko6h-zN3sGzsi!&28J;z+2P9%yf<99JJ~aR`y=Y9@m~Y(G)wR
zQI4q13OuA%j)o~#OwGEe7DX956T$_eAysGRG4RKQZJCjEOA?4}fS5m}fcUx_#IZ+A
z0RZ%Z{FqNp?lZrk(q4wt;?BP^hGy{r1>FRq@4efhVe{t%XY2IkMUb897>PQ+kL^Wi
zQ$<Pq{FwJ>f2;?xy(}(-q6;xY@)+L(n$scx3GJEe<7~qHE53r`E3rLdj<ARzEbK?S
z-x+B!(Sy~LUoHbikJBY&d+PN!^PA^G7nlRqVj_=Ay*&cX@S74WGVglm1|uV;v|&aa
zyeX6c7Xp&Ylud=SRR4UbAF+>P5}{r=U<w9e5X6sL%s9e|7z9Cq$2o$!HsA_Sml)-J
z|8_{)Nl^_V#o=A(=_^>60_9~8LZqZztAG4b326xyeLr;<;c}dty9$<frjr6YE39Vy
ztzr{*1B3Cmh{$77Z|^L{1M%{PA4<z-#DSB<4H5Huj?j39z%Un)8=_o3GQZ5TLroeV
z_Hi2`slz67qR1eT@nA{`HGO~xk&oBh>Dt$zCIXUEWEIRC2`x@f*j9U|Z6g_kGM2hi
z9kSO97X5!(eft9$$oHo?rifWZF(TfYEDYls0cRzc&7bcA!gzc!zFdCyix8fufw5U)
zSFV?KhGK&|b9dw=H1uL2Bc$K0m`qq^yg4Hyy@up*u!X=sL-}jqcbfdX4-u(i>jX9k
zf5bXHq2Co+>b@?&mWay&ckVNrqOO}KOGnjPkfrh?_ZkRB@a-R|_>u>nNL;Nen->6F
z8QbnIVC?bUvE|ihLBKYt&SPW1wp;ZUeMu{~&ERSINRM<_M6Pv3`;}p)5)nfoHM+yB
zj)7)uXEc4M<;`=1nqv!`?U>9$quQ$-gqOBvMIkjhP6wE8ht;_x90cE)uf^3`2^t3e
zOx;@y8|py8P`PX5hBQI6+Rjf6{)%G`l<&KS{diUtazaRz=&)8wnLR!AKi{z^M^RS{
zBPTJapGNPN5Q_NFzP=%sRk>Qc?${S`)yR#A`wd0!DdHqQRI4&4z&(6y=S04N9=csk
z9#|PnF$nFnotGC>V?JP+7nl_!f>m4`!Q9$vySUJ64s?K&l<vycqIQw(TMVD7a~-Ax
zhvU4>K-XgNIR@HJ%>;%3L^~|({G)v-;op)WrgoMRqe8I_pp6EWpBA-WHr-Qay`N&t
z-mF$S>%r0`&c$&p969Fv0-`Zmal@vRoAe?(iJ37Q!RXIStt9^b<vKCVtFFcR$Gt*t
zkJrJ>3#X`&Ml`h^c*^QR>ScVda>_b(?_+I}Z0lug!N++5bEQo?EBZQ~vFpIR{O?PG
zCBn42itl9y-7%KEj^x+Ndyj<MI1QzM0({Hq0dWYiI1YELh$&@;0DU_rdWxVT{qhv@
zNF1(AFF7|9(S%l_xuEhQ41_n2q}HGQ&*C23@>BAd1lMyx%77~GlTU}rHaDkBJyqe8
zM#J^H${Wv$hCRB`MjtPW6kDu~jX4?si(&HNbHX(+ZK^+WwvtzPS#f_~tdR??5a?uF
zrYtl>h?iHqMMY~0lze~*Lw|(HlI_MMJ$-;VHrO0*jQ0`@cUaHxPSF6*Vo(F`Sn9_q
z$zsqFdonFSTj7?h^ed8F_*pzs>8E^E?f1XPEin?@lLax5&DOm;nl7oR=&$bjpaB*w
z?B?hIEHC2b#@_R3JLEsEiJ*`Wv*i+#<yv#?$4b+NI~))qghC?N1HdO>Fk~6J_++W$
zLqkv*99I4j5pX~%I0(R^%zo+j_5HHe;nDQ5GB@}8>G^s3HQ@^@Dw()Hltio=K)^OP
zPt1wD<9-7w8Q8WWAsRZK4>H(FVj)K2d<Q?@4*BN@svY=7#>M=<z#t+b-aWQrK5IwW
z-5n{QV_?jf>>MxK?$8sG<;rH;bUs6}8jt5rz81uQ1OeOn@gYD8{IBZ4Y-$6@8<$*U
zaXaPrc=jK_z`SKBcD`Qlw10lQUftaELJ@j?0dO#u%XQy?xSmq8^XWn*TXziuRs3*M
zL&E^T>W=b$f0?eM^rC-`ChJZ(x*eg+(cS9y6PJ@43PYnrzj)snfP2vr&n2D?NSqi;
zVFWVR1S~-0k%)_{Wm-i&-IB7Ut_%ao0CuX$OXvaG$%*~tLpJedg#Vb^{n`#An;f$s
zB;L0yvfVzjGe<xU;;^8u4hM;FD9@%kI84^b$?5L=IBNCLNG|1tvZSI)L|l^jr5R^*
zDK{qL>jl{r5(dmb61%PT^OtCy&7shaIM;OTmly82ITEsBbgv3r*(zlf#e&OAsx;GF
z?%(sh&$bYFz~Z?-$IdmK@)VOBfMU_qexW8;x>Jjr1r@;2OihZ)O+%KFAMIKaS%8~>
zuSqaiuR-DpZ8Z}^ka~Lu7xR8)ondhXjR*Su1V5(}ZU-2Cs$PY4F7o&*sawu$pCt5p
z&$X(l*ro=fJ~*;q?ph^?VIoJQPBRGec?~GmUGklr^>2>6<9GGUf6DbAWa}i3#}hQ0
zGfs84lI2ys-O;jC`1`AQze@e~28*+yquj)5GQf@VVL>!@S5KYE;t!zMKKbjZ>TQo-
ziMier2|gLCs5x(Mg{%??`t=bw`p7YOei)S)up4hbRqnQ*n_H1C`+<E!=W5SErCcvS
zy9@Y~CG`WW7bGoX!Cl}`Ag#UO$J~BQxy^%X<IbJN{tg6H?m3z6aAittjS8j|v5pv{
zEAL3VGWfTue$aX|Gc<u6izwX@IAI-`&Q$PvJ{Ed2S3-DY-Wk2;7ks@aWXtPI7PDP@
zgC>pU?VA<#q>8I$C5u>OY=Fj%wZGb7f7_YHN~eyQWE?a~Cg$q`^IAzCh8T!f>=}m0
z@PB(Exx0?PmCzn+#-9y+)6ucL@mQhi5LF-iH%85bY?hzZQDvXA*Q1EJgHsMS>J@*}
z+U-;MD`)EE-b)Z)rQlYN>k(3&u`>W0>e<Ud>RO^6)C?prRIk58k6jw{XB#g-c?`VB
zUjl_;dmdOj&h7TkW0R7e`X(PHtIHCElsS7u<X!%!fR~As`!D>vD+^>(Xr1_*zB2X8
z(&#;=)xE9Qh^UUBof1MOQedB*52t9RhhK4v(WnzuWp7$Pn6$Og%+5=>%nDIQp&jlU
z7UGbX9Mg`p<t&FdRrlTk1$`4<VM=aHf#&N`ZVXSU%-w2JP_NyoK_uq~o}3#ZUvv6z
zi1JH<9*09TPgi0BE~EK3z#1vbQ9o^OfVpV=R5*{c)qL_*^em!(R`f(hamvooGEdq=
z(#g~!e04IND;jZZ@b4U|<KteZj))TdJN2A$N=xxiDf}M=hM4uV<>psR+(=$L>cg6=
zO$A&R;`sfuC2z6tyiyE;F&xG$=Y4G!7kV431XuQ!yjO9v#86&d6-G`+hEY8Beg=|G
zuCc);5<y4PRofoJit@ik?pNLFrsVOn_w%b`{!}1>lAF=u)_L&>iliKwR9^U8GCdIi
z1|eVqrx}eI71Z(3P<!@nY(^U-geODdT5c$7#TbnD4GyQVwvIDgiSML@acp^3wVPI)
zHxg*^j5y#A;C{B+->dG7a4XPY*TM+X8K=tgmLFtXLF-bTX_i|efE+r{!?Gh0ZP9uA
zVCHq<>k088W4pjqTGlCa@OYLycu2Gf-OgEMt@MF3WSE=~#RSJ(_aERfL1ucT@$MM#
zxe6&e6*4kHAP6qbv%#cPd)CUdJyfv2-Ahr*D=Who1bUiMga@OAko0mXf3_{~?waQJ
z%{tzl?@$#7kY4c0nsp-1hjVMTq(Ddb(wnmDLV;B63Ao&hB=?H1hbcK+MV@~NDA$9$
zUw95=?n6>=eIB-pthRi4Vt(mpK=mehNYos?;j1Gog&`$tZZ!x*9I-Y9aw#i4rdjBa
zkagjCjrZ5xO!PM=jD2><7GaWhs|Kp&nbm+^;m;Wc_2>W6&9T`J8~YVr8jk-Jh&)18
zSEl}(7ke}%q!J4C=S_g><}Fbr5(N^N*_X*a)X&k5n~K?|LFe!RyV3HIPcjm(iJB1Q
zl`-2bhcKYGgf1_0W($I{dI2kX!JDzEA<Zf}^-w#?kS@<0X<9+wFzCMoe|laF(O0xW
zd&-6f$Mg-R>QvSJvfa5^0NUE4l+n<jQzku?U$tteTteOUHQ84!l7t#!zG`i#`0e=m
zSTLt$aFoCk^JYa754m_N()#va6ihJ--)fPOM$^?WZz7llKN%N-y4)D@@<myk<43hc
zFC-9aThbKrg+o~GYG;z>d&*$&%Ph7%=}@D^NSSwj@n#?V5Q1`YT1&j$rq>7kQD<4a
zAXx;puoZZz6M_vn5wkhy7@VW!<+caocEPZ#YvM}e2x()#h#S!!c=|J3>`|HJ{DMW%
zrRlAJqOJj<ggKiO)Sj48@HOu`T}V_<(uokZEt(cQ2KCupqD6AzM-=}8MdGR2QFMN>
z4hDmNIp?Zy4$8Y_RCtP_d{UB;f@=k755L|j_k}R(kUUOmOkIw5i4|@sL%-*=>f+=j
z;7db33SVG<fO~|&N5J&Ob-t#~bVcyE7i`VQVB^CwZ2DLEKy7?dx1xdBLD_`z*l|N=
zp6RmHP~J?AoNU#*QQu5z3v82@UJjAwKxlv0N=}m7h<Jb6Pg#TUE9v+l49fJh663*w
zKML}PQ%M}1o;u97bJ7-wnDeVgk}E5lk|A0JIbuRz*M$4rcJYQtN-+VO8*!Siw#E5i
z=d+5_tfcsGH@C4W8nZilQv4x;*@wC1dtB(7044V2-D5hpOvMYa9^`x{_#v|VlInAe
zaR*R8f>vX4SEt)R-7)2G9kDLTjSNT4+}%I6A-Vb5ARY-9g>)D1G94Xi&({bTKicVU
z)y|%A?;QMFlQAm1+OGuvO~yVpX7Nxh{fwD}#7tVvy?P)$a=J^tmKX&0AXXWLq_DXY
znC`Q!2i1T3TIw=&{b5s+$&&u)Ees_@$Y?lvEVY3<cB~Q7`V)?Qziz+2r~-^)9UW=R
z262vYrjDu{{MtyL+&j+j9!=tTz&$6og08H*&vXtK0A%MrU62O7Jk=MWW;Ga|lDd61
zx4ONHpoX%k5>-vEsiZ_H5+!v+tR+C~1z)ZGl?`EN=VqIv!~@#Sb^XLCJaj!|tTfB$
zghZ{_&uQ07X~aBb*jpt>;ueT2>QL8%z_9UKVZOPlPV@4_c6V><i*%9E@9HWr-_6f$
z{i*!JWbOJ}GkQa`&LHIzE5fcR*5}NgyAA6DQgA%_U*K+(s$(l=Ov5!7i$TilGWk&n
zW%tw7Z_c$)k?wbhGueHeU6p&z^oN8xi5#^m9ixH>9$qicG|+8cvF+P4wWy}6U$OnI
zNY=yvXVTA?@g&V0t_JAoAV7071QpcaeKN;+AX1R5DcCPfm5%E}V4Z9gggP#1xkn@Z
z(AJf)Z0yCl*$s7sXPFftRQw==xp&HIMb)Y|%K7T{S(0|XTN{oFKb>3&hktS+C?lj5
zT3#ypqqFr2DM>`o(u_RQX0Z3x8PA_&Cib`X{mHIr3v+cZCpR-Lfga2eYMvop<sfS`
z1A~p9g$}T8x03n3NR+WgN!FbRavptzX)tT1RC~;S4b0xZt@dktjj+h2{$-InAJ1Hm
zF^OYpIBW6$DOD=|<do}bA^%!&`HlD2$5VdNOP|;CA2`F#+r8h?pQCDYd%$o?9+ypW
z^q#K%>qjr@@h0Ou?e+t2cDW=#Krat~*nNMyovf*^FYM8BiiNi)`w|ZEgn-4A`{59O
z9|e&KfapD-;dW)W$kW!vgLzQ##OsD75;8KRSXbFo_&?tiiFIR`fI6WvQkXK*x)DCW
z(Hqrh)#CR8P_oUscY#_Iv#Yh8fr#V7YI{DICsOR2&X<$&m(2_~m}Jt}FTIO?hUjEp
zZLL=7<DT1{P8aUDV#fn#Vsp9Tm23vWzyDXJQ;jcy!H4=&oT$fx%=CIHPw4J7zQQvw
zG!z<VOYF@4dPgKRmCaEcD94Z)n{C?kmI9Z8;eWdVr?-e9<S)YhC>$A4SYvW}e{uRR
z!&<IfS@vl;Qz*eEF5e3Oj=Qu>?Yx3Z+E(MwAgwx_^-o6jG+Odk=aq*1uWzd^le02m
zI49;$-l7_Jr`=rw)|)_j{MdAdo;*YOuR}Octpo?hx-6rKVf+&6zR^BG<P&rjPZQg~
z<-oTr@!dhoO4#ToXJ*&BD1dOoSqPUF1$NZDW?LP$6)J@IECI1b$$rMIfcy7c?g6=O
z73rzi@GBKLrCuv8^p(&Lo_gj50RbZfjzE*V*V031k1_B@{eLRf7nT9XKN7ZWIl=aR
zda^)oY|LZu(HRBM0M*`H&-Q6G;{)oUzv916tpA4Mhj$Ucg+qa*0bW#@ruEW2yawA!
zkJhQ~w$#K8%jb?uvfNznPjQgLWn(b)WNG_yP?DxvBG31g-k%wWV9(7cNg?Yg2`F`~
za36?u5iNDP#3}2cnTBuDBL~5_%+E_+tO&#r+}9s`e@jpYzO$=3fKbLlxb*I!O)>$n
zpu%d-&Q9jT5%qW8o)Mo?DxEHr=gHgJS5X|n&fnQ1_FuRpiVLtOu#hv9f<-9xnGJ6Z
z)-<QW7B(@A0`gn!iEO~Xt|L#-eyR~T>qrO;m;EzE+y^>puN>G0of`u?#cR*2d=Tv^
zRW*(*w$tK87Ts~_ta~93QENP#S(Ur?dzW=JI2pVJEp_`p@%G+O-KyWX&~+cr*#had
z76q~iFN=iaO8lA%If6bCyqP;fGXfL&{Zc%OTf44b$hmw3-hL;>%Wz##2);4RVOxy@
zf|e{!>t)o>rFxE<ByOkAxm(^yeuCMpl))zdQq3!qh#G+`9k#@_jheWZpKm*V3<E3n
z5tU*?q<5x0hUb|bzy;nnPxdjDt{262Qj#pkTT!xN))#-F)U6Rl*`3&741NnK06fgf
zkYJgg_2AO`Cz=T$i4kKNbwZmz#D;pTr@dLNty4@br6u4oHWc>?Y4`wS4>ji})|OEu
zfF`%Wu<v|c#Kfv2NB?p7I{b8iv7K;o65z=%P#yNdr2dO=)S_lv61LR`Gq}dh{$Ak2
z<Ctb4g!}nz-&f}&Y6<MD6G%x<dgVsa7icn{%d?$fZUz;#;;7yBKh$0v5jPOmi6jl&
zw0`7c$oa(i`1P&JhZ4Fk7es{>c44K5U37_(S~^-R-Ov%eJ<(yhtK(p88!iEZ001$x
z3J4Vo;Wgqw-U``3G&LyeYe0x$oqB&_4UD?~tsj8*5Aq*<J>FbH3`w@PM-?hA7Tk3o
z5oJ9y>A3+r$C{kjBX}Hi#twpp1U}xDp)ZQHs4W}%mWcN^3@xd_Se<-32SJO0kNogc
zvWBns5-Z_effX$KAhSZ+71b~WdF?2K#b48WPcXe8Ge%ZtGlqLF<(67Ps{+MvTzs+B
z4wq7Iy!Z82?IX(Lh=#i9ppH^xI3(V_#$ziY4AUt({}HZz@v#Jp0ywgpsJ+2!(O!zd
z>!ccdk8sH8DZ4i@{AoEFRqKguD)ZME(Pnn50Do9_^^%}kd4-TbuzhZHmEMO+9eD*c
za0CQ)&rgXjFV8nnJV`2Zx*rQ6uEo`8cjO=;fe>|aZZZsxs=g951n1P<5brF*Lt5E&
z$w8hm>-_qB9Aygb=9*3<=|3!O^3Trz8fqBwAQktNh(`N4znm?{#{+7iNdNAB7f}+>
zm7qPOwCLV07#iu%U;xnQM0#?jf`7fG2!Fvz-4s#IAvPKNHT+<9V*Dj3?Wa5$8+*DM
z##mw`Zhv~z>wsT0YL{x?^FU5MGREGYBTR&Pt}a);Z$i-`y9b;ET_q<U`s-`iZw|Q*
z9#OAkt6_&Y2M-|25N~`ySQ>wWMNd&Om|&c&eOq5p#or5aKw@RSIrV6+Z^d<&w1PK<
zxhLkSPE25IG8<g`9a)08Jdx1#KvF?}XDZ5XCaV=b$U{h2;Ag6Q;NE<-3z3RL3#rCl
zB_w<6sOs`<;h>e}s{?o|kAbic66Z1w5eGA&j%9Ork7CT$LR=U?@wHL!48u~Wok;wg
zFp~9N4DKFb=dl)26v8Kz`31Tx%nb+=SAZf{vqlG=E@=o-7HfJELAEhCREC73Ik@NY
z-CrYwa(F3M<StF47q1+s@%fJWY>&M-{w+O}=78`=f70(Ad$aF@%Q#zxCLaA5D*DEz
z+-2HeI*q?Fn@D;Pa(E@gFb(is$FkDphAT_+a9hUrSbn8jm=hKG`v|465&!ufT2azV
zf%^e+b11RN*?T?D7hRzwCHBVJ3gsw@ue)NxUq=!lwv7M%`ro4buHiaA7c9cMP<Qy+
zbj?$&(aRhKm`xf5*0GYS=`fOM7$ee@uuN=x6V~yX>z=5htkpke5`5mvne9(T^OG&r
z$c$LkM-B!9!_76T>4vCCweXy4`y;|>aNfjD`VN&vr)K3ts#SfRj@@iA&8O|X=&G?E
zrD#l@!OZN-$#2;A_AJ=`G9=nL=@rcDl)!y<YYNf=WWxdVryT*DM(2hgRYm-aY-7@v
zLRd2+rRpLfy%u}?)}_3txY$`@61errK_bgkp5g#M;gDEION5$j$Ix+6-~*hIELY#~
zlw9Xj&zoEu=3Ehm;%}!m%NbtVnE36u`HZf|YP4F+Jz8#FdnHIR*vRY$l3S2bYKmJ<
zlJxYCO#~-DSG4=ikdmmI89*%i;3#Zq_stk2zVGSZG(fxgcY|>><(q=RJNj4equr?~
zIk!Z=i=k{{OT0x<lVs)Ds0#~1V_h}h@5)ZKJ<t7uk=(anKGC*9a-|bz>P4dRi*to)
zPld$T-Tjq@uiZ|u<KBCp+#63}MN`B*ywn;#g1u!{?TZ<m%b4lG?&7N+nU9z0z+tm<
z!b--`{)pTcZ`{B!>J*|^t&SzyA(8k{ajni4K-|s-$*;KsGusir$0Nr5nIiM;L|P3u
z_EFFUbK{d(?LKtl!UxYUJsk((-^j~05zE52TQ~*9fb;YLs?Pf_`zX`&ze3hl)Fobt
zR#P~XRK(!r7O33_l$3YWoY*^=6W3Q~fs6tXKK_!KDM?-{jzt746Eh`lS6cdP1&Ch6
z+h8)UtoG1$&*jC3z(<lVBnv8TW642v>=Up4<ka8OYus-*KnFBpE;cH#O3S~v7*v1G
zPwWPG6X{wp!;h$Q3h1~If#7J34lkS)!)K(}c}T9PL~@;qz~T%#xjm?mlN47FoX-^Y
z8!`^IJilT*vBuDdhawlhqDg=x7w&K4gYMiUd)(Mh3zvo-$kJ7B!I=|C+#}9a0h1L@
zGMkmC{`uA1#Zm-K4*J2dQ5wUu6uvbrqU(t7_Al{|?xSxz&$za)WXQ{l7X@S-C<k8L
zeJ_>X@(HIl>?!VDsXe=ByiZO<%WrHlk=xgY+wMGu@pVr!0Xl_^SN3A%V`6y>=($DB
z=(PqWQ}F&XdtG}k5ftWiFBv5kL{(+SFIdW2euwNzs>Iey0b(pKYNZys25O)Q4Dq_X
zI6D912KM0{nBED+eDG_S>ioV%eYKn#Rl~>u@|L5t9LXP0XpA+Qmhd{+M8#`3{}|J5
z?lKI@pOC&J94Lr<%P%Xd`6qn+bDCdrjER&7%7{^?S5OF?Un8|gRaVyd`(klTEYH-S
zrWE+3<P&(u&RDrEdl$R`-JNZF7J_!7vYxXeB>oT2?S8(P<{O$bY5HzD4N}h&-N+D;
z{nSU^2uK~-8WvN9UDH3eT!NLNFXMu5Q+)(hkrFu_7`VMG)9;Um(75wuz>PKlIcr1K
zvu#oea&Y0fi{*wd)DDrXsy5E6<P7#y&NqZtQx2kS`QthyN!azgG@Z+V`X-j$N22l%
zLkut{mehbXao<u(n3gf50(#ECnDJat8LaT_{5NJ5On345pzp13PTM&&5oCRP(F<VB
zVfAs^3Q<YdTt~R^fl%JjQwd|PsfrUi7#Zx*918<_DpKuKfbLQG$IqbUZTASH_Ti7^
zCf+*#2>+%JDGO#BKpWc2u#UP!i(mB+UO)zv4(jEu<xKXe(x?i*bcuzZ{H8$G@P9oy
zAk}UixO@gqTAnsNqBfgN(2K+QO2a+StqSzTrt4isFm~o*Kc0YXia&q=w3YVES06G}
zCQ{M><LKE~_)MUhFHob&TJL6WgatUp#l;1uq(QF_GB6~hZ?%p17HdS1GR8AkT`@M7
z^(H>V@PHIJez+DWZ#0f5hubJ0a~HJ~@JD*QSl9UM(7AtE3^M#b08~M%zPKZh%y_Q@
z$;Kxi>_;##;6JUqckkXbdmjnx<AVfV)&=|3J)3vld4~owl0d+^GPQmCc2rka)1W@-
zU_Sy08YRz}1ccTF{1LRYwCGD7`Tr*v8XD5FC=Dr7efspF&za~#0#yH-AOU=jzU_tL
zvKm|r&BELt!r^QwMlY$;Me5k|M<T}cvW2jbbnO4%=<J|RUv+eG)PwiBN7!*U9m@td
z{5v|Bi|MOg2MaO0k40feR1TK;aGMpsi^#^^%u<}_>j(#3ZCp<;!K~XUuo7vZFVBfZ
zuO#12kG|^V+v&plyHM<Sn2BZoX$U;+?WB)~)7v7uv<kaIGV#tY&v9$2x5A>{t5Q@}
zjY;1>!S?sOU@Et%?%$%Qyc(1CL}B{`518_7ej!K>`oyqyrkLHAvrBtBJ=}Uxi0#)>
zWrE#aOa871Y=5^EZ=g&aWBnRV4QgYni?+79a9emASDxj`WE1><X#-LYwm!l3sh*A6
zpbm0M{FraUKvW72YCKczE7@RoB(_g{4I9K3NNiyA*LC<Y3fsrI!?c-oYtQX;jPo^@
zIYH_Fy<fD|qpx}$Y<1ziEetzCGO?_elwWet$HVv9aDM4g7T!4)gIklm6gE8kf3pFt
z58sAi`!sKr_(dvzdpNcSwQjOL_HJ!Vg91rV;SX0+F!uW=xV^*==6_LdS{L?3Vf%RH
z^--QZx6?4r*8)Ph%~yYmPk2?|{KcKW?3-JHPa<@7)Tb|*`mpv9cHBwFvVs3>eW>?|
zV;lF0-(5?=-S{H>`o0$&j0LzJQ-E2&#K77>8-01Q{QZ9`i-gXWV*0A1i-j({4@Y1}
zL^hWBDK0YXeU^i9ZblHwEw223?XOZDEOqItUI$BEc>f%M9Z$2d%%8^wkvSOWZv3~{
zpv9B}8(sRUql=9$ymy6T$Ky;a>&}hs$4F&oAptOL%yi(s;|Z>iOny>r+yB=(+1Wvl
zzUt`Wpa<^_kFn!!2A1`=$G<s_4q4v~#pN})6qb#7dm`a%Awn;26KH9w<LKu;c<=i#
zn7;c5T?```1P69BBZoTwP4czyXj?xT#B=dcCgyGng|n3|dbKmh!{}UWIq@71gZt4<
zOaBylA}u`HJ(SboVH)OscOTBydg#@`QnBB@<O==n!E*!tejR=ojN-B?nq6-0_YXNc
zbZBUsdv~y;*O0~Cou^|kX6bd@**cIe>i%7<-unoLFT~>V_F)hTxG8EavSIt10hqe{
z3QYd9hb|103~7V9*wHb}--W8n0(}PC`%C0!VD7fZoc#7u^0)T?$K-dm)}^mHx>$?h
zz2_-*gl1t`H!j$0Oe<qKzbJzH4}YUyRAGNnW^V7h-rRE_b9+0Vz}ZrSUTw{2Fb!dN
zfEDJ9aHYSucQM56$Xskc6Q>aH_y4&*Q2E<#;P9z%T>fcNz5F_Q2RP!<$!Rp0ZRg<-
zjG1)|caBY=fqZ|f4%=_z@aafg-ak%8hp}%o%w4qcFh^StbGY{1hAVdy(MKvM?yt+g
zg~O*KaQVQ5dif-4;+B2)@$lEl|7hD#ufvWzID94wmwy~9Yl9)J>wj<KVTQIIW^nDh
zgJ%8f)5K<}{}+8`70<D%y3brUMl}~`U|R<(x*6NYPzNdH)mZ;Lhd1DFR%kk&7FOVD
zkH4=DNOLf+2%Z8hbQHaMklWwhKJ9&q9bs8m)>TRSWGaID?kBjCTtu_m{=c8wQ?U)W
zvZ#q|KGs}WG}1vzSryht=e$<H-)reWHX4)QF?&<0Lwk_`X;szuE~9{MR3vP3FvqOK
zEO><{f{Yy7i3AvFq>IPR%)HTD4(1o3HK_|a|8iYuVlF{TT@AnVam4#Kl3;f5DM*q%
zk}Yqbt=``@cIs><rmuP(%*F8j?HP7N=VDn0OHPMg4tW1oGRzJ~a5`A&VxZ06qeF|B
zPqEjduX-Kqb>aPOD0V!^#4@>z5mhy{7<=S7Ug9Obf1}~xfdB7pWG!CO;Jt0WHgt^c
zW2}Re(kiTv%BBH-{|23{bm>c`js7VDJHoTEEWo<H-#*OA0JGb3I<+?w;dWXHy+%6V
z?{zTj=?8~}(-A%6D-_-hrJ2LrHh%$!MKh4FLNUn6ddeu|p1p?3v`qY6==bo4^=BU-
z?&GB>zV{eH7Y8`5UksZCnMhgnJ+y7D;IM8nqJ~Vu%Zlb@zj+mOyZgg(-V7wo`4S}$
zLLqQ=fZf_JQT6#uq_6o-;d;A`%OLc0M|8i@|5Z9jbGWnwtu(dJL2CaNVYp7i!5^))
zwCJl_W;$+HR>)-Y`~NDRJO`^!XCQGl_Z)=eIehaaER{S5`;E(><LQoPegB^4V9>)4
zcArm2?5w3UuusRu0Ztnh!EWJ)NLu+ly(aJcwfgHzpFE@2`Nm#_>Dz;lvF9lMzhltT
z5BBq?BWC7O6iRI1vT+gYzxWV|UvoBqx*E;!7r$r&eOvN40%9+BSWSCJA>i+I2>tkL
zblkZD{iDv(3`QlfNl4gp9FCJm;@?7#l*P|JK;rBrD7pU_0vAWveX|%=^JgM$bwgP!
zkB&n`z))xy=)vgCfpFZh7S9HZQwaL|E0FAd?iyNXtJ%<B)KXK!x4LFnRFZ>${AAi+
zCE5DA^8^?D9gysP@;VUqmlq+lx&pzvrm#`h#Qo|DEGx-_xw@uIHo?DxpNmVV&*>mg
z>^FB63UI;7f(ASPR8)fLSvfdmWuXvU_^Obx3prTidk+gbZs@2dL~2DfHYVlP2U(GR
z0{MKI3pbC~UQdXK;!6CGTA&c{_y2Jm-PuA+Uow5>qmkGVnS*7L1OC2yD(N%#bCUF#
zi!tj~^552HCN?(L)<CegCHEW*gmgY*V|)$`_)99Q!raIVobk1TP%hB@AFB&mign>}
zRRy-{nZjCK6A!8?@Ktdh%+)kyvI+i^WpRL1*2Fft0{H3+(du>_j%5}h(AwbN8Am&s
zV^+dHH;z{2+E@KPq3LZ@wtupI4RnLt8mOh*8t8XnFr6q_18w*Bu7NTb3<l%B8y4`_
z!XZI<B9TZYcuzVQj6kxm)j<NRtgNhPhBp$#RhM;-1OV0r1lDoq&K>%b1OoD9xr>U5
zs{cs>{)P@6N;AQI_~C~%h>K)zBbf(DcEMMLWP&3Z;Trqiby*MPA;FGBW^{Bkii(P$
zr>FPI*Q*M?=UB&;D_3atM3MoJ1bvbKy*i|WJ*D9bqN@u=B-t3{pY{3k=XnDyNnl^y
z^CpZPJC+6llIKn`B$Be$ty?$f>+>%bcIeOny1I&|zjW{3oysH6=idtWOG-*=^zS5-
zqV#hx)fdoCbcWn%9pof$%SJY`k+j;bl7-jyE(VB9D#Getq7?%Eu7~H~S#mKBeXjh(
za#IsMdKz;^mh4F=8Civ}H2-@i8F=N3wLr$znMJZE!DJR!!m=3wL<B7jb+oq@BR0GI
z^>h$u&;`NFGTGCi$a_nk3}n1IsH>s9i4I~5xy6jK>RK#%n2w`;95KX>E4yutbr70c
zMo$Bkp1d#>X>#(5<!n$=1xwvmuz{5rv2v&LinTT1YC>K@1lZ}J)t1ND{U{UjyK@Wl
z^*ZQlb7iqWwk&28R4SY>Lx{~NMSNBnhJVBPKSJHYmiD*{h}_T(E|!WXt~UnRfK19l
zhQx;TIuunZoYYTs$SOm8PC14LKatXb`>8$S3L?Mqhn<mtW=8O|lGUZPr3g1;3V7tJ
zDatQYB0p0i|GO|n8%(>5$mRZUF;}#KvzZQ+6_Z(pKCN4r4fN{DfxHbW6iyFnC<o;j
zzW%YI4JQ79$aP)eVj+?V_Djqz!=DQ~@n-jHuz?!=&aygG@#|1$gYTax>hQr8L@txI
zf$WCB)|O)2j8)8bQ2!j{{1SQ3{~XFW9kzu_>A?Neo^=(GU;4qttl_|d>oNIwmQjYE
zCwu;DezETVGKwo<CG{Q1cOus*=uqdEO5}AQeo3qOI#?3FRH5jXjLA!g09!q@`u;I?
zKhDH_$;P1;V}m-sm@iir^D7iG3d#7zH6e;+aqM|SZt4z8$^Vf$W+m0mXBJeTom6lZ
zm9MA8UmuBImOD+X-X~?3WB8^}MfpJ&5xKf^eSIV+cDY)J;A#N`xEjFYvzyp`H3jpB
zI{iI9X)BLUnt270OZ@rk!W8~2#EtsqqSx>V(>b5uVy@F{-`pa6QeAzJ?<W*h!czYg
z>VpkWeJGNv55<c0p-z6Y%RzQI;&Ur7d<TzD{P-Fo7x~fvqAyOy<JeSB4Dsd`8`|3F
z;&Dm|)?Z3i2rg<7Wl>nyU##NkFE-aNs-eB92(dh;j9*VH#<Tni{M6U6MfO*z4nj%W
zP+I-hY+$B?Sh+qY;d-jX2K^Ned1*1_pssx^<>|LKGjN^OM+*^R8#yu2*-!{m9ZkgM
zl`90csJc#48&IEA`Pcdgq>avb&GB1ZpH*%gt*nif8AnTeZ+j<wL?#zw_3>D`*hTPh
zF+j+M?(`JQ%IaE}83@q%^PBW@8Tkeh`Et)NGq1eqalE8nwRbf_WMUy!{~Sq!ysn35
zBQw7o4&zVNUr$c(oVPs`n~z5$?!X&zItXa+O@`d~kLqBe)3^?{T$yU`W{k-A0<7Nu
zL}t;G_S?U_f`s%ET-@BB_k`1W9n_WRVBC}rdJQ@x6kzpFPh|rBNG36I4S5B4nZkYi
z@7Q%F1`EbF90*1-{&6;t%|?-#TLw$H>{jxu+y5AA_CCTN!Ed0go2<|AX>Eo_KfR5D
z;tEt&)xyk32LY3g!^cxG;6c@8p+SE6-y^@hIj%p+;^dDz$uIxlP+1%3C>b}DRKJ>E
zG#4RO$!XC9XF~z!7xOF7$DxJw7whKs<evkX+cOq4b8gQNk%`4vedIX}_#^iuSr%JM
zZSp3xveU!Or;6F)R9zqbkG=B%kE;0o{+E<(>Am-a1Of>Vl2D`xN>M;ikRn0=1r=0^
zT?7RwN=HHy5Ks}MN>}N<1qdMt>Am-4Q+89{XXb8_Eq6n(ZT|0XKF_lc?B?!0XV1)>
zDR<5sYYPb{zd$u(L0*9r_BO^X%inelD>h%nAG;?Zz)y4Iwvj{tZ+A=j>e1C1?VtS)
z+kd@>Pu_awDRgK#IB@0mn^>{+2LAYA90L4W4k+<-HHWo@7zt^`Dgl35<rlU>{`WVq
zV#{^>v1@{g{L8n~>G$3GHE$RsCtS~8eirL?-A3|-cld2kSgEPQ69ObxZoh>UTW{iz
zonxPD0~du2Qj0YL{&YTOZVPLyx*jtN74oaq<k!@~UM--u5qpsVohvA3Uhy;GPJNfv
zH$b42we8&p**K9~j`PpB!&&X*|3*l*1hRQ6zg9JSL|$zj%}&q~()xNFE|uaV+rM|<
zL{tByK5no47yBpIHulUz*EVRJ!}8Tdp6p}V>!J`j)ub-gLqO7yKLu8eby2Qb7fIc;
z({jiQ`P>i&Dmt_m3Xoe{*VG<7goZfo;|OV8J<99rVQ*-FsmZx;S8HRI1`7FgYVzw^
z*A|YHN%4`*-)sy2!de0$$XbHCFZt4pXR^8m*oY0#^S5|(w-!I04kE+W>tHEHVtI32
z46>5o?(p`U4)qPN5gDN8$#`^E8~e10^_0eWw8ofO{&YTpr+;b;_Dd_N!5?8Ac(ePp
zg+9_+pv5Ot*TP;c<6a}AevtDLm9vNXnTj}{P*?xd_iXZu>UE*=X~!weeKffziNEil
zmVw02QiQ8ns@XT>1;wbZt%bl&^;y25oi%E5@_FTXEPfxkdyXP|`>*u9G%61IMq>DG
zU5wPPH$i!KuF%yH7K3^rYV<6v`qvf|qoKAIhPGB3I;dwJY{Yrt`zZMN2=aICr|+vC
z5gjD(*ti6l%fn&R)t~;R&Nq%WeTQVrGI=H#_HRwXP1BA*J=q2h)E08`4Qy3yK;Fx9
z`EB61U@nUG9!B9VPJZ>H$IzFE;kscda=zK9Vgu(@i(ocn0OAIZgFGvT-v(_!2TMIY
zMgPFrrICXAdX22G>QvU(<F~3x%rkj%kiDCM0hN_fTZ?CeZAX4f<zV=Pawt?Q2R$P(
z+<3~tg_Oh40eJj8e>upT+Jbs}w1P}advyKsedPUg6uCRN_E;GeN9B8OT7vXt;VSYQ
zsVgl<ReUlHl>H~D$SHu4nh!Cyvqp7kIclqGP^s`UMs})goV+LB<+Fi6%?1Kn?KW`#
z@_pp~bQC#CHXuI9XY&%IE#+(=%g#q-v}!<GWo#m>M?bG|zZ!+ULN$HK`)W0P8<7<h
z<Ho3WpeGbSU}cW#tUUNHpATtL%lovR=ojst!Y6z&2ZcW$LBS8reo;>%hTC^vBYQ=2
zU2KrcQInL)+2CFjjDiAS_s$fg&i=gVUgqt%@nT_v>UgoRz7E!UPiT(~^*AY$VzyZG
zaA$u5Ar6~4(y^)>4Y1VH$E&5;@Hf!x^DVUKKzu@Lb$C~-x_(~WP>;1$B{cA`zknMb
z`WgrjTPMSg>N1UhKTCbiFBR~No7J<C^7<udCFYy+?`@Ol>A{1%$oNqxMDNUO8X!2^
ztl5uQ8**ccT$$P&R$d1?A-@gm1)6ggUn2p%N8`MKT;r#<woa}&l3(8D=FwW$bE@T9
z$7<Tg%r(tp<~!LqFvuM*xN_waU?s+b!YZtOn5Q{r7I0&=T$$z^(oV~IhJ%od#nk4I
z#$-K%D~E`(YUIi45PB`8>F*?i-sR#dY)UIe`SZR_-__O@3LENSt(NtVuPvO=(iYZK
zmf$;+=C<HxAV5r=4BJUtPz(6`x9Xxg=7#$4mKY+bO7pM=D+B(z_{4d1JGFVVh-V(%
zUTq$oq&bgn6VJZ1?VF?fCwZPX<S6zDEx)Vzyy4Z;h*_t!PpCv~pHK<kJ|QjpH~-2r
z(1U8vK-Z`}1N~6*87PCnU@#bb{JTddFrJF6tStJkjZO0d`?9h!*xK?x;3a{5jn_0n
zviFeyt^E9a8r(&wsHnh^BS+A&V@GuB)~)H<qM{=D?}-y9Xht~o*U6J7>EESN?jgCm
zyE_dW8#!_${Ts;)=;h^w4jnq+*I&5>g@201-(+WJ*Q($CwAcStNcKTOW@hGJ`o1>(
zi2a^@_F0@eca8?ukxYzVeDMVqE?fvVH#f*+{HL+;1>iLXdDbaS#2d@{>#x7&Eo)Nu
z8q1k5fBt-I-@ct@2wb&l6<&DZ1)AB9WME8APHy$@YW$pJU;M8i0go-c8tXzM0z*9n
zd7I(v{pQ7@`uYa?zQ<E!Q6L*ONlI>YcKn`7?;q%?eQ+)i7$B&N2hLu6q@+VV&R&W_
z&tM<?+XxKw(9Ovh=ad4Ehz-d59!gmtT7qmoi^{2N^`>_X9rX3k%}RoES>-B|uX9-y
z=wTyiy$)o8sdzvruWz6)^^T5A&KoCoDmHL5!ntHM8zhyXhqH0(<>yvDag!~PT~n)B
zSBMTl9;P@KRivszR3UouWPtN?G{S>#dm&;)&!*S#AX^ORXi5L?V*T_d5m6mnO>i!@
zL{*2_V)XRX^f!L?5<FPY9TA^3zlH}`VL*Fx`hOBoLGBssZbCP2D-)Mn1y?JPrhGRO
zoQo+|l^;`#o?bli9VB?LC<GB-1UJ2g2U=r*uLb?Ti`oOeMly=3Q7DzefhS<6P1wN0
z1m~1C5OVdP2t9qY)Pv<c5wWyK(`$G)8?GKK?Ex3X{TqY*5^|*Y{gdvnYT+R^X9Hu+
za%jm0#QvXmZ+Z<6u;y&=xw;KhH@(H>Rl=30oTv^iCOG$4O^3%V=s@iMN%L!XXDbZw
zF{l40Iw-T_S`Ph<fm+)4zu^}>EQPQ)F~qs}=6jY^*Wy-sIqyBGUvwaTsZ7-`rj(+G
z(^Ke>S4rhQu@9?lXnQsw^}v((#lqJ6#g)Ag@lCI$7xjz&mh}I`FM8OD>0;iwht2ma
ztE|OM^1IaTN#(nn;9RttUyd$9Pj7R6pY(MPnz^s>HN2}026V8X|8H!Me30kuTKfj#
zlOC67wgnF@ZGp7IPn%z~Es*y3DPLR2Zm}&i>tIZMfQE0@)*crIBZBxw#f$m`Uvv6@
z7cHBvGm0C1v#?G2B-$S0|7Ls0Zbf@Y(`*k-J~2+M9>kTPr@N+nKRXE?d=i9+kD6b@
zJ1KnPM?usE^1254(o@S+LY~{HkCWO=T_k?dMuKyhYU9Psa`aFH)3&M{$i{n~O+-6m
z3K3)@MxeE%O^#Pvv_VEWdMIUOd7=)5RlFNacg7ST$VQ^w25qGt*c;(os#^b;T817<
znJ}JcgZ!!%$L$&AG89(T!hy$5x^9#IXdnHAF@iSeJle|?=OWem=*U9!^nJQ{Gznl)
z$IQr(KIn?ilHyKcDMlz|`Qqg3BdEOv&5WijpJZz5(b4KD<To_U<0lPr!-Fk@ac}eU
zO)p0)G3Jl)#pz{zd2B#*u%aiGs_1Yx8$JAOo>GT8jR&6b8Rht6&GWD_(>{KnI`~@R
zY($Ql4ms%2(fa9hP<w#Qe@(rnd_NnUy_Kmd|8^#N1ZdCp@XfA!Sn_=YPHlJr-CM{M
zV`eO*!A<dLCAbrlkCFW}gG+Q>7n<ZpsLRiNx-uYRK}9{7G{_wfwhpEl02^OT@|XAH
z_ltH$IG3i@H>452_!NCZ0e|1nYQLz<@giN@GpAYlG}rbl|5AG-_Y7`tfw&CS4M6dk
z6>#G@SV-6HK_JjaP$vhRy_T#h|9UbF($gw`%T+A-?lMm8oQUoLnpw=W`vcXDKTSIL
z+vDu@6g3@E(W8r#b{)3ez><yEaBBNlbnmP^=)aMSoH7)aRKY<lkdc$`peg@a3VL*H
zLH^e3ShDddPHi8jA%D_Ko$%oJblm%GTGPwX&KUEj_rU2L<65vms-_LPYPat<+iqe>
z_%)pReoQNEP_D3nQQI3cw}mxUU5}ad+M%1d2<P&ps`B%t=wZqKonB-^UWH6$+!s#{
zOA;A0Z44vXGf1%Ck?eB((c29kS~f*B>JTUv;8I2N<}7mW%N5n={)B7;zm-ZMYiPh2
z^S_tHv&H^N?eLv{qkn2M&pdQ#13f)-GZ*7ro?2bZlcI-~O?thoBrVj%r{7XQ>!L)6
zOXbb$;^f{J%c~G9;UDLQ8i|l3ldI^ESR;qMfxgB@Nh5tdx=FF5whrgYt1#3|)vkhe
z?GPvu;IdS$El8`;{Rvt7j+Jq3;T6+=pe_8vYYEDj3G`{OUwml|?iN;JxSN?49mF`7
zU7@N&&R@`hC(xMcATmIF8PTB%!xaH|ZE8KmK(W@I^w0KBjlq5ih1EDSr30*52wKy1
zA4$u>LX2~{YCa*i0zI@GP|=GV08p;x6Uu8ipP;Yz)c2&<+e&aQ{U7L~6}Be#>~3p>
zIJLm&cyfq}+H)`x_)&595iADwZ2quaJNmxtdh?;0%IHf(Xix;pHQlFi4~E(rjzieX
zkmVJk@WchJ`V$?b5m7K3&`U)J)Be3sakKe=S7r3X;--K-J{?NWU&n)PLlGG=yy;bO
zClUp}{6_z;{9PiS1ihH_SCvoROK)kDPi&ytu9|G3WCIdtXFmLS#J}(wWT_b~+CbMj
zkp7{wp&_oyRQrc3H8lt_Y`Nb*UR_1|htZNJ`>*V}S`^pU!&WVbPuKF5%YoEA^>V1t
zRt}`^RxgJ-&2k{Ye&!>dN8B*&<v`nG#3PtLtJ)sT2lPVu4Sx9~$WyZ|Xv$a7*+>GB
zr>oWgx~C=M`h9o|RLw@@`CKphIiX%IN7mg(@Kp0N<bB5Vdm1(<=d;1H+HJt^4^(YX
zb}a%DU)94!#qHfuoyP4)RM(;8?jzW$=}X=hsp+dueT|F;`;h=+r<b2c_EF7)=UW5y
zi#$HTbU;r?wfRMfSi?8t33Y+{q8{3*9kx%}qrbiYH{`1Ak-YDsmN8GAGqOtB9)}CG
z_hBY_dNkNCrB05hIvEBEc=|_$4%c~gXxS&6)}jMhwIN|+>SHB6v{P@!O*#Y!1h`UN
zqw1HcYiN*OOB}0I_$8y(jq6B8WOBWVe7$z)YAnKq;z||y=Zh;5YRW%%>0u^DVwLJR
zC81IVdqMNOp{JP`@oERKkZW9d4!zLzJerP^tjU;JZOooofgVa({GPm?L&nU8s$*u2
z=T2Jc0a?#572$lL>e%jlVI_K)^Or+U3ki~>YU4$zj0OUd`#ozVK}2s4-0s!<3NjU8
zyrU`ozjA;YZ3_mPZGpV+`h@=RbPd-QMhMl~LIc+p)IEbf+JP^r+P_s7)v2hhM{<>%
z_h6_N=g~$j%%f{~=Fx_&m`AJC+qUuSOR-N#X-^NGJ3TDm-zVf`ga@mhLBzMcn_k1a
zlYK%~^#3ka;^uuqN_&sWD&^chAz$;>Jp+CCl+QrxTlow$^uNiT&R{SYjQ`uP41aA1
zlHrXI92~3?(3O{$$9sKFP7ZI-7s=vBg0x6hKN6^Q@ZdpIR#vKH_f!7fh7B7qYnJwt
z#*`r$-wqr&0J&U_yLa#6)TvWgzkWSlef3ou9M-#cZ~PN9>PE5;w&u4#?e%{Z^80@H
z;Rl+vjs!eDE$y@{E|3h1B9VyN)W=6Pz>8#S{JS*%ZW8d=nhb|TPxAZ7tFW*TmoHz&
z-o1OVfB$~O$HyZwGLi<DHloe$jh~yDwe6EA=8W>jl+_XF?qiOS_7+%sG!fG3I)pvP
z9fvx3)m^%|YS|Pn6V$T(ar9a*dn39b?BtzX{CF-M;qL^h+?PxYe!Y@~mDBy7sKea1
zhhp;EThP6$2SU1eVeO{VkV<P1Hj&%R_4>?BaB{G~vW47c5}B+P(T}+WQklFKnOViS
z|1br{Mk087a)GH871c;cZr=EpoSILsu{1Y^tBdN!vpIbn5w<@bLC(eqb}`2KD_M}r
z>M*4{x7ldQFL5;M#L}VMhN8uPq#@MJ1m0F+lvLGX)x}Jt7S~{!(nidpN;y5zGD~sd
zN?aZ{86~G>@|~DDr;|0pE~nFzNrP=9SpO&=(%O1VY0quWnsPA>jz)%9+MV0@viM#O
zLT!!UZ6ZL4tPZOl<|DO2hH34&O?{>Uee|_A!pFC>AvVy1o3SA-<w&t7p%^PeG&kAI
z>FI#5!-)uTG)AzKG1lM6hE!gMDP6e<>y$$Ya5NQQ=^(CNEWVI|P-kPBA*-ai4y&$Z
zA+@vy)4FjsBlcT*DHFqeE#P1xKtZJ(n{MSIvrL9p{P{N?zW;(7!Zt<GiED_r8P=Ul
zg|wy)Q~GfmlO}I`2q#M+mX2=^kw71vTvXe$x#D4`^5;brGNct$BTJF-;BgkWI723~
zjVIWs=rG6yVL!ysz`GE46RbOz0jaDWQ+jcBpS&{$PUb=^9pwp;p*}h}sXmA_SDY@T
z{Q11+TrmFoX!P+mqZ|0nJSxKRhXpt{w~MCy=UfoBBZdaqgm{=@-Jj`PUF^-3+2rlf
zaIz3$>1eN3$*-uc#aG8tFuI!!?9Bu;lfcIZ65(wl#$avbplcfpbw}8iC>j77;$?<)
zr_&VmKw*PT58-4X!qRa*TIvC}fY<mrSvVQ9?g8$ll;OAe-RMGJj^g2`rLiG>(9Cax
zSgsu0O|kAQu|b`Z4Wbn`&{7T(9veLGit*bXp^uMwvkf8(ac-Wb4X6$Soe{P>mIfAZ
z<&X(!O+BXc;C$TVU9oU77hvf~QVx3Pq_&y0sT|ZkFRQA>fqVJ*cC;5-;-B`5q;Gxq
z8AmKVmku9m5!@|BSonJy^(!N_)WtcW4hZ`#5kU?{oL{<`1F5_oQvwx!>1ZMxO$@R0
zS%qJ^lz~tuCBJk%oAXOuY?}Sjl`ITzZw?1z0Sc;WvFT1OGRtLnrK4q=w88r?x+84k
zLj-x6Dg0sz*B<&S{Ni_!oL`*a%e4o!3>@Z0ih7{*`Fq3M@b#fYdb$=_*!$v_csN=J
z@lvqn2HW?CxFT#@G}j(I&9Lr_qCNIew1q8ETzeer&B=Gx(iRk-lkYD5Etv)aI+zPk
zP%cOK*>q%<)Zmq1{)N2vpLIdlZiP>BGr_v^8C+ZFsnFpEg-?1(;gcM-=%DsFZ3_`k
zZVOGmd1oxA1NF@cpU_*O!w!W{7~MLbKz;LZg>N=h_~wI+zS*)(`lLDi91-@5qCL18
zWBp}Cdr;JyDSH*|VVI&l{H|yZ){6FUfu}w6am3QI>F}{pw1?A*_MkZBO~nQSoDlZo
zW4f6>#LX1zE@Y_s#NEUv3bAyAN2`1y@%{b0&G6CDB!~riaI+BNVnQkQ+{(ksQJ!tK
zF3t(CMcDaNy1_Qs)(Gn(^Ekig%h_zoxfD1W39vMj>oXVM$wsK15xmWWD5<H#st379
zEtg@MpQ??^WOX=@RDy4NI<+ic$KzG1L!d3f&NbRVg7uLK9TdN5%AdprhFGfjEsJj}
z*?{P9Pho=&JT^!y!MD9ywn3Yy2i@%ub}|`3_C^SHFv9vfxm-Qy%*}D8oJfMBu_2cB
zbKz`oH4~wZ#_+Zfa{c429Hf@jU|ImzKUT=<@YU5UjP|vl8)->qj8874)9au2;GfIt
zx=qe`#t~t^D)-UZoKFf;_@sUDoKG6UonF28&vb;kl0KS@5o)pOQWocvg4O45GGr+-
zCdB18&fg4q=Wp*1_dwW&NP56ch>tne9ZQC^rWRA4<pN74uX_L|D<PJ?=11QzKbSyI
zsigDh+IpP2n};7SW@6);%^Bl<y_O9dQvqD9#dw%jjyc<-F*3vs&nw0<DmHkzJ*Iqf
z3*FmWBE;7cYY)dkT3w5<!Q6(H$t!Nc(OQgU(*o%GWqV`Ly}bpz9F1w<+R0nl`0>wF
zgufd^|88X}q%UO*4cfupQUqVM4XaH$yxI{{mR>=3KP!ZEu*TY7V<4@nMc6QJPKPCz
z;b<+vvYDKWWqTgdYrULIXn@_x8=3g=Od`VP^=KZqFSvk+xI!FTF_0U#7jorbX)2%(
zS~YYS<A*8BuA{pz(ZLF955#io8AG{xGkNJX&JJ&O<#hNdie5|YK-M#EWZ}o(lMy~A
zg#MlA|Mibi7}3ia4pt%*l-6M5kvL@LS7J<mS55g712ARLd35h+gAjjPto=C>(keN^
zhWm2zzc>d+TO%x+6-wWeEM^P0+{RB!2EpCI1UUuVgL7kvA$`$$@Mj`y%tdguH^IY%
zLcG7~Dqia6j^}%DZMv=1g*h+#V#+r+(cPEGx5C;(k2(266!Mqf;OfD2h5VnR>9t-C
ziZZyBg&+S+LHK(L`DQ};YOVYxzj!JcL3R?(FWy!7#ZC&pcruyui+#EFx%gTZLLH6Z
zZ7xDdO)Xa4&gJ}~!jDqFcr6Q~+bj9SOBtMBR6Fgqt&A7vjPg>f?O8Oh?bRr)?X4th
zdm=0g<JRbw?NhAnIW(^A<!G$!&41Y&<Cfn>pU&185MYhdck^)UW)9A;P|a-DR@%dy
zsXZ~}gCpqP*%2Xuj##_%CZv^eguTLzZzs<?0!MojEc;*}Cx6RTEL?j5Kdl)JcV~0t
z<Z~N}j3ojX8wnt-l;P{}%NQ}x7Y??@C@8AL#vkt>Gp7t=hH`798ajl9V9H0w(Y=!c
zLINDHcGn$9t7Hg!nXCVkKR5<QI}<FM-=EWA>kTYicNsse9u9XWGYuUoq%wT@-4(n%
z*q3I=OH3=lN8g@@x0?k9_wnGdK?tUNcuXPR5o>?A#g##m{NEJv2PkZC9Shf8!cVJ5
z!rfU@zLkZ9zLYUE(5JfidTN=+hjqu4k4~a{CwnCu$PqTWGpECcCuq>%vU%K^FUjh+
zaQzkhwCY8;JDF;+!PRCPq!Sxl&}xG=F=lQ9Ypl8+Gtcp|LRdr=f-J-cwh&`|Vj(?2
zeTpl$foRIzOgM@Ru+*O$i_LVmM0ip$=0xV;9WP57V6{B10JA)s{oU-y9PCXm#i1T9
zFfq`l*_8-phI$b5WL%hOZHCzy`RF1RqMKNNErn&MtZ%@03vPYnos4|g8yH}Lz3N7#
zpNcCm)Ko$<qp4F|TZasJEpim6%qJ*<e@V6jJ44OK&2xh65O!M8KiL~$eT1Ta@>ldv
zrxg8DA4UIkJqw`@O8wIvp8n~27DoFh`lnJw|70%2^J-bS+src$UE83&6~b<3a&^&C
zjP>z_Tw8GG%6-bM3^<Anv9z<IE_zuaJh2FK?&shgZ$({<&BrY7=C)8#TZaUtY~#sN
z8Sa-<!BU_PSBa(#-nKQvJE{5TA`zmSkr12nN@-o3V8!+MZ>8kHL12I{9J%@)W^IaX
z`K9<IqY!V{m?EjB7He`#@TN`k?>k#oNjGQu2o33`#)Vl$^#2pBG@pOYv@*l&tb7ED
z6m6l1YYXGd6>T9a9}Wfv_*^X;$4?~{7;2)WE!1&sfn-Y{Br3NB#i6YK=2`;bKynGq
zXzFTYNCV;K+|0yCS2H}X<)FAZ9c&PGmFOTwu$2VsV+uGOycKofN*Wv`hFIE7p~Hh*
zgxW}&b$FDIRH+Qpe472zffO|zZf9Yniz%LWG-;dbDZP~XCud`<zpj`^cT@CF2NnI3
zV*I%Hd<H^Yl=`QuSx7CZ!8FCZn*{rf-4~C0SyCK*&6k_Mm2+*wQf$Ec+(p-Y<QzY1
zgx$zMkfp*W#3_7&r=lL*NauV)Ah)(L)7ui^@r9TZk&SnJtPo#OgXPirn59$~pL9<R
z9lF>e?9WsL*-8*>C&Bs$in^fabEo{F=%W>V?c!V62(?!lr!@A_O22P@S38V9lZ-x&
z#^~>4j5BFvIG$XJv!mK;$WLFr6Mnl^p!`l0%5Fu%`TfZ>J6872gY@qmc721I%v>aW
zx{AIpICdT`bHh+^F9u~dA3*HwO0)iv&sBnM+O>m2*l6VJI?^1Br-khGJK**Gx2TAC
zh>F{haF{)X>X5(t0R6ky_HQA}%0>EumGphd$#bxOcPgY0qET`C0nJqAvTzPcPMo7U
z)K^GR6&<f4qrS3=W^hygoRIh3cDQX>iOPtFsJ#0CHt&Q%Pa;9#kDPqBtt%nV%0<?q
zZ|VEeQ|DkiYbvTDA3=KiK7^j`aQJ)<N>80_vVqH*uV67|1d_(RiMsNNrmS&wW#wp4
z3La@oI=o?Qg1N;-2rv|&i=hD9r4^`ZsK;0dw^sLlaS`nG_3^Q(>e}Ehl~Oz}62n3*
z>lVrGw5Gfa!^C3P=;<T1t`<wnO5v_=fPO+zo0Ct--LM_*TUSDQ?;$GhJb-OuIqc!e
z!F}6GS{JhxD$3#HIoQpfipmFya`1A8<AOOTIjLF>mSaaC@zpm`S5W~2Mb<WwX-~Zz
zGS}`v`yJn);%*emZ%4xMU9K(U?&8{G`<+~SO#Pf|k44AN!SVg6sJI`E@>>re_Hu*U
zqW9_Njq=@Be1xLo=TVcE34x<6T)%ja27=}Pa-7!&hDH)tdN;3kS$H_ZF3=BEMWrZ9
z&&I%|b7A6Sha;0eqJO`$`4<GwnutLwKES;l2jTH-5BQHAil1MY(R7a+t9Rn1T`Q1v
zCkmOjBGKdh$uKk$<NnS=8uByO?11l1&IV<-BjNn+6q>a#=LgOP<Zm@uxk&j;VS^Lr
z;6!Y2kF$Zu+l^-ZD^#*U#=4#8a(N$IKAwsEUr)j$I1mogUq$@P1-v$hU%eCEcdbD2
zohTIFiiEeqFQzK=4cfH=)tR|?^yzBOMj-(ZJK3S+ehmG$!=l+}r>BRwZ@zE3C&@x;
ztYlXs4`-MK`axDyimLQ%&APaL2RycYOMQa$&I8!Z;_707Qe7mOA~P3qezElASw&rp
zrgf3{MUwT8)X_#eIDI)ErN3W<EIkYQCPuVgn)D4t{D>(U@+XT-@rkqmoeTu%Y#_w$
z>M~TJ0i%T6c=e--0@&&4W3EKCZ#!61K?C^I+auw$ObW|(`f$+GM_ip8ODl^o&`^Tj
zhWr6TQ$!~CSXxMR2rv+0S9Lk6P><0{I@szNV4g%ZDCJ;{6oYtlFm9)ZU;`n(ttx@A
zT{}4G8Q@lJHICLu@v+)H8hOLi1ak@sY2aU1p#a;;%Bf#^)tK{3?-mroL0=!ASg3yg
zmx>AumWXMFJoU_f>q^V;yhIE;eSH+w)#Hcq3Ob*Bktb;RT^9?y5u1Z<CPH*K72&&#
z5>(dJW0C_m511aE4M(8?zVhP6O>a7xVM}HS=EvvbEoXBYVD)Wk5&eH7vs^6jY(yHq
zNh!q3wkEh!UX2}DrTEU5|Czk5=h1UI*&ysvn&y~UF$SM<A(a~^1uNEbBFLCo0&i2r
zT1I3ZH)i%#8#CX^f>^&DJq+Peb_Mpt7hz>6|GLI|?v|MLFdIQ;VstkXVM9tWUC(&k
ziR+K1MrP4+SmMi#N8fZY$EMU`%#F##+isRfkjn5)QX$@P<7`CMFZ@kZ?P8?g4wi=G
zbItu~VImWJR8fdd`buq~p}8%5SWeob0p=O0*24qZ+Jc@QLP%SvEP<$9J2>hY;I_OP
zM@U;xyT`v-7e7hJ$1p1+8f=;^tHqM!LK^Hi#+HBnrZSI~2(dYzXC7^6fG?aB^Jp8M
zd2|lXJh}n!5h>=;ncC;kZQ<G1`!9MRY-1!1ybJL*$GQ`WeL@2i&mcEEfRm*NODAgC
zC)BuaPI;fu3vT%OU;@1DCGfD7;ER26ihV+wKH>cl9tc}c<SU+m9#5vveWnaldIn1N
zDNW*e1}d+|sR+e0&>2e4K(A)Q#!T@HG*$H(Xhwl*0s#ht!C)}dVF7<_gt)jk8cZb=
z3NdQbsHV@mcI`^DzTLWY3n3xg<{R|@!7g1?H>Cy!2BLH4&NzDXD9X#rY2Y8(P&#qq
zM3w78L%Gcb*RNl1b--UEhK7dd(W3`_d3$@~_19m=@#Dw;v4B7FyBmMw*s)_({+6De
zj>N=7czSv^1+P8r^#naVJ(VnYt>KkdUctP1^Joy|f&~lU=f@4&_^7F=q2<{ch<^V5
z{u;r4+1c4hN=m}tg_LzfL<G&y_}p{PJ=J#`Gy9QOK|uknj|mA0@b%?3s}SzpyGJug
z8XK!_)**p{%H`8md9|+-@=I&5@W)u>6xX1OrzuW-)dO~l6y9n1RVpXmkj-=Ngh$fB
zwpgGKKWAg?nIA;&qs%WCGwDOe@%@~iti$M@$S)|z7fTNyC$AJ;I=kWYfsbHk%T1co
zG74$x??$q6iqW<2XHD-{es_Yt`t|OB3&%gFpWV5igaO09Zn|dfXFt+^Cy(!gAHrv<
z$RFFq2KmxjEc!i-K9CA@G{T8#{;*R#q$Ursm2FU5Rg0Mi66v)TVgqz@Hpb<5I-{e~
zNzuomi!g0}Leu*RKgZF37YuU2!sj(N3Xb)(Kz?-{7DePBr>Yi#mSUWE-UD`u6GPLa
zGAJKBQ!J~)%q!{iS_`2*J)!jSi{9v{lzRQ={%-i}ZZ=-On2MsBI=C4NusFy8Gt@S$
zQ2Cv#IUAf$M^1$tf%X!dc+C%X#tIvh)~L#_uEoq_N%UF^kpVrK^YXM#=%_g9olMRj
z7gS--gM1WJ*1}3`fbLGlxG>cp{ye9_(|XX$0R?3;Ec!Kp24r<{GsVe|gPKyprx%dA
zh^OMWJNcNlIjXrF)<@ERzj)aT3&(hC>d@U51?4g<I+l!_G8wu!8{_2c0N5!`GEOh5
zerg>?b+tkGg!Wi*It}mdPk^tT7{9*R3D59k$a*!{jt0OiI-11EcQL`q_X7X2d~!Nf
zWJU#cU(ZHKWi1@dg?O%`CBAye6GB7&Q;BtMgP!)BeA32BNj)&Z$&b3hPO<4Ty^zRn
zy#krVH8>W*om|-M)9WgKJNsF8^ydlmqUBH_$D-eqZ1AqK4OD$Xt8FmR7b{Mu;{AQ`
z@U@fR*BSo2HlR8Lk#dk@(eV`OYq~fY<K#P?n{_CD`f?!rayO4IWQ|vB?$O4-;TJ#X
z??fNM&pen&H{17iH>LL^fdITZ_*)^rQjSFzGms;dBhXHQ6XS_rGSuRi>M-*}GQF1i
zB?lv1p5l*=ij$H_dw5(}g*^wA{F0*)E==wSf1cBn+ky?6{Nnz2&M&%~;^e2@|CV3;
zV5A3K44k<oiu#3T{4D4_$wHup{7`!ol*zH^P!iW3T}^Oue%I#qNc_Q5C_qk`j?I>0
z_mylERLEduY>4h2rnvZN5d5{A<V<~1g$#?1E49a20jh05?{BmPErEu-zWE>W3C+Ga
zN69x^;H#1RzPT;<B-$P-YO&~yQhS)L)E<g?+QYAk_8>8!nFTJ-?u?H1O6_5QqCFf)
zq?-wQdzj+H8~p8o`b1)b6RFKU@$F7Z_2B7k@N-xPeEM55ChdwvQDrR+Fk14WJ7zxP
z&}Qr6SZ^|3ti__+*~qD^MWD49CtmP^onp~Gtz1q|C~c&ewDpT=^jbPzw2|QQsP^b+
zsrpcLUqUfGRdk$UqnlRwIv%f59egY~8{8r`kaIS8(Yx6O6>2&V8(bhZkT=_4w6CTO
z;uSVf+Pv3h>p=%A<X6>V(UnZDf3%h0#F+N5Q)IMAE0byVk7rU8{i8n3vT=E02XwR+
zH;vmL=2v3RqXN2tj%>Jn&fN@O_HlxcXM<i_Xp>_D$=pSbMSl>VB<Fn6)Q)O>G*o@k
zp#*v@?W3KHaQUrHYV)^ZOgo@7f7`2=zYTQ8LdAwh6&pO`$o0{C<B(G#Ll+MdoLms1
z+D9vykMzB>wmm{dVKq08b~3{5_X6pC8X@!X`8#8fTUrALb0H@6cgE*Da~3MUzbo=f
zYOruu6mp8I(Z$Ogr<V3@p2z1^s?FnT@y_}PZXPexho6fH_Iw;l@AFrAb)X0GORBMO
z`+ejTRiTTwB~Gmz1Up6hO3Rh1=^)2Dt8XA9uaeWj%?x`M^r815kf6HXuB6ldcMUtH
zBJ14x!RX)BUQ>r>-8nn#e1M#yYIO0oz^QKrXxE{t7VoUNjf{MS4z8xy^I0!?pQiC*
zS{YtBbBPA~k-)cLKPz0?@I3rIc;+t8dn3QN8VfhyMowWRy0o{Znab=G*&Nbx%2n#Y
z=7W#uiKb&d`d#HdU%U~7MKibq(6S3EF>lQ^<Q7)J!CHbzFSN&k=|S4dLC1CB)d8;D
zn$izS@|X2fm9M9^rnLSpGV+z>_n`OrtBm!tM1Ey07G2Ha`UV>bPQ2oy<QLU^LQO4Z
zo=I))8;D;VujUuYdd8zdx~Z1)i>COpcME<|*W<;0&d4v5Vd0(_#oC@3PJPu=X>E^`
z161ol_=D!PJyH&2ZBJ<pZ&WWwY?{>t%lF6Oz0HyEbvDL<&qDBwmH;DNw})3>^hbV?
zlm_wT6jY!~2RoeFIRSRo+&m*KyHuqvZvN>GWU@MpdFNME`S13{qWAhkUtbT86ASUm
zp<hu@TnQ_4F@ggeacSQa__ybuPrv#?2jmx3V&VGB$jO(YO9xw=+Wso+thvo$Y1w6}
zI_!;rOkRgEvyZ6iFsnBfz1s)+`t9)WaXxk*jzUR!H5_e?@my~YEPlT)gaXY+Td%&*
zk(0mfl0v?nLcYQVS!F8quvxz9#>+2eKZ8Z@YG!wB4X+L(HmIUOd`&j^evEb-{Bn=e
z;oYNZHt2;#v!CH?5SNeLM;<BJz#WU<>%(h<HZf*y18c0h9y5=1HbcIw4vS*)kyBHP
zKr<mu^mK)th%2+SN>T>RxJV3fvX?97J<LVdb4hR#8DO@jB|dE5d}!b1WG;*9z$?ue
zBnjKQI%2Y$W*<Gu%m{_Gby$&CjJ(=9bP@@$&)tr0DkNmcYBf%{PpFaOW@Qb2b>|<G
zpDwS&yP3_Wo4=XPtv7yPV}=jyH0#A!Uq%0PO{sqxt<*o2^Yl-D@bphsYW-8RQvc*;
ziZ6Td_fKu&nTM`z;9`dSnp!N1&Z9x1fo39{c*ae&E-Gi_A$75j8|FR8LDxSL;UqS|
zY;P-k=+|5q?-W&I(52>Vs`DecgFjz)Gsli#%}t}DEsSYhT$WAhVl6s}h4|IW9=3|j
ztz`47vJIRC1~}mDfX^}t(I++&4u<-eVPlH-?3(L&SzSFAXB8n!UJDC-eGE4@!sm{b
zFyt9)ykyF?g>UkUkylrTPC@~Gacyo3nM6KcTd1nRerx`=aE7#nY^Ao4$+d;~)@Jz7
z#^OI&OUSO2WB#oy<dW=;VgtP9ZGq3bXrE7y^)Tn^!u?!@4kDZwsH}r(U7$K#&){?r
zD0CR&jgIC@I#ktS{+(>(Rx5Pyw7};9wrzJkrL#5H9?vQDPm`X|KOI%{Ph!Pd`y0*u
z6A7w2rpRy|6#h^})}LV=(4Xf3Azk;8V_nU;{_$Zh=M&6DIMLq&b|R&Epme>9kpL(A
zyJOzHY;-+c1Shc}X1BM(haGHMeNWy#x=PVUlQkV1F-{Cu>Z8kf`snj%&1*WOkA6k9
zkABI^9O3<4u;Okm-oKO%Uked_9qNf^)DD{><n2ERLmNwYeDy8__BN=vAA`st(;&~|
z+O*KsK_zQc>XLAhW)~hy-iOf14)XjW8tj++85j7{h{d2@5V<)adj}Vs(h`LSPQt+2
z3NBx~4?{Z}8n6;OVrsJvE{-a}gc-{=(oDZDi{?V$Xa{*g5sFWoL;6B40O)BcK6nBK
z)|ND2&d|;pRgp1B7&Qg8c?I<E0yX*BE54)h9TpJz_NXl=qJef<Uvhyr1e-TrqyM%)
zt$L7k%8U<C^wYsMsly1d1V#1rSXEwz{JJ`HG&IB>D{I&&0#-8XG{;JbwQ}5+$?%h<
z>cPqc;zMI<<v37OiL&~78r;%XD8hUbQyOg3*5oUfgQHS8#J{9e4$h7$?SYg7X%CKH
zG?xPj_ERng+c&v#@I9kh4uwCemP5g>Tzhm~_#SPK(g!h!dQqu8x)AxznTpbuhSPfB
z_T?N16z!1&z@;u|ZjVAId-(pi8irOD^zUU?@8H2RW2mltICk%ZDHrxMy&t^hQ~K}y
z9}eMY*e5V{uz{It^V)1lN(K$?8@%QdgueGW$})2B+w{+o`1_TnYaZ=C1&NI%`hWE<
zjO}fZb3X<@4Vez9;&&;NudspJBF+XC#0D=Y`y^Exq<+oW!2K&F8yr7}WF;F^+<A!T
zSKfigl6i3Zd={#cGmtp<Yvk?yjn@X5`%gh=V~LJmy$hke4NC9F;Oda+s8Q%3A-`X#
z9_WjN=(yy47<sy&wxSX_Cokg8qz@r4ZO-0m(Y+J;D%mwaVb|0j4&iRtC;WBM#uAPT
zh+niuC9R8LsBNkXsybvX=lr76!e+lnf&eoYHTy*aTPt{czY>P_HmEDDKvh&M4fZQL
zcU43FFrg8O8|tvWsssh~b?Bfkz*ZAmSStdDvg<X+i^+9z+^wy__a^*fpZxkdtf($V
zVSOFF&q#qW-V$p+D4*z1)KHHNRi*U1M2BrkI%L(?p`DsnNK)vq-Go2m)@oyGtgbA<
z2Ni`VZK#K%o<80en_-+Ha7vw#MiLa&)nR2xDfLVK0s(%swQ2H8S+#YV<7T-Ww`yeA
zYiq;nmlEZ*cr(9{-q%834}k&!4%yqnSD-mgc*V{H`SMyUPA){QtPTOjLL3Qjf}LXR
zBfW;q8<euTiVX2vpc6h!$VbTSR5%I@@V2u#=D9V`*GaI}FP$8*FsT5`Qj6d&GQ>AN
zHW+8mf1sJJ=h0)m6ze$=iuD{TF-{Ee)V`L{IA(5K&#{)^@^By3G4r$T`0REzUcZor
zqMBN6%-r1pGt>?^YGjOqDP7O_DxR!o)FIGRh-2MdV5i7LmtLhdUKAVRcy||k5Sxqc
zSCeTV+$=W>%-3>I){~%Zp}rpL8{2|`fVQ*d_E@K}#@yHzc4%u0CR|&XU*6mn=19yi
zUQ1i}H|k<$O)VxzXQN174{L!wdYOrFA;<+bTGsYPTPn??<%)T<x6(XXrs|he=FtU;
zd9*FhJUUZp9&Mq09^EFMef3uC6WXV=Pw2B?rDu>&w{MQ{!AMW~d`4xT&}YH?`-B>w
zf&LPQoMOc@&@YspfzrLi&DWFr&f2Q>4D|gLo`G7l{0x-AU@#aAb=ozMSrFr2B_$;V
z9v&VTJa{lppFXYe_p4X0;<eXaqt`85xR7RhYh?HC-IzRiGM;_*S^8ZPXxA9T78DeO
z;^JaFe*BmQvnliKx8LH!4?o0`B}?$d7rebyR9xM*EsO;T?hxFQ;O_20ir~RDxVr}}
z+}+*XU4y$9?(Xhz>)YqPoOW9~XYc>v=cO7;=bAdk9HaNHn++zG<MMfL53<Clmh?lA
z2Fqa;08*a8Q%3cC6^YBTrQtpI9i1DkTIF9bp|j8(^>Y)<a3n4cPLT0v;ucs{X~CUn
zSnS~V_=o@g`D%-({}z0HYizf8?uDAJm$?7=`^X&(0Rh36?8Nl+@FIP1hIBHsA#4LT
z!mAQ$Go^3<<xngP3HZi1Zwbqry(HZkmcxxK-X3*)3_i(PwAgL{FRwL*y0&(N-Oj*t
z_xQlZjFilSMLly2zwu`mo}bFfSjeq6V7BRtt`B*u0$FKkga&{6P0DXBd*K0;WfTZJ
z9X=ld6=l}e)^bj1LL+hU78E8E={?b8qNb`tK-4r6N3;y*vt{wUmNo~1kuMjb$2`+r
z1r{F+`1ts?c3bj2@+)_I>DXy0?-t8<U&7LUiUc^%@clgR+8zk8gfSrsVra4AA?#_o
zKbD77W488a58pHz4}AX!UC9_E6Z8IIa{W`$Uvs|?T``xZ<ejm_m>G)9_?715&4eep
zJzI&OTkMZ!Zw`FPw6=D$F_Tym2Psc-XK-}xh9k{}W%K!4?wJg{JXbdFleeLx4fF*w
ze91f^>qpY6IVT=j0*xb0)}uc;QIljDIy_k5eM7Hsr8DGM?-k0g&S{l6U4kNC$m!<7
zXP7=MrnM>zRurA^>Y*<4L&e&~O{Hl^C08^G0lu>f(8P0_Q9RpfE5nA=Q&S3w@WI~H
z7CCF>!A9b{DLWpQ{UKxh(is{Z#L6?jmAJ(e5Xx{Q`!2Tx5s<n*mEu_{YW7tmqUu=Q
z+et7$L-J5oV4kck&iX{yNjD(0MYPhfP}CgF&+z_48MxAe>By^7PY|fk=P*UZc^7n4
z&%a7{7^IMelrdbyL)k_#$1dN*lm9|K$FAdYt<-^jj8Vq=qznvGZ6#uLAt-ujfEoPR
zO2Qh)p5QP}p!s1@86+<>n3c+Eap)JoZA0-GbN*bk@@|N(RouqRJKtlTFK;E}bm@uT
zgWC*E>eSP)d3AU@igFkWG%U>RBVKC&CQHvw^9m0-fHtq-JKyWhcOTOKY_9O=0FFMs
z_$i?rtHN;-3Hnn`3IWa*z~9=}y@>WI<l=RE)~)vQF39?2@OZMQds}nuxqk+=Pp{6s
zZDRLeGNVxGDWEp0u-D@TCu10p%q?1UjSy8h9&q=4Em8D5{fJ4s=PYmLlQBu)*8O5z
zwv3-(8q&^QYn^capnmZ}4RSb6J4#tX>s=TXNl=fQ|M@d8d}(&8R-eF8dLo^3^X5%8
zV>l}79lRII1*Bf}es{{4$jhUVm%I>LJ3}U0Jr^Kei#(j5L1%bKE}p%Q7I;CvZ7p7D
zbu}3}Ijje`crzc*m$()toiC^%aE`i@<}13q^rzmBZ*}>g{6L|0^w{xK()v?(6Bif8
z^nQ_78}+teV(Yvqn4aFVSs}PYWsAHO3(4Gd)de|v`9LC4o68P+Gi=1NySF#3$BThf
zP*oK*Dfpp9p=S*ygyeEOL_>c53=iK8=8S<aQ4aNbxz8ysh6gi7&cNSO$R;!S!s^9j
zGhsAKp7+5a1Q0OkK_Js<wmH+cI-S7QsE60rv!y;U3JPYyW}@GpF8R}IHco8{V{l18
zedOll*<J5St7~Y?kk<Kpw!g4iY1Dsxykg@eLXe<@boY6GqCw`P^fjRzx~$RxkP63B
zmXQx@NkXkj;fLcf`z^Ont$W_cebJLTl{pnZ748I_CZ?o>)R|1q_!I%M){i%MJ?<@^
z$sfpm!B|*WTn&==Opyx4)?9&U_#b(rv)e8&ZQJh_G})SMLDl;8NYb!UvBH;NUQV`V
z>zn=YTXzFY10@W!A5bq+)g;rvc+Tl4&qCQO0k3MaS?bkxw>WPg%;g&xyD>+-;ZwEp
z$?;!%vj0Uw%Je_|EPtkqtFpHzhRtJl3cBk01O~^TO3TXTL%PCXz#CgzqX-HLraDC$
zaZo_2AEVKDZ+1hLYc@sx=2@xMhlYWIL}p9lbzwkO*y#gH_QBT2{Nap|67#QrB>goH
z-Z}-&m#OUx#Za)(5+Zmy*xF|MT8?Z`^f*#JMj263`i4@b5p&D^fr*LH<GCxh^GRYh
z9OzzO&-@)hAsm&Ekia%dP_rmW;w9#@xY3dcinl#q<tF5H4u_S9-MGpBBiQ@;bi?fV
zXzTf~=5qT&SsVfCTUfy9>FK#$2Xp*e-`RK_WVo2#ODJ|y+Q!U9;Oe;gzT;fCy(6r<
z?jWZ|M91G1$Rr)waImuG?Qxh)5Nf~?kl9O1NGne4@_;1=Gz6s;HtNl0+0Nzs<cBw;
zREHx7IA`d9lsB7T*<ds3AOCJ8|I+|hM(W)gJ`e~z6e(cu8N3Ca%xOdH#g9x$p=nWF
zUETc;2WuIX)IQ(!GjBAV{qDSm)IQhsGiN1Dk1wUtwr-%&2nD2jg|Csb<=FWU9KvZj
zc>VJ#aoFk&ENa!2;h^pbrYzfuBNa~Hy{mV6`5S@>c%48Md==8AUn?rGzy}xMUwlme
z`%n0X?(}Q})W3hje_g5GP4e%);r~9`3Mz3c>fbEX|Gg!g0|N2U@PF*l|4(nvL+*xp
z|9_7D&t)}*uKpwVzgN|NtD|KIy3POibA;N!aSm8*+JCCy1N&dbf?dvsV5<YOWd*&X
z!K*Wl{8t8OI@ui7(Axa!=-)^3kP!XkaOzk_hw_jzqF9JTdOzbTSg}L<QL2l_=Tkg~
z2o&h*f#PzJ6Utw4mij~rd7qTwL_IPVpz#iKK;801PC4ou@<n%lj=`t_l$E@0VjM-H
z1%HVwg~Srxr+xX>Cf^bYy5nodGXG3^x?P^zFj$^@>3aUycjg111roM9<W^$Z6t14!
zAA>ts+DZPIM0B5>ICbb69T(1A!3gagq_AAswPU@5+!X<h4PqQBo<`q>I_nh*FkKw@
zK}P8cRXgAevy_-B-lyuoKpo$ST_vL93ccw{p(YNduQTAa(SKEI@UB~;=(+@DKGCY1
zvGvetVOI<S5&}Y6Ojy~G0WkOt8T_bxpBa6Ruayk}f%zgP;A>T=tI-mVRN+#-(FN?a
z#_6uXS}IV^9J$tjW)N`pS~GdMkG;n%_u*$x9W#a*YwdjXMZP#ncVv~xTPf^sLXCc2
ztFlNrC^}JvqcuqeS2R$O7gtJAF-Io<+!~GML>~AZl~euLmfl~%{Gj~i-ZV8&lOUeE
z4g65qg;u9k$&(opw2{>{$CuO5Zj^0F>8S<)i~MYbE}e_rY>7>!B{auZ2WNj_zw>3$
ziY7!POs5rMW1Y&WsKpADJAnzF`J9PCad5jR9G!*!AX*mM-tprhT7-^6nP3{8J6kR2
z6@PHR&4@}M)OLJ+4dZi&p)3?iQg&}WaeP-b*nv_aYWk#z8{xPrnZ(oD!}Qa|IohM8
zmrt^3PvLm8^rj}YLHwJev|R@~ozYUO4{VA5LAF~U6(0AF%=5?Xts@sN@5ccTlVe*H
z|J%ZWtuvcRf48aE+wgZ^nIVkIcc!i@L0{iWY;Z3{(w<gvM4T`PkvD2W#0yJ{afe4P
z239tsX9aFPLQhdO5lN6ezDBhwWhZeLiQemHl-RD^83!n*gH62n5!=yws(@Xh>6Fh+
zr@A6iJwN}k*VH40q$<xXA(SAkQ`&>0uXlKqwh|vdf%|N!|C!WUqvS~vT6(r&*CEH3
z9@P6IdGCj-)+XUit^g^(VIxCm5PAM#^7(FBNAYZ<Q1cm+Mw8b+w>=x@`uD@HMJ4cr
zi`zbvtvyp}FN#lx!FS%qo$m^=qW2u!|6^lrwJf50KGCclGkMlpznJcz!*|xH{nMY`
zbik%-y$?c9P1o^1wx|)5NU8j>G91tEfs59-Do&UjKSZ$cY4J=pw^@F^YsdsPUXQ>R
z=5VPu-9b!J<Y%0NyY`P~(#OQex9#jjC!VCPJ-#nwP9~1jS;wS=m9zJ@b-B1AL_1F4
z|D&hTb2uKH%0z|L0+t2mGG0%?Ls8fd(XZ;*c5Kyy+>hkgn%@6->PaPI`HyYh2^S3E
zatZ5`8l1fE-U!hYRc-$)nyruvN3bUqQcsi<@9)leH#)zMsWZZBiH*gnr$6V%B7YH;
zHe1XP9i@B6@NJi><xH+;O}cz5lbjw;!@x-CMReC)xQt<+%NZ<3{zk-BO8Z_mn2q_X
zWNzE^iI>Aa8;)wI@G&-%Vp1gxi_5@1=|O>SM;Z90A7Cr;7!C8DnvdgH9=PkW9`L{c
zHcxkVoAg>mTz2AXqk8pnc4{<w+Rf1D=PLlkPmU~<JaakMv)`B&^!Z7#JlU{^dFp)!
zi<C&`?fAh=TRg81){7-5%yESjo7E@>40*kdf~w><G(_i%t^Awp%@<Q^$r;hF>#~j?
z+AcRuypsSC8lp-HG;&E`kICW#&pesIDM9s&KFKdGpYJ@x(-i>s%Ms<~6Wj8{>xne@
zhS{s<!tyTb2S99#|4|r^8%pX=?YFE^qk8t`Z#qZ=vvc?Z9~kbfs(=2o)d>mqKVO{W
zx>;VC|FhL;8deX|=f5pI|NH&*kpCanX9%3j!GA{lzrPSl5d8V{|KsO8jyAWo&8k_b
z*PEh)^_YQ(xC~5Ttp7oQ`S32ihV))_$^YAi$hZeG0?R+{!|$<V-|;j~@XW}vEI<%7
zV7T`V4*IK5OpOwrm^g_BXJKD702xg5mex%vjZ}qn)KE!iFvq<5apN*~P`%Sz?ok?v
z0e_F1S~uU4yc$lb@31<xeXzJ&sNhd`Bat`cMWtLwDi%N7AHU$xErrF`dp^2y>-8s9
z>4P@23%d^X6E^c0?>8SDP!$xvi*M)<9r1g$6S-aBdeh*RS^uUe5{ZQ1MOfg!2tt!I
zT(@u$-#1*oGD?^Xcs?V2`<ndl+ytO9Jn8T(|FRqUAadI9UU>Oeq&$>SOx}qeYD`QW
z*E9-ECS>76#>hz>EhDTiW$$b3Vvn3bunOco-ftU`5APD8P!+pR!Cy-xoSo=V?rnRd
zB$dvtt9~2K2g>fokD_hr1vusLp>Lb_+W4=uBsVe&&%?r=k!r7(9eIh0LgQpe_uZ$p
zd@U&zWkkiaBs}{>LQvyOG*M`{cf__EKZ15>5blJzLh*MN39y}%#+}@}hc4mRFtD}c
z+rHS|z>A~FXk>85MbiGzUgk_xX{5i`f@BU9k~AzQI15DMjH5Y0ivfms5F3io&=O`Y
z)EwQc+T#ldB!YS0ld|(malG2csyjdN2I!9Tj?^6ueTyTT8pb=(xe^I(JBr)e81MT_
zV!)hRhmF#8v~lYuE=MH5of@8pim33lA`qAWU-!&yu+JJvzp}}vh6_a`t!-L>e7;9(
zsTb0xG;e9kSFi+|SqMI>1*@9*vlMPen%^`K*?P}ldqEO!y8jE%<P)10aU;c-wyM2i
zt(W#LD*5rF8E^m?9J}3ev9CUEjnySQjYOlN_r4MqC?t}Zxedz-VC(p}Hh{gC#3k>L
zh4uC3b*$s;-G*d<pSK5;iW&*1u8oSz7Z5@&7?gvx0nvCVyon4xGoM+O7NXcVsXWmY
z7Jtst8tpA8x1U>pCZZPy3C>|wQu{TU`3uh0Tq}QHB-V<kIcMKkc<Ltr*EjcPiq_@L
zOOJ8ytI@s?kP9pBk@!3s-XYo08djL@y+|?c2Y(+pe}9j}EFECaG0<8gP;n#eV$W<R
zi6jA|zI8b^A(wU1HSY7+6Z$hV`6JyT%@WZn*Ji3l*Ba5V;PPZi-H98K8=D0NM4-QB
ziyF{uS_0>C!*oUp;D0PNnSJT|83?kcg+otK#8R2xo+uY`wA+1Pv?^s7z%`iPfwFEl
zW$10KM1iky?{&Q*!)Hv)kt)Pvbav`yg6nr>)(usu0e8>J?SZfkZRVMhz$*hqbWWWL
zvK<w&g-=|he??YnUz7O=Cltfg`h(QxmnzNLTfsTdlC>jfnq>a!RYdL@KdQ$za5|}b
z6RptVHZ1)~2WeJFS>S-ISR71>AR#lYSGEUB%sWyZk}~p}XeE^}2pQ&uJ4cb=io|#3
zO0-#q0*l7M>iy0f5gj1F#$?Cz$G6WG=3DyY-E=+#V~2Vb+Hgco!<WHY<*f<+ge8QK
zjTq$wyP;@s^a4lvkcAoBSJF4FH##5pDOi?X(NQXst(zU^^kW<EQiCIL-^L9W7T?fv
z3j|g6lTNsk@!ruWT9-DfXIyVbMZwKQ0e2J_DzMxKZmTPa;-*A_XQR)m#PTBY(#TM2
zVDu8QPe48ALC5{noh6-MbZ~&>w_PXXOFO3C^cdn~w(gdr)X-85&srKBNt^xLYAsk)
zO@!Yahmk3wtM%`R5nWUUd%j$|SZWkgvq&c!=YD9qGTz`}Xt30&PH7}fRz+ojFp$i<
z3>OE>z9DG2M|AqE<iy9xHH1>s=^do|ennZ%m;5Jv`wNVFvccOJM8KoQ<!D!Gpz+HN
z7r`7y_uw?VgQSPyOdZ4b#s2(+ot=#7W;~TY%dN1Ej_f_Y0RJuX(F;rtV(;*TE-{Lt
z;?KT1IO-odOd|F58KOxu)u)4BDUA{xIBYrkS8Irv%&JXh*~6R#x;q_8q$cA;^s=K!
zb!F&M)<5MCX_`jyR3dKCC{|xfVW^>qy{7@dbl2n<_Nk-3YVX#>PofQr{g;PO<)Mm?
z;)sE|^;?W}+E?Pq&MAY8@+b;-VJ@|HYz^g0jL!7~NP-q;H;)eHH?B>p6FV;7_OEP;
z$9H^W2BwFguv8a%`)aXo9%oC`pEOz2P*-KEt<5C^9+L%s0n2_RH{U}_z^rUv0)<Q8
zW;<OyeK?@06uI4Be(CKHyw^{diY}h%?@T__*dJ)`Vo9MNTKL~(p$JJqbdhY_pNO75
z(SP}g5P0jQAgSs3w$A!xagY*cduLwF_DUYs{N#9gdiFEiLMOZ${fPy^1OMNVwTEaW
z^^op+RrL>j-2lhhoyDywic{`)yq_WB=_o{&mv`mF-xt-CM=r0P3Ao(J5CRM4FKyZS
zPp=@8pMKDIKXvhSkB|f-2YXtSf8+~_@L1IJ_<lX*#>q4Hckw9Es=}>~d}yQH=krJH
z^;^zIhTpOats%NY2(8Ju!yE`hwYTNcHfslsL-xfF^aC6wFN;0PTLGT2gpjJ>`RlCQ
zi=LtpJcRPip7S|V2jOAUF0Q;?+)yRQE({i_t*Y6JU{30OMAMdu(ojHlIyDKqV8%E<
zH8?$fuYey6{jQ*;35T0Qme{6gSpCVQNgn;1R9VUV<GLd+Yx#ZsR!7lU_~Ith0W#k5
zQuehzlH!3k!cm4)1rKOE6>5c(TI6sW-c6r56g5la+0SNLfnv6KLH`}8neH8pd*e)O
z8BWIaqA3DI+6L2d&Eptr%K^_~y#yOJ8)jRsJ`8KU;JTh(C#)?BooI}uudB~}ZRAvq
zduW&&@lC+CJ{u_4xa21K16`E{$Id}YiEQC{rHKz1zo;*4DG<3EpChF+IZnpAtY1vT
zxv-J07*1c(FI5pc`#=;C_}JdT9t66c{M5LYIAcGg6yL{by#SyCQsL(l=4)}oBh`$J
z|7aj&39ISKPG66U?}M?3!x`0Ys)y3d-y5o`5`_~L^)xf^Wq=xYlIkrBbZh>$SndEF
zKz>?p+UOusK{z@pW2dAFJ;UO8i(Eb2`&s@uRg=WKlwt6`l;!)zq|l#F7>F=<*OM(Y
z3H#fsRuKaSZ%E=Gb90#wMyuk%?`8<^@oG8wox~H*&&iZ5J+3kLPNm~V{px9|VqPL9
zhGeP@P2$zRM(^}~8bC(wC*`T@psK|{cAD9Qku7L(GfIE&o-wNYFwgH0`}4xjU%&2P
zp^C6zjN`zA*0pQ=V$>C{5xntPDy<wCHU&Y;XT=1nZ9z5$>q&>jL%r(IiK}=)^N9z6
zb`62nd=G1}zx*1GesEki3cJkWSSn}&8RHOb<A>BhdVxvELF(*_cjaHW1pwc>NyHVE
zF`f)WEw3655&-Z%@lh(M@tz_VIG(*bBC>5mJD7zfPXTF0V_KoT=7E4iBY%920rS@L
zv}IZD^vUj#joFq47!!)~rzA<*EFUkD2z1{Cu2=aRcMs46-f8E=&8y5&${&`tFJ6j7
z2XUP&^XG8`IQv^cva>Y&v{+kkGL`8EiC9}gDg`4OF9?Ak!{H4<Oy|S|L#1y;qLRK4
zGUa2_Dnl1ZIujFpcVFbX*c9k`iFxG*Mz$3R6I98|DpCBLg-m=QNHmjk(h@z+E9nLs
ze+24spy|bga6>gb_Fwh?WwaQ%U_{dga?@<E0vamVu4`iO*V(oiS4h5puP)FkA*7?5
zQjy^fAD&f2AxC%qWzpCK2o1Z+Qw|OM{X5w@ca4*`ogH1?p-5EE2HMPs4rAlvGj>x0
zc-LVg1L}oyQ1tLPc-hYYi;yQGeo~bqB0&pxEa(LHqSUj9g##Tu19-VUX+2<Jo6eg-
zPzDx-b~{(2kDNa>k@H<k!%Q787YE8y$c?Ix+kuA}!xO|3fiwA?e^tZ!?9&;7?Tg-*
z2H}2xb-v6FJmV%3^N#hsj$vDG3qG+*lxSQmii>W1O3&KQcM&{b0xE}TORjbfC@2q$
zIio$Y7hs>14#tFsU{MoIuQ-|RGbxT;9d2HGAd9WH4NLm^_Q;>1NkQ8$(m$>}D6{-Q
z9d2F)G2sz{WZnx&8YjM^e3it?(e9V)YV^mOx93<~W2TjGPvEjX&F;Gkp>Zwu7%st8
z6VBkeV=$LuDqguh4;D8Q6xcH^3am|^_?y`x9m8NsYQA32thjpK(rNTo=)%KRz2kAb
z3;Y9gD4<Ha)LYa~u<+Z+6uPjmwDC`etKnkzV6N5ps`k-DlRXMIOIp(;yydU1mC}Ld
zrct@b$|ST1_}%StEyHAAD>}SmwEAdDH8ZJY-CFq4`wL!&O>@tqzef78piiNK$5U4!
z=;HcEjG88#PYuLqMmZYg)`JWMMy;KSM#a^W1GT~Hw%JB~VI5x+jK}BEpBidWXcT0s
zJeqwnrb8Z+6-!j=StV>fH<tac^bPQXpA+^Oh!^B`^5tFX$2LyKtCvR$&+ex`F1;)E
zqHgRcm9Ac8bgy2^;xZNvba`b)(RDNy<^;X1jD0J~-z_9f_O{*GeLf!ZpgFB|e<}M>
z<olHGJr6>V9g&Pr%Z>6Qqz%2&OFO;eSgv0;zkwN}Z#WkRp3)4wCHAe4Z<;1O>nAss
zdo_9^x9tOP6Ud|D{T2QcG$tNW?>8+K*Ar@$fw$m=B@AA7EfKlR!ah+w*5!UKxz<QN
zKFX<zfzMh=?pyB`I?)Jvdl|RDH@nHKPQ04H0)1UzF_->ueZ*qvG(9J=T2F>pIl?4!
zbjZCZGuV!4IOUCh_x^dp--MgE)#e!p04IB`PJdpjf6C9d)Y`d{_74Wwt6fXGQGt|{
zBU!fNC`CL^^4Dn4?~5ZAaT=L)(x!S{t=bIQ_X~{M?_(0LQY*8(8Uo+qK6Y6Z43a*<
zVb~oDL&jcz*QaLg7V@E`^Oz@y#93b9`qwse#J@J1uLLJMZ_JXLo&-2La08}LRMkD0
zP(%efgFzX6dZVnxjcn+fvj{|62L_*gbBH51hI;30Y<d>7f_r*Uz-E1CtZy1~pl$t3
zCxj5l<?{Q!_cJs{Rfg}>xqv!>H=(~I<G@ZEfu2Pk_pfGWR-B!p%AQ(r%&YC_^GCN2
z<94<!0x_+3oD81Unc;1j9kuQ$1ro^zZzLrpW>p^-B!3C-kVDNAJ)`{RHmS@0*E%zJ
zl5Kg;%BrpmfBh~#iQ8}p(3dL!lU(3)aOU)@Pyx{+$v&~0RzO;cBG(s-tYSqXmLJR?
z`V75oV5=Mq>_ZU8b7se$o_y+7&0o?UK0aaI{qfl{02Z{^_eq`{I$w1}-@16iF`~XP
zlR+%7<=19H+7bO|S60+h7Zt^;F=MN~+uI%;(#k#jG>Nl6Jpc`<!B;Bly<-^Goci(J
zle)7lHX>ukbJO};Z!fFaZ6>PVA#6;}@7Oi3CVOTZUA|tLC$hO&tP`-AJvIM;URO_J
zDfi?=nvbQt)%S*Qm}e|XwspD2w<=2)nAdXOPg~m8;W@?|8*s_I4o^j}%kW$OF!AeO
zPmKI|6lGwpx#y!M3v#kT&|LrYN}hi4MkK5|T3SU*bjSfGzu26lFcZdc*+^F!&<%)*
z{$7eo^C3bV6eLOZTlgVy4_9@kk3#xzr=SIm`9gtwVlYAP;l#V1&^wBLp#1I1mJM@8
zF0h@0D|KwCdmiS5!Pww%0sQJ$PRnYFpt_zpl+Of4TTkOZgP*I@3X!GwK_pR^i=ODm
zW<gFqg@%XAFTuZNc82dZ7h!I%wsiIIR);ZodwJM8aK9WjEV)nNEbqQc1}1+<e(43e
zll~osKe5@<1Ffrzbzy^Qbv<c?%5*JlsB$44GI2zd=NAmu#tD($xN)L3Py&!A`5y*x
z_1_ba0v=q%gF9eOE)MiTHVDC)AoNBIdLH;&H2!JbGGq)Hi>V7e!d@N?ef?r+*-y{G
z45fZjy0gHhPXwoJDgJI<f5|-U;U*a0Gb3|oFUWqoRVA*7dSeT$;!d96dYwj8d&e^J
zS^X`JT{JvPVMF?b@7s*sp`YhG>E&|GbfE_YCd`ohy43E)04>TXM*jQf5T>Uhwg6vz
zumB(A=akV@e_r^a+_1}ms3_)E+K=4U$`z5cLjuRsq?KNEGan<!{VXsJS|$_Tj-%(<
zVhOL2^~<zFTknE;w)Xq#{vTbZBSkkN_qG%RSrdyfuJmFRXU)>EmsxO!7DnkE-lt;G
z31|FUE%PmycsbLjU0p4T3|C2yVrH;Yhrt$ufL!G}utf;q1a@Ubl7XLeS_)gIlU>@s
zB!pcGF$~#&k-I_KGUB(SHlWW>17*l~_Vft^RY6=1JM-V?ufB6<Z_}g7I5wf>G(tY|
z@t}%U6>Mz@G2&g_&Vx(9^r6Gi+vWi2c0z)y2MRP2>)I?^gT;;I1{c?!qd30g@bbUh
z*BZPV8zZt;e3JkWp1zl|Kv0If$Ss~AD72woQj}jT>L|N`Kl&wOl3}p&z0#HweKTsz
zeylYWQZj@rs4b<Tg`-8V5bb8Nh$0<^m>19REkg@wg#>tbl+o})IdcF2&yBAP2$I{O
zcC2mNAvc^D$($DlgYc*)LjL=U8S;HoHsokGayFn;{+y_F0-!*rr&m49iSC1cQ3ak#
zt$R6tMkv{a7^yWCfW(Um@y7Wt>1%~Nyp>I)Qx}!tVG<{LU5#KyTA864T{n$k`__Sx
zm_Gtwb-1q{IcAklXBuvD1wG;h6|v^!jls4Fd*|WhQ*r~<=g36zaQJB?YLE*v(M_Yc
z!R%=z{9VJ}Wr{1j>m}^J-XDCH;|=9h;WuEWc!c?_#|leXZLg$R;cwOUQZBrw$t#56
z-*(O5l-~<v$G|g9+V4-KbBj<GQIz^aekZ|eJkcAlV((>VTL+fC6~?P0J#*|2dKT1w
zH%YBA#S9v;yad|AOD5a&r!6{}67aTvn&XQ>d3h5}6zHuFw1L<-v2utis_z%oky3n6
zY6K&vIy0{|XdYWq?ZDZwf9J3lkHFB@W}(Xai9*n&4ig_y#7`9^AbZz<-sNju@P`|v
zrR!<wNo(~*ZR)GxFkb5+wLxzd>BcYV_h+d}!q#uYQFMRLxqn=9((VGy7y93%`;&cW
z5w|*mb>sEk@;s4v;{pzoyfp8_7+=ip5N>S1(sI7qZ(3W{<(FZL*xu7B^Ni<V3TcD7
z%40i%9|Sj#eS9~Mx|+#@y5j@w+RX4ib(qK)IxghcqFtR4$xdD+Rt?9|Y9XjDgSh~>
zaiJxfC~Ez_66Mo$YzS0M=FUedV$q~kiMdpPb}JFEo4ZjmnEWtKWvRi1mXmQ-;|zca
z8siE8?I`JuV*d5Ha)up1z7efrKtV%5z8t?_!F$~&6C?5>k`K*}{acT5n^I4rB>7@E
zU7pFrj<NYugsdYo%FAS%+2#)0^0{76gm*>%41mhCn_(Et&j;DaNAQ<n9V}E$CUA&t
ziW<`mvGI!L+hg+)R1Cedl@EGkbD393@5=Dym&x>R%R}()%8YbL)D6gsK$o~xLN*7v
z@Sxmuc7)3z!rF2?UI_$^@%e!^bPk$&GLXUvmWexBxkM=E203}p^)AQyf_d0VhGBml
z6qb1&%q3vS>ORuwcu%y+E&r(&Y=F6;s6{6pvwGAe(fp%-5Qom+9(c9gVgw3Cs;-JM
zX#bkfqg9eAIL`k-gJt;MAR7<|9cD?T{=r1jCr?T4?g@7$5K?X&ZXu8@?v)&S)oO0L
zb5zgLZbyck$N#h_;$-FT|7q`$tpLJ;-)eeIJ>c>bBRq1rcdfFrnt3;iGdz64FCs_a
zzP<_Q-wkoZ-oT`kimG*ZDgs^cC8RQ5-$)im;@1^ise0!%l$M%jX#5hQ0vIKIY7*G<
z&_sfU|43+lqv9U`uUdst1nD`<Dk$=F2OsRox7l(=z~U>hEGeT>$^Q8mX~k^kXu#15
z>~RbhnSD~<(GNS9AP+c**HgB{IfpfG>XE5QM|OVsx+K)K1Zz<nTEkz3mBxRzNrS$r
zBaXZ-JrY>bN&I^`t!dm%R25$!c%pA$;vSwE*U-xzU8gxANb;?tev-^4zelw=O4qNM
z+ejmU@b`}!PLmqQ#OI~n6{$b4Y<d8RZxS2wgJ+$Ymuf3q9$=lUtO9I3_9aR%+gM>b
zM!0u+1TQ3m#;E?>jwJ~1&@icq$VOW$P1}#itpK!ZhA3DA@lcRYcwL{^S5x|f?i*td
zh7v=xA+R2*3in_qy@9{{j{Rkp9%mu?+q@Ho0%tuFZePIoBuEjQ<MTsbKqo=!va{x!
z?D7#=r78;9Wb5egmv4#EVOIq)R8YtPAQkN(vpqL1t8;i-ez_+C+43H%eyez0U`zow
z9=YlL)@VV0Gg(zn(}1e&3~RTF8+&IwPLC>p1UjM8Vpqr-Um$XF&|Q!hCN1<*+nrfr
zeKNbptr6<o-t|fc))MCVv89fJFfd4}EU_#eIwvm%Vz7;aWL-boI8u@;SvL|8i&(v|
z0^36kCK93RDK3^3gK6oJ2t%RBW6_s;RfL1%nrS5krYNSwAoov-7v@E!-~nGV4jV#L
zSdwqbjR}Wn2M0r*)Fq*au&*Tr#{PEbxm0lA5vK^B907<zkdd%B6k-{x`no-i4lNjZ
zwkE_nAu;NQY_1U&>(JH*Q(&K_-;azia&^7@0Im(6vTXSg59&s0EdKP;7{wbdU<U$h
zIW3gDlr+Bqy_y`DFBV|}0Jq}Bz;6o~a)VP&sAxAThjCdxL{f9_ucI3nyoHbaS5J#J
zDhcXZs(uB(aSjc>b~~GW(xDw0{6yfLRj)EmgB@ow`>DlMIRAOIt4kp`;rBQ}_NQeW
zZHO<)55_+c5;cEK{b{!{-b;>7iyD<jY3K2@vH0Xx_gNVz{EOT5=gg@MA2PD3LI9X`
zx)hwS-%w7t<8W;^z67ai{=lcB9a4Zzr7r7Ng&YX_^(%6i>gjQI1ag7T+b%98^)<-7
zT_N6IzxVeOXN5BA?-tUs-od?oJo0T+jHilPj4+uW)yn9*O&z&Vao0C?JvuVn>YB5E
zAdLx-CdT^_4aVPai%Lt;$l`kB0WYiyes{_Gmyh>Kl<ha4Mr`>1%(lf%AN@sHz4IZy
z_B>}oF}55)2EHubpnnX|d~G9!tcim2Y-B7lEZ9X&WY?yN2o;@+9+tZxFh6nK)9heD
zvfl6vHDXb1yMwr|E6VPx$!I1K0=w(&hU^&KNnAUI%B!0L<~o{c3Qr}Th7CtMq*nUn
z64eB}SZ8WJe#t3_Kb>zNwbrx3D@_`AQZLYS2tW}&=<A~gWbVgBUpt&pWAD!|KlHi1
z)-eQaxH|^k@;FU}HuHu_grC1c7OwH;>`WLJ)6+{n2l0P@s3YP<S}zmq*-6p;x(g8A
zOgU>l;!RfTJbT35YVi~>DDw8JwRj-4zKBE-jAntr*tavb<$N@*2kR3_WGv^6W(ksh
zEGo5gRO7QE>Cg&_zpj7*fV(KGN5vh)u5=kugR?E}q-Gbs_o435Y+18C-K$vI3~zq1
zh@9wm+m7xeHBr3gVWVv4G)%Fi4?Tvf8+K?_#OuK{`se522sDkG=li<0rrVybNT(s_
z8;ru@&H@-dT_ROiB)nLYRqrq~zZt{^#^DaH-i_LwfAe<U5c&Pc+}LGz{^|}si)+Fl
zwmuFA@9M*%!&gV-;RVbNJ$R0$y68J-KyQ8=IA9B&bh0Hu;(jGUdH4eKdl`4C{Q4cG
z3;DB$fhH*-LuI#LxyYAjNx#>|-6VZkMHK62p4lf~p0-sh6)y*E{%3)SzwrH#*a3G>
z1)x;jpoq!^TTDCyGkNBY19n}S;JH_5d>XGG1Ja>=XuWkmn4W*)oI5+r3&^|YCwD!W
zrF4C|9@`)`){kfZc&(tno&Ff`u8?_3a2*Zf`@onL4Hoo?56e+gyt?GJi8#=eq|H}X
zRu9MKNMwWe)-=N(IN03^4WqExs9uY_MIOHhJ2_!uqJZm*NO+c1yeF4w#*clkA=Z=`
zWoF<-UDSHIkUp?sb_0Pz5U*E+_H8(4(dK(!tq#Z8K%Z}~WH?Q@z=a9c?zB$tVz<3%
zO1jA3Q6(9F($rL!;ZmgT?|mirG&BjcCWmaqNix)uAg*-hnsLkJ;Z3(x9?2=LM42o!
zGHgarL)le`9x}(@*GQS}Zi#Jm_smoaSY*AvYHK@w|KYbc%GhoER3zn<q&Zrhh8=V-
z>C@fE@M?jdXb9~4Rg*Xk5_GrRTVR<H+<%t*^&15lqFi1o2ipB)Q77o(ecW}<0jAV&
zoBiCaIUfqK7O`d~=0-XVafFGQ8;&y=uwB!`peC0!$0&eFF`jDGo|BEWBBfUs#=eS#
zTtnA{XBg*T+t5)6P$a4P^nJiW>BsdIF!4%*Ytr?sKbH_m<xAC?0zs9wrG9(iiHWY2
z{>QH18&bWZDlj;n#q&NE4oX{2fiA&tB6HByY}{-0xfHnY@~?b?X{pgNLU8E*O0YZC
zKZ@BanWi_$H8(E}pQCGo2qOp5IbC)9&y>^$LnGc@I4e(cO7G}2-bI9U6a;`(E9ARE
z3qxHt#)UVoFNxq0WM5)tJtQ0W^sqnL{c_#m;eiPB2c-d-^XZmgkHuOcCLT*MEm%s9
z%JI@^VEfa~H2oCxhSeSp?G9$G-HtOMM}-?^kMR2Con7unRcWmLg)eO?M{|Pzk+vlh
z)f6m|)n9m$W0VkIVrPM&#ZuNM@%sV4!X%=}ps6u?{Ph=p>^4dF8M!<98tP88*)@8m
z{xv8fIdS-lV~CJWV&_7f8=WrJf`Cj6r{W@7cTMR{Yf2$O0t%S#aty%bG`*TGA{}!w
z8JW1(uwTi<=D=@c&WEOqIcdpMLC+vJ-YR2)<j<)(&OZp2h76FGAl{BhaZ~5Nc2C0#
zhTjOQrXWe?vEh=#Qyv<*>(T_=*@;Qg7+Siop<?(7IO|Nzl!|J5K~r0K1q4#?Z{<)S
z{`hUjzW&0E;<0|~W58YB5gl^Ge};}@9u;{n0b&~<zyN>c`k2)(Ab(ViZ7{)jW|6F?
zH@0<tqTvqhI=nNxZ&d}%R+Z~4X<Ekv+sWecjaVmiuRAC&&mWzm<G62FjW<I{^u1D@
zj!<IPVtLcu9$yEwLDYxDp;<HJ^0y6Ks@<k@>3%Ob$KHUt@S$2VIhVoGy+5rCu_;r}
zpM=D4OHYlMK$+HZv%m<N@r>h<f@t=Ii~JN{5-i}<Te#@SO`zo_!VkiU2&CYvUx2>;
zGrKMex~-k6#c!vd^KYD@UR)g;xUFnVo(X&uN9YB*2^kavGaf!#bqP0yzxeZwZ<>+$
zbw$9?W;uxek|QF&Q3m)}&1`uS7rtm3{*a_~tjD78{6l+?X82iiDu?Ja0x3<$+1%F`
z(b`DAxD8+R)>%T00HJ*>0PkFXf<Op_V=44zAV}54^=k{4kw1suGNiXR>G5qlAoCt?
z*X9#I6X7)@yvE$qBVJ{mj3rM*>Al5K_TubMbtVd!*KQ-z0&%fcGqH;m7E$-|53ph1
zugIR4vTB1EOApNA?y3>CVx(z`>E$2!X0M4yThS65c+}&Zj9~<fbjApXy4_vwUBfvR
z=Ive=o4Qr3gbP?~T{h?u!bO^k<u0RN=x4Y4lzeXH`;8dq(3CpY*QcH^wjmrhPDX*U
ztUqVn`q0YiZv?K@uxm|A2eK1W&-R3~>u?M9PXAvKSuku9i_^i84SNPIYt^+OK-b%x
zncw$Kp;+d|b$%J%_xHHdwGktytTQXHt0dUFGcS$8i`2C#KU5b8f|7lx?ZyJgOu+WY
zrz6LP)`PO~#Mzy=<_3{FtinyFBm^}LVZIy3yQX?HhPb08L>+mnCeN&YCZZQ}gl3%Q
ztSsIG1L!T?OCF*YZ}O9O4MW}|sljglHnN}vj7F#(ZC9;a<1jlo(9houtHiUCo!5Z3
z<-gV}@T@O9dL4lbZZZiC&zY<e&|5Ap(p@H#4Oc?w(OU-k!eYotULTJTIi;85@6k@T
zSy4K|v;Gaq2m9`9d2pzD39pR$Ik&tNC+27`^*V~$@cD)Tp5V|gl7Sj@t7;<u{_EXe
z=h>yPx0v|;aMJ*a5ssprcNH4)oVxkTnwCwaAj7~3box=lxidyPHwfDoe4J=<V_=am
zbnuq!9NuG{h-gi=#?6_tv@epi<dp|zSx?!9#?e-#oT`1-9|DzC%Pn7HaadH|L+0n~
zsEADWTxuUevcO+t{mGV`ys~c`lb-{`@}r2lEMiFXB7SxdPWL3#^>|Qppl#}h(oT<G
z3vLkk>#v<%jw|~(-mw%dMjUQ+6EsUWfk^z17~Lr>lW}=k(+qFg736_&2(LVj4THs<
zm4}<wu#7aA?GK?OP<-Qdd-@J5DVOPRuud+2it-R%`NwLWGf3m5_kv}2AMRQ!5#_Go
zTBa<6<*q+0g}nj9Ps~5A4a2UU>&&nDHHyQ2g1ekW$hR|k?k-T;W4|-t0C%2)TX(W-
z_chm_d9D35C@Vp=OX}dNBYywN5FCsq03;7yc=z%Nh*=R|fO`4fU0DiI9fd&<CY8kP
zN0U!`4*1JX#TMQ9cc|62<*4Ji#Yjh4Qd65Ij2`+%)kILMvNaZ}5VfHew!6;OX_lxK
z&f<E{v>9j|BP2u}71eHAq*7wAAUi2`e<2D%Z&oauC{(c|l*Y@O`oE1;nWA1^&=c#X
z0uWm_cWTV#RlJ=k8@SrMpx)7WLW<10ZRE^6o>xbbS;;2~OCvbP+xoxzlg|!3gnJvN
z&pV5gJ7+Z+)BTIE-o!Yd`+kTyPPWa{ihcVw;uQZy;7g8=3r#a`>h^fj8~UMPgyzrG
zz3SgCFoj*GQPoMW)6=7$({T9^LqHI`k$l@pU7qmk#JIr>-eR3pjr3mvp4~UgXL9uK
z7bLz{ZA{SU3stl7WsHLZ*~$aXI-xb%!3LH^L*&I16O{eQ4OKI))AFOPHP{bYm?^*`
zqH?Bw0N6ZO3~b}LN3g)B51)_!kkIKWh|lecW9E|!w3>n4Fiz5|t-#l*V=wSE1N-Bq
z92fj<sfJ&AGuv6daMdj?Lh{S@+hXEx<FhjJ5U_s;U`QF#Fqyh%FeLVhng*NH8+rc2
zR0fvY5$(zJFOHNG8abW(sjKoSZMf=E$7VH;V5Dk8e5=ziy1+R1^b{NGTo5+zyp$&A
z1Ydfy!2vmT;~lGks$gnhK!O1D)pAoG8lgtG6Ng~ef#Y#$5d8ALwo0!Y#ssUS#RE);
z6saYDUf-x_4Uw4QHmw8qrJt>g*Q+^7&}Oy9nEU$)iR1#{FDy|*GKsyV7FmF@j5!1j
zsLn3JHZlmSR8Y4KEF#%vH-y*XyqKwHlY{Di?gvEZ?&|_;e2J}bEGEb}_v7_yBfhDj
z7(gyGJM3NNCE7pM{GkPAd7i3_3V)01skk;rV&&}BbEqVg(6HY_Bby(i7JBTgCETHu
zz@ugMi}EGw<X{IjYxAB~#a`>!R2IQ$dc74c8vkPN(BW?0UkO!Ay}H1}bZ}(Bnu16=
z5HnbpYvU~&WmYu}PZA%v<Y3D8^&vmp(vu6sd3vt?=^mpe@UzVsFSq{ZwN3>RBSHk4
z`B%TXPDmYW{64@2T1-PKej@zIY$*D^QP3jM_*9R2FtWEZ8dwm@1;>YAIYH&esJ_o1
zO!rh7)5Jjm91NIZ<NGO_MU;CH|H35p$={a}ouhOESRP8UwXFVGV!=-9jclVM=UVSI
z^O;(?qWs=Ro57iK-qIp<<7~Cmd3f?7(3aLV0M5a-FeK)wUieId@u$(CaDxEu<ZUMp
zR!1fbgN`WryRbHg$GwY*Zv`pl_fNdJMffybQ7tf#Kd#k^aC?542Ge`rv%N&LfzbTv
zp7xZyD6j>3)V466zk&nZU0ay;1<7+d!!(Z764}^YfGMYqIn@zgfe&{uDQpK(^MNiV
z_GDM3fPRM;uiN_`3hGJM!|REM8TSCKr=myg(sKBX^vin?fE<2Gevjvx-zr+qAAx!R
z&%_}79!j*ly7o_V2JwC3&554yx!Kfft8)Jl(`xZA;PimRAuZ1IA6Q*qGMrzjdF?rn
z(=2;vza!5Q_FPpg!<h{XkCT#;ZLfXi&7r+Ohn!uNUoDwrhhay2XsQG)N~il2;MFqA
z%L1(S_V8?s0@Na~_Vldfz0L$ma0rT%MA?h_!ptFkmYkd(bMs+N=;`%AB2!d7M{gxV
zOP#20Z78|lsUZ<;e0*C+zJuhpNN7`TPeW@hTw*>(ndkC<=k89@eg(M@4)lz}>0x|1
zJ|>-{H+7GZ74_t5=f!s8y(jZ|5LWJ|CUskYnp0ElalXd$e)?g^PTmziwBbW2VSYWV
zKK=rnmvVn$olCfEI+M^k2qJS>@izLfg`Y_l`#Yf(+&W^;CGVB;;C`c{{nMQts>LHJ
zkB1#o+(%1%Vtt1R(QKioTup74gg>k|4)=)N4Q?{~@PU>|rL_<}sYQQixsilhkWj=}
zmK^!Dtg1YyPx+mN>0}<+SdAjOC|dV*P-XX=9}=^`Bd*-1b`@+s&xgJJOo<MS4Qq0}
zIASyTUfZ<+T-ApAi618f{UOB-0$!cyE!WZhNH`Y0B2kO(y5N$HAL)7O<NO&H6VZG`
zGArvl{|*1P^_X(J4;E8ixA*Cj1-i#Bpg!oFbufpL8@g*!*Vhk3xw`&{nTwh(9L24a
zT6x6GiG;p#zw?d?R6vUh-eJWR(fJiosWHNCYmJxNbT+s{f|A2U9RvFwbMjWNwc$M@
zB}TUvUayp-keTi)nf5?_wkr-ZkydK2?PWz&YLA$zGq14>Mb@5;6h|k=G(7|3O%AEb
ztvSu{u7v)PJl`us;v57kSB1EzQZHzMR7qyRLuqQ8nZX^Df<GPZo2F$IO;Oc1tT-<4
z+*Xbu+sN8y;T+l$mV``1W0uji_kG{S8^G*C8`~?I@AbZb^L*%I*tIZhGIYa;2+s6q
zf#+@IHS>CJD5xjIlxum9xi#KU*ZlrG7^->~g`4&)8DjqN)$Ekyle&?y@XH`x=6g&v
zLrPkgoa)%dP!IiI*yVj2!LR!^aIJ0GYBD#Rnud>fB@-LgS7ZMQaqn-lwEzC?clCSV
z68rOIMF!QpzKt2}sIZ1yl?~D(*l&J4HUP#HN?hXL<+iB@8#gApDo}_9X|dj9XDn+-
zlp4_YJv*IQ;A1ad<eK{2Xh_6>j~)#>eC2n5WDogPEG;FxpQ}<_RUBXkpX4T&A@`T&
zSF)a80fJ`;z`i!O>*!$NIsfwnO@zX=G`Q9(E5Nm8FYs-(AC|kpiR;%uS7Nm&vyO+j
zRl9R`!cIe31zy$Lbg!%2;$-J?@B6UNGk$T(U$ibC!ho8b`%5P#5mXz8@~l%}+wh(g
z?dAq%_ajMO2C)Y-0iPF<-YcNzNBWhZoVoe;Lb)_p8X6jS7$`9AWcI<#EH#Y&?d3rd
zOc+O+G+JXiO%BfM7X6Bq3x;^YqoN*k2;$dYfNG#SJRX8dO1@EIAhfz%$O|g%-%JV?
zJ*;>62wr#%-R)kCCbDOt;Gm=Xs_D3Ws;sP3Mg?QWVc_6)z@k>FPYh4Q(;2AO1Vb`J
zDY8NA77J4^Dapy*AP^oAuk+v47Kfi&<z8fkF<{W5C;)&84TmD;#{Cf>nKCpa6;8m3
z0{*KfTwPsd0z)~maLhMgE&*h5i(A%O%&<-t0%Y2NDk3i*3XPZF(t9id1TkTQ_<M&0
zQ|T!{%V;;RC%G|_6F8p+B|>(`=wZ7DZ*o{<QyqB9dxAMZh((+JD{r8u{Cnltrmwc`
z+k)Zq$CrMnK&h_^Ekz2Z!L*BpZ1N%DLx~32v6=2?%lg^CZ`MZFfMo>iS{_%h^!ho$
zx#3)uoooI*M3|*~%Bv>%ejv|Ob|j9Kf^JlB?02MkcE$Og1$fTTM;ea7+R^DgMZcwo
zx-D079A6)5y<e7{BS&Ht;;Nca!DFA1lzFxS=lp#IezTEgixbebKtJ?1F`Jtp5%00B
zkhT=Va_`x@M@fwRg=NG1yulxW;-WOlT%A`?ib6zh%m4FbKcv5ls&7E-kC~SWVCQFL
zSX`61;X9hz7tl2&@9Oy1gBpMCN{c0BNhhv2SOQE@*^_Bc761i1r3!LM*bkbUXphgx
z%UkA(C55lI_DHuXaTgYmC*PJw^{+~l<-Gypm|&eOep$OyeKHmqbJH}cUr^iErI+bh
zfj9)0bAk7OsjUY#5S~SyFuw^jG%*2XQbQ%NWA)#=e4LR@brwrmWabJ~AAV9TPc5hy
z?xg9hIs#XZNkc5vp%o*3Q$(xUVMh1l(q~E+*3}_Tzt_8m&CYXTi8G(_E!=ry%djC}
ziUNtRbE-h>Kfx|v2I^8CuCz^wNaZ$^YaZA0P_WWGD)X@zIWe|s$>Uz!w}MM%T!X`D
zS1!vau}NJ+J2q*Dm{vK^pSgal%==B7kdu&C#FK!2$v9J-Y_qrYdYwEv!<9f;4O}Sg
zaQ3|-^em$sa890|wa~)%52McqNgg*Zl*aa>MqKzR0o6LMi^r|>^(mdgK<^g%@B~x-
zp;83|s9cUqmcEF3nmK=)^KP$xqVQ!*f612Rm7O?KOsAN5Q9Eqd@3j?dQMeIydC?zD
zM5EtDQE3r=OB(fDnIb^}1`U5X5^LM~m=nx#lIG@rfwr0(DC00{FBSKe|HP@|6^%To
z6ou}}fj&yy#HT}_;BYq^OXCo&N&srm^B-fmtxnXt&yeLJjuhT3;iB`Hv-B@&F-a?d
z`;>rpSX@{Y$85dZI48K!catP(yYT{_=MCtkXaJV*TSeINHDIME;&bYZeV5ewg`DYN
zehysuk(SRfL?$3z5#`L<A5l*8m_LrX*?A-&K@>Vj(EukkN0TAd+m7b(Xt5+zG%fjZ
zb32VdKc<aB`+WFbahf-2+%0P$1ZY!!N^2)}!IWWU>ef*4&StL^To8~@NEsCT+Px$D
z?fL6lP-Z6%moqPJO5nT}zpMJ6X1Z^gCo^=C;=o4?q+|24Txd6+yudzuWyj{E!3ruz
z)sBzAAt+FXJE8aN#AXFD`d7NLt)wi4P+@IL<vo|0o(RzP!Z0{xWe^|xaAmmE?A&$R
z8O1X_oY|;{9VEvUNbJC{J#=@9v!E2p^mRyB1xO0F>N+=a7vHwznywSn3F)k1Y{{Pp
z!D=W9;|^Xj9JRoLTX64v*Kc&Tr-`wzLr{N>e_Uy)S$JnDNWJDRxA#oLaBAR%DRnh7
zemQ^1Wj>xX;`^?OoOozP+jGUXjk}kQvV<K>JAWHSKd}?1iC30k-OnfR!-_bo%9t21
zLRKPMM+~FB<F18x69kP=&5UiZ+`T`>6+wBRLRORy3!SiBloCTWPVDMmWa+d<45krV
zjhN`q&a5oG_GsQ7fIdqrN+>C>3~X;iNeuNzC<ZhqBav_-BDw9LojzMiMA>=R?b7)`
zP&5e33cv>PlpUiThZDqb19C+9=@K|3?vSbnYr?(_jg@U4_nsmBElAjWBCh1SzB#l}
zO#oO%-^6olqLPo&$8Z1L!;&T1+n~0Z+QkelWt!5lDmStTC-|f>5QZOmwS5Nee4)ad
z2$@#~v=`D<<5l?<xL^M9(7X;c2BLo2ZeRxfEQ-678g*wPYf_AiGb>0wE=oD8lLKXU
zLO#%%GYK6<quX2gI3OU$Z|@k@V3ARikI75`7yl1Y?;IUj^S$xD6LoCcnb^t1=ESx!
zv2EK<CY;#T#5N|j?G8J<{r%mw?)|^l={i-r&f2x>+0Q4}EOc9Oa3Yqx<{pOJ)KG+n
zdM$hIMCiPkog-9vMd7=EM-6B&940mQFU&#WaqPlGV#@8fM{K9dEMe$16AQ^E2~`<$
zx!y_7)6dl3f(ecHvd_o!31)s5b<IJE>wR*;8#=a*(W`x0p<cA0+n$_Q;v_4rtO{#L
z;PcNCbq;#yy~1V~?un|q-zwAzT$~Q1E@LXwJcmtY$m2~NDUSSQgoW59Q}Gi)3pY-u
z&a7~g2MEo}&_Gbnl#28P{+t*staJzAYnF`K;WInd!mf;<0+yx<xP5LqLQx#vTTpJW
zvf5<HnFVdnBuj-y&H0E$T1FuS83`#ed2(KtRAoM>D<Sb7Fj^r70T~fP$)VKfwC&te
zicbt~XID#2DClB{WtbYy0<#D}3D)MPCDi#{y(_XHfK9Qd2x*YG6^6Vf<hPme%0ykw
zpBMc|UYyAn)_1Xm$Nh%Igx6`BrhzKynmQ;9l<nFRhR8JVbg0(U18)f~d;YZFwj3xA
za#BU(yc4x(Lr#vMT)VPE>&qF6HEpzSXn55Ym4p_pd)0<OB^^;-w_RDGiIHl)IkoH5
zirBLA(^{c2tZTRJS)tp{|LWPx)cztdsBJ)a1ysfMGXDNvEgV?^>w*s4^=Cxeawyx~
zSQJG9>C1<DUMXX5)>0LnY^hyN9h1Cqf}l=%cQO3^p`P=JjTiBzKP$?J5)?^IElT|B
z86V{BN(oQBeV}3J%vbD}?&}VsAD=9BJU_8CA>O<+=ZyQ2x;`+z?wR*7h$oIbCCkq-
z#(a{|YB?{f)E;HxHWQZ$Z0xaLPmXpM{+VQ(N1_yo70ZPSk{3oJAAW4%fA(3qJ!wd@
z{*zV(nBxhhYxXtk^SNT;TE8CY;CUmc9i==!A9B__O)|r)e-yES9^HO0R}E;f1{@cZ
zI-^#ki;*P3dgy8+_ez)Gk}0=*J0sa<rW=qmHGRRi7P@VAsy5r4CZV!aAC;v#sqHTY
zd}&p@zY5@bTr6Vl(mXf@4JUqn7j#oT;%#Un2v)5tcsp?U)$4;5%7pxG+G1~3?XE82
ze+IH)L0%#^^sAOUdKMeEQU?)VU>6=PLi1kxBqPZMzbikKRU(b~+~>XXrt1Bb>NUmR
z%zCRKo~b8ZMuDcuaU;$8VgNh^4n=H)m=W$GG+72Kd7dYS`yP-6VBU{$UyYLlDtj{q
z`<Jn{D;(}YR2hFL6;m4Ohi}<XBsCorxD(tig*2^Sh^#&Ou$(Q+NB}0uK9q~qP^t|G
zBY}UFPj4r^AI3U^?AsCs{MWVKF@8K>1{Vv}Rr#iS9>ah9F0lLsJ4zZrS+SPZ<#9}_
z>D(=!D8#l{JNtf*f7!eU=~qa0Ua7ueZKsZOnSWLa%*sk2FqrL%jfx5|*-fA~o?5`h
ze=7r|ah_Th@p_QnIB2%cFn?&N#m^s)u&9^;6w{W-+gg!7Qjvd>ibzqaX1oft%<N3*
zum=2`h*+rse_MVI%C<NqcgFgG)=wPliV{8(o@~-4IzH!B7+ol?NNmhbDKst!hR8S7
zs~px>b*YD?4`?0|%&}OO7A{HBP8??G%#Di=+-)c}=bVL4?lzr6vt#b;)sTOGDNXI5
z=dlD#?jJjtZLcgZqyOSjo1Bv>(m|&D1ypdmSU;F8!SWm*f|X<>^jFd_R78R2RQ+4(
z#3*LoUFgI}q4uT|E^fy-XzLh&zdIU}N6cX8h2|}3qPE#JdXrLVJvXa0O@r6AO_OAF
zq--%F&n2C<LZ0wKX{w&TC{I2_l;^`0zv5jHx8f~u<arf_Jz@j4E90PG-}(Pe6JPsy
z-wT@?(}~$kw+D<r{;%tlqv)fY8|L84Wq*JFc8YzLR7i+qFajl_w^yjBsOXpDR)guN
z<Iw~b{#4n_%iV#~#WEuz5ijQJ>nn%!O|HjwP+=k2|I9wpzFmSHF&aE>3|?Mdj0QsC
zI5Mviggy&I!sh4awK|-sy3>6Vpzi&?KAv&;G+Y`iH(KpjSXhL$v~c|bzCQgP&X-~)
zNWj!xq(pjJ+QR3}PB(hNx67tp+l<OeI{xQPmv-+*x}}^k%5PzJcXz9e<_HD>A8uM&
zzwB$R-ls|Y9?*I|o^)gJ*kOb|UnoAN8Sge6dgpiKg6GE^oSd8rdk_BJ^bBUPTRPq!
z%hv#3#>VFSow>>Qblp;Zid4i35;im``Jr0ckcrxMK1CpuV6pv3;0wq10+VsqjSv2c
zcrulHiGiXGO^gb5kZ<CFUPUv|VMpavRS~&y*1QgUy6i(Ecln6PDY~Lxwcg!4AHR23
zw&7}-mR}AhNgB+r<Z$ue8Y~W+%*?RK`J~+L4Mofu&+-4$rC4I>Umink2zy5WTro<#
zd`c*~wqpHh2BXCsjtge5am9P)@n)hI&vx`?!-EX?rjU<!%8QG{<cZ2cl;i=0-%KV!
zB<@r{&41)Gk3!+F6J8vJi&r2vU0aH6&jm8`awziaiUp~~cY60}Fy6=4ME%#`^`6r5
z#AV_uv<%24qWq1-WL7lmkrerR2W#e7^f1*0LGe6`Pue|yq_^T!Nx}73V6M)&7x2@G
zs~4$uD9vc}h(VkIe*Sf%hbIl*@54P)K-vW|hl}smsV#Zm0sp5&HN8y9suMc^?Oq+n
ziQujYV{l0{QZb>-=w8bK7fie?EsaITYn(KD2g-XLo&Ylj(}q+o+mk{f6M~yRYai=8
zO-GoW9Q7SjmSq}i8_o569v-<I`e7>Fg1Q2#sUYzzL-fR_F4h~76pBsmaZMlvs=G6X
z9YUhPw@C5WpgXEnCn^Fk64<7te^)^RcWF92&p$iUFl-iuYCo*y+39iNdNHD<<bS$c
zvnE5e6bHF?@?NBM@ZH{r<30}6_nL~qbAq+gdod1jOVr-gE?f`(9$X9*ssa@Q6aa?U
z@4QohP2Qz9v^qS|khQ<EN#H6vW6zpi<PD&+uqh3<q>;C}CnH7>KtkaxD)oZ^AyHHN
zCpWFH3pbA8qhnvAfx?dzjc`o`>b+TI!PBy4o(gbMG|!xU2a>38@AafbKr;*jes;@5
zyn!<7Y2nivd4FWWIUR@8)@xJ|==m%jr!+T@hN54#r^iJq{{6#w*^>l`kt8U24~5>G
z^;uE#fW!-&1dB(+j~2X1=WG)|>gyN%zZ_g!xkatq7&Q#XMf0ao&_Mn;KWx_eHj9w$
z3YjLFV{s(Ry0rfIb!F0wLUDtG=pcRw9?wF;Ol12%-@UKYgJFCL0o1!#O?sU~L)uX&
zOYl$5CdLC22gjdnkpC%fXR<vTBYSH{&&yb)w1p#y^K;Dsl_)zz<L^~ysoS#-w1iAT
z@TWS(Z2uRNYXVCG8{z`x8mCq1Q4<<wk*nzb1kKzSdvD;299vpZFx0M!;(qR=%~QN*
zA7DwLaNTL3km*H5WbgAwB)KUi!czCOy`V0{DaR&79(-)MDHg0KhtB6%gv_;*Cee>s
zYIB)88O0S>xPY<@yXx(zxRnv9$?Q#=Y<`~C)_FZ09bR=}#XvKB{&lxKdUIqtFcP6h
zV#hR;mC$MRG#>|CYMfcig1h@6_GU4yQbEYHFjFLHpg7vMGkpry*FhXF_nsx-?V;@P
zUNPj(E_mN6SUx<iAb$V;y-NACpf%k{VHtfwcd_4VKZ=@&Yvw%qBo&zye{&1@k2l}I
z;5Ka38rI8YgcR-*NL^2tJ#glN<EUyq&}`qQ=zV3DV={p6zgb%1&EvGif}%=fdjGi5
zeHo&9-)JF)o$298!<~T+^X_@Yt36v0E2Qbfk-vG#8tXvs3Hk^nimE@oRtIlno=jS9
z3$u4Nc(`9nSokmdVCwq~Jzzj*dKtXfn5kAt4%_e`)wILe!=&CjGQG0aA||fdvhrDi
zAsEIN39_Dm5$Ie-to!hC-v=Jzgt7UaY5#^Y3=4zlzzspF-qj5}zcemPA*brqfBc`X
z7{_<aKBgl*Kid5ZGe_GXTVq$)5>}2=rl35lj~v74StVATn26AJ1P9+d&@ZKKjBAfC
zWOjy4HNi&8!O3(AJvzq%$x+N2KdH^!1a;i-;#)`LMMAv7(#p$IO^2U0wD|vWr_cJq
zl+_jQ9zDnJZO*Ws;#^jjf(z0iCE3X7=tHH=DiMz>d%sMJ(OKH|{`6!v9P;ahUj_#S
z5!WE-;vfp|kS@g$Ko2vn6_mRHSM-AZ#5Ksy6|nt{AL$b}iJTAV^7^W^At-+dEyH7$
zJ^GPPKMdvJLU?f#KLiBFY%a8yA7sy|?X%kRBCiHUTXQ<u!1ITG&I%jxVc~4j5Apab
z;T5*UwU2gK>hM?Gqrx+k^<X4;n+xGqmi2Nwqh`)Uso&(nvbm|&JWNZACe<yh$S*vk
z6*}=9;~>}V+o+%S$3>FyIO+w>t;861pr%v;E!~3Lpl{aqYLM|qUeKr@Z=ipKSqy7^
zqj*Hq+b>!AMi95hh2q$!yXpdGx~V~Eaf}eLz&-knz@nY7e-j%Q_)R6_f10=8n%c!0
zVsVl72OM@4B;@iCOu01+d+7^wN|gp7#z<!|IJORH*`&1cI3&`JT#2glt-?LrX>AZT
zs>I)irQzO~Mem5}fzJb@ml0;jYk|;LIiv6>la=!)*6@`V1V+_$5s)G?9FWisJh<g6
z5|BgpP@@&8A!)4sk9JG|@-I`GTEgQWnG4Ra{+XXc&fjb6z*aO>c8AULD`G|I)%X*e
z8RNI@t=RN(IU6D(egefvNUM~Lqx`0-zP2XeF`P@8+A5LV>0GCU&9sf}K}|vGeCh;R
zEem2QgDFQ+6E>)tG@~n$l~;~INmSU<F>`H{G4{=*e;%kt(qWI`Ug#5D+>*=|lt$7Q
zLu47R3T5MChMl{tEu+Qse<!I?4ZbyWEYkQLkApQg@)E1-^WOx~#SX{L>p4393%M@c
zQz!?>r6RYJV@`lJC~FYXbn<%DC!HEP;Z5!29p`q?WYnFfWTwRI#2^KoTC9QkJC+$H
z=_x$Nf3<e)C6EN=CL#*-`Q)0}?ZSNhhFZ)*&gsDa9Xyzun<#xadZN<%Qo%<f)FB&x
zQzgr~u?BIk&xodM5C?(-aa66?JXzFS=Ih+T6$hM`9b?3gP&mgLs(v-swt=^yY{Z75
ztYBeX>Hpm=Sxks*+%q@MRM~a+g5{YIR~J_yAB?P(^j@D-`*{IGG6M(~B)jLMB6PF8
z(akTEK*5IAN5L~)cJ=%@!|wyANtqT>GBs7h(Lj|h1GPX3jaCkfGBydf-^i3z(b34S
zuhP5Y&VOdQv+;)}j<n2cIz0BlOx><D!^p~TnANk30~{X$t%`B0r%7wz<3p0xn;8fN
z)88qq;;EY;qOzF9x~wc2Pd#hIxqgo}0t%Eexo2R?qXl*>_VnTztIM|D1n#v#i4AK-
z#m1#3onVXZUktwyCC|sjHb5|4+TqiiJAm-;=()J{RsAo%?U(w6R<@hLUfS(;8gcRF
z@5K1%8wl%%shL(&&#G>5D6&CBZ`hDj;pu4ieQh$+nYL6rWRF^Fm>L8s;{@<u3RJ3d
z&9SotGH9v;fZJmUhJfTXMI*bQYfXRqe`KZ$2E_~;|6JuKfHf>EoRYJvsvH}}V89Ng
ze=7`+5Xl0$VK*Xt^8`)S$JjGi{y)3<z^;<PnGwXc%#0Kq)B!hbR6Y$;OlW5PD4ebd
z%MQl=2KqAJnz#szt-rJX%iz8seR2)*9Dy>c-U@0y$}#@e&EB=lBpf0azbO!L=fTq2
z7OpmJfz<(xnw8ZjOc^>h5WB8ksZo2_&6%Jt5$#;A^0$Yr4fR-Og6v}o3u-1e`0{6)
za&{)nNsz!E>nqPGEw}`ilk|i82qTqWAv`Grsgv0kz^wlX_r{A9p;y6(3V+cYtBv%4
zW_WLw@7UG|!@A^L?P5htpVEgP9Jeko{>CrSm*xFc&KiJmN>SS!2GVt799hRb5S9Y)
zDrDz?C5#<{AMZ8tVBKQBKjZ5=JsSW_Nk1+AVOyC*E+L?FLo(h~sO~4mxgu2CI^X<7
z@{ew6ivHI*$@AKV^+UqMJvUzqh#+fLU^#i3zd|K`u~IhH<M7x4PK5{Qlj4B$5v03g
zGkxC%?t<t&b7m|ALtQuGdj$7&Sp#CqD@Cg1;yIt*0UT(NNa=?eMyXLy)X}8+ai6Sh
zk2ZLeIV9SXw{J~ej1&$z=Q=PVmpjBnGbDj|(vh9fvXrqtITomDW%D$5poHa@V%Yr@
z>qD)R>cbRF|IzT#*`!@FHy!*sDuH27J1>NTmXPSXb)&rhzt8ZPeNM8{-0j88kbmT{
zKB8jvKXY|OCf)y8_q;m{f(`J#b`ld4h1qZJl9H2)?$)NV*sbbG;7ok(r@3<kY1Uq)
z|J%`Z=ney0RsvyCllp{{8xn4}eQpX>%M`R)tkY!sNZ__9`u!=5;>Sq81;wr1OIrv!
z3&0U0!owGR^9cc<jGQf$Rn$&sKNAahhZ1nx@0Mg31a}MID79M75-%<;?*7jRQd%La
zHwVk1KNy;0)d6hkx!U1EgG6Ur+}x~o)Xmn?(!!DG1oj?Y^uJiCD--c$6mg|;uCA%6
zkTZ#p^amZ`Sm!hMyg(3e+5T$zq%^wi4Ya*(Z#(i*Q(M}<?ADvw@FmGZ9y#3^PR~2-
z{&eKOw)f6^R{Q-00XCx{e7zHs%fUka*)~46a>53K>{m<A^WTZX!opf;5B}MaZLESW
ziOEGbzwgp4o<~#3sv{pxTiNTE4Oh7)1B>1Du{230ly+p2Hq~fl`#>4;%NzZJD|bnq
zq<2S7!2<Vl{i7su5B@*Bj4#HCDr;8Io75`XnxZMBEro~bMEz%i>!vm?ur5{1%Z-ux
z>j78S;4!FWedI<GaXdVv9@+CC!&5839nx&t!pH{!@yzJ1?See57mO9Y0kh~|u2rb*
zOH&WVay}iKF!!BBX)V68|C3_>26JZy@U$lKj~`5L*k;@?k_B`%FcUB5gXMju@nrtk
zFMp?#CU%J980&260HID~(+IS=xp8Q_wut$PwFd(SCf?rXUq{|^8tasGhMR;@HE3Qh
zl>sh09DUQ69y_P8!LmH9JCma?A#m+nONJEn*UV?TMskMoysHF%7G~#H@zn$Cz@pnQ
z*8x}*_O6|<Dhz#F%Jw|Ql9lg(_YcG7Z;vs$f9k2K#bU04&gc4*VW5+T2X4TIGI}p!
zdSB#Ft=2K&id)$3!zPpBhFbTwvWKQ8kG68Kts&BOcb{L*x?mT*xfVlvdef4;TIz=-
z%AIMb+~v*DW!;XKbDmG6sjqfq-r5)_=Tn}w(`KHrC_z2gMzvTR5*&WFz8%AK=Ec$D
zTI5a7CB4|Ga~-hv(IL`H&Ic(VVZz$6q3%tn3=;nb0TlgOfl55sNrq$hCZLcw5#xEh
zN(R73;mV5|Qo|bdQpty-cDMBhVsol$Xzzr7*Mgz%=r{aSPx?1N6dBCN^k)NO^LU=Z
z$p3~nj+@&mWqk1gj-pXK50~OqM{b-p!!HkC^s7JIQpS_b@iiBJdap%D%KZWaF%G!I
z_g{;YRx1Ux-sm$Ukx&~-QF2G~V;F|siRN#cQwjnsufIKb(5N`xJHf^Kt`pg}n&|nf
zg|6uq?f#-2AT2?(573P8*$ZiJ34Qa*Y~w`Fdy+gQ83Tnn$(okV5L>|BvV?f7;^{?B
zjS81wsDGuuBYjvI?W_Snna_ThG(vryR@FZmBLt3P_qn*-?$`z&GfixHvWn1dpWBvI
zdjh^;sXPCU8|&}7{d?=mA^BB19q}FM)LOBQ_Iu4p>j9jn+r0VaDt{`B;s*uqX*-h=
z$VN9YK#%N;ofxEp9PNoO?M@C<xr+gqHgLA08q%^Y`r*{v#)NEQ`71}St+0Q!8Wx+j
z2sChb)~VmWaAV%Th?jVEslZ(KUZ!w~n@mp4)PE8je0>?NLmGoxbyq#kS!cdjV91A$
zYpL^D`Vd^GT>xILXGSp>&rJ>HhQ*S7J3Gt9C;FFs7zy{fhSvXr>i06FH$5|B{@8@~
zPxnJ*kT<f}fT$#tHig=dyL{j5F8PQe?)eNflIo^rDCRS7gY%brzYJTx(c17DASx3u
zk6_LP1_$JT=k;MpnwihkbsZ<JW*+*5PMp2`E@Ct+bJw&mx#8oh6X_f)=XKe~Dd?Mi
zoWxlAl8L?s+zoa2mY2Ebj3@-4<-eld5Se_XAHKKPDm%JhJmoVP&^h8_0y@!hR&*J7
zL+a=rxY34y`nG@ZtK3RIJgnCY5+w{N_6I@rERz-d3!j==kRby7ZFd_HZzMFw;LfNO
z^dd5b?F%=<r(q8FoFy@YpDnUdp4dbKZ-bKgV0m2ws>iGMKSaEU#!1#k5$u^K*M(J%
z*F_*fyR+7bvDlFZD?0g4jTj^zD*0~#5mr2@2R_WYFG<ejse37l5UT{|Uld0LQ$2LF
z?}&)=5@$y9BW^h-q2zMh`?l8(-wW^{11hVP;9lPT5|$?wb@z}#AgbSVlywq5A91dl
znIK6CKyD_j>`q3TthTZ%jZ?pXHvw%#9MR=39#?iOvMMlYRV5}H;uA)fd-jHx9^$``
zTIxL`1H957*<X;n|8ap|=hpt|XE9Ut<ac}c7m5p{!+VMA-wHt^<U`Un^#WyTRJ%9K
zZ%{#kJvOsz1yyjCAuV_k@;R$f@AlN>z7_Q{I2dR}^yaI1>Xi*qA0&5h;JwjoxQBrW
z;PAyMxrGbC5+wTz(Nst08?2Mw`(*>}HTn+V^;ks<VNCJO{{*dAa(^bB7*4zo9HhWf
z3{4Z1d>|s7aryyW9Q8H+B+K9C8##1f5+NeZtCyc$c*lgk49>^HV125Q4adHV{&uYY
z(;xbUNvRuK2cDay_ae4lji0P4ltH(K>m>DxbS3WBm1@Y8Hv93>@V}dz-d3KdG9QtG
zCZ*Vue)ymvU1Ioj^qW4OID#ICikY{h>u3cReh=3I_e{O@9rq=)67Zroa{-^}z6(8t
zj_<dOl)Y`RSZ!lk(@57<*nMXy{ANrWV{uCwOv0B4DPL&~`29tOu$w};L91=O;%C#+
z(p~y{f3Mj+eLuO9GeQ?^E=Q2VK8E%pvsqBE63~tQl|Zi7eL!()dyQ@T9XgD2-{3&B
zDO!?WUoro$*=M@+wCS3?-S3l21q+zw^!o`uT0uXUfe+;i)8a#P_w`PWa!MzZO+w&S
z=blGT$Om9$=<*o&drp+?y~MXCyC-csAv`I-=f@Q8R~zK#I)vu-8~#TdV}JXqs@`$U
zkSqVT7p%Xkp?xRym8*;HckdV64sMd&mc{#9d_K$uzE1;PrIWG&XID(Tf0uq=SaGJu
zkK5MwZByvmfxTND(Vz{X_Vj`a!PmOW74oeAI!+9UU&=sP4+#)ruIdv78`2I9r~$ki
zE+3{|(A!h=eKIs}0mT8fzkBUergl2BqLL(z9b~fa+cy08l{IuDLe`ElpGXk`o?ZaQ
z4t7S2A_9L&Xd~=RK6fO7MRvv}%3L}fE}H?+f>$~)XC$gShOlQ>Z>V4;xC2h#-huX*
z!KeO$+mh3`=c4J4hiN$@&_7g9+YgwA5Sm+<j}Ib$hGSp!@$E8t9d-jgCC1^%0MD+{
zNlU}dZ6OfHtS}sK-Mi~mpK=QagLrw5WGU?b+=9Ob{@<)FGc%I8_q|blrL?4E5A2A2
zy4vtZHqpS8loXDI&*Pf#-@*bX#F#X7&xnywa9tg<_w#jJ3=VTqR~I2Q^(KVixRRxr
zSt!`rnhW|3O?u>SUGHbM1sdhIAj;i3<?9O7vU<NacLswlEh@*vf?6681`YW;h5E+V
zixhJ7W+^tP?5r$fFyj%w-|x^xkdB_-O0qYFM)4mTsR-Dv8VZn}mZq#r3wT2ti6f9=
zhfeP6ErWaU(W#z>dJvJZZ#ah=^cr5OcQ8Iclv%o}@eJG;-hg1WGS}+i4u^Ty_s>k|
zO15s7|0P%v`}>_WU=p&L4>RI0KfLPP$XpZ>=zQOC=^J-=oHno>|J6?j`u(o|_==u(
z5z^_s_qnA0oiR<6x-KlP1y2;<8+)y<u1MLGjysp4bzfXr7Ir9eRPSJZ3%&MZXILRv
zJdCKWIAh_)$JYbgk&4s@uw1DBbVo+tIV-9RQOaK^l$4Li)>*B}Rai5F1XBzBWI?Xt
zLKtMu*4AWIbrHL8-^%EKafoLYUtRD^7+$~$^LmG)V`ghe8VX8mN3MEJxqatJb4R64
zDf=)&eZn{nHx@G9X0ciw3o@X=$09BSPYGK|0Y1fw6qny}JKj&04?>glrvjSQ#GT#G
ze)Xl!c4lI*U4_)Ywr;O0VONd$LOmEh)#=VeEv>lJBK+9*&!lAJ&E8<I3^cGqpQm;V
z+M!8sBuZytb0v0Tr}ru@!ko*rA5;hK{Uq~2%B*P!MA&<cayD@1Z)oOh$eBgoY<$V?
z?nAt1A;t*_<nLG~A=PO06E+Tr&uqH_9h@<r$5?1Ou2o`i0s5Uj67)mb7}8XH>ZY<@
z1kyGZY2JmgA?RGpuyOCM;#?%Jh}d?w0^pD*HI=O7xn`X=acD(R+K3LUWKpvF5MFsK
z0B1}Vz2(%sqR4O9TqV|HG-aw-6?rd`Y*}8q$r-Q$zvXw^?gZU8X9q{SbJg5X>0Ooh
z#-q&6nlhR-BHT|!8+p^0Ikr+RBQA_8)_XzP(T<!|MOSO!QgynZxsTSHaFc+XKuqS5
zK+bwdk`l?bJG$q_H-WC{-M4x5%l6c$1j7d<n*_zZlt@FS>X9*dl(a*aFL(=m;i&=e
zfH@Mjm}pXWo$Rrm6jY~o=Z{~@TK{pMjxo1|HK3;{UIfWC31st!`ASh(=l6={l*d3Y
z9t@vjkHnY^dn%uCI0&hdIahXg(<t!?G*VTEMSCkvvm0Q6ePWhWN$TJ+50+qHQy;va
zMYt3W(+}R+uN^h`oD2qGmiW0)Z5H}b!@ZT7g38BXz>aBL$|&OSepQRE<>@vpLE*^W
zS98O%vEsu~&+09YFYgLm$cWCP2(_EPx%*^e0b%M|A1sQd2eq{uW+{r5sb7$SQBD16
zh~UHIUIQqoQjs@5{?WrZ=?A-#IshZ+Nl=GzAxoB|`?Uv*I|C^W`7R(BxJL`>6r(tx
zo&BLY-Lpg90coCAWP&Y4=2Gj@qsZEtVcf9?(ogP?^}5gZt->>7;TeQ7g+r<<t<P`Q
z5)zzl4@kS_ayJ-ockQF!#?7_dC}k+dCfC)<=S1un3yZOA;NtZRSHRFfR;wee9_H4w
z!ZO}NBeF*Oq(t>X;9Qe-PbHFcde8DCx0swaPx=?W6y)cafDBg$vTT0^ln{=oUfl9j
zyty59aakd-woEHpcUhzX)Dn|GWuo%4;k`_X?wf+738XiY*W+!Q$Qztg!-qJ8pjS;w
zCHSC#K&ch0=|8SIp;*@kgtP_<DW~KYC)Q!#t~BQr2|ARM--nky#xz>=dU68*Fr5d`
zIQB>!eJZg433U#Ff<{AIr|Mt8)ccobX0l`UVgAo{6XKgXj)d7nlchDpxIm#A!3wn)
z#fb`WS$`}^rrxTv6a#^{%&*aH?La9v-+(Uy?YO`6tjWTGiBK8)O4Sl{&8P)otxC<3
z(D0b_2C&OTj0VkGx|>u%p{Qg-b_bnFTVroiTk?(0+;C|-rC%O`vrQ<M*VDO8mKHO=
zlU!y?x9iis^c5PQ+~NJA9~%A(6Mky_N5UWv-3UZT&3BY*d|1<Iv|RpWbd@Ki^|3(l
zes^GVdTLkVs+cTa>&JK0VnO2JvKc?7wh}~ZNG(<vjTnYi-||Z&{3D^kTM_DWRS=)3
zJA2*JTpg)r(;0<k8EG(byAeR1c$3dRJKFi7m>RsrFrB>+ByxXrgEV@+m2f*cvofc=
zC!9{sJ;;uhuM#@AgR<aBVs{}tPOa7*J3IAFN^01UL-`iRa6b><uVo@be-f4J)jB#+
zIQnJZnvk#@^bK!)IVh}$I7OdYk;(<itLQJ1lo*Impv5aBBQS>0s%E{5tVSo=hAQo4
z`0uzvxk`#*=xa9qsV;p29-+-oX$i0DfP;2VVtC|S(e3R&Q*RTNvxW4SeQp;XV>;bf
z12dnyt6BqJ*I6UIWQyC|=U9k2SvR|dGCl>h3NnDoHFluRTu{%1PH$T@a*qtXQR8G>
zQzF0%&PzID(a29DNvA+NCzIRp$ls@>k=U8CCHo|ipDiLZnRuNbSpemzRrvEU(UOQ#
zBq%|a?oP~^%w?`QXvAA-95<1^MtPFBDAP~LZFX3<Pq{YY0b;6!eefdsQ8;+MF=pw!
zUrsY4Dah<dl`^3kvcimBsideDxmR7?D6jBUAnJ+#G0jdET=3&h{{9AG!OKR3xmac9
zTu~QNqJVI;va<JEJT?J(;;l&i(QQ>pIhIjU<8(AF?oRMkZ)jQeR#m-1r!SvMY8l&w
zlI}@Nr7HbVv4W_4IV5qinMgfnE|69Vg;<m+#atW<0of<tY(1D7uU#C5V}oX#Q&7}A
zAYlxQGwVt_!XT<&f$V7WN8p`P`>f!9tj5S5r8zUa&BC%B7_=oMnKHpBa!!NzY!={Z
z$?~3S{*qYslK0GB*=Q3~f8MY(5W7@q{G$5x_?giGlOw*}HbR|SQ{CtLCp|=4|KTyK
zQN`MN?&pzZ*2TElSe1Hh#QVAqb&T>)w%^#AyBO?G_xPe<$Wamw0QT^Hj-4V04)wR4
z^^{45`b1ro`eb{VhQA-tjE1IBUeGaV5+K={a%p)N&|~rSw~!dPdR`c|i%=B8j)kRF
z;HVKn+t!&4db3|!i_1?kY_Bec5=zTBsLcfu$Esb^qwPqe#m7NY;`>saIGm6_XDp1Z
z`N>iLd~i9%huv+k<N2o<&KjgxxtN|>$VQe0H)DFg^kaF#g>m1e!lKKj&*@I@kc2<1
zOF+ISJ1+>;UN?inMI9HB_btfAGz$4yq3Xq2r2b=<Xp{TN?qLbvRY_A7vR1Ya+KU;j
zVRE;}7P%2Ds$W)Y3}kd_mJ5I4%OD5+wTngO@BK<02WGe&`W|pX;P|xrvx?E~)>Zf}
z@z#sCg!4M;a^dg*6e!-xOyQ3ZcDr5hRF00g`&?Qh*7}Ge{q3+Xy7A3OAN$m;0D3ml
zSACBg9b=#)4srOaz_Hy9Kc0UYW9vbbd?;9~6W=JYoTBP|?N~mUj*5J7%TK4~M$px%
z%*!h(CByXUVCWuYw^Mr6OJx1Kg^#=o<Dls{njwMQIHUeh0>n7J2&$1y&hvIlqN&s+
zHmSNQD&ff|v@CZ@0k=fs%_HYc%ZrufAF2|1x)B(|M=t{!Ub*FaH$ZD^<0_Uf(wh%x
zz2!S)yU*p{btC)iK5(2<JC()l8hTNNz8qkKxFOsR=KPh{7a6XZs0qiG1Oh_sWtgd>
zD`7WZ%6pg#jaa0z$>EowF1G{Igk}ap2FB4*x&y1hcSb4mPsw8!F8pH$%1G5E%O@-2
zPsw12!5I1msuEOVqRaI~9Z^$(@&_puX2z${PTt>i7ze697c4?P*sQH@t5V{0+=WW+
z=EKbyDI&I*_<Y$D@JQ~lmf0RcA=+(0$ZJ(?T=7VcDzud;Dp_Be{PE!|^%S;(*};oz
zh7IeKoJ7qd)JscyW==eUZORQYgzh=wmwJGn*H_Ta<BES(ZQrKFdrO3KfL#+zfc%D!
zq21p5VQ&Xu9rZFJ-7rk37uKxtP5C<}eAqwy&kiXgmG3&?;9XKzXX%%;D=3l2pTwgD
z7R{^sSVNA>u9PW~lw4q1!Op1;%_~2NAAnUfBmcF7fkXp~i<n^Mn*|#RU5_*>0T~lh
z?Hw_NWNcta2xN+SorYi()!KhDTteusVCvG`hz*TgX5Sc(`=yp#E^itf;nb9x(675j
zR4?f{6D1|osVSZ3=F5o*Swvixz;T6k@BlQx3BUBQ=m1#NzvL=zpsubyHalx+P!k4a
z#r5ocyBqZHQ7@htqI=4bhrH~rsk76Y+QyK3XIY3dw>m*%l4kn`(N*GbhD;8oFFd0=
z>_3E2pM(9%9_xU~BWKjr3L+*$)z$j)s==cR<x}FzVI5-7Z{NBx63ub&DR3n_6PKmm
zAC9^4_SA`7G67bF$xsnT{}R!Wszlss--)UOa|^Rkm;;anC2^v`1rsC(Z0kEX`-IJ3
zerV)AG!o(F`yC*rFWI=dFsv3x-(g~o=RAB`x@V+@;zEW#oIE0fPFAP~!PoQo6Z(zy
z=;ER%CWNe(^80B)EwQFSYC%qn@`YQX{=Dbv+Vt;H!WZ=}ODlCG;^MT1?UXUF<#{N5
zL)Zk{5O$#t-{W|DLN033Pq9qb2c){BT!#6b(O6J#3J*z&_v+qw+r-Lh4zS*_9D!--
zW{4@|4_Ylhvqm~uA?}v`B6ovtby(zkGXgm_SGVM=c0q3h+<gE|T2yV6a6a6r^jOu<
zp9i+sWWX+M+Rc#4=e>!mhx$rZLL6$6Ar$$3Q|XFy0K&sFhxzA?*+>Z3XV2@ba@D)h
zzj)O>)lGOEA_jTYjFk7Kn4KJ(1N{7~N!R*<CKw{eL*DPB-veBbt_q|(-rLDtJ-ES5
z=Q}VICQeERHfDiTuRb}fUo=;Naj^q*n2{y*rrL<}?tH%x{2J$(s52^8htXYajutx2
z-5ZLAL%t3jZQPK4>Qb_4AvjTW%V~$lvbm~y0{vpxFx9w-D=D5Yt?dF&=m5zW(utiD
z#+zJ)kpHmt;~XXS0(lmYP2lIdb7_47w6^2MH&<@)*T!Wna5BPwU82Yzc;<S8W+dCu
z>;B>F$INZTl`yZuqk+^l#Tl%<<1USYJ`GBzzM|w+%${>?p?C?%`;_mss;+wGEJk1$
z*N<9v=~=J(wi7EnsE8=j3vy(YB%6+6bgmQZIvJC_Sul2G6*{7Owc_pZk(Hk7QOO(h
zh7B32(m^rIXqTg@byXourM`OOs&|_Ak-e1_zCqrgxX;QdZnArI^h*!AzlZ@3u0c7z
z3kmAsl0@ZWi3_pFW5#D})4ZNpKCM~qMzlj%VZv^b+f&Z}n+<>PY-n)CC;aR5J}$Xt
zKIecbY%UQTKkZxoPg6yG<aANRHN~N{rShF0I_J<bYP8TFHviv)iLFXK<4nS{^#|@p
zHR_fC$CSQ?s}vMo*%3I>YRuN&(>+2`pnIW(M9gE4Ps!_Z;cCT?=rc&v1FyGhW-UY>
zsFM=D{;l&$+kijo>EV52yH?SYionzr^t{7DU7whYWRWF+G9^VF1at}dYQ+ny9Eh0u
z@~BrF+eNY$2pks(;g`ST7Xt;_i)!$sm@8ndc}MdwMZ~0<N1_(y>=^1QS{W#wul)MU
z`2Oc;rCF(mxIqU07zulbsd9>-abkYD67(MhRgN&k!eK-%!Bx?O+u>YHB_jUG-QDo%
zb*VA&mlr9ypq)48%z@BH%)O@y%JoP)uvu6;ybN@DJ<R6d$Rd2$X%P9+V+jsSO`C`3
zCL?gHlLh9q1j4=kMc;Cr{RdBbox++>V&Aew(yk`}^}4<b>~=i@-jw~(4Lk<KR)fyS
z(j9se5co!ls(NeI1w!8KZuup6cDcz~V40pqE_r`BgiWHbrJ8#t2H6vFl2Ge3aYIZ7
z_=Y0rN)}bs0r!xd{|oLK3qpHj?aV9jwK?Xlx+us3dI${wb5R`0Y!N$Ot!C1j-VWKJ
zUUevh$-Xz%oE6MdXEwdK7dg8&*^U^hJ!=1~GNw_w#nJUrJl3Hnt2L`!EuLa?O(C(h
z%B@>&PA?qGTZMqqfkT~>BduC?6NV5)^qLak9k!{<P$ON9+&Ve4U=UVGQ>%E#p=62s
zQ--~I?_y7T5A{W6k?m*boGAbP1E2cChr_S@59Gn;mh$H=>&4C~JXE<RkLS*dffS$w
z4B@rfWf6~vwe?MlkSg50wL1Qa28`hm;odrStLXzo@Lf?&D21I7cu4^~OHcQQ+DPk%
zT|rZ1@-OYlb({9J$1(HMatnD8|3#UY3-HspNE<8=s{BzbJ1^r{6q8X!W$U<!`zH%U
zVErp5{2hD41RC#;wjUHW(dlVl{$M|m%z}uB^9^6Jwd)?o*IcHHdRlpH-KbXBls3}y
z<=7s1g(Qf@*;yWmPz@O}#pdIoqn%!zDZlGxQxt?#MNe8$H~Kx#*@x_BCZ(BN3)e%z
z0yqVifzj6<Nwb0P-<9M0UMU<I74FS~M%tjVM%`VW$QCil*%AWG=B3n>)e4cp!$b6H
zH>hS9eB7U~xJ3V{OZu#t7^Ih?RN?y{P@)7=fgkxVa&+n>%}q!gboLck7o|4IjYcX$
z)yG;W3SlWI)g(X0p!uBjRV%M#g>=~0VjVE|w7O_<9;EHSZT9qc@kwNhv$`$CudePd
zSC6DS<(nb++mt)CM$(w9yjcG=tl9)e^n-A-R-+ZJt*UBXg35*@N1mK(j}t3rNYdR7
zDf)aB5)+qT<Y-?*y(Jm((2w-zvY^CF^bs3w^Gq3eR&FGbI^&LE{^Y9hFmU{BX4))>
z?03e65u%|BXtZ)-uWnZ4&BE5!R6vb(Ww7Sl8md(ZrB{8zjZ`gt&#e%(cVl(8Xkb!O
z6Nf!6_O_{ns;W+n_ztnO&eh>nNeWQ<;Ztx){I^a#7=ZafbS&5+--Axj2_t&DmAe!?
zifhOiJgj-K0(tbz`DT57G<g!n%lo~<8z)IWoQ%%X?4ash854+-Z~R&J)TTl^F_7Qy
z8`y|E_O|~w+qKU@14dGTjO39{GO<I_{N3c7^c`<XZGz_J=Z)aJmcJju5w{V}D=%dS
z^!FbgagPQ_Y^e<`A(|X*kWb!9_J9%(a?%Hl86)ajX9;y3>`x{<kNiG6VeXRIO~9j(
zAkCso$ryY9j0aYC@-rU8qipRgLI8|Z+657et5kfr`<$>{ODNpa!V=hN;36c+`L%Jx
z<`F5B#r`BT+V(M!h%FBa)~j8))E2`&Rg=6t3{ksmJY@DF=+0uoW}it9+{b)DyVca(
zioA!lWc~a;dhCz}MmtP#z7g1&#C~SX*s#7CDmFUNRbd7^xG%MT4aX+%Guf+G#v-Mu
z!<xZGsvK6gL!d7nxD76YT#HAO8^jmh<EB<H&D(WICAn4IiCnocNE<{u7%3yc5`>U&
zP)_;^dZzcTi&K+m2l3cjEyEfH7LP7<j!+ys*BtI;24zJ*s}uoseSJp@A{%jKjrlKp
zlCOc6Dc_PR1byt@kOmnDV*5zLZR%XBdYMu>uBbn=Pzc-K9Xc(w?TE<fD(BOV^0MDs
z{(dF)x;I1r{~2n_|1#8PQMI5QA(T)F`o?c6|CgiwhlE!49soB^Csp5Iyff66B6L)>
z$18!^^u}3G$9y4+6yz--Au%<S2DQhT;ikl3pZz`A)_b8$(Xy5%>(jvRQT;c+7dkXF
zbS9?_HpcFXu(UL6t^VI|EP9RI-Tn}{MA9Ir^Q8X<KR@0M>XcN-`Rb)1P;?RCP<`KD
zSW~ob%_kWdQh7!w5lmcA1+*I(MjGc)eL-wfK3fE;%bQY~4lYnWx<&_4o{?47sJv>e
zsN7yl0;{_44bI+D#~%|RtWzylmxx*8;~;?c3uqQIbUFz-L?`n$GlQJak7zafevdJL
zt&{HFGH&QFONeFdIry))iRr2Xs-_x+>p%Lb=bN5hJmjZitqwEvd;b{##hk|~x7PC@
z7#jKyIwE1mA{gXupSR{YYf5v|H}Ma5CO+L0KP8+e|7s*tGla!6(7Rxz%SbmgPhPYj
z_gnBK61a#5Yhp!I>Y7SqlI2W|_9UrSeah@({m__`1?$8T8i9v0ywsxQ!Aww5vXqHU
z%9m<FcF4j^MRa<`f=AQExQZio?4?8cpiB)h4F$`FVRRn@aa^INs%I8~RmMLND3Bk5
z_1Wmpx3EQMEEATALpvaKHI+5|NBzz#v*h;h4w$Xer8L%+#E`x#<3u&p;q9p5mA%x}
z^8~Kg_CaAm@er8YPcuYPwPd1GzR9a13s~l{^_sL_!u^}{R}_nkLE~qD{$5+%-)WO2
z%~(0oY?S4Dc-uePebun<%*$W%;>dYodN<6mO5nnpP1P60;t|O%8W1Z|P{kU&729x@
zz!6zx!&;ItMJ>Pmh=^>#UyXb6O;8HulTL)Z)H#>i*WS1s0YNO?n`Li6H&0$zKHMJ}
zRseUFa23Iwb)fVj3-#wY3zhiOU+OP(6hKjg=2qXy>44#pU@64fe(e6qXx<@fKjus+
zKmT-XUsp;L?p8lUh&FQ3%+*ccT>e3pe6JCXscmQaHzzmn8l(`#W_Jl8BbS1QLB(uH
zbstmle#VWIpAzM1h=Sqk&I<=o%cM8u+5TAs1t2~&xzh4*Cwg!bJ}o?vdnz-s1UD4w
zCazo^hTJ)_92*Z;)#AGr%oc_CYT=y^uEi#lt(i>mWeqil^wVX*WdZ>_WUd|zO@aN*
zV3d#fRY6&I^?SaF8Lww|ZZ%OkR8HmuiWQfyfq{BRiKXhT4i0_k_4q=Zpinw2ip{t1
zu_mhK7WX;q*TXJUzR*0G)HMl!m~9VpTMUp!NuEdkk{m#9kR%Z2xE6<)rO$Elr@a#U
z;@X0ur5JyKcf6LSv93KWEXkm>p8b%#w-IK8_=vPgF4(E({F`JfVs16st0f&oO&Dw=
znu&`U@erq5Cb^+>4p0jI66uH5ycm}~vrl3isxG8w=9u060by~v42yhW9*%o!e@;g7
z{Khuw2O**pZ4G8GRmLt*tB$Jza)jwRTBINcyzcV#XC58;myB&Oe1G<gMn<FWh<9Dq
zE{nQ^#)N1B{_fkdVZi>foRIMEz%<TSNYYk|a{{&&seRHbz-}?$Bos62rEL^n1A)&Y
z6R!uj9@+uTD@r{RCnaf|KZuheZVXjtIybQ2M00Qnnr$;Sg6lZyG6X~uCO3lqka6wI
zq@NYUbP*B$G&*-2MqOJ7&d^toifjVM@k^t-BRfLH@KPrAET;JP>O}GytzZT($-EO#
zqdX;g;9{a%O-;+Nmq9wLUt*B3%eUYu=+*ZwVGEqC!_WN>#8rfc22uY4@6rgK0Rv2v
z?E_oiL#v=rHaLypW8?I);NI`*cQ}(&o+^~jIO<#^CoN6Fzr;0Cdb7VjYv!5*zRE%^
z2lDC?uz-X6?D|o?I-y?5@So@RzEjQ)jb2TE#DAn31Y>OdHY%<g<*&#!8ki3Yr26iZ
zmp~<Y({S3SUmN0cR*&OYPcAG1fP>D&AzKmg;?x*EG)~WusJdA@UJvTU5_Kphn^TD-
zr6=PON=Zn_W9wGvNT(wp2{G$gXoN)*tq!|oIWE*viE&fzkY>y<%5J;-9MKbaXyEKS
zL1`qNTQCmZbuh~~5Edm{4zHh$YuTbXacdDd1(`vu<CBif1db1kt`;LVdflhG$jJ3=
zNB21Axbk6;JvrxykDLO?v*eRESP+5)?^Qzi@mf1T8=J;Vuv;KGK}iDB1u78kmeh5V
zJ&h>`3O%*=#K<oiB-7$|7bkT_jo&f@V@zhT$7H>7(e*+(cz>k+lDVo<LI}vAU0Map
zTdHPyy{CR_+~M~+!1$qc+pteWax5^OCkb)5zJ|{d#D+6)e|z5|XPZkqnP|>%SWuVG
zBe;Qs@J%xT&ham?ejwxuTRqoeMmJH{aTKi$NnuqPUU2tx{oNtLn$CcccDLf^C)xdN
zewwPec{M*_M6H3vFH0%2@<C7p`MWO<l5rC+`%Z@D^6o~y>8&?2;8><2YR$y=X+ib4
zqFfAO$&JOK8c<rDAgrmV3gwe!d~hZ%nNSFx^|eE{y+&Z!*rB1<1CL9M9Kh|z*LQ%B
zp^Vh3lsq0GPS14^w}z0Y1A5@nJUY&xi_?=oa&4{34D!zR!O*A7Mj&$MYbM3&C^|vH
zsHmQH$eb}7i6zjZ&DeozXyVzt*Xd|>{`A}~$Q?PnJbiKR{X_2k-3NW(7%;gmVvf|q
zcZ>PQn|EMFH1Ivy+ExHWm<7VZ-BAQZz1Wp7{$dCy=z2#20(bnPfFIL$YX)gxQk>D1
z8j{`o4tgQ?!qQby#wL@2V#?ZZEgOmZnyCp6(ysAP+S+iL7u(;{5)&K}3$cPa1RODB
z`^cdmw?(ivAy=HU2f3KXcd>Qf^G8V{Lqf(4e~-Gj?wK&<j|xo<ue0JG-_>=Jx!Pbt
zY~WF>4r1oal#JP`1g!Dy9g>jm8O@AFw{@Fy$xsRZbrO)+yXT?MyWOf|-ZiEV&1pg1
zA@oA_VJ9AeT5BHvWN~oDk<)gC)BmVO+w8|CK;aK>SBai$@NWe6w!`|^h*keyiSg=v
z9gWcHI%4wIW=E`j8bKW=u{QdC*r#+2$%uFr&5iwA>_%AX0mXe_SeN#P4<nrBbFAe`
z|3)s0`JFlSFUHkbd;%2730D@`bRBcxO2EMO`hWD6lgJpg+XO+w8`lRJSYYav1C(-4
zFrp|^EK<iQ!LI~G?(Lw!G87y>3O$tBp&*w#E$-e7Z_tf<e`=k7Mw+7QZId3r)XdKk
zSoE{Ljdf^(hb>34@s)Ag8>P1zA3_sg+5#l_&R93nu!B+WZtSqUvz6{Tce=5a_U4Wa
zVH>Y`hjUXrXfW0vt>7Fmzd&d_i@?InPe9^@maiSsyE-M1HgWSSZmy~Vwi%s#Z2iBS
zKhEa<(VNfN&SBN&jt%7E*Hr=&l96!(I+De{jDu2ZI1Fiv`<^PSJvZCH?XXrimdP1R
zcEiJ>rf(?vNFdlrCX3)=YVC2`sW&*D`jd0xsF*2_91GLf+#(a-?BoQzR%+?$WD|W0
zG>i4@a-#HCsy0LiZ9LXB!fdf-FYZkbKNP1I)l{MA(5q^tQ~0p44d%(Q{m%m(=|=If
z7YoMwo|kv?ReydgtR&X&0k@&!;s-C&{FwQ@1B7{1^f-UmjyoFp_u&^Yv8((PUdCoH
zNhl{=QKel;>B8G<WdQ8xE=HsCgXoqW$klNTKh<JqRqj~_OJxA!BuI$toPC{BqCdvj
z)y1Q#8r0QdW$3hz*8g=G*Zzer6&x2WfFltpg|Jm%GCNL8$vt!#8`XB)y*T*$)aW&Y
zh{GOQf@!?nMCf~H9gbrHr_nn$%FtHIbC}W4fop9COA{nGVSVoSqX}~bfzHu@>VQTS
zrM2{hw4#EzHA*(q+f%oY__E_w>yq*<PPIn9p1!QOg1E9oD_^}@4Ml7kv7V_4HlE+_
z1y-jv;!Ko+;XAE302wFuhu%9SlVu}vEY8@-2WU8~etu!lQgY(z<5vl82nZsx!EDQW
zrw_I%1_4#CU&4clWTmRgv7-|{VtOg0Q4A#cQr-36r?;N#;)$`LIv(A{#Vx)f7YeAE
zfrP8`Rm-S=a4w)rCpJj0PzMy=*$KORviBBka_i=5R9BS{@sI9zCH8?!nh(cqLlfS1
z3|e6fD~Wy_Xf;_QG<u!4%arDAdLiF@Ft043gqRJq<H0c;A8W$kn-_!fd+N4GH26jp
zKJ$zFRzj31To<1W(ArdGQ_s(n563~^F!+g@t&MDvdB+dP1;-V~J_W;1rjWSm?d=2{
zRzOOxTiWCJnLG7rmVU5e3Xo-R8#5|RrF#1N0N_c!_m0Ac9WhpR^!Y5zbNV0Zp1Jxe
z1zo=d%F(XdfUOjJ7YU81B?WOO{#^rSQzqQL->8Ph=R><~DI=3x#@Vib560yf-3Sdc
zkYyn#mAU`fD(q#hu;P6U*~0Tk2ERv<vCn2%(o;<*Okj=brT=G0-SRwq;mSX=1B?bZ
z#e1^@)sR_Vb$g7%&+A4<G*MejThZc8>X+}UP<)WS{z3>4enjoKbgNM54YC`is=5^b
zi!U3+-vggGS$v5f%pmVKd(h{K4RgcSV~+3Fq*l+@qYXKK_1I^|Yu=zMBzWmH>SeIl
zayUfnQ;xB51~fEL@(JiSiU+YSxuVRR*R%|xjeWnRP_eYM!qCh9+^sB2=;41F1l{D|
z8rvIugYeXIJ$7!WYK~3XL!!t+BsszA(=bGdnM$>rC<HnqqQNgBkEif%s;NZxLwv*7
zRngLo5HLSN1@{k8{&d{sC`7|f$1VsF#Q8?Z^rSX6K|-_AAN&tu_4IsCRZO*Ia4*E`
z(mhK_Lvxhy|KaSbqT*13ZG*deaCg_>Zo%DMg1Zmy9)biXIKkcBU4pwyaA$x4-kkH+
zy1(z9_cgQDOm|mnRaaN-&0%b@a690%#mUhR>KCU0)?xjeu-L7rtQdfX@)5$u?blL9
z%gZWT2-TScDRJTue}5{^OR7|-LQ)byeI01#;Ju7kzT~DuOO#$6pj!zP3?ExaYq-)r
z@~aWDQ_0B)U8q@Nzd{P^fP8IJSAC~~wM3&J|8@-dliDp~h7c0PKszv^f4jPXpBc-*
z&yFvUGg1<X^6J{j_R!jCE8bHiAn`V;lr9h-ren4KmJrb7DdLYNr-k~b$MJfxnyouC
z9cYV2Nnku>a|1qL)bAHDQ^w0G$|M!VlGct<imJAuw*4zqU+6wlqZRB3dT~%nJmz9e
zJ_WpL6*6$bMaM32Ufs<Yh2McxQiKx3#@^___oz9?RicBOuC+2K*ZB3HoEbYjHw}1f
zryIG?S(Td{T?{|E1JD4ERnn`4-%^C5Ld?yd>+ROBk{8AP6nMlxd1jKv+>X@Ib&(<j
zM{*`VBm%0j&+`kRI%b#2*1XE;$yA^+2t5b<5-W*QgyTZ?N7U0N;|sbt2u8gYb-&0y
zt8Jl98wNw!z$IE<1YPa+Tf8x<e1jv%di*s%Md|zkpt()RiBwhjbY7w?**{scIDU)|
zZ(9BRVR~{3g9k#mjEPCi#+L`SG98T)jxakDL~!?3coB)gb>@I<@P<Hg^^W6M;~u&l
zX3EEBCcQ6oS+yO?{;EZJrpm=ZDw)5&F}8ybe=TWLQ!ZJ(9jXoP=2qdi1HmY9ndb+W
z+p{sRy-A{tpDj>lI|*#gwPNqdI{5r6zs`QFD(p<|bBpk7H3*E|dp|Oat2dA}wn)#m
zG-Q0r4wE?b55CSXW*3&9k)b8WGYk_vA7zx1G8Ee4`1#CDT6D<n7U^`Ja`D0%Zi(+m
z5!NQZ#9V*OHZYEV<{G=JbTnsxsudNJPDbb2#n5oB$j(Xr(?=ANGjQU^%y#ABUCZ(9
zbJm7(rj=b>&gu}5>kBF8xdOh3jiEG#)wn-6r6kK^;;yBcP5OiIxXDUnY&aje{^Jmt
z(%&$u+yWws1{~Y)RzpA|olZ$gDsbbyqDetYiehR0e!c-%IX&C|>UQXIWRig|5iY)T
z<6`bY&*}Mt4AkGwf6h!FTGk9piLx4+f7GgLqGy47cRfRf1rZ=iZvm)?c-B8jX0k%N
z7RW1kUT<EYm<&t{MZ-CAB5h-s+}?9#UywI_PovK2$wBh8O}0beoQk`tqa)1$f;azN
zZG-F*={8%^;y|Un8k#R~Tz++1P)98xKjIV|t?*W2dAMtn3N0d_!`YXBLLj6#Cc&g}
zFt*xB=xD)Axko>kNMTB8JTWRlMo7BpSrwjAY00FeGm*}0JmF2JKS8GZA%9>;06pS_
zR{(rE`(9)%HZ%GO7fZUYOc_2mF|)rs6pbmKosp6>2im|L<GQv>v?P>w%HrYLw0)As
z-=V@WIf9^Jy(lAXSf|D$S?dU!-IvI5atpT<G5%T(>HYJKu88W*^5_5_Y|~DS;kWRf
zl8dgIX6Jz0ye%l|zJUF}sQ&#Fwd{=T44+?dvhTk<-Ei9eaaoC*hQfkW-+PM4zp>Jm
z(pO|rP$bEkJ8w^H<XJ!g?oU)JJ`$io%*NeBV6ZYX$oBxyjSS6fqQ#ARvDej>f(hAJ
ztqjLOj*uU&si~<#N$<(YH!zkNuM&~1My~sB{2l9pS`~Q?OiUvh{a;N@+@9wv!R+S4
zzl?hV6nLbZoF0%Jr~XD;NZddDRD^8o8+@N0W&Az7*ENTZqsjhzh_&(@iO`4Pws8Zo
zxRfp#%AM2!RYux~8d^{Y$Vaf-d%T(c3bG_Hx{B@uVFDWV*d)IUoh<aB;03-R@+{T!
z%T0`G|Hzk#LPLG$!ZT(T2$R}=hn(^B<ny>z2fp%*eP?Fq2TA!QCF?^9=&N_WN{ayA
zR{550X@PoVH3hI=9WBJE(kObRquj8%Oeym;ic;lMat-t~G($6vlQZn5fG;OzjDu5N
z{=0TV0r-vF3eH?&Mjj|>g9qXohM}LZgr^_egHeomG>SE4Q*%@PQXT97l<}CNF!S#Y
zCHdg***kJzgdZFcQT;VE!h?C$KX0=F7|!ml__NHsv=32Q5OONNYa4}9|NKM7kWALQ
z_360ewNE;rm8YsqPZtclk?zBk)V8EhHe(^s_N4;~;E+XgkazE8!c%TVqHKZs_~_0#
z-1Y=YhjO%6KyDTb$bkN;L@lPF7O$iv%_mZWWq$xs^fz47R{8$DG-G8o1|dk-l^v%*
z4T1j){vIffMyQC>*SpQ{$19UyPFOYv{druQcWDK8_vgtiV;We!iE)vi<0onK9}<Bp
z_>5^Eu8>5?4vA9MKW?VG`LMMX*u(-Sj6H@Fp2dT#h>ONNOoHyNUMo&Sj}JYZrKR9P
zv%zj_wfDbNy3a+#lPE#)f`rDtVvAoFA$-Q&HKe~hZjVX3NTJ-N6o>^J>F}=+3o1IO
zPF(zAz8^yf7-W&JJMfiGHU!L<j<KZCo&72+$K{-%Uy%}k+Q{C6GxpI!QA4|dN#(n?
zBe`X?O_z8uyg+ewsAmOnS!|{6*d%n0e`fOe&YavQALK?UWI}12Ezg)tH=$w}o1r~_
zz;VK^yx8+)ny?#Dd5ds<8r$?OyOv)N&dsT4U_CC;d|+cPmYPyUf3|NBUH_=}<43Y<
z$BBK|9TGq9s#J+cV>kN`+Jq6y*t!obp4$oP$pRy7UULIuY<Q701qZAS%q*(DAKO1H
z{rl$7kF7m4YUKu5_KUv|<s#kIcJXo(;W~cx&sU5?(QBS?=+n-eox}7oqfZ0Ltp#I4
zc*64GovtsS#%R8pqgdqv`V8!7$S!(6@mjwOXp>hAudYxiygo?nzqX)GpxOky#Zcm+
zxjQC1xP&xp7{^UpLheH<Jo7D&X!aRvG{-85vrIp^4296Ho&f%aPa5Ah_Ld4OMt&m2
z(KOrPh6!X><G}+gFJgCu5-+}K$}y)69*w<el1zJeY29e!OdRh3(5#ufGef7ff24<I
zH*8Mb{MJtHX&2Ic)VPCaQA-_v`Q0Ey(^2Nss^H8cWu%FcCOBpDM@)owWi)R*lSV74
zFDUlz&7f|_g@@mmDJ(Q7bkztK*x04{uUAG)fHR{LV-;O<fvi_N$W3B1Yk0&p^(JZK
zRg2%Pia<Hhr~G3oDfc>c<_R9o*k$M^TEop{6BoADG8^1Onn%+BGKzA=f@fa#?3VZu
z<;IV7Dm(J&_@|Kg-~vT8rXE~Q)?%(_cpli+XHP$%-uuJz`k<plT$;&PO|+u<J*}a}
z@X6A4;`!BxrMAh(5#3SuB>shC$eFQ6IO$iOjp(lPBx8!c9}+X<4CT_ayyn@)M973b
zG|Ts$^2N=vJbP9bQPR?4I9QTW9Ds|w<>)qLC^$UN;R2`|Z|ebb?6j}DX4Jj6EnVzx
zWf3>OYm)7mcSYmunfo@O@zS2ujK0pQ>V93h#V2@91sg1S{iR}){ucbRee(yH=O3IX
zLuLr)Q!x10-{LK=UV=w7w}0iVjEHHy&$w_9w-WC6|8Z12tT+uyA;n$P=q@BjWkR;N
zobO#Bd0cr^{iH?wwKtnsdH2F3YCkq)_Uk~XI8FCnOy{00(-tv|swp+UPx@~EQ%$e*
zWnjr+jOLQM?e$y)+~mA|#sjvsIT5g&)-4Z~c(63pY@?V^!8tjc9ZgIax3$iP4YaYs
zo8PpFOY_()6Yv}QE2=G>NROI>qRo<L+O1zjN{<N1Ri!pv;E$tbzP_B5Aw8yObTJLx
z&`)j<(<q*y@xM&%XHD=J4?X9^gR*LT>DGq=Sb!XYgjYt&Ql=hNlPs`nrV;X=Pzys@
zZhb({3p9Dpp*>#`^Zt;;PSfn?ydmBJF{UQ>{no}#cV!_PRJX<!@sE3u)yg7&X7Qp6
z6I@I$EKd^8O&YZSOeAnqt`FYEeH|Dy-5O=Av<Lx8KI5Dmm=9T8Hq@mM>&Q;9sQ>AE
zq*VPbYsVgtdmG&0Bzzu0O*$4bH;j7U+dKqSYr8Blsq2HYRei+Q?Ly@XQxDgyK(rU#
zSs+gnq^O}1thANZT6?IuGTH!J8a<xkUi+rQm2Bt+qQy(K^cI2tYBdf?idIDwCnd5m
zP{jHnYHEXnb=?dqbWHy;t=t95H>$rKxEymA9pC1G<-vtLKO{{(GwJg=ytR%n8H-fZ
z#X>a(Oj|hky6H^VZLKXqn1;k|w8Z{+^|S(HpVgRPMa`5K?y)|44TVJ6y9*n`!;!-^
zbZLTya4&yrbVqJz`_VluGQsfi7UcBnMcjU7ZAfzwsv6U#v?DO@N?GE7modW5CwcH5
zC_GeXUR&xrOOqb`xnw5gOYU04ePYr(P;+r%I+Z#_$U!xJC~(WiH@8J%Ty#(<V?lr3
z>I>{$g1#e42|Qc;Az$>>mTj#4(7&R8|M-`a4Qiy*5!jrMjw#a_OhlDZtY&hfUmjDU
zmykayubPx#BF3A6Ti$~G0}{v1>xhe^t{<3UojAjlrX%AY{eC7oI)Fgxr{i|OU#6AY
z!p47HH-h*3`6P*P9^y+8-%Ph0oSi|{wV^ZwZqWg`vfhM64SW+%pEc@{gV&ac)8wRS
zkH6B<_a=C@qumx0Yw+aM7HgL`N<qLKi)Ytf>!P-A(4|e0Z%*Ds%gn#IQFBj<sbd~k
z7SzO|4hzz(IQ>d(p8;itli%9e)=@OTx83>z7uTzQlTdNXn?oV&y)Lek#QwRR<K!=_
zBRN{*ju)^qV7f7sCI?Hyd10W1HVj<I?IMvz44d3tL$NF#t*DUlLxp>tWHO}|fzQ;{
zFHB=*t&@(4R6{_;uNQ%Lr!x+^ikm{GVHx=G$E@|tt#)bwQq17N9&W$~R^d5|@vFt*
zncGca5;xN!99hGe?IIwoNRPhXuDotNN~q$@m-1_64c%~mJ!Hzla-Wel+Fclpw>pVr
z**G7exfQdiu9~oGx!v4cRHS+iQP!GRYK-EJn{!D6rLcc)?9MB_0^3gHw3W`zpQ8QA
z^3Mth)8hG!sA*u|Hyg%|p0>5l*hL&ejsDpAA1@o2(WHffLI^xs5b@^=HD8Z-HAv(?
zw8}55`*#Nb_e5E93$ng|JL0StDg+|Il`Yh-YKXP`Rp=}L|4P@Eeo0(H?&-`F<IqF;
z+glVLzQsNW9u&{Ia%mfTGJd|zK8QT(Bk}`P2K9Ft)ROe8jiOLdb79oi)%~mkK&1k6
zSVd4MH;I<F1j*p2E!L>uOHzm;{#KkK+5S8VP8OTq5Dl_3SV`31T;jlFp$|G@{S&pD
z>YI))`6yPb<0@_1^=2Oa@Yw$|OMvS#a1)37BJerWX5-^Cb&K5D#8)uqFp@DU9Nc7<
zy_y#D97KoW%c|@qO_J!k&Ts4yMn)Aq?Gb3Ur=#1t*-?B!lpgcOV04(KCSZ42SW;i&
z#1JcwmZE1}iI!pno*F%g##iT2=}nd-en0Z6zPejT?4_lC1!X)40~Vz<-GQu%EnFjT
z^znjOXe;!yYe(zyLJWdV%3skgP|;_45;^J>>+&z_4^E3XaWjHHmR(`{RmF9MDj7A)
z;J${}<wscBf0w^eq3C0+0?4|5Js=f8OGy2ajW+|ayo9(n3g$cIM^S658FZ`H9@qHU
zOc8gJYS5hnR~?E{<P)xNt$n&&PX>l^CbHjsyYqEsnoPg?>Lem=QFBu^rahghM8_9E
z@{)$@YzE+Fq){PvT+k@K#R*;E&>9DDmr^Ts>&>+>${K@~0o>x#b4YQh8$Sb(bE|O1
za|icsX8$T!2|{k`t{N*Cb;l>=Z{D`;jCp`>S(rT=v)+oJ^FsynU&<?H&Q;7RIjOOe
z#4_I-HQpe0+GH#}cAD?aOHjx21}SXI#EHvN^4bOCijYFH#Gk2FSf3|K_{q{y&LO&E
zq3XRRLL@Rnp${+!4AMr|#J<?TQDR$yV<diWkF5otsfBx9uj5cLHiq8HC}VJ5QnoT1
zfBIQtmCx`6D*CQR;xeDp_Hf<nVI;*4?(;U<YHif>)7TakAMpze@<pY|-bN#;TK11V
z=qHrbYZ&pP&e%W57}E+Lh|xXUww*_-b4ciV8HL+_5>3C^!OSJ=fH>Uw2XD8F<oCe8
z=wwiS`#XZZrpF!(=t0Rzkbi!NV0id7a!l_1Y=GY(Af{&&+<3R_@|>egPH!`Q>$vkR
zRxENU)X6kvyi?p_8*wDs5lba?J7rfhsm>~5w5Do+K@|fF{(yC7w=4^#@{4PhC_pQ<
zN3QJ0PHyYx5pL+VKzqx6=#$AAI#D?XVsT_|zEeje;fWHKeOipXFIDJYFrPtF%BJsH
zQyhVJO(S??&nM&z;l#>lq$?RFxgmLyt$GGyK%Hc+xM&B5xOd)ZJMPOs`s`H-5Vq`N
zPs#)L+UzHoCJ!Bn;gL)|;7u#vH#-zY|DhXIA9ru^q&+cBZq#*Kd{SyPB1Wu<5g8%(
zJr|epY1pmL9OFNp^}CB;zZzS;<DQ3wvwwl_q|fR}ifjTDpx?{7^K+}2zFQ5Nzej*W
zqj8rohw+nr%Z4&RW(Sxe;Uh!jGIlf)#Oi2j5AU+~fS&r#GQ^9dpd>@}*sq86k^0>~
zGOO-45oihTsaDN#=s*ud_f?a-*B<kF!*}fCb_6l|=1X8zv$FH6HO=LngX5pL<|^j&
zND>$ODiwXTgqRaPnw6USaR)8pIBsr9F-2mn!%+uJ<5e2V+7q&Ty%0Z~MZU}O-9ExJ
zn#ln#T#IpsAKxP>9nX2>=8V_Nc4{uzn`|>j-Y4EOo1efK;?HA&zGx|e8~65MOm=2J
zYcA>iy?j*31hF4u>HocqOO)nLO4Fx&u+h`gJG;3Jd?%N1zA3mJ_J*P&BpDOtH6KQ{
z-|i;1v9WP>aS6`LBgL|p4%z!mW*7n>AtanII6k0q6P9CJe>hvtxYEqvuta>kSdTn7
zuxM=`N3{gLyijm+ry}Iq!57(~6v`wHKi?f^)cZc1hUZH}a$M;T)LTwmPw{TE^(29`
zAjdjoAkU)g?R_bI$v$Ym_lmj-&B3*8O;$cn-9>E6zrTYa1x+kyds3NCoW_1oD?Ezd
z63<baPGxcf&l_fH-Hw$ypSJvf#@~~Y=5$JJBBlFPC4%~T;+3wUHxmCy$;wRqo%nFL
ze9Mgb6_$p_|Di~-7B4lsnAb!ril&}{yh__d(=TznjA0O<WOrByj<#AdN6+??2RnXi
zi9>fl^LmVVNqqq95VyusD15h@-V;sepLHUumw|myeehMyP|~nxb88ogY3Atn;uD^8
zhuqLoBy&d3hT99>sE}KtwZLr8b&5dz5TqH~8bGpk(;6N;+J({l<%)@rUWaGKs0ok!
zYq#1f0=&FPzF}6;Me}GNju>wMxQebV>Dkm0MX#z+wi83>O^{RvM_hL0Ci|K*b_faa
zAHC-|WPe(l7Lm0CF_jJWs??cLbP#R`qkfC<jZ+_R5@_gmc!nwk|Ma<W?CrE0ey*po
z>y{mwJi@C{OPEqZ^}FXf1T3YFjNc(AhsBfhEEMzlQ1F$l2g^tA4L9_%(Z3D!C+S_F
zJx%zL4W<g|4}2&@ARCA22+dU^Kj&bWy=wR!TEE&E!+GVPyX(gayUny<+-vyR5yT-A
z)7Walh56-di;iIVHEO+IK&YE^d-66$TdZ=q3swseOU5HfJ$YZeOrr5Ch|ZF(<w$Iu
zaUu{W*wrvg#-&3(ISBkxG@8tYC?)l@sRG@vUgeJ{GGF>9`QksaKq_4<>OCi!m;Ab0
z^`E6tbyAd2X-)G#3gT@Pmi7`X->f4)9ms%ZnLE;ZmF1h%M1_AbPQIT*_I_(suizMr
z=tgU)T1zH>E_~W;`r2VGv2cK9(y8YcAph4oU+-!07Eb{xF#K^CR{Wu04Bb{WB1THx
zq-e-fRQB1P;YU*$REv~4*^;ZkwebTB2=%Q<lfY~{BO!sdiO-9Gu-xC+#-L1V#!l#5
z1fiO+SuBfcCL_AK$Ij{f@!Pe)wMeC<@kNu0x9zHObow<3QzM@=E>m{QFZH!1xupG)
ze$Ci!y>XeV!oaAsWnStx^z53$JM!TgTT4=|!dgTYH%E>SWo6~a!opjLX!;LcRl$+m
zcV~8@3w=^^(R>RFoB{e1ecji5&;1XicX44v#KWG%h6YZoPr&n4&hxD*K~u6mYpRv2
zRBa<0B9#wB(m)V90|P_4C{LYE<)aWnnH_widKftTtGDB3e}uCy+&<VD?1Gch)Jz4t
z-U*PNK_#@mpkZLx55IrvhXr#69L?m_JU)T3K^2~<?zXePxT)wfel6Vk^xWCmnf>sD
z`k5<gj6=u3U=sR%XlN*(T3kZH6r33iPOkp(8%Z<j{c=-1pd2P#JYVHsN8$hb<2DdS
zciI~9@I#{6VSU(QmJ-5)N+sUnfKtrbdOABeH5KRXZ95oxI?06l$MY5VV8Z8fCOf~l
z$oM6QiR=Z29VHU<u4Vsf1VvRyI@T^z54E<oW_B=|Wcy^)<;$H+U!$BStdJ&*xq}C$
zJec^&I<UD(Y(A3U(3uAP`1byKg)a=?+XCDv!iS5~5R#4!T3cI}dR`TO{mJ1<%I6&P
z?6p#Bx^v?#D=%-xLATZJft17VVfHo!1&iG4)blnxssPDQW6%}?7R+t|W9|-oB&P2S
z2L*jPYIy|$f3>%_v&+`WB$9mQ<o!3=?|(TkA3uK)ywiPb?_FHPgG-x^r_g&}??7~a
zy!#0PfZxaXW!@idZ(sDEmgnaBwz|NO;iDM9=V$g{XD}v^b;yNm(AHX$T?Uz`rn`s7
z&9uN3+XroZQl(!x;JObEpVJB%6B9F?L)O{M(~}36S#J;;^D`kKuaSWFwF!}sFZRV+
zlX(a*fmmSJVxQ90xy_)-4{LSQOHvpL3hI2VDYi{y%$LvYNTKPIl%}lJpxg0uer07G
z!b@y)w9VrS2Bq{4c(qMB#U~^Tqltimj02v-5xl89>g-qRtv+)9mt&Cffy#d`<#CO-
z_UZ70_FII=cpwR8ke0FW_Br?4%Y%7WgvForE<dk|@ixzk%;789Sz@0$cGG_7qX&-f
zpZGA@_#D=_maZa^3Hm$rCR$zg(|<Bh#e%sG3b#XGkkYl?zP<PrT;1Nf7SE(H>GpSW
z!5F^-_Y<emr2gNl_J6tnGLEzY7OJe_Q&DdHqZgR~BqStjxRL+!hyTSs044r2*(p5z
zeW7p|q@;=9d?3y%JXWJhhot}ICi=Iv@elOR*E0Ey7@n6K(OJAs{X;`AB5(ItzV|2j
z|DQF1!$?aUF#d}WF}QP!R=fY0CI4X%RV-$MME+xuwNG3-iT|k)@CXMf`TP5KHHZIF
zp-cI|As`@dc6Bv-5A>bk(9zGdk$UF0dZc4m49=)~RB$%+gqdV$$XATvYi47dT*&=I
z^Fp_`-d8E_=SzpV)>p}*ZFeZ47fDggJV`}S72TV{x@hzq@1PpXAJokfb6;tyRngU~
zQe;<UNZc6gOSiZ3ZJPx%OCzng>o)$PsRoJ??qW@f0;<wPE4i@i_Q9cXo3zP3tH}ZF
zv*oO3Ao@yQCBJ?LkKFphFLRUzii_u1DJ#^q2kmI&qXag_rF!JFgf-&A2YVB(@~)e@
zI%W;Kd22_g0C|1<LOK1}sb!<*2Q9XF#)W^(3T`X#w^^fSk2JP@Y`ZFeG;DM<*jkti
z#+|UXDC3&%Hstb}t?rQpVISE1^Q$3Y)ng>ZZ~Dow)PKyS{6C+pKpYq2DwfckVr`G(
zHC$j@2+>>b0WVg8*hDMeGRwjQtpStybu!|SZAx)j?-|A_VTZO@JWICA&@{7Dh!|V{
zi%lTv*I`<RneDiyb=)zcB{stjhq}ozn26tN$@v>YFu28F$PjW7iH<Y)@U?$zv^4~)
zJsvh;8@I0QQ4%YPi&d~`=4X9T?R0zoi!>G4L2YxIAjINgZAhLM4_>{IRwBH@bAmR?
z(4bdQVP5a~hv)Q8C%DgHr=BdLA)XH6U8Pv3O?06NrO8VkD#w4Jf8$#2c=P8QOz_uU
zyMzVf`ZvLL6e;F4Wdkb+)|wE^tgZ3w=9KB0JpT9!pm(&|8p5q*OJK!R<unQhGS-uu
z7d_sSJvfJC$acKdEo>3M>fNUfR<qQyE#JOaRkdl&oN(o4ReWq;g&rN@ncu&DP5&q@
zEghJfy9s20lIl2KnI~llF6^SOf|Wm8SJq<B4k_CNejxZeAc=x^&RPNIl`zq>cvVW(
zybI)|%wLKkbK=IKt|EKrVi2Ok?W`Gch~r0r5ClKLe*T*dv}MjhCOq2a2zl#m=hC=L
zG&CBMG<oYz+>)fX$rr@FA?qfvjTky63w@lol>2GeKoC7a)OqMjRrGa`fI`JZ5ZEM6
z(K_1={woVzoD;<3^Nkl*tWKs$J76SwZCUI!8a~Znwj3GFJ(8^TocAKtiA}tNCwkO`
z`*UCTTEi6Dq%=jV$^_4tH&w`=rVUa9BMIke`l{5AUdPJE^@4Y2=uMHLrdv|jp6Fi!
zaQ}!RQ3EzDPriFvdLI&BB+P|qW8B}vH;xT_Z$Zzl7<&K4F8_MR+rx`);HFx^A-EGK
z3V&R_G~Qz@fKDFK@^1yYUSaT#U=v&}Ff3i@-&O9D)3}aW^oG&jRnl}zK;SCg=!ECj
zS!@_M7r+$a5ddD6amd+8@a%qIQLgYjq@o%;(GE70A4H=h;yf)!ZzZDCvmeKm@0Pkz
zF{_$RS%uGEN*>>^pO!JOU39=wToWYretm7ydXL{}*{yw+`Ifv#%{lw<1f|FLF}LG|
zo>IE`<y>N98N5FHc0?e8@tT%#uO0#jxBS2>et#<mb%xZ-wh9#X_llBEt%K*UX`UQ>
zyQ^r$89exYu=I~~lr)rdyRDv<-*{2QW*S?!u6V`%nHy7(2DGJ}3+a+06EctOGR@(1
z9_%r5M<av8%lXqzyQZHf`(fczlb$fS=`gZR^{brS;W2AEY(rB=zGD5ca^!SOmtJbV
z;~e(FH&xg-DRq?^OJZ3(MX`KbOEzOJm@&Pj;JbRSoi?{fElXLD2`u2z#t9IWB}m*2
z*JPaxf0KWeKW}r<6i!=M+N&PxAu8(~2+N;0my1f0m>JS5(!}dU8HVPACmh)%AiPP)
zj#6R=-i<e<>brh=9d9>(fxoX;s)ag$W=F_jd_&?{8+cEW&f#e@2saTn|Cqter-4Q^
z|LBW%{r{#04g-S|63(UaI~B6>L4o1b%`o6|{lBRmsQ3R^zy@m;Iq<)=k>3dMt(Ww_
zDMUJlPyguh|I{6M!XWUg{D14uAJ|_If!Okly7d+a?(Xi+7i-+*oS(pcggD_6g$(fr
zvHu_f2nsxX<AE%_3O7T$&O19hK?qnhJ9C9H-(oGStoCAAyG4Jp7@FAHBC`BM5)crG
z!)J%|d%6slq?l`t`Y%ITjPk3-0fH{&XR%?2XF8V+=3QW&PTcjiGm(HNa;Z{Ie_r5w
zw6On6BSA3<zdQVViK2w1B{d`z6hWJ!f&v+4^gnC}VG$8~y}?ke;7pfyyYHeCD=Ruj
zPatEHv%k=lLbzzErZ|vm8D@7fIT+{WeZCjbSp+&hbhxbb<K$IUp`~3IM~Qd+0-*+k
zH3)`xpI+Z(RbM*D4INxei;o`LJdR-iJ<rJCxB~cVuRgSGWeI0(<@jY%0UtPHR*|@r
zMnUi9hJjNjT2tV6miX=C1Kj-vr-0!rZ3<Nb3h6wO?nxmbp>v%pJWt~=kCp~9hMxt6
z@#tC7t>i0n-yhce6W!P^EPnj41~bM*^&ptOE8pKf9J(6-jN*z4Y}2nF*m^gi8DYN+
zY^7J+@P-Sq_O`DGMlsmU&c!7v20y|#W7~Fig9FlQD5dx^jAF#)m<^Embe4xu2Z-Z7
z{s;|RT9|J>C`64@oqV$nQY_rWIJY0H4wd<m?s*^Hj;eM44G?&11L3)WMNZK`6pq8~
z&BgmE=X}*;jc$PSua2KEOaUeWWHxf$Uqe#p7Q41Q;%>(NbyH>b@>m?D>9auq4HzA1
zc?8RaoP$)Z4TlZm)I2B;MoZ~FsEfe30eP9T?$MQBvKSMZ58rIw8x6YSa|_czp+RRC
zFK!{f-p;}6dwky6RQt5=+bR2{4&SU?7sxI{=hZK>5+EaCpLr5((xL@+hQT>~V8^OL
z;PO3-!4+SbH4Fhk7MPBLtkQ~xLVycoXZr}!?5WiUbWh5!x^VkzO-gXPl5j5gi@_(o
zH8*#+r+NSveuC1xqe4*wC|)FCtB0nMNu$T}!;g%FCOoyQwLYq=rKV6niq0-(y(QEm
zXs&?wi!n)}w!F~$5C-Q54~!GrILrMt@}dks+b-ho{H+CQa4c1oq5fb7H05H{X{vp9
z4PitE+a0Sd05KcK2A1h2vl$-s$v3+o#hP}C71dD1sL`QDtmso7Q@IwJ4j^q^tduN6
z%KDHejSl-tu}=q(5ATd5h79xT+?;%rB2+fIeQ6($%(3~J)L~s@X(`lAXYcTnIxCg=
zM+0QB9c;(veGp$wb4BR(eC?xseWeH=q3Jv}DYRdD0X6FO*zmfDq^X9sUADn&+sz#o
znrrR;jJqV&&w^TmnCsNdx!)Ph#GcepcC5wR4<o!?=;vE8%|J3Zrz=2&Y7Uc&tJcWy
zjD**S$p>-LpQg~aNf$B4j`adX+eU;yx|Jh@+^R-|FW!DF8#I&l^;5p2_105HLQBL*
za9<jJew2ow(sYI?u2HfEMuaH7lo4ccfgecNIX0$-+p`egOp6FZa=7jzuMHGlQ-_pw
z*1B%q#!ev5y+uLL?1+qZ*WYk&u#mal(`xl~b^J7sN}*Q>P3CpX@Z$BB`t}7o{mDoQ
zK~pZS<xcy@Uo0^J@A`=EQLNG~mMFd*gywg47dtl8-_{-2c}UL++$_6u+CF886QSD=
zU9Mkzr5kKq|0|z&<L*Hg(DGaPNJIW+sL&piq&W;s>vBM@`<(?P81Hj_IC5-m7#HG1
za4=in^CB6RY(uU1ZmaEQ8TdebMSz<e>7k0qe{vaQV)xkGaODG0vMH-gN+_NM3Ujq#
z#ub_z{+oh{t+CuY6&0%sW+9*3`q2df$HK`RnHfr=O5&)23E@rDjjf^AZD+x}U?p!E
z<<+5ynMX=tEB*2S7Xd6@jtLcYIAG?Ti@T%%AE68P(-<Sct*}j$Vog)Mvh>0DYY~i+
zlKS6d>*TB#3xQ;-SBtFl9z*%m__-lW=vI7F^>43B@pCN=H;+fMtN3qn>Ou?4%jRQs
zc)%N1*q9-;`+J^&rN7<RjpjA$Rn}N_kKT}yQkwA2ynRP#km%<Q)8I35JwwNbiiEX(
za8hs#jL>ywd^acnl`@jO(x?XL7Wljj-b^LUB;C`}eD9jPeEJPfV^y^Kb&t+WlHsXf
z5Y~aC#10A_iR~{glqigW0TFl^mi0~0aORVFC!t=j9lS;j7RuNO269rqx%dYDLeRb$
z=Fj(^!hrSL4K70a-wft`hbvi_E3F52q)Grn1HqNn-i%e&bR2H`l;<F3j5Cpwu(le%
zhM$3guy%ny49me^cxJ8=OhgzTZ)=K84!dPLN9j@*LzCH$z~m5K5k3rt4f_^M{riY2
zI(qR@{^qk|v2Ra}sm-+y$n+mR>R`^6KL+p2Y6024&rpV+!HVD&{#E0A>ANVQ0kB$o
zy*YO65pSm0<l;9~R7^R>j%}Rc)hqc*>?Tc4YgWAG2<DBr<Y_)h?jvkE?;6V0y_bDw
zNoPH*@p<CF-`6j6bjiI_dQrMH?Pf={CGBPxXd*J)50NlMB03Ed&fL0PBAtt3zeT_|
z6K`$k072r&Jy!%@&swpSQlZ_ylfpl@U)=bX-rY$HI$fcGI_7uFp%_HH!nv3Hx6p7(
zLQ?MH!gs>6Gq~GRR~0ue8QTVf(*uch0dt=wb1*A);owNkFD_-!4`VTQ9KxrJyF+#o
z&h3&q5~Ox}|Kdybe4p5{3%xpeRO=Atsr!^y(-VA##;KyN54Y`!3l3+%&c0Y&UtTh%
zsC_JjLqCi@<i{^-0~IFmIiC^~VBKQ7&&vFLnVp$2-yZu`+(Y<h0tGMN^R|`8EDdPr
zny9iPk6C}B7T0W^3=i5)2Wt~AHPYrdd2!-{D(c|{jg`jyI9afga3}7ISaanv8;9hv
z=_XbI6g|HleC_X2$`A*x6SC@0^VP+_C$5d=1q}mV&6j!%7pF*&1Xj!ZyP2Ed34b7w
zl~+s2P?GQf*T_aS?hGn)^kSWIk9Xab2oR|~oN-Ug9sCH98?=_!pQ2%ar#>WBZRw^t
zHNLATM3oE!m#3Hq%ZvT`iLtEVM<-=7!ZR5LH2njawoNmyCrGuMvQ{Ib{!7}pyUmS=
zmJc2$<ud~m`Ckkk_&!^%q^U(c$c3Y8F8?ZIM<aZ**I$wVkSImVtI|>X?y&XLiJ=Lo
z#inc97N_`J*^LhT%uT}|FQ64)p~P6)oN~O)h-{@;5tGo5n;d9tkUPEDiKWSUx_Ce)
zil-O#{S9p(MC=YuEUSN4f}eAqX`Uq|TrZH^!d-7EV5X^UlwwS4PA{6pUAJ?L?TDQ~
z*U|{-T+;)(wgIQthzx<}4lec)@Lr6I>wBN_KlSkGNaz_SYQhY)GF3~KH^L6Lx1TT{
z>@$8<UpciCeynY&L|&I4|7@va<rp(9=t(df?dsB^XBeRk4Irx3dU6wCq#K+$G-G1t
z9P%4Jck8dkgVA~F{8Ui>*_~_GT-{n9I;*8N?V1UWmQzk>p<imWul<uga!c~&hjcFf
zS?)1qK^fwzCO5FD1528*lCyUFyGE1;!XOI<f%nS79BQ9c$dP5#)X-QZ2e!Q3uK0^N
z93gT`>R9cmkFb(uDn+#cWN<ZVdlpjNpPA2F(w$(%Cv$uAyN?Fh(G>6!ZwYu&7y!DH
z69|xk*N>?6B!Z(A!1qV2M<Vvp>nm@=)&~>mJWE~W(~PRlRZn`{8#}|<8_O`?N4s{G
zJzN}eOGDjdX1~$-iq)eT>5<7AMjH2$rVtqSgQa-46uf<_E2YqQDeWDsgoXew0<|wd
z|C4o{d<K48-8?2SOUWW>A7)|r@S#Sz9lo`~l3(b>rL3a&7oQijzrNoJ1y(Z+D5w4t
z-w~cDjAu-kP98K+-5@vg#k-e7`swhxZbFhr+V7C@l^q4Zz%}Ha@7u$tq8ed{W2x|b
z@zADYZ&6+cYKd`mF)lX>5Mdz|$r!gc>o7R1s|cP!R=Dnl@awTh;?U{(K(#;WhD(UY
zVaOY%aOlI-2$K=RS|Sbaw|!aP;U8NQpZgs<3M%={yut$dR8klbbaj}}Ud|A8B}KM>
zwpgYlYt^$ICs&(A%h<DL!=!c`h;&0ab+|s633>Lk1v@iF@+X7>JEt?~zNW{CY5S$C
z#bUdIkL`-l9P4|V8IpW}^)?cDYXA^eP&fk?{LU{=xqt2c$bl^a827CLQw9k3q(hXB
znfH3tiunLI%!Ku0JHPUN+zPGx193Y=GGM!_aALqkyun4d)w^f#ICuDckfBj|=wg+n
z7p(1)3RSu-uc{~CCL!O*Yg>jd*hwkQ-0!UGHbekOxvm8A6#M9_A;??ClR*t3$TJ!i
zwI`c6MtKUMzYQWf%!MUAkvM?hmiYZSP{j2au_cFhm(DFm7s*1ayM_4!*`c<QM|ykv
zV25tTTAx<+iWo;{J#LtwnKP>Hy`)^^_%;I4*WR-IyrdG9OZtRoNu?i`_ymt623yE#
zzHXZ!>wbKx1PQ8U=Ef6Fw2-@Q%N5&&2m@l<YVxaaB$HfP+58CVxj;1iTlKE?tjW)|
z7i~mLoZJ%DB(E>?ts4d#>a}39#QtORp44__kdG-w0B&sE-~#k~{K`nyrj#W-Ba;}*
z4UUgNCE0tqXlPF+O+PVipvSLZ@Wvj0TLhVbbhi#_9@%&H87q$77V{A0>$rQM+qj#q
z_ucCLOhX!mopZz~jSuG_;u0Xk@EzFB^9ff^GY<zBxTY*Ek?V{OeD*_X+^?J2_O!q;
zSNFvLgZ!PCj1H}NE}hs`J}aoYC^B~|vh-$zxMC-@5gL<Ltm~Ra`OF*8R<y$!(;n|9
zinBAEp6*T`n{>3GwBz5b+Y6nKG7S&kgFzX*!O+{`)x#mU_umuepT~XiZRZZQEj7R1
zX#NNxfhIb?Znj(;5a~)2J(>}ik4@4e&yyf@sT&=@l+Zo$LII^~hmg8{1tSTD=LN+s
zCg8$z&2Hez+uGI%cEI=G#HwoOBhj+JF%mJcjY=M!{ajo!mGUH?#?dD0DZwQUGpKa0
z6~#k&YRve8@OW1eYG()IqQRtg#4P2*xnFp3PG9T)!MqAgHx3I)#!GtCoClUgz4a3~
zKVM>5eAL3xBlXxdi#U$iohDYCb3cu!7Ky}EEC`c+qv|!)ULSsMjkzD`uOEH~c7+xX
zzss&LvWz6SwizBc*Deeq=d_)Bx&Q)LF6*d>e8NXYgpo1~v$Zv%_ET}>x1SDgt{Y%p
zji#59XX+lK09O^ntFMUmR#%L~jDe~fui)e$go~SLla^t-v~y}dW1HJ9R>Re;<;J6@
z?#2M6lY()QlZBrvP@7cSP;VNRX!m9PBxTBXe!u>`eA9`8ogp7z1O)|aEygg5XSAyH
zhAie@U(RY=-rA2~Dn6*ePZAc8AX%**F!qG`>@P9-Z7kXZX!?I1O@OT8^^7k-;LZo6
zOm(qoUxKXtD<3-f#Z=vmBxFQ@3zSPoWM3vV-S|d&tdvtzWMVRVE0H0{lNCvQSvahT
zo>T%Gl>ix~e&{k>kx)c1A=io^pez14_R;ip_zC0BA{ODmwCSkb1O{n0!IIW#r1#}U
z;y{)<ui4>`mYdUAQ6fQKEb}eB(5NiCovX9S#u|2~YKX|f$oWX&(7L)$XDy(J;KClM
z$<TN<l?*;o|IEa2Jar6d)M|mxW_N}d5m$*)lOs7M4x_?-Tt|P&kM>LAt%!3<t{93u
zyt6ffSzo^t6jq^2frID0gkj9lhWESscbTaP)MD${C<sl(>VrC`T%Pd*xCz)PyG*CF
zNvo-vJn(&~3A6zIM1L=k;UM6Cn;|H)`3C;YmB~9W-CeZ^OA2kDmR<pHA`JxkMx-mZ
z_pW{S|6@P7Y~Jm(5Ip{5CdcgC{@D~DgER@$`~n{lPx&ON<IF~4ntzcYTB(RP&t|U(
zZMJ+L))ajd+Dz}03cR0nyMNTm)zOl*#Yj?%VI65@Pu`}e!@ffuG@p#1^{#Cs>_Faa
z({bj&FvaRZ-?I%<)aGQjKT{tJz=F0bw6dTp>n|<E%m^JTx2XPx=tySZtrhizI=tVc
zbc*#vndn-#14Ihzk{ah7E@33Vf0V#B`w2bJo-r^?{|s(@S@Ql-g;j*T2Gf5@czA)t
zQ|GpvF%IU%JB=FF*ti9T*qb6uVXel}Oh<>ytmkqKk(esqOW*+}7={+p<-v#jvF8j*
z+f6tik+HwB5TTZLmpyVTb-ahQKSW{%gD0aA3XCa{l3;2_O6lp5cmxJt>)VCCxB4=B
zVq+IHb>%&<DIX*+N6cd+KQMbmc@0oh)~VZ2Kf53kFGj7NINPb{QH7(`J>9|gBj#Eg
zLZXK!JWMd51*1D8$M5=?V{o>(-Fdn=mRg+`=s4n`sDQIIe2&%F9*_ApK5FT&CFLSo
z#hE(O5^954;F~#nkD`c>MRJ4Ef4|rA%#uNAqp{C}xYwxr(Y4J%T$74_zkjlOb`XV=
zxwJCx3+4+`ypxEEMBp)$9jevbjWS$DTB7MZdL3ZBIk_+|dCX~T$L;D=Wbe*mwmSDM
zxgk+_2H(DSzCrfW_)rdRLT9}zjMT;}qjz-bPw@N&Ln1s{h(rktZWDD#tn+ps+tkW9
z^wDsy9T^*woh#z5Z&V_KrvtjfVcOug8I~F1&DP9~cU1#U2dWYk#W@O0R^uVP8D2|2
zO^$uBBE{i{__(#PhVbXq#PDNvbe`cH1YgUSfn5B-$*am$WwJNZ0PCrMkVae~!#MWt
zP-?4e`z>X@TRt=-C0a`RPB`(=kjHoh<aL7hl^Lk4WieA6VIeSa+#S6*U})KMB&4u3
zG+BL}Q+O)EP8YvZ=<{5jXE20vjbigq;h2;TkPXRnlQ@H{XNuhi|6K;tY}j`|?^hp-
zi#rDAQsg2FyKn0c$b@QCC1hvw>P;XMngk2=-d}tt{4(H`jCxERn;@Yn)#$AFrM{7z
z^kkV8Xi+5D;@y@Mj}KlKwD`00cy5q_sq<%et&t=g><Up%<St$^I_FlY4{@ARO&#-(
zSHmfmf$o55XYRed#7Pb?QyhdJIUJ>-!rB)8TPHe_lNH%Hj`h*(;}LBeegHoN`xUTH
zugnIpAT=p~xL+89i5Xil_v9@o?$2DuH)zC@i>nn<V;X1ia`2l<H_zh!d$_4U0mkdl
z_DQnH(CEtnm$6UY<lv5jGRB+kFTFf_q`MYMulhQZK%)MVSMtGmaB6<3$x4h&)aGo*
zGdq6^WZpZ`2)}e-APs?tf$UH&ngClc_coED$t6KoH69T0ErR~T7Z&#%5aZAwKt8xm
zM5x@=J6q#O>9|a0<yal_Wpy<71cj8A(u(t@1&%_&kQCKUodio(N)}8We-+Nl<`IRI
zrf?fxr$RdON51daHl5c%t}mn(-ad;o?)zifink!Dgh*RVD-`AGGG?5&&V7OiAUoa?
z?3o!{(0sD6L+GpjM94}@31TZ{+_*qd)isPo8QEhyNM@7;T4Gn~1S}_2*yz;0Av8~s
zpAq1$0MFcz-$49(kI2hpP`WeMnnp9g_h1DyvGG1?S|`h$0DFjYW-d}XzFTWdT>I`s
zhrCD0s5~4V5}%0tI~Iz|Yd#(Dt6EMQJ6bFaT<^%DMoH+pP5R5GqD~e9TTvF%th@oe
z)J#G%zDO_eRZVAc-FfpL+yn#Vkq|@G6`qcUP7pNm+b!;108wQdh!=o8KI6#HQ_-KP
zrcHRByWMmnlvucGY>(xsy8ga5#l*Bi99xS9!q~HnQM68Gw;%H#jCe42uZU?Q$1{$5
z3Q8=5P)9o^IW${4q8koC`AgC95wgkN3MTw{yW{U$)C=0qJ1}2*{I-&H$Ibv|%iJ9$
zjn=9COVaGW^mU08RmS{eBQ{Ea!^kZ#{SSgL3(bz}y~Ug9GfMG$?U5*U0N)F;U(a78
zUI7U}17~*Iaf3un=#2U!Rzh}cUr6fDI)}e1VbCk)`&*It{1@<hEL~`JNDmTF%cMnn
z@!I}#g$<N$HQXJSW}^!OQNm9oL<exKgnZ9_f|nv=VO<eHnbHI-gQk6_XDiL#Wa9i_
zj@)2pWd9HC!JI5aa79pW;EML+F@#U%#z+9UBugM5y2REi&YU&PK%X>?gqa?@uQGq!
z@0wThF&QBf`_X|0yl2~<Jo*m+6K-W^jKemnv}_PD&!t~j{(J((<(|7I@rLpMA>~@3
z%uk3Nw}-l;kym_<2fBh8MF*xlw#F7h&l-Dv{IUJh7F}X6aMsN?dk9=3ISG7(%6i_x
zqeu#55zNH&Cjncd39^83KSkllgmTp%ZVcV%PYr{$%R5(G<6t}tq$>-G%0#S?s_+#M
z7uvuKHO0}?W2T4b`5vJnnz>3U+5RR?mRxJPR?Jg%@h-R5gGa0RYB7+D2Tvd5fDY!r
zJz5a&d|@M2er+AdEZ(B>c))*WBi1qyB04?)<d-Y_hr!Nd-0YPUN83!>mz|#rOIECv
z48z>Rk{lO_c~&(q7E067yGIc3IPStUze0F>-NFQB^+tqX=%LBGii=R9wO=~W!_$Z5
z-ow3iXcjSozkNktGsfod3!j}mT7E)%rA&kTjhsD8^UFjCC_t8FFzVGN>T+4BkR)PL
zIh0!)EwY2JKUevlEIhiub27Ll@d{A6YuamR!T((~WSO*hU(Cr1`1|DGqydr%M2TWL
zuz`MV5;TP-i620R%1#Q+wT&zCO|S5esttk>E`a9S>}Fi#cqYGnJ8OS!s7urb+b1oi
zrv=YIi#0O?mS*58*@{Nc6n(h&gDQXSqhmhv?Y(nZawoIaVsDD&=BcXO+1lQ34)(MI
zJhP@$nD*<o6-|Q(UQRcci6IiLms1CqmK>a-2gNHSJ3DqVW<tt%3x~S;Y7*rNs&s2d
zND&e|>Lw2$Lk;?s)#0v}_2bUz{2n4eUnfoz_aKN0O(ZRK_hLhEqqZfqIJX_Sqmn7*
zMMBkq7}hfOx?E*5!MLnURI&-Wnd!-9=bJAAuJj>UWh`;X6wFGtO4Kf|ItJ%pvOjZv
zHL8SDNpDPPBIRcG4%w_V>PaTUJ&cPYF%}ozscnRd*J`Liip3~hU;hbF7|du$2M;Z-
z2{1=v5cz&~1vg?#E_Dq3eDq!j^IHYoKs<n5*qKvCn^V~KG`PmhmHk}lb1v#PIH**f
zc^Y?g^`P*d^XNPprT~7T#B>7YIAu=kVOlOuVasMSKn&|(|Jh%7!e6ypffNwz`R`M}
z3*X5nMUHPeSEPSp9s-zKLWjFnILF}q3{6=*mpKOkYf}52!K<;Fd~_A3G=M;EEPY2y
z^BKb2$@V{cUu`CZ@&f+A08;A~4w^7(^>3)_kNm@9WRy*wcQsmbHX?z&5M@)^sM!|P
zq`ZjDUxg)xW%3I4#Q3~PE}fBIbCKgl-)}p5+-KYt%__0+On>KpfxP!w(btW!DQ;`E
z7#5axVsF+UDLk`fFV_h(?WD<aUpK(rS=3?uA<x9XI%pDZ_Ze7K4#_wkTQ@0-YtdR-
zfUF*KcO4l{%%nSx##yIQKOyzt;oYRt2J*ulM?-02`8{}SDTP07jdtpQ#F5@544F`Y
zOYShej4lG`hraX4-HNo%fh(X<?%JB9i3=I{qnvcxXN|s%1UEB}QY~QNK)&y$tIu|h
z6W5soM~0dhlF&^;lm>vD;e5rw;=}jANtJ)%B;|#iuD~O=d|U>j5+JPW=3fgp;Hg4{
z>P)nx^I<AY2us~g&Zv0uLIRX|Td(v6Qt}>G5syC0l|&(Ys`O3jzsH)8s~Nak@f1Ac
zi9vW*9}4Ja16F-Ns&e8Lo&->B94kq;d==S^c~X(RMO>_Y(iO%_NR}qQ?W$2B`3ZeS
z-h}~hMRI)fhALJzGk(cUz=|L@dBclJZ^MUqq6D8g94`hh2zXtQ1)0Twk3+Xz4jXKe
zt|y%Fy&oo=MZCVb8zGEBTcUNH0DmZQu!ke5^Huv^unmWKm(3KPzw!f8*@{Ja_f6J&
zGAAzgXFxycXNzk?VZ3Ru2;yQ9j<hX1dWpO$1!NL(7J_PCA2E(q-}5)aOi$Y0kqq+M
z@Y|j!=Ugr=I(`4r65W!-$m0@({G16tE>dlM-_lk<&%67+h41T%qy(1#*_8l3d~U|Y
z%H-Sr>r1BI(rp{8_<`i`{@A54dmYYgW;_30m74&1_Zyp1XBWC7RJ-{?;)H5$PUPUW
z<(YQ?R)p#G3#+r^k(tFtqGU^3GW*{@$}4+9*f>l*e-)%)(s1$2i!+!;uSV)!6~-q9
zJOuPTji*9ZhG+^^G_)i83Wz!xG>rY)R8*tkqoH|xGnW^YQe*1)YS8WME#6P33phHH
zl492#KZ7*kJOUq5u`L6+%jH9!acLBOsj%N@yCK~;N|OY5Sw3kir$ybwm!WU3>yxSU
z4kU!ADaelX8M4A@5j^tiOQ_ZS3SHyB_e%;_z5T@4kM>-=A{CNGRJAj?I8vTXp`b9<
z$E@sk4F*eb5o|#=raCfDF2(u3xF`7L1)Laji!e(Do}{K48Z?}dZ*5&UfGx7{-yxM!
zfAo+6KN7&$dD+)qLDVv6(W#hAZBk&Yl7h$?th?H=iO*uLLU93^(IaBjpC8yb7@)L>
z{6Twm+huTAI6}zY3io7#W2lm7FW&iLXdlCRkT=_De!62vvj_Q58PxcAxxsKkn>!O6
zKLu1Z5^6Y*YNy8#gT+ajk5f$y3gFS!1o~nQCn=M5n<O!q9z5zsreGh5gupp<CIz#{
zM@5I^&GI1^)mpWOC;Q(_35L5zhc_RUYPIJohFW)>4IAL)8oH&QLuFU|1z|1%*F#5$
zM}cLIB22UiVH3B?-+}MPbRD#Wq(YumR>LC;%9i`)P_V(oCU;we3h1V8*-R`W%d0Rt
zc24y3VgdBSw6V@J>q$+_m*#&H{joUM*NSYIZzDmN=l=(iL2bUuFU1xoOSo`2Sea9V
z3CSYd_Ht0`kAyRo6<AhMj1?sKnZw0T;&QxGkcVs5>~?Xdxg`_i+9*R^9fsuPV1z)~
zF81T`u+FsUL4{lm>u=<tlnb^+VB5T)roFFEuOe>$NX_SHC;2JweXS;YU%aNhFGpk9
z-j^NO`>Mf)<M9~s=~X2BJd%CyOWWs!8umcnlkb6^OTn=39wByPEA~JS#G!Y4mOaqZ
z@;%Ux<a?k;5}12Nuh;ybM+${Pp->voJfopd{zH%~dIXZ~PZfzog7xdyqf3`AFfcHH
zk&zL4_wJ1|XU?$RD?L3OZ@&2^%+1YVXlRJOef#3ZjT<i|Pi<{2KKke*)YaAD=+UEU
z!F~;!)?>$x#fcLq8b2#3DZ%R1tC=$G?d`$ka+!bMefM1?CaNC-CV`LSKG&{Y!=62R
z(4j*I2m}JSxw&EU=FQACWYcrqx^?jO_6DENho`3}_V3@XcCRT@rZD$PN=m|-HEWpb
z$o1r2OP4N%RI0d?45Xxxg+d+X?^H=mO=aqYWC0|<!O_u?d7qZ1{&cy1{rWNYA@?W0
z$JNypJRT2TUS0?b3&a0{4Zl9e^kMD@9qI;O7ZYrs69^$sAG<HHKW(jFfHlVUazuL<
zW3;n3#GKc>(9zulx1PzK2CaA)%hp`b_%dtefYbUdXYt<Tfe4-S3VeN>n7}`wfQQ`&
zuCQLeY1?@W9oPw<%o&aL-i}!I^_%Dt;D#+bFEHOHyvWAAhtIKX!}|yd^nkag1Ga5=
z50#Y?96GLkU~a>mY)lWd#*{AB@U<2)2S<e*UF?a-)hIKW_t_e88(%gGhuuy1`nWWu
zJ;wW6z}r%QZcawn{Hhzmv&2X%R)5M8BSTz1rnfW0ly>IuHQ^&H*a1SaD3GW=X(#MS
zDq^1Md7_UCdRiI4)sTz6HiigLcoOBy+;hXtEKCov!IU5y_}U1Wz&{~J4|^UqqXVeu
zK&6f+1zO|lLCzT9+42)!2pcb?VtPMEg!XZOuY)1Bg|>%~r-wZ^GBy59ZCyRy+4dBR
zUuy?9m8Vsj2s!xu^FT}pv4yvt0lImZV)JAlgeR9FEx(dohASDE-op-|-EEmHc-!9a
zgpjL?J$FUT%djsNi-)_y%~E|LZfnd{dYyTikN%#faJN)nblv!8I;QuuLud~>_}Uv_
z+go0;ws<GI`SN$iV(~~f*7CnPorGcj7FhjyJ9Kt7LOUw~Mg>@E4A$9rH51dj+aa`@
zTn7_dtAjW!9_|7+mIJYOlS}b#hz<IAn!?qBkN11pF&S|lrk1Lge=!Zy`#K=BkG-rN
zO!0w`OWHwJ^W|@k#^SN=aI;n~|E=z}80cpKcWWX191XGVEiaT-)*>psylu7vQU^U0
z>R^Jr{Ch2wzrTe#2v(^Bd-ggYY`C3`>0PZcB~We`N4d+|V));%i=n<uV2`&|EA8T=
z98B+Ei76c{;cF>C*dP~~4AJ?`%V5B1eA%!ZRv^J;ir1L29I9w5I@owF71LjFL})(;
z_&OS5+caNUf4J6yUEC6d#p66!`@=iE?eX>N9vH|HM50#yAL*Fh+a964>}57-lDDia
z-fE#g?ux<UQEqB>S*Z?8c#SVJ4TnnFf=yy%xFWaB-R)#Dyy+#Ap(WeACl-rGu-j(E
z-%nm=BJ<JTOM^|g{1<J~UQ)gWn`FXOdYy^VY?BBZZe?M5kPW5;%Ke1V?y|P{GW|i-
zPv~rouLn3`0LuY)H62{f#Pn{q2o1J@udNW<#(Bv6lm|J@>)_{jEFR*_WX@A0A+HMe
zQp>P)Tss6g8^N3O@p0`?DXqhy$9ZkGEpB+0kLh0KnBr*;UsFC4_$SoY!JY(mf3eYD
z6LK0~HVTI-6G|nxpI3pc-5e2QDTKEPA6vUSqO!Ighm(ud%a6^&bPscxZ%N7zaez=y
z2YX&<@K+P%{%Sv0^t9ICufF6xH$>-Qx{n2>cv-;LjL#e#W&GRch0V7`MIERdBD<R_
z#yg(o=x1*PS0f(Y^RYyLxd0FHl%Mq2X2$5pIhgKmi7CF8@U;*y0WORVRGw(Bqyy+E
zkB=%k`1)=phPjwvbuUMBwicqDDGwvvO*J04+jx!i2U~=O*uvM=0NciU$n<c(g+6&8
z9*c*%u=L4Fd7t!9=#w5A`(#^~zim91g6RXC5Zd2SHbzhPli9_qEsW7WL}BrGPq^7A
zw*|6xvFUs&zI?46MhDrTql*#tebfP2Mb$XPGAG+`G6B<vxgvD1D|}syv3+)DX7056
zcjc^Q4fN}1g|R&y(B4@-k00ZKj&8=d^{mOS`f6Vch6mYT&9n~a>|x4WH>#UGYtR-W
z!?8F_AK`(}VeR1SYJ%<agCXSWVfT6VAntyhZ7{aC6WY6&pq+ye=8W?}$9AT;^|Yyu
z-x}zKfnDw3Zf^uXH&d+tC=jJ$DWVdK*=6`O9@B@D^$d5}ddA$Yvh|FM8rCy9X;{xt
z@h>y;EAa7_2>kp-H*oaXH+`A%4@G18C~t(m>IGjnGi?8~r>y+np0k(V#SUZpxuU(R
zDcU(2W6nf>bZlpiTaitDhh#VVW?E+q4APwCvn{oS4JQ&XeW+sjU1a57(olYYYWbe%
z=tkC*3Ru>Z_>HgT)|A?WUDUR}csd!=2Rk8jpc9jgaoYzSWa}w^vLF8L*TDi~yW66@
zlM&k48Q|lQZs_Q0gxj%A<LTYFBE0*GBXg~*jS%k-aYlff5gsNKYwi!DeVY2iXT2cg
zH`5;i?PdMJ%}k{~h??x;k!XAw+6klkxS*q_1@<lOhphYxoVuajzBcT6fawzg5c+yY
z_<C4k`_iGZ@{hAW0sH55qw(R}f#~FG1D|#l*!A6T)YaAF@?GUDGMS<>e7x)r{Jd@y
z^I);&*swPo)5mu}=xhG)^{~M9#e*Q^bFlja`&0aX{(b~Le6tfewYP?ky9IVF8!VII
zUeg-#SDS8Ocpo>cS=bkyeQnUr*%YH*@n8*}+py;mrcdaI(APW2bnxvES^2+eD1Y5Z
zeE4=}bZRfx!SbPU9jIi$<m$oJ%CPZeX2Nf?I%o_2;)VwzOb@Wal#W)iwTz*zGCw6M
zPjmUC&l_?ZUu<g`nPn2p`7;&!N4hf)>}ZY+QMs7j-U3s6EZ}P{U;_Ub9mKU@7n{+6
z;&<eACZz=Z91P*kk{Ntcav`QVnP9S`DcT$Hu+`5NLOosV%P3(jdv8WDGjBNF#SuNs
zgm4vd(Z@oFjw;y{%4_N{IWh~|{B2>@OdvRO&#F?4=NaKOo*_K+xL7PS2Ol~(Az@z&
zG}YCEmBQ<;w2HaDA>c2yt_G2{5_}^xM+bc#-1IoiJ*(^Mab6;3z2~On0!(u<#bhT_
z<{;tL4l+ILO=q{G<a2Tu@_1J#^e}JGg8>2*^zf>U5tFIF(|`*vLmrm-Si?|X7Y~Zm
z*Sa^{&&Kr5)|k@C3cglCgbkPb%uimTEvf|Xyy<U=f$k=7H{-+4N{F?CoKad`i>O@n
zzR(u><E9jawrHr(7Bib^i=+-ZE3`%PX4;~kEzFvEh!tT+Q7PUwHo}`GhVbTbvBugQ
z0v#P3E@f|vW_o(C)^B><sHkGHhK)3owMAn+T^x0^!Du4`cyKw)foPKXBdS`03~3GP
zJ$IFs;VmOWOf)ov7ng%o=4KG+=;Cm>ShEZYuNzfWjLaid4v}Zq)ZnYaVr;RrX!Z%q
z8=e<nx|<oMxSGM&n9l^gk$TvZQp9@wo@AL#IMKryJuQWBHQ=JJl>q`2e9>WcMp))=
zgE1{+v}=?hu>jLuOfkj96u!nhgmse3kjma4_oT|#GeVru(?TwTr2zsI#=!GETrk<i
z6n@5h=JVZM?3p0l@Z!q0sRJ@Tb+W>g0Adpa2pi@q>yMFt-6k}SPrs*P|7dsSAwJE@
z5H9!I{pEi9Ko^+|e|NoKua)clT5bo74A<p*vGO%e68P7uy;z04CB-#X;xm(=!9@d|
zFv{No9qkRU_YF^El}d0rT7BHN{AfCg_8mddFUL_G{{oqFzhnZj%-><p-fR#Oh>H7<
zP;&eXq-mKbzj71B$In6#81R?xxu>!W6ZnRBoo@&aeGU`&$Jf!t@v7F1(InF@Uq=T+
z6@uLqzbCIhC6x%_@ZhYc-WGOOlwqR45aR@f@YLsExsl8!9<LN@E?=+dbz35{iNpC#
zHc|0=^7^B?3f(l6-&SO>nLQ2pdyb&sz;RT?y+GQ>U!ktD5*F{W*PCHT7nI)%N72zU
zkfddz?D8!X9XksHg|_fwOehL|{uNcR38;J;hm;wgfamN0VQ1wBM-Xg3o{GFZN05Ku
zSEl@w*|PGjCXZt;zgriS-3>><k+V$srI&A^;OJQxbZsiX`1}==T)Kwp#1tmzFJs9%
z)RkAjAh_uvor<)ZABwbHN0Gkw1j=I*nIOH|iYhoyeVz4sr*}ppVa0ajUbumZ<P4;2
zKZKm~*Ws~X>R-C2*Zfc<?>dT<y(dr>n}~4vwXPb<cX?+tVpnX3=)w(%lQWRC{SdOx
zUx$}M`J#(A@a*f2$U5~WT7&2OP^9cSid4A_kL5DBXpq7AozaM2u^l;b9VBl*1kw5H
z@Klf?=i&{-yo3w^^FtA{>nP&)o<LD-A`|#0t*C;J1{u8G8I6b)+mUwR2Fj8%@ND}b
zq@BNx00kKcbv3o9%*k(jRTZ$0xi2o>z}2reBCeJ4cAfbKijy<&`@+@8k4wVCt-m1V
z_$73k*K}^I+x$>O>^h1kdru%gHW9zce^X}-ziDS#8QwHBz(hj>cyTybWo8P#t_}{1
zHTi0~O1|1nxv%!BN?=QNO)b7IF2)ZQ=HO@u+9zx;D#av|CV%yN8*|40JXF#;fAzXp
z?ynj(`K!mAY%tnb=C5`Y@UYU_9FfiVtK0KSFv-jaZ<!gvo6p5sdkf~C2aC$sWzg4y
z4M)H6b*;RTxqg&9z=({GBxrEHwJC-f3z>kot&Ua@)zsiZsrtNOOJ)(K*csy;TNAW5
z;9;|;HFLiMBKAF+{h|^S)zsmzuRXe(2;jo!ptq@z$%xm$hKwRO@bt0W+m^``=qlh~
zfVlzO1>81U4?koSA=J(o@2cowe{*_}*5QbsvK~4r=wW?&Asl%e?C>Fa5HNZes6h|^
z##(~X9NK`3rCwId9QwWnUo9-R1n*iH<82Eg_z1XI?_>#~t`2@FU~h}R6qcc=rWQZD
z+oGExAI>}udKwAfFVBWoSyzX%#bSJGZ-E|$0=V-y_}tE%`FBsgx?b((OhxYQBgotT
zD=On&AnBv88NbSUGW+;!)Lk|{<{vqW>eNh>{CNxcM}LE1SLKII>lz5*xo<s^KKK$f
zMeOz2z_$ESyhHk<xvW2~bCCDP!oS`hNzfqakHd`(n5>CmPNYB9;yg=#B<w0L!<#|_
zOccuO;z|=!#{WA~p}{Wds@TP9xm{H7l^O#46t6R72{vrn`)a4M_oa{B7c}gBb<(i+
z6|K1U<%)rUw#>sWnZ2(MyEMD^rS)?{zp3njzV{M)pc6dR%4gjJouzpXl=A-}Wb#iQ
zs77B@2d!=c&96aG{_jBp{wV*a&{s*jUR_;{Awz~>!GZ;h<3xhaNY*_PkT!bsXl&WC
zMd|wN>}+)J-W`VzA4YI+Fh2hHV<zyA1nk|rcdylQT)ldg37qTEqXz~I7|`ssB)F}C
z*w|Qn^UXI*&>jf}oI7_ex_0e~g9i^X@({V%*tl^c=FOYO1U0_@{`*Yu+?+XcnCyYG
zX3fI)-+#{pIZmBA6$J$am^^v1#vn#gCJ8zmIB+0l&z{Z5w|MblCJ3@MJb(TiK|w*-
zy?ZwT0|Ob|ckbMoc~5=|`JN4Oe{v0}FH%p1g@sJe<gQ)2@G@j%WHkFCb*zX)T8r@K
zMHtwn>B-!>x;hxx#TxgTIT+OdX;+scauA<UhCUsXpD=zcG7mQ6Ps1nl0zTLjj)GG5
zgOU=76yZ;jFtC5qgi}{n7X$lsz}*M&tbcR&!E+4kr#wL&GN2RlIiXr23(({%q<<&(
z<ncJTbvI7A{F*vMWQ#FCA^Q!{0eOEfgMIOYP%f#3`??6Yu8m+aKRna0sog+HRW0LZ
znDSYk`cqqnh{8$?ux)x$xUP;4^Zs5w`+d)5l%kuZ5VId<!u~`o0?s|h%4fOE1nOn)
z$><=n90L?muQNLEG+_?jHmidbkKp><LyX-Ui)W(db<i9{hVYa!4Dd5omch>)cVDnC
z;1HIbOky&$P3x!p^hQmTRMg1ofn`&Wks-Yd1H8?YW$-p*4q|JR;X*2`3^|zAgZ)WZ
zisY0^a6Y<_3EE&SKdlS{+N+e`-VAq>nkoNW3apH{nATIhd~!(Y{L?~sSqm_9b0lm(
zxsC3t!f{H&!Hy;!sI&!dQ`}7{YhDLN98BxZu7mDw#yI=50GY+rjNKqvY@X*<Vvx#H
zg_>^%#hS}MC2t3PTW$xWj9phVVItH=fU{xSYzLa^Ai0@3xY&w1h*qhCJoP$gkRc+g
z90S^^$k5Id_tIOi3Ezjqbxk;vweDF?OLnoQdApb+#sC*%WgF&fjC)z)=4IFs1=k&s
z7<=*sp0Nb?UQaKB-PR}Y{pl$_`Xdzul{IZs2c#_|mtugwg|ZC(7Pzb7kS$@^uZgn$
z&|j7n<FCS$pIU|izAF8(y?OIC>1;Brj5(OrTk|3H>+!{~op%%Mzr2SJ55%LOT-qjW
zl9Fv!wFy2g*o5<%ZL>z3z+yidb>PENeslG3Uao_eu}MADZIV)d@L=(k(pu;bYaYRM
z^&^Zu5ZhvZ&;+A{jB*T6$l%J9@6|#(_&rT#m%FL|uIidP=3m8Zx8$BYeI49psn<5q
z7KvRfsK5X_BW1g2XM}q!2OAX+BDx=of$Py2jJ=$UXGK*_dZ?4@LE%6axhGFo2e)&S
zZEd4(X=kWjeoOx9gG|^Tk3qoMc&v<O@mE`UPv-jk3JkDUx!%DL_f+In(t)%N?uVbj
z_0Thn{XGfKR1U*-w>H3UsU^r1OJwzsRfgxK)fnVp)b_?`qJ!KD3~*8zADxVFFT0t!
zi?kN*d!E8|cNE5+eSv2MO**I}hm=!F;AzIkuu}=J+ZBoKM`CeW!zPogPnN0oNl#PU
z)exk}=;2bDOb@JmQr0FEpFH2#CzDFr-u#W|AgL4s6gI^e89KBuMjw9xD-$lJy`nxw
zC+Ai|R9vlePx1g0^5o8YD)*E~>kyt$jDel3mC7gY?<oZ9G&_%foQwF3a`f@HY@9co
zdnkgZgCUch&E}1B=r;E%PTgS-@@Li(;tQD#N+lTrZE-IqzjZQ%ix8h)iar6>8q3&u
zHUTCE90Vx%WG$~}*tA}ThV_h&P3sv%7w@jRkA)L_;ODA2C|#z5e5JrVru-m#+>6d_
zUHK2Q5T90pKAqXe;Fi#KTWBo5vr74$N%;jYQ9fByQqD4bEh-;26Muuxv`hHlhX~DU
zN^Qk1YSUjN^^jPC0RfiE<p)^eZoFojq*M=)`H0UHqqo9byt|JX&OXRNW<ix~e2U7)
z^Gq=Yv1EkS+#eip?`cl!WO$e<>kpk|{UJH445ETc<{k~07;>5Hfp?!O_c4j27U9oC
z7}&#2x%?ikxc5Z!Ap}J#Dy5Lt)WKZgAU$IbK0S+t(?j6rsh(L;O@^2p4D9BtEJJr^
z+<TJUIvJ{JWHQJPku&}AdJ;Tc%`o)6<FM%!hHevo!Kpvhvr{zbz*R*DF1YtN>*aKy
z63}<;K{{-@Z-LK{UHD+}?<imiENTlnXcPV-DPJVU0EO{`Dc{u?_cB}XQ^KCWb?Xz1
zJ^mceRQ!8lmnNT0#DZWuCdjHe7#Z>^Fu+k|-r#72d(F(r7`ym$G+YlvW9-EwJS$|c
zXF^Ve6z9`QFxAI`_38EzrB!&v(m<*FS1g6Nr{O@|Z@J~@W+uSLF(No!PC)0INm!kj
zk6MMNvlHgTh?s+V0~GGfs)PD^#MDaAO`oqMLw61zPiol56IFh#F2``LL1X4Vi9CY_
zPvM{}xhEGoh+w%VqlXeUJs4=#Lrxh&Oa=HjS_H>Go}<(CB&>R&u7?K5=SQ+iAg--P
zh{8iv8ruQ!ncY;zM^_Wv%WPpDzxgp-H$BGKqw#8OQMHU+5qU7-=^?;I*!KEkLtC^^
zsRN4^+M=nvEnZ1L=UdIRMXT1eMG}bDN2uHudkgt^RMon+c(Ak_V+;*opy41Qp{%Zs
zX_+Q0*Dx|jB<RiODap`_&qH{1>trB-fujwC5GvfC*rkv23-N)m5xlvYALK<c)kPFn
zVt}=BJq)lhz&!>3OOdnLW$0!h#O%k}us<7zfZtzWWo(|tzR(g(TPUu=04o(4tPF6k
zP{VqLs2ttQg_s?g4f_l62)LYxmGRBXP$HGBv6!o5XKxcaXs`*Y<C9w}#-}Y$;QGT8
zj6J4dd^(ee1tF~*pV-#>U5s%ryM^`sT~Tn|8Hur{HLUk%l)-M>6Zr0VijV%(u->ob
zcA&Hu>-87*VwXRH>#~O!yGMC1Ho34GqB1FSj|NNx`b_pf)qCo2I1qI5NBK2{2jkY)
zqx{-!2!on32r44J9}Yo42MD^zf~q*KPB0qW4`qK``%CvEHtAW71U)#)c9Fb)QX@fY
zI9?^j2(FMdyDlNWu9nGeH=f6`|5sm+Xi`2`*(Q?rkEN}%iAO8N7{P14{A-d*Oc1b-
z5p6*RQg0*(uk`BerVs1uQFiq<41+tf{!RJ)2naj*Ll`JKpTTu?g7M&fOn{vx^o(U=
zb4^i+TKNW@{ZVq|j#BxhSMF#o|6T<1HwN+m2A-=EOo#MC@kI^g>*~UM{HxG45TN}2
zV^$rQ1o|QGPh}bM|GWdU?(8z?@;IogQf{YpmDMos)#at{Nv<^u^h1uywdB1;Gv(K+
zlwVs}4NH0XFAI^uG|&&ZDl(Aw<}WFO#b1;`m&1WopdT_+WXSyU4s0~YpvNLZO=UG~
zRb(*nbiuosH}Q7jpBV7-S{ORDy!O%>9J_Zy(w}#gK1;lGi}}3aH`xdJAxY&ok@t=)
zzlqp{rxGc8^Hlsr9-qmg+!_vv#TX@2_toYU7GkE6A-p-w_-e#gtdcPPsbcwkUdCT7
zDaRP2=Ka;u=KR&VdPG)A(AQ8!217m`RkTuuqH>HiX_6sTT7%r0TJ$k!x+e*M>muOc
zVP&;i`H#!0(ce_4R6cqCpsZ;>O_B2jVgwuWG4Dk#-0mhJ=us-ZPb*aN5zZBe(Zz_5
zNio@Qy_<v{;c3{DUDBrO;c;0N`kN{HO62{6Qg)y9TtRuG9$fDvqU*yHe4kpNqz9s_
z&PF^;dX@#3JBjEXo{Bx$#sAZ_ga*jxN3%*HuBm6{eQYvBR#c;}kw8fX^8R53dt10r
zB1Vt_AD^V>!~1C}dc>w<y{M>B2D0@<@{5vvS4Bur?>%vqnq4;R;*a7h%HwnKl{+x%
z#%>cy)>|?@HU#+b+?-%Kv@eP;URS!#ZPOAIUAU$^_Oc-BkJadFsG<WyqJ!48MG^!#
z*2GY)KPvWdrauaKtbLrZi&80ivDn3MY3uCb;R-QE36$+3;a+t$I*GE-H%Ejoii=QG
zSF2&)iDmDri!JUcJT$RYdtV)!+57tKg>3Ij;hbihIwz!Q5A=Bpd!WWG?16S<*#m9n
zo)ij&LZLL!+ymz*l>ZDQu#M2GmvV|@l9`TVzx(>@ukr1--!hrx2xVnuc;%H>m|(Qm
zUVDwnqDT1Ri!YFwnTh4gm*dMXzihnE&Ye3kW5$eD%X9m-Z1O?Mcp2KaZ_fmzksw3W
z074RgN91A)fV+9~CL$st;O_3uykEF*Av`=hn15|-Z1D8yQ&?Ha4rP#Fzi!>SVeQ(r
z=+mc<+Pz3%V`O9`la-I~-FM$H0gu1_`YZE#{dM-IE;TT7=1k<}<zdH;9Zc|H10-7?
z3E=zSgAZ`|@@2KZBf)sl(a|tAmTh#9fJJ|Qe<nNOd+)v1N(}-|PEL3k@=GMlfm<6h
z<tOoy6y$Nu1T>V0C2)M>H&jb&p{J{Ztsi&6Ace`!kRV%(?d1SBI|C$UiSgy`rx?EI
zChlx{1$qjp>lqme%1~Qd2OBHpgLF35rigpaekezjQ_Os?e7y<tIl;%v0nSdA_~P4N
zuw&y47#Q%dVe4<m$Sgp%Ncrhq`4u&&tplu80>H@oxIFfS11}2!ejL*d9c+ZmLD2QL
zv(S6jGephm2uGIG<yF!;Ec!hSZ*;JLG0T%B^Q&u7TMt;Pd`I5LX*krDESBPGju>yb
zn&NCfS0t8IW7fkgNbBnHO$VEox@W#vD${|HiVh69h|6VPbn>zi;K%Wv=wK&ANo6h8
z-^fJouqZ^$?+iy%&FR}UkzXcnizdoXa<VbzB3?sq&#m|(?7p6fi0`_!s*Ea0ExtIC
zfH%6?!dSpk59KmF*r@2i#+ZY64F_UwC6-|K-E2gB-nCUS?7uI95nm6lb+Xc2zDnjj
z^0dx)4Z)PRUKC^Z?QBGR#a@1HnFQt4wOD;A4a-KkVbxf7TzXcBaXX&j^1M#ytFW=C
z*cMo2$SKjRgL@)Gd={wjcW)l&ff<LN!};s`(AU)=`z+Y;h8Oy%EMDZ7N!i<h2^aAi
zHhphBFUIa0S%_E`g68<`Ngmz`i$;Z{7Ir2)T>7LlELpNdXuTaY)Pd1U*1_Et>fm(`
z%sBEK&fm!EKnK|Irg|MH*+rEn_LBE;8nR=0SqkvuSPyitC3dj}>u+VF_s(cUeH_q&
zU9@Dki<LDp8>VKP^$}OdzM$%5&c}~KUD3fxh?44BtbZs%?}KrO3iX4dT%SYSOfc5d
z46Y_zBo$ZVtDBh^@#}Nkeycq*p0z0*ls4E!o_c@KWEbO#u=`pDB3Aam-$m9J>ecOm
zaWgh4p%}YwWh3I7AdUAO;%|YmU98|{DL`UgCB8b5h!Go~;P#@fN_Ef{Y*LdRG|AA6
zZN8I@h()cm3HKUof@SM%k`bqwu|aN=zWDn#Nx468)%$}cUy1k$uaW*>Any-Z=)L_Z
zqULsD?GMe-WEWX<pdn!AR#FLe-_JqB0`?6M9~%Lj&3IUJE*0Cyd%%FJi;dT_kWnl_
zcB%SiL7Qlc4ZfX<4@2I^m9YDZUM4*J*wYCe%mgTr)?$5h9(tcoK-3s-I2v%_W5S2C
z0S8}3WMf-*M;PeqVq;7`GAg9Vu2c@hZPvFeVYkc4<q}*im*6coQ=IKj{8b5NJ;;>#
zs~v4#`kwh!4LVS<&3q2xG-P4(GU4OLKF;W1&PR!)4(p?G(fdpSqQ?0!Iv{N7;eeU9
z(&2I_1|*Re**MzK+X;OX0ukHH7~L>F3RQF_<RDHVm{UmyW_<iO&=nml1+wumA_u*X
z#Ubi#+4z`SQNtXnUGqqUrQPkZvZn(srIupcxkUW=niu*i92Rd;54n}i^hpsS7ItaA
zPyUvI?Gs3!)MGMxvh~R}F@I|uqg8!YUh`x0)eJ<e?#cQ++31qpL&esb@EX5sD!*F8
zJf4TRjOOO?QaDaJk7{Y1Y##qnCk&DY%jFhVqr9>PtB*d%vdO+!HPs&%!*lTZ@_V?l
zsyF&71jI2il*nZ;=c}(Jq-hRtDk+!1aoowKwS;-W7}Qnyz|C)WGVtco+o-6nft`f_
zzponrOP0)XP3svfGNiX4!y9K6)-wW?)-zTgj)lIS4n7|1sqr36`NdVJttC28J{(|e
zE<jvrN%Q58I)rLTEwetdbzu(-3U1v4Y}91Xa$9IDU!{IXCcx&`l%#Nc`&?7`vpP4H
zPZ-kG24j2L!_C$JiP`1&a_=(?|LQjGZ0HX?m8>Cc!Y*ptUu>{RDr+(1eSC(v*?MrA
zdbzP4w#@X$AO(ML^ZS07vGpmOr(S0I1T#K<)B%0`ELz_mNPkQzZoWT^JlND9KIwr$
zA+j}D670wP4wZY7_c;a1dd)AYkd<$#e9+w5(g1NuEeD?xK3jVg_SS|<L4&Jz-j&&d
zcU!Kf{NhTv49bUUNfx@eq{7z8u<i!ztqm}+y9@I^x1a*$6;iDJ@d1{7+zYGb_rb+m
z$#{Lv8C=;r0eyp<)ODbe_0HPDp!Maiy)M^5Q_$d$-fkE>$P;dkrbtXL#+U1FVEB8-
zaOcP*^)+5C>!3~eixmxP8T#seN`VHOWWmRe!`;!rT5gl>i_rV$SVT?h07to9S#vL&
z@e^lvZL*b`(5M44Zz$FvgDD?B_H#xD3js<bwOAjSi{7W6BWgl>II7G83H##<VZ_nH
zST`1bRU*@Y4Oc}6Tz$lsv)jbv3MsBtR^Uy0W1Q~lgv1I7K7J+wiJADyQ)c(bp}fZ>
z)wt6`);5}>xW1M-P-m&D9Bg5sqlctg_6H6r5>-=;ggPmf@tW+Nn=S`-x_a19S&St@
zlA%o(`>RVKs;@;J%K@=QJ@Axeu;%F@Ud-MWlPaW0mFwY5uoGU0rA+W2nLmB))nuQa
zmR6z9ofK5n)x(fvZ3uK^G6=G_MV56f4FN_>TO3K+qI_NLUN(B~jX~55(iWTU|64*4
z-ahdH71BD`8F6s&Z68>&WWd#Wf7H|#dHRSKYiNs=Qd}#nz?*i)I2|Z&i!mZd>w&L4
z<ZUs#6pu@*aYt^anxn8*))q;oB}J_C_3)yi<+d16RgE}_6zgp?KYgFHgXQ_f7;7Yi
zk&0cG$xtWj52`Zg=^;@=W)DRkS63rWD#cn0<p<JiEiGg8Kg~!zphgjm^L`%Lr_xXl
zVhOJ1O7WJn3C{L%L1MWCvmR$dT3?TEeAy37HZMbsW*N#g?Y~KIwL*%w98GYxyR%G&
zNLgF>#z%eqj2x<;|5St?<^uSuWQ1%JI`}K&6IpA2RX#pd$;YStv50z4VSKtPAD@C+
zF+Mf=?J71w*vxuA@!N+Gzg=#Z!bRwPI1W*h71sM*<?H>%TqKoL<EvYl7;)k`ZojFr
z-mm3$ptKjOy60fj!d~nI`CcrkhijSWy(J1!3uSw;qB7Z<iP{>CA*b=X2J|e<prfyk
znq1|B$~AfU;CZ!UEuUoe)3-2(`=z7IITLaaz2K*xk+&}FFWr+Is%9IbEp>H~ByHI)
zMoO#kyjF_u43*E4C~~q&3<Diq3|7bh*i?R<hVu20R8!OH@>dzFKcuUHUn^zh4`C_4
zt;nFSq28pq`QU443na52`8)4Fo7zI&u3sQpD{BjC=;*+4&DSWu^9WTj$`8cWw``_-
zZ`pYtRY+z((iYoaKEm9a1Xbni`~}(HZ&SKX;O7P3YsaC>=b^T|0tpj8WHJb<!nHJm
zuD(91bCl<c<h`K}y9~LPZoz&26cpTe2ytQ>tOj(4?Q4UeBOha5=AJzHwN)zDlJ`a$
z%FnrU3tsc5ApgcglqaUadO&wLD3t%Q@S2g=s2Lr2%4HDCWw8GnGVtXxRI12Oky8Lu
z4Kk!(x`lxGQ;>b*AxaX{;5eW=++G_5T?H9(??>UvlrK;mp9}*#D|B7_5yss71xNfx
zLaHIdaceQOwS+iFx$Tzc<b!Ww1bsdad@~c~H;Gk#6M1jR@|z0fHo;28kF(U%#fzGj
z?c(EV3F4(SSZk(i7sJZRm;<rX3=Lc7uj;G&iV5<EtT#tQrOaR5VB3Pfn%A7a$}R)R
zTKA&56*5#*Beq(KjSfv~W+b=>Y`;ri54lq1`CEZhR=%}Lus)f?J}=SWt5r#Hy|@w+
zt&MQP-yVsTQp|sm%lK-GTx7aPsg&Z!$`Z_WG{q;*W(Y5<#wUq+Oop+yZH?PpJv8cp
zqoN0n9-ddQ2U(Hdc)h9;6K#xevV#Mohj|G(jIXrF)uM5ZCDVf$7CM_FqO1xFU*v(K
zqk~DdCja_c0wKDr3VrUTHqN1sc5z@b2&(Czp&nFpK<edr6?;9TR@dOBqzdEA3~{8L
zEt0CGOz<Dk!Dn`6jIM(Wcvvecf)}5|wCi7s%JEQK&1Csw8y}@A_JfR%0uAFM$?Qk|
z&hP5s#_>_K^A}{UX&N6b#*ctuXFo*s7|VJORvobPorIU@kDDBueC38d$JWPl<bAbO
zc2QRsFIv$b9!n&Muc^WJrpk7)AD@q50s)-#^pRRqgEeI(c&8vAr!B3ar;sJ8aqr9Q
zFYJAdKh?DFG&e|n@9S=+^4{0lS752~;I%e!PN;FefvdjX&|LXfG7z!m@9%+9C=?2X
z!Uhfaqx|Q1@!|!RELp<*Un~|QJUpBUh$De*B$HhOb#-;vwrv~QwQHvo>_;#%GGa36
zjT$uyCr+GTvfxQ15*#^l1lHEpOdy~l)2B~o0^|}B*q@xMiby14{%r`FYb_=w>`zYb
z-@iZn{QU6epMSD`PlDqbg8dqT-bnD{l`B`UdGqGRU_U}gNC<N+3F^~yFGabzTrLyz
zM=}KN-MhEhfWNe~G^Q?meSOt}^hhA!4?q0C$dsO*t`?ZLa^=d#U_XMlw>NtB?1}5w
zuQLIfq|VwBMgk5VZy&@Q0wYgjU$8wA?skUgCx0^k8~vM}<lMo{6dm17;PLKxChOk-
zg+pBb795T~PW=1{rp?+0bC)U10ThxEaM+;E%+pl<F5R7tm{$WmoDJdsLnL-S%Ei(F
z%5^KPt-~8f6Ht$OY<;!q(9qw7Y#fn|sqMiI%w#dpT!739Db~g2GXa19Hr-u}nO6fn
zT#ewr_Az$e7h&m;mN&cqE@hQ9n7ln2JEr-v25qTAo(?{7OB8tk62d~;|1&aF)nM}e
zIOagMrOF1KCidJD;jOOLO4&>PR{4A4uw#-pELjfU5abDTFe<<ja|g=WW+x{j+(|0M
zjvHBO0e^p42X8d5gDp2QaX+ODr{4F2i#ZQBUzA|>u@|s6;bI_5_L`S!2Rov%BeZ>s
z?Vx{qb0#Q|1Qq^xJri$ieTut_gJG?5DDywr4i2<jeq$ZHC$ED<g*s5kMDfqrMI-oc
zdV-w~bFg$^)0og`7mqw=`s3D7|D0XyZg0rE8fCCIfd8In*cq9JrM+Z_s3-a~E$orN
zK=ShX@hPs6j7<tQ?Z2o4ray!|#g6y<VEH%O^<Qp_KgD3jyFShK$2WqT#;6XChUn;M
z2+uF>;#zzWlRfaiY?B&g*cXQ#Z)>*As_eO&jkkhqz*pHo_**)7>m_W`T@l_2`e$sC
z#{S@91pf_Bu=7C<mJU+x5C1fb4h}xYjtL$bb->Zn#qlZa@!pXHSblX6WY2(PCmZTx
zCePb||9o3)$b3Lv4fL=!fd9!j?2IqK(k^!3=<48De^<PJI~`Vso`J+rknDOx9gO}F
zJv92OA&xSC)j}xqS7Y*+fWQ9*-E9n*R|7q44B&q}7CU1LuvEU$vgKJm?&ntE<RCY=
z7;<q_RF2tqGGHg<V4zBti2vjmZD+{58t7qX2>+j-VP|w6mUeew>WMJQ-2`(x%j%_*
zl@NEc%b9Cb16%%*9)5|(j)|Vl_sP)qc<*omEWecZNiQ=DZEwbmmH+km8#6|4iNcQe
z{k1YiH((^t$K$O7Wb^nZd04RPDctQ0(66IaV>=k#-465Qfo`4Jnc{9t0d|~ERtxz1
z%Q6T#c>LpVlvhfb?0O5fhRfCx<ZX}8zq2iK4cS=Tb?yZwF1d+&+lDe5s{fb_I|j?w
zGjgzC`xBWAovfKBw{AX}fbeaDmDbVzNtp8Yjg{%(Q5F_#z7KZ?BlPR?&pc`Tzt9$#
z^1}wo%g@Dvol$VNH9)@r*}dQB*VHdNxS61%n+ZHZFX38L9tJ366Z}uxMJ@V^iuDk&
zu{To>SE35AaCZ#cZG`A2e{%1Z-%@Ztz8I&z><Sla0d77k#Oxi>us7#pAWPukU+xe4
zNq?weGW;#rbRX{aM(7u)Ia~O@!Kxj1apYVqt{!+Be4cE}C_FkFoA*CL_{q?J%^oPp
zu<JgKoR7!VeG?jGXzY)#cwpXS*~0@mwYSFICt28WBvLKd?QfO8^B#_zkHgjdZ#0%q
zcw<D<8d?W$D|Ga>g2%v}OxC{vtq6AcFX%v<{vuPpgAwy;EZ@Np{=1%H=aXD4?c<1W
zkr+Qb%E7}ae*aoq>~3qoyc%V&F@*n-80?J6$I@W+{<t^30B?DkDP>Im+w%sl9>V->
znL}1xO!&yGs=<cj0_KojdZiQ#Vsmgl$O(LwgNgq%B)gxN9tR!un+{fy!-$&=tngJu
z0lJrDfLP=1`h4`(=l>&fCj!X{Mf9+(qn%t20%TQ5u|BClDd5lBkcWr8-BDUoi(j+L
zFfB3*e|B?G3;KImx;q*%uLgQJ8p3~j6m~}BVyVK|+~36*;qP@oeuWf2J<h|MzrMho
zseWp~h5yC=sIe`k6fgmQ|LeARsH7b2xg2y+$j+w-IZ*t*D357_tF0{l9U02SXwTuG
zGp|VolC|)s(lT7Mv;9}>64}!rL0H=Z?U{NAG!r1RQi^rY3;t5D+h3PK58FG-`eUG}
zfN2Zs5(-!Yy=F&>@T{~N*Za8spV0xUP1yMqJ0Is_X<tW#XN&Q}!yG)E`Y(=8Z0r4d
zpJ8WI9+vjhu-<PegxBt;xRz0d0nWz%>2^Tq?rO}ul=foRJjTv@A}k&H@9)JL^a_F1
zf)A0k;2TstdIFxi3+z^X1M5#_Blr6s@W1AGwHV%d90YJQk9o(d%Q2EC1n*yHmn5@Z
zi{)2|F^d21l&?)0410&b?voFZHuoEdA4P)i?gFRpzk%&%vmjc%MeTa$4ND>L^+No>
z3I9m>Mojr1Aa%}Sls|j|emhq<ul*X*>{-ZK)l`1f^JGMajD((v5zNO9h5N2Gh#mYE
zYtY}z5<TZT1ngRlSK=-(=S?aS(~-XC1e~Wf|G@BnipO)lL)Tr)F;rf@I58b5drrXZ
ze^fppa?W??vTHd8E69+#=LB5;hceun^Bwx_T8=m3F32)NCZ;2P&k6V_$dGpNM&thr
zpT;BSek3NPUPZeJ!w|RoIQ}njSS*GQ<Eu5TFOlrdKb4i^g00QJzMgTg!Cw_<_E+D_
zlKHD^nt6!D-{F^{GWha1Ot!H973B9=arN+nmn=}Ivk@QJk{WExC~6G&t3y4L;ctnX
zYz-~IkdGK~HGax2Q49F{uhv7ITn}5kY#Q~DRZa9z*ckBFpoeeWWqRmj#79hp1V3e!
zC<Xle8*2#-cp32Upr;#3YwB=9REp_Q+4wWWnKkI|rDY(2Xyjq4&X$Y}orFAOOKY$t
zr-TXkBW!oE#_Y5__(i8NYY72D9$q&y#FJKL%xezgJ|S@U^aCV+yaeSB$oS|2*L7b*
z@<lE(S8fH@(T;f^JA5+gTbVWV@9;C}kNp2_e^lj2g&02i9CYR?ue*;HG(8A`%yG%9
zSFQ+mCDlsV1pnUN*D%>ScZ3KF!Xn^qPxhS@_P#pVFxN19U%$P;#BXomUf7Voz4xW{
zb3&y2AEK~hhIaQrDHIBY@_!o|@JIR2k(ijs1n?<hYirA7xg%Na8i<dNM^RA`lf6&%
zdIHHpM~I7yYrMXys*1_V$LA|MlDfLOOz>H21OEOFBqQO*jT>?Q{(a=<=c7j9NoFMY
zj*U*8I;nkTXJ^;!cjW$Tkib4wx_9pmeSLjAe*Cyu*`GXl!u;E}Z(p^A6QV<sQIP1H
zT&EiF7Z|9X@u4B`u(-Im)d7Dbn6NoW2F2ju;KuisCS2z5ZBCK$L^8Li3bxHmC`hVq
z5BcWl|6}hwz@sX@zyD3yp5A*82}yuJNJ15mE&`$mSP%lJC?X)JfGCJc2LYuwDM}GR
zrK9vtAhbXdl0bUzJ)2E<pSkxY+wP{=Hox~jpXb>Jc60Zhvu9?`%$=DtC)mdlF)1Zj
zvNxt7;7=2>dCtaMgoKPTt$;rpYf~m5FFRNL^up|%A~@Ld2P2Ws$=}tlFIKxgq@y?P
zURi<S;&RAq6tJ~1M|hvv=-g5LWI7wEF|(mGr(FFc81mks8G&T=8&rcyHbae5DC;+i
zrW94<kBGLs*&!GmL`KX8>zpd}ll#bf2OZyWkO&|!fZ7R_Buh(Hl>+kGx)$BjMkZiw
zP^w{rGI`5v;3Pw09{)+4O+kV~n7UZ3KFN?>BG)>lo{*SRiKM(L3}3~zJJn4<!f}5h
zW?46Q+e_7g{ZjI(@aLQm-t2yi4koM}vNi0GT~ecUQa__ZUKNt^t1x_1w2BVwzrqhM
zAm;Nhc-tyZqQ8_-gt+WV?2QO$T)svYlk8GCzx>=vR{r`2+VbB&kC-pR;c6*jPFM|a
zR6oVBt%DR-60}bYt*;Bs)`8fdpc=zB^Vne8Ma0YtWj3pSb|eYEObWn|Aa-J}y|W4K
zrk7*o*)+9)1{+fWe?2IcYn}9?Ru5L+)2;^*XArZbYePMdiHzW5FNKdi(8b3bexF=n
zGDOZE>e;&LL46sN@|1yT3(H{oMZ|o@mBCT23<6ckAgvrL&!lMu6Eyh6GEJXQ1BYe?
z5H<M4d>+5J?=kBaCj{vBixOkjhiUm{1sr58(7{fM#70hp^0E*yvdA@k-CLOr%<BDO
zwRU^ZI8BR?m|cOS+)4~zen-1Kym1;at9mrFhvvYx1p{q=P|`$u{O-QC{CCbF=Id~H
z+iA=9vXwBh5^^fhw{7e4Nq@^XZ{YFGADl<b{BVAsFp+<gzfPZ2s>3Jcaz1Gzj}4|?
zK+G39e9{DdpQPR%<l5~)BkNw1;{+Y2hBt=NFY?%c&oAb4^<dj0Z5zzGjF{OW@V1d4
z#MJ~*vpS-<l8l|6!PZ28uB-1N#8rFT-74y0{n)NjV{BKcfP;>)jV2_(FW5@LWZJ7I
z#72tS!~K{{9`d?puoWAl>(O|0wo%Wf)9BbzBV&Wwc-7EAW4tPA-guSgo;Koo8)*3E
zs+yMBz*>StF5`8jq7L(JW#V8z4-9c*7Z=-GOK>m06008MsBIW+6@7Gl|5%}6vx*ux
z@MP8CwSkcVf^8*8<oXwKPqJ6LtwshVe=9MrWRz)rzfn7w33Ru~tq-;BF!K^(=5*%T
zq$#34?!>jpI@p>B(e+!>CQVx3^IJn7tvP0`=6`mn@1vJRY4?$@okGmFJ>kH8kKEHy
z<ykzZxEdW)HutgeMLM42tDAm~=Qc}{0IrzS5-iyt#{_widy*_xZ8bJT`n#Ip$|Lnt
zs~H{4IUO`?$jl{Z)Fmw)xJ{$MzE+4yF2<6d9;yZW$t1?iHRRPL&<1VZ_#NAhCt%JS
zK^i*L&u3KqGxHh2cDVE)7db^$aDV+s!}a7O(^;GDVa=h(c>3c|rF;u9lWi`$Ks`%N
zPC+FctedcbD{JTAHr9wqD#DUo_x@7ApT6rtgM5vQQN)HVlAltFCHrF=0{-~tl!WY@
zl19K^tMH5Z9xvAWB#q}D@?JChqgFXMvOyKWUgn5NEyI$72~5CWWpyn++Y^Uh=7eAf
zmr<;}hZ*iZDZ$ELpJ)aA>1+?AJvP}M%(dG?h*QJ&$UPlZGWU`99emX{C)rp^S^0VD
zCw}MTmBYcd@zd;AY`ei^^84e5*U;WyS-&pbN<~h7Iox}%Yxs<0ubZ{xEY|G2g{SA<
z*RX+v(?R`|W0IlHK_laxmJZt^v2<%B{@6B>38+)Or?Igi+Ip-1UVkrZT!~8Ow}D3X
zL-HG%l)vpJmTta*KX!~#vjHDot`@MdlprCwP%Ge1-!^C!<3(xxT!un>oYIoH40|aO
zx&G~PYAN%5&-KbVP;%=1$7fTpHZlu|?*})}2IRS+C4SLH+F%1!E@hS>uBaM6_2Um_
zuo1F0$d+r^K(2tjN-(J^jw0fB4b)Cl_cswDtD1dAi7Kf=j=UD(SCiCiaH*gY8&V2U
zI?zw;yA}pU%qF@#jm&%b&uX=@>1a~%tPUsS<(MkbUY7_o7U8g&6H1@eF&ieW42>|l
zBojf#Lfv+#R@Wh?y0%d}F!TLtb`Uk#LC8H<k$-)-Y<DCm@ODupzE3K^`gV>yb@6Y`
zYmscb1?u&HWaIX+A}=wzxR}C!-Cb<In}gY0@J*{}kGkq&^}kRT3%R;DK)o(n8L@RS
zw^qF#<SJ^JYzB={URQ@-%gXVIm4)tLzsy{u)hKY##hy1y2djf2+a5G^sIAq?n4n2T
zT^)WeufQw|^^LeUs;iM#SBJ3ljE2w1-4_-XVQWb#Zn!7|g>^pnS2wcuB{pW~5>(5<
zl$%SatAo(6Wx<v<B4gb;h+3ipsS66V_DJ~fUM7xZm*QLx54iBnWwZtx{G0vL_Zt1v
z8Loet60Bp~uHh3Z{>Axzx7Je+)Yf7(*BnaaaA@YnSjGm<%C*?~c@XmK;iz(t?6MkW
zE>@M={6aiaC}3=-K9)DOwSgj=-8Z6%{bw^#wEr*)ckO51S3in_p;QXzHH(n5;`<ig
z)6$T?k0w6Fwi$i&vFdV6lj;r*h^(o?(^>^q>&QN8X=tcJel2X9Xjer3(dr6Jmo*|^
zUX3TU3al0D9{aWi9TYmsO<-q(8Xa}P>GO|}zxOcmcOGEgS3Qh_p-ckz?-n6z**Yfh
zsvg&s3t&FD58?)lK}|-Mw*0(C<Y)2AcbPu}`Fnpw?hmZ|%7>3(D3!ot-8aZss+9k%
zrUundl39D*iH0nsJshTtN7B@JYWI`p6{1d|fJh_og}krI(w+ya|4!tHDKHcXA+)wY
zRYnflE}4b$C#fyIXEk@NSmRo86Y{TW$Zxk~7RosJEv5P|+Tgl|4uL8*Xem{k4iXI=
zr1sXR(4hnQ&dCu|U?dVkY;A$^j2v`XG7BY*=pZjHMe*Y#nEU+w!zjzL@*uNUue&Dp
zHmE8tg`%n&72I!<Y5XSgo_tpmE6yk6k`%Bi<ki-}t|`Ar#%dK6m}#y)hj)`3tA%G|
zs*lx*im|n{4A-3;wa2Rp?XhCB#;c{}_{7Gd(IB%lg#y30Ha1@6*MVf|YmN?wi_7t;
zo%%XT{rAW{9R$jLp1co|sQ0<n0#-g5=W9K~YGj+MhkUO2?B*vGBAZ)hBVz;yp)vfW
z>axf+zvXGqEw+YoXt0Au21N4SUL*TqJ>)kU8yNg0JN%kk`mfI=@IOO~ajUor-z66^
zfr4r_s4oW%8<29b*Kr6N`CI^FH67ZBgiPkTdL2AP0vz>qLV0Z+O6%&FIyvEKHas+b
zSAG8|(C{B@|IF_bUFT0n-cP?GX9wFqR*?QtCWY7fuaUlFJ!G8%A+)za`y0PCe1~Ka
zH0v1(hxf+fx@iE(D57lx&AQm!_E=Pg+4dUkQNZ6GNgHn`7B=56lJTNZGyGy@1!kHy
z9aQUXY|O|?QYg?v#IyFrx9()sf_10l5-j=gp<2Knv-ag|%DlP+*r3guWbG>vbKVGS
zUHgO@)*Iy7>kW;qfiC4)108b;F{@kY2<tKc0RR9=L_t)x21=n&C=?1G|NilN6v{u$
zz<~pq(~`(5Cntx=>PP-1+4{=Lln;gl1qIB%4<9~c0{%2#>({Su$P!2>E@lHiNQOT?
zNCv^?LIMy8>FL^w?v3&D&p$H(ha?Lg$<Q}_`gA4};r#jY;qLCvWFh23H8Wm4BtWmR
zzo`ZiHuXD=jErDyZQWoaU6hoRG-|8*AjJCXn)@4SH5TF;g9HgS_Nv#R9-+VpA#E&~
zQ|;@it9!;|?duZI{F8miK)t#~{b5U$wA>2hmsG=%=ix^v6d)wn3un%&Y;>xt!<h>Y
z&^64D_kLZ&+Ax1t<&Sgsn9nsaH<vNNe(?#JxOL|Vh7So<mv3x{PL491eNwDugR@Uc
z(8Z<kO+l&~0Hd=j)E3L@H;X3ZSK-w7wy<twLxs@D5S^?fIGbIrX4A7-W$2=^sY#V?
zWYa~Nyx}2<5Kn9@F=p=9l6x{Xa5ll&1PvP`6r+o~Y4dH6RnhE4DNTqDAs(hU`=~%&
zhld5|>Z84I;qNHLy+vIS^>vqq*U*l(Y!<h#yTH|2tQPE-kX3=xvqNCr$R=P$2Uk;^
zjVn~w;c+3ldTO^(e|stJ&Fze+*~-_@cGl?QYr*`V1ly^y{aO~YVY!2jdd0|hGsW51
zB6az(h3M+VBi})ad!Khk)Mv`q(Dv5o)5e1NKao%F8R}umYz|cAadsu#I2-ZW;IW1d
zkBiXN!<63!b3zdHsq!^6h_k_`A&d?+wa=KBp`5*CSR6suEgD>c6WrZBxDzbFA;91+
z!5spFYjA=)gamhYcLsNYySoiC+{t_Hk8}T=^S$@SJUla0ch#=0?!9~0+H1*DeoR;R
zTG17=5G?nb9B{c9?AXeg{(Nj?Ct7U|F*3q@q`c9Zk8EAg!F(L0tVA{tbx-O!#gg{@
z1>{ZYVPNA3_9hb&Ouu{_Fm>BP3Hdh1QCi>fB*8z(Aq)TUjNr^dAXB~cyifhhl#E$^
zs~XugGszlfycV;Z-yhgm;>CJYlK9rmZ(()Q8Gc+82EN}{f)mjmQrthy{j5Z<%BS);
z#5Epx>8iQU)97qtni%}RH_4E2|7bz@Yd@T?Jq*f&O(CwZ|5hnPFENW+8gFC>CznGh
z<@-zvB~L3_rgwjY-_AU6mz~q!i@HMT=bzlWLeb{I-d;e<%{xlmCO#sO&*hW@+gyHj
zecZL;Wj3l1wT{KbiJF$7Gt;UYL>WiJnoFYCHVvw~BDTP)Dj;9_?0m5k8<9~0L`Sce
zqM&ev_DzgCy^mu?zr-Qdgwv!x#>qNd>b@YeO;GViAhTqPfM;xKKx^g2h4MX)NG8j8
zsH|c&1(C}7L{+z{!%as9kh>AYYzy(4*NW_)vAMfqUJm#zXlTDLnto#cTOc#v+1Hz>
zwb(q+dIk|e6FoEA_Be-&<IIKA8oAS2)AwUdVD<+q4TU-Tc-=^L=H=3idPzTvVDw>8
z;lCr70JAIR&T8Uw5i_esrR$}@`p-FbEsB{hzj1$AG8uh>t61g}EK7{#W7=IYX9{zM
zsi`;y$1HV^p;=MvmYra&$y0Q+3;#;-u=V2db<4xM@z*Bd5;>y<1*IN~DlmU&mdqLX
zc+T{Jkh*^{Xe7FjIk){{CdjS@<dx<V%kY3^Z}wy8+wuFetD`?o2PjKc`#3M<X^CIv
z-I}upSid$}vrC%sAiVL4?A$+rqZ!A+(Wfa#-AjS<CU)YOtA9n}N8SP6TxwH{7s~tu
zT7IWC0>w$PT9QlH-?R{0;d#YR5W&hCd{d#FCqe3dm0>UXZr`3&CYeUS2T8h7Mso*V
z2}!|Cf)neL8ma!`6b7%4{Lhz?r}PIo2|rZI)h=&UWD#FpHGF*{K&n;m6OImND#5O!
zzb`5rF>{m)6{jd#<V5NATvol(qAJhk{-&u~hr~-DWwoUIW`EP=ZiO#H$}6t58*>MC
zoTDn+k;F_e2Xcqh^aVRz4AZWH?M?f}Mke6v=)-n)8>d(JD23pcc0hL@+{r47@)WAi
z1J*76I&7cBEIOOsj2)KOOh>Hpd>kf^%Vo|*LAm-I>g35iYZ7d3PvSP0&E>qDLh|VS
zs+qO)RGNbRC_lz5<EKVPYHv|7fmmVMF25^0?8H|BFz|ChX%%SdX4uo>i`H02s~yb#
zA=xY{33lPeHnwc0iH%#x5w>!xPTsa_9d!NV&D8qQ)fLkg?vK$|3pqtGDLcBuyd9zd
zJIfPu`oR|9o#2t{cf3Q>9*TFX^Xicdc*HlWdoGqY<SiRF3+mE$m(u2*do2C>(TiE2
zw6`*cax*thPKkg7tVO&p;>zc~9fhbp%sS7H0(4aYq?4Rqi`zQWhzYrS{607ELia0&
zZeW?Z$Up-EsYNE?FW0iCl#-@0G0MV+L0;!JF{8tCaNL%DrPJc{cm)bPb(>swlto7e
zUW1-2ISrln#bxaK{AvVanZ?k`UJs2<DNu9kQcM?nBLRwYiBt!>VP(0L6`9WSv7ovZ
z47kq9Ye2D(XX)Z|3@lRCSvq=etFapvs&h-Ju0eRIO-Mw>RQ|7@(_0ql-emqV^aHuE
z_W~8yE}Y!GK9+@#(}u6_kZ{r#Mx=u31c^_+3ho{L+EEQ~SP-!_vTzZI{47`xv_;Y&
zVC@&kEX)7oAlM2xN}Hq%EEIA#9!oEuO{A<c;!(Jg^Yrv`$&6^&Yl0=2dxjr}FqMS9
zYQ)OEePlvzVqi8>e487<9vXUVu<Ohf4%s%!zF2e>Rn?1%dCRn|Ngr(hsIXw~6lq@Q
zsQ>96Pg1Y&`6*F6+6L8$Ij($}>V8Mx(V9=K-Xf@t_o)P6k1ODs`{er`5s|Hv;p%hX
zpp<@@+C$W?FQ>}84rYcjoh|`ITHB9xWGMZPWjlt_V&G@ZmR1$obORy2pImWH?U8ps
zIDWXt6=8f$rW#H&kN)<XydIWJz9qp}pl*FFiGrB0yWW#OX{~)$-az%jE_dFsU;F4y
zzB+fH8pi9TH#450=qSm^kAZmKcWy89?x<9+Q#!~h!@UOLOG5-gLqj*o`w3Rm4B!5X
zX)@bXmVvSByVWp=2~$;;!V~B~YutO33^V+6rWgf9bF;O-VtEilVF_Ti_>1e&cjivl
zdZ^R+^5GZ=&>RdH+VCYxXl{Ov^5Ondv-RQTY7<Ls=2U*8?gacZ5iv>MNivMQjWm*3
z`UlJP%HrW&Oh$W@Z;R)>b&doLlkHEQW@1%uN<>W*y$U-}9QQYot{;yf9#Sw+-M?sp
zva;zPMdzh1^*`@Ws^obGZPb|{)lEZ8$*CO)RP>n{+j4p&XEnb7KJ8!D`2`KxEMBkW
z$#yhx%<rWuyC>O|qP5Y{rzENS2e{G6MoXt!ez2N!CH8IPiuRS^9}6|Vk51qGt*|%h
zlLDpMF0CcbC)T-)c!@2f&f+LlP4w?9#xW^;vHfc>-tVPea&@Z36dpWPY!W>+pcp-b
zckDxo%WS(zzd$}zpW;GE^fW<Wvy@*AYhw9gw!m(QBU18}f`!g{rAI%=D+Z2Yn`Kwm
z<B@+K$4!!*A>8_MIRHx14k%sKlR5XzugA&%O|eU*Pd|v;;%y*bUKto%GlO_H9E}Do
zcBPhKn@G_zt!_~q<M@|OiQDx(ayNM8QF$xo)?yL!LH88K80?tJN3W{Ydq`+{@Z5jP
z*b!+IjdW7`a~8khQ4_tCCwPYKHQyW3BwE_&Tqvsb^`_BzkOLLInR@X)iYg}B5m~OK
zW@e1oFCh-3i-3A^Y+N+WzU0opa^_xC%(@>iieK^kv37r&Gxry^@runoN&@ecbq?<o
zpU`gAVJzb>xCa{moWVjguWF9Ze*gu)P{yG->)gSG1$<~>r77%mC*;W%l*u1A5?e$p
zaX-pZwYk|7th7G1nzc6dIS2_nJfVeQo*85gM++^-M0`)cZg>BH&kE=^CusM5=KHtl
z4{3DV5PKnr-#9ub>co<SJ-@!W$wc!mZ)#!JgTlX$(9UNWcnrS<UyV8ZawTC20qdCD
zZ4EJ2sZ*L#X5QJX&X73OCKzA!--Dh9e9Wd=V(8kl71NYFha4?UCv!&tZ&aCos>`9m
zAm@G|+TP8aMVYjgNn5iO59zaikvz0E>eVLYD9{F)M>cqtA9{tJjqje!7^{k9`!jvh
zy1MQrbOnTU%&vm?(;jBmePB8eCx=Ea{D$HKsg^u1xp6^F-_Lf#d?3I_W;=V(=DukZ
zQru6jvsp5)qXAX4!?Nr<XIUt4hE!QPA`wN(K(YE>mwt4wfpFu8K^Ezo0&Es21TdE?
zdUsOh`VHBW*F?F7t+aGtl!Zv1y>zf2t1T=>t>AuWM_E?T&u2DHCtzfo+Zd35KCxTu
zr9=iL+;nC`r_#a+(N(DCW2e}Q6pDT@Rp}z~=fzW2hrvgv<I6g=4ZVxI;o9+_FRZVT
z1%BgA5g8povM<l{RpAATW@9;1<}9mH9NPpnr1Ahr+${ZPAARG}(P*O(>x%gO@8nQ>
z*Oa!**d*2dz_M`srhyj5;Pxe*{m%OpHWHiAW6|lA)u$XCze&(}N-~SoMq_&OX}^aT
zG=^rY{3oxy6@Mq!jGsQ{FCn^>0ycikeJH>>gfhmC0$;sRuj(xe{<-66%@>Ml=((V9
zHy;ZW2G5R4ck5xy=6Xu@p93uG4Aa7y7P1uNzPpnRdYYVxIcT$H{U8hTk!0nRj+fm`
zKxhgyyt(=L1p#AyWZ)Y6n25e%_rX=BACpTl9-ZdRj(Bv>op2*&jgZ$t4lRpK8t^e_
zm|rS>(9|v%m^^89?>S(rN0DC?C;0TJvpLrXOX?dRUPpm&b22qVgzdAPh8}8iZV7M|
zQ~HZ29d42{UJFy>%0b}@eEN$k9}?!&^kGX%ipygI)DwwqxN?ouLS;HeQ%Ro2aw4fR
zftV>Tie)y<NYO~%d{~UMda&CT<>x;N4+~XVNzm2}zOzzKF#H;mkpJRmaB-K{iKeeP
z8ZZ~^qzrMOe&a|9?8Z9R(kGJMHy%(}v5-icUc<)jqNVKrJoq$FmSu#t^|IaLwZMU4
ztaAHyY{%Sd@I!^tPc1MxRiJB0XMp3}7xXkx0~x=G%09z(-e!_I{e$eDWO8<9m$W!%
z0>lzd;DbDBSmO5lI#`NsHZmBOXih{E!#Dk)$x_YDO)^3^pSBd+(Wz({6{^j1=|ZAl
zsqs#5&vRnn<0BxFGvHvZc)>XM=+i284OK?E>iZk6p$yy+JD<Y=2VJrz2+RqAk!>GX
zMuW^x4g6g)J!`}(qsJoX$Cx?8#0b3J>xeG;^>Z7wsW4QFX1scT@~f7g=LCnNPybV}
zc01Tty#siDQ_GBiPyV@gEZc6&nBBZK69f^&7W2SC+vV14;LGhlyliKo_Hg!aVh{_Q
z&1X4C_1gsAC}cT$%$Oj>OcLc{B}eUX@NeNhwNjd<Myd#vZ6$i(ki4Mh&V>Mbqsf&c
z1cqa9<$apf#kIBvQN&%(Oeh!0Cw^0}#@J#em!3(wW>Lx^E@F@$%*Wxv>+Xacb!1`J
zJU}-r))Z^@VfmG}2FZ5(B7^JFk)sT6jqNv!`w*FP-+=s>jr4;~bsu&lEd?z}{ere6
z7YOqb)GB!A2Z#dsBASy%&G+6nB$%ER=zG{5j3K&5cO~`45`0=}1<$XshWs7fG^3YJ
zXvb$Ma81x>ACgYK+V1&Hy`SXDj|+o~Ca@zb6xNn*_HL4Xipbs`+nG0+Ob-Xl^}QVE
z=+N#Rnz)gW46Tml6*lZh4rKD<Q{>$Gc}NP}v|2m$u{pvrkBW$5Do3~b19(>LLp(^_
zqQx~<V>~J9j2x9}&i)`~Nxgvh;2N(_KP0V;#FLMm;~H;rKaM6Jjg}@68<lRcL}nC#
zw>42w7k6$Q7a{%=%ar3&amNSSi~VZ8O$<9C|0kv_b1BwsZabhm4crz6{bdbSesL?*
znA&)KYN#=xB|231UT6Ipw{CorjszN6U)X!5i(~|DP~Tu!XMKcewi!&3CO8b`4^F!q
zMksccYG$HxgjRlIt7L*Kf*jXarM=>Hpj8;ST<zJsh}Pz9c5IW5v*BKprmt}H!}OrP
zq_(jPHNNJKm2nV=SXPBJ;I@_GubeHsyxwqgYu+`uo?!KAd`p^s2Vdvq$<$vYi&e&p
z>8r4p-5|12w9)tX*}iPp`&K{ZyXZNuX`br*yjCOioNDpSoZ&O^9Iqe(ZuboVO$8`*
z0bU~9Bt8>`#;-`DRzW&dkEWoXnTJH?!D3`~&evLev8%(qEq_G6pY%j)zjFCq@w(mD
z$pZ9j%f$$zu1j^L(JW8Sn`N|@TS7dAYK2}1$MwfRbaQiCk9TONg0CM=tU|c_IjX*H
zW{OS|E{r3@E|~7(X`8K8#U<qE1#0`;<aUeh;E6{YdBA1A4g<q@wJ0LZ4tNlqZ-^8s
z`$l9V2NIjX(YfSYi?tq<H$+5BH&!?cD$o|?<1!!xyucb5o~ErKi#?6RH(jhje|PNc
zS9>gc>!|tXUpiop+HmZc=WEz3=sI~3^SPYb&VHC`sX%YfR?-1$Yt$T=!!G#$S|!y{
z)sIO!<u-RpAKg}8ipiwC9O=<rIX>=<PW9#T3ypl~Ln%jZ=DKd)OMp@)Y@=ko_|`!8
zRSKdTB+c>fv#73@z16i!x>J3Ivwrd<(s6Rtk>)!1bWbpaE;Si;6<=I!JE=&Qw}fL+
zybl3qn2jgU7LpD=xLWM_`w&bln6i40<$hP;28TYT_5BS@`oyNZIx&!Qa|GZ|XJg<g
zdDjtCetCq+6^|UV>A=tvdI&rfOAW&l;{L>6AKu7^{JwhN_!V=xl`|xJhwNeRyTJ13
z*Ofkl!ZWY7G%iU$MIQm|jVW?8G&D|oH>^(Z7CX>jJpEla2j7O}%B{j=i|tq(a^Is$
z95;-a$ys)_w-xOui!Ig_>R-r^FA!e&z7QZ%#($GzewW#`kK?D$i$*@NKRjvyr>^*0
zDs4EVx-p5HLlYjBMqp`l^I+iZl-mr5JUA&hay&HwQ|2jCBNT0XCggCBLT~MKC1<Cn
z+j>X8@9&8x&h8IGt}KmozYLOQHg=-~Wne{eQIN?@POu;1?nfr3COYi`sV81JBZm;P
zxgfJUS?HuS-Un=2kg+oWIF~dyu>%Ev(i|@BvsM?_mSblqnWMLFS#b=}V$TH#e#L9&
zo{AfpN=?%ZQAy1Wk87htyuY<e=CelM86Yyjh!A*!hXUe4gffiJDp)<T=5k1iNI!=p
zmS9DB*PY#zjU6F-@|o<@r#X+tD0;9L!2NyGQ-B94RIvZlxVC_OJVO4EKD~~Ceee_8
zltrdE8_o9Op!$Ys)sfhr@5f!#Ru;O01@)>SB8BS&$NHG8O9?6N>->rLk9K^d+z%$-
zwbugcL%!u`rFn_tQd#1-HDc|w{g&FNeQwfU;w?sb;NGO=8(j1|bp#HL!$M`suGAFy
z);*h~q*_SFaBjE;vdNG#h)JlXzWTzYfQH{`!Cni#h1Fe|@_?8oKgB0tokhzmX=(<2
z5$QvwI<c}!J>VkZ5&Kyj$LpVvnqMV>`aZ{wm|<_PnwvAIARn82alzQx0>;(e6UJXq
z@uq&T--k#s;B#>c{01E!r@M0&OIrfdHoI-OV>2k@qE)Zf!z(T3L6nt9m{n=G?*pa<
z)|*w0AfdS}EEHAr1<!pcRW0Z}7*7CyaDhS7GDMhq`$4*qT`1G|EQYm_+=<A2=uP(c
z*Sn~kgFz6%>{2U0+_E#}$L_X`BAR6t!_JvZDi3FU3<9ZA$Z*+L<Gu>J->IWq+})*`
zjYHqawbC9bajBrMDSX-`Q4{(G?YS@v311A{_DZ5uAch9O#Tm5O+M6j!R%y8!WIa>`
zRka5+Gtg4&qofu&X-v#zdW^Ths-AwBBzMU|p?>W*PjyRn@~>kxe@9|b9%<9Dk@0tp
z$#U|-o5mHnXgG3FUQQTsOcg#eG3U;k)T2C$+?yDRk;X)G4ypSlu65ROqa}T*ccZ-E
z6{n#g`f1-Im)8;aU6#aFTDp*?Up+{b1!ZB-_2eu0s($bIM}g1qfPOL@&gH+TC%Er9
zcO38w9|2r2S_-DFSAlUe49QG3395yw60i08v28NR)i}gGN;JX91;I_c)W5g^WUO?6
z%(Th5&?|>iM{<AR>~C>Vu!3YF<<*eSRF<ogy&oKv!-u{<b}Q&C7OhYAuFsj09&eA%
zq5t%aGiK)uk*0C|QdSLflpE{xnwW^Pu)YhF@_oA%UKGFEdMZ+2e#Jc^skFUSQ4d^@
z6r}xRSMaJ4Axf?6a`TG8T^_T&|J>sI_=vj-^jC4{eA7kjCDYu0cDw>T7>#w0bwYpU
z;@@zj>V203_v6+8laS0?kjj*Tf9Ti}8j?2)DxbIbzZg2O-6KFhADi%P`zi)<w2h+Z
z%=R&TgiNN>zdo)+Zkf;xz9ce%vXIjc=4c()w3_VzKSqTg)V@EHmv7{Dn+Gzj_MOu?
zFE``xrt1ttTm)}Acl(K!6w@O{pE1>(PuQgm$*Xf8u)iqhd|RSipA+T%5udg_I|HOY
ztmvpg7A^zi-bSX~MNy>g_pDD5)|nrR9UYXq+~R&oXAJ}<&Chd52G;R*7LCA{Fp05`
z$O)TK2_c6psi}>cPmnN~_-=!K0tE<(x6E*rz!rxbKM#{sxbL%yOZ)X_3;9`_5Xox0
z{vyVWv#9zVz%V<k1+OI`)BBh~92!?e8p{JjXh?`|mRnVUFRZ6U$`S(|;f!(Z?-QDk
zvcz%&f9;I6Za$q!0b+>5`lm1Q8q3iJ_3`Uhw$(*6P(&EaE7mZo*v8cSo?%9zC+<Tk
ze_1ss2Ub-``{B=Y0(#mRTu8-euPO3R_YERC*0!z@68sw_JI8u;7{%OS=1Yh;xs!Xm
zZ#mPT9OcpZJKyc&n{AMU&h;a=^`;ryzf%~_4)w^>OCHC50&R?Jl+M&)^LXOjtW%eZ
z(oWnnc9Ou=)QP^}E7BbS<E!m#>n=)0cQl2u8eN%C9c2nO_kACgDWEwN_|K~i`NB{@
zohZq47LY~RZ+eYzf8(99UsfcLCjA3Fv(Bk`4m;<?CgyiZE@q8nB&~VeF6cO1g|K{m
z1$+|)$)p5GM0VY(=ce+{f=U!s_jbDS`#Lm*FJC7940qtgoMt{u`#lLDo8$Dm2*r0L
z7g_Bf76lsspuYDk!IK}6e&YTRbmSx_6J9wcE;*Cn%BV0AFgJpcZ=`Gi`*r7meEuf~
z<qjL3FPo@=@kS3tGQt4k=W*!`8H%2{W%91r=OplRMa(nSQxC~u)2-R+GUUBT?nO|y
zTJY6uyeG-Iv+q1cd%Y_Yw}TAL>%Onsmfx&Fj<<x@(A)=}>-STVjMCMr!{%FM<z;==
zL?^g~djy=}ETHM(*7mA$QaCysfKBw+u+R7;JZC^QwB-N$piLs%_@#*!c~HyM@&40Q
zsUW}MILIt0b$_`uPTQY)M-vxvb=)7VFH-!|EY9_2uq@FY#Kp@-(1U|5^f_cHY4Z3o
zgHG5}jE;=}V{q_sRnj1w;{6!sk|HWg49M)aKX7pct;{8Ii|#|Wl65rQawtf2_$~vu
zY4^i(r*?Wo8bo?n!(I_T^5MP^PB_O)m@n$P!{bciooyoNcnwnlAqB&}X>B3`4vTFy
z^&hMYL6+AGB=(d;AAY<s4b;op3KWM_EfYCQuFji1amGsCq`t2N3hlU=1Mm_ae0XLC
z-q>d0HCbfz1D3s?t)oK?Pam)B8BD{efm!iUBNP1?E>KajD%0?ii4-r018NFX5Y9qa
zW0iU9bZQV{l&e4qiW=*YxJF~+lht8+Kr>JcEXZG(oC<k3198y_67;BJ3ynxGrD=eY
z`c4+?1lv=S;N<eTI-N|1g0cB5mwxI+3w{H8{arv)DaCu_YeT+RVjlWs^@UlY7sgix
zR-~k|=Or3;|IHC#Th(V-xr~u(fA_lME1*m^`MCE4NqC95on*?bdo|mtsdLKWgW2<>
z$Y;GKpA~OqOX~qDKMl3kx_lLj)J{~>GenV*%wIUTYqv5B!<@OsV#WTIC>;_*e0KFZ
zr!RmSec2NHB+?y+@JHzHjycH;dDJEycUYThz<{F9$KLlMX9<^$KbXXrStWb|v3g*s
z8k1AGb_Uec7dVtT%wM<dc+k55YOye;XEit@VvqJv(T;fewDOse22@sNrm*k?F7F@x
zFSbSsl{L@S=?zs+?hMHd9JS{+d~Jobk3-?7t%<lg4<!RvB+w8VN#_|=)9Cs599E9y
z$J2^72c&_c;{w-v8V>t}oU(r`EBQ^OB9L5N2X3uMACB(%k?|kR!8f#jFweK37S{vQ
z=le6o1+kxalYM<~_J12KV8@`O1ECoi#K>OctD4_t3(;}y<SMI5OHCnF8TMyT((>_z
zB9&aR%j;{?PS^8Q!Tk>Q(y}tDZRG?-MMY_2<2<cuBTGyA9FgxqZ$VHd@~xJG9F6Bw
zXhDynY<Dc#^0-_pGKMA6^*`-7<y#s|w!8R;UDx>&-S-7PZB$Lg#5YhT#IkDCo^^bI
znnS@QSEhOm7v?!-MLJ9_jRjdMwkjN)1nd_Br5YcPf4T43uM{Foy_MoWRljQW*|DBb
zYzI^gB1zKj<_3_ze(~JhPu`4@d5%vu2-)-?7XXi0RX3S2z^cz&8yCCSSTs5Lztr19
zlh+NHu3axEo$IlWcSR~#AM$`$qafyfIag0=;UdCV416zJMGhe3NZt@!u(C|qBo&BY
zrIDbi6^wzQPD*lu=>ruQV*S%hTpE7yL5qnK+{6HCNWn4NHwP&=B2fhhpNVxy$I{f;
z(dR(Z`02=R(biGxIV(gbvMqX)O<w{L9_rE&@-b3ONl$iAd>lT>eUXXDz^LS=iha21
z1{Ev1i5R}KDtV{zT7LCe@2};ChLT@3o68s;z)2`{d3B}dbC?+}oXMnpGee+H>0Ms6
zdf*5WZn`ZINpsrfOp*t(svy(TZ~?5MNc_|#<Sv(-=gn_@67L4dTD(5?d^@0BT@e4}
zXGHn74SZYr_9Ij`4|*!a@hbH?NsZqGT08O|eAM-dzAw&0JS-iMy>HA#2+2&t+iQtg
z1ycH78jY=RNpoi~?pMF1mmsjs=I8h}xuzxlGTedncjId1`5vEa){{^)%$z{8Gyp$T
z)cB@%E$3E0@U-~X_-N#VqImo}aUT>vKL%t`FYf)4zmz)Pf**pDgg%rmhVEZ#Nb7-K
zUzrBaqh%yRgHUW9pJXr<&+~nIpAVgoc9Z9fd-54Zy*bMYYRR!k>bsF;5hd&_1w9NV
zqz%(a7wBQ#?mza0wooC@B~VF1b6U6zZ(g;v<n0gqW5z%|km&UXGtZJFXq^PN^<~r^
zFTg46CMuSjlw?ush#+eBSS-I3Kha<5>yr!v5qrmM>;^|=TNVAuBnr&o*}x9LYXx8f
zNC&5b$9rhZGEkGyS$&{<pu{wNIX;i7D3%P;w`JlsRYvQ))zyPvswP1jX8MbH&0O<r
zB3Ab~(2o4@!X%8NO&AIeN$BETGIrCJ+f5#>*))d5ttLHn2-|^z2qu-9|LkivHnT(g
zgb8r@W%=9vec8&!2&%lyAo3LMV3T`016p75lBmi;0kICa(-u1*+ufLXv=fxLuC3DY
zSFscf!+Y!}Bwdp&CyogCu!<Q5-p74zL3~n8DCo5KabIdX^>WcSD0b6~mn3PyxJQjl
ztmJaz?sJIRS<C$;0}+GM85OmJSympGmQYr={#ZSd6%o4<hB^g9{|D1;4(6Q@-&KLF
z?*yQWA~9vcwds@!BnFKoZl{#3M`20y>$fkWln?25&$#BP3*FO-5jELooK@mb!4un(
zr~(nT1U=0t1kc)d%@PSD7L?dKZ6c18k$hde_j?U#K;Gn*1$FBXWj-8z?;a!={86h8
zP$V&^H9hc@86oleg_5HJ=%m|-LGC+%vMGZ^Ps_z@>_BrjHSwx6@X71$y9%g1`$w!C
zMct03KM4@W`0u}r)25PLUUyKjqPZsHRF7_uS#Y~Chh|M+U>G`k5%(guZ*a_q)UYS&
z0G|bu(XH>8K>YL{O%p|VdAcy3xKy3TrxBjtYc(1o#ad(VTv(ttpeUTq-f#b;%_S$J
zKj>e0pNfuk6~!|DU3orJZW9CVc?uY2l1szu#{MU<27ouq`&o|Py_4$Exki_=m@(bB
zXM7{ef%V~@$&(o6WK-9C;7r-f-S3vx&@56xo3rn2pjTtuJ!jvQV0N;vo1aD0b68yX
zckcI=iTrXrujZIgP(+S-jiQ1d2f;4BwizTxZkV}Pwz^4B88~mSBS?Ncd3ADLJ9#B_
zE(qCC-50xyK0J>`r*P~43Fn;Fct!rAujuS#DB$fB&Srgd*^VTfTD?PFi&~0xYW4$n
z?5TS_vO<q(dGFX2B^gx_%=dF-VGu;uoNn@9wU+ig7l*s8{)O{;PR6olc11Bn)!$bC
z#o-;SsJlqpt+UzLW$-9)aNF?MLzN32MLw(co^QrQ^MI$7^8w5feSQ$S+RF^u@Fvj#
zCnMiC4E}ILDqYG`{N#sT$l4WIpXH*}31#8tI2>Os%GuyxFza1RC0_5k2Mg|RaL{}7
z2Yt@gH83Dt8%s{^ddAj6G~5@sa*vbUPqN|Kdlo*v7N@#4NOt|A5><0D`QbzI*p@k+
z<QtYS@J=glLhz5)7QvmU;ptKT)9+kzsJ|iZ$*~j=6IXm~kt|>XR&x=518dp|3XE0T
z%5u8qdi!O}W4n3|n4FdhGcuM1wpG9zbsdF|1V8>AJA|wcvz7L~u&E7?R&B2IQ7*X#
zmNMyBtcXD`tNsjm^wx#LL}NH)baPN;u+i%Hv`vA%pja`M{Orux^o}w@W@SvMARL|&
z%Diy1XlNQV81#2#tG`jLy2*q;=(l-F@v`yGx^VpB-1dA)`26|J0Fr3+<|l~6K_Q{&
z5=9F_a@yM(p81|8<<bT|17F84y>Q<L09hf0+Tzx0CEyaqC*vW)uXBmBiz3CY<;S<E
ziJr+m93*YbPjOfT_F#^B3n-C8d411<Hc7(d@@C)0N4qKX_l5Vy+(KerSy2XEV$y2g
z@NkP4yV{UCGZt{E^PS7;C2a{gVr^{4V>Q_S)QOEKN17G9e%<H(c!2XE4Y<v8kQhBZ
zA{nXRi1-m?@q#A{cH)cJwKJyasi9hD_Nze*o4Sl5P*3860u*K<_>ecB>b&n6K5P@^
zm_%c~ZIRx!A6tj%<Ah-6MwK7yx^d!e$rrPnwlrqy{^6Qr!{*F96N?>@J(w#3$&O-*
zuyQHLIoZ1svL@x{RpM`G;!#yq;zMMm?6_-!(VLD~>Xh^EPo=$d^@15?cpEb=#c2)}
z=1p}psjhS8xk>uN-YaqHl#42tTO}nDUGJi@0?X_BraAflkTEx$Nx(i>ijK+-|DhI$
zin$6b!V|mKS_u>pPEd+XpGQq2A^DYE5&>2g*E@rJ`$}071@#|PF%?nw>ZCp~(dh_6
zgCOW*Oz{u<Pp+Fs33w->z4RJgKRS=MpHc0o2<3Exho`iCU}qSpb8<J_ID_&Hcz9@X
zz*)}?OjJG!@R4L!Ik`{2Ud#`qDq0LzRSeX=Q131*P^&Wb8(Il3xnxq#;;p!INg4)|
zXwENP{5Bxq!D|rEoFGq|<CpQBec^z<K}{rnH*Hpo3|i4GXJmGmGKtG(!_AW$R-Lms
zQPl{}oOd~G(3o6$&?elonGkyrA2nGlfg&{)`pE80&7g5-atnOPyCI)ev;7WMw-*}h
z2^=%UyP81;$Y{-BMG*6CTQTTV_(aSH>qPGye~G-5>_u>NAgkp4dsBG>N}&j+^0LfU
z4CX~1Avf1P5YqCY*FDNCd6BoyRwCaQGCnbjT&ib7Ez3nZyOYBZ=X3muNkka^H#aVW
zBV746^BMU!H~j*CZ<cp3js6Ax*E{>qRi&VZu5#`TqfwrXH>62mSHmFijV2lF=g9+H
zRvH3!<(x?N>Dr~kzE>_OA5d1;iDKK;iF!@fi%R|}sD-Pav4R1E@uln8nZk<RI=+1Q
zXI}R?^v1vUpmcqgNIwuB+q1MneD5l58dOtC-oJS?wv#_>Q5X7NKWmP=W0&<U=X0=`
zxFbD$EQadtUcv3Ij=66``|`t_c|^qRv^zjg4Rl*UOR~YolPuPn@<@C4`42-R@v7EW
zv+#6>T(_?i4u$?T31|T!1Ow`p(bcW(X+$(wU}07}-rY|MkP2c!58aQ{T^Y&ZU+3Ip
z(--nSZE*}4+nFI0ednR9Zj#)4CG79|NFGVrxEjK)Y(o^xomvZpFGs~ux>3952cYzh
zJ^n-&pj_&>p}(oxV7d!#Ph5W`1pD}@J(q7%vTT5(j-p>8pSdDP$YEqKGVf##kBjNW
zeMf{WyJE(G)Enfy(vTV+dA;h|E#klm-uA|dfbJgrh5?J>h*+7`sVhc7pU_1_A|z!A
zYg>e_PztGC<EWo)T+L$EIHiJQv<}BYgg<01-@Ju>8&;|&X;L0MB1p%)!bfh;KttB#
zdN>Bk+6Jl3UQ8;FYKx#l_7Z&-ch|4Babc#|K~VM`A_noBM}$?<XB3;SyL#>zQWrOE
zB<o22!l`V*6c|+8rm-m)M_Cv!S)H_LS6^s^ut?yG598fmU>&|48ZQeXPnH}`<;+rn
z!#_2T7kt_d#EoClrE=Q}j~80v4g|^}DM`^41*514hWLt-SsGRrGnGk<UcDFKxyK#W
zbc=5h$a`DY#M0Bt<8FGFp6a-xnyOYjYUbO>tehRpX(+Q1nAPd&FA%apz2DtGjlbWI
zK`Qh4o1)W3x8ngNa7B;t^H}di;y%^Y?OvEIIk^B#Nd=xa#|sucM&ocRNiYSpdqEXZ
zN;I0D#s+tQntpHeJZuQ;X=B4T!m>Y$HgN>FBLF4#Ar)exX9y}sy7SI_JN0gS%`f?g
z4t5VkS$0{!nAj^D3to)oL&B<*nw|NB#QCAJaDDJl84bu{SbNU&n=%z{5<V@yX;-*!
zFvd5RP}#|Mv|krDWo3B%?l*IJGHuKT;mdrJ62gD32!$vNfJ6sGaNTIm6ce;HqN);a
z64<I_d~m5SkOcd3GN0uuw2EWY^!s67RwhvDaBrseJWy{|C4yGPTr|a4!qXya_`9)h
za`(+XyTGgt3<8erqo(gID;h}w!i<;h>K$a#j}6%~7~eFdk>GfRUlt~aa_RS}U$nT*
z!kPLp97cTsv;i(gdAOZk8Q}vX2$%85)u17KGq2N2M-W~7vr>C*AgEM#Um}cB1N$c1
zZ&f6jo<lDKn!|RcFNs2h|1ABu{1?Upb^?)?*j>^(I#?|Bk(G@?)ND3gqS@1aoO9ez
z5QFyaqAVKLe2y{Acr_oN8{}FW6kx^1^|lG66Lh6}EeK{Cy%3cGO`#NjJEWL@KByl!
zNrNn(DOCD{*d(^D>g2&v%i@hm*!ca3?uzlOf5~M8HosvC!z_}2KQ;w6kS?;6I>!r7
zNhg-@?K4*Sgry&W87)@|ke@}#y#CUdq=iH$A6M5V-9*8{c<7Zq%P5`DG237<rS8bF
z*h69Vi(HY!q^!jfpAE=PW1=s!<fC;8EwQeW`VJ4)67=*#!Q!h{i=FLk&ZZ@!E2#^u
ziLe@4a?Fd_!z+vWwf6($x^nw~9d!jx7YN<nN@^}1d*xY`&zZu;bI9X@#DNDy?^>LE
zq9V{?dqLurE#0TqHt*wRoD>v09%FVH4MJ6Ae1oH<qwATS#f3w{=pRXBXn=HjoariN
z@}c9>D|R>9|4o~Ol99*!QApkH!xZn2#AB%sg8V8dFtM^4YDeA~jOl~2j;GlL=K9|2
z^tos9I}Wy8)H2{Cyz5-=SWb*52|g4sAI1Xc=$O1gUcDgTgN8~$mtAC6$7_y2^9356
zOLB3))p(^ic#2pe9>lKKK?f04`&wF>%~T`5k+RvxtDPFx17#84rzDhsuc7)rTfGPk
zKJ!K@we+$wGCc#KYn+s+W7AzwLPJ2D`4?IuT+OlIrPFW<KkH^paJF=Ag<g~CcK;9b
zT*sAqltcy<ONcTz1z(|pt6!fH9UB{ZW#uV-X;Q9XNK|a-l0QlCrCPJ|2G-UYiHZ@#
z(dBiq2w6!zS07UKquviCU)ygk7q-VT!i_j^3hi!O>5VSIkOo`pyT0SK8tahKi3#%9
zn}H+qYCTa{HT7ML(pwA0{wM5|qRyTZ@d3q%%o!@=GJ!&VJO@;ylLm55AprWUt>9`s
zVdT^Y$SlGe3pJS><;VR1$Ziuwg+EC>Sqvu_rQ_IX)`_zBOWd(ar(J}fFV1w2hd?jt
z?LnraE`|&sFvs`jvT8`-af@hkS9JBM(H;F;;STcaqRb8fmbY2e`mS79N7z)E_>q!W
z!KXNWEN|N?KX)&`a=&Nmktk%}YKkXX?icrvy~7$&UCi0H8@)}!5T^PAGl+u2moQ5G
zZp472V3LMcEQj7MwPW$w{CbvNy3|_+qjjXMlmzd@$-{V(@(pj*S){GroBw<zuJrF(
zI&*)GCCHYg1Z~!@@A3#Chf}X!r>yU8FrG#`Io^%WLuY104B6A~w-FgPEcQ8ZnK+oq
z@2ROrMz|xEfJV5h@Xa}Lkp($MeMA4%$aVHjGbC%}4?mcoZ$02f*TNFhSG9iAz)h@T
zmGi~O)wUZDvUmJI#5c2N(IMWohDID3pZHW3wdm6c(?xNsM_{&*0l!g^c}FkqHzR!L
ztkNaMblt*_?d{QIcz`X%aXy_1lntla!6Noo?Go~elRo?;I`M!MD|LvyC)8=^=H(76
z#dFt;aUuX)`_LIKHUhS$UhUlYrA?+@)QKMF{&W-dSz~>=3@G)|cF}7|*A^#Fu{)lH
zJht~YUxiyd13p;h=?<mAb?8&R99i^1>=2LW-#p86uMdZ6NM$WM*kx8Ew@)^#Kz_%W
zGK?P=9q-?=pGfKkV>3ena&He3k)5#}X&(7s=R@22hWb3~a-PFH*JXw_?yQ1^`vz%l
zRbEBgupKag3RU)jPQJs^0M=O}3Z2^#_>k8^BN7ql=z)C4lN|JlegqxfgA%!`j2E%h
z>Y^8z*ysymLX3iGQ?H^P<4nA~4JI3WdvA_kA8Lx$4Uq|o1~JnMROgOWWU2H&bsC>w
z-jTd9<Pkw-6gDm=gfBRId})p2%wKNq?=6G2<S&U)5Jfyr2@_jl;UE4K747r{BQ<+o
zkSBIjifuZM{G?OlTxtJ)^N)^{zQ90H5iOQNJQfBHar5?Q-;tW=qcxVt#d^%=MEZQk
zjn2c>79OaK0;-0FhPjp14zv(OQML;zR>%vqI-V;5MGZscOK1}{FXF@@#z9*`Zin56
z&yKTy6bNJ&ph}BWi6d#o{msn+?Jw73=skWhH70$Cw};bkj$N;OH){a_??ix)SY2-r
zVO&Ldi1L3bX+r-!6#qj2`+xjXzcu+@G5-aV8b6B5YJ!wrJ{JB7TbdeMIZL3&Jk{07
zshgwgC1}1(n`il$l#DEWv(Dpeg?BX==y7+fNxyXVbaw)%vqXoY3Dfh0amp9f4gFu;
z`-g^hW>v&xpn8#s6%Na_76RV4j8GI}joA<eeOh%6RNm1T`lMCV>Sohx+`QcCJDe{g
zz)i9?>B;SV$_-mONK_Fs@#8^Bq9sE7OyAStlj%v#G@|ZxvcN_!yfL21UjqcYNXyDX
zxn_gFO-h-3Z%>YS|3@?bzcT?L$p3fMdAz*5IMdIGcY-m+j15Z(iHNwC--gQs|A|v>
zbo%P%CY}b+UP3D&goSz1;YP}spfH8Y^R^3a4kdY638e_JR=20EaEden3gAQO(9~2s
ziYjeYmoEAF`T0_3$M=#2lG#5s8xsGc>+rt@`11CTO6tF{1Q)HDAav%Z&?j(LNPZ{Y
ze=`gJ=@Kd;@_%0>|9g{fcvEQp&_kex`*qh@O>S;&NwWRV*4qC%%^?glQ~zJg33N8T
zumm8!sQvGw_`e@NgPI5PZ=C<l(CT5WyD9#wBUBkH-UVAt=7`QV;XpgPHcCiILDbgP
z-hb<|&%zY8eg8_hu>cclAqB`7zN4X#Ffk-!W#PG_&z+V$d^a|O_R6HH5iX@*1;8&n
zQ3{np;s=P0O;@2qRoP317cx;pVP8kB+&E|IFb2aIKh_6ZWJ8XnsO;{HFrF%-ev=>m
z<%lFT)~OWl0$3lH`;(-#bk8(PbP3G?x^Y^b65l{tRgi$`z(-oqdzDbcr{s;iPqvIm
zzW3<fDNxYOuFex#mDb5JM<m&uO)w(a?Gf&=orz9`6^T6A5g;a71MT|u0yp~lj-hKp
z_HE}wC>?7I>a8uDNy0x5_%;2giF{7?L=)<T8~#9EfAvdtO*)!d0Z^m<W1d6h;=L+k
zQ^23k4gZ=aDHt=cEmmRRad#Z60;uM@&}(B%(o+k?!F=pb(4921h9I}sW8*Efo2;)L
zBOD$cvlsfpHGwU4hR+O^?KZ_-;H)sgg%vH%-26!wO4o9kCx<xYCxZv76XmCzMd}-(
zryP}%=^L-)!@P@o`2~?%(I)NugHD)x&dCL{H|q;j9T%M2&*_=MinAKGWx-J-pxRq)
z3_6TT@8rotiNP=4q#XFVf+zm%Hs|nlimxef-xBG+F?rj+myNsoOK$tO`DmUYNvKUS
zBMHs-=fQShq}S_$jE0dm<85(pO%+SXm3L)SXC<fdR4)1lvC3-DLKQl6TK|$Wi>#Vx
zlpb{UtRNJ6-;RaAl4v8}0tjq@`X(u*MqPmO^U8--YkLhuU-jbZpg(~*2X4bpspJcO
zF4w4BBHPdst&)-wCue8yq<h|>Cxy@PS=HvY`RAy>nU|+THRMICV}1ySNx35e^zM)`
zg4fOoR0sud)S|!0Zpvoi^}gOVeZG*jp_7`$l+2Z0X%Cq?e0|c$%R@{sFp@iL$h|F;
z+Eu{C((?HNjri1KGA%i%%Xf>{zczn^Q1_0;{)@4K?IH~A-|<j65MxTEZU2V;?*|Mr
z%X|TP1V$mW^<e~LS0VgxgJY#DWa=^aDRILi31V-2N8hVdd8`>u5}J?9|MJQI+V+X6
zd>{UHL}|;o<6eb72Jv{Fp;ib@Dy<zaDOl_oafbh>jeP-K0<iA*l;|jmX0qIM{IB;N
z<c^hq=^n7f>l6HUacEfALb_@={RU9V-O>CNyrzImkTqY1!Ef_SrSE14?IuUA`G~h;
z#LA8FD9C9U?{%c=Jk;rg@!v1QHbv0DZjEGXJL+Fxr-}m&><&d>P5wOjq;!4bBi?HC
z%u{jLMLcN`T^+s%aZ-6DUv=I2LDIX1b6fT)60=t{=TOD(CqwVr_P-^*mCqzKdA^YO
zGJG&Z{c(@rUl*68Kc-m3|Jj{il|NgP?VafV(C`B}M(~|4&hiy6)N=E7V)_>i$7_<o
zGd%B{6Fw+%#3jBxVoJ{^UxoV9Amwcs#4Q5NAKj$EJ4c1;h6thSM5S|{GX(G0u`>5R
zq4H?lk^lIoxSJ@@>aQH=>&Fg)+nm{(m({Sq<LN4@FAo2fJ^a~5r8XIP2N!lv*J~a>
z*fTtCu?*N7%!P~Xtr_P7+uBj74GuZ!DVW~Ueogr_7w?SxsOE2fJx!8GX^_8h4-oW+
zg?(_C&3p;3QVLnzSDIpAGTRuMm3gX&f^i)xP>d5w1Ce3AhlYLEbyu8vt)CpP6~tmB
zHq~Am5PH{A8K8yZmK`H18P^z66sN&rKTcoiVKI)Y$gwJKqo#ZeZkO|ox(MIS+b&n~
z#L05nAJ}_EDLz31xwA;8KG&yt$*Xq5g`AlXytfv`e~<7NN0Z|JEb;&9;rzcG)&JB1
zjQR%$!aV;{)m68G>T3N93;#Rs@eN@rK>WY+H>$cY|L@!D|GcXtt#|)jhyXR?51zz-
z@8|!2nKSsL6(9vRqGw`4$;rvF$%T?z0sw$K=q~)>dWSHSMG48#(XpO>FpeTFTiCPI
z*V5E9h|hk-7#hr`@!1nY15XG?4P^3bxj;g6xv8K~bB6JFrXTVRpX0U9bEVZ*3_293
zJAxlx<Zk`=GS>HF$)AR#1gwcgOhVn?hh`LWE9*t`px?9ut5yDntJ6Yvh_xBrun{c<
zki%TJr5Lm@hSZuh`-&rsd_w@-?XjdmCT?^W|5)Lh+%I-*_qWIu7bihqN$~%6`Ql~=
zuQk{^vEj0Cm{XQ1#@@$rmlN&(;MCSI1PeRv8E^N%H%v+oA~L?U+V(y7O@o)*Xx^(G
z?J*XsZZ3qAVV%;>f}e@V&i9P>D(uWP=khvY;BB9psX&2m!on2$CfgJv(9|MP9?*uN
zVbT<pnd`tsh`lgbN(~7f5anzf!M_R$S-Cd5slGO0uVu!wcBC83;Is-^mIv=Kd@$ag
z|L6`5LuB-?Gw6Fh9VG_+811DX`os8h@mEntbW2fH`uTkW#GG5}1@Zx^34FNe5XlP_
znccSyEL`%WgL5qJ3^&R55P114-**6wUiyMwua>;&(Pj2{523oo?v6;ki)x-a<>F8%
zZ;^V^*;WG|^36wE-SEt1FSD^vXzv?)wwTUH#Nw79$ZeGtB?iKjQ>YAuNH=5RiII2=
zn!8=oh$e>P)^Yr`mxG1jgbUM%;YG}U3z#p?A_w-N;9=fDf?34o21AmpFN2XZzsZM}
zy|Je8O~l4akkY-(&P35p?85sfSpN3rljtnnS~361Ny^JBM{G*<_*5;o(`EIlLr&tw
zJByepNCM0=2`&@iOT#X2Lxad$?6nP7TPpI5QF4<&88|~s$n2aReJy-w`^{6#?(?Pf
zf%@<=Ydr7*qn9_kl+8Ln!0y)Qepgz2TI<8oS~}<}e-&yh1B83C6d&E2bEAI9<=Q+C
zsC@cf<^R^NVb_@$mHfKO$p*@wUol?W5-4AKK-NJ>KHRkb(J(88y|57Wu=0sOquNX5
zBhHM1T0wDeRTPmJ@jSj6k~gn@o$-+9sd#4eT$T%RObphxRcI9h0*wfi;`1by&SYRq
z+8j@-Ah?KVp%XWvnlI($y2{e@st2CdJf%SP3awL_8+iMZVDR4gTl1jPlG^$OJJ|+4
zMHfiiQs19B^bX~>Xft;1=7vbFQ}ScTbGb^|yjsb@xSbtT7EMh>Ft_@*?W~yO<SQ<X
z(L9H;b)b=cA9z4TsANn$K9AjBU1H~T=Ua>m;YN_lV=PN}I`Q6R(HB8hhjvn3nT;vp
z<Lv>oa)HdqavVV+flT9ZdB>0z{sRBz>|lP6K~sRREvcVy_0~=8u`USw%H-FU8~%cd
zAX3r)n3sx6|KPNp>Msb#GVzC|>}xEBGW1T8+|A@;dsAj#Um^=Pk<=0pp~~C3f%0rw
zQYiIOILk1We$6XNh0eq&x{==J9X^2q6Sz3bl})4x#0%@C&8DKqGfDF6F}%xqhh9Xs
zOQhd9Y=TJ<A?2uZb7H|&!5?_SyiM&mtp1=!mU8*1kV2Yshw6uN>?^80OmWW=lKPfE
zR+1`K@9$ZreEN!^jj<pgqE<i}E25ba-1L2R?-H}=^B~7-`F83H@q@w>c@@qA+4ms4
zu6|eF-+~LBi{vJLLQlgiM1b};E*$Q$C9xTuusGRAV>_ceuJ4Lpm@F^6BHm+O=N0>g
zz2ny)ePKm&@K~9&IPp{Ij?AT?Da%78YX{YMe31(Q>s^g?WyL~E>Js85cNcpWm*FX5
z?1F1vlO_kT$7pIac8FY!t$eZoa~e(P7zxg!pOT%w5cax7GhrA|?j#`{?<7sbpznOR
zUT$aebl&zB$}vyr)u)&4nurCwILHYcd9ho#3A_-p+z&CjKXU#~s8MIee|wCd&rezE
zNg`uGSDmnDd)yMc&sCDNVJBiCqW&F&*O{{<`2aYQ_^5T-0@bPh;&$0ExDwY!!#Wjf
z1X*SPy!4UL{!XdpbK)J6b8H-1B3LPI2n9n0rBAAA7@5mtAMP;#;%yATHR5!YX;%Zl
zgPw@i3+d44L*wSI-pyE7QW(@;0QfgrmZA>$6@1`NU)32pK9plT@6(e8shv@-nBmBo
z_e$~aK$yI~n~aYU9W&a@*?Vp~s*Gwor)KF2s))+Hl>o$xUNq=oi1wbFIY%h78n1`f
zHw^G=^v+jKLiq_!8y20PyqP1v?0Hot(zvP^@vn7u(w&)%Z4sV|K>#Je;?q=$XWp{m
z7Y>`ZF(0+UV=(~FT+@LYl_wr+-I3$k@yU8&81`p19z9qg2yK^R8$R#bFxO;mcSyDT
zgc*Q5Ww|SN;mTsYg%mW-!a{HeGRYA__vArvr0x(u*>KUOYSR;5EhK-R@>f&JULk>-
zlWK9)Hh<rM!=aXP3`vZ~{Q@zYMGk-u%yXQml#L}y2rSKhMwQjAq!;I#=;B#ye<YiB
zGGCfFpy|a|ZOQjBClV+J<T(L{o!Hvga5>HkW(nj5FqDLH^5f+j@pG_3esg4<DrHvp
zpyQFCNdS-_&hsg+o&qGhB};it6DJJ*ez2JjYdxhcubiUPibWVFxgU%zfMT_!P~XDd
zn{gkDTsODoH`2a$z$GY<r4|{Kq1&tg4_KZc=Mbpwavj+bdC5=<TH+R@4MRM%p&Qti
z5PnR*o^-D4N(@d;&>3c~lJwDITDWzWNh^qLi9Qrj6iNRrn#%PF{35W`uW{;~R^>7N
z4wHwJVmZPHm=%}IwJK8ehtO6k%WdL@Z)wvIAEPKGPr~rMXZkx9VZm(#tGX_?$(WMR
zN4}PK%h$T~JlH15xnxq~Buv2>x~%e`K1addXvdrMT!Ytq9)#w7D`zMDBEXxkYl!y0
zrB+X%s4K*ZeA3%h@gpDh0^V}bqc$``GV(psy;o9)HJKn@gKTWeBD1vvXEAz1#reu8
z>@Orq^K+&S=Jb9F%(8wBusMZNKrHJhPxt7+#i3mji~7hHC#VNL20Z-W=<a7JSve7N
zY|u7(fYLhDo|{2Wm;rcbiLZo^zLl!n<m@;m96S=D*{bC11b@ug$*p!JLZ7^vNL!sP
zaVCR&oi_RU-fgMp=(18Bsep;VtIFu<CxPXi=U(cY94gC3=<tJm;fq~+O?INVj^Kvl
zE#$i&m?i?)RQR`mWRbih<Nu-REW_IB!Y*Ch-2%Z~in}|MVr?nX;=u|8cZZ@aR*Hq<
z(&Fwe!QI{6-6c%kZ)UD*=3o9~pJbop?EO4@t$Qs{3oDuFDN~(P%KVjVn|$XpeYFg-
zO_`(j+dd?=plPg9=YQ&7{zUv+>JvE1qR4MMUgGWM0mGU5&KW~JSrW)kme<+FmVlNJ
z6qimSrgFb@7LoAQptNN6u_aUOJB{J-hpS`qq-~Oov8wlsbF3zo-y-(RLBrLxfx(rh
zrF!}<kr#&U@F8pnSP4Ld#e#C?&qtp_K#H7gqpaN%InKnhvt8P(9rR?j*TPnQU##t@
zNG*uh^_);HZEPkq*t<bwwyu*-W9sCJdhuWT6NB(MT296n)asw%hV3@rKe209LllE1
zh4q}MU)lV;lxh((rAMGNC_4oOKB(N4Z-6hy69Y9jhZRy>cpNl^Q73Y4XIS3=+^Zv9
z8wsEt&&ulfN6$)>yXku0F3V522L_`3A$l5vvf-@&D&kr_NE-YCgC7bCf{XhBs;vn-
z_<#puwi(RQv(}SuG1{w(W4%k4suf)20MVack$;Bj9e<0~_yoI!@0gg&bk1v(i7;-x
zE5<IBBZn%hvxx7CwpmL`p<f)7Yo;dJjw=1`)J4<+fQUZ&pCuw>4~Mxw`X9B89-aJ)
z3SU`rkl8;(R`jRC#LJXfBpbRY`8v9Kb~0xwet;9Pys!t)1n@L}3!`Sre|S>wnr$KU
z&4ez%UHF7nwjui!(25W>1Ge(X$Cma&<fj%&irx~{s>llQcH*8|H}v=)6<s~3tMmwG
zk^!uo(B8>UaBW3S>4(7bw{Ist=Cvk=@$j*r%{8tS4PJqG-4|?Pdo0O_L7HBoq<Rpu
z--Yf0TeH>tO@0yt8g#NeZdK5><W=Qm2di<wX=@jc;|zEn^)ZK0kcg~(HPA;Kuh@|2
z5q31}r%nlubK@pu`R5-R)sH52cJK;2LVxt6XT+^zZ6S+1(rTB>h&jTEik|QvZ9XTz
zBg}(~_J8>N)XyxFc`Q_InX7-gwsSS&!@|=&>mDJGbUj>uh5;R4Jn2K=Beau6_Q6N6
z&O2?|=d+_sTl2x87iO8>CZWGuSCL4mCUi4+aP{&gCB!=s&8~5iriTS{dz~HJuL2!m
z-w2DLFM5m`#t~IYu8xn65|pc^ZXe)pJsVeH^sCFsmTd5oBC$92Ex1kpIj^8l3!G+O
zLNxVIWUKp}Kwn=*Y8M>}aj*%(Mf9gK;vVjdrm$<D)@SV%!qVS;T@^hXBfaru=kF8e
zJ8@ci4Dl_2Ki5jw`7#-L|HR;;SKH(`z`aP&gTLT4S`rfrG_;oW{<`|e#vQ!}5xkF~
z+WjS;)|1Q10A-U7=ao#w=(hZkzYMh^X$$d(B*6rrNzb)&Z5xCb;@@rAq-FF7NexRT
zfhbGD(^5WRJ=Q4mnZ`dUy*MdDlsuuc*fio_x;i>!j{I>cZq8MRZpJU57mmJrg6NI#
z2k%EbL$_(DxY!}xM))Nkn0@OxM<y_IH))@B`!2G4cW1pRt&jU>_q_GUV-I;KiiqBq
z?AtpddV*WM>YI>QLxphXGA>Ny`^jm-PBB+Ny5?a{9j>1O=(ytZ<1VryPErEtR#*!~
zUj3~gUoWbvtq733ezdln;fJ2nuM%13BPlrK8j=~~mdSCT*CLIJLB2ESmYMA5HA}0?
z<Kt8FNU`0*RqBrO`@d2>!TY}+>?NKI;^V6CmHO`M%*;&xz(6Ow>wht$Yiv4^qj<j^
zuX#Qqyml^Cupj?}h^4EiC)BHdq`$vo0~&sDke|7EyihITb;$@TuXt4=wLJBUy4hN!
zUtappE)P2YDIW1<5yxFZ*7SyPM`ttM?_z&J$%nUhPByI8>}B18L-ubAZn5THlkrPd
z38Pu6I*GgG*Co4Q14ndVQjDypGG585Gj6ca6Ln?s9&}X6XR|n`3N_<&79d)~Aob@J
ztK2_Skz}72%=GB$5WFSbhNo{!)Ga*_`Zx4eelW<#3*sh#air|Y8$@YaZoV067kmCq
zM|nQwe5pgty!*M8dSua%t6b5;gTG}FzTKsMzug-C2iFM&;>L?}lxY?GJi9v3i50$e
z@y&qtIPaN=%Ti8Wf`TkhE4(|$=2{FtJVFLIe71=UcNSCc=*odhR!H$AIJ-*pQ}otC
z)9;Od@!@1J-=E6R7Za9^Gp-TjFwg7XH08dNWkyoT*g@F{xHlIjWri=Tcu23F-_fAY
zv_#)n7FGh7i1<BvO<u%h(eL0kbh81#vpOSaRsv1jWhH(>MU>>;T=%Va-OQ>%^K(7R
z{iy<<yYD!4hC88eB{y|&dyK+$y(Aqeh4m4BN^}a^W+hBrI>ZO=H_a>rv^;Ww+72f@
zefo>LS)^IA^0{B-b~|V}z%*-h8?F5i>49@t>H?%un);~kkzpB*J%GLIS=aU;s4lRb
zy2N8Vuj}*1T^sF;?goi`5s<1Z_W&A<bPpR=>PfTVZ?uu>xkz9Hldb%RQB5sF^8rmv
z88=fW=+5PYXEGU`YzBG=OM|cPgcIajaaulu&u^qnf+H;F0~0zskxK&76N1QR(^Pua
zYwz%{EIi@YW6sHst$XfXelJlkfl1UP4(j}%2~ml<;K`)~QHj-Hw%@bTRFCGFywKt?
z_dD2`lN!O(7L?EG!qe5V^x>*lAPsg+jmd*x*&E?WxP&vuN3I#Jlzv@c95(O(0;MpO
zJp%=GUMVAGt4HbG$9U$y*l51hPr>B98=<{#PLXHj>7KAXfK*&lxSVwGxI<NeWc<Fu
zoWw>N%mpQ7J@wLkChH~q5wF%FV9x2Y#@A1%mi9g&IA`_po<OV;*b5u#2t4f*r`5D?
zOSMD|1@csc_iPAfc~C1eRP&mSNY1BV@m3HuLsBZMGZ#Jnv-{?qoo*!B<2Lzq*^jdP
zYTNMSL*;IZhG<LvImbx6H`k<W*DNSf#0$V`S*%U@ug260Hug=uitPK%bDydo@nr?O
zy+J?uIlttY?PT4WrHAZkE5%2t{IGLP+GuOglwKE?<u|YAfL(V9IES*|^P;ao$+sHi
zD79X|2)8uH;Tw({FFP7P9t-H@n{i0|$RDyvUQa&((5_opx;4X#yg!N5!wrVFw=Fj)
z?kU~JAjHt&0SbK|HB}jUzrN=wk`f8&5D|RvaOS<L&)0h`!s{C7Er~n;w1`shR?AZ)
z8-EDZgd-!s-rsjUoqVv7l~6?_vN?ylmF{nSQBlEBO4lsuv_u!vJxdfqB5*zFRl8}h
zyo8WQ78I598cl~8aoB4C2pjF@rdXdpF;Fvj4ZMl$tSiAuQj|3TcOdWlhCM9hssJj^
znYZxFK_^ZkTDa{}rb9u6XykwvHVR%Bn35>ir#lJS{icj^lGg-^q!2*SWsLhOmudhL
z-%DQId!7vP+|8KasD1g})>j;bOE$^lqADQdJC3jcOVWF>rAPJiC#g(*IyhzMs|jk4
zWLr{R>+cG2IOCba#Woe*VYE!j-RmRcH4PLeZ8^Y$+qUuIRqtOeA3hH+yV3xqjzb&+
zI7+05V`W{q>D-rOsLYTNcH4IG0)(~dV%y?=U~t%1UW#)(t;?pLRQe@dRv;6Mx#$Pu
z!h6m;q(Z}tTg1Q;m?&znWxDKfta(~a>z9c^wTMQuCAK~`-6<Z^ftfI;_lk*#9-CLZ
z4hG_`=amYkg_KisN}&5RmxyJ)5aaOb0Z1bqCeSj3zNHjLhbF2gOLLUYeeQ$5I6l=X
zc1U|Fxh<MyiEDao@S<KJe+%V+o=T7dUa#po%N~BaRl%*^fh(eASz8!RwGX{SKXvil
zYF}1iAHI(x_Hl_P*o3QhIYQ(7uENC5kqw22G{fpxu!5tR&2yp5=iWX*z+Z114GvDb
z2bnRtjD@2q$-d>YcXKm+eISNU5FStpTh>!w1C|yUu_C4CLEf@T3M;cL!6~yc>H7I@
z{!0We&u2dg&wFPI`)=Y6cwW=)oX!^6L&i>fYb3;>Noa~&@bWE9VlYsXA|T1?aI=VG
zo~NFyEBLtLG5-m0-TASb+8e$grGmJYM>`-vZTqvGK^MG3?yH?0Y{~>LSKmaIQh0;_
zyjP6Ky<zumGbWG$WWAd$zw3ZAbZTl!q!fiG(W1X6K@+BdculqS;d%<L4Us`Kl=9cG
zkB)Wmm14fWKW9vPWFP|}dN)&k*O|@<)_8x!j-?;p@VATpz%j;C^sK<racB>d-Eyb9
z9S*P95|S?-Xpalwg)ZjmM{rElCE2w^1v#9^T_51BA9u|DxWp7~3UAt&p_BEr8g&pm
zS<8Y}hC>?n@xXc_fDNiNxEWp@`%eW~W&T=ldab)jUnp<@a0Q}ma&t9xoA)I_V(^!{
zzVHCLe%msQK5GM@bL*<kvYa$@8W6p*q#S*2--G2Uz^uXdHs~AyeK^<@uMD792%<Pp
z>Olp-FMz%x<|H)lih|U4B6~e>2Y4XS7HqiUA-a;<A3(+<CDk>3)Mep)PWOv=KCz<`
z@(f9d95sP<$)caFhs=mG@P6x(>dx@j4afQP8Eg__ky>tM(ru(b6M!~qP+=$;uGzQI
zyW%RcaD@h*aiJ{*ROeJzwjlwx>xFn}xDC{MbN!_%wk~qvOmTp#AbB0V*)g6=Q1v`u
zAW^UapLOZ6r^UHt&pLE83B;O#a7Ddiay~;Wv44b<((Ab)14gh+*X()pKSg&*Ftz(E
zWF!KJRVMoGI%e@pbm>Rao+k#9<Zy*uMgG?}zchf1WTrZwnP<bR5WH;7uFks}^F0No
z@!Tc0RN(|z)O0^g{Yu{3JJ;Z9g}`lR(YK#_X*nDB#=bD!UpsNN+1kc_;OA}A<m|2x
zhwC~s(tovMhb^lFr+1)B*Li%eeixWfL;<m#7m{J_uGAQ$rO04A)zQX%Jk7k8OrD^a
z&A2v14MF-53UQM}I`V0t9o7k}ooMvj*d~&In?T$pUaX-_L&bx8gd<;-PCdA)iN$@I
zJE5N=q$gD`IuqfJaumQ}8LY%*-I~r)(bB|Em)`hiZLIS}7meomw-Dp4OXYix9U#1+
z2PSMjotld`yz_!Y2IUi8tTR=ePR+ac0z-TtppiybY@@q3yv89yTcT2N7)8_OyWHEN
zZTQWrHduJJyc&JPj&L^!wyguS9Gb0ALX(>Vy~D%jZzmU{+?}KIi@W?K-1S2l#q+68
zq-8ly8CFU;{LF-KWXy00r{aJqPy;+@c(J<v{4)NbiF+}2m(RT$*B;)#w<a)D)8}X4
z!?-mwW#D5l8FkyxPJU7uW*f_qbMDEe`F~4pF^J*!g^NbLqw-^h@HKU_?^mujaonpa
z!KLHq(zPz%wHW-iCt}p^;@XoE%>3;Uk{0xH<Mkp&LjMBdlY%)iG%5sVXFZy$Ic+l7
z*2t!3Hy`rUumvqLdD)LLHvAJQX}+ZLcfMDwb%P{p1=deGJ1qvkW<|-PSU{4KViWD_
z)bOFbX`m>z{;rWXy7QO!_@LlqqAC+Ja0Hdnts^0TPP;6yF>Vrd>bDDl7E_;+hrS4U
zlv7p~F~cUm6K4mB28FvMMC+&M4==qf+aYB4QdRCQ)ro_M!{f4Q?64J0t3eY@ePxj!
zQ7L>CA1ZZC)j1zm)O%b=2`Mq1!=gLTe<V8V?L%~JaKtFzv3Hd$rRZsX?<j4oTv>qs
zR!ib8HZwKnFE(9H9g{Aj$n+gG{f1bcf9wAg)x4@$>?6%K5RIbU!QaHyr`q9>5KFH-
zvHyfCX9iD<>sWqQ2z@Zooi40NQ6_Q5j@0Nww>`0fKznxX>5JbCrI!%U6PRlGV<<6M
zY<&e<t=`@Tr&4W?B?z-1__Y%8@kC+yGX0Vnb4&q1hb`_|<t6bUctg5j9c}{#i~;we
zgA8Y#uwe9i*ey~{@RNL8@rz&aNBND*8J2f{p4kS=lx2^PFk(lB009u8RGjVK`Bro<
zkvj$N-+@qhg&f)tGm(H71xGxed%A6xvMaDNt+x4P-*vNq2RS>7HLDz<W1({_$JgU^
zP#32IKrhNH{_HNPnTtKfY~w;lIx@Ny3Ey4I;U0Enws-1%YYrk-<j;!v-#C{`U%!S4
zySO-YP9O-eTj-CG+5)F#6#WgUP|Yp26bo-#`hNU;uQ0Gvp?jhG2i@Y6`C24&<)q!@
zdc*A-CKeu9i$9pi-eEah-eLH=)mj;#?#4F3Vwe8n+G6()+$qj$GDAt3DnVl{e40IU
z?c{kiE#!M9j84*coUK~q8AB0Oq3z=6cImsl+7RAxu*I`JEkt<<3}MeWl7|c0%Z0-?
z4wtSz5I-T0BKd4SK-aeP>UmikfVu9a>U-|zJ|5VZr#(WC&BscuZ!)!A@P!|+5|$g#
z<_@+dHl~G^&w&vX)KtetJ_JUpmUQl2lnDl{NGd?Qnio@ycN6d(@UVf4_%#WjAR+s0
z0nYc=XM{%S%=MYh-5Ij=Mqe(%f4)JJsdwwo8zRW?q=Ka&Bu}>rDt=<>wPCsEC6^D*
zoS1~hn)mh$ViHg|$c+kpXCjtB@|ywl$?E4<qlZU(tdLx761~qlA?0eEDYWfWB!2<M
z36atzRHkMHrBH7d+gc~NjcTzLy<ef7^nZ<;>`VP=`%t`?ER#t=zaUm?MmD^bD`UNn
z8t``MZxcIT1fzz8C}kwSho`V6G3=&<?$JG0r_kzdzyQhNl_(q)$Lz?{1tnxCzd)lY
zx>WUN+x@q_p|2_Kn)IVmsu-OC#P8S~3<RS*`$1JJ$<@eDF5Lndri2S(wc18lyX(?G
z;OnaJ_RkUG7Bi4bMxdoq806TbQy&jbI^4g8PXhH)3@g>mxYA$hq@rp0&E$B2!wsnA
zw0zfDBFTMG1A64U^J<w0yB!NaYG&k>`?J4Obs~-ndPtEmB_uVPj?k@rUZ1h+J(fiU
zq#{nTTbZ5X+|8PxO~?!hr#?A(qqNH)t#)J1H2!b&S07e5%6c8%lcfE0_^afDiMc<Q
zlImZGJqT3`NnS!{TBe)-X^MTet)F6h7j2$L5U}B|1K*n>qK-6wpXYo@sU=?ZlgoWs
zKN~E4S|08S(XOAFqvanQcbQdG1H7B1MKWO)?1d6np<2(g&(Z!D-Xr%h^cDc8fd|IM
z;{As+Y$4?~ih`ddZ~Q04bUh$6Ff>dVYlDZ?>sTGZg_gWx0S`OL^HmmDo12^K+uI>p
z`5GI`jV|}?U5D{(km(_Ef-zCLjs;|3?~^>cKvzs8xmdfFKAgY;Z>7S}xh+j~<L8>i
zvW&9?TaNS4U3ohP=a#basz~p&hCI*iPX6&ju9bupq7Ht(kyZv92%&!ZfxmQTwACsl
zFi$nq?n!QDbcjtb7Q$hA&@|=fR@HqwW0s;8lwmIf7;olmk*pzWZfi{oQZc;+tSwL@
z+<qzv7>KOx<h)IAkm|3_4=$|OuqdwtTwAh;`@*fveqN-To_6?&(JHb+0Ge;XZ)`DU
z@7#hD-Wq*NqbT`@guPBnB+zm!D8%9GFGv+EIb2zjk0rLKvSCNp^}zva^-Y(9nKSRe
z9Ojl^3BC!PCE{zI66$>1hw%vC4q5tdo(siq@%xeoofygykD5dnrj;<IU3jlv2N%VT
zRoS;&*A8<vc?-)q=pP$sJ7$Q1s~F}(8ztV%vf4JbnWo2!J`m}_<OM(pW=c0LkX*{A
z2MCovnOI%H7MK1O8`Wj=Op!8D4y7rCOiy7Dtfb?wGeX0JUua1vKz)hKi_lqRi1aW~
zhR`#RV8GH8&E+F>=u=-WVHK^|fvA<j_4eYHzJX86bjb4v9&bPcnS@&!#UCTRP-|()
z-ct|6l%Brc@n)PDCbpxXNDLvh&BM;d>)svsLVjg@6Pn*z_gpz9x^)#NwVz*U-L3+>
z9<S)!VFp)(RtKG|)pTaUKUHu-5Cg|6js|RIxOc}PAml+_(sO6*=>`K8?Tgs~ht&SQ
zC8mQuMm)-gIgmd*qC~iwhi#s8OMITbL+ATVu%uqQCwIM5yE#4BbKwg4`Y)UUbmGeA
zj&o;IBMB#iQ$}>=k@?}nk(P)OZ!4TEMe;xlVCk|9m5Pj2Dk`2$QQ?{!p78o=wtvyr
z%0Ap!2L4&o4>z!k;UA_(8voF*YdVV9=vdjxJ6{y+)}BusG<mE8;rF7EFW<+`x1B1F
zULO1!A0XG_Ar6e%Ka8j=`*-f1V7kb|U316Nv!gudBd+&z#;AR*UoO*q_IxsK!u_Vw
zT+MqGg`hQEG!wrg3Hre7+jV!x8<2;0CSq~yqH+IBLUWB}^G|c!<+bLqAk5ge8O1*?
zj(Z|0K!QB8)qs1A7=CN}2F9$7MAe?r2D4doaYxQa{&#_XVIaor=AxiLhQ_RV6!x(V
z{OTxK>_p|>1A<|lo^NA78g6Tl9YPm!>&sE9RZi1SW7KAY`?m@09^l1%VI&fL*D=95
zZBJO7)Gy4aiY-g`t;@S^Q<#kKZnvNIrc1G-WFzsBk~hQj2(iEWrxKcj5isGB4~uR+
zPE*mmiGUSS^f36V*fF>Zb%R34an>}L^f7ofXcj<l8d%50eD3~h14>7&mfB1>^w@Jh
zjA;<d4XOf#JnD6fErej4G68k(j5f~hbTe6m9Ay+5kPs=&=g*7qY=eR73D8rKVVdnx
zE!;!{(ffjgV9l-nIUqJ_7f`G>p1ku+JU`h`P@~w6i9k3-cjSlm;(ezhAvb-pzL{b>
zI#^jHWoQ!3E(Ojhw{1t?W>_|qT($^1>@l>AFHjFLqh{yUqqwY8aK*GBgsj0X0r99l
z^q?#>#O09+r>`tJutG-v2dZP9oN)fdrj*X50puyA`<&KfQ7+}Z!X+6KWHb&Z=ulOh
zdh8mtXNU^-BmE`{jeXi=C{;eCDtJ|7XQuAknZ=Kxy9GWWVS>%;A{gMN1?_oxc!Fu1
zbWI%(deVTHXP$g@bnfz&8RtT&+k{Vtudg?@i<Sgv_JlzthP-5^ps8Eqrc2J@rN8c6
zQ&rZ!I)?NjM+t!vKq@Dn(i<v2#nnA$QkzVw+7a*$(;yfn&5P`b>cGyPQ}w*VMNAcF
zG;3~ZLh2($|FzEIp7@nGJ=iBzaUS~xjxoD-of}bqJF|^WH@=lsGD7ih?J%x;EW;}C
z<yOGHR0wPq71F>8`fMI`lAj?&zlLJBBKp8xZ@ME554t(<BDr^5p*l_>8bwwVR)YUU
z^Bb+acF8B<&v)msOLZxEp{p;jlitjo_7xYrcqL@G@e~udcl-VG+m73{`=iYahsTYV
zkFw~u)j{p~Om)7iK)11sjbZiK*uH$?t;b++N#+%$oC+yFo+=n}MM>mXcV{lqj>`$g
z^JzPcyfelzcRR1>PV#EiqoUV#>+gKj^l=u`<LL~E!p*PA3~yWUCW%)Hr`?><KtHdA
z_Bw>gu@jg)jeUH+)Q#<aGJ`^*{9vnf^Ht^|9Iu1%VYa<(lu_JL$HD%R3FK42t)&xT
z9&1-+g(z&Lz;aF@F5jS;jdeqRDxK(#CkIz0$3Ud#R=Wy|iO7OtpD_Npgp<1)Q`!Bw
z6)YqBB=qaro+8ngkDqj+pPUw7w(6J4O(*v?-ai=QZEV9c1z%5wJYPpX{C)0`{{l3y
zSSoKU1mt@}_Y}|tonKYSCdY8y+jp8Q$BZhxSE|GXE_dfmbVdLcf~q@B-ZAyg`=4jv
z0<rs^971SCIx?y|vAzn?=2<0fLPPUYj!-00jb~in4fip6U`2V<%LJyN9|cp<3G#Kv
znA=Hf%*Pq@ry&NgE|aX3{yqPNF)^eRhP(TI&9Nm_ycdoR8CM(jZEKAu`owPQ*j(^Q
zA65!hv#|=kI056s-PVt=(_fg_mGaOrn-L}fzP=?MjgO7Jzpbj_-Ka`0$hO^&i&Y(T
z9x^jO2)}q{m&NpSRVUFX>R4lLb1618v)px+uq;}lx*EJlUQCcv5J}zQWO1nxB-juS
z@PPw3E47qc=`!Qh57ER#a#KSS1}f&KKK;C<SkR8bfv>lG_MQv-dSu@?ce2i4Dr+v}
zrKTq;YZfy1LSkg`&!xO=(SnF?d(_rxrrfE?1dPc3eh*7-?e!k5O>>UAsg-kJ(ei}+
zJg;lV5z|v~<gb_0he0LOY|KJ0+LoI%b?MjMh;OFq-F-|fZ#vbY?~695I^D`KxH~xf
zKDcN#f0wW}Rwk9&J8I#&ld;t&a3?B-dS!ebm>+#>*=4I4d7;yQ<Xyj!vE?J;G<Na#
zSuE`#QtTN&_(A^O&5?(!sMWtcGhC{T^nBB6)xb}PB)*C0A*SScZc)IYEdVX<tWdt~
z-O0^UtHiZ6l)K&Zq%e7KajL<xu1|de@=EyXsa+}wr{wL}8u+Mj*t)qymRcC8>e4h8
zS4w^Q7>RU}K2aMdHCd42x82)C*kWz}b8c9DorMt8*h&)L>gmAy`q=t6j^H>du^ekh
zd-&!CA;3KMajfhXV9y*J`yp_YkbrdQ%Z5=crM2MVmr?X1m!B6&(d4TYLZR&n5!&`b
zzbGiy`+Q-ys!}XM^IIo@T+E<`AISUm?6UaD7X?*ixXM2VFaA~wHl@6Wl(<)?m#i}p
znkZ-7F0bAlgaXdKg;nD2e&ZlAEiI?IN_DrgHddWaR2<C0eL_qdpD{r6sC*;InWyI7
z>)oc#5mMa`0KQN{-uh7!B0PQ_SZCS@h_S~J<9R~#Et#*RI-uzSu8~zR!~wZ)Z)H5h
zskVAZm$lX|frFi$*k&gq8{8zO(XmvF@cmZeh%s(+b))mQqmVL7u;?|9E;kw>Hi-Lk
zn+9nDzgrcWCh1tTSC8k^ByqX^pDxX}-Iy%4|EQlo_pgz@jgB_aJRNHtP1fd{i(hZ^
zR{HYCBq<%mTk!Xf_askvEVK@N{@Z6T6zxikcNt=MZi$H%Ubc*9H_V1&*~g1^#FQe4
zUhl=;j~ZCQxQ|MPVPAcp-~QB0S9Svt77_ja)n>wUILK~7NIL8@cH_kau(kLpT%xwY
zO$z!ODaeS5dS989;?8Pu!jo2wL|*+{rZDA})U(r|*IZ?3-7>P|&sR$BS!xbDF3uiX
zX1*w)xa??|K&B*8d?1C1vFNKo-rqR7;|PasqvWC@fS>U+I(Xpo^yXC#y|0xWN>B{c
z8UurcdvkfOnBeIs^BZnDORVg~lt5ZWEwNXnCVu0ovV@o?rlDn&L&LuzWrB!B=QsbE
zm0KVRl<5*Qf+X7eA{!*DKB)f0L4EqTv>V~_tT8I)h_A#X+UGM)t#|Vq4ej3;CN&Hc
z7N!Kc?Uo~J;0{6om+y;iy?ksLPfns`Es}UMq0cV{l4UfCv}QvH<}Z%uB)mV=){PAn
zNhn#)=M=B((?2*fVT$_1=CF%Wg$5YN-maSQ;AmO?W&ZNIz2JqzeMIJyOHW6xNM?Vz
zI_33<Y;Ly{o0i_5#m9_*aTXA?`1AdI?A}~wjjb}g(v4pBQ~r>i7Ly~*&EW9*5fZ}g
zMk`TVs;KU61dTNB1xMQjRkY?1=Q1$^*m#4=E8iHWew726L<A>3pLBMOqt_`7&XI^N
zQ5)fNECnB~4IITDvbz#QtoO!$JXz{{fNWd;xS&o#=ON+`3K;f{iFvUQ&mgVzlNT0t
zt>4&n0bA^65n>C@PY@fUENuN{u6mrQ=Bh^DIv&3GS4vKlR=+rvM4o><y2Bm5(#SL{
zvcqDm?8=+iVaO<h$B(f%kl+U$sbX(2VS~!3l3(2=m#B~T8T?$bSR|)N|EDQa_g+$M
z`!G8_#`|0E3{)b~8`AvBs`d(!WCXKu^w@qPS5p1b-Y~z62tq<SE+5|@!x4N23GR_;
z!&5B-GY{QJC1mq&z@@A`fI{rtJidQi{$`e)%U6M;O$FIVx@6%6`xPxEkb!&QzG*~R
zM7rhZ=n3Pu8#uIJ5?kZ&Ene#iG<sCWBPlI$p;pudLyMI?CK`JjK21LyzJwClI(cOp
ztlcJ4!!%DM^qbaGh5sx>Kbim2Uq6r?Oyr`)vuQFCn!?R$@6@%|D9b*uR@lt2yY7!8
z5dJ{k-QC@v%EybL6z%e9|M?S>S)Uezo;b1x9TO9Tcr%(QJ!X!_*y$61W@~HPay_X!
z{0jH{mEL&dkWIwyt6VdA6TJ+ajfWs(<5EjNFlZUu*H%}lC4FwYcSlld%lsa%*@%4i
zcXxXYj`sH>F1Gp@L{kEO!8GZ0r#IX`u|1-)YkuSv5HMLaR$VtvWAME>BHDHB{n471
z%49aw=n7Gdp6FD6y5?&%2wJ++nkdh|?EWAxFTeY8voxqK#JSU7h=zW!9`@0}A=Ga?
ze}6iFx9+&HtJwIncgoju6f-0m7t3rVGK<Tvo}7&+u|4%XAS-NY%PY;F0%*?chMzT1
z9-G)%$gy#-$LB_f=lF+Q;hYVuayz{B${Q)A=ZwJche35_^Wf2o{GRh#VzcvXPZ9g3
z@G>8>bD(A;-{lp@#N32}VOuU++0|P@VYsiq^C%hMNg34{QLW;smzVadpsdskMp6uZ
z$8bkXPO<qu=2mh?(5>Mm57|#!!`NalyA`KQ(ms!iS}m|N1)b=LU9+rY&su}2>SxhJ
zefnj_E+2x6_x?=-J?!?E!Ou23!9{s}4g=M<6Q$6&{0c!56OiW3RN?1Fd|l-5Sg!1o
zmLtyqP0Gt58`mMc@n1A1KWu+AvB<VRruUP9HeH@C2b2n(^r=l}X@xB(YI(ng;=Ggm
z@FmM)yS}=&_MZ7Ls1cti)1z}u(Ml8_C}G`&YB^HT8KwH|X~C_fy_o=*mylgP$hH{e
z`^vmcqYgTf#ba3&b9|PSTAWwq{WfAK0?#xpi*(qSYkrO#E$!uopU#zsH#Qkx3P5kJ
zt9sq;VO$bz&5;Ds(!KIHG)lf(4QoWa{L2JEb)Qx)^@DM2Y@D8)5FSHCiVkE}jdfEX
zQz$9@(k|jePK8XKWv#6m<f*ZY9m@)VxT{Hv{-W7{m+y8nJ02B1Zd@P!syy6X;wKx$
z?0xPfFEWRd(B?}i)%MSN%W16fG~Mn)dLP4#313Asv-V(xAKT~ieEop}{SM_V`Hczj
zV=iN1&ghflbOjh|YJ)-h<9la`^2G<hYeTXhxP^cBkF2uGf-_OdBxg>N+r(0aZzl{N
zG-pl^t-}~59^P>mSuS!8xZa7>6TS#)XjpCMCuTbUaUSg6I&u~gJmhPc*wS}&b1i<6
zC?;9<{J4{6?W`GBiBKlNX`O;YF}0z<4?dTHqKZlg-ABS?M!2Q=<qecXy`9ZU4=F}b
z5pjU%*iKAJOLJ8_ABqfd+ejOFiL&NRg0<i*cF&;=@^;)j$_(OH7Q0UeWM0p|dnMtp
zB<<Tc#YI1Jo&yFqhcxYCEDslgWSy|R?_i2v+dlg0jU(`P*{iZHSnbw6-wUFD>z__;
z={EEivBkonvv09SybmMs0W3hL!oQwn>5oAoduMxHuo;H)Oh>}A(r7t<6}PP|;>38-
z#I1y7(kQK;7Y1lMXXAMdEny4i;7*r_VCRy&Y<ZS&(x}9$hRWaRr<Icv$p11=*Uhpy
zrG>~|y3%HL!W(&lK8^ei;Ky+qQ1mP#I?BxWmkbxd%AI8FGSi2kEp9Bn9P8+k&GWG;
zv}@c_SeS$##r|QFW(PW1A6}~Xc-kJQ4|~tx1+kAI`PNXh_wObDd3w869cT4W8p~sA
zvNd)&*tDPXkt{t`n+#(+VS_@Es$_V6gmuRGHo<BJtR96EqSVlZQUHrT3DOOx&_GKZ
zW(Cs}mLl=j1JZx^OSWj22`aRot~O97&PqHa3KkR=h9)X*ku$l`CC_c%Le;L}T1@+3
zd+G*%mevP2;^Z8RTAEzx6+k?!uDHMMP|hj+N3)HkY|Z)y&LKsutdq6iQL>;=O7T)h
zuyT0PqD;vtkra%onmLqTHa1#TLnoHKNX}S4<<a1KDfS%JedbuKd17{CBC*z)Mc07>
zrC6Fu_hy5^bWs|1nF_CPSoLK8x87k3^W@y}=3UBi@-nM)hjnX+>bxrrH9W|+djnZw
zcnX)X<=0otJ~t17iW7u?&v8-D?_uiKQMhn%|4|n2*pbQiBQG)VFP-mPLZ8&4)xxK;
z0j?sqfJmBM9$8$@Ru;Bk@xR)hMoi7DjY)869-l|aU?u!qJ2jG5k_&iBMuhKt!j>dC
zGRGbqf+;G&&75_T$O52A?=-KQutxGr4$gRD@f)+K39DuCOO};494?kIW{Ixb0)Iae
z6S^T7v^iX_J)@JjmFkX|(mb#D0OzOF#&3Lc=A9hcIpzl|u~8>~&TX$|8*9=;sUDr$
zbj!@7>D=mIh!VLX#>3K{^*eMeeFCgwjyZgi>a!hod-}o`ekSlpskuwobl@E$Jm(q1
zZJxR1#iu2-zg{l7X1{Rn`{ZQLB^!=gWS-pbB+>MSV1?3k`0i@Hqa6cCxwre&T(2PY
zT8neS8<;P7NeQ0Jf;w=5WA~;^xp?6Tf$=(m_478nwGC2Lv6eK}Y(3E+DnIj#s@UrW
zNZ{yPCg{s=cbXJEy70Nb$jAm>-y`<1^DeLB7>_Updgrv*b>d&sK1b<mKaauwJbyL_
zgTtbJ30BEA=at1^*zxW)hQam1ih|xL@2BB(Ylfi*JI9;`%4|MfDUE^PwHI?&pM;;<
zUqW$&Xv<P0L?Z;Mx_<?xA5j1g7WfL3Xs~YhXwMvyE{CKujAMBCc`X^YJFXUqLRR1R
zUM3*c@`)rF$7uWmwLGvAQO{*$Eu9b__iqP~f=R@tV^8jHQ3M2yT2gTHgJZ`x-cgb&
zUqz9nI>8UM99YAvY_4Zn!&jpd<z+>?)Ozk&dC`o7GicwklMiXl49RNswxz*KBZuB&
zi^=Du*7uEHO{k}+)w>(CCx&nJ^uh>sqwD*6dGOI`j{qURU33#^;7Y&W)w*<8XZ=r9
zzh^WTdC{vz!L&cdp(MLVKKuy&EdYux=j}+I1eFi&TN*>Ya{MP1`B}u=`Vg63i>dcX
z9KT8n6uA?vbO_Vb`2Jb1#^3j#T~b^V7bYWl(P(ozBt5t8>;RY(<%&Mxnsa)8l|_K(
zLUm|nJ;^k-e^;F|k$BL08Ncq<N=_Lge?dVM2}Rx<$UNM6zuN3N!=>xo>h_M7PoQk<
z`HKD6v&^cEfiSD?{fbm=;!MTSgvv>E*-@L!VkK6;1T>((*~U-+14AJ@3>PK9D3tuJ
zS%9sLqQ^I1szBxV0P~2<JA3^eC7thhjWVX>q<w!jTZ{JRXu;73*IRbA=JTcO>qRPv
zE2a(lIgwXWm-7b);*1Y-vYT5m<J&{~lpdsZ?xi99GnF&7C`#d0WB8@Na#KI#{X_B!
z$p7ah_RFM%j-D+K_1T{d4pQ6ONdz#(U05DPvKJ{Bi$_0D`jD3u9|vpgyt8C$(o^NV
z(O^!C>CS;3Ais^V_La)#eJ8riS+3;3f8)Gw$EBDT)3%{t3ctbKkdy?h%q7i<9e+%n
zyy82Y?K84Sj<^p4b*X4OGYv*xLt*R-0AO)=PxLhOH|Z=Czl<8w>(DgVxTH`PkGkEn
z`Jb1+ld+;`n9B4E{f4)j;P-02aSm}Tm!Fs)_4+a`e!=l;g8N*b=Ym>dZT{irap971
zxY7DQ7`Ty0L`U=1(UQ@Lk^?d_qqVdXOI=SQ_3tod_3kk0pf?c9GTGIEjW5B&pgCIU
zX6z^4zHy7kMxAC<mH)l*ZHhI@gVS=*{r&v`f;Pneu_}xMUP$0aCU$`3Xi8DS_Lp1W
zVvTh$9M+K4(n9%kch*;73Wdltk@H&$Ea%tNk#e`)(-Xa$D>D>tfju6vva)szr|?fS
zdz=Nd)I>$ktRPK<_g7U_fy{@@`JQ1<XTw&E@f+Fl;S|h=F;wDV@K;@3U5L<dJS)U|
zXZV5V*{WnO?pe!~2Gq}CxgjVB35~Bk{aMP`*cguV+32GQ=!T0u9pU&1PcOkUVr#jt
zU$=lFeEc(-k;5FNrp$6DBQu)Av}ap<4`h_w(p+7)k>nAN>@6R^D4*?a-rP(S{F>{U
zFbL72@d&{g8=&+;u_!1l4Q?%c1m&fdvVn+PGs_l;H9uWeIL$E)d+vD+KRD9TpD~*)
z?n%qD3UoDmG)%bUAf~Ofc4t0pT1Y|1PaTqW8t>KlURr*im7a^;qm5b81PRJGqFIM2
zcRKRUjkb*wdnIB{OCcTS9p1#4Z$@&iXNr6?W9yxTQGc^ykgaSXEw;DH-Gk{Z(*V)Q
zwCJ4KiHEz+tNP!*J>CuJkxX-9Z$xH@W!@Z%vl|~$v_5M&{HoKYAm7#vsALk`PK~Un
zP32hp^7G3>tn<W`0^%t=5RoheAGQl>7(l*%%Z>$X5|OtAN6hegy(=z|wG6$L(=sYF
z@GzVvSauQp_hxDAAH9ti-fDY14*Ia<TY<q@x#@FZL8`%q+pM^YsFv8FO=FV=O5>1|
zWPXC1P`;fOW~AT}-kf;Ocojz8dcrGQ7Eu46<_5le{wQpmnk9zJ=V8p1lZ#KNIiw*6
z3GK%Ud{I%@Jhhp(O3^x2!Gwl4GTq>qy+j)Qh?BiZ{Ms6E7zT_VNcq0|*NlggMOhfm
z;g0RSD*VZ|S>-xUn~lCyZccxAHQEv|#+H~{(nPAN$-Gs(VWf9iC9EO&wxd6KLgeZr
zk9Y0IHS`JgXL>m6fGH)+_%{ZAYB`kq%a6(%MedsF_^gH^_&l3u@09_T1DdG}8ZHgo
zIf;71P$3jHYc;-pOIZznM8B-8e)41ZoBkJ2$<`!{OO`ya!FP#Yt&&{x;x+{xm;UTG
zdAmO&&{B8KS6w(e@%8%@$77e$)^=IgZ9$xN|EOHVywZ2Bf$coi?o2g&tiq)uX0+@8
zWte)3_}IU$&!DK}W*Y~{hbdX8KX`3CL{o1P=M@>Qv`N^>qFc+sX!jJt`8d=h%w@bK
zypVFVPXpu#?{yW)3@hjfX#YPRJdo%CP1cGu1d||n<cx@mh1Be+_N{^+Mb1^5t?@-?
z^Aip9BoY`Ez-T!6Z*Fm2G`fTIukTGL+ND&?9uJxlEFJ`IkBcrydB*w(yCrP+@{{LI
zk58!W5GiFGzZh<FEqxa=On9Q0ib^&7^;__f`n*XV-s;L7z&_JOhzD6HdZV(__#ExV
zf8u7vWmt)4ldL_HI1olPk3t$?MZOH~hCEG~fqhxf`Qiw4XncOwJhPi$*7o%t%4%3J
z?EDHX_;QGK`gO-q00XET=gb4rXr24=pU4sX<A07(YGnnBgDq+7=;TUbN^Wudw&&vq
zrJUcRU7vMxL3W6>b4xx2{gv+9Dz0AysVKbBSRL);SX=I1V3HhHwJ@vIct}$4SJ}EW
z7B5PWu4Q-(XYEr!5*O!Tar74J{{{INHs-Fd6*|VXb$Ga!!i(}MqA1DQJz7M*m7weY
zF-FTWBsYLHph8RAjnmR0s>{|-(u8>{MU{2d0xd^gWlOB(k%LIBd*0NW_0eM%z+tG`
zXNy&ymDA*3axDS={9P09pr~DfQzBqTD+~U8s$Se<G2`fEidVGbR)QmS5(L{gM%5ua
zR<4-qS9-r{<r1JZB|GLuR}Q&COQJvFdpFZ+UDsfMo6M`6XmM`Ja;=N8Y|tc~bkRo>
zb3Wr0tFuG)I#?~SmCT1P*#5)H3;Hi}2Y8sH)LL1cB=nU``@!|ZO=O{eJhnIzMosGI
z!qd5Y=3ugA)k+%=*jl1FW8iG2Op!=sdbRQSFtyPPEWtGxHwnf)vgcbsB&YKC4uqp=
z&24JJTe>ja?I)D{a--6tu`7Qxj>NZL3;bs*OCQlB(h0X(6w^zk72<985_>C+#Uf60
zeN=|M$UrFxjGeQj1byG2JW+Fc3>P-Zt@_yV@u3@4^YRZ%zykR!>dJ%N2kp|1<G)tt
zi{rGAl%HQskiKAn9W{nfRfUa%E92;-DD#_X9LBT%q^gehH(9dqDS^pfQGe&}IHwgC
zbRKc-icHSn{IGELb>zkp91G-ruFbR<V9t)EHqTB?M3%J#!9<OshaJuB<@YGLQ-%QB
zLGE>*h;`>c+UBI*FyhE3f@4Z<)2w_^rTed4P=g2-#TkeP8<o7jR}@Ei{S0;f^w^cn
zqKw+Em)k-X>R#2*MN>FR%=N7d$XZY;Vpv9fh2M8#v`z7DxOk&%rvI%ui-4Sg=xc9D
zexjg=v0gAQuB8a&aThY@ua2-kR%7QWWa6lpf@EecSqzKsQ2Kw*ZKkq#?R#*b)Hi!}
zeP$ZZnMwHncKrys^4c#=kxGWdSolL`{Bl4S-a4thFn1mEmA|;fr+Zm@XBQ39lbK&U
z=t>TDqXv?-Hrnn8-qD*^JveD;>PqAjZjWy_X;yMQ(1TAjX8jmh%L;pn_6@EjsAHeF
zAFNBB%t7+HWbP|_1ofv{1J$Qm|IE08hTV=tSfkU2`W2?Zutxi?MP0x1)73u5R1d=k
z$}#@ri2_`6Dfu~mbHsco<%(EA)sYgZT91<Fmz@s)&W9Ek@}_Mv)2A6Vg%P-2?daw*
zaV&boCe{*e{l-e2pcWRGpuUm#KZU?=^Owm(29Eou{=7j71J;txZ$A8#nC_kN??wOh
zS@Qe2%F|dg_wK$?zIXQ9&dG<*l{iX$*UVEt9Q4Y}GpfU&&o@v<#Jz`?qss)38?C&g
z@IA^B&jo42Z%n#=2*JNk5N8CmqHPY>eG_m<pBUmpd@+eyQc|1_^ZeOXAd9x(y@+5e
zd9mN&w}F0)#2*#(#rSsJi1Qdx=c=;g^h3odZv$*DRmdHMbVH-`sgL^IuWO1>$$ql)
zE{+n1e^2|R_a!)%&>0@OWZ-cW=DhgzOH?5j>HYi&VZCbcg%gM?eqa{|ty(8vKG#f~
zsxx16Xj?>=x$h{0RAe$difre8-BL{42<)(y<8!Fr_Ei*JU{Ka1>i(zFV0IB<?y=g1
zY8Fw(=UEda5H9gphG|Tyd$Y(N<1mmS)oRVuDEr@H$=_;!FlOLWOEMDy&xWwE@^4?G
zjIw)cY62cM_x_|97mrp+^U6;*uxkajLur@3<7fM!QlU4RL=#u*8@%ZDyF=()+5;bs
zCbb!2|0S~P#~hr+{E$Y~f2I@K66+8~WltpjdB!BVxaxJ}V+8`EuRn9RxL(1=-SkZ5
zPS!>_I0`#1>)TgYx{c_j4Y8hSq5uBD<K!nx{zHZMUOW(t10ph?Wso~OSan4!Bph0)
zhg|tr6gxWlV@4?qTVr+U-Zr_ozxQ`z+ovt>%hj|!Z@I_9A@t{O5>?zvIgGq08h*`P
zFFP=v4+Fn<L?2P~JTN=rKEO)Mi_k@=-jPaazgtN-7!NYPWmr3MeaH`Mg0yY0FmkW<
z`?QXzzL<bbe-6{&9!v*W<B9$e+m=7fmoRuw@_Qk+CiiylPH6vE;{i(^r}p6o?<;C*
z&1d4o*i5;76Ri5N{G64>)&?R8<XVfJ(tn)zn2on4W(EF|Uaui67~h%iY>F-#>QGgO
zYw*?!_L2vk`?0ZkKjitbR%=LW?7F;XcOBc?o?dqocA-4j7#-bP9x#9G<3@Bv`+AV$
zpO&*AJP(i8fMCr|F%~wVlBp7V&h#QnKZ)~g5feTu<1#`{x*o$~)82mksvkajrzP`m
zcHr!Jxd$^Btd^>cx05G%SP;%wP4i&X%zS9t@?O$)=WxR?+IzmhSU^BQj=wk3W81l#
zjabh<`;^QlvIp=su4ASjFo21Ylt^j@_NVr*t~BG*zM4~Xql(b@F*3fvl@I;I{}<QG
z&5bqS78^LI$~)DKU9CRil--0GA9-0hH%Myu8PQO`XHgg06ua9LiC$?PUD`a|u`{y8
zZu_fqe~fB&z5>;2owtpGERc!lyW^$15L{X(Hp+GI!|25BrU~9#4@8bULI>o3@XWs1
zd8PcHCOaN2f*0dBCm&zc2LELS^3%=X3>G|fBkV&zuF2kTO7O2=_{{M%7)ix=?oV*I
z7)8}?oSKi)vN-|<Cga>I(e~aRzwD2Y)0IRZ0TB_=e>ShK(NWxb`xOu$HeuVtF7Wzj
zF7{zGL(+%G{aA1J>SU?Dn&o|lc%M1KbizkXb#<KHDDvQ@Cb8ufFCr>&b~0=(<F?^>
zJ9v#F#!r3uv3#jr(fTjqmXM+uJfC58T~hn8rWQnMIUqMVi**2~K1C=S!3$3B&6#aS
z5lzo?K@)!aM?B4Itumb>XN#}Gdd{LYu)SSQ*F$SpTT|FW3%Rr@azwbQ((z3|Qcl31
zG7aY8Vp%k0BIFbAh!H&J%8FF}>W2^>c$nf;BU*!rI9r)TlIhip!GEJLuIco)P;4&^
z;9u)g3Q2Qybj9G}11Q$_R!=?mY$(8Y(jaE8{zC8IH1z>Gg;zDh=Tj*mb$hhb*8&ae
zgAac@8th^#4me+xmY@)x9V9S3W}(J|H|T8HR)j{kAPHfed%@&L9!!z14?D>tEO}ud
zsoxE^PN%+qjmBwfk5xZIesP!$7JUuGf$Qga=LKf*geW?#ZyeDKKze9EwLPIo)aE~%
zHXvRh!{Kqv`=`vCNUneXeLXTFWIO-B5fA5ziexN%tE8>wez1ZD`m^q$yln+S=V$hg
z^iuf`I$whMKYoEU!h~AV)W(~0or&BsV{nHBy?V6godpnb$qc$~qJvXL76SC)m5zsw
zbT~YvG=9Tj_g4Ab`BzT;`z$$0ahO`qQES=^U-&Z>AhY5WL8z6gK>B~W*0Qi>@9Ri~
z@S8`DaGeR^ny{vKkKrqo!(qa}j46bp2N+1qo-uKAt{!Q_o~i3^H%RS86hUKG?pjOK
z55_(4dcZ3beL2BqY+@b}ytTA>@^Vp;;z4Ep5@D_n*mn34VA9ZkSizBmv1*%yv$_HP
zl?6hIej5-l!>z=57E@L9H7$CyuOz+lyec`zBTEo&*$@#aCR$xRe<MT?z=uW4IJA-#
zQ#Z`NBMl0s*{ZOvaoE~{!%rN}BEv_l3`A=xyR+(&UY8pTW9>ezZE2TET|P+-=Pai9
zG(sA85SEnd>g_!JfvY_P{7UycuXwk09kmcduo&z!=lYq$z}k4`N$%OU$?m_WbLWI?
zVUNLmh}7Uih<nB^TnL1l>BQm$^T&O32R~PYkVb3O#X0@_K2Rp?vcg&Fgc)S+K_U4{
zuZ1=@2KEg;FrG9$GSPwCZissh@k^eg{l1^1*!FL7@#{QZ@|Bg-+>b>i!maiXPK<->
zHjd1ERQ&C&sN7ck*SHhuewUd_Yi^yN={wS+Ul#aiFNIfwlXEc`GSf1eZyhD<%g<iV
zB%yVv?el3?57JsrN09-0UyKr&#B(ZMT@gp^sBtSJ47mt?saJ8Jnof4PRGe0)FXYKo
z-Qb*_-o{>QeieImM0<LD*WDN`pC|?ZZX{bE@f;LmRh&K{70Va!qk6c!C=bf2!@?rx
z0~jgxZk1$8D%tMaK?DCd<^zuDMo-9>OoF{1U7h;U*VdGbWKrrU8-gdM{5x-giQrw1
z05w?e(0qUZ#hyP!K2xSl6-`WrH~!c;_7NHGL*I7MLB#?4Esalzi_a<;z9?}TH1iYI
z2c(~u*P`%QfmryudShaSnRD^6FeZzM^~f{Ffak(DMx@k9pSQYP2Gzn|_bJQcv1P@n
zL07E?Z;v}sJ7R8iV-(-XP<YiYJigge>19uR>mESDhf9}wC=@2jzcqo+ficNpQ^Cg^
zi*f%{UkK&5L|SR8yHz81<s)Lq{TehgfP&MBjbxV~WYdQtd~fLg-MC7XXZ4GC$6i1w
z<@L({141}Fu;Df{x^b;errS5c7V6tJqw{#zbBA~3$dHd1{^ZlOq7b3_#RB3jh!gV(
z;nCXs!M4&@oc!vO{+%dg<cQOQ-uytE;oZSjkVjcwm;0H#{Yqbg;a#WnJ>}Z8K`+WB
zrSW&;HKwr((5)!!jaLlW%gNq7DwUCg0h+eE!BE#xw!6&&&1=$gdgc6e*y)46-9w6}
z<TN!XdSoD=Skm5J*2kb=l6p?Mqm~<H`G1WTMQ6DWkNpm*`wTDT5}n+lOn|fNyQg<E
z$NqMqh_1iSY3$z#&9$e;4L#pl+%^Rx>SGS%ev|(mxdH|NkyRD@OFphY9fO$HV=E@0
zxLWZp1b}qJNldYKik>}_$R4RFB!#^FXO$!r8_hz;Vb?MLK<0xadg(gz_+aH;KE~!%
zM9n%iF-XKkK?}taUu5m~6PT_WoH-EIT(PBS%O-B*n=pjD{IayKFI9}Biz{Uy3W<oL
z(=}25O6SnAR(4EyU7yeyxA$;(c4=nHhNuAl$aT*Z|BJG>3Wy`vx<(T`$Pioyhv3d2
z!QI^@xCFNe?iM^a1a}SY?(S}3Ah^5RKj-`Iy)XCW{7>`H)4i*!cGd2xz4lr&T|wWc
z9C>`NNK}iaq&#*Eezps2w!XOVOul_clk0S7t~|O_<3D1@mfS0<_Wu5vAH*WI-o4}z
z^!5f2+DoAjW;9|?J`D2N-Mzp=npP<|DL)(AUDnhM#RA;DKY7P=HnW`)xk9eEB>S_B
zYGadViYR=C$R8BlLmu142R?4u2=<k}VJWYT%ZD=!<Z0or?<)>&-*<_RM0?5Ku|v4B
zdwe#YrQbX|7H<`?r1CcVC5Aa%-q?WS*(gEB#R+jd;E!0!)R#ZP_RBmRGrz)@MlP}~
zVP~~2JNgU+@$9uu_oGyMfLUwZh+p1|nC30juQ@Ptf`pp@h~=Yf@{9|kqtEwyE>SgX
z{o$EYHHl;$wFnHP`|pL&FjxSK_qlm7;h4zGmb3#@S3<sdt}H^}JIT@qJzl6!LP|sR
zt5dt$q~#nuZuF~)1$i-}GG{9eVpWnvKs5#%tVwoUipiqO!zB1`t6l!VYj^SC^S&Di
zP@PoKhIQ3^0JaEp-=e0_2Jx>U!;P0qDdJX+lrPkNdZXl1ujPX)KTs9|owHz?#z*;B
z0I-qLq5_086HDP=UX`kR;=tKpA06PCv&}EFzfxedS_Yk<8;wd4!BNX4G7Xrwo0_wo
zd+z&cRVe-1?z`Xr)U=as?)2O1j*h8iiPl0n!1o~LW64}_&lv0L>#1a&Q-aS?BhL4a
z``H}X3I455WNlAILZZULA2vLXnQS-OTLwJs{<h+LQOYs{m6@5Du?BdF51|Xae9p}s
z#R~F!I{X4PMU$RwEu1M$)jL}#m$oU4`AeJhLMv80&vzBEXH}PX#qH)mg(e-+8-lVB
z_=+Upd1C}a60S&1P0h;j{ESuOy_|}iDl>CpavP3&_3gSqO4LM=I{vDR)%&(1bn1u{
zIT*w8b6o+Hs$&I_D?YP#=o>PrS59Os?~7nd;3*Wz>s9hZw*b<lVP$6*|55owN5$Jx
z=(x#yS<%9?nwD!vbgTBX_Qbb2UDI}SRX8|KA+MO$isn3Oy*WKTz+YQ}bwVYU7gM38
zU`)wofh#GaDaZw+x85YPsRSS(H71b7eI-a<Pas}j*4%al`^m9Ynw4b#v!P@++10Wh
zu2Sz7S(k^hq9HZLvwjg?5~EpjK)35N`;fRK5cFpm-yn7<zpmjfT)}Kc+0tNsm{~%4
zyi8cto;sAJ<&OcLRJQo|?<~j7&J+Wxu>8?Md1q$@MD){E3EWeBAgAI6)j5}vp`8`_
zqXz!ltB)OULm(`*s&~t-_*JjNmO82;I79ZvuG~6Ea_72XNWW5`ayL%skkJGeY^-QZ
zz4Dh|uyfWCjW^tK@y)&BkrGEK+0DTK#5$*eUiNq_0@6ZHmiRvAcZzM&dHTr#(e5#N
zrUZ@fIudfZyqW3p^RYDqRFYy?M%N{I47VQYDLiWQ7uN3aJX31C*RfeQA~hifmUw|1
zwh{bmOE&LEV+d3WC>+qwl4SExc$NGhAqKZ57pFaZ<jC8Q_}ICBKkDnBk#l#MhFuXo
zF8VKVbI}~u1*5K%D}Am@B&?U7$LisS1}YlbW}m`O_-9>mnihOHU+)r7nslw{FPq_V
zxg4g|_BWzNpj>wbcToLW{$Thvuf!F?dzo4%mflie$2dlUW+*ixRs+l%v%t6|d;aOO
z_<awWY_{^m95)j9Ie6Etey#7g7^ALCYRo4Pn*B8AwHjuz?qy-#y^J(fB)4dYcrihH
z9N>Ez@~b7@*c=TYVgda>UvspSudwycVX7^fgD{d|?etVQ>ZT8SRye?AzmPc=ioH5z
zXnM6SU*^GF^+PCJ?G)W<rh+5)A7X~70_g0e+bz$|lHRx;g>Ks%yb7577R~#|0Rc_X
zaO9OVKcSjP14+okHrYLk;{KK8=M?=KUMA2!!6YF{ZJ0)wW2Uemu?(WjKnqm2{q-#-
z$#QNUgxok!TJk7Si4M5qG=2TI^+mp$l)Qh9ScSop^$Y1J4!D{NFZVd3e0-m&4ABDS
z?{4*NZX=q-H_`EoNob6qINDa!=beWd{8<T!cV>N5S~Zh<`A?yD1)6vT;J1&f3Kwz3
z?;}bDLflys)zRu5Vg9;h$+PdaX8w)#M_>qK0b7e?k6X!?JdVX)zq79F1(R_FZ>f5@
z$Q)J*YdIAq4%*UAAUIlWzAk?Uo6|Dm>V5eu$^~uZ`MDoun+ym_SRL>S&MoX8a|l_8
zXrvg*fUI5t54Ib_*&?o+g0v`^XmE2I!#M{>`pM*(Es{E@>)lIest*0+%xrSS<#fE`
zem#HSPAw+1?j^AmekwQ$bA5F_`Z{>d6UcL_yn*x;$%h)zK%5Gjy)$0BoAi_+&1SYL
z*&e}>(B;!}<$%eSm0O%QP-76GB_2c@6fR!GMfaF2|9s~J67GNY=35R&e&E0mWU$;x
z>``YF!@b>DlkvPxZ9j&&C7|pQZAEnz%0;Dp9HO*(MDMMOOEUx<&uA@ARkw-OJnD1)
zi@me+eElc%$Oz>crttkPWBH*VdlzrmJsEFoN8b?7h3d#ekxm|!@Q!;C2<Z78ROM(o
zgm>X=w!~(rCDzU-hzc)(GyYIe9-3^J6;hRc^Y4AX5m7gcGFRJ$7LL2|c6V{>p4`=9
ze3U*Huszkcl=NzAoWo$Whg-K&tZHeI(%oOZH34({L#Y2Z5Z!6}fXBVX*^<NoH41<{
z%eRBw2feKJx^(Ij$kj%&J(xRl;T*S7QO3O4*P|Qj+hA+)vAA-r`rH)>SJCd;>9HP7
zkiu`uv|{BEi5n2Rn`nr4lJZN{Ur%bt+2Y=286gpXhWMp&?HSwVhd@uXSpMcN#Ze?l
zyL8_BMr)AOH7$7bu6?1Y`f(biACft_C?dg=qRh;eqO5|3ML=Yypq_N-p>T;cV8Hn(
zT~$)F&+%xIwq_Arv}G-caaP|D5F$Rvyh!ZuY0a`|4<z`VxldYIXlN`XGX|L{vb89Z
zt9jpp+D=(<;(D|?fDoM@zPff^MW=msEKTr2?d*Fu);B#mCp&XA`3Lr$Yu-`eOeIUY
zc*Y<;S9e)Q<^4GV``>1~!yex8_xh4*+FtQ)1k-#ai+|dr=LfFnQ>D%R+Bp7|Fhr~A
zwf$|r(4hUoj%L}qniGq&t>$@HPR?13O7zXL7Uqpm|NasC@uoF)IHnT;2JY6)qUu@S
zBMcW|)>QENWsogJcmh1;83UDI`{BetG}RpTllrZ9|G_;Y^JLODMu~awNl!-gqaQn%
zHa=G@Svf3|n9th_9YgNb*n#%x54y<}Mv_YCHr6_ioi<BXjSB(z`t|EKxv}>>W{PBZ
z$Fc0;Z|HXFUW_kMcRV7?B++K|L+2#M@2}Y2kfp|vaVAij2h$dQS`V9~ti@}2(3PP(
z@(J6lPPf$H(4h23Qm4WbNLg`#IAWjqCyuxII1M$*Bo*oS_*GqfTKXOs*i3|=*ZA^s
zr^VS+jyBSe&RSGpnT-)6rBTvTMzL`8X&&ULU{p%7VHly2o?qXIT}(!SDZ<*uxL0j3
zxEXa>`oZr>odC&>8L-<lOb>hHvZ`dAgGy^SDA8RhHP3}tS6Fuhf(H`bobq_Dd-}y)
zEor~y$!@<$gnNxbKWvGqYW2-EHRR08DwhJviRT}NOXBTg!*?~B6AU9vE7yJMD(<As
zcdX^T_zjf<&!gVH`FnwXkO-=41zC>!c4~syg*7B`_aUiFnb8>#7P99}x+kBNbSqlq
zd85}g7HPe@Xuw<EgR(|QL^Isedtp^??%6T?_ThHi#i_~S>rKdyk}>f+nI9#k11&Em
zjGV@6xo79JYpOmXz<Dopt{+4*YU*aA0kR(%B!4I{MN!pe$f)Y-MamTxrj}3K1!Zfg
zPp1{YsLmY;<@^4Pc!4=#q90V_SlI@f(kf1cwu+~H$0y2Z&p}$)#i5;;6te?!%~Qiv
zmEO-oWL3%AzbX9lJn|tJx&`~Wcx}4UmR{uMRRzt?%hziQpi4N(+}uBPo+)#Hgu9GX
zKmznZ*)m>2&AuFjVH*6GxteCz&?Uk<93rtW5#f5)YV|zFXhz)fv)-rp@Sb{WMp;!W
z==v=C*Tq=OQ>%2Yi8;dG%0C!_2Sk%z3x~o@h?FwG8x=Y+#Bx$g^6O;@vlA%EHCk+F
zUMnH-kC&(djWr#<c@;I~;99p!S7l8#YZUC(-n(B0V~YWv4zzLK72;>n8=6&BB6N;s
zZFIryB^AQ@3S5mP&Qs_kCqoQ`sbiZNQy4L54Go)q;to2#5j)GjG$bDB*j+d2M094g
z67Y$VY4(g7O97z=D6kW7^wMP&gQ4^Mn%&tIp2P3b0^{)|Vd{F-kV}quAyxEJG7TBC
zyU2zHSIvXiyGV0r|36;(WG#-4)>qswELfFOlrz_Yb6nYN#Ub8>?bvl(^#x}#NjdrK
zYhS9hGzZ5<M~j;7G`h|xTh3H3FTr@1T*C#T6@moRH3%b((UFC?BpnmU&#hRW9w<K}
z!SxQ2ee{D1%y7Rw!hwVN`11N%*m*o(iuLLs{nJX!*UE}^eqjN6yhmH&-!}E>VXes_
z8@d-!hO~l@3tS6x*w18U%QP5D%F1e83v2J7<ir4|HbsAlO8zudg`?hP34nlb5>^X6
zu$+B|3iTL2UhS&hD=H}!*S$+fN##pK;zmCy$jFRSMKI3J&T51985nw(B(a(xdnW!>
zDn1tcN3X8NxU^3C^6*HnA(=pjkrnMH*O=)1Oyg3PwVL9r0s68PbhCPZxA}vo&cDSz
zTGWF9Gw}jn?pt3^BSddzyO&c8U_#FmBOeHBu~*IYXqSN@ucZaSeh53K%W;m$E+`d7
z-sW#}wBUSE`NfUujq6)`0_LM^gq1y2_i2IXjoWmoVS8()dhmC45^o;xFteBv(dm;{
zBdexVeLw7S+Y7R`93#c-)$M}g*FX5LA(8#{FE=LgE{hKBFYV4xR9Z6iA!+FwIGSX%
z#i&A0(rZamYQa^Rxb|I>Js*sJptTZzvo!ToIt)j^a{&ieI*dKpj)Yrbrz{wm<}fhc
zE_ADD=5SLer>U1rEMSK~!E(52{&WHbb#^nSJ-S#;lvk`dX}Qv2Kl$a)Z72VdB-cGx
zQ{(+RIAJ1^;^|c#46=8&=XI7XGor8gMIWCX`Ei1JSI=?Gut)IHa>S!dV9{t>`it&c
z>SEEszro7u4p6X>JOfsggUu?Zow64COaGCGJD})(vjoxN2q_6kSKs*xIQJ#mC8V&Y
zI2(a_4k6AXbwef;%{Q^S$0HX_(zghj%*B5cjQ-_7A$*`J)c6v48HE=5b+*TMUf|W1
z6B+_WTbcRlur-OFxYB%Q)PYS9yqqr9&ET_?4Lp<IRZiRBVMZ|}M5tuVc5W;)Cebg?
z?4P|>O0ZG)>{gzjO}d^XnOMP(w!&Y>Jb@+hoO6hLTu*{G4-9N<OyG$ybk(Kl*V-UZ
zW}$<y99G;*wXOWQ>2=fYc~_h`1fsVr<Ra39sK>MpnA$zSsxZ6x^hYO~iI+eu+oaK{
zeQf{slQT*7(er@gr^iIJ<{dSV_Lmu!tj~9m+iAXWd{q9)?|g`Yy&x5B-HGA-VM)3=
z;*A|6zM<QCK$mP{ADuC8l*{*N!=1d5D734}$V5Q$?`B|T?8jcg$VGB`(z!J`%MfQa
zT(TRlAHt{c<>xB;DnZdfCx@50?Pa(cT%<X)PQPgyz7*S2;>dM|AlP?}4Si6m@x3$<
zEOL3kW|o8rp0pHdV`|Cj9ws$HlnYlVTJ4<(J+B?TU@yfNx~sKcM%XX`{hS=S`N3{m
zt=x;C6%4|EApkw}zX{{c`;_LuL%lIQ7E+kBX>R+`mw0Q~4i+UBEjVC4&zW_bIShVc
z1=K8=B*p~-)W1vfVvjI~`86wmmRZ1c)~au1R#Ef0bvI~Mb~J>PVzsQVC|@~oFE3MC
zi?b7$^Ac7Nx7y|CLL0<|DVQKCh)tsGY&p>_sW0;K=a%oEu88h1;_GDN)U-dT#rUS5
z7Hi8q&`oAr1?iT;Pq~eRG<URoz2OD4|C%M|frVXt0~&_^5i_-u7;|GQfZ9B;Vu*jI
zfS(I%_51C;B`KumqQG|$+lq*TDy^ceA8zTu&IbN@gJ9yZ1Yd;e>U6Aup!Ze|wS0c@
z=}N+!wXvM5Rn`pSq~$_z(6vF*2tB=Mjm7t<?j@GgBiX^6KFOedN%G9nL&ZRT&|eV~
z?38*Sj4tCVaD&Wn55FC2=QEubpjOoo(qnLrd40)Ffx^(4oHh2kes^)a^|@mG9of(J
zG#ZyUAo!NgYW`5U`+&6}<YqlDjLu#lqR;=VGOuM|$SL)$u*>%GE2+`$-Sfltbc)p$
zwLqvhvUew@_g@94V;Oz~R~Ous%}XzNQU<SY_e+0cYn+EDUuyiQblrdZh<2$kF=f~G
zY`dc#oKeKTQ<2OKJ&h!H9b;(P`~4IG#7LsBaHRG4o^R~`yQ^WztzxhWM%!>%7QPc<
z={oZbO!`W)9s5c--J4+0H3Ya2UILvoLR@-3MID}pclUgo<)fv~X^Ek?w@k|EN=vq4
zCNGDZJ89;)Yh2Xo3oj6TYURtmFmR%l*GM|%K2=3Tm_(Hu3aO`9x3)pkBOr1<XhAgv
zuPZW&`bpKaMD>fx+uVh_v^Umrk5c1lP!v}X77_Q@)B`-Nn=@4c-;yz}+lhO&>(Nl*
zc;bFdHHsL+%P%AzKC5uvWhG9ORB*UC%gszl*S+Z;y{gNdJ;rJBS@WbZt02saxO-Di
z3L`}PJJRh>(d-STG*w8TMdXcDy2=`}Lbg%5Vh(z0wIb_2oj18@!qB^yp&R6M3mRM+
zSa-guH?#ew@f_eQBh*Jfk4RawbBqFAw2@x_46NGgvK6&>|7(pM7+Um^z04QigIRR(
zR?q5p@g^y1;@<a-G3+PdPSMZZYqhC%`We*k!Y>F_e*ym-?YjZ6@2&a$n%=5a4$F-K
z{5$c>P@LNL(sM*y=D2=MeDS{X_7l6plN;{Bo*FlI996PWev?`=#UnVq+(%e7g-z#A
zYuQ|-fdYTc_8NjscMPnfII)Q+uVvX50==SaOaFwb5uC8G7qOX|=}^n7FPl;sihTT5
z=FLybB;}wmSe$<**O8qwcR@~&5-F?lxCI+(RXT=x7g=60$SY^c_e%yhaZ>%R<5|M|
zAV2?GRbNLQyF6%z#07R<!-=LU)jVi9g5EQzqX2C_3HwmX7mQ|)mt@@1LLx;_vT5&2
z*ZJ8(vf#{%y9-rqym_~2R&}6soT4#XbVaKIRoA+dqBXHYhrg%-S(7;I2=obf^fGYs
zZ}2%X6eh!+1zHoQA^RK|-CW$hyOa_XihQQBo5MmM=Jja)Fq+s#OiPqKX_6uqCC)qV
z#F_tV@?l<0$>4{c^7gi`6R#)A8qQym$T2n*{Ld7Ta`4oyUc~gaV%aD-iCS0m#J_=h
zl<!w)dt&hLR$%Lp@k}Y6cc=j@^!dC}6y#i63WnX9JPK^8T7jD9VCS0|+?6d~Cjy#7
zZemvFxJFo3^%Q|Oo$DmyiVAVaoLXvJeRUD8NFfeVVl~qOi|3VxyS7S97EFWZBRT^;
z>$iO4=Wlcj`D4b_{;yH;9Vz3QTzp?qg5ZzvE8o8N9O+XDeF_jezpI!!X>BMHD!#2M
z6SbZuS_Xd)DT!=KMZv~CxS#Sf1+3tOwF-VYK$CB)7tLF~oqtA(IUdNZy;te+MIIfk
zCRqnw7FW(?7jJk*T$7x@wylzAhXfAuw12CUDg&s1Yj_UOT%ot#4W!@lDW9vE9pq3c
zCv_?*pjjGlq7g@pjuY?bcQ9NxP4mHZ1t{)o4tG$^iWIBa6xi+Cqsyvi#?9t#-Q|=p
z`<G?n(8n6ss@erCiimt98TIC`tPpm?iOUu?HzF!uybw`c8cn-n71sCx6w>&Hif&F{
zmmc+qEg`|Vq|$dfj(Nk4mp(PZ*u&|ibIl8rAx-~_E&KW~t*O-cLPe{mqnG_=0gH$T
zS(a@jcufmsTD>pLHoPV`<Fr^=#44UZi0;(dd|u2h+_U60&huf5<Cq+Wmew4$%y8%O
zqNJ8sV1epM;x_gsve%PUI?r&2;!hDYzth0_?}F&Cb$ENr$(+}-B*Hc4XfGu&6x^))
zEi?k1lvSBA-{`MEhr4&bM%}*Jc6qrmbFSE&_A{p5z40FrU+Cmsu1h=N8qT9>L69MX
ze*6YfQEkQwKcMH-?yKMvMu6;<b&mV%cEe4rt#$nrOe?uT_UnUwGFki{qKLa1nwqm8
zL*|MU`k>-%TSrF`P*iQL*;u@oK%z=^aY4bnAISAUnU4b!ibhloJ*T!^YmDxUK{hKm
zJKydz`#d@^QTSfSP5=^@`Sh&56IxyUYeV{m&EmFRbTg~z#w4;U69jrs`xzfW809dO
z*w<{Z#k!<1Flr1?-eu?!GntW=>UJ#zXRG<OU8(YST3H~e0R?L#%c@^BF;%Y^SjC%v
zQI4F@8L;~98P{Jl26n}wflgbZF|G5A;p%cY&(_3PIc9pwNT24;85qhhLBDx%%4^FI
z=nfx|J}Cu;wjvYTrVW(o7=k6!Sr(0V_k>t03|;vBlKcgvNR5|P<7Thcev@C^eD$mu
zno@<;BPq%)s72TgK{4D`>daR{GoaH)eLu9ogsI@%%BhNYxw5Y4%8m$bN0!Ha_Gu~9
zkRGoRFT0qZJYd|r!NXD@k>^p2%=o*GAK=#!R#n6IA`iEWnGqgerW@sEN|QVEPJqq<
z7SwDsCn@sv{2lQ@4UOlZgsdwM;n=W<GPfENOF$fD;MzNy?Mjz_HO(d`zmVq5+wdoY
z(_=H2_!GHnV>vktDRs}1Fq-cZjBWU^qzss8@GEON#h{RUaGHNu(nOl)rJ5B23@W_i
z^bTcLEy6Lxj6Amh6ALJjz+}0x-zTg=pn1gasp5VYseaQmFY3l|7Jj7TV~5eqgxYzh
zd*L?SvsZqe*18;Cy0qOG+N-aG!yxsQ1FS;v91`QNQ~&wh+k({Q#TkSEpn+K?{8W8o
z#yRe)afF9c=z3rg-u;Sk^RKw;4=xBIZ*n9`v`6l_-q{2l@t#qUJLO%v9x-=5g$_Wk
zL`UmXDf~1}3dB^|MJ(0o`fyICO9%@EQH<;6GXh4<&V9A$=0?*+!;Hxe<a49cR^WEC
zfCK)c7%~2%>Zytq?AHDhVZ?OGu%x6z$>Lt04#k>YLX8M15uClBf@Q;H)6(FcO|R#4
zT<P<+FG^5L7P4kcybAh!$kl-06jP<R$q!!DkS}Bsh3v2N4Kg7NYC0Wg6$7@)<i@Z-
zoC;#bK7>HY<xN*c;wZD_oN{UybV+t|qx_JGruZ~=E2auW#NaDLkfPwg`k5wv%RbsF
z?@>-d9pKG7A(FwEw^=|daiMbLHu8-Isht?nP!0T$_T6ag+O^2=#^fdZGR4HWXk=(q
zG0N{^E(jYg)uvlSYneq*K}^&bo(37V_!gf3iF$!#-otTkm~V#4mUSFwTT4I^1yA6i
z4c}-k4Jk2EgR&ZrBMx+yBE`yqZM2{@z89n+)i=|tLwdJISW;3k&|pc&^Q1-GIAsiK
zQT2Nsi(5Ka8iXl&vL0qG>2AE9kse_ln2woE|7>yJ)c2r3Znc$z=Jy3?+ln0<e?<s~
z%pDlD_JC~RS*Fbuv!dR1<cjL^r=!$Ai@*Jj9ZL!dgMVJis(4l<>Qxky?c*c(Vi?I$
z9?J#e7Cc9^@B%CmBoFu=+l$7w-PmFA6db20pH1fE>FncG{X*mum@!lg^|;T?r(E8r
z^&y~#=huJZ8;cLS`iz<2@kMDgIi+^2QEqE}Ui}o>u+yrvnyvFhvEL`oR+y$@Y9*1G
z;~4Io5rP8i5M7k?bJcAzra?s3^rJywcyLQ2vgTb~2)z;pNw00Xs%ia&i*=nEBBGtQ
z8ymoyUqbu1bn~11$C&ov{??DPB64+nsgxJ)oRkn*tn_oJFXTDG9yUYrjVcQRlYH#(
zAB)&`B7J=MsE9%dN2_Nw29E17#|25l-bkJfn3D~D%^_%-fJ#aR+>MQ{n)~9$@gI3X
zn+(0WT2?{(Y1-V=XAZZB*yU40vvw(?2hz8ZONQoK2e0b3>5Ry}Jg-z}p}OAM1SMNw
z6ATN|pTd5ArmpvU0Poa=8RCF0wOe7Vw?%c{0;J=BYT_7)o(#h5r`1tfMCusl;XI|>
zrdgGq<9bzSb0Xiepv{RR*n-$5xOTaIt1#rFYcq^*>XK#i$`KfJK$1j}GI;oUXfijT
zy^0Xf`(eQ8IMAr5DncVbUZ;wWAR0G@ubNu}FDCAg$Mfr_wPKF24drp76Mu|y!<@|G
zk9-~ko3T0a`o76AUu{-p$4F0tFKrB2uMBRg57)mYLYb2h#iO5ZdB<-Ss;wzF5UTh{
z!f_Q_tGTg8{jy^6xv{E!5b8?PR(T$`<C^f-Co=@eIYEE$A*UV+*$As*gT^RzVJ*fl
zWm5I$Tj$pP3dJG5vJPxQ1Hx$KMXc<aKp&<XHBJJd-S5aTZv<hdF0e;<{9(*3VVei~
z`rqclCpQzB$F+-!2a54@3tjP#0x!$6b3zhGUJPz)4&|{;!?NU`flXIz+YAa8-WwW2
z8#y6$BqtM`harPDQ>soklKhQRcUX_IQhfx5GD-&w20tZbHR(cs{Mz`*=au+n@ZBAc
zNgr+N+&)-g$S}X40y)5t)u+4Jyvf+2Bt`?m+U2wmpyjHZ(9wcR`L03{^UW*l6vAOH
zKLMN|J`6X!L+qPTO$U6?Z@s1-M}@<m4tVZ{hi>O|->Rn4*c})9imqowALXZ)nz^P@
zJz3*Ejq8B<MQIHWssxp=MlAyaZW`1NQg~eb1G4BdLWusRn{_S!MGkoG&)RiB&fZ-^
z%HFzz{vy7^PF>N=PF>XvxtqS!uE`tRunrbM`chk$V?VtRHr?Q=;dPnst&~*wj{OiE
zsxfTs9aKj-Tp8bDC4?b)&9if)#0_mNt7f0+KTahc*S$xA<y+11VmNzTQL;l<*X%NH
z`?k3}Wng4lHu9%WK^Boqo4{rhY|Cu%$4|T|<cz5hoGMVtH8>@pg!t#tOV4QT?F%j4
zAMwr4MfS1jF1Qvny4npnM3jE}u#9W&L_;97fanmwY+dREfDlGdpi4R~-7unm9;U#8
z6(TXfRt!`lxNc@goXq;{e~H4J8xltM(lK6hxXCey5R}&GyZ#c%%CXpA=8;JN{2?${
zJ8|!5+xH<CFkr%W@%`0r<?{0@-`AdbY1kDH^W`5m)T-<eto123b@L~m{;>MK!Sgvz
zL)K8!0sLYz-*I5VSba8|Tkwo5^1?N)+mLpJdTSNjoNTwr6d%>AA=3_ulsx>vl>3;R
zAi<-`nK{jT*p~wE#n1zMN(hLxuPA6L1Z4E&?{v-b$*!CDLCXAAukleZ#_j-}2*r*L
zSn@$^giI`}7E>N|e#`cYX;kBql#wI7H+W&QxIC1phW94?e)~`AgwA%5s!>r{RMMF|
zDcgc1`r7st>sLnL-0AJXgmHO(-DR}4|7Mf%Ay1aNzY7ynZfS*hHm*|cgj(=#afI|0
zrYH<|0g}!^n1{47Q#oY>jui5YI-nmDi3K5lh3(WstdM}Bgnt?zv8#HVp-S{E3wvq{
zs<FSSlR26uzv2Md7X#0?z)_l}3tx7D`<YD2a>74Bkso2Qsrs~HfA4GbC6^FeWGyN3
zOg;02r|sjAjDi+a(AV-^SijPu&1K$PR+hk&LoBw4Y9?k#+lqNODqPtf?fASK)MrHX
zaJs1Xa_ft54UxH(lu(uO$2Pwp4ni_*bAvKv9#e^u!oMfC-V7c#oVy&nFJ1b$(mdf?
zPp2=cF_c}p=!1L$-&nEEJobu|0aqm1J5VlK?8U4d0|e|k0aOfkp}5J2eM{QzWNsb#
zHH^yqsIK%69AFa7C$=eeA^2j-Zs`w*OgI*QsTr|84J4(~@~5gqRt4YD96h{w(9b7g
z8~qs>daXAh_DG2Yf1K?xt^14i`N3cJ9;16o*q_OPdPnGU<?{pbl8@*thEWLsk!h<{
zsoC+bRE1E^l8<_#aUr?>y+^VrDb-5mHmh_iF`pjUg)|lLX3rr%e8Nq&AbY#i`M}}+
z`_v^~Nee3VjQ-#?Y6Ve$$D^Yr9ts=@?%Y;mFd(d?C3x^yS;|<4YqEW`SC_z90#q%&
zX}skLtATfpw9l^lX|1;h$%5JR1GV8NlHLkbRXdS?F1o%KL%T~=0^v<VT~w>v_Qqbs
zPoGXNo%uU2FdBzUjJ?LoyFYL7tEm0fv!%b*1)G|=SVzrcM#q_knC=vCe`i%w8ART~
ze@qGi{Gi@9{pL#3Su{ATY7tfNW;oRAmUdv*9ToR|9-m+;Do!lAaBWB3fN5NMDm0d!
zbV6OD`fJta!Uj@S(R8{chuK==yo%s~P}^5O7FtOqv;cKhQk)ZRHZGK^F$Smk^`9Hf
z-%>KArDWnZ^qEFDDedHyh67`T;V0nfm(w(ak6C5$U2kun<x{T`Yt->8@T^Kg1a#n`
z(kwwEp}IfwVQS{CFO#$-GxS0VZ+w49X^{M*FRNyx#*3lnkJ>}BdKlElQ_EwY))z~<
z(`cmLpCP&&LPEz#B~DXJ>4|NOLT4ROCu&ngVHE<Qs7<&Yob(=JUSBk{SZ%*^<F+1P
z#s@cqx8R$V1mxs76H7C6Yf7E9+!f`(cCc(ZVQ#Mx{5(ae#(Rp44c->xD2h!zDwukR
zWKm=LyW$VH`v%MkcjyNI-j)T@<6oYfe@+T>lo4}k)Cg!m^L=T~5A^iFB6Z&7pQFZZ
zx*u`-&5dOZc&YZcY&d|WXm3&+C~TwJk&{nUk);T$4<KF?L2G)e%E6&Z;v#{VdGn*w
zn;phfS_ac_@x@A0kAZ_iYJU=`#j5rrLMkl{N`qy9X)xk|a$09|t(v**3i_IWjSArl
zAvKGb@rwc(Hav_ODX*BHL!BkCOm!}<Hj0<EV{?@W-|y?k!dwTHD~jMrRY~(#hUOn_
zf)^t%Lmspb$0YO#s<{QFfDYr=oE5<j=TFi5^?jVMO!7*jp|So-_n+Eo@xMmRnx0&M
zO>pHsWVNkF0S~;%dchm3vp;h77K`w$jeRTxPoT47V&B-@lLY83X23F{_4{{fW&(<X
zAgQ3YU}i{FMI&xsNB|Rui?eZFL2wA)iSRVm0QEs`5rRRuZ=5H~BLO-xtEy_SfD+$_
zlwxN8tRSmNm8C_P!3}2GF(zSSRl?Sa3|IvhQ+@n<;OpyH=9kU;2`g6v4$`W->=3*C
zWJl6Pl&<?URlnF`B7jkME|;_qK}_Plu@$ckvHOuV5--_k^OwnVG{ot<X{hQ5s?_2&
zYx5K#qB)qW9qSw9Y??5!$c)Tt2H~kApbKw)B03HWQ{?@)?nRH5mY(8espIB;VSswr
z?>dG$zqJ4xhxbu6dnvAd>w`YvkI2lJBeo!V&_IQgYjSNptmWak0s3o1L?UWGlde+N
zRHrv$vI~sL3q4H8lxXgrk%Z-IzMv)imP$`#K+rGWgFsp`WdyqPyT0%5RkQ$PshLRD
z)Cqj0<6llcXL=4l<csy1NQSL5G#P_zU?Rje@(w&`Gnpnl9~qyn`GB^I-q34q%5kYM
zooN^q$&&>^W_61C-<|COOag_mu2EbzOUJ{wV`E_pC0y@1$)Wk#RJ~MKED7rIC8K+<
z;<3mX1qrlP_S!0y6}PIC6yrFHzA&n(AG1=Mk=Pc3Qc7rg8=v-pw!x--*Ji1um({as
zJlUpIVW%}MslfP{LqP9i#xSGzHW?vNM7hmpHAdv0u`H$H(!K;Y53<$q!%=c<f7KBU
zhb;2aT9LiE)N2F;NU5PKi6jp?4>c%=Ic!&Re3^Ad8pUh&`qDrYRD^Fs+1QSJtaimZ
zAU<z-GpjQ6l&G(bTz46oq;90=DLDA^ksVxMzlttpEWn6c9+uYYdEmaOrS3f6hiNQO
z@MK=TTlece?e>>RZ79v&&hG3-XF-0!yCm%V6EUXHPeG>^yKJxj?sYL=O}>9>Etg$_
zrRO*u%oDxQRLkeMp`KSaH8=ifo0vEwLLuB5BLkx_&NLiSoC;7kAf~T~bh&adt|$mT
z=Um~-px<5$_{RWN@J`Q$eODFKz0`23$|G)~A9WI)s{UT-gXY@*aLbYgCbcxMZT(EC
zA7plS6Qy^r+Kezl{Lpk{mgtD48l>ap85fY>gjMrOG~-+C5d>s2xpk?(W)=S8Aog;}
zF4l~&qIh<!sDrt(`3VjtK=@ZM+zSTM`$xBP_Ak2+kKu|~i?g$$78W%7x9S#ctv3Bt
zQ=|VBRkGrGCjZ@)UOam1HrXsy_N=TxtGCC6p^~4*_V$yrLGh+`6C0>XnP+l7%#{oh
z?{BY%S}H0SBm$n|mM{72$g20zQBlD$F^aDc{Z4NJpXXX7o+lOp5~IMAUV26$ys(=<
z<Ol8V|5n>ASaGvx;uG~0i~rg)$|4J!>3#wT$&3APqV5nW4f%t6#&i|Z7KKF<c7HFS
zsfdyM>KU?Ow7qQ~bKIpAR&()@n~gfQP|RBL<8L=TgLmK87(J-wGK17QFL&hI_|y;-
z!0i_z!N9Ur9KB?0QyLr15NdQ|bePZ)=0QYOUVuF2Kt<6}g1ljI)Xdj|HrTrv+5dvP
z_&wJH%A4%T9NMX=r9dz-v2eL*gWgOKNh8VJHPP44!FGEt1&l3vH<%rO8KbIIpXTE^
zCNHlb9Lp}C=%`2DK(KD+>&6)D#R|kiVaP>_!}P%6O7-LjfIdzleDd>yQ8UVVf1oA;
z&w+_o3SosuT#Sxe!e&Kz#GKFRjHXE+0~16OQ3q#1n<PHqrq<g1xb&Yjo*sVrr`;6w
z8pY^|@`|4MFC#Y%t=`mpVw*u(0LM8DfnUW*8m1d#oMwqyb6-xPYvu+_SXPQ@(H%@9
zPI_gbC?>$+BaZ8jSR0{-9_?n<ltcq&u=D9qDg*+R)=X<<Abu=dusY6@gCyv(?#%a0
zrEbtxznBouqA+ZkmWJDKbQm*^M@Tn?DJci=X@D48@WZkTX09e&)u$&E&>0YxMMA##
zl+8Q($@)?!8$wTFWZ!JFr|e_1gVyb)b+yqI!xw@=n8a_%ilg|DE)tq=*s-wOf|t5T
z8+a4n+zvl`F%lgO8vq6{L8-fFrpBQu1sPNIJ*I3#&Bw+PegvQktWjwGV7O_zyMf@F
ziMjBtOtvOE0*IskZe~*ZS_;M@(;Ly!^rNDZla!vZ<_ygWOY0$Jc|GCSc`;c>0rJKm
zj6U!T)fBD9SEb#MzG`sZ<`UY0WusR16x~5Ae>W{?f#XZ~zXQ=i-5NzSec_W&(ZxLN
z3A~A2oqX&p@sHWM=-BFl7rrPb*v@ea7Ay6ss;LA<CgH{~+KWMoE14y!aZQG^?+?*V
z<}Iv+@O;)Gv%s^)S+KGDR}N2SyOr}9>8W!6*i76?mV2n<QXTeJuxk<|s;iqmO)g1K
z(uENkeqzQY<Y6x+@F8_lTvsaeDTyQ288N&2RBW0m*rSWG)On9XL_`a`kkR){3km-^
z@D$8seA6X|sOA$WmOzxv^E@EI^p=daci&X_B}C^6ui=+~U?b*{;~ptvSPsId@lUZi
zBBI}-2DbM7QRqvU;@f>oBzc$Q=W|10kfAn{nO*lN0pjrWS!=${(|tiu>Znue<Ap_N
z)Qb=%!Q<Xh^IejZPuBzQRq6A18+KS!9(}6yC0k<%2CmySfGP)kfwQ`44Ko`_3*>aP
zTZPn%<S^hGL<}v9nSc%$`Vg|0NtI7u(mNc)U-Me{0Di{`km3yl51dptTIl0(SQj*U
zmH~U({MtV(7*%+Yjz5|Q(Vb!L`YW-7MPlxDJB_||t<db>W8KNMg}lbsG5aV@`l?L6
z(f<)cM1d;cnykbjZQ++jA2aCoXs39P$d1#SulSSXH-%B~wndeqB>(1NpGxUe0>bL0
z8xL^{YWvU=a=3-|tcb!|`d&!s#pLvD0h!X+o-XtX_LDfS{Jt~9XY0_b;FYua95YZ^
zqWHkczPY{K_#D|@@O6F&bD$#YDv1A9a=f^XFBI(-7Ew`?i?UmsXu9&I9G6|IIIc88
zYn%kzK*r}2)SR6cO&Pg1d!L&Vc*HCqTl5aG?bS%GSW9oqrIZ@{wUzlNPD44y9Ffkj
zlvwbtwYjq>A+<_8DJU2S>JWC;OdHnHo&Vj5Zih$>FHVhPGF*#DVK}0Le&6J}eV5ew
zl@+vni+RXfc;Up}eaqBgTru_F7k)T^xvLy<XhTBATL))NKk8Vs*b|47dGI`6vnl7m
z$72CS&=0dzit9OGJ!O^Aug@)CRigBL)n$7-%5{|N>;P0&*+Qycn0n;(N)q0EKKNu$
z70TR1{+qfAVb9tXa`Jw{K4?wV3N`;~`19!BVki6Yzex^<1KT<=yqAI2so5%BqepCu
zHxN@BoC~+0sH7r+JQ^JS+7N*p&DiAZUFoUuzD_Ox^4I8?bp>y%%cOR-z&yp|Z1BtQ
zFwW8R+9x?0uKi@l5|$2cp?2dIXtpkLYuh^T7;&g~`BxfjKFodpb5N#~VNPu=f>?2;
z*;w`p#+W7BM~@VHN#ov^>sv_l%U%6E7bEbgnUbL?5%5oLiasE=oUQVl=#wcd8?fKb
zk^iUQu<b#U<qDto8eq)Q)jvL-BG1Hyb>~ILY(H5vd-Y=Hd+77fP|sf#Pma-x&cqi?
zzMru*0c@3|_|);)G{!-uECfXILKDeC`2xvPC(?+x-&#lb>p;hC>0q>^(<)QBL*bn*
zpY>o+GmAygmI;V9v09{h8sQ{5Os>l=a+hOS2ZeBq6~)d>W6{V%9CwzXZ0paT!16y8
zMirws`Qe2cH!??HZDjZ6#Z_b%L(80%Q=Zgv`fa_h0*sEBz_LaT!PvK^u|Bxu3ZIE_
z*2&)jf~YPtrhDuppZ49+;G6lxy<@aYm~-<8)!wnwx4ATjg5oM2IgAF`t^3}NPuPh)
z62wUD#o<fAbu+!OcH_Bu<EO=_b&DdJ9$d*`=F>gl8?9x{t1`A(DYXHqfaD`@{bRGB
zmY(lcKbY|LU`RT_i$gG4eUcEhj9ePs;mWd}h-O<e_4#f&HF&&qoo;QOWa=cjVXfUQ
zRSp!!pOe9my89c1`@`hcR2$0G;Z#+XXcog_il#DL1aIp4MU_4QAqM=bmZ72l-wwX-
z1f150l@WR~3k`?mTh>Zn@ljyuu_8+!6{?pENN8r3X2CPU{)mP=y$T0<DlZ!=2tw`B
zeJO5Oae69fHfVyr*2WQZm9tZ5eYSLuT-tB+2F+*rq2+)3pI~JLsdj`EF`-OXC0im;
z8T0H}`f;x;dfoe)r2!L%ZAt#2E<AxDrTdqYeeP8Rto7;x6XHRV2&1g+TQi}drDI_M
zv2Ss?VjIQB!cG*l2>^D&mAtK!+&(>JP)Yw4gUR(P#Jy&h;SKGPJ<z^zmC`)u8Y<^i
zsqIy;#Q&CiH(Y~2ciu8k#9qbKuN`@(=8H*0$?`BvLdn!WDDAg}&pRQD=kjM@aQMnP
z3I&gdvSGoo3H~0RS6B|n%f<D;^_4V@i_1}KYr8oF1BfaPDKGmC4O9K<np-+L@QOOp
zOV{;BgfBYdwwh-d-Nf^Hh)~Cj7WTxtClf&1QC~9B&?R9nFWbs33Y-Jbuwo)mQft+M
zt2Y_8qk`ysr6)z&POv=_Ua={e#yN2xjnoJ8vQ?eqbTt$ZSG{w~V+JfdH=PpqKT|5K
zDn0U&BN8NWUCeH7w}<gYh1|)Ol_b*#p=4P+2!e>1f-uwAS(kc<YjWi1wNIMU>5>Qb
zjliPJ6&gu3gBzcrTRc+*l`vyaug}Ls2Q8YLQ@*hcJmKfaOglDiTC|BuagMjV$d9-`
z&8^@6vw`-G=n0kQeTk=KL<9>?dZhMAR}lA?{|Z4y-~T&t;o}X`h3D86hJT)@F+$w=
zJHk@<-pK5zj0@YaaM)N)!x0Neyj9-aE{JyW@hVsiG((FiE$OYBMb2p4I=g?Tr5}h&
z%y_ytq-J|A-y^a%4XAP5G~HM!R|d@ot;FkW5)kEZGQylAz~%8Jw1h<z(lNNxgKt5e
zc2nLf#1|7$DoL4gh#!j>En$>s6Qgg8+uVTeG@&JQw30gRRKOE0_h*bIpexsZggX}w
zMZcDmZYKU=iwf>Rr^EDt8ECtb<!37GCWz^iqP4)co(oWQiFZ*}R*U=q#>uGV2%sM_
zT2mquR#aeG#KER0FG8^QCW*l(>{iCFPf?|05^5|%o?>9QY%|`5^0x=;prA)}F^sM+
zm~K-%L4F18JF+>FbIPOT+EHIQTtU9f_4o*Yn8mxHg0ra^F>(pGly_BOw@dB3U?7Z`
zfU7<mEFn#(G<tY<O;&<31*4Ws$+&k}sHat<3BtTQY8(+}K$oYYXv>8sm_bbwfsI-N
zhx6S7m-B>C#Xvt|$L8MA?*v92x4KT!2RW^{GQhF~aSex~o10DCNgA%#Q&C*Qz#ws&
zd~5&Ib&q{5+frm;9bZGI#kJb-1zld*1lVezC$_Lk{QWtNY%z3LaN@wI!ItKan2Z%%
z?{mbV(f3evlfwcmE&JlNpxfBG9=xMpUbi63<e#p}Y}^6YGiaNK$FmSTLC^5%MlqGl
z2`WS@S-XI|s<IC)4P49Ws{SXdgw6EVPQpW<5qdXE>wgo{0sobiU(}XihPgJQR~JCR
zugIg$hDaQUqb8|^pt;zt39~(5y@pf6A1*IJDR0}HJ(pD-Q+q4E-+zCGwESl81Wyma
z;Hj*6r|HF1-b0qUvhfB_SYBs!5uaZR(B%m#s=_nM2rJ|#B_uVt_~Ge!_DyK6)aaL8
zWapQKeY#l5iT-e)7>{c8s$<!WgRqiDsz9L+)Vzo;5KHp%vd~FXBCCSvb1HU>r3Eqb
zaL<RL0MFF=`0ps1y`I_=D(H{Bo+XT$=zV7MViCU9>H;MLPZY*oP}smv!8XH0;%t-h
z@{7D$%%PitXNj_Lin4M?nkMWJDB?Efn-`A8_}qM81S;eiB^RKcV}z@L=fO`rYZnaA
zNaD%s`OAH;uF=P$+q(QsHF!7Vv081<I4nl+<$+$o<up<^s9@12rc=Vx9^U(;!RfUa
zgn7(tRMlpSVq7IMd2d=J(#SRx<M7+~wv={!odDSqMIl3n*uT*voci}HAyt4d6qN9f
z);p)&0Vd!=r`_+Jq_MH_07|m^_OOjUX_J?qzqLD%u}MTkq(>^g1O?cxclr=PH>E*c
zLSH}FK$!uwn;pqDE3^Zs<&vkfRaP!bx_h*$zAab|mzy5Vmo7Kh;3YHZh3<}}_^F>m
z`Es|XbH#26-uhSCJvb~Teus=Cd@;SZx1j7(5_%0TluI$0_|2tVZS?W@2@2rN(<s+G
zSa0F5|J%Bdqfc+M`S$w!T~7t{6?}vpicT5>#qw^Y82a}3i8wnu`xNyDN81_ae#x$1
zM*fTVPbZNCCZmOv>>VZRFJq7)@;#mAI}QsfLN`lBN6mo{brUj+Zge0d0kT`v8~G7y
z)9|`@9h#PhnQD0I?fUh6llLCDzv{DPIPP2WJ_S}jr_>@6j*Q(O71%PI5J-N(<Ck)K
zz#Ex?mT~;{*~<3Q@x6lg*@3VSqWeSIIIa@T`Q+a~7sNpyqKBLpwsf*cVXz&Bm3%d{
z9<&U?_&p}ish2JfTU60o?!u!0&}Xi|jf!NM!g7H|+L#xAg!$b`JdP}#BfdwWI439_
z8}TVuf^xvDq*M^W+**bgj$M6#X3*|=`N*7Mp(`t)|A!5`mZOV`A_f@svr(uSOE@dR
zxO8vbu-;@OWj`vRM;zei98yN^$9lkF*3}<G93V!Hr=k7TcOW|~wAH`SgZ<)OvUao6
z(WU&i7={xpbp)O5(5IY#Q+7X|1L5wQz(4Cm{WYSz!P2h6{t6i{J6%l@{y6t^ukUGq
zC9W+uy?U9eu04tUnhQBIMEkdWzGXlFB;OSJ?r9Kd&Mr@B`ztX?#bCpJy5R)83CU5g
zcixMJ-<v|qNY(wC+%EsppLMy;-JC@{UzS+0to94w$1cmOxh;uq>4&9Z55bV%Q&3=$
z(4*(;X7-n^7GGV&zPAgO7W#KCblyppS(nI9S9%UP?hzYSG((q{8re>c%MB=3RMx#_
z?iuSWTELB%ETrs6#9bPpf_L|p(PDQ26N(p-F()PAV-@ElrOSCso_3buCgQ;7sGv1A
z8m!;^?q5AI;TU$-NXC*C{GTs<oD<$HcEp$M);@VS+njLrS0y?axax6|3^>n=n9jK4
zSMY!EP`&GOxB3&84G4k2=k4M=LQ~A-K{VYKM9;s9-{bG+x<td4zK|(>b0vm_!l;iE
zXi30miCzXb{ME2mJAV`Ds@KScvboNV=?<2|c^~Az@iSP5e2{pYJmfDwV@zrILa#k*
zeZ%$iE+ZpTUHuuJ9`o&-qBB<Da6wl4C%haM66qhIQjcoeLE>bQr|5T~hp4()Bsfvi
zT=q4U06QEUoChek-*M0@?O-&K)Vmz~orZ?Sf}bL|lL%z%Ut7yA8B1dD?(z2>4=UcI
zTa(~bV(X!Pu^}{&NT+6GVG#<82p|&_%zCq(FHxx%O#D__T6(*rsj2y|?Yy%bouXnJ
zIz6G3vT?0$29jbL8Z^T(qaUoy%_SfyPed}bZT#M}eBt5$S#bVyEcRdgJanNZIHU=a
zy)c=Wm>h8&tB5$N8?9aMPhCFU+R)O`&4_ra-w8Mk#sDK-_9wUg4Me&kba(nZ=M@yd
zL5pw2?d_Qts|?Y<er<a?hJ}T7+8M^s@9@Ndt}tR%-#QMC6*G7Opi9fv)$W*bV%(26
zwVc4qlFfeTx!W`WLTR^<mzNh`8w4s#_1z#0jR*k@2J2d=t78M3xh=+1pS+a)<lqq+
z?bdKXAds@Mat`c0ZMrf6eCZUOy1KgK-Z;Ti6O@!ZU=s7-@KDAu``0gjM065iL&I!<
zHPwIJ2V|e$s>ER4kb?dEmzT9)9=2m|-WTTQbMo_H@$m2%b!vkrcckFQWklf{RC?^w
zxgCl)ZvInz>@7$N)!`n>;B}d<G89_8Ro~ofuvt3j?%5uSHH9L|ZhT6+g#`oz_#PDH
z<c>+{rm8xhA^;cpFsP-d!HSBC^@;!hz!lV)FBLl*5Iw)2=uO`p`y>EX_7j8WK!Ate
zni6`4gO=&SzL$6@rh}s2n7|K@kK~-3*wDkvLO;?ZoH%5-f?9F_KI;ccshAfjU#$OX
z%>UOdrsv6_B_h2Le`J&Ai><zWZeeqCJ{yu-YgBd34)F2f42x3<Y9RLH<YaW~6jWmD
zFoh9XEV8p>RytKmCO#r8&I}C?id}>#IO|gItg0;koxlB$?X7n$>2A`13n6h`T|#*U
z1)b~;pJ!aXM%&yv<R2%?D)y}y|F!?(BlqG3OlwQ~Jieo0UPzI>pkLlD8E(Hm-(TF{
zhgDWGo0yt9JzklsYiJllI(?MY)DoH^{>#bnzm4VipMHA(EEWbBn9Tg@bhgfmjg2iV
zCI$=SbM1z@?o7TEx<|Rxe=*zszrVa8{0~Ht)a2%1<|gvLnW+EotuGKUl?~+o3*Y|V
zo`eqd|HS}7-H7v(bg0n(-7TMge?W$&wjRhFsG&x;x+r*g36hhOZ{At#zoAkJ03Y!o
z>gXQkgwq-f$+6xaJO;|9C6d>7=J@9Eg`4=qe39pUg-IZAtx1Q@YUE0NFs<|<&Iz$)
z^g9~IB3is!_Vm+N9v=UR)XIe@2Gox$ANWbG=<9cM@vcU>c6HIMfMvUSfO>DUF$KXt
zeTc9JzQc*x-V&6LYr-q2t%2;1N6L9H1|s1vJ1NLH<*HQwiPP%Y1-j61FB1a|(xdaa
zV`C}r4^&e%x$%VQJNf{1uV497zwdjL-vsMKv8F{v#4DjBh3ddoSzhM^Lqois)AEru
z%gUJ)KZty^lJgDLfuKx>sQuOPEB383@2FN#rDWlM-Vd8$tc9dx1Y*dvGty;P!R24+
zoaOy&?y)3MCSa{TqU6hl?zxKmKX3Noz<Oa+D@>HS<>;4I37H$w4o#vc1CxyX6^a5=
zt{!>U|Do)wqT*_TZiBlgxCD0(&fpp#IKkbW;5N9sySuwP1b24}?k<Dg`L4X*|83T+
zb*87g>vUDuuDuJS8qTk(Y;HC(4f_>_DtTr!F$WcNs5ZkW6Tm;J%oSjpM0m93PIXH{
zQr6bBCJQ?KA___l$Y*tmP&%N>SrQ&VZV$ShCzT&ZZjW^YC~zj9y$~?=NJO9cID7kd
zu9E|{vnjVfaz&<$M59O>=MIibQq@J+#k&PW;@ZA79vqV^e8trg;o{S<y}d(b*r&@`
z@~amX4u9LX${1G_s0wIL+c-1q&Vy-GI#{7j)$sphg19Xl8`Zp=wmU_*Z4!<yLn+@L
zZDFG0*34Il=7lF@%p*>KcUQVFM*vp7Ih8iH_?yOiof+08aj5L=mx#7yaUkylIC0g5
zM5hj7?W`%E+G*UF^#~N4g|odK!<snmC(B9YkG&faZ?}fanNt8(X{+wXf*)}I*MrwS
zPdk4faV7Dbt5B_FnWr2SGWU9yo(wQ)2$Fp#eINS7p&8eL02_KN&eqAYfnqTk&T2T&
z=9*#k8w55+EY36;BYLiz=zmch9q&NTb@<!Y(#k%^F5vZa7X{b1?6VkQUx!q1R4a%!
z9j-+#v{$#G;-)qS3$Zr64_<H5X%YzhnEevpWYlaE(Dz;zF<Ux*8OIbWK&~?lIPh==
zB@HzAgX70`+W+iPHEUPzJ!E5F@aQSI2L)ObL!WtDJll-57{1nnS`c*O0?&ey@?Xg5
zBoBI_P0TU=Q2XznVG?5GzAAO|euW-!wH~nz{*ti#pEaSI!TALB>{ES$LN2d|bN>6v
zm-zN+T@`kuiD~9S@u2!Y>-0MI`?9A18kKjJ^qq2S8!d6Bv7leB^IIaFM1p9()q3`R
z+`@*4zC|&2dz`|Bc)VSQzGj$0gqXSo(Cljj7JHoucYcFB-#@SEUP|`qQD20C(3C%*
z?kR?Y%-r`>A8l}z_%F=OzenGp+@{Pn%M<bq@q)_B392CLRR$6$Wp}B?cc2gh<ouW0
zp#CI~aMGXyEsjX#vo(-K8ph!c%0;C<Z?50(YB%=bVlv@-p3F$)b-7W3d_GLtMt!R9
zU?88LzRPE;x&-?yI)ejr!p+?r`r$tcCn!B!CE!4?6*XY{ECGC5;352o-6munbgb&W
zW{%%}S$CWSe`uroZ{gSUMtT6{_sM6Sm>eY((;vS7q&2vnwfSk5Z&vpvfFlW9<kb0~
zMbSTtq=nmV&zk~dTp(uNn4}8uUTp2{;CP7uZ!=<i^+Ml<sKU*nMRz=Px}9&tmzj5I
zhdDtWBha|kn@H~Q4af9uSt)yW>%BtU#PKyKmnhl(|B`OKfy$ach;RNZ^tsHsrGC)$
zcnB$W+VdlGohM|xRq|l%y4mCGOaBd|t&KIxiG91Ecn%^C;m;c~KT5cLNXmXn`||D#
zeyPp2pw(@+q1@wnt=I@%$7=wcua=0Ako%rHM-3D>&@_PfPu^0(M^vhm<c}k^|B%z`
zo}m2BZ~xD?{C|5DaIo}0b0_AQvB>{p4+N2TQ1#`15Yb$J!XP3}L<l`6@`^rxBF68=
z{7)P!I(#72m;b|_{U5l!JOrWt`C>rE`u@*d>wf{m_a7R`%zCIWFfbckp1-%s|Gzg3
zyu+WoW1rpd;4QZkh8ghw-;R3O38ZKCn((8tCnfy;-%mGi;hdwO*0Yx7A6?I56Dq3g
zFaz)6{7T>W9IeG3L6YnMo#{D@OeKFXme!fMi$cQw0PDQs!hn1B*d^rQg3zfGS!?2e
z^X!@SN4Mihg(h0tE8yC7_1;s@)##0_190}zdsVYL6U0^7b2hsKyZnTDknHmSSjvhK
z_t1suv}vk6pmzlq>VikVbih~33KN#qL?|y8?46Y*a)ezmu%?c9vHJR|v-`Hrv8Ti8
z6AL(UUB99*+RO=)VlEAADT3vUaq<Tj-wO<d9pT}29ihB{aChFEnB!0$dj@x@Pb#fC
zI?i@q7)WeEPfE3yrkMYsz&6!>lLLf1cJuHcW_H#WA?O$PlfAdEF)!0e#oK$Gz{xLs
z6KAHQpv`7119ev#+>_O!YZtcO<g4|8?fJmFHGtWG!~P$NexpApPu;e`&j;&jm1p0&
zTK=4|bf6r@*iBUpfM_cDZm>_<Os<=k2b0r)*RC8posS#uVwJr3(W!}KDym>9b`d1U
z;5I{Rw2l|6WD@wn(RBo=F$M@d4TSC~k7xIIG{}wCtF{Yk=%sh!sS($if#g+)YghLD
zWFIbw3e*r%sv@vFK6ZL4`y7;!=UPMcsxv8~up-Y0W2MlwAM?&$;k3J8GYVNC@3G-{
zBsNK1AHfhTN0a@J<^IfFCfs$M4OoLnl=?tU`+Vyi#&uX~J)_Ot-%`_gr+xy>4CZJ)
zXhu_3Pnn(p<iGRLiRmlhs=+hONUl7KkfFbMPcCV7<3i<uIjH5B?{6XRVsQ=~mbAW}
zUVu7n81xjif489fHy55;H6{65534eL4%rmeAJ!>!s67FLjL7tvGglN-jR=bwPEI1^
zvN>~Ee)F2JgLzng;Qla`<8P4G$D&&$9}f8`PKg`m40EyJ;)yHfdp=;u1-r?4keSKh
z<04&%3*42o7qs~(h*^92hkx!4ys=eblUUljSGfT(4*wMKCG1eed$1+AdvbZkanyly
zu%335<UNImHrh^gHt__6a*G+2D9uD3{>~jF-vJf4Th&x6w|h9(PrH|*PlP^x<YoaF
z#7V+EPY*wanUUHXs!ObEtq0`J0Uwy4AQSWXe*ATx6EsOJF#qpZrgHr?GVaPSl2N8(
zV0%4M>tpmc_n%#k{(_*rh7bf`+Pvc7gK~=Y@FiAFt%2h23B>!O&fuk8H<~3PFEGh?
z3U;NwHsQQ(cfyLWjnMDfl_wI_R^r*jl;Ck?r!DNxZh68Y0_4Zo>dgI!c=osqq77cT
z6%_^k#EsU*yi?ww5iH7Dc)+ORc?Q0FZ+ON9o~CQIuAc2p9DdZYB@lbIy#E?4u~vYz
zGy4fNTfLPJ*&P{dfsesR5UgNqc|%EjGmd+cd*?ow=goAFaF!ep+ne7|yLRRJ2e#TQ
zw@Tix;i<-!UgbdrMc9Xtw|`f3qtDx0sc}7-CCGYOF>Uyx>b!*sxHT=fHtTkwRdE8u
zfMfm9C=23a@?k=5k?J~`v*|iGU7U{KjayaGxj%Tb<vVE54K;e9Bw(~I_Ex(D-fV!6
zB>|#{R42urA00i6<7SLZ6+`_4ajnk`P(0#EwH%l`8Qq+zYvbu!9~?gg7MYcAIqKY%
zL~rNoUKkG8Q}W9Xp$O$*Qa86zjrh`+^%COr{I1X>|4B%3ZZfwxE)OJ2Up7|P$F^*5
zeLd}KmSI(Q<;6c~JGgG1A4)!%+_}mhwh0KKRd?pcWGx$%_588in@Rc$cU@Iw$j?e|
zXC?}IY5T$4Ao7fU-C;|4zh${e8p;|JeY<YbING3+k$An{llSHl#@Pl!VA{fHmUb+c
z^DsJ9KwA~KtK-elz|lHvwC*(nPCrkKisuVh1o90%{?XTIIO|NE_Nv_;_BM5oK?%t*
z+`J4SBQbE-dwx|PdBm6s`p(}zCCM_td<Ql_!KYz@bKXZn;oY*4NoLXO#gl7?y$`?x
zFQHecGv5^%paOoY+H~c1Ug(*t0lal`D!j>6uTa7@330KRAt>XoMoWc{l~$IPmUUhO
zIovKxxF=~rU^>}QYaURYzk&XU5R5Fu)Y&e3=XohxYs~5u=ZKAO+k<~V85bn;YPdw<
zLc~m0-5c-h^RGY0E;dak(v;YArLmLbt+VY)`pkZZc*&+G?7mXOts~87oOxhpdjj0u
zv`qc+Ocgqal8lrGhX6<z2_~l{w=+>Pl5Br^K`dW&id$$<5?UkI`Rw5~UhiIJ9O&Sf
zgF61cFLtB6RvhWpy)S|`)t8sYeX_{nucj{KIm>`I+7wGfIFB-q9xH6)dM-Uq%n%jP
zou-20Xs$Ir$t5|YPo4b_C8MD-jKR&kXgXS{hKnkCY16Ums2juWL@naZH%Fw`c0)R5
zTVh29t7}&9h%%T<gMO(TZCGdcTAv5^uJK-gYR2X&{GqA=U^!p|{ZzlNG31bKP1Kk!
zxvI-QSHZwjowd;K(VlqOE}|(!&WLAypm}q-&Sjjk&}@HTeE?r;`B$J1Qrsu)=*eA7
z-To1lTTUvBq^EKv$N|~o2^}D4YJ9lYQ6zb@e4((9lbGvm#r2XMjf&D30`M`oSgMek
zX7FtZ`PN*G2j`=A>E6qQF{<8vitI1)FD^DQDvEwse`&c(eR;#@tME26%@1OW6A-tL
z6DRDw#jNj}Ao!1%6q+I0Tw8sA^KQ%G*cPKOI2ltG0cotX-pWj*FCE!!Hqfs48oGK2
zG#4I{7u3TNpL$g`v5FzdsirL-{a)4=H)LWu!X~e2hfSvAuWV)&Lem+det-wY{0+A(
z>&Y;#j6!jlyYTXqqFU;amGqGQ)`<+WvN4MJQH-BikJdFh^jC1ZK|oniNoZ6yj)Z$R
z#*Gj-{+!_K)Uwpy)c1?cXMSqm%lhY7k<Ct7wg1Df;Olv%1e<_ze1@3mp}|VSebvSO
zpQ?C0y!iPg0tHXgH>>KP>`iKJ1UGnuoov^&xY&@W8y>JulV3_PB4<0^fP9GoNT#5{
zp0xnJEvcziNqLC(x6wUYeDnI+3L!)ER6o~JyZY78g^!Z8Pjd7_OeseUof{rfZCecE
z8>4aJ09a^%pM<*Wu<nQNhakst^S&D9N9dHKwk}MgYSPT$F9P}wjXv23X04D8TJ@*j
zWbE6vdEi)rh=6PRlMJfhNjx{FMPSP3V)TWHtO|NNCuZRN*h^&@=$lc-3ohsiNy@fN
z$Xs6gFe77ck*so8w=i_fmDxLdBrY+yPi8T-wbNyf%bsShJ(Ixn-$RPi(hka9tlF9H
z#fR-WbP%mX4(8$fGf55}2x*zWIDAaV0{;mj%L-P>ig*K9+xZ%Jk(Z`UlIeFp2cA`_
zfg>FKbB4X3BZ)^wR2Ual;eotaO_A7svcYb_*A01E5ogAo;*xM>?{kBqQM-66y++g)
z9;aHXLe!2RUN7>z0V7l*({Xj5j-)_mpU_bfxzXj1);F^g+^#c}7Y_DbkX;u~4d}(5
z!ev{oFBl^_bv3Jlm^1A08Eu+&)=^V3-~Og;B~y*WO7_BHv+y-grwp``nK&Fdi|<w0
zz$JoI75tt^vgc?|EBQmBrjAPt4WP*PtEzM;{@HqCgi+Yy0&b=3wsw9McarBV2Y?5&
z5}zD1QI78h|NOkT_N5yiW&D$e2Pft3C$3=F^Z=cex6`u0{<7DzuPUuOcajd63?5h$
zs0f>$YFA9}$UHn%$Zsu+{z8jSx3XgmEqD?0Ok20wnyL|~JqBwzrhaA|m<=l;NXbdi
z^S9wuoEm~8ud3}m@xq}^{WJPjxqP>%%70R~_<Gq!2xx+mEN1-Ai;l7fcFB^z^67_!
z9hNEc;OViowiKh7u><A8*KadF<$YBzCG3|};@qdH@<iRRmqLumx+)QMUo2NPh9EzN
z*oHzz2xU7nXaEAT*bnYwe0t!p<}}$f^@#kU!Nx~!6en6f@y#U}WxQvSRX`5oL3(UG
zpzWZAZMf5PLtt;}FTb_h^ny5ZIa52ZlZh!})YMDOKu7z?Ixst!P{7IyHMw(qh)b<q
z{iweydhYAmUfnI(IWx16iw%l);`6hx4w~-R#>3%wzf)&vb?i$gKpv&z2N+h`H1oC~
zCRR-<I2L8pyjHmm5JKbp$)DC^<*ErjC_(`}s~rD8jHEazj(@Yatx-;2#bZ*~vbSX$
z>-uzGKsG+Q7|lo6-y6VCKAl(Pk2z6C4qF0bS=r$|HVXnL)!zfGNaQNs&%TSRpjHj-
z;J|WAb6UFmu68<Xg413xjYn+N6pMl#Rv)te5P2N@u#)YMz;m1$o*GpJwczD`T6<is
zFOZH#UnK_j4qVS-Z;zm+&Hz0bk=PYSyOYJDZUUY~3r}hnnz;{eVJvqKzQt)6zmQXd
z!R-AR^d+LVS)+j`7AIFRa4r4iXD3u%$W%l1O$KLpcTI2@>6|FJ!~1$pEZrWLVyYJa
z|Im@j&(1J3zE<k*q^93L90Rr*t}IsKV!bHn?J?xVRre8|C%CQ8T2vA`x|1u$6fdNT
zB6f8jWqiDd-`N0@t@)jbI+ko6Jbok5#I9(exy}O`l=!NE-9{nYU-&59MR?_of8tzs
z(F&Pfn{?s!+Vn(A^w3IqSM!=X2`S|R;_97H=(YwOx32URSzWNdk%H?Zs=bJTbF<>?
z-)uiUq)e%@5f4J=HB`TapcE~?^-NC=%*JCfEYA*6$X#~%%H_$MBkt{ORYF=%(&WA>
zx^f6Csh<w~)^W*E5qg*`b8n5;^Y6qjw$ru9i?LmsAhcDKV^k|X{AVdlTVG+hL%U;?
z6eN&7-deJo$jXv7xG<npPCWIFLCI{gELw1~XYiw~n)s0P>dl#gSw~9`4TU-;|Ew&W
zV^1<gyi@eFd|Tle=Ly)|?onG)iLRjnP&hOS6T;Eux6O!R9O-q8_L%W23E$L|1<-&L
zA|5Eg_MjU4wx+30Lu*i3P9;%3RvmF`i#9>LbR;#6d1;_C*R%_$#3_B~VR-4P;cJo%
zHbOfC+5Z=nSw)<^wm#KzhP@m9+2WG=FTLT<{eKefrr?&gN;zPedj#+$I&&MNmFHV}
zl>6^3qgNq5-VwX;f*<!=PuO-x9075#PXqDE;h68<MDg<hlt~=sMpZ$1*|4d9m>vs?
z1>G4j9e-~RMjvdV@7RRPh4{}n&RK}*=D?GCpM-6CPA9PB$IxqXu?LigvjI2n2mw^t
z63<COsRR+kLmtfygC9xx2n62*Tw8o@h3O72JtK(b`7w411LRWv%{s0+id`PVlM|hU
zr~%}Nu~D3TBZ6R`$HH50$)K<}L;9sMVu&Zx;FcCdbu@e&0W?Sn&B2EDR+p2#)OyDH
zmu0Ri0z-HZ&1)-O><C?)LErzCB(qrR&-cEbvoUZJ1-L|SAO!&U?`wTJD@I_)Hb!ma
zVNDD#+tjT|b_2gy=3V?k^mu>7#~6RpFI@F~%lyN@O%mbqICrb8)@-=GW5Yy6649S)
zx`Adz{TVv6;fz*m<UkGWmaacvhkpO|f=R|4?HAX5AKdK8tjv<1f~D!1A)+dd&~u3<
z5mUoV_I7TbO2CeFR@OpQ>+F{5D?M&!VE_9vN`l(1XL!R#c!ibv3xw^<iW4s;;Am4~
ze-_9xmy~TkJHKx<i;LE(ZV@o8{5Of3HnsK;!P^GS$5b>wAqcy9>OLSV4Hm4uUVGyN
z?J?02<l6HTl85@5O>H-1bh(7H!rJo<as#>UWI^jb(-A6e7_L9mh)hO4B1U|#bH}i1
za$#_IG`04Ylw8m^t(KOyMuLEu9QndJpk|5x@NH9xbA>pP$ngzh2h7nmBb#;nAQB@6
zi3Fpl)S5GxKru?djlovr^h-%jz$T}!@HPacqL9rReb{vJEy=IJ`g9L$prF+mDM~`S
z;Tz4@DcolQ@#2mo`=nwDh@p%0#pER$A36Q#^zeF!ktJd*QqX~>6ca%i{)d%5fqcyI
z4*N&8wcy?qdh+os-VcCOyz&A)xOJZ{;>6_Nd#X-M*ghv<p<JT<Z>ok%ODV@a$4t8C
zmy893m@KZ6EG`p|SV;r^e4+dd1%##TEJIm3s8*$a6v~)Gc&7xV`WsqSS=eI%JRY~g
zh=-Tn0Yvj%=sSfGU{joNJW&?AJZC7-1Ft;`br_H}FivlonfP+*CF4vuEwzynIzY=&
zJ~GQIGq^2;yw1Cx50cQi7If-)|8hV{#@Q4Q*L*I$@|0GjZcl-Ep<TqqQq_eUQ?-m`
zuisAH1)+a3>Us|t;A#w_(<?h!-T8xi_~C`Z2gLLJLV{$y_K6D^CKlSy;$gvLGL3M&
zk|vb6zmu@iqc`>1a3=u_5eq#>rLk}syjYwzRKex!?7WcHHZ2U!J#d|PcDL~$m6xB7
zJ|z6!HoP3uTB*yYhU}cIJ()qe&$Ne(^O4&n&dH%P6w`BUv^DL!AMeP?m)vm()O$rd
z><@e3o%;M1WJXHMg7vsu&kd6NdRW~RLnOmX-a8JR5#1>=O?!ml?oRl$a!rOu?!i;=
zAfj9>zw(I*D9#jp1~H2p4P=d;|8ct}PDtMD-KmbQe^2B{%$fTJp<BG-#ElD}&Jo^k
zLfCL|iwnf)(wS*b<1q^9nw~Y9!wb|S*1IbCOLbVVdAyg(vVt|<V}Zhm@~ty$w74cE
z-X|;G2aPWo;eZ4|WV&XG?DiDemS6@LkEHpUig3^)6f<gu0kk00`bfnBKMXZq5;2~#
zOTQU9xG^bTx7X1OZ_o9&7;E>K=L}6On-Gy4P<<l}6EXD4vWF#)@SB*@uz&jLq^?p@
zhAMYwncQH-;}ivz>Eer)G77^ck=XX#<V~NF$B(c&zgy)cf!=6J5y1m<c#mIQz9TYv
zW7o>1?Z*^!aOF(D05R8&M&O&(BgN9TwvW`}U<U5Sq;T_eyCCFx&ttCl(qzistQCk|
z%sOSa!ScE;_EBT;1b9N{Y(JdL(vEg9o2jvq-SNqI8F;XBZB4R*Tee#hYwgv*P6$?I
zIL7JSf_JzzpgSZE{rgyUDFV8hwHkC3ds`ANp6;{{h0>lV11kE(^(4hlOU9T6JIx&B
zstWJW((k;9=$RuV*4-%aw=??$Uo&3hRhMt<zdceZqFquMTvoH3r_K^WFnO#vT@raP
zdH9Za1B{<(`5Ev}AaUsBhG3`XSPV90OuZ~gU!nk7xJIA+Jugpm{Fg_;FPv>3q%LnW
ziu*0{1#geD8#eK`>z+!$4g_`qB6!S~i-OY&7PC#!4fi;I@*V{nB_tn!^xu2ce$Lgn
zO)B}V$bk*U={h5zRk1uT2o_-W88osNVEiP#*C{S=S3r?BE&CuXlG9d+Z_^pY+8Dvu
zt@$o>XlKV}G?28M`a14>{@g|a>BWFYVz41Bwv|43LCzmB917G0AL`=)@Sj$&6LP7O
zQIthV=6hyQdEWdti~UF>Eqz75Q#<})x>Vx(`<kk)G(JIiM6X7Tcy9NN2zkUMA}-W5
z%?-zPZ>8StiBEY}uL249&;*D2<j8j~jr~*dq*Ga*C>l9bS&hi}W={8u6eiwJ5M3$>
zL%)#FTd#qywZrG4`<w2WoHUFz{#8lD!S^?RGfCQ@ys4SF1FlP*2)BL^nht4ldt82N
zk6H`hYB^kbRbn7wf;G6jbzG@4g@#OD)t}GiJLb9N5);s-8h}-;ZCV<RWllGks&B~T
z-9Jdlx9NE}UKm1Hj+P6^>xSJLG!gzC!Z#wb<(#*r_ueK5nXY(Cl6RB>hvDwY+45E*
z0-B@+@#pn;pzm^-F07{}Z~Mnz`PFpWiRoA)zW=Lon|Qx~ahb3g<sZ)hMr1qMk=;H)
zfVlyxwZ}5@v+NWP3_UN3?+yHS$Y}wCdz~kPPA_<W?i}wwKR9*IFX$OR4OtF9+=%(q
z&?JQ%t*qA^(EyS*lKTOJBo;9OsSTN3q!rOe%SZXe5>9TKZpQdv{i5JJz0gA_4PI@x
zu(t7O!{PKec=KOPA?wFHf9T0bm_p+67>JNr_9G5c8}1{|AFl^_4Lnn)8bh9CrylKZ
z&&ek=oZ$Jmyn}qPqgNW=={%5M@Dzo$^o?mYfh2+ve@759YAr$L_ZKG-+wy>3U&S7>
z=f0Y2`-c4YL<n*pn3$5lh~b`q<Yau#Hy0S4*U!+FX)fU`Bju@4M|l>r8`kp;76^#$
z$CbuAw0qo6d`0FZhf@VjH3&W{u!AJ=T@@reXcU&VfFb(9WgrWOj6d#eA13u-Gy&RW
zaj{MPyP`kLagW=GsmRPVmTYGfnFpn5_?SQNIRZGafeLR}6<5C(Ajmk6oDmWIwmyH$
zN<;Qdc(PJ|B;k>n-byg{b6o}ZHqrj?D0H!x35BYPsFpSALv;ydmwR(`OHtA>NnE%e
zq0vWKsrE!iO5lY~<*r?MG-Ds$vG*m>7OY3FRBu<FTttnSj~?8z+6FPF<_b9b*VLzh
zZN?UU?JbMltdMckq;jLBB=8ba{GFl~R>I4c;2uS;_~Ndk18+hlF-~0<#)fzu&O!NT
zFT90DNLyp5cz50+NF6;cY@0uFx27tX5uxq)l?<U~eZ5aANDFv{Bh9i;zw5^CC;`;q
zaN>U1OaYm!BqX9u!*U)eW_n~rx%*J)zv9ToZYNWp9D8$vQ?bvzQUTPSlSaWbsS<BT
zNotG#R4r+N$L0{sSP-{k<*cu3p2%+i#Oc3~f`55HY*>!dfAwE!EW34(GVG`emX}z>
z7@j_#y*^jf8y#b9+3Pe+%zG}sQ8jW7-ga}&fU_SN3z(&UCO}+iZC&JXD*~fL5UAh?
zkrARx4TjWEbUkL`BFUg{mZs4$E_<DxwnkVBhX~om#Gkff6;9w!a^EVhHOZ(VEK0R|
zqCp?eC7YDSVBMiZqUPNW>TQZ^jy)YO&K)s@k*66wZ>XV+6qSdbS4fM|CP8dXXp7O{
zzRU(MXAdONlo;vE<d<>C30!Z-@mxAlIQJUwSzdme`MzJWAvvEAM34k^9}=TrUf=p~
z`}f{o;K@<sEeE5ERa!qdfJzK!en}`04uW!J`6C#8@gzHJl`d{bvX%2wJ-<V`>K^S}
zGuX{$E>&|)WG44GB%EVS8Dkq5SaWjnvGp;mE8Vhw=ZEQItTc(9eeYK~X1y(~uz1I<
zDqz4bxGT4u;h;dca9*&V8X$z_r~I3&DiTs4kUdU2gci2CB19CNn-@-W0>b^86r7@)
z%=TXBr)a^VqSj9eXY@<ZLRnMb(F|KZBnv}(;TfK`toOcE)|{5susqCZ6Og4FdX?W$
zySS)+T(Y0HU17}2EuW0?()lwOLmpwcb3(tm-{|dY*tR5y_IE~v|3Z>U>(7#SBo=0V
zsP(S2FaBVajN^B12)hp6k$YtifnUCP;cUNNw0gBw@eoW@XE5#(F3nPQth4})Gpgbb
zaQZjvviBaDq02hwc~gq0av~wA{1cv;{udXFyLJ@4$;%qY-W=F=lI{IcRem=Hfm-jL
z(pc0!qXLa*F<_0y?u<}jm$`?Xg%0fr&&0?J74-JHFIxR<v#&pqx1yb_+`RA)n6y6J
zn&lrQMM$Z(rFRnbe&gVXnHW?M95j?0T8R*M!~c{}C(ueen4zXgvyJKT%;=L%3K453
z<n~(fXFHdp%Z1W3nFXgIn!+(FX(tE&ID5O%-Z`{(!Y4$qImoRezl6`-#cBOOR-}9s
z=xK(9LYkjRnC34~o}S(QYBD#Cu>J!jFE2MV;2<bfA<>V1%@mzRYW>t&4Fh}7%n0k-
zTV+}JMHvY9o(g=FRO!<c$RB@7Jii^1?SUpU_CObMbg=kRf;~Dk41M*L+HaPXF^A<|
z=Tr3kq5HD@^&AB@jH5tDQI)VP_8cwcfT^qb>mVwlfciBwc>0>Zgx)r-6}NGE$`ONU
zZO?2xNIt9fuM^D!9(_IoBK+Cy$Qsiky8>2(?VoLEN12}a{4y`!skU>>`fOzd`LjE5
zL2(W&SF@;D)1Sc=Rg&MiDEytPgpuUA<?;MBW~4^^YnX&2%)g2}<_uontzWY`Su?Pl
zo-#pS@cTIy9D%V4`up`)_VD?7^w(w47yKuKt{LwE5$&vY<k4x7**{C%kswDBpyOqj
zQuMYlOCy){GLy*peG!cZF=7MW-VV@N(0{X|ApGnFL$CKR#odj|oiscfT6A(2JNi{^
z-ue3dP4!_pDNu4xZrb7DN>F8a<V~kN;I-Fqk&I$W+kY;FlqH=QJ_IS`y4n4=irImb
zo?s)%#BT<n{^jkweGPOKLTiIAE5=3i*!pXn7yPK^kC8QR=%PLY1qCJl)mxB#s~au`
zV|zh!W2AErSc+UdE+<B{T~=X!E8j43bgUnsjD<@hy*vnbfi3kfWjkD4%J=kueL*Zd
zBCSbDCT*?99Qs-Reo#C^{Uhk+M%$JZoBBw<D~Z(WKPe3jUsBc+w@ZnK$)B0L$l=l<
ze)VLiD|iEuC4q%wmgW(w9;PDLWMlMo^K0l-{3e-WjQzc?7H<Dc5!l0k(d8k@6*!~@
zLzs!3@Ig0Re)gSi=(_@&+-G@PwaofA^N^i6FGS%vu%e5z*qj|cMK(Ea0IVIYwD{=6
zA}dAWyKG{9lp*BcfwC;O^>UIi@-2s@098u&XGI;ftuZ=o72VJ<@w8{rkPc$&#UHWd
zaPLTSXJ-(Dr}6y!Rpq^!DBh{`bn_6og30^+Qi=#Vf2*zNE_U~u;3ssP;rM{(OdA6)
zm;mZ*k$sW`<Eyy5$6C&-{&Sg?S7ZQHrpWUm!knl2?}wLT;w7p&y>r3;oBQY=HeX4g
zM2DA42U7%Ox}2PxjDeCnrh5Y_vbS7A&)7ru?AZFRU-;mke{x^5DHo5H!U$l=0pG{f
z4M~k<9myF^EW?-xBS<pAz*3mBXcs#73YIM@><Y-p6<)=C#V6UjU7AR8`C+h8adKzR
z5*dfj`yA8;XK5w4vxF6vu=)Ixg>|9S=fu)6C${0nkdVr`MNI#<Osj^4;n5Fyc$Kep
zpQe~c4@3YImf9p*ZAK0Qu>VebKi@Ga2n(^hJFQ`zRW<2i0?0^G%X_bka`QOPM^VUH
zng#cAn%c7~4@a|3p<jP<*ikH(?O0p@_O5i<)m7#&TAT2PDk4Qvt<gO&>o{LZ-^#Vb
zvz9f{LTaVWlt5nL?v9M4a8s)O{OE&cI5UFMg0fgoH^0-Ukug|3-Y<pX!)v$Y$MlyD
z*udcKMX?1#OKq)K(B)$*KD&%Z50bwhdK-6juN_zeBdUlW8LlQ40*><ku(K+dbun#5
ziBbz9t!UUUPezrHv6R(7L3*waOiIA<9l;9amIuBsuV^ry9j{D4L#=D|ElLnP9;T=A
z{DskV;dOh~TmVWqHx$YLYhj-c?5INJlzkF6kp9+hcvpCk;}syS$4y!rL%w0{T<Zv=
zhgV6g`yAu51x?Da)&_8B+c@dl<pre;Z0wlSM1<tYHbW!QiT2JR2ppd-+q*=25dD%g
zR3d?ce$2PdjmmO-3*y{C-MUzrz=c}Z=wH;FfPG9vsTbosrW=O^&E3WX>CXwdLO;3&
zWn>Y%e1O#i;c!;57Muy+i};FB?gC@jRneU4%q*xEfVro_f8IId`{!;BaF~u)`ZKqL
zJ{I*|-T3f#+*?O}eVPJhmUi}PP;^);8#pqn8fWJ=V^JYd!pFo7C8VJa^qCb=!7HmH
z!Sg&q6JoE(qfls^WH^+Z!u=v@b&a3;cg>9yJHbPpw6-FtR`1?lNF3qSjshssQyLUv
z=V<a2AzucZ6>{luI{;8Q*NN#<BeiOn>kk{dntHV-%-Q!eav+Zf^Ykx;ZZ0ceWh_Vp
zlfbSP^yIL1R&qET6UY}Hs_yhhOi)<_M0t`J&cO>pquvE&B(S<vpQHKVlf25qIOzH~
zjoZt<)>CFd3=a0edoCdxz6?s%krAAGMv`=&1b%F8?i^T#ixLEraWuf=e8gW`ab5aE
zOAmOXbN?l<jSgOE%g2GX1W%GGQR^f4Bb9RvN5FQ-zK*LmJE<#ZkNws7Hu0WpLj4BE
z8xUjE7g;p0t1pXx?$_&g>6BcMCDXyen|ZV)_Qy$%S(X4?e1k*Yx^iML9iyYDg|y+3
zOyg<YiWTweBe}LAk(HA$|Lv<hG%Dr`?RW<(aEu2JIJPDrA{aC$OyUVFzf%_DW!Sp^
z(zU+6y9^?lnV7_VRO3BfUiEW~ciZdxp67+u%5!XVRL={lF&QU0A*br$BmXQ*eVas^
z?dW0zW>M4T@TKbS-Pp^XUitTS|FUmb9GtpZWAmO%GM_r*dr3FYmn3LiJ7wFOw?}hZ
zJ=--fZ!cxaMjl4<6FA=9!q<&{;cl!XS89-P*aeEr6A~P^OMz(n+gl6Sm2oK9elDNY
zwwKg0ErDpAo$DY34}J{*$BH9v7;>D4mlLPU1EJWw)x43dO_a8oC!hP1A2mqCLtl!h
z<J_O?8(_SvqUyfrJ=FTQR8i@6CJ+~t?X*j8GGMF>V%mZ;bF7O2aX$2ETHPT6u+4@0
zR#GEoUb(Jily3N0F*eHlJ4dBZW{xP<Isg3X!!-$gVwWi1ABz>xIJ2XM3U!;|&kdls
ztQgNTS2OW)DC&h4)_d3Cq1Mv}7Jni=n&PMO%wXucthwP%8K+l>29-c#0Ty3UY@sqX
zjbAU=*7nOUQ#m)3&Ea&;HI_8m<$@8{3v*zsCz`Go(b0GvzyHqIaQlZs_24L?ua`I7
znfp)zni$x`%i)ooFuOdswh(CO91iY^VX<&Sf<}D^$|%5a`Itk4<RE^`N!}&5#t*hI
zf;wifVR{T+Y4G^23@bw7*W8zDs?J-$-rjs5Kq&q*Wb=vD!dM0x^(iDH0l}r3cw%Me
zujAC&yH{nc%P0=+Y){%m&;&K}c7dKN+WpBtSOOUUFL$k{Cv_)$++z>trMIs%`8x*p
zM9fWs8j7*C{Vhz3mz_-Idmb7%HRp#o4C_~aOPAS29L*8oQQ+-M1V-{}y?$|Vs}txC
z$CYewt~etlNVG`ogsRy)at==ENwRdW-B7bx>qj-oz#07Y#b&dqHC@-M{V`v}o~oDz
zS>{`MNu*<7H_&CEvgPcTESL|oS2K4@>yt#iuD2;WT66asrOr$)>y5klEiG%dDe4^A
zP_9~!AB3IIZT}T8K5aF~FRE*EjHk51oMvTksKDj6dQzW5%H=X#JH?rAHnIxgggy5+
z($E6baiu>;Q_j>Jn2|v1QjJGd86i(l8Ue)u?pZO>ZeCi0fJI*QvYeE$Tie1a6r#3q
zQ17s8Ba6QY>qmaJHXtPtg0%sM2I6SwTQecCK<jyjk#W>H-+rUaqMcbvw?wneyf7HB
zOJQ}_{tX>{g3N^@!+R~CTkQWXY3sP<c^7SUyt)W?XZ9FU(EtO~WW${7vbkBmJiC9o
zGMu}<7ykinQi=%dMzweOF&rJ0ps1!6wr7@#Vy(n$-4i{k=OVImjB4*#mm9DJ4f*X{
zaLn7VS<lh4^4;RA1hOr-qeE9aXy<5ffTgyE=2-=spjl^d-$4hRyBLeyXO99N+Us1<
zLo(P44*UQz_yMSI0#_t$C7m`xH(HutFu}qoG7eiC+RM70y-?mkFka)Y`+MAk2rvC#
z2Q%fy1*L!{Iy9T6#p6mhX9a?zDA3qLjo|H1{fd53t>{R1f&ey_(Sa{}0OXzGn&1na
zD$-m|p!7YflH<i`=SvFf@LN@QJlPq(PV@ll=}LTJh!8uYmqj_sZ|85;&YWOzM((QE
zyBARl7^k6J<!n>)q5_GW(CuHph0J&`B&CHRsOZKXn4!V~5>8hLb0QFu*Kp19pnl7J
zvv%b26OzUViAUnD5lqdD*%-smw6OJCYKL5be>SgS_DvCME&xl;M<U4$qM~6PbD{^z
z)!jJYQ-Saeyd23}@eq!C1tH`y;QR#*CPmL##B5Ye-gvgYi309-t#gBu7y81$(!q(E
z{(rqr63%HkH)Z<^Ig8<~ZN?^^V*VI9fm2D9%7Qgbf{^3gwFjAYdS0xkUHtcTrnP`{
z4U7IQ1(f$r6mF>C^#0DJ;tGV+g;hvDqDk=mT-tVGV`~$9BY(#ZHW4K(Jba`XYUUb<
z??XL4owet*)%>tAz-wePS>l)AWwjzEp$~vsNQZO93$1BVsFBG72QUl0=^>e~fl)Pq
zx0`{td|Irxlx)!T`=Wk~dSuszqX}Q{>z9Voo3YJJDSW%45xZ;W<M47xubP;XQEe!l
z+@3Lr9^su?-ZIYYe5eeSJRPB%*#k1#U|qaU`Wu7bNaA{4QIa285@-b}YY5qWVus>s
zHu|i-qjyR-4*R(MDg*wiNZ<jV#BpEroLlnQ;r>ioa3l%rwj}aLaxM0&W0^*7{Tqp#
zm7HrEJ{~xM8L6lqMBrj?oHKn(bm4_mL!TYm=TEJmF)C?50KYyGQ6Wqor?tun#01Sn
zM@E@>*h9FMvwcDYHprw3D!sD|wt^?-oO{$njz5HD<T%uk-bv*Bq(1KQ|J*MrN}>@t
zzr22U;2#$<3fUt(J-1S_qWK-JJ<rJ!RD<#VQ$u8qF?p$jN37E6vfLr%twZxFa&!<a
z=4wx3(c4$NcSCDbDvdM!&L-52MwMD{Yu86*R0{j$3@8Nm#+*M)y_h!lFtv(D1p$7%
zor8~r+EzAE4okfD%SuIp+uIwFsL)7b%vSBZfhLCW6#_#Y#{+WmQK)YP!yzLvk!X;*
z?=pY9&_AO+bUgHYqYv?G=i^a5)^XFrq-|kwujmrD`%d*@b7G<o(`yqj7CH~SiK*1h
zjWT(ZaeN%v!63heGi#CW6tVN#aORE1qMLaQwGIw#j`Q2u4{KMhLu6R%pBHh6|8UFm
z!-VPZ?G^qRwF#k>EA+M@p18vy5{XmdhIbMFPMKeRLWi~Ltf`VPm!nKZxZf$Ogw&!W
ze*Xk3u-iBJdjj5C7Q7<amxgeScJDH}NEZ_E-GJlh0zGYB{dZcn2-d1?IomFW-wY$0
zsU$3|dNqP#nua`_db~P)*J0a#{$x?Y?z&7$oL^psc~k65Dq)P8)srDY^&-|REz?hm
zBNm~ji_@mea*ply{`EcoDN|&k&yglHv<T|6TxNWi+koZh;nC=o-1^`bg<en0zh`5y
z3;t*@2Y-h(#T&i3zWvKZOx0k)XoO<iuucuF;YVu>pA0AIZNJ=)U~FZ{?}7q&K9gDj
z=U~nK6&GZ?>9?@thT&zs`9HtD`-2A?>2n;34joJ?8&^=(j5cKhCahK>jI6j~riD!9
zGmyd7%_rv<HzG^yh1l!XESBRTlE9I^{xwmdDE$6;C~BP52`MM2$Y~mm#=%iKHd5`Q
zxH@fYa6c(#Ou`?wQDCM(j2G}1FG5jE4fefmW3^>Li&OGu{`-Dbci`CHuU|KTp`G(7
zd6)FOVpJ~r-~Ysb%gK1ZKz#WkEhemzRTNM@)=wVC;w+$2IYDYZgc@7CqN5TRhY#*i
zkcUc5j8@_7oLgS%i$%F%Bl%kzLqf&-Yd3LXim040g!kgg1AkRJtjz6QovI!h|5Slk
z`mdasuS3HZX)w=oLP!M<94FoG0Z9;>TqNVWmkHoEK;Wdb3qjMewEt&N2xq$GHTvVE
zNmEm6rk+2^<io6{a@17+TUQ$Kxr!TiEaSx|-gK((ITUrA<35898dkT-X<lCn7{d)H
z50Uqe^*m+MK|`_w6n@rhiKw6<Rc}i4<+v(hyb^z7y^5>%0$4`K<n2yprM(HcV+5C(
z>(`dU5+=Gk?c~sXb!d)z@I^dSR#gy^|2CT)@Ov={H#a}}OEw)tVj`=yDiqUC{y<e3
zvjZ!{3xhqsl++)xUT9WmyTodEp6p9Leij8mp6VB6fJ(sU(*M2>%TB$*{>ORve`;|#
z3K|+=C<L6j?sta@zki1m7gMb@S%t`?FiGnW5D`VeAYsoepPrq8X|~_MY|a08y^7il
z?_Uy<lY`UP&H86&F~FshPBVEG74*fwvVNKoylDdjLiYFfVf7NL8NAD_z_s!dh!e^x
zD!JQ&ayvl%BAV(-zs=K>T8#%xC^YdMIf)aqGi?oxfLyMV<F&Q)BGF~FB{zIB&pMgR
zxq3@*S-6ON#(S;HlRIXlmR*3%bl0;7NN;2`0cc)RSuU<13(@|9TYun5@Xw;~93h9d
z6y>Z%qyZyI$^Y@vBXik!Uv;KL{@1bTAPAs}DvTh0{I7hN3GO$5KkPtvKkxbE4?i-8
zd+JKGH+}^7Q~s?1+Yy8|j^JQpf#L{l^}pmCl|Uv#YNxqd9j6<LY6#FWCN7BW*Y!8*
zf?CYwen$)%@&N-ARTO_Rw%Mj4$__$J&3_iD=eeQ|rC8S|9^dQm3Uxy=m9)KMeG#BG
zjnB}tBC5NKt%<zkZtkPbVcgVo;D3s$D3Pvt;*BTPz5YRN<ZuHQ$R{O}Bn_+?%Yusn
z!b>pGcG(VkWW`ksN!MQO*Fi=syb7EwakYL3+1)mkD06rOZUm#?hj01JE0j5Bc1z(j
zj`8*Tl1cP$T26)OnX$CHpNMJG1{<SQBub9|dO6uyP^N&%H3~}Nc3U&M+^X7z0b)Eq
zxIoZEV3?7T4$e~PWL#CA#jcee;71nm0-V*#*Slx!oi81FjL-=ENo$*{$1uE@f`{@H
z;ShBEuWb4<h5zA(Lh~_jTHef1zjSc;?^Hgoilmn*9=Ha5W>CgS-UcE@U^W$z+u{#r
zX{E%>nTnGQ{hC5WX{nT5ClG(4izk9ULRM83<vtLP<zK>WY_{s(wa%)lqMv4HUStmP
zre429mzOvVZ@<knH8Ey)|Fr1z^6*kKSsnnTu-GYm*&u4;s%}{8*Q&1TLzEYt7s!(@
zH8}bHOTq=ATEHy^y!36(xfij*uapc#ni?Ei@?~c!f#6ka^<YMg=4?OaIYEwGw-z1W
zm2}uW1ZNWL*pIgv7zHn`#&f)2hiqC34z7(dZ^ey7Ion^->YT6Hhv%0!`W%!lcEu6%
zF_BJ(OP&|V3Xc+JpGpJPR(_eBdXQoN*e)D`U6YTa3HegaRP1A@v%jSu8+RAiF7+T&
z2Xp+-ruP!33+0-E?lZw_$;I$pi5^Es8<_2vnE7W2)nGOB7p*W?SmZ?Hn~2j*@^MNR
z4JhgyX8;_@;F6T)w<mx6R<+)Pa+aqHh<8&kRK8iykOjD<#8gj4uJHa~ADV|>B`{Ry
zbW8FpEhKAvGJfiF9jMpmzh~2?dh@GkfhI4B^(2?-B7$W21ZI3~5T&;Rn+ZWoB61yP
zT5QZ^6+@f%A$Ghs<^j7IFn^k1{kIi7C<bK_9#P%|ECd@f6MTyiFEA?^>+NqQ$^!h!
z*52%Bd^R(MARkZ!)j}Xsfz8?aeoU0VmwJ>l(^BU4OhydgYqKAb7hZ10yj|!0u_hm1
z*xruK!O`Tj#N)7_;_h}Y!fPM7M9P4mv)(4P(hDOWAl7G<Gj<@TH?X{pI6!q3R5$Eu
zzGd_6k?>%Om-eb%fmx4%B_?kB`OovZb6wee#4OM8Dg7*S6U)FnSCn@$j)15K*FCZZ
ztyl2=cxl8Grt>VGe89gOd7)8mmq$t>h0@-**@#(E44rkE(;fd3W<kA>ai8G6<#qf4
zstdomSI8e%?U<g?KjGHF4N^#HC{T6y-0Kcp@Bb!%;j1U$EkC{vUp<%q!|^{+pI?fK
zqZ2t{PY4SDRTVe4XNvfBSkjy0wb=l$h#eZgd*6lGX9COZ-b_<KNubvl?A1qt=h!-I
zBWe=~x{|ivFGKI}e1AyZQ~2Y_8g1=ydcU4xy2Bx}z7G?AND<6BCZ3ce3=yTF(Q~p$
zj=4ljv?Puu_$eA;94p3TuhaMWAD42{4~`d}{rU}jU!j<XcI2Ax2_L)m$x<)j{nq`K
zQ-SOdJSK~551y*p(ZAYH8Hjk#%Jwu!pMsk!RtMo{)CMb$Wmotk#UqZcZq8l_X$k%&
ztMy+hGHhi3CBL@8k00YXOtTXF-danTg+j4U0DrAA6x>dqHfUZ}5sYUyZ{U7Llnw|T
zNM8X<aItR}7o^0&w%Z#Y#%kV4(F@~vhH;>I+VIOAZsn?hd+`PsG%%%3Z9Gvm>~h5T
z-{KeRsj2?UUjA8l_)2-Wt|Q2{4SWC~bAVD;Bs{vaZgFb5rh*dU@I7o1f=1sY&6{}P
zaYPD-)2Uc%#8<z6upd574fQKzc-memmoh_{MRUYF2QTp(r}&+7pj}!WY*NqMvdhd4
zDv5L#QDql%%wU&W>bvf6SU-js>>S{Bj$(|Kpjx&*c7KU(FF$tPC6av#%wHUZ*G{Yx
zmfy0{V<6h#b_#tBMb(U&F?fV({kZ-*AN`~DV~BEF4oBY5#IF1E1k(gcfU5Z@S^fcG
z@3C{RGh5A`D`l#3vv6&%howXX+%<_z`A5kEFWhVy<uMhf-9q6Dv}Gg{I70<dA?IQ_
zB0oy&*ON?VI&9qkC{6gLOQml^wl3e6uIzu9UXFXmiNY!WZ-$o!18xqn^}R42(P_qX
z{3^F7_-JtBw&p0QUr+Sg9cKLw?i+EHF14YzC9#aaf#fDVgQzTCgTbq_1xz+}Qb9#3
zVKd6utVT=~)We6nKnv>chCtv?71+wF;oc`{eqdC}qq5;odIL{E*y@;nECT#VQ;;K+
zg4{iXI>@U)#D@<Hrl(dPo-SO*2k2+cA1J2F1v}pK*cJKp#xLPtVN@qFONfVe;pIf&
zEWJkP#Bq@1no+US-PU@u(LB7k@li9#cX6L3!EFWqyt;hFD^hJuR`*3<ddZ;@>?$+>
zg$x)t9&^CzM!dJa1wzW&AD~JVkNcHJykK4^%KMtJo&Nh)&U9L8XetI<c{!8|DsZa|
zOQ?=mc<Ms_F%z`+rG{#eSkS9CBmHONzp{F#+^rB5$7vra5g4C)HN~3gIaSI9aq)AW
zuy$&2kFh?&r$o?O@n+~zODn^QV2osMg;=G`%gCKpa^z79nk;9x3uH6O8j{LQeWwHG
zb5|}d)Q`oyY8ua13j-TQBDMTUhbXcbIBz}I!mY1-3?~C{g_~Z;1!|MrS0$zWqH;WZ
zQpLrUkP<c-4FXn8Hnj0ITcT@>mjR;!I1y?Bp&g^$X6HF*C({=1Zv3gBcJg2UxD>A#
zxq%6gF>q0bmm@uc-Q7EnM&`}?&BD70zh}%ZAy5o_bHb~@ox)tiwwxagL@iO5u4UZd
zw@cUUc{_={WG-3L=ll@+>D$RU;a+#4-gP%~v_j%b`p}=<gm%V{dt2%PU1Fla%HB-I
zd4+@bo{N|esVX{NIvPPPbm#3-U1-%isG;%uZqf)Z2+-)Ei|k{rIcXUYW$F0#hob_7
z1+@1Fa)w@&@4hp0VDkgl<Se{`)08iV{+Q2Y6^1}V&ddSKnHL*O&ccWnQ@RTMs6Z5&
z(w(Lf%y)n)+G2)#?lo!$<JT=9^23))4=Iy}g41dbB(TC&Nu)<<Df}j>cV20A@ISMf
z)-z#eO3k~~2ValR@^S~~8*6cdmur|x<mkynP^*qcaAdmWnw^iPYV>ouW#hLBJGml2
z=wt2A%ecCs`QK$ZU6RE>G^>j3ojD`4Zr!1-kS2?BoP?`x;s4EOZH@JYrt%Yd78Dg1
zhw*qk59@Hf>K`74!=eUjm8pKK*6j)htIHUjEmb`qX4sw92)bSpK3=Sc{L13ZGa8OA
zt*RQFFOjb^oy6bha7BB%+J=)qeoIMC&X>#Jbo=}Ow7XtK`$56Y347n%+;IQdhd-Rm
zfU~i=n4a5ntZg*53x300Em|xsgNdZzM8dPUMo$}j*WWcR4ekmc+Oa5)_P@2XZp{gI
zS=S@Cjz(iJw$`>$2<c>7Sn%?#6O+Irhk_v6E8=?jbF=y4$-=H=27~fwZWiIUnWb-4
z9ko*E^;UZW;o;*98zUbX9KS+Kxf+yoj}SG)YrPre^c*TnYs;cOOm<C0S8kbCSn6w|
z44A3HbKU9BTbG_uQ69=w+YnY?9aN1(#iYJbx+<7!qh==V9v}V)v4Gd5dv!V^UO-5l
zL^;7yFlrd9efDB_u}1AH2x2tPTD^rZl6w?oe9$d^ONBi5i4WchVw}N66_g1nF2{s*
zU})q}N4qccxW0iA48P(81gGWkf;)R<il&g|((V{2;9N4mtipT)4}5Y|=5!wyR*$2L
z6i#ozx=%<)XO&x6=xfvPHY-QQK9V#%ire;&w5x7eMGwWN>I@Q!s5$f8E6)q?C?QD>
zXo?vpvHwZoV@vOJm(m5liQb4(+Fm+r63`#BvcnIacj_a{I?1M{{pt?JPx?Sk^=XrU
zKY1t=r+(RA;;slZ(3<%TPW{yNN0zSEjK-#2^;hrE6O+CPtA1|E@aA=`1W$bC6E7(0
zDh6D+cJ+@ifvZZ6#+l$Yr)fg+aKsK+#$!}bt)hE^>f<3zk+E(1_w&2;7Lv|!RMFGk
z;(!isdilT`D`qFGb+_?V<}vj*?1xD(k24xEU#Sh}jacH);Pb*5`g1M#&XaB>raPqh
zZ)!=E(x*;By|6BA*U83;Z<oQqh!9j<9mzJg?9FDmpuTCPxZO*!6i#+1t-JiGw}cvN
z$Qv3<@`{wC30`>Q<o^OdLBGCfocy(SU}mI&u5E1VKU=f=36zx-F=O1vvokb2HZ;;l
z*!U1;h8nB@9nP_#D|e=n?EE?%IPB0^9oDh^l+2t`6qi<E&E9ADX+~SDp4%ROJdDTS
z85eQ;;Ba*Cx0IGIRSp6~#x>SYy3fdOB`N<oBY%!i{>)3beQ+2$_*u&6o7JTIr1$v^
z_eo#;F6<W-v2A{9bQAW?RInd~<UOhPRDgby8yo(Mx_I#;by0@TO81M&B@OmVmJ@E(
z_e;M~KC75Nw&g2#OxgAtRugW~V+6HmvTM30+PkwiLu3~T<!f`u|A^0QIq9}Y{#Wkx
z@?Fd|U}dO^MMtBs^J`D2t0-a9<#;6Llp`%qdI3@1etXlX2eNzw6+|W#Hf)2DS41}W
zwi&wlih@ddv@oHwUD=wbBQ~`dKO6{0?;jrG@utqSU&Cz&HEBCE&?j*E?P5WLTfgss
zDJyQnvd2MDn_Su%?S0J~?=vTS#8>NoQq(8SYl&|D?0YvBxsMGE`Uu&LlfULqm>Fv}
zI-8#)*|{Z*4u+c2I>dZD@KP4vPw$MvqH?%)SVPx6%FaK3*9)Tu`AW!_WdqGd`$>{$
zYN()<uN8jYatp2wMld$i!10SAcoLid2OH@PV%fRH+%_=OL}X0kf?v6aOU%a3!w)d~
ztIk+BqX%AuBw*%})8O-!Fm6~&whnTx3o_*!euBTcn(eQCvJOq5U#xqE<a&<&Sidyr
zwCEXfPD^wXJ77WT8FEJuMs~H8dWMwU9;v$c@xvJ!!-YS>kY8Aa@xuZ*zZbO!Espk(
z@%P%pq5GIUr3)6$?8&r;#izmNDP!DlQG3YFDH6(OXU8=*(m`Z2_hBXJ8Ts`0?CZ7Z
z&naA-%wc6|fQ3IE!>&zJpsuchjoYpuIVA^a>C!%^OdSlh5c#fgn?e2#**S%bd?QI4
zXn(f+PrawSZ9tJzT|;lAGUTy0ZW-~E5G~yFD#`ouD%`KA#xMg7oN+NlTzM7d#Al)E
z1F+CiI?(A#ZZQg~Ycbl0UEe9P%c@cH0a976j0DPv%;nx3=A^5Ny*+H;X&^vBMGZCt
zrK8=6NQ8}ZhlMb+Xb&5040P0mjTRqq1r=EQFa>?iMdQ&(SJoUatwU7}t%EUN+6GZ2
zvTblLzYN2THF3_{9C4*pm=&Et+u#RVW(@SxQp0Xn6*vm`NUx~I%J(_w8k~fe{x;B5
z7Mp9YWNbiX(qPHwD<i6yd!9MIv<i32N-@$*3m02h(t(9D-lT)thqu^~If&#`Y9U?~
zRN%4L{QpPSJR~x0QSW80dFZQQ?*Myv8Vl$^z73C3(QeNhgni@1x#m$`Rf|P`C1Ql9
zKD0P8tJTl9OV0OeHZb2GlaKw6(h$6ud%iuhs1n5$HCXd!B7W*;i`4_|@aLOc4B7Pt
zw`TjGgOg6vn%63n@eHZWr-OE6&h6bvM)2y^_`5V%1{n>M!Q(UpFKXnP$J4qs4+Cx;
z<lHBS<V&<i0S}RR4ao0G$ya0K2WOz&=}3f)X5?p<R-?G87Qens$BI^FSk=ZHe<l=S
z$kkZf9OQ%!V!<0tVeRWb)!|$$`fLipqeT+yZ$%BrPm>`(Iv@KVq#}5^zfAeRUQeKX
z$ZxxTd|g=X?eSljQ=-^1*$q>+hr?>pZPA?8G!M=|<)+Xl<WOTYJtj(w(R^h@7swbR
z>&9p!O`P*ELu^?U=EP*u8|W8VGh_7ovMTH?E5NrFI+$;zi=d(k%#Y2YH`9+c(US6$
zsEkxB`8;L3E9V{`-&a)Oeql9+>TBS%Gvg=CeNXvGAMm|7W9QkXIw-2Ch2QHWP>)Jf
zzq7<b55o-D{eifjLj7j84P^T%@nu!Gn^%PqCR#Y}V?p}~RPZ0A!w+_ht^KrBvD@7g
zP68g%D{JseTsFGCOhiyiTehE4A?z0=#%?1OWkeQp2Q$Q%RN_u)6-HTT<8mu2#1>cL
zo6vOHPg?3CJ-<k8CZF><9j*1$;K6Y~ZIjTUTv!fj662GaG9qOJyE*BoVsA$)c<QU6
zpt1%VLNn3sLNvmLxxzwXp9#g`s9b3BlrWHEGkJEojPZ$*FKc|#QNi9$)}rw#Bm?cv
zMImg2n+*9mjC?!p4dmIC+;!1dMG4We>LTT{mRDhfsTM9YXX+vq+(*^L#r8s<HLVaK
zMdf%D(6G<i6xw6{2Sx{d1-1_Qib{yD;trx0C#<>x?`o>>v$|-`jLP0+s;GpGW%+bw
zFf|25I%8ORZ4I(&Yh?C|QqOOEB}5lA@cdR@jbVlwIOArDII3Ta6F$FLecJO|ZjDgB
zL^&8LDdC;)5TJ$#E~`LfWfeA>$j)?IUi$$*XXRs{rU058nUquvbfKuMjIs>&x-0cw
z+r^Iao+*Dmg!`QF$hiLkg|Ue+>(UC=gStUMN%T8xhxdklb2nV}<IW29chE2~KuHFB
z-my3%8>-rxP*zoes;)Nun@S{p6ZPJJ<2UgPbfKWEjH*obJu4|2ILp}AbK)}ncb<2T
z)9JCPAj7m>zax3g&iZSLo`>Sy#P3iR9S^>VAuN}C3(q^p5#rMaHN|ZIM_HfIp;|%*
z>b<HHw+>WhKV<`5INdl!2a{64T3LIKA!FTkZo?@kz+%l36hD56^0&-kQ+4Fl)-rWb
zqK+6SDI%u&<8|>>MJ1xDs<BR&-3GQ7710}`Cu%f&I7CzE6Pm*KSU;yE*(WF~A)4bL
z0g8l*YCNbc#}GXYoOCdu`{wyc*|ZMdnd;K*-cMZx>(cY!q{^e`X3pjo<3&jYo#js)
z<+`?z!BG#Lx%&euo1e129-MEUtZxgMdyXM}?GDy;YVJ;OxpM}Jsw$`{E=BB!X><lb
zN%CaX0|iCIeP~2IsH#A8O%;AoXV=9g>UvmGl8g5FsdSyBo|b;r(1RaGz@NO^L;W5Z
zskLDB#_!Fb*Z(wFL4))j)^3ilwa{Vqux_}I-jh$`@yRi)J*-V)znC2M4JLo&&@BRi
zKp+rEz#oC|{{bsjte}JJmMmF<AAkI@{^X{jq9Sze+!=G{&c&cXgJ5RHY^oVMb}Z)1
znFBtbFLj?~%a-BPsZ$s|dNlpnty{O~;J#V2W?|#TjjZdbY=CuvfuEyCQ>B%)CjF|T
zwY4TZHiTgJvka{0&b@K<-(>afXE=E+5_b*{hpLLGTOZNKwf_H}&W7-EHiSdBJ@knw
zUBogmd@j^t_Nz_pQCwb4X9}6S|1IoH1nB4~y^wR@W)enqFo!C~DM6n@QF%4S?R$$|
zU%J3RxX8=J2!GLLHBSo-cv)z`anTdpjml%4sQOv*4@Y9xC?^<jWGCa|z>{>0@-t#(
zaQP=$z3(MX{t=Bk`v$S<0ZWGqZ!xO3v&`>57iv@XtG#_tTvml!!ReU0JqUJY8tB+e
zv{AfMGZXrn?1FOaxe|ln%OBwB&R+Bb@joK}U_W|;FqK(u?$+mw{N^7&arB?HL2scA
zGB9^r5bR7T8yHL2pf^1^u;;4K20MEGBQ~gG^?@Lq{PP{|>>j`>=dCBg=qywhH};0L
zsV43Rr{bH{_oX(P|J(I|f;!1*`11SosYcu9$X>Ajd>wkBxU5>JLolO*k1>4$)0VSQ
z2-@9~Gb6)4BA@CPH+MjBc@2FE_}qQrvirpwNf_19;-Bjm%c?PMYZ!J-@qmHEqWyn~
zJZ&J!>h1S%@^TpNoSXzz)yDPJ|ET<3k8$$qTiiK1roKG}g{NW5p%)0cFyUXThb$fT
zzQD=rQMj{zi0rZ9{2Pqw<MNM>4fQ(gdB*5)NaUwb3knqdJ3C<ZcxJ<hkE;=$yh_Ec
zlcB7jj(<e{HA?<4Zu#SUMe;+0@+AWP{#KuKcp%d!y-2~_&Cg(GriqRm0d@Z-@*ErL
zb=dcU@l*B>ZrD%x7wRI_F9mOEN0-CxupG>zd{$$sUt$*Be!KD>&!X~i;fEHmHd4cb
zH@WzBS2)b{RO##w|A_nzZRvjTc33v%9f)B1MGt-OlofI2J6}xxEer-@Z_tzf)M@WM
zn;TMxR{mqi({FD|_2AWxZj23HWn%8GFxZ)@qoeR-#SxuEb>7of8(wzWa2WRo?uKQe
zi<m$6Pq2EwuubkA$ZnIzLzy<YxsRw#uDaLYfgYdSCmrg~_{=ZUFn7xfrce40edZ=J
zHte8$gx9!pe4<n~J9%^JawvX3AB<zajfT6E2}0haVD|EhbU@g+p&vgi;O}yH;|NTg
ze;OA4ztD@U%{|O8vcC_V&G5g1I%Tzmw-r_{>QBFK=4pxWs8sAa{7@?3?|;26F#hUm
z+&S^z`>Rc%U!?n`{a-M?67?+qo3LNvdWKwfmmV9p&;4iXKx5f|{3&{Ma)p@*JCI8*
z?IDtC4-Z%YfByzNo-)oIosWs%?0}y2c)CxZG6MGM){K6hC;Z=`R=B}*i@gz)6co@*
zLltS2)!3Yx&l&J{II|GlbOkV#*c|-1v@+A6Uv;!LQ-{aFH`pDPg%xd>!wH7Fi1hF@
z6wrY{PWxZuZgLU2SV?bO{Zwi{FgDocY)spL$`X`XQH_mBx%B~mJ;V+=@YGO&pOz|I
zp2Xv9W)a4l{k^_{@`I>Nz1uxZ82Q?&NGY$z#`qjM;4i7H3UebeaLvyWsvMhS{|Q=I
zY0|GcT3czrV{0gOzs$snE^I%ns-_krPQAkie89H8q63cp4)lEcfk^Bc;|v3iP3v{#
zMA6UN0JDSvK0cP3cpO)VUH4O20e}Cqb9>ufW7lMNxy<d+WpF4GyGF|{14#}%Ny8{V
zW2j1OQvYA>6Iz*S(64&=rW)`#`Ubnhv#_F-dHr)sKRa#A68c0wh5|fEE2giJ4EXzB
zTl@OkIxPGL*59bMu=fpijgu`u=zSr!+(^R9W&Z!l9IL$BV`Ju&D1N(|fM?P9xUk3<
z)`n_$@HQ9U?ta6}X?Yv`pXd{)7H7y;!d54tpQ6e5DVvh>>I432@qr$@m)kPG*;_*u
zZ%Zn$FRg$T@b`Cogw3{ww0s|R6{J>HV{3YTeSp#V++v*0DZ*ZRBe<yX@w&7U3lp+o
z!c)R1i334CO9y;l{1jKApQ6S1DVq{<>jVCJh#f*h<))_m6z7L=IGa(3@#Z>z+XhA|
zO4!-Vl$P(SqelBF>)+*Y1`~W6nvOSx6}Z=4w88uD(iC)PWui{M>S%4O0gsb!vHNW{
zR&X3bdoU^oqa1aiDi(10_vCBPuX_0=8t^#&7Q5eMV?_Xm{D>Tka?<<9<k#0l%4c;G
ztBaJ+`aYKq_@lC4&x^{$RbPvL#b<2_?NKt5my;3?Udp0iZk~bywrUt+aY+tZ<|l*d
z4XNy4?KlED{;nOiI7mFdrQ~x4{2k5^KEM47Yk*XCKUY2v&DFRMMW=!>C#Po7efh7(
zvV#IYm1i@5L7P24V_@WUCJS9`65bs+2geD6>F?DoOc1d72mIM>0%{tW4eNgmt@i$~
z_--oVzFkfS_Nm%i!*0W3R4$s1<dxg#Yx4iRUw?h+>nQrV7P0rBKeQJz51jeiI%u>D
zfXTdRNSeJAB`-svVrLD@UzeilyKj)b<~OP9EjO-!s+$v{yA8uX&54o{xbS#rrXuoL
z!YV7Vuc#Q;O^pAOHF<gT2~A;qq~??iloheb%7E#c1u96Zs>W{_1$4k4#ZDU|e4CI3
z_wYp82HpY{4A#{^NNM9TCpLs;y8xIj_!^0`mZ9WD2vqECV7Yb)OuzpIX{$x`usk{*
zZ(Du=C2dXU4(JJ+-M=EL$0*LAzrVwoiV~(C@Ywz0k@6yhR8?SyrUA?pmGQEw0zVe#
z!AL=wl}+&fLVH-f`>Ajb>xhr<VePv6AKSy)B=(E_jeUaz0uu`S@67uW{;%@y`!|H9
z1qt{g5dM!tW#`+mV+ZW*?O8!~6q=fvSh{p6`t|EaXZ5Sgu4it}eab)eJr(eG^XAR^
zfWJD_)Y#btC^W=Q1^FC3K8K{Fqz1oFOG|^lzbL@OK%fk2zA>|yJ<*d{Tm_Rx26FL~
z6yam0j@TUT6W2b5fvy^T3Z-N=m(1)^m`G%^k!0Pz=UB7n8E)(!1}|sslV<C%v(%ww
z#U$jh9+s%ZDr$3ahD3I!%=}82NMsKYhe}uOV8-a@W2cRX<YKHo6Dzg&{oqXweM07m
z1?-Fj;!r_zv<`*ra-iNzo;FDln^}hUIpyg8TUh;PbqlThDR&U@QvmFZ1kyGzRHJ3Z
zWR{_etE7A&qlkSP4)vZ>epWdne`mOueCA*NxAzdS)F1YSqBij$CLd85WjH>;?bGW)
z4pk4Ne~UQl4h3V)fgs%2H2_{t+>3Y*f>RLnJ|8E3mHnV-psm8_AaQzNW?nf=Br=Fd
z)dk@~wvVG8A`%L)`q&%RCOvgEW%?TG)zaM%PNObj-_;l_9OEI9uOpP7%Rad;Gq<b}
z@|j6`A18f8yf47&Bd<Se^D=D%sxIdK12*{m4eP<3Z36>1jlP6^*J7}6w73mag*K3=
z2f3v%kvKs~l68k)Va<VH+}PQlRS(L_tMS8cPjPO2FZ5~0Ox{u7heT&%{oxR)ppJjD
z9xxj<A0Q#41h+PJ<IL{IDhEy-R2$a8T&RPCE+P^N86A9#@!)kPGV{w}J^W(*_0*|M
z^LD(#<}*=<Kha;hUzEtMl$l=vlLi7bnSN12)GsC#WA*8GGWx}0ocOMRezCr9mgpDr
zE2J_zQN(7H;(b;b`mYI=?iWY=iHJ?@>ihJJf=ZZ*{f^9n3V7SF7rL5+4Ri(crqYaT
z_9@4i*~KuC$lf8zx?K;jX2(6;I5q)ZuA;uc#EAJj>Yk>?qTfut_jWVokgtG@Z1yRK
znK>meG5pB*y!R>A?0SM5hepB6MKnG?c#%Z^y>$oC1T%F)+Pu}bu=&sn#NVCX__0C%
zBRU)m!kYaraAVJ4dcu^82SL=>kcSiNdds|zfli$c9CrAapR)f2*6ewX8~cZ{bfE4@
zWv_CzXD{%%*y-U>a0<74sd6Z7ocz5naAV()M#|ThlF#m&%cT1xi40#-?ZHx8Y<$Yc
z>cgRQz+c_pQTH?z8|SI_-i~a&n#9=9pr6v1y7&?|b`OG=(?{y!+Fmm6Bg<!{`$dVY
z4N~P`s?P40&cx6Ge`OUl_~B?2&Mx#tpBBuR?Pa5dkhnsuzYxa?_@g$N(eev8<m)t2
zzO5GHGoOvE-<;)ZuZ`f1?dVh6E30c^sI7ul3m(y*H`WIKmEYbp>VYgDp`sB!f^dAY
z*Fi*LAy%J=st;_Dgj#?x(B>m1r377?$+AP)=lSjXDZibgO>TXPa~pc2PkXU88AY|p
zSFC`)f6Ql2p!%e+&-0n(JvKDxBQ$(E>AKwyv1Z2u+&CHtFIVmi^o_wlPo2>rt4LZ0
zp}+AtEcp2{zMI||Bl<HH&(qZu2`PD4{o5^8z@LGhEE^Pk)K6*%dmDY+Jv|jArImE1
zLCRkmG3^-atfV*P80cwm+aRk5CLE`RHx^SPEx0<d>!qus3C>*&k=8-ZbwQ^5tj5Tv
z{MGxoaqMr_#ir0N);&XVJxA*|vR|T}A?u#yC7&Ue-bF%s32trf&iM=}yFLEB_E1Mc
zaxQK@h{D;u6J=f_Y7d3~aC^{}(H>s0<?Cw-<+C#?W@P5W#F%@7FZDU~J^T6s*7d&4
z>=E*49SRCcP+3(CLj!FDbow4Gnn|DTE>nlBLYPQo$on@i(AQ$*XG+?j045Td4F9cr
z%G(AM`pQc5=BcbI_DS)XRW&f?aW4l_n_qc~3iQUTI-Jz_$f&A8W$g#>#j-RdR#f3`
zK^cxYbN5>YYRYsbjm%Q^94nO(%S0mET!VA%Mgqi2_`KrS>8Q}MsB5}NoWEzlQ=)aq
zsN}GL3U>g4313;t2F~hy`W})ts6&UR1P1{RaT1vm4fu==GAgUt@++%hEMt=`wfR<A
zLcWUzl}V71A6!_D%*q-BJbqvQJ$3T`gWNLgNX$b~4`<fj)~|V#NR&fK6-*ik-jON?
zQ+32j^zC)Qeu?=NxDn{enca^y-!3`dUnFC`KT9~@zx}oJeEYP!i1;x8mbxmmo!m^>
zKDVoh0FPn{n%=yYmW*e}f=U?c@MX{Kt$iguw>Ro9L~Ljady|HrH~x__*uhZ--`qvS
zvH<QikBPFMC*<8Hh~!JO$I>d82pTJ20X~Lmh!vJ2bx$gG!d2qg%SBHWk5Y@9+}hVi
zb<mcfLv}g(Z{^V8t2>DJ`4iXQG(S;(mQel{4*8RABVuJsIs+h;_0wklBlcYX$#>X%
zBMEV9+cd5A_%F;U(Q{hIqHy**YEH{YG^Z6`i1ioaqyqk$LZ6^djnVX&SR*|~$~Z`X
z`kbc#_82W-kI~dP?jm6S2I`uN63=OMeo|(&q>oTdXPe=cuS9RwXUSLNvHYZ^NjaEh
zs*Az;%(I8PKm|$E!2xOcQUOMFehT%Q**2)5e@A2e6c=?qoyo63KSiBSXGCPlR}uD$
z<r4BMs$n9-Pcc#Dkgv&PJeHI{BQy<HGm3Dhtqm+Bvgb7^9aM$oAYq@(vg%J89}EPD
zEtDRg9;6i`D!&51cjXSKFi@2-K7FcuvGIu|KUFBdyX*if13q_M%&4GzW*Oz6LbXTP
zb@7$ZXKnd3f#tJ4%qzo=q&yUM{eSG81$Y$K_xHcC-Ay*`u0)8CgoFf_;!vPCw523K
zu~NKHXpy!QcXy{a6o=wY0tpsKLImRO?(Z`*o9xc+Y!aw!{_pR8o@XDj%j}%9XRe$p
z=N_lJ?>2?{sH?>2kX6IhA*;FyhRXE^E*IBS<8pZszE_tW7rLqPaaPA11=ZE4Kn?Vj
zRWLj+1#YT5x$UCN_^rH3Zo6p8VFxD-Ipep|3f##p!4Vhk@teMiNWRo_$f&B4$-XE}
zQFS%`EGWVpL*06V{SqrHaoWm+GrJ!}S!NEZD=VQc6%a_hFG<am`<+_@zk>>&2fl$W
zij&jfyL>hZVwt^S20m_3H!(#2&@*-4p)&57c5H>_Q@+AMz6WZmsW7EaqcAlSLKAjB
zt7&40(!2sxmX@Jd^qYiIzlnNJeOH=_%pBBIRzl5~eNUc=0m@S|ICZf8WjZpBoI~2)
zll1%Iuy;@qs>5O15+p9$N(VwpQ<YbMlBoAkcaRONsmx+@P?gewdS8*ot%Lc3naDnR
z7Fh>Q(C<s%L_$SF9oCzcB6Z~!mJXI{7DK037rg5^0u{-rGWXI~R%Xf~m5x|~%&KY_
zH&h?1t8u=#7_)TPbv(GN44Ku{@J~(=+ki?`kei3y1%-HGZq}sQgr?9x*3BtNw+WTh
zoRXZjnVM5lQf0SE0v^&T#ch%uUkw+X%u!TTP20g#O%-Ee(_kz0yDDqzg2_je!-X@D
z^~ayc+|QK5k~i<5tf3B@&A%gMg}5BnR8*iWmg%30pNB!{(*h>n1t9MGpIP_QlUELE
zs$nRV^^dC@Tq-ZZRCV?oU};S?))nVsvz8G$^BDixMU{u}s&ecp&6f%IQ*?c(+an{h
z7F^W0J*+!}aDCq})*hLU*~8i-_KPWC-{7e3+*vFM1OkCTsD*?C6A1sG6B!waoSYm8
z1OhtHZt>#9tk>16SLy2_A|mR(L!HvRckf<w?AQ_d`ub2&QK19$3=EhFiR9$ux@)Ox
z%*@QNeED+p?c0|Q>U;b4t;|W!pQ6X7U}<St?~Bq^5}v9uT3Tr0mc)WEb$T}SzO_Ua
zzxtpC0AZ=cFxC3B)7W`D75KQB;^yNxmJT<c#G$p9{0uNFcL!m~w#T@#YY2Qj8r~e1
zm|B3W+!B}>vp1db)Rf`VOoz_)!IJ+f6RlmC6L%T|H77=;C6{LJ^#uC<o_6v#I8o2R
z$3_dc!gE+UQ19C~$bQeoOam_$`yq5;tGZV|PeXKZ)}#Nnk~6?d%q~S%Q3cGT77=Or
zR$90fDJ4HL2W{**<eO^X<xjo{ohN?v^DsacM_u}FYV!fh29HwVW335KOZglAcxo!}
zX>N?0L5b|=5R`z{E#yDnmHR@lWam>{**XBeZt_pr-+T5gd|Zv;DJSToP6sD_+zd%&
z>kyhs4>bR7SzujLQzLT?E#KLI&N#x7ACiLB?(+3+%)J{6qk}&Eo7p;~qP45x$LS!o
zXvuv|HAgux!p&f*auA$Ye>vD6iY2?B;mYQI@O5QRoKPDisTVc5APF@=QM*X}UzCH|
zV85uOd|Y4K4F)>$7qaVg2u=H&I#6YSvGJ(xc6hm`4}GFj?aSOy9kYiw$JLcxxZA~7
zQtjf)Otf~^`^d5=yI`>QuXs_rD1XBr-7eW{<5pM}O9$$G8;%ppUCf1exw;)fSGKKt
z_46@C7dL(SZ!1Fq?2OgvfRJ0S#rMoFu0#;k=SkhON!Wm=3Lg)1+<X|#IzZs&!x*$~
zDL<p`%I){CWYaBNIS>Hf7M864v$N8pH~mugsD;|h9`qs+ZKUqW^v`Cv`S=6d29G|V
zwYP<Q`8ywD$(Dz>vS$Q*J=lK7s4v{{^5Qr=KR>qaWp1L0+2dN{>fRCDb-|VD8xo{^
zgaowql)rgm<=$slvLgsrwhgSmZ#WayaNj`N!2~y-#7pTA-+-SI%=jrg2gBFhROX(o
z+)eTBy|~|{i29HN8*^=0`L6Qh*JFb{!C12W39jrMBuBmp-o4LmP`<ctFvQKL$!r~-
zCZV-Q<1^e)n__DF20L>tdILOlk6QAJ$`SM?18qEvn`Yn8oTDsKeu}4Q{bg}yFs^L<
zq5(hUO(XmiWjY9sI?-HG2P$h{8|TJv;--Ed6<AlhS+%0F2Fg+=`B4iQ(sp3vYt!;r
z@?TT(Kh9?^=V%voglcrKUsQ4tp2g&$zrU=#6z#V+nR4K$i<>Xf**d&PN9*PWA6Fmi
z@fQ;_ijkFH4l@IRd^-dud|aK}7m6jjp5e;Y{xWu`w@%jXsFU`YL!^A>XOz!e{{ot9
zIry}V4T|p@RN>=J`3SKR@~d(4Q7l@wl%EN3<@WnnviUZy92gDX7V`V@#=!U~mbm#K
zimk(gD70?*>8FtvmsCJmnLS-g1&_#-16sZXho2N(ub<Rdgc>|L*e@ry7}xH-L;vow
zhu6?Lw6Ma>2a#+Y9z>$G&!;a=w)1nqyJ+z^fZ|<DI&3UuPbpV)S*Vl$C`L+tWBk=x
z`D}mnqjhL1?V=M$yF`uU-9CLRUmNTfl~{o5>w3UIhkLF^To&JPl*PZFd1~LWConeD
zLf>v~a<5@@u*S{%9QDEX({*U)XODL=QuQHLwm$H9YVh&0$IUyh+4AqcMjJn8&U?4<
zbE5xWlIyo$(w|GCqa&n){i32%@a%ak2J~&kZ38bm+`RjSt;4-Av}xste;Y==J?l5s
z$@g>oPwuH`8_+r^E5S>XPY31I=}=RHyLrX%)8ei}t+mw=TUx>Lf1^t)=s-Z}4djQ@
z^XY67J@vRZ`0%LguqHy>iWdjqQun<TpO4m}fQ3fQwP%*p8w`|KP>!sUN|<q6L+MOq
zxww;4%+ld@PBHwoxi{ss)=@`HNjcjF#pU#7TCPp>6or-5cwbT>v+<6)p2~J|TjF2@
zT7G6RTI+JlZ=<Jy*kZQ)sG@Q@5RkgxX9gMwZEuIC?Zhu19RWs~Ytw&AZmg?Y^Dq<Q
zR;<*TM{GV?*E2sY^BmHOS%)Il2Kz;4mEu}Ja~RaKA)TJrvev?_h+MV~5%tWsFYra^
zPvTd<76$0zq)Y!z&9_tcY-OuO2b4(iF0BOCQvFktnAf6gU`NgEWjB6qZ&h1_u4q&D
zqUZKp_36K<xxJ5}?iobp%C33X$$17p`yzC{_(iXIP|sjK*P2I4!)qQ2ZWCzv#u~Vl
zkk6K%P=MAFS^OH5pH)&9fI;2U*I0;mQX3DWa>`)C5m2k>wXb@0kXIim9e(jc=%QA2
zuR0wTed78XEkB#X20GmGfAvQwWe3r#pO+!JxaiS;Q}VxVYlauUu&*)K<zsd)8(f*`
z)%5D)zc8mHp3?%yJVFy~6R18~i;p|G>^_<bMv>>Iw9ytIwuJ4cM3u1n=+@c-yeno0
zGDeqFz*;JcI_)P3`LtgoDgR!63H&tW_(__A2K}Vssv4P1SJZ}msbRc?4FtF?aj+Zh
zCuA4HPgjl&bkz|f?I%!y%MJM{v@gTqr|1fBD}(K)Q14soa|f}uHBd)Pp_Kf>a+nDi
zKZSzY7eWOR{FzdK>+Nh{C+D!wCZhw@KNxA?R+3czlvIG$CK`?JAE?8(IQ*e~;aTu8
zQirFUgTds=Pb@%di7bMR>Yq6J$9>_M@G;VmE5GhJP-QVosy=2H!~Y}8q8Xnli(T}E
z2x()B;MU@okG23K%(UshC4JT=Q6H6*;HJXElL~R4PTiY&?<J9;i;HXJ#VD_-K|h}S
z=cT2rOb7OSsH#9%RXMuyH2%HuTS)`sH+?zdHzg&s5b$unm~8{<y|18t8(b)0Y%oMy
zC^y(Iw!9K2EludaLU~kIR3Izl4a~Z>5r3$pM88je%s%W$8Y+7q73`;^stTLIJrIBH
zCjEKx%_lhP{yENheNp$yc={SKM=sER|D9kzip0k+VAr)Z>ofcAZRyWze^YYE8`w+z
zChC16$8VwnkqSfKK<6{|^*UYJqTmU)4XD66>EBUP8yqAjbCt4C0|I+%&LBcc2Pz0k
zt8-hH4%GXiU~V0h)di@Ls$6wCN$5ZY`|0-UfvCP;qdZQ$&M93MJ$Pz(P{uBc56a5W
zQX)$k7Z*!P=(0FigI&j{_t#BKa82T6qN0q6T3R?_WZ2}|geK8HDl5_1_wE%)wMhjf
zXeH!sll+AO#Fnw!q?j`9Hc6<WOb7erR#xFwK?!>63T4V+5l1=H?$QQDL2}9=M_oVz
zb%FV!GL(2c?sA~Y!(*v(K)v@?tG_H>En~_-e?I$nRn`F15d+fNs6dI%fZEjRgWNr=
zkK@qVyPoyGT|ro~^%1V@9xAg(rrtfQ90zSHe!rMv_YD#V1OkD;1<CM7ApCz$b~dwk
z@#f7N`X!H|BJrSc>eQ*&ym>RMtgPs)dsL7dpU(_nsbIabGVw`aIyyRd^5hAfq3^<l
z3%GpwGW|LA-5-Da5tAoR{$xG=D`vDeN8rgQ_*iP9m6awoK1e}Pc@+YDn9Y&_$D?4b
z!^6^E%%;8HZY03pS_{n#1jsF|#F~4_h|4L%*jD0Ao7u$`h|euYvgoA5cNxrpm<kHy
zIz@LzfG+}myi9L;^lM>;^#`7zsH6gcgP6=;qvu|Nxv>_O&FV<Mr?UDj+V~JhR`-Ri
zg*H+%m{SThHF(ez@=#b*j$gJs!r&fG^a(353AvcN>MojD>!D|R+0*1^46sMQ`WNtR
zrUO4GU93O<9z~^92<*yikQ=@3In4D1ST>qDmUG$3X!=?QGYxuhbop624&O<{)=3_$
z`{ox{;N-&;tga`sT`kkQTOn|7IDBli;Af|e4L1^)=g^KBFpl2y78ZJZEFI(kftm{3
zMJLhMqN~nyX|<mhmR91|3m-73r4dYZc=TzMKc0#~Gb45Mbd%lmHodDQ0uM&e3toP<
zTG((a2}Nbq2x!f0L>+w~0v5VFEFEAEftoVhMOjj0<V$^?Us8!v&oi)UknHK_GS6X@
z7XlXCfUlb|{M=2j{_qPFl~f||3&wt<fBFmN#+q0*jhWz}vV$zz`UFRo_k^vv7E(po
zk2E#Z=(13!Lt!~i{uPbYv)VVT!?5NESoR3MF8c6uF~s^);fxNw8U089{t)Iy8dx@-
zInsaG;V}3*8^FOrlOBX#4obq|zhbd<CX-2%`tI+CUZa0IOPCp`(`o6qoPCF+%wi1f
zEV~hQ#&9<T{C*$4E{5=PHN^T8Z&6fQiNL<h#;DQ1-G{lM29`}?PETHT@D+WngM}8o
zG4S%^L>#^vgRQg06QbGqWr$BLL~<rm4<qB51%4{ff-5u9jG-<FSoWCyU4G3Cu>Mp8
zQy+RWn^s3JeMArZ>uhjDWCL?eranAL#^Jx-W9tkF8ypTp|F)D31dI*-e21hA$_BEV
zKxcgAg@8pj>EH}MH)E{-<0bP9`ZM)!^nx2OHx^>q_snlxu|E`xwgutH(jJ`UKwFcC
zPCn+Cv;Gm(`Kqun)56`5BpkXFi8V9Z|0m^u+Ne2n;XQ=D%f^M}UFeKvsiLen`r15t
z!i4iVEPo7NCw<X#h-At_FNx<s>F_PHfWPd>8~8fw!@*os7J`y-_&W6*n2m^3fT47d
zA$3ADbpn*Lwd{iSj4vDzu<p62UDU(+bFoZ0=q73x*M`E}fNB?+`nl|6l&D=4irU3A
z9KKDpi!C_X#bm4=D}S?SEz>`@Mc|g#@Uho{Uo#zSxcmV{WmO31%xp>?z4;X^^!Zr&
zr85LP6}Vfo1J!kfqIOB*^J#r-@cWq<`ea}#0C3^4D46T<@kJ}+CTW8i<Ju!&)+u@;
zw4bLX*6)2tXPgNf+LF;>#z~l)YGc{lp7eVvtKXuvH*jRbaM)VvAvK*@Fs1rNO(CB?
zz+l?gw)lP1Z8+K)(gA=A*IcLj*e`m>_Ej^+_#t4<1^Bv~!LNlm*6$By`scySZyNo>
zd6=7MVcBeE5|GO3w`jvX99cU6ww5|F{j-6d2K|ymO;v^NtDWt+H)PNFrX>P?`il+@
z@$)dn`a_|N4z+#5{A)~`FrBH-EA~9aqAgEwWJNE=N08e$l;Py{D6F2{vEk=1+7|)y
zuE5uw(!mVt4~8&046OB2F4KXF%VtXWDVrXN{1nO#5;}+$5@wHSg%PtZpo6a^y7*h+
z>Vx;Va3==04-A);AK-(4c~==fiL$}LP`3OZuQ2`N%npqF-NB6fRefM<UXT2l7a93}
zl>85j{QbkYZ7|Xu0l(dYZ*!`DGQ#@fZ`l3QFLz*WB*e1GOq;Xpzze2-vec$0axXth
zz~L)V*gA(fVVo|D!`<=w{ugkx(xC$Y7w!z9`?xPU+BD6+fhvnX|HbG)J%_{3Wy>N}
z4yG}`k;>*qmqp4?X{apzMU_S7`PIkt0d@%7@De`Fbm8ZygAErx(9a>Dwq08H0u}}W
zEd9oXeotlcqc&kWm{RRh6|RJ2;P9O!Y?;WE9c>LYbaL0n-2LHD=c&NPSRHr6vT*2j
zBB%d4y}um-H@>0+5B(f<vEd@+Ggl&@D-*0Sdc#YmT^=Qpe>$4JmXTkLE1~H)d^ZVO
zCWy29Qogd04iDCb>UbSjfEjz<Vt}6sdU$aMNGRHGZwlpL#$YD|ta=JxM?Ltt=wtnv
zD5gI4WX3t8R|dn}Kpo4*GQV-z(FpiD>A}HV)ISBM;_!_)Y@N#VC50uG_~p=B4DMh-
zXZwgrDa71euj$MlJ$+2-_uE}Xe)|zoog5&llRr~^ixA7Eiv0F{l;0kNBg-17lj|Nr
zov%U%xZQo0ghLl2u!h5jpE1G>0ZSgh*TsO{CVehylYYI&_(_v|C46SeSJP(vq(_v`
z9F46%wB_)bnT<A)@p<+8%!=+C#<fGhtkdvqVJ`9!9x*<`5N4b(dgdv{N0`%tk-z;O
z7OlI9BkPC3)>0R#qD){+AI<oP*}27tPtHSf8Z%yqjAb^6Q<>VhvV_eT-w^>bj=|T{
z3VvSJSik!oib~26IGpi;M^F0$=B7GWHm@)JzP!8=Z=;w6%JPaTB&Fox#hWB(YVgs_
zj#(t^*WDFMH{O7?g)ZEjOz}J{3F~&=t-B}N1|1ME>jZo~EaB&6iS>IPps2V4fy0>R
zK6?6b#s)w3mXM!b_jgiSK3=>@rtRO%mXUw$ZX|u^t+TxmqCaF}&eF?paWJa8r;H90
zx*}lOLHK%F!_UhW>v!EkQE?dpM=+aSMt^?*=BBz>_R|2d4)0RLHb~9Ii?9Ux88owF
z{L$&-KSR5ItFd&$RSfIj62Z^ou<P(c>{vCDTL%S~g*y2j7NX}Ml0URo{z;gdNcyXk
ze9B)P#_6xt$xq5fvgrTB^0hcKNH&Rfakwi2mWtY?=7v~*QZ$C_(~Qw!iD)c8Q8bo6
z^jg#|X)(UilO!Cz7K5#`T8qb!3+^EFT^25^=t^&9tZxiCV|*6`Oh3%jM{gUf-*tz1
z4kP>-`BM)u^>KcGiL%Hn*i)J7==vCzC@PCatYEGE$Aj?AP(P?PaJv1B37?7TgN;as
z+oJlw_-CW1?1#A-RUf|Kt`8}VtPh7CV8`k&W#rGC(hs92Zl<&E`S~`(`mL83`Cl_*
zm2bvxgoU{QmM#8@em`weA9U)y2x~T-N8g@4ICkm*9n80L<HWjqo;>>qMuyt3wlu=)
zw{e&@cOSm^ycK$MmEA~B>oB=DMo-=WUvE43wRFJxZC6oLREEH>Ix#v-+y)CXJuF)^
zLTrP`MDcS-&cTb<AD}4|pqV{0A6Hmdis<*^%@yzCGU#jcbv0pa#ok~s^SiznJ!var
z10PEMWs&^OjQk0kVPUS1WsANP%a4$dpOS+YuRcIiQ!Kxsdp0#2P)sq?#l+}zcnkUP
z)f8ZBN-n+e^=nc4H9jg0<~$WFwqd?I)<hdSQ*$xrLnbDe>L8}H0&9|TFws;;W&_HR
z^a6Zoqy^P_Hcid&F+t$f_wX^%Kr2%rHio95sG=GHq769#SKh;1Qw>WyFh2BekCWkV
zCPXt`0dmVKvF2GC;_}NdR+Le#u)GStK2F9UM?HE&GnK_;-n~RL)8(Uw4fjD6Q?2yy
zZA2<sYVqN#Ex_hP$_CXKWyV}T?rjRp`KtKUfvNA~Ep)IWDHpS&GBC+fmk#z@6_-u_
zUCX@a4D>M&(!m2M<&{|SK8xP8Jd~qdo@S?yv9D6#qpc2KT>&<I$e~ZN|HhKB>6n+v
zFc+v|i8E8z$6M=STU-uihNoe&jXt7_%CRyg3*Xr=K_FVHDsa<cw?RS`CFrYBpL1_K
zoYB?{foEgjW3Gu-mYUf3ShVKRlKIU6r=wx6&BM~}%-rN}w-e!SrHN+x)S5>X);vr`
zTy7c0iq=S|z>;CdqwqYr2<N_bX4>TfX6-{?U6l?bk!E@~D+KNjrvrVM`SwH<l~*I6
zEwk}!^uBOd=<>02pnap}`zdC1x5CKXZ_%Nd4!St&;@X>RTzs90TO0vCO<`VZdS4p^
zZVRIi^<w7s;+VO;PNKQJEw7m|<VYuGZqG_;ZcjsG1BuVG3(FCoS&C#)_QJ?y#;>Lh
z`I653KK(N*1RfMU0~;-DxShzXd9)EdgZ-js@P+6Zh_V~X$d~$@Uh@cT<eG<q+k_e3
zCJ4O#0X`-|v@+4a#uw=*s;owUD>Dxl@Yj2o3wc=Dj(H}(1tr7ZRFl46Zdn!9gr*`c
zzZ_#FHWkkHF~P_y@6o|R6P+!!a4jw$7vJaN=3wV0x%S1<!A3%dGASLXvM^YV4jPTn
z;baV&8OvFJ>uHU^-EZMztIf#29?!^cFDi?>-Y_;8(u|QW6*Q(R3aF|5+(1(q1`+|u
zwb`yHU7Y0vlPbJE{=;)h^qiKPKIR^XVCE5w)N%JsHV)lM!s<Y&G>=WFO_*Y#hY68s
zXsIcn1A(?A=Fpi)zBXm*FV%ljee^G)G4ePw9qdTX!w)eTm}ss`XRKQtpMyyj;y!wc
zr5?JzNWiN2Yz#8eL`Xp?_NC-ulcVgK$9JZ>m=w$SNj{naY)j2UQFRTz68T9JVkkdJ
z6^pExay-UZ2fNbpFgGp}6HIjI4eV=^b7`NcmR@>7tVzy+C0`XT>O8zED#Mo4TzoB+
zO{|uw)_VB%Z7TiyeRTxb9G^q`Dc_he_Z%CRLi-87HDmhhZ!LAPJs}sfBGWP1N)OQ`
z<yiG0i~hToAK#^;uaPG0rzDqEVo7W!?WYVg<rqIY7$7h-89sXIXr-r)jWJoYpAulr
z*fby{iI%@qbXe6yTYYSe&B2UUsrb%8pAIBg{w@<!?8S$WeE%vHM-%dJrnMFAx1@@)
z6X~caL!Be5SCi18g)ste$I*dtt&D}(_$r<0pPWVg!>tcY|KQKGlfOMnfxn3m&2&Wl
z!^<?p6_jJF3%kwBFR#L>*j%h?Q~%*YGdztEc&k>v1~$IRVEQM~{Q_=K^3||Zbf4dz
zO2{v-!kXtI`OP`x$K+yF+lCJ}nrf?uabc<SVHK@(1lSZW@>$JAKI?0yEG}^r`OH?j
z*dCvYSrO@&Y^_K8%q!n#(SK8DsVd9(rWz_rbQU`<pS3B}$I$|9%qz--yDASJs(c(Q
z%|{7pFp$r*b8`zbVWO;pnHuci?9*k1bg+&dN2aB#<wej}Qh}MW3f@&!U}<qSx~gfQ
zof`MyA5+YAF)=C~-kPHETe4{UCK_jqe<vEhiRSLcnrdTbN-pNS&%^{X9lBjylbC~v
zqBcZk{AOJL_-&$|Hm0U#!b`w|w}6kGIr%8AuE7W$#s*VTGGVH!f}f4pHuxj25WO@t
zWP<sqV85}+8F*b<j>8tlsFuj&sH>t(2eL@>X6-(-Kd=H>&%%%q{0eT<M?+Ppj;MW1
zhQ1C5R-ia34I%T_((euZT0m%Ff~*(e^uJz<zlV~tGQw8wrvJaPun4(t#D}!epA{9O
zEGt*$a|$(~2K1YW_iX6dS;EBA1tr;e$WKT?*QGO|WnqFpN6)4I|Jn9qXf@?4bX)NQ
zp6@*kyU$v~ZCG#o(RV`KJ)W%Hhc6DSK=QLNBn7`h>*=GRCRE1@(QlF_dHr5E?p=w(
zkT4WJeFgKW0d&T`^aH2q|99NC66Hy0i2HdB{XYBREtpRqgQ6F2Q4stR0tXvdFP@H^
zi?^5)0sz>qn2YR-w^0_K1fIDutQStB1EDgGUF6guee)jJ>{yNB(AOvqc?qNM0->y-
zfvm%)=>NCbxf&J8X-HnYihiGW<ra*mj6un(Hz<1g0(^U0nEgBhc~@@M>0q_)SLhAx
zkJu68QB_b_mqD;9zW_C*><p#jwX`rJD;u6X9=v!wI_p?Tbv1?y8Q*SNRyIskR4`AM
zUDl5k7NMuQI`pK<BK2PSGc_o|SVb8QYHCfgO=t@J<78tUd>5AiFAY9gYVff=Badzq
zzBFKLFzG`&%+yq|(1MW>Xrzr@8F`qOn1yeRv=K{XRZY#sc!_rRW_~ff=HMt$qk{t%
zC1t~ruZFKg*;pk>+qf5YyH?TVu;|%Km`q{HVdf#G9NO-p%3&&!7Oke==Uu)Dlkdl%
z_~l!=98z_G%KDdgSzH$^ewmHDzwV+uAsH%KLg)|c53P>=i0U7}Sq=gPT9{jy1$Px5
zTB!1IptJxbHPsj-DhG24sB)l+Swi-~A*afU(2b)UXeukiPnC~V#kmkDDZyM>6;CTl
z@n=~Pew4aLQ>hO#0(}uMmun9zv%WBT&Lw93Zx%D(NoDn0wDAFstodC29@fndF}SC*
z#2(f=XlA2_o*lRk%TxG%F$M1%BoGJ$0zn!Q@JAs0e~z{`<CG2_JQ$}=F$19bNKa44
zmMvS*qD2cle*7335~qHorl!&Xf6`c6TVwzJ{q!c7SFc{-ufP7n#*G{C-FM$XPfrgc
zM~?hxJ^o9Ec^V?4r~-?x$0N0%0-okVTpHsF6H#DZd~O-*gv6YZN=!TxO<$|0u8Nix
zLfoI^4p)g2-!8n(!PrycllH$n%A7L3psOVoi5Af%8Q#YQ8QH~HwCN$e@zJZfF`c>3
zM3fFaKDmIEd1U+17xZSJq0`Q@?z8Z_wpjdqJ31@L>&Ofo{PPWR3rb;bq>1kBZ1LN)
z_TWpM=10r#V2+HuGA#Pz9a3}3;AO9kD~tVLB08ZlKBI&szo@Jd-)(=5#H><!bF_=4
zCJxQ?rtc%kv3tq%i9sVf%0K0$PKQ<|$SkP9;&ZV`%`b<Sl@=~f^Mr{u^BfYgOJz=~
ztPkoG%U6koIQTdPxy6<A>7LzP_3`T$_Ta0@PFxK4F=pgn{6KG3@Uqav<?lSi@^d~;
zel5pB(&@>Ik-iOQ+Zf)<2^l#h^k!gc6R?-F5uE|VM6|({+JGyW^<(?V*Ys(gLuXxK
z-DlxMKP;Z)FV^AeJNjgxk-eQ7*5NZ-WaO4%(cV``%`TzS++SJs8B9cJ>EqLjSUOMx
z>hIPC)2IDYi;6DR+Bo!cJNiDg&w&cC8*=R)JzzD^=A)I10q$+=0XI9@$&2CL?2wUL
zibcDhGx8nvab-<+vHY|`)^nicuX&8bbdh`;9UNNNk-kqY=kLd3%+iN-??*1W%h+j*
zCl-(OmT!Z7FOiyE%Gh9K7YQAT*!7`=vcXff4Ss6dunjiJu|ZEqrW|YwLTXkqyqpbj
zW%K6}<)A>S9E36D;0GpCYAp-Lx5DCy%;dq*Wj!!|(-VCC({*I$m(qb9OTKH3i9_7}
zlX5^!Qk;LtY+&;qdx<6M*7|Pf>@AxOXZU9}$jB?jqWzQ(rSNjl!<7{h&mp~7R)_V}
zb0`t(FrRu3pO#@|cn1q)<dtL5kw|g7_)BY;=n1&nMN0lQs$DD*w~Mn{()W?%*u5mC
zP3YM0V%zYxX2{Gh$Kn%FNX;#Sm#sD~&-aCiXtO{<CZ)s2{jMJd*wGsqChiEM+s5`T
zdh|W1O$<%a2K`zfBddrG;-fZWd%2q7%E3UGh!*_flXKbi;cyVj%d0SS(jTn*ES&xs
z7SHHL|2=17M|$(`gn4I?n_r6dzBcqd1yU#e((?PdGX3+0d!qi?1XuP9hlwFGp&Or^
zFV#PXGX3-S>;;>J-?zu&sSO9#aoV7lGcvMEuxQI;q-GYw%f%2^wtpe^5mG1}#Mf^>
z@ru!5CcCaJoaB$ilf}W%$F96%o<ncvhIOF)l$>JvumM_!=0>=(a|l}p$>(tFr5rz{
z4Hi#ff`A5gcf__u-LZUU5T-4?1!p@woZ2t|?R{jk+zjtc`AH>=pG4ch2v>FtZdm^G
z3vBt5Dfvur%fN1w{BBsjD;U$3-iEWS9!{<A&nchQp}PaqKkW)-+Ga-sTv^wP-A7CJ
z4XYj@F{6kMsH6L*#hvN<)G}vO3%cG+SpERHh2?19!UR{=_kutwLqwD58|wU&C(Lu8
zblCO<ObmqFI@FfMS(n*5Or*+UYYso95oNK1InyrI`mA=^xV*@Z-7d2FhAK?i9wzo#
zErd8Y!;9s!{xRDd^AAR1)Y|9BF07z8NG<u=854VP`0VXP@{dvS%i(3Gh06;i<kRgU
z*z$M2VauQHN#Cay>UYfE7ml>NGMMS{F{-mAejeJaUK=RVZ*LOiptBWYgM)98no|ld
zdmUW)y}h`9qI?AD{%O;5BxZ{I6e}$pn(Ig3r`A_{{XP!|ug4*`sGJUp>E6-=zXiB~
z&(S}!>twKm-`-DLCsU-xZzn``a<){RoY1PyZ$G-CC+2T_jIZZQ)X6EWF>$E7to&~F
zqBcpwXI|Tb?XODKg^~(<w_3_)UPSrK_H3W|_Xl<FM=q@OnZ2-hoOjdf8$S0C`3N_W
znpp_1=4QCEe>6;tH0AgR!HkbE`6yfdv@TdYy(?pb8xa`ugSZbL`TcR3Ygjt;_hxih
zeGRD@`S5bJz?DPaiv5%%whmPASj(Qw#uSP*JMPf0POTkq`xJ9n(#GEgV!^7b_-_6g
zq-Pe;0ZQY)Zi9u>yK~6*L`F7cgTF+6k~yv%8Y9<FqUHDAAR+%A{p!@(9=A_08&dM}
zOEG`NRV1e7L0?A$gZjAR_aAyfjpKk0T89BX$jB<dqLmjJ9o#H%<&W=RB3jUoPs)+f
zArCFPFBj{u?I!)|)W#9F&rGL3YvpBwGkeEl{?haKZQT{vSs7s6uS4+FU_Wjh6kHZ)
zf0cR;>uxeOpyVG25X(=>W48x&{;ITm%3l@9zfQ?N%^_cWO_OUEyNbs0dtQjfkovf?
zx|{rQbZG^?Tl<9FE-mOl-=}U2`GCo!>K(}T>27W8DKmx~KA<HsvI?<i)n%qWx>@4N
zkxBKJ#U3l`-mlqyi+*)#(+syyPp$j>#=S`TyJJK_to1Sc3tvVDx;}_>I66g22l0GV
za%vu0c3URaVcQM*Mc0S3Gw9D+dE4U5-U*n$^c;S?y;W2k(bhGJJB_=A;1VPRcMtCF
z5G1&}YXSra1b26LZQNZO3GVLF*zKHueE)qt-+j1Gj2_gksx7tF-fOKnr=Aay`yzt&
z1Br(pp->Ci=g&8_jz{bTMSHztefU~R?{GL~7VDHk><Ki$N+9YRhyz{t-5u>F;0ZPc
zVDWep%j@WY_bkFt%A3Ob4mCS_V{B0t<sjwS8{8_syK1aV^6eYG@z$)`SB0sN<OuYt
ztTa@}4R2(8P4S<33--I)ca+>Nv>du5fP9TMG5iDpMZ!M!AMp*quZA8I<Jo|@_ZaeJ
z=;vm|Kk*xy-$HP{DpWW22q2SutIZab<?7&{#2edi4T22CK_q`NKId_k!UO_t2zq0j
zj!IY|^77a6lF*2_*tv-b6XrA=MdoVbr-~$BP6$J6j2Fe{nR|1gaZkpSZ)G7w_^0T$
z%{Q`f%7#Cyf3<RtEq)%?p&%Ma)PA8SDjmSP{4(2JC>q0tWlr&vH7?DDwY<Oo#Ob!t
z+ZT_I1oZlQV#~U_fnwg`ZYh<9=awsKU0(qn!L4~_kk#%}_W{!9d_vQ_u;@tHmwO@9
z?|T|nxg$f_pO}q5)`^Pg(3C6G;g)Q56vOXJSax50C+)2DtSe-(SpLC1LX)Urdb^7I
zO-sEmt~j`f@3>{h44x{c^*+~PWjH4|KJRm!t|q*aoe)byUGPt<ie%+ce+12A>lV-`
zig0Lg5BHWJ*&*A2CPw`pDcU??xEJB)sVz+yRa7Pj9ZQg0zP@oDgYM06f;XTrG3D#T
z7(wKsz<6lOdnLdAFQRuY1|TWH$COiJA-&~gQ3p6KY0DUSk3PTBr+a7SuFI^{i{^RA
z21L*I+E;i$#DU88brzYaYS0Y)(~2j(WM|jYqrstQwc+4iQHsOGhij$fC4XuoZI%C>
z8P=>hVxjZhd4~zS5f(yL^VOPJMmVGwa##8*w4w&%YA;8v{J~1EucX1t>Z_q9ir``T
z(*A9_k*}ZfcFT8Wp`=rOzzlDrj_T}vh)Cn^#FI8Er&G@5fLo_HR;A0{Mnx2~JyQ+C
zn^I+ewTH>LgX38qf<7w@&Pf|xA*c+=M*fUi=$dkljHANU6<VP*zx6v5U=MzD3(UCV
zhDeQ*zYs;ucYKz5Lt{<(!KFXT_4o(AC01nX?jJB8Y?j2mPZ85y;>OzVqHDxwVybkG
zp0ALrKxhgnn3CJJezqc?Y?FJKF}|A#@J`toN|A2>{49PR9>H%*VZb`w&!_2D(c)nC
z&JNpiTCTw=F%1jB3Qr#fGl!sk`K_Z92C4V`TKqzdE~Lnx-lJW)s1$#V^;pJpW*hT#
zm1;$h^z~V0J{M_jqW^VLmPGs|E9I9C#pk09Df4yIFN=euF3Ze!xZ(<pM<@QjCM0xq
z@N})NAmk0IUD+Z}4C_fLH!Nh8!9vqqkCU<(^|s6YqukXA1OAa!eCJJd`?qT0I>*!g
zquY+7N~NL20E*-l?LLWaeG()6p3yjq!rbsNyGr&GH{uS5fnKqk$cwW(_8}Qkq|R5t
z9V%D950h}>wL`0<`F5`9MUb6uoQm$x0VTCKU43LFaX0<rlMge(%6wn%Fg$jSY>wVW
zzQR5r^7UwZ*{|I5bOl%|hhR+{Pp$Kgt7QMCfG~d>?*^>PGXvv}v%8Z5=nU6{Rj(0w
z$3|nZM?7{}0zRAnzSc2IsXHtk7<x*Am_}5gq!gS~z{XHsomFMTvOD_Nb{-^pAmmHw
zY+Y7UOHGivpkY<j+o$-+j4(2oQ?-oA{4+vVb(zRlb0T*er;FF&lB(XwS<-JBS~Cws
z-E;laZcjS7h$P?H-G59;>9$(E?9;OQGwl!pThq+epXD1ACW<+j6+h4Qpvje9K{#^%
z7WqRoR%EZknlN=VG_+Gwqi)L>Tdur#tiPj~&E!hU;MH;cV5t^SmLXEq9$ooRSckHN
zk_wwH6lDhBE!&GuL|*wmY=P_(u#EyI1-^W9W1Ls`75Dm)G~kXnV%C+GqiT93I<ZGi
zvRitLW-j-;L)d7qDYao&lu!PCj(}1I=ZzWLgPU}BrnuXMPgT0o`?KjgQ3h%Tq5=oi
zp>|Zg#-9Jzf{<tLs&vHn?;9V4+3^mBUZYch{VpdCiuys}zlHeT`S8+;q`vxL#ZYw)
z=6=0RFBlQ<A}W&t*BE|57f_?Z?L-?&pBl;&a~0ee%}7*WH968`bR($<NQKS{LuTZt
z`|Wpxzm5OnAj=EC$Wf>RzYM{<WO!KWt<TbP!JnRyV}K}@W`x%dxhx#)I-QmFlTy|&
zjLO>>ig7MAWY|-4-wj$Fmw}0E&PLV()gsu^UUnlH<zDVB47op#4Sa6{HYzS3(ykMd
ze}rC^?sv(?eJ$PWEwiqe9FvyPz|;4#=K1ywiAp6-RW;F8C%Uvm#L<iQZF3m(z(C*j
zpY#0(KZS1^nkG6Zb6oA^H%@h_4DEJFE$i_RW$cOZOEpt`zHhWW@(S=c(T(gA622EN
zW!5iAe}3&o%JLmnWM^Rtr=N)bqJkjvBBa1<Mr@fZ5d+n|Sa*^i7*CFaiONZ7SvSOz
z#iJzEdB2FlYXDd`BxX%%d6L8yKv3@OTH+J)NE%*Y^vF>;A+OgCKOf>`l0#09t!<e{
z^0SRxG{|3l2ljFz7lc*%BS(7-Kb`mKFIf|r+BvaU5PYMoE+XC^WlYJ<4f&n-LF_xO
z0Y&)3_sP=<(4$C4gxkZk_u_jN$4P+NRPA}aBT8dLqhNi+U1mSI=FW;>1sTu(5zKwR
z>Jqii3>ATh=7xfm%W^x&VS+B-(VLo@ends(BYwe6OiW~BW6OcP$ji&ip*<)_(=D;}
zg9z&OjHhzcTKw{al5o1-l|dunLd)cH>&@i%IPRQ!eSVm!HIt4eWQUQCC4aRNq{nA9
zlt(07@A4zb<afzVd#R<SrJY?yWDpv^2`ZdFB74UhHEIx7Hg$Q_3l~>`lhp1tdTQ(4
zo#XrCivaXJ$0>Nj87;@G*r4!VK2<1wr|F3?>e~p_fm26n<wat&MGcscMp2_IDIt4t
z3&y3*UZfntcuQNu;d@73X+s*l3<l1ihLvLe*)E!P7CBL#MtBn&5RAy_SiIC~&1HLP
z0N`c!RL7H{T^eDJpX7UzAVu_UP>R;_Nu>8|@X0z|Z>;uh$am;SQ1TUc(=RIJzEDRs
zqa-MuU>+a^bXrC(P)-@u`iU2DzbGuH^S--~nVxMG-zN9&B5FMZQdBX>3sr`wDh)iJ
z1+(Jn;va&Cs{_!$)hEhxIB&G9cyz+c=x=R3|L&(eZ<y-`TPZG!`nWp4r1*x&|HvO%
z&&(hZL67suPtBm{U%~m3*~%UMV#yb3!_Y+9(Hsu!41Qf$;)`@3U~20%dj7e+t92I&
z#Hl~}YQiT$#MB@JCwZLT*larGisp^{*q+Rw8NmkqBFKnG_ud%UYj^4RfY`uOuViv<
zgpML{@~2*zS~MwS)6WDb=H|)%0ZM2Iz$ov3I9zLW7u5Ov8n|CNr~J5A2iy2A7wq=j
zV>C>vpGzM+DjZ@2{~Xx$o@RU-Xw(Fg4GYB3?c{})yl!}6Yw-5dce)k~@56{p-zh{|
zd?WRTkJJl5T?CW*OP<1xyt$CMf*HDmuAk{$4H*apw~9A~z)mtAo|&uF({IbKkB0Q|
z+*Ct(dxfwl3tN)!Pz`M~0IR2JFYq#b*l4laAqR1#SS)04#;~mJ#GL$aB;$54AN5si
zb$nOONIW5&#F@T=-_X#KFG4?#qzRLMnq+i*;bOy#X~(q*X%C^xaV#|*a$vlHy)+Es
z15IEA_Q?+1D}~*_7&o}b_U>AalcGMnuI7I29g+{+qow69`1tk3pR}#x8wFbN51|#W
zcb2eY%ry@*G)<-|p>Gr9u<ezRb_5B<0jNWn{J6Bj)-Q0b#P{EW=H78dky#=)$|Wj8
z7>zGJ;9Xh@MiVvDP*Zo$#y`hd_r4o_JvUSGtc6K(29$ol<QY?P=BnsOf&C=Yeg*8I
z%b1b;fceInTUHh+lR!Ho8dz^RB_$~tHqL2cV&ZBcj6y=P|1Apg#mx{sQ<FtQc&<l$
zA12bdzskuaJayc21c_YAc>jyi1^xTn|BFBGHuU$8S`dSfEn+@`ijF=2iOo43&C>AQ
zWYyNP$H&KCg70iPe4nsmDTIrJIXF1_HhV&xz_;HY!Qecbr7G9U^?@jYBcPe7srEyc
z|0|#W;}&9r%@P2@ukDHt1c9_Ogafhw_s{3;7eX=^|Mh#p!E6Pf|0mFh(S2~^v^R=(
zx?GQlh(TTu@-#X+YHVr>qot)KpTUDgPEPK&bg==XfEct}w{$MM;KoKyi^+_itu6=K
z5K5E^pNG?B910=d?oOWv$Nh04TzvfA-d>o#2#lc&UYEn?fHLy`Vxa!#lHPah|LBgt
zqcJ|lpyJ`-MN<f8`E!OsxW+ZB4HbX|rKP1Noet|Ayo=RF8&<DEQn8Q$nq&Q6^&Hw<
zlIg#k!2fwKn4oVE(Dr{b<^QL}8_AzPDFi{6?B?N@!v865{9iOif)m3DgnPmI?;rQ?
z%4xU{&;kGN`~FuQ`~v-t5$C_U^#8uU0@S~S^M8N-H%}D95h*PyDw3L!g*598kTf;@
z_^+Z9IAv!9X9jC9K)5js#~UVa_&te9N+>Ynl=x7i=sz|;p8Zx<6}MQ#9NqcLM6Om!
z1sk68ZDmezd?DLYNy)b?afP;C^_)E_ag*!sWX1)`BqAE{ybIyeYLn_ID7+d7k&U8u
zIwhLlbiSziwwIW~bVjNVj2xsgt|J`dPwx=WYerxz9G31eD*CqqZq@7XAdWA01<JcD
za*ncC)#!?=WZn+uHKEq@8KKNU_12|iTEnVcqIoRRo?sy@5Fo%22Cm@6^G3PDvLb`P
zv1~#Z{RWz4WNA^(NRE9q{ku$`A?7q}q}YufOH3(;$B3a=9nqUu@;{EMpbF%yT!bzd
zv<-36xYqPt1_j`+@J({OWfqaFQ3Gix3zWs$NP?BJ|7outl2s#L%ZGb~$3G-HamBcT
z@O@!=3=(SfH9$Qyhgj}Pz)C4Hq|FovTUX`^CBf*>xE$2#e$0zBfyeK!#u;Rom^b85
z6nT+f+G;O3$;y~c?>bRf#f(qy_*Z(2)VmO+Dwfz{nn^VSz$;c?G(*c!!!pfxIe~k^
zp>`&kYML#s*^2dLX9t%SIK6_vhjNeQtWc5jX6VF~L*G~*G>ABGq-<NR{e)XMVVj#!
z)KV8`X<DfKgv%SAgi;xc3$F?3)Nw6jK3Wqh#fDg(iZn49TS#})bj4|8YwvPLXHcwX
zBIk1RQt_Pgv2(w=l2$@V3L#1}Sq=IrXZS)%HgTb_B6@$1Oqb4~uc-+S4_+M*BO$rO
zD-ll>q%o?U%AKFo&E@;Etk*Z32NOwMtd8ovHxg-tsyX&FwO3@hZ`{p&a|Fb}#)crr
zp0ZCwluw23Lz9_IzE>%c!{%P?(eaXKX1SzXi?958M^?wHgo1n(^eEM{dNs^g^b$?+
zW=3$5M1317PN+apjPfllN90Iq?MedOfozowm@o~`<1cWP>zS%4C`zk-umL@SVI$QH
zpG0b8l^!(=)KUOFWu2Rd1CW(aas&+=Ek{YHE})c9_Og7uIj5J8$k_&5mTO+RC?A(j
zA7EC@!}^Dz*b{JqyIG%uw|7bIwK~vUrF%DS8^zp^WNiTfoyCy}*~{2(#1H>ju?<u&
zoD`5XAgcFhBcz_<s~e#&{K#aaRRK6G1$E_aa||R8FbhN0YEPQqR&sHRd+MTSbN2SC
zMSjqwmX^K_5~B?|aF$7#x`*#|Yf7u8IvkkuHCW@BvB4n+iSZ0BAR#&OEdNvAzlTxw
z5WVd?;L-^%;Jh`}{$~qkR|s;B+eZ#a(E9f?&Y}9zT?Ito&xw*DH%*8Va6(TXpW{gv
zwiuCvaewKdd1}HSiUq#(P(PId=U8z(@-x^|`6(CVZrfq%1Znn2<I%pCZhUR<_JoVv
z{W<m3Gkc?2nM}+(0CtJW2eKD9ju?r|v?(49-cb&V$qsf)>jwQK1~NGMCoJX`@xM6Z
zJ(7C*;kNCIT{SFYHlXlV@jRXP%`mF;+|9VN=?*YDo{jk<L8eU;GERuaxhR#WxIMJ6
zcx`WZ(OD?XJ+I?cj_d7mCf8I$zNinvc&Ajp<WS`bk@e7$v-1unK)Z<E-66%a9LUm^
zaiQ&l%+F}=jXyL>q7noU_DAf5YG8F{qt|{+F>EB@{jaAseT$IA+ZUBwv*d$U*iGMW
z+_*Bz?+&@O>X1c$TMT7Y4Ju}PdUAoi@;`#6$F6>YR#w?`DM_P%I?0TzjGe)u6LDBD
z3>%qxGC^BoWl|K91YNS%tX6@9_+D0#**0=o+!?%9cv330)_fH!0kkK$mLUxg&C-kN
z7T8*whr>raCQl(rKd2YCkaw5XpL>ylptyhLUV-BOix2$Y`y}cQL~s8)Hzr~Q6Bj7_
zzwqb(+*cY@S)^v*|H6+wW{b%D^uj`-P_saKSBpdY|IcxL!Gav+&}e9A)*w45qXf~v
z>G7f?AOAP*Q~~v$1OD-NxdlsxM)#zurWO(w1|N=25^gz_#VMl)xwpxBhnLlI9gVA-
zThGpwv4ur=mmef}@%Bp3%Bs~6`QP~L|CxbYtP-yMkC6Q$G9n_P@9W*t?S`bJBoZ=m
z&qxB@)j@W^He^qG2&$z@LxF6Z2SBxEDyph56ciM?4rF9xkR<i?Vx=Au8d`s@c!cB4
zzJg@=%I>l^6?8dkfQYpruR!IOT9ZGhFQl%-FYC2*rH|GpHn$GnL+j@{kA>d%<k4af
z3qMkp;|ge)KZ2}xnsX;Mjiv;fPl2%utM-(f`A}I^`=G~F<43PmN5f~@&+t*2Mxw*z
zaQ!s<#%J5CY_F@66*i|Y0lDu=X)^h%W@EFIbzCipfeTtY16+@@$o}`gYDAS8yH=hM
zUOUm8?tPRdZD`4&yC>UawE26n=GyeeI+qsdO0{o35S2o*T_%kE;Zt^7mZbw;XF=1h
z(SkUA;OOeI(7b`lBOnumS8-DcrmAa9)YhHI6^`-nI47h~(AKzWVke0rKAcmO;p?X|
z5mYmD+e3R;VHXAar|Qpa_t!p6zIZgauhWq?;1R72vx6wKiX-b^-z(+!R*c75=_`bY
ze$Jn&dh#8b?s%+2fDfA;_v5b;%>2YLhr43n2fj3jP9G*+^s)Vz*K7aXRLzYl^P=K)
z@2#k!vm3~p6Hq<{l(x1f60mEiF^Oh+A$6O<93rRPDZgW#0Vc9fPF|HhcN7&NM8!&*
zJWNRJ;%nq&Mv*u9o*+nbP&U7eQPhBye*5ZuvL!q~5T>(#vLr7yeLAv|D8|jtD?^BZ
zs5r8Bljrm4%^Rp`tN!$g_~^vKgRTR=SHrQ`{ilm71vFL!0bk{~(i1G_@V=yR4k9o-
zTKCD_J`~zc$J>SA%-E7dyCm9#d^#|z0nhV8xSe|E3=v7_e0rvIvR4r>;%iPl;qnrq
zlvQ-lrBM~eNq2v!{Ot#_I^J=RwqOl`4V5Tx{-yMMN%SF<7-oCPAskAowJ-8$d1^FS
z;==sV$JG9S@2%#KSB}(G!0`gR=^hOVlA+ON=*m9M(gVy#tSOWHL*ADUcchB40*D9T
z?7qcx2ufLtVut11GvsX@y&=j&;><MGdu0H!Ec^t?OP}^G8|M4NO=2$V7wokoEWbZm
zJMe&;*}9j1lDlP>%kNK8cbMh~TDUY!DfA%d#dP)`zfyjkU=A-%pyZl7K@-L}cXwSX
zWg~6FjHx+f26x7mv-@YSB)N4uN1?BArOc2E!-0n(1W@?pu^m#@?#Ke^M`k<YT$e5!
z+Z{ux{1i2(-EtCi`y6*OvLqbRZD#5Y(we;b4NSQ0Q_>%sb4bs0Q;bhCnj9O-hNK@k
zP|B4;qn^Vr{Em-Euxn0Zn|~-`-=X8{rtr=a<+rUm845f7RXgn<3~5a0WcRD7_a&Q@
zGQF#9jwU0$t#Q(2dgSEZUEDGhNFoD>yQ)H)A<Ef}lP;3xd#@}R)O&8okpl4|LT^7_
zs%vcSRK(KkbZlN&YsbDg&bUnX4VHGH4+r!O7u)6hO6@aXD~l+2(TaXS`|V37+f}R&
zi5(>i8Q(1vLZ-cEPLYIUNbNO&ycrOyT62mE3EbJapp#C7r96cRO1afmv`e+VOHN)?
zAz8&xAn<+}>B?pJGZ3(1iN1D&k4RBiQ+2jg70blY(Ym*x*nbR!2rwmy*%BVX3Aal%
zjP*cf=|S)I;Y<JWMgQ4nNl#fUe*v-(p9^Od9RpY`4ob+OI-)Ts5K`RTJkbF3{wSso
zC~C0nHcDhf6wf$$(1Kvzp33hMLr$)={bauQ*Dv;mJEU>jzufb{8`*jNdJ~f3Ve%eS
zC)06cB-S$g_K_=}knh;~@EB5?+(%|oHS~&R#h(#7c${!S$gk`cf4_QCnjl@ur$b+r
z@MnWXhfYgyAm~KZZFUJxE6F|X0zxE&_cXo&y0r5XazRPTjx<@JUeUra9fac7Oz(dj
z$KoNN-r@+b*Q=g-QMyN;w-mnc4`Nb^$4Xa)BBR9k>nmSt8_Ye9&e^g@;S;uim_@}Y
zw@WpCh9r!EGil?I=^p|?5n$qHDgYmxID0SDR%)tPnOTNnNyvBB&a}VnCH78=k!-}?
z_V?$WU)woS<CZ@NNLpK92^d7zUL90j+L#Ph_WexeaXm-x&HD_={mNfHN5@p0zy@?g
z!v=Jj_*Gl_=;<#DLiBqnSZll~_UQ0>=9ZC24m^U4P<j1lN0xY8-#)D>r7arngD+E<
zUs~>=&xPb9%r!Xm&(IyMUk_@y4(v~wNWCK$+Q}it9y4n~p~gwY;n7Ri@x+lCH)66&
z0@RKsh3LWYBJ|9$co)UJ)^io*5EmDZk(GwxHxaL6uz5klQms(Q%yun4@OB*g$Cr0%
z>&srX?8ti;`l`|0TL05uJdTyE2&k*aB8J8&y=uqkof8sa+1Q=u`k|}a$17#HDqtL;
zaEwd7AETEo?+aSF2O_)q%m5q-!F^zMG4DZRdyMc<uCNi+X=aH~Tl)4xYNpN->$)e#
z5NoHTm~2o9bDHT$wBqGMU0ijaur>uFW7*}+%4&-<9dRu(@AS-ezMh^BbNU?KKJA)|
zx!(QXzT-+rCBSbCB`s9j7eAzz4!ganPgNb%X?o*>D@F(=;769vOEiVM+e0)5j(hid
zxXJ1{sg;!XRnNp-hR!dcuNXDn&tw+<^}L)wUQGY>wWY3~@&kDbT3FY7Dqn!SP;*1I
z2kYe!XXSauNy>{8Ie+V$l74J_JFN*BS#EH*kPgZGWObx%O+nDpf<`jdHKWS6kf6Go
za{u`kMl~bzeXV44yLhe~5SR<crg!$YuIf*G?_<#PAdJ7%+UrqJiEVUe_6PnU-Zsg<
z&%Ke1;{i#*E>2IwjOC%3_!w&X=<GdV?He0l7F3&F4vA}c(54wcnD>=e(%uUXze9dt
zIn?)CvR02&NjT@HiRmG+=Y)$^Na_0tPTg-!LwF1Yp~Wv8!PQM|zGRH$mt)WJ8Dq>6
zijtfa@MYRt#-WA?+pSx>bto^S=|4}FB_YM7L7i>H?mX#vg-N!nEp$v2=^WQ_hC1-v
z&=_MA=+mkpQw;3^wkYIyiKD*j3UXvawhAZv*h$3)+sf|H*X3nf#XUoesNy`A3u&kN
z&p>v6lr@5wkXSXHrF+M@p~UZNJL$Bw`?-ft6Z|sTugU#u+m1tnf+58abECuq_95Op
zrH)}gUDm!QbPpz}xPw=4{%d|R=33#E6h6O=(!i!Z6wb1E$+6e86vUlM$i&H#zZWod
z-_u(!$95r#eNKa)Q%CH`iMc6Zgs45H=Yyg+kQSltS0RF`2H8j0Aqva!a(QOO)E=0c
zyJ>H-R>d}BJ907-)bg4`c$ad@I{``V^;JM2A%%f7X@+P3?H@qXWqn+JUldxj;8bp(
zlE2$UKx@Je9EZBNI3qw-B(`oE@|7L|)8p8afnEr;t;op5Y9RXL;AoQ!DvhmUf^~uf
z7v>M!=}u@8$m!-~&c>)=%2&D9(%lARso8)|f4_$Z0h9@SE-Tv{-P!Vh74$@Hc^(!W
z`R=K&OMBy`<pvE%Cz=bWo}3)WmK^w6RRN=fY}IqHB`s*s@W*A!;K&Q~CoSqWlCj0+
zvZi+wQz-5FAmAD@(|W30Ec^JB#dRo}0-Vf^pG7bX1}8PtDKaxcaCG2r1r@v)|7kSV
zPu%W;t)*pAYl^8Uh!!*)RrXAR!Xc%dPAB|~tmr+7bzFx9wB3q!g9wtG3)*UbqDb&)
zhAXSW3nNjakQ>-kyZ>HLFf;bY<iY6ryKr*8<P{>al6(9m%1VsML0N_^YQKaB6%RcI
z*E`ocwKb&Ny_0$QlFlC(N<VSC=KQFt=)MjXfJ;oy#SYAmWNbPj>J|(0(ObKhKn_qD
z9wMfrYABmBswn9-9W@%qe2!uw8+hA}e@N8^2MM}6&MNnz2DH;M03n&ykO6p*1~VgK
znE><RY*=wd8{6jyM#Q>n{u?+@xlKPKA`^<skxjXEpha03sLYJMnRNQD_6tR-x}W;i
zmSrxa$D^gOPv1Qmi-pdo<4a-(T3d7sgV)lmwHZ0?oI*3eC5KLOXCQOABG1#harrlp
zITWWmLsFwCw}KmKBWLN2mX@+vaz<}k?U<}fi1!c+egZIf0mH0^gHvo~45{P!jT=|M
zkLJO9?0dcm`*-Tc#r=}uanZrj@*kPa2n*)&dNbhHPbI6PlQgvUyul?5z+qo|z9S~>
zanhmT0K6d35iqZY{K-NM)|ktm+7r@xd|Y%fwfymN&U*gGuHL6d@<r6*x-K<RtdIlp
zPM!<PzdZzY0feY76dqQoBs(C21T3$rH$Q)_%$I4GvsgA~7YTncl=Dx^;mL@TbyeRv
zpX9(@|H;1+1u<>Bhwm0ww_b2R$??3f;rpsl?E<5_(=P(Vt1@gDPK$npPZa!CZsrpA
zvH++m8i<GXb12W?_C7U#XCnil`<lV-3I;@R&n11lNPY1kXZd|h5$5f@8d~kL_Ym9e
z+JEQ7xgeYr^*rQI@}`p6E~J_w|46*gF(f+Cj|53+Uit4=(|gkbnNt*z14kZNdzwE>
zOKJk@rt~FWf;HUCMX_&|af~~65esZrB3dZ?4>~r^qXleb$MXG9xZOsT*aKs0{DsYB
zoB=z<>JZ4M9IWe-$-W#4#E5_4B}u-H{H>z`kAY5}q(huzF8HvfbT<<Q@46v!Hv>FA
z?9o%C5d6YHro@A-;yXyN83;WmJvBTsSc=`0J^gcP$OP72c*{x$`aW@=vc3pql2Kq>
zYbhck!<{$h1Kw2Gw=q#f4L94lZ==u)UDZq@J^7=mxby0L(uqnNb5fH2>8=gT6whP*
zeB(HT!wW&%$~xqVe+WJlwxP7ijviLg_PYkLJj#w{`znPvNcVUidzPdT=2A10$_O({
z$qdW2E|Dk#LVG~fJ@sFt%{95MCk;eLw-epWRX~dvQgegiePd+S7POwi&H~r02FX6a
zPtsXtck3&StW>ryrCp8HT0E|Xre|Y`y3fbmhR<mpVLoRz$)|4%MW3_l_FQ>1DUfk4
zlv0<8{j2UyarholW`4qN`-xGlv6XpnEOPQsN`0jMj0(YUBmLc=fKZB_oc!l}{8bzV
z61reW<FpBfq!{Xj^tya`GbJ5*g5g_y9_$lpmjAI>K?y_P#E^shbf=HU;=7t6BVNJ3
z|Arks288V>sj{EMezirnQbgRfYr&6QFBik=sw0a&(IEuKsRZ*%Z{&v5pBnehsKb&-
zw|1{<lhN!gXa{@(bZUlg|1EQ8+ip3ya>-4(8_NbY`4YZ#+ST|!7~F!b`9GddMAYV<
zeuHi78Jt{!5*K>t9UlmAJ|^(>!tbOkNUHgPdrR1gE-svGkRwE%5w0_oU*iTjWuG<H
zZh6CaSNjBAZmiBbgp6a4^Ai06+`)xpqAN%%+mesF?O~`hKsYA)Pnjrc8i9f@6<=zv
zR8YXD7(=T^>uig=<W@E}8kd?Mr&XQ*7PRCMPbEZMs#(f;i;F9Mr?Jon2L?q@VSZ^1
zt9ZF&9`C}7trWC78rc7(q&9QlNxdH90BvR>cn!p3wH?uGdE)p?B03_;mVCo+&FfD`
zUhm$~-&87e=};AWXPGx`vo0ucdWLQmqu>U?sE@zb@#<GJ^r)!~4$zGd)`J<M-QW)y
z8e9DCML!1j)|=Sp7y<zpYHTMWJWVkk5dr_;<hT**Kw-(p@EEqm-|uL`1q5c3JxH!r
zEF_OL$NJ1%20#0{7(N+WR>Xu2<xTsHsD)OZKtU^oeR>!DY;hLVz4+7q(qncY9F=1F
zdC54`;T+B^=5s-HVYrugTF-zOj(`S@zIRegZMtEPc0@$h`nZVCVwdBZe`Z+7oS=zK
zMGVmJo9So_H`@|H4lw(ac6ujPmF>hBuF3xdAwb%|w&fPOGaw-R@{WwSsfW^w%X12}
z$&cZEbKAS4ax2)k*p%GZ^A~P><ql=F>meLiFSPhh6lN$aDAIpUep{c|2#s+g-O@cE
z8wFtNBFqS8w-LAUxx2+n4l(Sa1@X@{p9>l(v^wo|tEdB#1SB7&Ak-bzrQu#7Wc^c=
z)R3yN4vVaiWURk*=(<EGoOm=DnXA|<$7R|cSFqkM*wHn2WFK%#Mgssl5>s2(h_{Ad
zw5=23D^h@TP6+Cd3lFO|AVG3!O9Iz#s)mzvDyZB*{~2aWj%0=<>xUE~FX|nxrT8os
z?wn)0=Zg-XMP|(4;%~*vVy^2AS&0jUYRoPW#-Q#UgnKZU*V1%4H}w>usKDG#`=YvI
zVz4=aiv6p)QCbFiRaaky#zU>0D8Zvois|bX!6E0Bl0?Qk!XQE&$#coCBPwtH+{$EL
zIA6SqwP!Rzx-3ahs!9!;34VLL!!NVd%^t*PJy+O}cJ74404n@?E(DX+4EIY9j(@QB
zX`4X}2~rXmGr#3~b))pyr+mRJ)AF(Tp@=KOn`b}5lhS-k8w-=~ds|u{*XvLBtcOSt
z<}KzmqF}?h>a7WikPn+K^I@x3DUGkZO$rZTz$oa&?4J_Vtsa=QKvs_pkw#>rR(3m>
z1#SVw!IZ?Fysn<;e1~D{7KfHQ==!Em<5l^9$97`l*Ab-KG(S|Vi084TEgO#(?UNs_
zUwc#VVvlTm!0hQInaqu~-*uTl={9)<6(}c);rR!r=|8|`P|*b|e7bLo%C_l8i0}W<
z#f&hW{w=?Lh`;U*ADF$-%XUF<5cE%D*=$@Ti4KKf3Uj_RyV5xa7|ob&1;A)XuHbnj
zrSafXlfr$@bMf85M*dQsv4rgjb8|qNa08J(bE&%u5kYp5$#{6Od^;#!$M~zz^sl>2
zCQ2g0<|7(}=ET1_i`3xoB4zw{n(W5ncIf+<?<`FrjLl>*!U}yA2{RyYBFD>FL+zFY
zjJJd5&r73MlB57e1Ts?d)xDHkY*&4vNcOYwnie2g1ALihf<9bOhGp(yQz`=@YmFW8
zUNvNJjyw+Ub_^s=PpE*TzDJ|?T3RZ5f$v9qfy6+vpZ$v>T7yQN#1ZREVwhcJ2CqUe
zoc_<^?k}49hGEkfPmf2aKAyTZl*KJD901A9s76-I7d;z$vU6(V#TYFRS0l}ffrS6_
z%kvM=oLUUoJX=5ks(yu}+h=-sGfm;0s)TwyPHnpH*<KDjO^VKzzWX;9GtbE%LLGk3
z(SE;Xi?vQ*4sCeh%TA3qI^nqRW4cc5r1srsdlI@4UgL)7p>034+rGT~LWD$cJ{ISY
z&T$L&1wMIPx>{1`JT2w1*-XINK9_RrP?35C8753oZLevuEgnD=bJ_BeaaO$3W?#=n
z{U{--!=$~60Xhd%<NB{q&DpeD(-(hDAToYH@}Zq}a}N`HYKiyBy7c@QqnPfBJ&zhY
zCyz&;G?UjL%v)j)Y%Hz8UXX};(51a2jMS}NOw;<G?7Yat_TU+pQ<+c$w9qh#OT}t{
zJE&c~<0)inC#y@)p9Z^LbG@%g(twDB6h*Qc*%H%<J#baYJM9OSpZ@gXSoCk;0fTpp
za7c~I#{BXJS|I{5sm$&aQG0EHLiC0(fsUV(+qWuKWGr1h6@>vNs}6o!7vF>Ko`a{E
zHjzG71t6M<14!Wfx_|heTdmGQ@DD@cx1@fACR%hoy?>U!9e=Y7REYBFTbIS4Da6xm
zW<?T|rVyR4WMJE_DbE{&IjgSfinSB=z#7Yz7<t!?0jBjomS<Uf4B%9!erKu$db^;V
z@N1Fxo2+f86Rs)Tiv$);vn>AFq5Cm-MIgEJsNg&ZIo;PTDq;WH;g0%u(s%MgnpaPB
zyqBi1vMDkB`}A;F%Y$S>!tWeQ!P+@cQOI3;wq$tu@MQ=Lt2ARX&Mxu78PqO>Fksey
zU~hF|HzE*`sWi=TN#Dy78xh8!Mv-ZYUh~~V38Z%f`DU?C?&0$-H`yirrVJb4zi)w+
z^>u>|98@oF{s3GrjTH?Uir(GvU<WDs=3F*LM}-N3b)u$BS0lH^*S4$p4>_HgK9V!X
zaWrcK_({akjt+jMMok7rWvrPtTmS(EE4<s+zh&4yPfMuVBHX&RJ|FKKWScEkAJp0{
zV?O%mnZ2GrAKu+5N~~ov86kT6&*5+c@D6!R;psV;JoiY0fd16~xED^%VFt(f0A!z_
zi(<~Y*@50ksYZ6+$3UB7c0XF))da86*>_zW#`VY7akb<w@nW7JM04y7*;)w=&;vg~
zq~id^!NsN|*SL*AZlXh%Pxuaq{C(O6lcdFIpVtBIr9P~J1HAn7M9pd_PB{sjwwzuq
zS?Yldu{b7Gx#9kcwiFK%`YaX^MaDKvv>zPIBxu2F{;|!k87AW@0b}K5Gbf8agvjbn
z9U+{|^9z_->HveEUTLwN2c@?#FN6s}=!%0@g*4qs1^Q^7nV|=jwkG2<)k#`QIgolG
z!qU?1ALYCdEd39NJVZ>Hc0@)bqpM$5U`!h^&xr}NIH!h0@*nYJvr|W|W=vGox|)?W
zOd(=l+o|!P>4#F!ZChljpFWGu-7AE9oSddQ8ViTGiJ{PZ+f8O_7Ub^c`)2itl(zHp
zHO!w7`__xMa}(g<Mn@Iwt6n#Vg;j1{=Z4mylEa4_6pSatw{Fts*S1ToY+vKe>}x4W
zGWN6dqDSaOhZd&Tiz<om1MKCdZf4E2d8b5YPFUzZ*0Vnwer)m|gnP2{&59AS%)fMR
zAc^LL*ms7VGpj36jM-T;=dtM{32K<XXtgDcybWHAp6MDeL5$5=biJS1pLI!_{OzR?
zL3Y0JkwOuDSMHHouXj$7#V_C#)#z+K)jJhfUYf)dr#n~#@?R3ua2WPv>)%Z7jjlkl
z@XI<#we0kGelZf8XC7I1!Vwq!cX~3T*op`+d{)zjv9a-y*0xBpk{481KQgwFsY-oj
z?PeEvY|n=Ny>3RN5F+Gx*05YDy0Pf-QIdA?!wAX3#+wwsk>Yt?su&g`0=&<n?o*S0
z`tE!Ex=l?NNq4NOL5iw(uIc?svF<D6zPD%g&6<x~JGD<)vMF}W%=8C}6T#1nV@6j6
zc}Zb~D+tnM1;jEP@hgo{)~2kMqZ*1zb@pml_dd(A4)w}KjCOH_a3=krxp>diQ5_|#
zO>f2@Dmj+z(f|c*LA_>U9d2JhgZht_n4aXz^J4M7se=@G(+Y8ZD<1|#Z-Z@5oX>9p
z4rjS**I5TE32$$cAXi90<B3N(Ew&c^sHMyX0Bf#8Vmtd;BCP*;?U)g5SWc2P3xqHh
z<$PI?hgSXt-8i=*G6Jvgv5=l*aFp?o(TQvzEZ&rvVR!)B&f?~6Jx|OxAt6XFyeMPJ
zI3kO3Oeq(J*4wf$7b9Dc_OO4)EHUQs19MkK)APnGWmO%vc-?0<eR0@1&c@urf@qIK
zyv?zOZM5Q9luI*L1TH?3{KO`xbR1{)O>=C+$FT<j;ee6HsDKuk$0%!CKZ7s<{aai_
zqEbdqg(rnvAw%X*gR{N*FH-P6WmmP;El~L`9FBe6XyK%8Ch0NIdj1NWV2k2B45JVY
zK=@vPSxOt`To~W9x~i1AM%dc**M*_I0bXrp6^bFef}O}1NI-!>j{-QXB&jq4*3J+|
zB&qsS5(~uVxVz#g{TFON9a!%8$SglG$mjz5SaMTK#YE93RIpW>0Dk~77ajr?y10G@
zM+HY&@k2f+0yn70LaYj}GVQFSkS&VY%kG&Bms3-L3XHVM%!uKisJ|(0u{GylH@)mI
zf-`*bK8oK%k?;J@?(=`Lm55G_c#)pUJ^vQ9|C|iVDRNt3e#=Q&i6AbMH;()_bJNXC
z__Lzn@7C<CX`vcDP73yoPZFY+aw$q==*@CISjUSYYF%4D{A*tQxbnI(BZ7x=l|33l
zcCz+dH(s_7rGz9^K>Qs?oNecR3g&pbJvi1M&djL|PX&K%SvKcTy4roZ+AAbOTJ}e?
z>`Fs#ud<sCc)-Rj`u1VJ8u6CXzRx><XvM4LixU=hh+*E{?aU*1h1}NtJj}Fo!<?&v
zTYqV?@8oAx9LX)V`<!&&#R~bF(|MRPfFvdMg_LE?a%(T;Y1r$QRE$o~b7m?B!NKxV
zarM<&C!Fqij3>J_KsI5{<jF0dp{o|d!{B-PqOg_vm?B`|+wsm@yl?b`(h#TMIk-hf
zuSw{BN<q@$Czpv1<(zO;(J>@mMXvm6mRl0=r=<!%gwoHr-dSip00<S<!)gNdgGw_3
zMG$;y%a88^AoM-YK>M=e_)BahC?k=cZPvKJ+eNgr%IPej_z4&b*uzB{hK+fZeH5l)
zN42T=mC_n|D}eS>QL=_<ueijq2{|NB&7`C(+7Gf5DH3~T;KTMGZD>IYO-?dv|Ai&L
zpzids9SSyI^%ArYd2ds|Yor>zaqV2Iu7$B~EpW=f*k4kCw#L4Hp6_w2<`*K7u59ot
zi|G4d`Q$wg-_4VDKGQvpr}N4l)1IWZPW-R1V+5<*(Z1X|7<qcxA^1<{&NZS|{Va%_
z8ie|B!CBVhH-*Q04SB95V#p+6Qm#P98fJ<elsQMmRZ?PXXs<^7PprLVv$o7RuF6|G
z$~r={xP@E6N$|yh<Wbbxt}lqdGLl}o#MqWH*%$qI8J`a>^LN5WS#2TUUf(07uNiL~
zk=dPrGrR0H!Y)w1g$z_uQ)zr&r{CE01PG8fCPY<~ksc>bO*-xH4Db^UIC=_4#oYdc
zhfzIGBZFRRVedq%{VH=7yV`nyVML1*Xp+?qN|f8zgy*gI#mM6;3C-{vOI`egf<u{N
zpfIS?MpnJk*G`YWK3(&qQVD5Fxev(jW~&%>H227_VL$RijyLGO<x{QD{Rw23qxf-;
z%pTDMA>_-;EJhA@Z|r;A!`OR6_)q%3B@UP#EAnAp)O;pCr|wlo&CoEW(Pk+RB8P{G
z5;i?MD;5DDb9{U8QbeVtrZ(Ok{yn|46alH#<a0X?^?5k=`_l-?GF(Ey=(%le#B_=o
zame@O22dnCjvpp7w$^JX6|}VpA%zPFW@cuWPrjh#WfSo2(eUVKJo1kMe={fc=i5YG
z@WX}DnE%5$*@+7yeJ!LYc6x3uMC3zYdprNXlF)a2nfr?krGRYk1B3?BYN?9s)6`<p
z^Oxg*;5)4ywyJs>7=GRE1u>jem^AT_>R>;QgkAsQvNnYLCg5P6D4>QT-fb6XYZGpN
zj!?tB7?@s2yXboq{Sq(RAxpp6vC(GW!FE2zg+zLep+%==Yb1nAd@OJ(h~Mw!$HZz=
zq00tEh0ySaA1aS)D}~r*sgq^h6BbcV+|`<jWV+_9+B5pZDyaK@-;r~vze$B<db8Ac
zBV-qBS95}nk6v@o04=Gi$WZip1&HW!%ZK$lHv8L$8-2qm6&TB||BLf*0*Tmq6h!cm
ze_0Kc6VbSApxh_bDw3eU6|SrW|1dI_Jlv5>RoaH>lkLkIfO16g$5f)=mZgCs<DeHY
zWlk8DKKep!WAZ1eca3o0r}>`>X&r6J$V0tWs-nCQLHoWQ|9fRM`)-8d4HJC_AGrIv
zkn&%ECZ(Go1S343>RP3S%EJ0$c7&#82^SJOo)jC?l@D|cHA_7q+_sqspQG5_##~6V
z4wP8m7KXr47wlE#crfkSy$iCatAp+A=3AP1YZvMo3&!(<$=YAWf0N_Ni7DhL_m~Q!
zyLSg_(ps71|AJN1{lHs{79gYmIi0@=4!Sjq8EY{~y-9c!39auYZ7lzVg4IjUYfYpj
z9S==enF4&WZM<aD&-i=oBmw9;G8Hwlv8f2U60A6yQ_Ggx8?Eg@tVL($tUc5Fjc(69
zO>65-Qy0`$fzC3tRV>=bHQgJ;K>m?rIO)R8GLNk)`4fx}sCPk%WEJQjvub?N$YW39
zNo-=wkNTw<KQV-rbf!0k5%KgseTB`wjJ3q)XaR?<>8;l%`otovdy0A#+Q^?bCp!el
zkfvwd+oS%Y)X(l{L+6<^Pc`yt*MOxd+C#kDqRp{sx&W53H1IGVL$$@Nh5C+k(68Tx
z@ED0dK}sOvVpllgZV6Iefap@>@F+FUvhI*$u(mwx?&RBdwhh)pCS00C3$hzORC8+n
z<r<8jMD$$nS!Lv~hLto5ywWqN>|Wnl3dp|Wd;g4Mkl||LP_j;KS95MmKZx!wzDZ#3
z=*HH451%b6Zh+@gsQ6yCcX@4?BG8Lt$Rg!fJ2zA{@K@OYeGLuUl8KEIx6bguVJJ_I
zNe-kpYOk&B@da%M%ujXcLf5i#Wb&NhF5m9^`|MzTwzZH5!M#b+MbCgo+uCf!(WAj}
zdMG6M`?j;^3%WnbWp7{%m(`3s1tPw?n6m}@TgQ;W&{Ae(cZ(1J>C_xUOOMPpdp&Yy
z%bK|vU`U(SC5i~x*G=I95q&y!yZRts<}ge@IIlp-BLGwg@#|~D*&=-K;()t%3M{W=
zX_~r@2p56(VU>0{*|ducBCDKP(?kS7su{TY!)CS`TdMq){{sH{P8d5>!E^H)RJ=|i
zK1t$v;!&k%rl1UxEHx9s_^4gG)%X=<fAx<heWE1<^+eW+R{A2!c7YI#+!N@s+a0t$
zSnzkewJB@T@$@SjYy9dEzdVkDe5iu-5HZBjY|X;=HFaIzzf=MR{|XCwGQIf~dBZH8
z_$o8Dc@lPK?fiKvn&$ozR`=-eR58zR6>pcHl`&y|QcY*9@8bg3#1T^7in-e54B^9y
zKyMg>5DcmW=z*LX8in79qSnt5wAl-YIw~7CjVlx_f5$b?$j;c^w9Wk{T#C5XIwJ~j
zYpX6H9lp})+<h!JNv(T3-d85gT58*JcHDy<bgPvxrki>EG_CQ)-=-Tu&&X`X7?CJI
zLs}d?;Po)dq*7tamPO*kq7C$@;1b#~CGBe=Bk12w2ICWXyxXwC_moQxG{{o~xb8N<
z8YvX2xH-SJKFFu5pKvH$V?K>vuN3HJ>qMP#K!Uic!Z8KD7II)+JskAt3mqV&4&ecv
zFHPX3v56$y&jQxchOEJzBM-Ju{9`><wk9>x`!s4aiNq69m80AA(0z8hh`7iT(i-Z1
zMDktt?iTq+3Q>%9e82GHG~zWh{O9IaqoVC}f0o0wQS2uC6++?u%*jQ3Qd)ldTsP1=
z+D>?r$fhwy3l~TKy^*(wcusg{abJs@_A4)Kz!7@&KCNRdcXt(ypo)P(NP2AH=O35q
z#?}Qo53_SyLUta1gOsC5wqv@3>>cea0?(q_*tvM9q~Au@Qv_yl3@3hVnO4Ud0NpKj
zg@0DJ?;rfam?_Txq&azxbg@6^ShFbkK1Ip{yJSUnFErS)^$CloAGIn*3e;7=`elBh
z=3(B&o@^1lceh%vXKVqN1rQEutf06dCI7h^$NKD(qsQ+9(mUyy7$LMdco6Y7Au^O4
z_5z@=pkD6*6RCi7v=|PQTh;!90uh_uFAMzFuM3dq#q5ssh|>$)L-<f^CCy-L_NvS;
ziYSR4X^#eH++P%QEgU;T&uf0?ZJj-Y+-s;o;sU94k2Ve#YmSl6^E-Vuh{o4iLYK~*
zCZpT4LU~|%`yt@zMY#RhDFpLr720^y#%|93`Bk_SL!E8O2vOQZ+lZTIl_amRnT8CF
z1Uo7CaaTa+iQnFAP0J3GCy!G<bE3v?&(XsE>d;K_sj|bi#(Il@@G2~Jt$Q0!uc~iU
zpTK7+0HS1D5WM5<Y7aovJ5PvSI_rpVqSB*sY{|CrcVU}jAxEvU^slFoLc2^V@7uAY
zm<C4hgWcW2Diejs2$%Bnak9F89K<P2R5zJJ646HN^4~(}?m)&+Qob{)RWGrS_yh`9
zjvLZgKaZs!9M4gohEibV8FOxKS*YK|H}2xveQnP9V?$ciprF{fDE3hmip+^GCglTt
z%`6C)^IFo5;itqsZ9n9rU8cnYLxl7pRAa}M(CF4TI%v%=ezm-=nm`URyXncVUlDQL
zKhJ~~XMyQ9T+~bfFcS?|ze)jVs866nD>OHA8dCX*gN`?2Yw}F8otAXomBW%gshn^?
z8?jX`!@5WV7bOV<Du3$8UdUk&Dl5-T@4~!4u6tW)8uyK!o$E~o>pJ3J)(rLrCcR5@
zJ*)&~m7&PbtDhKppvWDbJV(L2m9)Y!S~(WgvVg5nkJR3pb%`h&>rj$!qSALEH3^*l
zW$2eS^N*Ft6<+kd{x{)P_O+FVM7~G;e?r3d@gKs?RD{o42ePMr4%UQ_rLb50=F9x4
zvQDT8i7=dq&9P1X#e}vGcjQzaTC7@>f2QOV?oFzOQ_I!;E2sMwEG=_rR~~{##=Hel
zvqUry0`ne@qJPkT;DO)KC8p}uQ>PGaHnY7H==3L<*P;M^kI6kpaOA>W7!q<vlKE{!
zapHRUIk@~c0@>rx;U(6TC?lIgK?G&n@=3R$5)`)?dd0cPua`Q;4%wYU67oXhj97LU
z-ALPMC2HYYhXxsFRW7R%1yx7C$Ks`~ym(2W8#spSR{5@}3M&%j(_yA=trbW<u@KoZ
zi&&HRSlmE{NE#J|w|YrUC8)OS(XF`v_gGf;kPbK21mQc%jEcAjA|daMr?zcQL~t5$
zXtJFBy9FpMDarw@@hUNwOMl+Wbu&A>4jW+U{4f*20Z~ril_r&+(Ul`x^yO@rQ;mp_
z*e~DgRlS|T%PX#mdwYilryb^12E~0muWPApfa-fpBV?YI;LzaYyHtWQ&tTbU3aY9@
ziKaGGzl;-+LGGl6!OPN0+ClBYe6xnpE-Nu@5y4?$wD#0sNO!XIaDtYyLSmN}N0Qdy
ze5tCGTfLQ#`AzyX%2t#Wa_9!k@Ivr|KNX5xX<_xs1V}4S0ZaSJdIk7)HUvHyw3J^N
z=a)sE!?;au!bSc<=0*ClG{|ic4Qv_F*<~$qe2zj?B@DO<jesoAvOXyTbh2B}+sClT
zcx?HnGB;Ln!?`~jxW_wL+c0QaOa01j3T>p!Gqd@7*?;r^>c#~h{RJ@-LxiyR0!LkC
z%wL{W)ClbJoTq<PPZEiItpzqfiI;+hmn1mwASDx5PItdY@o56FnV=rvrTtu!)F|)-
z?Q=m{sS(wswNd08?mBiX#O=GjU{Dweals%<XCvofbdVl%X{{Vh)i6=J_5_;5brsIn
zzX1pXTkNizMs7|F<AaWtezV_Kv7a!+fBWBll--Gsb9tqljWG;P%6`m&VLUPN(zW<I
zws|v29}^>fZm?Y2`gF_wb=8IR2vISgT7Z~6fgrD}1#S>}?YeQ*lj>as>2s`sh>kwC
zvx9)h;8oPL^?(pkVNn?h-uG0u>QUz9yD8ng>h-=e_!F$F1N1Kl8$YSyo`tXiCJckd
ze`pK*b%t|LG7vu@f_7VK$RheNZ9sPk0f~PLAKKjRmn@-Y342KC`TS6yP4pwwfG)1(
z9Sx<=?66z-m`K}6UoLlJk%Sl06<<hKw&UZxUMb^a3`469iRe)u*~r#lw_G$SpWire
zhx&K^vZkxxk|Czc7&))I7|B3~Blo{j;XTqRs}7dV0+)mVxJX-5X2&}}yus2a^`&NU
zT@O5;0a;Qq5?|JpbONo*n4`%@y*f2dlIT52gDZCAb%xuopi=2r#OO8f|AY}+H3fV!
zrF#!8(?16*)N%^OUa6rq5DE{h#NDgKd~;foK6YVzzBCzCn!%laVmSXOTv*UXOyC@K
z85IV-VqMy2m=jJhac456)z>9&FX)bkZ(I<L*~b~`m<J%4ohdx??nr63TTD35A4_R^
zx<Pn>D|0vqhHS=q=XyoDXi3#QwM!Hm$7Ff*CJg|te>4ucy6*oU0Cho%zV(<Y2T(!}
zQM(*hU5S@f<yfG>WC^rWQNsdteUzaFm&>_-)4}pQ45oD8X^C_&pnucZa_;BwqN)tu
zDgyN7X~IHT4Q<ub(OXT3Fp12AAA3*3DdUiR;5c%QoI+V-G!m!(gqo5P=#Szqi$Z@N
z6g_!{+>_@~5ub#@TlbN3>H;);#0RJpT)&Id-_{`i;$LWpbqA=mFAoF`60LnL?#|3_
z%3FI{)mOCkMXfy<VApT8YhUcSOKR@Z)JRzOlDGEN6y{Ub9eaau{hbi_xg%Wdbg_L-
zThTtDDEa$@I@w6<6LLcf2R%G^C0<javi&U_<ArWg2jUV41OkE37)Zb$f$$Nis<Ic|
z%gV~ovu97tnl+1d45`3CD(hZcTpR`r7=X>2H?yu!Nl8JQHf?b1*fIF|`C;nRsdV5U
z6|nc@3HQbWE^gnxjo8>&v~Am#4x+0MDtNCU9z1vee}8|RJ$shE-^`gaVPj*14I4Jl
zpJ!%@Hz88LuduL?&K@WYbsd#?kou03lT+R2RCdHKzW4%>k&zfQXb>h(o(y$$b^P$d
z4;V3G1gB0XPoAW&r2-JC>wEVWpYTy1iHV8zzNlv)NqJ>8LOv9rtDE>F8D(W9bamCo
z<7nB<GqwEoXDpqmZ)_*#6ps3!WbC?~2ptVo`ebyO|1YmZ$g4zj>mat7va&L|wRggk
z5bh159}6Yp$e9p2piufWRN4k{1?bvb+6H=f98-@C&cBC|77t@PFqv|sp$2cGcfZB#
zp4M=)(5zp-%4&or7ow|!E?Wl&T|AK!BuP<NUIqJAA+TK;LZ2r5hGQX7lDyJNdXZ39
zpdxdUbZBZ3y4s32&nYV@p{uPno+K64FMsO`*lu}&fv4W#jnpO=YNOWZ3o)4GX9hPT
z?hTT4I#g64<XsNBwKQSbpj%60Jb5dB@wpbN4Z0bchRDPMbo4M{J%?{r1Y`D4XShlH
zK5iYV5fYn^t}P5%I#BN)zvJHMOYz&OXc%epF}ACf%>TVlFF|T<8M=Ci@2MkHqq7b?
ziOiLiACr%+o(8h=BXb&OgIAe|Oe#VLSMg~*ZCvzl;b}UOvP$V|sLUnrl8eyYOLl`A
zT^}eLcu48sVbBO0@G$l>OZhfvVZhozN!#EZhYg}~(aqbKC7*i#B)pO3;CZ^J9EfdB
zapzSgOom^C%h+p}v?&x>`DGth4m_ymklXm@kW4)Xrd=tkU{1rA%vMC*lL|C>7?JaF
z&q2<n^SbAt)4+4^;CK#F_pECdMf!hqyV$Xwc5&BR%<k2=b}=Nr09~E+*gClA;qiO<
z6T!b-{=n$auHi|dwES{h4$Gz&_&Mb(+6Gj+7@m%9t*u!)bn~~ylb5Mz3{<wDipnbJ
z%Q@vMEvpEZ?tj3Tfo|OLBQw#hl{s5}D|0*vlfM~-RTrKnBQib@9le?CP4ANnkeXG(
zx+fLj;O}aL#~k;R-#3_iMBk8#$i#ef^e|@k4a=Wk_Ar-5^bM2_+34nD#@4~d3{T!<
zHcp3-6htQEqhkvbxiWTMh=z`)8ay5JIGzI~-&9JzDW1G-to&3)zNc|L@}ubf$y34?
z5&wTRLZb7~O`_kRb?`L86OJ~FQ-_yK|I|^!=aeKZr;I+SdrWt0ZutuD8=62_{Fi)I
zio21yFr9u6&F4SH<U<k2Dy)#xE*GM!L?&Naesg_1j;*I%z9?#!+sn$Qe*fjyS#UDZ
zK(F;LU^?po+AMvBKjmz=Q*_&0e>uqfIDfT;l)t(>sPX0CJvDxl@)6vq@moDU!r2(c
zSL-b6BXE&dA{sYvY}k}vCrv)0PNpF;f$g_b+<BD&lc5*jGUh5KZRD<#jL)1W>#KQw
zgs&!QlR8MWNo|}dpE*s!XU-J)%!Uf-8z}OMDwyXWwXw9$NAS0j@)0cY<kiRc2-Pef
zp^c|0F5G#Kq_jfD22T_5E-n{6+Q^P`%FC+|@+KAC+S;&nXk&vXFOnOlLrJX;?1jfW
z!3i*Fy9F-2c4N}wzmSzv!Y%)88oITS@{?Lqep1Ru`bmPix_IgCdpO$Yq1U%(VA5eb
zT8}u2KW}meand@3rJ!3|JGKsO?eOGzVk2!(fr^T1=*!6#M#<QDECf1Qe0VmO&48=u
zvLN<XrR2A^`gr-;+>6_3S;e??KMrFCx;Dvnv2GmS;%|=Q>G7i;d;G}b8b4;ssgG1y
zwB;y^@;3m;ltsE62;`T=<IkD0=whOf`aqFaP{uq5Edj^eVgkB#aF&p-Ouzp-bBh<Q
zg~7+u8pFQb0~7aoXxV)Qb{*zEeVEqaH8sEKD5ZlFo`iBAQqdUN_}b#u!zjFqW&ER;
zZ<F!h>3j6*;v&ZePO|d<$@$gO&k#65c7C-f*r0BXGpiU~&9&HboaS11!V#QTOJPMd
z?2o^N?eVu5c;h|Z<dm{?FxJ4u_&g*PRWR*hN+I6mm7%+ZmaP2j5_C1yWXm_z#FI>J
z`4<xN(b`Z0-#<-)`I&HdUV4XRZ_?>aI-hb+>V*5}1*PbsCuChuy${akKFr}#Rw4Yf
z1(*??4%<gD@O}CLtKzayC2>mq<*XujYw_{*n`GELib0!@IP6Qw<&^)jqzs)j)mieX
z_fLzt$6L}Ip-$Y_(S%U60WPkh66uvy=%gvG`&8DTmKuCK<G81y=i2|R@l!2#-{sO{
zr{)WuVDgbj`Qx`Hu;!ug`AuqWQRW%w)&C4G$)8(f#<1CNGFC^gjW1#P!$Y)L9)dq#
z$Qi>bc-@7TpI(fvR@!X&)>?RyQjh$KD%kIN4cpzXFz|dd-ei@qWM6)t2S+^tdY_4c
z*^ZZJb2J?1<oI1oeJny(dmZ+3u-Czp#0G4zE)=$FL+Q+YZ_*p8k5zPl9%p@|?2uA~
zu69y(u%mQnpiS8D9JcG9W8ks+b)aPI3dw*DUj?3~8nQN^<U2^&z@ZT~SQ84{)uD9e
zzDC)g-Zn{b_2J)G`zoufXU!#?!)I;^Z9+{AUX_)jgSvoK7OD3krQ93ur8$~kgaMiw
z(2%o9oRV=kzYyBWN^s>#ja{m1@S>;;owYUCeYCbZo))ovpIWZu7NeC=fFI&B;Pm1H
z+JwbpO-c^SNAS}W;BI~iqD8;qb#WP<6qcf!M7AqQ{oYiTqb-kZ1M2<ripJUCbXgJl
z@-$c(X}nc=xK&<)w5m$FygaEW#rvvCv{#cFH`LT1tfB(#q~ufYLmMfd3d-vzkbMSE
z%FE!Bo{Y~jQt?w>4xRmti+@80s%^eqRth^+RgB8cp!FD#m4<7j+`b>}FBZ!Bi=XKW
z5hTxF%q)bzjsVl&rNj0?419w>VC4t4zeo{NTn_t(F>rnS9)WLDkWgCD<m5Mr`bd?7
z%5t>h@ukWEAI~ew8eI-P=ZotCT@K2bazJGYY?YCOf!S&JtBkw<pzC8*Ioe9p6H13R
zY63cFuQ8k|E21+DO4diO+WJ^6u8$w8D$!25J}P+JQmezul5*BKgVLd+rhs#t!Nngr
zg&3$Klo`8p6iSU<)cJT?B709IH8p7ZxFP4pBk_kdHORj42-<DL*~cZxdlX84r#8S&
zU}pt`KAn(#`7Y=6lnj%v2OxFtX>R!~-H>~eEkEzpBWShu=Dc72<LA(9=?+bie7>C(
z^m=th&K0(N^=39`754x>k+<M<a1D4?|6G8FWg9QV-e4c_6m#tX{W*oQni|Y~+z=~e
zSL(fG8*dpK==iuHL+V=Uy`I#ywPZhfPJc(Y6_Z(6!_E@MeL5js^bC|#RiUh^imFof
zGp{ZwgMRy#^7}`r`q=hk>SHN)|9G>!1gW+CV|gh)R9B+CL?0w+2VqNh<lTD6E(^CG
zLDQex4h2s_A@p{K&{wi7bVBY`c3H67uo$^l?jZk`gpIlCV{sWeX-Ul`Xw~DV<Q0kh
zluS6kibLDC30Rvd_ERcr0ID~Z&T=YHR-%0s869eB@VcS`?fFuD17CoUM)uLiii^-+
zox@KkD}z^RGCHNDVqPw{pFm{_d|OqH)~amz)cco}jcb$6loz5mPgqwD%Bj?!RKTG`
z#$W25YEZ&+j(gUtgG2zIBwi|fysaw3Ytj7@sw;56vIHGe)j#Q;R9V#Ua!0{!CR-;>
zO$`d}JcNdyZ2h62vifOwc|cth;K#GIf_9J2$p7mOJ{D%KomzX6Ui-3c{MuLDnu|bo
z?W^4uxb)tGNsF&@u6;F$`4oD8N*22LO79agYy3W;XVgBSe021ZzXnPm5C{aq$H0AL
zD1ks=v3vJ!`rr2L+p|9Z_19l<=gu80Sg-)U{PIiPLVrO)0Y3ZeGdd8E3R*KaH?IqP
zOG-+@k|j&<(@#Iu-Dl^{otQ9TLZhwz@F6q6q-6YEs4Rg20ReQzJ}Ov`3Sg{d&YU?|
zwQ3dS&Yg=rd-l`?{87L4@ZrPw@=Nx~J5(TJMMVWhjT%+=+4bw!v3&V*`o5=6pQf`Q
z);hOTAm8@w+v(2-4`!bXMCo$v+BJ0R*6pKykCm0|M!fpSEGVZp512@uG-#s3Lu3l~
zX)X^UbFlYr5<-`>uJ_&-pJ(99t*=pBUIjB<KCaDa2}6zy4Vl?RsH&=li6MJ~gt3tp
zB4W5tu>V;8y!sls`6UP#<|iw^pn}^5+LR5rCqN%W<znxHWP~n~y<aUWuf#z`Sqa~F
zYxtRD7FVLG8ZegH$Vt7Akdsxz$xt1;2R4I;sRq5dVC{nxbl4e&S5rM<$r0F5T2YPp
zf5l^jhat2Ds<QHH0AnHhb7P?zBC@zAPn-+{*xkn-9>(g(E33lVpj31?9FA9GJzy!a
z<;o{1P^E0(+wcG`Gfz|&_1L-_>j@B1&qj>AqH<V{xQMcfD%###rnW?PiJ*uT$0KMR
zrVey$e0|X2s1I@$;2(r%WACj5gsx(@kF`((X8Inw?0XvP^6UOjRzBMXCc1pN@@qE&
zTaCL#ZwjPruz9>2E0}NNx2~A5H4N6{Zb4N=iJm;!G1;9n=pr*;q=S^cv<}H~+JuN4
z?7fwU(3S1#w}F&hjdeI|kY6T}&z|@&)@`U9RKW79OLaEbGQ}I+B{t*t^fkf2cIL1%
z6(T035I^mIgFZh$#G`dxpdxh=wcK)`E597n>R>hDw)i=Wb47PgW`nqkg%H+;0?a@1
z4%;WVL&#U5vq>gql_DjlO#X9_DT@s}huet=UGWb*hfir2-{oTO{bYnLZlGOMX=J-t
zNa+As9kh6el(XULL3A$mK1xC8d|xz%gHKYSB~Za2j*a|H!Uj1dbOuoqsf;pIhM9=>
z@-q`iGI!krm>X%bf(9iya4sBL8fqBSO*T72W^O4XU!T3<)>vO15pnW2hvgNP!?OQT
zl$BROMMW7~X17ImKjwe{D%g)g`kvJLG>OeavVDVqqi@KsUx(r6#eKsxUv&4C=o^lO
z)9vBZLE_D@^2p39W9-1CLwo~v7;;8r2PJHo?uYJDr<GlNl!%ePKA<Ok%?#A>*Xph?
zlxqKI`IHUxx#TxsgCS?dHkjdu?!H{|AELNSB!7*pe0JX;)ko{{5Ya%pXc>4z+%`{i
zM|W@TY$ykAB|uAE6@%Ky1~W8?zM(0U#ed0X?dh(Mfj&lb_K2AD68wB78hzKlz{B~z
zw9f2ynM1yon*4DCEk6aJ3%J|m^n!8}mQ`WJ)j0e%z#hv7JK$PaHim2u!_Apq=p+&J
z-4xp9zf}%KT#)crec1kLZ8`W`{wlxz@!Opwgf4A^#!y;bg?Y!`VMH5KXltm-uah!%
z;MZ>ls!oo)D6W&=d!xILWSumnvjEa{GPw{x?F&PnpB~`R`p;N(vd#ulZ4zyR#G-oT
zTaCRb_SGi1vwi0AZkVw3HLS<p6#LBId7z_25Yd0pH`G#ER)rsTJjckcw$K*x<oF2c
zvOdCxhJzj{=B|GPb0Z-uP;AqWoiO3oTd?Z6AF8U#pqhZ43qM0gAB)EODTW{6r>waP
zb7LVZXs~AoI}GgM1Um~I#3bb6r*-$yXZ$HVI`$RqSJcVRt<O)&X{7x7FgMn$3mQz%
zDn?;(1y<~Nir>C(hvhTd<LZMC7(DF)ZtWY2POaFBq?tLzj1GqE%(TXaLPW%7Hcp3?
zH(_p~MQ8Mr<l?P&7&+}U9ROu!tcAZ0ehou?+0BxQE(`Vht2rMhUm|Ewk^|>O{%Ti;
zCfP2^ZIc=^j{lZ>9PeVG$&4QlM`HU#4`%#$p`P)hys~H@L_|!(f!GvtSKVgnLpyQ6
z9>v95Q5ZSnPf=Oa#9#YI$|;NgUVW&gw5$?8uDFSj{oJ9g#pj+|G}4xxTa5nnxy9J{
zOl&{+05isS!Mv$G=!|mH7Muo;r;5?T{N?B%HNR=7iHPWiH$uqc$L~HvenBakcUnRB
z9h9Ay%<YY@2Kh8nzSiH8&pp4&{_Rc02DA=kRm>cxy3`z}x+)^%WIS@x;bV7uD|qOu
zBd@#)Yr`_o;bIhC4RVI1s1M%I#sU)`Cc@_UTTscEX+NQzB|1t3;j!dP&An3ZBjg+|
z^1i47x6_L7rL8V5bhbrIK^dkzO-4m^4HkNseDpoDDyrxWZN_TsfDh{ZyJGGQY9C4}
zaJRGs!%ehs*24lZB^8(vm4=EMV7@Km3%xI?!0wVfd~d0T+1C09Ehxq8=nSYSDdB5V
zaS%&Z6(iqBl`WroA63S^;aZZ=;xdGnRbYdq*iTEZU^c=@-;>I$l2%#O<mTG{t??5@
zPd9xG^rpsd0>osL&>7SFZhVP{Kl-r8Z%tv%L(%h__027&)-$*GFa@DMH!z017LVWh
z+hO@Ydt7^yjUhYU;N}c3baK*dQtK|6B_jD!{tK0fFCtrxd_4hncejOyp{Pv^NkfO@
z5qLGq4VGFwq!(AxLDDOqrsCJO=2+I=0@vd5G2~(lZVYikCrd4E8%WnjVFUGXfCD^C
zG#DE^N=Ao0Z}4hz3;Ff&22~#oxa(uxbNC1ysOQk%p3$MS3Tq#ypu@hmcr}T74q_cH
zzRST^r=w9^Q4KRKHC+AL1%^@wMAWrOT=FyI$ydkjFC4`3A10&2t~Yo!r9}g6k{lZ-
zxIX+FYhSd_Y$WoTCpE%nZUSvWc5NRim2u5TMH$f*4fm1HOUn>ZQGvBavTJ+Si%Kvt
zJrgB0H84?8!EsY#7)Z&<suanW@)3+wRS_j8Ff6XT0{06lG1Nd4CmhWXTULSDaT%zr
zsli-xMvob$x+tishF@3$sOcN3zWr>Wk6{L~hXCi)Fgh40v2`#|Qbue|!!~$TQHFO_
z75H7qw!s3SJ{A;ZqhoF|y#b8s5tnG{qm@*EQBHL=E#FXT6F&6}VmLCeN%Nw-9Fdik
zSfS09--$0kFM&F&R8$dHRf$yvc?ihK#2I~KI^*2GtwUyYHHvC#u&t;7voy8wqm~Zt
zmX%^+ZWfN}8=<vCP#Jwa<uBF%COlbxF|tUGzgSv<ySa?Nc*fHLvBedb{*Lh%f3joz
z#a7zt*x8&9M-3iQ%PO(-Ll(M)Cg7Q$EwogXn~eOXP#?wRfc-i3KBls=LHRF5bzz0J
zc>X*~R1UTm6=0^O4(1AVaJRe^lk&3ghpsZ6;j1zAkt&<-8)1W2m1T(Hs*f5>ee5Jr
zAAb|d)<;E;TUh0QW1JEF5o4G27UFegD%cNl#zVE^8cEa)_2|GbDhr<^R7O0Z3-|m8
zmD!K_Udso6&?$kb;I^b~e;{tzcFyY!zvu>4T`i>SKf@`X3Qns?XUi{7%Yu%xoVmDT
z7wGSK+&Nk&KV`=sNL(S7Ul9BfQDf(#<lTGlOpRc*;Cp!7K8hD!eNj~?e-6K~Xqp<L
zNXlk~X_*k{XhBuLhd@t<wrf!udtQusZzyF~p6D5rNnK0XKvT{$pfdYW-)k%J3_ff-
zis)rK=>MmFWA>v^I4zir(C}E4rDeim<mb?9<AtJVcE&FXD)@`LO;AQ`BkE&qoAA3P
zyFM<|)W^?-+31*4fB#6KT2~gbWXhtt6Sp0x%zkPHdT_gStj-Q;JC7iF<+i$O42JfF
z(8~?4+YPMuH`Mtl9ChcNoZ#)avPwGZ?GSxU9B*cd*wPC8kdR5Y33JW#prxXWRzf~j
zr{=&(phmYZr?U(3w5W{E@+VEUsBNbD0_o=v-H1N=xu}m`rOSQ}odp8)Ru}mRm6cdo
zkcUxOnK)<2_7m#bWvOyNy?<ZXuzV`uE~>f$zw*RuT6W56FjG>&hSFR*TObt(NM#XB
ztEoapP1Q&EYASeN&8-8K*)O-I8s8K#2QgB;*f5?Jz7^<x(mhoSn6g-z!LH+#>6zd=
zakooUW<ON}eKfmvg5JAK1r28IK8*A=Tk)}o*Pb}$+8ev}wVGq?tGyitc6WrGr4C}^
zbMe#q`{*;_G#(xOlC}2LB<53c%RYUd(17C-`-EE8?Gqvp2m}J*??M9p2m~pjqoc8S
z@nZV#qM{;%goMx;^-N4m=-@ZWK)G$(w!y){ffejWp{1pTg$oy=fB*hCbLI@DOqqi6
z@^TzMew@x&M+E{(GH%>BtX{nuQBmA!pQTAnWljmVv~1id+zkZ}#>B+X8T2HB{V1s4
zKn42!@y8$ZZ{_iLXx6M5ou!Zp<V#Oar+-f^hYlTrnwlDh4<BClS#6d>DyXqG*pGs;
z7ZnJ&W5*60J$h6o;E&3X__4u${{;mll^DGv3_HfSat7~7(#2Ju4hp0ea(3TI!ideU
z@OZI5jHMP+{tNaVdxG9wn!{Xb67Q33u=@>mjCPT0gOCsT*mxrW&ldV|o_PIF(8gMe
ze$~>}S_|$QUSQ|bH2m6)9oSJ(RgDqH-%*F&U`v0ye@4EA7X7M|Z=nhIU9Yk8MLK@%
zXo-;2B5Zn=hNl5;|C$XbwA9t`e0z5kmQ>Q&duDBa341e5boMl+vu<oW8-<Xq-TxIG
z=(4cs6?RPYfT04)buCnYMCjV~C@ihQtyh_ty)PX0rW)w%&P?QNz7&U`ce(g;z7K4S
z)N%i9Hoo8a2Il$#bQ1-n{cRgea96kuo^S2Ol!F)Pn6>j2>`jH}?8z+tj_54jgyLbR
zgBEr=Xcl;l&LY!QB0J6B)gg3MJLWmO&cf^i5wJI5o`agIGEV)_65non4a0yN^x`y?
z0iu_;5gh>jccGud=2zG;UNO(1(e2{(1Uy^x@3e~rrIi?cAObtSa)zO1<7}|+aSFa{
zWdecJV$%Or8%VQ!&r=+~`VP1E4u*iwJ?z={=UaT)*G2CCe+txw?B@ptqOhcbKDlew
z#vs^RXrXh<f9~YQM(MD#C(|Z`reW5$=dd>uqO+F?(>I)Xhmh?(|K0wH(qVUB#txyW
zn6)(o_U4-CEXsCB(Z$=8z9uuT6uT})WBB6xc(T1W9We6G$nPVPpN3gmLYV&1+eAu!
zA3AVl*CmnsZN2^x`E_mc`i>|pt)#PQ&D#5x>7S&s>{0Byk$^8dSwJAQ$p3%7Z%|-a
zY)rdEF~VP5COs@Q(ZWg-jz2!aoroM(CcRH;m-mKa$0%pH@<mBY(BI1t)4Maz!^=tw
zk7Dw$<6g2%z~BGXwwW#mJ9>!x)ili7{(`BGUK0N5wjTdpIoSRhJH|CUexsmHoE*OC
z6+Ld)8o-@R>u=S`ZQYqRf%4mTykhEuDEsJ$E>d;UUI)!aU&WnQ>F6racKsdsq3b%(
z&*9dqEX=0bB+6G4oo2cD(gy@ZQa-aUY>d@$|4lZ&-x2nY_{<;EH`G0c#rJ4GaqCR^
z8?HZ<<$FVL{8|)l?;gnV0X7|di6^hqaBf3i*qCYIUT89=EW2B8FxDsQurmn9FGt|^
z!Qm_&M)Yl7_qT_$5n4DKp;`A`^vS1PB~DcR+wyk><M@?G+}=O5PCj)KI>mr44wx~T
zIVskwxiKEUNWqTduVe!L{<aR=AK>`KFx>uQw2Uv-rL`@dUzk7#QSCY&is9d%#*@=y
z>ENmVpUT4WJ<k|_b<d#s{nb9s|CqnpRN6(lO<E&0j+Y!i&h^2!TVBENo9p87V@qoM
zh<}{rJ09WqrMI|!_-l@`XoKhH$09Sk1iMbW!0>5j@#Ithy}{wXst*(u6;&Ai{VCL-
z23vpai~kBLYm2X^HI~lrPrvu}utHd53U(ZPAQSNSZ*k(nOZ;&*6h}6H1ve*Cym*s@
z8H>-s+(a9rhql6h$=;*?-27@&vOybTA^obQt%(rsrz5a4A`8EYviWX)n~9+GVw~+}
z3mZ)y?xz;v`^QNz(@;Y<sVsjV3)TNn!F${NEa>{~qpyyn;tH$@&!hwX{tKuaNk%*s
zY<4oCH=B8D36NY?iS>!ubsJ}^QG=FR0{mjn_(fh?0=z9Q$DZUonT@l5hr>Aqa22T0
z+57%W6g}78nDG<E2tO0{_{~xijz2xYoyZ(kHoyOiYaR-p-=v<wz6k92TK?Q(-5A!>
z5YxL!jA3K*nK7(XaL@n6b(c2gn)ItqzL_T655B?9*BSV=two*B+}}Y5(?y3Wc^PZq
zaY`X}zRHjZ`1>RsthDG?oeox-aNqnAJ44d(>t|N7_3>mBJ$BmC_n)bca&_4HiqS!0
z?Apav8zB=skXc-TJ)s#Gc{&=8#=6M__x=4gNfYjyUSj97bo|<t!v-g!Xg_Jo=XU>J
z)rb1lzUqAD&97iMO5`(p{&PNaQ?Y?0e-sp<IZqAV0@*&YojM;kEKQMJRgEJBg&3cn
ziOUwIFq8^1`dFynXsD)w^)^PdkKiTbBc;3&o6>UY0{+hC6yju70e0CN!$rWu>ymQJ
zkI#genhHi5vJd3=yHMH0oK)1%LXB;ML!||HQBj6%T81!JR>iZ5GW=4Q17jssRyM)E
z%kh#TxTvbZi^nb#R3@KVT-4OiTvZJnGgIlTf9)i)1pQk&)E4>fd;!J@nYP1CjYnq;
zJW^aJ6Y%$`Wq}G7-Qvvni!DX|;<|+Fx`4Z$65~V<O+H#_3*hqjJx-?=Ai!Mb|Frz3
zP#>kU`#Gzq!Be6xFnLdbZhUo&)nLkjD_suCaHOP2CgATMtB<O(^^wX%wN=v)7Rsu4
zT3Lo)i*jJBtjfw>_J4icLUDu|yYT<}v5RgeKiJHlh<B5JL4MFnI+LE`hM!>b^JK&=
zkqvG!A3FruSMH%a<)1kWNV}sSEay%{?Dvc5z&?S44eZzcjPm*4A#v#z`kLHp_v)@M
zejQ0)=Noeu219!zecvhkU&o-6ADYddfY+0ML2l412%A~MZNpC}`*|{=M9<*Gs5$W5
zyA<7%@1wf168WKTk#zJDof+_-hN_R!Z34xi5~e<Gr}{?~RXnW_*GI`rv!9A~M}L^l
znS}S#7Naou1zi?w*DQd=ymTZj+X9}Y8EjTBKt$iss3~h)hP;n$6AV?AvEJH{@l!PT
zNU5mA=CnLI;E!Uvtuelj%Ya*0Jg8RKQ-hDedYX9A$Sj^8!|`IKkM@@G69!253C$@#
zK}`+q(^K)dyo{Ai@b5xp_j6QMgNH=BOa(iy7aCz<aTeO;C(<^cGV66v71a3;f0w6~
zCD>J#i=WjE;Gx2&GyE+t$;Ngi6-*Qb{r%er+xx?K)?_5jT!`XlFTk_6fyIi2sF?FT
z(pPT6f64M)LCo6I0qM0bm%6__oJ4D1J$C;iYhQ|<Phsy98bBYcdGlEcW^H^5d-MNx
zpAdmSAQ1llg#`Q&2vShNZ&U!EB&MdOxPSjX9qd+1WMm|Aa&qYGebU!cWMpK}|3*Ya
z)Lma%T1sc-6A0J?7G-5+v}@O{(E)$|B+s8er~mETxwFjwX=-Z1*Vh++{q+~EzlVnh
z{W+Dv@A2cubfDg}Y18P>DBXjDgVC>FKNuQ{Hv>L-@`Mib+q-u!r+jsF^*S3#;^+5i
zoB9$G66*c`l#~?Ky{W}pY7rzYpFOxv%PW^TX_11;`tc#N6a&`1sQavTfsYq(1K}&$
z!oh?YtWu{bHZ#$nU#*+z!uf{>bY{RG`>_|C4E2Td$sTE$><lgG83izvI+^=Zh)c}I
zjr;F#diNO4|2Nc9<F-LQWdqrP5Os1cZG(-kWNq;6ErkExnm!GeI@!^74wH?Nf;xR=
z_VFlexSoJmsZ3~w8mgcUY)LO<pI$?~H<dd1R32(7%J4E1B1Y<DSbDMV*gM4Mmf`vs
zSI*NtY57V(dJ+4?xb&h5m<m5azKI56av1p!5(?<=+iew>73#FUA8y5C<I_~cO!i{y
zpd%`aQYUYw=aj;<p1=btZG1D)0=QQ*J%q>SWBJi=dgJi@uuP=qmcr(%i|psH<0Uqn
zd58ChKWFPuTOaZ`>Vwp2{S+~&#rTj>f&t4zWXr<vs|erF0j8qwrRA2xOyYN>=a#|K
zR$GpIwhhv9%Q)q;Y+%MLVtCnUBRsJX%TLG9i=HKARru*hBu>xuL0?~HGj$7FZM=A&
zk2U9FWi~HUgMV6w-10{05R)dd!HQ5>8;rPy@bwZl$dj@`9)}II`6Bu3a!ftP2FrnH
zBZ8NMF2dsru>5#LT~LQK)FykX%ta>`$^>=DEeE;W<v{LpNGingv$1u7mp%?U2wmNt
zK9#n-vKmG@e6;!T5&gL|b<aVjEH>~QR&qRtk=GEu?jxVWKiMvhyM^$jt?3L)bi4S2
zoOW@QRJ*82=>S<B3d&_p;jPmls}uvay_V2{`Ik544#F4t!@)>=0@eNKTtudo;OJQH
z$)zS?13h&*dqG+j`-EXC`;2J=o4r@>55bDP&v1R`AhdAet_Sx+k`VbJ2gg?R=C*;Z
zfRUfgKHWDxy9B0ES!87Df)!JyyqpXW{vj9355A-)@@l_F-P6oaJh@H1_jHoom?rKU
zN@e>7ef5v;8@x<#|8)k_H;g>beh%ATV8iK1y#J%Wln#8x4xgffXp@tdqdvmp^055K
z8&*(<P+gV2hI+MjGlJ8X=dkBeH0FKn&X!NvAp0MX{|6=CM2>tzIDK^<doD*~-dAGz
z?7l&&kIpTxYg^>%U@mGG?RA*`=~RqNz~B8hS%^$3!m&BB89JIw-_R7w;=katIvC4l
z=&?6ar`zD@^kP=PAJZ;#$S<hi9yips%UfQ{%Aa@#;lKLBN}o?>C2$q>pS3hM6XIcX
zZj)=9>n#VL;;(uci_5{67r6b^BmJaoP>+wmIew#jgi;Jx!!dsQ<~qVxwW}My)dsc1
zXO-Z_JYUZ2eylnvV}~-B>NjKu$vT;j<;NoH0{-OI$)qB5_2#gFRGUQGKq_0fTwkrW
zO*$P-2mH}K^WjLG{*m&TP1rv3pBz5(zt}g>&tcJh#HAJC=DO}O+5Ol)LJ5bDAX~2`
zS$!ZBEB1!q`i=o;;UxZDC8d@4Y10#&S=$GFJK8cfa5BV;$V{v`_*^E)ORk@i*$6*n
zPcT;O3c~fh!_dOH{s3!xD_vSvbX*Q=(bG`3K0m1e8|-_A6?>lH`tCvWqN?OQscd%5
z9oShNUF`MoFf>W#K8AW4j1HOX6IIhQi(qP`S-%du9%04yhq!)l6k52*26G5CcxYy;
zPrq7wTf*tH&DeADIp$4j-=xYy{r+kr<nN>8f5DP3$^B5uU(Lm_mA&NNN73z~+&1Y`
z#_?yEaeUqQacu|o_;Kz-?(w6%vY17c#Rlr*?k8BW<1wxu_!2E#jJeCAjXs*$0Ij_(
z;M8p!_MCi)c@x|IXZ4{r*e@<A4>u2wlF9DJnp@1smz`TQ{`9#;Gh=NucVY)+H+M9_
znM*I~(Lri{GqVt;#-ASiFlWgH%>C{&j2OUlh91q$5SNsL<(qG^g5BiHr{-6+{-OER
zNSxk1R_-;5wgIgJUxk_DERmYyEUAR49N$J7HDx7u8K@&h<a3r(R^#W8RGjK+i@u_<
zZVP>Nyv#14vjIv5{ME@Xm6Bgt2~&<aSqf8iHK-|pm7UE+M}XAQN|aYsfAl>K)KusV
zT+-PisQ1!YRO)o#sX|priFLBPvjz`o<y9!Jt^rS3iN3}~gYB14*Ze8<ys7LZl#~pq
z%zM;(DpN*%6jfK_Y;GZbG+`h7QJeLHx`(NnDl2=2hk(OZQt({+zcqexFjlW;{8oal
z&70Vohoa{<KXq<#E63d8<U0ue#UECBwPRSepVQn_0}rF~n%ugJp}I(Zv6TGckCCqg
zFJpDYh<qLDo>Y>g=2GJx7d-(UCKt-LfpmSOY|zL<+v@70)ZAEYuwQ&$8Lp3RF26q3
zJqIowKH@o0+32&`KA(`Mf@b>EOMupvT5#F?0(+mQ<Hz<EvTYKV{6-u=(Vz`ZL@{kr
zU_CZaaDDhU*1qa|=5<m&^Bg%oa}#J2^lSUbDycrQsv5=(1OgRTSL0k^5q{9;4pz}n
zR)!t*QUiPhe6)>E#vl2Gn5rkf-au6(U&=?wsH~L9uvLqRnhL#9T+&ByQddJ-h1f?}
zn2?3(W_lQ`FA6l%;3JU=#7fPT3HZ}fVsyxo$|#dnQw>9<25eAMjZ5W4n5xdUL1|4j
z))nVsvz8G$^O&~DMU{u}s&ecp&1VJt=_xDI@~Mn?EE`l+!$`RS`PJ39SXzu3nhlRH
ztW{N^ucV9*Rh5v=vGQ-|K;4t7{f?^aHqAj*70=3L11zW@PO4p`d_5U|kuTq0r2J%-
zzbIt;i_++-si2vL8e&Vzo0R;fP#?wRfGwYTZzPrdQAU1EH7=ADV}?*iPB~!r1rDle
z2&s?_Y>`(Vsj?}ZWsFOQ%W~@D`jT91(iGQ6XH^~|s>-pKs*e%@e~KQru*!kd*d@KO
zW0$-l%r%x8yQp%HU8wi&>azV!MP?2i48}8I&yA^>7@{nd*>fk2-EY&8cIX^Z_MBvN
z33~?>p*oy*{)V{Uw?Q)Uoo{Upy>4w0HfRdxy(sxL|Bt=1fN$#j{{N?zq^Y~R(jvuL
zT!ym^_l?m4V+^*TgTaOj7&d&PxWka)K8Cv%D22APrBHYGChh<A+?zIbla^Wf`+uMJ
z>y;NIy}9S)k#o-@=Q$z~^sMFO^K2|op+dg%k5iF(;1tq#vhqtL@;x>!LDI5NIr%k+
z^9xZL6Ayilf9629qO>d+D3qC@jU~$R3n3~iM~S3d4Q%A+dC7b7U0Et5*YXvvC1p^q
zaBU6Vi>DxY-)SW7V1pM6nKBTf>DEPvk<>xSn?&5}G8#HUedrn+GWFTw&|2nmMa;By
zRM>=iJR8XKvAh^lgv$MK4S7BqTcNA$^HEfRouvgz0e_;}wqT*u78Ns4*5J5cDzbh%
ziOgL`nD?bG*>Z5(xCF_|Lt)U|pK04o?w_jt4$0hR)S)$OzZ{JR#(v6v3ddXm@kdnq
zDZ280ihzf7k<=!*@%3=l+aAT@Dil^#G5vDvn{>Ex95`k!vCZUJpi~d_cs86aEx`<<
zy8Q$f;wNZp<E==94tx%~tk4d~`}+7v7b=P|SzkH8&R>_0W5)I<tgb?3bv4Yjbuh9p
z75+NPHc7RwCRWPOSHrJmdH7h*5QBNFFX*kqLrHZt7L{gW0^j7l?<vk^+oG<Od>_}f
zwuC61+b-GuFax=VP9SIRVdj0=t7vE&2;sDTDKdWkmD4V%Lb~?EG1p$#+SkrUSh4LP
z{@giKZtY3!+E+rJQox_a=Tl7is`m-ixdtk;Pv{-lClpQt{wVc?_`vG@U<yUK%~1ZA
zpaFjriUK6d-NlO+YlHUo?Ae3avu88e`ba<<34$Z!<gjU~U%q_Fyi`H51QPP|*@<o0
zjCit;41)EA1RxTUla)7Iy)Oj?1#0En+1bfmM<5yercRxT{rmUV2K<riel@{>vXF8T
ziA0=1k&0#XSIa||_sx39)73^xS0h|~nS%i>t!q!OzWOQ$lO?AS%HnG$#Pg+X<vyEt
zG?qDCaqXu*aI#Rn!ILb6lvh?M>%h}R%chRFayteCdN-BmP=zbEUt@AeNBmuO9ex07
zOCx;P%};e1xESGTWDW+ju#%QRWG*Iu;K*GDKgyrtJ?}&uTLvS&;bbnrr)}+&PSowQ
z_8C5HYm49xcAPr2us6ijH~Hu<*;vi!@FpLVWU{WPgDkE`q?e$#x0%uggxKsdTps5S
z3nBO7B~M2iEo=>N^=&@-OTJGAe^=iXV3OpN)_Td$EJbh0LfWT|EznJ2P}uiyG(Kr;
ziC~V*K0G}gwDdM(vYrfR?@(I?B>TtY{?cIMx*&Sjw6oFOUC>=28%XatH}PqA7lib3
z<<LPJE!~Zo>}&%hrzJD>@FEM7dn->q`Z^fk`D*zMm-7z2Mp3C4YeO2r$wD7`x?0S@
z`D#Qqvmi+*D5=DQ*nE7^%UM~zhcT0JWPqgJS^3$R+^7DNpJa`wLQ)2#4OEJ%p}5XL
zCI=MOlBE5CltF|-8AN1rmw~+jp0AQ$u9|l!hRNKrHn<U-ECtM_0HzFHWFtV*CJIVK
zY#H?AC<8B3TzQs>0qtbk!Lv+E{@CL$wF54aGE0zMPysuRP3dae!F$z1b!|P!Vj|g0
z5tCYs$8YlS;|MR+^+0rJtxylWRMdk)u-LrAl6n|Zk9z3g{P*qRqB`tiJ3FOJQGM2^
zw~H;Ejc_$O4+8>ZbcoKy<jxMtI@k*F{D)TZI-HJ2QMnjvhk7!L@3QQ?n~IjshG^!<
zz4^33lmW4ejjVCyK_Uix;34e~4-zqXB>TMNV&%@qSi1cYE^ZotR{pAO_|6kA(bCTv
z%~VV_GV*;anbWrhbas`>f1HBJL+YR1gnXx5vT*BWZ^Q)sk$aFyK0-lp1s=T0#Kb|q
z>YoiA9A%yj>6kpg>pg7(tHbE-uIR4tZ0kMy20rcKijdxJDs(W%l_zN!(9ub%Ls%Ln
z5A=SIav*+?xZZlo$@ej5<jKi@Lgf3@Up~3F!U8(?HC5bp(bI&<(l?-u^!aopJPVUQ
zRDPbmZyD_TGm*J}Gs$z3Q@+NZ4Go|z{tG@UXF24QA-lK|b_xpytX($5)u>zyXs#f?
zs|vfkKz;-EypzN(i?DXM7ZdD9?%CSa2+?Wsfg-QdOW@2guF$k?u5AZl#9vit2mQVN
zQeWU~2j5BjRaNc4jf~&2F+g&d15*Ysb1+%qdCr!B0iG}87{3vJb+mN+Ruj|`OM=Yi
zwuXh8O^4DxnIZ4DKg+=6e(%#K)!W6|KB>?aSfAO1Io)5@CJ`Tca^Lsx)vBvGd}b{U
zpSk)!dp6Vr`^6*|;Oe>_u;ADXF6SdWBtC+>RQ|&xOdg@eN7xmHr8^$uVrV}lAA!gw
zFR~z4uQK52pryYpuH1Wv0o}c%I^2JU$)B`Pt;6;QSi1Q>E^Z%+R!!<2>n5cYB0H}X
zcGiZ<^8IXZ<$fXtbn{g3lbWfPzvB^>ZheT0TL+<4V_T(rwr*^L*KgVRt{P(A<-)~Y
z`5DFN(AW-F?#5$4PhY7H_u?^mwCapgE4SRi($L$uxcd{dYHD9+8AzYeq6XI%r2cA>
zvcIZU{u3<S{umcG^{>NUeWli4Z3uQz<v9MmZIW~x&pCcfDaPZteEc}lTSb4g!<Bn)
zF`$Q!v>xuh#pKc42PzO&ZoP-4o9^P`&Jk$U#O^(Od(nT^A8LaAV&3N9>VeN-Va6Ru
z%FZo1F>{Fn`ZW8;<`&xry5n_hy4+{4<1*mlXwI!elbZR>CNet2U~;hHHsAVFQd-Fz
zmM04ds#EHZa%G?}zZ(1x%&#7j%&&G=Jr>k-8Pv{kS_pA9r4apHOr&$1DMgsnNPg3r
z+BweLGW3=N=~q@&GcU#EW3oxPX7h}kd~<zVO)o}&CmH!^MVKTR11r+bQiwzE@|f#t
ze36)fa@gtXGWR3A&ppY8Hj?S$dTt3mwlu80p1l9Uf%|0jHpcoml2IV1Lu_dUY<W7h
zo2T2D=p&{?K3FBDqyo+Y`T1sYeKUPNZWfoJuL-*mirn{RQ7Oh-sNeW@I=>hd)xc0w
z`RBfio-VU-_GVETn&`9sQK7gBVI}1Vkpvesq`CHgYy8ATQm$nDrr<X=lr;~H&u@~s
z#VCcj#i(3N?xLa&=5fp|k}?>^&MnrCVbkR|y}eE^<sQRoc-@7OZ!N^t!~*p9G?mIv
zEW{)g2d{9-&niW4SCiU%wz4t6YlXv4V)Dx2!VxsZ_D2I;jn7B_MzZ~}0Fz`gR@SRO
zdYLK(`!W47*iU_bB;{a7bSOZ7Uvp_W#OGsD>-Vq;871f~DMz*ATv4@h84&qz{)I9)
zA}NEAI?6!9{o&tO`%>#OkK*u|8-h*H(n3={54TIp(8oYn+ZM_D5EJ!>WSl83K?SNY
z*sy+?wn-^fDEcYnPy+)#ZWNZ_Lo=CYbU`V`TXP341sMu(G^a?;M~Ew{gsq;`M=0g+
zlgOVqTs5W){B?P_S6PPcJZTw__n!*Xm%+vI66QDc<I9%;>2kzFQ4IIeftFI{8X~{3
zo*wR2l%bbEzgGU;igJ7=RA08|%1TjQU5$Y<S$b5FDi$HPx(e1DK^p&t4out9<Kc}+
zeykQR62XBZK!NcW4OxG&pX7iRqQkY^5=>O(FPd=pizV{@q9R42D#Vvo!q!%|LCJ3r
z{gJc-T^>{KJ^51k<o#%U_43b`l`{7mAmC^Ry2|Z<1eB1>mz@1kN4Y=VuPnnSb@j&z
zwm*K%Q|OQ6`NXmHRvTJMHbK+lmKq(J>GPOzMqgv8UA$FPhH(}~^%%QUW2mVC=h)>|
zvBKD;lzZ$_U0I2uCof^vtu3-nU1mSj(qi5x|GJ-3wvJGMYK4s+)iuGZq+Dd$n_b9Y
zRAgi$``mTTdol9EUc%&qw#Ydxm2c9u9a2O0sgSSFA-{@Kehnn>M&Rzu1PcBWB;9)k
z&%T}HK6CHUj`^HWRauFYCokdNtu3NYU8&WLynm=ruA~g|pS*-+x3)-^xt6?t`w!HC
zxTKVM>6seCs#ga@&iYyH^RWm2pM5?m&t+)UW&~9%hvKjZrtWjkNZW#Omv%_s%-t5W
z_4Qc?O+`86U%Q9rE#wa#_Sm`trLW&0Wz`nB?=t;S$j8mXQhX@sSELMX6qe$1D;0i<
zfdEHy75tQPc|WBF108MVl_wJ8YGElBI&jSGX=$N}o*wR0l%Y5IZ8gt^@^S<lsJHoN
zCAN8xu%3QGm2!YNIb^|4hldBEGIW!%%jEq?zIvN<iP&XS<6}M5dKzhIGY-=`aV1`g
zEASOZ_B}ZrB==&T4MYb?K%XL|)zut+7)$kExF>0gCC?&Y)TKQN&i%=LsHFwN&h3!B
zbuXt5+WG>ewg?q{vM$)UcCz-Aps@CpfXSc8oKC91%Iy!abjy8Q+%`mM?Mdz07sr8p
z8lO*L_NQ3j$`i6r$VFzKP%0)5mN{*zUTdJL_hwKi6bgm%KG1+a3PlZ8R#uofb0!n4
zw`9o@{P4pMShsE+^EYE-*7+MecrcD0Wlyb9hlvS00L#e8;QV`fy8Pw|b&za;gezCB
zV9}yQf2$5_eupagX=!P4*AdLk&C$1SUz|L7lF9t%<Kx2w|B>HFGW;ptUrS31Sy|jC
z-l&3n=f7fVZx@7Ydx@5A#t3vb#`;SMC@vQxxD&h4X3UldIGFLVbeI<eJRLMv2#zq7
zoQ_=cIr;9=({J!`b1P<}a8_X@LN6yGIky}`R4iUi`@9Q+r~QUjO`Q<f+!^b(-9T|^
z1ww|ii_Bxb*$;a=6D*s<mTyIc2(MnVbyHC(Msiv{o<$_V(0~t5H|a(&vZ-YE;fMHa
zXlv-IIfZL#PiKVec!id(#t3vX#`?>WGHA~(RFB#Ik}ZS5o)GA9l>s|JSo67sp*AcO
zP6lNLPbNJ0*m4iBr?t03$gx<ov^PL&M?-A5n~LHJF@jsNzbE);4D5}0SlW{vOf9~e
zh#)5;cv=XMS0=*hTPb*#SB`O#4Q^zyZ`i@tc$!j-Q=@&E1;MmJ_VgEXvSEZA!zwF3
z&=w(Q-=L+P0b1J`V#DJ!6jxLsxT!?`nK;-R@vyWDyP<XQ?PLTw7{b$xkGwK5RzFC^
zyMl6zlPnZl=<6{rxiTQ9su}3PM@43+X@k8Hyz(Jhd7C59#~kZUyhd@E2qC@L&CX+1
zJb=BWK9-GRH!dwZ7>QQiX7I2#WC9e<KTO5`%kL2S4ZESu!kEvz<a8hbc;*85NKWKd
zWa>w52-z6UEItN$nqvLAw`^PJ%5H=h^UHHMm<zD<6CbueI2&=d1)0yMeCUFoj>W>$
zRtPt1A?6=`4SO?w?Z8}4em^&aY#{PY5a?x!^=IRmG6?P_k-whE=VR$;b^{&BN<yyn
zur*)?$``^iu>VFfHh#foXEGM*p|ig^X77oDK3@keR{FT{G6(yvCu3Cz_dtB=N3ICj
z_yR56O%Uj5g7xPmWguDf9P?{9tHUT2WniGITn2qz@YC@)<}_9}YkkZ=6eB4E<&6c?
z26-WP)nl~sGDDz`8P=VMW!r(I?T`8S5$rAWv1}~+8<!o5V%vcoTL$MJrD6Y-1cZLY
zPPP=4ityw9R~X#EfyurTms*V3J6<qZpL(_Awn<Yzc0<UoYTChu=WwuK+W}J#$KxdR
zAe7WYCidS<!N$-1Yw!8{-Bef^^Wbcyj~DL>F>O~Q`nR@0Ps!r4k`5obA|&($+ZH_j
z!Fo6$QxAt#*Td9a&Is8qV;BFF*hR?(o-x}bc5%o*U>6lKJJss&ffGXZMlu_e0$q%-
z{#p`>%c~IFR-(i1NI01Cv2=httAo9w4w5oZ_`IN0gri}Z_<4}}poE4{2Gc%kf#4r5
zp_QLC0-M-k-TtR2F0Dk!0Ctn*n7Mzz-o_Birm(&d$?CUY<9!@h-V3e{#z>Q7*f138
z!BFNz%YveE{C+70t7fX-_&IH4V+1e0iB`Ur2=uqYx<e6cfBcBuG%@DK8?d($V%a2i
zQ`)jU&(W%pB|IFA*#3Ao5&JL3B6L>!TK{IsaDV)?`x(5PjNxWyg!$W^z}`}b0iC!v
zcT5}Ni{KUa*=K{VIo2Jkc{Z?{+Q%%v&psQ*vm1Mt{q~BvmU%W*igEryD)#^R7NJwv
z4H_hPLNS1%u4luvVT};H>@HgQ5*;kD?r0>6OGOCj!?vL@Kiy%=VFGJ+mhF!~D<2DZ
zI7psP50bI}(i?<MXR|Dm@BXy!1^Tsjgq?*xvhvHZ@x*H+XO&=R7v*x8Hq;lv%kDAv
z3~Xe9bw{I6TqZ_HA4wT3y~~zCjr;==`Aiv9;r#s+?7tL`&}lOA_eY>#J0f4e%0KxU
z$(cmH^2T^ZhyLyeUiS>GJWUYjZHjfL$@58!kZ!DBFlOyj*qaNmYz+HsS@wG@bFGIR
zYZuQy&cOcbNeKOt-S}Gr34;IqPAXQ7RUbs!5S|SUp)LN?J}a5%UvxSigIZcMwuof&
z{_bcjJgxQ7%U^l(@YEho2-y|I+GR$566>$l$lv*jwabG%Sosbr?6S<~GkQ5=<kpwy
z=xvIwKBo91A_r%~vvGBXd^YHYVw<N8_CfH<2WaI({8bCAJ08up14(cm+YW?SHomE}
z9r&2T!%os4AEsdcWzr5>{`Gdy#}y%4BG~a8@ewXc%Am7k{I>Z89Lxk*I$Sb-b5h~2
zN<Jq+Ekidv$J4h3I6b2UJ8qC<Z!kC1QyMq0<=~CrpC7S(lJtk;F_Qkk1_6&*`H=0C
z<JdmG?4YDi+DrQ6!!(KC-a^_Z_r1d4jx~L<2(!1T?vqpdyCG!#bF}m{MWB}n)}MJR
z@tGwyY27o{SF7=vkH#{A#jMXP#)T)D*nd448z(CI%#qON>A=NWA2%YhvF~~kR)zTe
zC(j0^9_HUf*y|jeS>6?5aW&E;S=-EwdCUTvocz%N2%dMD^${A|VBLY|to;709Uk+;
zpRl(!z_M@HEL<d$+JevrIIyfIT<wjNd<0`d9y+(Q$E>w?*l~lsF>X9g#=f&rSUp4j
zkds;+f?FZ@yYtNAWnfb~tlRUL^-~71<vM2eIoMkpVc86J^99N3w_w8^99Z=s>!)P0
z89<19LjxX)iYxHr#=98Y)0;UdH7+p^vwyw;PiHgq>YyB8K5a}31ke2gt^6f^(msiw
zG?4Yd$IQ71duu~1o5t$DV*4X3`1KwRtn33<dm>+^3?!KpXNI)Gh#BY5v85xr20G#5
z?YB5{{SCyuRaBed+AUfr#oax)yL*azX`#3~6nBT>?(Po7-HN*fcPXyL-2&`%oioPX
zcYFOe=iC4p;Y(hB=KIK;)n|lby0FG;6pw3(kUJTv|HNsX?b1hx#1MrEyjA}Yh!4R_
zo093JnW&;aMNp&mTmZF_1V&w2rI>?`rL0FOzh$~66Af!GEm<WX`UODAU-d!!<(EYy
zp)FF=^(*!D1JHPX>9Jx{-{{0JLgMWUh5k;B<48?@-Y@8G{fI#ZoU<D86-hJjqdcE6
zBz^-<cgIeRL<jqW_%;G!i*p^Lb|qC?FC{o)a;G&sz!qh(cnHC1&AT|yaOI>xh<aGq
zmZtf1c^wIK=Bn|Z^H6I)e2_@&khd4%J&%+IPXnVin)bP2?{g+!Z3$3^M6q>kr=<Pp
z!5?o8*GX2}J7Dit4Eb#C2zZP}wQP5!-c89wfnweqYj7g!7~K{w((okq<qc04L&y}U
z#qA_z@Dpj#rai_86Pc?3h4KBQv$lnMu>Rr&a@&gFJH##haujh7sOg=(^E1%s#&v(Z
zC22nEj${VLZm|R+WTOk6p+i1J%-|>IqD?n_`lgA^YZ`rb??wv9&X;b1oJLomJ3S-T
zoHfyqj!K|blnC%}**}Ytx_xSZ=x3)b6fHBfTE+Y0f}XV-f{sWH#`Da4n~I>xDNPR4
z!@+GjHx(3WU1LuRa4wTIJV6`=&KB0;aoXV)mh=)<jO08WAc?wPh`kAw*S)-$26lO&
z#Z?;b4p(zrFq%X?b77$!i0o?JBLnRPh*60!a|Ace)1!+YHihMayQ+C~knij{tMFfp
zoaz|9@_%*7sG$}+r_L{K6VcK>G8T8{Vcg6{xku>Ag!jrPO@Xb=^rP`ir@VFHDG`<(
zG_gY(z)mrKs!;Hz#)1fq2;)4h&LCqI%ucU|#i~g`TPsW&f5`;cj6bLD7AhM~%?(nx
zHRk|ZczaWlguIC|N3H8)7^`}w5ct!m8fNaT;5fZ6nV^8(<3nUtltL_Y{nhi{;GL?|
z3Li_$sG5X&^t>r?Bp(qTbG*Ewaze@p4M9PAb}Uy<fi!c*?%wmyU&x>FkqoP+Cr5Pp
zB;<`NM@Iq$_3>DQgqh^0f~%@gp9ztO{&6g^`x*_|nQt0>MPghgyh%G%*(8Y!EX5({
zPUju@&z;-VO>D$=biJSgV^N>l<!kVkYXZkIb-Fh3(WEZiGqLe9=@<OAR~!M)j9TO6
zRDQk}3MBPXr&vSo&U22cU=%TyPDy#9kB!YZM&cT<5sVe+r^BmhTfiMdyPke!S*hQH
z4=U&;=I}}?BG+Ss8n1jP7l;gO)pcBH_Ga=#Q9^*&7}SuX9g`s72JY5rrjQOnpAXwY
zW3wwfKSpTEeTc=GK^V$|$~PT)sah(0o=114H9&iVlX7GYE&0ey+-SydQtuz^j&auE
zR$PwPD;eaR65QQ+x?ImYX{pde2{=g0cn3n@EUo!vyeqa6i%4&48#5(Bi6R7w<eUv^
zXnj16tFXOKjS&UKN$ce#mT&n;MnB=;7uf$or|iyFAVAM_Rx(PYdO#APq5n84H9okM
zfWAjX`5rSs)09LX*w0?6_}u7gns@wmsZ`^GF_Kk~96n&~tKKqIdCWoPZD<rkpT1%-
zbV&YlYPcCJMngFcKk7fOZ*J17rjECnId0eUR#l7N87xLal+3jE)WuTsp)=?iRB}bU
z)3T38p~%!X95OaFBFj^fhMntwASR-P4_`|!3>Z{hcpOM*YQWl^Gb}BQ{1j6ejc;WW
za7OU-$ij|<RjHU}(9K=u0eZJOvib3oyR6NA@3<gd1Z^AQfKi<4r$t<O{Q-}GZ|M4s
zhw$Wb`g>}uuxT(|RdpYkh&F5kVuL|pRU`rIwW)n$M;d}0g=U-y`~0F*9t!}Nx+j`f
zJP5-hT+Y-#dTr!gYLC|Eo{wR+cbFGWiU#E=bV|o!^w;2*$O}_uPU=S@5)u$k0vZdS
zvQ|_Mv=8+Y)%enL0rV~I5vOJv<^Tl~BPg^YhDG424Nd2z)P+oejjeCVV+EdRJD*wU
zC(*uXtFm5*_`&+?HW4kSH)(PR?tnfQ?$%O~P*PY0+v=Ac)-JhVVST(vq2&uDd$!(`
zJt0uk=s;>ri9+q4sSC%n_a!!39xNYb<g}jhc|?qq0dr1&YH|L0A1f_i@uS$?AgMIX
zxM-T+LR@pZhUy56eqlu<Ai9x|=w?(ig0XR+vRY7%_qpq3n?FX^=#-QJJ;3Jnu~qY1
z2qT0bdm>428mM6qbP>^zzSY0_25;$?rJMB0Y8DWDEkLZY0BCBQ$+#V!6}oI{+{&wp
z3@zZuqImtbO^RZ;E|z9t82~Ac!^oSGM)DzTri;?0p*7_=Gsvj|FQ0t2jUTHU$HO%_
zO+a(YA<gpmtuYy;>zsblCZp4U)a9j?cj*9wNE*`b@E4!PSnqGOF=&(MOf&p?&$%PL
zJ;Ni{<$y4&BsA~Hk_wSjD734TGx09gn+5N(p!idJoG64|N|`WdP;~5f_T_3Drlb<Z
z*IPQ``%M_mYtH-H>rU4y2}wtRjn|&BDSj`UdzImW#}!6w5pPugP^2upFOugg6;0Q=
z>L97f6)QR=8Q7@}!pWP`I4tBik0Yj1R8Ls3G%vX&+KF{y!#NOMG5-^tjDloK@tonF
zL13b>8K<9L#}m4i-yOp5nnzqEH`2g0IGZhCC7SQcW#p>Yx_$%F$NS39W4rKFKxFC6
zGUGh+yjb)07{*b*1~WWp$Xjo_@O#3@p_xUfnAA%N-O1FYlt0c14}6Bwt?V;N0|H8G
z;$FyzVRI%gHHAJMbGR5RG<;NnlbpGN4AZL+lH@nL9~WgZVO<zzcnr705EAqh7_bkc
zhsfl2_vTl<lDDVUdOkF0i(WnHYi}mTA>x=rN^+O}FYeaw1d@iVY0U-?+-tZT5A|MR
z!mi+`h$LsKN$tUoDM3G+=FKR{s~dGX&w=JorJv^F++u8yR3!)Ld~hgf3(JeJ3r=;4
zrw|e=71^G2X`sV$DfWz=%tYn@(weoVm-}nTLrUqa2#ZK{977PEJ&^3!(4pFpJLM>w
zP_NwIKplEIL!-_P7*BT<z3@+?{Fgf?+gLcFow-DWhMu;lSTg!IQ8agK3YbYiZeF-%
z0fEO!jW+_HUlL8Zwav93eC{-X+u0gH#h)s3r_=kD9;57{F68UeK1>e@c%QPeex@&H
z|2dq}n`LB_>cXa|zd=J%L)QoADVF9aMD+HH&aD1)#qxx#q#Scx-Z9N;?Zn|??Ip@Q
z;6k2ryQW_ni-h!E6`M`e=Ob0Ghm$-<x_SS1s0wjBVV_fG*3XnAq!~xo1o}ry*Fw&V
zb2SrP8W1}=`s^Z@#Zx0SI%l6G<cnG%Yn;!FO<@jP!_984lrohgob@&NXo19{=fAM$
zK!@TNo-jPs<Kz~6hBo)jep}8am&$)w$n97JIi~^(Mv+i7D>HVi2%G<DZm3c0G7HIK
zVHwt6@wC?V0&8?tWny*715#4&oZeKUe=fJ!rI56klh#x-4S}frM9pfjVe%vWr>eZF
zkb3%{rzA^CFh<87kJghG+4L0R32JxJDV9+n*)Y@Z(Q1F+(Q_}2X5Or}#s1#3KX?wj
z;eTjvncG<;M(F9J#k4S#>z5(*z*x(B?0Y@-h{0m{U;hTcg1^z-8Jw@TEw?$*iiwM-
zgIuett1ae#VPJvoAFqtRtEq`8Dcz0w!`Ru`K_tizo*_h12k-Tnu;&|{+84i%R+|{t
z|NKe6&}ny#_Na+~)XiKzt(WFvX7HNxZt8aXk~El2D35hW-!3dInFl<Zkf(zoj9dt}
zCx6;`cXoH#A*D5Ko09N|h!EOoJajCqkE}J%=01<C1RF!Rn!z|4?n0=RPy6upJbh1g
z+C5VBS6uAv3iN_$0wc#m-{`5Ay#%w`ST$j6_ss%`Hd_L^BNXKNUs^t!ePPF~{Qa{L
z1P${jxYhT@YG6EwDuk)*xc?<pNp?y)Qty-s+VJkc3RK~wjiw{`>~eOPYS$?x=EyQ6
z2Mwp1BASPy4NJR8R+UE#^+k#g$oyFgmcI!3?GG8qP?0HKQztxF9W!3-d$^e^EFW(P
zhBfjEiXDOnj-$X{N;vzK39(aEdKZh6+}|n$#VzxRFW3pegPh;mK=0bN$f=1g9+iOK
zt>a3ck*!SpL6{i08*)-w4%8W%NDj8GXx3D;#x&S;V|a!;!R`lIoc=6Y%ZLsqD!@n0
zw>$skOO{DU;r4KVFow)Hv-r<YdKRWL7$RALr=TcIev%Ob$LkO_D$`^RA`GAGsM?Em
zvI7x6&Cq+-5r$tqef{j95D~}viKh$geyN0g8upXdwZ4|uKk0d4;o1~&>J(yd`kV(j
zCeu|^-GRaordg|^eKoS43HZZ9IJtfEl(9Q$$IY7NE(v8<f(HI{6OwhoCIY8iLf_08
zVy6db!`oH!5&CkIfVY&W>mi9?<iI9@#>AvvjC78)HMtVxJ(pkl1g-3eXpW|AEjVrj
z&aPr+zWlhSUW3ga-LP~tW<?bR(T%TblvZ4O5*q_GtI}WQO$yvGa$`GFvEtNqpuC)X
zZY?aM2Xi3;JLLM+B*e;ds3wU1;O3g<PLp~Hc7bIggA3k?w3qp~6z!OFuY$N7{Ye<{
z*z?n$fRJC4dZU_XP9}fJ+p!Vh)|YhAUa9VCRh7|1%s|5YC!&ii2NkuE7i;JniQ83`
z@v7hbgUxs2)xJU;-{M*C<@DB6rING<m?RtTU7<N9Y*_7-`~kK^Is~`(Qjq%m26_SJ
z3K%Gnl-63y57tb}vim`eV*DgL00eU$S=4L?y>pQpT3EwvD%V2B?dicKQ1}nZmtRxp
zydCX=98Tl41}|7NM`S(Y(0GgY0nz+cCs?zQdoN;|)HLtjc(Me8mAbC%gI&S8kiM~<
z%$0y>E?HAHMfJXY65whwJg47sLYoM2bCELhCBQxPCHLWBx_~B<b*&GIGWygmlY<f)
zpG1FSoi>-!Hl=U+2v>c2V`<Je>nMk@Wf_75^dn=2D+tu#4`cH<6Q>cxDGY32zki+1
zX;X^Ujrc;>69=^A=yj#y>ujp|WNUkb;K!@7aP1~6t@VX~(a%&p-IL6ejIujv#E**g
z{l(Q~{5@D(q)=SiYmw(&Dn|*jfq935gZ*pcO{NqKa+K;_zXgqE>dWLR#e^*LcJey`
zG*SO3h`P9NOUa>TeAR?Q*<P7OU)=$oHY7O0D>3wKw3mULdN-0{N#71MxOzyug-t&S
zc5uh*hX<FMo?i2Exbl~RJ70_ZC#uk&!_m}qyhF=Ejkb&_2QIK)XG9O?pF>PCS6siw
zd}=oZFPLWUuN7noLl#;H?e*DKJC9!tN!&l5ON{K09SdZ)%bS7kbKV&E)AkiKXl~wd
zH#ZYs){@(*rh|<eb}m^GMB3C#l-`P}l_J=l@MdY{i}u+B<Jw|%a=|wwYqZR_Gljt@
zxNuGnvP0&RH9dWSn3;QKQ8!4~K4uV!Yk3G;v=H;>4fC88$d-{bzFjR<&V9lHD4d>w
zbA^axrtgjgWkK(mv4XU;Cx3sRAI<8#Nlb5dc4z<$=fr6Y7<z^g@x*{3(VqlK6=ax`
z7y~DyDbf_+#m)7S+NZ#*TE^R{r|wT%5qfFu+oU4dFSL$`V_Qb%LDc$9y#x8PD9Mfj
zw|A0eUl4G?j-i@8$QCBiNNXWIL&`g)MRZ5@mjoxJ3jEA9{d=w&k1k$EM;6<X&NTNq
z-r*g69Lw4S1=3#XOgXbq-Z}NTY#p&^98PlSWFkXK*G+xF%pZ%damKf52b3~sy6a5d
zig+~m(kC8yYTIdfn2$pC*GLV=>a8vvxQAz40EOc6`%!37sDP&iCxVk|N(dhvRJ66d
z;S$}l%oiFZnTgbg1yms^$zXhO+IN<ke%|a_dpSHBV^wDzo)F^qY=qi+HVEfL$$hH_
zAO73MdS(OHA4pLB??-~C*P`pWz1P8s?rwwqsa7&pKO=)GZx6qP_FhPSfrC(;tVe<a
zxa0E^dn3rW$rVgzl~^(oyPJNsTP<_^SQkm@i(d}$p5z18085)mx6(v9%j`O<xGIR)
z&&K#`fUcBH6D|k|j>e-Rt*kbvFAi&aWQ;yII9)`Gx2}I8uyFgr^e*=n4pYbd`P%BB
z;Q(Nh+#X``axyFB%Q<lQ#vGrn8}x~Bik!J2E?XOHgK15b={*9@n_V}G#c8@wxBK1K
zA<%L+(6p<PHl+pEy7f3Y#qM@&$)x9nVfzJFqul~sgaDM?WbfX6Fan~v$@Hte$@E2S
zt-WwM2AetN1fYJhn6Zlf9?HCwu71d4;_C#_MGYDJ$bNAcnI;6GG_6NWH)uo1Z5{-d
z3AY}q%MyUS^*Fl!h9SYxl(Por%qH%u+jWg~q;c@kaCUpDaC9>u<a`e;8UM)!`h%Qq
zYQ%&rFRoPvKLNUPs4gY4rh?)?7&M7d@$|6`#>cXw<ygwNa+&TE1GI=-2jvdbkb@To
zKWzeK2hDjm$V+vQ@x)1STN?ZEy2e6Hke%2i&C=nK`sd=+Xv8=<p(b6D<Moy4X*WlI
zhTiDvvQskQOiUg2i2e$#@nK@Ch*#~rC>ueyqBK#BsNJ*SnPnWX_%Sj(N`qP(FQk+>
zCZUiLO-TI7lW$=Fs$rJ{<MxrHq0O^CkiJAv{!CZi7z*`i&Dhr)H>GpjzoLs&%~Q)T
zDEiv$&A%jM1Xq=vNSjl_hzs}9VPFDwG2tU}0z<gBhtU{>C8>y5T2~c@T`PkP3V}1B
zA)d8bEG{m#-?kb3R~r88?SEVw<s{vI<P&2y!Jyh--4R#XA2n{KAHg)~+Ek|YQYENe
zDOG_F+ArlK{V~@=5s?UKo>aIZJkO6lV#dy2<DV4gPFVWALGhXleSKc^GK^&sobo<d
zL|fFX`a`693H6=en6{L<@I|q8!gC~GI*R*8p$YU=#VDNES++Y*3U3h1<0~ba^H=zo
z@`Zf%<5&u&4w~cGX0fc7dG%GmjjaApZ-Ok3{(EWvB4CUa(<Y#h`qkkEiC;5ym`e<g
zcmItKv>DKZu#~7lVjaZC8*!9ZDh9_+lfZvWNOFp7&o}_^RTDd2*K(!5f6W<%dC@#N
zDM;>ws)l>%)h{SbP^389Dpw$gsxCzS(iy)>Me%+!w9Z5SJs(-Db^P<(f3g%3Zqg_I
zZgcW}$eiAs{;;ycPzjolE|GyKSD<yTX!XlsvL!HKj^D|OSxZurrX=siRn-H&R8#xC
zch=(b8?l3&ozZ&^w~Mk-yxqq%dEwHDDCDVzW|MSGzDG<;j0}Hc71TJ9^$v3U1n@77
zEZn$%6k$gq(WB{&DGg+`R$yCDdwx;l(>AhnL^Y!^A+JydnXDo<a||&F?mtn9>32b4
z!8heYw4YUtxMuea+vB;JsEOuPDhA}HN_ltWgfNngOEDfaOrqnd7nAl3%?x?2D=G|>
zc>0hO*_1IGsm6z&#iT@5yr)K%=K4uF<uzmjS`r2+ikY|_3gm>!D|<x5pA^br>f?o#
zzlR%pP}7mEcs9DEeeOOE8B*xM!h3H-g~7CcOspdii$tocB||&^?YV67!+%le+=oNl
zIx0?+zHi5!z^|@sUSEOAMpS-7U+51As=<g8<MD_DD~Nk^2Afl-=q^i#r7umrY^1C*
zfLaOeOySm{vly$A@4%UhxtsiUI2NXeB&@EP51^UQRl7DHfdEfl6b4!58(|Drt@Y4e
z3T-c9tX=4l(dD&eMd-i?S;1+^U*W}Lu08+mrC{YbfQ$Pw%^X0bd|(>d&2K%w97tII
zdbLIY@imm&1z-@rew*9H?fZ=N(Ij#}BmNtw>-KhS1xjLZ>`cB`8*nH^eMeN5-`8zl
z&-`t5HVr{1D<>fs+U%6V;Joa|X@bL^&}}7XyZMOd(z@#FEfeN;=Wsp;W#*IM=E@hA
z%=LEae1&F)7HXAVw^~tCGgPcoy!TFLYelw`4OD16xT5p#en0&dFAnpqOi>R%so*~i
zPElT6QxZIVx&M_SJCoL$lzai+<+>!cCL05ZPPSFJ^C~gq9vUF!zFOs384ew(+aI#`
z2_gs6F@~zZy{JWFc<W|JRxho#fx4$$0mEf+{A`U40pShKo01!AR5YzMORN0w8P^1e
z3A6T|V6?Dy=l1)IRB4va7N#*QkzM}zRXDRbk~^O-uIN(0ESk!(Iv+O2h&Lj;pf(o~
zKTT0w)jqh>2vUgZ=c5{>SQ{<!_@pQV_w>Tzr1LA(>d!w|S=G#Nvj<$%AEWcF7I4s_
zSq`(X`_-t8^lA2oa!(Co9^W{G)`4!~>ktrMzYW|E>kh5II#ktBtKl6Q!XC$}s@5*e
z^m2W~iuxYU&GvHSaipcyWBK;|XhkD`?}<_3j)-vy*CbFbF~!DYtk-he`SR4}YkG3v
zx|4c*>rWI^AN{agvFF|T?~6*7l~cnPInBzzVliJ9|0@-tvr8Xk9sx6IPB<hVLz^gi
z9%W$gZSUYHzf2i6yX%uN=SQ%C-K0tOZb9xIL1%_g;h@pu@v&j9q;Sp*4i29|H8^T9
z<q<*JNdxE)bBhHuEWv2Woenksx&DLQmw7^5tqH$NK**XW?k+LuP-SN@86GRuxZ<bR
zD_Mh9RC00KNHuQ1oIKpCdq^7H)?|jv(FElbEIUui{@9TLWocmL0oG#)s9`7dTF4|R
z!my+`deT$On=(<fw%Us!!3|98%*1RU=qBK7!}RT$0`n>`kbKM}(dLqPf6eH5OrN0L
zM9>cQ_SBkuY)q<mutG+cD*IvHZUZLg5N)B$O@k-)iTAMQ8<p=<)%B{nErQce>W2II
z5k$P^u}Ys}+>t3KfM>PQSp_q$uWG}6GPULlLu$2;&s>hvS%oO5G|orN!&Ia8jJ_TA
zuW1aDmFL)nQoQa*=Bj}`)rYtwa?Ot}?7dx|viI&0vb&Oh)&XVDZbzPYmmLX-eqO!)
z)q^X5B&m$O^Jpy$+!TGKbAP#KUSD6Iu25&y>7eUA4y`rphgC@D_+&gBGZ;f6m^Rh*
zaxPe@Q3t*0eS@M_rB#f5i-&;$Wo2b`Ac@auhJ1hiXWRq{{PuETRkQZng|X`~K-e-A
z=F;VOws?||T)_8nJ5-^$vp*DVHxNza>+b^y={2Zxw3}Phhl<Z0qUo*CYHw&$OO7BF
z6&cx|>-QFZ{-=G(*Y6(zUzc~=x?KtiRbxX#U|AWx=j~DN2>HVWq<AwS$LIN06he@Z
z_CXX038@%4pslS<;RChd!}%Y01ccsd-F9?hVsLB=sHljFkH0RHVYBK4UV0RE|DCYP
z7O*24#U0Sm$|>@OC)BDE+#~iBo%GI)cIR2>0{wvS<sCuNNa&h0V6o<8a`wsY>es6|
zJm&g*8u)LAn9%%j@aHQ4;oNq<tsRV*(=`D}xfjLPBI}oT#>Oa=%e(@l0QV*ClK#Mi
z82HLrdtr;aSqovI`M=>k6ew$whWaoESu<JQ<GvZJABW@N>ytNsUFqMDm0<*cNG-qk
zsv*H3*jXw-?m?QgFa#S5S>Qfbc#e)j_NORR4}bXCH<bo~yi~JXlw^QK7qc1Mk9l(+
zi$`+k8*cMd0ulw_VuwvLVHlauL{l)FhYh+04S@JY|7N-f5b#KNzhIA$v6sIQO6bFb
zPMYK*6*u8DAyP;}$xV|xLp}p1de6#D3#=jt(Al*3*MiDKvo%pqPMDQ3I6?5Cz(A|j
z1`DBgSkDiXN$NCY$+(7V%jI`!G|Ud}RRC#+i*%fR{?Hz$fJ8dw2%}<yz`!c`h@gto
zbs;miKCC(8%=5Nr^r#;;A7+&u=}(%rO-HJX+>NSlBssTF$i8rUOW)q)jk>anR@z)=
zaXUhOID>Dei=d*iM;;XeZ!)7$7lhH%N_#!G?iP+RkhbFw(Hmp<D*2zHLknFJLS70_
z3>tk4dz)Av$Stya%!X#tP&dT6SMlJ{Y+!#lzn+kLlC!<SaE(?~+Fq`-DH>lF4*SNK
z(Q=<sdSfG(>T{{X2JP92guaw86DGbNjI(kv<i-hEVP@pc=xDn?JJd?;W0ATNRn5G~
zxN{#kwb~>B=MTE6e6L~nDwnJYOniXf3XM}sUjw!q<egkTyH8&@!KeOc1}6Cckauy~
zxoEl#T;WOI8sRdi3~bq)xirvr+Ilb7AOz)9t~+>aFCL{sdxyS)xHgkkwxs^(?A}c4
zi&o8~6u@`r`;!(c1>doxt6J^S6;CpO<;n#ef+8iNSW?QHyklVjfBx&x-Pa`{uD`Kl
zbD{5TI*xg*H$N#s?^sw^+eag20j1#g=u?sVfy)K^#zPUV5V37*AU(hR4}m}%;JhtZ
z=`-g)hn`7a5Q2g|0AZPu;9W>a=yEp}NWsJug#at$c1{dYl^cM0pr)nWg_Lf%zk&H7
zdsLn1Qaa$UTBj`l;QI*GVz+5le<CR*wF7>-Ia+C;Wzj8vKM+n(wcG6S!3X*Z{dPGC
zfgB(C5DFbO4h}I-PXR1%>3~O*kB_a>i;HFfr!slQkbh-&KKk0)+REmc=oPmqd#e^?
zf<nw=jo)m&(g$-Ge-XDiReadtaZ?K+=yCV-<hU4ZT3J~Mi;f<w(r!unFp>euy!+>+
z{FjIKfB&`bm;9h$EuRm*fDizsMY&PLhaucnAb7UhZ$o3<nps&zLQX-$KfhgCJ#J_c
zUv1|~6fI_pWY2_0%-t?F1|fW)4)1S15SIHK1aHdpJDJ*z7mgqEbOQqe29V+w^vJ>G
z26HsEYMt-~^Qpe^@koRL%HALs(fSJvABeWz6bwm%b@0{Im4cM`bz5>W&f$YpEa?PT
zTT^rNsGyi)|D`}OGHr9Y&RCje%V8peJ1T}so@|usag;W<<H4@<zwG3{ad`6!G<z)k
zO4a)Ncfs%9S~ecucMIwud0Y|_5}Fr)#{!(WxjC_bv&^wm0!b`PcPA?<DyjmkNHvpp
zg!A#N<h~u1e|Y!%o3CZv8YBhLJbmFa2g+iyO&sKm1$F#)WBs4$fE=<GA^(#Z`u7y!
z2d=Hy|NCVApYxpr`vC>g-~U0&un~))@+vGp{SO{VdPiyez|5@3DEb8aWW)MyHI3}|
zUoE@;-BPX(7CnIf{qnzRFv<tQOX>f1h5tXFE%)(r#c#;G&&ff)Va!ibSs61cD=Y0i
zceVb*B5p|ry|=vf9`2QanMOXr(+9_f3InzHl7ALQfQOAyVI~WD=f_?KUk?*d)0kmT
zORyI?oiH(WjA8GuM!!N<K06NnlWIod)KOm53dhfC9!JCCndUfcn<t<?nu6eTqwah|
zu%<`(!5-2nmp&{kD%;%nTqWv04cpu(#1PgIfZ~e(eb)eurPY_vbq1s~OUqW|a>6j(
z`Mn0wNTEzF9W*1P=vC?=7OPd3Yoed1&#oCZkw)@q;j`Q{-OZ$2e=9UCH)!IoGGTL3
zn)dTjEBK!%oYJn4xFBXNe;waUXyQq(E!m6>3;V}Evli}ewgyH2QSqgsSSq6>(vyd<
zNxse73-SQ>CV+bx;5Z(|CD1Z*^c57EUi-a4APJtkT--MN^Nnd-$)~v}iRjU(2G;=D
zjDtO_>$5C_l;omsB#sj#23h58j&$~p{+j*=2W<##W-%GrOFL`5l{)>#wEk5GxibTH
ztaF!Oqq2j&27%=t-{H)Vb!R>d)n;TVZFB!@iwc<rxNx6xCbkV?PTUWlGFahvc$Kn0
z4YIJXDNJX92}z<7u(-;_;|m+iUa<vf@h!iK<WJ8Kn5|^o;5ji9b3-ha@!t=-*b|H5
z{#97WSlmmrky$!iKN8`obE*kR+V`{s`uHRpc<9&G5q{VG8$wpv%N;ItR2<UDU!GN(
znO~3hgA(v376PZo5f;nr@?{Z;b;zQYvJ~kYoctXU%xp00B0U{47V_8seClf<tb|ja
z7^_(j?YEhkEkVwpYUzV9TR6_p51j82u#i$?d5+DV0t4CEF=Aq3-rG>IC(ezPko7-G
z!#Qc8Bt5s}?h*5GXHPZ*e(=80PA@b<L-tMqJ@i;jZ=Fsa#)_5*U{|z}I>4K&Mf1A%
z4iUyIH-yIH*E_kEG$~|7LIBzicIc{pR7-_m>CQlmUoNu7*Wa}KL!W&xG(7c;8HBL!
zB@LcFMUR?0Z{3L+jPg&=8-V)7Z^g*orqdA7Dm*P3N!SG7pDAiJobE2;HsSpF37aEJ
z0F-QJMF)FpXx1N0*)T=TV!6xv13?Gym>aYIfnu|5mH!qi1dJ59DLP#<{w9;TDF26g
zl3YdejtUNPl`_0}@>&koj4aJz%(7?Gz@fOW7-?nv?VuwA;m<eCD~9L+jqeaF3AYa*
ztKDMa8Wpd2gCC%tc>aMyc%P0UGJDjJfB$6i{Iy}qqQaaIvajN1utjkVGZJ(0!pMeY
z{`DyAVcJ@d%rwu^uW4HU#&zb@7$(JXl0}${G=!`j-Xa0cQjrUS$*8!+;zG?n)&c%O
zF~x?=2GW6c@)2<-qIuE*{vRF4=b<MB`v5O)ns?cnDRg^VG_KJbs9p;nn{FwW)=gXN
zjGSf2)?^I?N}n8t=F5^ckpwT6(Q?sl+LA$Ya`F0BW@|IfUvg?q<5j6}X`@vo##%u(
zSm5jD#xK)ZsIggamcFkOW<RA4IZ3rprjNW)3j@zSz~JUUwm%KP()CqQzv2F;eMJYa
zP>c0U8hDwt>*qsE)xR#YT_HV^Ea!hCDG(uwEg9xMEDb_K6iqD5NK|s?_9WKQU&`u!
z{54)`;dAqWYqV31a%S)7OZ4B%4nH<;SG%P&@X^-Q<$ASdW*nPSg48fe>~G%)no?Ks
z#PuV52q4R7LKt)kFl>@?YUX!(=KIdFu+Eng2js=SlILE+T|a>Be@Htxg(5fFb8oet
z&r)>f^?>$9wP;2T({0qK(IlBIjSkI(Jt2qSzvwY@=QJ+ST^sga4iN_rM`1M<YH$v2
zFjv*@hmMK2a&J!Q|BS*@cW`qFPTqfY!v7ye1X4r$f4urHPJK)C|KF_8x3tIY4^SUI
z$V!NQ|G%{qVv*G65dSBm@lIqRtA{=I(nv7&j>*;k|B2Q72?=$-P31wT9$9pM&%Zox
zZ5bR0LICZn`rWg>>2_bR!joRNukKv=|EMGS|G^pWevT0A2$6=u?ex6sgTU(KHxZY=
z-yvX<R76B1EFwbr`2~WR*=$z1{!=^B;eG`y!9)0R0*RjEGHLX{RKDWrv^jnfbUp3)
z)9x0ZlY?qwW5XvXSg2C^1z*sWDIg%=4NI8rFG6S1Pu0T>3g&L;i7b>lUj<4S&$M|>
z>(KM!okV^8Jbih_th9}+r%L7T!5-biJADmI9ivSC;a#M^xp{``G4vn|gugnLhID!B
z7;X_~IgqA7Q&2>{gaJJV)mckjQC|iFk`FJbgfK1=9BU7TMbiZGD`s6r%RC-!N9lE1
z?-3z%CYR1l1Cvd;1*$(A90}HChRPYkWf*^b=7bZk1pE#EtiJnue9Hk=WQ8Q$SCQG?
zNNjg?$_1ji?eQ7`b)L5JC;Y}PUx~B!`5WPE1mn!ST-e>8EOZO=5s$N+Fs7(>I>7Y!
z(u~+uV@lJ-uwK~kM(T>=(ycT1&=dIvM5TzM?pYIdRu1x@7~o`0kYal1r?&5Ro*`YO
zuPN^ypU=GhOepbpw|7Jfo53#IpV*%>t7Ur!Hm*BzIdKm?BfP=i^6YoqKX!g+dKX5m
zvmE?|t=d1n@nP<{-OyQmc-1OGPBN{57qOJIh_byF+ICUQ`!1f5=H6kugSN1LU!qcg
z^%(6-hz4-A#rJjFmrw-3$KRK^(%z`Nk=R#=G_)UWHZDyUHm90L>o=kC)mJ5$vQ~3Q
zPL~3Kjyo-LppwsDeb`KjWsbC21ua-w8G@qm)LwM71ylQ+#z6O?{diY{pu63Lra&$x
zAa3OHJm&X^ifvQcfyTFU{6B-DT_mTGLuH{HXItWU3a3>iB;c}XRFMjE!B*Ni)Drr}
zz!wfk@okbnZGe#CUv;#}1W)@Kb7AY4&)o;tcVy$K?UZ$Qo*au&w?j#Klk3;vx*bf$
zc%hx4y6e<+k@_RcgQGuAjnHshuUrw;bd{vE3_oS85E;CFMuQO`a?opkF%%dgiHU!S
zs;LN0z&W$pR99Cw-iF*VeSs(*#YT;8oP9&RIhXabcD1IpS4WJMtALosEM=}6uHg^@
z8;m2n36HZYt1FG>Lw=(~#I(1IeUqr;!VCjv0Ho?hqm~(YO-Yix<`?u?<}#VHnwLAj
zQ%hAet#R#N8LC;wv1w30Hc=M@y6Gd?KDA)howlflDYA$aw<7AHN~MX+!xeh9I_Lo%
z&M2*gi9)#(GmQTl04A;QNhSx47p^q!SGLTeQ1rP(^I8a6P~B8&Pap6HO5}1;=HT27
zZsBIH7v3JZ4&Bs)9=F#-bJhj2!u!h$+5aV2aJpexKh_gK`+(Y9S`(v8Lklr7#hl6Z
z4Z@BCJJ^0_dh16j(Dk?pQrhoI;!5oNc;qMAK0>qEvS!|kdxx!v8I&3OIbs*_8GvJI
zPy1;cwOh*i2ZlB*Dr}m_bfUN~dDq&VvfkT+f7UfZzF$XwIp+Y6dR}@Y#$qU!SRQSQ
zP0Ids_IL04ZT{z``k`<;ZJ9goxDe)4ER6e-5B!qJ?)3#E(DS!7A(z$`@HXtXW)U4z
z0t1D<uEz*hnuXIfke{!``(IgxvQ)14?kJE}1}R!K;V)Iqy%bIjrkLN=AakvlFa|jF
z|BP4odq324D^Yl+5`5*`lv|4TeXE`G>XDNH&7+tCBJ<T7(o1?-f6zRR(#vB<_4YTM
z&r;CfU&%Ka&UnlaL*qv`em~XrO-<XU-ssCSNce)IH6=*Zk4ok>DSiXqxk8#iNMV?E
zO|L-zC-oNvTdfz5kxBJsFIL6#)ttA3R<hkW$NNz%J1U=9{1aeJza5ZpIOXFUt?J|1
z3m@1O$0y+`JzUWUOhs9Vc3+jN_&YN~$rr)gW;W_TnFLS*LBo1Ri78F0R*8fI4ci)2
zY9wKCkML&8Y@I03ua&L)`hJn7Ui}!E-|6l!q#li(0ZMIF%~@eXiAUCZ*h!SuZa^4!
zC*X~h3m+J|;$B2j%M~HRL))Og@(a8*NO*D06-<4f9W5oHgL>0tO34VmRV8XWiIiiw
z{1fuR=kkhDe>1*iW*1c>%`-Sa9<6#}PX+lHpfn_2mf@jk(BE>V`XZ;kX|Qr$8m3rz
zm8`(_I#+`KXGwcQef1iDO$k%KjQA{bmEyKNrrf9aqf*_EL&_pkoWk@P93JmY6o19D
z*6}SFzWZ$7@US$dW@NDS<y>Qo+>-Q=>2CW1ufy&)3W*(tM-PpyqvtpK=0n@W3|pkA
zZqKdYdHw7!U{&sGoY#f;=zXxNnlDw3gzVl0!B=x_YjoEurQkZS`2~B*CLO`JQX;`P
zU>|=RO<g!;)BTcP?aVg{Le$T7Q#TO8uZyufkaDwXBdu?+nJyzSQ0pYc{91W6mvryA
zWW}pF{PYKBPH<~2P7S3VXua-)SJAvKp=Cy%!Cl`UBKeAe-y=NfNst}#$?9z&5pUEz
zH7Sz&2G}=$MY3N_&%`j?q3XA_2VjklR}DIdKC81e1UA|Z`6x++cB0k(I3X!A#m(2G
zB(m0k_((qzw~cRY8J`NiA!F2VE^}BI#pas1rnbL54yrFZZeip|6p_)^U>hEGN&E!3
zrPrI<qg6C-B#g8Sh5&$Sny_oAB7I%PhGAh}Qb*i+lo~w8bf=aFxKrz1w~Y62k_vnn
z@q*sw0eZG6D9y<5nH&2?Hr_n5V}lky28OkOM2$SEXZi=K5$x|SG+&DGC`t<uC!c?7
zER4YVRIYfeFkd*<akHac$T6fp_(}<Z?iwZR7|%V{Cc@h^QsV+|5!o~Fuj^LV2&)w5
z$Mx}3gH_UlN2)3V8b0GOc2>=-C3L<g@M>xhvI2)snD@3dwa@E#$hlaEDvay@MafmL
zpcZ)>B=g$7HlgAefxMDquttMN%CP$-e}yh6+RQAa+})*0o9~!7LKQ?X<kb`gHy?;G
zSy_JsP>LMBHkTY2iaV03z(%9EKd$^itcv<RC3z4&pmECrXI>u}$B5Y<UK6@+n{s42
zIjP9&3&us*rzpONZsG1FL_0VCV&P7s22_;RlBLej`fKb%OS|CoCw>LrZ9n^3=OI<u
zFCINzC4%2g#h$Ymy?~)-O6Mn~&-%9Y!0zHUr1DDspebWD-h<gK`9{l&G~T01!-K@R
z>1#(v_H4&u4BRoOLrsvQhI>T(u4B<=^f5YJopaz>^n%@Y4KLa^8UiS?K#x^lIea5i
z2)fJSr;hBCcL~n)rp#~EMme7ugUxSsW6T>tLX}zI_A(70@e<VMin74rV|=%uLevzw
zldXYBYwNb$klH<py`->9_aB@v%T8+nS|sNfB+7AWR5SUxM9|sakK_Cur1_mSX4T5Y
zC3u>J$ONz(1iZza*}m5Fzj9S}G0*faemDU-O6C<JlJs$~ox5k%qav-bz0*4R-muW_
z?40OyjM9gOe}?-bq)^*fiUcWZMQLIF;Vu%GKGjyvmb<Gw^^_%?@RT)$bKvx4c=x+I
zZoRyOJ*PS_xBtkV8>50{>~{ED5pWSg2@ywg7OP*OVYf^aT*aGEXBLE4a%=ylw5Y3*
z%a4keW4^5@g`g1h`{=;V-?U#?^%;cHOLNM?(3jFDW)d-IQB)c#X=Y|IxqB`s&dFil
zT_ARRg9ZbATKD~a_+anA$j^ZtH!aPe1LNUhRrPC_;!~wJkQ7ax3F0i8dKCg>W%zsT
z@5|-7&EXm3qP&20lQUyg2B~E*B75hcGcMg9CqXdG-`5jsDce7En;lS!Q-yT@4BfxS
zwIJW?>e|fwzRt{|^4!rLFM`^(x+nrjHQzJT|3Z#9pbC$Debo?1E%fM_^{}3i5{d#L
zD2lKW1}6m(XN|^Rspv4zj4SMv29;f^SS!>HWv?l%NIA<)h<g^}M+aA;GNUY<)bg>z
znLC;~+t*1bsX*>(F5D^9`&;&|<QxnGwfo0gSd7NrR(3<gMiY`2);wz6DOY%zOa1!Z
z^jCO{RBuL{+P6){YpW9=qe|cG;M#SLqLgs^$||g9!C&bYv7<wOkC@cD=;Q4|KSv7e
zb(38q6<uepjgH4sT+3@don<eK(OSz-ng1mhS4LyhWjd)0rIsxsjac#AIyOv?4E7eL
zI^2;_BX?3#Mk{2B{=V2h*&!BmaIkbgoLf0DBi8c=50<8QTaRAa526?SGmx7>7C185
zpS+{oQGwm7p-n^*3=KB0MAX(@(57_58(Rw+JSey6i{rA*yo9PlShUvG&n~sbGRrJ)
zLC7F&x0W64e;&|*?3qwi(nSl?$}SQxes1)f$teXvchzNWIY~RZ@|a{AUT!eZDdL;5
zDvFywDbLGtUNEAz@xwl?eVPcVkTxTBs5H6lUkYqtMD?=3SKi**Y&J}9bFZ*^$9NYo
z#fEP;;==wZXTQhBl6}s5^tzi|!4CRj5%1wE6Kzz;MAB5gxpD9;Uc5|J8#=Yp_wkkt
zZ0L%s+@FUgXy05>9hLMX#sZR?u5HY`5$1e5$u3=`RW%7BE<(vY-Vl?92P!&B$BVvQ
zKDrV=HmlLOlLn{ivr26g;xW{?Wpco>=*I+gHIOhs+TwYOCNZHI%@B?%5CZ!zrM~%N
zd!U_-Ke)8!(s4|A52)5v>NKoo@o>hs++vMP>19Ps$c8XeTKy|&;%JQ@y>rnUj?s@5
zo2q2zAVJZ+>o91YyNWj2=-kS}D!B3RTkGYWQPHm_ML{PdjEuxs<XOOz5EC_zsD7}b
zj7+~SYUcEx&j2`LY94Y%wA9EVp8Q1r4?vBw7K9f$q`J-`^#3=91fqA8aqMuy#=!a!
zjWOBfs1M7a9l;7qh!cyyTX3xhCKoB1s7O~xLoZC%^l79Vw_iFmwC(x8qM%|m<cyKA
zXFEcyNG;s3yf`{Xh`a<5)RS8Ga^W=9NgcdQqXLH%{e7u-WF1-P>o+(-#bObe%3qj_
z5!Y!}g9|@Pt69VpnYQx^*9=^yowZFCv+qTWm%2uNLp(M=7Q6HeH~E8`YDPsJmrBi3
z*{t+a&uJ-YYN4~Wmf0U}9o0Ik+pd^a02B?ZhDIbW;xQd5`mv;Y^xdr6{VG|Ty6lT+
zo2d87DSjE1{#_~6{$CKkcEWmQR{BfP*Z8}-ebf8+M|ANsC$&}H5T8H|N@Lp})&E3s
ze&j>>CHVzIqDQ^c)97yJ>;5uS0o8q<w^y62KtW%eow;UbXAP{ZDsJ8S-~is2sV*AL
z)&&3J)_i<2yiISZNhv8DP(J_U6u#0)KqAE3XA`!0p0Cf`sKk6fA%P>Ki;YfvVNb5N
znyUqMeZzq;428>`cNf%6`TnSnGw>uQ!!Vnb-H)g~DL~P^^7~qzZ^9NnnVJ!raC(J>
zvEZ%3BC)92mQRnqd4dgB94)PwbN7;lJ%7#JTZ>RyP)l<RhWfCU8;$q^GTIIPG@l#^
zb6|gKIqY3k_7E*7YJ|3BNx{E%a8l5>&$`KJ^PoPOwqyR?{LuIGQNM4j51rkP!*Hms
zZTB(}8N`PXI=#ICPeC+NLtQvEgcp{zNw~;>dy>vE!qQ)v=l~MSp%|4fMyd@$Vs*NF
zvYWxj?&%~ykok^krl%xf;f4pZN?;(aA@EEZ-CI!?ZD`ZeNoEL|>#cB@jgHmX&DE<O
zTAmqJv@L`#1uyG>Ix?fa)?f8%g`u!=%sl82>qT3`Sox@4H(mV*a`sobnv~5QwS(mR
zef>FALu(Kx`0(@YvI-ltOb|ZJN<=xbhJ7+MP&m~G7lwQWZKbl`Y+*anpOv3;>B40I
z{cAFQ@DgQPq5W(jfTVG1`3Z5Uuc6LO>w`|!ox`yvZr3U?By$_;`4c_bknHEhsLcWl
z!u7B-G(W1msVT!SofT3@$1AK}`bGEOK3~@381-A|w`!jhHWnbByt#*NF!o<QAKuq0
zx0(kY#iGr!?QU5G#gLmCMBVvO6-<?vhUv^ypL6hG2gVQ+b#_{#)EYLTtyldRBZKPn
zL+w9FCN{Mf{KV-hN$y<GT}09$nJbBg@nmIw?rKmJ$}cXoePRHgQ;oZZ>Pvq1GgNPa
z`piI`s=9MzXrpYR=*(bTzL^B3+!BsF!PTA}%12FZ)qix;0xoy7F)%X0wN|bT`Nzq2
zToLJdblqD*5oyX&At|cUk~j)&j>(p&j>swhn93vzX{`7WJVE>836ccMuTWi~Z%XZt
z3~;%Cu%Wzzb=RxQIRy|ON$gild|96BO*yIDDvYqKKgz|ZL(n7#7u<B!xv$>L1l{X$
zz18s>AeykJqF9^g&jXby5Y7hP4vt4oRL;fC;gS^+^gX*^mr#mnufLKKB&3K|PWy-H
zZR`N2z>ixeM$iz?(&UD0&oVWyp-oAwp3O2!BI85wZYm{fotLk9>k5I<+afJUSf7*_
z8A^Y{T-ci#ijxO8SW;GnzGvm{GF&+0b?+i^_J+PloJj*3Eg4n<Z=aaJ<mB*7Zpim8
zC!-nKFnq3Aye8sMTL01)IAXo5{c9r(f@l~CIGei%N=6ki_H062N;mT!z%OB|V1LBS
zp8j>ijY}6Q9#JB5K(X=ZvpJ}#Q>!-fUFH5hsV0<`0Ka>i0Jdd!gUj<#3e(Km$6rw&
zj%?%~A;(a`1DYFpQx)9J8lMaPd4I~snQcSDp=yu5ztag#{0{VzM|?LlL-&roeM+we
zO!I@|LD2B-tLxV-k_L0?6Ob;2xX|uSdu`}S*ql|*vP_bQj(t`}gDf!DGZl}gvcaRr
zGsUPg*}a!OjbEXu7Z9RV$dxuTg21Z~U0?$ss#l`n_s0Cp<P$a0M6v+P<&a~u^1~K*
zW>6BrOO2d?C}4}PE$>8Dv8rwq_6iXZifLEgX?CJZ1hCZ57Ajf5P#iXuhfY1ik_ac^
zF@<Hf-wU950dImU+CHQfI9@Hp<1c4krcanSUiWjb?+y?Jq28E4<Vvt_SFrs@F0>cL
zeLE7o>j})KW7MbTW{h|yFo?SDJvlr>x;_tNrLb)=wn!_knGNaxxkAjO;Wk{|`8{`a
z)VW1oz~l1m4}ic=wV6c7e9cHvaCuHw?=4Xw>V2OdGSH~Ad|)~f&X@tRTNMCITe`vP
zzQnEO19E)i+OG$UdO7x!2My=joei0#iaLH*Sl)7<sU_8BX-6OBMLQr#tO!u#^WKmE
z*cFbTJNs647LYOic&3n>bhXwZVShi`|DeontdA`={KOebTiH!^m9FmgD|CvuYKSJi
zp2srNGjpCS2PJjWU??PX`PN2oQJN2o*;%S9Hs32+?i0j5p#h<E>rM=-led%ihH>5a
z)%rc?e!`lqF_VafsawU30E`hxU}bAOx6T6p!zj=NE~oHek26ew9YQvh>1Zn?I~2B|
zXR!prh0bA7J4Y3-kuAk=aHb-rg2I_o-|TIYmR)Wsf`d>H*dOar(6Dwxc`<&xJ*gy~
zw|`V-GOKJ4Rorxu_-ag4DTp7lp`R;0KZCKpZ$Qzr9*2AB!fl!x--5~JI^)tzyjqWx
z%lIHN%o<8r>t(3kx<X|5b|C$4ZxNK7GG@p2Md2*fSsJ>*a5we;?le4leflPm4M4I&
z+E-knGO(1;*Kf2s{{W>A$JhdtsJW8HaG=3Q<vCrK))6BW@O4BthU4w+t6A+`j*CsL
z(*)gR-Q{gJ_l)`dRBTusAL$PJB`!WcPV3S$qSUjTYdiW>F<6|ekhec=d!AN%+N|}2
zGQ_fx8U<md&}f$!B4ErRyFT=c+V@l8OaYJ)jHk*BU0daBZyW8`fwv=P(yne4tur2=
z0y0*O{&bZdy$&KsWD|U}ia|-_C8ai$000^@jfd}tvtwsYB6q|1t_X;&m*3JH&z#yW
zbXxClck#gCy?>JN-igHg_`IL_&6q?Y73JY5=z0iFT-T*8l-$VvJ}YR*2bAoMwN_%<
zP9ET28)7NE#|u8b-DpZ<U}T4Mo`m#o4B@}T0wrU=tzBM^A@eOWv}E?1>l+Ly;ni7=
z4#Okb5B$!4nDzqcN$5U>sDu)sZ5T;(msl*#hS#w&@@`7iOx;uL%&Obhn!c9oBp^20
zokisXc!q-b*E2bO?B^m3M^PWv9hX93KDo_!-LgpNW==A{ZxBTtEg_$23CQnlO4Q7>
zqhB2+t!_$-yqG=+pXv$2*nTlf>we~Nno3PA6(gIrvN!$wDBSd+fr9hW%9scy<H)$b
zo!I-94ue&otzWA*28*G*eCFXBMWwp{-|{-ty|*q^QiK5mr}P%t^dP1kqdVc{R}=$3
zN0AUA*}ndJ+e?*YE>Et`51WG~Mu9abT0}^fRz@t(KzXBpn@W%MYoKSwz{q=5xbW$d
zrwm<1P<X(^73bErwbL;Ti7q#hVGPy2@j;|>5bQGfv<`sC$Z7gvQn2Ii_9rW-R8-X?
zpBLuJ$KQPGL*Y-IRIM}Ll~$K*%~H1H(VQAN=FFl0_`0XZh_q~OOQI>^(;ay-HK04~
zHq^#gCvjtvaZ#fM>XmHCBAIKH(FMM-su&cP2Ksb0*X|xu)ag*E!!Bj=vlIQYa#vOE
z^)}C=c8i;fPlKeHWCu;NOu|z+IZkm*KR7e#`Ru@1<!7{=D}hxf=?C{y3vcR{;IA5b
z0>}hiZAD74p;d3rra0IWL00j36y}uHt;qphYkE5imAF3+n?^PlCahjP1##M?+}U?q
zKKW6xJ$PT)AnkiFbJVzAqlk_6I+=joDL?r%OOQE!A=z!o;s6Pd#KxTe7_!?n8M4dN
zBQt7_xLOlWH*ahQae9sdFQZV)UI-@Ud(+*6P!q}mNm#G`uHn}5d{=?v2*sgav~>u^
zKhuq7Yb^WJ#YY3c9xm&@VFC%g;O0{;&yB(pofj2c#HhP-H?;jAc@zL`F8tjxipp1H
zx*ELlJc3ZMa<X<vS^x_I$$8clB{%=XyK^T)lI^wN(gRUV){JCLadJwqcVAdy6fO;H
z)8XePI|qASzqzx?5@xOBtrmnFa-xRPgAUi@K!@N<UWos|9`eVeaIVT40BxAexskPf
z<I<esxzZ<OBzJYO0a&hS2S45u$oqGR=q=g>uWag+rr`}I8p<knd%J)KWtJw3g}!&E
zLx?FE=IM-%q3;N!pwrS6TpZ)L_UDJ?sI^)Rc}qEB=j_~7e%H0eiI^pQ9|HrVAm4Lc
zEWq9uG}`Zo#7XmLrY%Y?RcyYK5=c@CK3l~7l@wvV_rCz4L0-OhPf5c^Lg^U8T~8N3
zS(w2^R~Kc~)!154h>>ZTxa(*K3yyo9$ScCU)NHJ>w?s=JADgoZFf=|5_kA2;rK^1X
z9%pM*$d-Y)3Y}w;(ceVs1N@Sek8N26_|?f0E_!-cmY$1Y@oBi@?Ery7c^u0s#N4-8
zSm$nyR)zwErsiQ#WD1@%cZQXo3P0tQ#82^7;ioj=@KYjFFpy&$#ORP+h`9+_SnFnu
zRt5rursZK^R0^InQ?0{*C{~BPUNSo9NOf47l8YS~`Pl4k179HzPm9Vi`As^Eb+j?j
zR=NKkNzBL0@N|T>kob!+Ip}-q9bWZP<1gNl@fY=#{l#KY6%(u#;%bH=_qaFJ*UC@G
z$IRzx2yJOEk)MseH{aq_A8&5?;wtpM@fKDB9UN{)<m=&GaV1P;=FAxRrUHbxnPJFX
z`9q7jIG$aE?-R1Hh6H>X3a}|H4}+pp@wlmz%6b?WoyxS+J)Sn4ZDCz%9(HErW0Siz
zeD!&FR!r(4gR>q^78YY+Rt{EJS)hf0hi!R<7@3@b+b;H;ePO4am0W+!5sT3+Ar&7R
zvHh{Msv0lKDlpC51pa&;^2Js7Au|V`rDWogvt6Awp*fF_?S+N-BqI|y?YV8jHY*FT
zN1#aiV~<p2o3O-OY7@2<vUcW<1Gi1k^w{NSMj__JWnsM+8~D31IS&IOk`dO*MdkRd
zUwASze%s&3jvYUiRl-!J&T=co=>9AbolNy{ys-l;^>h$dS^-lPKC9)>zHs|_E@CIo
zN8!WgaQJ2n8lT&VC;mNAnaKu^$YM3(W4Qh_6EUC9LBYK+=zF=rYsYfppdkL+WwqB8
zN4!Qv?=iLSt3_f?`DTMZgyXWgNSHDYC6AxMdU6OnPwv617TqDr%vQdBXg@eCnuT{?
z&PMTrC*XU!!DY+OjQr#|KQY%Bb_hh~)_o`m3x}4D4(u0x3(r$~5!tFIs!B?g?rAry
z5B%25!HbCtkoVv@+@_8};2%41-KRGyILg3&<VWybJ_FCk&PDFsr!eq#MZj*h3|`Gx
z&Ro-M`w|#6_QJE#vrv|j0mo1Kq0Qx8xZ&5Ac`pmkK#26`(RjA=7>1wNh`KO!b;PK1
zTkvG_Asqi?CfvHUMZfJ!P?Va9xJ&F@rvI=$=(%PN&P`l^qzBK@X6hJx`o|9Z>eCw~
z9KY#gK`|C&=3u1_YZJES7GgwF2JX12un7*zHsOP}@-`v7tOC<5Oqk&MJYo|va`0JF
zCN8;h+k|svC0JUNhs8!_Xr{}@?$Sbp<Y(efb30gQE9($ytY8zWs_=1c8v5|1HsPLy
z{9zO~DoQb@Fc-aKu4zbi@j^v0R+i>qzP<&T>hiF!ybxa$XW)#HJ!cu5t0>0WvRo_{
zS|UJ)kGEBo_@N}5@fm07o4@xx&&t$6fF2*aN(wP1FB6w7>|n_uf0K!VuU1`!4|CGc
zSEhX5i9{Hdn}K2a2AFDK0z)lr#E2{90umdV4w`O@%(~N>JJ>Y0GlCjhW8H7z=>64M
zL>(WgV(lvhBYM@Wed%E3o~P(F`79!SAI_|Ok@4fe85g0atBsRu`oP#g4{HvDqsNzL
z@bc&g7;x;#JbW`5Gq%0NrmvbJ$cO9?d4t~b?jdSxH`V(RhRf^^c_`T*LiSI#l&nYZ
z>m~P{3s2H9em&WjpnPb|;TwsVu`L{%zHTmA1C2rN?{6b&dr#GCpd)-`)<9FGYoM)c
zrE8!wZeVOLS1cSYSp#MEr)Z<1vP$Wm6bgkxp~#|owu?gf8;}6MjvYIqsHg~!9zBx#
zTXuFfUc7jLfddE11^3lZRaJ#sw{C&Y=QCLX|0;HNcJTG}g`OVwV$HwJxN+l{V80$c
zdf?5QH#l|b6n_5sXXZuzpOln@S+iy#FE0=O7qPUoWXhKWGyY#^-G#Rp-_;QzogLuk
zXoyW?{UGG)VAqWlmERFpRb%wV7g#XFgUP%gi-}MVm*%v>ur{{vu{S^)FH>w7(+E%E
z3y_edJb6P{yX6|jf6^8qBig{v#}1oU4u?>mhn)xSabDj#zy&|gAAk`9T7u6p(MDLY
z@lQC}n_}m>Pnk@CZqAnI*`*OYT$NAKTX!`H<J;LGq^&Ld><qAJgcpQ7ZR}Dw&0VPs
z_C#VqUst$UDi3CCjd^mf(=W2n)yov_mfV32Yagd$d=pCqH?f4Dr9MJ?xIn0<ja?D!
zN#|UUv9GOxUhT_<BQTIGcFSI4#xXI<$PdrJ_(m28_O*bYxjqy4C)Cx(uBdF)@}UJ=
zp<eCFMq#sr?BB@i^xJ%NaWI6tG54b1x>NBO-_r>p-JO_B7Ms3o!nVcB+=~KTnpj|9
zTU#`8GJ=Pl0lxXz4NYB*a3@kaL3S@H7oUCL$Xx4cBgBMW&S>Ulghw&lwub~^jql=!
zkWLQpb1=lF;6{@EkgUEfY<__SgFN8Iaf0lqc6R9A*aGg>LijrxV)ZB=6qJe(o><r*
z`{TNc2^inm0U@32C1v0XAx{UpZq}j0<_Ihp=nglI6KqGdwMBP-*)s4(L8%zwiABot
zPsd|?4=03lbAq3f5jIV1%$C8GBu?2~8e3ps8`2I871}|rd^_msz+CHUEyRSL&P;YF
zmF?hyLOTeNw1b;<w1Z9W(GEUQ-3}NX{*cr|M@c=5sb@WGiNJyZ?wmRhl5@*2Wq&mG
zO>E3;NKnPPD}T{0?vBKQ4^`Mj6Q11bbhvuExb9{$#<#IWNT3b;Y=zh~*b_oM9qf9@
zW*^{!{32P~Ya_E^f=r~XznP5hyE~zOV+%C3H^82e-bg8^z{!a023ZDc4@O{oe_w=r
z<PASJGi;vS0YZT;cAkCBd3~3b_88d36^-1?;NfVDDZ?A1sfRgkKTngE!Qlve9}<B6
zom|k=%L02AbU{j12~OU8r!4<y6vp@UKuB+Q__>;3^VHT5@^!KE;u~)H0X7)e!4ZvI
zOyFT}geil4(A3=&w<9v;u1n4=!8gA=!Tz~zp{H(_BGKVw9LD!@Mo4#O=Gm}$Qd6cs
z?);N`!L~~iOAKslSNm+3($5`DU5#=3mGs$QYbKC;oxY!ju1zfAZp*y@zxG57#`keW
zNKaSzxfo;f*UecSF1_Q{p{W%Hws$}yXJdHS8)C`;Pc(Hi#_gBVXZjC&UZHPm8>}4H
z1kF87nd|zsvFDs1U3(%9<9oXxq^ApW%Gu_x0_v9E&K`}NC1o(cLn1$0UVbYgzcHG7
zm@?P(Yh%YbK}=Y8?k&c5b3#a0NA~$N-k-He*Xpo~zl3AKP%pUID7W#^og6T4h$p&p
zY(i>?&xVH37S~-%#`v~&2x%j+OT+8yvqoV-Ul+J>1lZn-FTiI(Ht6DI3RepOCbYL>
zPMUx8u0UD-^<<21XUodBHNd7}o~-=)>FVY0i^hUJM816cj>#;={kMhKIMfrZU5wyk
zBV;xJmR45bV3@q!XehRM?Ws3%{_5sQ#9!6MPL=*DS35Am?N_;~+rb0U4lGo+gFh27
zzN0-t+S|j=-T<3E^<m54P8~kN_E%WY&kb%Wo;l38!GvG?GE;Hrh@9VE(<f{E_A6@q
z_BI@TyG(z$7ft%4g5R#9Pp&)n4&y&?L`WBj&pghLwMp0Out~p$W5EzlPJeZDM|;d0
zTtA!CAf63}USfPdZ-jj01wS`aY@XGQeMX;+;g;XR4g)*8ppmPo#7FQ)Qx7xT4wv>{
zlHqOs*Z_1_2+~(s1_z#D{6K$%^lt<|cXMq1z6<N8oQmYUe*aHBF=<#61o&9N*Ub#u
z=66L^bv3R$l-lxp;c58nV_$S><p5WEV@w$Ak7iz$co@NLXV(7q0^<iXLP$Sf__>>5
z^PEns4yU73`$}EiB)*afri^TYrk)nK{Y=JJI`{(Lk8Oeeon2X9>Bp|DuXN+Bviv=d
zF@9(hgbZo|KTk_+Uf2UdfgW}qkKitYpFhN;QOyz1$Qr)x7TC797pkhNapj)$S@OfW
zTj<-#9V@@>jOKne@NhOozYjb)1Ev~6TVVXvem+uvbyj<c{MV}G6MwZ<evQ8>E8h$A
z$2CXy)~d6UG&s8`JC<k0ko6qPhrYmq!79e`-^q;SJx#IUGu31HwR^)besE)i4D@F*
z;BB7Y4MKfg>^#98z`TD&A50q23<18REt+H7kKIvK1zdR`ZHu;+26C^{*W%DM&<XBN
z+`$)`?hk9X-@^Ejfe0Da8h+k3*t~2Yg!+2ed02jKz6O$|@8|D7#E5<Y;By3lm6lcF
z*o6qJnA;bfg52ThYKeu@d%)Ah5}Wqj=PrZocQJl=ON0z<0Y5KmZ2swER)^oixXWPO
z5KI~!$YiVY^{~RW<^5T^ct<+k8a*fg^S|ke?j77Y?;$V$HpY)=jgVn2*)mw#pPgSl
z@`PLdhT)j>SsMiS+r!t>8rxP3V(Z{eoYW@nxQp+<>Wcn7{m`_L9rmmlij<5(oV@g^
zL6!kweS8kaI+<XMqbV90@v+h07D63u>`BV!ync659+M&DXbVTQGZVs9$U`R!A)3l$
zboj`|h{^WnWx#{C0S}A3tzf9DjR$$k{c%G=E<zkk@R_{{8X5BOi?0pzb+oZJg<Jlf
zlzb*T$dRTFXlp8ji@qK@nhDWVA@hTdmKJRJy0tG$6?5W*wK3Tk?`no%S2Oq-3lQ4e
zjwyp(@1#DcEW6(3F_|%rw{=E)3n5$$c<5|pfMzm2$oUQ~7~^6Fe`5jj`Oa1jNGPqu
z6OJ<YH6;&YY)tT}jWM&~e4U3ClUZY52KOA;zVrg73=aC*p^dRVTm*XPV4{yE2Ga2<
z*(7Vj)2)47%qfN&xz1R{e9E&7jQ6)hu%BeEyQ?!h*Bx2MT(|68yTV-ey!$EW<7$Ex
z?H$qFN(c`VK0bCcRT)6I_C^ZE2iYK4GOtAf|Co8LM;U*4UW){$%<b;PWIH4CTDwPh
zG4oodxaPIU_^quiLV_gYx1o~p+k<+H-+HSUzr8EO#vz_)?Q8@eYaw$;7c+i)nyLO7
z-9h0QeY=k5<2K1N+UoB;qu1V&)In<-_>uAEpnBGU5wG?oTL*+sTUujY4`*~!6Z|Bn
z!|fD|541sWD~S#R+}W|q;|%rdKI(L6VU2m+ozTtGq<%WwNyYe9)(CEC4L?$E{oL8L
zrzh{BgG?}#i9i>Bg!nN5hdx&NXhQ-SKXSv9lwu_0l{d_`sNwkxW<IB#%zVx;$y~<$
zI_5I=)-j(Gs4$;n&pn^R=x`|k<2yM>`lBH>jh3u8)Y%_jVnP2p)*F6%jeVc{t6gvS
zH`ZNPpSdN51=+&KPU16<@x_z)LT;bA0oVi*_%hPK0K*Lo;7tP4Oidxs(!$~5V$SQ$
zw6$Taqf`63RaORlEiHVc5b&2O7Gr*19yXYpLr=xVX~Ne0LX0vp#0Vopc=PnI!om#t
zTG}{Rs6sxGt1EroEM?_?Y#^0C$j|_t^aXIy(}fRD4-3srQAh$VDrC1^OWBlFfYD|~
z7-en*9{~@m9W0=)t%cumxcvk(T^-oy>DIok7nL&C_mc$tk>?``8k}xzioV7M@Ym-d
z)X55IA~DVvlqlWr*VH_Wu{Ob{))GI(-HN%NN<Sq-;-~n$ho6#L3^%@NKV@T$4ptH!
z+^irZI%KNQA(PeNH!nN1G17;N<leG6JS-|hUo!(H>md3201HEOH4)-Tk#crK!rIr_
z81E+IFSd~Qi*Hr<i}9?_e7v1A+FNq_i+${ju(+`e2Go&NkCmT=@$O~_b~A&YiGT_G
zV|=xEb@D|x-rfc6Ee%-t)<nL(y!<9M7~oj9e8R@GJdCk2X6r$phqbP3J?vLe5Bsy&
zdN|-^D_;*X*(o0umZ7hy0eYFT_0Zp(t%tB;<>%v;+yZ=JY=n^}hVbF@u+rL`>0gHm
zl-JHV`(sHN({?{LWakq|P~j0r8}v6afG1B6E%o_KcChgB3M5r3XP_i7LBB?Z7;ebg
zgyrU}O*mAf#wN(TZc1#@$3kg63^b6p2@A~B+XRh|U6OMVY-fzowkBv~z{dtJYt|;D
zaX(M@rjhYm6%P5?qpb;R6FQm-nau9BzbPpf4t!l~_OWF$1-k0%p_{n@-1WJG%N?eU
zMcR(T$k=lXrIE3Soircfl2X_N58=GtsBLo;+<k(~LuXL_E*W{3ZzJpQSs1pKKX{>9
zEJkH|R_#la&0VI}UyVc7?!(C0e-vd=u}Jvl2UL}o!eaDL&g%`@v_R4QC&>N%G%6C3
zQF!$>a(_PqgO<`Pz;OdZkaOS|$|7S>8WDwe6Tb!D*#W}l@&|_3;66PBiQA4KY4>py
zMaD6Ke^n)Aa2h+9^Lq1k&5?U23@HcCqV!!dvi`h-<b!8n8pxJ`wtx@Y!95W<>u2QL
zdW@2|1ib$7R}{y-gUgqrl<pUM@g}a#TZgEVmr);DO&o!|_#|AKxdK^HZ}4d20lYf;
z2ii;vuDzzs^bmw?JA!Ask0UEG4reDWKxIi8nydItn{x~BsfpAk{A^>+w8ew@^|J{#
ziX}F|NNN*)cd|i$W7a0L(&uBDwK<-vu?ag%3o%?^h#>+)c<Jh4u_0>{elO#;38vaQ
zu#$P*sVHOonm&A~O_2RNd0j3qLmNFloH??(H3Yl3x4ZyDct#k=H-v`{5A*fSA%GT6
zRB-F?OjM5Mx&nO2Ghi~+wb#=}U!D*zL=}JOo;ykkF<jpeL-pA@SYjlpgHknhpd)?V
zu3+tQUxBm^Ru|_nneM(bG=;w&j|s@`&e!J*-fJj2Xu2(~-Txfp2l`3Yoy@U$ZfAC$
z`xN)O)Bc~jW74q32=K9F*S_X;k*s~O<D8g;eB39&?Q=SzwZAodT+Og)PA8O>i*WEF
z_d3qn6S3_6kRCPrLz+P-P`3tYDZf9Yzhr;NE9rcZt+_z%#q3LHY6*8cj=A>ZF&N)l
zb`7)zy9WA)3i-_x*Fe3{)XhX;f67brZEcH{<7L)B+j6ggQYaJ(g`x-z_@n%5bnV)e
z`S<$u>vEspxN(D-c>Ly@Z(we2t`zY1{P}a_=H@cNegc8ALzAAKjxl4#Fac-!`ub?o
zrj3#eLU3>}lST0DTXsXz!i5WKb^7tgADO?^ylSo?R8&-8&6+i6(V_(m3=CjoWW)q7
zo<4oL-oKsvrh^9$G8z3&o;(Q~8|4fcrlzJ?v0?=#Oqfvn*^?(vn9O;N8#jiDi3#)j
znlx#G<;$0&vQl{h$ko-AdFAKl<I69<WP%)t&Ye1SLRc8Pi6A8<1)qNUDXgunnfvwZ
z*%L7_%FZ$=hb~>ZFoB38M~-C5mjv^*Z{Hr5FDnn~NqLg*aFzX;GiR8xuK5kknl)p}
zlw^C9g_JwF2dS&r*jOeA)XdC``3)o^B54c%HWi{OX5ph-W9g<wZEY=dYiy2tDmFV4
z79Wp;l?e~yy0E9O*F}D*h*=;s<yic#s1V^vcp|!Y^pVj)n|Xi#iSmZJ`f}!v2()bG
zjA5VefKB5$XwhQ@w(Y;eT?UDT=q8i)oGAkzGiJd|6^k#tgO#Bk#;M4_B1?Kf1<pt0
zFdLJ(Ag9uWr5B@{i*y27TT2VwoQ-img?qqCD5?;{eM>l8w>-zd6R~*7v4C|Wu@H6}
zpTTd(3rzm=9kNSB-10L^(9O|EUcRFd?x&ZimR~7``~C>H?u)>{i*N8Ur&M(rlvLt;
zLO#a&a&Mp|r?otZ%SX3nmh$z`%o6va>kbSicJ<2hEJP<4qocnxg?w9IGn{#tj^ykz
z=9+8aS$LgXj2;{rTbQ=+wh-N9zR&33XO4TZ+?#R;i%-5`GPI5BTz5uQB4gXNB$x<w
znG;7FTz^zm2L7ZB^8UdxNS2g=AxAqXK(}TJWzdwg1MW#^rFIZ5X$O90^6lVJhO`~L
z$j0lGV)O{Gde1UY(+*BZ%AiX<%it<^JCM`Ck3)wzHT7^xeLawkdt<h~#LPY}@OMx?
zSzpO6%4EM`<olZ8-WxS`@%%ej8NH`nRFS=i(IKfwZlRpf!P^w~-f=Is)!0S1C6C~;
z=phE|e1(^3QX3kdQ;xL4O6DFlnCR;=*#qw@Y=meKWl$-`ljtnDjm|`e?yVh|3Bh{x
zheyeXPRK{609HnPN+Hs+OPPDrU}DH)va#HIk)bUAbuPNMu#uPF!Up$cCI;2Y4@*OI
zQUN+OVNVUKX@{RJzmJ*2eBtk^eq$126Jqnxy_uD~4gr?9UtgQ>JQLB$Md&2cr)5dc
zEyKCT=@{F?S+x!^dFUQst)PQ7?#l$2tJUFY2BMRS(5bOyZ5f<<lm;&cL*^tjn-S;G
zX6iMZyqlt;42XQiGO)t^sCvqOmdPPMot6K?UD%8~k2X_paLTXk4{r+4O(qD2=?_gT
z)IXn&#<I_+59;@PQbmJ!HZ+8`SnIPY*hL>x+<RN7-e)CtsV%o%YU^f<GcU4{oLA14
z!|Ob}&L~9>g$!u5^1V6i@>?}_@nQn&GjsUC<s$aTN7+mi<eq$8E!=sd{LIy~ZLVzx
ziv6(}>5uho2W(qZ-44o`?00J0!Mj3qYoy>KG$KBNnld;O&z3<))xk42qVr%o{T3Si
za37QQM<ctaQoY~a^dI)yeMp~_@!MZyN&2KEhtFKV;WO7^la9r)ep1)JXOkMnvw`>s
z+34O%(MPbu{fLbE$$y-J=!61v3Q(S}sSk_}k(uZo<S4I0kR$GgtKPIKOG%jsm7*$`
z%LG)kZEA}%H{K#Sqlj$>kCN~@ArC#<ICJX|m5J_w4)Qt#I@aG;dYFXhcX{a4g0&Cv
z$;4MGk-MjfAs<2h*0?7V5XZ=`5aY?qbaZd)A}_zKGwwf2dA~9+5lGv?jW_UeHAC<5
zM`6=`Bian#kCT_V7kxF|7F7GI_Vt(lh{(@Jr{>%~ah*Ce1iM%>miM=Kzj5>liCy}e
zV|k_?US*(r8z=dCXyc6g&r{!{EsAT~q9W;8#W;8CEyfO%X1;1j{ehWVe36Xq9lYe{
z7CU(2epua^9k>vQsvs6uLBN+UZ+(Ft?mT+StwTgAx_9u9*P*=!?uT(7QlUsmX(cKv
z#W0uIv|3--GDu;5vz+`69`!B*seE>0RD5DC(lQI>ev^r@fXUo<kK>-2E(1n~s%nH4
zl;H!JtZ!tF^8-sE?sIJJB%IACLK`!EeDf*|PFG^k{MH++h|7}8(jp7_{76axibd6E
zqo5~||Fp0SU1d)DX5^a*@gSdjv-P>GA_SQTFf}?It~X=R>V7;{zRgyWA6HTV_gk^>
zyYmJi5h+M4Q(=>;st}e}if-2OWkBBFS21^cCbbZ4%!T;+St{($MWNZ{SS*XmR9Oau
z{7N=Egt<&6jhZreR#c9zGG#;LcQFw%8=$#3pIeMTBLQZ-$%MzlcmzF7z^cR?mGX&<
z!<mH`ZEeJ?uW-(FXOy6u6USV)%sdh2T=$*`xbA*|f#>4zGFw_+WTV#kxB2ig<)hE3
z7})IyN88_{aOzE-%4b7Za*^`*$;*TZR8l+NzvMAo7eB(lU6FX1R-!zwC6o1z%xjS>
zRf_jy=hZmIZ(d|xP0jQ1j|BGl*ybM^zrEv_-z3lIH+4LtjqCA@o^}h3zQ2!2`?#Oc
zwRPb67wTZ?W4QkG2m^P^*TMTD)xktw2hV!wu>3Jxmp#V7J&|~s{x@|<DMB|7g>vvP
z#r?!OboluRTvt9}GWXS`Lw=dWPZ8)e%(ke(`3$x5Iq_=db1v3nJ|{w9J||OoK1Z$3
z>}Q61acb5)P7|M*r?NjX>kZpqVP-F9wd)Q4)w&BIzeLg&6#{`9giWZf#*4~IbdcHq
zL7q<?1p+*&kZuZB$D!h4^b-mpl*w90o>5bCaxl@*5I$-Sf+q6AD=N@Yz*msZ$CGm9
zU?eUM78RqvfxLW08T$*1V63GDKOV;#WK}humzJZmp}e0!-ajg-pAH9d3Ng^c5C#$*
z-c^c_Arhmrp|o7d2LBd9J{~LFQ>C9`S`R-ZJ`)~~;}P^M0jrYg@KdtX_$fq(;&OB`
zR`!)1snFp9(ZNuF8E-S;`6M1~!V|D6SzZV7_nY~ph%IH?(u?A9+%GIc4^xBs`-?UP
zxG&@XDEW&PLVW!+74~PM(CktymPM-f7gfRdYPqH8Cdn>eE8p4>_p`bC*qM|9R(@Ct
z>`z6a*~J(vdzHZi1^*Rl>Y=lVyx-p0Sf2@=<l;hZ2~*B9-(|up>@C{9NWkipT={x1
z65vLGOg)sa_0U~LPHlfIuRtfEf;|ul@VKmgec`u)A`CDzsO<|}6joI+fy*Ww*Ql}y
z9p1wx9IA&+I3TeJ{+u>J^JAB%g~TSvw}Y<gY(jQ10*wWj7MlULdvDPC@jLvSAm1O)
zWf!A`kpQ2*N`>paH)!`H0lQMUpLJS#dN6F^kGv~)r5{#TBk$^67`2gRe3qr~-cuO1
zXj~iM$9HprS??~$y>LVBI(<(Uw0?IRt)j2Od+%!So$NT}lOVjpYcl(&s;imz27%o2
zi|>a)7|<BPmaKf9s}oFmbwU0m<-Kz?=oqtOGf{3nrw%49{gHWDz6{8Fv$oti<lKGA
ze8;qP6Xw0p%@NjpJ0s&fTLxOXy3p3ug;=3KRh5>*yn{4z?_b5SZ2;a}mOs2c?vLBd
z=LBs%J=nMO#~X#;MBY1c{3fP9mQ^q|K(;M*dLNsRUxWch>TN<n9X26CRDt$9d7IEq
zkB_I7_0xd_V|~OILa4>9Lspd-*DFdfRKW3UY5;bTWL178u0R`Ic^%06=OS($0(AL!
zB`U`Y$=?&jmAF}1ijI2v?|n~IbwJ+Nw+@b!%GUw$6R%a2!A)0}$<o(4GZ_PO(s8Mr
z`+3`tb@<QPV(q$<!rE70{r2d{uYIw<p}c~94w3ACviIckbZ|#<7-hZIqXXV!J-T*(
zh=uBX36Ih-wx^5gHPGe?YoN`^8ff-=tbrDyQxlmr(1(&W(7Cr@GyE*tOu34acU2$$
zLZMJ76pAdWkHDl*{w6iSbtL$0&YU^5pOg1BfqEp6PBGxG=6%igWg*${I&|p31d@#&
zJsKGq8903SFnaas#RSWdKsi;AU^Wt9wr9^Cbne`lc`qA$M<_2ZNAKRfnIN`+fB+^-
z9|^QOckUee_wSEie))w7$g7JTJ9aSt&YU^3&J1`YlVJ_pwryjA<w(F@-@biOQc}X`
zLduV1N<4P#n9}!2fFj8vSXNes;lqbB0g*?J9AN_H?%uu2lnn_4Btd^9sE*wK!w)}1
zWMm|CbmS*=NT4MN@UybA!uavyk(rsvlrJfhqeqWoz<>dD{&o`BH)F;OCYW>7s8LMt
z9toBtpOMUs$B!RZn%pJzLfV7Bzdy!~9gDcQI3^1sX#+%0u7F8Zkbp&Xq^8Pm^vNo$
zU?xIsOyp0KvN7f(T1BAQ?dV+Wyq=7(W%bKISymy&oP)11qOC2Hj$4teoML7Jjg6K3
zX=~P2Mu>{7-(ZQ0HwjtTy!SSyP3Vd_-}J<zX9<`x?-+PIU5ptPB$Z!O32_x*V<bPx
zXk)C0Xcdc?x8w4$^Ij^#zH3!4UG_dmgONZ7gE%&jGdh%tAg%_i6&9eZ4RjHe!#$bk
zZ7#s}-mYk3B}9I?7;7G-q2q5+2oLdxqvV9iUT!8B=w$|16CU2=mE(t7$@uWtYup*t
z2s+x*c9>NrX5}lSiMQ6*MO2;&`KAJF@8XOm7W&Aq5M#~r40JsC8sWnl!BOV4*V;0O
z&ViAh4hFh$pK_U1AZd#VnT5#v=p@w}G4hKm;WYLN$}6jw-}LLm#&R3=H%#!y7aL!|
zdF&PF>S!?&0b3?FK_{7wcuM`jSfM|d@DQD<ra#<BM%a=zP{-M)nHUxN0won<*qQS2
z$E+5xR5%H=LG;JMN^Tw0mBH&g?7W$Ru*K4T#l_iYqzoe1GBDxek8hi+DFcpnkj#B*
zR&6^Ne^uHJCiu&@gU|i&MQ8+^$6uAUgGr4!H`}YO2cG(RAno9%dbER$GVNftayw94
z561PVhefLEVdeR^O!<7>L%I=^3zc@!NDt8}7PN22O6=mCf5<KttI)wv578OiI`~-Y
zWBYI~G_^B8ewi4nuP33yFX4FcZ3{S>@{v}+F0d({!fS2BLs~&)!z+WlGKj_1urZh4
zKxl0yK-62+8;A3YD&Y9>Z_LD@j*d1qe%lT`B%AR`upjd~6z)mhrz<R^X5~xzf|)>B
zeqw=o`NL16yi&}xw~bR;p+_s}#+Vg{BAI^p%^+`;_fUE^n917&l7%iRNxe;Q48Bxr
z6E=R?6g^}nBxTuiH4#Sox)`J)5GbploLdJoqC=s29X>rT)nRe~dPssNGxEw&R4T%X
zBd@V|j31VdZH$Xg(lL0+eOz7M5uKY_amW`amjOqXR5|&hFUrVoh8``f<>mh#gT<dU
z!txM5Tzry&!9P93)#V+~Su*h|)j@?_G*R<>ips^#Ye@)O(H?)72JviY2yL;(E-Lyd
zMm$8P=d1Qv@24Sbc1x8yZW!W;FAlwi^SlSp)z$)8<JvO98=Yh}K*`BB;*g(Fs$Tvq
z?gdm|8+|yN@iF(zTWlWg2?L%EbLxIlUIkJmHoGC&W>x;GwJ8r#b+kptkjv6`K>XF_
zR_fb<ii1MfGT`u6iI1SF3}W)I^L8r2=C@X<V=s~wvxOCt<ti?-6hEAZ!-wmi;m({^
za^nWMKB?%po7BT^A1C9tf5G9mhrWRGIQ4$J)Fvs)=c%_z*OL&otR4OdH2!SJE9dqR
z%=HoVE?@mKy8mIRk1(?hddLK}y;m93`YG~rKGx<!M5#CpUXj@w?!n&5KrU$Tm)V{0
z#gc1q>b(cLy4oPkZ|l6S=+x4_{=O0^2erOZIUM`$M|njRbab?^adrn8Uy1EUHVPRu
z$a^JUDX)~3uaIesWFCu(&#7M-thxbvYXfv|$1bX7WS5|*q!KH(KfvN|I$-&XPPlkG
z9)rI*g{!-VqjR9VAFt`QptcU`lHc#3jQn<gy)8B*yU67$rPeW)U-}+n`9s`e`K;WU
zwy4k_Erj)Ni)(Mg-pY^(669jf=|~s}^)RTrG?=U*^@psS5_WFUQhuYkwWSfF;<z*Y
z)P<2DA8lJYW66dqXyj=P8!JN`JoOCs!rsBtm19mRw?+qrGO#qLw+^#cT!OugQN1(S
zam!aM1H<~uUv?4pHpWbV9wAMV<wWtG<b8T(QG+W3Mu!S^j+JCqk<)>vi|8V5n-E`8
ziR+~$7-?^eQ>~nsz`Ac<rlGP5_`yp$Hi{@LL#KQ1P*zn9Lvl)d3kN2Hpq%_lu?qP*
zh%VvY$p5yq5;t-yG2F%&#{(SkrnCZ6qta1XRgLf6S^2Gv1=#9m2QQ%>(kjGQ8lQ#k
zPZIDr$PGri@|%~k$|du>3Yja(`=~+{Wl&s!Ynhc8<z#|0?OYI7T!F8ir7|1S<~LFv
zzmUyZ)5Fuy&O(UB3W37eqzuT(=?a@^Ng2G(S5XFKmAF|Z!Z0gC9QCuqo6<^5f0K#I
zYG97D^7!m*P7(4&Rrti(Sp8hPzCsxY)y;MDvAvs%bguhpIyxSUM))W{X0AJ<M1-Qs
zDy)2xjzw+ku&kW}{zxdmkn?YFd7u|MI~Z|}pR5fP=G%>Uh|1u8MtWQ6WBV{KG_eyh
z^IB`JC!^!9;Rv7EoSoMy<et|eb7eJu`&;9;H~HB4APr$N>lnYCeT&V*B;&Umb&cQt
zgJ<;dIDEM78Sc!Le@55Vfx`IF+OUo~7%HiQQZd%tOh(7haD-21>)?IKDiKNAfx=v*
zp&p_#OI7PI*b_~d`Arel+)P2o&=&}w9soy^zoUa<Ip`rOON9=W`q)0u6HRPMTNGi<
z?NoH!8iDX{nsMq-R#}C)ml80di6x8$x(%-_YIr_Ft$cO!Irr+A&l&8AFAl$k^L)vC
zjux<Gr1E@@+<F67e@s=^A5##vAW)?aD=)lb*BiR4UvK!g*Ind%=EE@<(Z&|W3eSLs
zU=wnxs@P|w!Ul6oZEeJI9DJ<E(~1g2i$wU@T>jY@T3873)E#T6KIk$>ERnCUKf+Q+
z2eB%$+{no<FGo~mC01K12bKO=Qi?A#vr$@I4I3RD9I~~7g@PPHwpijP=*s_%ypJib
zy9~lg$`M&!iS>@sIg$)XAdlibNv5B4kyu{7NQIxGr-Rp$04+{GrCfwzmWDX$Ylk;w
zm6#qc@l%}M-%qL0fyk6A19du-SK?-Y2tzFm@w-F^68uMEkH2$db(n5%hC*=_T7@To
zB-<pu&^$+T46{@|bhOrA6ma;999a=-{l$z*jB+-?nGP<9E2_X(PbL1MANPE>DzYk6
z_^Sfqua>Kq?_z>89bH-ZVJS>K%=dpk`EvE3*lzT65mQ#Gz8)+L@w<<-9!ME{=fKv(
zG&@tK9$LRhR9g=@HGM&$pOAJOTT+j{P*#qpib|}p;oihgAmf%LS$P;}B!rQUwo02|
zsi=dF4&vU!CakjHwh5E6q&DH8jTOu}Y(hgByO6PpoP3@xUgxWjUsj15d8HU`ZG_{E
z?GZ=DF0mPm{JAa`wPU>PrTO^U(G=f0o8d`eIlhg{1W!u~pV-RV20cqNCOEA!BTMe{
z%JggqeWZu!$U-vv=~|kh>Ggw5T4oYlmb&FPB(2z7drjfP=XgDCHcDT|gJ)|6=XqbF
z$+d%c8t@^+G8r6oEm-*?1^MK?z?)k>$?Qkud;fWaO){XThs^B<kiIIE^LnDA<BEAG
zy89SquU;$tnP+Ln1m~5f%LkEEq-Vp>mwRr2WcDN9Yj^v%+A?^%=^$d4ZDIaSeq+wv
zFnG_Kgs{jrC{NFV!^n?d);0jev48DgC|L|`Em52<UuH$=SrC{QL07<sz|4gCO~neo
ziM+Su_)R&go{u^@h*6OpQ<kt&)+VgAt-~f{s<sKa5<kU4A>$g!!1ksdHsN_?IbMq^
zvCK%>Ce(1etQZDb+UUhs-bdOH>|$=Un6nJX`*;zz4kWW5`QGRvHfW2K)G(eQCJ0R4
z`<^v*pqTZJypK~zFrlsvRv1g`AiJsx#UvYYaUrG~nqanp32s!B;miDN{AQ|+AfBMX
z>Y%B%Si9z-utvnpwX0col4bUW`>?l^u6_Bsn!?%E5OaThfX&}`hJn5=)*c8)QhG5`
zvr1I2K`O0Bll>uetU-SEhja~clA3)9S5)sykjhuwpCYJR{wL?8^1o`%u?8BA#bf-j
zd|VS;e4LKKi|^y=icU;cLJEaKp-|L81O6!g8qJ$GX9Dv`&>0Du)03R2MgrJKa2E-5
zBY}4$u!{s~IXbdVUQNb0u7E$1@omziNlf4!IUSeq!3Q5O!D+w#`YSeXmJZ+*sR{5S
z0e|HGBtxAdixw?n<j<QouQm%Hp|G%!kwb#k1`QendwbO<YZC6<VNd@d-+3SA&Yg>m
z8#l@Y;*nDy$nV>^b0>3O5|F1Dz(#@~fBWq>=<4d$mi_G6vzaW3At51Hy?S-+Zz1Kk
zY11aA+{tf|B|JQw3DVoYe}C=uQ>IKo>(;HAOoSwOkOXV0f&}Ujxg?w5<HwKT<isv;
z{PfdLOaLOuc1Z3`f;APhK9Vek<hwPHI#{w~33lz;h3~%muHI!>BlF*)uvCOGn_ghc
zct6e{6-CI2CBuIS2RY9wG{g`8CFFFFR?VETbZ$T9ee)(xh=@+bmc6&-0{-5Y!ZH!Y
z?2Td;&MXxcNma4yei}x#vX(pT^Y7Bu-jI3K(9Yffjd#7o*5{d6)Pdb7H{4gc&_DtM
z$;*5D3tT6siOOUX{7dp}4VYK0d>cbFKKu$>Uu9uYpt6nF9i5F)US<#|Y(n|FkO64e
zx{l1i@M?HAX6}3icN-zPNU{+9diE_IMCak;_pRV!t&dwTbMW<+2-uqon5;a1yFYA+
zz?QLf_lK^2=1fo^S=8KqJsBf@4adEOL9kX>VEw<=A8X4Xq*2{v(8!z#3M7lm+ixUe
z#Ksr6w;=Fum4RG4SknPTWnx?n&%(@Ik#M&aqKo9TqF>Lw!-Lm(I61c^T&(nQ>s1cE
z-ujYl2QpbD|8f~@j=+|2e)TJZpCs+zS~5obB54N-i`;)nhpp=C;mO+qY`Bz&$3F&f
zo+|pc<k#56QSV_F@1<c>>wnlTx*9XD8rr!U!GA><w%$v_qCUzeQ~m!~1_ZJZ_vzk&
zj9nxd{${Ly0C#&Mbm7=2|8Ky^-`b0nAC`_8o1Vhm&H!BkZ1CiD4mKQrjVGIX{p0OW
zP6vHmJYC<Ju?Zxr+Ke3$tW8h|WFzeQGZCY@ILe)<_K)eXu^U?s&oVJ%+Y7cFnp!an
zjD-Ge?J#X1n}sC6!xZ;kWn;_vc)6gCza{_IuB`m$68WSIWaYOZ@;#;UBXd~!9Od-h
zHtE-JY?;s)mj8f_|G)TbXb5ew)-H`uZ<l_(nT!W-3vqISKU~cDxD}g^uYZq)y$KK9
zIZlOtFZuhUv1NppO8I&^+BiC{5k5Z{1Is!0LDtv0d7GhkBQwTd`TxZ>GwonqClr;D
z{+NXs#9vj_4lXBRRA+~OwjJzvg)N`?s`XPw1WFH?Y2s*zrjCa2ntKn|qjTjl0Q~Jf
zxmJzeeoo@I&*kvj|3;r=Y*Oe8Z28<@qc*8QJR8U}dQX2Qfac2MRLt1$i1iU9+3o&I
zmhXCk!+*r!+SUOO$ZYEQ<xn_tO6sY#ec@tfgqvY0_-gr0NnqeVGv8q(<l*UoA#6Di
zUuo?<xH}mCXTDMm%eOti;S15Ywr6;48Pv9e4?Hm~m<?18Xk?9hPgAhv@N=brzyGUk
zft64ERU$tHGd4VcyTgAYzaiK~b`1F!#`4ubXz)Kjx3+xyBepH>93s~rW!ZJ&B}RSd
ztMc#vm-~Y{_O2a)ao_$9$H1SM;M5k4?J=@{0G_<4U$(mUVfm(;ID94o*A9j#WflA{
zSRQ%<htGuL+TrmK2>yHdnk)m-*2o6W(8jjV(b7T-69JOTL|7Z2Ef?_TZNSIF_HHN;
zRpEGA0mg@?;&PC)QqbRDkxw>wZ){}4$~P7urCfxy?{aDb{(8v-T{e*f0Q%l}gJT&5
z2)5@wT<yJdkZh{m+`^vGp{1EVl1nSG`gJzvrdg6r<7GiPZgg_{+p-z?)$Ats4W8DF
z{N{!Nq*jQqJ~@vw;BRkw0eYATVfPQ(q_%d3%&UfWwuWf@+be91$ikvF_O&*tpPLD$
zO0wbxSP5}2wV1g^G2ri?n%8Q)@+r37Ps5_#|G~W0foN<QUdQ+?q!B(p6a&le6~=GX
z8h%F4`DdQdZC#9+ms}mJdWx+N(y*x4zgq`V9gLV)tqv|mXuRebwmwM5qMpwGjSkL6
z%&S%hXCpLT{|s9nrDIWdc^xXnRTy#jHPZ$*_H+CHr!8u5K7*0JukJO-+WDN%CG$CP
zGV?h;W`Eyb-To3=#`vmVZ@8R@$MXaKm3iLxS$C=RnSYh|%pr~b5gi(WO_1eqaWQ=L
z^w69qEf12NYiCgr&fD1htMl!IgN4OtMC8jH=3GO20Uv+b+b{t{2a1aEMP@e6+1V%s
z68&BF=N7_GpvPqI`>!B=662?MDEKKUd7J@%dov_{ioyX9|A-E55*-X!9X6!q)du_>
z&nd$1*+tmyX@f@kJSM~6cL`aH9-|ZvUH(ftNP@C9x8(2_-!tIvFUuDY`3}qm@|NZj
z`O#T_Dd6v~>OksYy_*$N1_1_qq*RFTOIluSz~2d`9tyGD!y3M%9!e@O=Uo<T^>qG`
zdZ^)Gei0h+^w2^kJD)5h_-sO2Ci6^MVWm3w<!|Xwq~0c6va?|VoqsDV#>C8Qoc)Jv
zf~LnVq)e@NI{3v~(jSf3{<tnFw>IFf3e`-8zlCn>c&?eD0I!P6u_HBKDd6v~VA3fN
zPO~Q>?(2n2V4uE+3*6TH0H?W=k+^gtb4~6aH*2pic@fQA*E;S7EQj_%`mUpYOTJ;p
zAlS~Fgv4p{QT+Hh`0g%nS~(w;v%f;xieHtkcUrp$0zYrO?lBDi6c(KW;W_sUyqNSO
z@*af4z|$H2>%T|&50enHgbh4=HhLDC?Oci;DYsB15}_dM6_O90V=@E&|Hf}MHbGyt
zP53;8wFxWL1jPLvNJcdu9X&MDQ~iuST2_pHd?EP%g3qEUyZErO4BN``@q@lOn(FeA
zAQoYHX%04*<zb@W@6Xq~4<xgmVjU2hN$Aek$2cK7#`DwTA*`|-2TF^Tg6;l)&_UB}
zarv$=9KIBbYg_x*&U5SO>EPI^-Wb2=8Z5f*WDcSv83g;ZcV_lQ|D$V=zjQ%SsbpWm
zcCs&ltU+?^OGx;~_sB5vL%U1XKr=97Yd9;vnd};<J*Ev(SOY!x1}n$28Cxk73WY*Z
z1r7M4{A-Y)HIk{0WR!dO@F5eZMl!~|eEG6A*p3AJ)nxS}L10x?RZJE*5>yrxq#Te$
zvc;`fv7$EEk1%G;7)+cvk;#DfcObG!Ae@JXhg`59!N|x6^XJb;zkdCg40Uy7`AbV<
zPcEqmVyrLD&dQ5bM32dnCo=(mmoHyd3iu<eTD7V+*pD!B<VYrXP9zdBL36Udh5U{D
zP7*w+81P5xZ0XXaa@RL)+LWmqlC|*s`STb&c(6+SNzfsYNdhBf1Mf(1C#g50`|jPl
zl>+|U+}!Z(x8KTrMzSjs-T!XA)&*H4A(Nu%3a9I)7nCbyOd!Oim*8z?8Tzk&R{L3v
zQ_dUxCn8t1hlh<&ZbMQ+Rw*veZN-^QjM2f|fY~&Yo++O#C?m5Fwkl4)s}FY8#%Sa%
zpBbZ(mko}ednPa6P>)%ROD~i^Jtw`OQt7lyLR?lE-e#Af|CR{330?y4n;VFn7YGk4
zX<+EB*gQn1m*SwB04qy<UFMXxjAD5mGKxj8Rml3M3bMc$U@b&kp6V3#?xuW37P+RI
z%vzMCK!=rIsvy5q1Y2Q!<!d3pQi!+$W%;*Kix8bxj^Dbws{B6Le9N>&1^vl;#mpJ9
zkhJlhl9OHn+)WUfScK(AW0{S^rR8FLzdsts=Cs6zt=NqKO<j%g>`ehypM0Yf@K@U(
z6i#3z{e!bVWR&7<RvG%Q<>(K=ml3(5U2T6b;OoHCM##L{c$&iJ+uO{^q~Cq)*0B1c
zksh}WOd0T0m%+N{$~uHxLFDqb9AyBs@ic+YtUGGTfTJCl*0UYB86z^O2+NPfF+m+n
zJ2()HW3x#+u$H!i_yVjx^+ss}x$1hT;MAeE4AyYe!<fs6Tq)BI1Um2($h3o*l6Ii5
z8A4?}6#RvH7|Yhf?dUvY6js1>#_if`$f-;-5530vO9^<hx<lP|u~3Cw%#_&0%^Y^|
z>l=uiufi^lRbv+oROnDtsdO5$TD$0AfLO_C)wUAd(+ewLC-XZ<xioW-KQXF7l!2*$
zne0o?kv~l|Bex8;3MYyw^#>>R)VKg|3q-!n!}7h)nN939-y`?5vy`4#M&38`lAqkR
zG?Da$+%jeP=5@%IY;+6oG(%)U0hS+(WCH$fy~spHUKw0Qo|bQio1bC*v1r8q){pzy
zkSlK!$O&M!3K{Q|bdUta*FGD5k5LM)x%D!e$q;u)&1u<|#(Zuaa^FJ-4^u=Y7GU||
zXeOwG+>>OlYUC{M=lD7q<Ibxr74plJ%fOspfB6YTSbii%LB9NkL|-Q(+<7T~+9a!k
z3cHxkZJXKWQz`nd3{$pABmY3;+K%wBRi6c1PJTmpHZ+8`SYsCz{glEA)jn%ZIr?wq
zuuD^JBJzjU%qFn!&%DL4@qYMF5(wGU!4S`qi?RA@l3c)_)Gl+#S2!JAPX4x+%JQe(
zLge?Y;9;qcmQF^@iTU}ZB2<X0U}eZd+cnS7(n<MLa!uQ2RsL#5UIlFHYK!(V{wisU
zN8?nqgJK+-rKTM)Wx(OD5+A`>g^xhW;MZ{F{`kc;L@o}3hqZElbhpxHWW{EbqFW;s
zeNxeH&wo$9o#~Sbe*1R{etW#cZ<pzlQk$eGpZID#)i&wpr^;pU$t6Ut=}_yd)fbIF
z8%+7!K0;1u-Op%8W2ukuj`#@Se<{dH>Ziz`KAMqJ0$YVFV~VWW`xGm7h2hW5{n6B0
zTDPTTB7FbreH>ri2OoB1$ByLh&t7L?_1<Sn0e>oeB~lLc^_6@qSzl@QQ;Dy{>YkoW
zd?l%WNZvQ|R`8Wf^;!AZ^4TadvWsD>kljkD40b-kifs?^=gy&M>SHB$Pm<ZNk%zo2
zUw3od2}@SGkEYwg->U;-Wq<Xrw8e&G7rA^T&bb6NWBJeiMC8vLWBKe-T%N-{mbWyk
zX^RT|F`M+qI@;pyCs?ub5&qmZSgtL~a_dPlqTlA?(5k*F@1yDdU}-L7=N7Z%v(9B?
z6~fl)uLt3HxLV-)?-Nm6Qh|cPGT7M|W5lEbaCcVT7-VTyqk}>jWEIz`!>X;fv0~G0
z{JDP&nl|Fj@>>^D`HE#wRJZ&sx3FT<4g7gvESffw_Cs51_Iu=><hR#A-Z%5JYj9=2
z=)hy=Sko)yPyEiP5Wz-8a2N?1BbkxNX3ZLW4S7f_7o(!88azqHF!Hab0c%%CP~hYI
zGW_x`mkAWCm9M9xLcUlj>t7AFd|l{i$;<Z<@{nF3FJBf@Jso%od3eKd%Dp9DGS6GC
zphLL`wgMG82$Xg3HR2<!T!f0MD)401qrQ2TigRg&xYo%HjvVvG7NiVF)(J_roqCl4
zPe)0<Hz|Wk<uXVptHkxZQXKHLt$VJ$RG|z?-gmBBA8`_&liZV>W7o)B-q-Ur7vN5c
za>mP=@l!^T!hCySMeY1ledo2v*ot6l#67P?=E?#j<BfWa-;6oNZ`qRZ+jfre+l*U?
zoFg-S`&ME6wpQKvO~o@>-TdY+9M9+p*AThn{hraab)YbQ%qXg;Ez5e<fxWa2-WN-u
zuB08vmjP)Pw)H%erdEgSzpF##-_yZPSqCQA@6c-`<dx&kv3^R~{TfVL)bM<Udin1;
zpELC)BEOf+=bV+y=lILa=Oh(l^_3*0fWO-HhWhr$Oi6#-z|kK+zlzA8+AtXane~QQ
z>><Fl^Sp;+u>Q|Pyjj`)KU;UH3HD3KD#PVDEtRtSH58j*uC2{JBdcn*J+ow0RVih&
zQKY1*3a3j-FvD1W&fsBrIrIHCsj0P}ktgut{Cw;vD#ATGsn2GvBattbe@17C#jxVY
za-%5!RB;KuHDkxpiU_r};YMD1KuZB1?UPcO0Ku<K<@F_5{}>$<GVhW1ika3FDXyx*
ziM%3wXCvRfYcl1Ld)Vqp>pnvyMiYU2-CF3X@KY+qu#x$$EF@4%Pr+C8)>q-Dlvm<<
zekl(4sP<E8bg0QpSX%~l=%B0UFDmFTKOvjRE;q!2^}GFrd?Z$guqGu}DbTFeUo3l1
ze^HymUo2Dh7wf{3r@~(?QzKtr;;+h-x3958zPJj!I@++xdQfPK8I>ZX?29$naQLh~
z`g-#9keH3Bc4inXTMy(gkJLQ5dLY^ExcXy#`@+ehV$3o(RUOolnu(-J5so_AaAvWR
zwFy~@I@Hr9oGvcGOw&4S0)Uo$KH4XzG68~Ln;199u?rciD2*Rgj9tj*dRkCBezWE2
z!dED7f5<hb6vpd>%B);ei$u_~mR~E-v#~%$S|+Cs&Oc5?#(`5v-}yW9z9ix`v<>v(
zxoHU!mxYp3^_9LO&M!o1Ogsc0@&W6jY*xOmf_(D6GM!t#{k-YOId}rudyX*g%U(u9
zN2m|yUzQ?m<wiOAj;j~Kq<2@m?ll6HDeOK%MJlp#nSeaLLLeH?#scMO^7G;~crTuU
z<b9`+xPuK|ER1*!9RuP2WA8k`qPV`l|CPG*&eA)Abfnrfc4Ln{8bPtdnAnXmc8$Fo
zvButeud!D|6c7{?RC@27rM%C~ENq(vOk3Xn?|z<V5_cKq9L_CsZaMeBZTB*K_-zNR
zL+QsPJnKA$)=fcE9Tn+WXnkT6{r%siI6WI`Tv3~;bM;YPP=u=T3Y7ByCN;6YiTX_a
zt~k2V-jCHy>=TMgFjrr@!C=4Ssw$i{m)<An@copW8Zkeirkc)1+z_R;HMmkyis`EC
zeF8;jWd%M~S7D1L`#fQD=ofWb$g|pj`mEoAU5DSx^U+U99Yd6ve!r!>ynW?cTgw-2
zDOM~LC{WxAEpEkvySr;}w<5)%xE9wU!QI_0#l5&gacOZ20dCH@_Ye4;FPATQo*gE8
zX4c;GzO!bncj1nz1Q!*xrI%LTNKREUB989&tAGbMB^pxt_M+6rRb~@C>E<(+G5(Yl
z)oQ9pyjON{0=fPY)pD=%pP(sGaH%%54!|Ng!45T>2wZIKDxg^VdAs4+#L;`Q15r`Y
z2plaZet%fn`_j>H?!pn@jY3~X{zPjRKi3^XT`BZrM7?#UssS)fD)U1dr}Fu=7k#Eo
z|5DF2{S*EzkvJ+$b{%Zm*DV|>LizR$(wFCDH)5oq<VtT15enoK!8l+>-d`VVY-}Kg
z@%j`50!aXal~Kd!(XuDCq{mX3^Qu|eRYZ{6zqA=Z@16m5b#=pIV~F99JjCbHT#4<I
z!S5v3e(db*FM531T3V(%gWvy2oGvb=BU_R|-t_WfCm~l?SEu!thW}BkOs5NbIXF3C
z!}kjd;5xx*@7SWE-AG?Dpj+<C3$)2Nn3BX@xP}pAQfeQZ>`=x*5MGYjFPhcgmk83U
zmX(#oGSWCNW0OO7Ij>*nHKaPo7>)7ZVIXukrA39r(%DAntfSOuK^H+!dL(SiV_Hy%
zK^#pz6+KHAQj7mZm=R($t(+YCxeMn|_Rv|VTWOx~qmL~1Tf3OA-Q1oOX;hc%kM{~X
zm&)yUb%AXte+Ty?SGN4fS9Ii2NP#YzIP9AwHT!7Q{?*=xrZtK$s|NN-C*4*@*RR1H
z8M|U;U4S|IZ3C_~MJ8O`*7i)DHvx46-Zm;2Hmb`OSSWAk2sNooD$xf`@1`%YG`{di
zD)`Icz%pAOQc{&2j?FTd)?ZjqjZhezos7>b3O}K;>N5io<7D_G_H)0B&ngS$Ul*ec
zxnoRrmg@~iW{-+vO`Z^-&>jcj&y%}Ix_f3ubAL_5dmTGi9-*@wHo2zladY+AxW2XO
zZ6oSeLD7;rr>}qNCQ+Q0?Q<s_gEwJE<9_ahW{70aO{|q%l+vxV6l=lh!ZAaMXOeRA
z&rce9$IB@K7v7ZK*j%Di&DATlSotqS-jtTXQe%Bua(pWFX%F+DCjrdq0oCy5mNpjD
zf>k0a-?l?Rx|PxN^;O(OD<AGEP|Sol2}!E|j0`?bkN3_zYfwcu2o_od^8Eo|jh2E+
z%As<)uRX=HmP5jQ6V$6o;90qHCp@CMCkzl7an;?7&^^sJvP?leIt#OwCWw+=o_vQp
zO4j8O01Z0g0PQ}T{qLfSoX@5yO_3;F4?n!6y0GLJaB#CjxvRqxFZGYNCQmR`A8O#f
zjk)Wjv(o40pdL@b;!J$%+v|MJR||%8-VEu2<2XDEGEikVuyIK!zv&qYgLvvo+BI4u
zAko2Lvq}Q`@OR<YM?V{~)21W!VF|Z4Qz0*eS)|H$UcO|dR?x<|zDM&upS0iNayU!_
z+%@dn)5Xdrcqw4y0O|D}4ZyEGLiynuCv5H?ZXl*g$a*R1(OHT6pL1KqRcHk`jjEmZ
z<kt)L;!AxJ^v6I)9^c$RyZ=#_PS3p%g+t}%CBFqw=lQW!-~3eQChOCw<ehxyu^u$>
zJY^Rtv-AfYC~6AkYUhn;v@SW;GMoS6z|x!{FE1ImL3&5kfXRv%Jq-rmRPo(R+}u!#
zRgz0sLS8WHsW_ej55@4AU%uk@kjn^PhcpKkq5SQ}Yv}6`Xsnwzzr#tr|2<C)hWD>S
zsGaw4`lZ+xi5s4ko}k_z%sw{Q6ENqLW}U>Wv+_aSuyLW#&m8Ar2J2eZZuK|*9?unP
zyK=to{=5V6_56>sj=)QtYv+$liW<*jpYJ=~Khr*d(5u855!bvDn93p1=Jy@4n@i2N
zy^NJhkGP8gXQ)nfcw1#(Fx*w6gK%%YIl!cjwyY_CFT!X+WyM-sj2UX(iRGm=8VV0`
z8P+>=Pz73A_*3Ef<-jYy6m}4Keixs^?EGhgP^WH(sQT;~WkXDq+I{N!3w!^gauB!D
z#kMOslj4Wf*2)vHt{$kGf&Ve#C}DCR;mI^9RMN)G%Nuiq+h1M$XF0dq?Ol5``Pda_
zzkJLdr<}80&UKxDAwVgt6)*9F7GcuX8H-?q%b)HvojOLOMGwrNmWFHYhBJeAPre@X
z2!RuMg43?i)y1t>ACzSLv7VNDZZ@aF3X97nP&@bb(thtl?hZE%FP&fMp%R*{d0nb%
zgqKikZ|XtwJncN-8-h)WEodM6`B%=TF(3ywn@OFhZ!ot`#}$>9eMj^OD&p23y7H2y
zHUL?vv|s^%;hg=00Fi@E4!s@8G;o-m=<+WbGFa^_-e<Y!e9;nH!m*$rDy}Gn`s@cb
zZHgNurGBj;+1#JGFtsla8e!p&Vh9(Fuuipmo4PyJXFY}pR=gAn?a_kZt-=x3>hivl
zdO4tu$}bcb>#C}tj*NWnT%kvKG!&<bil}>Bc9M76{psS%-*j7Y7n(}38VJ=ezH|iR
zS3dN`!QaAOal?#_Qx>KdQBitduEHe|b!3V$uYB%LJ2RQ90}jp~8saA_f2nIjv-kuT
z9ZI7*WKCVyM<maAph0c7q<scFHwsSTT%Clg_BVmRIho+6_34%5ABzlc{dj)j_r72p
zG{t<_Z$g*YZ!(&`(j#WNvSr%g@izLt_helf71368VcWcQd@xSYGvR0qOVtcZla)N2
z5*8_zJv)3)zr%A()-^|1L-05Ux;Z->06oW6vj(^J=%O42aonpttCH!wp8Zi790~mE
z|892M3;{OLBNC1&he{i1+|!!nvWDpvl#^_{VyRAO!3(C+^tTs+<3+|)#zCmIE3)>J
z@8lXQcnZfMu8m2kA(<<#$ltSRspT2BQ5s~~mG_;!KP_TIyoTqx{^v~w`O9*<ykRZK
zz?<H2;wtekCr`Lgo+L&q1H*6GHsc*8O`|wQhOL2mR*7^*3yadqssZCVKkUuY^4|n$
z(IjGo+Dd>VuFuYJ**mfB%tT!BH0_8{)|y;I7vkS8XrOMr*@c+0Q!RXZchzd-HBER0
zMTt2S?C7zrS($}yd1TtsO5`xx=*d-G28QXtSJ=_WQ%vR6eHFjZJ);G$D6Z5;NiNjg
zh|kqOk<BGv<f^ElQqTkMZA!P)X@DvSI=^+v=~-hP3O93mKJA_7G<%mvusSY*>=_zs
ziVK1|hz3kAqqkZ2-qLG5NaDx9STS$$=)+&D_B@%G5c$p*%^|xh6}aamA7>8u$Dv!}
zWp0?S6x8FAr$pVLTI`*tCT5q%jtvyK`M|<xRq|L$_h@R+OBCANUVYaffn^KjU5`OS
z^yYru@eI{PmxOWrJ&0aFJpP7b<0nR<2oOq*TnNUVTT-xw?bnR-J*v&T^04(a>r1#!
zv-J{q*Ao?XtL=aUYPLrB!{VTNo#humjNePw9j~cB@xnx_pOW>1ftQ;AS2QFU_G?jf
z`fyE4Lg=P#7rDci4<BGVz~Juiz0j9oNx1`r?R)S2nE?;Ub@;am@Lh<ccuz$sR_T=2
zRN?ZsU!rR$^OfACEX?qlQ16<!Or{$IIaoIOHfbMpc`G}h(Y{u*UCd8{l2~!!bG6n>
z5l@P92j;0gk&bbsBSL}DHEXcS&ucXC!fP~*+RdR+hAeKoPGx6RmHt_|8KG_Zn%6m4
z=5htCMt#?4h`hfZLuU5|;NMCxBGdn=Bf5^(V5>{&#1$)-aL*O$V5~h+0i^m<D3Db?
z^;^j?2agVpZRzo;qaY59erv7>!WGhrM9~VUE)R+%9m`U4UD)m^kG?rk8UZ!_ZM@yG
zt6U-pJLw5vuDhj;Ne$y5JH4Y~r(oT*FcJA^cXTqdZT~3VZ4P?<*gn;*k2dbz_+5*}
zE|=+2-|t9>>Vj+fH{Bm)DmWc|ElQfW9d};yt4KZ#D$;|DK`{MN64ZTMf2S&H^k=oD
z2K&C^@kJZtHvko2coU1oa9E>vnw-Q+%afL2T*C2IE$y?MoP_eB1qAL>1`7vB!TFuN
zz5S0$NIaGJVN8UE@eaH!rHQrm8%aq?;GqMY(Uz8$S|=(V*FSMxbCN4xUh6YBCw^}~
z!$3!her5lTfI!X<z||+`r@Xu?{~X53yvRCHF2ml{g8$k>awe0`&!MSyPl{TOp&VyA
zayg#!>kvu$v2(3Uh+y{Us-!)RN@h>I_MKo;D~Fprl2HK5&!Xk3Bjk9uXR+4mcIvKD
z>d6>c!?$dI-gK@rZ=IM#PWb#SfNLHH(xl5K)(MjbMJ8}-J&l?_msM8wuilNLsibr=
z6c!Rv3NR2I+m6;YSaMS;f|rp0KplRLGV`!k2H16aW`7fu&M{qV$4TVAAH@s|H`}tv
zLjW;i*|((yB}Ne=-E(GsA0&?oEK9}J0@NZ%s{&X|MLkzwv(y7UtV|XC8H>6)Jj2a1
zF6rA7l3O>*=fBJQhjg&?Asj0G6{6oT8YuCc|KKUi;n&sEs1J^Ti~FY}u)eO4?rLk8
zh+CuJqBFAPfawcc>xsv5icOv6$$)R-N00BuAm&R)p9)aNsP{2>#E~}Szoi8-_+rl2
za&aUjob_TZy#DJS7Wo5L3(9_D`T%DKU*?TVieg|<w)PRjB4VnvgZxo|zvzq=U-r#}
z7Mg5)A(Ph#3vbqNMNzr$SL{s2_NG43*NBPm&?P~Z6t~&tcZ~NuVy~?jk|?;|G;ygF
z@F;??$NCc<>6e6-L!aA<%c+5FhrbUH&vNrW!1Lqq1tLcKwtYr)SZQ6yu8mUPtl>>G
zqLL^AuZY&kftRb0>QCv%pUn2y{C(c8zO9}RcIf%*bL^pQ1eIZxAhu(q>4*s55>ARw
z)DEQTUb9>#FS)B1*~)40C9yUcQ|tzi#e~}T_Kli+1sMk``;vTO=Wb1cuOR4{7jP^O
zutReEUdWU9xMF8EmZGd6csM%uRHsjETwW2AVs?MCWl!qIs*Y{z{G>@2D<IQ%D=T)>
zt4k<M5fd0yFTjMQaZU*&3_mL|_RH0=4THMWN^Cjic{{6DlArD_25-CXQ4XNM&g4fQ
zZgSmcj}fZGmFrwuX|(_y4|{BlHhZ}x)e@lJB`G8}^pHTXgS3RdHYXA}?lIw6)J-(1
znQ{3O4|JgK`(5-b{}1Z(pFTkAl|?Z`ee&Y`!g^u^-^}lV1Q_bf7L~9cXaJBuBaVM6
zaqX<OsJ|}$!lt~Gm=W^eBhh?Mbcy@t0jB`EnLC}6FSUo>uN6M0u*F+&%DC3{#U!x2
z(RqHmQFRShKmIoHvEb<T?R}GA0p!;s8@mdmoL=bqKob?R{ihULpHtC$_PVJ=me=J8
zG3cNfZ^^h7!=L{xz{iyt_{w?aFI)Oyg{iUhh&Z+-<`;?H9|z}-Wf&l7LwljeoP^D!
zi?hLMe*m5zekHn#)h>mP{HC2<zS7;;qS!Cz-CHXpWiutz*;%z>R+D%5dc87fh^YRl
zglJ?aE7ZobcAl#?eJw=*ZV*hSrL4Ez12U-1HnU?quTu;HxkC~CYO2_0KN|RC1k&6k
z;=sBxt@)BKouRS}3vnKfounwsG{z8l&()LOMN!mD)}J$f*lYRC8tP6!96%(Fr^)i9
zy7T76uqyUVKpqjV3lC18I&!9=Wq?^6P6a48I9jN^m1Jvh4ATH0JJiKRrn9?BZM?%M
zCFBt7+3jnY^k?bD#P?x*v;KJ3ryB+&Dcl)e|A6$e#qwbjK%*6&A6x<dfukKM9Xe1q
z<!TArY)`Y8@i|GcQ}KrKq7bK_n$`Z3(CwW}u@m`T@3pLHNrO!VT&`pKu5BRYdStZ>
zhN)XuHqIM7noO6&T*cQ(@<ZG(Yh&PDptR{x?q`s^BD@X=(@}#hBiuKALU$vdOffy8
zgdq%qy}_sD(>eaMBWi#E=oyArA4%M4J<3+Z@k~yv>AN1oR#Q>a4Spr;-{Tu{oR(5s
z5B~fxF81U6t^{P&Ct`?0037v9(uyKF_|4v{i7i;jq%+*^l*8VOf{+P$xDg@AWL0&q
zBMvk?fz2<n%@iFYsK;q#$L=g5YWfQf|4ew)5OlUEL$y)!)4(Bd<B{I#_PCbf1KBCs
zKX68R2{-RN(g$=}z>@o#w?2(R1~jtQ;qOZHSVisWr4^>5!z&tQTIh!tFRR}sR=Ghr
zFa-p~+triP+KjW7xQEw0*^Wu3{*O=Ql~yCkLQi(`NPi>pgA@GzG}i8UzuvUkzmx4t
zo~n#Vq0yJS$T;zBLV*^3KJrs*@Z^bcmg<cfI{!L{cY_1H^b4`THZjeO(%j@c+tLiD
zKJsx;<RW@dPWrMdMH+PQhTC<QK#P*S>wVesI9=M3ge4#Z$n=fbZZpP7@NMlqpv&{<
z#6DtTh+0KWE424n;fbQ-Tsi%HxygLo_+S_ps*%Y>>|0X9WkfAHVwnT0Z))0_A?@Y3
zpXXDiN5+s`d4xlw>R&T`=Q^ikLJqGPG=(VK-p$6SR=?5lrr4;$d`}kJBPvUT9r#50
zo{V7A!ndewTwtyIsb>3+Ib|&*NrJTP7NPHI1;e)}q59rolW|a+W4<>(o0SMumb4ov
z!8zznvz2yo{&l;5asGWKb}0KLD*K+$?SUQJcDdR7cx(*TZHVzja|v(zvz<<cEtR1B
zFbZr!x?$+S_-EzV;g&-fi~oM>#XTO&X53I$Fl5<*a;IJ8tOj@tSzLaVsVs4^*J8fQ
z>eoA5bEi#Xy}7WU5qv~QACQtbb*F9ffQ&CQZtZPoPw-@FX7-Q`tAm}hz8`bii`%o}
z5=sSM7}_DhyrThYSMFT>`;eOScHa0S@uA6{k;b7T1w+u4^d|zRfY<^%@4itD^?bnv
zRUL!C*%o2rC;MUmPe|n|BqkT|Cfyx<quTQPh7GbWOkPl!9Nuf9uuj4M^g$u!bDgb`
zQ{UR}@NsBBiTOKf0bok1gVn%z)w=Inc~p14rT3J7UAgzGJ5i+dgP~S($I}D|4U>@7
z38e17mP?&yMA>9)&N6mV;Tcv$Wcy#O>}#)Z2%OrZ3o^rdM-@npbQPR&HBshBKT10K
z)8ndR#Q*4nG2PPOIXju>vLtXhNvZfCjRVC||FU0#*)GE`_ojF!hF{t~(gX}4GHu*{
zjCCXeFmjR=T3zl{uwNbteeu<YHUA+$t-3jS)hkKj2>Gdki0H%1B~PNF(6BIYKm6I#
zro2}_GuQ!qrJ`mSd^Vo0$h1SPX40?Pi;ik}H6elFa4Itl8TTMcH!X{9O_ZzrKGlbv
z`Z~Z()Sk|pxD=9A@a^|8ah448&)_vRgA1GqA^D4>Pyk)0VhJL47Z=~XAUk%^JlA`(
z@nP&JrQpc=*Qv|wu1j!Ku4Ck*XxOy+?c+-JGeygE{eTp@=?=T3!t=YHKf=nl!PnHe
zpwFEA#GX7xp34R?!VY9r-zqA2O+kil|9vda;cf3r=4&H5NJv3M3QG)y@Uj$PAB8JB
z4K<nY((x}6OYI>`lX8`?2@1%pvq0Oc0~m8|9%cBoi>05Wyec_^X=Y`~4{Ni_a0SnD
zMu>iP@YbBK_tllP|H5$O8K-gnhd5eTGxvrJUdQYu`<*&B9g!VXcT70eh*$b}OUAiW
zUO|TBdy7(0t2UbmBJ!{|Fir%cu=4Zma#K4A0=aVAx4oO`@0>G#oM`<VZH{?qg-H^_
zVnX)YL01Ruq0p!09D|t72Q)H;xtV1RG9EmPFMH|;e=%)Gs>MIzA?4hQP+0Go<;7OT
z-CyYmDXe4gKIcsSYO2S6>|6+Yq#y4j2q2HKO%irz>l@{lt>xM3l}igA;K4oeszR{8
z(wn>gqr*gIy=ynZ;m<!x(Q~sGw;59uvl-GYOg2f;V{<j+bU;GXGv8If9J(=sZ+d2J
zi~0CH*`v`GZ)2up$HZ#*IW}je4=J$Z-om&V-irr|tqIm(JQ&9z{9_fyF};)4hd9HL
zJIuT{L-a@OL3eb+iUWZ}gN;-_wU+3Q;#*HWo$$|6sI1+9kHT!gYtuoTu@{9PFme$h
z>cgJq(m7koOrNwtxLo07LsQpO`K)MyVffd<H--DM3Uga##j#b&CvL{jyl<Qohu)3#
zsG#r;*>g_9U)!n-xR-Eh>cqpa<g|2g=b5b+6m3RIBpeFvQqq<b?N_!Ta916?BD%Ta
z+ZVgyYxI3K7&NiPx@4U^_%zz5mL?3w`w@AAxV*Sma#t&|Md7q<Q8eNd=Nr&O7SLtl
z^m&Ifz-*{dI`RfZvhD_j?=aFL(tLp=d5e;^6$&=;$n)EGNQjvdm~Hq1ZX>!z!~6W1
zjgu!0P=BGKmfvumGCyaWPHfh2)Yit9m^LK9JmawynTUI>q8b>xMCX3oaPKiU=)!;)
zU6pTcJR-r2r7$%b*inxwkdj<mQX4TD!XXx%@S?5-h<Ufm4wAm!O57P3I4motu9M9{
z=U7!!kvSREjF)zF$GRoNr|Bvuekw$I?N?J1SvInKuA(Ythi`E@PA_4j$Sift=HH)O
z$n>6Z)GROIFi=j~HF{cK9lzaF*T3{`$J`GtL^&Rg#g&#@7@<kzb-g(wt*#bcHn@^b
znuey#)eTM@yi>pT-}{N}D?E^RR^rT6$1h0XDr{wzm_YD*%xft=F?>Wy4fZa0@F|%h
zrs={@pdgsANZeaU&K3!%5H*$SQ2R5eCOD7ow(wx*AjDqbH@aKyby-16GckAJZhsb7
zm#Mz+_3G>uyB<>qh>TP3n2Ig=jP<zO_#~WkP`m#3V>D}`Nq&Ar3heuzBnNjKQgAfU
z_R)P`>>2Bzxk-8U)|0-0=6Bw_%4RU!Kb!+XF{Jg<iLl_$oKd3)WKG;I8cTc0Vcq<}
zDjbqn^DPA?UPQNgM9s@W$Z1rvjp`%l`>Firv4?ItL$Y8=`bWB+R@`kb-v=fHknnq(
zoyWK!m!$+Fku*q)*q(8I;kSYPn3ykNdP_;Fl%K-U$+?U7qm#v1$++xgCW15SUz2JQ
zvxLh6f25}-V0pyi3h<3CB@H!(;`~sc;NcP^8AQLl*92X6xpd~f@0!z~U7^9B!%a>N
z<-t$kwKtVP^;xiBn@deAK>YMGBeyJ&XqnFqyjwPYjb_or^}c!%E^zH?%)}Z8`Uwre
z`+kE~&agGg>DQ0o51!U$GHzRrF;sA8qvuAfn&&(JwQKC-LjL3t!)-chFQxz#^w+nY
zXdI$6V?LE*?#;SqQsAC}$LF2kU7dH8^-8HvxJ`2jpq=2lvM-5{nMm#}fwjIl+@2y(
z(r4b~?R7VO0z`|cT7OXRNB`FO1DykqQxve_@}j3vXijO;hXQr|o6^CSAp{uMc2d2j
ze$CLFT5G_O{oKv+cG`AgYPib<8$Xg>g@Zk0Am2t~7ao*vkPr`kc%-OZYa%bI*~tCO
z^cqDNNlZx-pHDjd)GM`PF*xl<;2iDA;S}=XS-<l!Z?dFR!H3VJqug3-Mr?@ii*sW<
zn~j)2@yDH=h{#eFhUzIw9YdWEy*$cUppfGlc3iNX$~g!611q(OpdXV%aN*OzAy{3Q
zQF%mU9QHkCGVQF-+maF;)FWvm^I`6kX{*+kn1f}rVzDn*+6OpX&3lXYbftB&pU=B*
z_QV;gTDX#&y=6>8X2<EgPNtfw|E<69vzs9w9&xdO!TU$fr>iu6<zB1fmcwRCfYBL0
z#z_rqTcDCB)=v<wgEz(Vcc?emE*{E(PR~lcE$qkiZeHW<BsJKyK9<g3ZYm75M|sI`
z@uT&{V@RVtbiKJ(q*0ky>IUuj)UW@3j;WKr<|oc<@eSIJ#%H#YPpH*Va&F%i0y&D6
z-}jq9LzYANwnj(HV%x33&h3@&*HbieX@<xZv^CVlQB9wyZ+#}}Krkg;yq;7`h^{Ca
z%jGDqnrZ~coM|p@0fd!ynJqbK2oql_TnU|lS3~uUv=?pb2qRTpG5YH0)r_oakr1A>
z+0;AB&T<q7D{W-jRz?Ps0Q#K@ELD?HV}c&c{ix+j4KH?Y8Tw!}TjKjNO4M$P(Q|E$
zLCC1fS{W0B-QiZKjPH>0q@CBSk^eQEaV}&Vv@ZEFC1xD_ovQSTHFOKt^?)WU&&pZc
z=yzTr$38D$X${U9_>@f>@b4snyUDN-$pB0-pU>%7P-ho~`+6s}4rd0l48ujg!k(yB
zf}W`M#2&@DRUXAPY8k%4%W%C52#83S?nbJ6qPjVmiBqo=D&6)&<3w4dG47fsK78P{
zTn`s^V*6_Ni6($F0P9);vs3^0&8=ie@y;-rEtZD!J?xZ<ncY<LO@nZ#5u)PI-hoYP
zOY=n&YX8eC=H2vYk^4lT_&qoX35N5mxwgK3gz2UX7Ak63R7LQ6etuRV0OCZBqIldK
zYXU`L(cioSyo0fpVE`ZD`dH5Un4Hcp6)HsNWjzOz+5C!tdkieBqF{Ii#HsA6xREvG
zEnGVbxOKKkM?+K4cUEQ}qgY4f-s4#;a{P||*vCdRv)<g3gvOju({v=mvyf1u7ovu^
z=<kTd5+LrcrquS6J^@P<xz@mcAnS6*`<XKVy#6pxlAZm5lN^&`D-@oE&Sd11vaz(i
zZ69?qRQzoW3{y}T!Q<N#<|=qq)lpOS(rGe820fk|1l&z37W7<Q)c$Pq!($8Bqh;E3
zLtNPRUTU;w>wX%PR_jiqs*m>4ak=5_VmmS^kF^tS4H^?JVy925N9az+Gs(Cf%uRp|
z<cGcAFO9DJ#lYm17<H{iz6L)gb&n8ih1vT?hT>BLcQrLkE+>$nMr0OVK=G}DgsQE=
zsjRP3isYRmERgL(QtzbK_)JUda(MEq8Dbf<!*=P}fcnvj+7F+xj*2v$7q$E5YaIIa
zu!ZoVJ>z%45<iD)26s^-ue%z35j6#f=WvxwORBPC#tM`jNK6**={X_%>69I{xbm@G
z(%weM0+n1}9O_tGVOY(w%NEo(--ySR)`>!Qvs}E*Y75GU0TbuBVD+K8<(%|@PXuP%
z-BOP1aU0V;rj3Yncc#MYzOBMNf>}E)s2ErVnKT>Z)8?h>kEUw!Uk<-~crvg>m|NAu
z!1lih<CMQmx11q=iitNIh9tUDAakexp`Q-4#ReH8t)SS@@?P^|Ef2VJPyY;lFgoS7
zo~l9pSn92UhHZysp#MPwyM9z+^jkG*M}g!?pPL7i&z&@LFY-a!l+9ATH5X0=BS!>D
z%22Id^1Lafmvi5RH>1xZk}wPC^crCwkL5*#(;kG5nxr0psxd(5>#S;*H8MwpSI<xW
zUs_8L>g7FkTsU!#LX!cut=xUc2G3$%YC`j@=r{5fn(1!9*lulUO@yk6xr=*g9$q3e
zf`olH_9DWIkKo7x!lPC7r*R2FZyL#lMo|xa^Sv~)iyUp4Df-axF7j%pV`P?q0?sBJ
z{Uww+x<`ryK}i=av@X?+88wXXG`C{-)UL5RUYoBK&c`Ky3?gqG4GcEdFi2C!UqL!_
zC@XSFqp>?hy^Z(;?3=#$xm!6ul$3w8OpRz7Vu01&&?YvF9#S$$yJC?(7hyeR^^Bea
ziia6WfBr708}I0o!dpy(23J591OMWMY+`BNn+%bBI7nvq3(5cjrfe03rPJ}S)ze)L
zmpnzF=Sr6Fmc74eoDy>M5wP`{4L}=8x#E^(g=Ed)G<=ygh!){|Lf5Xx@8>4p@fUlW
z-jwMmtP&xha$;raZiU~%#f#A%LQ`~n@5we%^jf<szsF<AQTax&FbngFX*}Drsy;X<
z)|!>0YJt7uZ1`!mjf-PBd!YGU$%?0tRbo!Rt1|5CK_YBMMT5ry{b`;9l{0H!oHQd#
zQ&?;%bgH0PV)_O2`6oei_zF*thq!BL^o@{RP%h}lZ|XVL$lGYeZ5?CA@t$imGr%Ba
zOJfuOsz0-cp0p}&iA21y@+~2NIq)cLV(yDWeM35o6<1l<>NYfP_|xwhBHf|;_oji#
z9M%9o&ONJNPomj9a`VBo-CLIp$Z~VRQSh0*`ku?8c4J&z644_!7LYC%M<jj8)5cXA
zjGb23HxQ@5mu|PU^7*bu;A>uei6kB2&UC})-88M4kCz@EzXs|9xm7H^gcn*yg5;R^
zSO%QZYQ?#V|C(N`u0}un2{&W6Op4!pX71P&>cr|%2I37}%clNl<(`svTRRWE*;3OX
z7(9D-oYXA!>jiZEotXf;&d&cV%#qudVw>xi>)4h_P4o$g&$ls(I9ki(h}i5=&wG<6
z&JR|p9B0;}(mHDi{z_d~<g})1PH`u~aR%4l>iT%Gnb0ni=kiJf>o4JtkkE?qm+7IK
z%}4YHdP!>FsQ{Uzl{+c$AZ*x`K=HaSaisgYC$8o=@L@H_?7F5UL0?A+^{MK<k0L3&
zmQ@IFW-_#7vM4VVo(gU4Zi;gQm1TufEC`6XSZ3E0eus>;PfwMZ{q^|U*hN?6JA5zq
zSL&Km*RMz@c6gL=;CGesp`<~a7D{Wk&zn~0c)zQuUS27dl0<Hz_V>J57I?f$IJXW*
z3YsU$+&VcwfydDCI#qh}B@1b#yR+rkt48=Tv?aUX9+(Q&jverU#OJ6F-f8=wkFXMu
z3|+ksNMS*g>*n66K_3gq`u2s99Br4?93Z3rc>_;AC_OjNa*<WdY*;Lh{R3AjnDKMi
z_%n&w1889I@``ro65_*0$=HG!-6CvuoL?YReMb68k1+J-nE?LC+(3r5WKP4Ok1$gP
zHLoA+=gr;tV;v8k#Om96M{LMr2MuEjQZ&zo={`ZWg7eckuk%AD7oPgnz&-)SOnZxQ
zw-=;3{Ca+56Xi~coum;ReT+R|0_#Hwp@_CTe(+=KRtukCUg>bRjkzaC+k7wC^kT3>
zW{M?Dnvuppm<`1M(Q-{0xhisLOXd>;V+Fh0sH`f9!buG6Yz86%>l0D*7uU(f7yI3~
z6579IX`546x_rr4&%3L=?-#L=<(m2?X{cggXK|6E;Ai~Q@k6N>pTE1YZoM0Yph=pZ
zTGBsV%tux(IvjYPQAt!VxfUb{+~2N*GZkuUKn&H1()`Bz_U?9M_XHAdjjQuzQ2$PN
zr6HUZDqmYpmT3Xg9cbQ@s7{ekWJEPy+FGjyz9$~NK6BeybTSEZCVChXwxlV@Cw3$r
zZQU}V)9faa#z_;HV7v39^A#7Gy)4l=G)^tb&4!0Nn%HYFxOj0*YbQ$UGvlw_HGd1l
zeZ)Or<7766!{*4U0=z$chS9+lf0+9A*zP{2MonJ*s9^Z5$1gt~r4W9Q?U`QwX-isP
zaNPavJthCcGIxg%l!^KTn-wnxA3e74eozE)S#w?|BRx81l%chpey6el4f6p?rya2@
zqKk8orEor0V&AC98d6s;(9N^ZkI6Z6urbCet|o~u<w^oFBeJZCuB?Y+dqUVXu5Gm;
zvi9RL+Jw7y)I^iE*=3gm9M%B=)jkoy!v=RE`VL4Q+(SQVF%<&Rkx<D1N_WkoK6tln
zT_)rx!wl7?`%O^{+m88R6{3?jS9+0NiC20_%0shvzpnI(k3FvoDw4gbJiU!7vYY6t
zm7FcXi<i4`n~vv0PIF5(i6YM+@*cx?#64alrlN5ugHGKBQmES=*KQup56k!6zOgAU
zvHlF#v0oPk>Jd)QtlKf=%4>I1Rfu8;84y$3BuAUwh)UU9qvQOYL-Dj#P|`N{O=0w+
z-1DkK8?!H<r3un#U3>O%LkitF*uH}tDtQ5f_ai$QWjUmc7iy%3s?H?<-H=oW7l;w2
zDTI9K1{hA%w(>^<s^PT}KTvh0qk5Qe8IY}_8$542Yn<mskd0QbKZptVu~r2~5|b;s
zh2p);!DI5}3}Q{7NHu@PTgzgFhxqaubW*=rsuEfVfZ02n@(N*RFZ;eqBJgz{24CmV
zCJuZjguv>X<YioO7#cp6#w$CR*fZ|nfG=I!n>rpi7a4>Cgb&Nv4@QS;axKd@Xiu7&
z3Hs{6SfQcA<<((H`P6`u69}9&Qx}!X9b!$qo!X&ltjCoe;JAIlM=33%E@>w|xkR^q
zn3R*_9p!qP2x3ksqKh4ZL`TVy9>`h3ieZtwM)*pE2b3-C#K21zXKl59FEer8Pj!#c
z!Hx3?>YBmxaOXm?4`D2alCG=C@LgS!mnJUIx3u)<)i3m{ZPbFutAcI<vQjQaT2$nD
zu5)$GL0LN*XC1oAo|#1v?iymoB$tFfxO2ZM1ePpEAY7D!=KqlOy%{HzO)GKePD(G`
zgkitrT{2Z!J$eBa$(?%l%&Z8YNSp(Ns%eqs`Z+K!KfVTuos3lRTwaWO#gYRa*AULB
zfCQ|B$6`8-@TK4IVd!?+0#|i%^9cO8Qw&gx-&?ZmvZh`=4cwYOn_{pB)CJR8N)|${
zxHmzKvk(Jm(JtQ%{a8nA<nG_6GL~@@9;qu!2Q<Jt!SNtg;V4#6W^e^rRmg5M)ONpI
zu61Dsy`g`0%ZoEM!AW_9aBeKk%i{1WNX8$@)$`gz3*MBGFO0OZWb(d}-fMU_4Wf%`
zCd#Lw6}j{c{Wt%KanM8LvNd6f0SGYr9a$97j``+7--X4}Z?gD=NFDGa-HuupfXFp>
zc-zYTv8P**oQEqUFeq0z-a0NtAS79Pt1xnx^sAmGmt!iM=#U}atc3s9h2-e3<)jNj
zfwmndSIB<-IO3w<_!Skf@$j#Yjn;vlM)-7=k+*0EF@<+%_2eCx?B>uAd^En{(#o*R
zcHGI1^q{dbywZ#C`};pZ6=?edRuEyP1fre{TeITnKxQLiQc@3&!QaY!I@$3U^0BWM
zmWYj8lfNk39@(jUo(>)OZKJ}$AtL*eU*d)g+sG2|<Z9uHmk{F}$ryapgfv#fnQK0Z
z%*sgErhP_jLWPGZ{SsS-LmF!zlAi;3y6XSPiZkQ?sk|OJ<Lk*VzYjh-wB2nwhgzG$
zBH`>U&!<<K8RI7Wa{F}DM98xXFr_gbBVIf?IymB%8TZT;ot&Jpr?dTd4j3c(C}HlG
z^BJ{GIzvRt<d>3Rczqy?9?K)zs1(X4%z$vht{|0>mcXdcIvJ@RY{swCK;Fu9KrB6B
zif)@*Eoi(Z^Y~14`q#Ie@{Fx?qQJDwxa)?NL-1mh1yKRp#aGeZC&&%h$MJ{qi!iL0
z&j1sKd_0IUUH|r8=K-8_wAG!H=^wb+c&3t`6)P`_@isu74NUBJ4Aj7KoAFv!R^j0g
z@xJFL{evHZ`@H#KQbf@o9G@MhP%g;8xZRpTl|7J39s03I`BOzNJtw`N82rG}H-&QL
zV-}~?8D95(DRoIRai%<ayrw$VM`YU5S&nZ)!k!FGQuWIBIs=fgaye3!q*J`(Ry|cY
ztB#YBHD`jF{b|-)Ej4i?2QGisG3l=kTx7#7>JzmaC^lUAK!xAdGqSX0ls)4=Y!4gb
z#jPaqVLxYVE;&Pw#`1gzZ0#B7MZPL>WrzO#){KC8JesQ~M|95cMJ2Nf)0?5fv`q@@
zYchd}jk}QjyLWFZi?AtZZ|%J%L{W7YCB4@p^&VG<7<4>V=sIs{+y6FRDSU3Y<+@A#
zmwgQ;%8rxIH=g2-uUsP$@ma7fXb+^<kkvW|rMZy-e_Sq7njxLcj1jM-seGphqCtiS
zQG0)G5|*%k>5D|AZ^V*9uTrcZJu{yi7KWuRf0X#6tUF_5kENmTd{!g5C~}}?m%E>D
zmn+;nc$~zZ-b|CFi)eVLToXuVg;xIu7aq<M*eeySXNx3435&)g{``iJ#h~|SwuIg7
zP=!gi9x0lTl>p7{>gHx3N6?4O=hhxrpl@Vk<QLWg9bL&s2D%?>P`vvTlY;O1ixl5n
zTUtcq6@XkI0`4-He}T;uNFOfM(PTR~KV0rnPnDLJ2j%3DljYuTLr{SY8=z2h`@;Hn
zKwjRho0CNqRUE8WxM8C!(#Rq?ykB0!^{Ia@ROw&r#0f{OH8`#V$Funf&4ywJ;PtPF
zVI3q5gzhy>O-(-=N*~K8A@}#5k;YxQxs))t*tQ$x2mH6PqA5G@7@eb@6!ewCT>EzG
z8R|;ihOh<g_YBr`ikaMvhNU9IVQx03PWSvDK7NF(Wqm2eYyKLNk+b{iwkLN$`{^xi
z1-3A%Wugp0$XZQ^Q|w`J{>u+S1`y<6oqm~K#o+t&0?pQyoLl~%o)3-MuYC0*0NyX^
z=nNNPMcBS$)gua_gynu)`d<t!FKx(@y&)|cZUvhGQN_4MxgUMMs9Q30mi}d#^%gnl
zJwn{XT~2{u>}{M+q<rZqUB~V|A~gTFX&!&-V9bf@4`j6{7ne!>2-Bb#QSw*SzaM#_
z=X_`cG_7x!cq)IrWaNh^UsR9p&H|I&!<<sARl*cDl<R$Y8V_k7+jZ8^x|azp=w3oM
zUfo-cRD+7$*+@S<b}zfJ!FC<T6#QkDwa=N81^n)Mc0>DK-TzLt_iK_PdK|a)vw%95
z1_;~q#Q))6p)~ks7#!<cC3kXPFR%Qzt!|b6xgxYY+Dxv(9pBXR<B;jmU$un7cg$ju
zwTq1uMc7O<x1Q;ZtVfEC&l_1s+SxWqy>MQ$d)<K4Dgd~0+bZ(||HFkPM@!#TH2QhF
zmyG2l#M>V=ZVZ)5o*D(E_h17j<M_Pu&!^VxO;*l_83ep7JSt)VC<t%G@}2Lm$uXtw
z3(9-TQAe1LaEsQ59goi?*uH8O`T!yN(+vJ+PBI0QzK^P3fgyUBsZUT6k6eWVPNVmj
z$w$6`s^A%sdji9hDuAA!MaOgTFH|9lmkrUOfHZ0RF5?!vwDH{`#UDuF!e7S}gsLFB
zvd%zgxPp7c1Iru71M`Ct2>>AEglKuB#FO7r!1wRiBnb150I?8uoLH*B6*<}>=c9SK
z_|I>zcuAKSIUni}L~B=>SB0p)+`h|*H5BWJ2|KY_UI<1dd!5@R)$AuW!ivDQ^r@qp
z&u-uIJax>GR5^iP_!U@7?(h6#O>GXvHzO;H0~!^H@0dY*U*Sv#O;{o1N_F`r()}ra
z1Gsz~&rb7ZfrBYrSy&;t%vUd*9?!yvu;W@jbo}m6W9%!8Ky4k%U+!g1Xs=id8KxU!
zvY?lkm}qRd;4DJD{esf}xRkVEADEF0k$Z!*02Q}r^{~K2Oz__cKunxXIImGptBOMh
z6qI5BDhk|B7N)1Cb2*pr-@VHf4+r4(`M<ntZ*RXL%i>KQKkIoRM?*t%+oFmaN^1Sc
zz<{2Sk)a69EZgdW3&>-V3#8w8pku&k$FuM0zB1iB^0J^m6YoVBH4sQ#p;gr%fPil=
zd-Q=6m6V7m5)zIL>Fs^x2femAzmxt>EV=pxo~<FHh>!WY^fXrZ1?K8UNf-EUlE~}-
z=_7u3GqRlet<LM`Qe!?qIATCR0M4U|?%qn1T{sDkW5n8v)7IhP8$3KbU?zErW*iVJ
zaFklwVs7@=ul!(KP?xu))pCdT4MR2-d<x#u)6;ui?PF0>Q=gwMb3!`?b2)yi2D&CQ
zF+>}}EA~y-TgXHC8G<QO_Nq%uBLKw(x%H%Ki)HF1@u{g&tMu&bIB6_~{fnRgMXSZf
zmM^ZZ1&9DYU*G8}eI9cQi|yT!B)3~}2DZ99h0u4+&CPCKd*G$}W~PX_?cdMM&B51H
z3*h}1xZ3A?LGSCHXODkk6aS}KfG5?w2#dXbe)9rkVPTnGT$F}a79{&Ag}f3u3-8^_
zhpjkt76G`FX|}^(xVETUFBvj^h!iqRwcW7CKO3;X?{@fhGDk2vDhl1X&48DW&*XA<
z#M#~5A(4rJH#U*oALe<w+JX(ofT|agGL25S8HYm9@D3?^fa}!;Z9!gF`!jc;VPX9n
z8{{X8HUDU+z9fAUCL<#QPA7~yx5716lT%asXJ?ZDA*UN%K1n(3uKNm0%gZym&#|O@
zVpewrugQ4qm%hP^8$<$XKm3=0C&qsh?(YHMZ%JB2*}Y*H{@zX;G#c~q`xIDM-q&NR
z7XgYpG&O~Ncea@ZWnwsY{QWcX`bJsAVzi*T*x1-u1eJvQ=FIA`gQOkYKRQ}2s;{Pt
zT~-<Lz0Q0D7iwA%@bY{;|Ni^Yuj#4(V2zL$yWtT%g#X!k|If~FJN<`eA8z#!ON5bg
z>3?#n{`Xsnaf*m8pu^kli#j+|Rcij1*3TtW2m$}$Ui|^07{~d~;*`Fk*;FuPs*iTa
z|D~({3<_@E|9x!#{^t*5W?MTuJBunLcypNczf@o?>-lcr=E|hBf|+C|^O&+m3=cRO
zTAzSTS))J(bXn#|Qa({B!pJ^Wfb#(LXaQsvw{i~iVzHcZA~#-1jwEa&+DlL1wCZ@0
zgP_WIS_XVYmSfIXc@-5k%(xhDV>ryHndZlL-k4Vq|55*;{x6~3b#5@z@<@2zsRN}I
zCRr2u^07)K64|`k@(8PDV60r-`0nB(8Urmyat)miNpiWUbeTvq@VwFd(ecw_vLD~O
zis43(Db#}KE}AXgZ*wh((M(tpA9&gJZ%->&^+}R#M5JXGx_<!NG~~@I5G_!fT;RXG
zEh62eW_fw?^o|HB=T(%9Rc=lPUdWR%y1fwzgM&Nzp2a4s+L;VdEY+1Qra6c(8sEGe
zkrt#aZ}boLqub>b(67=KclHxZ&m`x;UJtLKv_;ZRD<~&sz{F@=t*u6sge0r0iRSR|
z;CNUUN;`*ZULu~+h41E~PAPwRJ&~)P$iV+#OE(Qa(1rso;*d`9305P(C2X2rJ}KLm
zmgaDGq?N@sbF@)#_vnXMiOg4rzy;A+B;W&mJ#+ADqE(S8h2noMO~4!GdR@ZXrPN{R
zIp?L&^9$$oPLl#9IsPVnR<N)Q2J%~54A+vj?oUsq*7cM+pv+IzU(L%^G36yBzR^{)
zwndm%uD{6`t7Nt?0s#3&;+v+J#_BM*9A{)wFP26+i5gMyFfw8{<(QcJ9zLzQl-4$d
zcqd|><hRk*Z;mtz+Ae2`KL?*~D9_*St31Mp>I>Hf)rz@uOY1qqFQwt2jn7S>5|ict
z*03={2yOk4ks6p68FP22@@VbFLEiD{{fPOQvE^5C6ki_jvxk}*?)dolvn$z~`t_ll
zcTLEa#omSQ-ze4y)AO-;WDL$x{BnXR=TiRriim2p26Un{*wbbVr(T_l%A}&gF#D+(
z#S+Q3OWZ*JSc+i<(sEsX`mVHe5TnZfoVk^W6W{1CHVnMXpD`kB1Q5IQ+b($$vt$T)
zcMnlMEBc2^nzy8uVdWNmkJqre&yW~X2#rTVy*~;Wh1*HIng{k7Jf`HI({lPaa2b0(
zz??A>K(#1;%dJ9=Da^mDv>V#V^9|f|O1CI3^keLHUE~o>>Ab;{mH#2~mLo;^<a`Fj
zAEm~kLcBW7eiO^4y1pj*jCt$-vRNQR`B^z*q{O}S56fe>Zg-r*iI_|$7i=zP_@8^v
zYu7u($;O_~`q2JEf<vFr8}2C|?~)v%>^EnaEl9qR;8vgt`z$+9V@L9Yf|E`GtoiN{
zY6%X4x%S44s}o~X3AXiTgk${u%F<uW9^#|^p1USHP`b&)G%Ku%59=%5dktGUHW-CF
zlf%|*%`3zU1z>9ypM*OJ{2lADg#0e4(Q?uN!wSzQ&j{zxtGDJO4PQ6=O*Y9hj^E<(
zB7E)mI-=lz2`f8?XJ*xZXgsmL_vNMGf4CLj%Jf02-wj<hzTXGI88Cz2R+1;2LyO;_
z^nToJ{b$PWV?w413hI+KxApHOz=`mM1GUBE+>5Hi<;@Kl8d&?|zpp36`o1tLsS406
zzO7H);XX}h3xa&S5ipmH_`P`E?yvF>jgAYQ%1nx<rK*Nl*dj*N8kuc-X?_KEK6^8D
zo{@$zd7bj3bMu=YRQSRCarLtA5$ks+&M#`$y7h~JAC$7+oEXFRBPH}nTV9}M_Y28I
zb`G+RpRt**h9Eu`@D+l}`E^#@ShJu6fC%+*y}lxvf=(&u=&YU$Qaq9MYACqA0)yQw
z_-(sd^Pd?z|5v<>7Cc}zA>mh+{1&U^NdcHa$HdFa-}3L%MBY0l8-nBcTm{?~&Vrdn
ze(;eWSKPrjB^R9{_g<r(aY|wQzVbC=8sTt9rbWF6Tbo*Qc-24q*1QLr|4;bv0YdS=
z@~Zy_b`!5~|2xipgCDv7H@KU|r2J3#`VZcHMto;p_3A&2=e$Q0<5`l@R~8P*tfCz7
zK5~4Zq<qD!*Vub71%6RZh9uI;ANCwPKRwoK{ojo3{|$lfUjXn~x(9z?V#0*$L56pA
z3BqY@Zhro2eSQ5HB2JVRr_IzR?};dQD8a0#uX|cn7O9(?+jO2dDk-n?EBN03rB#8E
zkr7J$9|+BJno4}rYoz`FSw%%G%c-32a8H1!s3-!+?*<>P+>Z^<x$%YF<7n3y4J6P=
z*V-?0Fd4MQzl(j_U^x-g-VQ9UsIbw`=Jx=^Q3w|Ye{6ABmD=QlJ3(UJv%e-FAb8na
zX5nQ*BoX@+Z`2>0na9xV))G<^2|VdSrD<S$Uip}Cmb|B*YaWYz@}%zQ+yD2R$^Otb
z&_+l~&3(!L5^I6N`}=j4T5HQ3WTB00`=sBZ%VVm|nzS1?y7b-v+Mvyd2;-gy?LNn3
zsg18fF<WwIso|krWP*ydHwS>)mTAkh0DAJ1sZRLeKi`@|W377>sxO(F?wQ~nFLH&_
zASFu^QfE2wQf9f?zOhftk)>{c@)k6W_ueXK`0VET_iw1vpQ07Y`>79=Jvra5gXCH>
zE6m2MQSVo5^VpRHl!sdQ^QU{75GIvfYhL`19z3%!M?}<=_>$l4ZdnvX?upxPf85LH
zyGyKl*21OPRKU`gY7VJsvfQ}@nQyIjIn8VuQXB+0<1ZP%@RNF{vbZ>5TNxS<{!-2Q
zBMmZp>Q*VVO6y&pd8Hrl2OY#?w%~J@74>slekKAMuNZLa^80rS5!r{o0fgXSFB0<K
zqSm<O<#t=<72%xvD82n5Pfn};w`2<x-^IKgiPrwO)w&l8`(|V6oC$ioaB7i7Nf@}`
zs1uHJvAc$F4qi9owOK7b=!6XHQ?}H;t^r(!OUnx$ar2UWzmcX+$Wce}@G-Q{UMJ|D
z3_HC%^Xo5v+K!NCc{lvBfMo_<THF*zreob83+o~@J#3zy{2sjpUWIIkd9Nq7Va0};
zJw3A(lk>heK7p~EyPKT}-)8v-L((>=8Cb%fPxs6tHjA4G+dz|EcqeDo8S@CPgI*0M
z&il*@6n>DFK$hl7dqmIyioG+NSR<)ayRm|k4?9VxxDMtf3MwkMHKJa)E4xlW76{PX
zz64y?_U03i=`Dviy-gE4Qo-=y#2P348^hjZe*{+dW?s4?UIc&KF|%cFoO?GjvHHG(
z&ZkcT)bwy0y(nb%^bjXARr9SQg|1n_Im}7^)*rUk@VQb5FRrx__q^QB#Hlij2(gmA
zI9m5faKJ+Ie$N?`CCr?%q!f1{tUP@MehBZQ%dJmhFMN)4;;}C6t%b9uPh@sdFM57s
ze#ez>He2TjQ4Hyll@fCy=VtjEcO*(C`M0dPx-ap2i}SVb`(K>V#{KjCOL-eQY*i$F
zt$`shaVnjj1NvVLQQI3)(N*%$-bF)Wb(7mH&q&At_1hbvB=`)P25s)URrP>}Dh7kF
zJe;4NQGFFggHusZ*H@N}=hqzBw&emg?S-M}CoiQwJnv0Ug2FbiaCm)H57)O8x=4Ug
zYZSa^!~mlRf`_i0KUL0tXDUZPQZxuuSnNH&3Xtg(0px-Al}ssY=RA~04ETP#B_q3V
zL)dEu>s081nB>4?;QH03)b5o-ZLJT@Wx?AUsuPUe@T<LsN7qI`Nq+6K3hz$EvU<1P
zBZ_ZR3$L%{xb|aT+<>-Eto~F|JV+xlw(9$lmE6tz^R|b0S6uA{J9(#qr7seRVAe8R
zfHrQL^!T?$IS5L5nAYu)w!tcx2QAVW@h_{ernqFOdwX>&x!sp(uc5ivKO%-`MQ{)4
zSGjzueLDVFDNGoC-HG0+Z)bY)LHoXW&Lr*SGk%3qfHBnKc-=fdECbPjeV_3P>az<q
zG<{m<3RFtx)Y+2%T+;mjzSTwyXqz;`zQr{0qpN~E-01{dl5I*)_bq@sw^rrA>nPYs
zwa3<<f2&3HRutRk24+C?OcbzBpgyUj5kE&dB4tJyOa`%--Rn#{;U#shi%uwaxMlBT
zrK#_Q8pxX`Z9dLhZMZ&@0YE;ihe@PmLL=I{{_V;u1VQ>#BMRVMn~*A3;){&9&Y#dO
z_cIihW)|DS_46NIJe>!N$b{uif0??Rj6Abn91p{e0@XIKP{F28)!|}7{r?A1L9V_4
z_<9K1mxPb7@ixNVq%c0hqQ00O)IsE)qT&iHTz?Z6Zbl<ByBMA>CfK~BKYZNTpGoVm
z{~^}zxQq0xLbyAbV(W?_@bzT(tD<Amuz1}ygheJHAvqTtmkz@830)-aOG(Seyx%V2
z`n|U(E#tw?N+0_+eG6}QN&jd2fyY?C^B&&@CfK@sPy_PQv3UJ;fuFQw0Hz0ZV)2u1
z;^;ZbPb!3o5#=ZOV8OKRtbP)$!yosse)~<NXBNQS*&JI}jf8J&Yjz!CQm}aSC4@yL
zAR#FS8<!8q^vT^Ijn!MOWB!VB_-SHSZ2oP8)ca&z7Z~{u#N;>NuWr00B)=bv{BkT@
ze+w6GM)BpFHeMH-L%&FkA*r!^-57FKn})~o;$z5Bt|DVddMv-^74}}_kL6vt2%g(c
zYQMC7-#x4kzRlD{Co^naIii8On2N<~sk)fR)Wu~(F@2I~U0ky6GM25sBJ!Ps9T)GO
zER${n8MlY+yRKs0mUBqY$b-A9HMXsv1Yhr#QlEMH++!?UegvNrGhuIQf;Gzn(5I(h
zj-Z8lKi1z{yCM*CrVnP<VfS^c+j<G<8ToK`vBb7@<KgRVFI|W8PqA>t34Bh>g1xOV
z)+`;3K0RC4|2!izA3rZTf?IbZkY7-Oj%}UjXWHAb`yShOU&FdB7Z~}jR@k;Ks9_tN
ze}aX}kMnI{j5W)?L!X{r^*=8zF2lUVhjHP`3*_V$!P?RgKYjl-CXeqW^_koE+`zi6
zmxXLF4!&M?4e0O;3x7Mww}BDXEd3UJdWhLz@lo8m8_BmpEBcv~zS7v0l8?<vxyY!j
zhO4?VHrN@!TT?~q{rOeZSo$d&7qg3z$E$$_M*(YW4bV$ZFh8DJ!NY=&*|?osg3_8=
z*r+ICmxB>nYj7l<w<94Bn?B_ry`ma!8p_z@#D$M`1M+#*SoA&%7c+{GTUi4O6$Pws
z#YJyJ$@%$p@i|!VJ_}PVb+EySeLP07zn}=g1%=3}u7;D65`NRufhR|q_1?j$8F*G+
zA@O}z6%LLVGyT~5+<aUpDMe~kHI!NaZpuoSr=yM5Ql5FBxEQ;NifH+*6cw>dM+crt
zO04$|&CJB}%1Vjvzv6IkP@m~{XXNJMOlhge&pRnA<A?$KJQ+oBY&JH$%|d!v72I?<
z*y3XfUnz576#13aSQws;^N9t>t*nNnnj$uMo1l-W=3jnh@Js%>OEC{_Tvcr8(a5^X
z6_$0EpQWt3T>pgKud}eBn+2x%visq|k5jS!ehSiyD&cOThAo3^;cKD6dhdZ385n=^
zgQ$Fk7ARfQPUPLR<YprFK2Jw}SvA^OYhe2~cCa^)Ucc!zhucDH4kMbl<`62h<}gLD
z=0Nc-tpxMV#pB`od{ouc!pT?-rzg9>LRYdq20u^7hR3N$FRp}}ks7x2wSuo1yA2M$
z%Eb6{@e(#DS>jLsoAMhL{+Wau@AL36w*p!md33ea!pa_&FwtbM-?R?zvaum5lc_hl
zD%j#@3SR^EdUNnYF2+Ae64gPj1xmhitN)x)#=|c!({MYrh_1ICxa!#AZwh-&_VyV3
zAqN}YWg)%13U1mQZ1FOIuU;c<Au=83lM4lH!P6LhgvMoG`pn=rS=bPsf%H-y-1Jni
zrGq(qxoYe-h{?hDy9ttQVUlP4XNBNbtiQXujVWe(viFU_Z-vT1M+IBjG*S+ak|cE)
zD=3FzUNz>wOvA;5LgZ9b!CFHJQ=RlN$&uY(435sih6tg0(9RUThEi-0n}hKWSmcj)
z7nL7E$uB@oIbXhu0VXxzuLeI$!-fa^_F$}rE&Z+GYc8cdyv)S-GjWpbVMUwz&*!6Z
zuqz}TuTn~oTUv#eKe@xhg#B+~T?e(`uY=k&aUFDL6#9FLu7e8m{egGbeLn>oN4CVY
zp6uh1;HQ)gn0}GA!2lbn{o=uw85n<x#Re<e3T*Hu2fLnAHYjFnFrBgidp}>t&cr-y
z{LJ_%ZtBX|*vb$-S`GUNi{r8xKY_>h6C4cD%YemC_>_Z%AF?skLI>*|4Vz_KXbv{m
znUsgki9)_&%f{s|iO<HxtfG2facxUO^wMYKulSgam7kb7uR2<)Dj~cL`&fu#$LCyZ
z{FsaMiYmBiDr2*=QRDt%Y!)u07xHbONc)0y{^G8LJo-u~<I$g;)Rpn8y*_%e_>*-U
zDk;XUk|Jc)F#g(74IOw$@z;juWFmwo>92KB=3u{$pseGncvxLjfRM@xQ~|J;SHKP(
zJ($W%Zq556w-CX(1<0(bhO@E~RvPJ{wF>*YY+ynfo|a1btKHO8aLj_~_pcO|;9!0c
zBFih0S6zcU*2Zv^;;YtixU2|!OZhfXP{Ja0ZMZA4|IVoVOuXPp>d;w<gS}dePimJX
z+Ft7TSxpNQR3-hNL#4&oT~`JQiddql0}n;^G8mC7r3{of*vC=^l&)2^fW3kOg0<Pp
zfMRE|(AY_hY7YkR(QKqWP-CYo!Psf7z3A8}rGkfr@!7bQ!;GD5RTQz)(Fk6elD=AV
z7`yDtD`M&*C7-H`hPqPg;-JKIJS}6di$~22!K<ys>g;^{SzLw$UKKRu<j_%#g9QfK
zFjA1dMRjj>A%4%~w+9s^tTxqymnyps{o~T`q@-Np`|cVlIALQ{@3*hc$j9NFA{12D
zz*kKf>&^6GtE|ZS%mYQm*jYDzQ&PloZ5?<jv)9ET)cCD}ef)OFK(g<jmz#$pB_&v*
zt%V>B_IEDDk+LHEQC3K|2S)`ZEL78x+8#&eXW&JZWI1$F<Y12$Qx8gNYp}i~AAeSs
zA-|>uX7cj*j-!E*D$;e3WnHl7;ElF(#>2$R1sW!XI5BVvVlUo7Ls)k5MbC}%VBl<z
z!lX1jT(JWY2hWS#<1=Lx{ake;1Efd9;QEitksA6&>NCxzjDqEy@lY}{KygG2Vt-tY
z!Upa)pEed|-;V^x!Wg{lJY=4^iMU@jpr)>l$jQNG$&WA|-5*Lu`lv|FMB0J#__QLJ
z^?66ji?FY}0NGSMkXOR5YPxV!U@wF33eyqFQV%*Rs$iD}QxB-;Y$(mc6J9xrYHQ%F
zsEl7#bzvpX-WDi~CXa^6%plqZC6Vv&Y5Fo0zl@Z6zwwU&Fq$+9O6Df0%FaX1xf@7W
zunx6+8<;QriN1s>jg3dRYfska=}#B~!)X(sz%@YGn|DZ=vjnAK(&ZaW34~tIw@@-O
zK~+vJ@-N&#+LE>P@(pKw5AA+Eq1@62HRa_f4S9vsMQc#;L3I8>7{f`UVKjXL6uAZ{
zee({9vzDTy0UL0C2!O$aZ=p=tASVyG=dUAqk-!E96Gp)>=vydTn$n-k-hDvos^3v?
z>w$E;e*Z1ZXEEha92tZ7Y0FR)DqRQDp8{Y!X(W^_m~zNEcLSg1udmmELdk>+>s520
z+p8nwR8>$Omw?!yc_<Exl6c<s6OmYdux<~lKDPec5x%Zc_C=hf_OQkvDvrMf=|t^e
zZ6k7jacL#yZFz=^_dX)0pd8kwn)q>~J0=fxk@`0U-%P~%%b)mTCk<=~bcC-R`#uU`
zPCQM+w_798-`f!9XA8#B=U!xB*X<;{`c#PAVjjX)w}FS1X0zQlNFWdh1cERm;E(V>
z#exM3=wLq&4-cF<bB509Crnvc8Gir$cjV-VPDm0!2TB?l2^LM?ym<pZKR;~Wz8y1X
z&V;qKHT3oM>FfVDPQA;)?7N8w?rB9YHg640N1v0icstPzhHC7CTuo(pyqzFeWR<q@
z?LurWLQ+d$qAq=~OmXt&2h7^|7(3>7hMy}Jn~z4I*AJHwbAA*IbtM-W9)zV}L@#@^
zbvFV>NdapQyh6_@mk@PkBuov}=?SbsGp|8WK@Jx-^?|0E5;h(QNB7AW5q)+P)Ko<E
zIr$(7v-U({$B&-ybI`@+3m?$y*T;z2+XIH$k`s@*8cLWy!V!+<8uZ4mD=*S8Zeth>
zwUyD+TToAWd2_LEreLFxvZD0FvL{2*G3)qy1dnY6KU+;~xtWCC>tEyDnzk@(V6pgf
zRvG4=_<#;90WkJPYS=o)0X7CID66c&=9`J=weA((uWbhdv1gtP&A_bFaR~m_0e;q+
z*m5Tcy|+Z*-7>$1<!6^+?wNRWuxDS8>*=hEeF2UF8z?kjgKIIEwdOu{Ea?V6H)Cu*
z^a{NuoI%XBaWK@ATqL9d_(t?`L|ac&aFpe-cJB-H3_63T%K<RuG81+2iTUX8?Qx9z
z#uZDZwuPp;GNR+M>HArA`12!XZGC|qbK1hs*#MhQMx)n^TZlP67>2r%liRwQ%9uaa
z9gdb-OkH@AgmEh$!%#;BJ^h)<ijuM_v~%ZTXjf}YT>V7q-%rcG9gkU?pJT_o_V9By
z#O4!G==IZe#GD=`U4Ebk9IdpWq$rOoj}tL&`2!g0aL}_2vl(*jp$Kd{8I1#rJHgsS
z1B-Tr(a(%NIRqSKh3032>#>-%_91pG?g~FwBWynW3cV(sL(G)`7_w{{co3S*)B_J=
z`tMo$M<{wuJcp=@-@%m2EH0$ppD6M>*B^gI(862zraSwFGsXrX*fF=AkPU7i=ERVO
zZ9tU+ZG%LN`|T0m227w+Nf{6A+>9`^s|_ZudfcE5XdUi+!mQszv167${G1H1`Se@#
zn)N4Qjt!)r%c{e7u5h%_f|8;ft~^b~xYbXXy5MJu(()?2exHK{W8LY=n7pD&OyBYX
z1LoaD=-$4P@|#1y_&61__Ps;!_b%{jsf{g{KB4#05WL&onSQQ>4(dwyWvCq-P1R@}
zu2P#4wnZ{Jcrp`Dv-Z8ky*D{HG~EMMhAOxfo{g!yqF|!SL4RLv^RvOFaLihM2|HGP
z13ym-Z2sdBdX3qGnEP{Ks4ux7QCe0BYYSZr`PvOLmq`ht3BHG&ho9oWrV(&%X@r-N
zNf<Zl6tpxs_-UNzX6utzqA+XaP3&0S4}Kn|*u4KadW}7dm_L7nA%8Jjm<P{4V?;k!
zwDmG)+T+g0==t4YMBV%Wrbe3drv2B^X;|=MC%CsVLS8``rZ2mW0TYfR^wK2h?}pXX
zyP-S$+>NpMU>JG@okq;{@$B!07fBfLbt|;>G+}hu^8!7`pGMS`!1{LsT@D?rv2Ued
zld7_k^r7L&t8X!D)gA0u)(d{_CfIx+6uriuM9j^JQglebh`vr}>uJW<;Td|4JAtUH
z6JTm2T5jiW#Udm;1ttwFyq~=K4zpI>#g1h?n<zh#FW;0e|2cY&JBg^PK~m(WHYlIg
z;Z_`GZG3_q^E<)M#Soj1MWWZ#D~LHaQi`vZiV;2Qd^LHjJ@^_uf4G9E)58V6+N>Ll
zuePx_G}RQb@n|Hve}5U#XGTc+YX8E!f%Xx`oWi)l&R8<F4ec*R$K|lT8=FmCe2|P;
zyWe2Pj~@JfDGt3BJVDH!?$Z0E;SNImQo5jD@?!eD_|#%_nEeprdRk)1XeVf@Dj+(s
z5F91RzUkzn6wKNijU7L@!LOwbHedRPUW=Y1X6IMz{W2wgSW7sXsWb9JGcayTI3vF`
zv)Gn;sE5e!To21c(AIE#)0TY$x2*f-f5Ts;<#({czTbKa<SViJs<aMw6EJJXE9{uz
z1HV@K*nB1iz2@FS%%Ohtdtbr^no5{I+8K@(nv4yerC{8e=Zp<}nP9V)W}4VG%^Nnx
z>L{zI!lpB^=sEWuJ{;)>0~Wi=x=qr3(&lH_F|PysT)5bLJQBTryo#7JBUpVkx=-q1
zhqi89rW_82qvzDCh&nk8riN-vpETzt(<iO($&4S5MWXu;R}g(_m_(mc|87_*^lms9
zieBSRAm-L2_PP*4_07)wcY{3E?tYG*fyWVbZKCvd1K&1moV*l)S<A0r$I3zQ^Pqf$
z$LKZs55(M`&H9cmE$8ul1Xs*lDjL93$Ar0O5EYw_Lz{=wf%r$xy+-#@dk}qR7EFyK
z$9pF)zQU}f=dok;aQL;h#O6H@&}&pMVjeAMz)#V`kiH(6xkPm1K^=MdrD#83GrF|3
z$F(Eh!$40RA3kP6hh^j4$xE*>YuQEYST&UKllDGDuhF{^^I%@%@|Rv<mA@wVE_NPz
ziUXTRGJaA7<tLq>4=MO*d`C$g&WB>wqEpzhZZ!P7tg(65pXfDgGh&`ChoONcyAD?R
z7&5>MGZ&mfLxjHmgx!Z8z|EQcpoQjA7Z`u_GIp#S%$NU&FMm!W^4&0V>E#CGXW-E0
z5q$Zt8m^1Yp<krN@>`x`$IsMQ-hdg)PrreflS8GCAp<;^aWplSr^b*g9*T@1*B*|<
zwo}nKu&5KPjn%PecNqQ5=;Pl=^o=Jkgksj>GuW|q6#QCSWApAi=rv+1VxBCOUKcI(
zF{GatW-gLm7o8nUaQn>k`p*jT4ZNRZ+#XJzd4!q2?8VM4KfuqsB{pxrgq{NzA@<cy
z7#d2>nLT~}4kH8CVb#*H=-bN&$4))Kz!AUU)#J@@ab^OC)8Y?_{Lb}TVHiJUE4~@f
zmR*OlPcU=-LG0W-5q{qG*c^NnJqNEqY}i&98c5dNry(&IIc_snE%_FGdwJp5sYe(%
zYAs$pS_>B^3;O*uaO7GjD$3*H@t>iose+BaUqQD4OY!!_W~ix&*2R-&A7kb(`>}KL
zWcc||Hn@zQgO(xo)$cGgV6#CCMh0%gswJb*x0g4LoqmLYBUj_q<MnWHVr)P?@9x7l
zII?#-tSk(1>rObP%-jVNBVF|WS~4L0<k_c~IsXuLZkiyl!Jyv|8@5@B4Pr5J{1&WQ
zJPLh#wZ^g2k1=r6I=p(gMqq<c>!7HpfQ!fGKvPqdZ-eD{8?sTt1{7y9i!d)f3tOm-
z+Zr5fPszuCHz|1SV+BJNU%RrV7X2cVVW6mhqfRC;QC2`=IS*P2g8H7vt47z?N$9Ap
ziu10f&{tGITv;WwS>`!UrxjxEyG;D<!iBGv3brQXqHkyt-gLBqp)$MtKA}l4P?E=S
zPg6#ISrxQd{Lz>BW!RIH4_A$bH!fc+F2RzVJghO$g{QJI_7oIiWO^nZo0~wNr5*pl
z)d#Ou@Hwxh8eNmq(NA6A*V!m3VkJixmWm1}udTuEf+CDa%fwR)$!A_FEyeQue5~XL
z`TbE`j4@eRxNl^{Du1^=C10RGUQG>pW@O-N7192)v$8Ta=n4+{P?EAHL2>GHK4yod
zA(#rR(o@COm~8a9`w4IRJHU{`QV!KM==JAE7;qGDvZEzTRTYs?QVDG#zx+#|dFpKr
zX5UFfa4(^CmlLsgJE@U%mq|kFE@)ugC8gnYmy@rvFzeDM1P`%;AGI;;Q3`tRj>5a2
zy<n)pKHsm&k*9xNFJDajx_c?u_9zwmN4A8uE(eQlB+$={n(GA)OP!_H9L~fcc$CnZ
z!`2AATiV1m2Rq4rBR;DP9oN0WxOT=^($5;2Dhh~BEdht6J)U}#joH^fBe=f}e9hId
z^=TUV9C(Mf(>-CR-ar{l_h7X_DX#{vQ%mq`XEQo@Ft5A{Gp>Hdpd&E|nIZ^&5z*mO
z9%hH8BDjqi9Z<9NZ5I06{)o4O9AKy-MF&MWydC7ossq(84!-*tigGP*uB$bD@8;+%
z^t>65Hv=7@rYPFRP9^4J_UkkRdouxfTVu1)=l&<W{knm+aQ_nwlofEYodrx)6p>I`
z32mY0e(5t$eaOY^C&>uzWC35UDz-*uqR*8$ydCKTLscm@P?E#jQO*Jzi2Xb{Kr{&S
zMnWMb+)Kb<8}`kQr#|Lk_KQ>mx8;{ZbQb#D{D`;TG*S-Vu$KeH?2uI4ODo2~P8P6I
zSHkU-B20aj3=>sF^b<Rv;Z%GcW<N_sa0fFw$ZzYLEcChd5pRb(HY|U5E2%c1o_8;`
z2nV}Zz)C|2x08!7^)X+*m1NsF6_JhES3V<n5Y-+uu=PnA`uy=0Z)a2OK}mXh5ZWLr
zu0u&>HQHHfVyLS=CW!^hN?iv%!Cwcp(ZrTp{B_XPO;`s#$-WL+$N8{Kgv1xXgk^rJ
zj#J@Tn0@&Zf(J9f&s!g*qR$`Ecsr-HbQ^Hw>7O@f11k*-b<@M7vyI!}bb2A?#%5ug
z6Xhpxuq`1E{lbzF+0I(3pYU~9GVLcEb2otrM-ho-Ja#{!pbUGH3g`efsWy;tTWAh8
zIFnI`c^|T{)sYJyO%8rf%EN&0WI8xcny=XRHDA6f<tr-keMM3EPHIZH;wd<!MnSrp
zf>Wu5nDZ_Z+g+F-zipp#@pVWdqB`43wL$NYL>MZ`<3wvSm~be6kq0fIzS)$cfZrSq
zVW*}<zbg(W7vP(hNqEu02F@(L<K?natSHLI3Qfje+gDPI@A9&6SD)Qq+ohwAN+ExZ
z3ZChmlYu_U0)H)`stQALvM^j#71Px<q0vGP@2hxFX7Oh(6qaCdW-iw8gZy^q7Gii}
z2A<lQ!a&FmuVcTNp@@7cps&lvRP@&r_^YM0weVBnV1R}iW~Mj3-|1?3DOMKeW4VS7
z+!d5@psWai1zEVQYYaU(NgaYU^}vKv@^z@GLBG6o^i~$=@JvtiV6O+2W%#8i4?TtM
zspCp{DSqRZ0Ttx8ue2Cr^RjS<DgzezJGI4p=Gq$cp~`?GS_VUNvoK6W6*JT|p<Y)8
zQvBvK8AX^EmxZkkhWz%Bj{y-W2=|jdcIq3!jGc}-3yqx=#l}vr_+uw`Q~F+N?4%=Q
zzFpR17rHKH<zg*Y53M;$*qv8|5y_c&Vr{}&7x$SOh{(^auEtlN)6h?YkzZC*O9!3K
z)YF19M+y1WHCT|Di|>-NaLbB)&EtGtF&3ug&;fZ=kl(JXLJa+wjt~bk7>N0H6bG#&
z+e63L6!g~?%t>#}D!}fnLTtCthb3i?^gQ~RPaRCbk&}}czb(tp$0}<4rmTd$Ma3AM
zm4ye!?ES$WJ$>*XI)3Yso`JrqlJj5JOUv-8vJzZ*>1*K>S1U@esw5A~)OGpou@K`6
zGjUVLgta~Xu1V=2Ait&>{qsfJ<Er93Jm*zly*d-{`j}UarNy~0l#@qSmNqHtx}c<{
zij0U@gzr0x;pexbF|@7BFzV_qgzY?mbKlN}b=NlNzjp<S)3OkMi`k3fJghf*Z2SdR
zCoe{FNCf<+kHzSlf8ckAUMS6C0+WQ{4(pAU8-KyO$%|1K5&`q+W8r!84?K0~1s>b|
zBm2T`^(?#{Hy;I0UqiK}6`T*Orr$#!X04|0vHE!e9S|5j_Ggqt$3fHE1y1`{p{k$=
zN!t#KJnvdX3D%V6Vu_j_+!T~>sJsXhiZXFci@hFfRX32R2ZIXJ&`XIa14@snMVU}&
z(E{5w4Cp@bKzSj?6=mRxmI+i_NY+cep?zSrZazN#un<L|5p*!0)7AZW?b4mq2KpoV
z!Sc5`h?_VMMbBP=V{Z-ny=y4p_&j%I{e7j;?-AYWyZX<yRn_d}I{0gtteTJH=?hU3
z8V-XW0%3FhAYxi~LshoqyG?s&e;6;Fi^M5EqckK8%68VU*tw39fYe`pqwi5~=Zow;
zhnb*31$h`RnFHGkhY;h_12v^(63^8A=4+U*o{xl|7NR&b0^F&AXnFAf-gtCJRhFa<
zy2JXxZ24S#n*1}0pEEYF-o2K#LDD?N29+u4bO2y^+-KUM)*t;1>`v`ObesMte<ynI
z5QV|eKCoRsA0MVHLeYx|nEo^tF4y+qrBe^qaxfUt57sMZBR1$46h3<e)t1(1`NwKn
zhmW&Y(f255Yr^B<3FO}oK~&!$`Z+50R;bD=WZ%QO;W2jnO6_4a!sesl=r!dMVlIBm
zzAxe>wTHDOvoC^L1Kl5np5I?Y)Y(z>YoIgNKgPY#6deAoJFHAJ>EsnZta<<w12y#T
zEO|)8$){<UbvOpWLC)~A)54Z(3Fy5l4DU9!hoP2qU-xrn8Ri~|MF&U8!+J}~tI^(3
z8$;U|VbX5VgJ_%EzCi+kKp+srX?R3IAp9R9E-nsh*RF-0o*r)8xFHejN1>vkf;n^M
zVCmAO_1|^w+*xWcS3p1j{j<-XKTG`V;>C;T(W3_~kHg`>%E}63#*9H!l;o)x;@rP~
zAKKd5bf&zRn3($SFJHclE?v4nOG}H^)!p448#iu5RTXtUm?U3%|CiwE>WWUCI?)5f
zmoHz^-z{0PgtiBze;t%<sP8CSQDrb_&>-mO=s-<P4c)qRLqtS`#Jvd#3G_w%yY8Z%
z{co}9MLL4q4G`dF04IGFdI4HhQ4aefnXE8uP&L9xU8(-!vMf-i6jfr{p9whB&xT%n
zY*2@z;RqV!jKBe{;AEqVoxgU5Dn|kPF1};E|HyAWFlCr4JRA(*Xsv@ii@Knuwib6@
zB-20tkXV4{Z!!=(zY~0%xp1)3p@Rv_Dynh(hU8#z)42}_>Scw%9#(L&)WpsoTSHY@
z9{X;Jo+4UDXLkb(YG;a87Mid%QOC4__HeV-!sBSs!7a5>*hrUCf9XhBNT=9*BN0KJ
zOcB`81Wu;v*b(3eRV8`sf0!!ucdBb@F=l5J77wz4wV~vIYE&B|baU2&jiD->&D61B
zR7(_=RU<N~SW^D&Bm}iLL0~&$IGLzn$F~kpRg%O0Cut4K|Klwd_qT$zKKn^;RDhq6
zmU8{2BV{uK#ioNV5j4~lfrDM)WT%gvOS(gqqlkUy*!ztm>%PX6QJ(N<We7(bJ?vTD
z6E!upxbrNr{+<P!AE8f28?2qv37$?|*ji|#|5tXbn{a6zPDCT9e@g`RwTF|nHg?W!
z3sq$W?7JdaZzwvqHpZY%mS|<A4O=r!OdIYDH(MP%j?AdPhdQxl(Kruu^O1h?c)k2%
zZxA%l5rO?2;AEqNo%7l=ZQ*h(yL>Mb4C-QyR@OR<{1Gm2v(v@n2u42DM{PL~g<r>c
zVn8P=xY_IB;F8Wr%`U}-2MNv71_xguXow2}2RXyZP7ga5cVlcItsboHjVUAD`Sm~-
zdzN))>cMkCJuos*6S*$kjYk(>bJ&=(FA#4!9)+O(4hZbq5>D1S*g3Zy-v;lc+n}?R
zkPTemW-BNM#s>CSG~N^4eAu(NNa%3#ErR;lBk*f}Im~VYRgOINU5#Vc!P5wXI`YfG
zR1?#NI>F6G2an${nbx$_m2hiQ4-EUt3Jw-p@OL)Awi$l(=}Czh#m%!{y!Z)0J<Ji<
z)f`Ud8rbo@E3L!+JM1T9c6QanAb%sYGS`5uu^N8rXAL(i4Lo@(nDl!Vn}_eZn9=uI
zaaA#~rv==tG!XhBzggN~)1C(i8tI3?;l6NcX@s4tzG3>slcB8l`*>Jj-GY7?F~C!5
z(9pB6&*<O71z&e{f|WV7+1edFI<`b;xTIY-{qYn*!@UqV)DuqjhS<5HFH}_&vG4S2
z)@L8tJOoq5_`<`<7>>3E*t2>7^L~E%k^VUqRCw#~SPc8x1r9d)@b@&wwk2O9EGiX=
zDUxMC>u`X2H@G428~(dtX%EH*XQlKB>-+NG4P55ku%hnWAa*jil01wI)ax%DE%uW|
zX&v^zK+rIE1b*Yj=&-C8(=VN2KSl1yh5?xJtrt9;xNx-9!=B&z@O2RNnN!k>@YC|!
zII@AtxGn#M@)aA9-yc)HZ7n3fcLVbO#E}jCpx8j*DXqhi2m}psLSTPK##fu)iP7O=
z47(1$b;FclF7R;BXMDAVo%z06im0#lOGo%P8#2DyFCFO(^{l?yzwmBYu=NT0bhN_S
z*&X58%8>6P*s=yIHJiG4{sV$~3-?Q&OuuwXO26bL-Y?m~%~}(Wqq7BeIQSNQe7IOU
z-W8s9+Vp+>{Y_Yd=Qdr4M^H}-1a`BavjFa#;>O6ooyacVRUd=e7}xj9)B4-M%}NuG
zh5BV99gfI#>3KT3xaz~kNQ$o}<G%Ud@K<U1N(v&rN`v*_bPR&NwnboXTR2&1VdqR=
zrafF|-&oe!gNs2O%+bnH3$~^jm^Q=_ZnoNZ93>d<jp}BFZeB*PF;R!JwKg_RX^p}X
z9wOtV^vyDElZ?;Yir**cVCOF#8Tpr_^hqnaV#-iwrcbic!JY-3m_8{~xKGMN@XsCi
zeUdgEOi1@hH`#r!P5WLTXt)Oghq%MZ-T*t7^@gen^=^n@*I}dZyFnj&RyOc%SayrP
zUy)@aLB0IFj}SD{7lFfk;M9_fovQ{h?`Ua0g1b4^{rWXV^!I==%jU7NavsiJkHVVy
zebCX*hR&+DWM+5RS?XiQ;pgl+?7oMfQEd@8!XHj8jj?mhFsQ01Vc&7~`+Yntv2M{o
zj2P%8)lXTo{ZE*iXk*{zZ|O{ZRDfQO&aGf;C3$M-rrngE<S+1(Ru5s?<B1ni<Xd3f
z!u}2WNiQis$ywkh^{w-h*!#InJ8vUsbO!{EY6m9=6YN|+nz6w#_QgscPiw4OG87{Q
z`LdQn9mU1v7(IC}c5nO+I$F{*r8I}Sz{vL#l0Uc!^80?F{2s8g)WeR$&zf()NR1%}
zI10v)Kl8`((#DX~Se_a~){W)s$B^lQvHZy>{2J(i0Ua%wvHW8GSpK2pJ8#p@KM^##
zJpxDa>*Bg^`R(y3dpUSoVcp^(7%|8P%2G~ur%<5gbPToXFMXjC`<q*P*!cSeObF<S
zz%kw6)XD-ow@!hoiZb>czRi07mf%b1)x9;HsjrozIhHRPjn*Ev_<ffk5Y~vRBXV85
z`W#(4y28eqJ(JeP-!Egr*lq|M{S}-X&FR2DMu)rXI_$WHUfnz}XW9U?axla4g(K10
z-5S5|zE1!ALtGl3hrY*-O%vhcWd{d)Q|#C@0cB;CIDSU*Afb)FU&4fd?g$*ym65+?
zG9&*G`-$*dc3eTPZl0JkeGp@Vg`?2g-3Gt!x+W5oICfMQbnf5+D@#L69M^-+9QY!P
zeU513_A8h$wkrZhcY%|m8Fp@-0992b>^pp~5gYVpY_MPiqr>hSj1A%`8+^cyjX``H
zm|(}IAifRQ>(;j9JOmnR;yWWPv{F;XR(nIJ$hE+sbjb}o6o=9a=*$!+olVe2O9hr3
zMRd?srL)b{|6NJBFjH2<E=MCeQ=pZKBD(3S!A3>WXWa5B7vs#eFxE^Ptu&Oe-Ps7L
z@^UzsT)-;-Kyp5vLF-IwGqlxFg_WujI_jyyO)UFGaa9e*Mx<hgi;>jLvUTh#D8jdz
z>KLJ+4hJPgtku_rN((t0FOr=9q0o_+hoOStdQesll@=|~PfgI~2CJ)~qbi5qH0z+G
zge7`9D5|Z+yGr5hbqsroiZD`54a3#c&{9zmtF*PjY0&~FOG?<~%gMoz(t&?HDre;P
z6$|*I0{n#U(-zyPD$J&LSqQSzMS!g?oU}P~ke;f13+(5gwl2>8_&mBC&ULmzJ3}=(
zV4)LN9qvMhZhh%9>2((m0|dAmz{x-b!M&}Zsvw8`5nr(GqAq3K<yHa?4X}Zty!3UK
z%@0!$<ZpyPUoM=CRI%e5JE$tkWB-echUIH2)n8npaS{D)dYFP=yP0Eviyque)NpWQ
zOQaT7;zAVrruxl)N?CJw+Q^#2zPDK1&kEKonFAMG_=w&vdRX&~9Xu^GU~8a4X8~jj
z7TWYA4ME<92=Fq5lc6dd_(!jOg=I>&K?}f0L#h7a3IzdaaTIVf(1{LiaxhSVKNU39
z*BW7|B}mMd%q&6c5S@*nmbwVA=hvGyW>8gVf&CwH8!iV`#rlgY6om7kuo59zrP%Io
z1|NM@IB0ROy^R^ls%vrL6U+Q&Og4gSbr4{q3nwiOf_+SxdiYUFTlkcR+=^<P>tKm?
z2K=^QDApFf@R^$;G7;pYkAPNsaMD$w1OMpzW26UTP{FPuHV_L86#f}?UHY7l&ZZi$
zk+Sh|Q&cvB9CQ)TQWs7-90a%Hm&5zqhU<cqa-evYS&A|Cy69}IP6ymgaMXjlt_ogc
zl}gHw%tDZ(9s(Tn82KG2`EuAF`vvmFZ160j1Y=t2qO*wxtTdD{p_M+|_1NXpIy_EA
zkS`Yj-ds3wRS`VUhFODr`33DkY_4Q<YeOvTW{$2b!MSWuhmz9kpdI+@pktf34!SD}
ziwD}U_6ZazdF7aPBo>D!yEND@ZhDl8AU`eweE2pPY|HeEp$*sojo84;5DU9opsRi3
znKmf4e$K-<GcAlY)j}(EW&G~MW&DIxc0b`@N&#|t)i~{8%J>N?is-1T3O5Z&KOx{v
z8iJj<tbuUNr7biE8*EL?L!hY^zB6IuZ*$~AMP3evq{&Y$KwecfPPv()jkYQ*RTR-d
zM^e6gixx0aR;a)98#vT$%cmTSH`m5kb8R?L{-P`6FCIu@A8%6MQ$bW`yv@;8x6WTw
zgS(Kw*q5t8XZy2PQ$kC1Wh{3zgt~$pUgSw`<fovr+Ko_E!!T7f*efXFH%)EY|2kF1
z?yqT!`)ieqzxK6Iu-Ure0y^X0FB;l#QB;DZf&#j8R9FLscIFgdw6+FDYHPqjS&0t(
zqkQ(``9)IwRjz_U{q>-vjK060reF?vn3g(b8)(xRw3@=cvLX!UsAC96owmVpbsgGg
zK3y)&2J$cvx}H>)(>`u*p`b_MpHtVL73J_(RE7mhcD=nNMHsH4hM_9_GSFbk;B*6J
zU?4AFe?6{X%0M{aZ+&qAI`hlGS-1>X0%a(+CgmZ}L=)c`Gh?T14*aoG8vEGkU>Y-a
zI^}ADHrgtJ_8>fVN@T`PyIUF2nF1RcJ2i)~%g($)jMmb?NG)}yE^>95x>(Re`6cB{
zUE~LOY0Astv^f_8G}U0IqzG>nWvnvPMMOm<l6ma=)Pl1MF-BJd-|A|>k)wnSW_tAB
zbTn5=dr*)ES5cw<x?jY!hXGn@^?o}QG&qZ^jXqjxbjH9P76wS?RpVNLWZ%4-8o#Nl
zVYoUoep{`h4USw3oRBttlW*GiEv>2=3-j}_O-~n!QVueyV}Dr@hH=#K4M!bz3W{{#
zAE$*J&XgB7tv&LX_Sj1(kneR>B?fWS;HSianY;o<aMa-_uZYMh$?Sy9p)SPTc!+xo
zHzVf4pJ)o+lSd%`Q!;MNUW4qIj|km<6mQSmg#V0y`g{Cm2IAG8QwTqB4%zSGab@yi
z@Jh?!Iqn<QXIjh*M9Q91NIP&2CGX-9GkGzpOUq#*<$mq9o+x<o3K_?*pgbW3xwoGn
z{rDAV`3eq0(Q507tc!P$bL|0rPv+U1$i4L#nnL%~aj?7)LzOi!SXmu*@=92ustXQU
z;9N!1>cP{ha{B(B{D8mDHC2eHuEb(hUAQVJ!&+XE{&z)fEgfXahRL*X$oS(VG7p_a
z*}FJ8@UObG42A(iS?|~IZ;isIVaPsl85IdBDERX+vQJ)tx{v7JS6fvDUPgBPMP<Qb
z!(i%o<QzDO+#_dD5gUi(X$w$ORtDYg*yXGFwMNPFFyx=Ugv!Je6y1G{yfc@f>LtjC
z{c&(0a*v)xdCUitN5vp<@*F5xm_o&qJ+mD5r*X*Ie-hb;so#l1!jFs&`ri#<y<gqG
zHHx2wA@|f}T8F|rkLiD_c?)zXxONu>H}9h&{xd4#J|ktx2GkUnLfuzz*p4u!GsYop
z?@44FJd4tIadhAx6`W`k$gYEC8&4EG4MP^c9P(~IM%KwI&=4vIv$+#dk(`G2LG$QL
zf#si*>HEq*O0NBEIvkFm!OjRA=maNQUF=-Yg_-NWAY~8hsvej!+!Y><{5`CTzY^KQ
zO7Scr9pCkHL}wo}Sea^K;t&@)bKr|8_Boo(R}&EQl^Fs%o5IOV9Xo=Yn6cA+W?fV2
z*y;C3EFNOVx`%X3M-wdk#tz+F8qcaH>wSX+0)apvh(iMY2>&x2IB)>f)zz3ZX%e_x
z_7u}~C@VL7LTqEqnl%dp2M$D7SQ!2P88c>}ef#$K^Upu&t0B&wJ&RtwdcoAx6i=T%
zg`*>LVjLBy*S~*%L`Ftp)TmMT;fEjSjD(b|p+kq#lNQ2!>HU8PX#tVKP{Dlu{{G0#
z&BeHJ<Iuf(cig#ihYm>0$Y7jXD#&s1;>C1;B6U&!uDhtf%chW=oZR4*mX;=QTIZ|u
z5_A<h?NP2p3v{*8#PbyPK{G{hWi@Pq!(p{O9D~lhN3__aJvDF{dpRDne2w93(D3H8
zN?tX>-esYipWu{kIk^_}=jV~kMyJN0GFMS4!FBl)+ZC0}X*g8&KjCLm8>*j#i`jrz
zgRl?z=;moCD&Nx(&)+qE`Wsc3?!3-KY;qAgx{79aydRkj?(i#c9DftvZ+nHDLiR=9
z%BmWKeJ(;*XI&8;sL#*h*eCZXmS6ZtXX+c@i8&3WAt)Jp?xjFWRRQi6>XPyki_x`}
zj;Q=rx_I`nP`dmppJAY(gz@dA2QWQ&pAVy1kI`!3b4)oJi=1M~iBwvL%4&o~XP{df
zOA#HqwXwkSaOsPEto4AuL7Lh?d-cIb*jwqKSI`-7+ii#c@FTeJ=LhL^F*XO?yiG)P
z@G-{oDCrA+B6Z<qDq<50(b1#fepagdm~3?OF%^?<N^d}JlKdAbh)pO!M^9$+*{9SZ
zr00~Oo3G%RRNxnN0?)HI8O_fIR6Tf0)dLGr`TiDo9wB`rh-5veuCE8;WMr4%>cdYM
zH<*0_i?IP!4&pX2X}S$UDH{mN;Y*=)c%OrAUSc|Uo8WnLR?~ENnTFV;LUeSOUJeB%
zmGok*w%F;l&7xnVbcioNS2umpe#u=Q&tmhNrb9$FVpB@cL8xzS<Di4fp&3ZYDW~tb
z_a+<fQ%lg@L%;dipt1^KZ&J{$eM=!7<j}2yJ)VcL2eveYHeOb^`{V=Oe`M-X#M@Ln
z4*i5)T^uFlN2Q@#I~!5??QHP;HG9ydI8;VI9*=5|?3*zt3W~~UUrJkSGo#?$kdAI`
z#orB<O@B9()x8@;b-4c`3EZ~Z;n-_0zF%?+IZ_tB1v*%Z>d@8-&%;xir~{ADK`4NV
zdPjXX_cCS&`N7#<GKfJ^zSTb<Uxh`!Z-ep$@24zu^A+>ee5v<S#uxf(%3{8nJd3ZE
z{;$6q7$4yi>@9WBYr;8jJM4u2h~v0$hdr>TS=7b4e#t|uU-F>(CFz@TB>Saebac@d
z*da6>_NMA|mOSo=tMH$G4;P-MvdfPvKsR>-G5Pv<9-G%R`4L%&O({l4p?+DIjJ$GO
zeVKuA-7OlnfsFd*f5TrDsR!-0!?E`t_<qUl2I>LjBjnOSC?YzvHo|kEK+Xnj5SGsP
z2yTW_W$eBZ2Q4*4xZ6o?Sd(>|6!b}AKC`dcU+<H6{60xptWQ#u?33zk5S_--H(TTR
z>o4q^h3W#`H_y4$gm*)ok6<q(Uk=^c+u`{u_Q15psH&<#b#)CmVu3#@97Q|{{miaI
zWD>e{a1hm@g9Dz2eZpVm@~t=Ua<{;+iTl8HosZVt*I>`lr&4T?jBXvo{iK$7{z_8c
zrqaf{&QD_e{)o3Jd_SobyABZv=+>!~s16-l;rYwPGdncI)Sr)`Pj@$T>*UnneX_0#
z0{M1g^6l~b)nD^htE#H`@)ep^7n?)BD0K|kG+&7sL#8leNDr~Gybs%0K9i+ACZbyh
z@w(`U=P#LqH~uPAhD}qqxv=&56{ElZ1BuD(K8LK^LuDloVXx!Rt&6*;{4O4N_JaKY
zrDrc<=${MIv#TflJsTMrdANGxCB~2KE?tN4kLcFLO;m@@t_|q$9^E>NZUE}pmC~6B
z6s_QIMig$3)HA6d&BxDTSZolFZk@$!(Alj4`LQB4qvdxK$fs!Q=ZH(!LXnc1!;GOH
zzQOyrRP^}DgS{S5Ht6gsX@gMq;8*H<;rkgIxZ_zUGj~@}Q6=35&tq6KPP{HEM;9G6
zk-2W_^NT`u|LST^F?=;Sm=Tu=tEchs4*iUE2|1`1T0gj!Qvy#7WsHtah2_(Dv<XYV
z{<M5n`L7Dg@s+-){IB#?@jRbh{*}yP`0J?Pr?=@azw-f}k3M2ee71;uifM1t=}p{S
zg`Uj@mFXd}q7ofcI3hYwpTo-8H#UlMys!iV)K#G>C7_Oyaip*qnsP1Rq@*bEvo|~*
z+H=I@b2tdAY?^#(V`+a?N%_w!D&Ucticab2_$4n7dDZME;?rv$xn<~TtS-9dVXT4Y
z+3djwmy-+Oudj+9U!=g~%v-o$j>W2|OnS4_UwI~de;UiWi**y$U49RT)wXa9IxS`0
z<x)Im`8B-mLeKXn7mEa-(DQ07wec*Ws6qMGD?(wp>;(qydyD9F!6wL0xfMt+;?d8j
zLrX=0&K~$YL2?a2>Y9V&Ute>e{N-zJa?p~iie6j7VKn<O+N^qs3*lL;@?WJEqpPi$
z4Q#dXJgH$D*sKeK)!HyRb6<1@d!4DHpuCEiU**WN*Mpo=x}HeX8!3S>v<_7@usQt}
zR;S)#(49|+&MU9~Sw&3^{eO;7P!sh`Ww{o3l2IZlKd%g3g))cJ^114Go+G6#r10Cq
z%M_TLe+T#L@3AUctSx-OGwJ)YO3~F!%m!u}crH}GBy7N|hRvZUSRH(WLD%9Doy*>b
zQe>3!a4n$#<65zATC6Vz6EPi38Yu@}4Qx)nh1JQo81$!TIZ(7QRK=CV0;H7in0I7a
zG2Rzcpu4Gtr2K5k24XfdRmXF&GLw*hEE-lvqcP~_M+qCW;i}<E0wuqak)K+`$QQD;
zNP9>r775Iw+k>4Jo;T7b*sOjDt5q*C=-|6X+e1UtuY)?Vtb<B9RD)vq#fH~GseWPX
z?r6;JZ3$;n>4#GYY#`Pr*f+rjD__Fuw@?f^@D9=Gf5QfppHNheuY?XZqWu(IRfOb=
z)~`CQWEI0tn}ccZGGK8(4y~Vj!kUkwehLNk^WOUE=qlx~)8^0?nuQJOd_|$mEVQqt
zql%CMcKKJci{Yom!SvV+SUrq`_w!F!`&m+cd}$?Y9>u}w$wvf6r6Q?Z%6d3ug90{x
zQBAtPm{9~jZ58|!l@7Dp@8R*_BUZ;r`ipf?-=9n^KuL8i{DcCw>vgEDMHG*Rc1oiD
z8uj@VuW9}o6&To$Bk<QKALU*}Ijj{FFeWz(UYV&FkduL%<z=k$Bg!j90`n;O)aRFF
z?CWLX9Lq1pAWb!>HE;k#L(n#;szf^_Wf2|PDk|eOuW33^fq{LMRarAcQDoOt<9=ls
zhH})T$mgN`-zfu1K1U#*E`!Q)Sj#KW*&4kwQ!y|n1GiYppuRm6OOBns(p5u<w6RlN
zdw8D-tH<&1e(_nNJzUK$L2C_Vd>fSt%g6EX4^6<n)cj^UcA+w`bx;+ni>e&FEN^06
zEGWi6jfU%DVNDGk?xw|Z4^<8kr4{I;p(3IK^*OY(X*wLqEy7@Jb*S;P=p|HEA)~4q
zorD6Dso*mzd!YC;>G4}74;_@n%0QWeR~1bx1D5d{RUfD2=3+7x$f+p(ps6|?qN^&=
zR#8+3>T|f1;5>28l$YRZCDHcisi1^Am1Rh;uA<*h&nwI605IWp*PQCYmtxk&10Vks
zJsd6m=41MM3OPkZn0Ptk<DWuv>r}S0KcB*^jUa<_9W4|Uq2c9>T(SG9&)O{aQ{+E=
zP5+Lj4>PZ$Vr>TfKAn(#?LqxLROUb3uKrN9XVy~G-5j9R-U~U`A4=AP>PoZ`s|VEQ
z@T#Vj!P$yp^ifu;uLpHmQH8UdQqQCg6MDt+Ov(o8tzA%XSLlGL+FBIceF_bKb{iBu
ze?|X}x;Hbwr)+Hw?cSY`cSB$U3XYu>ygxrd>zKQ+Kez!(=Ekh@RXtr$d|y;P^;ylA
zU4BW(E2w(7K-G(puViHo%^samcuSC|LL7Nb#z(8pEnw9_&C>;i_eASK;oYZD_hZ+A
z%IZhytyX6PD|2Y|>`Vvvu_7l2-64G;r>279kk{;Wv9&Yu?}+L^eU?@Zh0k6?qqR$Y
zfFH-&9J;+aBlo(X9Q68jMNwE3TAkPm|J3Jb9eNQ)<A+Jv!<vb1e&&CF53A6DG;Q3C
zaQXfxq+}E`K67X?-Y4XvM;mkYvD2qQbamAe9lN;d;o18J#!hGBVW6di@m~q{bo>=$
zy>E~}AP@)yHl!b`L?HYh<H-|dK=9R9U;V3cu3Wi72is8@@b2BaM`!q}gUYOzlOug2
z=FXiv>A*ZHFphc-l?jg`K0Y2l|NJuy4GrmRdgkVgv-{g`ztLIpE?l^PBS((V83g~z
z{eOk%=x986@POW+?(OZ}=>62at5>h4^{Qjx!i89|Vg>f^-;a6o=FtIvR3<+vIFsV9
zWc922TboLDX%(t#0Yf#>?$A(85ivRJ6WcBIIN00A2CjxGD5$8$#*lP$IPwmW<6U9K
zKSg!z^E4>PwZM<wjXUny`Q@mtt_4>t?KzbOJ?3-cn};cW-ujGAb6yuT=xC)43nO*R
z|NR-AEl^EG5u1)iAUUHLX<4ERXxW7o^kOAfEQ<-1)g-2Yh2Me_9?ZVIiV9v0<mFmm
z`&3VKZ!P$HdwO#*sGSL{jnojIR*YW{M5E7wCwRK43*^O4n9MHXF*<082HjAfW7F6d
z{2ss0$G(TDc(vTGLEBsj&%&tSD3n%K!&plhH|KalU+e_R>|(xru~Trl8j8~8f5^wa
z$7y)AP<s9E>8y)Eo(8bi=O8|-j6Qw$>#Y%ZGS7>)nTQVgWlTK~TZo}D@x^><d=opx
z&+8w+#89n%Gk#`HDT+&ZShF_-%YSN*)w4R{#^X=;=BJCedtf*^`HHre?EDITT@+pX
zpwiLDB(R_CNKsH+39|tw>EH!<c{yyK?T_w48<3ldpe?Y;&u>`%*GC2N=e9$4ep{e6
z2vUeYllq*&|5@|0L0vr%>ksr)5%Z~u{lSJuFfmjY*@Q04!HaL9p{j_%-R=HDIW%H}
z{>O!E(DpCcfYza)t{lYrB^^%VIt)I|*P#Wr&-6!kDH#RJE2=SXM;JzSvxcUcQZwuq
zEBQKz9zwv?QbufYNrO6=kH1r|!|#(^(A`6@VSejGXG{uy1B>x@pdjCZp48p-gDW~Z
z>oq?c<d)Ezow)|08x;)oH4qcm_(YmC=KatGg~jD))p;!~ld5Yg=Jvw3gIbHq&nso*
z>x;`*M@)R<o2My$UUM5JTn%(<F9;eGro4iOd24TDWIq>Zik*nd=pdy}&{u8xyJ3Uq
zyMdx-2Wt%K(Gu3CT8K}|$FG|nq0huKczWVny8TMpp%z?yaUIkU^D(DsI;_9P^h-iP
zgKKs_qwC;L-!<$<3goN(4f*%^@&$n@Yj!_}g1lU#@<sYZJr&8m`E!2LblCbFCi-l?
zS_pRj+6ihZ3fOcs63H1QNE6#E`ER@%>V1SiLb3eEc33^LJ#IYyjBlo0#@+ox(aFcG
z`PId`eo05PUo_NFMoe-e{nF@bf_~`-kNSQoGrt1GWmQ;n>OGc^b;9a#F1Qhvfp1nk
z$KBN((8*2Ee`Xg}vdh<|<QF$AKj4-?{`YR^E)=jQ%)z@!&`?pp;I`~1`^ma*{x|$p
zT7G+L4C-zVYcnmxC+6c<Dns?8vv_)Zlw>`id<422SbT)U!iIf>p%>`DHrfW$ebC)o
z)XrC)rC{W;Cn&9`g0Y?oZms_c`YZ=1$hu87=&LogPudp3^htbQt-ep%{({aHNcTy{
z-XJ-%1ZgarR;BjMR9%Q~V&A-u|88g}{%(-NPh))={N3zaY42za#Kbp#I0PFS>dI*2
zWq}o2@1T{PA?<%0zZi~ZuM%KqCAo1{;HPM?_$f^bykz5JVh(m5dW;zpyWp1}yCXCr
z5z`i)g_5E?#t!pqqWr((Cw+y&qH?tAv_{}3{oEVh4)&6`H#@hOuY;zj4u+bDiEG-z
zFB>P$zrd?EiFk4A*GBJ^bzP`02Yn3|fAO!CgN8Z>ZM-an<ZCos7n?=DD5YPbbZDSo
zqIKwZOfZI=)3%9Y`BEu$QLG#cG!gURuh&Jt*4Eg+H2@B_T%=_dVA=XB=r~{<-aJ@L
zms4|U57{||jC?~uPzeRsP#ZDt1t%#Blb(?eu7S41{nYnt96WXx8X77X+`p|99g6ri
z&|=XcMY;}#;yP&6>)_bZ6c*<C_+{x)?AkmD0QEo$ziMjA*tGo$l2dY!mY&Bh-;hQA
zhcA&&*+B5@ZR;ms;*Y^Fa|nWhf;_#sW6!oJ=-A%5fpQRgrU7Mx)CP1A)7e1S1}1zP
z9K){76QQQY5wd|~S>^DmL4|-Bie*rzKEE$z-zfOGjE4v1Wf;!Yz<F0w#Fz0f<3k2`
zwZMFSzw@b#hrMM5_|Z%Uvn_P#jq0=GvY^<a1x6bQ^v|wj=GwVp8C?vO6cAg?zLEY@
zDG&F{N-@$z6BoVB>CNIlMW=&T11zv-4yibmT8P&L6?iJ-LrNpJny~?u^+Ol~c{#-K
z*f*XF^SZnOF+3hN8b}_}al51plQXkXR$B|MygW`C8A4A?PHs&NBVTL-qrO}d<yTfB
zwyFy2bVcQN=5WwkMFr*x3P`A`!rFoYjLFW%MMFb6qmD4y71hj|2S=<NI0}f7vYG!=
zaV72*S7Ma4HZFIuLVQsrroKo4ucj7@+_+!-%)hkmqRYYFzWjBUa{ju@p?8R!AhhoC
zjKA*U)9|`Wb_q4#&&=-&LuCw%&1A2O4u&e&JKP>_#%i?u4fm7Lep@8o%xMiXZDphv
zGHpmayOp7a64DDL%eH>aLF|66rXpgc1bRJ=%g4Sa($^d^iz-oEQH?b>60m%L4OS1f
z#m(qk4A~ilJ2O4dsilr+8PouVVp$TY&oSBTo7h|Gt6=XSJGdID(t&&%AE%+i?kGh5
z<PI~I%yH$s8qB|yh!L*(&=jj1v<`LkMn$Y1s8IEWebZ`7EoJO&XAV~#6%_EQu`wzO
z9j<*q<Uj|QsVTuxivtTaMg00I4LjPHK}|spo8M+5xs->rGSPC#u56&*N;!b+Q!x+s
zN=h)wQX7{$Ss}i-0#je6(wk)$xp2Sunc3z1wxG&l1F@i?dK+jfV{aErxa#xQAj31z
z;an^tM>xSu?BF_zL$Nu~P?X0Y8}<xq4VFWG1Le@(9Im=5D5&I@!<7$+9L$sh#g;av
znEWIemM7mrp#`&fcvm|!bTkt6&9lqv<crls6-DXtwK>?^$pWsr928X6U}Iz^I$ZpK
z$f1t)HrUe66q6q&!Sbk({Ep`6C={41*&dW6+e4O=_F$lbz2DfumF^R&u<>CkIt0H#
z<V+9N_Rtto*FiO#unxLR`a0;^YoBR<{>Sd-P3jj7#rj3cCNY@>(rqx*9<Ii!C@8DO
z#)m2B5FClfnVxjN_@&ghA2C0Ht1OTAC6&_sgmNB67;EA}YctwUpaR>dHo3r-?<b@c
zBD|;^Py8D86J*^MnuQH0Uy;>UlSgbrzG5B^!?~I`=V6AAWtEs7lR^6kzuGYJeKa}P
z?PLslRYjy%R%7L-Y;+4t#7jSGXefxy?bZ2<LWfS#Iw;E{wuHSLK9=&3!1os~`I;lH
zghvPeQ93MaDVV=~Q&^6UPd}r)rWWc{W+^W-I)k7%d3=A3^3TNm#dwwsXySzP{k1ik
z0)H*LrUoUowb)TogjwpEn5UtI2NmU*oS%c^x(4tU3arbmlIE|<Bd(%x`LD_<@UDV~
zO~#@Jx_t?CHqaBxd`D%%`zR#~n=lc)3cRo8VU>pH7*v>Z<t0#SA%~tq8OItc1L|{=
z%7Dj|!D^v0$l;g4&bl&C*TRF!a!fAB!7(|}G7xPKl4GY>DedudIS&u=nX%J3cT>7<
zPJhpgoqo0EkDbbS*ptePo#t5TB8(b4eaNB%Y(^VvHLtNtoqPq!y7-~8X>~ECl7~%3
z(laGd?Qum`J_c#1LPKn>pCX5^1C=3880zzfCbWmJ(h9sQ=V6PvpfAX*Vh%=;_`4M3
zk;y;!PGbBfrkg%h231WcgNjPT@~W_2N3;xri;CzCx#QKP2jka~SHsvqJQF3=9zHgq
z9@MqR-_%8QSfs9t1;x4On3qcHLX8?%sO!Q<D4?u4)rBub-AErL8KUd;#TnV)XlX!!
zqYRFY7UUEZP?90KUO|1<ca&VWSJc;`@2?cQpZcuEaz6!?*-uGd2i}j5(J6tcAj9Mx
z$MJd9uKIgEuigy>O?9-1xsKZEYP67-NBpmwkbdm4$g}cmnKIC8AzB7hKmDl*^&qmU
z0w1b*SfM5;11h7Rv79_MmF3gf0;%kwR2ISXnrdX#NFE@hps#}#EH>a}W<$k+-3C-<
zKLtG<xZFQcZ-ew*N0G8-NBuoTFTxQQ^fSude}s~eA<P#12-mwO@Y=HvYKjGZu)H24
zpOPmoU)kQ4RX&y3kCJb9>lD3zl?s;2-g^|8>x0=1)uIJV*DOTwvzI7;_g<<Es4Rry
zI&h@efXe2lpr;GRKTp=%Aal=Aq^%R!fI`K&C0gA(138W|s*6hzH)0B%L6EI3(&Zp#
zhsw+xXgRXmfy(Sh{hs@S<MleE?mUL1)jI|9ZOoxEX%vz-??dA1ozU=hh3)2rsIBB7
z<M4TwJpq4XU&Q98{5`CKG0L`ioiJ(HU6}Vg00jj(P+KN<FZv1{y(IUP)vw8mjl1YQ
zq$yIyPBD4dcP|;QR<qAte+jbQH%K552m}HfB;b$mKSO#tv$?{|?C+i8&=|qN%%EY*
zmMtQ|eiRA{3R1HRE?v5m4sh$+w=YheIt3LKfzx>G*fBa-kjl;{9MDE(B3!d(4cfJ9
zM+eE(1@L|8{Y_#0`t?v(SEsWie){wY=gys@GY0<j(@(In5^SE9hPAad=FFKR^4<9H
z<LQ9E(9lr)|3n*84f?91t*JU(_PoLF@JuZ0Xoj%#5^Q^!fzSZwCS^bTyR6<HhLblx
z;NI?m^(Vk9D$3*R`rZgyb{Be`|DZSOb@Mex?{*f{!7u*^)Mn(@!QJRh(s#l$F>7}u
zY>d><nV<D!L}x+WbG6ojo3$3~0&n7eWEQ$g+2q_*ipr`mc2^X31-6n1-V>)wD_uG$
zkXlUJ`yd4)w!gu%#lA2U3-0?O`Q=p@yYC%#jd5sD{s><|dv`Tchntx??0<cZ`>}a+
z_P~FV)q6s4@_H=p9UNX?52%yFC<c6GhZzCPCIOFDhIsZm6}wJGNCf=-RjA;x*9QmC
zo0O@nYO}V6!p1~{PFeq7K+8Wen5m1QDVVkSIc!Wd&{-%u+<&5j3~f-y>OC)*dT?N<
zL`H}@_MeZ&sJ^YF{`~LRU=WJSC>x|=*47ZF9R5Qa&^qkv$JB+eG|c*)Uk+lK2C37e
zhA+NP_lLo={Qo)mGVB+Hb$GR@1Fgf|$Q;bx_ZBu>RdnW`e)ap+&j^Xl$A$UcuryS`
zqv%}xxGM@Kx*T+K*Z)6ZgT^>@IReMdzrxXNqu|`q2;py2F=NR^m~b^Qc4)%^24BMJ
z9glGGN)+xL3y{bVLqTQ!8$R_kQxBK-{m0~r=&(BkC$Gie-XX!efnvnhg3KeX4hC>@
zFo0e6J#>bxu0ol+{t+E^J;TYX?{M$%xAi(unG?4jdWo>}f&aR%B#=K!NPaqBe!zd^
ztG&X>TXDFzdw`g))(b()?m@51KEAJJ#`o1~|Mho6y^qkv7Bj}S7WfF^Y1nl#QX=5*
z|L3|$_e<Nm^82MM%-Zt?HpXh`>}DXaLmOkv7{p|U^03v$v$r|eb?uW#z~A4Jzoiq3
z%d6=Of3yCGf{hW?FH82h`)?;<RA)1h%#Z&B&82T<^H*v4Ukfs<y0+xkgC2YT*?K_v
z2zz@oHh7heS;4PhW1^1ELMJPB@!-<;P{A{MuEb&Z(#Lon+>;Ji`M=aAS08wdlegn>
zZ)ZP2pQIp<vuk@GX!!%^bv?lJNj|3N-PZgc8$XKZu<I#KUVV#uM@Eaj8xDpd?83PJ
zq;F>9(54X>Kj$>ee1D@C<666zVB`P~I+Nai1(lt_+szy+f9Xem_H;EzR7@In9eyGb
z@b|C#NxzSVb4xD5qbWb>0!+AC|EQlNjii)ZO#k%+Zk?V94yWPMum3OC1xEfUA^E0!
z`Ay59`TtA5Nb7KDkYFsoC4?Ej{fA@uhUneZrT*V;&SrD~pq1AzICb$Q#(&%Xf2KXu
zvG34rd^@Z&IGn#epZ29FDk|XIkvSMYbq91U1L*cZW$f$S-SZ#!nWeF9=T$rpeUD2g
z=fl#%01uzM#SgP~!^BuuB0J!}W`o1CG5*IL(6t)Jw}I<FY6B`)mVuHyes9U81IIiy
zI7qFi!sg`M`hdS0)S|Tp2TS>zx;->Fcw1VDKT-=s0{;Gz{MuT2lX<X<5iP&976&Qi
zRoL_?hYt8lD&t|+y9`|OF$d=#*c8|p$BIhON=Xr(9Lde$?NpTUr<oCQt7~wys2CG7
zvvJMT2>N0hXa5c-OG@CVs0dFb(Y7`~Rj^UIm7*ejwNFpSvx*9lY=VEQ95@Qt>1Rd<
zj(F**BBhjv4R5pPfWQBOHf9?1RYzMhb-3()gWaz)v8<CB!qQ5xEi?n6<Nlp>mo`?K
z^i?n4N(0VoUSapMbS&%r&(4)Jy5_(V)J4HhGKc=|`k3C08OM2;Yv5^o0d_r16$$wJ
zE3~oDpszaGT4=y!OE`9iW?)%2(Zl6<)ioG#@;yCX*xp}oh{xZhjiDNS)$3rW2AA_O
z*d3dLWvz{&DAxj~yI5i3lOz}%j|O!{4V5vlm#GH+iC&TF@94JRW6HDzT@|J+#AMR}
zfByw-jMV9?j<!bXa5?@KyQ8zQ%umu!I`A$Bqgv{MBNkNikCp>h4K8P6usbFP%e<KR
z{@>qbBP6pF=et?KQe6p;(o68;vlJMsDxw=pX0tDn&sC$Zdih3ba5?o3yWiztnGaun
z6kmQ%Yes%rF@AiK%*bcS^7q9$SZdH$y$+TdaM>7+-60uR)`R`9#eWid9dviY>!4wu
z3$gW95?(I#`*-?9OHKL`?iXFwzsBy6bS&%n@Ar#!ZIbd+f}I#YrL`spsg$4aIhPK0
zqq4}&j?KhXFSCEePmpz6Xbv`@d;|kUd2DYbB)_5xn-X&C1O9pn9m3<v4*+z0@)2h<
z3lU(V{r7d?2PN)sGv@n?Do8EoVdKXfk$^u3b!CKhut8x}HO{6LVSGd?{`9wG4f^{#
zoGdGWqk<wlg#5L-cTjg_4uaH}a(7l#qO;W<EiIM^Hv2mq%`ZYLWks}B`Dg#GFM-PL
z=OC{LcSYp}GmiCFRu#!C^-n=%SahJuKv7TzOb%e6JBNeu{4#J-RHCzNANz;OfbzxY
z_Ta#85B#yyrlj2ZfIq6uP~R`J6&gDgS7I+Ub`lHt`~Q9HLS=NL<V&lIRABOi)GWGv
ztmR4%1p7N2%_)KtN0H9nCksy0jo*|7buqHC5`PpG<GK;|Kbhw~Q^DRI50@1oqN)Nr
zHS}R3uYgcq1(ucM!B9>?B*W?dmAW7cbUOLMYW^g|Oj(M8kVvT7S-@e-udrS)1)o+h
zdq=s$dc)}3eux@13&qiK(C}!5mYaV;MQSF}4qf=ibfL2QwUk$cn}VPWs6(2zsT*KH
zNe=w;lR>q9Dq~;=mY~nSie^VYnEm`cKK{4_#i8Ng*jmDR!$O$N&qVUd?esnQHwD=Y
zOW(xO0f1g{51~J#4>Av&{#)|Z+xvk#dkT_gE<$N&1e9$pVY+4!xO1l>W9{z}_nU28
z29;JV@u7!gX1l+NMh8Eb%>5n-(-)&8G#tvdR<KyN5XSSSB5k!mhw}HI5bfU&@>&|u
z9oP%jyVoM7=P1^ozb{3rlP@ghO-9_*B`ACm0To+I*lt<?i(h|0;%`hjP!V=ihQH4X
zHqswU!r%Ts_Ra$=itGFPUnvVLz4wlQfPm8My&E-lO*DcUW9&6XV@qO<z4zXG>@mjP
zu%OrrqSAY3>E(Uy%(A<)JBw)Y%kutnKhHCdE(~+do_p_^b7$_k2fE(wu>Ni!C*kk!
zvS_<_4eQpPoOi)%4m?Kq(-fRs)fJA``ndiu5n~o!V-o`#+5i2y)4HeF^sP6{{>EC+
z|10YTDHIBY@_!SW@JFHi!`!=fk4da+*|KGg|7OC32{?K3Btk<&v1Q8^CNWT!M~~PN
z-mO}-Quy1(jT=K-TN{y)k)M5jO<1;U8S^iBAYou&z*O}k347ms^G%KZ-rwIJYH~Yt
zRV80$XV+{8keUz|7gz1?lai7U92_k9Y$nuTUI?a&xI2}lib`RnTeHP9n(Ausw-h2;
zyc_4uxIE_Xo!3ikOm+vGdN~%W?<XUAlt1V1&5X2}1(hk8+?{1pGYeoPS2aSOrMn+t
z@s5YMxUmO(-MNc~1H3Ho=->e4<P|gJ&drT=(CC{Z2&l(hv}<Od#k{yo$>#1Rnwnh%
zt7;Z;ksYnwZ1f}xqhH46VbP&il7++axLE7K%us;0iTMf(ht2dgSsik?yQPuO^1EFU
zqEid;A-xDaRz8;etZI?0AnX!eE@}){OV)O}TIz7K6vE9CXyj%Hj~{Mf`?Uo8*iHHp
z+DuO@KUYqEUa7*4F^v4QLVU<5LXUM%73Gh-ikH8Hz|}%W(FW!^jI6h*g=i~X-_Gh_
zq{H@u4DN0;sTm?z$yLsfXX*C)SiI#PE^hD3ERdGHCfOOMo-6mEnWu{hZaq|7C}?J+
zCGLyd9Zgd+3t=U<bB#h@uw!5P`MaCqWlS~}?SAsflUC_i;E`X=SYYJa8%pKB&&Hyi
zk<21NEAg&F<eJtp)v3s5KX=nwXoISLAm<M<3ScEyT}z&&J04*1wg<SlwHK!!$Z{hh
z9<SeL;o#D)pV<x{v4Ope4L%SXJpQbQ7iNZ4?I7ouvWh;gLsdJ}HNnddIasvkDJS8N
zN%ot46*0*oTw2vZp}Jq~@rwen4%{70Q*w$Gs!J*8V9ojre-}f%jL*lSV{e&+zrx~j
z{IvHqj{O*buHp)`zD@>+e4mSDzrW)o{M8B@nCLQ#8B@}@m9tXQ^I#=cIpb6KVg4CR
z8`TB_dNg1@*RN-dnD{I#T6dYVkloB!$jVQbm!A(SxvGQmEZuSoi#OiH#XaA^w;ng)
zRFdpB_Ap`+vT<o&C~tK?RtF_MA-&+^_l9lvuz1T|T-@Fdz8=*l?6}w)F|yvqWGN)q
zuy&|}6uGK%sp+DR+hN;Xrdrd*ode<PDb?Y|gE;2?=GbbTG*&9F#FRysv1-=?yuUJv
zN4|(hzHSZVhvVYT0ZQbr=aGM(BcJ0J<toG0$T#nf#NwTgaB)L7_}1m#cLM5}<I#bB
za<SSm1bCVM&+iSN93#|*zF6g#vbcURHLLj3{8C&l79D!cB>a(Ul1h{H9JoHk)7}8L
zUT}9#Brgbf<!66_eBzhm^0DYhltRMajprG7osf@%(-f;{)fV6Uzlc|>?FX^hiv57Z
z2uwTh#0YYgffZ~ZUS#F(W{j6HxmdLCIVZ7&RJ9}LkfV{88Qce*!nSkKnEthQts0Y`
z8>=z$_dLepU6HuB?hAgOw7(B>@{3VYD)vdCClF9iF*#MKZ_cQJZ{8Y?#hdQn;;yf_
zzWKh`H@93X=bJCFzWM5CseBV<_h=F$eEwoOS0__kJu(uaf)b|6owcO_28`MV7YCks
zgCtJL`$u)KwlF|FcW&%ZudXGIpL<+$`4*oq|A%>}F>SPLoMeNTge)vtdr2YT&&)(m
ztOK`-Txx1AtSmk+R*QHXgVeM<1hoBC@-tE`>-wE2tlM@4MF|@?l|NP87bNYFp2rg}
z{$2Us%gNsh7YD_SgKCFgRN|LvGJlhu%U8`IKQ@<_^Iy`wDAx{Yq%Zz+i|LFEg>ZMZ
z#M}3Z)gx6k9whQj4Osc9+^TmesoAiy<WK&vvNS?US~k!5iVJdY+<K1JQ3*J-dzw;x
z%}n*hHpr>bH6=Qv%IlEBIX|F*D<W?#MNW<gC8cFBH#0;?>mL!=z?ENqDvx}NPmwRR
zSz%!@X8gPlC-zT6*G}w4TE0F`h<x%MOIM#%NcfYsgWNUKK4t?sozvuP;DX4TOOTUO
zAhv-4LfXtgU<1XS#Z5KUnFU<(RSU>x`N|a%9RwQCs8feiCC)=AKuSqDN-8QLP^-h7
z<0<4mKOyJ*E;sJX1njf+loGjT?ImTfRI>4uwU!1`u}xOKr=9@G#jN~?xkX4VDM!fd
z51eQ1H!=&cAvOzn9X&XIYogBDAg!EhgS7GrSbSu0Ye7W?PUed+)r8-72-Vc!Ob$&T
zKwAq<ViU1HHy`7SrRSTdsj>1as+Jr}tG<}mK>n$M0!%jexZiNp&|qYJC@X_}3bL7&
zI{VI}NUj}<%3vi|VXF%AbCO6!?kQDx8fqcAs0=0L6`y>~|LJ>|wQ}!WE{Wf}jF!H4
zG1Dc_``PFFvZUmfDpcI7R=%w+-ioW?S&0{orR0^sT4n(msk-N9s~7`I-Z|vSy>rO@
zjCT&-v+o@2jkTEZ;w66eS4BN5UEGS!R%`<`AT^(B1M=BQuIgX4Hn7%3v|Lq2CfV=c
z8^mT8<Kj>+-s*mg4psf8P_7>ol73UOB?_cp`kUx5RVS+mFcTu8hX+$_i}(q1Z4ER&
z6NNxCZrouesIK4g%eT@dV*%W;V4y7>3!ivRGi~u$DB!Vyu%_)$2ma<dh~}w^cq1_%
zud|D>zk~9H)77?vT;;)P+rd-^(c*V#g=H0(8Ig>mZJp3n{7%5vL<f&E3z-UNvPn*6
z+Ew!9`eI?}XUH#>%D<n4qaB>k)q(ZFzNR{OoKeVB1C&qrla7ayzc(Ii6vsnNQTiS<
z_cPvu4rSki-h7?S_#mgrHzntgN*GfPzQL+LWAScTGX=kxD(4r8O{_k}FA^K1f2Iwp
z#*bW_kWyT(G)}P6(qI;=bK(SD0aHbejQ>aCIH6H^4Cmf(Gpi6A;<Aw2&b`)*1y$Oh
z>Tk_RtjHUykyx?j^5tVid5kpG;U*L?)z9RS#EZpp@oF_TAn~GR9mvItT9SCNN(b_<
zoA{j{NeYa}F2vdonOI++`<~KR9Iui1Og>&Tm#eVF7q6WuD!@cN1BGi6?dxiAeTu7w
z1|F1f$GwS$vUs&zp~{&&qKXRqo-4vM^S_tmUuA;~xe8C|73B(5_v9(4tiYM#0!$Dp
zpKsqUDaO0<GORM-e@>{Z4QdoKS61H!ZtC1Na3gI{s#vj4Iv#lDPI46}t040tCT5l$
z54t>aC%Jde<Q)0AQ>~c0RLL*<%)Xc>!VhLf)h2kwmzCj|y`|EMZlvlUGl!Mafqed`
z4&@a%o}G{BR^0JW^>^fZS!qiB3i<4#!)+VM{Ed{sl_8z9fm#jcZ-(5yc(1sa>B}LB
zNs^zDZ}&@f4z}jyBiu&bC$Tml<4<8cd`ySR3Y;w#VZ7XUEUK))@`7xvH84kO0UING
zY6$SMtOVN&a}^T)YC~W6RPvM4p=-%~ccEu#hN7H2lob`DAUz8eWo6KnOE4s#$=@pI
zDL!8ycRu-C!gD^s<=62@+H(qt+m14yMbF+qT~~;Dn}5Ok`5QoXN2$By2d2tj%As?T
zb95YS;57X^PQss29kvZJD!FYy{Iq=aM-;<Fh5!Ko07*naRK9+2u0({fI*M)Jt)Ybz
zhBnBns6Z(yVWOsv{y9nT)=-T9%F?q?$zuae3p0g^cU3sdoq)7`zaw?WVOE!CZ=j|t
zgzNfwh+nv#v4K40Ie93GdJk<k?)$&;3|2moCojJ&Rq=T&!D`kdWF0(#%w4Sfq8G2B
zCe(rb>IFzyvW_F)cIjLgbZU*aod%#Zku4gc%m$ireT%gLzYeyuCnA0S??~Ut>QMOn
z4b+7?a9ledNsFaARF;;a_#GRs6+C(dVSq0zM~5P2>`aBe$h3o;9RwDnFY@c)^z#Iy
z>^q6%?MEc-psuTfx*O*qb^+TCB}r*0c)?9BEO-?SvtAvPtO@vxbrHKBV)6C}T-?N6
z!&+EWhM(4i<M{F}=-PrUDnfoA`8plTc0W=`_>;Vomzx7KYe<cF=1wUE_>fkJ9!uEu
z(ww=|SAXK=@@8<gs$Tcnv~G|>p-?CkKK}RHVNxiy1S>0c!Bj%RKern;A2~TWj4b)&
zw(7Wko!!l(Teofs$$o^~Tz0VtUv)r|fJc5_b<XFUUlT~89N9IvqN0LH&?7nz88W2C
zI}(v3L3ygaE2$dzPeGCht2?Z%xk0pm?38Y$i_0H!I6?pAm|Qfnt$q=^?8}p9X@!!P
zLW6uv@o1P2B8Ey28$C@-4zb3${vHZ{FVIwH7FS-n7th(%pL}lQtC%EE#cw+wV&2vV
zIKQ?V0=<+ko;K9iVis#g#b)Edi!}6T#ocXHps9v{x<*XJ6OR1IG&HJL^WBw*-HJ=O
z55i=LPb)x1ZV9Y;7Muw*)DYmLkIOGIIXaNfjolO<N_bie@pyhCrgC4^(XD|wTGumX
z{%>!pd{G;DZd_bep(x)$50_tMapk|vLSq-jzUyfv#N#<ZcsMIia&+@GLu(Hs=KuC4
z{K+`+Sw+YYmBO0mg}y+bjsR~<Tndln=s-R<@>jmQ{cl_EVcv#2IKR0!0)4C$t{LQG
zg*WfH3%;U0WWmwKfWI$#m@<{oI66E?LL;A=S9f7-Tuon41|#3ojM>?rD?bs9>RWtP
zUv#$7XBG;|UNbkp1b3gOp>ci7+GhjO54=b}h~vt?8;3@I${zy!w(UOVZM=)~n|dnr
z16j5odyW8a3;1~|Uue(Tz>N9M3hnSoHmF3g+)I+0!sy`6(+&|yXyk4FiG875A=xh~
zJ`WdHbbzTLzptnjev#<lYKY5E(z$-=Nd_8w7=4lsWYK=rVw}>lN~p=*yUD{ca_w4Y
z1Aztt>f7Sdttc5CDsbuMTQmyz{2hb~3QL)XZL*LDb_zBi@_npv>GnIW{M+x*sDbib
z#(vv$6Z6(w!}*<q5a?^GG}$leLnbcn83I#d<qsFxdxI4&-HDOAH^hA8-f)+_H*D#H
z!1~I4LKX4JdC15vgtdiUH9CCY>TrkXV5?k*E#a8A?iS8(>yJRW7wUt1_~7yB;dpd%
znB=gr(8H8rA^2lk|9?>aZJgiMPl<dYcc|o0CSQ7gGRLL+a<SU|1T^Bgmq>Kj^$7E}
zM&SI~t~HO<UZ$Z(OXvUjy@8DpEb-=pH1;Ay#VCmpYC~U?_@z{?4w0#7^a+)dW$)4C
znnCWycoWZk*&daU2S*E`qI@?)T$1z4mma61k%#f$_KVy9jAgFx=d668gsOe>{~}(k
zwjb~$j<GR<2`)WM;p*@(8I8QnJ}pl9NUTO~3$k%UZ5fkNpOo-vK52I(=52e3^Q*fc
zP%g1p7DK%%pOho^NlyGW@U~X;&9^_GQG;rH^X5C^d&2-l-~6Qy9-kSGN2i8K4jW57
zOc~w?e{3J1Bu044y+_}Ai$)Fqex(Inp@2!S%E~Ulh3jw7y}g&hIgAdz_PBKO4OfSo
zuhA&r^DCS*4RXPoXsMqgym^-fM_Xea8`$B}P5C$}3XK{nwpmRnC@iT_oFvh~&k>id
zzvSw0<0TpeauacCO4}Co@Z|bjJi0Plas>K2;_E&k%>QMR{c1yBs9wI~ztb0MgI}zg
zL*7sPB)`OaeeoQUcP=lgn#)`8j7JBi?{WL$D>MpJOo;ki@<m06{*VT1OT$_>9s~kS
z1T=8NrK?Z4@~=Kd<6y;Sk%Y#<p3LuMxp*a#`MEsXcK^v--><%M|HkOx?}AHLpK^7$
z_Ou!u+?n5Vbs#!R7iL#sXsF91`$fG?!h=We(4#9i37NHlD=uAo@(J=iI5uPCUzW-z
zbGOpcG9JIE##~#`1{$mlu04~};TakSx%2A~#AkyiXdG0R#|A<s*)J-Z*dQ7`x+qp&
zB@0YRg}$p<1)SKAd=56?Uy#zsKnL#%OC$?n2yY8ZU?otOES_#;sDmiE1=~>tC2)|d
zK1t3eRbQ^iY!E@NdnLU9jg0u^H#QdHT>)2ql&FMR*iEk2##D%h&75(+sq_di)W$#?
z1Lps-i)|Sl>ePX+mH;;krO627+T?S<M=DgF78RfbmFTTk{RRe->jEf|Tf9c(*Voj<
zts*)3#l;AatJ){enZiQmdc9<-`6(l*tPEKd{0o7ZcOE7>xSX8Nedm#!k48!sXEiYw
zB08^_+YThLO-F;d-ltxZIp3P+y~~GBeD9Jf_ugf=4<d$159Yl~BWs)+;Gy`u-%byg
zqq4cr)uOUF6}vtvKdC^H+~;hf1uK0`&NXw3%5XO}4~=9hU@5$Fcq#YJ;Z-&79A*dM
z;mknE!Mt;DH)8%zlKsdvgPip7I)%IW$eYvxILOc6G}O@0Mh}<Y<#6S{%RwXiPq0Bs
z0Vf%#D%tOCMiDNAdBL=rq&21=m<n+@DUaI^lJe2WTv&4*$R+|j$#jMSbtc&_Dz_LB
z83pJj-bjEW-&hBiQ@B3qa!NiLDcNAKi5VFSay}`q7}nY{W8o97$((O4#N`Az8^q_K
zk(F-EZIDsOn=HHIWjX@Ph48Cp;iaS<66JJA{ET)GCq<Q3R5FMBn{bjiA!|E{d^2K$
zd`0;(Rs23GKa<GUl#?%akFHZkQVCOGJlN{t@>{v_@HPjHKE)>_lkxC*m6xl159+Gq
zJ?Okfc=$_*<ml#aj@F*W%>V68v@xiu6(WD-o?~OAg(;mKaehjJ|D6p!vuXwtC+L$n
zK`u_oEI^16|GS#TMmmU=j}r<?VXei+DXmR(5z*KQ_Zmr$00V6dur^@+FB>PQdMwlm
z8&t)LGMf-Hv07FELX^BOBXMA~e5_bd%83=_$uFzGdlFCbB=9jdFx18snN6e^9Wq4K
z#EZlRrAp()>SDEGzULWr>cB@+6Sqsa@!IW@Vl<Sg7{|xiqCyl`R-&hlP%#G86yRMM
zH<|K%Ss85Q;x%%vpSA!uL|pmgbKpm+_MOfZG4Wy_C5d!3g|UH#fceg{I@~TTMuTdq
z_7Tn(voUKAZRO+UNKrm~G&E6<C!s_tUlX@JqYci9+u%!WC2deH*9PT^Z6FyBdWv%=
zW;`gHJMoSO?%b&{&)n%P&)liD%w2p*Uo4R8iv>jp<f$6Sk)Kzfv@cdAc)cqr!x1}6
zCYekb#BP2<EnLsz>To^35J4ZQ+INy{3{(m9HRjGQ90eM%)KKSKGq=0~5e3Bx*JS2z
z0!`d3R-C^zl&RWR-TbY$-29DvzG!KQ3o?hLx*A66>tmm};<GxU14+KRQ_9tWeD+r|
zhN}3Zm~DsdTHJOhs{}|dRJ=dckyOL1ZGGWWiN6yG=eCVFKXYl{g!wt6e`zTaBc8*h
zZDZ*Pb?Pvm<L^k5f~p|NSa}i8VIp@v`JByjK0#fm&AxP$y-wBoNAdkvO{k4ZxqA_F
zj@<o==?Cfpgv<2<^4VXeY9AjLO4v5&CQ$AV^wrduWWNvPrFd3eg0=!7uMP4aK7(QF
zCL9}(&w1heHXzA$sFdqfayC%-8(kr^TpUo6l&T<~B*N*n<jN<XMfa4**Wt5og@SyN
z>}S}m1Kxfy2qiJn_x<t^9Yl|w!Jrja2ZPp)k$<-u8z}SxMIGd+qoxKmp65hNUwrr+
zMs2u#(Wp%|?V$5<9dd6!gwTWgY*)wK2}QBeXZq4LtQNR*FYeRUu<m$>d0QUf{QB+)
z^ya=3AnUZqq412AXPuH{?&NHM%g^NIPR}yX*qvwYWTT76OPb)};>MDrTYv>xdzmo*
zw>SH=s+Ou=H%OsSC=?1Gw89_dKSR@|O>y<=Rb0As32oZ6sqx=cCGM4#l_@0Sk>oyk
zjEszsoSe+O%&%$E--#0^5Ed4O0Rsl$;K76F)vFh8vRq0^3LG7|3x-G%9{IU!LfxmH
z|6gZfuoc42yhDJsE`qG}u=+tVL?smn^<@`9hMtawjlKX2TCt1!f4!N25L-RC8EYZC
zs2t1gCLt!b7{mP7px#tRlR0D|JAILtaUM!`HlO&lKSJkRVito3ds|@T{>Km%mLaS=
zTLx~(tiNDmp^JrM*$Lg^oewc*!(HrK&;d?1`bZW(6xS1KLQlNg@{x;gnT47TR(g2)
zHUkru+{BlyoYA4N;-a^Sz3L)#=>r7THAb+9F;<><3sF%S!aA`1XULNKurbxa!l6FQ
z=Y<DfA<*3zuGYHD<mBA_WbC~Zi}hpJ7fAVqW%zmT3-oSg%TybQP7-0-wx>*Gk&XfU
zi@hdvazNOY7tEwB*u@a5F2q7qT#nG@>_X5Xo1VeeSQ`uaxj|c?4j()2gF7Sf%ay91
zlfPYX>OGSPXl*1wdR{5kUy4IQb}{+{De5qxy*<Kqyh4DZK7ySMu<EaPh)T*4+Egrm
z`wQ3_X<<PxS7>Xh!^c*MeDTloi^}lJnGfjI(42YsMRw@@@mMt6%yrPwn}1RI#36wQ
zoqisHK9&fsZ;h3^BOod)MOaVP?n9=XV-~$GoYaEt2V3r9&YIiUx3nvqYz>i|CeshZ
zJI75K8iWCpPosID9a@Lj<Byx~ar$aBuI%d1ufqUugwDH(Ku=QydzoY9q33L0_<~(%
zG~}1-urU{6;rHy$<_mW}Va|26HDDJ0ox2^6y??yL`l-?fAep(vh)vE%qPRNL>sZ!z
zlEr)SmHQ@sRUe^0UqfI$a|C;vW97kTtPQ?k7e)=4bA=rXquENG3wK5$u$~!Q?F^WO
zf#+_=Veh#pte?j2TuPFX#}Dwq{OylW*WQp>G&p<X1K5}e@nuWL+G&F!4G}uy0s_4)
z5M191EB8DS_XD<y!jS2IFo`J(C$ish@z(p8v-S@5{ni;yHU_-?fRLMCj3a-(!P2R0
z|EZ3N1AP$s>vaTrnn~M%v4OZ9e!j-qU=+K!Y~ilQY&+QMvp#{e1F^vmO{F%-DMoBc
z&1}Hv(BBK83&ibE&kQS%ykz}i7dKXic{iALTsV@ggtTzaQ*k@!vwa~v0ede*WBp|I
zK`(iL)OXfZJbaUZ(~H|OFJ_a)yHc4L2$+X9wazd0a7Ngw#|UsULU3I}tUCRH(IK=g
zdp{boG7`3?+E_4{U68rx=vyXP#MO%EP>%BvY1n%;0qaJxIvNNy(bC%l({{atjzArb
z7CN~0ECYM4#$#!i;^N`jV1tR@wnXTpg9!AsL$JRCR&KiiQDF(f`mud)$b<v1u`<NM
zAG<K0OG?V{B8pw?TvAewgybAVK2Lz2Pz!F(>`Rnx?YyvH%_TV48o}G$3Xh&8V8xc}
z2<xx7SaRa9CJ3E!0)h2y5$tD+l{@Y*l~%&~u-|FO<m0fh)W^af+B2UQZ@hsyE3aVR
ziav0%GeWX>$4+u@*3;Eu7L4{CeFzVqC*kzguTfr6AvwpyP={F{s-Qz?AVPmU$0UaY
z`&wh=t_Q47=v8%ZI13vKeJq?Tb8lFEOMGu2J|SO52LbX$CHQ&WZS?No&Q#=zj?2ch
zCD-8QV2qB<_!9&sh6N*Z+8MD9HdwjqKC44-Usi{yr&&8pVXI4%s(y1;-N3%(-NpAO
zt_~#0Q9jX8Q&XL(3gzKqT8(^b85@*TBR^a$znc>II?Tb9uclN!qr)ISgwDCl-k*Fd
zv2y<t)&||#@i%1lCD@pgSdH~Lq^jSXjrXu`emgi>8z5Qi``B2GjT4VtjE1?fHXN+<
z*;sAqEqvL^2^|_MCY1g!?hRAI0x@9nSu_u@L+fA?BYeQ=tM71SM_+y$)P}y;vo1oH
z$@rz;-!d^@SbMQwTKWJsrrKB-CiY8*UL&xs5nQeH*n9N-6zsiB{F1ct!<622F<{X>
zH1{z>Yd>@R@gN1K?<V8Q;^vC-zjQ_Dibn`^GeoevF;<>@2T@Tu!rF=b^74nQ{2{DQ
zU3eslIalHrAEaRKm3XZGp6$C;<QA0T$gM;y9mcJg#A^c;`{sW-US;~h`rGK;-klkP
z(XrW>w)A@S{h+TWLKodZpt}iz>zQKZ(budEI<ZL|Ll)d-<CJgNc3!yeIRZUQ;A%tS
zlyaQAn~1#^-(&qm*6)+}V*cJ|=-$*0)+Rbg&nd>b-`^l1tpI&n@+S<bdQ7r0^Hp)o
zY=M;rp0e`0u?wAt%(=|^q%k3^{9Tclv*|we&1(xMYkhv7^cV3-I&iSm!_(+YOjvdc
zU$%5Y2f3X!B{~cZM(7Wx#lG1FD|g<LyEmK?`{vfH4x7lm;X3v$?*S*f8r~Z;)EWQ4
zdv6%t9HEmBBd|V+5$v#X+f9fHN)gtNjnRipI0PFj11$WpvrLSTD*1mxN-iRwCo;0#
zoY)xQ!nN1TW~&}9=6L%d9X~8M2TxaX$u$*p7||M`6ZRs|&mO@I9I<lCRW?o-z}kJt
zxIJu~GNZdxhd1obv7|y%LQ)PQpT#pVf}1n@{9(d~R%qIN1s1IS6aBh1z`aK?*s}LF
zHZ4({zfBy`5}^|hu<}WqwDlT$f9%iBm4=Mp&)Q)67m9IGX*nyOiIW5p`Q6%kW5Mdb
z;9zSkj+5fCV)Hf0H5GIi*&d-|w<FNs3Be7Wv2xR2tPKXT^ME0vx538B7z=0hlIrj}
zQQ8j4S%`cZ3q4(JxVczBUr!r8^|(o+x<W0O80#whytecOu6%p3{1O@Y2gUKKGWj_*
zkbf4Qt`?FQxK{ebsySpmGwwXPt9Ty$^HtU_N#>A|%zTqGmp>mRnL{#j`TjnbzcW%g
zm){)0&gEMu&gCbLY=_WsJK4V2zzHiiUlNZ;c3wVY%nsOC8DZhfp3-)BlO)p@vl00$
zPCOpj=X+D;9!0kfzHqcNL1Ib{=Kgk?N%R`nGpJUMhe>0;#E|b+Ah4kuf&<*Ka@|RY
z3W^Xms2%hBZ@yg)TN_g>{CNoTdHksEXxV8xmaRU4t{nq$@aPRZc=#5ZSC8RbH#fHc
zM^4<rvIWC<zc*KhZWuChEmM6jIM59%*Pn%`pcr9;*n7b@BUZCI%>A0x;rlLV*?A6@
ztvQ9R9RqOi=uIY>Z}aMrl4~A0ahpkUbFeeV(-$!qKWzuT{2~Y)+WPaz?~Wngt!Cv1
z)Wyp6XIL8yZY!3*3bxiJSorf`vHUO4vhz$VTYZw1e~ieF#^yEOGru=55Ta!>Z%m!J
z3pzSlaI`nawVThe`@mH!Ul_)3gVA4L$oK1*>U+Tf#0KXe5)m7)bCqwtTg&P&_baIl
zy3ED0HK)<FV?!J~c8k?v)d(3I+!5Qr3{PLgV*HOg@nu(H18#-ED#qFwW5lauG|<;V
zpuRTNC1f*|2L@ZQ?*oRvN`j3*1HZVizW-YrLu^XS#?-fI7-?(7EMQ#{n~71j(gieQ
zZH>_;G8Ri>GSJIH9}jYiup=o4Yupv%#qrK281^Iy0R}n<G}6YJ4_Qp*g>UTGM4X|I
z6JevRfqCNU-y<B1upuT3lU}A^l%omWic0WXbOuH{vdQlH8tU-Y=RUL1Rj&gRP4aX8
zMQ`63>SKIb2K=-H@YmA9mYh6h$NK?#>~q_(sp+uN(7;b7+(knB^F-(*6e=u2B=%dG
zor{h_9VWppv!Vh!bMlZ}UWRUZiqEvZ)z`<Q%uM(S1n?IKuq{6yg%uU(r^_zBn~<3a
zD|L1JXvj@YIw%sMgN_c2<>Zr!2`h4Q(M3mxsdy4oR)z&RIdIa@Kuc}@MN1RwnIr6W
z90E*q5M(CA>X+#dl~o|rm9=Z=tytIyHL;)p`|Nw9yD8Sc$-u-1i5Tr+#w1WJdX|bY
z9;P+EChvQf)8h9oHhNfnFBzgznfETI#P3~Ni{HE4ka_P?T#jYoa_?P)nhMEfr1F`v
z_bwA!*dpxU8wA+vA=p75tF9-q&-;Vfemi9UYuFlUVL?}R-tp_7u?TV0hntxWvJ1<w
z^h!KpvWhV*#7cT^YGI4{f5kE9IGbu?_W2mt7zpsC5C5}-3GM6=w(}K}<P+><fK`{o
z?;M(l-#P3MzjNqWvv&@J$sHUpaLaQvuWQ6?KzQMKCeA#`z~#w`esN+`YlIzpivSy4
z1lj3f_3b29et@_Qjz%&1FA&csf4v-s5PN;NnQ9}us0_<)BqAoe7{dZBB*}jL4!psm
zL=jF7_GF*0iYxD#kmOJe#do3;z0DAIBaW%c$Ml;QX>7l#%f2HCy&>+40jy1ajZ8*}
zxh~uc1jsHa$FgT>h!K@wn7h=*M?Yl4OiKd}dYVk)&BVJ2=;2_94sw;W82O%N2n&yA
z`>lx%R=>$$<-3T-LU<f(bTqNRk8S6XZYEeCm4S&5lQ6ojDWdX=vFJq_#>mM3*fkY&
z@UuYJ<rpS0FUUfO)lbAW@MNzU`qu~8=xSm?WA^_3>-{8zSn9&fP>Z#}qZGvCm0+0M
zMnAbF<v1FhjU`Q#Z@MDU!AGVY%!OF}T&#n;xE-#=vN{Bc+u>0%LM(LQrY~-Xr)h}E
zm$rj}Kpictbn)Z;B<N_U!BI~W*ONuq^EL}hgB3Rfn&@keu&c4G4T$`wX{<k}l7A(J
zl`sC=Un7zcVkv~1f!GF*Q(5_*GV-l;@#Eb@=xEe|qn-fQlk%}ADice^c2v-znGM2@
zL@~+0LH2rBeY0vju>CvqP!wzo1z6BYJRbgvLx_XSc(|U(`UIKxi<t$bh|MlRqPW`I
zn>2AnP<>6_s(BMS%Do5uQ|>+JX7PK_zBPLfYN{t-4h6qxs09zXN}!Aln%f}ku&fQl
zeo;KeLl3@TZO~cl7cYwaqABYamt9L>Z4fMPgJL9#D;K^=t+IiD*9PO9j4}LKGP6NI
zkfAo##ERnt8*!ZQG>MH9>au=nguM|q#%5#kt5l3~FlLfwetVz6{GXt&p{5WI2-WK_
zRgd}N1XYiP+F*lm4#xQQ1uH+$KpSggvrtf8fx*_S{Nc}&V56mhU);p<?ToM~J{wcs
zq~d#fR{oL?8O;Bym>!jiE@pa6LQ_(48RorDXOc?#TJk58j(0Z2u*ZpLXhdwFgEb#A
znRXar&&Fn9k!-v;-;?c|-#Hqy@#6CojB+w&;>E>p(=pmf`o8_ASE=Y^t_OP^4dj(o
z;9z1du4NS9Y%u?Gt>Hp_OwP$feN6%UH3irv%4g!mzB=sKnUtLgOLcWj)91!(hYLmM
zpsmAH<dSEEu0F<QXCSyhfW`uCTq`cZrQ#wSG*R4mYow_m#wMo0Pg@HObp+UynTvvo
zN(?Y!Z8kbF4b~bOm}$Yix9rQ#M`wK@QzcNItnzZimzE(#T%jvkT*;AC=d$G4bbP3e
zKBnenFgEbj5MXCv9ttZf&_|oK!Iaz#SgNUGsvb9HK2n&E_FDWlAdo6jBq?yZ+~3JF
zT$gPFlBDOSDZusuwhgM}Ps+)Jm6|$!kZXfOqz#nFA0gDo*qjUmYl_>Tgl&TZ#{8R~
zjk7n#x37}Xkj$OPc!<vyj|cJG>4kVaxQfSvtsyogWMfKH8oswPV#h;FCiDL)#@HL9
z&BIvy_8|kk$=oTg2-_2Lu-3z}R?b~U8XI6-aytCA1!$nHh0R&wzG%qGACpAnt7E2I
zRmuH1`RJslD4!&F4NFYJ)1ngWwY6Z9%c`pP8IjEsc#>a6nHgYoTsr)P0yGqAVN)8b
z!&fHkc=$dx4c40Km~G8nW3w+a4_you#{-GmzcV+$veaz2XlcMvpos;^S+LSnXU>;r
zguXr|W@N%oJbxoq_{jXNzj*#OK7*aVO*fL8zvYY2k!Su!KFj}16Lnyrt_D|4{*42|
zbo4PTFM~<M_0`bAt|E3k_SR<GVQOAFEY&nHMOSV-7KzYKAXFF+dTMG2*3iOlqHJiR
z4s6slaKE$&zZZ!xUG5sSr7vje3Sr_VeeP)NYzIp}PZVb6AU7@vZ5K>}zO5yGA2N;k
z{ez7M5j5s&v|BtCkG3C!bDKu+?$;UnyM8CRM)>j__;S}`BtCeCgnLiWXu=R^>gphJ
z$8la8#4g_fuU(6g``{UJ?mdCSgdt3ov?THQ-n$l~C?N&WGnO--(@$T4!=y0eJ$iwh
zyH6l=bAaow<B@jyiX{1poa6k{NG7RD^!zRK8`NX|CUN^Q1^Gj?4KQ7l&h&%&8d}(0
zl#4=CqNf(y2GjCMKTyXcA-4^V73VVve0+ZKj}j3~>Zrq7O&xE_OR=CJ6KyqxXsXG-
zb}@0)cGTUr1o;o2BLDsqSdR^5Y>>K(tzzi5eF;huQxH3IDf2n&>}6PwABz0Q7s$W&
z7}~Cmu%9!L`FWKM92fn_d@hbnfWX=U_Or*6T@;Xh=!}B=w6)vduxTj@9z8`t#ABF`
z3WJ(Zh|E2#eDb@}q!c90UBZ0MJ%1VIV}_#e@pBYBh=jn!3Dz?wBIo=iiF~`|zreU}
zcf1=g0u_1r&=6P7E6>eCWszbP^_11y;k;!DL=T@r^x!cp$FMr2i*<0`vXrS17(a)#
zLH4;zuo^oQ1&?1K|9&K615))b=bY3Ac0W%+_Mg{K5|;>deO;LL>kj=EA$Ze0l(!uc
zR&0mIj^B_U@eH~5pTKThDAaUyki3)aH{^H4i7EK-(=z6B=Gn`zoiG&nk6s{;w1b-?
zQ}r+7j8upCRXgB+;}GnB9Er3e=b#_t2kYVe5jAp_g8Yet{Si9rFLn(pSr@TSyoR-h
zcn#~!i|o3+aqP4A#XBM}XZ>C5TgbnL)j&^xmH{^SVZ|-zXsI(BonCv8fIVkkVcBG9
zRdQJ-bah17hGz(HF+i}JAy%D>VdqXQ+4<g(bx&byqJ;$m-PyU5+{Q+dxs%M#GxJLj
zn_h&(EVkWWC$f548EG+xD%TBCD5#^x9u!JVq5b7Q2Tk~+{AUOa4aK5Gi?Dg~W=xnc
z0p{k)ceF1qE{2vC8^{?O8%rt!$|lc|gucg*xw{|}f`fx`?%X+CyLJt&TeFK9J_fli
zNk$~+_wV1IN&4&EySL=`4H`6Hk^;#&<odGQy?Yl$MMY@Rq{(NWU)xYuS4T++`(ohV
zpkF;xq!pB5?u`T_i%Q{VA;j7K9<UVemKmE{!l{OoRaAzN=if8u8f$Byp_LFf26@5D
z?DGTg{vGQgEvt}8;!DmbfWL<s&aeFfmf|Fs*yKFUPA40WJYy<0^_}_$=Q^`T1Yzz-
zw#}2$MVP$&7E&?_U~MME;4eHe>s$VXiv3&KBQ2*GbN0MIa#j)iT?}!4UNcx4vkL}d
zQwumYAPbvEuYH90^g<?S#M53MdwvLFu2Z!O%hUHc*!@>5vPC7ZG0{Q$01N#3jW@Ie
z{11Qohgcy!w-j@aze93PG5j6$ac)WjSc<FR#bp*L?DkR}WcS2ZNh0jNnS}KG5}4{~
zBGB0Y*JcF3Tka(pBR|NJNeY~M>OGQkOW<#(hjZh6VJY6JGA^@Np(<9j^403#Nqjzb
z-$_PxK^e2FW_vGV{L;e(TAKU;djBq-NXsf<7RQrCxc>Fbaei|jSemg96JwKdx&7ea
zV`iad-|?q7*O@)KG3Jh87nJpEUl$wZw8x^&cQJm!Wq3Fn<LIg$Xcl0{uR}W*q-7Uj
z&Xz|=&Mbs~T@##N-T{{4vh=YjB90DZQSa!bcMzXiz)Z|N9SyN(P7CHbRh+sJi=p#x
zN<I&qeT~&~s6XZo=k7Avzr8EcvWhTga|AmU+)Z(QRcGl~;FJH`EySmaprfV1%KxP`
zbDb)F_{NW!cz?Ix2D0-@(9F*g=T~)tHqXwIwZaCSJ&=}J$SewH`hll8Qwc`e5AryD
zapR#UY(JRDeIPb_R3pqCE#39$;5l~D=)f+DyY=(hfV9I_(hkH1rZ~T%ql^vmxi%;&
z#pors#qB_BV1zw$TXAi0GX_KF-H_T~))iLIVGS^Mctb@U+B&oCuq~2p2R9R(U)qk_
z4jjK!iqXr%x$Q8kIddHXS)6+6Cc6t&gRs*aS(jILM5_i?wa+g$vq5@J3FaPngXFAY
z_&Xcm+?-%oiXS$`r4@2@C@#mCP0tXYQN-$CtBc(e{h8}jv42Vf%-Hi9gI7F4W_~Fg
z&2=#EYY&X<q_}XmR@k7sKhiSuF=yEYCNa+6%LeE742PvT`(Q3MA&a9!VoEL=c3L6%
zylm4o=4jc-1y_!YVt%&z*Do<^=>@#KWm_E45-ptI1P{T2dvJI65L|<6g1hSw+}$05
zySuvv3+}Fi>!7!D-uDNbb3fcq@XYM#Exo&|cGX&|B3_TU0gSStG2o}`bM=A|PqFrV
zw*2d5G4{)wBX)1R9v13)0c3=s`NX=E5vF4^$bAEvYC4AEc7)Yahi*J`Dos-nbX>JC
zKKa>ct()iI>Q%AcVt3rfc9_09gQF=02II{GTeg8cRN-sFH6lD&;wpZc!P#P=Y+_bX
z)!*u;`-9;LI={#kqGc}U-m0B+k#Op*nCaXyoU*=Sd}YGMTNRKG??uR*AsDd|)i}-Y
zjC+8hG<v$rQh*5ZQWpEBNdM-_1CbMw5zG^V=i*dfantwmVeNx()YfPTHW5Y%ni@9{
zzwRD0lc76yA;k?^(0wgeA0D*O6<|JDc?W{L`Fn~@y4Wl-7cpR4w?tneRdx4`z({>}
z5vzOm8mQFpo2jwh_+@4t2iV*}U4X{u+p_8elk_C@{oC{jSqsRV_EKhsyVz7k+Y0yZ
zyKvO5!H3A`EyJSdJT|eZaVh(vxz|6|u}La^JWqOcprwI#2R=3wiA?9oq0cA^7}=yr
zz>_NwkI%XgySI4@b4Rqcy%T<;dYb-r<d%2}f3yu!q(6n<Nuxc7w<Z8C6Tril4QPKL
zyjBi!cQrS#OOkMI_S5{t?YI)${`+AG;LN`BG+{Ta1c=lfsCq+tzb7;BWtGEAe6jub
zW$nD3J>B^5=SEpZ9w<IiTYHe)N|&{L0rW)r1<jWwDxYnkfpQUiQnKHex_7Z$W8!G;
zq;*$W!l@-ynz_nb8SfC2j5c(fqsJ4k5!E_VpIE)`G#qRn9)do7xN3W<xj)?V8SO_9
zD_{{d;w&O&W)VG5i<=zd)HOw=lH?v|gc=64w;~37NCbJ{se(jrj<@|GDtxTcNA0{f
zW+C+vUgMe$s3Ybr7x#^Q5buq?nN{J>MRrcZB7LY`($0%+sXSVoE`5o{J1N<)5Wek)
z#;uf^3wDt1C49!IT+Mc}-a~7$k)P7r831*bc{AAaT-tul!dT^&UWX%09$DO^b*#7A
z4WpBiViVGSu~Zn>av;hxB@nalAc`;MG*UDk&zkbxfD`bKNs0~T30ENF;lOznyyNyU
z<ELln=M0(L9kdu(GF#mLUV?h^`XeeyZq<HoSJex(^bE<WotDXGQEInJmCPqU;`y5O
z>g4;zKU@igqq_;wOU$jzI6-Z^a+f$Z0<+^Vduj`Rs@Ukn9{f|SBSeC0sinP&a-wQC
zd+h!#?q<Mi9CG?;1!u&KpILqx2a~nsRQS<o#eK#_!zY#}rPIxb^|}tQ(_S17bgZ@F
z%v^I~bp~9kJon_|e{L-I+zvO2cxGlCnLXD9DT;pdY%IX~WIW&{C4uWs7n|9mP}0~-
zgI`vP4EC!$S&YwYW}O>)&f$IhqPe(ouQsPo#^D^GpFpeM@6XphnIE;JbZnBusnl-i
zZy@>*JRv4wTXls-DjZnFEKu}gJ~c%Sjq9Ts4Ng8OEzALR4Bp-g>dipRl^w9D{wxM2
z%o1p5<87tCXJE0^BBs1buemxP{<PAK=R=Uqkf>lq@)u6-v%AsTU1$nq3^e}W&P4at
z9er^bx4gMIF_I!^%G62J2$iY{k)7FiUeY(*t&aNUWad|oY~<gkj8BkFY6^`<D9T^$
zbHY8I;fl@%;vs45QLRK#u4O(dTKg*fC#WHj1*q-`RR`K^dY>B|C^#cC#(XXYr~GYn
ztE?z+<7A~*nLv90C()jkY{}em`-iu-Y`DDGus^Pe$cdRYxvWDBV<Cl_5vs?E!QGP+
zeZ)vWd=wSPk!|Rm%zzy1lNLTnMLt27cmZikGXV%ri<|HVn#|>5BpvNuKlqL}jT`ev
zbP1CRI_`Z|tkB>Hu1bQ{pfaY%;SpJ0J5<-tJ(7xYf^{t@a8vEC7B^BeQOy=nwc;kq
zg68k45&r67=aIuLyZ2I8;=}Yzrr5TRmWUT^4V3(DF2?8b*m-KI2AVdEGoxc$1tp;Z
zCML4AM08!U^1SG}T47I=l#8Z?+-RgPcR$T(qOd=aH2wC|^ja4MBCW{CIR(4!&O+4W
z`B*>|@c2&@I7vN|8u+Fw+<nUJN`~bj_5L@ur_Qk43xjy^<Z)A*<M@joI9TTYA`1<x
z2EG0#@ba<CwS^IMZbSn*|NZ@sXR;#@0_(i=ONJbDxE^hE6CC|k9`8UO6FhI48)&ih
zHlUFg4jtPUJfEbc?{k$}XFd3g#4$A`kH$6h*gN*E^^2Q@r8X6h$?kNM?3E1LRk=+7
zT79CxIrTZg)msY?-O554uX(jZqkkob!$g(n=~E6N-*C@MP2U!1)%Rx0$H3PK6LSF3
zJeND$yL=VU2*V8c`uk%O$|%4AG27QMCPZPcpB{+BxZV2MvrIzT1XHA6gM|b=Z%>#1
z$}x*nq4TM1^Uje|QcH<vU+|mBQ)DRWL}T(%ID|4|lw7mFvuP*AF%tIJ%&gEKUw3tr
zQUyX=lJiOBjFPONIHE+9XLt^m?d1Vy`reUQR7(kOUr<iOK?(0UqTaqSk&V9L=b+y>
zWL(2+FJL4ZSkGwL#bYz0@-`Y!v8mpUCGDZ&LV&=V-p4p3z^^UzuhVbtQT}2KooW-K
zrV|zW-8j`TvSBv$gD;ndd$$b1ikkfwTBO9{{&)6QKb&tIF`D|sQe6&7PB3?!NKWlk
zR#C;_RR~ufdQtSYP0<2gDhMuB#6NbnVEd16J5U{+ExfbzqLv@s8FuB6)G`FdO2YZY
zKf45V!o|L19c}@bDIUZ`boEdvnXan>6V#d<V9Pi}R@WSnNc<!6eD@<cCGSJ%P~U(C
z#X(~4q$G}Mu!po4l(g2)p`u1m?9c}50qahWIu2Loy>D{CEOiDbHqcP2V6L-^w_E*J
z_S`(G<1*hx7d+)TslsqOd?x)h5qsWYymxQW)Z_+%`ES<om-xk;fQBAsTONG7m+j%a
z>G75b6!49mv6D9s{tu%?Lp*#i&Pq<Ez`m1Wy@);?bbdTHDK8-nh5Xb4a1wAC-GQ-|
z%RsH}L#tB3a65p;FXF~E4yzkESP~vE&gERpiKfIadwGmXJTI#X+;~YGqpsO5fpdA-
zlB4xIuf3A4-TEO_@*MD+71=#0WPIjB3gYZ^zasp1XhMU^-6cICd?SC>=PSw2Oj(F7
zF~^F<xJ+^V9W+eJ=yv4zjmw{LcdYzMDwXl$aRaUBMLwdUaLg*|>xV<qUAA3$uAKfF
z?lfSzw|p)8A|)Uv2WCwQT^M!WZm3mWWnut|EDpFuPDyLSU!z3S=p_WVv@F?8PxZr*
ztH2<B!er`VpOTQ&<N?WyiCVbxc-6yj9~z8M9I#wT7udISxohi$wFM4vTMhb5w#9t^
zWiO2vH%b0+CdH>H1#cU^1%^=cyEQ2*?O2U+Lf>MyjM%T!pnYac>Ie$;n3UA9wpwNW
zFLXWfx_g!t6WBPvW{-~w)x7t{nL?h!KG082O7NOPqsW01%>DZvB=BQ6-4wO_)+C>;
zr<8!<(ni*ZBm`$)FLG+w4sXB(2qry#rDN!;I{&#Z-#OEwqGOLY#02b%No=8ZIkAfu
zTodv{B^SwzOW}|3Xpf5q6MUDe(%P6^a~wnOF5&1Ktj~IH2Cf{Qld}HYNRYk#%9ObE
zt`T3wIsH^dK$)1hBPy8wyhbIdg%@hKy8cm4T7sR&<MRn=M>|w_TwO{4Gch3pflFgR
z-~*3_Xy|WLB?(Fd9ITz<I24@0RD9MEi}-D}7!^HVbX}lX4RCfSeEIPzxolt_<@QQ7
z)lcMDDWrH9UI4s^mHl4$v7Q8jE45l96tr}^qokAx9n*aSfACW!(%nI`5|NLF)%5-H
z;jd(7?qgNrq&hGqDf$h?d3>BwY#HLaP0_nNk7EVpjqc$bz3VuH#g^hj?n*Q?QhhX4
z#~GXpogSkw{E9wFaqq0dLP)yPC1T^nDvy#KdMH$2>5xS%h?d)esP)2%>Y={>HOed0
zJ2OZuf%Z1BHlIKcP0kUs`I!|}OMQPh+$&TnGbm5otFzIcgZ5`>aYuHOue-@UuPs!)
z6@yY*(g*-DeWTDVyYK+>Qz1?{z7QbL%PM80gayb2Uz{a710I~&5m{L+K^an=W>+y|
zw~2QuNHKR2?tE+sRIQfXb&PwY5FTC|qog#UQxq(WwsG=hVx@GL+W|Grq|h!!;C-6<
zKDq$N7e^miqGS<H>y9(yn}a>lJPW5?3LherwoF37Pu3CBn!18>(t2?DW~V7EyKE#L
z{@xns7xkZ~9C}@?j*2kwj%lu;3Dik8m1y4#a-f3Vwr-VTLO}sr7Y;gv6$>`rM|*6z
zDT@O!jZ=M`L%LS~iph$Vs0X|vGT!C<#yuR1#pgiFdQU^8XF|k>gyM*~IFa^FPKNCh
zzk4W`eo(Hg6|`>$#}Hg-_<Za!esv}rA{4$%LZK<E^e;rm0?w&w=D@M}f(W@W$19}^
zFjhP`*%N~8(-!N(%;meYdWo))O8#~!!+*jnyNrs;nK2r~a=pOjV)yuy>@RBnM5-y{
z&I>&!Ph!m5CXL<=9?F4x{1&$(a@hJ1xyOuGKG9}p*IuPz#}LIi#4}~*`O#*^^yTVY
z7%hCET0U00?@<?hA2ewb<8ELtHLl?e?{A_bZeoK$P;tv*D@z^$9<%vUmLrB~nSYRE
z!00X?uZ!#>1)cH4BHXG@o7o;eL~Va8@;S)biwg2QXK~ju2wtyD`MV%jZ~_<XYRa`y
z^bd?Cf#*y+vX&(ZiDot)M5fniMt}eQJ-5RyLPlmwc&Rkm>f`N6Y*Nx-h7^gk-`^sI
zA)piji|GWxNQ+D|<G^eQcsm>j-SmxwuAN3vJUO2(W8I!Cn0`EymCZ+U{hHVv5rM3s
zrS&Zi-Su>t67tmC%uRK~L`4M$k4hk%EeH;O0>n?<JUn`VA`NK7f&q~zZFbod0}Zwt
zL<?2=Lx8?2i`&KKBySh5R)fU=1rrq|WzXn0cXJ!4n(0ZQw+OoLmCQa;4;Nd|#s{Qg
zK?Z=N&j%kdm+ux!wUowXw17U}1$c?=$IqW4+9Rk9*)m>U{NU52feK<tNT2+((d~w0
zg+BUOA%wi2|6}R4O*^$HjB;C<cyPN30wZ@BFKpPD{bV)1pJVfg&>Pi#20Us1S;6Qo
zIUTfXoj-<=lfqBh)j#F|=zrm9<0lVe))fmlf8}DFQF)N}@3)MqHskO3qVGKY=R3R*
zbbq_Kk;xCL9s2YZz6N%f0k3jrCC<tnDD@ts{S49#yzMMfA=mJ8BR-~8%bw7f)NZ8x
zTam}RL-T4SUXsDCj0h|~`C5dm(5jxcUrVbVJ0Aw$lcs%FrS59R5}kchP6Zl`-j&|}
zIo4HO#yOMZBNtD88(8Qn6w}0?iyGoq2uKlB{nuz!62U%1`Q>GVL!{x}%=K=scGStu
zIxMD@rZk?|Ivl-9Cvn8o$*nMN86<4AIjU}=l8UO}q;`%Iu0_(X;p_-$8#u+-POV^t
zM4(nhsPYn>butU*{W```dYyC*p_d4;4YY7}`yGWYgf$vnE*`?9Eg+`0y8MWZB2Ode
z`PSq%EAUCg=QN16<?oH9o7Ki|WkS6`Z=@!<bU@%1G>8kcwvMLe&~-`zBSEN^`P}M_
zo>9`Qak{aarOO0knyp@e%Bze1X-vOidt<ZH91UhoAm`suM4&O8jI)n-x!yjDOrn*^
z3g-FS3c;+Y=<=<i5ryOguSzt$wW9ukC;hV3Y~gHo8g3AKyzamL_cSc$zVv!5pe;=o
z!w!@@x+~>G<QG%4it_kseKvnyrHqeG#)~52Usw8fOKE`=p_M{zR}q%Wzsqk7Zf?Nh
zyz>oJ5WYzyk^fW(IqHP7Of`6sg?zJJ&-wHMH0x?c5wDv6;jDqMe5PgWBzNQYdRE21
z4S{~g(2iE@!q0!i_Q{#6tddDG@&UE6OqDNKF71Ya-?gNYsr@r6!FLm&4cs_F;2qSQ
zfC5b##)qcJ(v#qThnhZ8)m#(=$lpGL8XadrQs)_FT&5*dwKz_5+#Bpu#nk6#;=ZYt
zs<4H_{0CBQnFhyXPdNS3AEzWsIvZOucX&{mLN=yD`u)CFK1fT>VEf61-if<wuI{|&
z`w)fUUmf?j`){+h&s;fJuV3D1_Wz_0QQTH&)Ibpt5t;ohMDg<S$|)%sp;&vlUC@^m
zCE}?HtFC5#zFV=CW!3)igF;7F_j0obnu;`%qBQmgw`Qx;kspmpAv2<{^U1u#WR`%T
zp<$0ILc7z^$7?=i!x%IN=&I5iF1t-(ll#a{?<ZDP945Vpk$CF9g#{cyw#&b=l2JZe
zFcNqz<Vi&n;j)LU#RgoI94v5tZ9~U*JzK^5lg<?^Od=eP&5+{%A70sq!2jkCr0c`K
zIChbuib~(r-q<A|@od-^gd$tO=b);p+P%E|nUK%r$H!+tNQ@eSuN)bzT24OV=<^Dp
zW@l$l3248#umeOV1h=BAe~f%&w^_vn%Ki>a=Sihfh&g!24NKC3)!>(Mb7_yF52fQ?
zzxJ-@OUG~S?+*eMtk3ldwX)mV_>vg3gY0((SrV^)KxVHkG3!kJ7?nO{@;JhA*{li!
za>FXRu~g4W!0Y<Ino+LeE0Y)|aMz@vprLE5wg1TYK0zQXb8ov#EsoTV7t>|mnf8lO
zfBM*3T84Aku77!M_q;zFS5gtY^%DGgWhh6ghCV_X9v_bxUtf$2R82oRGQ8gZlU+>n
zUv~d*pjU5P7NzRH{+m1SA5`@Je`(-W{4-1ceMbfA!gT-3()_!)GExqr&;Qa1Fq~N^
zvtHu=epvr$+3@b4UdjJ7pKlDpVsjt<m!G_$9EYHN*i(5#-s=+29336~rbZ_Mboz#U
zd3jmg)MWbV<8Xwmk%C(?_|P~wOw0MJM!nKv7kZd>*1txpb##}FHzBpVnP1KMgQ_Z-
zOy9@BpER^8q%vmk#;5#=BU0vwwcjEQ%To)MK{@~5JD)O$w&6WHN32?Y)l6rMT29fU
z%NGv68p$M!y|QH{^^{&*^U`=Uq`4L0Kc5F%2TJEi_1_sA`X28BGRGR!`aiEI?fs&@
z23|R<+4@82;vzYymWh?*TAZUuz?Iqtdl4o+QqD7#Ei(1$+;+A^6@=}4B8`}1Q=`hB
z&Yh8M;QTThTq8VJlg1JeNH%vY49?Nc=Y^12<DMiI%XU)810jn9HDN2o!hbfw{kZfT
zo;Crn&1IDyU0=^)X*0x3)Kbbinf5J<RpH4t`W1D5Uf~fs&>33gEPt2PY;iWQ$`OU|
zD7K)m8cQ&LjZ#T{)}iynEhv!}B>mfu>H&zk&XI2PV6?K7{>`nf#Ef9W%=uP34mP0w
zrkd%ci;tU3^&ivI*zj$Gi<!4rv%8sD+W87roq0mpUZ1^I?Z|DIwI<L$>v#|<&)*j%
zq7GAa1&)Wd(YGY?+Ys<kCGbOklM?OjX5j(OVq?TU)wuyg9_%~j36&a!nI^Rolv1!k
z%I{v6>iS@%*03E3ay|s1Vn%g3JBI*}D7~t5Wd(G=xf(tj4liG6J7EOdcJ6VCW}+hw
ztL=33_si9hPV5MHeE7tP4e_X`DNxa}%NG~t0KJS4Prp0JXY@;5_&?7#1bZYLpDFA)
zpXNSoL90r~hUa~=7XIQ`7d+252MI93fj5&Zo2O1}<`&+u&iJ;{-77g@=`_r{tc*3O
z%U-Tp>%z<-fF#hF+Vd;~6he1#aRDsvr@2bwXwObmm&U?+ye}N*LWp?P_e6j0h>y8m
zF{eHN59FRu_{N`|YD|k#@y2BY{Z$6*F!Ty-MJ!jD&*b7yLI1YuE{BL+rjS~ZFbMJN
z$W_AbRWq@~ZqkZblwciL_N!Vuu0O=2`;)4Ly=ymc2sIwL|8_y>I^a6}=7qh9wBwp5
zBt@O3RoOc8#0k(Stt4jVrFbIi2iF|$QbS0@4+{U&37163BjwzP6g;qpcVq(GiaB$)
z&Sbm;xXaFbkJrq!1GvRY0RKWP174J1qeLDQK_^O}N}WB|BXP^y?@@fW-o2Wxx{8xW
zfNpdl?0n@YhW^`C;om+Jm%}i^&DA0d(<1Fxa%Lht?`)I|0X6^UA#7ACQD}ae&}_J*
zohD^_N9s}qJQwXaqTuyXc~AzQXol+3)sszqrp1tP1iq+_T3gKPnWf6yoxcWGz+&0i
ztB&QfkrGmXhT!+qXHOmm^zDk}{;><{&j|Kvy2?XqUt|Ivitn%{*QhNJE@@ROP$vTs
zF4c8e@79XafPX4bdWk7X4wv;3N4hp_nEkQ{{AdxY7SK9PT}xDhhnd8-9F2lUce}FK
zKZrnza=)FW-$~j*h-u?}s;-b=a57W?&l3Lh456|)M~iR@qbIPmuCF7E5#bx}do>6B
zGA=)(s1o^3d3~6I?0-%uyodq}WoaehndQBRVz2!_hm-j@dXo(63Fd_eLH$j}`HGIO
zc$OI5rm!*SWCC!R-guq3q0Yg<fY%7NbOWyx0$!t+0CE<*YEj>{Z{Mc78K3G%xJcjh
z<`q%mh|fPCb3qNK4zpJq)o;OY?rtDiEU53mb#7pM5)L`=iD(W&Av)Vcu6mqIbchzT
z0Xr87E9#csQ?1*iS-|_rM+i#YQgs1mdk8i7?02RjrE_6$X+5ElWc05;P{76d@p9d|
zgq=?}`N=;qys26Xxy{>t$#AhzEJ2+n@A4m7X8=a*aoA+Hk*Ae?<8g@4e7cy=3bB;}
z0q{DkDx9*v1f*#`CF<}MM6~V)7*&<aC@KFmu9TmYR2rcEN86<Me_@)Sw6>!EH{+b3
z_3nSS&e+0$Bl5pZrv!E?K<Iz)0REX;i}&pR&!+P#l&4mvUaV3iA33r1&!J+3-1`Iq
z-jd_<_y3$k{{q6XYGul0p<!X7{~TRwYZML+4qQAu7NKlDS4QJ5puR_`mc)NM#aHjI
z@(2ROD1r@WimxhWn?fO9DSAuQ%It0qmD=5};R*^0n7O!u>+0CjI4py<`hxrB=G5ja
zUbD9WvKTJ69ZBcY8K2c^v(nbRJ_tf7pT!><MaZ`uE%d7R@DhNCnZmi!>P#1ef*<sz
zPl9OkuVTr8DaHGV#YJ2ce9r#E={&%jjqYLyrkHN9T8iU}jiT@h3Jf$HiXwdb_S*<>
zPyc4wZgdU+y&0OC!dqKg&$|2r&(<cJe`Tciud3lxhg~FDlr6q_2FE#!dt^jl+P4hT
z(*);LQYCTJOX6tzPj>FNVpi4MY|2oWV)st|!7UqtC2P*YJ8v1P8Zz2iKX6Nr37)z7
zFx$Y<o&TDJyV@h+FtJLgV0Y+%ygeh1ZdOd*y#{j~^hDYp{+4zkFKKuby8xtU{j$q2
z)T3>F87QcLAY9uu7u_=La^t3ZD~HC)#IDFTliBb19rmED1fNjHy6%Sp^v=FnSHF58
zCuMm=?}CjUc#e(dn3-S}IJOr^`SHS|q;{+w-hUgTQ(Djp30=!zX)dVP%}4+nJvZNT
zFbc{`H5PyR(;-{!k%Duqb#gV<MG#!z(@(}z1OozKoVSU5e!9q)EU4>pgA3`|d2L;I
z@)5T?0tZiPRn-tJs3f%F@XJ%e1U<{Ob$E@|ThzF}S6c_>p>uV7WQz)qnLm~s4oUBx
zUq4N*=d)x(dzCZ$C|gcI9KY-L<<>EwCnq5J7V<hyw1-w;Y}*3T17Zp_PWR*#rk}be
z*FKf`nE4tI%YX=@god)%sxIky<L7d-c=n^s`+0=Aa$tliQHKC!+n87t7*l-c2*Shg
zSZ}X~Jz}qj0zUGX4Ef!3!`mBmfV(!p^mfPw=6U%zxo%Q@)j`kfqk}mCvFI#wdvm$$
zH%a-7-CfnUWvbE27uO)7YvgY-x3~#=myuZ4bBI0x0jiippu8eSi@E3_YO&XwRBA5x
zcKKAT;QJP=oP|C4!m3Xm|1uE52SI|#mO$u<6QlQ3FF6G>*HRO&(CKJ`y;peFETrry
z_XLu`{tDGj-_?Ye`;N^4TA6+*N>nW9;=|-Rpwc4oC}KPTkrmQ#hNrFydGcjAf(PL)
zEl9cJgGsFwhZ}ol3rANrVa)xxRylF8$`|1*zvB1HtQc6R6j+m7h6n3Qzig)j5nqNg
zU2uwkajZl2Z;IEMvO-N>jBL^Ncr(1C3x+nxc*<}=6L1<Yy52Bt_}3?Pd>Ba4;#<~n
z2n9bAi!JlQrS)5l?C?EDcr4cBFJDi$nVDoy_tg2Ut9L#pRlXtp%WYrR4je;X&{u!G
zrA_Kn8%@}nVq8*Svs|WXygJ&-;!aC$wFl%|J#(MCW^`Ra!3I*=IkFDjVFA(<=fz)q
zT)C5MI!B_0Jk&J=?vY@gRxU?395w~-2%`JzxM;=?em!!g2o*pdJnsNRtwQg6^h<h-
z)TKZ-Hy8Hjj`Bp%o7N8I-D>iB_Hpc!3iaN7k^k=NjrjiSk4Q-T-kCz#@XJxl_{+%W
zYbu&9p}DZ9ynI6OZ5Ok*SQob-Qzi3nE2LJ-cwpYkh-+8EbiSSE#@B`>;#oMtsIJ}_
z=*h*Dr8$@~Y8djxv5foGodu(6fO6L^H~jPEccviK?fu}UJlLzNz8s3JiN6<e;nprQ
z9-LcAwG69eyfyr8@k{8+Qp!u9MkkAUG}`0W@z;pRr7>E?g^73Zk8^#SQMD{j#+)V!
zSVLeU3X}WqpX=Co2|Pm!o(4GW*m{mbNk^^iIN$*GBfziAiSCC}JFt3u;ULp9C1GpA
zMRRrX?`kuzxP^~E9g^nbPd102K})Fb<CsBJXgQtQkeNZX5(?>uT)?!;jQZzR{yK%<
z;80vf%LkQM@T2poauE@Qz9_dw=vx$c@sIN|5uu$jlhQY<4}v35pNNc(8a-J-HH3cN
zkaKfwRH4DFjqEYV0CvW8ABex`5GNg@Yq9BW9sg@a^-&PJ{6lI#;@w<7V)O;rSuMjL
z9HO$~IFa0ssDPPo@5kjM6nkukBh$2+6gASKiw-WLQ0IAg=NTn5SjSaj#J6bhI@=g`
zEh96=;<!Ya(e*jd)n1c%c0sbOkWu47jBion^TpVPJEjbmo`i!I(ev?=!EKcQ#_BJh
ziKl00)_wXHXbgoN49x7nJx5Q2-V5vu$I&r5W>*L-nC}&Rq@?8^`!J?cB!#Clb4G4T
zbq%K&P{$AwOqkg5vC8!#@`)JV+1rmc#&?`B^_m%73A-Kw-MUwe)c4JIRsT43rzqO*
zo?Ica#6}Udd-ulndQi2^;<<$=&j0!=rP--G<qeA}0zAxPx)t`98$<<F^*b&nFE5lz
z#JR>zUdU}$ji{||XDe*g&92;pKO-3*jUh227@_5ID$A9>e8u6tjC!`Dg9Yca7eUQ_
z6Eh5a^W~TiUhonUDmmGefYJ6$wNVdO3UlenMr&a{;e1AXW8Zeq=*kwQdGOAv%R?uo
z0w2G@iikF*oS!t`&G%*0lg8&zO3R7rD{q2olgk(jE8$&Yj1>|>I&9>@fO9^_i5Aca
zrDI3P(0Ob^MkJ;u_4Zh$$hR&Z>+1K0FHf@cp6R~3+pG_t%?#DNEn)Caz6c1l)f3d|
z6>f_w6S2ySZ58K*{uE3)G%A^V1}UlXf)qvv%Gy637B7exW0GQfXm*P!gzLYCJJEY4
z(SjH&{na9^F{~ztzn_MU_E!U7`)u=)1z)p}s$EBrIgbhd*WQs7ogbf)do=ZbvFMpR
zOsKezxAXAemtoe$Dl4NB>%LFoP9;~=hj@m8YaN~e3eewF$S^Hka7PjqHcx799?KKK
z(!mydKXx+B^O~KE7`>}f#6VNwo`KvqRApei73AGUo+>bhw8_~j>QU~Yn%waWqU!EE
zVAwPb1Jkg(pz^h=QMzgp7EDve4>5XLQIDeUv6oYS8*(h@`0yc)RZ^1hRKax4w`$Dw
z!S<k9rH|H~h<pel1dTyblOzd4u-Rk11TWd4(|hADnMsLLVSl<Y_n^IUdVJes<JE~8
znn7ZnT!D`}IDKXbq=!E*_?q1m9eWp8eack*<idKein>n4Ei|32|B6Kfnczt1lA!mg
z&v@qJzoNbvGj)1k!<JF#GIh3_8Y)#(fN8_?)(Kvbe(?B%>4a9_9Xf(SAtVH1f=z!7
z>+8F386Ibn=<gl8a8-WI#KqT%Fy31^GMfAKd3h7`p>zEaYVBp*&gj$q>l3SV0CBX`
z&SSb2fHUnK)54LGeC+NC=n|^z%8vNi6d#kJ|3P1dRNdJ{w3@+ZV+kuY$gpUg<}n~U
z|N3`!)!@#>HFE!6l5mb5JPJSov9$CISfn|RJ|QkNSnBxk56@~z+F$B|iqNS3yYH_P
zGT)n?Qt*gx+@#oKN8gz#pw~sq%Z<OOqyK7}adJ*!xD+W)agf}-@C~P|m4|#$Z^SL)
z>p-<J|ITIdVB92i)=z`K0<1(5!}Roh{wzQEue$C_8BTL7APqg#<w8&IWqf>w1W#O9
zyGt?F5nR4sq29=U#3m#?7cQ85q`tEo+?=0j(E}Oc6`q3v<6Tu^V!uO~B9RVyZ3V<;
z5?WTEAgt6~R}0d?oA2#id_-X0=!HRPfEb5mU5+%XXp~=EH;NL1>l%d3e^O%q{IL^P
zjLrfGM=Gj_Ip%Vjq~Y~^^Y@{deFW6;h%#wH<JCR1z4_%m5`#A49b+}MdIqKSk`Ap#
z?iwPAYpZFfkXQl>#!Z<77{;Br#Hf+>yzR9m8RrZ4NE!g_%rX>xEsKO0X%|XsmrSp<
zQf%+!%F)SY4kll4DTT||KZ9B0{JTltNi>QBDH~1f=4N&~_UCVO%H^=e7BCEAD`=n+
zMtsr(wE3@AFd>YrS1PqN)Z}P9;+>V)Ny{|JOreR&KaD8cKKFl<cBqM~&?!$y2(4R!
z{mO(n^sRAj=v(^7+8S2I_)wga6LZ7VbRH;_(j%mwdk+wAUircU^0Im;)aB0_V2ddE
z!kI>Sdd7iq*Q4eX8c`7mN*#dUG}8A0#eI7Ug+){2QV@ECa_?epp*PGU34yh=lW8LA
zTi-|m|BocqZV@SHnG?<5buC8v+E<LwY#aH85qT_0b2~nIUl)^7!=3TAJ98+zMJ-j>
zXSdFg1OzFzTzt3Ptcr^Kp;5~t*jmWIqoaL0zd!y+{JvQm&T&kKx6x2Q9CO*ssLM-)
zhyMi+O<-Nk7@E2U#X)>Ak;WMMyXEY6qrbGA=v_BaC&_}#IC?TKabk)3AD;-f<9A<X
z6r2;EDAl52d$aubt!ReDv?O?r%@LTTHV{B*&n{22bU+9PYb7^P7=I;Vu_e`#)-_6V
zfL&KCVoI(3{FH9A@9sB2{`Z7F72RLiPI8-NK&6cI)gP-&DhV5+D)8wy3@LB%C-ii~
zy%jTLyK3qriYiD#h;p0xm8(ozAT9*X_#m;rGX$_ee)uI{pTy%r{0O3MENaNJO=q^W
zlEY4plsfb#3@)cEre{>*UN9MTwM*f`lD2dqF*)`sSXfm_39ev0W!A1ra~YN&5THD*
zo{O=DZ(`p&y{J&EAp}c$!w!}7kyNuvz3zN>6S(`nyY5q}s{eE;W^n%^Y{sXN$1Z?W
zBE__Mdh@fmxYjrAv(A20;BC$skRZ<GX2Fu?Q`mfIzx}Y_U`7-|r4rmj)eZm1iOv16
z_oZFX9dT}JkrkIP`3=GGymdHIruWtz|H5qnae_xAuhXcq%=Bl}?ogE-2we5Ge4o!+
z`cF^VuGJvZBf>}>3>(ZLkeBn38wTVJQWu$)(|`NNR?aeo`RL!$8^-!;Hh}C+L4urn
zdn`3t0KVke$SML3>iv0(w~7je-tWbOWiw0TWW1+w6C)EU02gKl+EA83^85qYu>9z<
zyKCqzU&*e=&LIg+c^|JAO4F>;kI8gwW?aR=N0n@1vg4}s{^QsvX)*MJ1>!|sP3#P=
zlavh+=kBib?j#$BC^W;XqbGI2wmeJMvp^EqRVOXcKVBTfL)X>$YnV%1jB<ej{Atfv
zrBjv<SN$*Q(YIw08T>Zcfzz18(7ZtYQ-jeB)CQwW^i-kDkfh2)qkV<Z`EQhlThmPr
zmIXT8*VGMXrogGg-b?`StF=z%$N!Tdxyr7*NKQ@;rjkqBEXoEMy$YF4k;ta9!s@oU
zNPs|s*bG_$K-#!i>(5(!A|j#}qB#~8Rx{{@x9;oKe1-NGIu$Q-tvM>|<u8njuW!EV
z9iGM$89d`G*30bm)+^XRM#kXd4$v_8O{U%FjfhFFy*q|fECog`?&e`9TIe^YBR3Vk
z3K5lIQZ($DtBZejEN82Zd-N>XK<C#lG*!YyW9OG5s$pV(2rssgT&<8B11l7->#E!j
zui$0%-q7pBPRNa9a2{Ge=lz|f`}#-O>z6$9^g?e$k6?30CpnSrN!Zi`BW~*#0-Q6-
zZxi-S3qxs_zHYT0bT;MYXi{{#P8l9}=1XA<{7xL$@mvCfV3GBZ#VMjrM#)3=msSS|
z9Mt$jDUnT;MfgxUFIjyaW)NdXG}3(wlQROf&EU@2nCxN-t<RU?LpwUec-M~p@=hDK
z3vJ8?Uc8*^_NT9ZX!aLG6fpmKwr$V*4Tk8<f6A>mWwu&V(Fu`_Z`V1zT@h<npy>`Z
zN5QDc|A$SV+B)z=zpU@e^`uGh`tqT!m2amfgXCfPB=<V(YyLj1eArJ&j9v(FRJ(*D
zWoT#w3Q^(qSsTG3uG$-OGQCq)`zD!5w0Ts>MsQzK79}r=z^_?kjC07s*`Pr;&U$mZ
zDY^|YYG6m=d)}Z^DN%>YT>@8XmGaaz426k^?nr;JO*6~>jQGOcv|vVY!>g<G6ag{>
zjHjobWd3JD@6RQvu+O~W6b8aYt<CK%@HXdQ6i*oeCj#dWh$WCXM=FN4K%^$)YEwPW
zcJ4c@L7%<gn((Tf*@pYDt2a0Q5g8kUyJ2*3g3k#0XpT;wA$-bg3Bx|<(eE?Y?A^6(
zSJzk2?$kXFxvyY8D(7EeGNBz1tbj<7Bz)ITAvj)ykJk)TOkIIX<WLwjRcKyoa?|GH
zsTNi-A@2!Kwyz3_nmh6U*zmL|1t*Dj&B3nF1tTd=7t?t}@Y7Rwj~4N1mk>(qg9xA0
z>k>{%`^86Koq~XM>RtHzF*Arzc^&O67PJ{S*4EW~Dz?$Ru0>23Oe8Mqkk#8l{puCj
z7K>P2vM-UBPfXtyy0igHx-IN850@uT)6@g#H?G>dk0m#Ew4qu0pDQ>l8_vw6H{0=H
zd+s+4h41Lsy%<b$WVAkJb)l%Q4uWl=F>0E)=zPGM`6k%vf8lJJ+iUo2&JRaMi5-(x
z;8Yklbw!Cl`tyir_qV?OiA2lMynQQh5vbpdSlo>%OwjHm`v+0W^`9@bI6$cn5=^Ul
zYpBs&uA*jArpUSuXgFuoG?(Fc#P{J`ADP`x9LI?ceM1r%woa@<<m>uk({#&qf<b4^
z9r-*&Rpx<HE~vPzv>$PZYLQwIL)-Z5qO5mbmM*9ITV0knf51>p3Pdf%w~=i3Mqk|4
ziWT`<#->#+b|JzB7TCG45A<exbdUP^<cg}hyiar1hm(_Y&RF64Fj@7de}<>Sz$(A_
z;bJPaD24xx-z3^LGK4K}Q+x75W)N81qP5<3%;EIR6Z!Bgd<;Hl>+bU0z}7k>Y6HCc
z@KZ?yF%6E#Xqx@Z&!~VCi00)Uzp^*NlF5U{j?o+6$ax<&uhx5-y(y6I=HU);TcbUF
z95{Q@crq_`!LHj+@uZHZ8!sj5tHhI?{kwt51E=V4`U>IE^<w2Ze7HF~Q(_-Zr%GCo
zKH5gc5<Df}7Z1GTU?18Y2~bsaL@(unLKc@%I&B6I*&$5%CYKw;vdHz!JL!+j9l1zE
z=is0zMjPDLLu|%XIRlWsqH2(oEi1EQ2r*fsx3BTF_Kvd^qsOzGru%p&BUD}R!#CqQ
zn&h(kaDOj5PhD#M^;cL?zBZ%7ZNAl%wTX9@gYa7;QA~Em*6^Gr*$$yxCV(S;0t}=j
zdP(dBqo#w;YfW~_d}hGHiljRNsBPF$LPvCd95q$x%;MA|7m9*F!D(}B=_|2uZ5yDN
z{`@|#k8%bTjhSy22SdB9_Qhbd;MkhES<t5HJYtBiwdS<?urZ%71%wVneZ2QQhV~o!
zPZkMoQa}Zdm({{1{Ihk!MY-^0moha*T{j#y#IKUzWK>llqJE?y3*+&LL%XPl0lE}{
zRvI#SWZ$YH9$pkaoeq@N`M$k1XuGFPk{Si>h=5P-U563<>3I}GuX}3`dkaCHeMi(O
z{D4Maw5@+gUEbEo&p`PNRZQxDu|Y)gC2m9JP)vtrd(j+n>=%tb?yYe)Sv|Y=bwdrJ
z{YU5hHKSP;P7lA{uO06I44G9y&J4o%4RGwDZ@+SM7PaC2Vp0gVz{erZo1qieqr=P7
z_aI0Sk>M3n5woWeym&@7f<6<z)93n@G>r<F3DiOj?hd+g`Uf0tCOscKeAkV^G<Si^
z?PGTOv~?^QPMw~#Q!dM&`Z)m4J6hiZx~>aJvcKp3#VxZ~(Yb;eTeO0~!KJq6_8k$c
z&+K<WADyZ9O!COR4^=M%*HUM_w$gkV&Ee8@s0I_WL~d>n(+9|6p7BP(SGoAcGJ04*
zDbk*G==YMh;m?t->AwvtRV*GF+5vAoNI20izh-J3oDS<?$dv3kcD5)?6u==N*YSdY
z^s|!x<rETA<!gw<-!Am%VEnMF=#9brY!~B+`gJ!qYmE4eg_;GZ{KCC2vHHk3)H3vG
zeCX;)&y)3nw`svq!NxP=FDci3$!>0YI8<Ae#@UpkE4kIBgpV|~!P-^K9vXZB`YDm&
zLq#m1BZMArgDa@PQ5!w^sh%vRT1@=yyxEBxo=UfzcJ<xAd7u-Pg;f>Dz0RFwdfj~V
zSFD7&Gh+N{CRLcn`Uvi|Te~L}@pXHRV@Bi4CBKvuix=^+JSZxLiTS#?O%Gz>zmyx6
zF?i2=3+M)%XUf`@wP3!QfkS4(zBzSbA}MJG{(g4VOmSessC%xk>uTeBmaU)O>*dR*
zb$=CQo>CQie#bO&S*b5DabC14*B|)654Je^W!k~dGBHN5b4Ic0MDMdgBs19;fp+vT
zJpsezb*iLa9H_^H8LM8p3MZgPLDty($#b;=ed|1ggAuzL<0~d?<$RNr>aX}+Zp~=9
z;dArS6az<oHe$9NwhR9TmP)tfUMZ<xg0}Io>ROempsJ>k5C)n7R2-Sr>)N4j@N62E
zr7{zE#PLC8?tzPkW>M+4;3+MAc!9jQ7>(YyOjM~t!_lMrl(`9_`=O`4Ni7`RMgb{{
z&MVV3xaH%JY%B_%b-83JE(~$XJ+tHd=)gIOxG(&+LIi=DYZ(^?jSucmqYCcp6GBwH
zk0~UEnkpkTJ^@@^&rhsZrm#H=XT%9z^(DKDZwy@kRE<wMrTqZQ<kqFnA2xF9q&Rva
zoGhX9I_40NlqSCGkaScS2(<dW?ZAG`+}rCr%B8-$xOu2OetaANF9ci5sqxZm!pZ$P
za^EJ5Gen+FJe(433(!m68$m(m;R6bOIr}xjy~RPt#c=FRYK&W$2S1T}ZJJVwCwo`L
z(3TETo0X7*l%Yp1ZQ9wlVmEC{|4@WWM3qNd=IYt8&WIiWt^WBH`X&aWiQMBB7XD9S
z?OUdd;>mrsr3)fCQ4dP5aXV{Y2O^31c<~)3mKGv~TAnWAon(3L-`6cKZ@rocx$vL4
zDZRK+aHbG_0oHAAVnLz+ST?g?ftePZL~3iOrAhkuUcI^ap(*VzlqR=T;qYVWJqwz|
znFs4?ujTp*zmB}u>@4ju#VakMrW##v8y^uF`G0Kqex$PX>G4_@m?oZFXzXu3o4{>?
z@W`*pl_YYKJZDk&uHMMXa<cSh-_6VVO?L;V<|kfmkT+?k?}XN6?lvDApg6dK3nvA~
zn97U$0fN3PJ4?R=yygD$VVts8{FjD!`d~~)mRkwh_!!r!7B(-G`srIet6O_zH+rKF
zGIq?}sFT_)26<IjR!;dWewk5l*lt>zHf*K=T#i7!R#K0(=)P<I*G7TZ%xFz%yc7$=
zfH50RSwE$X`w<`oGu8t&DR4?T^ry8k0>uOOn{f=s5zk^=R(L^UVe_U1bZ*+`#|{Na
zr9h){7cx5Hx{qwkbE62!Yu1}$yIm?oMPP^8ZX_np5&JR!#0}kyufiIcN&bJ#TQn?8
z!-P(1uSPf^yO>d?d&VZBaG+||K`b=;@=q_Z8Z=r2bUfPIdIFy1^~vFhMgui*@v`MN
z>h9%E>>Ox9l0}BC@iaED+|1JQ0$EffY9kQwU>k*P3>DQNZ#~WsWS3qoSDD3O3J#OR
zq`cESZnOCke@sAl4dXB%ka3@RyG4pfdUOD-O8GKA9q)|OUew#0!RwNwa=CMH4@3~(
z?cBYAt&q-V>>tfx)$j>Zn|Sw=k&F(f<DX;hSn^(Qf~+hHS1%<_Bhy{Dw9+z;>$3J{
zY8!C7wv77jV4;uNIN}zu$YuxWkzNNL8Y+mHIloTye?lVHall&H6yxButL|n);~TN>
zle2;r<H0|)FizSV0umlFOe!pOm3TW+UbhX?w>Gz+lIt~%{!a;;24Z~tmPdY(w-p9?
z45vr{ogwAi-1ov{qWSMEVuftr;mfZLrV<Z&^odVc1|lHN!K2Tc387g09PAirnS&I6
zE^F4OK5Z3p#_hC+V*N$UY{)+)dGd6ipXY*G;w*`8+-}=+93Z1-9PT$GBqw024+;)?
zx3OP9CKmcU=ds^x^Mjg49sr3H%0uP;(CtlWSM66zFwE@aiNe?FlazxNyH-|I96864
zdvfyKv1LOS@<GYsJbpj@_j|Fc2R!?@+{5JgMx^v6`GL^gd59}{5!-^@!_TnZme%*T
zhAdw1#1-^@^G<}V7?xMQm;YRMik=i-IE#9MB5OZ1E9sEIrfvnlv=MI{+f2winxPW-
zvunamUy$$|q!;Xo;z@RXNypw?jgt1w%7EtrshJ@y!d0khAk#zl!e~*U8oU8pi9{tm
zVV`!#5Rd*~G0rs3V_U=!xP#VbDCAPzdkfPln$Hi4bj)j!AWSga{SjO>VbdE-=UOw;
z1>gJqO!U6udUH89b(i2AlsRn(angBmC*<S+hb9bFF(3AFA|!fI?`w+c@D?uN?vy4I
z?%;SzQK~)B=N+U|^d}`47KKxuJ#iZ(#`Bc_%=#Je786$10=sx<<*U7ZXJ$;&pKP1(
zG@t?t`@q46kBN+IH!%|@?Sh|?6m;Y83aVZjN5+_+kK19Aktrm0n%k;;Z(dL^z++oc
zawR9F0Mtj}B1ejkM6vIg|Evckhb$|vR@%oY!^ZDYok;Ngbg^?$PGNac=POx$31a1<
z=1zVjC76SqnI!Zrje_O;VBAWUm9-ldpHA}iJI$zd^<3|#SQlWEgrU&AA>~GR$)Ql0
zU)Dxqftrl=&}8Msg5oT*Xz9DFc$QLfY=1fKCtb{ZGO&~6I5jW|LXfc>xlDHFI3;mh
z*D`)}DaJYp7=AWiK^iC8j0(Z}lgg2wxxZRwQjtJqa^u{0x{<bhd5k^&Y<^fewA!HD
zwrmd^51#ui3(76l(s=%plfTecc+hTfpv>ZT?^V4dpL_Y*&;q$WFa{J`-EIysfQZ15
zDkSf@PD4{OSFgjv?d6dpF0Q#p2SB~n*49qdnJQ2nUA?|MWo($5m~0>Y1z4+2KT4Tj
z-@axGdZ+YrInZlVzY9hsG>RiY498(oZ}52g5*iBrEsdXk?3z<0R}R$Y+^QTzaOUt$
z24r^NS44|*g9x{e;jh4M$pfmleCxd!a(|q+@~MSoWCR{Yz_0fu3p)0@SV6ANVj8C3
z-FWbfcJd7n8s=(VblA@!6`wVJn>u>VI<g0pRR|8=Uj|f_Vb};Jc6L9MX0oZI_6|rA
zuTMy72=cyb`K`<!I-#E614apQbrI2^Hg)6qY_#+64xxd)`UUDO|94_GtOsYEn1B>?
z^YWpg7nAElEAIBb;~7#yzztM{_C10pKnGFDdt~jUQ|KDHaJfUUG=^vL^tQs?Ldi|y
zb<v4BSm+u0Bp_C<I4O@-sosjaFc<1>2s-(Ref?CN4;9cgGS~{lp&i)#f-8vTeNG~K
z<312HmvEQpKuqa_nyMu<*znz!4h{PZ6cAvK7wuJANwl-B0AZc=D*{K4=I*5oAJ()O
zwSdc~4TH(1^(ob=bvU}lje(0-6!iHaVm;?SHJ8bZ=m6#JY5ME>^*!TxsFFT>@5b1N
ztV)x`+D#+?^}9Wji5BPBd3@HV`oqqiImlJlkv@B!s0A|McEy{hAM72AyZ#s7P~f;{
zYybw|#{xFD5w0<N*XLccD+oT~_&f0{(f)-K=U~!Og_4qHsLXx-smp;hYv<8^sJd^X
zT`fy@$ol$4nPrgY<R^XJ%EcG-K2J|_u#Bx+OPbM6IVUhWgQxRJ$R5*ifD-ic=DGB4
zy20403(0vj<67bww#m=JF&=qc_uzRE7rUArAD$MYb7SQ5qrmF3ta22S`T#|3%oT-B
zWg~wV+__2kS0WSO(}s^LzjVJ6W2O6F6wzo1b-?<yGi+}Ch(P(Pom1V64F4LUoY1vH
z6m)+rreUk^){<(t!<4zm$vxWTzq0;Qfcg03-GirQ@87vk+WW3bhww19IbN$(I5n=C
zu2j<{yz1c4{tLZ)!uHKQ3%^J<?K<A)N+7fV{-yMC628)dtG!>Z1cr|ucp(`^m2ZT@
zogNBaf(>mV27CH#>CeYE_S|5XKdXFOHqhgXIHt3KrZ%=pU5e{M0a-EHK$Dx}>ujDS
z(NAwJS|Xo|KL18K!J&q!1zn<1f~NID^}PnwueKfr8qjK7J@TR-2e7)NjNPQ*0~#EE
zCHo6<MqT}U-o6X3dFGwv5}O>HFE*`0`);Wlaemgz|Ii8%^*FC#o!=)Y>W!an?Zne5
zcd{%(;neNDs7fcX5;k^o*D&6(g(jKBFaWAGwjaPl_>4xtdbk%qN$P(PnT*xCtz}m?
zu?*fN`lo*Loj^4?oGK;K$^7KXq+N519dwT-uCejXZLXnv5VEG(<wfClzwG(_uCKU<
zRCYiR(4e%^oQ*#XZ_2;F?&<h!aM#Rfwoq<@HDDR2ut+q~A@s7WW)*C4rr`f@rZCfa
zt#<!7^Az6(n>2ZtbMvZ7cNX1#nxiSl=QLDYg+E#^X1eY&^|82bR7b%97vExG9i)iw
z#C-$R*ET1ivCw+qz}Y)U6S<TEq3>d{o$LM}pw0a|D;`6~8il#D3dc(~!v30OWg^G}
z>bd1N^kaj)U$8&vXZLjDKmF*1GrHyD&~Bm6eM~IRNL&HVq%3V1obsp`L*Tg)S78C_
z)ReWre(((FPR;Wti)YeDeEy*en=@s6S?lq~eKw_MUiNy)$s{BEMLYv9AtoxN%YEac
zmt@r^a>RgBztSpBE&P9n{Vg2aR|(w!XM4;hF>-sMkV;Lyn~I@3e`?kj19wjwp%nCp
zkcHF`xh(};t(q5Lzurq}5DV4lACC`~OA*u6_=DX@T#8NjpRcGLI}3xZE_04k01G+<
zjeLF(UcG*+nSJ3XHP1w}vytg?UTcGU>kR#{fcX^Qo(a(UA^cq$_-7~-^0??B)gU!{
zQ8e}7zHi$BY83Kj{i@(=C$^!a0X6$xKAQ~YPLyR1H9djwyuQX2+;yRMhTizqyyH)z
z{8Yr3C)KrRk|?N2p=uu0ysIY8%<NNx*`7f;`an_T=9F9|XwUN0mBbQRg7ofddc$jH
zWa32x!x#UpJ)6MDaF04bbwxlABJzr=!CHn7cVm{ruHJUN3Ek>?A+pe@XIIN5lFjry
zl^e)+CN(%e+9~{E<a|AZ^K4yRO)hzRpO`w-WVo`K<wWE|%~~>eE!BH<>$ADi!+>$;
zjO6CNY_wCW=(1iN?fputpeTkz4{?77cVhv=@c!-W*oPq1Z>lP-Z{=^4^zw3x3%Ah@
zTgo?EukuANIUD|)k{-81J^#y1-Mq_cuQg3CzI=vWxQ3wQB0|neT-02}U#FfB%timt
zt%f62{>(Y9Dg~SmvzDx<7jksweDr96ip7DaPn9&&J+Lw$ypZ=DW#++oDoZZK)HcD+
z8?@HJdnc1yE4EtX;1l)o&avQ{t9#n`^DxRTP~`iL^e@)_6Q?gMwkAS1&%Yl_K@9_N
z0a(*`xMv0dityxaN0x>iRU84w7K<2VheL>bMgx<r{-@KkstDA%?->3#rHc2^PH?#N
zqXTX6&DexC*1O?q0t-Thl~(Nx2kM-V@0mr4+Ys9$8frRA2m?MlSMQ*_Iod;M>KIeb
zCJ-d?>S(V@GjwmZQvDy6-a4v{xBK4yw6wSsr%*gVad&ruyF>8e?h=X@cXxL!4kg9C
zxKk+Z790Y+dA`5*&q-$1teJHu>zw=SeQj&YS|qxFcRjaUVfm4m=cQMyO?ufWv6KYi
zL>8w1sTBUlXf#n+tc~QS{)p>*U$W03xJ7>1AVZBn%4cg=lv#**d?HT>%(kiOS1+LC
ze;vW;)l<No^kx9ns7&_qS|L8HYLe#(yl3)a3sJ4bytBL<rxT@v-goL3Cg$;cY37>I
z1R;rRk5R!Xn0&d+eN(Mv)<yLQgbqqDYxDPn%u1(n2P(8iF4Wlll1$jd7AUL=l#BPS
zVX7LWg6HK7PDs#oIS>Uu(`|>~FcxaV@0vSIYlF!lucn%AqKK_Yhk>azk4Do3q|o;*
z#6nJiLHvJnQ$?JXW>rH{3)6Pl78h!a!5aLJZ6Z{G)w(_K5_#&-nFq0dZJDwrmAU)$
zrol9W@cGY{t;DTBO+YYz!1_P?!ixTX`#g&8O}n1P2<7B=-|*o#`hiiSN8-=i+Iv=V
zy!U_i$?;w@*}u4$UKz%V_UkGP3K21!^vGcNPJjqYMbusg_FaY(Am8#vq<4He=@O8v
zs0=5Ke@J!#1gNR}?|IsJ$aFW+&kWJG%xW;4&?wV9oy8no`149GpF{Dn)Y;aTz7*b0
zZdsOv+>(;&k>-`@T%_M{(L~Uw2qs6lH60L*Gc_NKKr(-9iKiiBe2O0?V}a{{<Z6w<
z9y^UeAFWziWDW94CRUgK|F(QA`GUPWM7VEtg>&kO*B_K0fb>KdxR<Sct2FboF?Cn(
zt=;j@r3V#!lzu-aSl@K1L?XCvNT)z4<L>@F|EI{gtmTqC$tNDmy=^;$0CcYTkchPZ
zAbJ^M<;tXACiXU)hjfid35aKRe8sWdRO<DAI~3G~_j{%t7S^Nj2GPEEZ*KVA_dz8}
z;nUPlKJZ=_I{HsuiHcu*%2iH-fbz2#4IH{bOU_8f;rH;LL1=8Ue#UX%lo&BxfNABF
z=5uv5-S@6M0`P6~_q=f8bB2`+TS;FQM3R#oM%(~zYqW-m#gs?oXU@l+59Syiy0*4*
zan+Au6OVrfQ33&t7UsSzw0cB^(LpR4G!DOh@h6Rsxv=QC2-VO*m2R$DB1MEE{RK73
zFzyyK!EhEuL<~&HrX$1NCX^+-28MyTFUP_>-0|i0YGgpZjH5B>Mb@lT(WPb=ny5QE
zgr{`lo<VdZdva`E%6+AW{FCQ5uXcDvd3D%=2Xn?ni-8p<g`Owf0bA+>rq5bIBP9td
z4=+xiPTBS?v|Vx8#>OnU9AATU5-5v%rs%#^RO}sZcuR>Zd4|D0@CW(!rn%wIT2$nU
z7tN)Ubt9)pcI7}oa}a43QS@_BWCBn>l?GDtUXqN?ETj!TCKaHg)yPhb6cTfDm6|BR
zNtUi3{cP5n)KgH0sepko>Y@cWk4BumkA8`{$@tKhwxAhTrSxKA?u&_-cx62iH(bhN
zMq&}L;ca1WQZo$r)LK(UmCjVX@e^$GW0|#<8Voe*0IkyBDaaz6&6Eg0ED9q!I}IW3
z@x%YuTDKDJ7DD34o(>NS>%wXGk4PlT<A~!3prYBl>KYLpoj2`T>H`mrEUUB6DW?~s
zE{*NTv0N?x3hIdJ&ltv}LCgU+v$G-Do&ULo(N4>deqsHi!vflGH_{%+*;LE9ye}+5
zj~`cHleG?p!~dMMmn>dEhI)}d2Vt9|zU!(bj-sK>e}`2cj+r;&GsB{SC3Mk`#{GK0
z#o;4exIr<J<!WD&zvn<4sa`HWA0h&)FLCDG!<^STzFf$>ghK6Kd1}r4Ov#??P733B
z)-WN*jc3j!6<MAM{BnZUOO+vi^f}Hby#9a|nnU2oLV!JgOiAuArSIoh9XJNBy8xL-
z((iiQY4$(<HZrQc-=FaY0TkEU%m8vegnpAs4D@U+vDHz95k9Y2e!AP`j~1^!xQHAF
znpb!6C+!?|G{!Hlgtij@M&6Bp$>T-KnPi@-z1ks;<i=lqeV4(Nq&eWq!V8Zuz@&CP
za4CVr3}q&|sp_kSBFgv7J*C*+=>=!LJ0T>U{0wQ=8MQL=n{&&wEq@;Q`5}Nb5(LO5
z(|R1#(4(4Y;j{$*5mIQN0jnXbrP{}}(6C}5czDc!bO_J0vUII22AWSOu>(cfv^7FL
zMlKBu$HKvqV9IoBT6n6dTV7%o)Nj5lN66oyAmZJV@8u`!ZC*|s)~YQr<H>D!6<CA$
z*S!?Q>(`C@j6?;7tP+Md@`nsN+nDY#`EDk)btVfpWwM^xZ+l&6T#d^qq-aP`Deh<;
z8mLD*)T3(G&a5sHoBHizynkOBOb8wCxCo-Ujv2n~`L)7S5HEU7e25h+FE}6NAwjq4
zvadoSoA{Va+{&0MdR3b`J3L9KH?}1Im&UGC@o`DM(tGmD{~6mJ>giyAJNj8L$%K8m
zG}M&Il2rGPjz%9d|EGet`1Wn5>!QazX{ouTWu`zJ;S1kyNI$nvLrcK3Czr!29wH**
zC)6-xbaV@F*(nU}t}O7m-e=?BF#A()(8fZ|%99o-9?b*@QdCet1B1b+C>~=~4T&YP
zNJvQg7d5rD*u=z98ARt2)eQgBvKJIk93CG2o}I<n1V1w;m)z4gJO0gT8v`vIto-~Y
zsidS-*tgwcw?y=;`4WIXU`$C#IXyRLjtPCs74%|AeWO2ss|7eCy&WAL6%CRD30VwB
zG^t_b6n9+g?Bc!xyzMjsi9Ms`B#rowq`)sJFNT(M(6_1(n6S-U1Dof)DYX9d!jf`<
z1$Zm&<m6Nq3nV{XZlreH=pHqwO@sxgsbO3F$wAT4(XqC*<q$}8nQgLE*ze8{eAT0>
zmIwJ16%}RhT+EiDU0g&Om(=bK?~0;SF5a{K{NzwuvVc2(JZ~xzQGP8NDngncEn_7S
z^DF<q>>buEuR9C^5fw{gU;jVc3i9KbgC%G0O9aC!Di`4ALsVb;8c{h!Sfl|v9)>LX
z4~=_=j~4bKq#q@Xl*;BigJHaS)=Se#jF7^QeISc@#n*nk?zkz*=%-l=lqTJi?7@4s
z(t4!s+^WDMU3LASA6^~SCw4<Kg$@Cn>pr<goTParJ03;IlfRb#CPXQ$TvgRp4t12J
zl@UAs+J34}YC@G7*e!Gr#;x;bHD8b151bZ%xSjXQI6-5p;SUUEZ0t>_Wo0WZM(B2^
zuGiIo=UMzX09r2%WUgT<<$QXTdwl<&o*Z}hY!hk*(ec;R#>Z(%qGP+>DUHSnp*cc$
z{+-beQk{rTf}x_ox=c)I%Nk4$tW=U`{jHl8EX9x5v)Vf6!#hg$JOW&<{}S_~JUK+a
z?FmxAuF6MPBO)o^>cZ$hQ|0`+dMD`zy<i(Vykx*Q3*NK;WIqmw3CP0GC5=*8HcD&$
zc)Z^8Rdu*_#3B!zFtLe6CE7?%WaBoxgH_IM>5cr;q(uO5_Q~w+{y9idkn8SeA3PNz
zlQahKLP1MHO1yU67UVCAP74)n#2AR4iyG__x3#-!2{KzRfvc7l*I9KQr9u3V_CuDk
zo9miPkbicFCwSkG6gK(kRiN5RKuEd&B-Fq8a(|PCg{B($8$9vB+Ajj0rIN%UB@`*y
zwLi=EeE?(E&HF>3Wqg+NQ=i6%2mXT1HUrZmP7I7S)`7HNZ4Y~*3cG-Pc4&4d6^!yN
zL~7$oS059%_}J^KhD_}xid4im_-ofRM*0>i8ugaHnQuGzqBe`E{3a&o?9uMaN{|+-
z-T!mP%3t*0J%_h(`(hTjz?PH<k`m<kj>nMny~8J#wxdvW$PESX3nyc%8$N##j+JR{
zV%~RIk;s+WJu^?cP|<pu36``AJ3Xa|SAuX~fEBMchttSEz<wi7gUrLvtW}D{O0(rY
zkV{)%e4%aNZ<`1)#yn5C=TOfPH32WG-5>IUFJdl<S@W#?SIb)(FG=g(8NSEGJK_uM
zez)Km?5%hl(KW=->icbz6>nxCLC4;Ex7V5>)~crsia1;goa<%2UW_d)^S4sILPa53
zqg{7r@rPoS7_F4$poC<d0iiYaBm=3TkwD^j&&d<lJzg)_2g%oiXzoIn0$i5OsJ?8k
z(+n_-3Y+%=B3r(g*HXu-3i&D+pPnts)AZ&iGP+4zUOzfPexWr<{^+m%nTjk>tSfC}
zy=QqAZcD$W+Y7|x@2C;wVAuBVp(e#T7upHRUVrh~2~tA#hEa(NksZ^I#rsEiGM~8Z
zwbjH6-aqhud?3pARoXlIcMGvWq826#*eo_;B<Ft=X?J_Ow!f^bScPjR@Ke1rG(ubV
zJJ%0ptvZpX)S)$k{N%AQVMNbdC_I7P;hU+}O#aE?&@uTvfgkx@StAb1y+VXjU&Rba
z0_yxp0zw&qf2eoUwSVtTqw$gY2IU3*8g}a-?I$rncA@1#LMc*Tqyy~jC@HhAt{q>m
zQgA?sYAw&}r6ROtB-Y1wHX~t%X~?}#s~Ip6j5@3hY5+V_V23kx_4^24N?t@S!4v9*
z{>TLxAzpE*h>pmkKWKpU%|8xVymK{!I2$vbj@=qcg*l%56964&cn7smP*6^5)h7)-
zU^Gq^Iss=S#J4)itbhCKfq_ld4^d4>0I6f9f5iI7^(Nwb?jLzDI<|IdE|=F9oxh;q
zUhyqh@FInk>*e;wFN4IIAz(wf{Z4>H8`r5|LuHGo<$#+5icdH~AF!daD;p@)1IE}@
z=?wDa>}R)Sh4@EeUbxLH4yROy#M7UD1rC|I^ATXUA-oH3NgI03N1ztvA$K_W?6&6z
zF2VTYZ?fsbrP2H@^Jk7<);li+N`cy_(1nz2>+Z{U;P~DAXm$}wU})<fM8o`l_CGEk
z;%^4E;{P>6v3<$>V-G6Fo~aTWX{a#5^^X-7_>4)Dq^(Z?<srrI`f#tSmrQre`5b;o
zP3@?8=hgACb`Yc^owUUNYuTfhd3${KIm{Ba!=4x;E9ofMPD~|qN6qta_AZA&RBTF^
z^~w;4W1yt!Ay}agcDO{D`1yMHrTI4559#<G<wA_Se8(dgdD1fPmiLZp=*W*=Zse=k
zMZC)F6|H#a9ma%hE(Q@P17oI?P}8!0kz}rbHOu@^NYOE4zV`ou&q2pW5^Y)1+dlaC
zihUJ@>-=NeB|Q58<!zNeg2_1%pUg>P0@BdeL^prGtqL+l$?FhPC*+gMj|5e8<HTC<
zpr$QsxtOx+ACC^A_zJXxR5?i!O3L%XeQ`(zQqm|}YI2edrEn-oP+Km=&a)PV=;2Ck
zUQVoEF*gO(ENLM1a6BpyJaSg7V$g5$*yBO21}_~mz8t=Q)PXf6L%57r10bmgSs!U@
zhlw+^-D_c&8s@2$82=9>*5=!5ntXrbWd6Ni>Ea~!9-$p@NLd%uhlx+&Zg~q5$5NX$
zPy=0JI0M+*kR25Fo{B0zZLP>Znc0dEe?Br<kG5C_#Yu!@Uo`OPH?qbBCdT~P_f>>}
zNG*g!SQxed``D!VhqjD2B$n`u7g?2%<KbfU$CeUuAr_{s7}6m`-+Ysh8vh$Em=MXx
zQz?&?Ye3M%X3A|?icn}m&n44mPr^a)(U~kvo$4h0hiJ8udC*K@6VB9_{IpcT;7pJ|
zSX2L}C!gV02_0t2P>+YTAWhV6ef1w;fzEDdetLRABW)Xb!c?LqcXD72AGuMpI}KD}
zur(nUl4zGCl^r3pR8w4u@;6*$q=V_YuCob;U&m3BHPm3MJ*xXMV%p&!!e22S7p3tP
zvY}jks%NZoE6G3A`&7>`tzF|Dqcg7x+lVqKe0TBMlOi$*G+#jaWP1W#6%+kUk{LL9
zsHZpT&tp5`6mq&2p8;V<Hp@3S;#=#jQBWw!PhO=sxTDT!cKBdwbSE61SC53A{gGlv
z=nc^{KiJ4Tu=_c>OWfrqEPG-K#WpLe0p)T?u;W5XWbNvIW3BKCqFRfpG7j)eLDn~v
zm5<xsP;8vzVc&<Q%o>@1GpsnGU!z;Ii2Ho<;uFA^&CPg|&3k6t4h~W&njq}Xs1Pdb
zPPDLzaMY$yLc)Ggc5LS4WOiZ3XrN{di?Mwjb$Lh}4^@<HS$~irw(lYRF$JT!lcNaw
z{4v|YGv01`N<jyY7gNF%_8>P2yqcCiEPTd(^m$~fDE^v1hpF$%Gd(LKWrML+C>DAy
zAiqk<kIk%+#4ap|rYD3iWVfJCAK1~N4&FyjH@J9gd`yP6s1NczQ)oTv)8p4={y)40
z)@$wlE0#F}3yM<J^W*bRaZjbM^z`Cgo@W`T?jcB6;c$y5+{yVr7zsOyf%$M;YL0^A
z2q^G{I~iRr>28Goeb9e!KFUCYY5(Q+AR3cVr>3h2km_U;A{s{~jA~$Dfc}Lq0f+;G
zlaZ*4-46aJn&ojU*64*??F@5{2A3=61{a#%iqHJ*^2)Sefs*z-Y@^A@QrT_x1n>pE
z3MJzmZBrRBHT&H=qJQQHor(1KN<#PCpZGjPHo&smweTUSp$+`vOIsN4Kg=-lEy)^~
zgnzPBKjojtZjN|xuN4RyY<JnoxKKKkwwLGgJS9q=mto+p({G8Qe%6>GXE*zhoCCa}
z8Z88LI6Ol4+5@_tfS2W;u(5kJSpmSpd^BJKb)+w#BTiEcfCAP^cvV`B0#qf1PQv?*
z%R8SUNjT)?687jOlb%Q|OU28Z{zzhWO)VSuZ=4mP`OpQQ(Cxq<^l-ismpWqEwl5S#
zac~GO|7DL11n?)Q-qs71Tws5OSNdXxhF?z4I^Lbar*)ZN`6LZHd4K;~G^IUUv$^PT
zHDeUrk+W`~2xM$8zvdTV>b86oGKl~4mOCSz)B(Qv#EVplwx*e9z_?0}m9H{;GLyAU
zpOMfv)0$YF#xYRS?r!?;x+xUeL}{a1%ta-1nP)LatvJrM9rnv~gRfs%LRu;@Ukw)t
ztT>`;^d4zy{LPuAA6<MFSi)OLoMjjS4JDh?f%=C2hxlCc$0mj<N86&7B?plnY`agm
z3e@kCYl;jb)RzOj!hq-00yU)PVRzevR(Y+R&TMl-F#%2uSAyh+ww304nfE`YzDlSQ
zw2{tU%j-S5c1<Tu)h9oIs5WB8hVHT>z4_>LE5VT5c+(r=wey|ipEot{Q_^+%)X(2_
zhgFgpO9u*FC9ye-S}yAzx)7M+{xOW}`yDx)85Xlh@butzu*Alx=6{r#XEbn3aW9C5
zOKBWXp_g>uyx?VGUN^4yz1vD3&7b!I^;GaII6Rzq<ho??r+#tRL~y_&Vpxqod?&F?
zqT4rLkMohyv2VyQKAG$5cwI7UA?v(Uy(bKx6Tri^pf<lH={f1HONvRtS&1Q(8}rYk
zG~%<}h1re@b76IHuVzEE3N|H>1x0riYuDbSEL!Knb{Q+p*z`GQqG)L_`$A0e7v@j^
z?!ycuy|sU{0qz3Z22-3p+kx#PFTfq>&vAmKFD9NO&BzT}vsin(*@yFnuf#4SAJ!OJ
zdt;8*zMl~Kz+Bg5VbJe$9AI|%Ay$vYS|Kf%T_@6sXST2U;rOM<=rA7#(thp-YIgda
zKizQR`sK!hYq~np<E&ZSN(An!GqL$&^!uA>UA&Hy-5o`2yjSDVa{DtPZJc$;(T>12
z*aCfMO5i;_Tt*T;QYMMVZ{XTtDQae;20!j#aiYu-fWF6;f@7;6M>PcfgLRQKgvm&4
zts^#BdWR(PlM}@F+#WFyl@mHd&xlK$1FP`wWi18#)ddal+d{bb%go&fZ%+Tc`z9zU
zHEgw0zPB`O`Cz&(B1Ck&{SmjNj=Vx035S#O9*GQsm#py%bnFod{H>!?AL5ZrTo~}_
zjj9x`vx2o#zDHQ&?-$eg&6+>OIs}#i=kLHbxr1j!ez00WMulMC%<f8~*aeFvJsY8Z
zyTk4e&<4$j(byT0hdIWk>Q!>*HSrBZZtIAR;S!z<BJ}{#<%drQYXbB)A;&LC=X4LH
zjHuv9QY>2{-jXL&iK@7jjsS5HN4kK*aF^#<J0bAQXW_M_u%EfuMLR!0-El0NWW8sS
zAt?{iTAL)^+aKJDB=zCT<Oa!}2_s|jgGfXmt#-%PIIVW`rl_KAb=bq2H2Ud20z&4X
zUkpqUJFrG(7oufcyK4^P>%?%qj#91PGqdVWYR%)V<?K1fFL17_dVYT!O`bjcEnpSa
zh&=^s?8mHB$tvaxv{<F2jz5bgSpT-YdtF@-?-ZkhJ97PuB6=n{m(Y1xS)TE|&|m2A
zjd6!km>QlyJI{n|kf-tsZbY2GXg|m%*<Q#FY#_BdwOs2RSB~_Tlzz;&2~m+=;4yLk
zN^hPI*EI;IFV6n1_NSTZM3Z+eEx-e<eBO4aMv{t_XWIvI$TJ45kVR#GO88qzC#)ia
zi%a@2LKC8p7kx4^x-|2<+8+FP9<IN<Ize`;<es3R9=A6&I}KCB%e#So&*dX9SXd^Y
zb{g!5>o5~Aeve9&D=D2#OIY>)V&E7X%lzoD?>hQ}AnVv$V+6u>EU89cN0?ripGg+y
ztG{EUMo;@o#oV6lud$2ibmoNrZi?1FJ2Zqn=w20f@|08511^PG)VOnT337nqjq}K4
zRH6z22kzrsO>AL(T{wjiGn3Mv;I3BMYoj>J{hgkQj7nW9mCheRCx}cp9gv^Xxc{^m
z0w+!#>q2S+PKtV3KJka`>4JsdO)iP{CIc}{z70Sc^*u@sbgsLFJ30@}fZlutK0@m=
za9sgO7N=HO(HtuKwKrF1UCco3=b#C<ia?{+NNaZ^{78ej4k-WB-7ZfV^@Z5TP*}G>
z_gLRu^_6#f1IjB44#|jC_)o6sffEZF=%$tVb1gt9XHZmDWs*@G?7~m*h8+U(Yd2A2
z)iLzWixeTr-<kykHoG4<8YUZ4+yPw|dPWX(gizc+cxgD;pPdIkrAh4KrJ6tH0=PD>
z-mCP~V+md%`h{{jHC^5|wtf9t`@N-y_LXQCg_Cm1yJA*+q*#*ntxwMj7k>3=%+o&n
z>U7h`7YnY<XB?IA$KT5KQ*nR75A~Lalx6h2(~V*>mv&}uM@ZI*HRIO^BmFtZ_IU7{
zrsoE#n<e&k8q-OR4UVYF;W=JTv_+3Y<=z~<<eu_80yUUgZ6Q^AONjXtS4gg}DgI#6
zDN!<-3$X~}q#gv)qmVm}Xk(rD%OS6mygt)In*B#&x4<t(<jmblcDWeHnS0xQC7s*C
zP=|MK!s=-e(u3Yw>QQ@XV~jZjTAF6YzC6CiXqnG+fjI-IPV}n7cBL-r^mP_^CIz+c
zls~RfcNXB8=O^)1;{04Mb-3bcL!N{qp?6OztGBGblWJ5d<i)t|xkzZbVA!jw#-tCH
z>RQsJ<}z$ts=sEH^q~U>c9NZX-5iy6Wj{Si!@p#u1~G+P2x=V-m52D(Xcy~_>S9G0
z)?U^<P&X!p3&dH{$ER}04|@KKCPYgahz=`l*Vg>;n)bw}wn;D(R+>SS+IPs-A9<F1
zfu_*d!Uo4)#jp?de!#kpV%u{d<~o`0rC^i{>yfLHaoe@C`PcFzP$<a`G|BW^%nl(3
z9d67B1-?>4zjZd+QDf5WZL2x5JMwxC43B8y{KQ%NRSS>%ws_u_CmH;(lch@X6f{5=
zP=_(F<5GHdu=0J5a2JMirBN>p10NZQ)0?59u}z2HDmY1(DniNissR`2`s-;=rPM-T
z;DUKjf|gqEp-I^gJi;5SQ`VjtEEKO0eO1<t7mbd`t6H<ITZr80F+Z)QaP`^Alg18V
zPQdW7%=XwD^mGNjEU6(<+bhi|XZ*#R7zJLmJ=RsrnAAiAr1r|;_wGiymRtdrtTR3r
z$Au%xYjjL;C}_+U?)-V1NYlKV<Khm#-wRQ+u}(5fYw{t-30$Li!3^k<SlT2}$-aXf
z-dETnL4V<|29=xDHF@e*)OVA{5z;#$DRG)t*jN_;!t4;BdP~Whh$T(=zbA--c<&YL
zKS8$s6Jc5h@E`OSO-{2-OYZ0#sOcHU2^=5)c(wVMbe})8DLplYUW9kf`2b6Cw<bB3
zlr%tF9SWcD!Wj*qgRaCJ2-5qdnbs8sRZzWV@Rya~@j}O@mo%{=PV_m!F7k@RV+@S!
zlS5M5gy{er$XAo0J2fa1CFI8@D;zb^VVIPWnMJ&@Xd)!UK;L`P#KFYAB_eB6S{wUE
zK%il1T1-*zGkAQo_uq|sPIJR|-(2FM=wt5rpaD1uSl6-cf$5;A;uE#ToSLrQ|6;+u
zG&Oy%ghzI}He&389n0$C+PI0(;-mB)$0zWH`v!w0{PWW&69cEm48=vtN#}i5#evdd
z8=h?HvzW)*o+IPE|6<&8xOQ44Yjx>LEM6^40l%x`YbaaLo)tQ^qbBl+Gjt%@RgGG;
zx}1dhMKHhr-|VLNaI)6MdUyVJ9PkNV&0~=YxQmI2eFtDSbOI=oa^R@%Dx7sWb>d1W
zug9_G&GAAske1s1Z)Ym-j(XH0o5#VdDj!?U)etUCYp`G8pxufcp-BMnC7mv{IvC`L
z1Y}h<XiJ-#Qo4QJfxGGYf<L1DpTLbjO0&2+Zgy53orvwb54&QI=nMo^eKHncmAETj
zgcJk-CtAoD85ylZ0?E(MPgw@952n81y#6qfE7DV{s6wYR*oxPj?Q+>cG#7mj#93>y
zM59Y=IEGb)Lg0-A=cwQ9@q&30ZZ*yqAby8TEU_v4I3^ePe)k|pWjE16H0itd$s+T9
zmrl!lIUsUOV)cHZT4&;I)QcLQ0O(2!tTAkJBz;xxBYz|VY}FsXHGK-G#(9;S&9j#<
z!7m8_Hjy`W*_)A8TFX_bC+*56&C_kR;o#z4?T+G>$rmyWfB{?a&23F%;HCtIv~*UG
zmA!Hjp(Ukx<PAcSv%bb|GU6Lyf;0xe$H}~bnNu8@ZAM%|oIdTBBK#p=ndN3@i))P%
zK)Pe6aU4EI9}H`5r>lZABNj1gGTcV`mYKh87QL;LAa71bX8w3_cofL;Zf+EYqK!Kr
zsWH$x`A>}9|1_y`tP#Nu`*C~bQ(gJ0kubW{PotCw(u^Bd;bgO1Vr<t%of#X(%ObYr
z6KJ9A`Fn|HRT#+bu&}s<mrI<%8MzV|(cQ;^zVh@XJKVcZ@jT22ADi5@@u{9qD1#Ix
z+9Hl0&GWaf@aL3^<%Nm$IP<a1-x2J1<$&m$iTC#WFyxnEa><98!inJZK+OnJY(95N
zR2`nc(HYapUOGjO?qtT!-!uB;OXRd>6GbPe$!ieiz_oxcPdgZO_7}A#Aq<|d*Y_Zg
zTg|6uNNs;y1mDepf#J%!B$Z?`Q=i@{N`GL-`?<xnOljW|eWQai%)l;IhLKHoq=-K~
z1F6Cwh27*T@@g+pu>q9U*^{>{>9xTZ6FU`0QNGKJGo<QH`RCp~J5)5mw^mqgyz}9d
zwc*OV(JJC@>7S%HqSq6xjMf!OhY;Gk3Rw9Iv<%Y>k`X*gLahfmWZfa;b$`fz9+a)t
z=Kv>aK4f>F!4+Sj)>@#eu(`NsmxroU((<R>w~r+L=uLjQ1^EaB6NkP2j;fnvQ^s^=
zbLZJPp%BP;5yq19;f;nNKO6e05Z2@yhAmvK^|eRz>^c14bvIPDT!t-rukDL(=<7}#
zC2U#L@Biv?prHTYjOlMe<D|Ex`-boJ5g*rA9R?P<8m$?V|GN$>BCk+I8e(<07<wxG
z0Z=sdBWK}xvR?T9{9pcQ(^B9ct)^buMHR;ztl?9mL3Te5+WPqK(XnK*A|yY(q<xjK
zTXW!AEE2&tYW6Ovh}^%4Al0!|lSyIii0~+s%{QHwcjh4uMsNk*=j0_}Rcj<0(RP+|
zB+3U+gY}%l7lG&ZI(L}caS=xM*jLZfZ;u(89&me91OJzZKfn4?|01-58>^emv;wf)
z9(*(UYyVo69fQ`0nY5qYjyD>NztDa8g6ZIZKZru&_-{J%TYHme3a>V0>f2L1e_vb#
z2=cIWBjEqUewXk4Bft(4-qwW=k7hR6UQbqZ-A(9Opc{C7TZGd^0M`#lr$S%@*1^Y}
zWQ!cb+mBxyZd`<^-kB3<PLiiO#oR;8Zsz}b-*LR-oqD~gA4`pk5Wn<nliIzOQp|Z4
zgctsAS67#B2uYrNytr>#uY^1mpIH4j55G+^U81nfic6?{PWv_aPw9c=8Sr_^E!w4a
zMU?ZKjeX(x7cH*F`LL-*on;sU0^~=vU41}eTvz2szL`HLalY@@<p@kqb3f>!anHn+
zk8PH#QyOcwt)?37&Wov#0BJ0BQ!^&BFWUsU3D07~8qy3(Uc7d*Z7NJlLq1b)!c99R
zvm7-_qoxF`xI6-SCiaTN-T8yTLW5VhwuNntWK?##0lVg0o?Iqz3|V|f{ojtL?R&Cg
zKmxCBE*Tuqs4+H+H8lGtna69-zV9YSUGYzzzLza?l7El9oNqk{%54`Q41q(N>8w5n
z4X^Y(0Vf!o9icga2t$Z#AhS6Wtc+2b^3f+W2`^Dj#ZOMIhi`Aof>@UoQ5P41b3EA_
zekyX5L4Z$k5=cj1l|D#GAyY_eRvAV8;5w44m`!A$FiO~vK>H+tO8M)4W9@ljU8(gi
zMo@m|BjnG4&t1^p^<M|4nVFn${<d3uF4_42f!RqcS4Sv>w=g-EEP#7@MVZhcxWC~{
zjey`D2b6x}IzL=o>5!<Q9Sf5D$-aM|-p)Cyz*2b{>)tR^S}#Lt?>@7?<ZSPk6gK#`
z-Qr}XcJLWh&dkJsleyi&FWhc)u-W(D8(`BozK3{E@UU=lm2TNn6gS$Z3JZq&wTm=`
z8A9_AI^<Vy(mB%-!)V%((Z(6vg|wP>5(vow{{D6NJ_lBZ@MWUK`Pzp}WQ`cp&Ybe;
zp~vUFyh2kD00~WDTE8IZ4hLTcKne8L;AlD$&d0Y>x_I%)<zF={2xs0%a#81A9N3qq
zS!_SC-8S|5hNr!>?d{7>E27lDr;OPR417a-zK-6apD$Q=PU#IYR2He+xObYZ(H-sm
zl27yE)`$~J_|f)Za56ZW@HSMgx~8`?rF#faE-+vGEANvipWDuqj>?Z8O$@Ls?XT&(
zH!{x}A8e5w&4GJuyq{(>0vse*lpYjV>W9`x6mw3jkqQ-qe~b3Mn<eDto;Fsv7G1#d
zb|?tF5_{^iN(9+D6@+nZr*Fei4Iz$yzE)KZUK|Z(+;Cw8etf+E16Rz0>O0{RB1C^K
zytg`Y{8A#S`LybcS1+-u=Z;F7-v&lZ`EXC>Ja_+nX$LZsTwy?>Ci*F@n)GF$G{o<}
z8c0suLuRz9>l;ca3#PN7Fgeer1*OLdEwX*>zXn^8q7Ab6r?Gvl56>Wq1$Y)WW>z3b
zkm&X@Vy8_5`*sxTYd0a{nf9GC=#4a|=k3FlLhungK`~;V>#0d-AR8gg6i8yKjeC7D
zAY`nWspLX9^6ezygi`~9yT*-e2UZkEYc#%`p$7*IA{*o~UD`+x2=(I(f@gHowe?=Q
z_zm?@u`n>2lj*;3Xd2|~uINjK^mJNT{ByJ{)#UDlgltAB*mN()(HWl>l}1ABnQhcJ
zgSK%LN5^{kNffds?!8<RM(B8^cN1CX2Wafjl)*syGOL5_n$*EfhJ5Gt8a%RNp|gU)
zIZVCJ?FL%(T1uC1Fyl&(ziR4gl8mrPnkAK}JNcK?7%bmqSgl{_Yr3!-neyASFKS4y
z3EUH~FPeVIYccXE%UKpDdIYj7?d;-G2vh>B!~*WF#Bojl)hjEjtFt=?Q~B|d5tydu
z>m4`OaE@OXZDgWUUATql`$raF3iYTvfKruXOGQZuBb(PLP5zEL;l3%K8!(nARSDlV
z#wQPivA?kJ4_8y9KFV=J2BQfTXr8e<J<sH;f9DGMB+)*>n*xkCI-n`WDEI@kYsAS$
zF3AqFtgP&Ru<tx!zwr5a%`6IF)d@ZU0gv`~YPbaKUA!hG;NZ{Xq_np;pF@7Q6ibq#
z48^EL(gJ#HOpJ9`(s5Lm*M;N!nMXVwJ_ZUJ0h6`j9rdRGlGSGq%7qW33OKHgNe?Sk
z_<^aFfe7lk(95lU?~~fL-KxXP?Cd!UZFSPCddO?h0tF2vFuZ9L?DQU}-O|wTyUwVq
z!a++~C5m!16rLJT0_?Q1f~l-M2(m3`hGd~8Xi>fZ2%sD4WfCBSG=1V})u8!g6k+tx
zk%|g&Er-8$`E&DP$$5+#`!+>-kN6EKl^c{O^n@E@X<b`;C$=#o0}@PcXC0b-<dtU9
zag_C9tQzgH!eOAPUjw}6YjPum&QQy$4YfxldyX=wGzo*h!DmX2O5|}Ynb}ZC_7?vL
zL&f+0WzN{)<nsE7wI{rjc!(Ihzk8K(Bv2zoEhWt6K&#r#Tc#?9heay~<lbOs>Id)9
zZNnj+y;Fn#6;^l7mbYsz%=b=+;pX=ANQ$PX)%T9FCc$ez8Xb=Wu{`z61dX6VlD-mx
zRg~cPdJ1T{*wd~8biiPk)k$IPpELR*NM2@L{^&TbOlFk}g`QLP$tF*)gQkHiIZ(d^
zQ0=)s7**@#Y%`_n?KeV~du)w1J=UAi^L}lmuXc(S=6i$ElSx|~QkXDDsq%Cbq~~MV
zkm92c$-(p^Hy^B1HC*Mu+i={D-h)OF``;@d$JLYlXzOwz2^!hV?;hzr{-sjFgOyEe
z;{tWF+&xI^RWCCO$$|ZiZ!kNMG+e!7>82t0Nz?K86@Lchk?-bOEbPFhS=^C79<#ow
z7q@2lg(#f|E4;1xW>N~WXyxtijE5S{*wJHM681YD9Fbq184RW{56PL;xeozd%#5+6
zd&UQ~MYI>KO-784j4_8vs<;I6`w-7`@98vvrz8hJFH$l{wY+V;d8#$bkI3n*(3_B0
zO1>VePaEefGgw7HQE#TyOS<z24(Rn5=r7iN<SNAj=_}8J0{~TlK~0O<Hsoq}Z&eIV
zwuT9VXO_P3=3BafuR`Wv;H%#zHl#QB5BtGmIwvNRxA>rM2vW4^CXX{j9nv+~Q*JgN
z7bHQWI`TH`JZy`l3;rBGORFcXED8IQ4(OjI2geM_YyXxc8|ruIZ$GTi3GJxiXY$Xg
z%#DrNgo8Fb(HMC)2TEVWFCF28*@pdD4*y`e2tz%=l)l+!{_8mh!`0`)?Z?rXjGjZ-
zydN%D7)rFMc(K~FFDorD?Ky2DBN+N`_WZtdH3;jQpX6}}h;~nb2G&vmE>I+un@~J}
z@ALw$LxmqR^gv%Y>F~@Rd%meh8gq@>^>PEOQnsN_;BKwI#Cr#C80^nM2kOvLb5G9p
zfJ-E>@H5V)|FVoelBCk0TZs#&!#^vk)?PbW82uW#Tw6#DM%EnW)9hJ;s9_H|Q+Lq7
zgu0>eQhFOX*I9bj7OrQg$>3sFd-DOp(bc6G7nv`Nij$1R{3Q?R2ZX11aNty(Cn0(b
z2=Yz^b;skcoo~(7sny>_ds0C%GFVeDmt6M|^Y|#c_+9#x;G%SdbW9kjOCQM)!<v)%
zV46XD^98jrsddxlH`#;?{qN&Qv?E&g#n4!f2Xk(!P1s~IYmcETF=)~o?E-6Wk$J7P
zRRTWjO?z|IW9bF11Oz<}>KG04?mW2=c7VUoUL^CZ4_>wGKFt81o?Ngxz$qJtj<!X^
zx6+waTD!kW6+Jq6x8_*yw<iY6+g<hzmRB$9!x+f01_Q6X8}>=D%4naImVaNyT0qYE
zN!BP0o`6$u0AoY*L-y*{6kWT^o#2M&r*YPl^tW&xZ=)0kgsKp+T!Zww6utC1d$U@D
z3T0k^yvXF5q|W!4F=EYy1xboV#8)3(fj?FRJGO+f%eJF*8eDbJ>Ek1;^+Bbc*N(Eb
z6;;2Nq|h3RJXWDu0{(Ab5r%yQw;cpo@~(Ln`{ue`^)Xa=wx*<vVja!K(<;A8GQgwA
zzBUAf6Q?rTAn-E3<EXaVvro{}i?s{e<NNnVG=g_5y|O}b!(c?H67mk(5gygq>|gj@
zd(S4}qNFm2({b@@ZLOq>5h)Y*JUcrJZk!MnH|GMS-QN=8?3?7xpYl~ED^j!J0Aky!
z%a%oPd(6O(%{r!4&sisDdPTQ)u|g+j8g*2z!2b*<_73pBaWXTUSZee8wmFvh2YiIO
zF|yqdl09nFQ$dH9l380?b-w;;l|2vAC4wF%=!J)#x}v{4Hg;p0vr@S#>9p%|3Af3Q
zIyHzl)?ifaRbldMTvPBY-zXZt-q`&x{PLe5wNgcO)o%@Vm9n74G=X+f#<vtd4TnS(
zhSa0z(uIck1#2*<d0yN;ubI^2gRQltqOrt>)#Kisbh_n7J~WV5%hpn1j4V>_(sZu`
zNh8Nea}pm3s%cee+%gQcGE|fyKV}%`$a93DGQ2cz=p=S{o%c(;yd#q3xD$#<;SBkR
zW*5x`b4->GR<mjC+p<E|rH-*)^u?X*&b<@t(i7?2cW6zGTxC0|;R)XR^yN1>h_Pwo
zPA0ZM-Ae2S`Ss*aj-8uI@Ib^Q49a&3Q!?@%7;!85@Fkucmt3;<O?#nFy;o9V^nkc3
zA*<Nn#Fna9T|kE7tre%1I<e$;MA+UkQNAp$D}YkV5N{A=vavTZ7{}j%^4I6~LJmTH
zq)03P<3$TTs`nnR=3cVUT`JV>#JRiR!=~=oh|WQ}%0}Bv(uF}RPX%~V7X>cbrd6rg
zWx!<|ydIXPC8iR*9E?Wg2{1sNFJ!^x?6O0%ezTbl`m$5V{E|J&PG?z%OY&r9mFhp?
zSXjWSZ&NkLuPb78up2?3MNwTv@XiZ|_)VE%`0oVk@P3Iu-o0D;Q(a?l26uHwKw||S
zDD&6j&`sJj7IDCA_G&=`{DU{A>}!(e;201UxT>;8?4AL58&>v$14Q-LRE-1SKtHW7
zRt?5{3{I?qGy7%Bprk&m29}CxO-}+jl}!Ciq=QRqSXB(zItC#a60h8LlK6iRJ8n7f
z)lO{TD+f9%s-qP()x3K^%j%(&!`4vt(m;I6rmfX~*yrwDIsQDDmE%9ZG%wa~=<5^`
z9!6hf!7##Y(&bFx3Kon!HIhAih90mMloex?D=8#&3K0pMbyGC3Nv|b{5<?`bkdHmi
zkjIa9oK-fHg(!9ENJlQx9FWwtYV^(uUXDF=>!&s`7x*75sw;!U%A#0(K&ib>2nXcf
zr~)?WOJ00qdRQ?I?5BO#%m&_?Kkw3e)`<oJt6`R8B1_&eX(8NSAem31bg)#5U9n*a
zfsNS~Hfd>7c3TDpHTXZ000$(pn{G2zdPZNyQz_OEU-_uz!%7P}Mr8{+T_NHh-(_cT
zV{2U8RAl34=YKx`6*N|mTPWOMNGKcS8V(BTjU695SJj}q-GY8a^otwij>%V42HlYU
zrrjP~70BR~j1ZNVzY1dy1kGz}h2i?x{0Ej$a#xn`cao-gSeNtfZp>n+hvls5cSQMh
zLlwp^!_=;Ky@0@Sl;Hf&$JcEL^!RVIXR5~G9lrG|m|4vB`3b=%<u$<!x;?g7l`R9e
z8mJxMD6IyaD!hmu%?2HL6u<peR{!eJYYrlG#E`2g(be*g9Pp4T{oK=$MCuG~I|3zl
z1$p@*6yJ@Fjb>;T)A8{!TpW<Ret-cq1GvPhYHQ2juA*aLG@1>fW?9faQbh)ZhTA&P
z(9rydi3v?kPVSSE6p@J`5>I}S3xhbUwQ@7A#DBuUk$8)Zi%Xk}?dIU%u)c-B6&cez
zc_IM}w}Ld3cNCsJq{KMSb;iFKZk_rM;G47MDz4TKFnFR?^OKsShbYj1*Iza%d<X6`
zh7Jw$-e!a7dev}}{sF;AK8Xy`fTJY9Tp~a{$zDg}`nYNH?L&zzHIS^fre^mH3*)7<
z5F)>Qaq-r6D3&A(<enH9kTUG{ZoG0+cS#V#(FaBB?(WipN}5Um@42;_c^CUqC)6uR
z2y{5)KUGl3UD#K}E+<tDk&uLD6v^w_RL))hI_LjLY<ua(TZS)69A95uo=W##IQ#8`
z3{`PcRqN;B`O$GN&LS1v#H2Sqw4l7n!1q+bUff>iE&*RI-R%N}HfHOuEFFr%e5n7r
znCf|TT%dAkZXML9RNnxPo%i%G1v+>GH83ABfxC%=VzME$&x0lD+opz;;qECLx(up1
zVfi6sbyEAl@%RZ@y3Ad%;D}V7yw^|Pr^8-j>w87Y4)+|T-kiQM4MgPDTv{aFurG#Z
zW$^xfcW^MGgNBbh|L?#uY}{+7)V<xG?p@GXiIcK?lj|BO(~3LVK_F=erbBJEL%Dor
zHgar0VasQhO_jvOEimf)U-(W^Mje893Z6m(k08Y2kn(1S(IFcs72#r1LbTf`J0Q&|
zZu~x}bZ=8Zra%Q3>LoIe<Z$mI;!PyrO<&j4aXsMn;FHxKad5P&F5sQ91x5HwA|xkm
zf{QPtbM6yEBS^LdV|5x|5yL?cR?4y_NY?xwk+?#%+8<d?uDcEW`@!bX3m5xvO-gi`
zESM(SaR*jkJR@#an8)U5O(G;L{5k$DWB#FuXKAn-_^$o(#2QSJ;MtxJ^L;VV`I=@Q
z_~W`)a(A_G6g+)tZN0+Np3ks}xKVE#qMEb$5XCc{>VWV_H_Q7psHz9ac=QE#U{>HU
zkHwwr{3u_0nk(1m?k0ZOhLQ;hRP@!SzGI2llRLTOLJB&UaoWwMS@B_y%-bA}4D4-`
zUKT6B6m=3b?7?St=@EDmnV$OWBu^Mf*zHaKY7|P?sOQ|kotC~iM4aw43>=5xM*O~u
zVkE6ycg0lzcSK$L4Hbv9ZM&>}(GOLj5NK{Jx=u{N^x8h!zo$JY2RUxT{$LrqfvX&R
zu6N$%F}<8$m(*O(e#^?sV7sD?nbIT|Oq)FgHF*?(M?<wMl4rNn1eB8egdw_&>8FIr
z>M;s-&%FcR->g2;ZDtG|szW6?4@0;&23UD?Wa&xQm7E_b<1tpdJ20}Mn_haW*LqK5
z4~D}nAQ>rChWcwrv_d2%doSvJc2A{UMOT+SFmIwoM3pJUp&gB6V$dQ%X9h3-CqmDj
z%_1{ToBV{Y7r3kRjytJq7pA~V(wt59rc7|7?k=H+{=apKDBSabu>q7uWc&K|<DoHT
z-UbVE$(#c3buJ`jBo10jb9@fk>>paK8+}Q!OD^F1i0(#t$)^8hXtA7;VBu0b3_{md
zx1qH}Hjiy)pO#-I8Q-O*>hOx7SG`LTqxSndjq~*WIy!0TiXOUjrDQBB(wF3b<t*ZT
z_~!mH(h?#7hatN>%7lhudfWt*$2q+ga5u#%;M6GRz!krAkl<u^VjzlATm)}@u(q}_
zjS~`g-ibBU=F;c%deP)YaXx`Z-nYE|H&<mBI2T*w^=We%Gtj@bfs`*G*ZHwC21YV9
zQ@NA9^3Ox96{7;P%CIG#k)PvamcJBP^WT&pi5+FDrd4fMbCe^%VVOzZonjPB#~I~P
z`4b@rPlza}E;`$KM_#|N8P<&RA&Z+;Ez<r0g)aMt6iV=d$L$S`A7`?C%wDX9Twg&Q
zt<qTX{FbljXP6JpGD^^s{*UU4G=a_WDBCRLubHQ^%lTST)$i_jw>K-~;^<T+AZkq1
zkoGU69uIp+hsfAE^vt5INuZv%EQY`BhN>FTjDveb)?e$9^iCX|ilZ4>(Mp#(K?GFO
z;`NVb32KPryfs{O#!ge|i<AuHxjDD^HEqe<H*vA7SH6C-og05-<&8hODpbRlqEv;d
zh|z@(MPQ<+1fjdVKld2u@(D`f;XFH>>YV9^IpsDps`Z)|5z&H~S9cmSy_ZW23VE5B
z8K28|-TbqAo7b+gw|2q<!C-2+N`c*72y*ox`ehfTXH&k2!pCw4r-v00hl)p1Z-jc5
z4F`?bw<y{I?KmL78SXZkjjQ(0XEW^;M%@09d0jn?srryo%sRl>VS;X`*o@>{R;i??
zPqIJ>o(^SOH=;HiRqQULe;qTtEb&2J^U7|~+ukbJM8WR=6{JCRw_Qa4q9*i3D_8IJ
z@5N3|ju2>27FqySbrDslDm5d#qOBhw6-Dozl-@a}Me<_d8abuv6odp<1z_Z`&`W9s
z2+LdoP`LolgIY`fe#CzK`}I}8Wmb!r&W0PC4mdT#Dqpe#2n$HOSPdIM(a&mEV{ix|
zq1iiph+;4;M^#YM!iwQaxii8fKIY;-l8JoCv5*Y3)}s*^$<g>y-rWNeCEg_&9U-jf
z4<1S9`=;hVN|vex&HFj33+#&2t&F16R(F!AvG|S4Sm~-YTDKQ{!0GA;-2j0UT)K5x
zNI4-)^}(fLHIfBE1ZEaE6Xs)8Cam)b7tv1=hLiAmzrzxlYd3v!RF1?&Y2ef;)0(<D
z8kfwS00O%SBQmd5d1K8)m+(+k3yN2zSR!;v(;m4c(No4x>`{$R6l!%~VJ;<qutq5v
z!fX)-a@vaxOA5<C2e#`aL*NCeoI27hFW&t}=7BUVUZ0mCq)cIpm!ziQ_Y30EA06gD
zwrkKRA5$FA;+L;-t1-tp*A?Zo_Olgk+f7pA(^wZPGw9K`hij<?rDy#|xiI_kz5713
zVs&^pUu%7xOShn%{IIfW)&df`Y8$$wUDzgOy!3Qzn-U)0U!e2tDuRJw`eNlX&HVrt
zLZVbEUR(ljtjbAFRb5SdYoW_~6-?0wL*ng`Ckv-Mn5KUUT)AMdjSyU@cZ|4BH55d5
zC?bvHX+}`#GY`RtA{UNuaf%G+U|_fj=rsb9RA7T<LNSo5Rwd@gZ~S}}am`CRO4bA3
zmv02A=kwp6DT>m~Yw1v*&A9Q6!)T!*VF$c3E$F05hOB91@w`!4x(d^KdJ3uyY2q(M
z->;+7qsQ2PI5Ge4op5tGcS+D{SJ#B*E4J|I{Yi0q`DYYq3yzYjuM`K92EGSLcFS!`
z(vyxc{-e95K+sc8Pb);dB`RDK+Enz#n$c745&Ld{KWiS;eZNz=O2-VcK*-&%4NSDH
zNcDH|lN8jvY7Ti1TKt_EwPYQk|LSS2=2x0GcAAPhE?y8Z^X9JtJ}9-AF{XbVkh8qV
zG-vx?F&Y167zRPSxw*04V}nv9Fu48CWLDeCYcmVb4^nQ*BCk}Y>skpFV@T%q&ritD
zS8)O-T_mGgM}1{xPJJS)B)b<_Z+AhEDEt(Hh~Zm%vA5^Kn}+#?Z+h3I=_%3HsVM;<
ziJQDnhrkV3c35x6UaB+dk01xjy?MC1hyMB%P@F3)ENlbciELO(c#uunCZ@ng0vcRu
z1yG-f;~<W*JNXJdPVRaap>1BhF#>?Iy}d!&gfWqkg%09Xr-||*Z#)<;TX$z`H@8)<
zmtJc{LGTR5=?^P#)7`XuHXM9A&jP@1Rmm5r_h3=?x%S9BGmR?fqQB%^l#s<`w*T=*
z+D3_#md}k41@|1#uWx{$5YSN&kX6kd4B9ojD|Vl7<`h?Sp-Gdq*wNrkw#wH~jz}cS
zXgFmNXwUu)X+c>ejh3*HW)4PlMZwrf-w0}{BuG=*$~*jZD#j<gIH;fQs3}aC6#hcE
zgDsS;Fu=rI->dT6&tCGAxkfQ`guZ5=ESWVS%P2fic#oI-57|~Y3gbm_NH#m{Z*1fF
z09uOnJVk|QdJGqMP+0jD;H3Q8E9dUaxxK5iu(kf;e)`6U-J9>GBFa9qRKg16n%6S1
zVG8X!1Wq(f5TAw?fcpL&6k)w-hwBFNyemy@$(W9|o4X>(>l>2#QELA8=y`A0{0M`C
zP{F}A<hpQWIglD7Tjb7G=wL?hh;5GW_l6?c6izg|pAI10vsp|O<P*qNoi7{=j{Tlr
zECS2DX?(2*D1!+dsgEB>r%cUDB1@_D#o;U;p4M4jF7%d;k7MCeO72>wRBqR5l1d-b
z5Z|{OKv~%)@`%2pfbt|Fc(gC?TYEeI-mB^x#};6V<Y0ne@9fZonX-o;rPO0hww_M-
z8mx%EIAA0uPHK5hFA#|7$ikV646x=$g7EG=L`F9wxCq&N?lnSgl4)opC=VtOb2}Is
zmVQKQ63FUS^L$2srXnucF6$DP|3+9d>Cte?>1b*@c&^H{?vI6(b{A6ILdGG5Hru&M
ztcew1^v?G|Z)e=Ys{kH{H$DprOo<BkR@~?tcY2-meTBSbIP`+m6}qNx_V;x-2P53&
zDemn~rSs8eMX|2xedTeRvj#FI(*>3+NdW&N241S>_TeB=P1gPKz}X7<lSyA6<Kgrw
z`l|y|!}<Tm+gpXj5p3b232uYC2Db!v4eqXi;1V=A!3To7YjAgW_rVDe+}(q_-OfJW
zy{~8Qm-{p`{Y`aOSFNhGYRUgMu_y+Ulcu90GxaS+EcohnQ{wF6es76}7QXSz!<ovF
z7lp4xBksUPW~U@S`E+xBV#Z`%(HdzaNHSFw|17z(DDs+eK1<+iVS)&-T$V3ieg1>i
ze8K%1K9lRyO<fybDuX<~-tWf=paYwHm`59e(_2(%B_y<}hl*@te-jY$OlPJUdkeRQ
zH};3l^<h!}gVx#Af8#&d68KFu(a7jrkXZXR%%}R6tDa+a!>}Uy7)`C_OdeZva`zD4
zq=VIHO2he_1M5aig$QMD@a-N}i{~K=E@av87@AmHbm?<+7w9!CFf~V<sJs*CH1U*D
zZfkY|D&-2R(XODgJ+03a%yE>IlaGV%5Hk}RuxhxH6mTB~)+r8Zm^3N6yo5ndZ?d1y
z<zo#vekaJ00-n-z!7*5@IU&hlO}O(P?7gkRTg@#wXhm1|oH^B87{-fk-@QKa6N*K<
z)J$(WyQPG_XsMwKWX#m~<<?pecVq-<#P`3}4lEg3*~zE0;E{NpY@Qv5xGYy?*Oz08
zoH=dVJ%95ww6zQ|TL%@Km6ckdU;LB{C@HO!u#$YA89*zhC52Uy-t6W&m(cXv?404F
z9{7D;P(9=Y61vd&#?|;LAgTYl!<52u_rv+TF{ms0)7)vhn78$B&lNjD;eGt_Pd7Cu
zqdwO!VSu@8e`-do%`Ll=98Nt*dAEFpG!m1b8B#CL^coShjmsc|Lnz1Ik#vYf183Ze
z2mZZ-Qrh?TDIN7Jbg#&rmY1aSVEnN9h6}f{EehH?m@zZ!r=5|s-SETVdsX&u7DvP5
zBwk^zM(C*?q~luwaZ7g%tW$IftKgpYQ)N}1Kr)|}K#Z4FOV09zd?>G*D~)<b7SXrw
zil6Gp>S0JEJ&k*(bq_W~jLp@``3Z-|mHeAQf3}lXcAlp>zDF=E-$jrf8|O*ILnZ?A
zjo-3r5Hd#}&}*xO9A7yDI)?@haXJp+YEh<U9wTmGoka{}UyJ8}?GlyG4Zm-_5BoSO
zbO+6ObLY*OXwH0TE5*Bu&b$d@VC+t{=FOP+=e~6R$y270G#+N1wFB!@D4z5<IV(RH
zV4s}QPdT4aa6V@V>?)$4BMIH`x>{b5yuA<(vtiLQ_3tpc*0%CL(n)Xo_45VK7(+nG
zE1tEg7*mFTT6%QT$I}^eKTCR7d@;;n<QD!bzngJy?Q*U)?Xb^>Db$@MGb>LOegUio
z=tFpyTp#q{jh6SAFB^QK20NSAVfyv8`f4w}b^gLMUhX<OSX3v!c}NvQ2chp`$W>?U
zHXn(AEsBoV_7^YdpV?yY1`*mw)M5#$2now(nG;3U?+v^%jO*{Ziowj2jt);>|C*Eh
z+bH@z5o^Do;x%184lDz?JMzz4oC7{J)MFr!gQzai{nL{1YE>?ek*Qd^JvLB;pna<W
zRtz4eQoKiopNr?|K_K{&%OfI1qbU99bJ~I37LQ1DlkCEYOa`mb8loaR8BzJNixzg7
zy^qE7%62+Q=gH_{^)3w{F=5cw>)VkU(zWYD1i=`O0whI0A|!0}^tM?C;dD4sC1hU{
z{-&@zq4V7@^sLX59=on=>_Mi|vxtPRxV3c&4HvoX!c7`d033@X{SewowVW~qW6tj+
z-|Y>QKCYhQo!Fvm?wW@}HcPbIPCd4Hb#)93eN?s{r{tVpn%@xj;|VLbyV|7VACt$i
z^@RUY%}3`RyGaO@_=7sXI_dV(7C6jDBUK*md$GOS{$?WuZ$NwB^kcBK0_->sBD05p
zIlLKd$|I_6dgvSsA{1?(!B!qZnF4YFl~L#w=`Ea-1O_Jqc3r_6(J$;dMU3K-G+He~
zpACp~1QHp{l@9$7>(FE)f{z8ZMaV`w-S=^}MSL|CS6XK`I`wle45<jw=#e0O=>&Er
z&)0^|7W+_OVZ8EXFVup9L<GXo0dq2i7g(;jLG8wK=$dCbCY8EU9aH~mn1drsB5khY
z^eUU+Pk0iizh7ogl`D!#Za11t$nUqi%e5N&(v{$ho@sS|=VY)yFJpO6=GE6jiI}vs
z9OPN{RM${&xfzId27sn7&v(B3lotBt9~Xzz9)Txp@j;077paL&F|sHB4DL7RB|JTO
z^lKiF51h^c5HAEdv|P*l#X4yY_=%WPQjJ?`QbPOV)iP=jA!-tGa*i@)&sO+LBDrg*
zr)Xj;c+2bdBQ(4klEcb6s>hMlQ1J$4Hi$z#hx#huYSC66!<n7Hr*P@OqA(IPS=Zv?
z!2Q<?tCF@y2O#6%x3{ho7Ml3%+k&cdh^VZr5k5Ov8>_7vD3jaZ>g`9^s(Z9?41f4r
zRV&cH67IWcg7NyOSNY|>($edn5%d{-^PG$*8omQ0jC6h9+9eM!y4Jl+%y>j=KSEqy
zdt07iQL<$=q;oS-)IuPb4RS0~yJ8(zeI%DL^`G@CH}*0t1ajHvwy>O_$E3%Csv2pQ
ztgVgZT*(19?S&s=({}+ua%4@yBkd2RfACEUqfZwD?`f#<$bKDCR@TB<vm>z#$hT`c
zwiHKT)A^Pu`+q;sO-X~-QUFD8ZYm|Eu8tFmNEvT@D+`ZuZC$Wu1QloihLWEyQL6m`
zY&i%<n=eLA_Vq#)6N>oy_lP($>@KIaw;)dFLt@Gfb0=DYmS$xBPuYAN$JrcxQwLV|
z62c)ZUVBXgewfpUd_<ZR56@bQjtuLji!RCT!I<)<Hv8jKuG-_%uPamM?lKY}+$_cJ
zw$t$gLjDrzyPGNPdbW8{Ff-P`B?<M8*6<MR@yi)QOw}yP1H^c0B*H*wcGDIf#ul{*
zjsM!t%=cy=i<jtn<1b<~n$O@N%OFV9k8o+>@M8J%)>V5P1J$nj2L*LoCccbcQp0M0
z&9a<@%c4nsx=J~4+5dq&j?$-t_`?6XpI|ohobNTfH~KE@8L{|Ey!sV1HM)up7Mko!
zt^WEomGLb`toKAw6M>HaS=gGyxqfaS$diDsqOuQWN-zzP*2Jiy$giNI<w;XmUrEHb
zf~jIbQ&}Z^_Q!Orwsxq@Y0Gx#tDIe-QFR-6xijn#eOb?5aH{mD(q7NZ=UJt1KdL|f
zZgIQ+a+IByh{`1}w&RR0xC`!G<k3F1GPFedK7IpPE<vcClVGG&Pz-(|kp5WO4;aJ2
zaiuyRJ2QfQtVUWSb}#&t^>X@@O1d7sziCz1rbBs<Vj-|}WZZY^TuHJNKDa%FuYHVM
zT`$~(dcM7D3bPP@LANuwJ<dUet8N@u9QMmiK$BcSz2_qEz$23i_A*k+tjWK2w+SYT
z#kv^l=bUh$0i)P`8=>LLAxvu~dyY{B_!R3e>4DUWH=XKmw2i1s4VCpv1J4^B(Nk4{
z@k~9}_1WVR;lb1(zQJi!K+<Ob5=f_+G&9^=ORd@}_gi@Vd!y1=A#?M+-{N_$q6#*X
z%(+fGPme3S!sA1JiLHd4?1`OOKGoGQ(9ZR{aSy<ry>o3NP*&b6WbM@I(3azoLGCVH
zHRdHax(I`n6~iMF5(SjQpl3;K=U;#vrnfm35N0pbtiO9Hy0D1aiwc<wPxhloQMP}q
z=nYHez5gS#GT9kE*89#$Z^5!8uelI4ST)>UunA=!>i$enfqNEGM9+IZi<u2jX*KRR
za^aiwKRhbM)fpA!1U)28dp~^EXN5bmo*A);i|JsRk-w>-DSJ1u^C*+;XO{ZFfoK)e
z`D}isB!9z7$qV1P1Vvb6GrqS2HXIwy%IqIDFr;P%$Gq=)E-`=9{zMM8loV3n`T*%-
z)102_Px_dtEt4GuJD00HoItBNvJ;y4j*x6ho4(>u`;c9iQa*I#GrypM^KUF;HLLd(
zVeAue{QEn_&f3U-Y8Fzj_{nsM46SwEce<rUT5<)2e5&f5lySfBmrSpJN{z%=^N0(`
z!g9K(Y#}AZ)iBiZAm?fwJ}XN-w1|+IoVFZW>-iiKiTF^@>|@$DPKnhwZCFtfMg8}y
zLAvp`knzxm6s*)xCE^H6gRcb1;RL8F+T^UQ$(hc}2gN1b+WuY>S=lV({qM30%=)zC
zuudCb7M6bFfp~w7OOFQ?wDRqZswWD>82t3}xb*gmG0>G`v^5Xmn(xBaAf=Tl!DT~>
zw?lj}Oe=XWB)3`PXCW{ljj`Ar2Z4J;vQeh2^&7(LD37atuQYIxsz~!M!|fClcwmto
z7>Ve9{aDh&3@a#;H*Y8G9`b^Diag1F5gK5Swn?{{oLkG%E#J#r;NWvu-lZ2#gd7mM
z<Z+)%hi5wrdp?D3sP%=lg77XAx2eedy9(1sjoI_S%ABv5UknsJ;nNrQOO+mHRMA12
zJQQf>qw$Wme@zpoozH3NVR<r!DMxvr%<nvIX;Jf5D{J%-+aCIydzu0CMceV<oKoyT
z2CHgSjlS?DtB;>X#q2<~&Qlvo`SR=4SWNsrk}?PE2?7ZIv){0QNMhhg$JZOaWCO6I
zh7L{KepT)n@`Rq>?mm{vBL@^UTBhj1*1NXAIu-j{q;dNaMtTYNfcqTvfYw^aKRbJ)
z-fP|Bp9H;B(!(1Gq1?)ltJ~V~cL7GnS&V(0T~+>}1~GT`rJP#g^&u~%q<qe{jh1h)
zVWdHM=RWu+-y(~+q}N^2UstUsk<|0eDQ=fJue~P@%c`@m0=6I+|8EN4g9A;il7X!}
z3>AdOn;V29V@c=zis^BxGjo=I`mCqe2^Y$)6M8pIz`NMn3xVEs52TY-lsYSL%Km2J
z7r)(=3kEmuqVxIi;d*O&`9b)>!85vk=Y*W-T^)iA7sTY&u0{))IMSZ@QGcF{5YjnG
z3Hfx~C>|ARy^M`Ql(y=AM?FfAbA7|jt*<0CQQ*zu_#_lxN&T^YcdI;f4{jk=Bcv+c
ziDe*NcT_uG|MS~=_pWHH0hKi(&a8G!95Q!~ao2rKCh6YJ?o>Xvf#18Xq=fADO4K~(
zW*-(tX0#+LtNW$TkFER4mh_L7mOaumnv^&y^SC%hF-f=;ipkn){sn=7_Uc+vXyjmu
zZFOkDv9XE3=)!lMX=w}kLk|IWE-kDNUo=r~#@C0{eO@b?v7zgCw<We_=5Vlcx*Bm6
zzK@ob_5JNNHvKbaSY7E=&NlEFtxo)M84+edpDL~jvbb?|@|EzLw>8zLH$xf3#2#9(
zw-H7In!B{9zAcF>PV#Se<LaL~-O(;LEVROCYlKkuRtV?TmWU+LdG!*fG0ax*-l?v1
zj1s~*&u;mr${(%ZH8`o}<_s-W$cbnFOo^#2u-zeoTm}PNl*By?P-_0F3p8n!{^+}z
zG0`T9?@(Rwo-&g%05TdKJf$ZE$9i9_O{=hfOsaZRskio87bewyivrRb@ln3K)**sx
z@$vCDk_~)%03asI0#?<6$w{TJjoh@f!9tN5T!+l;>~$AUFy1PbR+p>6Xk=V+Ony`d
zov1*$MPaBi74K1RAo9V=mn|7)h2Poh0FLs-1pgU_ZdZBv$Cj?x5&M>wma4?^1%RA*
z5XoofiQ8^1e-??FJn>$73s2^e0?`kYCG!e5jk~zG=olIzt`uj#c+S7R<97LL_#%JY
zEFK0(L_DMT@WGd+F;><Sga`(CM^qgdh(YbGOZ1&(0#wbK6<fG)X~>q4F66j{`6>fp
z9liMa;R3m2i_4Ew$7cz7Au6arLzTrnxz+NmUwR<YA$1+;hB*V&p;U<)a)KKWMJZpW
z4q{er4wBP}-5yC@=&Y7s8>4gP<3dFr^VS{3T}7yI|9XT)v?J-PJwK1=SF`Nldd0EH
z6=Y6JGf|kAd;2Dwuz8Sg7*$1kue%iPTe?9ZEEYelWpN)28pV0dPxZlYbKUwU$3KgX
z9Aw_6KMQUS4ORJ8g_BP(pQ0kG@ZRQ^vspgiaHiCdW7G5QrhD-Vo;>mSX6`ExtPUXY
zN@!?1)4>tICZ4<efwY|Q^@=*j^YIpm9?8(|4Bi(lXU!Bz#QplRgV^jTe3!Ft`GK+v
z^XgWdysjEkGbjyzz7KA_3-Ts@I`xV>L|@sP8}BegR~k^2K{_#h8yI+y%g$RR`d20u
z%$>J>E9$CGu<Df(tB15chg-kp8%W<|FM=sf<+9*-j<Jf(b;*7RTLPQq(w95w`I`Y@
zs;0&5tp99in9)Bp7MHKFVKCBvdvkZ>jpKakMK3nPK#?2f+fGu?{3`Z7*c~1>cYIBT
zU_kY>de?%dqLk+{9C?~g{t)07X$D!qC*Sln5s95|{z#6|QWxPq{*;OlVtF=9OB6}E
zF*uBdnj@pD{<>#W%`&x_45o^x>sfJ{zAS<@oTA;LwIXRf|H)(;NpSFb<a#h4He)mj
zJpuQ<kf%#!8jgDU)c%C`n?E!2$U-(WuEMGGTUMr8Sc|nCC3_RGX5kY4T_gV<_yofI
zW~)?5X46c61ix3$mk?Mo1b0Xkt5-`VfP3SQHGL_38YYp|^~FrbLAY57kHTwp90=)E
zFTfoROmp#29Km0iKKA^H(&ormmIvEQfW6u_nS`D-bIH62Lo6wm=`8$_Qn}o83(3Nw
z*Du?OL7j1y{?RW~OW7z+^J}pd(A;BLW9xA0!TPsDOy&K(tC&6xU(hVO=nmr<tXNI@
zDDzF_9tS>qWOAE1a}$~3X&P<%SsYDzW!yNt27j(WUEICwbiZQH-$`=vnbO32+G{M@
zkKOqlsopAMBY#(D(u`~5pW`z$@oBI(@!Ns96TnZC{$>mJQJnicPW7t5S$g!N_*3U7
z(R$UIS8At+v*W<*cHO}@5^oZFuYGK<wrgykub!let~A<h_ks~5<Xx7o*Zj7z8M<MC
z)=ZR?MKGNe74|-NZrULX)zk$z($SEYI~5I$@YpQk1is0isU6i8xXI6sM^$w4&!X)y
z!h3anj*xnutj~KzD{N`?Vq61H9y-5e^|l^lB!kz*uV#uM`7Zb6{J7)T<4O*^ZfD{t
z*U!!tQ0*&Yx_i&}uGX2Z_^aal0b$NO^c8(YdKUaKMYh7>6N775n{;%Q*}pcPTpfC&
z>srOsXi{@`ul;ee#q4NJ@zf1BtCRqOOw@JFL7uMC=&h8NTtfD_fDhDi*zElHhU?GY
zuLWQ(St8V$nv1R)koi7QACCmR9xP7837fAI(8SpVTnTqkCuM0cY~#s{`55q-zjcn5
zncRY&S@~ykqKDx4NuBtb3Adk*Ix)FEI3VS_XnSid!6CQKTyfYRnPbv0;RwGoAL~87
zUWdi<uC`EZ!`($IM(vQ{2f8*<wB@ROlO!+fd)+WYIPA*O-FenFeZ_I>zr14p=882b
zJKS2^S@l&oh7j%8PWrxJYT8wK^9pgA+Y!%8a?sxk_F60FBqigBCFFj<F|B|80LwK(
z{R9g&)T?(N4CD=1e*5@X&bW_fU}|zUypIW>a|utJ6m~N=`nDKVbJt$UTGk2!vEB6Q
zZ$Ehyr4y%&-UOKxQ<#Wo+XE%)BpiCFF=?MCuxLY~W2ZMWxF|>}LyU3c($@tQDKyE^
z8sdI$c8e(n69gBy+_%%>jvq<H+bX>bXlQ-EyEQK{seI;oF9=-_&n$&z2^o+rdli>-
z#qbie1xO7c)#%jfF*_26+7$?=Pfows5XzeL^QuVwn3_FKupSqK$bwB?C-GRem$!#T
z=nE13)r3w0VC$Om2a@LSQVbH>qq=AvUU<X-gv=3I!ELYUm8)r6mT?0hC-g<n>wa7!
z^cbSpJ|A6A5(NK&zX$<2iA+jTliX{0VY@fhy&B!tUPg92UT0oubV#Z#6Pa+m>Ty@V
z`{rQF&$_5HC(CxtCGd6GX^4&fOB<KsAdCtHpq=S@dNuH<2K%r>FJdOyNi`Yq(b$2X
z?qm12KT<D#E9t+sW$+Sx6#N-c4t3w?(jU0q<rm0{r$$w<BfI=T5bd-TOx@TsICDLl
z7fxH5p|?=(G;)kCUA2z;G2S9L&md&k?<kvM6;*KWs;TeLuElkM9&m!n6)bNiNAE5f
zUAJY3Kaye{9{VCgI+J3VXV6-~jO1@0fnHA&&QI8T2zp@#>-#5jkh1T$y<D$fn6#Sw
zIIjo1Fuim{(570m#wyNSYz)>Lc~zlxez(==j#rkdEn_-ONpKUeOD2D><m=mTrMO$b
zdo~fwdIN}&x|q#YpF7S%%APQNZW;#NJP%)4MivnkaT>I-)BGYX3GeZ(H*JJN8*Zl=
z=pP;cCxk0wDyemTNzg5gPV<8zqg&V<DMHtcbN7$v>5Hiw@g0r1UJ)%{vX^p}S%2YF
z!+;V}$5QJW4qmj>Sx$?xywG)B-M+8bYWeCi%iWr4&=6hS?Oy@J&OSOYjDCcLfH$u(
z@;YduEO1x4va~07@A+3Oq1(JRUJGY~c2Z_^`4M6L)O7!pW)cgY?YTlpX>6&s1*0;g
zMpN^ii5hR!QT34Ksbudl#nOmQgMJ_KM<8Eg{x`_kKhpWUqk)wJyId>!l2gpp5`?QK
zFDmJP<5lir?;3~qQ9SfBm4lL_&lq!6PrXUawKnA^m-?pJfpG%cO-u4MFIPSawD_oY
z8?Uz>JLZF~tEUAcBVo_io7*_6kB|Q4O<E4er*&S2<fV@Z>2h<+Q#M04YTB}hw`(#|
zB40q|AkL}zQT*^=J~1`1SHFrp{<s?-f(LeQpn=X%#a)-*a~tNRU}TLOewSCN810l`
zv<Y*ICn@S9&s{@SzhLy`{Is9_kqQ@$EutOJg&>y4v!57D+H_85{!6~~Jtb}vaE+}z
zcP&i;p!_EhC;YVulpd4Snk`WZbCM{(wm_~Z#T(Ii&1a`RI%X`>WKEN)25i#=^*)Fw
z(Kq39-@pT-P?<n+_=}4N9AJuRGD)qe)Qb`~zr(rrsHsyY=u7P<nXFIQr0tmH7DS=W
z@ilYxVCe&sLoL<7CF1H1!d;b>khJ9V8f$QH%_sUOK6@V*R=VSI&+hl{PGX+OBrC+r
zgqejaoU|oz*B{$Zo-+4;n{vc`T$rDFC+uA3SJ>)hfWK=yvbe#_Mq0LMQs7@FlF7EM
zqUr-G%y5&5F4&%ugy$}5h$W4VeMq@(>vt2NB8;|MG&Ul8!ktGQNm|GB>OJ^Amo9vN
z3fnYymLKhe{8I4ZH>UGcq}v-C$Jh#QmFM44=Y8l-cyFuE@72alxIG61NMtyP$Lgzh
z#D2&V8Lm^<e#S2>@?TlfDIfdv+12(_I}8+YJ!^0(oh40!q(>B0dwJ<#N0=;eW0C=_
zY*ooXR>9X^>ocmqBEF#K?<RgsY>B;+Uydo;YT<<2KRBp<ij1GQU+xo)|CJZ-zLj71
z-ZkY;0PEBa+uk8Ap0(40I!dIr)XG9s(ZdXc@<(Gz(;%Ma=>|hDd6aD>rXSHoJ2O=&
z9%~ta)1iMDYA+XFF;<-X3sJwiCV752CWQEb?BjE4$$JHalwWD#y-R#B7S>zU@zenV
zXdGnU^TX4Z_&!de56{OXW$6r1cI6_G7bNl&ZuAUh{UZ2HRl-Y80n|YAY>hEzoma++
zm#b5TC4QwcrZ$Ggfvr(ZpwndA4o#c}F7y?e6x@x;v}^lQBeo2cmj*Uf(kM1I_(_Ph
zYm1zGc&)5Zh6dL+^k~&ABDkeU$6uH);2TGE@C=8k|KZ;;i-f)4)lN!*m-+-Mw=oO4
z`?O;MiPe1MFgGBk{2N}xzaVobA$>Q%PI7WCp-#iM5><35?84G30E;$ZjoJrlzG$Y<
z{e#B=%VT3Ff;B_9Br@m0%vk17)s87Oevj3}gq^&3RlhQLr>0tW*kzDHxFP41hdYl}
z46?GSp(ryFK(b#@>4nn(Tosz3c~J@rA2fR5hAD_r2sY$WcZT7*64W&O2dcJ{pHEqs
zDX@IFdAr2pV!G@x?qIj}X@nBb<vh}^`Mv&Auy-D%Oyus;psl47lHRJL1N%KWhd^Ee
zk@2vh!O@4lvXBt1tgIRm171zCFN~9OCM;icE+`X8;~T1~8VI_CQtV87w|qS|aCyA*
zV(ewhNjj@;98CHq7;)07Q(inI^<D3i;H0u2Q=#>+Fn+GziphTVcPpqi*t%>ZqoCR%
zj1WRLjM*<=4W{esl1j~!Yi+Prk1d)kP+{h9izkM~UKbgq_38A#dFZX-T2VG-TEpjd
z6}7(O2lb!EXclFYSd~`mN;&YS+nV#6lJcT~*iCqtUy0L_%;|hELm|*Kd9tR^IUP7h
z)BsF`DSLz8Xxx|I^);VeTuBvf!(YDJZnI8heaeyXCG9~bXW<qx)4^43B9&a(QgFPi
z;IHoquzn(3zcU!E7#3LcCI-WJL+dfJ<1d8Y<>FA~|K90*weAw>9*b5^i1Sm6?~*zh
z(2ax$2s@H4nGYVc+&dlUq>*pSP@$rvM5s>LZRyGlm6Qws@x4zu6^%4eEjpnu#sy<;
zR6bMVgzMD%*~eGdtx2r2z3=Ki7QAe2{rQ@&G21Pzw}WRJk(2Y`fGAgC(1b)24`)hy
zTulu6NnXLSR$r`~=4pK4$V#BNwD)~xFX4^{du=NrWMo8HT?-zWlhYXwiB-vfEDg!)
zN?DIhc-F|whrHI>YO{d8+b${Yg5ofo!SQ121z7*J31{Iu+Lw2E0|i566$MxRRfX?p
zD?V;asI}M^M{#A4foU!!E{@(Kvm+7>MF%F&&Ndr-3G~NB+R>Wdu#l;g?qu+Sfl9At
z3vTlTqaC7uQUP*d>-|H;`Ttzji$xZbMBvnmDR4&Z%GCQ8qF-I#FXu>{U>%u{AO5y~
z5x<rFbQv5NOY^2*GD0}Ea4GNg@7lN}t;>rzk27WDV-)LZh3=osmOmdKj6VViH9dyX
zxvEO$ERvM^`uZUuA=$$oz{xuwibMvg-Q^g!)p?TviL=^t7;`L3IEzLuc83b8L|H0|
zR>mtRC}=#6fP^G+Xh^!b)lq3z3r5DP4Ipj?2>?0QVF2h`UTG;3P$!u@V|({^6#)sU
z7bp~DG3teRTm)d^SUj#RbjHsC5DSlj@1A#m2ktMnFBZRL8TAE$RKb+D2Xhrf6`IL0
zF}{1#m3sU@PBx5GG-&}2ZfK^sB=pXeN}eR=(b3<(incTFO1hh!_7!z-qKRpTbHsvK
z%*XKM(|ItuULTK%NR(ccY;K><y0%w;tnb>|<uXq_X?)bF57G1xa6A972F~(ytfm5Z
zp9&LSsZQnMSc6drM7!i(2Y(1%@;-E#Hb}%>%V5%(EjHPa2|XTArishgkjqF)!U4$F
zQzdFeG>p&mNB&+hR0^uYDw<L<FEYJFrkJ#w{h?TY)&OGb{uZbG13MWY-Tm<;BR@aC
zdm_qnNvf9xZ6S<7_+`0R@nWzejtSwnZRYA5;$NH}qQ2)r(>qRl&OzYStP!>BYNWfH
zwIFcK_23#f{wZo3-H^GH^{GlNJ=$}z6M@AumjmbTZoQcAE_=an5nsMLdG|@pCH8Oj
z{thZ`m<1>9y~Lglw{I}o0vc(6{Sd?rB`=mpE8GEs0xBt{!5Z*v+{G^i0uKj8UPQ%c
zV!oc4jxHg8#C+A_E_WbHbhBj2Byp=48|Y;M51~vW8Du4>6C-xPR6lknK(d*?icwi_
z5q_hoWIpG<gE?4J`S%D*JQ(~HwMtYR!Ng;%+zRyUA6k}|C8)D@<lRD&?w8x?350cO
zB$v<VhIj>ENmK<A`Gi;GT*Z9Zlj+JiNQ`YUHWIRdhgG0&FjTr0V3Xu3BrK!F>Cn&8
zHsW__Pm#RG{Tk=T)@-mq@?QU|%MUXQ%)+R5^IdoE9jf{|@R4B})&8=RoCTIpWGl2d
zy0}$F`f_QE#J|al9daQoW`#w8L%9oImIV&jQAx6hf3hK33L>pRe$Z<K)ArG1k8ftk
z#*+!|V>!#m`)rJKjY9`xoHGmMaXbLC;0KPq+)*Qm2=4AWYIk%|K1F-`IWrPp#fw0)
zolo|7X?NA_0K+FqqLJwp9ea>M{(=qwUBMr3%Gw6QPn^+rk-0@`b}F$DA%PRaN8%0E
z(Ows)(bgWCS`ufG|F-?0Q}DSC7(Vd2<ED#m(}VP0y=%gg_#z&W0aN8aGPC)RA|o3a
zkAOj@DA}e~wYGhwbm2Ax<J?}4H$s&U2|iybYQK;UAr>aEMWwG|4(Jlbs7SQ&Pl+zd
z?vvQn>k>TSMiqi2a^oV9+X0@NLR;Bc^6!t>3*XiC4Wu7z*qoCYn@C1FQ{TZ;H;QdV
z&=>3Gx7U1@esYD{N@l16D#0^+$?+12C<CI?5Fnsww6~|G&<rk|zx+*%K)?H=Hyg!T
zgy=oCu<Ms<H7qX;6n}-0W(=U=slwfjw2^1O{&aNtO<bDb?L?nST@7$)<?ig5E-Wp*
z9`muhdQ;ui&`R0(RgC`<9`gr?FR3~4Tr*e1=u_A4?YiHj3*Mp^TU{6{3I`#>@wAr4
z1TxdsGm@{CJybGLRP!=?D>ujUVrpt?45`OglfqJ8z7Pn#-kT&OjeJ{&Kp=9|L*pr|
z{+ex1JMl`&`b^#?De5hw0Alj_$@aECutb#~@~6pUx;=4#g6_bM4#9uGoJ8C^Sl*>&
zWd##rQM4Kx(!DFd7LgzI^!jvmK@(%j0wwcIF+}6za<<mNN)Sbr$Vt5ZS<LangO7?z
ztolt`kdrJ8dgtGZ?ZHUv1m;B_D!=&pyLH$SLn%yTYB0MWRa#uBD-}U(Js6sml@)21
zh=^$BwfMjeq^O50CnuK%<Gw#Z^89=?*)HP+Y@T^94_W5t8$BE?cBe}X969HwP3y1A
z@h|^UBLCyx{l9-iBt<xqy_Ld9Q@2~r6y|7@Y1UJa%Ft2B=tYwW7vc=4YiM8)6U)aR
zP}S7d=0e;(J!kr<F2SmPOaPvzrg>dWjirF=(Vr3oM8qDT{@h}=Uda1VnKv~xH6$!7
z7g4?I<(8;|SUN?>n@_=>VxJP{RoaC+&Qz-O*UQ6xR{iA)fQ{+~Mw<$zdWn?<L&Kxy
zCr(Mv3QEMRyPPbrde}sh3ZBpD+T{S%JRCg{>eK+rBr9u<2PO&%%E1{W4ivxZi8L0`
z@V9Rh>3&H`xDBJnqL}y6s#-v;d&Bz@bh^;MKv)3*frE9TsN?`DNNkuJ5%>4}&{Rsv
zi0n|Sd<rrd4@$)3I7H_vPl4EZWrElR^ZWD7;_~u*94KgL=tDcOUdT9+jcgo$=!#mA
z;*_akTsi$0nV4%FRhO7+jJRj1*UZF33C4}sH>?gb@>A(Yv_snbpA;qcQjZviWceOs
zmSrx-b5m4e?Ch0ZZeqPOhiCb{JAk`grtE#(w#+o63_4XJlT5CWhX-GMLrdJBH*BEp
zsUB)GTKH9ZJwD*e|9uYszuDgI>IXAz+6{!^a7+PY1#<PhBr>KHF#&?AyOC5uu~dv-
zV4&W=Ow1dA72<P|kdQ1?31uiKhrh(d?6d%dPbR;!MHV`}`4!L^>FNDiT6h%>bQ`R2
z6rd6WGS!^`z$Y@-lLfyH&%5aWj$Evg&cUK+Dk^#fu0tg@KLy;l=DX`dHJzzQV!1d>
z8Hx|FQka9LV6+-!nM>VTQ$z)0syEtUQ(#@?51UmXPeoGY$M$nC9{GS`OvU3qNZIuL
zK#>upss-W$5w^?CaZ7;VQO`goGxuZ=O?$exw<r1bvYTvRk-Ed{wD<egEj~avE}u5F
zxTvT|Y8QOo1JAJ;Pn9Ms`si0uLa)HKQg4a1vbtKbMnw?AyjhiVNp=Wdq?84KU6IVD
zQa#5afvGm_r*b8(?>N+BZKUrh!L&H9LuXW%K-TZ)E~V19ScW(N46CU1nJA`H62PP~
zpz==rFW1z+`M77k$dbFK3{^Amx`6fWV3L%STmbeeZ%+6)VoCjRKdQ#qBlDeEY#@_(
z`z2kyk`f1onq1>yC>$+LS%RT6R?F!_sIQj>92O?#d238SPg+_UP4pswzvaydEAwYt
zZtjUciWV`HswKYNlzcd4JdkQJcK%qD;WC!0Gf2EsYnXP}o$8Ac2Gv7Cds^K5ibGB@
z8rNq`4xGgUjoS~2T!>h-iutzP|AIjOrGPyr$1pJt0u5w;QXvB6a)f}G-rsLWf8qb{
z@4@ow^t{jT%!(h8G*I_#(jLGnUTJZH2gp8B_*@uHPEHakaR1w#3+VSnRUhUnK1z_P
zJ3#o^`EsiZM6wKlL~d<BYOOK;%l86$KM2N5I-f_u#Ke4kNCMzK^5j!k{5t>Zkzv7)
zc;hP_(e(Wv<l{dBFL(cc(%1j%c6k!r|3>e>owEN-%oLPzNmW&qRwL%W5wnYpi-Y3l
z=YM<?Zu}U~5}M-}VP_Tftg3*2sLmiI<ooQ^UCbo+&oW~PRxxY6#4fIo>P*6k7)dM=
z>+~au_;Zy&LpD1*6ig5iQ^A2#?3GCT&%pfii(wW{Sxd^Nf;Hk#!aUxkbwq+S^b)G<
z-|&1gx@G3ll)hpbHTO%-j|q0r3PkvpiF8`QY$W)Wxb#Xsfuz7~6KT4pXf3emlzbY<
zfoc;Qe+Du95(ZBnHnqPipZ93Y?gnJN3myx+G@S5f85WsKQyJH}t+nYn%?q|`^cPPJ
zOLnx!l^<ByTYS{ER(>BO2MhqVR1O;Dsp`M}C0H_YYUVnGxwcFLrkZS^>|b~f*+eB5
zx+&F811cw~g#F~p*@}d9ywUoEQs~4gts;&G^<ZNc{6kH8tzgyn5zb|av|ZX_4_wj}
zK|UU}(>r)y7DYH25J&PSR`pA`K45Dvh;Y-ZSYD2%6C1^pd?muxS?-||227r-NE<`-
zghGyoNWO$ZMlJZ9f=d9C+#MKUI4+hEwOmkytzoulmb!%rT3)aEZlhl<Brh{j6(YLr
zrhMzBUJJT(uE_aS-p-TLKS2ujWrQSJLi3hIy%rS~_+U^qHuyt(mFMU!ni*6u{gkVs
zkCY(O8Co%IvS-Z5UtrLNpGe26In$up3PN#GP4GE2O(@&BFtkCYq+TLl|AX5)JksVv
zg{`~Ds1c0G507A+XzkCS1%FUP?;xPFOinA>Vj{9Ui+aR5l0n2FV3YH!xWDsY<K3y-
z?(Kl86uiYCJ+oqob7OFcZN}x@fqGG+uP5o-YbL-I0ELp#9`h>9%S+JM*!b3pin9CH
zL@8<oNtXy~4kcpmF6+<Ng@(+L8?rs_SFB=2-S@zHRmSZ!OEzM}W{_x<E%Ix|GYNe+
zk3tvjNnUzh#e-(%Xiz}*%&y3w;NxuxBISwt3<+3IEbN2sivB;xiQ}s)`>sy1XALF>
zh2W=y=yx}x$~1SS>#C(7b!Qa&s(NH7=kJUP!JdKd5tKXf|4s2y=Q$)xHXhtnS#|l6
zJNWJ%FH0rUtFLFI$#3%sp*m8%6!i{s72WVw-2HN9`NL;n@qcS$AOqd-8koZ?{tw;f
zo&QA2af$M?y+RA$pKD3qO3eMB>B^C_@YK$8W??{*?gITc3_LXdwQRNfC$}Iqt1%B|
z2-+(rUbg&S<RH2q0&&_3+hPCi#PYes33@gspB>7EA^|v(eS$hMU{Da6C7&XAf6EM9
z8Nhl!F|zvZ^SoNZBATjTB3YH>QscWW9)$N+V0wjD!P7f*;H>oT<=mtSqJljgToEkv
za{m2B5QJ%F<R*VvLuQ9@qdOzVxuXCje)s1`3*YcIPM+Qg2BH15zo}BD!4Z}Zx^viF
z^hJNXb!$Fd0HpUKOG&D&&NEv+vlA~M>JF7b;nm-l_2B-x`d_D^gg--?O-5#W0GPwI
z7X|lAez0%UT_WIAL-jHFeX;j`cleA8SE%TRSgHUCJ0eLIot=QdIZ0&Hrc?q=*3oZ|
zd{v<4DrW{B5O48L%on!J#%1aHwI(skOG=1B&>8IRM6}TvT+dmre!&qsABA*@(++gj
z)B%3p%ELwDrgFjE0BTbrH#f%Ln`iVjNCFYNuqU&0i32}DG)Z2xXlg)nw0bM(x$?xn
zwkm^9f4NGXgw**Bog~pB7#=wHJZ)wu(@aXj^msR2J{tqaEtd6Sfro(fs-o<1jNJyY
z`{GcyYV{U}u$d;T>^Ak5d8St3DE~6dc{O7iB|ouq&3}80{4cmNmk}bg!#Wzu?7F!5
z)Oej9VI}vc0fajZcsc;SF)YlH%w`DK`6H5|OKWld2i^OBH0(cJ_unfu;GY&4)kxs~
zt%+g%JMCVw|3L@;(_Nq5C7nb5x7U$G_ND&cHJKse|BtVe5S5ol31E-{^a{nr#lOJ>
z|NTftyg?oPvj^_qVgmwTczAhpz;Cb3_M1>=tboBMR;Ay;0>Hf5EY`xlC2QAPVEEi`
z!hh}Xz!CJk?SDgqc}tAY*vE=h(S{}S)GL4cP4YScSM|J>6N3`5iWx<II%aQNh<3(0
z^Fzvbxk0_0U^^)F<rF8=dgiaLcEc_qTW$E}%n~7y4>9VS>oY_+dZHT$Ql1}tLBdqK
ztTCTb9!p!%J4#ssy!|>?w5Y^r5|Wx2<)1(-KBiJ$!gXj0g$Z>%1ytpHzdkhfNL6f}
zO`{O4C_okzCRzF?QE1JZ^0GAM{}{d2B=fvc!8<IPvHYI?e8x4X&9#IxCn*}ZkJOnM
zq%p4=tMV0=%$lT}>@O79Q*h1X$NFS{ejlr9mSt&Kwv9yc;N8v5jrR37OxFO@?Cf@2
zz4Ys9OL4~LG|P+8u4KR2rkNNORe&JWwj8{S_}bXo4*Bbz9w<Y*1yoBhA#B(v>jpn0
z$2)9Fyx+QHH2R<}X7>&H<Eb^8wYQ%rkqsYdq(*QiC1n+{5R>Er%M96TW??&ov@0{f
z>?v#0%!;+41>jlVi@5D?ew|21<#f6CdBRFZlacu9!HVJxb1>6`G+NjQus<}4lKh;c
zF`OOdG2PMXg{Y7n7rFJUkH;7Uw;gKxaNsht%c|(90Zi2-W28p`4jnc`(e(6HJ=~so
z=a3Hh9bB!R;jctlo!cRn&?NV^_B5zvKH%ZuAJdQ^%eC_#+*`?De$Z%Cd-tew%`@*=
zV{dcQNq$tgJj3988-=}~06b^I&3XNNUyU7q@7mWkv!#uG<Z?b@`oHj5Pd!}?KYi>e
z2}V%`_8&!TNxs@%vwTyxjyT@`<2IJNYQ*D3jX1nmfL>hIJ2{RoNAvLEv&ecbA39Nb
z2u>4pgWpfr=J+Txh`wx7AImp-qGD9uzNb|jES>G}A9_1NXhKp;A4myc^Fi0uK8|X(
zF@C#USPy2!l@-BdiCpGrE`!aPT+_DI%!J^TWDEZ$5*FKcV4`~bE;nk}vRC;n=jxe(
zN7nD>Kjy#<sCVqFuFFm+7n}p3N*zSPXiEfs9Y5IeqfYnDBChJZb<06qBnShg24o*7
zi?D@A_ZH5*?e0BwFG$;7hSW};wt0I^91lE&nUSA4+S>kHh!|w`WyVhybk28`QBIuU
z4>P}=vzISD;S;o&ojb7i1TnYubw$E<J#S9}C0`u9CRaQU731eKMSiM~<OGe)V-Qf)
zphN74%(!7%5j{ERX0qgIi@m(zhOJ40g7*MpVv{1V2gkl<5^bQ=U+Zo9oo;I|uYwd1
zm)_?0Oqfo6CV;4jeAPijapq`lF-kLtcLJhb7}_oy1Vv(uK<gRASA8Vs<|JP;&&(||
zq^TU#O4r8}_CnAg$T^YE{5VuvAZ$cJUxixq4#mIfSE%trmz44B`&f_;fl*)j=K-z{
zmv=#%X0kQfuTT2;+|`K@&lUn<xWns$`7(eiSF6!>Ie}%nWZc-c@dahw_pYy|7zFE<
zXuI+tG0%h;P<4L6b6Rs5XcjWg!m2+azkN=myXkoK!R2{V)AD(sm5xBCZ|vD8NlPJ;
zj`+aK9fRKk4Zvx!LK#glv2jy{?ZI(=|DN(3){+BzJ+L7+tnI=ia)Kv(X;Ek}(!H?p
z4SzcGp1Nl8Y18c^YOv`C-lm_wC^N1vwmmD*e~)Aj=yTI8b2o*!-H1|XX3#i@;&>4Q
zGGuIh-^AwC0Qz2Ja`IS&Kixx2+iAn>y=uQh?fO+wM8uM_)eYZh##E_U=a5byxfZfh
zI74L~g)v|Sx4`m(!+K?e$)0TgFR<$r)YRL&b}PVo<@6OygTW5ouVOKOZQF;NMn!H4
zHinc~U}J0Lgg3$d>^ecw;(vYZIBbGwH(Zh9Q8xcF>ic0wAB7PWWVB9(fdHlt!w~p%
zK2u)l2$34x+dAgtwto>pva&kfI5hrgavapXmL~kVRR2b<dD<Kvae{g8rft~w^Y#3$
zW^;bip6)ioE9e|=F&)+R<Hbz6zAA)y$(|&5Qt|_D2Lcp`(_<`du>*Z$6s)KiETw&O
zENE&PZd~x-y?JI*@i~}w;RhS>CMyL=dkCr^HmR^}53CLUHH>xVY2+6yzRS^dqMsVN
zc8**YwxJ;5c4z>R)8_%6%y9hzf)G8iv(wbjqhxTM$oG05xWC}BAw()DC!sIGD>^yh
zTZPx<^QnN@hVSzZcYm3<kJ^P5{%uBFh*s$H;%ff(tlh*Fq-=TJdeP^?MnID!xj89o
zsWH@ghyy4<q;vuuQn-Ao;=9K_`=JHnz7_sMcX)K&6RoUq757F0*+%=C>)Cr?K0nSz
z_#XW!N?7DR{Nv+VRRyO{+Pu`!{Wcy&^-VXl0Fn~c&A{RL&5qqX*h)aTtNE7AmDtPo
zXD*WS;fC)9wb;f{zTx-#8wO2S1Mz>EIPEqyMu+(KO?Xux=}Q3y5VF>@pOle|wEV<C
z8kv;Q+#ew%@bV>S|Kc<b>)uP&u3VQ*rv~J@+FiOaIyA)eGr9=G^?XhGyv%!fjGhq{
z$T+#BqRj?qz3RQ-AFS50%q`ohGsx#Ral-bmRxl$YWm6+l*!=T8A*h{~7t@6q^VJOZ
zn0m-J7gSvMptswoFx%?O`XM-X?Yeuxv9u-KqZA3@te!26Zv{e5c4mG<%i%iZAcW;<
z<ZAMUcc~f;7I~E2lN06#*+uuQZP|sm;aFGpd`&P9oDJ18f4UuM)vmes2EBd-BTAQ+
z$3Cr@%0ZVq#AZE>7e@FGlt<?PLEFo3vC?U62xif}*dyFo7%+9iCgjz1k_z8RFO~E^
zAN@=$t}4$3H>Gov1c^P09qdK4h9M;c1yGp1BB>AdGYafCMnKs}$5;EAu-n8W1kbo*
za@li8fGH>78US6JmL5#WJ8+$z1jQM_IS)zZl5Dp=Z3_#lX{p9vY-l*gMyT%ZM?dA@
zbT^BZp6p#6k!_juv_`C%{8@Ka`Yigaq7ziVq=TUD+X(f(lZ)-MC+t3zjm!k3HD93A
zPFGK%+?8EQ3i{IkS8?S)?gH_1tX{<P5#IvxY|ZpIF|>Tk%>}gsuQp*8;|&S7?fXpU
ztvmLBjUnQ4)JaiEcTjs|L$y#h+^hL>&2DCjfP8Dl$D7o`QY2Yn%qnZMB(3dV!H3NW
znh`%sb)4&d4?KP*YCgJJCg%|#D$7EDm_6s3>V0HtJa5{_8od?YHJ)yuvV5>&pnK8w
zdMWPQWj*_m46kF7$^53Ha_)~(-Wku-xzF+&<CP2PFR#GxV7{8eC7;*+`u%ILH9gOz
z0N${K26}Nxc1I$r&xu*^JJ>tcpLveekM51dpaAVNJ7_TMypE^-p3!s$_5;^_b%irg
zfVp(NAF5zcE>||6xb!tN<)`wq>o6aC_AhI2+XFAz`K`F?Lh=x@P>G?6a=-Y@cUc~3
z#-;FY&-ldg;j^)e0P?9{Qx5v^OZlc<?!8C+bLE2(0Z*)IKzpeU&w+)Z3qK=DTnMzm
zUAnF+QZ>^T4pNsPHx4nW7p(}08yl%y|Mt`@3befVHmeZ499HuU1a76C^PDO>^x{4u
zB3RxuA#_lTyR8t?mni<=nle&BjsC}9%)P6vJsz~z5Ko5Iqf}STr%tu5j(qI7(6_GY
z_Z&hj{}?XyisH~N8#2ZS;cilMplrbBbnz{!L6=%{_3OyYmWcWfN{LVExwSsV&nu)@
z4K-wDh4)E1Y1tjPZx?--GY&=aK2axmd4cOEEk3S=#n_%mVHlb!fzL~PUtMcOb#sg#
zbZ3yNg?J4(gpsO828c<ne??*VgiH>Ue7$h{x@kOzPm3|lV9g>d1fP5<tD>oe_ALjl
zu~|2}<L82jld;g;;66oODejs_n)dP%6bb0pEh4gU?S+&%>t*SYVO2qtM#U$V-|}mB
zZ^X&rX9fTY0z75;_X@-BNTY*C5X|iwPpsDuY<TfZ00PS)=IaI?>}z%%FeF;pViq)-
z>yw{>Or`emhMLZ3!RHF>vFJ%hmP4=hc2p<+bJDlrEX0Ld4x+O4+P*Q=B#RPn2PaX|
zx&B@9yjr-m$29GIvxg%e^o+=O0*N6?ZxuP{GC`m->2=F<{a%l<AFB$_1YI~UGRo-T
zLS82zu9)macpvIoac%2cQWlk(0Psx{M^eRox&ATK!h>&gQK`uVJDc|3S!)T6&Dp)Z
zjK;~>-&R>Ye<{Pxf5L^+-X7~RCm@cEoHfGqiS4J~LmKQ0|0>_wgH;6cAPu2Mo4$||
z&EZkJVCz$dJs$kjgBmGRqPi0=@M|+(|NNdRw6pnB%ezps+|FX!?xqTPR$s_BPV{Fs
zyfT9w$C^Yx^yB3(z3cZl7fV<2>C)7Ee|kl9q078KvJQnU>pD}mVFUmBz|jSDh{Ji`
z5l<4dMAz9xN}L=#%i0eo-bpj(soS$IU1s?Z`-LY~Got-ShbQJ@VGhdwBk#kg!On)M
z4o0qQX?8*BPsPC{?L9NpAA$oyMpCZiT;{kGWv#gSI#A`+?0#8MTRzI#YT?wD4?Jqh
zVb4oC3y2)mf97DkK|F0Z^K(X)I;0c0N#sSqFgCzyn_K_9RY-UGCc^sj3Yn<N1kA=Q
z=?Uv&<0cFDH|gpt#L9ZpH<GvX__#)(>0PqiXsos#w6}(a^9=5mr<#~{>6M+9kg`fd
z22S8mNm*cU+Pn2b{65_bgI6gD0ykw!=B~CN+{UBSnYZ|>a;8zp=@An4{Ctjo5KZR{
zS5RJB5O5foWauA^fLcQBXRfSfx1DB=bG>KfjJ6IYRN-Gp<#?1>Le1^suJ3d7R9kbc
zKAU@=(Uk&Y-Np60jti1wl=a~;dej0bnDq6aYtK5xy(O29mxMdXW^hK3Hb3g{ei;6`
zy*0^v$c-@YD(fYr9)1!#bLJr)ZR2r(3gOeZ@;wKVk}yDyh!mxzq80qat!5<bgI{m+
zQJI(|df%WzbT5m0{XRWlbzs_>L70$HU(KD_AFQzZskYE~;-P&O_R^ZcfPg_?ZBbYA
zr)|N&P-U5fwF~IuH22RcxHrzhC-*PSTH_T4GShM&`V}c_&cI*PB6kM@n+^0r(>%I0
z^hkPwXsT7V$<W{#!>ikB(Rptg?6t5qh;k5@81T^oyb}X?R5c>5TXpbDi*u`jP|XoR
zIVHJ|lKVD@cbx}<(Q3JZCfAw4w9k6KoF*wjCi8*=F;P32!CBXW(S5AbcLGAUs&12F
zi%)O_Z>-YgA6fMYBFt|H2Ej=GaZ4mj?2alJWWUZ3cP9I_1nYlr^RkBFIW~D2Fh%)#
zgC9G}-`5`6Uk+fDdb#t!tzyGm1z<(j+A}wz1JHE}$M#38drU%s<D+Y0pZPt@mmRR6
zg;s)!j}3ZO)P*)H%G;3?Z)x1lNXW(>Hqq9cDiJz=e)2psylZ7WcdYC0D;iGWxnn`O
z4!HMH<+gkvCrI)9K-eRa>Fjj%h#ZRFyoEsl{tM*<Jzi*gzKrbbl-wxtMdOnwR@nI}
z%eVW5WAd(Y!n!*NqlGlu<~NfMT_DnLCVxxZVB$e@w;tMHb{y!YK*~!-;S|PZ-Xdo8
zJg^ov<k^c8hX^QCoyX_qAwaJ2eXg|KM0lG<69pZ9co?c99&3vU+35Kiw;t3+fM3sz
ziIMfx`!yNdBW0il0=}P*Fqc*KZP&AT&ClSjB`pD<wLK?Ji1@F%9Dfz8NA3Ja5mVX@
z$+;#$*+ic6B$55T?#UP~h6rQsxY&_5u=lQCb=?+-K4<5IvHwtIad;p}Awry5Unexf
z;dBEO-5I2*;8)C5co~azA2iC#9s{Wj_?JQOFUyoRcFZ2Y$=W@ReyjvB*~s+_LHUd5
zl<8wr&e+XOsoT@18T>s?_=yEMo-1I=XQoTA$&KyDH<-$xUE?zw1D-VN&8>K1uU2Z}
zxj|7B#F)-0r+Z0;z3<?t@hlI@?p1_i#X+O)=eCfgxnBlCUp|nY!lCI3PQcx<vpAfZ
zD0Y%H#o+zY5BqMg*5B`gs(qcqf8D@&E>MFY>ZdbW-;*dlwn`i}UdK<7-2k9Bg!lR~
zS5a7<87?)pzifyxyDc26J$(CHXuK7MUdng~55ukNZIizEenPXAuByCe$z<x_ZC9iJ
zgbamUjJylv6WP6|w4_Q@&W{uQ9{G&Yst$_iz;Z+P{{c}!uD)smT~3DwnV7i#Da;K7
z=--}ehqOJ?8wbxn%Esi4Pcfpi{LQw*x6&|oR}_M$d5PK}0RtD`N8~R(6w3eRy;ktB
zA@WtYHrPnoK!E=3L~XDu5?7z)V(%;;aT{!X&b5KR{0+wz;TP{`V(yU`1b^s`0A~ZN
z|0@{-*F8bxlE9|tr<`(pdGsZ^x$<w0@88B4JA+y`zSmUeUo>bDHaHiBxy!F%^P;{8
z@Ug<WJ&!P8@=-*cp9FIg`GvRZ_mlDd+pW>Loi&7->R7q`KKf5OitsZ*u(1%&rvth<
zVdv5TVjBqfFN+TU8H2fNZejDcJrU5>0_zSu#ef;75q07NnDg9dy8b8??+<WAXCF%l
z1?pJ2I~4stIfd|JV_+k?(KToFZCrhjf_+Q+!qHj}7w;xx#`5d1Hq*h79`c)V4quMP
z++QAG^V~oLc$#6|(FhEf`xl~q8>V1x(8RYN$<7V8xw#?0hMOB+kh#G}JU6VrkD*^*
z!Gj&|@Y~_9ILzH}51YU2f&ecwtULT117=@9)S>raZmd9u@jmcyG~|53?IcY6=_b{;
ze;~K0Sz2C=F5Z?H+1nXYmfhl&D=q&%Hh<AsLjFZW9elTG`3?pm`N^2L^p;3Iw`g2i
zUV|<^78u#v2~(EeZc;wg;d(OWZV$ue&)Olt-5Bdm#$dpAw-B|XAIy3DD4n0)_kf3;
z9;d_obWB|Hi1W=7n+yhYu)xka;*ANKGVw{H{3{8V8yt$wbNt0~!xvW(wNJs^pr?s%
z$F-538<vx~fr}9cZgzUy++a=ShFYvW8ioE}TtUo%A^dYgOX!QlFa1XRQfmab5Wkd!
zfh$81xsv#$SH$fH<^2-D)lwT9KJtLGxfaT+>agxYA_lAs#fw#4U?$^hTf}vPl6`ZF
zh*$5VWA5H41b^&>09Qk-KbwGoKRra`x^7L|Agc^t?u$aV*7C_GKmQSrjpq}wYerjo
zgJr?t7<$g|HC=gQMrDu5!`D+VcY8QCf9it(4-zxSV!-@6h}zaiajf>fM9h3o6f+Z_
z<Yys{nZLLpikUrL9W(y}bHmF0Vc2*y0=wsThm*A)7HoTj0ki(Z^WWa3^SYG$^HG?)
z;yN}j?1KPrE3Di12m_}4j;ON}Va~JBmWvTQ(Ak&72x?fl;{p1A{5!%=jc<$*Vv`Ec
z?ZZQuIHC;}&FBn$T}?cHnIk8=QHQh7F?Z=DY+gJN0X{ZZx92_vOgxCFi_`hzlzWMI
z{~a%MZfDEIDckO#f6#9TKQ|RNmfVIDH%Aj}T+koRc1B#>zUv-6Cg!hCV8(OK!)GHg
zci9zeUfdr6KGs;b`vC?_I*h14rznV(lJNdJp6J}pMieWBp#Q|f2tPX+HlhtF4V<_b
zjeAehVBN&Vu*0XrFn7s0Y+f=H0qyLtZs%<b_-HqxuFQtHC^<k%en>ptAL5P9?d>7d
z)WFIuH_(6FZiHX@95$9*>{?n@MU$FFzTE~>zCNi?c1!6CG+tdn;#HCSy`dQJ@i9c5
zo5<e=50dfzAP-R+5c&7ffATSepPnESuR3DqPXim@YbqFvEyge2OvT(C&#`%iHv-&@
zu<leG1}q3c)RwmtU(1hjleva`!uh3!YskI*q`q_hQ5Gg|c!Cj~<&*9XpLvG4KV87)
zC4&**Ym0R|?_$9Cy@<N}Ie%Zgm%#N!KRa$LY`KO0AMHi>#ZMc@BkhYF?YX}A4gcEP
zKRq5+Zn=q#yY6E5>Jf0VGsc3|m*_d4Uz!P_P<pNE@W}_5yYMJB|2!4}?VYf0+hq(G
zy&h3_7Q@_3pMP!9!3^&W@xz??N1FU?4<09A+uj@S_T*2XY}Db8N0__l1U9c2jevFz
zShxKe28;<t)UEl7*EbzZ@!sHen6vOW?>X}e%FuPlTJ-ATigO31!^}h%F>%>2;@Nz7
z_~b*(UHCgTuN)(?!4(X6e*>a!FKWUDM1FhBS#V6@@A7iD!lh#~8{ey|skK-e5Pr`t
z#<%e~SVuOm>j@E@R)BY(r{Ph1dzkTD`&QM}W9aiVm}#hCpNA!^1nNkxtbu{VTER6R
zJGyzdfrzpy`kmpX@_x=}#M`i4{w<Pb&PVBkCp4MQ^^ZMx-mVX7vUBB+A2kFvi@!v|
z^si7F@(7x)PH^1%GuefMl&^oH$LMzTNA|XTD18(L6?HY(Ecybjr}iSkuOI5l%H?g4
zQ;csDa<I<X936Cp2u?4+yOC*l)XpAe8VYO>A+muRzYW%==Hu7QLTqVef!10AJT9%o
zCoeOhucnIWR?;yx*+lk3UICVy7}3pR+lz|vL1s2?+E~Gqr~m9QH$k=7yvVPsL!Yz^
zyrV6i$DB3P@so)W9MsiOQD2X3Ma3ACk&QdHRxsf?=dsKpd>xaG4IUQgs4v7X$@v)i
zB!wpDnJefA?>tU{nLrJ{wY7$|rUsHKs-<i|@YE6DOgnL6vU(Hy3Xa6*W8Q-_1b4Ef
z$s`*hvN7mV93qCh!(2<jdb@@yB8GeLuD6qoS?^v+fQG6Hj`wz=$F6&xjsAbe;@L2F
z=x9jW;mFH;%)66{V3NdOu8j@PvN7mvEF#9VRxDqjiir0;#qwqTp7N3O!<sH672)G+
zNqE<p|5}eE=FPj9gkbVuK^q-xxR-%J2ci%$!w2R%P26*sAx@@Ik<r4<L`ahcosBe6
zUR{Uv_cAc>Kop`s^?{kpIgi8_VBW)Y1P5|SMH?b>FzBy%L<}Wupsu(LhPm_FfVRQa
zM6L~bIdW|fk%Ru1;_z$;X#@E+jU#dSn0G%7!JS3@;CVI%{TYXd5wGY6Bl!CPVcxwo
zTum>*o*wpa)D_@TYB4^&n*wWX4GgxIUJpHzRDgMp(-GW(OUT<0or6Kw;t}z-JIsYV
zW1+SV1FprxOj8|)yV%1<O9P2zRWOw3U$1-4W0}SH`eimYxSNZ{V*!RfO~sP{N5$ju
zX$tjMzj=}IsLqW?nLbX(qmOuQR&QdX&ykos%)6a}V3K5Kp^Xh;Sr~NYB_hUn!d$zF
z@$i9{;_)y+`aai%#3ForHIa8b9C?w4c{fuK{1%a~gAGrzFzAmMM2z!lTK+ikn3Mf^
zu?3araV#1^o~BqBU=4kN8Y1$_AynhHgR;kivgNk~zf3q;REmXJdH7kBShX#$2&0oS
zamU35X6o|C@3J*Vl|&3elBjycrD2G^c#bTquSbBE5JUBJFegJk){x{_Rx!Sb&B1zC
zE}3RiY5|6Yry{h2gTnDRBrKKAkNaC&HI7F^30?E6YtiRPGP)aT;dmPxm};mYw!8|4
z3huicO)tWiQCaxK%L4v}TG)_~hj$((<5@Rnm}~OuFz7)t%rw<-(AP$!Lk;iw9~PEl
zdvXEVHjz+5{lTpi1otFKx7yrzJoOS0V_)G9#!C1DnPHX^#N!XHB;s8c1@mKMF6LcL
zMsPm|n&h|PVI~G0d4Y(@Z57XtWQ<Q1%TeU=PQJ*;z4Q`TE4a7cQu^YNv?6>FnT1Vl
zxFo-g@p*XrUJ}B4x+v@i1MellT%d+S?QLN#R7X;|^xR-0RL4&q=4hoOpyP92N+Cu(
zOve3g&hX;t6Tjyc<J+VhtaUO+2OS}TGYT*~Dh-c(6vxcNqPUoOud77NtR@jNr{&|<
ztU_#Ywt$DW0FO&5F(ZzPnWtGA{^K$GwYEIhEs<#$&a*y4+aWd|^Fq=P+?Du69c&2C
z#-Iyvh#2Y7v|k)4zQ-!t70LOorWa#RPkT7(iQ<&oqBzAt{=TiU?Ld7}WEOsDV*!5y
zEo?~4!#fX>@vQqRe3C#72iu8!Qh5ywCFUK{7niu1aeWcM{?tOe_b3JTyEws<r!O8!
zF2uaBOa!;Lg1@mAHpJv%(9J|d^mpZt*Xrsp;AR3BuLat{MoXP07fQx!r8RXlaWKfy
z2=CpMPSTW<pHhf<;h6~b;gb9|#O7kqokT?RX{FEx1MVbp^8Ib;?<I-0lJalllw!J*
zF*+CtX=2a!5m^{`CkfAbyFiD>e;>~)!S^Y-SZ!|xKW$BH$tuKqFEeo8(~h<^pAPT7
z%z&x7Dt0+rz*<8M$yL(hab{vRA}gw}#lZ}g8tOQbSB&8?>A34@2Wy@=?__Z)7Ukq&
zg_#N33kBF-P>eCDS-9n3&FdF;TA4{*$L7`6qIXg{2J3NtvAnJx&nl`g+t`36RTtLQ
z;rr}7e3X`ri}vzsd*>=kv7#&wi*!ujtuDacieh|RoP~1+)-X|(m%l;R3|vYnM?qaJ
zh8Lw{fPj-v{NSg>Su{r8q-O?Q6;<r6D8j_zOq?;WhPH}=c1X^_8V56)Y`G<~03%}3
z@t_T92mZb={6#vQ`*)LeAmg#BhWfn5c1XxVWO)^~IGMwWv_oz&hP_Bfh?jgj2z0cO
z`7|0&cK(jhCpO_#7&_YGgR@)lXv-lSA3G0Dy*pvZjwL8b&qnM;?%uoCsDbFW<{O-y
zwh$@zo+5D8czpQhulU7%0LrqZA0R@o88r}X*L;H~(-tD{-cz)iH6C65{1unn2cVMY
zc+VxXVE^F|gns-zilgFS(Z3r4PyB*wo!>{{lgKwZr{tPSJAo#46c=M`RyJ-}^RKCF
zH#3py3uKP&n=Zemvcy=trn0@5Tc^2gBfq9{rlJf#6&GNMD9LYUSqaAHXXCP|B}{qx
z;ub?wn&8?fzrGHGax*bVC|<Wqtf|4syljlp(#C9EecB&i)Ko)LK|ph%suVw0<YB&+
z3B1)bv9GcSQ%f^(TF-`eJe;j6!McikEY>oGuev4@Yisa*c@CYUzSJ^)?Q^z>dtbNH
zF?UZSf~U0M?uVaE#K4~(AaZ^8SKss4tLUCb9Cy#-Q*St#Yhl5m7z|wU0O4!9$=&n#
zxAzUUcX{<g-x&-BgYn;nr35n=45j1Z;zD1_V%?ufnB2n#LEWt3X`_qH<2|4)P{Xbp
zX$rqnTUU>9Tf?z%m@}LdREtZ^ufWXx(bzYw4Kx(oU}|9Pwi}o{CJ;fR{o(0mi7m@V
zKwGGRormu89^cW|9zV|?jQ5AOQ<$W1_hABt^lO8+dwass&X^_#_UrD32TzjZZE!vT
zlY7}BsD}+_gCI|6YpP+_^;g&+_!$<CaG{&OBr(v|z{RgSKMN~a00961Nkl<ZU{s(b
z+^uyG*vb$aK5C6e@kL0=k>7+tb-0m=$$^##^0$Der8YK?Xa#KzHSD_2J?WeeVpU6h
zLF3CpA~BFG;H<xqitqZ^VQ3o@cw6gW&loqP6;<J6xcnmf+B@l(>}QS%?akq7u1ypF
zv^7+*D>O^7d=<b_Ptf?X&=t!!5US(P39T`*jS1XMwGe2hhYjyI;Za&Ck_zOXE<|-W
z5`oF@xFTp!D|k8@V$0k>XbaV_^K2~d@jcsFVt99Zw01Ori;W&;j%*EYXCvGS<8(IA
z72x8Uz8LkEBi!u`5a?xwjkEmmC^`>GnWg;g@JBo*_p?J#A3IvnWApU3TwnN$e<8GI
zTN4cLWQo>xdT_DQ!RLdW;O(e~+mYghnY&T>_~<QLdaR>`Hm3BqhmVsU9>f&L+u+1Y
zOdjBXpuP_9wAaU$PklHWTukJb?`?|VovqQ@o|8Xws0+NE^l>Xf+{WMUjl`f17Fapa
z3+-GC>2X5>t#~iOTZ9dcMq%>XE(jXv0#8Q+Y?<Q^ZJ|1Lo>$Nhd@V4%n;lv^i2A{M
z9`JTC#I11d=}CkS`Z%JGpC#Qu?&V~NHJ`LcQE4^8V&&yi9sY=uvcZ;5hz(S+Q=tt^
zF}#yiqYY*bai%u76_MX~jHQuK>UHW~270wMfiurjd`W`g<i2(Y>TL&4J3VZk)`n|?
z%PIWw+n8W@AZY_#nKsCmZi8Mn^jJr8ZA|HBPb&xVwLy#Vi<goyxtleDx?022S_hjy
zbceP;6}xV|LWk`USUAK<;rv7r{45PL8(&5WZlJaV8?4>^5R*rGBWOfhc(yXdmLK|Y
z^W*Q~yvOff^$tGypdEZ$TfoEF1lyPNM_pY#F5i`T0<Ay|mS(z*FCzo~C-bd6@C1{G
zdm(6OYj`>vW6O6vx$*c%B)|Nh`r(sNZQ<)~1`j7AY+uj|b@lbQd|%vm?}laIqro2N
z*}(>m*7}$-!V5mGrnn!@Ki{oA9D&J$T@m!QD?FVHv1MK-(cJK|iMhc6tsM>FVxy0l
zBR#pf;hDtTu(qG{+%P+UR=P{dEaBJTU^pfZaYxWQZt!$6!j><)KwDECJI}n}*P*=?
zhWB*jbg<RO%+YP&?P82uPsP8HRCHP}sU7-sY`S6(m4E0tCJ%8#&^sa<eA!tfKSr_q
z9u5-nz2NOa=0{2St*~ICFZy(Bx=Kr<4##6Kd4MB=`Z>bWK_6Q_Yfs0+&Oa5*Pd;WC
z-o*y3?e*bet&5q%T;c6xfLqU{V-S+yXK5^Kd>JWt$N@Juw33+{)UflMq8LHJ-0)0t
zZg8TN)SRvLxVd45U(<6#3+RjM&L?7WPg?|aZ}3a4Ilpux6;1l3&Cjs#T^C-z_(5kY
z^l4)PXLD_M+3I5TSa%ea*B~spxJ6z!DBCx;h<No(0w(viLr^bUc-rb>^T%FXJ6wH5
zKiC+Cg`-^QO&m$+b;G$teD|&khIX`ow}T$`eA*Ui`IR{NAge`=$+ah9xtO_ML(J^U
z`6Pugvzc_vJWLcbOZcSk_e5|p^Q1P-ikbiJxq-IB;pg~nf-i=4cYt>*W9(Vb18F&B
zIC(?<cdgz12$M&)MbNu#;MvLqTNd`^Vua)TPlet8^V|4jj4ym!n{zS3kNvn9Aw+zA
z{Qde{7}VVfE9dn<J5LL^*c)QVTdjDL#;6WE?_u)jb_jaU7oM(W*s^#Kw6!#_^Vk!9
z9o7uTCu2Ln*V7UnE~ePN^c_*0lF)d}2SeJRPZwu6+Z(~l)eLLC>5HP0N`yr#=!?7V
zWAZ2;1dZ_KVx`3cI6EBUucEYn^$>hAwmp13E#To|g6%&Il+%Hbno*3;fBXykR}Y4U
zf@E|mf5&Z1e!l~PM)|?h)f`)X8p_$=$RmFF>qp^}ae=gApGPY*Y+o^)i<NGRE7^>D
zw;dMDd<%WL$X9UV)j`R9VeOuWBKe|tby0)-aK-XzyxJhYAzqcKC?rsarI}9SOHsVq
zV*KLCSWND3kDxyGqH9QR&M#e(UxQM74N0!$^Aul0hLCGWQ{HRHwL9)$@@PK<jchOK
zi-Wnoc$B}=#Qt^f;gfOxv|^u!iy5{rAIj4geX-#4Ug*<RT#dCU{_gQW+hONzeD_&T
z4DII$@79*svt}gHGK+EYqWty9+AWtb`NOUV8q)=y?$+4y^H^wW39$1Z|HCahwsXYK
zi{8Wg!~LPDsdzJNNl67hoW29wR*!>`q2j0OQysQm#pJP_5cGZ^Jl(CZW#wp*4tM!=
z@O8k?3x?tSVSWnNH&<-B1UqX(>|FODt&-<tZ;F0BTf@aszAC}mEtfI*!!8IK)0vb1
z^O&aP6B{fXf%k`Zgr<VzZi2eH8Z6BX8egWO>Pjuq283VI3NYTn03TZD(@nPPT+E=Q
zrh<K0^6@QUUuF?~3jIM3D+KCm!9l2jt_E7P0#yTK^O}V~z43J+uM|$?IG*ZM7N1Q*
z&aT7A-FFNXQ7@77`S++RFNeuTBYEZP2DC>>$Rp$*IfbgER1{ynh5VzZq2nih$lA+c
zLCD?zJ1Qb$Q2s0m2~)p-ro9cc+qL1hL3#nkn;YOmbCC_4&1h8xg*M0%*}z?~4ek|J
z;B6xv3^3B6e;;O|i?<B5@u;Li?tI${i}8V;F5cJEg_}SFD@=@_rJ{<1#r*NDk(wIJ
z)y1zH<rUCUQNdsxv3=jw)j@YHAsjT+;V#g?B4a}o*ViMWN^)D9m<>t!2(mH2N7e>t
zt*eQR9v0A2Q^nr2Lf+%|q!m&d9Pze6Cqr#op`x3SHoRpji>Rrnz*1Aa@nx!@-xAh7
z&%tCjV@z;0hNq#BCYWfet6*1*{DwZM^?q%Q#+QY}M(dcOD%{I1!=^x6bTrk5yMYj!
zI@zMUwjPJ#d1B_UEKF`~f(afb@HEz<iGSK;Lu{1d4frIvPD;K^;)CSh$m>)>A$r>A
z!dXEjtF?F2F}b}tCit4c(@dKt{?U65kF%S$fv%wOWg(NWFs7|3`ZycF*+>X4b8W2Z
zXOE)FT7+em$;*$-#$;DxOlT!)gFqW-tEphu%U864mPX@Cstt;(a4(0nfsMEg0&P%U
zTZcml;&oUl9l~=k+1(fu+>GIABt&o*Q9pQ**YtfC1^s|<H>(WeT#eDwN|$b=|JcI>
zKE_(OpUq=~s2ogoF~S6AV|W?}5!}&+>j!cC@^{7OBd@X+$GbV8i<u5hDC}Xb3m=IG
z+`R5NHzemH$XXvCSs9?UjwUv`n^T{(H@%4W_&w=`w2Ih~w$|ums3jhcx|**TkBSr0
z*FMd{WKUB}Xe}BKJ?#I1@lb%CHhOU8*?hV7aV93WF~tN=Q+S$a(ZoM0KjIbgbu=1Z
zvhwHOO~pV51FYz3i+1MPa52=xU}r;x2}{Zz56YI`68th@OKu@PG}OZwLp``_3TUzw
z84m{wiWSb07V7Gauj{4d^!UO0;%kCY2D+GMW{B=hR4i)Xm(+Yru+qmkOKv=FaOKA1
zz6}2HxHp5$k99cYX^l<>T#V4oP@7iHZM17jK5R7AvBlkzRtj{~(m-!x9XM<8uk)@?
z$iqZC1B|ydq;vEpFH2~vsbWtm{~WzLrGQqCI@Zn>osG2Ns4YNuV{LfLR3$8_sl)iE
zY1r&#2_pr`hE(4tS(xla#-qp|^b(E7$TuI4l7AzwQ}G4pY0K{qs16S^G1=P;6WW@=
z(^Lz={T;aZ@mWsObAzr%<I95QzE)~+6=wdGh`sN)&_vXxP<CHjAD@d!c7_;lXGjyE
zHnrvY!R}=Ku|qy5$)(3S*rBtrs2`Z<z(=AVyknt9E3CQd2;ioxi61@8p{uTn`}zF$
z-!?VG%x0pP*~tvrWISXmh?%pwnE5wXD+KCk!9kO|9*~Tg@0V0ykdY3pG)MkUV&+~3
z{4w)C5wpu(x8#??Nu(zqYs0fK*~0`A+)TJQr7Q7^s;?KP$c%@(S*2W@Vyy>9JxzS<
zVX81rX$f{%A1~pP^dx*zN)tY*susuEOZX%cX`dw37j*<!>}E#$;=KX|_kv&KVzQGF
zCO8_wQ(s6E|A-E|6wGJ4;yE3TceY0tQ*Aiv2++e!2R;%H%^PT?hacNmU|17X{Tk)R
z=3=sgAtpE&!c$)p!M-B-iTvYnS7JUVKfn%MOhoccb>Jhhc6Y9`1I9ZT!b@LBKi}Ej
znkMN!QecDNtU`Qbs*kZIdhpN^V2!;g9ghcc`TGI+ob-eJE|v(?6~bOq16}mA&_<i<
z2jz8jI9*VRA8bs}Sx<{rp8eX|7|xm+*p<US=WWd|!dQJhj4{xqesQI_F}*H5R8-Qu
z>)5gi&M)e6YeyvM?TD=fO@eME(14$oCYG8TBdoFtDb?~7DECwpVWg%W-qqAaD>VTY
zX&XZb6&$bRmv5-51~ZA*otg@Ie1B2GUqW3Cp4L`jp|&xtVCJNzLH}P_Uyrku{MY8e
znFU-snCf%w;K2FC{W<*Yus^4WR#!Yg+CfjNu^rk<w8N?VQY^AHp`X)sup#ZBj-A=^
zW9;RH8@M`u9imSDh33#<+WRPoPr=1`E07ZvhX<PuAmZ4c2%J5k@tD9lK?vP`1W$G!
zM^0oc&P-c~>aq&7n>d2^oUU_%kg)v-5_ca*abzqWPg{uEvI;mTINpBTP(&}?g3R+b
zP!^wp_$>#Kaqc=?=T3a%bJB+<>FHv$F1Mz#+?ZQaIaJcbnu^5hMuliiMO*CihU-YL
zsVp>7yr#0Fv>2ncbTCp&2d?TG_({)@p6_TmzkEYgRhX%%HNI|Da`Gh;{#KO~qNk=1
z-{={_OG7{t5BmzWcoPT-d#egDLZFA?0zJ5>39vxRgr4(66@OoRQd^03YC^m%(1nev
z20CkKVW5T%!fPwv=$tL#-q*S_@#1?PWY5?X(LIkV{Cma-wYBvax8bSio`>{0HeG8!
zn~3j5G~Dyh$DU8UMfW^1Tim`u27|$1Fl1o~e+)(oBQY@%lO|1qjg1Wi0s(AoZRz`@
zB>4?8J$v?qii!#<Dk|{(_utc`ISmaBELyaP{=KlU5DOM8fTyP?bai#1udk0*ty*FH
z`0-SZY+$={=T3C#(uE$Ut*wm?9Xim@WM%&F!w>ZTy?XVc^2y85(XsKEt5>gL;>3w?
zcXy|9$%~w8+qP}IznOej^85b_DJdyUzS7gvrH-$vsl%g$V)XXpo@hc)RaHT6FJs(Q
zu-TdL;~#Of;>V;O{H4Xoh0FMD&oOVH1H5b$Zvvq@RMp_ovlR5{<|?6sD*AMDLr5t9
zhRx>Cse>b~+>XJEIPT{0(}*<OdJvBRy*%V?5MPYmUMBK3c-e#vPQ-FH=-Kqsy&EVj
zub~T|hCDahs17M5=q*uto$BCbh`WjW7p#Pms#-WLc>ssS_c3f|1fFMzFR<hDDv?oK
zP0!JQftEV09vG5XBqu*Ky%fD&45a0|7$792q)GYCt3%<qDwJ04d!AL+v<)h1IU5Lh
zp2AgKi$^c=&_|-`57D8IpA|x$E8YMgIfgGkN=I~ZA-emRE7qa3n$v;j$%a+cb$Aq8
zh~7S?QaX_LccTlMr^C}6M5mUbo0oV@b@DL6>HC>T&8?uvTn)>?i_}u|ZD%Sk|79Wi
z_?k)Ez}E~RQTff2|0EmHDJAIM#-wp9o_&x3R~ubg^~B<X^9Y=M9VhQf`+}BZ15rQl
zlj#TTEfMlOr+M-pWgt4a2;IH;`vH-$?aWIU=xD&FmHg8+6}E%VYqW#N2HhoWAW3F^
zC4HjN#J=|Y@?(q8+egMHd6PD1ru;Bb8+aN?x50xfaT`3##f!93^p*IXEzU0{^2|@I
zjd3@wNU;v5<6)++fl1vICsAFGE`a6in`r%A2tL^tjogyzmT7~kT0DB5fj*rbq;%-h
z$pIlx6eqSwQdVAr>Y6$j8%W>8x^_Pq7M(Z2W55nfUvv?<JU2Y)c#O<Op8#8F`2n^F
z3Cn1n{0fnLi5p#=ye)D1dID0jO1QrGAO$ay3eYc*Z#)p6kc&Qk*3vq3ux|d`@Q}<6
zMd<D$U&*q8!qO_y+#ulBAv#AYF^}rd(HbG)S<TboK^mfy3emltd_~V!!O731zgb$o
zRrBRPB=U>U-B+;<n%1EXk75eYr=7X94(-el(!@pxDIFeXAv&cP-P=n0{cB-4uo!&?
z9+UpW^o^m&Evi&t1D?6T&k`XKuQ@mPG%+`vj^XA8o+mH2h`!hmw@b_|V!y<H^O^AD
z2~phMlRs{km9hOw3JkQ>X|=l+cio_5-`pbNRbqp<BJ^%6V}rIPxcj0B8ytJd+2AdC
z8^mXoBcq@ay}eDO5+TVGBSU!3sq8Vy#cBl#V&=TpjG0X(V&+UPX8!&TEXJHe;H>L7
zd53?#{U_#z__ShV<d#dFlO%+ailTRA&Pij0h)nd6m^--`!5$$`_~U$qbF^q92DQQU
zIJi0*(duj#U4s!g`T$P;#h+Zx#VP6N)7eQ{ht7@&d7Roj9m=bD;}l65+YX1qKu;4s
z9`e3Z94k4>>+s|?b&#kMMQriWm!~mrvOm4?+T>bBc$!pV9$m}m(h4D=NzIpET`ML3
zbx?L+;MyRQ#;5Y~)80tFRJ__{6Fdg~is_3k@y4qy$1jSmA$?^1k|{!(dkyzA8_}sH
zO<Y4(;OxUp{%c6u7t_(FtBXuubU{d{;tc?QZ(scT$3uK_J~FaP=<jI2Kwn5J7~YjR
zCzby+34OY^mX_bWH9{VWlNjHGPrp8hL4DhzPY-d$D?X?WVae#z&0S`F(;Xp?q?3wY
zhtq$C!_UVaqdxu>7Hz&k`@So%egAC*@{`b~n}>`IJpN}J#KdL6#`|lybo?G4PTz^7
zl)M&c1FAz^J)V?QqL)NpR#j0!PXle-FP7hAOE{Nb3V%Hz=Eh~i<$gQ@9w%W{a-LL0
z2w542vx_m#T#w!tkVHj8gC^k>U6s(Uz8=L_Z$sC=9q;){?uA0zw+*!YxQb>1M?2{E
z>xsfYuPL;Nnm!k+*W?#A-v)-wut9t_Tpq?F;7JlzrAXT#Ku?J4MdgSoucGgtl~&?z
zaRvGsN+%(c$}eG6Rp=(vl#);0KdR(^2%IbjOG+_RM;qFz{I_t4jQzzW&{t7`r+_DB
zuB*r6;tKRK)|S%YEhBB*E9AGq*_;vt7zi;dIunjJUZO)tJXR*;%JqZTvMM;=d<oCn
zaR>@eLvjUw!Xc@W7Mfdz-d1{2I*|7v3N|}8Br7-{jez5k2n@d*kLUSfeJktg=)aQH
zyT~~;RaJ0X=3yaJes&pp+seqd)k8>T6Y{HT;k-W_j{Cwf{6ZX_=kd?Kgv_#PoJ%Ui
zL=W+NDW?Ou=isC-t%DP}=g{;$59jrd;kfQGh97GBo&%Aw{ZTdyG}Yi^sm;>{<>+mt
z`}%G0dn6o>MPm4s1UxU0XoFfsZJ>(VJbE_v18bRfuzrOO)pc+_90A9}5g7iLbUz?;
zGS|kLq(Y>YR&#4>=_PnkSc$$idh+t~%hB6H#s(I;2+8G_e>$}Yfu`E{>|rXbPej7!
z{0l65o<$#)@FwS^<FTXyy^M6E$D^?h?iH0cJsw|V!SPlsI^0iCJRWby!t-uCf+EtJ
z9*>H~gTy^G-tn+E9FBXQVfeY&SC5CpLQHIJ!Y@Co4884S#)6$5Lefi`mcQ#69CwCc
z`01B;o-3A59+Ge_p%AV{LJT|^1FP*%(dlp`{!p+!qwMjZZ22w0FH;@r>+!UrN-7zO
z98caqEN|W%`CCB=hU@D<N5LG~6x{qsVg%{=u~$<uLT)Mi^@W)IG7C<3<IwS8B7RPi
zjuFo0mZH6$5FbXQ!|`q$IzLLnuJl5MI)oNg;4KpwpJ1Ym5CusfXR=BVXsCtHBQjuj
zB?j$o#bHHkj+{@J8Igg3X1eIjQ-N82JidWH*b@%N-On)mY^>CHd>wz#s6$36dOOPa
z1P6VDq`l&v{FbM1-24Q?kH_G-%!A5^Ul@Nj4s-o2;bq$NbzMv7i=l-Tc*|6#ADHSW
z?gyF02q66+JOj3uUcmQy9G1V7?*|Q#&kv^+qO`Ui0TM~;k~%yotwc|K`Rj%U3dX~E
z5;N-xF*hL_tsccAFf0kHQl-ZO`TLE+a=es?nM3$u=6@(=mz8lihyS{zu`lM3I7P-c
z+vp-h!Gq`;<CH_s;dt;lhF^@sbD8y;PUbo|lStx}DlSe*E5?f=`8cH|*rCxU$@Rro
z_#`8dPr4j~b~pKbQUm03Qqi)srk?sTdHw1TT2PMO=F&R!w$MR{0$+1Fy%>Qe+W72o
zI;>Ae!RO*jEQ`!ms6$gw8x&Nax0#H5GaZEFDTo&{N)TwQjnAH@!}@$Qd@jdgS#;C#
z3#+*~)0pQ04Mc~hWtHfmC*2Ro`v;{8#$#bAI_e1VMN$sj!xGUsA{lEk@*8y^RRwFw
z1I1+8T&Svo5S|2FdL3I?h3?wYezBXj5DzPw=@*MiFif{;zgS#XM;|6&Aae|n|Gc&e
zoiwE7llM<*nkWDF$`TCH)M>2T*HCdy(gx(50u>d6@|;ub7p3Eb9{NqRLqVCS9kSu}
zBmtemldw8nz8#3&B@wEsQs4N$V%y0VaeqlaU@G>{Tl90PzlH{^{k#zO*B$Wz_4V|<
zZ72CP8nUKi=;wtjnd8ZOW1i!w3{4HxR&YMQf!gv)m~?IbM(0$trqcB_)>IBPV@>6N
zXiddSW=)0sExe{0T?Nv8v5P>6&}!-5sfZ&LrFciE-PjjNjB>TA0#0h`_$WUc9kS9e
zEH@JuEBJjJ>AMlNRR~m<)`7f#Dv`h^iLaU_B5Et~Ow_lN>#A|HrX1bWwO;$2E#lr+
zwdkIQx2gP|u~**n(8Q$Pc8c$LNbJ=h_h9Kg51GAy%HB7~U@#aA1|Nzay~toN{&ilw
zc!926yCOR~8-oWAhL@KY!o$O9(%tFPr*Z4nEx5V4$$f9ch!J@D^eF}m7yv^<LpV7(
z(ZH~O|Ngjl?;cI!BYz_s3`nBisZ*ygZrnIHIB*-1$gyL`j>W-)2jS}KiVr^cfF>JW
zx^#&q8%9J#VAZNs^w<d#xF^9}zkZ!24mKp}5xEVlSg`^xU%o_OU?7GMAC7{80$jLo
z0aK?=MRasDR<B<DkJ-@9PCjUFik#wVdZW(5KzdWLg}wmM>HG_Mw_X%r=Z!RkE)Gz5
z-j(MPpr)#V&-%VvpPal>)YjI)!c2OR&)ifOQ7>P;SyB;S&v*+(#T97XV+GXIROpjT
zmV7l3W8d|YmS0@OZvz8O#Wsk}$Iff12wmE#S-MnI)#95&FYtaROXzFMPdz!Mq#XbY
zJ?V>S^7Pth1vj+a&9$&&v@5)=bZ8>o>T4<Jx-ksTzGx3yLrr89aTnW?RsRU)dIDq=
zN#FR)DXXFK&1IejNZv<f^Iv4UnP_3hFc-A7(5CX&+)hKc?avYRsW)tSo>*8>U59Tk
zCgJ_ICeRo1*r2eIwvmO*qPw}V5K&2rH?bF%RKa${@2IS*rR}_Fb^!V+sFqYwS&Of?
zgknr@N9gOwZ=}yD67>a{Djwv0bV_NHo3iaDUPfhg9qsqOOlu>RM73dx7p87{2K$MZ
zp{}Mv7Y?@0Xp8O=o7Fk_mAvvvRgoy3Dm#+$Z9n?6QU0b+ywO*bl#x|XiIVbKtT-Bj
zAIG)E@(EtJ@F)`_e!7n<%etV4OyY&oZ9w_~k#8iu+0)#J^n;?N`@zVQsI0E#Y%r@M
z`gV}6T6N}bD#k3njk3xbSea<y;;Oe`%2OpmkqyiZ1&B&5X}TSP{t~wXu|Yfj4Z?e_
zBtuV29q)FMPyP}6B%U^Sg?zioSHx{F#Y?&kKK8`a;BeSaz9MdePulQqC~Xmbu|zaK
z>GRA_8T@|nR!jkQ-bzR4f{qI1_9xX4+nd43R12}$<@o-1EZ$!C1h>EKK<(C|Y>;2h
z`9+yZD(0rzh>Cx8LIdHe)z@Kdt|OH+*uR?-hWB%WlZ^pllMC?O+M5_O<rwZ98VfZw
z@xpITK?Nt@SVq3FHlh?fRZ>p=hP$vf(~(LV-1t>@OkHvnb_4c6U0oH#?Azw|LU)No
zD!IAAn8zn1zG7~8_o#Som=oCa+_3o(#`JOGpBozOAUi*4y;_GM2SqxlV$;0N=<EOL
zge!UZm2WP8=wS)@fo~*VdVZ2=2Seej=cln}#eVVAcIew)ylCCOg9V0nv4)eS4r0?w
z@ZIj`81(&Z+*#X;wwv7CVEhJi!+R&hbHi+Z`MKdviuByDx;IQ^erJp6i;Dab@r!9q
z_@(Qq2>mG#O>yRNHa^(&3}scdurk!dpI^0ysZ0#nBCZ>h?3-Iwyeg276BPA>sC?|a
zl7i5cU3mXaZt&1^$k^4~K(q00QaUJkOg8!?*?5u0%&&;m#$6Emq!~Ww+g>teuHj<l
zk6L4SkS8uY%Hm??<z3}t=6_&rAjy6N*>jTjnKGL@atcH-g3Km1QhhB-K~)V|zFK{Q
zixEVLT3NYeC@HJPiXHdy<L6zmd`@><xD}5PGf&~l?osH`QF@H#<d-SXK^IZ6xy{qz
z=PR%_*F~Q$;v1)gGgo3TX7+J<Q`E{_4;Ocjg{e$D(xeWiI*5vErVgvFaXLsO4X)T0
z0(CW2eEv~~Ccn$cuY-lDbh5I!8L>fj^W-nT0BZ|<sf4E2LD_wwQND?+e4XaUtE+h8
z)vit$-q#gQwg!kzD!_N^Zeq~X-*M;Q2U78Bi}8yMIvDX>%cs1;FHN{8_Dj>n*YXOl
zAv;?&(HD8fLUa4#ii@ze&}()zzkg#qWQeLNSeQwllf2K&mbPn7UWsUJQToaC=4N_`
zdfB|>S3VA%xR20hiMapgcdxO&$)^K<HS^{Wmz0Aodv9U(lwSDe^L}{nBndO;{|<pb
z9pgs@G{Xk^h>Cf0`2p=6v1`LeaCfmldR7q@uR4qFLs#S3_4&}#6}BiF5OS+)>1HxB
z4e3pU<^namDCFOmlu%KP8x=JeWu}W`o>qt}ug09XY*g0+-`LBqnViWhL19fD#+u7l
zN>Dd3f{MC2YO<ssf>5261ECwguP2rL$oJg;I>J3%P(uUR+YcaPRWQFnR8(NQaz0A#
zJVZr=d}ZO>8U;4cP{WJzCTvhygHfisIObu6xQc4bi5J<xj<dlW8zU6g)}h0bB#_Is
z+InDty)j11tm)^~)^YOHq~)8cso^D06$4owS5_jbx*DrZ#SgJ+;8IyRrf27(yuKb5
zYHB!SX$BJ+IfNY259&dyc}UqnpoZu&1vV(J#`XMajJD9nabH`+l~-X_R3@tH>hYa3
z7YlaO7h;>I6<oD7kWp2OrSUoF^C$@q1Dv2IQ%NYNlGDLlOGXDRbwm~NZ%}hH(8P`|
zc4%v)g~IAutO?IXw{tNF8|DsM9RWNHgs|7qz;~hP*xbn$I_j!e7m<UMvTCH4%dGcT
zG|1PGmoJepBPHKZh#fuc(bhx@g;lj!^E3<HPQF0csMfIMc__`^=sf6YsA0I1{6ljZ
z?>W>fxaYuAO`YmsBE*g%&f<Fxchk{rR|LYQw}q`l6~Qwv@-g=Jmnf^QgO#2JE_~<#
zQ<(?0G}#746^h%SGid`MXM>1rbUXhNVME+x+8_g)18ulAh!nL!nS8QYlREIk6pcD`
zwL@EDQ9F=+a3%&}?{fWsu)dQGrrl0~!{G?1t8g0?w|22bcT4FxGp9-<U*>)cc^}2|
zz$HR_Nj0vPmf`~kL!9p6h}e=!eEKkrZjfBi#^SZlDISmVJ}J6Xu}`{QP>#_SdN}T5
zgSfJ4%zBYYebRSM-2H@(`dZl5S`)6?0%TOyU}-`w`h+Iqp}(X2c&rfhMQxsTkV&R&
zz|Bw-J9;^wt*I6YD{HalNhZ1-k4D)0o(jf8E;k;W<;O!#xdQpx8j9r`39+M(qgZ}u
zCb}JsLfBX@*y;(8RaQe2E>=Fwz~WBUSk}b`e<l{;y|c0S>s>eWkVtN93FAT8@>_ym
zCge5D(K2%vdH=GKKVemp(DF(|R#s!J)thaIZHSY|d?<;zKpig%`R}>JH;hMfJsfXi
zjaU*Vz09IM;adlj#yNCHc_BWtHN+S8MtD?Qi7#TaX+ptROX+wir>cg3j@DF1bg2Rz
z%ByiLuMA_X^znzE9ZmKni8jP1eBX+*#gX(PJT9ul9f^n0@X<IPW&444Q}d%HcJy`-
z&ySBY(e3wWgngjEA4G}#0nbC_q~=F$p7}9Pfeyw(>=@{Twr1KWtgOMB2N~$LKN4Y+
z+EAZBSa~lU>ST@8@6`|eQ+8i$><5}MeNmIl4gBMg%ms<%Wf)_vk5m43cv)IalmAGp
zHs4KrFZ5Ya1-jo!Kt)|Wbk$UG)X$by5L6U1lle#zv!-I^%4*yws=-K8T^tp~%q01b
zB(!{OD~g$|MKN=jIA)%2Ym8B*djCqy-rVb!CgVk+MiX(05IeftqpdOV&2?B4mW6Jo
zVi5M8hd55@Y=ddHlHqVrB2MXMhwc(d-z~)s3Vo759nmEUd{S98u8I2MA00$K={f0(
z!1u1=F%e!|f$nz`8~fss_BOPFpu+h{Hn!3vbEE<tN~>@+s~R8J8{l+T2gH_C;nT<I
zT)gI~_(6kw<W$xumS0k-SbkYGKCm^w=}z{X{HL5>Uf?0WH-aSl%z2i9&c<43BU7DK
zsvoG!j7N1fyio8!hs4Sn+^nj=d&asr+{%*ngD;YEs19FQ89`4?6&-anu__}UZbA*(
zr+&{X!GqFDTIElcyjlf*QC$r$dEyFLLMti}RaK2O7W~QH1kx9l<P>1Io;KA_l7f0p
zzKM#od=phQ#8<yseppQ<Vrr|gL`N*2RP?h_Rm0ly0$MGQREQ&01T*StkzGfmHE%qc
zsjDMKL1I>7RW)uF*I=ZHE{?cbA+E9-^Ad?)tjAZ@#*OXpa~f#}0d0q4q#a5sc-!H1
z(X}*1X{Pl0OG#!9ga&$07ivOiWB^rlb(CgG-zy;RO+Dn-Ks8N`=<$^@$CLMZJjWBV
z{=5a(ITMg`;{i%zlVIMv6Rh9u3l&jcdfjt2tf`PS6iG<mjD3wYl~pGEYbu}Qh}TpO
zTA0CDMoxa6NWM(6AbB6lQw>m-C)HJmuBpLteX&2zt*b+6eLc367GtiiKEBp9!1byM
zOe@UAZ>nYp6iEBVd`06yMGf(F{5p`zeg*Y)_^6ay2PT#pCD6miLc`ZSXN$P^rSN{Z
zK;fRTTakI#c_kU4KX+~Vo`=kR6mkzk_MV3__6?>eSSMmI7z_rZ0haK`VEluSq_>7@
zd$J@X$UoJ0+O%mj*>CICt(Y=pO5^9j!NHg@V+N*ApN`9yFUx%|EiDaUVPP;f7GE$t
zd-jYb`wbg53@1*UkUGAyvJ%x27sWev?4ZehK|w)OHmMRwsH&>Md+)tR6ZFQ683R8*
zKbr7IbSDXa<o~4NpDdd<Z>C9ylGN1HV9=mJSigQfX3m@mdwcmOa{phTxV#4Aw}oSC
zP;0qOzzsY~D8hz|$$0of0PoYn{w<E2ev02tgyO(2W8vjyi6_rfF?-P;bo0>ok&2T+
znq`A6&#-l}r$QS@LY~?(dSe)QNDqQ1H2pO2*P)Z6K7BRN*-;N(D?+jDZUz<)Z2E@A
z-y+{$kG>k^+v}pu#;4f!Fbj)io)%MGTZi|L#GoGa*z}I{*!W-3)7HS_U*D!1bV;R<
zxtkus*;*GpWvVFAc360WYlpc3f3FT&>Ihxejp}eEEEn^3M!?xZo0g#`{BkA%_o54M
z^1BXjFxSG(=Xv;SYdEZph4hL4e~0|X8++2kK2jB6?v8LcTk4>vw<%pfB@7L;#O&eR
z#v)%A1Kf?w$JTQRa+{a`&)R_WgB=68eh`|0xxt}aKai+q)yvm{9z!;%Z$I-Aqkp)C
zkl_AwbNb%_ZHIN;QBqMupH?)N*uaw5K>qjb`YRb9^ss@D=P7poi~P_vT~Sg|iz{I{
zn71pElP{|F_{-Tu+<Q@gli&V7_Ra$=s^k0nU)t`n^xiv46;P_(#BQR-Sd(Z3HEN=X
zH72I0QDckUSYofSm&6)-S5&Z}fQr(4hovs?K6CHFw!4U?EdTd6pXb>JcDdYh_Dnl-
zXU?2JI9cf8+S7b|x$y~G1~Mlz{a@`DODe<|x#cN-`_!{h9fpNS>qIMiefZhyqs7cy
zxEx==WDoqmYy(9WZH&bJQ*pSob0`FS>9l9qd(x~ItvoE?=V1Z&?wgn_DqUZ*ApS=3
zw?$$9U(a!A;|Fr`*X(<Q+mEyG$BI61vN6Eb=yXh6bX5`<_+|$eG}<R@?JF4@GBEAe
zyKuENP%$=KmW&OJ2SmM<4m$>*w7i<hus3aWBwXzb(4~#?ChdO%R(^kG!#>F@H*K}V
z2LF-#hJJBfH?|xeWMkUKN9_0{$$m4ei?qC3xfsFE#R%>Zf8p|@9CTH&+5OGOhCXZ=
zL}y{z+9<f%5FbHiY-nxGT*HhFCtqOboNKtfzSloDHmI>Kvi(vFejEMze(4=AQzj^o
zEFf&Yl!jqz9^uxUP*^G~B>Z2SH#C>NS)KkWV}mu1@Y^_Fm@5R)|JSIyO)`DbukWzs
zKz!y+k6B;I&qBs$w!xGEY<8*uH)Gt2&Bt%2Uj1`Evzo_-dKPUWK0-V$?HJN9MmN~t
zU3W|w$sUpu;AM$h57P15{)b8de}7wt-)><4$tSq9dxV^yKzJw23HSf}47vGb*mU4N
zhE6(++lNLmL1h1|4!5xXWGpW2`nW-dsF+Nw-gysEN5lX1=NXIEUBUk2k8x?=7zhM^
ze}lvS#k#=AKTYH-`m53mWvyCD{M8<t{}F$+S@nygUs~0fnZq&t(v}$2bI5Zk__&Mx
zKRSo3XVLnr*nd0*m-a?L@DFUZ`M=s86iG?T$K>z#<LtpHYSoEk-3;<~#DeeoG4ETq
zazIRc27cRlT`Ab@-=KF_--h4)eAoa$=fLlA;EyPb{)9Vd_Wzm<NYW~@p>4IhCA2g&
z&{|)Bj4Cl!r4@1p{O!ytMt2h-Y!t??w?)5WC~Us|0?CtSL3HmS1g=hS_+=KXznO^4
z#lI?D@3>+vbiG?5zS|J|Q;=K>j1AlrY>-~quxa*4UMUXbmSRf_D|qSh@Tja3-zMh5
zT1Q*uCgQhYZ;1$AIyz|0SKbWUUckpWTPtP*+@4Yq#^vPUq>Yu*M!2_ujDN%iYrU)(
z8?-SLAiYwI6-oIG0e?MZf|^@N0suX4yu{(`VuagrZ|Z*&NH!Gms;8Z$9(<3+VPkwA
z=C-kcj;00<zT=FsH&S4+_X)F!oMfizWoLjl&*i}(-&&7(HORNphwuKU*!VOTb3>F5
zEZH8PhmTvBK%fv@^|y3zFkoH{IymUVcikgwjLOE`ccebZJI;oP8rKTBW!2acor8}K
zzrfAWK1#ubZ!F(Jk9o<J!5{J1_$(iDTU)bb(8UR3Z>GXx|5HgB=(A<;PZR=IJ+RV)
z@8LLXjLXB^Kz82n>(g9BW|!e;H)lBM^KdOwgfDNU!A7WqZXDTj-h^7zF&n-&1luti
z^a4$FkyciXWpTMoz~6sCeZRccL((1%B<(RJzaikSr_9`-l|G+skGEdoaCQm8ZH@l6
z4sEUVnO8mSto7l$_bE0$$;I4Ij`k3nhmTvD{$uT-t&KkOYLIWE58vHSurVeFbKBZA
z`0V{$jWAg<rw*_X;#Ni}bB$ua-~Yw-pl<oip<h;HPhknX_&R8#t2{>jTafQz!PCN;
zmJ%Pqfb|hprWP~={E>cxw9`2*?0D&~FThh#CAMS~DFyt!4Wz!4AjNgQ)@+|(BtTk)
z7%LL<n1H{O@@h<r&BCc*2M81bDE^i9Ncw}{pJHQ7F6M@D^aoG>+5Ujh!A_rfHRxcc
z58o{@*!UnDb3582DpQ0tQCYbAsn371H$xqDk@%~m9<2AXk<<fSq*qj9`O7@HfIkm?
zKJIpOMX|UBhcikr`e8cGhdFTu{k^r%>>_CodTe`Gol)2j@OLD?6bJK4vDuyVnMsDf
zZ<BLj!_&sc3J0V78$P=%JF_M87KLE8ze8IqJ?16nryPpK#@IZ}l^pE$>l2Be(%nVk
zr<CH$o2mbZpVA!cpt4VTl_wYQ*HVv<JMCRiEUv|o%wmjrl!5c1j+{Y%Z>|FykhdYw
zmeC>5L>Fo0)mZi{?~Mcg-d?^IHne8jW1z7vV}oVS^Ed<kzI>R8C&iVx(#iRs(}4sa
zkwAM#b4G^%As-plV*Hv_#02~iHaJ`2%cLCm#3X~v82yEO3^dWlgR-V&NqZCa7L~$_
zr-L>!S=nSE!I)z+bC_{;v4!fOz_*2D_iL%813zu4d>su9tkJi?528GT6{a#aAQ=NY
z%48AzC+dQ^juuurS+M1x$7kB(nyf-5;E(W|ixnm&X2bhYlC&I5^_i@W|3C0>($8qK
zX+C<yoo13vh!RqewCxC-M-5bqK6^_Wf2MNQ#tQkhwfMb6gz-6fIPniXQ>o`bxd<NG
zItb8_K6hvHdjj1B0*uyU#{q909-^wM@OxRQQo!Haa93Q8O_hcCLDvkewD?ShzeVNw
z*r1_>@sgmw{|a@ieKo9kjBlmZHIKiuZ_v~JpI!f>P$(42|9{YcKMLhvBq1RIKmGJm
zlderpPR6B6m*DN~jn6*&Oeqj>&6+j1c<~}qQc{$%*by1B!G5yn>MEzl=JWZ?tDawf
z{S|t8dRV)5Z9}jhfn@pn`RAXR?1Cg9kOcfS1;t=Lg0{9c^F2t`K=M6FcEEoFVxPvy
z$jCrQNJztba|0b_(Jo8jgyXE@Dy5S`2npHcNX)H3|CJ9LKC53?;*Gk1*hOt|J-!gx
zB~@^qcD>;ma`MOYeb2Czy=7FJO%yI#+}#PT#jQY*gd)WP#fy9J;8G;G7k4NWX>lp8
z#a)X##jUuz+<fQWb=JD)$GP|XNb;^X$;|ATd1v<8^X%t2fbtu0CrK#xu4u-I<N?7h
zE?<C)%>`8ru*YyefnC}GVWQQ(s+Wq4+lp2=W!C3_j~zzwSa*z>{v!6OnkC7mQT37(
zgs$up{)<Q!0GKy!bw^!zW{RrAw3CaG$e(fS&C&JV{am?WghBQM2@#gEIz2Y&9Co+5
zcLXLy;be&#D&@>cP34K~3xi7g@{4!NLn_Imp-a(E(1cdl#p;9d_VPZx<i=IkgGtAB
zw_;Y*+2-iUz`jYZ6@NB_WH4tb@w+jCT_`76O?=(?$;}bcMF43bJVMs}<1e2Jp!iT&
zh1DX`$<*S@A1GTiZdhVVu9G*8SEZ+VM<T9JxiXSL41T8i*N@>wyh(Ex!<4WNF`95I
z)Xg?JkB!;!MSMIXQuD>?G?y-i-7wgvd#0@jcgD;tiu;BKoGw^38?%nv83oaq+=;@c
z{_{kPKTMvY`&<3fPrFt~>Ua^b&?Ng>EP0@33=UHiGQtT9yj}f2fGXRFFIR5$8Fqsl
zqsvrW;jfWgMTESUL^&*rbib=G=P+5x+5VZp0T7yI!N>(;-{!No=|RdNz5-1H#5Os-
zYN-9noJeHSpI<hR;ZF!#F!22S6Al{^*oLB&y}w4nh#logFv?HOm>)#av2j<on^1#m
z&O`6v_jZLdMP<OHe!>FMHpnffU1@2FL}b`tJenlY#V6K?4X^ksTaDWYHRmdEq^o{-
z=lIX_K5A_=bJ@A5e8gs)8K$3vj1tC@ets0?BsI9~Lu+2NQH>wBR>EG+?AR)dcSy`&
zuZQ+jx^sY2cL<rs;2JF)GE?&%FB$QLvOf$K3+g(;=@08=;9R=a@q(tiQz&FG80gGO
zUoT9Up!J=XJY9>vmv^(a30vru;#|5viwPDTjkzz~5q5_$T_i<3$vKi}GEnCb59d{F
z;`Fnc_p+p!OujUQ1xS39Uyo}hz~h+$@BCL6>M!pzJplROBYKBK0v5MfKdKMXF3GNW
zY-&z?^#+QiAH&~;73jf_QoqQnD5@=K>5itXpT?A4G}YiG!7H#gB3Bbuh*KjW!{}df
zn(0b`41|v3y{Xn+9NUx3%(M=@Stbd3`ly9ms%J7ej%AYt;|RmW>aGrYkNO0g>BWyJ
zXK5lP`OS4hVIYM`V<u27+bhmPzB;GqSr*2f#<2iky+5h-6#^}Om2go3xc++&UVUs#
z_Fpx1;5;XA*-@Ed%2+fyWQ4Xw^<|!JuB1vT;int{6?P4Igzs_C;5iFT1m6pxNJM#<
z)QYAR@iAb9@Uh0KyT;7-jax)_UhIyPb3_;GCy?RRZoTE77LE0Aabg6^SjV+@)Gi;Z
zQWwdGOL|h}S(4V8k9*el*r;89{RK;UWTSsF%-2mBwD~nnX4qRw{pI{%iVX8YFd>D*
z|A(!|Cn9LoIVEXj$5&S$hV{LItn1$;#lN}V4UTIh^VoiSQvTxPaA+cOAM;Q)6bg4~
z$9@=>&*!Z>j_w@pO`_$LrAw!ptqHU5#^bmrlySX#F|hyFf2h;?BKqf;=Kl6zvtxqh
zz@2sR2?_~{9Q5&b^vaoA(KNn*s)44V9-lDExz-$}{bzcZAbY8FRm)Fd<MKBxWsTY9
z$Eo0Ac|+DTXY~hI5;(kZZ9$>^w>J2`=G@jal##XIMR`l;?Th{e37-(*kAh4RqgM4l
zE5!}~{86{MbR3At>_yS6mG<mg3;W`MZ$*935XQ{u0~@w&`mz>Ot$O$Mgt{xjM2=GD
z<|-;5@#f{I_mywl&G_oLc9yGS3q(q5n`#Z0Ufz><`NT0e4j}CM_9b~*AN=dK8AF6{
z>tZbyql8<yn#?>>_ui6+9b75>dCagWtCDobDR<Lc_#hXBp%-5p_^TDiPieS^Sj-$d
z5yE;txy2X?Nmt;2ud@QPQ;?nc!IANblE6MYp^dcJxlKGZiguw5hej!7<)-*FT>Q7|
zKYeXciRkVMs$tIz09=KMkDpVT{#^%DR%qgh%L9wmf1zEIA6j=A4x01-d29B^%6*Vq
zdm_&O+b*<Rs+7)x(4;gfgzz6ZnKieJravA_5B}tcRBlWIYc}Jc!77>{+001g=hVu0
zHTeP<7Y=edRzhb&{jr`b+a?yrxsUK{rbmV#8V-pa?t}8IBoV?KWK7Zs4VX>3qC5l+
z;PpZBe0g}Ie`>Y0jO(Gy5zK<>0v`FmE-|4LQQXe8GqOJ8itH@TVW){kGL9tT&O7}v
zXq&>OxrtOl#$r=d+p3i{L;o)0VAIr3B*|CFgRxCSg`q=A(l7MDTORuJCq{o`$-uN~
zz$hkPsjcnWUG~(?;3O*>#KU$Xu&82&)oWj{0C>Q=D3aoaFMnW`ad%pehGod)1PS_`
z%58%OY!Y_NJS>ej{`?GQVF4;|CZu&!txRhM0R9bA(9Zm&nc?aXxf(&9e&EwHjb=LK
zBB`NdV<@fYt2QHOuU7ptH>G*-%*0PKoM_1WSp<|g?*49K|4x3Xyh!y$gtU1VFSHq<
zE30S>D69R|v|y7L#bpq2$bhvhxCk_KGIW4%XwU^Kn#i2$DO6}EwL{s_$uS5>q@lri
zU7nyJIh0(?jE$@Ohv%Kq<_F{4BB#AxHG$O;GDz~HwPouCK@-Ti0W|Q$p+hj6jxP@u
z#@2JDmLaqlEd|rPx~6c_J6DGcczus^o$CjsllaR#uBD)AqG>APr#w2)@>wVgBtQ`d
z8S;u5FR$3=VZR%#O}ymo>n9H$g|Auhamnm_sYPUiC{NG&ARpjR%50N?W-O4Vbnl-1
zx$o<N@F5w6M1lH2(aK0?p2Hu{@r3Jt&!cYVyp>cVv{oD_PbJH^?2q}Sji*UXhd<uj
zer2y>DG9(J-lobS_AOK7mo2@RPxfV2K>{6C&dvoD#b=c9jovSn?p&_PfHK{6tFha?
z(*u)qnVV+1C~hzpnNkh{b@G5;6@cp}NrQW$luH-aA3CK|b@Xt#VbodHHdt!PT#B}K
z89lbLZKFW~1Gfyif8IZSbS8T2Qzx)Yr!2$085xwcttSsZsz|PRB#0K&x%YC1!<lUD
zOnxmkJ=L`6Wt9?cfDJ9~K}#?y!5WKpf58Kj(vr};j}&K<pN;(0XK7q}%?hB!7dyEN
zH169=KchaNu>y}5T#8F9p2E~HGMpaJaH%=QMnkhxo-WCJIb1b~Q$84|Mb@k!&V22g
z&=_o$Url<|%2#&*8gF=Cv<Gc@OKCYEIN+tfQ3m0O3z%!>TlH8?x<wcjw$1_%b4uc^
z-qvitJI@%-`N6Lw>^CMrve|QSZ=I9cg^ccJ!$h5<^p5$$?y%=dXV9k)J6-YO(AN3K
z4{VLAot(*dpTy65znG18PnMRNv@68@1=MC~4s4V8uVydpKGHuN?3>fYQCsQRo~wS=
z4sYJ^A|Da<{^=tWRnL=hxWRsd3{jjDC;iA)>4gmpUeMyVqY1@?zlQB-4i<!)Y#2oJ
zqNMWR{_pJ5rJT6h+hkPlo1>vDlkRH<Nyi#-&ra@%FDEOy|F-#*m6hENW)x0Dbs<O#
z2j>?TK{+|JM8$G1U+yn<B4T4@E4uUZ%gdvOP_3cR=)Nd20SXKY<Hwt0^IuU>QFbmv
zsmaMEH%E(Sx3}T#?VwBFLA&+NKpYB;SFWSuV}S4C!l1<Hwv8Rb#Nrz=3q=3HlA&#1
zec>H6#B3oc@hsY~{pLKJ%60@&&w=TX`@db90UO5^=O)=tf(`vJrPJe(>FLFFF%fFd
zC3L7o9M*i!$iC`GE1uou4Qpc(@qYfvpp?+}_|qZ?5*d;~^5Wpo!ny)zsl|2i10Eh(
zgGEj5Ovgh*we?{1rU^^@^1CMna7gVMYFBwer-&??kFNpD=xt@srBt1}t=<G9oGm6v
zZ4Q5B&ulonJ}`C#7{$>Wp~Nkjo|FftN)YmHx~q{ldKobbSv(Xr^!uE#V&>~xwHDQi
z`9yMpQY%Xe_7v4ahuRE7fC;mK5Id|(8`xzICuB--s)xfN+b>%$+LfcFE81M3NfS*O
zxrKsnaT4NA$2wkj&FjZVUD{iZBUDT}&sVZ<L63)iz`Eda@i)e4Lo&7%hi02@wDuns
zYyQ{y<$x7|rcl1@f?=L=pbC%0r%@X}q4=5Lea=|#iK|ieZGXsNpsm=D#6$u|c=&}7
z9HMbMHk_CG_ySK)<-NWAvax#9pBhMS?y7rFMw`U%DR8ef`_+QZAID4nCoiW^rQhVx
z8!~gOZTAR{5Bl2DC+Gi)@MXqv9XzkEg$KlFSVm7FuuTTR4n(gXwhM2O%iduD&g$^@
z&10|{6Sv)(oWw9p5r$a@=4v6XOuLmGq0^bD^u@D>!pDV{sdSZ9a3-gR;p52>M6#3o
z;gOD{ue=how}v%9%1hz3o`1%V4DuUH3K!2qQQ}7$rBPIJJhi?-6iF1ypTdiy8_5B-
z$%y6IMXBp6Uuk#+)Y}L$C%byGh7wtedfMDV?)BPrJMybCey~+th(Miqws3a917X7R
zl0<=A(ai&_JhhE9KS>nE*rbh|Nub0_9Ck?jLT~TT)iRXc+yaLDl_{#`XN1OEiiaJo
z9+(+V{G28AWr)@cFAkRVrg+BEZon(vh$)HAt-51?nH6DSEdP{+&RKjib7CldQg{QG
z2-Ku3JRH2t=&kTOOndDExOK~X`02!iJ0PlnyLLhv7UTVOq&EVl7Q!3rQ~F!Eru`dV
z5)OFLO31hDX7Fy5OZkjb>jnSYo=vY6=?klQa8v~X(UshZno4ysW`c_A#OICd=(u(J
zP^`wJot?E$vN{0=ohQutCnhgp%kSIHrIFd7-1N8DH}&1M+85zL;wqd0NfmjR5`Cy-
z4sD6^8<q@kzq4e{bW3^E*oV5P5f+mBx%8RBLM#$+o<g|e-t-YxAnUf^2DqGG?fu6k
zjh|n&VJG8nEG`bBynQ8~J*%mo8MvCvdtYl&90apRepuS<9z&+MuOEG^5{fO|acuf}
zZ^ylH6`O#5Q9H0E`PV&=3rXt&aH)M-^>WZ3sCWUm))qk&$&~AOn<33U`g16Y|44b)
zi5*r@VU@(}Dt|IY2{o+i3I*_x9BhI^>eUPfQlU*@_Z>!E|EL-9w~JcF-i7-A1U9`-
z=goXOcw1c5l#iHzr#|^#&%pfU44Oz;;Y7)t-9ZLx2V(BW+o5vWmRm1<v;ZSXgim)6
z6ZFg9&?@6#TtD0<r{|1T-1!`O&a-2cYDe15uU0(y<MQa^gf$yXLv-{!ISX_~Mlbbu
zjSUE71wSyEn07n+zuG}nD{;uF2g5XcLA52dlHo0)25juo5eSX10L$X2G?G~t*D11{
z*-=^bzTCvWi+xH$k#IF|$ualY*|)!Gk$Sj~^J#6ZJ9EKe$*axd_Y&Wv5Do)IR*Ph(
z$Ogs1j9q^H&))00IUB`_iGQYF1p%6a%K=cT>5y&%BWZ7SpI{gc&fU3ZlM(%2Vwn^0
zY7&k`j5B=qFKrQp70=(%OXJ*rq-Jl<X11=Oh~OTfGLdm>(o_voC2{@5%V@}ytUa_G
zfV_2<d?*Pl*wkxfuiRWgADNz#0SM4@TgpF!T~4DY3eaoug`T~{L^OlVd+G^PqA=LK
zj0_@+TluftdDT-L>3jR$q1@Xrqt|*P-EV)uinV%JHoL^P&cpK02xccXb)&Pxt^B&<
z?g<Y|{S(v;hu#aK&AKj##_~^CK)G2ZF71au><L<^#<nM}i&;>IG^PJi#r@})7tHjb
zs-+>;i_O8wWa;N-tp~%J3>jIi%*92mB0=FMZ>0y*V699$mpD&JNX&=K=C#b#B%8Pg
zL<8=1>$tEM#|fIUZ}68^quj5Xc)cLrjPle<uJBfuKPFlB)y?R2_@z+1Xc(BDyYOvY
zXfk2Q5Cq3A5vJh7bc<ax(<2ZX?37KW*&Vr+5!SLC+_EDa?w2tsDUI}kNb@U_ecO%h
zG}tJK?bx$Af`So^qTP2F%LBH(<&p>UVG5@xz93kl#5}7pSe5fM;$EZa!A9}?%+f)T
zai<<j)s?mFFHiax%pcy*>nmkM(H-6V7}CHZ)k@5E1^&U#vLCi`YA8VeWBK>GgV;Zg
z3Dtl&C{D(jMKFH;@j2~2UQ_=-QOqqGj;PMzhFPLiPP}F`?@%DG@)Uhht0|1?#60$q
z02G0l)(*XP=jH09EJAIBrn)B}e=r=@Do6Vvdl1M?I9#eVhopsXT(90W|7$)F@}ot)
z{73+;%o;BbwZ(H5IY-x~GD*qfr~k5*_P56LeL*9#vB;bs6T(F)3`#6fYlqM9=;r?5
zBO9fGT>zD6@#23j<jVY&f<@^glUDqQ0&jK=?l)`m@~Egq%yz8?bW?WRR68pc8L5&W
z+ybrgjvLf2zj7E(9UtksS!~b~6+yR>)?F0Sphf{~4i%z8hjAm8sutvW{C)k$W<ZZO
zwftOT88hZ}Za!6)H~Z4h>^D3dJBN}|%wK>L(^HV3XUsmqCLQ(I)qbjRvLW%*@t%7A
zd%tsUFO(on$Z^@8rwzq45AOCp*<tXr(dQ`V&Ocu<IJfHp!%$&$o=t{aJUOj+@k2`k
zea2elPwnEf$8#Svk}z)ItTwVr$|NlpA*GLfgkBOGw$6+@x#McMBr(ZIaa`e8eLMR-
zYPgPy2Nh^e|0r2*Gwg0XM)#s$W@qK&yb<Sr*%y#mTl1c3IR4#(6>5-QBd21{C*9st
z&5x+->-Hf(+F0B5IGEr;o}4!-PVO7COOo3b1yV$3_~to=Z)fMaV%YCnJZnn{?IATc
z&d#Mjvb<z313wf$eRuQp)Mf1Gzbuu-7K;^<43clF_lzLss6%r`d8%)M=R|84o%LcW
z1<*bM*N(Es%#OiwHM{3J&f_}Vx8LAQoHX2r0sF>F!mSUe34(Y6yI;@*4F7!#9~D(}
z))oA{n^#4q`u7o)jTkdjY9q+<?x*TEjK01jX=M(M9U^Y@>p<J<`JwJ>38tSkL+J8B
zH@LK*Xt?q!Uyi<xjtM;V?hY;`n^#Z}3dis6no8^G>HS<p|HyEkB&MmRr4`C;*uvWt
zTA|<AA3?xqVhI;QPfAaZpceDUt*P-UD9l-zCLqYnW|-*1r~f6ZB!r`8fzvHkBShQG
zhw8zC$Vq;Li=cwlj)`E>pBUQzFg|wWH3~kj6SHFki8HZ!z2&!nvWBQEhST|@!DWlg
zc6Q6~Q?%*L-U3ENT&7N|>V>+yGfw$V%SwAaAF}@Lt7#bq*F`gkdnTg#($k)BAF)ig
z|81)_x%PU$MA1`JAb2v6Z`#+-fpeQ&E9qz@^F-RS)H#M;_D3E%k?}nwX5}oszH5TC
z9EWO~EI)=BkMB@|HPZvF(l6pMvhU7S53p-$Rk*!Pq~S|#Dg7-G_xllk^(h4+^%cRU
zb%2)kG<|8Qq$j$5hujMdo){yDv~|ECKI4lJMcyY=C*k>zrp@GFo&tuFT*9Byi(@X^
zrWg62Jnrscn65EV8E<Mov3AYHhvUIgg!fcz;6SdQ80dAga#d}h&uhabJB_BoJmIu{
zT~DV$Cr5>)UTNwC2f5=}KlF9ff-Qun5;S!pCj(P)lIrOnbGH0i(EYJ*P3-AJuBSA$
zGpA8C!aNya8#u^b>GZuLR2+EyQkvYdGPJ^Ts1j=d70ukFv35PJ#!ZiWt`(Wz5o!tU
zW{%$-y&N*nDPyIi_QYx9KXcL!kahGxEC)x;X^Fp4UZlsgDDF(Gp%9eO@MlIy>yewz
zp36kA_oAQnTYjf(-b6SWMb<ehVZF@Gl9d)(ZPq>H1B9u_?U>x|yep?3x1{GIKFF=D
zWNTlf!7|JyC4zimX2JW-U10X_t)m41+ez;3!Wy}rS5_WORQ|+>@Z&3`jQkPEMVA;l
z=2p#{^}H5}md!U`b7ALvU_|O+tkl(lF*QwDgy%L;)pt8FIgfpMm$9X!DHJPbxiQ6X
zuMzYu1_#xL0XE5n49Cbsq)~jP`D(Q-cV#AA9An@_)Ici5`NSDe-<8dZe!&}>S%JX#
zstFPG$ngnv*H}=>&c}Uj6+?YqTJGuBBy0YdqT_Q!G37GM+az$?-^2E7NYH+P5VR75
zKQ%?p@e1opm7ezotb|vTyup&IVcQ_3fpr-iS~4alOAC1zf9h))-%+7wz*E9q9bA7}
zb+MQjhxa2bAD)_&9=Z7}27__**{>ti!GtoJ?mx+KD2z-NPIoA-_P)UP)Zb(NYEM;p
zWGPYHrEg|ZJ5TJ`bqz_8X=iVn&+okBj5*t!%M-bZ`b&*pEtrb&gyqcFTYAY>j(f~3
z3iZMiGY64ky9Ixc!)o_n?`Iv_D<Cl&1!hO!E$ehHMTCdIsg`|s5l&KD_WzmBaoY1T
zi=%I>Wt#~}h2Jfj?8N%OA3w%T=?18rpDSTQDyq)=7$A8d<T|tM0riH{7w?Zp*x;xs
z*}+w)`2OL!Dtl?Sik+jGNnEPZTuMl?6zp<@q)F^st`*u2PPzsN<HOw%meRUWL>%+y
zmzVhCw8!de%k8*5Q@fJzP~#fB5;DiQ{-f)Jh1y)SEPI@IHr=XOvIAaG@`K9>kqJ_P
z&#NKa#(+;ks7-_^VTP<*)zDHHOC>6Gm^UM=%N^N^Jr?Jr9QU%aYtA4dbZar173&Mo
z@|VRx80FAHe1Q9OH>5voB*HH>d@JgA&Cc1kYSUr4cJ!PtB$C;?=;zg)!@hjbjw{e_
z9neJ)2mA_U`IK|z9ADCCw;VTLr70umua%L>Uu>I>Ok>T+?Q-?}y&5dm^C9R25aUL5
zH21wlI$rl47`kpBnDUq-zujoEGu}2l{3;%i(s7y4iy8*)@DxZ%d98Pww()ajP87&w
z$(h{fAw@U##*^ey!rwFvN|7_J61_6Pvm(DAG4y~@_RWojK5pXAOd&f6C7%CtVDT`P
z?{A5O;%nP9lS>@?eGQ~ON*@)*pkRR2?(ik;6k6qy+%8m|rS{6vnM+eG^W3IV03zae
zQ`=s<fqdn0CS~Kp9p7XBS`97WGe`*4)rQApeDH(rZ!SO&H@8<mMJ(LOY&HVSW{ng5
zN;G^sWS%_Ql{)f&7$?I%L7Udc)0FVDV)$sAnP+vrfKY5uQplOkB{P>>CI9-m)}Cpv
zeUa^58bEgwl#2LG@cFwU#C{^w(3<l8ka14sZXvinP-;%p9H<~N2m_VG5&3}<JF{Bl
zNqsGkeQ@=OKp^y8TqBJynOXdu%9{e2^1i!@6gggO=NTwE<Xx67Moq?>0`s>DxBSh%
zyC1(yR;M&ak7q@KqqL$`Ue6XfN7uq0*7uI_Cc3-uxrI>E>)F2k(+2J5!|?wkpM3}!
z7w>sMuPCo}v3hsNh#h~2zLsr?I7|BJc(B#D^&Z!<vN;miaTQowLBQ_{>9-yVi~9F7
zh!1*z;f7r^AV!b--W5nNz{9#ebwj@*L{9ScjKZH`a2}Q3&qJpfm^f=nXE&c<{EDE@
zfy9~h!d=$mD9q<GOLC<9f{=9_lk!BYrc2^y<WK#)YCl9J6R)otTmSo%o~sNw*vIv8
zT!TRh|78p#68E}YorD4PLBZ`k_hcScSx^6RdfNdd{5%=UN{o@2dQ{0RBaKs3^qW%u
z2R!XqudDPM^c)Xz$%-R<LX)@@eFy$EMl)V9(&#L2{D#kAI(Nz{pI;uz(%Ux0Z^|hV
zt$c_embIDKkx*Zthp9+M750!#sC?QJ*NcUNbc28$IM`B~tS}l|>TYxz{i0q<o&!+6
zLcz@QnyFD$&v0S!q{WbPuAQ<Y@N&?SNxsm=Y<?TEEd{H+DpmBaU%ZN<ZK8+u`3_Mf
zUV-7_^3{GcZQ|dK(_|HQFVJ$pyYc+4_h1O_(467D2t+hBHg#O7lF465EJQ`@E1iUX
z$lbE}&YV8fkg7LUj<JX)tfHQt^w0jE)SfUqxB(0|<y1^Iam@Vol7-xbWb{CAHTQw5
zCGJzvGSW0ptZiJ*ynz&!l>o~dr@5L-rOcPy@C$K|;ky&`R~JCg(|7!-eiROWvGHNr
z{+n7xR%mEN3?J#sS>Dy68BDh4)P^F|^Xz?S!tseM29hrVtZiG^c^~7RS8!JQp;a>6
z`IHVe<$!!I#=z8x!69rI2FJe;^ys`gZl{Tv+Sx~kuH7aboJHg0R+f@7a@C^anW^hi
z8!YTOCk?a*-}t7Pca?VV<{JZ6nsY*we>-kA8izSA<Z^U(ECuGikqfEw=pT+DW4>6t
zUmA>D*1ea2(J^+cq6*57aP|h1N8%VPw19m7m|h)E!o?me<>6``S<I~ICIfM($iiR%
zKFboN`O_t|Zf=iJ-Z;ShU+CMik{%}oTG1O_QmB_+`qn5&n#SHfB8DO~{hXa_3mP4-
zY7}Epf<o@d*rApK1uZ5S2E}pVq>s{+4(ipS`~jp%xxMlYp8!L4LeQ--LkE}LBkq4+
z78VpMj!Qip8K>WVEaL7y7*TucbBFxnH(uu#*RbO_4OPzrL?0I{j2nGEvO?(xdeeQK
zndDR{eU~6#Wi^Zgh)|&5LT5kumNDdKeReM@1tCCw>11J#5b$0BYGM%)lM$MpkRIhc
zCp(JTW?=(w9ap`iBN32Oc_bWY3{OB47bn!(oWGKaULRb2KR5U$$@OA=d@oNhE?l{f
zc~s%F2U~~swJb|q$Ifm;jOboj$_EUd)F>{i!$^c?8EI)o)3mfyP0dO9DRVWXBr|9j
z1h=yb)%fmM2aRW2@&i1Bu~F^>o8MRn)|1n-&GV`7n~co&8+>WVj;R;!cPt4_f8hk=
zh^6y(ee7V`<?EOixbzZwNIw)nz@|ts8}&~aK_<X%*u*u;+%%7kuwzrYDKc@T|12>U
zC~pvTMhdO6y{m^TV7gb)#eY{B^NEjC#R4_~E>v~2f-U$&<O#J*-M}SyE^n*jhq^b4
zD|?W?D@7_v`^zz2sSc)g58l?w^cFC&oY5_)<CW1`NNXBKIpN*-ZIBU}mJRd-sd{h=
zo*JP_Ra~t*^vao9;G_aarPLKjWPOGoKlEt{zQ3x$@2G=EI`5Jjgd*O{&QV?AL(Af3
z6Eezi5fTN%%`vJ3C%S@u!7n*V(CgE5U7Ioj^M5Etr<SY5Uw=iJpPHQSAs2cO-%gFJ
zela4Q`dY?2s4s%<`85rN!6BZ1;$u|?ewn%JBEOT>h~QI8KK7FQ@VY6f6jz9oaC~wX
zkphMMaCsg!@{-d`QgYW{x2rF_GI;tV*PYshG&<<j50Uva@-?2}#tLB-*|?<03T{m~
zk*Z)|32vNgye4}ET9`POTg_Zg;}?P4vI-1VUuuIfV$=C3L{1#FRn7N((^LeF8U)s*
zQ6?IO<$kFH!(UPs);%zx?(S8cIfmMlrw(7;$1i!AMUjZ~(l@+pm`Q<ST{0QocP&2b
z7b(FQpr{cU01{}KMgxoaIN?~LUp%EwPFTUGPN3V-20rxSXgSM(+G9Spocp%y3?7$>
z0i`(mIIVo(ZuN0OkFllOO`}Y2-@^@E?}1#ROZ?2~*=0U(-y|^KX#6+FG>yE-N?IKn
zPwY*+YJ~BU;3`dFU4v9_vkbD{Kl%m5h*`WE-TPI-dn@DW<LWjUKZvMQ#r1{*r%l{s
zhCKVPZtDzbf+94%ji1w%6O*544UcfnwAJ}OwX*ky2GXpE7B>Tn_5ED;(=fKiqR%Y6
zai36Nb(1?AjZbFDvva2Dd_K=1S5ynuc3WuR`<uF=D&jVr5G6~Yk8qvA^m0k2G6H(Z
z8k=+oQ_WQB8m{2vALOmg+6h_XPUOA{WiFHc#f>?r50iaL-9QeL-LW||`b^)Op#9Te
zm#4mYzlz>BgMjhl{A1@IZ5S;e`7Ss;`rU*Str|1QLaJJbAXn4gr=%=pz6WPi#27aM
z2vg^`UPP9|@gk2Sa^QiQ=+7P)-p%WPD7m?>IznN;<pvh3Mk~IS>ClL{l9QP|B)0;E
z7Rl@PzKu<%W;pCuD;rEPfSKVBEB%D}V8cLoqBot*+QuH!b6~#V`0u1ZRlAJy>UN2<
zjeR^L;!Uy)Xl-daAtW?HqY~e`BHRQ3WWk~p04dhAh3CMAkdL_bNB^+y{gsz4t^lnl
z-yPj~hF@W%kRK1+WLmZ?je<!NeWQ@se2US@)xQ{KZJUKn;!S6K_-VpuSgtT?HEf!X
zq~FLuli%|>Hzo(T=*|0QD5L^SrRFTO7DEG%v}3Rj*~%v8%-2B3TX(-lQX9a$sdohC
z=}&3p&%!o6E*?Y%n8UI=A4UUvt^RO^6n{PthyxD>#l({CzE^}<f~BFuoV~&d&E!_h
z*BOzo26z}uda0>+XbQXFO@YcW&R(aCBfr<eac*J9YHQf4RQje}U_{x_u%DuDho?xS
zJzf`~Ki{`IHmN3nV*h~LVtLMH-g?oBLin##RH6_+!Jovxv-iwx-hNqDZKP&tPB**y
ziH%Hoz%Zy&s8W-5rGU5CvM|9a;&P>cF$Ib|lZFX-C$_wukhO`)=iW`*kl}@Q%G4A#
z!Ix=#YlicRY%q+&YKYv6HRXC<ui8#%>#tHZH$ANe4a6+yHyaVO@hvwR(cgk+^^zu3
z9>s#Lg-RJMPgNaUjcigXlA4-N&H~ahZlWCUfMFTY1vwx@tmc?coIR$x3z0SwW~EW?
zqZ_~$$IsWL%<!tq&C;T{yp<NmUoBjKF4s+!?)MEs%S8UqS}KhZyhxTRn;xGW42Ra)
zhrpnNY-SJnabpYh`Qt>jrayni=z5e#qhrB)m#uqrMjU2o8j+S_RzAqttCP{-k=GQB
zQ3s`;Fb$frEZX^rVvLp}&+o*}|ECu}sm3KEV1Et~Bt#<r@KO46cw|O%)#P0F?e4|%
z=IRgit0^M(F>{5gwe)Bz@n7ZL-1=aaGhzKH3Cg74cf<!f@`3c0UtKoJ#-usyK^~up
ze^R-VcUtZEYkb4vQ07u186J@^&>coT%W#4qifb?jm4uN(-_@U$7gAykUrcJrMcjz4
znD>x<?!VjA64Fa@nIJOp{Y)^;<7f6~3Hrn_#bayU0MwtC)ul9b^&n_h9_rHpHvqZE
z-$MKx--iF-XIcNs77owKQyh~9BYY9rhiC7A=Yy3Dj!bt>BQKs9h>IY(he0L0RkhvK
z32VIm9gU{6L9Bj34pANb&lTYt7Y^jGu&e&l(-^y^f#aR!v#!`a`3|z+I<Yu>AulGk
zE4Oo#Wr9xtapQIzNiou&>qgj^C*nbm+X)j>(;pMJA3CX{)DludS=YF%+_BGte|;yx
zr0wOGXxoKh;3zAL>(?|7-D++NNFyl?jhQ39>Rm2cvG2Iolb7;%6((k)0l2tEH9ZS!
zPTj{fL*To)SxyNwO<cpvxcEuQB03wPkYq<d()&eJ9LmLEk^K*wu<D|Sbf-s814{sV
z`|<Dd4#U;@q03xfwG<LeH#r=inr7(&xk+6s5G#db!LHjk{h&yk5oVl?M9T%zvpKIS
zD^15Zc>Ivqb^5!8O2^jLye7aN&(O`Sy0(VgNDum`@QYw;ept$FZqok!(}w#k)WOa;
zY3++-uU?JSC_ep3zmB^)Jbo7oXX2u)u~G^^$tl*kEH=hVGraU1$B>})L-=AxZ@?Lv
zUjLc_8S5!sJO<>$Pkb>y5>TGW<-H@q##xN~@;UX%rtKPHX*q1j8nwx$dmaDbx1ime
z$@RgkQW%Kv4gARa$VXIEG+o5ivga8Q3Ca0%wXNeB_;R;}$FksfwLiJgsw*1E7!M6(
zTCZ&8dpGlKaYbxz9}FSYV(6TFQ&d<Vmcmpkqi7U5g#mbN!hP0bWK{`S1iwmIe&R!H
zJ$CY*x2j4MA7sq@3#mmYup;@Xtm1*FtaGz$u{$d=ij#)x+XZXzUVZa)H$tHVce-m_
z!RY~A)ji8*bK57w7d_<(`UasQ;Y2!s_Y~_h(L(Bg?e+|uL6(18lhFQ1p|!Qd$K}w|
zpoviPb1!Q<tnII*e0!A;2&p!G=O?@(&}C@K_PamH-HIaAn8SVKU(QfmD<V|^_D9#w
z&tM5peK6~`afkT;XHcBPRS*W|(YjfLhPf~OgqmN3P=1Pt%W!YHD<4Wm!R%Qh>E<@N
zijIPiDJvPl{nQ~AJZs~10KBV5WN5!zw`!Mj->sjB5X@Oa8wZEiqWtpVWIcq1khM5v
zDM{3o3AkW#@cJA|Lw3{Pf?mi)Y3*1X8aII&E~)aL&}#TRyD!9)Wa$WdxBpp(7)rRA
zob>F+YlKNSR<Rm2(zvUCn(Nd0J6TZg!V;KAZNJ!Z_9y@$)no`*fO?>p!<qFoTt;>d
z7#2H)ou#qWFWJ)-*hECE_LAT1g07!HZG!E~6mbM2r;HtS-!K}!Nvt4k`LH<}(JT$&
zihN8-Zxf46Ikk<LcI`2-=+6F@lBL0|jTiBRaY#ci*qD{#SQ%$Hjg;{?Bar)@Yfj~C
z;79N{A6%9AtZI57?=)yKkg>Bw7oI)Ax=pNQa&sd$I9mB3AQR&gkDr_#Ud;&cb`+oK
zj$!_8GWZ~n-otl3wpryl^20e>ANjjS%380L(fBwMJPiZGztkY^l_ETXzZovYjR<Vv
zBJ@@K8?I^61>{6R;;Bmk$vrc3E<$uizrX!K&hTf#7**|?z)j>|klTijb>EvJ%b{ch
zM%oLDs`E$~h0=}H$+Rl!wBFY5zs}^<n}K!MAcx3vU^9~bw~rm<W}z!nwxjgEIRD6~
zv7KydB+8i<?-tHWhS+&o<w1&EeSb13-f|KN=;p(@(##zEwa-Kz`YcU@LD_>tJUvH(
z!s%lZ2u7(&yC4qNn?PF^@5n4%zzxU*aRW`|LE{8e%Tm{q#j`AMyx|PP^`P+y>Q2O5
z(A)p%<6||NIfDSpzL>GL9w!}SdutVR$A3ADzit{k-O-N6q3}V+#WK>sXT^y(Y=~3j
z?oi<3VgS|rkEc+v`Dr)Jox_+t_UjAPMHEMRZpS@QH?JT5Ez546q2WTc=?K!$g2~ru
z@Nc$goEl##K^D%Am>DP>5dncuDG$iWG_R0>im9I?wX*?yKFtD~2f`eF4YCz?9*wCf
z(S7=WC6Hw_sUaJ#9_m*@N#xfYIRj0QK{G%4HXYim0`xah=`OyXr(E^FV$6K@p4*>;
zi-O10z|4Y`Z*>86ynX+6fZO(T938EcM5(KZja^5dE-osW&1c5v3ofh-O?TojJG1zP
zGiJj)JWL+@3{?_zRRiB>GiGJ4Ns59J+I5{_57+H(Fc;p=Uld)Vz6Z-&TiPENyg(G8
zKiC((9sKagW#08YKmw_F(VOi5?v*R<J+g<toA`z>pBDc@>y^`S*6x?%?frEMH+h9l
z0@O?%{L;cs4G<r5a#zNiHJ5fRh9}psC;Ur`SbM2g>bUBEX24HV3;Pa_sNM=r&r8Oa
z5&U|>N2ZPC93L}V&E0Kp*1an`hUx&QJpUlGqP_=g&U}%)XkP-5_RK#UricDG@95(-
zhoGqt?Pfy~BCy;Whw{E3CukUiF8(%SZvRH`Y22P;OMu9q;NoSoCH%sd@H|6odE{}F
z2&rnnQ$T6y44vlY;r*3wgl*2fF*(2z`_>#P=rD;xoccL0IETbl1wk(LYhGJqoa&zk
z^kxh6v%1cIYp9C8A<<^{eBNu)b8_jNYipwqKe%?4AV}S4Zgzp!wZBa#3&qmw)(OS4
zl%1?CB;3%q|KJN<0cqz{blu@+cshJVX?hv8&uAFLiMJX*bg0|KIV*e8sQLEF{wTds
zfJxDyQUjw`p7>eLxSLYAew|Qb<dCjlbx5yWnz`%vDj#szQ<N^@`ut=TrAnGNHS-z0
z|B4ggLlky%E&Zt-y;j@61hEjY73$<I_r9EyNl0F!s_R6arP%Up&u3>x#hc8v(9Oc{
z_0oV!)|ab(QqK59yQNTM7Ny^qi_U^B;nX5<8i3Yj)SlR(xIO<^)=cPMuYOSJH=8|e
zY%la|CdZ#v*?j~&pAy+ti5c7JORvfvrMK9<m|o(&O|V#-eP`)9CCBdyhlHOtN_{e-
zu;l587+q0E_SD_Fx*?cqkze`=6*+1jnd{?Oc+eUzS1{zY;{UC-F@AYYetkU|*5P}#
zBUxbga(u&U4wGYv__8u;{+9FChj0_t-E72ID7~}<y6h(-3`?GSqKw5p^t1Ybf4;_D
ziiFY0S*bj)P`+Ax`<6d;o*mG?y1TQ@hF}9xA!^5-iI>2^A&$NyW>#Im-NMGzsd1-b
z%?77P#fOc1OM)dgW6oLAXB7A!D#W;{GkRg9RO=y(`Vu`~uwHswNvzg4O~OcAC3;zr
zQjku<{P39){DbNP<A9$|pKAyJ#Cgi|DEvb2$6G}k?E=AaMf^Dh1!U`6=lTiSbU~pR
zAkmPfjkywvs(9#)t%DF9b{+4BUrnf3iI)jl%(5In5bonbxB66g{^!pl*BCc2YB-&A
z->7!8b($_Vpq&)d$k$EmbFb`{hB=a;&erb~dlXhfOa;QQchy*U;YAVsy!+OlIBJhJ
zL^^8>b?oBEUX3+rk>32gQmF-PSy!X0wm$5=a1Q)%_0`6vM=;eqTtEW&vc$^D;k+_G
zxa_O5h`Nh9Sn;bXC>aLPf(OEx&4bx-0iKIymS)^bK+Z566|5Y6fa%xoGpHR+IwpQD
zG=*)WlAqjhk``IJhtbzuAbLlYtTIN*IDTwzr9LU+z&yo|s%rv5A=A3wnq=9;7NZVq
zS4zsejW~Arav-EIHLm`yDe>+3nNArn(Tg}u?2=A*@WA(b`}h=kmr`5aQw#1IcDr?}
z&VlMTJ~|3drOB8m0CcxAD?6W2&(xUsK^c~bbu2j|CD%m1jyg;}+5UXSjuz5gajrUn
zslFXLIh|tioUo>Jx}qPbt|wLuwFcP!8irX%Cx{#h9;Mq;>>^^s@q2f|8tHb*o_f}B
zFrA(6%7#7XSYf={=a_$ArV_O1!(x63h5gQ0NAo|Ceiz<EbZ<7=oEbRE&-XOu?tB3h
zhPxuZ%xRh<7WSNUTdOG$xF^z1nnZBC6p(tBde?Y;<geBVK_q9vn6inc2U!l%+tH+H
zEDEA=(0}q%nxk^lEEkzEd5Y9N`WF15W*2`0$x-2k%W^edJJt}*HQhvla0MSy7Cy4E
zdbTk*3heD87lFsByyBVJkPtq3q_80ol%P>wSU7QL>7iP-G|hqYu!sB7{dlDHP=B%9
zb*Z?gp3?tH^v37X!1EqFP-S*R`qASKM~H&mJlCjK33GzZe8^Z~v?+lql}z*<HK?B+
z#7D8}y55JbE6KM1<kQEavEl<%JjbBCU+hEqj7R|(G&s#2=qcg;lkOpbR58BY^GO@c
zxZzz7Hcu4Gnnr@;XVk$GQuEa^afsGzr%Fzoxt~W>VjcBV<8Ug{G|lrd@770LsS}p2
z)S?)kqnMp#^8#|l9LvGRfe&c2$JL>1WtY@bG^L9-XYIf1fXVF1NH%zB3O>cD4dHme
z<mDb$1)q2fsjcL-DPoZw_)vV0RZ<gt;&OAY@yE)zk>BR18;DXEt!F{xVqsi_9}k|T
zVyxVEjv*hemUM0UWTeBGQD|5YsgAb7aM}4oN`C)8ahD7iff?!SCRDHsX1t*Wk}(MH
zk*Xp+;H{Kiy^dFOdATgaiy1fFb?vq?ksp>qKQ_ZB6yy6x@b3z`0O$7Ofn;iV9Ir%4
zJMhA3M!Om)^$SR2XAuS0z9S$_8I6te=uc-S!l$*S>ojr%jQXX7e^j`4BD6NI&O`|-
zJ<C8{t}?$`*%KKoFAwaXryU5U$~Sjwmg>ka3nr4py%Xiek`y-L6IF8K?{bTk_WFi6
zO`8mU2!6O(m^aJ=O0@%x6jK}Irf9J@_wlj?D<n+Z&iKvUo3i^4OxSvdy0}c4hZw#Y
z7!-(uUQ*u9b}8b`gU*8*MZR>(YN&oOq%yOMSYhYe1trY|6Vb=QF~idBH1VBn|5R%6
zJuC1%5bc%R`1<A@ro2BqkP~Ko#I@v|nv>x`0$ob{WpY*ji299!F79r$gfK^UaDYHX
zU*}+O6p*_v;Im|Asm{G*Q412l;LkMUcy<71ah<u^(iAce-;Jiq-pLZ?UpYP=g@8Zq
z$d?eBzaQwL`ikwGbQd*A=s&4M#_H2tN<(}2ob2sCX%J!Os}BdgoQiHe{-(IQa^b(=
z=qt}5gakWdN?wlj;b!@&R|OAyAx*QQh^-$ka3UATKQLL{gCbWPuYS5gG-r4b9NJM~
zyZ$W-*(q!(!NCM#vY;_bUk*n2Q{)ts5->~OtmGH%hJUcGDaWehlO8#@M`%)17Q^#*
zjJHR_o42#=3DfQOw}msm2SyLt)uK=R3zVF%(KZon1V1mcbj*+#a^jNgsdsip48{i?
z_abcKY9}5x!G%D-f3{yKxC$<WTg`4U+}pC5Sna@e`q6Iceygu}C7@|muF<z2JnG5Y
zTVPafjj0U-?DwFd?4lUy6QMhhARe{rbo%;=b81*Rgt_gDvohCi!46}a9ySpd*OlO8
z4_-r|QXvmFh<Cz#w;Ftb3D~XnIp#D~TjTi(ca=+RWj<?~byU>6CeZ)tGG@4O8u&GI
zWD35fYN(a+$%D<cf?z=6nOPHeFM1a{yY$Y27}QkWG-MTv8TJu>EsdDB&dfppr$-5q
zdO;lnwSd+o%3aX2*TbEGwpUInRD^e2V`|Zb?s+qhREYnX0glpYr_x*6d`vcQ^GqDB
zlOx0jF6y;Y?H2CPw<%&1*~6PW*MsL#sAST@&>-24-qBjN;X6*U#wS4wl?akxu#{Ts
zN0f~{>cS4`?$u;zs@(gUf&Tr9?W=~s`CdA0ywm5Fm*?$H8+0zENsANhiN=NxyTLj~
z{{&HgK>v9%gO>uQ*Y(r8eNMF3_4RZ2B{?0gD1#M;uB8}^cQayB1Mp7olk)Zs-Z<M(
z@T(YhwGjxY8fs2$`?vr#=*K~+q>4EuM-9m!4F$)ejIYcC0wg#%Oqx-ALUJz|!vuCG
zR_v!(A%kTVeHT+^4cxYeCch(_HT_~-43+S;w~X9LJSf4B2)f>wZhReokPkmH-<9O!
z|5_5&v4Vt|(0u7{Hxh@_dCZ#Fe?)LOv|TUh>p=x_G~dwa2lrpZ<RRdcmvG8>c;P6$
zdpD^o7g34auiS1`tN&=rqkFl)Q@eZaTQ&M^AhUAF|L<DLVh?>I{0{Hlw*mh)M_w)!
zcmhJ`e^~Rc)-wr)^Te1tw4sn1S7&F*@ob>;E?i{d)SKJ5J^IV47ur^TOivgNAU-P#
zo0XOI?(S~=d~3i(5|*ElIBsrko^eP;wGh+Il(d?{p`G3#oRXYO{9aU)fs+%v(V-e3
z+Sb;Vkeu8Lxfc-f^F8?Ib-8OgSFZcs|3$pTBV`R*Z#~Jt5`Q)>@hY>{?z{6MWZI2f
zuHP7o@t!FI?a<l7!=XwaxZLO{CnJO0V80x8cINb?kzZISw7_HIg|?76EFp7OIk7(n
zNEojmSPH_~)<jEa6eLi0raah=mBkBz3_HGi;wd4Dbe{L33nEGp4tvsG!FeLiL%ql>
zdj%h0UN{&1LX&#;r&KvyY(G-<7)zBkVfM6i7L_tg7S63CSG<Z-{|{f6_^axet8LQw
zzABv5_YQ1-af*L`a6;zpO`pFV@~{oK)#|`052v32eXbCdVX2oX?nAmB8bAA3ykTEI
zWaakOCQ3Ew_d${|eu(Op*nj23FQewQjvUNNu8`zC*ir#xsAr7HY7z0({S@Jaqd(Be
zFwsWb<Q(R{W<NYyCgIH-)XMInGRTYq8(%7$7>|lpZ{%Tu-=qF3E5OK>8bD61xJ*BD
zQu45ERVP)vh4o*x@-82Xw*;<-RIX)<IRI4^Lezto#O`y!?;Nim%c^e<PRYD{@k`x}
z>@OIvQR!zsK5(jWiMG0Yw)2UA{R>bvzIH&3fY}D9#u;26oQ)#pWuqJ<(b|=J09IBs
zuseP(&#=5s2B4!`4$;2c8f%<SliyLR<=~)Cp2o<Gi~(j@UT3v)eqJkF(=^>VsUin4
z?jU8ng5jQU$a?ri*UD=%t|=|!-46Zrfr-GIu0}uYoF@<Xjo60+grCyua_H?1a=sU0
zeu%Hq`gxyd{N7P^;myp`oS<TVbQ(qY&%QIt^0|i2{fQg%>jpUn<Ctgu4cU>dv!w!%
z1ieQuIdZnz>D}Fa4?1%8V##OfA84}0?$ND>62x8OvtpoC-jm9kmW7+Jhkh0*NZQ7k
zSiVut{dq2W{ljrSFs!c@?V&honI?GFA$UD%Dwn~1?0XQ;>E|-sFJd^_Wz;9_Vu&=$
z!jj*`X~+@cjt>sWwt5CST{66Ln794JNZZk7_8JGUDMGOXW)6#*U}U(@D9f{@!HcZ~
z)_MJVY~usbq0^NeCCZ?mJ$L6-x+U#5@qAv`EjZejuDg&gA={_guYO#DN7PJc4Wcpa
z3ssHFtJ#lq>cg+bgD2)Hk;~{lVkfz#n4z^V`8(ZRuAKV*)*a^(fiCQLn4v#N<?(4S
z-oP%lF&Z3Fa+Dlani4Q>d~W}K0ifQ`O9t&hkoFHs#_8VT%Om}5e>mVsPD$CQ9R~%=
zGpRr1Xjd8y{T-Q^sWZ)04MFB2{AHY$O)gCr7?~+la%+n6KNgPv0EhqOs{C(04nmpG
ze(=}^3s)c|zcMdmO%r1l=vMhXd%NvV1Y)#``8~Z)@`^)#lL+-9B_$nQ%N&MNnx1Wh
z(=sqIg*3<2*9#_foi0?HPt45pCbMZ!{$kcebzEzYf#VO?`(pt6a}@x%OhLwaXH(OA
z8CluQ+ckg3!CpB;A_dg$)Aq;M$??I#h#~Cv&YLnUWwgx>Ly620k&%Iwl{}kUTh5!k
z7}(^zZ^Cg)ZnuU0H&*<w78W#1A-%j!whRdmM?3lZJ3Pnl0Rzqv(>0XDn(?6{A_9Fh
z8~B^v$4CPm6SG@*4HgWiBNDh}<K%<{y~y*f%^Um2R8>`l*(sc@-W)Ga7OBv}52!Hy
zaBy*j78Ee+)maC^^W6Dgwec|MRvPR9sa*PD@YpXLaG5w6gZ%XG@NjFhFDg13E}g)C
z;R}ORS&h@^=;}_w^X30P2jqX6@)70TdYsff86CyR!NCD#TOl}&J8M3^vl$Nc6jH#&
zDAWjTYXg#U8$<}34#v}uma#=si6nYCZ)|S<;IE216k}y!VfQ7aq50GLznua9v%>$;
zwB%Qkce535{{J`g|NiBFf${(SMEieNL#$XE@E;KN|Da{?iAnJRKC1sqLH{2;YJ>V8
zOTqt{Io}Ze>-qm9dy*~R;QXJPldGn!tzG2647X{ggF#S`1Q!=~^whsR69p__eoemC
zjfi5=!b^}^CI<=#l2T5eft0~lqTn!QC3gOqqJSn`6mKD3f)bT*L?X0w>mB%)rDbYw
zu+r(|?AeK}i?u;NrN4i3pO}-9jG<7fyO=42U)Wr}4Hvz>1}o{Se(5N-!60%@eb_$K
zDOp2B6iY`}oGFuT1}S-dgzthj=tTB{u{bhl)oe;`m@}*$OUNus2T9`xCdfoF2G_Sy
zwpT=$wqx)ekt1eiiHF3xq!E7PKH-4sD=;qG=3c!-&QfpN5SW_cZLeyMNVHw*|5Dgr
zo!4cxlUDpCdXD73RaLr~M#&94%i7WXp<<k$oLUAZIFEz`-}ef-Ehl*NN^f<8Qn{2u
zEdIx)&aHV`3%r0%=E~Y%P*5w@nf@>?Frrqxx1G())s#CH8U&L{ONc1gUx2B<)4>Wr
z_aQE1toud9+TmtCtms6uMbZVoiLeFKb3c7OrZP>;DHOU#DfHlF)69X%q6zq<Cl{7!
zqZtCyw+l+=QEki7aNOy&V}y7c!xa*~*_)KF-gFLYyXy1S1}o@>dAs8;b>@ppw>?Xy
zdJlxb%*DtH%T&V6^wG%oiYq1Ph;_w^>s4&`(`JA|#a_{WrfWm9DSZVKYKfw2XP0TP
zxTt4N1kyy`OY$hh?5uAiPs0Qo<pg}{Q<2z^g0CRONrYl@*W-pzDwFus^3MQt<I-lJ
zs7PR?EH%5~_uOlPw(H!6g5agc{Db$`HwxAp0cL_}!8Tx@Gvm@q;O7=mDOSn0|Gf9d
z(1&5kqmwt_aLVgSU#)^N|Bh73n{tai(jTu2BBQ5p1(&ME#@BK8+~O~^K8pVrXK&rr
z=JQ5-7b&i#xI4wAxJ!ZJPH=0H5~R4hyA*e)xVr^+DaGA`y97Py?|IG(_?|yl3s@n!
zxid4@&dk0(``LVPC2iI;_jBj}3YHn#|6j10+HiBBlhqkp#R21P8MbkF9_cuI7+x@_
z?e{szWtUV$VpK^YYjx%*c=M*<NIh30s=X=@>-j2fS)+xR^F!Vv?_av^s@!+3(>VWx
znE)0fFa01_iORaI94g}45W<+x!&KI+f6P+WHIPc!;~niP8Mp@hEvsdnzZH{(eEO#&
zHt(fnXMWy}@E(@<5EEcZmaeHc9$}@O_^Vu7LS@{QWa+EozsF%g^`L6u<1T&()!&Pz
z<y|g;T|_F4gM1I?(!&^)JffkH2&JRy$nQ|wz0NuKPFyxT-P^qHer|*J7(=CeiYN^~
zD(+}jh2GWe<?jla{4%A+amT-BvAoqfUhDx=9Qmna5d3>V8K`XgpMbOVS9t<J1)N>5
zN{ZCK-?-V9uY1I8MXIdO{~Nhj2ZgUbs^ypxpa1fPc2JW9s2pfR73|llA2yir)tT5w
zzt<^thXK?<O&aH0;_*|=*hhI?xzEFHIE^ctN4KVKz_mgi$Yp^@;PvB1u2Mo531aMN
z##~un;+ENFhfBfouEjV3=9}3{o|35uQS_#@Csgy<4k=@iK-&LZxf5Z`W=r7F90=OR
zW~6Dx??hHL?*Ub0uV(N@%atOKb2OQY7w`XF=@oXs`H5!rv*(W{m_r;xQmtx?Dmd)S
zQW4TK0Za{RU$GY48*E+D<uV>fEMm08CL~LR{{AVXyiu8I)!VfNIu(?1paY*u-;o^c
z9{uQA$0&*%@vZ)-GE%iuG<b;Tc7hn`C$*?#Wb_eJ=z-Y~<wc0c)4)oWi2nh`?S#R$
zbd3Kw$VP=;S%eI|Tk>dbYb$i?Vy(LC@{>83p{2A|nX2E12cxO{uQvWHeYF3&>FuOR
zxp{Ek3omr3+8Lzu1+kXmOq};#{_yu01DVg4)ENHmYD?vJM;lMJQ_XnxAVtG3uQp<S
zrGw2oopYV0q2z3(m5@{ZH!mK>eOY-Mi?>BnzCsuOUvGMrWqL6Gv34;0Ka>ubiT_+Z
zx%?2GRsUNl{DYPY<NM!=XWnNx%O3LoRy-Ld-u-tm@bBMwA^$d+$v-_k-Lp5AGFOQb
z-23(CPYyc8ba;Gxd@vZyetQdr-z#L%b|(rb{Fmaq3&}xykXKOn77#N$w!BPaTAO;^
zwz#+$a-5l!_2wx2RxJV4v}=CE&zZ6a=pKwA9b0_!4SsybJCNe<4<jKVQDZuQqM@z*
zX2WmL=45iV0`SJf#2oS+h$7^w@wol*@c6jBV%I%zvQ(eeB>i8mOrs$B&7`5RF+M3N
zSiM9k&#2o+&Ud5kJL+fdH+nOwHy&uO&jVCz6RqRp;ZbpNe#qdl>5ZqB!6GF^mywZq
zuEruD2!kqWsQs<D7$Ge!jSni<i<Pn>pd`%gO;F&&TR0BAQttP$<Z;(uw5+Tc6G_e~
zYPB~&6wb)9O}pw)P4Y&mu*fazH@l52X0JNPr$<P}4md~)Jx2x@IWVc0=CE*g!7*_7
z^_B6w(PfB*dCl#88h_EneI4j1=aG`8$Nzd+(evDRVau|=zn&9TZ)xX%P<XGZy1cya
zWbdHH{oLRqUP^&?9M}BIGmLIas^iM07fN!rlBvyRZmedXFxIyD4YW&RvY-CgY`Qx7
zeaxs=cTNnQvF|rLwJXM+*?Fnlddhut2T4ondwo|fxUs52%KAbSA07|D+y*XX3_|9@
zSxZXr45Hz%_u#_3pQU(v$h{2t!B+E1T9^{k7oRkOd%7p;9xbEB=k_#!3m4o!!$JKA
zQ%yUIpv9j?-8<qK(r*wo!>(imsf|!s8+(3SL@0Wws0Brc1-+qmrmw@51nWn&ZfK*-
zPA&8(iSv4F>)bYA&gea5e`Nc3jK1Pv@0#)jRVDl!ccZ0=Mc8jiVUGMz>ppJBCgI-K
z$gi>^*ia-#a8Gh^s^}nj-uiyosXZgMd~BzLxe4ua7JAK(C`<`mBFAHUCY(qp>@G5j
zQ)A(8UT`#)`eVDP6n=Y%wcOZ1YAX|&@9Kzz;aA*$#*~L_oWXmC?IzHO6ti%;-*|xB
zLpuR9!kB6!Nbhw5jaf))H&TVAN)lC1SmC7ymwLU{u0^_j19|ezfaEN=TGZ)D85pMt
z2)A<`+*%FP{}@p=Gc)wDeCUDw(P4Qr_5k2PfsqEmy>R6kJPNnL+O`^GdDCUYJM)gf
zw<=2TF!uW$D8!yG2>qP7qrKiYh=UAxb$>^Pd9&G33__4Gk^>rtY36X72cj_x{OU=D
zGlLUWI6SA)#sCV3^^wPO-fntZB;6XX9nvtrsH-6;App3Si78n$hP$)EzsP*Jpi(bJ
zdu%h7vIyo}B#m{%r2W2W6ERoNNob%61(imYd?<R^Mw%+Vk31%;f7#yk3z_m2ka!$W
zfcX5Z@!WaY78Me~Hsz9fxU+|?5@8BzX~J0N@!;cI$B!`&Ft-Y9?A{pqQ+Xek#uU&U
z`d-WTjaA|q$XC7Qbb;;ia`};i%^~gHe_iXr-2t)a*bL|D;`FM##eo-hJ6+eUJ#A}x
z)W^O-v*~mhjswtk3<LETY;E+Sm3Q05Vi_^nLS%AG7e*|?z7AXLdFpH)uu1GzO^q`3
zHCx;6oSbTWOxDO#Cnny{W+7=kZgv8?jmDtc(gB1&J#d>zq6zYZS<m#YW2uL_nMf%w
z)oxJ=@_dsYM8M?af&VPPQz1+eS=2owJ4mlyk^Lb8%MR6+l$G9OYf{E7UTger;tnD8
zF`iBO#v!qNzuD|EEMiI$+SQWZeEUUAo@?$Zw%_E?Fx-n5`o|>sy01wz%&WHm!&j9Y
z1V}%tD6lPdwpsm>v-6|0hX5GwTVU`GoQXB7MrGe+3c%x`^_v%G@6pr?)^?t$S6h5c
z@Kes#7wJ#sfmvk581_S9RacI=i@P7Z+E0<IgeHSqiZRw>5TFO}NF*#tw*b$mDD>Jt
zwOeC7(t{x%nV$_zfCLJI2>6r7L)9%~G3Z7OwoX7x3}@9fk>j?=PXG@(9mcnvWTc-q
z0nft<UUiqqkMC1=z$vSa0aLDnCOb)=naSs26WhwO*~;7PZ1G-?j79(+&$!lbGH?|U
z7gAyEm&Z2tTyQxRK0!X>$$SExjT%#eIuED%DEUUXP`3_|YUDCiPwVBS)|!pO>4-MK
zV>kG(1=&Iwb`C!&DyE3`McNwsw!z`EYW;am=36^oFR_s?cwJ~Hq!Y8&N$?VTbo1OK
zW{zt^T$bsqFNBBGBg$aN4EtIr)}0(|6P`ogn9^=oKPP8PtZ?dAO&!qUyhs{cq(`;n
z-cdrU^|lB{`P#H9aN_G{FhoYZ-`cNySvxqTE?C~-^IXBT*m5qC?7M)Q*jIF|KudZj
zWp<d{UQsRO^pIEn!|1R_^5k(RJPHFkLgnaNkEy$agGq<7hhL1QFedpr-PxO;v*H15
zmm#}4A-Gyo?wFJ?cdJ+T>wQ(!m{`}$8A%(Xc%sVZbgnP)T*{X#+3jHwUuAqu`16&0
zV&2)EozLnY^)7Fa8y_|?{O*2S6GXaHr+nKqJ9$ieD6hK`WH6X|EMNG!m)&pVO#6ED
zl==F@5sbeO@BUny0?d)xk2N#m@)eTZw}X099ba1#&0ZHXJYQu2?Z+6&wq@0k^8n#?
zUWsSTzXRT?i_SNB4XlsLn+Jym#8uT*RUphUw(Xm}1GhA_chqnqZH<lty@YGV)<w%0
zN4A*O&4z=2oDbsC4A6Y-JSz;@KT_JX<e&?M%MYE<4q@Li5Ptmx0f@L_(ZwD!x=v&o
zDH)&rNp#3@Z_%T?8zh+%0Jet|9kWq!g@TPk=dKZ{3b|cdg~O+MPK=Z&k5m~G)UIov
zOJGu;b?{rQ^(A~vUyFwis0EErCH8!*PMeqjZD$=CuTzp(e{_S<x5Lqu>UfNIG5dFG
z&lwF;l2ya(4#@is<&{;n4Bxw2paKmzNT6hdi9ZNIHeYA~+8R-r=|pbVZVyZ2@Rjeq
zCapykrg|$Q<cg-+k5Fn>1`{CORz8$5;iGY^RWQnM7dzJ%mEj!ArBJK3>L(wZB#M$I
z1Srw<VWbBhMu_a7QS!PDTgRa21|sMM)08Ir0>a<^!OZwc;+rPzFm^UeLqqL)Kbni~
z>R6^8s(ejVuIvvudG(}64B3hPN(T&LB<I?p$q#eR&VXOqVW{~IG@6knrN6^tBw&2l
zc|#g`nx756(=KYz)%x>b)}u#lRrj&H?ZBGCeTNvh!2&s;=WNX<A1B{lq^FR~Zd;y;
zq7Q=sNm_mtWkd~scDC?&<>3h#M4x__sOSf_eszD~YX10sTbJ*mv379|R#<V#!a~H=
zh_Y1;@@{Sl7*(?xUCC5e;h7!!y%u_Aiq$s-@YD2fLgG*tK47gV1I5O2{`}lX0MX>O
z|1%4!o96*j6Fya$N7gX2BF;eehD)(_>=9*dn(e&E8dzEJ$Fg@RpvC}Ebr`MSMM|lG
z4&R|juc)px#(P2|b-4VkKL<Z__U2Lvv%(z@X`{MGD{oRgo7i{D=P3nH$IiY{scWE%
z%2R4NJ4%H`M{tJ@wGwzgCS9fXeg6H%ar9UIB+BF^%)_IFVEeD}nLC_1#%1dt2TPml
zM+dje-~y`z2Q0Z!P>4ZEYr5npCH~C&1P9CWuveGpsjSz-wu|C>{gk*+D13C$IvO6Z
zXBUk%yD;o42UH1o{t=G;Tro4GYZ|DJoh&@|#mVHobs#(9jrLXnH~8W+{+MaqQk!Ld
zq^8X&mT6u-tH{(4*!t7xt#M(FmqAB{zoS(`n`LFJriqKCN&nlF69d%w;d;+`A*04|
z#W-Nkv1yXu%s=Q}1_<;@5BwfWbEQao#nPHHaqgBJI-||MEAucm)}7%m`XRFL%A1*8
zY2X@JI#dv<o2au4;2P+x{aBGyYYm%se0ZeaK(z=DW|n<VIjlvSVo|+B#@clVmbtp2
zvV^3=0=u5oGh1N!J?Cki3XEMyZ!Er={k{&RA)ZFBY;JH>l{8>_4ZA6%!+eDvILg?2
z6eaOZd!a{rxbFkKBm5Dsh{%NU#Ly)yHcCIY{pO)@ULv6fLH%t>aTNyYEQ&ovb5Lsu
zw=ya@G%wy-4`&iCk(UPF*xgiwOXTtJx^{K!14z29Y)^Z^_%2faIsVIIkS^cR53}E)
zv>rMPDJyK%SJ26&ui*3<q^7)Ad%1Cxf;Vum3DD)(mMhOKFY<3HmSDbV3<!nkUYZZw
zXP3647qPZN-eLQY<6ISwtXqDegLq)R<C0W2^~h@EM`{l2<|?8f4;>xbeO*tR8nWez
zeCyYyF4T_TVB)~HK$T*st_&;}Lp;_4<V8n3*;0!*=8boN^5fkl%OczZRs7bPDyBM8
zAI87qa*A+~Z)E(wOKVQ~Whxn7h~_4cY5@$G_d4Sw_>~pCl0@>I0?W80*kR+%#s|hF
zQYzI97{q~4_Oy5V^*!K{5i_k&nSIkNI0ZK#n)n>YTzJalDTwiF&gS>vb$##NF`?%R
zW<;DUg_`k5PlNcH#$5R0tH?OTQU9qvSWed&O%B(ull_V@t@6CW1}C*C;|30>Kf5#p
zTn`KBdoc0J#!MWQu;;(wb9k4=vSLP_PGFUmw6WsF`|uaMqeuC|P-^nD_uj=EY}?<o
zm5{E>JUl!!(#yFUVLdH3+$SN()nK)ooxzEkR!b?*$@9Doyj-p|F+?FGmh~+4hciNq
z%pBhv3i<1GGQ}kBf-A`5WolCD05k^1(VD@9(k)ULfDrCbcx0!BM)Em#wd8@u8!hO6
z*XXhDw33bWzF_}5fz2D}b8RcOEUIiHU(-~LdV#KmrIr4*A<!7^pj2jd7^A^KI|t?C
z%RUo9XEe8YJS^def$|YYRgd#{IS7wYNT0{*&?f()M5dl!2en1qO&?on;tei_sLw#h
zw@;DEJ%L)nn(L09R-b&B;y)oKN{>?Nec?xfUo>I;6#DE%!nnhLh<fH=|FUh?@Zj+o
zejbm(gCI22Xi^fiHk7&W14^hc+vnqpd4AXCqQwyI3-#PHf0;L0SbxlpAq|{9JD#aQ
zzX|rQq`mXLc)$JD;x}l2L=uoa)*T$Ij0)`o*gSf^b!*uvUF8NDd5y1XZ!E*6VeZ&J
zj=9Tf=LH_7V%I$UU~Z^nR>8)Jys19O6?)8*gP7;Y^Z;+{!HX*rnJKZ`qDs`)CA8?b
zn>J@wA};V1blwQ0OsKy^W4?^u@H0fJ8Q`;Yh4~GnDlfLBro;xAS;UFxl?Bc<Oqr}!
z)5EhEsOqW0%$!;lPUuFB9$a1f>HtOF;9by9DKU@>g;zBz15dTLYRI0jA7X%>!@>>-
z;Tvo=)1b>Cwk<ySJmG#?iZ;z^^Y**Ovx?qynFrzu_lo!mcLjC8H6Qduy!L|In#>{r
z014JS$!=6NR7~`xhN?J^;nAEKX<PF1OgOe0hy-K3MP+9R@_dYy*A&tJ_9t$il@XsC
ztrsvb$wm6-EA^6KUuEaJ*V<hR^qOs39QGoXou0c%6!<M-u6o~ska22k*93s;9fXbt
zlLK!k(0mEGI|c>@v2v|Sd+;=6hZp2SRn;H#*tdnR%E~e&N?8}a!7r}$?5CTk6;J(e
zd8{D-XUg}T+QL#Nt15sp02U?9ezMtM9=sC})LFVZJM>YnPndZ9x=|Am>s<5|Yj!`U
z=P?J7;&TrSQ}eo5HMSm>tCaxrL=riMVe9ROzDG!bfw3sk!!n?53&kU5F(B1Z-PmH{
zNK!<v{)MiIjTj9dQGHz31+P;YIFNX)PJsm;9*Z6CZ|Iz=u`R@xSVOBls{VLm=s{i^
zxx#H5nCURScuzvg&-1gfX1?zTo6Np(`ir|Ji`HvWlwr5j&Qii%&1TDiKO%ps&ol14
zH+T>pQrVRpBchkRdAML>{Clc0Fi$KJ;wc;vyDz25ZFvs#1NoQ}xblhb-5c+Uj`ZEs
zj{s!w7EW$z1UPZL@A|h6;e7!|hxTI!*3fScVM{^+5LhPQ6{d5`k;(Vw8UeUz;p?8;
zSfVrJcqI3$z8u)I^Iyzf{$d4rq?zsI@!dQ=e%N-o4K515>JwFm6X_z}LRFTLG<UoU
z*RvvM1oJRQzlWx<D`n~l5ExGsQnV}|6?D`gFkuYl9W3BqdMS$n2$(h;-)@~0R`5cd
zcf7Hd{}7bN(C6Q;3WmKjaxq6Ik$0pKfsOYmT-}xr14}CX6YuLdJSM0CM3>X`+)r^o
zmYV?j9+{z8i7#8g-;wp04jh-w^flbLxkh2neWx!Ae>iN$)GOZdajAXxa;m4T?@0SA
z&-2w@T?5y)tdw`HxBJ(aqjYcMk~TsN6y!H%6wiE>ptOzg^iYDu7$}Ta)CP{z>doHd
zqf-O7y^}cwTJSR9@_^|k6(>A(E-RNl&UNU{NN%tJ9ka$qjY6VxyyohH>*nzeWxMHC
zRTb0i;mpj=O@JVvq#zupd6wfSMKG#LIB<^_maH>7Vt7$#G5xn;sbvjl9#HYLn$ie@
zUgJ}VY=4!eDhAX6NV8{LGW1I_5Iqdz_SX1V{i`ri+;2pV)!R*JgyPe%fwtN%BpZ_;
zP5Q)X&sT%~sxx@`7)8|LM`#Djw4yG8DnCKz9fuwQOadq113D=SI>}2hI+}B1?Y0z^
z$Fmb62a_OU5==qgse;0jFxheM*KW%oO<&rAd$yS{gFmmg&`vB1Fc>t)hEnShM6b_s
z{4_vwqx&J+qTBvH@@??pSDZnNl6*c#Stt7bjiY~_7_su7FIZqp9%bUpn7)Pq?HV5!
z-k?V)0;7uIhRBoPC%p_P!3^ecH0vXp=M>H<ERb^3+GJ$E9Sm7A>3`<`;G%UBU?|~0
zDS)vNstV`LVId(1rB+<-eqrUxW*iZHf}Pb`?SD+m!aA}JPx2%$SV*DAc731*q%$@b
zFsU9A%+HdZK3C{K1j%v_`V+(W+2LK19~BHp*k9Pdme$*gb%yMJcT6DJq2Sj6WFdaO
zj~;D|gCUKo08#FbdF$o?cXo`<Vk4>5GoP}jpsjB}cGD+#P9Em20sR$ro<(BQi9%y&
z9mEqZG3vSAcyf$IKQJ;`PHzXiIqL;^=o#<%mw>r%Nw)7W{EEWsNEOiCA8ZTBg|ea+
zyCCL_(kv~LM_8i>+YyZYmgg4XpmPDUlkE(-`?y5kE!^T45B%ej;MyxpkuTL&2iW&d
zh>W|}mun@Jg*+5j_-mF>@+;-wi-r4xNuelCg@%e+@JRVt?prhdPuJ_GRRR640}YBC
z0O(ZB%ccXkGsATHbcDA=uW7_8_v!Y|u0x%5oHzwqs}@fKVog)>!&rGc3)&oIp*Z_!
z_d$6oh{_2Ol$%zc#w-Ryo&ci!NO{@N+d)It+0`1=a(e!|3Nh!QXI7l*O-n$Uh0-i=
z^K>X=Uj={er2ecsG1%%U$7~HrIjD`ubgmV;q+PzN6>awR?)JKPFHnZ0Pfrp(DZM*J
zwdnA-WdH9!P~fdObo@s2wQ-0bIrH|Gsec7`vZK_F3EDp*qw@^24n?h9g2BH@KGK(!
ziX$qUq1jqT|0Ldn%W6?^%~<tiL7(Lj1wA7BAlX<2B>8qpRqHfkH*Xo>dVj#&K)3q6
z$t7z1ROpf8Zh_hQ#!s3Q%~4KnY%F-z^Pw>o-C~>LG^HHyw$qMuTR%8za6e<cs@hLV
zK5|OEsyI-yPG-qFivZ<uCIdS|vv*=B_Q54J^`-}_hbbb7&7el9s5Ea3xc0`)`K?`b
z1wA*I<AXbi(ry+l+wMrif_v(->e`ym>V~=P4)n-<>-W;_^LHmgKC>)0B#oFH^rC@T
z-x3XlWu^wHuf&OfESltaePDY=j9EN`!AJfz>?6CtB*FY?>v8e^EV4=o#BC<`JOgXJ
za17UJ#~bnf%rMJ~B&1G(HsfR1LkYH=p%*0gxA39VyKBOVoDKXum^(o0EuKg8YIqB(
z(NEE_FopgaA0JD6Fok>aPf}sgweZw>921KP){2PHvT2b;?7)rdfyFf6&yOz|k_L;u
z0%Wtv`U8(k2H49H!?DuUKV`67sq`D4Mf!~zO>AoRSUqBd15!l`uLyme`(dIUrx6|L
zn!bAt(z9Lhz0B=TvvFR#EkSlJwZX#lA8L;cxqKT^(nPE194-IQkBpO(@0lEYOoQwo
zj68E_xF@c@;&7xkZL(G5+>1!OoYpw3*xaCOM7KENXf6zNby+S*tKs{$`)5<TQtpq#
z7qcd7YV5owqCK<M;@}7YR5W5nt|xQf7CT#>hFZ**$nMD7L#^sD&0Z2>v6i8f3SL90
zYLjwoS2GM|mS4QAaXsAl^p0ppD+uZqq-yR)<e0>nf}ekHbv7j@{~&!08*IplF@4FW
zM6%h5O3Gj@SQt9Sc0Kh3q!Zg8Z(7EPpEnQw<-a2KKWcUKAo}s+2l4t)|M%RX8fSu4
zUO!2nkHr)G0k@H%lnvbRzQ~;-kGMY<EXw1I(DCWHpf5_KZb82P%SZ(fg7K2Pm37DR
z^T!l^4g2iSbqYT_2ObX;Kk>?dYocTbgQu68&z%#i_+{XMfs1&76lgN3>Z4aNu4+Jk
zon>u3&CQMDeOt6KlLR#UnA-bQh8WkmaS@;qU_!Xma#-p$wX^p<)krN25^_@9Qkk#j
zr5hI*xj&zI<;%q(qnV}Q-@B}PGdU(f-t{*}_Cq8G0~?}bu!O=qZ;*coU3PdmNZW&G
z+@V4$h`$vA0GfpGz>@LcCT|ur0QFt#f`gmtF!XGgccCG%>VZ`wgkbBQWj|oDkG^W~
zr()@gt!otx^+<Aut4k{nj7b5;Cpmh?(VE-_tZOudREln!@3cs4;~;)6;#6zKF(Zp_
zbVdlyjc%f%IGvC`oGmtV-CvL7H2J$&K8dlxxEcs$st2T1JJkMJg9RbLRwy#{`=x%C
zLKFZ6nCVxSRZ704eoj5MG)YN82f8oI{;mj#S4cC!uotV0%2pmLn`Wa!ha3O()B-mW
zoa!SAcO0-tQ89Pf3U-9xW_KOH$j2PmYjQV&ogui)56g=i>)0-B0<w(d0ktt2U9$RP
z@U&7b>BiHy-zLvlO8Uwr6uMLVolSu6Ku3%EH~eoX%1@p>YAK!y+<#~KXE6)?9qYKG
z+`HU9Aq%7v@m<AmIi8M|w1VBwXvyxc{m6#u8{ul*Q++<YKlb3`5cerR|DHGHZ{a3T
zoOHyEn2mRRk3h;-=B|uS4Lm%h!hhFq6}U^K;F}umOhYiKfnT0;kT*3aC3L!`=FG4E
zH7HmN^=XB_W{;vQghN@ql|)~G9c+#>x@A;~YUeNo_xnrgD<A4HEVNmxV^}7K_^aD;
z=lkYo=sVw*Jv@r(=$9o%{Pp|XsPl}h9}+zdTEs5KVAAZ?cbMXhuS0DvcM5)MNA%E$
z&jooQQrV;Yn4>nn>BM?6cIQhkDn0!6)}FYM@FWg?usa=0tSF7M>ao#+Kf5p|X$q%Y
zZ9zSC=B>NJ#a6%G?;6~r-0Fg7$3r;e_o+UDq{mPbfd_yzF;K+9aQo1BYH$zpE@4#r
zL9lhBDC)xrcpJ$AF8rDJ14L<bY5=-PXZmRL6>u-21NV36XeA9?FNmj1kI<vm9nakp
z{>o@G{YL@6{IR9R+HYI8qAkgPy?q<&P4nFW(Wd`UYpM?&^6_IG^j6z_&!3tE2)!I}
z3wRAwO6oYXoRy?(J+a;?yfYJTB~VwQHSIaS3?tbn)44;Ixsto|c3@2w)T4kxU~bcb
zAJ|3U?w?7F^ZJBE(8H#T2hT~*v}#NS={cgl&97>ke>Amr!Jco|?Nv_+Ma-8|a7#m%
zWKoQ2PWHucVXr6P+IFlNTtT6fhOPL@D7I0mA@t)MR$ip}`95FmUrx~ZYf}v_n4&fF
z26@!`wKLxVsPsvK>18nI^o984&s-*_*O_?)1&%?OwLf|Gx4ipX8lkf@4B_Ax<cU18
z&!HTTQ&*hhOpN`oAB>Cp`tVdgN$>7$*3mXkwaxr`7*~@i&27RHcC5R|u6pLGVf7M8
zCd}aJIQWUa`<75G9gy87Dkm;OZ9sBaYgVPmP#sVkA<XE@F5(DXhSE93eKJrYFI7Ew
zs&L42`YhH>3)t-_L>wcW)_Wetljc%QO^4wtaiOIDp-kAQ@!<g@j8W?=-{d3{TN6sW
z1Y;r*%nW%s4k3C(ZD7loabg;O8Kn_|FlYTmmkNY`_pr`EN?Q{oSAGfiifR7QOj@7E
z=eAZNtd>=aet+l1^OM`^jOO>8=>uC7<_FzHVq-+TE}jIY{!AV^@805H5)EqDZhBKt
zyuJCsu30#)pz9JqCBWqOQp;Ap>6vMXkgGeds?XU~X+DbjMARnrW?tO5LEZJG)eq>(
z#583P^YPbqXoC>5V~tpDTr4{O7lL1L;ev*RM)TVZpityA_J#R=9(<<7BTLF6IW%fQ
zJ!QE`ao`tRXs%F?t_(5al|1|A7X({(es*W=_&#^q2UdQ3CVggX=&noKxCC05yv(oe
zg3;Qoz!oRz?ktvyBD26K45mM*HMH$W#QK$+pLVx=J`obv@ePGgLy8_KxiQB`XrbDt
zHy1yxWoIo6-B1>|S=Nj270UI2ws5*bU&?VsY|Z<_mQxav{OC1@`~sTKvd~ExGl)->
zCx&>jH_D96vraAu7x#TC{bw0JJo50yxraRF*uxwPaC+CJ@C3rW|25mj)?N^~s>3}c
z&iH}11M%6Di;Q#36{YNc-(&CLLG`8SNi#z$F1k1>e#2r%DjJGxW^L|PTOIw>Md3mT
z`uTA`HzPFGyvRK`7(ju1wW6jQfz8j~0<6p@8Rs9Rl>fq?+SNsJ5^^J5zQ=WG{0!Wc
z5eb4~3oPFj@G`H#!E(?}wy7Mnp{*CJmnBSwa8Km&Y*K8O8*P1CUbHWmrW;4uLc)}F
zWP>}P`91;<Cl<rd+InFT5eRWU&q-gra&cdgwcgE&5P1<Hzbv0;R_maJtlbSj1c!cT
zO8UpHWRN0R_?E8?sG6)(r8qZmCiEO+4!W1kxq^donEW941)B~|h}&@O`E=T^o5cH%
z;xER+2gHR+ss43>s+;ZYy*_Jf3c|w=uLsR-B_loe#@!c!G|G?ht?LdF@T;+>J+nM(
z6q8#mKK7!E6IuR+Q{Day3E)lGk_`aqAM-i^uq%@I<e&jVqz^ng3(Mjpgy_uoL<*>a
z`8PR<X>Hcap1kGxiqudcH8?>K)8u|m_91&Uf+2@2^AuzXFyea?BApV=2;bJ5nWjB8
z8KaU8)iz=SwkUnPM&sy|?rIYL9NAc{m%tr61O1wX%4P<rY&NXl7oYFD|3^fq5J$u`
zL&K;aY*DP%xu&pY72K&g<021gVjnC^3<tkl3-?!@Jfw4{aE>qHhQ=6<Uim_HaOX3X
zdYh0dQ{gZyPJJg=xy;=|rJeJhtHqv?(laBjik(BQy8GXp!jF%ROc!fR_}s5(>gtyg
zoxXGZia+r!kd9V^yzPRpk@0{VUBYPS=#(E((t2302({n+g*q&-@$eAj<>fCRUVMUr
zJCST%DhUS4a&jmlk6`N5^mGX$Bl0Xk*TK1RZQ>WDl_ncWOG^evVfXlrX1k55kCxJ$
z7jqVw<p)qF$@o{E-P`S8ulb691l7B;3JsA@U`6m;<Qns@jInI6in5y<A9V_R7mHpK
z+WPu>RP^w{ZGV5iG1P2}eg|#C0PT(>#;4GqD_|0^`;CmJCMHtfyNijvqn6~krtn`3
z_3APkih)M9EX8SCS$+CvWYN>plP><30+4&JY;0=U`ztnI_yZ0Oq4&4$cII8XLZNRP
z3y4MYDMl}EiRaQMQWP7?cjqZ=Mn2_j3b6RcZ#k>oiWxlPw^AjK4m9`F0&`;tbK1$v
z%es90{Gjo1h3{)r{(&@ppSd+(|2Fw1Bps-+7YDLXEwA*fXki|UUiv{xtqm`y#;dZT
z4XHHHJ!0u4bIWwH6FU+9L5KK~*pQA9&mNhH$7m?kgffia1N?ci)?&>j9Fnv9qQ@rL
z!EL)XW*>e|(-*&37NIqkTB}R3zw`53z35G+&|QJXJ%p~D2iC{?3;&!HbQfmwh?^5r
z62T{pB?OBEj^cV!DuJcm6(#cHK4HpTE0dMEn?aizN`!jEmfiuiB?R*3MrmGht`=RC
zEwk#_@8r!=Ki$#Eihen)Z0ZUO2I*1?EuySzNzh#=mlg!uxVApY!n&iG+Vohv=@1Uv
z$&!&-hLg7o=37%|loRi6jP|7RBqL$g_%#Q|AwT0BS(>iAWDf2fUlSQ>p`bdDH*(7G
zYE!qQBW;>}>i<I)!%$TLDyZPJCB+yt8TUL31D_(;Sx^I0iD2`@Q1z65A~LyH*#yIo
zl5XyOgXa~5Qy|(!7Ueb5_hp`g?AWp@%u{LW!9BDPm_dTXK1P;ZGUUZwXVdi9D!3v_
zIXU|^2g1z9-Ur832ixGctQg}PaiJmAhol6GtO9Q?G>z~d_=z{Af#QAK&D$s!hk`ES
zjg!d|QKwtO-zM6h^mRgUeLMP7$uPpe`#s<ImoL6BAwkj?J+eKwI^>xg(JZau*bw2Q
zUkiPzqMnbHi>@ja;T@_)skttdn4mZG_=TRwEt|FX)FK!lIEfEpiP|zLiFMxbQZ>|x
z>|FTul!hC+!%-Z|MCH-iyE1}AOou2wyf8S=wOS(Rj9k<2hjDk|z!{WLDMIJH_`#=2
zx`m8dbiQ~md8^#0pw`oz0LN<)id=PrB3C=nMeJy6{mY=734i|%^lUkDp0x=2+n(&!
z`6aoqT4BwFz@#A~69ryGsSax>`0u!Hw0lvOFi5v=%#hr6-s9m&*y4eI<d?WKp&o*n
zH`WR3r@$$%)ZCEHh1RFXB#Q+0;z(iWIQshdg-t7z$*TGgpWN&&)YiUs6O6yIl$%iv
z><0U9J8(b;&a=hNEas45eseV;9;SngwG3Q~&JpKQaZ7+ydLX(MFt#@pREc$&$JVhn
zQDfrbiu7J!(Ie=ozj>{@Ba}@9Ma(aSR>)wY#>x=W#jAtG;M=Roob%1$ZUF79U_oOu
z?kY+2%(;Q<B>EE5oltKoW(U^H6wZ28@gjRYP7tgO@Fh{u`tl62b}?XV1n-vGH@gI%
z;RB9ZhGOko`j$`J9k6W^2cGQ&sTPMmkWCIMu$#CS5qQ2O+;<Z@@nJ=BoVQcwV-gZa
z)tcy*egkfHb;(;>qk(sk*eud&K}k{Qe=cu!&dLTuU~Nh7L_w)tEZCQZsBY~9W_=4b
zOFoDFj<%%Bi^gIW^ltpbeG}_gi6L%%QxotD<mTM^lAHn)M7VyoDE_RgS2?B%8+dAv
z*_ApTzNJ)jnyXVZ4yzj8XMIH?pmE_;-x97c`>uh78y^wn_z<jhaS$hAQ9`}O!zURW
z_Tm&ADi1!;$_y4U9RmBQ$?+16E$K5eI}~WrK|;GTi)ee{$kBgG|EF~fQ!qPUISw~D
z>h6m*ui1W^j|opE@s2i0L|>|i?a88;SI`J3p>~V5`S~3a6t@A-s|THBV9<OZfqOR{
zO9`4$Wq9w|`Er-b|22w?){hX(j$mMu0=I0+V{fTxuByAGUyJEeq0MylMl^-E8peOl
zr)rM5$m#exIsUHwZ?ovzhrtf(*f3U?i>8I4M~-zMzrIg2x{r6zQs658F(^!_>EUOt
zpjl{f?io+(HUM_;#z{(wS0;SwWa#eeLBd9l1y8>-p^@T<MVF$Nxnq(@{qj&q)(ipH
zG(I+*SE@oMvAJ`wiZ-!ctOMJhQ^QqaBeZK7Kl)2-h1$as+tSMStWt6|<~CLI_m9_V
zu<OV_{mS9)DMgu@)<CJ0uVDmWL_1eUVCqWbEe^)doVqqo9bd1@uN1Hym79m=A&R2+
zCNIDA!W|Zhz9(;%yC2ke>WG5vfsFC9CQrgqgeRe4{*?eypCiztT&P)#GvHCA>!F1k
zwxa@IWaXnAj&Zd^m{aoJ8ucY4B^>+yaF&T@qdzszKa5}%VV#A!cI%)E>*&b%7-VS+
zVM5%B#HLgT;Z){D1?v9IxlOW_U6~BSgkwK0cb%@3oW&S~;@1GR)I??oUw64)fABVu
zk*KO7$b0NW#y-=&mVM%xIITLVuIlm^$;zz#=0V?ZSNH3o-1h%-j1cd~Cb)a`J*(~s
zt)sy$JB*W?UGL>kca*dHI&Ec(e$WDT26ITRP?)M%H?dCo=2S+8o;ezJdk%<sap)Jb
zvYrgh4`cuhK67Gio=hrp><SyXwWL#5G{Vh~9|o4DqS2J#^NiiqnD)JoB3viKCT|RE
z4n^mAzQTS2{yb-yJPy<o+(}u2;{b}WKQIP-MTVBqnx@Y`+|nH3?>>WTE;$FiRxz;q
zdN<ep5E0{H#)IuM^g`d!KXaCghImg)e>dhpuBmVO40OxldxN)~+y}2}@jsnJY_J-S
z(@Xj2%_GQ%aN9x`<xqk<@i;k1<U)3EU?p->6$$7Y3Ju6zxXleTv6Qc~?02E3iY&tM
zcZeO%+wH=srhoNg8&UeAUa#;1$IPFAqNW??q7K+LA|h}({i&nK-vvqfJU`@z>&;8{
zp>cRxXXmiWGOf0a{kjimI7cR7Dwr${&KLE09FE;^dsIr0!SwVR8Ub0ug)#u-9J$bY
zmaXWE!eDnA!r;Z+7U-)U@!I>gOyV;F;*TG9a3tZpz7=9(ieSn!hogV4scy02Y0=e!
zF;I*SnHc+~4u<h$y5XG;6jVm^Z}Xx%9xNDTEYxDM=vdL!3dn1FBq%JOS~TwRM^;A&
z)mRoo#nb(>fF6$iIJ_u!cfRXfRR?P#;Kf%qZ2w@b3)5SP&H*J%WJ`!>wd!#a`ns6o
zLf>Ad^01MQ^;2VbHt5b<G}GdU)Oq^TuuDMefyA!K-N@7m4pP24s>-mj0Rmo}p!W3M
z6<I%LkPB7<dM#TLZ!vaLC!?6pck~!1CkanfVLG?c`XZ6%?-&VS8*4vzpZSMPZk-n*
zr?3f7Dqb;?D{pXftsgQY)(<P=6{wevDEt2S=yONKH`w^>6b(wwW;E-*6D%NWP-wg#
zq_d+K@9Bf4kaBBEFozEwlHGS0J4b_x<HP<cexXU|u_uC#<Fu8V&d&;_cxJP@g;aZZ
zOZKarJ=3Ui<X!`XMF*sY?_*oI&0Q;oxK!P8QPihd)9d<}lOBa6H=ArwP;_%N%zk5C
zFXCOah3zBnac{<|<G{60)K4DqmU`q4^!I>;WdsQpMWDQzNnpPOo#%XfQ;ek@-8UO!
zaUjKQsHYyWads@Oh@0YF83L)P1IJ+B$1N7cEgPzyw!1qlXx`UK{qx|lze>p#tu}sS
zIaZo_NaN`VHjwgn<mrj3p?WAZOzjPa6sfsxj6Fa2Q`;h#3&u6aJsq^6f$!?@YoS}K
zf7dvwgs@jHz4l5F3zBX}XH?2y)IZwH?N<*&4t-?#FScfc#pMs{$xxXVYXIjJ$SoV(
z_f_<YONN&hDz@b2-+2mfcOkfO!I{CbV6RK(OB#h^%q&H(hzDax!`eW@o`OML<`?V>
zUs3~Mw7Sm&N}aG1P?<8m=hX1jV^Oo9ajf>nAy4XU0b%lr5nK-Jt1(X|S<C}c?;2{P
zQ~g;p9|XY0rIA_^hYwCAg|OaHx6`wLScs>ux_5^ejZ}l|5<)o+D*Na<67^}+X3^A8
z^}3cqP7QTunEGo>168pyAAxbG3!Mbt@lkH#Z!8~_r9W~5jYz(k{>~y=nIOM6mu{!B
zKpbg-w4NcA9<MI$;TU9vC`M+x<l9{SsF@5o`HOfJOvzvm%ijfo!P0|RmX^l8gw5UN
z`QUo3y4U3=&R1P;tk4tZ{)LxnuSVS8?`w9f%_QZm>C|)U#Sje?Z#K)uyk%GIf@vT6
zWy$-{Xs;0>n=^T#0Y*=!%rn*N7I+u6J-t#zQysO1@Z^WbCZ!^J2$2d=l+%BEMB*bj
zr_~q&QN9u~z|VgRv%WAhp`1@mlaLvJp}eh-8y{joq>gIfHGd3h6oIBh#|^I01C_t8
z?Bvbg0dpvJYrO;V9CFyNOa$hi0DXn=k|1Paln9PhSpiqb!04~E$P<<yru<<vj`(m^
z{3K2_626j6BmqtkfTdMLDC4M!feW?>H&;KsIf6oW$0{iEFy(&t=lz)Hm3*p?dviH=
z@6CJr-Q(O&e^xKr7YBD6mKgkqi^NL8<-_CNr0PIB8-=u-6^GX2`{gK!sD{s`LkN_Z
zO#kRxDG{|M+8Ba7&+EO?KEUZjLSi|l=^-ghVa3JTEjTV0U>IZNW|Mzw6gr8KS)foj
z`l_KB9Mo*WHT`{GVPl!c7S8$pYfx6w06{-j&$}*>)dsiJB5M?w&-M)w?W`hL+WC!5
z@6Io8j7y55?*!VweK^~-Ek~7SR)SU^>zYnv?k4*fV!c7|uXDeW`Z&GVOS}SWco@0}
zgIB$WRMUQi<X<nux4*&P1QsDS;T-jwYFO;?bo9Hg?!cPh9H!jduxlu*VGKfDVcfMO
z8aMKaETMSn)Nw6`?-H8G#lHe!&th|;)9X<9qKSsxJ9olf!;ETRbV{o8Pc#_~Z5AWP
z)wQQhmrI+w4kEd<e;y7cg$cTlDN<TKvw!T88(2Dwj3>VT;JR=Inw9jW1V%VbSug%Y
zlCl%<LtKfa;N^j#ADohQ)_Je%2sRcmK|^slkpX2(mPYydH;im>!Tc<yZaMZhw4@lN
zI?n@7=aecbNgfVZGYC16wE4f<c`J{F7sR)Fi(a{sOMF>HrSZLm`!P0VQY;q=y$7A7
z!2yB3`HcMNwD{Epo0~tuBj7l83Rs9IMgi3w|ESq^+~-&83(`{x;OUsVa{EX@+}Gtk
zj3(iZ2UEORvWi~BpN4kRP296&4m78EDw>|9zpd0fEitT(<gCdG-u$^^W1w3TT8dC_
zNPHNF0V&pHj4;z17rEAJ(ZaCNHBx<OgG$2G$&PSR(7C9S<eM>*x#&tvcx9ZSO1N3{
zNo3K#2GgSKw?jWsSY$Bu(zDCyGVMJ-vJ;iR3%S<?%)wi{_(P(y2nak=kk(TdEBZ=c
zHW=kEOJgdMA>!S(dP}1c3ty+Bqr)NYW#j{)U0q%M*Bjknvx4{K%M~UXCnsm>)cxs7
zXj~kY*X^8klnB&uGIYAK8rio?bmjdA8bv`m9QjO!jSYgY96?BjJU#6!H(Hnej?eyU
zfB1)Xa)XJHkswWq{KL(iE1%~b^K~M8_)qbZI%5zl-C`8{bv&9|(D6bw7wD%<EZLWZ
zDgzGZBMmwg;9QyJ_(2_v<9Ww5hPp@{j13LL#Y};W+=k+vFho?Rth^lh6Q=ZmKOCaz
z!^IXfFxxl)<G6chBd?|g3mQ=9pPfx6Bve=u-}#9q?$=`e>-{7C?{=Eu+OCtYX=ATh
z@SnRB4XO@OjC@RBwZhK|&*F{6sS;N+#GJ}fiWuGE;mtqjKp+r4F977@-ot}iadv{3
zs;B1@-BKVt0?!?ljeIiWPnP@y`5DdqZ%~FPy3;M^KxN7*rXJF@5>0QfU+4^J%WN!8
zl@L?VZNu@!<0VhmB2H|F+8#Pq6o#g$l(3RyGsc-i6Xm&`jH4aZfk1p)TN^@g!fcUI
z(JnPtiPTxPbO<b+=O#<ACnt|Av$!_7x;rs6k7GVkVvdLJE@9+>qm3&gI*%hPN-^b+
zG0oqQ?gEj6je=RZ8BMxd{sKu<>Q$v}pEzlT$}<1s08jf@2rB|Gb|6vV>`TMKk+ymy
z7!A9vO%|W(Gxz7|xdEhRbt7uuId8t|j#!wd?Ms^W3RS|4d<WzHg@EqHE4t3IBO<AR
zg95$W#!U3#rxj&QyLY9b4ST4nX<^Err0IQm<PlS%qK9(&WR($LZAZo9H0K(_<QSy2
zeYqeG7hDzrjp>Db1^WFZ;nOpE%f-tc>6;I0z`{LE_JufRyQx24z+}dG%x_<?+eW-5
z7kf5fn|IO~-YA*66BWFZY0GmHM#$L9+NlpV-q49P5_Uerw4(jk&GsTyY(<Z*cqWn(
zW)f@W(YoTXG@HBez{(1K`1`@>DseepNCD!cN>hw^85HZdlVJ)V{>ZVRGl}rpj}UC9
zfkFCxG_MlzH=+*bErqrk=6KRxH?vmq#u55%BBw0<_ny(}3fn?7zN6$(pP7uC$kj+8
zy9KslxyLVi>aTCnm*IZ{)nl)x|Hy?IGLf^JX{@}zw~wN(Y1LWGEkjUMuAgQZSM3sR
zaPB`vEDI$2PMNk^HqgkP1XQEv;d9@k)#b~`U9bo>o--ls4LJkVUXOy16+ENH#G6$-
z-652BEiVkmmAl$n^<BIpuk@bEb-!N`hFt$=v{+<_Lg#6DDg13Fi6F@H@X12rcS`N$
z11iB`Vl7B&;NcfNz846L^(}A(#h;PUxg{m$Vb|0NWplD(nV<swYMNzQOT3H4R@AD@
z3u?-3wGm_ZpvggO8O2|RQoo~~clGd5Y_R0H`0#=P@$z>Oc-NY>GSanvx>t$3)29Ww
zJXVPkc!f*S{+onv{$Vk0;WK0gIu2N*OSF<v%=%90V$dgYS<99zzVFf}vA@)0dfDNu
z%2^f~JzwLlu(|GL^Ts(4v_d`=-#Z1x8tjx1mi@2Gfw2};Zt9ez1N9%nbFF&J%L?;l
zzC)!ZlkQ$=aQ|*r+OEj+F#a0hoxpF)J7?sb8u-xgN7`#2C9@-CE^KNQZ7`%{35>T-
z!6rJ6-AvvEr610+OEV=TG4+mEhZAu3gz6z~mk5nWHM_802{bqko+4T)<_zJ8ikl~r
zsbiXx4Bc?#U08ug74j<r6FV?$vh1J4J#d^$?=^Sv$=No(`fIi~UYs-%=1lQNb_6(_
zSrBp%g6Bbs(p_|IjjnyC;J>_H$un-rOZ&R`M9*_gF>k3}^G4pmcuM_7!m#Br#8^B)
zwits=j2dm%?nQRro43$|*j@f!Qs_Z{fxeJDPM)W=Bd#+C>DqGZ=)!<YRg3qV;*qIM
zfpcwXVZbduF3&wr=v~jS@2@CZQsKQl*Q@?h&s7juaSt*ET!eU|HgA%%KVMhMDoxl)
zg?@B8UQ{y-jbZsIDCgriv?B5Cgx?DjyH6rba=&GdX)(8e-d3iw6FuhbmcaithTv++
z902hN<XOWvojoIl`ufK=j*n8&8%dqtJ52G7Je8sx7Pk*B>M=|BdQ%25^5kL@wnxfC
zP4zH#*)e}MOv}n=vgx7WXt7nc>0TcQ7PTpolwnQSG_`uZ=n+$2Ibx+|#k{&h!I%>6
zz=TE^WR+j_{wjW+xQc?)SNGd$Ub)qXozgs#$$#fLS3;vdR+#`Psw4!-jFd#&eY@N0
zMtIy}*@9F8^?Yn?&{?&U%)(gjL1;8P@FT`EU+8dXXZ$<p#j*7>NAW59#r%FFFWE<X
zg~x$uo)Z#ciPC`YBRKEA<D0c4<vDoLOf931&S)mIHW@;nTQK$s0=aB34N613-0S?j
zNERLZc4z^3pvhQbzU5&T*i9-Zj}E|qh5%Jk5tRBkHXUyP_{bv${365M)EFAIi)dzx
z#rEUy9F)6?>1^#QP}v2(MNH4>m`s31u$pJ(iH#f=FR&($$&GvB58M*U^%trOfA#Dy
zJYB5c5a3MGQB~`^UpI|9)Bp=f{zPJ%)Ags!9M-&0<GosBn{CZ@>tMXu8@MHUCR6}s
zg7?5bewP@-39n8boJq!5{Gu4w2xBAv)^qob<aw&Qr?-V9$tLeB&oGlDbi>x26lkQ5
zUv9nC_Vy|BUUb0ky85Cp7ui`=9*(z8>Ma~2s3}<@Q<haCy)^xHfm80XqV&VsDcY~S
zgAWjt@8%`3D<qGjBOCYdlb$)oJxeKW`Rw#o(C8$buTnm^Oro9eQxQpfycOcbk<-u+
zyLAg^T5G>*t5~M|tqvg~xVtWM^f)2q@KN)Hca=e_0&&i=yzfa@({uakEcw`?%{lM6
zi{bK0^FwZ->TRN0xwO&@%Gl;fAkPsXKH~Hz)X!vPkPPd3Hw#6MQwd<(kkgy#c=+pQ
z(CjQEZ98-@Sa?SdeNSpJQ1iFtbU50RNzvFe;BtqYr=nngn%x+4pep&8Hwdc`F%ht{
zhi~b)gNxTau6~3wyy2N~T)-qVh~s=C|0Tg0Nj=LPfSKM$V4xj3G&cwC(Z0Zkz)Eq?
zSgdK&Nr)PJ&w;pnr-kL5o#AJ~;X*}CJz087s&-*i4&r%)jS8Fali!tZ=+23<Nn4$Y
z(wrm?vg5O3R}r?O__#1%D^f2}EL@CMRz{dHHgbT9Ww0a#p~8Md-rGxT?JIotilPtA
z0hfwIwdW}_(0K<y10lWpZDNdddc#lDf(Vbd%S+PiTOLR%tGoNRgY@@Awyfwp^uPt>
z5bH;HH4I$MsI~9T;2S!}6sUW}c=}<r2r#!=)P#XK#yGPirrl-4Gd-}ziTmOZj|B37
z^~y>>jUD=GiJuX$m-fd;M;|dxcWU8R4t1RI<VrqDl9?pFq&sOF0rF4nFP?k`6sChA
zR^j~iu^z!SG9!R=x(%}7jcUA+D0C_pAlSBI!HGD`&@6CQ-%UtPqP>I>m<uw2i@8*S
zp1b;g`|YW#9?WjzPCEP)YI@d2kUKG?{*#tW{xw@oJ-U2u4_sRCG<g4addA;}*yy9d
zFZXpd?a=&4UK6bObakJRQ_Fqdo4`dsx~@pLC{I^u5Fw9=gfOhD1w8G#SVl{vWvv;Z
z8^$Vh$Lm+1SRM&HEY!qXOTzb96yhMOEORifFwV?i%vs1N0W>B72cBH>?g7QtGn)3A
z{OODkxlz1b6y0gZ1sdFsJ-a^L*}z>~bv%pfA^RFwh*&uNo$<HH#WZ9Di><FPfyHj-
z&@a9m?j1WUBpY_Yn6TfAm?fwxFLdKNt<->=1tu}r!87k^4_LeBghy^^kg9hRybNg0
zZzZ4}oi<W*6F;^ff1trGzhF<P1^&mZq%%D&sj;}M`Y_aALsm_~54jfs9TO<T)|ky_
z^{148Wika1XK|1f<SzI4ENHXv7%8GVELkwce`<y-ePCJp1)95P5;VR#vVhjCL4vec
z^Y1uw1Cn7)W;&AH$ZO!pe-n^2Rl9%1*iMoboCH3i?<|Q|2^}$%#i%a%_i<s*xm2X>
z)))SR!ol(J*tbDw&o$Atj=4FVQjSP86oIDy-EU=oBBR#z+>kEyta-yHFlN_8TvHPl
z0iCEH{yx5^tEWe7|JrrKJEfIvq>X-TGE0!dVORF~@wob5k|VK54!<KEP6e;;t5@q3
zukGsp0aHP&zKC(-#wqDT0t(lxSpzRGFWkCy3r0pp4cXX8R>9S)S2KEb?AWm(xb6P^
z`-qB)Vr)<!_|~#zOO%(FGrxcK*=Nk>H*el#vacxy#5D#9q9n5GDK0K%g4>90Lx&E<
zr=LpGrOQHs@`zrJj*fC!;7Gt&Sy>s*oH>J@J$p9%ZN`ilOyJo!-+Y5DTedWOxBBlh
zcrbgq2FW%@9`=)9L1HTs%tiw3>aTNkb(ND@pOrB<IG70><nh>zza$v0TeoglzI-_o
z4A@le-MiOd5AuCTT_9N`i5{d(>&xqHAonFYCM6}w*}NVSI7tE{N$?-n-`}(@*F$U?
z85!9Slvxi6`upjppO}C`E_sTOpu)Lx=VH^QO^kgNbtBZ*#irokAl>BE6mm<enFrEV
z3Ym?p40I5m!M)IQ{dpm_Ue7@Ek3lN$+tbGs16o_a#aw`doN^|k(tE2P;>Ndu&{BA~
zm0M7TnwnZznalSNmgf41OL+ZeNy0Y^Ps7&A5Z&6d0e+d;?BbB(J<0p59QlQ#+!Bcm
zj1+8O#8Yj9XNA~$H679O*esQ*IPo9{AFqo+Syc^ejQIHL>(($=$im0yAR;;dmIm?<
zUM=-`h|A`F5Z%&37n=vSKr0&|ipp!S{AwCHu6u+>Q(MEHBQs88<d%t1QwLZooR&-8
z$8jvEGxE&@*xb(*t*nI10^0Ih8R)p}DIR^^3igIl`6r$g;FH5IP*z<F8v`Aj8SV*l
zg_B4b9f~U1axj(OIA&=gKwPrw;GUw=D%cM?$^?;+y0vyn2)YN!Ps&f+OvOiYZ=kGF
z3>!0DoL$xx<}wrO1|3SOBy~aFepbeOW<#(_9Yob|7;}*csv<i4I@U)nm~ZuG-Wazo
z299GcLR(9Nc`)|d7rsgxjB|@6@)gR@(wK+1*T}bzINu<D?RZ~wZ_WLHV8_K280c!_
z!?xTTi~kK9c-ra1(L#XlcE@AG=dGZ}*J3i*rRG&2qd@*)W^R#0z6nP?NO?^?7<OD*
z555XScbU!ji}%Gcw*P8C3zhd!vVlT55SzrOiW;}U=nGOCjPsSR2V;FOZrx)zj=mtR
z2NPPMlaHB-GEnG~jCrpwgK?Ln^2d0iyJXX;r=1=g%?0>w&ogWo=gXGC3GOnG)4}i!
z`o;JHY`v0(==ou2j1%`szxbH#7mfM&YepOHe(_%zpR!A;P+D1o#b=T*ufHo64Rpg_
zG5Hv@AqE$w2B5QtN%OKnVL57Q>R_d?AVxBq#Hlz1T#;{<U4^Zs9<%YCu|ZxLO3SLT
zc=H|1`>F#LP3?p;*I!}aq(5<S`w(;vmiiI7g%zxPQ~3?ImZrLhOKjRhw{O<mhON0C
zx`nVoHlEJLaJ1IPcfUqr!*`vbr>o6m5lqbzAtSepdu*st(I+Gqy=H7Ug378IXlZF+
z?c@-259S&ht}~m=nXzH1im{=vQnejkr^5#aq&iG%i|!$+4@yu)gAKUG$E4TD|L~wx
z{?ssZ59XF%QCWj;*GJ)_ZZ0s?<EV?pk}+Db9E|yhQ<1s2VSE~KMmj!C@JIJHY;aF@
zVI@k-#aMjsIp%%pg+&qGI1`nPfj{5D#YG*^xs~}pGd2wUQ#v+G3PSfFj<MlG>4s!g
zG>f{ZW}me|zGA;<NaU9_(l4hYdNw=f=3>d|B&K}6?DqP3jJo^gX5p_EtMJu`4boKD
zAg%ygFQp=SQ9Jw-sJl%z*uX^5XXYa=^)-D`_*rS6^tm6px3+BDXKu&6_^tM_p+Mpz
zC}cZhe1um`^buBEhpmOa+`$5}?D#Vl20|Tt*o`}T5<8D4eu{z)=6Z;Gnb$NOmR^Fb
zrM}$4>EeyI*n04(>gNrwwS)N^*kRcf)>o1V8tmE81p|7tgo~XK5>g8B{fcYoGxiW}
z?)wB<G8?p{&ocCsZP3(b8H>-t*2<vC+5DPYU1;!EIpr5LP5!cLY(0<!4L10zTkc}s
zm+i4=Y6qOTo``{yj^pCC!RQ=p->mvYRr7de4*k0M<0zT=<9Lqw<J!k?9M$;zQNBIu
zbF|0T2c#3eS#pl8i|x7VVnt;&zFmACAN6eoLymwyb+?Dy{8CoFg?vU0OAAB9J#X4!
zC0vBIamKdQpTfh<3K`kOn7i~OI`v<M$5(!Yfxf&Qa`QzJ9ppFJTbdgn?!`ZIO7XEX
zk5O1$j_@I&jo3gzz6Ft=`PMRDCg)<q&TE)5_Fc^UsweI~NW!Ea4}!<j!pI?E&B_LZ
z{F)kOV<E`^CyRxaCSFu?A4Vt3{fbJ&RaaxVh4P^Q=S1ZgpPh^Hx;j{CX<@&$CCn7$
z6x7x-^34@Cw-NaX9N7RBc~Dh_c(E9Z4W;sPYil8@tHXLx38v{A;#&hFT&b+U_`*Ew
zHMKyPOkiE3Hqh3>i?Y}25KU}QRgL9Vs!#i_sI9~N+(Ha65W+xV^Rm<i^76_1mty6h
zEJYqxSK?VsH5M5vAA(ZP;c^l5G&IqZ&z<=-ubQ=irNSnEOC4=IFXNuOysD_im5Oo<
zu{6M8A6vXEuf~*wY>4aXFw;@l7ANvbQ6#R#a7*P(KDkvj?6Y=-taIdjTru}%(O0F_
zxFizcV<%%A@9d0((n?Icm(FYwo#m_g@E%p<R!VfxRnS3~=)k>kx1|vuo7*{{m5BgF
zRW(@tGzT3|zrdq@En%<6gQt-Ij(R%yJ~|WY!|b4^t%;SfxkxRmMg~XSYFKj+a;!Pz
ztI)wzfX%&K(8@xHqDnEA-_1nF-LZHy+86ec`B_gFBMfL^0%v1BUKUp3hpVZ0@8C1s
z815yv_S8@ge2#J`QBe+}DqPC0#>Y-ZINp(zLlq`QlX3uN`Ebu28sp!n3vY7IhI*iA
z13s}qnQ9y4RO4d@BOGt%galC)CO*hu<$GEFvvrXp16xB~?BIY_rn+ohjLAXA6VLJJ
zLl3qt8cXWpy$q~xZ_n1nC%H%!RU@Ok`ajWuu&S*c#@|SV)BdL*3F;Ytt-U=uS<Cxm
zxfS*D721M8rxE!AZ0_WUR;Hvq)?)diY;^qdIUWu2l*(^shw;}_;Ivmpen$s%k_jSG
zYLEJFum)(Zi_QJr*fqe)8Z5t=j*eTN;L#U;u$S?@PsA7ClS9v?Yk;46!JH#AC!<5H
zigm~wRqK$t*!+Q;bRF_WIy!E8f=3hOb*QJJx)$G^O~$ZRW-wG}Bh8^t$P-J(CvA@L
zNkt%kVr4b17K<_1Odkh5Z1A$8nhEeAZSq??)?b)nV~moTS_D5%0g3k_-}6U%Qw%XT
z;I@H6R%I)`7M_W?H}bzKtH$MuY7Db6#IZK^NGPjfg8PX4AKcjIw+Awc@t~vvH$tWJ
zYE}Ff{Spayn)?6PI}h-vitq1#Q?{h{w&{(81VSK<4oX)6=_n!u5KvS)Dj;B^NmoMe
zp!6b5M0)Qffh3Rs>Am-4lf2K&-6UJ?hJfhi|NiFlJo~`z-rRHc%-l2Q-kCG!VJg~M
z=%bm^#x{+iA2fzBI$IX6kr-7T62rzcAZEQMi&=j*Rg9TCi^b@rrw2zJUBpSHSX_{Y
z;aQnDVrdN>xx}A;D^`0^T7iuzdHCGk6w@5daHp^gGoEG8%2LB@j2nL6&=4Ec#LU+G
zn~BxN%vm{j-%uY$O7{n9+knWIHb8z^Iif41SYoCqKdhjDE`l7bv@Va2%yMpQAeF1-
zA=gKAk(zcWslfT{Vtim{j3WV#)F+VSKXN_H_Nem-_wvhdRW>hKAGPhE<QGZ1JZ(Tb
z+%4hSVY%%~?p-qY?_IKL<SX?>qR*33e)(}_Qd*ULpqU}|xZC1cSp`l0BR2TT&Wy?k
zG7w=&Y7Ux+1=Qys$SK6FqB2_HPVLyBtb;%YPh`n@YR3jkL+tae8yiTX-PaCWpO_*s
zqhmwh!}xl~h8p=QZO{-Km>Xh`hb@&~uMGq`IFPO02AcLsgq&*54i-xHvE==8HP<Am
z>_`4?cp>-9h1~5978+u#*yNSZscUHlEnQudrzt*HuSm~?o)`afGE&)3*TM|V&hMrr
zkx61%>bhM>TC}G2n1Y-45i{m1lstI`p{+F>W`BX^XLsXX%Xd&!Sj68B+C1%0@e1u=
zuBIJyW$lochvAu-IAX2X4kAl4XzS{tOvwi1y^%M+4bo3thUb)#$h>$9MX~X)?$QR5
z{@tJ@^X;#5&R50I))GZ&iqBsQ(=s78F@mmG1hJV3)uBj92lC!hNe3MZt{+I#70)Nl
z$b_g#-6m`Dkjj3#7Upm}wU=&2M3UvQHtj^l(y-S$r>?r=(=#DfqXVhzNBVG+({(yz
zY}|#kC7cc_XlcP=(YGkPdK;yWpQwB-kX;X?|I1U6mIZw;ejP|<Kca)*`QK}=hm>`{
zA#u^#+G7fCKERXF<a&4xp{*61zWoBt&;5>j{_mnv?s{kxb6@q%c_h~}=W#v}cNe_L
zIS=JEYohw)pH0Nw#qD^%C&_*_zd;^r6H)DV3<iV2VARL|e8L}rRK+6|<4E!nsTQ|w
z+cui8Mm|>uNzfw+W2;xMu1%04ki@W`e)<VVj~=B-R5eLb*4F$FyM_-RPOIAe{rBIs
ziG3u|YR{fM^lxgC5NjaS(3UJ&f~QXvtB??#2_(TvK6#8(^CK13NCmg8Tem7C{E?)!
zvuDrJgg;X0k0ink9XgaI{K;3atEqt3xpQYU6mmY2^rZ|*4kHPFH3@XeOrJhoCGqac
zl`FKeUawxg6q5Z2bLPyUiGIKR_8YC1NX|<VI4vzL>2H(&4J6r;BnX~4bEdXx964`7
zLW0`1UcP*}g03WCkW{X_b?X*h1(H}vUh<G2pHvMb37MMYRr_)cW5<qFN%ngkBoYaF
z_wJ3uhYuqrCI%iJ9<>z~NkXihogLnN_gyp=3QDCIu{jd!hI{cQC)6-BxNZ`<xq~76
z91P((>pIRy=O|PKc@r!QJC8j_AK=`cu@H;v->K|PP*5Vph;<QI7uvL58xY=VYEBne
zlLgWnFC<~;>Tq0}8w_iuMar*38)swss-dlm5t=QzhxIp7@qLe%KS2G*@*R!nt5&|F
zA)19f#QHnw`2MZB1>0}A7~{^k=Ey9rz^1zy_~1Ycu8#Iqnbdn-$il;W8{a`;Nd>L!
zHg)wKxY-$^bIZCu_*P3>dJI{lz2SHahRnN!>uY+_MageO2R&WfUDh6jrIk4QFcZ_Z
zM8eHhADv~p?fiN?4mY0U;_%D>I9uuA(&KD=vHlSx=3;b}s{-&(<lkG-5rw5vS{Y#K
z=Et0TxnzkNw)~xd4?EdIEL423_;1=kpsS7jUj^WkUmwD9_-VTEf>aRf*~*G+#PsI+
z!Mg4=dF0H!G)!H4pX&$y*0dtiszXn4XH9qB-QVA+4VHJHI-Gr&g=wT6Y)CuQ^n(|;
z5l#9*Ae^oBaOqJtzE~IWM*G3tpWAV55T1o;+oCx6HEl4x6+T%L4$F~$b8X;ffu1c%
z8&tnJzc|Y0<$lq}oF-k6q>YW|lQ8txhqyK`<RAORhKx@&8?N^8x5T7woS*V{G{V)`
zJgmEztdQ{cf6)fYEZlGddrm~-+_u3G%O<eNWH+Jj+a8!af{ShZn_A=A{ba1$^FSft
z?;p$GdJlX4ip9BgeQM<k$i&vqJuv2n^RRe(3r%()6$5*<b;KKT2XbS>yRxw%6;s3R
zz)eEN23w`E;az0rm14s&+1RkQ*P9y~hz?u(&;{$HvfI>OZgM)b;!hrV(@^=Fdvkt~
z$p7^g+$2T{HXxAQ<%Y~XPyKP&)HfTK)A8xow>TXhWMJxsaBghyv#RTht?e+m9~b}n
zyPM)#WH#2Fc&?D}_m6C_z6U3t#0YEd!OhM9o&9aNvEkqo+*#Y>-yIt?*cUY&vr_pR
zA7R}HZ?*F8yvWC@zY}nKPVm3d4vob(YcgJ?Hdq~wb)Wdc@(qtO|JSZb>XTM>qOlV7
zNt+_n$IPb_@L^|%Hy<-=cx<R);l^9ob21v|HV>>Fqm|im=n+1A*IVuP|5%50*Rbb!
zB+l&^Rx5*42V1rMHtrk>{a1Z+tq$u+tQ3WF+lMIp&Y|x%t^I#<FDv+YS;3>*23qy6
zO9K`wHCX<di`a8C0_T1Yg_vit%l|@OSh(RPCx7c8)p+$ScT679N-kba!MZ&URTBRG
zulhxL|F)u@`^RIl`^Q;4_m4_d;{PcN*IvS&V-Yy_+eqHNNUH7)`C=ccQH`+g|D9))
zjp2IWqgR(^wg30?<q`m00%l?FkvkYYjDPXMzscs`ucOynO(C&;{mt`U6|(zuU<)VA
zpV^nbZ`s@t5z)z5xBaq8!r%W7Hu$Ze2u+0ov=pl*5wz12;co|9WLH*US3x1hrf1@W
zy)7)27770o_LLOCTUP*oxjC7dd*yB-F~%5h&tiQALRv9!S8<_A!rwpT_q;-CgH}8?
zAdtoNV^cGzUW=^MFRXoCNOeCi9RXSh)c>yirA6o?)>o+*@lPPnjI4w@_{D=;blB2R
zjO21DRwm}~Cj4zr%SSge1K7Qx@v#ckG}&NnkUf2F7htZ3q~Z!JjmmtjgumCJjg<j?
z)zH@30L_j>WBrqCeBaU*0&Okq>+FoNR}*2i=P_M4OsW(0v^RQV&v@I|8`4*;4)%s<
zwkZPZ@2BJY4qOZ{q-kAyki@{|R(fc%J{;#03TXAff7%adI|RtJLrDdeMrXcOQpf+r
zzECAw=)bm=gkB2)W-=Q*$$G7Xzt@3Ot|PA++S(YP*?}mmkIKUL0d`zp?Bas4mlI&M
z>k-!%B}VA!@CN(hOLQRo`ZyCe(u;AZs|%bBg}9VjgfFfo!A@U*t~^!tUP-=<0evaR
z-yezfky-d&wt>*Ek7V+@xys}h;)|<^Z$!S@Ilx~ZaC3lf%gq708spA*KiM2$IzHI<
z6j#SIQ%Np-EghVU=&M!-Cqp#*<pI{;PRI9M6rW>PR90c=-lsHXUHx9&!rK4yK7ou+
z0v)V$wW8Ogzk!I3Prsz*)+YQN$}YsdtO9Iww}!W#5aGq;_$DqBwgMe|sI(!*E6YbU
z9UsGdY^eNJ#$qIwO0oP!Hcj|TD6PP>=yV(paDZ4TQA1OHiBtl7lwXDm9smF72aREj
zmS;~f7qhlhTJzLbuWn&{Q-OfK+NY=DT6vj5<*t7#RwMnDd_K>GyJv1;C`M#a88)Tn
zsU-aUQ+~@=f8S6OGmlHn<YMM}k^)~BQbo&KAV5n|T^l?sFUO{WLY%a<`PZJSk!Lp6
z#3wYf<$QvP7)jJ8WYL7bgpvwOjZDLdAjf~rCn#6<qxUX)>f7OyWbWQ&aXlNFysA&K
zBuTYSmYiSK7a^rWieJ<6XtEn&t+O@0h|hp;L_EmdVheo{2ACP*esS3w(}9c)t6XK*
zgMk<+<x;Fl$*oQJJ4nZdLTvP~K~pj|6qVuY_)ORdb>G0)&;T2_SmTShf6oS*_DO`B
z6{XlvnupnX=J3-MA-+<Ig(cZoTbhgUVpIIv7<UYT!&jf;*%$Lrc<VmI?#^&s`Yjx0
zrXz9wYI;oWsf)G87l%jF1i*lpi?AH{4$`;od!zd7sqst7?V!)o4ymcQR#v7^P4IPi
zF!3j}+VCT~N1dc=UW#H95Vz$ZTt*GR{|W}}Ltr)aGbB%)gW}uwA#!tu-NHGrp8f^W
zfBxk^(ZR4o2yCZ)hJ?v;P;~nN)xmM`98`SuIZ_w>s&c&J^6w$`X@V!+2EQ>KOgaX`
z@vHHO{bC+X?9(IH!?M|MoH+prvg;v7<$8F4px6tr9MlVGTlW8-p8KM69$}iB^Puv7
zd5Cr6nrVD4n!#W&82|sm68-?1bVVw}ZQi_@Cj60Ve=S?Kq!rQlAeH9A!^3H!(xOF+
zRK6#PN`$DWD22}t9y~}ZsNKDL7dbgOG$~HLnp_Rh(a|U^Eu~cf#Y(}wwzf9fwQHx6
z@JFiRsY}YMsd#t){{7m|I(F;`9UUE-2>12ZU(>(O%gduO$?qeHR*{jBv|=DRMo&+V
z+NPn9%82AQ)KFMhh)0he(aMGW`}e062T7u%GBwo(8~WQw5?^3oAWcvtb|VRBBrqh$
z?%%&3DJdy5VT}9+lI%!+H_?r}CkcNw$&7r}3r$T;;p(dTAk@LZfmSMf6-ZUawQIRu
zGssO=dU`repFT~i?~!VfB-xZy8T_w#-M*}@tzH*mpF@WZ(TaWx7cQiq{qe^i)J`*J
z&V;UR!(A0g;H(eQC**avG!)Q>(`osNyF;ZFRH*C}LLk-pUSyS`@9OZ{&uSK93CEvD
z<o6+Pw^pojKyb6tqq1VsOVFim?Hs3rnLgbmKP^+S8bf+!A#APc-+gS!x{Fw}<~&aC
z8Uw$kb&Dizt+~G==d_c1fJ@%D@KIb$X=x<0L7tKg^2$|q7NIssFTsn<QuJN%K-C7J
zXArrt4cu+GhZdxYmWPc#JZym09wzXbafMbG`MS5_wMBNjB+oq43lw)oN-r#j?MoIX
z*C5c*hQGuBv6=k4|J8@3zAk<EpI)RSzo-JX4V;vt@@)+eo2~ee&OoRG4|DPoqqTz(
zynnrq&G*vrb$fe79ZW=AJ1Fh$o1Rk&Tcyew@{qFe9uC}upTDO$BIEL~@V7?_3#ds2
zDRK;Xwf40{lVN{g(}@^-Gpw1S4n{&*Ur_uFX}M)8yY;K+V8>0g_`4b-GO-W~55&?$
ztCF%x%-R)=178K;-9T>Q$IrzW_n+ru>5*p&iC*N!m&#Y#y(T@k9JVi$FOkW2GvVa#
zk5yT`eCbgZt#Gh=hGGKqzik6TfV&Azh9gxB%B5AXG7+K8j4SkW1^Fg2`8hoOpq>Tq
zRK9Ey+uy?sk@5Lh_<JNx_`4LIf%M!`IDdGw_IR=z(X@3Bu=3y&Jm1xu-v&zUKy0F1
zNk**=YTDsI3|+8E`@zm=9Qc~_0~^JDa9F7y)V6_=Ps%NSwKhm9#KJ?*6x(1)d&M^R
z`l?DBDCm&S=NCol{o?Zbs(x|g--uk)md7vZqqT=Ayry5~_ly6+_~d9Vg08j}d}Ma2
zp{bn#uEgXvJ{y?o(S*3POvPQYNYxWtrOFw~EZKYui#FcE=}iOaB6az5>gsBvsk`FD
zmbaS)uG~#hk}u}uXDjY5oSt0*Tcs*4D)M*S$D*zGa60Tg_<1VI3TSGDd%q1rUSS!^
zE2>~+ria!e4kExuwK6Fk8+6q8gjXFKc0E!^vQiuytkC4cBiM922H$+7G&Y!u)Z5{u
zI&d+Fe-jHtzR1JE9pSH>)KO~#zVXqbf%1tBYUIn=fF}FRIghy1BAi*-owvFl)xlUc
zMk}{NZW(ONUp77&)+X~s#usAY-lsI-kDQb2V%Jn|(GJ1e(Fj)_Wi@<kcv&0pjtw?-
zW5Wl3D2@$l?_=eGXgvR|Pvh&08je|O<tzKed^PejWb#)%RF(h9Sw#NSnpOZL)mL3+
zTv2R?Jx{UnbON3!?E<K2-`ptTRbw@=8nJ=WPK(qAX~lSvQG&id-&3{0hkqe*S$nwK
z*6-7m(eyQ0YXhY!#ndOgEMBbfNhDTFD8#~jPu0ZCh1mU7Ju$PU#|AT5jF45V8Y5V|
zBu3bJ2a7h}!s!hI6k-H<F5O8&^otzqUh+;oI_S&d6eS%pi(Y;ozv%|u&Ghuv58&rr
zw>a+7?F6J}6~VbPHvvl^JE=}vcor+S-Ny5CpEb-5nGJ}QHr>Rc4L5Ll^I-US)xSW`
z&C!&~iiyinNcgLJmQloGgZdZPE?IvWi`HDm>766s*Ob5d`u~N#P#drE$yeF|S4IAo
z+gP;eHcoHs-@tg)TqRy@41Q7FeLTH~ewF)2;*<6(-9LV#bpQBFcK@i9@K<*|7QXuR
zxZw&Gt-XxX+dqb%x2@V_zqq74oY^^ox4K_rxE?Ic4LSK4ij`*5GxA}}Q+?}oF*VUg
z6L%ZLJXft+XlZUB)1g37hs=VP+MprCC1&IAOVK#6ar8@Upd>$|;2+t*&e|AFn<$P`
zO+9UK@c8{kX9I${jt*T+m?1a!M98SDg7r%h^NOpgaHOyZ)6Myl3H7zL;YwZtAV4fa
z+xTSsmS2c3&Ez(q)Yhi*NmV{&`BvI5mw&9Z7?TYZ+l!o&%no?!Dn6ri*VV=C^74k;
zKw7C%QAnAhswx~VEW!+PQ}xMyDH%wtkYc}sjY@?KMH?u}C-0Rj1t?QoU4>(1#h7HE
zKB4ngc^RHnO0i0;ew?!qa5hM<P}Cv4LaI{Ls0Lf1E(BUos4(EACq!CBCCaO+A(X2e
z7hhU|bGgOXB{v@-kEKwDd)8j6SkaKYx7AZ4Uo3z?8wwTbyp6?3EtR6YvI@diTrh1Z
zlIc*Qq(h06%4!HCdBERX53zC;j{+?8ai@0^T3v|P#Y(J;HYc7Ukmos3?VLj~&zyt7
zE6h3A=p$As_Ls-aR18Z!UBu>;DkS{XwnG_DJ1ABDs)4kRKub%h9Yn9+4*x=5c$IV3
z_5)=bl+|McvCIZ?*Mhf^2&rXKlvh<j_>$}RmHMK-Zo~Vcg&tz%o&^M0>f_G)UR+<S
ztcI1IF53L@6oHm{|A`JI(kjfplZyRaT=1?V*YEty_3$9OgjNHTPq?!b*T`487D_AB
z_5=0u%j)FcPQm`JE_m08^O=4YdU%jkf@R_9DhYqJ*JB~y9N;U=LE4cyz*5yYKnwB`
zqqU<EyjRKQ06W;L>Y%M=9@6Na=}?pG7oS^()1ggOs{1t-pJ1UY8=s^+<C9Wlry6X8
zIx5$sm!3dje43Mxg-Ld17+@jW7(icygfc0Xr{pRmb=2CRT+s$;WtFf|lfZ5(;_(Rv
zLZr&ZfqVI-NH4EM>+5l~-;*j*mvc(6CLss;U7INU?Z54pzPz7;<EaHW*U=RYN)=`s
z&DhWg#%Oa{yhdVFc}NVaT=9-CX8oh27*ma2evjd-t4n3QkV?^B^zX-N<QQ*#MStR@
zFT{~7#e3zK-Z$v}v-<{agN#fhN~PFmZ>>_@uiiEw@*8m9@JDemrkW_W!OgNV+J+&?
zDYc)GU-x}(9yS&f;<`j>jf{{R8`6|~0=Yia`2@1r1(|16xE>9KNG;>q;jYXlgj{`5
zr$aSxiTH&0929i-Quy22c2M$*q+J?x?@~~N8J4E?Ci{_gIN->C?_yCSU#Tw=eQebE
zWq}R^&{g;yO+-SZN$dKet4M%jo)Q#QR-vG(3bq1WjC!617aqITjt$B>R1h81Tn_>r
z=&Fnjir2%O_$*ohcA)&&P%g!?<Q#>up+>$+8@$X0T1qw$^Vpz?k`12m+d$JkiD0J1
z*&$2mK9;<<)Z*9S*V0_{78+uph_i7M9U)3kh3|^9F;-;qO6Qbj=Ac?Cg-|ImRbXw2
z3Z?3CH8{<igp6H>k-lXwXN!m@&^FMAd)SXiTo6VUXR7>7WnKYFpFW4!!&!YhRJ~?9
z5Wi&nitQlxd0A!-s-#kglx#rWm!|UDpgc1N*ZWO?wnzw}g(*st)8V^t8j7AJy!JU?
zmBQ3a7}zL2t2MN-L}^|Dq@`sjmg!)iqyu?R{#KsKEUq8uS}UGU*UA#oG}UL31e;k?
zk-O&*a<=cG@5>%XLt9@T_ABQjeaWw{d`_vl<7r>y*Fo~_6lDK?2wB^>zF7Jw8an!V
zaQbCFQWvjQ=!*_Z=fR}sTX@oAC@PY<>X^z@$gT&{|K$<bSfD(WUk9h}CLw*-5u|P2
zCwD#Q!DG#jNT}y}C?VH_yL024`+Ade9>ZjF9<urHSDW)FZ_v8ITKS9as>&aF3Xv;1
z)UJ6Xzrjv!E;l`|3@u#V?8XcX27|%)|C4`zOPT)zSXo)o3S+x>@1~XZNa9$1)%{4a
z9!c6tN=l+t?37>g=g+6d6&2M@@Go7u6axkfpvi09yLYFR`$*+I@*)-a%F5~j6q0yX
zUsXUG8`T{Q^Yim*G9dXae8-a{IC4x4#>U2I)v6V(o=1|pNa7ngh9th#B)^f*NJ7}n
zn>T5ap}MMk4S^))k%U2#^hm17&7M7*p1YyHP2G0{lF%oA96|m!WMpK}WW$;S$~JA<
z)F%4Xm+&WFDN!Dhd{(7&gZC;BJCol+5=}{RTV`e^7A#l*P4GH>xdwIZ@j8%ef+Sbg
zRM#Ys<UeAo(WBKbVBmu!WY+hp=`S@1b+r-TWQem-ISM;BpN-5x8#mQ}+S^ti59S8p
z?ze%puik!^c+1O_{+}dM@R68Pimajv*zqjH6$*6`(A*wpuEfacP(|OjZl!+r{Kac8
z;KyIi;N-SZ2=r6j;oa5IoGv7hKWBbHDQ?_PKpUlVQX9A!;q2pVMH@WMMjH>+2ZY{s
z`grhDYgz@R=GD8U72axUM*r_<p?;Amxpc~;s@D(Ep_RQM&c@^^>JXEM*3J!E5JMKk
zMx++Q_BD1(A(IiU><n=BdA`EU*V*TJG)b?)^3#i7njlDa;471=-b@PxItcJGr`2z2
zkFBc4nLDXy?bGnx>xtfF<&_OMhNm3_+6Ztrrn~FQ>p-fdwRwfgU!<K$5=+fQV}-OD
za`QkGa&xTgN~wGg6I!KDUjCVfnP~0(YVymJ9tsmSpH86XZ{e!`X8GT+fjlM#0-9*{
zG`R@3WAo4_#74CrG%=%9U*zSJs(r8259DkxysHZytnWc90M@)D7J8UA$P0fi?4-s9
zCbUwaf(;%L8#H`3Hqy^j`+*iuKd4rf?`BMGt{^`=^VQ^6)yd~=gOnoNewK$mL8|dq
ztzUe^=NC=*{o?#Kv@%l7i}Q<IwWNCeBJl}4dj1>Z6FFy)ixHwz6=Sd`X~l3-(y>w4
zK&XQN9~+#x9<QJSdEeS!ePY1kO*ir5+Uq#EzCQw+*{Yl~sF@9(Jg@s*gr_fZ;4Cp#
zy&k=-aOP%`qWoJ)Xziyy4qCkJ9)8?-7bkyt7lA(N7tos+ifFRm)A(H6j?6&cPA;l8
zpgzHzjs*%j+)bqkG5^#rs*DXh$8h751<u?~Q5v68(7GA_;`moN|I6TPU_s@n$oGAH
z`8COYPZJApdU<zPn5gfg-1uZlD`F|=a6bdBz0F@s2XfA!CT4h&sJIyTX;LAat@ZiG
zhI@QtgT-sfr(?s0p0wIn&5Mo=gT3+RqRx%8FKReurShGPa5geq)i3iTk5l>Ih2ZYo
z;M!O37Q`=`(f>P|i}6t#JKUeAc#OnUglRpUadL|421J_n&5a^nB{pz1#@PrZ8$@KG
zO%tAeAThv$pWEW@qBga!-T~HJMZ-mH;Ar{kJE&^<nyihPm0~p#L$`jFc$LamwejY^
z;$<<j`i16=Vr=lS#+e%lN-;tLTDPbtM%a8CKd!rhlWY1R&{zFfzWHDTJ%0-|Nno{c
zimxrsTzjFY!?ifH_P1BB!-nhlarG6P+%yD%%@uVW-nSVZ936vuM@HAaB-VzQHaY}<
zZW>aL4sl9$AUa6Y>#*?#eq3`6CpQd4VDpzJ7bT_^AS<^7cCw9y>g4MppqU-cTzMuZ
zzY1rrK11tP>Z{N#UV8~Y{(1o?w+%<2pL$#UU+4>U@v4&i8!wT+=@x!mdjlue^-~|O
zzEFx+<5c6-#^4v<=>4PgCHIdyTD249s(n#{GgqI>=}?6;*Pfwu%X<3ay36?S*NZs0
z<s;s{Sd;Ac^hFj;2(&O$zbHV{*8`RB=Y%ttq7~&|ibm_eH@C@LVNoe!Ut}n3E~co1
zBhFlYqNu~=Cukj@dav`UY}tJS)|N(ix2q5D_jU4>Y;ZXmtpi@)2JM2~@g$~h%qKjF
zO^36rYCvPM0o6fE3w|OYE|=6L0+8#5yblo9|IGAgQ8CI<jRA)BCrsC#mn<$*x+aPI
zW&#1OmMhA?T3&`$g8JnjFD*e?bv63QRUxSTO#&gF$>t4ecrKN~o@dcrjSVgptJ)w?
zO$Cw~jusZv-!#D3Ky9+$vkEEp+S|~@xqMI?=nCm?mX}YeD737nY9HZ5X$h78zF57#
z*;`tOX1b&*fO>n91*R<xMYxb#tf0e%+!6$<NnCDiEXK3a3I#tKQ&J9Fp^iebA7N)&
zKCP(H)7(J)vvxB*oJ}iIeAb>;h}LR0P-<(bkJy581^G`4%3vqfedR=gS{*F(a5kk-
zQHRt*w6@Z3`15|UsfV8G^L`Vd4oxI@nqP)HStaN#OL$Vz!PWq0<CNwc;_}g2wh>2z
zbjT>Fcg`WPpd48xQrIaa5!SVXk`2=9X$K2^#1_8cc6h^m;Z@E_l3-ey>fvm<(y{49
zXsu?WlD6jhh%Hi*Us%q`*M3bKSm@(ya)F`_$*<8Dd6M&JU)0mZ(>&4_i_zQJ<Ui4&
zqN<v{lr2IMCzRtgD&LaGSL%yNg=j5T#qXu^vx$6xqI|yj2A*nObPiHN<^YxEAfM%<
zwZki1k7*5=1FTj*4@%}CpS@WfYLfk8vPyAkWK&r1BzZL&pFond3`Dq)r#L=c%r8N(
zp_=i@kY{`%$)bX~@u|2{U0+m{-^xggb8;KDkn^6;E=Gtczx+0)dWbDnvO#eL>_nXW
zx6BQ2r;Q74wyt{x7>hB~&Y1pRJ{jcS^h;#D2TArjoScu-9bDk5W@EcX(GMEK7_Fs+
z<^ln(D8;Oo%gPY&l9=_FEMDs`SFuSQDV0*>RH<&f@o&Xy<d~-=iVM?YN-E&UQ$=3w
zeM4~r?i*@iW+OE*b804@S4gqP-n!nHxw%k)%Vnx<&`PdqA0Nj`xHcG|)CT1JX&W1y
zl6%?cXk)yQ5q4RrKD(wq!I=02#p{vyh}Ne3*JB$qeLPdX9*fFpA|N^6+ZOt`+s+lY
z+Sa{@PxwG$O#iRq6G%IVRqtKM`<LFk6mab@P|dvyN%nhIF2z2FdhT7cwP@wJiv=Z$
zeX*bfLHhiCF~mTOXXT20F}AD%wz{hK4F)>eG|??rT8Xm-CFo^hpnhz~SJEM`7(r^T
zhY%w@Jb&5PP*tT;MT&T=s#mdrK|MAo<FSFD0X8r-Xmmb_KoYxsbcDDeRn&pJZ=uWI
z7fZo2{(}4c)vtKY>WT^!-i?6CTW#w;)Y78w3$E8C@W`XBuLo2swP;NevziKGBq31b
z=7jQ;boK2}%F_<QhWVuiwS$zu9f%Eb?>vHamo{}DYH88;+1L1OP^)KIIZgJ{($$6i
zfbK{+a^@eOv!NtjyARhctrb3V>(-WjPIarOK=PeOa8uHOyiZipf#_RuKLQ4w<TgXq
z(t=^9wkW<;mq;a#Ht|(T3(u<M`oXK7lN?`sF9JrL75gH2UvyJVU(^$$S}E|XuF*-Z
zFOp<G)85_j^xcn89+${_t{NQ*?>>U*+ln?bt>=0m35Ke6P}M;}Zv%aZ$@QR=MA#_i
zzSPZmJjy~FPc?HMi`(Mv!Zx+9+BuJfZR(v5=Yz^8Yt|yN8b0T;q#f=O9b_*m-`AY}
zpUk<qTI<oIKlycV`NdM)AnRgz&dFdf7z~CotiqoRl2k;J(MFCONt42c4I2h^kYqVR
zKtKR)-@c8PK@ymL_~8edXhf>)$tUuWhi{7)FXl}&Bh}6LNJ~rO)rm|VljJt#L_u;M
zBBw_08c34cty{NfLf`rG=i%$?TbnRQlCMZIoTsNJO$g*mh<hDK)jTgRFIwgB$&)84
zRTTNkHrMFQ_qz$HsoY{i`QIm>@Fx%m6h0&We*gXVG_jKWZt@%L?f=;Vqt~UTY9eWe
z8c5<Mp(gQ7o|<IPH^r;=WqICYiEVPOv17;53Xn&S9<8m~*riLC|D^Kaq;8G~-4aC?
z@CLgYW98q8C@QbS$adTf$cW94VQ(tJ{Qm9`3v|%TUUA~ZR5rm?^Lb&Z6yG0vf&Q(m
zX!04U?(y}3Sa?|Jp@%R3qVUOM+GFI@eKc_|xP>EDY`%=5;&Oxz;;Jf)n7juPTN5n!
zswaI<s`|}cb{e}@4uy+@8B)`^i8@0AAq)*f)TR?hx5H1roQ0>WB~1XFv-B@Wtc~%0
zchyB9lX^NKbi-qM!xZdhf|aM@QB+omksV|<SQi0%Gco25_JCNZgJuqDY#{rb{O$Zd
zp3?=zcBVpP7E~bYOahW}%P=sAe=*(U4ibd!eTo1FLj*Y*V%6njt{r4m;YRL$0*Q$b
z^Lud%WPUguj}T`gcv$Emw?vAi7m^T{Q-;yOb?476uAn<wCd(?pJW1ys)REmXm3PdX
z+{O-}hhq^SF+h;S5UXyaqNt(@BmFtQIP!2TBt`<v@8ZPCzmSL!2SZx9FSoQ3ORuIN
zF0TxuTXDw|-RECQMsF`u*cl3uSuDkx+i6J3FULS1HT__aH%2bFhCnY11UI$7iv3Y2
zDy>9lFYY=RG5;zgmU>t)wk3VPU{?e^)?H#q7wew5o{XJ;JxADNu8L(*i4;HWj6k2Z
z4zRNjBQviIs}DaxQbsWbb>@DDN?+*XiqKUL>4LprPgATs_8di}QjF}vEl?Y=@&WA4
zMVLR_o4zL%+{m%+wgyy(lXugx^Fk6<kK?Mb80!nr$=4iTZHt1QNC(bVdbsc?8#~S?
zVM%CHRU7nm!^jo)5$Iup;3lS6@duG#iO?>Noc!hYATbwX!3gee7wn6n$GY3;b2hl0
zj-BTd5%y_wh4bbYS76_j6f7B~eo@rFWdj0{ZDk^alcgTQ;|ef&(_{1vwn2AU|5C8Q
z056POd;@`A<_Pw(z>0&>RDNhruENfUh1Vgm)W?D`ew+<{drXgYx0CgQo5|Su_X~tg
z<ot()iHN@B5$I~c)?5rPo{27MgTAf^UHO0}xCDEeVCB&lG8@R+Va0veTZrpyus?<_
z4Cic6iIaCSu=9KpR*zTi2a(Vd>cH7r4;Lb`u;Y9pmW1;7q~5Lw{gt$VF@ilzvGVu}
z&L_PkYlBq}IQhf8IQa)-Wo^LqgOhhNu=8RvR)6AK*9KQpU}Y?Xla;IuwnU<D5Pus`
z9eO$=bi*T=Uo^(bzhr)~qeRXxiZFk$=PUTdXEMJi;{4*@2}sH*!$3K|^>2<(gsDB8
z@WJ{==+MNJCIg;|$i}gUSvWh@zfsy?^2h*;{N_)(5IVTIEmmy5i=vVWg!be5)`+i9
z(uaWyrgWh17j3+WxxZY+uAkq5i^K$}8Qesjp}v5Qk%VcZf-rQ-F?0xYz+1tN`1A4$
z96cY4b6W?i${*&3k@L<W(8mhFzSdar+e1!%Z?5l+m~$2qYXdC!oQvs5Rlm9GZeiDt
zUEyM9gjCtiXH>pyvBkc>V_{_~hLf!k!eg>9Y3UWb-^m5tTXWZ!iVlODV&sCW2=q2b
zu(u^v?2n}WJ+zlQr^8QIAhFV~8yj}Y#s+&snk;kTMiO@Z^$cNC<i>^_;po$jj179+
z*l_3xk}}EIz`xPJ<RQKo`O_r?dRrpc#}X^{KIZ(=yPlj5KV0Jc(x;r?S+M;fJ=Wdc
zi28&R*AlVw&sc;_t9vk=onMCd)Iua@a$|FJJhuRjRP9r)pg4Jm4@S<vj6iQPK3ZbM
zKA8>P@!;hDD3d>4CVxjbJ(kKZuf&P#N!WQR7GYCc*CzW7`u05TKFPw-MP29ufz&Kc
z4|8K7O&(COK|gnlTy__Mo@NMcVulq*Vrica?Z%C#BbMBO#6pY(p`71Yu;&Q^Jx$?m
z$BhjqZl_}B*#v}5Xi<C4X#+ekbm1*@Xl{wO{4DY3opc<%k&1JR+N;VR=#7z!t|PDs
z=?CUmao`Ep20h&5#s)ns7}KI|Y-nOGixDbu;zkN~o+e{M;A@W!jiE1UI%b{J-3g(a
z9wWfTSmu{y@@xF^#z&lA9N@wEWfl3HAE^1<!cZF)N(;pVI$E$b5yH!sf6<$!eRHFT
zSKoC;=$Z&R*%Itwf|V!YI2&~0?(0Xa4(DRE51Mc`a5Un#f!ycWh2@CPEJd=caz=DA
zH-3=G7rsi<n!Y9{zweHb%kRlzX5y2caqZAm7OO40%lV`cT%5IF-&0x4T;r3{u=5;=
znYnmUF=kH2lF@ZBlsYs%HhkO)BWL|ZleK7!utOFjywCmS5i?J5WAr4>r!Lxb3v*Xr
z$F4;^;bL!$R9O`+Zj7$GH_R_A!@ko`v1D4um)jsT7$d(r#>FXq60F#Ei_>8MXV($a
zk3wQ&gay;Mq)oE3>D-l<uxnW#xY(08g<IT4<dZmsBoiqo6bS@6u(dLPmm7aF>Ew}t
z82R-HnGSYXvF$deLw{MU^wn`ltc|c>D))OxRlm8bu3*=acR4#K=}=fyj_+1q#enWj
zXqCX&gj{^}^96V~nW0B})nt{)W7=Zm)I$jLlOVW-16FLl#y!gz*ou=s<p3nM##k_;
z8z+D5CCpuZ7Q0pqgo}eIQe{=JIQiT)keyqM_~bk!r*Yp!KjRX~$nLRx6|ywl7bcHr
zg^@E)A<)-aCjXu+UgfT%5#RjD#jBHL@;BbX++VL@*WzAqkr?yGtD%7yI`ud@1jxs$
z&v0(bphoEz)!skW_@w2s`^S%8;r_9iIlkJebpLoRQSCkb<WX%fa{3_zHYa`29xJw7
zM^SMFLI-l=(TJ%BxxP5PE7uO|E@SSBbJ(?f0B>I;$$o=A-;28uDLA_ELsV8()gEJR
zqDK?E8r$_Sd3+a){Bj!t{hbip(giElpG8q|8A6A0es;v?TOqME#e&)I)A!}&Qapab
zC2p6OS0X7j7xyC)sB8~c?pfTlc?ZzDdviEDSRgqq7xNY$qZRBv=oiG_4r4oG<fL5)
zY(aEz!io(SI2#P*?w3Y<xs!XoIkUH%4&1Z-@(L-EQu1&=B2lJ8-Mu=Q_t?7U20k7X
z1l@Y7984b91tTYJ=j8jlV8w<S8*ujlBfi+i*<e;*RU1_B+hEezx6!Wm63k!uCkFRv
zg`4-{uwmyFto!+cMri}WI1?jG%*a9ukr4hO5jNx%(8_T`4Y~O5i}Xy`>gr;aQWd-3
z3X0HEUteW0C|M}EA~zpB^!4b1v}~eFUI9`orRZ&_x|nT@z7eM8Wuv)32!DYPn~Dml
z{6TtLd^;sK8#X#R_{vBzDP?a-5xR@@V8&C?W2}J@zR1l&aIp|=gkoGME5(_zQtUS8
zf2K3e%or2XGSNaTL`$&<8*=hdTvd&s#+(g4PtAm#t`25dDsGnWdtM=W8mQWUESMdW
zl7aBDa_o>;(?y~+)rm|=0+P~P$tZmzOwZ3kb6p`?2!z;D%(cNlnGL4qXTerm2h$A|
z+hAX5A-ak9Z9pKEAx@T-V5ZT_7Xp25Z-#MC($LaSi~u7s!jf}PTv>(TvV`5S(W!J{
z@^>!W;^#4TCRm@6hZ)Z@Fiv8M*pdn?NzB2g5=B{L!Q;;Ke0*qQOsi_BW3sm;La!$x
zz+4YO=6YE5Bnw5-DvWgFY(DaO0wj6@%x}RZzK{1XN7&OWOun0f37!^sT3CjKk2COj
zle!qFu%Z$%g>{SApBGi&eohI@g*tHJNo<(h)C!?j5)fdihad}mtcuL!bnuYra5)|l
zeF5gns!jj!APpf_`tUFkBDcH}OCMz*uBaTNJ?oz3?|+dCOR+AT3<NaMVDhbG^mQ~w
zcM1Qdfs+Gm5PIS{0&EQsWM_a?x6`;e2U(Tvk;k7wVkp4;PTZLJ!<8h2NDSd&CgSEC
zZl)qGzYL@OxV~OkUWxCoB%{BV8Lbi+n_Gr&&L`00yYp<=F}aB)LT~c4gR9I2HxePy
z)5Uy0xps)j#^iglb|@&v!pIDK?paSe6qeWD4*x=5c-c7><a=5m^mY;g%=8dsriWEA
zS+vs1NN1V++li2f1(@HAyZ;^UW{$9D*_iww6%*XeX;RI?=nQ-=SADrqs@xaLaX(jP
z1EtDJREK7k2)#u5qCSGG^s(wu2B&Wmu5XRJ5D$rg0P_Q7eeqr@LaYty`eJwn;tI<#
zTFwUhpDXpn8%gNvWP<KWmF@m59gKxK=xA$zuWzM5Pgfhxh5}qnEy9kN94rY|-F#$n
zGb@B%j8~N}yS_%AkK^PAaew>6T_Rr}9>yY0{=;-mzL%2xo5|4A(Soy)5EoMlvEykr
zmW1%n`O`VTLu3xn5JC2aSam%GMHQ78*-|zKcrXSMV<F~umCXU3SDph*mdycL*UbT5
zOhRujGuRoCIlv06xhb0i^i^~J)>cjj2Scp7mcl*nm(44VJRs9S_Pp_jbBPFXl+)o#
zGU9T}Fgn1xHra3Ro~O8%T!bSZd2!D;3%I^%uBS^Esx~&CFu~RopFT@RO9K%C48>TJ
znunsQY7CRbw&P;cAQ9?ft|KR7l(h*qq~+nOxJ-<*F`)?+%aU_3&bH3y^)xfU(&QXC
zh;-qtC&a^|GOSL`#Yb`#oND;e#SCL2QfZP;kck+-#OF|-@UetD->C2uNW{AM(UWVF
zv5ux#8=s4*QR(>1$qX^Y<yibYi~gTrq^k{IBgOk8eH|@Y!A<$|f7360aX$sWC+6W`
zYbUBxYAIJq(nO#GJ)Oqa4;sT5{fVIwrsQPPjU{Sg){^Qf4A$r3wMjYIu+`DQ*T#zD
z>+WLyn3YspTV9Zlcl7jVW$U;~Ddy+r!9_<GokZgQBvzXsF+<mf3HUi78~rT}ai^dZ
zTT=6|%7cGn%5kPfn3yiRZy+&quI#?SNOs?lmI+%OUCdIdAop8-k=mH~lhjNaGjF%E
zqDi;)#mr-kj4(MX8!d!F_zQ)!3SUW86^0maZ7?y5YlCl0mD-@N2tD-lV5TIWyjT8A
z04-SSXv1B$W=xrhF6I~=o`L`qJp>Y;@IvMj>}5XTVKO8lUHs@}UF#Fp#N}X0WEwtm
zHb+cRITk<5!UWm%YotrAeMKD%bhKbzk53qHW{fXWGvP10cUfO^?_wgmcS#}lZ#tN5
zr5NY@M($k<`P*T1at6Xn%dyk`<@YY1S({)&Tn7C0MQCLp!rJsaD*r<ZPX4Da(qSjm
z#T*HDy@gsDV?#zBzDdl&CsxLIMk=bN<zlRy&pnf0OcTC5MFN@_H#a$({(qRP+MY5K
z>`d`#Y~9!pmYPe)hL7aN20MWc<~ecK!)R+`Y)H+m8yiY1urw)0VQe6YbxV`7;V7$o
zS>M>8U;}*-)@Jb7K%k2`_A(n-@z@}h#|G7ar&wl#r21{3X`e*+SY(V@#hLKc6{4Ar
z2s_L2QG#l`FXZg-O;IMTz&Tlu>x-Rq^{~AxAKp4b_~{4{UnRvarMc)N(5p>uec3tX
zNnW`bo|}F~;oWc)-g*eTFGfPgKo9BL_S5e@Hvf$B<TS+3UP9mJ96t-YiK9?>|1k=0
zKA=^~9Oq7^pVuTlIWPR0zAuYUg3!(yj&mlGtZ`)SImX`(Mn;&Doee*kU)og2`K7@!
zzceXZ)(%PqBz6}Sp*xRXqV13`YX==2#7U)?pO*(0U0rk%tG2__Wm^!qZ4q*AM<D0s
zLwHOYL2VGX<skh&VA~>;CZ*xg%w_bwS+F1U>}`;HKa&32blw-x($>b4#Ty%ZPGtnd
zzkAfp&6&A6z@~*aO0x5ipOAts^QXYb-Uf$9d_}*%y>>T(J|Bjzi>Bk=<^ynjyES|V
z_rh=Qj;lS#^<`V|{<cL(z8!(2n-9@?(g+9)^l+a?hs@O*;jm^YO71;G$(;wV_-qtS
zOv~BH^#g~sOHq-MinQ;3rtkAlo`L0r(I|QN2*tPWL*(WHo7q#4|L2+7e(<t$DwF=}
zCOEHKg5ta3D8BOmRue*L)xa#-@y_d)pdvX9$@4fJ@=l(G_2;9g4n?;(9qeXLM&8Lf
z9UPZ`53@mi@NDQ<R2CH0RuHVrFF<vvVih|=(u&P!vUxEI??j;B)<a0X<gSObZ3pQ0
zO|~pXSyCF}W-q1hvyYvHWD<8h6x@6OJ$Gj~&znR)uhGF}(O1Ymc8<FqB-U_}T@M+%
zk2T7<FO@lulS*?QVd30-_&=HRNU3Me<2@IIt`0|ln~7}BMYd+GvrPW454ky)54||~
zPD=6(Wb)-cpZJb5emWQn4?6>z061s&Q%KB2ct6OR&d)O#3<iTyA1vWdMvopnXwny{
zbT)M8P?(vi-xb}+$OuiFHbrD)Byw|eX%bs~kP2=jQHvxmDJSER%)M1q9M1#&ncxI>
zcMHx0ch_LST?PpRcOQZU_XH0FcNpB=-8HzoI|J<GxBq?r?#rHim^0_}v`uw&S9R6B
zpG#YskkI@ah@_Opl`S8-(=t7+_T>K<z6!Pflnh!eRnwJ|%V94fU}zbXDT>g1WLSvr
z<xQ}a!!CuQ;DaY8CzsFVxLavtV>)|+^rikb)qMLE>aV6*vDd%_clGxhXdsG+6Stk_
z*M8XV8|c%I+7vC%&(_Y)>Fz`~?Lv0BW>09RA$~X_FVMi*`IE@w4vy6a5&hX4hG~Ld
zRCc4GF((C8)z#H^Z@%j<Gwl!uiKq1peiy42A>W6%<(-ai=~Uu8T#lLd11@=c$vx{`
zm<;VVLD6Mu1`_V6!))=l;_h+2DLP@N3u^KDEcu!O&5tRY&+Yb@$PXUPB-1VMpQ<CQ
zuqkvmw$Ew0hE8)$Xnex(vNBNYnpXeJpS3CzY@<H8CU<-7DINuSB{qdfa`t=VpeXeF
zxnMRu=37x51SbBKq{1&1nIy#qMvg*0j0!%W7JFG-czo&(w`Mh^(RWRYGc2Ke%jcPd
z$x({{zc_#Rgfem{u_vZ&W{^Vk&X`+J6aB71LM9&f`Zb~uM~#&hflp+afTy}wD4~&I
z9i5*}Eoz<Ob1e7Fj5IT%q(Rywsfe@1Vywt`|3RCZCb}pj`mgEp--?)&zlKilFHMY5
z%yBhM)*hwu@U{MgM2p1uAE1#eQJ*{rQFoj@WK1hWiQZ+9+tAPF3%VG6xDAQ5y%(Rx
z$f;2Pn;9c0-PKIaNdM`5w=etDsa@=>Vkg*o8W^?mX>|4KUGY->#XU#QP@hAWOns@D
zuU>p0+91p!@`wW!AUB16#!HaMY@n?EMyO7pci(KIIMVg9Hlzwkd=0<x;j_m>^Of<r
z<nrgZRO1-0mMlu{Lekd?89o3*V?B$XgiLrK*<kn9#Db^<P>azpY~Rk|`)Q)y<n`>u
z-`S*;Ce9B%$?LN2rtnHn&zC*)gzJ)SSod-0*ycOGOwSyoKtzz$C?{tl4%<<_$4ia&
z47B0A6fjS#a(fV!yP~!H1kJ=*<Pg{63+xi`;pu_bRtz*!%Nj2?!W{HF6{$y1(BzI1
z1N7*?@5Hl6959=q_5gLu>;x)<0oz*v4>!P&<M_cW@DVyTr$QrW!z!4}xS?R*%diM4
z*ae(>=n6IxZ}%ElkPJ3R(uo)oWLpIdy+*v4=zSht!HV7-IiI@?GBqMxPb{RUtx2rw
zQqS8<>RRt3WUz#v8=BC#k=J<rAuBhUG?Ywe@|?_i;Dx(vqK~_PP(Y1(ZXUY?`}p_!
z(d06ID*SGW2S@!lyRw7kK0%FwCX;siEIU1c+4FAbO>2fRS67H`z_*vJbn+~u7d<^H
z+Y|!)7ot%4maOg(8H(rr=N#b)Wu545gtpfBc*8*Gm{s<W%j=pJUz7biTb3ro<4eZJ
zi0$n&MAz)SKk~A8<DC07JSq454LJH86`4Am4b1rVjp5<f6I~;HsL$Fr;?M8qhDjuw
zeJE)Paa|VHB)(|@An7{O!+t!~c|i}eFoO<fZFikCdb-Y&+Ww5gZ?x~O`<)_z>YpM3
zZjYLI7QZ^j)hK$_?E)PJ9EUJ(W6;tmsJUB$Nk~AT7JFMccC{;HbKAyZKAutg`>QHb
zO<^-hZEf?NB;Z-UPX>DC9$!;!`pSbw(GEd=3iyT?d&WY5FWqDyBj!ek8{))Bp1WsU
z?Dy8Sf|5}#Q`gx##frD<5kIu<YHSJXl3_5d`SPHn7l1rc!94s{4=aojK#Tq2lv>(5
z^GTzsGQ)5V_P2hCmLT!;(0iiC-INv@H6D@Fjh%bDBVQMU%P|EWB%klSquAr@SnEQp
z-!lt;fb8gWuA4;h&-?<zZ78}&x-g%=!siN4<WSn%e(YN*--JqDyT`$RN+Oalw4Xbb
z&E<SNzR<AK=>H8T@mZ2#D?*(4_sBp$W+9&*1c^6$&Hbex9URSYMYvAWNu*nsweT5E
zA~(0-zM4Vdy<%+2s!?;q-4qR+9Nu<Pr_UJL!g+7wL>n<pLV)yw${{MUllXY;n5LGT
zW8mJo-pC_uzE1R@u_SOWp*h9t8?!gLm%FiI4hojY!NZkOJalyE=4J~RJhxyDcvwsC
zd-wj`J9#N_jX*l(3O{3jOk84z`?(~WOp3F?rjUyWT374DQ3AS0mT&jcpX7xRyNe2p
zPt}nCk2$)u+THb8Vg_C`Es8=2D0XHuQZhooca8kIeTRqLQ}aiwBrqSyrd2X!+S4gO
zmVko$)V;iZ?joQFk^B;hYzH`xbgvE6^K?b1rvL@71ggoEp-z?mMggTPl2d2G6;hpZ
z%gSg0_Sgg?XGbL-c<cIx%6m-B`W`V7it-*<w(;*-wrhkVt{B|=Tjd>Q-rg=fxMY+n
zYo-v5Pt^Gf0JkAjZRS`0ZS(|{cZrFWvj{%sR}9R`c@vLi+<QvUD|~zu!0pmvviU<l
zrSW@j>E2>T4(~GJBCkS++*wC4WPNr;6#G%(9-LLV+vI=p$MvmIn7Ai-2r9ho^?#Fd
z^Q<I-7K9bHv7PbC6_zcFg&#n=nEfo_wh!6o-%T~5oWgs_N}Ins(=KQAxTY6kHhxAN
zFkWs*vU<z0^CD($jt4y3GLuu92<@nZRepViw=HXe|9UCE^x-N|{d%%w1hRbpx#zW@
zQrS+}>1-1BNmtDoU4*oQNS9w4T+Jc%Y~o=c2!Pc}f}qU)xUuUyytqcrvmA6?<R<5-
zmUg(5=Z_G`+s)Rz&pLM1@kweIsJrZJf;FB6z25gR+&IV%Vc*XJ@*LiMf^v3A;`U41
z@Aw}720!h3=<6`}j}bi`&GzH$qbuiR!9NOaZ|qg2@V{X|zz|vkGFC9;Ie?IdvhmCE
z_sNCHce=kcbutn|QLX8Gr6nMiHfYScIVK6U*vr+1_cmdSm7QbLpHAvEmHyBSB%I&l
z;Zn6!C$O1Z6CgV+jw2WewXEFF&lJiBm^+!uXws#9fLpY*lqYET^7u=Q?oh0(7N&t|
zxT+_v<D08W6*=e=kEG6*_j|kh-AdZuxeM@-u&>zD{MN%3|6oVfILCj{MK;dH?D#wK
zSFA)W{5zzdB;R6@=8GZbZ|d^iVrqNx%Fn(~t#J2yACg-263}I43Uou}h^shx+ds^`
z`0C6$!}z8J8VNkAJE_nkGY?mdY50X~npv!LFRkSyYoigGSOkwoC_r$tLTaxR9*B^f
zz^TGz7TaDDsT!t<9*FVpLVf8Tp1kOnSE371(uZKK7||nK^7ox157*~eWV8oN7}U*w
zDgfAp(2DcbYB}(>J-=!%4(`!!MKa;qZdg(FhL5wQc(cQ^zK#B9%Y0|dRn-|);C9#e
z+c2<V|EQ!%xn-cPZ-A{}akM6U+C&?=GkL%{h*<4&o|P$E|0P=mcq(y59MqoOioIP)
zH*Gc+EKvJ2nV(615nuZBQ;oW>_AjFx^RI4Y6#|N;RMUEjH)`(^Np%$SpK^e6XKb}d
zrpazSiUCCKfao$}V_#6yQASTO!Ho`Q6}sLM;l?z$;G${=Xj|>bBa}-hNNzE`Ly^F;
zIMxTZ?gkE(W2_3bLBttHz&dn0ot%Q_0aj4-5-<;Y%o1!#$r32GWd$Y`0!=ClBiV&m
zIePRf$ea}>Z+%yl-)6}3=IbQEJ^s@KM()b+kLXZipt9_@R9sfYUcR+)D1TK7^c#!x
z7M^cvoJgIbAZIsKXB^=SKV?&MKg)jqXU;JlKS{6)$vo)9JYp=M<Z{`Bm(%>G7I1A<
zL)Un==kn~z?@KX7T)QWKz;PtCuCea~tVs2<u!MpWe8H-sj9z#dyLXCdeaF-A+}jWI
z4mbDyGC{_N2MN;Z5vEPskG&Z0-3j;0pA2lkg7NHqtu2gltVuZ`A>=Xlu0heZW_b@1
z+*gqnSFE>A#SMiykOo7JW33M&A{4PFpBNcLC(*aluGk65Rz?%jgM^Yh$KEd=Z9mAG
zqpKEKqN_$+%4W@ty;neWw07lu7~H!bye0gt8%Tz+v-j>4%?b1qIuGC3HO3nMg{7~x
z##sQ>KO9}wT;O16k4m(7CV-ZJJbG)M7%n)3dGJZFmQjG24u%&YYjV9CGj&>FRApG)
zI|O&^R+?|a0@3Dup(L<Lql-6@wjI_8do*f7swGScYPRE8n}<t0Im#qrb+7ML313Qi
zqE3wQ%iGc|ssmUKCaCWancGAuCJ2$Ghu2ms)N){N#%iI1v4;Ag6XVh(Veov!8{dhh
z4v|{#0%KxvGDbPZe)*d%{J3y<$gi7d0!>Pf^J4M9%W+5~h0UfsiJKATJ`V!t^Jy)i
zh_6_&?_~IBVY(wDRU-!6mUK@t&^LI|7Q#nOP1m5v7-~QP5s_r?b?d`=*qq$fhJ(^6
z$GJ2<e&5#~-Ll9Kdo4oh76y$1_UP17FrWTeyErugr}nJNI^~yWUG-hyUInrNMbYN>
zUShjnz&#OKubk=+pRdgAC~-|fe*sB8%JNp>;Wg?S#jJZW-L;_yokYcp`*zQu=3!@<
zuyjv}4G3hZ=HM0{AUm>5V$I}EV|woL+l5a29^+6_s+N%ST-R|wPe_e)bv~!Y-ts`S
z(OIYuO7lrh_;li?>T<3&Sl9E{DdL_Dkqjz$c}gdu{;U@c&&V&AtT3gh66|+Y?*>X8
zOg@j4Fg&>j_muUrxP~d@gnMq6MFFM?#@Y9^wKhX{Y-zRS4qwb1)L}=HQf49?d{Mz1
z5?a!9dkmH|N<2KIH%YUHss)SaJKmJ*{y53u^@opjW<BQetGD3Az7L{wmZnFMsOGaV
zX!H*XNwrWMs0%-d#-QznX(=C%cr@B43m))Zm3Tr1+UQY3K!G22cJkyq{<&Wdb+iPj
zbHBLa9m)gTR{d;$<&gD<D-~r?%YzOze{sxA%X|$WZ^upNe#p2oKNWl*kPn}+rx@5d
z|3MmqeEZTTS2ccIvj>}B0hcL-Zq!(5;SH)2hskb3%OhGE6anF1x-`OleBwo~x2iVd
zcV!(_jgOBGEN!?1_lU`H);#_dH=aj-bUrm<TtHXLbT5jl3(8M(FDmMM1va@u1A)d;
zI>-|4GJ^+)Nk!KEk>ktpuFhn)6ea*46PLu+hm^Yz1b|q+pbR)zURgPm$awE97<-JY
zfQZ&Wge-L;c@xekp^n@;zt~;Q!;bp~^4|DK2NSEW@Hjc4Q7Z)DTuqe&R}Pq;F3olr
z3btYaHCWFJyUS+er^3j7%r364ub&B*^{8$^wC=a0LDb}ASLo!S6(R7pmdXJY(R2zu
zG?%S!a&nxFN|SKt5igW4`^NHhc#ET%9|C@}=B4U>e7I&&^M7dS+Sj1p?{qrQOPk3P
z4uEb*E<;_gE+;qBv>l@02e6o`tYu&J6NHyQo}x;pf2Q*vpew{K6L}1K{kt=<`k~q=
zDm~`J&;UD2D0Rmh{3&#1B^-15m<k)~JX))fe5dq7{{%*^0G~f^su2br)LVL{&&L1r
zHM)(p)txO!%w2fLxG5U(6!FpsBN}*C8f`mn_C}I%-Kaj15jwqGwalN~=4>->iSSDE
zIP=^*U1ztwAU%28d)hX3z%SoT*@^x7zd;F6y*cyRH;V1PNP^lxGWo0L>j_aCQHF4{
z@bGXhz<6K2{ld2dN7;md!Sy+?`>CGq(_tYYpCe_x{pttUC3|viA^+D5twrj6s_@T0
ze*6GeRdwac#{OYv-c(9x^S(U_A>p;}Tw2oIgwV)Db>5x+z1)r!1<sf0)@4;1caU%Q
zN0*ixX(xtxTy9Cb9?c?)h=?>o4`a8>lVG*j>}De+Exp+tf^x7}Wv_kI-7S%ZBx{uS
zX=Ae|bgF^9q2;u~u;pS(mSQTxzpt-PV<An!i#-Tpspb|-%gp3*FiCZDzMeHqJAh<?
z)16nnRd4sVXm!U<h4PL@KCY^&iqG$ftJ!_m9Y`M+;RrRI_7;7~1zXS1hjct|1Yv-E
z?(LsQpq^S;3!LGRkz(Iz%N>umyT8z6#ocwWIEO^yu(5Df66eD>T4^Y^WI5`F$V(1}
zTz;JP7afCQ%6DV`m%2Ma2M32IA9-pcrD+Rs@%POh=P^(Y{!D#^{0=QDF&EPF{rP?!
zh4t5I3c0@{Z)3+d7Tv90*B7fE>x?&|7K4|=0>giUXblpsKT4iBZFIh0w(J$5J*+B-
zZDkzfK06pxdhKWZ28-A<l>LTXPA=?7Gfz%+RucaE4UgA80@I+ZvGcTJuRvJ^j*fZl
z;-wH*!D+;fGBES<eC68Mk=YYY0`(Zb?sY+9e`kZ<o071QtDr}zoE&LN1Wm~~w>n+M
z?vI6eFbN$QW{!uvnZU|N+enj-^o%bHD`iJNHki=v`i{<!*!Z&nj~a+y*x~lc<}!S1
zMA8}pR#k%+MdypqdAHgyfnM4!S2GYyU{UkXfPabP7s23^mB|dq3T7~&@j{AkiKP2G
z3AnG^rIHrB!3Q>uwjWQ69@|sM|4gOa7OV*(u}wOT+Cnn-{A#>Jqx;Kvs{=6&oUqe&
z3dAYKjAG&KuyU>&`ghdHT)nMbZT|@1*2#t$2Jh_@)`^ATG{i^syN2CMg-Pb^?J)4l
zhLs*&SHEe57GjUx1^u){s`Af+o_pxWuVc^Bmx4(1(<{O|N<CdjPQ{-glW@FSD_q{f
zE1qY8n8x-D!01Cv>%cgAqO`fqaBhj#YHkM6WyNit#zuY$qjX*?MbJ%=%Er~PfK@^x
zdw-XW%_`en+QyWu*+#W@TmMesC}AvqXoEzelrIOdcrq?8BZR$a&Xh3F9#Zh{9L6cA
zK7PxxbaOn4{S!%S8>&oUT}z=#w(J-7$3>8v;jKIt(^bU@u<u_Xd4Y)3{Mcf-yFL#_
z3sdm~iPZ=+qKQqSj2$|TSiB32u?wPa!hd+5cD`N)c-(}Qr8+o2ous|@j-4%1p<eNR
zrWuPtBMY^jWx!(dLJb_y8|y0rY!6Ufu#esK3ATy+Sim1!<;BdA@r9YVO|uCtG#ki1
z#T)BqTo6PLy5|{NZIOy54BC6H7fTd+a^!;C*=U6#zR2b*k&i{IU`fh!x#e#Obibty
zs`QIjtGW0AytW7lM;A_nZ67n@FLVmKs!Uh-%>DI~O$w1~zsB^!qBThV<)`Rz57~PH
z9_0bRIwg%~IyeG^?9&;>qi;;OZ8DC(9=ZCWALx<B7t0@S^`@JB1K&PW^XFU_t_U0l
z2gC9471^gjO*j~jZYRi7>6<2RmOOPP5Qn&wpUAS6UvAz;9Uu;!OpqZgLP9xXs6WOr
zzLz;6&wY0oFD;lpUM?;vNha}F4x2)rmPTG}d3pKaq-Fx_dZ<=wH3ie=b1wq|i700Z
z$>Y2Xt}{v|ERI95vr9E!x36|bY6ZyTUj>}D;FO-IH6M4Vh762-FX2ItP>!O_JnBD(
z53)6_R|G05G<hQ*s>cqXr9yy*pMn$5p^={~381yWl9M2nkFvF@Hbzq`)}YFc)YzgK
zilOaFpbf%;f*J;;U1`Ftq+&hRyh7<4uv)O%<Y7`<TA)CyPdmJE!J=0r-#{1vgLKH>
zX}vC#wAnQf<>`Ml$U=Sg<syV+WM~Ww49nwJioXT$peQA2C<gf8oK8MAuOsemD@cQt
z7TG^<RUVsBUakDlhWk`8K_V1`0$oK#<(vAIKX5?%aO90=dmwh8-S4@`78u0)`()ss
zPV^t7>OXvOS?YAJ+ejqL%V87Ci~R*dxzS{TGR(!g`ua1$C3K&YK5FFXgH7I#j*T6z
z2Zw}Aee=&NA%)U)k-di(mzFk<=1NllW(dl^1)#bZ7#J9<1Y&tyb>#<|GQGM8dV~ty
znjcy)v=2{DThHemve1mw^K;5@M_Q*C$nRonLocs{3+a+0VXv#5I_xbuHy$<k3Isz#
zL%q6ajr;UZ79W=D?Vc6(ZJ+_IN(wX`ArN=9rnmz>r!A>8majwV#D*e6v9!I6{<5}*
zySvhMFAgsI<77|JOSTiwlsHqUGN5hj2ake+60$7{9URxt&@kzXz*}r|qM3`=5U1_<
z#f}_9s#1cL05>2Vi9Z$mS&c4%7J}t|vKRmry3T+UY-JO~!<FQ_*Gunq{c)z*Xy1Pl
z5g~^rw>+wtfBKJQe3_M<-`7SMrG3a5^~U(hfb%Ms|0&^OR#oBi=Q$9s=Y`3WH&LF%
z+Gr~0;b)?RqCP}<UutB7;W!1qtGTTms&K!fgy)9`D7W|^5<|`J%uV&)=O~CaBVOB&
z%V8};%ircBt*(-xp#Sw4@6D}1M}P*NEp*A1=2Mzb9uut>V~>YOf~q|B%U~o%LaP_#
z;nI7TyOuq%y|ChKuFy>KBt9)IVrR$P^<eTnG<}wRF62K|od3ISJ-i{?DKU3KYZ`Z4
z#E(3I&B83ua8&nysd@ir2U*+x)!h_9T~<OnySt`iY20Cvkv;v<B%9mYGk+9<{%bvk
z?ydjL0URuf5S0DJ+1dGGjCWm(1wYsC`A(<Boz>OVRj2en+z$WGDzEz{$o{AZlDUnI
zjenY()9PUU+wJsk`)z;n(>E`a|7TbKv6@UF{qKnX{V>oqxnOku72SU?ZRncO@5+y$
zR0JjF|4~lxpxsDESJ%8Z(P|KR8LJYvnJ<dq4(?I+sA>t(<2&b1`5eqDbI=|@Pz>7W
zhXn3IF}yf4mH^%MJ=ei1=kG+HxacYHGzX`ue&|{>_iOyQD&=Cxf|{0fNyM~C_`%aw
z#)HN6vt?-Co&vd)g0Aei&I#b_Iha3BW%yS8-n0ATfWawVVd?gfHy~BHes4!R&D!0T
zQUEh6?^m&IR-QPt(PbLx2Z&fZ+fGiOEK0c*)y@_fZ$YYmyyPruUAOB_DA)MK-@u~v
zBWWOJm+zTzD?QU1>Ze%SEb?mWcPYl@@;|D%q=a8_(`Oy2T9!@eFv@;I;B*T3*BgmI
z<NAxiG|EL$nM7#4#{R*U>nPb-3OgnI1DC(>w+rt<M()5=)29EeD#bCwK2?U^_e4BL
zRj5<uL}JbW+dqU%oS4P#6zt`W%_SexBpjvA^%Yj4BANyjXN!xzV{l1#o9CmWW1y~O
zPXErnPQuqy;+WJSVRQM2y>r7WE)S(WLOGL+lBM<(hvPp}$5iX%SeE(3?XkQGR<5tn
z!|byg5Q?d;Me=_O$%n4p(L}U|v6i}7^j$!yM<&2Z-7Iq;G$xt-kNgL+4AX=H-Hw#6
z$4E1%V~24z`MQt6q@0M+{og`j#yJ$iL+OVaTmrjL#+JUT9_*k_agHrzkB%XG6W5DZ
zMRLMbrPYXswBWd!arp>qH3~}nF(u2(jKTZ{CL3P;O$n-4YS-D@L-j*5!r0N9G$+Ai
z63Q?ktn8}l8Y24PM0__gK91RMRZn(h@cRoy!$m}VeFh7G_$;!Q!OCV5K{GQ3T*W*E
zAto#SalT&5Rl`Fg%t_!Un)>-ID=zLGB4X&90pbtKg(?Q2B^X4X&-18JKkl>g6#00N
zcb_n>N#1Y{zUjS(HfWQ$ufO&;De-Ki>XSS~SHeC?hc)cshpqDIhi#OJ{*kvoYK#0M
z>%(36y_UEk4MSY@fjqj{@%S_rtL!$pe<wGOl=pT`+;IpQx>Ws*3@-Wi?7ylFCJ2m-
zwNZX=MrEIa80e&6#<Ws)QZNM)bHlusaLnFY4lqJlBEE|(Xv6yHEN6D*uynuBil!(c
z7PiD1edI_}gC}vrZmkRwCkeL7n*Y~bcJl~E8vmvY>idf{C7k=O?>OCnX^_2nDSs1V
zIe>68>1)j5h0>KO%SHcI;AIR~Nbzs8pws8H*uP{?Hnr?4AALx=9tWU*N$+m%<W^^{
z9IJP<4U3wu@C%u}hKFR>q0-n8yHzA+=`(SniksZEWLTfw*wBPcH0JZbza^fV*-M}}
zk|<2hvAXwj*_{MkUb5UJJxbRiNNjT%#?973gjDWWleD~Q={7gsjqy7{m>y&F!1b^y
z$*@vO0@ZcTvk2%C*03h5<3CO$22JJA?j)~`BIu#>3sQ3{O4^QhsOg1Zqjavoik|~q
zYrXAc3M9p8d!xa)hQ|{!Wd-;9Z!zGpVeJX2YuR5SafRzF`cH5W@!V#Tg)!XfYB}I>
zK^QT6mqI^V{_K`K06&zwuqWtVminWv%Y-L#gD)b@M>UsghlVtC8Pyw+=%GS^2ec_)
z!MOcXV&4kanJ2&KC)n<CElKVY*!c50Sr;d4s;gXpm6t{h=u+hJbD@Wo;%m8m57tBS
z-VRPh-3z9XKJPc^3&0@2s$f&+RJ=pAu~HXWnmHmw7=Q7gedt+vvyDbQ7l7dA(pNLn
zDk&Ebqs{Wi6qb2g<I&$DANnJ?N+maWX}H(W6O6e$STU#RV*`$lZiy42AW)qY_L&pH
z-}kp4J?-W*RKmz_k%f4_RiGiM3`B)IMkqm_8oSq3o+8FBRSCzV@o|tc=uOY<#|1}R
zE8aI6k90X>OMMp|m4w7Lvm(T@SzxacJqphtQ8SeEul=)v{I6a6&(Ha7QE~k{Acs-@
z1jlQ#3G4X(tM&m^hUPmR1n?hQt^adQ|KBxUNf-ZbdbiLv`2XL3#}L|idU#6~^f;qr
zVL>HeH<E%1IZ8@ODC6ZO>+SS?A(sOO^X2IUnvl02P%y!EdBd98gCZ^V7axzqY4{q;
zvB1d4$o`w>4za~7CmrV-el?eosqQ5tW?61&aOmOZH~afvxTyM%@BCoOovdU^mnTX~
zO92iJs63hSQubfqm%Y+WZwV<pmx+pm7mmjE!L%n_YBSf9-2?AS_b{X#nYGu<D5UAk
z&bCAy_f3Viu&co*&*CXu6{X#PYmi99c`~W`!{|s4LcDhSenVFXEen6*_gRQ@Ett1=
zSezWm9RO-VvoADToR_<~tm(|I8v7>7&QjXTE1S7F*rRBUC%^fPs(=6Y37|bl>a?l*
ztkCT6R3i^xvvWd$f_dFp3jCYuyy`Ex1@NYr;6qlpYpp65;LqJlk!Y6L^EOL}S+gL?
zcJFt3$Q4DN+2JZz9=>+xgc=63AV1Y&QpZ@m@ObY*$F|0<O3^W5@ZbryuL~VALE;C>
zav0yyzQyMX!HlS2hyba709|Mn6?Y*N7ZFwET*e-lesSLyw4erdG-d&+MXFMj|0wKz
zm-yTae9%X)8^BGHyBxdwNZJ(tqb$%FYSi1lzBk}#Pv$)5FGlxgFc}IbkQ-x`MUj;(
zBRz{Y@xW<~T3t{Fu&|K&>FI7x(!MQEbO;hg3iGPP$7z1ZuHb<&h`Q{d#0W0p|GH>=
zspD)wzdnS?EX!q=0<mEvytCnZg45ZY{F!u9^T8UgeU%_6@t*UNC6|!i8^+bzG6r5!
zm<oWi;1HDP<i_(bSh~rhgVVKS0*n+OA*JS#Q?Kn3^SI^V6MuStDW69{Xu6y7^d!!N
zPaY<&r~qJMD&4d$j2-e@<!G((I|V?|V-MawxXSAjc_PI@mHb-Km-&7LRd=u@J*jXk
zkDTqwp{7chC-d*f?DK$&&9VnG)7YWyMK*|DBCF(3VOS#Awuph=-9zo1;4SGoGRU}#
z-9G-Y&&dt+<!d+m+BQMk`48(=(nq((guwj$#5g@wbWuUrvXlKECJZ!dW(}(fJqN;o
zf7iNBwH92y_29}xo^GE<)sTm6XBZ7`?hq6zzacJ1(>nK$qHF1nPcsa}C*RZI&PNOM
zEBA~Q_I!oMxApm+((CK};v+z8HjFsN(VAS?4LC-Z-cr`Uuf85}^!WRH;Q-9OYbX<e
z;C{Z7fhs3(Syz;*jw0W|`CL=@U#P+0L+%Ix@*zb~{!(EZRsrf&_k}%V`|)A70sN}N
zlH@m!orvIByZ~h`h60<ay5<N=4;D@OD|_Z}Sr%1%B~}+XcKvums>EAjfxfCeIq^z>
zwhqA#blEJ^p@70qWQyP;bx}B<;wh-k7yra7Fy*I&GNKQx;^BV4rXg-+-QWX^Z`&>w
zTkuy2JzX>k2AY#BJX8i7Kh4L1Fi463NtAy$q)i3aZgL&AXWe}#{*91;dS_<>b?cW3
zk|5qhU!<$=r|x0Z^B;YY+Ugv(bCPUE8S~Z36Y17E9s<y`<$anKFpLL&eSp94!a_PZ
zG;a`0Lo91Q+=p~7VCJi`FSAO}!$!~CUk1BMvX^`omjaDyN=r<c(`K~vi=o-P0+hmS
z|Gge4Gfhsc+Oeg+9bu*Yp|iA3)-^5zg-`L4^|(vrs&Jx^5}&F+d+CYuw~IWH7UsId
z>r+c3df=3m46whEIJH1U$ParJG0`;?8J~L-)SUs{h|sFF{ElQru?LJ6J2|k99ZLT&
z2O@8N1k@XU*5s>ispMB4?)wydn&z7b;GDbEBA$Qw9oE8bE^=5nfBQt+eUw|JQ=Jus
zmT$Ew)Bgh>>FyKsx%7*cWf3Pj#eAAzkkC4e@kQ9H|A(({8^45;ZOUqzzbzkTI9&_1
zIUtZoOUXLgB+DBZe2RgUsG|xEKe+9?Fe3jjP$q~QEjU$8Xlj$?Z3b7;lj+E^1i~oR
z?X#Ndg(<akm2%`HSu^7$^$jK)$ic!&S6WBps_RzCYS7|q2RD)$S2oAc>}OFiSK?M+
zoB3V_Q1oNi78r&4#e&WECG#wQ{Rt`L*HW^HG%>aT31;}j!0Vqe_bc>3I3Q#yA)ZcW
zPlAh{d>@)ZcCGfm27xP=duGBr{L5cY$&+l`qi08{YcHz1OLQG*7AIoX5uV9`1Mvf4
zVM9B%8)iXS^mW?&BA<9rjM-blP#UnQ%F6;{Tj1|14`87@$gEjc<4M<6y<>tmg$>`p
zpsv!#zUbJgLio$bF&j~gRqUa2g55J0O;^71on#RZd`GR`UNZg2>d5(iQ!+))s}bn-
z90P35d>GkhwP_Kqx!xMGu~*+ZV82KaLncdub@|iB5_iKaI*YzuozJM{@xxk&Ay>X|
zK_~*x@UiJ_eW_0M8MPYchsm5`GA+M#g05G{y>4udI>2MedIecU!T^Y#H0Fho*zc;!
zSMUdny3WQQ(o;xIC0v8anl29p8d1R2ZHO|=nLeYj==#GK6NOk!%_5ZUwMClvBZ5dE
zAQD0JHQC-o*Kvd~x(91L?T~GZ*GIx*_toy-Vdm!hNgHREDx2p$4(j6w3t;mXx>R5N
zvZsm$Jrdi87kqcp#>lV(u2f$i2v=@P_vI`D+cOD?e@FBR1iKc+Rc2AeZ}afml9ip<
zM0!%FCS#LaWswx89~Hi!K6R(+iwoGmnhvBm+CP;+y(7oG`4QJ7pa#A<-FYIKskF3;
zk`d8|6Xk&4E=1sAavEud&T<l}Amuk+ytZYD9+H4g(}Vh{%WUmKO*n5a?d+xL+M^W*
zvVX#uYio4ts(jBMvxU+C3BI!XriJ$~K87)U49$$eUrsqT3y9@zMV0<G(Imo6P@3Qp
zuVoZ&i68+v0fva>KG|LP`SQeA5;*f<B7-OUu!TqYNVr;_VJ<Dyesz$TnFU(dmx%a(
zwtwI4eEm=PL6MCqs+*dfpJKfJ8gAXFrB`s}Mc@Z;S19}P#V}f0w~0^PAfoXDV^m$;
zl(=!QE`9-cPE&NOC18<~j=;JaBnC~n09{DJ93ndNIM!>NAcik3CTf1aaju|1t@)(2
zjsdIz-&o_Tea^q&#4@u$(T7VvE=@Kz3U{C=+*C~{qc}hT&raZ<FFL<$04=eSM231-
zSJd);DmeYAqj@R`M<bqbDF@py>Uc8}6^HCz)Ib9~pk7#ajceO;WdRwA4X^rpzx3t%
zP^ee-%#!Jh9*?R;D&lWe!*_qb2~V0&;2V&D+GnPXui2r$PDwFsb1lbdm{4*j21>`h
zeAPUR^IGo6&)3;(S-ZIWU->)@)!4LX&1a6QnzE5T3zuP98N{l@X>GOar}8D}hGj%B
z@rAop4X%C=W<A=ANEl(_c-Ey?{z{PDSVC;?4O4bqEzO*H?Ca;urbWN&coi<{*Z^u0
z4IAmEkZP~}5JPRq;#?zv;WBRD-jI3y6r^&Z2p(N+{xa_Oh3qWf?2wh8ta&z9Qi@*Y
zZ78?LoS#ftWZ+I#L7<UvyH||++QDN6d{dy<UMHgE?xw~rDuk1(BBK3E^p_~Y^T{kq
znSWeBzJnkTNa+ueb!$uu%qQ5%th+DY*L^<aidq|S5gym}o`2OA;#vJEY~umwJ_6ke
z**Kt1{3H%gnXE-8;k>%|tVbSg?Ry)nvtt$T4)#`rDz;aCh@US>KR82yO*!q{B*312
zB}GeBH{@|>i7!(-3aabjS|9)h1i|agxs2C^JA<agg7cNiFg3D_%Zhr1wg@<nAX~r*
zfsTjmYsFFjE@7LZ?C|z?_mU6$blpbgX1ccSc4hV53wOI!dKw7mg?ltDIT4X_zP6Ji
zKN36cq|xX5b}1|J0^9EaxTfwnpKogSI{J}q!q6vh-H<+&8;9~wxe4&i9Z)8U?=T;8
zjMRY0coIEX87kR~YItOsxi9rPdNmA~HzOBrz$2NF3-}41<wa6#MmT2m`A?qFcYUr+
z?FW<J+f#C82~K}K0Tp;+_VH=dnT{jxZtwf-q(gMHHN@;DH7Gmp`z<dBt}0ClGk(P!
z@9r{Xb+BTamGXP|b3wgx&z~dk+RtgRO+)$LII*t*J*Kz2ItR--*<94vLo@r?J7=(U
zPkO$@A0nqH#5X7dxR^;EWtFLKTl$LFnEg*(&X`y`3le<IH8i{RwZj~4$2J%?&JlaA
zrybQxmN5j7dvzQ}``$^<Y3k_xjO<`mh||}Ehk6%K2}m|!tGxXkgwJRem7m~XNSJX$
zWvM|&9v_=uR8KE?aAdlV5=}Aru?2T1pC{#M#~+*K(Y3OCk&Xd9l+JsZ!pTx1(pQ1T
z@%IG&EH<34G;+{a-^qVk1e#0W)&0jZ+4fTc8dJeLNu~~JPDI_%S1HJez~hx%L3Gfy
z%1r##2!3nIUE-4qNC5Rt{hMo8ca8jd?nRO}*-1Moa!VD3*a2<8&jZH`mDZHHJT1fl
zhmP+v8SHqk1$<2S_i6V#!dbu6NN8L0(8?I1f^QjmD1X+8qpLujCbi=2X*`q=BdzbO
z`Cfx%6~W0dn4GtxQwGT$>@h5IeWwa@?Tg~t7&fR)?J2sN;k$JFjZCc4;%;~_uF^Ld
z;{q^s0=DdIoj<l<yoI^u@PL`|jCw^)<RXLe1JNHe$pldP7H#!B#s=h=!9^U&<odd3
zo(D(NqrKR70wwKJSBab8%m?H)(C2QNcrHKki1Q)`#L@`~Q-CF5@TaUep9ht^(b8+=
zd3Dhc>vM8UZYN1iYsLtN73r%C>5o1ogkOhi=qlftdO6=;;oq)|FqAeWFW{IJk}aTr
zu6A*1EFv75RzRwICmN4woSs@j=1`B1YocT%UJjucRhm-k^*`yHbv0mC|Mga%Nhny>
z#G{jz9!etxqGRZ2QVpwARGL&6<L5q2|1AKQb9yrs2gel@-%H%G{)RdwJN`!`Ll8c9
zpt{m@_c$C9jB5aKLL;{o%yU$n{7Nx>P5e)TA&#pIx`a(|2q_gVWW9{66Jf-j2v;c?
zU|7WJ;5(BXXBhNV%g8Wxh1`99N+{$Lz`swwSM^aYoDc~<zM0Yp4MhAB2H8T~nai!Y
z?!|I^x`7S*eWIF~8dUpIc(Ie7UzBk8$IR;81O<I}fw4AHIcuE%Ie?mBT=v!O)um#M
zB!KSkxr>W&rukW^pRkK@Y}Iz-^vXgoX2|wTb;RMyg7E@QoW5#IO!>(HzwmFxW8;zM
zP+Rh(irrgr@K?$CD|)lV2*d*%srf5}k82&LUL}o5_c+FNHeMt>&BFhiA^Qd$b&ujj
zmp_3{yAda`8>2&KpITq;{vON}V!*+?hXz;vfKINN?T`Qd7pZx9+OS@Y?->LK2e;97
zzn1$pF*cST{vE2J=na5HblmPo^Yor)B?rz{?SK1FU>_^7$k2{-$<;T!%|3Zt_&3a8
z>is<Zk%O~w9)VeZ%tu$NlIF(SeVU2Oks&_Y)X5CC*^HWfM&Yl$)pwXEZW=M`E)Vzx
z<EydUk)l#^%-Ur-{s_XM6%w<*&Q0v{1>PGPsG)0r{fv4-_MOq?u4Ha%;d9{3Gs9f_
z!rYf%O1taw1GAD)-|aLU)eilx0k(HJy6jE{rB125VlK}hQ(sh1l`FP<YB3_v=}aEI
z-hTy`4Ic=>OO2km7YXT=3KId9L;~+*zM3tEzy-TG$$)>q*IHHT5k$<|a<byoIldNk
z{e*usd2XX>sP*o~5zt>iUhx4(-1o#UA=)|_8|$tf=eLfYn<&{isaM26kKb{8W%NML
z?hf;B0iFib-*>V!vjf;JlC&A^OLUl}Q>GL7=8CJN;b4_?s=RPUEpopYqicK0Pi35C
zN}A6(P1%_1s8`<`g5E3r5daC2<w6zPFZHs_XYa>n$6}q%O!4bg?m{E$$X}bY!Y3AF
z#DHuvS(tO_m%`9j@7o5e;AmR~oGPu%2-(W4b82TNK^>BX8G=s=9NYH{2OIg`F2~lT
zv6?+?o0jFF30F*Ie0ZUmk>^`O6Q?HmuH(WBY5+HFu5Ot}$E&v}$;uE9%%(iUmj#;m
zj?bDPCoej~TA|V`5~cA$#*)q*vM-+ghkh%NDsF$l6}i6I^(;zTxT*kvR;GejCEYz{
zQ_<;&9r&41;9_ONXPMY!&XK)QcW#lAT-d)ok|ELyiaaAyZ;+z0ZLKV$XcenGcc8vn
zP=>s8%6)f0@b3J(hACmlT0sGkcnZK2*3+8`#eX4K2@ump32jIIUe(T)^ma+Qy1y#c
zTN1;8dCb!c9m;M@{ZZ_bNp0K6E3p#w4+8DY+7dhXXm_+gRRhO)*MCtji57a6w=H8!
zPAhb$aS@4VhQ*^X&i+aqGuVW75gGdM0-T04_wffO#@1X8Rao6P40WhFp1+_fK5z4P
zBQ(y0AeOSxZU07#z3`M_t`i`PbUU~|f=o~BCtMuw;@T1&ArrU&_A(<1_ffOfJ^%yU
zb8EUXJF-lVN=S4#bIBxp%fY}2nwty=LykK}a9z{UPGwUS5~pnK_l8Ku+sJ{6Ub9)1
zWD~oBQ1bF7_(W+sJm{-Xq`2V<hkKVrT}RNcC_!wo&AI7Vo>;J_zDZw~)eYoGD5t(1
z#U?YPe@{kYlyncpL6!yyewojml_(c~J-DuzP&g2mz?{4}Ba9?oH%{kZt`e4rgh#kP
zZ6ZxQ3%nJ(f53lFpEF-XL=pv;B0qqzg;VQvqD3rI?%VkothKTuamCZ81f#q*)R|&T
zZX%}t3J>sMqXi!QKq`A|g_md@18+I9c!PZKz8trdESOs1cnS`lIMU$dCavcV+#zlB
zXD<Gvc1;0c<u(hNt;w!&%oA*UF%a?3a0MW%^9psRO}t=kN$-eCPB>Ijee)yWz6wd<
zmr{OJO7;CDf}pc7l;tE(zg}weSa-P<^D#L3QaUUYSt~P4vJxIzL(5)1Z}nl1E)qqf
zua#T^zgW{P`=kR^N%W)i-{emDU!$u6INUzdj)#0Tea^#o19Ugb8bo2*&hR}0?M9En
zF|SPCe6hVlq$#idb|UnaO-yzfa#zrU&Q=l)Y~L2spZYp-oXr8HVf2VhgB{5M#n3^t
zDB3cdM}mYY8$&qi4&)+ZkUOI#<dT$Z1$TD_;5}o8<XU?W$hy^&oTVah&%GJ;!1NA*
z`u7{Hz4ql;Z1v@k!_>jK!xG<fS2>sB>NBn>g%?%t931nTvREY)<?|?coIHT^44mvr
z6n)H-<#e$nU#h)plhbxGuvJ{xNsmdj@k>Z%M5wFpYK)GZ%ak;=)uD*tHh!S#9U)~#
zANaF>!W_0d86D#TX<v#Yp>eZl_gW(BtD<VcBr7oNEh6vbeV%N*{UUTZw)_nkoUX&!
zR&Ee=L68GFH};R(u%(W~!sht)YM~p|snm$~OKz$n1P#H>sc$hv+sHmhT?OE_WKov7
zL_{@a2L>*{-efr9ehC!`=AHoFp?D;4)D|)<*MmcJped;O=Q#sk{V9QOh~Q*avGnSj
z596x}y)hImUDCkdjtV-H?rxMg9il%f409pgKFR~YqljajYd4?Z2R*aCGo%~H6>ZKP
znwCSTsy~|+_QA&Du4mNKCQP)AckL#AG5gx<yN(mD;BptiE=^!C|MA(Ri^wu3CNO@h
zttT__OG@(r%>3wS1g5B9*`gDo@Bq2k?By45{YF*S7#ynK0*T!V9cH8}*mIlp=3(a@
z^(*0fA6+$BTVFN--&&Gf1g@S|WII#akKMT`ig-)W`RrB#M&-AW&p=F`s0V4YGNHup
zM$8nHSI=?D&wVddM=v?-myv5|*O3brAja9y$X{W`daj7^qP(5#FIp3AkmqWjN8nN$
zr24t>G3clbk|~-CxZRJ`xjy}ibXn6EL3TgsvO*<AM%J}X;6MkoVrQ>?>4*A4dDmrP
zoe;5{4$Kxu@XP75o~1S&l#RRt04^$KV%o3!rD^TtcaY0>>i&E`xUZk7de@Pec?@MH
zVtJ^JAY3~7C2Y>DY~|le6ZsL^|B|Y=Z>zMwnfHUFqzZx05ma%Dgl79)J_mQ32top!
zcz5+BFP0Nkj*2gbDrJvVyb=&HFz}lDhO~<8%h&duxy|lq0>b413_DoTLkGRqyHDP}
ztz=mKe&{~>Z1zk{Y_cts45;1>MExL_VC@OLM_CHsQ7i*^ukhaDsxoK)f;CKlH^lh0
z?knMPA^b7|-_VY+RP3fcrjs}D^qeN^rTUh*o{bDiTb6TF_lZ|{KevNHoCTjtfCLlW
z5)Y{5OP>@E$14e#&)duKcl}`h%-^l>XW0WvW1nIdfY)jkSlly(70hPC9?s*4Z`sq%
z+X1?Glg~Hm_UNmGJxg1pT(FS!3oH{llzP6LDGm43%332`Zzn*sgh#ps7q%}R>@aj9
zAE5C`_=wEeY<F-1okl7IPJMVBc(Z-ov{T3G1TJuC5me;}ma+x83w55s9lPkT<m;}K
zHSai$&4D55+;!qQ3T#iZ^xMjx8R~crp81HhV8~9afFm|R*JEVX-TG*;kt0*QpNL*q
zGzfM{89#Qnj*_xe^Aw`M^6u<y2kp2TxF>X~X><3ln|}?DXjY$rUopg1oBA7fO-83V
zhs0jmY0hc(5EeXGTGHJ>#7`KX5Uw5r0bB=^!9W%Hz0TS;aKvF)NokRwFGGzp5^ZQ}
zv0Jv_Rp`i%fE$laW=4?Gp_k6FC9H!V)frv_D6W4U1N)kTRS3=W)g6gvp{FFpw$+6W
zJ+{TGJ8fUr+)ESB+X(cYIiBsV);+jQr;Y+wzSL^Vq^O1nVNI@c#0qty?oMR1w-$#T
z^RAsFkSq#(^zFmi(iLHBVQp|-cG_1TYO*Ikv|&zUC_ut$-!@8oj1_REYTL%MNRk+2
zt(}NDKZVsb|D=PL8Q>8!uyu*3WLmC0kuji3QFnzSs<jffHSyr<>nuY4vigwKcc#ML
zxll!<v(!s0E(0u69+qCepj|<64ycRkV7~*U$UPsjQ6NL91ii^xol<AZL&Zf>$v(&j
zRwc2LW2dH!lhTUv{ECkdahdn+UYX%|<XUxC&(gG;_TM>g1%0ocWuTI`hoA!YxJjFA
z7<y+HoBbEEFLWMb*#46Y)W|P8*w`d9D+F^?Oe8bo43uT18R*YhTbD(aV4fn`&?&UZ
zY;D-Rb?O?9Qv;apW}HVTIYSWb{KPMCz$|Tn-CuF_2d<D;-_ITuXGfZROl-;9$OW6M
zItsrS@T>F0GOuv=_F?&~aqN!nvuo4WQ-$?6UlHUEBl)f*s{j2g@t~3U^)z}TRn6=I
zIc<K^#GT5L!P2xi5fA1@S|>d-GyqWCcqq9=OJ<ZcDN2u*)V#d7WeFQDhKRfiwQlw{
zqDmztnU&Yz*}^w3rW<|-si-@S4a7fTTHF=lZ5*edmR(iL#8nY?(C_4&2hpxzd^smr
z_vw7>Tld|C<Rr9<AV`qfd}*)_u1JftbZ{0a5LF&H+N($6nd>RpU-G=S6e4$X*QO{n
zj18@mLu`R1Js>1A&iS}5u0n9#R=#OUDaBn<MFYTiaiH7KlI49M4u5b9Qye(5G)P!y
zmkK4h41<=U5$~2M>ulGV7JA&pf!NJcu}tVU<<R#HIF2>29q6Iftx3_+TKHCU_&`bf
z_abr%0~TMAqa%MU*?!H(th9g*dWgWcMel6YO*<>{@CLAlFEEvI2-1*HFnrx$XP6rk
zK;Od!x~t(Q2@F30Wylfw3$`q0yq|z&W$eu*hmn`n?FZBg1ZHZE<&6Hu5GeOwbY~yf
z9!>;-m#}4G>Xlt0;&ZS-`JBm3cRa@Og^d7XKkk8*6YV?#FU!vrKO78=2$bZ=PHVTC
zeluJg%L>^Us`=vkEW#p60>2>n7n5uf{#UAQ$pFR)>|ZZqDyME#-1S!2_)rqkZV){>
z7Gn*_yWA!7BXf6P4yo@~lNkJFYFp;9frCI-h&59{NPP(!2v7}|tTr64uNmI%ReZo$
z*0OJ`^E2oe&*EWe66S8Xxl!#)#Cb%uX?b}NoAbb&iO7Z_A6rIvBYTJRW;r7GQ3zKl
z##Xw~pI44k!;Obxg#=x6wDbDXIQ!zsFihBRvl#@alk8r&J_PK_7jr$9aqYpor6p0I
zeIHn>^PDZfP@u_T%9sFd2s-Kt;Y^6U;fL^2OiDEu4AgHJxlkJe;!{lc^LR7-Gh!C2
zjB~~4*UfsUnMCao7&;JwzVCq_%|9w76=RHupLgEwr-uFJK!oR|5WCt%dLW0AbJ|zG
zbQShYt~owh6K8_1&^}bGhGZ5p3-Pk%Exbk^qI`>Gj_?eW6_%ZCuT0Xq8s<&338K~|
z@g!f02urT*LTTc0go=cQRest8(Pr{^j?N$iC+<q?7$ijVd*ef+zkss3@B8ucw~Mg+
zjSZ|#@)rq8nE`(&;f3K0C}^4$SrkIqYQe*uAAaa9FB&Dq0z$0$fGh#+N#9m{p?M?M
zC@z;lSeMAuwv23@VJoN*J5$8Z<Ye<HIv>{tw6r%@Pc&L-N{;uP)EE)=^UT1R@9BwB
zRE0COw8VP12^60@P=*3i<uas}H$}?mgS$^Bd8F!&J}^$)+6WY3oV2G0JWRApT%v8^
z7;M(weZ4x4hoJ4_p#FuYap^&4vsTqcbiXd>dAV?xf_IbEbP6BlkHy6|HPS-I*G-+F
zZ9(&Te4ykeOD3ah1vw=~Pq+DM(lyi0ua4lX$T`<9l8(a|{?yVo^)q_^qabg)B=Lw}
z9=PVQ)TASqfEq$=%kr@ke1mH6bMbO`-NYh$62qAZ%F?F8J3ky5A~@KRb>ZYY#(tbz
zR8{?sG4si>Zw(z^Xn(fW0iXDQ=2V>P%t7QkRjAgsMM^W@M$h)K<JVJrQc@nY3d7|;
z6a5rlQW63dI~w<o+Jk(upQ{}leIW+4Yo6cd6J<7X)zdFZwN-Gh9|$9%)na!))stsa
zA9uxDEb-Ad#-Xdta&`8JHer!e60*fT&fsak1KC31@6dsSJ><n2A0;By2l;gQEb)4B
zf!LfKguajDVIc|CAt$$b=VZttwqUGDCWfeE0lv{YSFQzta0s~8o8yi!x!tIQ3zqsR
zOczISFhVE9be#ogDQ?9l*YzEj_Q{@%GKKy7OpdCVbvSEqB+_)v`W!H(uCL9)1Res?
znkvmvPrq>9=LhxuJ<A>lHVa$i4IcNy%9?dJ%ECPOwtZ1;#KD7UvQ!azaCi7cXjv2&
zLFoRyPeq=|QN3Jnv|axgFKMh~WtKgav&BGi<?d>QJ?l9q^s^6gtefx2SXG%i9?%cd
zSrfO29`tXskNu}ZiAv4}C1rMbDp^isDkZ)^US6>9@IurJl}!()^K}{>sqW5JBlGfT
zS&Ui<rKP1u`yEm`JH<xRd1KqP%5(yJ?$1mgE;a{;hPqTli`Q8X{eR;P7?~&%$OgCX
zzN3JWnjU)zo+QX@`IGbR9GFT=0FdO+6v4&BHMl{^K-X#{UoC%+8?@?xtQxF(zctb!
zehWU|&zJPYKXz^2`cq<;X>NktFD?^IPA7W)R5J8J!!NJMDQ2hPMJLF@vR?uzv5T{M
zr|0H=l-J3hj;M_VZ%5RG6VA+|XWQ9sntlDwEh(JMKHHC<zq+Dn3ueW3S$7I3%|8kp
zx0$%Ua0+7;;05F(`<wm!e82_`Hv8~k=g5F&mZl3d=luMjb1)Sy>vuIN5cu~n1LKNx
za9&LHxq35|5cklEnbfSm=Fj)x4u-^Yn#8wy90ue6i>0%QimU0`Z6LutNJFsTZo%Ch
zg1cLA8g~ga65N8j2X~ha?(PI_+}-W;`~ByFD;Q&sQN8J^TI*SJTBoSPJx;0quIAu<
zK5eADapvmIzeBgOuEg+A!}4xVE6eILaN6M=aP^R|(vsF4HXSb+&tsYCP6j^$SX~_)
z0{!jnrst*+&)nf3>Y5o|^rIZ9>dxTbb=A>@{Qm`#9Ge!z)(U1$^~@tSXYXAdUsw_i
zxVnp2N&7r35t@z<6=$LY44nll&<0oE&K!4_d2f1~+z(d9U>z2oF5FoAW-vPAjL7?Y
zKh1a5Kz2}~yhdU2vQAo$oqoqE_&dK|X@!}ciFl+NGsHr>2myZBzq%{!x2V`eY?ah1
zzD(nIWbac5)k{R9LD-5D1;zN~%(*W1e0%y+4r;hyU7lM@A3oWDxS9@*7=R$^A(qm<
z-e56}#{hxBR4AGF6oN=9O;JIx5mn!vCSkaom7$YsWIKa_n)D=!{`zL^j8!E(+<)XW
zj=5uv%;F;+9Bmt#P)GmbPgkV!UxuR8GwRSPb_%`D{Xu&HJ;iVa{g~9m!HC<C7*UqD
zDD~kV_6h#6JWcO>Eo990slPHl^_dxL)WC^F-|^;|8s03Rxb<VW`uGZE7$4gd6yMEt
zQ9EA}9`FQ9Y^TDWj5)+o$BDPlWw(Qe5_cKSXr8(}AAbgaLc{iVAun5If@LuNSH*xe
zXoG^aI2ItbVGB#D#a@v$js8S#U?+4JeE%>}c`{X9kCNV&+OyV;j~&JV%4z3i7T%=i
z!j!rF&0C<CZyWa%QQvrVFKsf$e};H^2u}*YuE@ga8-Bkg0Q&|I-q@c1ES{itOu;vS
zd|-KKO@lZ~g!VYe67)Y@rSLED)}#6T(W*w5&Zdh(vlXT=195Sc6B9B{S4SJ1F0t0e
z65b-Ekh%y38rxE9dcHbQ-~u_De`chYHH~8Qn<^+-2D^KN#wM~Y_@62H^+2@?4{jIr
zV&JCF9Bv7R7hU`>`q5504vXi@|46p8L<kv4)=-(&6c3&JbpKrneKqi>4Ncsrl=4S8
zh&)aNmePW&6}nbag?xM{X##$q%kN@q62<nWHWOp6=x_-|UvBx%Jf=MK8<CoxiD0bP
zns`bhbrElh`fZPT&YFqaM_nWf3NG~PlA5*iPp=)$^&>**rd2#C!EE*?m@Cjmc_;_R
zkLaFNkIb!+L}Q;*FCiiHT2V_Sow1dP?|Ail<s-sMJO9Wz`tXFB;I-L@K#2hqmHv<X
z`E1QJ@zn=_oFBh8z4c)<F>XZS60tfeZn3zgK2qUoJiKP-Z#-~syFWUCI^Gbq&Y_44
zVV<m?Y{Zm^_B4U9eIIOvt{`@fyHspF1B0pm263xw28a@dOl`@_{L)HwT$k{xhPjE^
zu|qxLHvheyp<T%a?}lZYDzE^c%NrP54_)5rt6ej3ejg6EZ=vmdnAjWlanWdL5oY3;
z1cd1YMPYP;RZ6x<K-jITwOH0-CG6m?eI!yXHR#KviAN!zK}zB3oE(YeyS48SI*PGt
z_6cK*U^li(PWH*hzUEkH;O1J=YNPnViG6TICo7L-p?{C!B~sh{ZH_nx%>g}tg~78u
z-K00OSy{s%nw|UjX}mG4^r5Ahn-5{7SJE`9_M`7~&+KPziig*+tBoGEJwIUZ-Ca;@
z2El^=TK4Rg6$h9Ymh#{}nIXL`-N_w)1=XL#t@g8Db}c__y;P$F)LL?J-SD@`D=R)z
zC#n~q{?Gk!fghj!53krWHz+m?ZeijS-mmsU2FBGna{KkZ$K^7@+Xc`D4akjR_mIaA
z&FDGpc^mYHE;F!fXT?-$3shq3J}v!S8^-aINkCNUQ8zn4NsrO8eKqxg08V+pJQV{h
zR~zT^Pr-_PENvYGVA}JPp;tYtkFToQJbUQME-dejtDPNTbeet@&`ibST{}K|E`iwd
z;|#K=?Y?VZS2i;jDP%+4WIx~V!OjZh!6&iHDh6%CO;Q8baZk#?sG*TV8T#+Sj0c3{
z?-`GW^0j9dd#|EXSoc82!RY8gO4x)I22&VM-mrG-E|FS7r8D=}6&`F2vBDApkv8&j
z433-TpYX<g5s1ZCH@8f~z0}&edzU}ky6Zy&Gy~=M?35q!K)T(7vtMijj>Zpb&Y8hz
zny7u2y&&sGKA;DKo%T}7b)?qOS##+9{a_}`hS=hrL&v`I?*Ia`P<S#|#}AgEN59tn
za-Z{yQ6tVzIex2O-nu?}`e>W==D+C^>W5cehi6ooF6;yIfF7g|oQ=Ir7NEFH!=JqY
zf)2mAzW#?NL}W1YHMdYmyiRV{7B$jC;b(uy0iTSGmCUcYd#&U*#*<`9!ZvU(h`YSD
z`4nWp6?qQMeGpVYJGl27N4rc87dpc$J);B*aG{uGDzMEA;|NKSr$3Zb7eq5%zT6Y&
zL0sYt48uX)F;<p&7yv&qKAkVQA+l=^0r}DFQaouri`ojp8>^~f0I!YV?SQ6xTRCPa
z?Tk$dTeI}krk-(R?-kvp_z570_z(*IzONIvH525CgtG$XL;DnSA_)O@!EKGz!Y&b;
z^z}*Kj-63h$NDhEqtUjgaExn{cyAgSE`0)zTttG>V$dtxjtv2Fa(N|18tpQ1lyj%G
z%~GTkA3YJ_5HTZJH%3q~Mn~ec^K>nuYT5?iHNO$IIKLW)rTf=Vfa<$}+3pdqA`|f3
zDDsyvX)u-EGF<^1LB|Ll$nqK!%`et?11+g0g^>ilQT>RvbjJuzZkN>pdWJhQW&Q~N
zc${AUiv0Sn32#LPK)9>p?7`^b^4xga#eMoR?ov4l-FVDF@i5ShXIfg@i2F>ZC+p^E
zUmz;Dk>%0SCpcDDcl#f6%mL)`ioR`>wAf5R4JGQP>1S*!iDFHj3yBI#+VvD*uIu-{
zzz&$ATG((WufCIPHR>^^<Ru{$q|9&TYiAo&3{PHh)lj^+eWyO}<Ir<AC!pJD6I=bs
zUZLf<7E~(qvP199EI$+qlKJVj-qfI)8=3vVU>t3;xFnt9)>ai=YUPVrOEgl)t)%v$
zi6TRYgVJ^in1U%*^Y-7GdJtFRn@El(bwwcM8tnt<guG?=ManGmIiGL!dvEGqGXC=F
zXQ5<o#AE2lLpR}+Xmj8-RBoMvE5+3e*}0D!#s~=a6&F2?RPt99<)wZj4m&+>70-Q5
zu&hWipIiZ%FPgo>3)yP92+mlZrX;e}M^ZdJ=uSlh>V*wuH!^4l*)c-%6rlg|6efpW
z4@)!ny^K*-nGIvZ2{Ezlbq|BmSG)wI9&P{f8}snLlf$eK9Ok7ley1-j>zQ69_q7BD
zHc5HU0eqR*!ZKujGNrxv|IiRa7o!?@Sc<uh1bYs@m?FPl{!`@vw=}mxSM1ixtrPu6
zgnxW)K@pr@yu*K|%K>+WYzvcy0y-(a5!1%Krm4k+frU?;wYp-=iVZ@T2fy6+^eYyo
zdp<Bl9Y5{(a7i_+<do!LDxyk0bpQJj+P2aX-%DCv={s@ADpveaR*2Fmh>y5w#C3`E
z;8)Y_p|L%p(nm>R2Pme<;JZ*L0W^VtE$$f}tZk<V;bc0Q0BU!**S7p_%JA)ITI`1R
zvxRU9V(sZ=lt(XG88yTmN5-%mMlM6E4R;A$w6!97;({v(;HGjgivuJ5UxX)k{0iVt
zYFHS&)Kpc%6S^&<L5s3VG+R@I<zrP|Ks`Op3sPQ@Bhe$j5F<^L=tPs?&~hWG#Wb5t
zI!7e+W-110pHGLV%m-*EUTXbKSQ#rPxTiiPuKk_%1{PYk<!%0rXIwLc`LQqbVhVSv
zPnfO2DK`pCnrd_WSME$Q;jvFw_kb>C(^W|~=3WvW5$o4hZb2lOskrAc;)QaV?rV(k
z^)9Ws-7;v57(w|9E~tg&M?qQPr({x$9l`Y)HwGNTcF;+uv<gX1@C$p&;X4}a@kyKq
zgz@TombA_Z%J2RTk(rL7KlF^DCXNPfb6-xVW5k~J1c#RVKTxT#K~ZH(W8R;@<54RO
zV%?4WL#r-07EZE5&(Gh!-IIV!a&vl|R^Xp5R+~^Kg|gtR(E~^;M88?%%y6BGJ~e%$
z4UZB%v2;<Eb;TbBe%$6_iVwI&|K{PsxAW#lK;RS8O)H}kb_B)m7FsNH$xsQo*~hh7
zVAOHU!GB7K;#Rf__9qu_IYwlYj=hm&BBI|vkECAV<3Ot3bBn%_w90E|Eaj+@i$F-)
zebCG)|9ntJ@weG~k5-)X`|oR`?TiQ%R*6YW&<*NVDZ}4bsUJ5&?m4<SxgQy_+7>O+
zlsu&;XyR;A3LzVdp~V-th}JVYTJa=6*u44ug7`)^j5-hJMIc0?ig-*|b01qb@8F4e
z=j<8OB;LI|I<y>s^W-eFrSq<AeolV+gj0m2@{3fMSd7N!pizC5F*nrB3l9H>-LE{U
zIv=mm#f}v2Ki5dFXlPR^P#)@AN3hsfJ*&8=8z=ebuG%dR*A8G)oI)IxjY9%E?*qzs
zE7y{NcA;U{>al65LYKb*;SD>hh;-+dN7yk=_M$7&>meX&7w_I=B+vaRvIOxPAsU(E
zi}H?;QlHT*9vS-)fkWkb$l$Y5-tA6&<6uMf=ZJQ~JILDtXecVGzxL8aMMXa%xd8qm
zTkV_5Ug9sKsGS$`{lvM4{)I{$-_N&^&`(BrnMSq<dQ|(ALYF7AR0ELJ!^o%omQ4Mo
zftS)_7(G#JuSb4AVo><vk4go7A^7}4-Zm&xXGQfGgT{ZJd4Air+|h4~hAesZ`Q9@`
zm_asg4#Vj8^}4QMpvN&$D^j4tne7jnGv51nTEj>FfTM^>cy16lg^K(B*4}b?70?_5
zvGygYN>t42I{fw3$kwwp)nuHTSVfh(|2*Joa=U`(uET+eB`u7YL2uM2Ie;WtSw|;&
ztDIzL;fh{JxMb2RcF<(uXL@7Dz|vi7jvW(Fw?M!7e*+z%(6N`;ODX6$V&1SX9v<EU
zlyk9lc2?yam7PsetdtXT-u3)_>w0WVK_Q(3sj8|9GhCvkscB%d8-#_0mFFB2Pa!QP
zFCVFis$XZ0l+Ix-HhH|g4T6drXU(8&2sYaVM(8LfbRx8OauS0^DO;Ua3!3RTY#kXH
zVRhM4;Nj(+c8Ry~3V0u16ZvltwI>)UPKNSE-+rZ`8)|LzvKP6b^2UB0KK}|1d#S2m
zoJW|K;J%_~WbEq;$3A=<-oP}tKi`NAKz=lk0QOYsxkd8J)a|aex@?`EDh9;1w(_p~
z-5cn)=C|4M%92p-lg-0&+ph%gjc3e)Ynz(~cZL&Hlye`ZE}@{08_${lIHdXeoSd8?
zd3j|2F)8>xZ~)p3z>RFpAO+bi3`60!2Q%+3+r_G_ja+@*5dO)lX~`<@u%;$FzkpMu
zcX5jzjAt_|$+BtS;^}X#-s_vsx)be@IUzk_RCU{kNb4G|v?-8@UQgFkWi3T9Jv~AL
ze(&uk`?uhr(5o9AzLVD<e+8}Zgq~cnA=veg_HoKTnGJtLa9w;WK*^oI>>cLOCO~Fw
zV|s^e;i{tM`H~${xcbd|TcYe$P?klMJKI2ggrVG#yAshL^O*X$v9aOc`Izn~5ri_z
zu+_9hroSL80;XW|?5jUG7Bhu8Sy&C5Om<Xw;75mQ$^0J=`wt+0C^x1N7uAsGN2~t?
z|4VjkvGf1sFKu=~TmD_B)l2Y_93%UO=?&itjyoYq?s&EgQTXn;)-J9_3wA~rGZQ23
zzq}BtD#`NmNKQ<`9Iv?WgF<rMyUtLq^&dRm>}aw&Mf&^#V||H*<gVMxZmD-60JsD4
z`+Ic+QWyQmVKs*5u-?g*<2*G3I&U}Vg=d1QN5UxOY^Iw0-3z8|i0NDLRYux&diu^s
z`gdc-3WZ?&HJw}U9g1oRIhsgCug@&=D}Pg#zTTs)e3kw2Q9Ro}E|!_;x80`nQ{WSV
z5c2D0UIpoc<Dza_L&O^cxPXzjL?*W~j%Y>uNwgB(2~NE@AN@xQo?a|^fIwJMJZ1s^
z6-yKq%Dt4GXB5<0xM@3?^PzGRuuJc(^0@w^<*tGR>`9KUDFyAb3Rpkx@?gbBD|60A
z{zCUiM25Z>s$}!sv%%kY7LNe|9cU?}4tX2NG6Hf;Rj+4W?gXkR^as2)tkbha{9hPy
z>Q$C<^FMp!v*Y6NVG|EMA7dQ>OlkEoniH^ybHZYn9xdh&lHMs14D^<1M}QWf<6BA)
z!w@(l;-Jsh)owzgw(KyBl%*ra8q~RUtojaNJi<1;nwsB`QwhU^a&wZd<;=vTTWxi-
z8#2GO^)CH!_<nm3S6&7Zo+fKI;ai;)aWy65<EpP{?7q~qzG&c<m|WH}x$Z`4$aaMZ
ztET2&g@3Cy2I)THIbW&qK5iI>jEB)odtbp3bq$clI&aU~_C+F?Z(}QUJkY-o{&z!n
zWawm;LY(YL+#z>OtamFoifm*nPcXXq*53$#yB)0PV`)?Y)PG^<uV~dDD^pL3A5mi5
zyc{iV8Av43W_VW@paD0Qk<wG_%03KO88GR4CEw@tpLTS$M%!<nB2Y?MmEllua1J&u
zdD}Vu?n8u)I?EOE+7okSwky#Wn_XVKT%NEp$JOK*vAqIEq#c7+Ht7fmE0TQcIjgSw
zQaZR=QYP5BhJ3FpMr#PXi7IKb)Y!S=@X1gNJ|>xcY7ZSmY?h6Ri;a0J!&M}NohSSD
z(LkIC8f$g>dmDBHh#ytcr<a7X%J-a6=2jk-AqOD<89A1nr|wD#f$&Mm`-Sf>d=l~6
z!-m7?cP%9ABK)fgVy^lI6*mH{A4;K?z%Tk9-?7EXD)l{>^qpqvJ32mlkd)+=XF90+
z6Vm8|bFOT-;;7uF{2jLl1PsQet`lEttVu%`#ND?pHeM3D($D^P$@LTSC2JcJv@N}j
zyzM_7G<3ZGetLWvspM?JfBP-n--kHo6gu&-@IYl0sns4UgfqG({?_Z`wSpcyJKfk=
z5ac_<T`laH)TOQS50E4~%Gh%$&%#=k!*YHP?cX2N_g_%D+Mky`*wuC-RBcqsfAz&J
zoS|3O)D*2~m`=^s{>jj6cyWvwA5?X^hU;dvA9L(6&(arH(ozVEi<`vCT?t0!Bh5rh
zI0S0OZLD{8bNxx2WJ2`Hjswj_!G>&@n=%$BJy%_3s?Boc@~Lag9{FS`+~8(Axqn+I
z7}oX89HWz}$-|$8eB1Q8hg%6AG_!V&5#ww(reI^<Ntr^{4ZeVU(`TWT)Z*pkygJ`Y
z%8yJ6gs^MMf7G8W^${YQoQ8@Txn>6eTXb<R1krf=rnQ^0p+UYDSM)8G275MTIjc}h
zjGi+WC7&x7w3rv^n>j?64|Y1bMs3;fkBNJ})J{mP)I=aRQ~CiDsz*58iV|{OR({xX
zhVE?&_egxx-=a1G9@0wNxQ?7!l*wW4(vtSq;8c`|uRh8*2IYTq<<hJR3>R`Jt?iaI
z{V2{>+%@!bFl*oHm6b$30mojX3!F-`h!N4^KQ%rlQlz`Fw))w%R`Up90lp=B9DML*
zB?qIMal9S*OczHKD;5bhtNB{?=C4c|y|--WoF`^VGT*)SX>r@=$_{vG-@@1y?axns
zNgMsX;zi&(K~aEjKoo`Zue%#@@tBt;>w1X*CWRR5;C`Q7Ky~&<a03K6^VeiAE$~fI
zT*jzFOF5!>4CfivD}X)cy<@N*843X%*hzJ5(T|qgtOPvpGRx<&WDe1b$x~nndH+V;
zFR!(7p+VPEb%yd>lBbWs-EUtrt`XEsXSdw934+cCw)TUcUc1krIuCQR3J6p>u&UL`
z$3w8~eI@UzeUHg}Op?1n#>q#C^Vi|l@4*gvFnIQM3|xel7l{&!mVk1c0=|RMUs#m}
zgOoIO5_wy&26IeoYM6ZIDc8ybZ0|jzEl;n3y}KoP2hELvlPkpY0=A1c>_r2c*c=rf
zTMbEZQt}exArCU^8}zE|LVLJmLn2X!muVN?_+d@4*fore%-_k!MQrM6wdg<F+HUbF
zo%BCaX@DP^T45aiTt}vbAhKbZ%_Kq>AVzX?9H9LoHq8RXWsh#TQ{f3MW>efaA%B+B
zINzA-w*l(KYeyTs)y}~Nryg!a{!(9hzy0(E$Tr!URcQ2&_wAyg!;nmxx3VuT(F|*5
zN^<>rX$mzM&LCr&mW8oUsBSsx7K@L`yUOgjB5uu!;#J3gLf!Q|buT>%#q)hhHu`ms
zhGwj+)S;=Y(cf<?H#qkX5NR|6!2Y&{OA^);Z}XJTrDU{oxX}l{g^O#&qS^rC70}#a
z!gibuA-};ZAE;Oy9i95dM36PB#>UPPrrDt?CI9tjb^tq0_I??QN?Eyz=Ns}3=!m|2
zM9p;@{YIA~%#eXOTw)V~Sa6o5;`sDpo0Yh<8Q(x;9}>a!_556eV+<Z)B;uk<*(gs}
zSKfeZB01%2rK()cvwk&g|Fs<53W|CTH)a-^E|>TlZ>!?p^78nAJ9<>{BYL4xar%+N
zW;^(gIzd@O{aDn3e6u^>3>z9vgf0ZF2oLfu1_W^*Lo3tC?kiULYL9GovOAFr7GADo
zZ|U=06oYbx=CO(e`N{4lQIH2)t1`nf6Zhjik^?|4lEl98K2p>0UeJv#;FM&(ojNV_
zz<8ma-T6EHQSSa$RBp>C;xC~{>VGL>2UhoT_Qq3xxiGnM(Z=Q)VDf?}jWm)A8mml=
zD9=e{2=@}vlL7fDQ@Kqn$pvj(Fj{Y!uvS|nlf1*Xm}E@S{CP54o>y;%lD)1=daA+q
z5^jqh!{;ZGQhGGBQZ$iKM`XmnCmb&tnq&Xa`-*qGHM;!Kf*$|n9Sj&8K<k|TA_n~U
z9_LXn;JJp6vN7Cyrg0;7+1j#eogM28>!XBa;1rr~?t6e9Z9NnrvB0vID`!_sh9*&;
zT11bLFAMOLY&F%QuU8(pI6d0(C|z<_gpojh4WgBY?d6S#V_7pLgW??Q1~^z5Sl`PN
zV83l<hlf?cO0&(2X?B89#UxF<P01Y1@N>UmR$Rdjpr3>p(boyCGJm4Sg%GS%Hr>th
z7oa1@mv~<+z=tiPA$-M6Evg^lDyW5^-8qXyK*K}a;OdrFSsp1@#8XmMi2CDH?{bXa
zBG<NNW>t$d%|jKegY>=%Sj-t6Y1J0#iXiFqz&hF-c~yVom8nZ!oK$rqxht~ulEhyt
za>y33U;<vZxuoO&cUh?%wnII>!+(#oa^feg1=Nd*KmXLv9DLXidDR4>4%pVX9cx1O
zAJf$qr<&T*fIL)LyK*uL3J~>l|G>b^r;a@FFbLG9$#Ho4aJk(e_f-~E?Z?P(x)!Hx
zc<=i&G-6`n^ppFoFw&l}F;wu&6$**4zXJ9Iln8YB4+zc!Zgl;MirP_>Ao^yG*wfoP
zU7|$#`}c3-#VP~O^Uiy#&#OzdX4bG<xuT#yRX%qoqLbNzr7_ghZWvcAMqN=Pg5FbR
z2<SvIiH|b*D<eq^PA5xj`e1+J<m3ohE?it(4y+jUEkah~4-t`(hv#2qL6p`BzW3CB
z(yYjvJfBaSt$R$%H7l*Ynd<6(c~$J20KdQSzh;dv>NTNSPGsh}lXFoG#}!6=eN==_
ztOtwada}zTu>Jdw!}lM4@IQbL6h<{wYbKp3=z~W_Ms~w9qxCDg*=|`3n|XH_8kzU|
zySSKg7aJOvs{IZ@+U@HZdvR_P&yOyJOyqDClS`DR9kdZ8fyOPdojjcQ*UyL1U<Jd%
zA-uA(m+9v?u0za)C{}hAIEjW8l~Gu?4JIgXkBHX05lrP$J)>*zbkL%j|1g{D$uoNo
z%UDRf$(ne?SP!zgCJdKUguRs+qew$KQu1i6*OD(2oCg?PogrZUD@N4wD^lhUqp+$b
zJg=A#H&PB!=~kphU1GVyKNX>JyZp9(1`-z6!b=XO)B^(~%vKJiu^n}CjO~dL=<Nj;
zj=?NM=IwTOj%=dBO6)E8D3^@YsP!x~TWcUC$6ZkIRJ_lo0gaK9HszDV?i>Y}A-;NW
z7@QG`{+xf|h)*NjsU6W1LC@Hg6><JgrY1K_@O%HR+2*D8%NiJoZ&=Za?oKk^#z;Y3
z_%K~d9cEC)Qdv_)GGMlPJA;l9*^qMqu&o)^YduGBaAY+dCU#8CAuZh+;@QZDGvvyu
z*+!xe{7aMl(U+GGA%lf->nyfXg>>-DVzal#5hq2fXF@$#ja|1})!GB1`zW^<6YV4j
z4YmgeA$b5e#-x8IYe6zLa*VAA_3#-Qxl6?1!05Njo3hMYMhXLKq&(o_7_<9uG;$uo
z)L)J^-lN`je`hfgkdMz1%qA9YLA70tum2_1ziXO~tv<dl@nc;4i8wzGkgcPFj!?+R
z&<1jN$H&Mel_A35e2S+>mccsgl=(A*6-O_JRd`P#_7&!{nD@EhGUYkD3-_`+_fPw4
zpZ9C8Yz=pp`|Ntly=<Seu}t2{+Q&%hDS)-vDX>;%j9yaiyH4jZ0`h5Y1qf?8Puq`Q
zUw)wXQPgIaMHm~w{uDlSNz(17v}hL}*oyY=wL0fjL6N^xu{W4@GMm4Y700$fSjiM^
zKJV9T_lU?a%NJy<q=}rHr72awKLoG*@Jf;^IfmLN=g%vz_%RoU<6Fk$Vm2_`_>~>(
zEscS>cfi{b_|_s<0JAN7KavguyMaW1snW|B17n!@`A64HWj#F<!jfhwtyalnp!|>Q
z8(mh7%;5TOxD@ncV24MLQhr5#f?+Hn4P376Pdk-?I#B!^X}~;qD+5Zt1=f7SB0oYC
z>L%Nn)Xk}hUnNYx{^xby{|W!-C|6j?8KXp;08FeP@k`DVgx)(j;+i^zYM|#BPIlO8
zLCY9#yu6k2ur({C{RIN5$CzO=o;J|eU%?~Zf!DR&EnoUM#PUb)tt4P*Cl(k{HNLy6
z<$M*!-7^#4#q<0%IuTqL9pw8RfwL>^p}&w1(k~zG+0wxI#{53e8CdhiP8x+4{c|=o
z5;`XBYql;?;XMt2DpYsZjcNO?8w76Ij!)GEUIvURV~&Nd{w{%7HaYfV7=IAwf2m&>
z;ogbQnE>POK9vicv?NA^%|6mpc2v4;nbY@FY#5ncf5kXJX{^1I`~2BuG(Mr4FYp1_
ze+oR#IF=Nqt)P%n_6YD!izHrDyKr>K)g^9E%mV0X&(LeJ5l}sxd7`cx0YVAcKjLH)
z9`$lQ8ug6<#oU3)M<~!Q8>+5u?f_@qv-Qoes+qp06`x)fmWy6QQbywW)a!8+;5KB&
z{a{M{NBP)l9hijThL;jR(eNVA7G#>4pL$?yQ5^PX5tw~J;amTPcfxp!n*h)4J4<2)
zFbpz_U7MPohCTGx+jkZ73266-N^(AK>V1B;a8I3vHz?wZGZzlJ;vIhGfI>2O9;q^Y
zTP3~KyIM)|4LjF9?Q)kxRkCuV2D-en_lG+Dw2W1M>rOo`d$sIqU2S|aJ4qs862C(r
zRiX!&fA9xw+x{2Ao@GgBF<86Si#EzEcw3)ZTSR?L#|G2xy+FdXJOf_MRv#9?=-@vu
zsB~q|1PKpC{pS~q0dem-LhRBjfTXhZ=`Q@|WIv~Iw<Vn~w3H{q_0Q&%sJEXEHYAf3
zG;^xL#!gHf?54$>%m^7!#3lMKv^>4AL*dCAt~`2rZUIw6y~qp6@H`i`_zr?mpfHrl
zRMqd%=yF^&QvtTbT{`aQ?hBzngW(vXt~xZ-b;GxW`kH#Kd?fE+b!$$ZU6+J=Yl4v5
z3HV?}St^4AdG}<kDbZX|O3@43@o^op{&<RUZYvDB&oV^A8fr5kk3<JI?nC0}ny6|2
zRETXRezM~J8u=%X7ySpmc^*fX4l}WtM%fqHb!pry7Uf7L=D{KeGO7#f0FWsQQ%yaF
zrB_Ww1#RqBHJV^Jzq?dPZF)rk5WSnQmt=2T`Ww}XYH9$*IzK%E4cZ)SR0tBqgXe*a
zFB{u1*21vPs@y&v+@FZ;$d+ByCfO9Vp2(H@+Dkqruju~LtOs=o#LA6gY8VF2YrYVg
zW6G76)v_`m_@Uhx57oz2H<8jV|E*&toV)pm@{#B+`SxR-=ZhY~_mooi;s(-B!Gnuy
z7$fxa_aNA}RKcb{L@D3sS;waF!Hw>FPomn$r(rIH!(3^edPn^&nza&qO(h&k=3hnB
zrNW<TJKspGpz)dxRU}O#C8_ptB}}1Z40O3kQXqM~`U-lRoLOWW->(r3_I(rbfxDRR
zR;E>v9anM{{+TiEG=^V&l__{=U(tKA_m^35tO|0<k1{dH%7efxGsm^sibjm3f0JfD
zqc(B%T~gouqAUITJH`6OJCmyOy)Rka*hiLxnlII~Es=l(@3*P9EBq(4FPqqe+s$#+
zpp<@_CsR6_fVd>Gn5UI3+<4MNbXhmfAAF_j@BWjJ7noAok+9<ZE*w|ovN+2kqcHRz
zrgrCBLDb2r(7EUQwMi93jQH7ZjWSRzX0`L^#abg}N5Bo71FBkj0E4F4M?cZEE1x#G
zU3s3zXL2l|HmAy$T@Td*o(YL}Zs4j4|3cLc_Ry`)zV@@op|+1Km8OxRSo@S?u#(0X
zTdg*(UpXoSw$&JBa<_kJtaQUx@I~pqlb;)1P!3{2MkpI1mZg8d^X!<2pT|;eMLZM&
z?G#P^RECK7VQCic<>qONypB(wh^;cv7bMNA+ljoWavE2v`^Ea6d&NKT?8-6k17bPr
z2g@PI3jW=X{mWIEM#vm9{R>j$o<~UWy42l}MV*5yR+xK`zVV-ee(Z9(5t=6fEy8k*
zO;t^{&=tZh^Ee9A2nN<mr11GNwvxOPk_SpK&Z$F3u~S4~6JE>%|J0EmJy+b3ab@Ah
z=|f(nTPxVdaVM&Ne4D{TOapb%#CQ5KbvLU3wc=hAPQE|Ui>?h=1}}S_rzVOWKgM%b
zbqT92_VRP`NKR?4%;$#yFCkr4Hb2GBxI8uPLc9JHL>KTLJ)62~;Ldl8(Ir!!n^6Lr
zM76zmv*jtZO)Bu~-EqRF#Vb%~?1}p{<Z3FuV&wd=gao(ZR*LC>np)`;h2jbsG`*9|
z&Bf-F-IxG@>ajCy+@OD?;HgF>N;2}}62BpB+^3X@G_~<Ykk`k4cUE9-h}JyxA)b;1
zhU%Ke@m=|7dj}aN-&MF)_Niy#(ss01I9SEMD)r>Vz?HC<-cTw@dQ<lqzDx!eCJ@zv
z?sLKp#EcTg61wb#RW<EYdA=_;lYKGZ6D#M_z{8{P9`e-fj4|?0j_@_$yppvLz7pJ!
zN3h*3aafBj-2L{r_i-ak)Ws;c`7Df^?9a4l>DtI_o$*Qk20#Xv>8g`D1!L|gu5Q<o
zlKG#$k3#p_peOGW;qQ)LAyWgNp@O;m;i8X-*FL04&hs;Kje$E%D}Uun(Nw)w{_0hs
znR>2><gw6ebW)s~Z9u$z$?1AW%a9o{M|=~?lRq?}HPlvdq-dg0%6b+?80)%GeJj&Q
zbab)t3(7~|@rw!$P($(}k*^N3kg7w|sw*o~RyT+qmxN2TF^&S>L^~CA;27;#Y*}J6
zeHx|ux1bLmdHvY|@VdJHsJg5)xQauvZ!SdU^6Xz&z2h5%jP~WP|1uHIdRy$w5a9fd
z(daUH@(LGM+rIRPF`(<ur|lVb6;%T?TYGz=y4s-Dgv=8;Yr;Q6i&CgcMcTNJ7MU+e
zdu4<dIV{ZG4`UU&j|de^CdHH`T@QO6{eK5wCFK@@Cc4yp1EEt`kzctui^Clx<@{qh
znlCgv2W)*|FGYc;01T)QAYve8_XU#tDx*t%jRfb>izyiTP^g8uqTRjK9&Y7)`IUt8
zJcPaoIYtact*pKd-NIUDYJWOSr0g;N9M0&yRWs~C5#hpS81Kmga_{UQ6g-%D=}Gj6
zY+;>NL;M7zp!=A|!<QW}(W|fJmic^}5s8c0r4vBtj#t;p0t8_5EaMw5#Cp_txg#7L
z9~qCoIZ_tml2NJMF6+Pgf|O4MPHu<nPFhlbhB2rwrZ80OYUq+GEM(GF?^a?!?}`6W
z+LS|~*t9nl8~VQZ;5v`33}9E@us^%yL?5I-(pFd)N-|euMnOXAhGM)9V_L4_b~-OE
z9JO_wyRmp<C==p?yP?q2*-t`#ehxudl#qCH&II3P|5tBZVi`CgXXf4QcGtroC{2AP
zSX4DUW^;dE+Kn3bTxNzWudFOWvylSHhf*ch7aU5!{^LK$ZR18f4KFW2U|?WFP`2_A
zToR>q{1BC_djQQ=><NCYHTL}nESx?nkvQZi%H?w?^L=2w)5jJY2K;oy&|tTmK+T<C
zE+sDBFRPn?DpU3;;RwXJ|F)B;^amP(FHy`Wc6@2HUA%yfLz@mKP&MX6<Ff^2Ki5wR
z6*N)D?T96~%AAO;82KY8B)G~Zunb=UBMZ#dWQhV&f<7Zj*&z-l*G8M<HKamk=<8j!
zR|2?i-ExtBGQY83j#l5ZJ(;~BWH#sJss~~D<Xc^3hp3WA2nZX>_GB$S@~|xcCVrUe
zM^5zi8ReT;GKv9;BIp7_G~MBEG{kNB{W#WdarAoGYjV+=l^trD?N~z;P!o`5Liw{d
zzb(to4j-HkH*@Az>pnKYTXme%HA$Hpi!%7MJp@nv8^=$~aKVo8Pxfv}Qk98S`Tp=+
z9tSs#vDj1)X~q(2Y4Q|f=~%xYE^UpQPZ|&q%|GelWa|DQv(nY+)S8RhA^c}n8ot4c
zdihJ|^=%Cmte({41-1R~?C@X|H7Fio8=3`S-5GRTO(#Vy2Rjj~JZ5AYkEU{u(!>!5
z!vhgZp3_1?A6_h4JGc<7Z+;MRd@GO*q)fAaPNGCze)!b92lvWENP7dCw^z~D4UgPP
zOYLI+?7-!Hu(U)3OUy*{I6#{7ijN+-wSV{*b~*fyG>Uv3*4&2F>}#%O*r`&jMR2n&
zF-gb7;L|lyi!jSCkLF!46?lLJz5E}`Nd2`YeJGqR-O1*ShxM+hgb`<hJDbGzZfwo1
zJ3ZdbCSLTL-W-4sb4YAey8St?rZ7m;F0JVeef0!wy0$;V!}5J_2YCAZ^(rLHI<@H#
zYt`;{dV2B;29)0MS_|;3X?+%6$G~-+n(r=XJXO)A&zo;3j`#U^i6j?p7n~J9ZLE#p
z6GA-y#zyRa(zm?j1Yd0L({ngAS9eFUTvEhTe6x+G_}rSYscFvDlo_KT+wwem#qC-c
z?x+5ChuE@wP++Ep!u!aTIuo0raN)u|P&q_o$NTyO94!&D-p00j9MdYeG&Q(~?};se
zIPOa_e;>OFt1n`%5*!`qt5j;m7p;O^yxSO6+{%luW7Zo|vDw0W_x*0Fi3O-9p=K+;
z0QOg?zrF1*eOpqi^o7xR`8<P|L+pzbx!f$e;P2{S6+sfM@Sf&#qc?DRb<&X)VFL4B
z0bKADemEp(@+}jR`ihE_z=UZBG5%SM4u6s9hLV!APpgjoV$?ys!TIBjJI~L=%<^m<
zle&{T&ZqFDGY_|w+jHa$ZL+S#2c+M#u@Q;&H1#PR<z9`|{#CGL`PG9hNI>30=x?5|
zA!KHu3v-kybi<J~^DN=%INi{(iL-A$Z1}<XP{Z1EQ<!~S^t7g0coF?Rfz|%ho>>zj
zOaH>H({_rEp5-4S-;OZ9lG{Yuu^&iB(PC~7meOp&O^#v;BPpkRd9A*KQyeItV>$cP
zm%L?oeg?4Ic$0o1zm?B;@2U6Y#N@lm@k&myJiPPaaoyu(K7Ekc^8RhPe_4Wm*VViN
zerGYlaI3W($BcS=VkHW~o8Fnji#}y-h$STv@M^blJMWoM)N(p#M%3rS%vaU802^B$
z;1WGC5v8C<2Wr1;j4l?Um6f&j4;<?=9g^z{`(Y)FQZ2=$>t$Sc2()8{)g#xets$?s
zi3!j#5014cEFm_qjm;bYM`=(xxVh_#u3i;g<JIZA%MKXVgTdijrJm_Vp$zs0Z^`;_
z#DyqTi|sBb@fn1_;#HZu+jjJ!e<OJKcwke8ptmJ_j_p6eB1Vz-VSLy9HYJR)iZml#
zc91(|J|5>G#eS2%F;K`7bW7LTh!ikrB~07rj$z9|{+jy-bz{I%mH*|`|EnV6>S|BS
zF+y>h41MX}GJsA1-PU=4n|^sxBAMU()XFku^kT5d@fruCvKrhglzJR3<TpRk%q6ld
zK3Q|CLyh;TbReQV+tMVpgs#tdnDSl52*+l7FmyrRhy#bBRUxP`d>Q(5jXzQ-;%r?W
z+u4aPsQsRr`Y|~P*EpZw-s+TaY|KDmW2BflEzE3T+*?4UFP8{UHLnO}pA;wkO6N`X
z)$IH-1L5rF51=CQ(0@6b-%6|Kv=lE`hMT$n`<A?ew|Y_g)D&7|Cd!W>Aj8xXieTMx
zUwRJa8dw=w{?&yuu%ac@v%p`fJ@qP#58V<{RsAlZ(|3UnlqkeZ6>fE#5K2KTReH(?
zHl|o=9W1VPZ4*;{cwY*Ls8oIWVL0pGxeq4&7VlOSP1BLrkxYgDPKsjg_B}=(E@{!}
z_`fi%C`0cnwTTp2{>t!gg9BpmY|LEL9<?iB%gyR=5>7i%C0aJt(Y$bzc#>6rs>CKb
z<t4ELd)AERO%m0^@CMpssQEfn=eG>`xp(C0oj8g<6p+$vPbR-dp+m<Y7z!_SBl#eW
zlWOcOp5v;1s++>=fUHVZwzrMr$SWd7x}fHm5B@W^ikvqKN%no)Oqf$<D;9+iO|LXD
z&Tep!|372x?}V{C)-Ec(!l>ljmP^c8DCJOByk9^3%OVjSgP6EIOgb{obNBiTY_P^}
zlf*o@lLl8ua6ak=VDE2PAheCx4URBrH(nZlfOSgT&pR;0mpEf~)MZ0x+VBtmT_n6f
zqV+_Mr=;hPXm2K-dV319SUHL{?}rcUS#CF;6T-h^?-DuDx>oVzMm6=YY^g{GU8Nn$
z=+<G0A?Q5`)h!~br*s-<G<YnMA);?Y^_GWUTbn|u()PC=v^ktG;gQ@kX3p;|x<0;_
ziTgJ#KT{c4Ntdt>`D0&BxoWa5;UK#!e^nF-1rnPAtv5&<m)nRY-vhZe%g^>psYI}e
zb&MzpO)BP_`&J>04Z})>LV@b2b|n<a3vbVsWb>~b4RBV}9)gaI6+fBD4Wbsdvz>fD
zi3wED_P!;MhXjMcL88zVR3eS-D}}D$Ih(}UM2!&_V1d0$V#Qg9e{QqJ8^)E8vv1S^
zbOF3@34F4A<Z2^-IW!hee3A+2oSbEMT3MH(YCS)9gu1z-Kf!VUE{6b-juQ*%)IQjP
zgBIpn9(u<C68?VI<LN&iB*TDRxk9BEB>MmZt?|I#iW@#(Rs5HN>K;geq0ENc1Mt{*
zfeg{1egLxka31eNL*z~J-KxQXYZXiwn;N2jW$|!9097in@lhFxCrJdogiXddZ{k#<
zJ}A|>?u!%g0ixygp66m*P=<=}8GMY#g5+7x8$b>--{}$W?6xHqN#D(Ey#_f;o1qk?
zQ#YUgj*SoRq)?{qgS4#TZdp7p&yYJ!0CwRQl2Uq02Z#R)JprMfp8R3={mGn?;o#Gi
zMzx3MljVBb#8;bymDSZ%E4NmtykMUC982a_KsDs-a(l4Do0e3G{w97~HmNm<L2H5f
z87mZ>ST6B?XHxQpLN-#+=T2Sbj$$l}KZUv>eupRFr&i*UR&P3|EsoIfYAbtYR+e?p
zTD#->o8MTDaLyY)3rj3DR%l2__t;p}O2q%XJMGEL24$>BGaX(o>2b~W|F|-FoM3yy
zFtm8?p$-7uj1%dv8&tz-h2OrGp8UzYurxJQWvGWY1zi1;Df)|mLGpKFgVeM(b%cuR
zYtsABhV54_ilnbeZjUr%fkH_6v(C5(88gnK>hxNerZW+jd<CEUk_9VXD}KPlI1Z8i
z(*K9fHFI9Ho7AgW_2s*_Awl{umFe7(@edKec%cQYrkKp+P+0W*24Qf@V4pSy+FB(R
zad}GtM;aqJwx~5+MEmEWU9CSSm`cBf8T*ebRBx6)=dmt}VEVhk#k&L@z#cAx`ymIG
zU7kj5KO0LsVR}BJ)E<cijX<nX42atp9NT89yb9&Aqi3oLj=m=9`D=Rr+A7W024#f*
z8X+Hab%!KYx3GVn9+Wz_-{t<9Q^ag~HDWU<yO;Qd?)2u|o_Zj9r-$#!G|k3Hy)2Uq
zgYNRoWb~0)nA=Q(8prf7-YWe<OI0&``8j+0Kp~)m^e@wb?U8A4jn<>K8zf1thg8Q(
z+D&=oHSxw`H_H~0?U2edOD96ewnx1>EIxqTS;w|T&*kH@xyKg_TfrxrLlfBQ>gw4D
z#|{63GJ0VpS$}`%q>i^>a{eSe$z$&%g|kJ5?jtA4r)_rmi~WiZ>qq{X=&=68f6#)D
z>}&37%h1UHn5_-Cv1mV&Nd_*`oeIzie|IJ+K~52>q<$$d_RSQqHKGi?u0>xuD)P4#
zD7O|OCl8P}q&tE9t86}w-+c^mS6(19Qsg(6anmNPD(g*+{H4E|p!q?8g*I$-adq$0
zr#gn&8*!G}GhbN4N~`N1VC~!imLD>&kRK#qo=ar%efaJ*)jgCd$$f~IE)sf_Dp-47
zEN7OiQ+b#L?|1JW6GG`9qlU#2{|sXa1BDDtWpuq(mqJ|4zmwl<VMRM@0>e|$?}{uK
z&YUx|4PXh2i2K#65Twuij~Azi;;UV1T_?9a3`Ois7(4NP({~o{|Lz$$LAyF_4M!2i
zP?H$gH#-cJNx$$om4%;ik>3)yDKr&cB?@(u&Y`&5UkADYWhR-bqq(7PAdLs`tI(EA
zl$`T;V~I|K*jhKiQF)FIe)z*_oE|)3J@=upaz+gnfzhuba7Upm@lIx;w+2P4q}?Z=
zwD_uLdOwR%KfFbaN*UiDLm{XT*Z6P?z_F#&>HBfjvsgE<sEPQuANysbT>D?TzDNd=
z(x*a`eazN2rd4|!hN-!JuoEzst><l@=LszwtHPX3%uY!2^+}GZ^^f6=WT}yQD>u&X
z@>rev(J4!YSfg}T-1rSRIkSaD9=-u-wjYZ0J!O&M$ZWQiFR((7P-2WiGW2|1Qg&5h
zAigv9p+)bYXJZ-@1MCpk@fiu4@H4jlDpAg9a^ay~L3s@=$9Ht;j1M5*=9A*jVNqNx
z|LmjdgBQN)Lo{O{y9zUI(JM8Kbx3Yg*L3wp;^QteTHFB>u!EWEd_by3LtcOlyP%<9
zUq-<j{loR#hq04Wt6;)O91p8TR;<!ktaaB|_qa$bh)fjbTS`KOxl;t>tl)6DAG%cE
zipNF-V{7d8#WOcn5flkWR+<XcgO-KY2WmA0Fa7zM!vkLgPb8@|Pm$DQAIkYPXMDsf
z%o*#&?U<9#kPDCkIN9)cODaQ7h<5zyLn9*R7!_Q3AJZcErxMD{x#Z?6)$MAwNs{fs
zVb{Wb!NtzQM9@#I&V<54QfJ*^ujP_ec30s4l2FGtk(3Vm*GL4a;FinqG9`Quf_Ri)
zMsu%F;>06?YP6ADbuWvbH%UB$XZCKr+{M1ao23_unzhjwz2<48Gm6opcIz=r@@Y%h
z^*?yp8%eJ!L7ATGMP8nkx|Ee`t0(Uo*4ga=Ja*i{j2U(mW3$Ia?o4M7w!z)rZDn=+
zn3o{cC0#<3p@&z;ZCTG6*2-zoVfZvj;GD_s!m)PKA>YI~VPJ9eL-|V=Qkt&?Ax@Xh
zTe2<m7swOmq#?!8=8JjJxc7q2->?4Jem&24Tw35K#2j;LI27x04Tr?M9^!sZLe{#%
zH5f7#d5j=5Y=bS-P|xou`yy5epPCUDGTc;*Z#?meZX}5Hc}VQ~w|<BO3re1ARHK45
z^aqxZ?OmJbQD3L48AdCsSjr#GD5PXlT^EMA(J2t5>h{%w&|IDNU+(7xSWZ5~2C^yD
zxxBn8<!*S+z7&m3XG5erpUY<KWvZN!YW3eaDmq1~UMgvjGWr)??cnP1sAFw`>~M+j
zPhqE(p5@PUHy^18%{!o~Li$&cX?U0IdaK64*qvw5)=%Y$E;!GDGS4}O2%+TG!heF4
z$AKEso%oA0v+*&fbnB$U+BwmxNws`~cPBT8*SqbeWXVn9;WJC7;X7-40*p79iPe1j
z&P+v^lP;qdE`ZzN<~`WAE}3d+&Ww&FL^t*4{A^6?-MTKBn9Bt<J89=Jq#|Cf+bgOX
z)x;Y42_~zbeAOXeAo2{3bj|qByJy5BR^DgwqG9Az#1U_j#F<G|a6*JQ8XXzFwt{^!
zIil4xc*?H^+@pIIGW|8xEL6s?uN-|*wgbZdzoyOp<85KF;7Z#kZ${e(W>VY74_~be
zK}d9#Z*Bll&grukuo9XvViWsF+>bBHD3LC)hpjIO`?5ZTE}5i3`==}@S_GlMu&6tP
z25Twkp$I-#NU<MUp6pP&ke73cNa@NqQXi1WMZ*w;F{IPDOX|0YxEgM?o1<h-oRoEF
z?|6}d-yx}_&3V}n&uPb#QQds)_-yxUyja%Tm#>iSP{g%Pv*4p_ndaU2I&dnG5>9A{
zsXMm19&4rV?i9i)yGyv;m|sSpNz2%S%8q?|sVfKnnSqiAVqB@Z7AsQ5ciCSKJc(33
ziX_kOIw+k3m_0t{rzPXflhv0|Q-y&#n$^oL`T_NCnyOKyp}_BF?hDg-b%yekRt($%
z%4ta;oA6J3ni1Q*e93rmg_l~=&Dnxztzj_~mXl;pT_?*fR)>e({%fX%)i0M>lh!Lg
zZNnIgY%F!=HEOIb;0e{Ww$#0_x@I(@{>hh@*A(*rgum$K7sN#pce(}ts$d*cDte?x
z3P@1+ZW-8^KLN{tqW-5A^twtn^z!)Wo5!ozMv8zRjJ==%&wC3Z-6&T=*1yC3d0bpt
zAKbyiXIfbAH$@Xc6G{lR{~*OirgRs?(+(}>np*Agke~OlU&%;B-U!1X4<){V1Luj!
zm#m>lWR@Si;2)+w`ppJ_n86ad-IRy1tO&jX;&SrQHfBt%5bc(}a5+BtfBSa#9??Lo
zpP=B>hhlYn+~YSZM#+p+*%&C0<ON6TMSx=9vEOX-F^g~IufrLRIbCDmf?h+QkP@`U
z)K6d3rLFO(>36B%g++Z(_C#q!j1}``IWM;@;)$A_$sUzSCa}86=EO|*7#qj!>p9cL
z1*4SfLuCcN+D){^gltD_$*Qh=P<zY=40@dNZO+ANXW_5sREIC8#_X2#&gdl4cMes=
za-~XBA=^*=GJ0gT2tltSkE}=2NYjF$x#Veji%;JtuT}!ibqtl{QL1*RKD_jkH^e9n
zOg@G@jHtVJq%}35sqbjb(1U;p0d;@yXBF4K=ByS-k~hf8<sk)ON8`SF`dy5l%bD0v
z-y~HTeY8dSy@xBJsv8O!BT8Q_uHM-n^0_jwu=!sR`WTS4hn+*Y51`-yACTxaE7AKA
zpwxyPNs;fWW+k~{>SPo|Nm~XDVkE|O+*5uIfP79zDK(lC->yW#thd6R&)d;}J##1e
zeonwA1y3tKE>aJ&Reqrl449xO54OyFR&+5k(QZ1%ngBjwDhlG>-UH3Ur4iuCs&k|C
z>VK3)Cg+fZfMbtRJDwil>$pIcU1S<<TxN$K=O076EwNg^J1_yOW^~u}=Nmh2P1Z>M
z=X@G@so&+mj{=LRtK&eEL)LZK+1WP6OQmWwPXP%n#i*qXB~g`?Oi<%aW21?Mg(Sn#
zWuC7<DYZ-tH*~HbF%i2O_0dJpyN~JMbg8yrq!kSn6%!LvB!H$={ZA%7)QO#Xpq$7d
zn}D_fmmqQfdcQHN1@*TnK2gkHk_h=CdU$y3?C;N-%V1z&tQU^8*;QuR$$pg$FU((u
zn%Ar$#R8OpaW4*T`=zzeb`LIPoVobphFA<)csixYrM;|-%%5w?GQtsxx#=Kq1{Sl_
z5MGLwhQ{oD<(D$_2+x0q+m|C;o-G}2r^n&}46aw41@G<+n7#9IDMGaRzU2It{<WVx
z@~@{7_A|xu&|fn6wt5<6c!|p#w{&rI;V)9m-WhQ4lF0Ym;O#1-HS9O7enn2Y;MiY~
zBUI{ZAlP(P-d=cWejxE@@bO#fBgzs`JOC3bN<wk}#VotL@K+-0>~uxBAD5|Cbx8r+
zC^#ft%me!cMK>k~igCf=zs3^yXb`bcM&dQd11o3P)Vq>Mn5lOdMwDnp<Xh?efxmM!
zRQc&7CkTv-VgYhUpIKZ+HpkclX>p+G9G<$-NHP9k%e*AOdm#*|1n|mO2KrpFkl+T8
zsd!x2b^8CK>@B0(2)lOSwzyky_u}qW+?`?tg0vKO*W&I@aS!fZoZw!Z;_d_u`lZi#
z*E;L_^`7U)tYjsb%-k}w_w4(Uu&*gyo2KDWstvfV9;q?fWaSv?>&;#sovpZ4P}{4=
z+BRC95jzt_{>%!%sp8{%2D2Kfjg(=XF0zK1QO$|l)<#@1Ry)0?$J!8D9cjBdCBKOe
zy@!9OvVIZ1yB4H#u(rL7o`R=)=GFa^sC{1H>B!4o{8l{&|K)Q=V-++sV%fUGK~&|$
zJf0XOch~k5?q~^4P!98Y$9AdK;zlGdj8D84F|1r2cn1dMXi2G@r$-HA&`|=f9Q@Rv
zqa}vo0_H7#bK}O@Nm^(|d@{Ns5W>MKxpx3%0R8L_@N*CHQi$UKjWhi_%kMq-HSfxA
zqqqd1$eY+-z)N?|&s+$%uOWxiee3V=0s9QcpU-J0L+vlpG$O5WU=1gvT*MQe1+Eoo
zTZsXAPLp0HFaf;JznLxOaXm@paFbJGHvHV(!P%U}NH;A3qxKe&C~>nN_rw$=6?0oQ
zQc@mPIgbX;E?HSUI;#+>-sxV~b1e?uh_CZ^DDi|AiT3uVYY%8lQwrm-Y~+IpZuu0F
zhJr~Ca1J5AuGTJaUD@-$fIqq*jzLE`yK`d@eK#urP5FvS-H~!(tVn{NiFW<Z3PrT)
ztI*Qt$qh9~4xL9rSu4TAcg}>G_MYqxu>=o}r?Z_w+^Q=Fy^0n582phJOFbqcwk{MX
zf<_#V`f|Xk+^)^<W{{}+h6?JnFd@x^FZr78S|Uc~M-82+y2oi<S2~e;DW<e6%ThlB
zeGteXY|glDJ~b)!#bHBS`kPxW%O{cmXBRMg$(x&2CMNsBd_GEp5mZOOPvX6oBEs9-
zS*u|VX^X~D0lRBg+xiU*5%uon0HVw@$A`9yDYQyo-=*;n*_}#9-SW{rvZihf^^uIm
zV+}JuOKL{^naut0%g}_C9VnR%#Sy?=dqP^T+m90S#OG*m!uRml)ag5YFna`)d!%Nt
zuevw3d4k;a10fv|k%DW=Qe!2@I6SErUg06D7dzu|<WxPf>N?;x38QZsYPSOInE(WP
z6#ZgVT5T)S+t_=HN%U&BP;PbQ*DOfLUh6eCOjYJ5Q6a>TmCO4&P{`_4B-nnausHWo
zdTPwSJu2jv{m%HpE24!>q0?j!Xu$)kBK_wZ*cCnNOsmFG`5sPrsG>=<cjO&@p~rJU
zd#kSz1=%E08ML*@57Ib~_Od+0f;9Vo9;D~HD{d84=S5^scCHe&J>+tVi`kCThPigB
za(+M>sj{B5UmApM5y+VgT9fkr;Nwi!>yi384*4>#IU)Suy_Nh~bKKyFCKM|@ea)wt
zgb97zMG$OW8X&{BlVXZxSr3;P!}IT^O76;ur|aC?#oLLiV4Lo!unI((&#z-)UGpd|
z>z~lESeAI%|2f77=<g%1*&ILLLbMqDg8Inhz+1ahC$5yutJ?)(#ItJ+=jxE9$^#bU
zRL7QZtH)&(!Y4j>&@*FIc}xN=iPcCOTakTrz>&Dm&-2gNu!NTz*I$XkugV)Gwv2EL
z^~G^|tngIvlhXB$yual)gZbG6x<cv*@b?nQjtH#HvGg;+Y{*u&B~j@GPH+&ms8J~8
zfC%!f#Xj-WovP{G!B?UFFYWPPtI$xTxEWN95KNOOBzbt*XMGFNtd`PpR4Yzh`1Z&f
z@OUkLmQYbvrwxOGM?7or)A|4g?iwTZA%mZ4szL80eVa!7>Tt11>RSq;ur`)3z+Y@J
z%RunGq3z+mnqp<;8o(my#}F`SGR;8~`^?~=OR-<PQE;jiHu&qWBj6oOq7*gV%jVzG
z`jd&Job30cW17>HbQmltycFfmHf&7~RXDI;plSQ91BbljBrWhA%Z5`w24k+xx1OZ%
z1};vN*VJ|k?V&)iS$DaRt}%f~(TGkA&e<>iBB`J5LJkw1mJq-D))m*W8Zpww{bptj
zOVS9@X59E3%+wYMuGvlfvxVW|Q;_&fbXV;7nirPwD8LM@t^Za>=<o+1FmA{|<45xT
z#&-C#d%FMFr+}EomA~{|cpe|OqY$XSvkAexFM(U$yy*!&9$G1U+t>9z{u<pxUq%RJ
z5kPC{mq<hl0S5g=+spGGil5BHkv`ncuaVyldVDE4#4#OxFoX5AWyv&7VFC^e24dfE
ztN-re?=CvVXWRQot(y(tUXYHi2Qcs7EAo6)D98M&k)JqF%BtNVWybSY(3D4-xbu@%
z^!%ULp=)O3vYD;KdUQQ$3(LM5NhVFhfsZ<W2-(2L?|1~|cABgQ6|VH<89w~cI@63;
zjQ%rV%|Ph!g|e6JZoz7&N${z_h}5?(tCa1yQyRd%e-wpAlo#>&C-L`4-d1((P&|cS
zX-v-LjlnB<-3B~ju0>i3@tVb%%#zso3Vl?08{*A`Ohnv2#lsdpb<wYSd?jNsB`yw_
zJ<c3Rheun7WDUS~2}-P$t3eqB8wP4EXp^aqFL^C;GtG%sKczm6{?;Hy^Qb7t%8nwF
z?kO{~hRco-Y?9a_UG`%1l#@s*CoQ@-Df3$WtcaqoV5_)`FB<*RkzN|I>kF-egDXxf
z!aAc`Fc&)M$q@W>pBOvIW5;3WkGj9OlnM%mTzOZm>m%42ksdd{m+!*r5CGC(Ei?vD
zsuF*kpMf6*U*XxlV`1UmZ0i~Z(TlD~tR;N9lLmKX7|e@`PNv`&lFUD-<%yPX+2lzl
zy=*fwT{hN}WW#!OE=rn_Qre}aF&utg=hG=S1&&(+RS%gKG;f;(B{~y7*}+O;|CGN~
z+;gLlPxudVKkB^P62Xw8JjF*CAVx9b2O@Wqyg|s#6IS6(eOs6U)7oD#0|uJ<-vzZq
zRYjx@m@|SyBn;TT*ua2uXpZI?x}nkIc7rviT&5}V`4NigO&R!V;&8U6vBlL=U3GL2
zTpo!`Bj$nJG8riv+Ns)EywdVo4v=c9SB+o(c`x+ng^87$oH$t_`5IKpt}~m_Ikh*F
zkyj;K9o90JU*8%`_jHs_&|BdBwdl<&;K%w1HvT!ogzsNP3B_UoD$mplzu=Hn^3CzM
zi;8jI5i^@l1tWfJJI;<`oG`wEt>7u~#HLQw<O35f$fEfY^yXXM?9p1Fe0I|R4vN*!
zdR?6{&}mN9vGaBCbA)S2)v;7I_tpI$@-Sy*ANdYB6nY;@cS%c2+dDRPQq?7yIE}cl
z@Z77Y>|{9M2qqu|q6aQ&ZEN1QL?RE$=kaA%uo8j~9xJ;0m(u;y;HiR`5k2rhv7}K@
zzV91Tv-UkH7y`9|S65T}T*2KnaRsHn>jt$z6=+-zKQp12fB!ynZL`sp{Tf5V+=X(X
zVOSqJLf%RN<sLqC5K<5K6P&1Y%c$$o%DC;~=|(?rkldM5F_Z1X)u|E3q|liu-?Y6_
zyg`bLCUsqyL(kX5$%yvJe2|1Ru^!>UVt<qf7vZS8S3=&2;luK{_pVgoAD%B$O16d#
zV*$>Cvty7_eHP=o*x1rGm!pzb{OODLshFwW!#`4av^sH?Oo;_zbnt{U1Q90Af!X~b
z_AY5h`7a;7*k0zqNZiTvLfys0SwnT*8IYvEe<4^-{A$B(s`~LXCPa5_2+cGAkBCY6
zL*}7^EyYWgl9B5rJBW|oNL(im?FScDwbX&h#b55q(~C)a7=P>FteBAQCbAE<H+8Qj
zM3Ic;?6YaBF+X-QbOlXXT1gi{VrvRAwN;|RN&~|zNyhWg%EexqNn@jioQWqb9`rkZ
zRZT%8dB%&0&P+rM9IW;$r95RzyO{Xvnl1aPxX;!il^BY$2}Q`%#qy-oQ-ggf0I1Vt
ztKU_B_BYs7g6ZqM)Gwy<{aVm}HEYxYtiZo65O~qyot>gh&-7yY5A5ySFBupR^jwhB
z-#bbVw-0gGQ4P-#ocMXi6lfsHxNR{CMC;<fdpmRB`5!B9Bq{iPQ*Z2u5jEuY-4}<y
zGgRpVImR4q#N5ChPA{QuoJIy$tNo(mFo+oLTUU(G1)AS)jfiAn)t@ma+aNk|^|d=+
zt=&$q$Ih83!k#Ki>k1Dib&w_F@ubVSuhu}aeB7@_bhzJ-FGvNC2O<Z*X8bJ5;`I4g
zbWBfo?;<{&im1}n!Lg8?GI~Lg(tU(<sywJGEXBB?e&m&`0-pC#!9zqhxF?7+I@sC0
z!E@nc|I&_9l@ajs?#mZqe#&pFTtKwwx^oO5`kBq14Fzahob19lNEe6}oQ1|pL&4C3
zN)88J%4=bgSO}Ygou*L5seBSiJweEB>k>2lYc@%bmUb6ZICG<0O|G>y-tThSkr*6f
z*5>z_--jA56(qs0cepKY@V?~v2GuvPa%N(x-UupbCh1NeY~v5_k53KTMr88W6NqkG
zd{%qLP}(m`hKcgv5`PDGbg&Pv&z{DL7{7tG0MbQd%NfK?5)z{L7MBI+EZfC*m+f8O
zJ$o@lgV17=cqRwnTKVJ)YYHw=?rthR2oX?BkGwmnp)D-y#HKF3PfS2Cnm*Qw@^%zj
zcy(YU>zxd}teuv&i-4_QrKe;qMJ+7mrHiWXvicD=h>yK#$q*WqL2x|@>YtPg7Zr|r
zcN~Hi$_pAMucqo*{UF|zs_V@jXoNvY?tsE4<KqwKmg=R;nbXn2viw5uK8AVI&R(u2
zY>p47_QHl+;>R$2Lc{eaX0CSlu9BU`i>EMtQvBfA=)6OT&u&b@m>qRqK4BnK_5JP;
zMa9pZmC}D;cD1%)dN7e=t$Ie$&rc@KwS_Cs4|0?J@l@!IC_m}L;l@Oa^bKv?=hF8!
z;{%t8+Meol;^chM2E?K7Fw9_ixO-QU2I#e@ikv5YZ(*H|59o3RGBwrjI&h0D{MC+Y
z=zW2XQ&#viTjr-`Nk_O_wBvIGWWgKfq2YN9tWC?vywDQeCu`K-WRmSpQ3kS=KJSE_
zIZ}fkoCHa{0^X_Ow5~e&9o@WWopz-EoJOku+f<5i*%M!UKV2OGC&<&(vy5=`aHhh@
z%3?i6y&=iCAw}1%rSi&11;AI7aq9j)!lnVy==ON@BkF$sem@gS^K*VwwZFL72?yOt
z$!~*@@)y<NCMP}{Nd7`~*28fJXOa)Ywru~E<~P}{=oBlntdBWEVsS^3nCd>BKzy(H
zo|Wa>&F=sZVwd@Yx%)>K=@p0OKZ7Zy%S+w@NKBH+qj!G_yZGCnx_x&dr6^26SuwTe
zP6bxuR#bi4>(v){4X=;L?Gh~fzZM26k93z+U3X$eNYAjq*Us$@+{4S5C)G6hWu4I5
z3CtDso!EitK1LBZ<(!SKeXS23GKCTLy=V6GJ9-?foT86rqgMnsmZq_GR@jHHN3Di~
zeD@Wre2Y<j)ALxALR3faaNIHvTmc<o%?Tg|F_9h9;Ma45Xk+^xdzhnxkYa4+hclkX
zmf9l6_dvhfvjhSU-Q$7|Hvhnue@{|^=5*iiwWqC?MrL&(o(gsPxl-w~Q#jN*e-F;l
zj7oI9sr0?<H{EDR>%d(%>pd?Z+OQnO3$$79U6JiyJ6Mm!Haj6lFv1+)jtm>EZ30v#
zm>uu@GH=%N+TYJ4Q+5%wT?&5aoWR;Oi)aeVQ80s5Re24pfJ)iJxnmgB(`S*L*x3(^
zbY~0?A_B(f>>94eFmoT>I6lm8nTbVbxd*5i!9(;-&ZgqjwW!49?5iha#vwRv+K;-N
z3BS?}n@=eBZQFxhqB?p9CozGugSPNq9|#VSOukV_A@~c8>w4p~Q<3to5^awL(VU9h
zl2nwGuag7O`!kJq?{zSzhc)n+QnZFmi#^l$N$Fr6-Ij1cg9_*}+`Z8tg;D_3&97#t
zpFt62Or6CLwTB?l9Bfb9uZ#Xk2@GGMvU6Uc??qxVlfsHPDS??w#%DQUS<ik39dQqL
zsHc^vwci*QL&uso20PLC>inhIT9*i^c_b&{XLn<c3O{gsJHD{M-~6c}9?S3j!sFLL
z5~SDxf3^C#-&cI@%Bl*mMktL_Akdxu={9QiM=9x4>r<g%ciGSmzJJ=IG&K+)tiOW~
zN%Gn_OygC2ncZ~vNCmL@rsm%5|9~*$HunrKA6RUYoke*U`_{3!0|+@zFwXVU$8T@H
zi~a5IjA^O!*TZOCA_f}7@$BNKZe2psbOnBkTwGMEF7_vLoUuEtupwG(|D+H@sC+pR
zjErQ$<P1M~qNXDc%#OiI^;y;AZGPZ1<ZVt*jjJsk(P|Du;cLDfN;z=Bv0~#>l<J-w
zh#oB6I<wRBR{27zZ?@aGgJ@wDmS>Kx+p&Yk*9B2WQ3(Ue3Xqz+?Ag>pi1w@6!e6Y#
z0;7VEG>TI)<cQ-rR3zN&IJT3n<Fi07XAma4o%h6wFe&ApnxMwPVM|$P>*(L$>HYJx
zUX%N?p6%P6!F-0jo%8;tZ|%Jfj_lG_?OI);^tq1%GgWmK{j?tK`qR+StC;Mc9L4nQ
zfc#M;#-v+H-;B~ZvZ!VY><%FKrE#sM^(7{*cqleTJ}6ra;hLn4|3`8PM|1Js)~{Bj
z=qBD0lrSCo1JlYFoArV)pr|(OL63M5jJ+XcU({$V2M>Pk@E6yLrhpCs2{PLL4PE?z
zl6KuU#wcw<!lPl996|^?lA9?h^WB!|p(Cp~V$4Kua=4a~15aU8OIp|PK$;z=Ki8E!
zBRb9gmTo*Xs%v9{{wNCpH=c!f+K<vFHd|$OR;WMv&j5mahBj`?D;yx2sK2~TUJPW?
z06=bQ8(al!OTQ9KdOc5{MXppB?d2CB{=?k7nrrmaBsH}0LxvzIlfYEN3okPw_!1|o
zmZjyVwg`dgFl0FbicX$c=(Rx^gp(FKz|Rls${F2ufO0_^{wN7EFb$D?Rc!y+RT5bk
z(TrzEP&SKUqkJhHT}d8XvOnv08DSt+i)&%lmGlQ*TV^RWlj#IOgLwEJCb6}ak%2gN
z_Snkx4o1~Ecuh618`wxLrT7%Ub)Urr_M<u-_`qz(e1>3Wj_8{b!w{#*(fc==?uo@W
zCxC6QJPS{O5sO8Kg$>F)F=?Y^$Fb^{2d;emO}J=f9TrbLTPK15Q`w!+_qXt?+|V6*
zchQbhREM+U0tP-d=IJ*?3}+6$W_K1s$F}bTq!h$r6Rg#ree47hi&LOpZcZZ~Xs+bi
zG?tS~v=Q4rBKRwc!0I2F`FaTQ9c<HPU$;JF{<=ooKVKAEQx&gm5*3avb|#CP!_-lW
zomr2Zl7{T1@Pirgne=}P$a@w9F^I+~NIOeneLx*tN>5fyk_}sRcrjPfLcWzpfpT+?
zr%t2mXa(>AvOkQoej_P6>0#x@T;0{5d@uOTu#OTn6xqsr)51CM@~m;HG}0d$TD~(5
zSovjo8pWMyykq}K#=;3blBt5-K)>zw`T)pnvg>{H+djIAqq$_)1XO_<-9!y$s^#QB
z04!ycJ-{Ts6CPhFQ}I_L-|s3zf4_hzKt129O@2Zy=W4+`ztyM}cBesVM+bFbQwj4H
z7F<)3c?;Dbbt)E2kDOKp3QANx&(&SF%pB})q>ZNK*zW>$vYye`mijRG5;1Lle4a}C
zsvq&iedPHop$y;NV?<juy6=c2V;+`a=O3+=oY_fq%5LZ)q%3rBSV^rh;*H`Eip|bM
zpxXg-+n=qwV-hwyvpuVQF#RCRQUv`Nx(S;h-I^!?MIT_5PuSN-32>k)7p3$PC?Z(A
zKX(6l7WR*~dEemI%$YDv_ZoP!q9fID_cccgk1LJ${YaJZkY*$)-QRX@^WF$~HYMWn
zj)dbDa4^!~6_)<s!(0_!F|HF^^1#f9%MuRY#@-o{!Y<V^X|4LhCaM^aEr)=z*7o|^
z_M4-bX3z9-4Ap1LSR&~~d*J(={~|k=Ak6RaTgz={g*I3evjz*=)_~c_d9acj*H9Td
zc0~l1MM2bU-SQ1oDTz+oI~mox4jqqYyE>+BvINmLJBUGbj=gvA<Bas4E?#y7o8kAm
zmD6FDn_AAFh1KZDG++4BljE552Kh<H4d+IcoOp%~hej++sATf$Sa~}qOPs+xg2BPG
za~_TfElOd^jsoeA+-N&{F6o<8rIK2LUb>@4@#9AhjNyQ=x)Pc6<kSdrQ_9SLu7bID
zA(S!(fCo+<oMyq5blZFn5z=8ME#jIO`H{S<6(b?0%yD&{&XQ^TTj`~&$vONG!E|f-
zvnV`aUyhhkwnQs^DocP;bq8DQ4BtTGnhiG=;ubyTcImbRQ3Lwy-t+kGn$41h<<3{?
z!Sn}XN38Y;SCeurq<AecgRkjvIi`mCwCvRyfrAiFhnWR&gaj)pvwhH+!%`zMZCsx^
zc#~s%D6RkrQ{bufSPK1@PCgYauH{Be-o^El!Oy|qnNLXmk=suum~Cx6j~&2aG4Fid
z<z3|iEjlTiaC_v2Y2B~kC4y9^tSq19U2z|yTHVss<B_acNR{SvqG4i_ar2|pR0rYV
z_4N^Fu}q{LSqIRFri)6vaf|uYwS(<bCe<ZZ9!VYkHh+-D$jv)^HPiJcl&CQKe!l18
z_P04vn?^CKC9!Kt#P>Zfj%@zJ71zggl%S=*8QL#nLcVni=;#}&vgd6~pH$^SoAX7-
z5pF|Go{T#WMKq-SM%zg*AE4kaGU5CP&t@FiSu0OMZ+^(G{oaUWcy9m5lz=N%bCOK{
zr|4mSr9GjETnRCHa0POd8u+w0FnY8ATdv+&OSFd4^9<eNTsO840qavIK6*zDKk2MH
zd9nZfS{uopyk+>49j<Tg%ainy^1jQb)~`?#&fRC$hJdkp`}mh9+T=lcaf=^trEN(T
z8b+YrjrnHrx=db&gl6%?Ml`Sr;Ac}KT4a%}ap@oUJ7`mK42aX^S2t-@i7`cS2~FG_
z>69gGD_Q!w>V1;)h<rl~09ks;NK7oYN;6+><cCI4u5vzO&<UpqynSLTn1``#YP_m1
z|DYJva8zdt`&>6`AtI?XH6?*VN|}iiyrefSGUP{di!=vrFs>?&A%u_gg`~|&xZnUE
zVf%hOhCVQ|p@`E`HGT|tXzKikKdN}y5OLhz7ESISIG398$?pbs5QD7WNq7-`dDe}>
zzd}x4a`c%f*8wXP5GyePePBfVYhe8J_v3DM0t7Z}9>rL&md^+cLh=PJr0L5(<28yJ
zOPa1uzpk02(rCQsSd`RKD!p%N8lF&kdJYmXDe1U&Ir!089LwtvxK2FmJhigs<FYtc
z95J>0<;zlv&d)yzNTS?oq&qL;!<d?!4Hnw~=LF1Eus|-iZl>JB7jrzDrY4R#E%n#l
zJ_*Jk)z|h;AD6kg5S|2pUWg%Fh+K-+HcU<+$!#wm%CN|SWb;TWumYy?muDf35C#N^
z;jq(#5%sLf(R6_C=Hi}@Txv6oyl||(=E`D7y|rr*yDP|R``~_PA!q0AIQy`}n=tW0
zmg2~cUtfjneLxp$pBvdulQ<YU>z*y)kjX{!MS&o;l8e;GK~jzGhwK6XGmW46aT3YF
z$TL;1=TXaz$gO;{wnOq`(YR!}XvC%0tqS+@Z&c5F>UeiP64oSHHPXZ)!KCgK+TyLj
z%J~~#kbT-FCl4$nE{F0$h5tr4%VNI!W`lM9*m$OjMfsJ<i%jwDyvY<kvcPCQM>B^Z
zm%ASdqiXXk1uf`4IrH;P{{8jqnuO#2!zuH~8h)CMeEH+Vst^7XzH2}f3!ybzDzWte
z=mjG;E}$4lpu!vKft?*P!epOkFN^PDJxE@m{Mv&{NjxIVtoO?#(6zM4+EYmWz=SW}
zQx{q-sWfM?pYREK)?dHRt~<2g7Ph(Bv?>m33p0{i1Y7z2H7ani3HztZkLp?*ECv!&
zfI2KXK)~M(S{>d)MJ(38`j*n=v$7~_i%94E(W=f81Z*4nZu@V!Ka-Nq`-b_b(D9(6
zp=~^RbV&_4?tr$SIu=U}KQNRHgdH~D35$q$GSR)xq1xF-LA4{s-}Yz?g`rj?!E+5C
zti~MZzonLG>3iS+?j4IUh<2K#C|Yy_o7YQjvUVwhbi%p<hKCskI``-kGIKD*00>zE
zm$;Qxt<B-8quNV*Vgfw)EP`y6zTJ#B!oIE+e=*ZyRSR=zX%CE-TF-_@83K#j-mk!W
zZY~_zn^@)xmI*CwAZLW&ru!fBXrPR4{jmQzhm+Z(->&&x!tF?Cb@M=7H2wC333Y=s
z;?xvL`SI&R018Mx$u*g9_j_oxDboIil8lujT&CXfmX^P&uA)0k4BIE@8b+y7pyR>L
zVO<H8ZM)=AQ+~`Qb@n(l4xuWiV(q;iUN$UMQix%8%%!ijceqDlCp-_gq)Y_twLLv`
zQ~2=WAW$@?HdPcBgrCf$<v&7s=FJgHX3e-zg8QKc?WQ_K_3*?la#|%t*G&vJsfMO!
zOe?zo_u7p1M0Ih{>awHn)d9ZT1VbV1y6O~)#%Yw33`JB$_ZmsSK&3|Jw5(gzGS^^S
zPH8h~3Exnq$P|aqEp>Z%8Z(*ELj*qPc5~yekAoudH@sxC*E)it{gmFR5zNwVyZ6?X
zfeI1}9k+1xtL|D(9Crp7r3bV~I`6ANt(-#dx`c%&Fzjek{Gm0kW$5qKQ{V28<Adur
z$ee_ln$lerx9suF5%LP-j!g%9dwGY)YkHo|YQFKNuN#!Ww2`g%BL0DAkX~{Yfy)Si
zE=2XE=)FGkS}>g<Ajpe-3d^maRGCUSK_G;#@Z1Gesp3BM?wa2S^TfY$`~IMr1&<nA
zGxlA^qCeQ>h3RMW{KY6k7hlLir!P8#q6g+QpI@DXI+^~k;b|GaUO**mCOe*_`+5<M
zT)^&SE|lVisNe=EnS9vmxA0Oy?uNM`AV*hiD(ia06oclCA}w~b5Q$_Q&-`3|2Oi+p
z609h1{rlA#q2;*{)ScLY=@4XFgBXWnE<k&Dp6H6P13urk-DK1CI|R82#(>;Xfyv4v
zbnBzo%Wss81%S$)U|hb0bR#Joy3TCnT6aHLuN)#3qqzREkVUHvjBMwKSO4?F{dBRC
zkb-9wmEmEg!A?Wf_)JY?F?XCSy%ns5*+{jkBPcnu5Ef@)L)KIVi5`mU^#0LYZ~&>m
z%*{#A3H9W;hv%ct${>feJ~{_Oeb0xN^OORSe&r5BJ>uWrsn}LK*i(>nW-3+Cpr+7)
z7l4uo2;X+o%+}ZCfaoCphCJL#<zlztPjtkZj4PBk9Hi+*f|x=|_oWBGe1Nr(&EqVF
zqQ7T={ICA4J>#F$4MEeXKg7p3@9whD?xaU-YV(S-d}xW2wM``~T9riW-Y0CV8>znr
zo9lW#(9+p@eqi&4A<4iUW&%(e36o3=Mor4_zf`?#MB=NiPxTy5U^QKYRbiCA<qGwX
zUMKt9Kyk4Tp8C$?EBGN>)_vbN`f5W77XJcY?*>=Wc~th(Kzym!ijjU-whsbDSmxQ$
zgO`8R4aTj?Ma@aq))JHadC`Fo4T#xyzl@|emF*+XlD9`>OE}zG9&A&OpSWEoCF?()
zi5;Ih9`?OvFh0mfs|7&1yS7&X1`v}nU%nH^A6srkge*BTg@|?}Aom#hj@RbZ5K9T)
z4?Q|4zs_-RZS4lRM6W+K-o4b47mEVBiTBYiH@o@NHl9&|%isSo+A_#jhJBp9>W)R6
z%+j}^;)<UKy(NjgZ650dQeVL&NxWjAX+e~+KKRkiv(jaZ91?a6`?lV}e{7(O@>}D_
zc1|1;38v9%8UaX5_LLmIb&046%q}|bB02h+Jfihoe&4-Jx9RW`M}zyHIVQfi9-c=;
zXJKa!q-B0V6=Ormf?UDqD&o{{YodH~S@PizJl_|%JZV5a$awOk*pJ)62BR|{h3XO8
z?IbN9BxC~=l3wvtEFv7q9ie(zf-bHHro~k>P>LZy(m6|SQL_Xlmo#-F9;6_cMT+NA
zZ~!y`l}=cA#~AvcwT0|itd0}?Sh)SE3*>y4vN1<YxJ;YgvIU<#aC_Z6kii0DY}?Bs
z5w1F-)7aZP^r@z7pl76;Va3>oY5XlwvGrte5a-vvYwxVBJBQ^JEmWj-dw6Bt;$*73
zH>u<)uw>^8T(<{j>U9)4JpaoVO@ZzQyL;ITfKtkJREh3%DSEeD4rK&DnDHRZd>B$Z
z-hIU^_Vq~5FZH<Ld6Ue@0I=qvxPs5(VD1bU?D|CScg?m1P13v+wuGI#5kb#a^?#Ev
zay)zgl6!Y~nh7ZbFoL}KBxT&N_Nzo?lR(ctrw-;9pL7+Iytk8_afk5cz%vC0?JM^c
z%?8Ca=q!I7j_~c&m5lrt%vpq@2L1@A6Q1Pz*MM|yT-_02tw4NY7J<=~rsH3Iv49yN
zm)75cxH>}nR}#I?>E*4Fd6(QV_V!W;_+R4-(CAzTo=2ekvk|devp<VN)^EHn+a@Vy
zR(t+S9|`pa;QgV>V^Lh*5`R{Vue*e@p4t4glf@t+<GHgTuil{6J8l#E)A60*2{!4~
zcR##T>NIeHkESpZ{?0Jp6d3FH84#doVD1^5t+F(hO4uxNRpzu$25~eI7iDRr=7T>9
zl%=R_LRPqEZ0oCR-Y+}-Kw(xG2Q@Bc3|E#F;eMB>jAoZ?f2Wrteg_)<R5S2=Kq$wO
zl$Vi!SgJ4Bt3N&x#|BhuB_nl(<NrI0G?!D7582ak34loPagARl|9#`@-Y;)-?IJ9t
zIH4C4igwU2<QMAci$8ATrzEx<fUbj)*nUG`GKoR^=<0xp<WQMFYTh*|but9`0}p_@
zI!6B9HXT*;q?P-Wwuy6;{#)>o;F!9i9(k<cI-U|3Tq75rdsb-->^BsW$4!~mD1X8-
zGz#b_{?2bv+Ae^v7kw{_)pA*?_<=7>vtM0^sc|0&%hj`n3GLMg4dTNHhw)XF1*n3@
z$8uf`Vvki5a|1g4(u2jjAO<&1VrKWcfr0^MCGYHj=oLRGX}?Gw3ykW-E+dlxd!1YC
z{L-Tvt!bO}{Uxteq8C2a>qC~^PPF9~(87-r{;pjx{m?F!(5T+eL9FznVfF87U$GY?
zzQr405|SJ2(&Ct7mAEoXyt-BZ#6Pj_H!^p_{16b6e0j;JdNxZI2)h$2J7=csI<k}_
zS{-AJO5QfA(=EMke50<%GiQPTn0}k`oO*xV4h7nvg4v~IfUwsW#S~4tf#!Ja{I^{l
zYgu8YLem0qOjkF$f(NF+FzXkhK3O2=PW~Z@KCWr_&@cDqx8X>GIBaI0?2tyV0yhul
zmK2V+?xI0lF*Y12$-sx_l>xGifo~KKek96X8OHX3K$UvGeR~>^I6!DTW?~?*)u#0j
zxpu7|Te3*r2aH;~``laL0rc^ujOA&rxkW(wjvW$+u&d91ZXITC#x-+nBAlX{_);SH
z2@<qs`uI0<ptpVc25Ljt`?b6uO@LH1agH)qHcZUJrB-cr3z&t@D)Z14lL={&*<X8J
zy``~xolw9ih38F90#twMZp7Ys^<eqsPYo7J9eHD#uDhc`+RsfQwkAKTa1mjQX(CUE
zZAv<s>3z3I$F1H<)_wko)LM)vXiWoYrIldD864ZR7{pQh2vvWqlJw_-`6ka;M-vj2
zM067Au+%TZp^_-HE?yQyP1c;AogU(rA<wPnSDAuEr#H48_dLq@9G@Jsi;Sey)O3{(
z6zyu@D#ZQu@G!iBNr;R6jLCF>|7-M_>WT%qE>rhs(!?nTwIGc6{kBEojRyjbl5;9#
zu!s{$Mp#kYO&XUuc*VlDGHUEKwl+COGav0V`cUNY37<y0qNr}=LR<x!8(z~x@n)rg
zq#Q4nMEV93d!{@(Ts~)%#ImYvY11^nlR1&1T^pwd<fM{b+U3lQMM*iwXmu}H1z`nD
z9~-zI06Q)eNMV36Thz~fb7ezLf&`I=?thM^(?HfKx;ZIP(W43v$RYg3Z1^?uAD<+Y
zJKahfQNvEP%zl1s^QdwbZn1PmlRc}Nkzp`8v1eSwr=9IOWL?B(k`q&#!!IoIok=WZ
zqZ_-GPHKNLwKo*W^r>%W&t2(}rRXu@LeW*gkx68NB88}dJ-;KJPPw#5E2!^7ha-_m
z7#L*yzThgeTGD?sYtP4$5*FMg6@nvmcGjKBL?(sefJGyuY~B*$zc~<RA(EVaESD*+
zc}Pfp4ZU@rqo{2Ppy5J+`@u$a8-{D|tMc6|;s%JekhV)%SdJaz61-$*0f%C_t)cLx
zcvKfuF^Vi4pKKCF`Bu_ifyPqX&W}HbQXj8l2q%<SRQw}4f0jn#dwpC^U~Dnr>48#c
z&&r3vtptx5KG;N;>hk#M8SP&55k)=?p{1!`$obhkjGPUY*v7Lytc0<7X5Z0U&X_1`
z>!iLLQASc1Skwbv2Z<TM4Y66FJ+maS&h&FTQDkD0yJ3ZD>P#Cd`Bqxn*eYFf_Zkqw
z<zWF|tSjg5;Ej~={!$=X*1mEe)YL7alsvk6UR=sG{tLCDE(znj33Bk=Lj1RH)K7n;
z2PU?#0cGoVyq7C2M1uPzT0_so_gL$06f_yjj9_PI&4PXro^5aC^S~VZyn=1~&>VcV
zldT#y78KX=u<~<Svn(#_Sm9YWF>3r+!NVG*P7lz<R&EqmmxAk|s~1{j`g)KUeXPLD
zHX^R=O3O@aQP?v5ZfD>b4hfMwJVLc>AhSUDn?g;PAzdnWK-%lM0+^&?m`NV)TqoJA
z1?lZ}+OQ}Ls+>>@Y<;((v)`vIi;xe(L;P57$DXcO4M5>qn#_@?*+{&U>rCwMlLsW%
z6r{F4%dVg|JC{fp%lb(0D&Hv@_RyMOF^fJ0ziwQgio@w$?R3f9`LX6}<%q)1{(z9Q
z{qQ7)cuSH_fqBb$DTWfe$yq;1xP7O+o$#ZgR9VvRk1Aa;Bli{YS{q&KT=AY0Wm3!l
zlz?#~s>^!*);p2ZZYONyy*Gu@orS3t838C0!4f15b%AN|{sxM3UCXR_95P1hU!S_3
zGWBlWOgdt>7UMJ6Yny`Wl5Adi?_H^s&riC{=>q9}BcBJfvPiB;O(#b{ce$@l@Ls9r
zhpn4T1WUS9Jj~cn-qGR-H$*ygCzqCp%;Q^7<a(|zyFxGh$SQ>i#{o{(zUr4td9a`Q
zu5nPP_u`+&qQGC!u{@_X%9WCP*+UIZHNP~t#FgSr9ma?ncp)=WW1SaITl%aLmLBq}
z3_S;hUed-s1{`ezm8o>P%Um&YiAI}o7|{wRwNcB-j%qACINYd6DR;nzcfa1;@8aD^
zniSI89EXRr)kuUq?d(&lwzbs|9(<hSy1#xmPCjNEoSvu`Y-w#r!BPR+jORu0+J(RG
zvp@Cp1VsxJS#zO}RPAMxern;}`FkMVeZC`eV2!%~o<!d@9Q#VXaK`aZVTDpP$jYhZ
z2m32!L1Cd~6R)PGrm*)NYHI2;hHG$rJ!iNSRdQO|+%6jo49vjbpt!0fegaeqb2Cot
zwP(IUXQrC81qM8vKwam3Z#Mt}^$musTGqfPQpjKrJ+!+`)D=<v1&DOPC+^CW&nCdi
z_CW<srn`K-Z%&tSN>y{U`J2ni5GN-mKe4jP*x9iL&my$6PXf}6MlneRU5{@-$o{ZU
zNIVS<joRw+>S_heU)$yS5W2r;<f2)Ay#B8~K5sAg1YG8*&9<v04#JjfPF*rFL|Y?C
z^iAD^^YgfLbaYzimO7s8E=LkL5*HiY82<ixn<|g*fs?Y2<I#j%7Q}2{o1<T!a%ng?
zuwrA^&M6#!3HJ3GxN<&s=ZS~;wc>maG`=vfh!ny{!Af?;&fKj&e?s(mjN1PgueD>8
z)Qjj-&|0?Ny}Rz6OH~%IEqURuU?gyUd?%q6QLypI)>g5IBL4jcH(l;A#c4#I>0pT8
z8-t9*nzTFY7Df!vL1*?$;mglsit~s(iHRnd-+1*rr})aEQpS-slpFpNB2TZGEdeKL
zu)o&l%Fx|8zf$O4WbW_cH%inlc*cyB3TnAa)@~N;@9K1h8E2yqC8@f8It$K2M%&1h
z`pxZaZ!v9n?ORud6Uga5pZ?ro?u(i1Ct(H#qVxLlkhcikKz(6aHNj+oV2FGBb4{!D
zjBLZA*>|0Zq47|1D%~DhGRsJzc|$B4Cmm-niazxcr_#TjEtRos`~c42YkjJv*9_3E
zCaICPMKk#>Jmr#>v+ZZs@Ox>s9Mgg&{|Uo}bwtMbEI_+84`Od~{R9qoZ}uNLqTgia
zG!TlVDF3Z({}RbYmOw**wRV`U4r~X#g^FKv5XjbHr<OO9WI3M$qAE%hqP=)8nY3ni
z&yh*C3REX0^JD*DB!qjQ_NrJg6e~SPo!QjepejRsIV&17(!F?u18d1(SA7X^UObe9
zrMuKYeyC~vF@q3*fs5btnznXF624FGE}kU(=m49UJ)MOf_Y^BN_H82O3i}*_E@51>
zzrS(LLloR|V361ja<LF32*|WU;9Rfnbu8}C_Qmp0cJ|9~s2RkJd8DD*u)fB#NE}uL
z<w5K-Z=+0nWvMPZZQj55PyDX#$8u0{1|zlTV+1W$pAjX!`Ro#K&p1@xwE_^=_$=?d
z!XIr&Y!<AlNj2!>0<J+-(=;_8fAs5=OmDxjOi^Ue822i^b2k|rHQI?9zjG02wbvwQ
zKZhL2QWMnkC1_FdG<eFSSpwSS!%uD>JKZd*Nps>JQFB(gPm+vcDbFsGWL!ON_71`g
zE8BEOTo>d#ESBK)0CAz8gLuo*d9cY*r`H}Bw^U@DVR0?)AZOJo7%}5;NfR2`VmteQ
z5ijfd(9EkhG4RO}j?rmAP|$G+5o+k;YZB5>Xs**s7$oKm=hFTfWc(~GEG%phsBLae
zr|d&5|9vz$HP!U?c%C~U`g7vOKazZR!?zLa5HqNvu42;5u&4ZO&m-zg98Gt&fHS=R
zE2Ok<1CP}pyt0z{QOG*+g?lg@i&{-xJs<;0Yofsk4GS}aiu7_r>Y)<8j2qPQKX=oK
zhTVTmWQL56Dr9DrLUn=-8Z8p~eiX6D*8_GyF}R5@hy$#<!Zhm1SvnM$mpN(wDVair
z0sd7^|Cg7CH(XL>rk;m4jKnpW#K(n7Js37Nw$A%?Z|>eG8ixef&xxqAi5tU?Jn;&4
zMVX|KQ>fnvB073W$~HQ=s1nob*;*TpzW%L{SjwR+_WnPg5u@K;CYwD0jpZ9vUt28T
zL=#b4U5+%AE97xFRkH;{etX|jadKj33%Sd9c?qJE3c^N6NmM)#5)qaA#64GQSLvG!
z$5S>U1C&#`Qdz#5ZVyB-4kcMdLu<c%(47uBc+P+o6;Wra5cg9mTx6YUgNWVTZ>R+9
z@3ghG-y+fe*CzkpUWtB`dzs8LeO8sg-jIXq{vZ3+@Q4WUe=MbUG$Q~S$J1xXb-IYR
z+nKxE2SUiI4!~DBj$R(HOQ2yH>$Bc$`}LXa^G&Dk6Yt~AQIPY&<jjV6A_={6rj!_c
zx8_{<ps7Kp2bS~xxVWF6sBPNLP+Xy87&<pc0u3XW!}VCJ@@q?M^Uz9@bwYBols`Ts
z+vf|)-?cS|9S~aPW{cyFOqQ@GHmQ)?05p_XNYInhFw~bM?)=F0y~B8O`d`NO|27mA
zzR<6q5vnc5^WnpX%Q;oC-?vv#haB$w=+1RmV3DkmPka%NYdoW~|NR3|c}0b%nEh-K
zQq{M6-aoFd?Kc{sG_%0DFbrQ`UuNCfpIz%A9A=>D#ntVT6U7RoE|wxr8la#YBemPv
z%5Aob+5bN4{&Qx9>vKOlhy4kn-4D5<-!yBH{h_D1Uh90I^6mR~lhdWTMh%+(r#bw8
z+Ii)Vq`d`o@wLb*R!pO!riS_2Y!i@@f(wcxudz(|Z)U|C2~<wQn4NoaJcEl86LGpy
zkIQDM_B{v$%G8edf4Qjsr{f={OpyMyNo9X3R~29%6%~a7?c0r!@(VBF|E6JY)cTp)
zKmUsZ|L6FM5C5+N@jvHMXw(CpBL784LGLZ<7#3=VhK5y^w9x%_x~cw?SH#|Ibcarc
zq_jntN84LQWSJVKAE#Kzi2lqHwoTVAwN?_H&tJhV*#l;3=9Lo(P<>5LEw)e!A(50#
zM|R?&BTq!$)ynMG5>hl{bO1N-(B;ncqL%1qWNLnv{h5V~6LS}m<zyCf7qsGLk=N!n
z46L8-1O(G6RdAO|#x^(Y+fvkq0gV#OT|X@Z0b4&igB4MY8UJkl4tRvcNsk2c(07j`
zmh=h7jMU8Mi>~Ezd)mjRTXnIe5?K9V+vBdCEd!JYTIgA>^PMbNHL~p{6ZL&0{FiH3
z7#m`k@}NBxS)s(N6I)%V5=G-UDctZpl0fqiDl??P%%%Xp|0D>=aG7TagO5bEP-JU>
z+O;2+b|$H!g)xlgi^jh+=3@kpm&oqN2xD{Dm_)-oI8B%c8P{QkKLNn}eV1W|>6uov
z`W;1+^p7<h5V$)Pb`|BHbR%_6!FD!TGOnK-T|?KcCyvzi_dd*J(O4vspdh5DS~yf1
zF5;EoTK+px%;g@f0u$2V2O}W-s`!xpweQRTS;=zd9OckBSqa?8zu&MohgljWn(rN0
zFTvBfv9l=5RHDncWs+Xdn<)$uH3#&-m$b=e-Xain;+3JpyRlCw{i#IPMkl(R5Gc7L
z>gM}KykaS8t}<sco@IT67z8^38izxlB#K#;AGb>_UOwSioE6{kRZjvVLEKcP7dIPl
z@~8E#ebsLi8qU=A_lstJESci}IFzzpfKSO$VGm!-LPO5Z$}ioji+-F&|9-B5DP?_5
zrnj{fzJ{Oqn~%UtPy(#s%sYMM5?s|_K8JWHxT1kJH2&dh`tkF<bKOyfz#*3@?~A*H
z#0L@*l2>O^f=t7qoJ%JR5)x)TF81~Ow{JZ&*P7LD?A=%XAO3|r=tYv*SF<Th;xa&#
z@Hg+f`&vYuY;DIreDj4cCUqGY!y>UGkri=N5GVjQ%H+7%&K5YU0-dHE=KcQ?LNjo}
zuOOlCq*%=Dl^nR|$*vN$>pcG%-6ru`HD}(Rbx7yCuvAMoIUudpq-BGDiLcr$S#Mxe
zW)fgU{o1cioDVi7Yaz?$<sM6`*o62HO{Ug4TE?{%=Oobh=|^S~`37e1J_dC9AIFpa
zG#+E07*VwkH6D}wH+*uIfyP0^ne+Lr+2$8$p5mDoQAjbEGy)YI5cei;in8bEe~GG;
z2#>%2>`BE;mjnF>La+Y8zdy^n4hS`C!pn@ypv}gzdC_eU{02v{#GvmC#v!6wQf`Q9
zI3M7rSfbT-2JeVqodSDfyu;C_CNNKLG#Ypv{E9gsT49JNusr;w>ZIpZw^Fs$`_Hqa
zXBb$g)yvYmE;gz`i~ZSYyoh!NaLP_k5s1B_nXAkp4)n8_(07U-x~{bVJG`xaOmL!4
z{<G=NKgi=`<^a$Hb?r>_gNm3PH1kKo5eqs2RS_lS-o3!Wu0IlH?i!_SAx4Xp2tZU`
zu#%lM8hmF;$ODo67Aw)WjS!VYt2rR|sA5u^*)ab)2azPQhxiG4olgw?dwBWR6VLF}
z?5FYOd$Q1+kR_Djavp2qc-kf0eCWxQ=L7@sKH8i5GGO1QPvk8h(WkP_I^cLy1Tz5t
z-by>{JlBd_rFGFN9ki4Dt1D>wVG})OB#wX+*{{?Mnx|j9GIY9G@tXTRj{I;~t5q)K
z@V;j9=2=J2^z)l5^65(oDBP^`jDqH-uMpjsd+C#=Oxv&<U?I;VDzVU(GePwllCp-d
z5G-1Y^&~tS$OrvEZNdnpZfB^^qiO#<F1V4w%(zntYOUzYg<KcK;~jUG!Gj$V#lzQZ
z&TdT;C}ic91yQNQ33TESrmtDW?}g`kb8d?m%>0X){V!tNlC%7ux&FT;g8vh<{?E&o
z|0;I8_OBRL`r+>wKB4ZsVOI_k{#VE9Ekl4V?*A95%)fAT{2uD{_uoatXs>tweMlth
z!G8VkBI5rvXU9J)jSWx$==Q5^Y6?kB#ZyvJIy`_1x5@^=qy57$C|3;s|GNBtY0UbE
z>=uFW-iK~b5CR4!5m97?P7M`Qo%PF?FSQK~k|zsQS4X9}1yDD?G7PAzNWnk<kJwny
z<yQaJ=H|OP-Ac=*|E3)vz)xCeF5nbD&~-FdYBrI{1685#^}hHW2Gw|#q`=&SRzvt*
zk3Zg>t%kv&;2BS52@tgy+SoAXh<Jxii9VrzZLyng6nvWtHc}WEbw-k#V3OrR@U0|X
z!4$8Sv439g?XZ0Cc;dRTGY{Co$^7F-R?mg)ZCA`lvO2Md`h$)~)4MvR!yc+R!z4HH
zNvc7nS@+G?9u^`1ChIusF+3G{#Kf8sAbeFOskM-C580`xsNk@_^|TRlz-WWeTHtI3
zPD}f49a;6-2Q@hAdUE0c+rC@u+l0Fo`e5!_g3XE7<Um8#<c02exUo~0I`Lv}(~36T
z@!@L)$c<OLgP<v&Ez63UJA-_k#9FY#2aW5onep{^C-7br!+R_%TYiF~>$nl?$`g*y
z*Py0cYk$v>`-ktof7yRWmD@_z(3|ZQ(-h$)7iMIOF5EiH#y3!22)O-K?mrA-!xhCj
z;{JRE=8fd#CyqO7(M<TN5y4v>y7Z8MAk5-A|C$;TmTS7#<xpgvl9y3RxS(nuLjhn~
zH;Xfj98AnM30E1H4Jks-iIquzbksz>*aPPEcUEE4zDRv^LK&MW0rE(6TcW7ao81a#
zMT18B+2S(|BhBqVx?=ePP*%x<Yimw0EkXfiw!!d`vHedVInTf)>txeVaAj-Q--Dfx
zU5g?;L_hFacGCQ}X|-RmM@HQFdLJWR5y89%Y5pwlp#+rB!y*YSEo?|=y5KZQe@8o*
zOw4XV#O6f=zG8@PX!pI5>k<V#Q(Wg~tJpvAJ1>~KU&7GPv4}s8*i3I|&cHKWnBC_p
z@LslnGNf%Gd*q&>DNnf+JRPtT!sE4mR!p!EeehWKGm)a3nD!}xB(a%?s%nT?GfCV)
zP#N>LgS4%!^R7$lVf#6+ISfDVkQ7+}6;CPZgh5Q*Yg7p$m~$`9pPEn+{r6`V<OBek
zs<*Gw*+IZocJ{~EsA#sH7NOkj(Ih1~#)_?-Z{bkTz~;B&`<9pOI;j4n7c=|}a1bh_
z5Ly~TR^oFQxkY+v9Vb7=(%%A=QS<SjyNx;{$}oAc$ZdbwhQL+|zhriZ2@o0oEnP=+
z((!*;aJbZF6h-$9TxVf+^ob;YiEf<8qUPYg=Etd-jWVe$4VvuQ*X3M-aVvQyh7ZnB
zukSq+v~l=40^jVqv|0BDUevz17xeqS*6E4m=w*iJ<lyeJ8rQPG-m=>z<y{V<>_8Oi
z<9c@;3!d^xk;C(|tB%9rA5EH~UCB?=B}2?vD@eV5&j)J{*VL73j^w}$X^Z{u5w{H+
zl4_b?{UBleb@z)u!ow$bcb|04W_Ftyhh#zDwpQnL9QTZ<Xi~mhI`R!AH2vQCHsn9G
z`k)A_eeTWtn=jq$WzqJ}I&m{;+`#%A8zxrL#L=d0gfvdz$5_=dMo<g!`Q}=-)Gl<o
z`#KX>zCEJdhf1o}I!#d*nd27fNjg{N&X9@6R6$(%?>>6_`?JpFC(z>gE^BN(^ldx&
zbiDHV{eDK)^DK5~;_4g7SLQe`1VJU^=%bTVZP*KKNx``$7YwuzoIu>zQeItu;sZN+
z2VM&k#i^sCBGJ2Lk7ogGvgqVTbIr;(#&_Z|4?E>%Iy-gWHZ-N^apf*lWzq$gi2FO*
z=E=DHfAFIlMoUV_U<C`VT-sZNhL~kiE)5mDt`i@N1B$vJeA{WG#a(S!fx_!_=E}W8
zCuD{0?;`ZRegau{OEG~e&Hg+UPdi^_`D~|Uqt@9K-LFFFFM)A<!Oq}Po|>2ErN7)Z
z5U%$aX4eUZx&a7^`n?xuS2ZO&ckV|BL#$nWiH32Q+0ccl7>-*U>>6IJcrp7iU&~JY
zP+nzQ%tzafcHddxqOPZ~3=utn$;&|(qE#84N^3?St!x2SwuEVumB-4FnH7K!^<r1e
zJ6ii<!?U}?<{P!o-;Li!MoG6+=As0#DIM15Xn4AB%HFU%>N~&U61^oqQWX@7_J*wy
z>obt3UZ9=WZ7nL!dIyQL@p1RJ23Vb=J)Mu4!rEg~yXcTplTdN=;j|I-!bg=b4kDh&
zM_($j%GCDuF&vx0miOnZ>bC7=a;wz!K3<5G?FhV*-H~|*haXsGp(~%(9iCJp50MK!
zef)a2F&IQIKRn6O+pmeUd0<_tEjn*<VOY85CRx(onS*Gx-&51yi?HPV%t2*Tq<Cf=
zB|Rs!NCr?>kGRkV3}lS4T`^K3fI_KUEYCt|x!QXs^_8>gPXx8?x}u?mi`>@V!fwTG
zB-NY;`8z{Pr!+b2_w<B462n^uNGfwS5R!%(b@)r_>yfW@-U42R$f$Tk$lZ8B1RU&`
z8_LIl@MuJTX7K+%0BS*%zV68Ng>DFH#&5T6haO4$LZ)0_=%{e~{PkC*eW5_EFLY2J
zFKRemC4>^cc;Xf37hR07j`~G4ar><lEImx(c9~zC(#KW7FBX<aFmq27e!Y{1tb%g5
zTIu1-4_q*=r|cO|#SXs`zZ50&OJBCA!!IRb$pIz5^bzq(F1*K&TYI1LOJDe@^-CLf
z-^9u-SEPN>7V8)EL6Bb^eR1_UdacpEIQK(L9;5hdT2NSuIV;cM#2*nz&n!gq#`ah{
zzc&J#@n7Th;d<D({XAA|IE~cwJT&ul#D-;`BFLZrKK3*+5p$Ou#e>JM5topOHH$vR
z<S%+C9J6H2NgVtAKB8WxKvyh4>mW}on>Perp8U^4REM7~V&%rOwK}X{G7Ld2-1v2f
zO2WLQC-5LV4si)tSpCBgOdh9xqrIi;PGi=>qxkCcE?B#0s2cefu=2+<Qu$6;zx3lb
z$UiQ%K^9go9E!=~x+xs9X~#uu-gODD<2j$<>urxY(|e<5m!|dB285ro^6_Iv9?~V1
z@D&TO)Xp3&^hCVJ_I{Oun?<E6pLa3T#X%RF+IVegdM@^67a+f~3PE}ztgyF$yGX!$
z&aJ7rSf8AWwDL+c))!)hizNaK)o)aoE2+eS_-y=^U5Fe>B^*TpEOoI!cT+ANZT#>x
z;>#o|-y36XjMZ-Z@z=hR0{m2xkBq8Hc<Tr;N8c391pGGmBsUFrC1om~cMyoN&6taG
z8)nAyes_kR3C8HD-Xr%E7hqd)0hQlKM~L}`CTism%}K|d3RU?Xg<|Y5;eMZ6dIIlv
zztuO!=lcBj=+LN4ta_S()Dj7rnu)P4$R0r!{9|Cdqq8ykW}?DpBCQ4}`b0M8kycWH
znGaKOKDhw7<&|h>txwPCX~h4#s1CPNvFds<QVYw`)J7lcK5#*h1OIsY?uY3ZeJn;%
z2b~5en%|QCo7^wv{F#8WFLLlIy9~x+ZFF`w#^P?yurm_!%fFV4l@}9b^9=*kkN3-S
z@L@VW-u)cCo0#MH7$2Dp^2_n<Z?QNZm5baG3EH_EWBmYkcv`6+?+?A0h?RfD%f|M|
z+>_f|&OL2?ir#(}IR2%~=Y;HdhCMfV=ANYEe=72CreM_-ZqB2rtv=TEaYK-knl`wf
zhS9%7tG2=7*0t}CKgq(D+o^b%REX?i3GPpB20uH4I)6)OWF}Tcq)YpvF4hIxBgj%s
zUwoO3(KixQ`{Jif75n1-6uG`=fORd^_r=f`Sy&Y*y%tQxSm$r2_F5p2bIy63isK3S
z$S$vhv%UbUTG*nOz0qGjXXuj*tO`p*YH<acn(Ja+J4Xar^FMR%j>^L5i;CmuBJBn!
z8Y>%1&<TCW``x9j>@mH$b-mOf^l>^?J(S9~(8anAP6)D5BmY?@M*qnpe}Zg0hY*=v
zf|)mxa5bp_k}AN*OpIUNcZZXq8lP}46{~KhAhoapO|A8?uBQuv?D_le?ywAuKKV*j
zhuJ~3@4vsCh+m#&AtApULhS}<VXKcHIyoZP!Qej`@25H(i@~AWsYu8wg-}Ne{;o#&
z;Uf<Odl=VWpYSvTs~*ewgf{jFvQpC*o@Zh7l?2sx7%iJ`*V!7z``x9%c9`DGs@`1-
zREJmDSoJassbvy0H5OrAQ(FX?>elU-BGYj^xd7P}m2lP-U{w=q^s?dFZt06moJh_`
zRAD)EwHlz6nI4w-TEWXuRDWZHdZ5Ghj67^e&qI1eC46;-Smt03e|_~aYo4SM3sZ9N
zdu|bODl6eA6kxHvIl3BidKXkyVR1?}PURLOQ&Nd0dO|F*H%ALK=iHK<i**S(G-hsM
zAjC>{D+CzT9W#F)n}w5Eg~+L>f|FPW%iJx|-AvYhlglKS6Pt<i*+nR>s)n0bfX!ak
zXrU$+-<ey0(A<1vR93=AD8wR5Q#2Rz+pK?L8g7-U#;l$7#MozNg^KEGEX&Hph2m1g
zRY+i@rG<8SBFr{7fsGFT(!~9xN-?{hDVnN@nTO}8kJ+~xao2iLbrn_><>JqZ6697@
z!9iOa!^MUeDpnu=ZBER^+JtPb9rQ(5)zA`wMs-||6_uDDn~7gDWbLrr(-J+*Ip4Q1
zHWQ0qbK{>iG}IFyESP^Bwmv++X<9yES5YCh6c*6F*hnD20%KD&7xLfF2WF<@c6qtV
z=kJNc*lo_uuT9Cx#*va@g}-+YiLlSyvflQ^17-QxRhEa$>PmQN3o%n{jwU+lec0Zz
zJp58#fRw6Am^9ErSAjkzi%lSEp!Ju}`A<K`5~3v)SXP)zkFBf*JalvrYHR^}ZB@Tu
zHTDzOO#Tc4YfBVAiA4Og?@@F=T&=#=6Gp=FvyUNiw1Xro2ieEZAaU*rRF`r6!}7CX
zup09*M9$opYDwfvBro|9dFS}okr8(07hqFfL9Jh0Xl{b$B7PeTNJ+=7G9JIEE5=@H
z&IT)U^6+a>F_J4QA#4CN5eo6GsWDopIp?0@LToLnX#)Y~8=1mSz<(_a$tG=}dM$J!
zZD4Al&<0Bj@^H7J43cWVleB?}Id2;fEIuC&>q%TYlst(<!u0tlexSY`EXRkya?HmN
z(ssy3&WW=~p0~WV9jvE)0h8X{A#Uh~s?t&v-F}Fqxyw-YGM4vzHsd~l-PAD<+E}6}
zJQA^!7of0?eqcLsBy7eG<K$=NAnVv!#C<302aa>TqAz)hpT{7qNq64!IkgKw>#s+{
z&c87X?W}OH?|3}_^#ba`xkC`Tul^R6zMjZWNWs;GoA7w|afM?7#}A|DHL$Tn>f<P!
znfL>e?>$j_PVe!<(D>`o(6zBd&f_TDp7;YY)g0eIM+Z%3j)ljFzR<I`M*j0y-2Y}J
zlK!~Hdwi2`K10CL>3F(!H||bZtbXom>vh?@(|j`b<xt1mR~RB*)XaU^VbSz%3dh&Z
zeMKb8=DvK?k1-QM&&OlsDe1G56M1%O^p?*~DfoEf6ZG~c&rZ$d)=EX=OjssfWfa3$
zSAfoq&9G#!r`okr+}e<5+&r+mDb`O4e8bw12ySf%nFn?-!qh>HFuc3`+K|WG+K_bV
z+7K_YHpEZu+7JeV!C)}tVF`Z>h8*90_Z?04^Yin=kt0Xo?yk5XqNJn*KmPb5va+)3
zh22Q?K?12h$oT6Vx|fD&hocetu@{0}jj--Q0(!1{jK~GSuu?NoOn9AHf*D6*(9V<p
zVWPXQ8Fq~Hu6-}k(NeF&Z;vr;;qTbAs2_s;9I<xC4fGiP6QV9nhn0ou#K@IfuP~%{
zGqm>a4Y5cE%Qs&^_u)Sw;`|iY+i?1j&o=D3iCwD(!qw3Xb61^1kKsG;^v@{}ixmgc
z4&6w>wB3;i{k$=q1X_104m}s$L*%;lurgLZ;PX1Y7&G=np<N@@#kDJbeT5BY;;{3}
zrf{{=#oU80(R1NFM678Cu~1vp1`pCP?RX4A2RB5piy_usN<z<#PY^jb5LRj?=co=@
zrI>LdhEA?4leD;%!uvB%v+>!_&(Ysc^<nAIqYO;@H5Q=*JrGP5Z(mJ9&#e)N{MKKs
zd?T?o{d*0{YpqsXOu~k1$=ErpAzaPGn0qD;J-0+4;v0X61*-kw(D@ilTYDRuzHN(O
zUn{IV7=a#Nok7&$L9jAY9auIq5@A+|AG}>m=pw-1ug7E54_9DiDn|EK+yb=admdxM
zp{Lk2uLE4|3^8}h1A5M<hd!cxM@5Ir37EDe9GkvsfnaYltUdM;J!V}))KA^%c~x{U
z6kyg+Z+JTy(#gc%@1$VV%KNY~5utkkH>gYK5nzoS(*tYYi+FxNm47K7(>6cCrpW;a
z_BO}bW6#m!o6CsW^}ZVULd^Qu7v7GB5DK*L`>kY*T7DN+CSr6CR2&>QemxO)BC}v;
zu6~f7>To3i)3$|U)5PWo_A<lT6ED$Y_H{&U??%tdtHTg)P6uLxyD1p8`T@TUrUty(
z27kW7wDoteX+|3a`&we{p{M9E<t(BOex$x1jA+L710w%MJVq_L1}jrtbZ^NGpcIu<
z(8couJG<fYCD-fx{q>?BTuH>VZ4ub?WiteOn_}&W81$HP6H!~c&~x(2AJP!s4$^*b
zCl#aCJmTd0a}%mDDMe`a^;L}O=8XBDc*96ffTwZ!y#DB~_(d}V0cQ4hhqt`}ggOmy
z>OlrZhdzOou@K$;Ea~J%|K$%M&}l#uO^kGPu;%yI=(gZ4^^5vqp6l^;DyIGX9HAkN
z5bSP@b!X$zbNNF=E^kB6tB%(hC75yG1=@KjF7Pcbuf)UG`Iz0;l_sg=6jfl#-skAM
zCJc8Mw5;0(o>Chuyobp3b=Y8lk_|TU*g(4hj(;O(gYWMmVyzk*oO+6Bi_c@z54{lF
z%pPlZ-9e9#pAmI_Jgm%BC*iN$jl+-+8l!a!2k!p3^(MNH+>eMe<6v*YEy`)=YK9H-
zdce)m6eXn<ShMpEJ?7<w39wW;=b<xEn6~T+HqGmT;HI`%yY~Tle0~&Br$)ibTy^sK
z%H0GEdEXnY{p=tXX=C~Jd+7ezQAC^^0efq15+^1;7wtYdh*1L?WB!EJFftI~X>=y9
zPo_GYi^jCIx3KBkb_i~4jkO2D(PQE%L>(Ez>l3a#NXC$E9%$Xvn$ux-7`lIX3K53}
z!QM)rwnM+K|A0V83nx}~hmpPztA7qh*9pJl=`Vwzud6!YcIc0nn6~;lHqGjY;3n2s
zyZ<qIO!y5^$A`hnjK>ZSk}#x)Ct5eNfmo=6<+~oD`}mWHI5HIWR$N>&b=3`Ax|fK(
z3%kO_&JgErC1AqRE3mWFNAC`<sy0}C1Dj@bKyYI#to=D0J-+-MQOAa=k)Mnq-D~6%
z8$3ey3BM!a@L(#R+F;sQ&IYS{!bo3$)%(NI^^4!|^vDo?8(e&iX`v6XX=)IH8(CoO
zktp=|`Vyk{eyGMTiZE+<V|Y6maenbu5=Je(&E21ZxY)g+qaij-3V@rP0ZPg$vF30T
zx_^BUFZcI`rPBSTUfdh%Ltng^f@yoA5c-)ff;~;J?$m4aTy!6iYumj!X5FhUW{u@y
z)(K5$GQ-?MFX=fWR<~8TM;yA9f@yoB5IWkIyEl;7Zs`L=u4-GieBzh)KSw)nRry6_
zm1yf_f`Kh<Fm~HhwdbfWar?XW12bbWW`(qn#;aQR{aQRmEx63}MTK}Z0=wpS;^NiK
z_vkrEKj4j5uO(yJPtUMvd=msWG{M@FvFI`HE}}MdR39e{^nkYmxj$*)_j_p=weB%@
ze`>)^z$fqSqVSzF4>B-j!($9+EsJC7(=}NyVrFu0SaltnW|Mn^4c6`tLyz$%5%ufG
z{J!}<xi>WAd^5R6?|gvnU;K)Qqr+ftExk9aypBuvlCXCXxi=W$+^u*_SR%bQbads9
z5f=31Vuamy(PPvBM4kJBKSsDiVgz5bZY~!ig#3(%(_>{Zf{Qse%<ay_2xSs3MhN*C
zFaI2`5+hI@ehbI6g{QG;VIKrHmp;dTx(iVkr|>_=-;TwQ-c8ZEg%iXg0hVvRitfXA
zA>#a3wa@WI#pP%d;EaLqH^%4Ro~W}8s1CnJVA|q8u<3^nI6LgTjUFTSA?o~>{5sru
zjUgYBSjmyI!<HN9K4LE-&Q73qC@!tQqo*nO?#uRc5;rHW1e1R_i$0$pz`b9`s>(n4
z2-6mv#HJ-5A-K5{)^5Ls9-nMQ)Rk{wWudx&rMRRVu1@Co=!0gM`u(rGziC<MMQq-4
z6T8+9g>OR}+<%;aQPU2=*iekGMyqZXLK5?)Exv$F3wj{9nH|>dzK0&84kGH@ST%hi
zUal`_WBJzG=pJ$a5vM<gy>zjptS^{I`@&sx4>^dJe~wd)7d0HO*80UAkqG^wG4+e<
zev3uV`F9W*s>UxG2r-lTMSbd%PTfz(==I_BKGMAfw-{yGj%T<Oo`pSA{NQ4xi*sR_
z_;Pau?99aI9c-<}FNI;#B!2`qGRNAZFVN%LD~Q_JOTAwj<^yj>BhD|~PR6Je#4m~d
zl3zM>G7Qsx_zjyD_eZdw6W0Dj`r=QBy8JcowLtp1tCJZ%dcP^Ae*YWqIX|0mgeK_j
zSv!O#yzV>p5M76D!_y1XYOmS)bUhq8b{kW_`x%>8g&^499cwqAMfZ=E<N4j?u(CAf
zmG9<ag@Jv7Fy*`byz;Nyh{A-?T@cvZ4U)=A%=+Olx(!%{XSbF@pJ&nPq2qTkZSEm#
zS}`2K{%%;i<ve-}T7#%ti(qAG#BT!^OMKKP08_s^gu1x*C>C4yTtQP`{)Hu+{5zO7
z=O8w%{FIZw`8;|IT!pCHOZep%m%-K95+C&r#MJK&@SfAb&J0WDd<0K7YgAVQyARz!
z-{I@=@Y44*`LDj&fN(sw5OY$pu+q)~{(2&8&dkTa*i_v1a)70d>KMpwCo7bbA15WJ
zvI-quCZUh9%-?Lt%)_?KeEjHW0cU{#OVV;MC^i*08rnmwr8u^8G_wG+UT0#hn-u~K
z#0X8vMgPcTJZSC&OMz-^S6)?(KF^Y2DbU8=hBmMj>L8&^0%N(c^vg{gQ7Nb6v*L2}
ziA+X69-l}!RaS&0MLAetV1{NoBJ3*3$LRcY{9$Sbb1hXH{Agr>3c2^WRh8(Sn~I(y
zSxj@oOtHPMmX}~wVK%zS9aF>arNvlWn2R3_$-+Dlb`}?4L~aKDG`EEXkNi!>=BSYU
zJmgeY;r;AX^pZRG9dpGwpv&bY__iPiJ;eMA<9~_G#q|3r2yMwNo?joCiC%xk;#nUr
zSn2YQKNtzL@T{*asak%hn~v#Rii1F_0giQYp~tR$mWl4?U*Sn_FX;1(@%{276VuPU
zMrdz01UVXD{mm5g+7*dslbgfJfPb;Ckw_cQCj0S@w-;Ab;ZbrCW_NU;$%8qi5==Su
z8vXV~;m&x~B-}#}GcfJ=D})a6;N}}HC!^=42t>|SKi)5!Z-_-Zcg1U#+Tf>W+_=^l
zA38U%=5i9cg+4*VOn>N$c;-CrreWGIFA@5Q7lPf4vF^_V^jsT;$b~K6Joj`sTK(Kp
zV>9dsY4paqr(eP{F#We!g!Xr*2|eqtC8O6*Px0*Q7O*l<Kj%UIUW0Oac~N;K+PD~E
zU{iC9J*t?X$*V(b4yNBrMrbPsn&h|sSq6HYe}!lLNM97F?~DDsdHVrvhl{VdzS!B7
z>x)k_(EX1XJn2jNqGCJz5|@kV4^t2t$R*^hkIF=^OR;$Np%<)p#v;ortI*?OEG)%3
zIMmJw_PPSZ6_vw8?%DWV&-u&CY)rqAh)|N?X03<y;pyo0do-R6^?{Y18XE|;@NAf`
z%mzw-PaG*rav_|J%g1Mz;?UoXf5Qh&>+s8qY)rqFh|u?le0{7BOGmF?U*g$t-@4@w
zZ>)CyEhe`N9gaLlh>r#41>3<$sEudYB@k=#ZxTWh^QNDRN9g;m2(s75`a7xUwLc2a
zCNzVUejPq(g3P}(P_jZpb1_XCbTbv9q@oJz?xdpU{wO^EvKcIS&iPM|_Y=s*gX=%_
zhMScxO3JIS_G}z_EPsd>E8D<Q$<NdapAeIS>9>**+RlL{`K^DFfnKLy;n`sCx_!dn
zM(X?GC$fG@IGd1<&#ok(zpHV*yB4SpiFueFk%rJ_T$11Vm@M?V8HZ<GJYXf_kCl4d
zjDw{}2Zw?jU@z7|TuB8?<ow;$%p!c@YK8z)F<r?2-LrJ`ycv%to!z0YbdRVPF+x4i
z;aE-~zDvr&Do0B$X3ogNM=`0m+sKi|rF`wsKPD9xI$GH2Y7IMqHWJDuFxHlxds2J`
zB1_A$*~Jnz0v-I4U4VYkDY(_h5q3hw-*qIt05fAUvCfm*7-M5nF8W3!;bDL?tdx$e
zk>5K!36?@_>}zBTJCP3JODkX^7vJYpRH92*0@|DC;#gyQSO~NcQ&J8SHF3hP1x1*j
znS*6kW;DrfTW&svCa2@NlN~I0o*RC$wNQ*%D=X1CAr&7QaPeqKRW+WJRbYy#5qv~K
z<W*H+PDTz!q-5d`N7XUb)6$szdwniu-(8xI(FN%^Yr-G1Z!lDi+56<BqK8lx4=*js
z!R?ANtS~T#y_ODcRFvZTqHI`cX`{2;akcG`R)BA#GqB#v3V}vq{Fso7K97?S7VM(7
z9X@!RNS|wd_O+{R2V<o^<D)Oc?{b@Q>8RPjsy;lwX<9zvWJxi8$jilI6H_!72=P-<
zA%<sV;IfqsEVNa1*lI@lqMQy@Rp_3PhWB+9$BjCQL|A1a+ss&~rXA`-Up!l0gcYUP
zn4@csrrILxEz8H)qBQ(wXwR#|sq#XsEzQ9KT?_c>h!9sP!FMH@)Hlx1HTz5F{5PIs
z<0KLc%1Or{U42Z}H-<q2ExfF(fQY9p%m%y<$EC9n_thK}-g^w|FGJAq*Ijtx*A<cs
z)is)CgFb}A4>J%u?i&=|eh9IrD_plOCpQHoe9I*;l_#ar1i;eh*Yw6=@yP&q{IVHO
zTlGe1q~hl81d^EdeReLEnw!#uylwdf7?zfSYxcIheQ~>$k`1b=&?Pw)ALz+!;3m+)
zB6CwX>*%1gx*A*a3otY_12-LPVXkye(guqPa<NdF<hP@^5F>IjaKXZcw+%L%C|wKH
zRp^zKhF)S_g*F(Noq<8RdYEEhMBCtngue|4rUTxG!;)EupEL)>_rqW{Ap{;LcH>!#
zF1+nvI<PnF7tBE17vG@h&I5=%T;aTB1#O3<nTzN#25p0ov2`zsABLlWwl?hMe+`dc
z_aHK$8>)&+6wYTpuoqlb%)+Y)b5L;aF-_+4Ikgjy8h1rShGH@`!D7gVa9;E^qCfu@
z1-H0<;JJMnmH&E%ERn7F=?gsV@oDY*YDp#3A=KAH+T-U4+i?_wk8i}AFmZ9fuv1&`
zVDmv7`*=EBJGVmb?F&(ul7X0W++3gUpq}WqdL~Ydn}@_ZkI{1S2z>I#Px#TR2a0)q
zm+PRO2wFW8H^<FG#+}FTojd~F{`d*Uyn3LN=Xn2xli~JBZ`}OsJLE>af_?XPc<=a+
zIMsRxvcn=3Z5Gf3USo$K`*D=o-*o8rCz!VA3^pz7EnUNU6Fo-kLez!HYUZ7!b6@^W
z(lxAC(f!k1h&V^)zKmpZUx8%qs|h}z`4)3u<k@LId3N&Q=EKj%q35y(h+NU;&2#cU
z*R@v4jaw^KOx8+8q3`N2-2I^?|Jsm^53p%!FoJ!|vG#BjdQ88FsC~WF&v$%6)`l2M
z=V6mDYS}Gr{btSD5C<b{m=q|tHY5_=r(eL!pZmPg9t;M9!C<J*K4CEaj}aXmjpfUi
z!`$2)XV0EhN%kY?>gwX_ufN9k-+y2GS!QM?CQqIWS65evL?T#OSz*wiL5PTmQ2GAI
zkt6Bu%cNT1s#UAt<KsiWLp~?CxVX?)VPPRAO`1d#`N-d!Hf>515al7qb?DH6{+sAS
z&P!hN=g)uRZ~g7J-_WU3Cm0(W)8EvrSu?C&y&4jUM4{Rtu|?y?iaY6NXJ<o8ON+|-
z^Uptde_vdj;!bzr;o%rEWC(0+Z6Op2;q2^;i4!NPBu>75{hEHCoF_6e68-x1qdJh!
z$lv}g)}Bwmn6`EZX=4i?JAG{W*b90>E$qCJqV_wLRn-{&(=*KL?E+T|{sl*5lGVmo
zRQobjGhswnv;8{83<*NWpaA$Zw8rMeeW9l-#ExI?^B%u%{Sb`*v=!ay-`m3q+m;PL
zRaG@E+=#9n*k1S34b1-XJ@o13i>8fiv3vDkB&X-&#JOjxHuyajV>&w`q>}@D91XGQ
zb6@BQwXySJqIw%tR%7`3$Cx+BlP->yhsr+{huH(%(I?OvO`VOf`^%<C&MCu*d)$sL
zDmq+D#F*B$2x(;lA6tEF8sf>dgHokLm3G)2iFv(9JE%TT*%%2GUMHVqqLZfy+<4k-
z?Uf{qX=#IyAZz&8=wZ`G9?%nLW9MCdeF<a;ME?BNatj5h4X!3(c2`IAX>5+BcKX;o
ztRa%~%W)!tKWTW)&rdL>uQx(I^n#C@DK>xG7J6bG?D*|D@9`b|?a;52D;l|)!rj3L
zlZG@#Qx7v-f1D=M;a~)2k7|xS9bC}V(;U0!cSLe#F-}~G<JaNn3ykUMijeLu@NqW6
z=1DD}C(_1_Klrb~j?JvludO{AIT^v-&H$78d7`PCF|J2&JD=Ae5@^H5OkDdiRkNsK
z&5<aK>E(`)9&Ye)F~;V}fzT7_V8_{4{PO**(XXuo8aW%o-Odn`26&;Vn+dK*aMcoO
zNXjV2R~sH+->g<N;i@jy9D9i|JzNmdO=^RQH8$Y4S;uCU=+{Qh27Nuz)YTZ*pDMO9
zNp5>98ytwhnBHCp`Jf?uTurfgMjOrszrWy@-@+FCI=Y~diwV~c1~*1icUeCmkm@mW
zM>j{8z_&{f*LXiT9)mGGoDtH^89q)%*!-m*C;yz9HfU;zey#1$$jK1yw)&XV*Bwn=
zjTGA8yWP*wE5I7dM>j@ucN2PC@0PZ_3t<0>U+m~>j()*5Xyjl3cN=|t^}Y+5Ive6f
zR1W?7%amf=ewj-vCIxz!z{}o%CajQ2_ycP0H*3$tVN6E{gtWJZkG%mlg*2je*m*Sx
zb^66kPcW~)J6x5ji5lw(aPC`w3<|b^m#scpdYEAS2yZ-yEkJx`iK_hHVlk$RBSPMj
zvw^4%8#Gp9gGf0WyvW7I&v|Tco!<s)cHG98!Oao!kso|KEwTBB_o1gNz>dTGyY}u|
z-4EkG34ouE4ZPhgux;@N-2L&EY=^jEy_=v*8#lN)nZmcB6;{vchWx@Zgg;MLmA~r&
z#tdwNkp7L~<6(}?^SVM$EWnOq{JW>^Tk$@|5A}mzBP)2jnPb}z-8lKTWt9NFTX!A3
z+Ph-;^bTn5V-0sF6ZC%1gExUtc5i5eklx<hy<uj1?%r^ce-L)x!p;~!&=-DQ7Vvg4
z#kTJ{psKnW7w&QW=4E^yZa+y!=r`>UNOt*kF`<b&WHI}JKce|{*dK;5{d^J9rxASI
z%&>WOM^1-dBl&e$)D7bYHG!X(CA?itv2AWAPKUd)zH=))6`y|SjgA5KG^ykB0lsMF
zX@R>Ds`uSB`yOLVKOd<L%&>V@2d*7{RbzuiT`+!7W6lOd{+y0d`SLbML+H%*QX80J
z)6Djq4bG}g@K7BNM`6tS9ti2_&fTA;20>4(jUA`?7qWD0ZjFBJ9J%|Gy&)!j<c+58
zCb<4Yc7Gby#T8uwY~f~S2wztdte)VH{Gtkk$K=+}dqX|wi)(*>E%VI|2H5nO)Hh#x
zgJ0YbE{$0g{UVK(PRC((|C*T95WBx@B8^#9eZtyPaTxQS14265bMi;~aPlv|LH>{7
znD>!~ihRQGc6OLEzyn>H)LmV%zQpbC+7A@tRbxyV+5}BK%yB&|RVM$y6U-jfLKd%n
z-$@#;^2Z%(etm^8-5e3p#gSI)-8{Yt^h8?N@h5-Pla5U+(65y(8aYbigx+pw>SBoN
z&$#;&!Nydq@H%-X6`h)x!%a=K0Zm_%^&)288-_9ceG$^v2R`m**!*25t}mQWb8lGE
z4dVwlfuFbZ-Z1Yy)qBHZ>AfM)0WS7N`23^Bv~nQty<x{4#Ta2hFD^znQb&yNF<*=z
z>u1AyH<rZ+o|afWv#Z(|f$FgR2F45tK*%6}_;^}j^P)bS4!=C$*J0ftj33@o`W$bG
zZOi&`Hn<^cx8ePpWA3E)(4~z>9oCn(!!3*%+yWsVHRp6#_<__8kN9<1GXUd138Fiv
zdb?X<+mha#4mUX+ND|SxJ)dIG`;Fn{W`UN?9kF44FFc4yL3}dL{b}n}j2YSzA%lb9
z)6fQ+mk!|W(FgDH$`AB&!iqT`Vo0Cn5b-RWBHX(F8oj$U#`~Rp;NoaTlcBn`Z-{$g
z{FRl~?6`|DgZ&WlQ8Q^@=m|Yt9qc&rnBNAg`(XUX{_yj$miC2SJbl3zUD~+H^@T3#
z<3$a}tAw?`#wz&5O<xedsEwU!{h~SgwX&)8i(h@{O8w%ENZDe6TTwaq^gRc9tc$fC
zKJV^?X0C>~_foYVP&*ubjxoL5IKSjf{8E6_FY)ix+|kcU>X)R?ko_C-K0_vD7UQcQ
zA7bCkmUa52HQTRY%+O$j3<~7N)t2<<+TqYW-s4G?z7?}Sz>wa45b-RkC5e_t&qQF^
ztX^mz>;?}P3(TL|4Ia+s*tGW+zYZF{9#)5*!DpX#M99bO;p1(O&8tJ8rzgUW{a5+r
zw{XLX1w%1pKr4uZ{9~49kIcZxVeR4D$N|k7J7d?z&k>)PMJwX*+F<iJjQONJLWZ@4
zkCz=buN=;eZ~n}m$R60-6)WZs!jOK!yzNj!VPPpg8Mh5vSC4?H+#*61`J2vR%y1&V
z9elj(v3b>}Qu)`^+u-}b7}8(8{11Ehp;y;t@N~C9Lk}A)nmqsp`eNL^A5$-FK-iR-
zkKv|<7-nV&FR>7-?9FMVm!Go>c#k*L(T24^r}lNZu!J7pTPladYh=;qR4WtoGSa8j
zPeL6nkt(Ug>3qeC34|Y0axucn7@t@f!COy=wQiR5e0$UR<?l_;r&aw9c-f+*kuIFY
z0<<;OrPVcRAd8i)g*vsbvpGd@6$#K*P34W9B?TBHHoyR}0X%dBH1SW|Knq7o3we(>
z(b9&c+>0#66gOyq9&!s6<^N7zf0maZSRjHE&yM&%6&GNzt^o$>8o*OWfQ5#p&~2cF
z!zD%P<!j4c*UL+x+n|BMB0c%Plh>bRrD&-}K4DE{2F7@rVWfu{d`!f2LA{=K1MHMm
zTUI;Ptt+T~S<59}yeufkoy=lvY-x``3q5!li|M~hDywktbq>D{H&QSrzzQS%t>9y&
zM-%__1X|enAYHu<4FDTMVeQLWE&;_@tb;#7d@!(y1-vYE(bCZn>pyVCgXAK_=c-m!
zSbI4MV_MrFq@@jfZ1k~dkOw#4a67H;=eNDjF|VgHT+J2d8(wCV;P&eRY#iu;KxadE
zS?kfw14)w4frpB5wZhy}J3EB5wd3ZVK9SBnT~DrChizo;$yH@+?_KAf)?7=*m|$y+
z477$1(YL=lH|N3gysOX;<l8`L{Pq)nE6nNYgwAhKWuEHrG!tVQnqj1;v@f=DfSyhR
z?0or#zNjateJS+C{BqpMAbrt6))!kjpro=I2V;5S)u>F2aW}<CcQg1HixC=R4?U8s
z5yLNk=c^oA)$dq)XSA`@hl_y_9jpz|Os?|QyPk8+<8+MivB1bi=I}AorHMxL_$c+8
z%aX)01sf<OBFX=ayiUH(MMrx>xT#tAsA(P6JW9iu#ugaqV*wv?U7Gku<v)9ae0@Rf
zOIiM$TS@5YY>Z`X9njoL5AG%+eCTGPHfd|ktrU!DVTF-?mhiFEqltgiCq2rjLkGad
zKv?^-R!UYL+Qb4~+>GI7Du%C>9#(d9LVj5#!qZgmkN?JaKVevFTXbn`4mT@3_&OM1
z)yH1QFOeWTp`d>HgzyZE@ixauFLU^qifQ5>?F-Md>%KR<Q(w$OM>_+!@l<xx^tC{B
zh{?hjXA_KcHi3_k2%&zq(9_n!&N%*Ot(|dFzZC3<Hs*S8(HEkFg+7`Y%kERBTRUTf
zvk82S#PstWE$k3qQh^7#CG|5#s0TWPrsv^Pb0d6gZU}E(AyzwDKu@ay_Gj_OtoySI
zXw16L%?2$E#BdS`(8f>~jipu4N~)^xTW%4)w=+j;16{a@1o+n0jQ)RTX1>b#eoV^2
zNLwQew=qT|eG%4sT5&ORs_L<XJ*j!fkyPQJj~!YWb1`!}6FoFBkoB`Qi8-(r>0q;$
z4XqUDLMqpo>BCKze=c@QZUH_vHoy=g19%AqSZ--XW7Y!&{4ukswl=JEWUnhFT+CXN
z@Mom0g+umM=xwME51|15Vi6Wwnj*Zc9ElaG)w*|<7GRJ_7PFIND>1ZiwCu0P?2jbn
z=qu7kus{q4Z5<328^BvzfN+Uw1uVk)gdBv}8R1h~t{pabaqX}tg})tkr{vM9e!n!a
zLn{+qT5YqPsUDijwF5!BK?B%`bZTD~YBry(56^F!mQUDLSb(8=`WURIkA@^c(Ab2w
z?V)1+=O<GwEm)EMD1BWk<ND$Ua?ejS34Zd&neZeV)|bAxr#ue>gofxRG=#gh5Oa0S
z>2Eq-&fgAUm1StIEynvo1K4W`&|092o&tSDRF?habN(C8v82i&srdJ;feCyCLYnl}
zMWoA{yk`B?C}iwBgv`B1Q5qGExQXAPs-y%KpMJzE-=Jj+6yAD(>|cIEd3+M`FI=bp
z)(?<X0nR&p5qW=HMp?{jltsTr()?AZDlCRU5Px;_t$76)W@vyRh6ZRT6kwS-XM+O;
zMQ`O7uh#fQeVGmV8|b6Gt{Bb&9qMc6o0*`Xx*E^Q<<mwvwil5$(8oYsecA?#3{B|y
z)VG0_VjGmHw!zB6JaiO^G1E}i23^JcZ9uU4ax^k`9YXfLBeWgjzv9}#eE2}#<Ml~9
z+<t(Z!zXDw6kNQHoWs9C-(S`aG5tc2z5ggpvMh;+Lfp8oA#$>ZUUS9us06!7qmcH~
zA*Am)ijv4^n)p{)Tmq|+{PGQ3wm|;P2gp458_MF6koV_xWFGn*27!v30#!>Ss7TAK
zeUXZg>WDsj6_@6$Mbrt!HL>al7&ipDv57c0eHk*NUg6%x{djid544=Ztpz5uoEn0M
z+kQdVu4BlIjKS~Y=Aojv6wOBs;611B)DXPb_6wqS9YbDZ3{Cu#6qmwN&GGKT`yhPr
zW+a}uio)1LJl}i(iKnli@w8D2$LZ+nq5b|9xbfL{D9g!H`<v+8*Wdtz46K>^>Mfn~
zP&4<nmdt$x%jTVy*35myD9(L-^&YykRb7wG$J#TmF{YCPLORquJNa<WPFLPAo)Y>5
z^9H!9%!hMpr2;Uhr4797q-&)<ZG;E0`MhhT*8CEQF&}s!q!(EmVuH=nf~9Li_}4IW
zY;J>o?VZrbMQ&{fnTLHMd)6A(Ro&VU_5G2-U@#br8d$;~gCS+tu3f0Cti;%{V_|Kr
zx>L10Bngj@k&%IxEn8yUx^*-GZ|c;kc<;UUaO~JI1P2G>`gQ(^e3I<8c=2Kc1O(7z
z!6r>)JHJ&_RG?e8Za8=D90m*+fKNX81Tir&G>MRWRs;Foh!G>`ze(cXym|BJt7FHG
zb?QzM`+E28O_T734I73D6DH8gh0~@@!@z+9=>QCM4q96DyicD#MS8j{_`GuEO6@V1
zE?rVMH+fGIA4x)A4JS{YL{Lx={XfyI=J%3HiLF|-LQYN&Z}KIvE3q$0{v*GWBnrL_
ziHV7IzEV;Y6AH>DRd^6zh|Y4AF0`~7pmQTL+<L`7kVp98_t&sA6k>E+^@}mDyvT*k
zwCiXz=QhUge~zp|)dzN}L%9SGo+P15TiJp>Vt?}f_Cx;U7G;V{Do{~T2{RM!fh9H}
z8>txu3g<L764RYmZYiC!yrK#ZUge{6Qwv2KG_}C37rE+fa3mU*Mk0*v%vI))CpNtV
zskvq7+(dRxV|@YLb>;SR)pOEzNGL#OFQs<yGR3XfI@;k(94rk47~Q(=GVg@6{BoR*
z$fgN}yz&zZ(Yc|CqWp#?xb>QUz>82=UJ2J9?!kG%UG)9w8J?!f23lgX%aB@7p>R%P
zT^(9I@b+uf-&9^vi3d@c=n`nJpaXeN7Q?@ZYH1?F^SC^;Z_fS3*yIAFW|g2zknEhs
z20~he<kl0_g$=YXyv#+H=2nV2G`Gg>$gH>1;ZYi%ClsK46Rs*i4VS|+U_J0Rc#k@Z
zFV;UqR(=`34PNA+OABj7`7Nw*``KH{f0&BriTP;XMD`oV;>k~!-p2Gn-tcwd-xc}I
zHn4gJ8>HiTBC&yDCCSU-nXn%GJG@8#fiE`HVT0$SAJ{4N13TP~c*}lpFB#9{W&Pk?
z(R@Fs!h`5sbn&xPl<#MW+fmtXCqFC$&l3yLzOhAZA2@X{4W9M}=<(f6SPwmomXojG
z#7+Lepug%D6?Ax#iRZ~hXxE6_MX#))ivC}|x+gg&Nd&D)h*R-PuM5!G*Gy3dUo+f_
zRzLXm!|_*i=ibpBRVxkfkyk9C6XqsL3xm|!pos-;@%V9G8-z=3;PVzXkS0bd=ulos
z7nhU8*7C=9Y3+*JkJKl&sN5eVRWLK=Um!(fY(4Z4#)cv^^R`x%|11q%S~@ApZ{>vB
zVJUAXzf>ZXFP8PiE3e?`Vu~K09f5V*P_!JpA1D6gPcq}~4H*i4oazwdKoi#9NeAfy
zhq4N8$2wBcM*f^6A@_zf0Y^oL$P9D|c2LwI*a5f0Q{Pbs*&>8iO>OYomDfm0FQom2
zRQr1opNnpC_ExlklKde1zixwasSSimHW1cfgXh`!f9#zFcvQ#t_rH;qY~0<2kU$cM
z;!qrlwP;&Pf|Rz<;uI(pO3~s_f;$v<D^Oem1QIMEAxPZa^?mN#P1f#)P}{u!-+Z3u
zKCqjcdroG~%$$*PPZwVcSsi>WaPNiep>(C~Av_f?6Y|mCThh16%h-H6miSBF&IXNe
zY-j|wSSjw8qyppEe#y82J}V!iKC)5nvw9iJEcg?jRqmNY{+oPsZYC$cnKACh)+7ID
z94o(5{h3%Af~x)YziS7qznX}b?{d+;CF{SxNn-rfVmW_RK(bxmeWJu)eU+!^CwMb{
zLQcbUh|I*xq$0GJ8e^qN%PAw-u10p1?T;Eun`|6DGcz`%qf4Oe-ya*K4#2hYw!rCY
zZ;+HGH8#A<MK^IaNSQJEc?$6fWaPJYz`e&w|GJOB{=5?5&yr;V^T<5D4Kt6A|G;^C
z{n-?iQKv&|Cs`d@JAIh1R8d{84tWKotiPx$<XFo{M3;81vhv%xHFzz9i&lOPxN<ud
zF|XN!w~;TBaqGbw^ynnX@}g)94jlgChuVVTON44=Y(Dr{xxc7Ff3>b(jLSo3Z@IC-
z`vd%TalhD3s$Xp7Ziv(O(~y)^%C^TRnTSa$Le~~1AJ{K7&{ukt#?GU?Oy&Beu=n;$
z%GcFg|FSJsR#u^^s#+n_td@|6+Yc0j-BjHki2TU6=+ePcR(=Oh+<m}(2;r}gm(L!4
zFfvdKIAe8qhb|qO%IeVGLuqhaLmB_WKJ@D9g)SXDl-{Gf3_Nh}A1VXJCJr16Ls4-V
zTKPLSx-uX-RM#M~qzoN&Bz=myni~21pjdGYM%iKJ0s1=779WOuS5b-d$|`iwk@S<y
zVcwP^0UpXdlaU`$ScXmpvhq6`h;YB4lvCchoFWA13NhtP2Am(hL108YmM3P*Wb~7l
zaWJz0!_9QbivksXUQ>hTmE~y76Uykoe2!3ZxKf@YrA6q?7eS=Py@i@tU4`rAB^V^o
z;gtWZvK(#r0vY+t=f@QdtAj%&Mfg~tTz*D%6|R<-kSqyYFd51oWtE__rH+gaoh@~7
zFN6D#Ekj{tHJpw{!Qn_023&cI=ed$PE2|Q(=}2YHVxB2bSI6yi#b+|}r$@<!=qxqA
zCF7H`0q$`Gq15S6UInLR;c)mhoMi5Mt|Vxtmb_B&x|UFbd%uBmy}zFQhCkxj{RWOb
zgfb>&64$zxrW$U)R$QwiI=m}DXYsmNgZG|Jzk#V952M=Ev-k8e7Z#IlqUn$K@a-P%
zy(dx!NrmX_B3A~k`ndP*J$10?AsiMyz<`}mc%E8+9n=SFi^atDKG+ryzktJ`7Z`B)
z4W8#n*<!UaTU5jCv?4|M*(K;~A=efxbZ{?|TmI?9d<2<@@ZEzXSRIRk_t_XMex6Pa
z4*r#AlKV4?(b-0>3~Y39Pij9&p$saj;I#W09Ckg$fOBzpo~?KQv6i&r3Y>eFhmlRW
zUnHbz9f<t&Vsy6Ela+6)i+d@B^~>M!6b{>;V8H2Dc%CJZ&m0~-_cjl%hC=i_5ev&L
zk!W==3MV;UqE)9uN)b9c%IV;!k9&#lX%A~2!(sJf3^?!-&pG-#X&GC>GoUZffVYK6
zCF}i+j4f9Zp)b-TSt}Z4pODGeqFnp2*1<iw_A8@9MKzp$e-4Lz&oSV_>-XDYd_G3H
z8#m7OSY3lhxuxiAsx7O7sW$FqE9sX~3lU@_!grA=usZ(|-k0OB_+^GtUx^`4ycc66
z7i82Ze1yiJ1LHFnm!X5MoX@Pw_{`is>-oGQ_-hL>Eg=(4p1wots06G`&8e#g#!X;W
zyP5Gw8lk!x?iH0P$bVeG_{<_1`JL+XnX`%zpeMwnSLtxP`x^ca-(gw2tj~Nls|YQ1
zh4|t{3LNgfM(gl+>`3A6Ul^a23B+rsCF?V{6A2Ms+AyDae|{1A>53py5=6z2UtL3j
zHKj8l%J}SjIiH;`#N&#F$v;}A=(D%b<l{<t3DT-6$y&p`ic-9(szh6<xq(bQ6qcfs
zp=^8n$VeMu;<>LpXEO^Cs4v9Cm~=SYii6+%xA^sKmO^`sD=vrA?KpVceS?q}DM%=-
zXteV;Rmvwi)YRZ<MFrXl<ZMwOM0f*j;XrW_`f4fK;=Qsm_@pMILs}|k=H?)$S}~(n
zW3WXgL)(k0as+A0>cD)ClnUUJ#z#Yd7gc3=TFL%Ap}GP$D@)K$Q|m81^WT`qGXC1t
z@=`czYLZNW{uxOake!B$Ws3c>8jlC<7R``<^^WArni}L^xdWZR7M${!tbR<un6@7q
z*d=hVg?{&rB*2dob#)jG{21!mS||*A%-t`Rm!q9fwhWlh;bjdggZ+g?=%=l`Uu0zL
zEhvPZni@RhUcSZFK?T~%*<u^M5RV#Yi-$^!@Uf7i4m33JWljeC(v#6YD-9P*x%)V#
z9+)yMxO!XiWlatFtR28z4@FEp_%wsam#qhWZ9QC6QV&c}v>xk=RmugNG4gd<HbdSO
zS^0Ta?m#z)TYka4N91>OYVE+$76v^#Am@+kGWQ8x9N_o%Hd;nsf$Odn;M>0cjA28u
zY2}00f6BffF7CoD@;!q(j|VGXPrUw9*1nm~Hmwx@F6Mq?Ur!{<-JkO39hh<4Pku+h
zLzUe4T~$&Bv$m2<-3+bP|AfS|*O79W`-OHg`%Y4UdF<YoGwwa&e!<{BzV}7;<e9mX
zF~{7gp8fFS;yw9}4cn8?D-o|L$-U5n-S1$|hFHp-4Y9<%=M6m@lER)1@iMRHY{)C<
z>o8|SBxhwQ|HClGNH1CjA8G@X|0$HeGL%C3ALI6IcEZ2}>@}1he)xd|<IS8olLYY9
za_-zY^zPjoAt51n`SK-ke5GN6?H)gV3_Cl;1BA)R$?*60$F*zM>Vn*uz`QP9x{zQ!
zCK!-`37li@*|lpI38ZUCW<N$(MrS4q;lqayVQb4Cnp?PVA$k6Z6DP2D?_LZaKAe2d
zWC1*W{5X-r1RT}|^=WHslb}86fIlW{VSIc%Mvj!c9fZl?$2`l##DtWubRgh?0|zi{
z*f9L`(@$8pZk>#t%)QL_(wP(+O6}j&P%;ZE$VQ#Ho@_v&xh@YcQ@9uRZ^h<f`>hl_
zn&YSRx!paDFrbAg$vPL8QG(egUZeNgNZg*`3k|u2-prh0a$v+<F6}v!20c1X`I{xB
z`C;*SSefh99X3o&XE({@pUHeq%aGkb%Pc5o%RpbQ4D|VUnZ&)>b}K3y+pi?x(XzIj
zKW7dNlV=#nK9k9$Rr@o=dSJ_4Mh86}UMkttzZI8<?RQh~Xom87kY;ySDs+V!_(bY(
zaGm@jCGr_NP_lv7#7qlYhq#i=eR(BSSaB^8ZPz}*)9Ec?!~C83>||R0ZI@=cd=dz#
zphIpc)zO$&00961Nkl<Z$-ZK4Bs<|XGtxq|lD9fC<Q0~~ruRM)yr7|>j`h>qpsP42
zg9-K{I><ef`J5)TIa;Sfei>^Ea_Q&I3<ZczP<{v@uc!hx!_JUk9>%`cf7b$CeI=9D
z?tT^|`<tVMHsX>C@#BtX==I|*+*$n*G^93PGV{un$QRZxpDBYOr%2!ckw3u?UHv47
zGL{~Qf~JNVzW>Bc=`$3{z(7t114f5}`pe++vyw6x-vV8w4m)=DGsl27R%{uh6ynF7
z&(Ul4ZQNPaNwy5?wS&C+%b@Rmi5*OBjjmD$=RX9M+krCq28{f|`sEM*Ln42iH@dcD
z53#4`mZ7ku5=#%q;+HR*Vo8Vx{s>RUrwi}n%96I|AQznZSNg?T9c;&5MOh`Q!*8QK
z&{cf!*4<hgb|ym1`aK34ziI|;fd*EeeS^fTQlxP8i^_D+<C7pdE^fWd!S?G(c(gDG
z4WYEW3NsJJVrY;B^t3b^Cf}feWl&L18SIO}#<AiuI3q5D9F8&|<6{lXjpfHjZA8C*
z|3VtW55Hc9m6<NdkRr{QD=`>0@fcZbv^3Mj#a&;(#7OoaMrLjaE8j%+03DNwFZy+M
z!{o2H0V^|YbZN!<K<Qb<C@ikP(yjOL%lB=uWO94_aqA5}op1_Qb`C}de_21K-ag@N
zZo_m~7X~X6?YdwZcLxL5S?FNa`uij^m$sHB$=H>cUWAk^#W7E!gKYVj8Ho_B<n6c$
zI;_15D^qQmpuu%Nw8z*5S7F;@7c@21!MI18=X64QUn_3;##)N?(9kkidyg#xvHZF+
z_$>?@f9$}P!M-O*Oe;bP$KkBZJaNBd#4$d_zh`_Jcw90*O$tC)KiLh0Gj|d(Z2oN&
zmsP^jSPK_dbcTuC7}O}nhQ?rv`Qm;_&c8G_5Gd~#qjRwRN+KTp+NOS=Rj#iy(^vFa
z>*UM5otume^~t}Mh)0WC<DWp)e*0gwgS^5r*!0?qvhr#&=CA*ut(3pY*0p>aXFjLZ
zYX`FRU}nHa^n1o9n~*;xe!|zy(6xo)yntcXl?3Q&Y2p)(L%xlnO*RUjIj7|B_sy&C
zh{p!W*tc#*2aKJ61-9LHO2&qtK0<q6Yi=JwVT@+x&{++Wzw8RE%yeV|wHVG^iN&x<
zQa-}Y&lP-xdgt+`A25$!@`rdH->^5Da_hj9!{70hF2TxN(O0Uaw5$R%mi~!heVRj0
zF5oXSyNE3VQ(eWij92duepSYdaUUVSpcG9zEG2yg^EWQ|p(j57#8=^7<+h;x0k&|p
z9$Ppewgnwr+&N6qUsSQbT3^3N#>d2>`u+BimnD8X(=SS`m#qED6Jysuh26-@q;Fsj
zm~0x?9POnx+5eG#Y3ON5zx2H?y83eTO9Lc9bX?Tgq6vpB#{D&0)YTE9m9IS(ti6n;
zE@s5e_n(X)FVS*w;3xwXw};HE0<nDAz({jbJw(SSf9vswP+eV(iL>^iO`sc^c_^;G
zW@gvwAUR0SU}mO==vNJUVG0)qj)&pV(|5RkaZbJWNy<P@zNtQ<V;dHXu8gNI641Km
zLX?(PKu24EW4p$a41$fV3>dPis>nfOQ%%{!-OT6MGVVjB(mX0ILsVG>*4Rk;gLLtW
zI^>_pyuCiHQue@P785MX+{=@@m#2Z467B<PZ%Zq1qpT8xO>}U?-4d@$D=_&@1}bWR
znYM~AXgHHyh`h>bd~PON&b2UyI2j$}-&Sv;u8!9g?=OSMiZaAhRbZhG_sby|j+Yie
zTTLC^q%t^2<X0<^uYtJA$_C3{s;B(0&#@9#zH|l&X)?>IP*nq%$*uJ;pQH1+50Sg+
z3$V4dEt(q&kyl=Yl`k^T?))n}>FWj?Z9d%fg|O4+;m1d**brn5ZB2Eoj><%0aRpL}
zIo7(1E6IAhnOrt3=5sX1o70I7CR*4!zy-}ML?n=J<*gL7+x!eqzW0U=N0y}0ifYWd
z7>}XNO`s>#RI=VLzwg7x%k&cE`wjO}@o2j2fw)@S&9z`>D8Q`KZ?SQR3$*zfB#U5T
zZaGrKdjSpFdt%o1lmyJw?LGbE4`p<3W{d$XnY|}1cJJv}9D1*g!0lOnGJ8+8Wnd<^
z=V7M9M|3*(yv5B_3tI=dqPeAr?0Kxbk%V@kPw-@N3$o|&q10=Od1cCNu?=I3TF9%Y
z!pdhEXm>6aPx?2Jv&9r_Xl29N;tR1YmQ--dm$MJ%b2P_`=osD<Rp4q`5k7M;!0C<-
zh$|?=_y@_TsII|J&CNgfnVF>|U2}Y!f7f2IVzq6pwzb;piq+<7yG?4_Hdfm<Qrm7<
z+kEqT-hY$a!T0{0lY<LMXYb_EY_Z==5^15JAevn3q?|Aq_mh4bnu_DE5_yHuhzS}{
zB;D5~Z!p*Ag64X@&|Dx|l`WFhi-&omDYklxku|wG#Et+HgIz-kuJ@f3myd4Z^mJtW
zdjLME;m?&7H7!w`OdX)%o_dF;TMTaJ*l$N=rwO=3`+A<k-fF8fcnGzP)fnj+>^{m^
zYMTlo?L^F1`x%EdabtvT)YPy!BtAjA;g%XFH&??r7c4s?Y)^Jok2xNhep8FW5)K|%
z;L%^pm6%-W$UQJBU-5h8ImW*8^e$PtaZKQm0qMXZvg;q)fk?##jb}=t^PfYzqoi)O
z+L5EdO!`nzJbJkKCrv+`znAY{h(V`^GN~>yC+&fm=|c50!^di_q4W&HPa~?k^zZvs
zElq=j7ddYnSd~!?)AA=@y`zSt{y_81KaV>K(eGUjeTN_SR96ejI4HvX^EV)165Cx@
zO~n5*)$^%$7PSrk<Z21qz{3)GJy2kmo@9b{ARwPD{y<R@@Rfc`o{4lWvN|kPz?Ni3
z!QyMxzhr~ZG^S|IdQmW#n7Uh*MntgwY=!q^E&iJ|<7mGd7fh;|dFYitn|uU_RC7|O
zIrcuQ-U{?XtO}81{yLoEG*KW%4ulH!v`8`=^EsS7!Dkp569E#TIUh{Q9n9C<L@k&c
z5R{khxlFts2$$ZkG@2ev&2aT)=36&RDNu)y;Z6PVi$;6n^{-${^ZW}jesJnn;+G;Z
z_K&HMc-+Ndd=0-kf}VwyI%>H$CfZu?>D0o|Nd-bj!n+V`*FLkx;Ovp;8v=nmy`XBR
zbIXkdG9SU7%E4Vr$m!-B!3Ke@>*~-!h$c391;0YGwX|v$rU%-`WZ$%6Lv}RNcr1)0
z*;u%!wN<MEU^Z2qPJ2uqK$WFKDH3N|Q0#Mr<4c3MdA<6chuy3(6J=GBXbIP~f4?NS
z++7DW300+}>}GT@yxHbP|0wO@Qos=VYhf8bZZ)e~XfC=O=(UkPdRSs%4gDyL5)XAL
zAFKM3>?5t&ByuRksL0LH=?Q%z3Q_hg;@a}4nbIk%@3zd+MhSeV99Q8Ka-{+>pfOZk
zB|j|caHnUvL8>Qe3Ir-nPL`$V9tZ>#T+nFTyq}SFsMQbc(7y(2edvM|lYFW91tEBR
z)<oVD^L}l#{)LbNcpOnHo`2=R?ayKTbd(oL!06fVe9l^t*nW|`{IuTCqK~vT@mS^G
zbbRaNNs*nbkncWd6!iMmum={J-&}Kx29Q(70g;;%RYZU51LhT8V;fYBV81?6Tv^_s
zd=K+L>I%ZMHUownsv~bZMCkoxQtbk4{&HrJ|3zuu9%PY*dU7hN^4)j(7s*L_`uF(P
z_S7lri*R5{&p_<DKDnFlt!B<1Ah-~rd7GCP*MggvRG5iaEla!iBcbY7LLK`sS*OAJ
zEL6#RYrPrQ8KM=`qd>Br!DAMF>O}R<>kj0Bxkp;-TqC7`)_mEHc@gq}!5?~rqtOYJ
zk(F3Fs#l`x%N1B+cli#Kir{+;sOg2AQ|l4N8)a2TE)!lau0UQAk-T5v`Kiyeukbes
zc}u$XYdhn)nq~p8^t<ur$2$ub*U;HYy(wU^T%FnZd=(44?jY~AI$v!}cz$lMnBxg}
zx72L3Op=#upUmP<FldEEA%3fTd3k@_Qqt6vse6`z9b&~p0ACf(WwRP9A2JI8L<Gwe
z$H6~Ytu--@8jL{mg2i`5rKC!jo)r1|w=Xu@<8pEo|GV&&6_JP!6O_zI;Rn2d0D@ok
zbUjQmgG>9pav=0vX_=!Vtj{crLk#?X&op7<ylq+lwM25cvkD@-fms5^Q{^q$UpZ4&
z5x;#C&D*7(6;=?Dp^~id@>kI34hdT~y9a8av=`J`q!P&QBO`q`9`022J~XGkh1u*D
zqlXoAT$o)|!pW8+HoV<X9lxZty8NVWBPS-ld=G?X*9F7|(w1NLj%wi$9Y9il{3dGP
zxONv)$4pj>KXX;#67)+b;^GUh$3;4)Jhn^cKj{a_kT6kv^fb~OAFcPjf%}JvjTJWc
z#9&$i;`$q(@lkEJMdApNr=g2XyY~+%5NQKKxtKU#u{8ja2B8>n`Rhd<(ZN`c5(yI-
zj`UFbq;lHbhZ^1)zHeXrHyuD~B&}7y20yC#)N@V^l;nq9)-qq{cuyju;*JTKs1&nG
zUGL~L^9XtZOpV`+&?HO?K~j{$zs>K^Z|_7z#Eez}eY12r9?3za?fE+<OrlbX##bB*
z4kngzkt<i2)MUVTC?0vWGGa#gQ?`E}=UpCq?AG`PN|#Tn2niA<BX)|ZDSl)e;_*J)
zB#Z$i%BIuuIxuqsrl<@|P}RUH#C^@WYcAw$pXl<}F4d9o8QKwu7)2imY=&k+??|#O
zlEKabiqV}bp!`QN3!%Uxy1E-uRf4{G1WBvGEZjqEm7)s!dX)4~aX{QR2p~{9BrC?@
zN|~_A_DrP&DrV)+M<apcrz6o&mRtOwBz1=M)MC>B@rOn78QgF$LTyW1Yqz{$1^-o`
z2{eCe8O|AaV!EfqHpJYThx&H?cp%)@8&PfV;v_7Ccg11v?12)Q4a6GCYN|IyH3-PI
zIr~u3ru4a8)U)0ik5oME-!Ul-h*tK|E5XLzCpO!02d${%vRzVN*c^#qM}9I#B9%1^
z^5wW#vnM@Ohy#vPtnv3s`Epv(p3V{5$c2b638W#j!@Ao}m@+HwKfHi0E?$d@VdDdd
z=gb<ye*Lh^*XEEyrv{7(U++j}L<Vi@Sf9ol8CIBx37U{&i3lE~>Wur-H{)v!uU%ZN
z;a*^egB6TO3@`1GNqUK66r)7UTv?k4JtN65qIWmrfQwS3e1Uqyy>p5V_dQ3SCd5;v
z{X-c%?uU3)AH;}x>pSc)he#D-UHp;w^Q6vz%TM`gu@Z{w*K4We$F+Y~&h<YAZYkx{
z-QuC8qHzn~u3q&GM~nG++#kMHUA&8iF-D4-xxzPr1x91xhaE1ZuY^yT%ck|I0Iw&m
zg^DdVln5$mfVk_m!8B(e|1Gv5vy;QFl<;zf#m?cawRiI|UPWZ!(XR2$)V*9rTkZSo
z9*6u2Ztsh%kePM2vjFxELEAgcJ33CgI?~`@ix2~hnpkMdW^1!3!*_3KuHMgx^Btea
zj3$Jsd~}D?_1A#O4_fs2I@ar9s1|qky0I78U}~mhckg@i_?@efV^}!iZmgxB6WfR{
zub-WW4~LjNVj~nQI3M(7gCUhmeD$!*+DCA4%6eg(qpg_`!1lS@nT21_av$CGogRf1
za0(pmSBJFB0TiY|M--?cSIl>c@@j#Pqry5`fq*`s8UWm0{+BZ32_}Aa4IHLgkJ}kS
zWVhiXyEP1}yP+F;UVTk<b7M{O@YFc{Ft&oPJaZoXT@sMRlwKLua|mmZx+UQ%T$x{n
zFNQLNx^ntD26O&-@E+XBTx;>SeD)nCJD4vz(lVU&)!2~jmN=DtG;0HKrl6GUBaEDs
z&)UmRLB9?7v^h84{yDO#Lhtpz^d*8bkt{rPSOZR9A6sW04QzANDUpoCF++zbnyFi}
z@r{E&k)KXnA>|*1an|ygtRg;rz0J;};RjZ54HOoce4-j+RdxKZl+q}-FS~P-f{<G+
zEo|}v%wF{kZg1tsQB*UfE+fbK%xxu6$G)PyeO8Fk%Mm#)j5g1U)OSwRK5N1pHrG{Y
z8=s#R#)R#<aFM8>T@+)+d+kGge8eL+we6S9^{T;6h~^kLx$_;$ox3<YPK!M)AC7>h
z08LVOxUP3t7m+ura7=I9ORxN#oa7>Y<Gst3>Ip2)8yM?ZIB@K(P<5aB5AcVp|Gkwc
z!345|p_3~1A&4m3borT$Ag2}g!>MT*Zj~azU|v4gFN%>Nta{%nH>hw{wjy+57xC$p
zi4AM&7G&Sq+5bsIl81KG^Hf1CPnwqnUkXbS_k|WK>4}js2KtTFx`Dgj?HcdO8ym&!
z_l!1WPf0Le=pTdPh8KemM3pX>#nvz%Gu=gVy{uFfoGbMx{P-QaYzlt!$3?VV2_?Ly
zqJ3I$w$%kpF^j4Qp@3E54Q2YF$)gn}C_R}gX}(`wKAqX(3%HLyk9)}?peiW^BehZ2
zC@&54hqJxuq(ZTCDx@LW0!swhoKo%;#$^Oq4zhIA!hXZAxIh3miWY6sPvN$!X#!t2
zxOvj`d=2Oa4fa2`4(+03g!+4T$y=;$rbSP@iNu5%M?p&IH}3nE8QJ0O2c~Q*(4WA@
zLD(d!W##0E6|JE^Rb-@iAIXU(#s%pxUD&Yi?<w{Z#w+XPKXCl8CBrmw#sY?i3&PpX
z=xO8OpI+&Ynh*jP?(D8?cXcoYLw$QzAY4I*J&r@}g$&P?7hSWd-0sBlu=p=+EGJt~
z(HTGq=f^3YfR7L4SA_7;tVY!DO(9&O5KNkB3AuefK@zwbaY6OThm@&TB$ZGK#NO`S
zL3~Gam_~_Bg~)y2Le|S6Pqb%CU!+8rl%W_95hx>^cVtKj{qv#b{hmhkjfJ>Wj_Uqb
z#Ch2>s%HyXF})Ye{bl}=5Gt3jcfiutgxF3199-7<PKyz;wOJ8`!;Gh+;zbaF%Oj4k
zj|}7&AN>vA(H=eNEf3sJ9Jq`cRGTJ-9^a!|Yqg;k=z$9!n5DR!_#CS>4O07wn3ic5
z%Ca&1WY(MNI+FnRORG;XVx|NL<$7_4nIQ@6(JXb@tyk_P{=8a=-Q2AwD@{emN2Z|%
z3$F&PgC7|gryopa2R}~W^<m5huED+?d@^xt$A~^hh)YQoG&Cea4~B_{+bNrNnL~b%
zlapgYet-=N5`~s}dcH(QhZ7{qlkRS`kEvL4LsOUMdjHa61cOcde|@KXS=>E7hF4LU
zYcuGIj6@Uweq=&JvjO|T<_!+FhYDZ=p8AXIRZ@{)u*X9ju)nWQ+Ev6O^#(LPPKlH7
zwFcYH&MwV&7=?^1@8fQVmX?<7V9I)vEyLBq(au1D{_n4m&EB34)_WT@+Lub8)}!wE
z5c=n-RcJa1oH_eo;{MNKE%C+jJ9Ovdh;kNI%(wtCi?ljC+F5o4LqodPAxw{CyEeZf
zf~uX_u9+)Kx|QV`7Gq$HM{!ZB2}H{C**RG|M4!B?G~WJbl89bwAHl8+ULp3LjU@aF
zBfL6802z?fQh{G16v)ijOqi?;yO_qHy{RnXSa;u(+#ZSijP=c~hl<Z6x$eH^I4u$R
zto!Y<n!@tumrMn!d;8npOnSvh20*w+@d<J5Fz+E`d=|WljjPAnnIZb?wI7TFo+Vg`
z{mLhH(#+pOnj3c^1P`Ma$3-3+tXG=Dip^7c`chwQCK@gFbgfqg4N16-#XCpAO0;PE
zUmAmW_F!)1<uFFsQ>Qj<!|e*WXE17-NFS*|cbRM&Bc`0n)4f_HOrdmiLL_p?9Tf<7
z@gclD=J`{@<%Q(Vwq#WLIo09-T84eLzu(8qasGPiAZk9p7L4p1WGJ%7W@~?YH7q%~
zFyDmca508nB=ia6?tVOA3ee#ta+EVvQoQ;)(<|GC_^oE&z*)B^XO>NxDG~mud<%I~
z1*XXpo!>npf~uY3a~8t!f0O0bNbg?Qc@eT?!f+}G;5d8QII2PsG7@Xc+R5&N)8IG>
z$tv^Mk-=z_9f_2nI2E?h==Boic1-V*CP_?kGt~;m7=5{68S{_wG`EpQq(w4)nXODc
z|K_x!qh>bIT07!vntXr_lDSiye2u=h8SO{rae3@Uwcc|pi3W_!F54e9MZED}$}lG0
zs$yEnZ%-P~2(8@VqxIgWx(pl61SzgS2xhmzex6lwAsxcV5v=(>7~8BR<F&lu)aNKl
zsN^s|Y<gjp2OBN<WFdrB2DWcE&BEZxF^av#+7EY5)+7(=gxbHQ_0}Y37bcNwF_<XG
zp9?~MM>RC)a&8javoA3_2XypP&84)&pF*)F8+6rwgG=+U{rzM5n@eQ``9``lxdhu=
zHm}2uYF=5BFWdv=2wr<Z3O8r*v$AhbYl4K@GZ>v~wXi6uIZ^{AMuQh{X};Zj&yHyp
zE1vE-Z*UA7&$uaEcRNf0?*Vb@zlK)HRbcdqgQ`P}x^42AFH-70`<^I;4EFad1OK{t
zXxzLyrGa-q<wQ;>PG3FJd(LlFmR&Ef%mAAe4pB%^z1a5y@5)u)-Ks+y%*A0oi$yV*
zuY-9wsEt}<<`W6Gnzxufi{MY!gj=rltJe9b8xFq_2D1>8Y))Seg7YoA-!E74m-TIo
z`c`)*hmC+qj8Mf<+OqeR<L0)&#zkb4Q!>Hkjte`bvVbIaZ^v2l;UfwMaIwvuW4>dm
zjD{?)K2Eu)v1(Fqm4?*#;knguik55(CfF(v8uzz(@if)pcs8ft6X>xS_Z$Cr4*w05
zZF>mQpWxi=EtdX``9OP7IHHl{fjq7G3H{Ran=O_FgbE<|th>UB2yC}!yHMRZ4<;#B
zP$>_3cIZ15Ll~QDo%a}ZR^O>Q))^CFUOVN+`VTrOFza5?o+VeU@k}tkSDB{1-$OOc
z;bab>><RTv1I{S(JXGX5<i>jAx0vXmd1#xz79(!%Roiri6lGlO&Q?urAK0qJFn$qX
ztk_vJg=!*-9vH9I=Ees$b^+odV}g<H*3tm1e#bcaalYO0b#!knk5ti<cM^8OYTV4Q
zg5n*M!{Hd!Sdbql=P8@qF^6X<<CO2S<|U@DMGA2mP7E-15BEw9gYwAQiJ+E8G9G^1
zz11DNU#dDk>&{qDt;D)F5NP-dB$tTgBV7h>Ot)AvljBejZo7fgR&RH@JWgbg+>;-0
z1XdUQ>C}>qd?RKq@`_U-K`Z+F^SH#%*vEL!SLXuV7yO4vbKDn02JcPu-xXHHO~#V_
zGT$NvG`^2QFa3J*R%qd=wdq|NhCm_d9!ytAsj)D%FQ9`0SNhlE4z-A_<M89=)CHnG
zn7`Hc+-=FsQVHlxTK@V3e^sml#Oi4V9g1oSFKehU=w~kEU2KNarOLfmabOD|IZA8u
zf&4SDNi48_f3L2B(5Exj^w#`Zb&zDBk8!Y9lE+srX4Y7NoVKvQk_1vCRdi6`oJ__t
z^q2PV5&ZjoFr!SiV)5YOAJW1?(nz&`>3YUX>wXRs{Sc+i!Odk#%8tu#szvyu7$<5-
zB*$sNPH`>-h})HXKfeO`tS4NHxHGfHC;SN1&EY7MMZ=RJ)xTkC|BQBqYq<=_XDLt5
zkAvz?&&SOpV7hu@Dw?$|DVWMtS(h(=AnrPW>@5mIL|uhf?g7s}IgY6y)8?`@yAdX_
zZpJCBM*`{%@%b2lJ=ctXbtTj2msEA-u$wZ=)RU_jOH*iX8?1AY<4uhEreU-|mFA}A
zi?H3d^YZdgt)4T%F#L{3Rc)AKM=#>zpo5yHSV0te8)YG2kf%+Yv0xoQJ2A1KIt*^-
zJ$+<#H%;Ry?T-V9IVnMZtl=w_Pdqk?0OyE_oC%v$QF5KjN8S_%nq}Q1j#DCp6gJN!
z+w`x1m{ROro;vbPd8Pr-I@{Z(g2TtUhBM2IGI@8)E;GnHdvrjBGbsbAodDi}UvrVW
z`oA%6`2MQc4D5pp_G&12bOJ@aRuX~c1dnD?fbh6QUi0q2XV%d8F}3*G7=&++7QSu7
zBpMq5kuKjU!3H%M`z_QK)5pK2NilXVFR(TU<p?9P5p_6D>DEk^Oz$vh=aC6Hs*Vwr
z2s(WoJjSD9*w=$pL6~bEd6m6rvp!_;&_8}1!OR4kEG#r3*TjJem;ZPNO6H1XO)>nd
zXZxsX)miM;O1<=$PQ2Ir>K$KO(L_x6RUp%$QB>(S=eM%*uuFj(1$@H&lf~5GF|cXs
zZ5oK)uxh^ud;HPFJ3f9(d_YR8RlMt~KE?(4%ES1&ld|nbXz$-9#IpUd+_IO>+u+?3
z%S;A_J`M_>qF#W0kr{by9ePOR1UPZ9;+ECk)LZVeO)jYRi&sJjd3m69EyXA4YpF#2
z9&CM5Si%GwdOdAdjY_Hh=50zkq=(i_W4X_TQ4ap*gagrxERP3j9;RNcyC;o-P=sP4
zC)RT^5m0}AQy9F#iyXM68G67xw8Ot_9#o+kOwE7&;O*`#rjEOBszbN=8U?~mI{j4?
zn^&E@CF?X3QWBu}e3qV&0Yfs#$(gDjA5;zfLh?2aG$sZKB-DOUS6Bf|XeNYQeOqy8
zU}J~nOiJ2L16A?fjLZLuOYWszdMS|^d3%Rub0a3tk;@+bAy)YHbqkx^^w<;qZs3=S
zl3(4@rG_qvaKOkC!r`9(^#%XR0J0>0W7BtanBTv@;eF?Q9n3e9XWzfTkvKWAH(?^)
zrpL@xF!~0M`ZoC^rU3avRQqq~P};1K{OrtL1r!d_%JqUo0=($&vjn>OWzT7jgi6>6
z&y!xuNfVPx;phroYr#Yzpv+0H?FM<_2VE&FOa|6%?p6VYQ5%YcgkxF0cP-J?L=^9t
zFMoaJMn~AlvK!<vzsB?6lu>RKqrcM;BqbAaQk=frZ#@WE<E<Yf3~!%Mn8jwI+LNv>
z;|jmh)qTfi*)YuybKC0BR~>;kw`tG19%BQKR-+qJ-b_0!-4AY6h`6vw5G0VsP?$6&
z{dS|Om>p(Q)A+BRqM&tX9}=SSS0d_&TnR5A2hk_5D?<7wySWDUR^KcVw}Zvy*7~b*
z8;RbKPcnDb3JSACHx{8&2{SX9r6$2jz4B=`sZcpIaPm%N<U-wzOMH*{qJJz0X=OMQ
zsrHv6*8rw%PS!wEeKkwR+7>VkD@Zi&*N5HhRHs(B=<_EbbvdD!vU30C?6^slF$?!U
zKtVxKQPH^1?Dtn97$2Vt_}t=R>aqiBR}xttK6X2hSy#$p%5yY4awOP&&C!vqO1E9I
zF5CNVM#=@kAMC3%KBc3hW5PyhW^SGUT&mWO$pL<7?s#7Betq^(Qc?;4{qteDIc>K*
zEyC_9=JP&xwx{ANxoAH*!Pf~J6QQRW3?g$wKqLS6vNuE6-Buox0?)_EO8VLS8$B{U
zRVBP4|C@%Ryg;fLMb|{7!*kO<lBm2cdrp8BU5>#=+ch6{MSJ9JyJX*#92a|0K_wdR
zJmtImp}n$(IHcC7V8WD2NOc17=m4b(j3WEYn8Nk1*!D&)a`gr(yiCh#A%NM@zJ>gU
zomItGDRxH3?c`DW-!$DVkcQPasPp32X@$hrE)EApI)VfHxk(gKf~gUxydabqGwCX!
ziKv;;1>d(VwToYC5ACHUa~o^HUN<uPYe(C%)>Rd6%Q_8?f0lb04!2k86L;ITg`_AT
zz^f6qsd45?aSd+>e;$A0X91+Awv5;cnpr-U6=DB$ZUHDlb_>RGgV%3T^tz5m8ZT+j
zK?iVN*?ww-b_G;T+m=7r=0}fE<Dzqmhe&dveo;5ekSiETvew;z3@sQ`8KAhuZp?sq
z&oOhT`-X3RrafaMn}ZN>+Mco2)Qu@gwb;eTuEQj9{EI3uc#fvA*M6p?r6Hc6p3nls
z^wjN}eoP7eKMxSDzjOoGT9Lwo^F8^0g;YmCjLy=~3qy%qNCHQZQ_Wx6@yMx_9<EHS
zmC4R{k;lCMbZg`w%YTUwcv%%dKf=yX4h(VdI6Ach*N41EyJHd7nnc;=1xXS4)!VkT
zqWk%3?hT}WFHYwA5`Ee){YjU@L9JZNm%lApnI^A-YU3x~JVCjmu!$lrP-EMT@od{x
zJ<VxUOj{oGw;dq2%~-Liu_u>XB8I1P>Pfp#M8HJlhhqlW4VY{Etk+TT=5-BsqePr}
zecJS@QFBc^Y4-sQm|(!nKHeH9WVNHbA47fRf_+dM8-h_8tlbeo_doF{f2wY$s4-Zh
z$kbm$01!f0Hy)kBN&Eh`_9iBlG|knAg|#J0Pv5<H7uO`ZpdlZTdlo&f<|i@iT@2y*
z)FyfI7+GXC4jCV0@RaRmSYKr7qDvOp4N2;)8rG=cB>V?Ftt8biMs&6Uk*e#!gh!NG
zZ&{0P4uFw=?sWbF@<J8*o{C%Jn<^V{!@-gU5$U^t<20S_JBElg^Tt`p{TnX#JF8Q0
zXfW^9<HvojrNdDPm8<Hf=<AHWR5(si-VotE-@H3wYqiqFO^xWzmR*qF2u6;4TD=~i
zi2Of#<HdSrCjDAng7CwVPs@Y$T3z=}CRqrNDBFa5WaA3TdHX@7Nne(9>hUl&fFqe}
zg~!{>%$lYD;1!;Pi|foi@T)fQuJ<4PCy#V)Z|lE;HjILjURt|18{Bm_mmO4on)feo
zr*=DUO@<^#6eGl<#xB!=cI@;zT^Ka{G2Iv;xyi0$F3avv2#dOd&$<+thu0+G;;_e#
ze}@j*t4|-3xHkIyw`{lHqM5h<nO1TvGe6j1!^3fK?IZ7+EU{VJKdV(#ylL0oSDALi
z?8bll3nHR4<Vrm_|FMX@3CLw!AN0R(b^xsXdg5$;12yGZ{)hf{UK~!Mse30+XuJ$~
zb2YnA*3`w3R#MW0a%mk`8mDgVsHUD{7Ti5ak^fNMl7FEp7G9mNydZy{&82=amI(ox
z=vL;j^rnD2#-FyVU>y&Utt#TEDnZoeP2?8uy`YM>)2W%UoC(KIb%RB}G=uIv^L~ee
zeR-Z$dXj${L}w1ql8F__+y$un|K3ve-E6lo6>Z-lht>Zr>H>t2pS%r7pSzuNGiKRZ
z(1LQim0)yOrWn<^xc=54h9aL>UM-?;OUCX0_%>&2hnd{-DX59_^8hQa0|wWGv>jkM
zHAfjDXoo4At@-PBl+>W<Re~2a#g>%R5C5CO1N|v_$uCk@JYuog*m@~yBX`Wzvh>oV
zxo>_eoyX6V1(I%J2feo5oSg2KHxA9B{~<kvz<zQZZ%S&BH|h9ySl@vkakJzcbNdCQ
z@#d^IX*pZ8%n5N*-nL4Li$cLpMO5MdVBQVRcS0scadri2v7npopeYk7&c(i@L{U7V
zszPk?5!LytM%zPD45=DlA^iZt{Fn)5F?Tiimr#96vVwqOJ}s@|?XgpVmFr^{V*f%m
zvrhGp2BWkeiK_<P>Y7C@sJjrxR1o+suSl$pr|+!ep55{9!6aI{GaRD}C26dDtw#x;
zYhz#cj;t)=4Z4@_&;=ryf9N{|>wG0Ta~ai3h(w-|eaKF2?973>3S9xB>-%(o(HCMj
zKy4~!Bf0Ua4X<7LMZZSms*d<_D6=Z_PY9P-EuBZlew3g_3ACz0%#l^2G5uPJiN|Fl
zR`8eRprF{2Mo^y($6WJ|$4P47LL;lH(J59m%C;*llF5F|o1%Qo2)Cz_sX|0YKsCwR
zxMCZj^ZP0_)Iy|`cEyR++n$Y6{Z|W?d`mu%9{#!R2ICtlWzt}^$jzWlwnuSJ8kf;N
zvcb?{VsEx_XU361X%xNPzO#FRl>Z%mg_!5H7Zmhpm$c~wuxYbeC*)*kg(j7y={vU&
z6%M&HUBs4`%Lvl};`G`z8$uVg)|J`~8};wzulWIO_*(dI4pd@QD5Kv+W8>lhVes~e
zmnq*shP3k)w@J9&S?~}1amv1OHfKA3C+s?eM2)BYuG1tS*T2W!Y9ip~q_x|8wM4jX
z(^)i+qA&LiD$buOtIYcendL}dZeNrOEqHHw9?{wzRP|-ak&0Q<B-@LzS-f;=T~;x4
ziK_0#SZ>U)H)RB67K6N4<H6vqJpS9V1GF-mP<e`Pj5bxB&~4?e@{=R9sf<%w?0uT>
z!h#z9*<*1&I&9^Hw82iu%NgUzwbSYCN?KJ4JWVo6>zpsx0m(oag-=um6jvEi&N~P<
zzjpyXrAAbB@-<?8EYM<rKv2?xdp|Un6ZAb-@N)*;0S3|h{B-7U|G6WtHUoXYrI+<i
zr2EGm{4m1HfeaYs{nLeWeBZi`b(vgI0f`vjJMj0|iG6h)<|h97{V!#e{%h~#^zN(w
z>S4JTJOv>=^|7iP7LgSBMKO!i+>ZR=soW){n|#i{r6ScT^q9didS$dxZPF3C@`-?-
zHrs#K(~CJQPfmXQlm7AJ?%>v;T=l<@>mt;AE#%duY?3$+jxv^)Tx5HGw^xP@xA7|t
zNWQF<C`KMjTmY{o_3$Z?ZqX^MqCe6~VX40>t5*@HPDwl_%?Bi-ayp(SaxR45_dvhm
z-5m!nZ|dj1WtmLr>j8EO%%?9Y>2scS?5m0S|Hko0C=)c4g24m6Kl~Di##AW(<$WNB
zxlwE{^GYA`msC}bJ|Zq)VM!wckxM2kDY^fa#!ZE}VS!=O9~D>sY7*OXo--#Mx;f+@
zgs7Jl6;v=Da$LpUMnU_p`=Cerj+J4a<GJpOG50G>hu5D8pGymAcU^PmOO9Up)oAm|
zH%31_02}TY2!Qg9SLH75In-rA58XQ0Y96=UWt8T5$^Bh5%2SW?g_0uoi-unp74vO0
z?n!Ea5$ta#y!3--Zn$yvq_a0^_2lCSnV%PW4RxJb-~KCWPXf%I3VscMSO3A#mAYNt
zY0wRwD1w5n4lIlcj;Rvq^Yf}{uZ4z?$Etn}lMfGdAquHM28UiAK53CYAt)r&em-s&
z>tqmNj9Lx8!ND-_FUDOlQBhQW@y0`uJBg2X$0{6F)T7EbLLa9$Y0C@PWc>M~hgQA?
z#EWlfq4_s-(9MP@K2ggbkc%*o3@-zCqS-L%VeA?UMx=l>sq@F6qNG&dA)}Cmg)Em~
zYK1R*^ic1hD#C_fYrt>nDBFl_+K^Gd?k{%Q6`O#F4iNzp)C^6dfx>{Ay6NFv63^Hv
zdA06VdS=6|^gR0-R&h(dcHX>#iIC_f-^86jC7T-i4XhTv^w=*wIchqAV5^81Hx+?Y
zj%#D7zzQIwzPTWD3$DS$O7nNRa#4Gl2jA6Dm$(`(bfcMn3Z&q@Q<_dP1Jw0U_}wFh
z=bG`(jJka-YVVAEU=H$7&)6^DkB{{bKN^5ZK&;@*RpXq5ZvfMxj)JI?CZ~VEGE@PD
zt5m;MPK?BRCh2}@K^l*kR2K3slK%7MtsI@hz5`4$(%(;mi2>wAxD^sHNGPZ?=h{P0
zHY-?&iY^KO5Z+1<0^4Vt_{Zmgr~o99^Nvw|(0aTq1DKxXwqlBlHF6?%lH19NttU(R
z$b%1mJx6kBP&6zBbSS3xp!QiL>=o7z(N|G{c276D_cQ-aSNdaQ*tP=Msk(1Wo*-hl
zR+A3rGSXLH1%qepC@ui_?}F0cvQ;DSV_Gf0f7(o=<(*Z>=3eH@wju#Z-<Wvd2T==3
zroziSQZI<OXKDcz;zClxhXGrnC<*R(@?(Pn(5Z;L!bm*WwPSw$@#m=(uWv;*1G*)v
zJtw>q*d=!K$T&KMAV+t7n~n3-kj3dy57dz*11#Spni!p4l>b3UfN7&}KNbXESbGyQ
z6nem4dy}#rkQ9cE9rIvz@cH4terjDLM&0|bPr2rCRy*+L6@@VOB2KIves(ebsOnOn
zaYD$^RT#a0im(YNH;hb;1UPsy9mQCW1|qI8Wr;su!X`mY@hfUUBrY_%Ja7+;wj-kr
z=w!aKSX*WL-iNYwLK|Q>f%*nQdTPy(KJ$&!w}J(qU{WbuM7QbIVYj<Fr4{UATLpLp
z@!=jceH_m~x#D3Osz@*HNZoF6&6d3}Zwe{e%H~|Ujts*?;eJ4&)|Ek~mJ><gqb#ld
zaCH}Yuv5c^ZR8M2L;q=j_@;wI>2k$_<yB2d>P%=wgQz0x(mPFsGF{aQ&*zc09dqTJ
zi7Yp`P*jJ<_95FnQnT+)=$&=9V@*cRmkG@D>*S8F1t6AF^zXFOvMlWNPl_Wb?jf*P
zNMXKwO)bcXmygBpTBR_#bwW2l-!2T{#M#v(TCET9m$LSTu@Zy8MshHHHPZ&u%AUN;
zAgrdr$>fcTq=dSeG$X%sSDsXoPoU18nxZ>~LKIM5g19Kzx2jQw7(E!*KjdP11#X2d
zLP0&M2#Q-_pq?$l4eu6^!R!brv?9L@vJtGirs4hMt93U|Y~>o7iek^04o*ag3w2H!
z1Fe&~{&3fCsBHsd-+4sWISr|S$QW<7CMLwrpsuV91B>E-@l5oJt=BIy7SFiz^`-f5
z2KvxbZvoI3Upbn4PBvmRo}rc>gpG#4tcPQRYZI=FTQK~b)op|5OnVUlS?xs{%WnNN
z)LmSte?IO5m+u*I^?4;%#g`E*5szI`J-Bl+*?S*}v@~EGfTwl|1XB=07$4D`s(Z#%
z!7%|_$9ERqv#x+rV<%$Hqj5t1d;KB|dH4F|D#wAcWo%LhR&lS6)nU-)?sD7LR(U1C
z#QA9*w%3U{p@%oW|1u67Wa85LP2-Z|&k001UB)=sDHq;>tpt5Fc1qkl8mxTMNdciK
zf<!`mPg;gAC;ZdsfBH6+ahCcMYW|(cRisudQ`7kDL~XaKFSGqIi(cp!HU#BX^V5Hp
zfUNPnhnb4mHQx_yJ7Rng+IxDHW7-j!SWQU-vx1niyT<wk4w`4W3!vH>m6c%v*3mki
znBLNHDRN6$)kwl5l`ODCJ;R4fB;1y-kLjB(^*b){T2qK}${a5A*dFw}1Eyupa3>SD
z`Z}kkn;Vhfy(h=%`(H3v|I>fVjdqQ4`j1%4b8QR@PMfkXYhQ4DDtKuwQuyi!U?~7z
zkX97nR8>4+zOblzr|Gp~yi>~)e-H`}cs>46v26ZZU|OiQSx}TqfI`Gg{NvfJ;tkp8
zIZtr~;E|fqqQCfimRYWAiiv>+Pd&kD`Qyp-+nQb~sX$evOWDJk@H{g1rMtYpU{>Y5
zhW@#$z-jel?2UQ|=WyS7j0SK)YgPXMK=E1#_z9;+1R;#$1KomWa9_%8?R7T3IuZIi
z#?X{<U>D7rr19yB-m$u#ieD(pD>b@v2_5YvYCkHe(Jwm0uEgM3`l4bxs`Nkny+;d*
z|G&4<Xe9Zq4n+a3JB%2ldgfZ={>QV!vst2@R08~9pNK7Xu8KA!Mn4$%!0rzgc&|xu
z<3Y^mT0;|3|B@VkefA-#nxT^{!wN<K-2+;2mWfYb>Ddc%!h+pJ`ss3WUAH5NVL#*D
zyY#A*duU+;B;v`a4Mu`wv&dCq!IhP5)E5$hicME3S7PC3mWuKFnx~M93S<IXgNriZ
zTDu8@Ne_YAfOVq*ngeppxB8Uo6;h_dAR!&iKI$mzplyp`nQ0B*W=^%smXLg-A$6nS
z0yLHA-Z4=Wa2TSc^fQj@`e41P`Oq<iK$be9#u{{s?4j(;)MI9X?TX9F%1<v?XP3w`
zI@xZzEn~K2V7LF-M0_FPuh{g2lAt<(!|RK7qo979tTG)xQxIZ@U}H8~acQ^-r=u*|
zC)@QvcNT|i;i)4i@@exlm{}DzG`IPp$c-QXNDlm+QN1LnQi}+QD)8R0j9vIPsMtBs
zWG`!tkTqaxkK?qo-qV%zzHLxYJ%D|Ydnr|A1a>cc>D)2W{<C`Y_B%N2oe-^#I=+L4
zs^>R})z5A!A5r_1RRF91{aUw)4-It!3C8-Fb?<minZ1wzlvg#C;rmiWOgYVNo)|mD
zTMhd+EpMd%;7l*|3}>zBe;Z;l?<_E&Kk;F@sU_k57)62=cIw`hQKU)%GJ%5yos{p&
z7!*9(;XXyLqsy-}bIi{lMF5N0BUiX=M>xQQ4eGXW#KPLZsb#<lz;<8&s)BLyh}JaX
z*yU4E*4UagZQd^e$|?e<s+*G8&vw@&T-}bH)n`Vtg+GJLq{g~<bZC~C8n}i*F=P{*
z6GH*1#b<awgzz0qG8i#GAD!xcGoz?rM5=u%Awz#=Uh#ds36}+*FzN0w|Ir_W)4G)?
zFqW#Dq%|Vpm0DC?Ds-NM%U)7n5t@;45DG1!>mqpjvMJ8D!8bWtqw`o%EyVE5o!e+#
zO+ypc=sHue$XPmhUW~3lOyD>Mm&n<rVY;H!`l_Ny`U`~^QP5@Bn_U~3`<q&=cQGPU
z_(A>NNT^+N&)Dpjh<}K?u~YMY72d&V-Gq`;lX^Avtdb&z@Bm>?lqK8l0g{js`!&CC
zknauwhG3-Pcwh`R31cJla%xh{?g>63yUB2z9R{1h=v)sW!ivj@&&t=MQX2m_9ctJi
z{nu4-6#6-*oq_SKCjo|^AhM7QuVdOtf+21E?NjyRKY5J4Ink(jw5?#HtzMkn$PE3#
z;@<FTKaYostQfYX{=<14d0<9ZE%r+&ePvI0A)&WTUbX!fGks48A@+r!L$3!E(FW&h
zF%fLunxi7xo~l{M#Cg>{6|#0Awn|cr!;|#XGDa`yBYO+9wkrurIZ~XUg@yfJ{}5ZZ
z63i2&aa3;Wr*#rg?1)MD!x2UZ9$_tOPZw2g>J6%@{EqqRrg&AgLTw=#i*C~7S;s}X
zG}|swj<V<HG0B=Sq_+dQYvHU4*pyT?qYQ8!sPKB5cMYj_4dZy$?wI2&;5e{)B~oJ6
zZ|ExAv;Ev84sZ|XY7;2zoMc=n`E7`KO@xm{*j`pn@-nd8az_felHqt?zICasUNz73
zuJY5KdA2jR!(e(-CRZdeqgS_nI8s6QHMQBZVv{#Fpwrt@@9Em&Nj|47e0@dQBncQE
zmEhrB&(d8&H}_#T@~_=rYUI<RFxirG?e?p9q{;i+f#2)5d;ihNyz(9_6fOHeu<RN8
z@o}|>2wt=O$LN?#G?M4T4gr8Cyb7ZrsgcdOhwr7GCD5)Pi;^8p%?cgh#sKzAFbn%q
z@HpZz8+o{QFmlC9dEF^>e)1bxh|wqr`Q65)<{{aAN=&D?7uLvNFi}MDI(xXt9eS1B
zrRTz<0&Ml`#%qd8wMk((!c;}Nf|W36w;Cg39zd1aBVWZ}m>{5l>X=X~f%c{#uJKA9
z&?r%B^K}bzEx&phn?f1wPZ<)9U@fB%##+8AjJr_;q{8xXs0}Lv{QKG6j6x=_hGbVe
zyyyjW-%_Xrf|kZBTSU?&r7eORy2i86S=Z!Jl_Xr$XkXzKW~39lq_qfMa>q!IJMHtO
zSFu0xrWsu8O*Ay*b4FOrLs$#q`ieQs=QFn2ssMxKU=`!r4e3|E!&R`bR*mTu57Ong
zF;>|NQ}5@4-#lQAdDF@*V5;&0pS-1EbgZ1+j#U*B&<Sl(vatSUkhv1R>j_3})tkYR
zBAFyP@&^J@3ocx&wptKYjPf;8H(@~`vii?^&f%I{yXi?SSRxx|haFv^$&S&%1H}yc
z)9EpEGMe3Gp;1{_tA1rARi!9{>o(`BFdnc+K+RwFcBV(ry*TvhQS7)+YY~{dN%Ivf
zmB>;?<t03qjJ+W*nL`azGrvPo--1p+TuesWO$a3z`H^rBFk>{CDP7uUDKGN-lJ*q~
z?wuV%27GV6FW3_N&e=8%kF~n4U`!9Md9Z-dMzP%$+BxB0#D-dCd!`b=@;fANISR93
zWh1)$24a=9Zf9$H;zI%XSKzy7lk)KpQ0yzQc_TG$+x-n{bkL-v(5WHf?}81X>6QH(
zCb5e{<#TQjIK9N1dPj-1ml-8pvlX8zAL$mqyyB*)Tq{h5GVE`iS6(Vo7teNdJD*4O
z=pQP%L%{(_)WtbB+~S6Jg$6&ZtnC|h>@i^eF`jCpzty1-LZy!(tXaz@Dt}i)MS;SO
zQO`1@ic$@ttEFSa(NB{-EJ?YIkjafI_YGMx#Y)Y{RQUL8t<6W?t3+abFvZt8f!isk
z8F(2Wj3+xmKzQ&l&Q~#{njV<iZQc1J=VL89+27ED=xt-_+Y<kcA!e$Vdl9|cz9Wi^
zPm0n&)0<0(bwR{kgx0li-!O~*F+zI?|Hw$x6T9Q9_Y>UL<#^Cbh1g(PMYkL%FesQB
zz!7&Z2n3@LQEcKwSx7L>xT!fY6hULPYqN>aB<z|SxQMB_9=s$%;(sGZzSU35i!GXe
ziua7=Fg>i4j682jjkWl=61liQ|M^x^!Gj~p$%+1Jz~rBhl3L+B@N;u9Hqk{+7vk+M
z@QE=ltzFf)g-RQxK)*27Gxc)(;ay+z)L2ECsd&h2n}7fc{jB*+m+KkG$gXdin^MaK
z-ylz0J>bs`zH8g0(Jq}sEI^e;?_gHGw$#i71;_+28qk`aj<ShGW8h^6!>P_NFV7Fp
zv(9M%YEa^cS~XLcbp=)(Yrh~R8GH2RqpA!&;^uZcH!lnsaxixl%*52cxxY4+ff3+@
z{!`UEoPFbsKEI@&*=wif05d+%$*MH+kU-?2wXB;QQ;hG;v4lz5RfgW3bdV3FSk44>
z@S6RsKW;qy=XCeAg8@1b4s`%yTM}$bm6EdU1~mwvwK;d?vDFODmr_)^V?jUM6U${n
zCv%!YyKx$31j(qi477qq|E)Wv7+!BkV@h@X_<ty(%wl(kllloHgbg4&d_7`GDLWPs
zN!JD!<pN>j!7ucfU|bVM|M=9%2xg7BY5TU8s=G<w1hoAc$zTMkM>GW)01e67A{sDX
zB#QO*6H;PqwX|54=6|^U=5)oxByX(y=ELI;C1rJLBul)84Yq&Q(-~Rxi%k;dWhTIu
zCpsEy3JRc-kUia|k7MdGKJguvqVGaoO5^)ZKL`-JsK-0*wh4GIKKKr}!yMd+V<8$|
z6kF75B0l40zmE;x_W+Ij>$p`n-~v#}W(!EofWeiSga*7`=r@!4Rpqd2zi$nB{xa*K
zynp-sHOK`Iy8H&=7X_BVXl#cWzfLow*iJ#ocke6c<gKq_V%iAD?HbQaYbkjGyhzve
zn*1ZYUSE?jB=cEzzka)vLg%l^;t%uIr{4mMBHpwz2*G>Hu`hpc_<4AJVMEE@VSplL
zA8M6;I6)$^F}OI7jz1IFrzy<6%^#g^<Qfh`6OPRhUU&cUu_r8*QZ#qv{;I?Sz=WRa
z6}<MktaX`cX?BEtxzq~Z51EQ}{)G3Zj{c&kjey2aiT7CO(d7ucdZ86w0e;Tm6JCHO
z+PAm~+i38yd94w1P{sl-r!n4}3;xQ#sgbviJb$EH=(dZZw{i-wAq&vc)CgSv7mu?L
zcNre8l$=z4)j7VIf>VEK60oo~=%o*3_1G0%^ZIkHJ#I>lo6So<rPl7=0E{DT>#W`v
zpe#86o%<ZezB7AJKREvwDK<Y_AJrtW`aqq^;+vn$N)`0Tn_rh11++YQIjULOP<p9Z
z%7PxVlhQd_X#H`v{Bro~QLOwIr1F;qr?byi=FkxA>R)>r&BY$Vr-C(3V^jEZ5ajwc
zBdXE(G*7HYvP+KEf_Vw@2eXlQi31Ad53NUp6KvwaW54g8&3O<&%<$ChZ370)I_L~;
zyP<(F3`5H@0VoMgO}zDu4VmC}F!?99r3II~wHb!BHvmycNGPf}GVMp_-f#@Y1|*~j
zN^oFMP+mg=W~Fws8r+j{i{rt!i_OjmWFo#;17R3y7RSvFkNq@6d9EK8-~pBcSlR8y
ziv<1ZQJ;NaE7RJ4oc|uC^!ebbcBZ%WveSSGAZ94)n%1X1aT+lC<BGBtwf(Y~ytxHk
z4F=Nro@L+-@Duf_1*07KcrPllf*gHdSRSmgP+<>vlunJH;k+JgWlKZmy6BWb&PRMP
z%Nch9q%Y&$QoB%n=6txovhCpW-{Lyn%FQfJLHu(I`7v^h-Arb~5SOMO?Ez~%8aOm8
zg7Ob=7t;C^>mX`&44VYe-vIb&Qh$7^FeS~~;KEHgWkRi$X}WC{Jl^+hoc}f1dj3`8
zbbGz!P#Mg}@I^WN;m*gK%PHSsSQJUdD6jbp9H@6SsEl&b=L~3d7o#JST10k~rDJ`V
z26viy(in_3&i1EX%<dY}Fa8!Jnh6ti)hONM8HP4Q_ap3SP|%rt&MuOYKWPtbk)<rv
zSiRRH9RLc7sSzkoLnT<F%MebX_UqNnajAOZkksqv_qFB#nww0mV&Jg?@=BDhGe&FB
z!Jku`=vyn#|9&fPzL=D@$$paI#RZP^1Z_}Eg3u(hHG-3v>ovPjr$#Yhs(Fm|BW_sQ
z;J!gsdnMDu8|sg2l{Mn*uF?Jrxyx8>)t~+YZA~1*%)QyD_RD>-KV3&g=m*!c6g8hG
zVR*U=DaHrwSfUk~<7=VFf#+hBW{J}KQ`QpMx9WJaB04Z$g<}RHKBm8d9J*Oee~BWC
zp%WFqCj1*o?9I8h#>2J9E3d`_JS)rKIXf7g8_*lWQe8Q44n6<gFti=$Qi$b+V={&<
z!oqDni(W?N*tWIv6};t(|2OY=vdAB)V_$!9Tf=MZx|k!`*wZn?NRUJ1Tq7b0;61zu
z6Se$_M-K$hhrLA_Nz?F>-iT3{o*I-fd;DaC($Y5UcPC-s#SDNa$jJ?hLXLjJ^=%>y
zG5l|+w%q$vITe=*-erJq;>MOo!oT^xH%1jV2@1w$#N=Q|#7l#yl^nV$4i?H0$h5Bq
zscsy|r5>hNwR3~57L0~WLQm<j_lED}^)tX1v<%+bgEKES;dTKK4p9caLrSlo=h%-`
zY)}~s0OWLI=AaBN?3Uj<<Jm^&DMC=C@enIY5Iw!fDaum`!_APzUfoj@<i8(MpHa(s
zJ9eEtJ$do)GVuQqXg|^hDQ-0mcfd!Y6#T?Sfh7j|kDnRgvS*x3RNC+TU=i5B91bHB
z+=z?Q^>013O)#J$aZ}0Mx}zOeSPr^>!sLC1CD(lZuV(mc!a9sH_o;x;)u}bK#bH=+
zB*DPemB4@%Bh=i$vGHj|u|hsR^p9Lu9^bh8CBT&$Yi;3TEM}P($!II^l4<gr@UEXq
zlW6G4XjA>n?_c7$k-Vl0j>QU94F{T`J2Uq<*redZ`RF1%G7}wrK+5@#k^gPC4?~fd
zpEWNbVCaP997U6;>t?v4T9d^2bJsSt@q)PP=^DN6R!(Mm%ilrd$upP64Ugr9TPQZM
zw=E_qr5DWsPrmy*%@)e-P#tW83R?t=>4Ht6X&5Ni4PzW{ue<|M$nl4yE#BcpsJNvo
zEf|CC@Uiq$*@vB7NG4_`3AgzKV$@9bMS@@O?75cH<EKsc6PpkT6!SVMLfeoh<WoDr
z-cXzEl{3emOk*+Qn!!adupm~on**d+rcd{50Cdn2mYM~QK2_Ae@%Su~RSw+5bQm41
zo$jn7Zgo?As=C8S+IXuyKG!!Yj&uwAoJ6(~z88Rn<WL%+j3VUhWS`4nD!NxEBo_4<
zOM8|jxCcJUzIqfZ0~@ojPD|d1DIPHH>;ZaT#s@XK_SjQBV~KO<SZ()IMsaNl0t6GZ
zWB*AzZA-FwpiQz|i?qM|a>=m96mr^Fw$FjSeCA*se4Z9U*OsP@J;y)}8xAgYH15{`
zj=u&Yp>A|H@S9b3MlhSnL?P`3T;1oItqX~|vcm5gL!SAhrzed2pp%d(s(k=zW3D!o
zG@rK``#UZNg+z6*VTgt4PASevAQaUv?(@ieI%4B=#ktr<1-eS9CNIAQx0Y&zQ1TKz
z1c&{*el>MTy+S)wFbe4XsT)2tVu4N+;^X#fhZv7Y$ad(Y=7mm~9bso~-XCn$LLZVS
zu)^xO1*I0^5Mtu;)CF~@a3t<O_VfKY-g{|xFN*C^XN4P*D8Ph$2l;r-Ul*hSfG7on
zXs>IAo&}95t?*>(tnkLoY(W=i)Excc3QHpkWFvU$G2U`r+OME5<C+h!Llb<#cjJ)g
zr1uLrl~;4(u9aeW;2;aN*$GZ$M2x$~F}2=_TgEowo&&yAF&_GC=~*K*ei(%<V>37y
zf7<`l{?*tm>-@)jFdC^59M=yl+&^5s<Bt=-F}%mV(h8y^NdsIzmNK$fJ<1{KKjW?h
zVbyRi^!YQVZ=Vvczk_Q&aQdAzj|W&dz^?EXW+Lw`27?~t*!@2oyEzK0QP!~4^b#w|
z&+&?!b)%MzrWRas)UDe@s*pu~ws;;{-RSB8Xw4V}V+Q60aE~LdWU3D}cq;kb1*lH7
z=xkBMgy2Ob)gS;`-k7Dw9#<A-A;QRt0j+pmaNmVk<<tO{$Xd>+x{n^ucK=2e@}l^w
zvOeOxn+^G2v5%sCut!H$uh(#)BcR|-opDirIH$JXK`YPQ?#zv2|3mp1KTD=vEJ$5)
zn13K8EH`HG{?*at&jz%*;?Lm_Hj^Ku^uW=uHZ~sMA4fsc*ofq;L)p>K03Gp<QoMcs
z;&rLWHUGp0fumE4UQmBB^sCGHUmiOPMAIIYo*%H9NedeB$zsUMTo~W%M`j5BkFu`{
zXfs&CEmGVmR;+k&EACz>?!|*U6nA$m6nA%bcPF?7cPXyH;il)_hx>TW)Blj{{+Zd`
z%<RbbnHsLjRg?t1j2T=1<T=Ml-VTFttr>Hre)?Kg)tgYj03phvP^9b;kwQk;XH#VJ
zvdoJFM$j?Hj7VxpP^DQR+c%Wr00%^N!}oF6d?KR#LXG4qS#E5owWJRE<E#Dc7;afd
zwbYZ#-KoBRtscNL9b;!*n$^yUK0UUCgy_T|$b6$i&2m#H)I0rlv}$UK$>X7yZFSJw
zi6)@jVlVw8Ssu@@=UorB4{TlxpUB$Vkjf*jf72#)&-Ek_ahiOmzRvyf4v^q+A(*G=
zj!N8=x_qmE3M5ATt)w3Aj%o3ou{5YT4#SL(uTLifk*2Fe)TJ{0XMb1v_j8UttKUFA
zF3*;peqo0%oP`BgDx^hUDjVXB`JVemG3q-Ls$0=*Z3Ck6kbvzOe)D}uZrYZ+r(s1b
zOMs=-UB__~XM+Punw^o(5Un(Gi^Ax1eU8vjg6DfSk#EKM%hv8)C(G_CjJ`3q!csKL
zVzFXc5lhcgoqtZBz0PQt?Y^A6K72_zloh!8Z1EANW`5VGrJKOiRYTAP6_Lfvnfozq
zp;sO6klLePCnNeoYzce}&N?sn4$k6_PB<4p1+z*>Dp4KiM$vdOZK$ts^NrQpP6Z;)
z#%<m_Jbfo>O`eCa*4xHdp`km5Ph|SUMJt6;{&W_476^IaD~@D5a8Y51?2QQ-`C8f6
zF<fe>J>R!nrQD>c$uvh2#<(H<8<ZE0YYUFAAKXEb?aXGVl`s<nf)9LV_6$5>j1$xi
zH~xIX`mk&BbzoUu`8v|%nNr(EaMIbKCqatV{1+49A~{Kym0{FhIXS`?SqL;uH0b%F
z_)B98^aiyS_j4^WP(s<{OQ9HAz2q;(tTn5z(_aWiZGC28Np>Dh8R3l_6$3w`BqF&f
zg_JqtpPB|m#mfNOlcVPIklfNOx2=UV!e5|U-~8fy_laAV6iY<dU^j^N(9lbPHm{ke
zm@B17KS+xVckW=nv3}aIXEtkS+?o8$4Vp_i`%^_#=N;dQU?$`k+RAOD@0DepE&No#
zZU+*SE|G>zgK`xV$_+#Cb9J1qH>;n35;Udx1KUS^r3LpCO5s=con7@k`!Agt+Cfk!
z7}33|77g7;{;5T96+MfSH@aTIp3~T7o6IOOk&<w8Sx^3Mbtf9ufw@)!8`Bo-7#!-B
zr8M5#LR448u1dtRsJRL~(<@0zu&<Vam*_uVC*yX4Y~Pef3=B?-_mMvK(Z)nS)LI3M
z&3$WVx&FK;D(7`*9Q4;V{sSo54s=y}Q|Zc9*VI_khu|4FboejIBFJj&bwI};5AZsW
z`8J2ORa5^F=$3|+{d2`^-)bi;lFCOGDB6BRiS>bFQ578<NVT7?uNJKzUmvHVgeZoJ
zddoUJWKB;IZ}B6`-?U<?V@nrzcC37>uz&c<bdd$`8Hi}&a2?E_VQw2t@GBJoDV9dW
zd{c|ipssS@z}q<(bO8u&wX3Vy)8#x3PSZTLjvzZ&dvg@hwJ}yx+g&>4H&#{eRp}YN
zP&Z}4fw!kp`}zc|9;3JKZa{&r_~fll?YA$ANqD<TB@&Mrx?Pe;pfzryaH@7vpZwhm
zT-l~9=;@r;$9sQ5w`jImHGalkJ<riQwxc7<I3lVi$5AoQ!6ID{3)tylbcahjA<xgl
z>h375gol!M8(j)i4WT1LFYc&heN}^lCg}*o(Z}9g!8eHLEI6Y{R5Kii{A8@5+8<Qy
zzxbrpa$tq5(wc0}k@T2ew$FaMV0ZulWKsGZ8&yW<cIgH(vW8Z<YHcVelL@wV`IU&{
zrl=R=Eg6xTl)@WXR?!o8YPhGN(XS&0bM{eGc3~mVFJFKYPW!ZXNzz3QXEFKUOMMa2
z`DZWddCufnktUQbEPP>9OHGZW$lG{2{Ib$~7=@sVU^rBt17FtIGbW5}ymd?KuS`8t
zYOVIO^Wr64h%b*3%<Vuy58SjO$(k&7Onyh~PeS3MvhNtGMfC(-4^2sI1h4VQ6=rON
zJs#)Amz6-JxKz1-4}T6SOWLL8fcWy-$$@5oh_VjRPePH@y*`f`wvNZE3fe&xWpoVV
zqZCa?qlZS>t)&CF^f=>NY7!sMlM{`)TMY?VypPHwWQdr6qAqGUC>-<K6NkGkg#>Ar
z?itR%)pVm1gCBQzw*bYt1&ov$v`xd@zlcvcw<dWPbxVRja)f{sRsFJ&Q+T(?R5w%V
z(eNEoJXl!CMLcB%68OXW%AtBoWX%HWADYzJ?ta(Za_t2EoCF;ALMNs!Q-YWu%{afr
z_BsLa_Vk;D&_+f)_*_2M-H)Cx850Y_XN9w#`lNk7uKaraQO}DX3&)TTV`Nl8vmtAw
zIh~8Z%gRyJ)R^M=6ldU_vKGca`r{h7BA}?2jE=2N$^MWmtAX&l(|+GrH9<i2SzN+)
z+0VVru*_k5He+fh2Dw~28lLy~XU;g-duM$PY=7)7aUVlE`RJ_ZmdNJgb9bL3e(@s7
zBkp(4Bh3_Y4sxVtk0{Bwhl}{biQF5Ew9mPNFBiEcfQZwuuR5o!p9^=M8_yU_>aHyi
zKAN{0kUM2qEB(}r8gN|tW%S^ba45~D?Ta8LXv-wn@A0$a!Z`efPwG3k>(gY-hS_~)
zSK{XLagaMUB>v$G33&{2gS#m2zXCI_3lHSMZQNYCmgl$r&)aNfg+3khH}&K7FVjlr
zg^bQ-VogFKmM(~%oW{#i@!kfer0S;Kfjoo``e5skQ_c$^!nz~@!oE{d6-YO2urjG7
zN7Ry7t|CIc=|tboVC446$&b1f9^Nq$V?*d2Q8BT&xHyq>LLLW7ms61ca=qDZvc6Ag
z`$eqKoA6YY!1m5gKr*wwsBVXSFD%aaN+Yt}Mu&f3pkY(M%Ed;Pcljkdb;|kE-HCCY
zGBS3{Fznt$CSNk_hIGHz+v8!jG+ft;a7RlEH&%(cwRMzKEJ^QJgusZ3o?Z;3o_}X3
znh@0K$rXZ5%5=l<<HrwGHMO{I&%5J=6czyV;~V&F)f|G4f*51$la!GmdtMp*IJvx>
z3M<Lx;pQ<$5@Y~PmCf%SkOQGX=uW4-!K9EhIGoIUk5HqgrtVvWFyXm3H{e+Bal*dQ
z&$qcsX=ZRhXD)MDln2z<lR=j;2`8>qp9c6<sFbPXbRgYNJX3r*3mQ{x*>vKDjwUUW
z6?AaKP+!FKhvxkL6DKIqSv2RnL(5Mp-cOApU-X?#K6t|f?LSaVU;2-!B8*$-D)W8e
zO=yt%auIR7m+YeI-CeSX3Pp9ON~7P-1zo150~aEOVNP1COx(A@{bl+o_;_!)ooxCc
zZfp;mxb79h{Bthv<KGR0Z{8JbkK&;T2MF`6m0H9RtEDd1Bgl%KjMU#GgbS_xrhP}f
zqe&3H3ROeC1}~zp5UbGks%D7{kS0M;O-3boopPRj(H!j3`myi~Ow7bICn?n;u6w~S
zzn5{o#$LlXO33*)KQ|#PZ--Lmi<<^)+Zf5()0DHDMUZg2=0cMHt5xDC4KF{th+o?2
zIO?0#dHKC~PSWvHAxpF%f|DtGeyJ?Hsf|ML85zSOw8%z$KXKXCh6)t4z}w1poNq+U
zS6x_-l5<6IkfROcvRP?EdkJcmGr89H5=0WDdC$Ci332FtMgYAwNfh!@dU3(UoN$%P
z`m9XtZu#E3mc+yBhV%=)r5x|AdI$JrsFXEIL_#5a<<8e44(i;>26mOG;P6kM!Mw99
z2l~9XqP_KR`Fds_?=?RXy-k_u*Ii|wY_Y?>VZy7?zo$lw=j<y!bPMKb5qE@?xpeB6
zCm)XscQe2At1Z#+UlPN;e_v>X6s$gfdC*^myrIpvR9R?Sq<l*Cym;-3D9RMRsa*E0
zK9^$V`jn|8K6JfX{10*2U23*3D_qk_Q^~xUows-F*onx(KgeA(H(ql}9Zp;2QZ(l7
z&*cu<-}DPtJicf1%M?0-xOTe&&f|#{sRo5YdTh#%$G(`}YSic#uQXjAtkzDyt2ysd
zh^-XNOzW5N5?}k^hd(2$@=1CEktDat7b+|N0+EJ#Sj%+H&^(Po{q{QP7Ph+pzOct@
zk5l_>P`)mKAm@yrAXpH{zMCQA+86n+<0)b_xOYhMF>>qcCyD1#zsm8$iq~nMU0>+5
z?O4$`!`^_8lqGfxWoqWL1&E^t!^TCsS8kNwFQ$av#nshuTVnx#XA3D2VjsN@CyC={
zVi2{A0zRfj`O2~w*wpA7`5|^0Ic2e#Aa!(fu((|sm|I!x-u|7VWU1Bf_IcPr22aq<
zvWNsf-(Mt;J`DF5BO3c;Bc2+K{on<~`Xj;```AHPJ1@at$ygGB?>%IH$l_>eicV9a
z0%ZLt|J7Lj`}g`U9@pJysE}IB0)v1X^(vk4DZytHLQd;11Q#jgZEb0=_0AU?#1Jss
zquIhAy29F;n)svVuGf3gYaQ;`Pft%ro83aAZNsq0oSYCwQCT*0Hs8aIPETnUAucYi
z3e8&RP2YEcdG1-=CAgQ=6i80!=D>NA-T$}EN<;5pB;H9K!q{B9s~rT(7XKea6V#u7
z$WS5y!1S*vb$duG1^=xS5JBJY{>7G&;C+02KutE<fny<v0owJZsI42r5KyVnLKNzg
z%zsT#MVG|b#u_Rr{qFA&!j6$aiOnwW(FMh!C;~AiCMKPh%Z*L5x_6uPw!6-I9&YZh
zub%&<CjTir;r*nfTnp;I()|CoIN$n7|C_b?e<Q9*bE&(&CZN|6jJ;$1Z$tmh5dGov
zrPP1DKmPMh845qR7p4C}50Je#i;(kgJ^lx|M03AEoA>-Ln)tusG^VAceO9CYhe7s^
z10h9$z)VuT3lThF1EWw?RUV3pMraoUa!bTHuA%n!EP86Fbxp3r(Kw1&7!=epp%*wt
zFg5#X7$i*S_KsHiekYf+J(g4m%O|p;aMY<5LDLIqn_T}Sjxs38D&_t7&3&YlMX{7|
zFX5zo9_{#8M9%r{w~9^PlMiMQONDwS8qep0GG>@84ipKAvV~ktSTTS<#GD=V{I2e+
z^}j`gWBIgKF7J~{g7WB2_eZ~2%m_bQm4{RHbJ+&&4=1%1=KYe?(guBM-jejvF1y7B
z)qk%#?!zFU`=j8b$ZiMQl@{?_@EJQX2Gx1@57KK;29{0Y<Zd{c1W-$~)^c39UG|@F
z!Tbv=BDGC2Cw@nYJsRHK2<!`0R3$%q6x&t*eJmlG*c6&U4i$Bqqg;nP4=7P7RVH>o
z;sBJC^Fp5A)b!w%uL`H-A~aH8pso0him8PY_fnQcPbT;hj}>>!(Py+5{wgjGK!xx~
zD^l@LbFwffZELkBQK8V!s#0ekeW~#S6h=53EZ)ngX`-hclr>AhSmB$N%ZCzCSmEPR
zmdgsxh-`iiahEPj%&y*HW2p%MC`DL0PuDA-c?i`PsaEW;ZT;+F;gW8A^+$qS4@HKN
zLQ=!a7J7k_h2D-axs7APA=bL|5DRSqu_lgkHo1Rtw6a@!hV%-3_;%|FO-h>t4$@Xi
z)^OEmv&lBc&{pU&_*g%!lyBgEtX9)TH<5Rt%k0PH1Bu-vT8`(8EuisUmC*-^@_B}-
zb|lT<ALjy>(K<BB2r1}wtm6ptS87F;7H|`5%jjX`G_*BW$~mL_GV&SKYNvqpLAeLM
z-FWF)sewKeK9uhY-@p4sM^E@x!ALY7g0S^o(Fh4uv``b!YqC*5ZC*nw=x1DSG}Ee$
z(2&ECN9Sb^!--KQ-jrr06eMwjaioW!hUroX3)NbjD|3$Q(fhuDxj?I^84f=Y((}G7
zl303~Glu}XsH2qnlGcZ{c6cu?JnEkK*Is`b8*1OT<ey?Y`Jl&CHQ+2gM1vNbL<|<P
z>E_5PjwxUh${@|H=T>0FQnY(_0gT_pJ3dN>MzF?Ns+nFlZ;)Nv4nX+kRsnIaWYQ@V
z?KPaQe?Vh|S^a0{odgL-r_&{DqWOR3`nST0>u^wNc&cUn5O$|BV!~;)yC%&=twO;Q
z?^i*D5y8TLzSSR}vWs*^K@o!qwZu{Ma`RBXyn02dd(>z0nuEHry-+n*QQ_c-XG(w_
zWH+M#I$|+O?!P-<m%m_|KmBJH<76Rxi&4#dk=2LQ8vZBRc4MIBSxz1m^qtyiwJDbp
z#7BH)g$T=)+-=8?@1LZkNCgNdp|e2;T-hSnk13^k<%vbnLKCZc+H;*YGC~upx&9Vl
zSk&1!v48f#>4>>dO?{z(5!-6=Mphl2%gx`yZ~IxuI}k;T9GJMOM%{gz%z7zU$;)RD
zM#P5oc7G4?Wdi*Gm%iTrIYoM6TiISZjlB5aVBdmcFn?bLeBa?eH|H{oV#`^^`E2{w
zron^mI*i(N&WZhl?n=J$<D14k#4(=9eNMhaU#*5XOx~p{cRqi7F1zpfR7V33#I{JQ
z`f7V!@n4wBn*=tHUt|ltvBbo?4HBOaW1nI3_XpP%shYLD(b`edRjJ?axQw<tq#6Zp
z>ZgW#yw=qrr<2nMB}(mxy;y-HxX4VECVTr=H-=`l#`@a+Sxfa+i?p+iKbgy^CU;ql
z09ywE7jD(6YO&a<h7q8}flyU?F+r(DBbTv@@E+$IUa8B5qJS%G23Of6nx3}+E;U_K
zU_y9)Zlh+SkIdt3oT5rDW61=P<O2CZl1OibL5ET<T1<Vw%%(;oGc(c;n;5@6m9kBA
zjrWWDe(VL+=K$${=HQ#pyjtal|H&>u+<^bxX65_+Yclztj8-9LPO0U`|6xeNJL3HO
za-`@ZMtbgxf{0bd|1;75<s(7z!$0Tie|X_1q(V$#n799FM6jp@>_24A|4rqeq5k1W
z<-U|Voq{keEiI8Y4-XHG`hpPcot$7}hbivG#l@#ra{l`t|1y>LALWkuDkv#oE>`>u
zq>zgFLQM^agM-7u!9msQYO~rjcr=p_;edasK4$TLa<X1&KqU2jVeNwW!{+AZJ$-!v
zun2nHKExax91qNhotJ3i3f&@>wmcnY&b8D9w9q;z8_%Bbw#8dFjd4dOW+A(CT8rLO
zM?x2u^wymjVQYCv4HkxBcliQamZg;t)bwWk{_E)<-{q!4n?q3-nLY>jC81^93&zS1
zt?4UJyh!tJP#GKTzxbzcH`N0LZjv&4U-r#Rx~z5#V@g(UTE@35$&>VDge~=WI&2zh
zO-l%&iS9P^;m~I<9~beCPHX~pH#w6Zf2zu0ni56!N2lnhsxS5QD-(ux+rsftkTs*B
ztJLn;A}J%&Z<#RlrJbW8)GTgyxM~=~NoM*m-ed}kp-QmBa9_NG*9fhB5@K+4&sfN&
z<F$Q^dDZ!4#UPl+9kLBIMSqB)8Cp)Pmu_UE+HU2Q-dq_?#=o?~vfEK@OBzDal|!K$
zk)hqWgk+Lr-?W}6bPrwU*Fv)KfzA1Xi$1%-e$*iu_ayC^QG@VCmvn^~IEftgjf+Ej
zP)zt6%kt`>570o+712_*X<l6!9EnRC_qEZ7Q=s_TzCCM}4SEzK=&zw%jc5N#f95Bz
zu5-jylA?y+NA5zX>2I<<`CN}9OclZpJL;Fe6m7M0eMcIH<4C7TARJ}8POV_K?_~mQ
z-Q5E5Y~0W4I&i$2?0K}%8F!o2{p+8+-d0s^?>GjpMwLx2{b&Ql`90{F0)s{Fl6s%&
z?P^{?^tHrCfHTkmg1w3%ylZ^zgFS;@;ip;`gTm<1*G$$Iiq$sH`R9zCm-Rw2k`!<_
zvMYhk@A|;s=rw_jhI}b>X7I@crv}omF2YVNlp5&zKEeVOkj4i}_0WhhOCZlR(jf)g
z6>mQNlNP^|t!dDpm=3_?tLg@`Ucxb6C`XNc2lE1R%<d6htix^Okc?AHT-3e>*6%cZ
zG&?Ke3WB4k56^H%7+En>t`hlnjz&bJyFc%}0Y7m}vpfR-D6qw;=^#o`kPW%k^ex#`
zzWrfCSjG%qcU3VtKRd7py20*96tsHHHPh_kgD(9!c<I71wDQ*ma~ha&v%xs5XE3##
z?1q~xC-}_CG1&LZpY6Wb1jlG-#k0kY8LIW;zBvS%k$-L>X0>aH)H8e^K8u2*9d-l4
zb;3vX0g8nB-+Gh84ti$qs3}9$@@NnW$dc^%Z?9*LOr>6!+J*N#dP=)xDu3{{5o~+-
zX?O*~tzp|f{}YZ@yi@b?9YxtuX8WulwsG_6OHMduGg@<e&4a-=Jt}r@Q4XC-XO>57
z4U`K*eOHB%>rl{L@hSe|`V!G0UXxl?|EMN|(5LA6Q)M?kLW8r1Bm{e|gT-xAa@-4F
ze+}v2k`hCw>A^jJIhGFkX8oJH<4}+nH5z^QRqud8`qyONheGkU7Tk+C(qN5I!$<Wf
zFD`;dvhI!HsvmYH<2_T*hj`5zT5!3Cn}&~wre1V`&5-uDD6qI6ee*g|dvXMol>WAw
z3@crk<(4IFUqP2V{>Dt(c~-+38xVvY{R1=A*vs+|5Y(72AT6|^IUM4<f=iIMbHi%1
z%C6&^Mg~^7wKtak?I5(Tg_WcqW%evV2wCZ!75i*w?N3i0gu4%1MBX=7OLg8inhNsS
z9Jd}=N$<1^%;+v6equ0tLbAh$e0kGL<M_kFoaN7YMr+QK&&godzWJ*7CrjDgxu>}(
z;sKe{Eke6}7yI<uz~l&*oUQ5uqam<a-P`f0$LZD-EQ8Ry{0@cJ3@ns9>LuoR;m%Do
zq(3H@Hin+Svul|kcw#BO#vz4}+9`QKrHE*f#iw00{pCr(=Q$UDne#C`(mMUrJO0Ks
zIp(&fK|#0G`#@z!F#G{XBJ)g{%GQz@HKieyS1q*5{yg>sgf}wrK48tdn*yi_aIy&Y
zZG4BYDAow}HE<$ae%tME9l!c|%7aI7g}FvRN+x{ZvqMpV+&@?&z9?l5@Nb;MClzV6
zsoW$D-{&JG=cvcukdv)(F{Oe1*1Wa2J)&~TLmX^Y`?CU##8i_zHyZeQJfY$Ec0N05
z!^$|Ip!DWXquF)BdP38hYH)^rhB>Vhp6ztY1I`E^s@K?IyJQ*cyQ(xkXJ%j;j^c3r
zb$x7Qyr0-NqlLbSdNZ^XNcox+facj>>!ppa%#O5uW*gGz*hbcqzS_Lzzyj?l&p%iX
zl2wOSKxW8T6Z!k9|9%V4N$M7rSkG%@Xz%AhtZI!c{+5OC^KtBDVK=J#GsQ`@4`I$x
zb(PV}f_Qj0Z)G&3VxsmovP@4~yZZt&$<EVn9!S23YvwBHhj;%pl_VAia=dO$U`#XG
zE&#LLhXT1nb!oE3U-a&q(73yu74vP-Ph2<puA?>L(v&`26sc=M3I<>se&2Oky1%jE
zI3{OHJ<N%B`~dcjxxcdfa)M9wEGsKxwcG!A%7-hzNM8xbDI5M4GF3Pldko;p>#u6p
z?0V$YhLdBg1s`@HTyBFcnohf81*Ax~mw&j#9IdXwAs4$Qw`SJ{{_9RXd4nIBU=|@1
zf)8RkMc0rz=UINrY_9d1<M>6OX?O-{vN%mh?u|f>XG>Yd!<HJKghxX9!D{ySG2>zP
z9}weAUMh$B)Cs(AwucuiPBN6cttHc9(H?na9@2!k7lR{9a5dU}8;qE(3678S$k5*m
z(LG4sOTDKb%M;s)-C$K)O%4^8#&p*}9cp&G+@N=<=dj2l#nfcP0(rIW1~V-)6vCY6
zhV-Cm42Vk7f|g%?-7MUa|CQQzuiMag*-pI5l{L!TSG5MsPs=DJug1Z|r<K?G``Nwm
zl!>V)X$RU^RU@~Qn)JpAb!%exEfc`=7ol8nK9@p2><q5RIa^;%-M|9C)Y@DIXFv0w
zbW#P!r)Dj=uFq&Uh(<l^ToR*mUnylXLw7D|WbQa#Ibn<Ph2S?AkrIC{kMLZ<#~;2$
zq}4fGJKoT4_T<>PBCKa9>S{&gdB*;}ol{O2>{5CHMu)d*X8w+DxTgCC;SmT<r+v9=
zNZ82MRtk2vWBbLHkHLepP=jr`qoJX4%VN58h}SVXkk@?rpca`P78)ijRXBy>9T$!>
zH5;d;jL0m;SYcrj{XxZ+)K|lrQ*vEaQOAySTkXEJCJ(8eq-ble-OD&ptxqXA_KJiW
z|73EVM3l4;F!-ukfUDLsE*r$5dx~LDYTUhTK`oi-oB!1}A`gA&@+`O+M3m}}L%M7j
zK-&B+<<#;g0B7kBgkKen`G-x#-@~8}e7d&8Bt?MvT#Y(j^RirXC9CDDD?|RKbp<h7
zX&f!SBg5AZW-VzBOEyP;P%7LQ8V_eSaG?%l!2Ef2EXQoaS;JiM92;!{v3#Q~aSR(b
zELb~=3N)a<4j1m$vLn4^u8_Ptrhy4I`@>21FzzlyGo2rnqZlnM3{%qyJW?PX5=_|0
zn>B*YjJD*0<l2s_J4KYGO*s@jNO&p_3ro0kkSxj^E*q5%ptQb#k%cl@%>aBNt24$V
z`pX$LqrnX{KLE|>oLF(yH8C{SVhy1?==-7Iw~&R4z*5nTav*NDC2lE53**U1qVATG
zU(8e9Kh(?vx@CgDkf9qfLnnqZZBNY!C202Mf+H5yH#3s3#--QS_v6q@x*KP%?#n1~
zB2q9t&520dTqEja0D<c%sj+F|Z!mQ=(HNaM8rZM^wZ#N!M|7m5qWJ|+loX5=h+YcW
zPTExp${J!b$?<};l?Bl3q(xiG4p1}AnXPDxus{3N6sEr}JrVxM#(3g~p(igq&W+}P
z1|}R`vLWYJIYy!8cbE)^u$Wqph^d#lS(}?i)XFSgiW$|{?3hq1|DfMC`7)4(n}ooE
zyI>coFlWzCOS-(TR)cp{lNU_o@w2YUjUpd`K9BwCYcVWsVIud+5ZY_SNwtRB{g3yC
z*q-02>i#^xQd?36$6Ob80Qv17z3y6`2T?B^YL4Y_mB%63aQdFIqJvAW68+F@Lw0+%
z$`8x?r=XgSQXY>qIxx?;o*BSJ7H(*j&`?6<yp^Z_JWte`4(mCRpTuX8BM3cv)i%_a
z^^N=_S$a<T%K(}fHi7RiX%UjXv2jJj9yKv+LX>Ep*Foaej|dYJQj%&o{109X-#EmP
zsRYky!Yx{~%Z{pDa1m>lB6O!Tvl1h*g9pD?RY2>bUSeIc_Jck!o?NBhC*m4-T9B}n
zmv2Ez^<!5gFK73<-p5~5`Abyia|INT)17`2ryN#%o$Nh}Q2sQp+8;~P6H89PZGOp}
zZNX;B4Wy3pF9Mm#r-6O4ms74%Z8Woa?gvP}r_x-dHm*MOTlZ;TJbr_jnkBLeiI&(%
z{ZSHIN#L%ToD_N+LFZ<9RXe|k-?cJ!DDR%ArujP~kiAu6q_ix6F*{U(bLgmS3QX})
zZ9y|3Bf8#waHOI{)De?3(k5!AF3apZF1;OCX?A}7Q@}CVW~VjMvCX>s=Q#Sx(}Rq5
zt?$ZcLvSCoVWg~fO0``WuFOhb4$x_hUc(xh6fp>70&EJF=2_-eR%W=lL4$?@fBtcx
z9$hJL&hT|$2>KVnrTfER4+bOb+BJMp@va_$6ahjo$fk@N3>=y4-N+*cvQH12>z=!R
z2xOfj>3WZ_L7xJF6|qQ4Z+)<f1frhuss#2j`I%QqwBUPGiv+xaU+V9gLj|Zlg6K>l
zh5pVPMYjHJfwW6DAJ;pd#pkZ!4u^fRnYm7%0`Qr9d%!LF>V*~Ef_S5JDeRtY@aoON
zFpL)1Gl`U#$}_?ZhTi~c>1n{Bc+op@GiAZ$lbq!;&5HglcXi|OfJ5rf{w1iga0c-G
zDd>{4PX?(Vko)$KLi<h9k?NJLKdX+Ph>lrU#u*1?etssgI67Pu24Q~w{hB@1qb3Wu
zD2Azmj(wP4ljTwKB#4izFMUjQ10r>M&MzQ2J@A5W&+bZo%-lKR=C|Akym5Eg^nn|;
z$Par77%><3zDK?$;a8*E^yxzYd9$O4^8H9KJNR-o@^JvD<8N8(1!);*d1He*fNArC
zum-&hGh=W7Ft17Je2bo&vvZdll&0%gB;<|1okM0~OFYUcDn+bLHQHv&6B1uM81a3C
zL-*B;DM04pxv+cd$A4f<jW{fK-F_>Oi17906KcrfL{jgX$gwgBfqCs79RHJ?cq}uP
zBle-KIs-~YK?BmJur(Bb8n))Fb3pQLCqyx|P|G4=Y5Z-{_Z~U^gm&o;KBcqT-sK{4
z*)wgqHmkGR>~v#^zO=LYLVNt&+r4rda!LA=(#brkXJW)#eye{TTJFf)_<wWY@c)7o
zZ^K`|e*Gfit&qj<9~p^^*u>7sDQRj-eZJWpOZ6iO(y;4Gw`F&KzW$XdDYJtugU1oh
z*4CEW`{|qNL@yt0N*&+l+<XDdBTGMy!;QSdywEVM1vJyAF`8Dpxky%TyKgJ4^d!eR
zF2|^gnZBXKo1CHfsR%;E5mZxNO?iw#UZ@hp^85n{tx~nyO8^AxzhMjM)j7k{jbU8^
z=%z&xe-d}%9k^H04GglAQeNgT3wb>_YX=G`u#W|;EWeIXUy~L9#^N*(UMmoxiSKF-
z9H2d_qQ&Q@{8?16QY6Q|)Wgoj4&-J=?vT~BL}4}PgApiJH4XJhrH(8tcHA8>gVNSU
zP0$6V`sROJA)NgU`(R~L(U~2g_nd#VLui*`;m8bqg81!nhj8>D?Q@HnFil=PW|Arb
zz3%xT#v^k*>zyRIsE}dc%c7vXRP}DH8*3l7DTKZ7@z{-3)ZtP|&qK$SfS1T4976#c
zh*}pwq7TDdC-Y@~Z}Dd9PF!~R8ijDklVW-uqg-JicQ}JDY-8=CDO^O8dBJ#pMXs%V
z^UTNW;uv;7DSqoQYily%+85q}Pr2(2g!s!7BsX35p;=*}hZom8XTOi^xjw3Z#VMQ;
zXrOg(YY$%dZgsF?N^opW?9d6QQo1gv%sl@gkE~L|;eRsruhlk2AE&j6H5xd(I@P|_
zdB9LAC!8j^7thyKi2=JQuaOLgukQA0UIWeO6B~xxOH=ADs6?eazD)n8#U#1+niKVF
zAbx{Yo?A|BNkbC~kk#cR5<+QcidAIo9fP{tfpKISwot5>Kdf+%(RoEd<<c`;(Hlj4
z<X2r9!;U`7;vffW1<$yQnzXmRZtQdD<;E*n9o<u0$(Xp*Px9+u!F;RhQ7bo*68)wT
z{9lL!8sWq&CR?_CB9#m*E{^}X-P2TsVxX(T7m*}|P+0ziIo@_1^!UnDO%9bT1a^hw
zL3jpnQW|JJziLQsy)lcdz3yy7c8X4!z7BSH$s_71o-WVR;4N0eyV@Ev*f}UmagF&J
zVhsahXIb~%h(tqM$ba*&cnTm2h-H&mHjx6IPG-o;Kg}t0Nb;EtUIn^uETrh1zReP&
zNs8)3P4+(Y*VfG9{f2>gcOhVLy8qS(Hn?w_f~MMqp4r}^m;LEZNNDOTY{1T5@%D=7
z5hWCOWYlk9TF`>%E5J`6*501i*!<CAv-{j5>U?){Yk8ZjhI5WAG!IVp5r$vRIYV<9
z+hc{lV(lJQx0@&WP%1=J`$to^klQ0;QH5_9stPpb5g=e8G=JLY*hKu|1erYshE~$U
z3;211=-lPWy4#BelOlP|KQ$L)9i~E2M=KnH%aS6H$J3#U5~rdV6K+MCvk5GBt10Ay
z#8VXh5yaGNx8ovM8wM@V7|!etYlm&Dpqj#oo(lp>_||Nkmj$<dkRX)GX3wytFy;a;
zz*_IRz3DXJaAGXtsv)DXAq4A`t;n9DAx-aZZ~~?}QnxXBdv?3?+wABNAo1FLdu9TP
z<aIOW%j7fHm`xdRO;y~As6@L1(hl5M+H~^TZBNNAOm)&oiP%&wjLuG)X0IX=K`T0X
z-$xi_z4h0^v7Sxn)#9fgiT)uD#I{sMV=?AIF?ZrQ=}?Oq?vYtH7ZjGd@aJ7WLqk)u
z+rpkrIWoLcVwAcC{8I%<*R@lyv|o&+x!uw%xdr?2JjmrLc<<oW4}!OsSHRP_mYiL+
z+xj(wEqkI3=?=sc?R*9s_UOuJ71?<O`d%qa;GgRlM>(M!8dx)q>)7HG$Zo#fP7Ng4
z&W}b>);8hpq<r%y^&}_?!wE*e5QxV{mIl+xrH>w0Rm3Ome0{sU_|eX|0~Y__HpV}C
zy+NFYQ_pY(EqhWK<+}&*mxT$1+HF44TH+4T*yU!-&cbpBKKxnnF*Ic=7sZomHW!vV
zI7t_?7qwdAfh8k&KxvA@7r0!CH1cU_bSoz6oWtwkFs<3PH#P&Wpuk%5!y^8NJvTSr
zzMX4>!I>&!NI)xyRy)h6-;EiT6Yv6FI$}L!%HwiX-=Gft{&;pj=+iE!g0{oiTHFr2
z$Us-<KjM&0hxk^mmo7*}rxBt@8WWmAe@`L*FApD-tX8@=%{Cxd;XV^jz}?O*^P=Ev
zw1K?C0C=~iGUDc`isM@UD@^sx!4QHo3=oj0{9Z^T_F|I!X+$xFz~a|4!n)2hgp^4X
zYL`Mh=lP-D&BdOjVxr+EDPZN}qLk(avB!#6#mg&VTMS>|VJIB^1A=&{ke=aK9U+M2
zkOJ1@r@>v;@DVGRJ5M3jk6;+kdxDO|+F*v=kY#~LrjOli>l=1%6uZ5A#SCB+{Fd(J
z90if7`w=()P_M68_fw!Cx?b2|0#0+y_HYb>wXOfcGx_xHs!EvPBTsYoEeoQUXG^V5
zyfAk6IfB%^o&3)7%+&Fof}Rhu1}P<As;|nvX10H@{R+SNfww}oai%$c2kJP`Oy6K^
zXB@=R4G-N}S>tgCbBphcF@x6?kXpOrKXG!u2{;-iF<<WsSpbadI+416n3|07Z+zIY
zWgKSi64w;RsyOCpSi`sWAJKP)Cp2v`dtG>iG)75<(k5?a#@Uh4zfT)LA{A;3z7pu_
zZ(ZM=Uco3?q$GVdk<q#Os#hy3y^b@GLW|Fwz>^4JyB`%BI58yo=oC*cU#Xf>{Bk?f
z^PG|CYZ*7B?v+BXPGu1)Ca9V~`I!_=%<)8mn3sum#U*V5MErO7DhJsEA%lS!pgy$n
z<_+OkW=@KyCzO=bBZq3n6#}EJVZoG_8^lR7Ce+S===KYP!(#x18K|d!1U4$e;lop#
zsF#q;l>`C2f|TJ{06VD0{sXkPb*;y<%`JWx>WoHlpDa-UnF^e%zLB}UT?6=RJgIl+
z<VetqFiSTL)(Uyi4A7<Be1qmvg%2yGP4UvOL+*jH8FT0>523PHB2kbq7-KH30n8Lz
z6Ii#0lk_)#d0M&k80$fR@$>{-dz~i(qEcP(rwo;AJ?~f`)Wt>@SN2Y?*6dmOS#VZA
zUL_&!s8l@?3%wwAInl&cF{8M-B@>)D4aM3jS`ohlAyajg$or9T%JsLJ)dlDzFFDEt
zHBo)Boyba=$=;@0erqST(Dty{;b0T|dtOwJ&&LldqD|;Lar!~6f0s3>(XLlBGGocE
zELwK0QB~w5vJFF{3C0Tb-iBdsojo$6x;!8t*DXbG{#v59a|=Uzs>@$UnI;o(jg$aP
zJ^-}vYgmwyjvr<#!NVK~i~2Z%*Ls>uGI;(O-qEsbhK~=Y6BdhjLrvY#UY-}u%EBnG
zNziG29#dNl3QDRcf4jI7Q16DjLjx4K>PJY4M)n^M*L9nzL#AW@bjL+BkGFVJyt~dN
zl=GE=2pUfcWT!PG?m}j9AnFh+zxu)0dLwX0N+G8x7pmNSZp*=eEAOQ(x2;8dJ5_2H
ziDg#}ZjsGj%|rAh>35`0oOBq1lOI9$Dw<%7EG6f4dofN0guaov(ywcce_1R&mVJZM
zIh!L9_MMH$BQvn{{txELN(k(Hg?E;}9-iLrV6mLR5Nj6e(bfFbj>>3S+{<op2-U8o
z44I2_O<*7zX>vRg%bP8Eg*g9h95PVoQ(|zb1~$gZL>BC0rFTk*UZ~-vp_3zo3l#YD
zYCZ~JG4b69Paz5_{M08S_2>gLLq-mx0?8*G(M(c~*qu!n->!g(n2Q>NQqk`5D{1Dx
z2vyICoF9%?QEfM`(t=nA5-ZLoIx!To9-U-<1oN!rf~;jb6T_xsfLWmkRur={C-d|j
z4{P~v0<lv9iAf?ldJqpUS|lu#^#D$*&Ll|}Iv36rKrBBojLu4+ISlK7p$!z-91f@C
zR!C(8`(z-nXTgEpfA(ti7}+S<#!P~CmXqSQ%&D}Qxa0Nw2q00qT~jz;U9v@*{k+XN
zN`A1$2JRC-V6{&Wy|n4eg73bnYVOT0Yy%g@wwt3>%H_AKvH~KwF>qJ>4eOZ%?;=;T
zu%AEfV%MnT#q*Wh#teZev@Nm6T4ZRdFbuqxjRE7lxL3HfXT!|w0J$rBi}{UG;OA3m
zU_T8y)@4p7Ha`#ahH7Ph?f}26cT$L=9p{LhjSjBIx_c;|u1>;u_YGPRv>XwN!9Kfx
zFr4zWoiT)rON!!w011NS3iOGK$#UJfYN%&#;5puzPA8J}{v9=~z9aZo0?tF%BN`88
zV~z%O>-^8i%0^=IR%!XRrkRw(#qlA*kq;S~!ZVkDlg@kTapT+2EDce_c<+4sD1wcd
zSOCPoo)E5ftiCb~^L)KyDJT_(Z_Q?(YERSg)6G2H${8On9Dt7MrXnFE+8YXa;Fpb-
zl_-JGF+?@gaB?Dd+I9>^X4$g*(T+9wT3sd?dtwKmoA2peY^qt@+16G1h*Gdv5kXfj
zy=4%VPX@OUKK!ic+<j{YF*a`$wO)2s4$KsrilbTm+X-H>vGT)qSqIkHx15BeLb5$`
zF7h(ZL3-#|26WRsKBQK)Xo(rVoBbVF*3u&qHy#1L1oFwBj6_73aF1&JiB=<#u1w_N
zs!}w2f_C`_sUhK!Y>wu(&jR(c(?4>kcA3$DV?7vg2-wcIIpsw$DPu?o+>^{13}5>?
zfJ6)&?BpUo+736Y3_QfmrxgZ$+w6Ar5X=UR^0H|jG8}Iw%C|CXY&TO&SkEkKney^l
zp6U-`f98G-Z$#YK@oK0C6%H<^6x*OM%L%$9;~L0{@J{~K?oH`8(<?VZ;v8s)VCA!X
z5&9_bkk{t(%S(j!3VrD$4a?Wv%tBBSw_rP}3rAeJmj(qc`!-}@=jZnfZg>fFasyr_
zSovXBvb3vIb{uchKoM`i<BijR?=wuqpkV#_kV%v=Wu&*Mb6glKn&|}(%J3%FjyKUb
z)4=HfLq!dHa5bc^=C3>c10Bx2fc5B0*f_3`dm<9Hob#zYTPThK4B~#BV=>|d8-|)z
zOf<NtX3Jtn(FF=_plGWql(B+)CFOQ)P@CTsadM)EipnurF{X8Vc)9e5mczBxjG;Zt
ztFr@^9SOo6R??#9R#t%Dy|-_OiM=(nYox727Gh?yl}6yI4YD2p<;}lTwtZe_pPknJ
z;euL`FYJc{7oUURBX9$!);z2-IGB>19yu6d{d;pUK-4QP&i^E7?YbF1JqNnZWSWr!
zl{E6x64Vr4@|Kc253tZW2zizS_cd%Fynd8u_I5SSp0^2^*_)5v4*kYQxUc2!4o?C0
zDQAu2$llK#a870LteLDQH!MUs+uj+8O%ifYE=ixhP%^_LM=|g`2Pp~|r3(7fh6?gP
zB7DjHxMsL}IqmZTjVWly9}oBIF`my9zP6Aeo?J-fEVrJy9nGNP5G+UBqo2VHOQ>8q
z+{*54dc(%0Q>-;Hl9^n392+{s7WtES*%Aq#H?r_QyM1$yNh*h-bG+sm7hX8qj=d&l
zpr05bVl;BIK&UBZAT^4dwbxoot4Etm!ZUQXKs&HX?U7RPb5%=B(T$g`@M=q%(f24C
z&C#>h;Y6+;l3wUvK0~-y)k8-^E+%(D(MH#*im}I8>QA?@7GU`#5ZPN#LUAm(q^kZa
z$$xMw%U+)cd#XDta;@e&w=5A<H}a}|y)=4)<47|Rm~|~lwzod6{<r5LtGF$idDovr
zQUMdh*5c*GkJA<h5j6e9`H=IVu74Z+p3P@Jo{#s)5WBmTg`mlU?b?+U8CCP$O`gc#
z7O!br^AE|_{pnuUUU6>k89dh^prq}sm8Pp*Xl%@TNPT4}IUl)9lh<on{wOGSBql0^
z?O}zyK%z^00GyBS;3cpT>K}+I$k&dzO^Ch)I#k&Pwc<S4>iYF1pbY4CNSt30tzoaL
zPYx_sACj{&V2NN$ZABulUTQ<$dhn2r_J$cqJ8o;(pCNy`F}Hzm`|t#tr{F!>d4KnN
z`Po6tiqy1HH*o#=>4`gwn2>4txs6Thz;$xd5Zv`PP^{akFIsV2FY|uq<K`~WINKfm
zpIVfVC$mrg$iaxpHL4+vF0!~n)a{#)_JLaaZP9p}i>uvXx7Q~QM1+^(n)>>{_Vxj#
zDk>fxf~2Ii(C~LF^=$9RnM@nZ*-<zWPF@hp3O0EcoQsZ}@)Muh0tY@M=YN3a5S-t7
zYMl8KXdGbV^D;p2`ZBR?QXQ$gn?}J?j6y^5RUVf>-KHaIM!!L1q-OEb+%P<PJVc~m
za2WjR%5!mVx9w-*C^R??^@d^3;I))jS_*~C{@OM!ek|w7W^!o;E!o^C`knBHo2G?P
zKLiPNr`%{bGvR66;29Zsw);UUrg?Z$@anTbI)TyOVkUDyF|wHo<2Cq`33jy_fEItf
z52aVI2m)?N){smg&hLC0HlkPtQ?Cff?XPYJ@^FIwT#vJE_i3M=U&wN9B-9=&eU{{6
z7pW;m<cF}AtSqCEo7RF`uf-^3{c?jjtIyez`M$Co%42!(9vNBi5jL=3_bv<jL1<BB
zxF*$!WBZRtzzBa$73x;4i7sH`gke^h$GSx7lVbFW@TXUh<WjF2=ZAvcCNCZ4`x$97
z%`QCr^?VK<oK@Ky>^Z;O-=Ws+@rMCxo=*9q-bUcah%1-DEMtK-=t~=OBtD)2tuVSH
z+Xn6-&Gmg53cAz5MuAEqZv?Gi?gN;WT?37ej~Qpbyk5_K-90wrua82;516pb2F~}#
zoQ&R`)V$FipgB>)WAcn|VVgNwfZy0OoypPi+gHg7B8lD8r-tl0HThZwI+Z}Rt%z_9
zb>b@8wZym10m*?Rww=EjfSUM7CRHl;$}^>{h#3jSHL5j%Gw*)H4S1^}Fk`~GBo)pz
zWCi|r7*C%Zh14qGy)n`8%pL&tzdxpFT2PD(ez5Acj=1D{44YEr$8UU!kN3F(dp-@?
zFtapQ!w|_G|HXrkc$Q#iyuDM}V6N&)3!159#KbZdVPmwxKZQU%GdKDWyGR+?GJA46
z5XE;tQ<Lh$rR3+ALlH#<Ka@pNbyPZCZt1@HD#JBKn&LhMw2do{lF^5#c~Y=?_`!=l
zwe|OpA`qH6`+Xnj2me`%%<;r?>1_^7?=22TTq8!UHIbK6U7Fvz_Fi-`+P$&Au=p%$
z))XpqGh_xY=D^)vP=WRQ9;TMyd-PG#_cY?S9@C{gOV1Fk2nHfY&8sz0@k<ON14~XP
zaT@PY|FRYyHXKKA@*gr=0l+h%H?bg7)oDa8DNjy#reFZST&=C)hdzB%3c<>-b_kTI
zp%XfMkdvcdXeSA$&r<vuHq%!E!VWpsoM?`;mA}2qGVs_>?S11)`li-j?s`;0gX3z>
z*(weVM$7V<S=*AaMLoEC`}If(X`VzVrw717E$oO+x2*ksO`PVI%!}LDTy8vncNf_?
zJ*63?QwJa3nx#N|>|wB7w8^A_GXeyUF%>U}T@^3LGJBr%aqs+r`6vy?RZn9EcYnF?
z*C9B{nKs*i@<>#p^jh!PL~#hY0)de*WLZ~^dX_~AH+@gP59O>X@$4Pe(n_@8{fWGT
zV32f|L#1h+d~vd7Pe{-(dY?#;<l%fFY~uD@a=g86?y1gC&kv4-YOS`Tr=JYI=FM)5
zrV`bPd@h_?)AYUS6twzu0R9z}AHL&gmR)i8GjsE#zN#x@1VS!8@OrKItDE7TQ~2W}
zUp`B7Gfc4;vUeBI`B<8oxAk+6v@~hi@s-8Gm1fjAtqnZm#zplQ$UhRKKap^!@k-#U
zHii~(TpNgdg}>hWne41WlN1odcT&9O78_ghm*4>Gx|7k)Lb;z{*td}kx^ZT|Odyi|
zlh9AUXm_D?((GBk8#wF05_h-y9R3Q%iwA#Mr(wsl_@hT{zcXUo_yi;jp90=W>q7`V
zsl2gh1Is?6=o8X{Qzaq<Z<bvjuI99|f1<Y!d4_u*Gz>vB^7bkJnG5F`Aq2!-FCZ=|
zXDw7XAf-7?u!(kU><tSqW}Uk3e}_r({Tbme!fS3ONQ&hPl<|O6%VmUi=z1*6)0`;+
z!4@LAnUVENDZ98<8ptQ(c^}s^89dM|*15fF3+GBhVg1;OTvqNs4v6ns>l4>L;C1Fe
z%Y?SxHZE`BX|+^<mGs>S|NTaCY0ud=w44cI<Hj6h^!>%<#aF=NwI=sd$l_eeP)OR4
z%auaq%7oO_>9*NFu#u$eGbpN~^X`qE%B5ykP!b(1IZ~{5Y0ugV0Z7m!j<N5)a=nP~
zc>p`=Ke(mzuP@_k<AOz<ol%)K6DQiz6SVv;d|QJ$>7N2L6oh?@YJ%0Cv%ZgVS^B*&
zJ-8^cOFUk`9iz}bHolc%X<MVb=9Miis-Jm<%>;H}Tw6FU;`*KsO%ld9bXR&_T*qFW
znK5q7%@du=4}t1(+CjMcY$=x<27odZSAt`DUyAOs)&8=HB~}kj4ABtSp8g4F!ekT(
z5>}7*<Z~*D^Z3E-;It2fD~@f$`vKRx-969M44oVF8L&0HakRLBica3*J*}o~2e_U7
z5QG8_3{B_ZWICRzvLo>r(S@@L-C1SU?j4>(I%hHk)!nKzq1blEgL<1*AAY?^9W6~@
z>p@C0toAV|iw}1PBnFddD_8mwL~;sHaDB&;dVAr=#tmFZ3r!T2mHqP%vkm`NY?zbo
zq2Nhj1Jl=tnb3wnHHY%~3@{;gw5|AnqF83xyYKcJmQpHV^9waJ`F=NVkP}Q<zIjoV
zgfP1h(CHW2<e^2m`h)Qv`Nzz-BH=n}<LJ~g;YrS)E`;siLZqqHl*CYG6em`oFrFN&
z7uLhDvEEAdIOC?G7|cOhn)A|K9+rbIsX#dTH%)zb6*<)DuB;0DS!;SGNb-;vWp>uT
zoEjb32{pH{D5jrk?Zy_y88yZ7dzJQn;k2@f7;|ocot9F<4>la&G^-y?EV`$hoD-(`
zFOohELLsD7K6G-=3(N$`Zqb+fdL><D=-ur#0@21mt-MP;ZU?k%QFkvaq^dR1$?dsm
zaAF65-&Po*?w(k}LX|-#OJa9@Y3@r+eMreiSKN(8L>`3N+5Y6DC-XAKo;GUJ0v*?4
zds6GQ#CRz-Fp;HgusWO;<sWrEG0YAp<E7sm^YaE|(-rNq2_332fQ5S5C|koI11<_T
zd?d`3Avkh5j?*wDepz*7$MYG{f%10Xet^(<5uQ;?IVP{x@$Z}%*7KoD&e^_Kl)+^A
zDvy+q8NDI|TU#V_Y{np$X0yXs1@@EV>i+Wfy`^V@cnH$s_LM8=_1Eh&s(5JnC_b@y
zjDfGCTT0~jt?aO3e`1-%!f>=Gg_3cIBT~3Xmm&x_t2724TSs<f4N)3xO_Ei8pJX1E
zj`5CC!~BbXW)Wb3Zsdk<LDulcZHnR;2F$+)W;<B>VS3NM0?G+4MVNeozWt@zby&+O
z2v4^7^e`(!D(4KVd1#Bqi0XVQGr8N5{g{PF#It7;y$DAh&NyaLGOJo6ab9b!YltSw
zaCcewaTRy5En-!a4szqk{D<zArEXqW{n3*Q{S3u;wQnrQ8ie2m+Orj5bKo(*njZX4
zD6b{6=%#N5NT`GgutD9*r584LM276kT6VJJn>S*_)&i86r{%opI0Q6u!4*QQer>uR
zi^B(Plyh0-Xr#8h&@Vf-aKv)XLHh~cWQf%VO#ls@PyuI<nP`MdVyVPGAA_#s!(Uu^
zDF3X~3Trp8;`WN9$D&cMTqa!)PBu0TBY48N9V3q3uWD<><qTZvoU>`(@nh$&M`4^=
z!lJ{FA-+H`&#hfv&y=LIKc(x()I=Fppx60#ha<?{25WAP!BMGka9>h4&s5%VB?$r+
z{-8v;a7o%@8@X7U56=hkx^%qw)ry=iyUs<htW6*gS2}Iy(D$SiQD1VZvvES$I~)Fx
z1rVcd=Q30J`-;C2x=g5N5!*S$>FR|W*__S{iKjP8u-mx(Fv&ZyD2>!lOV96~c&?BB
z7UJ`F^Ab~isQ#LZtMN-J^yU(Cm3w-0T+<Uiz({x~<Sq-hKmn9EAi#Ml3#3XFjBTh9
zu@d{0ZA=-EtOM@p8?%fGlO2LnK*nFZ$&-eo4qQ--<AjTB2=8uDobr3{4NZ88JZ71j
zE@`)ocpcnOe%q<*<Btbe7ga%}g})B|ACj&yI<B^Bx3O*8wk9^3q_K_0Y0%iV)wr=H
zPQ!_9tFdk4o9BCf&01&8I%m#}eec=(LX9}{ML_X7gij4HxWG%my7zEfOO0{|c)?1i
ze!}_thkVT`b(PO?07%)jX~vL>>Z^YYsqj=k8uS8p1Vb{)NMdaz7iln5+mmEI*xya~
zATow5gdi>zo8d9DxJEFwc<<w4Cjiv4kQ!0NFr=S|K0>r#)<gNpT3Oz+!ZGlZn^*)v
z$270?Y@d<po3XFuAJ){T@jzx(S5~6dS>fBnIW)QFap?3K%KP-xVL@MXWO6P5s!`U_
zwu_m;U)$@t*~yUcoCgc%DT9p5%+@(WD@3ScI1}2fg4i0ItVl3u;k!ZXT&vX6$|_#9
zThkWRo=I3LdN!2M+3=o&+1h|hdf-o&bV}sx_Vt5|cG=JDR+iLMiU`^OVj0VJ=1^!n
zn%P0LM4ojIA*My%02L)<*yz@M!qJvc4$Y6D?>DxPSw)v-t14#p@xKuf*c4?5C0v&|
zv`wwQ6o5V3vFPa`k@=sCcQ_IdZ{*9Xdb8K{t2lWelt-e+Y}xTe2v*urD6I1S0u<lS
zxfQ)tc*2qHq-Hw9iva5Vv;|kAO4R2j&^J?DRRB9y`fjuW6c_{@y*DWtp?H?+A)I2C
zK^*+GV|r{4`gfOumj)8O##}B8dOcJM`z2K@nNEs8|M4+<CUKabqf5365T3t!6P>rX
zMmMO*4`)BkE`_=a1-d|=sT<yx#86OJKitjYRsReonL=^fa19b9FPp_MyPGMW4H78W
zu}hytA<$`~70X_BK0ao8r~m70|MgX&{%v#9C)bK}`QI2IJd>02aB@7;1(9E7N^DKp
z)wp9}J+e%GqB|OXlRXoH(WsbXNrUEU%66n3a0X=Qb;7ns(wGVRQ;2|5PRQ{ns4=lg
z3#h0R_m<*DQlAMb4&o4?uQUs&r^%hy=)49nTg6BmILah;UZSe^_mew}Qp~4nb#rBa
zNE(Az|7cf{AbhrluKzjAr`ALb32PIWH{VAvYVv&RO8-}dR&*v1*4Rm_ii0@?^|6qu
z)%$bZY2)->ph;%?T-KaOI6SI|YtNu-;;rU%YE(-_E%f-R%Y*&V3Tqun#?yym$L|Sx
z-&wBq`37^t+iM)5C)!{Lt>uv_%5*2Q8?<^O&o?&R<2;Tg$+{UgAI+<hl@Yak9-ip6
zEg)nSzpGzbR37LM?l*YOij!Xvuz5({|Lz8<h3n9LJNKDS?V2q_5E@zj<UPr-C#>8Z
z%p87o)=v#JiG*W_$;Swl*dDh%vynU;8#&ZE60NFc82P~QLF;}VT?K$&?8509s`1T9
zt9xjw2O0l&4c~YvX|M^HLbKR~F+DehfTH;p=y|hIIZv?INB<uc6FvMt8t13kdgmBS
zf>MqEw!O!<*t(V$T$m$dVgW1!1cc#{ZHKsr>uZw_cQC&>dkT!_81w0J+!Wrn0(jkR
z4a1|LSZ*YTj+`z5IYG%<yKZ}&;=6}?QXdDKg>B6w=<owa)Ho4E`O{&Z{*Tn3;+We*
zn9gjA8a+>slBFv=Nf`!#<Gl=%0J(hlkq)#$m#LEzT}esWKfkn8jj8A#H~y`o;pARv
zer}G1*lBzD!peZ4pU%eq$$pzSWDVZ?eupu3)14Cd`|AbGm9h|qpU@-1;3@;&rj)=g
z)Jn$BZD$gFMeb?;UCNA!*3f+HZ9Zm7kNE5ayiC<FL(}pl?A1mwRzZW1;%j9tH2KQY
zt=ePqGaljoX|p;HhB^-ko{3lhX8ej6&J|l4O7G6_6pIY2E&MajD%==dDl@1A1qB2M
z`v;uCd$A(QJ<xD6H<D!vYUm<>$@YQ2C02zKAPVMmesh=lW*Zs7DCtOQmWYC2pYdoi
zWx?voExtORD#IV4#4N?DOlbnh_D>inin;`Cp(u)U1$5&tIlrKMmWT}EU_{R-Fp)*q
zK~Gt(_K{w*EvoiB<<6dO=QIuBPBhBoSg!uTRrcO%rPYI>7P2s&cE!&I1JOfB9Cct~
zh_MP<T8fDA$eGgoXB9?K3V)*g){Jr>DOBt2A7Lo#f4*XhIW?PWB<^qkpa~|-uy(QZ
zdR-+<_w;@FwVO4)ozjh?r;RFw-861mm)j3fH||$=E_i~=D-^VHrU$1>5;uoxaTg6%
zSHJ+zg!=H&Rz-MwWc}*^>8E^9T{FiZ>^1BH?8@oZS+Y<OwkG?7__r^9iE4qu82H>D
zu^iTWFVW%$pN{QpNNOkp6u=b!y1KR!6!a;V>9x(MHIg^xOr>e&K=b*^^6KzFl=fv!
zjfq?w+FbOI^<=xf&UZRB-H&LWJDjnoq2WhvnGDITjPVD&#K7eg3fEi92HtB`b<Mt2
za^-1(Iob{;$;$^Ced5*MWL1%|ctpe`mXthAQ2$n)8$u1DCqs|RT$~8~;f);PBn|7V
zZ;aZA5T@IM>9xX9O5nWH);NeM8nlT!V)*TMZc`uGtcnPQsJ`hsWcpx+L_&`?%K8bK
zIp9m~cf0oE{|(jePbZ|zq6_wt?8kK(#3%uH;BPx9ydE6s_m`v>R0^(@R6vzBMq06%
zfdx*!wonhgYqImaAvO;`(LZwPh*)eW4U#~XhVR@Fe{_FoHe%R5PQUwokv@s|QapLU
z@p9nvH>2#&X9-<~uM43VBc+G0rU~eb=9rV0@-rykC@qm+HM?rZM&BbTKH*!TUnzI2
zvbf+?Vl5=8DeN=Q1UBiTq8sI4GwAr}77lEa`@{cU1Kz8Z5d2s2TImVS3PYQ;pq={i
zQ8K<xFwb=Ii=KxzPmYq}GL7f^L(tOQ8nQ);TvBEOkQwB&!|9DL_b3PM;8);nDx^S5
zyx?oPDjO&TP7&!X3k<=44JJ~q(5p7qWy;W>;3_bLgX$aO$>z6pc)VbBUEJUr#kAE2
zZI4u7A@RRT>a<$$`QKs>BHwSNlP1S*e8sqdtU|-dc_z3yH6cs$WgcEbvI0_5FjuDB
zW0Mx`NPQ=NfstENa&sf5$h9o|MeALIl5>XkKv!)cpgvzK5W#E>Mm#(+9Vo&DgmeBn
zbFgnFOCcpY1}1rVC_O_6CeY_yYjNsYf#?ofxf7XJf1Z*L<Cw&o!vdnz3}>`a*JHmd
zU6gh=&f)yM|HL+8c_#Ga;F%d~2e7$B$E(e>S4L;}Kp*&OQ}G5|xxt-ShflAuUQ+}j
zD@J;yh3TPU%z&))@CAwre&N#ApcrJM;f#RLgIbVmPK@)1Cby|e_9!_^LtK;%h`DK8
zHVh)YqxKZi0y%prbZLx|R>5c1!h(cS>T6X=O-aleDu$i`KAXTi@0O|#w%1Xa%K@MF
zk<FG^q^lFjwy7BYThlz-s|HFo1qM1^P7L>t=Q2#e;#?p9KV?B9^Wq-*nxVBx@^>@4
zB#NT-Op+R!E)cg7J~zT0L7$!qNt=iY?CLU@SxR<r_6UW2$*VT5nyULpq8lPrKQd9w
z&5mI!2zr^Q%yS=Y+^Ek|Q!*3-{rG?2W#xr}DvKcDSLqlz#XP9B9HWKptc^EpUs?`R
zwQz9Ykx7-UpXv!`)z7L5)_|~4A6+zRGE&4mwie7&H0-9Zs0xfTYDURwFqin&JBIB3
zBJRR1SYO+0GOj5I-CK5Mu0I&7{8ESNAjN$=xrrQx`raKV#B;&&X!X($KHi4>UOLt;
zhilA@=!2L6GqOLF07P-Z!T)Bg@LrTDa&er_d4?q+50j!3G&TEP81RcdRMkU;(^hA1
zILD^PzL|DyYQmZv7b^jI?c#&}HOt_6-B9Ps6JZQi@n$P`+xc^P3@;1O%ojA1B>pHq
z+NWY~IjoAVEwWq`N(=A1D22sq;{`j>O6{j+7=?}}5gd@j9#t^*Z0hQr<Q8(HMheu<
zN^4u{%-NE>=5{+=njry5SvwD|E8r%*D)5{RsK@=IrKhhC`I5=ZCW4nu<)}9>$Al+V
z3t=vBZyx0iU7(urenYPjI$w4Ej#!ACZN}3wM1Cc7w)PhM+M_(1X{T1dr_c<2^U+n+
zoS=o^Ps}|YGZywQ$HUd<3PFU{dEaQ5QNr6^!{>pExcS!(I#yx`0Ka~WtiBARGlqKg
zPaRFK`4jdbhXPtYFz$ykhspCJ;u9FVHJaY~-C`Q<`OR7vee{F?tqizv;%dByD?dhi
z*?05&8r+as497Ly-B^aCtsfKmnCej#F_B20r$Uus%ee(FiSr<LfN|c_kttl>OoB3$
z*K@JViPYJ9o?J1EqPf!&O&lY3QC=|((?X5np8TlqUwMoffzrBvWKle@(DNP9L`UgZ
z1vPv#ulHhF4XHCFp!8Y49hqaHzm<xEN4;S`!LT<DSyRYNLJZm~Q+}9tMqE1=Nl%eg
zI==v>M5?53M-i#x(+f<HsL!0}cMR%yE%qOi;mgwtLs_kOx|0*Ia~z<&62ovW<(*;0
z(b@q>z!M{JqtQ?rKkB>FL)_0_-!~{~hj&T7>cMMcv;L!1@=uHWI;eYO(eIy6JY-Z=
zE@p*YGbO(vvsnA#pzt;zW<#KO)i`ZbW%@qA{>*<h@ogxfgGs-lYAco0KqI#1ME}`<
zdmc@7h2uFqdW=m{k19`ju&40*5nW?od;hKC?xXT)1$xo=LSTo#`Wi>xb9}}34qyfS
zT_$0Jexy}5%_CJHOCrXj-Cd>v(An4W#;|0{M|st1@puh#K<Q~*Nz9JDq66VyQ|r{X
zz4u@a{HbqJ7FToXeY_*BPO;y_ORea&({;!irIMV}#!qA|ztZ-YnFxg!a|yS*CV99Y
z-(^j)Kn~;@P>oar`<hM=Xw>-g-iEljj|v$~qAP47tWEUzz8i-1oPZagrUrE0xU1_F
z*d99+nyw6J+jM>nrc>OCD5Qy*Yap(f>EOfII*kP!u>nL#lbf2hD%M>!ok{>t30AT^
znCVyeH>>v6PthFy(GvA9Kb{(c+sL{vtJi{K4v)T#GPg)!;L&{$F^}QMl>N9#3v`D?
z#WF+})Gsdx^aK(QZ_;9I`of)~<o13M;r6!0ySog0i$2Sh2-=42RKd80vX8eDH}=94
z5aNSuxTds73lv&|JeJ5?0BdwcGUj!}V<2u}4#}uuPn}d;X-^N8%r9+O+C#T7l!Imf
zascb=1&OjVFS^!OG+kn$(64?K4~x^6n~>0^_o6Dl>O+lYnO$R$L&rXvRGN4WQ-Qmu
z;Q9J{GveJz<_9jYkv<a|fZVHyyczL8o5cLMP~OU^Df#(DA#L&(pL#~B(C;j>=L%vv
z_+ecnvgy<0yLp0ai3Pzy6&xp2gO_bl3>mWPBGzLRMY*837{<3q(haOiGE%CyzD}#R
zV!iRh7{Afc+N*ofp#D$E4ZZ6(<=&=JQNqY3+WLpo=PX;Jw@A498*`v<Q&^{bH8_#{
z{|29&d1+`NSOCSy)Oy$<g?!~*cFR!h?ra6KR5@?3$##j&6w3RjilHG%GI@g2{fWlp
zeeC7P=EzPTsz^vq4zb_UHth21Dnjt{uocx&JQOkwHMPn0&Ok5d$2Vo??`jrSTx90v
zPP{VvI9i;^HzjTBm<Nh(8ktHfKI>kF0spkr&|51wFCWb%FuYMO07|YJp_|UG!>krO
z@fidz${(EUi#@mL%xh$WGNQ18XDfI7`ov0Lap;(0+sQv`2~8e8zT}NflBjpB#oTuI
zvgS?f3#!spF;cmD&Y{b`f{=-bf;WD72H#_6D+H=u7~w@woV!O&;{M)ok&@c`2QfDI
zO#cgQUry08jBbPJmfYFH!eq7(!qpSP7#dJP2BG{E6~siw(pWGt(1vNd@C`eXJ2$3Y
zE^B%DCNTWfZ|+T!Q1yAZ8f|!K3nh9FYV`2=4YQ5q#pbCgo_H0%{7+dM$|*(t^!<^G
zWc+nNYBNIpm~Ez1*#as@U1Kt|rYjg}US#Uy%0lw#vln!MfvD6vpkW6%a^dw(QuLWp
zlmCr`RY!1(i^-Q?HVva!;`K)v_Mw2Yy%wPuyGh&ajoR<6gIP1|?=CRH4(an)SX|3p
z>{sL#s;c*vuq&pXLp?xWL257Rn}=S=%{`T!Dlqc_FDq(z;j#>nHhhHXnl(+HmLf(#
zp#`;_lN#7n(MVjxV+PyfAAPo^z<P&{IErRvWR1|ckjkbgy(O0Hp0KD0`g?PJo<HJ6
z=IbKOd0*RMaj&9d5Plio(S1b5c_iEDYXYK6Tp3o^(`kN72T#E%_shUGc)TU6j9gQX
zaK|E0Buk1=7$PQiM6ORYebC)ECnWb;x;Q>BmHKknj*k$Rnc85fLwU$x6EB~Zq5t*s
zkiP3#h#no91QeXdW-@7A^J6P&mIwYWbb1vu8g%Cuz|!PciBP2e#>&G!-+il9&x;a$
zdtSn(jrRkA*Q9;rxMxri@z$?3{QS0ELd_s@WHc#DBP>S$qR`Jl6`Rq>G&w3VkRX?K
zOxUfutdT&o@6$L45gU8Wcx?R3-SuvsdR0|L->)^wYiCxlSCxF8J0lSx)wg?!QXhaa
z{f{=~r@M|a<);e3O9ZsV-Klj{K@PLAV@c#w%=hulSFB6czp;X+-W&ohV+D0aNz-Cr
z36ynL{utpgJ6$W+r&U~EA1N`#%D8?}xjN)7k`ty|68+~2p_|_fkQATU8E+^=&+l*J
zY>m;>XA|7$d4^%n?WDW!p1jUhyWT45>RXq|RQ0<YyK1^~z76-d1-)KR7KN}ca1bHu
zOijjSMPXpCfI8owg4Pub96C^Hw+xA@DhmihVZR)s#YOhDnf!=O15<a`wt-hnNT2LT
z1(j_D?b>JwWkwWc9LgZN=C4UhRtD3Gn?CgTA}Gy6qXj5cQ*FESHRDvmmAQ>zSD0fz
z)e@gsRx7d_@0IsLzSm0&aXlsUzJ7=i-MJ^K8!hTJ%DMr|v#kb1(~k<&c;b%kc(Z?X
zKeK5+qK12~EKJ}GRy0;o<ZaBKY#8dtwxr12H)Un^X1`<#)O1}%&DiUb9_Q1noClUF
z@hp)DgQyt7>6IEs80*)H>_j4;Y~Fl(t22DgP?W^>rVO$kGO6F3ZbYtM#&1Xn34Ea-
zN7!{c_l0{8ysP5L;IJ@X;Pfsy@mKLkw;zXOCs-t4rUpUlK?s3)h2-a@R0l1J;rA`Z
zCRGDEeArf-dF<1RDucBf-;{>^5k-FV5o_aNipZHi{sx`K$tg&f{BvYYNx{N1ay~44
zoSx7Upkr#u&tB+}Ekugpx)ve_S_o9NA|PTie@mFJ$oZus_|);-rMA(0<**liJx2R+
z(oyohusFv$`pZGd(woaG_Tle?0FxpYzgX~l+bS5Yio2|LLLpp?cDuCM|B9)+HJPYf
z{4T}c62AV%(X&qRt7fEMmT+p<+$zx~?y{sSd?!i1@w_X_^BdXcZoMPy)||=gRJI-d
zeBXQoA(@S7QRw0I1Zjr&lly>_cE(BmFRSLwv2n{G?h)^#M;-oRj#1ImoYb$GBFHyQ
z1NE`#Gm9f3^qYNFBs&h07};lkU2Ligkl;L<+{R(lFeB{}21lbj$l(@~!TQ$74p>X3
zA&EF~?U|GX^<nTIl)p7V4W_}7Rys$2ifTxR|0Ii%;ExEMh%-XQaP6$>cZmv*Q1m1M
z%Od#jGo|_?tIA9{5~_I9SvJ$Ys~Alkk!5<ucf<p$?H?}x*i>8<*1%M{O8Pm0rDR44
z2x>d4pc=r&XVoPvHCkFbV}(L*HKhSx>L$wN!(PV2>R0V9$l>-nv!W?MlS7{&Nr}Sx
zETm?rV(OaGlfdwVCQC+8lKpD8&4PH!2E5FE1MYXD!^L@aH**H`JMlA$X2mdK^~EhO
z6KLs7o86)oYK&1^wp}S48-jr6hqEk<k>!SlYKClX^#mP_=zZYLv>*rc_J{j)+HhgA
z-oS}*Aq)FvO-;z5&<AyolomF~y-r#Xvd8B&naCCJh%wWrZ$h2Hxq@dNInttL;(doN
z%VAxw<1Ayv=*l^_W8|2?w-;R{GMs(MtI`LAJe!%!sN$VB{THn03cw3Ky3QT<5iz;%
zM6wjN&vKkQMc#4oroos>pwVUU$ej=Y?wMA_8OiYd$!Ud&VmPV2kS1tzh?TypdZ?x7
z@`Ts(FVUTy3W?p6tM-&#41_6%#J9*VjWY6HDa<Lz2b1XwPD$$`KKh9@bxmza&~>y4
ztmCkAn4G~~LsA3TZV`!`83T%|`WYN0s`|^!vf<`|{wM-{#<Cu3PU7sFI@2IUxhv9@
zDuK<wbHX>*h1$73A{K(t;i{TGW%$-3;@p@BQSUhBgN3Wd$i4UIpZN9#g)mEuE6q+7
zIn+ChHf*=lYd8lh_y}%qO@(lCRd?(|gI^M<Q!_BrA@_OguQKr;x02Rv!~hY*2cl%>
zoXsg9W~#KMEwG4+aPxdm-p67DE3l_=C{q!i$rT+yDZ)}CxwHmU(b@dMECro?)nr=#
zC`aK){Ie43W`XKVR0Dp>VuZDFaN&l)$Fw-QL5v3sDIU~Pl@zWWR`Qw*v8%|t=fliF
zn%|~RyslgkE-#A|E^pvoJ+AyyCOu7S;1PL*x*|NHq=n3rHJU-18E7x2Ij#P^JItz8
zmKi7}Eu~bMb?V6ND{f&1kiCmO8Lc0J0dT*q{)0J3npaUbh<BS=Ir2K7E|mGpE`Y}4
z-rT=ONM8$};^A>^kmhxXtSitZGtwwTnoqgvD1z4;uj!#}ZsS{9h-(@cc3s2)n3LYn
zB6@;pw`uVS+B(4o$5n5RcF1UAd!TU>h)!Y7!%JKx>LC~n>i)FUF%rU?vFo~4l*y+g
z;qol-78PJ}G93yt!yoX_)(;gFn+>-bdBAP`h^{My*s1*es6(ouMcLep1KxPBmwO0r
z1NIiw8P&zXmyK@DofR0#h__D5-FShfVqDK|^*)x+{Y|1DeWMIQz?vQb%;Uay7BH9k
zrzHym0fBKvS;QY48n(R=Yt7~E6XWHu*PMbN3Jlw<CGxgr1lCiVT17QiS=5mutD5|X
zd+bofX3-@47<2UTDxgH1q*HWZw^dEzRpyAdhLvAlra1>?SM%H^1(;B~Br%+}&&eyX
z+mKwBBnhCS-wBP8U{0#A$+Y`Pif_GLmW+RUcBdrIVivubbt<8!`qeM1LOWUK3of@s
ziT!(`Q539&hGH6M$<tlVBi1TC)pUv_=}lD?W`YOdsFcB%&mA17>HsxwIID&E%x_gg
zO#>u0HhB3pD7I46R11ryZgS{@d;2>viSWtn9U4tCIu@d<X7-4q`4t3p+)dhlrkI1P
zsj0`q)~|JyNDHYqNNik+^2jv|vTRUcoZ6^1NKh!e&wn?C4}!C)fE4D%#&sMm>#^p6
z<kWh5)s+b5V4Fzc0s%qPHitJ0QI63>&~2ArhNm=*n9}i@zs%_9d9Up}aaDovF=mm&
za_nB}TEV|MVj^B9NeMUPdX#J%jq?IgP0+eDdgT4vjhrQ@H_Xe&aPT6Sikthp6roYs
zapw$x@KmhAadI>`tn$o@>=xf}N%B6SZueJF4aS1R$U9vJ-X}AIA(i;RI35pTX~DmR
zK93_#G`HfyRx@l$Um8B3K(t`GZfYv55-+UbGu3a>=k@?S5aK?qqhL%3wqVBP$UEYN
zWbcn{EXe_?d<I6`15*Dlon)jbLvmJL>expr<OPtPKt_r1MunCwc1AoMUXpx1VSJp<
zAY;KQ)YXVs(8HgNa1+>H+4s9sDNj7snfL`v(Rx<JI;|>m3t>rF4D)wxnV;o~JN^`x
zu^u0#pXTSMF=tJ{#ab;nlGE+D10_=J{}djv5dKF-B@6Th8%6bpz+*ane)!&<ui<ue
zb@hshIuk%X%90tGb(4;C%X}+5TByWzSpOSXU(aC;*02J)I5`ExB7^!i@UCPGskY*w
zo|$#(Lv8`^Ea28=QeF#|?dbt8MJF;fb`##K0++kuT}Wbou#~NtD68`Jr6Gykm;9Vd
zA0k1_!0Wsl$1)pu>eME@c0m}y!N0w-rY5b4gTctK-h?L7j?LeEs+yc>yWj*JiWH#V
zI^o4MSH~+8ziH}Tt&_y&B(7+$_7R}tTP*vCAfnQE+*mgF*goUvjw{e@>Lcd9=9wPu
z5;2{dk1(-ezzCk0hHZVF9Fm0m#VKFMDImkJb*V&77)bgto9xL(wc>4g>4gN#iA-bQ
z^9Mx&VuIa;?lu2xw=BG!{dw7$TowHF*wwzpq2=q)aQ#(CN`Dvdn<W`}o4YPQ;0e<F
z?UOaFdjN&h1;_qV)zukV?QvAr7ThY|1*EH8$)PfS3u|a$31+@&fGj{+(=$Y+vh6LK
znAzK6utRqD_kP}aFLdX8FN{aGyxTs;rH1&}kPU~N%7pf%%vE%befvp?{AifEb%#q*
z%dIjn@kF60NCJy!fPLqONUZxECS>NL5LxxSs&UJr82a$p<S&k1clPi-i%u&ohRkPN
z-$IT=K8<$27EQFR?TcCOY$e-S>+h9Dd5&77BfGvQ-b)A${^zTfKsyjoV&sZm@3wJ4
zD9QOm(Yez#@*;}W*oNKvpl|QuMiokYJ-fFR7tuJ^j6?#tgDYwxXnqpRD|u*hLTC-K
zo#8*CrhM9q9W{|L(hLvR$>@AXCmL^>?i&gj$^LshuOMl6`U;GhiSco>5L(}mArm2N
zXpyPAfnLFpdBl3IJU_eN+RsNUonmFv0oSCUWx8@u<RkRgLXUq-{BdEoQbr;Ix2F2$
z&_?AE_^zv2yOuGK|4gxRCU;Q<8-Jn<#wfiRkrL{ff)je`VF=D}{^++9E6-(TVKIj3
z)7Y0{z*OCC1Mig%W)!q=<;L2`<|mP$@Q*el9IL5+iatA55ZwE`W0tc7L$n3NcE{AU
zkbxkZnvr|0;0O?d32eWSubv>8aPK7TGWx8hCB9?_!(a(W4edjs8?;CZKW5^BnxYA}
zx(6&$O8U8Fn>=z^rG(&nFmk^4fy8)OSCE+MO}cZm@1g%sSay#R9HQeFeA%~$PT9_y
z((lpVnAr1^?*&iO`32ryzR0i+?wnl2hX}~lAI_`!a7-&5JUUYQ|ALA$^opzmq3o~w
z-)_^<aBgJALYmmt#1bYRKiLep@vx~d{oWRwF&Q!-0+0q*!U|)bpj}fz{(cCj+)*C}
zIlxx;;NU&`5AB}B_2@r~Jobf<0(-7H0TlkJ!~U=wdJ>@J)q_RNi;nO=xVgJ0AFA08
zY+m_v(FTHAW*)5sedSXuG^a*D96O44&?3nbpF0l%C@-qNz(_baJer;apfog2U20-d
z5nV_5wozV{st4RYTA|Yi2!Q49z*=k{h!2iWc)N#0!Ks_^iuqQs$_hS0MSx`0YXeFk
zM;R^@ltaB0@9(B1b+DTYGmixp0_4ZHgY+E_LwY|q4k<l1Y?{8!Un8w-TB^OY7~#vE
z$l(YI)0!Ii#PiR}Up`sMR><|SQ@5*`W&<a-q3$#_hCGnnzbzT)Kqqo*@Tsc~!asRq
zHiD}gc9U2|<N6`>S9E0p%e`Lr6!Si>*c@8#6mFgOFU2Y@zj~sD-!kDhpl<X<&y1rh
z>CIq?8y6A`HKOn7pL-|X-upSO8|S`<=EV`LU(oEtpJ71h4Np$4e-BdR%G9FFQRLo!
z9&$PJ$qg^=IupYK35^YOp8d=|v4_=T#$F$1>T7KO!M3C#4OR(DT1s;)ALt0VVQ$)b
zUc)@|Nr^2ss76cF37bII@wjRo0xhz_uAH#37NEGVUg_VW30_*5{s8?Fe7G9rT{1Nk
zf40=UdV9xr7akdy6-AuM3h!jGe1cmPiW$k0!FP!@cbfXG5)ZS8vxZ=&8s0R3Ece_S
z0P-^xo2H6~tdm;OgMXr|#Oq1(a-=6^(^TzeWvP052x_h+=QhIAmT;xA--8Vl7GAaS
z&@_zQoQ*C5$0l`H46N3FW7#u3TFS&fQn|Hp^M>G?T^7DedGNy0;GLUG!w*Uo@5(1I
zJ5FzYauc6Ge~nsOiyi|GtfqT*eD$9z1drZdgr)YCZ3FTJ+Dz--+j*C>n2Ekwlmit_
z>)>6$Ioq{6LJX>i1;mcrVE0Gbs^fXfn0F0``yQUko76MXbvop*4(}{xr0=^(&+?Td
z8_!*X)lgW>cg6Oc(KuwsR-Ccr!YqvDS6z<VmM)kR*~+q>)#Y_wgr`@~GHX-63|X_N
zu+a$}4XBX-gz=2=)!(s10&<Sl{+`RsZCb<ZCFCA>lMw()i6R(}8|j4>u`QE>vUwvU
zs-_G6oy6gzE;-c@d)^gaK|o_&?|#_x6urQwZa50h=B4My$|9kMZPBQe++}6urtxNG
zKL}Mr#K15B7P-)`<p@rcR9RaSuYYZ&W9U<m12==%{#9ATKwEgiF)2bP%5uQCV~<gQ
zPj@%?fa7d>*_<Z0ebmDI6KljVjc8+mM@IANw1>>k>IZ8{hz|Q0JiWUa6)9;YX1@^z
zQ-}|^wR1%_W_nl><)loGt3{OoCtqeE21lK=#ui`q#63w1e3;4~vKGWXxJ1lWYvSH@
z&7ydPEC?7sDyzmj+RUwX9Ne&Jy;na`&#z^{W|AqXGlm*eB5iF1pwyI|!pvjP!+QP-
z^%t6kQnJ{_@GBV=XX7=AiS-}DhMoAI+*IvG(RQl$|5geee)%thW#ycWn8mK&>B<CG
zd!64QmdEp=_VSu*ap@aPINmySYvVli9**$20Q$zl$7baLpwH;@Z83XjupfwNU>o@=
zeFX>pho<J9nKz-7A`aC1``VHFEx0a`j4omikGU*!(&P6JLVN0WRLZ^`0877(yrb*Q
znaL%`=*<l;7B8R*K)WH|CHBjoZ~S+Nm71UEcBi#9-%9@Z;IorH8}#+q@|Wc!c9$84
zM=)mx6#25MizOp0F}QuJXxaU%r}J2(;I_sB@8yl+cMhj8H0xt_$nD?l@y9GpOSok|
z()5=Y2?IpV@DC%)eMeNMJ0R}gHt)aSY-?_6<9JoecBS%;=XASrDEi^)`-c|!?jN7U
zK)O$@f`=Or%>U9aJRuLZ#TtV#^Jz+vk?5_Xqll09SF@M9V<&e@Vg+SoWjuU*axO0Q
zr$?$XWd#L9m&3_{R7NeQ+XJP8%bnfb#H6Gk=iR~WPYiQ2^vwJzh8<yb3v3NJ3p=uY
ztJGbMZ_r^?aaewfM=6y)KJe_P?Y)XuzxHwuOz~0cqbs)TX*<964vR*wuqCDTO@t)m
zs3CDC|7tN2SJr}Li7Sav*vq9;!imn{NZ|X*Q~6h#p$|7O`{xY<5JRF_D2*kU6-aLR
z<4e`OM&=yVKk9E}KWs}P*RE$v*9m{nu}7P%Sgfms)GOE;FZLqOjz%F|k!METtc=X+
zjSP&xpYZ~)3?;rHy&dG4+qLCIKK&@1zmq<Jc-~*1D+kwwjZ0R(KihAa6~=k=(5LL>
z?y;>jW6-|0A6IU>x81?7OAAzhXWU77ma4QP1AjOdkMhTE4pd<Ho(UUGD;8sXr#T7U
z2w+6+%HIAjqOQZ@>fd)RVB|x0juTBYQ|5Uvm;mBOXOEco5u4#=uw~8QE1u32a)U^1
zS67?)@HeUy5Z4uwf$TU<(qwT5KcMk;9yn8gA+ac&v}iJJ(O-4^W@$l|_%E^!G7^b_
z<Gfo8mz};?+w-khU1eyZ)Kl>wol+?q;q}}37G@xEMpFk;R#i9!{(ZtfNq~<ZKD$Wt
zNdfyZD?bq8(`Qqap`EnUh$$_>=mzF}$6O3#P4>r#YpMU7FV{~s`AF1U{zQe@4TJ5E
zgaftVzLv@GB(14Ht%!!@x+u5+Vp-t-(W>=i79<GcRf||>n5OHIq8rwv^_~Cs7cg4H
ziEH~I917OVO<Ggm9oj4MVXj`_sGOZJyMc<M)ABI2Pm#hUjLP;wq_?6I)!B26%!A(r
zmHW!xHYPk=rm(CCVWH`sZBa{R>(IY@DW_ehUsfwM)rgE-1cYIU;oGk6-DvuXOKJt#
zPlau=-$R=n02(v~6;*NQuS|#Ywv$@fCGc7Bx7XJ1`$BN?q!{nd9QFo?$jR1*Ce|SA
z%qkQ^e1Lt6ch$rYUD51LuAFCO6o0a7lEj$=2{;H(ntZ^nDNiB*X-kVHz_OmPv_@pt
z(_|#i8kf>tWLxndB=r@J1h^;62RRH{r7?m$J^{GZj`&U#)9(s(H|9c^S29;_^HO_l
zHRC@VW0+4WD2~?F#t*9<?K~cv>E@K{61Pj)-ZAi#Jzu19jlY_J8Z|nMO#LeqTf;I)
z`+YSX@@5wmAzOB%p7zt{WgnwEZWwi**F0bLe=MOl43owU7Iy7f>XVx`FgST+pNYD9
z#w%0!Yt#cYJ9CMPu*~*nwBh|zPt#j<PPZO7FCtT7P*z7de41>^nN$?<&9$~P9H_(W
zB9d5wowd*!IN(}L5i=FT-5VU8UyCSNYp*ZOsjAK?{s20peuK~8dML(tPy)hJ`!f}4
zU3rm`yN}X;HD4k31p2E5O=;Qmo-z<xgX*{yOUhLyqQ%qys=gsUBkXMumKgY#R5~tX
z2$c_j-hF1$t5-OXe@NjhgZdJjPso<ql|3VI%8w!-%az(_@jF)C#8rpDS!{R3KU62r
zB`2DIi1^>=KO%fJ0w`@a4&M!_K9S#wd=s^s1R>IYAqA#KANg07RSmpNnDDh;_#$E1
zrBH8*L`@8=zN3QYH|CC8o0zJ8(&8|!N0Fj0Ed>Si&x|A8VB?j&V_nkhcH#=l{4lkr
zc?c(wc%IvMa#Y1`9XGDOQthw6@Cr^=+NL6a2<@p-&tinMCspL3C<V0Y^&<5=Sv_JG
z-&zFVnj`UVkJo6w*uJ?)y!vVH)mH<iQ&2Lpl#4QKDQ}$j42!C<wG0DH_yk*^ENL9O
zMm#U-8=l-xyzu}bITE%@ix6@@ptYaJu*(BPnvt*)Qpa*`M<<!>yO7-1yDRLMoSvtl
zJesgATDUn)KI7Ks*45Q7_c~hyc@b;Mkf`?4yU&;*W{J*YoX-2PQc|@F{uV{enBAqr
zZW&W{!b@&gh_b1FH|I&UTyo;H-kYEAQP1?}pH|dCm$zSa`j+-fLrY9kiMZmFFu!mb
zCOYYsZB8GR6d!>{!KRF&xDDrY7Lo6(KMce(zZ=HQ>51{|IL&VTi&r)aOJB>NBW`{^
zFu(gKfiY1kq=PqYn1Ec)QvxulnQB&2QZo;bJLYF}9-CH`!$;@V&#UDDenD<(QsLN+
z!{75&!tpPWi4JW@@PER(c_231&=QUfEesQ|<6)IKIAI<StCOx;WC?Wm%=MUY<g%IN
z^t`kxsu~`5v(j)G3s?><mka|+kE^F-Y+=U{TUW3>S~o(<-KAh}7Zt=n<(?%<S5%>_
zU}M~#V>hwwW=8J@AMKizfrI(2vXnglN78&pl2s6?(eiw9Oq5vl8C&sy`8q&k+e@Og
z-%DcUbo`OAdq^GfI_NM@ubg_Ar84yWf$qYqZvo2=VM_eX+;O9|(=O6#_-xiDqv>jk
zPZ}0c$#Nrp`stTW@d6vJHwyJs$euvl+aNdUhyWd}+ZBN=iS$VXYm)x$*2|j%49B7n
zRC9&_bAf~#v6%~VlN7HKHchfoa&uXEuX!iNkV+;<*?cu9rcWcnr(9SycnxQm+ks$R
zfNCi_4KF;CLj`?a0$U6ArwAwhZ^DtoJt8t^;#He+iiRjXm_6EO5IhwbOGg>RZ_L}e
ziLnliW8)%*1S5JASdFIo{mSd*K%U<Q>a!?aaiiVORT%o`rm&2W<Ic<{$y6L0+$*&B
zWt4_?T^mcXkmwTnnP<NwS<Seqp>n(<<D^fjZE8RZckni`_hd7yn)4k!%PQ0age2x$
zl1AY1G#PSam2i{X*I--uG64AzqYiabNi~{ZpH{~&9O0WlMspnl<_S~`S5-;5835D`
zIsYndyw8I6DcNqQ7x{*{mF}Z;lFTGDm=(dt-a$qGBGn5N^DJ$xfFzC<hnYfmj#f7N
zi=`NJGc|605s>lFQR>5Vw+@Ag-|e0)ZP<ZY&eIn#sgY(@k`{;LpSYGwl$wHOIAQ+^
z6IJhX@M7s}N%5)p1HX%X3$<uoMJ1p!3PN_n!-!kMRbGDRa-jH0cgL%frwYXrS)cgk
z<g}=MLhg84B_46XBBO+bSaGMIC`zpjhprqbgG^wYpC6$rg@2{8vnrF*ZKat8u8O{{
z+JQ9&?Y5b)i1<U_r1PG2n6S9!O*((@*ZUp3j58Npuh5rj7LwSEG+_GUCrqWT(K(-u
zNGU<<G!;G=11n-&Sa9enE3HO*6m{TtG3t$n%r+fg&wkca5OGrF8uWXr7=(tj>DqnY
z%_C$-8>Vd@N;P6l4g4<e=L`6#q8qY1KgesbPffwo0ovHkNSS8IUYx6H;wL;TLp=MZ
zrJFUgXnnj_FdTfs%UU(mpvxk&GBfo8sf*zn*bePc<p*b{5}G)2$tQ5eE!X-!{uDms
zmw!Et9ZP(_Wd;5tAvg`Z`<m2Dm+7lo!feCk7)|K*WM4;<&J2kiDJ(Y7kG7EcW?}r;
zhh$DH5Ip{GNC%MH5l~nnkln&6adT6xh_7z7m;a_iq_uf?%|@`;vd{$UtMmR-B1b)}
zOWLoTsh`Y(8A;3JofuaNJB63a_=gk;O~pyq!~e>nJgEk#JR;+w;FkL^MkOq?k{h4B
zURVmY9YFTGmU>WBdZdcW-Xu`-5QpunCqv14>rV|e33Us3ATCC>Uv}Ibq(8+yFOO4g
zN*yG!$Ax~>Q(iOs4I{>PC(sa{Wv-N*45CIR|CMk($v!;&_s2?%qkI-{HPnb)0``Wt
zK%!J!RRg*r%!^KWN_r^OMTO!or~n8%uN2G1cT;rbC_4yfaPYH!T_{}!uA(4g_->u5
zWMv{MsX65Q$RsGJFN11I)u6+DQ_jNp#Pn4DcxYPeiqWlqz>XUe4DV4m%g5Vj0_MRE
zcf@x*GBkzVJN>`TKh^VNJTDjzQXQw$U`Y-D5D&!>_r>6IP8TcSQqj_yf!&s_Zf<(>
z{69wYWxf%f%>02hH8TTy*^whXovt=9wz-|cXlQ60`0gI==zQIWh8M6qk*X(%`cqi+
z#R!%-L>R}Op$6zEdXy{##jl|Jy-mlO;^c5LLVrQ-iD1t*D3=6g{Blv+rj}RLiiak0
zv*B+C&f`uL+OUf<Ha7K>*UHxDgf=_zN#<i9@v~Yl2)@`NHNro&Z-t1036hXGWDv_~
zY|Ha&5K$2=)%rLWTGKFUBBB6-QE*4h^qf@ubB<j$&Es9eoU|Rz<JT)GcYZr696vnb
zVfdAUEI1{m10kQ#E(UR9MCAag-&48f>3xd7bN;?o<)D*%vkQ-4m1IS<w-`s^7z$Nh
zFWUcYO~xf9?k5iqG4Ks&r|IVq>eTn8)k;Q9sUu+->b1TWp;_p6uSN>?)@jj@`77Fq
z%4T==3&zpnO|p5!hDJ~*#ZP4sT(Bp#Ed3`(HC8jt>~B<jz1k(Qqhy~rlmg}7)~J<&
z<UcJEt_B)me?cDnvh7<EOq5?H$-8Ql!NtE>a+Ri<5xc@@9$H|wju(0~9~1rkoYyL_
zH^u^a17bzR>Vk1&vm7(_+&WGFY6jc(7b9n^DY#4@s%tQ^s)|@v8R7gxFtZiZ(s>52
zmFYgM4tP_1=_A`#u!gM+%JA|qFkkGO^MT^OJ~FO}EW;Lyc%xT&GCe7%{(9?e2H=8u
z9k58<zPuFZRT(@WFabU37aGO<C^XVP3m*<84rMJda$PX<qwT@!^<!5nG#Y0JM~=^7
z6VSG$yptl=3SSn7T2Xk6b|@i;c$vgabddsz<%S&{R}H;=dpXEzgE=TBbN)%9lkAXv
z^};(A5I-Lzzn8kuoo!|MO-cv7%VF^E4O!|M2}u!oZO$2zUF9R7zut(_={h~|=!nI8
zuBN7$p~3UT;wO2p*-y5j_RdBhTu2%PQW-yU8VEql=3lU>=xe7U^Wgq{r^)awDB4ve
z0N6mni6a|}Y>&LD4J-HE1uXoikL=RLo<$Gqs~<VOb8^Lo7<j=vg{5#%PB>J`-g%DJ
z)IgfNUw&<2QWnQgseipRdhvEcDnB|Uo&Va-63hVZuzoR;Ar6sNxRaalg!8KI!XGd3
zm2>4z%`^t3A6vl1v-TR-&F$+>EMKuM7Y-}a+qdSK{)wGF3}t@Qk@M#=x+B=L7=Ed`
zr3Po``Ge6_2<2Tm%dA84chPl9!?Zs^xScRfn0I5F4L1WTzO>25zdEbUUvqCr@+938
zCK8o5V7mrK!tMN3He*1#6l*AFjp#3my~>_x@nkZ>q+*b&V-V=AT%zF3XBLy|@B-d^
zFg9R=czlxg;m$#EWo#Fi<((a(8FKRP_DMj%-%i84?oFEHWu9a32mZ6qRBgP=voE)T
zl4SLHkn9Z+qX+VdtdFGxc&$pfB~CFNgyW_!)e1LM8lDmn;*pY{-}{8T$Jd^<$m*}(
z2@Bjned8{yTsWe{g7<+sW<rlaxuE&`lQpzbLK^|1bHd`ZR*-1SeZ6nMUSeiOqPeDB
zS=i*_l9`e$A#rmNO6x*l7+i@JW#wGCd6YC=sd3U@7tod$zE&NMW|EJRz~LF`EOu2<
z4FQJZ*R1;vENnYqK=?9&@5+cY*1SGAuqj<&Cg`9Oi@y_D)_{3+HSV!J)+>qVG6=f`
z+?2jf4<@n~qx%$&_W>TfEr5UVdJL$7`WU#{H0h^0>0(Qvr?@i=!jQI`5x0D<`M4)Z
zvu}@%ZWk6Ga<5-gqAbs(9%ifxXeIkn$=w8N=}?!0U9;{*PXo&JBwgN~;QW`OrLOP@
zA5{<5=?JE-S&!R2aS}ucBsRAy*6n;3NVD$>ihdm|_>+!(DClhqnSpQXa-pODJ<>b=
zI~tX<a-z=&M}$QF<(k#N?7WJ_fjT0>nDenT6U^hiots7Xktk1(ZN-k4GxQKF$WR?c
z#Qx(s^NYP3mFA+;0rU=oZH8#~U;skBrxFL}R~`M7J9G8b#=w>=1c$W91Bnsek=M8h
z^K(Hx{jifT7#}J#NMi+Z0S|`qt#5AFGO#yYzL+a8aJUSNc*Mf$a|vywU=b}0n^wZP
z5f}g>^u^%6uq=WU5g&+ik{n6W<{y0>tnI7<ObSHMZroh5jf~rttaU$Wd;GkDUv~Dp
zr&MyN1jne#TOM?6{%WdB(g#;U@54=Rqeh_4YsmOWaWA2aR+^Mh)I-Y2+ny%M261`t
zuyWp>hY`Rjv2IVcl%`WmYya85J>L_B7ekX(@`b!j(qE<#gZzH0E7_GvBc4ok@R}Tj
zPPgo{K=I6v-3tjXa?94+hlVN%6>W&4JDPFs7=}oxUo<8v_m!Bb35~%$1Bp{Osc!s%
zdr^pE%!Ec;xt3SOVo^lgC<;6WI?=D@#1cFILvYJ7i{)opj_n_6zy$|paHC>^qd(u<
z9yR~pV5{8JIw^Z@{fYG2fw!Mer`L~iVqV~!{BU(g;U}A!OY`t@B?i!Eq*-+1b<74)
z;6xFPv6NZeX$|5Bt0e6={1mOeFj_&zXTqdN2CkMEJ(yMtxcS4S0!(-Y#@&Z8R@sEo
zillK4<4Z*K>)4r}i-C#2(y(cw8ZcykIshbcBni<bPkk0Jtc5w^Xl-pA^#08%W$UMv
z-triqO6(l1g=}MZ4DV602LzOx2G)N8X+R@lm~n{A_MayA(x%OS>oO5Wd``Z22xe|+
zI*@3Xc3O;!M>a*`H%~8_T%3=uTZp9`nC&E$9|Nf;fNvwaM!^piw7f%To|OCxtZ(%U
zCnj{Wn{|TgHt)o(T&O(CD3ebDLJ@l*kflp53+GVHyUQ(rp%7f#6{DRQ(~?0Z)jMJX
zMZ;Rbze`zIte4lM+~5k*@e-%_chy5^AS2^3q}7#Q=NgXAewdotGc!>`NM+b+XgE~{
zF@9=#Qu{1qrTI5EW?yTC+uAn!C<OtPt><7!q8Q*Rw@<)B9AR<3yZfEHvX2aVMZlVo
zj;+TJcw%!^R723I&gJ22S$(0Om)YUZoY%_Ec8JUohQ3C=^5~EvD<qhz-mR=Q*pOU8
zfKl;x*USg|aittxNeY@~8CctlQb3K3mtVTFW0l_Sczs4OSvUIKgCQ}-lw+}Ptx-%6
z{3dDEh%FTrTWgAXe6$H7ihrJ+x&GAPK;Pf9ZNq2TAfMOeL~%H1$fb+H)>ZlXWLFxG
z8UK~UPk2mMQgW6%v#2Nw7+GEAqe7pjwL^^`<}|k|e^Bu=a@9^V_co?k8u)=k;g|eC
zcFNyY;;Gl6J&@LyKx239@rPL+>N6@`Om0u@s1uj!rB;dXsB;OP+5{YN+{!r;&M>1c
zCB^$v+dqI8rs1P|cbZEi!(SmUq8R>aG0w0qY4++Rf>6L1j-sEhTpLZ>$QN=a1t~xh
zuhAM<49O*ZfUJ0s+5(YXQ4n0@+fGC&+u1;>@&@ikDs^5AGP5nB+dj5pZC+9?O3aI!
z*h3~GIL8H+iy8K-Whj7IBUWS6VjiCrHsCRgO~SAXf0U}<`Z(6=bsD{e%)WkBc^dV+
z!n+Qi<N$$`YDvlOFDREE5%zozrb{tzJ$FA-NUpI^{!4B1MsG#nmvX6=x-Jr%SQ|=~
zy4*L02C7MUIv?Clek9u(Rht06+iIhh{s#h(!uZdG^_f&kPmhpNI>y*Aq!6rI{+kz7
zuf<{D>3TOYE$u&FDVl)G{zyzkQKLLz->bW0H7HnE2_+?DF)^`fmaVDLsCN27>Tx{l
z@Pz94Ogn~;xVB}FZS2vC6SVc<e+irq>DJl=Wv0)xH7aVVA*GTy7yzYaM(j_Ym)GW}
zV|AhAg;2Zix~_NBOm`aB1*D(SHJQoY<WHx*M@MFmpAYWKwVWyZ`~v1&uie}am7TS0
zbA3_Jq#T!(mA2Ps(1am61_t4c<KjYINf69R8hk4a90yF#kijp_!PTkcvkeG!=J)&u
zDaY~QFW?pBXd80oJ86e;+cMWP$XHHSStH>@>)tT4445)5FOAxlATB7Wf>TzwDEymi
zJY(>7yW(qqbzM_>bW$}WBx&H474HI0TyoC)j9|VVz&&%4bRA?}HO%*xcxTd8mdn(V
z5vpEgde9g<K6~?wzmhr@QFMPt{03t~S5?)w+Kw;FP|@o_`rsvjY;i!1!XKCbwby!+
zeJ9coOfUZ72W_OL^pyF-Sk0V=(Fjcu&4(TxCyPOQBeW@+v~L#OxCWXQpn;{iU}En<
zlN43SzM;k?$2+uyMQS7~sinYtSGzb^tTn)wt`fmW+Io}Tqap(ZjFyzK@_lLtYaeHN
z4B|+<)PCMBbEDU?srN;pp&q<P{b8M+(Ls$n$QqZ}3B6JzLQ?8kEH9i3IYj!^dz6Yg
z-IRmw<%PcuhE!*Frbkv*{-wP^v^U9T7H<Za@SHvi9-HnCP&ETwaT~*{<4wweQTwFr
zwdXy$zc+FEg{N4nrGGk5&q9}O_FL9Q^O@fo?v}rU7u+(r`Iy<0z)}6priQl={US*`
z*FO>~q*{sLI9kPN!a3TvR3<t|_di?9_C-kZwLXmvF&ruf^uYvFhni#twO9DRRaqL4
zEd7omw(e19X5_StVd3d2t0ZI{dHxJ8yCqf;$5?QFspk7gYSlD{)#3Bt#?}Mf?X0KU
ztqS`I659?oJj`KzcXtx&MQIkYJl(cGBQt0wZY(2dMm#Z5A3F)OGbE{_M?f{g-kn+@
z&IsLB6!XQirsqtSCVKX*La#sM_pxu<b_52;e!{&BOa}Qmx8xfUJrKN`iV*sA+|swT
zfiKf4Jw|hS=~C<&Gx=0EZ8=s3$1X*n+{2+5)6Nc(c%Ud4XfTo5p>kV5d&p<+Rnso}
zOh55IleP;U@2qjct7vHkR0lHD3}J6~2isLWs|a+z8KjH-uwYKh^$s;5j>(Lb-z%!V
z{D=rot`m6iyi$&tcpE3|iI$kDt7d-#DAjF0TBm5tlbN#-{sp+tU~A*qnhtQeV<el)
z>2$mcqrA@(x*rG(W0@~c&#G7&hU}*Anp6Q{2s!PA;>P-7xLdAGPzCRh>(kOiW{G<k
z9l+X9<Zo*PCVkg<;M-E{`O0X1D7ToH6vbgD3$R^k5&4YkpIVp4R-Ab0!zuLjD8MfZ
z2#T7ABLXRJq=YAHPDad+z)w41pH?-YQ7LxCJBZoh-acF2s)$D}-BHohiB9M`JD98!
z5&1vf-YP1tV2v6~aF-C=-95O4U<pppV2!&wp@HD;u8kyk(4YYtcY+0Xcee(bW;*v@
zYt}r?x_2Ii7oa)kP*tbuldApgZGu3j6KgJ%TP=J=L1}a&=id{eOwpbk`x8)?)1bs|
zciG!*O|sUXEE2>aS&X#~yUP@DtO9Yr>>Q76R-+mF<5C)7Z=BmjVl$h6p?qwJVKCPX
z@9z1C$j(&z{3jZYWu6z!wyzUiQ5)<IG&Vi<5DcL}cT2_c(9*F(<VO@}!B9QiAMuvH
zIC?rb_^?B6(pyek1r0!Ws64B?<uRstaltY`A<}n{SefYR4ot4Swbu!-mBS7Yem~L`
zokR*Uj&=@=vl=a+f04b7mA*q;q!>rqgoquRZZFEFYR}R^B<AiZe)D3ahgayqNbPgj
zUn0$cN(%fcTC;Q8X0n1f#%jIkQAKgxgXb1qdJ4#b@<%?ohQV22iC(-w%^N}p-%m#e
zpZTVbnb%2}@-;1kkF0A05O#3_>s~$=PfsD(R}<hINfV%cW?(>F8q9L@#T-ep5-||`
z{m+checiwySW-rp*(hn^QJA=};rr7bX-5@a{fh{J&(MgP%olBmU_|8StIqw}zna}w
zv^bnc8DY2T8ZiX8?ibfQP0qF$@N*9S2vK^UpP7`o@dS`c1Tj4Vt_xjcFPC>Z8#T$W
z0vuv0i%k=jI>f0CxE&cdNV}h!ZJ5HTM}pbu!uSrXLlWU~Bh=l}8N-785HurX%i3%7
zWBOPZGk+v@QcD`hin>ym@27ly=aNbc-KepMA~%;ekkhYp;EvB@&HyE-muD3k(XU~1
z1n{bIm5L(dv`5gFozkA^-71qc&?F&|b4r<~9-KlYm`@BDlR);L-eZBgAk&9ZKH#3b
z)Tb3|Dw`M(EHWe|3*|)RUG2dEX3)fn;$XPi5-lXczA9nEG#ERAx<Rss=I)FA$(H(@
z0wkI;<P%eKzZliVWW8}M|NP!PK8#i}Skyte@j_UVntyI>AY%1&QkSkFPd#EnjK&AH
zKDPBEP>kO}7;pIKg4W>NeBUTIEQ(2I%mmb-^L+Ozra5$TvI17yz!0FAm5D<~&cXGw
z=W>+0&I%_Gz>+F8fZC1uVu~<8B6X<#_P7+wG=Yxt_XZ#Pi@n$N-wFwQz4luwoSz4n
zVwjGs52E^P2WR#{t;fzXM%wsIM4~NJ`QeEB`R1n%u>HX-S{NGajzaWncK7-y0{NW;
zJfaeYw+JkPiK*#Wl{phKYr1d5vF1Y%F^3(V_k)WMIjbcS$f-g|a%9iL9Z$)^-ZQ30
zP>ln9y?50VmIeAs>ocs)<O0t-4{8KQ0B=X;WQu`XHGEfoLYx4#F@WO$5gbUwa^BjQ
z)lG>HT}2Lp>v#2bx-?OR*KJQNI8XHU$da>LHJnCU+#0kW3gY}E9cofQH{jr`9Kba=
zGw}fs@9k_sQa=Enu04ep4~hZAzjYR=tW;0pH?kt8rk2TIl7b5t$DXO$TJ#pFQtW|`
z=kUOwJNjG-Z=AE!0<pQ${wOhBBUC|chU7u@u1ZR@ECDs$`4Lqx{SnTp)!WNlt_Qwu
zyU716s(cW<u{fAjAQ0$m@37#HX}LR#M%sOMYi>;y7M8`O16&4ihB(gG`m9<~ED4i&
z={ydNSqX_JzJSJDlV3F)Zi{V~ju*N#37G}26a9Q9Ct?zX)Yf?D>|_Bv6fUahtAL+T
zz^fLcCJbW4qFw{0Ixz2ZrHt47;3Yj2i-5Ge_1_+x>F6vjp6}#WD#gd14=GkCR6_3^
z94+5x+EqtzZ#PUCYZ7+q+bv{&iL8G_0a}eU)qJ}A!lSFx_lEo~kixkr#3(BaBFIXd
zqU?ze_!81+i=1h}grP%|qd8x)+pC`_!PHiTVZeuZNvd|&HyqxUnVyg64BvED*X@pn
znx)PQnf#(+548J=GnSTG+ZF1k-c#7~8EbORq#jA}v$}4?-)wy*cNALVMEr1z_q=IC
zZG%uXvZYMT+z2m4whJAd?)<AaOvhacM-J42zlCv2FrqUne=s-FHq}&!-uUu~01M0G
zYGST70EN--Ewxw5s{7K8Frd}UtIU=!SL6=fRnopY=BWy@-9C0`Z{NL3gzF2tu6gZ~
z{rzrD>pwg(_EZ#8$n#)F!Bzw+I_ai|1Gc(>-O6u`+UZt=tvdo(ZxpcPdk&(?*jWj!
z@T%Ckq-7X|CW9{;8znn^@}uBotOsSq;egMW8pgT_yn7CLDn9A2F|`>vJS~==WR;9g
zKC<`aW{AKko)Q+nzqo&vy!NACAKcyWmr=304uHeZ(i!)7$qy8Uh8RR=X3%JbG&8aE
z0tUzyZr-6<Hr}FnneKlJu3_%|ph-F^R=+))fXk0>QiRUzNcdJ~-t=^vf+0=Eyd86S
z|FDduC?|`l(=YM0CtT;pj&)n!iWH}h&?FA*@$G&rz67l`5e>i(4+8D^zCbb`0;K1j
zHm=c?yVkDGP9Trlr|*#TY`Q-I(u|y2)b^e#dDfI_*9xlp+V$Jkx(+615oiaEd*&4}
z1LpJ>JlOO61CEE5R4$T;mD8(t5f|!q2S<m|YG=b!3Pmy4?dtBnk|kqQ@EE)B;2jcl
zo|y&h7P7hseh$eCA|raq!@{H_#KO0LYz^J>N)JhWx)7N91}aApltVvy@8Y6%v8(Gq
z>G7t@cV*)Jw=AYy4`h2P+=fK0&vBP#_xUqx@Ss#tRu>Z<l>Y7cv1692#L<&hI4zwJ
zTH|<g+25edbWv1XO&0Kp%f#W*-MuM+^o0SD$W9S56~(#FU3F6{@dK~Hyn(l0AB1lA
z@Ssig@0D~64ZJt!93Yyhw5#Kw&8X{7vYKuZ9#^C$09hAF*kUf(EhOs<A@L^g68s9=
zC#_Z2==qEq1jK~DVD3I4SCLGI@<F6lXl`x-YkE-=&-iERa|y+PiBG;HRz-0aTZ$*c
zEIn4lFzZrMoN$tR7Rt^xyNemk!IC~8)A59!{at=H?u==9NhoNk-ivowhuQ!@XtFoM
zq1-s5VE9Eqr+;^g-ERtd2+ef35t<5aY<r_<ckIgWlVtvS#Fe(IO&iW2HHAl;ba*kV
z8v*JR73|;Vy$W$ex}u*Z5!2&ZAQ4@J^F|P0@bHTgXi{Qlnt;=|-7eEYKEi$-C{w7i
z_6)zbw_#`HBb`TU8^KWDNAJr%gwvLj+M3MpOZ&MH-Fy;CF)b{N-R%sPJk(%9h!xoU
zPJfV+ze7{5{FfPDwVlm^k7NlR#dd$=KmTDG8OQZ_MPb2q-U^$WW*)oYlOJldfRJGh
zgb#{1tgi?Q8mgFi;@uoe$y?BMX(6iq1Kh}3HkgOxEG)oxz|YTq$QYGlJ2Yy!&=<c&
zHQqB<NxbPM=QoPQbCV*31MV*P)dx$6eH};_8vK<nI<)l4*iBnEX!3?tQ5MKD60&gl
zd1e>!xRomE_?S=uQI@vcKg(qd%UPa2n%N3a5o&e4m%|qn4=TGl%Yb21Z?fC_w-aZ@
z&emM<<PLF{_nqC)LAOTMxmBC_yC8$47qi;d1L5N}7@3lr?n+(`B*b}t4r-MX!~BaH
zshSuGO>~rrN*2g?{HKpX#g!W^kK=A$Q!N?3sA$$<W2Fx7L&@8jZEVcFG$fZ;E4viF
zAcND=_+VRTL15uZ9_o_lXoyY@d6!>R5tjcf<heg8dnr>V6ZOT75UIRu^Q$&vwU+i)
zWY7)pg+anmdE!q<a|H(QuU1`U;;pWNeZ$1=Oud_FNm=NFykX$&{TAQN{9m|njh1n+
zk&)(ow5{NmW_a+tT`<rJ9&6Lbn%-KMmDEu|UC-F%la@S9)v5#6lMvc;scY**I4il6
zf_&3a=AB=PD^k%nw%J3#6{9AT^7wlg(LNfwA-lT|2S2KU{)|j_e*VJ^?hc2H;UY_3
zzn!!GBh~ddw(~nXmcs%KxVHtjsZ5gYe>GDhq=GRLCX|CeYEjCf7MCsP%XAnS{3Uu@
z$fPaWWgQ*GRl>B}r65B{`A(}&qBPRi>!B}^GlUyp*=zU(J%(dZlC4h<^|xE}g})tD
zC(oSp2W`$dYa+9v1^216EjOmZw1#Xx0*V%4PU=4uBM_}bPNQU3vL#4KmNhXyvK)~9
z^5g?T+2fFp7j5E6FfltjkD9?F4U=o<<n%yQFp%kebseYHyT9h&QP>0Jr6tGS5?<!v
zG;>n0?mJ^LxIaB6o3+<e|FJkws;KP0+M-)vWh?w$p<n5cK+xF8%g;@{#>RG`p<!Bo
zq5XH>Je7$(@GF%8%KGuARB2n%$MQ-UK#@f9eKLr(7+d)*;YQgQNL%PW17O<W&pARZ
zUo4*cE5g;m4^Lc1|6Fg>!e;_1JxK*?L)b3g&axgFxHD-oA&O>P3W@gdgEJ}W|86Qv
znW7pfx8Kf57B8V13KH^TS0pijd`zTG7B|niS~Qcxbf~L9SXYAPG1wk^_j*p)rOJy-
zUxwJ|`BRQrM31gKp<YWoRI^E7*6h_-uI+<x!**j`S^ObbjQ7O_dlsV>&!b|*Y#bqf
z<NP+<uUV?VIkCCh#097O*w^UA7j9QQ@JLBgcd8#6P2s~*QIuDNfulvtFYQl_!3P;<
zp9qQyeq&Wu_w0si>3LGaCT}3uM6Fg`+0U&Vc2Hf#h2`aZmjC&-)>O#QtKnAtiiV5`
zfXbgm&~R6GyYb<OmJ{<6Cep17*IT0RR8)1h1!p#x%Z&V)6XeI;PP5HJQr?8x!?x;m
zJVE0{hdXakcPK=d8DD1GBy5_U38Q;J1qT7|POM@rcS=u98@7|qBca6CbG+y7e~iQ6
zEMsq_fZ;`cQ<E<Bru8sOPzPJ8^WSDnf(;#_oFU-(<F#R`gc{zOW^(EAUBPIl_7G-Z
zaPHI8MJ6wiV)l^_YfI;Gr#6e)=!ekvsPuu{Hu~9g=NeeoGuFfJerc$8rObl)*5}jH
z3optKzVYof)Vpcz5-R$usxxi36a1e0IN97BT;5F1b`_(Zn;c|3YAwAy{kC*4U=&E*
z`HTkbe0<xX>mL&F`{moSU(f}K$SW{zE<?M*LYoA{Wu5JNgp~BsvklT85==`KPw`|8
zl(D7xVDREU#sSZZ!keXxav~jNYs9oqI#O1r_Lkti`A!%UoQU8U{L}XTu_s4CcA-$H
zPU7L|2~P&V8_<XAkBW*t+k*+4$H(kg8}zUJM}mhV1}26kekf(|bqCK^8-+A9@N;ll
zg7jDQNoR*CTKi}9+)fw?pqu8UA(-plq2)BM7#V92Flu~1t_y{nk}3pV{b6R|sF5Sq
z_20|4&?KnAq4tthHD)EMk&GBSF@yN%ZEkJa@(7qRqo&MUi7?xhS`!t@)a>@$+c(2{
z+uOX|24*!IGAE{|F)xO9R)^SGLh1^M+8|<EXJM^8g2@3c)VtQvE7N2g5B&I9{j(Q!
z(>-A|9VTqTB7%%y#iP`rJ(8t05(6pE{t9q1&-Q^*OSatxgaOxMbNG)O$)Rav?iCqF
zYku@tJ(*9A-3D~fiH9(^AjeSF1J4Mc{v~2~pCHTrb~ZH=D@Z6rVq>jmM)=3hZ!((F
zA|j=;68eUAlr{My;g>>wWn|K)<d{kkW?7=d$7klKRvmzLk_hSb9*a;*4Ch(k!S{rp
z9Y?iC(o9x{N<o#KWbuI;kz8+Zv*TiqoWgRq>^LOxLdJsGAi@V*Thla|7@vEX_fy>+
zk{rtN+5|AlTM5;5H9~V51#!kMEzjtyB2<YM?$U5|sQiKsmy0*;euNQRKTm~OBfct@
zNi2}ajWk~l`H8~?+-JALZ6(b8YJ(mqzheTuWA3>JIYe6paFLxw_EU=ptW)iK0@)wd
zvG9KlQU>20luWE>TKQq|$vC02hWJ<zCGkxTggJ|KY1O_KVXV1oT<!(oFOq<-%ge9=
z@Kd{aP&uf$G*FB<lQgyB`XkJcy$V8Nq>!Q)rI8gR%~6-B=mpeFP<8Z$d440hQ@h5m
zd^9H_kvy9NN^w?2Y@bi!^yJir;HyrHB4yW!LTPny-TRMd?{AN2e->a^(=TfFh>n3r
zAI?VF;}15SXjZw?p)t=}_|jnEMMNW?dSf0@4<6H}J<LyZl$|$k57jRoMWIwHMAv_q
z%*J5*L)<lCKRemdv48dMa7|~~ta*|qp72bS|5ykVO0kV$Q2I#i?ax8E^-9|k7UZP`
zVBUGFWpa6kIyA-}kr0E=<pg_G5=`Ko!mlJE>L7KQI$R)VcDA1T#F4##uf$YG&d2XI
z%H#L!XtAr^wek_s9Hq@{leiNKFUqGat$h>Ytw75UMvzo}Y-!n($Rw-v_jl7FE#*v9
zxzn6qwXW|^io0?WY!j|6z;vhnpsy+dYah?=Sr1t8jjx)F^Pep4@TgrZJDVF~t?1c8
zoJjnlJ{*rd+7|g3dg2DJP{h#;^c|uk-+Sb}x2=j8jFMY;QRBlHtuQq$h?neSf?T@e
zmW><{`z_Uqp7{41ZIngCu(!E;swYmGY9f7hXIpTi5d{(tt?a9i%=V&)glX%wt0}{-
zoK#Y!IZK?P;iv`{sc)?bwODU3>Rztc-=@#;q}2HX$1lulOHcR?%)0MBMF40TYRM$;
zmRf2jLCf6H2~*mh5W9KJ?|a(yw<hIL&odoaPwzfFLPY$`61BCE-6gbR4^6|6#h*<p
zNy*phINyZB>u;NEDQm9|+?Chw(5iKogzI?ljQViYHx4GJLMe+UqHmRE`kom11UGJ<
z_S6h(k7_K&go#jfH9aXn2gAn=@mGvj_O&}J>=x--y@Q`IiA$OYjxzuN$<2?lf(E$3
zDj*fw^UJ79xXd60FnkOOUtmXDTM2oLC$9_*R<0uLQP&}^&)R0FfX2ZQ^SaDViRi`<
z<k$75G~Xb00(x$2a2{`mU#_NJPt8}e#u*x`9LT#DhJTqd1ZSC!c|7fZl~H`mVF>sw
zyDa7=5hvn%YhHJ?nYR9Aqmq*FI&1$a>h@C&0A(G^)#PReGIsrJ@$?Tc8=3Ha;DB<I
zj@oqQsop<S3Q4l3IYZ?B%S{+}y7I{oG(X88e)0I6jvcT;-+mq(Mj$#gR|sZzyJD~P
z88u?E866x)BW?~v)1>!8eD5aDTPoooMKq2y8=KjG`<lp~^c$n5Y-uG`D<t@o0Of-E
zEq&_xMAmIe)2cO*y1!wZtLrh12B}3V9JRAR(1f)I?N5^$##QRH2${mEIg0SjIooRR
z%}4?mq8qq7ay+r&r6~AZ9rH|5iahM<wI4F^xsPnj%pnm6k`Hqt)_qtAfY2JC%&5A0
zLMkxRfvdMK-#Kexc0WSFqUy>4=z|J)!!HK<os$5@tMkZ*N?A!Tc**WjPGsU|+}HKE
z#{ThUxu%w5`XtU0rC$-f33>*(Fy?*9m=dp^WZS$f4zC1r_u7{m&9~`VJw1Au{-Vp9
zgNH^1Y)KMjjlUw`n8^nB7<<?UD^*_L3a9I3mux0RaC`C$MvHsQm;Qsvgw<Rbz2Dnp
z*GE(bk(JCPd?3e1R~8}|5MOiuIp}2N4U@X#mbJ9ryJBuIPDp!FitYeXt>s>7*WfAw
z@qGfpVWRO6XGn;ta=~gOH?Hfbi99z))?&ni|Jlx&a@WfDbG4${mN!PCOPgCTys}FR
zOj3abR5+8YUi)40M_3U03ZD(V2Fmk%Oj@_+-mJvrYuyAjQ%QEV@~-wY;-u^^XowQn
zSmcv9Qsb0eNPwmRJ{l~czw*W^l<B2=^pzz<r|+~}r^gYPMygIrbY@-nzJDoa<6jR1
zrN*c(_QT85`Yia3#(v>Bo)|e=$AUgz|D&37vpdR+<)US3gXq*=YUkp5zDv?Ih?o^Y
z9;&VkDXqYWU&!R^_6_}&tzVAi=&CKyqN@>RE)UJ=;Z954KE~1*n254Hf&QVOHyRU2
z|5FPM%0{_5KCbPoLTkPCR3-}Q_&P9#BKF~{QC=zzdZPeZP5FSN1dL$dsoZWu;q<Em
zJ9js(XPArn=N=s+dPw<4XF6`kws>kRRwnk)NQrz|WW4msq{&~ahA+$7Rh+`i8`f2i
zVdxwJ0AWlvBCE3Tace=Y(wAC!pSVk65U-RGOtdHI)^1v8NUG1NonW6{(-Dqv-Wu!^
zx6q#NR#GA??cgwFJLvsfVJC9ht*Am8_|?G7$q)xh&A=OkqFHsrv#g^vXsZpc66QdB
z5V+;}tRc&6<Y{=_7+x0};QBp8(v9u7mVu8Ti?H!RP<`;B^NvTGc&s@?+kOA3@|fpA
z2g99{f8D7pK8ISk+h_yuCg9vO<^i7+0{!~ts`4naE1ueaoc9wRq#KTqNz6M3rwvpK
zW!h{&(TLB0;GM6%KXij{QRF;$X8Xp~mU~tsr7~+6V{drnRljhiL-WSOWxg8NY(af+
zGcou8jKprBbqqE;-mI}t8Co&`BXr8DUoP%;Vl6q*bK;$cro#?yIZy?040ijeMb(H_
zW^}yd<Z}+a>lRRVdQhF{A6&QK@{Poxoi|Z@G}~vh78;}^_8WT&)h@(iA^31Px!yUd
zIX%LpFj65Tdn!bVNjdqwK71?Dp`Ycw)1ihI+OyqC287m22HjeTq<lZ>!;3=%>iX|=
zGN0(k1MZD^UsG%Tyyabvw~qlysS+<1<%?E7EnX~bDKIU;AJJd0Yvx#(SH}5WCs{IT
zndr~2hQ8)Y5i~S4vt5HD)AYEHlIX_bTc$yBQLTDOskmaEmQ`MS12&q6G&Utv93F|9
z+A-9|J2VXyIBTL6!u!tjY#|s?eCoOb53lUUe6z!FgfOz+x7*&KKn6Zp>@UtXqWPxA
z$5!Ycu(1~8#j_FE%rEOz!uLR?6^TV=J@wwm?9BHV=o0RSIG9unjHq$#$E(bdjkHV-
zqcl)k7y8>Eu&;N&ayOE_Mp`CVbinO!imDeU2(Wh!s%x6QCZ#`xZ|lp{NtP$*fwUCo
zUNJs?7YmmBB!^EK``7i_pSdN*vUH54raSlPaHygxthMb8Jk=dUaGuc-nP1m`3{8rE
ztistO9pb17Yc3T113ssjE=*O3AZHzG99uB?9+V@K+iEVuEj9)Q1x?7LBmuNX<FNzw
zG8xb;c7~d#ESGwcnHQB4%bN4a{&+VKG{{v0?Xd|B53C{<6Zj@!pD8%tJW=C|c<!sR
zun#_P<~;y`<zqfU+AtKlqKf<b`KP|oe<aTsTrMI@k%^emcHkAJjSal=n875Bq^8xq
zH|R=$=*RC3ls{Yj-?aEox5m#w_I!y%*HkS=HrNgP$C6xm)RjoSt3u@j@#rHUF(V@j
zrOrs^(uu12MnARYzC)JC#LLPDUUR}kMqzeGkWUKK2BV6#-!tKtE|gdg9dqMM&B+=Y
zN$Bho)0Q^jP*t!&R(p^JK7g_ym4?_`74|ORdJF}Q@6Xz9oDVP`S5kQWL8b{kwE$sm
z)4Q<BSPskcO1q+hLYy2nj4z-s8pvXeDkcmUS^P&op6~kF$YlTOZ0b6~d>uZgSF&Ly
z>H-E=tRtg|I<@vu2Ht)4`MkkD0YYaCn#kqhAZZjalXMRmvi@Vpd6kvc58NC3K?nL$
z>@Oy4B+dbJZgqQo&Hplq&Y+gh{-c)%k#ld+QcnJLy}jLLd3E%*s#TG7shtz4UOCHV
zXo|>Q>0Y6|6PbJB2m=A7vJhdMSik2jgqM^0P@qv+0&9A{4*?UAX@-b8Zi0)vFW(4W
zff#eNiJfnRwqG%l<+~?cp>m!_%3*_P|H+`NGURtX9}Y=V0jHMkc4Cl+0nM|5vLm+Y
zPDXJ{XFmGh<C2PSktI>}G!2w1r-YE<O%BgnJxvA{L_$jnp1qNbst`yv*-B0Iz_~c-
z(;Ct=)!R5MQ$c4UI979z#<fMyuXamP#_A_5?7LX_V$Y(wAoD3LZhv4HojEHx-bZ!j
z)6L+6hbg!I52k(}AFjw*DN!nHX=;KR<v!z{DY7m6WUueP`AXWPXAswsUGI1a#B@wT
z+F>Op@A4Y<D9a=*e#eHQh7zx!A}B^&U}xSve3f-Gqf??*YamL%mR?deJZv32_J+7#
zS}%0^V$kPqN^5~T2YVSAP{_wic-au};m-67Xku@R`>g#gX<a>nGYxsju`DE~2&2h9
z+wIZv5}aLD5g}+3GOisqR9zMlK#uI8JJ&UD_m#7=l%X~FYwZ`fVmxVi1a99^ceVlU
z@aW>#+Gpu1sy`8QpQ@;|IL9}>x=^NK-)5c1I7iS|jG~oLXE0nZ$d!?hcljR9s|)bU
zUlx;u-h;l`1pz(D-Bk@D0Znm9=j{$Ce>qe%@=_*{o;q^5v(GiBXTwLMzo<9x$#@3P
z*25q<51rC<m^SoLgIpiR7haua1Ympeo9{?PcdtJ)7kn-VDTxzdW(U!UT-YsQ*@);B
zH~pe0C$8Qe$ZRd++Ol%9XC<PPzz3dwyYL6!UT1<5?(+Mx63+`Qov@5P;~-$b>Dasd
zpXUM-z8!*!g#`!#RrS6>z|QD3zF$x1-o;{1njg+j^6|^>6_ZdLNxilVe)*KF@ocov
zSo+iSWGSN(p2$4mm4s)*>4hA>&v#k@Hdd^sEb8wVM<jiAYKTwBZ212J*O?CNpi;df
z)_?<c!lvIkl10wTz$rWs#KpxgP8Rt?BO>@;2O_z<yW7~<6ac^h!frcgZtm`d1qI*W
zFrGsD`D(oeE9||otPt)_2!fdR*-olu0+ocz^P}h9>zJ8`U$!A<tH1e!g12stW-$v3
z3(J1~3@hp@S2z#;`&UcPpdlwVrRnZl8tn_~=NCc8uUOq3`;TZY1V5->YFfR2BEZ6|
zY1PguJ8{9ncUo+%>iRLL`NbReJ7p_cK9lYo2&po=OyI&YgnMn2F7RW~ibqS0=qp&`
zic0BAD-Oo<27nRFXH#4p?&sNoUjRvf|6TW)3TnTjixT>z_`C^VRWQ&x!+oI>xsTDO
z?vlEXh3@18u)OfqK9IZ~z}>Cr?HKbyo9twldI*D|sc$}hgg;h50>2<YGvJE7jqd$v
z_{t8yXsTCuU@v3qkqe*@3>*v(m%M83?@@KT{c?Vc6C5b{vb7#q5;BGNa6fL<i&rpa
z<(YwculTzM981n{3vdSn@*t#E52?U9D)KLCQrtn`1=Xv~5jTxb{m^(~Q$bJ!DWuF8
zoVvsqoI@%!p15QX)DVEQ(4LqBl#f6Xdsvb-MnxhSUIeIkqy>V@o`VcQyXWNbvfs3^
zc7{8&yjz<h{D!&Q@(e6Id`x3s4ZeFgN;HXkRf_d69B9jS&)4E#g=5ToH>479qd@Dj
z+JSksb9r!CyWV4z1F7-lwS5yi|I8%xkR}xnbZ344AzwC*3>ExTq%!v+fD4rh2LyY(
z+6k-(nP-9g043MpJceu%GlB&Y{Nkw#dmsE0neh<^ik?AN_PDsHsPr2ZHYp|IK9km1
zP%i4kO5jT+>Mj##s&IY(;<vY6r|8YIVdwR;yv&AogkNn};CKier$bCTSl4}T4lzn{
z_QS%2$X5Hm*_=u=X?;Y;MMW;&UVoxhb3*mUh;S6!VUpS${bb|!zEko#MGgFI)=F?Y
zvHc_L2s3kN%KA^f09C-gmrTAm#Tx`M5y{`}*`oMdVmtFhXxz*y$@YE>461oZ`*~M0
zo4b9VCIOt_ruRcR5>!oYzxuzI6BOPQ13~0R#0g<DUJr}XD?6Wf^w|MoLz%p<kEDj@
z)mSsda7IRVOJ&B}O?E~!B&A)AdEV@ng*>;L#FFMA`<_o-26`R@x=G|BK^K94svEz5
z|K2rHaTsFC`VvUfnIORkgCn^tP$xB6rteY^?FTigo+ksg1B2(qbu&H`LIKwB3K5@+
zjo0ViaK=!1Wo4|Jo12Zp!(sF#rH>!Gq6nBXX(Zm9C|um%TO+*I{i)wS480d5At6CS
zrTtIE$-g!JA12cO*KfOl=z_QsVILkqn_K-cnc}{Dxw*NMt?t%(dU^#_Ram&xl6~Vj
zLRluAKMk5cz$;K7LJWxs7I&k=!<$IA<z;0&_btGOdLEt&M_;%cMP^seW^aUf*SFW|
znwlZa%|a;HWH)p7CI29T|3z#5U82wbZsQ-4FvMcp9&7ry>oy7>A7ADKCnqPb*NL8T
zjvzLiSSS~ak9$S`+BbPU$*;Aot!HHg`t$Z_D~9{xXqKI+EAc?zz+m)14iWa>|6i6D
zunheA)EC~5CTl|Lz}|NKX!vF*85x-m_zCuOo|VB-ZS;HKskQ2fm6eq@C}2nKKlDfc
zUALgzg*48{|3hp3GhUNef&cZmvAi7#gyV<blV^ituCfJX9zel&c>lxQ|K86p1e-4E
z|E@#-_Z$8B>OZ^8|4Y{t*}whMz4)IRH;qy7`hOXW|I?kNckr(v19bRr4>ccERKgk?
z1+Jg6R4`4=%9uet^E%Sf9r!ndZoBl<@1@B#4=OW8R3wXK!kBJm6?aPC8&P6Z+!oY)
zW)UL9VDl`f$z&FKP>0{s$aSL~y;Jf*Iu8DW(vCxn{-iEfA_xH^`l=>E(eYu4ZYt;|
zM)9gLB3R%5Vd?b@)lMZMJ0QTHu2?272s&6wr+uJnJ)+jxCUTQRFZ2+LgFP@=Gm#F0
z3SOm6928ivy?j;YNwd%4D4TRbzJ)`PFQX1q^kw`U65S<!@g~`e@c4fqe~=L46@5oC
ztc^OLmfXxaM>^~Yd>fwxFHx~;*nyi_=_##h(YIxp!|Oz!{8CFPSu%emU-ANAw*~qf
z>mrQ4%XG1YxFYe`H108O0r55b4wSbv=aSNEo!QB)z-99^oEw3W9VUQqGxK>X9I;NZ
z--f9;dkH?{<_m~UZU>Ra8Vni+Q#>Q>iRiBdU`$DWinml}2f#aHajF!*O~9WpNd~m?
zo$yTYq(&B*U>urKF!3mxN&$oD&hI|X8SS*(G5(VCeH!~&sFrxYpq@heZy-kYuAFhl
zNLcq9O?;abrnyJpeQu^qY(?@tem^1|KaqG95b*YhX5yLE!XddC^kL+EwS8jv<a~AV
zKL_ci@-R`FYCp72)VO1aYgys8Dx|CaBQE#%Wg;`#pSjx4N!O1#6(Tq6FMffXVl{X&
zCEVr#YM(v@rKQaVRwK%FJ}qdziSHg63DrT|6*yrgpTnX5@>KXd@PedxrSlDLo_502
z))@6>%SYtA$YlstD$jymrP(JE->0I`b?t@yiw_t?XuGz`p>J8Z2Rqtv{yFs=jC;Oi
z+V|Q4Uat`8S4L02y`mRMmkv-s%9Kj_*Xp;rNC&GKAOyAw`1HY2Ln>QO{r7PN71|_v
z3J99~9zKPp3MT>8qAToJ@4vwiTZgSZSdL>~Rg%EHyE)3s3cp)Q;QCi#=w<W27W};r
z3cQtj7}kXcJJFbKDexKf{2Jjc*Qj=c-v~9$dnv<!t5NX{0IQT3&B{C_$Nc4?u`TmM
z^I*8-MGcq%K>7Bmmm2OD19ISDP#c1;TTK)3zu=1*T)_+_-*G^l?bs2O<P+7y2?;y}
zT&1j+a6^?QM&T<bWbZwMI4=zZ+{WEqqDFguD-y4EKZ`Q7t~T|A_nJ&-cb%I|3Ler}
z5I-bL9Ynn958PpTF*b5WVi|Q+jhZU_4PP7KomZ6PLk&uKxufshGvO049v8u3=QnHQ
z4f+-6*h~J~F8{-DLSy$!8`x*v1`R>0`a}Lo<uQFA;L{}{lFe#*4%F{Q-Yy$J7+mJ5
z5OAd=HmnU_)5Z#|e;8ME518j$<>XOs3*paVGXE|<A3Uu8%k<a3VS5W1g}1W}zQ%hz
ziAAdYc||RnBLd^Z_n%OQX05F~)X8ICo&JW8bPWR<?8ns^u~g~{L>7wVTa8SNIs%p;
z@<@GIC}0IQbsea$$yJ{wO%=8=BUFJ#)dHf)5jb|+sq%M%Uu{QRrGRFrUYEGtX?~O#
za>uSOVu$z7Z)mH-f*DC~)K`+R+Zfhl!@VAYe%A3$=G&tA!|;Sd#M3A|8e5pa3<nqH
z&KoI9g#sSSUksh>3W12K|HOo*A2kx25&kEe3ZKsZAM8ECKcxTv;QG{AQgvSaW2yO{
z4E_(o0*3#|VWz%dFQFN~9XVdWf(JGKKeh4we<Fs7FZCAaOYrOmo*{KK_;r50jc&De
zak&ut&HO(&(<?B}f4F=Q$q;w?03&eD`Cq^KhLY&<si;(sgZ_sRf1p<Qw1xrao>vkU
z72Rr>kTehAW@nd?l|_oDmWrP#RojM_8A~@itzHDaep5z5K!9juWCVTbnKL-lBgl>(
zOSbbdurb}{QGhJl2|al$&^25h2I*nlz3VH#JnNZgP^`FIU6eJ9=ae;-<7^W>GMnL1
z5GJo2ZJ$q<+OFH{!?YmM>RFa1&MAR(t<QeDUrK47uH8Ct@B5KaSkgrGCtW{NV2srK
z>oP_S`WJ$D{}%>VST(4Il?(Pa3;^p!t9m%4`gi_tY89-4`P8+(9DKiIq(Hsdb;#^<
z#TVgwery^Jf~Qr!&pUE~ru#_>dO|hCR!C37Tp{b!rsMf&7JKR4%d;dod$*zB3{o)8
zAoX?^XySr_D`B>K6-i3voX*o<8A#P>;Eg%otEpk2i|dUlle=*7+JVF4`!2O#umEat
zVwUb}XKNXU#}a<1gfe6o6x|(!$$h~f2}(P+iUpNCx>rw(un&6YoNu1{m9ub^%QxRy
zE!?OO3oj2ji5b9Rd$YH>6SKH$L&{G#&*wrZDVV&}+3G_Q3|qV|t`SdubC{x1s<^uP
z>Mn{Vx(Q!I8sOxY@QrMe;^Y#uM>GvUY@?<2zcx|yTzF>|P>5#o-+MGoZD#}uW7yw?
z)AKh|tX0b|-1w_Ono~?snW?tB7D>c?S)EYxMCRFlEq6UNS6X>?3(-<OctYq=>~SQd
ztpbqS^KR;Fb!ecgalSPYzNdsbCkgU~cIXDUbE267OYqZ8Vb|(KS2iO2I^QAg>JK|>
z-50LBI~@S~GDP_Ze(t)x1-QN|<!$X@CC-KS_WZ-nxK@=g6wB52M_D<2Q(4>>>Q*yl
zYO%FrW@og)Kkk=$_djs0u)NcL_73msx$CLp#-l8}>jij87^?L|BPQTy=)`6(p$Hq;
zn$NM|#vYyz0o9JIx~n5vNYbN2Z$2N`u@!qOxL0MKU}Dn8>DZ$Fl#bwJ&Nm$|97K44
zKZzX;Mx`>eP8`<q*DMK|Ai-<(tsxXjA}dZjw0>`TZRx`D#y-HWD<0bds6UAbGu~^T
zKNBSiL$uD{8Xh&=>!^uf4ai=MbN3(eCayid(fqT1du$dF1CHP5*q<Xm)N^M<{s%Z{
z`r9**K(Xn}ED`?Eje(9Fbmkx5eTwC3R}^t^4VOOv1~TDWQ|;5$R1w{U+d(RRBQtq#
zQp=E1a<%tlYoZTvR0TKZ;Rpt7z78aY-T7TPq3GmCDj3R>+8vQ?I8;Yv$(-<(l%{=*
zh}H)NZixI@8U0}VNdS%}znDe!%3N93X~GF)HXmP<wII^&U6v;&4_Vzf|2_{CSsCss
z%_-(>DMnWvcjBJD4j}S^rUVc5neAlE(U{5M0kc`=e`aXb?)9+ibT$$R2ArV;4(|C+
z(R=e>9?lJttaOu<T0QcB@ShBQ=%|Q`-I5ZGaE!1SZ?1UyqBT@&Cv{VNYdH5mN%YY-
z6kx2~i7vcL`Wqs7-pG7zVbUKZ+(h*eWKkIPg<90*NZRy5WDRUYxI(m!<-X&bfLbhf
z>gtuKEVa8cD|>hc`6Q<5=U`*gwPln9xgB$Vo32yrE~e>_r!;`FxZ8H?#y6Ks{5J%<
z{Anp=`qk@KuRh62Yeh7{5d>Jkwq0J7r{u3T+&Z|fEf5xBbdlXjZC!b8HN+~C-4zds
zAzz>!;pwH>n>lFK(2+@HT-^5R<~fH<M6Gg_IB7!5m|GAIS*FMkm3f;1M$Ir=RgX8S
zxvK~pahRpR!I9H9mF-nhf6Mf4+aRErqeJeb7O92VF7<cL$YJWOZ@dx=JLiG%qX|e?
z5?Hmi!KgD%7InLZ2y;+;X1j!xj*WA+Vu>}?!Dw^tmQ&YEf`NAH@m4OTR;2Y)-|%BK
zHw}aNSKj1~xtaT@<OHMvJzt7?m4a~E7H%y0MJX6X@xUFg|D<PU3j9Sk|GIc_aPfAY
zI_8jP9i$uali2sDkX0<PDxzEb*5!Q_)k;ncs#Ppj8VS9lfw24;L2MG>V{B3&)0VOa
z*VTx<sq^FwN$c(BH)4W>It`Ar-yKH>N|s3>9-42(1pQ~EwN&r<7VB80c?5qR{oPsU
zJ8)q{wudPa#i@bXy4DMkpSL=cfp851lxCrxa@)1`d0^{{h?lWaZyTH}eQiD*0GrjS
zdJqdsbN&$(NBz5Ny%X8fMG8)P_J|eI5$9rOC-%pim(&t+mf*AEqY=6Eh|-c{zXh>S
zTOg@;X7)!|hO>~4`PT)w7C6p47v&C?>TH(gGHsj3+5mI+mir)?!GvI?*aZ3^h|PrG
z^Uf{q!lkRCU)J_^dT~OX)r*Y9URv*RKVHtBSIRS%-xVuPZp^M^Zvf#?Yv-?avUNv{
z-Yk3cA@+*Ujxd}O|C6v`YTpr#kU1WCXAw}O0CWF9>8I1|3*wo&Er=3&;8YU7BrDcq
z%DuC0Sj%>fsp|CAL~^SfpCI~PYUfS5M6*xM80UcE1gB!0N<YNup5ScZ7mfNJgysCQ
zTssy!@Ds#t+v3U2kaGI+Fq{SJj=#ISwUYwuKRlHIxm9G-M9EvdsoTZG&Fa**w@LYF
zmjC6CsKdiE?c50t@wod$pxT|`z@-g^u*_a7vODQn3B*>Oxcqq0_l&#+_MT_r^y6MD
z>h&M@=J2}(GN_!d)L=6Tz;?7;uS(<%eYOF#jUHY<bvX)7iX}t^(Q*Bh-Jm}(nPU-(
zJv^pqw;Im3p}<!8pr}f!mHKw`*zB7nK|B7&pTLQ^AHDqD;ti65D);vC5zJLM7O}sk
zyQ`8Mc}qYoI2v%8B?L;tC>%*X&%|b^4sQm{ervxD|2*e;<Hoky;)9&k>F}$ZJrBFD
z0j?ADPNcx2Fy3>eG48Y2u9{Nh>lovbg-1vJ<ASR@&7thk^Ei7hxRvHFh!V(P@EVr`
zu0|~cLE2{id^BulZ#vtt?yeRiy?z?~X?kjZ%oue?az%FPno=O~C&?xuqkn08WN&%<
z_uVon=)os<$l7amFde=AiJ>Pw<-2nL+ni9!*Tg9y0JHzKxzoD%h|z*j!|eqcaqo0u
zq6UJI3Sko!Q)7k^ZlKbbWvqW(Yb*fCowT8Ek1zfj{(+NKwb9ykaqjYm$|>nJb9hyj
zp8Gp_3sk_9peZV=p6kaI-5IOXf*KoD+hOCaN=8he0P>tJ`Fd;()BfF1wcI+fU%<)g
zjsDGH>6?iJar>##d>2?XfY{Fv8W+f!JsTu0BUl}gVm(wc*IVqmp;mY6a)l+*z^)r{
z&J9oT&L7JTCD@*ZsnXoM5=K_IRAQ$r5~BM^Bm~}nO&DRSS74O;rC{kqy!aFvFKa&D
zDNo&vmeYBP^5Vs}^CArl-S>IJoOrGZ45j&V8=Fvj$@RyO5Q3K8r*JW_gP;G?3)^k9
z+okH^mW$6_ar4wFS|#SOdwn?>j1@1x)pa=NbM?U_Cclr!&#f9ze<&KC9~hn*YgWd>
z&Nt7Ivq<n-5_-S$r!*B~NoL(@Pm?O<blhebI3m*xj1H{)B_kj4Y^v9AO=N)LI9_Wz
zjCyfjw>7_cfk+|zfTm__Q78JVp-avE(XCqQVP5k@*n=8hZ8`~{7c_LOxw-vky)#Ud
zg7#@|2=+<Z57MbX@U)j-`?S}0uNJTx_1pQ6J^lH5b@r#b@u)pobU`Drq8XuW)6HXa
zM@#~W2Nw*p2}9e@faNpTLGzgyiJx$>Fe9Q+x}(hBPR(3<XbG@qMR#-zt}Z&^>bjKh
zG4P`0u%mr`8p+RBpw6|79_k3WzdGvxg<UED+$1%%?Lw}!^IBnBKP;eR=}|q=q8?52
z1L>QpeD_yQ9VtPL^Isl}_p%p+`=m>t{+nM&0y$I_0~W7Td+tlA_DvP^nCNB{lK{ps
z7o=+!b(6^tFPi^S96FqFIP4M{AuJ+dI-JZncDxS?l((^A(W%l4%FZU^Fl@PaQ8r3E
z33YOE;t_Iw+}wV_P@vv3xjRJSII#}7SUladER1?BmQVBhd)qMBFAWgY8pu>siRj&v
zElz{=bV~Z>nk|c_D^ldtw6Z3;bD65Rsv;f`am<?8!A=$<X&(~__}V=xP5ivS{=v(X
z@%$ELi7iuT3EO+_{{7#kHMBGP7}sMu7gq5UccYj1l8-O`1sAtZ-cZ~zg^59vyJ&Te
z#|lh3)rhXqair%#YB?`s((~K-b7u1!)HAfz7xXiVXNtK!(F36~mT5kv@6{5w-W+EV
ziV<O-W^h^IWYcDMN920%81e82rNZE6Q;%w*Q77$g0hCnV&2FBY&{m)E&nU>S?fD&V
za(v#{e)-X3zm<YH<vGUNvUI$Cw1yukDuRN^g!*1ZTXgODVBIydW0Q+W<wCA6X!F8N
z@coPJeo`Kwn_G&GviM1q)?=AwW$~G|N=0Dmyz=_vC>Oy}_oOoyEo}!$>HLk%PWNUl
z@4P&yd|zEh172%A|Cz@RwGPo+*5MSJ8&%>4<V~=MTz~SO^jgxZH!n^Czp)rM_-WB}
zCEF!HO!z7YJ~H>O>yLv{dmqL0ZsZhXDJXEbiF@}(3qb@QnsEp6BxFn-D;QZKK5K}K
zwT6cNdXsCsOq~=V861~I^r*ba9Z?+EZ+15!RBPi#Ll^Ilz)fs^1M;Y_6(iY*o?Pv9
z-QQrD!(nngrFlLg&YgEwdMZ#MH}P?vDq>KG2z<liH{;JiwjUBH5wf{!@eRiRlKuq+
zMYJMQXpY?53rF@Zj210m9eq1}z2`^myG;R0!p4IW$LKUo2qKn&CMA!kp~}F?X+o_{
zEGk{oy`|&j?_-sPB8)x%t$4AVuk?1-fk^iagDs%*?dcG#a(lH^#r}>=aXpd|oNrbh
zEy<CKV7M~1iL)$J6wO%m@j&W{+Jg9<1}><%H_!2$-tL^HiArZ};D?`sM5^xG)@F=2
z2gz|<<ho=RwbZSwgBx!+ka&shv_RmXYXlr2x4lenc8=Es$bHbgzVgQY@HeOsjp`uQ
zRcf{GN39m`gTTRwWq6vVrSr)4fy<_dRZV-ioTeD<*3SNgn}GZa`d|(T=rhk(6NAt*
z@-Q(4$*{&OoX0q+_+K1nkiXzciD~BmR^W4|7akZI=`bcqm=K2OfG^pM*v=uqYhsTH
z3~g5&lgRs49X}nj)Sx!7{aIP^F7Pb8^jd7|m?|Ce=tBVm<_^~M{`44IqYMcv&cpAl
z#%w?N#k&#VH^f!7)v@+o33)xirRP*T@4`k#7wNvf2Qog@a>JwWz4y$z<!x5TGe7Xc
z!`&MwF+>G82S!VsTVEc#2q8A$iVyZ|s-gj?khl#TvGhoTPKqi@MrlhC+;RJhDsyhE
zM7Ib$U1xiv6O6LkQR$^P2pR$t`g;m-&|Y|784E6v)QY}Yl$#wNm4YG|8MPAJ?aq2e
z0<~iwsF&!0Uuaa7?+0RH`G763BnL{T67xIfiCUXqm~?aAVHtTikKCQyzo~{uBzn-j
zb-d;OmN+R(#4eMBDJ3oT*iYZz?zIOzE#**xL_ev`QFl-zERy%u+I&EjJ$XuWOyJM9
zP3V?%@Dmrt>ZWcnS*a(_y=!@V|4xwFFWPb4OL_sWR9{}*x6)8wq2nb%L3g_`luE9N
zTd8k@3Kr7F{carMVisONH7B5f>qZ6Am-B1S3tD_Kt91z_=+X5yb8zjdN98;2ey>Ej
zj_cibx-0GTtBF6@Pu~=pKG<@@qHuFkFZw3x%dYUPBdRQPg|unl=-{c>KUI4UPE3%$
zuO~c$zG*MkaFrprO4Ru>gx;*{)l+<Hga@T+#v*xOr_*~_f1)!pBG!Q=`?X(@QaXJ%
zy{j(OyNP0_6ZDM8=-_(fZeI??ft$z?WbZi-nZN1zXlLdjuE*3{pF_(e2CP#Hk5_VB
z8s~au)AF*8iDJEivZLw1IP;pke)9wzkA2wqIeuNE(x}hGYjE8%lG9)@```3-$9`yM
zj_i}PF_pbSLK|@Oc4cK7&pan&Ax#(6R3g^n10<X1FQPf>o7;;RS&6E*e|x<<BlVVp
zzec`|O?r03hmDJo(W^zpC0!$#@1VnYuMYCC#@4t=a&)}R21|A~$L~Ka?q>R3_!5|>
zNa_Hmq5nd9Da?k1&c2@RJ2b!vDz`l+mfk(uV*hxmv=j0kRg8=-DR~EaDP6rQcPARr
z*NXaGsiB^eZC5==5M>XshsCaQtX&qA;PT*zqa%t#@;Ab&jzZ74GGd|o()JWx;25<H
zs(>Yob;o;^8PDoG%5?1<v>8{L^Lz7H+6(e^o*%AM_J87fp6zWJj>i=O{N<<aQ4QQ@
zaL3#Y1X7NA=5Q8QW)ytsdTS7ykYQ|g*JhyiZVDG4oDiDP0CyA;F(*LMiA#K2lGSz6
zLa~UAKWm#O{3oeWVH35XU+kT?r}G#n^yW|}U=XAksmp<1+Cmrmw|#SB^6SdICjgMy
z)L?bw0u2d>C`>>?GR~tr5A>VP&K(!&zNxz<E};ds1?z;{*cpE$Sdqxf!mn#yB7en!
zl6$=eOeZ0UX5kS+@42M9a^m18v^}E!!IGQL9(nGF)o{w^whD6h)nK)if|6-v5KZZS
zl7OwwCAOjv92DqHfu-n4V0^XX4^PO0GJ+sLxo0kls^vEw8d*hj?2GOfqj|Pvi^@#v
z^adOSZppzD?fE(zMLasy*r1FY-bXd4%pH`8KVvg|Qi9%f|2|>yVVoPbF=okgy#k^P
zs_b}OeMT8orfFVh;zn~WE>w(oOS}uCSSJJiC@!qw@v~<jLT;AntG?gdElYr{8#?wV
zsQ0(?=C?F7QWph~M{c~vA!+8r$~Y^<tZ}WI8`wLf#P9H<adJ9CG~idcd187i!Z(nk
zQ{0=5#zA(>IBlwGGt)V34Zr_~RFPNUw~g2FB+W-$x~S}w4*6#h2NKj9d))qCDEACE
zXQkJ!4Eha&bN7i1#toa>;k)V3EtGEP7OW8Ns%2klxCM<+XeC>&mrZ1!B`LZ?40+E6
zk6S#1<b1}Do;4PLH>^$m^T?*ZBi?HoWwn-$J-`oySYH^-?)FemvPYe|vq!5&RjS0w
zP1f|dR~C8kG@eizyxz|l_RZ&+UDtlAGC!pXl}b<XETzMGxKlhfdTOJ$NuU;?1%?$!
zRNF}Vja7H8gzznyTT-^Q95$|4!-%1GpciEe|2_1xmM2ZTcYohz`HkFU)g*R`P{agx
z;9VZSZ=%{Wv|S<^_|=>D6A`b`8gE&srk(yIC+n*ZoTrD<9W0gZY3;cAR0+L0$JpZw
zj~ci9)dFxZ;|dy6;ULHv)m!c}3~nD(5NQt6DGq5L44-5eTO*2+Gnc@xbAKgP`mPxr
z5cex=Lfpk#2_XCYC>i`DX0lSjLnU?)d9aSMwa2toX<N9yQd$4}*0*^ObLZibjY#D*
zHd51kaliR;&_YUTP04D$=ssZ}j~>*$WJvxzK)DTw=@gKIJo;0<=)bE(^bKb?-jt4n
zm}9jYs!YDb5Y&76B=(%8Es0@x;{^5`@oXX`;COumU;cmxIN7+_YsK|vf<!7Ok&!ag
zb$(i%qVs(uDtBeV^d5tFD~tTGl*Og_+h-bC&%|%0qg}tQzLJH(@P7l2MjN0{p^*u-
zcSJ-gS2BH@8dXr%z>#!nRUi^^=-DHl_g!G$$jcR$HE6O*pxNb6l@AB{7j;54VB`^v
zy=HsDKI*4C_7zlf%s7BFrt>H|a)w}IcJA%-Af;0eQ3}r^B5o)Z1j{=fx#5ZKLx6(5
zRow*{v6zg5@n77jeWtCwq`KP1zvk7$Nv>*dD1`m`3A=$K!al88g8ZOl242vIrQRf_
zJ<aLte6^$oN<PtCzt}}7qrRd;34B*4jP|AM!k2}Pp+B6v^P9$W^0;>&4mK}a+}++(
zjeAa=Uw7nwWnr(8x0W)ff;NH1Uh;~20o*)K`#E~=L|)-5NLk$vDNAzt8MEe|<hV;8
zI9sf*eAG(`@V;U_>ujAw{};{qHC&VWf5%PJocjA-M~j0?`MFT;@o4eOX3DkL#nF+(
z$pvX}E%p-+WZu%{gdOAEJ-imof8IagSjwS09!DmL@RkB(^oUJ1fKq>d1<Q&I^LNCP
z)U3_$ww|$16t#=~XmG*}WaQeAEPVzFVCOiOm>(;swur5gld(mQNwC`={W$YH(ZJcu
zRq5+loAcpWMP1v=_IYV8{l9p6%cwT`uM4y-lt6({pjffurMPQCDPF9&mY}7$yA=)Y
z?pD0GI|O%kcXthT^Zeg??}x0FHEUKTb7tl@=j^@DK7Gs<nw|&Wgw`3>-A>X=Di09F
z&ty;V>q@K-x&JeC!v9Z(5ygS%7BlvYHuu_4R#P)rZgkii%R=Jh;>!B>FAO1v*ccVM
zmv@wtlIrLs_rgFzLi%lDlI3=LQg5>vFy-*}?OVhw%`O1BHTf1f$kmVAVu7`+p7$gO
z7vy^Nr?HX0sAvwYN3BeUZT2kyApKJUO!qpJx?p@{1Xxs5WNl;9G4oH$<$7dzxEtXb
zrKhj|1``wW?*4v#s!(aJ$%(~|<>GSn7p#U;29;ez@(<C{FlU8@A1<fzhw@#r7ZkE@
zKRu9oNCLYzo@-@(k=f|%D1TxsMAib^`ecM5dXhO4q5i?it|a(ciFn3O{RxR<t3V2m
z<2B1--{VPs))XE`$VPhev?P|50miX;P%SsVb@f>16;@hOm|$JHEzh^2FAVKNUuEwm
zW>wb{+IGRTp;zL4)-3e`M0yVs&tpH7dQNc1n`g<j1qhYE$FInpl<N6D>d(p}{eZ0g
zVQ_-jlu}`xLtgH%fTg6!MnuHO{`^NFU49XQ*z8kCCvpLEt@S*dQ?ca_TezO2s#xu@
z5iRS8rVL9U%3Mt~7Q)N1@+|pnisj~$rK371pLn5;%R48G45e)s6<1_GrfKHonGhFj
z9unDMY3(%Ddvn@Uaq;3l!s4aDB15$Pnp};letzFz*5{<a>UVn_;K=V}aEsCpG}1F;
z)zmo(LoRi6oxAy|rmQ@@aYkcFjC*j_i!MWmFh%ivBapcA8?a<+kqfOu3vk4)^356<
zqCWdaceF1RR`7+Pwhu^13KR>8^A$!P$l}QhJ&R?AK5T49`u|%Eii6!Q8^*)nPf>}i
z+PZ*n#Ay}~a8AXQKTIik-WQ|j4*a&dt4BLpgRT^m0ZNx}=e?7nXm_u7r=72^>H>VZ
zUg(1kBLutsI+#)K+lfwYT<5@bh>MQ+fhFl@*FD|vtYwSw89A(QRsKZqfUm}f20W$%
z5y=3q%0F|9W%plATxMVAz{o2S&sveb!3ElvRS6c2?F|RlSf2Yw$-rIs|Hfuibwgm<
z&K7J;btI4%oFLy-z&DLT*~x9|D<WD9Tk*cH!k{5Nf<4EK-Pr~SHx7(r+5&(ysSNo#
zkOkne<T_+IFg~r=v3mHRzvbp=T{AA031#CR#n5G6rU{X?ufZ4ijmcjk^oWd$(nPt1
zL{PtYXz;K!^5&k!aPU-*j&>DSCmf|7kA`_QX<k`auE9cq=m@jd4_gP7XeFF9!*g#i
zT;8jXka))Z4}C^8R9*{lXA$bpR(krJ2MMGX6@5mStVkp7%Wa``dzi`wRU#GjSZKdx
zl|?MaA=T10bE?!m>O;E0`9qgPWO{X5ihAfMlFT?v1IsbMG;wY|m2dl5Sdpy_XpF;_
zRmSzrRRgxHNxax<-W!VPRvO5y8aSDgMiGFLob|7Un`D?PDXiZRc6n@kPf4nee&!<2
zu%juUgeh}m3`=EySu>(&1MbGKu7eo-uFCzI;_z$3oQ!F|-fBymHIjG+^=w3>>RM6$
z1R6AIvZBLV7P&kQxTs$AacHl~ze(~)*K3*TX-R6;Vpwugc`X_+lI@_n1u4zjbH$$D
zI<*oK>7uCF$s+Ub>rJZjh*HOY;!E&)ZS$0bTubJv#i1cvD^GEq`Dgj1uLwYefyquV
z1H0+~%7B(!RX;WN$Uwp_;g>qJuC*L~zDcxRZX_GDrV*=-dc7zb$K$g;77;gaoMSen
z`u2+RJ=`Iz^NvW%+98w-j}W&{pgNL#tFwm;V&>LPzjRg9{S|er6LSQ&Wz|Sl3+~xi
z50{yFz3;jg80G!Ty5{{9Y}W!iN}aKZY)cSa6MW;$jg9N7MYRQDP=yAOl>oB}ANid>
z>i_;jw4iCyF)o7(!Kyak9$yOAvp6>r=j+t@pg$;zb;q~gF|CNM)pqt(%mD;kjn;`>
zIy0uEy~1Yj?N9e%|NRZDgrbRPNQ%wS=^4n_LK8Cfew0ctC@AV(PnoztJCyI%`{t$P
zcU9rv6b7vI+8&0ZdJQ@|Ua)tL$>IMtLu5}PB<n_HzFMQAqjKmsy=zb5dFr4Mq+`<S
z#6uK7GE7vwd>XEFUIO$Wb~w{}a!leUv~#%ok?A{kx#;6Ds!rPD#$Al4Yc{S~`>R|8
zP(M`pVja;Oef@!jOLLH==?G#qFr=$sv(42F#W4F7y0kh(xX;2Su6Y&_MLg2h>8CS;
zx^L1QE{iKTSFvx(VF26t%}BP6;ii;cQJ6wgwf>LB05=Er*HC8fS5RarzIoeS1935I
z_!qo8O}@f8(0A%?N>WppChz6>4S?45t42i-c;EINt$oE;Nn^Wut>5~K`K9KhOC!HE
zpAj{(b2;fzSnf6pZ`z;N=>h83QMe1ZZd?kzy5v-eduKu-t%qQ5>s!8k0;VLhV;N4?
z3M<59z5kcIa1KX1MVPeYkP?wUA#WPIIlTtC%e>vpVJ2a!X7i|LsPf*P!97V;K{S50
zu8?^9Uiu`Hkk694`k{${-m~X2Jzxm50S@z1gVtM~*W^9ej0^?t>OaDUb;z6WuRjRF
zf{%7A?P<Z}TLEOGOnSyyzCke1+OfIcgM6jtF=5NIy&&yXm9V50v3J{EcQ|H33<L(D
z-c)Ke_hJjZ3lV>O-Y85+Wc})HS%Cn_ag8m<rC7PQZF^~j*tu&&+~`0%jUC?jtm84~
zkJP*WD`<9c#P~Vk{|$`(GoDrY+JIY3?_AQj5FB*AI7+AYY%PIt&SCTh_10tC|H|h}
zs%PZ%|6kS|-iqsX20Ee=?a(Lgp1=l#`n^o=J2C+J1HE7$7fX>NctzQj;BAkVb6W~X
zb#y=c<|GfXoo>bDWM+&^%NODBw0k$R#_&(*nFJSwpTh7D)gjf;g>gn2bJyjdl~r)o
z&wm=^9g4)0Lbe9n9;>d57ueu^i%~;KoAR*$Xbahl?6sJU24?oAQD_8$CpKV9JoCo=
zwnE3hr}uF5${Q#<%(0mHFD((+rG_)a!NGqO^;bl=IA-<B4$hWf-JI!8<8}-FP>F9N
zg<&K^6A+%J>v?Woa&+IFev^IQJ)SP}N85mi)pH<<E>Wly6kuOxuuG7Dx<gP#S0g91
zy{9BYxJ9Yy1gG7*p3xR>tTJQvVb`5W<Gz9Q>D*Y?Op9gaqj8VEGn`Fhm)6=|NKkf5
zJp(Qn@CdtInP-hYhCey>;ImNcJ(r7TXb?XjI$ZCDvJsf}b#J;}Ctw8CWmRg72k`EI
zqSeUbGO!k5pAs?+YXmR3Cay;W&bd<?$8muYga>rB(RbNv1raN%;gFF#3wOf0%nnX+
zl3Bv--RIrfF;jbl&aVB=G#sZj8OIS4ngGi0+AR(mruUdw1h#k#ujyuWFLcBLhwn@;
zEFunX{R}!K&ujKPeQJIajar!j^ak<~UoRf(OJ218iE;2Bp%Vy-yt7xIxWl*?z2Ts)
zB3rq`n6D=rN%K`yQSeEs$UB?P1p;zd^$MDPM+`KdlmLwlj}-0;5gEaUBLxbBt4^{<
zM6q#7JC~EqvXFC;a8=**+)gD!xZ@p(wY+}v`_D1DYh|soW<W%FHcMWpDS({EJEHs!
zWI|5yeU0i)qhmx7fGc!i$o{uK84`Q@aSOhD%c`gB=I6eJ<Ya7M4uOL?r~0)~yv}Yq
z97Nc*C&SNdczjcGupOCRzM3*`#&o3bEziFOawDv~xO*B;A2RE!-;Gzym$7AJPj$Hu
zyqCG3QZol{KOu?;W{yjifq_SWMJ<Yeq5a)8H*M%aU?g^{wG(&8O$JKUwY8uR1d2(;
zW+d|}rebt>oUln1Xyj1ObO7tYFpCg_v_V&X&V`l_cbue99SfIRS+2Vswekg(q<te*
zy&*V4Z0vZ|6wi5*B5k6-s{O_luF=u)-E~!a3BqITu#O@q^duj0b<FF+`3_g<{5Dmk
z&m;X0Knu7&A0&;MO242+!pndh)fB!yz7o?H7S!9&AEKb76Lhl~aJga!3qvHyoFaj3
z^oS(6+@c<rGZwExqDRjid7^R1UfGXDsiGp{oWLqq&(q2b<DAp*zsLN@=W4?=)sqt8
zp9)XePkgT%tSh8cpJJ+e$SR@Qim|Hr8KNb2hm#<GH#Cck{xFxBV0WqU?>{lxw<y2=
z6u$qEX=ui!N~p_A5#1z-AUEz!>*&n(QSbwXl#~=9yCJIQ{WihK>MujXPoF=dN`#Ym
zx3vkiKEusu&&uR8z^Lfxo7%-?Wmr~LR!hw;xDF24xWlD7Edvj3Mn*JtShij`&9gX?
zYwL)vlcX2#z4VNXh(e`&eT0ui>fv{3>7;hiiw1;-J5N4i#1KdVa^;ju7YyQ|;Nq(3
zC!lArDKb06j?(ne(Wg6P_*|`*df3Fyy@Ko69E)LKVHAoL3vQ?>s`b97_k06xpp%;R
z5Xh1|fFC5giZ(Nfp5D-=9`-+!6F!>@ZM-LLxL_r&D5Tk&840{xuG!O04Ce>bohO`a
z??`UpNoTxMLs-iO<|pkf_lGmI#gKNA^{1;7<Tq!da3O|bjp53c$3X8!chkF5(VmC8
zgq2wN1qZ*Kej+XfdUK<O4E#<4#?=%Q{`2+LjSlV;@&aLx)WY{(x}_2wm&4n~p*HZ~
zD`X1?SyIaM-ORc+8nxCoyvwsy+xzRGeoMcikF_3!g<ousziMFDksGxJkR~ENh7{cX
zbFb@~%fxou?YlJU!yeEfmK$|Qa(u|@QVAkgX7Rq6WQOs+@93czCikP2;{s#ww0Uo8
zjRqrLuS>ih%<HwM^l=JqtQG-HYlkxqi8<VPtdmq%RC!~$!^0he1<Eu80fFk^tng=r
zRHgx8;~+N2ak7;=#2z@L|3J-RV3|>VLADcW?+YdMDyLC{3SQmB6+pxBQQeX!*-1M&
z-lr&rTCP+cW)+kq^VNKpm;S3VFKjmE9hWgUU(!BM_q*W{AnJ+TShFj%-K;_Cw;98v
z2K}Vv2a0alqnC3LGjLmDeg$dDcrz)dwKnsj=H9SnwRN6~(|?CbPqVlEWu2=2VEu$)
zUupm2JwiQlNQHb3P(hhLTsztn%*9h>+qS<JqtG!_%fuQjtR9+s5AoB{5!WVd4zuQo
z_tKLoBFnbLPEidgCCi>1_tCz#xe>;nxcH($O18Tp=1K&=BRo$K(PwiFVw&MVBz7C6
zp~E9Ge2>^z2BdhQr}PJ-E6C!{#W+_ulNnK`dViX1#45KlzUyw^z7IQ=RZ!L$ya6N+
zJYK(7^IHM;Xlq?@i_h6ThbdPcWTni#P{^qY<BdR#4YbKqW`9S-GhHan-6ZzZN|4ur
zX!8<2ag_NqNKhGKbGE|>ox1V&8XUhKbVTNpC71guy%E?OXBYTf^nS`Wz_yt9KSZ9I
zpZbIJ;n)e6ec*_gxhqj)V->$LnjBNCtD}Nyy9L?<!h@8srJ3faJ*1E2cLTzP@Webr
zO=S_Gwo+&psX89t<yzRxA?eDC&rZpN7^EYH2zAaYhV)Mu!~4aMN1DSYo$jCHRiWRA
z__x~ffa3c62%ea+9%(Xy<&$-fLuxA(Xa()C<B;i);%5oj$K$X5qreM@Rj7=)e&}QI
zTZ1j!AU1Xh*HFW)nA%UZ6)_g*!=bWt8@eUMKIf+`%X8FI6otqw$QDuszD?kh9v(LE
zQxd9y1tQKpZ4|L{opV1&S@YX41sQ9S<1@5_b@Y=m3GXd1t$DJ78ba;L)bD>XIvYWp
zQvn1@m{+T3sK2VLD1N)}$_?_?@2&3Pq6%B)LWb}U2`-VJvTgng88l;J>Ta&H!LLuI
zD-S<MO8__MoUP>TrU5CXzH_=BQXfaj(I4RR{fBWo_s9gI5go7Y)SjWa4qxSFNoLX2
zuPF$~I_A7z%hsIro4WL(h%!)r@_Wh|0fP-#P&%OPbE48k6yif+7jj?5R`;2Y8?C4J
zzD}1PF8Ib+dz&;x6LvTCr3Xc$^&`D6!SG&YPVjk)=%rp5^)EGqVMp-!?Z@$HW$`~T
z%$?3hS}PWn(?cAC3V?ONI`#Q-J0fn>%_OK<{}P$NXxb}d0rpXkH+es6DXpg{QlEE?
z5O!DpIw7%_cJ5|padQoR?!T(I@-f_pHJ>p^qv#VMcwsEj?2hRk{a4Z};S<C&nqfee
zK;RAze<Ib9iL}G}Ar7}B?ko`!`<g%?{NH!a;za4l%O(Bdq{H}IP1dR#(Si18W6uhI
zBWoed3aM=N_aiLu%VCyZHDIB?Hp5~^tfG#~K_v}a%{$2<<^rF;;FSoRBhU7E92ZxB
zF7Ag|5Omb3EqI&s;g~XGJ`(p;@7<8#?T4FT(qU)#PU`GlN{C^&ykB<ZM`6(C%TXiA
z>kt&#gbpcTP;*s-qf11@g&F!k38*S7H>=~PaeV&7mH<*zcdjy8_ZmB!lCquLS@=TE
z(5?hxA(8QF*_8--q94+<A7imTtV4$|??6KE_rKnJpT7_k$!i<uK#;T}T5H^EJc!k$
z(wx-q;V<=VLA5z)v{PH`Cs<MPyH&C{88UJT;ufTm)fI^`ykj$r3vSrFS&&RTM^;3n
za$u|Q%s(s4=n7wqs}n;OP{R2c*DgEtjacB|oC_yT<3iDyW6VjN=yAt0=}>;b`A|MG
zCn$r`7?FY$l!|r5*vsjr`}n+Zb#fF{H~c<0n3)&Ok$=UHy6C&rtoUl4C*eN%Vdw7l
z{?|5Fi`9uk#k&jPP9Z10jBZF{x4YbrAF2WVWdNM#2CBx)EN>SpyeXXn&m)}`MLAuP
zO@@ZZmgdUc*zd)Mx@||V%@bC7p-ma<CV8Lx1lZc%CDCxDK6Nx6d`B%G7f<YZ)}<6e
zOxtNmrM|^EWJmj&9DQ0YNa832Y9DK1b58Ehh>H48#2m{b{6S9?(MZu**7iK`cr+mv
z+vB=F@weXb_#-~Eb|AUuop-;z#AkZ?4!6^mUgS4GVr~q4{G+YO+f}cK>S|6#1Qc+&
zJ4&!(ygQPX$Y~NCJCqJ`+d%Z4$*2nBe3~QNl3+hqQC4Pc^E&S)7}|9@S<-v+zJIm)
z1CILbRzL3E-X80z)TfO6d^*I$REB02z3Czq=bIy<m~|^e&t2!J)K2?Ki`%Abd2PHW
zt5xt)<;SUMkppGS3ov(zSLLSaH*Ck%LD8*LVDoBIQV~oXf_FL6(s>glH>Rx66>w-G
z$y6dPUSV%~y0r0SN0eJBXtJW;WPViXdva=QCHzXTsywe?3`MKeGy<$2gZ0FptpD2>
zeJ;g>5}fnl@)q3vfNr@t0#E<(VGt)$>&HkcwS{RH$bY6w5_c3gIYW}#y=mtoqf9j~
zu3oWYfUuOpYlzo~tip(drQX|O->#spEx(Q3ptnquddIS=0O7GuQbrI>9bc6;P<zBA
zzrl71^WEVL14f1?ewLefW>d!R=udU!(Q#Jo9&6leKYB0K{F!3f?#UQKIsMVKEFE3T
z*(N)inQoIXERqkt5A7!v&KvdhF(g<3;5d$%Wx>1j-Li`vy}P20tp7mpyWmA{qL{al
z6~0%BL#vm_r=xBD0>mqua~(|#P}XPLyKOQ%IF1q!njMv_5)i6w$+v~iX#}`O9P$~T
zF|>v^hJ54bfdggX;{f5zV$kiwQs<X>qe$hctvBh@kvT(tQQ6sVYKPE7$t%Q0;wex0
zb?rYF#p{Kb$}UpU`;HqYy%OocZ@UpAuXyXDBB7s|JBI?na<FVA2}X=OlYs6V=*`&(
zgQ`2?HN5wzHtm-O5c=IZrZ?obwb1aq@5PnAs#YPx{p9ZIGM@Q7EJzw2KI3LrXl7*y
zm*E&(&bhK;P{56YcgtVq4W)N%UQe>kLg&aQB=@o78Uqqz>*v^&cY|xH?%0k{BgzXc
zND{vVybmoVy!p>?r`r$3-$-xY>h}I7u;0|!8(_k&mIykM%WEtOl#K)XE4rJPlX;2p
zazC>7$5fr0O^Ra4EWio5H_KR$6|-cCj}jMv%U#@q=nkLp_dc;vm=_gynqRFmL3iKI
zc`)HcG4QWjV8?rxih}kyDTHcYHI?O4T;#Xo_ZO6u!fquX`u3Sb_ET|&3ErZh#J$2b
zmya)nC7o>iTjb+}pm|)6g-aI0BXn8s+D4p!w@Ee4plEPKP=&Wigs&$-O|KPyR)nqy
z=6t9~WHX&hM)z($0#4HpA(EX!pzos0Sl>bp*Za^zf$YBF0gC^ZQ^cxZxqgxP^EHNF
zrt!;!o{s?Bxr+GJ5+j$ML2iHxR7dxLTK;#@7xp9*#mg^I3O{H>T1AQW3b|Rlz7<G5
zi(=^!)oYk`^r&NA0(<ly5{}jHjqkVZGSa9Qb4)Ks<uV{RHNEsYdsK6hQ9srFCxZD)
z_@8lv!c7n+JY;tal;|+8#)vVzwDF(%RemyUY2#T*V7(y-C25{(jy%AI^qJgk_ch-1
z^wV+1_tO^NtI}-AD&i*bFt#3hF<F<%Fxv4%(bX<dPDiSn(u%J5E_H*l%xubcsDTr1
zr<tCIsRBboX$>5I*cvWhRxV2%65ha;Q#=+{9;#{OpmmS$@%AHfX3=>`vt7^ae`pYB
zDFLmD=>ZH<e9g1Lwm%3YiixRM>R83Yue+L>PCK@>`U&TO>X$_qg!IHI$Z%>0gUNly
zuHn-lV_^lFiVj>OA@5N6hRzsgf|EGC&3lrr;q?pFZ;ZSbk?;y~Oy!Kl&qaz9tLj<~
zZK;X@VFb3=w_(<yIzQ(B6u~7Dy{;%)$&bSeD#&=_fA}P*(yeV73-28oJV)H3`E6T0
zY%cF1*URwH91^Tzeb6>%xw*^5_8eFxBJX`+CMFl!4;Nm3+tW+XGJQaIsr13!5gmyd
z^xFt*d~d|7PJDs?TzXfDwUXxcaYUr<t8_8w7;DCJlH6kpf5T*oaCwO(2|ZL^gDDgf
zH)60S;H9sJF78<$Yg?AJvO-FYFF$s=^X{%kuc3loGFdA&T-NPm{Q>PcF!@7YScF~K
znzFLhRh(9HF4|_yuTab)`ya=}KP4GEdX$m^AEdZ>K4EFp%dG0<<tW!Bd*w-4C{kSv
zQ67F8wqqEeyB~h|H*A!;X-gFSHe*8Y7Ow98V#6ZpF$0ib$u&5lYulXKNf_tp(#ToJ
z5x)<i>^@IkV;FxtFu=Q?4#ju(O91w{`xRypPNfOmkTk~ntF<)+Cc|mxv<^1!vR{|u
z)IX^h*gNNTstx?6=)Irt)JVUd{DJWfdt&{~PZ=o(^@0-LxeG4Jgip4X3I?{z`lD})
zYlPA7yRiifx$m-#87@O=l6Uh9QtV6$L9OKyGi3Q<x<3kvT=HrAn`4?Lnq$O=JPOSs
z=9%t>6h;d`&q$t4Q^u;!`C*0cGBg%=7-sxcuZ9h7`v>$)6XCY%q);_L{g(va0d1d;
z#GJeAJ2ePjW2K*^KSg>Zq85C5_CDRrjU5#y3Hg_CpJWcHJ#dQ7t2Lz#-%jI$0Sw+q
zDPmR;!{<2@@DH$=UMuv`FWnLL%&w6HOQ}Qk4SU_YtdGYK8<Sh&=7!(Tn)Ka-6Xn;J
z>*#NHU~XK8y1~_<>_eKaWU$p`sI&kCcTAXFoMEX_ZgXy?R6&DTBZrbG$Hh$fSB+!Z
z*lJ|kRWyQk=<a3sb=BRpn&xvEIm}MJzPLL^H>Ys9^GRi!oiQvjc4k1kM?Sy4aZagL
zFT#3H`JGN$V}_+@RUKQ;`EVKRdk6XEq3#*a1${ovv2Y&ju_l3!xH?fDyN+zY{EV<x
z^$|vBQ6kCrp+*jR-@B%3wsf%g80&CHFf;s==eew{#a3DM%>ld$R=F1&<KPO2PiMXw
zk{#EPMxVZabQNu_y>L*AQQEMYsO6dvxAi`IOo<2s&qUmQGj<b+odtDfb7<_<P?FUN
zoubf1OT?ATsthU36CQpl%U1Z&8s_6pOhrnKhZ-TfG6Po^8bMDx!u+B0fEqGtl;dPC
zxFK}-eVc<21I72;NssuMFw`pw;gB(ugct$e*4UVASx=R6Xl`L~J}ECWek$boNLZ};
z&j$(xSXGgC%*_$5dOk3ThkX>YYJWI`VU3TC{aJ2ug7x$SSR%(755&@|*IQF4D&Enx
zL=U@#5U}(hK#{!wA=}B-2D{z8VOK-g>iK4GoaMveY#F5ZWyIxjM~deG+uhxLtjbtE
z733CgsY&ex(0jN!9vdIeA|}};V%2?xf<-noDWX(RV%F(L+ON*Bg0A{5Ux+JbISX_n
z4qre1Nnf7q@RnMQy?v2H<Y}n?HO(jndy+eq>!+XYb{D^1=lu(VHl<O(rQ~qE{$?;n
zjrR|KNL!X!Cvpj0x#9lWy^)nqVLEJd^vr>sU)O>H`e~`&kRA!$)+$?vdj~c1Kgwg*
zFyl8xP;XxC*eH^cNr!?O+W>iTYuv^t_w#EP!`dbDq@#;xw{_cAt=`LY6V|TRl7;RT
z|A2FKx~zHbUik4y+>@eIeDrqeSi8m$ELF^JDnD^S9Tp48&h?8iuI+K>3{Q9m-c9s^
zbR^wLcW*HE;PyNbg*C8q&Qu+aU@K@wfbPJpvF`m6?FcYSE|oOB(EgL@lS(O>xx3UC
zNR%w#WUU6f^^4bYb);cm7*o#v2C;4OYW23-`iX9+=dz!C&U60zDvScm8H^oxF7bV0
zEu41gIBbliFCcxW?(yrp(z1__5jSYc&@d`K($Zc1h0$o+AG{6;sRvx1H$)5gIr;uC
zUMg5!Gu|;mC@M9gp1?e&2=AuNwpDyo1v7*42WuQTE7DQ3%d*h3nCG^b2rm8yb(q~4
zzw5yItA<J3i~)(cWKo{e!V7Fvp^QQCA>Z#L?sTt6ne1)AH6-Lu$?pJ4q!=ISw@*!a
z1L|p7Otg6MAffxjr=80)ub!ysmYyGX5d+#2*4NaQ$H&FVcTZ#2a=6f}%g10}`#aO}
z|5nzb;bvPI3@^SeSDf=Zv--MSCfA<a|6Gp4ix@7sK>kQFdJTxGY&;+8+578J&jwe;
z&Wo}wr`pam-<0(-+Nfy_Z^lK*kaAo4zF>gcvTn6dNmwfMUj6gSXe`X4BxxeRR-J+#
z8uUD>Oi<BF$F@i%56y7RE;_-MTW0RLVv<S)ddH8=m`1c@IKdW+En%h`5c_Y@OUUfi
z#ay7MtE7I&Qb-Ir#BV<Zr=fO?@nulA`N>YOWJR!}|5QIHYdP@Im{O+*7KZn<*8{fo
zov6M>(>|J-|Blb&x2ShOX!(Y@5B4DeSGr>74CybXmzOj&<H61$YOnl++ZZ}BW6M8h
zfY{52sSk#M*sFZU8qP899S@`Qw=Gxs42?T4cRlngArs88%{17mrEVl_QZd+CjAmn(
zwG36BGoRT3@9#R7xX}HGt&l4EPjbxBp=Q+P{3QG~KBKRzW<G1QSw7pSoDJJ-<w}A6
zr6RXP;;qK|q_8##(Uy6rw8^%*9kYZ9Y*lES?!D*pC58S;lqVY@>A!26XG=7&rrYlP
zJw0W({KxJ5$a9<H_oec|gS`k9UA^|VNG2ZeNgMRA82Y%$msTJ<Tk)X&POi+ud$+1=
z4o_a*^4X%_+P<2nr=gz2ozOwfWPRiX%it=^$iu`f(*PELJpH^8B-1=Ix<3yO5q%zb
z9lexoXij<k)zduqlR->^xp|}3P?+pH;^*hGF!_%h+$Dj%$+!GLdA_tYQepiZAtfSH
z{LzDwJ^M^747&{(mt9k69kwnfBqj46(ugyfyl6XOG5t=$Qd>rSjXi_4YwOk}q3)6v
zlC`~q19z&)$)G^5o_$IRKDQg$94N}NXFIC;YG+SKF;0OsnOz23?g&gU-mxe2&c5I;
z5uhH|yDm4*M!ccBhiC%Rw5F=H>*nk_rcf3kvD*X*I_u_VEL#Lz-SS!7bArJsb`+O#
z4EhZ>1wXKUKi&*$ETCiyc{yIn>5q7f-_$EE-4vjC3Y3v>hepPVkmdbr&YR*H99U1y
zCFx8L!&C){F(XkYoMCM(bd!;br2=LMNjde*)rDlDl_;-2g%<;aZCf=XnVvANrzJsm
zr*E}`$S%x1xUd&;C>6}gBzLkQCN9jbYYS~4f`9A*)MkdYpGTk%1NLX}d#uh+LOHNJ
z-Xm~&@T8f<;7q}9r}kEV1l7?rS$@=}P%Hj7e~=@^EqY+}^EviR#QFoOfRzonvl5$~
zTyI5VL;}_6`Q=v_24dwEJ9@qZ%2|0SnJ_88oQ2n)KP-O!QrOW5;$eM`@u;tK!dX^^
zk8UaHBn;+neZQcOdij>FvE(Z0pzeU*^im%-DL^M8ujXL6nL%v|Q#k^=V&(IMtF&02
ztSx&PE~h4n)+dkUCy|x*peB+-YZ5NcmdnFmnjgbyuc8vj>(5YTdbZY^C|;V~QG7de
zA74gagmSoj&%OR2O8&+mc`^Y3fm9(cvh?(&?AEO<!`S%viN%KxLeifZ8FOD~X=tQ`
zAZlt7R?m}@n{*O=H5-OGX&V7;U=Mhv2oz|~v5FYByl3IHy}f-!%EiSs*XY22gNwVq
zyDK4-Q&tvHUOq!7<l`GBuj^pD!L1e-7dMXSg@=dtp99b1)6;%{gjnE;eAPM&hZ5oy
z(a_K^p@oU28n9q5qT@;PvIDxP`4?n+7N@EW1<+h0xY_WDY~D0PqXKW0fMCfL_K|sL
z{b*BGb1fQX1Q~2W5`ZmjNjaC~^$ugYLo`7yU^`*@ycP086(GQc#$x-kKHoRWzC%`D
zoF?0mP72p0I5O8Kt`MkbSL7Td$Y6)`acYO)Tt1ZHb5THA4g8hYdH|to<9X0<S!Pw)
zQQB^qQFdniN74r|={5<u%p@|0cZ0RsV(|Ujdv4arUHc#P3IVA)=K0pHk<q}EQoZK@
zGv114vE<xnFFL-z{iD8K7ma02Z<%|H82V;6w-V0eQyD)O`log73xB_;Tkd>h;<3@+
zzT7+NPQW`d4kK=B_PZ!@<>Ukh)HHxQ>Bzp8XT%-2{wVr^_5DyU-?}nY5o8@(2EYqk
zh+|wn%daFeR5SRhR^0()iiOptB(~k7$cYwL!gyOrX^$kzh1yCrlZp!gOw=j(maXCU
z#AO>@jTOzVpGNNw=OsOV1ph>b7Q08pC6$^Ie@=xLDg))T&&akcg1VqafeRm3cY+`l
zgMSWmi*mA=YqRBTx47*AF3ENdHpY~)ztY=&N<LJFmpxHD3Gz``z>~GqYhTDFoI;hy
zvKmN`?aR%L_?$I9oeT42*DmkS+?wdWEOIy}s)fZ2qM)Z2e0BtlA(N)pLUJ$Cwzq^n
zU08wAFqN;-#0<@Uo45yeKRU4SR-7Bz-zW&VY@e8m8~p_{Zp&IrdicGgAQx^}$;Fd$
z_p3o0KtyRb^3DPE=O6CF2*4aqH#rqGdJVt8$Ms*1T=;1NiVJ5Fv{roN-d^u4JY8BQ
zj!D07>yFNU?pyv4q@fbHkno*=Wp+lWv*fscj)#hns?iRtZmfp8BvaO&?Ry)C4~>$t
zFA{0U24a4%llg)0yjm01V-kO{7a0MjQrPPVg?DwgtmzfE3gK1@H+<t$et$o}Ey+;O
z?VHUXs^hMt@$A<YS)U12_PnHohi3CXa&f4i&5)#Hei+EgEP3r{DrdOq&gE}Amy%cg
z<Log_-__@$l*MOphD>Xcjz8r~U9T=+|1`>JVenpa>yY`KLEwVzCkKUf(cj-RUl#%#
z2wNmGNmls1yE0ra2KB@Q*@Ml_XNOLF=zwOOh}!d5L4_|Ctqveex+D{s_|v}t>Gm(W
zxGzWsyRMu7L{y)(&sHMqfX%jv^VC}I{+2j)x=t2cBm5Ea9KGUx57AbR9*s!*uxQ{x
ztWT#z{Y#bdVAjnZM(#q#_j790znE_Lj-PmaV>x=};aC(95)VgqX={0>;HJ2j_imb>
zaC3w7IVj=F;l^Yv%+udiz2pZFQuG<%U{h^F+}kHVN?{Xk7%E6jM1{1~(^q23$e+}$
z)z0+4sy(YB%f(#tef|<%iz`Nuv?~l&dToF^-H|w#nO2$cwTI3hccBpIAAN4((p(8t
zlA}29wRT1N)L=AveHroyHgS3vpVrs)lwn9WALD=KbHPCD|6oMfRu9ZkTTzXFSs|kK
zBtS7n|LLj}-j<urxoK<_7*aSuxA%<e@#dJoiP~T_As14;ejCzOlLdK9=%EWcQ<@5k
zVCu&7+06N8?(Tl=<oQ$E19$L-hUzIn;f-go&!~>#q%B6%HOh`vFf3>~XMA2uwYJ7V
zHu3rr?+C()LFH<fpA(a@+N|a$re*boX<<5$t+4^}<%xI`cbuZ?okCk)!5KkuxpenG
zwaSV@9lrdj_$B>cZxQPjL#S+}|2t%eF|KxVv3qvS-2Yd?kJD{Q*#|b3mcZ_EB(-O>
zK3cu^8r3Oflv+NZtP2!VTF4dON)nq9PTp0GmA_nK>RWZjyPSn|2Vt_*u#Z|4#_r~2
z7(Zw4*)-GMedlaj&=K>j>0ZjNU~GezlPI(;ty|Pm)lo){M$!qkzgsDL3CDygv0Yw&
zZN=mig97FE8R!qnH-RjpL$e(pSIV9OFun5hcZj_|QbDL}(I|KExoBsZZnV#oMnLr2
z1e1gBYwmvy-iujD4__*!Pp3*>Hpgg#*0>+iI$)1qQnkUN)+<s}JFV$PZtk)ZWQzwJ
zFaN95nbppc2378cCR#Nrn5*-wxYuuo7ja_;^=|kChst{T|N8n33L7yCi!oC{WSKXI
zaV51sM-F~2>V`lH2W!mw?mjDOjS-S|kr5|*aCNwj1@I+6@w7pai)Rvt-Z^X@olpPP
zo>0!GCs;49Uk#i7U+o@yFf%Mx7S<6Y%W}EVTRS9nIs09u?k508q%@>EC~Q-?G)iHD
zB1h&cpr7!cwTM;mjG0ATiGl`~qI1~5NP>cn#^`;BVc3Ay!&C{b>$`ic4OXvBhg5Z{
zHL8+&pQjM0fhaj2IYrVPDo-r;V-Ofn_$5I>`>lW()it-e7t!Ucc4rV%Sx!~i1zcJL
ziPYJ#I#b?Rjm{ZMI|#FFrEBQ+j%Rnkz5u%~pRk59!<LASyRC>aqf+rxhOI0`2Bjq^
zc0Lny5pu_qMev~}n`B0({ZVDtMjt^?KAiKA*S)Pd+$qtlvOM`HSK@)4)}p1(b34f@
z$WU|<towU#G=*?pGpn>2N7muGfc{JOW*#l!!o^^KyR4_$H3{|0PRnDFcn6=PN`eD2
z-$%-tz+!pF=xdN6*`$u;Kdhvf!;RmcKev4q_7qk@I$EGy?T8$SU?=?NV;=lW0BkaN
z^g=FXd9gb?-TTE#`0`mK03(aeFESrtj=6Fm@l3;WqoQKd@l6V?F7s?8O~4+Ov4KlU
z%G5#;`IY+syARXr8>&SfRo$t>;S44Li;k#)0oC%9gq$J;&r1~aYpVqJOLtGt#IVyA
zZR-rBR}+LoQ&XEgYKd0z6Y=vxk(1dcV)SXy&CR0}BAdTKMffQfx>a_YMUV@16vncz
z^b-%?EfB8F5G=pv`FRtHQ7-BwuLSop_7|-#Y{g$bN>Ee}F-wXgq)9^E+|OJl>(Kdi
zMQ!0i+BduIIgp|DR_bVm2dsL3S<?COgBoYM4h3I+&gAQk*N(g{_pc$(+fY<2Tjl%K
zw}+*=Cj-*FmFq_Kr(Jc2DLF_shY|ht=Zn<)o4N*m`!O(UdziBk@q5xo3!97Yv=C^b
zjGvPN$fi~orZV)C)R)SvC(|u6Z9+igjfKtWYp*EF0hpq_{aV7ma7O_0gXZKUy~{<}
zFRJF4gT{K@L)oF__fV=qXin2t_Dmurs-MZ6lKr21Yr4LLo($5&`W*_thCox^T9g33
zdQi=dOwAxkZ|BBN0W01(?v?ZawJdc{;JhRnY;TsIEHw3??7{*+?w`4<mk`IO{(;4<
z16$%^<E=EsXap3@*lj)|!=IT=qtlcD<kGH`<nmCn22?Ebry!>YauEwRWd=wWd*s2I
zg`B+n&b~EO2JP13FQiiDR=zR3x*1?rehQZmFdm)=9sx+?z>CI&Gf7H!C;GE$uR|hY
zY1I`gzu4&a>#8Rom>B+-M)2ONDw9Dx<%qY1ggtx@z*7H!2r~f+2$aFlUD3nm%;%ad
zvFU(4yu=M{S)e9WW_X}j)JB8p$Rae>1KIdB`MM4frS?5BJ8Ek!N<9|`p$%jpJ<2<N
z@6<^A<<z`1q(?%2Z&HWij1~>HgQoenq5~G2zBe*S(MpI7{>AicF|q1$;b(b6!wGf`
z?V+V0T^M&_*#CO8_RB{JjmDky<O5Zwv<3hI5Lwb3L$Xo8o-j5n$Amv<jlBq<hYB5J
zUi=KRIVjD3#1VD=V)gC3hNt}>In{d}9&LE&k!jeoC;rvT@I?y2c>d1x+FhuwdXdz~
zgzXvU-~5NcLu>X{)OCycIE7Y7tnp@$3?l57v<Hiu)2ZC|^gdvpTu>t);iQzA%W8gh
z<7+mjci7|o;$k4yyzNqL;G66AmG^Z!VxLZ+*83clDY+z`KR!e8&LxM-dd`WKwLSxE
zdg;P`M~DKPa9u0G^3X*wi^=s08GwrnX3hSame?gz?IuXL0tNRQZq_U>4hXnHcyYl;
z^PX?IK3+9kL9e!GG3Uq8RQ!#k$4>8rQ-E{Qx(>eA8y1@U;FUe<5?`X0ASn$%NdARV
z0dQrfK0&2_mLg?OcdXGi)1ktG`?m_8-@91fA~yC03~b9UJ$*zSfe+tqBzyZ<7Qo_)
z_uniigoo#@l;jZrKZVEM+y`A@#08taiTPUyBn`9qqM+ygol(pW8hpOr#M(8C76+#C
zEg4&#O?_US|Au9CRo*-Nav`*-n-{V#BCyeCEIe@WGt~M^p|VD6(^qEL$g8?v&`&2R
zCx{DX%y4zfmh(cF^3*3Fq8%2M+M6NSngBr}=(szdzeTI`#D4Qc$!Y06fgvQu4qkcx
zk$f>(DVmsk7V|I9D{disclUV$iQQYJ_)`h}ImXt<IYvJx)#DJBITC2YVcB}$C{>)k
z`o(Pwlrd4E2#|ch!4o0>j{p4&TeGZ3m9?eS<~c@CTY+|&<_Nuppvq%`t9g;~#}rOI
z_ldv?;k2?HrcB=)3QMK~F)MjfPjN>&e)WkL0j&eruy_WuF0GdY2Od{gpcIot{nsb_
zCRtONbPZ8bLzfeb)<*^+R4m1W-SF<EX*FxZ<B+1urTup<Cx8JLOSsDpOE6ilnNL~Q
zHV)(7KZc8oe$3An!C4vAsf(N7oFyl-P~Zx_GOawcUa(Q&>~!WW4e19kRjqqiA5CDY
z)>PvEumJm$pe=%`IEzn_=;mSW9gq4dcAn#^myfYKd<kZ6F6F$v>{j+uI3)W^+JpXz
zD31u3bS)(m-AKCsvQhzaoX1h+MpT1FBAnsw0~|Mtf5BBt0t}|fycrs6X$KF#4)ZM|
zhEqZii-NU&|5x>Q<||4mgOZ;WERZJ1p9z^gelz>V!Xn-@gf^R!WXvaPH_dJ4I9mwY
z*^m9H@SZ~I=1bt7MY_J=BlSNF-aA&9*5(W%Zz@U((IN0{7*DV^eB%9kr*N!Y-A=)o
z3M|r>bhuovSaQExsQAuinBovwnlNCx=t|!xzRe&0xYYR(&!C&@i{-$@leslJca;UW
zGmm%ZrxT_`wgmk@T*X5w)SVmAbl=?Tb}~Aa{L5{K>z}hyQ(Gc47QK@Jbj0gG#r||_
z3?-v>pJ-Q!d804j{L2NslJ#a?|Ad4QSZvF+Z~iNKhc}Sd<-9c&7-4fU;o;|`<iW7z
zGrh}pyF1BSY4oPiN!6lw=92{$+qXly<EgR~E#eTWah3uIkJFl5$l=by_nGY!YvT5{
z;Tew~Sa6RbF9Ryu(pB$=KdAG7g_<0Q@y~ct#tz7!ndt1vm$Ge@bl(p?=B2WI|Dr5U
z?5f86(<-=6)9@T*1N#d^>pS7Plx+whsNCQ9%Wd4%N~ViT(_CUqA_OGgao1Fiz~nKa
z%4=(TuJ$MQ16mNc`Nm;cThGK_>Axx4J>jGwEpE59cVtRRmRW##-p`_*t&D_mQ1hcE
z*Xu9KV@^9mM99d<KhjVU9uJ62ARz(qUY=`4JJXnWbgET3_41K_;G?`qFl^LitIlDI
zPa76@fEmcdGP0(XQxS#d@!y@h@a&n?No01K-2Q@-?zLU4zFhyJC<&`x*Ut-CY~V_C
z{e+n#prKzL+`m=G;;OgNX|{J_6#j$Uju8|Ye9%ZM3fz%XO+K4c`FJ;)(v{}UZKa0O
z=#~P5twhq60wKe&n;4?N=g6kYe?_%uFUy_;25x*4lK~U9#pl}ri&wd26deQJ%Ts+n
zWF9ZxHv$%@s;fZpmJI<13n-%D$3y)uk665O9}QOQE%gZa_MLAkFXt+pskKREqtyDC
z!nxSTyrZ&!jKkOaR1vj~Zmz+V5lz;%wg-NeiFea%_E_b@zv%=RmmQI&Yr+CaU}+az
zdOHgL{ndq#NxdhPq33&cM@B*vH304wo^6V57)Es=&~HC#`Fx;SXk1_p?MWof=Bg9v
z(PjrMXZ10k@ufyC@otr4@5DH4>=iNNvP(*g&;&F_=-~rN2`1aA$VsiVZSm?6ms*9v
z$*cMWVk&vt0c?ckVHtRT2r=Q*Thll5TQs4$vmY009-GDU#ghw(K46_8#`S6(m_~x2
zGcIRzPWw_U<&~hJ>o>TvHsGpZIetIz_RS^h+R=M}U|~Pm@MwVM91(Hknf3kR-XP}y
z%H(feA;R5F%_Al(B=rp1U0h#OvM!IRg6$CF2w*5%0XRVQb3~htrWKk3G9Jamv?Kg-
zxbL+=fty=xYoq-y2ZVGlN>ZRXYrHBoosRH(k@bV$K7##0YN_rTYuXAb5fJ%Y-SsQ5
zj~9<TRP7C`&B<H)+Zxe=Hm>-SR#+VDQYRI-n&#_U^LpngUqB70wYhH$B9Z-ladP&T
z(Of7wcyH8Aa#cf7AtJQ-%a-I(Olk)WN}plDM*m;^gxAx0C0Mk~fx=GY=zef@{rzXd
z5fqVz+*!W@2J3S6_GWr*a<<cirmHHl8}aDIMBigC(AO)vCHh(FpwdLi*%?y_dB9av
zYGiRP%-KukQ9%*tsj3b)qbxE@dC!;HgzeP1beRe~wPD|}XkwxV81V0V-hJn;C6^Yt
z;$*H6#cAAZ<@2p~>%KF1ewD1-ACn6FrI#&&Yn-f%#VHIeEJM-XxZNFFo_&|~dPcpG
zL6~wiCFW(dD)sSJg!f*{GOH;APYorPOnYE!%ZoyQv^2MwjOgB?yrb(Rk$00dtspW?
zJ}l5ZiWrN|{hp4*Je1Aq<7{pJKhLTJNLRQ&RXtc(&%LO~vfWEfr*p1j<qEmFdWhZq
zep17^G0{MhWgD|R<HkvJ>&CD#6I`8x7N6Gt&Ed&F24gq65Vw{V(ZNF?6drwt8m+XJ
z!WOgCHSy>XO>%T-63pV&gyoTTv-i6+q^fXx4qxk!zrj-6mJ+FW6NT+OQ)2`5)ZmA~
zXXmejdK<4wpXAhCal_+X@6Kf*aEGZC<;J}sSa>LAg!PsyMQuiZ&%iBjN)qAk9IHQX
zTbH6yJ<<?h=it1bzPUh*zkk$oCx7T(V4n(_JtcT*^21=bps2$WmCVr~O$nXoYCui{
zv#0wsu`566`@JD~`(!D(sJItTDHWua3R($UbSYcrS+AHNm+r|MA<`M_D6`YCZq%$3
zT6IT8-<VZsN_}EEKZ1!`k)~Xg^mnJy@G7Sy;~`UCyB%$`ee&L#@<OMw(3A_7Aw3Qc
zlD5ij%BTO<GF*OjYp*;D`etay$Jp>1fDRf;S(9i>zcu^vR03^zJxf-Kr~8n^DEa~=
zhHVoZKD)9Jpwpo(>J)<D8s`tb*wN2xZN|JpVhdylZuW59u=6@77epo%RV!gT*GspF
zbPn4|K{TKLMYnJL>6Ug=%yPA!aYWAmP!lbcS{vwqA%gIIAj`^*FVZ!WP7N4*{f9Uv
zxlMjh@1CiYB+tR@Ctsi-*hJKgWIv!UV{^ZA{D(XT<HO}^HQ-YN@iZM{TlfAM|1M7?
zv27nMs_g=IMMqTqH*=u`-#Dv5xrwK1MdlJ&`!)T45sO$1Yz|74;?OyL>&Oek(fpjH
z_YJ9iJYoe2MDe8G6Xw2Bdd)NOYVHk~m$Rr)W?ZU8AO<);%$t|Et2t(Km>|vM@mp6!
z_pMqJAS|i3CtX>4aB&HGvzii!5Mivis^csL0d3dq)$P+Rljv-@Q|orgp3JL&(6ViV
zhe8=quQ4(B$i4ySeBjY+PnJ8&p|*4U@a-KHEqQ*9YtdMTNVac-4Ahm66d#B5ij^h0
z>auwmhctP!&djBgU-YNgshp}U|JM4|qfY0wu9)CINHxi`q=bV9E-e@lxA?}pb4+jB
z->#ulvozaha+$WEPur2>wtSMklEw{e(LLkQY_?iBB(fQ{p;ML-;rP*P7pAZATQdd4
zJ^4HFqQ>hQ8YSVmu;|(`d3Nq6lF{kzS@(Ld)cTDmhe(h+0hfVN_(4U`0c+RWD8!t!
zxoPAqOT>-$ZGz=ygSLjQqzM)#&*Jh;z6t3~TBzTHSpO|k*aB=K@Ii-Tfpno`L>T~n
z=YsmhE0Tkfhh{tss{9Pe#URtumk)XjbK(=)7Q>Qj&B=BT!rW>VvIs=i`RN8|X&K)8
z)oy@B!}|desx)~=416gB3(v673Pb9U_%#nVkJ4}uk5!m|l;=l2u!&#BMKlZTNSn{e
z3cfb8-YQ6nx#Op$`&4f;{ZGTqoVvGyBz<>xs89pjiYH_u@+P6_JKpQ-Pco?<(aZ&F
z`g2;^N8G^-RcNb^-QDHnHn{Lho?gA1BEq9P8&+-7(6|j}Tq@ElOviQtX%=CK8anB5
zn9YqVckNSBs8|O5ZBR11xV%RP5^lm$<XwoNdHraZJQ58*WB6uI09y3<{_KaKw$D7^
zG}>p%-QKgOZW6}SA)&Vrsb@kK8ExtWEy2VuL@Cq_-Tt%G1~Jri^#U5~+)@V}D(qkc
zb63(LPk!jHmaUJF{l9x^Qs3OGaqpj-(yAvBCClK{H+NpajAEF+Gi8u$>$^Ag;pe=S
zvR!>K6qR@^XTeK%M6s@7Yp+8nn>w@!So{hGj)N9yxhO{&5vV5}iowQEjyALJ7Ej&x
zixdOuhEO7jdcj*`ZLQ=sFn*Pqc4v4-0BpKLnRgUKk6h;Nh}zOLxZ5yk?Rq)*ah{B;
z1M)#2d=?pEa=;6bNp&Jx_K@_P#*x0Iwc#eDJ;(NJ?z%@kwZ8m*=}0{`Y76c(AZd;E
zJ?@>v264qcr(V$rnaj5qkjY(r?a01xEfI9an)l}-oQ(+a=Tw9yJh9rW(AeM7v_|8_
zpTun?L0zo*AFZPXZMYB1e`fpUU@wb0^U@M8MyyI)8Qb!kH-#yHf`IT;AmD_eDR6I0
zVROq&lv#LdDZ6K@u{#|-?=sVv<}wq9IP$!39;Hg&4%`XQ{+UvDPiu^H|G2UKLDXwr
zIv(Oq^IpijnPQNow6$lO;K6Z9M##wh745TidNJTxRlRYSS*RD@Vz{y|)M0DKJbb-|
z4TR9zF`ERYlTn1M{z}`~NyEqJ%IS@WqH752?i5usS&_osX^maj)bqcozu@NKeoDKU
ziynQ%x;xImI1MBR=8mUG^`o>~Ipre?mUaIZCCE*0mkR;SW{f*u-}SJeyK6#<T}Itg
zZLSsV_L;gO@D>}yBvVQ<LV2Qt_MEtyv7(b(OQJboR1&?#u45v?Y>-5qz}6Di;8@Ws
z5w-Y#dZVxIH3fs(azSv@VLN8q){lh%E4v0C7l9LNJ7!?CCmStbQT{!I$?vo{%2hXO
z^mZEF_}kDe_2WD#Zrg|Cke!V`Xpl!VfELwIN{_`DWgUE2$MdxSKB&x<8NM4rD9|Ng
z$qdI36i7CZwA#iLSB9c3v)Sxm+hZX((xVFdLkCZc`)xfr=;+oCObSD47ZztAStN2r
z6H2-zyE%i<EV(zFr4HO%7r}^svfA9xkI17|$Nf_v>hAu6+Y0I*7V-SRtd&#Ak1yc)
z$xK<sZ?+)y)8XH(nF7Y<KmvG!zO`RFe-@7~>v>8WFS&Q$D#barxU{=pnY=Z)vv;Wx
zdY@8i;AoHGIAqo#p>7)$l13t9eWUsRQ1+HlQAX<@sEQH-LrF;YNcT_@(nu;O9YZS8
zor82Y64D_^NJw|*(B0kL3^2fbJ^y>xx*yN+3(K`;=H2z~XFvP-1*DqdeS7xT_8aN)
zZR&jGmmQrPu*3~+@^VK9EDcoSy3`~8VehyN?(}ubvMqcw4&gA0FoW+!amgR`ic7w>
z;uNtPPB<)GtgL5`X%{cRuxD?6knj(*1bDvuiUZQD-z=0u`*afzkM-<-LwNHF<@Urf
zbMc+izbs77DQS#=ApcPEdI*GmxaR+hjN^ljOmpXtegEOB_O_wt=glMoyJffJW*mYc
z6bc3j@sht%v1`vbn2O%XC=1%3)xo)9j~#*tVsuariz5Q22fe&fzv0lAR^A7m)eDY+
zJ=?n&H$IEiTeDlp!S}Z!<D4AY>-4_9eoflit~O<!(jeGY9mZjy(ElMOIqazz4Aodx
zhdlL!;r^y-vH|yOb)Q7w(P3ex7RP!xfNo_IiZJbL7<19pYQ*5MOpZzg1U@4pWD)rU
znO47}Qc|uk_fEc2$x0p7_iV=NhL<1cg7_a91fN^CbC|G|vct&RF262Q4U22a8oO%m
z<`h?BV5*p}LcfYID%h*?I`6IrQ$6(OX4q9sbkxXFwzo;4aiHriaaGlz&|c?`L<G?c
z$!Nmf(Y6S0>nJZc;ebroPB}x61o$@zsYq$_3c(xups61dytFyRl!CE3>Bod})>M|8
ze|-LvLoNqeA&fbtwu(xd+q)ykb_cyOV7E+2Byz{B7SIVF9dw?XLw4x{X5Su?Dk@R1
z=8}@g2ZM+B7==W3j0eiu&KkqEXXIiq^6lXaSre1o3-e)-YjW7#A-}7;eMm9v9+B@N
zhS|Hkv$q!tV8`lrRZjE7KDj><gdbZ(WEaW|2;Snl5n`j;^R}<LpyW<}H&2*iNlTi;
z-w+x1Zcr&D2ImJf&MpG*Xy*@qBn`}8B}^M%RX6mq{E>`qV2T_#e4*n|@|NeNg=>Cj
z9L6XPtl6hHTf6?GcY2m&z8O91_^arT9cOpJ>W3dbfA>%YG<S?u%dnfhS)SAj^@ntx
z(jiqfKl;tWhsRA+qcgBYym~&{Q+Uc)zc}8=nG{|h89|`0iwgC64A)Ryb*4s5q6IQr
zaSosbFjP4bP+_$DdHw;0jGKbl4Wij3oIVZ(xUZn&Ambsl1u1xvPr4?b$CK<Sy)N*%
za!1ePGmpebsZzsD0;g`AD=DZJg;{Bx4A|JW@z2hnS9Pqs;NN$FVDDuL_n*7994aT9
zEfnE`$F^Y`_F)#BR(+-$i4*Nh{ZDK_*WLVT^##@M#DJ`eSpx^As)6(Kr0wNL9E&fp
zp;LYwlDi(Rmn)r;C6t<b#;W`}o?;(rDdi4TwS#7hO8XDWjQmq6m`C-kmBr11*881Z
z`K5+HiO~kE<sIloL59#9Nrp>9QwNc<_LxbIll^R658Wo&k2s=taU73g(4_O`1IJ7~
z*&`qFt(!eg>vnC5bu_@x7rKbO@neFv7ye9^2q*B*i<&YpUCYmDN;#uVzktM;Pt;5R
zc6|l{WECnrEg8eDxm4_OEwIb^iq!NtUrzJ)8WGGWg_7RHCG6J9D|^{NuOkQc;iX}R
zgtxhy(=nekS&G7V+IKzD6HZYUYVBui<5<vCFv+z9q76WeS0lkVL<Xyg9sEtZ9_S{t
ztJjzdOqzOhk1KsbRi5a#PF3T--7_(SRBv+GOInn{626VBb|!tef;XRDUS{G^AssQa
zUQFWOn9V@)sSF+hf|7Wz8x<e;^966>8jK>v9|d5w9Q>kxYTuA$Of}K(6WG7%4ou^(
z6J3p4c00bg@}o>T|DfWyGXkoK!vt*ODFE5GwzfHRKll2zI~DhL8nS}Cq*Rt2H|XA?
zQu@C-WnIN^s~OKkCFWE84QTIACXaVr9Tf22Tm0O~YpEM<SQF{ndcr{AE|~ed@u`FJ
zlBE7u5#I$xTUX~dmJ9@&$pKZ!YSl+{suFqe&vq2sbONMC`xDf+lm(#ihP5KAK39i6
z?09v)u@^=T2G?yKk^%Dv2y~BEpLh+2mehsh$tOmi2bn*IJHDY6s_er;+`H2-mMTZX
z?&r>2Z;xw?ML6#mRGN{t!mmC-42PO|H-1dh^>&d20U%PHK6-gGJH3<*^Tet3D1oES
z32Os`)%$}DjkX=IEoMJr38dSC2+Jj3P_i{qeq%W(NWmT7pM^nH+|0&;2Bx#TD`xSE
zdfPCxIWpg3@Wb+@Y8T=iW$XiWBpKNk5Awn>6`DB1N)e*itKVIhXt^SwHAXoMgT~q9
zTl`}gJ#np1DDF<xT>vXSE1xBmF>_OuM&sXYGy=2E{tfNs$kA>;bjoxIP;Q!}xJR=6
zyE6{Hno%30bopg_I64XRI-s|zN2nP)7_@&xT_lz5=SNcwTL@^*e|=V?xE$+`JaeB(
z*<BlKjznl@QJh(dZxWF4Quhv$1hssseCld?vN|X1N#;2R7@RYEtI>j&b%|}R9NMSX
z{WsMpZUyWw4LxFuMPS72MQEX$;(PBL8(E!c5AEDJfmLtpE?_u`riXj^?WL%e1DR-~
z%*@><boUqN9JEx+(-;AS*hx)nAF}<JB0T|vN|b`IGv_buXrncVQ?k*lQUZe@96#Ku
zZAwus3LGjh-9Z{5^KZXOaydQLxcCnKEF?@zALbwu%@L$B5$~tP(w~(AAOKiHa?-+W
z5n|pB;i)@8r4MpFDLR|oy?E`$8wkqS>N439wt)loig#SgsDD<kzr9Fmd~a>3?Hu-S
zcc?&_Br>F+6{M<T?J4A%u}_>9VdrWQU2MR*TGL}bh`^<7!E=DAB>rgYNi#K79lPQt
z8J{E_Exj{*7!5)=YP|Hc#6H>gc)G)2+l~~Q1S7fsur$x5`|~F*#9xM$x~(_Su>W6z
zBGJ<$G_d5U0}++E^!u~1aTWdyUzq7a9$tFd)02#+A|?ttm4JR_(+gI(e?`SYeskj%
zK=OIW{E^Qm3@Rqp5A4pz{)R&y3leQ<=cwyNgc>K^#RP8(e&=AiY{PIPuk~M!EO6EH
zzs?}#^pO2)>3LgPe_8;nN!o|(1qAOOvj40|Q->R@Iy;5U8L6HgAixyJMh5{iv8+au
z|GXLbga5{Oe47SYUXV}s*=vUIgGcOX-=5Bi9e4LqX~zhQD#FA8Kzc@y0Cn)HMGMa=
z$kkv*lym<5w#PSo)z9Pp`psJxX(p?sjMefHy#S1`0|BK^`~ctN&UHH~FWfw?@9KMu
z&nUgUx<?<liPjkqFv}$VJV+V*+o>F}Asf35=~?=fGr}?>uZi~m)eU$b1T|hIOd4P1
z=>W}@jLsK~WZfwhYI$#up-?iWWB5C2#mLvH!hPhLcbK2vTz%!2@%GM|l>&jDKSFzL
zA+!zMR&ABTA{Iop&fsR|Kz_3;m<$L{tZm{4gUUTAnvZ7xg5Uv8xH`=;8~9Q~Y!-?o
zItO)zu?F-IO%FZpYm*Q<cwnFB^Q@b|7sL#Z=ndkQ{o!Gb=E(p!$AfD+oWr@iE5_8~
zEX?SR35DTYd4F?Dmk4`p8bvz8Ev7vcUSl%!%WbJZ8*<DWBL=p!=)%3&H!F2>Fc=g)
zFC8uu(N`O%eBpWR-EQ;f8BccDu%yFsn(Q^OEBxtp07Y(DH)xj3rtfwuV3;W$1+hME
zbkjWhYQFhMdYO(bC~P4@N)LRxU97@Jma7ZGi`8w{uhZ>L46XCe2Sg`+MZ=SR(N42p
zA>P>kzxajp{WpC~G4A5_@3#cF4Tdz-emZ<@M^h;6w|}2Y=_&2WXYEIu9HcZ<+^SG9
z4BzvKdNIUCl{=?`*B}A{pBl3*c7h|QrlZsdS{7H<YNEW?o3`h1`g9#RfWv?Kf^MbK
zxvry4Tiq9BG=o<Ou_T}IC2zIXd*>3hBWZs8JNM7NrP8M#&C-WZJ=m#C3XSkFSH1kE
zp03fPZ&3<h9f*PdEbX$_$owK5Ptc9m$yxKWSpr$N$p-&Q`QhtXY)9{&tJu8eUM_-9
z1+DjuI<ZFILI%wv>l_|%J*$x1ONjSFvItJ{;|R=GQ|}H0d-0y?vK!B8$?H}A;=i8N
zwnOWR!8S%Z;Y~Btg?j;8+yt3}=usGmVvbJm4+#gwOi*?#seAMXIWSu4yx`NP`t4}f
z;Z&;}(JF3QN}|$Zl%hhd)2ki&Dv2t1b(9||(vSVy*DMC~J@MV7KcSyh^u!Dj7=ByS
z1(|x1Sw=}qcF=`;c!LdsRBnxj@=<mky&qXH;zSdzEIlrB7T;&A?s86~R7hSBmZ(sR
zo);1Wj;wDEc=$_GQk;`YJ3IiS=D}8zp6s#Dg3at$y<pIhPm-%y%Edm7LUZ=x(n2Fu
zi}a9xOcS4?o(ar)){nKm&Zaju8U1d9P2FU3^_t0m?y%NUZ!Aqj*3i((2e#~mMJN1i
zV^Og)GD}TWkGkPh^DCQ;6Wta$Ji2(3uXD8q#q^sS9C2>&t4hf=5m7^k&B;F^!4Ia>
zMf~PL9-5FTiya@!@gFwT@c*#x-<RIPUBbu>Qe`@`kLG(>l)|~~imC^m=xW3DR!;cC
zFoYZZNO`)?OlDXz+$Z+<4vd)Z-*~jEc^-G2`@RKsnCNk_Y=bIv4ngJq$G)JEY5<#j
z_66{!Id5H0zAydcH|fPC7wN}=V89bOdcYZ;zVdO5(2hXtBraprt>KKQD6t0;Ok#HR
zxr@Z;XmS2tKAYGSPUy30>&5prFH`xxC0sZFr~9skWBYv5XtKKv{v*INv29@?RWu+V
zK*05cS|*B8$-COP2h@1lO?J`U0!V@bSk^PgFApBU3xL(4LW|0h_tk-x&}>03pn6ws
z3Mb0V&mWI~J-07f#Sue(zh3gd0q7vHu!IGH8PB4XJf)PKV^NmBfB&u=3@|iM4uJyV
zS_|wSQ4f)pxZ@)@P$6?_A}(z@+^zN(IN7@=BLq;8OQ%|99x7MYBCgqM@XwcAZfUrA
zEcznf0|<>m>uCnwOOeGp$|f~g(#pM};P%2bBVtK^CRD$cC}~aIeqkCnp1q^Gj00uV
z=!`RX&2BA1EfgORS}3WgMbbV{8p@clr@BZ0RSsF(v+V$7Nh3pkddF#Qm!rQB<GL^1
zKly?yK^7SdHt={O@$E)_*IN&5eH(8oy`}tdnNjA>%|F?IKn3>siNt<q5t_f|_=oIB
z6|PSroi<TXXfzk6Ty{=7oUgKQRf1-&B=Pc`@Qv`td7nV%@`1K2Q)Q`0m7qDHNKsG~
zfFe0)D|dgpp3P&+d?EDC>TN0UTSfOzc%(`9+$WYg#L0z)2Cu6XFL9pUzp5a{HM7-6
z!bWfNT+etKyQp%wo<k`f@ReW#IX-J!@xdS`uP&;LbSxqlOX_ksU5u6CS$6GVIVU>Q
z`fGMyzL1IQH}R5rOlYJ_S6s${@1v79*OUcsdw4B2zY(4!@>RJPL#zU4{hOc2q{8&<
z{=_Zf2=)-bP%Y^9SplePQF@S}vzp3x#J$|%y>TbtnaA~Upw5t+*s8~>8DA-AOciKj
z`5is?G40v{@nlveiv(HMz%>rRq<Ov&NrXfamp9Ksi@c)ga|t*CO))rD0oTKm7UrAe
z&_=krR?{<fv=)U;Tm7O?Qi<c#>B~+O=QjQ6hWTwMsTjbdai<%&4Rk%jYzRHhkG98k
z0R64zZ}&Wxic@jwJ&{Us_**Nq;6l*Ce)}pInA>QhAkK#QwZ7qfe`7ylam9t^pTYdB
z(&;YcUQcNRk=VtLs9L6%w)ZhQ1hL7<7+~-!N;Ao$H%&{V2#*&>YO22t*qqaUU*&1)
zqW;<*&OZMG_{(~o92V+&#!8yYl8>Js%3@_=LPFr<!*vS@?-$%fbUAAz9of@9##X?W
zli=OEcRLdW1V_s)9QXIXf4>1tuEww(fmbxA1~u|E4=R<{1s*ESRtc^~XKyb$4GoQB
zg#o~18m+N0*d6}KKOd8Exi?wVrGuK0z|n%l2i!z8o80-_uaA^2Vf%k-I30IX!^s6>
zVSzi{hMfO4iMIdd50azRd5n{U^m}?brP)wwNM0Ue{j7?H1~H&&)Ap0^o1wXRkk{Q6
z6kxgwxEzrm93Jjkxtfd{@N9S_vg@@YPS@==`w9PX+q=5D1nkzH)6&wa_ggK^Ojmu=
zNJ>tYZ&86zxqEnwKf;$^B8s^nkUa14jlQ^;_;`N?g@hGA0%xYqA>R=tJ0zq}j4|WC
zYV`kgZ-l<G^YiyMghA`%B%w<B+Yfiiz&;Z#ItZj)K1)d1^r@A#HDA33XC|)}K$Rzn
z$2@Z77zq&1F7Rjt1?vXAhm(2C)gOko22*x(f&quksZs+KDz_!qb?n>HsHmuZm;daw
z|7D9F#oDZaixZOU*p!r_i>3<m;jzImlZp)B-y3(X|9U<Eh#ur1Pz>1OnLC1Tf|{E}
zeSLimzkCU9a5-Mv8O^x}>>y<MTs8*%AEtP?6@mm>@F5x4@SP84-q~Cf6&L#_C%=}7
zBo6_`fR>dt{0Hd2TQC0}yY7uzy&BbK7~G$q0eesNU#>LHhn9Rjk0U7O+(&bgN3}A1
z^Z&jJ|2`>+V)zf;@ZUb|Kc5_VGV^aN|H~=-zu)G4@}JKAPmROQT#N&&qzC_b{*MEq
zV`6IBHanaA@K~c41~s;#2|b<PCCRDG78y{Ylw^G$N@lo}MPl@E?hEL==fxV6VP?;6
zrXKUpm%pM|p(O?kKRtONnU$khTXUw_1>$h=d|lof^&nJ&4^~gutm3C$cj%UW<RyIn
zEuypPDI1!a-Mq11GU9%X4l^l7_3cd=-ZE;`AE`fR>OtBBN&FijV1s$kR#n}<-F|1j
zqf!4Y#e1i&9~^8!h2(ZloG$n^Dy}BKUORmlxcY4jhUrZZOrwt3<2JBEHp3VVw23<_
z+Xz_fjKO;>T5ZLgYU&jImT6G^1UBmyU8b`c!-FU1_FPsg=;s#YchbU1iJ_K$+%fw;
zRdI;>>}I+FC#eC33DU4-j@TLL&MQ@mFF5D2w9_bT!a!iqvvbO{^P7Qi+T!vh<lhX+
z#8{0C$sp}Vssr32lDvHV5apP=1X342f-_8hrak3is&NT)vrG6b6h9{rrVk=r<q1m~
zXX3NR<+IKbBAM%;S7}82X&-vcShv<4MHtD>$$?i#UYu&EPh)gow1$3;A9F`9%b&FW
zIT+ls^n8ory;K}W+MPSC^MMie`R!XfuPeqFud1tR&e9>gX$^u=jrhnYqq{?T7(Q3V
zheA`#bLX{9*8)%((K4!vRP{SFounELd=0c%8)7@p%x}*+hYp>}eB2sn?cggPd=L;^
zC#%3J#Env{3Z72T6(sxi{RFDfwq^*(C<@z&_KvCk>P@)En?jJ8zVgWX`|I_Y>`;3}
z&GPRLVmv$q%F4=*^&l*}>2h<?85}T}>@!w4WFq64KtpryB-NA+QYDk2`q{suAdy}g
z_lgO}P<yU(!b5P~pNKN$2;4B1?J&GN7myLY8kNt;Tt{}F&Gw3a(qC2o<gU;>Nkt_a
ze?f2vBh@d4V5Y-J&hu~o7FsK_^1p@FP7N$HHJ(nB8=3*854?m%l&&-bAEf|nY-oMR
zJY|?)*D-OC2W{~^#_2{48FMo>>0OvM&Tr7B4?5ee67Nm9Sq^S&6P1zu<c+ld7R4(i
zSn(nzdY{M>t~v`YQX2V|&?3oBGITF{Mc}hl!yyL5dflP(lx(szyatWc;!b5$bcNWz
zK|{uPq3dgXHl*K2{)+vJ>1A&37OoJkxDxx3;)+J0cUgC*R@r;DUK`K-JC9x|Jxo%T
z($Pa}z5oZ42M#)V>qOVH4g*QKJ^fJtq(I(7O)t~wj(f!{Q4*$ssvh*tCS;l8XR|M-
z!l}_s5|)@hBowgvn!<inC8B%jiIK(UEum;MC_`I$l8G>OJUw3Pt07@%#$M>5Q+#av
za%ODdL074}QU6;+5ou3d?s+RZx?ynXE{~k)GKv4)JT}>Sx^vcJ7TouzJO*8`MpB)k
z1muQE6XMYscYOW#_t`Jea}m6rFUN_v_G$~YtD!xb&+i%aJ!%ErY3s>f)rc@Q3caQw
zmbQ+%Ul#9W!@KKZUzd(Z`wc3E1#`~pWcNk&9s6?nvHW|fUpY(f7@yj|_n)~1W<cOg
z$*?}VJywwzISoLW#MbAap;vlq5VMDi_=~7}e*OXd&s+L*PvGdvy!MuLa<z}z|8oej
zSQlx8_zoTLf^=--<#}nVQy5WVizls0pKfSeOMO}V5G-FjW$XVn4VX==<ZC?PnrUcl
z?Khs@#;BRY@(x^oNU$!bzC)@Cr3!FNvMHaFl)n67q$C?!5AokKynbfn{fa*jE1B;p
z<2nERzWshW@BKdaKhWB#ci5E?OY47gRQdn!$p2~-|5GfGq%-9I7X<&8V375+4BPvE
z`bL}KmnW7TRR3GR0S;dYGcW&_?mUuJ#=XUo(b>aV_r`Gk-=Ftn{-no{^EnXuL335#
zf_Th_I5Gd1v3Y#<ual!Pg+)cD>rrCaIyKgu+}yq;CG4rGsUr<8HUp`G1Yf^?9mxA%
zMlWaZOVzywN%*54GYiXTkp@R+Pfy4AIDt*$DJm-)+Xr=Z|Ct$0DQW4pjt)Q3@JF5E
z1!qFcX*~&jC}BNf*68K{3KR$5AZDE!*2)fB+2|Koat+YX=GKFDhfhVt%x7O8h&rMr
z*Ab449*K+bxM+L(zYr{#f-Z6)E0H)Ggz-5FnV6qhgQdQd<*%3@)0?f$Q+an?rd*$L
zR-h}uJTWtx#gH~l4x2Vinuu@QXYcn$x;n7nVmqO#1`2J%M`9TPZo&jHKh*-dWusO%
z4a0}^&$?6mbbn=p=;DU4fhkX5HgYb)<jK>rzp%4aOpI1n(Rx{I#EH%6SUupxS(JHS
zLi7NBsr!Xh_?}q=ikjcfHE9avdP>t*0sA8KYfKA6i_CzhPZN^(mk2;x?(LA7#NYs7
z{Ai7jVeIK!nh#n668C=stZcWQZdpahT6|{svAJmpP^B<hQ##(dWoS82zn+c@`vBnP
zY6o+0H`pxI3P8eZWww&6XD^FJyQWd$Ew6(|hOT@w^lG+=swo=%{9noIVU=~@WL&O#
ziQ0EVEd`@n@0w_u7HmyA1SW+Jn!*C+*BPA4TF<`Xp<|cfRd?(<4$RwQ7HAQ23pY+-
z*nrMsVOxE1;G`yY(7v~V#J}r$=fBby#3HMkw7S(S*Yt*~)hWF!CDOzk3apQfU<ni}
zpa(1L)%R{V7+)Duv60269d}uc!`sBuhTWko0x$+l(;wJ7<AdqV<M1v;2dlDmR3huf
z&_>#iIK}0jQ&0FVsVV1S;LFV53ZE7>Skj!%?s>@9uB7rE@*({}sqvhilk2k1CDWYM
zHAC9sj#3u^vJrcr2fHE@^M>O}&Di?K;ru}?Glqvw#bR&D-<j+D!#Y%9^Ja;NuERd0
zUnl5y%!wTvpL+YA?1n8BIw8)V5>d+itH{*XCL7)eKSjTU5KpasWZybelD4qsBTY$f
zg}32mG_6GP-@&`nuW~>b4@bxl7y>DcGg#@<>qK*_3nEG%kkXe%sTUxH&MHu%I}uv*
zpB>cef1l<DL)F0w<gQ@x+xvgAI5#>%um(N<wLQjKt-aNbW{_)XqMro?`?k^OEcwPK
zzRZdynuG{@$=?;_E9N!2EUg<&1&znM7FCj$3+TJkX!xP!jEp#Tvy*QMzP49IHBk4q
zsU9v9c+sF?4x7-G{(Y)Pj#X|MjwYe!?=(Z664lqB7Vr2wc{y$xJRq3hbE$Er`uPrB
zWHG$lz8KtCd>OE5FwjLC;%VW>b;P`BQ}=!YbB4MwC>Dv$b)yc$p?#Fb`2mDvyBp0{
zDM5{UGLF?;t$%&k(X06Jr&gWu7^&p9_eZiQ3iF*3VIsRHUY1I4w!F;BQZPVK=XeR;
z8^GWy%Ia$YgG*{W8~?=L9V5#0u5^ROf@&AXVg#{+(RhH(=@c)#bO1irIEU|X8SCIH
zFR)5zInlY_=@{O`Kbdp+;;2V&brvs?axl{msgoXKT>ktet|foH20{C3nzwCG!Yd`$
zYPC{AXXnepUnE(8tCtS9%nR+6R(kK<>vI+|&h-(LR5^A@Eh_@|h7?0L1*Z=iFs571
z*C|H|d)XKXO-kL2gifdS?Acd&cE$vM!UB_o<|6nZpC%#Dt!jECQC!qoKWgnP$x6qz
z-s#dvWTBO<5GJOIiM^d)98E&gT7+uN=b04?QGEk%;+%TT)z-T-S22ZwKi%Q?Uj<xB
zv6P}RT9=n_TbhZ{i7`bYEaOJO++`;!@&_9dM&Opu-O6>YUYl0oFB!|#H0oxU2xYB_
zR$)+V#mg!#>XB#X-5v$uY3N0i@rI}O_#2b_SrsAd38*tPor+G2Y~MWnZQ?NPI7^=~
zL`1D-mqtiGRFjx>T>kn-nJ~5uwW7P9Tb3iPXe{PbKXYIpTVQL?_J6i93CXIc6HSm7
zpq-c#KdI39_@48|Gta)|ZC1s_K5|ZGpz&uI!R(JW-(3BdoMkkLj?g*O^nQ4&UHo~*
zTAvWr_!C$NV?BQ#fQ3N7Ucu%P%6Zc%X-Xlw*L|mNB+q81-`ibR{GL|?70CuD9{8i_
zDmwZ*$-U{!PU!?i>{u2=nTn+0S`<kH<r*o9#$^?E%<GaXjc9vGp19<+Q*esN39^SZ
zCj?0+I>cy91`k!EYC<{*vm%+hdvpSlkUd_eH$0NR3?8p7iLMsdWXz;d9EB<+`GqAt
zmzQ5dnV009<l>7kiEcHCrX=)gf2$JD)kt3IymVUCW>?;j+w=XC%btWj9kA07p!tde
zoG~FyMrdkVN)k7WG11k_K2};pO0`;4REIcxCm6b)vSL>3hl5glT9Waj`znk#av2sz
z)l(EqHBBMcS>0i8*I3F2Lr}+GyRk<`wVjg4lP^z#;9?pSVjs!K;jQgrV+{A%TnW;*
zv=igSrewPPUHkBLuEGXvkmB~Obo;}MXR%;RNbSW-pv1f8uKwIto5ZHe8fVnJqWnY(
z6{rTkhR(wE|D5BMY_4BMgpf?m;-f9aP5Ob3Gw=Xp2iH-OXs@(p(0Qi@JobjkSZ9}|
z3(tTp`CKip_vSrNggliMQl^*pWWZ5lrP_bWLFP3HiN22OcB>vk?No`KSxFOrA+{^J
z&GP=9Ubb;sM+wRJ7dy8cnNF|8`UtHdGP-Gy8%*dti=<Du{y+t%dcSUTQ_gIZ*uq_Y
z(krPId5xVhb;G1_c5++zoW18Rq}Tv??8AEy*(YmeN8wmGM+bl?ms>V`IQfoWHIQc;
zpO@{>hNO{>&JI0+2iDO{$V+?M<~)h>CfLDg#sFADn`eUsisVX69rt7INqf$%Ph8ZH
z0wXU#%t*iLZgybw8E|_zRD;)}m^)873L@9}+BCG&J_Y_tX6UtX^;Zt8*W9p*z$LhR
z*h{^jMSj){__$WO_Z8}s$QP(>Z_3Z#gf1q!(p_rSh+S#NGoVz3{V}xsO&z+MlhTf5
zUXZEYA)dw8OzogRS;UsJC<svE&0WP4BK>0gLBj*9X1o7L7s^M(KuA+kNmS>gG&4Q^
zB8TGBwZka?%d(w9`b4PJcT<$qPutx1z$>wXvdNu9%6jiU7UO8yloJiN<!f6_Y~<4k
z+6VU2I2QOW)?TnG8lg}pvC$dSCv|9>#y7+J@r%&Z5^HDnQ+5P>r?TdQ)mnwZ+_TeJ
z58<NgSrv@R02fnO=x4{&m17xc0V8*f)w*~-K~v2Ht^O)BIttc{vUe^7lc)Mx<8(;=
zCXyCn_*{o4&Nr;`=-o86Wq+HoFx%{0Qa)fy(o-QT^0FKq)Vyi>7J{@4@sy-MN^Ou8
zB|a{87$No51IF@tY^NsMJzbKK--~v8f7^V#ZK^p`DxZ;@!HH<r2$v2Ch$Z=m1NWuC
zwV0IfX#5d`k{o;W<#&Yi;sKX#$zauG+URM3rlVwu!9h+QJ3W!{nY>T^2~}PFNkwS=
zNC)0{!>onwfs|$)3ngaFg1EjNcD<_(^d`{@cTT>Ge5F}<#`z5fMnUXM+cK$`CrR6#
z=O-l;GuDRiW#wgAJ2#32a;1~eBE6HPT5;&jU0j)MzDaXi$1}JX_9u~L+bbFX<R39%
z$$fqKTwl2xVd?o~iF}V{FyFK32sKi-ul+uiIf>N5*wDpez=MMXw71t56Qqe~pwFKe
zC4n>E6%8{Tsz_R->neZEC0jZuidLIT4=1SEuzw$S|CLhtSClxCevgg>IvZwn688l*
zj*rI3vcVsc5zo2}u8Lot@SoZI31~D#E~D0PLdfw+$ePu;Ams8rb7TRUydy6%{0m9Q
zcxf{18OboC;6FNCOQ*K+A@oM-#0unyC~@}HRxcR)>f)0&U5SeVR@S!(G+|`=momRS
zST=gL)-S7EIGKB2qKU>|%Eyo$8}0vkyJU`rrnwSqavz+D9m!nTBVYJWs3=U()oYh6
z{AGEY4~OrK==ssBVzFfDd1Dm=hhk4*aZ`_6q11uS_8fa>*R+`|!c#RxN__(dw48eF
z)mGWR2>J9!OQrTXo>@&~D6#14;%qi@joy4kOG#1F0QwAWfIxkgs4Hr!55I~3;hhUz
zU3#_gV=61GfhplJA5+4M^|@HXqY-55P+7(Tl#B!BD#jD_7{#;!tvq^#ye3R4=Xz>x
zL!7lcN`Pn}F+QGNwJrZ}l%YXc8x+t$z+mhrnBYwwu1e@ud%w-iWz$2EYo^g}w3B#$
zvSqlMw9?d7u6ZZROyoU+ozc8eG=@6bLutRMI@LPaCD$_bqeD7&y1wg2$Mzz^>2z9M
zOYefKr=O{?2h}1-^19sCpwLpU-6IWeFULr)y^DNc-XW@meN|ee@g}w6g6B{c$%tq;
z2j8rpm+O-z&l7l91<G8=la7Fct<aQ`ymM|I*6nX#+%ol5_TiR8*WT1*IduFCM*F5d
zTp!sV^W?ut>bkqgMh$~IXasP(L6Dit_B*+U!`!)+CgWvQEUmXFQ&07O_YQQ`)fL%(
zgFjs|mss+SXrAsJB6X{YwcW@$j&ZoGUb#DXJQpGtOL;~i{7t<FOmjGXtm?$4|I0Hd
z3fz8_rjfP3_B}8A<EullP_zo7HF+<TYkseDJl*E|q-$Y5`LDtIyy}O`UH{3^eg0+M
zbFBcOY}c%XNiEOtaIWghbP2`r_U`WP@6u9p$h{cqY!d%r&${O2J-WY>UFVn*7m1J^
zTCB3?6Ec>~l_SdmltylDT!1PI=<Z-*0;YJ;81pf<7h<-R>%J^D{0hZMJXl9VTfhH&
z>x>1y%MC^QsO*LQO<~jJXvrHRV{k5TGAy6ExB;9{A{0);F(i3b)m2vh8ASTcf^6l;
z!q1Mw-*`_$C*ZLJ(&zvPz$)rEU>1pjWRfyoBpj)<jU;bJSK5(SK7Xc&NkHLw`IE{s
zO(`>Hkus=c!*Hy<2oR3#z^%g=%%X9g5ztH6nVLMxtS2wofX;FB1xH@wgz+U%47QfN
zu#?jrA%Nr+60^U3Q`|)?e4JH-BUW4b)z!ZijWFrbmrO|_{xiSPUbRVM*#@Ig3#LZG
z<FuEe4rSP<jB9bt@Bi3NepzZ!bYHi_%F0zioNS7Yr<4BdCx>6&6aOTyPYRJ2)Bhe(
zCmQJQ5XU-MrL;5KMYN7uyPEbpjQJ6@02D;PWwrFR`1aV)->JN3jBT3J@r;t5BJCNO
zkGlhe5d{!alZ>)P$;{6Qc(HHHX);Dhj}*j+to|$R@x_MUGL>KPwyGp@Z`J!cgjZ3=
z`9)FlLDwu)<5?ig{gr$}PeFA@C-o3$j>2}w2$gYA1YC}i*sEQ}M#*xu(6(iB*FLy}
zzFg9zyzFMatvLr2;-d16=3*5z`6_VQpIMbTZd+m9@2JopdVErSnB5n2H4O&4J68Lp
zTcfeg*b_*KA_*`&^aFDu@RUfylVMnM+J|<wqpC?HdxocxIwThlGz&LQZ?P_`_=Zt~
z;yA4yUKju5!G)$BmOFkU4{UBCmJb4BO#2ljyPDQ=xH~#+SeA(rN#-3$w^I@Px};{y
z!D=#C4v{w&h7JXZ7#ih<2^UCToHOsYjj?F*`OUNjR<!lVMqlj13$1WpKR3|e8A2uI
z=G?ujsC*>BZ)0#GwrmO@Y&bSNKWMgf;OwsXRx<9gG<zTW_g^OXAbC%_+8V&xNuSW#
z_R*jTwC%uY)uC7H-a^pc_#dheRvJZE?x%Z0<Gi;}YiMyqX}4SZbYE~q$E2qs0H?aj
zlB~B2Be$={+PEKz*$+tiyGGP~RW`0j7OYF`Y{1c4iSjj=@;HDq7C7BTKu0m;ka@zE
z;gjJ?T~3I#6|ajcRpol+`HaBv>;AG!HiKI2omJP5Ori^M&(PHL>N8biL~24g??+Ii
z;;^lUx;0^3#2x$#U5mSVP-B1!9%7Aldv1oHWKmr_K^GDJX{ZZkX>4fOoG)-$e$!dG
zJdSrC3vQP)dh~<@{!tQNOKf94G|Zm%dC)EN^TiiS8|n@{7o52$<X<$rJRA+WNW(CA
zE~%2@jd!1(5|E_45%=OJJMd6Zw2tY;wndKmf*&fd66J?sV*B!4LJn<EMU?4?%hE$*
zN~~ug;5Lw#F(k#Cd{M*Se)jE#q<Ne2NO|`;nWPnz!ck}>qiD<r;FG^13#>bhU6wd#
zj`sVS5{r9p{p1iQfx`Vebh(SxPTFAgp;eBIrw4M4c6b7w^}Kd?J5A+SmAAeg_F+2f
z&m;)V?0HA0IHm$jrDsKuOHOkMEzn*2rxx-0tGNv=`4r@>O=Ta-GpjR=Rfzn2yUlJe
zCHO1mHoX;8rp*0@0T}da$NFRyN^KAsLDpgx1xWEM=hC?^nH)=BX-<Nl<YoA{(X~P)
zyS1X!h4-_%dW45i;5|QT2+OB%B^jY4`EEv8$vKYk`dZp_Si*!fv-i4QYO`MWpA6Kt
zNg1jh8=}>Y{}Uwqt-ATbprI6SqF7RwYT5GR<R@SiP7Z;>ZD>wgpk*H_R&L&XU~8U9
z30z9=KmDW)WxGYb3X&H&<TB4CQ@p6M1?Q8xYxm##FjmTw3LjFJ$BDJSl|Q(^?btGq
zT~ncV9{WTke4owkY`<-kPl_+huo}?Ck9XH(e;_pzr{*(EfLX>JJ-<;y+w`2yh&y^@
z7zOgOnIdcTlmIKN?|XzY+QHt|b2Je)lL<(>I=hVH#CSVSGvtJKA`3E`@F}u<nj3F^
zp5kdYvgO<G{YS;9!FP^0;CcbOn=}b5F=r~5p4(QL)*f)umzti%@@C(AZZ^LbO7R9S
z;RC82RD!fC&7Z2lG_vEichXcOFFXHw0Pur*U83xab)piEmJi=o(LUO`NIbE`Qjfqs
zv~!Wj?1ypvDW>$grl;d>eOb{#QCpr{OXSYn9VAllD+$I#Hfj>{JK|}=GJEHV*tqTW
zC$ULqYN1A2ouqukR&fm?j5f+ledUnnwd<&!n}pYJnvtSdjL(<9A#J0$aN~1MPjmdE
zhy1X;)0lAV#~8M5i~LNVnqQQ98(Y>TVRLysnnZCy&=z`{n|t;$BG>Koi;s#eKmB&l
z<@IWHf>*&u>qkjMd+j8APOI^`>{zxr8G7#dxRQ~-R<AJoouDe(OnC-<?;JU3mvP|)
zFS(FAUJDf4Mfwi{VuEBRG{?eeIw5TLx+@mNlKfdPS1wEt>Kw`JsQUV?G-(e<Q}`zy
zcRJP)A_bRj2Rr1FhI-GbpFFt@JZjw~PGBiIY+Wp|^At14)(**WN^;RgvoL%9*OuIy
ziFmx4fyVv)lW7i0STOXwgwD>6<MQ6<9k8s@!<U--F<lDxDYFtwUw2E-tS(l$jNlv9
z1Ob#)PAdcEY=cV~lG$i)X3UPyopg4}Uob@_fbVhW;{4t216fd$*Xj7y)PUEe`$$T9
zk7^|pg>9)uIXq~?Ed#~k{Gdhn(E=>Bgs}JZu^AHc>wyiarMz7RYb>V5wij0P16ZHW
zewe`U%Y6WL`A~P+kD3^Sl^n}P{%Am7sN%dVGWVmU7aXS~!CfF-llC;uk+ZPkNB8Xa
zJzF7^@z2Yhg(`BaHX*<6j-Wf?6>@XDx&jIOjOC4DVhN8-3Fp%i2QQ3njH=3!M@erL
z=iP8d3FH7u7Ch3_Xr`S^E_GSbD?<tyugA2*W*hBK{Mvl^!l$81)PjuCc()u2>z)a8
zO?2U3)hgV@9wdSxodi3e$<6@Z``{%Q^mUvZhSc6caV^6qF3_l)@yJswNU7Fktg+25
z?XpwQ6uzZ!UhbfT&nAZ_x!hnDKPn$ctRr4qtRd851s?e1$-Osd0{_U1w<q@hM<2@L
zoP~?73K#BWiEES{l)(e%y!{NZ4y<dJk)1K{diYFKTvc_V@ErxPtBC&4bFG2#5GW)t
zAzl4lP2tUqP4zn&!Mx>uN#5BfCRtINfb22s=;;yYJTO9hVew>#D=^*b$+srZ%wosu
z$lEzr%|&z`ie#^%6w2`kzZmN+*IoQaYBYu$d4?nyBf%(&JbMQ&eEp2e)8^%o@=Ns$
zcv5ja7P_Ra5~3~~bjYiN7CSEZ19)d*+S}0KrCU(Mk;#Hre#I@<t<_Cx<jEZlV<I(U
zJ}HQK4)P=8qwg+p1@7YXi!9(yhSK2sYS2f!>rdX7R;yJ{CPnY0VDn<PWzTFfU~hIR
z2(F0Kjm)(165O=Lm7G~B;3pCikhOXj^;t@pF7poUe3a_DS%rDO<b-08c!+3wYfAEt
zabDEDPh{EH(f7(Z)Fcc<*xgGOE}kZI1(82^v@v3Vy*Nkc-w4lS!6xG_)^ul1mC;(u
z=;I*n8*|^(Q$)yt%h43Cp}GX5TMn|r{C6ArI<IGwR>*%oy5?;GdWTB>`jH&f<l(8h
zQ1NADSwl@&t_Y-6F~38tC2lGJQ!DsL_Es8&wMFauYD@mw(LUQm!1U&xuY_rD=&RqD
z`IKwYI6M(yY3L16zYOQHF*W&$sM>{Qp}UbOB)1R8a<_+0Gn#K~S_M4V$V#y;Wun+k
zK&qIS5WSx0M`WPCS83a50?Ym|k$&rL(d^7s2X(Db(h6b|%aik%^`BxuA(i)e*HPSV
z($)E=;-5s3oZjD9?=RT{mG3a+TN=f;ai4FKE$uxwAm)CYrVL^?g?^lnwmxDRz~ggL
zs<kU6F;Ll&z+qwiW7(Py2TXvvnRN9Y8#9$$fGgfgwvb>L7#FIar+Kw4iIw6(7y`dT
z?`GFk?n7ygj7=T8lu*=nOMx@Jkhg!2xh5dC3Ag5T*0JAtiu%Y;grVTUvK=2BWqTsJ
zO*ewH08tDRm_I}y%_=f@wT4u*ol<VmeIE)@JK0T)7cKye2TEps$ie&WMHd|svJFp;
zE(CC$Y64`zU&KWN5>N&i(BmZ)>ioSd>@hHH3_s#{47e?Q@?xifP>o;ZQr}`z`PZcw
z%^D<=R9`USZwJ<}K2ED&T;VUda?y`GBcn4FB-SIm(ff6^!}K*uOjml1d-duKfKNj;
zuvC(;5!=*lS7}-738lj+-|ZN(tr+d8Y54esOht2y%-!A?eHhfBhI^mK(Y~Nmb|A$V
z$krUvNkyk!-I1=|hA2ozna0G8`wT+!@vKsRFqIcI{Y#%A;fegcFQ+>pAsWzWBdorm
zwnvqf81=e4V19MciEUfWIb*QBvZ|(hFNfOyM$>S&O&#n0mNs?@JKJHvm+Qcl3K0Ku
zaA+%cOR7W&5qF?EoMU_y{Inx-PtJ(F8!Tvp827wO3xB!OcQg6%CZE!1u27)(C#f%|
z7z^uSihq_ts?69_OyPFNGWz$@FbwdcJ%n+vrM(YllM3Xx;>l=qMAX(+7;s}7J3YtT
z_suOCI=hNSa<$G!&%V28ueXp+uL%;nPam4>x)vUlBx+fVlUPnJ`<-a3_ck%&>;949
zWKbI3mT}}Sv}5BP{=}F{=kK9T7`fz)tNSJc5iz;s2@9FGAdG}!g&BzdwXkf-wsHU8
z6q5OlcXSRO*`<Rc{-W{(x6fk^GcnF>c$Xi)0bwQ)e$CMk(0Qz#e5}DIgQ{t`F11Y5
zBUe5hi0g=j9qrBXnxFru1A)Raif>k;?0PuNSKI7PeAOaKVU0q|X>qTszDY!Th<I_E
z{5>%Uda{;`IB%Nm4Xq0}Q30<+7?Yh;469DOI>T}KOUh4fE#?(4fzvE)dcY<Cd;8SK
z+q(1ed)pUv1Z&&vj~Lr~sL;oy^pH@v-N?1Q-*n)cHCDR&bGNbKPv8Z~_7RM+(hOb^
zi&LBbt4e1I{Wawzd9T~-nf!3qhDL?1d{kRk*EX%OMbc1TKbBuu_%g%u41=7UJhP}M
z3{YJ&K3;0_C1R|30lVGJztG#LfIuLwH=Btu(XB06-)8@ss-tyXM=vuhgZc6L&sW+|
zZtr`0<(95_cz90tib~tt+n>qE$n4D5Z~#9B{yh&=c6Wrg29o^%QXceVrHzw^XMHxi
zzMd3-rR6z~jF0CWQ*aqQXV+KPS5;Y(ge5k*06@fl@WguxSy@@dG@&0$zY#WNChMk(
zua~i7I9{|Z!%2&_BftAJLm)?lqLZ+@SmM(MG8*)=8o$yY!l^;BkRFxvl?{g30_)O<
zJ%1k&zz5MN@`()@>w^U+bKxFdMmz^%sEg&XbDkhwa)a!C<#^wJQX#LkRUD111~Ws3
zcx(_w%<B<V|Mk4&=GLF;Mu)y;k0kB^iWteomF3Y_MPe9%J|#pD%JmHOX~h<H2+24c
z14f~=vTEqBqJJS{?xLn!+p)+y9bV$>F{8DkK;^(EfBQ?8(&)VySnA5oza<Cnv-EA7
zcnu094gUE?IEqrNEv3lX_$rLjR!!itYeJl?$Nc&FCZ{lBhKzP$919Lcthu{0aEDs_
zuqxXJ<%OTgY@F+#xbSrBak$$;1mbBe{j9G@#%t)1x`QjLCcY}&Xqgp3g6y5}{-lLB
zmxsC3Sn8VOIiU=IT5Uf(4NtI|04egP?6yVHFf%_Q;?7?sZnpUg{gQVRi!ai0bsrky
z<PfxWx(*g_(^~CRNduKtKw?F=@(NWjwEyxvRg<}+J#(``G$b2eCN>#n${yIN%z)ZJ
zB;&(`FzYRR;pf>EK`+=B`s0)@Sm)EeYsI`HS<I&s^3XDZAHaH<3ftNoaDHqa2lvDi
zBXI@$i64%LG({?Kz>nATP_hAv;Om|jw7oqqn@hGdubm7^M7r%S85wfOHLSPk++}S1
zpU<@ROom%C7XPtnA2KfZ`PC1&axm2eOEteKKyyH~yEOC$OyOaqKGz0xm#wJHM+utO
z_qg&R(QF8W`>q?-@p|NojB9BPZynd#B<O@gx-S`e0jOo6JD%7RPjC$F;b==!MAFDl
zEcVlUW=qNdYAMhmaQVCD0n`S3&Tk(z!jJa*XAL7eQO&6=%sh}mw_OL>q@ImusMW(*
zIbpYxdnfZ=imwmCdwqs3CfX*CU3`74JuHzdYMMdHpGgRyIAZ3;t}|q7aUYI$4lKek
zT@-$0l=Doli?sA?WO;)XYB5twO7I}Kb?mGnX%S3#SHV~{Ir-5gq{lB%03Ld-?QQbd
zOeF(GMUabsN-Mx@+$D5n86diE9N6(4b#b2?pGPebEyk^G3m{j-sOsuGsy?aV6TiSb
z;vCuit~C8peNSAMN7$HR*SLuDp?P!=bs5XC`-u;R);r-;cz3+5uvFk&`|{9}qHgzg
z@dgw~*H+P#&jddK#V%bb$|1p!sqvJ!c{r$2${bD7(ruDVkPutox9vJbRog7^z=|%Z
z5YNA-QT;92ClhCVd2OYrLgVAXA;`f}*AF)>7`^#Iy6~R(p{b;qKGKKJx51QSc&KxS
z<-5)?xAvT438K}{;`U75{Y07%ydXlsOL&NhWb#YJ6Ks9`09+tkT2pU>)B5p|o-N`E
z;TSc38F6@T53o*8&#iYBMoEYX>K>>WYDhHzqnAx#AM{ghzo;C%>}BlSFmspm;mL)1
zxj7S@I>^o6TqXUlSxVMcSxSM-mGWq-kh+Uv2_4sh&1&&Y8<p+@8ukkr61R^p_iZ<!
z44<1fd~k`45i=yzw+uKF5Yg@-vH;Rq4z_!?G_sVR`)l64GZRl!lnY5y=$$@rL%iOO
zMMNqQANMm#vV#-X{yZpORFqVsx|#=LHgO$WyiYE}e(3Lv*9Qe3e8urblPq>$4611R
zrF#jPaV4&ht!M7S_AkX*>M0Xf7@*n@DPiwEDVxgAHz@omK+vGXE^_un?N*rPuZ_dO
z2Efxu$yq`jt>N-0MoU}Kh)k<r-?SA*2*?@b*C1_0nj|=#X;~FGx=qY^6m21XE#>T=
zo&Wm13%Z&~Wzx0YxHEaTvvf4H1BE`(K%uxO=anL^BV$Of;mfPJcYD3pIxk1Od^guB
zS0rMj@M5jTpH}g-yj98u6Opn{Q=d<ORXGP87ugJf=x3N@vUyo<67lA#^HS%Pp|W@g
z&~(l{5zTYIc&v&_H=OobZTTv%E1LIQ8*22O5U8i(iL|~z)jlkjU#-SV2Yo>kmbBW<
z5rB9)Fp+iWDsi>c5Y*3+w00;G(}@hIvp?wK8+>PiB_!>9!|=xRsy~g|i=OZWojI$z
z)*y#_&+q)~FC2J%8(Oik6^!h;eidOeqH1+4&pjFKSgbugHOnHsG4Y&;5v_iSxuTC<
z*)Hw^n6d8Dw9Y-jM61ipe!yG9wD7mG%|};jWaAu#KYK89cRXeOgUMvE_e}c(aeErB
z5kmncUTl4Ii7s&h{VSu;QU*qM9eby8;+W-TE2j@xSnR~=>q;D$7Y>|(Mdj>ES5*?k
zm|mSkQ(sJ4db^?q?Hb)!)(}r!y>-9alY4&>jpPu&NVK;@hA&yHBYt^{cE)d~;?54^
zJt)g)@^xjLs|{5~tKAAxRv4V+Vv4+StB68re!U;!<FjWII30ggcA?IgcTp*8;xDpI
z*SNP>?_S1)S0P*5Huzpp!^FH0?g4B0<o~c_W~))IYPI`%t!UN`7D{nC`Iezs8?$+=
z+GK!o>O-qWVb>3|ADV(g1T+*8tCF50cIm05uktOYf93xbFyN9{12>InivhnJ)bMg{
z#ok?T>1Bnam`zB=1pM6^_>)C0HoC$UgK@ttKD@!99GSmZCvf{aR8v$=nl(c;mmK~`
z9(2glG1+~l5M^fg-ar<Jfh)-PkY-(vx6{5Ee}$e_^weTj_e|3saB{ZdA3;#jZMoaC
zryD<fxI;fp{zR$;QUE|D@A=6T4=hl;*Ve^2c5$pLaXb2Zl<k8GllH!@&gj5Mh`(S^
zv3U8%p=bs+th!tCargV<WP1Lb`Sr;TNnHn|wv+$KXW={wc)NzaH3v$o=D))TMIj?L
z%OD+xfO8HVd-yJ!nTL=db-N-J#bwp#{KAv82!yC=kn^Eoei4IL@pB^i_g1#0=xPgt
zT%&{J4|(p6>r_?m>RC0w!+96n@w~iH@8QUuucqi4k`xzJT)>N@QweYZ*YA|8UE2ya
zfm$1TP8=bl^WQc5*M9VMSOHgmHu8Tn`E5!2oMn9Y0SEMojm|lLh4C>uCu}$d*4qnp
z)<DCFMra!TKFt8UOm$@I$FWtIH<y`PUwN}AUc?~|y!0NPW;9{llSizU7(Lw^p8b{d
z#m1Nau=c8KA?zE@{F(oJ$5f-ed(jfRH=0z^UQSLr#69J8W}L2vX6&bzvU+UASLHeU
zFY04cm|3w_OG@cjmxrF)%>8Vi7AJ<kwaQ%1qNv`&gfAy>#2jybM<-B*ai}$W{uP}5
zEPF-HR*=V!b;V71rItWX2n`JqWOUcGJ>;5*VL|KrGahPLZ}8sca(+3V&Rv_VeNqn1
z%PL|-+FDIhXSr?zaI|@@3C(WFWxq(A2<U`dgoQf2J2Kz65dpfB>c8(hQ%*1momWzH
z<9ZUqf#_K7cvjSMG~5M3BX}X!;<aShDAr8i>-lGO-z?IpA|r0#Y5y5VqRr;&pP1$y
z;<e`*vILFiAE}!JIU(=d26X=3vFC+fNNk|@d3Ic&lk7OPc8dk9hr{#^IrE}`TI=ZZ
zjPP?=a~B8Q+QEq3JQ*Q@W)n_**bt#8dmcJYS$Ajwv^HHgJRHe9Dfr80DA;o-1kTh%
zFk-LFq{yDn+y03rU!AUx=>>JCTCAG8@OL<qUN7NQ9PI(_YsS;KZh2&G(r1Lc<R^qY
zZ_6%I;_`)h#`47XnSe;_cR(Nnk})6-ZuM97=%`S&$oB-U<CHs93NJn{C^*gGO%(6X
z3IZH3e)8u_hSm8?4Nx-af(#y~QWZ|Va3z*qNCDe`v$zQdn(_l#tZsJz(ORIB3ztWH
ziXpq?9$oL`3kO27H$a_cjLY;p5A7YiN|s{sFlO&$2V+SWhFM{7^|Al|Vd|`7+I;`7
zKZcKCV`!1#&X7@TxD99caA!zycQ3;ohP%7Fy9{@S;_eiE`uQfm<oT;f)1>Krr`Pqq
zuXE1pR4ZjdC&0;^^YFQ%R#VNns12Trggp7T+^(uk5iz~81vhqL#x_#VH;Gi<yc_-`
z^XuIwQ)djP(K?!71@C4s=p3P_JWLuIKRodzb6N}LHRpz?gis?Zv6>_^QXseXbmpR}
z`OGHVg#n@%E6Kmy99u=O@sn)rQ~WW|yAU(u!qIM`y#Cs`Zjaw9YE`XoPwRO5EjJT@
zd-kQt&vv*{Dw(|pKBo8k=D9`aTxO8H(G2#MD8m!tlA)}P*@M%!AaE|5fZH&BI{%n0
zxv+siTNM)7*UsS6T6dw=fXCftnK#cbrD5MHsf)u3wf>{s!Xo5o)(wv%PL~&=WA4?>
zEJQ}5$my`no0~<){tK>hu(KE>EAqmHt@{YG)z&C)#J;L0nH1x~A*M`*;IuoTSLd&u
zky-X2Y>kZtzowUOve=fUNI>qybW^jjy<(AWPz_gvarQP22<YR_I~RKh+Wo>~s0N|;
z1OIz+REo;zJ+w)rINa3xjlQ<wfoO90i(9};AT;)D=V*kasr8<qr%*oLo94OpM_>6$
zKx*oJE*%>>cs(^@Acfa4{hQjMS7fHV$a?S^-C_-9{h#6=UT<38ONxU|`;riL0g{g5
z{rSgqtGCEUWTv?%m1uO!UMLdeHN8Yd%%uDxM&2<u<_viMF#l(_%|`jph+79IBg690
z<f7m@1ICJoh;TGoh1FcKIiG0!7q$E$Ba@r@Fmw;0XJQg_b>&_glLUV7zFRVLJ!{^t
z@_F+P3<}!nK|Je26?uDoIqWP{$lPnsg&xDKvMo^g%ct>9$)WLaaWOFj=hNk&$w@`e
z=gUFIfb}fl09#mcE5Qe6=>%4%CD`)o9F}5(@pX3&?~jj;iaIvD?nyqPqaW_|PUT7}
zFBwyA!HQ2A9y<EN@RgTf@w6M4|AoOq`>gxCLF9~#GN+=irfx(;q+9MHEJ%0J=@$zf
zUVM+Y34oFSaW@MKz|`Uc0iJzaMJW6HSqp};k&fe~vOs=eb~fsQO@WcV-qIi2)0M_T
zJ-tYfmyXA>3-Fsj&#gy3!QyzLO@KA9i6SZdCnD;Y{J<_HPw6Kw-b;mHK8I4Qh8^z!
z8wmEZ*^<*|b(F6{zhP*%V@w9NFJ1nH@X$wli)QJi4YDQ$1-p#ZsMh*o>JiJ71LNwy
zB9qdfXzg&nHIfG)O7&m@!W<f#E3hds022P;234seD35cp#g!Hl-lOTt>0k<5-MUDg
zm~O7WV6aMYangkbh|_>A*y}RH`)qb+_Zf{TIbkUq1zz;?>E;iv@%j-A_1c)UpOFH>
z+Bymo#bUa4%wCcl#_z*dXPthrlMlpYs)YC%$a_Mw<(nuPe@T|3AEmegi)<kBy)m7`
zk!^8S{%x)t>ep66$HD?g5{{73DBJFYR2~Hr_!{W>MD6|7t_3WaeAm;kFC7@Q5gFiv
zYLmP@k{wc5Ifhhjg;@>j9MOmr(80CBVlWQy9Jh>mQ|$aPvRw|X{txsGS8>GE2&+CB
zxSh5C__1d1c(R{JJyu$)u(zCo%1k{sN_&Gr!P}g_-Qf517ku=3za}TYNI4jY{fo;7
z07<Inm@U-rNEEe0@Cs{wU^$tXye*rxXB@$2l|{n&7yn$$YKc>27G3~?d>bWipNaY<
zQ1mCscez8V7KRcc(r*4EBJF*h-el%KO>tkpXRlcB8LJxjCi#=JjoUUOlC19OiVvO}
zUiJ*MHpS6i%go3e#i%d+*q923G2!{i&q8~UD2vhCa3LP`JxC6f-M3Gr1hw?oE>{-u
zyQAsWl90F+_@H$u`J2em(t&sCONK3Xr^^OHk~rGK#Y&aEM_RTzPB=z)g`1H=)2~*h
z)F(b2aBohHm))1hbQPdaXPDCrtXZ|x8%XKp2NK0<^+695RQoEqje_bEM*y-JpIrrx
z{GD894{ce7snwRE61jp>^EgSZDH@#5%f{LEsqqbnHhv9R6$;!LaF&!HSq$|^_@h*+
z-K=~?49!zpwsw)7N9qce#F>`CxQ(D$@vR{3l7WJCdn4t*D4y4*l&F(!UisHkiq+BL
zfvhi#1^{Cf1K(9t7~WkEO}j%cdl?B#+O@2K9OprwNh~u^(AyZc1+w(b9<}bVenb=-
zYYh%yz*`JiqbWw8mO3$}$Koqy0iR>$Ng2}qtt^kc(v&)(s&Y+PZNO631@D)AbbFzI
zK1%<!EwiKR{A6JI_`pq$DNlPwesJO?mXEhJh11MP2>G(Hkq#ppN-AI#*p3LCCWTqD
zc6BFjeB~q92@OU68CWtfXuIKsU(tGQIHq^lq^wE%^6Q0Cig1Y8m;9UxQ2TXnbbvJj
z1Cf(pvy2rOT}`Dvz6fI}odK+SoxHveJZFUR^|O1#h=+k^Mz>5Vzy?ps`ki}t6wWl;
zT)4Z^PIP76?`RSExCwVcQ(hB~s`%k5Rz9)r!SphEY!(g?Z#hZ~vv{M}%KWP5Rf~_d
z%2j@)^cDXd7&CRkEtqhznkulL7148080lz}%R2F8g_U1{FsEDeEA`=@@Qy@gjGEru
z@hd#e49BE`S}ruib$(ZB;}<<sDB(vuT#-cBif64~9Bo(d*{-=E8%1smk^~X(_Y7cx
zNfRksTl|jk9T@B?b4UY-O?(OqZo;Oyby?=)1}@7(vfbFqjFpQ=xOG$eE=K^3P2Sb-
z;URbtiU7x&zFiNC$9^yKD&Sl<WM6aPYl-N|UDq7^HYMFWyhBU19_|KN;%q<$Gg)w~
z-jr`IDzzh9QI_|(cW72+o&-4elODaukoxuj3RF2GzhnBv9@jh8AKg>43hpv4#1q#?
zJutP{KT~A{D)qiFC=3LDTiwQ7v8vkMEWw(1UWPR)*{}aN+F@bjcFUv7d3u>eHMr8a
zOZ+va`pgk1i(WU`-~VH0#BV^JXO3XA0*kLXbz52u?Q$oUyNM+-m+OA*XEkf<->Vi$
zN4A8&8CRyYg%LWxiQn3(A~z<3xpliL44<U?^xA)_f?xMOyp{x!8!`lXWeSFsV40SH
z70z+HZbgV%1_iqOk^7}zEi~oeSHBi?zuEIrobOT8%DZBOEoar?!BcT5N`YV<4UGLg
zyHAqxh&{~c7eBQzh`nXRl5**jT^fB^RxKG-yuCTcbuJ*S(b^LAk1b6!q!pId24j9I
zbIsuiTw9%6KmqPcMb@P3pS+W4k;Od(Ab-Xs=DOj7R9hW4*kZ7*Oq46-m3ARXR1ma0
zBZpg}cw9SL&(_^g#R*rTWo<OJRhQ^>2i{GF(6;#|Hh@RmZ@4%%4~04+%j2QlSHvt8
z5=DPV3kvYMPOrQIwLL;I*`-}iw<fkN969ED0WJ<(?oa`D?TM~}ReRjiYSNd_kb7m?
z&OD;*0rv-{@^@!!_t-@DSb`>3yNn}?s)~MGR&ofKC;7XIN?~x$A5N$Kp{R$d)D4z>
z2-G6n%q?BAUCaz&@mcR}<Eyz_oOc;{>@O@r)B3d80tF5{{~b8SUs1yEi%ie+mNtY#
z3g)?fiDzX;E_(Du+Jb&v3LXeyaemm5<*m6c<@PzXz&qn->fJ;!GlAZRvaxCybY!=}
zSI`k_7P)tj;}8GEJ(v-{^%Qk;f=^P2S!w$^v&B}iQK|T^+{r@JS}sMoW^+HjF34Uw
z|Gj{}Zze?C{>9=s&xlaln(dkJp)>`n_1mCLs8N6x<3MnxO^;K*TsTy<fAPWtcCG6T
zt+4nqr?oLcn-K&ZZkq!IRg>V8Wa#`FBLsq3IuTnZzEV&ewb-)w4f$yNfs1u#irWxj
z*@<%0Nd0YOZ?mf{!C@9Rs?T-%{n=Ef`)MWir*?jiy7C;URHV8Ni-8RT3~I~f_O3IE
zJP&`CqOvTb;n4KIItBEf>IlnC(tHo8JN79loa~*24!e_*ix_!KG-a)@f&v|^O*+qO
z=C7F)jf9~in00+7xZq2vYkDg0<F}7j^m)WeBdn}L!T(Jd(m6-yhi%@M5^%A#C6lz1
z(hb0E3(_{?2v)~=#Kn#)+8#mvh=8Q{1x;HcQB)+P75ctOXV|9ir&#`c?6$f%xfDz$
zI?)<_xbuRwS@4J_Va~Iv9<v~Ap3PD+WI244Lv1sIT^{!ST&0<Xya@gHlQo|7i0~rq
z_}B8@ObAk2Hwh<4BkkkzNA$zEZ`lf1Qy4^SZv_k+=l3_zSJQv%i~(zPXctd=AJ#X>
zze|L+10m*ip(s5solRldDN=mSe%_g{=*!EtC>UKYoh-uw7ZB8!W%?Y(^ZR9U%ibcb
zcO&vwf?Cc;pTc{gnV^EJD|7-Uw0P@_87GHe=%hCtzkT98kJm&bikmCkTAV_+$1%kL
zZ{t~)`~R|bDlo@~K5IMymo;&N%|;~5GB}CuWGt#_Yg^?=nT5r}!{bN^XzrJn1k0Rs
z+$~!YaNB-aJCInP8cWjimg0i{2aA#kzCPsMJb^LE3K}6XE6~`uxWfTvdjM$+W9L?7
zQxid>&BlN)9K7unM9RHX_xdRa_>9f7w6v7W=fYw-o<jZd3X8d2p0%ErJg3U1ar;F8
zxER*(nqZ(pi=+iTACi>@P@H^8^th)nCFK$^H;kk}0Jz4dBjI!Ys9vd?&qW4A?lCrk
zz_1JcyQ4`)%XQ}E6%qgbjdZ8-hDuu=NPTUvN5e%0ss;aO*|2{PzS#ATv#sJR;CdW(
zIGE*cdmI*MK^<KmAQ)`yfMZ144Yc@ahe*or{!t6?YKVH}q!fCjY(M*|19CO{=?0&k
zRl~WTdH36>0-QG{U5|q&UrC&UR?S;y15O}w>HX3ywiu1Y7k;>l!sQ{Fx2s|_Kd?gZ
zI_IXXc}L7km!_|(LO<0VF9<cT%n_w!4s43n4vjFY#l8=?z`YNh<^0|=wnpzty^2Be
z_`FqFR0bop;ynlD0r4JxxEJyM)zqDPS2)%BbK@f9RgSR`Y!tmp(O6g#miWvoVy!O&
z`+e+j7rQ;RwpDD~AR^-F6?7vcx9;)bkLG_(lItIcgF9asSx&u0n~6t`0#AjGdIH#Q
zoe7{}V;GtDU0;R^_-ls4vL58GoH}}XkP@z>c#2{sYP&=KL$k-T0B@W)1H#g=J05wE
zN;{9xM7@~Z!}Qg>IqeZ?bov{G%kxMH7#0F<8fM`|TYkkWDryImq)3eEkp-L!o&^<|
zd)eNI@D6xC1LQ%ZQ61U;%D;la%!~Sc7=O__4wj?=vlhDlQw^Z4aanU6Bm$&6b2S*a
zpGd|&JF?CQ$EKhTUL8qri@%D~x)o!bBN{5IznY$yHl&RNR(Ig(e%2T(_@6lNS(VGb
z?1k1S<~!tD4aCy`ia$M4eJM@4-SJTky1x6>ZF^1Ue)CH1W4-v(T~~^F+ti@4TTfw8
z!Ji}j+$!#_fgb>=pq?<kw({F*?=o86B|uJF1!~yDZkEdpsLuxvffl#WvvCAt;5m?k
zhadQ>|GgL)z^jbxJm{YaSW?502CZGKZ|81*ZPU0QtSuDjjO0UO`~P(~3qVtG1yfZN
zE0&SIdSu77!zFY+$O7Hph@&13b$Fl&Jy*jUv(Fs)_O9>q0q|BI>tj?X+E|BIL@<xR
z&DnAFa3ja5RSy=V?luZy&k!MQDF}ugM?b+=ho+RnZSP<F9Rf)~*q!UW{anw#pMGA&
zeSU<$a<WHz@w;9r%zNpcI7iTrHqIGYm_lJubAPb#U{~v0Kn-poIXImD)$cUKT)uG8
zvN!;AYYqbP%;TJ&bs#6%P=jhns`gZOfyFh<1f|w!_-9E*MzR9i1u&u73v|0>SP@qF
z>KQV(^WC6mhE!%^?@MVJTyv~*j?_!+NXze%Fi4rjt&`oA)Gr-RE=5iJ;%Arl7uGkR
zCRqX0a*Vu>%Le1f>64PyB6207xUgFKU3dMQ2xD9{2uog~!A`$+pVy4e#Xe#JdQpi_
zAXJiU`)TSd#C-~W@GO2ae-4!!`U~sP{Tlx!Y>h^BKt7Myey&g6tOonu2tkvC@3aN1
zPI01dn3cxMWU=`uuGKuwjR07~_)&o;0NI7jrKI!oo2tk-&!k7;vqusw(8|k89M2u*
zQp`riqsjeg_*s7M_qiCSmzGsH?ZVNtov+vnUm5$HAjed=jjOJyM}}Ts%^YhcCEa={
zndIrj&PC}%e5R1)gLyAFX9B{qfu=g6{UsUltg{wT`7WW+s%s&un!8dHIm>(1!otY#
zoJIl7r1O~e;<Su^Fcz+-JX}6)Z+y%$5*3!iSwm^qv>@#`-tu*8C$>8=K-A@p5AM{x
zlF(}w?@<A_nDYHbTNDn$Fm>11m_STtqUK#?5IPUI$9k(FOGCh;w3cJ>t9C{X$JR)u
zAR)uWn9Vi{2o*0{PjuH1oF+-P`i~<XRtd?u-)jx=X~ao`SYv&UR|;LYFU%>pWIKtd
zx4UuD(?FH=E-gpfwKx({Fmq&IkaWw<V<DCoenyLJ(Pt<|vuoDCB`-#E35!<E)y7vz
z^vh^SX(<BVdTCD%i(u}eM^$royleMS5Pp{FP!TZrg(=zQLXJb?vX0m+7Iqibo<23W
z{$uB{-wbDP5M}U^(dZE5_bu{m7g+P5B!;m{ScHg={sBKPlPb&#0Titg8c|q_g+B*B
z@xFQmUL8{fio#iP43miZyr{J?KQFmcV-C2JT;y~GKjV4T`)l5MkKnJ(K1ut0?>f5d
zQ$G^2p~AjO$O9_g%>B?(G=V>2+@r7#wg51Z?f-FcSq~UpP&f9D^{p&I1#S*rxxcUW
z40_~#Ob~<^LiN3wIvHag&6)eJ#1kSIo<Eb!d5^TSTYXOoXgcqm?Rc6T7iq&w_e}|w
ztm2yMubyb_k?x)+`iY<V1W)Pr@UwsTbX^VB+P(~*ZbkjlolktTZi{?*?t&MdegyNP
zm3FdUNYlzBqpVuoeXEA0&|Fx>+{&pU^+=;u^y(-gD`&s!6&J+-azVJ(8?{q3uO;>?
z<ll=d`<7}n!y7pVURfe%eO_*K1&A`=)vh)zQuT?ES-v=KnPdgDJ<>csWD&scu-h@u
z;ttp&H!G45QF;4U_@m#{MXS)C(B`RgZ8{25>K^|N6?AW<C@+B{8`xDO=|GQW{$h<j
z&8|qC`mug?pFOxm+MY0~NqgX{R7ezL#5ZY_b#BX^aKDz#aD!jlGa~c9!}>g<x<va_
zrV3?#2~1j}I)Oq_SqFJ=_*5DOS_Nd<ZY%ff2$PVpM0pA?q*Jp*q~kBk{Qdb*JtD=M
zset>rg2Xf9D}(2q;XgAMd|g>x*=6{c;zd%&I@?O^CWRk1)|kM7MY02!eN4hLQPX#T
zR^dWbvV#A65vcER+1?Xk96X^jX4hUrnpub|QmDh%W^I<kq^DKQZ$X|f5%Juj*=A)F
z?gfX@q_+}MY>xQb{R)9YC*A=O99pWlenVihh_c~H9|5>QSk4U%ke(?8*ztA}RW_$=
zMR`~JC@mWVt2_Mu_ynR|0d^`clYTbBhj+S6Wtqo3pbOiuhUDIN825D+<gidl9r=U*
z4)n{bfT#DMUxOCAr?YOWd#7b=tAG#?kv3cI*Y%gP&uL(*;6yc#lohR~Q-=ebu}mB~
z2Ad2Utcy6!6dTt|^<hs@zOrW~;s6K+dO~5vE4FD_OQbq-OSjmkje3Scqk<WG`NOrD
znzZT9J|B;Ipt~KB!LT^fAb*)RSM(@7iBgQRJCWd@J+5mku69@qa1y@E``0#Yy6R4)
zg~-X(HzRn$%#5UPbf?&A151kSjYI%|MP?v48gBqeZm6(`5xKb+2hjmluQ6JNJJIi4
zvYFf>oG(d6!vUGLFjm|DuRTkzm_8_k0ZMPO=t_=nw-GFaD>@XByjFHNE@2*2|KRRJ
zB*E1FCrr;t{SI4YPeZkF5bY23qALTAo#5@KXPzZRkqv`_O%5C%%`Xa65t)G}(OS8@
z-n^LsO+49({r;4g=03MmLbsNMvwN^H45IwcnB01uW28`Jwlq0vUR)`$1$rRC-EOA=
z12GC?AxU9$(9@Mls)BI#&YQvKv=5XPN?#&%Ck7Xr)omF{xE@DHtVIWrRM{LQ(AaL8
z0%`~zXRtmVv8>dwWkPO#eB_@m#04tGollsPS8{e1KDHEH$ODvdovNFO<L9Xl8md^b
zu;pz?;u3nF(%FhiZC7h{^Ne-;yG*SjhED&q14VHjspJlD#2Nx5#yX3MD5c~j6EMb&
z@<KfY4Sx6{4meU9<&knpkhVo(kJ@Z)hwHz#AjB*Le`l6(RxA3qUwK_V^3^}1n62){
zG26^K^iER~_AZ&Vd`H98Zsq-41G^+2GxImRi;ab3y^ru@n8HwqsUS0>gQGw#jxiVQ
zl74dQ9=`Fo9`lPV%q+E<`b=$co-aE1kBDW%Gf=+JWm{qrB}>Wad(Z!$7b^OhTlIU2
zVl0C{^;L${9}Grb8@d~&&FmVLahvuSj-{R+_eQ88uQVErbd1yDKu1T1QNd`}`tENR
z^sc>q9xk?S=J{);BCWQM*IK#OWF@VaRvK-{uCA_NfHFxg+}Lq@$o(+Lw@^NP8}#7d
z;*w+?LV4wUzK#w60P_EP;MnO2LW_x|@O)Bkv|ft`K4CXlExiYUKro)frM%+Fay=uB
zY_cz`<#KDYJHYjNoXf5AeqPH)it7n`=sXrZN~{wGIc$U#x_8RW9-%FI(ZLn^{C&qC
z^k?ODtD@<0u+@=rp=HgE;B87kdx`6>HO=!IoRJr3Rf9i-W^}0d7tEdP-`bA-=(P2T
zyYeO}U3zwS{A2o>+!l1+!2NjRU9)mQX7I=|jjTqxFK65fBEB=7h`a~!o5Ob=Tg0gt
zZ&x(}!0(-b#3@G(T%I|*<*QO#7gmW*>$g`_CRp3L{{0qJ+WO;%N|p|Gk-K~6t7-`|
zGD}wsZ5f*vz!#UW)s2SUc{XjGrj!WtQA2LNq4Zd&4Xh#-$(c-{_mDF;4>&o0<m)Af
z-W`8F(RI}<_pMpZnuuV&mk=a~4}J4RpYPYdk1<YLXV<lWx6h$6xN*ox=8ciLK!7f7
zUPb(0+x<pO_Z_|oP{SSZEb=YmzobmbG5+wO?<i*8ru)s8Zsp+2bPUa=>N?Dlqm%=B
z`x)SRP-{Be<8Zph{8&LJ`=zFy<N-a?-GiVFe9V!Ei4G2pm0V7$aoK0QyW#8WW~;vM
zMSa~a?<c23@b{HRFQ+PtZCU5Kh5WQ$m!-udjUK<v<mR%y$KU8%PWJTV(t!4L`S_!#
z<2?RwvgMTMdgd-`PXnI^JAD@S-t-4(cu-?*pug<HNX^6%2b6Q&Qz(9bPgQrOa2?0v
zpkUIkF3Z4QL-WI$Wb2kTJ0F`PM9yxWI%mlGn2&-=S|qt~^#Tu5KW$lC`g;2%PR?6I
zwd*16oF-gWxgR6Q!A_w^f}Lv%UZ-n?PFjAfKpLo8zO<@>u0T?$vT>Gi_Ox<>3D0_G
z2IHd{47-*tzoXi5UM}v=K5KY+Awrmt><zaS^{&mf3x7*@iXCsqt~*-6zA*gI*owmG
zr@iL!gpYubtUVzH3~WsTy0LqeM-|YFdk5<!`WVlo`=|w6Ob+3+dF+zbXCuyr)`b7m
zDZ3~(#ukgNWn;-tFdA<r&PVroTUe&T=UW>{p$CPetHF#be_mbHz9%xV>dY;Xk}TJY
zaw&U3W;qQnUkulS1<5FNv`<eXLklDqleGQ}H`-sQyGrKE`GA5}lO-}t-4}@{Z1q0P
z)8Ov3>U;cdv;pfOH*Ke*{jFNJLx%Xjw>R2Uq}?%F_{vK#C0P>Cj{UxIy?c2j=%E6f
zJ8MI>YY?hH&E^mt0mrhhW&rZco(}FTobLV?EuchV6@k_C#4^9m+~blx;{CJ-F>Kp2
z`PcgA#%9=sy&y`ZBM$q$`k)a=8+PMp!(<*^zIER=@?{qlU<0f_Z_jxZH+`cQGG|-m
zC`JPYqkNAJtRL=ws7QrL;4b}q_#6i9%1Zbr5p1(l4}WjQu^WPKw&wcV|7fIYgr8HP
z1$cKT2PXRy5feayBVqb<rg~5mi%Ivo5C9(08v4|^{8f7A0mq!X-JMD>Qje8DxkC_b
z6fU)yTc9r{Y$sEgeA3%)7gXlP_fG8t8ttoGpA}{usg+bu%7QA4d<@k2*KbMQFsZCj
z_SWbKi(hb7x)$Fj&^&FOrqfrY&|fCBjkC?3pFc?}2^Lf9T{2z9G1y+{Y||dvc~6tV
zUS2_hQdR)E{wYf&8AGV2td>_?*lqx9oKy|SbYoIj*-1et`*UMCrEqv|Cd`ExD_(s(
zVY-u$&}iodgU7#`^34a@hu8uO6gc?PBCsB=nakRBea|y?_D_k(_y-s}3ntyN5-3+Q
z{2X!Z>QdR>=e)La>*9D)v%mhbbm@{N)B2~!IWH>jg_CHU_=D>iJ%%r@JT8VsMD}LW
zgNNkl0|VQX@a<_5Xv)tDPm|>2hmpTNnwRkc(D0}I&s45w{y279R<X?jJ`Imjtc}}k
z;J@(udc`3Vf-aAj+EJ6=ff$hkH(R@o^J{zdyk2Rx{FOwEFpR-bpRW(qAfbVo7+J9=
zA0@(BTUfnI=!H(Q??i@1_(B_V#@`9~FXiK~h=7{w%H-YToCanyx|~LeD#O~vJ%Pe+
zzP~#I{iizNH@1x}qyYO-H^6H~3;!o*#wVzR`;htXo|-bHZgd~5Yev?gRjj)Y*L6M$
zU|MaDj|rAhoDmxF8e&|}F95Mcz!X>=-@7@i9##B-MLUaS)vLit_+(KE7CKs}e$x0L
zUrE-RimX$8jn}U8+-O2MIkir(ziof9)mFPY&}F-CwnGad9)?OSIIx|X!G<w)zFp4|
zs~R=<kc|13UW=7@<;P;$B;^*J@I$TG2cG<i)~!?3Mgz{vufODr8Heflp-<k^k;Y|&
z8~&M}55bKt`CS%?{+TyS+g#`&Iw}J;mNrJG5$`=07El))N~^am1S;eo!2?J!*YtJ7
zKx%_=fI^H+lOFjnb@B^86mVuZuGL|&6Ra*`^5Q^COX=v$?!PcL${nXIZ6ooxQau{#
zTIN<6_q!RPr1z0egG0EUq(ZQ$>k8*@6OivF^Up?3|3u-B{a$s9&Br}h6tLk8xO$2{
zRaska1riJ7FObG4N4;Y0-EHmHaNtgF+&Z_3KtBfCUF}@4GV@}bVNeA(^xr~0F>NG;
zA6tT7DPQ22!I?YNd+9>sF!#WVqUsY0tqrc>@*_giN{l_0Mv^TBeC4f!JI(Q@Z`6&n
zd&?gq4&%hmaQYeoXvR7(uU<eTlx8|^G)8%gmZIO_W(2ZrU$6M{yuN|0PiF29P#XL7
zdZDG5(a;@fn7PwvKQFVgIbBu|Kh_yfZ6}!AWrqd3{y$LVz#HO!D9PLi&;O+Nr_)Be
zn}eU)Esm%Q6*{7_vLDqdU{&D&;G~>|v5`K9si~>0gK~zelf8Y<?r2SEUR-RfqPn`I
z%_aw{Vh3WRXQtIdtJ^ir+Qq^%f6Z2u)t<-gocduW<gQJ(-F*shn__b-BPS=WriMqO
zkiq0d)=VEg<N*`>vkC_V%R^SbEY_MSBmiEAB7#CyR8%%!U!E?muXBA;qhF1C$)@z|
zdiAb1C^46?q=2;R%?@B|`S=ai;>fWv*?PeVm>b}C(McU6qXT@4EnR1b&j)GYpPVOU
z2@3K_W?L;X$(@fB@>X6r>0Sx6E+5eyHxDg@GcPLSFTBsptR8NWOkcr1CE*GAsO^4q
zdRvJ^SM}-RGt>erSMrR?Bq`4m>fF1PS#=oBA83CKi&j|O$IH4SxusCD<-Y&Phm#L@
z{Y)MvRwnBN17+pcZABrZtAOoarF@{c=+d-w*wY^@F0+a-a`89fy(@X_3OTmEQn4Js
zVQRszn|6lh@IG^LXdF5VGHl2ul_FC=D_?(*wlFBPm2QtkPixBJ99sGG2Xhpwp7XUB
znDFB`r^oyjv45`0(je}j2faGE6Np3$Y!Cm}aYXyNmOid;QV}%^&X)$fmW|!~cUtM+
z^Cwl>*%p|vv;|k)%iJ<m3cVlVJ1sZ%0zg~Bl1z>varTN$P{m=S6>G!SJpecM%XePJ
zHm=19A}()2@KuRBOj8f8Zx-mGJ&~;Hv}afM1RTg52|KMEcMp^%ce3Eo0wZ$)e7hS`
z@|?HVo1<4wja~iRyINwI4aD(Q(YnD!<6K$|uz=xS{h&{l-uFz!K>r$EN6(k&n`?-1
z#UV`7T6%?*U%r0VL&o`o@u4sjH=eUgK1&aBxY;$A@Wn-$%2buy!X`yY3HqFF=uWX-
z@ztMm0f}M(kx>-H%Of{H;daFch?iHP%)_1A5|-kZsFYJo*_?$!h(C2=WT%>$zFfY0
zDtIsw`=Wl&$49hf>dc9kKBA<_YGINk?nGC#eXOWBhr-7hri4qo8bJIpreNE6S#3pl
ztM3(7Q=hNAID54DJ49s|gyj6`30rG<bSXCN-AezIq9W{Ma+f?4<gH-28^@k=6%n)>
z*ZF5r8e0?N)YqQ~k)#A*urTt+z9gU=ZW_UQ!g63u7E|p}^9N)34zpt1qtu5NIH=~3
z!gf8Phm_BzY0oY4)69VgmPi$tejD$;pilw$jX$`)n1!OF?MLU=-|!K|VediHO%b50
z8HXQf)aG$uDiFI+g`BCX(bO;#Y@SH~Wh*r?M|Z}JY}l&*dc8sWk%s*dlhF%-4?u41
zt{%St%!Y~I8US-j!$UcQQRauacyB2a9i~ckUO#mc9V^n*yZmW%pZeP<R!a}|yK$5O
zl;LrdbR9Wcj`sIq80+fG7m|4RKS@3x3ybGY7w66*1=YJMYJ;a3Z5Rj9-*^K0&U-ek
zDr6Kk?vf4`!!y&#SqkVgS-(1`su1$Q7PlH<VRX{Z^9DB*ev60YI6t0?X$74%v7^Gb
zHJ>?aTQ?7LRFFw3^u{V_@4pSv75N}&;i54O_sE<&XN7U5UUE*0>%LHa`|kaoWEeFE
zqNgxS|6r`Vd0V6T{G5d_m2SM#lwgfqp;rOg9<2oVr+-MtB}c;vV7iT=S;+7&|7iPy
zNapVF9u)Pc8S=o7xK<wjf-$Y<U=-kw!3iP+ERzpOkeSD}h^<S_n>^A#@O13CHzntK
zx|b*D){+n*o=hT<lzoh*v4!u4t};+1&Fv)l)c_!fgM&u{om{|0LW=UhubHbTo94o#
z{DFLgy)L_QR&Bq03HhO1--^o7-dA^ywCHC?)kz1nuxcvdlM4FPXW&s_&@Uh+m?$nR
z0-<#*_P`>Ldw6B#uHm_mdbsV@vX7aJ*D6Cr|Mm(Z>|fn?hCeqLRpRB`(*tT`^%<2*
z(<o+$^!Y<JsPNraUvRgdeR@%9%k<N<0z<~CEGSyxv0pR%^)R>wU6(JiufKiMpilrg
z+x*n86d81ZopRjG0Cn$rDZSnzr22;u0In~4{#Tet&eMs<N4p}JUs+JTtnkZ4@)x*x
zKZd)swNIVBps~WPW7<dqaQMZL?K0uPO{*CFvlr(yo(fc|56KeYIWKC0;xbhcMtq6%
zvO&Ih$tz=E;{97p-1)}}-kVA9-pUaA1(4RMGt_@o`9e-SdQLzeXH!<*qhPMcOOl?n
zqvI~q%rB84W~dT4t3cj3=ekVPHG_w8|1D?&AHVw23TPVcI8$UFeTS_2{?dpMzj)@g
zE8_;)$v^dledO5A&_8qY)LQ|kwP?2c@NnBz?joVAu9=OuQ@C3XMD<#7u`SI<!pzGu
z`cx_q%zHy}^;+`XbeUw+JS*a<euRtQ*Wr)nKzBsIEN8d8_!9P;aH|gA`r%^-P0LW}
z&QUrB{h}HLGkkw_aZ53%`6B?{oDgNpx&YR3GIGS0m5X%rg(NpMLs%Yc8Hdl#czE6_
zK5EEhuROC~$X@kqK{~yT89TfHJH=Z*s?|ECl-tB>xaRqk=~Z<_(`3pd<?)3bcSTeb
z$I2=2m;%~i_`GM-WrLYF{y=o`^!e)VMrcXkE*C??AdUNI*2rBEot_>tG-BkGEw=)@
zaMYrzS0N&EnwV?0KA+#hfp@4;Qkmb}!|IqX|5TXGx!BzD83z6$V9@?gL@&bF8^6~3
zP%UbQegfHx2-Ikz#<=Fv9sI+YJGG>Rhci3RX)qtkxY+5+EpfADsD5>wIxMbHcZ+1x
zOZGQ+&oHT_Vd9N*g3I;SmrG%uoQAbM&_gaX-ezLcK$laV1;FImnz@`N|M$YPX(Ua_
z88-)Gb$>q|?{0fP-c(!ZAARw4oNS%yKGy=;gVfAFO1pxz%$sKa%sR24&Jxt>Q9&Ny
zGt5(y79WmIhG4EHuxma_u9-!=E*Q}FHnRWe;dE)@-#dKe(I5vx-1nBEv;F9d+X*|t
zF7lLi)&$?J;-9cxEWH>Q>$C9SKmQ9<OE*%j7NAy$l?iF7fVI-({?MM+;`NbPu4~tR
z7Pn42rf9?#DG&vmD$-T=+Qae5@&xsf^&X=8_DQ<DJW~jIucZ5%(6ZaT6=uB23hX*b
z35b8{tjA--(ZRi*x@8`$iWQ|8GVSOa`yh5IUjUn7_=Zp2y;(d{pLkO@w{>1Ya*kGt
zxT0Eh<iXw=enliM2f>}!jc82-?$0*Q>>5t+qjxlvUJJhw0Y$_2XmkC0_8M4)+8C9j
zqT8RETQn*Z@kdo>VecwxCQT;Vvx*y<Qs;QL7uIc^dy25Z6#A-TnXQ$<ZxoHRcgr8;
z4*n;ZFa1w4w+Juu4E22T(C*mimFS%N-^iGeSkgv8uza<W9#f8cG{QKgq8^o!qx9X{
z!ati?P?th4ZX=<vy6Ce)N=g=}*C(@~oSNwB1LAJ$^S$!tlLvGtz$agCfofIML)6Q)
zA|-6hZ3>GQb?2uWwT1F@_WosOHGS-Vcyga8GnZLFz@;F<k_wmgD!04C2K0LWr-nwz
z{f1Abbrxmn(GXI-sjOU(!tLzzbkEKpB-~>un8&}o{G!<R?(VK_g3~64@|(>G<=fri
z47elp`Q-8T_~v?C(B}1fc3YZENetjMP%$4|lF1+O$~;W5K}$QKs-~7xA3Yv?lwr!B
zGBtJRyD8+6))vq5vc5B@V0&fHyOviNifGAVcs8+bXFPL!u-@#{s2<~6(&3lMz2`V7
zVjB&R&q&bHzj|Pk&yW!kD{^6cyDIc4jC4ju@JOARNj1sz60tG;aIelUMfY&eIdW7-
z@hgavuA&IsE@UVxS<3IP6Jd8`jj8}vc9F)~DqaotJVm!X9z^LIM^6%<Y}It2<)1(Y
z*XEPj)aqI2qDM}k1m}lt#w~XZ#%7ES)pplw2O>ATLbRvz=9Yv=>R6B#w;;P<PZAbE
zF<13DC#&ujg0YB>K+0oS0r4t@hN|(dYEDxb-ramK!-;-SoVvpUulBfvD?px!8uitE
z7*d@Yz?M!&dH%Z~rv;A9<pcKAu*9#9N>2F!Q^wKrGR;?iW-eA2FXG5D0>87@lF`xG
zA4x2qWQXZ`>-$7t0ksl0VAgFH9&M%Z#jf74kZW{`JB&-?psq6zQ*SiIKPi8hPVVR2
zl%zZI<UJCg<mjj<53$=7vdU7#Sg^;c$g;6~LJ$V1aISQzT`%tlPJZp+siL$lC-euD
zBFm5=%XrC>?FZyuKcXB=l6Gel+)#06U|fo$*z_{LPa}B<qelTK7*F53*l|qh146X$
z4;CR-;mY?T4@NWX>|#v}Hhq`%oL%LAyF;Fo?!rITiTQlxc=TakT7rQzy_Ol%4t~TI
zjQ>#=Cu!j!+KOK_rkf+LC*HE>Dl86=rJ#n)b;;`+7?qxG8V4%Ve{lXmzq7VJpM%lN
zIgL<}8pJXu`I?UFBo{JVB-Yd;b)p2wdzJ%0=6}QuvqN{kL#tIfuK0%iTdbXfxo;Ks
z24k-%^uVL(yc;<fLG>22C$$U!MeP*?k05cxI>8IpY_8l(D=fY65a6ni<N!^LzAm=1
zD5wR6in@?!VS0p3`Ycc|qBKkd#NPZ7+nQk+60YCpMedOYx(aJ(l&S{_7b#S+b(K%F
zQdp;)5EAP9y~3{7+rJMu$_0;_uyze;1Lg`7H3OBbpn+Q%ZJlrVjWhHM{qtlhBI_&K
z_`^B712p8&(}Pw-(57La@}GQ9l2~c%t%~mj&}G8S`9|`Pr<T?m!lk7TFR%jUw?F7Z
ze4^SBF=-Qmt~<KI=-PpX_%SO~^?s>r@@w>XA?fj>-3#kjjeFu>&cL>Z95ty_&X2<6
z{|$7r&lbd)Q#vLmVotvmtPf^-&6@)pel%ymOl3`fFDRN(9K7=8zFi%uN;|=?q0rU2
zYCh_|yZzwgcQ=}d#GRl#e4gY`f@KYwd=&V@w2GCi!Z~*+#PyUPzp&$Ohc4l)5-C-T
z0fc?Bm=$QOMxlL%6pZIYSCYU&LwSB;Z5iV60ZmqE<Y?-rel_k~_wu{K8r+j;oj(_9
z@_EW6Ljz2Hhy|&i!mzE%qgWX5bd{iY!Q2TI`T@whC^oyyjw;^5qek!%l_?01fqN~{
zrTPJ@Fe}<4!;yamo)QC<ldydkszL{DahU1{6U89gX02z<cs-FL3bTNLL4^a##jhV$
zBfmIz(najx?hN7?9w2Jj7@h@l6aNw*UPHv#`5C!0sycXCr}wS97$GQ4Nra68!5Ztr
ziM6jh)BTIJci;^np;f@^D<16Ds+Hig7mNJQLuqt`fBBN9B-T`1gq-)>8Ou+}_sjlv
zld*zysP<BcrQA#>P37L^=;bqx!GELzM+4hy(U;HLj9%+<L6vy{@&20HqeXpm!*boy
zS8=$@J^Z-9FEHzbfaskf087wZ!Ua(fwcI9(V%ZmebdY}F3W{>y=w71TlM1h6XL*X{
z4zGVr8L^xD*uXOAp`MUw=&RKy2o;chwB^xtcziPz6wi;8i{h*x{(S-wdV~*JJoHBF
znX4nufBn)Kj4ueZxsze8=&f#i)-N`7_@QN#)JZakwy0{Q_vaxAB2mSW&*|w?Ux#Es
z)AMT4R4g!U0dRe_u#kg4apWz!Q7=s)rEG7&c76}mRRkm-@2GV6XDY(3JubN9w(6UZ
zCaxYhe#Cw8*u37nHdCdeoLt_7?m>zW2A_OTF_}!%4wg6+vggGdNpRqeR7jd}qn!N2
zMT5NkNVT-1pBG_naL4_9z0gU(Lyfv;*LvOhr+0M~I*=NVd~sPQe}V;sInctbJYa)q
zHe!Ko!L&Ldk$kY_T`uyhHfn>pMdRM2-m4dwqPc>C&kypuD+;Uqa5Yg9qp<GP8TnOE
zRoI(j<(l!}G)<IQWhE{#0MR_^ncz-E7q>@su>zbR<U!?-_Ne{eq-OH6%~6CVa=D^&
z`@bW%qr!)!O=ByX4TV4BBCckyZHeE}fc*w%EtcG$_&=<{Kd>PUn?!?|8f@q*`(U2f
zYxD&NY*PKT0iGyH>C_jc8U{PVVSSC1k~_WM^22L^>(jKAy~QiypwV*v#NBxW2kGXy
zCg)D#ToEe-PXsua==mrYc%7=}D7xyn#KA7KO)ICqLp$|sN-ZG;q=I27r-?i1BhfLJ
zxq+YQ!qJuA+j-TTWE+V#@ndvu=ej}T_w0W#SbDK+rJjYPQhP`^C&u?O^=rTPQ9f^f
z)@-7CxK;6%+?n5J|FL?pq1ZQ$5d+&0HL^RScwRbdLnD6uqIROIunuhR+T*D|{YjSu
zd+yc>bDvrPre?;hfhGmJVqZ6wl*p`skB&yD!;;^Wf6jyuut!l$4wyJAhGc${!6vt5
zrL6CDF$hV;Vepbb`jy>T$@3yu-3#D9vAgbkp5RVCG<=+l<i7f)czi|g5{kW*Pmx)Z
zg}j|Zkr(wX^Am11&|4Xi8Tl(mTHCL#89z^w^<Y3DWZ!?7Pqb~^?rT`*KPKwdPb9d&
zV0)v0Ap4IbN#G0LhQ3Mr>#cxQTg%=zqx0`wxeOhhZ$UTf9_Qq!QePq_J(PKs#Hip-
z5V20^P^5oG=L8lwVj&!=Mz6o83cQI9j9&M!xe(yEr&&1*&N|q;f8D?SUV5@;IsqAj
zfe%Lh5=z;;vvT`IWU1c`Vc~vi|2>f*#*eaOXa%?xva&Uqn8z<iR$#B3i~DC;znrt^
zqBi@@u7U0%z5MA@&WHS?><j1}HC86&q#)>tBYh=lldjFDMs)0y-qS_``BI9co0d)y
zlf>|)+@wRWTBX4zdO<R-Bj#r2Iqctk>*0*g3c&~3GSh^Hn-~ic3!9-0>SMLf#7I)>
zHK*Kpv@dC|=n)Y^e?kIwvh=6m(|M=ve>I9pl?K9i07aqU0k1;CX1B;UV!NPWGcCpG
z*-c{Khx>2W=ew(S%fDoBjv^cE<4_3S2ERD>=*l8bSi*<Hs&rtzIN|v3q>i4T`<Zq}
zv-GgyHA)&9ByaDY!kQsb^&~X?>uYfw)NRP_uGDwQi;IgaDLbm{%B-w+mzS5xJPxLo
z_8Z&%Vdf&+FngnxAkJ3~zvm3Bs}bP?s>xr^=~sd>c+j*V3e?0mnrl-eO2|&`#ks{F
zAu^e=HPXnV6p2822u+*mnBWH)2NI??S1hki`)hP2O%Fnkg>Z0ty};FnW<)KJoa%4O
z;+&QOxQ!s4-UDIlD%LrPpHk?+lV<Qq+lMxGkq7C!sC5rij`by!H|t208;61Ah{B&b
zI#HA6s|9}+V2NTz8Br#^ZwVbXzkiE(8sgob511P7Cw^ggWUH&6+dBEZUU42j*^Qtc
z=;?#}S`m!m$kDe<iTP7!A#l=Q6?K?HEqF$%Xt%cQ@M*V`x@%+ZoqXbQk&UbWjEjBs
zz6fuR0OX{jqyc;5Byuotef|bgI-ADe`6%;^f6Y9(^CD+_726qQ?UN)e)_W4C>N9Pm
zlH*kD=_DEZlxliBH6#lS;1c3diS$J*FRo(dM$yt04<T#kmGZYU!HTZSsFo=>6H*_d
zxa@`xBze*Y`k}NU9qkxCE|duF$@-^$-15j@TWw(|)S&!7G>M(P>9C?=^>1GD!_rCe
zi)kHygZRyqvF_|9=FgdmizFp<aqUB!g2wVbT5tJM382Cx?XR<B<e3=-s9JvOcp9zO
zq$QRBY~Bt=^<V}0?rB-T=)Qx~59?d4x>w%23U9(YwHEdU4b?SY8(2d&YVYd7scrFJ
zlZPAdsBHsBSCv2wSJX7S?5)Vqbm_&pAyY9p$(7&JfiRIqQ{$DzWoG{>{pW=XS8!ZC
zi<~W=7YB~VKPt)-oHIx6>EM0YyB-(5oK3@ANu17(^-pjzMsne&j2_bCZRYDJzdZj~
zKcL-w>tFVQ8FnP>!pJ!~I#6VknVEb9LuR@opET;AEO*{~1b2A6Lpx68<;5a;fdTkR
z204|mz%WT)-e;q;BLKn51gU7h{N0HnZ}L`D^u$Eh#^^^s9p)-$b%eqIJKeNr1qBD^
z3+$vX_4bzBcrT7P9_sA~9*q1DT(vOAu1ty+ebaXZV}gDHuk!?0#sRepGq&6I3@oQ<
zOl1M;trU<{#*1^2qizJt`$2mX*S|6Z8Px}$)G^QPxC&S{u*Gkwvjb*^QJ(4=e;_Nj
zU92@cQIJ@*z<QiAeKB}NJUqL-r+%nMboBlFc_!wSml|<FHQ&Y-iSi48=wrr@&~jvS
zdihOdfs@h^%dC}SeifXb&6_x}8M&(I%^D<dY@97cJEO3{*p)H*3&jI`O}>qjjBEoj
zoRi%WC>A{w>TY0l@x>Lnr<#(Q6XMe;YfTF}dZa};?7lVOaHj5&)<Yka;1klx=V;3V
zG9F&1l4%OidMOB+@q4<TV1HBL>-{H$t_};IKFPzWML59fKW$_JNo5OgO5uRZ8b18^
zbLitJmpgdJq8L;&skDjc`^(eQXn#>^=KN}7ct?&>sva#cre%)V7=`KxbMgwX2~E(4
zwiJRrG=?%O3Ua62pV9+KA2rDx-$dOhY_iHR=5@xmM!IOT#}<<i82LGwJpQcsw%<&A
zL|8iPTGD_wsh87mq7P#fjcy*Iy{YeU!Dm0@z>qk4c$DR3a#Cee)5qy*^G-xrn>g-L
z0~}XgUO~~($UFHVj;u-=uScUxX`UTzVy|E?rs|VQ*{0;8-gQNiuz#kCP$LA$4EsYW
z`Hdsd^H@EWes<99{ngL42L$qG)ClrI(kaAelb5Eu<{Js1KU4jdRaS6Ki)mR$9QY>G
zee7xv7^TAb&1g7+INXIJ3(zn`f0L>AFK+_VDO%?ug>M8dTTpzaKT8PTtBfxu_~?-)
z@FN7HD7pF!t}J}E>V(q;*7KSn@u@a#tp0#zkpmlX5ysC4tV13@^>n8;vref7l~*Gf
zvNN!qFSv%Ie(P1#i;J`jV+Ku2l*s|V3!~U*aX8c3H$1p3=SiC_5?+C>tYP;n0Tk!(
z^o#t4tGWS}N@6}Jfx+GH(mc_4uKEQ82~-hqKqiYsMU*s+MAwnubDX(V<hPS^UZz*s
zFi>>v-+BLgL~)$zZNZ5u*26GAOr4kL9{E8sT5#RqN*A=uT;D%nn)ZjTFJp9R@d9WT
z){??-ux}os;6fuLs*37dK-Ba}D|{`fwu(WeDKmv{5h<JR)1m2=kcUp$Q`n*~hlsm9
zSZ{2RbmCAy4QEz0e$#~7Z1u|>^f|jBxrGzMOZ(=KVzIgDQ(8F7KtHsj$3)RKHI1)_
zG&|L(xjHV6bUuA|Q2s@8K%T9NT@fF^Cly(I3*~O!b>MZ@eDekHji0}cRpS^$24I`=
z4+*<?IUyXFZx#+x7g@Xe69QLr%zmq2FwG@glK8+wwVaU_lXXL*wy!QL+ToN+09EYy
zDCbLIKx@yx8opaJ%T-f~5+*Y^Clke83EM<zAL1ic_T306Z!~Gz<-T-@;T-RLD1OFL
zKYJ3XFz!;4K^%SNY1MES#1t;jw4MJc{!5fYZSXTidkI`^pLME0yqbi~X4RZhb}GSs
zkeN|<Icf07k`-rVE1}4n=SM*fW`tx*LoZ{v1+EJ)Wnh|2Kz<@a;_aUNPd#@&WMRBz
z+j(`-UtSz)8<bw6@TP8mfKf~r9KEwM<_AXk5wAdA?)#?qv}6fem4B>zOfG=p2l<XI
z)f`<aXveuw_NGgdriWxkQ7kin%=s?GkSy9icTYl62xWT>T<t3LQ)g(fDY3gsFquEK
zf^Sj`nX%vGPVq(Uq=;_<a2~vGcjd+1iq4bxL52jE3GjP#xHBc_3nR#V`ui!F%`QcI
z8)>a8A1%mj>6SR$ehwVezz}MYT6L)_Py;K+m=bl3oA|E4ro}qn_vpHgr|qiMln5sy
zhs$)m10rX@6sCb)u3Zp$1J>c3Qo}{l#{r9xsyXil=CNyb;e)x4zqG7ke0b7p``>k7
zQ2b%G==r4{5l5!ewM3z3)>0yUU|A6~aRw0*Eyg)<RI%f1{LmUFQ^hb;BKjz9{p|Xe
zOfbdp)P^l~=Rq95nay#O+uQ83U?kb>9rwBre1qw7h!nHi9=G?I3~cWvkl_kM;5{~2
zJ9J$CYR{WmO^&1%4BNNoR3r7Q{wja+(p8%Cg~^PNi^4J5U0Wkijj-5(v5j~mxEUUV
z)xzj!jrXx`rn^PPGaPGdr8^SgAI1Q$z4I3*Tk%qiJb}t0P*3)d$TRD@l;Zs-lLMQe
z$#yFFsV$>?D*?3~qkMkj)vQpHTu49tYPr^SCRv-_4@~hYPDN2!YxF%5`Tpbz2?B<y
zC5tm5%fK^v2xJ9^#CUW-O6-+ja6c?AGFIcK)Mv)^;XwwTN5wh}lxvzMa>$eILu*WR
z8}>Y@{Pw_9FSPnObj4A?6lw)?6MxP4Z!Z}ir(PZI&OnR827<{(kBg_&JqE8Fz$+Av
zmfr;jOKDSfPJ36jP1y%aBTeGcn(uxy58^>5hR<2}G9+-|m~T{nsw{<6b+X6ks73uT
zGzyDU!Myfo#&V~^^-f$)6KqNkI~p(zbliFA-ule@struOM^386GG^YxwBECQ&1yBb
ztl7xhh_e%HBpTFp+A-vOH6;~|b)~>6<)2s#O5D;$@;}KRxTJo+^Kkvl4O_bPG7|(N
z&rzzU!9XNeN;b?jr`gTQ(#Xu(5yhEjgc)Y;)^w6gG#O44CcEvUT{%X6tA8xL{t%Hi
zqjH6~7w;cmv)`<@uH!|*zfI?$%E4?O55V%|b)mb^;xyN(If87LnoYAJzjvbOWj-2X
z{iqmeYk`4g-AbZ_qYq+9jp^vviAw%%_YRjCVc4;ZfGUb?tn;w7K&`pO@OXxwv8tM?
z|Bth`ii)G_x`h)YxCM82cW>N+g<y?aaCe8`PD2PmgA;;7Ah>IA2(FC<cWwNy=lTAN
zGtR|1?|ZI#j2>0HYD?|4)?RDQ319He-t0#if<Y;1@t)y81|KZL*3F$5=h5&@^>os-
z?TVqii4$4fl@%snRn{x26Mx<_RCHubj9H$!Q+jZ0Sz!*e#*SGUj&1JnAiR|jRUw8O
z!|}VonO88dv3P118)rOo=c8s+q^yj!e7Y0<cDQIrxyn<5n=_Ky4J1qCNm#Dv122i0
zAz5AQW|sjfIDWPCR`Y%LHX!3|i?bv&IxF379?*@kpDvpf<N0PF$m)~^yRPKxMpTaD
z;8FN(CHk4p2T+TBd9S)IIqA=L8kgHB#=N^8@=K_;SWqDszZ}Q>s4?NcFri=A&ISjx
zzZ!7LdET8Trv4Cbb9VeBrI7)nE=1T;t;f;Oi#l%p3mfX!0zdZ#WJVvB6eiYWf2b1A
zbiIJ83>QXq2Uu`^?xb%d%N1kkGhn}{1DYw`W-$0nRacS+SDm>peMe0CZKs)(_KE;X
zk-%32igAV{2KcvS3?+~T+}-S%N7qF4rxPZ}-5M(SR}99&q}w<JoO}St<CpGvynMnx
z8`fnpuXt4}g1eUCOd6?oeGS$RJ@&sDB4orRK=mEEHM<Bt44=WDs{cKZ?6zRkkKFG-
zzB_;uZ{wXDLASpJNqRcsN)Ni&lkpPd?9SzYws$UdogiHWH7-X+AiSHeACIUSo{LLS
zjU2VFF6;Uj?VTiLRAVUIeE%8?c;%|}9o)5B{#Cz`{LK^8o*&0ON1?L54e{974)#xo
zOIh35%=_DF0hCRUI~^Z-3EX5W%Pl-o6x@BO=AgYW<5sI6>${$M#E6V+DdS6)by3^j
zwed^W%Bus-ee)abe+Lhg{9J!jQvxisYv6KhZ|P(9+r|@jhM(B}RXe7=q&Yv`-!YIx
zD^>Tk9itH8Qdz6T^eH|3eq@nwN=i(*xp4h6g6Xy+n2N9?cqgQk3rR_=C$IJjuSGj1
zRXYm|D;Ai8ZVWoJ2ll#lI1_c<VgQTi%^wP9<!g*g79J#?Bm?2UHyGrmpolEx^}~?(
zT#gI(<4Sjw0P%Qtyd338>~v)!^RUv+zCuV{jtvL(cVxoiw_`sZsRfW%2S&Un`&-a5
z3=Q`BC!C*$CoENLpoa3=Mz~+Ied5noRZXi(-Z_iiADOabtMYTH3_CY`-LOOocd{uI
zf4+L96KUvQWI<>k>|SA>JK;No34Kb2vvyY%O1IlQgvT<o&5NwP7~tr2z`0izdpz<K
z7SG-tRByin$`A*SlQZ^4_ob{J`_e*QRuo%#<LeO}G}Q5(J{;@0fd0nM1iT~4uzrrZ
zWNw~FS0~;LO`5%3KQ;d(DF|O7o+&+oEfQ{EpILiA!Im&nEA}Nz*(8Vx<(cFDk*I;V
z<aEbkq8~lHo%3fMBCa8qWk31VInTf=O5E)BGzjj7Z&UqGNX4V>3JyT&-bk_5k8F?i
zD?Y#ZI+=LH$<2Ps*#+7e;7leM*)X%Q9kpvZamN=vhL$7|sdF%zkYDUXjyD@7F5PSX
zqqF4lsl?adXkxy1Vrr#ruH4N*Ls@T*Kw)X4mA3RM68!n>ieIm{uz@My$4Q&(IPx9$
z=L3Ps*;n?EVz-C4kuE_t0|&@{u!#$7r&X)FQ><pcJbQ_cCUB)uD&g(Bw5^;QewaFA
z1lI=SUQPgPlUF2M{ooZyYRYd9`Ovu@vXa9zr*Luk)DG(~BZVp?1}B0p=%5M*7lGT9
zr7i;0fkkFf%cRopr~ZWJ^X>*Czrmd2x^z`=R1#+4ap$&KRG6&g>763Z{gVq_uBUu`
zs@}VvO1bsiAhFI>gCxe7(AAN)X7`l1Ea5b`@QpRuos(eEyI{)V1pSANEtTDa8S&ks
zePg%h^6ih<Xt}?uHsBy4IC^%B?bFAw=M~R~+aD9-3imy;SAj!AaW&bZxY`=$KiV!|
zk*Imq7>K0>t$jwe0fO%@*=^zX@eV)qGkb0hh3Q1!Mm(sa9(?*&64({oLm74+O4VKZ
zbq?BTwY0iQesFNm<bTUyXJ?mJ%G|usMsGVYuj|HB5&ZHj<g)$>s3=#3Vvz|YJ$EWV
zC?+Q-y8t>ATj{*GI5akPxkj1hmX;5`w<oKGg1Dc9<DdxMmpfy-ED}oF?j9bp@7|&Q
ztgAD#w4ANFz*YRPd05@aaZaq1JvurXUQ)uSrM>J;4})4>jN~w}m3~(W@Rid(J2sEx
zT{elx;1)a^`pupuMC>xX=5J$TGr)T4I`7hWb{!R1>!TLT#Ox{m!H%1O0u){FhlFU~
zo~mmZh*rb9rnP-8K3>3p7R$QkM=)us^Uyntj$Ljb6Q)+f?8cTK@s++%Gd3cu-UrRy
z2hFN8?w6ZXb2J6mX|#4|N(TiS;C-F7m>LHIk}TcxN|e@LuOo<qzXi%mCG_oId<;Eo
zzfS(mQdW${bRr<K@T7<Rl=C$O*McI|Z2oSLsobsz*G1-Ww3e?A&93Zc9BDne_$c5^
zeCiJ_qN#49=x7iTdUCy;W8LSCJN&3N;}m!F$1gj2TTN=e<E)`?;`zP@>#0}`Axmrl
zC&JPb$f$!Z-q~#&nn&|WU`Aw63!>yEo3LvjeY{-qFL$CY&x@Q6`9|Tzd7#``60tSU
z!*$tuSb16!6d3XRa+uKp7HiF_z?AorGE-t#-K14A=rB^*9}Bb^$aWt3U71wh|8#5H
zv&%|Jkpj!9hMvasQ(i@W{=nEL#@1I==*m=H5msC(5P9`;@Q-j{-gg!<I2DS`zC-G_
zzWw}Xp4>ed{JmxajNM6e#3%-UALuW!BCBJ@&o}c$Se)%d9e5-4@BW%uzV`i|UjUW9
z#zx}t3UW-(kQ4|bmZ!X#EjfW>%gB&702{uI+14$nTL>8ZF0r}C{IxpZzN83q?W}jR
zu}NumrGRAA#2xpp|5pv*ZeOJtp3gemDJ`PTcPo11eVsF%x+nG6Ds(2q&0gfG#Sr!B
zTI|l=`YhtZNfZa&{fs$?;o3bQCsSjtEVRSciY$l(Po^*Urv0hn@8PGJ-ml0V6!9)r
ztH{Zi;Y+=@f=Sv`-^1wP={(O`uu8%#=Y_~&=^LXW!XkUf$LEL-{hhtrps!49)q@3r
zSjoEjSSAWa*?MHiyw81q;(PRmcxD7Q+EuxKvs4u-;hxMbEj(!m-ivP@b!N&qPktL_
z)EY^J;&|kl8l)dt#}<^yvw>381gG!xZMUvkjk&heX-C*9)0zYS>K&mShjJ#CnB9-d
zewpE$+Rk(~X&797-2BFu5)iKeUXAYG<xSFEM5a_`&(7R`%?l!CDUAOjbroRih`R>L
zmd@p$d@t|K%5LaCh(=*9_>>*Z*<T^UTzP8pbWHv9q8nCG8*S2*JSiiHi<iukJtAq0
zI2A^q*10jOAE}}rsrJ^==g<^2a86Q_c(wAE>l3`QPkP+&+4(D05$?yEd_0l!<z*?t
z66jSy7V<}rb^FksG6uCEOZbwo#T*)P#aZ~-?ryDnwp8ch1ba%4R9cDD;nTl)ahlFP
zsKX_ed*<OiOAKrsISGI~A`CEZGptoW?{z1B*d$c|Ak4PF6K>$yMlm@y!H)WbK1A*f
z$^r-jcyp%ShB!ufj9JT(3x^w7Af5NP=?l3l%WviIF~E<@GTW*AUGq{%C7r0@#GTlm
z^|V;0BtAz(-8K%yJcgtac#WOsL#N@+S<xC8sXE&z2=49D*PtY5CL02c9$<r`@y4O)
z{cLu9`>iX{mm1Ybk8VQ7KU{%n;H&_pCe=R;lH0lX_Gr$rzal!Ra|0$qw;)L-i;C(Z
z*(c7i5i;Q^#3G?41r6ZwWt#mg#bqNpt2mxOP2M#q8LMsFWdOZ{D>T#zX72s=dv!D9
zbD8`?hRyo2t&@*`lgkUYa98|v_c>oOdB7g~AE}|sLsLUR+;CO*-r>6abbl&hC#y^$
z*jGkBwCsgNoFzJPQSIo2Z$}<3_qesSni{L_`;z8ISAW@Ka-XgvB<|51&@(@l#uY>|
zu=#?c+wQGkdu1B{Yvw3yfupWLqla<9=Er1TJL37>S*y+)R!_^eQ`2b3H`zGfh-=mK
zJ1V5+Yt>23llUqTyDRTES-*3tKtofnB0R^yWEoLyOAIg~yY-p(Na^RK&b(#Ck38ph
z^St|YZ|vUfITeN2bBgwcLF|#6fvRyAMx?uKFKi6UwjGC05gixKOj+AjzppVG-I8>t
zktr=OvPlkU76m0Mg3Fu-mI?pt*VUtc&ukJ{B&RSZ?HmvxrE+-BtFt!NyE2mD!ux)(
zJMG(~!8pogN_GrIW(~}V<H9bpiKlHFfj3A)xbUY&1G+BH9?%8@(8f4EMS#O>Pso=K
zV*Q#bu1*hEn@TzIOcl0$o2+_<FE-y}G&NVv2AtW3nX1!{Db<V5p9*=zr=Inr8O30v
z^uG<IKe)1cy=X)iWHJ!hGW9|~pru*+bZL%P;--)R5kIFDnoOTVe(X%x7xtBHM=5QT
z)dYSQ$0A;_D@2F<#70C$c(yB?h6p9K0CL$2Pt&3h&0caj&-e6$1O^9PVBC56X2pfg
zj*uJJg%gKyXLiWvdxizua`Vzo#I?^$+p8LnG~|OR>4BHxQ$j&cip>@_Q$o*eM?%l4
z!L_cB?AvK)Td?GhWKbg~U&h<|^+%c*sgY=tng0EWN4lpAcM31xM`LO$$5_X}mxFto
zs%+fs8pSRN))sM<8%Azvc!FHKy0F{+qr7^x0%tqU2U=7~j)n{tYuY4P;+Cx619r~-
z@A{d2p27P+z!i9=u@Suvxj2mC1pP{<p1@}?A=s$6AUF+gLgpX7FN)hFG*okZo>kx}
zIl|TTHA{JcTHve6nz|bsCn&MXe!%~bHc6Wa^z~G#bN7@>IJ%EH0UQ8Jwn_As64c0+
zKG+cck~f2*2<U%S9X8Jl4DDzKBN-Xq^<d?=IXP)~h^t)CSd;)e#+R73GGNEB-<+}U
zqx>;^j-=}I&_{dEc8&B^ze!*OjpFebcM%{7?uHugH!{mh&qWX$O`5DvrtgxsPP#sx
ze%OLx0g*TSo$FP%HDpUvx`J;?1t}r{z)9%DKSo;l*q3koXv80d`JRv7GoX-z%gfiB
zAow69X4&;s4{#aFmXUqnXd`Za&m!=l;N-@A9$@6s(Uw*h$1uF93yA>^6O<bK_y&x~
z3_i8BFu?Z8x3o<B(@WhatY;JlPy{l|gjVM%E(_hJjtx;O_`aNn#NmKk3F#eHSS$P2
zM<51JPM<FFhP#$_Py^z-@oP0VL0L0ZTmtC&A#glb!Vo(j@`Zg)aO2qB+*5Lg=li=c
zOT1ZgZ$oZXuk{@sk8@Sd4M3qn^9@gl%&?290|463n#opU91`%AuYd^5_x+j|(;qo&
zQ*q<o-s~4`E@(LWS@-CZTpuw)OhcZO9@v)UFq$(ucogtc$3TT|R!YNyw?oz07OPBX
zlYW(gYKkJ!>sOz3soWk;vQ)}z=&wJ63IYY^ua#CF#(Lr6{>0V-B063N!{Ggop+f<0
zbA@nKgzli0XBWS;To*=Aznfq5_iEeo<CC4&_gUM@At!Ecr+n;$RL~DHrVZQeoi@;6
zHt1n_-5ZL_?z$gONs^bmiB2H3D;lWLFB1~)qPV1WpE~wHso>K-3(3L(?VJBOImN4w
z&|f2nX3w-)pJC!Q_<>gwp-fzGCufd^i|DXn_TV5jWx?39ZN|aGR@q;W;B9k}Q=Nq}
z9-i<vf!vLieh{;B(9I$W(VD(v_plMJ21b4&nGDsz>?J&O-uT5iURYFs=|vy{yLqDU
zdBEq?y9*<0svW7;Sn&(1qaLpyVQXHas@<82z71+)Z(cjoro0yqKk6YN>l|MNFR)*Q
zhgZZMM&$<!F3Pwt-fj+ZJft+&#<g>(1rt*VcqPZD>hFGe2NR}OW<R>0j0%GEW&atM
zoyz_I$QWcZS*w-u%dc<Iz2)ts&$NG8cKyR$dN-Eu*jG+&dc-pnc1l`h6*u5q<UHwA
z=q$uOE7*4O8Y`u9QPAVl9iBecN9O^QT0dCV17$+)o?%aU71&n*-aS}7BrD?$X2(9g
zSQ_^42}?5nzM;mc?)_#E*Ov2^|5`h>EYg&o_JSubp(VfSl};;lP9&IT0LRX4b9U~=
zCoka!mVL=g32`m5sAv=%{Nr}zC71_Q`YeqwB6%fwu)!n|MB|sf`_MS3J~6UwYK#<R
zydLmQmh_StuEW+%!rlqJm65`i{`$=GPj5zXd(m7Wbu&dfb*uqI=kH(*CDP=nt(hSw
zt3yC1sm^0gxNsIl*O)$16v3PP#sxE)$_u2W{F*k*I4@b+>hSn{3>T}vuQZ@kypc{l
z{`RM_1CtFc3r}+D_u|26bH0_(eus1SU=49R<toAYD2RgSBxw7Xy^Xzvc=Gg%eOzEA
z%uf;TSQ-3BMhoi?5G!&}v*~MLeKhHTlla$f`;6f>v8PpgzyHJC9~GK4g%j{W;S2?J
zPDTM7TzL7E%IVb6`3usP%6LF4j=p`99J@v;U2}CS{oB%slh14+lXLH-(2H!Kc5))$
z(F{)9Kts&%MktQq7Q^6DICQ5iF}6aCEVmuIG&uGKvHvOPO(sL+Ugx%qO;#2aC(CR9
zs0n$`kUjZ9f>_L)$k-Ta2g0$CvSySrN;;~Wzj`*?x!QHLeVVnT{k&fzro5bP$Hac<
zXXMw`Akdd^&^(n>8suu!@kA}>Q0AL|lngd@-J+nl3PMzsD=^?E{zs`kNui{qsKktm
z=-3>H+xFJlMd9F@=-#>}Qi#U_l$_I9m%kmofY7j}aaZl9&m*`V#*p*F8(`5SIr=5(
zw7U%OT@r8@Mi(omH3S9S9O=aqal?&|k1M`=Cv9DuEXF*&?A(cgi;K%AC|FoiQ**s5
z6N%m(hJ>|e?c8z45U7()%xh%|0E%EY%g*P2(@YwIIxI&B+O7$_dk~cf=qw$TmS`Ih
zIP~kI*C?3AKGQ4jO?+3+P5dV6-LQs0L{6Rnh$&=hDSn3OI~~zN&&LFzfUd^py}jeH
zZ!9Vv7fbflX3&m6@Gm?3or&C+9yUH!Rx|;Dl{ZWAhwf%$xjXkJ(?h@EH@I1l50;SS
zTp#ptLT9R_lf%=HXlrijd$zsZe#!$i%%NAOOcm%G{DIgXQ+{yWF|kYeluCr6pD<S-
z*JH-h;xpua&7aiG7x|O}>Zxm?`Yj@5CWjn+6iP*lc<|{<{*PAkWsBO}%_nnDP6SU-
zwb0$SNLFK{1b93<q<ZvyV`R3^D&L<un+qjKUN8P+jCo31`9%!rYAZxd2_6h!gL8vO
zCa>_5g?;J^i)EKNvqui_Q!~3b)xy$hV_#Bx@8HizlF${<{|iz7O`I$0>}&S0F$9E7
z_5Pu1%J43pp#;qrUt*O(mIiSUacEZy?|Zt9{-=$X5}OcJ9NGBHkWZqW%qq{TIn&tK
z{*q=Fw!~r#)KqSro7=ZO_^+9x@POWR+mXTb;M*WcY2sk#H;Lp~5?!=xJ{7FuArLb=
zu~FtsA%-NxUdMSKykV^uU-8U|?#k4BPv?E5KwWe8WAkBeb1OE*SxEm}#3ehPD#0E#
zh0=H#DTE$%E@T+Fe;%HAq{NjmkTtZG0~cSyYl^&b61-nE{}Fcdgc!Ts9sVA{aJ77r
zXNCMm1nzB+ZuTQb3LZ-*zg5tWF3^%E4crN{fN|R~-|LP+FD8|snRILznMQVi^wEqS
za#Q~LjnFzjg4p{!ldFvQPoxk3bjR%A0hz}?kLzyZ4ut#%&+$rIkr=g=`YdL1=L@p;
z0WkUNKg=y|+z=sV{PHwZdLe;fBeDoZEF3yTmS>qoux5m?DdY;R6;%Om4`cZ}xOp>M
z;v7sV)6~s@3-5XpY16vUz|V6d$RC=ECV9dIv80pcFo4-OiRiLJY*e^TM*i@uY<AI`
z^@h6U=F6sM-tTtekE<mb7p7q^nWFD{vBA~r!aBcjP_LD>koaSlTNOw0cntGv|B$z9
zAdh}H%6auuVtb{Y9hF_CD~&g=)$JjeqjB99mx0gyVPt5{&i=3=rHJ??n5qLJ&ilkv
zQ5nJc*^Ddvxa5_9mxb_yS<u!C!V!S&+Y%OX-$7TcqK)xx_q#3-+|kz6-2#wxS6@Xw
z+Yk~E$frC#W3uX26)An9dktBsA;iOzO+mz>5L0x1q#gRSITVEO`I7>bQsCA=LJCay
zZZQIlkS+(;x<3{l1|0R+gl=3P&QDbu2-4BftzYd=6Nz{*JwIOF33vou3^59M9^kb*
zCIw6Y#Jum{zn65Ta<H@OnX5D~NO|fb7H}X64GZJ89LCFRQXH0bqM&QU3p(pYn$Ujp
zFUuOyKik*8gbV+tpRHj0uK?k&n6)&8(v@iNvsjgJd+f@J;eB&zDt<dVgs$Z7?(WI)
z+vkssXJ;;ct<YMFL7TVK&D<_W3$<4}Vw{|u8BkYG&*F=^x;k!`b;+3A7{<F_D}NXh
zBO(x0+2~^YcE`UJ2IDeI+&yp@x4~9Wg16sDT=>hX(+xR~W%BcB)S7e#!8YSKCtJOp
zyP*$zg%B>kE1L?VRsv>bW-dOyzHDLl9~8fjga4xr{ZD5BZ05fQd1Qdd&c+r*;(PTC
zup6fg0>w;-5`qE(11+A1dxySNxA>tenYX~m3k1*4%@I7@o~GTkIYT?ZZ9cVq)^xUK
zdeD;M;s|=>uaonaT>du>_vQfd^FJBbf8OJ{`j6fe;{SCH{`dKL`~06j;@>Oxu>Yy|
z`j21hf9`oz6E5*4ET4;j(>NYrh%Nw*Gb;%Gi$-2{HJ&A^U;n3L0kpg&(b^if3hnnX
z&N6#637r-C-#h+)87cBt|18!2V*H8F<&pBHr-9zFv|t0nb8eEHnu-X}f83v1JOqcA
z#^g(XfhuW}7UO?2%X>hGEhuWjdGoISJza6a8!n#@c};LOc6s$0ly6upQCX#J>!{KB
z%J3K{RTG#TC!<2j;5;R_%e9$QK<qN@Rno_=SXh`UXLWwCf0?skp24&sCb_~}rZ~Jd
z&C@F2x~oSYd&4D}yt&;gdoJQ*SF~`WxEzLwPI7_AXwpyi#<LkUMSUdC>2;W2e`>y#
zYVC!=VLppOttD4Y<ZD!X#?D3XdBYF0eAo>bu#WZU2Ro><Qug9ZO9WXL|5#V4S;JbO
z*$RNEKVddL-z2GYlIKgta#tRof!T#JMy1*N{C{q1(cxm!%)>;lz=KNI=`+n?Mq}bJ
z0oH3q{ya#d7xhiq-`EuOfk}1zBf_kBv-g!vH}A_VQNpYcmtQBO;*oKdF$)=M9lsKx
zs?CJk3jZ_yoy(`JNhs#4)R0zwEeU(CCT{;6{J9c7>Pg`*Hq-ZCiiPe5=1?KJO2i)S
zcm|R0><#+o!Xhxx%iQsu<9;>AUXR3{6pChb=Y0rqjZG|;{yWXHr}yvRiDXF&s=I>n
zdsg0v#NH^KjB~v&*Ghl<<3~=!_m{atoW*Y}tRjrX<xy*C2=C1|JhF0eZk>S9m5O!l
zir5V4c`Ac>YEeSwIZQn9w6l8ng@S@XwLVT3zv{QOh=^4&(}B_~#i%LJ7IlTGV~wc?
z%}jLs7TuVe3H1xS(=`0{8`(_+xvEYaa$tmqo|WVp2U!rSeSa9N?>`L!Rwbd1-R|?t
z!?~uCobb+5+vjIdUS8a}xjDd(Ac|cb%*hBMo16PyK|(ZPCV^N}OFFiQbxHcd_+H23
zHSi(GXn52GpxdMMtE_wQoP?f%`4N0)Wi(bgjAH@Y4|pHf;@Dtsd9w>qy+x`vzE@Ij
zyzzA+&kl@{e+K^JU2)3!xOyWH%du1-Z_qy@^Td2e573Vca7G|r)iiwVagCERizqdR
z0<2k>g>}TzYjzn8K?Gu^DvBPoR%%7f?x5PAjG<pRnAAX#%*IF<Px$|MS(ZlFU^hd+
zYuZbYmK?`n`rN9sg`FO(1^knqAZMDh36xC{#mjf~%Am6MuIAYy_X$S~b!rN}KX0(%
zr3jH5#AA3#+#o_AU|Jv;8>Fd$HJOi?ic?5^n_yK5@_CX((8&&`X|@oPuRT5=!bX^5
zbvlwo<~+jctZT*7kNnL|jokE09eCJHM&u_Xq<@@{{KJn3vX9?|?!=9?172(djcdKI
zA6Wo5OBZ-uS}UeC&I47cq@lowAuM%o8PjP!rq80Y@Hj~oO*by{mNanX>Qc!o+(gBb
zuJG((cS8LGaq@-u)$q$G$Q9z1LU$yzI14}4Z+>up$UkSHZgb^=BgG@EUM(dF|3rj1
z$UKgV<Ko)5xs8>bc(RK}TD?ZhMQ()UsA)s|);KHS6B=qo)OkL#kB8!U0}O`MKh&7}
zsfz{icFK+xC+V!UXB&FVgYw!H_?$*29Z}(aVzJhvH)<P)p4O5B&K*Ak0?<|zO^nGs
zap<T89)pBfH7i^eo?xy_Qz4IjzWr4A*-901KtY#p<#;b%%MAeMAt{2T>xBT`r<Oc(
z2L<3wB^_Ay4>|8ax~vc%5O^laZ49*XB-V$|ctU6JtdYXcB14e>bO4{db~|=a^?C>3
zW%n#wBn1_1-dd%Lzt4UQphTE^LXmUZ-GARdQCk-O{^*``k+!gM{RT`CPL--0n*tS*
zJokrV8_c&YHXr1W%N><n`uP&{sFOJGV#x5Xg=^fa*n|78w&Z^d2Fib9%m2B-19<`C
zzrN?yKQ6%k-39tzFZq8mF`wuk|J82z&mT4Q`v2bv{?}*!pX_)13$6zZ=LIF;kvc@4
z2cvrR{y+5$mb-KDcjO;YKfvl&>=kgm(#I+SDYpMN6BxfMb0?f@&Gn1}aO}#vxNt>c
zkVXO`g2RsiCo9e1Mkn%>m6fFQbf(M8U-t9nYi+*ZCKu|j97gv&cC>VK2%_F6vikZY
zfKtR1&X209NWe{GVP*Y?iq{+v9E6!{17Wp`i%VBLF>j5<Af|`bKh@ycoh#DDX7~Xs
zV>Qo*X2@5yZv(szLllodBw-6t5m)WGX~G>3HlO+~<K|7eLp0BSk5+yvi+vlov+N6x
zy=_n5iEi-Hhb8e%+E_|Bpv~cYdYBj}CVv|sz(I{>!YL6R{e!Q_n!s%A=RDW#H=MT<
zhV99cot&FeByN|(E*~ev;sb|FIvy>Cz}NmX7w-<%w~8Rwr``&At;y?kQPq}ach2XE
zLsilim$*&f{q@2ar*x2P(^Fgf4Mjt?3LrPdoICUC^{ZD(vQk>7F!K`x!DdTj(cBR2
z5(?Vtw%4GBCGf2uA%e*MhTc(UYMd>pIoHwzg2IkxVJ^Rbc(-oU2N#AiWC*H#UP*qa
zlyM{&w21ii%|VZd5FSL^-y%u(0~)2ZOvMWmQAiF$k4V!a(TF!l@|_N1>R<E1ILLQD
zvwLL17;6DaB}rLx?sqH)IL+>C0Y(v?OZt)GIN)o0p$pXVjV-6xYZDBqJV^0+odK4t
z+3gg#kKwXmPsyP+cV!p)e9zW!1nGg8p!cjKy}Gl6i4&CHh)Du676FFwHP2hd$X9&$
zbG`iv;EpZO2Ofi~yeNqA<-k>PRpo?O;5}ZP0JN7=0arsu8)Ce+gZxl|W#|xb=+zrS
zRI%hq`A^2wmA~g+{hnrWL<Ni#wN>-*@vXV0vJklkcenTHZIVw%+4tAEm7NI|X_Wa*
zZJ3x}TVSSTf@?W@^d?A1TQzp-eAVzW6(*CK9he-&W_LGCN(Slj9_uuvVeB|<m?V=U
z%jjmgH(#s6+LOW8heq4@=Uz1~*l_La;htv?@JAqmsD*7BHKZIXn3J(d%&v@tXu>yz
zExI6Qu(N;m-QQF~b0h-@o$2j<RDqw1An;Cz@5FLV48taZPzQ52^q9&WB%w|_;FsC}
z^7;m)4_NGuZb2@~*Ho(vCdVvO47TD934NS{Fuy&!$QpIOq3Wo@K2C<{$4#UlM_9iK
z8<g=cp$T=+l+@W><NV6s$IaH&rK>nnwPLf`4Ll&(-a9BocnCd+mDGjb;8_{%z6cvq
z9IBMJnAU6p+ieuqs-=S_zh7sJ7bc=TpA5gp3J_aswgBpzys*9KNy|At(o`3`2I(w;
z1&4@3Zd!Z@9!~L1mu?W^Zv=Xh8)cv6_W{YtiE6ULXha!@@DUeY!t&~mwADXfuMy~j
z1qX0K8bm@TPTJBSdYvVT0pGu`pv;c=0hopJTw>U@8fe%qYiimUiF81?yI)r31d8h=
zj#SR!YI#;W)6?RrhFm}G+dy$bXufnp7k|Ukmz+USnY*hiuwIt}aRrs41NGi}TR-Bi
zxBjMu40p28n<Qd-tqcuTzz^|={Loue{(!X0b2f4;Ru*QADYC%T-Rwv%yKUj=!*NkY
zy5U$B<0*55ZBxn)I~w1U9u@h<p!cR&?Z-2?=_T;ifuune-~5`&U=)Rm@N4irw+^|g
zjIo}0z>#N-Qv)NM(KTYOcmOLF>$9TNJ0}d1tlXY{Y23>JA#=ZA4K{u4<?sn_#*Kw<
z0eHFsUENx^r=1_88l#qn=DX1v`f0iQ7Xn1Fk{7j^N^N`En?Yx(h0}99hGX4joqbE&
zvL!dahN9tAmXo8Wj1pY7Rn?Oz4zkYgYWc|Gn5A7kamnIm&VwYB+g6u9bg&zbZaQj^
z9u73tvC9&iId&r}SSkIAz_l%CSTCBlGO)Q;-W2iqEByEebB(i|c_(enxt9~;>$Nhe
zn)pB&ZD~QrzUqX){dYq)i7zy>g2LwauMX#|MIaz%Hi;rM5Cx|g1#0V;2<=^-CfBe8
zfjL!AxjY$B4;Mzt>4pKb`fBdPw%yfx-@OK(qn1?0^P~6bGT9l2thcRrs|>x*Ur0p9
zd=hJ?Cmt8}3!Msh*2V^R0CDR8!w?`-D;qEm-!V~Bp0HmGPSJ^P1M)<NKg?7Kc@g$T
z8drY~SOt7DjJCK-WwP~wGr+K{I53aIVfcCc9Hr0?hSgx7E)$!25^mH=g3WPs2JvaC
z8&K9F55R;r5t0_F-PYdUznIRAvBgZxh<Hn1+Z!1`cjpB*FMo?=12Q^5$@P7@?bNBq
zly=I4V1yi@`Snx4_AFn|G8q2weu-*QMY#zbr9b^zx5WW^miU9>OK>9I<0?L&x|-Ko
zLD92`T6-_`x*8s%;?OceQd9UMC6@c}-S>(|Jy7LoIZ4*JoDWB0aav(h6$++EnGbXX
z!P%F{d*Qj3c0n2}4ZLpbtV|L<oa**(b&l=|(u|)MCbwU|1as=DbO_8{`$V#{EO7og
z->PDAB2yoL<X$;hkWoTbONs{0PZ5>G)CVDl&RY}987r{bR>UVYLW96N5uvO^ZN_L5
zr%#Y?m~&%Cp_0~5)`#oz9N#PbKTSP<7rIdL9`ZTA#e2NaB^WLvof=tvMQY{W)i13a
zM0|37oL`2sW|avRydpl{D3bJtX{q@Or9`sdqSgA<u<sybdjBTMmx(7;tnkrb(W$q$
zu4qbu;6syQ@gXG}U=N&F`^<II1+R()91qD67Z7f_ngqdJ`26ZJG2^zGJ{Vozo6)_Z
z!`!{1ROm7fFiLiLC8hCFIr4x}(mNqzP0&>IFLI5=oQr5`tQKDbRKjx$ns0<m*wmV3
zHovIIem{2|zF4;&V2(}H6Ai`ep};fsECOf$nIH(+aoY@s(TuiGVVATqUc`lmf7TBO
zq9xU>W1YG}IOEb9JmnPb)=|)ILWjJo5osp!y;eP&)9e*-MnfQ}$Ke#<+bR!-BO5A}
zRkGkc;?t^WDJPcCba%Ar@1-FdE0r|YhUWtoP)$C=SO3f&RfWo9pI<o;UGXKHY7kzu
zuBxy}hj2Td0nbR1@w6h;fA7a8nzaQwVYIcuLZ(ULb+aXtjYDMGcb1Mu-pJgBmPZ~w
z{;lPTx7kdU^0u114qDnZE91yA*Uc^VLHBqgb;{@d8uU+U?%MQib`@a|c8tA{Y#z@f
zozPk40CE7LVKi?&BSmY1)NJm#ZW)<u6+li$xMAaj_?DG4FTZa-B#L>ZemPq6WXJ4U
zwf5OHTpX@)`wF5Fk?#4JT)`ehym0@VHKGR-uOiC8$9S)O5Pkw|)FNGPq~<OTsoBJ^
z%AL2PhtEF4!~GTOybOA6Mea){ntSev{Un%i`*={Tk{t++R4Bfl)YR>vQV?e&HAho6
z(!LA4x<juD{>g9|$8mgAc**Su)cJL?$LgY>G|$40_Gk@NIb^0&O3t|Ed%6Y1&Fq;5
z1)-c>2d%z_D^3M5o?#ByHq;78wQ}j6H?<DpqnGx95|=6@Uj6vWV!SiPge8nEs3Q=T
zt^<Gb3#58#i7Mo}ag^V=v<xo}z(vYKjnn=6C_O-s<CN^nZjSWWHfMu`u=G1?o~5fo
z2JTWH`lhi%0>GP$ZG1E?&&-;?Pa3r!g5V48elat$V!j~FoYFSHFV9xls9tW6fH71O
z4aSwfUxFbt{7=f&ERu#;_*xalQi;5)Tn5xQGn36~*8sGutDfPV-uA}C*GhM7>i6Ai
z+ZiBRTZVHb?QHcAn%$_P7D~Bav_s+hQ<-em1OD*g8a0DrYRq2XE0%CV+Gu{hv5CLV
zy;U&P-GF%==7Wzw$)6VRs;ZvERL)nU#OZTRkJ{DFymiM96Cg5j0+-HXyW0T!QJqnY
z5T&;4AV#1VMr}|7V*=xL{@(Ro4evhKGkg9uvFO-^WL_K@`O0`NQ0A*Rggf2MgrsuH
zSR5v<B=qtLSR&MO6L$VbMSI{%nZ8lNqHT5OlE-Brhdi(cB~$AUITQOxFfXOu%nKC5
z)?VRTBm6r5hH4TfmJ_QTML|<tj|ocj1HV*p!mXl5{56>vxPXsQ9HPD$A}JC8k(`F^
zhsn8@<d>hAm1wDmj!vLkcO0_oBK?DQT_F(d3K)*uVg`GjQ8!YkI&8E%A$vIY5(LpU
zyr=&e5mWWK;jGu_NQ~1G?b%AGt^!i?NUH??B@uEv@&^2pF9FwzJP}3Fks0#We>3T`
z5#S6RZWa!mq=RN^uQU3W3tiXEMR?H4^UEp_By?p0M3<4I97k)NV6?BxZw6wA&or<Q
z{OYF!k7DKD=@kC}bk1V-X|s#(Bk5%6&I5ZBrzY0QuR@pUsHqF#a-T@zSh*u??1E6S
z42;O`%a9yY`9;5D-Y8hij(=@`HvoRIH9_!7<sH03S}gw(y?_^#I30GRjr!Fm=R{lI
z8*Px|+&{JAw=q3s+f(eBaWU5)35vkJJ4*oI<X^|0`y~z^Nr{sEVgzs*6t5s2tG2o{
zi4k#?qU{clMuqxXf(p~zNt{QXUEED!0}r0Ad*Rm;XDGGV>QoIjm2nUT&+aR;P0+^c
zU0hV3+;#bYQ0HaP27)bQsNe>c2zk8m39BEZTf7nat<xaxM0;Et?F<nSs(;@k?iDWn
zn&4C=Y*wKz-_9xYU{AJa+$glHb;>Qb@sSH*$5|~RvywhD_ML_YjEy3=8CCs|bZ^43
z^Zr$XNifs7D1S_8^pS|+POHNMtZ;X*&UAklkz85xi1LBsbK=vimGALAqWJ<Ox4Ul|
z5kI53>Hb(=Y{6G{GvkxDNinqC(J8bIDMskB`@{B1g6*aMzxh%s;8b}aIJUD>qW;$}
z*R25zK7M{FJ-t5&oJK9OjKKiuVNzNelDoTmMlS9fOftn6N+P1@@Nfho(h;mrFS>V6
zw@}-klv9Hpfe$r)*LFY3M{-?Gk=tILAJTa&Q5_uVk<iJ%!Ix}u1uyzK81leLfph?1
zD`w=xBSuVc2fQZj;_J24GY=KtMO^V#JsBfaVyJU-j9LBzw*NglIKv&yqv}Q;wtr~m
zQqL{v7>GOPfK@U<XW~Q100;G5KVuK5ci|Lx62g@VQUkZ{vqh?cLyB6<P3>qzGjuf#
zuoOf!+jtm|FFRIfVcy#FGt+(D8P(UluzmaGx$a{0Q7B$Sg8L)(3{c_y;uF1*Yb3RK
zlgx#m4&$XmTdel$T9qd(WBKNK;e~1S?1J?D-j0ZXD&vdCwjV(cZmgMY(Ucdl)2`X`
z8eMpVAJuO?ti$o|7Jb9WbdQs0-~BEK<0uK|Hd6wzrUq5rKAB8UstA?`3C|@vl`&P?
z_O-3X5ItDnov<BKv%d7u0vafZ3AtC&NhK(A6w$qBzShZ2!89rumLpC-$|E_gU|p-m
zxoVlYZOI`SP@}NYkT;Rn>kRJ!h_J2OGHV#w`Od|m<MUHJddXX^;5#{Bu+gPJU%{<g
z9FY?upZeULQI|Krp#uXA4-B+xL({cD<e1o}1<g9Me&<k|jo-OS$dKU>`c7dfC*o(7
z?#Ew^HRp98<O`nOC1?TnW0<C*7@r&%%kKb2Q!iSAWR3<D=eiGBs$q4nAiUhRQmmK2
z*Dlohydq=sJiGqhdL_CQlq);JPW@uYv-9FZPTIK#$*Zygx8A;v?DU3<Q811u%|D{+
zO^tR?AwCJs0qwlk)gHJNrQtqW-HI0H!`FF)-cKEnHhBo5wRV!j`74t@`m*AlRyM&Y
z<Fdz}FlI%2tOu~{RJSK2<X+1sl`zkpK>E+HCaBKW>Fye^4@M3pQ5dVOO?UpV)*mY#
zP+^J^TyJ^Q2!{q)uY|<>6cPFseaFgSv9(E!d{NuA^bLmy^g#7?V)U~GQbzj42g0i(
ztD)s?a`Y@u>{><{V37K#&`-BMIgZHU;@g!CbB<zG$!?ntzqh`+5(sO_eA@vfjxamT
zl|Bkls^OU}Nb%VMfspY3jtjNe5qbR5I^XKBLH9kS`vuRAfxqDg_9i8jpuaZlneAPv
zQxrRkee^><2Y9q8bg_z5gZ#A%RD(K2NhF>qqR35d!@?p201&oRC+|rk%Fk=br_Dfz
z>_Z5ZH*JM@cKAlFvHWIY+V(@gZH`Oh)W%XzCE4g>4ovR4^OUgK(&CxZbpe(m7;1=7
za|5GAf4LWUD~M6_tW$%YVz}W{Id)gvdY9hJ5qmkd+KkYgZ6re<w5uZf+Nv7T6Q1)E
zrI=hADYhXj8g5h~JGO?o3Yi9XIPE9*<}MK(8|tUh>@kP%!G2HJwjzt_N-~3ghK(lj
zhDrd++Co<N`D*yqBD4^-c3qaFNAW{4fFd>->Hcl9h5h2{oo<JgCZ%f>^W28GUx_ba
zI6g2T=vEu}6YU6Nwsz0(&C_`L-D-XnjX%m`$U{VWFdK&1N7r-*t+vbr90T*@vka4E
zKc>=N#=+^mNG;cBb)ru8*DUY8xqP%D)L-LIbLaBVWHXo8$7JWH*Si~>#ui9U3r<LT
zDGj*W79E-}@T4jZr{u8QDzO({0L`X4Ej?xSksCw@NJx=C=Dd$bB;>^w7|n57G7c8R
zqQ#=4epYo(w<|?XlTt-Fca9dY7+T(T<10nj5T31>A$X=J3p*4}?-a)|bM~kCtxb8T
zCN>aF@11n!E+PCZiI}VI5!s4=j`YnX*5SiFGs$<qGNQQz1G216@z-hQv9<P9SVyY-
zXVzLcKy59OvW#auCf|d)Lv2ewar=?yS!^TD+C8oI36yh+0a8Tc@DnZcH_h~4hj`>T
zxgOo;38xeV%6v%5k(J1w0Zu>$u4;bO)*r@Oi+B2xgRU&j-?CvaKmY-4F2N-S(<9Le
z4AN{|22T<MCG0Nsuwiwuf3(;eAnFS`V4NnP^Q78I6X>JbIP`)Q7am_JyVCnun7kc$
z7``utpLgSWnfGxBXk`7>|7&oXD`1M8&gqDAo}kmGU$4yBuWQj<8CvgNQ}h@uJ^H-=
zn&Ap>?Z|W83AFQ)6JImGg1wy=<w?lHZSIKo_Up~3QYTUorm}uUB+bb|IiI>dE>0N-
zwEaK##;SUAgdSf6eAfviyfXKt1dk_cr(==nD(nUqY^#qJV%{6g$FDiv`xHkJuievA
zOl+DuA%c|Hx+Ze0kZ0z*?g#08?u;4C?}d7_$|UId#C&6uy?M<FzK25tDosnj$H%uY
z?4j-58T+y~Sbfbe&rVnlhfWXItQ&Lm__@Rw9pc7vT}YE`4mNdb$q0?lYVXIxYMnws
zF%5&t`|tNxP@<3)rmg1(2+bDm6rzcb->~O*P&Xr>RasM4NGys~$6RY568VZDo==OJ
zmNAz&zdw$L*%rvY-LIl%)pEl<UA#hVbLA%A`u6eg=yv7<TT^OS4QP&U$T?7jT0SQz
z95!^qg&$pQ;K|h-XV|IIar!}x-V3uPqCJsi+**6{=}@m`Mys32za4X4!VAFwCSHk$
zcCtgowvfqiR|(<l`+W()mKd)*_9NQm_zur}M@Z>@fh6p5v4zTgWXNJZ@b>N<`S?FE
zE<~{AJT3^>;{PFXAbNgQqNB)Ru_nt6WA4=-IRE(QL)p6~8nY0VvM-dANV%K)cK{-h
z_^IkEYS0R40`+OO<Vrp>Kx3EHoZiU_tb8Au-*Ujp7axc|J)t&p%x!owm%;!oev1Yf
zeH7$-c45Pi_@*>?bKCM~jLU>l@jI0G!NOVJ$u<bWIS|^(gDqfKA%3JT{b(>@gXJ9a
z3n@c~d5+>|E)FM)ko+F@R-|Gn_#BmzmE#eqb`vKAe4gj>Ps}?hGS~tct@Ya23P+EJ
zf!?A(Q-q{`9SdzVHtc}On}p}=cm^}WYwZhMtYf;!4l4~uq2How^m10nPKiNkdaJGE
zuJ7L7H;pt59^8Kw>L+t{Ock4ahb%W(K`w>VDZ$nqYOjY(YNL!ro98-Q`>{{`)<IM)
zgJa2qX;rS|>ue!3pDx^w$U-BD-a|VT+vEe9C%qZ;+FwVQpl^qEG)kGvAXh&=S#TOh
zVnNTTP3X}|L}liSE7c^4&cU!^wPSb(80!7&2g#`rQ4ds-Tva_J;vA94l^32nEIW^W
zR(;BcKmV14e+Kn?b@;<+<+F=bmA<P$`L?pMaA?c<xt$~KRsVg^hwsits_PZSu_do=
zKBifi%MzSixqXU~Jo0O5LN&3%+feYwh1r)|SQrxzF#g@lX~a;`3LoL(U?yZ3ez&mi
z@CHrW^5dMKl=_jgL6$+JBjVqMJsVVS3~gEM`K@*Z#7XUg_{K5%<<rx}zhLY%2p4F|
z?Wxc_zU^BgEW~l9yV4{52g}x{PJW;Q*w(F3g?xdu$0WBpEF3PrDK#Yh^-rLR8e2CW
zG1!VKo^C<U)-2G6LjFWm_R$~YcndK{!cn}1RLLLk*-lPLV*E-_ui+5GqP=0D*$<>l
zM-JFM<(31x2#}i<HqmunH(qeL>B4PFTt$?6ky^qg6>7w1_(0uH*(3prP?EKsOr}c5
zp0;TSx0A`+p5o6J$Veynrq7hj$XW01Z2+Q;^avaYIa)K<b>90D{Qx&1{J?C>hrO8|
z{i~;QkkuOl)ANy=No`$uL#JQs*#xsv<|qV)<FX5;q6qpnW`Q3;@)YmnA5}Q-t|gaX
zY}~n2XQN#HMvo#rQZ&r!?}I)7R}aZ9P;uWyrQlE=%toqzD3A#L{%AJwRej_v4;f7j
zB)=e}kh$IXEYBhTOag%+u5M4*<A{PME02BIMUC42%n~`1JNX+QzL%m0sk8Tp5aPlP
ze^|(P5f2Pl(f)yAelP1ecJ=TOxK{FS0iRjy$?vhoEm_!F@V-&7EU4~ygXyo=4VFVG
z{e=;_<<LXfp9-TXM7AdbV(j9?nl_$z<x#0{NTp#ep8z)!1IxRGzvdhlO799zO;R*t
zP0)sGho;a^GRvAw<N`i)<f+q;2|Zw61~)|}m|#f0*LAO0#f{i-rj*+}pEt9k;{tdP
zBbaFor>4^?f|)lS9B;Xfj%lOC#mIH6R!B_8`xoDKy6@auj2e5q#*GwuIlL6+(=niU
zjsI6o=%Sg@gFm%)$A=`615@GXzGL!(?upCc6q3`n`SUnJc>8_?6`^>AXlf!3bWN`3
zz9ZB%7GT~1<*w8Hk&*>~0MQ#B>m!Hj4~iVdPxYc6{9kH!wk^<~b}-H7Z*b<M6w*z!
zJVsY&B*N2zIpAr7*8d)YIs-z{GO{vHFcma0W(35#m)!S>o&)J9o+r_Oh@$k2|2Jz!
zdM7^#sl;9+m7oj&C5_)OF;>{*l-X}7$a`cySs|fI4rV0e4US*meuz8pZR#X$2&5B1
zFi=&4E|>*`7C6?zkCu=%WyjoQ71o~jo*=sk_AT`e5k2?w(>;r*jQiE2cBCI*dK;_}
z^tf}o&x)HFfU(b141`?Hxp$)E%(oOmkPpn`e?`6Je%w-4ToHel7{DLEy^40y(31UV
zu$bPwDbPqk@tYiT+paJycL&xx^?~%)^%&Tl3#S*<5xw1BXhvfSHH5k#kxHB}&j~)p
z^g#z2R|S)<U6uqtn(zEP41jjgi)aJf*l7@AW8&>kg1Rf%kIOH|0vVZ_5unRz(;Y5<
zwwx2GWm!W%#2IZ-Zx!;S_IKsg7F%f_t3M0Roh0;}c|&N=7x*@W$Nho7SOo`_ZuT7@
zT{Yf`)He`agRL(R9izeG*2RS<^2PF^I0<LV_4dDy#>LN=KcBW5fVti3e<<RM2a_d+
za|u5cHn4z7o(c(OUtcR7#;DT-Wtey`5kQou`WN^obn8#*nZFu%qw*ZOfbwNvmYcW&
zvZh-KQpguvJxgIRL>=oiZ*Swjb}H=fZ{q%b##>{oXzM>Fv_D6gYk}FSeM(nX?5aTw
zruKyrndQ3Bqg^)knQkF<1o*3TpG62JHF-uq-UuzKR*3J!EEVQv{1E48ip}Ufs)6x$
zh+82y4kp$xcEM7UU0@q%MQykIET>|hW}|r5J?%(o#G(pnlaznr4}KhGS_p1@HRK$S
z7;BI`>Eilnq?+~jHp?H7F$asnkxU<E?$rIWt!7<bfHu48wuGYeOoIg1-S0Y1+o{IJ
zf$|aoTJz~3vYdujm|>yZ_i4@=sRq$A63ws`_dm$!Pv`F0e*QQ=dnoe;SBQO%SE^x)
zjzYs|m$}UUW~5&llO=vyay=s|hMMGp0^e(EN3?pMzI&_ylvTO8xdG+YY*{xGH1!;@
zZXm~-_x-!PGYXvzP@K5B`t&jq-f0s2lzLzf=(IAivi5HDMompoUrQc@&5XRfwQq>9
zxY>3>{<epPMTqO5&+|5ugk`~t>D}3#xI|)a>-6Ksp&6z(qlJUf4Nnf>YIQorsAUCs
z))T(Dbqg=7d@W|Aa<;WA^Ik(6vR4Gxefr3Kgudnz_)5CuIxMP{U-fZ%Myt0$yob>i
z$-}z`OWCCV3re?JikCe4d4D4squI*H>xsE;N~Lu1KREfl<QrxsQL64w`G6beXicw9
z;tUYpF%Mif$P<bh3F+BcjQi;Nh#qYCv3d7`(H7<SVQ0IFM|W*V<dTj3OS}+n|4;nV
z4|?6b??_2y#PdqOhac;@Z9l7Brj(>p5QNF$X7BZV67tJrfnD+js~nhN3M#W-xy%jT
z&$m+1RKgL<{rV{aV<)InXr;cg)b$Y}GM#2@7b4FNV5$f^At0KEQWzawZ+xtb6HaMg
zKmHhfh$S1w<<_z}U)N&h^662tlYY473DZjbLTV4e*++=fV*2yOq!uFp0GA%inJqj&
zsXsZp<_c>~!D$E*lpY{JS@cbXx$Gkz>4~GVII7r9^Bl!>AJrORi!6~-B)(a=@-?w3
zW3^a5mo*cI>6x#*Lh^9s`jqmEVn^i|)!CZX5VGk6M}^CD7!=o?#@lM4BH{1TN@TVx
z2%n^>6;`NAF)|D#jab|g!x8z8CPs!)yFc=r{b+&GBLZ_`TKhJG-{Hgns8n^$RU@qr
zO_#t96ZZxp4W@j30>6mfKNw6Y)eAEE^bGbBd7ED@Plkv}D>S=`z$yfFBXO0ECqp=P
zRL(;i>wXjbz`PmU9LZRf6#=j0&P%maJd)pXJ>WZstL+Uhb_>b~i^6Diz)0oB1Fh9w
zVa|lSO`;@bhmE~HqDdmD2HGe)3`>=q@Z#5mR!IIG<l){X=i${^+<-1gji;GJ6~&3w
zbS|Uymn|=q*FB))uvcye4ecOR20E0f&Tq;%9PqX&7Ata&7n&Uu+rNNJZ;@)ljEsF2
zUR^(YEsSS|(Bgi{^|~gyI;tG*+Jy<HPC>*qXetNR|7wjB^!Dqi{lJ5qxRBm~={SNQ
zu(-B>#RYGTwip2{t`g*<I~rI<kn7l#)+mKl++=sdl}DxOsh?(N({Vtg3vmmHg<%b1
z%fepQkTjaRylBs|G2#4{9Io-sn}fI2TaA}odF9+>h-yBk*dp(1$Sa;$(dzv5srVMi
zC<ycyg!&OP%f8hb9W>x(bl57u5ww5ALb6!&vZ^X!ITxWY3V+RU@4`o*7G&toj#L*m
ziv8B~4HmDeNNrhZLHMzEgas<xR9SPP-QkFe!zK1q_x+(T%sdH0-k)R&chO75OG-@+
zK2ho0@M>8U>tgz9FIj$w6_6_E8;BV<BtF@0tc(&@0{?$3on=@XZP#|&V#Q0LcyI_#
zp~c<Z-QC?OTHM_=#flayuEpKm-J!)v&~NVN{eI+MjvSN8%;dWEUVEKi$I>=3XcSzG
zK@KIFCcR={_@$FS<7(K(*tthEzc&Bkjf`~BQwQ|?212-w${Rb2+=Vzc{JED9P1|F(
z?8`!PRrSk&2q2VGqw!q6u{&1bh$dvd81^Fx2l>>AB@+E54}yAiT|<j^M5X_^hyaV9
zN32T`(c``_2mcs}N$`{~$3@L__drueGuJW8Fj17w(LeJLXa2G2eu?adU`$EwKdS~v
zoF8R$AuXv|QHw}g)0XG*?3V{hy51@~>w9&teYnWgu*{tb@<x2BLwIWfe!Y=_Gb7ZH
zyRFr|J&(rW+(@mjGZ+}}qz9U2=r6nz2p-ywdN-s%j(2rGn!4BIs}oWKGKV-NtrEET
zxdV0?CUTxGEbBwpfpfE_@PldY%D!8>l8I~79<?3~@AaqQO6GTQ%6%wxZKH_6py}RY
zG5a8iF<_ky!D!rm{8=@nb{b=kN99;y)8;tSeG65A`KfXpXUD)l(v$~ZXJ)Jqe$4M+
z+%_%?jjaZ5r{>ET=U$det*<L@F<hRQq|I0tRc-wUhL&%ZuvUutmWFkRh%6gj&+5q$
zqiIIsa^KHBYVA~9D&U{Z-yt_KRr&xKj2zw>#(?{G#b#;C8biK#VkuLf8Tu4g$>uFO
zl<%-`Wc>r#M_&DgeJ-SF&K^-+Uh(s;Fb0QrR_~A4qEU9_(2R4Fh!2*cUPl$PW-Ri>
z3QH4^pA3s&>(ctpvA(1*z_IheKrI-Zzw(1oB{C<!`@_GL1Mt#ovsyEnGD60=b<77$
zN-umHGQ00gUsHKaeMFpz%#Yw*nNk<hGv^L8E+L7Fm-TEnO$&jAe@q^-04TtNQzRlA
ziw|widWSR>G8cxy^Y$Q%{uhfitm&$Pb$$NBGn2bfbzvB1D}L{w6r3lDEsxpj5|*8@
zydIWC8zDtsXgaCfNj`QXSWvXni$7wt+DgcaJkgOUiPSE3<)CB<qOm~!ypzR``PnB2
zNzngm-%pkYXVWE9mx1_A^nteI_U21Ug28}!2<c#SJn1#o-8V!3C#&zVkb7VsY?&PD
z?sUa!fmtVf^u~6ArE?ouUY**mD`mYA!#`@EK$_X<bL!mNSUkm&-BIADz&1j3<OQAi
zb}_ifoI0y1oQbXmS0jt~%551J1lC~P>1F#~5T6U{DgbpGP}>04jC}o-l3UCa`2aeV
z#u*(hgTjux(<1@T(rt_us}j%##)<m`bYrauCW=fw0&GL>>@!Wzd-{<zA=4xr14h$c
zU@ob3;-T@{2V<24?lndz_X5G+2&oF398-NCdeCnq9m;w^(vq>Ot(Dz<%b{0p!e|<v
z(fYv!F7u!-h^SQBDEUVj4WdU|{sI<0iCq2oBoc&QFXJDm%2sRgzzVPv4GxK=V`Fni
zTemOsA<3PD65J=F@(bF@Ix)*05ASPd!^5ixdwiL!+MD_Hn*~?%45E?%eHlibFbk#p
z5+D(U)Z+T~9eh^2ukS_U_47I@pPg)SZxWNRr=%D$vv=0d(rPcK#I3eyz^VrN#7dsE
zUh`6H27b$O;Tv~{1;r?uOzMoz?17CgmLaG^V7noPUNmg|c8dbp<m-i{Y@y$-;4`{P
z9AAG$WrPl4+v;d;?<1=}3i1dY?(9?QsyL_{WtF{BeoSbyiv@zDrlqlOy|W@JtMIDe
zbp1k>PG&>IlAw~OWTFZnvkUhRLyLhwg+TDD#$ms-KyJIIKlHSaY#sJZJUmrHph+*v
z$uuw1UdnNpwu-M@4Hc}2yeHkjsAt~KEG_mq+)uaT5fkayzk$}eouF!n8)qoeWnm$d
zO$@gl#2Gzl8DVcTr>Z&7lECcMKl<Kbfbd8-Y0$t!NKAp9ZN%)<_`F|k?63HP6>3#L
z*2&1NBB$%>9rEh%Q$es1X~zYWGUnoI&&Z|1k%Vu0B%*{5(WpF`o+}IK?>0ipq6${L
zCd}GhH?oGG;6gZO2-yeJ8878C0=Pi*-)jEw|B~CiAYYf_uBBhqI#nJ4Vpwmo`%LId
z2=w||#}vf9>HClSOvu}yqK&ST&@Nc`opk2RQ;vSr2ULAI&P7o?CiY5C)?&`ozZ2MT
zbRPSuh4shCcRpGaT8eNUC-g^!)sa;uP1aSz^r5L)Y#c3_v)S*?+0{M|DWS#@_IT8g
zH=%uzyXArul|?mR<S4E%4T8^^_k3pr@KB{8Mbrn$<tLwKgiw3YxFBB_BCe&e)ZK$N
zTP!rGEEF%qj<giLxCo4AHR1Bh@?-2JLz9>9EAitzOQ3%ib1UBxnw;)*dtJdp8T95#
zvWaY^+v5zqL*Bk!aH?N;Ts(A5axHfT1T`G(`=M{}{F=3`DbJW#<`x9I9T!7Zn+p~T
z7xScg&$>C@gRI7nx8xNSknmQggcG=1wQPHb^-xJW%@hYEfAI|c+IGA634WLJ4b;9Z
zjXmMt#w>{hGWJ)VX1&&?gORsCF-#_ONoxsg&*$N~8B9*AVdpKZXg!w`(c5Hy$kkqE
zT_ghnknfy)LNFS_!*iKA{HAh~1DN%-I^&TCZtFzwbo~QHwD7!mkG5OqT5+XM*f`Z3
z{Rrw4^)|75gL>?1DaT5lE<gO1<RWv!cSLp7u@m-SLC){OT&|$9K;6}Yzo#!Nqiq<)
zm15gCOV7dL>50_Ee5L)6bt1Fmp~FR99KiV{=G3(JSGex6(S(?%7w_?|cMNT(pL-1)
z;-l`LX%(bAj0fl?zo42LCk2oC#KY<f*BHrp)Kt3u*7lEhdC1M)W0)Dt55VtgJG-$r
z6cC$9m^L`Mb^%=rKBGHrHQ!4tM~jmsu>@kq?&Grl^td)efRkrQ<+E{_=#h~pjzv7!
zISPp{2d&n6`;CKPk21GUY8qyLTXNf#bJW{LW<uIF&EvOSnsk2%0pqQgYXM#dw~|%$
z3{dj;_`EydDfL<!a_;gdNg0F6;dnbr0a2r9`TKP$OTgCgXC!C%a?hafi%v~}pNQne
zsI9-^pR@E_ES@ANyq{ebY2PFKwx9fSTc)X=p{`pk-ZipWyj;xDKOgr9J_woR`LPt6
zMf?ZH`1R&HXi3i95z{(J?)LeQ=u>Bku4X4oKHxiTKWdwt*M{fZExo;i*BZ}_Y&XRG
zVRT4ZDla8G(q>rL@)OsB92)_$i2OG!DjSP-E#Tel@iJ|j6G$9ML4;SxE#t$swd)tc
z>u4QA`TidF1eZH{X1@m9NJ*CZiuM;rMPY3n+!wu?kK&Q>PM*C6eWX0$B-bK3kmE~b
zT8gHZxKdEKa!LX)j>sZnDi3NM&zWNWUuzfIg)R#<eL6(L|NQ;s72t?JLJV76LJ=QG
z{h{P&=;-DjUr6}8zR%34WSuR#%z|JTE+3(QLz+6Tp{c2aB}q%_;{hWRlXU?gy5YnC
z@lai#P2}<(cY%nBkM0vSUtgZ7^JHaZd(W1CAD_GLwJ|a>e)#w?=*Df?sCEAy7%#hg
zIIW(|Mgag~#%s<|Ko&0LAWSUa%XKiGE!h=M^=70nKmV=mLZz^f&>J^5w<D$~5)u+9
zFi%!G(H9vT+g~J|Y-D32^NMlBIho6wPNOGt&F4*(;7w+3599SbTN3Vq2)V5l=w4dB
zFWP9bUkw9-_k=Yy(`nF>R>_7fUpdgx$0H&}`?vB6l3jT`|Aut)pF2NxKE18rVsD7O
zk#Q5{M{i+kB#sElizD=1GgkyMBdtWl)Cdvp@p9Fq&&-_!S=L$^_`Y3ISX<di^!2Ks
z{dJ%z3;t`-3}OkWm2ZD}i5ins(V%|tb}fO&lIod0W$39jO5){1aCnzMD>{qKGt4zK
zD^-9N%!lsGAnpbH)89zZ^CvoJ1pI~XwNy4(6~jBaDdr$o0#SXEW(-jR!E5b!R00PW
zf&mot=?aPc+K?eQO9HxMg^gg-Xyr-k=m)~2+lygj#te{Dvf?Tu+_b0(IU<sdbQ<|o
zmP4a$I>}!%a=H#Qzc$xo3+v_7A%?0%r~<z|ySM8GQ|)l01`IhApV*9vPH>2@sqlKG
zB)FAE0m+1jHK=3Ud1u7b3{P#EEot?I#3IGm3R9PxhpdsTIQR`iR?UI{$c&Os-wf57
zTMVf|g-59voV=biQ!#{bMzxQ$y6vH+@aU$rN_CXXyg3}AJ&Eo_`hvQl{REDZwSE1>
zn^1}5u-(*|$onZW=MVi$u35n|B7}IQlf!!6U$;Gbyg}Nq%=`U^^6;R;i|GFIWYWy=
zqDqvT^O0N|x~u4>)k8cY2pL5&aj>5p)##RO%&K(pIYV!-2$i{JesxLy))!c@JC{2P
z>6h>!YgClQz@YQ*H}aXO_*5Qs0_WLlKp;)xg#=p9%<S>!Y2|LlKy2CK;cBZt$4ehW
zM!3z>QpnlbP=a%AsYka8Bsu*?3d{2e;zs{=zqGaCH&MQI{#JmlXia@PRAE=NIb9Bi
zZth*zFy*PjZ>DaXP@zVkck6sw`^3ih`~{9?g+60m^v<!u(OcxTnmKJq*e}Qhye3ug
zA?+Up*((8$6ZDSxEN!iO$^J58v?6UjaA{M_O~_%ZnW@IPDIbPRab3<THD<x<c@iRg
z*V>$`KW{-m+*@GOMUJwI!7rAhRtK+rlj%(H=^Bn{%er8>QBdmFA2QN1uHjYurj=97
zg6M=4{a67K3Lgv)&OecD2t&+OyAOjICVXRM10M{Nf!z=!eSzbcMjf%qa%qR4Qyvku
zY1jx!KPQ4t!b6+CBs|>QOG_!5T&2mzsZon=6<05Usc{>7!rbW!Vf9@L_PdYZi>Ag<
z$$k4Hp%IoAf~oN%`xBu@?q`*nmZwhXF^N*cJJ#;=zPmg59Hx<f*(b-yIU;_l6&N!N
ztfkTUMHsF4I~q1bJY0zb^P;3MB1jcgYWGv2?NQwY$Hsbc$WHkH#xjlWpn`$QRR@~0
z>;whVeD}6m#!*AS*&Oa(%Ii=R4;oIJUlz1KP$H|D$@2I0a1i~?)Z(A;%WpL;88Hrv
zq{ikpSXmI4^B<wym*4P>3u1)_bguTXyY%#;0Z(s||FQ^D(>~SD1}bcxm&7-ZqR9B3
zm#jM@VniQKvtgamjG1A+B|3)_&B{uYdSO9?Xm!(xjKK{U4$-&VY~}z~xI3Y>^e>{j
zS+y*J0e1n9yz3`c$?PcW@94yurvl*ZX)}ST91e#~)UU|I_x;`ej>H4GJ|WE?rD5F`
zI$W6sac3up6Bw@amo@DqqLuDEdjD-*0+S6z_xYQif-h@c`AK$PWJLAKGM>O!d!9Y$
zfvxKGhB&dLfa@jjJbD>nFdqF0s(cn=xguCTLLm4N#8>`@td<JDJQzrvxvfF(0$kA9
zs)V$sc(W)riJBVm!W$AFvk!*k_05ta<Om{|_E74P!aeH4A%#Y-syG9nlv$Fv5)=Qa
zFFWE0gYQ8WYh)}Ma<-x`%N~7EwJNnH`F8*7w&{con#Ij48O1f|`4hzP?Hp=}o9;K#
zR&O6_6(_MYa}|q_DX`k`D!_svyP%7AJ2(hHBTWS9mvdBAks`(J%UXHkZpt}p%_eTF
zGgyUc2WKZ<L6A8-I*><#SU#+O0qMO!!go^_j>;LY+DeRIIjUXps~3+*C(>^e)hPUE
z?3dladRlqXL6e4MT6t=;*ep@18$%6PqGh^ob#~QF%e>~H1efJ+NvmH{f$Jb-cOG}>
zu<KCmN9!?NtZOK6pKYF&l+Y=M`L_~&6_$tqQdr*4X$%J4h%}1{NI1zMY5?|<6mlg=
zkS4uNqROh!=HT4iu7^1YF?!f~UbsaFgm1g;VNK+2^dl0}#Krg<2eLrAO6`*|@2Suh
z?#{x?wD1Tn=*Efnl)x4F^lz{KxnImGB!nx_OHXfLAwuM+jIMi7Pt{8xI7Rr3Mt6lK
zSBfBSTCzGW<hfkR+tpCloGfLL-PK=NUwQ#-_Wox2@8nUTqF`8L9KFSD(m4dsf*vR9
z1Fp@d5~R<sdx$|@@qeaix2a@wFk$ofW?*&9M&Oa53hY8TBzyg@;bM4`g17>y0vR$>
zYnDDB#2cDkY{1-b7C9OWJ9C*G4h2MC7Oa*WzkPQe+#8xK59uGE^|Fia_Q4C;mz}Vc
zUJi8SJ!sHa3x2-x!EgHV*4ZUV1_H#n+%ufA3K`CjCfrj+YDUcV&%d8jA8b!~$F=4i
z^4;ecP|J!H@aNH2NqB<X+i@YNkGk<wUnt;KT|*xqaUpYtnxX}0&$nNlH5CXZQZ!T{
zUtgWcb0}w~D0$#2>ZnJB{QVpB#=z>X0@e|oXBm0AaEyP9Y8$v6(5G;lU~rEsoE}zT
z`8h-uSJ4&DCo867#D_4**kS#E&5WxLeJ(Y}s%OfrRXH4+#}!8!AukpvrNIyh_}kLU
zQQKS!!+<wo5g)Vx(OBRn{kueiNq&Pp=P^Nsmb~duy|YGc(wgF$5Ml6G!{+#F<7z7Y
zoT_UMyJSqruzS?zXF7dq%<wK^efZzQ;BA3Z;td$x$No=s!%)xw*bQD+?Z!7sPxrGA
zhVGE03QaA-@VA@M>Cn$U`|xX)dHuYnq4t5-qty6kmdtdUlkLww#S~WwDcXUZ0tH>d
zIs<9g!&9>=f$_<mIczwlHC=9-M$<2y+a$+C^izwP9)dbPP|g*qNNvUS;o#_0j*i;I
z`cV>B=AEPQGmLUL0R`kb*r88q-%g4VscTMiPS}}mZHLUUIX<Bs<yP_t>yTu5{N1-W
zfvkU|j}b7O*1v9G!}`BC`XS-V^Y}CJcP8lKk0BV_>Bl4lJJ^gxzCj2M(bSU-+F=oT
z6JW3GhHY$>A0_g>L4i+qM-1~Me$qaS-{S7HLOTsi&M%oaNxIrGe$$mqnf|3F?#P@a
zzlV2IQ4aL*R7`nxSAD`1UGC4GIwo%o)Xy2wz0Y4?uVC+19PdU%?0qb}iP;k;BAoDe
zFV%(dS`_WH-au%>aW4DbA9ta<)5~o;4Nx>4R?SW#=c=m#*khz59@Q(&)dr6i)bW1<
z{-VUN!5minSC<}A>7&P|>q%Wf@IUsiU#AKsF}+cLxb+y0KBjF3;Ks(r{^x9v_safk
z{O&&uOu(yu)|m$&dU^QrPTGSq(wZtifvVy7)b%Zcw3{tCA0II=<R<Fw&TiljGjDEg
z-U6oGmfAd7fL=+kZj(dz^t7^wfb<W_;Yg})&Lb&wr4<#0!*=KS)GhH;s7dgmNqkZ-
z{z-02NkWSv_V!F+XapkI@X{?JqN3I+1}-ja9F7}uUA=$46Ork4`RBfXsDzz%`XX-}
zsmu+5$vlNTzR1-k$I-R4B?Eqx?bB0PcbU%3!9gU`!8rS8?P&jDA=8z5Yv_5?rWMT4
z?^eCEynN>gcAdd)i@USCTWd2<U!PvdxUH(MGc=ycmtS03k2pTAXiU?PIW;Fm6j?Tz
z*G%U7&?~N$Wn=2ZGTh4jjg>(45cE@83->1v)OGMHKG6s>7w#v`f)*I^m>d;0>6n~b
zV#Zo0JS0Fw`5PR+^Pt?x$v2k{Uz49t2!mJUh+2x=!r0$ZcszT;FrPn**-_Z-zrfQn
zxc7wb>gDN&$#kN5CxP2Dj?2iUCxSL_i&X5|a$<+f*J2@)1y%V3kbeOYblnFxHr~iE
zbN3t&z6|qNHlYm}Ye&01DCQ;BK|)pKBnBPT+ay9OY3`bA5jVCW0a}{d*nGlf8EqmR
z%+RzJR;Oa=3vGS<Jvx;}LNW^ZLswlMemleu#KgR#21=I~){bb~$#+t9q}_5SDQ;H+
zkk`yg-(e3Eo6<-z?j{?l>*ELAny=GIQiM;(vz=b2tFko&o!BEIxx&m5OIP!6Zf=v;
zmzElt>WhOBwYusx%}^mXA7|e-ePDXd-Sg|5L)<Kw(NXA3Ou>j@Pt4Gm5dc+oz60V>
zB8$3>{fIw1lrj)k-Xvschp{Z`^$u}jZXdi@*SE9uU{H-*sB$sJHs~ZHuAko;+g8Q0
zaIEDwA=p^c&g#PdMk!BZFh{aa3xpPP*w?;YD7=e2+1|}NuME$^JH!K%;=%g4U+{NW
zw(thqMxNsq*wpG%gk82*)C|!h?d>G!svSbyhahf=scG9FM>MSL96Zazez_wnTGRGF
z2NM|iaN?`N>XbwNj$c5-2%oP6q$l9_Z&O_C+ESy3CL!mp$Zb8>KMJctF5e+*)T7Po
z5y%yf7?uBu>U+2SGCVH^*VVogRE3*GTWvoOulai#%t$y*>K@$CNq9xyGLE+cPHuYA
zXA;Dw5B@>2XXnxSQcAqqbB)Dq=;boAE(h0$Xan6*<KgJoL1UVq(DI>1(grd~epy*T
zeC=TX_QHNKYKG_SL%!_P@Zf^${fZNt5#Q#@vt=#?VU$!5o~%e%A2Lvz4LK<JUY2I|
zWK>=p)Mv7d&I)iPQ1c?n)-0PJ?VSXIVTbvXdGKPBCn&c13V-jLT=UmjumvtSZ7p-C
zjxon>=8uBBbzlBi-1Tb&TwG`8eT)=6-MsjtYg}8C>zCLlTQ_WZ-DVJkdh;5_B*5~k
z@y}_sIwnuK)CeAP@9i9LvU0<R6rcC}|2;%bc-g*+F8O~_I4yLwG`hyoy!oU%l#ozO
zN!InFF}5)wd<bEE)d3YuYC20bgPU^n>$8Y`zI<0vMGzHt_CzU0gyF*(<gs|6Q@Z>`
z?p8e!il$qS(Lr{Sy>Zu*;6P)4FYl6s%mw00ZGZzNK{~lx&{nGsDXwf`oDfXPlJ6dz
z`AvGoxC<uRiE8cj%qW}!_a)|krR-JyE=g;~IyBn=ErWJH(-KSNxj!)RFJ-F-^7AQ)
zYD{{V)(x@EdMd$XxUF0Vmcesbh^?8emvl8#nc3k`{-$^L3@6TCma6Pwx8pg63kgZp
z`7wPc-2U2%=v_DU!kTdIDV$$-2caT2+{r;l(^WMKDxqz8Ja!Fg7v^Rp9CtNAX)czP
z^0Xov@{}&N@DE`tG}~-e^pv%73IsRv7o%hV$}zJw;v`7w_aY^7Q$bRbc9M?V_AxrY
zupq?w9g%R<iH;lDemc8a0<BZUd$1v>>*lvOu%rkELs?tj_{C9EK76{@fSr14Z=Y9W
z)~pg?x?p{2=<Vb<Vn|b3RDKwYGeWf=VX01M>B38_4!jz$c*56>5GYB;;$M)L@n_~h
z)OEeu{RV4@1vt6Jfio3Te^tuyyLi&Y&4Yn>-?0rI|0izZ?9Q{nSkik5N`@}N7IAj_
z8^!WEf9*U&ImZ6RXzhrn&h)LxVF{cEkV@x*n&Pip%hzUp{PNxObl9EJU{kn0a)dv?
zm#poqivIckYi`@Mi=5h>UzUAQ*g2OAf#EgJS@EBE-)5JL3`7Ain*AVhIq=e~!-DB!
z*89ZW3bFmX`5a!A@@i`zKjWN~XR~^K>4Hm<e%}`@G|g%oJ|!%hL&1)u;IJc$Bg=+2
zI4=b1LTi-NH0_L!8<T_tM@HlwAlrh}aR4E2FkEL>dN_4=n%2fB%Ha&d=Swwu<`_?L
z!Lr`BQ716A($RtFNcA2+GaYw0=J~HX>bCqj?;FK!)ZsP)0E4z++voy<w8#@J4JJQ2
z`xdpkZT*^;x;lZhIw0B0lF+OA)vYG0Pkep2JKxNgz!w(ET;TqDX@uvdBQ>rSteF36
zj-bo4setpnjOyAPT2hZgIb-G<i}He)J)UjWz1;^1y<b*63=%6`M;3vS?y+B|e_kG|
z`dakIq8?};71qI!-<hxpPau&69BM9vWtde`mckWWdn^jaYJqNQ#BJQ+HsTLX|HvzV
z`j8g`&0b3>Rs~V092*9r3qjNKa>=JaL`uQrotIdb=!0Zpo}vI_f4!iJ(kv7nmxrF~
zF^e|_!6CcI+>4?FE%a*SN1)*VPvnRbC6Zs`0QrNTqZTR^!92S_H(r2+k&Gtgk<7BM
zEh!UMI=Q2NE!wKX0mT*Swm|ETy0_{8rvtM@Op9~*6IC0>g=ZKPsk?izNNjk6Ez6gF
zfy~CEBw->=<UHc!<HkO{=i9T+ce9)xailZ>{t(7}WSkTI_Uu;evb2%}wc32QSde6A
zphBN&w_gKNM8WGpZ`}(<rxb`xCru0&c*Mry7nSSeXED_L6hCrWd*RJt!1MHh^QX*6
zdJSBeb2>oJc?cae&~Ozp<Qm%b#A~`vff*5}Nnt1}!n!z|S1&^J+?mj#@O>9w6@AL8
zlzEf7G7Nw%qX42LNQ-fl0xm*9O~?<<_LTl*OoK=Z574EBH(05+|0Pb8=kge5wN%w8
zCdo{&D=YVi3TP`<DY7jL2zw?fQXFdfS&YMq;u+CP6|dqatY*OtEidLb#HWU~RlPG}
zx)jz*Ik|%$e-xGlT?Xfx@4up6bN|&?sbN<h#Pdn2InJ$`Qc*47JTm{ZNZzDowDx1`
z)~cnpp!4Ln`^5rvB8G*J(R)b3mP0XuuBp3k?L9e1$A16umKhNsy}pi)ip$j9lf6f$
zG8pp<dvaV&3%K$pH$aaTmKXiPcr)+xH~H^p+-4xB%QoTDZ97Qnm+(n4`_M?^z9KJm
z(yKow8WwM}TSgZFP@NA6ZoyS?t+?2a<BHMqg5z97`{9GnlcT6q&*TvTOTpDm(2m!z
z_2JK2>X}QX(1rdW3WG+j261;FB&>)ieCk{yiB2>$7#weaqqfU0%}IBpts%*~jJdst
zloUJNzJABrXE?K<xG~l<N6o3Ex(Sa;iT>2${Q<ZbXXxoGULXB>GvG}8MB}@<G>;9f
zk`c^rOUvzhMmCdc+`_;bV<%C+@2^;mkL~sJmhqnZFp>erz$#YtrJMM0CHu*MTA6KA
z5pvtBE6dztv4k;gP+W~vPz_OUdyrfq`CYzxC;jF1BaCWBFshoj<2bU3qwkN$fnkAr
z$$e`<^^)-us2}Y1zDv$m<aZ7~8^L5ve`Gk2br6E?3dc$%Gz8WwiOin^S0?RZ>pT}^
zRT_?YOZfPn*O&5l9x_akkeVE$VOC}whyKQbWn7#Chd3=+$M5l-|1JFh;!#m$%)q;0
zs?mWb6RTEk<QI&VWyR&CHyh~zg_;e?@NH}3j|mMfs;6I4JxR8<D;1R=Kckl)(9}Gi
zz`1qY5dD4Z3^|~OomcW(WfK+h7}m9`!^D*qX9Me63FpvnrnI#Q=3z;Xg2O(hp2Pfy
z|1){K?*=?xuiWdc?!kF^Bn}(x(#gYWYRzvF*Ps$f&r)?dUH;F2M2$78-Q0fM{?4ie
ztEvMzfSa59W`Os~hbk~eC}|iGlO%>T;7OTcn}wb}ismUXAR7FDB}E|Jvylu|bUK^>
z>Ac`dy#q-PP)gf_6><_<q~obJ?blmB$;i}!bw>)z%8=VU&I=;L3ngL;Ao37_T;M~9
z{sA@)`pYLxLqGB4=b<majvzfj-N0buAuk28CMEUpPO5-J`pI@XSy7-HQ}F4#qTsXI
z0ZsSaiLyZt=`@`*l=3yLGcxgFl%;FROt63<>Bo`@CX;kzg=Y1@T$$?jAvj<+l#7ES
zsbuSEwQ|W94oRVZdnWH#DP4yPG}Vi7AKw*NkVI(r{478-34?3G91kg5VtW5Nnt+h}
zm>oVNOwP@2`|^{POUJ4Zpt1NbEuIt2#O#P=9Nm1U)fPC62Y%w)<(-prNi(5yi(6kQ
zPVYJ4goJvvYk|&)!^>AByiMkwZnvH4XM_V@JlbB9K4m*@|0#plTY0vrV3O!NFn+G`
ziQxKpRXrz)$^)ROU7i%>HiXCaI@gP9L4~Qz52#dg&)JnrB!O^;NzT@zT9J3q*%vGC
z-+yY^DUB`jgDVoby#o5xGlv@k>`;9MT+aiKjLz*Ra9?aecF2Q)vysj9wsj#GKilVu
zZ#VVV<+jc(-W`(b9{&mm&a2ITXc?{96#zPv{l)TyI-@@dDnkT2Nu!o!tN&O{Vekx#
zJ7^J2&xSRQ;vxJB*WVSptzjmPOMBJlSAyw=IbTs;vj*(?0VfAQ)d&vpFa^c>ej2|z
z_{=E{Ji9+DsV~YYF6O-2G7^uoPaB?u$oAY_XL>bsHS~=Wyc!+}3417MFNP4beXND4
zYvS9EI(+_U^7xCdozRHhxqMBKdPyO@Q|HLK8m?OXzLuH~Q#Pz)>5f?w^O3~ln#!`p
zTS@sOMwDFtVj$2ApQRl=$y3fjn&_{?cf9S7LFewrvU*5)43xF|8YF2k(0hQ>HYyf1
z{AFG<6Sla3Zx>1bC#iEGVyI$3@&3x0v+vr_7PF63>}3f6Z=$EgwQBeSuaTbQu>~PA
zlF(i@;^!Vr4;sQ|T*DyD#=h<uB~Wm`Lc$ZIQGAA`q<)<ypffA>Vlb8K;V1YEZQhBg
zn3$AUF0eR{9uakI?Mm<Jp2qmvEWL46#0syyR*+!85Fl&j-}JWOw<o;Rsw1gFdRf*d
zdMjR77Feb`t?dof=GmvQB@P{<(>FQwhx#g>D-E<Z#oRA!`8c}%ZX7fl%lxqVBBW_+
z@1<+oyC1FFoTEnXY`gGkl3iq45_?X{`>dNV{>RMKG$Wlmg~wgQli%HJk==NF*CgvA
zU3)bGh798Z8Ns=i!O<DOchl(H%!??hGI@byd(y(GwPwbN>2rCvjRJVvzkNXk(v^=T
z#9eIHoEUQPaH|n@t!6cC3C0=#=Q4?|Npww7xLr;iWhZ`hE1}HV$xZxTw)J$nR3~mb
z(34CHF=5=sg9OAeiFgU4$Dz4?&uyfy+Sk|)Cep5%QtLJf)O~rudz2Jk6{#u1^^+bF
zOp0KV?$?@G4@wsNL*lqG6f*4S-0llfczLz-PpmQVp~85|43gCyh!}{cmw}qjJB=B*
zAWOhCI`0k&*~T21%VJ_YmMC>WRljm{?IW0$p{Ko4cQ5e#_XUBoWgpp{_K2W0Gf9XA
zjFBHZ2>hM!1w;jueea`4IF(>+kYB+IT9@bo8gieaKlMA<J{W>{on0$ym-tS(53~Xf
z4z)zv+VNq=tV>T}B_gYZ6s8Mt1#p>M{USsLK07tkjUQx#epxX};-8m>x2!h{^el>D
zH@Q?CeVIWH2nYv%<(5azZq=UhnpQLn9*C|;jz++K5%5X~Z;tZTJ7#G4dEc`;UvCl_
zBB;s4zIMF-J?bZzD@QYMdAg<fgBe4{&Ha=4R+8facg7SO)TWHQBp+FDKed782}D=c
z)4e0}v}5+)a6{kR*RAUtii`@{ZFTH*JXItC754-c#*B-5;je~B9foqC4?*^BM-`!Y
z94i+n(F17_?-&WlvPMabs-q*CS_?{lVs%O2nw*f*HFJ-u(v+P$rgm$Dcj}B9RiIZx
zNQ_21fcI0i<V`I-!K?Z!4yf|=how_vB0R79^-hS{<sBfJ28s&noJ4+JS;cpST|rll
zwhjtW>^k!(lP~T)-#5<vtj6`$vFWz;A#UWO?MvENJJ=ikTab}Jg_x9n%EH<#=dkuE
z8`InP%CpZ{){Q*vCW&%W3%hF7#EH8iX~O`jh}<}vU%kM#bo}RZkk$@)axf{sXV`+}
zqsll<xeRo8KBaNcf#+n%-l}J%a%Lf<3+yH12-Q9N1EVFickk0&++AFA$qec0f@{GH
zg%;gn_!87NvsF$q*~&wC<@{7W`8#un;_W1tpI&N9U@@wtzSb%xS@c(XI&Ync>aB1H
zTgZ2Yo=fgtp2+@n33w?ubX7~?-JL4&_u4(Q!dDbj<kU>owGQ*-{B~(;h@uw{6rJ+%
zN`f;?7?(2NOMYPm`L2N+?P3C*hY%EyHYD&jVvn|tUrDc{LF5)2#L?qlAWQ+@!^!1Q
zsHB13&cr|pq|n*c`GcIHQVziKOHl~geQtWeQ~wUrE!eiI3VnH!4^@4LemJhe@V@Yv
z3U)o>_MTlO<Bp7cl?Bl9B@?6!MeBypSWzyBQ`ehoPD$6(=_e*1RYa-fphA)y%bfoG
zqjzXKgI`{kSYFwZu1C%IeMRA$G-b}(klenMOeVk={3=oT{Oyu`ZG$U^2BV|7(-^Hu
z^3Z_!pt@`HSNLnVPwI+IGLz{LYj;`(XC5!r29U_pv=dzmo1=_`FMKrz)z<(q5t_&8
z&PhJ0{yu-s)phQZ0NCM*Va=eJgo9-O{Oerwbj!qz6*u7}@dh|LKS79Z%taCK=$#?`
zFWeJXGYFGo(B)L2bKunw8iIjc@qG31ANJK}LB@A+X?@@fSy)KAlA1yIFYq@=jdfr2
zHF6QZ1AbrApvc%JVJ}SF@$$|p@Y`<D%I<M}z#7S?4)FIMi<}=gAf2&un7Ffj0_b2~
zuBYY?9ER=TW9CFhUy2W_8U+lolf@vYQXTJhH6_Rb9`j#|a{jlhdeR51Zo7ivR6lOd
zSJP>R65(5cHhq3g%?D>^=U>RiRNL`FNo!IRMA90-%7?Jy?Pprr()GH9O6}RKA_@Gj
zRv*sJ&YXZeCXWE57FgWcL6h0=$4E0lk$)Q<tQKSV#QfekpFVy1$O*-2*$jAncBOu7
z7#f|N93*mVf9vkfTndhK{MYp=&=Gl&?bs=7>2eMaA#Mho+*v}>Nhd|-iIciy(t%}V
zW%#TnA!2o;+kofyXQcn*-FfdoED^QaUBL})JS5<SKu1Sssm55;wvIG#=n=4=mF6ad
z{JEof;%6B^%yQdR@=x581|jsTf96c&?>5K*3}`(g<DAa^hhM$gMio%3t;>6sClWfn
z-F}CiZlObOjc^14bg#^aOesO$D@y+Pd(yP9&`+N^Q`>L<ZT`_xOvSLdE>^f_qWu;8
zjR;QG#k}oHm-6J|@*8A=Pg<9{@8qFvxT+CBbv#QQ^fDpT;3>wXr#Gh<f?_Kh%1P!^
z+oMX%-=fU?zjcfq^M}j@5%Mut_GZj0|AI82DXAL@#)pu4cMr>{QY^C+Hsj(6+^4s!
z$B!&(9-jRWyP}#5O47-Y&E29Zgd?h2e{3Zr-*zU@IP<<}qDk0WF;Qk8>*t_EsXbYA
z@=o4_fmFB7nX@W8Jy@_2`sZs-Nf#anxMQulqoTE%u9;_;J09QN{#h;ufbEiS(7m-w
zEO&qkxMg@k<m^u5YGZI-D$aKpTOL)$MyE@%3d3W4aO6CZtIHa#U0)nqwZUB;dUd$U
z)$R>%aMEkfM<y8WtrargR$%t=Wo04I;?YgWjy(2=ENby>3GY=d?m)pmvVZ1oMnAfT
z(_5`8f0QB~s5A+V9BnP~YPGNvA2!JcHR-NK<Hm73sA<S}m&x^PZZ^Q_gso%NxLD#$
zIC>FmFee3M8{%QFZE_}VykDMz!qXrU9$~q_`|F#5Kkolme!W{M@XGep;Fn5mkngf8
zz2tl<$Q)u(;AcL@;}kbuCzY03<<zM|Yh^M|;M0!D>AaQO9CHl2aGw(uvG}AxESIKj
z*M_Sprzo<@a!3>WzshT1Bg(p5rXk(8WR!0#epmG54K*0?(Wjp+R4d02iRUq^fSFt&
zuFQxLKc-?dX;=f){^ygJn<-Nj8iI;BZK=)oZ@kGILx{?TvP?y|&hE=sJ}`Cknh%e>
zL!07x$(o45{O?o98=5iVWlvZS7QM9j8JpumCZD#<D&Gnc*^4nBg<Y-CeEljI8rg^v
zv?$T7Xs4=~eN_>%KROR24XHq9cgJB}yj?0PNP8h}qzrFCR`j#ucL?+HA0c>ZoIUNi
zM8j4DV_y?Tn#xWyQ*Z7;Jz}+J+;1OuqY1Qt8S1is4=8=oNiSqwl?Dezl9`Q0-Ov1;
z7_Cx6<vme?D#!06?ft%Vu4RV^3f%U}zUV==?W?0p>rpBN?xbj1jy7xh4~yq<iyYX<
zZ)ulkqP=w2D5hu*^~8I6-n1$|j$+4O4%%V1_ks1l=~`3Lw-HvbSV&VnMcOG#bw)ik
zUdZNDKEW0fE?NXPaos+^oIN|4_yQvv>4O#%8p(KZ6Hn9W34#19Xz}<v9_R(i$IhhP
zbdk_!728cJ_Y(_YZMZRrd31X~z8`jNzi64u!%v&DS6~$!KPwE@<}FPyMM7xE!SIhu
z197&yBO}WOZ<)~(?Q&;XDQVLoG~iP;;E7ECS9dKFnOLIhimjc!xt7wRCgg3vGgY5p
zIpCCn^*_*L3@@u$=Kqv)l%U9l*L7Od5I6AqLYT)VZYB;wA<V*ZyRHo}Y}e3<jwL8A
zB|cerXdAGR$uX=-O)^}CcfIv^*q_MVvMmjqlTqe>Ah4z|Nnz-?jZGOA(<kUIN#17p
zjPZFv371(^9(#;^^*`a-1$9#i@*2D+QwfT+`Rx*?-d&MCy<vwql8S#zBi6w?Q-c;B
z0Kl|C0CzPWBjaw2_vh!|c@3vU7q`cLz4+0bwt+~Sdr@-qKetx)Rk4D6K%=j6_T85S
zu|9lGX&5+p+p%(b`^m(1jM?4CPneaUSHPB-G&Gg>@9xupGB7&4Nt54RM}jW@1iic!
z+&VO#k$9b(V(uD)_3OlF6VO!z(;X(%G%DJ5N%;N>U4mBpXeSXcL6Us}pKn{1-Cf{q
zl5AX`e`XaKB;<VGXTvi|z%bDf6~Y43x}+jy@Q&(_(w^6P)=ZP@ffTq;dE`uyt&v11
z(w6sTkRt4a5a1<T_$dx^FF*<tmDR#gA&<jr806C=#k)l=6o%^lK2O`7l~2|I6x)Lv
zlcXiITo&g*{UlP=rf4^1;4oTMPRtnvrr?4oj911@?kVcNHk8P3y{Q$;BARR0Zp92X
z_^PS-^SMB*y;O9kpJs)$JZgREb~{)vXQaBXc;l`nt@W~b+^b>x-(UsP)$nU>Lvt&Y
zbm0BS>4mB{ojeZCpp-VUS%1}!GVMCFSa~*1y9T45<?yKrN#;(oO2YnyrD%qhxTaO1
zZ)xzI1^%e2qG#U9YbEQ_B<jr;z!kV=@+7o|DimPwARi0;z$k$698v2bB|V!K+P#)O
z6F*b7WEP9n$y=AvcP}Tj&rSF0ApI4TG+upv=Q{u{lupV2ox{dA=^KVXCz@+iXDFe~
zKN0Sc*s`uz5by9$PlBAZ!agSPoM@vfCPZAghE=Js@x++?n5Y$qGLo=q@r95T2LJr;
zB(W#bA96Sc6?PJ)isuoSf%lRL%?A};(|pT(+ckJglPbf5$`9+s*{Z1z?+zM2t870D
zi~g=uOlpm+N4RQ{0ZTo=$*b>Oo5IhKjH{<^SJ7EZ?q!;a*ZH^1gV|-$@@r}dEa+W)
zgQ7mBnENJ`7b%X={^X2Tz`2(OLW5aL)M&O9|2}9s^DcCGh#BoS`fzob^R?@Ta#9&a
z4@u1Is+_$Vhipy0#=?k$Aju>Yi#PdA<x{oMd4xfNEy9BTtWKw0O#AD?4rhfufG77i
zs<L494r=#{WqD(eTL?^Cd~l5Es`wG{Bg;txc|h#<rvy|fExIH{2WA(J*`jKai3g`g
zC{G9a-`~m@AX{`5&DbWmGWMam*1J*98A%ZdY7Js3J9%hw7?n}t?L<lrJ+Ruw*v7`O
zj|LeF6!+trEfk&_GrOPWoq5+cGpQN%zZ5Nm2(~mP=*J41tiHtDdcmjzO!;#l47cvA
zVj|w$8fVeTQqb8MrJs`tnwW~F%?iA6hKeOy*VYC}JX4y<o1A>V(SV{M&oNQK>xMyb
zK)!s^KPt`<cPw71;4O!WU?S&!kRkx=jBIA?t`S70u2MMp|Ndi83~|`K0ERwQ3<0J<
z+N^rU57>Tvd#1FHSK;g!zLjS3hbf`RLkmw8e3C8(56#wx<?8?5l)kHo7f6zZs@5wW
zeelnO!WVb7NJ^}L&!`2u_2Lvi2cA|8UYwTU_`YPN6L)E`oZ>-B_$@Sy`U9!5F2FYN
zNj#oS)BUl~0*of`kJ?fk#q6vfCiK>Y^cE6ULku`ipjF3%0;7Mddyc$Pn~Qw{VwOzk
zT#iq;nWMdADcj3>29Ya!UrTwPuZ#N1+bOIvrPDN5$MD_vQ?1G?B;}Rq^1iYQkIK1#
zLfXMyqyM?;2Y!29N?LruKmWcKwU{&|N!B!&h~23p0B-6|G;2tMBojeLMn<e$ez>t^
z@eQGW!@#I3p-Uoy8}@8S2MTkuuV8BG=@7AFO#=fGc`0A$MSkButmT1$$pAu>mdm&c
zfQfDL|5;cV3<NXG5Mcsf>*B*V6B7!+se6p>i->3sq4j+gXfj$WFm(o$Oxyqd#kaQd
zJb1nkdE*4Fao}TPi<(#JwWvrm0pSOZ&%CR$78VxSEJ<ecapmP7pZJ(A7Jt<*O#a^_
zrhr7eLlSE6j&IjKP3O83$kIO-<+bX(jWxp8v19Jt7fnQSD2!*Tn!zMH5W?4OsA-Bt
z{3o~a%CVrl0PuLhd0(Y?X%GMM<L6s(>{ZNrbNeJRebasCRb!6d@wR5)+`1?bp}Kkd
zEXu#mT<I^GAQDIqCwqz9ycu6J$jEYeR%)H8{=(?nXNs=V=?B93b$GZ|{F#7N{4!ap
z$KpNB-O0%(V=BuFY4<G)IYqyusqPNqn+uy)YezkhEOS}|-UROW<>IfwB=hFfIFe5L
zrJaRUs7J4S4$S@IQ=5!}o;>MpC=%FW`=vJX7mKW_J!8hFkl$SjxC_B;$Q@X+1!$hX
zrwc2VH)n!_Q!(UIuwN&l$`L~bKanl1%4zuHVL!QpWmR5s8E-B)(yN0(iO{=rAFk_b
zTBwiI0$%OgD~e>Iodo2hv|$=;5dP@N_a%|V!<x_%MdeMY2|)y6#z>5>@NP;GMsyuf
zXJq;+FZL!#SAOI7T_L-xu}w}Er(#gg)anY{x+{8RJq=V;)pKBcar0kPPg9q~&e%iZ
z1>RD~a!_6);d*6ej&ht2facCl8u(|oXJ6}?CxqFBSv82~dzU(tA*mX7c^M9|5b~FR
zB4GW$dXLXNnOIKnz%9FHGRvLX>cwB4a&9j)-4e|RNO1B8UDqhc9HMvZ9=`<pcf|)g
znS2|Z`adF;gQqz|jh-CRj_Hx2pW?!~*cZ(5j0I~sVlS`2LTo;o4M-m6+OccPL=x1s
zhiZ)q8Ub-XZK)j0KT~AW$cu^j`xG)9P?OXMvNdP3_703n5nVx_^yF~;EXDP)|C(u_
z_=D$z8#tJ0(g7m51+Dw8Zn7=gW~X~_{R6k*4dK3Z#M=q)n@tWC>??1=5w~6&7h|Ts
z<{HNJ>Bf)yg7FwGwmQj=Vm!3TQ^H<|(}8yD<@D|no~}%KzKj}}ijW->Zv^iP)TncM
zQDgg4nu5jl7^i?VJPL~_gEWA<B{d72O<p&94oqg|&r}vcV(owLPZDqe|8=|7TvZ1!
z?@GDH>%Btvx@v*dWP`jwN?mBUi`}#wHm1P6=w3;|A}vd&y#I;hs+sAv>ca`6yDf(H
zP(mCwmo83%qP?<aGn4NOC=pexS~*WbPgiS7UqM%Ce^rE9;u=-?{7M#67VGQ>LuD|_
z6BaD<X#ON!0Q*9=>FOxV<(q$5gQGXuJf}F`f4@!`t$;&9LV!T>zwAB88%1}clHh1$
z6&@*C@tWlC7>r*pjhx9Sx-hK#Vy{>S-f+S_I1+JZBi6~BDCw=gN9EV{QFqHu;q{1O
z60V8<vox%Nim3rl>7pIKfCu7D#O_Lu98j2qTb^6g*94_UiHD~qaJZH=Bl6#b;_(Ng
zf4wYi6)v!+*5sUuo!@&zB($ceONaY=htu)oHqSb*lK!IW8%%yXDnZzsp-X+7eqBD*
zEB5<YAd+zg#ZF;CRlNXNWBAi;1Z`D6t-oq+2!<4a9J@2?Z<RVU?bIXVs`(c-oJACe
z_DvE)ctLD==+Ls9&_0pvj!9z*h70gnXWV<~a}6VozE>%oJfb6D4+>MTTl0Tw$ai2v
zY&_TEGqU@CLz@0!PlPc$m<>l#{>oqd$Gkf)cPAc!8}xk+3`U*l+#Z7ArZW(4{sf&C
z)<TMFZN_If$BV`~qaS3cItd;6=hN6J0n0S`UPAud6kE$fEXRHnhO@J(TUu%@!WHQU
z-<iA;6e{H7^^|j-FI3Jyb|=!uI33*>PJ+wD-~UUr|9=E54g*ap`I4|gB{Y+iLJ+G%
z$FyHDPf+9RJ&zSra0dqSK>GW!+7sl*5cBRE+=R5nQimtv(<T+yN<m3V>T1LQ{{wJ9
zT<QQ_5x>kROB!iOf`^pJrx)>6%1BiW_}30D@$Ub1>1}gV$d8kUnhnozyAC5&hddv$
zZMO60em3pRcrPI@!Nua;&O6sCu^CYP^T9{CPvjpKhF4d)q~NZU%8kZDHUlM6J%Yx6
z^}!50oVKw4t$?a=`6&&4C6ZQ;1oLf>eNLe15_LFgQ(=~|Bj5CED8LO|>A77I)dj_$
z5K@mMs4Pk)JLrrki9RLG{Yx~XKlX|}5mE%<MHij?C?y0^;O5?Phx~}m$bIyI%$Ri*
zeoN)rRP_e|?nG;q#taRG<eQaE!3DlAbkP&9?8uK6I$@G3*97tOQ-!hq@;}jFN#<74
zcd~R<y}*du=cHsgS-&8r<HF)cFt^{=Ohdh+_#qZCmKDji6X4<V66tICJr_fM0PoOP
zn8^;ogj)yGLZ>-{{L^m>wIAVswhdj}mDE-(f($gw;i7D_jmU51vagt4{9r7;2C|1R
z$3&|0lI%D_=5*<Y;8F92_j6cxNZqX`UTO@-m`S!oMpg7zNc?W|mo*YDq8>8#ly(Rh
zg4VavpD5bMH|2fRzUQ#PA6t=~YYQ9?V`r|GM#g{4FxXpsBY&ys_0x<Llov@NU|;#x
zp)K68X{|f6ruO1KMQ~urg9^i+<mUxebK=cr)+CmsqHL%Gnc_s*K*yX*3<e;sIGt8Q
zGCRYe{1r?A-`4Qzp>)M-e?rzocu$gQ>h|3_JbIo-ZcJ`(P<lB2)$(fpF8-Z+F_e91
z;=*;hg!6;+P&~a@Jo985BHf-dR~?G2lHT+i)O_Hcfri8xMMvfRSG9Z>$(C?GX^Gk+
zAUuFuw1Rq=j(!}g_wkDID$lWcZr1YA{4YWNoz#d?NEb!XW7yi^8Bxfp&;N*0*u)!6
zIKHtYz6dhzHWUw)@K|>=(1r6z?%3gKMLqw=O^1%~FUE!DJ1HFZ^wQ{Cz{sAYV<~pJ
zqVJsR?X)6frif$M9ZUz4ak-PBTl!yD_<jgqg_O(yafecB=kIk&J`;qhBmU>J|MUg-
zDA_uRxG9^6i$}4Y&)FNFcX=Ef1@vqf4{*Waq#h^m&u{sazv;RerE$q*5w4Lkz3`7e
z`IK=?iC8kpm-4QR$W!=|)H#TE8!KT(P7;UT6hW}_zH(52DKO%K|HDEBPSY+n`~F+Z
zg>eC?U|}NopN)iU3pRT~QIB7T?LC;9?h}d5h5*|RasbmSDVLK`n|Z{h130d(j!pij
z4GT5(+TO@UhtH~SRjbaG2J@HScaCC?<X|w8<z!xHVIk%7V?R0a_dUc;`_;y2-G}%4
z`+83H=G1}&r3fx?#=84;H8lxdf5lIgBY@$mR<4ZPTzN-kyK0BkASwz0mTL<{^1bBU
zi~BmEA5EVY{=S!Vx2F^VL#H5<P$)j*xLb|yTg!kwjV|%iDx-h#rpAuH;@d?Wf<$yx
zKdtDLmsVN-@g%A?y%EyPl2cXFiAMMNOU~Q%u{!310P<s@r=-z9TlV(m_}jqs+!~Kv
zZ8gnBN;krE;`@hHB4cyo@B7g|r|!|w<s%e#I8@oca**?u;3%`k=l?3ku#|MD%P%j-
zptCLzw$kw?_Zv_$Bx>YHf}8$^z4qbCkLzh24eQ7vq#-;RP_TteZLdj`6EHaR&S+te
zTKdf1kKXssTIMp=AHTW0$t6B(xxhDeZB|{0xtTkXB?gQ?H#p3kf#XRbEtF?it=wr2
z5%1k*dRu=JlvX)PNC`3zTLXP!ErL?hWi!0e3i@u@6C7JVf8mCGS2pLXkq4ya*XDPF
zhn^*HBYZDksYLBR@kpgkb*r(2Fm|8>c$&g{XBnNpXel7Ew7Fb$wE&t(dBy<F@3Y+#
zNEiQ1(7+5J1tiWdwTE^nJpx$kTUsgx@i9;IdpOR~UeW}5+0?@{B2E3{sOVxtCE#zm
z^?(xcUP*uT`xJ7{hNZ7>P?I<_YuMUJlhr!=*|Rgw*{>TjyXhgJ;7+O&;o>hHtW)F4
zUM3D375Z3L<K|FLR^cCjlJW(&w;^14&7zJVnz?6240Uw#@agvI9H@b&C#N#!#&G#j
z!ucqGDbK!4geQh}a;vuOwAm**)lL^8e>Ze&l{~ku6ap4G)}8OQZ}8SHB=`UMd_P&C
z35h$X`jBxsj{tDH#xSHcGOztODaIB2xQ@}Vo(&bGZ%@ERLjF@ZlD@tA&Gqj-u&twr
zs5}9X`r7<4F?PKqspg?@!~SRsr5X+hn#ItuGoGfdLi>l{!n1_czZ~@cD0}ayCbwu`
zbSnxX0&WqIuA-nQAR@hqh=?dX^eRp15JE312r5zpY0{-9kkC6sKnP8G=siLpp-2fm
z;Vt&L_l)<(ednHi#_$i+#h0x0%{hO+S=O8tLaFUJl@C4s6eKd_de7B4?MiVOd?G&F
z$<FY(Mme{?^5CeU8_Ze$I}=wEn`-Otdp<r_+CUyHoEKa)XHZU|-a-1(g1egcJvAXy
zZ(PJDe}-ftx4#Yzb>9cY#>|ov>=p(thhRLziI69+zg({hws27-WIie6uCDa?^GIMS
z|FuJIMB>n;ZqtC^@gJHcv0Y~-tXaV;PPABkD~Wv3`19tY-o3^9`k}+(Y|0a;$8ssE
z&Q7uA+<bm>bzEBCeMc`fVU^6^`X(+#M#ojnt=oTi=%rLh#$DqNO3X?$ANsL5CVw5h
zWPgrdZJssRO<I=KuZIb}bX-NAuP;$QX9(q?^!T3h5c@H16?M{Xu&*hl2UH2ts`0|^
zrZ<rUyBPWY5p_wlhcJ(ykj=FfuAZ=RO|8KX!4mGp_VIZclMFdjXD6B_6^GAF#XXf+
zJTp$Tm}+&@9Z^tx%7{dzmWckXcK|mKZ~L1dkUDp>LiI`dOtm1{N7;#qVM_QXBQABk
zkP03wAAgQ4m*mVzU)<jYx_9I|zj|^mh)TDe61Khg(T2Brr+(X?`rV4htYh}u(s91R
z#+Zoh0pITP4;-*fVGV*MD=+y>K4UFi@*|alY=3C$Gh6K$-?85A>ph=|mdj4|r*eW7
zubnrirpVZ>sJ)9rvd1?#_AWO)isb$&uW$u&hRMlhls%u9uZn#uQnvYuFz*HC#Nzac
zk@J~{t-sBgqfvRGHo_ayd$A*LMe>3n38j);XOhBKGEmHob<wKnZuhh?BX$D?3~lFc
z820;~d!Vw^q4KA!@6nt0;=?mtO0X8D5N{~Q(?{yr&Dtu=T?f!r=rYOijN$8+v4`|F
zU_LunTKM)S-|l%0R<QxiOkub77u43cnB*U?d!Q;ZS3LqAn6A)z^kZscUzZDpT$q13
z!$#!((Wyz_m0LHs3uZ)Q_DUx~DYMV5Pwkj=w1rkxH$K+aIZKwM-&pQ>{3`!;Q_o{6
z{rP9bhwkEf?>+Z59KUF44?fjs?w!*pzL`9D?sv$;Or6tshT=y{X*a&z<#?4B4ofJz
zG4WeyfDc>jSguqDZe-9LN)hJ<t)enA$Jsoo?W<$7Bd5I17u%;~6&_La&P^pemWZVp
z|56$KYwQ&I)&ncy5@pC;zcEGNKU{i6_ud0nS=7k>(%s?S`cr{653y!VDGrlGhVmy%
z&LU`!+s1k{zQ;d=BOE4#e{tYGL|16}&tykcU_J_p^LkvIktnKRR8ty|aPurbvN%5@
z@p>~r2W*xvKu7;=<84;Ncr~dULZjq(u~zV{bLcsbzSdg0q!huOc?><et)=rJeOH@|
zqNy^inf6DPBI#KL6x^XXhAB#<v5vNzq`Mq(KAr2?`?8PJp&eV{=bdAFIc1!FW7KuP
zC7kPDb;Yh{<+Df~CEmWB5RPwuS=dKQgs#ww+~H#l^kx4uqJz<hQq!6`I)gHHgPs%3
zf}Zr>blFeNn<?+dv~6qqe~pgvTD|Z^d+N<P4>L|qre_%THEy<m*Jto!yf*(8cyzDL
zLND><yFQMjKcd4A-+bX4=D(a-yG;8irDmP3Che5k3+B5xjV;rIt2~N)-&}{al);3F
zlc5w1wWrEV9@AxqaVInxn6gzG2|PIEFg?Zjxum~UQ*BPU+ov)2TthU2g3gOGiLYOh
zgC8L;9PxdK-iop;$a!ZYS0k02<K_OhHS(;ToY+^agcX=mk*zOo5&tz6@&L4?c*YhO
zU7Py&Nn;i5BVoI~pFjR$dQlj4`!Nj16jJRTq|=_`p&oeEj#Z6!^WtN5pAiVo<4?w4
z%Mkj+g`SQP2;`ADouEHU8WsJ5dhwuMD|S*~MO~-~Zh>GJJ8A2gh=2XL&*5<+-|5d{
zCGu%iRFuO<$c;_1_r8|Tx%>U^%7la!;uC~D4`t#|xfhI`%mTf|+eQhNw}N6lRkp&n
z%(fKUzlTrm^><xx*j0w&F#RcvDH|knlWxkXs@WILB;)dBhMho(D?2Q;AQHc2eU#5&
z4CVTnec5Ua&T(a8hFdB4JthijUa7JadSy?FaIFvYw^mnJJbD?_<7s!q`D=ece@YU4
z3szg*$bzCO>BWC8Z}AG#S*Go`hIWn|##+A42rW6CtY<vYLfa^3U~ffEl|{a&EDyu^
z`(61_73T1A_3d8Bg!ZbUjxwLmo5|{%5@x!t|MWZ&EcqT`Q25kJ%#5b)BLl^@Fn@r}
zGt|G(yXr4Qo3!UsuD<)9i<Oq*C56;ohgxf){waM`Hj!fSTeL;cLT&lC=-ZVGP-)D8
z&I1X|fmW4WPf1Te2SX-@)iR&RICpRMmfQIm?v|%1-$QM5Oc#FM?mX@GjH)5&dYHnL
z?Cq-BUy{oIQ9msq8j==tK|xedNd2S0>;XUJVqUbuphZE>C!2;n$(yn?ii_i}!}tJg
zYwm$NPgAZNsTj=Kg%;Qi^kJTHkc(ihLJg<+2Rr|aoEgjZH=^d}4SBNoqxT`zDQb3u
zbff3E){Dl@I_6Iwi{Hh@m3*GLykFUHt(iOSrI`o!H1vLUN8lZ9mbm~GEgrI>2X|oC
zUCbP}IB<q>E*FP%mM_r9MBHiPq*3br)bl<aNqt0W1!dXtW&zPk3!tT3<>?K3_${-W
zcb^OVxX0u)ntvw?zE8V@*PVT)O0Q0RZdYSHiHJ*8IlGjbL#^NhbL_sOLIQ2jY@4yG
z#s&Mux{$W(97r?UZv;z+Kq>hb!p+9EzE6u>env^zcz2nUt4mBiq(eZTSr+A9IO!Cs
zKVqe1#%2~<tBR;#Si|=vrVcmpHZnNwNq_iF{Gn9HFz`%7Se$WP>dJt%LXz}{juscg
z1xe1m6)=7IT;;>1e%(F8O|q5bjKaYt8K*U%0JmTZx;Zg$$M9U~aIVB|zxRf%&_EYa
z1R=94yHU`ET(J0>EPuBgq6IE}MC@*UG3|fzk-IsW2Tv-0xb(L+wbK~`2P<-sNsq+V
z4BMv4`BWw&@etvboV#bnKE%yEVHoHlh;;Rq!*DCvR2|jnIuTZ&+fv{cwB@j-lHss0
zL%HG-@{I3Os#LY=pS?C`pc`|axo9U%+6)F%?lgs?;}qNYKLp4JeW1?;Z9L_Bd>^p=
zG4ZEWZ@WA<Z(?rAwU>Nt`#Jkj_k+JJGD*jyGIXwYK8gPo_3mrN)v4<d-=C_Demr&k
z!!5oKw^*+8o#&$-z5ZzmjGVTh$vpS&Q^toEUaAR)3hR?H2@PR#cxoA$u9}%c*)Ts1
zSFhf+ZiyNH0`8>B8#sB+uOb-XD~DA=cU^bq*!;$28V&P}AY;bZ+osQprt4qOA3Cds
zrp1gky`G9+CG5Dcz<WrYucktfz7mn?DAG3^RqgJ!gPxY@p4Q^Voz)`lefh1ur2C8S
z7)7IIz>l#kaJ{$yOgg*kkt!VoUz>z6kM%hkP{wYYQcl{IDo1=5;#{b5u!#)rKJ;zk
zK--O0sCO6tJ+m<;i-l8r3br+gi#Z-OU#Qaye_S`rQgN?LZN#PPv#A3rb;T$_UocB3
zso}Ahpy6}YDj$D}K<eF*EbX>^vm@fmhOovWy*95Eh>tnxce9xNkMu6xbb%afI!6^e
z6RKaJhFClIxv}1e4b~mCHAIH$!+RFg;IADd3h*pNT2aIF!}^DMLPbJkXxMZ1M(>Jv
zRXP9r1)FB?hi2K?@O@>?^7g;yu`<>JxkdJ)?;vB=1FAW@dMzx4x>(UV`rH`R1NoE@
zUDJDiVlVJm;GPjO6N1`DWjs0!jC;|`R*;;Rs$#$47yRT+$<%U`BHx8Hru#?cwDJ#I
z&_r>BR{9Y#)NH~m=enaGLk7p!nW_(PEoAjK5xXM7ZnrSps_PSB@3~afpqT4QRO7*r
z5uq7VO}%tG2iszGe^*__#w=JR7Xh~kFR1J7Fqm2Q!S{AML}&5`?2+%2Huv5WHp0F3
z5}pK<J&l{m1CN&9VwaUrgE@YgXaCvMxMXA}Uy@tvn!Uc4euMM4qZ^l=<a1=N8kxQ?
zeZ0H2dpyu#9;e0%=^Al{v?wI!u@sIM*6yurlx!+`A`wDYq#<G`<0ln`=1=6d*Lc{V
zb9)!0{3+y_<?oqFLY;{&N@mAkg}yCj18rPrM)60o2l_mztAue>6-<~>lvDeW@U=JF
z`0pgbft~G=vkLzM#1-SDS^v9jO=<2=<X}zY8Jo{%kNVe-(w3uo{)nXp&3ye_(kE)w
z!{{Rjy{p^7NvFetNKi=53N;_|z!-Qhv%;SEiLwkA5LNhi=*YF=nyeR+vcHW8BaFoF
zBDj5tBcE$rwR07Y)?Dr%%{7R&jYsR-5_)a-T8?$B(5Crjl;195_2y4j&XovyHOT6u
z4(EPTzh}~DTjqPzFf;VdhC_FRmudWBGE|cI5Z08+1lgjtDLZV@=-3XMk(ak}s(#Rd
zm;c?GzHL|b(xWjcy+r)Nt5}kRKBdm^muX6vK~6OOhRH-unzTc^HMY@B3O00Y0jr|J
zis+va(l(#=@|Hz4)w~!wTjd|0nP-9XzbUF$U}al4@Iym%J_Ok<+1AkeLMJ#>Ll1SK
z<C@-b6H4?*9<rl_%N5cT4)}v$9}WT+>=81<+N|=jreX*kql&^hl&|-;0^9wL_63@t
zZiB4euCJ;t<jh!vsP%v+X|CLcuz+I8#~kh*sne|HA%g<r1<bOe;f9&j>=MxTzRO+v
zsw2-v?q6eYubD}r$DUPc)cVD7kyl4uZhN@!vzx1SsMGdQU1QIc@F#rrDYu#6@k6Q&
zR{X-6!a<t}?12#)eDx2MQioZRG-Z|e>JO8RiaC=mP8uR-mSNblE&f{@4GP-<)qkqH
z_a!~-+t>pv7ybRMD(%gxJZvxEJ;iqFZW0!R6Qg8y!bZ}x^iyHIm$8(qqC5%t{jsbF
z;dLjTuEaNI8RZZJIlpux38!46!zm4TXB=z(BR^JsH8XExwE23?;n3n)wV{-^E%zxD
z8uNSsee>*L@?N-+j7_b8SzRt%YR{frt9oYgc$$dqWNg$;#tUgG!*w;qoI%d!am5OW
z(NmgY=9i#(h#k9D)-?pr72qCt=wwp!ge>FoMS5|~LAL<TjP=8tqh`{j=V93SP3Ta`
zE`z3m>|rGw=HURFP2w-m*J!*!bn!p@0fi6J?ZV&d*ul^01Zo$d<jq$ryxd4Q==zyR
zD#eRu6#wwj2EAiqkotXb>dP9aNYgT|bnK@MC^D|nQx0EqeLnEfxjRvW04mP<Y2Q*F
zH{BYuOTQ4jz0{wDy`7g5Lp)9}_$4GEdwjHI4{Fp1C^Y5S!7(U&3#jnlcb}4r?(u%u
zY~qZ@#N3pTChcYFWFAAcEF!UmhN5CHg6_g6XMUdi_@c>-*gY0uW7M|?h50hOkh=+%
zmy_#UUsQgQ;5AFmt#q71)|!1O`FL;ASJ_W&uaj3d^N}BXEC{J-IvrpvXkMepZ&LBf
zL^&d8)gNXtHA`<*)e}}=(=`G&UJq0gG^>3g_S!@zV0)MZfBF7GUdQDAol*$du-ZFL
zdizguSsG)2<L5xm{>sb)Lh##ziUI{nPNXymS=eg=-Re5P?@vu2@L{_hfk#>P`8E#X
z2*uuB-Ee)Ufz>GmPWKRa;uu5V+5r7nWYk;4I`81nkqt+M<#$DrHX(<@h=`6gudP64
z#~;@z(+3`ERCxcg#b(>y7Tc-Kg}=0QZ?9iS_JqrRJ%3>|3*DRFJg~i}IyQZHl)Ff1
zKZAFvvSQTi(sR-Vmq2n^P^0<Zh6EAv{(sIu+|Zw|3UJ;WLpAAPcPTDIM>#}Mq~fmu
zLQazk0d3_SG|vg^Ph~1i^FrU`_1Paz3xhW`+`kYx)-(4zl+9}63vH5B$-9F;NzU+>
zHJ`7h*Mw7kc{1>t9m+%RHYTjDPx|^8gQFf&FS7QKX^b?g^o?cT{;gZ#-AawkHj|nv
zDSDaPL>HWREWbo_T@UFdYD(gyCj-AyWI~BOGLL0eglhcijT)T8?Y*AfBuj)dPZ`oL
zdp<I)aKt`I{h1eKj!rrFQ=;RKF;6D5fBsg05QTC5(b{q7t9#Er$=~v3b37V{eGwIi
z@SQv=Fxp?|OWpRen;C{{Bv_~@RpIRIKEKb)1*lX?XbIC8cVkc+w&S4#NZhy^uv$lb
zXloJ-)}X1AD+|=t(xQFn1>lT4@*;ce9<QQB7`Vy47|APRHW*2RYH>wAa-s+W(pTY7
zY-!>NedG5cWS^MT&VACnp8^64;9CH|IBt9mwN?#J6)?(ny@j**IiX-T8Aeq270AFU
zp%d(9cg2)da3<qG0o*AutkHr9=|4)H$V{ufX~At>$C%R6zAoCM*xSJr8`T;yaewjm
z{h0s@^@H`68XE8zKR(;Zu;4r33qEt_DL0wSrj}E%3Nxw4KZS^to&P<VLo9>M&8_bQ
zSlfHnc;hVV_*f_OAzj0cTES*XMJ%ZC!f%|#Q3ro2hh?m{N+W2u+>!~0KQD*{wLWnw
zchW4%_ALm~A$uLw%Ll$i%1@L33@QFDsisC^6wA(!i%9PU2YJk@$HH%7M;jv`t=;z4
zTY4qp3uM0rd8gNHa_tX3<<58WEnrJY6GO8aiv*}-cIUMH^Ij@Q>+=@=P_1Jzg9`A8
zTf^xGWj3E!^<E(2beRss^&$k;Tum-Wmcqq5cYF>txQYinj{~-6Zp=RT;2ajO-!<X{
z30C-qU^(uBjT%R+251gTbsNW#Io+v(@Z-D3+G@kj*woz~Co@HQS)}hK4mAU(4qB0+
zv^L^sOoG*(kTVsGb04>fC3?3u!L@GAh)D`;vDcHr#AT}x6;TxR4rEgjeHYw@qq3lh
zi6y_4SOr%S_^N4Di`8cqMTGW}z0`J~qvbD1`+r=>WA|InBXZ-O<<rWs7d%;b7t8Ga
z-MCJG&3Ax^E@(wm=JQoND=4X|)MXZ>lEJ_B$tYd6Pf#G0eM7(036;&St@7O<C~eP(
z)Q=x)!Unt0a464_7XLxCg$I6&q?^uU|5%(w<+xOv<i8bFh_^$3>lY)(TOkmNn2~d7
zv7cK-pq||wT@0JQI_jfZ^@Sbtoqdm8U~6<}cpOLNayD8<W6YfNT3@QwBr#TsMGan(
zuu@IUhSB#)r#n_lq&qbefOm*~EL2o}C!w|i6;tBkO{(H@7@Um<Hika~(2HLax-)-^
zdVW?O&UIkG2Jug9V1$QSEo$wk?`O+~u`r8TZyi%Qs~NFs1tt1iG3yQw#jxp%C>>#S
zqij8w(OmdfA$X)id3tTb;3@d4`!!46>Yg%%F-DD^;p|88F6$l*F6-sjUHtgHgT}S7
zTLoOE_};)3e)86E4^6(J-Admoz3H9xtoXmJ_Ydz^cyD>a+U1q8ON&?_aU_rFwxTiV
zC|%*kgo6wpnAq&dP5Ayu5b<GKmqWbP2;c3;F-&&D0!8so)49~g)sF?It6y-Hnu~}n
zCK`bamX1!6jLW)iSW~k1Ph{}&fax4xih+ulKtmRM>wCn+P=yX_!A)QbI$P-w+%#Xc
zs2J7d`FjfM(v2$JlG$Z#wA#is8>`u&_FNDVQAN8oqv24lbn^<II>Oe%WOqeow7pSd
z$hW?nM*FWd_y_eH69NmjHBuMU9@5DMuHI+Eq}M(boGyOBrCnLgJ~;P=3uDgedbF{%
zZP#^KFk9w~`jUaZSm%)79M)<_UqZt$yXWvF(x}EKS^c0cOW6jd3ht#MM=+9~--|lL
zX?2M^=?4cHr1%`o+jqM);-EbK=_8n9+v!ML!W|@^$5Tm4Xc1xjHk}tI+LKM}PxPmf
zxNzU&cKN`cUNSpTQE4&$$9sB<l#N=AQgW)XpM-v}aK|}&({ld?!tv~geaEM6GOmM!
z6=aoA3#1>{?TPMkp&+TozOA66*!^_2xZHhwJZn-os67gEsBRy~O6iz~dD3?-p;hmx
zU9=PLOku={;+0yv_ciag`d>-D$J67G%^ugA*SKV$@}adc^Yx<GmE-~h<W51GS#5aj
z{8@VJi>zZkeB;s}vj)R3GtQO1)UnVZKzx`zXK3`)N8fjy=@GEms()b5me3wTn4e<k
zN{MnIe-YtvSj%dg?sH67#2pUC7o_pp+R7;$et9mp@Oj)`GeNp!&=5SXr!b))&%e$!
zENuWx#z~uxRc)^mUR>$Z0s77a$a#c6ZCk2+f>uk^IC3qu*1%NGISp=}o5+sMth7&v
zPWcLB!0uoV=4TC;!Y78V9kM{I7!a8PEM0x9c;}~mtZFMcZIuO?2fYU08OZa(kO~7!
zSnH|70wQ7csWj(?*AxChE54o%&q6zfqVGK@LutE!iuW4kQz4Pj8K}y9Bz3pZ_iw#j
zL;AbDNYv)8FQr^laJ<}<znV)Io=;K0*p53fEt^zk8#OxB)%rCFRCo}@vDJ^YNS@?Q
zc(WNB{$5a5rQ`0~8;w;&eJzP!rpWQ06qEq#?d${HaeY%$AB<NW%2o<Cauf$YR_MZR
z7EQpaP;_@zvXF?<vNdm8Y`5P%nJw-W9o>l6t93LSUX9dN#v_{KATzL`PA^8n!CI3-
z((Y_>h+kj!Cus%IB+&^eP6Iu`mfS6@e}%W{;(@nkFc%T`ZRKzYl3a<9=Q%1;K#X8I
z{SdUQ-1+P_o*GXyk{VuS`Mw^ypSq%7>1~Ov@0=ze=-3OWn53DkQ<ZS;Y!2J3Tlaf1
zwQ0o`O?on)#z04N4>I)K7+OVp=jMZTv%1k5?sH4#qDZB(Inh!sVi_F=oR_JV4d&2u
zP_9hB=$AxV-V83AU=6NHQ<Z8^^%1N0lY^~epjd1cMU!-gML$bO{%Hk*X_AcVrarVW
z2}ZHPTREa>Zw@62!2*2!n#D%zfx-8Vq!doe=uR5HSem}4=8{LZ_j!Q>tEPbJQ*FLM
z<f=NBCsbBKAfRyWbimO;66Uzg>!_y@hoYCH<ekC@C%Yb*`(scwQME-c{%nw>IJJeW
z?goA`b#MqZC4PTG>nRvFg(UUx9F+NT>P{KIsNT*vQ#UMt-4aYUC00DI8y3M1Wptm>
zR!TUZvz^ia?Kxjz-Q@{$?YK^u3Wmc!CCPvDN&Z43BX3?bYDQ>igACCJ3F#N*{leZ~
zE`{e{#jsvCu1Va1JZ~7zFJ<4}JrC<miG$mgG!v%B7a&!ini?sho$=atDxLMcKx49a
z>&|R1cHOaSvEp_KUD!`+IWuUt9(SzmGTQKdfq5Jk-gSnufHmFH&!-&U)#)m=9%v*S
zz?%-oocV{lMrAG>>#<V$<bUu>7kskWW!O2@xUUm>j5r>348jk~7Y)sJd3yADle1<n
z2iVu9Urq^e9!v{Hx~)RXhGN8$Aq)4Fu{A1sI#hMTs(}oV<o>B~Tf%MB;f}gQ)t}|t
z?KjYA<))_cn|4zqQ}bW}KLjgE_VID5<H+oLAPI`g-wBhvaQNF(2dafD;YgS*^vJ7O
zN`5LZ$h2CqL2`qi?9~-NsV0W1K(Tv4p)iY>$jY98XcgVwD>TC7n7LqC3v<$3>S`$_
z&sv7!iQO&X89G`>0$q!IOzFs8+hU_oMlsyF7@@Uy5soER<qI4#>tn<a8Eca34<Qda
z<mFlJH<1iJzm?0G_>yEbr#xd&eFtj*Bv-!EV6?b}Cm=wL>{S}^UITCa`F&|C*6qa|
zxQx&_Zn~++X>&p2219yZ=UStB_gH)Fyw3-J8ngV}eaJnHOEl;~Q!3Ji!%CJ}ZA}D4
zW^u0!PeIiB%bM};e4Wb6x9`s=WItZoAp9`OiAB+m^H73~>SHP_6-aYb7(0cqpL<_3
zV*&3^!oN}Q@0%MN38jT%mAzhc`%aUG-45_YtYTWheq8ne>dnhe2sl6T6@1MHrw_w2
zDZme~&kCxXUl)zru%v#N5^Mhi`Sv|__uG&#N}e;2z`%k39wM14A!-$eeDMKNoBf{M
z|Mio(m60_$#i{M~8(18ldEvl95hNW+v+94elXSnMFlrA;Q_(HY!!*Am#3LeF_na_t
zW8z?sP!R@CHcKh$378Gz3e4jsLDHFm$<augM|XdhexdE9d=+8&Lc7b;V0HHrZ|ti4
zRi<3)1X`+z#k)-0s@Iqz^W#N$%qhx(W;KRl1r4Z!KarKRTm3;?l?9Da$B6;*3>NZw
zUGhA_3c6EUi;ghthh?@cHw(m%{VQRKZx*uJ;0>MYdG;4-pD`EcniZwXtNoJA$s4bI
zkVR$PPk?;I6TeFBuFV-S7Wx<~K(g(XD_~>KD%`tS?Rx|ntpjpjVV}V%U5xn+o$>wa
z$A=_cu?AE93a9-@^}0}jUyRzU{v_?;Ehg@I)#Ia$eXpTop?a;jLKCx9W2-Rv`U4Q&
zs#y=AanUV8N^6j1f=YbRBM(V<ei`e&UYEf9XJ2PDxO@)d;MO^t_8U=ULwERhw27kV
zSj|35i8K{lwC0a58`^!NEmk>9XJ}Fa50(iHyVE-0GQPHHohKxihEXq=n!eNbxNf~s
zN6@%ZmscfHcf`!ENIfKrmos(Y!j020XWEZ(#~eE|3QDi}4DbDYi53&VkryYc)SD&;
z!`CZN_LQ*5)CQvs;QJTU!ic%fwaa|45mT9%JZ;6&>AzJtzr^Jya!96w|AQ+WAL*F7
zHl2lQW~NGrm)ZUrP>o@f{qu$}f=VB+bV?R5t}K+F2Ht;B?5$W4%jPq%y}2;r+8fXw
zY^osG?AJFjY$!d)5CMyTe7UZ?3FE4v@gVTNjor1JuJ?gIiC~ATL~#>x5<G7;hl0Nq
zNI@5uvXx_hyo%l5!XpS+(F+%#81n)+BvPoUzn6P~9o``t4%efx(H(Ses$$YF&};R&
za%_6f2j+lv9}Me>M60Y4>^I>oa7fa6N@~k*k`n~M&c<QLUuc-ahk6A!iX%^t-F|L1
zW>O)L-rqJoCUsZJphAEsv|+HSWAq|zMzaDg-UU`r@*)S_GI}ldGvN?6uU*T{QY8rD
zQslz?xHue=**nQ)o;pimca$1fmh8j-@lwLN+w9yJzm-(FUI1@x_KH($MEKU)*WB=X
z<n#4;!KiA5$;#T^0cU4QuF=s>{2+7>iIsxq9E^@_<P|E6lMM=|4J%A23U-+EQgaoo
zdjYP*pdi-1W<H<_uUS-PUtzcNlX5Gme&ZE(b0+o9-6tJi-MOZEFsqn?_~fb8REy10
zUPxJ#nTIdKj92}`io|Vr87^pq!ijx(z|j+l>dkbMz`h)JSc{xFaNH$Y{pxYXG+Ejq
zSYoH9r~(-HQ`gOe^c2)81dfBta2jbk<`t9iav5zOk=u23`+rQQgy0JYBAqvNI#UQ9
zGa0>^1Ix~&*3!HhG__cdrl3S5%<E{LOSh{i5^uG^piY7$){_jd?%^^4PMx(@y5Ve*
zq_5JZy5YiR?p{Y(y^t3Q{)#o$omzN!n~NNAo70xGlw;(-_($HOQL|!?D7b62kzO^$
z6?81B+XagpS^CbU8*b<#Ekp65@6{Cy^z`x%U<gagF}mwIAvibDpsx3VvRhw<J09IQ
zjotf&|Ed;PgQLd6wRe7xf<vn=v9Fn4l}yy$evsGrDzQGl#C|_rsctxpKVR?t)PAGI
zX1vuTv6}<D)btklJZX|*v-P?p7T&JE7KvVXigm9u=0H?#)pCb3EGV`~rF=JHhDk7h
z-^zj@V$ADgD7BSvY+&R_=)#NCUX0#CqZd!ImRoHdPFU)3#pLhN+}~X5L-CotmZ;dt
zgP9Ls+~jyh%C(Dj4hE(+s<?BEjt*+wJG>z3`V&G|=C(O0wQJW&yHow^GsF2s1VxgU
zULmZ)UM5ED{dOx4M&4zO25waG`@O<hOZ-OJV+iU?|Bq+CpENzxmOX2i=p1n4!&}vh
zq7R(Lb>jpe&*YB&wAceZga;h%jKz?ft<mJ2u1o$OJyu4w_zS;SO9US6rB2V(!Vupi
z-BiRvj~;Dub_Cv7klUSv5|;DQr<WDAugh+AiyrWg;9}H-`bY3^1ad(2OQ3fEXjO8s
zTj?}Gux<lgKQse&3_W?LQ@y4O^a>3!YrWRf;#OE$Zd{9rzT)9D*Lepu^f8px+`mL!
z_Ib$Twu}&^lW^pJ`{${|inRvqBkoHS+n$tyPt136jjEheR|BLczhv+9tMJ$y*3(DI
zAG{LtSklDSdAY#a*zEFw(KPm|mjQc#^nX{z8oM;)$l&@bqI$)hCk^;Z`jaAid_2Yu
zNh9W7%bd?I&AewdOWYPE5l8f$#>@LnDSR4fg+>+jInHRZCkZq+B&_)y{g#!&qbUb!
z<}xvVCqH=oeP<G?K?0o~5lrfmim;_VMK8#28TD@uRK2d>VEdEix29#OQ);b>{jN-x
zdbfj=9exepyv~^(qTF)`K28&iysD7i8MT6dw=@)UQ*B#p!LRXvfH0h*KKtLF%EdF+
zOuvLEG_lcec|;57BU6kT{cF^BcvS`ezO?fF=^n4@TI1oG&Ivq#{*i;Ghmzu|uOBv#
zZ!ZsG!N_b>TO=2PX;5+o4ne@xQ>B-Cyz5S<?o9_CI;FlE%~4DEntt<Ibcn*GGoW{i
z;pU)*0whXqC((C*A%Wy|)i4Gb5^%8H5r1n0X)2Ryq7pO9pYH!XN)4E#Q#1^m`Rify
zPoJy+j5wGLX51E$>m9^DYUcSEd*gacNPEo|TkR#id`(4unwSr&mol!Nd-vb}$(D)v
z!!H^97-iEHpL5hrFEN?H(;>Op&I{W#xDH~`8Ux2l5_MOpFI)ltezj&jGmLv6D&?GX
zp6&{ON_%hyH3yC;vxe;!#*Q%Z;qFLON`}l_zE+kytgzk;(-cfYRJl$fV0En8KCAi^
ziuTItDEtfIym%%vqco4m^xsPHe=fL0`B#qx5^#;>X_&&lk%W^qA5MYu`8Nl7vPR_L
z|KM9tU-k?*4Sq?h6cn2l&aeua5?AKeOMKoN)t2XfLtB)UK@DpCBfgnC0^}e<_q-~;
zp<l<A;nub68;ojg<G!I`4JS)1bH17XHn+p*A0u_t^oz8&s*0eV=hgI4x?9K46MNn@
zX+{O&E=IMEV5PTHQv-EM%QMWDTdRN=y4tFy+Bxo<`Kzot9O8;eu%I*Mt$Y|W0(*pI
z7+G?1jsgIeh;z`Cq#pTUT(o#x*Saco*Su))PS|}*r3-6HAF=in_%HBFM2F&p35V#L
zOgkQuED}X}TO+j-5=&6cNIWhGJndH`s)-<GPsuHE?zP0Siv=~vjMaNA*oy_F;wmiT
zCZM3lH|b!>ms3(cFusvsB*bF8;3146Wv_x?q^{ah?8VSW!p;omokrey&DBH_8=WYM
zfDk_!OEA9*5OWYlx6TC^^p0N)7W2gopY{X0MvUa2HLhe{Im{p_W8A+$4a&w=H%4UQ
z!<8pH&jiq$blt$<9;PeJiP<+T7CGAt*kbO}&Lp@m9~u=by0{kdUXFO%8%&PH_aQ4V
z_G0K_++nd8we(ioi#4(fLqPNaXFbH8Vzzb^tyYBuXYS&Gj`EaaIfga_8Rsmrx~)Xn
z-gR^ZM{zN^WIDhxl(@f_j&mqxkh4iOma{2ysNtkaR=31ZBpm&ac-%O|KF~63%WXnn
zcjwo41XjFvb=qbD?J&g7Or|&$jk8>txO@5P&L}VL+BqLK(MNAzGWKrCj__YQ_wFL|
zOu%lc{a9&^iR*tS)G7CEIxnBt%^JG1Z~lV_B8W5iUmRJ$TrC}Z4Vn6|zm<?rz-kPm
zdy^$JAPBu*q}#OdV}m=V{-t(>c#GQgaAMIxLD&pMs*2rdKLmMaLW7?Va9Ogw(g&_G
zg`+=8u!H41;_ue)%Hf1`Sv*Wp`iS<O=8w_x*RkJ3tU@Ub{`;G7*STh&gX3@(!A`=(
zr^*qXad(WRG^A*1sP8j)M(xiY?72zOj9?O=(GFK}SIxGXNE<j;24oaZ7}Pbu|3B8v
zi}9H7C@|o`Vs{32dTY*~4)WFVft)@6d$BP7>d3=3#rnlyA`UahX~JXPqlkR_IoSIb
zcyv^Y)c;<*!1<fKUGl?-ziYseWC~c^CDkq#?RF9MpWlNK#|Z#CH(t;<H^^nOx<o*)
zFfnfH^89;`JtogEhM+8!C_OpfZOvoKq08*y|1yYLFv3vBt_bCDUEu^_N!_BoH^|R{
zH5~#CzY2CH%Vu|Kx{PzfubyjmW;pL=;DplZF|BHj`;R@#|L30nk8S)Hd;UMR@&CW)
z#*|<aDmI#pZ;b!zIRA@1{~u?MzJo6Y8#I>UQM?#(wAsR_kncQITM)q^0S7<~2aP+l
zxL`wC2m7EE2l7cIXF=fMsswDagC9|#lLyz%dA2~51obaaz0w(gGjL?xnlz-&(}{#n
z4}ycv92)5u0GLG_vQq)OQ)hQVpEald_W*Zdmmi&4IN??u0q^Np_0s(}KT59@x0FuH
z94uu)0M~-KbE^gcB+~(IV9%Dw9$G1k0gIM!nKp^wQ7~f`HZxJkD;a#9mzo<XIe#uy
z)BBjbiwGC0eU(s4yVi4gays;10PV^5IGcD|CpVv#iEnAfZ)YV*aIClQL{UKV5%M88
ztinp?sc(3k>~^1${Y0hH!LABVz=Jzuy_(-2(~_nC)X?zwYclKJnA7-A(EGpskoni<
zwBNc7IdJYhD|Mi4uiUOKKGiFY5&)!+06NBX4~oe4>Kq@=9B;4Fvp>)TnQDe3PSgm>
z-2Au)zaMn=Z`D1ff2a1h-aJo{)H<H@TW^2>XEr8q?E`OQ`vDoe=bk|k3Xu5<pw6ij
zbvW*>LGeTKR<8p5s`e;}_Fp0EBSnk;?+Zu`#nA{%H?SG*NB$M|*v;)-yI<dOf`$up
zRG5WQWU-%n{68M^R~>D33BL{Em%tQ25b*-9p8iWAdHk>|9^VCH@w7ZD@7@qi!!I1H
z1J0@{Xx=ER|M8to=huGIzrfj`z>u4~&1TSxyDYGGSrUuT?>&%1VN_XnJpO_6e<KQy
z$_q{F#EH8=DHiv9E>SFi5DrI{c`b@;LQ^~}8HI&kC;yx0yu14Q8z2t_t>LU)%uJpi
zmBU#Iz&IcTxDS(eWTMWseblFj0`C98F0@xpzhQ4a{I)``-M#`C6{{C?w4s8Gf?~M5
z@&Sv798>o3>4>Z-dFf?4^xixjtXl+QO-8?^qJh7ALXf%p?_N~nHN`u^ss`^ahD3<y
z78;Zk&Qv*$#o+KjmkNVegv}<$-Nfy<c@_Sr$MsbJB0$`Q5r-G{_JK1&OuwlXU+$Sg
zO2V}Fx(%HD_i}2{=Yw(_D?Qi+=$Ci20${H+W&^H|N?TtGk>aug!4pF?o+P>a?gl`l
ze`Q=QKV%oP&kmw&V0ccHR#jma2)!+Ny4bSCpNn^6JtQE-L-AkJ!t+;G$14UEmZv3v
z>}98ONI07euY*_oYf!`<3(tY;7L*Ro(7ps+H4f~sa0nJa2kQLwe@#&}|5^rZA&1w2
zEijq2JHZ{&e7G=SMlC_8C{mh`FUw^G+!0MK8P9IQ>@M)nsDbw#^lJrN`~M%>gL20)
z?FyF}vttSXwS3iBzSZp{%a+gr!!q0D8B{GnpaMkKZ2XQ9sK$W~A6cR5*>^v1CIKWY
zh=@Hp*u8_Se&jS+Ei!Qk=)o<M>SBt&qVm5##aqB_E*3DWuRe*TNmKT4*yw9Y9#sv(
z=p$`Y_l}!{S|V~V9dyY|Bg~+K8Y7#Ix$arKp#%_y3gF<h2@w+0edw)N{1Jmc5+E2n
zqcjZflSYjFzuMdX7yFvL=ezw13q}->K!+;67o!}awx8iTc|Gdu{d4R2S&;*1PzJP5
z04m3L!~xJGy%y*uwyak^d0W<ZXQd#`mvFlRpLVvY*R+Ye_+JU)qu<@BGWvpM^#;iL
z|BtNx{Gg*D2O)0{YQW9Wfzmao#~&}jJ(dUHK3j_ffC-Qj4hC9(m|gw2o@AHS|1lW6
zaa{;pS4;WR<$eVpdCwIC68LS_C2NISqcdi}XIkuw_aqJ%2?!M$SE&bpuWa8OLi>d~
z0oS@LU2Os6aeO1`6L|b`FYUXF^e3fH$)9Mry&q1wVYm!YE+>Z6v{qOD>fZwi06CvF
z0Ge=HVXKLTXQ`KV$9todwZiQhGoX$`>37bZSa1RecW4PWY{w9FZo7VX{=W`BWM~pl
zhMrvkI#wYMU;k_JR;PYe>KBjI`;-xNKAc6Ol!}ZhhF(ZaWzT=W`w(_#f<_u8u8}d{
zFQThM-VvbDHCLtUE}{%>j&QpEI0bi^X@qC2^FTiZzcl$HbuD1^HfZMR>Fa;;CU4~r
z6&mVb+IrIDjEl_CX5hik0PXPlM|5c4{Np26I7O(Gt_224dn{#uW0kA0Xgb{>yvX0H
zA-$X(jqYFT;O5rX1`qpi(>f>Nj=nnBln<~rW^lz|YV{r*5CScIQ&^n3<F&UoCyECQ
z$l!VanKV+Hv-W4Mg>>DCD1905kBZlWPk4g$&?k}U6Ap9s{iFBi3&2APfbAArwp*(u
z3Xv&0s}m6EQqNVR3dgbgkOp7aKRO0|_{Bq~&_Kj##c{m6U~ublvyFa?0Z<TE8@e_V
z&}@yA_&D{6(6<^1;2gk4EyI?7<N!&W7?-;IU^7_~(~x=Tb411KKeJ6|jf60#Y8crp
zo-6Vsi&#Awt`Na7Ncqlx<cE)#2brdNj=$EUx+zlWDg-o(fpfQVF^dP@9J{>-EFzqq
zLwxC(#+!OzbkGo7TSSE!oA`Z}v)9rrJk<GOGXP2nm@2NFM8~8$7kU+rWs69jiZ-iS
z?(B3`lkRFu2?)>CaRQhjH(bfd4IC4gyIQfO9AIz+u*<H2zdxH2F+4%K8gitswIJF9
zgFS0v_#8aBq;t4Z76sIx5$JX-u%U623~Co|>^IX1FA)%6Mx7QQmZ-`+%izk_`dI>Z
zpsOIfQ|9@3GKGra<&K7Aw3Gh(h;TvNHwR?@VKXjD!Av2qm^02h2`coV#o*Sf%7&Cr
zw7Jc>J)9LigggK(CxQ3z-O!>R%uD@Xt3jQ_=gn;5^c=orMB*F9ZSc9eKrGSjXFYE?
z8vSFYbaJ1^n|~Epygc#_X<7%@H}g?GB%G0{<_>@4KYwX<%4_CVWzZq`=xw5`9lZiR
z1zNZ&Y&zkCyT^J0JtUj9)A-mmX}=U$PW9|S8@o-RHs@;c%GiguZ1=4{xPMe@n5r;|
z3^w^pC1hR36N#y9-!SAad0qX6^v*%6K>H>?hIO9G6M}9$02PVLBlzy5EGAtbjRqAn
zfrmBnFMu{&Grjr`>wKyXhS1jon>O8XvvwigxE>@R{QOo*!m99Te!i;{Rl8>X8_F)=
z^?pfhNs)rqgRr765ZIj_N!$e#u&f6r7r<~8QfGqjI%#bR$k+w;2kkQRA9(8lud_7`
z2aL#<KgIQ(gmwGH^$8a=snTU;El1RUeZsj;aKY{*Y={B?k;zr2S7fyBd!of@MK$dK
zz{~{<JG6u`j^N%BTe5(?n=UjgtM>qece(?MM>ZbVyLe%`_m5;9Mcn2eyPz6&HtmP<
z=S~D@S_+?1Hn;({f`_e5j+Om-cb2Zcx)|sYFk7#u_cm}vM**U}TL;BrEbhDsAP%?0
zd|Ufx=f?ZV8JcO8sFGhGqvKAhDIO_E615|c+|mPfHV$^z*HisBJI30`!12u^b#Tl1
zdROiNPo^HMwl$8;N{I>u0y}vJ#B^sjs?}wK2nBfqW_%fFlwld)f*pmtYfi55uvs3+
znFdi;B5Zk}RR)AL8?qv$?ej1oK)aeFT4vYVgT({gv02z-HS^BgMIV!e7wn!yaTh7r
z1?Qy)jyr(XhR;kzx*K#R6XgSH^(!66o-Vj^ZtqmDTAuRR0^*o`)U77mkPX%|-_d(z
z9D@+6wf*&Ntd08M^iCE4>0id>ufDLJ<q&uLGhX2U$_+Cgokamf8f#n!M^-^`-TEcr
zclH$W5V$9^4ZwE$I#SCy&hj{Pv{}q=rOEk)26B%=@V}Dr%+|<;9is+n>M0sC9)PzM
zRv^qdQ3s$;F5xQEuPaL27D2~AXNtIl<0fB_d`I1-+|bQ4nD~|RBUabcE9DgSjP#Hu
z1wo-N0%2mw(q(k1Vo7NOwJ?Vh6zf>@`*1!oJyve6M`r!`1hKC`hhH$+^xag38?H?z
zm33qx(JFG|+k@9HvAH*XTHQU}7y-=b<x%5HVby1j$aZNyw!_lpAYfq^8x+neJX}cu
z0ZtjG00y^2y2aWueR*PGS^YnT3AR&Bc-FBZ3&r<Dtau}x3bil-txb(d=Vqh`0jiVR
zJCp4TC!BhHV*n!5c8axhthWZAhQKvRhJh)ZM11AEwszBQ)xyZQ>5+@u&s@2i=T`Cp
zla>;Ky6J}7!nl2J#X$cCj@NnWvw31Mz<rhX0X{M;XI+U=PFMd^=68nz?VRg1X;m|U
zbx7UqxiB8W+6@q2?T5gT^_!iAoz7vL?jNww3<Rf>_eqjcW@XBA!pVLhTh(xV&;|uE
z76<i?O=53eB#RfgH10nM0Qh_25e`LZ$nQVa|0G~onr%OVOl^EpnGu5rlrY{3`%lWU
zX7&V9nQK~_b)R<Ksr*JGN?q^<=W;dx5Xz<Vk*LN4_}Y?^vY<fI_!_sh0T7(E#NVh7
zk%f}r@N^eC<BGTvI^#ei^^!EdjwKMs_Wk`uWhj_YKHt+W|7U!<+pAcawQ42(3(4Y6
z-;kcQFIzvQ$`982Kus$;#C3x_4OIm@J3r}`L~?Yr@wrELP87}n)}lJWaH@{3ed!iF
zum63BUmBcBgn4?&xfHmZnlQ14d|2Qi675sMjvEJ){vx-s6iVqD$^)Pw?G*wm@;fyV
znCv1U^pU$@kfBU9HSd$p?ci1>6{9YY=wjq(q{%b>r0A!B0F+Zw;5tmw?|#|m6;c7+
zQ#T}y=(SFy2Og;QitgMi*dC}}X0=q>W!Z5m@EE9?_EjUsnbvyHlJ|hz)DP=u!&p**
z60QktuaxzM`mXS&c|X#Zd%_^nW72+OB(4}VenOoHI5i0MpU^<m+g0_;ZhaHD%CPs~
zYz0*05<j6<yqq4Y<b7n~2j!z6K+l`bxWephfo_U#AzhJj&kl4&E#-R+X{ju4$$;!q
zQA!H{kfPn2ql_mpeAvw$59*x_6;8L1X{#9@e5!!y9h{Yp5>0bxlL>9JM|E@MC2`<&
z4DDV?W-BcK78?%Ufqh5J%>#;SI)miwU!*-;6aujLf|F>Dex%EAVN&h(fSQsF<Kn5A
zFIFOJSAt|6$6e=#D$dj`0w>6WRe6od^CpyM$@&N9Y{2lJE}^>T@9B3+LB>j?D|GR6
zBi;o~&Rw`THL=(8S-~-~`%5I3OsD`qlM`FFg5xcKK}D1#Z^pjCG4y+<-WJau$*o?m
zWTN>b=242HU*XwFuWeveDN<@IJRW_Dgm-j8eTS3x+HRD}X=#9-T<D<?TBhxaS3vlO
z4YCgfiI;IqKCkImr5)yvexgIx>61_2|LgDx=tEnv9wBn^Y)w-5J{IZ~MtoTHZMewT
zA!rHE$=}xNq3etsb(X+88y^`hGL~r2bD64z90rWmg}&DLgosE`4{g6;-Gn}-AY|w^
z$X`^&>(W48^G9Qb_s0A<kF!TB2n|Y?-Odnp7rs<?A1Yj|oM&ZnTDlLUN^}9JZga1_
zrQvR`46-VE88AONDw>_udyN5lDqW`Z4b&SKAu)7PR^ZgbnZ99HhtL|5_PcL-Tj<_#
zNnJ_0d85CNxWe57cnP#PNL_-%VW{MpTd@nDJ0Ow>(H=>qiD82TlUXB|Fx_2{<`MKY
z*U5bJzC1R3C3#D2bVrW0RBFRW_Jm3;B$yA^-czXI2d*|2gIUB-ro}zZcug(z=Nt<P
zTg8sv+_^M*&1VI<^YwADAtRTxu2)E2-7UW-+j>;Hp>k(-OdW$xyp@aRk)jMB+cwV-
z=ab*3l*29H-lw?mJzQv$@5Q&v`!#nBOMlh@%HW~wp>r)8ge|7qzwpBBZgS`%O~!zm
zVLZGAGDqvWNd*Ad%>V>8<Y&hAoJiAq&k0kjlXPBTq=;@PT(9U`6>ueJ<eT5w%Pcmz
zG0JWCIiiv<K(h1dPHA3S{HmkAF~Hn*#p>6|kc1_oJ8)g>8rlqsbn?`1;I~GtqLw?g
z6yv(RQ-zc&CI9@OB9RgSwVgd2F@Z+NN8Lj-w3Zl$-l^Vc@FhLF%?fU1_?j*YPTeVJ
z&7^bux_3urF}IU9y=E?yV*si2hWIRx!eE+0SIU>~Hv;T3(&i%ONkZ8Rbxh_2i!TJ2
z?MHIXHSP=bAONP2^Za`_4cA{zCF_lc1p6f+MQ&~KsE5&oS_WOe3p)DY;m_MODh7c)
zZ27eITt!uy?LMCgq~7MPJG}wZvV4uxgm~{+V0sF?22}Z%r8=eAU?i)xQ(WhlOqhQH
z>QuBV20|qob;tw{E5+k>r-T-d!jK4VUl4i^JCHc*2c2u<aM}LEB51#GNhhEVP--K2
z%zF@~H=QWykw0`4<aO#&a(qQWA{C{Za}vzpPHM|0Y{w^oRNUV+y<)Q_X~2j55k^1C
zn^nb6{Pc@h-;1{ZK?z^f$0^b0AWtjhq>_b5Fb~4jngE}B8t5XjE;QR=<Wd{YOsaFQ
zVunN?_I>Y|#bEA>T5v5q_XR9Z)p1Iw$#!Gd*u@7J$M0!=lQh;%poqrqMbs5QX64&J
zXp3qlT_LD(*lJ0Si_Zl5dk(-L!b$3L&`RM^+8{3%=8=h`-<}7cZdp;k>Qxv9I>ORz
z8Q&HOCap{|pQO5XFL+eHI69P7QJ9k^gFJJZ;CyzOka1-<hqOn2e2{HG24Vs@Ukzdo
z!;&McC3Y*|1I(n&X#7obIiMh^ye)qKjLc{UW2pHs%g3oS3`qH+(P)P@tiE~C0yHt3
z5RLop$FRfX|Ew+aeL9^CyTUIwA0AUaQ~d7?#o&70NXbX*z1?mf=_Kbun6}w_q}f|{
zRaBM%yBcoz5vT(wIe9RJb$w#ZV*a|&Tt+a%rctG1l6yq1+P%%|&*uqH*BW^?P{PE&
z4jknXVl-P+;Y@qyEk}AGj~z)x6@?vy$swR{%U4bvrvUmFyhGlzx;4<z#ttr;<$Hr@
z@b>gavSNae>9*P56Z9y4`2kgzT}<*lO4rxhOjp9+MFb;VKGUs8FY~c(;bN<}WLR0p
zWSzzzpfu9ueJNY1{WHZ?bIEGE3=2YJ7Yek!tJ-lWUn@UV#B^Nen}iDz9o63&Jj}OK
zJZf-~aldx=pOE#ngua7h&xtcHzD3YcSA_8d8lYLlPJ;33Yxk0Q-(hGqujh+BAHAGx
zk!;Pu%xNm=|NSrAj}L$ImRm;s;IS(HG5c!pO-oz!i#d=)W-{z^b&iodT4(yHGHX)X
zd}S-D^#o0W)|UtK>>8e2eRSDs12~3*BV4?@zz0|cIf$N<vILUG>7^Ha^8mao7xuOm
ze+{;svVQn-mR^-Bg(Ecg9!5a*^2d%M$)WBm&pjkJXUX@N?#!RI`kdXV>;AXTWlwDl
z0pM+@@VQTkz~|qzwcAh3sr@+{+6?T1^m4`3b8krZxqgfV0ainxnTg$SN;~Aia6&(O
zR`cdL7P1wRC>T(lu#oCYC{VSzgh~e<^EALNwgcF`C?y7|$5H63!2+l)`Sfu20BfN?
zQ~hj?G^?kT&q=Pu>6_II`hgmgWY6dGmvN0DMF{#U_pTCs`eauos!-U6%D+>OIZb{@
znRt%b+(uD#cv=!@-M-N7yKNV%|2@ej&N(7!ZpiC;%T4$l_cG^$PWI0i=8f(Noin?@
z&SBZndbROrQ;n<q1MbTkdxiD-t;pfAbED5#92*gTrT{+g{MdE%&1$)n{ZdK)vC#G1
z`M*vXJkeha++FHd>W#=yNxVnX&v;g1FZPD^P2G%^Oje8D;y8b`AK^r?aYlxnlPVUP
zpsQ4$3(IS~9`U)>>q?(qpLka5A;@@P>HA98rIC>QAEEu|pyRLUa{;F-E?lm-`eU4B
zCF=R+?H%TzjPr^dl~*kitSm7%pC<g+{3)V(Pek#yWw3L!&edC<X7YBylPq1uNoP_z
zheL(Jow`zJpv)6yiKqN73-I2%$GjwB$@;*Lgw>~_`U~niTFZ+3$4GRmAe&Bnzu1Tb
zd^`X2Zn}ek$5LMtu(&w)ySXpRepr~mhEIsrtnBdB*u-B4vOb%?PeWEjJ`w*y#!kMO
zwSM=WehFM{L$4={^c6Xcdv9$PH&HRlW}w78LjbYnoAA5bbhH2C;Tx1J7v_695JJKm
z>r0BXH`-`kwq5%u)~=asp)uz@%DqqF>xfQg;(Oj+%Q{LK6cjooH-vV1YKx=yJ7&>O
z4<^>khBf>K2v#_9Q<Py8?-q5-=!-h=`K#wY-Ps-$6`@gto<6=RU+qy|(k7_aakk^P
z_E%anp>59~$MZ80*~pBSD<JAW+_ChTiQ}Uja^Yp^OVb*k$L}4+p3jTYq5|dKUpX6N
z70X;d&J0XP4jJKZH&G(#wvA@HV)ZlKRp=+5n>=t1vMC)<v-Q!EtjP2qi;CUn?gxO;
zsC5l;?*p#2lD-e?1APy9_oBRE82sRA^{Pu9;lvGMYI<OBQMoU06d_>N($GnfiL}>R
z;lxiKx1WFO_2LrD1GPX!&Cu$yJ}7Y7nf7xzNf0AW1};Th5qVT)9Yidu8dBv?z1+D0
z607-v0K~thCxKKkTq`TI^sL|_8b~ks#NTjkQK#Dm*;7NVfbD()2(@aTgf+!8r^tqO
zsX0QmOV^p1fkR$J>DZN<eM2<_Y&O^ES_6nF`1;>x8At+-?f=8mdB;=XzHgl4*!$Rf
z9b0BN_MVv`WOQt0?>)}3_euy+%1$J*_bfz(V<u!oM#`q&<MVyJet-GXI?r=o_jSGR
z`>6s&m4D|9i2u^#1uvz5gI;`~7>f8nQ}oxb6%=bzP{IFn9A$K#|J|tpxt;Y5$@z0q
zjob`$k8fmeRJV0XhSIeK_=_8`fS~0kD1G;U@-oB0BQd%O8Y`ZKRs-+mF)NeZA!rR8
z!@5HMJ_^`v7_Pp7L)-V-?yv-6>>k}jb~o<u`9`7F*B%tkH28+oE+rA=pGh~?g1$xM
z{g%k#(Z37AyTtWy(2Q5?b^nW$1lGx4-~$+f>l&zoNKpfZ427`cuO-AxLmX~KptH)3
zEC>JNpD7|;Mp77Hkca-6(wcUA(^(#Q_1C<~t{?A;QB<h}SkSlR`p@@nUZ0)WPdy<P
z=`dOf-FYqWsHHq|uXU64bz%KIvpVY#-hzP;&YVed5ZAUDy#f2wl^!&CEZi%OIG+0n
zo>Q18r@FDJmw<@9Z@}@sA4_Jfn;ayqfxc|8){UobUqMgY#9U|e9Nl)dQTTUf%UFvw
z<mLTF=QKv(ns@Qq-33nO>y%fkz!@;VNv@h*fs6N4((Q>a;hH@#a&*rM09aKG45awL
zv6c~N3jhvGCQSN)9Xj0+a`g2^cL21_L&Hl;Q@>c&Y==jf@9xXQ>BDCW7segIKApmi
z4}7qF6BHcYdoKN11Jz<`?GLbAzI<vmOr`qQ)=+bBasq^6?dFIJ>nO6s??zVFf0q-R
zS?d8E`OCiz;EuRIHJFXEL5J|QV28yO5MPD^UiUB8w6$`{dlm3M3Y`C_F<P!)_>MJE
zAwi+{-NP?mfy!-4btFf143vKXNQT>{QMD=mYn+#>-~(a$<71xrHXr$ASn!{}q5;o4
z>Vcyhv2W6AI}!E9{iEOUv3%&?pRaB_qRzab^#0bj-R}m0rhGGed1D*<{hNPSX;P8C
zEEh|9@py4Q#$&Q8;-Y7Nhw&IT!t1WE7_}~baesXlSX<NJ*R8t2(>!n%%rHuHg7<`e
zxCEDciqiodks0WD|Fqn%N1|90Fs7Eg)+?bx1B1;8QB}a{zwc!jD|QO#!%EPi>31Fu
zG0o3V@TBg8OG^HS3s5XotWlRfW|RK+{1af@x|Kk=xrOxHkNx&*knVx$jk*g3pCaE|
zhB>{=w?*md9exv_Pb{Tb!w*z)J!gCO@%;$>BEWd`{pB^25O8<j1k3Nfjf=WW6iv<!
zt24cEYw6yq0@d@(KuXG8`!v)-uH{6f>%&rn5KrA8#xGSL|G_M{2?|~bMuHFc2cB@=
zA@13t{a^3fSLkk^K;)RaTKtpmAm1diDA0@ze|~kRMl`ABQ}18vgMQoJu~Y_=4UC}2
zpHZ5!^lJYl^^4B_L7Yd7-{MlhG2#%o*fk~wGTcrb*nxcEN87FrX==5wm5cta^w-gn
z-)};dHxjf{PK?r?wLkJm^B3xTp1;5NRWRbT`g@fpuPieK^sHUU5_L{TAcOoPo2c*g
zy)Q0wUwsUs=(dVz7+$R){&K8WOYisWA~iC2gd@S#GS_u&r8SFYdp%0xhQ0d<ez&PG
z{N0PBm8jjx=P~IG@OX6ayhFN-=5UiJPoPT}Q5yy{op&SS59u{_Ux2pE$Qz)C;D!#z
zlRQEIAK5g6RpH%>bezOk9Fha~>NfC9%Y4&Pi%%KZhrv<<WhEvFk~65LPdG`(!Hvl@
zKqlp3$1sy2w}<%q`Hsl8x?q%jt{upMWL;BYiL8(Wc55FtG6p!&=4FAg-+SsG!pZyo
zv52ixMpOPc84}HY0E{_#8mZKW5Rw}s@Rxi4^C!W~QoGHhZPBPiXtiTfIeeW1=Q91G
z{voFRIoW59?R2-89P${Nq<X~crGYXNy9>dxI?ovu@fDd?s#Q2y#e>M+=N~SI9}WhL
zdrZpz!(YoLy|J1-iX3gT7qdntpQ}xe6-YESi0HO#7BP{hjv~TJf>#M66y>$WZ)}Ud
z7!twCN5Ghx&w5NWQ#)QLT~lx80sl_JON(l}Ne%+v(i1qYv1ZYaT@f*L<6tD|Q+$rO
z@61=;Z>o-DQ{YUE?N-nH$Sjwul3PlVojsM?7rSy;G=zLCx}PUx`J&i>{$$EBm;$Na
z$JL!cI<XAyHuaA-GqLP3CpUeIXX_7IC*stj5&D@DVVgESy3Cbi+ouB2%$qO+dZv~q
zgpn0w;;dS_Z(k}YCva$w#;+AN4Vk@tV2#%F*#j+B>qPby$rkj6A#K}z`_UA{IZYkx
zbL4ZWmn7}3M7}*+^kdTLRPeGX7R!=WMZ{Sj9xoyk5sKP*!3TZbP?9FwiocZ6lvh&w
z#W?fZA#3?EYo3BoRLXuF>zGV~2$62(!6#hwk-MntBzwU8!-|JCJ(@3q3@G4fM}>~=
zyROnp{yAh=E7rlch!C{ci(3vVD$n7487y-5@L!jg$sg?KZdKK>GnDkHZ;h&iLVEkR
zUSGeA*nK@l$y8sW9&{Ubh%ZxxoeMh@qZ$J->stj?(+Jp;`ezJvl(TSm?Q?s>czqeZ
zt=IuAv}b+D0()-cPxK8ej2~y`r<x%dn5!6Zz9rV<2FDyI50jQv(loyYh0**bc0?sb
zQH!reD7vVzK5fFXA#B|gKz{yfk(lC<5%MgDtWQzN?0dA$Tt8>VT@`Q1b3NJZ+EELD
zKp!7+P!U-C2&1A-mM^7P2iI|JOn~J_;nsDSg5j42jKkMi4q+WHkkh<sF5n8&@plj@
za5dB{@dWXjuFJujEP|riQrb5r?l3tu+4RBE9Xo%GnOjr?20d;1Hk8`*NNb*>qk=FM
zF?FVv)H|i#9C18{N_gA4r!No46KqUH>J$?YW4P?4C4TH@sj9-KF$dDf7zYszc7-ma
z|6F}e&Wq1;M^=Aic4O1oLwY(V__s&)+4Omt+?efi`DVTV5iRuK{l8}>?-E~(q((6X
z?zO<fTW1!giu(=zEEoT<S81w%*G+HnQ@5zQlx8yd5Y)!)zR7<x@PUHPXOPC+)kab1
zQVcob%4%Fo9{F#f#b>SP>>CNZ2^N*DC&I&nR-nBQxTHGuJVY6hcm=($pm6J%kGUmN
zNuYG}Ow5py;U+yLAf3H+gIfnmgZG}+6hH#Md_#0u`F?=_Zl3()S;z*%8xX(R0!!r2
z&bx$fW*~Nx+rQ!9f32JqzQgTaK@)d?#zSiRUn?jrot?+?ABj_dy=KK$GJMm}{RN#z
z$wy3sLnmNVe)<VK=<0ay{ay7F?G33jTd*eOj+tx+X+$T8T!*b1?BnQYZs@03P-@?>
z+tr2GvTppt0Io>mCfWTX7HnE|cd$^}%Xa4C&J&?2hi+gzJ@XJSt6sMWS_<G-l0f!g
zz486=Vdj$)*y3>>=C=gYu%j1n(`=~$=`z)ReZFH78SggGG*2^@|5PC?aOP-H-aSpt
zqCN0+&<YCwrvozx%51@EkH7niM<C1G{syGjPk?!h`t<^-0t83cC%GSwO*%ldyS-x!
zs$H$m=N2D_eQ-|@|FDpJ^z{IU=AyshAc>W;xd8Y4Pz{JR>7;5^!lh>xfD87C>9*^n
z!LTB56*>T=6t->9U_aOagq_q67m!E20TItzr;nlF%$j`oR9f;_(0oFWz#YIPJD_}+
zw|Lv#5(L4=UIftIGwJXBx9`3IsD5br$<OIKpCUFO=K`TjzR`dE06zAd<*0eVb78xe
zalj`-_9vghGFs8^;@A7IW_l_2{3nDX&(%W)6k2~)*Zeuk;?fG;9sy6BzG8b2dG@M{
z3<OnnGj7+zz?ba+<=gTNjg;$TDJp16gDyn)4CI{eI$FVRQ(TM_`V+Lh+k?0pF;f{g
z-m}-<V(U!C=wbeeFa``(%)Yuqw_o2+b_Cw@stAxa-vu8JTi~T~DhZ3PjBsUqJ?Q{{
z=Vb<$qUR6pgvZJ}@T;j<_<G}}OFFE8f_7|u2=Xu2h)(S+&huwVzyLjODor3Ai%<lC
z<h$kcV&WwQ-Ao+k3@H#9c4n-c0r}neN%2B&p<uGC+@SdBlixiDKmfTG{s58a-ufv>
z4kjH?3UEL4&Uom6;j<&zlekaVZA7x36$Zts3K>?Ots48_g{oWCpAr;c=YpXEYg|Ny
zM1cl>j!iGN_LkarI@K}A3dFB>U;ea2{c4(hXOp%+_6hv$%(|Bw9JIWEVPV_Wck-j1
z4Rkk_QdED+Knc)Vpp8N9+2fGor1y(u>0msch&-r!u(=5|Lg5cTg8ug__+i^1YApJD
z34oK6a>J568q-z#g?`Ohpl@y(Zbdq&-R})nqHJho9#O4&u~>~vMaHIyrz0<Qa{hdC
zNptl4og?!PbUM&TR=JOg7rRtHWd`gNhrY|wA6#fOxad2c9(=b2pV&WKQ_rFmUIEm^
zGE~<BR9@b1<V-90U7$1p8FF%F-IlHqeswtxG>`Kyx`rBG13=`weGjk+5u%?nuM2C!
zi~;>>l)(fdxj$TWa>oJwrrmX^;~DuRH)i9et*LB3(9Ru)Yr|p2tD(X@0K@yMm?VRA
z=erS<GnNhSdC?O+wk|=_b8E<1BD6&eKpEtITxYp`iqO?!s@bu41rn?W-&|H>Z$eTh
zuhqX^pI;_DvE0@JnJ8lAF39U<j~@e|E=(<+<nV?WcvT@L3{0E9FONIi>RL4yu=>}*
zr*`x&mk>te{7u81e}$-vrzYV9`+%mBqPwJSZ&!#@z&XLX5Dw(}H?ODX147QfN5*BE
zagpxeYJ9%(7XM#to+2LsI<w1&C7DRlU-<c37Mj>fTGcpuSr3NF1Fc*NfiYw5aPv|V
z+S`x5YO^J*P0=dQm=eCQN~oe>#53J5^QE62(a#M%%BdE!rn>)X0llVIqNq@l&AG%`
zi5UO;+?Oc#VI`xQ2EB=ysC(sv#;mx&#N=Q($i;yU)^Y{3cpcL9*=BrwHRIhhe$U*Y
z{IK#1oNqblw(;PQYTR4_KW`*(v6M$&xH^xKzHnt9k6A~hxYjhMZ0+2hsa>12u?By`
z>Z>%*6p-sER-8wg9;_}_As>5!0UurS_8;>mt)tQIFSBW;uPeKD+p_P2GXN2+5{v4q
ze5sj0Bp?_GXqwQmZy=d$`%u%$Ge+eokxRoCyn;=`<3Cgh-V%JGr!6lvIhD8vwex>l
z+Qxg57oxe@ym;^8oy`(erNG#Ioxf*}ED#G3OX;c!Rw@5@<e~|`2!rXl#)DE$5BlGk
z2GH8GknMGcJFGlbZ?^O<!QE2*?`l7)ji~C^nW1#Ue^?splK<8!rL&oRS=k27Mod(C
zJfWM2jnY)X7D>N#X`dJk_xABI5CK~!Rq`yFd0!A8q3ayJ-<)6VI8J(Gr!Pu4k0o}<
zHKW3MZ4(=m-<!8RItv)$+ruqpuyC2{$LzJa=gS3orf&|k>Al(?AR{vNA895O=XbR&
zjBpbV&e$tyZuh!-NE1Ts#J#)t;bEcg9Inq||BzGUsSQ@rQQsI1lLNNG2*!8P47*^A
zG457E!t1^ENX&aq{Fp8-v*5YzhW9#JAxNanOB{j=-eVX4O2YeWy-&zgcpEs>;&;C?
z6o`#jbb^55ZQHicgD&eJBCjvyX?sY@<057AiVs1cA_Yjt@_onbe%xY=nRwcgH&||6
zVZai>R%r?bLm%3{@6`N!MrE@N7@z4SPCaSg>bDL@x6JFTyH1#8RHlRK#QaJo5SUX8
z?@Nf4D2s0Y*3a>8rG2tA*W(H+?N7VM6-w8bkBdc*Z{ek*n8jJHPOtq@0n^__$Q(Gx
zniY<@MjUtB04ug)u;2LRg#*Dw?PXxG4qmhWwNxOZd+4bmrvE$s^Hs$_uU+A9;YVr5
zhOf$QVY9^U^mLS!QU6{6St{9X^dmLafjES90&wkJL)5jz{IUMY#zti~WlvOY&v0<e
z$re*J&pdS3+1ka3|A$dt_=~96=BLwcBWSPMI9W0d4_miXbrLMwnmJOo=^u{(3dEl`
zM0RItoJVLCmgfyJxS!ploydK#m|qqtp*TsGNi5a-WQ;Z2^B`5^U&jRq8=Djp>U!vP
zhFiTq@K<aZq||m}x~2@nPWFmF5BJ!5t@NOt*Ukz12d*N2r|8S5q)yzJOn;qZr+C0F
zKEV;3y(s|h(fn-CpXHpDx|i3WyZf=Boyp1|Q-sknX-Pp(h8`Li5gq{+>~)n}Nq^cF
zA8s=PDD=A~Nvecl#i#kP07u4WO;{^zLDl<k({0}yKC%Cn+MTl5iu!j1I?ihUw-uA$
z^Sk>MS*#Riffsk4#qy2Y+Rt5f$QivnL7ysq%t5(<J*#9U#3k;3ygO&vAPeNUnODbQ
zJa~_7;+R@l+TmYvq~@jQxy;2hh=Ct2<zn(p8zgR0zfAN08U6V2WGvOvL{K~A?MF*(
zP0KBS9K0o3$?7fNFgI`JfQMROCU&WD6aAdVs&Jp_D`tR-S{*9{#3(nj%$y2zQfnZE
z>I50z8~;gqGFRp=&@bTCcA3Wx6#h>L;<=b@=#R8->(C;Y<0(fGxfl}P+786^XMW@t
zavc_WQtd52QZiRq7-1;;BwH(zeGXDaSr`nX@bit2qbzkoOH-vSN~Kjp7wxoplF$Rm
z>IAlH5~<&A$b5fXe6DyWF1oXc)Gw9ny>YS4K)h4~eB|L-VgnrxuVz=NV+w#}Oh54s
zxzZaL!uYX<#SP+a>a$!40RiVIc|p=HiLc&1QEe~6+UHU=GY2=}<c93W8FU}{(E|PK
zN9v7UyW~dTb@n29e8hchTJRCH1dm9WvSkbKYoq85sO*F&;HX;1rS#B<ciiNDzSWt3
z-UAg=yz!irHw6V%BUy;FxiyCM5a+kE`B2I@(%2Cj#RK&M&%=%=E)(DJN^8_h%pQPC
zY%GBIqbBn7JN~VVyWCV5UGbFuPGs8PlqJZQie1?>RBde6?Y`=GHFLBGbYma3w+a7%
z&NhS3>ik@SUx7@PfU=;_Z`jLq&ftbpRU>vcNkWnl%|BaU%4LX$@N?j2uC^+jYqdOf
zzO>eqW!+53L}X#Ta~T(WzKIV8qo&Rj{>^Ur+eM)Dp^16#y`E=TD^3!01P1V6^5PFt
zV{#D17BY-Ku=gD%cRf7RIE8Ta3}m<Af7f#iAGJ5meSB*O#wDzHrCzaLtnYPc!V(k5
z(a6q$PR3)d<HyvroZdrtwP8@#lifLq*+8Npfr}K;S-o|3@u#iP#grEue%MjbX+1t0
zjK9gws2*c&K>$Dm?i$D%n3^wFJX@#gBy;%m9RuyR`_vnmaO)D_eGS<~`u5~H87kPJ
zmsdb8$$ym;_eA}{2w4^$_Wqa&RLwF>7M`p3Kz2I{30t>_R+W6zRIb?B=~?9JWn&XM
zr<}#^93R2ib=!TNwO~j0*pF1D^vtG$FqoVvyyrB$b@^sG@?>@de%W9h6{(fSv8Avy
z#Ca1g&eM%Wa6~f{N}bb3m7KijgBLagab(K)MD%Q;USEN}X?~QfSx~AHG00s?tOOV^
zxnJJ^=%c$6X}?=cy{@5!G%(Vm`t~O4&h9VmWQ_`~62swEWqa%}_ylUdpb+i6MFYZB
z;=yJLx?%;g`Y0#)RToYk?0@8=<<?%|USQ&;F+Hc3)zD{Bbo67SI1y7#iUoIijJvvs
z!A8oEQi^r685YAgC2`b%CLds`XEMfQ>ZLMCK7{xPZ@aoVe;W%OV>X<g9Vq`aoNEn#
zp1H5lfNQTjcC<(l2&;CRON~^0z5~ccP1_DZnh|(7n!36f*EjvlgNSvYw>(AxzmUfd
zeZ<M}Rauoyqr84l!d6dJwu@q2=509WF0sV!Z`F(ia22}Jqr1Rcc7ThD6$KNz;0rUd
zES4i7S=*h}&m^Sikr&wJ@OIUkQXG=u9d3^ps8^X}Hs}#0Mby=dzm?havH{)ge3Ij{
zO+2ZIZ33D?0%dmBc}aLkrm3=qNl&TP;6oBR9wZ}|`3saxw+^e%uBjd5D}m8~_Szdr
z8g|?x4f^IvsUTp2Sjyn{MsQ2!<<gw(L22`wq((-8dq@`%**@<xyFb?Ru<vi+uf;^Q
z1T381N~n_eFNTDq-_cN`bvPlao$;%IIdzxX=0tHoblpex;|_!wtifixv9v$G!oJk!
z(%xEn+O?l^LcCX5lxSkWaoV7tfHu{^r3tY}?5~mioA4{NS`Lo}MIeEV@I;}N#mOh?
zimLbKb<ycKK2@=|TH>&T{KZT{7L-^ChV04kX!NyRGBZrMEBtViSht^0unkMz-PM&-
z)`HJ{fS2B_D%mlJ^M*JQu5e}w)u!L``E`F4;@)EYz}=ael+%L7a;4-SboPd<X=}+M
z^?e%C%)veikI*7C8{*eigRsn&TnQ0E<$e1!50k;tEkvdOgIoplm*}kit}}J=Z{Cu5
zl6$GdJcsgR6zb`_o2*c~#+H(u9c5AYg=QPqq>aSLP)ZaE%AD*HYuS+~jM$xnr7*nW
zOhzjTb5v#2eN1vl6HAPsyLtus@q6jNLWQ30C&}Lq<=m0ljO*Z0?4eFpb{UXj89dL-
zQ;5UR_MxuiG<4~4;BfrWSO1|eCHlM<{)NOCkuBLhqFLFn#Zn_Y9T)g9>Kl2AkZQ&r
zXnl9S=-o+-*_y7&GpLVe4^b`}klXLbc}?JypE=q0EXhJL{IYhMy7Z(3XNRgm@YL-~
z)>^up!A1V|li|Nok*#Pr-CFdBa}djiLzx#TurivwSS9y-_=It798_;3A&K0s%V?k+
zz}m9+poP4OZZiVm1-sZ^2A@ITc8z$Y-5QoFHxpfa7XOVZsgfCG#R|MN)fGrwafDMK
zc9W4IsBwChD?Kz@ya2>5H6}?N#w;Yi)%HYqMVs@K)00eHV89Mho<o=W0kmd~wJVQO
z=@xOAa)n#TOdo~;>pRyCKFWnt&6)LBx5wxOHm<`ESBAX(tDp5BlZWwORWPcUsskN+
zs^U#=0(<x7v>n|?!h(X?7DJN5NNrAy7ddfAZgju4Uc`@Fb5$9hVp`dNpVSNRnMyh6
zY44OOw{*_PhIIX1pUe*)aNKzAFoJaX)0G&tv#@QV+|sJpR6TLRd0}NuE)ktYL+Mok
zDhn=4ChyzaclO8xEkx6GoPBzna;Fimb#6MiC)m4lm9+)6KRw!PV_MAm(ivxV7VS;E
zf=H9pw+45M2@S+XNf9lro2I2sX*^TC&c0c0+CL>!8s)csJI`>{;m`g63{$hO`!T`T
zplNOxq5MimA4ztigNq~wJ;ZP8et$p(Qs2JRKsMl(ic}-d!d`MVi9e2e2Q_Y~_dTO}
zxW-8f508%Q5<6d(y}tjCM3{Rk7~352D+QP_y93AmD8`QNii<D*g&vfHNEd(diyc|F
z36RiSop5NP$-7i6gJX>Uz5bb=r_mW(pz?oB;-*$?T*{i8zGh%z8zrH5Csi+%9p2B#
zg2#h+ykaT~p0D|8WRz321&dc$`c`}iV#Mh#UvwHV3^P4xlUkP;#TbH$;3{|^Kr*nr
zLECoH5H-;JR8M&77T!YnYiLOerN#;8tYStBZ;T)L!9VUjwnMGP_X4i<iaxjKiK#i7
za@ikc2k_O>!^tO!`4CASf|YK8^rc)+_>4Jgxb9`@^(o1L*Vb=F7jn}@XZeFumxTy;
zoYNAL5|qt<P~r;9KK^o6fRM3&kSV=YzFQXj5;CVvl5lI1R9oG7zlYIdrK5h|2K2`>
zt5nwWCcac3b!uT<pX%EPiGU_low#}hY(OG}yPmdVpX(|F_K@J3y-L8+K4rX)061%T
zZGgWw1D1%t5tdES3n|8I`S_`HWhhCl`&WH5+l0A*T?JRTlGIb-n%{8WrGVLO0sGPF
z^_7FQ2of?oHBkl4@C_^)wDqd=y%u(1YzFAYs!_;(=Sg5SME^zJYof=kuY=tMz4M8h
z4doAG$v$&Wkq{86D?S|{BJo6^J$SFgXpbI^taimlczJtE&<3mHPLpKiz_YTfAE9p%
zl=Dz#I-1({A2QPV=k*8Ey<cbj!V&$UPu{vGf}K65G(kOtqPdY2pJ%5Ge(4nbOv-m%
z`<CC9E`<J^5ZYgbRZ9nlVYEl29Vl#a&z#pebFU^@LW&)g(2b(!3ttO#c-XgkN~})-
zh_zKJ#@r30_Vh%ae;%Q!y$iY8<b4pq{k{KKXi6Z}jUvbz`mzOV{1Yd$OxPB_WAx}N
zP0-riBJ7Y|Se}NsFIB0ll~;z^if}Vr!2QO5=aoL~{eA^7@$G=vPX$O-D_?#w*E|Rj
zV%ZNY$fdFPN0`dpI=tv7a0S$*<j1=HP$#OQfAV)_W~ZD8@`=7&uZCU^=K@u{jycP{
ziZlht9$b(zm(yV@$5;g>n!(3`*#h`c(31nLXilA5Rqh|R+{^7l=+|e<z1)O2ai%n0
z#7AHc2J2Dqh02Hhtdt{dV<z_5)f_)xC)!g1j9>1Z11=H<ado;n&Q?xJe~Vq+u|ZK;
zEclnK1E<oOhJ=HiIR6(f^T`O?q=+9*iQ&!lM8+XKVb}SETgmd;{tkw5`dmNzn3FJ*
z3v{>czx?&Hs)uc$OHt^Qb<xc|?|Rb*b%k?$JK6JhC-C9`mB%_)(DIFxD*OD!<nXE#
zu+09U^=@3mE|JUIZ|2|vVN6{^mq@u_d9vn#qT|ujnEGtRHCehBd$#NIn|4Gk1&#-c
zwEigq3`P47Yx*B~BFVE{O*myfOQqrvsZ*vPhaie0IR>&i`<vf^C;0`pX|k*juYK-D
zg%5|>qX{nXm${5ti^pkCZT&vuY(I-LoRGrMT9(05AV_>3gArP4Iv|pole2AfR`l|~
z!JadTzLE=j#~|UnYdV&=ZgFXRo1~ubA~^dBCij@hl}DumFL0>7<!C~#X&I%TU|$&S
za{N~2jMHP^Cvn<QVFOjNJc3(TT)&1i9Mu=%J!jcZSkgDTsWdJBt2C)BCC~yR2D}RK
zLQW|yM5(s`y#r6WQ6Y<owtdL<t2}=iW3;cg6pUK+Jv;jI3+;}+(&R5FeX1c!D;@PJ
zBvrga8n}AXZyzZ#&DWzX_3zqPm)`vjGPeNpTQHR>l3(PDn~Go-=`Q~Cg7)cJKB7|&
zP#*vZPz(Tucr{v=86qxvpOP<D2z;DMeVLN1>32n`%d3Oki6PioIy_alqBHCzY>}sS
z#RNA9?9VgRo_PIihV9kQb02wX@uAKfUYGHH4$A7ZRGAL_bM(>{Y&QM`2SG9p2CMFH
z%5Q<(e_CE=MB*bfIDwN#wPm4hs9fRDNn(=MJ2m?4_Jl!Ct9B`)0iGkw0Vl+<CK~s5
zI#TD~H!VfLYz&`=8l9bkoOgCK5TWEw!`*Y3k~6zC1b3mDbRQy_pc7~Swzcvr3BdW3
z@4*Ix0&L*DG{QJ{R|!znN!Se38TEuHI;h86O?CaEWQmr6fUHzU8+jSFItA263^nG#
zJcLC|`@shDmgw-j9!2YeH{?u^&)TlqddCt6vil1pPaHG)WRsZx>==U>q}jH8?!f}4
zALm?FMQc|_5B-2yj=|m~MOJK%CN=EO@IU}6qG=p`A3E+!GV{{(yyI7_5@ba$ffnNB
z{OQ^22b)EeUE}xdh91eP(s<_;ClMHYcqpR2YL>4<az={vR+3idw<F0$bH8mq^3LsJ
zb@c75@j9aMR(j&IZA}*Q3pM(Bk)inS*}%noXd}coM;=@(nH*7^7ONzCBFbyQ#AiEv
zjr}hMJ51t2=aOBD>RLN^;NI$c?z0#O;j{9xjP3i(fp+POBV2`H`2HGgY%kFR(leq~
zqozIr&aqKx!V0Ge;{nn;ln!w(@xq&>Vt$r!dOA#9MjY2@n!jveIhT0TXh5O-%%IIa
zGUah>RsVXkk>R8a=Cj)rv7Y(4W2P&`J@fa7iMWA14M0xJCVAr#Y1O~yIvb9U0E8*m
z-snml``j+btV#8(pHuLiV6$c3vN)=rI~|5}RRDP8C))EghHo+YR{m^%e17aynbwZa
zP_Xo%)#MWJ`KzxE{hyV!q~FqJ)ph<RSvtG$&g(_t@8W{O5w<#<Hrd${PF##+gT#w(
z;6IclKlnEt_Gj<%Lo^>OeB%>%i6hrkA183SoKiZBNS0BSey}7<X@INVS%NHyO4Z=-
z8ss3gw9={%cxm}_y9*_E0q9NmD}SInm0pZ<N9HK?f~sNzyU2k$Dbj~sx|!3&NE@7C
ziayo<#$oMuPaR`4k%(NSN>+^n%H9<B`AX{;6d^tiO^v&XFHHvEdLIr8puYNRl=_ks
zN<zMDE!%(jeg>oo-z-v|hk$IDOY;|dzjS;=cKGVMDl#gPW-zMvbx3xICHEbAgIH66
z$%uu-fkx$_ze-Q0_K$@D{kOk9eDq-_!)7qex*4_OQu6#tlM$m#cG_Nf1$H3GZbb_i
zjHvZwjv$)!znTfJ-FryQOSMCeX8=QF4nk8YGyUeA@@Vo0kmf89k}<iwT#YpdSvO#!
zbmh#mWrDTq?cBjMW#@Aix&%%eUlL|E1<Eso_loirBWeubS9MLXO8$~Xf_MVyIsWlw
zRF>LiN@y(awt3xCF60f-Jx<H6We2Gq6W1h!D3fIcpWcih`^WcKK)S8r7g?uC!rJ&*
z?8OXP@?k`f;wix|V(i?M=#2aro~jqX5}T0~=0U4v_25G!U^ww0mZ+h6OF;V$TZgOG
zP&m=V2hV)qxi+3`hydTco(R<vKgtemBvvt>Wd+}3J7S10-{Wke<xl+Hyxqud6~i)O
z0wv%?Sv(Etu?_*Zo_~TZy3qhQ5R)07t`*2^3QS~X37H-KIa@hXCiZuwsedhH7uxkK
z!gtGgEpUeMBVgAuKfveljzI7pKfz#m^dPv9Pp_DM_d4URn&w}Oow(St6YEa~w$a65
z!Cq&DU}mkilKn~S-((Z*D%dR(JK7W>Gtk$A){YNcYly=<>r%$a-uQq@{8N(!f0Bkj
zv!8XsOk8o4`n2;d$|Iw*khK2C+iQD6BzY3~NXfyltOf=Dg;wFD*jRTIPi0}#Jb6+U
zrl@ZPj0&cit#GtaF3C^jqKV#$YEI3~EzCm-rF;A8WLFsJ-A=8iX6M@Nzwmzls@$vp
zC(vKEkT6PRDeR!vo4ilnb8(2XUKp^%G?q*UcNlFbLy(Qi@x*$@@I1KS*EQJg6F5Vb
zBh$MQr*E2fRV)-gBPMX^mQt)Q<X5vvSS#x6Px}|ZG@8fx){n~w2a{F#LmYM{enx{J
zPbN_^{xM{!5l$F`Y<R&s9TB2Fa8CQQtOXu-s{n_Yd})e0&mjUXg*tJcu$$qW!0xun
z6rqnIXv-e2^UaX|o%qZv75}&)vIKHYG>dXnPTrm4697A`FUAbp1T?X)V_Qa@`=haO
z-qmdx3jMi=gr#V{Oi{osAq(T(z;O%U>@e_AaX5M(2X@*eA&2V=zUG^s*6rHmaJR>s
z!8r^DfB8D>i)ui@5r%S*{Le5QN;j-Frj+-9X<xo`ol?c$rtC?e<R9xfWY>msP-NUN
z!>>q}=qE%~srZs9MJfUh?Rw+K-M_w=FQtSJcM=d;<Jt0#Fb_Mn@mz}Gi#{tS8tLOt
zo|=8KmIUutcTl$fTf`?QLWLDACTI3Th)D<6hhSty5st^Iu5xp7MVI7Bp>f`CZl;!N
zXIn(1+WlLqeG4oe-j>Ex-%geo1!egWouhRiK{R00-PQtC@HeqfI4%Fm4hf>vwu0<_
zdTgm*m-=krt@V5pOM1y0^`pDKcl0N@o=e2QnJc=Xg$JHXk?BZ0RN5T|BeX@l<i|u)
zeMZ;?4cc|JE2}cl+_J$HZM=S70k2s!{LHQMVze#l*B&;1q*gn>W>5G58(W0aNG8X5
zC}tIy*fTos;gTGMu$*u{#u&Xm4llKm8~%wb+86b4mBjzHI-bd6RHw109CLi9SE5>0
zY7x6=>;TpAr|Xx8l`Cx&wP=qxc0w!hq(`%3jiyE|oR%(yHgU0v=zCOh_W`b8!W#{9
zG+d!5Y0Ns<6qw6UhbfUOo+4KioJDjtS=VnLlPzfYRr)`xML->31u8uR#gra!)X{rF
z>%HlkS%V$Oh3m3Qlp7ZVb33ET&n-e>obpULIMdM;x$IV{cDl~A2P?)K(3*KW!aP!K
zPZq&=L#PLP1C@fzPfi)Qg*aV)hDs6>bbq`^#-zl`0x9x5tgJ>AnpB!nAJt!OV5gAX
zHN}7?dOG(`@GO9vu7#f1XA8*cfzH8aW1WW9Z?f&mdRT^s0(Dn};^-%n&_kRUBGz&X
zOM`0`^wZhbRxUqIp|PL0vmLt~OC{!(<zC>Q|9ZqM(Llg6_^(g*u?y)+8y=0nfA6^T
zx7w>m)T8!nah}e*vRfh@hCM>E?YFi*#IW=S^s&WVSa1QPv7DF+>2)WT%x{<N#oluN
z(*bLO#xO&0yjR@B+Bn~eRCvB?PJ9%BG#rzSe%93<!0?Wc&<T^pfHT5sqMg!0vJSg&
z*>JV+<xltP)i`<4awcz03C=fWI_aY4Q)*X!u<Z?ZoX*mBY=F(dM3J(R@k#91IjVv4
zQfc>%d+(y7$oO@fx`|2n6Lh>WHQDnolCpwfe08mCGg!yBsbP&%lnc@01YvmRSUQ=J
z7Fw8ZNF2u~7q0IaI~k<-?NUdqazT@fEahnm-AjN-vj%gn`NwBqou5_)@v8KsLsl+z
z6US82YU8%Eq1`wKgFH|_EqK(Qdhi}n(Xo7>YWVSSL~u-ci0kc?hWQ3x$^!R%21WvR
zaO5qmgkpZi^{Lnm4}&rL|C3%6e*M#lK2>j+r?J;LMj4-GfiNm*HWsM^Ir45hlBgj4
zRi`=_fR3pu*X(=#&zgX!G&@IM4KX~>n`7b~fSI<PW8aVzU3!AUnjn6{K?AMJ6|(&N
z;jm1XZ=94KzGbbpNs@!iaa9(514MU<nlhe>m}%EwG_#Y_i%LOOd{oYY*E>#&BA@+z
zSgeFV@}o0j^VZaqLyFAN)F@_s<Lt5EJQ6Ekb^{iOsJAZ}F|APjOd6cB`rVJFwU=qa
zIguL^#f1(P@NBOBJ<iz6lc0zn`&>~3tI`w$o)Yzp;I%I$9F;ZZPi*SRMYpF7J(O2F
zAJE+%#lYpyW)0CapKW+3+|gwjNNRy@Ekd#&SWq@@WCLIj3X}5caPDGND1|bfU=`@S
za>y|i1Mk}W@^?ywd3)V)Zrm$t&vD!}jK^hO+Y*5*9LRv5Aik5Smln!cuX&mxi5YV8
z!8@*DPH{^OpYV`8sCQChPIg?!Ll+FEGL%{OUBbWj(T+(}TbURaAf2MPJ!f39qb#L8
zaDQZOY2AHb^q#sjn93mzZnTiU-d1WaV`qN;3M+XkV(ePJ5<#J&3zw(-+FoP!#t)74
z@K3hmg}Uu#1p1}BGM2({kLTdCIYU4X`?FIJl81W&YV|oATbMI*TTs1pI^$7inqFWC
zi}ryN+1nCTI%OWp7MjQIw1K`^QznE%9NW~b4(m5VP8EMS|42YivS~6#_JgDX-H}~X
zBrai5`Guu{T}moQd05h;)Jfx%06y@t0@LrQL5oB+=|}(0ssG3`ND(a-Abqc;utTdR
zxOP{3{>_(s=}JA!)XN}r`1Zu4;!d5R_!75J{jah{228i{B8dW}O*UEUDF+{d0q>NC
z5Gm!y)Xu8X%lr|SS~3FkT3^A$av^tN>mD@VD2Mazsq*$+FXH2!X0*`}Bq<!qpQHVl
z<WCR`{^j|9XC2P7(8f7;9<4NS+E4$!{U=?88p}x!{L=3I(YG8lksFTA_fwTtTIbGz
z<q^Xf5g4SOXgy=i+Iy*!k4!N`eXghfbYRZmK>MW5zTAqoE1vye%07&TVaC}$ty>gw
zZ0$%B2c+ViRebmUh=ysDJdHoXk<{5^=*gqq<y{v(vYr#I$oknPTwL0@LT;W5hT!4`
z`?6@7Q;*#NkF&Kw_c_er!ldy8JcvoIZQLNa6-7@!!@p5{*nh~pz)HT`0UtP9)A~I4
zOtpj2kDZ2krlB~IDS_;V&q@;Svq@a;RuOBeIt>erN2?Z#6Cw$jl9+oT(B6yPBYsuD
zaj+BEae%j<!2ZX;aC^}|OckQ1Zy)|q`|+YuE|?-#IYFuD5c=NFqjJlU7>y<%8JZh(
zCLMk@S4kO;#!eAXpg$!*yvIJ_s7TIDC5<{s7e!Ki;1a?3_N)bSE2nj{Il`ZZ5uhGk
zzpU`bwNy4DGN41RR#qoFkZ>_#??NTlqTlC&A2ym~g9VR-B#a&*W}!~WM-?!*#;%PF
zxq*nLo~|Gu!ronHo49XB?};XV6v*>OClRMgNA>udz7$_>)!p-1;)wo<qBkI<;6aF(
z!F(-Hi}auUm=^78K00zTb5*d5E|Xgc`*pU`ZmEtDqF;(Wx`-Lw_H?T8qsTOkKSJ*h
z2e5}EIx-3<F-|gg)KQIC!>mcH$(enxCsYwi{la<_S_M5#rP<uQvRk~hIHLmD3BQWe
zm3U8uXyAAYyF@=_*#}L3@XnFDh)x(q{brDr*e~O~TR>|waZgkRg-#lc!~@68s@S0g
zf9yR7=d9)WFd{rPZA`~9EkYB~9k@AIUeC1jZw@?kN20CfwL-Y3B^a7(suM%*(!h<4
z<Cx}BpT)8ysIq`fvHn)rx$x_auQCZ|StdRuHYhS~0LA5WeH%@u3Vih-N?ftI2s8pt
zxD_qvRr;;*DkLc9a}#hqWaCYHUMfLJ?I;*sG*FD7@r4XA@8G&Y+^FL^+%Yg%`;(Sk
zd({I3>U+|~+W|*Trcn*eWg~X9vP!n}*m9z$=Lq%?yGBHxby>so=?T(0DsOaeF{UND
zPWNuszw`X7#(zOfZjVzMC=xusCizajvQAYKm0610)=N_mtX$xXyQ>}8IK>T}9R2?p
z7|luzu&Rol&L-(lxn3AGc*@GRF%;99_(rrgJ#R6nTgbk9$j64~iMRW)!D-(C&eI7Q
zcpwE|p#ZjU?OKi=+D0&$Gjeq0R3_lD!vi|apiYGUe$twS9&{mVipFo=JWi+jFY2VO
zb%U|9VsX09cX#;ec-JxR?u*zfvEwmQ4WD{RJHtCq4k+<P*k%ZhU6Op0)(b^bD29E6
zTlQ?J@k{WL?_0r+hbG0$N<k`VRGn(7a{fS74gJ!Uc8?+MzC&0O?hcs)b~~8^>J*-R
zbt%r!>gpzRcMG<_qDcO4ekA|p0sE$UAF(2Rp%DQ(pTwRjQ)d9Y+E9PUCE^jpuetGK
z-SB&a74EzZ2BUNEmu}6)^S5{LLBj4Uqxc7Ge-=!W9PCO4ml^*V%FdZ2s*O~Ak<<|2
zv(55k`Ox}JUYke#!RE>0?xsiJtb@oW#WaQX@!+Wz>h}`91U5ZeH7a488>9`L#(OL`
z$s-!|-(s)<%;6|cuh-WKG}%xXI#=wSJre0)zwn&^L8k4^F_ls3EG1Ude={^oN_3t4
z2>8@OOny>M2+1pz0l0FuwK7s>-`H;C9=qJAXVpqXwospxJ&c+L-@DC(Awj@1X}Z-r
z_>fg)8Jdj2Q^Ok)B1uT?t_%VB%R6i)wJww+(*`y<T9aUX;6OK^-JfJcG<Q1-x2nj%
zjw$O!T`)6LQ&wQkzUTXeL+zm)QuLZ?OgBzqp{34u^km>L{}D?ce<HS!I}T!cTU6+R
z#of3kBF$vgfms$>`X(Q~Zkm27`U9JcIO?PYq3mSHTsS%epO6+1hG{eNK;x!Zl9X{)
zFdZ9gRAbX%9iz=0q(Yj7XDZKo>v{L*B|$Mv30&D~vNZ)s-ln+b_`?>?6LL51wtJ^c
zx_Ivc`sly>ANsIrlc127=o1ef_jWRE?4pRpgwj>=Eu*bl2%f4UFTwBR3H}CQRLh%w
z&9gk&RhQ?5znVs!eBuX)8fDCi^fx&fMrA`@5NDpMSJ*--tj(a#HqH;Uq75*;mPz7-
zVet)CMrVsXr|{@G=LF}XUzjv+cl;%=-W%J$x#%}0W9!98!?x{k>q>M5AC@nwlz;uz
zcx#{SzytUo&6YOC;BN0lvwt9LVos?XeR5VrT0h(1;-W|)x(7oCRHYl1mUes7VSn;h
zb}Dw>E9dgjZi8>(p53A2n8Bu!_aGXMCEbazCGw}HzS(g3*T`KE6RM-_?4?%9=Z26n
z{KE@*`PoTm;1yGVb)uT++08KA-#~XF>Uw+my9gYc!<(@V2g=STPy~~={G|;w`ENR6
z@l5LEPYKG3g~&ID3+{Z2s6~6$>@oDSSn>gCnmMzUa_Y(?rmcSHQG2w#Jhj%=Vr%2E
z#AobzT#Q9lLe+}AM*v-NTbQBsFsFvD1+RA7Z{Ei~QJ8MKuy?tWnM?=6^%+hN;@&(m
zmrX#@y@;XPd2ShIbHO@gPDM=1-FFe$oqr26%=5vOY2g3Qv=nhR$sCtSKI1|>|H?qa
z6lE}5M6a_Degj3T4r9+U%kg=%L0_i<?*2teI@tDbJN)|Eku3Y!)v<y-j(foSwbQMt
z#h^yT&(q0&Kf|>h_WS=iwO_Ec36j%MRA@e@ohdF=x7wZT@De<nic2d#duEZUBz*d-
zXas*1|7s<n+(@l$&SdhF_S-T(A~$ptTSjfyjSo&93$6FxF`8%_yYJf77_tZR7qf@j
zz%N?)JU8>ysFm%01^xJUv(u7@=f9nK6b{3@y+-su=ZfC?aQP$($h%v(%A`N1?3bS4
zvqJW)qNcKyMPWMLp$#G2Rs6|McHN(dk$t};6&I%{Rm)XKeb@}UKArFv<C;o#IE~RD
zeC%9=+$CsV6^nl~YqoVo7)2kyrQ5F{77vFlRNjm2E$GR#c}<<0ryGidU5nP`Tn-}Y
zZT?aW6AuyN3{gi(8!-1Fz|(s3{}b-%q;#4uZ#27#Dlr*JI`N`gw-|oNKm@PRq*Psv
zwXcw)y?~5{sPuk9v8k#uts94qrc}&JD!awOTT^2J30SFf#vgGY{cCR(8Nt%{x*G(1
z_D=OYM+yo2YbJc`T*YiqR7H!^`zgC*Pw@D>drxbxbrXNi&E^p&HdzQRKOez&^2Giv
zgUQUOUnER3IN1b%(!;(gauoKLj>={*U}bLD7N)YM#Y4(xQ)jH*;%l`B^Z&A=<IaOt
zv)KIgfXBZ@b+?yMv&qn^{+NsDuFB`<w^(|A%u`palGK6LoFpf_h-8nHER^fLhqAIW
z1xCt(4%1Ir+aJ(CnCrQ1t(Kq!sn<&&fS|H*zr<HnP-f~v@WbFy6(7OE*q?uM$Xx7p
zc=2SPGKPEsOH^$lFc_IhhRNdP(4AWm5$=?9!*adsn&yN*nblSqroV%uJZZ^Cq4wKF
zd~2g`(_I<GCy-huUF<g@!!Jj%pa<o7o*1k4$M-lBBQ?n+qqG4Xr2(s~zMQ*Jhv}i;
z0&u$Sgm{;&{;b^XtsQ6hC&%K%erVx1SejYwl*xapj1^^2OzYv#kxu1*=G0~Kc*q}b
zMW*+zJjNWRm&_t;Go)(WW=t%{j<^Ifa;6|wp7hI3;J0<~zn`t@ft%%UN0Z!+T;~Kg
z$Gx`$`DW;88Y`W%OFYn~^RmKHoOOc5e5uxs{~nv%MV#QZ8_KFu$c=KHp4QVLUBFJP
zK7$K}XD0GPwD1R1m3mkYGshvt5gTI#GvRE;K{o~6F+<g!{DSVX2l|M~CM(QKwxv<3
zW%u4E#q5Bm$lo?Pr~U8Iq_bX3;w-7w0V$)TTNA?VKJog@o9L814WFYBq)4x)`dxRU
zY??QXv!&6fak3!l@5<6TG&wP^lVYXaKii>i5!w{^#FO(;y31f>+~+M?KVft&n9^83
z1xT+Psl-!$bimog!5Cg8X`EK@4=AU?c5tLfE;*VvxMT$y2!%ODv!T|><#r$Yn;l@t
zsqa&T4ew8L#DaqO>QYHm*+k#U@XDdH#_fhv&+K;3s3_fL>pD$l<^BwcwxtY?KSK-a
z!RVU9SL-Lgk0TsyO4+djy9Utjq-H)=%01?_Jz7lFSP<puOaC`#le{qanxg(@B2E<3
zFLBTB#*3qnI-pM%eWyv9n@ONP(2A6bHC-P39wWx&0x=5|6F8%q>>GH89xlCOPlIO`
zg%w79pis42AizghCfNHI;oz=pPQ*M0t#P>B+u~Y1zWR7*D&{%PnnW+e&L*r#z~_!@
zDdaYdycjiuBzoTfSDR_nBmQRk0pH2TM*F-!I1RNxPl=#|oQaAu;z!>iKvtYf`jO{T
zjSxZ*q^2pGvOm_@X#!cY@!iej$snz%y~1Qm(uC`piY5WHnX?GCU{V6po=gp+*FN#F
zI-cv)DqZiF0<E^lkVWQDEzT4I@lwWH-z51cxP;1lt$+BcaMhh)Z;G5_lX=Y${=q8~
z%&bo@L$QlPUVGr543j!i%QBMj6b^DC;tTez-J*JUbZo7|ioV*J-A~)G@FzsE*UCU^
za;(?)_dcAfLuliew4d@?^x|DcK$Hn49R5W|Du$nWciQGhQ~QT8N88=Q{OJ!>XD5g=
z$yPBEbbz_MBqhM~G2D3$?P~0<;nd+qXv~?v=-=1%wy?GnDXvA}oKs!kqS2Yt#>y`Q
zC%lJ>b$+r3Cq>gU`JvW)_UA+>I}GV0A>w+X(frvcTQ|X0KFb7SM_%kP>#!*EM@$Dx
zezN$mUYme}M9A?+C>a&AQ#BSBn@;e++_(ihGU3b~rr7r+VM~j813O)%m%^krX&t!%
zv56*pOoRiwKC8Ql;t8#;Ay~pVzL*S3_Th77qhuuxnnKvILb6c9`=+eN6Ot}oLy-lN
zJ#1f7#s=!*-Paj0eBzF~DUm^@tCzQn-+JJsARnk}afs5eOt4`M7OgNE8^wQ```Jef
z-G4zh)x>%Dw8-}Z|NPKH!L!eA*c`0-J)M#t&c*i#qB(RpQ>u@6lCBrM>Y50n$J4C7
z9$Pr-50#I}*tI9!=P~wqc9H(feS>e*FtQ-YHY0qbDsf;>+jF*~ei&P$;de?+-H0)2
z$q`KF-#6D(tgmRCi<?vS<_U~wqskBXa9IoH<_!o^SLH9+^Yl@PqL2V8J96D<&QSa|
zi`8@YFh%$d^cmBoR6O4?sR{+gjo6*$v`4$L_jvqVnG*-~mzt}m9A$_uk;*QfTxcjZ
zN@ce^VMW)@sojMK2C=26l;StiW?vfEJAq-L#@9>be(h0)YeZjI0?e;g!`aGspBEyP
zM$=e7xb*jl(DAXxzJ~Lm5-$|JmgPHx#FmUa<{Nd|Bm%EW#pv!qRG2p*NG;_D>Qbnv
zH1)ifMiPV1ztD7X9cP<@eM2d5>_*Q8G(G#OADYMkr$KOxY0m_+DHgP6{Tly!%An_(
z;cxq8Si1@d)u7+yZ}H-u$i%cEY9WWTq4W_(71S-|yqEoK8e$&5Z1`AR?VDZ*L>Cgw
zMnh-STVwQk_Fdfh?dphk2@l-XHKIuFJb+KZ7<v>ET1K4RQ~YV2_HfP#B3X&*o~lNr
z8t(Q|<7xAT=|+0YHt*}G;C3>U(7B<~BHRop%Cy~`tI4)UD25sehT9wUU_gU_CqRG{
z8HuAzfb-;FsPHkVcXe)6_BmpZ%<S~jftfl6W|37NG+tPWiy|q$CiYIzLUlej#IK!_
zGSJhC=2Ng!I@9d6;AgF=b50Qr`&sCuSC#s)PyZ&!ewEBXsE$~^9AYT)MsN{Yyd@;l
zXD;NS%vUx`-GbgJkV%><gx)SPR1HP>#Rc?2HCp4vN@_oFt60)w2w6$1l^NoSIN1r+
zyfMG$G`#OEg6o1~0=${Xh=xyDin23V2xc+WS~b^@FOZQ?1!gpC!5~xG>}uEI%YtUr
zF9nximGNY0F_}%HJiyYk$k2&&ydwTts%bAU%sZ8`*CB;m($M0j&r%>dM-h(nU=J<F
zJ5r$^+29gVL-~T056DMNc}`Imy;t8AhPcCYV8!k{>g{~l9J?gFZBY1AP_ArDD*L72
z^hQ3IsPJlbDpOa9DSUjybf-Qx?+h+1?JD<)j*+HtLN1mE?4$SkmxfWZyIK@*84mLN
zeQF`GL5|Gn5vV)kDEc&zCVP%x)tR&uNfb!aC`>V+t}N(=i)xo@%N4y|HR3L4B4=``
zW)Fbu>Wrw_&PPKHHx!fJQ?soE`H2v$@VXKgigfetn6?Ru;t^0(Xrp^mBOv#--f6B#
zqwMX}zEh#|8DjjyK{!ICVM)PFCM$m~ngmw;Is7sEw=d-clRcy{x6a}&2}!?-PY=RF
z%Y^KGTiCeSkjwYrpU9GIa)G3P2!@#)^ZM{#CQ=!zf}fAJLfF8#=cG(d-`)ie65jvQ
z@d=f6*dHzk&(#k34wlLW^l?IjFm)X#DkXq2B31nlpDgdD3oAX5YN_yrRB|>&>92oX
z))MZdr|<)-h3Jr;mf`fA+A#8Nhy7CJ-aSRy99%L7L+%i62I}<Q<##ox{&ooJnzz_L
zduF>|FVyc9?+*>(`~b?3hi)QwV2JD6V0JBu)b7nEpQprlGlP|Fbc3Xhx4NdmG6=zK
z7rwXg)|!C}khv7r=)DQnK5|0mkw?4o;2E=~Y||dG0}tGQoW3Dt6)ty?ZKAlwdWQmw
z21+i?Er`iL4TT_t+NR7kBTe{j&vFqxga5tbiIJ#vHa8#BwrXsJ+|zvZ3(n(x(O+~b
z&7F&NRCXVncIhy?^-Be@e-<&d`FYJq;nfEYLT~X(bG+q;ULK+v((~chU<9IGaWhZ!
z4eo{Otj@#$9!E@#S<S{SbEeKxd(i9=4ug(yH{U9r4fT7lg6rm>5=jMe>42}FvCuZ!
z<%w2rbqrpQ_M=M!W{p69K$W_nl6#`_meXja{5!OgR$IfI`92~{ugOxNkTTI^k{xSI
zlfpuLiwKwiWVMb)0VhB(zKs-4l`MKX)Szy}IuuA!0~IiqNzsaovGi3_Ast~qAai(B
zT|HxJ6@EPDqE;o&1U*{%#yu?QZ@ikN7n%K%nI~!OsXzr(ji;tr_y4$h%c!W|uWy^~
z96*q65G0juX(=f|329UYB!=#xkw&B&X<-mSx>HFN7$hYJL6B~^&-wkY=gsrZwbZp>
z<{SIm`?HUui*+mt(LE&CSEU@1MEO%5_?rGg+0N%tM1cSGWjcP=*vi!A!_0iob7zJe
z;uu1jl%EhLSa0{F3IZE*eTaJl(@Ap7mBHyz5*4F*byWy8qYmfgq&{RpSVSYC#tDZQ
z35!cHQd{Y)kk^}tdhyhaDap7o^_uA7S9o!<94Dp(4uO9BT}M{GxGhP|19CF`IsZ3U
zX&S;5MN$5vIUE&yA{AkFEYh7K;?R$iD2$zaa~Ph@-WquThmU04iWDwY4@s<OE_d7*
zrNd^7MMRf#ilZsVB+Y0;fq}der)nv*yQO!LWL6K0xA7sfnj@!Gj9BkeH==CK0N>E#
zXsdTd!Yr9z8k@iZuIGwe_cPALb8M9)ax@5-?Ebn32!#_JBaIf+cx(lV4&+xU+WVG5
z$>m~J!69q)B6Ur-YZRn?i~rJ8>mjGcq&69+N_80Q83x!du}z*Z;ss{19)K0|mu5U(
zf=6oLeS1zFVMT%rzfRt|B1RK+{OVa+WFw4KBHLdFX?zJ+n7(QX`5SUgx&2U{7Ul_O
zo#p?>tcj0gaQ0fYyYAjprtlOsmB@V1n1TpZ36Oq%;A(8T55T089u#ww7uJA8;Q5;|
zMF%M~DHq)%VtrvtK&Sq~rZd+3bM8YMD;8*L($+4?Hhbt1dQ#n3LFbRB>CkxHg9gep
zI;H%Jw?qw6BYs~Cr(T;U^t1l+So@h9-J{Ftg~SOIAh-%d%Ec>yrVC`7I)*{tb`5Ja
z4(=O=3*m<-so4zn>}t4|3eaKiED^E}vZx8S|7F*4%O>8rn=FMYxAxrmy5-aLT$?Sn
z4W`;?ziss<rJRKa{<i@L6u)v)>p$XAWa$}z3s53>g!TR@Sw}TaDG{{e1k2nks^n|E
zBNVER-?;~&8bxX)Lmh}WZUGYL-7#Y>iIiQ+bx4nkc&a(C%a8~!MZaYh9gXE2*y8uJ
zz8CwYK0OiZ=#&?F?qDGt#AtHC(MWajRTd1Z{O3eoNp-iK)+Wcv*-@^-+p#xebRCOX
ztDXE~zj=!6%hFM8SQez?cn&rap2DTNa~^JXg$3Ff(J_c#FbwKOe#{WtDec2!r;VZ2
zc{-mk{^9?-*}tPv$87k3R9GURA-P&ikib5~Q%lj-KLGDbSZwz<BP=O3Bhh4viIl~n
zfO;nu63L%pD0>49q&HDUKV~R)7Hds;<*GVnwhbK10%sjJ^v7Kus#CaC2yYHU5P^8t
zc`#7+Y;7tr-INE!*3G~?>iWS_YOOt%nkPwnoB|e1_<&xR*~*H%e%tm_2ubB99^xUy
z-T9#g9;-=CCT`*tZaTKFU#)Qr4?8}-)*R7<=YcWoQ&v)`8?w6tgxMsEJanO)BSyn5
zt;C!O2tcbqz%<{1JxSs-Gjnn~t4|m>W(Oe+l!LYL7(W-1`?`eVE^oSoccq-vkfGK=
z?q<VdUhL9%0a)u{kd9_GoSCS5Z&&V95xuq!=?kGwe{vNXf=!k2=fwjzyrO!w25%(^
z&Vr?#Rr-f7DKvSQOctEn&0rj{818nW($b-9N|!vlq?qieNozb2!@n$-itm_G-5*O6
z^HC^SQCN(9znkJ@8m0M?qq$dd@mbkyRUkm!J`25jUWdPq(}IbKL9OD3ncHI;HUdI&
zcN)2lASspQv2X9I2tp=yAUl@&Ug{e@I2)7&>qYzzm|90#6cz22FquM|hnU6g;(S9d
zvKD&gk`S#8HomWvBwz5<xFKpaQ~~fim?H*XXE81Q?6gKl@flM~n9kWH&UzAtMw-{O
z{WK0%mF7*oy|N-1)jKU3S6V9$Hq+F0;>&Us8Cu+Nx?*$M-E;v&U9r%F{&(tXtJ{ex
z6QTAQwe)_xx9wDOFItRNXuU#$6eola$b#Pn-!~x5Zx@UCeKrV1ep$8IjK?;|wi7u>
z_uVAV;}MymcC*eqAYj;m?r0WipeVe^i~cN94c0}sZKE4`w_ITj5V?fo`8&fc?}~*A
zwTkqTaKgtZPTa<&x9@+9qPAO->@cnoaVjBR0URBk-yXpLS;Zk`86>@l+>MQA4sVCA
z$iiHUqZ2S0$Xgz$nn&B#WrqBjSwIegAX2KILd;Dg;7>7SC-F_%ct>4oMVUc0=RJ0+
zxpkwl4B{|X(s-YzYJ2Sx!G4us;HvUTimT2g=>^F!%&;(MRqi6Jdn_R=1WsbA<jr_H
znMn24Uz>Mu5cvi8vws9zWtM;Cr4ZccY%qI`^4iY)yQD0O9`CI-Mk1QzxzESE3dyeC
zp52iozv{kOfp0LLy*iXVyKIh6`$SV8`C^p%i`M;UXlqk0IIFX&#Q)cPU&BZcC-KDj
z_8mTNq^~{S6h4({WkRYCb(p>HR%5L+hzTJSp}(M#IUA#EcMDj?s3TO9uC!b=e_S1)
z<4V10^?=~fkVX^7lf-Sk9*nfV+8<aqB1Xql2P8ua`;3^$i5{=y5M+5wrBNx@ROG1k
z<dgQgn`4PKje)UK8=1D4Zko!uRqt#{wju?i5Zc))el!=-M+i4OztM*c#F(XNQI+&x
zi={QW`EbIuyUwBfK4N4G%&S;V%UtQ^DOF^c)<(=E?j0L=*<&+Jp}QHToZU}t61TgA
zt=e$!9uwL)>I`fRA?E<4?4#$yuEJ3HPXNV`JEEd$minYy)~c<jS1(hP>-*Pw!Dub(
z5I7_$g=qTm8m7|m4Xf0eQVT6<w4d`q>W>yXEj?0rAeE}t#NE`;95e&T6U#eerfX+5
zE-d{z#(7ZUAVNj?1ciJu(k|@(Ma7ghY24boaNSRI)1_^Hpc>#u-l?-2b#aHz-KieO
z2{Z7`Ui+d_{z%IPSDa>g8&N1p-3^Cfd10QySyiWBP1_$~4G=Wqp6FK_!`k|GsU1w1
zDxaqcr=?#DFuhC$hYjTd*3~d99hjqLxSdhU;U_hHreAm{>}pb+Xznm9L$&u2n&$`W
zQ^P#@IaAI8Lyc-Z@)mfL>&0+RiIY88zgXi7vxs{LeXHIkurrWGj98~&)ewPL<raOb
z4bD|zwpr@ka3F^FOz069IMgccKZJ=MJuT+1)2)A@5f$DliTnYII_6nr(4-$IT5?fb
zHV4hU24+pGW>R<CO;wX1z+Zc`g_o0l$-FMfs);fCj!z@Uzh73>n~VX9i*kbT2x(;W
zr1)~x9p(xo4a#bV5<m$XWonag5<W`snASR<*{%xTnFL2U1fH#-7EULFxWu$}Fy;gd
zGnlNA5%S!;`&b=c(|A7Pn(M^DjA?XYrp|udM7N~ZeEFij%s~%=yQ4RuR2N@Rwcf8w
z^;F`#0L$j=>Rxy#6VqKNWHf2KZ`8`LC`6x{sbaR?TA|35x+C~R2bl#wY1qOMzqz@-
z+~(vs5jxu>9eOP-;g%RpOmJYl$9I;FsLguhfNbRL&=fK1V(H&I<B*Ih2e7p_pA+6L
z#mm7=8(nN!dh_D6zrJn151rLE$MO>uEdq?Mr?E?$csnzFDoxKBRwlR>8su>4R$)C3
z3k4H-`-cTztg#&h)zYq_1mUCMlGHoTVb*wKWngmZCp6lQAU)0WST>g=x5<pVr3{vu
zsbGEb<n0_<tAk5`UU<?NX7=Ant{Mawqph9CE=wH?W^F!o5;lDVwSe5ch{pZ>S^`yF
z?eWt6=by`GfFW%Ur0EX<{g;0apgd2}M4npHI-5mH|G(>jfG(Klj3%P(fw|iOdR|!z
zOdA(G<Gyl4K{w})dm#RM4Dh7800%w@D*kERL~Jt2E-e#r=U;1qK)|{9@yp^LG_o&|
z@WF{z8sB=Z&q~aH?0ua)+1aoAfWZAauo{#tMhYylKCX?vr|7+n!{1lma{(vD2QAI<
z8#~?bJKIA`#g20t`q8tUM1P=I@&T0piB2@?;Q5_)@WJ~f<oIr6E&>Fc_qnOZ#>lXr
z>wg1h|4~`+3kv~(oEzXD9Jc}Bh<~Fbz!<gxM!IRDf}Ith2eyOlErZV8U`D_IDP)-&
zX`Zcjbo9^rW9<>|2N)UcfPm^RC~PZ81IRaJKaQpNOw&!nCh*}kq}$?7$ACA@m}lRO
z(N1{xo#d?#YdRFA1ptEo&_KOay5AmxXMknW23UJb`~azQ3i5W(WpqJpb9@{GL?1^Y
zR7!dqfv_RiX4~P|50AX&d|s+Mg68F(1V`Z@dTl0yKYa@<2!2#Nx<8#fCVKCHjr3DA
zTiq!**gO34ABgArg3=D~7Y|{U+2F^`@4}b<<}of;cKj2pKlq{9jE)Q&zwFa3-XA<@
z8~;Vg4aD3BK)e<W^>6(D>mf#4B&>UGa#qngnORH6+MaE+KGhGlw`h?+!(ZD5`6Gp3
zS>JOfg^yugFUU5@2b=&Z${|!AI1H{W47)D_#_)2bJr90;d9&ASgGOT~Hi63?dSMVn
z#`M{xC*uluRv#(2?636KPj~+Z)Aa^mKlPS3Xi$_y@Xb|Mpa6Mx0Dv?uf=Fl^*xsL#
z*~qZ{WT~!eV`3f5f;aL7;C$9!?R^cqwWT^r1t2_>Z7yi~J=a4+_m9WHv`<RQ@<7Ur
zH9s@ELh(g!4TboS+-@h^WFsEvK^~)Fm_o0S{8mnUXlCI#a3mV;0ph`ldG}ch03+4Q
z>HVas0aWVi7UIl!7cYQ}e940GiO(WBTW(YsG{N=&7Vvbs_C@|Ny)^x40YLsg*PS!v
z32h!QeNd470<2)o%J(As$e6fq<k)7;01$^{UML9sY>NQ+SdbVD&~xGLJM%TF`ia;_
z2A$>vSm#5VP=GDx*aPh3Q}ZxAG%;}>4Kmw9tB4hR$F{|VPsP8;FPC3+0k_Gdt^82q
z(6;!gAV4$x^eQ$&=&~w&_q=Z-)Xg&%gf$0Q@<!{dc%&hIoCl&rt+B)j05JD=+mp~1
zfE?d=|2dTcE6>N4-84YN5a)e$x6#g(arm3xGM^g3WxsV4Q>pz=V9AACEU62%qKe*r
zW*U?o9|a#b@wEH^yMG$157VWA>4nXwZF#?=m)E8MQ=_{NxQ$0%zcaWoFflMRRg{d9
zB%G%23%y4B2$^UNTfP2H4B7;p=xtDPqr#CfSK=HiD&}3D9cWd>OjBH<tFzuSz;#;W
zIb4{S`KQp}vhe(NO{(^b^W1c%z$z%_PtjX0&YRve%CT|uAW`_kBbulq``iA1X(4?o
z3k6#cCRlj4P`Hho_N0PWZAz|^U;l&j{qiy8w;s}l6NH>~269Yy%U}0zqB%8C#fVkF
zV%qvMh@KiHmKQ?Erp_v$TB@uy-cRgVgQMzUVQz}v1k6SlW!Si@@YsnFs>%XG<FThS
zE-j7vQtuvb8*LXC(LbTg*7bt575`Zkn=vnjDi4-`o88icx47~JJM3PDur>TO;Q80Q
zXB7XIE;KWhK@z7LoMyXAvtXnh;lKdyc$t<5*v3QG!V-WLSjoS`_5j7H<QQ)edilEY
z$^L_9-ekA3pJ%(_B5xGAufUW0A~`yKOb%AHx@Vw70rmX)^)0mI&o;0=<s3aQYO!x~
z-PKnvBa@c<AQPuBtr4uw(aBi4B0LoX?moT+SAj<nveLoqiOJnYyAPN)OnIJhY(Z70
zCV}rH!pofRt--zojgfC4sxayuanduOD)~6Aw{_<cJ_|zt*x&i{(@<|}Dm_e5k6FeG
z`m}5r7FqKgrFB#DN=@Bf`}@a8T~gFjYwy>~k}$`Diw9HGhSpW}^l1rO@DciWU8AJJ
z9wB3$+p|^j>v<y?v4#3cjw|EjANJ0Vry}rjBLpo+FxL#0Is(&l&?L@d1DHc`=Xv2D
zevg#bKdm2?Q5UR=t#%pth;37@7T67^v`BkpoM5*&=ugr6<`4`9fM@Ba_JOSEJRi{E
ziSi<=Z99mqk=6OITHx`|+n{8H|8yO^#=g@O0oeoD&Rq}^G0XjoBIxQMZ6$J7s3aQ1
zgSnkV2O-!Zq;^w`7fO{GY!!@os0Xk=MPJM0e<3x#tv~?k>rP32-Rx{!!b8R-6z+{2
zf2|0uuR>hq8B*))lI!uip_6$rqbs#HCENE`lcKg9@W4m$*yo9QI-+U2ruC=DAY*as
z!Y5tMN8WN{lrm<>iLI>N@rtg+e$Qxl8o$XO&!pX;(rl)*raJyv03xoLpjq0QpxWrT
z|HX=@ujb|Q^B-(I;{XHYxqely<S>Uqz9VW`7TvtEsLm31uH1Z?;V$KJ@~~In%Y0EF
z-@ur&UHH}~N9Y@r2h4}Kl~~y8!L7%S=Dv_c#nUX|?k~$<4!?KvJfmf)4<@YoVPwAR
z&t9Dd9@<*xcNZm`ULyf2$Z2G;FH(p@Vxq9zdvEc={~{1Ne@jHehiVXcnV9Ud8Y)KT
z&)%pC!<AOgbTK#!nsoMMS!e(pphA}X^Mt=Cor$u#eLD-N`>8dyb!ZbD-~$_@-RiqT
zHqr-JwyE3jkrfYdYn_r}eemMI+LS-Y9<x0go5=0KS`u>4a?!7mo_EjnIB596wYaee
zcN@Cte=6~9!CJ5&aoN9Ym3g5Wx|_Iym7BGqs4IF$2JhtQ6;lwH@<j+s3)qy|U5n)Y
z_JH5oR()ezaGdSrIy^p*md0W#bVh?}Jpoh(r(-Zr^lKoO2zy^2BC2$o>EJuevHuRs
zoim@N+8xTP@#65~I|@`YOJ^-e21<^eJdr;cb@gM?TD6G|OZ1MC>I@wsGbhx51Wa|o
zyB~Aok_ap|QzDup<nmF04~QlJCNO>vcMi|X0xI2jtXj`~mN*`SwZwlo(8pK8kLp57
zSzN4a?OXt<$W|cr#jAH-L12<mxct8Wq|`F`y9K7MWqJqJ2Mi97OGxVV6=o_>>y(o1
z)c1q;#9g{-S}uus*RaKC$~fgu&wz)*NC}?<vpYwUf#5x>)w}rWk0pb^Vd=!dJn*=4
zlCBu?`SsLe2G=5Cgb25KJpBhyY|x#_lSwj)(%nGmGAwZI&bnW!S(RXJVuc>#4dCtB
z#w|>RD=@z0#voVbJK!BE9BrEi8+1RxD(pupm@}nabqo<!-W6-2IlLafOmvuL7%fI(
z#<%9Y64|{H9-w-GO_GTw!^f!Ryin@O4~V1m?T@9IU91JPJ#kqz%x$h1`45lNVr9$c
zxp2O}nf;{7lg9Oxm9Yds*^=}419m}es+Zk`n195M>-SFJy`V)U8A$%4L2J9pEvuh|
zyO_M^3$Y(1X;v?xu=T%T(qi5lae~pL3{I%}<T0En;GCBlLfp+~xD{}!GZd2$R5y@g
z$jMh~O}5|Basq^2+*VZT_c4ju9Qf-(`y^nt%w5cIl_jt-Wl~FO{jKlSkJ9zw$VV7V
zp;gwRfLzB!$6%DfHFR%8_O~Un=y4j~GtK+Mtdn8mvlvnuaQ@KjdH)lGxb8kyrtI!#
zf~>w+fpIu5c7-&@Vv;D{x~M79+Vy~yv{%PD8a}EU2tm=4VoMIf*F3{ndtaZ&T=(TG
zc6U?&xV7}Md|bFfaA8itrl8U;aK7$6m#2zWJ`g&<c%~zq@RwB_a&DSVIK+VwW1H0w
z>cL)+ES4qqy;C=`P=cc54Dk9;om%=yDjE1g_suQ{5so%Flm$c5eID?KQWDUhIQ?u@
z27&^vq+Gj~yO^3rO74^yRo1=NC$%!5^8V?iHinzoCmrd08~0%B$rgzhHv9-NXSJuy
z3=p_aw=3hw*Cb~`O5O_F+0XC1!rPGbn8XqG5SY-P9WSi)kn_pMf>_rYR>$8IxK3lF
z#NUD{TuyI-MiWLLgNei;KD3yXD3lT9NuBjgP6zvOB<o1G=Dir!L<Cjc3xZ#rkSAL1
zp9NlUdBn@HtKQ`$OL{DL5%#**oK^~dS4uvuk5gir_~bNBufA4uW<P|*9_&9~w0=s|
zd%8mu{DJiHju-opV}cSJ*R7v6T>M55re+r5Zjq>ped%!mIcul#RGoH)E;cI3r=YS%
z@MCVVbKym8JA1wG%LMIGA8O4z!@Hq6{!d*L)4yyHm+}&9lkZawSwghn5PoM1G);6s
zMt%v6Q~$=Wqs3{3A0J_%Bl?!Of+$*5Q<w1LJTY_3KAm-+V@8R3>Pz}4P7NaIb6a-!
za-e*Aja8>jyc*9V-D3WKfzMKr%2bJzC#MqqYbkPxSUd0fICMZWLQ8#Mv%3TLh3!wm
z;30oI_6y$aho9~?)8WRPc&xzT&_CSraJUbc1#8Lp6ZzW&jE+PU94GC?>%_OGj)IHE
zO*N%GBX!6=*2$m^p9${v`p53Kj$e!{t@M5}gN`|(YEnT+)w<a#w_44{wT?qs3FLvy
zKc*OEcg)87M=I0MBYdbN?mccbaH@1wS(C#B$bs;MSYR&lm00w#{W?DH+Dm%j(O3@l
ztGz*K>o0f@aBOCPpR=~$5VUoC0DS%kM5J~B&U|(b97fvZPLRD-fS}!>j&@poc{$0x
zy}1u|CVkKp0q+?LZ{I}ui*mFvQRp$)5Zuo7oPKssp;rto8cbV7W9`xB*LTNlVA8b+
z(5Bnh;G}bL4lpt8=(8da0h~bf8==o?gKux1jh_O{{2r*hM@}*^vGGvNRNUbF)p-g)
zsle0{an*a(`L}V-Ajkpm!z=+J>yZqzJI@z#c?B@(5n521&H)g}XXE5jYZO2o=P)bp
z0a~d3K<4(@iwp=Q57C*eJ#daW0q?<*S_K8EbU+=Om;<Zt>AObdPn5ph82yvaCr%|}
zlJ)^!-6P;gxqEhl#@;SDk~FOW59rLM^;>{!^aF3a$KYMN>9Iv7-32%sd7yv)7c5tT
zpBo&uzVquBsh|dHp4FFHR;3HQ*ljKXdaVokjE0cCVX6I=TemJu{BSSrdil{jIhk!=
z7v?J#GuQFcUrs`M;G-o8$e;1;1a`nzt>Pb6fM({?rzoA$suI6kd?zrKNJqmpPqVh2
z6U=HY<<O*9!edj^jnYXNIHE4f91L-I`(1;QlicD?ozS0|+9lmua{7lF!Fwu6QDDRO
z1ezdLBPG2LP@(nhgNJB6TW2t!iknFV{XBRH&fDif;iIU@;)WbsQd5MLQsXJQEs*Ql
zLwM23@fKL~R%RomOgaM2s~gx~qq_)z$I7cE1R4SVbWd~T&`#}kSmfSNM?Y6{Zo2r!
zy^|uK64+{<1byK>AR(FzJ_Uy0885wQj-wKACiWLc&DNK_Z*~v>|11rSmshQn$#UB2
ztQlq&KLcQeb}BvD$xHCN9UX$6gdaG!je1$mV;^?t(2=7x1OLHK!GAkOdwX-4fhzoS
znk^u)|Gj9nS<R7jEBX?6>2)owz@we9%mgrC7k=}AiEJqic$k+jFDrh7D{N-Q9&kIK
z)#d`Urk?<DHku{6-COna<5&7@^FsinHLJbrP$Pf*(=bn9g8YTgZ`|5~UPiQyclyKZ
zw?uleuM7%7Z8x)D-n{rI#PJ2h>#h!X(zHJ}IKG-|{AdDj_HPE_?uPCGZH&cSDp(!d
z{2&uB4$^i!>T~Qf-|oC=KYrgabCweaMWY~(>H5es%1z3Cn8s0|{vr(w-3IPD`rtFc
zo|F%I+K)d{mmt5n0WhqrzW`ni3?-j~dgv4r8zP)qEg3i9b^99|)^D3VHvQWDPp8Gr
zVegxU!q7}yK&4$eIww3)dT}2h3%?&b0?ztHpk0{GEsuyWtpzN3@tbP%8&Q8e4l1-V
z$kq-B*tR~%0E#eS-1sAtmG<)C;juS{g6mxJJpm^GU9T<U|JcQrwl_iVabJM<28VnU
zctm`i0}9$HTW*;sfCd`71ouqCN1007fqwD}uttZX<D?bGU9m>C27-=9GK(2_P5}tR
z>t+B*5#%2;7*6;z1EAJbyD3(`Tnzi8`23BQKI?;duaQ%U0k!dS1LNh-vq~|Q$*^PK
zMbP0~n1dH^s2b5^tq>U}-??vE5DciPEj8l0p6txBiIA37Tu-03L^aB~X^j<Y%3`k>
zp4g{7ehrf-_P{-evYm8GjU5DpgQyzm*Y&^Xm&TX6!)r8+>Wfx5XiCaCqoD<<+8KR?
zSq0!#o5p<?+bFqMG|-euYi0Vc2#EAkAb=6MT2LQ$Y1b~C)>P4m1P*%(nmoRr)n!{m
zevbi8`G2g}jCt4(ot6WIG-_}Tsi-2$-qz!xX=#39;cC+QaRZ-kuFl~*>AOngAQ0p<
z*oxpukr`t(lf_KfziSY!t5=p@sWil%2weefyQu{!^X{hNB4?WjCkEq0($bc8snU<H
zPklqrm%zPUvds#dITz2RYji3Uqtv+B_<ILXd^JiNnSAwtEc1OeS5Af|e=-r-JB#8S
z^e#(reR3LCKt?Yv?Pyy|_+0{Y*~(g}!664PnD!^4uyPkoWpw6)A(gqaJ+p|~hV1O>
zKkgFf@8y>t<Sa>1JoNIyZHXwv7ZKV@f@|9(Do(AUgYesWLyub0!Y%eCqoq7H&;V1Z
zdZzD8C}7yuede4|r#Z6*i*&Ib!cK4cNd*k3wP<W{E5=!s6F{!6UpRsr@ALKC`|Gsh
zm}3<BFtthXGw_FaX=?_5QtFM119&$7^nV4Tg8A$?!=8R>_rBRG%m1v401uFNesv$6
zA_7XWq!+la-3ha?EF^uIWO!`RZw#Q-r9IeIM*TDQ2&R1?U5ywgVmNV*Q-!|l+Jj~G
z=E-_&Xv^K1TzV!0{q46DzK{aG+Hzj~qVS;jOC@zxX`S!-;bPcKzqogDP4fZ#P2r}A
zUOvEQ+J8jP?f~5*QgFnc@u!n6pWLUqeMB*YC0+JF{s+^VwJuXBLLkf63Ht;EqyON6
zRt-1k>YNhoFpWGj%N+*2@>QG;iJCw@#P;t_J^bc4otZ8=))TloMOz}%6=)J@&mG?*
z^9bG57wk?LUBt0S8?!viOHPD6S&_S9I>X;jo?8J&ib;zpW`GDWF4fMg-iFtV-TZ>#
zd?<dW(`-J0){A_$$gHtEqo=xlfu7YoZ+8E1lS7JP_5mG&Z8-+N%zb@^5sz$-_kprY
zi3wif0n)yq&62=>{joC>DIg8^LQSxlIW7w?@7X@k37?4$i=l6M(wZ_V*jj?08^w=c
zTethtH*E=csoR@9?LZwDnTL(^MB!+UJT{sEkmtccFHzqEy9NEpvp{J7WdBFv>ThE|
z(OwC!QDK=0Vl*R3_y53O(D^2P2Dgs$4F*t$NVV(tB38X?mJ1wK<FFqtbR~O%Mlx!-
z4M1J(JT@pKHU6Ce6mm6g8D=m;uY5Ka2_0An*X`)lSSL3Xh(=pjZe>B^%rlApG)#(;
z2AbjK?iw(YKn5T35am4R_;?rxc0)B8hU8Q7-BdU@=xC#uyfT8wGl$#y&+=SYquj$t
zSM@(FQ}0UPwF8CkAB^b&50RKZtwh}>H+7>;T50C7-G}HG?!vxS5<6ZSr~nLTU`dJd
z{_yC`TVT4G2wewtl@Vx|!=5H7U}}kXbt%01&dHRcEZnLv9J!1G!-cDz&jYL9I~~`Z
z!ZOv|Xfl+B<h4QQq})yy-At&pk~<sa7<O6H=%oVi59Cg$3x5ZVyLY4eGC@~9xdE|@
zAjBP#nv8R0BpP$sE5^#(%`HfbjgWBv4PEaj3Z^LEVrPxmfB(l<>G7k4-e2#uO_XWb
z2{V^1rimFmx@xPMaM~H0N7~T6j-w#9vaU&CtNdL($uUBCt%=7Oh(*>*Dr-5C$5y}V
z#fgcNG2(+<(Eutr1|<<Ztf>h{fSIy%HvFVSeJWShMc$zhvx#G0keG3tDYps^oTaHJ
z$xGsB&BjqcCz^zQp;07qum!?D-!(&U_EeL1@Tq$VWhz935O2tT@n0ypP?bQ|JAgv=
zVYeIdfyK&mJ;gWZil$*S@_d-Fdr?PGK-?s|AU$<t9g^K&cR=hO{fI;#-k#vEC(49t
z2nw`2uL?vDliCeGaoW`ocK^h2MzguqGEP3TBJ#CCnZ7Nx4cS(`zBsP8<d_{-6K>5s
z4I+5HNhyXya{1QTW)%n69rgd=BPY^K-yr!fsrV*yuf4E$5>fXX*Ewc#AK`G`y2~L=
zJQ4{CxQBAtX&PPIqu6Fe%j7UGNmAcsj)Ch@E%Dq4;WcNeb$PT^e0&VF%{rGM$ktSh
z{^!<Iw6@7b@N?YY4+5sa8kHKjdr|G3t{=*>LfoLL0|Q@~1u0=PCs&Qc98J?R79$a3
zxiZ^WBYhEc?YYhQrcVU;k`$2l?->nTE2j4b!ACLWAPQ2N-fE7BZcr-~+81h`U=v|3
zJF=>Q!k-4%o%Mg6IQ(E4_f+Iz59N9((8m%P7=IbDYlTh3B_epOX$fkoseT$6&p##5
zo;)kmMB$%E2A7FOF@+(L6M&{SOo0V;-zMBrG2jpXJIg>C8vIP~eWavYgBz3I*p*L(
zkEmD;<|yP7*`l<FXFs2>MJ&@P`5Rdh*Js$euysEq^CF>Qu{I<h9`$X)SioSye5Nhx
z!_L`d9gOzFRp;R!<X>7531&&s*>O0%*KE^zI>AYT*s}hypO5dwyuq=3XR}+%RWP1j
z?9+;4^sl|7*RqiMuN-`459IUV2n8CDNL%S={(SBc2mwzKH@topo+aQ<FAk#?5l+F_
zlqgz_wl!4uJb_{3^D`)QFlg%1QR%qe8Q_9Pls_5AONlKL7mm!yskEJibs63x;GsXw
zs<ZMx+}O)`Zvwr$M3^_26tVvu2hUbRBoYg*;f(h<t1Aw)4=T{0dOnAmmMeX>7%O)^
z418n$xzDds$sE=!DOA!D{w-9vM2k$q_KP3M#Bi&%m(btW<hCA5FL>;tWQ$vd*DV5b
z5hkldEbo=|yciw#QgpOQ(;~?nt~8G{PW!pkfbH8QN&e^H&)%n~dMEE%S6?6oSl_;N
z`*@X0RRs5EF^<B3%W2pg;#Y7zvZ78fO_gQluGW<F6Il^@(IJ~Hub31!xd6slrBHZk
zsFez102*+b7j@$q+CwObPx$(?ey9)dxawl{8h9QmS+1Ba->imwvOt735UM*Rt&#@f
z^0a@fkq$7)A&%>}LzFEC&N*S91_Lt0uNd21xo-R%7AI`cP_b6vuP9_;P^Vu?J?8z2
z#iXXEBE+FM1}k*PPpM4Rmkt|KdGw-^EC^>zlpD%Zs0K6)B~>Cq8Q5E<h`|stweLcQ
zSh*R?957MF_D0AzjP~rWl{oC{)OO+3j}kd&x8o%i2|RV!UuK8w&vzYLC&qZl#!7Yh
zW_o6gsp*5&Y`z4=-<*(b6y(vPm=`as##JD~-Slw`*`eQ1VX{rT=D{1-nnOW>qvF-Q
zI75_-sG@DL8Cr|X)q06lKMI7y5o9MADMFyeru3unzHa2-z=!>`h;2$bTRsC~I6oMn
zTPO;q#xZhno*JxC%;gay)9d7)P;=egF(Ftfb#DRtsErS$nb@hG(Z-L5^*kS9BPvDY
zH_Wa_U9(;C?4(y~a<+p?Q&$u(wu;TLw^1Z@4ep$~mq|kOEf9>$o`z`>&Z~(t_<ss!
z>bgl#h&>I1D0tCK%VB+v7yK$!KnrP8=dpr4KG7aY1K*$FEc`g5-R!43tKjmsbz(-U
zMe?O;cNOdfEpJljRc{CCv<l6PV-m3me~)hsa~>WhA8u35=b7XXDVQ;aJVCDUu*niF
zk)PbRT_ToNXh{~uGaXOGmDsCUHna=uspV2pFLGwMj>b7NYIMm)m?)nZl62>=Y}%$A
zX!<zMH`O)XqN6g?W1&4t)PfIgXkj=3ODHJP=U=ClBPZL)9ZuII4b{**Rt54;a1XA#
z@o)occz*n&eDEUhdg{(J6Vk-Hs4VX$XPWOkw_Nuk)o9Riaqo8J%AHCk=>>w}Aom^y
z<wKKyzU;MVHIl{EPjPea6ZH*x*C72fg?}OxJP}Yu#}9M4oy!~lSpZdcG_5_`R-RMk
zr<<B*VZmWuDkkJaz6mX^Z4^v#VkeP1Q@m;kAAiItgV=1-89iJ&2(n~Pyz>!Bs(p~V
zul3|--wX2r@f`dcx3S+~@crwa13T0dzxc%YZ1}AL&yEe*PAbAgCttq3>!JYNPC@;T
zxoa+&?{=1@INTRP*A)_3$X^~CARRJEjm^ej7c9&>@Id^#q<vUQ9uz+r-})P7qIGPD
zrZ^PGK|~OaMJF|Gq}0&rKV{wJ8d<z#MAXw9txt)~f~N!5>=oz5CM1bdf=FjL1(;yX
z5=wSuFxVH|G1eh`$|)SNhS|w>ck`iWD5<<I2859aV&wT?7zalqoHWKh&W({F1mJo7
z=&DDMJp0ii&FJ&V7&neb%4g^gAC>Qv9$|L)a3$A~xf+~U5)io!sjhH;#YlR?moAy@
zs?nt3T8BF(Ho)NYc_~99iOd*}@ZAbCMH3a?FxFEYc-gl;y_uwcdSY@dmt5HDw3tpf
zW#LSpb=}Dqtea*yrzr`nYov0sl2wPGjEdsj!<txvG%=ZPa2)8=u_LJHYO85+glDxI
zDMY37FPJ)UVvxGfp?FypNABNjJH8Y=8VB9Y@rwfuR+ija7laQaN2p7?D%6(+S%Z`H
zaK2^6W&tJDxHneMZsaznT~4jTjjE2Q#V98m6~XTw%2zG-&h1k_?pC2#cPvKp;xD`1
zn(=T{GNnRq=o}0rrRmbzC-r9^e1Hc+E@j|fda7?mEZ@256%cm!R#?3mwoF;e@8kOo
zD!NNfS1aYm;)}cmeV6mtd}(t%_HH;kQYcmAh=C_W(Q8h-T-ZIioqkiLte-daI>c!#
zqvQv#ZGxC+wToZ#ZvcauT2PpLJE<;-Z@Z)-|Bv}J=GurZcfgA)W_m+DYmGAH6|Zhr
z8&5QKuG|owBYzT8X3pFrwc!@Yom~WX3Pv_vbxgcaC0R&~bS&njG7*Oe8L0#Lw=>ox
zNM;})F5ffzw~&M{-XgFW38FuGEZN~Qh8iQ}pCB?1(hdj@NEom@CVL5t`rrS~-{b7E
z>b1(z&5@jZt<FE7Fl@&?8M7uct^7kXazC00Qx0>1eIa(54uBw72W@me$)6`ijYb7p
z(8;H(@LFn2vJMm{6Qh(li);*WrDqVOnY)JKT@LYiHe<asIK?SAP)M>4=7XJQ0l_Df
z;;})ZOPPr{zeUNeP8fD%P$wg*8=PLZF!u5;#v85<A>1pl{^p##ACm}aRvlasCK_2E
zAirxAJ=Mq}`n68O{aKLpk`wXHLrzIo5~$^kP1VjGfoKpKy=cO}b70*AkUncOsUz2F
z-W>Y`nf6uXS=&WoF|1Ml)Va5tUOotA{n{Mj60L2c-F$M5>BbZ1e1uj1^kAMPIOLW*
z8?qfu+SE9rY$&_~+G|E&M*c~@bn=H3Ps#)@qcd@AyUjOk<MJ>$Sxu{(YgIZce)i$-
z)sv+ZxSE5YNbztO?Ws}ObWML!o^xFv?-pYD^6G6L7eal1dt=9Ta?`^s;C|<)q}3Gj
z80V$nAf$NR@mw^vFhb99Zy=ET&+`F)ln1hPe==N&Pmb$Z;Tf;Z2gIh0g7BwV7};tE
zqLaggi-_f&R(52SZMMj7p*yw&exr$hO-ZMrCkH!bTkPY{ne5{TE^$|hFTer%C=Uyo
zhwYZSGgH@a$f{OUz}YEsTDMLS24Bn*?0*7Ep>Q9L{}>!niWn4VCM3z@v)-mh6s=25
zDK$w})>tA?@3%2j&0=4}8>|PCbMnI#hVCImp>(G(Pum0)>!z+~ZBJn=$t?;vWz1z5
zWoWF8QOaBPmo;F?P@0ac7?;LJQ?jojBo$ZL27q2Z7itmE=KSJ(zOvjm4F5eucOuMc
zW7Pj!(_RSv%&n1PWZ1E|yxLJ(o3c%_hi8>_p~}1k3!m5>1G|(kgcCD;S;zKg|D;lc
zSxeatA6*5NJ>^9=+6NcR{qzB62HhsDntb*Y7iN37lj4^mJHj&@o_)mc0xs70HF3kO
zhXh#BZa%+{2&o{(1g6|{DK(Fj{OHF_uucdx5Tx!=UDjiRwX{Wgkmb?mG4+Fu$+M`}
z`ksmR%BN7*-M>(5s5i0@Ygq_mkF<*FAn!mC{}q`8ZEiDFY7T*<qPOs%in@wrHd%-@
zcf{aF(<t!Vi4CQY{U%>npv;Oh?2MBa5*#$~0e;OO9i}s3#;a}3*Cr~#o6v2^{cPfS
zkdnz@g|-1(r~;0EMz};}hdUH#2ZIbVu-oOdk;D|swkH+C)7(cIN18C+qthH|$ObN)
zv7B3b!pnx{j|u@DdvfS)m^l%{Og|-pp^(4qPx-K<lJ~$O^_^iz3Ef`YAS(m;Aw=%$
zozm6jDlrHFma?9`9A`8m16~Yi9ASryA4yE;R-BVXe=u3|^?moWK3*)jUJRy?2K+z_
zxqCyAv`>}lSrI>kH?O-*Z<dnpHok3W+Tm489|d8oZGWxrEST;%<k_npy3~{G`)P_n
zW)u1emv3ZdrJvE>vo-8~ul`-p#y%)Oz?>(Ak@tp1+%eY^G%=B|l<xi6O*QMK52?%(
zABU@H2k!LWB=>Mx)3$!oVO8)C#A=`X4Gqzun(L^DWwHCgb`E};GF`j#DMMs^#u^^f
zhZ<4nLmzsqrl-VR_+S<*Gi+BI63;)8J!v+&*d;`pY=*o+-H)38WejiWIFoUK+<&!(
zdAb0bw_AGc<m?`?oiOBfq^u@&XO+Y~{hI9r=g4dA!@d$dQvwbnky7Nd34&+p|3nA-
zBS)7?5hcy|J6~oME>a7=e|#AqY880$2T5#T{f&kB*j$meH*zRTT_n<|ahErR`R*Py
zKKnVf#@RrrQ_BHX3#a@&vrC`<xOv61%C3P(z04JoHnl>G>_(iUw49bx%BnsetKD$I
zM%w_h>PaO{#v#4|_SK&+9?CwRNKYo@w2X9K#j#^M>_WXo&dPZ0WQ=;*v`%mU5ezr-
z{bUr9L0C^yI7`~I@&wz;w)Cv_BaTo&Jn|iYDP$f!K;8jvh0&-s>WEWYk3_AyR*=Vc
zl1ef?qE#Rk4?5X5uYxtaYLXSdoVof_!|lbr<KlOwMCXBAytY`4Cr>#eU=ZGmuZ{9x
z-I@yy*hrMZXBeL75}Ejx)P93i&6s*R@#6X<9tJ;77Mq~1P=9esixPIV&_4Kpjvw!c
z=Ak7gDZm2fOKa|`G=10|hVKuW=8lcyIiOi>2}~?&kDspq>F@zM4%OTtVhzaPi)+KF
z?ciSx%Amb$Ai?%Ws&0_k-$yl;djD6WGsA3iwb_?3e{^!sHc@Vx->5uEJ`ptEWm0T!
zL6T?@Gz|WTL6J{_y$>b-bz!&v?v0A_yMH6NBv4CUquDYEVv)5#QR2sl2LcP?*Eb+!
zT$B$Igp(lS_}&{N!PWipHuL;zW=b@vwg;`p(5!ASazamCTDEJxon(F!Y#pgG_z*jF
zhy+b+2>=6s1FZ3jpl_acEIkuEoWiBKH&fF!zx}hquyF>QtA88US}tURu#g0pfz<l!
zuPmz4TCB}l0Ysl=1QAUe=oaC1C<NaG)CQa%{1>2{9T<uR^AsPgbV1T9?W7yX9ncl}
zY)SmTQ4{!ciTxqk>V8q@G+n)g)}!C++ytv}ztaTFrr)Lrm^GsI<iIHVI(4&ga~U-K
zwm^uJXHL575ba9td_!e7j*j0obzNP8L021E$a1^ZOnUH1K6@M;+RAgL^BDO8@@IDK
zjlggGpU7TL68N9n0Cc|RYaJMN1+;sA9p&H){0jynr$Auy2c6Qh-1`2ZepfZa?>nVB
z<8LP4wd8X@q}}W%`^5-a%kmlJ&W_j9>Wg1gK^&kB#9n;`mv8cb_Sllq%Gr)|tp!Y6
z_n!w_-P)WOv{{02$Q~HyH2N{4hJX?HV7KGarQKW9wkOgB;lBR37Nq^21+xS;fXnNm
zdryt~AQPZleZ|i}%C7yt*x+BFw|g#*_9%nDZyWFrK%WFYf1*`9MTY_t^4A|AbI%mS
z70FlpIzci}(~}EU0i^PMU-!}T#aiVkvU>_1-!*x*#v?v*xaS{UAT%wfiLzzEe8(>s
zy1||Za#g-y%7$>6V~}($*vyhd@qz5+_tiY7r2-}Fc5aURvsX~<5rz#Raq+z3-jO^x
z|MWz;zzdi_{?(}h%Gzmfh<<1Z9g~=zLL<448_*s#U}(<jU}n4opV&X>K8P;<@jwgi
z+5p$u2T+%O=q{b29exS&7ccn-2NSz)&cRi$$Co}Xd#D{44?O_$S=8|+h!dO^vCb~u
zo7$Fz&WdN^&tDn|3pJ~45zU+e6(NWK?YJO2prL|ZQ^qFta^zX$=#+`c=a>5YgO1nA
zJYtMs24)H96!n34vm=WG+~}r2qhpO_`!A1f@RipNDuYo$8zBEWnYph7c8%qx>ZY3+
zd{hve=1vD+fx>xE35R}Se^c0-4`61y2uus9&VpzU?=Sp!+1C!1N-s9)&K^!oPMA^c
zVK&C0{fmttn;bD6CYcCq+pqGgZW$47?mEz4IS8tPFa)<b;Q3sbBg?GK<WL1+M;<4W
z)n;3wwDLD+w$A)tHPwmzkiQh_9YtX~Nd3fXh1)Abg+cPjT!vtTK%6Ba;N0E0bLA9-
z8+J>+tcEobdV!0P8fR}VI+6EjHBwi8Q{^A=z7#_Mm~sBvLpwM94a;;#PnbKN*<d2X
zL@k~BUyC{a`ne6pa*b}Gqr*d1c3k=0n>KH&YCE0>tMB60i3EYzXzj86Vkc;$SLb4b
zWlMFylKJj?8{SF#g13&Kj{uF%kQwd*2{_+e8E<fD3p&%+{JrNE+A!E@`N`2iu4@l8
zFgw-U$!=Du65%=QYR;gIV)>4hxbtj<m}xwQ^v96hSp4zZhAS{62bN2a$p3cA0X<mp
z2O~0ya0D-1APk&7y)Y}e^!wvq`x>olgu5`o5{vj;q#ubX@bx?qN#YYzbc9saJ&8%J
zv}`QoBRN%aB{tqJ2dyZ3zCA;x=vY~!Cl9AW%P}&lQ^3NM4Y&zAcK@h*y7D#6RySsw
z#z*Pe$d((aP03cCAW@|%o_$wOtBBqfd~I!J+o}8q^DIfR{PgEb+%OoBmjijFlF0)V
zVBgjEHme5O_@`U~*-xHLyttRRX{2|kJf-?$fw%It7wkDsrTni-2X*^d(3}+6ma@2K
znz~g2zYqVi=*Mq{Un2|x;EphLsY+h%D#fptMlvP8a-GW;HSGObqyoWH8<_3YrW4Y9
zbfm-&<0?~z*809)33Z$m?Yi3*!x>jYzFt)nY!{9aRVh8W&e+Y;?`lzx;ymKAV?FIP
zIxTt4c$h2_dcU+KkF>nQ#c*ux4qwjqkAw?ilr@xT$-RtGMp@!any5#Lv}BccxO)N%
zKk>Cdm>8hS5zf*tC-p~Mf9ObT>DI!Il*;zzzSLHN;KVK+6*qWJw#8D-=YuZ1kpgN=
zd)=cYB7=<HT8V2^5^ky3V7)81V5@zqC%wd8Rz9zTPt0%{U)S$BToIN+dX@mj-X?As
zvk3cdcbp&m+ZHIjI00kp5}C;ZDL&RH+?m{jpwb?G(a?sZnMu-T^`p#!&~o=Nx4R~B
z3Vb^C+?cCm3rV^HD3V6LwxaX^U}0~e5?*4m;G{gFIZ4vVdPsPE22+*<Gmlg+%adNm
zv-_J)S|$oWsruP6i$t2oZA`pCrVm7!Du8#K*>hBErkq_h)~<bUzF-BN0%7!XJnECv
zXN>;#TnV3m8I=V4q2y4+LQOqq$q1u4GT6Wo6)m^LJ0XERZ&BtbLuvRe`fk2r64J<9
z$88CpV6p<kww8+^PzA7mY}D~4Nf`F|XVT$tJJhjTlB)atlK04~qn`9^4z&iFLXDPG
z*Y3k1HNaHI5XT^)I|r8Iw2&_fIl>8@-ms&m-cKbcrh5xqzM$NYpfR>v<}_EzBE4v%
zr-7UH%Xuy{GYTcJ0~nmk=?s^Gq9QK?i<EoOHcY>)$5BY*j4%|o)B?WQHnqooP3x|K
zMGI_F-0nyXdL4v1Q9lmKw)#?-%5fSMh}j_l{id%(`)my?r+37I?AYI<yLJ!6JA?~*
z%aSmeEO5PTMRr-!QM{@qLQv^5))>PA><WSF_}y1X!Z-zvmw(l`Z@|;#>mAr$p%$4q
zWSaHI^;Ae80|PYaTH^l1)H8p&FjNIBbG0R-rU^JTCtI3t+j{!?&8_wl5=ogdbW`T>
zYaWo(B7~M1wFAhQ3S(vpvl&}tgD`e-0tW6N-ywMFgS+!0EClN6x#XL{rXycALc;n@
z(#XKqmdAsxKXN6t5w$gDUj)}3n*`%#gq0L_fVH!c_FQCPc~<LCX0Y^f6}^aY{j(8l
z5jA}H#@oVwqAl%Zy|gB`^9tp*)8MQG#kq_q5KQb_XH7-gc7hheuQ3N~X!=kTc)rVQ
zIr=C-gAH>E>hB*AWX3H;kU7Ozd2CuD`#$LOHpp=aB6Qh{<AT?_u*u`D82{a?3tl@z
zdYOm5={3hcVu$jcNlpAfaMcB|ecQ^~soXA$PZ)7Kl0#!7w-Wzvp^brDoQDod@Tn^U
z8}MhJfbzh=#M~_+D8B0h3_D6lH#ij)#WvZcM#Lcz`2pmUX8!nEQD;1GOqjAIkWv;F
z)_jT+lA+@ds!d}cRL(J%CqdHT69n{3#O#N-#dJ@KbJhvpkV=}vA=d;D;TZK+e=Dn?
zakd>RW=2U_gV5E~D9mD~chJSQXAHIQl)m1`K4yp?2`IaM9<J1O-h59mN%^PY$5GLX
zN4G-|%hnu?LzH87v-Wr_idCGX)0*eXE%!Ro4!%M6Mv|M<92=hFthj8btGU-UzF8Eq
z{Z=^<Cm(p@UT?PDJ`dLv4de6c0h<yZQW>vnF;6k0ph&zaASV8!GHygck$hj|0h1!F
z?Jgy+UQd<6aKyfP2p%S+O#(~+`8O3^1-l2i&lhmxu&3w2=>PRXvYl`0nMMj98TZk9
zU@HlKPq0SLtB5CZ3&rK$#O>hl%gQX<F?M~-k@{?$@PL~FvpIK+%oIzRFiwPgHH6J7
zs*m3UlV4Cn`%#{Zca7JR2XF4Oh^MfCrQd&{R>W)6nzj1fra&s(5{o?|1^duvr+{61
z7?go48nPWf295okbo6Jbcb3;+CCV1kH5S&u(ri1%U)cva`8X5|??NnOlqjFL0n2lp
zL3Ec;@BxI*vg)Zods##1_6h+GA0*rd>@973Ms?9*A)nQ1;;r*^KSSMn^qGR!sftd8
z(b=C9COk$+=U}0I$7tvh*-Sw9ITPvjr=kpx`w|l~oO*}#UZQ7-dLpxQfk<3|!y22C
zW+Ob+<3CPzck=KFNt-U#7)U2L|7FxzWZOzx{%nVM%9;;Vq-@B6_#)gQ+r4!^>{%<X
zP^y>`2D@oA9xG$Y0Q(6pY+8k2zQ4vsMn5w!t63aHruJf0AE*PXPAql>{7VWH#R4!;
z&N$5qM-$3l@9gL&Imex{GEuTH`ul>-*x*6XZYl!LN2co>POMw`e9yPn4WnY1+L)>^
zZ!C$_Zn+0H!@_JDOe`-d<**1V&QzdXH`ENZ@ggh^b;=vKF_Xv_&$RBfI53>(qlENn
zK3m7zjd_B#9@-$C@CM4+7=d9mC4O34kxs()5%ta&+)zm&NFH<Wm74%dF%hSu{D#po
zoyF{4u-2C%F-1zdjpilt9lfWe!h>K$55p=Ty-nqB)`p0BF<Qy>k=vy(7Dr<7f{Z-=
zRl?QpHr};?=9GXaK}X^ft`VhTVq3HQz2E=vt^Bnd4vC5FM2GFD|0xO`?tRF3%h_Rl
z$*v>`MYdYcSihlPv*p;r&CT>F67CKP&u8+d^q|ymSoJ({3os!{s2lHGOVM&ScIEFB
z9{8uc@@A9Xl|{pkdq1Z6^+4?Cn&D1dT$mA}tnMCd^Tt`;ez4oZbqisK6p=2((BWIh
zU3`tT-h_O<-SBOjOZukIubLXm=q3_D@K;U_Unf~B0CR|VE{NQ!x>fLHxVCn9`%2v1
z2S<CHnB4Wjzu-2g0hYIaF`HklWcJ+e*^W9Ruql?r6a7kEqQ-2X2#5c4<5lGOk7djH
ze|<E>KX4u`jkmvY5eB0}dJz=TUAm<wz%eHd2ggREzuY12F?539R}Ug)mBuzpK%=tc
z6CWN<Hq+ayjM!O8@unHyiUMc;35G$5w0*ZGH*yWHx&@t4ay6<AMQTm$3Rd1EP6d+7
z(qg)9Oi2X|ACc9c+;n?)Z!0Q^Q+L$MnsZWqc+svH_|o15gm}!mN@J#2@8}qUo`t50
z4k_inNEybCdnqX)DNm?o6s&#9mo8W}t8bi22FJr<CsbQ$WsqbsGwza-A26y>da}ae
z#IbkST+aIY?c*%E&u+1+S3M&1;!1eNCJ4dbvTSt%sOQBp%XCNH()EN+4{6j0iL5N~
zhQ|=tpIysS+Gu_bzjHbOKGI4cCbjs+ZAKVeQ#Fa*Ju8_!@oiFzYLJ&{EQ35JU*VqE
zeOIeK+#`<8-n9Lp=M!amECRI?Y0_Rh<uVB$sOE!%;Ve$9e(XvVoMDz;v-Z-%iRUTR
zh6vImWfZO?n=|cW5ounJl!m*5{QgpqR|JpkoY@t_d><KL+lI1oF(l=LBq+kMT4V@y
zB<CQTrSaEq2_HXl^vDg@S|(kRqiJLDLNIo}0Y#LP{gc7G@-7ERsbHRo#!h|aJS~o>
z14tb=-^k`SfEEF*x+1MLxn6<n2??B?v|4jW6%uZN=R-WX+|#%@GdbIfU@j%{Vw(+-
zQr?$<pE<*naHn5FYbvZ3PP~0MT<^u{76ho9;fD6~oLK(wR2MmdQH7+Dv>ZhS=A(8P
zd64Oa*s6sr_)1B9xXhDjnqBstR*>&?=Qg%B)tp{#gbcfHw}#?6BkWA5jC8xQfJpQU
zscqulFZu=k1rn`9Yxr2Dgq)7Gu?k<w{Y@8(Ut*sKFcff5vA&e<venYjmgT%lF;}WX
z7bW-?8uvB_u9V5p2nPsM&enQwScGQey8Ib&K0V}xdRf=>OAe*ncD6%^OdcV(xR(la
z2ib{GpZlj-oL;Y>w*z~nsK>q^rh*T7|HJye`^eQuXMr1pd)}Y+(&y^86z*0k>ZM2G
zUdu~TD}_Vv#dV*U4omo;^GKNFkbQA+Qyjk46%Y4Q!{`w8cguPj8@9b;ZLg>Jwl_nx
zOUwCkm-i!n`&$RBB#H;|LW76xPHPlb1TLQt#rzIda}*z@Mvb6ewhaV!)9yK%wA}nY
z?AaXYi0PBJx>hzR4r7|ZxHO=~4W1mPqN3lr7=Es!jWt}>==}Ul!krHcYQ*2VeR{KM
z*>>=i|GE0_o2<I7cAf;nTUq(ga+~y`NMv=+w8KWR^HM5kvOD<`v69~t9d6Ktns&8B
z+<pODAJYkM64tS76%==;K}dDZA1SQyOJbBUqxKBbkmd=}I4LwJ|GvNXF5#sN(JY<6
znrTo}pAXM8n{<vrT-M%hr%(>QE#@VE1c7spWxSnwYCx=xgt0+2x>dHufL`z&qUpRk
zc<T+YwSFKJc!17HgBHw4E3m=0fgRD(|Hso?hDF(SZNt(b-Q5k+jdXWQNP~i+^aw~v
zcOzYb(%s!10|)}rJ#>ha)O&E<-}9Y+*whV~VUAd9UwbSQnlw3mGXTn#|9~QZ+I;=%
z+GYS~(T;#xb4kQy_Tk7IkmO)l-hYP8Kw;BnU)etE1>DL1R(pz{;SzZrR);nMZ0j@N
zQ$a6Z{_6D}Kn83491uAZkA&~|u@?tp5!{!YL+5g(1Itc~f2a_OQvn-Cs+(ql7sfMU
zPr_O-Uqk751d@$|Gh=YQu@9b17sg(J7#lC7c!0>iUiGVR1VPDdpluudkM25r4iFy2
zSX>E|CHgHr5YZ+p7HadSOOkp5n8$!<ZT0M@9(U6R5KmVCVv}*P09uYcKo=eYBH&bm
zPG6rBfdAEgx&vfzFCg+A`7Ggax|X#y30_0xTzHkGIwybt=K!hl1Sqs;I|1)D7;w4)
zWn}+i0r_glHMV0FFjp=>M2@&4(98dW_=4WKbp=pkODg*TaCq=L<h%(G#%r>{oPG5(
zhSMEr=@$UT@d$sSE_w=zfxT+8d<D!Cz~H`olIGrvPc3Hq{(DymcrzgT7KkoqCy+$?
zgtvST!5c6GYRJDN7@vdCRv&@jS?wl`+@VR@4@wl?qE&-3H%J6Pm2(ZTqdFjPxqo7b
z??J)qDV>w+1sb99%13})BwmnNGez<EOSl0O0>CgCAN`!2f%3?#_9TrIfEr!_4$hW1
z2#qv0mqBi^0H$>-w4oFUAF)X08>?3Ttv)^w@AH88_>v2~M~Uv;alltDbO&KN`>?S<
zMJms}l8OWmEWn$dWt!~+8SiF~M^EreirMF4GZfF|$0qQW#205u^w|f`e8+eOcPG&H
z5Crp|`trFPSnZQVoeL+BY)`ku#ZQNeu7fW3kdV`4zV%7&x%lCCO@9X9^$9)Uk9@y<
zMNKUnT>vHJ&F@i<r*|=k++1z{trSG%4cI@WT?31cD$B-(BT}gNl}S1E*4yPxK49xJ
z{WwSjmPAemQ88c|1$GcW+*dw&`bsOJdr2k`SCs;-`ts}6PaoHA=LP2%&qQ9=eO!FC
zr~=AnA{OE~0K`C;-O$LZ6k#4Y;G<eQOCukf11$Dms<xK^%607e0;e&t4#?f-SOC||
zIy`vkk#&{71K66U*`N1WKN{FjEG((g2i|+h8CcW`G?;B6tTxI=5}5&b_u?SDp@Z8}
z^Arr)J|j_n$askn?(z<7Br`zxZ@WBNd@Ukj&)?#&YWP@9T5anKJmuQ})B3&X*PNFC
zXs({CwpMg}xVtg-t)18+!=#pYIdlF5eVOHx+|JjDP(QXy3H3g%H{JxHU5;hC<pMO#
ze00c-BGMV&=La~5;;FBm81k+zU?urqeG%~&KL9Xc!zU~tF@#=T1>TWm7OIP(yLNXf
z0*UygM$0-9u}SVnkU`u`!%*YAsc`iC4d&^hK4~BjW@HJFJ6d6=)Xb+=-AnBT12*`|
z9%P5nkDA;=Iu8u<o&*#%mvP}$j_daTa-ME3mqcIeWS<<p6IGi0=LV3MgZ3zOlLda0
zMcuIOo|tHC3{wAWXvgLMISw41_syOHQn!b;lt~ZR$)!hOW757<;Fwtf6iBOWk823N
zPx~p@Z}#_Neaxxih;t)v)zac`p5)J7K>&SP$pD=jF`*)bvs}!-KY+yRFpf2{5-nT|
zU|yTo2xt9OW@+=ZPq87W&;RoX#DPyFnGb6NbaoLlN{QZqGk}IReqzL@JT4AM?AZWO
z4b$X0iE`H2upLVT_=}rkhW2V_{$WbQnE0i@#OL%>Se0(UCsFy-p_`yA-}nfu7JfHd
z@LRP(_I|!8q;bJeBFO`DhulEsj}|*{8mqv8%|`W-4fW;u7~elK<`D#Z3SO73p|XjM
zR0h)LvId3>i71F+Q6RmYS)G`Go65{}T!1xtk;Jf>%d!?|WsYVpnE6tr-Wt}}gbVI3
zpns7<#*I3l4kgjJ-;BS?2jT5%*L=gdBws~RKp&_thVW73l}pB7Ny{EY_CaRL0ft*9
zrh)T+pj2;T>5A_ay#V4FFKwBwD#<g!Fn~JmPyFUDVODjhOFP^}u^mwtT26ZM3V?l(
zo_wys1fS!?A)ocvj%K(F2s@1?l%<%s`zJhMS;Q)T^5eT7=twy!+V9jWUbK(~KT~3J
zMw7RULm8sk;*!39I2l`z;<k^a5|<I@yoIYkx@`u^wmlTIoVQt9WXmq2FGQ6Xvch${
zy7diAf5h@Rt#xHph)tmF2%-JcenRo@aSj8phCa*UhGeesc?%ZSd%M4gkvhv;;(pSX
zFQc+CZ0iVqtNcdogmL*|m;H%y`!MVZq7C2|)N|qgy||57{?%YBg-v%O(3lA{MYHg~
z$3Kr>*|clS7<u?U*+yO6!_=PPikguO%OTSIuG=iwcw%2%J>~{t{Y288)c=wL9M67M
zo-cp=Z4j*<?kaVRM{>|;&AozFuq6Vs4tz?xvtpcQ7e;}f6<GnNWd%g`ufPXNZ~$HY
zB;9#KFuWt;Zw7r>2YShi<F<1RFmtJh2ziE94WvxJZcz_MwNXZRv8&n@L86I^&G=a*
zK0!^-an^Bop|b@z`TnKTV|Q~AqwNTIk#&xXt0^hCXLZSUi`qEyE`Oc#%$Xp~LHO)8
z54ZdTaC8te_%YYkTf;DALGR%s>+r$;8u6zy#{io5$xso1JL!II>Uam*tM!lu8&|zK
z&3xvIr^3?I?+F++;j&X?c;3I+Nhg0_uRN)=l2M)nm@9n06HJ}co?mCP7Ad&U50h&X
zK=|S;)OmFAP^(J+ti7B}%m3Sr=Y9s@8avO}oN33!$MsNZw|JgfSS<Xp<R{w%v()EI
zdjmu!eidH6RILGicekYcc5zg<oEw&>%6t!orT4+<^Q*uVL}VsFIoxR?IxFO!{?^k9
z@A};x7I?|kT0WWFpS%yrqz~|~0%2hAQvZL*c$B+a5SR+_ocf^mpG%zgF#(m{_}ByC
za;ltIqTApBsNi3ce-7;w4uSKM9NaGS-<V-~)lc;HL}SW#R`%E{N!ejYJR$&A=f3W0
zDLcj_Pkr-1Fe(fti+>jsEfo(d+BEzXCH~jP{ZEqHqmk+MQ~9%N!s}}ea0QW^a1(9q
z;1ZEAZ0LQ=9?xBEj!Rwg-wc%Uh5wvi_CWQ9=2n%f{d<;*vwsDP34O~E>5~r{LhD}4
zyXhhoUNks6rnG1DNCRXsj*+<~x6MBDU%CpPKyl^_OT8`TiD_{fwnh!ElIM!+e_c$+
zu~5*JlV9Q?Xghxr2SCAWU}!OgV!bn-lXAxn^Z6MVVExUbV_Bad$y9FQmu_!>??c7V
znElqBb7)I{HvOfWV2~XSjzKgVj8{dqW)b5Q;0TdEA|1eH?&-hs#Wr`{ia>CGFVlKP
z(^Tu7c9diJxoP%>#Zm<=@qHz5c8eRb4A{-zEdptNn@>5UqjozI%4WWKqA5i*ll`me
z*o9Q4(=5sUcj2ONIHY}Td`Kt(vx))t#UW%&QH~w%bcm}?-tZyl@MYuRjUuBk!yTFU
zU7`+I{YCUmf99})-3!1ev|Gf#y}2=oV_tlUlk2D(M2Fk}?kTIFD0agg2;IZ#d8`f|
z-9Tkv-6jYN?$96(bqjny`f}__Xu|cp3hooVuJdnm7Nj`xL;5MxYs%%7LwYrf+he;$
zJ{+e+UBwTQ-m@Sk!YP*Ye5@CcZ}+4aW|4jWnG0F_cgX}OqBcR<rA-;8;6#uQutimq
zvY76NF^17$ljGc3Vi9TWvKfLO;S+uLs?suo&bTizqDqmT6Crj?92`16i6+2l%MxjC
zK6&Ud{Nc6Rfz+kbqcV$y8s1E#4}w=GW(Jq?r%-BNj|M9oL=7^LzCbK2%f-##^!OO6
z-zswLyXQxT2a+7Z3o9%;Kg=R~`!GD7i@~)P%#*=IHQ-52A?;}eeVo>pR^7r?ZU7Dj
z5q2b##XVS5@&@$ZCU9(2Ehy!E7r%67Bz{c1>fIHk7_25?K808cNonRa5iU2fhIJi;
z$5wSW+RWzlp;Rtv@Vc7T4KVOmQFH&heu~5!Y=1PiIH})$jOsP%iV0FXW!_ZOuL}82
zw)u!9N_DjZ3fZd<fo4A|OvQZEK6uQV-memiC!de8{+2?WfRWa5D!_&NE*<1L$C}5$
zc4q~<2mO!tB~i}BI^HGJA+=U1@?=d{xs$DuBgsXT(U6Y58XRw$=Qp9s@My|B)TdZ|
z3ui(@<$p3lqIAeKw36i`I2SDZmHV4VlBD4H7YrH&+G?eju=tdwiM9aXaQMtkg$uy&
zuPk4AZxJ+o{~~V~ycMt}flnWgzG3(=3Z;X3HHEV^T;96sTWSc_L(d)nhy$uh|ECS%
z1lO1QUxi?Gb~x?3Es?L<KQTMVp(RT_w)Zg=ZeK8)Rt=*pztD&nSjhc#FSg3hG<=r`
zb+<&uM1dU8#w{?!tm)C9`sWmoy*w$@J@wFV!X{xCrdF$=?&juu3&Mr35p673dVX6+
zwUUsb4WPBUD*EC}nUbu0>=x+nmcpTmacA?>9iJm~cKY1^Bi&Rwv};LE+QY;z;~bZs
z_m@c`<B0A@f?i4K(mjmj+B{SZbwov~18&#sXQ*tu@qOJB9X_}FG|~Y)KbO}-6GM44
z))Z@`F#j^QP%eCl@iehbl-hDvN&KSz#*TtrTTiI(o1N&O6BQ!rjacM*(9Q+-EUFDQ
z;fGClW!<OIN%nIlk^#igguessF?k3y|8o5#2??T{Kw0{JnMaKzP&gH@dvEM4zpNq+
zRfB6s#-Y{c2R?&$bq+tF*?1sqsG=%iI$mT6)`#eXCy%POnYtTOpeqRH;`SNuu<Ie~
zKrN41dCu)E4NW{sFs;%Ok8+L(67dPNAD1MNpi~+8>!~tFl@Un~;e1?P+20)eB`-hP
zVj3kW-m6HqnR#LssruHyHtXf_7v9Oh^9Rp(cV`DEQC-sK@Dq8@RUO1s6_$~ReWC>7
zEQH|`ufwyc-te}R##s68qW|f`*YtP_ML*_Hw1DUV=L5FE7!E|99R{IKZzg&qg1sJr
zEDDjyj}Q?Rr>~$#*yh37K(R2=YNDr_6vdZ?%Ib2w;MQhdP@LXcDM|SL@ASnzcI$cf
zajJ((HB$?n76yEC*aYL5W$i78ptv_BqU^sp1iUlUS9L}diR}q!2?GrZT1>&Hd1?x_
z58F1=`I9&~w~}60a7?QDAF<oU(b?E~ba5G#i3p{K^Y9p$wG(KRpxQM7EY}RSIC=?6
zIMRA+{&_4BxroEkykRzkINg(vC+;hcW2LVfTWpV)L`{9{q5nEQW$x{Ka{q;Pd)Pj^
zu>6QU_roFZ*?FE_!z4R!m!yF7h)7H18;r~P1U)Mnu`9x~u12j+JysUweVsBII|E6n
zNzE@&{WOvq-2~07(j2not^Ez0wNPfoOO&V6&Eh1TG2I+2W9VX3!wX;mBwA`TjusN%
zj~R&9#RgsDy;~RZV<M;?Bst~EB6+_mqj{3&1g|AG@qS8S4><j~lBLaM;$DEUkJXPd
z)$Fylr02`2A01%P52LlSlCY;_iA7+t&kxtw|KhB4J(xtM*sa;AiAZ}_CB;$KjZ7Zp
zlpk?h>utPzmuWfvj{jn1_HhcM{V=}RY8y3ExUJ31_LHBjo36WoLvvsaX=-NYf##9{
z#8;b~5;1en@2Yh*xJkN#dBAxG-F1P08`d@m`e0rolP&ih<!ol1a&joFiRXUJvvPFk
z=_z_%c`BI|_4H(40|n`?-xh(GqJWzO7w-o9Rp|?{1rplBmtY;NHygBV5I(8Y3tgWK
zXJ89ogxdGivj9v`aeh(h=c88nWFR31BxWWs&`%uHAsugnE@SoPPf90+uirMi`EL=x
zmk~Ap_cMj;=B1<G?V?!D;~h*4l(2@^%Oob&(E_5Y50{OKX6OA}zC25zosah?$`ZZ6
ztn8<e%P^xDC@b7xfSq&P1`|Ia^*jc61^VV1c-0UXKvs|2ZkJDvzxO?T7xc+S>nVVo
zEr-juVP@X@e7x7kqnCUIhswar^NsDdV4{5tGT`^~5e7VdjxvGIS=Q4~|GZ_cy`mPh
z!|o09R*}#_iOcHZhpTA6gJlmK*i;>c{X<?P=Yl6_@p{dkRRG!P7;eS=;>u-%zi+nB
z)pDcjlh@VlUD||qK`p?jKCN6-xCg@?{uW9?d>_tp+@S!<fP#{RVwU%c3n{9;pXha&
zEBKAMNt}gi28q0*od4LkEIMc6styzCyitb*Qr}rz@6{H3Ik}$Bd8l&*NBAc*faaX~
ztW!T;E5g7p@wK63`8qx&XwyBKm`;37yzCzvfrZx+4!e<SnRI`BkFcS0KVk1bJCmm$
zp4DJgnDq(W`V8Cey0^<(=6w0H;}~&e=f(RF(zm-$Spr#_e*dPk1Z6pDhUg-LE*6Aq
zukPpk?hQz8JMXr+#GWD{46%J5Z&%&lg2k|~>X&Tv7VWkV@V5wj8;|E7H>m7<yum-O
z-dqn#u8081gIJ&x1-8{KU7r?kJg~EE`2F_zruBQRn0WJx5`*B?P2(kgZv*=YU>O#9
zT4mnMROxqrAQs8h;gMR)y0*FsH0NTg*8@U5Cn!`N7BF`68<j9i`UW6WhrTP!BD(z9
zGI=njbMX-PMf~5SEH>uqIRKByZ(6V40S3a+A^1bqT*qa7R(OCP_y}mtc!XB(c7)t_
z00#_eZ+4yz1rQhYar^<lfFa=A$xwIzj79U0JFM>U;p7qPwu{s@6W6K+3^E#OfqPY`
zYv*H*w&Y>A)hE|A$;TVb?ekeR*mb4vMd_x5J*L=`%^dff`@Cf+6tq9$!>#~s)10py
z4_D=E{$4xAJL<N8cx6C=GiPI;<7w+>2fvY9-mp+|USH``4zmXvD+fpDNhh*?^|9eM
zQ<*yGV61G72bNqXmeZc7G60g=OEv5Kslp!Y14M_%WJ6|qJ{v3Cfa^5VA~a$dMa&9~
z=|$bV1^*M~++(z(x3z7al!Iq4rqCf+t~}!A*5m(<-8;o<m}c4)2JWj?sdhyKQVCAm
zJI=FC+<d_S0(k&CR&QWr<<VC1)`*#~?_^~&G3U<4w)6h-fTMm!2VvB*eUtJ8^&;3q
z0+O5!XehD{>wutu?w5F8tFa86GV0q;!1^47Hg;T;L(^=tNv#Z4S8adWB&zq2u7fpd
zZmZ>_VXz3$*TEjo;j|S268?&o{Ss)Q#6|I`=T_nt@8|8WnUp#`nRQ&^079@d&2;Rz
zQP{C(i-L@ivlm0_o^v)?Ttgd|TvQFIN4X`p+-9CRv|r4g3R%zo%XN4~ymhr5UDn<X
z{Zm@rU_9hZI57`d50$*Lv@Nfn-S=KYphm6s;*k*2*p@J*zxV^Z%xb3_s!5(`l|d)w
zZO8rhY!8n~BFO;i^ckxZAX-GdT7hW!MQ*O;Q{UUovuA$P>1n4N^|(FHd8D|k5`-dM
zP<U+_*=GGBB`C9p%D%sYIzXNEpKL~D$CZ5->(c<_o9In-QW=9|-CZK!x%jaW(>{+(
zj%|oB3TgHSI5``qk^4xR(eI(ytg~;tzAYrSy94XtN(vNm$2Mn}LFYgHKf>kjnl7!7
z1hkynOx#J2qYXQcaL7d!2kL)|$Y4lLxsV0=I(p?^IUjkg(^KClt-UBgD(C?cdg6Vr
z>IZ{hf+g|#l?k6?*DQPuVaqK?&_B!1<GX_>btvdxC58`vF+Ev9bmf5e5DkDZQ<&ca
z%uf^$9Ib|0zei+b^=@%w!m>7<5$~Sd$KZ*(G-2!}Ut4Y>-*;VW-TyhP==2K6NsNDb
zv{4qmsSSf0MhP__;>7RqmNt#vP!Z#+jm$iq1<rR+&=0bXG{9kbV-@SVq$)G=+M{Fn
zMojd=GmsDWS-~Y#so|1X>ISIy++>}2+ty5c`3_sHR5@1dV3!fqVh;gpXjSzODX=a4
zCnY7jq$o(jkNX|{X=BUkXwuDz+sPcFpqo++iIRV;(^jg(qiZD|>Kj^p+A&R!_j&=<
z#mZ|mr?=VqJ(`=j8r5*|2ME|NanO&I629PU@)<tfGXB*eXm87*dsUg2l2<6M957*P
z@K;^?Z-Sn{C8GdZyH!n$@NaP%g(NpM#>*#|SM0Sz^BX0i0XogL6Tl2~ov+0W3!BpE
zG7e;L%%(kEe7^b56&y&x7jV)Q29`CP^VEm^_e#p>b?tILbt5NyFKcPvMg0BN#p?gO
z^Zv*Y!E)HP*7gU^EiPviVT1#S5K*RSr2<g(mQ+7%)_u;n`UpVj6tozAyRy{ih#fU+
z>`16;1Y8RAss(JKtt*Iwvvxh4Nb_`Ms{?P*tIY|Le>>90okyHiL!5w9DK#!47W{w|
zVVu=I-9XYDk^LF>jmk~-PG~56osX<GmGlHvHu?Z5o{1#QI39H!VMKe_XqZu$Qdlb#
zZ%Atv?)D<q?`{)El3bB>tv!?abGdThJb47ou`J$;<JBkb(fnv1wl4d%t1sg}_Dw~}
zf7(qbvvyv*I24}dx2_6g^XGlY=GQ&M0jW|CL#c>CQg21od=}cUx}J`-j>e4!Lw&3l
z5%;Odcc8R5y4zxwe3v!P1-+rW8TS17d4?eFIS$Rg?sIwP9FiK$owre?TQy4vAt2aI
zV0J+I2)oaxzx|to8o|^`l9a}ja2TxKZcV=rXjmwQ(m$GH(2YTYe)-}E&Aijl&Q4K}
zSl*5zF`#9>6zlx{5M{*+GvKKXh0Hab|IV}wchKq1=ATyMi@xLRL>bGZL&b><34~Yx
zcUW`*p?X12b>{?E|2wusbZgnWzB0OBBD8d~T~YqP^{pLtpfg7fiiyh86Tb7rUdp7R
zVh>Kw(bp?@E~p*$JdL>i{PrE+hai{;BH1EH`GJ7nDvTr4zaP)RHph_6xD!^OvERFa
zv~?_M`7nA^?4uX2v%SIzhF@{Fns6d=HkO|1_Hic3wUHiX$Ac!?kE)E9_MbW6&!1nt
z#&SF;Z^Q~<h6zH5c!E6lZ%6$L<#g#J=!jr-zC3aFG8!-Hr8)h}&*l-ATp>Svxw#JK
z-c0{!7(<%tBw@yYN6elznCmcCA9sbiTOl`>>lM@<BjCD8hAnRi==2B_M<};Dj`0jN
z7x3y^|1H}gmp9Yr(O$0p$&Hrw>oeMie_2_n(gg%QSO{BL2Bwf-aTDZ6cS$;@p|K31
z#~lO*xwA)lCSTaN!?Y49k@dFu7t%Gm#k4i66@+ya_zqL2ZM=)9k{04-K8vM?LC+zT
zqnDjEv{PW(M76Vwr^><e`=I<c>rJ4AxYKx6bYCb`qr>Y%fq&_yNjyAM)q@l|?V<7>
zqu)EZ{&hC6H$>oDo>H5ADOq38O8Va;uXg)u;i=~B({f5u`gQ+J$%Xcx?&)85c<SJZ
z2GoZTTs#Dm6H`Z&X|`&Etl_@hyzn+k>~7SBFv<Hkw(wvMdyap;1K$`zpe|TL*|Jng
z^Ey##NOKbCS)ZkyWu-Zgyd{UdR{eqrU!nHte@8)a3wjqo9b80UQ{b!NBF};<L@SXr
zskfx{A;~F4%DFrWe@>y>8r)vbhXovTrbP$#tBh@VH3!jx2$XA;TC@%sEo4+kzppvY
zN0>SK9K7!RJWS{t=kN(HWJq$>ZqvW1j74x~Z6_OdyHM#5{h(1~StlZ6hbvFBs>QqI
zS0wd*KZ3SeoQroA+zgQ9qLY@haI6WM88vXN-1?=0;>MD<OfCG8651;1pmqnYCipsu
zpKu}ZEz$BkfqCBgbV6Tu)t%GU7Of4JcXgk4qeestIa^n+6;9i+eKQY&<TfE+w^InU
zFsb9+>vkCr7UOCQRNVCb{J|!wJb>jlYj5vP5z4yUMc8>1xdCH?OWsJVr;}fwS~*$e
zq$5i!1H<RU_LX}!qMm*Dnu-Z&#1|TDQ0Xmso;?v*CVqCQm;&wlskFXM^It|Eal8<C
zqi##*-yKH|dK+kL_jS3TsNrVX6BZEW7ZO2bx8WV!YRmUu^_0DNFCRjhADGJp;V=xT
zcYKK>S@@+o_BsgXeWjDbRTZ<S>dhl0QF9<tbeLs`Yc{~jJ&fr}=?48E??Rii7z6%e
zR%>J*<Sid0dk;BlF>-Qz=J(hQu5yO~M%P%l@|P>ce~$D^fiup|xbo*UtnzGsYBC+G
zZ{HGbX}vUu-54FNFEPv=defQ1{bAXFm+XHbnj>o9TA_(HXW+er&1y19-v?8d!7_aq
zsb}Uq7e{$f1MhIVRx8}tR~vah^_iv6Ms4VEuAP&%m?(HHEU*IZo38WHE68yX`)bDs
zTWL_}g+cbT@keTArg&RppvDl(_}E}{lviSjo2@Ve8(qGwP|rF@1Am_*x;op=iIpg9
zx~y8r(zjmIHT06(EbF(G&sgT0I3xM8EHdsvnrlAnw9t9Jt~5@vNxb#q*zfSw8SOtk
zf30lYaSj$=G8ZJAe>^ZmMD}$#LL9EX{l2;__!4J49IkM{#5HyOpVwb8Vxz*ecRz^k
z1kf%xVKf)XY{IMQ%*9bhA(ost4I{OYnkc_~498>F&kSc@9en?+#?PSycR|#1;>(S!
z^PK+HS@-3j-Eiv6HqiY~%&Z*-i(-zDWA+dzsR?s%qmYPR1Ul;!o|PLPduRy><)QL?
zIZlT%Sh<PpN|VVM9UOMQuN<J~iOp=O<{I4M2*h>*QW)mfwV7WPUT37G4+(wWLK!~5
zF&jBjM8Mw!ATl;)ND89Ih7qi+VM~|p5){{QbG3rQmLsL}mC*<S+@1;tNpn9C<BQ31
z=G$0Aqnx0Z-f3cj^<C--y%s9n-aVNFt-QMxc)1G(*2k<!sXOzbzc$8IUHjYxHC~>+
zQ{+oeH(o<8ab9QH|EG!(o8iy=RRtCM5C1H=myJH=eEQbSjOi2~FL;=UYSy^u>FKQr
zgrjJyE>#SbPRkk=-hb=W%*ZXGScWME=4q<XknEWZ6vtRROEbaMq8oILfCiaIXh86P
zGAQP|l5I38;s;0uamZgQZRp+o>Q<b3;md?_mt;CWuz?&~rSBG4iNBOihlaT)UlUWC
z9Ta~hH!~Ss>o8}jwL})O;YW(cBIn!DXm5c<Bg^tq(JHQ*?u=>5A}f6s$xmIR%*8_H
z8C!zio!`lUI7+xB`)7gex3=osJGgteg7JYPhBoo?J?ZiAO2o%VbW{n!bnYgFQoPzV
zu{dvW7#zd(g2jhTU469V=Ur%fSN23%LfF}q?8qtuIq#Hr@m?Odv8{8wQpG$A@TgW&
zE5~cX)V->0Xqrm#?|Z34=So0Mq)Zi|veRj(&trmN+exLzTqupZ4>9^RTxU2Fv6btq
zB)ubqlBJ4cgZn0aJulIQpa}o{pq1`Oy|Uu_tBfvaW*CgET5N;gU$iF`((1tS;c{QE
zg2Y&%gv6j*-?_5nTu7$=!pJiH`nyASjsTj7sx~%U_bq0^7aBoaFJc&FEuKTZ74Iz`
zipROa+3%MnkpwzKgp1F|;dr!3H;VN7xTR1jF*gW%KFBEXw7EX!iarYdKH?F;kr?1>
z)Qv%bxdpxHqk$pIJ!42B!0JQ{+B99<Z$nm7jH?S1@P^p|3YqhZuOdMt%OdGb-J*KO
zCe~TJ%=Fc223*w`GQaB57bB~v!wpdFQ!j@YNxZa&g4Rx!0vPDu)=JK)kFW;PyoUWE
zDb<HqYw{48xK<aRI96O6$!nB6-^e-}8%#nrwib!K*w5oJ3sdg@HkH)f86BnAw@pPL
z7MKyaVd%N4XC)@}z{gxRp-)F|E0(uyRv<Gi+P7sDdzSF-Af#O;W*VVPUMWhApR?_>
z=d|ec>0n<%6)NeBF^5E>5CNK}(pIq;{1=~}qDQpJf}EhO0Ih44pjazzf4#Z~*?M})
zxCk=Z!G@i^HMy(N8$)b2e{NzoxM(Jw4g7$yyt8Z*w}=aEs#T)}SQrd{ZiV7B@fy+7
z5Q~j5mBdr6ui69P9U%wiW97uwcsIUYMN2|_;WJeaqovm-8^Nh3XRYTmz;A^_R237?
zg%Seu9kgFaC?T)CIXYC3(;}K*$nSSNMw%{ffFi-$c~V-Bc~JKW(>qk~vL7JbxNj^a
zH4|1ho4o!dqW_R(bZBS#Ot;5#w8OHJ?j?`I0hE5I_%^#(EiZ)9CHemS;U)MG#M?Nd
zQce<ePKjL?0Nvla5DiCU5g#oqGd@D$74)~uVc(bi&0=VkwNb|AfliNjgCJqEx3(Qg
z_Xj1jZw{MDOn+GAafH(y2c89f5J;YXXHcQ~0*kmr1I~eP3llQ%%C%b?pITx48{ZBP
zi{WC(>{mRBaJ@dyiqA*u^xC)|=@G4GsUEQldC)~r$ipbN8rL`3Y5R$I`bl@zdz5?C
z+s}ljTGbOHOfzauklg0K2ZPG!GzIiyJm_)3@g@rF3xzI}4(M24sI28xcnENjHYEN;
z2PVjj7GyY(VJRZoMJ!|eQR0PkTVl`>tq*xArHV=k$-8KEv5Vm<8#W_{X`_m<8cz|Q
ztz-K&Rg$-Tk4Fqd^gyRcQ(_>ZtgzMzFGAEFv6ZTNmGsg2Oj5=<xGJe?P{3)N(Ox);
z&Mv9jRO_tTLD~)<vA%%f6`EP82^p?VNr!tzq}ir(h6Zg2(-vRFEyS)Sl%DIymkW(Q
zyb*S#m(s&;7}}+!e$LMepY`GQc6_;;lGFJ`!Pud9R}GpPP~G@Q8j=$hpiF(UuH)>2
zAfRF0unZ_zv>8NuZtW*2-xn<JhQd)mk80ze(KzV2@uBo_qO%_xsJMnOp<YC3<KPnt
z_Q3~zg34d+NcVIom8~riZOZo8Bi1Xuy~;v)vqtk)OHUq;{n&5OvD4>z?}6rnJ_Ig{
zY<K4+M-@}D7=4m70dZ^k44M~>bSQ)u;@p_xi2+aHLePt<^+mpowod!+X5apj4q>Zi
zG=g`tZmh_=C4;P~FmIht)-kp$C+70VERV|&S7;6yU$hHs)r$DEKnxBWuS505iw|AK
z#9`lyE(lKszww%5<15?Mq9~1~&cnlyWS_kYdml#iGe@Yf0XuXqYm|Fp{H#fFfM=D!
zS$Aw`DRPJeZ6se9`)Cz}@9B6@hH-6M?$dn|j9+9AaE`l`wh2bv)|PY2n{8*Vw|t(!
zjX>RuCj-xum)f<0t6mp&s&GKZO=XAxNE?ZEsr^T-EYHeZ9gB=(3y`=Oi}*D79#F@c
zx>^S=ZS8}+Xp@PU`>vPm<4JMnb;vMym2hH5&gn`=f25rtR;8HxdeTh&`W5U!(!J-S
z^_Igrc%I|a&AC%Zl)W2zLc4cz`@9Hio|2N>OdWPqf8V!bvY=2yqwH>xliAmfM|Gso
z+CXmm46@xn$)Xc1kI=qCgDg0m!5XXn7R+}A1n(`Nmr7%QR)=~vkZyzKi_JN`0mfim
zoysMf%}I`l=l4CrDAJxAf!?;r5aC67Io{e34>w1#SLHErYq&wV0VFbM(0U=^CryCe
zNC$@*9{FIsBE?Cqs4U)2sd58^)6jk9b07Mj4+EK<Kg!@nOErh*|18v;>1WYg610w5
zhfQpH(033n@~vGo5`;MD!ow7*+ivw5*J6vb9bEGw?!WBn8<>kkyF^)FUS_7NW>NNM
zB86biW+Y|xC<Hcz-2`Onh#1i2*qXnJw66K}{av(APj(g_RB?94gEEu!4Dtk3IwdnB
z{%yNUfmj+(6efLJp-<WMFC|bHMIH{f;Ek$e)L_XdZ>1h%7B_G7M}|wgbu3Rg7|`tr
zFX0t`i>REm`yn3PYKvgtqjm7Ta)-<ZK|2JDdiQ$d3zlZTSgUN)4rQ41|34D=zY{}n
z)%)Cu<W*3m3!grs;y=x0BHuWY28IMgbvOC&FcikCz6)6T57e=XdMqUj8hF+RdT~$3
zWB#F^y@)m&Y`8k;G_uO?>5Em!oF*e2PSIb6Stk$|hiQjd_VM8+7|Qc-)};1&>l4Q}
zNN*?s@AvjWLz7J$#(j=3A$cuw!O&k!lWtS0F7M02!pjK)B>Q4Z;H_~x+)FgvLG;38
z5i~1dbhbiz?Fr&^x?tp$LFbobB-SOtYbvm2?Mi92`p(gF1@GTt)6mx`UiO0fA?_Cd
z{Ew7HH)$pf#<gWUs`W}L+|^sA$WJb5wvvTc0Xn^V$|8%A&z%adw7(Iz>vZ(Ur$Tco
zt3e<e5s&j;*LpJOGlLp7OUE2dcTuls(ewwmM7bh|yv27xP5Ni!ZF=7934ixLy^1C&
zsEydj_o$|Rc>;m-K2+Ae!ncxiS|ucl6oI!-5(%B>>WmA(`2OW^bv8J)i2yFzV=%2@
zgah8Q&ZDD*9Evz5oJqW;8$riDHw63pkohf*s7XPI6#8P5aNhu;Asa`4-(UOT4kHNT
zX_(REP@SRiT8r@cJUQxv!U3mHJ;_HkQsUX28eHithVGgsvyOmg#74Ndxg6+>b<)T(
zspa^8=)<U~*1Yg#g!T?gdr9cX;81!)tYBm!*&7}2d^jVd3i_AKaF1IdgCyM8VdDAZ
zq6jbS2@(cq5Tyo+&MMeh|Kwit#9+#x^l5LRXtV$NC#6L5XisUQW8v%3q@i?ZRV<o$
zTgc!Shxf)BFJO+Xmnca6`ztR*+1M7RZX{wv%Z^m7>?k-CU7Th;_+5`zgcH27+={rN
zIx-T!N#^bHqh-7|v>BMg4IpY7Y3`read8y+@LVg3$!GIedBoI$sqfZM=;0;LaGFpy
z2%Ys_E`HzL*<Sss7*XxdXByAKVwSl0)t!VP%11;FS#%(XCoYfvlv^6Zk@{`X)2vE-
zn6x;`#eLK)B-Gh7X;taXU(`#AWtGp{+KYBSd5q^KrZC)ew#f%0T3n#Lf<*DbXvK7W
zAyBCN(D~Qaq8UuNV?aQZoOvvJF50+TM`)Sj)B%~zGVV6N!I&#$Z}!Ty7jt%4zELk=
zuqM0<C)aV4<C4YtebtXoTgT{8Lk%ndP1i*N#zc8OxJutKayoVPS0Zxg@9;y&W`~H?
zlsPp!N?C%+$wdiqr-q0LT9p;F!(Erqm@{$y7^(-NY9EWpR~Rk(<#o419EdZ7b0Ss8
zwPE>oD@?E4vz;oE?86HjA-SnSq(nGhlcRT#(L5b)j?LQe{Tkn<)k0)e3Q+5_|ExyX
z*TQt%NqfiHX8paHAVk)e%O}3>9=mV3=B7iu(dVz6e{GHRJ%9h<Pg9g)#y(47$EN6O
z;-$b;YyA|x3>AI%cp)-XX3graiYol9mk4L?$HZDzc>FfvTa4g^d-0n_vbdjd#lU&)
zyqkLV0(3a^)=lw9eoydAJ^??2J>qVF3&Uq=FNQE$Oj`Wg*UQV_)BCCz;~8c|@Z@RQ
zl}r?r9#nXhIcJbGASNwzxT-a|dkFS&3|NB*^t5>h*6&GRDJCw;N*H}uGV*k&8|W@t
zB@;4AU3;QEw99ZUsKKEd^GZlak`+pLclw(>usR8)KZQ>C8w@PXg2rb#!kkdbz82O!
zbfK~TN)g-&H!9Z07kGRn=&#=xR0<Nb3me2BWe#l$E5n70S%0jXFkX_}4??W@{#o++
zI1ukmpn#Ey6&8z(ipL`PeHs32$2(T#;#2>-NhTUX9L?nLXKO12&mAurWbBkrstMo<
z7=``;@R_p@)?pBzt8tjWrf0%lJ|$`}pF?D16Tcv-O5j4c?mgK@`b}A;9X`@^I@hw@
z-8_HIC6(sYRjQqosEh=!VyOv7xJGn8fvx6k?)hh39O|&xQ71vEd9re`BM;hRhSLV7
zfs2);EBBx&I-D6W%}O5e`OYb<>4hCjN1AZ`5^tnjK4=j&YNx7cT$I-gtk;Ezz>21g
z2q}sbK9*jiV4i32<_bPpEdTn$!?dZkYjsO1K3PbF1(zJxPOuG13m-#RF{{SVLY}G1
zjxl6&;SnvSFP6gp{Irkdn=kDU-4!`mf<adb=Cu4}u|X{@Z9l$HWGgZ_i2O%E?|!Mw
zIV_<ay5?x8ML?B)^{0eN|FrE^%hnyE87|<blE&Xe?f!7)Y{N9g3n8nm863XhQV-$R
zxC=wgv~`8Te1vDf;2hD41J{P&55ZMHp1&SC$-#!cBxKtTeX1;q&yWA_84W5W;$bY6
zJ`IDkF*#yb9E9?#ZL+)j$@a`R`9ab}iF(g;Nkw>A#;obV*JH-^7M5QZA`!@F56dif
zM@SnJdR}<zr6$qsnlFJPKr7OpGK%LtRX*|3ip!L|A@!pciCQR>qb;usix;`0`<qaR
zT{A`V!zf9Ug~dux`gzjuX5r6Jd2scXiL;XThdhZVobFo^BF(ql%Pb+V)HK3q<Q}pC
zl?}F=&KZ~ojPM}QhtweGi_92@t@hXRcZ()Y<<SVuVrL_Dde|zKe{7?YTPqw|j~ZmB
zng`SSF^oQ#3x#<>Xs+5voBIXxo3M;;w+OQ)q63HYExF%vq_St*-%@l3T2z&sGs1l)
zkibH3!h*&<&H796q4fRYye{8I!Zw42TRzCW5;|O@!kua>^cZkTj$ksF{w%Q#cp(_}
z70twzeCJ44>p*m``PNPBRfS4P%Pn`$?+<NC@u8gQX=x}RD0V*#PGtIfs(E#6A@2*p
zoii5kCoF@PSBL)j!_(IR!$~KPGMC#+ca0(nPn6~Qw|QS&&3ODbuWIb$`n<9z%SIRw
z`aTD5C%rgPMEKJY!-|fs#UL(R#m1{t_XANT;VRbQG>oRDMPBGSX?P59cO`LRB7%kF
zxDg#!GoIIMc(XZc;-Y&m2@v|0N`-|+eHk)tOe9gVh*k)YpG=rPxF9Xm4=_%|Dh;D<
z4+_#ZH5(5l2<R-}N%z2rpY~DI*u1m*sHE+orzb>Q?lU{U8`lsOT%%OWNfY7>sk_oc
z^J|_@W6p;Fv0<=+^3H$5nRp|2<`m!H9m~LW9eCsTH#lo~yPxS%NXf&jSy7E=>3VSc
zVyee<!`&X$OL}DS9sc4_>Z3)JRJdv%j<NX9KbhRCX_$Q^Q^(uaMN3nVUGCY5Dn^lJ
z<@wqa*UMvR&JV4QHDrf0rWrH;W22#R>UMY7tJf$9YLn9EAbSj%%z_USf+}DL$HCgM
zb;zzZdE?--)+0<!_L0xNU7Zl7+=^L==_ItvzLdYqeXe6VIX-Gzgm(+~4bHM5wPv{1
zH$!XtbcsJsGS%`gf+do5Ruav1#*iIdqfptTbF&?~f0aqp>$Es$*_2Hc<qbk=y3m1R
zs~~Y_?9#<C)urPVy!lI)trW>P#nb!dZ*%JK5inWXH?YtWNO$`w;9n$}9Mq7;i9B1W
ze6M-J$WO|3*!(ByQr=196==$o+mcHVAYAia{V&E)wzy5O`;-FEbJRJSPkWw+Rwu%@
zAndl$<b*bj=H{n#vEdEqNGU3Ml8elQBlob~Kx8ECaetOvNK=j9SoRYdsI64Dv#!7E
zY+C?#Fm)7isTK?t#)Q(5Lk7?5`pa{r#ZEoJS_vXKhJdJMAK;DGog?zj_p`9U^#?F=
zHDzWD`8H~yKbUH!bS83_p}#pMpp9LZBf7XKxgbom?wWIJQdCTv!WW-tuJuTqPlJ1#
z+0kiYr!r(4CAgDyGx|1lQ<{f~I;3Lj&8`+FXO(T!!zCK!Qh2_utXk15tKcWiKEwef
zbc{t4i<ut}Vs?CDAwHMe)ii$?b!0ofOuf}D;zfUE+Xzex+-$H4QyVXBTqh~!0VPd_
zvl<wp)}9}52ZW8?bdw?*FrrIFN9!R6{n=5Y{M8v2dz+OX?sA`WqJH5yGmA>?>_YNo
zlj(<G5lg`EcM7x)s%}^P?EZ6T9E5Imu6(>nQjIkg?yqr%X-)~BZx;6)$)#M;d9$Sa
z6j!ym>Dx<nnC_UkEA)Zfnmz=?*EjnqsE`K2tuJ{@eAo95FAg>|ZQFuVqYZm>Ya}o*
zDt)=n&(4}1n@K!FT`G+0f+-Q}DqHEp_jIq*TdVwk7rQlwoee(<TE0~%3uiB$3SLwK
z`p|_*9jf1cfZS9rUcYrWV7CxOOrX*YMT9-W6G{-kDjlkeSW8$7a%Q#kb-KPFVQ9i+
z=U1M;IgV&w8brfjm~0ZIMP|AC9wO&|J5@TG-svSFpVEB&fc|2r`hU}PxM$M2AOE|<
z4~W$2t9Re{(A8{SUIR=Q$yPOdR!`2Q|5K2YMnxEPJcgo8IE@TLG=+}5OXb0Rd4Evl
zP&beEuBe9}bmpM}+|QrVpY^oGR4rA;GiKnt<lkc=j?BV)=yMNrS_P)s8NCay-AK!1
zD4m(&Z<7cXai8rIXki4BiyNNz(_6Ee+`PQpnaM)!XS%fQ@j8$;3A~3g1R=OZ9C!9A
z6d5>Cs9!HI!A9pPZB^parIr}_K3v*rOwNYvs$kD570{~b@8b|8UBOozKoy|T=#%L8
z?Gf(-kDb1f&8AdGv7RaKlk|&Fiu|BHoa>JnhI&GX{Ic@B!td#tp3y^X+>F)7$jW8o
zVF#b!92YK9!v-V*G3af1XJfL9FL#+-yn4~SES!CkBw5MG{e9Tw8;x(ivz+3W-cX<h
zDZP^`hBg5@K{d2#(sRtHomd%nOxjkMi7xCthQ>Yv+*dIj;zvQ$qzV7P3P~C`qE?O8
zxnob=AYU&odd9wWIubeI1F}Taendi647vzY^fFm0^}d4vFI_to!@j2IA<aRW8(CWf
zk>_-hC%Qy~4cZ>YheJ~Y5m~dF|5j&yD@jC?G%F=>WTR~fWKk{`>MbXP{us5Wj#T6N
zPC!L8H&Al*^~$!w0M;U`W{n$Fy&;@<q8Dn}!<tMeS>*nmJCh^8)0FG%9b$sBsm%jj
zv1GlLWto#i*g%5SD-nxLuHZcbE@}Ph2UdwjB2O@H#a=Y2qQ)MPt43}9%Ub+S15rbh
zEC1Q*vbX+u+$Q;pM**|2;4MG{5@YQH5YDPA&cO6qx>)BG{%yZ&-JMuR&?D1V7NeCh
zl1PCc(j<BWmQlAcV=w#Py>acPj}fK|>)D6869>=9$;rXgGX}zy!`D#7w_RtHM@>-k
zJ~lT90-1KL3u*to!O95fQ|1}TkS$=VigCnAvQ0QU*W6XKRT`UTrg(@7+wZ%%NCtk%
zthq9v_8t^l!NvH}pUArQK}BtT)O*!)_9D(!>D^B96XAlVI_`hvwXW9WkR7s|EP8o$
zB;L=03YF(C>a?7o3D>{s`|ZI_Y>}zJVpR%_C*etd?Zbxm1;8Sl%XwkK5j5UUx=I<B
z;R6t2pQ-U)36HjdKCw`RBKezYXpbX@AgzzmsgfP-8_?>H;2{?v!~e7k;0@>8<VT7#
z{REUHYu>Lv5w-y}rHu5?Om4FU1ugp#%lhIN`DvLc)t>#WM9pIgw@K-BU)4P4x1Yv!
zM5EXm@Q;<O@RJqjP^Z3~*tgSg?lO*L87ochuMPKCq?Y+iXRPq+AYMK|5(o+jmiFV>
z<8k6dbfXbm&7B7!MRcS%UCjm+^2;)XQ%hTAXm}+N;>F*FzUKy2g%!Q!{O&SMfKTg?
z;vc2AT{C{>$)7M(x1)d^CMeG<ch+GL&M9JEu&)(f)d&((QSwA-<dT9<mlVtOSy4-S
zWr~DQqGSU$r-CX!;@w?{$|j4+B|WaZ?WU%&7i*;%phXJP><^9TLI3MKp;k}aGyn~|
zpUozK=CzNJS{)8#HDlz&KX=Wrh+gli#4-8xON$wv$He&s9?am#aWj}l&{%rq91`6h
zweHp`@5?vqmLPY>ihjFggp+cV*kau{d?8%n*OB5WFq>&qBHj|dv{EJW^3@pE0&#p&
zS>&uL&v*O8JlP%~Cn7%PsfkY2dq}J*ap<<k4H8#6vkv!f57GWYp;=PPpO8JjG=G5P
z$<(Kk)Bb|{WUM;OxB4H=DHwu*Vb)hkwod|X*_SVM%p=Zq4|TZJoI+am3NjR|-hLlw
zY5j;5ST&T6fBrecq2=9BPG6@w|N35)1;?4nA!>#UL)m~9!RL{}B+Q5<l%Nqkl4Q=n
zb~Tj#8JCX|p`sQe8b|j7;ps`P_WT>FXH@Dj{bn?EQYF+3U|!GC@{R7?V0(2Y_<$)s
z60?8r9&yh~z_!TD>ZUlD&x$`e$@VQralW}q_YpW-x95J8G-C9cSQs-GZhqipSzqNI
zu<i1`0X6E$yALR=n9Ldc=ufUaz3CQ|QEz7;>Ae_y=|qX?elBnHm$yc6h=(dSP=9P3
zk)Z56TaOS;t&S^s_<bO@@E<wDf=N%JmLw%xv)LdOAs-^rv7P){hLT}BorcO9nHuwO
zOE99D-_vmE*<1<c4Z%e~i6_m8Xwk8+I?N*!X*;vrP%dgGbH~KIO=0K95*1bSf(Kie
z?v_qociR1e0I}pKxaFxJvJ@JK%cT_zg|dfXl_~$*sH6}}tIWQqdYQN2-G|z7!F3$U
zM1_aWpsxtqz)zV>PIAex+29uvr+*MTst{f=Rw4Q^)qPw<U1?Zut{%~?{B<kr;4obm
zDFAoQsD_P>2@99e2kVL{xb~|}jg=R!Do3>(eV?IR5uI`YdbZ}CRY6zo+7IwE7_<)y
zpB=V*cZ+%-kt@i7RjO{48exWxrNlFoCYP&J7tyURzbl%H5XD1HTdbB@-kW`){OvXT
zM<7|HG~&V$B%sqd)_j7LomgT|Cf+1lr&#@^q4ED+I<)p#xvNz{{!BZo3WfZ6yU7^N
z8@EnlkkS*N#9N<X!tk7odO!w!Zk3G&30E|_-fLv0Yr&u%n^wv*X}w;b;r89{XezhK
zQsWZ{q5=hn?8dTRB0S(c*`%UipqB;96$DM<&N67sT*7ALx|z@}tO#QAW)*CN<(9*x
z;8{+_cfw?nN%}RfBt&0Fq?Hd3<qxPYTCVJ=9mS)!Uj|qT*lJ;LSkFuNQCbYpz1l#G
z;V$iB<HVg{?GYVK#m_w0Y|~Dycb`MLt?8+m_{Jy26Z2Ojit_d<`L%=5qSsrDoW&Oj
z67T`8e7zJ7Yt9@G4_BSolB-V?-<Mh$Cb3z#G}*(OC-|(Orlyf0L<m#u-xXCJ-V5LC
zM?t;+^8%wn=h>cu*#zlIGaY)Q&XK%Tj;8OQL~Fc@2=X?;ugZ%2@11;)Q(EtOsUL8H
z-a^nHM&3TVk9t<nxAv|q6)2WvnO$x_@Hg^72R8I_=sI^P4EV!&si*;qQrWCGK8u?h
z33++Fn)(n9T6xx?7*9FRh5AJYbt4^*=r`;M%cW6r6!lxIJFS~Hig;E_%`;DCrH;on
zhv`+V*xBq*j-y$KlN{C?alU%T;cly7qLKERB!n~2nun5rkA!QZq<|**ZCfh5daV2;
z8Y1ibog?0RjuuoNsy7XWL87T9trsoF8r4>THERtR6B&t+-b`IvXC^0wbU+!GeHd#~
z%HktUHo4*+M>_EXl;@z9CnW*}lnsi-%A<Bhin9bb5{;K+^sKEFSO}S~(>x*!GR%lG
z(nGD~mrb$yH+8LCUPvepr_tu&cH-X)A=NWCo3(w((?*YpFf6Z#`P9BP#uU4(dH4y$
zvxP!Lw$s<dMqdp5@J}~4@>X_Yerqo)(SK7m^1%?xKYo#hJL;m)@>#F&LDIPoX+=tU
zq;cxpk0I5_#IV<-Lu)7UeALx#kE@kp?<t#urVs~$<^%U-(*C<=c_w{l^%WEp2J`~(
z!{H+sl$TB4@eYKrWU~bHmMF5(n2LCdQm_fCn9!)w9}2<+X8<N{`-%NabK9$I-luk+
zo0y;jcMo#i`uC@*Vz#1<@9p9$)zC33qF-;&6=1LX3&)O`{}NZjm6Dk_(4mdcVN8vh
zV+qpzu$lR_=JcgqK>7{woFy7ra7O{<tBgKwg7&zRCUW{Am0Viq6QJMziZ&<e|Lpaz
z;NYP;6`XRK!`dHscl~moo2PejwSTRbp~8>VY+7bX3Dz+E-7nZZ$$s3^^fSKo!q!E>
zaix_XtTQ|KawEjp-!zrUTu88!=f@`xi?0qSsx3(bu>y*uX0I=<TF_00YDK+d^v@LC
z^QB1$`IU=^19w@5f~@EWyGFeDrkH7)Hr_Jm^#TDfeuP#;FZz_|ivp7zX7rGETqJ^E
z@V4%q%O{#*02}0`9cjjMUO4#T3?FJ$zzOO0qGzO4GA=Cd)!q%(i{;LxubHbyYx(^Z
zSD6NS(B2|SE7CZ1M8vAT)c1R#p7pqY!-h#=_G3?iU^7+91ZsX3=|buv`77=)nvRH@
zBoOy5hN|0d+p@iz>pzqnpfvbBoE9T5I@DD>EIt~ynb?!q-a3mRl@%8QR~UCd5Y4l_
zC77{&>{&_Fv)p4t;|ClOJX~IQw26E)#m{H1+GDn3!!PDDwsFcLp#=SgEzxm~DO}Z5
z^IX<20tLsNA}Hpia*)P>0(p?URjsA;bkDR^Hl)r(!a4e)m6c|?V1I)yB`+C=c94CJ
z%|XZ3iY=(FO!XrhhHOfAwbXLIKy?BBkPw_zttb*^FFz4&#Aq0@l{j0)cwmr*;0C`f
zgV$REC9#PJ*kR((^z5FrEM<!UrA3=CV3{LGzn+s4U|P*ctv<ebhp#gcJpXIL@PPSc
z+3PKSwK!QCj&$H5E2~&*$=9G8$jlHoM}wn5J4BEeftEpV8{KcA`;r+(bLDVUVSRLZ
z@}t7@DzM&H<&Rzy-9v_+llaKMl6u#}hevz(_CLkjwXSF0@$WU(f-m-WSRCvUR1@fO
ze)5NuKk##OiIYT2hAReECc;C*H*jEd&RaUFFTQ#|$a}2j8EFx|TrI$g{f~w>o^Oi#
z3hX2WcqdVLj7YSg)TOJU42&cmZyE*}8^zD-pO*Dpf=1s>A+?|@^_!)jSDyz2isdoD
zy7Ja0zP;+!PALbzj87MTAiY30Ew3C0gVP@!C&t5gZ%s6YkBH*^zkox7Gu|LKlIAj+
z8@JN(b~xWGkcJS35hH45j-g_fYks6FqSZGHrAJf7t8F4`%(~<IFe!q*uJr$idJDd&
z-nV<3E{UNVhE8b^2Be3O?hsHw1u3baI|mpVX$0vGX%Hobl9m+dmKaJ(K%dR`cmF@n
zD*%SM_CBw5u63+lP4p#6X2XVP*Rbd5SIjjpJ%GBW=!=&$1R!Tz5xLg&p!#64XRWk0
zkvyd9T13@>Lplr-F;Rce-#)u4{IpP*FaefO+h&!a;-)~9ut6i{|Gd*j^YsRf|G_Pt
zKkQrKfe>gPMh3;mQnUHWyLYW6InAeH&A#coks$HtFGUZ`x+OR+KAGD9rpBycf{1xF
zF2oPwVrAX~6*;PSTB)SZ-n9C-*fJTk_7GdQd5C-}&?Zv5U;@RE?!3&ibd5%@b@pXU
zD5jXWa4*(jxu&OTeSRZt_v`>=>Ag$|H0Rt8fTyEk*8G;l#w9lqNhSxo5!#u&UW`%A
zG8{<U+|xL?inzNBe5t~Q=YVx81J_4x^KmTNc3Q|DdV6C`0#7)c&A%)9;sh{`6W@$O
zJgWO%;>a78Y5=GJJD&(~yM<C@H=fzPz*)yo$eG5RYWwR6(#YY9Z2F2}xcd*AS*uqy
zX^ttT_}2L+T~4o{d)6<Kf-fPQ0_0kzX>`*mC%*wRtlHwog4IPwgopsQ*GMh7J0)TZ
zkD5k97+dd!{Nis{W~4LB+m@*Xctu4{NZ^T9oLRXXgLI@f%Ph#V8R8mtI5}C7@2lX;
zZ)wPs(F^j!%cVeF-(U;?XJOsKal&2jkQ(WVwGJ!DeSS2HPGfDBOM$Hm3(Nf0<t@>4
z6=xRTJe9OTD9vy0Cm?i_w|8S1rLe!|L#h?412at<aW$5B(oM%P&q_`5;CEh2{(R*8
zuIi%eR6*t7PZr(y<JWz~@Uzu>6rHfsheaBzr!~Wi85Y}VG=Xx!VO2lRiP+nCbvs#r
zB|goHOoUDJiMYDy(=n1fm*t>~PxmlvU`os|x}ZH(-VgKNN09mIG#q%#DcmWC<oex=
z8b<9JY_Ih9T`Jjmkwk@~)Wt*%!k<L~5zi-EjvFfmQO(~iz{(T<7x5ai<9INeMKKVZ
zrQDLy5I=g5aPe65!sH0F8TRx6VEo^VdhL@<U7BGtH548?P|4={U1LV<$1}IQNutxZ
zpVF-@cu=ND=KQIT5|l~7co24P|4_+K8KM_6ir?v^u-7qZDfA3KN@G})>nZm_3;CMY
zNJy2|e^{^hv$^p3nTsYFCAEGQ;AnfYPgv9)i&cb{{{2@APnfx9K`V~`5^#&@`6WvA
zoRT`u(QPXJNl}pNqW8No?_ne4%+%Ti3`9y{>Y1*L^`IB}Lo)X_KJ^hxM>K$YOmIsF
z#-w4mO@(_tO}FxC7Ejn6NUv{u&YcB8%w7xDc|g93|8C|ZH^)O<Nd8jZAxQ|;{G@Yr
z&LN_B3Te-?#E;7&uR>sp6+-i!WGML|s{;aN<BzxY*rr?coR-$O=*mIJf|!JdAvDFO
zi{QgmM@twU)hY7xL95ja$2C20HW6>Y@5sh%vqLUurG_wXIAV$YVY!Z&pp+;M6rDut
zbLAU|bcU8j?clw;qr1b9E02ex@{b*Bxt{#osMDWbJud_$SBV$vRf34JOqeu+^kjF3
zx$+4UJJzI^flQfgP}lriAR~w@?!ab=+E3w-tdqHAn6MjgOtGxKIGmw~F=};-;vUFm
z*nE@YOf|>BIK3^Yzyv8tmBlEq@UQc*V0S68NJZA?12Hr%^8ei$zBy|>>Me|6m3h2N
zoBXTFJyGvv5wQYc25$!U>b|*Q*VnEdChL__04~Zzde&asX<khi;x<&Sbk9Kv=%;I@
zFD+S-v3afgD!yN<{el%^0cZW^_qM_V)l4t%)^U_Qu%e2TpA-ntjJ?uVyfR5l1Cbza
zQFdR6yWQT+uynaxw{E9Y!f(4|RV~BhcGx$emTtZEW7xvql%u=MybnvIwX8g+pe#6W
zU~6v7!ufK%TAMFQcE7yH;R&m8DkW}(qZq8T0f+oVI96me-NJp?)hYmZJWGH5dr{YS
z*Ux;K+r^MS@FQ%k{8ymA!+gZlXm{MpKk8z61fw&DssMb*x;(TLG4dyLFBd)3RCvc{
zw%FA@cKPr?u|2i+s@9yjX3XKKgKb6so+NHK#fC(lPRzy^tEkS0JC8f?Z&RQ!rLOBy
zroJ=t2ZsAd#9Cah><-pAp%3)6wwY!9anA#Z{4&;lQ332gxJD$>?%rZo@Pf;g>@e|?
zK3^%QOVVlv4cR<5^58*7AUaNBQ9|{<|GNmXfVDMFRChP`*f+aD(($inNL-{+ej3$I
zrVtV*@i5Bf;Pj+wKSsV90x{nVsj8%8S-_Lo*#82tiH=vbdTPU1k*5$1Rt*N~7+)+r
zGRp@n`O$G=$SII7d(2LVz&)O5s0HNHhFYU<0^y{J+%c@`p369FZTF-`Gg)FZTBB?|
z5ueSe7|Y16#E8^$3ej|_Lkj&<{K4o|+(7PaU~_4AWd^$OUb1oAscA~(eWdBDBp|@X
zTmAm>paZX~h?L3C8gv?J^J3O6RTrTij0K6AqsYT%Z=w{2Ln>qQV<(3G#)1f3ox4Z|
zN)O_El<;bYiWkzJEfo%_o7x8(%PWq<Yhyad;Re93e&>46F?)bI*|p-f7yISzfFPIt
zlW=K^RnPlCHnD!O<LZ!Wyqr-H85SB$ukhn3&!GCHK>loiUNJKkUQwK7G9`8QaYrln
z_?%_tY$zq|_+L#lX+7&P@*KEcWkfJ)@D>0=2_+(OB*La;Sfkp@u3t0n&k}tk?i~`U
zRtIL3R3#J!x~fTql}oF#%e#P0`f#uS$JQ~ZdGpKO651J$jpTtl@0pln{sR3iK9{kT
z@AhODn~~}or-!4hSy{jKnT!#mbr}pXTl^X%#fW9yV9pLO0X{51pN!g<8_veN%gA?3
zA1%wU2_52|PnkW#RTK^&VC_85ZhZURHEK`a%19eOv?F79vI+h$$a?z5Zz(AUsrcP1
zx54^oT!U5VG4<ALWl8}$K+^c4&O&JU>!snZ^lS(i9x<&cD6}N3G3+Y+9EH6TJpOyU
zD?CCx^kfWTScd15xyJv79}FK92qHvoQL_g2N(#N$M`enX+&s?T1;n8mtpL+e4l=rL
zsfM%^l=IMwEPyifCH*Q9sd3Qgmj20q-SnJ`uw*oFejxJ&-~m?A^s~uOI0%QaQC4<T
zhURiMs<*q|whBMzz^e54%AaVWNZzX!@dq;YE{7@3Hc~YH9J43<RL`!<_VaQBtu5Jz
zPR$y>*M!J;|K^U}`;S10_lB|^ApR#pm}XuJh<(Ubs#c#9CoX;8E|d&5Hh%E{7NWmr
zn6uz4*ZW*}dHxV-L}J-sf{`ib^#U_pg2ODJFQRv|k1I@^Io_Z2FIEw&+^INOMlmGP
ztn3;Vbpk}M@T}zKZ(n3<cCujPsrkt-1mniPxz<vf02lzPk8H0hb8*mh4&nR)dq)2>
zlLzbPAS0DEW`O9<YVu8L_!crz5i|EAwEp^Cf7hq^gN;Q*e#-YzbzCR6up281+7iX-
z8;ab5Q+XK!>Y0^ooJ={w5jtT)SL2j}7J-GT-2DGCbYb#9H+BN}#}{#K`0Ua0hL@CX
zxwK10XUl{TK3Sa<S3eGVTkN&eCDhSp+HU#3r^O}M`}!fgovG-m;x6wE*7NkzwKwST
zkiklu>1AbfqG)cG&gfo~VI-GKA?RrLwX(719}nKd<}y0I07ArK>;@doI2_#agsDS!
z8`NKEATxUc)GQxMhIYEMpB>^hjzbR0V{FFXRxI@a{IMlhdoQAb%4?fDURNTFmHh50
zrLvwqM1Emg7-GI|;T54zS}Fo|3n6@@FeWJo`9~#<<{q<A&HFJQJNRvqqL4&Mf1X`_
zphVj>?W3u#M<7P{Jp~>6<o@BxM^{<?JpFHb^I9Vw@Xkxkd3NkWg$^vxO|H*IOlmdd
z&eyIVU(BLA%eVIGS8x?)@UWnXyud5h<HeCwE*Yiww@5qx5EOK0$Q0tH9an!GOJe-o
zxmo_Zp@kljhk*HrM2+lHy-the60;QVlH--UrAnL-2}Mpn0Z*qe^(GDmpJhm>&&NI4
zxADq!Mr*o~wd8Q@s_IYA+DNb>V-LD&eRDdmz(bua4AJo;CF$n8$a9<Y7x()n)=!&c
z52z-MuRmNyLh=knOSObbVxZ%dy_JEa>W?{cN#ii=?flkswJrKjrMJ!eSZz(0Tu841
z6Be8&+v39HwlI}F5+-@1*~O0hWcb^gr*<5k?-m9!|ES2g4%C&WOI)_krS{Zg^^0Yd
z+bnXC<ootoWEWh%H;et_j=h?!)m(I6c`B4yc!bugkhBrRhL6i?VatA_K=5}9Q6r2O
z?l$^f{l!4Bs>4DmXbLoe*M3M^n|R(l2*?nO18fGZX|7(3H6GEX93R|pAM=y-HQy`^
zl$R_8Dw@z7C^@XZ9Thc?vvkDzv%yfqI)1s2CDq)ne88Gou235{9*4wKmc7JoFtwmg
zy2O3l#sug?_gLPf1938#<n=9{za9MeFT;G0lJU!mGqQPh+Y5M(h}kq64R5D6Rxr;&
z0k2=ls+3$ren)j0ZBML<L6a@71wz^imb9uWP*&kseYt?}3EASOxe>>n@8bST(f5OI
zMwxYMt*XOfwps8;@D}RNkzR%Jq{ICgyOE9DiT8wR53|9``6&4ya~$$m+XN}j%$6Yz
zBm9QVj-y-Y>Fam;bGdM1c-Nm(UHuCNx5r!LGiI)Z$OO`H0~<d(tA@`OwwBy<Z;0ZC
zMl6~*rJ2h`N$F<a4hT8jq(LJ6HzUtu=st@+6N{zQSdxKvsHP?X%xgA@7Hvu`RPJeR
z{#K7cwiI;ec(84`Z-sHbh(b8-LN{JL!4mg`6<4*IJxWNfap580!B(WbMf{)r$yW35
zK#e>vu{}Y<T&kG67O7}R-(hM9!{_Y~XDL<w<Ur9<a!7|o=7D7dc?GV`2xT8IN@bHt
z)*;~Dml`6^;;-+<P`EA~vLp0K2#+hQj;In&AzOK*C(Jp=A%g3sYiN<AsU)ui=l8C4
zgJ*cAHPO`3+sd`gk$D0GEQIjcj`|((;;B!eJlQ)LtmeWYaDPD3Q2a2xGNYrhL-Z`-
z%{o(E)AwgAS(P;W4WrJ_g$E)0Jp+NFo57@4+{@_{UHTz?djLKUG>4mTKh>}41h&$3
zRcv}E3db3Ug>;xfLAoF>vwt?bZ?}#((oI>DysL6U4i?FibYx1gcyg^MTk(D+^;Z_)
zaYt3KPR!zC2)e~Sh0_?^(QWRSQs|Jfy$`Ks#>bE4fxq0Y9f}Q|`))Pw<iOYv7rA`)
zqtFHS&^kg<XbP`a_wH}47C)#HhoEREypPxBgSlxm#c%yMpQxHOStt8XMOovex$n32
z|0F-vufrv@t&TetrC25TNc?u>9G0RW5;byUY}X(@XUf(__?%7hGg~j^U|u7pF!U?R
zf4bwqjl8|N@KIM|POk0yM{WM=e=<`Ue*W}vf!|Qvi0v95*pe5MG`!Vw;uw_TJ{3GC
zlG0qJja3vp=y`C9)Kjej9zT}Wp*5}|D-a>Azp#WOtCu@dszKr|`b!#$!6I?C*IW^-
zhw5`Vg-XFUpE;v#m^IX?=6JAqjO>I<`JoEccM{>CFsI$+j&rFZm}qP-YZzInurr1M
zlO<(8Yi(#pqQ8(i?l;4eFAjp?LU{Y{Cq%e#rdZfF0J4M9&~_XNymDr_`(EBOV=%_C
z4~V|6n@cwnirSPl2QgkE<~yuq;p8=;T^r<5>=SWp$$mdYs7C4q>2l_9S8rf-{>yOi
ztZYg64cMkFW`)te(3WNg13dB$*iyW2NOG}3z_KZNOK`07B*)C4qjM7r0!H4QrW!U2
z<kAJAhHh_Kyv>W`wKd`m6JCREzk?$?&(dpy<u+wtw0EF(oqC;^yrN&zP1$x{`P=ih
z7FMu?^miVK2ok$rExl&nZ-#t7IWV_SlMUyP??>{;Tkw<_*#&ybzz1mhJz$jjw6i+O
z3nbg=$8DPldYwS?_$9>Nm-yQ+XzCpR9`Pq@?4;1Wie+f<dACIETVjJsozi*MHn{)p
zOXqcb)?xvX)5D}K!in?$qE~8@ZpGg6ZeWFR9)i0?)DVj>91(U>v{zJ5I$TMn#-KqF
z2Ite~_`q?-o_5=A%nN6ADj}nC`~BWfNpX|aQ1ds7<4pjb9^7n5)EP^^{FTI&_dKSr
zVVT0P%j(aI_5J?jr~RgDl>p$NDnatGG5%jX`ZlJ60m&(_HMO+RzC*f=GaXJ?_N}v4
z!Z7_o5?0+75k}DsEi;e0;#{}LRJY9aX=1R<cbF))y6EP=6QD~bx+}A@mKEm=+#3p`
z^OdmG=e{P5<iRKjkt&Z%WvwfI6X82dx+<GBC4f*NK8#H3CxT}1u5W^4aOc2`o=7&N
zfEwD6Dcm2gC>-sRY*_BZB;T9w7s=%xQR3(gFRMX1EsU|<wZj0TQbvD|wcEJ-c>CK=
zs)vEUhXz_LQ7&GQkyK1wZ4D=Nh8n3hwh`~4BCwJ_711iRxo`}0+z3dZUNfY8tC;^m
zN*deP8W1JQ$KvVsv`J@3s>zpMjA*xc&+8VjXvE(wGgU~pKIKiB(cixCycI{`pH*E#
z8TpgO47^3Di<IX#3-yvk+1J&d&2MtLJNAou$cZ54`%zFezi_fULb7o+<@pFFWZsv$
zE`1m1p#(QV1y2KebJ=_LSKa*Wty4s3$H%LEj7;Gm(1ht`HTvl7;e@TYYei}|B9k9z
zNJ^e(Qxr(hK$e^OpVB_SXT0^hgF+<vW#L~BzB?1~X5)ac=CpDJ!lV%Ah5kjQ@@izA
zb!0h1gXGX}k#o!F%{<mqLU3-pAw>Vimsi!oe;zI-^!EYeq$o@qFAHiK@_t`C#J4Ll
z2%H?rOM9W{Z1QEFe)U>KQtmSRX+%%jKTcS5XX$w!Qu7ksR&d+wwF8o~L;qX*f~W`%
zNtmwkc?*Hl%#VJIaRE(fWVnr*ow=eU(oZ;!rliK-?#DuH49Y9{wi{ulJtC#<Y{gV#
zZ`$-{zbblBjo0>&Gt{4zctEbA0~bX?&gBN%iXIaGg=2T8ebDx>=#LlQsoD^SZ+<sZ
zaQ4z|E-NiqX$Gd^XrB`5!=DZwde=XU5p$#+@EMg0a{M-hosZcLqh*Ma0VzU8f}gRO
z-U2x}z!xMS&pISGfx#}8`160FE;;%C#Rss51F<;zPh&PXX~}IEZlqj{+mk@FEH%7-
z#gKAWb#tKhPKAR*eaQ_|2c7sg*-vUqPdxwwv}Q=P{4I%_)RO_M1Ek49r5$<iz#}E@
za|roGsIE$>ASSx}C*NmkEe06uTE~3WW3*+O-&2uL0=+G|2=cb8&HC!Ln=-k3o~7ut
zakJX4!d7uOn?9-X8+f(O(+k6EMjp%_YU_F;EOG22)00-FEONaCQ;O>nR&=A9Cl9C#
zZm0fnvj{^1{|1l52}O81H2CeukfKR@Cv!|efJR+!Y^O>5Du_6dN7_Xtvq*0tOe|wc
z8y<-aF<2BAB)IyCqlmEsu2B19@NCZnD`8o>GJ?qBUHj5b?GSB6H$|iwg1DYx*MR(L
z&_m^2W8c1zrx-a2xrKC}`0TL01$>JoU%|<=nF%r?Ic+v53aRnzglQ)Y%7^T?3Q{ev
z{oM0g@^o=FWjM=;a<hvEzOY{z;r>CbOe4RX>U(hFy-(GM+8KR0wtm}xX9=3C=@zGn
zU{P#1-%=LANfJ~bPEbKJVEwB}D=4haf`%BdQv23F!FgrJTu0BaGAlaTZ*R=*rSLNG
z`p`~}en5V-wKOc4S?WEwg&&72Y!(`%D>V^=w)13;r6JTqbf`$QQuk5nIb#%R$=z`%
zG<<LTF%#3H(UI#c{a(6|nRgR#MznrSo0txV$EYix9_~V|lRz4OR>4G0r^e`V?`mMm
zFn|$7`|?wDPLbtQK7}*R1eJ;5LLPeoOx&KI$|yQ^0pY(h>M^MXNcBD;Y8n=J>S6Nb
z;8|OD<V$Y0C_7Xt!6l~c(#qavfnaj%yHOO)%$#$qkmmA{e9aGEo-<GY=V{~D{^qP}
zGP%O|W@@)jkU`$6YBC>D!co@D!}WK=&SW*J!kMBi7D)#)IBQJG3CcGN&cWGuOX9vr
zpz_6)z10M}A<!bnKwiL&Uq}^}_>PU!LH6|mq=|$+cGuLu`TP<*-T;80G)*ya-xf=x
zGt58WZZ<@B!YAkGUOg-~2G;(c?>%I?3h8&4YovX`25F^DfiAsmLtOQK@JG?cN~`7Z
z$Rjzk4&;lcU(y0-tX0L+7b&|*O2q1Cv=ki-i<>Zc<XLB!zi^B)$ke1P&Dv{jtL@Lv
z)xTaT<Kh)i2|VhC@|}|e8W_N)iY7)^E0#X2?^Cm57U<$p2-ubOz_0=`{=I)fWTN5g
zQd>_Q!?$cL$IWgJ8+B;j{S7>(T$k2xVT-tyb|bQb4qGZpsUN+~E7<8&wpOROV%aX{
z-9X^jf~3q@WH5x`sk|xW#Z<lJ;_E<Bp~IGF3ngHdK6({wu*B&%3u~?16R23KLlfeF
z8vjd&sh&E~#Matk+YqwieDAvGB$DsYtyV&KtlHu}ad}G+5X2j1CV03U?&^_4R;WQg
zq>$D0ln0NhO-iNLKDAzs^|$IL===Jfpg;fupFjZ@710mLjNF@8P^$EDQ8T)0=9KC@
zu$SiG9+-9R1<um>myPwH@sWykQK6@BVP7hF9nB#&7QRb*-0@Fv{PAmN=ybbygLJR^
z^ZDgddE)h^Y3)ZO{+wrzQc6Y31aNplv33LVNS6Kmn?5Hn)Jryu(ZmzdcKS3;(Vz*N
zqfAkBp;_JT{4VD__@hPx+K^1i!GpgU`?55<$Vg$;Pk@CmDwoOQ38TIz&9nkWOs-om
z7@Us)Q|}hLK)MLgeq!0`J1a5aN<GQ0C?QK91$<U4-tjUokbtwDp|;E7R{3E3DdK>&
zv7Z~u%PQ?(&H4QxuLEykjemG9ZxK!5W<v<bZ21=eZg)O1<&T>hQ#c;BpZ-#z9m7_@
zX~-4zQQE7nRzbP-KOviK-tsn=YV9^3Ko5N!R|?r#fiFKKpyc;mHZ3NbCswWjqe1<y
zBaPOt1jl%7j^7ZV<c;fBJ@r??o~nzHbA#+hxyF&DZq=lJ_6Zn6>q6xUf;#TbM!Xks
zI7^X1*X9Eu7OR?~V-ykWbL^W+OopQ_R+ZkMq7LoLYJ^{CH2GM)?Ggl@-PSdKGilL1
z#f_<>^;z?}2=yMLuU_Iwd;pP1)Gr2U&7{Fzk~V;#6E44MUXLWx@RR^L{dB$mTV4#6
zW7gGfzjy!%*$cC>sD;UKUU8(sA2ArS&vIPD(9&ca=qaQ)J^`A4QP&%X5CpWF-FFz@
zB3cxi5J`gtWn^Q|>k^=B+Z(90IlcO{*`9z7gQ$=abAwr^5je`vBKXIh!$EhXCdFQj
z{7RoLfr;`_jQ>BmFu-tg#6h7Sci(L)x<i>W7Ciho8n$VmIAtCpMwW+jfL0jeXvI0m
zvqySMiwRJpoUZBDD-=@?-m_Nhn|okiag)siL;?8vr}zp)Kl;R5IZ1tq3pLE-dKHpE
zk?iqF;b<kBET%bd7SVm^SM5)+=1dh>!2@l<aYM^YTUXYkcNgw6N>Peiakoa#JKioN
znwVNgCf^>>G5hU(WT9%rrIKz0aUC#y1m$-CgVCY=tB<CKZ^PFFZS~<l-T+;qAKUnc
z7Goc6gjd!&jEi5E+sGI_@x<lr5LEqMyh<qp$M>9ckp>ZhUi^^?YK1+mN3muh&-Jo&
z>GkY(pF}kBv){Y`*BzLDubZxw;!fAWw#%Tf>@CF_-!sZvh?Cc?Ad`FDgbTrk<X?nk
zX7x-8wWGHRx6Wx8Qb5yfDq?WvS8u*61r7Tu-bG|)K0D!JIz1ktm&$=tCT}A!rTFtV
z!yXCj<pQ3Tnj<n@4o-|4&QpTE$998|&TYa+NcCiUptYheiL0JidUbFy?jN)CvRR*j
zJhj7>d9@;9v~6U;4!mU@1d1#X5tz(VcInHehXw{wU9k#}KEU7HSCxM{M>y7|7W%#o
zAd`w+)mJ=JEzpg+nKbm4Yv&U$aQ8;xMTNst=1>&M!&W$8_tQD(rqKtMlH};@XBL<;
z0i_GpTB93(5YPe{V?qtw;!`}51FD{Ea)6*VNC6Z3#f6qVH^^FkTjl19)+hBD&GsCS
zl7lkicpyuZwrQn^xqu0)q}4{|VIC`hzLyt+c4gtL`ayJna|36-=daOgr`h!O6M)r;
zrIZ<T5>N>#hnbtS&Kf^|9PpyScPe)=(6!~g-3PodImMq=oLi&1@l$EyZlyGOTSo8g
zG=5y9!YBOc$$<&VcyE7jYxItszFc(89(m3udY(3KTiAQgQSd6A@*o##?WcE`UdTCK
z03{T(;uLT{w$&b4>6cet9y!qem@)aZc8qX@b^s}`5spSIKQ*K-EBkucnRVAdB<h&q
zc?5C!b~{LVy;N+L^{kK9CI~dIeC)`W3)l!!zXbpHZbK?j-Mt2a=9<=Jgd}Tp{pxYH
z>BY&a^w`0~*13!^K5hBwJyR3sMI3=;H~{_1^7>Z@`&*N!uc};!hQm-sp4f!<DMRp?
zjvAgQS`vb%M)UTc!MaHl-z{CmeB$RJL&O+JC%m6<e0Xtqm{jStfZhY6Rr|Yjl1JVt
z1W%2>?g1Y|k+q5b_W={O3tTCPu!z)aQgvk8TQDXnt7;)XRw)fUbJ^?Tz{qLzI_3&D
zb713-7_|AS{0SLzQ`5$<JaoS$DTPOK1w9jMHOW`SZN@{@!aS>nGbyw>1_oFiHPg!W
zqYUg=WFaKvgFNoVo>vU7rV<_bsMVp)7;>8!EEBNI2L_%=<3i-DBc&PAQI8^zple96
zVWAJ(v<wZpkGSml!Y4tCa|k?MLesXE^b?ejjgU0D46BU7wXzdF0i07`z2bLTisn!W
z)k<f+q!5bw+*ChGg`WawbIyqi6Mq~v;mKJluLyAlmhBm>lUfJd=NJSttrxD6E|U|p
z<vn37JBIOc5zvMau%<1i2u+Jn5$zbd3^W6jq?$6#TFLEQAtE8e)w-z(xM32ebWL`r
zt%quc-#-B973vK*8Gdaw0lr6^Pe8S-mOV>pwwf#BmL!sJLv)^}L@%Z>nL*+-0)X|e
z;2kvkhQK!u#Yo|e&>_KZkB6@o<v?);Nr!oP+tWw!ZdQw}SqotPoN&NQtg&a4Oy*8E
zN|qhcJin0GE-Q87^Cn5h!z%f}R#)F{zK}Imk$92=OX?7ya1!}roMz>E6MQPZpIlJ<
zeoS3Ad?oV!2LN7FOei8w{d$Vr<iTHppy<w#N}J11$|yFHDjRgxq_Xvtc{Bf=?d^o;
zicV*WRBKeY-`{H*fW)>xcl~=X*e&9Xj<f2?Z(Ca;6rVT9S7Q#}mw*c1eH!Kjt}d`z
zZSvgH?u%J#&+3y!!%{RYME{h$8fdVhvE<qdbP}}xq7Tb0&h(+LgUEln9?#AI&IM`>
z{K_qB?C%-HDrpPJ%x;n;^iXh$cr-}@?1w2{o*W>C7(!@6+R6!4&|!4P#C*9w@fK&k
z;1IdFRX4A{gcl)n282H}av^K;d8}8hEmAt!#c`XBfejE5S9G`P-~8*WnDh%$lVKk%
zbeIwA%P_}fxwv}m=Ug%``b#Pv-H&o@bsv!<nppFNIB1+=Gpagh7t5+Yb`-Qc&KF6R
zo+V++mK_WWNO>xfJwDLkxaAYO8{0ln5t)nrg-#*=_~=Vq@~r%<pWH=-PUJO5-2H!g
zh(7p#;jPkoJR{F6PkT6Pev4PRe1XZGv1zKZ5?->d=VOM^Bz^dc&jOSb*VzJo>K{A|
zJWVs2(z-WH*&0yYZ}?r~PP03NG{>_^$*2fu@t%|Fop5FCqQw=nSG*^vZLRgv3M(p8
zRE%J^X(*!D;I}49F|^cGn=$)@7p7XQ=E3d-K?vCau)tOCMS0!0@yMM#@h1dm$ryM9
zg=k4dMXziEipkL2zp6&?#|pr(dB`GbaCz`&$SGkEDIMozSSAGTf-JSEd9SSe)r687
zG~xXCC%xy3782e!A-)v`jl>nPgcZVcX7&ISk^rkkf=>CBr()UbV#^3<*uNP|{6C@7
zJfB)ND%)wG`!?5Q`9YAw5}<`6m`rgyS(S+v((433x;_q7t(Dm7V)fRxVY8Hsg~>(k
z9s}6SkL5*^YyuAMnquhvPqBm9>k%<OrZl59Y$Eqs;!h?=?q%PfP~yJ^y81{Q$$HF4
zH((Ptxmx*x28v4xhT8!PSh=<trZzFIF0g-=S8C;n8^pU+Q&^P-;f!7jEL-mmr{;DR
z?$g!dMH^Atgd+Q#2^R+mQzR8<FSNGi@UHP5$NY))H8^(x5>kXx61#7%n9U4PM-N(H
z%^UMRJSh%NcQvjDcq^PVX&#|4&+*!>3xHcbMRF;ZZ2NMhLrqf-e*fUiUK3Od8Z-4I
z(g)2T*XP*J!5Fl)+-h(5Bby?0^9i)J#PF7?<Hz?N_R6NINY;TMitG0t`Qca|DGJD1
zyIeOFA3^QwBJ`M5vuU4drITHLdz6m)7z@Xi$t)EP$0fZnp^`T$$Tgu=C#LLxEL|uf
zMx{z`&5kii&Z&b+QVsFMs+!#96sV<vjn-W)mhP|f4A{_~z0pI&Dl;F*&*@ke0Yr$d
zdZzgX&Z}^m?DjWb8$W5AIM^D!`j;kT*X8}QU}w$GD(GgrCs*FNXYr7!ZFR2HCc2$d
z7~Z~Sp?D3Sw1OFX)gYS&-V#VMZ?OFyDeEA<=H;34^p;Li@)mHLuq3~Fqgzi^aVssi
zSe9pm&lkY7?0d9|npFl_X?qTp35VDvk$v2$k~r+)&av)jvwAFsP4iQv>(VSX@AH<-
zlZBVz0~3-+s1NLt0G6C~KsNs2g5<@pl)2O6LGbE3*~O|lU|AoU^_qnD|39qXD!%>N
z{I$LlGrwU08j1ULn03uQTC!g*EaaU&ffFFM`VUy$dBW-cgGPzy+ipPVAJi5DJQRc8
znm1slMX+CTkS2%Q*sP*|iI=BIpM?1+gl(=+uS3)dCF{#5e2A2$_#m+=)E58p+hV$P
zLPr#=dRw(kzFGsy3ho<q$Z^kG^XRV+h~+Kc7`9?U_T#ioYnnBGvJR?XRWg1>eJ-ZU
z12mB+8(Y#Tj+i)e+Iup-X%Pjjbu6<5Ti}cJC`N3)2SSP+GFP33O$8;gB&3{9f*z5R
zjY2b=BIeR+?`UcJA{40aM+GCd)O0UW*BCzf40B}U9$x${J$Ny_2DS_Kv@GOyGmrAu
zvd=pW-ZFY+bgp3XlwEu`Qbcd;7*19ZO2O;WX!1*@d^7jyw8hj9K}z9nCPe0_0!1a<
zFBgjccM$;~dIc$xklf_6Xx&o6MylzE^&@-Zh^|FCfZ^>77ybj5wj{fYk*n_Ps8>Bl
z$D+7lw1eau=(W_;a|NE~tP*Zf-w<GBelpX1Hk1WlhSMW7>^N_*PC=VA?VNV%*w=<2
zK9OJ{W^Kr?;+Oj9;|X)T=iMH#)R7#CZJMYhx<XQP5rZVwE$VHJ(Wkb3Rux4IsmxJ~
z71AD0&^OmpGz9RGrfx|LOrIDs?&2jD?O(E%Jv79^5q>dF_fJ!zxkPf`=Djxfk7~Ua
z06Grsn!Hc}HBzy1`hGCz$owP#dis1fsTberPL}HW9h~Aoq~Fy!8GLlF78~)7oCukV
zIyD`~x7utT&|*9}7JlpgV%vEsn$y;ck<hkmL?O)DP|x$xl%&pJiikxW(B1N7cDY?O
z{JO#7UnU*W11-5-Mvm?2X)m}xNNv-dU9FIuR`2un--PttbGnUBhP$ntz;SE{PZ#Eu
zoi5=zLyP4s2!}7ve!N|Oh!1n3Yh`wTP_0D3J=g_qaM(HY6X;vJe6>6gjbE`FW<jRF
zjLBjr){G{M`TdK>hmLwF{c)*TY~Qdc$T8Vk3Ht(xhPN~Z-^Jr*`{hM^pP7w*_lko_
zcZUcIsOX%1l(r$ud?{xyn%-X?4#d@`$%6+x_K^5C#K=!b&MudV<qh9i<|t`97HkpV
zg|rjyK$QdU$IILUwRU{_Nukqw6iI!a61w3YH6y2u?d1Z;qpQl!GOuM{n@%d1{jpY_
z-Zi~as0Od@TbM)y$W42FCami_$~7Otr&&Fl->1)d^uM5${i~iA54sLF93Q=3b$B^*
zVP5@Bq5P=|i&d+L_D{8Yh94Zl_!$1}zgzLY6cxKj-5d++<%-*WXL6&}doEJJeVwYw
z`bK`S3iE+u()RD?6~HqG^0+5ZbA&t%6r8q}VQ+YnqFX)vUKUbM9g4TrageENv<KI2
zcV;W6WT~)O$`NEz(*P*n7T>RyyjKJJ{DzLKti#(rEi6yp^7)jww~W%rx=xGkQruN`
zTLPeQIcOk;MdV{gQPXJH%Ek0&Bg7^*;P#~ToJutK30&dDhF3TK7(l6-1b%ls36BbM
zeIB7bDkSokB!Ztb)~t)b91z>lRh1GIsDo5J(!FYVb7-1~lnIr^$&C(i$7A3jmmkwg
z+55$LQl+zx?TxW)ldRF^jieZC2<+Yn$2x)qSVOe8Ay4^1Wh~y3U%~a{{&cv=;11uC
zsB^X=%-wzwJmfY-;Y%yKMMIw>#~1VvdtnE~&kz0PiXR3gx#?P8%`j7gN7JnX-It4E
zh%*zB!Qm)f5pHlOc<@`9xj%kN)o6}>p9MFasZr0l)e}9I*1=JJBa6^O!^7I>dfr6t
zx>vbALhmbcx{p`Asn!*b5f-DiM9)s52_I{#7=Jk(pzr&uISS55%I1C@NGrHc)iT7a
zrG6CyEX|*S@DD;fc&!s9iO{tZ3{>AZrsRjie~vUiX&{(xQSed*JyHpMK|6|$^Z1$`
zkV5ZYuF!?UVwLcz3a1>ZrCG*ebv8TJ{*@hKXm#6I@)G<-77^y*<Tcuh4Dv<WY6&qX
z+xXA=Sdd@nZj#1)er(%7So{*{?4PzcFQhb@?w*ilP54c4=whCBa4~!!oI=VNFrf=b
z80^v;_pE|<!XVOp=u+euh8SO2M@f4>7%mqb`i@6wR#lE4Iw;%Vg`Ku|w~DIDe9pK_
zFdbjv*;QQwe{BRdQJgWGhZ@j^MxU|f#H3r};3SV{_@xRj082<86NO`9!$|tU%i|B_
zjQhCQQelO9xDC$jeWf0?0XhWmc>sQ!{bh-Ii2-A>6f1at(xzgD^<^&m#y4Pl-*M)9
z&=TO3JUE*kKw#>T2=LHB%s)x02<P>^t;X{9qc<7&WQA8pY`)?JUj<~@KCv>r%Cs7?
z+a&l#`6HOioml+8OmY2C*w+WUi!enX`{NwmQleA?236@q>kuq`&laQWs^<%0gftR%
zTG*;C=?x1DRcPR3Biw-9Q^}4}?X~V_d^Hqs;S{wLFN*+nA*t`YEv(IM8T5R<z=(Q8
z>CJHr5|_&QH3M$YeUB89`?Fm2HmhJD)C_|w1*7m<Kjno&IA1+Xn$p4~k}?u2$?$PX
zGYZ%&CTT){PuM>hy?uJQz_xTAq?@LxH)*nVee^C^`qSkvv=CkAJL)(WSuR}Phz<(&
z4$jyhBg^S1#yReoqcml7+p+sS4p+^`@cf}RpolH!FP;+mCOxT*81C5&bi$h3GbW2u
z1jJEuAA9&viJ)&w#vMB@ntfnzjO5I55)o^~xEbE;r+z^=-z%>63qwv*-uU9AD~1uo
zO6rF{n`hY$Xm-W>^$}PmV$T$3JeXNO*PS;D81rBUlMVzJ*%9BiN$F9X*l9imy&k!N
zAk7#h@MUdr-{akMwX9(J5;}^Wi%H3_Pc;C`;W0(eTd`GmKqjZrnAyZgRTE{G+O~Vl
z1Hb>FYJnKX#P%rUNr}7)AKCY<)}@0&zRztHOM%q_ed#`&PQBfcrV&{MSC?J=9G4uc
z`Q=(Ns(YJyPkd#(m_Cpd?<@0rn;k|8(|v9cz-aZz6v$^nMIKBrtOMnN#Ezei9TFrb
z2r+P(16)BXq=f+SIvI1=jIhX8Z+f}izsB3mQcO0JW5(>@B?!3oAGHbiEU=9|Ek)Bq
z+e<b_!vnDMa*AViNkF33aU#(&9jJBqs~ddw<#hE4PSUH{LZlajtu&TAn<mc4W~TD$
zD{$-W{l|r&DNa1XSw3L%Ubqq#ivIDB;c~<ut1!=bdCQd#Ter;aLoCf*c6HaQ7Tg5>
z--7F&pOoR$re+^F<dRblJN}^05+?jU<4CikDE77gsnE(d%UON=dsZY{M~qqOx8=b=
z;)$3H{2oq4Z|QoKxD5DD8he^L<)=)?K7-O>G*hq~GTWFbc`Pe2#HoLKW3k`MZ(Rm<
zZ}QSUx8`4R&#&H7%Ypu8Hac7p@{4@$&TXYq9;&JE9=M=Eij2P2@1}VUXiVX4cseD7
z9vFf}<EL`Q<XLSJ2VgINpNOMWl~&K3_~zN#O^4+3zBHW%RcYyO6>B>*(cxkVZ#xX`
z>p%YTs5Wo1(3kTGYRbMawO(zwij(WN8Gqx>KT6pjm(BJ+lwh&)|Fj-N*bMI3Tl}SG
zaA4>J5a)^;rZy@j(3nkDiu5+mw-dy~r@4!aGzLna!fX?Z^###YE%S1t#>~ihsx$|9
zG2Q9}tmBkU>j@++?4Ub)ynFvNHh60H=vaD+J<#;uTIzbfmlyggbsfrHsoX;B0R=w;
zG0rX56!L^+BVSWo-@IiE%TzYjjafDs`>FuPqaaVRtt?nue&cR2@UPc&=H8fP%=94>
zqO`8#Zl;*C$zxJyNL&PQbQe`#5W5^BDSVkfV(y$bnMKw9(=kzMCsV%gQtDtph~hp9
zJ@)xM0b{HJ1Fix59JXp?dP!>&FcSg(qK+uB#Y|z>$2hZD#u_L*@i!G3Y7_6xR(=)1
zPAz>&5sF}~)tbHWG?gbzNMdEG`Wa$v9x9r9p=R++Qhvr@mUd;)@Gv(|kJ(+d(LwL5
z9`d^^N{Tyi!wpcgaBMQ$WB38fp?~C3+_~fOh8cTqVR_H4575`j=^NktktbOU<46IQ
zkzxbyb_a}n(_!P2&uabsuR21%?5(Drj2K6~!2EUq;kIZuu(AS;pBe2ajGyt0>PKPk
z^rm?_Yb28^MX=Yq-g^TC453{ZjxcT>$95*t(Q4ipAu*9hZb8q!K>@b!Ky@6b1lb|j
z1`TEMhrZ6{{p77X*2?6dnYK|TxlL>ivByqcx>j0AeRKuEh~hr0=nHW*g^*x2)ZCq#
zt~c|Hif(yt$7Xtf+5&+674Z$*SGLL+%1Y%kn4<RlBAmfVfab~wYXvev*k@1i-P0R2
zg~c{1e+4Wv7CQpdLutkjCoyTvD6vCM&to=cxqn7k51sz;j+a(cYBo+}t)6$V9tiC)
z;T037$_j2nX*_N=w0n3eYuekOXfsY_JbLlDB5ur{#B!Dgk%?T8i?$1*%<|+5>S7gU
zv14#Ey~-mWtW(39GXXfe#{S{?*LcEK?{6h=4-F!8V7<3KpbXMJHjje@_Qbb`M4xO8
zrw`oUPjWSP*F7^-blsILj~`sPeyCLtO43VokJ9#i5mnM@IUB(4b6Ov~2HyjZsVPvK
z3S+KEb`=p%*$Lx#+;9KIm&B{W>&fzY*!1KXx~fp}4RKKPqxOZru=T_|ojCw3D2&KS
zNSumG)M<2139&X!l>kb3rM9N1N5+<BAmRqV17s>k9Pu}<_#H$Bij}mh3X*4WV_hx*
z;b-O@>t~|?o4zNr<AF5iJW?hpC`C>aw>jpoJp#OGiL~-<w~Y(mJ`*etH>CX#kE{Fv
zdBJq;;Ld6H!S@a5e)Hr9bq%KTxU=2E0T+ui@vL%6{!a_y{b+0aqsIxjo;lsmx`R>;
zcR^IC_sK%2Y;YuxD|h!iHj)gR59_9INK-^dWNKHQV&|KnTeu;DA*u4EV<)@ISr*>v
zpO531xd+{5sXjLR<Jkmf72t}v`s!}<Tt9}DxK-~Mj&wYAFXA5B3nhi;q#7Gx9%<}f
zkZ))QB5sk}6M<EaHr-Nd*(%lp<6J((#sC@tFv-V_4DI3OiH|{T=&<cJ4Ot`ztlO7Z
z<rla{dM`TQW^-6Bp#%YV`W;Q&NgAGfpD02nd4giXen71MWo%J!p$$GSrttUT|I>~$
zR|8Zk`&O<_G`BEQLdBHD2@)BYM&J`A+Vum?m4LHlL#6f|%xj7?XEB(PvN|s1U;tOR
z(tqtwrz$}~pRzl{?+Zbt1}lsCS9;u(*|E=i{wNXFTvrZ-rjc$!&vkoD)=l(U;^$>C
z(1$Omt3;h&V(D^tg}1~qmlZ$vMkQsbAR`E89hX8c(BF!A2j{hc>YM>{O(>1=VGvj8
zW3TNTI<QTwx=k5jLv{eV2Vn!tG}tXJ(8A(5*WnYqBm^l^eJE#qXoySA4?g2=h8!mN
zhnI@T(C@K=pM(^@s#6JrBaNgU&%a;@1W?%X--j#azY3>o)57|3)q2!SQ3?^K&{w`d
zy-4(_Nkl>_z~{VqwZq~ZLOj@K!yAgHzW4mg1nO(MqOv^VJsFlWVrA6-oKzhr*Aj`X
zEMI}O*oBIevOQKV(8hOzutaA5fShz42MU6A<066_%O=?J0gv`7pwh^(Xpwfb6FZC6
zDtJjBR5vQhzHJ)UoKw1`+AOd~%OF$RyyR^N?ef2vHPQJKbTfJq3`$Jv^a%I)a8s~L
z<5w&%DBN+w75tj86jf~!<(rsWajCk;;#Hj^V>Z5hS?OCcAhhkX?Yu<{BSqxB=|4Nm
zQUh?@j9Lj$PKOO<jC7krj<U~_ijN{qmse@ukpZn!$XhH<o(L=(ktp^76(h^gYke(E
zE3NoKXK<P>?)!5A??;KvZu1`|m8rj^f#To>$qQM>15zKYz7BKdu#1K`x?5gaX0=G>
zT=<drr?(;PDyExC309)<rn}&~rjG1=s1B`nBQM*!8F&b)w~4kW4>d@yMF-TTK%(Ln
zxD06XDq7=TtocQTbxF>0n<KLNX0mn6>5tw+dZhVcreOszV-M!))JyhLjXcgFsLzYS
zFArDrUB{MXub<!<=eS??f*w;1V56Fz1(BUgV7=IFB!bEm2MwsMxeAA-A8Y(r)^cLc
zf2oyb>k%Z3Tb&2P_pbye&c1VggJ#kEu0&FYY-JtO2)|-9(6OzJb;o=$MJHLQVUB3S
zNhY0m*(OW@R>^EE=9^&T->e$9U84mhH$U~?+K1EbOT@xmU63O}^LQKgE+hliY=lkP
zJ1$B8d46Cl|Hu78>nG}IE2dP&AOuZwhcq=meNtGkg;18jwFly3tEMOVKB<xl`ttiV
zkK!J;m~xw^#Sp3Wrtl0Y5WC2`_V|*r5UI0bQ{1qNaqwE;##CFmJl*!XFu=4OTTjzq
z`>r&54y^Q|`W(I`_zcPBk~11+0HrI#vH2aCt`myo=N2lrlN1U>zYI@Pk|OOnBH7I3
z5cBcl0qmYb_FNSFcrHabd9NhG)TRPwSBkH-*NmRvt#BMrO0y+l>ByWS*JRA8(s*Q^
zg-|o99rPB&1!=`3s)jr2Hj@n6kl=1XER05y_>GZJglAV=1P8mHORR-4sh$cOx%LQ%
znfFY+ny(4W1|{qAA@gN0)9W#C)3>%Fyr_C{&%2a!+S}%xXZcf7f|9BVPOAo~z)#g0
zs3FB7pTj;!r+s!hlKo4D#VZf5!RAMG!3)HPWhPPm?murB_jWI}onF?JI}*}eF)>8I
zpfpvW&T--<1Kz*dr?gRwHX^K;Q2So#1Bza{PlflS4Ztc53{;kXmn|v~$S7`euG<OY
zPh?Nrc^X5DP{k<j01J>kN|R=0TUoe08XTycXaEe8IINmej5633xNcdZVS%4ARnz9r
zq~H`W4M-Ghvn0ccz_$@t`EkJ+NAg6LFg;9M%4!|gKYX(rUYDu@m$JRN2auXX%FCa8
zN%R{tLqD3Rn1h?x&eNr}SPw;<)$tXdd-P=T=g;CnKnDh7DmhUHN1w?$?{2<eJw7EA
zyxL*Pl-nlOaQ;PLg^eNF9<eYxLR0fR0zfNYksb<RPl>~)UQp)d<4Jw~>;3iC(kGAr
ze8BpRHELgf&2PlA+_waEk|8XG@b}PfHF9i}NnH4HB!ohEIEF-LS6gU&=G?%9p%36W
zliv{;BzPD0%I*>xidDcZHSjbu!<2gxFH+F(?7**&?11hq5^*!E?HHWTk8WRl6-eKK
zn>RO(f!8c(JJ&_7VucAryz`c)a-yzhq>KdQwO{fpn*Ae6)^J!L$HPC2pBqznIjNFi
zyMAcujkF)1z7%FW!ebuG$|OlWa7A4PY)NR1{fM0O1)j&uq-P6pNBMf}&NZ5EKWs5&
zo)hN!^<*|Dw!D7F@GgiPC(!GAf1GtlLx_QKbf}Ts5GBZG!-ZxSD+H31ozqX8<Q&!9
z?fcz#YN?5u^4$N7cRUj{R?yj4io??K+5Ic=5Kx8IEd|NmBPukwZ}LlcZL@(8H}@Vo
z?Pf^oJYl-Dan#LyG@gF>_Uc)+2p*<y0J?uu^eyUdoY_{-{{-fJ`TraBF>r07vG5Cl
z<`r2yZBRtgdx{T9(b&I+q=;vn!wa!h`B#muGAqNV3)}nXy_-8iJhxXLbNz1Llw|j#
z$b0z^h)QzRoMmL~7<+~&b}yj=ssmiXD*UeUDmcHT*xQ%cSaoeQu6BVcqiRk2rhY9U
z+YM_P2-_<{X7~?J<9IBYuO7TglksaJjz<ZoI#{9x)_$QWm)A%+oi`6YU%0>@A_H%r
zwsfoc`gg9!cm)GJA?D#KDlxORM!wAqD8^87+VD&JxW;AWnU{2je}-p(zabf(fD1Q?
z#fF2_IQwsmIqXH{ke*$5dCoD<6>#OCUI}*%-J6<`Ks+m^(Rq&pjVW!<ou*)~R$6DD
zSb^4-t1i7qXyCevPeMLI1O?ktsE2<|#6BZ}1x2xfdO>v*naK<`Q&$hU=+(T*UMZl{
zM5r3<&UR*t5yBk}@BYOotcm``2W59+d*l_r&+W;Uv*5A$*ZX=sI{LJ1;c=A8%vAqJ
zZ4v3-L>~%u;SNhxE_bP?wrC1dMSFj9$lxJMk?$VBo=Z4|@KZG>)d-^}@Msz)pMShz
z#hEL&qVDc;K(pkQKO38hBp=)6`&A{YDO1lkENY|nT$vv5ugTMgdI$~BWvoBx`p3`p
z<7mz*qeU70GUJ_dX!CekHSv}`JrIU|z)cZP)h~?IJq}}nk5+&aAD1z9YLR{Jzg^?E
z)zMTSOw|FZ!isuV$~BUXY4I!PG&j&0=?_P&{DJDb*}t?1Q7JxO4Bsli4JYMk)%=di
zHXQLg6TaNOUAe`-0qHJ}S>xSVv?STuZX=d_K1bv@wv+RYiHURr8pd?7Qu$d9oYEpb
zD6O}it0pG@%8crR6uDVk9HS#bYd4p|k}8^VoM5M>9mrY3kxvmyehSNxG@=CIxLt36
z3F%{^%$Zu%PGP39#hU-c&(w`C>|V)<)D!bWfH70cw=@#v1x{qkXVVrZ$s^tPJA3f?
zrH<6~TDZ~&YxC&buv2h`-fM@UZe;<?cid2c*QO4SY{<pA{SBrL$-IYxig$W-yK0)F
zSZ(gd#PuJEKKaS%L{Efu?B4OkpVr1sn8={6CG<41IVr|cFm+l1>|M$H9M}u>SxiFm
zc&+ryGVF|RGrSX%j;V_lMhxb+szSnF9={2a91`gM?`8T}^~ryE5kcAWtO?H-=h^d~
zf?dDAf7`uZKF_~Dw0rK$v3fJ^t$nskEV&kf0{RfYsarLU2y}X`o~5_W{P|KBc;wg#
zlo+nE2R{_-b=3Lv^K}5FlXtJ`9#RRN5B-Xr6(<i>mz}`6#G4C(>bhD%0liA3D5aYQ
zp!gDY{Po{o^VMUZx{7Gi8Bp-)E}DUcI&Yt&hbA|d<&*onp9X(?W~;1>ZtaF?WSD%`
zLe-hBmc3tiH_sX$j01O)<%dQ@fOynV>HkpTkpGa8zrF>uBc>e<6@THMPK~fu;3p-o
z?gHl)MZi}rH0&t*?`Fc=F4H=S{rH_F<fI#u>*o0^)6?`_k^P>B640lpw#|+lr%&qM
z?~RP{No?05$hG(W0`QV&bVUo8al$jG&STkON3X@VWhel*x#TQLW$8JE0v;|)SK`2C
z9`DNDp>_l~nM^yg@lRGvrB)w6XUT&AbCzc32&i0`(u!wjeM5+e=xacp&@PAe<G*$S
z{-EKFH0vH9;=B|%;lDEd&~MmDB742YK5-KmP9(AS<*MtLsLqj(7*O+py8ChZOO8z&
z077&80r*Xpsb2&%>;|8|uM6PtUAhK7`>NYrxqt1q`Ty>?hQG><@HcwO-3;q!UtZ}1
zY>=;a{^-MvfAV>qXc-V0ivVoQF^oqD7@fTyF7IFJlAnv(?I$EZ0X{zzkONq?^!ruP
z`CvcWK3Ga62|5X122foUb5|2I0yLO&%MYEVyHXbqSWC%wWg(xpA2!vf2cNt8-xfgm
z@{;@gkpw1p5=!C;P!R@Ez_hudg?&5m;@_Y7FLkFk-)@bUL0k*eD}Ux%qdcl)KHutH
zls^JS1{ZIjaftRu#>UFluHvJ|6yr4y_U$V`E<Ym1m|ME0-Pq+$c;vfWlmOu!_W$`W
zck>}SXR?zP$TV>TFlw4n?}5fjP19(g_<j9Ec10=S9I!wh0tKD_4khr9gMs!kuV7#u
z7m=?O{6V3&3lw}2&fpn)efUs&dIjX;bDfAFz>)2AtZ6p(ju)T%|A_j^s3^a$Z3QXm
z2Bo{CrMpp5L>dHCknRrYp-ZGeK<N|^7`j1l0O{^VQcCJQx4-|h-Y+cH!ZpIoxzFDF
z+E<`^M)_5(dK_*Dwt6O9ZW@|#cvS$QH?3Zj(5JK^%i7OG+4P$p>5n6M{58uJC80pu
z1rCtM39_gBo&vt1>ufOiv&ydkjfgpe+W)LN8)y?+!~l^pHp>61Rz&yNAP9-fnfSG9
z+zM<6<^gU*-&C%wTfhl8;jey%0C&iW#*H-Vn9EZM@Rtpass_|G|F)&&Yz04QRFxjQ
z{m0d<?gSnUq=@fAtSyaR8dkcIU0>NNnw-u7^tpcvC}dQpt-^qm+Xx<Kn>y?`b_eV=
z=N}Y!7LDM;;w)7UDs1ErF#-9UrWGRVAGMew<FEaW`<cUdE<u}Fe0DAYPD+Q6KM45q
zZrOl3w~9+3j5V0O62U$9)-8dEfeyAmhOi%Q<Tiw|GYix&1!BU3dSr3Mi6&6a`_)?u
zI=I)g))E}XCje12U|}~(*|e;xw`p6|{-H2q6N_OHSwSk{1c!AU#SP8bGwY8j%Mcta
zc~zzt)Ma`353!GmVwHAwLxb+JQS|y1OU%0>b>HG+PychV$#H?e$AV#LeoHR>dL?QO
zimT7GAM~nU9EM4XP470io$lPeLVE}Js!P8FMsgyt>$Gv+XLLnS8bHtS%wp{Gl|Q5E
zi__pLQuHmGbZ}Yg(0{6sj|!fl!IVa=H#NBH<*!BX9WFPh@<rvkAnT!?2t*;pb_1u=
z#~(^)oOU8RH{kui%#>;{_++~8gj0fS*jKOY6uBl~vS%~Ea{yi*7jXy=Gx9wh&jfd4
z#n~x~xlsGl6G*bLC1l`sPtXnoMb}lT{{}Z?ZL1)uALjwS$USFwj=+*kJCvf&&O^Es
z1Kn88KcDJY04KfYzmg0D_x+YcY;0qOPc@j~M=Re3ICmi+%G79U+^7&XswVoxg+^um
zh@-cRyz?GqpYUrz4C`;Y(!C^{X^z<6nM7tC&-TXqJ@tb*aphkMUn2=>8$GPga`IDa
z5Y#>QE{hMkH|c-$7i5n<opy%jZ804@0=GUDZKySUhT<HW+6|TYb_|{0_zf4MOZAFE
z)<ZDs$XS3q*wSmejUKRB_(jgYR;J+m=d@|^>jwlwUc;5BV1t{hOm6@bHka3;hQ=Nn
z)!w_^Ow+0<xJD>>-Y^tmXwu4~g}_jM5@l;GBZleWe<^E}w#F|UsJQj8gmC$E(u7*1
zEgv?XNqyzIEWVLq-f_Yz+SAwY!yWq@dp%BWceU=`+*hq%pG6aQf8<#&Se2AbT+U3k
zkgR+#+tfV8TU~{g0Y(pYLJgD3+2Pxl93sxwmqY$k!lS!0N8lTYt}#~`!#7;RzokhH
zuS|d3cyMT#OgRsU%PQvN(zpH{Mty99Ct;zLxr>J4`NepCEuy06F)(1yw(^GO_UZLG
za#VE@WP*5B`!(^haA1IofQ!%%Ebqt>P6hz$8IL84YNnO;sO86zpTC!mzQ<p=H|$s!
z<>#o9Svys=&kUiKFPoEv`fAS(>L+f0f`krXm$y9tzu0ms$xFvE@W3xuFSe_Mf9lVh
z#q5@a(8?*aIr_}qbqT0iR!Z_?Ounx%{8J-9>avReIGR`_dRyod65I+-0wrj}`dx+z
zpXV2{|B+dfB&q_)Y-le{)j`Wu=z%1ok)P|+V=~;X2<Yk{GY}y>U0LjF)Th55%WR&i
zZBm1EXIgi!_XP5MW@2*B*?4QLTk)c6uM<hw)@UfwC_K`71UTA}TWK2?csm)@gV&bv
z)3B?e#(hrpJo%W?eU8V0ai=gc_G?g@cPkJIF|9t3+xk@SJmuz>d#B<z_1%l@N8Pp4
zX|+%Yag|76{e*Emym6U(U2CnjOw+>(ssvjtBEW-@Aw2f4DUb|eW;42$xsxp~aDu>I
z)8DZUL+hWq-V5>8E&6$H8Xb7)z^uXDwl!rP{cMET&x%LCckQ3l9o!`Uw{n22J#z3C
zA%dNNOnaTmBQDuM|7QtN<^j2P;G%o<5Q9gWMQ_W2v%w@OnDe3iPLIH>4PnGxLRbQf
zkWwi<h{o>O(z8#|>ogpf2er+xGOZw@yLUY`m~Xm=d^Y&RCn?tWhn~B=Yc~-w1Q8X|
zDnT@XUjz=CPTY)dc4~SbzbQe+5u!oAW#9n6^c5lqSAuN8AKX+J+3)kB1s-`e51oLx
z^rzFC(#FYSF&C@UcVvESJxTc414>#B^4xKiZg<2f4BwVPy0#WeWhP)go9@A^uS-SW
z!2wx9!A~(%W2+w24-qK%dNW3JAALp3nSt16v+Ch0F+7eIYA&R73o#)R3R#{U2=A4D
z(R^XrgokW^+4Io47s_K*v%->{^I8reMg7H*lhomD7<65}R3v5DI%vs7Bp#nne3f25
z*^_EU7x0{+RK7jCqx$p+G)h<uE8joYw_da$xNi_VXKZgmUP{f)gGW+?Im1DwfECZ@
zFV@XrxVjHr*Kga9gV437j9-MR-e`*nGgkF~L=uLfC*K>L%bcMg<b6hrFL+yqv3yU9
zj3;%9rzb)lPuZJlSsVqX(Dg;BT6=NPYx^dZ?@bMw7C}LByo}ApwM3d}I@xzSUcB7O
zBQ7RsCD|YJfeKi}%)0D1nejg~6)B0$^g=mVVQc32zrWy}eUvubnB(p{9nRvA;O0z6
zR79$y6R$b0*%fz9AcoDtKUNA93_eZ@_-KKnPYOd9QwW;mol<5zt3DUyB1q%_oiy#D
zl@A>jus|xx1pO)7nxL3u{81l$tcvz+F4noRv4RbQLc9(E-;ej+T%L$}PP(Uj2GtV#
zU_(>eB)R(iWygoAz$rIf?s(@W;DtyN$eI2ZBAl7t(ATiZwg|oz7wJ*a=AqyWyhN6e
zrF=*0B-lgDgF#z<!0Gl4hYOV4fF=7@g2x1W+}n7}U(;l<Jof=<{qO+v*)#N)YnEp$
zYG&|lS0HB@3}KV~>8JGmqxap-c~}(-2@L~{2Yso7DlDtGtKL<%MX7B4a}drBf4Fq3
zBw;AH4!%`P;g(A7NAe}zg;qU(2qPV9B(vr<dP^5XN`#X7;JRqRJLQ2u9>$|gTe9Ao
z?v(Ul2eQHXaWW|G;P5U}ag1zI-@2@lq@TU;NmuRkX@|Y&_LoEv@Kf8eY;&=@tliD5
z8rE#HY$rdijp&kN<|1ddiKcLtvmi^qy<1*xBy*{jS<kG1Nx!S#q${69R5AYT6L@+5
zr?q`avrL5fM0<F<D57)}mF5k-44ph3Ycg#S?RM|)3N@t|hkyhYsj~>69js*Q73-)J
zX=G6*0><nY<q@KNn&`UCa+a=<)M5A;M6QBbhAU}bMztRX_Hj30yn7?ZQXc*3^KsMU
z+b_t>I(Cad@{B9HT!uj#q^Nma(O0}mQ>RTQg>mq4#WLiAEdh<Wmu*a&Li08CP-{|$
zUe){h$%NVcRvDZ?C31B1gjsY#ifdvTMZUxo0vdA`4w`U!FNZ-b4b!;K_rCV!qSG~G
zJv5`2r!tQXD)0z@AKWEjMiozL@q8@~YCD?{i`~Q8lQv>_CHQaHeJH_|pPBkD?fsfC
zP9ofL>jecS-e)1Pr<8<oge9=zw>l%}6{m}1(WVgw(NDV(TW9Yx{lEmFn6<f6bQr|I
z|4HVk28(hm&OJUjzC9u)+18kpegaf{8V>;+a+)nvJEOuG$sMY&4Uw?-)+-=*o)U4=
zy>B~bfuWDrG|O-iiGz4JV@9ulqHV;E_jV6gX^(Y2w9HeL)YUbdylnK#rJiBIOz29B
zAj{NwFXkm9!;4knq{A{+nx2_Fd_q_Mi4nG*=Uoj5{FUIBM*C~O*Cq{h4rpIRm0zr&
z9vs~9VfR_$b_I4yB}6*B+OqgX%bBoRHk)KX@!5I?a<V;6fgKMjqI2LWMjqXJQL%{^
znZ84zRaa@D3lH3l;^tTqiv2t{B=qBvk^AJR>4z9}t!kY~)z`_BbTgI4#NB_R%*BR2
zcPzL7jKqB=IKR=Eo?#b8%e5lbGprKz;d4~sb3BTi#P~VvTzjLAg#2#5&d_|Prp^!f
zy=H?Zee*xo2iS`hp>YB$-xNNry-x8W{ms_v$phh|Cg(0<9Ydb+gYFEKJ;t;9Okq|n
z@LqhGp1C5=T@`7M#9s{BSu!!nQ$h7;k~zAOOnci&-kG0x0N;Dh{5qD{IK5b_(p62o
zTh?w-mz#4?wF4=Gc+()?sR+JVXf)PvuJ**P>8M8;>nxWiq-v#lr~YM_bfDwc#<c5h
z%eLi81(?>0$o*0bDnk6Oq<w!$j}{#Ki%K%**zS}!cr+<ms}Y94J^4~>m-nRElAG*Y
z-H?$|cbDXP8q=#RsTmmHVcdqYX8+=nc*IcZoi|P~^U$$!hLBSxSieHN|JuShj;+oJ
z<$%2)I?vqZRVrys15Wxs6VvwLpOC(4D>Bn<rs(R2PRqAOP}W>ce2%)6vrev(TmF1K
zyhex~%>7{Z1b5HBsr>L_N2hgW9;7pMoHwr}Jnwj#Y6stj1NNBKIaJol4z8f_wh{Qb
zxtbhB=mejioII`YR6X}zyjplu(R}=az4HW$O|(6rUaY&`Iz7LDAcS#SzNjz|mo4ry
zbbM}X9{sfA#B~MR-b40060ng{Oj^NQ7Rr<Q5P$>za7pmB5lppy=a6jj@(SP?lSZZ?
z#PEN)$cB#5cC9yOZ?ft0^q_HV9*p<S-^6KGKu5QQ;OV7Ub|v5b5BLC687>eVBjbo2
zw(WB-1)x!pP3GbF?3q*VLJ8ZeUNzV}I8gYw_>Of&%ikUDPzY_&m+S;U%G?bYQ|ElQ
zza}f(Zk#{~#`9pRt7`;a?rxw8Q@d-eB)49_O-Y1s8n$f7-!-EhS+~$4;MxyR+Cr_5
z8ist!zYiS()q^X<PdPkj0qxBJC#Vhc|4@K}#T#D`IDlCZ1ZMlvs~lY4LhnB#im_MX
zP{h5v`}Esnp4J8H8$nm|l$8nKhR4x#0Q#NLn_ZK;nVaL}R*HoZ7}OEWGbS5;n|(J2
zMyB~XkSo9Zh^uB;W;tyT{A*LSmb2Ol>{kE7AZnX+IGLtcFSZwj{&|LGw$E|@VWVrE
z7!Jf{#v7_7ZaLA`F&f{psO&MY$jnLW;2q!~Jj;fDnWUjvuHX2!S&{gX7wx!EGh=st
z17IQs^E=SRY~7yw-?^Uy_Wb)lCpTcg#W@;OX3iY*1$z<ToBK5>e`m4!tm(k_0P{}m
zXxV-u=y*}QORdNef<xzCjc5HnP^55_`*nT?&gid`8zc82i#K1gkh}Rb9b-RX#&}+6
zsR@6bIERel#~?8a^JV&C^CYnS1R3Fgl{~9|5_yb%w0spA7U>^}yE&jLIM2UlWSmHV
zkOn4g&gVzH)CX#ELdn9_axc3hAKN!My7!P<*es2zQVdF5?d8R|4tX0rwD~^$ZXP%z
zmBb76>Els5a_yg|y#1sngPqISwEo0?+YbO2*=zO?Hg&<FT`OUoU(26oB)nkS#vLVp
znvv4T+S3ax1lQhF+<=rV(yYWgD}v+p;|x~^!Y)ct0BbS$NAjf38EgA#Q3>VwI-A~{
zP9C%zMcY&K7n}x>d4WysfnEJ_=)AN{w0zT^Gh9F-Xx9ypM<#BKA-BdpY8+%hd5KkC
z2{D_CNT+S}8q-u9KQ=x9(%*u@vz^-8^e7iy;KSV^F1Z#b%T$CMxClX5hfTtU%!3uI
z%iA8d&$84AHC7#OO7?pJ9>5PG*467}Tvth3FS_60T4xVwo*Mep&}Q>S;h{Zxthzax
z{-Mcf9FBKhq#H#2pylr7Anb-~!X#PWstBV~9TIHzrKD`x8l^z@4SrivSYu`k2XnTM
z(-tZoWqm`i*yUPcCO}cl3C^<w0)mob-UH0X_#$S6(Q;f{2V1gXaC<4oTPAafXv<fa
zX1njR_Z;X<#xIA%B>1PTg@5k@<*vEYqsQz*!L|L2)i}@*Z%^t!-B4S<>uoqpU%bwD
z1|>Aid;Kn*(AJsI2eic^?4^|*O1<i<L9+OD-=OECU6m`)I%&5}^*5A$mN1k!LIF8t
zFTH$=<B&Z;-u~$831fj5&QFS-G^fC97Kfh&0AEAMh2R9L(tZs(sM&f`2OyMCoL716
zY3)xMOhAEK0(aieH{RJpCyCkDU-(#H_zev^Oxh@v`CX%P-=ebt>zk#XWOqetGwt&L
z#PdGIlUx9x!ZQA<o?R;iT7xsP;<I_w0@O1P&QbG_{XW)}K+qQmSM030K@^w85(!e$
zKhiNnOrHlB&K=dZC`=j>ch6YumahAg40PhRy5<!4g*hAacMl6heYgfic1v@fI~e4Y
zydSNk;%d2AX?HZT_#|T3Q$Pf77piyyI%3moHh2DNkOi3c*usFP4B+)@5f&hZx@0NM
zs8?d7MC)0F9cz$owGc%GV1ClR8flPrf1<YSWJFQ5`{V1M$myoob1wHEhv!AxJ{j>m
zBtUwOLu<igZ${ChR+)V{Xdwb@tq){5<@d|>_rE~e5!hWMtd&$WNO6kYCA<tX<1W%V
znoqOU`LuE2w7k;&doB9~ciZ%w=h&^z_<IgF)sb#mdP*04l7c@$9xt-QQCdzi529Rf
ztI!6HdKEo?S{k_9@xb^r@sG}n^|N<#Boao-DGs<_llA023Zggw*N^av*a_*M<lnFw
z<h-{4X0`AhJb>UX_t^x9EoQd270t#`W~75!aPd^zrF7j?)EV%j^w=A71IH$&Yv*kf
zFzYrQN-&rLM*Si|!JK9rrG_!$FF6XXvN^RxoMvXbk6km3T=o(=q1jGUwcT9=ybB#^
z3`1XMKV=vM&!F8BWTCbUj>(jHKU<+`ptw_I6Z^ZBms8DR{K+o%2&(`!K=h@c;(M}y
z*p)pde|K=*yF<}%@!%ZSWFz7hFM0&6d>4z=^lsvKD@d$a5jffw9+Pc<-`Z!`w_I9z
zF9Mr2w{M1egY!SZ?VQ+bd~*QUQM+T<PxE=r)N*zj1lF~@q<g;u@rgA<od^IagPTq9
zhAC$})g;zIsWsD$Ee+9j{%m_mH0cX2ob0`WBm4CfUdA<&agnjhjH3TmgEKK4|Lo_;
zP;eLsu5qjq9)KLa{yt}dOjx>V{3L2ftlyu!OlV(>#~a6-4LIBmmS^rE(UYLqC@<*T
z*LpFXM=fzRJrt^#2@6?>x<gJ73)qEf!n9fB6DDO{rDCX4+p_^y$;(i6^m~%5CcRjn
z*!Ej-3MKpZ@c<X@S_6>~(5j108ak`etg!xlz9P3A*fq{tkU_8!+?72^1!TIWwh#$0
z(I*R}-GL(dz_EyK0PHiwzZrLT)m^@}KZHlQNUbH$CF@eWL?Xp=CdMsz`6q5f4Zz@(
znMoj6bFf0k13VkgMQu9)oF!?+qgVA+sr+sUO_HpS-&IC>8BAUeaph}ux1=8^-A5wm
z=mt`;Rz85<##&`awMp?C3x=}VF_umNZ-l=sOc86dSXYU)Il4B))b|KFz(?~~sR#03
z;7)o^pGJ`kQ*1`x#rMA)FtK7B#CcpQXx<HdjB9*&?yaE2VC=4eexG=vzqq4rG2C41
zLz_BI*p|lfBz+oLz|b1S^N)+KX#7R8!5u#lfalhQuNdsh+aX?+jX(92^@80j0EHxF
z$D@BitkiObA4@a5o|!(6)k!2sa0C4~(#cZlqs_r5tv`kjb6@L?J?#_v{N7ZZ0ZGSb
zGNp3|<u1DE`Rs>`eVcdwVxU$rc_M^=Is1c>hnyooPYF|?@;Ph=+X4ta^k~0kxc#^)
zc{-*gx(JpA9nM&|c^CGeUnx@+!_yRF=iNP&C|WsYOSxM2v1+}xN*_`q|7oV%Ll;z8
z)wPBAMAdn3#pU#`z$&yrU2*WtV#9Kp&p>w$FePXSX=3DqL7MtK^^vxi!)Lb&*cp9+
zdVgrp&$^hP(?3-(PHV`%^3XA3sO?WI&9nWWaJ(urBMWz)HgL8`Zs+|1V?LV4S5e&`
zg$&Gk<cPU?FLOA}g#({$NSTL-sIWP|;vvAF1^0qj!a$@(!Bd6xZ!=bdRHirtXOJtT
z^p+8Se}_)z*MyUj*-EpNs0LrjU0i&-inK)659ETk3Px==EJF<!-s2*MZ<$6>`BT+d
zW%uaa-<YsG#KdS#N#$8ndm>UT+4ZOsG)F?q$E=-5Rj|_vjH>Lv>0(UfvXH1+q384e
zqI}Hn<=`hg;)U{mg=MHdiOIgS<g3r6X%}X3>_1LXTKd>Si#z>gviZ}SKVrNMas~#p
z;XSqAic=W%Xs4r9^ehSzOq~cnDhZOJe~3oG`9!b>m!XMa3-0Pz0<g+>1276g4revr
z;r`lDEDbAV;E9*KzRI8<$i$D*k^dZ3Gwi7oAbX!6-ctkTeLRN*iP9f^>RGmnlbdp2
zWkvJj)9_d=rjRXx+*J`-VAmHit%8!3$`7yKJX10;-fboS2s76Ru|VN8oAT4JWbb(~
z=U!rXZ#S@>BWajRCRsoRe;1F(oC_Hbg$0qfflMdE#?7>JY_+fFO@<G9i=m2!B40a#
zejhzuPRcgabwrN`i9Bx#`!BF2Gjd2@SIdacU$UZ#5-^E4FSNyrjM3&W6;}%|+oaok
z+CUU5?XK;tMz7!|G5Writd8&j&hxObmnkHo6$G;0HD9$N5amw9T>|lV^jRf4`;7T^
za04ZUMsDL@&!6#puMQ&9cGq6Zu;kcmntJ7A2zqzZ-G>rbagv`pKP}2y#cmQ>F!xC8
z+z(D2%;)`uz+Us2^a30C^gYkrxJ@nc>u}PhIz|2++S|lkx(6-`=Sr$$6hIdO?L$ah
zynd}mw(CD`NB@+=#J9q9OioB1%zGwY>j~^GcVwLAH5sxW?i>xebtB37?;Hp{yg-)^
zY__vl5#Gcy+TTHxUAD-@+?Z{DG}pA?JI~F&_p$F;ST+2(xco+!wpV}u!z;8gVRZMk
zk<^F=YWUQB+DhG@Q^TtBr(AB@_VlpJwTnTF&8?Khe;WSOYTQJgI$!mey5wOM&h`^6
zEy<r`etp#VrUR!Xy}VWCmHnk?7Qx(edI<Q(Z>F7cLlxZa90!E^7%x*98eg$m;Ra_G
zJ=n~XHdYrSu;%=?y(SO(A9Y0Ke%wb_vlJz%mMJhCi4x*R+!_uEhn*6-J<AnVVUwVF
zB|2A&pYS!~?8+2G0#i7a*`=p{4s2cVr@-{{+tJG2fqX!dC~2=%e?2wdSxQT8RF3&1
z_58`Vh!|BRR{3AAdS07KGBqV>Fr-K!ik+?nNCp?-aR*m-NSC%D#IMMdx8R65!m`<k
z?c7Rv=`F$5OI19d?$gF6QVXvfC_r%fZMt;05URF^!r*9<ti>!a#&=Dq?-yeXW`-Gn
z@0nRa3TI*Z!!Ej(3Oi*GHt3IcqD`EI|A5;6`Un9ob&}h3qI$5GlfioF(nLa^>OBcw
zqL9bXXc!}P`M$+Zwmei6Ve=eSoH=ccdv$6g{{CRhWb(vL=ox$Xp@4X6Lz##o+BweY
zh1*LoRJnEtlPDJzoBuQoqnv0soiOMWt|)VeDVt%BlZIM<yrJ@MKiC3@k{(uFopQI;
zO5Hn5vFyv#Nk@4>M8KKwas*Gwr%k9B>m3S$GY`Kg9~D^7yCW-?HgOto37cBfU}|^#
zs-huw+|CK3dT8Okitv6Je&7llzO2}<M(X5bs6>CmJq6lOX7AsYJ@-d*D=kvsfw-71
z58_&fm(^`pvMmkqvYoaS7k(&Vp4>mO2SQ_t?YNlA{cD?>Uq_??_8OV*<Hws@=ZIgN
zLKaAU1FRD=(2#^AEPN|LGS(o#+r^R<evNbNz0N6e)DRU#)MxJK^rzUFfVw2IheFF}
zH?KLat;8ed{w0EU#kuJ9jfI2_<wXBBm}{`Fg6c<fM}FFZ(crfa@U7YZ5}Hw5uW?(>
zR>7H7R$V>CJ&1B?$U|UCxg0#_6qPeicq#U-xky!g{B8`_$Nuu2W9kXphzVDpzvw|e
zq73_yQ{Q00l{97UVr?ox;T3t93ZBBMVV`Xm!r65Nps|?Q0r=G(afM}A!dN|dD@v$U
zQ8~>mzcsu&d&wV!_NUB>@Pk$BnQ!z|+V-n?hgV~IRTrXo8J{LME(~Y6IW9j2;fS!T
z!H<qhN948injQ?5Xz`_XP(Kd|&oXhu&26i|I$h*_@%t-QnuADp?~U9MYui%8WZJ)B
zDLx+SKd0X)i4<pqaHD}uRd;ZcLiW|%CY%o;WPT2I;Jt+vr)mEN`quaC5@%JhuAmqC
z*;1hg@Dn)nb8Fv4h<VTmqRrePFvbPYM08$Bh}E^DJ`SGD4?G8G1~Sv-EC4Fj4{x;(
zXN-s5Mo|_3IOt6*81<jd#e$Pv?hQ_?n>vuX9zw&+n~N*36d(aX9Q(TfKS;DU@ANqE
zUYyOe{XX6Erx3Fzx$4sh_GJ61uE%mnBk11@E`*`gx{itO>Hc2z(83MiYRvco(mot0
zA2r;;|MswA9w5aA?%Vk;Dq~fGQ{LC2-Ms}8r$vW)8vx<i&ri3TnFkuujv>%UGGEW1
ztc#bb0mue<-W`kp%Z<&eln3a$e<0_3Ka#tB*F$hvLddKE2vl<FOlA-0p>N$|gg3Sz
ze5E3a-1xLuXZ&v#1SNHx0)mRkJfFf*7ML8}J#5)vK~2fle=k;J!+QVWUv<(w1<)?b
zV+gc^4OfSqxazzcki5t(S?^uy;T2@`X_roGXAEErrto-(xB?Mr9{c&Pgfqhrye1pr
z5M8Fxwg+O|RB{q;%3j}16hNSf^1|e8bsG|9@HsvgCulO4?+(Dqb{?`BzV^SG&_#IK
zc3*C0FJ}7v-EN#T@%R09UMZR7*hAibdlOZ)TxRcU?GBs-4jxAe+22k2-{`b_!Ek^e
zlU?7{XhF5(a}VnOPi>j#hf)dqn=inuId0_ryH;^x6=Ikym#$eDW{cl}UsAOH%Hquj
z$1}iE`FhX|;e7hu5<khZfA!Khc_Fv}aAe=8W8|v6PLE<}Vgd2R8#b+t0rzAdU?ijB
z08)SxqCmb4jgUkPM$d;D3GqF0P_;9>kM4#bD6XWUMdY%%6<}l?O}gMj!@-nn-C+^8
zst<N2jgZ>wJk7ei=u~|5ya|9vOqaejikX*DrbeWEOjO6Z8Q*rzsDMiT6k4^EHKDPW
z*PHd_+<*_Ve6ZCZxol*e?^UJ;7+Vybl!M?noo>`=q2AXaTs}G8AZ}e%)8+<@IJvU|
z91Uv;w6QxXCP|Z?V6>CT@&vV_aQ&vMtNacKVaK3X1j&5mwUd2Z5VdG$0>c%1QPa+o
zA4XgvL}42Yp8=53;yk#eJFa0G*7avI*0P2Mf{-hLgYPC#73|lwoR;l_<OWhi0@eAV
zzyCR8ZZgzhV)e4<^#S{aV9AoF=dg$-aRKS%Qt>8gtpILBB)`fP;cdI6AwNKy6do0x
z#BRnTL38pymBi&9czY^El?ogEw`8fG>7V}>?7>3+pAk42a(&>|9KO+9amG$Vf&<R`
z$1W<Ot5JM1%pZyo%C@MJB9zuWzZ!b2n_itqd=Df{K&VpOKqyCl)?{<2d9xj_tqWnP
z6ZIohi`MT!^oIB%4MspvW?K3LP+Jn4Z^6WMPzoT>B=Z{1H@*4GQVm)!dR{w%qWz#w
zh4NPD+0IH2O7_4aFq`PCG`XjvIX^FiAZbji!2nflLaCs0WO(4n?wLc|eKeKhD~K0{
zpbeuSI5WL6ZD239s}}uTqh$f&BY%JCfRN&)t$GOYRr9C#8_7d(Zj{aA=27E6`5X1;
zsdmBJd8ztKC*sqFF8nM$1=q<@%`a;83oVZ~UzEr6$V6$mpaKsK#t!2%K+38}B<N`e
z(L=-(9P}<YD-ph+c(|g5K#spr$ed~A{w`BB?h=3rWUAuSqBb7ysapwcv>SHzEC;t!
z%4fGBV$;Mk>wxlS>z8v(4u+fPKlQW+^SytF0$`V0vR*QBT8KNHPdnyF3)wqXxE&+w
z%Fe}fa(XD^X3#=nRCqa<FuzdNdbaK64<MEt?19Un|IEUOB>Kj*4LlNr$08I%k(nCw
zQIQaOohd-)Zfr|p7~Rb%vZcLT4Y+;`t&xnJ;J_jPB>m#b0z%6I=^H)TCCYYR2iH#B
z{%$G@3Z3FXVRG_&y6R6$!Xdhp%rkSc8Zc#^Lc_VH<PRj`ST(YZ!hI+vbx~$IXT^v=
zPzAY&Lg=p4e_w@Ac8@n$RA-FN(njlmCr7a@!5$iauAb^Y>1lk<bcwX;SJh2|nQ0c~
zdDprqmiovBEHjq9yS)sqedC6)n_0I6B%Ypgpkz>MEu2IxQ$%(~6$>?BA3P-yVlRcD
zq6+;}@^zlItZsf#jT{q(D#4>2>J<vFZYs}k+d=Sna;iKuf_EWnA<efc?A{Z2A~P@j
z(;FaxIP*f0c!Hj4EvH*~vE}PG02Xpbkq9lf+woc9snRU{y~P`W8CXH<r%9c7QbxEU
zW3)H+N+D>dfc{H!)6ckp1rRl?aGX}&d<Aj)<@$~?Tz)BMKKVYCdsf@;z5Qo$chN1>
z1TcgXH(o&;w7BYDM>WMg1)MCK>#nZu4B1;``92YIEmae^8-b_qH7bokB~zu})D?cc
z`@$e+UzDTrOmtwt+JL$gTRY>G^%VGU4R*c3MQ?&@jvc0%bz^JqZBTaS_iv(8AU2jh
z)wxvpH{GG<P~KPMonHQG^1?j@r_ojVmnC>kFv7<xeAd}B<w=eB@!Xh^K;?r=X@~)i
zTkoI0z`>6h_9#w&7X6%BlR(%Vlu(@ThbYNln<B=*3$2f(X0*wkP=Cg6EO2c)PO8BA
zVk7^BE`Gtah;HeRH>dgaMW3R?uT=L1&mg=8QX*PF`Y4y0Qo7F&1@5g{X8<=_jBGxT
z9T(x&lvaWGHGT<5^rqbqGcwo^I-Sg(;=j0;^=8kM%*~#env^=*ONmMK5LKUb08oYU
zp>YsQ+XURqm8iWdJrMB<=3Erua|Ee^U>%a6KT+j1>8=8-Mb*u-S$o{7sNHb^JkC^$
zzD9YUqev612Y1lo1o=j6Kj?HByy9>08hoZ4G?<XbGp(_WXw)5m$?4Ij7yjf6hP3|U
zPpA-l7SY)UP-Eur@3ZBjuY_dTztNlcg3+OvsGa+Lr35Y37o;54Z@Ls=h-&#?Q*xoF
z_wl<tR0F`lWQTcU{7Od}!6RscSd&r`RcNGI%SY$%^9@rZ`q0`5eRlMC$bVL<C4BQ`
zh+P+toWic#Z1<Gvz3rd+n=`SDCLb8uq>ux?+R<dd(Conc_l#FG@PR2j1xfR(oywnU
ztDdQ$F<7Y?a_+D|AT8Rc5EF~jzT9^Nmy^+ic|HbU9$0Mx|3!!2YciJ{xn>OWBT=|x
z4+gca6k93g#+IN6pa;KLkjiHwe~-AP4oshvRWJ0y=blfks#sHq^hPA{&NMTToA>Pn
z`*nq__Mg0oI)KNb6`8qZhi@fUN@Yb?N>kF+wlRZzZl{#U2kt7Cs|UyMC|NovsTWVS
z@A69<U?iT!jm9Y=dMbXdf_4L!A{aahIn@C4V)m^tjV2{$6QM5}z~_en&f;3O5os;l
z9$1sswiL{j&7IzyFH-x(I@4~9gKH@U0jgp)!{k3cD@6O((4xRZAAx!s1Vr6^Pfymv
zt#1f|LOS$j+@J18IO11hnf=Tqx0v6YVv24s_e(5dcC;RO5V-txCdDUtj&Q_d_O-;v
z_Lnd0>Lw}pEwrM;@;{e%8YT?alLFh6ytvIC)8`n@rodE=lIL&qQ`Fb@*wt9m%HEE}
zPJ?c6&{2PGU?)%{LWsyhg`<sO_M+5^M#H@`_#dw*JTl|!AXre4p`Z&T^e3Pb#$U_*
zA;B$Fde%IwfMzEz5nNE!VLfYz$LU5Ry>?#s?AEJB^H68Jo0ZAIi*cHF2W>@5+oF|D
zNQmw<U&hVmk;Ih$52QSmJ|)bKW@yd-O-ATrw_n?IX>lH+CI(K}wR->P$kIsHg^2#|
zqX!J%8+NcC!L_Gi<KNPo9g$DpLcVp`k<zlME{muzS>o$~VN?5OE7L{Y5HqvqL$g=S
z4g4nzsh4g7jF^WhEK*3r^5r0`<97dYteX>Q(Ky>QR~9Yl<K`q79J$aR-2R<xeI-(Y
zgA_*X=RxCzS8EHp@c^>Uv9K*A3w%fM5fsvi@Bhk8SC4kSUNcMsAU4YPA1I?zHls)0
zwgBi~b%N(JCv=WSjXuIiTw1ac%AdKqYC0VZ@W>Fy5mWnJEK9w4k{(`*aYp6X=uE+j
z*G>)0Vx@Pe%Aea^!pG&6st=;S4pdEgJV~r0s)y3k_1jYNv$<?Dp%6pZFswMwRmi2B
zND@Xrt3>wm!i4)v6_aqH2e)<A8F~5!ql}}%P31z;=J&Kn#A;uae4g^|E3UkLxMX70
zXVJK-rIVuQzZ{zP`o!{op0-9Ue-Mv%2*{!8#L4BOiD6bbOAHA0eWpUYIV*q{$Bn}B
z(0>diQmRtz{mcnq7KYx?MBb!zBjbwU?NDK{M_tj8%11q0`?{-_DU$~d{t#$uD@lbb
z2uXF>{XknA_Ebu&8rU<A-)6NWa}Hv88XkP>8`xB?<>Ez7B|vtnuq`pg+Oj&&I&Wg0
z!#t(3=;wXmF3dmlBJ!`ofc-w8d}e~DfHz8fQ`>x`{-w77vrD1<?sVB;>!Sf@+qurt
z#;B*^8SCsn@Or%^PKEH2!Jg`20DBIOl}fSf<Jb*WWZz9v3yS>D<l8I3`5J?^`auxW
z{4fRmg!`XZK=}VWX=rGMpIGH4XbOE*9g{^T<xn04Cz+UPCStGhww11hjdoG)*_Wr-
zU6CW`R#~z0E-yatk)g@UQ_~IaO^s2+nF7M|kj5UHTZIh6x<@#Rjs-IiC=<=_-I8i^
zz9qzlC-P%=zs-&IJG`cW?>)tkBQxTmgZV{LG7{e-Hs*wH<%UWucYP2a(bucXJFG$F
z9O!vO_o)g)?pNPgM0A9|En0l?(LbBKDE^gMHW~%;Y%m4tZ~kDfP|?4B_c!->is8c%
zq`<w8ajrXUK<_n=08XJ~Fn#<Lk3d6Q8OM`f7An#)k4RwQzP(eP+H+AHVNFjpMJfbP
zkl5|6v>znpDoY1Xz2%U}IFjPfJ=Kc<?wTo%xtluaNHST@X$V|E5k2oaFqbxB*vSn@
zIai3-X8ap@IVFHu)g5-WXx3|L?bHRxos@<b;p#5W$_e3NJ6$}lVB;_st=Evvl`!QB
z3MH)zp$|k|P{yEKj+e>QQ3yKyVIc}imcjE!<C+r<sy?q5w4+I79N&0lQfVy%upg5W
zb_ZzA!RMvCrON9O{$M{FlHHR#6Bc&bUwf1_Sh6=Ma&Lz-X{5;4<ldUgQ88j^B4|Y-
zq^YbCx4jn>`1EVO@WgPe%%qhRsj1UcSgmV-jX}Z3sO11%3Qw`Lm`Cn%R1-9E$7Wet
zb<F14h)Jp$COiXD>ywr%u*;!3bL{C7q00shKu)6`TjBku%5*~)i%ldsf{x5NxcDJ4
zk@!v`PUSuFnRH)FV@SK-P(3J8;Uhz6li!=b2$Zmn>!n#1Ra3T;qw4e@ebra-$iB<3
z`9t1Ec%I(q>%DjCG=E&nCq^{0bh4BMe|)s~l+S~;QQi503oJBfNs<R*P%B4Rx`frv
zpXXDKXs{BGiMV(%DsiQ&u9PjsgzGiM6lwP?eZKuV%Up<gN_e1-9pTyZ9|ctUf7()o
z`#Dm3PJ;L&u^)IW9kdfI*Q0VP@k4a{6hBM>MTRx;9KI;QiPDZW+9IxT9(p~n^l_hw
zVB?*UlTrJEjYgzObQ#Y9u|1TPI-!nGX^Hi(4Jh0F60+a|$DvtextPYpb10o25s$8B
zG!qmwTx~ybT>`DX+LJpq1%*th2hvVUJJ4*ZCiCl+gT{l^gz|LF9UO0npuke&s8#mN
ztzZwmtn*EL*Zw&#PY`<LPqm75wXQr@dN;`(rsC~Gy@Fvc{U;)RtB)7aPb%ih<m&j=
z-pTEMcWK*4`LcZM!4Y&=7-1;(btzw*Dh0W(+cx;bT2eZ!3Zk)~>a4wlc@iCbZJWnr
zJx8@(0(vQles5ysHB635sVz%406Khsb(kz#A%MANU{u=k&@Aj_@I0>XmMrZ%xla}P
z-cV5V;Wdz1WUSpVd->IFb3Utj?5(ZyRhk?&jf;0ARHcJ&8Qz>RpXyQ55R{PN#^WE|
z_ZNUnwh5Dcu3!2j>&vx%-OO5R&0{t^5^f>N#JcLvg5Qf;7nOIa_VG7x1QC2_0Y()b
zbBpVpz;xO3)ooj=c%NFVcI8<qAWtmc7kN&5KuBGp?D>V{8p3^~eaM~Jv~#T|m%$VF
zy9OK40|J<SFgSW2i4L65|MW7l(t7p|`>fbfgJ#GD(m7PUHvF?&o)FJd8`oJY88M6T
zD9YW8?v%xq+m(lo**gEf&7aK<$sAK3HC~1!=$_kc>;X-88zS|#!>UtO$MJ>V+6`^S
zO<Fl`ZkvXBzb-8~dIGrMIaG#3*W}1nfv)a(StKj+p#@arglJZ_dEu`d7+#PoVH3VG
zavcYlD;es^wCM-K7O%Rdgqi%X6B)7R#qQi9f8ZbS(tZDqW@oAFkuD!(shjHajnFF6
zD!l9Jm?}l@5yyIyi&5eQ0@y5ouq#x;_P@cP`F}n~noBgHZBZYXJX1zg2&^IchYzSb
zxUJ94NQ~eVV|bs4q~k4ik(gQ59-2$hawVAmSmLaMXyH5wnZ~n`8A^|F9In<4i-$Q)
z1pyQoVpbq0Aaelh{D|h#fM4e~^HGN-XkmHo6Dxj({-ry&nieT@lenoBP=G>^JQTbf
zH6=|owcW>}yxO)?K_Jl<n7j5lzV*@3@6sKWWW&53C>4Ehk=C&Etudk7#u2ge1GBmy
z#*u0-Q%E-8(Q~;}NevP_XS-0TQR~u>fA(BDO|C{NDy5Jcx0@zn7p6p!Pai;%`igc3
z=$3Hjku!{bWMa=e=wkW8_eEtA#gSKL^1)>P>9CQF6)h75?hMC;xt!M1-uU>8Y}eV<
zIO8TR)`_6}#yf&`QWS-Zq2H16Q*|zimh4WO<L^wVwz7hwxb-Ks9HZ<`wcnhJw2^f*
zk+KtHCmU6g3vz28!HN1V$KPqhJWYd%N1&R)8qxQFYDC2%SEd)wA`yM16=Jx4Gjukh
zB#FdJCK26;LaitpHLPe-#Qkf-gqi|UJ$kRb7Mm#qYcS+C^5WlOJdfLWAw4OuB7mx}
zBN^57!rf~R<y^$g<;3B8OxMWE6Pm!3`>ZdG4LG}R4U@FCnIkejIf9QhtZEn+Aa^Es
zg4jsFx$T^RlDcfVytye+oP(bJt>1X6bW3Js(BZ;V9nNn3V^JI7$sLX2(abrE*|xDF
z%e}QUJXz6-z7vs7XwjR4X~M>x#2`n~%lr6UL~go1@r=!bIfkg;(EI|s@oLvCG_Voe
zJEEiY;xfPI0jbyCS2vh))imD<LHqwluep|3`k9*nIfHs@^GBa0Qn2wq>v*4CmqDq1
zs-N7ZzygFqNqhxDFbh46A#|$w^@o5vdM1to<X~T`*cIfa9B4A@azr@xD6)y&U7svt
zy^no`2@!z$`jkTL{+)9Z=m+y44l1`10A}vgU}Nl4`=|}tb@+C(8;{I`o*fPi&yA3}
zsS%olnLU5@O5Psr1J6XgEAIo)LoGL3q`l7vI;n$2h)mcB-amJb>+4O)gMC2CpNFKT
zP47UB-u;e$cYEH-es>E%XE#vtHuoVYhYARHj3B}n^~L5uipK>cx0(omgj|Eo7l)0l
zkgiMBzboqgYe))i4ak@aySzJ!j{DK4nhTA5JDtFacw+udqAJ|pqw_IS!-n6v`%po!
z&{DL$kNLTU<dt3>s}J}S{*n1`k1$}PQ4OH<wlwz9MgG%f1~0Z={<L?Sg`rV-yf%!5
z1Ezty%Rkr{&=03>fGkk&s#S8Z9*9dCA(%{7%n7WNPJJ>r!MpQ)-`e;j4Z;;CZP_96
z`aTd&l5b>IkAXysU-N*L(lO-WcYF;@UFWAR)OpZ&LoqQq>tDMAi6YtM4P;ycy%WE0
z!GA-3ISaT2qrT^ji}SYZkSc5+NGBKm^rlqSZ|A3Xc-3v?MxGfRh;2TdPys|03efDE
z-W^GFhYfB0<KulhM_i6?&?H~}dd~Iq0)sa~7uq`j>B2?d0c5O_;t#FkQ<#&D-1OXm
z3~Cn|1Zz!%s-~<>u4eYZ=qR~k-P~jC+d`xZq*DLnZtig&fcHV+bYmVe`PY6XVzPPP
z6$-$u`zL}dTEc2w4t?yF-T^lE!%*>P1a+^C!Fxq?;V5R`YqxAt95BjcDOsM9fQ5;}
zr|XHjmhl@1^3JsMn4MjiF!Eeax@vj%HR;vEisvYken7Udg8**>{i>AOG~5%=sa>gk
z|BSpj$c)FQ4J$(E2QNnVLq<8@Fl$$1L__E76>ea)QBJmbKA}HOV_fk3_ds7q-%1UD
z%|s)6iV*l_TV+oq$X2#;2i(nc8wwKY3a{}JxUF=#q*~U1qv~MLu@9aoL|j`whiHql
zua>r>PXRsd5dtIoqKo-&%LcS%*(hZAU^orxwAl1w=5AS{pMoLSr!3neTv%!Bzk{WH
zShbHQH2`EwI$NSk;vjxqye6qrNiozgX|`d6M^d2`MRLLmPd?Q(edPl>9F;Q>HJ<Kr
zI$NaVO2{D9MPw{BaMW`ATzx#jxEGZYy~ZH+Ks%Jv1X7|}`P&=ixQGvnD<-qV(g}Gx
zWsd6|0`jU=f$dTn90(JG%ef&nao?iws>AAr6lLaHNRYl%?+!F&E)YKR^rDDw2FFOE
z;g>fgprl6_sYW$I<HerhT<eu7VCCUbg4}~JPDb+1aYmV@uIYV{U;D5;U}YS<qoOWq
zO4tXN5JmO`XijoRiCpw1RG+vZAKndtMyOI}OQn58z4SZCc6OP8nQqIKCVn{?g$TUx
zBflkNYV>)GA4lGgMN6RNNzTAJw2a&^=JJS<<tgX|=qJ4k{5}0YC1mI=lz+Lg0ywg~
z#~CN%0CIbjA+&h*y{`7%wFMS+{n2jl(xBD+NVFT!Hsj9QxG+rMx93fXf3{880-M)R
zUyWX|d6o^p;2jRnExy_XJLaFm@6|WO!83EgVO`$vZnJUm#%>e5a9S6NH+T}!jpDUv
z!7vhJ$9=W{rBk~w9UtDIjl^Gpwd|v9A6m6o;3i<Zqo%nZ*aX6u+#zlaUMIN6ByvDK
z9>(8SjSxElYuZUbEp8zcvHNk_0+ursKAAW{5cPJ8XgMPZ39=6)3-g;vN4r0-zgE`!
za2{z!1jjT#_1!~@OOQ7}dE~`)QRf?z|C+O_`af2b!cO7SExSmFgIQw!%MYYY5X;<X
z7ARId<B2^58-TD!neaqi31SyrH{(i+;`<T6B81O;7`j9yrqjsIcc86DlC`CFbBpb8
zh+*$X)@`^zEgsife$2}^lo@~TbLH&o+LEnyL)6@^BLsRqIiy8KbNXaW&~Pin3evj6
z5D;|?q0@4l6gTA9f;L|Yjo$8%Tn<m&cNx=UtA-ee$!1eT>O7;JZ4?xCnn3gp)$FwY
z-Hj;dKo0scqQu~`IKm8T-jJHvhn`>$*GlwlpQErM^fuD_CnD=S-kzj&ZHim`IGP}7
z04^;V_bupiTD$y5TLTYo@d*T4W<2>nBaBA%0EpP|^xk`|U!^Ifkw^t}#kUivO1aPR
zXss0z438Rn7JCz3lXKOWB=_y1$?Js`!I!;-iJrwN9}>n0mC8HafC@H!3Ch%BDp===
z+IB%y>Qrc-iGOup`u_1X5+(;;0y(7YLT-O79ipUR20%MJnqzC3EoRRaAP_}4hWqBG
zNP!)uKji~PxgWv-i8x&<=uS6Fmu&HVJ!ABV#-W7JK1~GN_)BezIuuZZifh_~Z}10R
z_)5i8<Uz>G@4G<#BB9c@%v&0|wZDaW-n^Cx^1wq{`JDGDA5zXB8%vlZkh~%AP5Z&u
z#}g$lrTp-MXxsk;T32lS{mSLbI=$I<A(_B=LSruFCrv9x(i)Aix(2p}ZxaSW_<y!-
z0qF^LFw28f$VW62+Cyi87L>nf11di>q;<sTs1ZXOD4NQ%%BG#@s4phOaz8<va<Paw
zEj~2R8C3ME<iGe($c5;XHiL$CCc5eKQhzEe9x~Q&J#>Q<H*WpsRV0cp7Jy6<Uj;Wb
z;ERQL20+JyOqB^M1&QUwB?h2lMT6A>w2~cq=|UHfNAT~1W>DMR-9Y_A0Or$EIvD}f
zz4+IyZ?+VJuh$aQQJ16dm{3aH%{D>cZME|+W#*6rb~P1GyF(-V{O}S5LLKj)&?HNP
zuwn1|;dBX7&zvoCLP(06P@%O3UdLA?qy?}fCO?C{JbEpeg4q*Nt(TYr?jKp~cXYka
z&RCy*&5M<QSA$L<c=rg({UB(}9wZpcei1OT3w1n|s1nD0^vk}#W3l93L>Tk&{wU-f
zOoP3C$86Fm^-vE^_L#TElz+qUbQ#xQsQ>C;cmWe_EWYaRzxPe<>(COfIdv79X<L7}
z@zQV<HAd2^HFk{fmBpg{UPjnS#ucHnh9G-&%9m<Q=yc=wqK}nFvhqw=R2=XRmk&S&
z_IW4ykJKN|whMd$3m&UK4lG)^Ny9&M**f8n|3>9=5Jo!Bj8EIZ4zhW5@3?pe(<9i*
zWCt^NXK-#W^_W$4-DDPL^1F?3H-(Hd&PoffeN=yDwbA_RHLE8*1s_dnQAtt!ot7j(
z!}H(FW8@Jc;9q-V{f{tI7KCsW;i8fK$M-x8Ci@0pwh#uUj+72b!J?O4JSerG_hyC-
zwwd;C#vjHk$#GUa?)D%*UGhEfHepF&DJH5Kd+|I3nSB$UV(Bg!_i_Q;j2k#e<o%|5
zj&d>-8$QK{L@34&{RW=Y8GbVp>tzaW{AR9Ym`GF?hc^Kz<#B5RO2~*1k?&jkJATQu
z@g>ff$HSlwrP~8Go(!IpK^U>_x4744=KQp7>A?DMa>{)r^({X)8jX+)lMP{9T{t{r
z+ADnh<<iW(d&`!}a?&sVqPK}vTqrEP5R41S)Vm75^idlk9r`#b(leU+{K$ZZpE#}y
zC}9UQV9^TFM`<R2ZIttv4=MTNnkJ`j*V`bh>r@qQ5Dg`lp!{Mm67N3qi_LM<pere|
zAr1D8@;S^e_kv$sCPziRtVE3*$GBZnkC%^kTfMeeW1J*yH0VE_kS2MPu(3#6DzLD6
zpz8K&`68Mu<Ao6Ko_RoFXj^_n&2P^K&PHjj<SO!yD0deOq9}KC!!Rg+-#IA*3`>1|
z7uqP{O%B`v0flXuQ8xZoxAaCZXC&+t!5^Frw*Q`6#i3%XL;CVH7083suwp~=4vzy#
zd|DiuC=zO1S;RcDXIl89KoCL<i_XAy{cDazkYf-^QR&O@wUBW?QN>hjOd?v{npnEf
z(aK+r!M?+X+uZCkTe7A$F7<%3RwSfpNcj8M-1xB3`8M>iU5d?5g&8-6Z`6^>Wf&8E
z7vhjmsgjC&hf%?ro=mGRDeAkOembQ6VaN_({eUQ5k+0HfEq9vuNt9nQat~a5XXxe!
zpo-!kVP0aNXT4sSiB8ra4dpSeA>EPl2E~HWJ2vV)8W^_g%aXeMM6`ggbMDM~Wp5>l
zYf~VL!n3F5z8O5}l|Cza+24`*-9h?4NU}(tgktdH%eP>x!=)Jb#{I;6XPJXZ&8&$E
ztj~2^UKu)eLz`QIi9ouwR`ktrj@<{GWQ1S)@=7BHQZ4&!72@6gJrF%(bpP{DyKfc)
zC@YND{%SR>jfDKz;VMQ34C*BhanOs=%_BOx0$30G)%|!GbQ#qt;|9VQG0LD_7DXWh
zyfT0tKwx#zeuR9oXNVu#`+hr&ZeGXKblqZE>qNUi@=oM_zW%h7K6a+xL;<B}S<F((
z0gxJo=o3*@uDO<Qfb16=zpdcZc+?0>m~uklLu+)>5pnGBc$iEtPrvWH5+Co(zGdN(
zb@rO&1?c;+Uyk96%Fr870E6B{7rXvGu$JJJrlPiX&!1{u0_&uM8k7l|kf+_J;1rb|
zSa<(H7rlMl)h~^CE99`_qu?_|a<PC;rN!2y@ag&e{jd8^R+7A*Fv*f}^b8(jJF&su
zkY`Syv+;&L#%e^zwFgr~JfZ~l5z!DtviOc4?UKm+Gs``Oeb@>o9q#3XfD8g%Sf8{p
z9Lqwsi(dGSMaC^_G(3$PRNPIQubMEQoccA0JGzBxGQO-~NH;0>A@uY3yNmL!ck3R*
zkEGFkfb8c1ec4AqwR;>GpZs(SBH0Y7#j>ihneFK>JpLIbErlkUyQ>ZsjM7s~*}|5E
zb%npX;1>M5_X6v*)Wx5=EIh}qWfneV5gO}<vA7Ovxbq79PPDprrflJEQC6H`&~u@&
z=OM~yS)vzSoi5Z(A2^Ko%RKo)!KWPIoKY3~r5u3?mzkws@h)th5*+V*;fUl0PG;Pu
z!e^$7vf|e5*Q%Cp=hedVgJXLF$>cbGSubkfI^Sun*E&eLWWR&6y4fMApg}|wJi)Yc
zNBd)~n|2}9DnV?6ral|JsLv;_6%@F(94wkY9w=j2^ip3hq0#T=lHsQ`Ut+B&cq<Ze
z>!eCgCRrdHe;gjw9y+CbDcptWj8UeMG>NpP;2u#3gWlkKn&b>WKf41b`!Uh)=^lm?
zG7uBK*64~71Bj1p2HLo8eqqHPN%!J~n`(KX)dYPW&X@PyAHj^m6D`XtgRdB`DqVz*
zFg08i`u>5A;T%tSQ$VJ}2RQnqGV~jASSmYs-2%3RdfMD1>%em9+>__L2H)iG4}(!W
z<c;e{JUWptF&;GH^&6|(B<{57yAgim=r;;xqKb<r()bqvU#Mdf8BUY}SZRUiDpgOC
zmJa-HH~oPYqi71Vhvk={f(YJG11ZchLqOcD3O8<)NZ>{IO<a~jkhqo;X=-yap`}94
zm<;VtF9s&w1tQ|O+`aMmn%?)EZv&+9)ir}sf-aFd?`6|6Di2*hQm+fQ!HPo#7mO~M
z{n;`LX9Mt7@5saIQtrz5-hQt5fSf&!L<^%VEwFjy(gV0MQJ>bT$P>Nmc5}tN{k-`1
zweQQdbkGZewh$m3kAbJ>v?@t5uE^HsN@_zuPiX)7%6*R)uNtrZMW?u;f`$+Ci$&1y
zb}nYR{!W)LF=)K*w}1QQUPr*(SKXhfzyu)*Rufsdb<K9*1f1rWvvHLqVdU{xtEC@L
zM1w+ndEIPfq<EO(&hTE6k@i=ACsyh-`^3VOTDW2$Oh|d1CZjdqlKO)Cn>mvk7>Glz
zG=dwJjJY>x{H#RB3_bzI7dHvMz)#Gh^f@-#CBT>Z_~+)gq*Id_uOqvYgLXlv-~8iz
z61j>EBZhk<A$IUnp^B|%M$E;*gbzMJ%FlXItAys@*mAvj8XIROtx40C_bLG8%iQlm
z&vFlqnE&*mUFbFXFa9XxqX@&~>fr1nd-7A$rrhA~4{zJ_U&<@B06z*g6BBo4V+A_|
zGC1n4g^jf8qO*#+k4y2bc#4GXTX{pPb(4jVYjb`!wE*LeUi1bo1!IIRYkAO2zW1^h
zeO0pc{bPxqa9t+ij7gW__h64oeY2$)MEeJt0pdg>D1To20!tw!CUolW9-1oenm-Pi
z2_+Mp-5dq-xGV4(a_-jfl?yR`UBYEXT*C}`yfuif@#!K{A);gtLi2d==wvLwc=B7H
zeBod3^wp2~m--^{1KS_Zd!+9R_Um)Flk9T(6~`+IiNf&r=tWX2#<Dx7>|1YSO5uRX
z5SovV)tpffzFHFH8}aUut8^5T!Zupd51Y7*f0I7*e^UB9q=F2mXO>lnhEnu?EsS?4
zN@%*uwGb31RL^=#t6YQKVjjO0gdQ+#@Zj8}|I5p`nt8DM>J$&3q{QQoNBw^^on=^+
zTi1n2=>`d<JERfVbcb{Z(gI2;QX7zz4(X6?q*K7ybVx``igcHxbbagbyx+g`<6IYP
zS$oa7<{aZ5%o>EJ>1wbqWG3-Y-Bh_P3TM#%cwl}nFft~Ny^Tmo`=g3*d(=98nmCY(
zg#_oLS?bFuxe(<ElaVHql3ukVlIHxzf_TmO)jw$@2q&!W_LzL#;r1k#u@zyyYjJ)H
zAT;YIoCWTimJ0I4xvVT}FT?B0>&QCh@x^utC;K6f#jgp2*+ZJ|U2yw^Y!sItqS<`z
zys|Rm1|!T}F^j>~2l}D1DSS^X5=Xg3Sb=}{{!+n|XQf0FJ_zA^n0OsS5t3<qkN*ST
zj@rUw;xDcbbWj-*I)s&0ActM}U8KT>3^L^ol$*2g4FV&D9-FGt;XqQ208(-la_s|1
zLK)Vu0|*$eUfa|ap^;H`hFQgkvbdEvg(jGDMv|vK?rkJOh1C`E4?BN2l>{@bQ>Jwt
z7m0N`de5><o$l3<tiUBxpUq67MlZawa($8-48mW1kA4V2^%zwMnS$l;4{!VBI}z5$
z%6QJm2@J%ohV`>cTGu}dDcnYQZ;56y-bu8Ji+~|XC!F>#<sHB<>_Dquna$52XfxKW
z_%Tbx`y)1l{V!JFgu0!XpL+I<+>Mj2tz5QjN3KG4WL<n8mbA1VoQ7H6EUz@?)kCo|
z0{2+3+AwxVXzll)k9$DNK48zn|4Fp(z?5M5UTr+gq#BN42XdasoCsG175mxK3Q9-n
z4@R#@h7CQMr+^4dJYt&Qn<<T)cp~=D3w5{5N1apy?<NYcOXZz9NqLALhd<jL?Op-%
zsfR<a*e!ejNv)*rw{7>GtoZWv54Ay)nmzE6UBGOhs7<JS-ps=5Ql!S*b+5yi#ov;l
zp$B>ohF>wH?sG#%<jmiCL#BhJ8m^&7Efx42=IgH(ZGJJy&8t@pQq4aV9GueGSAMNJ
zhVxaayG3+**qX?rk47~~IX8Ql;6&Cy;sTXHs>#ghB}sYmN&xhZ30P@_*7Voxu;-fh
z-<R?{yZT}AVZ~(Y_$7q6wjK}p&%Cx7FTSMrj78CTTUL2A8VUIx(<2CYH3TNIQ>w)@
zQ@L#GD^*(-vb_v>dk4W$xrFJ&%2EmUssxsEujooUJ}THqg-k_V2B^h`GpnrKx$;I~
zY;c5SLd1!@9V_EGG=b2dUM}s~;YVsN`g~mf)-N)LSauUuadZsQvf8WC_&TfaBYe@N
z3+bpUDzY#c6JjBlkMaR~x()a(pKyO;5~(49Cq1uVZ=zQqGNbn>ZUbtC5lX>JqE-HT
zIF`Drk!6Q3qVGRZ6bFyEcDOcuFmJ=_#mkCCvHN<Wp8=!?9DKpFgDP5xr!~`MHWV5k
zM?B|NF5ewli-|czs{ME3J}>zQ)^8KioPWG_Q`tDYRC*sUXTc0immx}6#Vvy+k{$wq
zICE*Lj9O?gvpIc^mESfYO?%h9XYn=pl~6)QI20o0hMUmINumo?WoZ)`EvF$B`g6wh
zL&;MqH0rJrwld&`+n%C42l`&DVViLRn~D530?HvXJ9DS(`vtzhbB}|j!@|IR3_EHZ
zP}xP*2SjwSpcJBr{ub}ns<Bd75JAwnyJ2p|!;V=n0VKhtjGQvLU7)=G?e?F7YX9}@
z`)G0g^q>=IZY!YneH~R3N%yE)rwX3>zU%cQR<(e}PGDVs4ds`w82Xk{THYkOkc`{$
zbq_@?2BWBVki^IZJN9)KSE(3>x}LRb!crrRCH!HypR}b-cLw(D4N%d1-FLtY(mf&$
zl{w$MW|5rnIUWp(Pq+>dQmLGEg%K77!xt#EUrovjyPMMZ4*P}jg2}xpuk^#p&Y^l5
z9z`o5Z#}6cW$F#`+P80;#0m)S1f+N-Wxf-16)&UN+(dcFtoCqeR#4F|aQf#DaVe5L
zA-Rk&j?n9|><~742r^&W4|KU@OjeJR^YFLo@Q9b~Un)+%hTm)WsdvTSUg^pqspm|<
z(AI@MB4mQA!Zw?fr)m$rJw{--j%qOKOIt6K04u?74X!Sb;R;z`>q$rVKiT*@?t|&@
zM-%)4&+ZAmSlqDX9_2X`HX}62*jbl!wy8K<ww|WNBK-bF9bN#*r2s|wf3+vfI9A@0
z65HqDGkoA8SHVxlmJHG`!^KWuz|ZH)YXq?D;MGqk85<9uer4e7{uml)Rh@68NTsYu
zRI1EI?CtV2sSD1Q4SI9dx0NUamXn4F563=bSSZ%j;FBf(Zth(#oyDUUd;Fryl2)6x
z<CXrW4-_D?%peP>pM(f?b~CV1l-DRJ;qCJ#Og;20M4L)%(omW>glywU10lGUos<#p
zBA=_0{cs$Mtj0`!O?u6~trihi{o0g+>=`_ig0ty!RmUrB&)tQnEDctMUDP8|njy#a
z%rMzwFi4~^8C?^MG<~M~?mRKIfHspBi%d5_dGXPkw@>Ku*lM1}6N~CHI@I$?5)y2x
z(QHuiB`Z-*?vsY>M=hZ+Wc#S|klXt!#n5%B3eo<F567R}U~tYBXx{i<29_UFFi4Y?
zFbss2y&FD}sUb|;K6EL~V6KT4kRxQFCC~0asEsERc8&kZmMq}w(9q(G^F8%$3-$MJ
z!qDa0o^aL5gV<oTZ+{oSWyLt$cu&~`MqW&KtuD{|7c~$$i+N?=3Ypj#`|Exw>~l2w
zq+(zwhn3uc$8bh9e5K#~)}@yu{mec_y#pqmJ`(=y2?yUfuUiz603&z*A=Q2XWs0?R
zJ=vsn;I-cf*^H<d*?>%bG(Z;={<Qeerof$0lRwy@<RH+gvXihkQWY}HtjOf@1n(_l
z2g6&_!pm{dLjKj5${S0Yhavpqzji;WhZA8$%Ve8F@C+5d9)AX-QI&{;+H=v&U#aq9
zb-N(@4E4f?1Pc+qB=_}J+ilycak4u&lc&88D6mK@ug2Rj82@hD1oDDyZSZh1ip%|*
zb(sNp;Q%Y&-4~iO;>@etY>%87j&q0fYO)NpX$(qQ#Ci~lS>cT>SBFvcp^<1bxTY~4
z-xtu7wT;!=P_pziE%p6iD;sIETl_VGju*c2pUfm8<TS?*n)!AI07wCUT>B3N+o29(
zwl`j587yyObYlx`9^}1SU))O<i6Z2l^<0T=pU|+xfFL}5#P2Boyt6C|<Rp%}dgNSH
z@UhF05+WTCh8Asqp03ZZ=yrN1_Hct6|3IG!RbFO=iJ6j3>@gkzFt~h+v)Cw7+I+^$
zA7}AIW<dKO>FfU5z-Q3q-XoecXuX_}&Q&awC;h1)!dT#VXy?4kX-_Xt8c>o{Hu5yo
zmntn)0CBeFC>ri-T*2VX!#zyF1@$-V#F2Ckg}b;Tg?0n-7)nb}pA5w*k}5nqV_?2`
zWrRYHo?=6AI0ANo7b8m=xQXc%%$jugvWn#l%j`cMpki{BO80I&d^WUC$_F~9$w@mG
z!(5zqH!0eQ9j@`?RmM7$E+$8&H&wdb^#qnE)NeulcBwqZdYXVvGBWxn!k;ms<;TzN
zUr*rVW37r@h+hTxsOScM0e~ycOmer^mK-Uc5*KUSvELZ^h;eB>aeCyYPLeX6<EG7t
zjlZhBiX^ZdAT&M8TEPU12I~<0ED?~my$(hSv})MtgttTugr81=Hk3$OqcDQ^EMHh_
z@fq*3oQ=l%xh*yjEdL(G<#p2>Nvp4<wi*`~2*rUl^_}%p#Rd^GXu9>5!{lxOovnm4
zZc&x+_s6E&F0LVbSVU>N$U@)^&ae67$)O}_U2x4~PRcXbP6bW_#^K^i!kWD@QNuf|
zDqjP5xD0$9oX$G2f6tFnz7rR-dMP7v6IAbe1(u>!p9}hqafmv>R+f06t$eT9D@v#x
zz*(a%rP<`CS8-`;!Fm@1KbVi+&+@St+h)n+4(@|IPS-N-pwq0fy7wkw=_OSaN5c@E
zgq3XEREfmEtHmVeHA(uqL#gOWDbX0;H~4;e6ijDV{gn1zm{o|Y^>2H8%EXRerYX;T
zR5$FLKOJuF!*CwI-c5ua45O0PpM9V?6FL*;kE&O-y<IOpMfqtcj=|>7TF%rHltD_5
z#AA`y^I)CcesN5_@2TWMTswqBjCt5rg~=5GhbS6d5nU}^ZxquVUt(j)=OkP-;}?nT
zH@P~AtF8IX{CC1P4WGCB@FeDhKM_9z=jxj)AQ-S-;r^<%6R|KKY1oC>usgRok-eT^
z4<9`P|FFYxRuvBZsI9JGTE=uCPDw(Jjr)D*X*gwfn&Ah#pj4Glq9-lv@sD2WMJZvk
z6Ei&qFdD6-v$r|{hwo%#_lIjbyg#VJ_<zn_mC16T*pW3&`j0)1nk0J8@J@8-pIe^k
z5QG}xp`1ZoZH@PmL}lzyEMoTKE~dmQzA?x?Ctads$oQ$krLX$I&?bWF{qP^W_>#UQ
zLmMf13Db`{@NkTM(V2_C(D1(vW{igoC7cpE>SL96b?+$!8ycNegTGT<a+ZO>ErBJI
zH3ix;ls{!vaoJOLoalsBlfYomQcdq!^VoVE=OvCy`J{F5^QmW<>v>~SwuQ~G_KL8p
zhS?!`g|X$|&jT_gH(V`S%?LHuh4LgzHo{T!+oW#i>kks&p{AMd-J#N+w@F*MUD4Ca
zNzv`;|H;sO5Ba*{8X~3%S0!c%L`gehreAAF@WU%2dG{o&Qc^9a@YlV9BLMmUrYAVZ
zS2P8C7+o=Aa!0M$`yBR!VfZn<eD>xvC?j$$!2z)*4n*O{mLhM_tDmq7ia}2j1feU?
zwse{L{WybtS>&l#IJX_#$6%qHWSrX**U2zdbSB_asx8ve4|_6^_B&06++-aI_xWz3
z%k3!#oWKW7QKz&^f%2{=ma1~+95hT*kb&ihxty}gRew&L@;scLaub(0>icCH58=Bl
zI!C-W1<nM$#R4GUP`g1mJVQb%yvbYFHof}AuvMJ3|A&4TcdGIERkf!t#OH9#et%Av
z>s}?~jL4Gsk1?mi_}>(jqiv}^ldc&&pyZa5e!n2Idy(I;oNZT>)?r1cr8Q1eI!z|M
zq+Kh6oZ6Vv1*s@R%g!0Bt||Wbk>j)jE7Sl5J{y}0{)%<!CONfW{5YXJ=?a{io=_tK
z?6Ad2(+KM!7$wGXiLYne9P+MIf#?(O7G*tt$vPzV0!QfimRFOXYRxkb%#s~c;cQ_8
z-e5D17T*scFs#XG`(%)_W!iqvpMIvh<YUFEA@g@T_zI>*fo+|~>=tiC0N7VHO8RRJ
zSZQJ$u`#?G{t%BJnW10!f?8Dk2k%n>%7QE>ma)M>s^IhSa$^e181Ap(NC?*=HgRKu
z3V#zbMs}pqOiU`$^(;=EN)`1^%CvX=Hx@d%2PG7@zz|38W=$(!E84A!=G*HT9~Tj~
zHt;f95_pvosxaga(PD2b-lPMih}i4Ei!Z>Uh$i!bERH`?1VF4{fb^kq|GMF!THRM1
z68v58T74cniB9@<o=U}&uIR}cA&-9njv|1VaSSK&oycOJJr$2(+wmj0>=Mzac!>V)
z)?XEwZd6{i=Y}0(uRI(g1V6|o{000YQWqZsfwNlV%_qCVKQ(P<@~e9od>yvSy;1BW
zQzuu=SY1_qm}xiiB$i4xVTe3k3D+mb3z=NR9+l`(?<+FcgC7l$NcebIZn9nKVp!=c
zFL}Q&T{E=AXd`t9I?oiDJ(B=iw@w(D6`HKng+WdLZw+RSW{jWFK85ZqxsOsUU)|Vp
zn(S+x?9xA$yG8VhG9O;>?>w~gi+q+fHGpShyy0aT7A5FpX0h2V9-5{@+7!94>QeD+
za$pqA9$qmF+58B<B#RZL#+EjY5g46|Jf(kf0cQ`nQV41<YP*&(Q%Q01PR?viKY*x1
zLqP64n-=Z~Zph9H?#Q2OzTwNd?JdHfhzxJs)cS?{maAbbFX*H@JPkP4;wlulf^51f
z*@?#|ndhaim=;)g8^&J5Ylmh=?oI6l-HaN2v}$h9Rhxre%=|4~3?j1jT0w#}@vV@N
z90=E{)xSyF2;$W8Y8Xk$>8_VViBRVJ??oK=PoULpeGcfm|I=cDbBh38K3W7sUpX6m
z<LBxL$+v(N5ZbwUfZKY&fS>4}CJF3jM2@Z?D%&2ez`zI?qe;#9f`akS2YS|eyVHsQ
zl1|kYj7Qy&w~zOJ_ffB{R0|}7A~&+l`$w;@G4mdfy1SlB)PR+4#eU$UYXV=d9P2j}
zf}a5)p7$28w=(u1*+8EwaO7A+Aapz+MC$^;`q3N6*3?!!Xe)60w^#}e2}F4J7{G+7
zX3u#3=tIq84dFSrIlv5QhS+qRzic2FL8rGb@Em1wJ@o?)Py{f<8hHAF=h~m5Zg828
zNq|^`f5zQT@ANQ8TYCnSkodzd#tE+WS%E-?ul1HB=Uo2$4gXApsrxVH0m$)D+6WRI
zJ*oi;ZV&u0YMOtXIxy`u_W-~*{OVu8jh5gO3cOwQ04~?BaU^`T|6u+gbPvS3jn4s=
zK*!aU&+86|lC%d6A@?BE6~OqLKWHgvH~?(YOzT)%6itZ}y)&?R`2#lG3wSw)!+^me
zJ%9GZ{8DEc1CoJ+Ef9b{`@p*k5|j9SdGi?y3K&FymC~BEKac+%=HWJET}1XpM6p1G
zH4i9VAlO;U$B^gxCY&)w`E(u<kr-xFeO-?HvEdKYtf3oHAclbH3YRjms{d$isM2yR
z)xg=Eu>2Q~t_AQK<6pUror9$`g-f6FHThIG@M=H4b{tj>0AetaregTi?J<zRR9%h8
z5rpKNGW(z1p7uZPJe#!$!n@qlhDNm>KyCMCaqI;yHtp4PkL;}E2c@zGC$P4`wHm%q
z@U?^Z!BQ(}-;Xt=ZrnVy&cUZ1YX(c2j!O&tuGyI3^D={Gz?koruu!GdcV6?X0jvHn
zrRo!D2`7+Kx(zAM=JX()%DgF98g^bqMu0y_Ht!xpRf(VOJ2p#+$KT$yZ#`_X&4f6e
zjKh#Rk^bp7pddeftsDg|s-{Lrb>-RjFcny^8=*nX85q`Q@J>mt*A3nYH*cvkdMiZH
zu07!YiK=M>f%~RrB_S6z;%be@Uv#yNg&0bz+XH+$;a|_@tpJ~$V7Ryqh}OvGSK{RG
zw_1SZDp7pHW9QQbaC_e{?MuaL&!Z~!|M}Pr-IJD#`_T_rH+Jv(Pekf2nogZ-UuFFV
zV+7Xq&a1P)+D)NuJ5@uEOtR(q#pmiA>yzT<XF?P#&;V`W7bv}r>TS)*Uz)%ng~;ii
zuXS^T3cd*;n*4-n&Hkmo)ssIvNCDlVHgcD>Y{K&MxjUsKPC34L*VpvnzQCGCJB3Qg
zL{^mJcNu3Gdk*ddlBx^Hf*;>XU)Ov!x36(Z394`?N#w44D-=vTM$2r~<~h|kPbROZ
zj?5lz@!e0}2g1#VHjikwUNy=VPPIdN${WCQBb8U8qzpm|pbZ?Li+qCZwcHNuCAod+
zknLPfCd4kx(~K`%>l`A{NlPjHZf8Qj*Z>Ra2PX}XX;6;H4XBoAdTshC#4ALxcfVVD
zJkwkL23aP5T?W5XXd|S5`nRQPm`IubboVhmHX0OWa8C~9TVw>j4VvuzsqYd>#HV*>
zfE=&~xrJ|~Tn>TmG}bZWotCtTap(;JUr7|CL%afs8IIC9+*WbYvdy4gv(T^4fq(xw
zNUS;s;6P#nI8qUf*AmQ*K$<H(@^~MU0yASsWF_h#v8H1I;&+8ky}+eWdo={ijVfva
zI*UMyO0e2S?LJMvx{%QZ7?{+SQ&1T69Mq9#68u>BXY_O}hz9LpI}n)uiaYiPUt7+I
za-ecG4ySz2qDo20-bP^sTyS_7f%&O}`^s7BR5p-nbPifcUd&vBv0>De_Eh@j)pwDG
zuQa`{K_UO2{t&QD7$s4kqY}9jO|r{|F53(!2SK3)bLx+OS+9Cb%{H@J0{!o96+ppV
z+_%O>dv<>A-{G(!c#SJ{BZ*n^@mK7c$n90@T_cq7;SNnd!z9{`EOIh2Yj}tjy3-3x
znr@W+BqrG?rIOF8VHO0LfCthcbVf6Dw9F`Vv$uaP%2za8La<j}cMKwX1^YS|OwIrR
z60=TM)=@=c!Ot`*BjUvQ+mHN_QuNM}TB?Q!*5(fv7WTc>Fe$^>RGo7>GhVR)Wt_JU
zFA7<lAbIuSp5K`m<8lb3Tz@Wp`G%jRYEd&waLVLgkGS2%d95kYi~>FMXF@=EYjFiB
zo1yOiT+udQboi$NeAdL~J%A5<xdC0Z&?tKo;#2OZ?Rc(nnu}K5?U7Y`Dr|shvj;0W
zs4-vM01KmT2*igF`9W|+7<BDJ=X0kC3I_524b}!7H(sD9Ci;Xz!v+QjVK4-0!T1G$
z4o(5$*R9UC+h^phCzWs3a8fWKnKG2Jy9Z4fR^}Uv?(;Mq$Zi0%r`LaSLP+a)aRn5=
zlfQuTMGQ<4Y&IYbGGopoMyohaAVFS$3JwgKHhHzYgsk<Df;S8Lwq(gbL`MZ1Nd0;Z
z_y$zZa=_nieh3-kA))1UR4Ev!9)t~rN&d|nVtCK>^BbsEus7bne{-0hfjx;EAaiKK
zt6Fa_hd|Wm$VD55WE_w0d*}V;Gj|Bd=jI0_yl%HZ>lW4up*c1o+(H&qr?Maqi-p5a
zXnuRT2EtD^vcOqjxgMnP1#&AmWLR{cK{*_OM9xD{Wq;fGV4k<=uG{MzXkrV;UP5E;
zED&nb;tEt;>cn+dd;h?K5TSenTGbb;1O5gj%>2BAT+xNC;5jJhcpD!c4~9kE8Iwny
zKx*PF5T4xhPg7b4K9;-W<!CHKcQ+uo<`-@Kg}Qp&X7hfH{i?&RIP3mtL{$4Ch(R&f
z08VL~+D{Tk(DeGP{#jv_cr~9v=)=f!XNbx<02E_cknS_Fx%=vF*G6im@SUd~mlrq$
z9`hh)#RIY&{nIq6v{ZlnXKlVdjP>6w417zM;sn08aPU91hV0N4&4ZE%1K>KP;y(~o
z2u6F+s|16l02_-z1o%P}-bWBhd0A;g>4Z`=hg68%YRt=ZL<R%Sf?c-0Vi@NliBED1
zoZIe@Gcf*w&4%tX4bv)DMb9CTYqZPz?wuaMiE)atTWK%{;!YT7D0$?>7sa7=3Mi~>
zvW6g7i4(PWHNJy*Q5&ck<fqL0Q#e3KY-^YTux~L;IrIf2L$yOJhg|z-V7dM>!F3QC
zmb&0UmAS?G(f2dZzzl&x_rU%Q)T^9B(ekA0xgvIhLQ}i-)XO>ztULbte>f%I%mHDv
zS@N!H@7j#V5E!PYxLmFmc?VPn$R(mcO@ZOr9~{sxp248ws5Hb2AzBQ{cc)mhJuPj(
z_4?$961rK3FaUIR2#EW~kA*A^Y~F)i)Yn98NP)fq#jS)Ve*sR`zSE9GO-a#;<RfWl
zW%_5Ir@9eJ+ify(emGsdHZiWe<|DBE-E(`M{lZA0mvR<Bg`Y<Q+ln^(B*XDGP;YKQ
zq(=Jc2?7wrq_Y8$LTw-!xvOwNRvQ-78jAr%;Bo2>EnGGeBCm#+`~)(LxeKslpy{Tj
zC>|O-FMwKC&p*KM@c3XjH69-Ta7LI+av`#t_>UTVDS$JC=mZQE{YSX}ba9k$y8oWD
z{Gl`nrTDVg*Z&%u4u^QRT4=tG`WNz5FR~6&kTU&cCbmNM%YM6V7hLgykM9s1821mr
zjxTM!zmdgP(sd~xauHh*e9rtF2Ii=Omv5oTW4sVZb@9?I$YHixmd$HT!K9o&&OT#$
zyKr||eTTiX435Oau@IVvfr+!i2B=i~xG3ud!>-$<#rI@uPXPNR1)r~gp(#ISCnWXY
zJCC0;T~6ts^jFz>>1q8<1{SFH3t`!5=k?#PcESFR$YtF2Qa-w;OK~hwrGm-RD-&!U
z|F8y#Tj3fYji=`2XY@{Kv|m7P)^kD`BXxVOVNVy#fUC%l{VDgRJlfDA038O=Y{jGi
zL<kTOH2sbe13=Dr)+je!9-%Av7Pn$MSY)~?^FdJ?BAWEYbei}-<Q3FT!MzDvJ&$By
zl?~Nnx{bQ~4v`CM@FV-9aL$&XGp}qGWQWQZ!MF7MkzGOU!}zme@H2?`UnMUR<eh+X
zkJAwo<@WV_`Mnr~U{b7dCC#{GuV(Nw28M#fCgH#)&$wx)d<%+=75N_MnF2Ny&Hd*#
z^A<VoRiC-b!-QVAKUQ{?*x}RtKvDNjBp|%q6^iIeY;K*l1qO+&Mi#=<@XAkHwlIh|
zOyA1pj|SE@2837F!*|!iy$+C;cL)%yr_1WDd8aI{*3t^{bW9J-K&$P(QC42H{mi3|
zRkRawxFr`6y>5r#MHYh5TpGKE_viz}Tj6~Uy3%{r5Xi$j(G{gY`0c%KsLQsZ_Zviu
z=$i)?ite3CyySyIq{4sy(6Wi!NO900D?Z1?MZGe$LU}P<9F_bM04fM^u7QDd_aYqv
zsHE<GT<s&=G$v0~h|o{{QaGEz3Uear4zm4_ExXxK*t{@PuE8BsUXIU>UvtWP`~U|U
zg<04Kx5mfc1D=X?CWbF8L%2|!Stkv%qYVd4dF90+mMg=Fy6ES!jR^CJOfdVdUKh7{
z5`EH*z0z)|P4XY~rUW&OG6x!K^8M91UjThlAgX8}%g@h2ZbT+NGb7LWtUST?H67W&
zHG;%iAAO+~k$Lq-huMwnj_g~7IwDrp{$)D=3zy`cw*mnsx{XR<vso7Mz4%!r#eUh=
zsG?lX*uA&dRm~RMV1kZ>LS>+!;OY7aw+J_zHW*bvRxF-Y*p`V)p%-e}zAm^>p*x)Y
zLufsVzxQeJ&32w`-W4+PXKu<h4NB|>k@US|H!zu(*5k;s+)SyE9=iQ?x<Hex+bGsK
zurbjRef*5xqB|x%QYl;e-at1{YD3;Miv<PK>|5&tk|C`dI*m#75Gx<WE5fYML8))`
zY-}TT`w#(@z?D$6`)h<Ok9CLMfuB4sP<SJM;tj~T8aiO8>RGnV5?J<~`j+oF`hpC(
z%+BeSHkvNRY2Mv=kk<l)?GkvCk=&yuD_}FndzTyJ;K#8!|JaQ9PkrR`%vcNDhrk8%
zJje2WkXknE%Z8f01QWx~#CL);(!PaMx0uQY0EKs_jIX3ICaE^f(n^fSt1GjMfp`Vu
z`M%H-h(MPlLPOodvD~GDbtmzGql=EL{?AGE6WPxAO9kd(ghU|HY&QJ|ZH(}&7XIxp
zk$6v)mL#VF+U@%yL~kOV4SIK5>c6x+S~wb5M$2y<r{fm7b$j_di6}b!X6UQ5!6vC<
z($TZ1w`E;^i~C12F6O0Z{w|FzJbs~PY>|5=IKy`ka@??SE(NiKAc6lyaprXl7xz!(
zCD6%vK!L^u9wENwD;L1X!nL(QC=h)r%D*kgu{7@qzIl)5fwl@nX91u^sXmg!A6iZx
zCckdKj%h@j_!j7!cV;07jN;Q}k1NC9uBI&ou8~)kIWZSZfd?{l?k6PGf5lP?%fhZa
zu<$6=wnc708_9yXBvY*W^5ym_E+_vChN+TO*89?$y7%AALytKH&{)VwKGG!rJJ1xX
z`2PQ{emMep+%VRz*I}$fEw`<fOip>=mRg|2uD?l8qtwL+SxBw1M^SIYdMOwLMk9}y
zG^)VdA+994RanJKF;b3cgD!3KA*s88@#_Y<TYcM~`ei8x{6ferrB(Knlup1W><-0!
z@ZOSv9djHRosKkDDBDZP$T7lkH}&P3_a)BYZoj894zWIrU?F+|BT)y3pwQzV=BEbq
z67bP=N4=n9VbfW6L_b*ql?3a%#u@BBA}R#f`xr=3>tvL=>2lu}pAf2$cf~whzIl|*
z6WtFv5`Q5?w3lEh&(*b%$cE1XeHjZR=>~RE*9W2wCU$&wqbfHC(C3@93x`rE2s!Cl
z(o(cByFV^?rTt`LD4>)_;Rs64uNi~!5jAo!lp2v2w0$h=%sGkEez%7NUjjxDoKU7C
zqr>cJ;qp_BZw4KqQEr4euYj~^iH5}Ng&?XkwiTW8Rj!M-+8U(Hr3<AQv@<97mc_V>
zhSzBrVu)v|{F7UDZZb=%O{6VC89Z}uiwbpRjE`BNA=Wgx*IFf{m7-I0ccky?Q${Uf
zo_uMQIMUw4x<^v1XvjGJLMK9#71ky1^3mP`7JAYzAfQ{WD^9P$Y{^)-liZ)|{nC&~
zUF|+lFKckbH)&{p#niT-i+S&moB73I#cS)6fv}0cWuTudEMM8R`<o<sxM)}9jf-gb
zE`j)g^uISnJ(1PcfekI|IWLP&yP<9(i}ar}Q8!o3i6zbKJE$89KTlq=B<(aVKXl6{
zWGxVQzJa=O&s)y)kinHBlwyFT2gSM3%Wju0=Lcze4IdRdnfl(fzv*fg{ftk{XN-R4
zZP^FIgxh}FNSnnoPq5Fw^msWQiVE=SAio*(TIBk7^~UqD{r^!-v{0QD?^o8hkf|9-
z4v<Sg^#RWD;C9f5Q4kMPZqdmEiTDF(xu8p0hC9iC?Y&5a8^1Rwk-p*1l!LNgG*#TL
zI-zQ-7#^waq2J&84$2F3lazLm9=Av7)w(;Dx+BTN@jpt;30A5d`97#c&z3w*;I?I@
zRs#l`VPOo%w$fCV9P!$;q^B+z;QG!JAj^lwJCuHR0Kr8f-$yhQGxQi1Y%~6zV~GYu
zx_U#$0yMl?%XcreOz&Z!%O?Mm6sUz$?7r8ZBXa9kRF!idwrq_+x0+9zgv2Cxg?4kv
zk<|J+(kX;CC8G!tK99Z<g0P1!%F}0EEkT<JdiOeL`FUkO<7=o}K^!M}`F#Jm=Vejy
z1L&5yh<_Om&~M~~mzfdi&D8#!(q#dW_HoxqcoYB&<O?X6?1e(hW_64em?wk4hpIjX
z{pFX@+3aEZFE)<&`E@Le*wiQCk&39U%nl_d`Ht<hmbpSmZ|6}}<~;?uCBpl4u#hI6
zMxA`^?pnxDOtcJyCLeB+pYId?N{X(CLUw+F{amyAPNulZ@(Z`T5z74ysz3$?X`759
zH5FDA%w7{4mU3W=TWOm&5Ekx`wFxn^lsd>9W}Dh=Rbf6C1GW?~Xbw#A2E2x*Iw|ym
zVrnD_*?t5R8<JND7yOBse2vnp=VZp{wTm&8GyRB}29ytrOk}lpx^8-09p64;3Pq<*
zaRlZ@eAO5<n&)GtAUl7!9wt$S>$<EYb*Wu4Scqg6-b94jAac4)Q+bu^>;ydsq0ukX
zeh%NCwoJC;uSNHcQgsuGk7kk_f~z`RY_@BT9u8rgq8>|UPk@!}a?<BX>Pi9UN}>#+
zkgL6@sMR!0(Y2(5S;)l{Wx1m`;guObil&nh{cqM~tw;YKIj=VrO?P=+RC`uJ0LB>M
z)^}56QVL`!-8B}_gf2t@Jt=BE*LWHlawmvqhnr6D^S61`18=7XxE#KA^I!(hD!sI%
zQp7{^3}0PWwm(V@{37yw=AR{#PrPJ1Gl{ra*;#?!Yr^$)zs-47cz-Y_?vt`?k4nsS
ztcI|F)hs>=`F0y0d0pzEEz8Gf9w<?WfQn{7p@V0Gzhbs)ZRN3ZKI3{iC4xSv8$YOv
zt9fXIz5P#4iQ*YuuvwSB4F%IAu&=SieIWXK{Won#dY8DUz+StM@T?a&2EA9`tYaR+
zT<IN`UL(g(c*X~EQTDv3eIUnE4_9aKVsvM+w#Du;e(<_}RNB=W>Nz(9eZb%~YU|_(
z7bZizRP=60ExbIQ?LkDXi-ZEQ#T+#fr9c0O4`d{#yr&m|wLI&pejm*7S1nPNY3}?4
zX`*X126#JhpJ(!C_4nEeR7fD$iJE|1N!Gi=FyeYr!BY68CcCr+SC0?CX`c=_Km-n%
z1Esj9!W2j0iQi+I+Xgy?l<7;5816TWK!F<@4!cVOR@-}ytY#_wbk>~a=9V=1!rq|*
zuYP3e0801N7S*1(%wl3$2AMc`WYD|61+Vg;QeEvNM=9ZZ;pbRz2tsJIU`%cDMRR|c
zZV_@WTsb>)m)sG)Oe3KD6A0&#^=PF?`S4tP^OU9Ke%<K~E{vIXs!~SHLrK6d<+tUh
zmEF|sS4)k3rBJ{K{bMdUCCjU@i#U6Ks;A*OSOIBu0z19mn*Y<0L`7Z3i(S6}T0?8K
zz~|1#0~C_VyPThu9fkQ6LqWcE0VSR3AE0^(V6wetM{=<~a~+WmUfR0>kttH-7Z181
zP4&RUTcfSA5Aj6k7oD=w^^!ad<2p-xwtC-w|J&K9iPJqvX~)VM$=&|;xg)!RF&dw;
zMJhj{iv1nMXRsA<1Jk?2ku;%#xp0k@!$V-AcMkr_{gRPOmSUV*=!MNkDD&qS()DE)
zueo>CsJmr=(P{YHDv3WJqDDu_IV2s6$FnDJA=43W(ILF)?_F^ryunNLEu#&4p=HjK
zF#L{0M3<ivpt^@RZZyM)eL-Am)~d(ODR9#M<Y>>~MtXrfXnV1Co=zIrYJ$2Ij6V&l
zdK}@=v_kDGCi=0AkN5sVPB)4xus2BEJtoAd0K$+ZBC$Xt*2)YTL|7_DRpLw!h!h$#
znx8`KEIcMpzsDCK^o@%pyvC3C8f1YgsG$2JX#4@{4g0L|m9@gImQ7E3)Y2bu*y!^?
zfzyo51f7_$%l7nKu~!@-0({=P7}SJVH9BqC(zaIW^-sx%)h!J=G5}$(v<}+a=(JPD
z6B^+{mMrztrmEd+bMR$w@HI#AR^;=GM8~qp50B1O#;CPTrSE?Haz}oYx9?Y1gQHh9
z(~yl;M~TcUt^03h#we2}ADsq4*(pt})7Ib^R+Huti-?-Ps3++55B3!7E^fAHA@-R-
z-{F-r4aHga-qkP-Z7_Uz25qLoCw1Frty+wjPf`7+8pPe(UJ00ib%lzHxbUo#+;q<B
zTc;n}dokJZd{Iu1Q;xgL6OXI-P3zr_GX7hB|9@h;^<TAFH3w6S<LB&;;y#fkf4i?b
z$*xF1oL~*|UMv=-JX;JB9$C$x7uQ2C==RD_hH4CZt2GsyQfwHFm=UVzy~<H~*VRUe
zI)I@9b34=3O44(bJ-2C&p9W<yswki$mhcj2e}nUPYNSzqU*bWGfl7_PH%?%e<_<+6
z!=d@p5G2Nx9zkk_j9SnCETRGJ`ly|0Pb$<0#_<*x2B~4Ayj83t%t;~YW78jQphokB
zoxf01bGq9IrV$f`Qb_`?t+@$l@O}<pInx9fr_@D7g!~(q5V}XaXP}RI8xuoE)6GDi
z%||7M^rNA$<IZYdqwPh--Cb;J-Ter{XFrJZD?(&fja8XAR8-<i;;bJ%nNfbmsiRG-
zYOa9u3HU7YxyTewg&aP;*txEr+PKO&&Tt*dTp5`aSjpa4L9DwB&7L{$xegCB`$+Du
z0c?p!9~xNkMdA!-hdqkk(JR&Yp1AiA!DByNv&4>GtC<CxxRwt{?<<Y_01L1k(5&`#
zDkg@9*pB1|;G{;Sh{h@7xNVIzxYk!iWC%H|6F(MQe^A;bH7G<a=FT;@<1nYp#E8Kb
z_YAq;YtzHwp<LESKj7i0xnHeZ{@bzeyAFTA9_vJ{DuI0V(04PY3c4G&>f9?OGQ7SN
z9`i2utOQ)R?+3GQE^9}EeA>tA+v9GZF6du}k&icPWPSQ;v}tboz(L%2ZqKbkkKZJX
z|3!tvRMk2eGu1Y%(s2&)wAJs1$#hMyJAd^RTn5*MKNHb352k>Q;^tGB>E`-9RThX=
zeLh3eeuu`SbBZBZ>h}6-%}IT(1S>Iw<kO!8x9ie6h`pU=amQ^BXfI+nB(~K|xyKzF
zju+sdX)0W%6-)e1h&C-VA%RR-58<{|V<zmNCT)eq(N=y~2}F_8)C4%>+`AukQcFDJ
z;~A9@RW4a#9;a>(=_Rhs49$Cdnt23cT>frqdtB>Zr^ZZq#g>#rO}Vyn5a$k+QJL%T
zrD&bGdr>!SkKp$fswA3Jq$XTPlCm$y_-_y4BE3ry8AC#{%!b*8P(2*AxZ0j5H+|<F
zf=wp=z_91eHbM8w^Y7;9W4~)p10l_zt3LAwzSZqQt$HN#ub4784&<nBVQ!m?+1}v!
z{0EFUUHgiQiN~q;=yL1Je#IZyWVdp28dSL@rvRD$TMrtocNXIA`f@%ybB$lhxk}3-
zU}pBRfJcL_US?~ll=VD;wS_}OpZZKM&5X1rkDGG)!x9;A5Ew@VDxwBZs$$}gJl+(~
zAATK6BO(49A8B-l!WI1BMx?=2YHNl$zI#ZPA=or*)2djb0JvNtrlDAdDd&QHtCQm1
z#gpYh7FQMqo7ys|K+-|4vNut{dbe#~ytt%H2G_N@AI<Kmjuny@xSsrqEOK&U_*~_v
zO$)xQ^J!xsO<=D1l}p{rK^K(-j(W5=ws$)co*@41cg^!oViGgC=o4@K5j87s>~TGQ
znZoYV@wf7Qu3I1BjQWDgD`Xsw<eLY@mL617m`ocVCnr|bl=zV?OOI`vbcLTVPn9t?
z1zzfMy0fc}<B>DtWva&2Cp`HpV5V)OX<AVDA+Bmi5T2oP9Z2rRt%r=pY*F^rG&eVE
z^HyW7N^o*-O;k7JX#;^^cTpG6o2wIwu$sE`F;`(e7s2^d_GGS1zue?g9!(w_veWEW
zXGcldof5_hM4vbP+flaf1!%;7^7TEn`+Vcoq9!x@`??8}=yvsgGUs!i3*-)GB>ZWD
z?R|WCu-LvQQh`FG8mM75uGYhpMIyLSY;D1_<yp)``@J|AcDuLGy71@>p#>MTqunvd
z&6k*K^zaDrX1KVR`esmTfw(tPt765PS4C@C`W5S11$~7qEO+lf)g2v)j#&8|6{+wy
zm=h=F+Z#qx35hQRl`@Zo!@h_EWy;>VS>ky3z)miQH}=CZMxEsHd~J2YS{afkRkl$i
z`*$1<cHlX}Z?ZR9r7|ZHi6jH6{HW^H9Rl0SrP~evl!cy?q^gbD$dEY3UvfoJ3H@L;
ztu}3Z+;@yEt!0^m!k{;ykwd_|QC64DG0I`lfg=}&50AJjJ1Xt!p_dC~5`D9oE|aK<
z_&~Qra6nGRG|H#ZcU}sQLw@I3$Rsr<teGwTOTvxdW1$qY=cY5DC@XLwYaxrO?&`Ez
zFo`kKyKl`_dZS8=_o=QR%6|HBM2IYHikF5({#XMi%GtX^9XXOpOj*M!BM&ib-}HN5
zrcQP5r>|9swG^~tpSzMp4k`XgeW<r}La;|D<$b!_RV4wIR#}{|;@}rj*xXJ<G4^?g
zvbR|W#jbHf`rAkkN^2#eaY|B`E>CteXBw1tHfPuL;|a4!CaC2$?4zYP+ckS4rQeld
zlW)}#Zu%H~e)a6Qz?O;RIs+w;H2TnEW7M-)wmP7Yn>kp?Wr+C$f?;d6FrR%}@EQmO
znVuEJ$W$6NxJ<<w4RdmQ$nS7ZM>TKqtiAH(_+bpL*KoM`cvA&752vL3lv=<!p(*$;
zrrGK=;uoq(Z1GiZ{m5j-FHDY+&6uwv5>%6H3%|83zKvV{{=RWI9KrRnFM)Zt^^0kv
zd-1h^7f6s2&P=jMdm3g+jggdDrqOipWjw*Dx#+B6k6PbC&*~OoHs9jgXbk00A*|ww
z6O)5?8^UP3dS8dZX13B5&W<>G^E!$V*#^5m)(1088RE>7dCcbldVtkqq2lVrTqpZ4
zl{1b=>c2B9u~K`);uFkf8@Ao#M31&bD)7HDT_GbeL<CDAwW-)G$_IT2z;+36#LRDd
zjaOxB!AO;~cmkwKU$N`w5OBt?V=EC;wvmcLGF|u7ZP^bPMbTO9c}E@c0;>squ}31-
znVjkoWyrNh&$KY`)fd@Hc~S%2l6R+Ce7&cb=|-BD0QvXJQfJt2pqpLmJKdy`o(d{+
z<jOmZK)L63gVbj3<{$SIgHk>QyN-#RLJ6~h%c*I78rO5>V~UyTt~8M{i`HnSbnb_Q
zxIhx5=3S)eR)2qTv^)mFpnG_chF_SviYkr2AkM57^9rd(B^qFRZzb>x&@vvsp7|=>
zuxd4j{nQs2zD#-HUrD)5ra$nQXYZX%%qdH)*aRFV)t7ijBqTTI$DnOf5K$Q8w}g$m
z4yFsa_BZ1)#1<K{ITcB(XORo;=eE5iI}l06*DRK^B1<3E@n9m0SF3cG-<xYR{aK3g
zYvMWktlR4fv`AD8e5MwRWY5`L8B`CAry~_G8ZXiL0;}r4znUTBrl$GvYH`_B2YsW=
zl9I64ZZT#fMTa4Ukl${@aWrNgflrI&n8`|}p(~JWRAU2!n&2-@lziM5NmOu!)G555
zCs4f}>vZ6JT2TXD6Jn<OGL;2|=RjIKT=z#i#S~uqQ@oy7jg+LofsFY9`=RcBK&fu=
zOs1$SF-}tGdl-2r@k4SV@P{`oW-rx_Q0pUU8Ba6pPr@u6#<_m6(jC2L9zC~tLwhbM
z(eVrUv9z<ana6<`rD+b^#k1o~4l_no5u7fqt-4=%av0{r>LsG@x+#P{Q&0?V{rvb|
z?6$-(qT9udw%~Z>MT+VD(}im8n!yZVk25=I!L`1`p6_KSNQ5d(*T_g3u!|~WUHz{U
zOihj>s6lB6;DK=Xu=Dk^(~_*F<BVnlKj-zMpA%?A4`Qgr?(@g1CcZKXJx_XiW+3IE
zk7~JASK~MbBM<+OiL$OY@l;<pNDQ%Q^r#Z4%Kr%#Gxn_5FQleGek7#%5z$4x6lVeq
zPtCbfJs%kY?Gxwdtu2@i0s7unT?v{r*<Wn8uh^{7b5RdPf5Q9IMV#|-(0;o1*@=;g
zWBF^_6fL4jnKtg28TCD)+R??pK@TmBi<u&u0Z}kY9t733j_3#5k_rLi9FIQ+6T^>x
zy392Om&-Q$g~5n-XjHRYf99XHelCFTOs?CAx~z)W<;Q<;kl<lkdeYYeULEgGcBY2m
z7rK1KNN~S$qlPjlf2~FR{Cx<D&9-0O%DXC(<Y^Kt*pN7gG~;GBJAOtWbzO5cfRXU(
z%d20@C};4YnQyMe@V(hzH)>zE-rzHdV!+PrVi*%lIl#7@`b>ljdyn7?xB*AVBp-j5
zh3>yV`_bIhIKu}IFiE+zEyIXg^cFQ#s9}!fbvc%d3^E(c%!X*|op9gnsb%(Um-3y!
zzdvs=Cltg?k`7AGQ;O6xX5JyAn(##;!4Gu~!+`*D;Sr9<S)Eo0<=+cEjB(}rueFYT
zCb8?z3jGELbf+6vzE5LYymT2kl2K<$;Qakwn41Y`RzD_l=yM!iB_3X7e#IW;{H2!D
zvuIUUwUWG9?0x4+VWmfIBEdAWq}9U$FVaUgte(f%-lh=2M;<Lik)@KFx|-d|S3p8S
zbLvJ$DpW!BREni(0Px-cJWGr*v<w!O2ajKEPLAcithYVVpU@(roS7=iEe!apOkkq$
zDV;9v1L&T5@isXw+!k7V9T|W+wT!T0_5QhWy%;XaXpuwpYVv{pFKy(qOCKhJf$`uJ
zmVoAb4g~Ce@r%w-ybqiP+{2%dk(RTFDUrG)O*`48RS3vNwPoK2?t&0No8dr=WbwQ%
zD)b*^?{ll>WZ^8zmBz>&1!m1&r(i{ks5Q~wibZ1{zXliMo&&SjwwcV_r=(Yf@79zT
z49+%3JDc}yhB7HXb!KKyd7l6lyRtz1jo#+I{!v_D$caCPG&kv-W@&juU|(|ZstuL!
z10nmQ-@>rl5-Sa-K-(Ni-&gH{=zBNY=<rY;-J&S<biqD!n^IeKmyb_UPMMIYRH~^b
z*co;D{E)Y2OQc5wP%#j}ni2^)@7<!t4?D^=7`*(;6KxA)zUL+Jm`lEj7_>3s56BU#
z&g`?yJ7&vg9Qh;qv?MXP3eT<5^HWThnRWoKDQhW(f(wUHo<kZjv#KWo@9J#-%a?ht
zet6E)ustnwL-?a=?`Efwlib_Azdyyh0L;z8%$;E}vl?5DsaO_yo4bVJdt@w@M~8Vy
z2W~(|Y&_RYuD8b=?Ut9RDaP5}+)lQEPHaLZDQDq}f#l0CD-Lv6!s*l&R?*#p%k;H8
z5_%%+TGJ{UoP!U%OP|%f+?%ebRUp12ROj%j@Yat$#-oOfCk_=MAu%a+&?3>PQ;F-r
z6IQ{$fR|Z+r%<YQ87WepiuByHLm=tACZeRQmRP!BKd4-wbjJ)7l36CXKQj$)*$JO+
zFP5rCwxf_pfp4y6ZOeSdSdseis{V+#8EPapwhmG_O3=8FYL+G$TPadVcl3kCJ{k_#
zg~5Nvs&9UE?g%CMi=1g<DQ9^~l2%FI#yE=?sd)L~j8TLATLd*yeu3xVGH4Lo;;~y9
z6e11lLlDBsJ1y-y-WYU~CAvf4`<64kwEz1}YeQ!k0V~T4GtVX=H#XY%{>XV&HxU-;
zdwf%#;dG&X^szF-_ypD_e9~KxVrbgKq3>@XoCLyHX6ByAzn?!=byt7nX*_52mnI7a
zx1aX20WTtxlp3flbSE8~wgV?<&IMg-N1(J&8hrr1_4E5pR8FZwjM;nPdCyL=v7c93
z`%jp!wwiobdx<!WKUWwJ<A9>%v@&fM{k!zI;4>@DtC{+~W`c$Vxx;Nqqb!%EO$rZw
z7zVqvW{))7Ys_1F1rbn1BxFDC)YA)muU&PoAu&AHjGM_*m)G_2YVQoU#Ut+uL>E@G
z*4%ueFt&Rux-8(fF_UkfDZGJG=cAy(2*}yA+Oo>Wk)NSsCB4eOLM&FfF4fzPG8k~l
zW0~2Jy};V=%|Z-n=19)nWWi{Q6?SYNZUBDnV;(C87<@Zv9ky*zUDfVav}!=6q(y{A
z<}xb&J_d^;n`p2DJ^WSAlr8+7!mH6tr`(Jj;%k)eS#H@Q&R2k0r@Cvlr!Q>FoaZpB
zc;-qatUcvM_wz?G=LR-Co1ePrBmGw*dMTFcbjV0c^8e1;c2a)8pL*MiK3JJ2QB!H*
z13dQ~Mb*SWGjycII}R!iHYHS1@HlV@+A5QOAg<EvFvV@KHB=tls%$_azpGWFX`f6j
zr*Cq`@2S;8rOz|Yl))k@i1l$%h`F6Zy3nB7jGOWRNCj%<o4vh1Q=gkN9{^g<MPUz`
z{w3PA8nO!stA<<RO)2_T$knxBnO-UBT~1)wiFcVnb+)DN>l74{ru@a{=;iE7MluEM
zZn(A+Wyy_Z6JAKyN-`qY{CU$TKexM+X84I?7i|!l`ZX`<=#<VXFbHVWaA)*-gy4f%
zXsc}P-Q}z4pcieF=ai4_)*sh@y*pid3aIN)#h9hYCeDGDXmO@Pw~tKycW#8=9$BAh
zc_>BmY@coC9d;?RAZ;5hSz~Qe?cjSHl))ml_8$t`#sQs`>mHF>j!N{S(mIPHM=QTV
zt6^YS+L#Xm?MfZ^l;0&#uI>OxxB>KH#-CsP68ENkDB&eI2zMjcIa`z=d$coInX#jh
zc)vQ~$Zc0!$Oqk_Xc7=CRX2~zf@n4H`p~3zM{WWU)%Vs{+@guU+HgPnRQM!mGBb6d
zT32sXz-XLL{g8m82GTNrq^KL2{(`tG6)3Cv)11593hw*jj14^u`{*6-tl5wG6hK5A
z@L*+1NY(zkEopHs9G@Dt`b^k%6u#Mq(6{?$FjZcwxG%??8=77`;r$_)w@X*HX@0*i
zaXFc-%KEjGZhUrILqN=EdMsWPYbZ=IIHOxnu)DCUqdxK{8hIr~6V;okuR2aPty<{B
zKRMEoklIRNoB;wjNQ+E;?&;Q=oYE!}{gYLuJ2Yl&M)kJ6NaE-+wj<4|$sDIZPCmVs
zV!qe659S_$O4R+NbVbsBc=PuB^qw8&L9nvbzhK3$)R1l=$bs4^21;mnDLx~NyUct1
zXsuuFUNYxah0nzi_fmKH3d1dVjW3YjB9I>89oWZ-HqiO2i@de#|L}<Y-YE_lM^}Gv
zxK`Wez<PZJZo+p&KH0cFw0p+|C`U=-6)Gq0e`bC`FL(I0w1xFijGrpu_@O|he3XAV
zsN>ugdj92pt*6m}0;FiUz6XHQhS(uTx-IaQL#NrA*TZT-D2Bg0qm$RHm=i-9Ev)*0
zEe~^AlwLl`E5qYtQ;c|u-K#CMtIX8AEl{+q4Gr!#T5(v5uTbDM-rylHck&HIU$EN?
zyfmMIlVM7ZaMEQBmtNj#dV5Tq*eKXSoQbpv$B>32k9tN&ek@$S+^O~mXv7x87iNCS
zE~0hzCLqRgo2j_=DLN)coFq+Yud#(1vr^2%>^n(x%QB~|`7lJNn&eO=l1uY_)xf7V
zYEnNpw5Nu)yK?z%o_B_R+cUx*&y@0S`7Mk`C0GMg<v#(|m0eS8qlBcSo7_#~r#D^F
zqBJac<5q>5-!iY$+$&ftZP5+Zg%h&YVQ#G_7*l2Cym<9@F?A7-`bs}aW<v%pH+dtQ
zTbEh2q_?ZycYugFT=wF7%9f_K(zjhij<-DnnK!0^H#K1!hWK&`GFD$5uMcLw3W{{w
zytKGJKfJG^>ZC_p(Ea!11gPLrroU@t5s+2quOVW_Oo9!tVgs)3HDmnsBOnXP&wqT`
zw0X&%IoGaB!okg$?l$n0h=eRr+fu#a75O6bT%)ZCCvW$CaoY0gWG)HoUPAL6TDZyS
zCksQPTcF0D0bl5q?ix3VYKNq8OF6eW6eOfYPE{}^p@Zh3YQ1sva<cpL%_R7=l9|?N
zE&F4|vBtMRq+LtmTO}QUf~B7ESpE7I0CwH0eQPwbV9cvOlKT@E%)!$=IEqq$1($-C
z?l~ySSUs_{XRBvOtggUl!0NU?FEI#5z<1UsgFJqu@Z`ijGX5MKLBh(CDdNn)(dc!u
zJ%I(^9(V5PSdD$)__h5JM$;((_AzAwkt7zRZ0`Wq%iI*eC#!Xw{`oz(Q6L{dj0O3a
zI%=(YIxf8lXv8-q!!CUT&YD|jU~aaNaPmh+s~^DMn62Fb%+^$Gr)!?e-d<mj@PqCy
zj#V=|7>qGk2U7Vuj~DRhyq;E>q>X?MEf_%1MyO+t)(3a?w84aTs2_#SaqE&3oUlD3
z+r_p3toP(RF*D7&U`99#-^!B<%Rjn`M}Rjl%ill0g_nSCQKhM>TDw58BbCoeCkj1m
zY$!`??nbrI{SPs~l6~sB!k*gzvaFNrn|bK^j5a;pp6H(&LmNBus?G)%8Wt$z2d^H)
zEt>7T986buZO{bv(|ZzA;9oDe_3l=zPvoq{_lh`O&~CZq4m7krS1uEk#=`XAV>#|h
zqgY`f1Eo;Yl{mOZK~=}}*$e6+la&x;eRr^bwKygA^!0R2yRSx_bzg!d_x1vtPNA~w
zXug8xPQU?{&#6C9&@wIL?6&i@i&4o<dT#&S8k6ImIyRyaH`txxW65HKXX2ivdU<W8
zPSx2A3r>x?RBj{(qT?tspUS!3f%ytN=U6MppPIG4!gXUPy9a9^M@oubw@3{OD3LWf
zfO>Md3a9mQoAd0=)#)FQ{V7Rc#6v9m{e|b+PIaqBiD~2K2bv?z@$1HZKv>@8&GJ3S
zdN6&WnFe%7suYqwp7Nh@Mn8IQeSZC$MX$=_SM)w9=TollP~+C(n<l83e|8N97wHF}
zA~C=E{rS-nm<&6g>5{OhDYKa(>aU_&0IgtjUT@*&wD#WYH<A{xiL!lzjf5oKHM&HA
z6vv`pqYLNPAJG$P0Cyy!tP{L7!@$efbwk5IVgqDNf0_N}S|{wQM)n1e{rSAXfJmp3
zskrRvo2J9i^4rZ6`#@=zZJm$XMb#~r_GMzlzE`JJMoloYjt4Ln!8h}>W7yet+Ctj!
z)VW%#uyVgDZpr}rFJ+ft!lmlbGJe6Q6+n8>0Y1WZ)o2Sq(Z=b|=&u>*AA#eu4O<LJ
zM102u&9wfviN}I=Kf55?Iq6O`cs&<s<~X9>!#$|53gP$xrd{9RtVsVy)R%`t+5T^j
zWe6?8M2aL6Mo1}T$)0^*MluMMrDPjqCzT}>N-6t37%7FZMV6+r?}cnx#$JRh{XX~e
zeUIaP{_LpZ;l8i?y3WtJUF>yUcQRe&vozwo`Jz_?bF`mY^)A7hs%$eyu}gwiUarup
z^3B|Hj@z`aBV|q|{Xg|mGKqntMS+NYv`@>>Dq88TK%CoenuqVNgCeORkPpTe&sKZP
z4@hl6TiCG01T3|qe-<a}dsuvdw;|uVLbj?LBC6OH`2*qh2OJER@W&=z!CmLUK72Lx
zmWh0qzYgIl{lwSKbeE6F{0cvr^}w6!(Q`NQR*n**?+m`lsmfgy8~!-AtI#2(m*yUG
z!cqQs1!v||!0P5|*dKSls;|g{Nxh|7ZH$kFH}Zq%9dn59VOqd1t^N${l#5>Ty%kTI
zE2ZnQ$#EwxKXU75N3$LBvbW^*d>G6aODD@cWA#<)_}^98{O%P{Op>NHO$dEn3zK+?
zwJH8aOu0+Zm34`4GSv1f)`Vk+fV65=nEfkXETI$Cy$s%`*m7C@xxWKnwn7q!P1dh%
zmF@7iY7Wt&ianF2oKB40J8<bWLVoG@)R)xB`Z+x^`kes1xEgBjvBrG6Ue;uztOs)c
zn7X%-%+c+AN6vc<?<2bQ)r`YGbcESy&Fdw5ARG^GK_{ig9=$kD{_dr#Tl_Y8{PXq<
z<P*Fnu;AP^`E>CCtgI`rY=&;CdgiX2j?KQn!*{GVhtR)VP$S%c1uVA6f3lc|4~0V2
z3BuBLGln(v2DZ^EmStog(V`!K(A;fk56}DwG?AdcG3Sy_l7!yT3;7nMnHZd@h+v)E
z2u9Sn5gi3XtY~lOPeAPz)cde`otv+-Dftb$;4BAQh@<gn{fAJ7+nc|Bx`v(Tao6Sy
zNuHVME52&_UWy;S&ab@Ej<ztkM}J<rGfa8MwrxBb8P*eT@CUb9dHef&iFyG`t;mS9
zNqkNJgT05xYx~2aVikA(uIX55B#dfbS{vU!D#rC`BvYNuhS`Ds!a3GUCT@@UlLPuz
zjOmQDr7OWBJeY!FR}RfqMPJT+I+Sspl~=`~$nxE1P}1~{$axou(SS$9taK39;uLos
zVRZ9pa+UR2oNrccP`8hyD87*MAqRr_MB@41<*|>8JIA@L+(K_EPv#wYJ%63UPM&nN
zoa`@d%5ySV+B$2!l0%PSsqW16&jZjdOKbMq*6nZpdyBbwe|(&H1S_*>r@s2}P&dIB
zs0h8}b$rIdQTLydaKK%^$9zDaLvmDRw#Isu_Seu;oA-<HL50ASSIu=#9dd-O5We^;
zyYoPTB1LRO2IR|%*d`!b>jL2l4v9@E_O#5*<1nPWIeO8<_m|vUe@WVSC6v+)V<b9>
zUd~G`PTjdXb3ckz6tunOf7At!ZyEG|{X6fXZ?*2E;Qz<#0N+{mW3Z*&fb+}S^9QeF
z#Qg^2C%Nrab_`unX2u7xd`ZNiWiiaJuA^m942(8xGeO4cbYAm@?uR8s3JmY-SO@PA
z4R(VC&P7G{+%-oZH09Fzk@qm@vbrk@wTGEw7lq0*y?rHgJhWbyDE%2YPqjbkOj75@
zwjuwKZISDIPrE|IC{qo-18XOg3+P2;J6l*XCPLc<r0)>qnxmkYn3*<mk_Fgb2krRH
z4U}fhJxgD&A`zHL^>d!fV8E@y-9fSdQR}$+pJQ3n98kOKBt*n`6SV(_u__{KdmI}K
z=uTOiT|uj<b4yp2MEZ29MUD8^N8Z5=r3+k^lwEG_3NpOj;>IM%uzbKQt-sXR%-8HV
zp*Non^~40e5HBBhV-B9`tdLV^H{2e*iCfwpT|6aW4=@#ZZ7y`Akzh!bS2S)0CxooS
z=2x+zhFzasGYd<T%|~+-t;(It&Ho^-@cEgzi}fJrcXhZ250(wf5Aktx$scXqZ%?Ov
z0o1FKm%k&D7PD~KIql`~ENY%&5b=&|eRc7yJKwPV+_x(!lA&%<KOMq=&8`UdP08ya
zvPTHh+=_nRYc@2_YA68-nRuX1_UW9uB>8}h>(C7AGHz@a!jYc+)X<Bc;N<xXVJB{x
zL*&ULttNNX(Mqd+g)UFY{lt{SSBoo&;SZK&Q!YffVbe(;vlkECY)?%Q<kwjDOb#~c
z+|$TSG>6wy8jXp<&uVRS-&E}{3)0&#d6Q;m%T<+^Eu2#5wLsP{k`<n<&QWt8UUIox
z;lyvXWkWbrv+*yqtnG_zJDdVt#KW=P?t4&50l(fSok4xTCl2A^k0btBo5h=}v;wg_
zgt7<J$ici{`gJj#hF*2SnX)8??<-`VrI9~?ktsVR<m<ej4w~7Sr^m)`OV^K@X`I#D
zB_)pnhUHubc6vw4U|*ZaX+7mV)Y(l@liUi8)3TWG{%!-s+b{}w_MYl3&>&z=98S#f
z?4pLTzYA!7bok)+la0b?jL05=jlev57S=Yihx_>wxUvtDP86igSQ<tSpxAY(XzdX5
zazC_4fnX&)9))_6^Fc}N2ZCKlujgLnyIW(e@}pmbMW}Y}gfCXsfi*3-H$_FUgfU7f
z%%<(t#bV`qOcG-{EJ2hsgF7lSb?RN#w>H4ZFg#Zh4mY|#xB~R6m4N@Rb>(bQM&XfA
z{uQ+}IZP*O$ITVkQ%hMmPgaccXzxh{J{-9};ou-YpYSsYLbAoJH+D@?=2@3xBDP)C
zQmyZ_uI0;VDj`tR%BC!yg<gFZvJ7XF^7-YTl`P!u&W#b1C)sn4;$?T|s*5~JrfS1D
zUCpFbewX1!()BBX4lT^7WA^vDYxK{`p2XElK5rW=sri$fCv`B{07*j)&5^g52*POc
z&wKa%+Da1l@K@+lQx&T6>RdpYIwYRFWqRte2jyhXmXW$0d+=&%J3#xUw-BBkI;ofJ
zfZ+B|zKqySr^>$HVmk{_2TkNHfFO-O%4X(f{sl}b>iwb?!yz9Rz}V+DtuZW&^VVB0
z%ZTs1FF3R(PsyF~VJpgxhzfB`{|L09&~UiRs4-#4cy8PW{0K>I882rbnbh!Bp+H-U
zwX4S=nW;R%V7m^~P4ZS6E|g@)QJtmqw`!5{#Y|?ekUV;~x3!pq-i%5W1AoCOL!al}
z`_%ja@P4dSSh>|#bY<~*wrx|7?^DMD2Rd|iLDyYp$cUd$a#VV#=&Lon<#lWD{q2|6
zKPOTNXJ@}@)w`1@r0nhcY}}Sf5`<eHLg;D(rF!mLKE-0#b6J<aaihk&$%HDach~ri
zV7PK7Lc<ch>hiPEl=}>*@uzK}w9y>bAnh{aF>->@>8Bj0k=sSOcT-p&n1seEG1mcS
z(DZfF0z*5;q<^sTQ<V2PFAR@Wjo-Vfho<GMMqzRBkKh(v6Yido0u$jXSc0u3(%$Jp
zwr2TwyL<FsFrWD3n{($Ju{TMmbiDM9j0vOk3R~M+<sLqj{?%TR+3)%F6S8j{sN<LH
zS@-B)YR(z8#U7cYCJ5Vo&r-28D>Nq(w0O@sPe#R%&T5TrWR?B|lus$OZq;azlRbp=
ze2_bSz#+ddP--vQmyz|{XZ0{bAr8%@x2Ip?4sG*Do*n>sL@c6!zIu#Sl+{q1_vOoP
zlcJ7uI={j<G_A^=$u{=R_ARkQmP1c)Z3kVr*s|t6O4&CH%{mvfhmvh50D0S-f~xfK
z+i~%C!$fb)K$%UBiP0<L%)G@TUfXeaie%?@7{}k$!$xC5F$IniD%9719~D`YHVog~
zJSSz|Qk$tBP04&)U}SUv)3uz*>6ZS*a#_J%glmimg$hz*Jc<%Pqum|Z4V1?Uuv?K#
zry2N$rRmZ`_DOzyb+H@mcnR`h$CJcZ49#SEo%WA(%@x`1AxfD1N(-}-u1}vncaZio
z{XA?$V$!AeX0{;JG)L0K3Ft6<rCA@MG9JV3ovB%dNLnS`?xb{jiG2=-8l7Z8Lk0b5
zF1L(!<wEn~TY!?uhGAiJ+3pj~uJoVVy@pBpJ;|mf%TIA~xqZh~(ypR*Gw0}rIceK+
zx4%hqbLGe8u^zfTQhk@g!HYsI%V8JuMLrc6{#*_2zOKW<$;#9ATq>)H6)WvDf0Zu;
z^NRcE-rN=aVUzqbf!VSzo3b47s`zQam_d;O;R=+Uo827nE>>rfqZBruH1A*CBVu0k
zTxW{sj6(!ln<+>7lzpPbC<e=cWMauj8X<i;I+Y|%&gfTPI*9q(wed2F2g(?(r`~23
zG-w$z9ER(&)z1tXtPcKwLvCvbn9<=BX0Kh=j^}SV`v2**TzxeJB*8p96C%s`<d^2c
z8HN)(D?LW1x>g6frSQ~pihkDxoe&B%m1sp$#<c%%5?kem9p1QcqYag70Jv2-JWz6{
z=i^@0)SuQMs;wr+Z)F-iSJ4vVHE`+5j%*UE;r3d}-eMU3lFzO@DtjHKk3~NZT2FyQ
z(D4yj^%J`yD{Bxbb?39Tf!kdgGeuX_rj=T2fbAFp1D*c*t2Rt>(jKccubGbea%xbf
z-CpFnqvW}Ki|ECy8aH6Anr_p}W*V$NqDUByiPT}Y7*K6{y?{RnuQuuv*nK8`^^{9r
zk<((v360na2@T*iJk3U`({CHzm)4`?<-!v=@7N(wuCOdjVxixY%j%bGVIrU;9adtx
zd8GwwR%6!j1h<JM4U=%iVb2n+Ui+@t$)W{ti71{uT~*Mr5cm(LR;9`qGGknhPPykf
z^>vo=59d4hrETKE*%^h5xwi=~fZSrUq#G5NeJ^k*-}goQMe}0I>yRhBzXLY_kxi6G
z`ISR!D8a_pj$tp=r*XY5?zd^mrmuhDH~e%aUFd9#OmBfn3pPvd)di_<FXyfT<MR#?
z?1*O7a7&T#ss86_@uI*bdnftQ|BHCHs7y&S&3pY}>r{`o7f7K*ZzDT_>Wpy$?N5QA
zKhFA)*l@_iQ&!O(Ao3zperhL4q}+Hi+MQ#s{A)B2%SYmQ-PVtjKlt3oh(44&mbjN}
zJJ-FS#1|E%l>a)L1G8Gi;3eO2q7qPVMYg0Qt1hhl!5~EcwF1T;AN5mqe;^PA<O}K<
zD)+y#C7T##{J>k^Z5n?%@)9OJKlLW2dz_MMyl4*lwM%=a{iVKn&5IjlhWj&iuUuKW
z8@L<aebWLxFnWyE^=t^Zf?3&Rl9FnHan4ZX@g9F=t=B=hJR!g{32UwQ!j@dArih7H
zKARF}mVX_Hy8?2SgFEJB*WDw_2}%#Ono4MXM(F5OL(g!{Ls({1qh#B8R0x-}EtzE@
z0XCSvPKvep`)cT8u)<cBIac=F3q}k_m+KW1gblnCQV~jjo+n4>2>J}Eo6C%^CM&SW
z*{_pS7KD_$c&1Ul0<24tfP<Q8!`gr0T>K9EIf_J7p34b7PE_MM@dbT5mq10(&R?$3
ztPJ)?<H4*)@$5t3n|pcVjSWmxgb*gwQb#HF4<Zhk-83lnO{Rae!&_0P<c^*u;erJU
zPAE-Wz|H&y$gW0|8!HA%utMn%3hm-7Z?JR#Bh#Zw$W<Y(DsMQ-BWL!W7xTg(;qCBC
zA1&b$DauZrq%vmC{ni|*6FqFjSJRc*Xv-Swr!zh6yCibxHqIlT@hn!-@sYZx6?Fkj
zUD#JnK|)8p7Wd`)Z|v@DegE|21cC0ssDo1AevKI3>+nDKx*zgUOFiaXd*1#BRHq|A
z>eMtYt*w{4^tXY$cN4_3H*Ry^%S!^6>zNlV6}X6f#u;LmYU4anNw`r}!S#sg-V@f-
z7tMH7(1Is*pFg&HLB_15TGaRv?Yh#^W&)005PnE0H;9eBx?8Pp&<a|tm9d9NkiTU9
zz`gim_m=q1nUD9c#3yuGM7He%%F;_Jj5=GZ_k}3AZzCouY<3{urMJ>^n({FAE=Aus
zl$B46>sYo*HkSk)$~P4JJxZ*+O6HiVRUB-q$Q+ltpk>BtqOO7Mc63v$?99^mj%f8C
z=o^GD4E!{m$^C;|K)t1tk$vAc#Z+nju#{amh<{l3c$=jyrG~Vy2d2HVASjjt!Ju|m
zXGf=3I%_yb2Xh0%n6E?~)egdlnG1CuNHv+ZM;{kaI`@wD87O_CGN+%-CGfk|2APEk
z51|_GtZkaGeExG4MQ>~j3jckh)5gzET~RqCXMDO8XTq@D2c9L@!)I@JDJOW{ij;`S
z@Sf{yMd#&Wzpa0_HWDsn+Q(brP}d_et2(`BLuPXoq1fV3=-ad3PFEz{mz~Pb5B~w&
zTPu2LE|7nZO7}Uh{5i*%JF}Lb#ennk^we<z){yxQpJLF^gMCM);(1Mn7CSOj7cX``
z&*Qkm542i;Yf~JRk!J4k=Jz<n+_~N}3Ww+F7ec4Q`6}Tkudlrp9+sZfw2fRr9czLZ
z%?EPet$jd{K5hwRJ{HiyccLtnzWAg1ziC8qX$#EA|8n(olXw77(Wye)PHkF*2PR@)
zi>BWN{Fxt|!qgm)&dr?M0=8-dGoW4gJpNcg`T*7123uVX4KY)~T;}17Kg62eDvei8
z9b*`-UR@?tITx9Dyk&J02{N#!X`}XfjrA(50ar>e_VbI9+P#YV{7U}3sun&3@1<Du
zkkv5%yOY4I0UF!eYkYuD(yJ!hH7#`FeiSnb#l9bL<QR9Tm4sotb>{r8WT-JPvtI5L
zsAbZ-$Gjgd924s|6TLH1U0axX=r*+wr~OMiikjB%2}U<$^H6EYf}&6erF4blFiAcg
z;!fA92f^q&@O8QkX%7>1FM7=w$_zf2^Kp&#{*}Q`E#RF8gW&Amkk{P~wXupo8fu;!
zG)NpucM(FbS`&NCTx}1dwj*r0!hf~NEm;6}K2$T=7|EG1)GlH1`U9F=kiVB;k6P+1
z#hw>I%|WQqlWvW--_YY>^A+Ha7U)4SBRNzc%F4DjxKAF$A3_@yR<Lfr3?OBvEY<zH
zwBjE#h5_vuDG6$vPMpt^&<J`1n(I2am0vU$hQ;l}olLX>?&}sD->z2mY{1{?c8-Zx
z!tFwB#mq}0bf%Ffw7vRVibDoR?bA6zdWO{|N@%h_Teiv(@qkFPtPQ9<(r=(oIGPxe
zg);EfSa-$kUje!?VS^i+Jh3lzOYb(H<j(TP1LS))mY)+vCpZp#)Y7WSi=QOhH}w>l
zw6Xzz=B{qsl{v{t(7B5>48fQ9ST=D>w{d8)uOGn{=QDU&mRZehvfRgn{`(DGRTO`0
z$_X!pB8NLrzM(S|P{`WcLneH0A~!KKeVDmqe1GHVM&83VhENxV1@46t#nYJKw?mM7
zjl8c)zv2|C((0GuRmbM5z9fTvPRnRO`5nM*nyyF7S~~`qsUPQ3otmB#LMcr?S!PCQ
zDs$#Tb(be){ZZfAo2VxzN6j*(p?u0iMw9gtOKyE4^en`<YF|4<Ix{|6fA2PoHr~(`
zLLo`lM<z|Q#QF5T0`}{cb$YUZT@x^O!|qyX2Z;=wj1C?@KR@*hMJ>0%MNeaG`$&C#
zRX%s{*G%a|Gt>(IzQNh0Y3CgmsA-Pnb3tlc*t!&6fEsi4-|o(^(8FV#yLJU~bRjdx
zdC&!BqxkjPXtwvTQ^y>Mp#So8K5y}0azqVOfDD9&w9E`}9I^HtL*tz+CwO?fO&Zb`
z57PJc6Mv*T#KKqJw~Yh)D>=)`(o3>rQW7>9Q{`1Sz&!1BDEu8ux<SD;c1^5e*3}i8
zw@)cYTHy?zzM}8^-|>LhRmf?Hj6c=a1v_^tt^F|v=6ehA@qov-XP#%T;L+b2<Z!vU
zQsyZq62l88+ox0gCEV}A*giaMQeQKs4F<3+nO6JRJLaXQV#JZ^ABh6>Edh3=A^|-#
z=D^`ILZ#`4s<SRC5x;cE+gE#Y$#LESP=XEjS5Kp2b)IEc#y)eYar^f6X57y&Ns>*!
zwI}ze&(UsHr`PH6MR#TXwD!Jawl^f{-@g~5K<K_lSa7WWLv8EMcbV~t#8}2{&8EJm
z9l4VQZpS>^xkC4+Qe?VbWi9G?NfvHgAV?zD9J*F6+QUxdHPTUW&xQcG8M0&C;xVsF
z`@IGVO$*|q2bX^hWw_I0a7Hp7nE8&~zJZviwV8KDM_-apocq)6t0<_xbhqZ;nj?Vb
zxz%;x*3yi>ilb1o%7|fNQh*#^-dAF?6qeVWN#qg$47`4qB5W3;QKvz7m=w#wbHQ-b
zJD;q*u^xZG(B*?Rg9R(A_9X;KDks9TF25YZd-qI*9(Yz+`R*mIl91Da#gh7ZIW~+;
zZ#K~-%WQO!EhyVI3t^PoIEAx_W#p4K+b8=doRAhU07_;kyDsc5<}u)91(}r+B}|Nz
z?-h5R5C1akb#7UdIX)SN8ZRwU`#;dkBW)1ZmYE}-el#yF$T=w6Ar@*s8qtN^5>^)+
zMi*h?uxj#!HB<(?nFNp9uSseo!7tH~1Nb?ne!69_c%4@4^uOAFDcMA;*h1wr@uuN*
zzY>n!#F@NBP3`%+P`Fm)+)Ii?GZCwe`;W%_b5iitptAnmCN7N(2Oh&|;!8eKIo#SB
zQLbPo?jeop#)uU#6ph>omAZ-LpR>Uvn5YO)M@N7ZeX9eZYxWYprp)7;mF5$q0^(5b
z(Hf5Q#63ST=wAk}E_4#aM5JUcP$y?Pv&g55FO`4{@$XrDn<~+_FTf}N;vMXf?3=fC
zz4FuZDeIzx7kZWqjjPGM@4%qtf2=VfRl%R~TMg)?d8jLLTe|mw81*NP^%TFH_t#-n
zx}a=&c8YMfyQZgGX!v_*eEEFldQ^#<J;t`zB8opV{0<*8Jxd6$hT)h1=B3FsW4<HX
z`M?A$4rOhrVs~c`&bk~Tu+8wBHEo9}>~2gf2I1AOm!*>NsFK^mlwSD92b$WWnyXg%
zb3{-mfmh>mtVdCgC1{LU%GzKy)pK`N?yT}z^2TUOmv(`G7co!3u0I*&<|C<OMZWK$
z7d%&y^%HT)-%}Vv{LZZCk50cXiqnL~dmWDLYG?(mSYP8>Q3wgZr7%Td#HPY5cmCgs
zNs!$T5zq<6fhXCc$zkg23;XL|p2hshrE|X*D_*J`O2rv+rMpK@4y$r~D0aVAXUr`%
ze5Bx4b^Ie!H8qfaXITp!EB~+&UTvoYkW|7*e~;x?Sm){<{sJ0qJTY;vMWx5}-w9B|
zHk(Kp5j$wia@X2unyqHPwzP>-F1-v)7>T}xTRR{P`oG_I`g?_Y)?CGlLm0zv<#*DS
zD19^X>AzEDw`Vs>T(R13HX+q-B~TuVVRgno`Qp29i*t6e8>(SiQVvKj7BGJC)e(t!
zFdFU?lZSIZUhGf;yvu{5(fg7Boqhw&XyH;qa#CNVMU%hu^m`Z&*Gt}C1M=zGP7RK+
z6dWR6B_*zj8BrSH_u7KBPj_FuN<C5k8-=@(C*|6DV53sZ=M>m&rntYAIoShIOp4)=
z5_EqNU*Ai&4&0;r94wM-`;-G-y8DIR&d6uDo7F7!?ijFy$m)wx#ZzZ?C&4!9a{!w@
zn`+kLFl@v0qyKMAY-Hyvo8B!WsYld=9s1SkXD&m>mcz)Z_c*tEX3x6mr88O(vP7v%
zQDWqXstG~V2meQp5zN!t0#zbYI4e@`&c_3a^Gq)E4E@NtD?^3p*~`q_?3#fhLvVL1
z374FDE8aR`-+xEeeTtToo7_3=uwB?a<%`LY|I7|EkM|asNAysFj#|XNTVzCq4CJh^
zVZ^(L)y-$QKI|9pKn@%UDD;wfb|ihW4up3sRaVxVbT8V*spv8b8Z6u;VnRZ!ZAKgw
zyJp7Gl+TH$uAKSylIBtxACPSMEBJ|^`q0Nai664FBPX5v$$TDx#f51r@lkrQ{0iTQ
z8z%U@H3t$M%s?ScIAo>jJ5!POp{dNVZ90riVwup87ViXhps`wWkHRQ5(ajYHmdDEv
z=zn5P6|P(&_NX|BSX}Yq%btt@`he1|?xFn%A9gRc-8%NH*dgV}K-!x^mopgD9(|_%
zbFV1>;EK;7^_#>?mgTM~VyQlF>@%lOSIb>*10ZzT>)(~F<r?hb?=_sgvG;b`l)$+~
zJq_ojg5`G{nx?1KQd}AOMQM8r9o$k>>FSKDpYzKqicl{;9z7Gh8?c2?)T$6$a>%iF
zOlL^{G12U`*W5kg!>+|^+fcrX9*qmad~bJ#I_JRUPzutW`oel4ib`$kv|KD#!A9(h
zO4)&~FpjDqT18$n&)=_N`k^X6QK%9GwCr($q>t;U)zekeeKv8nystY(Ye@@$9%SbI
zjh-6lKXpwvy|!<pBYY8o(Y@V<GKD1boSy~6aK>#Fvm2nyID`A+5gXH<-1H0LSF5~>
zkuAvR`(@N_F0MILpK&&Wc<-L*j^KZ1NT!bR!`T-Wdi=hbX-2RAH}#%3%{M$w4Ga%k
z>3M3`5YDnlu?+QREvkh}ty|ky%W)Q#!T!G_^jTlsxYhlSng<?QpSpjU(GuG6rn&Y{
zDQELt)M0!foGwputepm2C7Oy4vCRKqioJn5e3oNX)=*wtHqok(?2Wk607!{7{Q~Z!
zvXN8qWc}>fU0C52QbDcvX<Nvw3(_I)f?l+atjwIe?i(8i^s#?yR}49P%MvhNDd`Qj
zf#dfG?PVRppK$~-LVoUjLC9?ktFd58yuQhtMB!XB*t@^CMi$z>!F%cP&*1XHeTf45
z7+=ous((Kc*`7@~h3nMdL#tv0dVHhs_e1RO$Nx>1xwFWxB;Pe{MLp%0|2%iR5kv)N
zpyBU}4HUaG62x%&pW^I`WJd~B0|n}lE2T>jn=5}p?-R4>R`AH)KSdrFMnXDT>)J|j
z&9B~0HTNFBB+fh0>8DgN>!<tMfFjwqlew5BYRrg=$bQS=h24)*!bxiuYEym$Z57}C
zQLEsdUIXZW{5g%Z;d}fYEreG{d!Z-idJtKO?=~s-g6#)Xp-o+_4$ADYVF=S2=%znU
zDpP!x7Eh|v)pcd}LC3`m&X>lMZ+jSxJ?A<!V8&0V3#z%w&ol5~UAlriVVF+IJ;~>l
z8g(8m@`z9FnI~t1KBp#vdg%_RM<3FI%jOe$UYHJxaS4qHv&#1nTYxA?n%unmd#W<B
zc~Wbz#((`i=r@C)t@4eDqfu&M^qdCkf8{!QQ6VxtPp?cwAww}y94_F~xCO77?EfOn
z7v?Uj9eJ?1kd5oYdQl}q08hwS&!>)N!xE67Gl^6BH4C4{;z$~AFq;gTI+ywvr0CbT
z2H#XpBTUZv=AN$#BC`gOO0=%gJbU+0dh{)rO=m6tA^x|P#YyV(f6t~4CHm&uITxTm
z@hSNAqz3(Ul4;Ak%i^n%CWQ@gkza$mP~E4UF@dIbMY7Kj1~cg2j?enLG|mRh(V~m(
zaFSPE>@cK~R~`>==<(L|_^$w$5celnfRQNKHB^(v@Y3w7Cpf?)uBlQ3c<uKH?GqW(
zn_$vr?O9U=iNh+>O=#xTVNJiUfHKsA^4ic8>+Vg9lFC1ki<~N*3ioaDl@hJDU;sb8
za*^<s=BL@jNGJ5ped4lAQ2L}ThWppm>SyDbT=(2YKhUk07bt0^TSPVM0vxknQTyFW
zxoIwC-r7piR0WroYHZ7Y8RmaGv<nw+4V<1Ee47`oXYxotWGWDom3srN-OLLvuYq92
z@s}gPQ3@Sfil=X6XDbpUX&HicLACl!D79lO!Kjeu*-8tOrmY5%oTNiflO6GVt7rGc
zL*iWg{LQwbGLBhVXyT5^IS0M-B0QO3XCt$EERSkm_;0XIuwvEjocs-@Ud}W;dsNti
zvaf~OSsRM1drgc}!t~WzGCrhx0D(_v@O$Un+aUWo7$-fN7ip`g=PGc1dt)Nb98iM{
zT`_gNN7gX^L<3y=IN66sf1c!vY4c+BF#MH8FV&R=E~!7jhhteBL6ZnsPc+Q(mmwA?
z-7*>vBj@#ll{6lO86{=M`DRFn^Y)wO$ut`LDv*^DDV>BZL_0wLdxm=s5<o%|3ms!+
zH)i;|Bv&{4YVj-SAQh&p4x~G@fJ#&4@X5{S%{5T%2-lRcI@#(ixsX1tOf%wOug>bP
z02StV%jvT>zRt+%&en|Hls$mVQWB*r4g~AbeVAEexA)CGCUaz_CC(7y*Ipjy^ohLY
zq~1Z@cCm;n%B!@+iE}B@;HjIZ6y#6L!^Sb2+W)GId?e8;Lut;fix?8WXVrS|+Le9}
ztOAazOq~mo*eJ-XOZG9j^&l!G*F1ml&Z-Y-R0+gEj<oK8C8*K(B7clMar>yR2%T;l
z=!p0Te5oaTG8HAUETOU1vJ#E{8XgPLN};=DZK2jgzn*iE@gy(4bcZj9Z7W<AJMOaI
zs((*YG<P{r4yi6$zOu3Tjf#8>n0{W7$Jsp8QAQ<M6g{dT28rQ8k5}(Z_h<}GTx`Vy
zObL+~^tt5{YR4gQOW*VL2TMTX*-B$UQypzJs6n6rx+}9Ur!uum=ND2(5XJ$$o3CAY
zGVI)k^Dcd-Wa?i-j*9yeW<Qkb&z3tsh~Q(b_JwvQt2b$3e^w8RSXI2f`u_TtLrLi+
zQ6G~>J1DHC%P%cv^}(qVQr20DE>)X&!P@5!5#Zaf0JOq7d&acvJ7|K7)B5HssR4cv
zPp=Z1R9fM|^3!&WwH#@SC*UsIq`BpCzcuII(Exp~AYL!J<1z2@o*8Dj>thad{V0Lt
z&ej2LtZ@*qV6H=grp)gqhqI;IjF1WI7~P#&&-8I`+5Jq-lyiT+kqL6^o6Bc+hP6kH
z=quu%AX066l%*h1n|G$CAVFuD1_^7qKQn<mQQQQ3Tk@Ahz~dZjr=nzSXgpS#YApR@
zn#yZnx_b@xRdl~4<O<ni@6X9U4v1BspwP;4+lyrx{gtPKuoNd(EqiKaco+o3tM0mC
zUarbvO>mu_J^4n53?RH4Z~X8JguqgcaUIFnNQcsuX6!o=szKA`o##A71KA~YyWcRu
zeU+N(CeqwTHmVpr->j(gGtS1KO^j|xI_}lzU*K&ws{e~3R2ACBkta;V;@N!HQhQd6
zv_kx5YAw?^YlO|7%hyQlMWJ5pMfQucOf11G;?{*A&J=^AhRjh#iNfs>y@-}@3j2#d
z-+Q%VFgHHv{(BKkq8rQAdI!0pK_F2~iZ2u~I_L#}3$#B8^Uyv+jt(W@ji?pqg2J<g
z>2k`a(Jms6sw{lqWQ_WJo_-|^MiVV9S0t+g>PEJu>6bf+jhVI!$UdE}hK>;B5oT8l
z+E~7Z=spGo2^ZSFlC$dhq7tP$Al!NNjYFi4AUkox=m{St`4=ZvnpRV6=SRsif9(wM
zkpyt=tO#JeL<Uvt_m5?VAH*Kb^(oR<eo5;{_xBSRT1~wJDTBF_q>$U_lgL%b^D`F~
zco{tT;>=F#{eGP}Cxm@CmumT2oZ{MZ_l;v`=3>CueehUV05BP<R6+BC;c&67yIvjh
zw3_VMU*^;uu=VCP$O<vDVwzShILybG$(zdd3y8@YaXiQ$A3Lz2h|4XkELW;eOg`sA
z5t30beclx38JjUfaex40B#Q#Cj`_jkJ3F$+m?(E=A?zeL0pc=Qvk@F;KUvirck${I
zp^kNun5yi7J|LZ6G>oD`UPr|pmPeu7noR^^Ni64`x`e*Hq!(avG~D_B0!8o7Q&yTo
zs;4>~x_~cOqBp`kUWL>6r1??v5NGgIS-opQGBDdD#E!;p#PUISPCs2h8G9L*eh|fe
zjO*xnJ@c`O(Tbk19n5Iq{!4(0;x_)!t*EWv0OmQS>T-^~j+dy#U*rG|9ilzv*h9jv
zpCrng+&rNu{7+$LwcGWP5%n@nms8|4_fV@E-6Q0KGA-vEF}7<5vX-+hO_oTiO4}>6
zMFoT20%#X&!#Wv^m(VJ>gI7~dt?kLR4+|Sk^Brda-<Qoma2@$e6t`rMHVZT2dK@Tc
z;E{2CMVue#+}-|d(0|u>y19o!J$`0Ywo&JoQc+i>WCc$fjFDDdY2<_I>Vk=k$a6Ai
zH=&K@H%845zO8b7O9eHp4QsXWl)_i|krc%>%S%Yve@-SxU&=Dq)&oP`XEq>W1@G+!
zwB-j6&l$9s2wW0<p}mfVQtX#v&pe<gq2;>DQ?g#7BUxj*EoE3fi?zw|t5PZJv7n8N
zms$ISP$Y&?I2sNwwEj`3;U+4e)chZrp`++o>Z5uMk4wcA?ioG_k)6pOSLDEy&SJ)9
zdQMU=oC$BbH`h6CEO!!p62mTLYG%^=8nJd?V#}bo7&-M_g<_{SvDTL4HI$->N*V|6
z_!Igg()GC$rKFhLJh{*yCgctJx&w)02}J0BW@fUBKWfC-LnGZjI;_&<V_;eN{-YOc
zAt(9{+#Hk-3TTt*_Ou@au@bNnK+fFaHZTejAHKzzI$aH=Y5&oQ30vjLzPJ1x>>zAG
zU6=a&4Iy|l4b-}e8u%O)?jDBS>?Sf?&w1yq+`v563c6)%mw)L*P}amP;7SRd4A@<o
zFS`hT_C%<x?R&@02JL63W~od4b7Zyqt6h}Pb=K+?C?-$w;;UiOeqi$OGNyHzp{8B3
zVwC=+{M|PQ`PDgc^f}i1sp@L}awug3?Pz5-y$_?h$M8%wM`v}Wgf?J;JIVc-+S)x(
zFH|6Kf9jp-SK}?~7F#TVG?78hF=aI9U$l<Bp0C;b=K7bRntM_Eopp!f?z5w^^|gYu
zZ9Ct^^UG?8%u05&>PJ#no}=>Zf5G~m<p&JmDJ6I;aMj2T`u^woTg)2LI6e}WigpYk
z@o&JYS-{>}e~)?ilKz51o_>X_&uprClM706CXl>wn(qiPrKnW3MuveUi1vWAc@iE(
zMmr;1;jRM2BTAEdINSNmHL&VyoeWUX5<j^710kvJlafd;6PdhB&E9&=cGZ%Djuj?$
zWTj`91*{MIL`Ev2wne`Uv!GC=F5vs>t8kwHU;5fMNNa-c^^~eJfimo<NR@r(_((6b
zs-CKQM8>s@U%_u6oP~494_uk&6^$R4$yVj6vy8D0DEmU#@C!&2#^BFL*1_#FOi!d=
zk2m4YIOo#mYkZKfL`?Z-CV!cg3t&X|1o+sj@W#aIRWa<U`UL-#2`|=gJ;~xDL$_JS
z@<J9?z0JBeJ|n(~X1g9DO}8)K=mcIsTPqj^d{&Ki7+&KdA9v5eE9!lwkI!u+OWD*0
zq%NFktx7o+sy02_!@9K*%CSiUucuJw8Fo#w%OT>32|f$(_qQW=s>i73XU-YEi6g)4
z#{HUW2^0T4-Cj<|z$CP3?X}2Oy`KvFq=MadX0^|7{paNF@Y|aPb{^5J@8s8dOcw8A
z^jY*#kMj11@Z$G)t#;MXYIz?^*<b$s63oC=LYIfT#X5~5H=|;V4yFJE{*LUyeP2@K
z%A>JzgU`Pdq;j6SoHOBJxm0rM%A1N(2JAK5VKb_^(uLV?x)W-++(XcM|Ke<(7%ta7
zeZ&*@SgFMW6@rh@1(Z9RiSk3!A;A%}GX^-?Of7vdWEB~r9+L(TmDC#w0M-3H$Dfg^
zT{<>E5-o!>7CVa~IeU=I$;#e(+VsmMjy}RDRHKC6Dl`3l<E)>$4fGK6*SYl^JacA{
z3uulzmS*=N{@+O8IsyNJpxg)+#xDuNad1S5wh|#*falhYS>^?Euue9VC2^aa>aN_V
zSs&5awobYC?VZa_B;E!C!Tp^a!|?{my6th<=?EwqU=dIXeZ)#L#~%sDgE}=VrI{kx
zGb<%-sloTMo3=MP*nqAKCdV3`Uq;5{W+VDxo2No#`%H?RH58}(0b!N0wpz_v3=A#p
zQ6NiCBwEQBexy=FwFHJW$g<^H%7J@`FeSm#A@)CSLxBX|<ArPjZmhM$i!W0pi!M1@
z5j4H=b!~6cUu&TA%@3ZR34)TGMR%6xv_7)Sgs*4-X)@k$nDZE<7aq^e$vz8L+;|aR
zfw(r-_Z-clr@H!y&>5yNw00L(L?;bvWU2Qzg-%}Dfgq0adUbrzYPlFyxT907SZMZa
zCup=qV10P+zrNU5hc7`aicWm8UT%DM#mq>Pi(~!8S8x8;GjLZMwXgp|7$r9+kH-K>
zcLc0JR93IyScCq0J<U4+de^Z*BWojgqoXL4;PFd~pXg9G9f*mOFsH7YCPgxFL%@A%
z^L<kxDC1R&%!pIDUh2uAc7WekgSHlA@Rg4o>Sl~He}F<qz|)&a0T<zHcltBfyl%mf
z<0@!8N4H$(2+;>v8E6y}Wj&m<TOxQ6h}(h^1~i?(bNVv<XBSNJ^!fb3ND){yA)T8~
zuTL^8vAaPnhRq(mf=F^kgO?P$gUmEu1E_sq1<8nRuE++s&-H~cOK_&0HK~z5isNv#
z?v03>tPQ59DMTw9;VdA!^{kMz5>C3lssk8t@JE}k2N+YnL!M}KDj3R8Uf68{7@n|Z
zAT|g5e2TYf$Zf-dg`Y@Q@nN=WU}v`DXu9kN!EJuuQM#l?#5OhvtsTQR|CP4z>sXN;
zY%mWU!99Po%0}x360;c&W*}tK>%Y1%_N*Ym*qMqCO82yPD|ZSknfzj_UAqN9M?pM*
zL_Q~r7wbG>J;RGu`sStEMWpbz#PWIC7s}o!JX_8&zOAP2m^hj@z|JC6{Z#zw`O>T;
zN-6GmYYErG3?YLBHmof8lDiR#0<WYI{0|I*!<&MJhN|m#|Esf^7+VG)MR6ysdj08@
zwZsz!LfpEEucPueOQVHRqhH<3Rh$*3=}-}w-34Kp^_YEsJ{}=`&Y|+{>rnexV9L4r
z-B!>}2dq0owmE4GqitNgw&p*-B8nLL7W1)^#o8@b{JBf-J{*VHXhYFZhc22FP@)t*
z8e)u&z!@rIA_0Htama=2F&=I0%F!V_)Fbv7|1tnf=etiZ9oTTPMQp5pff1@)RzcjR
zb||TY3VwpgKgzWMn^vRAvf*(&QVnQf+~Xopn!JIR09egJX!xjWUx`FB)L({)UNBYu
zNo`r{y{36T^}Xw`v-L&4)%>bMhRkQteaumpogQhmh{T8*6)S8bqAK{)<G<G-MG<UV
z`-Dba2j4Uitr2)HHkCtU-p4yxZ!Vxz{}~AwAf}aqMJ}}0+?wHsxB2X;@j;35`(8;9
zgSAF(6Iy=4Dyl3w_b+ceOB=PHYqO_PEoHh#ndwPhzeZ#TZEC`-Tm~EWpEEByO*Yz@
ztf7UDIU?hYc6z#z`?EXGz+h!}rQ7`?5bEURP=t_L+$fYN<n8ZRu~;|!8{kW9CBsz6
zgWwe5e~KYz6BY-ht=VV1^86iBxal)mD7mKBtn2m+u{{$tISK0`wzE?tmR~%yqG(iz
z^4}<?=p>K5YrN4a^WzpAylmeC!`d`(m(o{WuFe2oQ`NtB@evz9IcCHk*C=$-#m=DA
zuE{E0wXD$v<Q;zOmMD*A!dGiOXTd-&o@`n->md_2a{=2jIONG<AR(c~lft^W1Y`iL
z`UK|tTVj?B1uC15LVD3v#mk*uP&L%{Z}kpTdTZgbm?`JPw8~*Ws6NV1gX{oXqH&8f
z(UR@y-n=kb+UO*nMk8g~A*jf%T(ySVEW_sC)TbvOPwKzYe3QluT-yYPc!J3X2N6rW
z;sl16X=n^(T?{Q*i0x*YD9;N38vwx9x3?qk02#blj)FPA46Ig_8mDXcNy#O#9yCGb
zJIKzxxc&GU9JoELUl>I?!`lvTl*jv=GATbpyxvL7h-H)AFV<nLu0-S;1Z_R(RdMBE
zwTJQIYs>Ld#2y7rG#!$&_zw0-e}pmi@>HbF=Uord`;!1v=pb0z7cOx^=*Odf3CKqG
zCb>kf%q`K@`%Zi%R#4E$b%klPtv>pYxCb>*`xlUN)8k4IP53U#BKLT2-j=iCi__P_
zs%%=*6ziJAFr!A}cV8naAa?scFTTrjtlGT$U3wH<c2ZxC;{kA&o)Ao=LrE2AJ`wC3
zVHC<*3`%zRUTUxLX>@OisDMf6HKDEJ-%OQtpQ-`B7@Ndx6X0GZBf99sVWI2~FHh+-
z_IAEt4MnCvsSyD2@NcNyfAQ|lkCEYN`sGxLhsYjX%==!VNvJJ}9TJV++|mepQV3a_
z!u{lS;Re+dqcG7BYr+d0o_tH(vdqnF5L1!Mx(!I=T@0UGU(J53cH;7yPP&9A@67<X
zPX)Qx)>G>`s{p<uxtZV0YR_06qa^y_NgrrErD%A_S|drqgd~+nZQM-GL<iW^=VKLE
zr}i3hYX<H&l@1B7TQ-S*(2Vbmyh0seJ=(XageXS+Ywv(jA;0CU&YR>Tj_5^GQkl5%
zCO+K64f+PHNGsZFlIPp_AO^0oVwXecIDEcgeQ}=JX<%jDiBm?8gPoQC06q9?wIX}d
z5gYgqIE2W4XKin`pgS8+n?)0CIX14Yy^Hb?sW%`LU{o^#Av}Ae{k`(P@+n1PEo4W_
zZ`Ls@&69u>ueyUIt?k0nqC6oV^nnkYxLLp7q;bB+uyHK)4CATO^<Mh>y?*HEukQ(M
z`#NR_;WVE`9m(RtuwZx}L8|{j>?EMyD@W7dja&t~Z5}i^&7)tn+M*dnNGyVuFjl6H
zU)1x!@yq~N@xJ$pcT``WVF)~}ksapE2lQ5PO1frNCUfI?^*8l`Xgq6>(p3vMLI*~s
zBVKyDkaDkhNIt&4@O_#*%wotSI0v3>;<^)!au+%MujHoRChjxlc-CifTC71;**7C>
ziK|G)V^R}ZR7~Ti=?U#U%4(q_L1oUpI6xPPY*yxZAA9nnA8|CWUxMMxJLPwm%ix>q
zi#My6VM?xCktd!v37dwY*`z3|(E^+DK~8%n>z>VOK~{3?T_oEE^*k4;zJ<*nZ2V@i
zKB=ytkB$F^h;8~F{)R=kp~Rh9TY&XKT>aR?`AT#w!6QTu<FKUoF@wJAG93L;lvr^B
z#VcystU~#>s(te#DMePUOqj>rmfZ(jDErMb<KmZl2_{+!Pad(L*aIoM$R(b`Jo@SP
zY=DHDNqrDOy7D$R=9uCL@qq-0fXQ>tDe!YOfCyY0aT{hHrR>KbkD<D9EK2QMJ=E!x
zNZu*D#hh&<Jvu<e(!v)Lm_IprT=eA-W9Q*M)#JJ0W7>pgY5AXTOVW_eobD<zl5u7w
zha(?dfJywZ$RH)J0K_TkD1G;hO-O40uZx~jY60K3b=TX2$nS$?dz?IgBO<@O>YTXY
z0Wpoo%hSr~BVaioJg#ki(Va<eNi!Uz5M6$Uacp{h)hc|M71b`f$+#>R^On?M-=3;K
z@JNd%{QmjnrkwY@n^q}}zHsR&y9lj0KQ`Fw^W_QvJ~m_}9m}$9hq=+!HLzze?LRtm
z>31@7-&*`sgIyE2Hwj&}@t4jWSm+P0vk(pEjbPCfb8jeojzV?jZQUSnH>=(>%N9?b
z&|dgn?n4+O{v!+Z^em2<HEKkz$O^lsL2!Lr#QXA1_?30LLxQB4J@ZdSI2xTh4K-<#
zNRFDUs^iBL0_@rnQ>YdkKtQg}7}@@zas-sULM<*EPx}k4Apuo{6ZeRgtv!iUV!%3o
z!RB$<S9C@{1q<CXH2Srk>rz}qE(+WWN}wYng_#LSW8hRR@Gf8pDslMqxIW>>fyQ{K
ziy45jIYJ8oD{t`fytw-nARC6IjO>d-V_$Mx`)0sYDHe5gZyg1a6NJ2JNQO}Mr&Eiq
zYrcs~!VzuyUXmXgT;;rhC;kR_)(W4enG8;Dh0VzXiB1cx2RN?uaEIIN5IDC=syuk&
zas_z|iM3KAgVrIaI|#GvJeUKBTcZG;eA?&yi9gLlqg3v*Zk{=bQd-3>Nk?tuIQS1A
zU}WT|c?%nw-LRW*sEvCQ2Fk7CDjS55&H2a)!y%2)5eGQT$-d8<dA%2hW@Vqv!81l}
zPZcp*#=$c@8$y4IzL&8(*#Rc=Q5)ET-Fg|%m8S8tvTwmjOt|g~f4eaaWUnjG?nKC&
zLF(Z~KTK9UWP}Y=6uX+!TVDc$)qC#+%XL)s{P`<DKo=V4L<It^E%5?-A>Wef2twUE
z5ae<O(d>B|T1QnM>~&AM$CZz-^1jVoCMj#so+8(erWIsaAhJ}_aY>OYYAg?Ff+C1Q
ztN>S5d5^=@$wZuK{^-atUOfHyeezRCw#)Q8>1mZ}mw{%ZQzpaau0k-o^IyQ{4_wza
zaIW7fVc@oL<X;+x|MIA^PpvD^5M?s`No7mKAbx2_L$%<N_-*H&{3qi<gnm1}g*Ctb
z_@T2R7dL?()b-dmErat*uN22#`vUiE**`pROut&clNisz=e59bATkctU+2cBS)q`U
ztK|~6zNc@zhOxGCg)ZfUsyJR4uCT1Cx{KoIqeF!pL!#)YR|jE5LvZpslJ~XiFa#1R
zt46Cfd$h!);7ti2U`VZ_1a?K7G<)+A(;G!S|7D!)^H<Pe?m7sq2v(<qA#j&jQxLKw
zs_6s24B6#jnAhsXy&DjkCgiwb{~{MG84b7jmO>eT(6CA(mpIgpyhdD>Sex9wzy;kr
z#<wdIEme(|6nZ)h)SEBuZrHEav~g;)3Jta&VeROC{(^(02dfk}8S3Y!korG*GEL*^
zHQ-?Ex%X_qS@#_>2WfVd@0Z|H^G>-R;+r{H3ob)-|Fi6Q5HE6o9kmonS_a@Sz6E6=
z+VQ{d#TycbP7b!qfqBly^YoM4-^KAeUIyt728W?(tLlzno+7rQ;G+%fLJ30}8@=Eh
zUV!Yh8}#v3FNcXeV-ILeR16L(x9NHE6tta?BrviaTjMKYtVImIgcCEC%SeF}Y%9Xv
z$MBsY;JJ7(&%O_EDmQ{tVJ9}auUr3+gu4n&Jwjh{^;2j}JU$EGe%6BL^7rk=h=bmM
zHQv}L<evrt@Vgh@cL^G9piA2YnIEhH@P=IIhOlx{N9KNgaAFqg2>3#=Tru<@!Cyb`
zLnx4-V>@)}wfx;*YW|*dHs5Rf%XL2V*1WrP2T5Ipl2}IwU~pR)s_e%27zvBlolI_G
zHIqLk@B5nV)d5C*2#|?9E`<6E*Sj#uwYDR85sYmq05U#9(t0$0M}jgVm^7akE4thV
zr#!*9rQtpsC&QYTZoYL5MJ_n$)RnI8A0_UYNFNoLpPc%U$T90O!1xMs801<|*P5a*
z!*xN60*t6qM<6UE4hF-S`~J?4OJ5L5rzbO93A<A-r!9bFZU9XFKyEILSa2rzKb0WJ
zmhMsi0Q>(ExmEgDPo?M0Xm0K5wrAom#TuVj3fmDc_RImGI@DgS(XWZ*&F6PXE<#v*
zBLgwM%fk3HLCo3Of|`drT3>^_4Ach~#2+1ElI(coQb5H^FQca#Xw~eBiVJh6uD-po
z&mU8p`8fkQ=;s(SotNk!*<MxXM~Y?iy9AY{5*C`AO01?uP#SGo{{2qktpeIDWHRdi
ziv)8@2Jh7E0N()MMc_Rb&h!(!@bNHp_5K;SM=jAmV(}(Ma~&?tYZ-y~lgJ(M(O_JB
zmcv_QIvrMJ7BTz<XSnzJ5NuR2wDW&ca2bWRo#N#~<CHv6QA>hq*u95O-H6caKLBCq
zuS;C=#Sfd$05+%5e}209a3g*HhdB9P5lGC2dQ)kM8M9(6C5c(19}k`K?@`v)+CXe1
zI&PZ!X))kl(73)8Vyk@!-*vt^<98<I6e%H-L)=8?O*MS24c`c5z-cT737BR?L29DW
z><K?1x*U);@u<G|m_f=;56kI|THKK7h7!x|WM&LzZ)c^F=_}>+Ll6W!Ti4}pj8->$
zB?$T4#Yz}mI~L*gy~f|!i#ABnVmu_f;lI?+lMBJHD{ZUv_F-1D94_fC=f|hvT!2XJ
zf%w#XpQy#_^y_V}27lj<oOTY2*l#A?yLIZqpaI;wcwHtVms*ar?@V(U20-GnYH|ST
z>BO|J&Ktl`Rfg;_WCqq|o#?(zXsl|GT>(8V<g8ewCV`$Fg7ywz2-V)U=JR*07<<qd
zt_0-$X~ZB&2wMOJF!@4mR=bl>bG)rYXo2pFGl;g~qigC$^vIwTzM`IY9ePeXgFfvN
zumTMu-osN|jYq3@A>nc~qgYK^<i!%SAiP5&L)eQ8gKt~-5=>7i4Ks!MW_X5CUg7R4
z+y9U~Fmsfy@mtL>s8PcK(NSAZ0%-d%O;F|?_5DX^WwBBiUP)k9?A31xKLs=0vy~q_
zR}$yBH8)IrzLeb>czs-orIoF2`&aZZEF;&w>Juk%iKgjFbV=LieHN{tll&R<xAbF2
ztszM_rSVs;mqpfBaecPCrRlPxtHqW|WRmvR0DuLVlwwpv3DQuv=E<c2kTHatrx*=%
z>M!WxsB%!$BMpO<<r#3e_+kBf-&vy!n>6$oT^|1sTd~$-?|ciLoh}{e%2Crdzdj$M
z{|_TIPQ$IK=1I?UL!`o!IK<X2)=k994b>VHZ+(R0s2E|hGAn?GsD}4}a@XvSLJ~^9
zYNAvayA_Hk&ruOavFim@Ck5}ohS3M)oiyjg#F=afTu_FcGL@k>p?kv)a8H7~hH&9V
zhENz(T8K9Nrk#=YoYKYXvM!$`#u$45zZ)>laU{ed<M-PsRHE;BBFz*~<#Yeo@wAcI
zp~|;94<v1Bt6$zT3gc$^@C09AjP==<X_rNNkoqc$Yv!#{p}Dw0`##*p77`Dw(D&P3
zX&GL^b88mo?OzN6^6q36?9B;ZISbud;da*R2vync#BZ@hAM!7s=kl*oMn3NH+ux^Z
z`!<c%<D<0pa0zzYJ!^Um3%~N{52QH*l^xBr1`F+Pqw>5hDL_8(uNU|0wXbK}D?%dN
zvXTWdhsVy`^>}fzH<7V$vKAqGo<F`??du+1-t`Z5Mppm%(iW?Cx@P+V!AnlK-U-`r
z)la~DrGUx@07?$K<gz&LAdh%FE~;V1Paz%L#uARM@aV|eZ^_(nO`&QPgbFe#DIsY{
zX(@KZxk%)lL=fw9<0qoTK0mlzO0YI&MUBqs+Ycwe?S&~|C!OM^UGjVrt|$NuQ~OJq
zxD<vTCgo*F;faG{<KE$t0<l$uk0k4;d7cG~_8##bZpr&jAO$8!c;nD13-%SYI^^4Q
zb+4yyvOy{*>;eft0NS-~&j9Fr2lrXE0x>dA$zty2(Ez=~idhNjfPgLU!UjITMF~JS
z?A)<wJSA@5qI|)eO3f0SM@bv6rbKtD4}|zWgS($un~}63;h|%Zj{2vw4xdIj7|hD5
zp#osBLJBtU{M%>Yv1~`fK@Lu0Fa*Y4p`$JPY%Gs8E<yc5fXpWa_i;4?j$H)&8{1~$
z%FtWT9WYb}YNmc^(6SJFgA4c$$)s5%=MX~SuQ&aPZ^?sA%L35p;105^wb%2s1&x(1
z16Z;ei$Hn=T+xWfqy8SWG$mbSR@xB#Q~;;<dD{;mrU^T0z3rIBVQ5^cg0!=h5x1}E
zeM(R9JS1cmYcEy;D_YsF2NSH+jjzug@6e+frHLo0@NCOu7~B`(Ws`ZLDVu?ymP+_q
zrwAh>2IV2tFp4zEqZ$nOetL=X$B=_4iU))?u-v43$!Tn|GdpAnzhoClXlfb{um|FD
zNIqxkLn;Wr2AuDn8d^Z$`F}l3cw`{ZTB%=B#aw2o#dke7h8ZNQ>^@3RtL1u%a2<>=
zLKC9ef2*dFU4|^Q!G|#92g_Pkaz8wVhN%BNV_1`AU<bl#Eq|}R>lsfpjoAU)&9XzB
zG3+6xNO_?d@6FcapC>Ve|J4_orHUJ-D>0Uz4suLG0MdV08UWS;X$tIq!{Uf}p%`)e
zbxEdJB1`-#pr&H)g>R9{Jbx|gGqsnuHmB1Fqpw)ikZ<+dOV*7pWS<@AguVrjF5>s{
zJ9l=r)_vA}g|_c%3@i2UO~VU*58Sx$m0Vjh@$Q{9gvc2)hu}b@thA`o=Ell|k=8He
z023p1;_sKIuc_FL8-i3rcxa6gXnk_xVbw!b2azYD@3Q42VckoN*PZQ~9noY7q};%J
zM8@kT?kQ~Zqs`;XT?y?8!|^^=y87R9*0yQiTuO*7Cu^8+DzY#rRzaOng3#am3A?d|
z`&pC}l;8wHCaf@LL<vWdvyK1|Yi>Z==TS-(QqBMhyK-RXeh-9U;}Q@X4q#uXEIgTy
zdrkY3=gI=qS*fspA{?8!Fd1Kk0ycu76<A(x!TEe1*b#iI5$7!`QlxF3sTP@k%ca^-
z<rv>KJkH0wm~5l+*S4&@`xdPZe2~Mn{a<%q9!_Q3y}i>&11V3VQV)rW=0T=Lp-c&h
zh?Ei{n?gu>qEVaDKpK=GLny;GRvM&;$UHU}HXF$l@;leA-s*k6-yh!}-#_1d9Pjbg
z6MMMt>$=vt&ULPH>4a(oIWXnlfQ|1iXj@*ZsVdrZy`y^YTQO7VBE(T;P^Pv(zAEFf
zC3~h@Xx7HzE#DwA<hH(3ynx9M>>G!e>vZ?dLT|Z<9!{}XPRMdpoAN$6d1w(n66n7O
z{0N;hajCMckLJ!4#AIUUYY;G~8+uO^dA~*tvr~?{tY3#xIK0MoMf;h?>`XIyyu*Vf
zc+qzyLSBGtgZ|ePOdB=lnY=`VX`Gf86S?m`=vI6|w_B6ZuepJx@vcZWXP}~2_i61C
zDD_%i<GXsR^Pr#u&%fTQ6{+xioT6PYhD>JM5D<|z00eGEJ<Ngs7<z>|zAxD?l-`=I
zl;}lG;H5$+|8<zGCaGRG74X#((LK5mFN+seX>yIJ({9`rX|PCtk!Y1Ox}}UJZD2-d
zC2l=yZ8`lmP=$=?iW$!qZ#*-(mL-7Jw7PWtTWiE>Z2`e;0=J6vHZn$w&6xXW`=gYm
z4<T72B#zTuho{bvnEQ<vvT?R;l=}dGmUzD50{4&K-n3yS5W6)#k$vUIrGxj@%H7<#
zM8b1cD$d**)+?yaK6J$jOx~Ak{B+gqEio~|N*9NHg-L#r^$Re!0~iZy)2A!GuG`to
zZDv>)2W6@QptZPtJ8Y6ARPCFHY)#vW#=Tof7a6lZqPfS(_#{?S(<x!eP;<{q0Sk7#
zOO!puod5$;ZnVgkH%Cs5tHo`&V5jG~rvrb`FvA{=)(MJO4P8UA!ivLfrp3F|FGlEg
z8V2Q2+ZOsFZcFm(N6aaK37qad{{1^928Lv<7ps7dqNZwxfSZ=SI&(z+Fim?kfk4Hh
z?6H#<W^TI+tOBH66^P*UF2Q=ow3P=<+3$WPPu!|$7wjN*BI<kehj$zi!MmHU)OnU*
zzQ=*1U%%MBU!lfbjkCT^4z*MJ6VHJ*{wlKG;82Nz-Ezm~67kltndeUdT??xhtP|Bb
zcCf(C5u-(HxZ15xPz$SOUegWDpo}NVZ`QgI@Gp6I&FNU;gP6DLVnphnw;@9dHmdXb
zlyZC@cL4dZlh2$BXkL@yRHdb;oAOu5yv{=tR3#az&UrSP;ZYr~T!d-gpPp$@!H!PU
z`KaATTfU(Vjp)7OX2@GYB5{GkYEn`AjDxq;s9hYrGt;---Z)lYS1qS7x%BkPMYtb4
z^6#6(mL|(LCPNJygC;AAQjd(E=v7_4xNZBvt+Zc2?`B>CFB=lN_Q)snkY+^iD!2Y5
z$?{=Y@j7?Zk|XNX!qm=FfdG|j)Z^SbT+4+r03s|%>Od}oaeMP@ev%`qp6^;yS`{bV
zS1~)CQ5a(~=s&czDBRy`1f#7AT1hUuMS2LJBlG-Svr`0?_`izxZ+Hfuh=MdO`7|{q
zWL=|n6*N@W2vj*jXROeTPK+{u&w9m?Uk|K5&Ca9~r3<$rdF?EiDkfkr?2y+ERcaY3
z(J^<{6lK?fScB&cIMyYn9M_8x5uIsr<fF)n>ot4Ty81vGSi_mG3kW@F<$@r|2TGWZ
zvwo8VBO+`P?$_g!<3MKDoLRGM4J{|-xe?;7><yL^Ll|PIy6vuL%9lB&S$Vu54jxh|
zXx}w9g_iL4VJZ1IM3)`#PvKnlL!Gm`0>SD%dm&nSLZjteaAr2cnz*aQ>V}y7@J4A5
z!?hCq#9LDKvKr^##KejDO@<TCjN8Z%+Rm2IK4~m52%=?g^up8Uo=VR~Uz2SLu(NQ?
zE`}00l2t1Bv5n_wMi!<OpniTU!Mc63&wNz+?M{gC@pX@Nj<R7l&M6*}A5)pi2npGp
zff!o?l&}Y7^LV6-h6v7)Fp;!LomDkm(X|9Uf71f`Lpdu%_SGxG_(QCp7h6J?HQvp2
zj(F!^mgN-?HfI#w5r$9-`6H0EpE2mY<>t@E<Xl@}`=ZmawW@_r;$b?U^h3qe{5T8s
zYe-;7k{>${o~a}X@!{-#bvb{VRSf7jS(AV8K#Q6DG;>;q{GXao{Iy1C(yq|)DsLR|
za*~vecyl=)W96#XYtBts@~q0O&w9th{oBmyFT?#O$-_QVGj7l8{YXe3kSOIyIs^pK
z=7prIztGYEFv&3swfa!V?)j-^4=DMJYQklc@V}D;?u1!-vAz}7YF2WFc8_gpxWid5
zVR3HS3YoHNqZ#8v`Anp5g+7PNawBUX1lc|JGUPuVZP^o_4I<X|1WLyXPF?y!FVf(G
zxX_%-b1HS2Z`H5vo~s`n7@EP`NN_7t@o_n?&~;fol8vU+W&#z1{q;(ENe6c&x`F{E
zf%r6F`OyMR70FAo-DYep>O{Mu_=r~NO-uk#J+{L>O5W6m71}fVuR(XxdqGZ>Tr0z6
ziZ9<~GZ%6jl*GB1zl-LX*Vh%wsdx+<QT|n}>sTVQrQE;ucR?hc^1Q#dqXpc{1B?pG
zlo;}P=a};-<Fei1<NM*1;;?j0!I;q*&!&m6x9vLh!T-Zm!}iL9Z&%#_AeCuc_;9xp
z*v!-OJ{9}`q!kL+XAVDg3&u5qfC~Hp!@|8XYC6mi8IAI%GTJ`^21idmCLBU0CGC`)
z`S80rTaHnEuZ9%vP>=>w@y%`cyuu+9E2$cyP0D_R2bRX(UGoja)#PJWH(yE3@CWxx
zOO26vWiQ~hBQ`?Hu*GLv8^&)wwnjjPn}7RcCpvrfmrs$!(R@L?aUTSpGNn4Aa{k`o
z&!ZBn_QT<DNd_COw=@q6u{A0FW?0gdOH$rj%x^G+1pOOG+Le-fS59``u{DDuhNVl^
z3g$atqJ7eH=t-NwD%L+8<wyQLd0hZB#w)I8c1uq1c^u=N3hJ{AkkS_H$_v$EEbz3>
z*6M0z%@-?l8T(Ma!Wt-0bKSPWh0(qXKp}b>2Q9~YfL%3N9XAE$hfizp9{+bFAnGR-
zwDUR)?nGtP5w>sQb9%HPRYUvQcN~(x{%V9gbSa5GMI~uySmfQ1a4qFHzIgny1<V*W
zkIB_3>V$kM#a+bT4rRzP$U#hzT<jV-bcS}@TLdOs44L&9J)-C`OWGp`CgPSz2JYh|
zD8p30$5ui^<hmNix537MUEBaxM%`7z-2GVbi}M(ZWr_-LEHz7$#woy88ZITF3wEZK
z3~wW%fvYf@(as7~0vTcjrSC&DVxx}QEcXT85rs_oqRu#WMmi2EJn2mP4=-vx8^_PU
zEe}rl3y1YyR_l0Cuuh36xy?DkrINxRXjG-AU!9{U@FrBpxGWQG1;lVJU_LzeZky+6
z6LR!`mNnp$9GGv%4eJ;^!R(ry$aEkavatefK5d2e$z}%L+TaVS6|UFXCe0PF2R&v0
z*Kngrh6=cSHEHp}p6U-k$c3yuzFbh@i!Vk8EH&%f<fk6tOJ!I;jfKdsvm|D}yQiPG
zZ5BNZMpgg{^6d3zm3;&GY6`bEBlIK!0+j<FvLb^eHD^H6p_+B7jG?^L82%~Tq|jmG
zwCg&cWhEPCAI{wTE#`IrJWF8L`6Z0g){Pe^=XHH3wWfANg8s1C4u6bW?6V9ZDI%o@
zWuPP(xCR(e-1`vwklRNgHbO6IKNTuE*5M#}8{4hBFZJ)h>^-N3YCTRANC;5@U)@48
zbr$8;g=*+Yi!B3<(4EE|ue((IaIjUN>U%95I;ZO{@p*fZsVN#T6t2OSvak81+?=p^
z4WKIbAY{eMnoJZ$$2JFTA5ae^cLY4Us=G-|@a&R(2MAx)GMjEgVkag8lq9Vxv{_th
zixAzUgVLgEy2jgs25^M!hPmfK;{nPb^{)(I4JLxy$XR}%#FWOG-Fvw?QJB%b_R-#^
z$9B&}oeXf3tkIIgO*Tc@^gfDQ*Mg<4#F%8bMSo5IwzFlV1iK;d4W<II1{hf)%<}@=
zwYP?`D1~&3VN?N<K81Sd;auxk9-Fim6=7|~J-Ka)qFZRc0m?ZBiEC7+J$gRqm(LFM
z3p;$5#`Ymu%h{86UDUo8NwsloI3^b@t1BNN_SwNLwI!k4D9&U*O_&q7(s%J$>BY(4
zz#t{H`vJOCoxMpah~>^-ES=<aL5-}&0#QC}A<!`hy3AGW5o>CuwrR+Sd$V`JdpvaF
zZe0NW6`8zM<gMg4XN!IJ2>~{>X^&Q(N3%OHTd;Co#M@wktkJ@0EcsEE!-QnXn9NfT
z?Jj{OMXJVud`mxtdPI>EUH^Wl25CNtzTHmM1pq!8vAJmWGtQ4cEt|elx_lJlf`+G_
zekj9Ovb7}k?`*lNf>#$?2*{49In?x}AGLD>+?U&FQg)I$9o&5&RBNP|cM90R0*f<r
zMnVqK{{~u6TWBHfqkNH4uYznuV9S=v3m*aa?nm-=uInzJw+HM#lk!{*g@uKiK{(j8
zJI}36LCr-E%o#8B?_mpgHKV-nm+Vd?RtSe}qGaEx%(h&(V?tVlVG-It^dG4{T6D88
zV%xm=E*JNE(h~CcVi>>Y?85`41+X&umIgB@qs%qPVRRy6>XG0-9XCQ~($aIGUJc4(
zF~YadOmum-sKiid%bXbhiP7RJOt&qs!7G^o%*SFN!g_~thS=1?3+B)}_*Bmu{}tHW
zen^hmnZJTo+t=s59zCqb2wiZ^$ma8_#;jMxqOb<IqYT<_&O^(eHFU*}dzgipi9BU5
z^3fP_8TQGWC#6^T2qIf>8E5MB_`LlQV#{$PyfvzaL%`>wwPKZjQ-tJBUx;+H55TV(
z2{E@9Y2J3qA(aMuH6N^i6+xyG4`wwIlr4ou#psQ?;bRe@bw9ADGh~o2hFc5=zKZGV
zM)xd+lJEt*zw>!9W0*fcW>N0!*f+*m>H=%uzTeGZD5oZYi8PjMhD#*AwXsSGIq5`i
zZ1RpG@(h(ahWxwxyVmjga24!9-jr6`-Ni2NqCy&EhP!Z6H%(VpwL!V>U5M(0fazt(
zqdMYg%GvHqSa0kPPRt&i@gfp^+wic<u8kD)1Z6$~SwJAE-^h90td}wrRt?$gn3za5
zwCcXP%oWvDZh{cxAh1B#TN8+(Zl_(r6Hlk{84zVl^eP}a${hZT;T!fBXKcHZt*$$P
zw`&4VDNC{n(?>E4%xWU|9!`8<2!)q#kk<QrJdp)JJ9u^s?@<z;!#&<3s6`&Eef$o?
ztNM_WTEmrXInKaD4Uilyh<r67LtLYAtR$E|;!A<Uvo*Tf9id`Saq$ycqgJMMi)75Z
zsZOnchbMDvUHypsBWCdJAcmy;Ka-f`-=wi-FzWPyR9moR9ssp$Pqe9Q{$3Y%?xo@%
zaRBT0E$Fz17N2DEU1E<k`#fXuyggoE7$1U94vGs=fR&Ku&n7*`-*Lr1(KW;CBws!k
zWu~l}2g)jvQkYi3Y0{1|TxQb3C4ZvqZnfR~8~A0x?8Q-~C>jnvqpU?4>jPNJ=pf8$
z1)p(%6sZ)e@r>WgWk}b`B64U~YV_pkn;d19Dcxfn@*??&k&}|h39XZf=!YvuY@HMr
zcJ7>DTQKDHDaA)&MlUl&_q^$`a~cZHU+!ahUJa%ZppHmXx5FB1uK4gwIv4PM4kz-d
zQN+pU%_42%*v?kuR?Tq2Tv{1ZSi1~mA9_j*k0b{@&uBRWUya$IUU?}xmA$(!N)L;;
zdPCamPUuzBkVM=c68lW_rarIkQCd2uJ;&3G53_;H#S%x584uv$I$~ZSrj(s*#uV>^
z<_82emSddWYgFxFKmPHQ>jI-Bm@&7Vt`WbethLin;IH|-Y?&4<-;R-t{AG^K206h>
z?k}t?GC3U`jgIE^-(JJ}?@Rg|yj6$gJfYD`HEyjHlm6?L%kX3{jK(T$KQNP7yZxC0
zO4XfqAaFH)9+`P=rjiXoC8}#<X`7>Zdwts8eLy4@*{l-^w2n2uOK>(^j9TU~h-7`E
z!+EJup^$_|U#&sVonW6F!H@K*a@z#?O8&KU12V6)ILMuEn8EVUX0+eHGLpHlB?$G6
z#=8@9in8yZ*5ycbE*U4cMeuIQT9n0!PRSiEm52rP)Oo7OE9kmVE4`|r$Ef>9?yCak
zy@O?Y11I{rR}lFHnJH>+7+I*GVtn$VLCEexaAi*<M4@(mDRFmy^yl!<>!->bhk6UD
zUz%^H+Rm0Ou-o)}p2!C6;tbs1?U2*nO7md|iBNOWS!8C+Vc$^tGAg*u9>(c83=rKG
zfv<4b;|Hs*i=h)vr8pL>;S#tZt9xqEFf0NFV;?yf?`ydMZOeW0AwAbUKY=ZF#tQ4!
zF;;nW59Wh*Yogq~P$4AuADo+~y6!@ZlLSy{tir+_*x<5NsD5d8*tje-OeKz-aac@s
z@eNkj4{x^z;O_%X?HS{5n`No3pP}TIO4|SE9qdzE5P-_LY27=?hM2<|hZ~IYW*5yw
zv|5tiY1mfG)|<9?_a=Yf6h@}|_apk2v?H156{RopFuu8VxPFw>#BHG8d6&?%T*bZv
z91O`r^+dLa38sYHxD&98SKlfh!SEi(?7pVpk^qOdS4df3=6Hl@f8Kmu{s_@(@c2Ws
zX*c&FjNUdPXesl!9rQG*e}j{Xsto2DoD*Gn&_i@s&%)(R4!z6tn#jbLFdS6#AK43F
zC?=o|o75+w6SkSEie5n{ymd7fVb{a*M}8GiG+f`(ev<GSk>wk5zEof?M#;VJpIrIO
zT$mgolX%5!QwJPj9ze>*t#zW)1>|)Z2KKI%2^}rwari!}^RT+*G-FIO<=ZrDW=6}F
zwSg}|d2<Bbq8z+*^n|c`uK-B?W?Q?3CRd_xT?!piBzX$cUhYRa6-lKR6Xq(anbDzq
zALZBeE`G<tbUcI4ZBVlT@3hixyvKR-+ZrdT&F|oJ+rQ$U&sehCaS*So()ULf8Et3G
z6h4C{N95w$?poU7%dA`yCX5r7E{`ReKe*v88ZYB<gxNn@OC<vzEG43uAZTwXdUqn>
zX_0^@wY0dy%6A5182K8hyY6H=gulknj-Y9jYs}8vULCVN{-2<cd62L?1xjaql0z$)
zP}MmLOv*AhGfh|IkWd%PzlzBvD>Rl>7@#!7qeyK&StuK67jTg97&~Q<XAl*#6=kI_
z^JThwpH*uFzYvS&>64qgCMZ-x(n14l6x@&EE7XlevnWH%cxmiypQYQJdCVq2_9rb~
zZ$b;w&qSKkML9ulM|~pgU#3kdViboj47CJQEFMtt?5wRKcD~FIoyz?%#<WKNj?<6>
z)G`U61osgE#&~tpH>r6zt^;qaQ#Gs}T6;Gn9?OG0j)pXAuu8}Xc^Z@<>IwVM*s@yb
z%mb52#38#c6O61AY-$R%nj<lI4$OBnyGfd;)gAiAuQB3$gVWgIS;x^Gog$vW(=*66
zx`vI@BM3z*XJ#B<jS^s{ch{W23mOmS&Bj+QsE-`Baqkd@vK)~_XlU4Ho7VYPALtgk
zRz7J)+Y}i!@aYv5$tsHmk#>JlX3z@TogMdZFlICF_kx-<iZh4Fe>2$D1jVCYlRh@t
zmn7Pn5Co%Tm|tatd;1L7p#_X0<T44#>*JB$r?@*cm(&W|e2EdZ@(<kTl-w4sb<-2O
zE|WTWasb%DGQEP2n>oV6A>&uNqh?*+89-SLyiY}*MKR3IbNMMv?%t_yU;$WZ<QXhH
z05~)g_*ZC`w13DVFF);BH%Zmrzo~d1mfk~bx)QR^H0#B}jDk}G_wba4=@cj1UI^W#
zgrcW{Xa*b$=eqWMzYC0&W7R%QQ*eF&c%FxVw1>3Hefrh+UIYZAau_rQx9pwxG3O>5
zkvF$h1dD6u_%cA+&0eSKs@A-9@!4o~WY>GJJ`?auoFhTcRl7#h1A${@C%VTQOhh*M
zLNyg)V3H@bYC_xUO2LLSH|RH$xVPv;fI|?gd1RJU(6ozU?s2;_FyZE!iNcpR>$ph<
zKq%Li?qkiHEAh3PU=iSO3bh!(C5d*a#?M_^7`go|MuVhS+9Hjl%fo%mqYC(3sJExG
zljS>JEm^+j)npTHH7cDHX@oN{@a`T*$1in%n(!Eg*mc~gr%b&G%#WiK_4qE>(*#{B
zUr?FJHmPb~NI!(k^d*d^ACIohf0&O^guWk=m4}QH@!X<uV%PcUs~%eosivU~m0(tI
z3lk6%Jtp7BcoeIW`!})m|NgKn8x%K(H9(}c8<QqwL(q2slpG1O*!7Dc$~0K7TB!xz
z)|3|U=S%br1x0x|&KGb&m_loVd6kiHpbSj=@ilugQF)6(ZJT&K0?fUuE|{XJ2)W5k
z9Hnlmak<o*i;PseM2_J-pDA?&)Nu>y0gmTML$APBJ#R?=?x4+#7=Z}@|L>T7Z!^UE
zj&LI5bJaRr#AYnBtqR<&#PFffpx|S#bH0XWC7419c2Ja&x2k^nwIzGc#dMcp=ht<u
z0~HWO$MOS9?d}-Xkj{Rb7}Hy}0IRe~$dMk(Vah^Nk9+-5s#SE(K<Q|Tb4GC0_%CQ2
ziq+?ZZ-&R*Yd;jEU3lUKsHa2%9@qr77O2ZIjg6hVxz?DEav$?y450>&f>r1z{i%8V
zSkx0T2J_s%z31yDjz6N)$^<H<{OHurFT-pk8HcTri|IkN*&X9~iP@jgaO-qM9By1G
zwykmdbDSZ0%*9fAk&|TwW}AV}UXF5U9|U2Q%$Gc82>r+Da^tP8>kR2+2vI+CBJAag
z;Y8CUcRUyz7Nw~q!&P?}A~f^ra_jvNgWN}(r6DR<&8R;d%990pl;{fr{Z2)K5)8ZD
z;}*I|f(Rs`ReL4GWzl-i5L)}sm`1BHkzPs>rau_p{5#@G%;(yRP41%%SHeq!DnJp}
z3M<TT@3(V7JI(^U@h5%UkOcD7ByHS=QxolchN^K<hBm2_Q#;j<EH4U&igu+QqYa@|
z#fa|<imFDBJz0-04x7=8l^G8t&K4iJVC${p!Fht-W2KcbSZY%Dj4g`QVdqj2wG#2x
zl}w3^J)hjv{pZ%s;EC4MM?~Y)In_Bd=kmyn@>-!0SZ(DHUu<>wq9dszqOJW|(4!~+
zp1v%N95SjE7s-2*tP|vo70O`?(-++NBXvQ!p&%`E;=&(aT8zD|L8+%^D5p9jL!m8m
zC^wn*qS!Kt0jeXuLr-Y8)`qW#LvC~;DJntzsPghBtd;{f{?2sm8RD^bCv@{1$Z!;>
zYxKe;P`0^IODK>|tqK2O2oMQ&;a#Za%xft1sdGnb%-^cNKt$^Da_gxv8@*1ajkw)5
zukI1`?AiIFjAV#ni_zYLl}h2G!-ZWO2JeF(q;Wzm2m<H2KJj_qAj1-~wHTFsQm!w2
z?y+iD$R$Dt;wNfhACHnHuHxqvECn+S0O>ODML{2WDa@z$e^y6n@rL?WP=n{e^0B>a
zneAKaGz<&#H`QO@u?2a-Gh?mS_iLN>kPuxm11<37OY-E+aVQ*Md67^ek2zQG<j(c!
zB~}XsG9I@g@s-<=?wZUwc+Vx`11QuFEZ?F<PQX0cr5hRf?ZC1I;C?EX`6v#`jq7<h
zH#3_nqO(rYl)}Z!iJu0MHD&pLm?=T-)&f&0!ph&TO?yy7cElkbQX&f(+8y;CtNdHT
z`^GTpUZJqtjBG>$27B+Q=-q+_)zdE$X1Pg)e*!<q%ytWx(hc)f*W1wJn>5mk*IwEe
zrUl>f9&c!S{5t-w+1j|pF{SR*JeF$=uV&bLOio6!dL-c415j~>C?1eF;}Qh3PS#zB
z&t+K5k+6nw#4T5`zJ`s||6LejgPnY6=xVTR>42c~vOS8hZR@3N6p<dwSbncOL1=DS
zA){O4T9XWQtATt88stS$y`r)#U-xdf)^jfyq0SJ6<UqSbjp02;#Gcq@b}=!n6?u%E
zPC40ut2$IiPeH5B#Yub~^{`jFx`!{02sj%B#<ym9S9WDfe;x3H#^*G-sa-hDH=dim
z4<x!WYv6Wt4eTl6=&*p~;MV<zxWnHz@;D49l?;k_FE>Z%G9L|}R02>jAprB;s;IK&
zf^6}7ivWH>h$(GIDtzz;MMe@|8O)Ws?QtJKk?+Fc5R3J@@v!<3vBiL&dyzl5u#1Zq
zX?Lvg2ylqj6FXwKVGKF;qG&x`b{Hd%LLH7>Gc1o(u>MjX7VQJ;L0{x{JD+$b&~F(v
z&jHD6#9I0HcVnDe8SE-6oZ$*&(T$t$l|T5>0INRawx=I!ps>=mz3wTPA3yON3K=|*
z4r<ZV1V2L8BAO<sm*F-bE-2E>`jE%D$&gW+f?&$o+=)o_&lok*!_=8W#GC-R1;U(>
zZh{D7_8R^-ki{kfwFEmDM=immfqOV5)+dZ@=b)`P7F7_h&CitV>b#gOWkr~8X@whR
zqMIP7?3y3@iH<yYFPDLy^xb`>P8|2S{t_j+`-$)jG2aEDWPy=N4)YAcm-6ADi#M*n
z#AlV%MsO>B+KSwPS#4F&LXAQbtcMW($1-<`wqMTsN>I&b`_>k6+@$$s4yU$mc7l-u
z+v_5ZQOP5Ug(Y{5P+^G9sfM<D2Hd(lUT8f(OQ!(g-Qu*l56|62H9Y}5TM1xp>p34}
zx}vh<<qu(mnNzObqzv-?pyaR*F+LJQ7-SB*q9kOK%-Y6`;$!SAQ1Cpbbn5h*MUvD;
zxsHpa)eOP;U9BAKno>Ln4bJt^nO7`8HPG%eM2bEie2Ubi*2<J(rZjoWMQPn!`$^@<
z=MQ%8C8S5NrixtnialL%lz4~7k`~oRa6||J>h6IFi~iNVIap=UX8-x_F!?jC$QXte
z0KaAM!K&<AGdvHH^r_u_V?Epl>Xim#aTt}L!fiC^+{qcvFC;pQ!GPQJ0!JRe>1309
zYPBLxeeu3Whp^ESXtR0sQ~Vj8n}cQ+OCm$aNY7?Uwi|k~A;<4RSV*y{#fGHLr$WeQ
z8_ubyUDn^5LE6DdL%k<}k$gzSN)$Aw+9$I-QS|*-7yggnOdGe5$D_gRK0w3EBkG3T
zj>?M>WEi|0CFPP8Oef)bf~5WY_oO|#B*drcK|cyEdJx2R&Hetwg)9(tV-F|p&6`nt
z_U~lGq?1M_FwkXW=JE75fBiE~bU$gr&YLzFg`C@fv^WkK?|SRi<4q>6tU{e?lI|dA
zzT}SBs!+Af+dhwFtS<v2R1aFP98#-VVN^F2CMv{ygnDIp##96gj#&wXR<Mmxh-E%O
znnh=~4?>OO>jIq55d6`hg}6@+?Ii#@QD8EqE>Qyrc<x<TTS_hyzkhn=LP92vD2q<a
zGXdepy-)!nOlNG}P)3H<XMaye%&1*6ZONW93*e>=O+ELLF-B47!IM6qh7?wow$gRJ
z>>dO)x!v_<%-**ye<9P<L6OW1bz#MQkM1DqUN({1xY_5ZrhK~>=gSJ{3dG;bG&x6b
z-Pr;76v~ImagkB5;o?>QHhm~gT+mxXUQ*m%=pxGqJzttP`7ZEAv-bB7%~&+vKY?c+
zngRUo`!pAih&)N;B8J2sKw#@avt21<c`cyhQT+7YWS<A2)d8s4)z0`NVW0sy1UQyk
zCvHb_by&n>C1)+IvOBOszGrz1^&-s^ldxkxvKO@?GqT6nic?;eGjYIWP6J>Q7eD;P
z9e5?U7cjus;x01wq*msXn``C`T>D#P9L_AyB0SZyYbf&bt}c-G<s<-KNPKfa#oyR8
zcA_V+S*$U@XsQdM?Rn};pb{79LFa@2(~IA;Wg0-UF$4|K92?NXyj~70&UsL-lhy-n
zt$7^2%q67$Up=ld$xl8+$8Nl|N2K|MbH<Fib=ceoa5#XJ*zYuE6BnV-@x)S@^d2)x
zUvI^o#Yb!7p_5FhQkXxdb>yz@g19_6CU14CJgG&S(IAzG2okpf-<+<jVa#UYHOR4o
z))8{aamm-8t+ItUB;a5hohT^&%ubKOk4^|Wgeqz+Yrkjsp?A2qG&}GCP+HP@-fYGh
zu5FKe*K{$2WRNSy5tm~Anw%O?_;q|PRtixt(XWa?f=(4WkE?O&zRn$4mx*m+O%>?M
zgHOgruhc?#@tZgf2B$%!SfKfNlU5M9;WdHyj-QunIEwbmF<ch**1?>fNzw<MKD@Zl
zg%v>!SqDH&=U44U!7YY(QM--V%LHx(5bE@rCNa>MT0xj|CAze3rzJC7c`E0WFgb@U
zm=lggBx0Y2Hkj=wgwYVM#-`chGG}7esTo!0M14AwWdV3rj{`ZB3tpESZG{ZQ)QuO+
z&>o_0Q)ob-Tqp9jMwpr>#hV`9-u>~(GXqc*Gm6W+vF3O)6qx+U^5EUyrMWnfwt2J`
zmSC0i4?sEm?8p?Tm|Bo{Iq>&@ZTV!u5E@TQ1ImVC=45p4IbY?tkt7oft9ywvqfP1T
zwA8On_m-PwjiP*KLU0CzC6PESiAwK?$7`_7Z?k&gsxRM%7&RXgTch7MlFNgfbfo{P
zLwf>-@l-6|S;2iMN!xhbh4q$9+XkFC@E3wUF@Ngv121O$;G2ZDA`P>q7AlZgWi%J}
z5VAn0HC9w1L{7ZXWdf`hrr{KhMaNw!kiz8;M<i-6E4Ku)j9rLHK4o1)yk%+fF8>1D
zZuR1?s14r-Mi$#pu$VEp`f%F~qB0~>E%L5c)*WL_#fi3zm!1D;HE{Xa+Jtz|d2{nP
z$89B=xbadDJVUOPslRxG3vR12*deO`+Il!cmtDhmt?P)0>;-ikVxWXFQS_~?K!<;)
z-udyMeB~s*gda!o$vYh~gp*@fg7PYHGd(sLCfnbkqo9(bA7xlX9%PNnhj?#c>-hw%
z&+q_zf5qHogI79bu`NQ^?)eiO=E*DLK0Jlt2&1jFKV}O~2IWx^xgkxuH%IKwmE+9+
zZ$LD?52W&cuB=qh|8I$E<aR!cb{nDGZvfvl&iV?J>54^`(pbyo5G9slyZ06$h(|(>
z=Tm*}Nj0A8gbe&{2dxtuCA^?mY6Bh0I?Eu)N<kAS<@d7!aCR@v?#3guyNEE>l!cM>
zKQEyI9Jbbw7pq?HgWjbw<EET-_~b^Yq)V<b9&7l_!?e&X-CrrjvYPoatNj~DsHwhb
z)27rp{BI5+Nk5c>+}YC2f5~1A{K0@VECYHz$?f%MG>r!(`L_USEsPplo|;7$E@hh0
za@(9Q0u%#by!^Sy@Ns;lCAx<T_pcR^*dntsX$HQFFp0e&a`vr+l_n`e=!{N7A;u>M
zF=0P;@I&})6ejY!lLI4IcS*Mx8+Q^tw^XH-!}9aJ@QqLaWAY669T9~8a?QuVH7+^*
zT~Xf8`++An7xbR_bB1?s^zCrf1>2{144#312l0M59^z2GO&%AV{UaT;c4Go6mQi~k
z{)Yv*+@;~>$!561-TzZ7tme(brM!@-!-SNn968!ndH3(G0aGiouP&SSGq~fkC~pEf
z*_FpwY0f_P&)Q;bF-4j<24wS|HK5~%L<$xOCwq%1heoY(yV>Jvq*XRVLK82r{>7o(
zRnG|<;e<Q=oqHR{<C3>w4<}%ug}Mk*9fH>n^7E@JN8aYl^(dU1--@8Ok9&ite{hqW
z@*o4?CW2M0dXi+5o(<Vq4i>D6@KOLv6&}tC=e3~2sCw+dNtl-WTH)cI*Hinzutvi3
z>^~5I-b|>YK~6wy8R))vYEp;2%q|Rq*&J(R+=>j_8u_V3Ma%jYLFNkFGY_Z5hkFpW
zJ(d{ZtRiR-t@9S%R653*ImG_bL>1E2ook>%z^_YrB~q)GI0!zP-Gr2ywYwBFsRh0?
z(WW~<WV&X&N0XviWr|ZG*bGB#4B_DF`@4=)uiWdT#dxK_>+v|rg*7^eke=R9_VC`=
zDT}l4wd+URNA$wviN73jNN|Tl>LCI`8Jv)Ip^rZn6zN76zaQcE`$wuV*$28Q4TGQ^
zxykj0XagZPljz&kKZWv*wh$7hSLLXEA*y}&<JWmOH;Oy8u<mWC|Cx5#<d3ilX0%P>
z2`R2FHF%34NBe_QGim=3Fy0k48c543ZcwYmuPd+-pvZ!%W7rz27Bxm;33p+bNZC3;
zh23tvvj0#)dDFxS`_rdK|7VNwyXycgu14XBAU-is81ef(XyhRIvc^#J1UQgV$<;*$
zGDDj;chOL-hjXG!{MUQqPt~hjd+xU&Q=yPl+%7u<CGV%`#-#@Eczl%7-#8IGu2Rq>
z)&PS)-Z6V(3%X_*dq?1?*7;G|`SJ2u6PU4Y|Gxg)#<=a-j=SXD;D}qFHS~81=lidS
zT>%$eilUh<YMQZ#nN&}T!fEP=jEz90Yg&eX1IiuwON#+!tSTJju>!rt{|~S90!oto
z*j@23kvCYoc5Ph;DcNugmm=&(!aFIwa__$uct6gF<t|+ZQjoFTj-wKf+of4$(|&xP
zU;h`o)_4HgyBc;e^_h1eYovaP%8aknZfZk<rPncF4lJPOh$FKA355|9>m#9EOMu6T
z6?7kk3F8qMV{+9-$*lTgA=10pks-%@9Mk2nGm0{O<SBK@irieAk-jIuN%2uX_VON?
zUTvTAuz`ugrb#;IrsgJ(K&}22l?R6(x)olm`Sr2sPlLh2Wf*do>znPS1CcBB?(WFT
zBb}KG4oW;LGnrD&qkEtVY8DoyI1fP=gCWn#zBf4e&sSnFa+fyk2>_k7w3y!^ts@0F
zXwq|pJdy`Hg5XZh5XEm)-Ne|=|GN6!3AQ4GDFL^+j_U`VSn@}Rh)!KQ>If}h(z%o3
zeYh!y&r@ys&#Px}#F)u7a{Z)k#QJ_L-e&>Yn%fIOU<qWEnTmunN`fx>`uYle8${Cd
z=anl@p$ObAG&AKD-5@360L5W-n<AX@jm8n7Cc*kpPnZCW#b<-E-Mho(-VUO&<6*$l
z!TkAh{qERPOrHax=2&Wbo84ad&N^;^!kEO$>!+}xT@tq7=i9yi{WZJ~9rMaSs5ih8
zp-G4j!GNi_#N(&yH2&e0O8<N#F*Z2rU8JIhz^BaEsnP<6+XKRLh_G4e_|igazBjJ_
z{(Bxvrz^S1FKVa4RXW$zsV<A3<lbiy1dwRdrpF-bAUYTVlqD$2?0v9;7G?3jmyK97
zf=#YO5|SV3r*Yw1Lk&^%A;OodjnKoBJ#WKY-4^;L6!NhYb`#wtDu4J55~^1AHxxc9
zz#>d;d5s<0wt&hPe_q~JSV<261@ehnLUdJi{f3M>5yyEs)Z#7IA)QQ#!bo9Mc1+1!
zkK;N?mWF&#$e>WDGV|zeEUPnJ@DFA52vecw&nxR8aPbZ>kA84irFJpm(lm@2XtCZ)
zRk5Izc8`g_XgAHjwSmw&Y593kAjgFIyVADf_0l(-{MVYaBQ7_N=q0O|v`Zg)0lLeG
zdI2qe3CB-XJ<?G_1jlQn-RQSO3XVIm(go6x7Ah{&8H<i_Gs?iI37EN(!s?2}N4^aH
z5i#-ZnN!yAA4SD}%jXJ&SelH5yyLYv_A=@v)Th;(4Y+AeHg)unsg4L<IUe4gWze=o
z;Wwqa0Dc*%G~wsZ%OmL$06BaJoLKd4J+&jdZE-wqjSN<BaqPH;X4P^Ep3u@c1oh)+
z6Zvcl)aa4OLl%F$kWex5Hw(x@R6kclZjWz9<tq;HDAd3mu#E_w4nG9=l&t5#UnQtb
zk|l!Vz?7Dm%%S+&$~}R+t^16)@;|TKxwN7>xs~O}a@UaA0o_h!@@VmHiPnbDVUHky
zD+h1-N){{R;7g_3UKwDa4#!bNsGUb&|M_}$ga|1S>7%Y6;cH<rFMVgNLznIh^*AnG
zD+;YM%VD)dijm%@fFK&2dMHkXyR5Oky!T$YmG<9Dm?5+U4hiwL>Ala0oFaOi7;vD{
z=1V(lRAag5@36!%7l#+S8Vs@?yLQ^YHyeFS<uNaWc!BlL&rE+Kp#JYmXu|*YLcEI5
zzkb1Evhu%{0Plwu@dQEt`gw*K<M-tM*S}{m{vCbkU%iL?FCTR1zt;@?yx54}bM*CV
zum@Xc?EtgK4gUJZE3bU({<SoOR-qUD0T|m-8u~<l1#of4+O?h_J&wqX2a2<&C!7MA
zYBTm|-JM@AB!u349Gl-S<@LnFK{z9Wu|4LeEKp^%KaWUJPRs~tH?U+o1b+Rp_vpP6
zVY<>kf1M#TghD+qKsh*<%5I8otGP)}XeS^uv&(jC>gh&BwH&j77C3P$e!nx`(|-G#
zm>IDg<dxiKDB4eckxlH?PTU7jdl;hha^%E+-jR_t{I~lqG+t68@IJ*r#9!lp3`C_^
z7%u+2#5Vm?WBc<j7{wB19*m9|xQB!e3{G5NScq^JnZ@-`o1TiI7w<45t>J(RRn?*P
zx*9#$N=Grm&351oqAVy(8-ORO9LzvRtHZ!dD&d0qsX%>LjVxBl1mg3j*H+~0fM-*N
zL*1ny<H_lkKES&ccnHUW3n)k7zb0WG?g+2e0?z6HCQsOu|N7)vBYuk%VzbGik5wB2
zN23JT1HS$0?mrif5+hJ6I|2P@&J5><S*zXp51;C!o+E(Nc=RBJe07JI=7n=t^FEw~
zqmzyJkI-}v$TYhi3<@Tb#0kM*b7$*h<T%iw;GounH|UO7vlDj^Y-PCJzwVrO`sVzq
zUw_RS$-FdAC&XLb9)*D`Y0$i(Xt^TCch-}A1MX^*T_KXAhQN1FdE7I67{RgZMt!4{
z1gu~?VyS%&#l1b$rQY5_xgoj##DGq-1q^<OC_-rnub7OdS`O>(W~6(ED!<M+`Xztj
z;K@s!u!lGr6--AV6#?vg&XQZm0Q!lj+8%J(DdJm87qj8btVN|UIQmJ8xC3Bm0f+{f
zDO#07lwd2hwMypK_xS^>&E5m{`W+H*abqs{CQFQTbK-YV%Uyj%d9S=SA0p!D7Rbyt
z$K_&Gx1cfAA!rcHwHadbQPxK_uX_fuw>W{_g<Ca~RX&HL;-fuhR!@V%k9-LdFc4%l
zh>-~avfJabB!u^;0p*vX=Z(a{vl5R0Av@-8m~<!QNp(i0qJ-jg>}PJh=DSClL6a`R
zW9{c9_EjUs=+{0xIF&jZ5Es<?ArbE+wO|Q>C2VCUAD6GrAPFu38AcC#`~me*85ios
zGm$lX@PZky{_PM<wjb{d+bySE{|L27^6qLur&Je`*Sigwp&_dWnz43+_s0c`Yj&yU
zRd?DZXsWt?JrWM0<7&of$U1&rVvfI^WggzztTJ>jSRhizkp>E4I{)3h6i&%S-MCnZ
z*$=F_C1NmuT}mbZMIRseoIp`RBW^SQi2@i|`(`@~A)HS<Rt%I~zCEeJ14MhJ1GgrC
z<H~;ASZ!khsp5R(O<WGn!(@$<KR*mw;%NxV&&xZBW>rYMA__*auX%~frz?9YJjLSX
z&xyVr?Mgcq>+eLrlK<`i`CSVQfS4xuRZ)**R{aX}hu}bR;7!|;D7@1-%3)*$1`*T^
z#==>I{AMeQ%bpz+c-|GxA$facaZ|rOWQEj0TV8yu<%iA&A4bUK_w%<fkVGGllW^XK
zo<B<Mm`|#S+V57>j;lsb{glspVKf);X)tPcCYD=DOm}msUr#?OaT-=T1kq8}(@7XU
zLq_X{$BC^g6Ep$jxU9KDRlR6mL2**b93+3SJ~uc%>?#GG|9RD3aL(TP^Dhjs$Awq8
zM9^cmmC>x0>twZlcKRy7&P|3nI+ZON&v6(FXXxG9g}7eOc?cwb;-*o>T~b$cRQ(B;
zl1hf;2Rk5A>>Df+(K=6qgs4!0BWiSC^{>ONrjSQBeSdS0%Ue<9OM#B&0Pb6YQ|nG(
zu|(s8kA|zh(_WGJfRKD_yvdEX!C_B~l>vMS)Q6_>&|trz@u(+K)5|B(ghK8t8d~M!
zPIRJ=f76^2L^NJ51I}sC`M0yRf3<4Pjb8|J(OTng1x=qqZJ26J>aPJAoACg+oSKki
zfT0~o#4C#-C4Rln8YkmZs&8^RaE*QW81EZ!l|m0;SYqG+#FsAGWruE|T>}KZeq0)Y
zzpuhoaPx_y!UfeuQpJs1`3lo)u|31T%|v#l(a%P(@iBo(O+K1kTGOwi#}eTGvwtFq
z<Q+k{r^M8w-Gg|7gZ$6C?mP$A9?V+=^1YOH{(MuOMDxdAyuGm)O19}6TR=(t5C@WE
zQRjn5NZ6=y(0vp%?mEXFKe%lY*1b@7M52}+{L!N@YBod>pEbV~Esg4tZ(G@v7@*o4
zZj*<_(2VlVmRJqIdgD41U=J9V8}IuzbKio|AFFMu5#}ltH=SnjA7A~~ubb_i9xuFf
z=&y5Zy;!X*Vgi?g&{j&VkytD7kX$F#<B-%WmeLIB#Rim2+==I4jW$YX!t%2QRZMJ4
z?mr@jJ2vA}PC%Z-i)|pp!KRr}27s=)!f)UDY;*jj{HP8lF?CKiL|@yXyb*TKgTsp@
zd47Gwkb{9{0C8)C20H6_nelS6fzBSxhv3Ntg6zs-I)6}GD0lzXF|+uBmizgHqabi)
zj@Y70Th(oOn-f0JW2Ar+-nCF)N2Q|?jEs1-K%^0siUA}Ib06$8p<J;q9jrH1%I{v)
z{dEh(?0-KH*3VVl67&I;(d*Hjc*y%OM&_XCR~>bKYF?stJV%HeCMpF>sQ=}H^0iTS
zTHzTeT&bajI<>Es-x}mlawROG7Glr^y;eDFe?;u3@kJvS3-EH1=64_5)5pi}F1Zy_
zzW_1S-_km<<$oOC0B-IF5blT>>TabLJUC*VR3Cu}SScd&4c;)h)YwR4$Ry$<0_3$d
z2G7fV4fm_Yfz*u2fA>j=K-#k6TJG*IebtBGkEM>`@)^ueIV76&##UODQv1)eii8iK
ze2NCmVM|8kqi!ebillsrh9Im|Za1f%`t|92DCl4PIQb|5-@!g}oC7w4VfRc-m5^+f
zx4Z{ltpsdr{3iQz2Vfuq4I%$|1!@;un~TKb=e76hnBNi2&;N}7|KIY1W7K;8@9Y0Q
z56D$RmBPDg<G)`E(V_MKt90hqS5zMJ|0Ey#X42=l8SnCBq2;%2`p@h=e&k3V3~FWi
w?c)1wEzo}+CG;mxBBuN+E24k@*9&l~8JQe@N#m;hn)L6g8#LBOuQm1jAJJqeq5uE@

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/black_headed_gull_classification.json b/modelling/data/abingdon-all/resident/black_headed_gull_classification.json
new file mode 100644
index 0000000..1878d9e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/black_headed_gull_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Black Headed Gull",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "winter_detectability_peak",
+      "autumn_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.8099140012788641,
+    "target_trough_value": 0.15930676225356794,
+    "target_mean_value": 0.41979462891906966,
+    "target_amplitude": 0.6506072390252963,
+    "baseline_to_peak_ratio": 0.3630015032901893,
+    "autumn_to_winter_weight_ratio": 0.05286343612334802,
+    "year_end_to_winter_weight_ratio": 0.44493392070484583,
+    "decay_to_growth_ratio": 1.350471293916024,
+    "monthly_target": {
+      "January": 0.6318578528952912,
+      "February": 0.8099140012788641,
+      "March": 0.6404944760906929,
+      "April": 0.4188149130696801,
+      "May": 0.35975830561282374,
+      "June": 0.3560305011107351,
+      "July": 0.3287524703192311,
+      "August": 0.23917106433860502,
+      "September": 0.15930676225356794,
+      "October": 0.2615133541455453,
+      "November": 0.3091108146049577,
+      "December": 0.5228110313088417
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 1.06,
+    "GROWTH_RATE": 2.334,
+    "DECAY_RATE": 3.152,
+    "SUMMER_DECAY_BOOST": 3.504,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.554,
+    "PRE_SUMMER_DECAY_END": 7.035,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.25,
+    "SPRING_CARRYOVER_WEIGHT": 0.062,
+    "SPRING_CARRYOVER_END": 7.015,
+    "SPRING_CARRYOVER_SHARPNESS": 16.321,
+    "BASELINE": 0.294,
+    "WINTER_WEIGHT": 0.454,
+    "AUTUMN_WEIGHT": 0.024,
+    "WINTER_PEAK": 2.02,
+    "AUTUMN_PEAK": 11.175,
+    "AUTUMN_ONSET": 10.97,
+    "AUTUMN_GATE_SHARPNESS": 6.019,
+    "WINTER_WIDTH": 8.676,
+    "WINTER_RISE_WIDTH": 6.91,
+    "WINTER_FALL_WIDTH": 7.022,
+    "AUTUMN_WIDTH": 7.6,
+    "AUTUMN_RISE_WIDTH": 8.106,
+    "AUTUMN_FALL_WIDTH": 8.168,
+    "SUMMER_DIP": 0.151,
+    "SUMMER_LOW": 8.62,
+    "SUMMER_ONSET": 7.365,
+    "SUMMER_GATE_SHARPNESS": 4.97,
+    "SUMMER_DECAY_ONSET": 7.055,
+    "SUMMER_DECAY_GATE_SHARPNESS": 16.259,
+    "SUMMER_WIDTH": 20.576,
+    "SUMMER_RISE_WIDTH": 36.706,
+    "SUMMER_FALL_WIDTH": 11.498,
+    "SCALE": 1.308,
+    "YEAR_END_WEIGHT": 0.202,
+    "YEAR_END_PEAK": 12.164,
+    "YEAR_END_WIDTH": 81.148,
+    "YEAR_END_RISE_WIDTH": 151.128,
+    "YEAR_END_FALL_WIDTH": 8.774
+  },
+  "fit": {
+    "score": 0.224
+  },
+  "warnings": [],
+  "summary": "Black Headed Gull is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around September. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/black_headed_gull_consensus.json b/modelling/data/abingdon-all/resident/black_headed_gull_consensus.json
new file mode 100644
index 0000000..5eb29fc
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/black_headed_gull_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.224",
+  "INITIAL_Y": "1.06",
+  "GROWTH_RATE": "2.334",
+  "DECAY_RATE": "3.152",
+  "SUMMER_DECAY_BOOST": "3.504",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.554",
+  "PRE_SUMMER_DECAY_END": "7.035",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.25",
+  "SPRING_CARRYOVER_WEIGHT": "0.062",
+  "SPRING_CARRYOVER_END": "7.015",
+  "SPRING_CARRYOVER_SHARPNESS": "16.321",
+  "BASELINE": "0.294",
+  "WINTER_WEIGHT": "0.454",
+  "AUTUMN_WEIGHT": "0.024",
+  "WINTER_PEAK": "2.02",
+  "AUTUMN_PEAK": "11.175",
+  "AUTUMN_ONSET": "10.97",
+  "AUTUMN_GATE_SHARPNESS": "6.019",
+  "WINTER_WIDTH": "8.676",
+  "WINTER_RISE_WIDTH": "6.91",
+  "WINTER_FALL_WIDTH": "7.022",
+  "AUTUMN_WIDTH": "7.6",
+  "AUTUMN_RISE_WIDTH": "8.106",
+  "AUTUMN_FALL_WIDTH": "8.168",
+  "SUMMER_DIP": "0.151",
+  "SUMMER_LOW": "8.62",
+  "SUMMER_ONSET": "7.365",
+  "SUMMER_GATE_SHARPNESS": "4.97",
+  "SUMMER_DECAY_ONSET": "7.055",
+  "SUMMER_DECAY_GATE_SHARPNESS": "16.259",
+  "SUMMER_WIDTH": "20.576",
+  "SUMMER_RISE_WIDTH": "36.706",
+  "SUMMER_FALL_WIDTH": "11.498",
+  "SCALE": "1.308",
+  "YEAR_END_WEIGHT": "0.202",
+  "YEAR_END_PEAK": "12.164",
+  "YEAR_END_WIDTH": "81.148",
+  "YEAR_END_RISE_WIDTH": "151.128",
+  "YEAR_END_FALL_WIDTH": "8.774",
+  "SPECIES": "Black Headed Gull"
+}
diff --git a/modelling/data/abingdon-all/resident/black_headed_gull_observed.csv b/modelling/data/abingdon-all/resident/black_headed_gull_observed.csv
new file mode 100644
index 0000000..1c924ae
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/black_headed_gull_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,106
+2,79
+3,91
+4,52
+5,41
+6,38
+7,33
+8,11
+9,10
+10,37
+11,79
+12,92
diff --git a/modelling/data/abingdon-all/resident/black_headed_gull_parameters.csv b/modelling/data/abingdon-all/resident/black_headed_gull_parameters.csv
new file mode 100644
index 0000000..85b36da
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/black_headed_gull_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:41:17,black_headed_gull_observed.csv,0.5068008424375885637259885841,1.105,3.426,2.36,1.27,0.674,6.81,15.928,0.001,6.67,12.569,0.301,0.323,0.013,11.97,1.26,10.65,6.011,7.392,3.68,11.105,12.077,13.108,11.046,0.027,9.11,7.64,2.575,6.74,9.855,25.126,33.673,16.578,1.1,0.083,12.253,78.332,152.386,4.279
+2026-05-21 09:41:18,black_headed_gull_observed.csv,0.7203506308007436909701445065,1.037,1.909,2.903,0.484,0.936,6.69,9.962,0.026,7.12,7.086,0.091,0.393,0.03,2.21,1.46,11.48,8.936,15.966,14.343,17.590,10.170,6.412,13.929,0.011,8.68,8.05,7.877,7.13,7.136,6.786,2.316,11.256,1.582,0.08,12.085,70.044,131.429,8.66
+2026-05-21 09:41:18,black_headed_gull_observed.csv,0.3423387573448081144714565786,0.811,2.472,4.118,7.854,0.789,7.32,14.218,0.04,7.47,25.852,0.065,0.056,0.041,11.67,10.65,11.38,8.275,7.838,2.318,13.359,4.694,6.171,3.217,0.04,8.4,7.45,1.327,6.75,10.725,42.510,67.596,17.424,1.5,0.074,12.064,121.855,233.161,10.549
+2026-05-21 09:41:18,black_headed_gull_observed.csv,0.4945520545561229104691949523,0.958,2.865,2.129,4.348,0.696,6.72,6.614,0.1,7.28,21.307,0.053,0.241,0.029,2.2,1.09,11.29,8.905,9.834,8.69,10.977,7.099,7.841,6.357,0.042,10.41,7.04,4.367,6.85,17.377,44.363,77.388,11.338,1.689,0.062,12.111,67.342,120.36,14.324
+2026-05-21 09:41:19,black_headed_gull_observed.csv,0.6230868060766107925878982734,0.865,2.819,2.613,2.504,0.145,7.43,14.111,0.062,7.11,12.583,0.41,0.61,0.012,1.16,1.11,10.33,3.84,2.919,2.104,3.734,6.565,9.665,3.465,0.168,8.3,7.96,3.057,7.19,17.947,34.685,60.902,8.468,1.5,0.138,12.104,76.464,140.981,11.946
+2026-05-21 09:41:19,black_headed_gull_observed.csv,1.531615994969229150927563313,1.249,3.152,1.127,3.542,0.229,7.31,8.576,0.019,7.05,10.946,0.258,0.031,0.032,1.84,10.54,10.68,2.175,12.506,6.479,18.532,4.628,1.979,7.278,0.047,9.96,7.64,6.664,7.4,17.101,20.943,40.051,1.835,0.877,0.011,12.249,45.460,83.465,7.455
+2026-05-21 09:41:19,black_headed_gull_observed.csv,0.1905364985107169960703961781,1.034,3.826,3.742,2.947,0.358,7.69,8.616,0.097,6.99,11.803,0.155,0.279,0.024,1.2,11.62,11.27,2.671,4.630,2.225,7.034,12.041,12.779,11.303,0.239,7.85,7.75,4.475,6.77,20.599,36.456,65.785,7.127,1.339,0.063,12.096,53.249,99.363,7.135
+2026-05-21 09:41:20,black_headed_gull_observed.csv,0.3193867965881378413215549168,1.348,0.623,1.066,3.921,0.206,6.7,4.332,0.002,7.28,24.262,0.262,0.384,0.027,11.51,1.06,11.14,4.739,11.464,11.835,11.092,4.973,6.898,3.048,0.241,7.62,7.83,2.351,6.77,15.509,7.216,10.713,3.718,1.293,0.169,12.072,112.913,209.89,15.936
+2026-05-21 09:41:20,black_headed_gull_observed.csv,1.035178122715075518289393690,1.287,1.728,2.192,3.053,0.106,6.58,15.588,0.022,7.52,19.779,0.335,0.191,0.023,2.05,11.43,10.35,8.421,10.965,8.761,13.169,6.492,12.546,0.439,0.008,8.56,7.63,6.534,7.14,22.226,27.774,36.27,19.279,1.317,0.098,12.027,44.936,84.608,5.264
+2026-05-21 09:41:20,black_headed_gull_observed.csv,0.5853437495476791805390595158,0.908,2.023,1.662,7.607,0.351,6.25,13.645,0.046,6.76,7.084,0.358,0.649,0.02,11.95,11.16,10.41,10.77,14.511,16.526,12.496,9.542,8.165,10.918,0.005,8.46,6.58,2.544,7.12,23.226,46.331,79.184,13.478,1.167,0.136,12.014,101.448,192.063,10.832
+2026-05-21 09:41:20,black_headed_gull_observed.csv,0.7947046451572592660284727918,1.133,2.659,4.714,7.264,0.583,6.74,15.111,0.055,7.19,15.467,0.092,0.12,0.048,1.39,11.32,10.65,2.556,11.905,17.925,5.885,11.477,13.929,9.025,0.243,8.65,6.11,5.543,6.99,7.835,32.052,58.756,5.348,1.287,0.122,12.2,73.158,134.548,11.768
+2026-05-21 09:41:21,black_headed_gull_observed.csv,0.5757623464116535278299016420,0.783,2.563,5.968,5.889,0.235,6.58,6.554,0.074,6.55,13.779,0.184,0.51,0.01,1.03,11.13,11.33,7.492,13.308,7.432,19.184,10.408,7.368,13.449,0.103,10.13,7.49,5.646,7.39,10.972,19.829,34.637,5.021,1.484,0.005,12.031,55.292,95.084,15.501
+2026-05-21 09:41:21,black_headed_gull_observed.csv,0.3388421555014694532565455614,0.801,1.979,4.769,4.108,0.477,7.11,11.736,0.079,7.11,6.785,0.239,0.485,0.041,1.03,10.81,10.46,8.554,11.222,11.302,11.142,11.644,13.599,9.69,0.183,9.48,6.27,1.846,7.55,14.334,19.562,33.442,5.683,0.886,0.192,12.157,55.758,95.77,15.746
+2026-05-21 09:41:21,black_headed_gull_observed.csv,0.2984042651546808472544527342,1.165,3.213,1.853,0.469,0.368,7.41,3.441,0.066,7.15,8.701,0.28,0.178,0.012,2.31,11.77,10.74,4.129,8.405,4.345,12.465,9.480,5.903,13.057,0.043,9.27,6.84,7.501,7.25,20.866,37.965,63.802,12.128,1.679,0.089,12.175,79.391,147.526,11.256
+2026-05-21 09:41:22,black_headed_gull_observed.csv,0.8411822891788223390458641858,0.786,2.786,2.493,5.86,0.942,7.18,10.77,0.092,6.81,27.419,0.248,0.672,0.015,1.48,10.93,11.21,9.976,8.919,7.263,10.575,9.042,6.468,11.617,0.247,10.15,8.34,6.345,7.22,19.559,33.166,50.397,15.934,1.312,0.139,12.122,72.014,139.519,4.508
+2026-05-21 09:41:22,black_headed_gull_observed.csv,0.2554184316713286945102797181,1.068,0.573,5.305,7.888,0.191,6.74,7.291,0.092,7.51,9.155,0.382,0.53,0.029,2.29,1.28,10.97,5.766,11.322,8.192,14.452,4.761,9.056,0.466,0.181,8.59,6.56,4.908,7.04,6.643,6.400,9.482,3.319,1.565,0.348,12.102,102.411,199.378,5.444
+2026-05-21 09:41:22,black_headed_gull_observed.csv,0.7796094328019729859364347949,1.21,1.143,0.381,7.846,0.871,6.77,11.126,0.016,7.05,7.55,0.274,0.245,0.007,1.42,11.55,11.05,11.38,14.812,19.027,10.596,11.254,11.488,11.021,0.126,9.76,6.72,6.478,6.92,6.211,12.868,10.537,15.199,1.269,0.289,12.231,84.642,159.839,9.446
+2026-05-21 09:41:23,black_headed_gull_observed.csv,0.3102548095833376616773428343,0.973,2.532,2.653,3.622,0.836,6.7,5.213,0.096,6.69,25.436,0.344,0.67,0.027,1.55,11.51,11.24,9.8,13.760,11.137,16.384,9.008,6.487,11.529,0.146,9.92,6.12,2.491,6.64,22.649,18.229,21.796,14.662,0.911,0.22,12.132,79.660,147.088,12.233
+2026-05-21 09:41:23,black_headed_gull_observed.csv,0.5069830167060133791617317822,1.34,1.251,0.737,7.805,0.184,6.89,3.46,0.041,7.55,11.439,0.136,0.002,0.003,1.18,1.07,10.38,10.316,5.680,9.302,2.058,2.364,2.567,2.161,0.224,7.6,6.47,5.623,6.66,8.357,24.619,39.596,9.642,1.794,0.166,12.01,71.986,139.331,4.64
+2026-05-21 09:41:23,black_headed_gull_observed.csv,0.1090064549069166744627013821,1.193,3.575,2.408,7.804,0.532,6.83,15.42,0.035,7.53,27.241,0.389,0.669,0.033,2.25,11.27,10.62,7.532,8.664,2.57,14.758,6.410,9.752,3.069,0.135,8.62,7.75,6.979,7.49,16.24,44.828,72.091,17.566,1.209,0.311,12.128,70.104,126.563,13.644
+2026-05-21 09:41:23,black_headed_gull_observed.csv,0.3330572490902224482135011446,1.04,2.845,2.985,1.473,0.105,7.71,6.016,0.067,6.96,11.833,0.156,0.514,0.024,1.08,11.2,11.3,7.335,15.181,14.890,15.472,13.019,13.75,12.288,0.086,9.11,7.39,5.741,7.0,11.417,38.852,70.449,7.255,1.527,0.284,12.148,91.215,168.552,13.878
+2026-05-21 09:41:24,black_headed_gull_observed.csv,0.5210107059918878666308253216,1.297,1.702,2.484,3.091,0.222,6.92,12.211,0.075,6.58,24.53,0.269,0.417,0.04,11.55,11.45,11.25,3.936,11.316,7.889,14.744,7.254,11.989,2.52,0.121,8.26,6.36,7.366,7.02,21.914,31.200,56.743,5.658,1.316,0.111,12.251,81.290,146.741,15.838
+2026-05-21 09:41:24,black_headed_gull_observed.csv,0.3443140296507387524789719140,0.875,3.838,3.554,5.66,0.473,6.96,14.038,0.039,7.05,14.028,0.245,0.127,0.045,2.45,11.76,11.4,10.44,14.216,9.353,19.078,8.296,5.964,10.628,0.04,7.57,6.54,7.46,7.5,18.517,26.860,34.089,19.631,1.612,0.13,12.106,47.680,87.957,7.404
+2026-05-21 09:41:24,black_headed_gull_observed.csv,0.1545482020616709277459136818,1.116,2.921,2.744,4.687,0.797,7.26,8.45,0.014,6.51,16.033,0.285,0.687,0.014,1.25,11.79,10.52,4.141,7.057,12.229,1.885,6.722,10.367,3.077,0.135,8.78,6.34,2.581,6.71,18.836,36.334,66.083,6.585,1.045,0.061,12.181,82.510,157.573,7.448
+2026-05-21 09:41:25,black_headed_gull_observed.csv,0.7708755032574644145702248601,1.011,1.95,4.091,0.991,0.139,6.41,10.964,0.036,7.37,10.615,0.123,0.164,0.025,1.47,11.63,10.62,11.592,8.151,7.333,8.969,4.769,6.586,2.952,0.016,9.09,8.06,1.027,6.87,15.14,38.659,63.192,14.126,1.642,0.175,12.119,58.535,106.469,10.601
+2026-05-21 09:41:25,black_headed_gull_observed.csv,0.4950728334598727885692612835,0.773,0.735,2.981,5.598,0.688,7.41,15.601,0.032,7.38,11.903,0.1,0.247,0.049,1.78,10.87,10.59,5.935,8.744,11.659,5.828,1.524,1.345,1.702,0.246,8.18,7.83,5.779,6.96,23.269,4.654,7.829,1.478,1.712,0.013,12.139,82.623,152.491,12.755
+2026-05-21 09:41:25,black_headed_gull_observed.csv,0.2980872322858226815438050572,0.839,3.032,2.614,0.361,0.511,6.94,10.175,0.028,6.64,27.848,0.139,0.008,0.004,2.25,11.74,11.03,4.23,14.959,15.459,14.459,10.106,12.226,7.985,0.195,8.35,6.06,3.61,7.51,16.192,35.052,65.723,4.381,1.329,0.338,12.02,64.924,115.772,14.077
+2026-05-21 09:41:26,black_headed_gull_observed.csv,1.582346651538967820196967961,0.966,0.767,4.738,6.72,0.329,7.73,10.356,0.039,7.58,27.422,0.301,0.607,0.037,1.24,11.39,11.34,10.855,5.133,1.228,9.038,7.710,10.556,4.865,0.176,8.67,6.6,1.503,6.65,20.682,38.074,58.552,17.597,1.679,0.222,12.098,64.762,119.765,9.76
+2026-05-21 09:41:26,black_headed_gull_observed.csv,0.5786562553364376268395749194,1.311,0.73,1.999,1.716,0.875,7.15,7.618,0.004,6.91,11.852,0.217,0.444,0.05,1.21,1.46,10.37,11.267,1.613,1.470,1.756,12.909,13.365,12.453,0.161,10.45,7.5,7.269,6.93,12.18,24.408,37.672,11.143,1.515,0.239,12.063,92.693,173.959,11.427
+2026-05-21 09:41:26,black_headed_gull_observed.csv,1.317594838548707515703352248,1.3,0.852,0.679,4.457,0.469,7.13,11.728,0.004,7.22,27.229,0.351,0.537,0.01,1.53,10.55,10.99,11.305,2.810,3.190,2.429,2.932,5.196,0.669,0.078,9.34,7.38,1.146,7.1,8.922,10.553,16.203,4.903,1.767,0.075,12.161,87.882,170.556,5.208
+2026-05-21 09:41:27,black_headed_gull_observed.csv,0.3186224461057400477426011401,1.268,0.367,1.815,4.278,0.548,7.55,5.279,0.086,6.65,8.092,0.305,0.561,0.003,1.88,10.79,11.12,9.435,14.532,14.333,14.732,5.848,5.169,6.526,0.159,9.76,6.39,2.524,7.01,17.769,41.792,66.187,17.396,1.242,0.344,12.196,66.164,122.027,10.301
+2026-05-21 09:41:27,black_headed_gull_observed.csv,0.1897326074718668002857268106,1.341,3.23,1.41,0.163,0.717,7.26,4.759,0.055,6.98,6.157,0.309,0.342,0.017,11.78,11.97,11.06,9.317,8.688,13.977,3.398,8.480,8.118,8.843,0.222,10.1,8.04,5.118,7.44,22.058,4.782,5.551,4.013,1.143,0.274,12.276,67.724,129.206,6.243
+2026-05-21 09:41:27,black_headed_gull_observed.csv,0.4702862480626166905681281082,1.219,3.056,1.104,5.065,0.273,7.37,12.535,0.096,7.09,7.695,0.441,0.005,0.007,11.9,11.47,11.3,7.606,18.252,18.379,18.124,3.393,6.059,0.727,0.242,9.32,6.27,7.788,6.72,9.59,21.810,34.442,9.177,1.459,0.001,12.173,89.002,167.326,10.677
+2026-05-21 09:41:27,black_headed_gull_observed.csv,0.9322335926039294844972756552,1.012,2.118,3.927,2.562,0.504,7.18,13.998,0.048,7.36,11.941,0.435,0.038,0.033,11.5,11.18,11.48,2.821,7.528,3.367,11.688,9.984,8.558,11.411,0.187,9.79,6.06,6.616,6.82,20.315,32.676,61.851,3.501,1.101,0.049,12.178,124.741,234.147,15.335
+2026-05-21 09:41:28,black_headed_gull_observed.csv,0.5987329626659780261252804034,1.25,3.609,4.242,7.258,0.748,7.58,13.656,0.028,7.05,26.54,0.195,0.432,0.009,2.42,10.67,10.97,10.889,12.464,7.443,17.484,3.916,5.674,2.158,0.186,9.9,6.98,3.272,6.65,10.074,26.760,40.054,13.465,1.006,0.342,12.272,104.189,198.098,10.28
+2026-05-21 09:41:28,black_headed_gull_observed.csv,0.2353189979400390042811299506,1.247,3.812,0.871,7.039,0.541,6.71,10.313,0.094,6.73,26.65,0.094,0.135,0.03,2.15,11.82,11.42,4.317,14.858,15.694,14.021,7.870,2.114,13.626,0.248,9.15,7.76,5.344,7.54,9.198,40.540,62.188,18.892,1.372,0.179,12.239,63.094,121.535,4.654
+2026-05-21 09:41:28,black_headed_gull_observed.csv,1.366691242897515949096390451,1.094,0.463,3.206,5.706,0.389,6.86,6.457,0.055,6.7,24.197,0.299,0.576,0.026,11.52,1.39,10.72,3.795,8.944,8.517,9.37,7.566,2.86,12.272,0.013,9.46,8.23,4.084,6.72,21.097,13.844,25.584,2.104,0.985,0.262,12.156,122.819,235.312,10.326
+2026-05-21 09:41:29,black_headed_gull_observed.csv,0.5618918906805968478375743705,0.818,0.645,5.967,3.727,0.535,6.35,8.27,0.05,6.98,9.337,0.318,0.667,0.012,2.15,11.5,10.61,7.622,14.952,15.879,14.026,12.058,12.534,11.581,0.105,9.19,8.2,7.485,7.53,23.298,40.706,72.596,8.816,0.991,0.304,12.264,66.310,124.079,8.54
+2026-05-21 09:41:29,black_headed_gull_observed.csv,0.2974588068219618814372954087,1.255,2.522,2.268,6.732,0.735,6.5,6.595,0.039,7.63,23.324,0.319,0.083,0.049,1.56,10.63,10.69,9.905,17.010,15.354,18.665,11.022,13.772,8.271,0.189,8.8,8.31,1.78,7.09,20.677,18.162,17.366,18.958,1.634,0.08,12.27,70.192,135.713,4.67
+2026-05-21 09:41:29,black_headed_gull_observed.csv,0.3513086559128303982875383451,1.225,0.813,3.598,7.628,0.848,6.25,10.954,0.029,7.06,6.58,0.109,0.745,0.0,11.72,1.35,11.04,6.697,8.638,9.293,7.982,2.574,4.134,1.014,0.125,10.32,6.32,5.742,7.3,23.144,32.406,50.135,14.677,1.542,0.125,12.034,51.260,93.816,8.703
+2026-05-21 09:41:30,black_headed_gull_observed.csv,0.6339474182804826098746399808,0.853,3.767,1.648,6.696,0.371,7.6,10.004,0.084,6.73,21.052,0.366,0.13,0.007,1.92,11.55,11.13,9.78,10.361,3.835,16.887,7.731,5.979,9.483,0.215,9.55,6.12,2.399,7.28,19.275,37.192,73.355,1.029,0.925,0.025,12.114,53.466,91.088,15.843
+2026-05-21 09:41:30,black_headed_gull_observed.csv,0.3424746535950726112314576076,0.861,2.211,0.444,0.688,0.696,7.24,3.246,0.057,7.57,12.486,0.223,0.452,0.042,11.67,11.58,10.36,4.584,11.205,9.806,12.604,5.946,4.866,7.026,0.159,9.87,8.29,6.477,6.67,15.996,11.088,2.255,19.921,0.939,0.31,12.04,67.175,126.688,7.662
+2026-05-21 09:41:30,black_headed_gull_observed.csv,0.5442263810573088611981308330,1.328,1.451,0.254,7.917,0.218,7.31,8.076,0.015,7.42,21.497,0.138,0.12,0.046,1.17,11.98,10.46,8.193,10.304,17.064,3.543,2.004,1.703,2.306,0.223,10.15,7.77,7.253,7.35,20.009,25.271,36.746,13.796,1.037,0.19,12.087,104.881,205.005,4.757
+2026-05-21 09:41:30,black_headed_gull_observed.csv,0.418066249864657848391679551,1.215,3.723,5.86,0.633,0.169,7.18,13.768,0.055,6.5,11.253,0.442,0.38,0.01,1.27,10.7,11.08,9.592,10.606,7.391,13.822,2.923,4.946,0.9,0.068,8.98,6.58,5.94,7.21,15.848,32.978,55.914,10.042,1.231,0.162,12.197,68.166,126.751,9.58
+2026-05-21 09:41:31,black_headed_gull_observed.csv,1.198739805070920229292593807,0.802,2.005,4.939,7.739,0.607,7.72,7.303,0.041,6.82,18.474,0.051,0.517,0.013,2.36,11.58,11.16,2.082,11.467,7.412,15.522,7.418,8.183,6.654,0.234,8.09,7.69,3.421,7.25,13.963,10.005,0.771,19.239,0.814,0.311,12.257,74.289,136.133,12.445
+2026-05-21 09:41:31,black_headed_gull_observed.csv,2.241548332508405889505164104,1.038,3.855,5.335,2.573,0.168,7.25,15.975,0.08,7.29,21.756,0.405,0.54,0.015,1.21,1.43,11.5,8.312,7.644,2.794,12.493,7.614,7.507,7.722,0.233,9.41,7.11,3.618,7.05,10.078,39.564,67.514,11.615,1.691,0.051,12.005,103.639,200.321,6.957
+2026-05-21 09:41:31,black_headed_gull_observed.csv,0.2142800491176441011727752130,0.82,3.169,2.103,2.195,0.941,7.62,13.82,0.021,7.03,21.43,0.418,0.485,0.021,1.91,11.37,10.48,7.203,5.182,4.185,6.18,7.421,11.485,3.357,0.065,8.29,6.81,7.445,6.79,15.595,17.566,34.501,0.632,1.055,0.237,12.219,57.336,108.459,6.214
+2026-05-21 09:41:32,black_headed_gull_observed.csv,0.1838641018684782177941090423,0.835,1.381,1.618,6.226,0.736,6.41,12.513,0.052,6.99,20.818,0.321,0.458,0.005,1.01,11.13,11.0,4.339,10.068,18.302,1.834,10.908,13.495,8.322,0.24,8.35,6.91,6.484,6.91,18.454,10.173,0.57,19.776,0.998,0.147,12.282,97.560,188.711,6.409
+2026-05-21 09:41:32,black_headed_gull_observed.csv,0.4547012130611441159675140433,0.979,2.188,5.409,6.156,0.612,6.4,11.622,0.012,6.7,24.273,0.133,0.289,0.022,1.16,10.79,10.66,4.1,9.041,16.471,1.611,8.751,11.216,6.286,0.014,8.47,6.47,6.252,6.9,6.358,9.566,7.285,11.846,1.422,0.221,12.168,84.918,154.37,15.466
+2026-05-21 09:41:32,black_headed_gull_observed.csv,0.8656499470312443013280305797,1.184,1.611,2.598,6.247,0.602,6.29,12.573,0.049,6.98,6.034,0.248,0.717,0.032,11.64,1.15,11.43,10.657,8.831,9.337,8.325,9.020,6.554,11.485,0.018,8.87,8.02,1.211,7.3,8.781,25.084,32.92,17.248,1.78,0.208,12.052,44.043,81.462,6.624
+2026-05-21 09:41:33,black_headed_gull_observed.csv,0.1419509883656588967290380006,1.122,0.639,4.22,0.62,0.765,7.08,9.224,0.099,7.0,27.082,0.299,0.681,0.024,11.73,11.74,10.28,4.877,9.455,11.901,7.009,6.998,0.452,13.545,0.112,9.87,7.44,7.75,7.07,20.728,11.151,17.19,5.112,1.395,0.219,12.074,121.055,236.468,5.642
+2026-05-21 09:41:33,black_headed_gull_observed.csv,0.458225393939086099356995081,1.076,3.03,3.188,5.093,0.616,7.23,12.123,0.046,7.37,11.406,0.18,0.109,0.029,11.89,11.43,10.68,9.03,12.613,14.535,10.691,10.566,8.765,12.366,0.011,10.08,7.54,4.719,7.13,15.114,17.819,17.923,17.715,1.593,0.099,12.156,48.277,82.854,13.7
+2026-05-21 09:41:33,black_headed_gull_observed.csv,5.366750130941841864099177402,0.959,3.623,4.774,0.994,0.753,7.28,6.816,0.079,6.77,13.813,0.382,0.404,0.021,11.51,11.76,11.18,10.902,13.168,10.85,15.485,4.982,1.679,8.285,0.217,9.27,7.78,7.316,6.97,7.343,24.176,38.578,9.774,1.661,0.058,12.065,105.210,200.882,9.537
+2026-05-21 09:41:34,black_headed_gull_observed.csv,0.3762893215618770339512969133,0.811,1.459,0.246,7.303,0.298,7.68,8.078,0.095,7.65,8.312,0.176,0.414,0.023,2.47,10.73,10.96,5.834,6.368,6.281,6.454,9.906,6.911,12.901,0.202,8.19,6.92,3.925,7.12,8.062,21.710,30.121,13.3,0.897,0.248,12.225,102.727,196.661,8.793
+2026-05-21 09:41:34,black_headed_gull_observed.csv,0.1552946603603466877505731117,1.052,1.222,4.428,1.144,0.503,6.74,9.634,0.061,7.32,12.146,0.354,0.146,0.04,11.83,11.99,11.08,6.494,18.801,17.602,20.000,0.840,1.13,0.551,0.191,7.71,6.62,1.62,7.58,17.264,7.509,13.415,1.603,1.674,0.287,12.184,77.087,138.976,15.198
+2026-05-21 09:41:34,black_headed_gull_observed.csv,0.3589844593434468070622319104,1.021,2.992,3.678,3.481,0.087,7.14,15.225,0.063,7.4,16.717,0.075,0.601,0.037,1.63,10.62,10.35,6.602,8.920,2.769,15.071,6.122,6.947,5.297,0.22,9.84,7.49,7.926,7.39,19.954,36.414,67.192,5.635,1.515,0.164,12.225,57.718,102.38,13.057
+2026-05-21 09:41:34,black_headed_gull_observed.csv,0.2108445992280725587427161538,1.32,1.781,3.889,2.121,0.889,6.34,9.628,0.013,7.49,8.652,0.19,0.42,0.008,1.65,1.22,10.42,11.031,7.999,12.936,3.062,5.617,6.115,5.119,0.234,8.67,6.14,2.377,7.52,15.139,18.355,29.177,7.533,1.251,0.045,12.284,89.380,163.161,15.599
+2026-05-21 09:41:35,black_headed_gull_observed.csv,0.2060163332712157670977792514,0.888,3.345,4.835,0.814,0.361,6.78,10.275,0.066,6.82,7.77,0.308,0.175,0.038,2.32,1.18,11.31,5.827,2.698,3.345,2.05,6.062,5.983,6.142,0.021,10.16,7.13,2.279,7.5,20.597,14.376,17.271,11.482,1.789,0.237,12.133,107.170,206.386,7.953
+2026-05-21 09:41:35,black_headed_gull_observed.csv,2.028529410800059200356734467,1.193,2.346,4.234,7.758,0.252,6.26,15.018,0.057,6.65,9.042,0.172,0.139,0.029,1.96,11.84,11.2,6.564,11.430,17.05,5.811,6.197,2.7,9.694,0.221,7.58,7.52,2.797,7.2,23.893,29.198,44.38,14.015,0.818,0.157,12.288,72.144,138.087,6.202
+2026-05-21 09:41:35,black_headed_gull_observed.csv,0.09135301838082325710425957736,0.783,3.387,0.816,6.811,0.457,7.59,4.074,0.083,7.27,27.998,0.418,0.505,0.012,1.0,10.88,11.03,10.154,4.926,2.623,7.228,9.368,8.095,10.641,0.035,7.52,8.28,6.148,6.9,9.486,37.136,68.223,6.048,1.258,0.25,12.3,92.034,179.698,4.369
+2026-05-21 09:41:36,black_headed_gull_observed.csv,0.7071757372237904141566751790,1.271,3.414,4.871,4.998,0.54,6.73,6.975,0.084,7.21,18.502,0.425,0.385,0.036,1.5,11.75,11.37,8.451,8.898,3.924,13.871,2.546,2.727,2.364,0.019,8.2,7.97,2.202,6.75,14.136,5.802,6.255,5.35,1.012,0.137,12.13,59.925,115.244,4.606
+2026-05-21 09:41:36,black_headed_gull_observed.csv,0.9982790261209259505359505744,1.073,3.531,4.244,7.6,0.891,7.58,9.696,0.052,7.03,10.28,0.06,0.155,0.025,1.23,11.9,10.84,9.466,7.081,4.82,9.342,8.562,7.985,9.14,0.176,9.36,6.76,7.518,6.7,9.989,11.847,16.855,6.839,0.805,0.132,12.061,48.872,82.235,15.508
+2026-05-21 09:41:36,black_headed_gull_observed.csv,0.1600811146222816322003874536,1.282,2.818,1.791,3.851,0.395,6.57,5.744,0.081,6.92,20.773,0.166,0.681,0.027,11.9,11.86,11.42,9.43,16.331,18.419,14.243,6.236,8.198,4.273,0.177,8.22,7.4,7.028,6.8,19.907,21.590,37.727,5.452,1.484,0.257,12.025,91.194,171.925,10.463
+2026-05-21 09:41:37,black_headed_gull_observed.csv,0.2745220107299833116287575101,0.992,0.429,1.67,1.814,0.523,6.48,6.086,0.088,6.85,25.558,0.312,0.696,0.007,11.86,11.82,10.98,4.85,13.892,17.884,9.901,5.108,6.623,3.592,0.171,8.75,7.5,5.031,6.84,22.329,12.450,10.205,14.695,1.533,0.342,12.164,78.913,147.864,9.962
+2026-05-21 09:41:37,black_headed_gull_observed.csv,0.9263485566886008172101620510,1.33,0.994,5.368,0.094,0.785,7.37,3.275,0.023,7.01,19.485,0.27,0.323,0.046,1.34,11.75,10.54,3.51,18.518,17.037,20.000,9.044,12.547,5.542,0.249,7.97,7.83,6.734,6.81,8.706,21.640,34.619,8.662,0.891,0.161,12.0,45.016,80.196,9.837
+2026-05-21 09:41:37,black_headed_gull_observed.csv,1.806674122045661717383486692,1.22,2.566,4.245,5.381,0.007,7.37,13.383,0.049,6.72,13.19,0.178,0.537,0.038,2.31,11.5,10.64,5.562,14.398,17.239,11.557,6.558,2.076,11.039,0.195,10.13,6.1,3.207,6.74,11.723,37.702,66.806,8.597,0.834,0.246,12.059,70.300,132.2,8.399
+2026-05-21 09:41:37,black_headed_gull_observed.csv,1.203482757549750099469778931,1.076,2.884,2.124,7.335,0.866,6.59,13.43,0.08,6.93,12.15,0.352,0.32,0.007,2.28,11.35,11.34,11.097,18.100,19.841,16.358,8.578,12.146,5.011,0.128,9.73,7.38,2.043,7.06,11.893,31.020,47.123,14.916,1.785,0.023,12.003,78.160,146.769,9.552
+2026-05-21 09:41:38,black_headed_gull_observed.csv,0.8922132848210674777298317219,1.12,0.504,3.145,0.452,0.569,7.22,12.186,0.095,7.02,20.788,0.278,0.204,0.04,2.37,1.2,10.72,5.947,1.370,1.502,1.237,6.738,7.773,5.703,0.227,9.99,7.61,6.775,7.29,23.479,17.850,23.785,11.915,0.915,0.263,12.204,113.042,212.655,13.43
+2026-05-21 09:41:38,black_headed_gull_observed.csv,0.4256446013512107358411351061,0.824,2.714,1.872,5.704,0.357,7.24,15.091,0.031,7.21,15.144,0.407,0.113,0.028,11.62,11.15,11.13,4.48,15.354,16.943,13.765,3.102,0.543,5.661,0.103,7.5,6.17,4.892,7.25,11.053,29.456,57.21,1.703,1.136,0.111,12.214,110.768,213.637,7.899
+2026-05-21 09:41:38,black_headed_gull_observed.csv,0.7420260270774045189912947573,0.77,1.694,4.844,6.813,0.297,7.68,8.867,0.077,7.08,10.192,0.372,0.475,0.047,11.79,1.17,10.39,5.293,7.140,3.348,10.931,4.738,6.559,2.917,0.201,7.53,8.32,4.061,7.43,6.248,42.039,75.567,8.511,1.015,0.33,12.22,107.160,205.347,8.972
+2026-05-21 09:41:39,black_headed_gull_observed.csv,0.2076341511875067422718158705,1.156,3.254,1.187,4.658,0.37,6.86,3.31,0.037,6.9,24.842,0.398,0.228,0.02,2.16,11.57,10.4,11.102,13.420,10.233,16.607,7.288,3.076,11.501,0.137,8.55,6.92,7.294,7.06,15.305,40.088,62.806,17.369,1.552,0.027,12.096,80.541,148.096,12.986
+2026-05-21 09:41:39,black_headed_gull_observed.csv,0.5324683586552944796008937096,1.034,1.086,2.862,4.583,0.471,6.85,9.876,0.066,6.73,8.829,0.178,0.63,0.012,2.2,10.95,10.72,8.191,3.842,4.258,3.425,4.684,5.167,4.202,0.093,9.39,6.65,1.447,6.88,20.385,46.865,79.972,13.758,1.596,0.178,12.19,110.159,208.459,11.859
+2026-05-21 09:41:39,black_headed_gull_observed.csv,0.2640273365845792337094100941,1.041,1.262,3.235,3.984,0.277,6.32,11.32,0.089,7.29,19.6,0.107,0.342,0.005,11.96,11.47,10.89,11.852,1.816,1.546,2.086,8.845,7.926,9.764,0.091,8.87,7.53,3.756,7.16,13.403,48.468,79.23,17.706,1.504,0.129,12.163,92.234,168.983,15.485
+2026-05-21 09:41:40,black_headed_gull_observed.csv,0.8306539043353159983649445229,0.877,3.894,5.149,4.471,0.616,7.32,3.154,0.041,6.53,11.988,0.208,0.562,0.047,11.98,1.46,10.46,3.102,5.127,0.688,9.566,9.614,6.129,13.099,0.174,9.06,6.85,3.132,6.71,16.967,30.140,58.292,1.988,1.576,0.329,12.272,44.720,85.036,4.405
+2026-05-21 09:41:40,black_headed_gull_observed.csv,0.9743160429537990756655804613,0.99,3.84,1.211,6.949,0.102,6.89,12.001,0.077,6.72,26.989,0.169,0.478,0.022,1.48,11.2,10.55,3.563,9.136,12.809,5.462,8.448,7.988,8.907,0.055,8.86,6.34,4.552,7.17,19.737,12.127,15.137,9.117,1.719,0.276,12.059,122.147,231.729,12.565
+2026-05-21 09:41:40,black_headed_gull_observed.csv,0.2222984022206565557037227513,1.317,2.203,3.241,1.078,0.412,6.61,5.502,0.031,7.37,15.458,0.297,0.58,0.044,1.0,1.26,10.47,3.944,1.600,1.744,1.455,5.242,5.816,4.669,0.245,7.5,6.09,1.706,6.68,12.751,27.090,48.517,5.664,1.089,0.107,12.294,77.084,140.346,13.823
+2026-05-21 09:41:41,black_headed_gull_observed.csv,0.4390062475594753123148266453,1.119,1.627,4.225,0.736,0.885,7.25,6.761,0.057,6.58,25.715,0.417,0.55,0.038,2.1,11.37,11.16,8.684,4.675,3.768,5.582,9.369,11.208,7.53,0.018,10.28,7.63,1.089,7.42,14.463,23.004,29.743,16.266,0.93,0.039,12.072,83.932,153.749,14.116
+2026-05-21 09:41:41,black_headed_gull_observed.csv,1.554868096852912377169360573,1.254,0.765,5.044,2.925,0.419,7.23,10.2,0.088,6.88,7.973,0.075,0.653,0.022,11.51,11.87,11.22,2.628,10.452,15.188,5.717,12.904,13.819,11.988,0.062,8.6,8.05,1.072,7.13,10.509,29.570,40.675,18.465,1.103,0.216,12.062,63.910,112.721,15.099
+2026-05-21 09:41:41,black_headed_gull_observed.csv,0.4435175378689731888557563495,1.092,2.994,2.758,3.17,0.78,6.94,8.8,0.058,6.73,15.878,0.232,0.676,0.016,2.16,10.68,10.84,4.1,2.927,2.838,3.016,6.877,3.836,9.918,0.116,7.86,8.43,6.393,7.52,10.526,29.718,40.528,18.907,1.349,0.345,12.125,76.426,147.875,4.978
+2026-05-21 09:41:41,black_headed_gull_observed.csv,0.6421377839596196258335177233,0.944,2.533,2.569,5.245,0.265,6.71,8.553,0.087,6.91,24.503,0.439,0.648,0.016,1.5,10.52,10.51,11.72,16.294,13.846,18.742,8.600,6.524,10.676,0.124,8.39,8.43,1.499,6.76,12.215,23.911,34.875,12.947,0.81,0.227,12.009,49.169,83.963,14.375
+2026-05-21 09:41:42,black_headed_gull_observed.csv,1.637660816290004130800906345,1.16,1.631,4.384,0.27,0.057,7.01,4.824,0.074,6.78,17.057,0.297,0.022,0.03,2.11,11.87,10.61,10.282,10.290,2.592,17.989,6.134,6.332,5.937,0.019,7.94,6.37,7.663,6.71,12.084,17.156,23.084,11.227,1.464,0.034,12.176,73.872,136.159,11.586
+2026-05-21 09:41:42,black_headed_gull_observed.csv,0.4085008228479467761958513577,1.121,0.976,4.843,1.798,0.396,6.28,11.081,0.086,7.59,18.938,0.351,0.738,0.006,2.22,11.14,10.85,9.952,8.304,8.508,8.099,9.270,7.788,10.751,0.015,8.9,7.04,3.75,6.63,20.522,34.820,63.131,6.508,1.522,0.088,12.198,105.647,206.525,4.769
+2026-05-21 09:41:42,black_headed_gull_observed.csv,1.527969345857691289905737607,1.105,3.713,3.255,0.075,0.498,7.17,3.008,0.021,6.63,10.435,0.107,0.368,0.031,11.6,11.58,10.94,4.183,10.142,0.382,19.902,7.696,10.315,5.078,0.05,10.14,8.48,4.783,7.01,10.591,38.092,61.808,14.377,0.837,0.276,12.101,93.121,171.772,14.47
+2026-05-21 09:41:43,black_headed_gull_observed.csv,0.3019729950074922199536384511,0.946,2.394,1.908,3.556,0.646,6.36,6.307,0.074,7.34,17.593,0.428,0.602,0.027,1.66,1.34,10.32,5.982,7.173,6.278,8.068,4.548,0.986,8.11,0.09,8.23,6.85,7.679,7.06,16.503,33.022,49.938,16.105,0.927,0.111,12.053,60.184,113.165,7.203
+2026-05-21 09:41:43,black_headed_gull_observed.csv,0.3207572488330455354052679406,0.842,1.338,2.589,0.851,0.762,6.29,6.568,0.096,6.81,27.336,0.407,0.621,0.027,2.04,10.66,10.64,11.812,15.247,11.854,18.64,7.474,7.622,7.326,0.108,9.19,6.96,1.735,7.16,20.952,15.100,17.421,12.779,1.531,0.188,12.182,100.450,189.104,11.795
+2026-05-21 09:41:43,black_headed_gull_observed.csv,9.448256131013063845083589319,0.799,3.68,4.061,6.528,0.419,6.78,11.44,0.079,6.84,24.9,0.356,0.539,0.001,11.72,11.11,11.17,8.903,10.394,2.426,18.361,4.018,0.389,7.646,0.174,7.81,6.7,6.005,6.87,17.311,38.078,75.031,1.124,1.672,0.116,12.117,100.152,189.652,10.652
+2026-05-21 09:41:44,black_headed_gull_observed.csv,0.4023696271870815068984279946,1.256,2.459,5.795,1.677,0.858,7.2,13.153,0.045,6.65,7.287,0.053,0.359,0.029,11.85,1.31,11.22,8.937,14.632,14.065,15.199,5.374,4.950,5.798,0.152,8.67,7.28,3.958,7.1,23.641,39.902,75.607,4.196,1.265,0.212,12.085,57.950,110.7,5.2
+2026-05-21 09:41:44,black_headed_gull_observed.csv,0.2892699038466663129007797161,0.846,3.718,4.944,2.081,0.807,7.2,6.689,0.022,7.31,14.859,0.3,0.547,0.03,1.83,11.28,10.78,8.539,10.720,16.732,4.709,4.657,4.610,4.704,0.183,9.07,6.19,6.843,7.19,10.879,11.377,4.667,18.087,0.878,0.291,12.092,60.422,111.732,9.111
+2026-05-21 09:41:44,black_headed_gull_observed.csv,0.5588509457730027316595777631,1.001,2.616,0.961,3.161,0.867,6.98,6.338,0.072,6.98,23.904,0.082,0.618,0.025,1.12,10.53,11.23,7.547,9.304,15.137,3.471,6.913,6.516,7.31,0.032,7.97,6.95,7.921,7.01,18.283,25.892,35.502,16.283,0.812,0.117,12.049,115.177,215.513,14.841
+2026-05-21 09:41:44,black_headed_gull_observed.csv,0.2251217622741503303790459395,0.901,2.065,4.132,5.838,0.267,7.26,12.405,0.094,6.89,17.988,0.26,0.628,0.041,2.29,11.2,11.13,4.913,1.052,0.940,1.164,6.188,11.09,1.285,0.091,8.95,7.85,4.861,7.45,16.158,40.850,68.577,13.124,0.884,0.092,12.072,57.102,105.767,8.438
+2026-05-21 09:41:45,black_headed_gull_observed.csv,0.2512779570431027805024793949,1.026,2.301,3.672,3.157,0.702,6.63,7.727,0.034,7.24,13.592,0.144,0.49,0.007,1.37,10.91,11.05,8.5,10.114,7.311,12.917,8.758,8.814,8.701,0.15,10.28,7.7,6.439,6.64,16.514,12.312,4.878,19.746,1.338,0.251,12.017,112.472,213.944,10.999
+2026-05-21 09:41:45,black_headed_gull_observed.csv,1.157883872175223803326159211,0.93,2.78,5.174,1.535,0.611,6.66,11.512,0.026,7.0,11.769,0.381,0.29,0.013,2.26,10.68,10.47,9.573,3.948,3.149,4.748,13.512,13.122,13.903,0.011,9.44,6.98,4.597,7.02,10.057,12.698,24.542,0.854,0.836,0.126,12.057,102.840,191.356,14.325
+2026-05-21 09:41:45,black_headed_gull_observed.csv,0.5752358506212648946961874217,0.828,2.014,4.346,0.635,0.619,6.27,4.962,0.069,7.55,25.552,0.06,0.138,0.022,11.69,1.33,11.06,11.969,3.806,3.329,4.284,4.540,2.531,6.549,0.235,10.28,6.11,1.011,6.98,17.048,13.997,11.898,16.096,1.277,0.191,12.035,96.124,180.697,11.552
+2026-05-21 09:41:46,black_headed_gull_observed.csv,1.108584848233377707981108006,1.069,1.978,0.503,5.808,0.117,6.38,6.376,0.059,7.52,17.887,0.068,0.541,0.045,1.62,10.96,11.05,7.666,8.584,9.233,7.934,7.881,1.976,13.786,0.118,8.53,7.83,6.802,7.07,16.554,34.882,50.17,19.594,1.762,0.034,12.236,108.542,205.396,11.687
+2026-05-21 09:41:46,black_headed_gull_observed.csv,0.9090145119642481536292289437,0.97,1.671,4.181,2.293,0.74,7.09,6.662,0.095,7.19,9.412,0.154,0.635,0.047,2.12,11.8,11.44,4.784,11.747,11.194,12.300,5.773,3.569,7.977,0.17,7.58,8.49,4.297,7.15,14.358,22.990,33.009,12.972,0.814,0.24,12.039,86.206,163.392,9.019
+2026-05-21 09:41:46,black_headed_gull_observed.csv,2.415242830901389132424434251,0.851,3.055,4.278,2.085,0.796,6.64,14.262,0.068,7.02,8.041,0.125,0.596,0.032,1.27,10.81,11.36,3.839,8.796,7.23,10.361,6.032,7.286,4.778,0.159,10.02,6.86,7.221,7.28,12.148,20.256,23.87,16.641,1.792,0.253,12.244,66.444,118.942,13.947
+2026-05-21 09:41:47,black_headed_gull_observed.csv,0.3143522411672011245692027929,1.009,2.591,2.923,5.97,0.323,6.37,6.392,0.071,7.62,21.226,0.335,0.132,0.043,11.5,1.12,10.85,7.846,14.972,13.219,16.726,5.400,6.139,4.661,0.069,9.8,6.59,5.434,7.59,14.246,12.164,22.611,1.716,1.558,0.272,12.168,115.491,215.807,15.175
+2026-05-21 09:41:47,black_headed_gull_observed.csv,0.5287408579350180166415535902,0.91,1.564,2.746,0.48,0.625,6.52,11.303,0.03,6.98,18.986,0.333,0.288,0.049,1.57,11.02,10.73,2.607,14.706,11.917,17.495,10.417,12.027,8.807,0.079,8.31,6.88,5.452,7.18,18.568,39.221,66.295,12.147,0.996,0.081,12.022,45.410,81.873,8.948
+2026-05-21 09:41:47,black_headed_gull_observed.csv,0.5997533900316799619073725027,1.218,2.848,1.762,3.237,0.273,6.94,3.643,0.075,7.41,10.315,0.393,0.744,0.017,2.32,11.34,10.52,11.838,13.298,18.659,7.936,11.525,11.866,11.184,0.203,9.3,6.0,5.098,6.94,22.993,42.064,74.671,9.457,0.99,0.111,12.156,80.518,155.318,5.719
+2026-05-21 09:41:48,black_headed_gull_observed.csv,1.457825674705652744761636680,1.236,3.749,1.354,0.496,0.264,6.75,14.228,0.039,7.15,10.234,0.43,0.619,0.037,1.36,1.44,10.88,11.31,9.341,3.316,15.366,5.436,5.928,4.945,0.064,9.66,6.11,2.564,6.83,14.508,23.440,40.897,5.983,1.706,0.12,12.191,75.760,147.152,4.367
+2026-05-21 09:41:48,black_headed_gull_observed.csv,0.5392222901442284633158370820,1.308,0.582,5.73,7.341,0.852,7.22,12.562,0.02,7.1,23.338,0.068,0.697,0.03,1.44,11.48,11.13,9.337,16.486,18.392,14.579,5.351,9.827,0.875,0.013,9.75,7.45,5.182,7.14,18.058,18.916,19.586,18.247,1.529,0.148,12.119,93.779,182.864,4.694
+2026-05-21 09:41:48,black_headed_gull_observed.csv,1.444082583435026356507190728,1.266,3.762,0.401,2.928,0.684,6.85,4.285,0.008,7.13,10.766,0.429,0.158,0.016,1.67,10.66,10.59,10.209,11.192,15.023,7.362,3.208,3.168,3.249,0.075,9.58,7.63,7.855,6.97,16.282,35.608,60.655,10.561,1.622,0.099,12.043,78.241,152.403,4.079
+2026-05-21 09:41:48,black_headed_gull_observed.csv,1.161151915333159821879525270,1.086,2.666,2.705,1.302,0.605,7.39,10.634,0.064,6.97,16.813,0.156,0.19,0.018,2.16,10.64,10.4,6.984,11.476,15.073,7.88,9.085,8.578,9.592,0.206,8.19,6.43,3.707,6.83,19.089,45.902,79.248,12.557,0.842,0.167,12.011,116.626,218.693,14.56
+2026-05-21 09:41:49,black_headed_gull_observed.csv,0.4497840577132000396727567395,0.81,3.094,3.845,4.232,0.329,6.3,11.351,0.033,7.4,21.796,0.426,0.61,0.018,2.37,11.16,10.87,3.747,5.690,5.173,6.206,8.784,4.407,13.16,0.201,7.58,6.59,3.292,7.44,20.73,29.108,49.639,8.577,1.48,0.113,12.085,100.353,191.105,9.601
+2026-05-21 09:41:49,black_headed_gull_observed.csv,0.3641922965887138968296441002,1.103,3.784,4.226,0.667,0.489,6.79,3.377,0.069,7.02,12.985,0.296,0.176,0.009,1.46,11.37,11.26,8.053,5.482,7.078,3.887,7.920,4.473,11.368,0.173,10.46,7.86,7.038,6.97,9.804,14.720,23.29,6.15,1.56,0.178,12.134,52.520,99.4,5.639
+2026-05-21 09:41:49,black_headed_gull_observed.csv,0.4078304312982724341943775722,1.171,0.407,5.046,7.768,0.166,6.32,14.127,0.069,6.72,27.012,0.277,0.542,0.012,1.5,11.49,11.0,6.904,9.496,12.518,6.474,5.604,7.22,3.987,0.127,9.76,8.0,2.196,7.12,10.88,34.085,56.407,11.763,1.665,0.018,12.138,53.029,99.948,6.11
+2026-05-21 09:41:50,black_headed_gull_observed.csv,0.5221845688328090255416003204,0.854,1.185,3.606,3.708,0.476,6.44,5.329,0.052,7.44,6.678,0.168,0.122,0.036,2.12,10.86,11.25,2.725,5.913,1.249,10.577,5.872,9.773,1.972,0.088,10.03,6.87,1.26,6.82,19.04,23.872,33.101,14.642,1.337,0.05,12.136,111.878,212.803,10.952
+2026-05-21 09:41:50,black_headed_gull_observed.csv,5.475149776851077376076631983,0.864,1.298,4.526,2.129,0.118,7.69,10.034,0.011,7.11,10.266,0.162,0.592,0.006,11.75,11.24,10.52,2.74,9.572,0.41,18.734,5.400,5.61,5.191,0.235,8.04,6.15,3.812,6.67,6.101,28.402,37.175,19.63,1.161,0.188,12.207,79.139,152.531,5.747
+2026-05-21 09:41:50,black_headed_gull_observed.csv,0.7646516443562830486571169067,1.184,2.287,1.809,0.513,0.629,7.75,7.51,0.073,7.62,10.68,0.399,0.202,0.017,1.47,10.68,10.52,8.69,16.488,17.961,15.014,5.723,7.238,4.208,0.244,9.8,6.16,2.943,7.52,10.782,42.498,76.451,8.544,0.85,0.168,12.252,107.763,205.849,9.677
+2026-05-21 09:41:51,black_headed_gull_observed.csv,0.4565880666144123309362023910,0.833,2.179,3.447,1.787,0.412,7.01,3.874,0.036,6.78,20.487,0.275,0.039,0.026,2.13,11.16,10.69,7.482,10.478,17.862,3.093,6.308,2.899,9.718,0.112,10.11,8.28,2.549,6.73,8.558,12.704,23.816,1.591,1.63,0.108,12.092,94.786,176.939,12.633
+2026-05-21 09:41:51,black_headed_gull_observed.csv,0.5686529075214087503138810617,1.09,1.401,3.553,4.445,0.903,6.83,4.516,0.059,7.46,14.417,0.366,0.642,0.044,1.61,11.84,10.41,11.905,13.060,16.686,9.435,7.294,8.072,6.516,0.115,10.4,8.21,2.848,6.61,16.287,27.620,35.293,19.947,0.803,0.243,12.046,120.658,236.391,4.925
+2026-05-21 09:41:51,black_headed_gull_observed.csv,0.5995990468906965009979776793,1.219,2.987,1.624,2.766,0.158,7.35,9.349,0.1,7.05,10.647,0.253,0.118,0.03,1.21,11.66,10.79,11.65,6.985,3.942,10.028,4.766,4.653,4.878,0.028,9.62,7.65,1.566,7.18,14.659,40.982,62.496,19.468,1.219,0.263,12.257,51.652,94.91,8.393
+2026-05-21 09:41:52,black_headed_gull_observed.csv,0.5085136442727623644753545666,1.265,3.361,5.257,3.388,0.803,7.09,12.387,0.061,6.75,10.565,0.136,0.258,0.02,1.4,11.09,10.77,2.127,8.134,11.313,4.954,7.286,13.861,0.711,0.004,9.75,7.75,4.92,7.08,21.455,35.766,71.164,0.367,1.788,0.133,12.019,56.087,96.195,15.979
+2026-05-21 09:41:52,black_headed_gull_observed.csv,2.170536801481404153002169410,0.842,3.427,3.931,3.265,0.909,7.5,5.469,0.079,7.27,8.038,0.296,0.244,0.028,1.15,1.16,10.66,2.694,10.914,7.399,14.429,9.515,13.853,5.177,0.206,10.01,7.41,6.783,7.56,19.871,37.680,63.834,11.527,1.706,0.07,12.014,79.710,144.611,14.809
+2026-05-21 09:41:52,black_headed_gull_observed.csv,1.291588746924531504536547071,1.101,0.874,3.353,1.151,0.852,7.61,14.171,0.061,6.89,26.927,0.327,0.511,0.021,1.14,11.33,10.73,3.541,12.190,17.697,6.684,7.446,4.56,10.331,0.061,10.44,7.62,6.775,7.34,9.529,35.413,54.691,16.135,1.73,0.217,12.073,47.728,90.482,4.975
+2026-05-21 09:41:52,black_headed_gull_observed.csv,1.340428812996905004978822928,0.78,3.745,3.007,6.161,0.041,7.28,3.785,0.077,6.54,27.496,0.157,0.308,0.022,2.39,11.82,11.0,2.216,12.058,8.361,15.756,12.335,11.051,13.619,0.078,9.77,8.25,5.677,6.86,7.739,36.811,60.659,12.963,0.816,0.156,12.127,53.798,93.306,14.29
+2026-05-21 09:41:53,black_headed_gull_observed.csv,0.2818818223527199942146637296,1.047,3.866,3.511,5.541,0.371,7.29,3.675,0.069,7.45,12.374,0.218,0.231,0.024,1.2,11.26,11.13,2.381,2.083,1.989,2.177,4.970,4.573,5.367,0.159,10.46,7.88,2.95,6.81,6.903,32.212,63.964,0.46,1.782,0.1,12.267,95.960,180.046,11.873
+2026-05-21 09:41:53,black_headed_gull_observed.csv,1.846248735087611107900565451,0.773,2.48,2.251,2.698,0.761,6.63,14.939,0.082,6.77,18.833,0.105,0.647,0.011,2.14,10.82,11.39,7.279,6.208,4.524,7.891,3.422,4.385,2.458,0.15,8.75,7.82,4.022,7.44,19.699,39.228,60.867,17.588,1.789,0.189,12.298,93.845,173.034,14.656
+2026-05-21 09:41:53,black_headed_gull_observed.csv,0.3111274664184516272754487505,1.162,3.305,2.857,7.14,0.296,6.73,11.845,0.071,6.67,8.249,0.304,0.359,0.022,2.11,11.04,10.42,5.825,11.429,14.182,8.676,9.200,10.132,8.268,0.137,7.89,7.04,7.652,6.96,21.805,17.358,19.252,15.464,1.31,0.252,12.106,104.732,200.369,9.096
+2026-05-21 09:41:54,black_headed_gull_observed.csv,0.2776097875677622612486605545,1.234,2.367,4.113,0.131,0.619,7.05,11.543,0.064,7.28,16.609,0.171,0.21,0.014,1.55,11.12,11.15,3.787,5.252,2.518,7.985,9.150,6.303,11.996,0.061,10.09,7.25,3.943,7.41,11.502,12.220,6.923,17.516,1.721,0.269,12.097,81.756,154.161,9.352
+2026-05-21 09:41:54,black_headed_gull_observed.csv,0.2091569692715977759106853821,1.143,0.879,3.839,0.578,0.254,6.92,3.116,0.04,6.88,14.828,0.349,0.565,0.017,1.55,11.12,10.93,3.934,2.224,1.901,2.546,8.067,3.65,12.484,0.114,8.34,7.16,5.469,7.35,21.806,26.454,43.83,9.078,1.054,0.28,12.113,62.933,115.156,10.71
+2026-05-21 09:41:54,black_headed_gull_observed.csv,0.2947073399168134699381481397,1.261,1.519,3.069,2.121,0.922,7.73,11.901,0.099,6.73,7.508,0.343,0.105,0.013,1.91,10.64,10.96,2.575,10.314,4.47,16.158,6.572,10.54,2.604,0.106,9.34,6.5,6.912,7.45,22.688,19.562,24.137,14.988,1.353,0.247,12.191,55.922,104.403,7.44
+2026-05-21 09:41:55,black_headed_gull_observed.csv,1.386721862302978748616916387,1.214,2.201,5.608,1.304,0.402,7.54,6.882,0.001,7.53,18.92,0.306,0.06,0.029,2.23,1.04,10.73,2.044,16.116,16.529,15.702,3.744,1.828,5.66,0.085,8.39,7.93,3.865,7.14,22.992,45.880,72.507,19.252,1.464,0.105,12.194,66.878,118.234,15.523
+2026-05-21 09:41:55,black_headed_gull_observed.csv,0.6766001387583763439027542792,1.163,0.944,1.841,0.652,0.789,7.01,5.275,0.092,6.54,16.419,0.133,0.673,0.007,1.95,1.01,10.62,10.292,10.898,10.941,10.854,6.474,5.543,7.406,0.022,8.48,8.02,5.267,7.04,20.142,31.525,47.421,15.629,1.561,0.249,12.006,64.974,118.829,11.12
+2026-05-21 09:41:55,black_headed_gull_observed.csv,0.2783986115854449713117519686,1.104,2.984,2.986,0.208,0.656,6.35,15.321,0.072,6.82,26.263,0.224,0.08,0.034,1.4,11.01,11.14,2.361,5.304,9.971,0.638,9.401,8.717,10.085,0.049,9.06,7.31,1.411,7.08,11.857,8.489,11.954,5.024,1.583,0.184,12.14,77.224,146.663,7.785
+2026-05-21 09:41:56,black_headed_gull_observed.csv,0.7119255445046955354895683631,1.006,0.84,1.251,2.197,0.642,6.5,6.292,0.04,7.17,7.804,0.092,0.333,0.045,11.83,11.84,10.52,3.985,8.370,4.721,12.019,11.269,11.808,10.730,0.135,9.02,8.5,6.354,7.31,13.1,39.946,79.534,0.359,1.755,0.206,12.222,97.972,185.388,10.557
+2026-05-21 09:41:56,black_headed_gull_observed.csv,0.4152327084604433405645686928,0.957,3.989,3.78,6.859,0.814,7.47,14.264,0.067,7.57,17.387,0.318,0.435,0.037,11.87,11.25,11.22,3.307,6.718,1.313,12.124,12.197,10.82,13.574,0.063,8.01,8.06,1.939,6.76,15.226,4.584,6.939,2.23,0.981,0.069,12.125,60.670,108.757,12.583
+2026-05-21 09:41:56,black_headed_gull_observed.csv,0.9522581204969694477808120829,0.826,2.435,1.066,2.055,0.573,6.66,14.194,0.09,6.75,21.878,0.381,0.698,0.041,11.81,10.89,10.57,4.356,4.874,8.055,1.692,2.006,1.399,2.613,0.02,7.61,6.16,5.378,6.67,22.794,46.643,77.454,15.832,1.567,0.088,12.168,117.718,225.556,9.879
+2026-05-21 09:41:56,black_headed_gull_observed.csv,0.2832285755468493586967366404,1.324,1.591,2.095,5.839,0.568,6.73,4.52,0.009,7.42,22.993,0.401,0.379,0.031,2.45,11.71,10.93,9.822,12.362,17.987,6.736,9.918,11.459,8.378,0.219,7.68,7.52,1.497,7.14,7.296,23.719,44.609,2.829,1.692,0.325,12.233,91.940,173.144,10.737
+2026-05-21 09:41:57,black_headed_gull_observed.csv,0.3246602584903882533131257984,0.989,2.832,3.485,4.715,0.767,7.73,5.287,0.064,6.62,8.143,0.203,0.089,0.008,2.35,10.82,11.29,2.556,11.004,6.147,15.862,11.094,12.395,9.794,0.021,10.1,8.2,1.775,7.0,13.47,25.440,36.888,13.992,1.516,0.231,12.157,69.373,127.087,11.659
+2026-05-21 09:41:57,black_headed_gull_observed.csv,0.2809951452582975752354900702,1.16,2.609,2.036,6.457,0.866,7.14,4.973,0.07,7.43,19.548,0.059,0.738,0.006,1.85,1.2,11.36,7.679,15.558,11.796,19.32,8.716,9.842,7.59,0.168,8.14,8.27,6.473,6.77,19.717,26.248,39.249,13.248,1.176,0.109,12.208,103.436,198.577,8.295
+2026-05-21 09:41:57,black_headed_gull_observed.csv,1.645398102040758034521287670,1.066,2.315,5.899,0.314,0.243,7.33,4.712,0.045,7.5,16.945,0.163,0.415,0.041,11.89,10.76,11.33,8.21,14.324,19.322,9.327,8.921,5.359,12.483,0.156,9.58,7.56,5.695,6.89,21.456,8.880,7.619,10.141,1.013,0.195,12.23,91.863,175.093,8.633
+2026-05-21 09:41:58,black_headed_gull_observed.csv,0.9135956385292792535831005900,0.891,1.528,1.575,6.088,0.784,6.81,9.4,0.086,7.59,15.499,0.373,0.25,0.008,2.06,11.84,10.74,8.134,10.504,4.682,16.326,6.674,5.758,7.59,0.205,8.82,6.33,2.576,7.43,8.948,23.348,30.826,15.871,1.552,0.216,12.272,100.113,192.885,7.341
+2026-05-21 09:41:58,black_headed_gull_observed.csv,0.3343767453609723048689225452,1.213,3.333,5.636,3.746,0.803,7.23,9.131,0.089,6.94,15.012,0.077,0.601,0.049,1.26,11.38,10.25,10.589,14.247,9.229,19.265,2.152,0.404,3.9,0.186,10.28,7.22,7.324,7.02,6.122,17.327,34.231,0.423,1.231,0.317,12.244,100.294,192.632,7.956
+2026-05-21 09:41:58,black_headed_gull_observed.csv,1.084037676597951229421872921,1.088,2.138,2.789,7.755,0.272,6.35,5.687,0.083,6.67,14.03,0.213,0.136,0.012,1.2,11.83,11.07,10.391,11.554,16.336,6.772,11.412,10.983,11.841,0.175,9.81,8.13,5.565,6.81,12.222,32.792,60.477,5.108,0.95,0.178,12.282,60.196,116.034,4.359
+2026-05-21 09:41:59,black_headed_gull_observed.csv,1.214377163536999791856184022,1.264,1.551,5.585,1.355,0.667,6.37,7.369,0.065,7.46,9.673,0.17,0.334,0.005,1.15,11.2,10.96,5.895,13.624,13.923,13.326,8.060,13.255,2.864,0.191,9.98,6.34,1.225,7.0,19.155,19.534,19.107,19.961,0.847,0.32,12.218,100.740,189.999,11.481
+2026-05-21 09:41:59,black_headed_gull_observed.csv,0.3068881142751936256099473880,0.986,3.145,5.885,4.006,0.52,7.58,9.989,0.076,7.36,27.97,0.106,0.291,0.002,2.19,11.8,10.31,7.663,14.531,10.117,18.945,9.251,5.593,12.909,0.064,8.08,7.74,7.978,7.08,14.312,32.417,54.33,10.504,1.588,0.305,12.169,93.675,180.523,6.827
+2026-05-21 09:41:59,black_headed_gull_observed.csv,0.1379761711100181408873577234,1.049,2.574,4.508,6.886,0.758,7.43,13.963,0.096,7.24,19.953,0.282,0.381,0.021,1.65,1.08,11.25,2.053,11.888,6.509,17.268,11.074,9.373,12.775,0.232,7.84,6.37,0.805,6.63,17.382,12.538,18.78,6.297,1.21,0.334,12.018,56.190,107.869,4.51
+2026-05-21 09:42:00,black_headed_gull_observed.csv,0.3672784534298006323368133658,0.794,2.042,5.878,1.735,0.268,7.01,9.361,0.017,6.71,16.512,0.167,0.404,0.032,2.31,11.01,10.97,5.282,12.635,16.892,8.378,6.268,4.252,8.283,0.081,8.93,6.39,3.737,7.49,17.825,27.194,44.851,9.536,1.685,0.036,12.172,98.528,190.29,6.767
+2026-05-21 09:42:00,black_headed_gull_observed.csv,0.4142613523936138845405844832,0.972,3.353,4.432,4.149,0.215,6.84,12.432,0.092,7.61,11.308,0.288,0.084,0.021,11.59,11.85,10.82,5.174,7.697,12.577,2.817,13.002,12.278,13.726,0.197,7.65,7.15,7.095,7.41,23.633,30.950,54.076,7.824,1.551,0.208,12.204,116.502,225.957,7.046
+2026-05-21 09:42:00,black_headed_gull_observed.csv,0.3407027537142775667289246817,0.986,2.086,3.003,5.9,0.714,7.19,15.015,0.002,7.09,17.934,0.267,0.216,0.002,1.38,11.91,11.41,6.305,9.980,14.528,5.433,7.888,12.046,3.729,0.066,8.43,7.72,4.757,7.47,13.707,19.744,35.502,3.985,1.178,0.317,12.086,97.450,185.767,9.132
+2026-05-21 09:42:00,black_headed_gull_observed.csv,1.691110620688346994492709587,0.793,3.055,0.829,0.965,0.931,7.66,3.066,0.056,7.54,24.376,0.073,0.331,0.009,2.02,11.77,10.97,9.105,4.676,1.172,8.181,2.392,4.247,0.538,0.044,9.45,8.3,7.204,6.61,7.486,15.718,30.348,1.089,1.417,0.122,12.051,57.038,106.356,7.72
+2026-05-21 09:42:01,black_headed_gull_observed.csv,1.016739836999980115015981708,0.958,0.529,4.979,6.202,0.431,6.51,6.152,0.01,6.6,15.271,0.323,0.386,0.049,11.83,11.72,10.81,3.456,2.224,3.228,1.221,13.198,12.395,14.000,0.038,9.59,6.71,4.923,7.48,9.713,33.969,48.035,19.903,1.086,0.139,12.034,101.538,194.905,8.172
+2026-05-21 09:42:01,black_headed_gull_observed.csv,0.3371068742538730545961515410,1.196,0.416,0.589,2.081,0.206,7.07,4.286,0.077,7.41,17.171,0.353,0.545,0.03,11.89,1.48,11.44,8.871,0.744,0.776,0.711,8.345,2.913,13.777,0.205,7.61,6.33,0.858,7.59,7.48,11.693,12.561,10.825,0.909,0.319,12.224,78.274,147.427,9.121
+2026-05-21 09:42:01,black_headed_gull_observed.csv,0.4171489952508523437300971640,1.168,1.812,0.551,7.019,0.347,6.48,15.023,0.012,7.0,19.655,0.292,0.518,0.03,1.87,11.88,11.27,4.631,4.556,3.782,5.33,11.118,9.591,12.645,0.038,9.59,6.86,5.763,6.63,16.997,1.838,1.464,2.213,0.924,0.247,12.293,122.717,230.491,14.943
+2026-05-21 09:42:02,black_headed_gull_observed.csv,1.320960918493232140861805093,1.298,1.35,4.655,7.147,0.264,7.22,3.898,0.075,7.17,14.524,0.321,0.738,0.017,11.56,11.16,10.77,2.379,14.612,15.161,14.064,6.572,6.898,6.245,0.078,10.26,7.7,2.122,6.98,11.079,11.331,14.455,8.207,1.276,0.126,12.118,55.759,106.759,4.759
+2026-05-21 09:42:02,black_headed_gull_observed.csv,1.495412133421107992404240127,0.807,1.342,1.982,7.038,0.924,7.28,3.981,0.08,6.71,19.118,0.296,0.148,0.034,2.31,11.85,10.88,7.947,10.164,11.418,8.911,7.726,6.592,8.86,0.028,10.26,6.61,2.458,7.24,11.351,17.423,31.282,3.564,1.728,0.212,12.156,84.096,163.65,4.542
+2026-05-21 09:42:02,black_headed_gull_observed.csv,0.7396081986632950421157677067,1.319,3.243,5.835,4.375,0.549,6.28,11.57,0.075,7.31,24.811,0.162,0.013,0.036,1.12,10.72,11.25,8.558,9.776,12.065,7.487,7.722,13.469,1.976,0.246,10.01,8.34,6.974,6.72,17.218,43.874,72.512,15.236,1.556,0.004,12.044,121.972,235.726,8.218
+2026-05-21 09:42:03,black_headed_gull_observed.csv,0.3853211238105752519097209200,1.16,3.74,1.808,5.521,0.6,7.59,12.165,0.008,7.59,19.964,0.274,0.727,0.02,11.75,10.96,10.61,2.199,9.400,8.167,10.633,7.603,10.304,4.902,0.079,8.67,6.45,2.236,7.24,7.812,36.993,55.205,18.781,1.022,0.12,12.002,58.191,101.917,14.465
+2026-05-21 09:42:03,black_headed_gull_observed.csv,0.5981169943412924331516985838,0.889,1.025,1.017,4.799,0.43,7.5,15.183,0.035,7.58,25.383,0.435,0.657,0.026,2.37,11.36,11.2,10.504,2.871,2.766,2.976,6.368,9.409,3.326,0.051,9.75,7.25,2.049,7.57,6.821,30.334,52.347,8.321,1.558,0.096,12.124,78.390,143.568,13.212
+2026-05-21 09:42:03,black_headed_gull_observed.csv,0.5676417967810441247125641534,1.204,2.2,4.094,4.405,0.325,7.19,4.034,0.055,6.63,12.325,0.352,0.49,0.005,11.68,11.99,10.56,3.698,3.393,3.117,3.669,8.504,13.418,3.589,0.093,8.76,8.34,4.146,6.76,12.72,43.014,69.801,16.226,1.237,0.085,12.057,113.776,218.011,9.54
+2026-05-21 09:42:03,black_headed_gull_observed.csv,0.4287384908383556078443497790,0.961,1.052,5.33,1.459,0.648,6.4,3.396,0.033,7.27,13.9,0.074,0.474,0.022,1.16,1.31,11.26,7.366,11.545,5.502,17.588,4.260,4.037,4.483,0.062,10.32,7.08,6.625,6.71,22.498,24.002,34.472,13.533,1.597,0.109,12.046,119.732,234.428,5.036
+2026-05-21 09:42:04,black_headed_gull_observed.csv,1.268977373711286938361502203,0.976,3.316,5.978,3.755,0.785,7.19,10.245,0.044,6.57,26.055,0.156,0.076,0.007,1.39,10.53,11.11,3.164,14.230,18.696,9.764,4.326,1.471,7.182,0.109,8.73,6.06,5.86,6.63,7.583,26.355,51.105,1.605,0.894,0.091,12.232,44.230,84.113,4.348
+2026-05-21 09:42:04,black_headed_gull_observed.csv,0.2627146725464488999914527980,0.867,2.072,5.133,0.166,0.624,7.38,9.275,0.027,6.85,13.35,0.362,0.289,0.027,1.77,1.28,10.97,3.245,5.920,5.999,5.84,13.236,14.000,12.473,0.15,8.34,7.58,5.392,7.13,20.355,11.338,3.66,19.016,1.439,0.337,12.05,86.861,158.326,15.396
+2026-05-21 09:42:04,black_headed_gull_observed.csv,0.4377086635985883950336320943,0.804,0.746,1.221,4.376,0.943,7.47,6.184,0.06,7.39,17.829,0.118,0.457,0.029,11.84,10.94,11.47,11.452,9.826,10.963,8.689,7.316,2.193,12.44,0.108,8.29,8.38,6.544,7.1,22.377,23.306,36.715,9.898,0.832,0.143,12.136,118.343,225.611,11.075
+2026-05-21 09:42:05,black_headed_gull_observed.csv,1.029340308926860138499385749,0.77,3.066,4.914,3.118,0.719,6.91,7.381,0.092,6.57,9.585,0.086,0.325,0.016,11.51,11.55,10.82,6.025,14.706,18.297,11.114,2.190,3.816,0.565,0.083,9.36,6.47,2.11,6.81,6.6,20.416,25.29,15.541,0.874,0.192,12.169,65.387,123.885,6.889
+2026-05-21 09:42:05,black_headed_gull_observed.csv,0.5341434014292205361834800282,0.758,0.783,1.739,0.156,0.186,6.27,4.596,0.029,7.34,14.97,0.313,0.087,0.016,11.65,10.82,11.05,9.399,7.123,3.885,10.361,8.658,6.905,10.41,0.036,8.36,8.03,3.229,7.34,8.418,46.290,74.821,17.759,1.387,0.043,12.005,92.118,173.535,10.701
+2026-05-21 09:42:05,black_headed_gull_observed.csv,39.79697961277712863837911585,1.183,1.352,0.141,1.695,0.487,6.93,15.305,0.1,7.4,24.835,0.071,0.626,0.02,1.28,11.59,10.29,11.249,5.406,3.776,7.035,7.486,6.934,8.039,0.185,10.45,7.69,5.681,7.51,22.745,35.402,64.649,6.154,1.339,0.092,12.179,120.342,226.831,13.852
+2026-05-21 09:42:06,black_headed_gull_observed.csv,0.9645697035995338269483652015,0.906,2.581,4.96,5.452,0.115,6.43,15.192,0.013,6.51,18.902,0.248,0.114,0.003,2.17,11.48,10.8,2.926,9.354,3.832,14.875,6.012,6.572,5.451,0.046,10.37,8.19,2.9,7.31,11.277,28.404,38.462,18.347,1.477,0.269,12.056,81.158,152.007,10.31
+2026-05-21 09:42:06,black_headed_gull_observed.csv,0.4976823366962945360137009300,0.78,0.732,5.086,0.761,0.664,6.97,3.067,0.007,6.64,23.777,0.176,0.713,0.048,2.08,11.08,11.34,11.305,15.848,18.167,13.529,9.211,7.955,10.467,0.104,8.46,7.84,0.858,7.57,21.737,2.780,0.844,4.716,1.629,0.298,12.189,92.488,177.171,7.804
+2026-05-21 09:42:06,black_headed_gull_observed.csv,0.1613669312281041223491796962,0.905,3.54,0.798,6.639,0.159,6.97,4.171,0.028,7.07,9.433,0.432,0.726,0.038,2.26,10.66,11.44,6.211,9.939,5.754,14.124,8.954,7.359,10.548,0.102,8.13,8.17,7.786,7.06,16.278,14.933,18.353,11.513,1.412,0.279,12.052,48.109,84.84,11.378
+2026-05-21 09:42:07,black_headed_gull_observed.csv,0.2630360552055179256892148433,1.207,1.289,4.15,3.098,0.869,7.57,14.953,0.067,7.18,12.756,0.348,0.654,0.003,11.73,10.9,11.09,2.116,16.433,19.0,13.866,12.210,13.457,10.964,0.152,10.39,7.33,6.808,6.98,22.517,19.562,37.865,1.26,1.153,0.064,12.217,94.002,173.261,14.744
+2026-05-21 09:42:07,black_headed_gull_observed.csv,0.3616003473254391748726345707,1.027,1.208,1.864,2.06,0.133,7.22,12.507,0.055,6.79,25.765,0.411,0.69,0.006,2.42,1.02,11.24,6.354,5.563,6.47,4.656,2.120,2.983,1.258,0.121,9.9,6.11,1.385,6.77,15.845,33.496,58.709,8.282,1.412,0.224,12.095,123.658,234.17,13.145
+2026-05-21 09:42:07,black_headed_gull_observed.csv,0.4522914119019222215220413474,1.27,0.573,0.083,7.818,0.817,7.73,9.53,0.024,7.03,15.86,0.21,0.627,0.012,2.02,11.68,10.82,11.869,7.192,13.162,1.221,7.832,13.708,1.956,0.172,7.66,6.44,7.725,7.09,6.193,32.330,56.065,8.596,0.968,0.336,12.218,122.062,232.397,11.726
+2026-05-21 09:42:07,black_headed_gull_observed.csv,0.6496699655391727363375001930,0.891,0.452,4.941,4.126,0.883,7.06,5.011,0.075,6.69,16.51,0.315,0.09,0.008,11.94,11.21,10.87,9.242,18.439,20.000,16.878,5.680,7.433,3.928,0.105,7.58,7.68,1.363,7.06,13.291,23.561,30.402,16.72,1.002,0.203,12.153,111.806,216.686,6.926
+2026-05-21 09:42:08,black_headed_gull_observed.csv,0.2670808922344858559949261774,0.963,1.456,2.618,5.977,0.894,7.51,5.122,0.011,6.68,8.106,0.067,0.105,0.035,2.13,10.54,10.56,7.107,3.454,4.348,2.559,8.271,9.095,7.447,0.196,7.57,6.05,2.891,6.79,7.573,38.828,57.823,19.832,1.189,0.184,12.021,70.410,132.954,7.865
+2026-05-21 09:42:08,black_headed_gull_observed.csv,1.188281395785672664242716163,1.052,1.45,5.064,4.988,0.89,7.25,15.075,0.092,7.43,8.635,0.411,0.561,0.02,2.2,11.3,10.62,3.082,17.054,18.175,15.934,9.535,10.125,8.945,0.167,9.04,6.85,0.93,6.94,23.522,37.992,66.481,9.503,1.765,0.039,12.224,82.692,151.527,13.858
+2026-05-21 09:42:08,black_headed_gull_observed.csv,0.8292982764975461521412718390,0.968,3.818,5.152,2.197,0.101,6.53,7.075,0.073,6.52,8.964,0.151,0.022,0.037,11.55,10.84,10.64,7.358,3.214,2.688,3.74,4.984,5.648,4.321,0.14,9.76,8.46,2.287,7.05,11.19,43.138,67.025,19.251,1.602,0.074,12.134,60.168,112.884,7.453
+2026-05-21 09:42:09,black_headed_gull_observed.csv,0.8256664425303986285710252842,1.085,1.133,1.267,1.982,0.703,7.06,6.338,0.054,6.95,23.57,0.392,0.292,0.05,2.14,11.91,10.56,2.095,5.512,5.106,5.917,8.108,12.86,3.356,0.124,8.66,6.46,4.555,7.11,7.728,34.342,57.175,11.508,1.662,0.133,12.183,70.285,133.558,7.012
+2026-05-21 09:42:09,black_headed_gull_observed.csv,0.4819503957822095457351033620,1.077,2.178,3.67,4.89,0.387,7.69,13.61,0.062,7.33,6.666,0.309,0.468,0.019,1.01,10.54,10.27,10.804,8.479,14.889,2.069,8.726,7.373,10.08,0.099,10.27,8.07,6.236,7.25,6.777,14.592,25.9,3.285,1.539,0.291,12.222,79.859,152.47,7.248
+2026-05-21 09:42:09,black_headed_gull_observed.csv,0.2506038717868710307254453450,0.896,2.128,5.126,7.568,0.92,7.02,15.876,0.036,6.66,27.794,0.109,0.19,0.021,2.46,11.44,10.84,2.126,10.205,10.932,9.478,6.338,4.466,8.21,0.068,8.62,7.43,3.13,6.84,10.822,48.476,78.017,18.936,1.374,0.018,12.229,116.752,226.41,7.095
+2026-05-21 09:42:10,black_headed_gull_observed.csv,2.122746207598043325647248546,0.938,1.572,0.56,7.43,0.293,6.56,7.461,0.018,7.39,24.336,0.322,0.397,0.006,2.35,11.7,10.86,10.317,4.062,2.648,5.476,11.097,13.644,8.55,0.189,8.97,8.32,1.768,7.56,23.519,18.332,36.036,0.628,1.786,0.135,12.269,71.716,129.737,13.694
+2026-05-21 09:42:10,black_headed_gull_observed.csv,0.2947991846847208583917176438,0.922,0.622,2.573,5.637,0.216,6.79,13.344,0.029,6.98,9.355,0.1,0.428,0.016,2.3,1.25,11.41,7.509,8.136,10.798,5.473,11.094,13.171,9.018,0.056,9.79,6.59,4.189,7.47,15.795,19.059,24.319,13.799,1.683,0.281,12.091,120.508,235.413,5.603
+2026-05-21 09:42:10,black_headed_gull_observed.csv,0.3095468950106101550007465795,1.339,0.87,5.5,3.799,0.853,6.89,15.171,0.082,7.22,22.693,0.311,0.621,0.039,1.04,1.41,10.52,11.672,11.780,11.686,11.875,11.000,9.964,12.035,0.064,10.16,6.68,7.08,6.7,9.25,45.114,76.661,13.568,1.206,0.287,12.221,93.723,182.541,4.905
+2026-05-21 09:42:11,black_headed_gull_observed.csv,0.2782517876936931182106311559,1.332,0.836,1.622,2.774,0.384,7.35,14.613,0.092,6.57,8.816,0.172,0.511,0.043,11.65,1.07,10.3,7.147,13.721,19.339,8.103,6.120,5.342,6.898,0.237,10.31,6.28,1.26,7.05,16.52,46.897,78.643,15.151,1.38,0.112,12.283,63.120,117.054,9.187
+2026-05-21 09:42:11,black_headed_gull_observed.csv,0.2639143608672070103460261665,1.226,1.588,2.603,1.068,0.251,6.82,8.156,0.09,7.63,9.395,0.242,0.635,0.027,1.17,11.15,10.91,8.392,10.084,11.41,8.757,8.662,4.974,12.35,0.153,7.91,8.23,7.64,7.12,18.859,42.964,68.193,17.736,1.249,0.14,12.223,102.148,199.948,4.349
+2026-05-21 09:42:11,black_headed_gull_observed.csv,1.344908014184517049762972091,1.005,1.577,3.839,4.703,0.189,6.45,6.503,0.084,7.52,10.525,0.134,0.226,0.032,2.36,11.75,10.76,9.788,16.490,17.051,15.928,5.252,5.213,5.292,0.09,7.67,8.04,7.207,7.6,21.005,38.795,75.568,2.022,1.121,0.099,12.29,65.751,125.581,5.921
+2026-05-21 09:42:11,black_headed_gull_observed.csv,0.8551063035953009989851096452,0.91,1.172,2.159,1.448,0.411,7.68,11.914,0.07,7.04,6.8,0.425,0.193,0.041,2.05,1.0,10.91,10.783,4.656,5.173,4.139,6.664,6.274,7.055,0.187,10.36,6.5,7.296,7.57,18.381,3.413,2.263,4.563,0.814,0.137,12.139,65.304,116.183,14.426
+2026-05-21 09:42:12,black_headed_gull_observed.csv,0.2335469699776279561022887112,0.774,1.751,3.607,5.193,0.696,7.06,13.323,0.071,6.99,23.439,0.22,0.449,0.022,11.59,11.26,11.3,8.599,8.650,2.839,14.461,7.698,6.491,8.904,0.175,10.05,8.11,2.091,6.6,10.385,31.776,53.325,10.228,1.26,0.152,12.012,99.512,193.047,5.977
+2026-05-21 09:42:12,black_headed_gull_observed.csv,0.4101821718278286835436569216,1.317,2.71,1.412,7.11,0.341,6.39,5.531,0.032,7.37,25.96,0.108,0.5,0.012,11.66,11.54,10.75,4.393,10.796,9.925,11.668,3.228,3.662,2.793,0.249,7.96,8.0,6.479,6.65,17.798,27.822,37.692,17.953,1.168,0.248,12.289,63.762,122.96,4.565
+2026-05-21 09:42:12,black_headed_gull_observed.csv,0.1196191228381804731839047794,0.78,2.629,5.249,7.043,0.648,6.34,6.329,0.03,7.27,27.171,0.29,0.252,0.044,1.85,10.59,10.33,6.809,3.226,3.928,2.523,3.475,2.436,4.514,0.078,8.28,6.23,6.844,6.94,18.403,17.794,18.275,17.313,1.279,0.122,12.027,90.192,173.487,6.896
+2026-05-21 09:42:13,black_headed_gull_observed.csv,0.9936116813906418931871010406,1.167,1.678,3.202,5.68,0.106,6.7,7.206,0.093,7.0,8.861,0.324,0.255,0.042,11.52,1.32,11.12,3.104,18.362,16.875,19.849,6.102,5.223,6.980,0.213,8.96,7.14,7.726,7.26,22.466,38.903,66.746,11.06,1.103,0.052,12.133,56.152,106.54,5.764
+2026-05-21 09:42:13,black_headed_gull_observed.csv,1.481633531754089400244768662,1.021,2.28,1.718,4.003,0.679,6.78,14.672,0.094,6.71,15.246,0.416,0.259,0.049,1.83,11.87,11.47,6.015,7.392,8.667,6.117,8.712,13.564,3.861,0.237,9.27,8.28,6.855,7.42,6.566,39.444,70.764,8.124,1.623,0.06,12.116,109.016,207.67,10.362
+2026-05-21 09:42:13,black_headed_gull_observed.csv,0.4463328858064216664556447994,1.285,3.424,0.134,7.01,0.583,6.72,3.7,0.031,7.16,23.109,0.384,0.618,0.044,1.26,11.64,11.22,4.243,6.324,1.147,11.5,3.958,6.435,1.48,0.093,8.47,8.27,7.347,6.74,7.629,22.184,27.029,17.339,1.262,0.138,12.156,115.301,219.417,11.185
+2026-05-21 09:42:14,black_headed_gull_observed.csv,1.581667066569268440341061520,1.138,3.019,0.141,6.99,0.842,7.0,8.931,0.006,6.6,26.737,0.296,0.058,0.018,11.88,11.71,11.29,5.19,8.734,1.925,15.542,12.602,13.499,11.706,0.193,8.84,6.05,2.429,6.99,10.082,7.371,1.28,13.462,1.665,0.308,12.261,110.520,210.848,10.193
+2026-05-21 09:42:14,black_headed_gull_observed.csv,0.3180400350037098392256574179,0.88,0.736,1.392,4.82,0.872,6.47,13.546,0.097,6.97,19.037,0.192,0.346,0.017,1.2,10.95,10.27,4.92,8.896,9.496,8.296,4.844,9.032,0.657,0.073,8.0,7.93,7.06,6.86,15.012,20.004,37.339,2.668,1.022,0.158,12.119,120.167,227.521,12.813
+2026-05-21 09:42:14,black_headed_gull_observed.csv,1.424596768781257353984535677,1.246,3.638,3.635,5.463,0.154,6.29,15.641,0.077,6.67,19.627,0.13,0.429,0.024,2.47,10.75,10.53,3.417,7.724,2.484,12.965,8.935,5.828,12.042,0.055,9.8,7.08,7.723,6.78,15.17,19.124,22.152,16.095,0.862,0.226,12.1,105.810,206.042,5.578
+2026-05-21 09:42:15,black_headed_gull_observed.csv,0.9842238394350430310882930131,0.956,0.543,0.517,0.925,0.771,7.13,3.311,0.029,7.11,26.647,0.232,0.626,0.002,2.47,11.94,10.83,2.225,2.604,2.09,3.117,6.649,11.879,1.419,0.03,8.63,7.21,3.684,7.24,6.786,38.926,63.694,14.158,1.366,0.088,12.037,75.506,142.567,8.444
+2026-05-21 09:42:15,black_headed_gull_observed.csv,1.740976121848617893865391545,0.833,0.879,4.631,4.854,0.09,6.92,5.539,0.014,7.1,6.743,0.168,0.111,0.029,1.87,11.8,11.05,7.34,15.920,13.597,18.243,6.106,4.344,7.869,0.09,7.73,8.08,4.214,6.6,13.87,38.864,75.844,1.883,1.1,0.109,12.114,106.724,202.657,10.791
+2026-05-21 09:42:15,black_headed_gull_observed.csv,0.5348143816278028123669079075,1.239,3.257,5.879,6.746,0.575,6.25,10.355,0.081,6.62,7.938,0.273,0.203,0.034,1.59,11.02,11.49,8.698,13.643,19.285,8.001,2.066,0.712,3.419,0.005,7.6,6.45,1.659,6.74,18.864,28.367,44.087,12.647,1.635,0.178,12.171,93.358,179.062,7.655
+2026-05-21 09:42:15,black_headed_gull_observed.csv,1.105345965082664692583589274,1.324,2.897,2.683,5.788,0.288,6.76,7.098,0.036,6.81,17.865,0.082,0.139,0.031,2.47,11.24,10.94,6.7,13.731,8.799,18.663,10.422,8.002,12.841,0.084,9.68,6.42,3.518,7.1,22.534,15.832,21.691,9.972,1.216,0.239,12.147,66.080,122.354,9.807
+2026-05-21 09:42:16,black_headed_gull_observed.csv,0.6442104465674947738427862603,0.804,0.977,0.676,1.073,0.802,7.44,5.352,0.087,7.2,7.605,0.203,0.124,0.035,11.81,1.07,10.72,11.054,7.343,2.308,12.378,6.140,6.71,5.569,0.124,7.83,8.39,2.968,6.9,9.272,9.522,15.283,3.762,0.853,0.01,12.247,57.690,108.582,6.798
+2026-05-21 09:42:16,black_headed_gull_observed.csv,0.6657521036374058760321953426,1.152,1.132,4.164,0.109,0.368,6.41,11.65,0.012,7.12,20.529,0.29,0.146,0.01,1.2,1.47,10.54,11.447,7.547,3.079,12.015,3.934,7.303,0.564,0.041,8.96,8.44,4.821,7.45,18.556,7.966,11.766,4.167,1.647,0.147,12.2,74.116,138.058,10.175
+2026-05-21 09:42:16,black_headed_gull_observed.csv,0.4051033417348502581804240399,0.872,1.555,0.377,1.632,0.873,6.38,6.621,0.069,6.95,6.485,0.194,0.169,0.035,1.15,11.96,10.8,2.227,10.015,9.798,10.232,11.156,12.7,9.611,0.212,7.89,8.08,7.409,6.71,17.346,26.876,42.526,11.226,1.029,0.079,12.288,85.978,159.499,12.456
+2026-05-21 09:42:17,black_headed_gull_observed.csv,0.4569117241618069639563037362,0.971,1.033,5.771,7.129,0.161,6.78,3.975,0.059,7.37,12.414,0.365,0.09,0.003,2.35,11.01,10.48,10.276,13.868,11.073,16.664,6.160,5.443,6.878,0.116,9.88,7.85,7.568,7.54,14.694,16.930,22.675,11.186,1.683,0.318,12.068,63.714,120.353,7.076
+2026-05-21 09:42:17,black_headed_gull_observed.csv,1.884306598163940903348101056,1.209,3.0,0.061,0.308,0.358,6.94,4.027,0.036,7.31,22.938,0.371,0.533,0.035,1.26,11.63,10.85,8.469,7.430,11.669,3.191,7.330,0.967,13.692,0.014,8.08,7.56,6.471,6.75,17.121,35.280,56.634,13.927,1.552,0.202,12.289,46.764,88.111,5.418
+2026-05-21 09:42:17,black_headed_gull_observed.csv,0.06986816300364605311772750460,0.838,2.977,1.065,2.522,0.029,7.65,14.947,0.059,7.43,7.711,0.313,0.668,0.026,1.01,11.96,10.96,8.071,1.606,2.687,0.525,10.092,12.058,8.126,0.148,8.4,7.69,3.27,7.27,15.835,23.858,35.685,12.03,1.232,0.289,12.193,67.846,124.088,11.604
+2026-05-21 09:42:18,black_headed_gull_observed.csv,0.8960069148261707271367859286,0.862,1.294,4.896,7.739,0.361,6.37,14.795,0.05,7.03,12.602,0.217,0.142,0.046,2.39,11.93,10.63,6.651,12.250,7.721,16.778,7.508,10.163,4.853,0.212,8.55,8.28,5.774,7.55,12.038,33.507,62.099,4.915,1.057,0.1,12.224,49.594,88.346,10.843
+2026-05-21 09:42:18,black_headed_gull_observed.csv,0.1966627809914210914447648993,1.253,3.824,0.348,6.415,0.112,7.65,9.952,0.006,6.85,20.557,0.201,0.366,0.011,11.62,11.36,10.73,4.836,2.507,3.347,1.667,7.502,11.209,3.796,0.123,8.86,7.28,1.825,6.67,8.61,16.384,32.047,0.722,1.097,0.014,12.25,58.604,102.126,15.081
+2026-05-21 09:42:18,black_headed_gull_observed.csv,0.4371044312131719516437356602,1.147,2.303,5.346,2.239,0.584,6.63,4.663,0.071,6.51,9.597,0.298,0.567,0.038,1.4,11.25,11.28,8.738,7.032,12.752,1.313,4.324,1.154,7.494,0.185,9.83,6.05,7.967,7.27,18.287,20.019,35.968,4.07,1.432,0.275,12.022,108.098,208.571,7.625
diff --git a/modelling/data/abingdon-all/resident/black_headed_gull_simulated.csv b/modelling/data/abingdon-all/resident/black_headed_gull_simulated.csv
new file mode 100644
index 0000000..dbc09ff
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/black_headed_gull_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,1.06,0.1,0,0.01,1
+RungeKutta4,1,0.1,1.00567,0.1,0,0.01,0.940363
+RungeKutta4,2,0.2,0.961979,0.1,0,0.01,0.892405
+RungeKutta4,3,0.3,0.927416,0.1,0,0.01,0.854466
+RungeKutta4,4,0.4,0.900587,0.1,0,0.01,0.825017
+RungeKutta4,5,0.5,0.880205,0.1,0,0.01,0.802644
+RungeKutta4,6,0.6,0.865080,0.1,0,0.01,0.786042
+RungeKutta4,7,0.7,0.854118,0.1,0,0.01,0.774009
+RungeKutta4,8,0.8,0.846307,0.1,0,0.01,0.765435
+RungeKutta4,9,0.9,0.840724,0.1,0,0.01,0.759307
+RungeKutta4,10,1.0,0.836538,0.1,0,0.01,0.754712
+RungeKutta4,11,1.1,0.833005,0.1,0,0.01,0.750834
+RungeKutta4,12,1.2,0.829474,0.1,0,0.01,0.746958
+RungeKutta4,13,1.3,0.825384,0.1,0,0.01,0.742468
+RungeKutta4,14,1.4,0.820281,0.1,0,0.01,0.736867
+RungeKutta4,15,1.5,0.813808,0.1,0,0.01,0.729762
+RungeKutta4,16,1.6,0.805710,0.1,0,0.01,0.720873
+RungeKutta4,17,1.7,0.795828,0.1,0,0.01,0.710025
+RungeKutta4,18,1.8,0.784096,0.1,0,0.01,0.697148
+RungeKutta4,19,1.9,0.770532,0.1,0,0.01,0.682259
+RungeKutta4,20,2.0,0.755226,0.1,0,0.01,0.665458
+RungeKutta4,21,2.1,0.738334,0.1,0,0.01,0.646916
+RungeKutta4,22,2.2,0.720062,0.1,0,0.01,0.626859
+RungeKutta4,23,2.3,0.700658,0.1,0,0.01,0.605560
+RungeKutta4,24,2.4,0.680392,0.1,0,0.01,0.583314
+RungeKutta4,25,2.5,0.659549,0.1,0,0.01,0.560436
+RungeKutta4,26,2.6,0.638416,0.1,0,0.01,0.537239
+RungeKutta4,27,2.7,0.617271,0.1,0,0.01,0.514028
+RungeKutta4,28,2.8,0.596374,0.1,0,0.01,0.491090
+RungeKutta4,29,2.9,0.575961,0.1,0,0.01,0.468683
+RungeKutta4,30,3.0,0.556238,0.1,0,0.01,0.447034
+RungeKutta4,31,3.1,0.537376,0.1,0,0.01,0.426330
+RungeKutta4,32,3.2,0.519510,0.1,0,0.01,0.406719
+RungeKutta4,33,3.3,0.502743,0.1,0,0.01,0.388314
+RungeKutta4,34,3.4,0.487141,0.1,0,0.01,0.371188
+RungeKutta4,35,3.5,0.472740,0.1,0,0.01,0.355380
+RungeKutta4,36,3.6,0.459547,0.1,0,0.01,0.340899
+RungeKutta4,37,3.7,0.447544,0.1,0,0.01,0.327723
+RungeKutta4,38,3.8,0.436694,0.1,0,0.01,0.315814
+RungeKutta4,39,3.9,0.426945,0.1,0,0.01,0.305113
+RungeKutta4,40,4.0,0.418231,0.1,0,0.01,0.295547
+RungeKutta4,41,4.1,0.410480,0.1,0,0.01,0.287039
+RungeKutta4,42,4.2,0.403615,0.1,0,0.01,0.279504
+RungeKutta4,43,4.3,0.397557,0.1,0,0.01,0.272854
+RungeKutta4,44,4.4,0.392229,0.1,0,0.01,0.267006
+RungeKutta4,45,4.5,0.387556,0.1,0,0.01,0.261876
+RungeKutta4,46,4.6,0.383466,0.1,0,0.01,0.257387
+RungeKutta4,47,4.7,0.379893,0.1,0,0.01,0.253465
+RungeKutta4,48,4.8,0.376777,0.1,0,0.01,0.250044
+RungeKutta4,49,4.9,0.374062,0.1,0,0.01,0.247064
+RungeKutta4,50,5.0,0.371699,0.1,0,0.01,0.244470
+RungeKutta4,51,5.1,0.369643,0.1,0,0.01,0.242214
+RungeKutta4,52,5.2,0.367855,0.1,0,0.01,0.240251
+RungeKutta4,53,5.3,0.366300,0.1,0,0.01,0.238544
+RungeKutta4,54,5.4,0.364947,0.1,0,0.01,0.237059
+RungeKutta4,55,5.5,0.363767,0.1,0,0.01,0.235764
+RungeKutta4,56,5.6,0.362730,0.1,0,0.01,0.234625
+RungeKutta4,57,5.7,0.361793,0.1,0,0.01,0.233597
+RungeKutta4,58,5.8,0.360842,0.1,0,0.01,0.232553
+RungeKutta4,59,5.9,0.359405,0.1,0,0.01,0.230976
+RungeKutta4,60,6.0,0.355751,0.1,0,0.01,0.226965
+RungeKutta4,61,6.1,0.347457,0.1,0,0.01,0.217861
+RungeKutta4,62,6.2,0.336270,0.1,0,0.01,0.205581
+RungeKutta4,63,6.3,0.325715,0.1,0,0.01,0.193995
+RungeKutta4,64,6.4,0.317039,0.1,0,0.01,0.184472
+RungeKutta4,65,6.5,0.309995,0.1,0,0.01,0.176740
+RungeKutta4,66,6.6,0.303845,0.1,0,0.01,0.169989
+RungeKutta4,67,6.7,0.297701,0.1,0,0.01,0.163245
+RungeKutta4,68,6.8,0.290605,0.1,0,0.01,0.155456
+RungeKutta4,69,6.9,0.281572,0.1,0,0.01,0.145540
+RungeKutta4,70,7.0,0.269705,0.1,0,0.01,0.132514
+RungeKutta4,71,7.1,0.254442,0.1,0,0.01,0.115761
+RungeKutta4,72,7.2,0.235886,0.1,0,0.01,0.0953922
+RungeKutta4,73,7.3,0.215059,0.1,0,0.01,0.0725309
+RungeKutta4,74,7.4,0.193925,0.1,0,0.01,0.0493327
+RungeKutta4,75,7.5,0.174989,0.1,0,0.01,0.0285472
+RungeKutta4,76,7.6,0.160649,0.1,0,0.01,0.0128066
+RungeKutta4,77,7.7,0.152346,0.1,0,0.01,0.00369257
+RungeKutta4,78,7.8,0.149004,0.1,0,0.01,0.0000241488
+RungeKutta4,79,7.9,0.148982,0.1,0,0.01,0
+RungeKutta4,80,8.0,0.150381,0.1,0,0.01,0.00153564
+RungeKutta4,81,8.1,0.153170,0.1,0,0.01,0.00459706
+RungeKutta4,82,8.2,0.157367,0.1,0,0.01,0.00920399
+RungeKutta4,83,8.3,0.162905,0.1,0,0.01,0.0152829
+RungeKutta4,84,8.4,0.169644,0.1,0,0.01,0.0226801
+RungeKutta4,85,8.5,0.177392,0.1,0,0.01,0.0311849
+RungeKutta4,86,8.6,0.185918,0.1,0,0.01,0.0405437
+RungeKutta4,87,8.7,0.194972,0.1,0,0.01,0.0504820
+RungeKutta4,88,8.8,0.204302,0.1,0,0.01,0.0607233
+RungeKutta4,89,8.9,0.213665,0.1,0,0.01,0.0710008
+RungeKutta4,90,9.0,0.222846,0.1,0,0.01,0.0810785
+RungeKutta4,91,9.1,0.231661,0.1,0,0.01,0.0907545
+RungeKutta4,92,9.2,0.239969,0.1,0,0.01,0.0998740
+RungeKutta4,93,9.3,0.247671,0.1,0,0.01,0.108328
+RungeKutta4,94,9.4,0.254720,0.1,0,0.01,0.116066
+RungeKutta4,95,9.5,0.261119,0.1,0,0.01,0.123090
+RungeKutta4,96,9.6,0.266929,0.1,0,0.01,0.129467
+RungeKutta4,97,9.7,0.272271,0.1,0,0.01,0.135331
+RungeKutta4,98,9.8,0.277323,0.1,0,0.01,0.140876
+RungeKutta4,99,9.9,0.282285,0.1,0,0.01,0.146323
+RungeKutta4,100,10.0,0.287314,0.1,0,0.01,0.151843
+RungeKutta4,101,10.1,0.292452,0.1,0,0.01,0.157483
+RungeKutta4,102,10.2,0.297628,0.1,0,0.01,0.163165
+RungeKutta4,103,10.3,0.302736,0.1,0,0.01,0.168772
+RungeKutta4,104,10.4,0.307744,0.1,0,0.01,0.174269
+RungeKutta4,105,10.5,0.312806,0.1,0,0.01,0.179825
+RungeKutta4,106,10.6,0.318475,0.1,0,0.01,0.186048
+RungeKutta4,107,10.7,0.326061,0.1,0,0.01,0.194375
+RungeKutta4,108,10.8,0.337935,0.1,0,0.01,0.207409
+RungeKutta4,109,10.9,0.357045,0.1,0,0.01,0.228385
+RungeKutta4,110,11.0,0.385050,0.1,0,0.01,0.259126
+RungeKutta4,111,11.1,0.419865,0.1,0,0.01,0.297341
+RungeKutta4,112,11.2,0.455182,0.1,0,0.01,0.336108
+RungeKutta4,113,11.3,0.486396,0.1,0,0.01,0.370370
+RungeKutta4,114,11.4,0.513990,0.1,0,0.01,0.400659
+RungeKutta4,115,11.5,0.538667,0.1,0,0.01,0.427747
+RungeKutta4,116,11.6,0.561001,0.1,0,0.01,0.452262
+RungeKutta4,117,11.7,0.581467,0.1,0,0.01,0.474727
+RungeKutta4,118,11.8,0.600445,0.1,0,0.01,0.495559
+RungeKutta4,119,11.9,0.618238,0.1,0,0.01,0.515090
+RungeKutta4,120,12.0,0.632262,0.1,0,0.01,0.530483
+RungeKutta4,121,12.1,0.635109,0.1,0,0.01,0.533609
diff --git a/modelling/data/abingdon-all/resident/black_headed_gull_simulated.png b/modelling/data/abingdon-all/resident/black_headed_gull_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..fe3f51a840a1db5ac4f40843dade022060f3e176
GIT binary patch
literal 32564
zcmb5Wby!tf7cWeQ(x^y_2uKJb-KB&`Nl7=--Hk{|w-VCb(hbreA#A$4yQIIlIqLD8
z^M3ca_YWR;Hfztd=2~-(F@7<YzqF(X`YnQ6FfcIaVxrGq!@$6Kz`(%Hq9B1!SiVm#
zf?u3AFW%V5n(N!xYgy^RNNCwun3&s`7-~PT)3dTRG&f_SXM9S}LHEGG#>T>$lYznX
z_Yw5wR&N<7g$I?uD5w^qO4cwim|D;u*et$GLl_vhB(diLat`rZ3CIq2<WJh9oCIke
zr3pMhfFpZ!`0&BI4-X%HsPh`-y-Ry#n)qQ~>Br_9>6UkD#h!H!<YBX61s|h6!FoyX
z{;>XfrH=hnP*f0QEMcl<XUCCp>{Ei(N<s<K+iji`RlI;!ZEQglviDf?%$2cfFgJf{
ztE|G{K>uRLw}C+g{}YTy<MaT(P{<^ai1}}hq4L6b0R4|&gaC3V^gk_~N${dK1L^j|
zK7t->`RxC3m{50z{Z6XZ*4A_}CrzF_sm%aP-XHvGaV*Be@fK6q<ic5<nkU;+Mk<@B
z9IW4QTuzr_1~McFsp;rUhL4Bo84h2HiegRq1qVkHnpGyZ9xEn38EbZYqF(zZ>h?8y
zLG?OK)%*wAS2SddxSSp>W~B3Ni`(1uTjOQ2Y+qc@kNrz_$KED(9<B{at?Qc`EU&NA
z2nYy-fBg8kV%jM;Pqk`4vTJ`i&U}1P>v*%IudCMapyhM10)B2z&Z0ln=g^w%YVnJU
zi}kvKkF|Am6s)WYBo4E%95$<=?6-bg4)YdP&rWXF9!OdWfBEudan6@ip+V8$z42ta
zINm3A%an_w5e)^NV<AkQM>8%5K_;U`O*!pk$H>I|+7%ZoeAi(id{=Mud*i87MM9#b
zcu$}EV3N|Or>84$OzVX3P*PA(%x7UdSe>e=7}!h=;SDz&%;@~|_A@o##jaPp-MHa1
z$Nfe9m=_|*yC*a5ii4fw@5{RUHcCw=SeJ^}Y}6R*_Sy)aSuKj{5w0ZIs|Un*jYiAo
zDu{)U@Ia0>M+y_UPbRI`2{as+qSkA)nteJ4(#7-bE_hwfM6a(dm(pX@zl<~bxz3x}
z!J-(Vu)9_=dd8X8D+vk;LVEVjcN!{QMj#pyFmgQ0qORMn-UwDg>M5vNCIG`J%JqET
zs+ciTKHWr>l9H<V;y+gMw!1%BXo!XTyKU<ZEXxaq`X4E2>FL=UFNs2$eKET$Ef*q#
z@--UN=jZ2xPp{T86QjW)f-WvDdCC}*QZna(cy(<?hW_eBNTKX#4!B5McAM<_r^ERw
zOJBO_Ws7AEI6VhZsES$d-o5+Gc3ti$sfDwtsmbbWEwlUL^nfrZk%pEw;(WVCYP{T(
z_Uh`&YR(()rLeGY-ICD3VG!H&V=XPM`K6`w>Gc`+>r0(sMr{kMjiYZ&eWK^bTk?**
zyyqrk^{(fP#R`0vhY@L+nIp`X$<#$0vvZ!Y<f~pf%5>4OJ2|<z@;&ffAFPr#ug^vr
zAYPp??Gj>QVHD!gkjQkqO;vUE&y&tObvSqLruPy`C|Yn9?~H3+4Jm5K_o%YpV}5}i
zja}$_dGGGsPG3^DH`YYtZm67-mhHp?`6_I-yp?V-8g5k|%5p;H=e2D~-Y`6Pz~2@^
z>i&%bpJ0SH<Sfe=7d^`Id&-OTgUKrEjr`75ds>A&gI)Hlp)0T!<$Kg+Q86(Uuca1~
zz7}(D<dr;PW|mV+{PDxVaU;KCUF`%6FH^QzWV_0$*$5+l)yDtCC|4nWaXq&%x~uD@
zq1f)ZmkwN<;Fy*U*vCoA)A82tx0<uR?qKK%qjQ+l@WvXAyuoC}x_>|GD?R0_k4e!i
zh^1yk>=yi&NE@8)Fm~{2mc(cld1u>*nK;*uy&Nl#YYJTX9-S?W4iUFxKP5TNSE(pa
z@`<aEF@ATSKtn@gNp&ut!14*6hKprS54J=~76(4NMbhHR3T?a2RJHB;@(9)&Qi;AS
z0m5gxesrpp(rtnG){{=3K7GphG~}oA&f3d&O@eJIE!Z1b%=GGf<~oPH?)tppI)Ypz
zxZ|LYk6}dJ*;FEL8f>qe=;pEKJ;dx$Y}O{XpG-UN@Ql?umRS9OiGRer^>BD~yJja^
zt;Q~UIWsNoky5$ICkF?IEZ+$17#}NG_76U(h`zAB497#sLdZ(>E>+z79po&Stndb&
zI?4KY)nAo<fU_;_G+Zl4a>dInoZat9O5n0rxK=Dw&p!_Eu;s4Ry6w=|?Ad%etEEn;
z3eO#AIrTm7gYDdN0t^Rh!>qu{V~abymxqG{aZHWR@|YZUXOT{7?6#Dt85m-~x*R^|
zQP;GxvNDQ)p_&LDqf#&X0@@lRTQ*g%t!lw(VF|JKVQlQ&tLCsz%!aRfoGMuzJe#U3
z-TE=xJ#}uK7lKuEAyem)T!q8HWoBk(^)T>&9s4n9SKxhigQ+@adof8#g$7>;1fml=
z7v~f#oAF8pWA=0<v5@lOst=@{bXQaG@GTxQRIfgiZ<{cyk%+=(fVF^&gX{9gixsD@
zdj1UogQ?4N#zpO%f<T9?rS~I`Giy#3o%_X}F9jFZ#25P=_3jZ3cT>ZO^8D8BZt)(%
zc-P~x=$4k};)aHXJzv(>jk-h0gy@Qki&?szj@I??ne<<!w!6;zQ$Z}zhYK|dmv<@`
zf^~*#mSc?}R(a+YgA!~?4<A0H<KW<E&vPD<S5$(7hkpXHk&zqNBSsV3Q#C4GU0p`Q
z&PPLvL;H)1i?Mo-&D(>C<MIfHO*e@^WV~w|xKn>F*>er1YIHRy#mA#xr{R8iRJp|C
zbXbH&%6n1i%6kNny$9B+xRKF1V>hYW53PW>xH!GO&pbwMb6>rU676SPPb|+HkDfKw
zgH2&E$?4-(rc|u$J-#AB>S`0eb+|Fo_gY<Dz2pL%g>QKhwm0*b10*r=d@omKUEH9k
zy)Y3Hnd46}F^VO0w6xvx+uLq|`H=RSoqFfVqe54;J+&#r)&Au6F%{RPe5o3lRAD7;
zZEd4v8GUzm_wFPCFFKG*(A7y-5mjKInW(k7x!J1wNyVF-oE$nTxY!|klCn&(2+E<n
z>%DeT6;(C0sDxqt<!_&iru4d_6CfP($_`FWIWwYL)@LUT*ZIea=dr9q1uH#qndRQD
z_;Lyg%0B3XcJWV!L^g)=pVT>@@R~Wgxz$&n;LB=h%`tKg+iPU)jO)~mujoy>?>5kb
zeN+}m!c+ZyAE!<e_i3?8Kao!?GbAr58n(>YVEhF-7C)vaq=U>YJt>KQh)%PsrzZ-`
zDtq*C>c~?gCTSHvJ&C22M0bU28776e>N3YHM1IqS(PEvUx2Z%Qr7<9j$r;J4S(drP
zUi!@DJCjwidEPQ!DEW<w8m{TF`O@&pHQ!L4w^thsb7PMpcLghtjh{D`2^A`kI}o2G
zEu;51+8VwLQr)`$7~(TWkSc~TQdUq7!y=qj$IL%TZsZeaY=qwbEij|Au;Hp&e=MHE
zT2A8aROPqoS(o);vl0FNB!L`93|ynB{zyz`;h+(JPWqu?jB>vXukk0N1k13;w`=&H
zaK^4k*|_pvUs%g;_>LD>%($rx>9ZkjPOyhm%et0(6R<D`4VOP*K6*EPJQitvu@J&1
zCqZgdVw@;DHFMB8%Cd=SC(l)IuPljOSeAc--<9PY?4LSt({Y{Fl?fMA{SO)`HMJ|g
zePk4>w%f`vn>A4XDuGwbj^y{rtNG~1LP&0Q^5HE565$YS<{?e@4jrFSrb%7r<IS<z
zz3;ky$Z_A%3_aLO$93Pn&Hb3DRHC1qoood`l6YChNOEDj08z#vuOOPQfr-~L2&l}?
zh^*o*3JD@)%kh=dIp?3$*VRq?AY_7JVb%XW<P8J+QQ5-%AY>QQb-NFZLaYxTrZjzQ
ziiQckrCrv)7_e;S(Pu#7Q!;+XC{fY0A2!F%<-u1hO<xB_r;{mrLR<F!JmhvlMn8k`
zJoM6LaSv?8iAW-M6kHFXfcxLTtkoou*hM6QtlyiOj(u5rUp@q}ZrQ2gooKw;;GC8y
zGv36tlOOTVbq+B=xwyB{ed>1}6^4^pj1?7)Q2w?%KBmP5RJJvUmI}fQnk|RPgGkz8
zScBe#1=xW>?3|F&A>X~(7kPI`tiVoAxTV}Kgj@U^<*V?kk!;OKc+6HGZTEG~SoGGH
zEQ>Iu2yv{YoWi(~guSHkk!J?0bBctU@R*MgmPe3@wxeM%Fyi?j!w;e{Fm1T=uyEh7
zJ)U_becJ)V(5z7j2-3rPY{n=mxCHq?JeX9U^XEwmSd9TPLKqKBNH&@{UVM9CG$?Zr
z7)v|qZe8lt?1g&HPn5q$Xlf|UYI9$(Y6E^nJKwrAN-gzUM}x2O);P;>P~At?#k6Go
zeL0V<Vzw%4P~5X4SbPkuwR1>H$)=&C6n6C`d@E~oSNi;YhT<!S4If!QNjP*44`MDm
zIZQZiO{0eI&9M1F--Yh8%|@)XIzCk1HzisLn6=?1`ksd*UE;6LXp_Pr6YKBO_0Cmu
zhKkcX?_|QfAzS~v%?Or|6C+lBPIaVL-lrD}{iysoI)+IrjNbEIUbyRgN443|hcgdj
zMP-apC!Wi$`9F2?NU=kgl#+ewG|9?pgu;p6i2Y*q`IhoZb<er*6E<}mNjVjNeN|?m
zRO)*yYpcX&HZ(?J(v<8X7TW}awb?6vGbLJtZFS9AO@%54({eR!ym)kPl7{ouZofGp
z`HqFBYT@Z5)@WXmot-bOqLesA$P(WJTV4uM&)wJj@yKm3IKHqvyfU<YBn}QgQjc$S
zV|l&zbyl;`DJ0a<^N3?1v9TQ#gCNz(HyIb!*?rru?))?tukN&#PSe|yrDvQ)L<O%+
zvSB>Utu*VGR7Kc}=d?$FDa&m!TMA7QN4!`@e7e%nXC$1X$gxwilS7Cbgp#)o1-2+(
z?=dTEjP+Y4Sx$}1F!Qm>ZFpulKyo146d%6aA32mW$O;se%?~RjV#&1#E!uqkU>m1Q
zK?474LHPna$c00*oWc^;Q<T<_jA0}mtvwvCn7nHL;f>rVVRX6z4mYnX>fE^4Yzhz4
z<f`ig`|0eFjIi=W-CpcoA|k6%i7nd=@p9<xx{b&?BFO<CXJRzSu8sUXl_Wc(zod%(
z$Pjbo&WbOk5&Y!!y0`#Du0Migg!mJN-$5e*|Gc#3584(IGCjlr`UjF&63tmGRZGz-
zkT{;#UuKts^x1VB$kRAHO8k(Y7$xl{y~uy9BP6ADh`2Z_XeBpkVQJkm;kM=CS~ggn
z)CSvh_82)B+4nZ_9qI1jc(NL41)GQbK{(pov!yAiVmh;)s4MVE3UF+82&JUl4$|8V
z*KT)9%{?ACep^Tmc~oivx9jm79kpDbm$&63zFw0M1~v06`$AI)!2?xHNNo}&{Ap(q
z3CTCn5m;AjYh+}UGD{1=xmP;Z7J<?=ADEy1=&i&UC2>lo#$@yowS<!>c2CpvT!1yT
zbS?h;-9{M?;XHL21=9-BHcRkTQaQyZHTl`F84{~aZeNvImIC^jPJ`dI(Ps7hq~?gj
zo@aSb>$O&*1)UaK<!})yyIiGPnMQ2r0cKBn7P@af83c|+f*nJ9J@llAo}HD`oL`Y$
zQPlgj2F}JZoU_17s*B#e2|)>#c-qCw7Ay9*25x5S94Q$ja}SH`M{(oX(y9ciGpZ$>
zWVZ;~pI7xi^wcZrF>kmm?_@Bm#A~u_cAM=;MZ!N@u=gY2xWEwDij~Ook|Yxyd52+C
z$@{}JMX9<TLq-C21Uoy@<gU5sCPGOK8SZO5@~HOpq1=#jj5SJ5`|Ui+G!+;CwTc2s
z`KED5ND2mCml}`sS~Vf!WkDE`r1&mN^=2DAqmz;z1cZcyP|(x&?gPw36hV_#&wNYN
z-xERsP#DdV7Lc3e31X`aHTm`RGhXUo0|3<Jx&J_-Cr_y)SiE@`Kp^50Q&(!y&@))-
zx6=A9_9>B1%LctGD=Xi?!NJLOVWh3Ssj|}Znn-pLje}DQy@g<COX9LC(0z4zZamE4
zu$%NU(Q~KxdVEdx)~#D|w<77)s<W60$;ilP(E9=y>Ky{>E7cilci#<=Y>?$+4oK#y
z)s*We0KlOPEtTb?$Fn&wNO?`5z<s<TF){Jwo~P|bM%7c3x1He>(JJP3^66uZX8<qc
zQ?Rj}d^|8SBlzgkW#Dnh%T7OV4UxzmxIg1|o?mSy{2|O|pz#6AO9O+fB><huO=jvZ
zKiY24?f{r>zBX2p**Y;XfkRAe>bPCCLI*HGy)x#Cs=b;jS3Kb+a>J)SzU$g)=BG%H
z;a@)>E5m*r&5U64)jW%AJ;M{Wh%^$f{rLyt)mthFoVGbj9bx2DuECY=nktcaE9}}W
zDBT$nals|25yi%%Ljdy?9)4wMUr9?#qfGZ?WVe|0Sn@<BDQanN&$XIU4f~38QkE_r
zLsD@CuEI=AR8)FteK<dEDME^uBc1uF=(Y8f?FdVD-g8pb-F6eINGw4cSc!L8_|Nk(
zaLn26Ld=qpP|Knv@;M$Y$_Z@o;e@6hW95^yIBKE+Dyj6r{bV@HM1xzr_*mUO%Np-l
zn1_qKLZcDpXi=1s4pv+Ml*bZOhCy5KZFGT5lkw(N?Y()ArG5Jily-Uo1Go1*7dHWu
z_iUBi=p{<A@y*A8*3!NC-aq)Mr`U&l3%uJi4H|l1S2RbVToog(?ker$$I{g4s%rVN
ziXzC;&pF)N8s~3FuVWbD_l7g|b@Im&;Pasid_f)2N7}AW?-2S}J}mcin!qqJRmoyI
z8V<X-aFJ)!`$0AAf$^YPu%_}c<Lt$E*i!VY;f&#OFDF@JwPaIS^90M&cD`byO$5PL
z$;Y$H@0~UfOyit3(6&@aL0us$Dk+(<4^a^}n1HCfHJCZ$|ASzAMaIb)+a+uM<Yt^?
z*9~|;58aB2ijw>6WQ_XfC><RgN&j;ci(<`MY${|_Ja~9`=z{nr@s^y1hNcBn`3k<)
zPFWRONyFvdPO|32ofV!MUkSkYDivnw{~GI~prs{aROYm@;6%nWr_lK@GN9D%0QxJ7
z`)C+vob_lJf4qVhFo7BURn~85r0UAvmrK;y`W)wD+Q9fz19r>vU(@(aD>8ax5OYd9
zuIE#fny%+Fm72T$$t-3Rz3n6U*LXiU${K5!7<x4to%Z0Ujt)^vOUp3FgJl-S34luc
zYieo^x2Gm@^d4nO7OK}hPDM|ihA1n7dmLvl4+AKaY|_I(d?rbwn%Y`!d_K2YD4bNF
zB{bx)+Z+|(Fhx1a7_NrSHO;XyAc4{8(10a@u42kAPSv`HWqx_t?sb_@3(>9Hx2bvl
znE$96x~4UNuH~BmRD5=rM=c2uj1>hWNmkS!=YI|F@CC42oz0khbnaKDnIEo=Z|Ujj
z89nRh>#NX46?1KAZI!uCC|H+WR?uIb&1NZxT$GdZlI2`7fm0sT>f?)BU>j$YXLrZ4
z7`Kd!D4rc}(W;c2goTIW?46v%fWtc5f(VB=L6H^-fbm$3ePOJKZ^YI_MXr&hNr2TO
z3X1HV@e1?8*tEgH!66p_M)d&E+BJ80d>l=}<J2);W;|rSdiYK+s}lhg6*W98ELoe7
zhlgj#QXyYCz5X_!iQugkDwCW~w!=StqV~lgel2Oy;C2bAz8CNUN}++k84ZERm6=tT
zO+lQ-#>VCWy9$qlCcT3G#LLTz0x(MnTz)}8@_McHO#p)G0=nk4j7;*e|1&_KKmsw9
zR8{GaF^HrOF3(S5B;r`b3=OjpkdSf~lRG;**K1Z+4Q$a!Nl95S>%bXu%G({aG}<hL
zga>5Ek6`A7un*wt_Lf89__}mggARP#9xyV>nA$IPV5dJ}ZmoLf=Z8{Oht2oixY+&L
zjl<<f5tOWXmakg%+7<8KJxW+u*mb?;elA*CaVu-<p`+HS0`)rOF~mc&!Hgi2iE@ej
z+s=)=$!we~=tS(&Y6pP)DkC{IU7Z5VuB|#UCW+j^8~e+%BY@iJ0i(Qrkwoq1?=Lf+
z@(pH$XaufXTERedLSKf&0Oss)Ep-!iue_hIz15OmPA>9Gz&LA-@d!ONh)pB6SIkzY
z3e>pt;(ko`6E@r)&5MbN8NXM3pEY2{H`(6BrIu4_R9mf1%c}@q$Xs<HKAwmLpVfGk
z7zZbXax_G%q;k5F*Vgo&Qz}s$n|VR8l7Z%G(4`<#Es>zPfz~M9Hf$vZpf7Wa$9%T2
zE0G=}?_g)zg*2KYoHXK2kr(l}y{#3AALoJVgAv+k+r}Ox>BF8Tk97|*_&}<~otx($
zfT;d1;T`faU=#HwD=m-QLXgpku({u(KcJCB?RLAqwC4aUVyqmz-)(<nWVib*XR}%%
zzD&jFkO@0!;|Z|7D}n)8my1Vkd`5wx29F|xwlgu?!!{G?eH*U};I@43?KA!@1WIiZ
z2U!Y;ipZ}BscDb#AcsFFL&9U3LXIc(6iEUhgnQpFNBeR$HAK!DEB469YneQ?DrA&F
zB533hWa4`gGz^3A={0o(CtSlekNMQIGlD9&56V;>_>s;@GY5xYXNqK1n1Kyf(c52t
z)U=(WB^-D^S^EdUycZ^~fz3HpqRVTEn*`AU%jLOx$3!d`vF`L^L${r@xlukXG<cDp
zvhIp+7NCA)M>c88oW2Plzk}tjf>2gP@UQVbF&;1?l2bD#Pge{43aM={&yf1>gxc2I
z!I=xz*?RsJK}`wo!;6---fN!3S~o@d6(a#L@>`GjDERz2!heGENBB^ujaz@_2vBAr
z|Ld@u`9M`3?OTAe`gaET_!ZPo+5e947C&~i{uPn^slgWdM+~2pwjjC{3{{Hk5PaW}
zkAJaRdRY=MEBEVONyH+@dHfceTJC)P`t?7l1Pcp`e<`~n`p<jjU0TZguao~VO11rt
z<bS@Amq+)nZ}?L$E-%0SSIT+S)YB96k0j;$Zb8}tdWVY1+3yg2j~>cZj8j9%eD^D{
z4{(nnyn2;fUH#t_Z8}l@-xLb4|9|FK1O%CXUEQDavD<q2pZNeqME2j;PR7L*_m69b
zK2dsl`hV03U=rX_fC>2#Hzm*dm4hO8c=I9qT}Yhr%|eM-ZUU6h|12*wS-}}^);Kgl
z7jYq5tPP|;v)g>*9~datlyR`!V{CH?0EPmf?TJ`;wfOlx&`7x7xSemY#YM$1hZGe(
zefd@>i>++<E+`f#W7$1kym&E?tH|()QAap}SeV^|@A{(T10u)4H>N1~Pmz(jM_<C1
zOZ2+$b^Y<Ro@TYp!0)Ldx!KvT5_vB_p1w_VRj5DT<~jxPTAEZMufk)pn_Z!!V~;VL
z{aQ`!2_hn5P#bk*R8)4hoxQQPO0~_JVCNreN`MP_w-rw#^6OVYs9H#%`gXk35NJe@
zh3G=15@8ot*L3rl`W&U?w6y0JmzU|XnUY^D7lg|s0TUb*Q3c2WmYEuRbD;jza8j1H
zvil1kSc9P2+S4O3@V{~^B<(5xH}dE$P$2YBJ$fW6EbOzmwB(<enaSCkBcBVgpPQST
zUs=fvz75tgJ&-D_R{O~;?d@aSF3+-UpWF-h5M(k{U6z)Skz-o}Ajq%~tG%M4BK}iN
z56+#O92!&%jOhOU{#eSW(a|^Z3Y&yz1k9p92%`ehmr>$l>z6M-oE2EF^uGSz3HBw(
z<&QWxlw9$MiSvh<y8g(ogsdjgGg@5GdhCdF4i?}(X{QRKp_f3Dllz2LXL;3s{}Cl+
z&Q>rHM@p%82D>5_Hg<A(dp%4+D~KXPPen*bNOE4$Di-AVGYYyGDl01oO)DuWg~!F^
z7BKYM0-mCaK8a18x7>6hW7wNVGqInLF&`coLvDnKXRQdDV1o#0dpBmAyo^XT3V;~c
z)!j|;__1gLDKjD?BjZbzNc`E@1!YbAu3JII6Lba1$!tb#T9_ym9@Fgf!SE?5DUoWB
z@-e7N6GH=P2it9*X{Z=n?!SXxw^!rQ<K*a=ZJHdQRr162zEe8@K?m=j3=a{qqQo&C
zwz2efcFII(mH12p&}j7T5+vb`pbgm({baVTVo-My#Caq6Oph`!H+PdA`rPyBnJ4ks
zC<04|AkK7^1U8`vbDCUoi^OvVW!sagT4c5&$hg_LC3}i|7wzex*(M2W-JbJ2&%>;-
z6Tgff*li_UhPVO?o*eeus`zYXsu9E2K!RS3Rxy*2XawpMcQygPswg-6Zu5g-WK3u7
zcz@HR>2fdSiF@my>VCw>r%`ubX^`Q22GTA-x1msFw*G8AS2%&sV;uF>P0;W41G&%)
zBhme;>Qy|u%q1z4e&ARunFLHvT+8o_Cc$h8^BpPp4LtcY%-)M1CN1_*>FSx=#SfiW
zSH|lBafWQl7cB>xf@Rdj8i5<)|45)j{0O`cVTMHKfE2BJ<k%HSZA1dw;=_cZ-xHhu
z&YMaiHVy7PXzjD}Hscmihrd7(T`}>mP=qU?4I={5uTvpw3o@yT#kY(3)&Ns!nt_3&
z7>Yj+GlKEA_OL+&pbF*BRQJ?M9(z5X@K?6{2cqzxJNozGjTX=U{n695%tsIvwqG^J
zZ&YSc%p7ggCsx#&)V=s7w02@@YI{K1==LwXz!`21-|(IVfTP#1U;iiCH}Y%$5k|pP
zz4DaUf~Y`o$uI2pQP9SQ`CnPO<qoUar0BmA!5`@##G?OXX=!=+7ytSOqjz8++W$^A
z7>Mo3v#*kCYgM^<czQT0aetu?P@-8sW>2Bb&d%1yYsyagg`$`-Sz&QyAJfpJ{2M90
zOH3sF&-FvY?tiZ4Xk+BxiR`zdBm?X2-Tz#F`>v{?6GTPo*X?S|e9Gv3cxdx~oD&G#
zz$ozTf6NIeq|a(lBoTi-yEMll)Q=wp1q5LKbN!<i;&ry(zaVWOtS(v-wVa%spRcbk
z2eQ53uf#SS<^pJ9HKhu(gs~SEG`~Kk?D3LlyxDbsm0BR|r2gl&WoA<S=d>Sd0{&UU
zK~Xb1zTFB8Ah6`xf{AIv!oolReh3mU*BomA9z!&cdp`i2V6!&xg7?QPd|YG{b0UyQ
z|4gI*%D%a&?Sc5@Z$CR`<bkNVU3a2hb-En41SF>tCnd2103R8aO2~fg%!uVVdb_sO
z@2Nu&IjB7a5KZAR>P})k_B+#RS7#dxP>Y8yBuhqtj+*1{{{H^sq<>-Gyf?*y!oft2
z-=49%y_v=W(3hs$ZVPqsUbIqO?c!sD0;<2clN2%Z*-oq7Spn4Bx4HE3m**f+k&zHC
zv$;~kLEUvocKeg-)srDB^%KpzQk9@uD64B|Xvon5a3obZ6EFjy1W+5??Ejge@7%lh
zp|G&fW@}tNJUkp?4-hdP8ylOLl$7EDkMnWlRE>S^7e{Ajao~c{1rKSRtA$&8tT%yc
z$VE`_ovyBKR)va9P5W;YjK{~vXRDez%*4bb3rLJd+uPd%g&KTi1+Cg)AdS5QdM5=7
zi+uhBFldyi+u4;@R#$g<z{2bH#In4Wmxr>SI0OVay~HhTZ8=}GXEcE{NVCD~qyCjw
zW;rtQ&XL+mZ$dgCIWdUXla|j<b{Iej89p%Z8WjyK5}Z)f%IeD*JtwC!vGGz@lo5%O
z`Bb&MX~@CXdRCLsr21w%O#toJ`M$yfQX~1$Y$zuRPzytW2r$rWJ?e-4)lMXsNM>A6
zHlEhc&rf<nM+0U=8`yiSK!wlpoVZIj67%>D7S;nGv9mb6)zcF*Gb^aBXCDEDFl~*;
zwCQ+h7$|hJZM85*sSbr-Z8Unq53v;H<;iVm&G=0FX|y^vWxx)<cq8QKScQOyn0?@t
z@c?K_h5^suRjpNT(+MdhTbjn9qoQVWBm!sAV`u(K#KSgAOCqrO(>GJfdmes+gKu1@
zcyG;iD9rnGG~+uhmeYbgY+S1l{)8Z2v;N-s)5GA95XBW#mAqUw6D(Gp)ga^eh=^3m
zW_|QJOZAVMd>|7$Eu2BhlvabROr~qA+Vqn>li7}M_w2qysY~_-C>eQ{b917iuuY$^
zT11me74M&k+TPQ3pTyGW1ce(Ot&XrpWcL1#o?Q}b$fomi*$b2frKM6G*uN9C*9L!<
zKQ2`lc?kFGl1-=xZRuI51X+QZM+)hLk;I^1Y^lKOKCi&2`1&cd`hVcz2~9dp-$K|H
z!a5ltJr73|g~S77X)YO!lBRuPj@JrG6zbb%3bYJ2!GDb11#K48LwZf`5ZmeE_}uH2
z-M-w3QS6@K!YtEV6V(ak`ZHA$@t1m%4>$U;@w;I267CTjtP}IOx%8YtX{`@&&bv*>
z@_`+oRG`*yJ58SizJwmmtFKSmhbeJ3JlK)7xqe485I;~{p2N^kKK-58>+Omd_%)XR
z<)3DB*)IUIraA3;GNqsCajGL8z0NI=7w{e5V-#uKlq;*u6i{(-1~~A5koFTME;<uF
zZDbYhn~-f9oRU9Yis~r;2IqgfLb9LYuSo(@E$LJIy+PqijiM!kTd3MRp-AsXG1evW
zZvwK|K@$9%fVrvhoa@{7kqvAECyiTJrOhV<@=ZZf2K-$=Y+mc`Xex&0z%+N~T-E~x
zL{ty|tv?bOr$-qI=3y8~80<T&mKQ2xXeJU*&*1;Qa}mn|$VC`$?fE$Kh!$Y-Z~JtT
z{T-kNxL09@wRBIUkFNVlO;~79iZR+M3;%NkLV~(UrAH^>Df=`^oiYN@G?zkV1G8~!
ze*NLwcH(?QU31M1Yyu}a9c{wDDOu>?tT@Q*?$#M{iq>*i#=tyf5Os;OZp!+1W%CBJ
zSzD-Ord#cplsYP^=3_w%0bm!E^cvnf#i9RQ6AgP+_{ORB(+av?Ihp$87v7*uKlx<%
zQJ9!x)55FkFKZrmqU4oNXxPaBm-??{&*_2QU#Mg3k6}j9x+K5fO^Km0JODf~r9XI4
zkIIpMC1if&B3M;bRU;$V1}!FwfaW+q=)?YtcV))p^a!#LYd8k!>WlW<f=wQ|$yfej
zbv`RE2TLgaPA^TF7UZS3_rsbPn}Aa-&9x`;BcvS!&BuX%=Mm^wRI^{)u9@KryRibi
zIbc;jfS^<{T90y6PWAWI>>|X+VA0oqHVgl(LT5aHIkB9>4m&h7^q<*LB}HY{1WH~|
zQOy!8BbZPFAEUB~#(Sp;+`n(M15QsP9|dV>_&$xX25zPY8>ldUL*gX(Q3NF6im>B+
z*R-O%*KQIVnwPor2mq@M{S#t?wM6}}s=6cUG8M9-ByL~K1YHb*L<F235{qX|#OYC)
zaV8w03<0tw`Ofn39stJui#H)|q{M-A$rj*`3b?u%e-GC0l0XBXOOVmz57xRLmK)WK
zU|5WMQdM_oTj-1aNwWS+Nqz-|d)`HV<Z=Pz-A8^XhhgGpL|fPw!`j1eP$zH;qh+y$
z!|l$#zL>^F{-H=f#Pnxra+Ta(+Kh=oK|(w|n%2U>oBnZjQ_~FZi^twJhLH;YSnl?W
zlT6k1bEk5neu>#s^|JY^tO{bGU;GxQN6&09wi@J`l$9j3&i8}LSu8suz@`6r8a)q^
z)soNx(8F?!0&43bi#>Xh0SDYO9?XpScLag1fu6-<?1Z6fh7sMOdqw!~eMwD)ss2!C
zK;4C*$%IdYODDvMEbgdR_Ue)>y{g7inbmyS#11?D)}KLS^c7gSi+p%T(vGm#qu~?>
zY;OUyzL_DbH^wY=KLtd?jO1P_FW;%_hsa39GKlT>&%FsDtjW0lKpGAoCT$h)4DlAp
z&-Y*Iwxw)6u?CMZCFS9N9;0j;Sah%O2@82sMRtQXzsgRf%UXb1=RXJDo1Ogel%qsN
zB|Ga&2kuNd3bNu&Y~*Q9o>eyJh&r5n$gvWYo};*%t9TS0;8bC}W}JQ(tn>Nxt`p4l
zeA1tbc%m_RmdG!-ss7noBDNq&LXBAY+hXcUMu091QfUD_Y5H4d%GFd3<?7v}gXby>
z`}*Z&)zJb=xJK7pFF{IPULHj{6_v+t9gLEI!-GlxTPPsq_ke&P;Dyu)m<$3ncR+7L
zt*Lu^dtq5wkE?)JF0Hgw&Lqe;F1OavRKp+TFdCG}&m4P^vJ1*bYl(vSrKLmvQ8$B3
zW4-(>3~;sGxKi9?pq`3QuXF0ml1Y6;OPf1=#CN{Q<oILGcjyeNf1FG^OKmO8Twhgu
z6!1%o`Bqzy=ulnLMXK^_sm$9jBeHqgGga~r4z_8Vs1fRhG^<*=2UT`~@Y((C6H_|y
zLGNFk?~K%3?Jsrf0q>ku56eiFa<g?Gk75D9(YV6|$`R@^0{h=85sn<sNDYZ7(n!K1
zB1~PC;t75&DSspkO;Gj#j!gj+yGkW!JTDj<v|B$oRp0|R>Uf*Q54-J2YAEX!4@4ks
z%9xXoa8xg@oW7GDC5DY-BGxkQo3)3utt|oqt*E?w)O&Al;u4|*AkXF76GASuYJlZX
zZD}SqFE0{!D)YZnY9gSIU=Ru08yoMABJO>8Qo?^V?I>E{Y@c51>dJ?IZ(^9H-HMsh
zc3t<+#Sgtw>o>Iy#oXtcB~ZtE4hH!|g?Wtgc9qCyr*&$_i@o-ZDgFP&i_v^8`imDE
zLT_6=n=aN7i9$BqnXWUc2WVjZqqn!W(L{k-&CA!X!_NwU=YD_Fk$7>s@V2gwg7+l5
za~ZdTu*%w4wX&_n+V@o7oH_&mXN>TTo(lX`Zi@m(G}K$TaK9}6|HzBYVO5w;C@5E$
zJpnk?NX;g?2`W0}*x5FEz^>QMIUpk=ivz)((;kbEFgIRjlaODdMNdIaF3UCL8#OgG
z%Yx87JiKmCcw~qRD1Y?^GbD1DFs$h8z_ZWDMv^!hT>-Oza3A`3g=|@>kB$ICBgB3b
zV{@!T<Wl6-YA`WZ<TMJpUqFDY-m}BDQ*Z}VdZ?geSm+G)|1Pihc6X)ql!0fV=Qhf|
zP)2(C&}z^}$mFD|rM0!}O10CGkse-u4TySQ06|<vzX^N(ej4z(&n#y7ZF}}o-W?U0
z3++H%3<uAISsSZ2MhX>K7Eo;3PX%PLaB)*hUwncs;3z<hPR{GEEbp2B;WO=eb|`b~
zK~|c?796l}e~+gq03c_UnUc3sWoiNfp6j~apvpEIDM<Jtq0{hRy@~BBm&NCz)@r9_
zBrPVN>B=^T&Su@wykvV(QNP$gyyv5I1r^v#K-l`fBE&ooT8>QDdEi*(RLn;i-0XYZ
zLOguf8-VVVMBUYPLyRRQC)?|spiHvuO)UI_7{d_|;=Vru^r0sUZ9%z8yjouoY@z1;
zo!|-m(IPFYal_2c+YGhRC7Zyh5C-*T_$z6AnL9Iru_TkCz_!telvl{spG}Ow{E!>a
zQ7VqJ)CDU-O!yWN5NUKMN5kkp<!n=n>gW9q0j(-s?+|YrMK_7JU4UYHV+zUqy=?+_
zt&EqCiwZ=NzkfV}WzWh!Vx(}JRuSC~N7vhNHBQ%2&n-tzL0;vk@@5y??ZCjLc{qYr
zi$x&&$_-@#bX}9<BV4HY)a}B-aWPE9Xqc4CF0b}zSY;pZ(ODT;rw1#!85(qKL;}u@
zJwq>sE~Z#(OJdz^1!7gthONZ9>9F1+3@!XgTW!)K?RL=?$`w;Vb**9!1Hx-y@-XJ~
zdC;3`7c>LfMl!T>cS%im{N8#VoB$_|U!A8FFE^)Twa;m1#7t&~PayfT<)enhE9>g6
zo@VXHh*i4ADv?^;KSipV53rD`{5pE%kjSp)8MDaNi7!Jgi5LR=I|nu09;>YLXitN|
zMg0_>CRo|k(2|(2NmiefnBRZUr!g*jQ8!6pDD_#D*V<ck@A#HdZ0wZgMGAeA;+^Da
z&foTeVHhABzKOeZq}V_E%6tk+RyjFh+Y6_1%*Z&&okuGzzGAdeHOAR|di^XUhA;kn
zY?|mv5m@+(<b(8U)Z(PvvSvi%VzoS~dOB^`RVx8U13TG#iv@iVizks@Gzo$9_fJFr
z_%`pVV%cKjbA+>w$l|?cYu|eJ=RVkciYb*kCZdTZW!+T7js1XZj}c9l;H77=f;IFB
zfmr;efHRp!2z=hdHf0kLZ`p=F@Aq*EVG^s7IScju!O21!yw%f&!;d>c7u<T9nXCg9
zLdI*vcORi{!L?2_yS<)aMsjk{DTM=~pVv>0DMVx7A&bZ3S>V_h+NJCmLH5OJejX+Z
zU*=qw@(%Kz<SXF`ao7@<m2PXWs#4u~=;EE|-0v@*!rCk1`G=rM_damCdlGE)<a<;8
z=9g$J)OysTVeDTvjnX$%Sc}`|z~d_q_cpK$)fcPm9iEy^7{SKi=i(89#x{QL*)tx;
zFO-)>>jJfI=AReuT$wv?c_k^33{cUCBDErP8!|S9W8pv8He0s8(x-v_yAYn3eahki
zgZh#212QEV60h^INfjW4hWH0Y)a(<W%_>H-76Vqz-A&oe2(#@w-L%=3ND;?G(Guqe
z6or+7_e{GLaCZ-^Vqm}L>%B2i8ER(Fk)Tz-DM~vH_L!dnQ$T14@0lov2R=T&)mnN?
z4mM{rozg?7EeeWRwawYJ(KTfs7v@FhBOmA;Z8z_q^r|XVF)8kg(}pNzis*X86Oz)e
z9HT^3TDZrt;KcxGi1E`u`STehH?aVA4^W!!U!Kg+W<tGLib5_^E(bl(QUG$tWqY#9
zY9WZNYp&V1b-I5DHcwo>>_s_Iha%&9cau&z%lAXkItfj=NOqwCP9iToDs1DnWM98d
z6A2+v;6X~B*607LCN4+E7(^ffItiRmVf~qrQkhW{K|=*Sl#2s=Nm<LBC{xp$=2hyz
zwP+^oMQNETD+G6`&d7AbvG6Z^8YGDoVxKP!0|K}1l8qz`%Q%%+^s>;>(Uo?&p&qdk
z{(jtk@IOFU=va!;pr4+eMlXP0F&`;Vdt%8xAXvJ06iIs~lD%djQ{@s@D#fc&CQ|<P
zZdZ))GYE67u}alj-Mp79gW*5U&dOJ>0Jy^Y1+G9T8J~q(N&Vm<3{L>xC6}7pr~^L>
zp%>FE%4cHQOV08@@;AT$@%i)TCtnx@>$XsTMOB~-w=5^&c7Ry%>@tV<%kI^jm1Dzk
z&YFXvQ8_fURUM_Wgj-hrhzyAUT;Ibb3dqFtZvp=lb<S^UfN@k&y|OljuG;;*>KNZk
zj&}{_y^&!I3}I||=8AQJP;5Kz0NhAaX+jpXj@w^8?;lJx>uTB%Qs-wyueeW9rfR6s
zbXTk}i#Hu_O~^X_ZMHEav4IhbSi85)V0~p9TkG<IfdykPc=KV^@>JBbBi}n<08VO(
zsYxQ8Z`x}AAQ2YRbPyQUCe-gu@(C7j<$Ec!I**y*v*~<F)4Rv)$hWq(CO7T#hx|><
zKR^fP%DuQ|>A!!4en~MpB3n*E7g}t7L6KPSN|DDOIt%TFr|4*djq%Tv5Yw%$V+a@f
zN>ledba2QQy}O-X()RfbzKV{F^a}~;%O;IyM*WSBR7CboLq7+zcq~Su9-TyEQei~4
zx7pxfvf-UlpL#&!E{8>0T9c{W&a}kRpKd2`)1JJ`%?+63rW59^Sz>1S+L7UUYBfjL
zt$R6Li!@{A_fP61?S%l&+72apl$q95xSBMjVtt)py-LGQ<q-iPYiKF=Z?6ZNA;}GG
zF8`P=H`19`DjZRz1ai@wy0BP2mtb5ESi?K^C-?9_#4^MFISYJvQKGwi4ECQ`>Ki7X
z<we9^?=Yw=ooZAJA7ZK3*yVRp*wFtbrl2%?i;?DPrAT{Ax6n#!_9+|QPAK(Ex~MJ7
zU<=fYp#PPXUE9`-^t;kU-PF?F4r^z-duHzPT#Zyf(mv~>XV1ccxPRle8{h_(LX)qy
znYNK@ipL6N@2n$^J0Yj|uVv&Vj!Y5YmrRk%%AY{uoS^hj=x887T@e+98&sdS3%)p<
zYgL^D9K9B!>Zb%&ut8Sjhmi3$sFw@6y!<8b@kuF53U;W>=u>cn`F<P;w;@0y9IFq;
zgJKTyYVR)Em?P<)rWwku2$2;E>kCcVh|o~YEg>u;(^~+_0q+D<-k-YYT8yG~4gf{W
zO73wNgp_p<we%qfi^G#V$-@~?TM3l?dXy0w6GMe}{2_9MVIzH+?@hgm`sc*1T&)*%
zAnN_){eu!sII_EkhjP~p8zbtU3G7Q9_m8|MmLeJk9be>Su@&<|#>=J6p{KraMPztj
z3qXmUWsOgXG==n{vJzjJz~n(#Wy{o*OkqnNuD%Iz;eEhpP>`oww*K+dS){E?9zF%Z
z>;2@BV|bnfpRV#)ynwl2{*BW`>;T&9b6cA0=&%xjgO*;dizas|19PO~I8U%7;04IB
z2B^?k&&{>7?N!%QbrFsnh5-;3uBb|eJFP)6hNzbj*@u5f2~md9QE^au;Krf2t~T8@
zs5YJ0ufgg4qpQ9a=X9jqIIT3LYkA4~UL9(goz35emz&Q_&)PS+sqas}zrtBvAlo=z
z>=c?Y(GBLOU6)Y4_m}bW55UXPaRTgXlJ^$_xTPZ~CBlKVY;S)*9H50RkdaJE_QRv8
zGV&8^ZA~>S?QO$$hIeAv?hSZC(R-;a%*wY<<PlU-(Nv!u1fd#zozqb`=wuR8P*AAb
z03uE|$4WeTjr~qE=p<4Gf&%4E?LjcqV!f<KC6Ni-cT}oxMPsl&Imuuiou;2=?+>=Y
zM~;4Qiir07OA7X<#F*`7XrQZ@v<iT#yz>hSdZ2S_AV;3o@%r*)Lyfc>6X+H|J&H&c
z^392D2KkJ(J#3T#7!M?rcg6*X_2&Bxj!v%%hr8R*f(^7J>N>N9{$f_2!y{vrIU0`?
zM1_%y4AWWL+R7h*hSDtiIA9l6N5Uk@i}h&!`W4bR+sAvJCnsOL;K2i*S(nYtN~tbv
zV@wMO3abqf<1wbuE~g0DpV~DPi%LocTTRY(3?Ur=FI}E}9B75i$<Q$It!!u~byo!q
z6%>x3ahH%=Qc3Ak*B3SChvltPQ+1si)qqvoP&^6iHFaImbjzOHTT`Yk%qurKjaLGT
zj2N1LD0`ac5^n)w1jsHlCHg%$K>b+*&CY=Tmr{3_L%b{Uh7^Fmh-}$Rk_s1~(#&sc
z&;r~V^+csyR7}kO$N9N<reuOH03JpO0QKeQfHpzJ9$=nSIT8e!S8gH&{x{god9}7C
z(q6FzJl!AU-#7bX&;yH=G|T4)&z`-0;w5xjI^q*BR&rKq=7|%vucCR?DvG*l9=Zvk
zp~VX9QU=D6F*jD<f0zvvmVs(pV=)N{`3<{`VTt^hgoJz}MP#)5Nxg&^HWn5|12`)f
z+B!P&N<ozOY&rx~^<TX39;fPx4-ZeN-<Yf_xpRYUMHUXv{<ngJ(R0Y|8%3*_<G5O9
zyP;6V(|h}TyhzLI3}eC*$YLD{b=-@4d{erhn0mHW_rmHVRNDU+)D_YR{rEAfoXcv_
zZ{S|+yecdw8d<3(5TuPreoIL=Soc|%FJ7pJ2aK4wc<y&X#_X!9s`ayZRcMRrCY)1+
z;h=D93fw6CF=}1drW5EISdUdyP{{cOb02d(Q@1PHK0Dfw?{NSu5htI)EzrdnS^k)*
zk)^$?@mb_uf|2sEai^2DL6I>b8JVzw|KX{``f2;{EAcj+cNQ|gpw}!}4fOtP`XH}`
z|A&$k7$fw`r-#7F_x<}U)MK6he~5eg;cw4}hcj@H1Wl1!s5ykNmpLQ2kyj$KE|GY;
z&R1YyUBPoTo1->Z0v{!CS~4~EpFclAxzKkALE%hyZt=g-lbCg2g}5&?Wm4J9CM#o?
za4BC&V@3h)Y`fAFYsVM41KNvQvI%&rFwiutG1aj__?W1h5x=ps$-Bi1o)1mibvEg1
z6Nl10vmUwB_l-uGYT=I+F}c?t;B2f)NRs^WuDiS?ynVlyVEXkvx;N4#XzI_Fu~!sH
zSAW3v;cwv2_8_uwA91+Dl;L8P9zQn`x1QnZ{ct<tyl*XsSL)O(0z~i0uM~s0Tuyz1
zBt}1--gZk+kSjnCgUNRxEuT0I++R5a1a<G4e(WtQfiBf-CDNHxe5m0=CU^!a6>)kd
z$)Xf%^vjK_QUWGWnCiXwi>Mc7*Sh(-%Q58!V>XL&AfAtZhO&|=Vra8bit5?(=^3v+
zrOc!CvtDf!HVoUK3B)7Md!Y5(oP)lyP9QpEY6oM*AiUj8_9c0?N7v!ckEUfUKsOZ-
za}o~D0VTyKU8^N|8;+RwEJ|ul@SpsB3IVjFUem3`H(0wNFqg7gijrZfKh88>ODkks
zA@VXF8w?m|6W56i{x;0pm*3|Xl=P7#tKZ*`svBAv>$dB*-v~Lbe+c5c=mIqNde|^O
zY2w(^vRe7123hfK5Q{cNzOAg=Q2qV26Rwe|`R}5j`Rz`_PJF>LI@aeeX>u0JrG{U+
z8NLYEQo&<ahWlxo19UcUjoKU<Qa^p&0jS<EI{{uA`rRuAwx{x*caJE8eun11(!O*J
zmA!a>+lcIRbwQy+bye3z&!_$4fmHGwEU*#?eEv!iAn!709>WcP=u_AZbMKS5r-&CO
zWzH*sWRJmGBMRoxA=aec_*^BArFU)!K6Np?ek*PKq1DKWSa|EB?+Qb4M3}$ope8#q
z?OXR9CJ7#h9WpK8P|#0mSl#Mg?ClFrOIdesM&P6!9*C1RE`dJIzbXzCjB@qCypYVe
zT3a=~y%Vb#`5Mg5+YP3;Z`)&`w}<lYY9~24SwRZt^6L`M5L7nlDvZPMW707N37qxz
zO=O4O8*dP&-(22bp?Kc$q?t3j57VVgCf(0c!6X?}B!7V}tF)H0Q<F6qoP5XKT6TP_
zDdiwMmvbuP^tAY5sM&KfM&dlUqm}9E%b6v#C;~3^vQA4Nqbvm(pS=XMvI)<d2O+)U
zc3qFYmqVwca-(k)Yl>$;%j!;=#}#MA;ERJ+L}MR{V9Xsa*Li8!W-B(1J3*E9p+rl(
zE`j*39b?MFt6HyOc4`m=MBC2U`y2L?slXCM#>6z3(JmyoiY(lk-6!Ri_>hokzvWX=
z*>o>j*-iI_nPX1Q6DS&SoIk%4)qI=-E3?0B>)JXFR-9zBX|s;5?#WZ?!kp*{J|!y0
z*5N{JDljtwI5M%29`R_fN^?(<`!*;C>BZ#c#D{%^nk*l)XKpC593M64_9biMPnYF?
ztJm_VOfmfkb-yw)T$Ib}(~Tz!MygkRsZfQ~Bq;aZ7)VtrdLtK*&Kx?vZJhbX)a25M
z^+YS;rTH^yMo;&m{JdC>>2u>4tE)yPJgQ-K_wsk3M!!Qtlb5)VMK(_kzc?0vJG3%#
zFQYRhUnzx4e|^hD+8EjgvJ<Uk_S%R0XhHwz)Kg|^aov-+Wf;1p`aw37jcO>>aIV@e
z#dsI^^rTmb!5Q;zK<~%=3MPU48w0l#u^gwS1>93hgVIUHl#-9I(Ap8O%NexSKM?l@
zxM)OM5vPwkm8tXl*~ChDR=4PWo>dke|MB(@n*=!pmBo49t;IdYJ@7saNg__@0Dvpb
zpxs&8rZiU@QGDmhL!swh&&_EcQ7)FUC1C#6Q~Abb&X(xvNMSYTYn+yr^3tc(r{f^z
zh`9{+Au<0v1TagGNB&p(YCbL(_SIuAK%_{)M@+wKHHe%`QIqs){_EvZkMa5Vqaksf
zo5@y{a4=#XF{X+8U7TNRuOGO(jnd`X5#vl1QPtV{{&m7c?kM@8XKN*oScnW&+!-8q
zd|>Byw#f8_kV8S^PO+<Pb>-Tjq?J~o=-n90_DtiY#xR`ksLq2bZ?jmSojWI;o<$D>
zcZ-=>R9v_x7cWua)6_ykM&Y5YJKzN!jRlb+SliYy$C2CEu;H?A=qp^mNajkC9cNVZ
z{=91u3zvE|OM_9)2$$UIbvYG}$}#Ua1CKk|_3Xmh4b~CJ=hkhW=Ki#wP@e#GF};Za
z?A78}VntS8$mbcg-YsnUW8f4Aj_V9yU84Z6na~co_!RvF)b{B}OKw&swUbXvBiK2Q
z^D4}Ko;2g+M{7~4?}x6XaPXkgX`K?}s_`%oMM|LrzIGv6fGI6zNU&^T;+bK96$&x2
z^RNor&k6er{OC6&EtK!ozzpQJ6-zO!x*~vr$2%{@#kZ7CReV}I(p@K@qz*J$*y-ba
zAlKOejaxsLG|_wXOJ}n$k9N2o=Bqe%OpKi1nq!`uxF$ol@6&!aIIRtMbK^es@CUA3
z2x4xA>5~`V30SoKQnmjWBtAqTtsBIJ?8z@o1#7fhDit`+-q0Y1L2SaeYilih>yx7^
zpFi4-N(K$MG>H-9^C(Uma6hl&qpdSWw=AETLLw>tl-knAvbR6`$?Q;;gf8p!hJReq
zxa01#^BhQp(2F$791g?&6?oM6PQi*}qd^5xgpyIvj70xB0U3luD>$5S#IA0|!`F##
z877{P($7frfJb$~u)Q;(+sUr_P{!0ncRc-gY%P@@x;CDRh;T*jr{a<?HXT%F_sP18
zh9RmvYYnqtt|P|(>r}4X8U<std}iDawhQR@$K_ogHDdTU8sCC`9lRQXGk(7UbB7M_
z=C4m-cP{9}Shu(y2EQX;-^%*=kafmB%P09b!Ji~fNSxUiJPC$_ZbX1`F*3Px4igDt
z9sv6TbfcMFXqIjESqCzD5zCm1c>lFCNaJ=eqhO&>!zl*qbOfJqUKH%A#Yejq)=~H)
z$2Y8nymUr9Kf*OY;Fk1P=iLfpPDT7+Z_CG5(pojJV}UjXp{7rQpr&?kU>A;mF4TMx
z7+3u2%k8ek(vPhBO)Z{wahtNpb;PJYXB-*DWxdp;<euACLWL2^RO9_p{3|qC0xy6(
z(I=3ypPhsKxw1s>zQg_K#I0C8h(NoLy?Q$M=jysgO<fp{+%T4PSm~rG7r^y1WPS(;
zC=<nGGIrtHv$2lSkj3cIIbhAUfjRcWaN@cJiM{D4Tx^}G5OXpsevaVOO}=7}C(>$0
z+z8%<lC`}IsJ~|h{SN@gC?8RNJ|Dm!S9AqltdyrNJm3Nv`AS30MOUysxyhRgbY=D_
zZiOi>XMW&G378IsfiAa&&Eq=#6Ea8lG5RCNaSDHoi2YVAqDBtu<&MS9h$ZL?v1~Vn
z#Xzqe)cY466*aVK2Su(o@6!SAj~dI%OLMf@o>U@S>y-)&&7^-Rov5KwsmA+bWm!{d
zHLapf2pYKAOI%|V<T|}H%<nKCsty;{1zPlHXw=xj08f%0v~yf{zQrGhl$3$#ZEqxK
zM(YHxnwptqm6w;d+A16A0<W~8plmCy*5)Dyc6F?T%I(r%tC^01^@9jLlW30I6F;8h
zxas4YG`jHZ__FIlZtRonqvR{~{U0A4ENwP>Vd=mtbIOcIx&ZNR99>miopXAZR)M*4
z%Khqq6crskD$cBW?S1=WT3T5i6C<hj@ig{{Q!mVjoNO-IeH$dAtHi$5iJ*{i7BP}b
zO`lq4o?UFV`s0jtS;o1cPqy}U02g_gBY2xsJ6*erP+iE4VREPLL>KgnNpQ9SSEHPS
zmfCQh5_x@n{Xm7e#@H9VfJngb0b8TZIz)`sjC*|Hr?K$~AOPeK!2499fsavKODlQ2
z9H8;=$jG#MW6-`@Syd(G<WwEI1MsI&hEKEqXdCG5d;Avfxv+4K9+y1{OVRuH2vHVH
z3=C4h^gCo3$lkHLYjM}tbKxC8wc?-^n~2j!baHAcU8BJbh^nFn;N?4|W>d<qWkcFB
zz|;N<iV|(W!XsrJ_$&iAW0!whmDkV4g9rC;CH6((J$_28J#Z)(yr9K6c4wxc!DPHt
z3`AOrr%$ChZC0h3{Mfa*l83sYXot8D+sayx*%>yw9sa-C&N?c}zg_n#3KnI7AShCT
zG|~tPN~eHG8-#R9hk$}ecY{iUfCvm-62gptbPv)kGIXE&!QX!OyZ2e=thLuV=YJVt
z=9zC?_jP?POatOyOyMy(O#sOy-%iTnZ(vNymh-{#d%Qe<;o`-f|BHPwlI@fM7n)$`
z-09OHMMXsvRir^7|DH6+3nUKp8n@bJp8Ft|RCpgPE2Dp}G`^FvAnR}BU|?;i$T;P{
zrTWNt1EW7dn*Ejg&r2VoDF0ic?_-WNm>6Nms-&u#8Z}YcWXZ_PEHm)XJbt9uH2Tt|
zOCZw*3p$7|LxhuQsA1CwyQNcWSXEisjr!U6MMK+G+_HOdLim~gt92j3Z-x-52(;F#
z{m&Vz3!d4PzM<1(S>}a5DX01?oooYJ#qh)}7s=wrPLVo`pQ|^tCa!(e4^K^CE3aK}
zt#IDCe<FPiQi8+%cTYIKNDi_IuDyE|ReCg4PP*EkG4L;E<5TMI4(Top2Y3XNEA*1x
zx0LDyx88ZwSqz|9^Z&*Ye5eG~sPB>A4lvxtO>qHbDsBoveX(eKO>H`M{;3_uC%#cv
z6^UT#+^7+&dO~#VbZfl&GN+aIcl~3G1Y{Q^Jg?&yh?G8?z|W!W>AB)GIiw$3XqaCL
z!c9CZ#>#iU$+L#HIS)}Ht62c|;AXVxMs~kw>b|Dqq173}Kd2qfL@weR!mlbhuNEud
z$M_oQl2x+)GPhXlFPLv7>H=aC9RS*@cFZb)mSRbLba(Y%LFLgl;~y^4``K70+rwEr
zF*!F}l=r%6J4(W+YKah8wwnePg=&h#k`7;)%Ett=CWvZ1LqdlB%4$_l>%8I&GMO7)
zmniPzsqTL|d!?tV$qoQ<Xu$1diKG|?lW2Lz)sV3*Fuib=kU}o7yZX6%MJq46$Ux`&
z{&Z*WP74!DbPTH6ramNv6I=e&f%Ek-rl$x4ZJdE*g2Qdcu7@aCx9;iQ)=G9Pd4a3M
zu!K3ux#RO}j2n34c6Q%KTGi6^2DFC3pR`N3JC)boCvE(Yy$nvk@zIS}*HC0fry8TL
z%iTXtY+E&UICe08-yl(RsL0_KqF=<B<yGQjoK_mi3?PHS%zuH$speqERQ@}O>U~Pj
zh6c{8d}Ccn<c0%kG6sBUs>fFL^~^&Q)u{=SQ1oq|O77k}TATgdv{<e<;dU=wZnCv-
zjY;Sz&Yktq={@Epv|Onozh2<DGA>cF|I3^Bvnq4vqYowF+&l!dFDl`B=laF91UV;D
z$l|7-p)l%ma^Ouo+E!RL_A%++UtJ~h9Lp-u6J-4EZKA$e$LV&w*Uq+`6!a11<khvf
zZhgo9pi9&|)VRh>`L2(-XW^VV!{2A5-$BD5Qh2qiqg$wiaG6Efd`;L05q^I<eIK|N
zlusb}Djcpl>C>aSUsZl57V3_eeGcTFH^1`FPjAlL-fRX<_zdx%$3!3UkQ4V)y0fn&
z82^A#ZF1_ivtPwRM;i@aWsPP~gzA&^(zfi9t4Al3@*xLnr?kp~+1VTC91=$!zWqIW
z7GRljzu<ywu+eawxnTBvVwp|jkIP?0^WXG&k%-CZZ+snLUXu0Y&7FLI;G7YPT=tHO
zUl9<he?Ejx@JLL@zcL!7af7V7K(06a`d4(pznq}UQR7n5Z!4=NU$W1%%-E@ET(gr{
zE~K?TCt*x;^X^SNgWstiFOdCa7kF!6)APAzYE_Lj**N)M4lN5NtVX#C3_#ONW0GN7
z$W)Hp47@nWg-8*f+9;OuK@%M{70=0u)1tiW8tB_OStWQ!qxh5@x0y>(ExQ=|tajuC
zmbTnU1#Hm%<GI2k$c4BWFQpu`z-C5|<<JGJ4wJ@qnju*rh}$!*4~0@oD`lLEiB<iQ
z6OSXG2`t%Ju6OUgVFVopOEs$Zib$h)HzdG)T~VWw)!$i&<jAHbIJk+3^pndew0HKC
zozL{uY!D-#%j>Z{sr`hJyK>bPwwZRpr$dH6*_1uoFp0cV{waG~{@cGMO`BO<wkt%)
z^|$N!VDp@gSc3+Vv>AgPUA3B2uw)%#d*?$}yoGw{0;^r8&knd`#yAfN9R26z0}d9?
zVqMD&^LJb~2MQEab_tFqBO4p(IL6NAdieueWiK$6<)3t{!0c2x*<jbwaC2xo9wmWw
z)Zbi+UEwmZdaA63LGk;2O0XWbz44#YPo|>?OHO9@^z@u>Ww>#pc5$5l6dYQ{r_(Kc
z)}t6EtO|ztjH*6k-JY}(FI`}1*BMk9EU_3QkNmg4Dqx3mvgRBzCC65x@)MHDY1$^E
z0e2De4LAUqd(y`wm;JQ}FcV}A{w2OSEJI1RQ*<@5PekYBDDDwSR{h7kiZ7a7eHku3
z-+w*k%9bqUrv&J$HAzVHe0rBq3;SjQ4c;d$S!Jh4VP4B{ZC=|lv%w5?Z6dg^g`=}g
zoMzfnoDMCnUYWS$bT}`D+%F%z*;g$VqDT~THE7HAHbBGe8r>z|yVMeXZgfjF-L*tI
z=#qMO1@N7y{?3p_uDQ#IeCVt>x$BHJ*iW#1`3QM9G>c6%7b&u?tE-cht*j}0{RLy;
z`|YRi-~J<cyL0Mu^c74(k4tK{LLtY$UdZk1hlTnfS^MmEzVm*MseUJrA}<8!Pr+Zj
z0z5ZQxJ|+niZ<dS4rBZ1&TRQhe3UK+`>iJ9+UGe|xqrPM$t)h`?V+s%xW@1G@_C1h
zJyG27caad1chWy_FEfe}=1s3SS&R!Q`YZ-6$YPs0EsVibn|7f;9P{kGm3JL_YHyt}
znPO@?+f~a!7{G*tOn?w0K+u;!OMjWmbdJbrIbY|IrnTK#NY^Lt$={(P`c^YfGi2;c
z{-(KuEJj<dO6o6CdSoeFm!&4}m{iq7`4~Tahgux18C|^jQuafzuP_I*LX?PAy0%cJ
zcWFg=^JvBDWSoOKy3vv?dOMywK0?sv4l$q?z;3;(A5%8@a;xKQ)y<{e?ZV4uCm7Np
zv)%EgsloXTz9R;781y)SL~|y&CHR)qQv8N-9TWn~Jt?&B!2piCP{aY0Sjc}ls0>7^
z(1}_Keh@h{bqwGaLhfuwId4kOl3|Z^OIDA&c2UD3p9;5}%4AIpKO!r90<XE}-i&YS
ze3O(W{@>rHBJ0K-{QYszk0VR1f_56o??Fb2F@SUrOg*lZ&r25DSo1VQQf<GWeP8K{
zl@{Ub_=*GGkaULWPer5W+F8SJ*(Tfbs5-72<$*fqevse$#0n|WJCNMU;d_3P^HcM;
zUCCyGiv*b^&(_XqRMV<6c$D487vA^X8&#*&-wsNcz?}&T?}~eJecoK_n%Xj)mmjt1
z9R}qtVd33zZDnlm3zrU_y^@^{o@4`yPLXX;XHsXb<WPvo(YWi{=!(T8B$Lp96PDD0
zPXZRVYxzABT{WAT?WetIB#*BAEGz-&p-`-{xn|3V(RZ|t(W_9NIp3-H;;T4Y+;Q0b
z!xay(De1h`NjCPw%DyXW{UmDPQVP1JonIlUF#gWj1LshFDN0SIgu?@TzL^7!1(e9T
zbNcktV|jPy1Fw0$q^?^__P?OY{Rf0kv?UY46u3cLi+RQ6n?LsCi<@4>=H@0~=^r>h
z!2e?Zhpw1`6>lBI8kFu}{4nx|E-EK|hFw#nS-C$+T#km7H4r^ihJ{IWHfp&BWSySi
zpa?}vYC67TtTe2TY6YG-_SeJ6+=m#*TAwgf9dhe2wCU1YvJcQmyAa7bO?8~?Zaa!w
z2BZw|={~VNi%A2$2sRdDd+Wusy+D&za7}?5_D3DD?lo|tG8<a0pjb4*;%Ia1r$E+D
zV;PLfWvF+Odv`uWgi2F(lqi?JK<C4Q;+3&mz><#lG#u@_a_!X<%d22uC$D!sFNaru
zha>%!wL?+*Ny(--=M-KmjHm0ii&0)2?37XUjhDaY&MYsnt&kq?q~%fqSuquMI=eIL
zU2Ie5kqkrt?Z9S{9xBt?BgI>*#d0%|268mxw*WsO`}FCDYXUY6Ce915X6T8;A3u(&
zAAVq08|O?*%>g#_IPiSa0@h@mPGQjHN!Z3@mhn*C38q`Q5s?){Sy{YGTDwwx93FmW
zRw5P5-O^OP<UjD;l5u=pBHpxc1TNrz??zj;zw1F2xbL#(<>+g3V0H?TFkk=%Ol7j{
z{EygKsS^Z5U5##oIR=;2dcvYKZZYi!OQ8>32b?+dz>bsMpAb+_Z=(6cNR+&ssEtN~
ztIlIhHRwDpwE3Rp8RE4l(3vaDI*-iT)|YnOr!!g~DI0{2=?rCSXG}UGPm-1G#83?P
z9HAs(Yjq4;e(|-t{#{(>=y-CJ><!3Teh=RqNK~P7A-at0TZ_$Xk5t@lIPu^v`RrUz
z9Ha<OjxJhR4STAm7+H>g=&k9LUHZW2=imVNUn<yS9~Djovuce0p8sTW_~(&KkT2)!
zfa7!xzcW8)N4Yskn&NX4k>woDI(|Kr%DT2^B=-0){P>F-v<}Zq^@z{lRw9lir>q{w
zQeXIRP~l%w;;Y$ynA|RTSdn8O=OzDc-@DgmHJx3JJ*ZjpwSsAol*o%?etDk($bx^K
z{HZ->0={GyW!vNLPxW|u2*%GVyEy)m%F-u`$YRR*mE8W;AWZ8?UbVW4bs5Dm>boa6
z>k7<>;OIiv4Ep+Ba4*}Z4N{(<k#GBIibi)-Qqt=>itOz&`PTDVeK8KVXNYS$D&TR`
zj|@5<{~Givbs@_ne(s<0mi(G^FQ?a6O&+mNd3B!c;TFg*)yDm)N!7;5GSk<jiV<FX
zdnQr!ESfo$<WTmunhB+uZ~99mZQV46Zn0j1xQ}C}eJU<XySB@$tdB4CT$wc-+6cP4
z;Py+(uX0CmFq%N(l}hn$>N7{*o9RDM=30<%H9z6ZM2k-nF163|KF~9@*XrchrRhjj
zDTVv7lUE|Mh*(~}$Hs(a2%_{aN3`TK5%lnmE<d3=6r`1CA`ZH8U9st;=0&WmnSa&1
zj_PA3K95p~eFYaVQ(|@{V|C~%d=cG|*L)Bd9!n%2R-64yC^?6_n*wN=3C3q`J7ALP
z)3}zRb8&6S72Us9`-tXmV5#j+<{n?BM>SHfORyf^)uYQID<Bb7jJ1~6TOXIC_<mq>
zizMUe5X$^-yrcJ2+eoc~c|_snD7Wj>Ta0sds3I~Q%DT>n$()llFyATICYHwB8$z*e
zWNsFUS}Iq$hYFe?8m7S|>!$=(0B;5?8tcEwSl$cOt8GGDX8jz-fJBG`oBhBnL{gr!
zDy_br&Um{S9CD}|mU%&wmUCl@TfNz~#v<}7n)$t=)VY<F(K#Ge^h~l|`KRdj_4GuG
z$J%1KB^eZxSQLd<-h9?7Q2=lveTqcjqpQseFIL7IZGZxd`Sj3Vzw!NL0CdyOB)Q~)
zYoHx*Vx)lV5`hM9*N|!8u&+Ad;*A<b5plMqA>C}&o0hCt8nUVaIl@Fq&BvDGuFmX(
zar7|MdDJyG;gu9>NY?W43r6^L=88DQTRyB~N_rn@LOH^gr*_{OyJ(@Orj}-MqF^6J
zs7p6Ti3Fm+4Iv{Zciy0Yw0p=k*JH#^i8?W!rR?F<_}KJKhoq}HaRKI$ACSmZTL$0r
z1FUwDPCC1kN;2Z>d8;!U@kapMjea8|PJmA^fQ)PQ)xO%E9<|mK`+O!a3djPN!@DjU
zLb)=-gBJ@}!A2jE;4Bnro*Ye*ho36SC?ZFwypFz}1(q<67N067UiK7)Kf2@E&M7nd
z#mfh*?5&DwZKJT3wG@&unoR8pn6v)^GLf1$pq1=@*!+NqYO(aL<LpOYa9iQX8Nc%W
zj|>+SEg*PhZ)2-mFyP!v`|?G}+<$%rpxf&@fZgcfcnCf_lWL>(q^~ZU7E@L?Q3c?+
zL=T+0#U3@bbe8VF5;uZK`^c%O+1%aT=l>mMb-}^G0da+Bl0{a`ehnV{`JX7OEz<e|
z3HjS?lyUzhQh<K%M#)q7GR)UD@JQ~G%o!B|KH{}y5R)>u0e^vj_mJ>QRioYP&-;)S
z>2Y|s)PVbIx(GD&|KC#u{Iy4^f?Unwu+ma~H3o6Z1kpSAetv!?LY4RLYrTALdy15l
z)Wl`++%HWyC+Y#7kmZQ5A+i0`#Su^T$YwEin*8F$KC+qj`bA&P%?6SY(<)JHymk|_
z9R7e$bS*Q_$-p2@lX#bRt!XQcKi``mIQ>H1QI>%H;XmZ6T1x&q5B^J*ptrXINGoXS
z_wV0F9FaAYx`-+=%?lw-ALiwC0@6Op|1)sai(xX3e{riOu*c#X*LlAIftzJbLI8qV
z+Aj)!*8Zg2eQW4={|)x%w=WvQcve&aU&4-<RDEe5T^cCW8PEaO{S7vJ#1QeG&D}OO
zU~Z8%+QE_@Z)aot?s)QFA4U?8II65i$L@}I|0Z?BCwJxp7skd`Ym9ZUqb>H46Y%;j
zMQAmAuUE5J9FS?7Rbrrjc<O7P=WkM~_+OIb?aUb_CwvONy^LblWAi2;&eJ#mu>&1O
zFKa@5fp7(aN9su)2TqsCPETYLYYWTaTiICA44jlZU2vH^ZBkS;wYhR#^7_vuFIRBb
zSD+tO4RO9bMRRzJ%m7T>PNpqH+uW>@tg<i3ZshBYs0+SLaMe|mq#3;$|9UJd<#A)?
zE3R5$;ngNbP;w&iwm|vjo83EJ=>!P`_@YX*GJeFinGBh`-Zj`!bDP|!+>w3op@ia-
z1umLW|A(mu+KV-IzD`n8!E*eGbBfdE%p@L{MH3fdY(;O2n}`N1@3t<97ug>qpw5u@
zG-hV&etGH{K*^`TDz3&f4bHPR{1WlpQSNqO+M4~1c#|;N4Z=7Fu+E2u7cUi#f72h^
zr@__XMsU63OW7J*VBM2~Gxk(lVR`e_0`ta5X>%<(%jY%D6KMn+hx<PJxc!}do(X%}
zn$bwSPm@v4IDf2U6ylu@Ibrzi%^7s4__c1R=1>#bYw)|+vpGB9Z}_|c=LyTM0{A~}
zCcACKzBlC<Tp+D@?bm;OBSv1=D6_=PG;nPEC+$|8CzYy7-=aZ<zWmNJL?iGsUbv0i
z5wrC9tF17z@{6*|OB!!+vbf_@TWJQDds&FrRze_sg?>ZRAy2Ux&+mBt!|_L@m4CjS
zL&u80o&=z8x))E~J5t(+l+8MV>zPijyeA%+dJB6&Gsona;Kn-~D1x}cxkTp$DcOEr
zXTdhja+PZBLiMwlpx)9gmkP|({wGy=sS>NhE6lkQ^)7xBb2>Wap{Z5AQ=6@^T%z<U
z_S2VoTxaH{nT?u?BMYi-PA!&lWKhWpjpB2@wqH0lctP+riXhSHyl;|{W#UWeA)nRF
z^|&e|oiL!bKoi?f<ULXnea_{fjM8mIYePqN>+@Bdx*K}N0$h+DX6cVh^O63%v_|;*
z8VlK4K#200u?xSJXxbF239sF&fE(f)lAFj#itqdq-2{OoCal|R`}sPx#us|ouuUrE
zt}amvWv5f@3!}O|ug<_VsA8c{GNCd<Nbt_b^koP>gDpC5n}}!7sPQejY-P+wqK{-H
zqsz$l30^bBJ(YVzcPFV3n#yPMp|ZCIxRITGT+d*@3!jK{kcsx+MX9tl=!hjUZp3b0
z*zFVoHDoU-jHxE=T0~C;aTW~;VaWVTh*%3SifH58o75{?QFzMN@`8~7MZg&^<s%K)
znf^``AB+z5@>@f|WEl=O0v?R7{h26AU;8i^!I_MD$827(U6;6|0T)%9EsnHBQG5N|
zt#`-NWZf)+Io4xo?e7o*(!~7!47K2EfX$g14?#SmXAOz9e9Mi+^~9amC}Ne3GH+K?
zv9r3}<GuCuKsj4LL(-AGpbD$3Or`H8kz})_G^8#ha(S6@KV_&nlX}d?!j-%W)z9gS
zC52e6-yb`N$khusyNfoJ3Xu7~Yqd!*Tz{h&J^ESlS%=v+g90LR2<%CSo6dw8D(Pyl
zdMy8l4DKUC>v*t)eD-=FWDTiUWrfj!5%JisjrW118vk1Ucq_iy*$-I3=j<rtY&V*R
z3E4atOuKfU<l^|z09@W?LrEfW4S1!UXF+Mxa#s|%C5tkUtrKPPJ7yBmuA0dIt=mJ#
zG^W*y^EJg8`5<~GCTT)`1v9*Ld)?gI+1XS6JuU`2d#Ww0%<34D*N2OZXFBP-S60sq
z#$$ts1g$@0Y(vOWEl}@a&!MyRn=L2lQ6;`ILr3CBR3m0Yz;<om1YG&enb<{lZrp^&
zV6hd|G3l~zOl6?GEEQX(?_0S$!=_QZ5E9_#7Ax%ZtWvu}6#dck=c2r&<mdYjWj>0A
zL^#Rza^A(<pFve;_pu3DuUTBD%Tdn{yFVf(f1BM{;E9o}9L=p;?+^%Df%=d{QZcw^
zT8g~|(O}<=5bd&={Ad|wV5}J=>|*_i!X86fpk75qlSC{X%SrWv{chexg3jWAMQR34
z^I&<V2UY8yoUhGJ@SX}-T3lE#ZL3Qpfn4VTQ6tYndm?V!awzrd;7z#s9htD)skHo4
z?hje)NL{nq;hg@x#~S-cX{W}q`f-v47i1_dQ@-!MpX)|Rt>fc7gpWL914YIceZ5k!
zn&YQYfy1v6;o4iUIJBZhDy+&^W-?pjcEm+T_vdf;F9dxk(LmyA3fGVk`neK)8D*y)
z&K1|023jWDnDcYjZepqB{by3JJ3#Y?0rn$gL@o*<DfOO7%3hp}((gU9#J$b1B%8+9
zw+j6w6h7KJKpdP|U`vsbSjs&&uKL|Q%d3ebG&77o$ThrJ@qz-y(Pbbeh8)4_G<28=
z)eeapY7eQyIrFpgInk|FiOAm*AQt-3{(9-GRk-;Z!XlF(b$n&dPc?LU@;W+T>FUua
zB!A<6#^Rdt5ztlcW6_$&{qK+rdqX>jiqG+vtDsXp;VP`(+nI>#4vt4|P4vO2P3mt!
znGUk{(@(z8tBB}TsUOH;u3$v3YC&pjs`8ChS*fDX)k_yY=UK{*{cv750v7@oB|7sK
zFSoMgzLn~bPs(QVEPoH>*4t53OU}8@)XHp4YC(2|#jBD%yQ<A>x55#lo8sg2oOXOj
zg=1jz>3(-jK5$M*BSG0x2jra7G^tHz66_4gc(Us+LMl$n-yyTKV8uHnD}?Hc@hB-W
z1K+l;KR%V<jXKapvMcD71@a$1&Zf>Cg*9Tt;8aywvAXZ=yx_}*+Hd-H$7y9#HInT2
z(!y>I_S42YHfO%5%<cRo0o?Q_Dqta4wBkglye55UI<osvtlu4abu5i!@LmYz(4>MH
zfT_D4$&G;8$?yl9UXRR4%NAB&g%!<w>8C9p<aJ)XX*BxQk|lg$R4Xk(6arvnnGUHx
z;_s+VV>wmX=11Dn+mhRyg=p<2{FpdGVw@M=v!Mc~e`S29&s4q{BKvz9O!g%X=L;$f
zC3M#EmbUg|T<_`b)2i9)lVurTsq<`lUK811u5xy=HGl8M&83%cA59O6vx|_FQKH!p
zjHe8>yVUa%ip6-BFwvBT`B8|%{^2oU@TF&_b{&*KqljP?Df)<>r%;LY+#mbsGvc4r
zR4l(FNB85E&&reIy(~o8+aN_G;}b7_$A9L&UzN3<6{4oZOxFG+4~Kcy{AGae{FivT
zZ$TDA?^d*6A=cevRpY(htd2o~9B_Kz0;d;6{XmkHT@}^aBMQ?1K!E;9lZ#vy+pn5R
zT-jGsnS`w^@@A8+mHv<fOuPyYq9{e5q$G&0RaftRX2bP~8zB<jVB+e`taJE_X9#99
z<l=?vS3iV39OX0ewmIhV@Dy6ZdINmx*nwD`TkHqb^6m;EnbUVibPUErUh;_8n(FNu
z>oPhYxv%~M&6Q}r3vMzb_~=@6Q|I^o^Qt|ozPWUVv(|J~#AK1TXSN|~k@j`))1yW0
z!IG+B2L*M%J7u=MLC)b#h{X6YJNrGdwsnl4u2WuQZ`lpHCHV(TqAevQ#H8017Xk!7
z`eVtzE~Q+qm?}PH9Hyt46_t3IEL%bY$ub4Kp`DeF!(Rm<=s!Twb|vO_)T>{ai=J6o
zjbJ6fO?8yDWYc<U^cP}(PW8zXOeLsCHN(tJxlM2L-LdVp>HCmU!n@YCUFcBN(o#o(
z^ujSdbo@|K>HbQu>~~cp&b(7(j%-9TkE$WPZm?G1pq)70RARX{#GE)`NS<w}Pj`4R
zm4L_E0x*<awJ~B4j(2qC>W_sl3HQJT$oS15(7n%y&vA9zeL6QFB9)-CJp7Hz$=E&H
zwZJ5p;^8Tt^pf)nbS1(3f=ypjURXLW$cS{+lIValp64HoSMRT0$jJdL;XlofQ{$ge
zf&4WNhr>*?y4ozsxx({%fzkmXr^0<Pcq!vWRtJmHmNxUV&q5o<ZZQiAHjqNvbxaNg
zCrKn?X67=%F5S)=<uda*dXurASGs7xnYPWcE{erzdWQAu?U|PvAh|Y2oEtY#lKV32
zGXUWW@5FoWn6|dJl@Us3o8geB2z9o~JFrJma61AILLtS$#LzRq!y^)Lg-z{!eDT9J
zngPA(kd&9UIuo#w%l(%x2GB~s=xDb9^SSfz^*1-K)+|(~-f~VUEqzD9Z1JE($=sY$
ze4>g=RDSyN0b^TxtD1#yRk)mBVWCbCwj=D1?(-vZtN~a{{vm7(4r*gXW%8)W>6=g6
z&KOB&lYO>8={(Y<&u5nk=hl0|l6=_JGEqrAhWkD_hWj(izmzCi>*6QEfw0)6{5jUY
zo$R@^v)LwYGeMAJfQ6akm0wGL<{v*+!|*L|O-^lRg~jTnN3Fj<8wP1J$Z(qfV56pK
z^+LoYAV3`LC$Z*~Op4g*yc%s>FV{e*PHI9e`ytO0*W7-*-Z*D<b*;&aNjw~4%-L2X
z2nM$l?&mCj*$vKb>4`dvr;JdRBginXt|xLoII|>)zrvgVg$sejA;N!Dn}KO}bt;KH
zY!Vh)E!OP<o;8Vf>|3oua7C$@#(mW)!G#D(*o7_-I9#$MUiGQwrZg(CO#BrI5vio4
zf55R11y7cQIWVlL-}Oc)AmC{$7__ox&2j)Qp!;yCUQ^{p^zhmkd~Vw=Wf(Ww3Unty
zdxTcoJ8P2}VgLtw@*vfTnhDiZniz1>MM;C%0E~XJ_l?tp9gG!w<jgE@_^no^y5V}m
zsCdfuG@Z&@)*)mz<l_+4TYYWYYnI^e90_s#fMMhxyd1ATd*5QDWVQU`VpH*olNhbO
z_3+nM7Fk`GQB|V(57wvmU3+w4(2&z&>R1n}P{)d?23XafQILOP{Ws2?q4mSVTTYf@
z9xLm1;RZvtQ}1JMPl6k?%ZxH;HraRpmml2M3^SLAJ~9jSHoeT6Xklk}2aSzC8aAT>
zI&*u)A=n1@f|~Lzj~LDuKH&fJFDWTO5ToG5>Y3fqb6ZCcV_EALFJ43{m{1xTEiEca
zO7{ki*ffS-sXuKGc%BUIxU}?opR!pAn1acFP^%ebm6Q6i2%RDf3l-u~_wqa}Bln`h
zvT$38z<omY76JEnD_sUZbWQ8vaqLe^YyU^B0~?rX+bCQV4ZwAVpc2jy-W93X18xUW
zt`LQkBAz1CzJXj9k*h2cvI3xadIFyDHC~#2pk?N^GJwecqw2-GVGfsKvv%ePQ>+FP
zaxj>*Etfe|X-?}4F`u~{o#Xn(>dp+LOz|XTOsmDYmrJpsHY3JV^t?Z62EN-%II?#T
zR0JG<)5Qnncuo)v?sk3ksu+FO4sy>3>D_gBM_tz`jpD-&gqS{SKtW@MG+-hkFB%gg
ziGw2|zxd(j?Tr&aBi#5FI(`<;4Cc7T`MZylU#+d!O7x*@cK@_>W{Cfk-u(L3T)m<c
z-L`m>hj%&MO;W$HO*_&neWQzz#|23?7u=;aco|Jnu^2FZ8d(O+#-b54{XaMoYQPP=
zz!3#r1D@FDC(6sbPl71w2R}4fVJn>;v$GphXC}T)QG~-k3~YBAoK7Gf%aXuZ7E2bn
z@cdr==FV<2p0bK^xXgMW%k+hzQ`y5V#mI^){%{KPcDAyI1`q{h(}H@*r^?0emvUsI
zl|<Drj$px@(ie0&8y)o;dI11pIQ_qKP2xdU>8%in;=2>W!+_`5@AF;W49~<Y3u+3m
z-GkUa4ws$u^^3Io_*4y9M`+*{gZVgqRvN2D*HSTG<G|;WToT`aT95AM5S{BQC_W!x
zL2GVGD6X#ih;E9tZ?nO8tg3;Ryj{|iw{tKN@8vm?+x$nYU)y(-aC+88#Xu*jW(;6B
zdM+(qB6<pJ3&cieXgJM@;k-^wtqX6KJJ&*rQ<;6ZHNZ*i7W<W<5$grd$Cd(1UMmy?
z!7wqhl=uEMTwXv!I4)J(mk63mSB0bm67Xi{=9pkb4nKA7N@h}}1S83hQNTj1TR>^w
z)AjwTO{`X-*}>kniIbZn@MyExtPc9mG}zxWod=iFe{?E*@5jKqccQyZK8E8y66!)c
zYsODW95}4UAFLx<aT;K5vzf?-0a?T4x@F}AL3w?s`a;kW&EOW$2Ztd;@?Qkl{<CPJ
z8=d9Q<AsS}Qc;y8O10fS!bUiM$U>pih4q_BB6pVyzEg*L9PW-@0Dy|~F>ZptZLr?_
zuaC7>5%O%a=~ix)8bBziEG`Z&&O6z0+|N1wtu#iw3Zbz5tx_l-H^8fDV7qw#BI5rh
zS*TN;g_ZLEP%^9Z!0<;5O-Dz^_|j5tQ-%&C;|Ka4%7&nf0O>Nmyvz=H5a#v?2u1#2
zi&FW6Xm5~54Qh#$){KI{UdyXK9Y!!DLg0}WG*f1(%f=cUs<Y6N#s<L3M^Iiftbwp?
za)@H5<XHZbr8%GE89-6&+1C6M#MO^$*9B}+0j3uFST}J!FEca5m)cosL>8dXJ%Uo+
zB_4+dR|HU9LI|Ts*@>WI2;W<KbG}DbB9MX}$i}QUIkvCMMzMrKd0q?H(sD1nsxL+A
z5F;l-p9BN03<HTJRtVUo{&+n8XRMwJoRAQe3jwR^L(n}x<HArDBXMyh9Pl#<M_`a9
zO3UUbR;}(mq?{5mp@PL0$E`%0Y)LNDt{>0Ub6Mhv6|hZ*>e@#F4336TQBjW$uk=;`
zKXRMiajfnT;d86SX*-U+?Y#LUApvkVnhf%Bs@yPRFaVBsksL6#x@`pT;CFX4C;?Yr
z!{VoxvcQIca@$@mj{{c>{FbcH3mZJ}urmzai)N%jHD2d@##4B<q9`pZS7HpJwQc;S
z22JyMa^=dsc9E)4)9IX?99H1>M3Lz_el*m8?+sKqVsOxB7_TbhmYL(=1_5E2+~}kv
zcl38Covp>;Y&0O-o&AmXo|o~D{3iw9y1xowp7_?ry`T~l%Cv5r<u5i*C=y1zeiUV=
z%cMxLKQk1sBY2ft#h34mdz{~ojf=~k<}>TR0ey_o&?Xq?tQCu(pX;ugj4E=xVHV5S
z`cX7udr`g-gzg;%FVrb0f@Dr=Ab-|y3?VG><Z8DaYjThfrig3hfA0UPHssw)-g}Tx
zW&>egwKeQCW8KRKKlgw-^Y}&lizl+3Ho|*<>Jg6*cvPVvB>neTyYOm&w#!m+!~nW>
z8*lwCci{57^?Tex&rcw%2OjFxtnqF*8I>5CzyxHzHL*w-G4#IBr|rFv82@fv@1+vn
z7EqtFow|>Gt0rZ9NbtpA8;4<^0_u}my~oCEhd9z}smnlmLowGc4`{T_m({gD3Xc6U
zD5STVXZRHoLb8qzL0%`Ax&Ws({xRD~9f^nN!Bz^3W|0*1e^}aE7oGe_INRI}mQi4g
zt6vlxyWvQgtZXW#NwoGZAUIgmPy?2<p3<pQ1E*h}1gfmR)YNs-oF#SPT}A5dvRLpM
z%E{Xwig34DA0WJQSvT441HVF{*DsTh3CerMtbK;y?K*FQcuiiay7+SmHD$Il=x=Y&
zsZkI-r$Tyjk?zo9+NL)Y%y+`axOH8nFrG?2<xGJjDZPM`LJxoYU_|%4*c8vDsVe>n
z*>K_5$zFHEPXg3cp4&f)@>YFSg^-d^8Sb7({B9RHp4<O4d+j>`AW{RMk7a9ZfO@PY
zr;n>K)Vnj}3T=VRWFJVmy>2|848O@ru$D`y<!47&>clbqb?QFhB|*jyXUO?XCod%O
zm`24(VZ0KI-)%4a{OE0RLP16*?1&XsxgsGmaso^~XqZ0*&uw`|OW5^#PrtPAfbRm*
z0xj@HO4)1LVe%C{YYw006}E~+uFIIf$J|B3<n8jV!7`s!#v^t~O=}^&XfX$`-PqNo
zlJ<5R<os5)u&CPM`FO+jBy;<YgcIqW1#C#2Gd&H>{j>(4OBMcz<H4XM?G$jUt7?L@
z!-Z8<Rjj~1j{@Us_oK&;4edLMo<e)+IyQq*E=DQ*>@+lXmH;-4Nef76g{&})<*w-0
zoUej`C4O>z|8G_6x?~kwn!g(X?N~SG-`elC)Bhi9ze&UtLKhd!pldi9@ck&m0XVE7
z?*Zgc@420!vG;|J@`4zh)36`gxgTsB0slO~X0QC!0s~@o_h&1Y(uFJlXj!Lez8{s5
zYraDkSct{aAZ0O=llmG}&c(2KD(i{88~Nv7Ks62&ScSkVprPD`o|7|l@PgRl1yCi$
zq|Oz*_)auX<58oku8slcd)95528(BeNJ-VPsi`RhxpjHhm%MhaD<jA7*Uz6y^RlN4
zguqk*Kl-N@kGL5@Q6X^ypaEYMaV>?O8Z?x5OCf*EQOU*RB@LjfWv?K_9eQYGh6>dl
zX!zb!!8$Ln9=+KArM(KQkH{|hKW<k?cGmv~CGE(|JV@|AB*+c*xxw;DeH04pk4ZmN
Lc#tRd)a!o%Us~5^

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/black_headed_gull_synthesised.csv b/modelling/data/abingdon-all/resident/black_headed_gull_synthesised.csv
new file mode 100644
index 0000000..847ad22
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/black_headed_gull_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,106,0.9142086,111.36108974609797
+2,79,0.8114656,98.84581430044656
+3,91,0.6682243,81.39738156348943
+4,52,0.4846478,59.03565898532232
+5,41,0.3923866,47.79718696341977
+6,38,0.3648981,44.448772481773446
+7,33,0.316595,38.56490106105531
+8,11,0.1954987,23.813983237464054
+9,10,0.1769716,21.55717002674286
+10,37,0.2556794,31.14468252609796
+11,79,0.3140196,38.251187811658944
+12,92,0.5160300999999999,62.85838295306771
diff --git a/modelling/data/abingdon-all/resident/black_headed_gull_synthesised.png b/modelling/data/abingdon-all/resident/black_headed_gull_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..d8f2c612631cafe834a9d1b79b46088db5a41bd9
GIT binary patch
literal 80168
zcmdqIS5%W*_&10sHdH*KAfjLektQv45DQ9IKp<3=5-Fi4krEJlp$P&a%|a3Bgb*MQ
zu+d4R6G8x`1W1z_Ap~aUod5UDT+GGHTu#<fvyi-b%ihoPYtQrRmRI-gKC)XtKwz)Q
zwaeB50z$?D0)nia+rdxn6n6T7e{@2xIE2~+c!i>F2YU)w+zt)&3kdb|zH=Pu864sr
z;IF2na$ZSG;rQLq(7+HKWo7vP{tcyoV3_h3Cj=23Wmn)eXo!G-_yPW(EwG#(Yk@5S
z0w$M@Z0}_<s5?Rr-sHB-yB&FSAe?<O{OXoMF^0qb{fDlUKRi@XPeAe-R~{S_KKtO=
zLGRr!cJ~NvnLXZs$`$J2L}%}EI*^q3=rrDhkQ1`v0YiFmSPd9VIxHt5AhBaAco+C?
z{%hgYt!VN8-U<i=ABnl~Kkrxf{r~)JE3Mj}`uW|v<1{ahQNyW1D8?(y;8g9EG$ohJ
z1;U@N!tHz4p)Gb-SL*CwwQ-FJ7SWAS?}V$|>G8U(z;^fOSKMLsvdGb%aOtoqeZf|j
zow0%!l*A7m%6ot5>D*i2(i>Qxe%nviPaINqb>4eK{ii-><YT%TYz_acRd!>2(Ta)~
zbRkxV|MSoL2SUQ1efmH9Q0uU39Cle5Va-$*$+-T`WpX%9S}3@2<lef_=TleX?-@uU
z4Gn{L{9{vhNYT+Y?ubSYk26+wv&e20|7pv6<G3TU`|9c*zTDQh4(tAK<%s&-M55tl
z<jqgljf8d|3?ycNGwN9$bSvYGMkFkrxgU9|Z%jx)z+*I4LM>BxBTE+*K5$6h&b+(3
z+Y#rV6~bL#Bq63!?B_B92sdVX@(TSuw9`8Bu1ceAFFn~aUyKnRJ#fZ!rYUACalY20
z?Z94X17|dM1tDk~^ZSRmTj+-4N`lJ}?a<08lZNnR+kA70DFiKi9eNDv0?j({O6U?b
zXRmN5)FnSR@Yh#M>Xhe~FJI0%RTsmw4GdhL?mO1=R>L<l1Kl#5kc=7)D{$-BmD@7f
z5Yb=eW@wRPpx?IIvw@0z`LZ`v(J7OXYm%&f@6Ro2aEBtXR_*lZN4vKt!d|KD7O3re
zqv9Ugf74!DoR=bRKOpWF`TpBe5&BH`M@zBUVXW_R>#2mZ>gu+=`4%>mYB)A}Gb&nK
zGVCXwO`z{GbwN=PZw;dfA$x}B??!6|j20_5u3OtX2MLMWYkPcu_773yl!)G+`wMj;
z`WwaZ#ihl>L=|!8z!=)qn)>$2c*Qr91ZX)mDzb`wv!fJqVfOx(t*ts&n<!P@$&S^2
zv)itG`}#H0^-2hhh#)4fxVJtRmCelH%@_oZUntm-#QP*ADM@F4*m|M*r29dE;1j~(
zj`^Q>bz`|EqP!JKfQhQ3Id5$_>%P%osSD!UUd_7`&2dEK&Bl$jqOtb4`t%YGQJ1a7
zQT(GG^!vM7HCX2PAsF|SzCxR*vu760#T)*8D3rp8<bZWi<lYkh;`#F+!Mp*i)XvLd
z>s8Y6D-804$9=1G)howzLbcrSC$GGi=`mAA_@`?4Q<)MA0vBAbHlG!kyhzepjJ3?x
zn~i<1iDV3^J@`OSDC(=$6uZEiZ;|eeWbKuNXt~H1*%toRYeXnFunF9%2oB4ZQ&D`A
z-tOaGN;d4TcFQwO>HB<B9>)9q<E0ICusviVPE!Y3R_)f7bf&-1Mi#x$CQJM=O_oWm
zFn@v@i=s$e{kcKLEko`#x(E#MSX6wD#>21r1LREY5aPX&%7?`pj#YPm#Zr$*NwGY3
zL2+&UMfL@&BX}gUr-3s{_c%(9!02F={KRsJ#l`pB3^&&?n8uWr=0g~z(3NZ@JVUi%
zdBDjs-zEH*-o2k;In%?wW%~4$)R^C1>2`M8<tHQq>R(MqrOv}B<imGc5~K~?optF_
z@Rkm+X9~T#-fFkJ#}0zckeS<YYhivXRjF>~!)f=O`TZrM!=wlG1ZFsgii(&!p<zcz
zFx(glQ=}8%hyZsyG{f=w84WS>YNYpIY1ZOu`MX&3v?RoDCUmc~VN~Q38MjJlTLUgb
z4JIl7R6l1g=C;d+fVx?kf>IlI_X<auI`jZM^9tP*ZunJi{m-{y0y^R?d#rMIK*O>f
zO&@P~Rm9-$yA>v-pi?JpLRmk#@N`abbG(}G4&CZvMTL9kBUTuv5!^33q_t=UTxT*8
zxzDvO)ceI$1x=SSpGw}faNxj!%#e*sBKng{hXbQWOG<Q6tYRxep85~-^F=$jC%$#D
zxKWTux}3gfo<r)?M1mn}HL5&=8vXmZtTmiF$tG80+&kOvv{<e#O!ebY0gbTFkbu#V
zkTF%J>Q}<Is|ivilz>KRm=xC>->3_ZZK)#eBG3-f74H~17Ku_C@BDZ{R9ORSQQPH%
z+V3>Cs32km%Y8H+7F{uc>icwqNNX9*IEDuWT;Frq%kV`mvYrh4Ni2elmZP^bL);21
zkHPl*#-IZviz2u;$QuRai<#(xA(U;nn(S7lo;O1)s1YT(b|UZH-C$&C`FP_odu_z1
zpg?2b7J=XtDjtP@@bDq?MH8as7%JB{XQCwmfAZwXOmu1eLi_0iIJxo%Gyn&dIT7Om
zim}V%-G>(R>^|Gd4JMs2Bi>^*Zf;O+R(hC_kS9)@AO>H*o(OXpBcMq`?8&y|QYroL
zd({<A6?c9lF$SyQPJ_R`JtYm{K#?F$SQ)J5(!UBThq9hNc@pl5n(j<5t#EJAp$i{8
zJFXKtbNw@75&X9nrN0>3o06EAI9VZ~=2c_*`s^<`D+h-+Mb}=P%=V06l{IeY{Geg$
z7D~j6%!+I{+@oq<u{0Imhf6wxoaNsym1PPSzdja@XrCfLd3l2yJgz=hpSRRo8XLZ`
zO3Omi2TCH0d0d~~{5TAiiW<xEKrherXDv%d{)vG}`pS-RJX*ek=aTNx_*5#q^(G-Q
zj0735t7Z_e{?uViN&nLb{8;oRb#Y_`S}{T7Ie^{o3|5hO#kv#DAEDvXch)5Rg}8Ed
z?kF47Vzm{}6yFqqHf^$kaqr<EO7>ZEV;y*FFJ8V3K`@6k+USnjyTugVc(|Av#~)4i
z(8aSO;>*|muF`UBMo`05-X<$pojoEVD3*P(L$`+CP`SFBE<WCH%>Cz_g0?QImUNrN
zwd1fBb0fmqU(1z#`gC^CGtFgsHF7Omo)NM#=oXzdzYbc56?U(U&Q)1M`@d2d-b`BQ
z;$(|+OZ>5{kcu)%|C%p1L8Bu<kYgOo?Sul_a#t}FlazU>#4?ip!vGaB-D!eh*c4bI
zKrbTNBoJC&WtlN`&z@nev@@pSBQ~psy;vi)*@JJ?y{(_bE21deY!L=;wVLFfpr1PD
z8!%c=?ym`&I8C~}Jj*>QVz?gof-RTFo(v$YHfy8m8lBYI(Mp!HwKhd*eZ$QJiVk8f
zv^lIDwF)X1;>y*l1!UF=xoXoTl9YyAkCoI^a`D7uuvZ7#mvT1OW&0s}`xbKx-5LoP
zw};#JI@8YSlAK_=1p*h4<FQ)>YCA#ErLPurD>e7hn<WF5);}JTl+5^TScd%7UFB^v
zm=nD*tLGJSj=O{4i1i^(tPBcj5R_^s56~(=m#!02a2Vg^PZsI`g?1vGUV?KDsGo0^
zn40Y^NWi$2IAWbY8pj16(+}^1M$h%h(FA)3C==kmqdyx-M<^pP(LGdg&JGc&P^Hfb
z*M99Yj{^OmaKJ1}2ayTSj$qZErh`ZOtM*OBtr0$Uc$Y-3hG+OT-QSWeT=wIoxGZ^a
zt`$d&TAdQNYUs={9NU$+x?NcHz+wF~j^`I`)OGaFcSfZycx0HAZt&zY(RbyX6l(!l
zMX^YP+aGd7*G}Qnj_0YzLd~CJALC1t(z?(p{s`;ZV9&wt&qZBSR8)xWU{i!VptIb6
zjJgNU?%K|E{Y0h@39SN{q2E#~R7;Jir1;~Ru{^6xtzWfgnLT+gMHMQM>UQ}6;k1bQ
zq1g?bBnEe(Ls^&3{2jIacRri<dtxGMMN;L?cZn~*s{}uat(Pw&D|n!%Xc@jetZTqw
zQfP0_-+r+8@JjGNDd@fP8{b8(v|5Up?wUokZ2gFE!J8|qf3WT?`(O?Ftca)z&aIgH
z=Wc#Jy{hNYS9>&ic5kfXDkJhds2rr)=229UT}ft(Z{Me1;o~toGLdT=Ty_@NBF*uG
z;3{+}RRLoLSGVr5W8+4{i+mR*+f1S^S3q!s*b4+EXXayq*NjFlca4Gz;8gj3d$Kp{
z_y-DujBx>_Veu%XE&BQ&G@9E9rPh)#D?Cp_N9eoOV<TO&O`ou3Xw5qC!;Q#B``!>g
za;?vw@h_GQmyL~OR_A-8nu2%8+3c<v=H&6-OqS-547dtyt8jqXO8GcI8<)G3owP%F
zEOOC8w%i9dNqd*MFLszy%w6xV4-27f9!2qnYWt#MLwB@GhfTgxTfv3oH{^gl7(V=+
zr~xiH*g&K@M~H@Q+#D$`rA}3bygl}<*<eu`z4U7F;ZyD#%R-B-%X;4Ie())}^FN1$
z5(oDm7P{{|-MGmsqe+kSRrXr{-d8>Z2lz|Q^?s_7%kZxF(=a0={PA*l(hhCvmrKHb
z^U_=nQVftm6NEq4h)M@W(yw%+Dw-|4;eKfIM|S7DjbJwnlJmg=lr!-6L>iKw?3GN?
zL(cyY*QG1!p4Lc3+@&}JJZdrk;2oV9UZhrpp9Bak`E-W*shIANFgKP${~}SBl#-%w
zshJnfy6`|~CsQzDv_35RmaC7#UpRM}Mb-V$qBuUek5GVA@rOcKw>%eOFQS^`QWl-J
zeiU~JeHHTl?Fg6M$ky}Ec{;fzDa|#!E#w4q->?j9iwO#u&E81;1*dOv8aHcIPhy*9
z00m(eH`1~rdU(z&QB<SD!h7<Y1)JqO3v1ofu!}E+&W{+q>)cjBT>fijbxR#P(L&54
zlx113OawIYro%>vzS@UwX-NvJ*FC(v^3XQiO|79UK;kE>DJyF+X>sqiy+^gq_YdNv
z4<*5{M|3#_c4bhB!`KUH0nNo|W2(Mnd#WNmGr^`~)QUc&BPq-x6ILeNgZXfjR*wsv
z?b*{Pi~7?eh!i`FigtsRz3L3kdC82VJGseGBQZ~sG13tu%<P^7XmeCxIiy^*Ak@;N
zqu<_*sn^J}dYvg$LuID)gl+U%87{xp4a?ZR5Y`iQEszZ}EX|P@{3x(+r1{@f@bmp8
zljdksWl6L1d9**C?$1-@?OCzQ5KH?6Dg8|D7@Fgf)Z({C$$jfuL0ZI~OOjVRn!U}R
z$32C)tJJl82k*xEOPp}FZnSEOf5?WCL;3L^LHh9Oo9+`8<iGCz5UBxn<7Vm4pV#+F
z>1p-Ta23B|E$(_wc-Ga@Kfy@Zmeeya_oq-7n4Q;H8otCYme|^Q&GV4&)d<pnmlvQl
zmJ)ukSOEBR-BpI~-S0?KwhD^oJUU~z{^y~Zm&d}q#?|<vvm>~9M;rH+g1BF)nQ<nt
z<y&^e4(~&jmwK(_wf=TS=lJRAqQc;rqp#yp8Q;G)FM`vSyX$T}%yp~uXwya$dVWV4
zNIq3=@Y`b%VTIgRp|VC?3H!sVcVvWhzESbcb~~c!&(LoCJMq^{MADZmQ)X6*WDaMO
z-dKE1?x{gTvI`<&3B_95F)!je{Ft|C4**KiHOrw4^T2}SRN=vjz^nx4>`0C-`y0-v
zXt6#jxza9Q7TTPpE^l9|HxVScV?Ojit9AmydqTG^U_}C9Sde7~p1@q}m8||!!kP~$
zY?Q<Ou}2cpx$2v9RdQ2D%`eiL%NRNx2PvHa@O3g)CG$}7`riS2Q(P4xdW2@ibuFJa
zvbp2_cbL=I@Dwn3ug|V<2-0nZ?2Pe>3mI!ZWHqZ7;BG>>H&e^ho8=n16<X(6Q%k*j
z^NBEx)vo56?f2_ro6ZU}eUtgDO>sxgkLzyvqA}<^v5qyl#SmNpxIa)P<yuF5*rJ~J
z1v#E5ivVrvJ~nghxsZO(odl=xuQd;S{gFmfg#AHopH3_1xa_BF(=1FO$<&`mzM>KS
zl+zGyxdjCVYNs%4`U7F5K&4@Y)`5HrN%Y@ePl=aBXh*cpBaIru7QJY{hXwD89j|-|
zN0t9<_lS8z0*yEp4Nnq|Fa)gsh{~PINiEHBk_A9*&=PgXJ@_UV!%04p(fQrO!@4k*
z5YN>}YK*toGieY7|61A?e<tJn5B;#0?0MEkB-Du-x!CnqE9kexmx<W&=jMK@v2Dq+
zx-n-mzMn36-XCcwA|_DDNgs|Ve`mC?K$%o#t+ketzST-a&)(+dL%t+h>~RNr#ri>M
zkzKpy*UvA51%FPKyxJrKt=#2X%v88Q*L~H)hoPb~o@d68xLu#E-E+|HG*X|;Zd0Zj
z%+R@3R;u#_3F-6MzKpf294r867NG7*jqAa(pL~;@paN<i6|VgSvWBkV=#WU(O7;lc
zeN4ZZV1-VQ<VMySV!V0h--rp%INtwhu!&qB=B%7abN*0#Yg71iS=pp!1WB$!;19sW
z`pF;imN&nwEz@myn@v&MB+lQuFFJ#f&QxffEwy*b=~3APs6{)vWG~}t{Oh5`Ty+yC
ze{HMmxGWLt-5#*eJ1PRL@QXYb0f7t6f4!a$|M2i33%9Lqx3TU}x1iUKB#;%bD<bu}
zhi|E29S1&m!s|g*Cw2*LfpnC*+@pq&^kI5s+z+gw3U?yY&sw-D|MksR*2p}UTTp>+
z)DwT<cSGFr*pHJ?Rn|hS+T)&YF2)g-9CLzqe}OJu5u>_DP;mOG^hmMkE~a<b9M@bK
z3}9leYeTp;H#fEa9t3nk3S+v|5Pty+g&VHToGNft5N;K$f^?K+xD*cuEleg`>BPtj
z`_+;ev(4>(U%LBh9^R6x5Ozr(m3Z8nG)%8?JGDyxyZu<N<j*DjQ6^g1v8pxQlPq|i
z)v42AU3JTTbAy+~C|s(%|BGJM$nv-h6dh`9ZNgRIThQ~=tir5y{UNR?iS|YCl|QS=
z2^lR#oce2)uyoW-8?h%pt-k?V7y!xZ3Wggw>Ry%X2(1clZ{HKl@r6}U;nEohgW3y4
z_BOfK{*is79kqUs#s-2y7AancZr!eK{#?kK`E)n;S4)@v!`duS#cMMLFb8hULpp&x
zDpu7MyGvB&9t%hwXL_Lp&@KX=v7<6}{aNDr=2q@MZC=s1iD3tqVN|BBFNJ8e5`A^S
zeH7j4s4tuISYMy^`GSGf+6F0YAYo@)#DSsW#X{csy#isoBt8lxcGO_5b@t?$^)`%E
zdUoiEyQVk1F?}vXDW<Ffy<&-v+Q_lU3Lk2WTlnl5&<+N7HLnJvgxA5{CccH<(WD<p
zKfw8c4zJ4!7_Mqd?*2ugj;Jma7r{-ZFyjH??J!OJ{Z^CoFt=vGGpSj3($iDP?o4+H
zC1j8v$y>ZNb?VI_g$uVxK>lNg31-^i0GBazcM|?X{_)AP+%fI4JBLa=rWp8Eaupc^
zKnT1pK2MibbE+-Gfd_4xir(brh%RABnY_dEK-1Apj~(#TJ0%sp9z;7_u2ePfcr5Bx
zIYW+{2{lgIyXBYU-QdO@9V2FJ+KK%hlYcv2N}-o-$e#5v`iCA4Pya0zTXE}?&;`ac
zF?8Q+NC%vu`^l{_iiqZ#4<{U+y=@fUA%J`LiTCWT;azAsQB_;<lNWq~m}x$0Q0S=y
zd$gB5F4f#zhlaIW7odd`G9hrsI-&-_aL=&z0P(5VLG0oi>{A32cf5%E1}7bWnRp{I
zxtPn|jDza?Z5Nmn+Gf1vcv^*@63Y06XHo7`#KX5L?oUF->YlB7;Z{xMk55N+u2^`-
zo<qsJ6{=+13Fyf+@#)EZ9&*CpNO^3}ZqB_B?N`sQ7uhLVrA45A{!~heTAyz@h|l1r
zk}46ZZ%sTA6Z?kp3k*UQ(5qg$(EWXaw>Q@p6GRVUsxf}5W9B`@9#cUHqBAVP*^bIk
z|N41j8Uc^TaLYU|d!3e7P5c{Qa!;uR@A+(lX1Ez7cs5nepX?>prw)YIpt@$*BcbmK
z_is(q4a0h$v<4=;gnbhqN)T%syX4i*&gjp|%6SUZ$n_s+rRs4DAI8&{v6W5Ly7E6&
zXB6(GMP^!!#eOfIrm(yby&SZHzP^CqE4D~n;ocpIndm6yqQ}@FK0%H8b1hpUV_2&R
z8e~}^y#U0lsn=8k?n?CIfPoK<HBUub84;L}v}1#iYMkdF<&PLE=q|~wj5R?r5QS{J
zVobUj6PaDL*buSDpZkycb&`|7xblCuy<#U-v|-3_W45*x*Ll9<vI=V+Yn?Q3dONGd
zud@_`z*Y-Tu!FAj+Vi;RY_zOS;EpB6gY&XA4<A7!p1J%Pa-)~RzG%_g-(=z=kujc7
zd5PQNx9zUNimW;+yJk5lN9c7hG67;-9JHewlO!a-s5xJVunD#L>LHFp&d*5&sOw^`
zP|5b>lm_=LJ5htJ#Wlw@R=z!p^S-<6ku2zWC4-!BSnL^6noA(jTw(CvQUKEw`&MzE
zzGiIbWzy$qBCKM6VbfatepwDJC)(?8nBvx-$EvQCWK?A(+X(ypMeZPV!oK0C(Of3Z
z78jCm3cjV{bzL`YJK>89w_8ph(6nFcSQTp<x(>56W0IkkbBK138`SmSBQm~H`nw;a
zGuFI4^%x^sSaR+phTY{-2C+5vxpXAgt}GSJCQf6e&dXJp+ZJJ7Z(9os9&d`tE_UR6
zzZ-)D0#)>h^Fa0f*`eIX@GvAB<_@?hloU$~Ga44!<%#Hy-9e<*w+AwEPvy}n$BTq+
z$FgfukXwF9waA|#sO{pq=GJU=0er|bDLwT-$B?;v#3_A0hPm()2je^!zgjf~c>dh$
z2lWFDBl=&yf|4+X@iI6qjp=Z?3e;l@l|Z<-sNEp#+())NR`|^%Gi6j|!8{x$RJ~B!
z66;H@^n5{a7^vu~_x*CD=#s7&2{PMLTlri&maP>H?b0Vdv4BiV^_*;Iv37)eeK9~m
zY{MxEYAyG(G)L6RoHz^&S_(b(P$-+JWkFxRqh^FBDNCfJwB#7pwCG^RKYFrdU=o~_
zZ+2eszNnvL%}@&>k&5&;^Nq%JMnV`^D(wq!XYvmRVpJrUD(=+wkW;>zWAE?uWRO|e
zaH@W-h3S_8&RDczKM#IVbCIvxE@vi*3BMTrZYFjbdp{k`CMODSOm1v8RZcKdUoGb0
zUEw>QzZP6u*}U!(W5G4*Rki5a<c)3S{cVifYx2r*d+6~T*|_DMcl$oQ3fTmO*Ftrh
z)w@ibK$F|QhLOkS$gt2WA!CMMlj;M8G;&PXfqoL6JmfH)&wJ=EZZH<bg}<FhhH}g@
z&J4*U1#b5Gk`F-^ONDIx%qzJpJPFg_a@=8mw_q7EXgWKz)qzuQfL^;-dDqWeO%u<S
zO6#gT%sBbg>opQHSUKOX@UpvZEz4KjP%^n&KZ0FUMwqKT9+=RZejtO<{2<saAvFtj
zY3pAvduSR&`0}th0pfjqq4R3S=`W*CyPN|gY*;VVJ3f>L8T9Tx3mfECvK9tBd)t{2
zL9nT+JxQ8lk-bn$`Fq)!$DANac|sX}42Um^<KVj@RpRvPr7~e=n=f^XI4X_#dPpcE
zC_yc}+9ZvbB6O$g(~XbTS(9{Us7$G+$MC$nIB5V&uKR{3(*~4=6t`-v`n5t_seHBB
zxs$t(e#_{L<U&)khWc#R{%RHnQuVkYo4xu~sfQWDAhH(qw--}#U5Y7g9jaB&>-==b
zg03+aeJKuuHzm1!X?wTaqCR5Y86zsQ{LXRB*MZnVRPh!idKlYDM{9QxMOPl)uUN!p
z1yHAOL2sGPuhJKD&|V`Fek=8<-qQxOArWh2y@PIU>aV*rF_hhhxVE_nf2*>BoTy=-
z8&xyVLkcW^WN9S=xyLbo#KuZLuh`3dxej)cv~K`D`rsbxLWa<TUR{X~*xLRE^mc{g
zUSn#_!yBNEAO&B0r$hkRgNQ22!ZUSSD;v<Vs#O&Q@L0auLNE5L*kdak?|7XQ)rw)$
z7*fM06<4Ak9+R}w)Eo(X7~;B+^_@t3xZ?hd$G){W__vbn<StRZQltC#F4ti{0Z8hF
zmIkx?o*jvZ;<AFGt%hqU!~ni|6=Gg+I+2vztUAryJWNM;<mhshf_Gd)KdeETlZT2S
zF*ki$jF4Gi)dn~V+;{c`Vrr>r$~oxwt`K?G`WksXJ-xQN4kdgiFwZs)=C}h@Bb!O!
zvUKe)Uw#zQc(?mQDPKvJlE3lck?;KPAB8MmTw>yWd%%>Ofi?N37{dkCLw^GC@#9Cn
z;bx!2V``YCD$MTQx6iUNibl*bSz(UUVlY5>&apzdSY+#Iw}lLpxosA6JF|2LZ@$0y
z_%yo=u>I1Dk9VI5Q;Lvo<C~1NxQe<e4vbS0-x4b^5!N}Uf>B){6cZwGSk7(cp@Rn}
zp@Z*?whjW7tcSPu>eVaDhTPDjj~+ih19dBP)*b}HRc|EW<JE+^7YF5jlW9OQHx1#=
z^%v<<fZ3_n4_{kh(*4|{leyCw0eWSgQzg!|m5Z573XbEa7BX#4f_Mi7xKm_tzJp5k
zfQ0K)9I`0$H;Nr9P9tm!EVB-d<**G1%kDVfsV>D1nlaUWyRr#nx~%dgKw6#W=jUO1
zG@$X0Ya7<kI}AjGgvHD&H|5LfgPRGUMO##6=_hbQY%A_u87#m3t><P7IcUAsP~1*a
zLK~?XY+y>)a;f%%CPB&<arijE`Ppj#xY_92=OX-uVJ#eoiZv9@?e5)AzQD)yPNh$!
zxmi{Q^nbpY#ROhberN+BUBfqZF>7+PxqZS(MmO8WM|6yxT18CoP8p*j(;G&D*a2f#
z2lf#($4D{My3pC*I!K1YllT(gQB20N4LK-Ox~gYVCdKCSLyHVZ?Ga#Lk(=ASTN>D)
zN{bj~vL?vH8$cQikt%b+SNn2Tm=d3rQBJwbP!m_>LTnsb#5tr(1D09DxHr!uR8DBs
z0s~l<Oj-%bIRymfskQNkBAHyf(bwxhkFux)lFgkmcMdQLX4Xj28_7Ny+vmc1($I}=
zK=U<e|GnXFvay-gPdSDf`E^th*g2+bj-r6a8C8G=#W9SX97bR277y~dRPrtACz38(
zuK=ILOA3%U3rQuD9guH5<s7EpB1|v}Cn7BAyZzD&St>On43&(fAF2k5MLnwj_<fM=
zcvB9&uIT=)GFidwlr~+^52}=U#UouG>pO^4-RBpb@vKSJ3y9U)vRf4zpjzG)e!^oq
z*W{i0x>QRQl3ObM6}aD2uPF3>RYjC^WO-IQ<iGC<&&upiiMS{!-`JnmU)Z&+F?80N
zq~)W%N>ISJd4V89QL3CbSvJ+vW8yJ1|3ia_ywie-W6vGZZ5JcB-t~yGft0?{g1v^f
zmOawXqz3tkZi5e%|B8)momBY9uIy0is4z(@-mCa<pwf-e;Gk*Up=$2?^-ZT`)NSbH
z0p>tu4HI)m;&W=DI~A(9I5;<!B}ey~*y+^#(ep7`E3~@7^Egxn>-h-)|A^G7rE>GT
z9Y?DdAA4p(^#<$o9aoE;A@4KxZh2)r7}){AE_N-F4B1B;Q&aBd?2sgWsk3wBI^j$+
zmJPH!E@0g|R5h84aQ4T@)dkD#sh$}yWMo^h!N&R*uQNFFU=-ECs~}F)k7ku&G>kHy
zjV-S$?^N!%Rz<_mu(9e+)r%}LF(!51d)bSo%C)Q@JwiiNRrlq2N;`_fJKk1@<fnXz
z*Tx4x6IL9KS3g&l$KX5gT(6cg(6L52ASsX;J2IIpn-#ZAC~sR};E4uiEVfg}Hry`}
zg$_N%R7LNcW84iKt$eX2?u`GK4RaV9@?@lfJ-t*Ja^JJjk>b!?h;^|vPkb}XxxY91
zw#zJ24+bqsZM#b|FFM7IFLym4xA*46hGli>JklTR<zgjj!#U!>)-S5I@b!?6%eden
zx?@)T%CIkS6|(AKS^G<Gwu3NMV3osKYOmP!m!Wr?wu3v?L2xQAW#XGQ*kl44pRD5F
zVr<E;&(aSRbmr3RK}_jdv(iQ8*TK5CPJ=Cs%zOO2&xH+R;MEK4Je+#N+vr9|UmMXR
zjUV^957a4vojV86i)2{Na;RF@|N439l7K){nO~$;#xHWSQdLm9AHzVh7lI{6gN%~E
zars1$uMk*omqCylB5-P9t$Q^`-T{T|z(Eiz5lCdV9_Ihcf6M;&H~DXmkMZH@zpwvy
zZ+9)Dwge&%owL2};gS3KW|1+1e-8WuYK6`uD%Fe&^1DJuPDX6EbJK$l6%`fjMSSZ-
zQg8?Sz`eW4O_wsZi4C9n^HV0~DP)&kmC5*f3qg_p{wsNqa#~f@Is*c4Po>GYtBVK1
zUX;2vIEHn9dAK91(X;*aJnBZ^k^d*h$-VK>n7lIL5i9ub*$K3w0M7gW^7dbOi2uRF
z*C4Ltzv^=F;>D!KKZe7n|4gPrcJ1CB>>u-p|KPxD%klq7%*;=;91<0sVE^9ssHR4X
zR@N^pxD}jruuaCnv)3>D^Upu$T<WU8f!1A)0`Z#v+II1JC@8xxUc6X9-4HZAzRfc6
z;D4X^{{6ewmJuK$gMd*N+fx?APxvoG%!L@CD~i{y13&kWob}}|U(AIMfQ(8X-&=0X
z*jdmm6C;bOGP!v1f#`lJE+8j_fLU~{4W3$el=+|U{F{!*(G)wV2%tmbOVRTqUv5A6
z9`g`9l-fKCV5;lWaKK*IrRhiSFy4x9{`Xs3C;XDmaNc}KmD?>427T2_)7E9LMkHzf
zuOq$+xOM!e8bM&(c{Q8%zwh{keG>)$-5~*i|GPlj{-67#4T{BG?->E@-429IKvwDm
zu+42ijHw^QvaCl6%+i#0@7~=rP~sF)UtdcGW^QIUej;9X-R0nM3b29xJ-aP*KpO0U
z4Y>qta~&gM{4w3RI(n%M@bA^{eBbGE@7Lq-$yZljCnk=wKM1yZ@}KRbyX=aYS)*OW
zUd+LRqH>4iPV~<l$JV=?b0m)CZ3TzDuQ%H?e>V<V?-K2=T`bxibk6a-E!;Q7u594u
zO~{9Lf^BZmygc8s20O6U!)No-milb0<P;P-7ypjbh9DNZG<{nWPwd{cs~hAfn1c)d
zX4Fp7eq<-*>&x+YC9n4v2@(?E*>YXs7Cu2mp+D%>4qA%a_!k5{eh%WQYzZw1GDDt&
zjHXOhXiM&!YjE4VkzjXoITH6|w}|k3L>AszX_-Cd28>Tj%{5pKdL<SP@(1rgv%R9|
zRNV(m`yzm>KEo;1QF6-nN1m20wXVLKX_d0f|0Hz9#)F;~c_yx2B`AXbl}*|^u5kA`
z<#xYBX8v<<*}3!wUOl`U3Dc#Fj^$fq<Rj<<04<t^ugw<NP)m&-Za<<G_)hd1nwEvK
z9`TxNeFYM9DZ9m$ii4-xwcV3h!&rJOlc5blaZ}rz0rV;R^C$3TiQ`RRXB8T(&3rtF
zlhzNfQX>4l17p}wM%&$EMv`T%^0isBe2aTq(5aIrZ9iPzrRY-E7gh|gOCezpL}r@E
zUce$Y8EE<OV>a2!;06d1WuDmXw`X9wD}xRaMIlmVZ2%r3c*}#jQ`M?N`-OT7tgM!?
zG4;=y&IYG?zVOe;Ai&}HSu0P}bN*!?Ct=KQ&~<X8s;Mt+23p5}jC7U8j?)}{lgo`X
z_2;K`$~+Tfq<xo4aHBm;+*s*{D=&52lf~q$ze{BFJxJmQCMubtR(kIN@6&Smo1x*G
z4{}gN{?t0hiaU=-fhK>NGE5($kAh^JWBt7f(P#B@pNkGkNX*7Q4e!1pKHFFLIvMSX
zUcO01QsC#Vzq?;rJAFjMe`KgFyaWUR#1tKK!S(0W<OspzQo6fbCjemR1u3>AU><0(
zi+l%5hcU1OzPeYiku><c!I0t))Uwakc`t0X1IWJ#MC#sR-{Z<B&cDbEiFCWeS&emo
zoC{I_p<2+A@)?FwQ=vJeXJDymxxZTLU6|^~Y7{%Kmmy>ER?DavfNvi_CrqRybwWSo
zTV{PW-1z&gja4=NUPxW>>{`=Sk$crIU%UubRaJ}#2Hn^)vA<FWzEA)v2pwdwOcv@P
z*@gN!o-zJI<wj~SV&9`(qE$f?#?&xcmgW6k!CbkDreb|IK>As<@(OG8*7}vYHfTBj
z;zA!35D=;$R7k_}qg8May^!O8bWT>V!@FKq^a>efQt7Pdz5>kua8@m?DtOAYV2_vr
z@6R`pWq`ADu!NZU2jH<2EB`4(<yghR8$&N6Q+Dz%J6K5A>zMwbj6%w@Rf;v!Am<1r
z>idI|^e78FG@bMVh!mNPo*k+B^y>HT-&>{yh5%A{IspLXj$QlfpeuzI10K{l#k)0p
zQ=bRIKL?K;D*^6&5fJHMAYZ3}!mwsRwBkuJdJQCV3IQp~Zc(`4yT#54wxw;7{I*%J
z0K`2F+|iCPH&E4|A|x>&^@s-S$`Z8+qDDpc=6{0^G;skV(3z_6U-8Fyb@Ahvwm|We
zJwMk`Y1up1E;6ZMPI#1wLAc6rGUO3QGW+xRE&0ClgoAD7+lIep@r3CejRB$l>Dcwv
z4%_<c!!F|?7ull?BnNvCCM)2sf;*?LMxhLS94J`_ZqERpEQ1(F%Py(>@6B7W0>ua@
zuHsrUM#TVbZX>y`snUerUz9dE4~iZHM3?R}9*etvT3w{+mi@|*cx!#D??EQ0g>}DQ
z$Y&0k6CYq82k(16cC-(pco8$TiSGL0OV_WprYHMBT^zj5B}yl%yvP&{ISJ$N%dNnq
zqgcKAj(tb9=+&uTR>A4$a5`SgB~Mm>4P8)U1>&}ujRO{=OyE}_Rc%4-MaYKqRaf}a
zApg8p&d_TE4(GS@J#u*&5wU%f62<v|pA-_rQRBVGc4`cCQJ)BuzXP5{5&meZ##={i
z(9SwW^&|fVCUGLF!?!GKRW*JUvio2cna4jDf!b7yDD{9*J=u^2kT<>-LIF)!PDZAA
z)-=0bGSYa6u>gS-#F_Z0RXG{w$L;XZ%=mtHq$Y@nWU=NEbA2~JOYc22zU+w^ENE`t
zjRwspQ)vzI%O)@|@CEq;VXFLjPBEd!y8PA`b?F@orvyK?YHJLeWx%}dH0~qcIKn@L
zR*e^rpX#{us!c4CGnRjK#-g4_|M{&`SLELA($?!V9ddi(!SLk^koT`FLSGMbF0oX!
zOCsup4xmB3w*VDG-(A`%0OU+wSB?C5p{>?M=~8g6xvn3v()V|MVi_3f+EbNEoMxGe
zYjZ_quTvBf!&j%$biY7_JBJ-|f!f9iFtTxD1&7Z3{30=^u7A$1_{}6wHf=ckxbg>i
z{b0+Nl)Q2CSY>xiPs=I_a+!b1e`M(g;1dY1X(ab?{~@shuip=1m;nLyr+Ul0HRTs;
zYk&lrRiTYy4(AQJMkw|(frP;B%=a(Ty!-Q=n$#wUx{w@T)OPp^l0x&7$N^W<564lb
z+srk9JVQv%@=>GW@t<I4#!TM$t*kXfaCE-(Op*)uu?aQHPeM1~#obGRRwq4UMqkT3
zsXVTb=(hjx72@-=${JSdKNK&C?M*SjUmM2g>6-ov9KsxHp9L=8O?d--<Erm?^Co%c
zCbFTr(<;N8>UA?3Y{zAgE+I*n^`%)@dx#z<f4?}u8+q`iElxts7&xUE7&&{Q`>OO!
zfQb1;n{+P+<Ze)vhE~~n=^mRPz}A(SKE&<zibkQ#_`%E2^}j&~_NYsSW`My2Lh&89
zOLNQv^mQP)5Q`VY>W@PF99~doET-C1`WvI8VZ}Ex)V)C}5$5N9Y3tBp4Pv(EM_VWr
zM3-H|rczE*_8rr)6&6!ywM~y1c?P;W)SjSpZ1^-hBVq-9>04gSr|(>@y;+W%0wUab
z?(ds}zc<tO{>vP2_Xtj>;0F5(4RM+J_zH_I>u`e8C7}lZX8D5VVToJW+~73wv$0vb
zp7|k{LHGAwUHHE3?GEY4>--Gs3({>&htrBT5K%JyCm|DS{1CX(QmXfyS9%TzME8PJ
zde$J;e@;vfJ6>cV;7M25Ip?J|=p>==mkcBy?A`9K5@UVMI#`7P4c`IKIH}}(iQ8=U
z6G{KTW(anVrErpCx%wHt-@?yaRR!IE*WVCcaU_@Q5j%`U!((kxO=Q8QH0R*wqJh;x
zHj*IO;0H_A+k5zYlf+knR*_cl;CIWPUY3x>)}31RU#=dNlCCn=+4N_xJ<{?XDC!YU
zyT%=yc6jyQ4G|U*?jGbR|LhXCHN!eJl;B$6x)g)!4gvunM8$6}nXwj<sF2^^pA!|9
z#6qi@ra&Yjx_Rh>|HB<3$Vw%C$bo@k45`2jg%j6^`vNdODGvF7=#f7{s%HTp%py}1
zkNZ-m(X!_&2Qf`~LjH=r{SQjSGON&j!Fesx(Id&sbP0mQ2e9>Sd7Jw2s=Rxb_^EKP
zl^yZO5>ZCgaTpNr`N_~Z08p+~Cct6o@2Pc&kWo75iieII`7CFXuQgF9xO#;@VX}(f
zf6WQx`7#@e?8}HwH$B~-Djj?OX0O_zgQA7yC(j&^b@U0t+g4?w@LiZ(6On6IQTGNP
zA52sVcdYw!LQX4?P`>yAT%1lcD8m!%598{9`T+L!cxC7Rg}tr!%Rq=9Jr5s|v{Azf
zxY=n3>N$>WVlN46O7}dU(K@7f_;WSZw8-9f6SQEWzQ32FsPYNezZ?Z?a&bE;j4UDk
zQC@$&<v~u?cDlni-JT8FM?3M^jny9IO@v@!{NKZ~gW|aeL({?Nb18+%4~2GsLUVtl
z<3Y|=<<Ao%0>=%($Ah2#xzmG{zJ`lWK6x&DknOC19(Hy7Q^A`YCmr~Y{v8(w0B9u7
z-`=}PuyEF56ag{nC2hVU5R7%|f8_j&_yHVJGP-rJ*6MwdHHVa&VQg}xJ$x`ALl)iR
z>bRcw{bwz|$N_4<HRi^o>)z5=+ZA3Pab>%ROUm)IuB}aPpPjLcPTlw4FKq#tlVIFQ
z&s<kGGyNxLyprkw)JKn4Izo~d|1;#18Pjxj;YqWm>DG<cM0^ikX$_=K->KK(LL<uz
z&G^>|u2kUCt%G4#FNe)eclRvkToZa3F}SJbvi2#iD)=b*KMpAn2&&xZfrF<t8qWkx
zuMLYw3|>9<s(DNf9gRO2_A}?qzobIog23_fFX{{Lc@~nk&A#R23SMcT4_aDwO1Y?!
z|JMz;pYsnm6j2IJwW^CI*na$o;<Y{O;owXr*h!XBE3jSvk^XVnZN{%SDL_0ifYvSS
zm8(ib@!Bh%s|{{0V*b~e3mAg0TR)-Y;1g07x~W&#E;PC<yJ9-Fk|eY5^@sR1%%lHq
zRI3p<R^#hZ#pN6&1lnY`+>Fa6=i2OqaGr%4532LuFHP<j{P-thYs<&wUu;SBK!)S8
zB-Rm!UM(<qTiXrIDS2=ycSXdELrgt~{ZndKZL>BV?mc&0Zte0)>c3~4sKiH5VB36Z
zPmwRW5F>aFTA9lS7Jwkl0VTAr`{UKEm7PXLMs<K(9y}{pVa^XhxA*0lrTK+z9MSO6
zB1u0hK342EphQ+oq<<OP8GEwj%8zEcp{U)=*TJY>r^fY<hPY$B?fSCnux~~UtBc_<
zUbIYcXmy9()SMZL2sW1S?tP1;n{>0;-j$w#Ffw<Ie{tg?fQVwoUK=|rql3JEkC6k;
zl!}}$t6zA*pMS7;bKVF<X9xL#B?a+wwyjVO&|G~0($;n@1*1ysyVM)Nu$1=3@P&o(
zO5UwNKt!!o()Yhj&${1Pc?&jn`{fcXwGZ|%Ar9re^np1XIsS;iijMjE?P6uw*Gpe>
zi3w&j7bS~&w_)75AYP+WURi1C@TjuOLgv9~HE&V=8BQ8k6y$nanMOy;pZP9>_FFXf
z9`Ln(>69n$n)dbUQ~+=ax`EwUTwZ=2y~*R$fpBE99s$L6jXSDsea7_lA18^BWMQS6
zrd=nU?t}Olpiu`UGZ+q}r=Onoy;6B`bouw|e(&v9&}1Yay&sR>s3;8Om={jml50Ko
z3}GT{m}<a0&UDCBo8q6%ea7w=@r)CSytU4EpE63^7E;s~n!hu7ovIgIl+wbNW`c~b
z_kqbTBT&2SKr7-|6Grm+6HYESiydyPUg6(5gHKP@!9tHGN9&nRq%t~x8i2oBH&m`t
zFA85v)03xaTsmh%!f*UE_8#)=DO0`{q-`t4|MFJTRJl61|5`PcnQu77Su+eAzrTp{
zBUjE28|dgb0;MWQ@IHw0nFM9<ak0xd;D-z-jQR_ng-CF#4bCfVSaF0M?FDl@S`@MY
z!B4L<inpfCaf_V40(0YZWuL0$4@UtYgc3{wc7rX5v+|?zwqqdSuDb;2mX=WipwcPl
zZnjHYJRYVUIhHIG4+=a>uTdygQFp1ZAiD>QFcEc{KMCbrjXRPDFv2IG<r01EN*w!V
z-|_%n$(j$Z=Ap*W1;7#<DwL%V0G+qg&(;f5?dOD2;5co#H?tSa0m)J{F)fc9a3BWz
z8F)yR+Zlkg6#zBE<)xUS4t?k?VdAZ^v9S-J<U}s^mjsxnDg-U)UiC3uWHIolCXNc*
zX^QACC0b_bEMDCjVGvPLd>HwQ&olsG{?+%YKMm^*Qs?Tongp1m4Z3aBE13WcgtAE4
z`nqiuGZdnCoJ!rTFM@neDtoXJZWCTI$@T=;x^61fDU(;s;?K$DvVw&HepVS%9{m-X
zOxj7=;5H)9UcKp`qNURNSY&usF(^yk=q<N&2`cW*8Pj%>;y*|&@fOY*B;dWCAJ+}0
zKM56e0-xs{k4thD6P{aQQU-T9L*FT%0fGA3MGoICn5Y1uUo(J65rQx<RZ%-PP(t69
z!Ozy0I3mJ_G)%xu+T&qd0DB~0pg4W;Ez1e$QAv6QLU$=x-vW@t<BxX{qd-8tHw!gd
zs7&~K^2hNM{Q{xW@SQQh2p-;*3&s*jbA5%$&9M^69udNq$&15_PUBcGr{&ZA;jw5e
z8ps+5z(g?v8A89-mS!jFqa)xE`y$x#cEvvd*-rPMJbJWER=^tvDn?P*;&dHQ8Zrew
z3O!c_V^3;=Po1j$f&{T*I~4(z7kz}e@KL`7Jk63=t*G@H(N9$zFQYLKzt?dmI^G|6
zfHmYT+0^C81J>j1q-$49WmZS722%sS?Og+~WSNC$>%=rZd$yBy?^!~^AOME%@T@vB
z@+?S>gt$^1%7^C$A9UwLE<6{FT-xj4$fJDsXcoi~T0Sr%ARynkbkq>?J{{YDj%Q#M
zuKBh2m@?FY0p!+=xeJmB(|$9;!ap~GH{5>HdFMSay%y?U>yo1^R`=OZTjQH1g%nV&
z7+Cv69aWpHJl)XX&_1=si&nCCj+HOd0edp!()hc7<z<Jv34G;Q>Obt#;s!q;EzNf1
zCr2?{In!%_wU!$hwUjdDGY$DBY$h&EZSyS>qnh)tUAFtsIS;Z%DY!;^0K#4PYrz-H
zVV2g^)EwkM8>1TJ&z@}sawSGhN;iDzQxPaKrC_?K4lMU6D2N-8bjxnzPF#9&noN6j
zRVrv;3<x|X10vD}BhUbDz6Tf_%BC@>c%1yXbM1>me4nwn%&ufuVyeiY;)DF@)893M
zCtFV^0G)P74#gj0;&RxWVm4SIi_V}f=ziP-_F*vCY>Ze{sD2$(|Db}y&%&{;3{6?G
zAp|m@!Ji_dkKUWuOVic?b%?JM!O)?hRdg_u7%CM3rZ<uqAwLe;Ytg}xf!jvmt1Fzj
zD8kZVh~FCw4?N0<X4sE8Pe4da25y$QQpux(0O{+&LqI4VZ<(nTWQ-puv}q{}C_>>t
zWUUr-SDK!GOTMxbtSlv|FaD744yOR-Z@xZ@Vp8#%Z8{NUVCjFrpc|uj){%xtg<P4u
z@FC!#EUs2U0Q|8|8Vr`^06ExlzF~-2(IREmvmH!vm0}2B`xK_0x<so#`r;+OX@s2A
zQM$_MIM6?A%IQi``m?H`a>8<LLSuIEWgfbSXAj|T^VO?;H)faT((zqk@*!p3YJ;#9
z4W^f;!Hxm+P~{cHkUmu*u&sTmXb#m<CIgX<V-dhjGpS5K6jm2s=~&0a8oP}}aZ7sp
zDRrSv9QLF_MsJ-dH+(uBcA)6a3d6i%M@J$U@Ds^W(9`Vrj8V8wf8m#o@*ijz9VMMg
z(EH#N(4f(_=#W2-AsNs;OxBP_C=t!Xp4iFMZWuY<TN}(&scnlvP*A8gr10Loh{|2m
z-@kt^f#Du4a<<)edL`Qn^T7#{SHfk0=wGKb2E>T@S<S+y{E3w?OB@gywI^D<9&ve&
znj7QexhE9qJ@DnXuGNj6#>3nojDnqRHN=19Q_R*KI?F7(LhCbDc#oBP*F<!q6uD|)
z&>T?PZk9Te+gP2uQ!66D*biUkk}&wn!7BLnkCu7<L(0%($D)}It7DrRX}Np-{(@Mc
zOHJVW<hTqc06gR69M7wR2catT;+lPf96*HUT)Xg5>=)llmqSKVfAbF4^U3yoy>`J{
zkmNdx@1Y=#uWfWgxD+am5cYxE|6ZmK%92~E7nzWpZ2zU^IuBXCJ_U;<O>P-lsth{G
z)K0<(l+L4FQQ{tSV&(x<Vh`%5MMRYQ7gynJ_^nB^;QY037Fz$180=|gR$cJ&0plNY
zp<TH5TatFLV&l}jr&hrN#NPh49YzIIO#hq6ki)w+eqLJQTp74=;?Z=SfGvxil@;n#
z=D1gkfn<>ecH+x}Wf@G%rEoBLdkr+@K`;R}y$645;_<K|*j!<qPfWG!!8}>ehK$Hp
zN#RKjgRItuB=|+z2|wXhlJbPish*vRe3)2O2t8-R#g-tZ)1JBY%_&d~t$fIXcqIel
zHRc)bp{brP-$f1itMxeDL7=%AU3KA8ocmqqL*!UxuOH(^hwY-LM0#qiR`}9g(&Qzv
zK1_ztGC-uSf72cApFfj|NGI>9smktksLs#Ojp$RgN6U5xjVWyH`x`Im1C4+veTviY
znYiaz{n2w13b|!#Yg^ZTH@zkm?mdBY1g&omJhmOA<<F3bE(Vg(y~C&TR5$)kB$%|%
zNQv|w^D|e%?s{qMJ^|&+_QXZU>-`S~Ak&{bSMm?_Sv>c2%l|GDYRU}axD%ME{fruH
z`0Q9?W3s1j`u722WJm%wLTSrwO%$c?THf9fI*@)4mMw^Piy`Nv7Lr|Q_Wg-t5Rbcp
z`Q?enmwmFd#*r6xD$BTV34P;^-U|<V=6fGXvDeJjsvd^6g;-~BnJ}5?G`<mb!S#Tv
zb9k`R^h(yI(R5ueD%{y8O?~FgFICt>Fcq%_eLv7YD6^2R9g^RBWz<Vo6XN|!C`IA!
zUFc&7G(O_PDf)|?x05ay%thnu-Ylj!wF8Yu$=WwYp-E^-uckU(z8LjZ2k{x)3K7|B
zKAQ9u|77jF*A;K|<Ol2GDH{V!s#lq`%AH3cnCEDa*-y)jgnW4|^rkmF02a{|a{J3y
zFim8iEMpP;plYC>QhArjbG+WIFVS6FZDDszM566C6%5D0Agdq_OiGXJ5Ufg#^Hr+<
zbFsie^r=Rdt5IR+og9~(Lm*E0;;4<%NoOEXb<bRx&G95$E&6;;^4GDKXKwX1*d96W
z_I5+sdv)eJBIrgB$;!;P08r)ADW>KX|1#weFQXS1&#2<cy3)@FJbS%AV*~x*+W}4o
z!*^Ohct#>aainelzx5-FwE(gFfXKn6|A0r{kfbf-XZTyct5ndF6l<!h!sBBLo+55n
z`;W0o$Hbg5P31ynio$(@Phjo{_hk=F_le7n_H)4f)KzPsbk498jObAteDQkA45kn?
zvjTHD6F84Nv}evrZywySP6x>rzD7R?rk8S9O?T}o>jGi2vN-pvYwpMG22->2fb6di
z>MBexySsR(YDh$wK3IktKAxxGgL)F^la39$GP-O2q&?8FK8B(S1DtE$WU~jZZz;NN
zGW*0TZ*<J`U+SKtjP5aVT&m@%PyVL^+&_53)hGM#A5)wd&h$#hDt3jKdI$!MZ>~c)
zi3ht4ASlh)D)WnUFZ9yP4Vc1}vGLj3z=X29q6a)v_|PaC{<SdVHk;Qbn-j_^bHoCc
z&|M98f{j>@(aKBLA(o%ww9`jblypO9#@Dgtwiz>W+8s0c_K;VpLI)Ig`hHWW!DrA;
zN5CcR)$%Gd6pJ(({2~YX>ONB*Spi(zQR&{T@5P+yE=X>ObO;17)e4j9jv`P*u0DSH
zc!s_qJ~J)+S(`f98+=a2we}*fC~r%&X`KI`(wA|sqmC$`LmEO)^BVW@Iq!w)ngv8*
z_?^VLVn4jRD<|U8kOCuBzZPtDH7QJxNQo}CLPaClYTJbFu3q33Mhy5brMFe9waG^5
zh_6KXsh;lmvy?@qb_w$5@<Wnt6*S<0;+p>^Y=-5NlL|ssbO2j}pPc;T34H^(9K#M7
zdZd^7-h0An*nC>fQ`r#@>Z@k9rzECN6{>jFM|2ky2`0;^UvNucO65ax*W1iEeP5$X
zl3V+pIJSBNKLoi!00ObefRj_5>^oBtj>mO?6Ky>_Jd(l@(xf(Wf?#Te5A&B(Bg{Qn
z2P6?%cUj_Fo@gLP_+!yTU&ranxUh`0?i8u0UGaqBhUeQ6`c`}`3Ny&;ZhNyW<?NBt
z7eBr&^W1c^n2=-7`gGMcx_j+4cCOo<vv!<Yz4?3SqoILJmJW|jPBqL;pqSX#pTo{1
z5ApsLi-R2<P85=~yw_}cDsRZ4ig2vOR5>4`?()D!+$)5Il&Z%wwftP6SboULV+R-_
zwgC!qff^SJh_|~+{`b0Qr|YCTRnV{<6~Qz{WhK-&Pe=v6Zjtex;w6s@5-$<P$8AlQ
z5c`P<Qo|$Y)7wlGTL)@_++j&_!coJMHy|GOJzo!pFY-NZauQ^V4bc9w6ev?2X><Th
zgJfhXTYB#NpX#elrTG=%)-Et++eWBD06&i77Z5WC_!Y>)-T<5}#-;!wTI+e(F>y!=
zBnkl!>>IiawUdPqi-epM7yD#3Dmr_&Y~2oKN)1d=$H;#Rkme2?f3S1~n|RLPEZ45d
zUCX8_TpElQ(iJO-726L|26-V2a>P359=*$YVv{(3Cd9w^|KRE?1ETD@t`S8PZbhX;
z(xO9YX_fBo0hAc&98y9Iq#LA_ZiJz03=|OQ7-^86AtZ(v>O0qXKhOKVAHTU`&UMZ{
zd#|<jI*j8q2_B?H0Q6oT%BhLu^Fz@*ubs(fBn2e3$H-{wNNrJ(ep%|9%Z!)^Tf6pj
zN9QbB@t#s1NHBNq*|r$J{H%zu=klj;%yLfVCBdT+dHiCJuy2ln0M33R<LcV>gEZXI
zqJU2SS^c^7fltzTz6O5iZw$$-(k%YtDq^+mf5EMo>6bZ^ZxmmSDAG!E4L2$ly9N9<
zH>t(#dJ~<Ki$uI&mU><<u%2hlW&EcrScB#{lI|A|{RSvj)e--+0kxzCtGT{S_zm(t
zW0oJF&zp`LJMew7I%vM(yeZFno0Jrq9b{($x5~ix7u9=DE8GDN<6C<Qu$m!YuD~`o
zXcJq<ixpm6e*f@g_0w-;Y=)^c<TEY6Lqy#LU8TUL`fkQb)Y$8JmwXMnuF(rQQ&AHd
zDQUOi56IUZ|M7NA+xLTNqalBzzF)+nBT+QJYW6JYa(5-*<P)s$hZ0>9H4!j+*3V|+
zKP(=)V5^)q#+kX_*;+OlOOD;YXZih~0w>4pJLKmIl1T*DMC&TG%cLA1l>$v126#+(
zWD3-{!gxN}K9(~y2%y(MN6FbYAsg0e$J5bGi>dbM=*nJnkxoH6x{lj)I<$4Gn8iR{
z)%vyjZ>DozAY1gQVx?e`SUy5TU!<g_uPB+$nzM>XEzTpe9s8Q0TW!Is>{1&&9Cm*|
zLqoA&p#}R@1xgf!R_OXhb2`V*ohT6MvyXjD|4SJZjT&p?pPYbIIcldg3(jpfRF!JR
zXNCsEAuT?TsFjg7T2sr*%33|XxSi#0OKBB7F~WM0PGZR#ZW@8)A+9Pp7H>)Ax+8ku
zrGD-Y$MJNueL{(0AJWL#cIHu0)E-(wjxm;Xf+uq2Hpn^tZVfV-Hn3`*$Cb|0t>@&<
z<O0C}u{N^!ZaQFJb7<H4ej*-7BPSkk=_@rNOrLrs5YSV#L@B4+Wtq#p1B8g1`4kqq
z(TL@R|CFVt7-R*I0a45~;+zYH6lSIhkzBOf+|u_0UY|rpXq8)z=9I0+tY`5JFE7Ia
zw_*fqD+JfoSLRnbQ=v?dD8)t~e|$d-b+i>O@Srz=Lnr;>Ya*7r=j5+`{PHL`gBM5g
zh>~Iu0z_AH^?uYS>nA&9al;Pssq}v}1q_R>%+(IyS5CMYp?l5y0y75}8=L5;C{LT+
z+D;cD79nt>z8)^-5AA#<OGcTEPor7+rprvb&Qm$LM|(`07TK9>;3*Gt`$d!}NfouE
z;)VVKzbsJ3{|P(&A)mL<=m+v>wM}o#i(9$Dcx6l*m6h9N7W;_I7kw(JjIYnA-W2%{
z8qU&t`(9WO965-ZM5csMU2si`&I}u-oYNPbyzN#qb7kcVY2M+YVxqAxntA+g<SMV4
zk8GIK`hT$dc_RQ3bLsNv8TOhD_92hjrAgCMFx#)HaJk}eu$*s`g!rKO=y(B6KPHC$
zce!^5JA4@#1U@N+&O|=O!M#2`dq+zY;70Zn9sznVQ&c+qAdwmUZ2W`b!o`~(v<uqv
z{A`pL(!9~kqpbdj8o@OVj>TMQ6-Y3^l4fY}9-ziO#~mFKZjon+id?dmR-2bLK0PZm
zH)rf1I{XM)GD3O%oNJ@fBZfQQd0%2`GM%0r>{)TjV$*$gYx1~B@KDXRXFQHe%Jn!a
zOOZYx)@fh2*!KlW1(F7`gv-gwE`u&+fFNZdO+n`z$@qNPLAp3HLUruZ!?bgm69cRl
zFJ4sF9P-aZZfBwZdReYrZdh;D&|1l~@0o&Z_Qs;{ZtFIagGIGl5q-o1-%b-TFpguF
zEDsm|-}tX-xlfYWqEyBfY&p0mrtd;qT8x}>GVj{Cf3mZ)ff<k!1}C^TaqXms^Cc~$
zK(kDH6%qoez~+|N=Ecy0Wx4igdRyEm+_tnaN`yjPTel(4W5Z$POUUX@QhiS%OE>*3
z{}H3HjOz?Q{zw#a`1;kWLO{Z+zyCB@#-#oHdGlXTM#IT2o|uG86iCRXM}2yy0Z~`J
zGk}P!cG<qUCe2j#ZvWgR{E74Nz4t9-uNEr}QP!``cB^zxZ`l6!ADHb9#Zr{UOQB>j
zf`%AT(feJ5VxZjSVK5{-66qpxhrd{WLmm|;NgO)gr{zA|0;ypqkK;8eDk>MFGH4<t
zvYX0O>^&<E_)06@RpP}w2vib%mdV39nYv|>9@7#lb+mcX(rTvgx#*M4#_AKc6}(0s
zS>!QH8T>9HAJL#0igj0gI%gplf|#+hSt7|S<Y+$Icfms?%`S5x8tynywRXzc%c*JD
z2y(Cu-J(}}{`MQnD@fjf)w<k$(ZHlD(5;AA&>hGZ{dZN8mI2hFv$sB}2TWKzPRDjZ
z2mA_XCDsI}j~+0sfgy(VfD2YY>fz5ck>1gs+PY(h)2p}Tt!A4Z+MW36oz>&g`_;gl
zH8Ws2&4(^}H*vpQK7V+XeNx)o4iVx7dsMn}*fsF6EB9;xoBdxtOy-0<q7^h>Ktk;t
z=79Z&Kue{JmWr0xdJFn$3xM8X1(^FFh|>jZerf`m7xJ&7+M|;WXa-PHDR2xa0f{6e
z^{57AHEwO(0Kn}%zr9}1hf)1AJl>Mp$+$iB{GN7&hI#THSFy#bA;-5v@MfynjJL{7
zNs3vX35$U&cjq^W?h^*$(*tNAKr{LZkiZTD7^()|%S6p>c&~dc@EB)siH^T5h0Y#W
z6{)if1!o}Py`JYk)dsD^-d2cPb>IK<1nA(VQx5Eb1OupKlD54-YE-OK5H$tbci@aw
z=mR0;mCUFbi7xZ*>0%#xN>ZktZHy`BB|{dWrf;ASH^wi}t(27HJx)9NmvIUTN`#-y
zfxLdqKr<-dztup(DT>|QXx@(6-b;aJYJo?@pECs3I8tovcu?!GjxGT_y$`5?Jb<^{
z1K9554<LIJnezVH;QU$33Z>ALS>U^HTcRsE8dh$pRe6wuAy15P+Ly&h8gpv*GzA<I
zuMA!u$nMR1b?(3OV`hHz(=+*WF@!Q`#cy&)fgTdL#JZUXAR6vq13}ND?p_1XZ%{-2
zTG{e)a@IPXvouUJzded5E~&5TpbnoUn58$f2I^@Zm*l<xrGoQLc{q?C3L4@U#a22z
z{~Ms+U%8%G9dPUmENV&sozWw!)>-2)I&jbge4g%L%eq=N=32?9*x!RnSNvf=$ZXk~
z#wet281R-W@ZxL^qs$w1q${S<P?$m&j-vK^MN0<SvjbB&6B`v~b9SBsW4DGQqep~K
z9TX&EG33kOtno8fg@fG=barGzHg>>@Xc!cb8HkbBC%_xdc74eV1<>|YTgmj<)}ET-
zX1j~MTZ5GPn3>S!BLkgCrx?J#V$A1YwC<*<VE-&G@NlU65BE6Z_2Gn9h6OakzuK+?
zuxyc&<!3E=_z-ap(BNkJ4~+Hh-e0%Cj0ysiqi;B%JJtsBB9A{7Q|X!=j21ndy&h%x
zCJGEX9;U&U<-RX(-dEZAUW1^X&uo;MzL3Q0qd`()mU|0nuIsW>*)~iMXP?ax4qM%6
z&hBke-zrLeA5Ti%Y7;@`oK`XOOYs{OXZf!mj#R@RlTBZD?QfK^bV;*`dQ~e~e31N)
z0{VX-YDgUI)1n4Rr$hUZXX$b}-0c!Lb4kVZaNNBUe<}h@<3(QnfKyZDF8iXf9o>Ue
zIxR?e4T;ii8;Sh4wtM2AHNVLfEpKR)3>h%$TFr`cHp4%Bp(xjV!RW4MH9H=Pg`XIN
zb%l)95xxeC#w|--Z4hQMeu(;PSrt=L17+e-jf2*-|HL71BU~*#Oz#Fn>EO>hJUXn-
z@Kx)DLwXlmTb^G5kG6%G+>)kG{F`{~^&clHQ)#zaA^h6!*p7+}>=aNo4Xbe0`@A7r
zKT!!|XJa(X!mK~MSjkz97pE4h)WHa-lXVr~t`lwHeON@Y)riU0uKueM{}-$OS0&zA
z;&?4iZ8ZB$gq9L$jdAC+1no#1`f((pW%T|)GA#K}o%|IIpP5AW@dOqSVVRO;A-W`_
zq$}M_-Beol?(YUlh^a?Mo0PwL^;}{z29e_I(<Eros*8;G@*hG0)-nE<utDmHZY}lI
zzXMVLR)TJYnIwolnm~@$2g?4Q!d$=uiv@y-l4|7-nB+K#buM9HebA?=?d@F;(Dde2
zJL%ldRgbe!BjQda*3kjTn9z^9*{L4mcUFq)a{E-R0(j}~X8h_UfHFXUC`6nS2l$0t
z0tFWXf<~s662SD`Pdu?BJe_z@S&MbfwL*eRAR~eSd9k_+)rqTR*N?{1CqBJfC4(b&
z+h;b~j1Kf&K6-qf)W!zTO^e*rHx|3~ueOOO#_~c$rtq^qmZc5Qv6Kxc6mQOFpMyzm
z03jzZBl`eeT0m(5vcXhO#w*3M+J1R;F%t)f05n9-O#}je54UW_ShBRxlfcQeLXTMD
z9yeWw;Pd_{Q`gOlLn)&uVRzg|1TXHdP{FN6g8n*WHaHCMkX|0Z8X0Xg_0+l|fA)kh
z2N(iBN$u^$Zb+GnEiNh7hPtn4X$yeZQT($OWIQ+kI;f}^7)pWlny66$kg0hzE;>)t
z_g}2_Tp76AJ}n-{sZ;&_WaABM<^sx#p}%i5t%&u1)PqD9uK0NB`_l74%25f+mJPA-
z?`VL)EuE7C9xIQ#-`#%<nQ#*41LvYr0JD9eGG789`w%2NRULdyPAhii7vMQDFG!g*
z0oj9`&A2I0{>=2@q>28>tGrOlj@CV_G)B9k^oE{tx(wGer>5Y)x<%;8!uNcE4V`FR
z`mYKgT~7tw@Ndk?A7BrhKvpw&b4}_--Y@Uu^N~j7ofNeOpZj8t#;N{)xgSvwLp;1`
z;A|%~A634HpYS$!#k7~{#?O7WKm%P!Yxgl?&2qf1S+Ys_ubd<1Hh_i9ZOscJ*6TmM
zfgd18(`vl2PZmtBF61rNSvh3ct>tDfRF%jQrZv$6Acft^V5=ysFt!d8-GlM2RBj}5
z@r$V+j3id53=8xL1z;UkDxQoQ-TE7*9TY664%9yo-}G%V5FjDF%j+!tT>JFUwrs2H
z<0I`XSM3sU?G1fq2F}+sJG>hHx~Yd|QU6&(B_KU*9m+OVy0om_j+DUkuBFxlptcY$
z)#F!e`);iKhEwa*ynNbK7h?yT=eF-NUYUBJEqixE3MIvNyzBOKjEC?JGQ9C{cphob
z;s+HBW)E>#W7B&de$ctewX=OYLpR&y#gU1Ru;;Ua&tfBgF2gHTQ}~sbvC^;`u4OwL
zBW*w!6_*{YV$jS=vMo+dxM7FnTPv1n&MP-cy`1gJiEoB7zw~d<#!ci7pYZBia2dfc
zA~4SJPfbq!nzjQn98%2DgMXW4+!z7HjK=7_1$klyD43d`*X5W0T0`@bG(V-z3y@Yy
zH1<aGoa)~|YlMaG!aM(t`9LHX^Oh#DkpYl^_+n;LLQASo4Ru>9k_D-G?*gWzcxtN2
zY0b)Zr(64{66UXR=$r(2)ZU}umpl5sHk_s`ZAIa?*(`BGuM*wv7io@t30DFtCyWQK
ze0(QOu&Rj)Avn!!KzJU@N6-*)M~@FCd)hK4?v$_gL(pdPGG@_%j4H`DkV~i;JPafm
zSSRiIhZqXNCFi(_b3WPDnQE$K^m1W~qLT~C`=h>kkV}{J5o<?3(GHiILii=Ae65I!
zx^Kosxa5NBIr$fZ!NI{h_((OqX3cj<20F@$_V2s~kAlO+#IPxMWHGxhhCGA3CO_i_
zK62%LH7O*p8$?%JKxc>)Clv)+1ueA2%{S&|_;vB>FO})hJBE!%f!a$2&Dbahm4Bkv
z&AVKo8Uk28lfBSlNdbk&z_1#ZZ_@O>PmA!XxVmJXf@X|Ie_(FcNpI77+f<tqt|?h7
zgm4Lq1uzEFUe-SSfry0qG>{CG$?p|VrzVvkYU%mH_JfAj{7bsq7IZ@LDjJncmi}`c
z3v``kmExI}087f=tzuaF4iFm^l|(!n2H18U6+>!0gS+XCQP|iYE*wEdPIMIYi9IGP
z9Gh&gv0dVuB%R)%)#b(Tp_M;-Gg5oQIj`?e+d@6Nt%tKMP8Rcbf7z!7zvxo0>7b^b
zGL74MJ6pZr@*#?vnqDKry3Hq91$<mGDm7E}w~60z@kx=nOoYNaXd1lSfM&Ht;ne!*
z&lH^w2eB(fBKZ{sJ^aNs3M;#v+TNjU)&{{qKUV!m2Ls%!!QVc~3#}RMu_4Z~Cb6L%
zZi=)zxor`~+$sKIWv-%W4eeOBDa2q_!il$zTSK7+;gXmf@QGIb{IbUB)=jLG&%`k?
zH$7_4d0NyI!8xsnk%mFsp3@@NKm`0^6rqp^Vvw_-QVjX?@k+~JNyDR;l!rqbVs6TO
z8nDNc*75)rIJMPY5t~A6OUL9(-MV`(;O{KzpaZkW!%jP|o~gOM9DV>a8yK|EVIk@#
zyO|tVg~fesO-`K#1F!sYz4=`UV<5A8`yQFqr=W1V65GVznF|H1rF|bL`-h&`Q1Ni#
zGC1`bz``9Cwf*U+?LdY2yKbwX(LM_h6P$X54d?aL{r(5ux8!?OP4CjilUl2PxHjM@
ztyt6OjXoAoyD|JYOsc06D#wY4sxE;GUt$u%`zQ^D_P8}nY7F8}rqm>D^gm}0bX(>^
z7^7px?Z|pFF`sw71b~=m6olBAi^sgBAAsc1Cn+nfTG=luGn-d{i`x`~s~Os1-Drdb
zDw)G>Gr}4EF4-6y81IyWnRBEoWtrUoD=S1k=jK$`h%kAWjCa3!jTLrUG=x{*Xaq?A
ztbwwEr%O6v)Mw^EZ<7E1;rUApP5Q_3Wh0K}Cq>aVP97t-{h>SR=2<<FM3;Sl`}Dkd
zdE;Qo6SHl4j#R|}#Zwd5*0lbI)%F+lz~{&zLY!rp4iAe&1Fc%$>x$$2x_|?PKqvA1
zL_c*=*HDo_vyIZz-dBk|o{IEfIx*}x=*cAuvo9H)08p(4XK@GN%Nrb=Th6DPEU^Le
zawrfyBD394#t`IEG0sLGksBZ7ZnQiLc{&H<aI(ZI@QtlID7XkZg75Esg^DWIph-lp
z=oU%(f==b;jh*A^Fb&0n`B(oeiz+r^csAVT&p?G4V|bA~^jTzDcYsz5@2-Mp<*Z#Z
zORr)b?@CAmVXsGP^ldO6g{AjPN_LXY{(uzGsxX=jZpx#7qx|q@XqT2k-c__x8e9tn
z-6rU{_30*iq)C;)<HHD(s+ac_24yU$I*1K~iwfzDb$7W@;&aSplkO3X-DKUqY(0j|
zaqkjKekt1O^4U&m9ApR3snSFDv1m0<_uV@f`n5ZK`t8;CBG6lD6-!(0m`nEUizHj7
zLi<tKvgmoSo@<vHmFgm5zmT!<wkxPu;uX2Rb5=aP=SX;$iXG1n8cwr|k9Dm$!M8KY
z_5N_LWfWNi_nDlUyRn5mj}a*uYBg+JBQ3J11dF^`aMlTI)IQ}=|Gq`cMCfuo!z3RN
zT#{LRh(dH>YHNojyRuFyl~ii2*J&AZ-y55(L=}OGtiYf?w<ub9`^|h2=HKVbxXF>f
zSzHb{I0I&U`0-LPzF14Fva3!_{q)yf7lQwdIlM~sn~gSV1=^t->3Wq=E!++K!XwHo
z|Gfi<5C~CzRvqfW+9dIY3!UJDR2j|^fB0|eAnBo9aZ(-S+oNpV8;{pWRvy_YPuors
zTvOt>dD8$b^wO5l1M>X12KTYtH!w<nqh}v@tloTx8E)jHP9-DGkr95T*OIWlW;%{M
z>i*)Gdfa;kBgU0jnt7dp=ieQB>#X+k_3l3Ff5$a6QlrmAy27C119|n_pCVN~Wzanb
zb_AAx@8>f=&{%AK^9%B*t)5!Ump=*LqkNS*_utL@SW=m=nfD|jx-G^CA4-i>efhh_
zBKB(veZ~{Ks-jB_Q+;7A075xo)I<3;9Fo&zHxpCNL+{FQ{YExOG1ha-(puWHcfKSH
z4|(ZxnJPE>SLwF2cukIV4lJkTy^C)sZw;ri`1`^g6{ft&gV-I+-qN#gJvo^;;pEQx
z!!g@G3pk<dQ<BDmV7pB3$8JE#e%g3S0$Kn&KMyQPsj84z<(#JuU+FJjT8Ui2W-Kr#
ztqoXT>cakDr7qelr7}~+2$<ndJZ-=7g<^$|Spm8_$uCdFm&t|k+l$p1L)>xyY<hkW
z+HZp<)<9U1d=T(Dz`Rbn6Q9OcSPU<BD!f$yPp-3ADw#}sritF(0R)<$-y~B;gpy`x
z_H0khhe!_Py@MTS@+1Akhes;xcWqa8Z})5sN|)+lZ{&$8S=W4gG@zD~%e)?|e;QN&
zZx)huQ9G8OO!wkN-bmwWScQg3a#8utKlzuS!EP9j5IWo$+NTzq7ubFd;=_*d9&2N%
z)@!Q0%9$mI3(9A`o4&wrO}y7Aq6s*^4jbX~9RPPK>08;s1!{c90Aa4^%4WyY4<xzt
zs08DQMOYoYLGXxk<=1*p>3TP*df^_N90vgG6ejb8&(+Wt!{Q}IM_F*HYFN~yaFlq5
zeJsz+NG&keviPBv)g|y*FBcl+zs+ndZiOG9YYv4xJJm5#;^#sX(E%(qjLR@DmlnZQ
zvXwtcK}Fm3`{(@m?c>X@^DBhcGVPY~nX&&|x%T9xRRQVWxh}K5vln%{5r5nOf@2dL
z=56@VthGG$&9rOl54l%|HO~p_F=WTq1jdN<9UL=Ht&$f%?e>p9yFm8v;lRQv8{#0^
zYckd`^mG5Q{Q?kRF%RRIdk3+DXbx81&&ZQvR%$^@O}1W^QQJ%Tj=ZI?)PH|ua;0p_
zO_Y<1O~$m_y#Zva>%!AiyoJK#Nco%K)kd08D5rV6n!76>oga2VgJBHas7ArmG(l&6
zZB%<!JGmgY>vRd`_0;)k9e%RwNP9u6a?^Kv3DLOw)yKF7YZ&MHL~3nNn|XTd$9DL8
zzk6#38nEnkzKR0j;qW4*Z`qu*T7Agr50v*guY9p(fWEa`xMRqzVfSU?mP4#`m^35B
zh0Ag0&2&vD*PScG7Q(=h4F_ZfLo%0(4Vz=Y7*)c3W*5KW?N0Q^Sj21S*%5xzxAH=}
z3NEXdBjRg&y83-j?Xgc_xDy6{LHGEjuHGFxm>f!K%*a5n{N19(7&Fe{{cN4^Ku6P<
zH<Jl!W1kL5P1sb4qq_yRj(;;Y+I2ASh)X^|7HL<-e4iLsk2W_mCwX*na6!<Hq2mc!
zs3Mn(-j7tHc72F`FY7&Hl}<^kb~In!Oq&A?@Q(7H$-+meYdEKr&%GMP3rDx=4`i(3
z_)xK4wf*#xsYTwiA3da}eHLyH)j*}Z0#cYimKGX^b05FP-fwiCza|M-qFa`~C9zF)
zrKMR+>xJ9)xz14+tt5$af|whJP;UN~i5$kCjH04c`rdDx>N_-hl`2`i1f2vesKiGa
z6lRRHcO%z%$}-<M4j%)u#N(g|iNggux-~RQ9v#+I6qz%v<zAMu?6GMJ;;oU~TT7Pj
zk{~49=Q543d)Tc#8|>2XVVr8?VLuNKNSzirX);e_>HfYz0<W=Vg{L#d$gFa^P%5(_
zw6?<uNXRF})Hz*ze<r;$v^ABs9qr)uPYJwjnQq|)B<R)H4vt=Y<3gC-(J?Ki!ReA-
z{il`HVby0^Ww`>IapUbs;Y{}wLY8MF-u?>5)NHx`lu?vv&1m|AI^FS+A{%T{aA9^R
z1_?IEfTxom{A!DT8=cJTT{3RiW?ze)wDU{={MYMbMN`kait*=_$)&sF?pp?!Rw}@z
zj~`Pet#6f5T)I5)IC*GzC`7E#x+d-ineckyc={#Mnx_R`5jUXm4>~O!L+GNP-$SoR
zF5Aq7NcpKfj$96W!AT`O8GkhZ)Wd&ncQKTjX2-Zo^L}2iq8qDF?y%7_RyxjCl54R<
z*x};`n4OJ11aveSHVhNik8MKF2Q=xDYP5Neh?HrY>M*Uoe+cW<`P_HKn!4+{qkdjJ
zJSD;sdh{Q@v}b$qMrj^j+qdI>-ql7udX+EH_t49;u*f1UnCZ;RPwX=aS7)F2A`9wN
zj^7-!?d<YlZR685Tc132srDAyXiTY46v*t>bQ!9WZRegUSD8L|j4IuXqN8M@DLpkC
zmZ4lnX<p)_=>if8(tWGQlV+O=;dSZEg$lyPE84^uqJdfLr4gg#ZvWmS;jTI{Sd_#n
z*=L61l+}zp1K7|RIPD1Uoa*<v-ER{-#`Om==3NQSgtiUV#BwZ5<n*j9=C<~iQ30<y
zX0akEkdLypR}5_yiuMAvys|C+Yleqcfic;o&elN(^!bGhSCz<bZqg|=55~<1#d(Zd
z)lZ5pPfYPm_v&XQUQZ{0RznB_h<<$Wd80AED@Ng;*sl;})@NthCG-5g=mIfpY}qX@
zgspOZ>s=F2;1b*{Hv!E6vrHUP!o%xV&3}%r{^S;Q&JlUbsC7>l%-HOHuR6U*{?N6Q
zj8gLN$5H}A8hAg0xXw)I3lNPiEq5A9iu$H7F(OUd{mW-7Y>oSsk{Uj$(-lj90vQdl
zjJM(2sg+^Vn+5GRMh`YPTKEx>sPM$Vf6EWYIar-ty5OQPhcIVnK6Z}@9hvnL%_Utv
z%#pQe!RM%{E^r<(0vgQR8yl7qoVq#h(iQA(k6J}S!AHh34Ym0mY!@av2CGVO+}l%X
z-MG))Ji5&;*CS)dLG?#03)twmpMocozZvoV8D2k?t&orI=8gwI7z%8!SI}0Mf&*Xw
z^!K%$sfyF(REovr4aO<D85LTNnddA10e<$VpWN4Ju9Y5&p|`lB&8lIf8nR2?51`-9
zBK<Zh9DRCRFJJe3vtXA2$2wrDiA>0s9MD476{hEO@{5Xqe4S`(<{M(DzRD|`iN0xT
zT5;o_r4Ab)`vj>igv8e&qHdv<^G)8U4*H>-{``~e==4l$wDVd`sajybCe8t-XB|f4
zvaZm6_t}0kPXHI;v(M{ccbNte%sqok?#*aZkn;Ire&Bmz>_B<EYkv^q3O)DfXyC>!
z0Bk;lGIv9q_s?8C0N9*dGuFf$)C^VE!S!O#cI|BSv+3!Frer6Eh1l;iE@3CrQcHAW
z+k$dYAy4a(FGcJ<+KwE>XcD*f3!xt!6rm(4+1pmb{By9erCkz>P2ehKK3|RY&#?D<
z^ZoJqBMYhv_YhqQ%b{IZpQJz#OX8C^cI{KPGGa8lowuq2F0>3Fiy!{E9Lez~j_H|^
zrnK~!674Wwfy_XGqmbOI5V1YSzKvM&x`QS~=y@^NwFkb+b(anYQ{cB)rN9;)MQ;BL
z^OA9>-pv)2M6vV+Oz<FlUBya-#_!#~%=*e5nGPlejc=HuO)ihF<Z#?_s1#mw-MH7X
zCV0>8PfrN7>#aY*Q6Ms4#>?NpeSS^wgl(lT5Q^WJ`(P@KENt|QG)IO=V1LL{4M81_
z<Y-|x-;JAIpqM`QerATH<u4__c@CR-z3vfjve$DJs}^(p4L!6MFh*`wrpm3ObQ&ow
zKHE&sIL>hi^=Pb#e<t<4`QZ&R3KfYmW{Img8>en40-hw}JK6{Kp`$X=R#?8JmTM+1
zS%kA9i+LrtXDKm{fBOPRqJoNzi$7+z<bQx4L<e489+w+GHqLMU@!gGae@%OGyZhRj
z^m;~r%ad<UQw2Y^G)^28dkmXQG2Wt3G>7r58J5auH$HoalR~A!eU_QisIh~?ga{T>
zD`#>U`(tnM*_SF<CL*bN2jnmKYK@YhcW`2(5HPf#oWxMYyt{N=Tc-i0B_QR1p4-On
z!p1#WRK9UC8?k_~i8q%F@R3yWec$5M{EmD*$>};LNya+oRfO&h*NkePB;wA=3_FgU
zo%hpCQRxHoD7q{{o!i68%KOk+)x020%4Eh=rJ<%&|B<xhgjS2Ofu80SO6~=qw|GHh
z!#0U-6wwO(@}y@ANCYHzkKMkp_2r$Ij?zvtex<eV1Lf9yuGjg!kzo}~L5P^$j2wcB
zCT^8#w6tyrYtJ#i!}qE(cA(H~pfQVzoimv|7i$7))xfQGR`_{2Xo|`F05QFMJ?rNn
z*ikzrgEPAMr3<k>_>(EmVzb5zddUh<95ZcrI_tZD{|<ok+T#+wMF%jc-2}+5MHzn7
zOK#Z?5s-M{jDDM3Za@EgWthW25XbhcPp#29f=XZ1^?{V}jX?$D`}!|_16FR~<fi-F
z2_@dTTPl#20Gtq4(SCq2n;oB+mW?5PB3o@zZrunxeeJs(*GQ(8dGDpf>k$&S7xt<8
z12x^8K7c)1U@jZSO4{D`7iJWl^$7QN8nBc5?hSXSdw~oLsE&7XHu##dk14e?=bi-i
z^nW}={Qgq_pXsNf`PGuGMbf(kel5Q%A&1)k1zNg}Ta8yundRGkmTc<t)P#=rHA#gk
zjDzt%NJ0A0@XA^sDV%+IB05x~@BRI*jQg4{p2BBhNk}UgK(bzUf;Dn}Ow~MClG2Lt
zYAsHX$T*W~2AT}KRAb4KrCPq+RRdVJ$Q_ncE16`m%tJ0ureUzYj*JOyMHi?53tGZ8
zm6l_KZE3jxV()uCC+D)$$v)ZF<gf5G&pRG~nP8eNJ4@Wd?d@d0%P@F|a{L3v|D|42
z6sD1aP{YNai>q)l))HV^D_!R)u?iqs3+v7e7|griEL>qD!FIe`h3kxw7An#<WyB_J
zat8{!=a_d9R>27k9b*Aods$!0G<W}O$Ms&{v>k8!?F<jwuUi2;%x+Ae#;0A;u1Jp`
z*|0H+QK|D2V3`HrV+FdP0tDf1_uvkvB!u`*tv-G^DT&ih?Cf58f}{on{22{4IrW$f
zRI@qC=%9o{)mRp4Ew*n)QA6|YAPFXJ4ifIj1N#s{DI-wOp6qV|@5bGPkaHQ{?dg&m
zg~ml~PSe7p`!gHK*o0p1lo%Sv2c;!%e)h8=g*m3+^1D+&4<7L_1JTgCpJtS8g=?F6
z*6?Nu5&lLwo;l|C+|kG#N4q5LF1smLSCDshI$IMm#=uKuyXz5wL)(KSW1h>oaQ{Kh
zZ@9U~jKc+vxSxBsWXnO~)?xjxEWyWyar*hafzF6m9=F8Qd(}<z%pTK<;(pt_nAh^E
z>9-dV*4upaWK>5FAOYe537j=M<%fO=g5_CMv}?(Wm3&^)rTymU^+9|~`>{4*?RVIk
zT$UF*(|;3u$2;A>o;LxpS9=Pg)pImkP+1Ck_UoPsE#*Cr;sv7<P_%T9dutwy{=^+3
zM#Te{(_W8DU{}dE$}bBE9mhu5nYW8i+0=5FDr3X}JMj5G>_Eg`a%Z}g<-$<Km06<`
zD;i5e($Fyu5QA2eYM22^S|M;l^tX|Djqc6JmWm9frqawWk1m9Q4&xa6OBmlwOyb`8
zW&q}zwr4+0oc<Lw8Xa|Da{PvGWIabK6StJehdCnN|0#6I-BbQ^@KuQ3ne1x$7cP)v
zOq8yY-`LO|M@m?KV{+VEks{PfKAix5ZS-rqCMonJPaXe{I2x%(eY~ToP*ZI7qhjH)
z#Z8IJ^V%ejAMf<2b%Q|mt6(ZPm`~j-=V*s~CSjpz7?&Zv^A$vEoIZ23sj-0$^J*c@
zurj{D<;iQ%eNE6ckGIO;8`G$K*xSJ=L-ApmuC`@|9etw_LeLh+vXRo@gyIc!juMD?
zX9D6Xetsm$7YP@Tdj%itv+JmVmb+n&@;BU{y9mjyx#abs-jY4eig7=|9|t6VKKFNd
zu=9UMwi*pzQ<vF^Rq54vp(&j;1$sb50yt`#C!3sl-E8+02P!8Ym?XqlOrl5Agv3DA
z4|b^TatQMcn)u0jr}lsq?_Xm`s^Puly=+()5fG3YU+$pY4@O|-);+R$H<~|oX2as!
z`#`<GdT^`5-Y7eV*3qj<)<5vfKNRF60tO;|uMYWiC9^gKk9kD_d(t}O`Tl>{6Sr!1
zk=o)?x2q%>hxc7C;@zBjTBV>>XBCnt9*x0JEZ#|R{&LM462P19HOVZ5zt-7Qgn;j4
zq=QUa-c<0*@BHjMqIM74nyrA^ZF1`%3l9)oF($?(qrfL?1Nep59$+iN^ZJ*A$_rL@
z#m1x4T;9{oa`7sj`=X73u&B!|E?x>7uVA-n9R~a351dtvp~w5YyhOR%|1+|2cFt$)
zISW7%9)dj^Z$XN)H`n?6!aMS95J;gq&VqEkxS+gn!{`KT6KaMSMlXT7z)^oGKP32a
zwKNX9QN46mnTpZQ4%uJ{YSj#c&cV-flSg^_C<9h#3c<F^>RB?~!rdO`>YirDX~yoV
zn$hvjJJRr@P`eochOPP$^_2}V*hd0z2wa$oiw|!T018zoNzDqkpR;nFAAsKDHrPrY
zuVE7axO>m1#*^_u-h{*ClqKe5Q{s49!=9QtZN@0j=<609p$VV#2oQpg;7oHSWmd*0
zR=LDo4~CwslsFC49z59E0(dC~q;B3xA>HHI@%N`zO`zepU^OD(HW8Q6=+?n-T(f50
zi&q9>^EH?wE{ls^v}GY^2bv65N91PyDiel`YS$M5&|m&)5S6*W+V8sQ3;!<NxOm)P
z+`3%|_fN?t*#XtJ5QxPMUg_7<B8u9RwOyWyb1c^HsCn6btpIOAbDhVOWs~_egm*Q`
zfkTrBrhGG|NAz?#FQ$2iXDYi8U*O&~*i?goY6Y<(n4@#{l^8Ry1xe&;hd%P19h1*o
z@S&$zXj~uYsy!`nV*WV{?MEJ=_aNdsLO~ph$)|QVNP4DxW11azqE9BtI1wrSFSxMA
z2Lo)`q}xNG-mN8fVe$C;P&}4-pNgCff+`v5vWYY+@0yz}Y4(a6G?_QQ21P(aaGyq|
zx_r^8Le0DYAgb(rM#<}dcGTJf$ZD4V)RsQ4mZCXM+<arlZv7l?D`J~B86T1Szd5lV
zyUDeo#a|v>d)eg|C2#w?s`)+>L}Uat--UeB)Qob*TTOETu`7ukAK}bfiS`&kbaMen
zt>YL31fK|Nos$Yb%0wwf+3Ly%qy#;~i!^Fcudff`Zh3r5PO(^zxWc=ycO4C2P)ZNO
zBm!k%&dVXMD&0b>-&LTQSWw1z-?p~Z;q~uXOn-40{2*Rh_(8ns-=A-YJbYJv>{2cu
z5}bC|Tf$$@A1<M#l6|HJT9Ooyih+^=VbVJHR_fR?p18X|zOqNO(7*LaNBpuMTUfDP
z?c48D<LZ27=wB)K*fmNflpE*RiV8)#3<zA^pgc{o`f9Qbs_1DvzIgu^)4*G79^@Gy
zO}gh<TsAX!`<lap>qRRi%`k$)*C%s_%!pna=K&mZx5_};pXMz&AzKU5NlP^UdN|z-
z!@}m<voV3Nsls3<2O~KUB0Z9(4-qfpeMUi5LPAX5CMj;4c$s0(Gvva>%LAY`TKOD~
z<&@xN?!IH#`eDe~_-Wtv@@^YKz&v*3h=p;#eZ?lr>dK35fjpxMB_5~5a&H(}*S@T-
z&=0D9JvB}{OqgWPmV$r?2H=x!r~75l(s3)BR8WWX2=<>BA1jUQ*_%JsFw>F_gt6UH
z0M3>3PkPPAH50?w&UZW9x_ua2dEfY`lla3~1)gF5+sSt>h6xwzs>U-vt7zxzEim`Y
zvsXDTP_gdWE+4NGb6xFE_=Ue~u5{Zu;c3fgE#3Y1DvZ6yLVi&zp!%@F_(0E}F;z2b
zH8E%w5m(ZzeqI?2`U}W+p4Z7AY>Qnbz@Z`3<P?Kxl4(9k=ne65FZj`1a#g)4FCdU~
zl3TY!0!&lh<vk;NbzU5Gq;}(%StKWkyl}}hRYm%*vMI^MXTA<;Txx-wI(+Dl+V^3)
z6{YZlxs(?o6VNUi)V#J_WGJ~c$uBABn-V4W&1b}Xv_3drdO``{z7<A6rSc$n&5fZs
za>RK{!RGJKW5YA$E2_}-aqf@Oq?AMK`Dobs^OXjeW=;aQN^8%nsI2dbx<cl~ciAm-
z%emp*R#~0*6-dqIyKlg%aV}BJgqXQiL6UZP<;R|l{qN}}NvuO=Xq~U{V0&GyZs%Y;
z+1b(8isxb|4CQUg_~p_Mg|k3IY;?r#$+hH+mo|Yy&fx-cM*usEf8O8n+~3mQOT%QC
z(?oE*E4GB2KK3sorlMelSujSkFPtl!1lihsonAtQx<buJTVYU8Hq2wrJp_`EDQrCE
zuF%?S6j(@P+srHqSFWpl2FHbflS27`^i}D}lP8?Owi*~47eZp8$rthApxqquHUtKB
zg_<88ae^ajk*C0Y%{}|l3nZs5i>&jW-D1k?=ZCZLcvM!^-u^`WX}#}d*n8Ui(*Dlt
z8}<2MMGx~udk#1{mI%aKC<Dyc^tE$F+Gzd&Aea5tdrbpn0G!^v<4#!6#z1jUPA`>O
z@gdN`^O~3HGnbh2=AN1H5;`@yPdKkUc=PEQKRABU00?LWf&DV%G6A}63_#;XjmzvK
z$f406zoS&;4;(ptcUOym*@7*Qur&hN=5V3b?MQkNb<plS0(=GC%7tDCRu}5?cUp;0
zpESTgw{rO*!uaVN<u$k{GrxgK?J?HKyvpU>R8vs{L=<o)vdfy}u`bH?tg{tu`&egm
zR!m5xd^5~}CUsST!mJSUPXucq0yz~)dET^;l()R=ihTz_RQ%h%eX|AU@~NL+2G;M@
z;P7C`(h8E8LMKiEpT`y83o!gMML_ZpoYkZXol*t-4oZLw_Q9Eca0KLo7sJ4<5i?@q
zjL4+DaE=0|ZE%Up_pF6Rl*tDmR;gM&Fj$u;wwF#X0Q_+UP;~d=0p4Z%{e4ektDJS?
z<8-wb*$<ks=Bq=U`;H0{{i+u%tn#x65W@2{ahg1FP{8f5M?`I#aqZfgsOd0c-skHn
zYd-k{oF1gOKQ;ijJTN~r>L%P&;=-U_CN`6y#<8ZBZE#G_G?3gr22D|WrKrvC^oX?@
zv>g!ErGnOS&$`<&yuxRXnnZ*QUJOz)LTd9R)-tK3vG6c82IfV4^pb5^FJIt7IQ7s{
zUEK(&NS!9wg>Cb83j3wpak@EQ9}I6$M{;?8|Dfig^!Sv;9ul8_YDjCfix${uTMfMI
zJpyofnXl{5$_&b#v%io$Dze!JLIP$I@_arQ9njRgv;i4qxym}4YGEH`nF80Sbd*lM
zYG>*Qag|I9*;U`ws%?obfHRE@QBTnk31E7=Lp&B@9`x+r+oaJFUrQ1mPUr3~ztkdq
zorTeOf|n%3y0qBgFsUv}2lobu2wHolD&^bxCW~66UcQIcn~Z$=+o-`g%Vcb8tO|rK
z1dpoFCk*Z=h^_p_n{s_Qy%2#f)GJA{LzkC<K5TK=qQ4Q52k`TR404?6XF<m_!4VQn
zQ%_b~<(}`XLL--$FWm7$l;&;QC+u)b3%DlkGItqXS@qT}%}lA+7V)pWr&Nc<<dI{?
zo5q&|MFh1f|NL`)pG7VqIhC#3P`YGML`AME!+mX3lax9<M10S34u*f;V`B{I+GO7F
zjCvXxTuRBQRPhAoVUv;f1KLrvg=|IZt;|D<Aq7Rnx2>RKA5P;-PhSmG>KI_40NIEN
zIgaUqc+n4?Y8N47SL-~zepG|waIKgIdc@tjJ29VEKY<9RGfRB4r|Q^uZ+@TJt)bwY
zMEEp%ZO|HkWF4<Vv(8uwOicse8;ZUF?SAZ+9?oT+TnvA2|J>zS(xn;~uXbZ4)@8g1
zKlb~3r~rtm8?|b7KCLp7l!m=u3(@c$5h*byKtCepnvp(iS2VA8+)M%IzG0zb#;P8H
z)6FpxsxOF1hHC5$*h+@h+Ctlm-jmbvraxVv;fND8n+6)_!Qtz|Y5vN>j$^r?&3k#~
z^UELMQNUkp<JP>2r-#%;L$O&#<*-p^!%5H^Rr9>%{c}7(O2uYLsavXfrl#0f6)nV3
zFd+A3XQR`wMbbSjzd|x$z5$cKkqhUm$djiI=iK^*dODWL?XsXrow8l^1s!Fe8C*9W
znx^uQY+yxZ*ZiwT_A@m(p&pBTTe8Lx&eEH&A0c*h)763B(VRJYd1{yAbU%LDb)Ag6
zTH$~BIR8~KyD)@B47Vj7>a>_mc<v`;9^1x`tVXKF$+*MEe>5T;@4m()TxOD3K<~vE
zEZ};TKxat&&v%R$B3K1LhdY>r8j#D%y2(d3&=BDZPAT012W^WB4D@D6OHa<l62B<*
z8+5~4enq9Cgf{Qsr<kYy>66vMyN}=Z7Y<BLH3;o{a~vyngL=b9P*7CStEQy1l~z~x
z*UH6=7`aDZseSrSSFF+$s9P8PNF37&fIyps_OC!2F;&AUe0=8hn)!-@nbmH17@w9-
zrQTS^U>6PNmFzSV{l0?jYfa4&Mzse1Jr#fzM}|Wi#5|u?<wak=MSV3Rgr=+1w(`Ci
zpK!UMto@!mr`Xh?_rh-y+}3c-aJBX;^B<RTNkKdSCrLvpQ^>bKEkjICE}RB2f-W;L
zcpP#WL7ZC~@ayA~M$mvR8J#7uqDHYtO_#FIr6enhS0@GvXLW)2YSonHNy!HlD3lD&
zuJ=ph{+e{0YI;Jt|G{z1r1*HVtybBqsrt$yOwy7HuU}$pvE)+c^}1fA7lU*tjDSA=
z=+??U6Up7SqWxY9Wv^4-#4Vdz`1j*vDzr%W9y>p)S$p<xT-SHS$;p+8OaZ>R3F`mr
zqe9SThX%@i`))t;Q4a6kH7i&_dpeZ}oJ801NAz$Gb#FM0V?OGr|0v0dk8$`xBb4iX
zun#O_sOafSxXSClQ10wN8~hT%_!R}|x=+?8Rv1-(CHq0A7$aL3g1EO<n9~OS3CkCh
zT5(4U4%Hv>-eJc$f8$hcQFt(#7o~Fwyu^~S<IYzK6noF!!`UuLI*;B_?RTA0eFDA;
z(ZSbn9sL42DmB}wV2#7-0jy-|H7dDs84JPJGB)5444qQ$J$&HlG5TP<)JR}y19+OJ
z2idu;Zz?(dW@WhoHitY{Ddf3)g_vBhcRe_xeJ<!nSuR#;i<jAyFA}AqELtbCn89c#
zb~^O#xIITGptIbahXXt~NFt!+UCfMj3Fa=cOjSnz_B~7vaDeTZ22LYf-+n+Qz}sln
zNBp1_R~H=e>j5k`jzPyP+(FuDLUhR)GzeEU&jywL0Zeolj_xe0WNBL4Uf|mMGsH^q
zOxo?Arxq?rtDst4)HRHNEdYR+mEw#TXtP|@dm#jtWpBp!Dx@7?M#H=^3QCUHvYyA~
zX4CMR76QvBbi;Ix0!1$#Bq0w1v%G&_T$@HsBLjf+J5|D`3YZVg`IxcvS>>v{s(76i
z-=iE&<kBCQhevxSFQNF3kJlbZF0^FW`SHK3W0opnHdudv)`pVUj=S|{vH_s4Ljhzx
zLf$S<M}~nz@etI!Y}yYwPytnRkCpP?gnKk^%Z_%h)bZgS8o1TZs7~mj0{n5SqdJg>
zC#3|BZea{KJ-Vn*^E|!0h1gZb<ebBs^dzJzBL5`*5ZNtH+xl32+^Z^WJ*@p2;fPeu
zT+py_jO$9Q{Kpc!22legI=q7dM3QZAAc)v#W-`n(Wp{nD1nO_HA1T!Wc^3}2kBK1%
z*@`~RSVS_4>x2EG7PzF&|1?Gc1K~;Uxk&ZoBM^G$t^A1T;zsF+Q;hD(P;+xmN*HrK
z_htREf8F+H*+A@13V)Zt<gv^{z+Ry@u+1r((DS!=%V}eoK?eK6I_Lx#0Ev13c`r~j
z01{Umu#3ckmr}31_W04GbY7hB#rQ}OyF;UopnvMk=w!gB2evv$-TYm9lM+E8=0as%
zmGmMhQEt}<TS0<&8{lM@pSj+=b+xhjA*2})5Q!roVDo29`EEhFuX)Rso{Hj+F%jLo
z&f|M_Fro1uuedeK%0Szdm(R2^=$#Xmv&zqO`Xo11+MhQbZRJ~flQ3eWe@Be?;9a-G
zR8FGT;^xkBe{nHji+<Mf-wdy=*R$IT^72`u0-l*EzQswy%EcKPNgu8M1t9-^cdCvh
zfIhKL!tOXUEj8Vjl`Zeb-7Qi#*w|VX$<><^!0AF}jSbSk7_V%?N03XI&{X-Uf|g#N
zJE`2U!A#ak7F0P)z?E(XaZ2v7O){*#rtgeha~<!gRp7nKa0|Du&FP-$HQ9D%pgfN*
zpm-Od{8t4U4Uhdh5(v*@gCbe))Nz-Vw-em%I@)JD+|4~9+81!{gJ1#mts?w9_*oy`
z4SOR_$us&c8`xgweF;|)31ssRsH8&3hK0wqHpw;m<?EI{ZOme2XIDJiIMfeHOwq1E
zgN@<u$85R<ru`1w641Z}js+~|2AI@MBcDGG|1svjFA4@y0N@LMKF$;%Qd*0YF2Wmt
zB7I2ROtZ0e$o|z%_oX;4GqF~-`=VnTY#gPUjaiFTZx%9S3Q1&v8h=n)7?OZi)ht7I
zKUyj|Fv&PQR*M{Xjq~ia5qrKLgZzoRwME=Ga8@QjvjpieOh2_Ssgl=8@nhRuUF;m_
zcsc2rqQkK9j_1J?)U6Rp(B5<|XilqAJ^E2yz?!`n`kagzK*ET&!nZe+n;Xg)xVrt>
z9&5NdZYvj?-n!o<$oo037w+7HA*|^OM3yugeZa$WDWLL?ChnQuw`n=zDux$YL>(IC
z-fG38olQsMDg%wogDrlBiXQ>s)`dKp{JkdTeM_u_(A4@V`ZuMix`?kxT11`VLwQTt
zDd1&Ev=tu%+QZP=ovBlZxs9aVa^*dpUsk4nso`&|5H&oiMSv~>wz@DaV+YQ^KN{Wq
z{IK!(%Z+N1tvlezftYD3AfM-#=QITCLs<KUKa$Gl9;_)O<aJ>nsj~&5Ef~<e)M>Ch
zLW=hF&A}aM)BgHkxF`=x1$6wyf!3%mq;Bt9sd$kyo_F6rxBi{S+EjrfLN0w>*<FHD
z{Wh&rSI+<;wA};@Pyg?-Q{SYG9i=dE;xP0A=EG~82>;QhX8#vEb2%%iMXiS3@0?H{
z8~;+UVUfM%aeuEi@4?xG*B0tO;weeYU5|wW0xsyNbW*0shk0YGDt6$D#z2idYF9|_
zp5Uha{7mR||5J3-D(7AB@q!pW?mbHYB9?ZfYAySg81&#Q5)vhJ^KCsxENrhUFz*s7
z6M^QJBNs#JG+sKkM1oqesw5X&OH?(ACa>k>y;(_Wl=pkK5zu592A><y*V}kRt}GIn
z5N4nTiDl;SN~9+bu;pG}#d&=*EK4Wlw+jTV57t+C36PqD3osf1#pon*V(-fhvP(A|
zUNuMFW*}mr=HUV%k&G+OkiNei>Jw+9C@>Ni7GJ>eaQY=lXVxfPEC_r8iHc(UB0zT_
zAhE^v$Z0QVIcH5hkud|JaiW;QN0dc}n$C_4Q{0g)kHa*Mme_^%5anw-9U?$j)fZ87
zSf~YVz(QL&|K`bdb388&h>yRKzdoo@l~D&lkLZsbASU<eHnxCYM^=_P@(m_|E7fZC
zLp0nefs0XK9IAjW{1bTOE|W$fE4Ih8@|o3`Wa}&#$e>)Y%Skt;mtkf*Db@R3g7&rq
zHm}QzY4}Jjq)-ofZ1TQaxroV59DYGB=jY1J+8_xajU!^=I1JryjLuc&X~yPD-gHdK
zuv7crRNU<vh?<xuh6ErJk))Dc$KpeO?0tgLL4+f6$p^hN8~xg{-`W;liLM-uQ?@gz
zDU1|aNAQlH@CiYRh;#K%q(-xWR7a=DIPch)iG>YJ8KT@$L%E_ob`C)a07at)>RR#&
zEjgT~YV|p43iWSw{(}Qo5)q?6Q}*L$H(;3y;^ITPF@83BEX>e2DZ&=?Lnkqlm&=pC
zPv5=UmQ`7Fd{(HB&EDgCsy`k+?P>>+rx!GHXq*gGO@rN0s{O&3kyVfA`z%?6>rLXB
zLMizh9QTdzxYtx7E%gBphPjvl8uhA_@P%09+P`5TE~~4quB1Hp!_5F5%9ueA4T*Zz
zvrm<A6`Q=hf#&$baRHQW@Jqp&?6J&+&Mq(e_SyKMd*IPmEb_Uh=RER6NFKdJfF|k_
z-fJ;)(B%W0j#s%S@9A<*|7vpj@pWKVy7$)(hLu{cO!vuB!1G|0$8doWcIXa@5Er(S
z;<55(F)^cjM<xIYHZf8p;mRV>No2`Nrcu$c-zPX3M`Nv!eSpjvZ%87v9oPXSxE&qz
z^RJK#GY^bOPATafdKIpqw}?)lXc-f5xA<<4E;B<?J%f)76l?r%b=rv3mS$I74MmBL
zTdcRD<e`c7r{am!X_i;1i9C+ed+8$479}*#B8o=zF~V(4&CYp(n^GJ%U4>PEBrCf~
zd_<Lhd;x&JLxSMi88{#jF?EPT$u6t#Thc(ALDW$XEQ;2c{_s|0-0Jof>SV2}E-L^1
z`kH`>hHSenIIZB{3(dR7ZzXeW29#CF4K+9!0UrJjJ@nw8EBH9wCGCH=V99X6S`=@*
z7Lw@ty5tNT3PkN781PSgPQg=1$lB|6x+_G@z#!|#G7Ug_qK<hH#kWJ2?{pU>HX1|E
z=E77Y!=cWGM^A3{90Qpm-brg9G!@)|Xg+;|#t{wl3`+r!vSETqCIBFoL@_?I-}2H>
z@n2N#@V3h-O;6rp9G~M(;?|Y{zhiOq2)MRnbiO0ppcE3zN=}P65A)FK>U<y$Rr*IJ
z016N;PRi&c-^iF?^-~?hbB(7ig1ZSwZ-e$!GIFKWOyttD1XkX0Ibg>?MD)O6thi;&
zU+_l*^9_dF@o}G!7UC`Fg!mwLga5Nx$|EWan>FKj#UOe7=EVX9Kd65(=JuQJ@!t)B
zh{3R8O^NhWg;qe^62%Dhptv>{Yu!o(_ZXMfTQcmsB=Zj!U&i8naAtOpw?@ZJmAcas
z>+xvsq>WY0_(oFb%q6QLF0*($j~(9A-MH#?g<)<TSp%V>Wus$2mbo=_+<<l^w=c==
zEu+~>X!fFfJ@wwJMDy;@nMGCViiW?vbME>FykH8ftM*D<hgerT+`46I%Pfl!gpgSw
z!S-&8=X8$dsggUx2mQoSz4`=?uIo^HzyfGe*y*;@mC&ah=1RLmK&WJPt5TLHEsqR1
zj1*z?`tN_dAgs(Pv;XdbDTG~6@S~1UFKc)$!-%;Fh0Y;(mW*&{MAYE2+_+?ym#N|7
zo9mxX&j2YJkyU&nEU%o;FS(9S6RXFE4aVG+ERo8r3B^EzS=Cv8R~#Y1+0$SS8d`wr
zh7)mVp9P#>6yra3DIs-llb4Ua=(I$z9l3wlcx;S3ybf(OL{^or&LzL;-BxcLDnaN0
z{ghU35C!z}Rw=3Oz_z1wYs%ny87T8XM{8m4B<X{fe?w2najg@omPu@7qHb#YcntkM
z?u8W;IjRhvJzU9;)!uA#5`S2JPLdXvZ%4Z31_`-LOeo|BpeQXv16gMD9(Uc)*8~+s
zkvR(;;eiI#r5@YQI7;6luhV!vG7mxJ{1&^J#^S#0P$du2s-V&;-#sm!iPend>cEgx
zUEUaC=(2RJ51~W;h49KS`)DaL`fSZ_wnuTWF+ahuB<S~5efrp7BDt5Q%Uix}@69Gd
zGDFw|-EVlr^9FoJ{<>*ZlX;P`2%x3@_uI#Zp^=nX1jn=Faddh4LDNg;q42JBkO1@n
z=1Zeq=6x6OrP;V}ELZpDsMwj-5siwyUkz=zE|=wbe=Xi&dbjnB45C?zG+3y?$-hJo
zx&q2t*KZeTllK<WK0@gu>#6Z}t#w_{tO|+<1wB9=(sh1G;J}8*K<#`?R5UwyhN!~_
zknvMFd2idyE4~K*#<~8waxCWjL0z`J{}%Lytg3jw<jYy>uc?91)P%QCUXs|Bur)`6
z#>lChd9q7hG%Dva`ur|d*iJMHRYRG7%tPK}74x3S-$v_GRbk3B95Vm8DC<WV6*yW&
zqlCU$1+gfRy?p&UVY%=>UH|?PY*ZHsajHmWh8z0CM<q%Wa<x8f$X}mpWYgrOXVJHy
zq_-i`x%OGIueDx*sTL}UwBr)tf6F@-dhOLJqcRuXn7rW%SYbycLG^M650FfKFv3zm
zD_EwMJ%$MysuNm<(zj_L_Kv~5GyjjR?+R#Yi?$6adc=bq6+}^rf>Z%fkS3rgz1PqY
zloqO#(3^?{4!uc7Na#&^3jq=7Ac4>cAUzO3AoPT{!nybTy!XXd_TH?$*P3(8Ip!Ff
zI;;uRCoBEhr`P_z>5X$3*zRJ~`zT=rSU+qvl>hdxzx4PLuzMcUzn(#bY{WV4=$8o9
zfN`z;23yJ^HG_(wJm{^dKCHIY)CA1gbMx0Jx1q}R9JyRCx~SDwE1SBI*>RRK6=J)=
zwgr9!X>2mBGzF!lK9aT^&GO;(_<R<&G|InnMjlj(c@5FA=@Gy^&-E1DY0LhW@umFg
zYTJ){wjesB<Ch0>lE1fJjr|*v$_(<pr%!LXXgP+5Z4~v-m28!mNXjJ>3uMA5htauI
zyTV=D>2J160S1auhn0ov8+WPd!009Tk)2^NVjRm`44rctDB8EiU9d*qDQ4Q}&!Vgb
zRqKN5N_QPjDY0Ip5aD`dmJ;?SC?Dv#*Tc4N-x6Q0y&M0c*?H7_irdKdnZS?!`G-8d
zTdKeI1aH_>@m!7ahQd$(Ep@P>LzT*Jn4uO^Hzf_CTdsVj`|-b_W8*F*pAH}{+y*aq
z!U#E(rwvGx|M#b0RnNQU6DFq@3o;wBSz`E>ci6Vt_c+cgywW(Ri2^?j%2*Tg(?%DK
ztx|5wKYpg;9A(o6xf{096qr_jatjQQWhZIQT5P;)NCbqV%Ha58=u_~+W{sv~wBE(s
z6NVDA`Z9rh^N4E5LqM#7u(45e2FL;)Pr5Z6B+a>!akEn|7YyvyCCNOL!G;+wFc&2P
zMsWLG(U<JSP9)EEh@IZj!<2%!{-cp2J!KD7L?nDf_kkAZR3w>?4g4~ywduq@7wj?d
zJ@)U<u@xSA<B$#t@(Bt8wkk!w65j19hr6Xy5`M%bZKaHxqV3cC1k;6#Gn6$F=az0k
zmM;2onNmiEc(otIJ%&8|OnKf+BFt0|8AcB{xBzI4VqRhRUm@PMT^0Ql9w$G2UyfzR
z`5EPSb9nr!*Nh;RDt6Hh3^^T|8N8FY&<9FN;B(*u{WX%L*P|C`vogJQc9@dX2c>7Z
z=${czi9dIue_I|yHNhjWrO>7{VBJnae=<C2Rj29*2_9Hpwk3>JD14-2-L(+{U(R|p
z9Lw;gKI|7@h=-fhnifpx;Sb9_vk8|FtgKc!KHw_zN_-$4&nm|4E1m30x2jNeNCgjo
z`F&NOpQjmpS56nH%s|WXWOREJm`V+yd_5h3UI44yS;)Ce%UKI`mmxxToiRPbEkQ6O
zBC;_z<uaydH_Jul;h?N=cvEV_m>b#~dljaK;vmw_=QP`bN;IYAF$JoE6w3`JVOzGu
z?)cX!z}CqQIDarbvQ|~UP7C>GrbyDi<=2nW;&)tGBD<x`+F%&DS5g~WjiU`bD6O1@
zo-j~4LmigBk@9w+;SJJp{}0J$qEyaggG$s_(6~eZNd|4;NIM7wllw<=fbb1Pt_B#b
zCB#ymzZO8cg1rMhsqW`C&iW31Z|RLR>+KM_$2+e|&VliYm1Y?--+juz5h8zow4nC=
zk00fLZQ@}yM>8ZCHE|}}+@BZ^<YzWszZ;((5_TB<brH;s&aAGhSJ5-wo}Zis>~%H6
zCdog+Syspt1r>{sYl+#BO4-ga>JLANfa|)}=m`Begb%>`%X?q2GJQ80f2!Xxpn(C>
zK-e6$TQ&{@m7{Y&9i!u$D;31`Bk#RStM!ZVVCJxA90B+&sf83|XM+o;b58h)yVKTw
z_>}@mpALU1bI6TIRXxtA)-?F!lVKiSK<)bKrSSdxs#;oFHd9VO12go~r;g}{;Hrs7
z4MVOUu8Z8-J%xgebdQ%gO^^Te^zLQ_I;Ts1cPO9g{g+CR)<vg3_xBu30W|!mRrA#8
z?|&b|h7>8T1fZFsGi7~3CLMzE8@ADVI~ANjY>9a~0<wvsI}!Oie~Q$UxVBb-Nrhjw
zr}uyj=C`0*Z5(*i=DMR-tyGQ@|A4e&J}7{Y<bJWEDtKVRsX+}$Szv%(bncfgU+8U$
zS%D9pdis<6CjX<w*8?E<be#5(1*hM<0K?W>(zYi;W_!`P`5~TDm0Sq^ivPX*pWf>z
z1VB;uV|RbO@38s*QaTi7sO2~6mRNxAj~p;!(?|IbQz7|=O@4JO0s9s}M&6qV=rPs9
z2?Z3HX|AyIkPf+IeICjPC`gdftAtk0|4;A^{oH-=4e;^cije#dot}W6HZT?RNjUOk
zGp5f4u7sR29H>FfLlOhSs1VfRC;<%1Dx=Y<wE<nN+G}GUD|$9ug&#0oy_%H~aHs_2
zl+o}FTyej&N-D=IU`uoA1pG}7NOe1@rHW}iTc?@_Mky^M(?-K=pc8|cmW<$-%KU#Z
z><|~_YtyT?CDB}gK?^I*yWc_n$KSz7S<x!X&=@_>XEz`Id4m1HnQYD{PfUPSb2NN?
zGGFM`&t)J)KLVsu3Y?n`<SDxe2&knwg8PP%UX5lM0l}d5N3mAn$z8=)8?X(`|CQ}O
z<$_NZ@=w|2v`@qDts0(mgCQHGGdHiQ`D%|p7WJ>Pm{1E0O;&lHcZ>i+NcgdeT(lVr
zB&yr6|1Fg%etG>$pm;ZkBDu6j5rs|%pAfemuiPP+^8tbJH{PxN6tjp#)Y?aF3MjD=
z1<DtppH*De6M2j@M;@2HsCp*Rqyb<sXpog_VdPHYLld&kpS=Te<DeqTv%f~RFTM|W
zXs^?CYh32cf1p`r?u2rpLd4l51kBj4J8a*d9<HvZ`S3w=FDfBi5q0DTb2vh>=b@f<
z-0%mYlMmxA?f|K9YkR<KsWWzQiF!1=%>IfDPvGL8E~aQu0bNF}Y0Y|zJmEE0yXk@-
z9*=K$=Z|YwJr3Ze%z{Lf=XdWd&wK{CK=7}ZQ{&Z4dLb{2m#j)StNY?5XmhTUm~Z&c
zhA^fE<#sP9|9P|bUS(H|5*mC=1}n30>EFyGFK1{2V4l&7D@rVN_FMe$9|Q-^TN2)y
zp{F2xN=k=UE4~XPt3lI-Pv%uJloCsv%{o_<>BKD6=hp%bo<^LP2caVU_aSgJAdG%{
z4phi~f&DA&GV`>`X-eYsTSv-1f9v6#JMLp`Y00_#1r1+rQNib#yr8*u5TBPIrbB{`
zaKL#!KVb`RGQ`VB3As={{r!ROy&ow;BK=z@6`riWwDjz6wP);Hrjm93x@U%<;pV<x
z6huqqyRk5iG9y;_E{xxLYx(sP4NV>!w;W;*C;1+72Nh_a5!=J@4;xjC-O03(jn!`Y
zqu4b6zmmLdHug|;3Q{E(Qs1(7@4k`FR6Uyw45TDiNc~cKsb;{m&c2%jIuK^ob7vr4
z)xpd#yC46ChpMR7#0*8IR;X#13{@`2uDVB`Z)7LAM^53;+J}GC?S3WhCQ!1wW;vRY
z>x6*^@@j?gb4JZP)eV(a)}1yS)fXzf&N%H|-URwPP~fORu_CSW0c8=oD@^p6#+Uq(
zrLD>Edx&%n9`A-b+9SScgsNCT(2CpQrW~TzCg2YY9}N>cE1fN>xFfJmdGoBg<=#R|
zHLP7GKFTkLY=OBauq&9uTR<RBI%rMt1txi@D|dOMRLn^z!aUvb9&5gZxy@1O2vTo4
z@xO~^g(ugj9o#d-LnAaxf5s>A(qGrpEBME_+|bVR9lc>l(hj0|8TfX_$Hy<6URUw8
zV&(@=w<g6K;+`qmkIFTUAtw;K8AYC)ZxtKu4ag}KW$)7{Vqsk~SSu&VOh~C8iAAGL
zGnrfrr1e9m4URA7Pdvw;FkM^b2_B&Mr~uoAfpV+vp*lAkDBT6fjKv4f(%iC4$m;Ib
z`M>>ZT-rNX|1mPFUzg+&9(S@qDovXTGEW(w&!!~B4zC#3HI;E64;NbBx_cZYtJ2bh
zO|X%UqbitL+<rR}bI`3Wb{%`#npfoPW|M!bfX21VtiO_yQfOo()XAyj`}glVU3?|I
z#Opxk2pB1-0mjTQFmWjoYWw*U51K<Gx11Z_Odc#Yicb6K0H52caiFP8QJK$C5vcn?
zoqYi^tt)ibV8o*&JKBwaAZC!O<U~_-pe?~%2e-?#&)RJ!VxUmvx-sqFW|Cq)gY-Py
zMQi6NU@jvrJ}rA-yIOL5Btu7Gw#AC6B)FklG5RN6?88_>wc+TSBUPRUx<*^bhmZT>
z%;n49-pwM&s&M9VPb`HYRRagB9VOp1)nsO}VM|PnLDa#Z$wWaBXPik%xz`^{il452
zW;N(q*8>4T51^D?Y*-<GLfQz71e$_?gX6RO^&|a_8+jlm@^WyzK$CV;C~ZH~(RxGu
z9_|b^U@s%_)o!aRg$EOHNoj>r7wrz;j5*P+8ywBk6-=wt?|ZByDy;3M-@_n|5QWn5
z$D`lRf$tRa$dM>bkdA>(UEbLnEGxO!bLZlQC{bvonaSp;D-y9Ru}g4c#SSdC7N-DL
zTmh!cCEmeiTXpq_$uvWrabT&3%*ny$W&~iY5>54&$-rQT9#(3OHj9)#%wzaF4T!~q
zU<xBT1Fupb?^kgqXYl~YIUD52T!8Es;1^om^%{(rQWCRQvSmb9@w-*@E(N#M(wyRV
zOQWy*JJmoV5(|W5eHN)zD7#AgfolY6qO%s^;i1RZKWsx^wq|U%a>J%!6{Q^;_T{c~
zj}ZQHdLY@G`H9yrBL*J_%^|VJdn=!=u*apP6$5#$!7KD4OrlOj;DN_^?^^XyLE_RR
zeXySQcP6hU7MVjg_;6<hebhn;D-Qkpk(KL-n428n?fc;{%pa>>w_j<0GC7G#@9)1z
zBUYw<xL{$^pwE@RflkV*_|$AmWgWi^{MPBOT=|;fRG)8fZNFP^_tqk?iD2<G56I}0
zp@DEq68RMHzxA=q1UhTSa#w>4?Wa*`&XuykjEL!JPJ*$XGCSBQL4rq(&9H$8557D#
zLSt6uQ+Zc2vjKWvf$zMEXVGQT70r*TF()8Y+wAPS^-Dpm?10>yvZ|^sU_TXEs_5jZ
zV}Z(YNoA$5JvD{wqL(dC+kOB{l)lkCx(VExB-amA`*dTcEkJUpAAtcnpYbbzOW3ql
zVn(~uP18_+Trj0T9QpYUkFDLxXT4#jRUc5aV`$Dp%1fI$o>*O*U%WEE2Hr^Xn8jA8
zy6M8?n7ay{epprzPo&bD)l>qXs@Z_fkb00WwLI|J;YUB>HnOPBOT4FJ(wPTrbW3V~
z)9|(1KGTpQ#z_Mubc!31zN8Gd(N|e&`*=Go;CyW5*elvH034R$5BnjIvZ^9OGgON1
za1rs1{?WUnlu*VSBD|u}=Of~pZr)#5RJ<sO`1Ty}H5SqQGUo<(V>WBu-V<?YuQp%>
zdUsSAEAxI9eXriJw;LPj8(W5>hY&Iqb9TW4z?L>$>t$sTv$Wsnp@bcVgZkXLWuTxx
z0yL%LVq&s@lYj=ugmQq6Sq^|K`G7{FtgKw#M@L5|GwZf^LA6(TNQbic(Ig<ot?%Ga
z#PE_R4^(AKSk6SWh`f<8i5+x%-f%<V<xWQNN8wio`c?Ti^%^fgZF7G)X>hx)pNtWh
z1NjI?4e^r;S3*jdb2kaw^BGA+|CVia6?sQslIirF#Q2m=L#D6nwNkEk?SKEw6_0S-
zV>g~Yu9zBN8OkZY%o>`=wK;76Tj0!ZQSQUUkMXQ(-9^J@7ai9V)URIK+O>~KOLJ^n
zc_Q#Y0%$aP$E2p-UM=MLvI87}RsoL$K4}vwl%$sdc$YO!AgTs;NI{zUs|xkh9qr}q
z#+;5?^R-Ua1_DcA+H38(RVYIsEzRvtI9JGA4{wwm_7{|?2(1j7Npqubnh8|4hgZe;
zN^?<vNL|PP=L`flzl43GtXkvQ`QgIB>Xv@n<k-25gy^C?yS+|9zFyekdwtE{A?zJ|
zMxn|g5Ab$(+1Z(E!g!lrAF95j=+E7EZ!*;Kx!c*<IXse=r&FqF1kO+;XiTyn64x^k
zD6R41bg^T6GtG6TgkfJje0LMrL%aXhufX5yIPfE0z%WiAr*_?L-=gnbN{r1f!%p+u
zw@Va${g$2{&XnDj^xN|X$wh6FZsh;|@fs8Xx5Mr)^!-jBaWBapO-`=~$EB2fHh$1%
z8R%ss(bze#5J=1|Fet6^BPGWT!?fNN>`)IC8;^VwX>whdlPMOO7z;mp;j)4GDxiUk
zzRh5TNDTw=LmDYjNTx&5lWgj<Us?OcP0G0*6aoQtLGr=GlHy=G_t+j-v7r9_S5s7u
zQnu~?sP49;)N8q4<SbpjVb|u_m%sccYABCYXD*yizL%yu>5&bEkEy@jYjTZ2=0m62
zA;?w}R%*BSx^r`Kc%`IF@7xKgk!1lYg};<3RRcaTSm*<a4|svK`LDh-$>PRLPHts6
zABYR>_TKzDj@Es;Mx}VSpKo_L`Vv#26EZ7ok(uiax)NsD8H?QWHVQ3rWn!nKnxaR3
zefsT$OUY2ZG-a+5<1?(^0;_}<v}_vGq51ufN^VE@b8k22bxI!odQP_jL`Wl~uifA`
zK=7bVhl91Q%{vU{geM4^J2@tzXWm|-naV(iNXrDlOk6wf9Rdp=5sUBd=gws3^xt^!
z@@dk)tPsu0Fk`(DV|4LI^*(*l_Y782om{C2w!mw!YDa~KtKzkeeV_Rj(%mVTQ53A<
zrZ*S|#7-Nh$|X3hXuVBS+Eiar!tBp#o0(~aKx0bCCNykER)*Yz#XG>&e1yMd(vn&#
z!w1jfK^Vv4PXL98IQl9wAJ9qkHFt2n8`zF$_5~WiJFF!Vf$JL<hw^160e;RP0E<>r
zlsL^yqI<F#6u&wHB>pkS2iwdfYmp+J84$W{)6PO%(jb8{Q)7j}*(B0$)A2yzjga<y
zhZJ9*Y4?fLL0?LRt8uuat`D2VZ=ax(J4z$KOlQ)wmPuZ)SeZF*Gaa9yxL{xJsw<5I
zNib)b?b|HtTO^=&nFmba4M{aq@Dz&cdEx%AcXZOW)N;TwgAG~>yaR#X-GgG2I&I)%
zRipnt9iUu11{qcrkNejHIL$?D15aE_y?jyQ4dB$253XlGabBz15|)-WqmX$RHmM=C
z!|??B0+_g@oU%MTLOKP7^rGuglt4Lq)kgwg76g@u`jVs6y(>0evy%t4-MjA>HD*<9
zSyVB#eI;MZ92(KF6leF+efE2Ze$c=<+AvFfXw$)B3dK~N60qyK7|s2@0&(CMv`oUk
zfB{$~FsZ9@p2jJkeR&vZrF~X4S-8`PO44`Nfg(H!9J+>pq_GF^J*u0xfk5c5U%inz
z;UiJQ>rd*x%&gQYMii!=@J6bvxwBHL{-wg!<jbpPeX^BxKMC0BwPK&Y<s%s1Q>*gi
zH^##gePkB8t{fm9su@JZ#m(o<JIynSKBWEvRJ@BO$Yip_QmR|gOjh9+4TqjCO*i_)
zPIhGhEr^RVC6U~-cEUu*sUly$wjXMA^eJ<mi<RO24@IC2og(6rIH^O@cfCNcoMFa1
z1fn6wgoxcTr*AZu?+;eNT)0*~WA-hmw?cnLL5JkJc52Fiz;{H~x;)_Q6_)~5qgcsd
zL;l}%Ak@-dxtf<!k9Dh5dnqg~wK`7+6V=_K<2?|aILzI7#%MRUGkAl-mTUYxCd-=P
zu%S;wyEQ^gOAGrs^Uhn2ONP76xodSZw&d^yuT6W$Ok3~(sE!%Qecl2j^j_ZTox{~q
zWAkuea<>A$@G@7=GZ2?*+Esn%l@_XD#|qb-32I4oa!_7@_Qa~jMhY{I*WbTN82%})
zY;`A{g3Vcae@N0?H?1%5=hyr67kuT*jBJ>KQX!|<#F8|x$dl=K_ANUk(~aKFZ*Dg8
zk3#;fcAA1MtO@tYocI9%YIKcLRkJr)r1-50AoqV`u?c-Z1s*`|<Av1^0v^l+4I5`I
zAN}1<R`&sW?J1VFqw`e_ifPV?$7?f%R)p6ps6Nc(6>a$9%4JFyk;QgB$E$cEaoKiy
zQfe4E7kr6edPj|vSmB6!wd3<0Jc>7X6p@xb1s3lYr$_-1MX^KqI>o=04-Q@g9xO0Y
zXtSUmSJrol4#+DCq7cA$ZvVIqq>Pt!sD#Cu$=7O6Z0k7%#{9P~oC{HU&Z)@!A;ZfU
zwIaGlM^dWar(KDVL5?qpZS<=q1O%!d=6$Sm>>E3N1D<Z?r*uX|+nWaHTo=rst>oJo
z)>ybMlZ;81dd<X@cw}&f3YC=+`GVEW8&l{&G|qd8xlq;@oHLX|Cm+0^(C~16`X^~X
zI~S0c3&3c^DoFBtfccz?n*jvE3av89I}a~funpW<vbI{#`%B8s#l88jm01ytcRz17
zoX$$$kqf)=s;W2ul<2=9Va14)9Hm6GU<lMzT4PeeZs;E7#{}{R2}xuJ<?m)%hX@r+
z5AjWibmqs>MF#(;5|wpN%?31(c`yN%8z5dEf(X3~EFHB#B3WhK%Oph{(kTGK!Brt-
zaGI1A3@kn3lT#DQ2?{!6Oh*ObzUP^0Y)%f?B@q7bB$va?|FGOJZ0kDf4)i9JZwNnQ
zI?PUE?AT%Lo;HVxzNq(%9-8GmqSkC;c!k`PP(JayyO3(hM-jk$f?=d~4SQU|l%F1M
zX(GW=+mRKG!GG?9m$oC%``6yavD_d4Z$DtXePYP>tT*Anz7(Yo#$S>FEO7#!+l9&`
zAl7R$m6+C>A`5vsmT$}>dv<)trBdcgU8mMxn?;vOxoN!=>ODT_qQWa=NO{5l8O7o-
zC347Z6lF(WRnUI8L$b8#%1LP$iOnz%rt6x$wJVUA!!UZ2c|r%T$JWo?h~`BZQu_?Z
zF|MqZqN}S%K$30**qeIt@*jRiFc)?UG^heMiC<^wo@4^m+=MpJTKQ#)x+P}a!to=c
zj{J0`Pr3Lq#_<s{Y&uT1OY&&1I7)hzPp#fuS^P&lc#6$4)AvWe4ypQHF=+er(sZCC
zr|{!B=sW|nXc2fzycleT3VAJIH^15TnRWLu#j)2skc2f-Is_!}LSQi%8Wu)zD=HK)
zt<M7r^c2(jZXeKOV;!tC5+^z?PM$d-_w*ubV8R*RSB4HAuQbVNr>xRUM)UFC<VQ_B
z1E4p~Ei^S3ybu@Tq%rYBR~%g7=z|-cTlmw<FB(D{e4JBU%zYZUGhC*mBziq;+u3(2
zXS1o3@H=$U`<d7IjSv*u6p8{oP%Wm2-%9~nYsqaUNVCEuw&CmC?r*}!s+aaRi${gU
zl}e8lnWW_kCVR#*d^!TCM7Ct@HbTp9Qg}Xn1w4Fvu;~HeRk&tQhSQpM;>}%=OER&;
z$IA|T0kQ?t-SO;i8>r>ClazNT2-@REdwYYA82C>yU!ABu^34YZ$S?H+kR1=NPMFra
zRS#{*@o;}1L)!=MC<)r(ukBu^L};&b6=&_{Z`%yqiydiFuG376xM=0jue~yon@aFO
zA>3H!9@gGTq?Xsw(V;M7@i8g_T9k7wJ{uUzm+Ait@(2`g9%w53a2~QL<jH6ta=7$C
ztav<4v-<2`f5p^K3r;m?!UF0lWJDDXm!3EHkh(7J!YOyI6{)yncTn<PRxWYoIp!+j
zPb+fm?*?W=EKU{-_tngs4`(EQ(F2&~vL4`ni@fgm2T<X$ynVtzvRW-!SP4Y;Z@gnE
zp}P=BTnN}PLj^e%H!vTqP%vThgJjH%Ao9+%3d5@8QS7eD^z_|u7Phux&)!jRXU+Q=
zj0XHZ>Znkd;fx1oW2#}t<{%0)>j<CdpS~QLENtYW5^VKH4XB0}fhw{A!?K#5&owsU
z_V!@iQo22ZB@?LWgT@T>`g1DCjM$<xW(sv{xui7FfWT9@3v)AxVbYCo?{yGa<C`MZ
z2yX;ZOdak^%EVXqCP=Rdcr=XQLa&*;T$KXPV&b&)m7Y}ZlacLD!JLP2)EUb5T;da`
zj5vJSYS)#P_+Tv^Lo(QF!=SgqtQU|XVsB0T+!?f?K<%YL7!5Ac2Db=<!8FBXQ|4ld
z>3n3!ZWU&%qdz?!-Js_s0^d6k#pFXlySY+$pn8t*5_)&|kX)*)CMXnbIucGXaK4<q
z<fx-=wwqla|J@_t5pUGdzf&qSOAN)+3iyLhd<y5F&d9*sF&hxq>SeJ@&{DHvu5_=r
zncR@(;{Btel|D1t+l0?5aQpsf-8z#t9}Mvo(jFb%#kl`e$RbyG_xwtVJ>q#E!3f;T
zB^<GHKisr-aG)vQxaiFB0c3&;!SZc8G+FL%`PU*V1sa`v_|@Qn)shBvF!(gEKGi^^
z>}+tvAP)$@mzNz{S(u+ZU@=T6N;UD9@D20r$uqnH)Bk|mjvSh^=#=U3&M;Iu1Q`VI
zpti=HmPO<0-dytJ6_V<%XJ%l^d&WF=Z&lJ;ZX-Iv!E=#;dB2X{a16`-uJCNO^(}wU
z3|iPQ&k;!n_u_v>MXoQ-eMC3pc?r%d%`@e1JvdKKIBIksY5ZOns(Kk?c*5mBsy8k?
z70(WU;il4<c-^68x*KDERT_-%E<&}dz8OnCFfiJysF+&f;i>+}r||wNo8?8wQ>qd7
zf^6k0EyIMN9*6McM5q=fP1or@Z5oHEqx5His2cpQ>vla@Ozl_g?@rK&e?a8QJ#Ml_
z!&%A)A0$m}x7N4S`zUf>YPha~mYQ=A71O{!Gt<(bFw%m~e1Ch^-7OgZl`}ZN(#WiY
z&C{}aq=tzbY(<GB0pD)*CJ`B>4Ud>bvPKuY^&3ccypp2b(hB7SVTPtvyzd*_pKzbe
z|A@Q@GC6s@{%$_yyxv%sDzG9yqXaw{l4^)6wnhm}WSfsieOk8OD_KzF#7P{?1HNm+
zse+c_^B>X~e?0QvlE4b#T(&L4&m-V1bYrt^-g1G$-g2Jw9efhnp`YFmJ2Yh}L<ceX
zgEF?M(W;Vc(%4$Da(54W!@B@yRDS?nDc?hsh4ztat1x+C$j_dNN*7GTWx<zJx^r-Q
z2{uq&m5l}GU1G!qtC!>pm_zea!ghKz9{vh1^$%z}Ktf&I_IzkAR-UM`s49=_w>3-#
zruS5*?TRYz@h3?9Ey`*txncY#ZO2K$t|eDHBISZN2trSOkhATQ8~q})dtq9vW%kiK
zM{a%a)+X(}k0#=GQ>j3w9YX)rRrgcLitfY!dB4B6tE=zNzjZVq!rr(uC1F}HJU*6@
z&Zg$AdsrEn#?1nr*Ji#OUBko2HBxVi^2-x|8HV2^TJwBF{NXIMO_+)(xMO;7(OXXH
z2IZmEXR6bQ3@^Jvlj%Ot<-)dTmSB)b&BAQ=qx&nrMUhckePmQOvcC^_n7u^Tg7^3I
zGt&C?YRZ|qWwm>UnUL@IacR&UCmxI3sohIa=l$=<>ADg-T+Z)@Q$uFX!JvPSEI8VW
zjRUw|l-kHZ#nLMC6z`YfK7BWzSVg_w5q~{02Di%1&&<By)d2%Z7)10>D`rX})e_1<
zcZuegM;g8se0yqvXfDSuc!!LWRNdT5ZtJrYmWIn!Pa<rl7G)6_lT$jik+jWVC|8ev
zWw$S=y^zyKj`Lc{^+gCCsvPOpyS@ikW?>f<g|aV6gbC2%4OA9d-<e2o#$}~lLady?
zt8baIc{F73?43FNMn22yWxHF16-4YFRXjEpd@rT%K)2E-u8n3yX8vV!(iez`^i>*6
zkHbX#cWI}Me%d$V?rfa{EI59UHb1jlVnB5!K`TwvR=Og=IdkufDdh~FoC4=JegwO#
zJg^`cxomz--}a~_Te-7C%l&m;{ZJ{Qh1uSiI^~J%)2Ja*K>mUroXwrU(I6vgoO}{o
z3CnVy?bhxtyoWv$PXOP}%LBg%x2oj>wZgoB1x4$hx02j-WF~o-r>ts7XOY3?qiyQ5
z3<g3pkY=9BeCFa3Vww`Rogaq`tY*b_p_GzQe=>3V9;kYh#B&XGll;mahyJAgtty0l
zQ_KfHLA|1lHH~pD|G==F1uN~z^Z%U;1c%WKTh#d;PnAd?fU=bbrZ<#t1$tEX2bvYQ
zUDjEbJAE@WoTJ_x_vR2wudSEx0RIR(%%AC}iD05VQuZYA69bfKxXbV!tLB)GQ-~Eo
z#hW}Ox9<QjJh7kk)M+3Gn>AELrPqnVL<Fvlv>Y()CD!9Wfci>Lq4Uhpn|*0CvfsOR
z-9DW>=A$U6YBuNX#suOIInlk}Pcq4`DODBNTValt6juX;;?J9iD}$9!l!#0H3L*!i
z5kFo5e`h21wxC*Vr@Dw$Tq(clpF7@isM9^H{`;wAGUxriZXR9LYu7h)O)Tqe`U=Oi
z14&{l$wJz7Mt$V>%oxuRm1#3RX53=e6_DrG_Ka-T@JaEt*E3(cSw!Usa}jA2DqW5Q
zyUh%e+L&bqwD%zpE+MB`b^8=Qr7zp<{NpQi+c148;ahA|4NviZqDYnxra##2;s<2R
z6U(0n?}Mz&g$YwpPF$d%Udl<xMBi-Ulj6;e2uF)g_?t(;JY5$)X@;Jzc4+aR+*jlT
zul|gYnZH0;9oev`^i3*_WN3%!Nkr1sE2mi3p6&pv#Y6^Q=7zU#&ytFpxf^?S(a4*E
z5)*0y3H7)+u)uK?e)kMV45p%M=Z#ao>ovR4*DD46h>n6j^79m=5L9XIgVM!56JxNT
zI8LyeGWy>D;F{$~+xFr*H|TOF`e`P+xCJ+6c_6x{Ydm#Y?Ekys-RCq8?1Jyw>-e|d
zmJ!)ja3L6RPo)5AGufg8EuYd@;SEzB$-($+5ZSn^OkWi4-S((-Ue}6D+O2NPl9{}7
zZ~fZ@`57it5V09r!g5pj=IPP(JJlz5&oU1l;<AxC@@oqtSE^id!h^-Htx=$(ul(V@
ziQUnY)9-esh_BYD(zjI^W>kE;Vohz43<aTdY#nq9^%bBIe_6f%?;X|ZI8sx``5pC$
zUV<+V{OOjeks#&kI`dB*7rKu%Xd492{0SDpFfuBEeRi*{?sQdc+N$4mCO5&++5VRb
z<xpV<nkSKosf3(FWz%)aOZxENVWpQPD^m8ncrZEpVwmSjV~zDnSe<cveA=A<_S%ME
z6)W#ljR8!iXw$zN9gkaO<KNfq>g*l_D>4%--#d{rX>tT7bzQ+v)rJ;+d|%P#7v;Rb
z(Cb^w;<y#sq+q7SdK!;)yaJwvSvu!Co1s#fpyBS7*9OaXzR!!)?@Wo~wDOy{IrlJD
zC$UaR0($m@H4T-hoF}~gKIxUd-}n^%0w0}GM2;2gI4dn;S8Zywb2`KF2`(181Lt|;
z3|?wBqKpQte%F6H<&H4-(`@JUqE(3z@!4vhLFe@hFHcdmI&`jCZBa;;Y#Q~KVS>s~
z6;Pfe0Rfn%_re>g+v9172^%Fw)SVFej)p4Fq@9%mOh26x4+wT3(gt0<+3+$q=F!@e
z;QzEbdopXjY$sG6(AgZlO++L!gP2$wlo;Pb4awYjn+-~sz?{{-=uH?LU+Uo-9}}Iu
z+@T2oiPAgCVf}@?f7%Z~@`8^U#u9&45}Ax&#<w6Ae1%^T0;U23*zMb%xnw5#%dfDq
zrMWc>9lNgV*&rESZBwFBc--*uYpx1sHx!D26(mGzNxF(4Ws}~%<K^|hg1)rOqgr_T
zB$Z%&7U8z;vhZo<?lEBAYo6iU_twbxP@kh$iH-RDS$wumDEf|%<4b$fiMs0aBfBd7
zb@j5t-hy|~oD$H}v$nG9mybtnFul-=2jwN0XErKL+9_=+<EkKNxmV8ft;EzIVEm?1
zU<fJbF38={a8{)%rwfNib_O-|J#nIn5^Vl~DwO?(?C#*h7a9~$L7wv1Lv!B-H0Cx`
z{jQYtipmaDF)4RC_6uG=hJAxGtN-a+)hx|*Z+FPwxTLLFTM@YAw=(C3w9`<sQ!qV!
z3wOg)8?bMVK)X#3<#*%J!iuWaug^6~N=F3v(=uVNN_uNSpP&uO_|nsxe{I&dMfLer
z)&STDrFPrZFh*(kPm^^{Qod=~C7BttNIfvX|H*XUkj)>n>LX7&*pZJgzG(=(>29rc
z2C%Yi34|wEZ4-2olmh4y=FiOiBvL}9RYHY-OSg77T(y*rGJ^2*X6R+Q;V@|B5W?3t
z@42Z>TX$v8Z4~L~yy@mNy685-EZ>iRCAk!Ft0|F}-pehzQX|==Vh2mH7Wgl=ENqK|
z`Y`jVzGljJ5%-Rl@kxv|>bFBm>VBHD8+d`|DZ6y$3@9Lvyq9di7e8|>GC>@`Zz~V*
zXEUxWYF(-#ye#)LOOf|SHY}+C&~zqMrh&LZx?qaDc@q7wQ5Ynx5EozH2n4LF3l*{3
zTXdc1_xb2FvrVR35%h&_@s)*NlBUofAp*abmU0UvhcK*>yXDn3Nrc@4vVmu_k<{U0
z=_>e)7yL)KxpncR_aLI>Tgcb|IE89kA-N$ubWS(QOt$<9N^MLW4y?lmEb248^`LYY
zZBn5-`aB0gk4l#_wX|)$7f-3yE>*5ypZV-!7LyO3YIqczcMfDkr%|e}+S4`Up`m!+
z_|<T6F}~qMryGK%kK}ow-D4SL&kxrn0F*+uPW*Sf=RFrN)8vX)0Hu73&YU&SSsWny
zwBqD5Hol+4!YVz$`pNGT&Vzj-T*8EOc9K-sFdI?Fc7;eB?r|ViD1en=O_W(NZbZoV
zOEPWLI>@#HHMi*8aWxhND4(Im%wA>B1;79aqT3JnBfzXy;ko+a+yz^g-0>2Yt9|d4
zu)?c)HVtj@+PTI_I%1SOpt-ktgw9sy`6HGUWP^{Wre=_vFDX^+0`??r>=4akA0M|K
zGO_xO9T6a?=-C%<=__$mfkDWa#YnGlI+C+DU&UNDcsA%NL#uP}=PXjNG>YsqxDIOG
z+`*}-CgG{8llhjQO<+U!M67gqFQ-<!#4Q&SbP^4v4>`R%t=#)_cym$;e&j+wwl17c
z^030ymDp)+?2b#R*qOsj;p$LL$~vb3R0H{mw~xH9M&U@zeN_2lj8NKBaTcw4o6{n>
z#BF<`ZP%^363Iv)chV^)*_9kCf!%%~31})*FEXHoZy9~?4D%pHxo~>Rq0vZCnu=;{
z%v$)OLr*#JA)@+dSA_iZkW$9v=re$*#1H8>a#mZub-VYrZ&$%Lw7i+Ooe;#Al<L!x
zBnSG8prQT=8*1d4(Zg|pVO{z`v{#()B8=xzRnG@nfJa6;>WrCdjzkIz>f`T%+F)w1
zjCpKzFTDB)eOJ%9HSV_<B}3i}A`n4$IA?`!4|8@&RNEzUyMOPk<45<-6YJIKSbe@b
z#B<MNHLMFl%#P~;mdLkOunBZh|HFdzj}Rt&*1iRB%I4+8cZ+o?znKZfK0|IRUM}ZV
z@kkkS&uU{cevif^9=Yh#EqO=w-I*Ot^v`6nrXbPY3_Fk!%LfQOz2jywAfw`wNf;5z
z*qq*K7}`L_$iP=d=5GTg0GEg>NR4f~lNW~S%;c<lt}##fg5LUh400n1O3y_ZfP>KK
z<Z9PSGmmSTPYx-4i~r6{`qO#S=lF=BehcWwe_Q?37=cE|`7?<>@2v*9O$k3gf%n4r
zNkw%;qkEU$h#v-DYi@mQqclCui@fa);Qf>2#w;-&3S#rhlU6HO9{JdZeZ}}#%Rn<I
zJMf^7z5bX~=i~aDhFQ5U3Oe?9Z->R^Om-os@&(cH&V7*2Z~dEuHoZ9pPfq96x>JwP
zqh0)YjdW0uCeJf1SE__Hs&jp@2?;KtKs+)3JHb@-xf;(+$4YX{(#!SHMWgn_6iec?
zz-T_G=B*4|N?AVa^Pr#Epyp$J7^A-NMxk2enp3&+g%4x#8->+9l18HnV#bT$HHg?H
zjU66lfJF0GiN~b{w~rr3g`Xd;s@XJP+45UmKz76e>|`JivrKvSFF14)%4yk86X?ko
zhhJEOWbt(DtVI^?5M(5Gelze7eJ%NT;p8oQ|FL+vHd0E3ke%r&lJ*R9oN0&rpbZgB
z1ozXAP1qP{;qd*arkIH?k;yFq`Am#Ny+X19Td6Hlex5<@+aF~RbOkZR7XJe6aUD=J
z8k8Iq<>is;#+z5{<&}^(olUV#Iq9`|`2{aRy4c&`iPb&#59WA9V_nM;&r>u^2FS}!
zN2B{G75(!$u0;a;|2zoKb3c>;_|@f7U0q#Br~tS?0<ZkJ26t7l@W!lbPSM)G3GkPB
z!nSeruGghiKWb2hDS{F&(rk_t14ZWY$09rUA&=x*_nNsTfFoA-ut&s~=%2&-LT)7r
zcA~n;#AH*={MzGp2#Z)m2d}n#D1D9kI9hoeJubal9EVZYEaH_k9dDSFrU@<L)RW{i
zU>a1U`AedLA~qD4<ef5C<z$|f?eDf{U_Cw9<7YT7)IZj=PkSW7qzQbkz?Re2>k7dW
z?8ou-ZusT841Ie7E?Ym)(kH>}*gO2Ez~t9J^I_R3rXL-zKsqsQCdhx&^tipUq2+QY
zQ_HM&@9u7NKgVkk<FcZsE6O&_L-epNsb^nv5dIiWH&wygLB*4mPn(4WZIe$xi9X2q
zfWoA4y9L$HF3_R?J=-~VfU5f7tM&-E=)-XCE2rOio%%Nh;<mrkPOr=a@n`9(hj1^>
z3=I%@$;l3@>3Ds8dJ`h4AdxOs;Q@pEoG4?7gwI_MUq#^CaUdQLpnZ_MJFtJoCeYdl
zhsR*O`Bb4wNBT<nA43CJDnhX|MJ4wqS+&}3a*M=k^^Sbu)Mhg#f;Sk?|3>K$H2D>d
z5?F|}H_|yQJORz;iBLFF1y^l8LUj)~=z!w%OJ2<MsE9seO@R}&Lc74Y9e<o~fY~?b
zqhXd`{!5~jIQlQjdrth^s!R``CGWnk+*!@4!KPqStdV&aL(ivKOY3ddGC301Gm<KQ
z_*1_{dYjWZmAQSne(xZta^dOhWF9#f?lN@cLGMHat6@Cj4tR~hf{RXWlTNz#w3i-l
zWiksl^>y+2RBX56n;+QyvfT>(U3nTjKI(@4Jx~a(8LmoOT|UUr2gT`gg)$<KjDhn=
z>BTVk%0ahL9%yp89?dKV0SVMx<UMoVS97WdRvdiXca1^`cdA&8B#cLUdEdKY3E5ia
zHi7!}%(q4OlrNoEjhzFlckP8#*|;=~zysRS`5wb$R$-BeZ4J>{fGZ>1IPN_M(AJd#
zurvaSgm-QSHgXeEHyq5ja&)WeKoORXGBpWd9jb;`2Glk*{1n9HkK`1O0HR`HV0X)F
z+FNx`8HGy=Yy=%k#u-`{hE+GWClx#@4_pdwUYpCpvIO7ReeCT<ALrg&M=c}cnLm~u
znDtvLCksC;16I>K$aFOS<yS7Z1`}HSL{P?IYBDVwJk%V``-cU=H-UZ4BGvX`8d0|)
zHsM$jJC2(HrRi1*jBHjo043mLb&nymoCiq#eEdZM8(g=lM^37((d5a0azPsKD-FfO
zE!@#tGt%HT^LXn?ev5ZsQ_<f%0olwPQ_#%OSe|8FdL2mDIi22bcwd`9gOD?PD%(x^
zcGjgiAZ*BW_4Exad-pl+0D5EMh<N&4i^QE)LSMC#ihHNApXR@hPGc@BRQidcpa~8`
z6C*8S7k}MJ(t((3v#^}Da*IfcG4)x;T*pro(M<I8o!4>a2~6=@ZRsP=zoV|6U7}V~
zdmubv*6W)()QYJd1ADUHykL|~(8ey9A!ot<PY#F!N;*)&U{ki;u*o^<eLLHc`kpYZ
zj=r95J{VeEPqUVif#06RNB_4fkc35%F1tx)Q{r6t6i9ql=@Y*=5jUR16;PxnacaD)
z2UPsJf*%+&k$3OP7feq`(==WDG@Z)$p!ZU8vg5&L-_U@F$=kjn1>*WAGi!7_=9wKj
zX3az3&<q#7#_8W2Gr(K(CLw-L51F>d012|}>g~lYxm8PypEVlMjCY;?v-{U0GCSe8
zee5xxT(AAjnZGG73vxMUvpJps%Xh9QIGp}BT)%C&sF6gh7;d-2<)Gc|`+e&78b8p`
zEn2<Ezw}p3fpAr%{@FAV&&O2i^sTcw7lxG$cWJ)NA-EJJ7so!n%h3H6VAfn2@5W&7
zJ~e1;nw-Q7y3&<vxA;E7Tw0E*d*ZB7yj2a)0Ohs~0rKl_uiGv7r@axH1NXdwh=U04
z6SrzL^?~Y<1`tE<HfDoWZvRX}iy2H59+`=#A|4~K$u;6Qe1AvZz=ev(s~?dK#GQM+
z?n;Gthf>dw%}{Mr`fjwKq>4l(vKfBdSb9-XW0Ru}^R;*P8$6~$QmpGHM=xD+GQ-U~
zT3mFY5jVLVGu(c=skY>|Wh36DAnsi22mv%kH)?2Dx=v}9(eV9#J)mR@SC+x8I6$4i
zG)WHFc!HEcaY(8rIC2jUhuws&7Nk)--An|vGAKuK>0UsE?zHgeS4IJQi?j=jm;Q?5
z6|Ig;fQldKM2c-EES5eHDO7o+6B>~I?+d#nza#EE*`h}_cI4{gWdohIZZjUA@=V)j
zi;Z>~if83hTj(x9o_4N1iOaGpObxkg$dBjomUHG!g}VRZ<`J6&T?$4D!h@*Sp~wJ0
zV{`4SP%>_@(j@!BD%YV0d`f~$LdLBPZTR4(@S^w}mq!+y?KYlA9f`60%s6XCFV}Nw
z6qmTveea%wMFY^45agB(wc{WdYn2P}lZ^1&!r}^45UWK>sajAn3a|Tj4d#4Hui8mX
zrTy0m|CK<(j%>5xX`)6S*2!}?8lncuCypqfm>cgl^gvuuCZ$48Mqna4SHP)&a%}jb
z8n)@8cty%0uS3O-2CuGR5!QP7JX>+B!o8{jhu*3uIIDXnWNTwmj3CmDRf?1W!kneD
zazDoNQfj`H6P~3Iax&PF8(v=F6uPtL+XrvBg?v2XO6@Xy`a$2bEWiW`HO2xBv&@s@
z#_<9p=i8vp-#VADni2?K4(T?|lcU{&d#C=|(oPcq9}Aa)M0qdxEX=KZMw4<0l@2MC
z*Q?3-Q*b>0$Iks#xUOR6d5@yro`y#i?-tq{QVG1h$S^Zc0H)d~nQzeGxY=~6H_))6
z&yGBq%mU0;ZJz`bDqvu@m1%SRHtmWwlv4dz-jpSF&f2M7*3v=YZug!C|NJ!q775Z)
z<}tIaCAHBzRvaoVS8P0LK`S9HEf(nPJGoVs5=@Mv@4T0t)YtzYOy=Yve0t>ApE&@s
zulzrPs9eBO!wCp;H+S(%kY>TKVaOwBV&^PzVS2&?XB>!cpq7k_%^13bYt_v!of^CR
zB|T!l7qd!4I+rFU__HH#OH6<^)ziU|^^u6@@Rny4z5%u)2G(s;+o9`b^A2=g?E?2N
z#$Bc45HtT`OKy}zI<Msoh<fUiZY<F>KL>fZ<!@!vgBBD1iKM+wnMReCEcJWw@tnmc
zZ8(8F`R8^!R+zUM$ZX&K#lNT^(hi`nj87!<7aEot&g2Y}?)C;wk2%Sx!lXt)>za;|
z%0c>)&BFQY$KNecU>olfvE~7^AM|aBS6~TQ#3JN(EGFrVGv>c}gZBLcr53G_Bi9OK
zaiFpeOFYgARLPozmzaI608=Q}0=s^WRDrEyp9KlX7X?obFXP$9EIngoMieLsw*cW#
zZ~)rqxn!c(@l#JJ2o+R?>Fb@>veNL|i}(Ex_8wbVO^7Sa&Sn)TJC+KLz3QQfYOhgz
z-jpaY$swmJPQG0c?sT|~X&_L_w}FlK0Sjj#CV>i~xrNPggeesIr_rdU880!Yl})rn
zV*uRO{8FfJp7k{Gi3<h%@SSxJ!VbaFbf^}F$UXr*G)nd9e4{AzQcW}z!}o=O*~6E9
z!^F+(WCU=3!N`Q9=P3IsA|)`s9>*s)B1IOuFsvAe67ZkYVHz+>-i@myIrDHG6`cSe
zu;DUeo6K1{s$*M~$HQ__6tt``>G%3}L8_w44&Z|HX)%>s&-9iqMsRO$s3P$(R5zHn
z%zlprn;A(Se*P-a(AjLJr6)Av&Nam4R*lAD+)m0-FYiF+uUG4rqVVp~0)B=*FYDZw
zZs(6&(~iI1F4G^)3@3jB-5h6;Xigb6$5f}%$5aruNS-rENsb#2^US1m8LNtZPS$3N
z#3BNv-K%@mWAx9Oir?M8vD5%s&q3N(>1Ujahi?4JsW(fhH=7n5Td3Wj9P>xXB%hgM
zc_y6HummFu6Ud^T96sUaKhVB;%ce_^-SF9!0c{7me3B+l`6vGE_J@Vu1y$vd(i-F9
z@*|}C#U#V=s?5#0&NrCfTDw=Y)nR^Lhjz4m@4-H~#Xp2J*C4E{S62hU07TAJsZzno
zUtfzc8ha8Gdd5m5^EY6tzdPOP4|VSG>N?XpWv}+<J38i?qn7fp8FA^z#N47P*Qh2J
z!%H5{H(K@n=z;>{dbY&4UoH0E&*H82hWWumB&wqaSiBm8?=_C8$HrZquIY&Zx<=wS
z=`+uf=a<HwVK^C;W*Pc7KY}@*tJ_~!XX8{?;Q*7CY?!oTpMU>WjzI!O#LgLSxeK6Y
z!QDj>R)T0QN(>d}Dedk4ssWYoaPtwqJJ^8j@|CACPWx-DrkH}$%pUe4)}56)u28_E
z9xJU)r*bPGepo%>ac@+)cG{8^QfW1J^rLwY{e&q@;wjAMvu+co4h_WYz9^709YBJS
zqkO;pi<rh{j{sl&@rItUrnSJ`k6)kOq*VMMCU={sHJ;ZGVcUuej9UgauCKe$-#)Qg
zFe80i4_cQh{pv(8)Bq^h<R1NX{bw+@V*l3&#T1*-XBgVSR6WOVP-<K?-xVSX<y&9K
zPr4X$Im(jhVIgG3iahS6d5exid|cEc(qqL-^F3BZ`I0oeS`v4+sxdkLt;*^470?3{
zFO&lFh(~qJh~R|x54=WiPxYCcIYz?J_F1DmjX}%#-1p8jmuudoEq3%(){LdFt<;+%
z5Tua)Db%QR&WUlsq_Ci(Pd*?)rA^aAW(K4M%Zzp!bM$o455;q*y1w#*p^{VrtQdLe
zq#vA9k*ELnr0lBEK(ZH9RL!7VrBux{cmH)m*FNCwQux`2j|;Pw1RTFgfO19TXHbe5
z4FL{_Bx&U9d2We^x~6z22Bb53;=DgXWN1w|**f|JVG&`|F>wC4VYTY*7#4VwVfByV
zibymrs%s=V*%Wp`3CwsM8zTRPq+8FCUy!Qq^bI@?VV#wKIJmVHIxfD*aQhxD(>>~t
zdY{*u78D>FG_kq2SMfHP@o{O+iTZS=;0Z1#wUIy^9APP|Zl}<6o$%KSM*>ZAL8F7`
zk>tiXl^AR1CwZPZ&cB*3gIp_Uk%sne^FqZj2`RBOssNg*q{1|Y^}W*jeoo&n+mSEq
zUSVMuK^ef{NxB;*JW*_t5U;n<ZZ+agqQ%#dPPDvr?oY&iI`=F3CQ42uqE*baYEQq}
z8MtcndkP2!goom#K%-*niOYthn}*_)1oY5$*xKs#QtIX(P6HT?q~m85pl~30?RE%C
zt;tB`Xc^R6ZSBpX+{-K7f|ca)smQo@m>5AqYmv2`UodK+$wG$bJ%18pCgSov8{6M8
zrl7(rh3|}{=UIP+ePK77+Xv5`KwO8`yS@l&n<j&{;7mZWo?z}bPxpaO_7erl!Nq^L
zE`?s-=^uXXW3iR2ef!Q6{Wc%%nj?g9KrD-)py{Ex?-A-mX!ZQVt6+3(!uZ6jRM6io
zywd&OxZ4{A(Ptr{n*e0Tr(2<=KYjjt*vb+1Kx6%GK!xy1fX&1_v1!u^9K9}V4}7lv
z`SXXu4<_>Hw0__!HKL3yc&twvMn^{%7<|j3NYnyC^9CXkB*D3W-)oMm&LMl9R`7Fw
z=sdRgqt3_3<07l2hl~(a5hb%pRV&qRUGojGeQ7YeT|P)C*pr!JM~!JRdF1c(w`;$3
z3%Lr(TuWlUXHG^<4K&TB)~{WEQ`nf*x<<zo9_0!*)4~ijtNn9B>NABjdVvlIu5w84
z&%CQ&$w{e%VR?y!i4mG8GWlpj0`S*}bCELXy{puK$RGOmMP01xJ&iu+YHXx&Wrgm~
zbAt4gtsd^)dt>DfKSsn{1wcgEZboTAQHAlx#>t1ZJJZ)OT>gkLXQd0G^{{!!OhtfU
zox+7J>2tJ~H%CAx)l`aO{)ot9XCB;$OGI<&74;uCJ4U_QIcMGT<?BGU!YbeZjR2)e
z*Y6iorTy#W|Gn{5Ii7a~%mwLZ%ZC>QxHWig;Pjh^{K6w51k(8a0wrr9<2jA?F9#EP
z0>YZKg)j0g;uY<~n7!Lwlv`%uNFTS?Hp&x=Vqv292z-9)>GyVp=47;0ulcs+dz%oe
z;Q>03r}-WK3#t-piobSIV>X&YRC$x-G9)L`HlmWv*SoGzwcmMQ^nPeacj`?$GYr>Q
z$Kt;;5PM#JI^f80b@fsIlexb_nE)#h3x=`tDHCvqV6d+k3)qD-Jse1zwBfm3PQ=Ps
zhQ8$Z!0a=afw*>ffqX$Q5qtT|FgL4mGrb&uVN5&UBExV|aKQv{T7-!*k8AHwz5}BE
zi(Wds=EksOMw8+}y)C+zAE;*T8<i2G^a;{<+i6S%%l2x7x14=ttbo@*Jo}l@7cVRS
z5^UUjTkSBGC3AAD^X%C(F4{~om<b&woX&NjR~`iqbjEUB1DVpyeaBpxTM>xYFp$^|
zYiYi431ZUyT=^EUXd74ay;8l+g?hgNPv;Gei}AFz?2Sv9;3{~~&^hHxPK?4=;egm`
z%Q`Cr2H8NyPxOs7r-k&reOoBkAX<dT!FCCimLw$chClL_i(P{&dT)h(cf4{#>Srhe
z-wqHBH#DB1aQDG{Qku)waH)Ce&W=0K!ZoadVI|hdKrLA^9V8E_b#8dQp|$Ybz7zkV
z$5mZ?91os?2!eM}UcA_^($_H@YI+eoILP<#?JsUKJ_rxLSd-2u-Qy5jIzB1wbD|>A
z*o%WXS5IzyaenMA(XS@X%}?r*ew&SuC#}UJ!UdvavrG<jAVCV_EEz@9BkN%Nb-fR!
zRr7$LWEU7rM^ox$Uhof~Kv03ob!8BkK%%G->r4L{F$bq?`K$KJtM*#YwAk<7{q9o&
zrcL>Tgn)=a;|y3^)xXzujoGaoDrtBbpn%;eeQUTg+WEdTk7>$f4!gNvj#Yc|w+-8I
zrNXI_i9}mw>Lfjc2j2(DvpIU~*fQ5R@Fq099tc+W#dyz+5X_DgCk2Z$EK5134in>a
z*tnewwoB4&S*h;q(r8!2RCcxjXJ#n*9Arl5v}fIzcy94*52%F$5|4rSGo#}WH<rG-
zZt~IjS{}1+jGJJ73I;|S4u6LU7FjCi#>BlA1gvo|BPPx%<^!a^Eve;=D{Zx2pMdFH
z1|Zn`?t)5_?9Xc)9Q0=KXGi9eYgtP^AI&D$en2BsjDIWx54yI19wa|+x1f~Pg~7CE
zz2_HtuG|s%H%b>9jdq{-D(oo!rJ(quc9jTDdY1#iXtE7egsYcS-&U=Tm>w2`7Tv&h
zQx}>cA7Be_<oF0#6l8cx@(zib1^kh;Jg4~WY*DKqDerAful8nwIYT2!<G>0j!Nmv4
zy8DG5^M?m~g+5$J(b}gsiGrHyy0j&q8RzyWb5T#0lE0uQUNMe_#sB-vk$3gi*ZqgL
zlQtv<L@tUo$}MnBIit)TJuIx$mpwYVCm3#3d(HU-%_k{oOhtvPQ0W#mOJaOyNV22h
z2Ez?1;Qe|MT|npb;u8#){sbM;uCwHOp=cPUNk5K7s?_P*c4BoAiybpH(#qQYXjWJu
z(_O`{pt>y=)*kK7_rT|_Z=|(Bdt-5kdEU<#=f<c8L2VvK2%Qb457@H&KfJwnP?KBx
zHX1-IAfVC|1#ENy0qN3IKtK=zgkBVBL3;0qB3o2Idhekm6s7l|2nbRnG)d^4geJZ7
zt$_RYe(#*`%$#%nILw|Q?jgxj*0a{Sulp)hH>RUTrUVJ<u!KPOcGybHC|#}V+x?#8
zBZYk@XS&i^R>H3Z#%Mi6H2rm9MYpE6d<Rz`4axhJf@)mx;{A(G=_LJUavak0@5!sy
zJUxtWg$Z$FC0*J>^N^o%)*I_T`(XwUTfL(`eM%=PU4KV1Ua>|yDk~|8kBhgqZu(O+
z4Jx3$%1ZR@G<cNEp4aZlc-bHA+`srg@-pH2s>}$$08#)D<{c-4x<P3ffC@;-q*Xn5
z-MQa0t>1@OYFRh8nANT75LtT4T`KGkShARs1yQ)XcwCY-Go`y2&m7b76gW5%I@+)c
zpA{(3knYVS%ia%7k}V@-bq**E#$z_CJUx~CKV90Qli;0eP$v8ncN9a{BUbe708&$J
z?|5W%n>jq@1FY&}$yDs8{Iq|p0OhjRFPE;hT+_W_`FK=r3AeU&c5j<^>az@_(xR}!
z3(VIYI)uA{l6c!SH2Wx;HShUBxnZc_Ou>;mc@zc+;To(`QvDAH+s=5+Cc85vq?O*2
z9Q_TLseLu>_JmDfo16nQo_T7?5-{(9LL-jzAqlqY^dM;h4azdhPv_j~owRwRhKjy4
z^J4SR{fpYl3ZWUd9`+&p*np%N_ery~6hMlobnQ2JE5WH2^z%!Nd9d^xGw1jOTYnCx
z+iaTe%UR1q18)YB^<L)>w*LC<sVnze197$Sanitr{fwE)IalkhOOhOU;?%Z$K1*Mz
zFi91QnTEVI4w2`g`scaHPcazLd*IPo=A*hhs+0wTgMymC+^Kizbl#B-RNcz@C=24y
zAGa=C6ZV@+seSZYy3zXz$y10IJG$1bv7K(Q-dWkPcZXNbo>HK^E7uOzj*=hm1W7Ra
zd#kSzfQzjGO!p@yCh{As0X3Xb%Az%bt$(1uz#z7NgACAC<Hu&De3|eGux`6Gt}4&h
zFwo(1O&V>l@?ryQrM<9h#w&NFqLLiH&HmS{t!*{&JHYzolgbCAD$AO#Q8)el0WD~6
zZqJ^}F1aoOQ1Gl%oz0`B=lJGR!xnDkXY{T=&zpxxHoyau*f}LE(n@_h-=R~vPM3K^
zxi~}~t0SAI$;U1#bPnPxeH~GF<i(C76Y~k+EiWi}fm^iXC}s*3za@Hp<pMa-T0O3|
za$B5Mk+GDp)i2pZ5nFB-6J6c7PRZr_L{oMkEgb;LG~KzwbF}QbCTGs4kzR#B>N{Ts
z7r~@^CA>tChI94XSuT=~nPOkqc8n$g_b-jT#@`t)UQAmJ*FPeNiQF})cwQ-FsxJ(s
z;!(_#i#{84CiYMTUHRPwFr*)r3@r1kY1bMzfdvcGF6|}7&OE|bAS8!LMKJp(>J)W4
zYtksGwER|d$m-2ajk@N)`X3-M3JY{>mOodM6)6@AD-nuPz#TFfe&#`a_$raFB?}f@
zXR!BsNF%fVnf}-p#HE!j7G!-Wz>Y@!j|zZh>NhsU|0i!n(nlKro78F{eq11k<@g~U
z9K5rR57kEO1nXH>uQ`OMt;83WMH4#^gu4b*l*lX0F^rrYlyM1T*3+EPG&B;EsbA^x
zz~&mRs#{Blt1UWVIL6nH=g;_Vh|}Yhjh4UAlsvaQpp$%DZ5~s%DrBM%QMwx(A#;Q&
zLP$T2bfycy9V^JGfr8xD)_dTrvXZ0Q^(h{chasH%<NRYwXFsH*11|ymt1~RWfIPmp
z+|~f-ow~Ru)`6{$0ZJXcJweGM2C7$es7AUR91w9_uU&m}52YMN6=x?Im!F?R`{;>k
z=lZR@egPX_!*surh>}lcDt=kfJ-shG!rq<dgN<_tr98XEI0uB!Y968IV*F}MgUi3O
z0WZbmbD=5cH1C3*?A~LQaFIhh`-)L9qc+rO!{_Xk@YTlTy}2t?R1oE!kvCeZdQ}76
z7G+jf?()dLuOS<6(09AuFbQr1B~cc|!?_FO6nZ4xV`HW~rbOK<(xAf5a*{~w6N{sd
z<%LI8ga!(hIG0LE4^l@h@z)B=Nb$^O;YK?I?45nm4_BYbg$Cp~+xSJnqiA^P?h5nB
zKV_if{gJc<$Y!uVcaq4{rx7qRP(I-Wcpm%vsVfiZtj=OZK>8`9Ld0vtt>sLB1><+}
zj=V=E$V*!|+^k9<^VyZVrxc#v5E0pYv!h7KB<)k_3XZ2zSv>&Fq%R+r(Tg@8U)-nx
zG-XZ04CcEX2G6Q@WFs#1l&Ed{oXd-cu~Y<B4SiS{3#hf-{)A*;Mgm?~v{e#VDS8_Z
zm?E9mUkWuvCK%rC@FT2~0tUV`q%tq+!yTJhx%%<p=k%AymN5dJbqEs%wE^h01=)b$
zV*q??`iWdNsJ9CyYqLB1gl8H@$==PwKD$i5`u>2VXM5@ct+a`<LOE<f`EzK`v*Sud
zb8Fq&LqDvAD~|Mu`HmQblMKL3w!Ws8fYUOU&{-D0g(<gPvX%}7r+kfAQbT;A2B}Se
z{LFRTicWK`9sr=8ub`5q3H}SJk0p6Vy#c$EG!wyA?mf=^waL#g40D+ZlEe@>VZQK<
zIib!kHA1MkY{wKiSue+IgEE|pXQckF1gHt;*l-so8mLcsTp%K?5HU3%baE}!>6V~S
ze)6+-rt*dDP^#7R-Gj|kW{Cv1iN$S>=Yjb=Zp>d+vl8eF#NK16qAluRtBYY}5{_3O
zl}TK4mQFfPb!&fOpQ%TI8HaE`()p^T-o6De2ynCOeq@=By7cS}>HV`r2nj-Gpk)<~
z?GG)dHtR^q1axE5cb32M@7FEVRRJ~^bnCPLevq?Szf2$XKul-yiTuA^>*5wr_qyzO
zyWQY`IFQgTToZBn%0;=WYW!tDnOq1&Vx3a#di&vpb;nZ-MgX(fGbC+tLGr?w91%%_
zjFl#97EM?KwGxoC_VV*==?81@vp<kx!pdO^skpyrueunmC)D9B_mU=L*m<;f4;iex
zphPYl#GW1!#ajYh*OKe@nW<%DFY4yeDdXO7^kma~;Wcp6dR_;Ed<RvS_%pjr4$Mww
zrY2;H{KI?w=Jc4k)e|_!iOTLCkrN8(OP<<6@zH8nx4~Qm%aeYcwF*LL5d#YF4hQ-`
z!nD8tXqr5Z8lWS=JlYWy8^<b0oIUh??FG5bg8^TjAS_P+FJQfYtb!_sTGo?9#go0W
z?%&*ri2Ll36aAi!Eu4;{!&_%J?ftr^iMRXLFLK>&9a)q|PrY1xTVE$F+J)alIVg<@
zY+t?%?nF+3vKEjw<|6DF7w&AD0WCp`{<!l!Ud=Vp7MsrO*ZoLMS~^}%Ne-R&6=40p
zC?vuycv~HyNyX*EiH-Su!sJ;F5&x%NG<IahYGh#s?OErWy*_+lz5!lSx4}=;`U#sT
z31bDDAj-p)L6T47G}j-s?@Tf*X2qE}QgGQO*cDL^-&Jknx+&`MSUhjK54v|10UBLF
z%@ND8xkT$6{da{o#^A>fhl4^2>#qj}6A|yr4!U2~`TNN_6Uy^AedON5`=2dHBxQ(S
zrGal|zfP!_PovJE<70^e$mzVzmO-$FkVN~J#d`0?%P3R25YxcaS!rZuN3cN$a7>%*
z%F{Ke-f#yh0Yo3|Vm;t>|DaqPgD2X=>q8L8N`tvDVSknTuexc)D_g1G@*TmHi;vt`
zILdQ+mlW~_AzWhn-z6^q-)-K5>bY-z7H0zWxZr^qa_Kp)%p^L;Q%8W%b0ldZ>1FnT
z#KC^u-VoN3VL#JgED*&%(te{lj<As&_!0`}W(6Wa$s$eGn{UC5=>A|<j#-wDKz@1e
zrXQ^L8<U|RzVT8^PwHxO?!%YlL8qVvm5%~%Wxcuuu2<H4mr9j56qc~w$c#xb$B^?Y
zlW_cwp@CTb@Y&Xm30u<#y8Q&!#RtlghkUz9PQr^feP`~nen{?MKKpli3lOphOt$de
z2Q#Drj_F9hLWk>$cu45^vT`)dlCD8?=7W#}pTk2xxHhWRb!fOI9V%E{YD&0aBcC_u
zg|;)9a1_1`U;sEXQR4CIx<8m+S}7tD=n<+Yd2s2)p1i5rJAjtKFmDnOy|wg)M?Rd3
z23!D9l!x&R%1}c%Pe<}0?y$~kx3hjtrd;StNBM^fMuZsm4X$7EcC~sf9pNuKzaR^_
zfBxt-7|CP#0$;nlcklHI7i4td6SG&wWH;=fO%fl-6npX^)`$IjX7BB@%xC6`s2ux0
z$?)0We2vpe;o{}H$x)s?K6`hp7pUB1d++W{OV6_bz9Vw*FyBxI!Wjo|no8v3S{qO7
zQU)dNcBe73m&3#ESuN{lvsAXix*;p$RitVGL>?66zFM?XI#I4oAi_3p55PV{pwmn9
zpsU}5=dOPExunC-E)}kqKcW<nij8gfL9u2pAv@9{F@>ONOb1#CBnZPoOZGySViY!G
z`3{PbpHf3QBfciX4T3h6p#iN~)&i23e3ad?OaF*UUalV3;S$~3c7D*NQg9ke(v7!G
z4vK<Y3)Tq$N3vp-E$ABw*XVb&0U@7VZRJi8GxjwmRgzz^=DOkMvJ%Xuh6*UCS9JEO
zyJ3FNl8jRGj#Y}4S=Fp2x`|3Wt>p5Yeb;aMhLRpc>Qc-mUnJkY%xWm97!ROTA^m^C
zfiTJb3#*xvPV8;f_loav;X04!CAoHFyJvePb%2Z>?v|I#NY}u1+#n6m5s(M&tN(ln
zZDC_p>-;s;;fY%kWho62p??t~(J|`uLxLzb$!L7tTL%!;kyFYxI(IUZi}(e2K30$L
zYTIyqWaUGA#~n~gf7&c4UJF&wcHQ74@etE=vG;#4UdqW~2HQ&v^fTs_>h8P(hXpU~
z=gc{`^%d)^BtB54fBw_!O+d>rgbpc!-MFb6TVD8#*#dU}p!1GaoZHdXj0YQwX7~1E
z<!pcn4oH0Xtvv22hiSuO(<0h}cdX3aN-oWB${@ZxT<FVa4)yG;%`B6s_Id-k|2x+c
zS88ft{8dzm#Lury+O5ieWYe<*+Ivb~bzG*%%x{KyZP664hAh}w{ncbYg9cFE@P$0T
z<sP1_Qw_(I5r}lzV!iQ`H?Bi~lB72%u3u01hyFHT?8GkJ&sa$MX8&FFx~suH^~ZR0
zBlh`dHq3Lwiulks<=QS<k&|!#w0txWW0%4XT)#^94Qluui`JXuF>Llqi^0c-_$!-C
z$;%cip;+Vp9=_W(&3g~<Xb;NlilBl{bj(-a^!kG0@^wyoJ`>V=N7}R(K8|Xwi)$N9
z(?gkV2kG1)TqHF<W+p>?V5R|R(EG7srrEU3&$NzDKm+B#AHSbpzwx*}`Q_3YdaM5r
z`pQ-ME0=QlHh8c*O5hm%p1h&=*?_a#57V<M3u9H#(p=Lolm@R5O|zs_5Qjxduf7(t
zut8{^NvC<e7!pKS4$7}RzxjG&HJVqOOYjlcFXh_k%i|6N1XkM~C}#&mv@%!!*~*~g
z3QBmO{Ccr3T^L*aJSsrv<n~T+F*0RQ>T8uyH%{H^7<H3z?~!9xYrS(%M`>O!p?)*K
z^|EkVFc!D8Mj@{KVFd$8KX;hoT%%PMbk8p?>YC*iKNHuY2`|+lG^BX;0z_@*wO(Qw
zXa;8<v}qR<q~+>Je(t1xTX>nUe^hcoCeM#QZ}{V8%ubp*<M~S~RL5&l0B!CS=4=~@
zzAx08mtSlUw>Mm!`l{7dxMwH_O*!vNn0t2Je1yAS8X1J!^s1CP%J)D~;b9_O`+Ert
zEbo}#zS*)rTIv?YtdgA#r5-@+UQQRDvf1zjJ2-fri8DX%OpKeBzEt-JH`?Y|_iR*=
z86y<#oUD~@rx$i%Md{=qo`X(|CQ5(0U=p~`L??W*rKe~$(WoZQ${Ru_v+_ZeUb@^N
zp3bIxxJB1sIT7}LHPm)%+D2JaHQLYfk-kXtk_wjNWA!6ob(Yttx=Eo4;k?c(WIz*U
zkey#!+d1<(ceb{mt#;?(XWx`M373s9C=CB+_SBol9jAXAOcOQ){a+diKpTj0B49>R
zd#LLW;3Zu6lDYZS_j@)qzJ51yz<xQX^Xbp_FH1tfrD{MCf$#ntkr}Sp=fqO0jd{6N
zyDybzAqj-yP_=B|xSOi%%X3Zk%CC&;g&Abu)o$RtZ10CpS)m1T%Q7Ckt~Fx_Tlxez
z2E2RvfQ&QejI8)l(FP=^LE4;P6#qD;&_Ki}!3>6Pb1TaSqQ3#J#-o9^VyN&Q83SrA
z;SvXpkFS;HfzKNY;VzT*yHZ$0!u5Ia4Ib|MzZ;E_iQ4JFM-5pX)l3x~v57lSsgDAt
zYK1$>+&YbYnWx519}ZqB>Y8~86iR?HVn=nqwh{_^TMBsW+I~GQTon#TdKIhE-d!fJ
zdTsO<US<n0^Z1S81=ptGAf9&>tO|N9fKdtrV+Jbatldeq`&m409J-QsC<R|>Ie$p1
z(Uv3egPY_89#0PjeRql={xpN3#yRhk-Cc%0cHZ}@VVs_3X6Ef%oWWltb-1Bfy7cMK
zPv)aDBDvSn{Wt9KRRiCBR?Gs^dFmsf6Ys^oK862kF=ob2J*VIzv3q;GgsHbZASLT9
zlVc-zEIgQZaC$pq8(Kk%u&_BOYz$iK1o#;q)Svm29it+-KDy!6iMCswK}kT)$-lW3
z`hVYcL`IcY#G?49j^sfrrqm;9IMzp&NlF%fgsdx$s?7{|>a`Oq9D20Yen#4!#*W|_
zG!NwXpxH&zJ^cQ?GzXRrTHVc;MQ2o#uXr{s?sz{BG0%VS=rf<S(Xd2&`5w{uB3bAA
z{Bp-1<tJU-E`AT-+1dF+mdpyn${+yw7vIE-zyfv$eXVDaVE^9#rl}@h7Nr@n;X4vv
zFGnWX+rLJZ5UZyCZHkWh?gQiqEMZmGc%=J|bz3HJ`^0Ad#ff4?KxlxO*!7mc5~n4R
zvdrm=PEJ{i&R`d1!%lDX82A-}&SagobU6oDiD`~G7Z8U(<$J&5&JrrW*yI-%JC}ml
zq-=U5pVO##@}J^0q{yt$tKP*wlIt5Xk}uqTCpJ9jdb?S^=jNJGuonE$(6m5I>LTr(
z1Glf#e;bprBOwK$qDtBZkIn2$QGHjly$)XWVT8@HR?C!U_edRhED-yXqeTv-2K{$(
z_Bw4iD`G#Z=x-Jr9QBXe%BN~(CNrP6wWi?me4NG@5OjRc#}r7(_K6B+f=8PDEjA$Z
zI*fUkU<Qk_lgQ<DYz^uZ73e`ohU&H)9sbVx5iT1|L)p7@%eraTkKJPzl=WWINEl+B
zRtY(*SKT<p%*?)+WWN;;-vEy*AfVKxAhzmADuXQj_018RcZm{1-gTgAcT&-t$Lw->
z21QvsmSE>9y$I{pdz`1QqVwTWgWlh3X9lnm{6H<z^>R&E7M$p>Z)27;0}iW^E53zZ
zL_ksLiEgbX;5r$4i7S50g=0RqVv3$BQ_7U=L8+BZjQNbVi(NXCr<loWdx5}feJunC
zaLgF*eF^EQO7=yqQgD5YhQ8N#T;>qIFH;nbk#}pm0AV?nWkSZ};0nRkKxoqcDKZiz
z>>Z|0<ooXh;i!3T@#K8(vOccpd)l^ikfg5{hcdv~^3$jcUV++`-&;HfHc$cXS!tg!
z%wz$AWk*&CDF=?xnZrPHFg%o*vS%37dkcd+hlwc4s{0uto%0~SPOz5_dh_7SnD)u&
zW@#H8eF{WJ6`@2C3tXZ6wC}yAsLgA<f1Eo;FPZGV>h@W*k3!yyZKeiT^lxAAOjGB7
zDm=gz&YW+UjGu4{d#d}4K3oVOw(I?AA~0dESVrI;jN{8Hbt{h2euV$ja5ryf+D*39
z&K*4d#vvy|f$du$86BO6m-wD?^}*qXKD_BHGqcQ4;rh!3gK?k@K<f;Ko@vmt<o<P3
z1qcCtGng5qk-(6vknf8ez`Cpn$9!T2qpaki@eKqD@oUu_tYGFJPCi@y$sa_q&(M{3
z`8TN!ly*0)t-rRorM3dbJUtYB^w?;bZJBc{y}X5kfH3J7!}=y@0Uk6w_CQv!Cu;-!
zyXv86*PZHcs0SO6h=b#XuNAZ2g2WydR1l9(pc7Z>6dI!yyBj@qi9`<5RHPz|Rg#gh
zvbXN&_~hr^3`{?PQu8yVP8<p6mxUxlDG9$SP_q=cxp;&d*HoA7@3%Qn9*od;K2Ww+
z3`LK2nZSP!@MZN@qLaz41a$rVo{O4ML_b`Z9Abjv{7TPQD4%YtwmOcG#jT3?BC32&
za#33I0-If(%i`sl?Q@W@mB9sGm_Vfuzfm`lrysMR6hZx1MFBO`thf5}am>vO#BUbp
zUiv0{EhCF12KJ%CIXI#BntYz_D0mtSKSq2!7clVeDROJ1GyP7FiN+OGKIf6=WXDj!
zRN}QWE4sj*IN=*-^I<fGqYeQIz|*r;V0)_e?4bTp-3IQoqPJ`!Q+289Inwa>JWQ|u
zV3n-1p!S@9HZL&(T^V2kyJ+C5g$;@-?=02{E<Dg{Q<FIqfBg+H18i@gc!dyZ2=(#C
z0>ZzxAHaYG-k$#DEZqG&#9rZgtu50?U5X*!O@-<|it}5uSv$*;I<G!f=}R1W=IxQ4
z5{8IIe~QiwZsyYjR%d;Mm*_JX`Rz4|)8^t{VK&7%q&YY=_3tZVE0mD~D*ED`Rc-sa
zWfFs5e=+DNrB5sGPC`~la&(F>ft4}<M?ppL3-B`t)j-2Sr|zPLmi3p>4sj@K+U@GH
zx#xU9QWX>+n|E}iq~ps?{&vt8JeKRTh;yP!^Gby*Hv(?f?zJcs40`u=`vLW(d~mF(
zaJAkE0k(!w$$3OVnv;pejM1)Uk9EF(9vVD;N}eR?0uK?2gYZ*@{-4_@1w><7t3oH&
zCU565jvK1tRT$sVJAL14YVsWWIIDvCUnAO7vzFfiSIvd`KAGR1ibYp$X~W0BD*dCx
zrR5osKWiop6fdE>_r&G+er4QVs;KBnrA9;Yy2&^3znU4b^23m{%O^8~aXxT;Seoxq
zA1Dne#{v`Cprxaix*SydRw>$262S0SG)zA?b!om(`O^(2%03+UIy71jEBJFs^0NZ)
zf^Y$W44Ho5VvMZ;3*(I+mDBxa?kFUOjC<`)Sg<9=B22KjDV4S<mim3NJVV!1G&Mvy
zv;e3W0HeXiI5X+c-BxmEda-iURZQF6r%ZQVZ_w%L#b~0!vU+%VK}99Jp5^wzMs`#p
z<42OQOGT;%IlN~g3ve?>5f!H^G#))ZH}K4s=+QT{e@IJ5?vQYDTGEB~Ye=uvjO@_O
zjK$!MsV$ypf*Ofpr2Bdx<05`N`&%iS&hDhV_0UJCSH}A@XScJf5~<<9A}(}uQHp@l
zeAyHsqtR?VLoGerLIOF)86nNKK%tWmTE-kH;5cvRd)KC9PgU(F3Sr<E%l%zq4^Yy8
z@l#XHxCaTp8vwn+KAJ39iRLjOf_H`ac4z^&k{Rpd_4;h+{ks48$hWDfsm8S#h|auO
z!+D~zMc8%Pcq=gt&WpfVC{uO1Z#ES~O3&XaNS$f>L?S&Mq-2vnVXKgaPAv->q4VPr
z(R^$>ba#F-1**J1Pj$1rWnPLJa&iTJFkYK03VZ9K{t~fYfX6(XjIjn=|E)xzZO2ee
zB3Ni7_b{|s_C=p8>e#2JDxF*c2KHPxq<zsZVlxj+M-||DB|d*xe5_FGjmelZMp?o#
zDTmjA?r8Jj)1yBS9~SZBQ7oqQ&)IVBzF5jK${Zpd($CKbHyJ_Rt(aiFzTs=kbWfim
z#9^~*SH^nb0@q?LkK!4R0<bIgf=?(b)_|H5@VLI_vBrHiNZ3zXH&(RXseszOqPdGK
zFXm~FeN=N5Xq?!*&qL@=mT=h{fcS!ceN}?9VU$lB4GiAsuc@~FaO#SOI|jMn&gVV%
zwH)0w$$HuqIU!Q%^dewDKz=ag@EKwvQYhceDjZ!FBz<@6_IOa1m^C&MbA(lTj}CXD
z*f)XZeY&?oIUkD70zN-@24|aE@uDLeOX6e!(&LGb>$M!k%*%CvA*txyx0LDSvET$Q
zng(Jw5P7d;EmWksVUQ8sO&wae*A#t=thVhtTg?Ume-OG!dyt5fo2I3cRhGKbu^o0V
z<Kw*}GA_wsPZJmB`4AeS%9pn&0+3G9?ppsi1)472i9Q-n&{h6Kr|r4H!#|Mi%ijLy
z!4W{NnLUoJ#$Jof0?g_XY!7U?ClOd}P97vy&l(2Fs|<VuDEiHVjq2gpPn^E)b-e@=
zXc5Q47-c|D@$6&dp_Fx5=5T==8`UC{_x?LzY`7nm<++Tl@}~?z@+I%(_S)srUG~{G
zQzg35<#qJ{URv}Q$LxK<2zt7Uwv5Eeeo&fb?9R#hG4>{<Dyym-fX*kTzj}!Ueb02<
zbEi{EEJ#ylrFgaNZ5iEL9~bW(`KV%R469eoBm*eY9<{^&w6NdNd0t&dCCz<X-TplM
z)=_QL)tGiI>v2m=(h-Y^xpZxW(Vc=GUbmGst^Zy0L)%DC=FtDgk?5irKr85}Fj`lb
z%%tOL7wzjbq0Bqv_M^_SU=T82E|aB9mF#;pd(ePDlkYtJ0}{60x4)QB(|TpW=dhRo
zc_o=~ti3Iq!H4^!70<!ulkqgG$DZ@GmRV<FREC#$jn(NOZ70122nRhqQ&v~7D-?0o
z8)pL+oTY6bZ~vZCxz(<1_xz0FRg<X&$x^-D1t05<+d84=S2zKHyx!JZ7P?8^fx_cA
zg%JyPtmg+X-ppBCVaiH-Ni-B8;a<|*Qk8}hTLN6S+k{`A35YzVjzh+xh)y;wqHgLA
z#?$klJ5z1G{(xEar_1snC9l0s_0mC9N!QCFR`*OJI(80RbSBx5G0ZKLg{8vKI$j)x
z^O0Tk*C`Jl#lIsyumEZcU2u@Te*F>NtEle5`o1Ls7%N=84@n|Dna`Rq0_7RTSAVy4
zk9b^H+VU;wrAVq2j&v{GLT3@`BOkPh?^&YRe1(1&CQ+q5W<4sC|LMlkYBP<Gbf)IC
zcw%DxtpmE>Op3OA1#L-0oQY9ltiK}<vrr(ZlsfJMK|&TmY3yRpYB|y=Bl>+FVUlF<
za#$ZQs0ua&J|_DnW~-#Gf7&c^1b3*S)az*=sGh!3{Ij`Yk|&dC0uA<bSJ~4Mf4aIB
zi#6m2wiVUuXlNBv;Wa@>)Ze?qw(5XxuCCM;R`do_H|!Zh*oB_Qzz+~0W0s@i1#TnV
z+O$UEf(->(mga=<FF*SvER*Xg{gliCO*Do}&7@CRJ0e`ReCFF|5ENeunYbZIA}2?#
zyvhD;^r<}+90e2pDY;90b}Z~atbK?-&&xq|*j5<DD^tTSB%k0A30Uc%Ah_+jHhEjh
zbMA^S>uO;2HY@D~+aZ%`vvQ#GG@3dOxlea;#n~7buBCOob=3lDd6*>VgSh+GJp#KP
z&*qm2wVBz_&5g;d3zh*o&WexC3S*$uRbW;oT+>B8G%?Ifgi+}%2TTVoqXtx}&8uAw
zbo0DybUt2ybP@wv!H=3sANW*<dv`b+;2hcJdeL|q4oi>D4<hxl)xOzURq-YEKmZPU
zCiT&U*RH6SPly5=x$GgDYUISGb<k2<VV@q82>1_FUhjCw8f=dF$q)xDP!Sa!8TT}I
zkFca>NH*VrDa0h|Ao+8lWW+tq+RtQPp!rSRh=i#*O#cYLxWCA`H!nS3r-o^BT-7X`
zEQ}Wag6&<VBp+H$1U%cq(~zPQ@TB3&{Ah7C%kpx&P$fY6r4AaEr)MO{?%46)hJtki
zzh`eb(w(n0zh{tTk{VN70^qB$1%R5XdK!9F)Rj)DaEam^2i_(nR0~bY9bj$qncUFI
zt3UUW!QSfMZ>T}(kP$V!nNk3!^j#fb=t|I|-JkyxP9#q-EiN4GNm;i?Ls#W=LaD_h
zpBx%$zIgfQDySr&<w6@xeA<1luehW9n{BWfWkpNNxH!EtV|^#ftC*RepC7SS#nS=W
z_!hp@br*Q`cO?$L^+f>h5p4sBz4AlzS?1xAcCa9*nP4?Qo-}9)&|MMY$ykd<<=La8
zkt5djb1g|M6z9+O;s#1J9IoFWgN%GUnkL@PBznL)-`#Ew1r<>{JTZBl#;4*5YU{Sg
z$a$T7j`-RT-Xgb6wuLAKV@}?qPVgPd?6>3-)<W-Pl-(oH126cs`hVJ>M>@iYE`Bd3
zZy+i8h4<SIY$jUM2vIc<PJlFreytB@`+q!3rlViiiWLIQ+kccE$!R@5qYD)(aV5;j
zOE}!?ShElpdr-aWJRcZ)8(mwW1{{BA+#hSEh8GJNft&IjQ2YI*%XR)y^EXzOTBz;H
z3K2W<oPRYf@oS%5O4u`VvJiOX&jAOpcs+<TF-Q!|-z7+mKF&J#hu%B0eKv!M;n_qT
zVd)b~N5-%=N$jGu^^Zqf`57fgsWe2_gop`4afvaHZ1p&<>~*^{*7!;2D#@(x*H6$Q
ze?1b74IkYqxpAVHhgs>%>;3VsBwjWSSIMW2R!IY5Pr%%<d_rGkG3fAp>o%_Ekqi4^
zQkZm&2B~GD{#qK$6Yzp0UtsT@x*p-i?*`^01GVzf=e6s89M%|LH+-<qt7m{ijW`2)
z?3)ttZDHa$$jaztB_zG-$>F!o1{MZ!8W8E%Cuar~$T!FbJ|zR)hvrSjbwZ6*<^z*j
zxje)BiM{a8CChVm)>HBrOc9uvwgn^G-GMu9;}Yh(0pg)S($>xyrDVHE7F~9ul?*zK
zR>y(Phg@ENW`%>K+bipxlZ#oTAeB+c+eFu7i1JqeGuasU6a(73RoRiKSthV)`~{5A
zyk>mP1gq%y-t4pDIN1CUmB?$JqariRyQs%)wCxWy{ftsPXL9ZzyM!ADe=<tl^~U%1
zNwdla25~c)VKi<D(Kriocc-_>BN+gbJFaD);Lk!<ZsZ?Buj+7s?`({0EEbqr)wi(c
z|C(4Nr}*l@M0+3aRdH{fgKMaY^eLrGbbaj;<)P)a?yrn56M1|cKdo={wVaYa$ciCD
zcr!eXMVq`(?*+jpD2A6(Q&vZ_s|-k(bm{ri)R3hU94P>54$J&_ZA6Lw+v|Kc1sHMV
z{X{gDS%@zh(5yaqn&)L;IU0&ytj(-psB(I-0;^%b$)gpFULG0n<hHV5jGT#9y#iEE
zx9P5Kao{&h1|+eurG<q*vAvuf8e{=DV(cpflGYm^$j3@GpOyykMlF5KIzKE3{{*Of
z_q{hWZB#^`Mq&+T7gUC9ie`kOzrHGYHp)E@>hrG7NZ<wFWAb_}3wIb^xTk=`-|>J&
zwJ%(gx@Q-^G5$tFocj^K(MSaEI>d+JWcD|oNZO5F_t%j?RTqt>=I)`5kT0JWXr=OV
zKB=B~IG-VU`>0lsdhm*y`ARE|vfex>s_yrF{YY$ShIu_E<j~a@sp(j6)6F-t0*|7Q
z4VUGEFG?skR@YLKn(AooN8z-L0n2|+s{K4(*T8)pxomX=bS%d4#r<nV0j-i=or{=X
zO3+8<mPZr(SsJm*id)rAE-UwfD^z4gZq<$I>2K8Kl}^=m(H%0a*17a(ag}?2Np%9Q
z5?=N*?23C>wK7-Z9;Br=puB73DigC;(w-a;zGY*XV)IA)f6IqR1HB{_@)5qeQ=T#8
z4=202`D$orjRv;v_Y$tGp;J;~n<o!g++j$pTdksTVk&-DTA`0h>2MF>GFl<|6Zlj}
z;S18alF=xJuox#n%26FeRqw2I-aMPz_4-pphwhb1^U%IQU_mk;uacPB@rf)z@$Wf5
zAquzA1Et66uY|hI@)1jaLqv7-x4r_o53?p8SA`dOJ2hE8#e{y@i`Y~#F}%~aWX1Ta
zwN)#fs-4|_DqjcTCJIagA_H?TENMneBE;=gfIn?9hGJCb%d6g5uDmAgnb_IVl*0{c
zLYX+<V72XYq&+n}^T&m6B#;IeF~SdG&Uf>+dMeGb6}`Vev6GYQKpYzYIHs6&8c&Jv
zdq1t7vIUNwOFugz+}dUQ*i5DWV~p}7n37RR>gK_pVlagRWoXdrjA<L((c2}x>t#$H
zSh;S`L>f3~w1#f-4ioZJ4wNm;)*)kmPL?BwcSJSb;IB~N3^^KeJIewe)BWD%Hd~`)
z;Xir_1M>{l+g(so-9M}q$Id92YgY_Avee@aVn9K%K0tsfyrMaE6NL?`T{5^+hSs1E
zJBUsOyg09y`xJ^b8qtrXyq-l0F-t)_s7^K;hS{o%R&`R91(|glro~H#Uhe>nt9BNt
zmFqsCoxxGOZX?OaRjXo=u)cN1P1dE^Kdbas=N<@1IXJvEjBe+fqPHr_mZs%DtW^LU
zO;i}!!9o6L*{`$!AwOft%5hdG;AHi(6`%;?ejk|^fpNvg&{I@&qCwiF3J!x^L{y}9
zaZ8*mexK&HeLR^-Y%&+`?gOwdSSLh6os!n-!=0eZIay%B9%c;>Z0u^QNCIA?fUi1j
zHR^7Bs|=}qn15ds;z3!=O9t+mLlpqGb31_HgY_T_>R>UDnP@*-v6;^wR$;p|FJ;&1
zzt|VlUAE{G**_owbz!zN(b^Eg!aqV|B6$n0@ppL1OVk#u__Ei16L<gp_18*><p!>q
z13`HAu9J7Yz$SWN*q14(Z<z!#5`a!4juXSquCAv=M#K7&GzhC!YH#m9KQ;T2e$!`@
z2TGCm^}p_aVvA1ZYqBp6%h)D=JPl`{j!7uWwzZ2ba)p(@$b18O1!a+0@kboYh9=wf
z0j7DA9ni2~L~hBEJubi0Z>B|CBJRa3URc~`lx0Xkj^yQK@&L1wHGhoZ$x<Ux3ClB*
zYBMc=uja?{o<&|gx+XCJ#={Xte@)M;D>;#uZQ*m+qI~k0CF7d7h=abvw6(*d`Hx)#
zasH)O{UZ-Ol(4ggU*^v~uef@1!)u6IH}+Bq-V2ZP4c!DKDe_r#E_BZiGS>Qcd|m|<
zkM*6E(CXdSp30p+%0mqlcrjsHE)`2_kG~8fc!g9BE1g**6HNG+2f4tu29z#-!oFN*
z-v7B>1;t43{Vq$J)BMKGplh!Gy{+e$RY_LG)Z~`1!C@&`MoULYYOmL4V!?~R40qOx
z-q7wkC~fOrf}%5kNX!5^N(;GvY~}}n*fr%-`)=*JRlBa=oStgam-5=vc~6wE-Y>~;
zt4YV?4=BUpM`Rx3eQN0R<dOZzIcGs=)*B;FlAc=AJbJMX$`tmcGP2B^2(KT~n|%Dc
zhhw><UonBNdTJMUEk4v=6C18l-<_1f^rJ)3MT6$RRwIkML)rJT1?9mcEo{yz!Dx;L
zu%5uYam(MIwO$0`KyiXFR5Ak(yu9~`pib)7UnI6j<WesVl$Wi3@}i4WEMDBeM07X#
zKdHI85HQ&qho6qVic{1m7R<`5p)3;Qtz7LrrR}_M9jj!1Tlq}?Z$%B#hl>T{L92-j
zXVYR(H+H;DW%sl;3qR}pW4FJty~nf}+3Bs1>@IA7D>Rb|*nQnqA=_0X9ondGgLw`#
zkdYGzA5!50EI0w^@KQThl%01p^R4zx*Q1?}Q;vKfh-vf=@E^cC6E*?l>ozkgbXOOt
z+a;~0B_QQ!@=7}!mt3)iwm_up?!7=H*UCour!imSEmcJ~*t&CGh<0h9FpT~06<~cE
z;yUD2lMBd1Vg4z<Q-C4<W7q23JGOw+dh~Pe!q+)me#mK8&bs^AkTKrBBTL1?e9oWG
zK7H{|>#@0l_udv246&<XFc7YIjw15ylkmUnDccQ;JwSp!W=|nx*h@l6d{p;1xx+0f
z&atuHw@5q`Fxc#&RXgx)M`{rqIk+y+YZu5q%iWL8aZRpJLCI=aAn$FMV2bVYZ7vzE
zNJlcd^`km%o<nK(cM?jU=SL-KZhOMr!aKcT$kCei9*P&UQ}}VmpHT_%wq-mDrwGv~
zeeaPrI3OFI%%MXtKslAJOs^~4H%$RZO8G9!m5L$k%^~23a-UC3!t@PT`2b(N?YCHu
ze)46P;=XraZM69mz1Vo_FeJijDo#7wljPTa{RG25f^v$^Nu{z{hul3kVJRtUuQ+Mx
zn1xoRP#&rf??0T@2lu$d)!NElhf!-AV0j*0-E!AU=?go;=CetLiedRpx-rg_(IkI0
zvA_nK80@h2jJaUU3bZ~kB~C85*!Sx_Qp4J}B%ZLeoRaDC)ly8PsYn2T@v82#?oG#U
zq#CWB<QZ-Zb*rV{$unZW{nql6<5V0gE%cSlSpD-#r36|kmPhp=%QpxY%`_+<onUff
zXYZ$W|B@8)=&=54cReupH0niG|7<3Mq@47RAr(5nc1-#j#`vL(NgD9SZeq(e&?dBu
z4r*V#QCr|>U_t3K&A#baOsYYy6VG7i315;VkZ0f@Kcmk=m?<BwMWL*VE&yH?g~KAc
zW<CF<)IGO&!IH%WCs2TUjTgu8G1Edkn2hC!GxEw=;A%A2#G{XIeaBO<nNX*=G4|Vh
z*W>Y-oxRAX-M6Y#Ugb`}f!g1@Zs_Yj^H-0Jln!<q`ng$IrZ55|0XZkgSc942Kvk#+
z>tl?ibGiQF=)l5&4Z5%=l2O=s<JVX#c}9p$%c#>CK!L<4`rEmc+5=0&S&_m8;zw}Y
zysIy(tQ_LEw<xNba$nDRro9`;!{{$uNCP2Pcs#18zmY~J|HqFXH#wYob2W%5q@^Iz
z0pv2HKu(6&OuQvXII1YFCI+wvJoQ+euz=mjzCxhZT_k!toQ}RFTxn*jLqnAUy$&B7
zfa1p^{Lvq7SLrJ&#ApZH;oujxd5Lh4@^sYH0mdEoBM8NhYSM{eqdLZ(2!+sV*5r@)
zYZe4I76vr|le=%NOQr~@MCKbv_L_9$h;adS)${Bik5QSJpfKB+yaD*?gdyjyKES`9
zi%2C>H&$RIhki_sMv}q>4AXPoyTQ>3Xtoi=WME<&KXu>w^Z6vnEJ~9YWQA1SECrue
z`V&1b^EL_F_fNmrC7!=T6tAzC_TMLIn7<A#6-dFhLm#-=^yP>*f4rIl@)4{Lb~oSy
zg~>pzVM#7WneZQRrS;D0H0*ls{h1>4VR0ae-IOT(>ZukZ-un;+z%wEOGf!T8?h_%m
zTDn%Ei<^v$7fjNBxz&>hx@vsM!)TH3!~j3$MM*DV_26oHBMElM$_t>ZxGeHAPWo`$
zOxOk{CZhq=QyV~KYEZ$UmX!P9!}%6pVoJ|O-^)b%-rP@_Xq$n;YLG=#kTy4)>Tir4
zxJbMx;$TBdh)iduzh;Fl5RZt+OH}050*@Xl__X@~u!}JH_CS7SfAirq_c^Y3FQ0D|
zin#nZzt2T$Qk;;qsk0v#G=ZKYzi57bJ|wK7VlE5B{t;th>}alutyH#5ZN(=ci09c^
zzv;?7_wiK$^J0f%YxPzl8}RvlR_*v)LtDkzsD79V`hq^T1CQn?>L)q_Ev7+a4z?1?
zDbAgD81#TNT)l9aH=Ea>T&x_YlW%3Oeb-<?HLVl`)FHJ|{f=SQqxE$gu1yrPImcV!
z&cdI#{@#OGNuAD)5f61>q1<?Hatf>)NQ3r*KQpz5MO7~qaten~tT9V&rL6b?-40}|
zGx2*2!1u66D)!EeqR|f?JjlmMx-ERJXP~DOzIpQ|9W!&miTd!*f}sHMtXe!*_7$o@
z?4TlU>e)3Z`>R4hw3Np)zr=Z&KgXuAtgCf&bohwD4}evoDU<I~iW_*>&pa#Q(5ee*
zz^PXkUe10J|9twKFiPIU=a0OiKNK3VA$<S-{+lr2uNsk-y{8m1Gm^B0-eWT4-{0I5
zwI9j<{aY6V8LE$P-nj9#?_q;LCHqpa&4eHL6$JLI;8zP{VQZu>+#2^PQ@^f@uK_sZ
z_8~7sA?!9XrbB(k6FlA&cC{6C7*QArsrlh%+hm0F4xdd&>#bcw2(#u7tz72%TDw&;
zdK8Tq8ZwmHpFGX1_GNA6?de@Yyq~M<c6jng2jhzO@i(^Mij>^k%C*O8?*Z`zx#l~+
zAK^FpS+hh(JQ_dQ0Jk4VfcH6&H)No5um5wAj*b8Gw@yw74i0<F4?-eJuKgXO5QKd@
z9{b0R?OyfQgb%CJKWmz@o*28Tmx!`Dma@)iE4p%5T1<08JZ_O@a(waLva=!74pJO}
z7%&1*sc^dZzj%?gA<V`${if?v(o27RUnF2R;`>lft0V5Qvn%{>F>uEjdHjYn$5DAB
zeyZ(ZqN~|wsdne=K}r*k_$`AlHEb5^@)GDcx+&jrpIjXHPFvL|Jm@MWZ{JniQ*i~*
z73VtZJEmu6IZURg2Tlb!st$!!7)J&`fm<R`V@=I0kwwW@DT}MHA5aw?&H{O(Yn9IU
z-aIqkVUT5V?llPJ@(rS(51~IsG#qC1dpV2T3$0Q6+ufZH^QtFNO@QTU;WZ8zIZhjM
z+ta|lrx>e|{>sbO)FzcGgjCiVsH9ItO0H+T=fflj+qm>;>&*8&mEm2bQIBL-&42L3
z(b2IVk1^xbEB?NVt#&0~D&2@9Rc$Pgp>O@s(Z6lU@6oW3I}O9c<k+=}Yfhy{&YqOo
z{H!y?wLtXdU9S&7C~V}nGp+yG^c7$2$^+lM#R?9?;;Re{*<cFks+RKG-=17bz56V1
z!?huR#PX<(*sBuD!*vxD0fwJAmNs^wA2>}3**Mq$oO!;?ns9CLy*{jm-qxnt<q2f0
z;Oqw$&1rl!p|FS5e?L7%${P-X-zli6rRPs23}rSGla)SR6_waMI^47O-T%`P5*peM
zlGvd71H|IL;ar@N3BSppaxy{NWxehX!AsSkELQxr0ny<McouO1zjAoXqtgTgkA86w
z3q<)`Q!ItYa^2QCSjNOI^^bsDae1|bR?&piU*-0r^)QX>i?<YVflwMhP?RbtD0nP*
z!nxG{D|iAH0OV(O36nRNU7F4~mr0HACG3J#nu(RU5LPynxhfXE4Du(-p8sW84wqY9
zhIo*XW|GI@*LGIPvgCI_+K^E$W&p&Envu(^n)aP~)WNMud)F7_f%Ji;6H|SBqe9XF
z9ZZ_FUrERBuFgAaJ&@qgU0}l3`*dqvy=*nT{l?I@HluT1TQswLk0MWJn5-d>w-S=&
z7*^Vqd#L+QUB5Rsvxt5I6V(8iG4hqy*&8HW@mhfy;Hm{ATIsSuS%-cZlN`Ef^c^Vn
zxPt9fRDvABtI}BCq8xN7d0P0WVL}p5x~Qy{@XtsB22N1S299+=(m$%t56Y}_au1~c
z(AG++KvKBcZ%-)uBO8%<(45vELP0eV2>hA<zQc0pH=+>43@<?vtKq35yS{ZQEvH6B
z{8efJRMXd8U*#?3YBTm^_%wu5>ZB0aj<V#l&IUF{lGx?0p?qLNS>^I%MHP@<y<GO4
zre}Ed?LcuHwq-v-JhHBn-c>`+sngqpVFE4>paqJfw4+768MeWO5`5b!vHp6QM!}i|
zIQFAO+-n>+@O$cOB!#5P5pBqT0Rxd{`>9bf@A;$8eVxD=4RB`r0qj}G!sPRvm9R+w
z&i>4cfQ+w|i0vj`<?X)>4<9Jd69a^tnu7ZCC<CxN{RKRfxdnK8`X0WHl}t)X_xD9(
zy6yBzl9nWk(!p6n>i;>0Xd$V6T%hw+R~?;6jCEMrbISu{I&iEW6_$Sb2q0G^xB->@
zp=4!2;40}lB%rwQs1_V5#0RUrXfqE;u-6v#2$Sm=ejBg{@F-FO0pdi<`^6SMs|=9o
z01_V{E82fAX00N>RmLGNQheqa=uz#$58YBz8Iz2FN_2jZRYx2Po}6Cb@gdLw8N2!S
zE%*I3FYYIZzzSP@j#5hXOGKM@_J_t6h%x|BLUP{d>wI?g;<dDj(`8?f-DD8M6W|&0
zn1Y77*Ycrc9=z&;jdZcIlk3)iO6k1prM1^Wn;n77yUwqLejP3#ItoZlA&|d3Ac!Y2
znx-r;GhJ@e0P(%_4hmYAcau7)5L8oMRk9=4HK1}8PKFDmL&lz;99~)gtgMZYY=f1+
z;wCj+TH>18eq=zUlsoh9`@I-)0+YDG;@ryhIxlUWot-b>p*K9Cz(KBM`v1gxEqr4S
z-3%-UUT+WMDY*YhR>?=i`#poL%z_o#MP5ali?QuCX~5N!K?RYotZ@eooI=pR0X%1r
zjzj4j^xU9gId^2&_I0MO-Z2r0%HjfK=+p_u${9F_-*4+H==}oRI7fLj2j;hg_u~1J
zB9!V@R(?;n{V3PGtM!he8x)LR+ereho^07692Y=BA%H~E^y$Clmk%l(HMpykc|9d{
zej7=2b<qcQu$jcIJ`j{y^g|jxp7h27B6I1kWPqW|C3yQ6Jn^PP#Yf{Tpb&`@rL&$7
zZQM2O2axHmGd|ZnlDnM&QhDX1?sK33?A-Y}0<IOX1h-S(+#BBPdyX*2MmN9m$-6QL
zqu))cl`sN|Xu|yaL;*R-*s--g$V3r{qxbJJ#twlF#@atD%;+TL4bCYrrI${d7Q5oQ
zo)ViL@>2yOry-S$Cts!h1bFAcAID0B67xdwz&SErMwdu=)L1JQx0u{?CQ@DGEzUrO
z{&pxi<q*5GXG+z>-U@`)1A!Jk$Gj%~A*=g;@mcnSL3|)^KUO?`fFa7)IU7utM}HYp
zaVv`LvLt?fpyGDTg2neYWn{l@mE}jksj{K;eQX+l3MPk$o%?%a4}kan`p#!Ha7l}?
zz&)q>;HNy+RV=7#T@GD1lCvDU;8e=GfO`yBi|)j4%Q?0SB~rg%K6xX}gprdYam(9%
zt#pNm<gg(u1yZG_Org~&36<cPH;~kK--M5WWfT%Z6oZ1Fq->xgn4jh`5XTZW+3>II
zW4R?cV#PN|fKe|@{hqXVBRu%@j)B1(8JP!)3X&3VR6txy$IhQ$0!Vt2!Dx315lK(3
zjsfo>F01x7o08b4>-I=cRS`=8**_=nT7b~H$5A$L=0s*5%r6w|+I^*->3a`SypjG-
z^%t$&?RAwN)-)4W-++j}!_N}%S)Sf1v_)C;{S@C#*>Q}Xv6cQY<dqIoTT;@`sxGaq
zwkiaj!hd{aJGE>-n@A4vIQ@4lF+2he;h<6{nlZsGr>F3R0xG3!eD8KP1c6bGs<UX5
zB$l{dz#j#JSsZ-j$+7^ke0MI?SE4lY0qJ6eK2g?+*nJcAWahU@oa`2=r(YaP^j<|_
z2V9P?{lC{x-quFZAi8x87+mDn)Eno6e#gvUqq+I)8~{3^W2{Ynf&{2tG)lj<D-3i#
z#@?M^G!1%g)&wT6TzfM`?~xe~sjVLP^vsOl0Luc%6}K7eycJr0E~NPpHV?R<q;UM|
zBSNweh`r0v4i&)Jm4K7;7c8)xPA7s-;F)KtaR|038qJCNa7|wEEfPTCOhaGFZ^>{C
zbs>k(d0Fl%DDHu<auBTpC$1M`?SCIvsA;(lTKaRD8;e>uhIx~_k<s5c^C+<xHYiT6
z6UuJA+58&3`83snx<MC>RpGBRNa4GyN?mRJw<co@$jd%3O+Vb&H}5c#x&vvr@|=el
zwF8N|L_4-W)f@`D&TBHBmaA#uR#=8~`Tc_&>=<SeDnC^K3FgKgE%T!2=`xL~U)Mn%
z9mHYg<g&<e3F0OV215BZcaC04WdSNVFd2CVIKlIg=yEYEcyy6KQ+WIiw|`H;<+^~X
zQ2!Etw;B7Lk-W<9>(HyTAspgTKd}!|O@vTDB6HY>=IS{EF+O(F1_zh{vcmKM2k%>w
zj9qsp@y}<cxopZN)k9oyqsMbb5P9SgJ*1Yr3HWA%h7MgkNP3xE6E`RWy62k@$>>3{
zDIjXg2VqSLCgX4#H{?KcX+?;1`ipk_&=*Q~tIb{Czu`ha4l%dKR>M3?l<;Bu@)~+c
z0~r4fas(%r6rq&Gom2cFZL9>DbJNAK<=OKw4ChnyU-jH1&6hu=uNokH^S10Ok`eUR
zUvyRfqp{bnQwr*|(dSj(N*&E@Z#e_uH2S*~(Z!pZ=?Ty;(?W#`CZ7b6lhaWrF`WJE
z)yNG4_?L*2+!xsT=`-6r95US?-0d%=Apq(EqVkS~!mI-|O6FyG^tSX6L6jP8$H2Y4
z@=2SKXQUaH25^gV*CgwUobE<Va99X~XvfzOFu0zrGSxY0qe?apNFas(PJrEGYGuOD
zo0~7un^I7$^jsyw<vMBo;Ogq==+M@;2))!JR1je8<W)ZD<~Me)8}EKvoAR`ts=puZ
z)PrGPdYeZVQCiF-{l6v(o~u6jSz6u|`~6Lm<ObljG*z=hAYCWqH;A%EbgnuWoGPPy
zoPN<ez}Sva5@K1Nm#92HlY7baG+A^M$ay)NpHQSU9}iRCsMJP!R)kT0&W`Tj?tiUh
zSsv22u)sgx=|TIOrNSx)kUm#F)QdtIeE%I=n<s2s!~6oA1>pcRmusdH;tD`xspF!H
zLYJlkJ&NA643=lXP^DZp#@(L*D~oC7?(b1$lprctH6Sa0H!x{YL8r;BfRjMM{b&mn
zHw_%V<FAgbV<#nlj2o8xQ9J*N#RlB(dS6vY*)Q%sQj~5aWqH>GH*5_=DK4Mv3?Xd+
z=iCw|q}ZP#1|tpzs_XtM!RkHQcO+I9rQ6u<ID^vdDRBaZ<3?r-Ho)D9&5t@V2RPwL
zZJRI?M|4~GIlqMa(f=}B+x@Q;JQx0I?YwRW-6<u_WDlT%tgsv&JKlr8HYd{bVfes^
zyR(Vfb^ke<F-<VK;ikd*Y+fH)kCc&QkQKg@VF;0)1@6bhLDeKNkYpM1oCH!!d9oh~
z=n|+>P#hi717XC@-)uLsM~Cb?g=WdXADldG5b4%ak|tHiXqKe`U7%d<H6d(rv)xkc
z{*(?&XN%N~T3myS)t$^25TAr|ej`0O>4nzxwq<6|pBqZu2AL(MCo>T^^wbmH3wZS}
z!yLS9m_50_;N_U}-wz@pPJfRb0@=QHvX+29@S#3AZ17V0@0<@_{{Qf?=Ug@*4sZbT
zs9RWM>z7)MNB2Z0C)@f`ojvQYp&tGhSOLF`D_Q=9S^o1skI@!fQEMo(q*jhvGSt%!
z_Q5OQpMTDhlasd^fNHWsVodt~g3tW-`-%UmJxF-;=uxiR>(hwUAwRG&s6wo^%L+^v
zy)mlu5_X<p|9|iqmFziT^v8s(|F_puJ(`%g0Dc0xo;4lsS-|W6@7JEw`8^|lKdPu6
zi7KpC23BJcfNbpA;0lF8*Ma*TKE}XK1ArBDOiV~{rOK>(6pnVf{G+0xzE3;8su=ad
z?Mhh#z_KkC@NdE|fZAAx7{Ux<LaW&M7+6`0xV4eGNB$tZ{8wM&AEi3)Ew_CtE_@t_
zJw^r3l>qyk^|{P2eSghw-@a*mc`gs)!i~eEHsesiGny7139gvYPy3Dg1&V|El@95r
zX;|`^gyEc=oR7P^yYYi1ImC(|>=B&A4NVuZW!2+vuWHqKxe|nRUcSs<s@pOK&|5fR
z++vwh@gozWGg*>HP!O}b=k%wE(PpI9(~yJFFfv)v9S;m`eyxl*_T}pd0d|1FY$95Q
zbI&FsGBR_p#F7A<;&g(knd#{1%@6$h)8xp8J!g{vT*DKKIO|unKP`WyW+H@V9Uwc*
z16?xm13SRN#06(tp;yttS{ehw$>+K=`zb$s|NcnW7OUldxRXPF>cQZ<ckeWuoQm};
z><R!jr0<K;De4F4eZHs$Er(h!BG$N#&GF(I>B>)jbm`%;Ais!+E%tkvgPdva{;11F
zpN@fjXz0d|TVc7{D3~E5V{HI><r`%I4Gr<J*iI}4a6h;rDtdZ)hLM8BcEb{c4lRx1
zk`iHy_REA#B8nsJyX#=o_G4?*zsRPrs=4~~3>n$lc*4%zueI^QXjWk7R#$(xYg4Fr
zMG#F!cKZBh2FkdBI^fng0C3#=0Yml+f53YUOvZP&f{36#a3_4`JLmS5oRO24S5?TO
z{WFWuvu~#e;u>xPQ@{wY`yq{#i{Vjwyimb_H7CyI`AArtys!coa``kDNJ&YFY4M9A
zbvTMBwRk~!DX;Z04BZRTOj$iIaJJ5=0D2ixie#S#22`S=w{L&nS8%>)Xa%|(RbUi)
zFM(@Fv9UZ@!chTy2m3dwmZ}McBGM+pmYqpMy}iAYyTISamyn?KzpA_Pa47$;Eh^b7
zB73E5=_}b1X(M5*BeEAJTh<}XFtkgygk(vU>>-kUjHC#Wp{!$V>`TUkvCZ#H-{19K
z@Bi;#@BGPgJ=bTR=PdU*_nG??S}Ch4Ds~-nT=wtEF{&uKN5d=F3oE&d%p9h@vBP66
zmkIu`FP&!>hFj$HGhtrdSYa`-)D6bVRh6f2F7u$tl8h$s)^>N1t-7j|R1?^>;KbtX
zc-gCOtLU(QorC0T7kc&Wwa)5AXs&zr9mE;Hd;XKu(zb!_I6FC|N)TYkjr|CLCspYe
zF_iyikt2k@6)?LE+Kyz;-gh56&v^~i4vvhB3{Fi=4MKA$p>qn4)GZF9S<`{av7*0D
zbax20Xrn1Qx65_;1ipW66KjyHLSC8ekq`J1A^2#!JSQuQ%q^}th_!ij#@|=*)Tx%=
zQr;n2nIpbCFO!ln={L4nlzU{(o+bVGbU}>wiDC~5c#k$+L494_5>U`sp7_aeo;kDV
z()I4GL0GT-bMYaKiFIKfzFtMq4_+gU(V6tMxcK81R?9<gbYqWzBIWi*;f8(S{D)KG
z$;InHL5cJnRadY1j+4BzS6JAcM7Y&=Dj~AdB4q|Qsx4saM4}JVw^tt$)PXm;DHBbs
zh@;}y9|_o9x!!FsE;Vr$0p}@fYEM!wF#9r**Q~%k@&=J=A^|7v=Vx2JUQQJL_z`}_
z{j>u!`beM*)yfYFlsZwfOy~6s3_g_KOcwc}O7i1Hj(tHSz1Z}?K#M!GAaopwD5@CC
zHOn*2i{8~v75~CmY)saXYu<ddIE1h9ugNWZD?LC^kR;zz@E)ljU+7p&*1()f*d={m
z_grVCkK^nL^gdr^GBb0iFpXT3WQwCVd_SrhI*S7nwIT%L<IhQ+3*~J2A4SIt;>e?p
z1LYnFyzm-B0+YwHP1tJre#b9|d}K~kK`0pwo3owBSt^)<w(!L~WX=q@R0V~QIQ!h*
zWp|OYuUYblOU>>1w>D3u)j`~;f?}FX7>7o6WV}(?^(FD;(TmWb_9Mqz_*%9+q1m2n
zt9>nZ1s_E7EehjE92R_UoC&;(_C%mE4ZCb#utU1~WEU`nqBNaRP_wVsP5d=+8CL&>
z<6Cw(_XvB{-Z)@;N`CNLvLt$7r$F7-iuLhCm6nCijfE9MZdbX3xBm1b-d3d$_2mz^
zCA&>^Xl}gqPn&x=ruSH;+rljUZcZw;h26nEfaGt(FVHGq-RRa?>b&g<%hLO0Q(a`!
z=plgtVzQ_{6{gJ<gEo+)Y&0z^yJb|`b_^-|;dz;sjNVrwe=LIiD59bCiHemGM~o$3
zo^H5{i&>d#Vodf{dbzQco9l!)G5?Pb2{&Glil(%pCQ=q@TO%jOH5AcelcQ~IXi|^w
zFm9Es-7X%yc9_Th>3M&|VEI8?&3!H$S$99K=pj?w2MjT9uaz9J|EaR`c>aMgsL;=C
z#R*J1G;{v8_gOgjT6rn8r_fqe{+oFmk>$hFFn^!@!hIPKn5lYKn^V-#6kRh!e?*!K
z&}kG_YXB1>v8S+WqoG~*cX9ZpS%o>0_M)O=E^Lt#>?d>^VhntnL<8PHbkDZ-tU|Rm
zaFh2*W!?Z!bzPb3%gfJ~4cQUhHnYcENAMRa!S)5%#II*&-+>od-Z{DFJDaJ+<+z&!
zXyvN~Qe%xYb&)xS-*{6bX7Ql@O1s^%VYwetWjt`172nEVj)9ot;rkwD?Lc)dqaby=
z;f;3cJaF7K06UvdLW(yLb-|FFbno;>)k_;^X6YwnAHMWh%VJVwkL(|ztj(c2<B>rk
zN2VBhm=kT!!QLmB_L5so51tDS3MPee2~VJkCC0*SYmKz`rgy8#l<v33kmGA{4G-DW
z4(iZK^FL)9BvVSNR{Gu1<`?BA8Yi1aK0aXZ1~J7*wUT$`5L`s=BK0h)9KTngC%b|6
zPzu@J6!~pg7lhdk3gaY#eym~wCsGWzPW_7N^$}@@Rr286;^bNJpx+m^18Q>~&2L0A
zce9%Kp9U|j{mpyeY>y4vAS)oReQAN)jJIIi<c#>eN@35+!?qz?f9$f(9BO%xQH*k;
zTrPKsW7F9!5jX^*Z$yY%sjUB)oHO(_QX|Ke-T3ra#4k-FNyVd@j5YX_pjV-tEfSv@
zQCF%7fj>o!REt?w0<K-;P^4VNHEPgUn3QiA&MC$)Nhz-(&`N|$NU0eY5UsvYIe45_
z)@9g=>NRl_vRo`_UNJg*MP|_%VfJJ$*ZwV7inZL8rUt*-3T>XXDGvjGYy|VbH9|0s
zTUJXv>vR}?btn*j(H~K!QaP0oPT~9UvKBLwmt&4i*d7j#?b(CyA~XnHLg|IG;jw>O
zdU6nnM>q<&pB%ar#1>I{qebG>C4E#>Rw~Zg9YRlC#CewZeYkvqe{5c|aK<QKq<wbQ
zO3D4gO#K<oc1+=ooF+Qsq7#tZ+$Ms<gp6-Z060=W;xwUv>xi)s?z)7F(Acn<p=<6K
z<XLNXV<mnqiMuCGvWHku8ZX*#ewynoan$sRU_YJ@`nl!O@q0frMP8{0p?sBEmObNd
z<dpOf$TV}T1-nGut)3Ut{5y!ma?^Kl)t!r_-ChxA<t0->_eg6A{$63(a2P$&&BvLc
zks;;vq+=~)rmHCx$v!g&xkcGio@9sR$qdRk=kH|xx#K4sO^+kZ>@wgo%A{V<YUHlz
zPu%LalILSwMGZBU8rkO$cc1974Y2hj?JvxBxT$><W2~4(J<l&y0#K$I7r(wT?>>eR
zwP0_6;}sEWO!st-f5?7KeA9oLJ8MAC(#Om&Md`EO<X+skw7rTEH8YCvAc=pUUPU}}
zZk&Zkf+^c8S86<RW>!dWURmZt^OB{h>RZeAl01Zn^zf3j^JJ}TYw9qUJP2HWnD<F(
zpiREEU%@@7mb@vUu|AbatFh#KrvB^MC0V?_e^R~lv(S@`PW=@_*yF43BA%yTjugV6
zWL*{pt1$U!*O$7wal@besLktP@=r`md9?WiH58m=h6v^Syx&3ExWUG>hY&*V23+=Z
z-f>@~sJe>%7rynvfrDCMZk+LKN!u2e<@mLdQ<_U<0i6-9J>)i#rT02Ud%T|qh7AEZ
zC!|i(<@=$~oCwX0x%X}d#A8UpO~)lunl=*lcejN1v5tZgb;lM~-@(|NIu#jFIr=Ho
z!kZ_ZGKN0-nED0mVClq%^t9W0(=s)d?{8*>@k)8p0yve}Y^(kHe62a-r-7);L`p_$
zP_8WGnaOrW={6{b1!rdM_gs0qRw{7TZv0Qw1^t-3y|FtJ<Sd^*-~u|)FjmT_o!2A%
ziNk&LW@KYRT{C-RZ2F#ctwqx5sz^KUPVR@4>R-?GiL=Fo)KttwqTgIe)5Pd86D#q1
zbGe90O3U$r_&n30bbX%)L{Cx59m3N`57rD13|Hjm=Tn9m;|RXqQv6!Q)ie2iK<rs~
z%ZE!v=>!QxjdzuzS_e63TdTtzi`G7N`*G{Jo0uD$wvEQUtl~i@R}pihnt))0Q=_)|
zCP2eNo65GPqwV?*7pk46iCMH$L&JbaUlcdt#ueshj{7+}0e?8w%>xhKv4fZtaZuq1
zkK>pZbEesw#*%EAkJiK4UJe)!Qd2(Pp+a2*neX6<Xb8O7KI31=#IDcb0+VSjPD__v
zZJlBw#Lk|9BB>4$$l`B=;EMWqbg6G&R?d<p|CZLcmJG93iNS3nRAZRy>H-P9(mvot
zcole6=iMkEGJc!fXL}anS`eX}f}jaB5<&tzis>AI`lcgXt@Xu;)=v&&@6Yk`WIPR}
zJiXy$qC%g}c|DQ;>fi`3ODSZl%nBD#b@`x?d#n^^+|k=w=auTjb?TLvFD(UVW1@9~
z>bm{t2Uje7Ay})+q0UGu@E+!8yC_%w*~lQnxwL*NM0u@%3R_{}!}n0^Z}ofr@Ah=~
z!=wLpocSOtF)lDZ{cpSB|9U|;2ZZHb%JN56@op>uMt?l2>>(;5ZK+_<lUu?nx2|Oc
zzy{xUj7CRpKq{1HRuzzN(0N2jqtq0Z*SwO5Txt;<=x?uPCKA8WfBcnq1Dh*M3c&3Q
zew5SK#-kaDeEL_cQBm_YEJg`oG*FC-ZLrf>uB2*z*Y*^(ALZKhRHz58Tzbrz*If6%
zF7o|)tO|k8eom__WK1RjK~G;3DaNl@&47)a`CZR~9RCuDgg{4xDTO$dTfN5fbtc^6
z1o@V6hO4ZvF1{A8SghN~W>^d)R}VBD>X<AD;~MsaKR>N2rXz(qO7MUlb7CZPvY{Z&
zh6JN78nU_MN_?ZMzSIJJ9xtU$i`CssciG+Hyl2KE6p0anibQ}A=tD|D0B$kTUEk9$
zAsKK2w+Y2uBK#{s2qv0XlA$6rLQl3E0P3^A(#Q#2HH&r0P=%Vz`#{q7fr8x(My+gT
zV9vs-+RwFa(bD-<JipwvXDmshDd_gEsO_Z`saJlcGrc9_FD6}v>$X%n1n>10+15<Z
zbpSg0O5W0#gzCHt#E282$Se`IS7Tx-mvrP~x{H<4Bf}e;qyi+pD%?ypLQ(hCivUvL
z&aQ)sWI9rH=n66$q05-o5z@HhZ3P&EJNV}tfLyFs1?25g#NWGgW+;K&J{5vUHk>@L
zb?eA-8Q=HXk^3CJFI=W4p{^gEP_qYwKggqezZ%}Sz8C(FIgE^9hg5vV8f}B(p*beS
zu-0z%2fMjiP?Oe1InlEwQDTBAA27dSbbKWzpoB^=RG%+9QPG6{Tn?qIlyhW}O;u^X
zBPjT%UXB*SfAiSq#1%uXQe*^<5U<Vc=X<g*uS|n9Jdsg}BRe>l>Z8~gX0<5dUB4sG
zo)A3!O?4RI{`2kE#58bTeF6I*pHv(BWB?CdtxP%dqQ1?C^Ne0=s(A~ceh-9u45-7N
zgRTp#qH*TMc6cN`8fNmylf6SGI->FN0V|jtOuY(>zTQlhbmDL=2K|q_JeNa%r_wq!
z7|5-l3H-AX@3#T6&lVom1?GirL2WR9m=H|gS`ER|;Ws0{A=bb)5@x1%j*sQRzU9G8
zFluOOpY!W)J31Vr)FfAD2M;Ky)u})SX`w@=m$!qBsh%F`<p57kzcWE`x8w<%%9A*_
zp?VuXSEv})rEYT~*~@LvZe|+Odn0sy0uPQ_#Nf};hJ?=exh!<{0VEUJc<fmWhC-u2
z`IuYo0c{V4!>PF|?LIO86f!Bf6^i3|;xZG{yUD+f>7|{91~XU7?E|PPIuycaA_Q%v
zhl=Te!7jZR$kcH`<kJDW6YKA>AZLFT2DlRR67v-H!V=DE-Dr45?3rNkt}p{L4F@!Y
zj)MUMiS=bGJPIba#7{$8266T3)tb$~YQO2{IfL*P&eEeKqD~)Sbt<kLd&-!;BvC?k
zFkSCyW_%lChBw`8Pf5hC%q22h!ww?HV6h)yE7$E!TAp?|f6b=4kg8`21L$K{7hXY$
z5XXp5so0skvLG4-?#2XnQ(glz-tOn>_{)tMdok_~ANK!J5Ym5FlK^?+{cl_MZo|K1
h<p0kL4juSLXFB#OS!r!UHJ0%;b+rw(iY{Ki{~ujb;~D?}

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/blackbird_classification.json b/modelling/data/abingdon-all/resident/blackbird_classification.json
new file mode 100644
index 0000000..6e5bad3
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackbird_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Blackbird",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "strong",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "spring_detectability_peak",
+      "autumn_detectability_trough",
+      "strong_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 3,
+    "target_peak_label": "March",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 1.00793449391471,
+    "target_trough_value": 0.18123986301147627,
+    "target_mean_value": 0.5591013398309653,
+    "target_amplitude": 0.8266946309032337,
+    "baseline_to_peak_ratio": 0.31946520527280137,
+    "autumn_to_winter_weight_ratio": 0.08418367346938775,
+    "year_end_to_winter_weight_ratio": 0.33163265306122447,
+    "decay_to_growth_ratio": 1.849680170575693,
+    "monthly_target": {
+      "January": 0.6441390227725977,
+      "February": 0.8104078043446072,
+      "March": 1.00793449391471,
+      "April": 0.8576168468634761,
+      "May": 0.6590506838496218,
+      "June": 0.6194507319122071,
+      "July": 0.569445567129101,
+      "August": 0.31294291560244564,
+      "September": 0.18123986301147627,
+      "October": 0.26836179115940584,
+      "November": 0.34310620759980665,
+      "December": 0.4355201498121281
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.953,
+    "GROWTH_RATE": 1.876,
+    "DECAY_RATE": 3.47,
+    "SUMMER_DECAY_BOOST": 3.823,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.526,
+    "PRE_SUMMER_DECAY_END": 6.855,
+    "PRE_SUMMER_DECAY_SHARPNESS": 7.54,
+    "SPRING_CARRYOVER_WEIGHT": 0.296,
+    "SPRING_CARRYOVER_END": 7.1,
+    "SPRING_CARRYOVER_SHARPNESS": 16.284,
+    "BASELINE": 0.322,
+    "WINTER_WEIGHT": 0.392,
+    "AUTUMN_WEIGHT": 0.033,
+    "WINTER_PEAK": 3.095,
+    "AUTUMN_PEAK": 11.18,
+    "AUTUMN_ONSET": 10.845,
+    "AUTUMN_GATE_SHARPNESS": 6.64,
+    "WINTER_WIDTH": 9.886,
+    "WINTER_RISE_WIDTH": 8.54,
+    "WINTER_FALL_WIDTH": 8.686,
+    "AUTUMN_WIDTH": 6.99,
+    "AUTUMN_RISE_WIDTH": 7.187,
+    "AUTUMN_FALL_WIDTH": 7.958,
+    "SUMMER_DIP": 0.141,
+    "SUMMER_LOW": 8.975,
+    "SUMMER_ONSET": 7.16,
+    "SUMMER_GATE_SHARPNESS": 3.685,
+    "SUMMER_DECAY_ONSET": 7.08,
+    "SUMMER_DECAY_GATE_SHARPNESS": 12.698,
+    "SUMMER_WIDTH": 26.292,
+    "SUMMER_RISE_WIDTH": 41.001,
+    "SUMMER_FALL_WIDTH": 13.244,
+    "SCALE": 1.348,
+    "YEAR_END_WEIGHT": 0.13,
+    "YEAR_END_PEAK": 12.175,
+    "YEAR_END_WIDTH": 91.661,
+    "YEAR_END_RISE_WIDTH": 174.82,
+    "YEAR_END_FALL_WIDTH": 9.978
+  },
+  "fit": {
+    "score": 0.268
+  },
+  "warnings": [],
+  "summary": "Blackbird is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around September. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/blackbird_consensus.json b/modelling/data/abingdon-all/resident/blackbird_consensus.json
new file mode 100644
index 0000000..c159d98
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackbird_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.268",
+  "INITIAL_Y": "0.953",
+  "GROWTH_RATE": "1.876",
+  "DECAY_RATE": "3.47",
+  "SUMMER_DECAY_BOOST": "3.823",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.526",
+  "PRE_SUMMER_DECAY_END": "6.855",
+  "PRE_SUMMER_DECAY_SHARPNESS": "7.54",
+  "SPRING_CARRYOVER_WEIGHT": "0.296",
+  "SPRING_CARRYOVER_END": "7.1",
+  "SPRING_CARRYOVER_SHARPNESS": "16.284",
+  "BASELINE": "0.322",
+  "WINTER_WEIGHT": "0.392",
+  "AUTUMN_WEIGHT": "0.033",
+  "WINTER_PEAK": "3.095",
+  "AUTUMN_PEAK": "11.18",
+  "AUTUMN_ONSET": "10.845",
+  "AUTUMN_GATE_SHARPNESS": "6.64",
+  "WINTER_WIDTH": "9.886",
+  "WINTER_RISE_WIDTH": "8.54",
+  "WINTER_FALL_WIDTH": "8.686",
+  "AUTUMN_WIDTH": "6.99",
+  "AUTUMN_RISE_WIDTH": "7.187",
+  "AUTUMN_FALL_WIDTH": "7.958",
+  "SUMMER_DIP": "0.141",
+  "SUMMER_LOW": "8.975",
+  "SUMMER_ONSET": "7.16",
+  "SUMMER_GATE_SHARPNESS": "3.685",
+  "SUMMER_DECAY_ONSET": "7.08",
+  "SUMMER_DECAY_GATE_SHARPNESS": "12.698",
+  "SUMMER_WIDTH": "26.292",
+  "SUMMER_RISE_WIDTH": "41.001",
+  "SUMMER_FALL_WIDTH": "13.244",
+  "SCALE": "1.348",
+  "YEAR_END_WEIGHT": "0.13",
+  "YEAR_END_PEAK": "12.175",
+  "YEAR_END_WIDTH": "91.661",
+  "YEAR_END_RISE_WIDTH": "174.82",
+  "YEAR_END_FALL_WIDTH": "9.978",
+  "SPECIES": "Blackbird"
+}
diff --git a/modelling/data/abingdon-all/resident/blackbird_observed.csv b/modelling/data/abingdon-all/resident/blackbird_observed.csv
new file mode 100644
index 0000000..978f209
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackbird_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,153
+2,129
+3,157
+4,151
+5,155
+6,132
+7,121
+8,52
+9,46
+10,53
+11,80
+12,114
diff --git a/modelling/data/abingdon-all/resident/blackbird_parameters.csv b/modelling/data/abingdon-all/resident/blackbird_parameters.csv
new file mode 100644
index 0000000..d84197d
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackbird_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:42:19,blackbird_observed.csv,0.6665843979047553453409438727,1.257,0.293,4.742,4.173,0.183,7.51,13.627,0.131,6.94,22.966,0.612,0.532,0.011,3.27,11.76,10.63,5.885,9.778,10.356,9.200,8.918,11.835,6.0,0.189,9.3,6.81,3.643,7.57,23.873,26.721,41.235,12.207,1.278,0.115,12.031,60.981,106.682,15.28
+2026-05-21 09:42:20,blackbird_observed.csv,36.44700865718349743694433058,0.943,0.516,0.794,0.555,0.781,6.61,5.967,0.154,7.51,25.212,0.499,0.505,0.032,1.68,11.86,10.31,2.047,16.766,14.540,18.991,3.340,5.11,1.569,0.245,9.97,6.49,4.153,7.24,21.188,44.310,79.833,8.787,1.333,0.029,12.141,48.561,87.065,10.057
+2026-05-21 09:42:20,blackbird_observed.csv,0.2952697942705957015244733692,0.993,2.451,0.71,2.254,0.658,7.08,14.452,0.144,6.72,8.541,0.173,0.569,0.042,4.34,1.34,10.71,11.927,12.027,16.348,7.706,7.869,5.117,10.621,0.197,9.23,7.35,3.671,6.77,20.959,25.348,31.082,19.614,1.367,0.246,12.095,118.374,223.521,13.226
+2026-05-21 09:42:20,blackbird_observed.csv,1.439200334434198691874675883,0.825,3.693,3.236,2.154,0.745,6.63,5.216,0.192,7.1,10.534,0.292,0.573,0.022,2.8,11.69,11.32,8.428,15.902,13.708,18.095,6.258,9.269,3.248,0.151,7.95,8.35,1.033,7.44,21.43,38.726,59.105,18.347,0.801,0.336,12.196,109.838,204.736,14.939
+2026-05-21 09:42:21,blackbird_observed.csv,1.363473294166107082807867594,0.897,2.696,4.563,3.491,0.312,6.38,4.927,0.124,6.98,18.903,0.062,0.624,0.003,3.81,11.18,10.83,2.155,8.563,11.798,5.328,3.812,1.071,6.552,0.02,8.72,8.03,6.817,7.36,21.3,43.211,66.736,19.686,1.303,0.02,12.131,53.777,102.605,4.949
+2026-05-21 09:42:21,blackbird_observed.csv,0.2088183456707544320147411015,0.897,2.519,4.515,0.606,0.535,7.53,15.717,0.33,7.5,16.208,0.545,0.42,0.032,2.4,10.83,11.01,6.553,19.546,19.141,19.95,9.082,8.806,9.358,0.108,9.75,8.02,7.543,7.25,11.959,39.866,72.422,7.31,1.578,0.087,12.153,91.462,178.21,4.715
+2026-05-21 09:42:21,blackbird_observed.csv,1.902370209366952267186408733,1.153,3.171,2.041,5.261,0.816,7.59,10.166,0.131,6.78,18.736,0.462,0.606,0.018,2.27,11.41,10.68,4.981,4.080,0.597,7.563,6.630,7.528,5.732,0.241,8.43,6.55,4.761,7.39,12.795,30.106,55.814,4.399,1.413,0.131,12.229,79.526,152.526,6.527
+2026-05-21 09:42:22,blackbird_observed.csv,0.6026142488600755382283105010,0.954,2.354,2.537,4.313,0.621,7.38,10.376,0.051,7.08,23.672,0.383,0.403,0.013,1.84,10.56,10.62,10.273,10.738,9.31,12.165,8.752,6.522,10.981,0.097,9.94,6.4,2.241,7.51,16.173,20.013,22.476,17.55,0.983,0.215,12.026,119.736,228.782,10.69
+2026-05-21 09:42:22,blackbird_observed.csv,0.7116792421355992834957065496,1.317,2.28,1.36,3.128,0.552,6.43,8.832,0.222,7.34,10.962,0.486,0.259,0.05,4.17,11.64,10.84,11.582,13.369,13.983,12.755,13.874,13.757,13.99,0.096,10.22,6.15,2.613,7.1,13.274,42.330,78.787,5.873,0.953,0.154,12.157,46.562,84.558,8.566
+2026-05-21 09:42:22,blackbird_observed.csv,0.7370324487829814168010313079,0.786,0.645,4.516,6.937,0.475,6.69,14.256,0.197,6.63,20.999,0.375,0.592,0.023,3.65,11.03,10.72,9.174,19.566,19.992,19.141,9.968,13.416,6.52,0.204,9.56,6.55,4.118,7.52,11.568,33.700,56.955,10.444,0.984,0.28,12.148,117.422,221.077,13.768
+2026-05-21 09:42:23,blackbird_observed.csv,0.7826197562412192982767202769,0.992,1.105,1.684,3.702,0.838,6.29,5.075,0.192,6.6,11.142,0.527,0.677,0.015,3.12,11.91,10.82,6.446,5.758,1.05,10.465,9.170,12.53,5.81,0.205,10.26,6.53,1.313,7.24,18.423,45.628,72.857,18.4,0.87,0.057,12.135,88.158,164.321,11.996
+2026-05-21 09:42:23,blackbird_observed.csv,0.8013113130525780326709033315,1.012,3.175,1.119,0.573,0.3,6.83,3.761,0.117,6.51,17.889,0.48,0.605,0.017,3.77,10.68,11.31,6.911,6.977,13.306,0.648,4.448,8.441,0.455,0.058,9.33,6.19,6.707,7.46,14.554,32.836,54.994,10.679,1.461,0.17,12.091,53.480,98.988,7.973
+2026-05-21 09:42:23,blackbird_observed.csv,2.544477258125849686231718426,0.859,2.063,5.671,7.521,0.562,7.24,6.244,0.009,7.12,13.939,0.49,0.745,0.037,4.32,11.79,10.98,6.077,6.066,5.546,6.587,12.559,13.871,11.247,0.119,8.01,8.09,1.111,6.94,20.943,5.034,2.523,7.546,0.896,0.247,12.207,71.837,138.757,4.917
+2026-05-21 09:42:23,blackbird_observed.csv,0.6937049973786117804270713415,1.039,3.812,4.469,1.268,0.379,7.51,4.086,0.38,7.16,23.285,0.569,0.729,0.002,4.32,1.46,11.41,3.962,11.854,8.164,15.544,5.698,1.097,10.3,0.037,8.4,6.54,3.501,6.76,18.43,42.616,78.256,6.975,1.742,0.271,12.263,111.132,213.488,8.776
+2026-05-21 09:42:24,blackbird_observed.csv,0.5805854427948398909592660079,1.232,3.635,4.425,4.424,0.75,6.76,13.22,0.401,7.34,9.949,0.269,0.698,0.003,2.39,1.19,11.31,9.117,4.362,6.502,2.221,5.814,2.566,9.061,0.076,8.0,7.37,5.397,6.82,15.591,34.934,51.467,18.4,1.586,0.064,12.281,109.726,212.974,6.478
+2026-05-21 09:42:24,blackbird_observed.csv,0.2842217278345279840887866214,0.798,0.588,5.798,4.001,0.059,6.75,6.824,0.407,7.24,17.023,0.125,0.089,0.038,4.2,1.5,10.76,10.89,13.788,9.068,18.509,4.908,6.731,3.086,0.106,8.31,7.21,3.11,7.25,21.048,16.694,25.448,7.939,1.687,0.116,12.224,98.767,191.292,6.242
+2026-05-21 09:42:24,blackbird_observed.csv,1.124365381608405260975344034,0.881,3.514,0.698,1.225,0.42,7.27,10.722,0.136,6.95,17.183,0.299,0.001,0.018,3.28,11.77,11.49,7.049,5.198,4.514,5.882,10.545,7.239,13.851,0.174,9.0,8.44,5.268,7.07,18.037,32.908,63.985,1.831,1.74,0.169,12.288,120.488,230.842,10.135
+2026-05-21 09:42:25,blackbird_observed.csv,0.4895309045825509514599453284,1.274,0.981,3.326,2.076,0.124,6.91,12.509,0.148,7.39,19.102,0.369,0.645,0.048,3.67,11.86,10.28,3.107,4.356,5.304,3.409,7.944,8.890,6.999,0.03,9.85,7.02,6.817,6.98,20.779,24.680,45.89,3.469,1.541,0.293,12.268,119.518,228.918,10.118
+2026-05-21 09:42:25,blackbird_observed.csv,0.8579744032955467810809234354,1.052,2.699,4.458,3.217,0.855,7.6,8.276,0.168,7.34,21.364,0.166,0.498,0.007,1.79,1.47,10.53,7.063,13.306,19.208,7.405,10.742,10.201,11.284,0.071,7.97,7.9,2.714,6.63,6.36,19.944,36.108,3.779,1.615,0.325,12.192,81.644,151.907,11.38
+2026-05-21 09:42:25,blackbird_observed.csv,0.3772871761577695833394599815,1.27,0.734,1.886,0.641,0.514,6.71,6.601,0.125,6.75,19.218,0.079,0.718,0.028,4.36,11.89,11.31,11.614,3.306,0.578,6.034,2.720,3.049,2.392,0.214,8.31,7.1,6.087,6.81,18.448,35.319,68.078,2.56,1.459,0.027,12.138,105.802,204.843,6.762
+2026-05-21 09:42:26,blackbird_observed.csv,0.6765442810166193460637780343,0.836,3.792,4.079,0.264,0.596,6.34,10.353,0.052,7.09,6.89,0.055,0.717,0.04,3.54,10.93,10.3,9.804,17.094,15.17,19.019,1.578,1.345,1.810,0.07,7.68,6.26,7.451,6.98,13.868,12.911,20.747,5.075,1.383,0.163,12.067,88.596,166.594,10.597
+2026-05-21 09:42:26,blackbird_observed.csv,0.3499264088167075833467498460,1.071,3.067,4.315,1.337,0.625,6.44,11.298,0.202,7.42,13.902,0.197,0.47,0.005,2.54,1.02,10.75,10.537,14.073,8.303,19.843,8.396,7.405,9.388,0.173,7.52,7.81,7.714,7.36,6.783,43.852,69.638,18.067,1.384,0.209,12.03,49.900,93.672,6.127
+2026-05-21 09:42:26,blackbird_observed.csv,0.1092273245433181587679000313,0.763,1.027,3.662,0.107,0.299,7.48,5.719,0.164,7.25,17.551,0.535,0.149,0.007,3.42,11.33,10.91,9.626,5.788,2.9,8.677,9.094,8.638,9.551,0.095,9.3,6.35,7.057,6.81,7.46,30.282,49.157,11.407,1.307,0.128,12.173,91.860,170.745,12.976
+2026-05-21 09:42:27,blackbird_observed.csv,0.3437986782188004823615599202,1.129,3.528,3.646,0.503,0.739,6.39,10.259,0.3,7.5,18.818,0.311,0.712,0.028,2.47,1.12,10.56,7.745,14.507,19.623,9.391,8.741,5.631,11.851,0.016,9.66,6.08,7.709,7.59,7.967,36.628,68.542,4.713,1.419,0.202,12.17,81.609,150.208,13.01
+2026-05-21 09:42:27,blackbird_observed.csv,1.017577497505579328374617615,1.175,3.599,4.696,6.42,0.627,6.8,11.518,0.446,6.55,26.47,0.48,0.728,0.048,2.32,1.24,11.02,2.229,8.224,12.375,4.072,6.071,5.224,6.918,0.101,10.34,7.37,5.168,7.57,13.843,25.227,37.018,13.436,0.883,0.272,12.287,127.655,239.464,15.846
+2026-05-21 09:42:27,blackbird_observed.csv,3.152144820932537047251541567,0.816,2.842,0.171,2.958,0.782,6.3,15.492,0.184,7.6,15.93,0.424,0.062,0.002,2.46,11.31,11.45,2.65,14.772,15.196,14.347,2.026,2.106,1.946,0.211,8.95,8.4,5.443,7.06,8.061,31.066,54.026,8.105,1.445,0.137,12.057,110.070,207.162,12.977
+2026-05-21 09:42:28,blackbird_observed.csv,0.3172855230611040383128243769,1.218,1.73,3.97,5.978,0.669,7.07,13.111,0.445,7.39,6.639,0.332,0.278,0.021,1.7,11.94,10.59,2.995,7.404,6.496,8.312,9.718,10.934,8.503,0.065,8.11,7.63,6.511,6.94,9.168,27.719,41.01,14.428,1.316,0.118,12.111,49.512,84.334,14.689
+2026-05-21 09:42:28,blackbird_observed.csv,0.8870931165000020761081875265,0.731,1.37,5.637,4.33,0.938,7.42,4.624,0.236,6.59,11.174,0.515,0.374,0.005,2.69,1.27,10.5,10.046,2.958,3.206,2.71,3.980,4.173,3.787,0.068,10.38,7.38,4.13,7.04,17.499,35.020,68.411,1.628,0.942,0.24,12.047,73.745,134.753,12.737
+2026-05-21 09:42:28,blackbird_observed.csv,37.48089234656246385751548656,0.858,1.858,0.627,5.643,0.192,6.31,4.556,0.342,7.16,6.487,0.471,0.718,0.046,4.32,10.97,10.52,11.817,3.711,4.94,2.482,4.087,5.259,2.915,0.095,10.26,7.95,2.56,7.04,22.952,21.304,36.098,6.511,1.211,0.201,12.207,95.514,177.928,13.101
+2026-05-21 09:42:29,blackbird_observed.csv,0.2333410765646195755581078344,1.298,2.043,3.391,3.273,0.254,6.72,7.476,0.174,7.59,22.421,0.476,0.727,0.005,3.46,11.96,10.8,4.332,9.109,8.858,9.36,2.902,4.897,0.906,0.137,8.91,6.33,3.799,7.06,23.101,11.102,6.805,15.4,1.474,0.338,12.074,89.797,169.903,9.691
+2026-05-21 09:42:29,blackbird_observed.csv,0.4970122061001092680118293284,0.916,3.752,0.889,2.799,0.194,7.68,15.027,0.279,7.61,18.004,0.104,0.189,0.047,2.0,10.74,10.38,5.048,13.319,14.042,12.596,4.449,3.692,5.206,0.188,9.15,6.52,1.759,6.96,20.622,45.216,76.526,13.905,1.001,0.122,12.121,64.590,115.543,13.636
+2026-05-21 09:42:29,blackbird_observed.csv,0.2980781844541096877634092623,0.932,3.046,0.773,5.707,0.032,6.59,6.328,0.069,7.4,25.298,0.133,0.459,0.042,3.09,1.11,11.48,7.547,7.540,6.872,8.208,6.554,2.773,10.336,0.122,10.27,8.02,5.801,7.16,8.77,15.202,12.229,18.175,1.496,0.09,12.067,117.326,220.552,14.099
+2026-05-21 09:42:29,blackbird_observed.csv,0.2904618013690750791748275238,1.002,1.476,0.483,6.328,0.725,6.61,5.347,0.005,6.96,11.653,0.529,0.109,0.04,1.58,1.17,10.9,11.301,11.222,7.551,14.894,2.120,1.208,3.032,0.239,8.0,6.88,3.509,7.42,13.871,33.561,65.488,1.634,1.289,0.147,12.167,74.772,144.233,5.311
+2026-05-21 09:42:30,blackbird_observed.csv,0.3171326325393132191146662945,0.836,1.002,5.824,5.163,0.172,7.68,9.697,0.275,6.88,16.514,0.102,0.44,0.026,2.45,11.4,10.68,11.711,7.598,1.428,13.767,7.898,6.096,9.699,0.109,9.82,8.05,5.254,7.4,12.126,18.693,20.383,17.003,1.214,0.107,12.041,79.033,149.678,8.388
+2026-05-21 09:42:30,blackbird_observed.csv,1.996803317913152801612762381,1.168,2.496,4.704,1.522,0.365,7.24,15.939,0.025,7.59,8.25,0.351,0.059,0.03,1.63,1.34,10.3,3.171,8.920,7.539,10.3,7.049,4.918,9.18,0.16,8.79,7.86,3.178,7.37,20.931,9.228,0.67,17.786,0.913,0.247,12.267,119.075,226.565,11.585
+2026-05-21 09:42:30,blackbird_observed.csv,1.388055413561651826250759348,0.759,2.648,4.828,1.681,0.447,6.76,9.213,0.014,6.95,15.347,0.485,0.504,0.047,1.62,10.63,10.72,2.883,13.883,9.849,17.917,7.368,4.222,10.513,0.164,9.28,6.81,6.773,7.29,20.925,15.490,15.348,15.633,1.691,0.163,12.216,77.502,148.974,6.03
+2026-05-21 09:42:31,blackbird_observed.csv,0.2715794146733103892939281394,0.783,2.296,3.286,7.955,0.076,6.33,7.951,0.422,7.54,12.554,0.209,0.585,0.047,2.49,1.26,10.72,2.286,10.921,14.574,7.268,5.082,4.027,6.138,0.083,10.17,7.52,3.781,7.05,17.766,30.838,57.965,3.712,1.612,0.026,12.102,84.449,161.847,7.051
+2026-05-21 09:42:31,blackbird_observed.csv,0.8485749185536810758851214197,1.111,0.76,1.4,3.594,0.141,7.74,4.491,0.295,6.67,14.302,0.631,0.59,0.005,2.18,11.41,10.38,3.128,5.742,1.39,10.095,8.178,2.479,13.876,0.132,7.95,6.03,5.276,7.45,9.487,6.586,0.635,12.538,0.839,0.067,12.199,62.424,116.368,8.481
+2026-05-21 09:42:31,blackbird_observed.csv,3.449532823752431370706211035,0.857,1.092,0.174,1.596,0.597,7.46,4.005,0.257,6.98,27.188,0.254,0.258,0.045,1.83,1.29,11.2,5.469,14.600,9.209,19.992,3.360,1.98,4.739,0.163,9.05,7.62,6.848,6.76,17.888,29.218,47.839,10.597,1.554,0.295,12.225,87.524,170.942,4.106
+2026-05-21 09:42:32,blackbird_observed.csv,0.2704715322067372603381974225,0.887,2.661,3.526,3.803,0.495,7.41,5.76,0.335,7.54,13.284,0.318,0.741,0.03,1.62,11.46,11.22,2.94,3.848,2.644,5.051,0.921,0.978,0.864,0.207,10.36,6.8,4.095,6.65,14.526,23.575,43.973,3.177,1.28,0.24,12.194,85.070,159.106,11.033
+2026-05-21 09:42:32,blackbird_observed.csv,0.5440160689008642651227646145,1.108,2.231,1.157,4.174,0.026,7.39,7.767,0.308,6.52,18.301,0.217,0.727,0.048,3.04,11.42,11.42,8.656,15.734,16.329,15.139,13.090,13.883,12.296,0.003,9.68,7.38,4.391,6.67,8.022,26.565,40.0,13.13,1.154,0.236,12.259,80.842,150.109,11.575
+2026-05-21 09:42:32,blackbird_observed.csv,38.80838647253391723229968007,0.891,3.888,0.057,0.82,0.455,6.48,13.806,0.375,7.44,11.517,0.254,0.036,0.037,3.89,11.79,10.43,8.695,13.564,9.681,17.448,6.190,8.197,4.182,0.06,9.96,6.33,5.145,7.51,18.705,25.627,32.961,18.293,1.199,0.157,12.07,69.950,129.673,10.228
+2026-05-21 09:42:33,blackbird_observed.csv,0.7138304356709588519345045448,1.071,3.226,0.565,4.157,0.094,7.1,8.895,0.195,6.5,11.205,0.506,0.702,0.048,1.8,11.25,10.94,3.379,9.462,17.802,1.122,2.868,0.392,5.343,0.007,10.22,8.11,6.736,7.05,7.049,23.088,34.263,11.914,0.877,0.231,12.15,97.210,187.487,6.932
+2026-05-21 09:42:33,blackbird_observed.csv,0.5548203551797429292330879121,1.169,0.475,2.678,3.756,0.659,7.53,14.684,0.103,6.63,16.379,0.485,0.036,0.019,2.93,11.06,10.97,10.268,8.296,0.492,16.101,7.202,10.778,3.627,0.095,10.33,7.24,0.934,6.67,12.721,20.254,39.559,0.949,1.631,0.306,12.082,107.405,203.615,11.195
+2026-05-21 09:42:33,blackbird_observed.csv,37.03330848537138206920066445,1.201,0.378,4.799,2.869,0.306,6.26,5.311,0.152,6.66,25.767,0.19,0.377,0.022,4.17,1.03,10.95,4.386,3.452,3.820,3.084,3.433,1.696,5.17,0.127,10.19,6.32,3.53,7.24,22.131,24.295,38.958,9.632,1.336,0.199,12.155,123.289,239.542,7.036
+2026-05-21 09:42:33,blackbird_observed.csv,0.5951982672832180535376542208,0.899,3.025,0.466,1.879,0.052,7.57,4.071,0.09,7.24,14.794,0.443,0.184,0.011,3.24,10.61,10.36,2.822,6.997,12.203,1.791,2.790,1.192,4.389,0.029,8.08,6.84,7.713,7.49,13.486,42.663,78.601,6.725,0.945,0.232,12.273,77.064,138.98,15.149
+2026-05-21 09:42:34,blackbird_observed.csv,0.4818806327416268635779777778,0.798,0.342,0.854,7.212,0.571,6.68,8.172,0.236,7.24,8.644,0.537,0.369,0.012,2.86,11.94,10.26,2.122,14.340,11.811,16.87,9.206,11.934,6.478,0.115,8.36,7.53,4.804,7.29,11.775,2.292,2.874,1.709,1.743,0.131,12.081,114.234,216.138,12.331
+2026-05-21 09:42:34,blackbird_observed.csv,0.3955117571459645642484141978,0.876,3.106,4.587,2.51,0.471,7.05,8.775,0.344,7.46,12.244,0.377,0.68,0.03,3.45,11.63,11.06,4.621,10.900,4.576,17.225,8.728,10.713,6.744,0.127,7.64,6.3,5.308,7.4,22.203,40.349,61.857,18.841,1.557,0.092,12.225,95.014,175.774,14.253
+2026-05-21 09:42:34,blackbird_observed.csv,0.5737207229956539221284190024,0.736,3.041,3.327,1.295,0.814,6.56,4.746,0.104,6.59,21.47,0.206,0.298,0.025,2.17,10.94,10.57,11.029,3.897,4.231,3.563,12.532,13.812,11.251,0.12,9.7,6.18,6.621,7.37,17.664,46.048,72.128,19.967,1.408,0.202,12.282,81.522,158.877,4.167
+2026-05-21 09:42:35,blackbird_observed.csv,0.2576658386533085205613041537,0.813,1.414,2.783,1.409,0.865,6.83,15.355,0.44,7.11,13.061,0.076,0.003,0.017,1.77,11.26,11.49,6.326,2.507,2.349,2.665,11.108,13.61,8.605,0.089,9.29,8.0,2.934,7.54,14.591,18.974,34.444,3.503,1.183,0.154,12.029,93.795,177.591,9.999
+2026-05-21 09:42:35,blackbird_observed.csv,1.337713098596015313745362660,1.14,2.362,4.986,6.665,0.765,7.18,9.652,0.181,7.15,27.336,0.264,0.021,0.003,4.17,11.96,10.61,8.043,5.808,5.598,6.019,6.060,10.416,1.704,0.219,9.13,6.66,6.826,7.42,12.562,18.330,33.014,3.646,0.804,0.328,12.17,86.372,161.085,11.658
+2026-05-21 09:42:35,blackbird_observed.csv,0.4838978559482493453836213741,0.835,3.324,4.042,6.587,0.608,6.52,5.677,0.393,6.73,11.152,0.085,0.206,0.033,2.5,1.46,11.48,8.0,12.868,13.036,12.701,3.498,2.915,4.081,0.244,9.44,6.44,7.021,7.02,13.032,17.226,22.213,12.239,1.018,0.165,12.212,102.510,192.046,12.975
+2026-05-21 09:42:36,blackbird_observed.csv,0.2497205762646205689256278579,0.895,1.506,3.144,1.653,0.833,6.57,15.314,0.169,7.02,23.665,0.442,0.392,0.011,2.19,11.33,10.65,3.441,9.198,8.222,10.174,6.772,11.875,1.668,0.109,8.36,6.08,7.781,7.58,19.193,27.876,46.257,9.494,1.328,0.033,12.017,73.968,133.469,14.466
+2026-05-21 09:42:36,blackbird_observed.csv,0.4300228777187940218772083642,1.29,1.485,3.558,1.695,0.281,7.04,4.077,0.355,6.52,25.987,0.524,0.304,0.032,2.32,11.39,10.68,6.553,7.929,7.801,8.057,3.368,1.665,5.072,0.114,7.68,7.69,4.336,6.75,12.033,18.876,32.521,5.231,1.455,0.338,12.078,82.888,159.963,5.814
+2026-05-21 09:42:36,blackbird_observed.csv,0.7026526050177091876659413060,0.852,3.281,4.754,1.31,0.22,6.76,5.053,0.163,6.84,17.061,0.187,0.546,0.045,3.33,1.4,11.09,6.357,10.184,14.323,6.044,6.875,12.705,1.045,0.171,9.62,7.1,4.92,6.81,22.07,14.997,23.696,6.298,1.115,0.235,12.244,121.538,238.656,4.419
+2026-05-21 09:42:37,blackbird_observed.csv,1.069515669392801344904255844,1.236,2.574,4.341,1.257,0.782,6.89,14.301,0.056,7.29,8.208,0.191,0.161,0.044,4.23,11.68,11.21,10.564,8.809,4.125,13.493,7.262,11.094,3.43,0.012,10.42,6.32,7.341,6.96,14.25,31.242,45.873,16.61,1.233,0.176,12.197,104.862,199.52,10.203
+2026-05-21 09:42:37,blackbird_observed.csv,0.5569877516490499531915485943,1.116,0.437,1.34,3.547,0.374,7.04,10.051,0.306,6.69,19.431,0.395,0.682,0.009,3.19,11.57,10.41,8.373,11.518,11.459,11.576,7.458,10.241,4.674,0.232,8.04,6.05,3.161,6.88,10.442,7.177,1.74,12.614,0.919,0.334,12.274,51.158,96.588,5.727
+2026-05-21 09:42:37,blackbird_observed.csv,0.5356636930571776480918406807,1.315,0.603,3.831,1.537,0.821,7.34,14.035,0.226,6.8,16.107,0.369,0.206,0.046,3.45,11.66,11.35,5.235,16.000,19.127,12.872,9.184,7.343,11.024,0.112,7.72,6.29,0.892,7.51,6.281,20.528,28.795,12.262,1.671,0.135,12.085,81.028,148.459,13.597
+2026-05-21 09:42:38,blackbird_observed.csv,0.4463503421684140424895734754,1.131,0.685,1.98,2.257,0.814,6.85,7.072,0.056,6.67,11.996,0.099,0.459,0.03,4.11,1.29,10.67,6.039,17.608,15.969,19.246,11.718,12.03,11.406,0.186,7.73,8.32,1.756,6.95,14.622,15.394,27.992,2.796,1.472,0.089,12.225,93.478,173.451,13.504
+2026-05-21 09:42:38,blackbird_observed.csv,0.4715401381677635496374686954,0.84,3.757,2.867,4.275,0.06,7.57,4.745,0.442,7.44,23.833,0.516,0.399,0.015,2.57,1.48,11.22,5.725,7.946,11.942,3.95,7.714,5.294,10.134,0.002,8.78,8.35,3.043,7.03,22.43,6.990,12.242,1.739,1.291,0.326,12.177,110.432,214.416,6.448
+2026-05-21 09:42:38,blackbird_observed.csv,0.4757834289486643176417241228,0.827,0.419,5.08,5.941,0.033,6.68,3.6,0.128,6.51,14.579,0.186,0.341,0.036,3.76,1.13,10.46,5.075,3.418,1.722,5.113,4.472,2.404,6.54,0.077,10.07,6.2,3.093,7.4,23.991,21.670,37.534,5.806,1.431,0.053,12.128,121.544,235.945,7.144
+2026-05-21 09:42:38,blackbird_observed.csv,0.3676432115037484777504567102,0.901,3.333,0.824,0.866,0.798,6.36,3.533,0.351,6.78,21.71,0.506,0.078,0.042,3.68,10.96,10.89,11.465,11.034,3.334,18.733,7.986,2.379,13.594,0.233,10.49,7.51,7.772,7.15,7.527,21.634,26.451,16.818,0.836,0.07,12.231,91.088,171.018,11.158
+2026-05-21 09:42:39,blackbird_observed.csv,1.199565447098783362621536157,1.229,2.506,0.42,7.362,0.565,7.4,3.148,0.248,6.7,10.35,0.087,0.046,0.021,3.22,11.17,10.26,5.278,7.366,3.462,11.27,4.064,5.743,2.386,0.064,8.71,7.16,5.695,7.17,17.145,26.624,38.301,14.946,1.772,0.11,12.243,117.554,222.133,12.975
+2026-05-21 09:42:39,blackbird_observed.csv,0.9805789581375336312683089650,1.224,3.034,1.064,7.447,0.637,6.96,12.086,0.433,6.74,8.332,0.085,0.077,0.034,3.84,1.12,10.92,2.943,17.174,16.193,18.154,9.200,7.833,10.567,0.134,9.48,8.19,6.662,7.42,6.793,38.706,65.432,11.979,1.719,0.063,12.091,81.114,152.005,10.222
+2026-05-21 09:42:39,blackbird_observed.csv,36.34215933765242176432432613,0.926,1.642,0.34,4.261,0.335,7.42,14.172,0.05,6.8,25.275,0.142,0.29,0.041,2.77,1.17,11.35,7.486,10.914,5.23,16.597,12.032,11.491,12.573,0.247,9.82,7.21,4.596,7.39,22.888,33.108,65.037,1.179,1.224,0.176,12.114,99.475,190.667,8.283
+2026-05-21 09:42:40,blackbird_observed.csv,0.3611386832454890287038259044,0.876,3.69,3.63,3.658,0.904,6.87,3.667,0.226,6.81,7.143,0.193,0.353,0.005,2.67,11.11,10.59,7.502,16.142,19.68,12.604,7.612,12.048,3.177,0.019,9.2,6.48,7.436,7.26,10.843,36.601,55.335,17.867,1.153,0.11,12.262,125.540,239.753,11.327
+2026-05-21 09:42:40,blackbird_observed.csv,0.5952071585938700505791416738,1.266,0.829,0.973,2.239,0.062,7.26,5.043,0.025,7.48,14.573,0.1,0.511,0.003,2.27,1.37,10.4,11.602,9.569,14.145,4.993,6.958,1.149,12.768,0.203,8.0,7.76,1.65,7.05,12.362,6.802,4.187,9.417,1.674,0.101,12.174,68.972,123.357,14.588
+2026-05-21 09:42:40,blackbird_observed.csv,1.547556535045176800824640990,1.024,1.318,4.693,6.525,0.562,6.75,11.454,0.345,7.49,20.979,0.62,0.016,0.028,1.69,10.95,10.26,7.347,9.710,18.151,1.268,12.454,12.053,12.855,0.122,9.92,7.1,3.366,6.97,23.083,35.194,52.626,17.763,1.686,0.313,12.245,54.226,102.912,5.54
+2026-05-21 09:42:41,blackbird_observed.csv,0.4806124553540776960385891123,0.738,1.57,0.225,2.31,0.023,7.3,7.253,0.02,7.32,13.398,0.313,0.193,0.033,3.82,11.6,10.71,3.847,10.212,8.697,11.726,1.940,1.717,2.163,0.106,8.38,6.54,4.595,7.51,14.173,18.325,29.62,7.03,0.888,0.23,12.297,48.523,89.431,7.615
+2026-05-21 09:42:41,blackbird_observed.csv,0.8722248331163261042012920883,1.205,0.704,2.313,2.991,0.001,7.54,14.273,0.352,7.3,20.157,0.152,0.27,0.024,3.28,11.11,10.98,3.387,13.777,15.959,11.595,1.882,0.495,3.27,0.004,9.12,7.18,7.878,6.7,21.665,20.862,31.756,9.968,1.246,0.274,12.178,104.076,192.529,15.624
+2026-05-21 09:42:41,blackbird_observed.csv,1.035345241007588670675906902,0.836,1.636,1.816,0.567,0.945,6.61,6.618,0.239,7.41,25.154,0.083,0.333,0.047,3.48,11.62,10.66,6.255,9.118,10.069,8.168,5.099,8.255,1.943,0.027,7.82,7.75,3.081,7.36,7.453,34.610,49.586,19.634,1.671,0.039,12.177,63.786,119.018,8.555
+2026-05-21 09:42:42,blackbird_observed.csv,0.9014152893334146150362708613,0.901,2.579,4.587,0.073,0.41,6.88,10.091,0.379,6.53,27.52,0.525,0.612,0.012,2.26,11.72,11.5,6.663,17.602,15.456,19.747,4.314,3.673,4.955,0.174,7.73,7.48,1.715,7.03,11.152,15.454,25.724,5.185,1.028,0.18,12.286,72.890,140.634,5.147
+2026-05-21 09:42:42,blackbird_observed.csv,2.107574284292385050608515983,1.16,3.347,5.634,0.252,0.181,7.01,12.573,0.064,6.56,21.126,0.169,0.012,0.037,3.18,11.18,10.67,7.631,12.024,12.870,11.178,7.249,9.81,4.688,0.076,8.74,6.62,6.858,7.45,17.51,13.615,22.555,4.675,1.257,0.241,12.254,51.334,95.938,6.729
+2026-05-21 09:42:42,blackbird_observed.csv,0.9665168698952899982616787206,0.779,1.234,1.19,1.274,0.82,7.3,5.437,0.112,6.96,20.478,0.381,0.248,0.009,3.0,1.44,11.06,5.287,8.586,10.563,6.61,12.538,13.277,11.8,0.174,7.57,8.28,5.513,6.6,13.397,20.184,23.193,17.175,1.614,0.302,12.08,90.708,173.837,7.579
+2026-05-21 09:42:43,blackbird_observed.csv,0.7457682968263849040388865580,1.262,0.663,2.29,1.8,0.121,6.64,6.866,0.187,6.89,12.159,0.389,0.208,0.001,2.76,1.32,11.36,7.492,10.752,3.091,18.412,6.400,4.863,7.938,0.068,9.8,6.67,3.72,7.03,16.905,41.573,76.11,7.036,1.27,0.219,12.279,63.338,121.69,4.986
+2026-05-21 09:42:43,blackbird_observed.csv,0.1556751023004206487257877144,1.017,3.576,4.935,3.227,0.193,6.38,7.988,0.312,7.58,16.361,0.489,0.324,0.049,4.05,11.81,11.16,5.98,6.730,0.884,12.577,8.607,7.066,10.148,0.223,9.96,8.06,2.18,7.58,8.403,22.310,31.569,13.05,1.058,0.083,12.177,116.702,221.459,11.944
+2026-05-21 09:42:43,blackbird_observed.csv,0.4070200288919212178120622788,0.925,2.731,1.787,1.162,0.405,6.46,11.098,0.075,6.74,26.288,0.564,0.254,0.015,2.62,10.94,10.47,5.699,13.550,18.381,8.72,9.482,10.223,8.742,0.124,8.83,6.56,3.801,7.3,9.532,4.828,1.604,8.051,1.051,0.108,12.291,88.508,168.708,8.309
+2026-05-21 09:42:43,blackbird_observed.csv,0.3997204103705026498459107769,1.232,2.624,2.716,2.222,0.581,7.72,11.707,0.356,7.36,17.822,0.207,0.488,0.02,4.14,11.19,10.77,7.126,12.618,13.829,11.406,6.890,6.619,7.161,0.23,7.51,6.05,7.204,6.88,7.259,9.107,12.907,5.307,1.699,0.07,12.18,108.846,210.878,6.815
+2026-05-21 09:42:44,blackbird_observed.csv,2.576253035169820480506248337,0.977,0.295,5.367,7.616,0.395,6.79,9.575,0.04,7.38,6.27,0.364,0.257,0.015,3.35,11.78,10.76,2.936,12.852,13.648,12.055,2.622,2.529,2.714,0.083,8.86,6.34,3.773,7.38,16.45,19.800,24.33,15.27,0.836,0.093,12.09,49.454,85.531,13.377
+2026-05-21 09:42:44,blackbird_observed.csv,0.8876967147240933447555319027,1.135,1.319,2.065,3.367,0.141,7.67,13.425,0.311,7.44,9.445,0.161,0.352,0.041,1.63,1.36,11.13,3.504,4.596,3.976,5.216,6.866,4.607,9.124,0.104,9.5,7.14,7.213,7.6,19.146,36.423,67.085,5.761,0.879,0.14,12.047,54.457,95.936,12.978
+2026-05-21 09:42:44,blackbird_observed.csv,0.7726259613475536134254911582,1.154,3.833,4.301,6.742,0.371,7.09,3.735,0.218,7.45,9.478,0.224,0.178,0.041,4.27,11.24,11.44,4.997,14.412,15.183,13.641,8.672,11.402,5.943,0.128,10.17,6.18,2.17,7.59,7.261,42.534,78.687,6.381,1.232,0.299,12.19,55.734,104.184,7.284
+2026-05-21 09:42:45,blackbird_observed.csv,1.691882752613117525587359639,1.301,3.461,4.303,2.091,0.018,6.32,11.698,0.028,6.57,19.387,0.064,0.298,0.016,2.79,11.26,10.29,9.972,10.436,10.265,10.606,3.206,2.844,3.569,0.058,8.5,6.98,6.379,7.4,22.265,22.262,34.412,10.112,1.508,0.305,12.108,71.392,136.619,6.164
+2026-05-21 09:42:45,blackbird_observed.csv,0.4681746624035452730056546797,0.939,2.654,0.582,3.436,0.618,7.51,11.847,0.336,7.13,9.739,0.591,0.13,0.015,3.93,10.66,11.35,2.067,8.605,14.915,2.295,7.743,8.591,6.895,0.038,9.07,8.16,1.316,7.01,22.528,12.782,20.937,4.627,1.217,0.032,12.248,117.966,226.471,9.46
+2026-05-21 09:42:45,blackbird_observed.csv,0.6709264384574252741770796585,1.169,1.428,2.785,5.439,0.073,6.51,4.6,0.121,7.48,17.831,0.226,0.559,0.034,2.05,11.96,10.57,3.481,9.250,12.876,5.625,9.636,9.957,9.316,0.011,7.61,6.36,4.503,7.02,19.843,37.938,65.762,10.115,1.446,0.071,12.112,43.616,81.391,5.841
+2026-05-21 09:42:46,blackbird_observed.csv,36.72647002082612533797618582,1.273,2.574,0.165,0.063,0.345,7.18,6.593,0.269,7.05,24.326,0.502,0.699,0.037,3.27,11.2,11.1,9.781,19.152,18.628,19.676,9.510,12.387,6.634,0.11,10.27,7.12,7.275,7.27,14.396,13.663,9.956,17.37,1.168,0.272,12.066,89.703,164.015,15.391
+2026-05-21 09:42:46,blackbird_observed.csv,0.6345843412878616780681296780,0.86,0.267,4.194,1.937,0.814,7.62,15.195,0.39,6.85,16.239,0.433,0.524,0.03,1.66,11.37,10.47,10.186,14.613,19.72,9.506,4.808,4.546,5.07,0.136,9.84,6.36,4.234,7.39,19.875,8.671,6.955,10.387,0.927,0.062,12.201,80.501,149.2,11.802
+2026-05-21 09:42:46,blackbird_observed.csv,1.550258198787403431674540457,1.262,2.747,3.453,5.143,0.126,7.14,4.503,0.407,7.35,15.7,0.255,0.632,0.01,3.87,1.13,11.44,7.363,8.144,9.938,6.351,7.667,6.763,8.571,0.036,8.75,7.34,5.402,6.68,15.835,32.850,58.87,6.831,0.82,0.142,12.236,116.568,226.968,6.167
+2026-05-21 09:42:47,blackbird_observed.csv,0.2742511029667445661552273679,1.191,0.676,4.921,0.566,0.545,6.28,3.404,0.221,6.59,14.204,0.352,0.742,0.048,3.89,11.48,10.83,6.961,18.945,17.890,20.000,9.044,9.051,9.038,0.168,9.64,6.81,1.793,7.39,11.794,5.688,6.757,4.619,1.554,0.35,12.269,58.942,105.19,12.693
+2026-05-21 09:42:47,blackbird_observed.csv,0.2304012172037468887821052759,0.928,0.257,3.466,2.789,0.49,7.12,3.729,0.163,6.6,11.14,0.561,0.691,0.018,4.45,11.69,10.51,6.559,11.306,12.716,9.897,5.958,5.297,6.618,0.197,8.38,6.42,7.024,7.49,9.94,49.756,79.518,19.995,1.283,0.156,12.226,67.102,124.246,9.958
+2026-05-21 09:42:47,blackbird_observed.csv,0.5329052783977683647254907965,0.932,0.644,4.092,6.702,0.792,6.51,4.346,0.321,7.13,20.047,0.558,0.413,0.015,2.35,11.55,10.53,8.992,8.742,1.905,15.58,7.710,11.343,4.078,0.225,9.19,8.16,5.4,6.74,18.565,30.794,52.636,8.953,0.911,0.183,12.103,86.398,158.687,14.109
+2026-05-21 09:42:47,blackbird_observed.csv,0.2673915021747326489174462216,1.241,2.708,0.44,5.111,0.59,7.67,12.653,0.378,6.54,7.7,0.166,0.443,0.004,3.12,1.06,11.13,9.921,12.467,16.825,8.109,3.614,3.745,3.482,0.167,7.53,6.8,3.508,6.97,18.114,16.054,17.943,14.166,1.197,0.106,12.225,93.420,172.05,14.791
+2026-05-21 09:42:48,blackbird_observed.csv,0.6844442151664461275942172697,0.885,0.982,3.687,7.16,0.499,7.32,13.231,0.378,6.97,11.012,0.109,0.601,0.04,3.02,1.27,11.32,7.966,7.522,11.447,3.598,4.818,4.267,5.369,0.201,7.89,8.0,6.262,7.41,7.324,44.176,68.973,19.379,1.0,0.157,12.027,61.358,114.884,7.832
+2026-05-21 09:42:48,blackbird_observed.csv,0.3728047554619408827230307789,0.902,2.978,1.803,2.911,0.292,7.06,10.501,0.114,7.34,7.038,0.22,0.645,0.042,2.81,11.22,11.47,7.382,6.570,6.622,6.517,8.322,5.584,11.06,0.125,9.45,6.88,3.569,6.79,12.988,30.827,44.805,16.849,1.135,0.108,12.257,61.698,110.208,13.189
+2026-05-21 09:42:48,blackbird_observed.csv,0.2469306135206048817349660730,1.312,3.745,1.339,1.65,0.018,6.79,13.31,0.264,6.57,17.087,0.506,0.579,0.041,3.87,11.08,10.81,5.364,12.989,7.027,18.951,6.322,1.999,10.644,0.167,8.74,6.06,7.554,7.22,9.94,8.838,1.983,15.693,1.327,0.03,12.225,68.536,126.67,10.403
+2026-05-21 09:42:49,blackbird_observed.csv,0.7679774999911743039713104580,1.101,0.95,3.769,1.26,0.915,7.08,3.075,0.299,7.62,20.362,0.158,0.221,0.045,2.8,1.24,10.66,10.589,14.518,15.445,13.592,5.728,1.245,10.21,0.053,8.35,8.48,7.561,6.73,9.344,39.467,67.157,11.777,0.9,0.03,12.18,125.870,235.965,15.775
+2026-05-21 09:42:49,blackbird_observed.csv,0.9393972951823919329462802216,1.074,2.477,4.289,7.022,0.514,6.44,11.863,0.261,7.44,6.015,0.199,0.371,0.04,4.05,11.54,10.57,7.219,15.844,15.937,15.75,5.260,6.028,4.493,0.152,8.6,6.57,6.002,6.65,20.378,21.358,26.185,16.53,0.96,0.295,12.143,55.184,105.741,4.626
+2026-05-21 09:42:49,blackbird_observed.csv,0.3096558659638928581707591754,0.885,2.015,3.474,4.35,0.398,6.79,5.138,0.127,7.38,19.999,0.355,0.217,0.035,1.7,10.59,11.02,6.372,10.691,15.445,5.937,8.128,8.670,7.587,0.101,10.29,7.77,2.967,6.64,6.027,16.282,12.735,19.83,1.394,0.132,12.182,101.274,189.196,13.351
+2026-05-21 09:42:50,blackbird_observed.csv,0.4935871374378998512033385291,0.886,1.441,1.057,6.468,0.014,6.54,6.661,0.088,6.6,21.32,0.281,0.536,0.013,2.86,10.67,11.08,7.261,10.690,19.196,2.183,4.013,3.34,4.686,0.004,9.47,7.4,4.456,6.84,6.466,30.512,53.98,7.043,1.287,0.003,12.214,110.442,209.852,11.033
+2026-05-21 09:42:50,blackbird_observed.csv,0.6232942801829986406481221296,1.067,0.837,2.922,6.619,0.1,6.84,6.731,0.042,7.44,15.558,0.576,0.704,0.027,2.93,11.1,11.44,5.055,11.948,18.175,5.72,4.691,7.398,1.984,0.113,9.9,7.22,5.805,7.37,13.067,20.042,34.655,5.429,1.336,0.273,12.224,76.308,141.946,10.669
+2026-05-21 09:42:50,blackbird_observed.csv,0.6710628040827511401543808236,0.736,2.875,5.702,3.122,0.339,6.95,11.02,0.376,7.26,12.103,0.055,0.387,0.002,2.09,10.86,10.9,9.576,2.473,0.371,4.575,6.376,6.801,5.951,0.0,9.8,6.43,5.664,7.37,13.357,41.857,77.106,6.608,1.38,0.303,12.009,89.137,166.784,11.49
+2026-05-21 09:42:51,blackbird_observed.csv,0.2625050610784479508698097390,0.797,0.682,4.299,5.724,0.866,6.49,11.427,0.405,6.61,20.197,0.315,0.003,0.03,1.9,10.92,10.93,4.917,9.896,19.178,0.613,12.035,11.405,12.665,0.206,8.08,7.02,1.035,6.64,7.252,43.057,69.992,16.122,0.959,0.281,12.018,57.820,102.803,12.836
+2026-05-21 09:42:51,blackbird_observed.csv,0.3567967429334711996327084162,1.295,3.032,3.65,1.526,0.035,6.27,8.953,0.22,7.54,11.556,0.336,0.603,0.03,2.03,10.5,10.3,11.798,12.296,15.749,8.843,8.578,7.856,9.301,0.098,9.09,6.09,7.497,7.11,6.088,40.528,69.585,11.472,1.545,0.07,12.146,106.398,206.288,6.507
+2026-05-21 09:42:51,blackbird_observed.csv,0.4253214113211521865280283769,0.904,3.119,4.904,2.133,0.353,6.73,12.781,0.426,6.52,11.633,0.611,0.233,0.039,2.97,1.05,10.54,4.125,17.790,17.606,17.974,9.203,12.165,6.241,0.126,7.59,6.22,6.297,7.24,13.525,21.027,37.102,4.952,1.07,0.333,12.06,91.850,175.125,8.576
+2026-05-21 09:42:51,blackbird_observed.csv,0.9313112724443485225168522056,1.054,2.87,5.441,2.573,0.194,6.42,10.729,0.179,7.53,23.988,0.559,0.68,0.015,3.62,11.33,10.43,3.152,17.730,20.000,15.461,11.192,9.888,12.495,0.059,10.22,7.86,1.374,6.75,13.524,47.244,79.964,14.524,1.62,0.229,12.183,83.425,152.287,14.563
+2026-05-21 09:42:52,blackbird_observed.csv,0.4390294191174663353173827663,0.812,2.865,3.858,2.097,0.274,6.58,3.603,0.247,6.87,25.423,0.371,0.186,0.006,4.45,11.07,10.3,5.124,12.898,7.522,18.274,6.188,5.656,6.72,0.192,7.62,6.96,7.252,7.46,8.57,9.542,1.025,18.059,0.98,0.193,12.173,45.458,81.115,9.8
+2026-05-21 09:42:52,blackbird_observed.csv,0.8871281199683581879882047158,1.099,0.623,2.007,2.867,0.193,6.72,10.728,0.051,7.44,7.841,0.37,0.305,0.032,3.38,1.07,10.55,11.615,10.328,12.844,7.813,12.212,10.993,13.432,0.112,9.74,7.91,3.758,7.05,6.044,25.889,47.04,4.738,1.264,0.13,12.044,122.210,231.735,12.685
+2026-05-21 09:42:52,blackbird_observed.csv,0.6901828124707980229317172707,1.215,3.605,1.134,4.455,0.68,6.59,5.318,0.317,7.64,18.646,0.321,0.483,0.042,3.88,1.17,10.41,10.922,12.058,17.278,6.837,9.672,8.241,11.104,0.237,8.64,6.83,7.656,7.08,17.465,27.900,54.619,1.182,1.576,0.34,12.051,73.906,141.298,6.514
+2026-05-21 09:42:53,blackbird_observed.csv,1.485815062250722253750224760,1.041,3.969,4.144,0.333,0.669,7.42,9.735,0.242,7.62,19.573,0.055,0.058,0.043,2.28,11.3,10.53,10.413,9.954,14.596,5.312,6.578,3.778,9.377,0.09,8.23,6.91,2.761,6.83,10.238,38.901,72.927,4.875,0.886,0.12,12.005,81.604,148.302,14.905
+2026-05-21 09:42:53,blackbird_observed.csv,0.6479816455631242033302719467,1.002,1.091,1.292,2.343,0.541,7.6,13.628,0.311,7.57,9.25,0.306,0.681,0.008,3.87,11.67,10.5,2.44,5.119,2.895,7.343,4.444,8.114,0.774,0.244,10.43,7.69,5.704,6.61,21.813,12.249,13.779,10.719,0.938,0.235,12.204,88.552,162.483,14.622
+2026-05-21 09:42:53,blackbird_observed.csv,0.1512607258188467576703317284,1.096,3.0,5.026,1.977,0.362,7.71,15.079,0.42,7.32,9.416,0.225,0.644,0.045,3.1,11.19,10.83,9.886,11.525,17.122,5.928,6.907,11.772,2.042,0.161,9.92,8.04,3.669,7.14,10.817,30.621,50.652,10.59,1.586,0.3,12.066,98.050,181.151,14.948
+2026-05-21 09:42:54,blackbird_observed.csv,0.3629817784185521384872308168,1.118,0.304,0.998,5.187,0.922,6.34,11.466,0.403,6.8,20.976,0.209,0.484,0.039,4.25,1.38,10.3,7.886,18.266,18.221,18.311,8.582,7.917,9.247,0.202,9.82,6.99,1.491,6.74,23.099,10.931,17.542,4.32,0.982,0.153,12.072,69.610,125.581,13.639
+2026-05-21 09:42:54,blackbird_observed.csv,0.6119512518747878845808098021,1.172,1.737,4.502,0.001,0.717,6.47,7.952,0.122,6.82,7.413,0.069,0.719,0.016,4.12,10.71,11.45,9.347,12.149,14.335,9.963,7.271,7.809,6.733,0.227,9.17,6.73,3.564,7.0,21.923,9.524,1.306,17.742,1.401,0.1,12.163,95.060,184.805,5.315
+2026-05-21 09:42:54,blackbird_observed.csv,0.4454789842761563420786250839,0.941,4.0,1.092,4.488,0.389,6.4,5.977,0.435,6.63,15.286,0.403,0.531,0.04,4.11,11.67,11.43,9.033,10.342,15.187,5.496,8.596,11.077,6.116,0.014,8.26,7.99,5.669,7.57,9.066,8.452,12.219,4.685,1.332,0.287,12.013,88.408,170.208,6.607
+2026-05-21 09:42:55,blackbird_observed.csv,0.9190097747116442319806558983,1.068,0.529,2.872,5.941,0.851,7.37,5.448,0.18,6.6,26.817,0.16,0.477,0.044,1.56,11.66,10.57,10.572,17.888,18.832,16.944,7.657,7.142,8.172,0.205,9.13,7.66,1.76,7.39,9.164,26.640,39.157,14.123,1.651,0.164,12.261,68.500,129.278,7.721
+2026-05-21 09:42:55,blackbird_observed.csv,0.3143837834163550559767694744,0.902,2.925,4.706,2.68,0.299,6.64,4.498,0.156,6.75,16.673,0.121,0.651,0.011,4.05,11.51,11.37,9.134,6.420,7.457,5.382,13.193,13.961,12.425,0.173,7.54,7.15,2.973,7.07,18.152,30.179,46.919,13.439,1.601,0.347,12.285,48.266,87.798,8.733
+2026-05-21 09:42:55,blackbird_observed.csv,0.9217967589812619905956647577,0.947,3.609,5.809,0.308,0.657,7.07,15.413,0.351,7.19,12.527,0.449,0.303,0.025,2.2,11.99,11.5,4.448,13.080,11.62,14.54,5.670,0.547,10.794,0.033,9.63,6.74,1.477,7.09,23.667,29.077,47.04,11.114,0.831,0.188,12.102,83.522,162.431,4.614
+2026-05-21 09:42:55,blackbird_observed.csv,0.2135971225981009477687224954,0.747,3.549,2.385,5.492,0.783,6.88,6.206,0.261,7.13,13.822,0.363,0.185,0.036,4.26,11.26,10.28,2.411,9.259,9.824,8.694,4.510,8.549,0.47,0.12,8.51,8.34,2.54,7.23,12.314,35.326,60.903,9.748,1.415,0.069,12.08,63.402,120.619,6.185
+2026-05-21 09:42:56,blackbird_observed.csv,0.5968962940041416955685572077,0.76,0.987,5.954,5.532,0.895,6.92,10.469,0.184,7.36,9.685,0.172,0.172,0.026,3.52,11.33,11.13,10.019,14.022,9.872,18.173,3.034,3.272,2.797,0.079,8.88,7.26,2.135,7.34,23.433,30.855,60.213,1.497,0.995,0.246,12.065,79.217,148.586,9.848
+2026-05-21 09:42:56,blackbird_observed.csv,0.5098463053554911015462376043,0.893,1.964,2.592,5.814,0.783,7.45,4.769,0.198,6.87,14.219,0.293,0.639,0.034,4.45,10.52,10.56,3.449,18.484,17.176,19.792,4.478,4.135,4.822,0.16,10.34,6.93,3.104,6.76,19.012,12.596,7.917,17.274,1.8,0.184,12.264,80.439,150.064,10.814
+2026-05-21 09:42:56,blackbird_observed.csv,0.7208217714328947516566951042,0.901,2.082,5.918,6.449,0.573,7.56,3.337,0.422,6.84,22.875,0.468,0.433,0.037,2.12,11.34,10.46,3.545,5.766,8.303,3.229,7.212,0.552,13.873,0.112,9.5,6.2,2.342,7.56,9.213,34.270,53.913,14.626,0.918,0.164,12.049,62.958,114.202,11.714
+2026-05-21 09:42:57,blackbird_observed.csv,0.3737832458900341671328342040,0.87,1.328,3.734,5.19,0.45,6.28,8.084,0.433,7.13,8.722,0.608,0.099,0.041,2.09,11.78,10.35,9.622,9.546,6.472,12.621,9.900,11.795,8.006,0.162,10.4,6.08,1.988,6.67,10.872,29.158,40.575,17.74,0.96,0.314,12.137,68.978,126.438,11.518
+2026-05-21 09:42:57,blackbird_observed.csv,0.5866442470245795504922486304,0.939,2.612,3.419,0.728,0.675,6.57,8.606,0.127,7.46,14.885,0.596,0.367,0.002,2.87,10.58,10.36,2.475,13.313,16.863,9.763,10.374,9.589,11.159,0.224,9.7,7.4,4.486,7.21,12.85,35.910,56.17,15.65,1.735,0.072,12.24,111.570,211.832,11.309
+2026-05-21 09:42:57,blackbird_observed.csv,0.7087315383129662591074172286,0.793,3.011,3.666,5.616,0.335,7.2,13.519,0.14,6.87,12.887,0.431,0.3,0.024,3.34,11.62,10.98,9.433,11.168,12.565,9.771,5.636,7.293,3.98,0.043,9.22,6.96,2.442,7.2,22.674,23.170,34.305,12.036,1.058,0.273,12.27,81.434,153.408,9.459
+2026-05-21 09:42:58,blackbird_observed.csv,0.2966143631835504055192378223,1.056,1.891,1.413,4.196,0.77,7.0,4.09,0.322,6.95,10.23,0.148,0.141,0.042,4.28,11.62,11.39,3.586,9.876,7.751,12.0,8.320,5.638,11.001,0.076,8.27,7.43,1.254,7.15,8.476,21.342,28.924,13.76,1.227,0.103,12.173,49.162,89.388,8.937
+2026-05-21 09:42:58,blackbird_observed.csv,0.1878122252279927108809701544,0.854,1.862,0.503,0.695,0.732,6.49,3.711,0.018,6.88,15.378,0.256,0.178,0.013,4.25,10.88,11.5,7.954,16.930,14.178,19.682,4.012,7.308,0.717,0.191,9.23,7.17,6.969,7.0,6.012,36.484,58.333,14.634,1.2,0.181,12.249,63.126,116.691,9.56
+2026-05-21 09:42:58,blackbird_observed.csv,0.2712221168442393475108386720,0.878,0.708,4.952,4.68,0.024,7.1,10.502,0.327,7.09,17.67,0.464,0.256,0.004,2.47,11.02,10.59,4.178,11.218,13.758,8.679,9.506,10.685,8.328,0.13,8.81,6.28,4.99,6.86,17.675,36.950,56.201,17.7,1.499,0.266,12.295,101.896,188.303,15.489
+2026-05-21 09:42:59,blackbird_observed.csv,0.3593708835530127604850976602,1.075,1.94,0.539,0.362,0.344,6.3,10.129,0.04,6.86,13.493,0.458,0.68,0.02,4.48,11.93,11.22,6.046,19.346,19.302,19.39,5.349,0.781,9.917,0.226,8.8,6.8,1.201,7.33,18.984,14.056,12.317,15.794,1.534,0.058,12.259,87.658,165.612,9.704
+2026-05-21 09:42:59,blackbird_observed.csv,0.3540587294207596033852101952,1.27,0.98,1.287,6.438,0.852,6.66,14.972,0.027,7.12,9.633,0.158,0.739,0.026,1.82,11.99,10.63,11.93,13.860,15.991,11.73,12.150,13.274,11.026,0.145,8.3,8.43,1.879,7.3,17.637,38.009,62.22,13.798,1.07,0.303,12.166,62.920,111.3,14.539
+2026-05-21 09:42:59,blackbird_observed.csv,0.6480366930848416945155772880,1.061,3.864,5.113,5.038,0.665,7.37,11.436,0.357,6.65,10.248,0.521,0.459,0.015,3.73,1.42,10.59,6.415,3.634,1.406,5.861,6.472,4.815,8.13,0.022,8.84,6.07,1.01,7.15,14.904,12.948,6.111,19.786,1.703,0.132,12.248,117.159,221.759,12.559
+2026-05-21 09:43:00,blackbird_observed.csv,0.4673727804205654518049930366,0.901,2.857,5.415,2.768,0.351,6.86,3.081,0.288,7.44,22.839,0.468,0.489,0.024,3.98,11.89,11.29,7.922,11.899,8.747,15.051,5.678,2.926,8.43,0.133,8.15,6.95,5.466,7.47,12.459,20.634,24.501,16.768,1.447,0.094,12.1,73.377,138.186,8.568
+2026-05-21 09:43:00,blackbird_observed.csv,0.2667307649160551551995078900,1.108,0.45,0.584,2.685,0.55,6.88,6.908,0.412,7.3,10.553,0.326,0.591,0.014,4.29,10.94,10.47,10.674,8.936,9.482,8.391,2.460,2.656,2.264,0.049,8.71,7.36,3.345,7.05,12.85,18.710,19.119,18.301,1.204,0.22,12.136,120.160,232.836,7.483
+2026-05-21 09:43:00,blackbird_observed.csv,2.430971109638601571383920484,1.079,1.421,5.007,6.259,0.585,7.18,13.942,0.03,6.62,24.144,0.494,0.263,0.047,3.56,10.64,11.41,6.123,12.598,10.109,15.088,10.042,11.574,8.509,0.002,9.94,7.61,4.208,7.24,23.554,15.514,12.957,18.07,0.899,0.083,12.154,97.097,180.808,13.386
+2026-05-21 09:43:00,blackbird_observed.csv,0.4677870969548825562114422838,1.205,1.088,3.388,5.113,0.029,6.52,11.15,0.139,7.13,10.125,0.146,0.596,0.027,4.48,10.88,11.04,9.878,9.702,16.318,3.087,3.786,5.527,2.045,0.228,9.17,7.98,7.314,7.46,14.135,35.048,67.961,2.134,1.732,0.293,12.269,42.706,80.078,5.334
+2026-05-21 09:43:01,blackbird_observed.csv,0.7927536578834735434329021990,0.738,2.286,5.584,0.124,0.298,7.2,6.745,0.161,6.7,26.164,0.484,0.28,0.0,3.96,11.13,10.26,11.284,18.760,17.519,20.000,5.028,5.264,4.792,0.156,9.99,7.82,5.255,6.72,12.135,12.142,5.683,18.601,0.951,0.316,12.023,64.824,121.035,8.614
+2026-05-21 09:43:01,blackbird_observed.csv,0.6912406581676538643409162910,0.829,2.942,3.645,2.583,0.524,6.3,13.472,0.244,7.4,7.885,0.506,0.336,0.043,2.95,11.79,10.63,6.074,10.666,18.118,3.215,8.935,13.504,4.366,0.043,7.69,6.2,3.88,7.44,7.16,32.284,61.807,2.76,1.276,0.072,12.105,70.162,125.138,15.186
+2026-05-21 09:43:01,blackbird_observed.csv,0.6316470285073056444819319876,0.785,0.341,3.877,7.367,0.396,6.49,8.589,0.155,7.56,11.834,0.442,0.627,0.038,1.92,10.51,10.69,7.86,6.316,4.3,8.333,8.748,4.85,12.646,0.111,7.9,6.73,3.331,6.84,14.664,24.172,36.702,11.642,1.003,0.083,12.134,70.618,130.789,10.447
+2026-05-21 09:43:02,blackbird_observed.csv,0.5786800867432287986926472145,0.793,1.562,3.403,4.603,0.479,6.84,12.655,0.29,7.38,12.35,0.575,0.679,0.004,1.51,1.21,10.77,7.691,11.721,19.024,4.418,6.490,10.51,2.471,0.044,7.74,7.05,3.772,7.3,21.588,40.421,77.945,2.897,1.194,0.256,12.154,79.216,142.641,15.791
+2026-05-21 09:43:02,blackbird_observed.csv,1.021941354904115434017724124,0.993,3.649,4.521,4.201,0.434,7.01,12.472,0.091,7.38,17.96,0.053,0.402,0.019,2.02,10.8,11.1,4.373,1.831,1.773,1.889,6.760,4.476,9.044,0.086,9.07,6.48,2.29,7.31,16.203,30.194,43.626,16.761,0.987,0.028,12.076,59.840,114.828,4.852
+2026-05-21 09:43:02,blackbird_observed.csv,0.3337104107243732864243301944,0.872,1.618,4.684,4.153,0.535,6.46,7.291,0.041,7.28,14.275,0.155,0.373,0.036,3.48,11.43,11.35,6.933,6.291,4.249,8.333,10.018,9.076,10.960,0.158,7.96,8.25,2.882,7.0,11.818,9.130,14.513,3.747,1.568,0.269,12.054,52.954,90.977,14.931
+2026-05-21 09:43:03,blackbird_observed.csv,0.3926012884152172147639977821,1.269,1.501,3.223,0.719,0.428,6.93,6.313,0.363,7.47,23.454,0.339,0.009,0.046,2.94,1.07,10.94,7.624,6.506,1.723,11.289,3.763,4.9,2.626,0.226,9.19,7.19,3.648,6.61,10.468,11.608,7.29,15.926,1.798,0.234,12.066,48.202,80.7,15.703
+2026-05-21 09:43:03,blackbird_observed.csv,0.6301111568496884472435803574,1.038,3.252,2.805,2.873,0.429,7.38,11.382,0.404,6.63,23.804,0.308,0.7,0.021,2.43,10.63,11.02,10.873,10.400,0.962,19.838,6.420,3.902,8.937,0.118,7.71,7.19,6.207,6.81,21.18,26.346,47.33,5.363,0.867,0.048,12.067,101.206,186.797,15.614
+2026-05-21 09:43:03,blackbird_observed.csv,1.092868611409944706479407431,0.777,3.265,1.66,5.87,0.601,7.41,5.997,0.407,6.67,24.636,0.118,0.277,0.036,2.23,11.84,11.26,9.976,15.084,13.216,16.952,7.101,1.507,12.695,0.112,7.65,7.57,5.411,7.4,15.659,17.212,27.825,6.6,1.568,0.243,12.141,83.511,156.585,10.437
+2026-05-21 09:43:04,blackbird_observed.csv,36.90260201416839723251775796,0.802,2.364,0.149,0.361,0.081,6.65,5.492,0.334,7.46,15.08,0.313,0.327,0.039,2.47,11.02,10.72,2.889,15.984,18.589,13.38,9.731,13.228,6.234,0.221,8.03,7.29,7.379,7.42,19.152,21.030,30.417,11.642,0.932,0.13,12.059,47.628,86.433,8.824
+2026-05-21 09:43:04,blackbird_observed.csv,0.3371533910364478719271624650,1.131,1.016,3.624,6.945,0.251,7.68,3.82,0.228,6.75,14.644,0.304,0.346,0.035,2.57,10.58,11.07,9.756,16.496,18.563,14.429,8.694,12.277,5.112,0.057,8.65,7.42,2.415,7.6,16.097,36.907,66.736,7.078,1.764,0.036,12.267,91.096,177.618,4.574
+2026-05-21 09:43:04,blackbird_observed.csv,0.7760100862911802118467238035,0.747,1.847,3.901,2.803,0.503,6.33,11.801,0.374,7.37,12.764,0.147,0.721,0.042,4.44,11.96,10.79,3.456,12.424,19.908,4.94,5.970,9.632,2.309,0.011,9.85,8.39,6.951,7.58,20.093,33.902,63.701,4.104,1.441,0.257,12.041,121.046,234.122,7.97
+2026-05-21 09:43:04,blackbird_observed.csv,1.336191790906353982840129437,1.054,0.864,5.435,1.595,0.376,7.58,4.337,0.21,7.49,22.876,0.384,0.116,0.034,3.04,11.42,10.39,7.832,12.995,10.976,15.014,12.696,12.252,13.14,0.048,8.52,7.77,5.54,6.67,6.109,24.497,46.268,2.726,1.056,0.098,12.24,49.695,89.979,9.411
+2026-05-21 09:43:05,blackbird_observed.csv,0.1829903038287644353189458990,0.974,1.014,5.623,1.208,0.455,7.48,6.67,0.342,7.17,19.279,0.424,0.004,0.05,2.13,11.89,10.83,8.72,7.647,3.793,11.501,1.343,1.528,1.158,0.105,7.96,8.16,6.069,7.09,11.714,36.358,67.768,4.947,1.444,0.297,12.143,121.544,232.752,10.335
+2026-05-21 09:43:05,blackbird_observed.csv,0.7011671835094498816049011404,0.968,3.209,1.338,6.32,0.149,7.29,5.653,0.254,6.68,20.607,0.533,0.348,0.037,4.17,10.83,11.26,9.934,7.130,11.883,2.376,4.332,3.474,5.191,0.154,9.14,7.78,3.212,7.53,15.267,25.738,32.072,19.403,0.928,0.073,12.147,80.476,156.648,4.303
+2026-05-21 09:43:05,blackbird_observed.csv,0.7071632260596120811542125422,0.965,3.815,4.324,3.74,0.301,6.88,11.544,0.397,7.25,14.42,0.432,0.489,0.013,3.66,1.35,10.7,5.508,13.250,11.317,15.182,4.260,4.195,4.324,0.228,7.76,6.49,2.397,7.48,10.477,42.224,68.486,15.962,1.137,0.036,12.136,122.048,229.866,14.231
+2026-05-21 09:43:06,blackbird_observed.csv,0.7434751549447697723498646199,0.729,1.96,2.049,6.719,0.793,7.04,5.415,0.165,7.07,6.968,0.064,0.535,0.027,3.41,11.83,10.55,7.034,16.775,17.806,15.744,12.596,11.193,14.000,0.212,8.33,6.67,1.308,7.22,17.329,15.582,13.232,17.931,0.867,0.17,12.086,97.219,179.713,14.725
+2026-05-21 09:43:06,blackbird_observed.csv,0.8591447377600789631332031269,0.906,1.863,0.696,3.363,0.435,6.56,6.562,0.218,7.52,8.737,0.627,0.677,0.035,4.07,1.13,10.3,4.472,11.039,10.312,11.766,3.596,4.545,2.647,0.106,9.4,7.05,5.418,7.49,22.165,9.604,2.531,16.678,1.495,0.138,12.218,56.955,99.553,14.357
+2026-05-21 09:43:06,blackbird_observed.csv,0.6643691591182502836379945438,1.182,2.556,1.987,0.403,0.344,7.73,9.118,0.016,6.75,15.464,0.564,0.737,0.031,2.21,11.03,11.35,6.715,4.318,3.069,5.566,7.412,6.23,8.594,0.222,8.54,6.77,5.645,6.77,9.435,4.368,4.743,3.994,1.469,0.053,12.231,107.190,209.403,4.977
+2026-05-21 09:43:07,blackbird_observed.csv,0.2835441198014912484365568148,1.083,1.018,3.307,0.412,0.234,7.63,7.604,0.295,6.99,10.049,0.26,0.269,0.034,3.85,1.11,11.17,6.816,13.221,6.625,19.817,11.098,12.014,10.183,0.043,9.31,6.19,6.194,6.62,21.156,13.512,11.22,15.803,1.743,0.096,12.19,113.696,220.371,7.02
+2026-05-21 09:43:07,blackbird_observed.csv,0.3005861413615482446928804050,1.115,2.191,2.589,6.834,0.811,6.71,3.866,0.404,7.39,17.094,0.472,0.685,0.04,2.11,1.38,10.8,2.03,13.332,16.597,10.067,6.036,11.051,1.02,0.021,9.5,6.02,3.128,6.68,13.186,33.374,61.277,5.472,1.406,0.276,12.191,107.694,209.597,5.79
+2026-05-21 09:43:07,blackbird_observed.csv,1.141420042869380580182957533,1.068,3.899,4.751,5.282,0.182,7.23,9.905,0.126,7.54,12.479,0.419,0.553,0.038,3.86,11.2,11.06,11.942,10.088,18.089,2.086,6.816,5.213,8.419,0.036,8.45,6.57,6.53,6.92,20.042,31.130,48.624,13.636,1.241,0.15,12.137,107.135,209.429,4.841
+2026-05-21 09:43:08,blackbird_observed.csv,0.4404288178621052358604521711,1.013,1.336,0.14,6.972,0.869,6.65,10.129,0.367,7.64,13.901,0.528,0.356,0.046,3.57,11.88,10.78,9.047,7.801,9.681,5.921,5.118,4.586,5.649,0.149,9.12,7.56,6.308,7.58,20.534,15.562,17.851,13.273,1.016,0.107,12.285,102.070,195.23,8.911
+2026-05-21 09:43:08,blackbird_observed.csv,1.239412281573422542909581393,0.89,2.519,4.03,3.23,0.512,6.5,3.202,0.231,6.74,21.455,0.553,0.627,0.032,2.82,11.32,10.51,11.825,9.748,12.599,6.897,1.306,1.146,1.466,0.118,9.67,6.95,4.442,7.27,6.649,22.836,37.281,8.39,1.075,0.091,12.085,70.476,134.358,6.594
+2026-05-21 09:43:08,blackbird_observed.csv,0.7871020442070488973573733086,1.254,1.182,0.343,1.759,0.104,7.55,12.5,0.067,6.78,18.373,0.212,0.427,0.045,3.28,1.38,10.73,6.255,16.862,17.908,15.816,8.661,12.085,5.237,0.019,8.73,6.43,2.347,6.97,16.184,7.532,8.877,6.186,0.972,0.243,12.05,82.396,155.755,9.037
+2026-05-21 09:43:08,blackbird_observed.csv,0.6647757802619600140515692811,0.987,1.032,2.157,7.887,0.235,6.47,8.417,0.033,7.27,12.894,0.19,0.637,0.045,3.06,11.62,11.15,2.674,9.136,14.783,3.489,9.903,10.977,8.829,0.233,8.42,6.22,5.943,7.21,8.089,24.488,32.469,16.506,1.182,0.013,12.232,94.014,174.392,13.636
+2026-05-21 09:43:09,blackbird_observed.csv,0.2058522122374942490958512869,1.2,1.085,4.458,7.345,0.881,7.03,13.402,0.399,7.57,17.281,0.493,0.169,0.036,1.82,11.19,10.52,10.863,13.964,10.375,17.554,8.723,7.817,9.629,0.178,9.12,6.49,3.455,7.31,15.502,15.414,15.743,15.084,1.059,0.03,12.176,56.019,107.908,4.13
+2026-05-21 09:43:09,blackbird_observed.csv,0.2690932480808072094093209412,0.737,3.5,4.833,3.843,0.892,6.3,12.234,0.123,6.63,27.963,0.298,0.746,0.035,2.38,11.14,10.78,9.041,4.923,4.553,5.293,10.136,11.109,9.164,0.211,8.42,6.56,0.992,7.14,12.545,8.745,3.391,14.099,1.288,0.241,12.196,106.251,207.836,4.666
+2026-05-21 09:43:09,blackbird_observed.csv,0.2177299736130177189070540468,1.302,3.913,1.999,3.675,0.517,6.41,5.659,0.423,7.65,25.836,0.172,0.393,0.02,4.24,11.64,10.61,11.739,1.852,1.950,1.755,2.730,2.27,3.191,0.17,9.04,6.47,6.357,7.3,8.08,42.831,76.449,9.213,1.465,0.277,12.001,125.170,239.398,10.943
+2026-05-21 09:43:10,blackbird_observed.csv,2.027738825482482432689174466,0.793,2.13,4.846,7.344,0.528,6.64,14.668,0.22,7.47,6.962,0.192,0.54,0.033,1.96,1.35,11.2,3.811,10.141,0.536,19.746,9.714,11.592,7.836,0.111,7.96,6.85,3.085,7.39,15.664,27.458,44.876,10.041,1.544,0.036,12.168,115.694,215.829,15.56
+2026-05-21 09:43:10,blackbird_observed.csv,1.188988494036254724019772882,1.311,1.198,4.983,7.922,0.156,6.49,11.353,0.069,6.83,16.865,0.296,0.269,0.046,3.16,10.52,10.75,11.967,13.402,8.623,18.181,8.206,12.546,3.865,0.109,10.17,6.71,7.727,7.19,18.957,14.722,25.648,3.795,1.565,0.198,12.012,72.678,135.741,9.616
+2026-05-21 09:43:10,blackbird_observed.csv,1.049992268156482083106442113,0.769,2.853,5.082,3.138,0.015,7.06,5.2,0.223,6.51,22.681,0.337,0.476,0.037,3.72,10.99,10.93,6.79,7.860,8.085,7.636,7.028,6.694,7.361,0.048,9.1,7.7,6.691,6.62,12.951,33.338,60.611,6.064,1.246,0.066,12.098,70.422,124.878,15.967
+2026-05-21 09:43:11,blackbird_observed.csv,0.4547352835806784919422064040,1.162,0.659,3.012,5.776,0.721,7.2,7.12,0.227,6.99,25.26,0.07,0.488,0.025,3.05,11.16,11.43,9.475,9.592,2.884,16.299,8.176,7.910,8.442,0.233,8.11,6.94,6.177,6.98,8.77,43.316,72.652,13.981,1.445,0.021,12.205,92.062,176.038,8.085
+2026-05-21 09:43:11,blackbird_observed.csv,0.6354494297065237718358948170,0.828,3.28,4.715,4.924,0.336,7.28,15.303,0.338,6.9,6.99,0.161,0.186,0.01,1.79,1.48,10.96,4.046,3.142,4.047,2.238,0.796,0.718,0.875,0.085,7.88,7.46,6.085,6.69,10.218,43.250,67.233,19.266,1.549,0.257,12.128,115.570,218.999,12.141
+2026-05-21 09:43:11,blackbird_observed.csv,0.4060899519374343318737562049,1.307,2.731,4.438,6.221,0.62,7.0,14.52,0.415,7.18,23.824,0.54,0.306,0.019,2.29,10.71,11.38,9.547,14.620,18.408,10.833,7.918,5.994,9.842,0.104,8.32,7.02,7.628,7.2,23.868,43.320,73.244,13.395,1.001,0.343,12.251,95.632,178.417,12.846
+2026-05-21 09:43:12,blackbird_observed.csv,0.7584003431820948242491673285,1.322,2.113,4.371,2.392,0.135,6.3,10.861,0.414,7.4,25.192,0.416,0.165,0.016,4.41,11.39,10.68,7.526,6.091,11.39,0.792,8.208,6.611,9.806,0.143,10.02,8.33,2.821,6.79,7.1,26.950,50.707,3.194,1.067,0.19,12.02,87.090,158.478,15.702
+2026-05-21 09:43:12,blackbird_observed.csv,0.4635513164073968034732321094,1.037,2.23,4.594,1.083,0.284,7.36,13.262,0.07,7.45,18.276,0.624,0.696,0.021,2.08,11.45,11.0,10.521,3.018,2.568,3.467,8.680,8.353,9.006,0.086,7.9,7.56,1.142,6.94,14.68,28.777,56.456,1.098,1.135,0.216,12.078,62.294,111.715,12.873
+2026-05-21 09:43:12,blackbird_observed.csv,0.1943261971272524352517492099,0.819,1.889,3.314,7.543,0.101,7.05,14.077,0.192,6.7,15.37,0.223,0.11,0.03,1.54,11.89,11.39,2.468,3.871,1.603,6.139,6.110,10.693,1.526,0.213,9.14,7.32,1.718,6.68,16.872,25.113,42.836,7.39,1.326,0.279,12.259,102.094,198.573,5.614
+2026-05-21 09:43:12,blackbird_observed.csv,0.3395769128525510565717059727,1.14,2.429,1.448,6.181,0.287,6.76,4.013,0.1,6.67,11.812,0.098,0.361,0.046,3.92,1.41,11.06,7.398,1.983,1.67,2.296,6.886,1.593,12.179,0.185,8.95,6.46,3.762,7.37,10.657,16.202,21.145,11.259,1.4,0.026,12.026,120.444,230.171,10.716
+2026-05-21 09:43:13,blackbird_observed.csv,0.6062955331035158517021634356,1.23,3.193,3.115,4.569,0.313,7.68,8.207,0.299,6.85,27.997,0.096,0.085,0.038,3.79,10.57,11.41,11.765,8.594,10.909,6.28,11.152,13.771,8.534,0.059,9.13,6.84,1.432,7.55,8.355,26.312,51.627,0.996,1.458,0.204,12.199,108.669,206.15,11.188
+2026-05-21 09:43:13,blackbird_observed.csv,0.6799884086861911215064656880,1.255,1.268,1.376,3.896,0.458,6.78,9.968,0.161,7.26,17.789,0.613,0.475,0.032,3.92,1.01,10.79,3.951,9.890,14.365,5.414,7.480,4.152,10.809,0.175,10.33,6.37,6.299,7.26,22.629,28.120,46.002,10.238,1.705,0.24,12.061,113.142,218.78,7.505
+2026-05-21 09:43:13,blackbird_observed.csv,0.4767022184236292740130911221,1.176,1.1,0.618,6.807,0.655,7.23,5.653,0.157,7.37,18.208,0.292,0.287,0.025,1.56,11.12,11.07,8.746,5.296,9.219,1.373,9.290,6.56,12.021,0.22,10.0,7.27,6.975,6.62,18.964,11.830,4.494,19.165,0.878,0.243,12.285,58.692,102.967,14.418
+2026-05-21 09:43:14,blackbird_observed.csv,1.249085986123370673147051343,1.248,0.636,1.179,4.435,0.64,6.37,4.899,0.058,6.95,18.883,0.139,0.387,0.038,4.0,11.85,10.87,4.997,11.474,3.985,18.964,3.298,0.714,5.883,0.243,10.49,6.0,2.346,7.45,17.803,7.576,1.176,13.975,0.836,0.045,12.169,95.544,178.322,12.767
+2026-05-21 09:43:14,blackbird_observed.csv,0.9049221807167823955707868039,0.933,1.406,2.473,7.68,0.073,6.34,4.449,0.173,6.97,18.222,0.169,0.067,0.018,1.73,10.64,10.57,6.353,7.643,7.626,7.66,7.386,7.256,7.517,0.212,9.81,7.21,5.505,7.19,20.674,41.389,72.905,9.873,1.058,0.224,12.046,101.260,198.423,4.096
+2026-05-21 09:43:14,blackbird_observed.csv,2.417642594378487442005043638,0.782,3.15,4.302,3.797,0.085,6.96,9.151,0.143,6.84,15.125,0.607,0.585,0.004,3.22,1.41,11.41,6.794,9.857,17.369,2.345,6.002,4.902,7.102,0.01,7.9,7.49,7.043,6.67,17.355,40.919,63.612,18.226,1.261,0.052,12.056,104.618,204.299,4.937
+2026-05-21 09:43:15,blackbird_observed.csv,0.6414840688528052962504426852,0.98,0.264,0.448,6.534,0.092,7.38,15.845,0.328,6.92,15.151,0.417,0.218,0.012,1.86,11.42,10.44,11.689,9.785,16.343,3.227,3.812,1.685,5.939,0.156,8.85,7.45,6.9,7.34,11.017,43.004,72.854,13.155,1.462,0.293,12.071,90.517,167.518,13.516
+2026-05-21 09:43:15,blackbird_observed.csv,0.4692779985705818459878923367,0.774,0.493,4.385,3.387,0.222,6.7,9.708,0.22,7.02,22.386,0.397,0.428,0.036,2.97,1.4,10.71,6.914,5.663,5.283,6.043,9.728,7.961,11.495,0.075,9.95,7.11,6.0,7.47,11.874,8.184,1.489,14.879,1.737,0.151,12.281,55.322,95.826,14.817
+2026-05-21 09:43:15,blackbird_observed.csv,0.3613382390082830661662481973,1.216,1.435,2.662,5.468,0.492,6.7,14.848,0.307,7.16,8.371,0.417,0.075,0.022,2.75,11.16,10.76,7.317,7.944,15.395,0.494,7.174,2.199,12.148,0.101,7.67,6.46,2.887,7.07,12.74,25.994,33.202,18.785,1.258,0.324,12.012,55.510,104.568,6.453
+2026-05-21 09:43:16,blackbird_observed.csv,0.3161511968054701865666347012,0.901,0.532,2.15,5.105,0.712,7.34,15.7,0.17,6.98,18.213,0.091,0.704,0.022,3.54,1.14,11.14,2.688,17.908,17.54,18.277,8.304,5.713,10.896,0.227,8.17,7.59,6.037,6.97,17.876,27.237,37.401,17.073,1.306,0.101,12.174,105.320,195.483,15.158
+2026-05-21 09:43:16,blackbird_observed.csv,0.1651226755961318039173992818,1.039,1.47,2.885,1.032,0.296,6.83,7.333,0.296,7.08,27.228,0.61,0.418,0.022,2.84,10.56,11.17,2.815,15.706,16.447,14.964,7.072,3.168,10.977,0.145,8.42,6.14,6.454,6.62,21.079,19.879,31.682,8.076,1.545,0.062,12.272,78.664,149.781,7.546
+2026-05-21 09:43:16,blackbird_observed.csv,0.6491280789889311853972779110,1.138,0.735,4.904,7.814,0.406,6.89,13.113,0.201,6.76,14.346,0.083,0.654,0.026,1.8,1.06,11.44,2.289,11.493,10.412,12.574,4.103,6.908,1.298,0.058,10.42,6.94,5.33,7.52,15.655,38.916,62.997,14.834,1.362,0.115,12.269,122.739,232.876,12.602
+2026-05-21 09:43:17,blackbird_observed.csv,0.3780984563927121525278392809,0.941,3.489,3.639,0.259,0.527,7.16,8.541,0.214,7.54,8.512,0.125,0.158,0.011,1.57,11.01,11.49,9.943,10.862,17.136,4.588,7.490,6.420,8.560,0.246,7.78,7.9,5.076,7.09,15.348,13.824,10.677,16.97,1.353,0.034,12.28,68.220,130.307,6.134
+2026-05-21 09:43:17,blackbird_observed.csv,1.066897724370659350489236405,0.959,2.83,3.205,0.15,0.858,7.45,5.27,0.236,7.54,24.046,0.199,0.178,0.008,2.17,11.5,10.61,5.376,10.220,4.791,15.649,5.378,9.64,1.116,0.134,8.27,8.41,1.518,7.02,15.755,7.237,2.908,11.566,1.773,0.052,12.181,61.579,114.021,9.137
+2026-05-21 09:43:17,blackbird_observed.csv,0.4333756015636871737470917633,1.246,2.246,5.824,5.174,0.15,6.81,12.867,0.423,6.69,26.318,0.285,0.725,0.019,2.48,11.66,10.94,2.299,11.390,13.485,9.294,9.916,12.305,7.527,0.093,7.76,7.59,1.231,6.8,11.573,40.944,78.889,2.999,1.643,0.095,12.163,63.107,118.329,7.885
+2026-05-21 09:43:17,blackbird_observed.csv,0.2640741836237098904710946291,1.21,3.015,3.543,4.903,0.793,6.81,10.471,0.355,7.11,22.093,0.551,0.522,0.037,3.54,11.17,10.72,6.722,5.443,6.180,4.706,4.038,3.858,4.217,0.241,9.3,7.15,3.743,7.53,23.981,31.976,56.57,7.383,1.62,0.028,12.219,111.045,214.798,7.292
+2026-05-21 09:43:18,blackbird_observed.csv,1.012777036024610324141087108,0.995,2.57,0.822,4.283,0.741,7.37,7.33,0.294,7.25,15.885,0.211,0.224,0.019,3.93,10.94,10.48,7.674,17.483,18.424,16.542,6.213,4.68,7.746,0.225,9.17,7.26,2.266,7.44,16.578,16.214,26.369,6.059,1.637,0.114,12.029,62.456,109.302,15.61
+2026-05-21 09:43:18,blackbird_observed.csv,0.7356607244427982544657882904,1.146,1.204,5.297,7.44,0.708,6.33,3.108,0.183,7.45,10.05,0.629,0.174,0.007,2.7,1.47,10.4,8.047,7.016,5.256,8.775,4.484,2.123,6.846,0.199,9.03,6.1,7.78,6.84,10.717,37.498,60.784,14.213,0.831,0.315,12.242,69.770,126.728,12.813
+2026-05-21 09:43:18,blackbird_observed.csv,0.9881997398649614070646745056,0.91,0.615,4.88,0.599,0.795,7.55,12.204,0.242,7.15,25.013,0.186,0.343,0.004,2.82,10.59,11.25,7.115,10.924,16.075,5.772,6.900,1.314,12.486,0.03,8.43,6.28,2.596,7.16,13.256,17.897,22.32,13.474,0.931,0.037,12.261,66.832,121.216,12.449
+2026-05-21 09:43:19,blackbird_observed.csv,0.7402237954249797581382696015,0.894,3.009,5.84,5.301,0.014,6.64,14.445,0.302,6.75,15.508,0.32,0.063,0.04,2.2,1.03,10.75,10.144,3.582,3.828,3.337,2.072,2.517,1.627,0.085,8.02,8.31,1.027,6.8,16.665,20.574,24.024,17.123,1.042,0.01,12.072,123.454,239.923,6.985
+2026-05-21 09:43:19,blackbird_observed.csv,0.2865726123903019263323706724,1.284,1.918,3.661,0.807,0.794,7.7,7.605,0.369,6.79,13.544,0.627,0.114,0.007,2.74,11.4,10.86,3.346,3.815,1.917,5.713,4.254,1.211,7.297,0.047,10.42,6.43,3.699,6.89,10.242,27.652,40.992,14.313,1.158,0.055,12.225,109.153,204.755,13.551
+2026-05-21 09:43:19,blackbird_observed.csv,0.6448957576848197795548061354,1.131,2.666,4.392,3.922,0.022,6.83,8.114,0.441,6.71,16.0,0.518,0.121,0.042,2.36,10.74,10.3,11.14,13.534,14.994,12.075,11.002,11.412,10.592,0.016,8.07,7.5,2.613,7.47,13.355,30.506,51.025,9.987,0.929,0.074,12.062,99.688,187.531,11.846
+2026-05-21 09:43:20,blackbird_observed.csv,1.264211802855738998464316377,1.179,1.106,4.61,6.413,0.229,6.91,6.029,0.323,7.57,7.195,0.283,0.401,0.049,2.07,11.05,11.3,5.663,13.043,13.459,12.627,11.938,10.09,13.787,0.143,9.82,6.26,4.976,6.8,17.616,27.803,40.043,15.563,0.8,0.112,12.246,89.276,174.103,4.45
+2026-05-21 09:43:20,blackbird_observed.csv,1.539746624591571317699417026,1.314,2.737,4.886,3.522,0.627,7.61,14.455,0.243,6.86,23.943,0.388,0.044,0.019,3.01,10.84,10.98,10.47,5.715,5.301,6.129,7.703,5.512,9.894,0.081,7.69,7.11,7.796,7.54,18.324,30.464,41.759,19.168,0.905,0.098,12.135,107.546,209.839,5.252
+2026-05-21 09:43:20,blackbird_observed.csv,0.6592008825037550877976266873,1.242,0.71,3.666,3.579,0.845,7.67,15.979,0.006,6.56,21.69,0.152,0.662,0.02,2.48,1.23,10.89,6.385,6.575,7.188,5.962,6.434,8.572,4.296,0.025,9.52,6.12,6.433,7.27,15.304,28.244,47.628,8.861,1.59,0.038,12.193,46.501,82.405,10.597
+2026-05-21 09:43:21,blackbird_observed.csv,0.8166579760131857538925895298,0.747,0.503,4.752,2.29,0.47,7.62,7.318,0.151,6.86,19.23,0.316,0.741,0.035,3.13,1.2,10.43,9.966,11.710,15.78,7.641,7.768,5.51,10.026,0.093,8.53,7.47,6.157,6.8,22.386,23.710,38.51,8.911,1.242,0.031,12.119,48.150,85.678,10.623
+2026-05-21 09:43:21,blackbird_observed.csv,1.150669931697905795875883724,1.248,2.76,0.747,3.537,0.321,7.27,14.727,0.416,7.6,11.402,0.354,0.657,0.042,4.11,1.16,10.79,5.344,13.624,13.329,13.919,8.669,4.061,13.277,0.227,10.15,8.23,3.692,7.42,7.021,32.682,50.658,14.706,1.704,0.264,12.096,100.943,195.102,6.784
+2026-05-21 09:43:21,blackbird_observed.csv,0.4337759001338474101357798171,1.238,1.512,4.05,2.501,0.5,6.48,12.523,0.016,7.21,6.784,0.402,0.172,0.013,2.99,10.92,10.29,10.417,17.788,15.575,20.000,5.022,7.186,2.857,0.222,8.41,6.22,3.07,7.12,20.714,21.396,36.41,6.382,1.631,0.139,12.221,91.477,171.885,11.069
diff --git a/modelling/data/abingdon-all/resident/blackbird_simulated.csv b/modelling/data/abingdon-all/resident/blackbird_simulated.csv
new file mode 100644
index 0000000..0660821
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackbird_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.953,0.1,0,0.01,0.977724
+RungeKutta4,1,0.1,0.906752,0.1,0,0.01,0.918772
+RungeKutta4,2,0.2,0.868850,0.1,0,0.01,0.870460
+RungeKutta4,3,0.3,0.838306,0.1,0,0.01,0.831526
+RungeKutta4,4,0.4,0.814302,0.1,0,0.01,0.800928
+RungeKutta4,5,0.5,0.796162,0.1,0,0.01,0.777806
+RungeKutta4,6,0.6,0.783320,0.1,0,0.01,0.761436
+RungeKutta4,7,0.7,0.775293,0.1,0,0.01,0.751205
+RungeKutta4,8,0.8,0.771654,0.1,0,0.01,0.746566
+RungeKutta4,9,0.9,0.772097,0.1,0,0.01,0.747131
+RungeKutta4,10,1.0,0.776577,0.1,0,0.01,0.752841
+RungeKutta4,11,1.1,0.784625,0.1,0,0.01,0.763100
+RungeKutta4,12,1.2,0.795735,0.1,0,0.01,0.777262
+RungeKutta4,13,1.3,0.809394,0.1,0,0.01,0.794672
+RungeKutta4,14,1.4,0.825067,0.1,0,0.01,0.814650
+RungeKutta4,15,1.5,0.842196,0.1,0,0.01,0.836484
+RungeKutta4,16,1.6,0.860204,0.1,0,0.01,0.859439
+RungeKutta4,17,1.7,0.878500,0.1,0,0.01,0.882760
+RungeKutta4,18,1.8,0.896488,0.1,0,0.01,0.905689
+RungeKutta4,19,1.9,0.913588,0.1,0,0.01,0.927486
+RungeKutta4,20,2.0,0.929244,0.1,0,0.01,0.947442
+RungeKutta4,21,2.1,0.942950,0.1,0,0.01,0.964913
+RungeKutta4,22,2.2,0.954259,0.1,0,0.01,0.979329
+RungeKutta4,23,2.3,0.962789,0.1,0,0.01,0.990202
+RungeKutta4,24,2.4,0.968257,0.1,0,0.01,0.997171
+RungeKutta4,25,2.5,0.970476,0.1,0,0.01,1
+RungeKutta4,26,2.6,0.969511,0.1,0,0.01,0.998770
+RungeKutta4,27,2.7,0.965597,0.1,0,0.01,0.993781
+RungeKutta4,28,2.8,0.958812,0.1,0,0.01,0.985132
+RungeKutta4,29,2.9,0.949312,0.1,0,0.01,0.973023
+RungeKutta4,30,3.0,0.937340,0.1,0,0.01,0.957762
+RungeKutta4,31,3.1,0.923199,0.1,0,0.01,0.939737
+RungeKutta4,32,3.2,0.907248,0.1,0,0.01,0.919405
+RungeKutta4,33,3.3,0.889873,0.1,0,0.01,0.897257
+RungeKutta4,34,3.4,0.871478,0.1,0,0.01,0.873809
+RungeKutta4,35,3.5,0.852462,0.1,0,0.01,0.849570
+RungeKutta4,36,3.6,0.833206,0.1,0,0.01,0.825025
+RungeKutta4,37,3.7,0.814062,0.1,0,0.01,0.800623
+RungeKutta4,38,3.8,0.795340,0.1,0,0.01,0.776758
+RungeKutta4,39,3.9,0.777304,0.1,0,0.01,0.753768
+RungeKutta4,40,4.0,0.760166,0.1,0,0.01,0.731923
+RungeKutta4,41,4.1,0.744087,0.1,0,0.01,0.711427
+RungeKutta4,42,4.2,0.729177,0.1,0,0.01,0.692422
+RungeKutta4,43,4.3,0.715502,0.1,0,0.01,0.674990
+RungeKutta4,44,4.4,0.703084,0.1,0,0.01,0.659161
+RungeKutta4,45,4.5,0.691912,0.1,0,0.01,0.644921
+RungeKutta4,46,4.6,0.681946,0.1,0,0.01,0.632217
+RungeKutta4,47,4.7,0.673124,0.1,0,0.01,0.620972
+RungeKutta4,48,4.8,0.665368,0.1,0,0.01,0.611086
+RungeKutta4,49,4.9,0.658591,0.1,0,0.01,0.602447
+RungeKutta4,50,5.0,0.652701,0.1,0,0.01,0.594939
+RungeKutta4,51,5.1,0.647603,0.1,0,0.01,0.588441
+RungeKutta4,52,5.2,0.643203,0.1,0,0.01,0.582832
+RungeKutta4,53,5.3,0.639410,0.1,0,0.01,0.577998
+RungeKutta4,54,5.4,0.636132,0.1,0,0.01,0.573819
+RungeKutta4,55,5.5,0.633278,0.1,0,0.01,0.570181
+RungeKutta4,56,5.6,0.630751,0.1,0,0.01,0.566960
+RungeKutta4,57,5.7,0.628440,0.1,0,0.01,0.564014
+RungeKutta4,58,5.8,0.626139,0.1,0,0.01,0.561081
+RungeKutta4,59,5.9,0.623015,0.1,0,0.01,0.557099
+RungeKutta4,60,6.0,0.615044,0.1,0,0.01,0.546939
+RungeKutta4,61,6.1,0.589932,0.1,0,0.01,0.514929
+RungeKutta4,62,6.2,0.540148,0.1,0,0.01,0.451470
+RungeKutta4,63,6.3,0.484634,0.1,0,0.01,0.380708
+RungeKutta4,64,6.4,0.438955,0.1,0,0.01,0.322482
+RungeKutta4,65,6.5,0.405078,0.1,0,0.01,0.279300
+RungeKutta4,66,6.6,0.380685,0.1,0,0.01,0.248207
+RungeKutta4,67,6.7,0.363178,0.1,0,0.01,0.225891
+RungeKutta4,68,6.8,0.350440,0.1,0,0.01,0.209654
+RungeKutta4,69,6.9,0.340808,0.1,0,0.01,0.197376
+RungeKutta4,70,7.0,0.332921,0.1,0,0.01,0.187323
+RungeKutta4,71,7.1,0.325573,0.1,0,0.01,0.177956
+RungeKutta4,72,7.2,0.317608,0.1,0,0.01,0.167804
+RungeKutta4,73,7.3,0.307896,0.1,0,0.01,0.155424
+RungeKutta4,74,7.4,0.295443,0.1,0,0.01,0.139550
+RungeKutta4,75,7.5,0.279670,0.1,0,0.01,0.119445
+RungeKutta4,76,7.6,0.260813,0.1,0,0.01,0.0954084
+RungeKutta4,77,7.7,0.240179,0.1,0,0.01,0.0691067
+RungeKutta4,78,7.8,0.220088,0.1,0,0.01,0.0434971
+RungeKutta4,79,7.9,0.203278,0.1,0,0.01,0.0220698
+RungeKutta4,80,8.0,0.192110,0.1,0,0.01,0.00783417
+RungeKutta4,81,8.1,0.186943,0.1,0,0.01,0.00124791
+RungeKutta4,82,8.2,0.185964,0.1,0,0.01,0
+RungeKutta4,83,8.3,0.186759,0.1,0,0.01,0.00101337
+RungeKutta4,84,8.4,0.188711,0.1,0,0.01,0.00350154
+RungeKutta4,85,8.5,0.191909,0.1,0,0.01,0.00757796
+RungeKutta4,86,8.6,0.196354,0.1,0,0.01,0.0132439
+RungeKutta4,87,8.7,0.201967,0.1,0,0.01,0.0203987
+RungeKutta4,88,8.8,0.208603,0.1,0,0.01,0.0288574
+RungeKutta4,89,8.9,0.216067,0.1,0,0.01,0.0383716
+RungeKutta4,90,9.0,0.224137,0.1,0,0.01,0.0486583
+RungeKutta4,91,9.1,0.232582,0.1,0,0.01,0.0594229
+RungeKutta4,92,9.2,0.241177,0.1,0,0.01,0.0703788
+RungeKutta4,93,9.3,0.249725,0.1,0,0.01,0.0812747
+RungeKutta4,94,9.4,0.258074,0.1,0,0.01,0.0919170
+RungeKutta4,95,9.5,0.266137,0.1,0,0.01,0.102195
+RungeKutta4,96,9.6,0.273911,0.1,0,0.01,0.112104
+RungeKutta4,97,9.7,0.281483,0.1,0,0.01,0.121756
+RungeKutta4,98,9.8,0.288988,0.1,0,0.01,0.131322
+RungeKutta4,99,9.9,0.296506,0.1,0,0.01,0.140905
+RungeKutta4,100,10.0,0.303955,0.1,0,0.01,0.150401
+RungeKutta4,101,10.1,0.311104,0.1,0,0.01,0.159513
+RungeKutta4,102,10.2,0.317694,0.1,0,0.01,0.167913
+RungeKutta4,103,10.3,0.323538,0.1,0,0.01,0.175363
+RungeKutta4,104,10.4,0.328549,0.1,0,0.01,0.181750
+RungeKutta4,105,10.5,0.332743,0.1,0,0.01,0.187096
+RungeKutta4,106,10.6,0.336290,0.1,0,0.01,0.191617
+RungeKutta4,107,10.7,0.339691,0.1,0,0.01,0.195952
+RungeKutta4,108,10.8,0.344062,0.1,0,0.01,0.201524
+RungeKutta4,109,10.9,0.351175,0.1,0,0.01,0.210591
+RungeKutta4,110,11.0,0.362586,0.1,0,0.01,0.225136
+RungeKutta4,111,11.1,0.377916,0.1,0,0.01,0.244677
+RungeKutta4,112,11.2,0.393837,0.1,0,0.01,0.264971
+RungeKutta4,113,11.3,0.407032,0.1,0,0.01,0.281790
+RungeKutta4,114,11.4,0.417411,0.1,0,0.01,0.295020
+RungeKutta4,115,11.5,0.425256,0.1,0,0.01,0.305020
+RungeKutta4,116,11.6,0.430852,0.1,0,0.01,0.312153
+RungeKutta4,117,11.7,0.434500,0.1,0,0.01,0.316803
+RungeKutta4,118,11.8,0.436522,0.1,0,0.01,0.319381
+RungeKutta4,119,11.9,0.437264,0.1,0,0.01,0.320327
+RungeKutta4,120,12.0,0.443666,0.1,0,0.01,0.328487
+RungeKutta4,121,12.1,0.478630,0.1,0,0.01,0.373055
diff --git a/modelling/data/abingdon-all/resident/blackbird_simulated.png b/modelling/data/abingdon-all/resident/blackbird_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..5b9cf482a90537388a1b6c56964bfbd35a60e404
GIT binary patch
literal 32790
zcmce8WmJ`08|_9UloF9H6)6!A=|)08N<g|Bq`O;MN?JN3l&(#Ol(1=}ySuyZ!gD<5
ze4g(c_s<=dF&yr}-mLdsYrX54&ok$IcEB4+VYIshcOei6ny84N3<Pq^0|J4YK}H0>
zVeXq)0RM5=2r1ggn(N!xYgy?*B(!WSOw4UejI<xx=~-DDnVT`vF+8VZfA-MO#>T>$
zgPz{>uTRjKTN%((yc$pfquj9&QL=_WFtl#|!DaJi89^ZKUZR38-#R30CL%dJkQ;83
za@u}W%O~>iNveS1(}z?~(?(iuc`afU%^5c;?6&x-J)_bV7LtBY_>k(MgcJWA&)YI0
z<k<br#naYiQ|*NOw;qj7j@Is9bNBG;+jS&fC)8RmO<DJp^{(1*+yb`%fqZI|+5F=b
zWd0V?y_;Y0=`_IIzIoA$X90n`dBKE8#CP*QBpB}h`9~U>PkY?21aNS0633#U^P8SV
zyNfXzfzBo7({=l1oMsbjyV7iybMHrDLi@1edy#lAcHkYIoMeQAgkp|ZZ5)*fVq;_X
z&D!)Fb{dg5UF#Lk^NSt#^(|4aG-iiX%s<DQ*HyyWZu2FBNu@+kVIVB(n3_s>dV1On
ztJzCSN`~m$sMfi#(<+x{4~!pgjFt#7iiwF?+1qDbU7ioP9#0Ba+i!2lEAd?HG%*s9
z3G8;z6!fkQer=Crc#BU+NVs~soSfxH;^d!@m^fZra8U$>X8HRgJIw`9uKdW6b)xq}
z<vRQ!doUoy+t=ugG)Q+B0#>!+jk?1u!r9q+fl>QMa+}2{g?`p)7Xh8Nkk6k!5qSHb
zZj|)M*xEA3eTDyyO28yySZ*@<Lb<}?Q7|cQlH28>0s*_#ldeQgC`>QB5AI^Whqq;!
z-}KuXy@m70goI~AM<H7@?mQ<m@SoT$(+Y!W@+-VL<2bi#WLF3Y2)+!@qmyvO`l1oO
zGOs<1Ru4ttQz+c(SBDtl*_~C~H`uCNCfPeW${bdA4t6_T#Pzn>wh$w8@5DEwuAL9z
z>{e|1G-)?(deF_e?H`>!T4L~3o=5iE(9lqZ$y^Y9T?&IvtG}~D-FZhnk{P+nei!TN
z$?p7I-6t}6dHFeOIvb8ehgE9}i;5H-YvM-QFBg0LRYKSh9d9~KNL70auEw(~DG3Q~
z9akBd`;!jy!H?|%tJ_A5bSaCN4-XGZH5+g3rYxA&)YPn`1<|F|U!AQd?8=svl^u-e
zgi42!aDQ)U@yV}TBIxMuHiNoMaB~|EJ=;4xB<JMh3=9d$?BTtxnRFlzIdnQ*jG?BY
z5{WeU_Wn-f$B$O8atF8TuO;#E@oClEC$LAbPa4~4g>x~IBS^FFN=Qhgkq5v!7H5jD
zr>`$b6M0;#^ay#(wY49cjuwCZ{47sr`St79D}BPGpJ!$?EhlGZXTPm3=s<mArd^NK
z`e?hBwIwPM!~%xr=fOJkD`>b5T9IrW87TT8kvMpq9c|L&`)yB4uulHa+EA2}i>g4M
z>K+`7%9KiWYh|V;fYyZ^85&~|N9}@p#BncBF8eYWt$Jm)+?`0A<VT!fyFL^UUE4jk
zyi9q;o9x{YviLbh{WT8{&)k)ukPx^l*B@Ku?iag$hI$4n29v%Rq;wtbbQRcxeSP7X
z67jFl(9jHAjyIvxfzGYR&MUpCrC`MUR!DKJn(N_UsoSN~uFBH+<!&2k(Dn(G)pqTz
zm6g@~;ih_ttKjlBy%;r$ExGk+Hpn~8sjj<_SV)J!x2C3aJz`FZ*I(Pg!%s_sx}mx&
z;HBe{U%gcojl^yrU<DI3F?kjh6?LbLjE6^^i;BYwx}0xd_L7j>iOF=VG=M@X$z{my
z^z<|>Uha;Y!Ll!Drv0=llns|tB+v11P(dhRs{ZPb{wXc(=V1-^M6>$KqiDri_v`a%
zZEoJ3ip7vsNgBj$n6k^!sDaJGcg)!xhK(n?0uD=^aR)n17_v@IRV&&P_3pfv-~j3B
z=#UW!lG6plS_;#%*_1b)7w*H_?%uhRO3Z23TjRLDvd|u3V53!n<3eXPs;4%pG*WI#
zxH(oP#<emkDz_Edk2Y3qZ@zmyRqNbh$zGA1s9%m?r#<31zpjOp!R&&;hWK%t)BfvT
z`G(+AbO(ji><=#6qj36u!bR)|>TTm62$;V#&9}C+NUNz4qv5~EnA|=^$jr{pZc$n|
z-#;2RA0UrW<*#)*<S>Xk9XoZ~hoNu=O$>H+GjT3hFLfG?hHRtNH|&(VTr2YOU~p!d
zTyO4<o7V@#6sVY03e{|snsv?N`eM__BUfv;MX1b;%ubgW^f)4Y+~L;o`)Im0<-Cn8
z`NST3KS)MjKa)+LkI$om^djB_!_H>ZQJ2%qSqk#}DF=iv>jWI~ih$QpttLb@Ev-~K
z8X7UE)#7V4aP(~K?Ci9aw7_|)0?~8*-Me?nL(I&~tFJ;y@`C*R4V73eX80z-I`%kD
zEhoFHCn(G|c*1L+dLogq=~R!KRZHY9Z(?uNotq`r*VpG~XRmxP1tCg4F+M&%|I3%x
z&#o_zr?scuF3(oq85^sVJ0DNlx17Cy|32DQb*i_wS5gJd+&SOaWjWElnSCf%i7Xmw
zI!+M{o{MqDauulAq|$nNdb%wLv)t>k^mQj`-R<q7_8TKbj6=Ma2Ll{5G&E{p@`_WX
zMiFdFO&Gi`LkuTw)H_A`ow1ffEP-x$qm|ZKY)i#@u<qi-Q~|#=@S{9*6N3y?Ih%$D
z&OY@I479Mgd<Zd_Q`JjgHBTz+`S|f;v@HSx0*A5jI-|*FZXR%@k}dc3^N#7V%MbXB
zOV6B*3u-ovSdIFhs3|Hc!d}FTwzLSbYBwXR+1lFr9s3<>t7y8Ntx_fi2M2F~eHvtD
zVM!_qm1%W7KPt<GegED&IzGOBbFNCZaE+&roJP@AN(}oR7hU<0x)~}dC@JNjU|`^`
zpF#(td0fv{@@w`wN`~My#d{G@8xX!tYE67>rKOqZXvlM(D1*`Rp@w=aK;1(Qsp;u)
zX`ftB)6r#$Mo<KdQ0e`64%N3XepImj%y>8-``X%Az<8{DX?H(Fg)mDz?(vm;M<Xd6
z5_G{*OvkvQCC?W1Q-5t@bhQ3+PHE+PN;FGtr0!2xSy}sTja79{$hD1IL6=TvbSy?I
z<;o8kPNsIV<v+th4`-uUL)zbo87MC(x4Byy<4x;qy<0jTlUMOoS*|#g@th~AJQS<U
z^7W{WtK_s=?1-XWuR!>q!ZF^eSMF1gWx8%>{OSYVqpBCDO?hS$Q9VbUc}~lO6+e_Y
z%Z2KAC*HxzTVbfAF`Hg0eU;TmF2~E&+jUrZZWH`%lO+?MCUMMmbyZ|$hGvZmYUOP<
zi%k<y%mx>xC5=y}PS4MSs`xxr+{Ou+(o;srA@95ZYSD$Y1mVgi^SCw(1Xjn4#LeVC
zK?sS{@msH4PQpq)qN1X@H`&CM7E8+G!nNf#mrq6F$)?%hf!@=j=6j(jTlEOLg7XWr
zkB`q|bhFj|&vOIP?8;3TO+!=|SLK%P&IH?O+jiAZIh%56+hlArJ2xBK*lbq9EPnLZ
zqK1qw&~b(cY~0;gu)yVMD=Ctl<_M9t)K(s_dvlw!bc4%=a(d#_|HFp|4Av8iu*pf(
z>#oVBja)n5q2WOS638G2Pgv8v5%f{~GmxSP;kpW2;8Jl;5qW=CJId4AJR#=`__`?`
z!i$cj=@+f@eA@l`5*=!6u6g(Rssi;QURoP(JiXS;^oqMU#FV(dyuPj6iGVSb46+F_
zMGuts^SP1I4MYQN-Yjf50rTD`p82RRX4tCA^APTKc*p2`K6wPy?;^k~?Z%J@$(w(`
zNHj1=9BH*9VA=Wsf75JWsBgn?K}Q(fgNM!KWC#C~Mdj$J4&`TV4y!fgrnVWJX3Auj
zVh|@i3ou3+wU$FwG%EE15^>xLt;IFR8!6s>%kv23+Vl6HTo~dDF<*%7*l+Zfi^PR|
z_BnU4;38_Ge?`phVX|LC%$Y^R_&slRVy`pL$mCkBFNE0WYKMU>ME*2*EdqsjcN{Y}
zt1=`EaSsBfW!8Wm@o_kWG<!l08wZD?Za%-R`$N*g5apKBA_mmANcOw;Z4N64J1ai#
z!_!A&RZ*VAy+c%F?<-Z-`CnNkVYrs7?i}tR%h^HB4%aD%EMZF^6>EO@X`kDI^C=3c
zcc^RK`qE~_dT8}#&*0sWKF11`sKoUl$4Q6hx1lw5KVGz#r#0v;yrfo8v&F{Wt1A@f
zIK`<9id3N;WvTpn;8N(FS(?8~wc4HXp@Mrj_Yv2OH?cH&qT%G)M7gtu(c)6f`~5O`
zD_jP9f&K5=W}?fDBpoSfL#4Q8mK!4seWv4aF+oRep{jM|c}}M8p?Qbx9Ub>47a-Yp
zv>|XS6kKx=DhQ6c)Vvp!hk?VEsP}m%#=lL9o9g5~s6YrOwITi-rs+`nbRPt&#G*P=
zD}6gj^NLwS%;n6|V%xVND4seb<Lgs3Z$>a@x6JJ793B+x?JSIl+9_+e?6%mECgmm4
z(1|&B<B)n+<BV1sqnH=4QRiatR<L9DR4Q|Ga$p!wl-ovDlX3=<&*wXYV4HB?kA|g9
z3~cpE<45HylN+%^bBn#3*SnG0IxJzT2APG%n-dK1Na!0Dgr7fGn#Qn0Gs~CuVDz~3
z3>O~<S^Auu^ZF-l!HyH$y(ex>urOma+4XVoL?kkpc`jQg(jRL$7w#v;$2-6JKyFWI
z|G=&>z3Eih;eZDmejGl?0Yu8ZrARoTc<$<a8`sing1Iw~B7x3J1%aI$h1aEmP%`dr
zpe%o3$#)E8GtW6BT3(TEW)13|x`rGoHdh2*rqh?jmh-KQdxvF`>)-O866N+R&g>U8
zwP5g>>8*D}s;SD82sY5ZCQ@mYq`_cf$0Z_d>-Ot^(TwquBs)ANMmUuBssedTVa5|u
z(}{5j=IM{b2vxL%p=~#@pGSH))1h!m)7Kt+v`9E@?4jjz;jOR@*e|!_;hGAuE+BvM
z1lg5+DTMf;S+EXeWTFud59h0istzN~6V64RovU12dj+e`hizU(nJzApr;Q;<#<1fU
zsBD$w_%~{~iuDNMw`Py#oWI+pg$|{Jbc|FHD)!}ZFIT0@GY=()!gjwbR~5LJnhame
zHH{_FT!n_Vhmen>O&ga7Nb#HsPSg+4OC;=vR==-gPB0A?pk<?r>S>b1S>`rDNsdPf
zEzF;|RRchd@uQ+O*CRjuQc3ux(&PKR_$T%)dDpr0SzWVchUEd})E*BiOfDuX`?=sW
zAAI0g!h<lr5=ASr-<~R|o43KLbw0*P_Vq<9qGM*3V|6{VNlZ>o77@e5!^^HdTl*@s
zhUXKb?j(v!Nch#--hP;!jcw&I8JR78{ly-B4*!@~Y9loRn{7Z$OpM4igI>pjaNkT*
z0z3*{UJX`*ZXz`ci$W@-7{7rZ&(x|)^$5w)I>DAWwAO8YewdS;eUI9pqVr<%ROVZ$
zB(63{n5=DWv8g%PB-*wnt2rk^VQogTinx*p-;8XNT=qoO%*@PSERK$jk6TdPd)mws
zc|O<FsAllZ+7OkOmvfk#n}_=@cd<@$324-5nAhz3_9j8+OL-E~$mr<u_2M%!o=k!~
z@o~quW$FIB1RhsqR_i5kOA`YFgYee(&_!dj#E(KniL@%^D_hmuJc)jOej`^Pxg5sE
z#Z9)HRFi-okjBSmtHnr;8MrQ$$g!exyE-+noR0j#PW;)ksI>IQ>B-3oC>S!uL`B(k
z#*aGAVf6JYh^TlEWeN{AMrDu3j0;wIt}pgW`U|MW_iE>jb<Ss}J3-z)Y({{GKnI`2
zH}~UJLV3Wf&c699sLnB0W7)X7XBxeGUJv$56U2t}<6AzBGtRGkwY;)IWilHsOkyOe
z^5bYEp?@iabBir&34#ZYa@EF`PXQQ-vYC8+GyDa4R>_)4r3%h?71qkZ;u2cF6xRx&
z_=tDbC|uA5_!J8N8%6`I(CP3U=5f1P6z;9I7RzILKjs8uO(Zs6qK}P}I~G?S)E?kG
zL&ETqT0^ZLTdfnfwUx!B5I|D6dv75_AorWRbsbtUNi>T<EnXG`4|$IH^Y;))3d3J7
zW*|S=6hqV}URT>SsR`|gjNLk3W;f(X_8o&28jw-t#6P1&8<0mr3KL;-=fb7FdCw!K
zK^7Yk0Rewu!~zl^2ups<B*lFj6+_CA#bo5Ui0P9Q=&r|5D}s}NIX*QF4HlYgpu0Bm
z3}o-k%C#haPd6zM-+V*YSnrqvpSd9|O`+)uEhEnLp%f|{q9;TS`OY2By<U~qn&Z7H
z`kK=>AePO~&wne@Z%XFYxbM^p`15EaHjkSdfe^r>KYZhp#O=)QxI#<*bD%<VM-O=9
zx2dVAa2*2X)SjjS=5d~`FnA)ql)Iy&qi;x@#O|07I>AskR7n1sKMHXVYnmn7Y+8Ig
zVN`VVW7fp*?1BPHz?kSHO78QS&%@;fqa1*1%jn;(zfJ4GhYj-N6t08l`y(s|(fA`!
zE<o6Pc_Sx>u$T&sY$#8Kb~e;4!hxGZ0M9ZNM(yX@<!H5fh)1*-77)*;2V0Yb|GGIO
z43hW1&HHAGKMAfc_wL`n_1n-lZ+f)e%=Hl?Bi3)j-Mk42*0MsM8Ol>J>WHL%aPJ-;
zpsh-s4%Z~N&jGCvR#wK0M!@tvMep{c!Ayf^SfBr|-9UR{2?51L3x?C~TnlcghN$Qr
ziDaHc3h`LY!eY3~@K2xavIip{_zo4{>_>{RVnl!?AcX>Ze5^ppGhhmxd<94Y+#m0d
zf25|R-Rl3xHh8y}LF{}$G2_+W-@gLbD1~aOln6Es4t^T4TeYcWxnS*B!!i(d_}Seq
z*tkLQQEEEQf_XiR4@#&O;ndvRP7m_io0$0cceFnIbqjpn=$bk@=_^NSg_>}Os{>gB
z=d`L7Z#D*^K{yVNh`<6B>iZB9?$?8Zg9~$WH+5;6fFF8*DZhX~PEJlhadC0;3k)_<
zQBlmUxf=Qyo$IU1x$2aZhkfLU;o*;>kx=pYC?yl_p=Z_BatjFy%c`m-oP;3N?r@m3
z>uPIjQ*m;tG_#D2jRo!lPEOcm8Soku3rqViF3%3rFD_g-Y}X<!y!_CKpOz1<+Wbft
z#@O50Ndbjjfay7)Qp#zbJ$nLpJOUn<iVCx#ei$ss#l@w$j1dzPGcDJ}M8DY|^8qQT
z6d;u5VpW%#o13FgAASAu<)+5hb{r|xvN_q&`jV6L2ox*fTuhH1y>uBaF_5xEM?yj>
z>U5$cCl9zhtvXTcun~COFHL?3Y4fw{#8~e#zfwK5j(bphdZwh4>3)5sUEkj?lS*sc
zG2C$iN{7p+lSg&9m6eq?X9q^bMMao;W3|rElkVZ+7*#d37MO3E{mYkdAQT6k!-lKu
zx7D?9bD>#Tl;o6@L8hZ5C$YJ#81DjugRzfmQd3`=w6)0}po7A0I4UNFGTLz*VE-FH
z9#mFW2d(Q!#1$4kPo<5Cn|1C!_8PWSQkoxPfh}sG#R3`<#d*d-WhlM}wyfpl?d_vh
zT0VMkVDl72r{kakwLZ@0&)<wtxEHK+)uWUv0phHPem!mE*)`9D+Vr%vX4_)g^1*o1
zFw<9k@!OWt(%~mmEMHePH#cc{On3vk_AZys2Zr>O%<0;~$%K_nqM6?uEX^0|Us!#2
zD!~ctvLbFcend%`)uPY&h3tgHg8hxKO+m=aH1e?L@>enk_p8LzkQH^}#vX{!w)G%p
z4KJ@S_(W~U$_LU^uCJ&8J|VTYv3y8lzsl#O<;Z50pL6pXf@IRK@K#VqO!NBH#lBS4
zLBAO1;H~ehA4!QWnjpS@q(>JPh^=r=gcydVswu1o(c#6#FLt$cMe3V#RUk?aTF&K9
z03~EJkSS3L$c$M_C=yh12Pqq=KIhg7E!nR)_?#UnES@haU&6OKreZa&+Por2bE?KM
zEx>lPSTBv!zxq(QX;S#LJ?V2b4#I*vDbPx|U-3195TWyOipafzRDWxta&G%{e>q4m
zgtYN3(^BaDETj~u$*&;SxbR7<HJFf6`-Ec-fGgMX)ivPAn~{D-pxD`m_u{;08{>8i
zc^0-`kn|EN!|vWhUy(S>i~AAlw-Co5lPA3@^8XC>x9SHW|Cq&1gnKFa8ucI7gk$jV
zhkJ|A%`wg4$?7px4Ef`>S<nG;_G^DIGJ_n*!~crRDJXb1_wq*^o!Q>T_$`jUL0Evi
zpZXcf{)84jY#CYE)Ze1}%@{WtgXdF0VPS#a;RYN%+}}cQ%H1rfWZ&N+dbU?^Fxr10
znK*)9&dkl=n*5qi*&fmY0$;uw`O_^Y0b`{b@akm-yvNP^DGUIv<aQ1Zef~A(*RM4H
zF(w-Ts1Q<K^xtNBGs+)`k*ZPe_B#^Ffy&?G_o4YMEgAkbbZ&0$e_$WDZ*hd58;*5L
zwh_)~wA#L4OsMz4uif^}_oUNIxgn+hb<LH&bfkZc&&AFC`|5uQOGrTd-_wyw=K0sq
zY_4Za{~G!(3d+BR*3{C1`;Vbz8?~OY-7Hq@z1X|xB4Qxg|Ci|i4*Fl$<YNI3#vcg{
z$V0&SvsfR>V**L|U1a2YjhSB+3V4=}c&{%Q)$B&~wB7g>6ch-U-#y6FsGl-iL{MuQ
z9>(p*$6P_n(?bCHg69)-O+7twG$OVz9D4N$BfoIshBD*fK*g}#`8E_JD}Yjn^fW6R
z!l5KSF0XF?{lw(9H&^U+(6nTgJX0=R`LL*<?&t#uMgc(m(V&rVjX=nMN@mZ^#k=7)
z=)k_bRabZGX7d>vQ{FY=o*=-B+1arWLH|eA($DT;UUy0%_x5csNarVJSx|84G7wO3
z63X1B>s%KW76b)+Q86d){uhAtiHM7eB9BHwBM_vfrk+cvq3?;vw&6uWKnRbD!q(H(
z^<RX8N9+y2qI}<EWNt3i*Vji&jmowZKK%Lf=YYl7SUjMOWPbd3zqqUndl?8gp(ouv
zJ)uCsYH^GM<f^or8&4vKZD4L*o)J(2v{e!%DYePCxwuwFigdKc>s-$RH`(H=KYu1i
zBjr(5wFk^OC|JTnL#4!GUJDAor=lT^$7j&K-O|=3>*`v|MiIl#z##214CwJMU%sS8
zP)Y?ZYBl-x%{KYvWM=wKOiWNcdGh}L{rk=K+|EZ2#;F$#Y9l^=Y`$_)bIJ8a!U)`U
z;H6+>l)dPgg#*b2zqzoma3G+x^kfc})(wK=0M{IJ`C3fOr#zQhgJynvoBn87hrxy3
z%G$bxNtlI&B~2W}0J8vwxs(3+wovGb+M73gEiEl`S9@ik2vZnASnr}IZEtVaRw+l~
zp;+%?$SW!;noHUj;g|{u&0FchrqNJPS5H!0GQ}Wb;{&AZ!qygDekilvw{PFxm#gag
zZnICLsJH3q1*?odn-&l<H^Vn@p0Pmr7sBq!EY8e4%>Vz2u!@vCh->~^gP0eDvm84v
zwzsd#Pp4A;iLkk>*GX@LE9@)(gjl9{<WGOWtKGZvMOe&0?eP>%l?O=K9A46TxR9MT
zHu9osI-F?rU>Il;{Z^gOzw$j0%P@kw0F20LlJiz7DG;6#x=EYzur7WI%Ds;%SnpQQ
zxB&W|36!V1*C6d0q(fi1JyCn-1JbWFnD0JP*m(o{5MKc6%*o>`m4NM7R&x@NH(!1*
z(@=L?&w~oaJZ{_H@r#%6TuqzMfYj>2|EdWnmLXO%WJoDbsa2P{6KSrJc-`w1mmu0L
z_`1<_YEQj<mOJCfZk<Q<kcD!kjWK)dH#HVF{8c=mJqds#Vl_*^s~yAC01_xZES}Yz
zg+IrmZdN+_pC2=VyFKPHfc-CUZI?s%C%B?Nyor5(0EK7C5BT4(*fWdlR<Fvde<HTm
z3tn;n!+&KDzpAq)e*63kXM#q&2s&@Z*@elWA&MAZ8RZn#(rD}(cn*I-c0z6lDyOj6
zSmgf*!8euD?fU}eKOyk1`fcT%-)}(ebhL5j_doOjsr}2}0QzP|e*h>l8rr`Alpn-|
ze?diYNy+a}aWhIU9>4_I#vFc-yN-^HeX+Je`&GC=KSToHcu3P0LM;0)2!ESeTzvmu
zDMEL5_rE{{83V)bcO3ra36Jz2nEMacgXh!RNJzhDBtICq#9~PfqOpFZK{M2-Zy%A7
z!T)v(H&cQHd*;kM$4+?qRzV@c+uNIia`@pd?1qWpXL`XGe@sfsx5H#Y`1Q1>7=yGb
zo8Qrq{a@?Wdx=u}6TW_yyZ&&3s3}i>3=c;DIq0{6wIQCl&24R8)ox3`{i^*|2v%<0
zm{<PHwQeIK{;RZa92&y;Z5AnazfU6k<Ep=`AinMF9zaR^Of8%FhK~=Tq^Nk~hUls8
zS?Y>6`X2U3*T6s+NZ$v*#6j>mH)Z``dzy6be**C8(n@;-<pA&ptO6nMU?n}YpZj=1
zV12lN)j{dyFd&}2{uc}@6~70Sx6qA)L2+xifYfxlE^*3nnfMcv(MLG3yHx_9#=gz;
z_}8k#ixM@U=mE8y$#Sllaj0m%jn<P`T1AD1Cy&t#e*W9!;aOVgmn50HG*o3NUNS*X
z{cQyE(ODL@3<b8(%NG_+#NfRr+8c)gO9Och5qrlXJwPUzB8~K%o<7vY)wM^l4Yu(^
zPC)_6X+HbS2gRt-3&9|78fs3;&dwg-@GV_9H1JYQRaFpW9>|8xEPzb;0e<>7pBwf*
zd@U-P8W?!D$Q(#WhQA7BP(i1C_<&l(rP%=C00tPU_<vT)IwX#2%F3S<LjnR)H#SUm
z?O;t?r(DiQ8<^8TFApy%DPb$<UyDmlmdcV$d~9rNOu%82JtChq@Y5mD)Z`rkl=<?_
zacIFveqmwQGg?}slbzYQD!|XQ|F>fK@j8!GZFAeg3rY%#z-_1FEeSa}Ih(x&(IPHD
zP;t1NJRkh=BMfjoKJVYZ;pg`{$v5apno|X^iv!EGmy!86l3WlJYP&P@a+i3!O;=w(
z@S2^=qrlnx)g9CJFIi1OXm8(2+pBXH6+I!qToS6?Fg8pnKttQcda|YP?%kJ@q-`NH
zGdf_pP!^YN)063FJ6c#<d)*dFYTgG}1&_d>pq9%;<4KSv7orS}4-7<njEHC{H^Fcb
zABxve*3r>v;Wjrkyf?mEgk8(-7PaYb`f1jbJvTK!KV)KZ(ucb!Q(RFowl^Bqxx>Be
z+_+wmn`>zte|U6cR+;oiz5E-RE1{Rn+?hFrHV@}_)-;?pjIcyWdlCh;+!V}iRQq+g
zLE0sGharK1_lMidN94`RUzXzwZGZnR^7QG``=l-U*tLK^XgW$CF)=dAso*s=jXqqm
zB4W47Xwg@K7c%FeGj65#%VjlA9eFkk=Ryk17Rn~&=^S3i^XFb1Y0dz}Usa%UX%IKo
zqwwgjb9ilja2E>+3Hj#sAb!!bGGxI?u}Enu)YNxfBj3J~NB83LvgJxShwKDDWyLk0
z!>gxpS(tcsYLO$2(e1sq-={>BSa;Mv3u?OxG!$k4%b!@y)nQdP>2U>L{<AS_$ha}w
z0%3a;<odbC>}+5JX*VwaOGmWJ2QdP?8?dy4v<}9)efyHEDei<Edko6rqT-B?YfeuW
zrR2Ev67$m{J~JDbkS=Ws9*1s945Qt7Fb<PcH~>e9=;kQlQ!{>3ZP1^-_1*m7HA>Vi
z`V!4ec6U^$WXgDhOLnel$}tOZRu42w)>UW!JTM{;TaA&*BcG5+P#P|O!DP6IdY@DB
zofd*AyS$)E2zLKgsrGA{FBz2X9D>_sT$0D3XzB632obfxcGdnM1u;Y^v4;o;6Ob!k
zDDMOBNWfu3De>`sW61bfvy0R0uwcifIm%SnJ^LzVmiH9L$CO#tY_6s%ADdiNo0qqO
zoTP<J;c2H6Uy4C9WhF(KxuF!{Q`3?BQtFtZtf*jS#?t1Hye>?D6o?<$JSLFxo68x9
zG@6T$h)^0C9#0IyTsL6Rv{=(Odg?(V5@~OQ6pv_$epi}AJWC%2?*(7|_0>5-^7wn_
zrqAB<MBPIAme}0aFs(Dr$~VuD9NBu^GX)2lvl-{Pt8YPZrtC${Kk<CYT9H&QW|w1&
zy*}H0n8)ezQN6N`_q1XpBKl^PRsSe`#pzB0;7QpbQM{cKmDVlO`^!DJusm;9eDqvh
zgHV-Awv(8FMwheIEVb8g5%P+uZ8UJp{C9HALhC~o2IRI)vAUCkqY${+coMFhOmfu|
z>W3_1=s7*(lkuda#MfxL%VrJX)ULYa&ki-MXG(EyuAFdl<%gmuGZmKe-J|!1r=F44
zgud7-=PYbuVB;zrZ-Y}y&k+?Sy-4IYzaHe$c65-!a60sb)3)$?R8&@;!9L%#+Al)t
zbm8Z1v!IL5eK6^!91|;CF!_8YVb=!$n+LnL6|Kj+;?w%c;D#Lwg0LYA)hYPtRw$c0
z<13&3J!fHpiBn?<UUvm$ZUa<qu18+E&uCYU1t?cD$vLT^8J~0q2>FbaZXUy4<{3!&
zoTl9!Y=sMYZq(;QuSsYq*56{QUC;8SwR8=2d{nR3g3wm5yox$_HbKC4T+DMYf0_P$
zd^98^=~;SC&~@tj4VjNZVEgrMfn@aMum}9e-7Uwd$R7!OICwackWLGp`gq<c(Y8IB
z?`<t1b=URbHv2o8gNvm1=U#qY{*cL2*Zua5I!#9f4@1uefEr~MkQfr$ps{(Fj#wOY
zCU`YGx1hL;^txNMIG^}f)Vd;+@$#%!=-ciKY%eY%qs5Ir8_{Hvw`$WO$L?6d8W#gx
z>ptvjXenhMZkXT|0t?7^;id!T;15<iX~|xtgj<hShCXu&tt)3Fqqw?Hi|pAl*Z!c%
zKVmsJ{h(#j_WfQTf6dG=+2coLm5l@U;S7JWVQ5u|L=Ey5xVmy`WSinNTWJX?j706U
z>4dx!6iYk7d-mAg+-y_bZ;Q%{GjI!nQ~l`CaAEWpcJJ$$N}~Dnx@Exn+$8Hi*C)`@
z)!F}=mFOjFVX6o<Rn|Dqq|l-*2f@9CSFmm3mr0W4x@$Wd4@1?4gcqLZUhS`ADwmfy
z@;id9Z<qk<3;y1<`I;~kM^pYDe3*i=zyR;K0J+@ZgVCm>x;p3Em7JgI_J_yrxLoY<
z95hr+X**th5<D9dPv9d>)*t`p3g`K6E{dYF$VV#33j|c^sYO006*jWvo;++JVOUg-
zg<{dxk^4>%b((A5;`HP){(h+wpU9Ua?4YO062}3QyLY%R8TpKX`0`UT8PR`ND0b!m
z6&FT4fXDb!X+FyHx`QT*gwF0@Fjw(u2SaFdNk~FNR{o0EvHFDAGv3RAM`Lyqr4jz5
zyl$$Sj|~wG|B^VypQmc<yOa<{%s|$Romi99P3_O989tB2F#5?BW|75lZrtv!E+$pu
zr1Bv6WW#hG@4!%j02b&u5_q6Jm%YmhA95tfzM>TCa=-h$%u#Ps`iy(_$*7`IZ$GD>
zj18Z)g08OalQ_=kXq<zyV0c5_*sRzNv!xhkal0`#`~w!;6y{&Dj0t=ene<1@ea(Bl
zwr(RaLdjRG22(1m7-@a8U6bqLfDeAqKc=M8*Jh87#pt^bGZ@Gw9AeMJtlKwE<T3P1
zf+{4YI4~w*2w-c-$BMBGOj5H|ytrIxMy}G=^eBx&#?U|2)_-<dH5Nd<sSlpx!(a*B
z*WWXsIq-SEq##XBRgys>qzbY!e@VF^{PUz(?g_Lrca1h#H61K9{CQyv4FcfWijKC5
zQ%|XecXb=KuqrM~BhG0#*xMFvj|`JAmqk?mQ_M=byLoSGo}a-p|Lt^kx(3D)!F7Ht
z!=P=j&33UX$W6p9FVt4^;*kOsE6Y(yc@lKJ=Lx4P^}<fhVZ@YzxD`1M)2A};mi{HC
z5nEi&JlwsO+RaR!?|KUi*9XlV-jDs#Vj^f=U$|1Sk10c|H-S}9^c7v`5tiB%s=eoS
z50^xyN3K)+<6eSaYMLD+>$tGIG(}+avkh1MM1_5exKb5!up6h1%*s(8u>ke=^m!Y4
z35iT>vMi|zSbP(51<J*h`CN8N?yJqmqIu99xWCs6$$@>mOdRc4)+K~tJ3#5%?#F^W
zvHR}4?h>W3a*L`C&e!IGg(em;$Kz1cH00!^@W$(738Fz3rZ37Aafd9-e?J0TNUZ2+
z53UQwk|lyAICLhlO1$^Uc}iV)iv$7wrE$J`A2vjTDd}|CexSAR&RpW0QOvNhK=>_f
z=!R4L{lBM|<h>it^SA{GI(HG_#YC_vJ=`mZ;X)|Y5@oC1+a@Nf)BFs7nT$H8vh0n%
zlM`p3^8jK{^Bm0HpnvUht?Y^MOLJMcUpq+Du>a&#Zf{uYxyX6V#W`l*w-#D8u`N7)
z^m2LMLfI0ZCS(!<Qo5_8W9wUUq96%~y=?*MX+jf-7ltp8>P+7w7>J*JDN!M`{xuPQ
zZd(Y7p7w@5OLChK)6&k2PsveNo0I@+OK9*gnCX1n;Y+URb0_@L4CvV3=iPw>5wTKw
zn?&-h?6jc!lLh?c{8+el$Hg?EAV&xO+iC=(30&1Bk<rl~<qL~TQ|!%&pXuKfrOr-q
zFL-^A+WJF4^npC#-$%X&zO95h&x0l$>&+YKalVrJU@Tf?Tw#X+GAz0p+nkgXK5J`n
zcZ>0Rv#9wzVPddjU4p|4<pC9mzxQe5_Anay1J4WRektjpoTvRSCaeyBNcmCa6@I*!
z+z^7{a5B$apl+{<N=dHKT&eHCFkg2HeI){M!xqHVI~S8ghT_{xOa#;0%x19QoJQG%
z%d2VKo*;8leh`(_IJ*5Y$wY!C>_zb;Hii?Pe3D(pqak_o)#)qT-zOn)Atb!3a<gtU
zD(CgRdg^;ImY>wGF0)V0rz6h$!tRCAk<#$+B$X1#?6d~M3$7a}OOta$&kCixzsl7P
zLjK-eNh_sD(!)KwwEi_G<s#Og($<^~4krsoE@q}xLo0XpDr1`-Gvb0e^=h&&+zBQ^
zZhTwp*N*P!c^?=rTn3bf#z+3%sS#1O?#-ki=YV?N@g&K^;ITNBD1(=dC)JlW#ihRA
zY7$ol3D4}Gj_z0P9B>`KwN&;;axu{+-DQQ|+FQ{SNVBaCzVr7CaUoLHOPeNQ?Bs)`
zEVECHeC)3{UX9BJes63I<f+o3svH@&IgfR7bIY(L!6TJScV=BiS{NGq<kZxKi&`6u
zRLVlvOX%dC4~MjKs}Ne0hM)eanumAlqyB-a*}I+LaF?^0?FZo67l((|eK5;VB58Xw
zRaqlBbsN~jJ*(o+88uc;tM*Msw|*O|()w+-;T=w^V)4?z_RfH`*PqUt;C5NtE&xir
z0nx!P^ecC*D=Z}%?$tUv+2{>H-vkft!P36;vx<(liZYzu=c@eht!s*q4r2mC!)zpO
zYdPLpl6qjQapF#5XDpY(II9=?);yh{!vM`t-d^^YYK2!O#9jFl*b%nsvSU{2=5ZRD
z*!Rfy7xPV%@;_9QvoBfhnhJa$Qm)UG0p8T%`8du{jVT3j&hP1+q?cC^<`u^<%mWsZ
z-mwZk^Oc{e2Hm}dSrG+{9b9+%$)_4L4@0e%4xVf*)bW}kpH_~pUlKVwuB@4$agHPq
zw2pRvI!a(0yl;P}whQAIS<?Ww(fR?sbNdeEs-hcv`?qKvpM#FECEcEhP0laSm@%P#
z)KqoJgZ>|QyT{Iip+PxFH%z4f1gS7c5UHXs!%!of%)GH6K;{FoBu(zURgq6Nf~*)Q
zX-Ya(F&n3<01_rN+gJ=T(a|5Q`ks(*?OnP(&G|9_vrPTVxp9+Q+IbsL3J2s@yUPR`
zxoY#oF%mi3^%T3(dh@6!5DaYU_AJl!rV1c(mRIh7E9=u9!k4VMT<8#Ra;*GqY0<p6
ziB(>iTcNWGQ0y_cijx}oL}`bNg@SlzHzbe9ZD4Ae_cGMHn{8BS;Cuiv0wnF1j!%;7
zrlR^bb@>0XU+_IfvH+HZA3)qL2AwOIWUqRG_oKV=62z=*(1NotGsD-|*!Z)zLP8=~
zx`V@6)qIvoFFBtD2KQ*9s=1q{?P_#fv7d6lFFZ8p3dyy!WpZ+IX8E~+_N__7si>|T
zd-bzTD)J>e^HTP|_Z0Xc6mk_`S}%8h21f9tx%qh`;Fw?n7U-u`REG9HDd(H6fpT7_
z11eYG-=D+l;oAQo-LY<HEU|wTPqy9EMUB`#t1rSc8vRP+!kYi$5`+(*c`eitX{2TS
zrPw5<NBw?l1o11W+efl;YVZdv@V^LFO<>{x)_95IDQEhw1onuuv@}D|hO@A;B9iQW
z<ybwwJyPTi9H;`&NxOJM=9-H=n9*3N(XuJ?4@z0Y6Il}}sV_O^@9<w5qvuW~3l!u^
z01&m7dm@34r&(%E`Q!=Srs~q&HqAQA0lq!kGOWq{o&wR0y`sNq@`s-AiV6zCmX?+`
zbX2r$bab?~BOs?Xw-}uc42weNc7RgTH&$l6`sHi>i#6}FQ{%Mn{a!0j0ZJnUWrjG8
z@lf18EE<f!dV}CqA&@*0!H~sKq$pLKj)xk*mAid_;Yf0V=l5Y0yyDxpf`BMoSYLN;
zbyDA=I(-7YsNMO7V$&yt8xG!x#W9?yuw34_wUjaoI44G)GZ7R<S{A{J%K}o2HCk7{
zM>C^hSKI5ZATPqYlb4)0(UU^vHlD6fp#F+GnVs=PXAnsh6aPgQW2r?|5(>g!5<8+=
z)2Ggau6Wh~nt~dBQn!;-yyw8<!w(#}$hDw};9vrDqE+|&PL}nBJrWS)(gMv-l@%5K
zcVCGz-y<M+4HUJ=KQ*r>-AdBZFJ<|O4aY5!I=JK{7<s3}w<jM6u?!7GhWBv=S~qyW
z*~~THnYGx1#H_3s_BplRzJ1%@cEYP27(L$D*|9`LMuz3(<*|kKcdRZi3j@k{u137x
z?UIU@H(4@~LkRRTG1;uVDWb*Lxsg*H9UOX#blRHB%cmNd*5d`<Dh-SDaht4wbWp~{
zCBdSmwx;HLTbr;dCl)5=qmGU?eMOBBSZ+Z9?oYyu#a^s<UQJF;h*B!)0j$XvExpMP
zBdC!L)C&*p-|z32Yf?LO=>-0Ze>zK$Fj%0Hdv4;O9pNNdhhJ7!)@O={;2u6cbw~4U
z1cZR!b+2ii*6C@Djh;5`6ZM6qrG8-9X$iU=V|2VVNlX7QKR@5*;$#=6mYt%kq9PW^
z&CS1*ug%p}(HrS&9CQZw>i|R3T}n<C7Ws+&8^a_qsY)Lw7niDP%wBQRI0>5tU+D*_
zyH@GMsb;0D>5=+wRf%=A#?My?)&%45>y};U70u~rj3>tQPcH(efO3a()F5kEH07es
z6MBETDQ_#!H2V0)1LvK4GKO6X4-fBS`m{~2_SC+S#n`}r@<>k&&{xyZX{>(sJGRAL
zf4fW=>WTLJV6BeR4{E_ri{GYjky73C>rM;fc)i+6BH<7sqavjtzP|WS*r#2T#~9Bv
zX~9Sw9@_$vlGZ32m21d#l6Cc)Km;QmZw7jyib=HT_sBJ5k~eMRMO{=*``fJ}wzrMH
z58Kyqcrh;)8`Xwr#xMSI(U=;nBM-glJ68oC`8Mpy@vRnS+gy2p{5j;!MsJwnia3=w
zLr`058E}q#;;?-OJHuzx_kV5H^@-VF(|WfBci?+C*=jKBl%diw(0Y48S0QEd!rfe2
z)kdf!aRWBqv`GH#6Td#<kcH?zThc3mGBgRM8)jkW{Zcfc>_hf~1hZ=!Tx_`?(x67a
zw790SDuYUYex_=<*L2G!>7tmRYHiZ=t*VkRG!!{CreGbTR^r~Dz-Osh|6b$6!E8*d
z5bpE(mOYgYU@cJ@DvIfZrN0V(XHV)zX0pDpONcuVZVt=CdS<vDTIYY)!qoA3eaS4I
zDYv{xCL{~9(sosH_Cn~i`i4yTvUK5@KfC@;YJ1{^e+Bevd@}9;*0{v#3<6F=E-|04
zY=g^QJLSQkf=0m70Fal1^bJX{JH>(F4TuE8#g~!PvViI5Nduj1>NY}`hr=3a>oLPL
zAt^<bmWE;eNIx#^ISPoPWSfXO=u*ddMkTVot{L%#5z^M%zsFNep_t%8r%Mn!J4j)l
z{{|Q=Hx9v7p{U;R<{JX%M%nTP8U=L13Z?dRDW1vw%B7FK+Y$-b28{9XzU>mcM!mBS
z+AI6#LwV`0mMhXg^M}d;+QrFys9eq6wB;;8>1#gLSsU&hQx~XJg{@!32U(kQ%IcQ4
z<^uc^tH1^xR-IneO`6_Z>VdM{7l8SA^In@}_bE%AEMxEAzD7PTJigJhu@XtSzQJvC
zbIUrOdgBV|#DeW(-Tn*afXCq$CiGI4ZU&qKc*ovsAGg8*ZJ|&L4F;8LU+IXZvcn~0
z#q{x?mY`toC2fda0!?fpor1G*V9&Euz#vhRO!#J&r-m<GCh$pJCp=83ho!r$!s0UL
zFBrI<-nAj-Wp!3Qn09E`KGN;OIR7LZ@zVV8ALdPXMy4O$ZZ+<uv0bx@ZU~b*edw<@
z`AMMNR>h^C%uXF}U7?h+Y)F9B69ZM$)685(@~~<#-d&GSi4C$VH?u>n@M%n^uNZ$@
zKM6eR+~`X8uKIq!#zj$)D~;ME17U1=!`2p3JU#ar7B4q#9)5j4L1eNLRP8&Eusf^U
zJ|Gf{_nPNPFE<GhsbtKnGyhTnQ0Juge{ovLd-2P4<pFQlyfs6*O-hdFYcVktEN0h>
z#Y>XmRlH??r=-dLQkZk44;x9@>f-WjMu;iDAXL2rT^!eLYr4|$o{s~E%uvodCz}?x
zcklXL6zRc3s>9}yknIQ_h%>gx9}b-3efGz}8S98hfe#qCpz9~BtOIlPvK-7GOKM+I
zSSt{v+^~9=apVhz#^hBl3O)D&kJLkSJ1i({Qb;F=Ojpu5eZvyV$S)IBMYhe~C0)Wf
zeTDzEC<piPTGQWBNG4FBdhZ_=349+A^emb6#7pQr?v_qH_*Nh+xIRg^9$|F4C0@lf
z7W3-(C=*jFiI~D@$x(Bda%rHdnTsP<uD|%o_tDFP1#DNLVohrgEEo98Mr-MMCT8Cx
zMMr-eQ?6HiaQRFOYwp(X1pdzL7MY%Nh0X$coAy52zH0o&JuAt&o1Ui5`0T^kq0L4$
zTdw$~ukKHz)xYLzqK^{ZTcE27HeM&p$xIc!&`^{XGxE6>yMTFfz4CGFlT{GxZ_u=V
zK^gYC;rWhcSb@D>7@*<vJ~8^9ov?(K`~H>s>t%Ezy9G@7`tIEx<_bb`cbMC}v8Qg;
z>`O9)9}wG5yu{$z@rY$3O2DsYwzYUD5qOj?A&O86cpSS7oS;$S3cWC1gURP&C<KG!
zLHYi>>991H_O=!-<qHqXSYGnL5ZuUt{8HH)W~NlX8!tlS0u8v)_5^#m#M(e>-h24i
z#6$_!2@Ckeg@xW|T9p+LVY1ptoIi-8l_^6w9|OkME)z#qNrHP+NhM%}j+0Of5JQ=d
z9+5m=f=%S)<zZXDfWK_={*ZsF$q7>3OomzYgTYS4cP80>Q?G87|LGvSk=mUsA?xew
zt1%jGn3B^Vc@%|5L``wts`N9f-Yk#y0&Tj1`dy!dvZU5oF9SZHr{IW)i)VnGq%7zW
zt*E1(&7~h__7_lM5llvytx5Ebi!_w~vPILWHC$a?J-%lTQqNL@9ufvWbCuRmQmL)2
zCG0FjRAC{X*^gTAX(GG|PUlN6ZLV1@4;DkPbX69`cc8)WCgVSAr?=wp`=C$z4G_<0
z)oUu$mP56c>AAVpNVDMY&nzrt*kNY)%?mE84{^zU&qAUxgcb3Z1!dg%l_{qj<MCPF
zR%>X@0z#RIDFa($?@rJ8E-89{&$)H;_ZiYHQgWGANE6)n&l2{=gjnUlfQ9_V=kokm
zz>y3X!Cn?jJ@-hfHO(&057&3CR6u=k%NPESB}7yMW^>3#9b;3`&`^t1WKx3;`mflM
z4?~{=>syN2jX4kb?p?3FR~hDt$gT|5Y=;&_={LphOuWMv;|7ywzL0+m^acSqtf|a(
zYrVOMRzZLXVo!%=J?PV+L4TtYu_WMumd5;?r1xf7e%jf8D)(Pg?8Q?EX)AT8ZkSL|
z92!ma_%%nq=et&hpNG_ft@vq-H~eseHpgbf&z2Idv@}?156-0-lz|D-!;X&tFT+#X
zXKn4Bm4(Hd<pqKa?plRby@7f+E~+axUH;qLN7D(OH{&(I-HgYAE&>mqvDh4d^$ypw
zH2*kQz<Y&PHm!O3My5(Ok&sQ*-TTY+VFL$0IA!K><}}TmiF>)ew-j9;GfeV1lqGAf
z98bhp6E6j7={fb&&+i4);Ye1@+T{-zxM~fZ#_JzfYJ=N?6<?hGLPdCO2qt{?U0|})
z1+`&!JF|$vf%=90-P$4^rHjkn&$HSjT1ld}S2T=Mcz=%D3QVDV%5!sbKj^$NS3XQl
z+&|g=dKOSW4V12etMK=IjfnjOD;O)_I6%38c>&V<tv2R;87k_jgE0Yj$x}}P0tOw>
zIPo2PeMHJ#I5@aBQ-X&}o{vxpw(0k7yFn>~w$#c)pBfXQD)Yqsb(c4vMSj9!TAS74
z+Y2aUGG{_DAbW*nx)ulBg&CvC|MpoUqwnknYfc(Ci()`55Cyc94OMld*@+?2XKZ=A
z43`&wttRl$c%b70m4&y9MB-6WNTlPJ!2ELyB#`7Fw}8~8^W`6V+0pSD$gMIrds*#d
zeZ0*LJL+r9y^l$F(wreu<!*x4-;Bp+Y@r3f9xyKO{S6SK_U`T*i)mW5(=m8Nu>qW@
z_#((g<g;rXBrNXY5ots68hw85e>4)<R5>bYYR^6WOlWN|cCC|uyVGeE9*|2@%I-MY
zO!{5Fc?~yr>oAXbh3oIf^`}K6K6Q$V@%ttj|LXbqt3dfiol|U^!}D=N03J_*hf0Q0
ztbg9q;-7BbL`lCB2FBs)lw4nu^I6Dcgv`W?cPE4E=Mga_#76kPGDJSqhhfpcc$W=a
zBU;F{uBw}>>q=zJ2bL4$7l3@KnwvB&6`D_fuk~m9hzDqS<r}8CCx*h{I<dyCLp9N+
z^Z_Sn_mt#@U*eEcLehhSGzfYEmvLiH4@QSrhP{mk;ZJPVc}ry}wcoSL&NQ3XRr-QX
z#k$DzZ<Gh0A05T-5X*#m=V1el%~yVk_tWD`)fF2#?#uNyZ=3V1YG!5`yk91-8|!dJ
zMh2gw=phNg+RJ(#8%%Cnp^R8D2jO=N63V4fNh+?ffln8brT+R8id6`mdQB`aIZ;z2
zk}zmDJ9<m9)AuE?TYsOPPTttq$OgvOQoBv%^e9}21qF+IG!q~^&i4C?n2M4ym|0d=
z*46Ntwt~A#PqrU?$v1wl3nJBHiWo%wmOyMK&|0QktQ%l)g+r?>$a{4{28{a=p`krW
z<HLi4eX$HW&GvxBKt(`AlzH_E5%}~6fa^s<zk-=f#o92BxYj-sXMn~yREA$NNAbwI
z3|F>&l7R5>eR0_PF=b;kz^eTLtsuSKH~`kmgqv^pD4O{3L-2;8=@r1}1C)vD(9s4}
z-EJ#kWMrfu@II<>P=e+l>x&c1K!5)?vz=qj4-U-U_4gI{S*;%0wnxg!&<;6*9EcnD
z81VMKA4?LM+dZfa^T>a?<X@1nc~A@@bmlq!7p`I-xYK*HrPBp*3kwS9Tbi4DZz}!Z
z;1%r`dZ3K{4D3xl)GJ-oI{Cy8L<mVq#por1Q~B(XFtJY7NJW{J1|<%LlG`Ie=DQT~
z=M@2IkfB}~6d3q^zBNSE*db2kWQ>fKHkie9Ob|NlR_%X24;j4q!i+V5x}e#`+&=lI
z#dgyOeqP(uR3?*>J2QjT{?saHnzqT?=<tf@%+UJjXKcCt^LUw+rmh?&>amzDqS1&~
zzK)+3O&BsW%5XfUZsgUHf}Dz=*!gQ<4}1-JZEouSj`nuU$#0-V_`g|mQ-P)D<||qN
zOYx>ay%zXn1+?RPd*4`g=jJ{u;sUmwSsVGcZ~a{zAswLLYyq7eFVn<{BEF;IJ@=4I
zV0%O)NiuVvn3z_XE6&3MQWQe0?5pwu7<XDAxJl08J?W^vvs~g_4>a(D2MaWKJ9>I>
z&A+MQ7bDit9&a75^m%jrhaVT%u!Yv2+C%qkOXfEh7s*Q(j14LXgJ2zP@>R?8^YcE|
zUH=#Nj=%m!SlGSSA|m&ucOj&8zQ9Zqq&E~#>@xLl>rOr+=%ifP1cX_5czBw4;FQZ{
zF2g{*yL%BSYih|)8*UT4uY)@ePSf#YR@NBFWFA`nI~C%uPfrlu$In!L75(qF9ogpG
z7k`*`65~cj6fJwe*VQ!JxtIuT1N*e48gLnF$3eL*W;_h>mt*DYc!nbHprBxlS^Ysi
zI1tA~F`JnJ-wg?uLt&vG2;`}($uT`m78MBNLdNkDQc_uadsYCb?+xd#bnTX##9!2=
zv0l@S=sP~g*@jh7vB2svgtoJ@sVoy81!t|4S<=1L9FO5qboURzVeK7z&$WBUswmAe
z)y`)41g|)o8jIdPu<NOlv$Jzh=$_Yi7T9t8wv@_$p(J3B*1MF!@V1a?q<obJ@!Sf;
zjmHSKg2!vfSHTv<BXJyFp#eXAJ-qM_YI_ufcg$NAZEy1yj19G4BxuJ=uj#s>TU=^N
z+6oRhULY?j>4}IxMGR}1_uK1;qA^<gkwd#~&>8y(6=a)$bYQgGP}CwKWHAAZ1NhE`
zUO5Fdax)ocECuK=Xo|V-&G!L`GkaqOvNHK8qvnNjIit6H%kmprS8F`K&j@|77UorE
zKl5@jN~}=q_kWbtgh*X2km8b7b813XGZUpY^%wNk2^!8j$eKq9j+_W?*0VTCM+v;X
z(_D(ZL!_Fj;w!ZRSg}D<;coc{9k!Q7!;Dyh2@jVanDk?sa;ghjyR(T1s9ywaoxUTz
zETo6&W_@DB&C`PeEsnj+;#+b~pi3sLCA1o;!pDE0!2)ZeGmf$4IN`Bxd{iZ2OdPj!
zIUd8scd}6b@NW}OI=%Tw+)lKj3T`K$Y&}J2ZJIc+vo6H6^tx!L%FmEHw-&6K37C62
zX2GQ4QlV$zASFdGJnTmovXe>WuE5YMXxb@ZY>fmi{V)LD0Y(e;cgVTv&vCQgBGiDI
zslgiVh3wDpxFKv+snxr2b03Z9JWldR6tF`~c3PvxF1VF|5%TDEYg57@`k_^tFy&FI
zFoob78Flu{xLB!mto@bm?Jvd>-Cnz>s|YWw>WZa1JNF6APBGQQQ2ID>=DhH4PAFp$
z1_2lGelz3?!XAWx6n$xNMg>w^{Tj%2V-8Ho<yj8`1P7u_^>MZQ!m7jkjt^2AACWvD
zo_QTo?(4qnWBOBdxxohp4~pTNe$~WBBLkqY7!Y$=BaC0+lfPri`G0CV?|7>J|L-4!
z%1UNtA4(ys>=7BsR!Sjz$8ltL?37i}5JL8<P)1}$A(hA$hhy)}vB~v(Q@`K$`@81t
zx?NZQ)UDeY@ADq7*K<4`_ox1)@>ZR_ScZEYcJ@W{51x{}^)EKb%i02tOH7T=tNZTU
zRQ5av0x7B@R4S=1gV$9Fnl$oe+>v&1(bmC)vpt?e^s{oe<BqzhpRStm=iW7{IrNHq
z=Vo?f5{1gTq#ma!(^Oy03pU4caTWIc97KTI8U)D&pG#j3pcFAm=C<gQW&Rt>{+97w
zqcI)2iXOb|-+41?q%xust_x<S>z!wP7Pov?giV@xWKe<je53Y1C2SYh#dm!_ii*BN
zL&$}QSU}SHx|+mS@-i><MLu_RB>JSy*ju#k+OY8D<}pPKv^=wRt4L0W7{9Koeu0$X
zdMC6$Z!LDWe-{~X8u{p#Co0<hGWecXs7`jw@Ub8*Gu)oH7U|FsU$c{Y%Bp~QKd@f)
z%Or8AEp8~>P}-z<hLYo_5R*S=!`maSOofGClQ14)KecPNnyRG3q191)_D{xDMux=M
z2T>Cz?qrD3C*6r#wN1=i|8Z10%2;vbk#vi-&+y~pSc@yBOSj*LB%%VGQc7Pa1b7I4
zkqtp%r&*zBQ}((_e#hH|en-?>6n)1+R*RipAwhGx{(~dS+L+DenuL+C%zfGm#uiB2
zjksj1=^{xc&~pbq$TX)Kk+;1jzt}c##PjuQhja|h_2%%(#%C2IH9=*ye^Z}N4Gk0^
z_q88TZj=AXAz;IAj^CVSzSb$8ZG1*6pzOe2EAmM8-N;B9M2q~1I}oypEHfH!zB6w#
zB1_U=8=v@>mwj$YQ$=Lm)J6^(WxT0(Y@TG`S|_aR-}k6I<!C>-FI|EtN!5bHv2MFY
zY(<MOwrSbSh%$SM9Q+a57B+rFEl-$iQ+;^U#t)w)V8c!nOyVB)H@Ar%KB#~(Kzr-H
zlQBN`PD<`aLlvirAv4J|6_^E(1WkcqX?YnrhMwZ2iqyBEhk9S=YqCcE#z;$<F;@oO
z4%o|)P$)`;$06K}@JMV|+HqSD5uq|kGw;@1bw;5`Zoe*w2>wWjnK+CW!`zKk13OO>
zIq0-ok8*Op-P397t2#h~g@t)U@HZZt(;S-7ObwwcbSKLK0uebj=*4pn;W)ZVLe~8$
z*c8$xs3`Z-M+FAhszGYrc@G^q+ctx8k}<hN^+=2Fxw?sNjKZGe3=-Xg2NA0nU9sHp
zuP=Mq(b+kffz&oJ+4_P87mSJbbW&hT77?L^3#av~_<07YG23Fl(|}bi5sM+l?8g4B
z06!$njRbR%?KlMBh|MnrTD2gDclc5)6t=*)%lTa}BQ@NRLH(pqwnp-v7%Y(Q>a}Yi
z?$14jTfO~03)aKMwbfx2zNmjaI>|drC*W3yE11o{L~ePtl88VyPKLM|m_?``(<w@b
zO(sjB6s{pp53{%<^ZrXyQaDB&ZM8tl5fy7>LvZ<ac<Sh0Hy1Lz5E@Rz$fs9~wzO8W
z{9IYv52{V((yL2%|Ks*k)Y3wHeQ|}e`My52yRnQ-l30=*lFEG(I2d!m1TJQaiy_!+
zlhY*`C}woT)^s-i=S%KGG_(Jb3mg&jbHkdTRM|X5I%!6kE72_9yysQFcInb3<g`C4
z_FeRUrdUHH8i7}++OH6xP#3MP-dI+6Y;0fG%#KP1;T-tPXSxw%xK__<sELV{`GqLM
z8)~H1%++Rgm4SYLQgN_AlOP9PgqBc^kG3E5NM&dqfa4<GKlJ;c*G7)Z0XIP=o`*+a
zg9;&4f^W0AiaANWKwm_T$|gp#VDNt-w*A6lIoKx*43A_mUAtn!JA|Tw<LCT){Oam=
z_g*u53!@|w*m&rnXXZbg$tf#jn<UtMi#`aokvpKL__<{D%U5vuDB)1yi7+dm9vG^7
zQ0MFl;R_4cwPw2uv-Gxn!EkN`WgERLZ85K77rJhHcmyLF{P@I9Zd!7?y=!kXfXcg(
ze;1rJ8sK}E1)mp^$k?~0t6kOAb#B^$@b<#)W>?h&pu)rrLC8PRS1yr$j;k3*DB{4k
zJp=jW>E){oqfu8`D{k)jM4=D80Pwj?@A=9Yo2CS{%a<<~S$#X|;^vl)0Q+iuSpc;N
zoQf=P$mxPo`*H(?U;;Fl6ve^huBGE(E8{Trww5TB^%rucQI(^gM%b#$%A`RUo(4X+
z;+(>wBKigy&$$`rDkc-JKyZWa0WjvJzy<#*Cuim%4G<b)sL5^zpisjWT09p)#%9;J
zys{!^DJSG9x@iZtazeLlQVZBdq}?O#Q!s@`e=eTEl|&{aB-9G8{ZFz1K%k}m%?JLs
zGXEB>M(R`b;ulp_DQsg7fxmGYEd8}Enwk$UIU8QNq6h$xAz5{{bfA}ndJq1q7oOh0
z$fyl6kh)^&ml0UP#03rx4mW`L<bx~1x6T95QlIlV_Py}E4GkKSEk3iFe~fyAH#Fy-
zzWv*)<SBNmadut+Q%2p=JM)@}g~6JudU{HKT9s$RB<np2^!HW$68%PdnL$Q{_1`{a
z4H4LU@8f&<*pNPD`b1;bPnL5~31r#=1jJ#qf!;^`|E^2<?aP;oQEI%LxJ2;WvdjBb
zs9>m7PYVh%uEo4{pT}2z7QBJc(a}-Y)@H;N$SsH%U?Q}jZOyQjP&m2#UsD6?_^}u+
zPfyR=zB#-#xxG36)&5?_*LBWo!OWZnsDl=AN!K@K!RSL#Zig<MoSX#9rZzP-_0ZqW
z<kDI=e!JW({(WH~-By7h7~AEp6UL%_KWZ1(6=Msj3Xr~`+!!_xJnw&UfGZO3!2YiP
zS;Y`{X1Z}y(q-h*gT?|f$d7JzJ~TaIfaz4sH^?JdKM(%SqF;`x?gxaHeJ3^9X$N~`
zxxYrIl@@t>QcZ>GBl7;J6F<jabKk(^dG7n;Z39x*ppR)X)=xQga80m__T?gXl<o6>
z@|*Kx%oN|{F9lhHO-l4udv^2+z;#X_Sjy3VQmScq{F;5%2SX6bXt=v)pL>kg!CaHd
zvOZU5(x0599xm$_mx6-)nL#;yzfqf6n7SD!`aTa7_kk3@(}Q`~(cUhyq~6jj6+ZiR
zv@81hJSO+3CSzi6QXH>pbbS-vI+b4Cu)T_Bbh<pim;}zCq8!Vgaf6-5ox<!{Py9e!
ze^Z|@)6S@rl1?=4TT>hvS-IZLFZQ(L2g#e?VT0yiQU5ezfhyGqi+?TQ)aw<jRNs(m
zbb#T5cWAs>=^ew3o34#wqJG<6AcC490$R%5JAp)ingrE1Wmdoo5zFAv+#$(ql?RMr
zHxBH#8jaoPT+bvO#dWYm^qcqOk!O<BFA;(7j_DSTyQX3ys7lYy)-XR5H+ti;nPlaK
zHDp1AkNY7|(yNI0avPK6O%JHLXyD7-rwyU)L|1h77b^DDcQX{K^1TyINlET&XU|jZ
z=+5T+?ZZLOHT03K{P<;x<I4j<G~qhlj`)g=ge~w6#*pzbG&9Ne9Abt_X_=wSFGD2s
zFXDX_@LT$+D#Y8A`r^m-6!P%q$DG=qh?7emy44j6J-9X3w?6&#MNof$If2ZW{LgYO
z>qV}BIW`%N)|nXR{w*JCtiE9_Mt1snMY3QZkVBA=D)|H*S+kLN8T9l8S4B^MxU<j`
zoMuNVT7*xY{=2vF1hi6B5cO4~P}~R(hFHho0P?*Z#SG*NN$nOQN(Y5=;N$)j%L8rg
ziNK*)b_+*)zKMQn^pZQ3R?)0i3clea|9=J&3j|*jfC#Rm<LMMkJKvTvEa<qAu-=3S
z=WldEXFlX#9w>FnOv!RNVGJDl2a%9rqQ6QWHq0xn>^Kg_sS9%v;#aR+)46>tYsK(i
zqo2U6WfJ5dEODLs(QfwrV+jG54x_y)Kiwy(e5ADciZ3W>4_*Vv4TKMqUS8aHmj7#u
zPwS)`mT&+36tuLbr@i&GW!{!$4nK7D6CTe2yE*S<9@?}ui@e*=;L63@3>oxSb?*s{
zk%_0{2R;YjgVUhN+R64cL#H_NvWq^^F%~4?1V#zs9(+32Q~d0u*dyw-)W&c3EkuRc
z6l$iZ1Su!_<UU-hO0I~8lJ%?9;y}JzEYJYCP_f`!$gkv652~yuDM*3T9M)%1AU$To
z0V{D9`(Ark<&5(0jZrDAU**xzps0MVBaYlzdKnd&iL2>JM@h=G>91eGUS_a{zpfcu
zhHR~u^|a)ORNA@7dmi>{d^Z||1QR@8I!JaV>-r;`k+e7Q%89c35bgGtm8{j;_h54#
z|5g)71x<1LFE<aiw-8K11rREK?#uP~xSO+RJ4Ja@&|#yx4UIsc_u^9n1>7QctM;!_
zDh<w~=zS(@2w4l$ZbCBj0jr5b-{F&&73K?h^RhFZ-|i;t;LoTFy_Ox8N$j(=5)zsk
z9#^caV1JbrLq~c?^6)7gG;-OU-Q4!@JOpc;=R-;c>VYq58&Hna3Y??HO655s_w%jW
z!f);&3NJ{avp?pSX8iotseZzZlWtB6a_B?0Kd&Mu@gFg<=M|NeDd!;x@$L4Q=V%h;
z>3#59jW=`N!?v}GXQe}9!-~ZH5J6nLJL}B^R6Rkj&>QUzjy^j>$Aci-I!@;Df@JKn
zI+!GndqyC~vgUnma_|r>PYe1$fIjb=S6MW>+8IB0)w0Thc?#YgFLTm8-dL8+RCl24
zNhz=nvlZRk_SguiI=IANKd(PL{6pwXhI`l@E(JDbZH%*D(d#w%c?1yOW@o2rpNTxY
zoa(PLXB!=nL~L>@kZ)w{_uEM}1<Z@)Ec9}_b4gurcvV%m{rU@{AGDA|;U2e(iMCKw
zaio-2^_)tmddHznm?W4NZR2TeX17I<$TZ>nqp-P@l7tCdG3F5!kAnt9kLwWq$<bry
z#qN~`LR8Hf{%}aWY%q;IwIQZ-E7hcE?ukb2aT<!bT`^bWa=gpW-=jnk(72Czt57G^
z+1?Q|B%;cbkd!cN@kW1Ei`&L~sDI@>>8Z-vGPTy*arsK!py7lt?!%=I6JujMJPe-h
z?$@>wp_OuMMpGcuK52$a)rh}G3PW5fWjFi}WdMs$<??~X-IGt;q*Djw<R<!z$n^rA
zv<V-p5qeVpoYbZc-1r^PYzn}S<*s}c)`21~SLWkQv$ornoX|ysI+X9y;21sDNvm*K
z!uRTFU(fkVX)^v_h>=tT8p;^a`PY{gB~FEaL{qo?66(@@?X0xxyO)k`?8Jr$Qe}~L
zDL)9jQNT6-oaot?uCD7~u{b<|{%sgJJ*_mnwVDjOUFG)H<)DNbHu$pnxmH*$#yi<E
zPa0jRTRL}LrFA%F?YTvAeJPS!5#>h%W`)uo_tS*^<i!IRO}-;^O(g9nzg#RXGs<df
z@%Ph8$9PzW*EYSq*_AX`o-Scew2u){WupTdu~Lt?4h{SYoyD~WRqQFjUwB%jVJ-Fa
zT!;3V0Pe*<300m>9Lgn+4*ru1OEe1gBNVDik3-U^*oCr_F`l-sjoDB?qQ%HvlzTas
zXGTuPNlQL1I)G#j07(jhtU#R-jdO|+=Q<yDXX~w{TUo)KTYR}lg5`Oi{gny<^nJxA
zyv8Cs_Y%eAWMDR9ctwKI{nE0r&~?c!DoZpm?eD#tat&6Xd5V)DL;8&|VC#^WLgdz)
zYu9=lAMd^O!w2R+Z*{#DzJW9|`)9wUCJhy+y+IygCPgPTF~mZ{_ZEFbEwR7s&T#|7
z?{YmQ+<UiOK>?D%s6VvE!6V&PL&sIyzpQ_<Ic4T(D;IJ;YzLjgWaM#Lr!*Y0!B)6w
zwJBUs(lS?gQ18<*`|k{3aZ&zVu=NqI${NA=xGG+5XK6sCy{3*@k)%2Jdk<OJPFo+y
zPL#Lx^_w`f0(oR>_R{(Spewz9kj$H0l3?iC)qyx3;Gs&rX4$ml^}6fEEoSJBo#%vY
z4iWngZkNjRG#41;^UQ7^qd*#XcDGtPmDJJ6B^8F{JvhWe^8^|vvug4xLOUM!iVlGO
zBMEoj&7w%?l(y%){M4WGEZVdm1uyD1iXtmk3IIkBmwFgWF*{_YAf&pqz0=V|iS?|x
zEm9N6r~oOyOe*X<h`hs3Dwf}-*}!F7m*wb?xmBGe6LK5<MY_Cq+$uP2ik%9-w74e2
z8qoscqV``Ws^~)DI+v(kFrexyb7R_}Ptub88l$=uF&h*d(uo8KfAKHb_PE0Ol}x6*
zM~rQTzLoqz9GikBMR&haLbBe+7_kz+^vR<K(rYJbam2M$=JB}LW<%KFe<T~0?p*~R
zV+t_fW1-?vYdcgMHr~sDLRsA(KkVn<WA?Yj*){I{Dksxq)`G~)S#ri4%u{{ai`vlp
z&j1O4;W=AMW46F(`NIF1L^z%L+(!();st^&2mhqRY;Wl^pjb@;(laX|fh{eD-7Nyd
zj0${^8otk1=^!DVXn2u7V&$MB(-uA%Oyk)+m~iDOtzNT{Mr<m6W*z#X$`S(IyktHL
z+5KTVK9l3*7xi>7r`|uXEr_+^P;gpgJ?|sw3-bj8(kgzv@}5WunV8H<IzRs#@{rV%
zkJrGqy?LiZl|y0pS#<P8b8~aP1cP`54Ek21cE7Rd3{r8SJ+O;-oBSOyBF{q4#6HCv
zR<{%I&-KrY)sE3FJOufWoUmX52x)tBY}ZepQ}nZV_J(w7Y6=n|ZMR{*8-|AA)=quX
zl#t9{H8t%wcXoyz{*jUua^{%NpA`|XOl_2-3{Uf;PI;^d2x>BrrEFtdr0n)LZFT;f
z;|9VfE8hq7U|r*(hH$L1YEja7=eM{>bI?n9BYq9APU!S(j(B0MEbbY=dips|^I>W#
zSIgb;ebunG`c!ZFxQ^TkJ?Vi134_YTHsEmw693)8&iVZe*bc1!ZiI=;uk-SFn3$LV
z3BbfI?RLqLj)jHK@I)cd;Fgjv1f4#4@;>;VYd`kNe)Qk<TLccv<Jip8+}uiMX#S%s
z7J+^k5y99bSTj26zU={B#ebLV9_^a=UrKg&btP4ZOM*FMJTx6~B^c9u_TA9#{IO{L
zk4~MC`~EuzF2g#ye5AW{%+lor9UWbrCqfF1So<&8FE`#oQBm<U0)eZ~e_7!Nl3I%w
zD`VabTg&c?`7lc1^vB_y*dISM7v)1p(lav;SF*FS^PW9>B}%O&{%w*Nlx%@WGc0ks
zGg@ra!Ftb%?Q<shucJNA(a}-)MbuLM>>}$gzz`V`#+(l%21U&anev}Xvo1HQ+^ADJ
zqzOP7%K|*;bLm-G`RDE^DFyvP*fi`M9D;cusnt2NTue^Qc0@>JZf<U9^M+n<f3<;<
z;JKQ$gn81p!vzIja?!=__cgh?1_r!@vE`*Z%ue>U|0l^WpBlE?W@9a7f}MfkWZpA$
zelFfI$nhMcwUMPJ1CbVm;duBnl-5q=Sm;yr-1!NR=CH0(Aj)leR`2nJ1@h$E2Iu@P
zSXCNO)Y+6$4{Rmhd!FznVqj<EW9$|7#Z9p%qRkC=@%>MPh)3RHF|1mT-er9oq^6%3
zw|t7^!t0w&*Hz!)eKgx?``&P`|K`Ic?Y&#V@`rS)wylc0(<j36YE6;Q+lVFp-57_q
z?{_D@eERKXY^n-fx{Mzq2bRPZrMZge{O&E~v|eQrX60vX1O$Rzd-i34=_KH;_7qra
zG$^HVoA|C=!-6DL<>qnL>)s2E!;!?-&3w2;7}!t>HZB^kC%-)pvGZ1ca)a8rFe@wX
zVLC4fakB-nX0YCK_o7pku^t&OQ~M^flpmNn=+r@mC`i4Q*^uUI4-xf}M>J-$<}9}x
zQ9NYM-c#Ebb1E+LEu8fp8y^B$Fg^7EaG<5#elz<m576k+ICTt2Tmhy{O%z(Dy6=K!
z(8_emP3&ysiSGirDXJgk6_R#c?<T(NjSOBBt=dk=%qe-utT?|EhwXV{s41h@J;|S$
zUa?eId}!Gt6&e|$c^Ddz*InP5MtYeFYewit#w^719<fTa!jzIaX(ztXQF2b7cQrd7
zI_81hk-0M6^&pSbtjBqcIskvxVyd_?|8fEy`brU}Z?W9V^V>4_scoKz(nf)1vl*hI
zlnIo?Std<mOm}k({zcujqCva!Xm!5izR9|){a!Y<R;H#*0CrI0#@=aJFyR;(ws;$}
zOibs2I;Kr@&hiW8;Md!1?ch04mfzm%^T`&(l!r-0N8Xuz-(~lEd!xu_!-cjhnb74r
zL+l?g891{8vDc5f;#qW#UDLXA*_|8jVx_F=@Mji<$9{H@Y}?OS`<~7Tne0j$OD#F$
zraC{<cCBbkL2$?Ac+At~pN^x`qqE9TcecA4TjIQJH3MS`GzH0Y1NA;sfOO*Xi(%9^
zaEIs|a5y{s<q=&39t3{8(HoeP$KQ)3s4mC@knhgV`=Y{MLc}Dl-XsaY-?GRnera-5
zZGPKb^GE#m8wQ5Wpg*|JZTFqV(zOG3vsAZI<IVJBiBf41)}I<WXl2%NxUPjn4lYy9
z5>R0_1dE6Sn_3i5CyNA<*!g$~M-DXuCWvm#38(7PFp(?&%--_K@@X|D83*h_t8<xy
zrcOa&F_&IV?~1sD^cznLCtlx5=;CsIO^MqayId}-GMFta6t~%b<bZ@KD|gf{S>Cpx
z<H&rUDO!dB^`t(r1dl9+wg*+5DK%2oMGKK9Ha$Ffz}}Va<?O1?jq175|4Z3{PP_HG
zjJB?i&9`HVJ`$8v=?-LMPm@?JHZ)21+k=uJ9OLwml#5#x%x3biBVh(6M<?^{(pbB}
zv#qT*aBzOD`4+87^nxHx-qThNZZiFu#&n(H48SJ5zfphg=gsc^q|C^}8RjV*UiKdp
z0Hm9KpUxz;6^yi8&(O=EgMe*lySB4434Wg<D-D*NMCYfgiIOUB`y>OttgT!w54|#p
zrY`C%FM6H$vFFa+kG;1QN9HUgO`=|Y1P_~tOIPg$CShGtj^3K?W+Fl~)iHFuYo46Q
ztJ1Btd<OE<@83PO@ym~K;-ppFP3(<iLw9&bea$Z6t-+RW9SEgYOv317h4+jV34>tF
zt^cIC+i>%7k<V<g=l6g(Zs9~1<_KFgOl=^e4b$h0py>4+67`jGklZMjQc(G3Zabfq
z&S$t*&%^h|-eVi0YP;1BcrMZEp6^#?x$aV+_OXi`J`oBoP@FQ%pPj9LFp<wmt!sWq
zV57XdE#{o%tG7uHS{hOqDm&6MKVE(~F)AF;c5TJN_+I2WIS&KQGOiw)wu5o@l*fDB
zlMjEd9fA@}u)gC~>OqX*O0^wyW5bXt6^N!oUsXJOq)*Tff>cA~gXMO7{N(6+)%(j#
z0~RXtc<IniIc!)c)u`lUvqU67)V<!tCX6s5?Y<QwlFF>^G!@1Er8u&<#f`*h<<>8X
z8d%oCYb%lWp1EzL=0a+F=<_EUSQWc4kjR=$31%K0QEsZPxIhWyDX7UJH5p}x;@LSn
z4by%(MM~<8VP_7x?LNQPxfuGikVh_lk0#M}9_jQgh<MS=10+yx1q^y*O97l5y-yNu
zf}AKY5wvO+sB3}a9v=G&Jp|FG)b=YqjkJoVwczEkRQHLtV>J(-@{kqha#D{+9j?dV
z7P<0g>>O0qZn9kjr__U+GrJO&<RHXE(3UR1dEH9`B#OjEX9xlxc;fOn*-j^XlIs7`
zmNK*3NM?T84A;k<_TfrVkIBw&kHKw3Df;koO3`T8q6No9XA>tO8c7MDbU-1?vev;$
z7HXgb-TIasp|#eZh4s3jG2HaxB3^{mt@wzxrM?&K&FOU0pomh4H0@+s)8O7~f-*9a
zA<!+mzG8H)z$7Tjn*})MQ@Kwy*nMI0wi^Y)L_>Ge@$t4YJd^qzEjix;u}A0o61A_n
zKeFiibzW}b8~^4Nw*cIowUB)|=%41<6=EDzFxE$Z41%su=5%HD(>a6U$d6T+6Ws>W
z{=o+)`lO~<;wEr?#|XbOqoVC`P?>FO1EqI1{$-Ln4U`-~-FWS5qnOj{gSjL?l*(U(
z9^qS?x~K6$RI}hi==yz0{OcVv+;}DsJRGP;n(viJwB0q0JUA|t6G8{V+Jm`%W&~0x
z|7Ih>JxF%-@q1g6ZAKDQ^a24%yUzp@9)Y+!rTEFOCx*&zbL7-RT))@4&@jnh!EOty
z`jJdD$t4oYoWafkO%@iGuRSdDoL`6$kD0Hy&~J}>=W&UGh9v&}>s(J1Sg@=S!yBU(
zAIBc4ky><v4Rnr^^<tsmluAT#-y2W!{x3xKz!o^c!}IzNA1hAQUF8H7rAr!Eil4Zo
zf6Q0I)CZ$?BOzeN+FT<B3E?$K|AaW(vP+X^BRDEVQ*nD&yB4Y?3dcnVfL!y~;trDk
zfIe9I%Sg}1=1}FzxX48AI1vYcVOrNE#2*w1CUlH0oi^QE&exc@?_f!gCT0a>^+XWK
z>wr8DglsvxdT7-xy$i#P7`(Hf(qL~Dd+JeJjpjdwo$=!{eO^TYCYw74U!HbKOcmg1
zex4Z5ro#PM(9v1dwxs}H0GzQSpz1{^kplzCpz1{s&Y7RL#X{=bZl4$QNWC9Eesqr7
z@cnH2=fj&ng~9~%N)Wl<vuB&FpgsQD+WOgSyyG?g3mGEzrDm4~N%$U=Ec5fZ>nn8j
zm%NG}Z#a~3Qsju?^0Lv%_x;&2_!-d*O-Z@WPd0LN#f!^}L^yG9IO>k;JOFBe1u`;@
znaZ1$A5o>(`h6E7cbx>(N{Zj9a&LpThcM_&P!L@9O^e`B-fT8?6`~Dt^hy^(F%h33
z%T~0rJB<{AiE-!UgYNcC2HqYdeCp>V%uF2!pB?3OX}>VPss@0Nas5-RO+^;@Y(tZm
ze(Hp!9@=@Bq(=+q6(Qd>|N13Mz7NlvW24atO}-@0ByD_6XW38th``O}EzQ?cEEDhD
z)!atQarc&OZP9A3Letz9r#hT}GylPkKYsa=YM+58lf)8Seixl{#;&HtXH)7tIksfz
zXRU16%xo^9Wvo4V4o~G;f4Kfdc}oZJ9*P`(eYWD&0Dd{?{K)k!`6`|(u+fdpD}#)u
zZ2V27TYuMW#YoUVB4v!tnY=-+=hUc8Vtcd4WEUAA-}~BG>^;eeB8aP);g~KeS<>}=
zusX&5l`rM8xd~xbj$6>~#G5l%*R$iWg|@(gqNnBi%<fp__>eGmqSd+b$3Th@U^d!8
z$$VU(K4KCBjQmQiL%&w<o1?AO5Wg0iV~%nHZhSZ0L3{q?t2(z1Z`{PAm2aOnhEH_+
z%ev$<_c^FHC7r<r*#IQ>UkH1ql9k|!?|!otR%L1$qY2)HxaK`!@rIwg)|M3$6wMz4
z+oIBUSz&Vy{{;H&ikYEO(^O3d{temQC+75kik5^OG3K_+)99j=(u%OIC2LtA8EGvk
zZjK`<g|0e6o#`R0OP2XvI%2SJn68d(g={v6SpmdRifFVzclRXbt_%Dy(qA53yl37r
zoV!VXy|ZQ4_~^yuys1+!@iJG!5!}RSsj8c2Xed3hV)7oP{J!91MI9TDA5%9lI0gvr
z%fQ|GG-i5{0&w>L&Q{pN8_wp{d`mX1G!Iz!o-7unWj*x(f2{7gTYrJC8!oH-{_^;s
zozh#A{v`cI4zzevlGG$s6V2XiM4lS!%OBmQ7tDq#nrZy2l3W^P#WZ1|uH008`gL+`
z{E1Hi5Fd`EDXMtR=jQ)ImQ>CZ5Fwm9sG@KVI*@;PeNu~1ROJ%T1m#%Ya>sc?DetQx
zY35oT#ZtkyLF2t?rWZcZY6G%0#;(r#E>UtXH!{5r)|-;ZZEt3Os4WQZLX4X`ukF!E
zn0#n%adqa&Gi$=HaFX`+^m7!ItnqFHy_@33n`4Z$)Adc9kuJa8HiZqv`8#u7%ImeW
zy0Q1FB_D?Icl-QABl!b&BwIm&e-bJLhDotHm|gcD=_@w%^AN?lb(G^K7CC9c4P<?8
z&P<F>Th#Ve(xv%mVcjscA`H+_gQyFl&1Y6ObaV{8eEkP?eHT0r--oro{ZpXTE#t~J
zL#`9Ux%N>e?FrmJJMeKfkrY|w7uQaZ8?B7Zk`CNFPDR;TovjE8TbRd@{f7xDRTFeN
z+EMK!NR6=bofq6x9#%~i`<4|%fa5v!XGv0WMFC5GQ{$(LlD>ss2wV{QK85o6{<@!@
zW%|oa2ZfENc!%Cu9!dWQCGP7#V!U@H7D13?)iQd^vC>_deO8^HvC#9Omo;}~fw-Ea
z|HnKJ!pw+Y(eR|kWPZcurRi-E1Vr4;T#XEU`k5&A4UbQRaZ?unz9$7JVo-gnT)Y@Q
zyR|m214FXJ3=KZr*E7K<9AIE3pFqndzyCdWm6x+uT)8Mmq?g@i?Yj4?qSyEVY++kW
z!gcL=w5&E=KVGp!u<xYJ{J=2{3u5ER_pF<3ou}&C<d{OjKJgbI(;A)?b;2mOW<Yo$
z10+9h7!}#kYQ>3$0ru`&ef@aOEKD`K05J135Gu5S5mT!nMkotl>EKtEg_26P3)Mhx
z@>Ulp!tBs<zit?`Zu4FiJ^uAk;^yQLw6<Wn10yCYB&4+YAW7{CJBWs;RF{BP!13~Q
z-mQ(MZ=K<J$LLRI=AFwr(6mYH9wr-WMR{Dt7i`U0H0Re9&Pa%fh4m`Y$Ptbp^9F3u
z{)nXV&};v#*^+2?Zq<nN3qfRuPPNi+_I!G=53;Q2JCR8SJJ;FUl37vUHkTA>jUJ5t
zFilS0A{Impc&)j+<D+s0hDxeB(U+lhyeJi=$5$55Ai26Q<cx`<A6C7-vUbXrs)*oz
zVCv|w8D&-NNX`c^ErET-4hZeGBkV8=lM70Pg?+wWawW{g!A6u|VMi}4-Oc-yTR1bZ
z=l1~=hpb4T6Jc73sb#t9L~9S+>5^FwsmIw;u6J@|Jm9K;9@aDF$Afdfw)2bLB||j)
zIvaiDoNJVRm)`2+t?#GvQX$iXl-EP%;P`R28g0`e&PTI2r8aF-2bjEJ=E7+FZ+?7j
zb@f}GNifXPqhx%AUCXAClXUeRLnJFRxl{gqaMVF~dyLaWNM}xquJ-|N|CgA~nV%Uo
zrPf80x~_cD6raBIJjG(A!I&q(LO*jMNU@i<y)FMF##9f@@O)?fNs7I03^V!YhTT_f
z!)LBAzqS6b;Ei_!IV-V4fCMd4W1&S~DL;ZLO8M~Nh8wBFXClJtDi7GGKy5A$x|gku
zjrZj=Z>t{9mU@@E$J_>_=KbJcWIo`hdt|mByWbVQeE$4?tOhq&rT$P%8r1FWc>x0X
zI4djbQxlBKNY2d_pkkMf5_jr7eQ}8|NWp6ZfOn3bNte?uhRt*O5?Z3&{dZPkZuE1&
z^uVDuMvvdZ2W!3FbpjHl;ou)1WkhL=Ruhrc2X`mHGKd0k5*dPEZzefs2D2Q8w!rMJ
zXJ(c>@!gu^&Im1wjK`VEl};nkJ4;rZfFQPq9&3@?<P}f{!-|BeCJ3vMKW;0dXJl;M
z-dL_vpw=EQaOx|I4&>;)hU?+yki!;z-C08{!smX<D#64Eivz+gsJ*!^v0)@%ojozC
z#vcI)eBPlC#&w=JZyZ=21lGR|kMjG0zXS1zl5`(5Z;*fPuBpY-uw(=!f(jrT-{-KR
zf?<rw-v1!8Mv#9X9NnWWAjWzH)J!W3MrbUn52)NdYbxrJ=%1j$`35shL9(QrSU)mi
z_5MM|A*4(tl6!6X<_m=?(2_JGu1XUV69m_R=xrvm1N;VGDJFT(NkJ(#rnwYkfCLa@
zvABIdBarVttsi&R`Y_aTL#2bx-6{%pAERUkuc6{DNTph#1bL1B?GJ2MS67>!j@-$q
zqo+=t%BRZu)X>=2(NHQjk7&OXN7zSN#AUy&{HN|KnJMto?ymxCipCe`LOf=BP9AkH
zyp7P4x$3!v*}T{0GGHuHEKCYQy`ZXvD`x*ARs@D_DghgsoL$OAdF15E!a~3pcI<tZ
z3An>ILlJk2G?tKk0|wr9O~T~IkWOsCw51=lOU)(kcb)T<Ya9YVf%TZj3$W4o*>twI
zEBMPz18Cvo_EEpV!Ckl{wk>upjbdGoO`7c!z)#QzJ|DwqV4S*x8?6kM#@B{|0=l}o
z)o*9YU?ftuF}*#^JnT|YR-S;7jzWEaJ9kG0$bpjeX;vau-4mD@uZ$_RgyGKW%P}Zy
zy5R|jHVuPEJvzRh;J+!4jAgYhef3HW=9Of54?mJH>;%@t1o(>FU<&L@^^B;HVr)r0
zAXaKUV599jpOk5Yn%*z-i<<L0-?cZv!-UD#)@|Q!hCKXdT)JJlcj$ZJa8dE?WPdo7
zOd_td<6NT)!N4SKgW-3?uc%O`eviMBj|7}+G!2LBB`A4kfeYs-mNgcL5+YJc)0_9Q
zbVr+cWzRiY>mA9nfK2=j-38VlsPEJ2r2Y_2t!{uREw7(zP%LaWu|<CAvx&{G6JCf4
z?L}7`S69DF2V}gH8uh8c?$8^{Fi-Nv4|G$TA@R;4%nQ_mPzpA?r=X_Fu7OK!T?Ugj
z|0xWFQGE9EFJAeOQ<8fYx@ry-*|*jD{OD6@gIKV{dJ1mnp+@$JBoM}lsEXGcE)DRQ
ztuwJW5&3{bsrGCMs=(JZfu2oaX9-4dHiPYlKXVs)0-4Bcvlun%$03~x`iTE$EFQxc
z<h*XJ$7xqa@e7ADs<<#VKAx1H7_+mzeU(3EW`W)xW`DBoz`a9HPoM5_JN=##tJm>1
zK#Y6^+mMgf5o&VGa)0kFVgh+&=)>@EX-m-e@6=X|DpbiX*3zXiEWiwDhBWSZ@GfI#
z^6QnOiOg<9jdLZwn3D8|3pkWv!kO!z?oR%=+%_17(F~~>R()Gu0#DRcf%u0D@f0%t
z2vilQo?)WY)xw&w!hwLfSDp@C8f4^~;~B2ns3V`Cp|-Y*Zw<9<2jS>Hg^7btp0K^?
zV=1=HD-Sdul#YK{-T6~<E@Hf;+RKKeb7T0b4EQ>Z*k=;%kCg{V*@To+tq(G@vT8hF
z6gXN_VB3`NN&>)bWxl02#0$d3lzjBu=L@w7I)^7{I!n-wC$k&|zLSW=Y=#&mdpQ$(
z61iG8mMX^p6#cwHm2;D5#0JHoL$t=#5Wi%>sgH*bA$_%?prS&Wk)EC)vJhm-a_1d~
zLsQ=@43#?ykIKQ2$9hrDYck{Rq?;Y_-i%Haix+7d8Y^vjUDISGHoTo`rx^P<RL>9r
z?%|{0i4)4U4i5aSpJ!llE-<JL#T$7ifjwMtHr1XuJy7HfOjLLy$is6ny%wfcwhI`S
zwO8A=^H^J3bG@YP>Rw%4ErYo>eO0?V7-MLG^{70%3#`=gJ}ee?27y;*fSZ?k33A4F
zD~ITKCLkQ@5G;<u!e->T-aE2W_JDL3!l<LjqKk^9i;MU(>745?-unN?r1LU0bMt?I
z%G?6aWov;Gi1e%+95ld0bMGSr$Tf;tZIkVSur<ZXK)jd%LE7Q^w}4&}1q)f(YLCMt
z=wkKD?NBIZM&u|Jbf7>U0%O4x5R%Njdk0|Zun>&lx?qY5__jBnouCXsGX#0M`udD8
z<=`?9rBeh@)hD13heAz+wYOjW-q@ItnaKlK=>u-0sMs@*KcG-@x<Dj?xd&XUk(MYX
z0mBnzfxbRI$wH{=k-cpSI}mm%G5I<F^;TGXzIAuM_!7ac0m4uMpp^E$97dAB=kvhM
z$SB}v>c1maT2}THI7aK<xMDN`Mo{m+icta1JwizT`;Y(kL*<dr|G%1E-^#d4^Wt}$
ULnn9EKgfrusc0+bDVp8=Z+o1=EdT%j

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/blackbird_synthesised.csv b/modelling/data/abingdon-all/resident/blackbird_synthesised.csv
new file mode 100644
index 0000000..7403679
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackbird_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,153,0.8279736,156.87805236648472
+2,129,0.8382374,158.82275803569826
+3,157,0.9571206999999999,181.34784888750863
+4,151,0.8601512,162.97481585970215
+5,155,0.7022957,133.06557310686844
+6,132,0.6360672,120.5171076833891
+7,121,0.4508902,85.43119781492402
+8,52,0.2783469,52.73902399092035
+9,46,0.1955387,37.04916487467034
+10,53,0.261272,49.503803621149515
+11,80,0.3288801,62.31366501310517
+12,114,0.4123176,78.12275904017146
diff --git a/modelling/data/abingdon-all/resident/blackbird_synthesised.png b/modelling/data/abingdon-all/resident/blackbird_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..51509ef5cf7617934c8de48d399b5cba271b277c
GIT binary patch
literal 80022
zcmdSAbyU=A`!@=R0fGpMq#zv<N=kzQ!ca1F*U;V4p`s$)4H5%GJ9MKcFr>6J2uRn^
z{odn#_U}3Cob&$o{`1aSuDx{gof+=9uIp1DUn##N#HYl^!onhymy?EKVO^KS!ou0Q
zbp!m1DWb;?{72YLM%zuz(ZbEs#Kjy-$;8dc&e6@z+Vqi!xr?i{qXRG3(<fZdI38KK
zxjDHCb93AO&rfhUx>$05)pPFy?}Fzfr{ju+MMi@8gKe2P2*tw2!jhMkQh%McF@4?b
z{_@z39hQu{*Ml1x8t$_}v-0le*Tz36fI^z$s%KjaA>q)e=}(pKo;!Pb-crW-{=u@v
zb+)(oyWI1bs%6i<449>*=WKd%I&6F9$dDynIsY2*zpv<P&ei)^AO7d%LUk=i`rp^0
z6FE5({lBmGZLO^TK1M7=eM9!+zfX0}KY0TA_aW&!?}JqTeTLrU89^AyzfVQCnHb0Y
z`_KpKJOB566w*hlR6i&-HnzTV`}?NypK6C`o7a)QLN!Zt5xf4UtNG>E6Q<gc;fr48
zspFIiw5bXH{<fC(9iww!-;BIov~;-4jMBTZ+<DDN-{p^4ndp&E5fSZiY-&4GuKk~3
zsF)ozI=H1pqEH<XOw1r_+?~LgKtnI|p~>gS^mu1}?bqJH!MpeGZ$jc&gH8|D%~pPX
zPU5$H5F8wAY#(&HZbt!o((+SBW|jBx&gc0ix)u?7&JRfwKRP;YjudLNbw)Ed|Nf4r
zKotMs18Ya^pQ#u3h>6AO0xnNp`pvcYU(}l<XJ*oxnwmQO>7j5>7ItSB_SpDP=ekTE
zaCttp5x40k{BXv5ol`M|4^^%hd=ncRyVi3%Ls*=MM)X56uchhFEGc$Lb53T(q%41k
ztk&vao(cD&LJTCHo$kq#yN6rykrLyw$P!p;bO!E=s-qCxTjqLjW|a(4o5^urOH0f9
ztgl*~#OUa->FDU5xv$05cg|{`xVZc(H+k?dpWoHhm6w_YEkaB@e#heP;^{WNek$y~
zmMgwb_E?i(2(Hw2adt#ZNm+=LQ^^z$7o7FIS6W&M9=}E@=n&T6xvlH{3-+E_InC-8
z#C>(}dV|L%v?Gf;61_K=r;sG>CoJr?f<;C~ra&}C*OScq((fsHt*GqVjM(Zf%cNX&
zyd7^>S_mN(W%Jt#tr&OTvqSqfncz+IQqH*nr(Sh2eq014f2hv#YSfi#<$|<73qAeh
z*D!D!kPwpnIK_eE<JZFls@GBl9R<3rh~pn?X=1<e*qr!mJ62ljG>>z7xcNybRY1pX
z3YIzUEpfi{=F|X3rAV^`@<lnB$9z~OV!WV$^>$dy25F=O5*Otiw>P~pUa>o@ra~tm
zpm`l)ZX-ra94%(j4lb%rUZnWxtw<U%DF1!}mq7|Ws|^GRG54dx9(G?J%{%+G+@GnX
z#`1}byOhQVp4g1;dR*(ZXOVIgU96GZ#m+z0*wi#~5&D2L)car!v2=E{t+Ln5ld(13
zP{ct}XEf93HIOZHTQNga$M2V~zFBf@?K9u2i=)DbEXAX^rNKZco{q&Mhw1vfGjDFg
zMymp<8o#r{`!xz4QFbk0%L*n+GBPsQ73APb8KPc1(;dyu3pWh?Pt4<;8OxNaSEJ}&
zs7DDGAs5^)4#teuE_rA?Jv}x2r3}^14mWqFJ!cV$4Pp3q?r4^&iC&%WMH(2{%-Jvw
zLE0ago&QO79Bj&jouj;=B0Qp^Q|0>bmTs418qSXHnpyu(x>Yuag;$4TLn;#C;Z%Zf
z9f?;%_3pM6l)<Y?MTr+IQiekpr-KUI6xA<uVZJRFhpFCN$<3UT%}(>*Y%(FQm^euk
z6D|gG<?kI_MrDOHE`uE^gokh&HH)hCCNAENm$*EBQNpkg)e*}>#WPanxjkc}moH=U
z1;Sk4IF{F!t(cd<Z8GzEfl$A}gL8U}d))Nm^gyjl$A`A*aKg6Mb@>i*O+KO}jIUFE
zrdT$Dcbv$@4%KWmS<P8(KWR~I5ALg_`&R5xd@;-N+>7^j@`P!;8ap03>e%bYCM6a0
zos_j))~7tpYMM1Ss<9g<X}P*=5Ds8wnUreo{Moq;-zFT|jElAqj4?my6WJ!e6z`Pr
zrxkS2PdO7mu}wHwB#-^l`9-bZ72W>oP{;4&!YbP_fpZ#gvJhuovper@lbO!72CX?S
zij`b!`p&;28x&(n%20z<f55diPwl+;be}CdVxV9Aj3ANQsBbvw^772lJz^xnODLma
z;p**v#Qb8%&-u3ZBVNyG^!k)gvx!2^G<5XYZY!WS6!-L|3cC08^$DNw^1t4hBba6p
z71du}UoYAk`eOF7Vv@_Kxj3QQ92~xo17BZXH$y|ikV*7XcfQE$9plgrahJspT#hr1
zAqV>U`or!lEG%tEsW&(BYG-p^M!Jc4?>{MKAd`@gs5s+yn9}yVy1cl5WIv9~tG@te
zYJ}f@Lj7WEZO!KO47krL;NBD_fS$Yl{Q2|2DS=G?Q-p4rVlq$t_wUjblb0vUv<8xr
zfhM934i3VOj*e~aUf?=f=AYIgOB8E9*(r>}C)V{FUw@ew7{5tzkXvT^?Jb_gq$sF&
zA<ouh<Ng%xM_UGM7vjfr*9<JeX(bG&Yo5QuXRB^O$c9rQ4h+3lnJSj@Ao0*{%$Bza
zBQq6^VyW*9<*Nub%&wQUls;B3h%$LNuH|CTFkEIdTV85MWZx8UbuqT{3vC#^pxjVm
zHIQAuK30}5eEC?bbfr+E$U=ZQARwS(^Rnx4S#GV7wsuk}=w22_v1Wt&UglJ}2Q<-}
zw(R2KhGV4$A{EQ=&aYp;PU2MPZS>mf8I7G)>L*5uU7oI&sc$!!wB4vU>k`=C-&b!T
zV}nWynze_yWs2lSNDP_1s@8FF*&6IKnb<~dR_*0__-#&9)vv5r8G!psxUDke`mVA6
z4)wFB-@BH5X~}=Y6*sBV&-G2b?ckmg_Ngoqe=@w+*xb1UMyhPJ42+GlOdg(0?>Eua
zST3IY7%kE3?fZ;W0*l<ZUF|rVvGoho02PC;!Pf~V2lk)ExFXI8A>q|6$kS-$h5+v~
zi;jqgA<NoL-tO=SPW#!^45Gz@<gH9l4McjEo84ApN<opch@_hw+J6czX1KbMnoU6L
za$kB;U;4!C=*GDOT~5ai(!86%EXwck@~t8JM73pNdU^;|e}S|#%>4m}w()U?k$9M;
z`q9=jAuZ$Y-@l<3t@N}#HlxLe$p+7|dL<kUk`-1RWNy8IKP0PNJypPd*dA2kk<FQ=
z$-7gbA3qMHi+Cy@fn&JZeDWvt{=({POG~}cIMUpGZ@GW$T}VjblB%le+BG;w;-t~*
z`FDJ8#L>Eo^t4Z^h>pH~{mO34DuvJaM92%h$XBCqf?gUC&h$lp97mgVL{NzD$UoT{
zMyRnDFqRrN6;kor#L=-L1Frlr8^|+l0nSW~NyElOmBRH-#W&ZJ@xsJW>oId_57cRS
zEyA|i!>K|hX~caCaPFh)p||I9Uj~=y8Y>#wTF5<84PMp#`IH~YU1=ZhYo}|hUM>H{
z^oJWLii1De+Y2ZA(u8t?*C)Qvmp!cu!+oP9QQN(TDcSYl7*j>K;<?xc1!G^kky{%e
zE&aCCWvOfJ5Hn60M{m5OGdrDsPfPH1ls4deV52!R;IfWxuH5&;rR{=*gk<<KmDf@^
z)Y#cONEOe&(*=)NF;zgx&zgSmxY2bv!r@0K>Duj2i?EiiFAN=LwayE}Pahvef3jQ7
z5c8o7ra)glA-#V;H=%nIzD(vt2sX#Cv3C57t|DXcxZBEDy`5$G4VxOAypJDUzdllw
z@4#(PU%54+Wu$Rtjf!DfBagFZ=&-GGSsE7ZP2ukzX)Ulj^1nD;9WB-|J7fyoaP>08
zTkO67^HPbTn5Asy)kKwT$OULV8l=+0c9YdgS_mjp+n4n7+t-Jd6OYpDL^eeq2ed3I
zJjQ!#{dIckPFUAvd`tL*m!@In>g-4uwVq2UrHDuI1Xpx)w1ts>7n!zh;FGGrqVuLW
z?%2xBy$;%dr1V)X!^VQM%d_o~Iwppo0mqgL&Fh*=G3V5A53g8Y`{W6G#`((W1j|}<
zS1%Xaz21KK0PWyq2jfCIk;M7WoyY*)acjf?4u?yf)BN*7T5a@le_1dCO8(U=o-A1U
zqLeb{YgX)*uo$8rF0?3|7@~eeG?A39#Q>=1YJ{hqGUEIBOG}AHn(KVlgN!4S<~<V&
zX%Yc58`b%l{<@stm>muI`l5v6-0R&|O{>pA5!388PeoNLY=KK{F`oO+$s0tfKh`WR
z=vI!Aw@O)J48p~`+jVmT+z-lNFYD;JnyE4{-XUhVuvs{dGtwTA$8*pR5e>m9-s#Fl
zhwaH<%PG;T(WLzzd$yXNIlPJXm!o-fvQg1b@RgX;Dm4w4v1&tf=u9D`hU04X>N3AO
ztP&@O;bnw+_scNy==qMAv7+lHj8Bpt;F0Gi<iW)(b(a$tIwGlpC3WzuL|1ncqg$<X
zJ0jB*lrlxCHabAVqH;*w({;EmOZyTh+(kmDzl#h?;nx=?-U5@f4H6MrX0oJQp%n9W
zOX=q}VrT5PA$8eOv2C!hG*)lE`=mE1{-{8p;<IEB&YEwU=AplL$LNAwIdto>kvQ|w
zz)M<+KA-n@9(L{94&vmH49B(B9v(rEQfhm-e|Oa3SNZ4p+ntLpr=riLr4eS~n0Zqe
z4A3F7d7ApN@|<6XY1-n3Z#~v7Hx6CWC{&jML*elDrw5!o4N7a?p?WnA=C3()311-Y
zF}qW$F&zBJeUPJhkCz{sU+TKtXD!|zh<$Cif4adlUw6!PYpQN7f7tA?QFEh7-LT}@
z(QLr{+FIxrvkv&lF_cPK?!{w7B4VIgwLe2_q*_7QCI?mBS6JN4Wp5-O-q+bF2O}Gg
zM5mZ%ek{@|D|{-)*=5n2g3t|v678%E<RE5@Y_*XtOArlS9xuOMuf0Er**rsA-NoZL
z-9(i9wD|a)-@m??y@t~I?qH{-t6hF#b$?#93%O_-jyQU1)?Sd}g@{fGhQ>k-ufD#y
znYnTiPqVq3yJaRTPpIUj<Z_2X-1pdQmI%JB^-&CrrO&4K6b{x#2$#ter~@eI`0wX=
z8Gs5D&)e9Mi>I>pr&q0*;XpL+j+w{9H{&vEJl&U3u3w`WULp^^n7452AitN-E~O==
zZE$ajCY^7GA}|eQWTO0`h=)4A+K=6Z4z-fml(-eNbeW7z732c4Nx!YS`E*I25<nCi
zRm&R7Outd548e;tdW)W<&;DI!s%u7;?}l08k0SW2<La|P=hos6p=Egtb~<i2+uhk&
z{)?z!AA_`XoG=D}cYc=3N$Hqorrl7Y@(?|ma$U>k3yLNx2iGjqhCMn1b7OF1(Lq8b
zpKz(GBwyMvu0+$+8Q_pTzg?Q_&pIq_WsRM_xDZS9eQ=JsWLLiJHeJwl&R-mnMSgPq
zorgW4#m%Jv?-b4@;Eq%B+q^aMKat@_z8-81iXs|L<T8NLmNH?nV$+|Lmt4PXu1N9$
zU`CtJvufKh<))0JByxbEIyS1!yA$R?eJC7Iu?b=eZ_KEa<GmN142LHB(QFFENJR48
z7>qEo{uMv^g^^IL@((Axqv7x}#_!<wCvH;!TiJp;lIg+&b5W=iep_{8`IMI2G40;{
zi$~axywa_kZdgmk`<@S;%S_S;9r(W<T;OI{Y_{enkAVwjgUJt6i6ENIPl%gDG>-&P
zCz2@~@@D+wo+MfP_PK6g{CaV%X#-Y2n<u5AyV%6Nc%H18lT|t6ivAHl`ud5;%%nA&
zMqwOXYoWnnQ@!mNm*`#(FZ(Ul-V(;ZWE~Q#hZ6pcr)b&cmAJ9oO{$YghQ)2fsx!kj
z_oi6t4B4C2=)h83!=(%Ej<WM<2Y^o_E;6H3tuK`NOZILN6X$)$P%1hPhd2f*c_h@#
zC>7-&52*{c<;yfE)eoom-->tm9W%~Gdq3cK{^p33CeJKm)Faws==yMpU%~C$w|Tq2
z%lm(fh|pZmBehcEv}G*W=vu^<#>?tlj|$6K)Zv*pj<LjNYDscXvkyZj>9Wl3SLY{8
zCurz+8N_h1(!OO%azZc4kD#=WzKl7_!rt9x=1XnGvPe3nUxyb*vu0pcW6xrnuFXrW
z^qouGq#yr`;yq%#^~Ci1tpgu)YrLBZ8Oi<lIV;`DN7^=vbw6Sot2@LZ52;a^9egXS
z9SYtZvDA*JNKdb6<OPgM9t#eTuFaK3!7FSqjSF;h_1?lG_XhxP?f6%%bB?#KkTR32
zPiGX}FQmCb=$TcSl%baQ!dS2%$%kR9pqey)2~pH;A~A(fv&%Yp59|1$3r)h<dB4O}
z0k<^cq)u=p2|?_qgp0Ivip2?6OOKY+nU1(Bd#(A+&642c?nG`aY-gd-#ZRo8Vrj%A
za`7CVt28Z^{WR_~2|d~;4a{flZVB&KFQ4`vCS=)b7Hfa`w)0~FbZy>v_mudndpztV
zEvt220IJZt{=?l2Am!fruJjkQy(cQlB+>6$dyg2FD_4T2D?Bots&!^xcp+X4X_W=T
z7uL&QXLzM`P%Mjza`ea82^qLFoVkk4)B5^d3_9-g<xO|sqVOUiSG4y<&+{=X#3}&t
zBsvv|uCLtSL^VhED5B8u7YxaP=y`1#HStIJ4|@9W@#;GlE{+!>L$LDgCISBf*Y*U2
z5PPZ;kGA<*b=0iq#;?!*V>tQM?QZxRt3&y`ZXAR(qQ5qt!p_pgd>&k#&0eX`sm!=S
zpU;EJr541U%#$&`TIfR1d0#jA8~4{+DDt?YWSG7@-mM|Y*h5N2SMHqco3>HO3;i@r
z2cvrIJ_gOVVi98`<ndWmif0LPDf*R)mbT-T)v}j2P-OVeXJWw#>i&7b=)_7fNAjw~
zprQKoxk58*oTBncjMQN`t^z;&jHRS!sV543N0)*sIU@639u|_GAz<j^2UgFg7+O*D
zC6c#_gBGQUx`p}^7e-fdC&St!6|s+FI$`fJ>wALEOa90l#Bowy<9%QQ=#>|KcN4P`
zeSZyE9sC(gq0db3O5n6j%E-S?$W&oJUGI)i78HD#2|G3yh=o*#AI@_zO!5jEC0bX<
z;z}{y_1KycBE28$x4gP)-O1SNz(Z4_oP~Q56T49WsE<_ha2pBCFvwNiSy}x%mU<i7
zfd&^v3;RCmexe;Oo=vEHEHeVJn@orO6t4hcpylP*HLO+QUl7L~#myPh5>gyC%Xf`~
zWtK?A`&=i~gKHGIpvGXN4@<zUW_tYUaoeM>4U6vLOmgRp<`g{jvqPzHM{hk@3oLDh
zA#Tbc_M1^@jR8v+i~)}?0pK}!_Y&Rnt8xv?vO`FwxpT7Ky@;}*@o4EPw35f8V(;p0
zF){(vnP>)64DVVTF-$*9+0;2a5$4;O*z*J>O`Ibe4smT7h7T~elz={LEf6&z7pMfc
zu%+!;deM?_!crNS;rpnEP&evTN|0Qy*a_PK2NO99KUwThJ4?_TLMj2+S{*DDX_wPs
zuYyAMZjQx2NKRoLZ-z2xT1oA1Fk)i~alIY=z+A$tNRkwr6{zXR$5J6vwNaGTl@yEh
zR^UJl=~D5=_bEL;p}B~>TGqxdOEgmmZg!Q~?EY@0IZ_1!5fL4nYVa^R$(W(-_bg(U
z98%qD30ZNCo@y0<T2YiJg<;uz9j%1RcMA!X1QuJr`BK~{sCabtr#E#-UnRAVQ>Vm*
zRu4uw70;c{L(j@8cM*pqw^kw?t5$MBXY@z7hWgeqe^nKFi6S$F-e6%+8b_{Q;p&M-
z-X#{I|J!BR{Q%ZyKa&@i>#iKzNBT3CAN?RRDwt(@EWPfQN@+b9Jz*xlqY?b%Tctyu
z;!VXec#1WP$q><mZr1wukM}H+tr5{-N_eMY9}Szl5yl^2>RmVGIoqJZ8u^FwO7O()
z_tLun=!grLJ@(?{x2NJXsOKALt-_Up=}91ZnoBEjxKT%1HU?uu^k>XXM1_<TnVN5q
zfLueAGU#*+>Szb^BMFzZef5X(SeOo+-ob>H@0YMe^HB{!bYc725XVgUa+US2^Z~zw
zcr(d9D&1xG<cy2jqnuUSsMZSV{MB?L<#b{5XDu*I51N34S4EnfFLqRsp0TlEJ}0J+
zA9qwe*jFim7p65VO(o1+@auRvcDmXwe+BR;m(nSAqRJ&T%6h3<?l9FFkrZZ8eRg(M
zl&R}CGaOtZaj~zKa+E0RU^-E09VwO%kYo1XYx&?@=-P|REqT<tec0jE+l{E9f8aDm
z5`e`6ngT9<SKe6Krc+)vYB-Ab0_(9_Zk|X5%mK0^DSphMUH)kL6vlG_t;gM-ZJFKq
ztb)|c-7Cda&t)EeT-Im`RyFto$?JF`OWh$lx}m+(qix5|?C2B=$`ga4Ze~Il<1hM$
zdHiU7sF4zq+`Q08Hvc$J#)ijc+Nb3lt?)ugxkTC0#vhO_q;avEtm9r#%2vJx2z*2S
z5mfl3`E09!jfXZ5?``9qRef#>HQmv8Sb%(be-GbkXXzNz(2{u<JZzG$TfUub96sxR
zR#Kl~xFaegRGrI}hnt#vlCa@f!kpJAo4h7u@(q`?cm#)QB5rfI@f_W~mal2K@2r%V
z5r=E~<NRcA$PRsw%Xm+VhiB<H`caOey?}ih^S0gz&I_Kvyy16ji1iad#uW8%4I%H4
zsK><IgpR#}@x9Q7&nj5o_7Wf3dxy)r<X3EdluUDthf_0{7_EjR(5tliJjz@0f_>Xa
z=OyKU+@_iu6h{({r|{%OAGhu(qLJk<XQ%iF6?;=Bdb-2NA$ISrFWsX>U(RJc`*Uc%
zP9Ld`&=tx@wtGLmBVJK>GmXJW4z){vMpr`cQmDpC=OZ+BWPd6{70l^D-qb?Xi|%q{
zp5bXluw?2tF?h!_KHGE+@+F2PZ9d9T)_Z8C%tpZ~V`J~|AVrjTqCNLEHr_F6mV)l=
z5>S~??5_QGF^>)HgBq>AX|$jmvMEm%A#0<e5Wc+)_Tr0KG=Vx^L{}m$$y8iR|EiLF
z|Hc*GI1@`hW=_8I5D=H7ljSCFN&y!};>@dmesSRrxMz#*i5kbU2A?B`!bs;6w0WC1
zfJB2Qr>BLpet=g5G|JPd2Y2sgO|}FCq#VV60x!Tl`U(Rcx{c?=542~t3_)gQSwY`p
zr;4*~S5R)WmNz!+s?UKiWAT?%)D`zXKPGT2;<p`560-ofg4QP!V1pHWGA_HrQw+4;
zL!)_oIJ_RBP}MQ^@DheesA1+g*W~Nn-#<boVIme97KVv-+(Yh5?wyw|E-pMAMbNxZ
z3{<A@zXV{a$^a^IXKHGyCxMJZ`&EtoWVIVDHy@w+^5&*}ZGX_Un}Y@|>IkS!6J|K5
z>&udQGc1hetpkb<Wrjk#Ua|JmgCsy+@D^8?cRy$oUL6>XK8S5_UI;05UT6<-hoyG!
z&Mz-pR)=>ba%Zls^EO4U9!7WTIX1=rJ{k0mwCb+<BpQHzy1z2;A~7l|>i1J1k6AyH
zu$okuA)=w7u{gQ{Gdy(a2#jcadMY$8eP~Jl!xIwNFQh%YtUP*Wm)b)uk}O1<=a~iw
zreAinohN#e9q;f-2LXoX>UEXz?tnLXDn^oyUrt=Qy1S3`CiAjPJ7X%c#Sy1!_FLT+
z&;=;G{lB=cYaR&7>%D9@6J{35P@80d2j~roNWcaC?Ptvo7}7lgPJ9^8zV4fzibp8`
zddkhj#3Wg`8puy+zqd0FYeb$r`MEKbF(FX<dN;e&W~2}-K$^=`>gBZmLbxE0uV}YW
zAv6!Nb_fvSYN<g(0_PPAV@rTV#Qc;n=oP9HNl!83iV~8zYHK(Kn{k{yCZ2hy07GQJ
zC*_&n!?NT!D>|Y#_)y=XdiayqSahDFlXytAdDQZ*RkPJ8r8LX6=fgB07i!k~jLGI2
zMVcDpSuyFuU{t=}&!iT})GdSjz*v#5U+2QEC%eTR{(#Z!Pppc#Duppc?>G5KSZtER
zn|-7Ve~dFzvS^GugN{qg1tW!W3_>ptLK;u}I5}kSKv-y8Q}+cGMGJ<V9>lx+`T2#_
zuk!hOE%2UZE|f#e))bGu1`iWcgDf&Ex9>BIy=y({3zOqu42>5-GCuo(<Wg0aI@Bv2
z>MvOx3;Qn59L;x2IN;JZG^}%xF{cb@JawaP@`s;cKOr{~8y_Ugvg?Gb@`s`DtvwjW
z6L>Z?k+n-r^c00LyR1VxOnX|@EeUKz(Zb)r-*rr&mMWu(VVtPk1Ok54RGcCzEJo1^
zMV+ws4wfb_ss*?0K8EQJ{#1fU<_ho|A(fVVdHv5{yPrcevm0r1)7~iJC0=k3ea&0<
zbBPIJ??`|-be-uLzWn_B-42lP3hnlaM-zLt7WzqYAJ@TRY$s)TMDmo&(<CCPg|hqd
zbm%6Z*XJt8W{YNsmcph`?n2w*Thy!+naJryedYkQMKQYV@UY>}!*Yk86$cWEt%WSR
z$QP4hXPMSj9V*)WOd;*XN?v1JF6Uiem=2oBxDAVWTw(=Pys1%zaTZ?a8s!;<iCH}q
zZX)_-jClr4@^$*{hbL#;k#x(>2qvz8{1iUxY{*vU?4Ph0*FZp9Hb;l4je8>aJ-aaV
zj4l5!?iXPB7y)+$8YnTbIYV+N8!ghjux^;P2i30dSAvfdz(}LS#7p$3g1D>#Si~RL
z&_5zRg!Ui7y-phL=zqT35n>G&8h86g#UJcI>|-7mQe5+aythOcupXS}dSnh4#_D?g
zeOnks&tES<m&xGp5-4?rUUEPn_yWqt4Vk}h!4XCQdiQ@`i%x&<!hinuf5H*4V6%$-
zbAgmgpB%8CfJSE&B*QEL<|Pys6?K=-?$=%0(PGqLhedk<VN{ltzCQJa#`EXF^-%|N
z;$Ot4SVrHUeXn;4(5BtGx8CMw>Q}2$Omy_|VE&)~*)ek@4}&oR_B4qhvNueXD$6_+
z2$Lj-tk0flUl0%wRPMiG#ryBizdLI?b;|tzd$Yr46)?Xfm|@=K|Ev!}OMxixKlX{9
zRX1UGXSa_ZKUzqj(BM~zEZMjR#4h(Q%>QG!&<T3`7WeJjw~s_cslR;rl0Xxo@gXu&
zOTxS%${n*L)s-q!)6?_o>z}}!(e~rVkHP=?Gdd}Qv%&tpaC587dvB^yOy~6c59U)i
zH)DVO(k5*U4-1n9BsizI$3LeHY=ce`E<PhGyHqfcu)a=CQuX!O-6kO;%dd`1O-;@7
zBxb^_bTv|i<la3E$^E``ku_hI<)+~4w{_hV|NEVj6f*&(aBy@~v+q<K@_^bR>X$cW
zo%P09fG8NUHwoC*5wHHiAl3C5)Bl_=59JgNYknCfwYU$R8D1>u%ZrVctIU5f`riYh
z6J>4OI>Fog;X_8;s#nDS!=93@-(HseKaQ0Dt&at1bF@9%0T}F1(ApV*x(Hkv&w(QU
z#OmjxjhQBqk+Vvh5qxE3<yt^pmPU>x0Gz2|UjrCOJ#SWNq5pm&Qupfej2kr5NW6Q@
z1&@~1RK(tK8PvD-_Y=AP>5&2i(Jm0L>7PCw7<|D*PlY-3ps@(kZ{fVRXxl#5eD*^Y
zX9inx^^fFqP@syGgD~cRbyfPzKh<u$qC7Ngj{K1H`uKHiw)6P;ibe}A{;{|A$OAE_
zIjoF;ORw)ge#}?&i?{h~H{BEz6l~iR@z`kn#NGS>VAiiceq5goxN4H=P>`;Ehgl-q
z`()ScUXwjTV#$TQX;`&Stj5x7!CBkCChSXC>!s_EhFN_WZ}tMo6O&DO4w2Uno$-V#
zCaW`v+9Ol@KEG@tA)l>d7oFBOwiZsm17vC$JG<f(*{j_S+I;PNK<yr%ZMUe_I2b6V
zJtG$LIh0;#59j1Dq(_RSK~$t+;Zg%$V(Rb$Tp2Z{ZlXS%Kkj2?DwvPlPs&=!qBtve
zGI|x7RWLvM6ZheRtp@mL>;b2JTL|GZ*FOXp*8-9F@uS`YjE`m@=Vg)P8jv@l)`S72
z`=ZJFAc{qW=02F1MwpwN7i2>Z7N7p<&n&|!1!G5Wem)DvT?3@{-(yArO70gx@cs>S
z1kEZHb3ckmTo+m~?>L9)q3gFF6g(;|E91t&!EsvoN$0Ky(Da~hiNw`;g|1~!(o>7>
zg@uKuUT7GQLZsu#qbQ4kklr3CaarJ?(2I&?+5L8#yTG}dJXiWF(AS219q4^9d|-4{
zwBkUK2v2osam{X18qnRrYy27Nemr82f^J<&+Xp`Z_>P1RDtwN%EQXfVhRTd20FHhc
zJ4Si2)v*1<X-@L^__$yqcV=d$Pym6;RA$uTP`w2Nu%BR*<$u=#<h7O25-N7}f<T}R
z&QChF@at)1yv(R^oNfNq63~J#?XfnD2kLAgjm`RK2{CEBH%VKfk^e^^)3r`dKkOGf
zqAt`bD@7UtO*ss-{Q2KMJ|SjQf~%jm7ep^x%{Gex{rVjc4-jJ`Kt-Oacfak}bdWIN
zkE;3DD6ZoOD0ht5M)^iGA}jz5(yI=(^ggCFK?84Y68$bJYlgBs^@{BlWOtG82iJWU
z)4Q|#z&yE@nhPjk)AQrqTSP=Ed;Wk;lmQN@ks2PCXve_Hd(Vhf;csULR5JU++V&2r
z<o-4$sI#D`t`hhs^P6wfIiU)|-unfoY}job2-Tbre4dbykl(;QU{Rx#%yS*c>?}Y#
zlZc;Y`}zXU3i3+b6e|UY*74D7<FWZFnVM3XsI|C1DkR)VBA%t=3lK3iFVT<KK;fd%
ztG4?ZO8OXhM6MH12`FBF#w3|SiPzJ$-~gmPv5;X1KjBW-9y80=LEz;ooI|V%PyjK{
zduyi2X91XxY^Ff>QeB9W%s;=x2zlmpkajz1X<YG>#e38e{`%ok!Fd3h-u6G+tm$xY
zr1voa%LT@2>g|>*am`ZwWE*c^7Z;LPM^8q6aXLCFKRx={E!^wZ5jg#5rO-6v*w{)p
zHryt_VDs6ID(3Zfqg1xIS?<$kD+-CSY_9HEM;{RN&WA9AdV(|~>A?>V?H)AmD=o5C
z&Q$qSEMa*R&mobo59?8(XJnMV;CPkQYBuKX?yjNsO~%QoeB2&fDk%2za9Ad!f>}N!
zChN2B78#hYKYaWs1tii}aK+^Nk=$y%{5)b8sgBL6<M{w=J)i&fj<7~PP!p#ZsfZJU
zs^EWztIYJ3y>1^TN4L75I-=I+hzqWqUI;(yPZPR#d3hN!$=E95ck0GZlWb8oUhn=G
z&=&82EMM4Kz=jf5a%7i?Zu&C$M**t!0x3qtXO+d3r;w=0Qd`*wAp2jd8s7Q-kV;`{
zdX%vh(A3HS`>Rp(eSb2e!m_{6(Sor-y*WL4`96A64b)<duKFo0o>w0~@GN%q726j)
z772V{Ru_#qRU7KsZlX3y$0Aypd&>db1qzxEAI{QT8m_7Y^%MG??#qAS0G2tM(-SZX
z5TtMB9TxOF6LVR-1%R(u82QuZ*NK48CdmY7jnTXZ)-KQmHJg+!JE;73P_SagH)D+B
zDe*cXqEazsi$aRLFVt>_L85rMxRig;EDFWO&K1YuL>0eEX6IhFn{76j9?f}4^kSne
z&h9o!k;w(uBlRhJkTPn2W2&xVTu{(Ddf%PSU`tVj0B!$in4B2O`#sLLjd47$tPveb
z$I8yGS^NQ1$5(!D7}xI-n`_%iZ_PwvnqntJeg`T?GPKaSyba`&g4t`=uJt-R1`=Z7
zQ8X?)-OwUGST;?HLZg6-sxInyci2Q7Uoa0-Z|rwa1kG5d6VJ2be<@^qWrrkiB>%A;
zz{%8oq~6Kr$%)s^m#RVa9u^MgzhjML9B%;qRnVs?a*|6rqSb*{mRA8O&g%^wwPF!E
zNnjGvVK(@kds&eC^B%GJhX$4Ze!aaMpl}uTpg^b1Z`k^HkL4~ERZ&c8jLMsS0=7t&
zDxo}Pgqu}jm?GjPJDIg<rQJABRfd3=p~VM?PE*f!lDBSUDxZe&{q}kVNACMsA1`if
zq}fy#tUk--%d#tD3HP}xM0rCtRu2E7Sf@hWesEE3HP7J#xv*P-Nt>AO@m(+?skMwD
z)L4Fm#GlfjIY&l{v^3I5th+#)(#}i4NvwwXzle9}3&+gnu#R(4gOTC=;-vab694g-
z6SmzlF$0>mOo$)5mu$y5V=h+#A5Kh&?BEJ(Q{TR>lJbcicaXFix=tUm$;8qv13XW?
z9h=Mf!oA%xa@I}2#$XC;9@;JbO_Yg>b!3CL<W2F$<#7=GqI+TZeGp?!n`lUsx?u~h
zl9Kg;6>#i@#3DoQvzZ>A#wyqfMT;RP5&OvpK&>z2@^Bf9cl2dkP@`m($FIwU_ooV~
z@S6=<NvX1Jar{V7%Sq3A4W-K__~?hLFUUO}ZGxS)1=MC~SU(I>IlSJ}Wo|qKb#is?
z8s0;lUQ3PZL%Vj#w4XBq|7d}YE9AveS@S7-??LX>dp?PT<=Es@6epPBfAA!0a!pSz
ziAQ!H$654TyFu^-2FG7DryoZQt{SFhXQV5pK9N5<ovd*zGPXu<sC`tEGfl)*%^S6n
zwNlDu{F$n2#)|iiL<rv^j5%637p)X_pCTbPM>GG0+xn;ysgeLG@#nH-7K4q!?CXkc
zZEd`jyqMX14GnCMg;@4B?(!Q!u%#IHd2y7Va`e$$jRWq~77Z^)EKLT*rIyQ&C(`M&
z!JY7JYzMYarD}%@{~rVqnRoaRH$PVvj$6xE8!x)BE5CH$CRHOW^X0fToM1LzFWvOk
zj$5BoIcGjFrx4mtRDM0)T^Mn<4&-?Fn;#fbWq|`t!|b!*%<C6^9%Jns?)*PMGu61p
zjAAB5mY7cil1KDxqk{bnbc+G+6$x3CG}}=B>A=7M`!lvmcXQgNi^IvnA|G%NHI7ae
z!&4Zu9*3ux`%>B~qRCh7^-z%bQZz~9uql2FXUe(w;1fs}f!vW-oq<Iwv*Qh>JnV>v
zB5+fx=Qv+UoDu?&d`XupIgteGkP;~Ht~n=9kmrrz>yYV9vH+y9*7Rs0L3?bW&kJd2
z6aEc(?OKlfA|oA(^!QJp<;#MCJ}eJid*28~+_gnkgZUWG7zTQ8C>NdO{L!*g?OUo(
z%`D!>Z9;!`uaeg1a9K#7UvG@)f1~$PS-SEJd-okwne;DS>Nrr%@2aIfzjao+LUlhc
z-(<D%xHi_^_prpM1=H#f!JkOp#<ga`oFJa=cpE57uczMoRwGZ?_<;_m6`stb293$i
z{Q{bL;>dmPp%4_fY3t3vv&P=43m7j_vM9v<AQmJ+{;oO$SStePl^T3aAzek@CPp`Z
zkaZQf9&IcNt&RC|77u_)Sf<x7K1>TQ20ntid{68DidO?D71@cyl<{bPo<m;CzJk_*
zMt{yH>{6_FxsV%$d?g9c>oEmP@;abqsuRL7o)^W)<jx0ApQP+7h5IrvrjIY;>VUzw
z${CD~!!>dw$)nA9F^(y3BO{v!P=M|koT_ypA#uU!zO{Nk(U931-RFJSK4X;0`CA-y
zolF4xaR}B^lXi2$khZ$s{8kBC?DxypJ|cW$H#TkzuinhBe-p%ChU2-f=B-a_DBFt8
zknHvh`eTMgmhs1xa+YQE|Ak#$d@|(@)#c<qoEogjS$MV=9M-yq@PB(-m0!MLeD^nr
z8{3$(^Ych=rYFs=8n5e@6g@OGD{aT_U<|}ks@6`8_LBnNzke_2kxTv!?3Z#F=g*Ie
zO2j!ys~zyB;0JF_)~NJu#hqPj2VC*SwGOSlgK!Rk!EOO#NE3gw4&luQ(>fM|Y?$0r
zTXmd7%q&5XgS-Tu0S%NGo?`P}p9uS>p-O>50cM>9!(Medv$zg2k|?Dj&yS)Je4#N|
zo4|MJyx2+1pMY~6zo2gq{Ve9G?Wu1JKYQ|LTL0tE6B#6|33H`(Mqa%@t6X@}^i<s8
zJnqcSJd=@`x$r0$7SMfi=)ByR*7bl?S(r0&vQNH4P{<j6=mKWqQXc8<_{aIp^734)
zthbmH64YlofR5Px(^p>EW1{kOcrC0;UJe>;F5Di=X9PSt*4LHo(>3V>ukPv+ZN=&%
z1BA;jA4=vc`8eSS`{MC=%Uqfba);L5rcQbDYfo?PJ{6weHkMybUi~%f%-~b^-)4cF
zS2s7#*{pH=V}26`mZ}AwFS)Ff3f*s3DZYL5{$I)h@ENDtHkoo!k~~E3dZ0ZYTMG~v
zB<S+!mJipvNA%1z;xwgJ`T`Q(Biuna&7&iA`l(&^kFjZAwgURY&OVdT0-cr^>--c>
zf?W&D{}bfUXF~iF=$k}gYIhh@)r0e(Z={=vW9~Si-XPE~HJZ~+UV78>#3o^#@8Ol7
zkuC5DI%ajaWkFx=xicM)n{s?ByrX=U>83@LHEk*R&N48*4D0jhAE(0Tp=}lHhnF{p
zAHoQ#G2B%2i`cp4mC>b<cON>VzdZJXE-=vztPN8#$>Y~Y>C(Y-nGsRKxhU)I+=!dR
z(NcDd<*x(1UJcjWdgAt?E6d6v-r+{r6!!3%t^NZtykfs=+Q-@AXa6Qk?%$Bb*7zhX
zTqm#eQ_ILtL#b{|ZhD|*##`Zn%Uw=M{z4Vu`lw1Um%KvOCi8su>LRl+{t*~_*i32y
zlhXq$*2AcBod}JOEwbcFHpb;LE+xlMl4U}HiOo~*T^z3M=-r#^@!lf%TdL^keeQ&n
z>eVQ_7Y=a^k}4;0#kyCX=BU9HRfBqjT>lj4=5ROe1h4&M{*f3-D^W_x({wcBW6@9N
zez*DJP>)nDe#;|W*d2Nld&dd-Oi#Eip1U7`CyhII=xnS@H8)DU@TcGxHaU`bhdbdS
zwZMkVc$g;3S8oCN@@s208Mx)xPl=~EF{oHtdhzE*b^8hc7v+Etzu&Eth!Um*5XQ3}
zXe7$+FufLkF+lgIetv#^#AK^iaQ1CtqE=`}tQ{239}=jZ^6VqvHi}9;0l3qTXcDJK
z(k)-!NFc;ERSJ$CG+s@<!tN9LwK-Jt<fkJ=c>v|kQHP{&od3yZq1GjP$r^;@#}J{T
z^MAgHv}TXPwH$!uG!uIY)bj5DY@NBf93z}v%mk4}ObC+xdUEF{(^{E`(6xunHz>n9
z(+Qag6DgZ<<E-(Dsj;U-i;XVl@SiMD%pq!m61H);st1~){$XiY8-8u7d(+c@^30gs
z;VSnpe#*MGb*-`X*->yd9A6zb<l<T-c|K7eKE+tIW019dkk7J9fZ~6?)&mT@R`rNI
zP5*R?;}amrwfFc2!SpS4JIA_BPMyyx0k;S)Zg=Xn*XpljD0|`mI=h)Qq~qZGpQr0S
z09GV><G%N`q;c$LH3PMZ!hH(MUaOLhgt?_F02|c53G4oy6GXU;wO5aAQo|wimz|-f
z&({C?_jBvq)n~m7g@4+zi`^y|$2uncQo6Y@e@*o2-p+6O)`mdmlOF*=D5b#IqW?Zh
z-SPL)XARg%1H`ukQPp;6_Mbjnb6fUJleN&7#)}SFP?iN`!Ohk|sn*cMpp{n&5fT4c
zst!ylYo9Tfc{u~s`i(58R_=m_g=}t|Hqi2t$jRf&<>tB?)=CA|%K5!H3zF|*)whzS
z2x^gSF*ywX9PTb+3@>M{@mv(tFXIIt61ov?*Q4vFoY<5E6(yT%i@3v7xZon*ceK){
zp~UU+zH@wL_DH-vhJo=vZ=m`24P@NN%gc$%0}7p!1MrN0%}SnBS2rl_#gB|h`<*hh
zj`Lf8zVqwg-jf6Cxjy;ZME`EJ59a&F>3kjwqIej1`-(h~w4`WT)Tp3v(@}*?E9-|y
zYk5H6IcZq;b{f{D)%A_j>vD>fi?=ZFtTV`Nx}FqR7GDA@^4!)|1aPls1MOyIyn@C5
zWQpu;NQmxIQhHk26A&8EzHLiA1j0DONx+;N&k$);?`C~)JSuniCQRv2LAm13rm^+k
z-=jVJ#c2<!fjK!=Bje_cvTMG#$H%HUG|66jQT=p!>#XyfW9R67Yua+qd#MC!AUgtv
zUgNug@nlVF8d;#V{eeV{U%rupdGqn_+m(*9G(Z>%1W~UHpDiKx>F#a?PM^)HF{ji0
zRejnq4BW_C1qqejgJot2jeY_*!9;b{eDbFUxxKNB^w}Lk7cAwz&+gKi>yK^_X7%O=
zR;2s)FJ|0a+2?$<OJO`>_2_rC|4IDjX}e;-|IOhQM49T}h~6kC7yhpuE+-gv6uG7U
zWFBYhXj!1}Mc^HyYYrLZl^6nMuV3PQYARI%hfXk=;p?v(hhY3R1L)z_ty|^4$nE6;
z$)<5v2d5{(6tHO@J}Gz<i#&38Ux_j6#6|b*H3SR@J{klzyNh1SmYZuj{d{rMOzvtg
zH*Z|}-g{Q1+rq(oUwfCt$>WW`-Xh9!RTa|_RJ}2DUtp2Q;EXH@huE{*x0<o`jc(L>
z>A3koWDAt@Utp3<xH2+;GI$E4;7?(_50-#B4Yn<WflaG4E$_WCY3;*7i+na^Y3XrB
zx;w{voO9ceVN$9@0a>#=9eANOj63750zcjH=jJW-{axOP`|SU2`OiM(z2uP@x*eJl
zb0E-cxx4ALJtKBd0sOcWx)RLHH-dtK*s(zRu1$SxyvjB)1!or6)7p5F?{Ig+yw8El
zbN76&zepGk_%<7{x=1#}dm&io-Gj5Yc=v|=fI=$kf}xK=_)axfju^x#vOw4%>8Y7)
zN*MzfC;&1l#JBMB_NE8wa^YJ^v~yB3Gahv!y9Pw888?hcWFPd57t+$-&1}OUJ6@OP
zCjiO`;ghoGW>iRjB(bqM1R8nD?-SUC%%=zQ7@~4gezXk8#1j!<%^-XHgyc^oHx<Su
z0PChU-mD|WwOFN5qDv|+F3x_f+Vn>#`7@_Shntf}za~=P?n(>{3{Ne3$Pc{pL|=d@
z=ZnXtZd<)VB9{zcH;2DGn*0OeSTEJ%Pz2u?(XY|^<EkF>;5Q=|bV!?!MK-}Q6FBuA
zfFJz^=DXg}_zn)>+&T4|thTr4$X@kVE^A)_HmZR<1+q3*R6RmW3q9ttIl;fbIjJ?R
zQf&ZoP`%aZCC0$6#L7AFxi#3Z^=opwIX2Tl`f_)bN6#j6fTHaIw(J%zgrAp-s0FWQ
zv+(M@9+DVS@;bf$hx_9+bX5=5Fa?S`ppbUWqO&m4xB46e#}5G<s)eUQrf=mRUNGLg
zLoEqdXN|dyWXlXGK>n(iBR~M}ne*?rCQWx93TNr?UR-^vvKfK)BMbm*?|7I*l4U=b
ziw8XZZ}Ky|A=BHy;Yu!GM-Ep?O|XfA(5T_WK%dWzTV`qm4YypL-saS;Yz26(cQjEl
zPPA0C8P~AEeLVz|e>2_y>~i?r++2r)Al|ow?OCHHe=i3w0<TSwRcQluJlkpqQ`2mG
z$u4sM5ep0&1TaBIoG=nb;QMh8ZJh`3Mk7lT=d-`RKl?3~AX%?4Kn2ny6VuR?;>4pT
z7*{3%^{U~jiBm~ZY|!HG7ef0OgakMBgfw9--All1y)setSipYbEuc*bTQkeb%7ke^
zs$vIRe=~5{JLQf14&uEX=)T&FH<N?`Eewe-o^pf3{7k`&hb~BO$V_$X>=~#4ywnnd
zKNSy~8Y36$809!RY-|?A2D7BDk$y<9XYELfYmUOY0LlVkYBocW7Dzw1f6)RN88tE_
z%@m7p`qm|B`c|T>@bqhm1#=s!bgpx*qmRsVhWV3E<@3)te)@`BOiAW9IBQ#OAB%tC
znxe(Xc>gMIW(dESsHiNFze&+;1VnLol}4;{!hFc`&sCZEKJsL*_#e`84(tJlUvno{
z=Yat22q7h(oS^%f`t;`)@7;EHcM&to06+)>{mh_5w+cG-0NAs;V_70GL9%)fxoks&
zOJ1}b)txIJ+q1O?B$~n{3|XNk?)pcuN`EUg1*FBuX(~V{0TXd*vj@Dmdba`~y-a;&
zLhldM)z+>6&D7Fk^77(rq!wc@@!Y1Ah^@35crG>y_)BP*$!xP<eR+BLeY2R&g6Pe;
z`T5V)+km|6*`fs+8n{2H<4DKm6In4?KzO^?I85_!M1sf=aNsFU9|G1tWjY^7EH)=V
z&mS=Zp(C9f!=l626u=WtP<08mH1l^8{p1qh9xS>+8aHoL&>drWY4!q{Wp_}2*$!<n
ziJ`-U&C)uI{loZc@S2B^fD($wt8_Tmy|~jqY6)qicmX7vde9D1Ib+9!fpw|s667?Y
zeqt^hxlC1?PT(dV0ONK!Fk)6L4@R7Ui8B9GcM*L!>6p6t26N7qRKyO{Qx-ahg}4)c
zn_?to$kwS8X4cJ+_w2SY2$HhJ&J0spaK6>YC0Q{R1VpFnMU;s*Ge;a-HfOJW#7m&2
z17A1Vuh-(VUVW5nvZZ^%6|#I<EdH0AmV^^2R0GW$0-pmLx(h;_2t|Qp9_}GO$LV@=
z587lXr_QIC6BdeaIEZXz!M(fV9Fi~7(_pS$>egzse*4iTDK46FA&cBC=h?^|z8DP_
zoh%+w9iDAIo+d-Xen4G+1R0-Xu?QGGMnY#-7<9w0*K~MP6|opIz%m}Oig)|A8q+P<
zM6&>s-on~iArg-t9I#_>WYnwk!=&IFwz-e%VQO7SOi0u`Arw?r6HtO|M9z2Gh}NF+
z13pvpz>N2WPZLl0tdPz%{p3N;N&cM0%NPo_vX=}x#V&RRwN4oOwC1FNTBVh0n?Gu8
zH;UNh9CB!h{^E~Dv9M|uCv|Q0+==-@O-lL><2XbU!~2<ZiqPInpI(Dd8{5|7j;^cA
zBZ&&XM@zJfuAU&P!A>=%iJ7-xYm4m0nk<i?S2wl1*6g#+2tJWz*66+~T7Q$HWEfv}
zcxwJ}xAjjy1}dE;a*932OnOLF60BI|wZRXo@mhweQmS~RsQd1CHYoMqfFDkoemTmU
zE|3{*z5g5zV@Z?<@Yh)2^}-U!$yLq;y^*Aq6dqZmB$cq*gBS>ogS+!B?Y_hHVY*v<
zosqW?97K#%RA|fQF2WR*oB$3v0&xPReB?E!ESD}%(GMmTr^|D%DmzTX4}A@Ko3D<{
z$oHw*!iZs+;%*{hkK{=|J0cIUc{3dMG*{DBx8n`&x{PMz`!IYwysw~q?}F1=guD&q
zR_Ahdc3u-;i{HrwnZi<kW}<Jm@fMFZ#)s_0)S#If!SnD%KQ?S&rLPXg2&8lsv>uAM
z33qUQ=fw6!l}aWW1qoz!8p%22@7H?a^q<o{u_Bz)nyMAGBHHnBo%^YOA%Kxr=(`y4
zTIHr+;=P4De1W2jn`IJFvWbMiQ`k_QaXmkP+DMr~B>zf<i)0v>lynRG8L+<%%Z-|A
z^3DzVDAJ9mP;&aH^Jpohu2_+wut?$VFPLmq)`B4=s)z-)@ralUmhr%W0r^Z@nio9I
zOq0+x56GVaT!K8=C6MIk83o4O13~l5T!D5FK1>c*Eqaf*P8F+AWTL8@o3R9}U3oNG
z!G$E12`M=-<Ee(P1o>n9k}0iM;zl<o?BQpe4JhZwljazkdABCdM{`<~Oi|StBeqF+
zwId||3sL2gpu^Pb?1hO53fH8MAE=x5&gbje%>jzu_L59~kU*Wh8NJCAo;=!ejoK*N
z=m8aWu@~vH8sZgEyq!Ch`>dGh-7fMx;B;%Gc-nKUUnf<0_IG-&j+DxiKh$@D9S`~3
zys(T94Pud>Qs}v-``+<!#$?6d5;7INN?EcBkASiJ>&B?`_T5SLQskUegD0jcZ!2SB
zg&+>q6R7BU2@*@Y%b5YcK`L5J3R>4$>1q8ZPPg3#U96uh%ypD#y*=3E4?>G;^x=MB
zn6VHLw|>He{b%2Bav@_+Uaoux5a#V`BSjifns9H02PKV$c<eU4A2Qr#VPm^d$s99)
z45h3`T>)Qy;Yk9n6%&;fABYuis`=>*r7gwDlAWb_mucezFV5nxY#JPe8(4`-Hs2RH
z3HSAG;A)mHcG@LsVg2-De}%ZVvrPWz^t1m-vP4jpA2?ruq5az4aTq*WEfahn9iXYn
zM~%G!@@(zq=i+@1r)TB|Lasr$`)}QDCn63&6f>2J+nvPxw9)NB;%PQ?83~wya?O}`
zEauoSNP~d6C<6??Lh)=A?yumagwsaC5zp}ok6b*$j%r-lg&4{Lg+oEAUEke1v2R5;
zAxlvrQ{1l}Us6IjnqG#$45FmlP5V-~Ad*T@*?^H(bFCIb)R7Chz(TI&jLTQQOGr=C
zfA#8B2<^-2Di}-TLy-rLjk~g;lf0><sWd01^PoiA(B>w{l$hVjkJqu~-eCEz0019R
zDb~<r>P;C1z8fJ|-C0&11v3xHtEgBfyJ|VmT;*Ab;x7aRVmdf5u)$%66L)y@W+P9r
zvP5hCBaT&P9p{)OR+w&$BAp<UT1{SQ9*m@mZ~f=bR~iZfe6LR#D^EiQqgWdNfvJ2E
z7ow)}-0-YnySd0;!uhv!0!<F^Jr+73R?Rxq{So)r`B`{%7m&cKu$B+YhUDY}i`$XB
zJOd{lBjm1T7l+kQuWPJm&G3j~Ni`f+Wf3=QsbpJN&*xk3x~yFN@RM%u1h~%dTBYC$
zQ0Mve`VBE4DMFqHxMBu8UyTi~;1TE(zFwZHBznJ~b$_LWWMzkc&Svmrua#i#C_ixh
z=6{%gj)7g<tT=JG18ro+`IUvq;5!2(3kZ%R{T4v@unr;K4G$~M+-k4H8v=H7T9I(^
z$KxLKUJLmwbY(A7=;TB4tt~ynaWNb?cZG3&V>M{u`6*rnN>wWTz?1OAc9cUSv^5T9
z0{MtD)DaaT8uOX$fHN=F%Vzu&(&$ege*$Z4N?r_#9nigujN?skv*BPz3NRP5$M>eB
z4QIq>eICY&hu*F$0a35DWl(=js`U@^Mg!RyDlJ}NJQpxn?zqQD#PZ^z0yauJ{=%f*
zkM?DXu$Pw?Vy;q?O0(1X=<7||g5|g#bA*>||Figv57hl1ms-1`C4=RqRsac9GBc*4
zn!UkvU`g4M-A`=*5ad~s|H;Lt(=Y>s!H6lx9QqjX40AW)WE>17ugqK9j{@8F)G{@>
zhnAVt)Pe0>f9M;`1`TF7btQQ`a)5y}%x@aD_&)?b3XSQqyqUaVQ^jz_tAwl!Me|ai
zHLMLIV(rah!ytI3kPD^NpPbWOd0W|vCW*pPI&|1#h}7{qS4&dH_(ysGT4}_x0U~XW
zm5t&NMIKUL@qf|v)?rb7(f2S764IT5gmiaGDc#Z?(%mfzA|+kY-7rW?7_@}+5CYN-
z(&>8!KHpzG&pZF|2Xp7%d(J+4uf5jVX`E74iVBFupinDiodf6fpZON|a<2IK6srCk
z3T{g@xj3q-#&}C+1xY8+y<xuANC5$PsI~*CTop96FON40K%!=ssle#g&zVG1H?LD~
ztt{PG_EAm`qFgv!fn-2`tVQ<k#rjsMdch&k(OUbEzr58HVzBgU5^YL?8>Lc2@PmkH
zU?gnt_Kzl8NX5#M79hQap^&j+zA?bo!XTVV{>=?{mC<(3KpmUZOSTtAZC;KIlvayr
z3DYcJZ5}xdxT?Y06iWLn*Zgb%`2GQmYP6I!h1M+teLMSH8LlB}dC!?8?GIpVzgX$w
zKMvPKy8II)1j)g7tt#;P!CkqpRakUMNjgY<wjH~kZH>gS!(SY*nD+2U)&?;XfE|px
zX6mAqVHPWdEPBhO*2t&!CG@VuFm=tXjSxxpol<Cykb7~t|1;<ZyqkojM5M(+#5T(n
zN+GwWLuBvS+1bODI(B~&5#r@0OC~7=r*gfRDw<eG3Rz7=F{ICBNKeN*Nwii-pnv8`
zv)0ge{Mm7Cs`d`BCZfdyuS%m;w`e&)|9yQE6yq+tGhBqM%5g}C9sln93Fnh{e-X0i
zlw!)K$8tbR|K33M`0#F$18E!N*BU^bu6N6R9`8u&DP9!S`s@*zB8|aW0g~6+=?j!H
z(cu+@rv8^Ws@$sd7Ow`L_PGy|JVj&IoLciVc!R`KR9xX8FN6X!k7#f#Qcpm7!=r$Z
z;r2<fN(-7jhO+~@Pd)$#ny@I=p4LYAq`~~W_^+avkr0v9qS!D@iF+&t(|P)?-VzcL
z7G;}2T$ITJp)8C>PM;z9jQNCL#eDx38aeeZEt#J3_$re?DB9*3kLtQ+1wsliq6feH
zMQGnZEUF5&3t8ApwD%7oqzj2)=$=~m3%Az^w~gHpNz<^fhfm&nYxaLKBvWP?6Sj(#
z`%{X!&nAv8U%u2S?R!y>v-(t*NlG*Q4ZGgEj*bo?&gZ?yPp{v)g;(t*{!q$3cH?I6
zsb|B5cFLcJwipeC<zEhL)e}3?FxjOl@S}h#e)~j#J<1=ck{t2p!K1e&tjqws0UMZ<
zTh@S^02PbuM=ld?(Fc%hL7bmx^g<|ICJUE5%dEQ&l_l@oQYc7$FA$7^CT;fCxomwr
zm#LSUdb+k6=H>3c<QaFe52$0yt@9_oCs~XBO?=P92VlJT+tya{v?(Gqt}-LNdI3&T
z`j3n`^zw4W<)Wz3^H^FwJ<Y7!;<e2ZwRXHXls$X0urDK}r5rEn_yfw=s*K}Gqc$Br
z0$~1t)i#D7A1K^Npeu&{;yoX`{cT<cVk_1}jfY^zyO55k&@i6RPVouV3S#+n_*aea
zM*rXx`05^VoW6l%b|ZaHYew1uG(e$@4~!3f(-?$YN#cb0p|u%tp#+hwmy5}6=&31N
zOsetk#{?BNhIfZ#ob`0ITbhCRY_LQUK+6tY03U|NU67cr4R%d&#0(aCt>rdI#!!KW
zV<l(mYr458S#b`}m|FNw*tA#1bauRJVSGLtc29t!@B`-Wb-g7jv4OlaW4;2pAv{q|
zDMS>85&?X5(jSJe1~4c?oTyQYKO>zfq2S@O2|d5RFfGIt_AK`>I^dM-5e?_840W!a
znKmO$4(PjCo)mtVMl^;#o}jiiOu<2P2*6I8CPZuh>Iehk`A7N-QG#eYZ|G@7QeV4e
z^N9V^LjcK;<y`eHTyYcfz6m#b#RBzaC&J-?eSf^Vm+Lu7_BH%w8^Iy_Yr`O07S5JO
zF6Kf_d?0o}c^_dmx3yI)0?>+0jDj|wqUeGA*~J8VHG9Gk9Nl9w0CXBot>fojlJM(6
z<O$~x3(nx|O;Cq#%1nqT(OJpSKP|v{Ts=NSuYGtmkRQ|2#6Uj}jCf*O_xJX&Y;4xK
zZPTrO7B&FLVyai?>?I7C`CzvpBy^xh2K()qSsP6^*fVD_uIW*zqo>}vegcZI(QX;u
zLAmFmOMM8Y-`gY|nu9Knin=C^x-b$$A#5$wFvx0sbtK0G88g42!1Z`tSrNO}ZgVv_
zm?h0gQ4V$~qVvd-k`iHXmChjGC51<f#Y$~WMKFYqhH2cJTUzi@;>`03p3WPNK9eLh
zVgYVl6x-oOGWZh??BU=5Bda7<Jq={^&$g#XPoF+5#n8hB<Yx=T>mLgXM&L;S0<M^%
z1#pXk#`c+-s+-Wfu5r~frO#c&qj9zcH^3@&)`IlITV>1!$DW?>>;~QNhImt)kjXIY
zIvkd#ha){gCt@vSPk=AB3KfFfha4cH7?aL>`tYD4fmPb1RRcH3dK#C13z<r(E`23j
zfpD{h8oTSh8jBZdgHw%xA83NtiH6(H`o+=dO?FYhcX%Q%IX-=|13Mm|IQEz{x^HxB
zl23K2Q1AKI{lY3mjI=x6TM~gAzT>&C7eXcftzmvhFpk&ndS4~EqTa(sOIn!OgIF(u
zh+XZb2>TiU8IS@gUtcR_HtNrv;sfz&+jG*<OUAD5p#(ZQ`;~QMj|)7KTJ%FUJHsGP
zM$Q&e7t6d3*Z<*|!`^WN9)74Ye#m4&=ntP;?pLa}6PMP`o8*T$Ma72prmHHs`T{H5
zTgIK+gr@zHOTPl01Ri#ZIe5N$dCg3wP#n`<>>jJ%$e~|%Ld%U<g}5PvzJKAxY!DWT
z;i>L=)=H+~I{Dy-ogu56;OT--AG!;(7_MIG`?jvijS$U>=s|QHWaC*(f*PCt_;|K*
zC_YI82GjVrX4XIaoSh=IPOLcBegCU{g8@^0R`xFNbbaRUib3qLTAPKF7C?ZfX9HKZ
zy6X;wuL!ldLv8jUNj=CxSF(kl7qsmEb^ow%<KMx+fT`s_on0qhUEl3{tWF~k0#o6#
z88q`EA>W{+uetRXTRPORR{nlGzFOJubPj!6sNZ-WR%BLjU~y$oL=Yow8u9%jMg671
zk$wL&)UNKyZ(($88cb!ZVZ4V4D@rfiYuHTSctjA+IrRMAKKyf%;{88+W&gXjFx?{$
zVVCOs$%Z{@(;?m#m$mVXvDpu9PaF|+Uv88Ycnud(m7J=vCw4sM&mR8W3r4nvVA}fC
zTf)`uFs^XteCzrMR4X<uub4Le&%SXP_5??O`XXBN!=v6M0`EBK`kOOiy)eAZ9WOhJ
zmXSnv%WKMg+yOC-&c+?f+-Zs~mKxW~7OXC3<q)2o7J>i%lOXCGSAD<L9WQMW1Fg-;
zP$y4p)B<H`d9Yn7MZEz-Eg!emkJrU4F$h{<YWgb*P`A5yOc1EVuhtS?`n~4A8FqfB
z>F{)k5-!Q9+GM1J=A7pK9mL1LU~spQOXaSyuONE3>V3z(%EixQjW4<+Lb+l?JX0N?
z?udyS<B;G*ZT^Dgb4R>%p#g#o4cFuS;`8>;$TL@jY9-X8%l2JE<Ig$XJp5d4*l{{Q
ziRYj%F+5}0->*lF<9LI94yT80dog)PpR1&3x`wv2Zg%?@^;HOTq$qgthhX4J@e&3|
zsY5bfRb!?<d=Dg?PcD+lhMobATmo*Y-EqwKH~D7$M=5oPF)}m4_d9s~=yB8|o|Wy#
zpmQk1$NjJw24M08_2I}!IHGgZvl~0ZbpryDR`}A1P=oBs%qa51lL*Ni+4RnX<;z{W
zd%Cxb<r-KJ`JZsTFw&s7g7#yRZ7#}z8<(^V&6E9J^Fk??*L|P;%9QWBTR?sl1-reV
zrZ~j$S-2);1O-A71ZjS_Ala7g{zgM+diV8S-+nwSK7#6z-~5=KcEEV!4j}~#*_<wV
zkSq>iHW*&8&BZ=(k4r4YeI@9>MacsD4ZHQ;A3C<8+0}!MGNwFk<QCU5`*d2aSNCrp
z9tqPc*mkv2-MBnm3Bg(cy{AX$r$*m$fgXBn2;$SZ4i&@u?=i@Ek&}q|9MW`LZL<KX
z8di4{aRkg(Qd9-#Rsgan57V;%WdHE!NDBBEad~X2%{RN!O<sQjniLpWJ`@3YX>IKt
zFy$!ieW9d;j)M!WPjfL{j_T@o)?*da9hw&mPdKaRW+?+L7?$jUvbmqfpYA+frJ}k2
z1rT#Dkz^Py+zXHl9?u+L?^ghb+{~r=phX4JWF59nU`S{^{Hg3s0k}R-+X$>}Q>;ub
zBP&~GY6m#mb%6Er1$Y3=G}sdpaTtHf3t^2{MsJ5_-Nc#~0-K<af7F|6$zTSA*8y>m
z4$TIJO4suQ<&+!2<-D24czCY&L;>XtUMV0#`~`Xjp79}8N=ix@J3Ai2Fi|10Y;PQO
z9L&hDy1Hk`eQS(9St>)c?XyW|5Hr)&cWjAL(^By4)!?T9RGzO{qCz6-<MOyegBGL3
z7fE*p6|EB_CYM6FbJQVi0^S(V)L0Y5C&Zx@q`SPqJ4`sIaEAk#<8%-0?tE4l9}<uy
z*u}4Rc|7*#N#9{eh`TGlNdwewb<IC8C3AglDU(4XD+1ubrc@cW-~od>InXh{lu~~(
zeh>^A%cn3yoE*oR$UeJIde}dAUsDk{UXhL3vxntd=FEQyxf=}e3mebYIaoEn5nC0l
zEv3dG&a#(&=$GgJtefk4ZLORotbH2*Y5?wl98eOL<s{f<7=oUUHs>j*?qL!W{@A3x
zHy*;K=QUmV9g_2O7Mz<c)S+i4aKoZSAG1*9MN|=bJ|Se^k<`&=&{eBZ<~rDWQab0r
z>vz}~{@YeDon(RAQ3lqZ;G;+1mZgwG%1s{x@Ka_*t?jo|B3?>X9|0}>)g-~*SW(mf
zy7E5g7KPKiwzF(e`kLCCSau_$!||uOykOHih~<+x9Xwz!**MzLt|Y52dfs(;tXxqA
zNsj1AUh=0<@Tu=7%;vH6&{mdrD1CrBywN#;2OWL7<CAICYNVT}ole1r6-it1t?RYM
z?I`G<5HM?@;WMiI0BpP0Q|iXWQ=LaW<lFq3Ft)7(5ck=AUVBwzJk%ff;$-ztehAh9
zf;<siq^pZS``#Fl>CUSwQ?(ha6}Nv0lAZLDUzz6-WyowBr!VDcZWvsSOl~1Y5{P&7
zA#xlKDmw5CZ~<jV)aOvr5vC-A@fS(>><E4bT{~U?A^Y$dcRP%dF9RARFrwl2o<s&k
zTHxVV=49yX9Eg~4czB4p7Y+2HMXfiW&&0gKD=0{E#>C4zF(&QeaP;fYgonUM;Jmn9
z#r%_=8gI24+gq_~RFC1%kSwaysqh2*xmiXPM}}__C$h~bIU3WR<iBMF18@xX(+w%|
zESCNMSG()~QLO=?8R*w7{V^XKe?neIllvne0U`|~C%=GC;tddmmy5p!&0<*S2mqpi
z?K9BR;FkA7h^N1FxK=`z^&~Zv_*#SX+$0U#i0atdQpU2-{ak9sef;B+ftHc?o5vl&
zoygM$s4f2m{7NJqIpBM1AC5_yU`_{oM0Bk_{BCwdBxW~MOD~wceL8pYtDum9w_iq1
zt~>{ngQT;hjH=m60*Moqv00Rm^J$ypZwGKTI;AFA+&;vq@8{4?PT>NYJ6S^y@X2Qx
zApu<qrgHu?!UQUhxX^U}p>yt1)2RLPe(UBM{IUE0M{C!rYUsvfpv7rHAX%nSgh~Fi
zf#D^$b_c9|<!#$n_zd{%UHO8pvX($~<NV1{WaYrJ(3S1q^d~#i8Ht*7v=9zt7Q{dz
zIQEyx{ssGp$8CtX=d5D?9aa&&U8N@<kIv<R)a&PV3`36HKR^N?fEMYOT!B7Bkspoi
zAW&^=9io!yNk0G7F?iEn-!-|=mG0S<*U~lovP)tGM$z&Q8kw~)fyOTs&_hg$G7&kH
z_>F^Ikab5f-cOD&|F`-Fm$a^)0%SszK{?|sP(J5_XlzYx3pz9JV`AQ=rV=x2ms{%I
z0TVNGfKBT*I*^KAZPL|WQ-}xXdbZVoE>F2$sSIiHI6T+#l~TR@d18<_Tt3xP1M90}
zcpUr`cXA<}MW1N5-|dGatiOY?=0<+^6wJsVUHJSjt=Nl~h!8A3KR7di&|vW?lTKeW
zU4DX1F>06P9P@``OL3{B?kVU(G62nVG|USM`6ao4Q)P-Gqfd)+g~ax<8K#WK-mJD&
z29=l}0c;C{eu7mgTe)XV>i$_0O24%zFL}^L)3=x0C0`Iv(zQKN5yY>?ki8hi&$!@~
zTSS#eSAXt$oPSz(`uVB&6E0<H$Rm4IbLiKd_llg3F@&Le8(~K)#qOKxHAp?))#$2C
zpDLQ3Lrb^pC12yz9$?>|x|4^VT7+&eAgGX5{e2L`%0RmT8x81~z5~?XshOQL=Q)PY
z2Oz`JwF*QBYM!o5@KRx3wlJBNa@`_0&w$-04EPEF&P3KD%j@gm00GVe;(8JuYfNy~
zRc=Q*Ep||XChT*-umB>!TtojMe!BmNHKFJi^xD72+y1Zo3tuO*o0Kx+>#lO5r}=mH
z;L2eq$?SlTR~>~pzA@9z)Tr!E!#5TRaG7qrOv0~w#CO{RB!)bn>bANp@)@=gheD;v
zxdrVoo?bwgSpwHL(<M#^9}goTD8Q*6De~UGocwufpa=p`rrE*o_Gc-XfQhJtMJY@G
z5ZP`(gDjeg`tU(x+Qfg4FB$;xfU5G0s>XJ_80ftudg7>SikB77UIV4hA#j9UiV^r7
zf?pq^fg-zc3RhjMS)c)-0}{M99B{X(@J_~k>PK8#md@fY(Cv!3wT)6k3^%r%@s@ZW
zc@z_!Oa!(1mt@5-7;Q1?3>wOnBk9vuq`F00ekdj;;G@5nubFsNd=)dt_+%8aKOO?j
z3f;Lr9pn#2xgbQfJ8eAKd`PA!J}jWf0S0v?dphs{WAW^VMc6Xof+YBaXBoz76G=cF
zCzg9$7+sZ<hW6tv8DgrfwKKy)brrr%C<+rhm933yG2zJxX5XFu+xzrG`(+qrqJyzN
zo2M!Aez<(a)^U0r;5YYtuIS4sXnfwW>+8zJ*-q*5FFy#n{VT-TEZ0F%G46p(*Jn24
zXqr^{(UNiC<npJWC^pla{(5yLlE^rkpPU4eM`WLoO2{ioVR+?n2bFQwVbNML%1)H$
z?AENNM&&IXKj7EW=&!>PfW|~rFStLHCfdnJythXd`ctG+oGwUTWJ$eN+}__c*mP4a
zSB=lf>EVqU0&r(7`@1{$q6`xkm2QTjr@m3U5<;3S5^ti7*T95VI+^_r)E+N4es>-q
z-HY<vfxl;WI%XrIRq|AwMv8Dy<Q$bdAd-vpU6nSW7fdt^N+x!e7YtpUX+`q#_ZgVw
zISEP8yt|dnzGz&cJES$U7=Fm3xN^gTP1ByC#z=wa^Bs;LFKXRJQ`a+oJg49AS8|FP
znn~ju?y@pU0V(_5^n!RB`)>;Z;Hd>g>H!^{$ryW62w!*NRn8Gr5PsSsK1r+8ziy2C
zTmyHF1V!%I`42hEy&(2|$<P6CBbtx={9X{1xO>I@=6Z2h->v&rdvbaM3#PYzPZ1j@
zKczA#g`Gbd^oRe#uQlJP|4ZpBW{&ODfhc`?gr%(R-a<o-GP=<%5z_^d+tW72&~C(#
zph37--uvOb&BRn;-Pbi{*U&j1g3R}D)T+Gfnbhsusiq4?_YYWsSb|M+-}StI_Ev!p
z5v6)y{}+y4k(||Ev+K(x)<p?XVXA*wZ6)l_6XYuhjx?plT8mEL$Iao5UEIud%Cv1c
zG10IPyp$$PI&Y|J*R^wZ2tuxzwST!jN~=99w9^6B9RknWBZB5V9*b=!cU=r?FK=0|
z(5v3BZzg$AV7HWbfTnH=>wJx`N_2Q1^QoO0g2avc<H+>Q&Zl2h)1L<~8_RsS?mtZw
z_&#BEwqIeVXC|RaNRupChNM(MbQ+e4QD4cnzoi;7y3=)3bhXn<gb3<-{v2IDOC3@I
zN?r?-Rz6?)|2v926iUzTFF!14x-*?_-}O{ExUhphK5WK|T~Jd>{a2gR%K&Iqc)6<I
z>Z~-ymn%5b8nLeB3T&Kgg`u%IvtPR2Hz}=Xssc6>tW>6HK^&S#$A0eU-qneCG)6(l
zpoo6exRdJm&zPE`N`m*i*P{EWCT~H^fMq)f=Vj->`3`*IpTQQx1rdVXIr8J7;fugR
zeBsQyk6|-De~5b6L^8I@&bhU9D^zE{JkM=?|5k=_coAzFRiS1xtmu_ARgq8hX0yz0
zTY!lXuN8(*1&wWcp(0e0-*bSlnhNxqyP_X=wU1v}?fgawh(bsfUL7W>oL@M6%@-)n
zlR}C4EzOHi&;5Zi{uA~nDpsZ?`(&54V|!~1%7sRkcjie5<GUS2ys>N8L>>Bwh7R^(
z8P@);)Fd_~PO470ySw^1+{zH!Flw>ymayNFC3EwZ$4hSI*<(+PtV~PeW`0cj(~-I_
zTRxb8cm<~=NhKhy$#|*PCIk0nUayHu-Uk^LOUGvsmYYr%wo|d-QT{z5s6dr(vJ6%$
zKZrc(yHb3NWahE+SBRheez8KtFrzj0-HykCmliLmTzrDI$G1Ue*Ybmc+Qd+z|NGtF
zp)BWI=KJu{wY`gjSjQ%Ig$NmVeMuq1jXX_|qLs$^66w=#+qC9?@Lm4Mm5NvJZsAej
zX8sAnrtV%|<nf-AZ59?On=Qn9T4kb7&B^xX;Pl7bn}og--z^1>^n$u&P-mD*Ih)Q%
zNOo{PZc6`ykB56gqcDkK6tpRqLS=CuZtexQeVB*^mg!5cH(pBaV24V(<M;<*fGS~m
zoif+?^HV-qp}=g4w@CC6Kj&+T>!U>X+0*z6Ljjx$ynozwjOZkdurVi86Gzyos@cJ2
z&uK-=Qi-rXr!Irrg70T-zk;(lcq^UCD#anL9$_&pJ!v&n&0?pg9;`aSl7)S$pwK=R
zP^$5RxY}Vm$@5(WV*3Wdu|Hhok>skFsj+vU%Y=x;ZVZM0Ih}>;GeNx61KB_3E;1VH
zZf}JdcrxihH*@L1ErYwei%IXNSe67)ulLup8M!MZL2p%FmA*J*;b4NLpeLv<%T8~%
zE35ckxOsc_e3k;DB}?O|nEw9$M@4`AD-@eryC)&Fn}U-QFENs+I?mwY>mEJZ_vhgy
z6Nvl$W41tG(vw4gm~YLvLX#O<bmu$ocFPC->{b=J5e%=>p5Gbtj~0-oIbX-zDKe1n
zF>!>dJn}JCVurdrdxl0vmK?brkp7g<=l+4eS31%}&|8(R^B_oBCtW9%#GMHeCy{Ux
z29(Z7na2IAFnJQrK#u3M7Fef}!FvY8%7a$Ua<9D(k3FQLJ|IuX+HZTTd!?Z#*rgXu
zQ_B=Jn`jv#c$uK96Dz-aBOWeUW;lT4S7FLpRB#q0Ipevs$Z;}VbAXtFjp{c9|H-J5
z|N2-(H(LCHv~uKX0wGs`N`};K%Q~Ebp&Q|g7HI@a885Cs#WN|XhZ6_jPXnjGn51uy
zZ!0M46Otk^Q16Ss7@?Z|_*ES;SUr1Nve#WT`dYecBf_|0wA${;48o&7IxO2Y?1&jj
zI)nRfWh*4NLJLi|`ZM#&R073=1)dub?O|(7AN#hEX9)KfS-S>zY-k=&=q{PzxV&z>
zy8`@)PH{NlfFg+y)~DPIRH<QfuD@_DqJOL{q45!lH&p(K2G2qkiXhHp&_%wsYLna4
zYRnu=<>}COT>^de&)Uwe-62nf@5Iyd;eqply;z-~^y>tu4(@~6@}Lu+TY#ZV%i3~*
zE@oQe2<ysT6mfZh;+{EwJ3jiQZ@xtg?RI|PBexqlrpJcAP!+I^{ByVE85jrovpNdc
zzYWP!drTq}ohq)$N=fjWX?`8C2_E$>lla#Zw6b?gdB_3J8^|YrUS)}<m{Ov1d<@Au
zvw7+iu@!cmPOq0kf4m_Dm84E$p$SzDJk)%Xi^r<U5!IYq!{|4`68rA@<m+klN1W|G
z-w00k7l{0i9uN;i5P+v&q{Jybh~qhnjk;Mq7a1V@V>ec#KX1#^<Ja3`lYiByKbs-%
z-?dj0&S`zESwUZ~hLNDqrNu3un8?~iCxty}brm~kr+4(lIGo0ILBm(ug1KMcQ;@w{
zGA<pKco@i^4Bp-09I~Km9i*^H`3DY-pf%KdE<3>c5f?KpfI3(yNgY@CQ`MOeDS5Fd
z;CW<#@6s7kObf{Hi+fUkam@ZmpIi1>p3X`WYJO5qG$|nP@bi0nKzft`@+$5HZQUso
zH<}loYYY&p1gXohT|_~$lhIlSj~zFkA}b+5gnqaQ)wnaMkt_NM$f&%lAi)V7Y9d5|
zo`l)+Wn$u0k(*wi%;H4<+=47$X#x#6U3Zc&)jZWG-$Y=KIzQvAVmmx64}uP)!sk4f
z+_H{qZ$lESS(tv4UECl+r#ZAaH2TpnOS@K6*<W?wjun5iAm!4(WleX<NTI5)65$eo
zt)Y`GA#lFH$<@cd)qK_~@T1Xo_E`pmyz{iezBK)zP>BW5<p5uL|1MX<h6Wmlq2qt>
z@Q$|MNLwqvN8x++u5ORzYy8WItEpu4@~HQ!FSPUmQLE>BzuIGK4~>yyYw~+0%qEMl
zBUMCw)SFI5zuZPFqCd_L+WNwj&JlOZ@A>x`+KI_yC1+F_F*rQ)P+1NbN{g<g0c|;_
zEj&`!fYW-D^HORw7ggQPE<oqS3LW7E=7de4ou_2fmH$^L0_hh#iewEI?h45c$vLle
zBC2i%+OA$rKK*U&&bMZbq0#3n+KgJ`jQ#Ue-1ZV3yZVUjWSe34wn8$iX&}!uq@$K|
zKMs<aqTy1Hs8ftHAKz*Vw_4aH(9{gw<9A7wt!5uCHU4R0gu+NK@f$rx16nw{wmMWx
z5Gt0XBB89$j&WwJIfxK=qMY^g1+!j}Mw1qTEp*w~2b1WaGknj+xrFrnplc{0&bWp6
zJdwvc_ve^6lpn4&g;&@*4_ugjATH~PI$!yLI}04uq`sL@4NYBapRc#Mwi1A@b64bg
z$G~}tadL8Y3u{#8zwcx;HgX|}GsmCc;&r;@LK5>SM5qYhxSwVu!~okmz-VQC`}RGn
zGWWT-ao{&jWW&!j`e=(MrMB^yA_iJN7BNO9lN8lGZ`B<{V~w!+FjB(hx<Pbxkzu_P
z_mnq!+ZM%RM=&kmnGjNT^V0!GbKuDfM4_@|2XRjkgt-yam0snI(E{T~(FcZnb8l+#
zbUR7Ol39;6|6LD_zV>jTid>v$_zHa)5pd*vsB+l5NqNl$SHnxKxm~XySA`ysVHq?~
z6cQJ)fbuA(+7K;Dp7-l0^jh1+;O6E4c~W<~VxMn$KjSo`<RLC+lDOs@j+ZKl6N>h+
z_Wz)TbmwlqA|Ejg(m*MAZ7hx>ab8uxP4~?HZ*yC@`x`Igk6n347}&<`&S*&rh<U5#
z_;^@N_6lnw1;xJy2?F|AtJFpXhKg129@0>HsfS{g@N?2tYWkztaM@ncu$-65ajP52
zA79Ay7A;)7wlJ3tpjxC}Sy(UMnarwLdexM}DZ1}?;j1|9eH?r6SMyDNEE!VL(#3$f
zGMD9gko0j4VTALN&THNvYBi2tyZrli6YmN7UT!fHZkeAi1B%HwUw(XET!IJ9SZp-@
zk@Sz9w0fG2G(-YrDlDSHQ$@Z}JHgkWBR8(~#7RwqEs^1QM9o%ME^4*78di<D##VU{
z-)em83sa>`Ipa1<I8b<$a4W2NvsoB%%kt<m>P;mUOKSY%_N{{EUdLgEs&3s>A0SXi
zE};dYSXjSg*d6Z5o_Wjk8Ox|RrNK?;Lt=x#w}Lt6D}+kRVxQlly8Mu5#@YUG{_I=l
zWfTAQF0a{tQjDohYCNPMy|DT(<4s34z&iwq_Av&urm_M|13OZJ$k^i9(%N^>J8pL>
zm;I7ygP50Sp|MHFe|_5ul#`!t=X;t<1hV}6$mO@R9XOdKDpWT3Om9!$y6tJ44*PCI
zx$I3X_cNai^)bv+!%$IBC{<twp~x@k_tE{ZsXI~!MaFjz@3PBh5=9sRzu-6mQ|$j}
zc0qiWCYT#KdXJDL@5Ur6yz5T_&Q!Ri=_}3`ta@vi%O<*8L~u8+c2s_n%u9mt1NUj`
zb+77HQbpl%w57Zi@3De8nlr0#^ffLQ$$X_!Y+T&tOEw7~%9ZI)yoRY;gYFT0s{}?E
z3AQT@3P`1cqw7`^#OxY5$6d+S<;S-m(79||rwIdk(oTufyD~-Vm+m<nQ(65JfnZIh
zA&WO`9cW-oT)Q@;WMzc{)$Dtbu7-sxD}#Ti7sQC$CnF~pl%bZ+s=G!8Rv+&mYj5<u
z1VmBVi+6i!0(bH~*WQ3hTlba88YkG@uU-y`^^e8d77so~DH5*wJ=FcEiiPk;$KVqm
z62cl`mEhJh0+3Nb#nLKgd+?i%h9L#vJKXf%zYpcmPWp>f){>r#8NN7EuAA*1E%M@O
zVC7~o22#}GMe5cwxaD7ZJG<FbFZYuqKjqD}Sq3po-m$Kpzm18T7Y!B12q7JT`?_&5
zIMo4vL4-2UG}Jh4s%q&U7g&t<VdL~$M1@LeNTWv;wfF{{_<;sxAo<oH&wWcPJ`k*Z
zRuHCV{Vis-wZ@g3vRdBB*F~Zo9%*4|7Z#U#M0L0bJm(W>IpQ1`71I?~4nBH*%1d5|
zqc?DNe13TK?R$8o^rLWKd{Zo(c$ygfvv>`05|$q>8^1+QQqV&xGsxKL_3)PJC6m?a
zv1uv9RI|NED)6*EUPS~g$>Ij!X@>v^;t5i)u4}x$(D@hsYSr%vOn6K0)Q=z2a`Q_e
zzmU-NrI@A`{Wf!!ti@*VP~AviMkjQ?ICKXU&*pzM0P0iTF(oT#9|N->bHn0WkAMzp
z(y*6-+m_`kJnAY5v72=36k1s$?{Z2iGQ>IHxgg4TXcfABuZ*UsJFQAZGDyev?%J}6
z(B#(HkWUN{eg+V|k3ur13%P6$S^ftH56HlZgCCG<SCbh?gzY=?P^x&<+wN%47tbpD
zdu;DxqE{bu43S1b6*riJ)wd;b8>i}WXO)tW6)P%srH3v`#FvL4%w}I+%kWK}%4%gE
zmiBjg2zJcC>fqSzQ^eoqAEw~_hEP5wbVz<^#`?JfFC$hvpXMOhkbkEuR8GoF_?M5>
z!2N^)MQJf2B91$U??I<J6%(os@q_oB=W^Di6LlOzlg<!0&4!?Qf6r$V=67=-K9DtC
zItdKdPugc6P7|&b-%jC0`P+X6z=P+L;=`DFCIfGDwcdGkx#P!7hm9aaUBMq+IlNHF
zO6t@VhCIq(OxDJ^W?z&)?{CBL_=hV%eqW4Jg3){qZ&KSZiZM$g_C2G>Q?fb;!}mK6
zz9lcch>DG&NSvVBm2j-FLuV-5-{T0}$xVOB`EFNQ%0%^~)JF8&QYOytO241zl{3z$
z`KP0+$*it{SB3A(>E*3XZ$uY3EnE=mJB7e+&);ztaoxR=2H$xPgg~%Cro%ID`02=K
zB*UjgR_{9`_ga1P=$idgGp^mQx_FBga;mB~`AyGHNe9PX++1fjjCSaoDPqUC^<4~4
za*GxjPmwRSl%MWKO;N)&T#?n}7{WV{Irrm2k-T5sE`Ac2)8S-IL<!+GFdHuuA)>s$
zUtB9}6uJIlK_Q{#TNUj?sgeO}YOU*=I@C6H%MKxQb?cW|Qt9Hs^gjfP&W_n9kDh0l
z&!>4QWwZ}b&EjzI12>z`etPUpgMK=b6e_gmBma<+932fCcNk3%s8cAChi-;^>m6kS
z<_Z`L6NSeW#g=j1u}$~)SyHGT{Jg}Tcoi{b^5)A5t)8ECHLvx4{8%b2qx8it<k%u-
zc2le1eNlwGmx9Rf@cd%|R{thxs}pC#f&7*H`6pk8Ioc+>0De)oDv8thzxQ`c3fSM;
zN;#@AQRJick2&k{T{fD7py93|Cb+o@Hi~h>+ozQ#&-oAotbR**QoWdfr>+r?1lgWX
zjkJ{@BeL>C@!rU3k>sFr?$^!bX)5N^x`n+m^HwI>*ahwQ%&_5PwC}O3V#>@XL_s{u
zN)EwtZJ}rf?P1vOV*EPtt7>p%I$N8w-h}Tb<<twKrrF%mo^kBWCW6E9ZR_ojweNt&
zPDGXF_}cgh&Y&E>6mGEUcZfuz(KmYx?26-usgzJE*ozS}YQb5@c18;35b!iAK@`{b
zL;&?HYL?-X0TkCqkv^VZ&30Q!%ys#5U7vk9R-$(@fv_b!nGGggTCVA&qQ(MUXe5)`
zlRk&%Yu|!kyRDqyh=<hxz*gl#H#B9q4~qc$7+h<8k|h~i(Zu%6x1b)@Y-)k5Ud9U5
za@#W*Ra%gydZ$oz7mxQ?vl#6Ve1E%9QFaw3!(U=bm^%{C)om0kwk-~bH#n{%V|4Y8
z-rb7Tt*-UFR<8>&gN9aMj|To_H^hqkygBm#`MCoUL7Q6LM~;*@yAKfLFIa=?`z;@)
ziK*n2L`wuUrd~`P^;W2wPR3`3TkVw-X~gL2YJPOkPcI1}W+1PTXhvY&ME=2Dn~K|!
z?UW{7D(*MUVW#T^P>hA3xp&{EsaAhb-B(8W6d-Yc#sHvF_e?=^f*IG8zuR@Q^0r(L
zMcq2E{fKq_pxwIpcV$4(&5b!_bL-*6ORrox?A$%1mD9|K5UcMYNZA}b--fzLO+0Ht
zo9486SurA`yQ4JEmjL|bZXS1kN~-g(l=wqfF25|)nflPxKZ_ONc$+&y-G)nnYXP>c
z<E7^y^3C0%?Dx}Fdc?!tkgIYYq4<T@XDFjf^edoI17I(`0wL+bPd)aI%%<iC`Y!Ij
zQm5X>Drzn4*zAA#BrWn^fWQC&!uyMuA(x|Rpr}bjsTnkq+-#G}m-x-T1Y~ojkN+n$
z5P9*=bIQettm-Glyc(r}jF;^8s@Dx!=}Dz4G<2&gHWIcexAaQ{t+5@^OjK`$p8pxZ
zpUVDbW3O5_1)~xIk7x_iq}_zJ3Z9@{BXa4CWPa8*yuWA*3<uw~48ZtFa=j+Pi0X<S
zqYUoQ-)TIbpWGZb>v<T;2=zdbH^s4-bQYT(j**sT@SIMRUhA{t49fFsTN&~4cp3L>
zUPj<h_UcdHpD9zoMgU?kMzN8&QT`{(hM6>F0V7VT=2=_axyF0hUb(54+Xx-?yJ^dQ
z0MhzN{u>QBK#WzGJ)dF&h`ZZJ`d&>nJ4`YyjRntNq&pxryJ=}^aje_uHXf}yYJ2m(
zT{FC2Yn5QQs^$6VqFfVuTutj_NPWi*`L}`<F4G?Io1t|QOY`1K(=UxnwPv&Sxp8gi
zA2O_iaiM$%l0Yg=qY5T+{17yC4PJ`n3d^9X$<1LTihKQLDml8L8r#Ib)SA`saqKF?
zJ!b(z3(jrn&GFi&4Cgf^#WPVeK7sDh-PbXcz5T9~0669t5()tU#B*U}oX|a-|2e=|
zQmDw(_XkWKZ?+-1C|^CNVZa1!0zeNHi+`jM=d;~)wK-Q>Xa?1Ow()mPh2o1}&RhcQ
zp86C3PWyNz-R>RNbfHlAQ<RRjo91otY712B2+wV6lJKAN5v7G>A-?lQ0OXL?Vzc{%
zuDGi9VH(v>3H4LLoh(`#Ag3V9MCkij@^?>mlm0t@?)had4`K!llXvxT-8Qb22pY_{
zcmNl~KxD|{WzM8lG<GuA;n8S~3qIR;_LM<6kD=Ff%NPk|cqXcL)5mjRp_?=qvoy}H
z=&!!tYnc@7OTF9`fu0?26}Tu=xT89-?vzv9NulKw45wvP!yL2G?|xxCHk&<DywSMt
zE%ki^Q6WOJ=smSgw8IA={UAvhn)gL^W)sR6uT8LMKH@|NfS9byTk+AAKf7;DuBN1p
z(L=#AjQ4zffj7E~wQ@T658mDwG0iN;*2s?d`@9*}^1)hh^&rEI`GRdg>v~~cHP`))
zT@wd4^(4736?IT9!~3yu;3`A-h)_r$N#Gd`v<6tmFf;k_@Xprmwq^7E0%vSgY*gR&
z=Szap-`{<1XJ`TL$0|gdnO#>KV5vzkV(+lY?|-hXeIU%NV=@qSzwF$I5ersp5duYP
z4~u%hE+|9f331%m&pY_s-b~%Um4C*3qD}$w9s4QDD{!oiHmJD5F2XD%g2-`$k`y%1
z>~QVf6`Bs)t;{B)s4Vh)(nEjl!ma*&Y7G+)-qkUgxzBUe_d%XZkx^4ZZvEIc#KxY0
zi&cc|1V=1rv8Y%-F)-d?>1+Mj^3Oe&?-1|ovbXTc3I<@S>I_XHZi-<usdYCyERZbC
zo4_uUKsFsE$169-jEprHYm6=1)Gy+CWc(KFMA&v+eGPj%8_U~oa*Qj(;A0d?8@r4A
z<2Uc-*gv&dVCKd<M#U<2y>CHvxtNvy4tb@Y@*VivunDu%W-bxJofx2BFa$;xDgu=t
ziW3C{oJSf|-mjEM)u<6ON&f94EyO)<TJ$noT)X}+FNvoEc^FgK(XfqC`SMUBA?DnQ
zmoBg0T?aX8&0p#Aswl-5KfqyWvGES)JLE1#@z28JWDp%_Gx5|AVEgHO(j?9w2`uyZ
zPKT{{=+nzKp5;rsi`qmkd;wl&l}QO>|C8eXxi=<oZwh}_SKopZ=?5`~7GR(qN!xYW
z`X3#ni_EL=GlTQbbuhL}I4FbIj=0-qWH3l&_Loc&m#iHS5x@;sU+u)7hg^z<$loA5
zV_Bs*(TIXvG&mbIw{8EUk5ay(wfQ?0HTv=z__ct~02iSC(T{h!KD&+3BEFrY6K2N+
z(c%3XYK^-Al;ja}0Aw9WhpNL&cM4#>0dw_4V2%#~{Xl}7D&ojLhc8ra@PN_v-oj|T
z(y!4PmzCr<8c32c2RnZIpiox{hhDsup#sAg!AIzAsCvGZN4YvueK;=wK*U*?pQuMP
zrBZcM&#}AtLq9s-2}k+*SCdu?u;frnbn2oyy_9mM9moe9wJB<{8q_^xoi9jF8C(*r
z)o;fxYt1b+lYXZ5);iq%wkP2_&$Xj?Xr4mje!=JS^0HBv3ZtT4HIt{@I^U88wA}HQ
z2+W26xIs-*ov%R=X(<l=ba`vt{Ff^(G=}H^&Jz{nsKyvKR(PyMN-PFluvM<T!7|io
zv!8!X-3IJRGYsxKQ%spaE|wI#-F;KHn_SEkKQdVBFwm$-(sq(&w<$ekyPsWgVZEaF
z{dC}6pf*aaw+0F)t`%b0uj^fz+yIdkNPA-FLZ{oYc<7BdmF|Uxg{WrL$A`o7YKQ$(
zC;qVGJ@A+m1J;3G^jPR`-8%(Mt!ID0X>v2_`9<`cCf{7habmVoG=MUvQrxT=v_7bQ
zl1|~k`$ngC$|NZp8ir=qhtM`e58hqD3AQ9;UOe(?X<KRvI^`_Xv;7Vs$1WIk{L8-E
zLGtatODTg(4TQW2%GSMcv*2Y-9C7fo__yVMbg0hSl$U&Qz3P}eRKe%QzI_ns`<*;5
zx2B{hLe8>NG$5oyF*GEh$BM-mrFtK-TI!G;RgVu4;_$efit+?^SsxEkSV-1pz*@VH
zL`*xdE73@(3j8FU#o4PMD-oaq#}TaBuTt}}X#AW-{03mF-^<lg`ao;11zgO>*n$q9
zcHjwM3j__qj}*?PJ>r7-=J@v{5GC<_&q)2c8sxdWT>dYWja@22fSCGgjRAY@@B8fG
z7d~XJYZKT|9)SUod0?a-5G@OS`t)gno@chv(Y|@{bZ2_p&>4uYHz&&Qfi)c}H8nMi
z;|Xk^`@>&JP05j+-%Qo8U-2@5lx|-I$xrEb42Cxyt1!Pj1N?UCI)$Wz#=<KT)mMCh
z9ft7Kp#14`B`8Jv(v0SEG-?tTga+!%w~KWk!Wc(v%htNcSgaoNryyOP)zte0ce_rt
z-Aj-C5CHG=7Pyrh0he0~m_3Fo-Ld8{82$4O_;pC|r?rCNn!qI!572sKV4Tc6X;hfG
zZ5RsHH!ycEXNmA*gPW&oPwIl*(&W_IkX`5LO(1bBk{HNwDSnk@nvrn3Q&Z7T`k%VF
ztH-326P`AmjJ~H(En|>uk|^X!yz|@S10n#La1#o#vR3+I^X|T4Cj3oD-Nx6!IN?L$
zA@9>J7=r@t<AuB>;IjZW)Y3|vL=Uk2b=jF>^YM9VRcqM=Os)=rY8%E_WzrifwASZ_
z8LR;7gZPghLjd8$46uE+H^9sbwT=K^*i>peQYiJKG#Gv&zGpaDyZg03@Fc4hb#8c}
z9{lkBB7fZS-^RM1#hI4&|3m|9P`X{CN557kX|TK<PV_jqXQwF^K@k=Hk?TAm^cSX!
zrRD@n@^r1z-TKK@pa5t{xnJKyk5&nQv$7a?ZWM3^wb`6+;Q@m_K9ya=#<}{OY~sSa
zdp)MX;8(J5-@c6k4-`Ht6WEyL0AN45?fnQyx5?%!F+rYyB|seLm1N2GIIDrWBCeK8
zP9>3b;conlR*-gTv~;zEcxR~$9og-sC32H1BN~M)j@!7i_7QNrArUT6PwDr#x&+Hv
z6KmxkKfuZIc4|ai&%6YiV1ij(bq2s>;jOS#xB<@VhhXSXJ{TvlRo!-PC@mjH^~}j1
z{PyLotw>;m@<cd8kK(KnG_gRr0S`d7(w(D7;V*TYXx95*9JcbHRUl~~;dJD13MX4M
zSoElgd_2i>PLGDWmV5RORm=Cc&+VZh@IRVgg=!sKr4sL$%S1uKt=z<SxqMUYWFDd@
z>G!VENMLgrO(BE_?0kBFPc>EBQ7n~Mc@UU$BGB!)zrSB<+}?`*AzQ?oJ*+LvK^rtJ
zYnO_8`Z9ZmY8}4KYF?bx@a&R(8hTFMZMGC0*i1lSt9z!GYPV@z<Krbkh%5HU#wM`+
z7hX)vVB-z7i;sAdJ->^W*EiIxa?@|elS`kp#`r`TsKTswzeB=o1)?A5xO6CT$^pPn
z0WfaSgZ|xm6V52bDdk~fVQF_NPG3*F9t5nrjD3svz)~YxI8e^Y*1>UnhnO@OY8i#C
zB(@ffCq_m`_I}j6cDd3?GlPnZXnpHqC~C2dtc=ejKK%2XCK!1I(olm)%x~bP<z=Nd
zK9<IvD=xb539Fu{hh6N$%go{9C?VKh$nSLtoJWuS16Ft%uWiCM1BcN%H6!h}88ZPG
z54Cz_uj+t;oGQC6!vt`p6g@8iom?HbSRtX#ZJY?Qbva<)WQCNqv#d0%*|=~C4vg|$
zoQ0tU969)YM}1{)6LbBPK^)h)N;FD(I$G*iDAtGESDwLbfzG<u;;tU^jHDYkyIM%B
zdyh9tacH=xBBM}gKF`rUCE(<*UAgOP6-G8X^siwissGEmFEJ)iklDON!9L#_hdq}X
zS`lS+cXlZD|4v(gdAQ76i@$vFA|xuRBf!k7K88t|-C+qhKGM<9z=184RTLr3U!7Yc
zQhZkSLBBfybFk6aCuBM`N6JUz++%>EKji9g1Y^c~l7wK-xPr#mUL8S2<)!-zK)j~E
zN|ppP)?D{Vn+cI#*>BE!oPrUHpHD`2<xXkE)1Xac3Twx_tOowvB+iwBQSV9a_P|I#
zn4XVE4*mwn_5}kjIEz(tV!OH|ErBN|*CsvX?(NNuMwK3OKwu!xN!kOgmAAm6Ui<9i
zYBibFuLTY?i_kJh=CubO8)5hMS#5CIyp|?7;R$kSu%4<_#Y-%Hr{JPDUgV`7Fjvu7
zUbpeO(k$nr(0(E&dH|VACL-%D;wIkG-%a+vRl$!)T5$m}-7zAW?f~0&tHOlsJ+Av>
z^Tp(AJLvBUGasuhA<!m(lf7wY<z??(V4V8!zb$e8;|RyK@8hRZ05{8@B+1bq8tk>F
zpg?W^3lQn*2lwWhCd0R(^(C$BMmz72p5NZyP999xl>A<mG%yDK(-d=|mhE3a6=fwU
zcEV|k4!8k=t^YbOQkBV2)n`3~DSK*!B0=MYB&DHB184EHat)|HXft2ci5<>k_w1Yx
z!$n;o9&v%>+UQZ=O03X#vV8ZdeCuF;;|otll?7hwg$L?6Vu3Y$8eml}11AQawjVz>
zB`Wuz_3}p32u1n8_#*tOupbPiSO%Q;!;=#kphEDi6k;mdIdhByIHA>lI3a)mROV|B
z$Y`L;ZJi_L`&1Uk5C*H`mDCQ;W$QdYUzsGVZ7dZ1FBV^dJW*@y3JW9LkFD`l1&Ecl
zjmT?0v)br-F|yt_0UF)Uo3rjQumsLlnp5f~C+*N*6YTnpHfm}gTg8D<oa5Xw%-KmI
zmCYc06*hlQMqa)E+yJwnLaZVre(^vTnOe-CyB2T^hyw3s!i<P_J8ji;ZUG2#)4G<w
z?6-#ppC<f5m}A2bT?}_EVTu}|!I;-rqK;zb=9xe+e?sNexv);pKhLViY+r%J?&I_Z
zYQ-~DSA+ZK#l?ALS!kB1RA$od#|NfUn&}3C@uktgeBt&E9EQh|bhk%;we)UAD~Jpe
z#q$PGC%*EWTihNQ%s=n{Ip<Dj;wWg*Y}``IVU1-AM~$5#%K*U`<E=VYm4xc_Scx#g
zUl;3xI8<g*ppnL3D*m^5r&CMe#e~`XUyF;ogZga@6WAu9mA7spg|TU+foly`Di{XR
zFz=CGdHfXQG!djc)?H92shHnM7qG6YvWwR#*Lno_;axyrt!1P^s|-jni4dw&=k^Co
zvCpBkxxgTB6$RElb!qpw6D>E+o*1H|75TIM_#^{^pxnu@@s4uoBnP&b{94_fuu}a(
z0)PnSV9?z;!f#_Yg1RGCGf7y|A3F$GzQ9=OJ5VlQ5wo#;gZ-+)R_}vqyF_s?w6(k*
z(7<=pK|=5|gAW5Jc?0>s;6VgnJ)N87n1_lv@A9Y|KkZ^fC}QOI<;DbMw4R%mBfk2N
zMf~G%f#*^tDFrkT#q1!-&Y}>Lx<X`O(@Rd8*PZWBt%L0d&U-;uQXO;>&C+=r$$2fP
zpBMZA+1vdyQv|w>(g_6R3a3&pt}5b;6yOh4>KR2W;6<cbtygb7Q)`AuCF&CbPQl&9
zPHK>C4XnSCIV&_S`vMR=e8P)yrP%-~P~_wl3km0g%vJlW^6cu^zs+L5R*orKAPywS
zGD7_|Ou(D-e*n;3thXfgn3`uFkGKB5$^azqfN-lej(52m2W>7ZW&{E}uxvnxq75q=
zPp=LAT|gZu>XTTO9Ci7F5BR<`9^wF^*wTx~M*bln`Q%jEIyv>|-p#`r;?8{E7fV=<
zev*zVxWlt`#DtVKP5Isw^>lYVr&l@4#H7?{qIP#a3+>C{jtYSAGxkRA&w0xskdQ-i
z^B+LTNmrx#y9-Cm>^kb@U$I;bM<-RB;1BFL^V6@UfENW|Jh;gydaF3xcnhX+1RpcV
z(N);s)z4ou^01}w*TwVekKYYPb~}H=t<Jw$jM@)4IS9E=|A*cTD1%Z{PuJMlo7JZb
zS6_$Kl)s^FgxY@sRomZ7NDvRP_&{3M<4fy4$o8HgZs!HruJEeTy3z3YBRKYu*DMN_
z)(B;6>gt`ed<Aqai=48zFbplKK2e{+L=7v)9S#r?>Q4?IAP;099MqwSYhx+KDtG2@
zI9eUzJh=!Yu6{RT(>O5{p}r~M$nl2m<g3Z0;oW#t!>?~oC6#0zmtGo3-kSC7*i7%V
zP1+klnG8;Cb@9egCnK8LqFUKKvtdoLMF-I^8PqCY<@*I529#|q%j<ulsr@E<YS*nW
z2dl$HpPw&!FHa0{&fvqkb`zhWy#iu(dD5q}M3lt1dhm>l0F9FDj_t8REk+ax{=8bc
zt6!mjTnCz7OsgAax@U7!Q9kZRxDgfqT?97zh2_ug?%TNRsyE&uTKueuTPN)$yFJ;8
zPij%~)Llsg1F6}O<;hZ%eLBbhyT}QYwef_muE+po`!LDFK6moW#i0zeeWpS75B9{6
zTG_`MGiXMEfObn_M4UP3VZru9{-<wUO!0(Mf#d)h>)0~ZROTRF<~kw~w4mnCZpJb=
zW8$Zhw%O|~Gw8vb0n8V3kRILN(i3mzrS5J?<HY0d<?+CK7A%Ja0VG3MXDfNcS-0`v
zZ=grc7YwQMz52>~+OZID8i=gaszIR#2U?&{^Y&tK-BBb7-#;3nz51bI5^l=lwH8#@
z!)?UxkW_=D?$?RceKIoE0qAhIui%VdVnOj%LS%14MM|3U+}`KF5GSYi`<^j+H~&X7
z%gGydPY@Q^va9pb#xMi>^6=C{d%6g_$Dbv3B{g_N+D1C&1t3ixfgUTM=grjac8Aj+
z8TSq_OQ*bNQobC72lCqL?5iEFysjH6$r)v*&lG?5x1$gIrha5PvXG=8%m2tfPZFE)
z*nZq}KmH4f1-mgrFpRMF1ia2odxsB43yT|I8qc%LO%hfMil$wXJ7L=!&V?2o^?;-2
zo?ucJlZ65=T&rrTIo;KcnE=3ULSJ9oDcLBmDptTipe8Z9Z+vCdih%zo_fsrHsI5lV
z&j+^nWS}t1D{{4#TI!TIhYtV(54WoKGWtp$6<7M~Y)S#5&sZt;Us6zJh$C@Qj!aw?
z!i=jfr{$}%SY_<KfmCY=cX%jVyJv7wMTPXQ2z)yS+*}7D?Y>)^by)VPqUqGf@WUg{
zVZ#f{)0a2Sx3-xVZubZ&6JWmLLEqzD{w@9ai>&(wYjBFHJ<_cHoDNX=rZ%rTN6Y{<
zI($cYV7<5IcKh4VyAmqefj4q=A;mT1H72v@O6Bl3*U0l>UR`^`W=ms4ON%3+)a3~F
zi*SGPTgr0O0G_&ipla4x=!OD!H{<mPFn$5K7|H4Wz=P;TtKdLCN>XF9Qv4zr8bl>a
zdATs$p?Oa8lon;mav+%aXfOpMd<QTVOt*8d4n5rKHk;q~^)zI`X$5}uF-n!2`oe1`
z4AVkWzK<GcScX<G1Nw!X2hXWy{r&~pNlqg%Hm$|~Y>P?&Z1(l^dGu_B?X0w9$YS1u
zk|T@WD}cpWi*kH!+?`53Oj7-dc{K_uO-52|4jg*Z>v@)zGmlPd_Tl(Dda<&x(69Z?
z`v+rw<(tEQhakS9&b?kWY9_<$zjt7e;g5j5%T*Ytc{TAhm!SxA5bWr3>=GO22m=p?
zin#eM`3e=1>ePW8R6xm)k)-klDDC@QnG4FL&HSGW8;1c?6hjREM;GesykyR~4Pc;%
zp0|LG6?AznD#sxf^W<37yz8X>0(62JKEa}8Uj}DjRG*xXh{*EzM#YoPIMkqvjZgZp
z6ih65@f~Rxd2Y~FK#O>>a>>5w&xC?e`qPz<ejdl+e9xs4TRmiCR96ovZh0?%egxBM
zfWmmKX9Puq@d_}R)I@8DJ5;Z(@$pEb08lI!Hg;Ke?uPaUPl=pIwiLnvx`z=|rwXP4
z8|ADOu*nrNI-y`-9sf@d;A@)7LjLXOQ|c$414#cQvynJcb+Lc4ZnqUDS{>u@lP6`0
zuHw$#pc(UmF9raa{I9&MkAg&+@gbK7BmcX3^$-3-<g{7uyCq90bvnHcpxnXCsEbq1
zyuWc~(7dojz2akjw|F)A&R?VHJncdzI?W$P5gTc3;CS$)f7$&p4ZrasQup+CSf@nh
z@{M@Q-y4}#Npm{4^Pr^aYR?ZAXQScaORwdCI*1x{ul}Umb8MnO<El@^qtqC{on+(`
zFW1*a0BE~^D75u+4;-p3)G!X4Cm`$pBpCyT>gC4fF<yL_+sGec_9HINiOXCEdXqO+
zUgPW{BtJ6lXZTsd%srs-#cK$4uVpNdu6#&RUV2~rGw?=_e5pBKKMp7XVA*2lsbBd8
zCvfqCu*zF28K_C?hEtSjwFku4@S6H?jIR(PuQ=S8{8^#YZ!eVYV&ZL272Rxg?%TZT
z`mk((C!wq*z!E=+_y6PSE5oW>o3<AqU?E!p5fD%jB&54VC8WDcq#G$|tgRv;-6h@K
zY0=%VNa+?>bbYhH=Y5~={jm>!u-6^eJ=a__=bSTV#wxGlp^>kSE1}(`gN(J|sktAt
zDy<wmk0*@O&0|jb(yqZF{>7?O<Y~y`*w@}gS_5yBq;Rq7xGr4l#QOcB;&st$X}?Y%
z!SKiB$LJ8g=_~s3Pk@O10{A28nm;@9Eq_gs-C~_bQ2c5T-k6qRDLzHjKyjrde`R@%
zv%5en@PVi0y{``Y=zfIuQL#-1Yfr%$Oz7PIqeQO1PIzbMI`;v=$B&;n`w!8P({&?a
z@V+a`z<+@3kCil>Q`TbQ<xX77ru!c4vW6m?l_!ui${m<{@-4yU7BuR95(Gqkq<zBY
zi5FrXSKw$=Gk6V?*#<Y$5i3UeWcyOpHOpJLN9tHZCxZWww~&9q*0fq~t0cSWmvy(H
zjv8&SPb+{Ka*uy*e(_(8C!}AWlzji!=tG|1Q?zqXO=m^2C*4OnK$(}vk)bW$Qo73L
zR!_EcsbA#Bg@XU;JZ5g4-8pH+;Fe2}kV%-Ap6thZG-lYlL5YnOEsRB@I(X_^-WdDk
z5;SY%<f8mObenFEse%#VpT<=rMd6&mT(iJ_{In927JbEYRgD<f5N7I5C)O7#PfM>5
zul;MXX9uC<pUu&?Jg>H2KOdHo3;kvx7v8zU3hF(yJR>eQSmp@-pc+3icHg#pzl1Q-
z%33zB7-bSsP=Z6S^Ym)99igefW!r7G@tXvxowq};_CSYk;$Q_8TY}o#8=3pMsuJ9X
zIVS7R7qYS7>26BzuivA1TDZf2{w%Xl(*JZDVl{%3!4f`Q?n?&aSN+5SV2S>4zDQta
z+yL^xi>d3D!jzWkI|e^)>?J4>@$ee0{$RPTQ2K}NV)3od`AkLEN9;*hY(pz^!_pe-
zZgovbP390h`s|Fr_nNlaP^cfDc>SydRU+}0+15lb)j=x2wRx#rNUSCZgI28`X{ph5
zOzU1Tb(Pekg2aZI*C$B?zhVq+mbBtVIkbe=hi_lf_cznKwC^GCXK^H$UTS{o438uZ
zJ{%N<=**5;0O#|r-jAK4vJG0U>li|Drs_159ix{U8-mO50=Bi=@9q75PkPk{2JmcM
zyAXGB(e!}NR-Z5bQ0)$z8NG)=b*<a+)c&J>rh26p0M9=ZG|1wpwdYiE<D(*9GFm!@
zIDTqs$ybN?35&@t(UJYqwc<z=1V!qe3ze09^lJf7Fw3grXTv(189~d>yXbI(;;scG
z<(%7FGtI&I;@`d<Jp2jxh!p;>=h=d;1TVsFi)g<&S!HIwLl)K?fTgxh7M3!**n-Up
zAVPTs%aj23#+l~kii6ir(Z#okkZ&f6(Ah9gT!YDA3Ch6_+$i`7&-*=}4}VKgJ`HPf
zI0T2C{;x;#+Zb+2vFG2$E!2xoN#9T@%BFNiH{wAf*Q3*h6#094ako9lcYNm=|F5hk
zT8VR3U)%S!0vVb~`EGT7JtHa+ydj%AB_QdRl!K&DL8?%C8Ci3hSR^|7z^PXF#&7Rw
zsn_HLuP5!{>4udl?=Vh?DQ*_c^RB*Y6GCfiAUj6c+Jrz?qwcch%|F``yR|`#l~X?%
z+r~VIaHY*PEew^)a+UvqUWLc4m$4^T+N|P91Z*_^kL+l{u7@IQ=Q9p_$cw>k@}(EQ
z3E15!&3>bd%1B4)D%!?RyN2(r5#SC}e)?1o9So}z7-jyc)ip5v!n;_~q&`xqrpP`%
zrkcbDN?8W|Q_&xNr1q(GGmc!k>J;cu*?KX0Lq`8}YW?@XWHdUo;t{Xh3W@~tpqrHc
z{UlDJ%cs)li*#U!CA1=cm|VH4>_KsBgR;vDTRyX5e-)fLAm4RdJ%jf`rIlK4_WK-6
zL$gD{{9CTQnTkwWGSl(wMe`=AqltrFQ&e61t+Ewb+0l!$VGqzzzBH6Gn_e@Xod7su
zDb_L4f%osdq-Fb{mD-N4feU&I>3@9pSMSch?oaZLUqZN@b`8>}SVB7fZ(@6^es4rr
z1b_D35f#P@y(B2M<>$?>mtU>TlP??~WzkhB)(sM70+@{s=|6hz2X0v4+P92hd%F9`
z#>b#d2}8y}tN^BGDKFC~C{0`S<eUBAuMgn#hEc-ZZ3b;jigG9b(pen!JuJxvNs}}~
zpLp7AMGb;i{i*di;A?aE>F;Gf6Wil&NtSLffC)l;;3>kgL776khVpu#4xJ(av^&1q
zM#!5WCRdEB88<2N_u2Ig9FIFCJjNchQ2g4O`&ND}v|#x-jkUm;v5$^K-|6tUNnLu}
z^*Uqi@SCY3e0^kvn?&2p)k|kL@Iv2!g%W@8{05gF;ydhPznZ?-WqN;d$*7u<MmnCC
z9^>34GV&@`O+y%m4h?40jrX=n=0Nq6M?l-}bX@YGL+>I#I-eRj`a_wzUhdmPJMj7}
zU;u8zr`zgDZ2N@{bqz*aCWq=U%PG#wE@4`&Uh9E(S_39bBSQX8@~)}F3O2{e636;R
z{19%XToWN&yQpx*P1y7;q=#QC2cj!)-~QBjD)3(H6!~s9j8aKw{p|QHfWqZWy(=dz
z1~+l=$SaaN%e$F+_Zk~OFl?(D>opf8mJK=Xh%avSm0LDazF2UGduHH2B)>Y!XWSe(
zlHx6}cI!l0!_uXS2*4_DuFxx);~G)W@Aq(o@|}s-$m_LW=jYpjWFP(Hif6u@-SIIT
z_%HRbJp{XxbT_2O(m;Ncc5*rJ#S8dmWN{~GN5~z36<Z5qgX)xfFd#Tlio=}Sy^y<F
zF!^Y;OhXC$E~|$vmZe)7r>?ceO_!~RzSr2ckQJiK9Z{YoBooJuH^C2SSXQI$E#we=
zL)&S7wbnl&t{OIQ#`6k6jjihU95#phrB}x+f4&<6!oP*=JjH8!g%dG+sXYHuSHUxR
zCx$>~{Bghvt0rvTuDcC9&bcwy9`%OG0G&seo^02>a#_Pzss86G`7SzC3LHa+ci&tp
zEA%1ydsXnfnIo;g^<{+)2%diWNP9(l6g^s{+YKgafvaz`sjDP_Ok*#J+SZ)&OVi@m
zu*}K7j(KXgv&6Z7M5#q*Xb`M5M{yoIZeBZ(L1sm90@;M*dAH>N`lSr>VjPb6MwdW(
zT;^E7W%K@u0*E^vkleaux|qmQ{a0KF9N_o!(E*u%n}HcWub*iu>sY?@k`Vj-tG#}Q
z5+%|-gUNu|K7nbD0^G&QH)kanH?UyIW}>=A?Ye{TtnvZ0{=G_+WxZ;tcscaS;kU5i
z79l(I;IRLm@V<VSta+{Bmv+(d^-oR4&;COYuFsXrgb-eY4>Qyzt4@0iZ)HzJI7gSj
z{hB)GjiF89gvI4YV;Bc!`yn}-u2s{sVYA9VQcpX^e#MNbZA?_S{p*7R=Rm&xI;W$V
zIv*tt2i<#<Od_sUj<XGdL<_~h(x-%)V}@vEt}8NQ^aN+2@S>i=n1LyBeIz$b8GH2h
z`9XthNRD<)>>r2O$4f6c@85v*?8on8k&Aw8vMCeJv$d5?#Ge!mQf+_$y|Ugci0*(h
zOxjc7Mqj*y7VSH(pnXT0@T4W%dm->0E|@F@IQjebcNB$<d<yk4j>gde%F1y99&9`U
zPM`fWTEVT}xh>P3?K(7s;iO|&bXM8b`uoTwm(UJ_=&!>thpW;M4xNy*6!7Iw3En|f
zQj0@)8<pHq%3-d_n@LyMPlw}7JYCm$=@TE&pU6DY)<h3KA<<#MyCMxV?i|>T9zz8o
zwdOuCE}tiMwIk*$^M{kqgDP%OVz0zrmCnS=_9VJkVG0|U6DH{Q(M1vqqjLSm)`k55
zKN2fIY`NymuZv9v_dn>~^NQX8h?U3r!KlGBda1wq!U2K4`iKiIrj-!RIN!Bm68srf
zGym{gxVPi394S(&^Ia(S7!9H-af5h?rBH<z?W%im2E?HX*k&EzD^ouzsHTEr7BB3C
zM!P>sNfZyA^+nQJS=OFeHAC`Z5A1)jJj9223<x})KT}$C{8ZmebRhNK1hpJ$X}NeE
z=~$Fns&XZxb#_t$jg~`NcK0FQcz#Em)NX&um-qq=CFskuICIfA&!x}{IoDjg0c9A(
z$I|h{+EinyJ3i8@_ccL}M!yn`&{6#0)^gnlvu0z%UZr67ZRuX77M?QWZxg4(*!){Z
z<%<GQp4-e~%slUE!XGD03!!UJg*@kS+Qal}&Iz)@396KnC{6vt-TKuR4amH;K0Tj4
z%s5xF^idMqx!vEqzgowzJxIfzuH#VKE{tHIBar1jWmgY<KIn~gY_!ghn*Cn8Fi}oe
zIY5VFgMT809<OP5>8LXTz2pNheXm~^p*xO)(z+I6Y3_NLlT;t{y57dmo9c@9J02;&
zzUNV#Xm+gdPR84@^|EhJ!hEdYwMB<AvHmcf1kGMWsd9rcKi^kfze&c7wv{A6FVL6P
z<>7_tQ<zV<5l^@<iAJI)D9$$KUdFY28~T5UjWPoHd;w8`F$lVx7Ex>o6j9;aW--`z
zpa=`7k_eLW<O$G_@;81m{yeurh1|(%a`fW6DQ8}iH_s5#a%g-yIYYnLm0ZWjaZz3P
z=H9wRLbGYY2}^x%H4}{yvl_7p@LlpNwX2B}qc|D)Uy)DIv`0DVUQ`IbcM_MW5G>uw
zJh}W$2fZglo}A0o8+Inwns#c`XC1!gJH{{xUjIe4ju9<{O{0o?a*X-$YUzvwxmX3J
z5C~h7?s#_L0BG=}pN!LyfrE77)c%@G-H0!+c^jY+dpH|TrIYxYLvR1gSBE?&QtS60
zExa4&zksoLkM_+)Nd+HoA0HyOT^p~}8nuUn*iSJqi2g|_>vCJCe)mXXeZ9gtSOzok
zy=C*-u6;+`SOq9ON8B}vk9DCya6Qr|L?G(P-wlQyc+v}&tD5s`ZeDBR4<~)V_zHRB
zPV8|Ap>tE9pd;Dq+HumJ(kSDA#pLFsJmvVg(Am|+=YlqbR#CNU`8e(c$~8io$(LGp
z8R!^o-qRrv2qyg33h<BfjhlCMc2iMZI8rIDb?#aV>_I8B@lupr;i+THu|u;>ag{0s
zsSM^J-HmUx%$s}1P!a*Ind+JP1*weUvdfVZT<NQ)?Y&a$TxPp=KAac`gf`PlUrYp|
zJZbV}PycB!pKqY5Cl%wdv}DV$WPB)7&i*q^eqHlExh2#`<${bPx0RbMANH2NWi2m_
z=az7qY_T4fJH&^r3Bl9P+$XPkmFKdo%&lEknw6VHrus##HZ;|Qk0L%(PjzkZyOnro
zNLWg~zE??>it1ZU@h?AMy~;T;li<zP+JyTGUly+lhUqW-4oL3BWt=Z8N|sS#EUO&U
z%*`4Y=oWN}Hjo+Q%rP8y5^G#eOF2X>FFlczXh%xc*^2wRWZk%_Z{1us>vJ&_uY+MA
zBq+`-mx<FyfCRa@bw8r>P=Cz{@1t+m6%W$piN@BB)5mbrMk<!e@J}<hyt!K$p-Xh}
z^TOf<!Ns2))q%qs;j^kWNk-UatJVz^e~QGJ?rLftzm;6wQ=>5Zq$nSuoRrjOUQVbT
z7s&L6Z}tgFae~IR+63#kbnc6%W~CZ3VAd){*nwWd=CnkHvSTc9yq$h=fFUdE`LBQc
zZdWO`?*5G1a`e+*{7H1!ZnZBwI{xn@EdpW7&lLTFgPvXz2D1NaUAagD!?63?#tcU<
z2Zx5Hz|8WcPY>ecVQ4o@!kL+$Pa7$*uz-1NBOvGCQa1oYu0ZFOIh0OG?Ay0*=Dn$Y
z=!tb?$F1;^mQ6@Cb6(|2oA(@la5D^w-pubZ1~rV`_vlv{5g6Nh((+P3P$TLj0i{b-
z^u1>Nwdf{qso031-oZRk>jue-WE5d)-p4n`)$KW3UV?oZ!V~?nHPNc{^4WBZ?5$U0
z#!<sJO1!4yw{S$a*mK>?8jR<#;p37AtgNgY9hz&4)p;JnwEf~Df8w3au?qXNrGXp^
zp<MNXuOvgL&CMQA=ym|Dc6NC_n0fBFGPIFB4@1%ODuJQXK4}j0EFzH4foVUBAWi9t
z>K5OIaX8vLbty0we(o4Ver9|O3?A;c`4+sj*O!gKxBu-PK`{T_edx<ZS#O6+&v)mP
zW2p`yN?pCmO(C=6&Ys%G9r4ZTc6^pTGX(m<Yn9P2(v;d%;>CU)EbR5&tMd;C{}3kN
z$jK|d>Km`q@qyP)sO{6%bJ>`Htj=dI$RO@<`n3R>8W}LUNVhjlZZMEayp1Sf-XQz_
zYIo8Hk}d)Fy?hdRkPystS{+G&ztRf{>B4L(6<1f+*Ym#`8kV3mtY&PS3Ig0;y-tq@
zt0yWQvtY1!lJkVepa2d6A#Xs!Z@uIcZXM4!#-)|nn>4u}Vb$Y{%gjU@RrMRynP%Ce
z;;ft)Qb)0*EB85mDOK)6u_7|c$OpyOP<rqz>l&fkDSY>s$W|P&c=yd`HAkDROTB3U
z6_-)&zKmON&$3F#WmWyEn(NZXFusZqv~`XTcP*NO-gy1-0_GE+$3gMI&Z>p=aHk50
z6V|{?!MPVyJg{RXZ)BF0W$#qGy-v}r>Cm}!Ts`1hHgiw3U}IyGW9#$D%iU0O6~=6d
zyaLPJOU4(#4v50>d~b$(dn3R;JKZg_Y1(b(+9KzUVQzMZt1b*inq6PdtFWJ^r+%-k
z2~PCAvN;ppfk>rSigLkzim)()j;4%|lNOzMT=o&sI{2+ojMv>)SYCbr3DZt@_qmo{
zv}ndIjQrzUc7YLR<~_-uNC?MjJ=`|hZy^xgMHllJuy0x|m+mmpuZ`c)3#4%q!bczy
zlJBv&V!%8sWe11i7SIv}xh<^#GOdN_-@n@$#rhAw&ro#YWuqNrO!0+7A$(%xK7piF
z^H3uP41~AV)QhPt9@|N83fG0ZTLpo699|e{@7`4l&w(EI6%S9KC%D)U+Ej+nYnib5
zJnBzZ_@Qak)<1(2F(m-j`6Gsha_(mZ3#GqO%MZC)(O0@rAL3=J7ACm-2Wp(Y2>n6H
ziw*p;$=uyR$?s~4Fdgou7X3B}M_b`v`<`C14~mSW1O24vYAyz`&bzFv-4D|ZkL-r>
z^o0E=1V?BHzyjohQq;_pe$JOL?$p-b6KGQNh<c~jV~a9Vlr?(mehVDoq^dfr=0_CD
z0q-`CJZPIJ!pK3+=ilEI<zBjWtyD->Qc@9yxLwA}B?Y&`WX=ZSR1V{z$x~C|JHXJL
zUOKG}`uIOP<jU3*f?Q0BL8z2axl%n&=<*VerpULWwX)Db+^~VEJtEE82RmO&$Loah
zLytTxi*8^MH*_-nU5$N~2OW(n^FLd~vPAK+Z!snh^?bZe#o@MNSpt$w?8a>@488Hq
z7eOZQ->3k57<IQWIY)sWvbNEA8$L7p#f&>8w_cicn(-=MX0pkm5Mg^81HM)4EmAo+
zAiR;cF<B>vZO-w6D11JC`1b$eQoO2vSgxF>D+n{i^e$hy!aqOBX)``r4P*|-#4K45
zO`-Mj^4cnah14E!w2|!R*FD-+(L@$<H$A_=uUD6m0e+%{qOP=dM3p%uHS~>2K}emW
zuP;aP*-fhMu|##+cM7I;3LQ!V2dp=S*Iv2yXkU#DwKj&Vj%PD!(U?Eko5oK`PELm*
zVaB%T7{X}(g2azhi9o7$tIhYVW#)D}1U(y8J4>-h2IAjohcMw$4wtKMDA8~GS5Dvn
zt46^CRks%p7vtd}NAX^F-v+_4T3whZrjo6$U_al%`8J7|&AgA+Uh25mtd|1>ww5<w
zoTK2zPlCB=aY~OqReM~p0_|_zLX?sLmSL5GdBq?7CG)xzGaW;R2V%FVPh(<v7N7Mb
zUsu!&N^)Bbi&Dc=sk!X3znS)wDDEb>g!=vp%Z(IZb}oTeEGX^m>1jIz&!-U}czU!o
zmx)%h(8P-1v>4#PN}j*`j`UZ=OY|{?CY0gektSnc;iOv(=F)4GW|OE3f@~Ot%gpsH
z^v*@XCU^3bP9yUZsJdA1rzb&RQy?HzD;jlN-nXlS>)7Yv^6HhT{PM*bKKsv{EC;p$
zuA7?z&P<B17HTtvue+xk11w-dqzQSaS6g|5{sq>eqN4UjwCsn?d)7BG`&dc;g7}xk
zw>Q|X+x==KphVA(K&C5Dje&<WzWx9%Gn4KW+joLt*4!Aj6J-}Rn#_p9{?ut8&xojo
z)h&yyu+S0Z;B#}0CpUMS?jxLfqo2X$iu>O-8)y3W`kyxNe4-z&k+;$Bz_rS~v-G~~
zFo$2u%`Y|)x~F1I7iv@AHLUO|KfaQaHm{DGk{ubWMt&b1n2cWI6$4kNFRUxn<Gr5j
z-Q%(^_JC|(j1FOF)8KTVZO=v7+x%2&2^}Chi=cx~#17HTyW5BN@;uzLI9e6UZ|wAz
zc=8q*)ZArcm+Bp$FxW%8t-EJY&tcYtlKH7Vm<f;B>ILKP{?#=Cj!Lcc13Sqo%4uK^
zYwznJB0=1S{r&8^)z%0*W$4#3HZmuUd`Fe#>2`5hi|It321<A*yt5F__Ufh|pLXo#
zUGV*FAng1r6GGNWp^NDFvfl1-mL#{Qi&$-UW8`&QqUQ%z?RQg>P1sK0Z;U(~EKyNW
znN;Hbv|L;Rfn#u2Z>s(()g>01yc(zKV&iHmw;5Ge?yUP>l&#1&<ueZLV=vpfb>PCb
zWAzK@DS99XL{CdA0RTz=ivU4m!7~*(hhCWx2sNlG;W$NzFYLJA-4`okA$I!b_j;19
z41)%e@Hr+T!H@?6RJoJk#6udJZmVhT#Q~e}<=%b%_Gw#~d<sXjHHhPk!5$s~X(LiD
z%XA27Fb6qo#<hVTSA|wBb#ual8^{LQ6#J&c20oM_y_-VK#_TjMTW8y7M=liFR*r?3
zO!h72mXp)T+p%fu<@d4~-1JB*nUZ*ObM0d{(#wiHKv>WbYtb%-k>#NILA>cmv03F>
z<ub^T3Rw;1Pi0$}59a28(4gtg%J9w#DcmlGal*8X%glJZ<KB=gocqc-(h2)R>SZjB
zoT3r1Farq-AJ<h)fBRrbc0Md0VhOi%|Lt=;=QwlC`D^_GOvB9s1(b*^5x+xwv%d5|
z5+1Nz@8}F?zrLx&>Yd6<Gh`)L`1tsEzS)}k{2r>RQ#PgWKTKD1ya*0kuPE0PY;a_5
zAF|vM3N>`X^R-5n$^hez)BbZ@fZYkm**Pr}qaRYDY(Dv;lZ(}+--zgGQ|9KMe1UPw
z=wu={x-XZ(Uw`tK>kdhmLiV##FClovW2sq|rl*raLPD<SmU*3ezJK>_C`AsgLknL{
ziQx7ad$=m^!$+}8VMV16@(lO|5r_`Mo)&wXcwypcbj&l9Ek_-zgO%h*#;vNX9P)d5
zy3<7l&h~*^ovfRTnnOhva4}n&M3v;|T0W`?m<MwqB0us7xoBd=^K~!8L5vK6cwkqc
zwa{5?x%<gr{c~2ng+6LP%cdVh@;G3~Y)VQBk!HzB?cth|qGFJk@2%&Zxv)p;hx=CV
zI=b`Z)ts1^t-cc9X`0<ORTfFa5Sp8wK}ol3d;L5!SKb?n>?;QX&iaG(3p&nYDY-gT
z=D&Y_%G9f?CAq_y4T9A#8hjN%XB`E?F_}R7CgpQT7py|tuZcr{<h~eXu)o67detM3
z>b^WtBMY}p>N!>{1frB+W!`FVz5=TXN35p0ngfDpw8ip46k2=GQYdH+Jp%{8plu)h
z>OAg}hGtC{vC+U)M`Oavs3%PIhpXL_f}6R`rLeTb)hWeS`7>g>XPmGR^(4hPk-=Wa
zH%hWXx10%YlilKk*}KcYBJ78zitSeBx&@G|?t`bzjrTlwcDS?J8?NVRrVG!6P~Y+!
zj}V?%a59^t0&5DSQF+{-uSjR%_L2}A*4Y;4ZSKb}0fQ-w_c?MYL)M?j5zge76hrev
zZ~bd5^6gnzSNWj6RVGLGr<$m^l$sOb46z3p{W<<?ky506m6^Ix&!1_qIBwq+^px>%
zaU1rK0TXUYbN^U(FDrbYaEw^*of!~?Ti)-n`p?(val<3glH|IoW;z+^x`hSWI0S=R
zDLg1izc&%{XklYd`MB)3JgMpe96HFCGsOcd!Y<FW*7X*8n^qg!%~XABA%Z6M$O(Lb
z+MkavGxLJ$$$#JU+c{M|C=3p9c-$fpND~mU7Q?)c&0p!vl;ZFuPb1ND4o6A_ZJG;9
z{}SCEV}vCiSPXF(V`q}gAQ?7B4kDE_G=^K63X3~Og>143Ip2I0doIfJOds`&SdRlM
zZg|*4F6wUCWRP9lnLF-?v~h4heX}oSbJVl<A_#*)3`<k31V?P%>XWMU<IL}GhkbAn
z-Zdn4g^e^hz2gMWjFEf6^UG5?{ppHyTR&Q{wE}4A7^R+nJ26hArb?ql&d0K_@Hwpv
zJq|E2GFpU{k776RM-NjyT&t3Ufw!e5gXk9x+VpdBRo2|Iu60i$Pf`6r4tueu!kSm*
z;cQ+K<WBvxb$PtW3bE$Am0EBl#4;1F3`|4^Xdv-*bmVlFLfI)NoK?ujMmgHtZ&OgL
z<qL%=gWK@G#rnH?{&ctQbTOxFoULqh!f{aN+;vDs<aSCNhDjcVtB({>gl9gLBqHUn
zG-3MD+WX{~Dr=#4zpAaY;NGmiKW9!=HMpi##xcjoHpdnHBWs#<F%%1`9}=DWe@n>;
zY`n`<&B-*0b7|<-0h{t>pC=>#lS8OJ(8IOqCkxJ+h6k=|q;L3cdt>LtB~34uj>KaO
zM1AaSKdEjk0yPG1Khw~BgomyD6&KgdyD4zG<3STf|5wq^x5v<)pQlJMG$p#0jm=79
z<bjifmw@H{-!C0HwZ;7Y+$qUWXc*yA^@FntDb?B5<3XUxKy$a<^3c^~>GSiz%U4iF
zdpd$Fl@^0cMuvtwm9Q}owoZ;OH~r>DSe|JfCxMN=#3{`+_Ym+Hdk#k?U$HQ(@7vSp
z5>bUiSxqGKwpDhj$`kUD2Wm6Que*aE$Srk?Q}zQg&<|tb#hu|KM^K9lrll;AZ;lkj
zfAP0=FbvR^%u5X=oLM#!@|SDw(u?-ztCWJP7LzPrvsn3EGq6+Nlvz3JQ;p)HP5c#Z
z-p}Vu)cWq-g;*ZD$HT+JmoHxIf*o&t=K2!u&y%g5=AcBy>F64QY#cT(F6Mes*Zm{D
zoBQ+1=GMS=JN<Haj1>wZmRiP4o-^x6j_uxX-5lH=a7vO)K}pup5DGiICrX0&S8$$@
ziAfe9%SuQ$OJJnBDmr|a{2iL<0I@?XxRGwBgJ1k|3y&;sobqEJXpJvrkW?O~(Nd>q
z^bCY-?s9GU92}}UStq>9yVc&(QaB$DuE?7|!@h)iV&S{<!&SWC6jJh(ra=ESjZefH
zHO1!dam}2izYfRUaFoa2O`l(|#z0K6`I7fFNOtQqGS*q(t>c*|nj2w}k1(svE1!jA
z-mRV7BdmFXtxepOuSII4DJUpNhxnMwBCn(GX{-&;MI$EL9l0E!j@;Ez(HbLD(Ra7<
zJ=?(A4<{D574^$gVk7BgDCklez^JKpPgPZBX3d_d*e)m+0-QFrzywcmLv_`UGplQU
zNj@!`Vo_lt(c>jC*O+7-Own$2^#oAla}G1wT#DS2rVq%-dLQnKnFttOig2Box$}#f
zL9ay*HeRo=R#J{=1YckCrAJr@?|Zxu?YK4Osfu;T`bs9A94v%|4d7ELyunHWm9d)a
zOpVCMFvB9aY&|u6*rSNzNh>M0X+o*m?twDaFX7MSmoo?I7vjkR=$UwR;DGam@Kf|l
zU}Op|O|Ghgd*<-Y#%5RA6Rix(e9Gy?%dfkkcSKM1EIOqvWRiP^-qJTUz!F0;OT*~7
zjO0J3YrVZpPcV};^phjS*wCz@@(1ZaF5mPe#G~ug$GcpNNOB7+VJ{D=l1$a80*BDE
z;Kimj9BtSg@iq?iWj(~?DL<#f-~<zsa6Wyo|DNTg=;ZQh2AP&>ciHEih}Gt-YyaHB
zMkHMHjV0DQDMOB|A-@({&;AgrO4_>tm(f;}5S6M`m|ZdO88d3;j*=1G{z^JjnYq1D
z`POd473E;p2GO<k3pwep6!Fy^Be`mK)$=C$LUabNoq@iH+#DzFjIC)GE2;_8K6UY(
z^rsf`1tC!?cqI_0@GW#fm@6N2KgGxtC8yvc*Up0c<~e@guAYqPVO5zyHb41AK~7S#
z=V*Vc<VEAPUyY3nRbS**{6>>u@OU*<CHhU(dbjD!P8H48A4|FIC@F>xD5e;rO&Fr_
zcLS8Z?3Aaqb6?_ChU-U-0odqh|L7%nh!nE|X-C1G9dF}I9j1uq_TlyEfzBvsE*n_v
zO}lc`*rb<CS0;1zZGL_4m0CKL`38$9F6n&Cupe&lg}EEAong6Om@67PLiT=YWayF`
zS4I;LCc>6tI&6K=#^Ra=(%CULWjRXKpzU^3F6DAZEWeubsNDw=l>1zyiNkEDT2y1*
z5$L2rikqpF=1)Rc15^CB$DAjI&qJ}#?n!#_a1>wN7yEpNqh5TFtK-T$Qgi@YUy&nd
zE6LnBWN1~Ep&=%xtrdUQKCONML?JD3ME$H#dDWXfXcUp64%98T8^~--dsAgx7ZN|T
zC71$2dLA`7%OBEbv=X?i$|$9%xZlwu1l(DjvUB2Q&O$HUFV-jE^kTs7#`u{e7bC-z
zgJvHep_(VdHh1pf`6UfI;;80oXFwjC0np?7xZRzd0si&sBxtEveow5Me|9oXGF1xD
z^)G}Bo@|*dO6VG?Ysc)Av}Q`Gd++lwXhlWYSlmG%@|)UP1|s4I7i?o@v7R!^;d}5U
zhqi=ontU8(WQhW)Y?z^~fdpNVxf%uU=8?N{awVYkafNv9egpdBTL#*2q*tfJM%!>u
zGvf*|8Qc;S<hWCqSt4lG|N8OgOiaXNhfqwF&K2jM>PR`g!TM1#eD15h(2Sx`P*5=7
zlp+~+p$N1knQde3WL~~3{JS=-+#|wXwcTSgWQ=c)UU!c*5|p@}HXB6WLm(t8y-F#1
z#ZOm?OWing()sxY98BXU>+4OS2cj5k)S?P{Jm=C{Y-+Z{wtHtmgK#0<>qO!B;C=!+
zkHG6+G9OmeyECy+c6FcnBQ1fcbw($r*{nzd80RxwgJ4uwr^VLE3N3Lm_aQgC#d^IA
zW|D@62KETFkPgHNx)mGzx?JP|33(Q@VMMVR`9S}Z!A<STrOd3hc@ngJAP~`Pmsug_
z8uDQ|E;z{#>S1H@(uEN3n_>?;r>k~|Y?`{~1Dw5Ai|Au^W7p1MP`|T2{rZYKz{e%V
z?W9G5?t8ZFae~N)xrUy0a&ql4yh_j^BM<3<i;lj2g09E53dnf3h3TM!SvZhAqnRg6
zqd3ei?29prbkYzJ{a&{cl9g`l%f=JmkH<#XS};o^lVv_^y$rAGuFF_bxo8J#=3T!~
z@S+igR?!5E5)Dk&?)|>PY2GIR|Iz*<a13HEjt3|+ay|zMR#sM55dO9rhA<IvM@|A;
ziZylAJ?X)&1Up3t?R^IYbljijGK+bZ;i=VSkLKxZ9y8q@uKo9*H2rs%&^M9S-Jn0e
zjLuJBXne8Dma!nZ$3~+lwc@?!%1{AzW;YpwsGotfuC8wB3flMCmTKxG=gQ5Na38}7
zd(S#e?+i`4v9E^%<p?tTUyJ)@(b=o2{ohg2dH-HpCAfX-R?Tl823SSPNCpu<#;vl^
zm!B~)F*&?W-2F&7Te1~}p(krg8!~6cDmc6mF?#cjDN(UoBVIy`<Q)uA-u4!{oXXqu
z7qpN{UunNzK-e;;1@*L5e>EcsbL9t2a(l5$b#uGaV$5FqUR9fa!DUqCa&9jqmF=tB
z!bgAJqML_`i#d)rTbV1T{v}hccxmKE!Y&5QJH_JRa6|7R$UIPgeHopdZy)w8BB!l9
zQYbY=Y7G050pwt4WV9UkY}w(DVd3x&>WdKRsAA}2tlMLp+TLS71{%WlK_EfJ>v%i7
zA_!HpJFbKlcR$**^8jse$i!nwIZP7<b=}&>(YE1T)e3#WQ<32|4t!u5Vs&9EGgj3E
zAr9xTkacS$CZgWVozE-nWSG>-O4wD#!!ey;txIU?H;;p0o<i(N;s=VJOqHx+qt=^f
z5lJ)*hE}>hJzn?nKTGyUc_&Q6-S@?~PnmK!eAuVlzrQ{1%Ms}?*LoJLRuD^pm^|>s
z$DD|+8XH*~&wsPFsEADT`2Ne@=P9lj^#R}%$ZCk)zITtI<KL>~qX^|9Dc!?7ljI*3
zw}+E%+&y(V;EfJgG&G2MatJ{JBROAaHtvI51t-~^2y-LM?X`rt&9-3?jQRQedQ)&9
zG_o=2(9e|xN~m)!XhF^h1~C8~JsGu1+Z4{%gniSGRBP!igZjt}Sq-huayYx1KWPtJ
z5r@_4T{2m)JpbURzzm2)2AY!{idN@WGde$%D4KfX_bR>_;$(@6jkU_XOfKYJPOqGv
z@chTWW`KMc+oit7!ZklYEuu49jpp%mQ}8DU9%<WsxZPT4s<8f%LThr&+p_SqgR)Em
zD>*bqP%m0@(0DV4-?nAMbG0GWT${HK7AIvZj2uLh%s{@$7~3_8zUKNJPI@(`wb9{+
zKRNX45ux-dEfnZ{0l}o(-T}eI=}CM_jY||{%hCKKzwB>8d{C>Mk7Uz6N5VKWzLSX}
zyqEW^+C`3wE#pfB%Vjw6K4ve$uDpbmBxba~G2Li^EVVLb>FdgW{)GJ&A1J_xKAoAp
zbGAviCKgVpd)B<RHvLqs7*(tn7vgwRpt9JPsTrZVUY7ke@`mFVh#>2YECpRP<>bcn
zt+=yDGl>s4UV@iN)>;Jr>tZ!lS@LLmAF`9hjI_8y7x_N*lmj>#7gD3G6#;&3C(3MC
zeT-I8Eivmw7YXT=Qhi;wmr}ri$L#Wc2GVdIdoFjJiNGl+>pX1mLZ>&kqij&Ac~|Dh
zVmTg5b|8g5yuq1c_>MwGJ&}CYY4{P+i}ACJ*1ANor>M<IJt07dyhrjxNY{UjG=`Oh
z54-`u4^n`E_PDLrqybyCSy$I(mPqgz)qAj7Hqn;n#p*k`YE?Ft3b;)s8U^>Z2Qiho
zuv2IUtm&FZi{>nW;t{&F6Ch-1(AnzqC+Fud_<2!qXXwSRqdZtaZ>1SB!IA*?q<K4!
zBFW9&0$&yFmz8tYyvE^Xu>VwjW4i+6bkhV`KN%y{-FCmVGZHG$d=X*(W=VRBv$UJ+
z^<z1?s)1K*Ixe%Jb3Q6b3B6FYo0&Js@ONPX480#jkJ1Z`TFpW5$@os+MJFcp{Q8I2
zj4nva#nPA4-{Im?Et~MHVq<6LG-@F{K3uPxt0|Bym5t?d-5qmoe*x=g8|a>-6W?KB
z6UmgbHxelLQuFSK&{BVKP>EpVJ!ypZjkPT7s_ntlYW#x+Z5=h(GR~&)w)-oT1;xP+
z;@uTNC#VoiKM883x_?|>h-OVy%*QFg^IW;04p5O5jwpx+BQZOnW@_UAC(8CJa&WXT
zKI`%O%dX2gWl+#U7Z(srUwe}jbFwx^yo4FZHCLM`cymPdOM97z?6g0~QS+nIOTzvh
zod>A7c&(gOrtOx+Z`LjaR3X|-WVdPvVUGF%6g}G-v2d>PEW582KyN7_j}VN@uop@L
z8S~BEU2e6nsmaMh>GSA!magsgLF3i|_a{v6jto3ZGUr8J@#D)@Qll(hR>nZc-}aA{
zg)DoJwpCF{Tje`u8zU+%jyU%P*1WjBa!;uhG6bMukcp3cAJq{OP38#QqS*dqT5DVJ
zot=Y&Y9La^`t~ctHf8-suvzQJ-?S11*`Pe7Q2451Q@yVPUA(m9{P|4hOt7HbCxOnu
zr_~?>??21Hx1Q%H^EC~2>pWq-%R+B<dU8CcPk57%^8z+D-NT2{&`+-H?q2QEHuRX1
znAmxIewJdQ%tp_y{S4a_X_r+TG}#={GL~SdeQ6jFqX-D6vEAh#wFJ*J3my!h5x>c=
zH9{6ys;m5FR&}qQyx`0tZMazZkBzu<J<0w1_ak;+zn;&%Z+t=APasK5pX2`hp9e8p
zf}OAY?{Y`D-i6)3gxUj)P&r8q@7K?tO+>T*w|3ak$T*igWg9xOpXZMMkS%)HOE9Z^
zva%(;OS+@!y1hYmnwgrQved3-?T*}M=S(L$RX@I$vbLUotJzg;%`rI-P-DLZ2X?mo
ze)K1)dMh;;YkSCo9k+j9D6RKF(@qj3yq>wy)izeOTrE~k-fogqYtqASq1xt{j+Be1
znavKExBjg1*c@jX3t?;SCVPK5w9ZKjx!r=jl(ELy#=&aKn0<@0=P5RB^xMFY5D?gs
zl$PdL_v`<<A0K>Jt(YRI^M{wX5JYdba_{5e<A*cYZ+q!I`*~I$MOOsh@7oIH3O|_Y
zNhs*S_efrO=n^ZGP<SOi+?vAV{%{C;;cm=mUup4pOqrZr^P*&PQ%~U&v&s}1*$sLg
zLs{GB|0&&fJTox=H}1qPI0)^hKGv1hQVff!v}!tG^RuhP5-^kH+~mwRP*wy1^|o(3
zuk!y$Mv8g&4vFc($Oelqy=P^|xLucu#w@iw>*!(h(Lde4K&unVJh3n!oII<?S12y~
zYobx=SW}rv{@o=2Z4C)8xdYHKLJ}J;v{56%s9ba5f~W$=1u^RWJUu-K`1w4K%CAA}
zH*hCMw`Qc;W*}R?Hhr!=nwTeE&(*b(>%9I5W%Im`z33a>NSsbmT(x#tt&0!7Cdvyp
zG}2$bxICTi@!(4J)CEMnhI^f1-if-`&ym_P3oAgOza@ISvATXMl<=Q_60FA_dNs+$
z3G8Q!po40ci8Q%*%tr9II+O06UPl`r6crWwYTTUJ(Pe%F@!TTa*j^~1VslT2WH?}(
zL0k00l||<`uI^GsvjXnz5hwt46r0;*>qb}n8nM=^0;J;GV{SEZeU3(|00D#Xx`U;x
zk%AW=9KFMsbTYw*DL#MxymH!~|MJywP)KiM+=jHR7ib+hjY&yK+dm29A_6EqPzr8s
zRPYG58Ovk(PPLk;=H*tD4pYo_$qqN643Nf>jxIuFWZ~0M^#)bJDJ9MixW*w(wyIdz
zth3WE#ghY5TPYW}>s<DZO#DCCO*)jToK~~TAZ*-vb@HNtv%)tt7O?hi!1en;V+zIq
z$pP%H2%t)6U|=Fd>`~vkk6J?Ll0bM+HZCrXlttgWV##5${`K6zQ7pf6)HkRpRE-=@
zT!W{?&FB`XTpETL#Pgej#M0nbA9wq4eNvl8r%2BjI}8L*%!bGqAc@OEi^@f-tBZ+p
zA4(OW<d;;1!*4sBi4v>rf~Y;-QQ(wyI_gMhZxV~0_N)v9r{L!HHYZjp8VDEx*RwFV
zI8j%3^P#$aE{9I3Wh9BW6%=pQAoTLP#rhrRlntJSr^G)%;_#+a)k#6|si$t{h*%~m
zowF+Vxwc*|`?u82$Yd2<2gfIyr5K3Y%dvH37Q<`m7Kat%ctn7QJvqE^Xg6HH&;-@z
zXu-Ham^1`Q(qT~DO}Ml+$Han+o|K+L$nOAk08dHi#%dm2wq57e{BIPRp5Y||acyfb
zHR<4YozB1xpa>RE4@uiTlGzRCpx`pzKQ6qN!m4G6utDt}jtWhf&R5R1Ra@au1t8Zg
zu5H8<A}0TFGq|xml<YX*G`9K8^*A+k^UoiBvC)fXJh=LsnPuUXg5iVXTuPcd6<Pr$
z;b|WZ#8nGQ{Z>)KglU+FA&r-sscR&}DSLfai^yk|Q#wD0(l>P)ajQ<>KC4I~N_(cB
zXYBO5tn!`)UlXg?eueMrn=dr(`A}pTzkwHh3ho-X-`QQUAuHZCt==9&Vnt`k?(2Wp
zx#E9bYt1*S?aoX7(h^n*_{F9K-F`CC-{l<fO|3`QK39y6HjksCm_u9B{W<%y%&2MV
zWv&AZ1%C;$>1*xrhXPdnfJ)8}_H$%+)9W9EzP$y0OiwF2mlm=C*HKP)&^yri#RYU3
z7@?KrX#{03VSA(<x9Z%j{n4u%bR@<q`T!5mak0wm`hQl`G!7fShQHJM;E85S<L9mj
z{uevwU%D;)`J$Y5NU|@cRxvw7_KPvsCM;OjdlfzfS?hm*32mQ}Ta#%|G&9}lyc)*a
z|32tucv+gmbol<JpRq)+O>mIG>>6^BcwHb7tKiwSReVIfqX&=82Pk3|l*TU&KeDn2
zb%bd2?-KjBar3PTB|XhWwu=~U_hb@L7+T4FI)}rwdyjIu4@}1aNidoAA??pd1;d;F
zyRy!;-C6OS7B<n;jK_VebM-%dJb}6t;YD9#qY6FmTL^vr2J3epJT)w=$S9j?1oI>J
z`7g4d5k6Sjoa0*=vH{gQqr}Nr3}e<5=saM~h5a^UG$~bbJZPMoI4~$K!>vJ_j)`~7
z5*HAHt^XhdlTXi$qvMN>gU{hC8K;k~Lxx(%NL=xfH##%2C1;kMNcQ_6tA(^d*<>CN
zJ-I#dfQRy|{_Rb5Ayg1PDaPWi+ZfZtLV~+!#L4KZzRE%<$b5||-t_j=jof{X{0J;S
zo6q!DX*(XDA#b*jTOduOq=fCV_7?^c-n3lUj|xy?FXVVJ_FUZg5<>osl>lMde415p
zsn*kXi^Jo7=zB7s-!o~;Z=i-IPjFXsvHo(!6+Iidu^~1aqE5q7I4yi=ndrva7|h+f
zj9G+U9a@?)Y&qk}-#RgYbwc=eaF48C$xseOSN_Hrz!cq)i-Y98y#q-uyi<US-GaK5
zt6`5O`9~QpKoX%RxJ-FAAA$4F{L}O2E_F{z!<Vd^nC99SBU65uVyyBc2Mx8ND-_;A
z^F?0H=HmmV7KhyyOIc51Z9nW>>IgW4z$dR}mIUXX=;^v0#`gpT%rfDW`sWLscmO3}
z*7EHI#N=Z%o5FeCvaGa<`(d72WuNh+t;qQ<FzG%K$yh7F-tt@1V{*2AvemNL+Kl0R
zk5%S$Mr#`jV8h!&q1mj$c_r3`>8dpH>(?yr%DrF~w8i-Q`xb837f{0*j_e6Rj@_Fu
zHT4e2wbJe$Nxet_H&$e4b6nr+_mPoihYe^Mk8hFE^@tJ&pZJ^%F)5ANDuLB-vyJ-z
zX_}PzPJ1i?R&Czqvnpzl@WT!+VsaGDK~dPlg{69ngHQb!=4Z2UnBJYgwq<5XXl31(
z!SRjo;=b)IztTJ%Rh5^SxF$wYN`tpwIskSd+tMU{Jl*3lurtYZ9a~5riwWo4<B{m>
z*TV+Zd%5qPBqmgj5vY>0`Yh`jEkCyzFrRo!$^8a<mAKU#lgvWpYr4`{r{7A6oqwh!
z_av3AS+bh;*)6|0eBU*pxb*%*xwA6T{Ehga-0tbGAu(}g?Fz@k0K4oqKNG>y#yqz!
zbft_(brV%uEJumHF|g*_8MiBFas<vG?U)Y*pC>n(mrEYdbX&T;lAs*z`F=EpL5O|+
z$dRJOfw@k3?n(RhKmQ_h=y1W?e$REv`nX~-z2x{&S!HFWrwf<{HQD)(hIL%(l=J4{
zRl}QAwk;JE?w*9H6n-*`j4HXiF2jPT7i2_wJhnNhXdhYA&WnLWX)w{_akKc@yV73T
z7d!M|dM`H9%I#Ve^6GJJQxn19e*m*JIDQGogrEDd6+Oh>&wPiy@HSejskQe9g#VZR
zUVv_24A)(aWny7H7r<74MTp!CO1K}y-$vBeB%2s7o?OZz3jShV>QN)mZXjj!#+`hO
zvm9}@T92N!aE~1Ss^0OhOQEK0CgRK^&2%Mtle0>vfaaMvqvlp}G%I$KOOC(e`Sl6h
zYlFCK`OX;^C#2jxX>hh=zUJYo7QNc^)Kuc@!0XtUNflbO7>Kp!a|cuh#@!SahpDP6
z9LX}Auw1$4_9!3p>XpQ?kUhZY$C|2v&ax-vP>d}G+6mfo=s)03B0&8NfkX7I&t2CX
zJ*BO;><Q)Pj#ARFwz~i_vuS*(y0O)l`(mx{_cFBJZVv3AeTTP}gmin?f}Mh-bSnq)
zE>tTFpjzQx0|;69t-r5JX!pMFIHh{0gSRILf3`(5V$PB;HTaX+*||_!SX8v#*M~Rf
z)2+RJ%{-TMO601b5Bb?gPDrlYtc75y_BY(NYJfTIkG}Ah9UNY%If66j%9rKB2WmG?
z@P8JEak(XqGSfc3yq0gyHxc~g#SA@=mHO*ch%DTC=riGIvwTK~v(!wi3rh2{Ra66Z
z(&qtnDLFsGB-yx|xcUB@w1nQM@<#?Y6wzC~rKyDrNhG<ynDmXY9lr^oHRXlQ?j|qq
zi@8<D436`vX&$}S7X2Sy)8p$j2wOUmNDWv0@1*4XvF4>Uf`Ta6I>y(9>ch^DkKBZ@
z8pUH>msKy_&>hCWtXmOz7ki;xLPtHOm~jgszgfd?QiW#CTL~kp5`nFN28t>E{x-;_
zcs)(glry}I+w~mDsP_0IB|A9E*m!%48u5sA&#hO%<77P-Q+QpxH1FHccc#C;46$)Y
z2(;;I?C}@A2PCB9-7rZRvc#@ttYpf=XII7pZ+uk=dbf9&uGT9FU)hHR<I$%wZW@IE
zSxpnGK|0E8fZ~HcY&@sb$36FzYKkR}P!Kx2`D{xs`2VAXFV=|l__8Xx`bhfxAMC*U
ztCVbO9~jPAnM<Tr7i~Cij$Zm)!gM;XmDzFzQl)rbnK5pa4F6gi-mo3sBPHftVAal+
zsY=u39uvzbqvO$qPM!%xoSaJIjy>L%QuvioxLG{1xBo?}FZcK1w&s--U#|SpvB;+7
z%w@*#%?ZV#%F;vzCtZuO0ZtBe>pP-DPGE;v90En4ze+>5lCWO)?@HZ2i70mZo+4<{
zzIP+ozSzr9rKlt1`NXIDIYah=82SJvsXI@G=tk8JkJNq@GZS>w!GcY<_W9fdB?pd7
zhiSa%e3#Wu(}NOTs(bVGGn!b*eT5?=<kka%UI(x%$<{VD<kUCM149Xh{a4rH-n{rD
zj0P)hsojW)H(Wj|E6z;F3S0cR{wqz};10wz&VWsmZnbKXx6sAR&q9vyZ?W=w#gjIi
z+yDN(ZO@IBLjl}{?({d0vE17ln-?RaDo#G487t-90duQeZ&n*~Rv+Z%<T;hJuvy#E
zo;z`d4ZPCzt=skgm6uLd&)Iw)fa*?usT)^rdKKRwV2B8;a}ONaw;=y>-ck7(8<ZBe
z?fPniM@V#Ds#arq^Yi`_o&3R5H*3XGs>=A)mvPb|X^M(aknFm5=Ell{!hTT8wQ_BJ
zHrAdnFP9AZU&c=#271%kmWH6Di-r`n3#o~V>jKh*C<i1{j+i%g3H7P|e$^X_BIc|!
zJ#k7&!Gzkn)a?laE}{{sxkAalG4zcH#QdKgUzrhG+Kv&==~QELdDitOjP>1rzv^5i
zcgj+DKIcjOOFGvq$tX|8%%;KC&9J#w?wKd8YJI@MQx8@p@A^sPlC^JRrKSTu6Ly|A
z`?;gg_LKAGu=FA1-5f<O3D#_Nq&$!m#t#dU%e+rVK4YPp-g!!M8!`DR`dZ`S{sgxs
zlJVYm)aW)IP%jc#{ysjQ|IWU=t6@>!s!NKfgR<-UFo4?HN-2i#;T^E99}JE4<Rv9%
zONZXa+O$fGFQe9Ey_A9Wm*rLE$v_GM2$lWeqKqW&!9r1D&dmJk>_RSv$vI)OoQ=xa
zbiUD{avk4?j7OC8q-vNefO~;jXWMeTgnwT0wEAmMvi;c0O!bxt_n5%YoQd<8qTb2~
ziXGj}7A3-5&6Z^E=Y`S5jvtud$`j<zAKQ6gku~Gnw#%yMx)hn0%Cjjjzmq_f%a&=K
z9UV?!8udCJClgHVV>h6DF_IJq<_-=PWB$o`gkcgF*8|MlS<)Hu!(*Yv1)NYqEGnw(
zfHF#{u7kHOL|-rvI|ZiVzT?Mk(IsO!A}(Xdl50Qk)BXl1&YpLB7zys5%1iN6X&ktG
zgmar(<UiCIbXYbt7+7v7xVJ@WH2ZKUfR-R(7q{d~S{kkr23(@}AE^8EC5XI5mx1>8
z_GkgOgT9L%7>j#lEG#%OG6T4ddVq+lJbL5}9DfrbFDT~hL_9$|`OVNAM!Y@Q%_f)6
zw&rylM#&+O3irgE^=t1*_YRV)O1d`F-@`^wt7wXat&!Jh7JM>0V{FCa`zf0y1VH+(
z{blz(vmJBY$w8KN?Y=Sl&@ha0WWVDIwIW9Ca{13U8GA-6>^VJ;UM+7!eUp^OHUXy1
za<hAnR5{xKq-P2cLlm!l>Re}h9?<G}P!rHDfzS@&8%qJA@La9F*}BG^b{E~H{mNc^
zeIV_iexqdIOjdT6{P$$ULD@rVW|jgQp&d89k#S%&>&ZCkr2NcG<MNdqwJJ@c5@s3&
zi=FsF-Cgqu8goTz6I{&6nTx)2!2odp6hC;?hxA+L-6#L5camfY^E<7iUm~C}?MqiU
zE3;0c$=M`?Kmp4o5y+8Ge8XAK2Xzt9uI_WsE#rOypo{m7gdevS7Y?d1rCWu9>A8Y6
zuZFSz59vn*HygQl$rrPJmR)tS4tS%fPsx>CjZbunFKL!jrPh~lm-%-kFl=rLVRiWD
zp!O}tDpk6>yMYYp`8pvz5o$ibwvBMi^2psCck8V70t`D_MBxd5w2nXUxJ?17iQ=+~
z%9+0oD@F?xoF2S*38LsZ@@Q5uzT(QKR%v?GTko#@q(LY1lb1!huTSK_*2nF*=o81-
zH7F&w+oINlPm2NTF+D%;tngN~)KX*16O`TO%;l-_(hJ_7NH_Q>{O~1V_b~zPE9B9C
z@ItI9n6YOFIa;JcJxOS&pYm_-iK{Z_XikX?lonJ%vgQD^p;<Qr=B1J3V(FTF6I~V8
zg!^|`qU4}A1t2IZAj!6mvc<<=N04({$4G`V<&fD_cMFuloZqe5XTdbafvM~yypnj!
zgL!4Mx6zfMUwICWW?lF}AHq{S4!&@hm4`g1%boHS5D)<F$J5vKrmEJT41ui!T-u5m
z{0LZN7W+U<YV6nD?$y=Rs2}*k5uzc!qX~h5ft9miT759P7hOa_Q>Ck2wv<zSXM?w(
z@h5t>VFTJ-0N;*ZH9;4KX{|Z=r3TSi+Nt7VXIhMF%wbvPJ>V{EZ6qo+YgQh<L!Ug<
zJ;|ZO<3e6E)2>vF?DC58*B7n=oY@8Jd6V4BIyJ5(F6?^;2WT$qTxO5<rAwFQJoNST
z6W@{%8V)xQP*Qp+1b4$|;l}~%BPCK$5@*R8tNL1A&Li%OVe;RtT<B(*_jAckUfA5~
zOs6?YjH@aW^g_vDiewY_Omz0`jQr#oN31fw9QFQ=&7`DB`?-78um!C$JYw7XU)A%s
zKU!NaB@4gO3CZ$`H#9bm`b=W=nkdO6g2(PF(5;g`e!R%2S37#u6Ex&?fQ#OTW}4(u
z$jBIJ@W676zWeauMrCa#YO_82!<$n#g>mt(GuhUriX8{9PW;t>r5W;ooyp&zPB9wZ
zcJZdlH{ggT=XWyw`SCivUTrnH#{(M|H@Xo<bY`JZ&=2^OTmfEC8>*a-bIYC&4!WG@
z6d4g=I{x9^JMBJ0%aP*6YKCV&e*Bni(LSC~yTSV4ZyTEZbD<b`tH<_iD3iskTt$Oo
zfx;f5ok6S~om0sa`qp986^114xm6`ggD6Gz!je7x%zsO=Xia|oXF&|Sfc@E^JA6+t
zV84(ciT3vrrLuWr-KK<8h}{1+HtObn|J#MrJ`V*SRRE)1cUH{sT<5q=yY6gxLc_$I
z2O23qe2aTUPAtZ)8tRC@gzaIeyanH@23nsy+iaubi?VG~%n%a%wK(?;sIJ_l*-(_F
znIK1K7nX7|ZmTe<fSV$*(vp%3OBJTA8I(AfSJ|gfzaRg?B6(~p#Y?x~c06kXotHR2
z8D`S^3v5rGJh?)iJvt4Q8IJX6ZX4@yo6+*_tLbrc+`<_O<p8-OXg2^|aIFa)6e6T<
zcUNw4s%=@v(wZld&~avwMf&S%k9#4!e<d*7%l@^(6b6lcI3@o27p=$%$+_#b=`yp6
zUMSE^zv|oVDL)BYwv)Xeww0mYU07ob<<s}q2H*r~cT4&wC=q6}n-AqD1_cLmLh-98
z7g~AF@pSu6cnF|-71!$cR5L;YLrn2+3*KlPBB>0G{%UOeY*K7*DFP2ZmGE1{{oYL%
zL$7SSNVhWE3GS&CC3eoS8;h4?r3565Bfi$-P_wMX>tuf(8^?UO@c;4lmSIt~ZQJl*
zpooZpfFPhET>{c6NK1FC2*{Aq4F+<Fgmm`|Fmw+M1|SSMq_om444v<}fa|`W@7<n1
z-}mG5mzy!HS!<o=c^vz(hpGGV;dVPTcq^p#nF^I@+h<5}l>j?t|D<}RQs2gWk7lM4
z)#4(wX|VsULZ1-tClv>h{Oozp<MQ-QG#92S*Dt`>n`XXe@+=Kc%XhZbA@a64HY|R?
zhSd%@EtWqhcyz?AMHwI%Nx%l8R|ZEmQ+u>|dal-PXG7bQQ8$>pW&<Uo87H!OrAlG6
z+665-3&e~AL40GcNp0X=DR1$w-Ob9$uWG%Tgn!|}YcOD6-^ysZ4X(=IA9TUvIT<EI
z7&0-DNs;<~;t+?qJ%r)l%4?<tLSr&~%GaB&!`NT#7rAmXx-+*FD-L5M7c}@rM(B;n
zCwC@z`!>EWTTiW;R6h`S^e#ax$z%VZl6;`xDD=0`rE}@#uE5H@y)S9Nz##~7Dj)aW
zR|Ic~Ry4ce;}_p9ln8pg#oO5E1y)I$E7hyeSkbI+50HGae2$N1q7J~cG0AcXK&HN7
zEQoiGIM)^ybIdC&!TfA05I!YHonS=?+CfPGI<@nz4rX`_>dV{lF=pjKc^foDHpt|a
z*Ew{`hI!2ec?IQt3MdQYb8a1YY0xCZ7EH+!Su!;EF>5&0@4@#&tx1BMMLcM@aeaNA
z3*9?wlLIlmMkM-V=l8b3phIs+W<UYZer)#i)+>JeaO8bSf)@+q;k!HI%gwjF1f`}G
zc7*_&cEWM1=^-3k2ML5r1kp^cj*m#x#_Kv?BCnKOt<Da%v7s<42m1)skTE(U>iPI=
zCEf|C7RFc=C5bFg#|=@^L+E4N4QnvH0kB9+2zN;_k5l`72t!EdcsuwIJc=bpBbAM1
zy!Jk{)NL6TqRQfu&vh){`C{G(gWC=+9LC<sQy|YH2vCdz<spGiCh5MO6QVZg$h4?b
z%GYLY!k!CyGV8vtH_G__hN=I?Zarl@T)Zwh(XMbV4;#WK+Z`XUbwEM&xmt$({Yl5;
zi<z9JB|0#=l4oXNZZ4;86aCUfsPX5uw(S}3?X{<QV?J1jsBQk{F?-|H0BYe_E0Hbx
z@g_4)I{vr4uJfz2NDe_+4^on49$_zp*7wiV=KuL%G7|PtE~WKyD}C)&Ccv`NXrATy
zd`44q>w5w<D+x~=Jp(>^mOR^6nzHWn&UcX{sxSU1x$l=?jidC56s?rdTMvzh4CP}*
zW*fM-#!swYT@*OQR#b$Ud7}4bFdP)Mx_gJz7)oIV#%~dpfY~Z9kJ$#Q%#pTFA2f&#
z-76~tL<iIdc)GHb%I*$v$O_iA7h8`Fy4~=3Xe%3NcnAF~V#SzFv;Jq^T9cE=_$!^x
zvpe&r$I-X<#WN!hjHAVGp=&h1Eh)7%{z*pf@^iAOm+;<o0$^gpeI@z~i#a|_8LgnL
z)N#7Vf`w!BP}@J;R`JI*USF+oM&4?(42b<G1tNF3y0_RuCbcP94DaqY^5!7ickf8g
zgXJw{#!sw1ccAAh{-$#8BB<>x2E?Ma#0unY$H{Mc2wDZ6_pI&BlrmM+sT<e(@afwF
z*oY$FUDzDjRGxP2h5A$?c20)=TbR5%)y%w#kw@<36IWCvM=cRawz8(3m-Y59$a;xJ
z0AU7TyJMZ(qGj~bJl}m|^@|EjNV7_=XFTmuNH~-^EE-&}+S+mq+vKZz2$YL_`i$K4
zf`Frtm(6p>#w4BPAUO@tH~4Q}f-NzL(iwiQ*H4A8`jF94WEAzv?}}uMP3Iu5*kVx$
zA<LcNnF0^>Y@fub-)~l4aJ@@Tr0JQLrfoNKb*&gCo=3i90qP={?;kQ1Jqlsf^%er*
zjHD=U>IcXl0#>E*C;G>){aX=?07kJR{)D<iA>fScr{XsiarW?!bI&$E@0P&v7r)si
z-rUA2_~dnl4Kt3bRIPok+4@9<?X5=Svib*Btj+j5e+5->W>J%bl6byscN%AG_Pvp5
zTZyIA)n$fGB0gS{@6xX2@Q%+c!EsLRvfJ#DRU(!xv{$N6!NUe;iqYq~hhdfgOs_8x
zvih-Kmixd~8MBae1_k<WUW8e((TS+L996VFqY1OLi@#j!C}{#dHILV4ClHRig-8wW
z?4Y|6e`<)(P+ld<)>qA5P&>h9fphc^bg#TF=47cdHk8!n><(jR=Al)0IVM2@9==Y<
z9jRHP#Q}{Z0h;Syb<5kg&4z2<pRR)ElP*+ASVd#G-@8{l4|w$i%YVI)im`A1<@gL>
zBzLjIu)@gFK-N({@3N!eBs6oK?dMka5+Ck&X<OgQcW=HuyJ<KM(_hSU+O1e6<p^(T
zR=R2H)zawvO$?LpV5et7R4mfMlK59GG3+_ZJOs-9fkSPoNPmunRIN~9WsMFKoW?4i
zgYy(4C=B^qrFLu^$R!)K)l!QsaFLDO4Nx9@`yaxXo|Kb2EdM?&w*v8Tv6hdupqWU2
zy6QzQR|N%}IgJ%7&s%F8-PLjEG=nW=j+LpQXV-_Sk3b^(tL-}wCv0<VhBmWoO(kJ;
zAJpzl+${Pb%DM$&{WL|?-1f{qTnMD+<$$3V!v`Ak;VfCa#^26vmT@9=B*kXCCC9Gp
z(4)qD!z^{tr+L|ay2I*#BAIdl)7skKqdu^R=5a$k5$q!xFqhPC=^VzSdO0Lp<It+s
zbr()Sn1(uGVMJZB+%)AZRlIY(<Euo&YR*T-H|S|&z5r8<fdXP!<9#6^{Z7SUoqKFQ
zBg<MBfI4V;RZ^w*Xn4j8#cTZT?23H6zhc=Yf%aE3{!R<FQxf@uyxQsao>?R~e%%yE
zq7(8f_1Ep!@x<i_0_q-{l+d$|+lusONZ;`i3QNhFEN|xsuM%O|#UIKiX5>9x#Qf5+
zaoC2UFqw|wu!{58sZceuD#JRU*a~q6&K}mvpxgJoNlM~nJwxgRXbhV%p%132hx1iZ
z3eb}KGsT0vtM;eQ(Jo<V6hX}~Tei&}anzxm(9(oIJ*-s!{6ueQg)Sh1Mc*Rv+Apw%
zfb+#7Fq+ytT(%}zl2IugEV3RmJw<#bbhO7fc&H)<jE?+D%@Pdj9M6Q5PA*fueQpAK
zfKCC;H%0edqRU2sfa=iELqBqT`_1cmgKNVxhSVpB87!Ei$??048gj<1`N&mAu%h*v
z@sQ+yz(|%N=u-guQ#7Xf`;d(a=hI2)GR@cbo^-!#EO$enf}*~YK=REO5`FGF+j86E
z`REsFHOqt#HbZjZO=d*<N)Ii-_7?A>2xAN=AYI}@cg<$2iw<55h$2`w760roe2{Rg
zYCWcS`rsz+etUp;A|{_Cu)FprL^j+el1t5c&y>agVwU=-egD=&Xv>l?AzSS}ZXbeM
z4_qb2eo(c(O}#YR<y|>dzS~Hn_TSGEhC6<7uL~UzEi{Nb{Lo%+b+o(z&KFfr`KtDM
zdYD1(8_d=`@=ko7H7(!z2ccnTe2ibjUuZoBI496RcETW^oUZI{)Iji_k=|yaV*RTS
z>Dwd}&s#d96OvFsA~U$Lh}X~v%}0~=z0%7J=~x@C254O&dVZaQY<On$>>hVC%I^Hy
z7eOuDc55~hVPDpVmvGFlP9nY8n8_dxaWJpb<`WSCr`j?@re5P)t5%uWNFdoMxEW%N
z`*}K6_QkDjh2tMSyr^ARTEYdyGLzSSEh${HqI%(Vw`>*REX^>uWQo_{_srNuCq&W6
zyy@@NX~~1fzdM|>wW3nyrfuU_SrjW31H=+sgiGTbF&8Z6UZJe4kKR`ioR&Zd>L__^
z`{YAq45<qpb+q>#W@P5z6ov<NGy7wtye<Sy4^AxtcZ;?$yQk3hqAT#E`|opOhy5B=
zJA%d{>!bRbNu#>|9LoC6Yz@|D&$Q;jkZkREyCsbgh?6KZr9=>2g(qr%uvl1-Z2j3*
z+%kaY>kwPL8$%saAss8A+KqiHN+Fh=xDY}7qATE?HIAS7>>Bl_E-O6AFj%CQ#nczJ
zM4ymVYFTZ=gPSuK>X)0X*PUP~k8o(I#j&-V$k1CPJOST=DEqWFS#FZB-7IgPJa@JL
zy$9;pH7%0|juv$-T<Y?^G$Ky)j-mqyO{>gH&uKn8|Cn1zPK$^tQ4{&msV_F#Egi(-
z&vh|6z#3N}d$t{j*%||ALk-0o<?NjC*bU)mZ(QVq!UJ@~&f%MRF&}zg9#g=+i~}~}
z<Avr(c}(F2srR0>8{es{dvoFB=be}ac|#OV$I;>~*A0xSOlzi=Z7mp@0dO0Mz4>_)
z<Cw3nbX!5U?qgBn<~EOiz~(02y?RX#6Q^ckmdG$0f&fS%us=MUrCEl(+KYTXEF9o_
zT6~73+baN0vfHu=CBkBx%#xEHU>{&bssTB4c~F1|o}Deg)_Q*yu>e~mi}FJ+;my&X
zERIq^T)``PEnmys4De5HxqQ?NT6TE_V`&@5%+^81%7*_x(9t)Idwa0L-_H|1`k*C%
zmTl(wj=Kl6BRiQc7hmmYgf0m0beo}54v9v_8LkgG7)Lm_v6V*`+@MDA?rK@7ejpHk
zGvv8b`q8V}V2vp%B@1-5b$3ZoN=_KgF0%L5I7a%@8y+ESG=^<hMHa#ZE)^q<ZKIWz
zn9Dh!;~`^y@fr)=XmQ_d7<+Sh`kI-_V~8E$;o&~lb3e~f^ZokOCBH&z>c&$Qn{OCX
zVW1=CX$wOaR_RkXR2MaoVKCcpy_Vdo){nHD4$J0W7uB%Cw#&E$pGem0W&o9qrP3rI
z5%lr|u?SXKb_7}D3U8d<q5J?vgm?0ES%__<Hzk{?Znltd@I5hG!|~kWvUX5%L_^Z6
zkDj&9I0?YF%k<wEOPQ(4x1ht{@(i|(_Fnqm)@9RmsZ)Z5cuW6|G-{I8Z8^_JmT-)H
zYkA|dOH$X{LBvZpL)c2=&aW32q|ztV+spm^H@19d7KYOT(yM1`26>5vPD`wmsl}}X
zjZ7J%{qf`Q@{X#d=%8F9y|QobbC->^X=;`RE=(9*OO)?tGiK`vtsq$};<JHgABDQn
z)J%8|&#+bMC^mKOdPK{OCPjKWV6$M+r?ri5SSKX93eun-cWy<w=rWTT<3o~rup?P3
z8#$=}0!H*^9BibyyMl!12p)UqZu=$>OIGa$jC^~;=nL*2_v!sJkQ9%3?3y-3`O+e@
zQQ_7lg_cbAMN<IRy(E?8B>x%&h%Y2Ews;j4b2}ss`v*s!O#DYKUbLe_`Bjqpn(O85
zV(g=619;bP*n1eG^y#Zo5p2H+M6GR>%`0KvRCK1Mq`P#O=ymOA_vu_~aDr5Pi8*ay
zoSPr&g^2XzytP@?3I8et4x@~5_Co6;f%5k6W@noPTT^ygzVd9DOGoHTy|XTd03&$g
z#Q3NIMZ1n~751gG<;P>9eX~mErwlqFBHq?sqkXZh^L{q*$--f9oZacf8D^ji+7<kP
z*)p;^OWjC~r=t`aDzW#Bac|(#QD(V926t;OOuYOPhJ}!gA@|2)?pAGmPEO;RPN22Q
z{8sM9fA+c=gk%Cz6Pa2izFV_*y|!Rgku1k7&<lcjkq+d(!5D0G&hCDuI+o|4dV0ul
zr*v~r#L#jvb;Sv2Kr_M0=D&Y--@}dn0p~!AST86}!@we-Yb2eY#y1Q_Cwh;5<+sM5
zA6)hIP>^l!vNq9<6Qi^bTF_AkN;YF^lB+L=g%e0m7j}M*l{M<vCCr}rPVx`~IAU7c
zDyE|0Ckn!Lg5qL0iFh!g^y=u*p}Z7e5>tiW(AF9#sinM0VhTRw?%9Xr*|?zg3Eh@Q
zkL4Y3WgK4{`fv0%*XIc!N&|EM%-#3B$qZV6bZ;HxZI5-WG-3;VMUJtq!P@s}R`D_f
zznAAAA|uSV-N{u}u-ItmaUa%b?~_JRZ12I0f_p4woMu0Zj}`CvG=`f!8=d{H0X3tW
z*9(6F*og}H7$E7Ym2^UYS46h<KJT0Ml-ClarF)kmht>*&u{V(^k5JMws6IQU3eT@_
zTnTmf)`9ll-PArrQUPc^74rE-8AH!r6tAZEzjev7oI(f_O4epGVaCWD22C5cZjM_N
zbLmMzEO2)vP51Q6x8ABY9Fo%nj|h2}LF6;)>LTFA(p?`bEMmwy7oEh~?yaUL^rTfj
z+V;qydRF1M?ta-_W+x9Lz4fBf4RxF#3x_f4J2}`C!faE{AK^7r7DZA+UmrmHVK#R-
zE=ClUa;qVd{pARnIp$5F+VXgHYcfDIQEf!z;=~UucgaS>kG`3JHG|rCP3-XbxE9Rq
z_i2;(F)UJq7ld%!!7^SPwF4@82T#5(E^K^RF{F3$2u@*4xOw`pR?-2cKe2s^>8C)L
zzFRQgf#2)@3xLtzB=rq%`Pqh*tk3NODs9~m!{Lf|q7{{XHMIthe!R>j8AZ?i$!~wg
zQek~Gvxe<ziF)Ab8*cw~6_{uNB4`MZc3B!@ELV*m9PVyN5yuuOmV;S0U`=G7Z{@ub
z1hcbfx^y4ZI+>7EImB=@rACx`L|!zXoFquh?3btyYG{-N+8JC$Dxdz|F!(D3Q6pgN
zDa)@>yAw5Atp!MsT)R<t=c1PV@+q%~Ys!}p>Q%z)^9NQf*>?SiAPutlcfFQ@VJS%#
zOK;)rtz8@eE2i8nf}DMClo0wrGR7vy!~Khd900EsEL>0f$d>jjr4lJRFr|6vj!lEq
z9hPs&hhFI!Pp7?-U9!}*jK?UL#8wkZ@8-W={qsO{^#OY9ywd5h4ci8WZY^)gG}t-B
z#yGwsdfbLzag<-~33T!Y$MlPwq;q!9RW=&u;~&3i^j<9D<-yFIv_F&Iz-USDomcWD
ze%RY?2Yx`yruJCkgjm{mczBRZ<^&6+@u}%rG;fPZWjCzK(m<)r<N@0vXn@By3$34q
z=_`3)(klm1rfvnxpOoGlJH4mi%(UAHjp;Wd4zEH-Wuq@vf8#q~dYOdwDJ)ipYBP56
z&6<DAX_XCEQzBcgtozzHO4$H5P|^p$4-jCK&^&?#q>}<!hxYPNnYxu#?iiS|l;j^z
zyeD>qCSomNbPHXn?}4pb29RXU0oBX^(2cyThM4LwyWMPKCc|wlqx}haO!*!miN=+`
zn`+6Vk%WMqG$Ht;o9}oe!<KBhh}x3+Mn)0ZFm)n<_^E-KdvWOj%X~ViT3dNqt#nXu
z<0wmmnZZtV<s6HY$JP>RYU&jjuC`xwoiV>4j05_n_{!qm&Q4|AZ07**g0i3<uk)$~
z)a3#opc(Y61s*noo8u5Gb>b#K$OVg)^bX%6YiAfxY7VIOM6wYju@{x5pO*tfiiRk|
zvrcG3D&K0wT>R^HY(W!-kY_q{)u#kaSg3-$;+M20c?Hp^o58maolY^n5_4b0qL&+2
zIcomCd-?L^20*5hZ<Fu<->VGqeJ~5t0J21BAeJEtpjhb3$uv*)(z<i!&I}K@AXq{T
zxq1N_`A<3M<2)DMHOidXTn$U($jtFnxV+XouX#PT^)DMudHIibRc)TcdBaDHaW{d#
zr_5doYGd2s;`=n|FWfa_$XX*zs+!&I%T@a4EMS7bsr4xs1j0Re@}z3He3%^$bHM#`
zjr`F>u0v&W;K2!gnvj4_{udjMyst>Xo+!9Y>UQG56Uca-yuD5EnA8*2v4}Z#o=>bt
z>km6&E?JIbl`~UKu|$WFu(ThGDTr?*Ya^xxYaGUo)P}pUF;3V~Lc{`DCC^wz{%kz&
zBG+?5a51`N@JQf{(^qV&P%?o9@q?Q`X+!45JXU#d|4;+LUBd*JpUdxW>zB8acM7OK
zefr_s_wQxEi6~Lj@CTw1x>HLGh%`qWe+vu4<uDT3L$2O1m({y_C%6+B4|ex3=~YZt
z)VdR<kb9wDhZrT-_6_CVrbeu}lxqUo`(mKOw>K6Ygi*e8KDK&Vfivp_VMAh!LAo5k
z+!V>5ct*p(7QZWf)bwWZpwO6(#;5vF-S>}paJMI~?U>bAG>5SfPy%r~1kP-?ad*xQ
z+t&9@e0|^UY@<@@IFFrS?)jzxtTRXAY%j=wU{^iXaC~st4IhE$K)#Q0oO3eLdWt%c
zQ@UzR0TZ>)9YMIJj>ezf+&06I_5xW$Uzw=B+}p6JOr*!=I!#oJZ>sw*am9*~#8&?b
z*_73d7YavRnkL9VZqd0l7P_)peYi&miN@B_EX9e3nzjf_-jS+>&<uu_O;z;Cizo>N
zX(iS2&h!tE9b8K|L;F4u;A1ctg=FtN6f`bDARd-f9YEsp8?@3fw-@zGU#9}Y4cuNs
zLxaOLJDY}HolpOlAc(tRA>hxSbuWpFnGFfhbo5`T%!%BEUG=H*MIOq0-%T;Sp+z56
z36!9`#T$>*=<Qq@I8oqH?R=IqHGf*6FK(9h)rq5ElEeD`-s{>u7o*MHR^-8k#j*Rk
zlCsLPz-ccZxoNk(FXyy;n2y`Sr$ZyPCJdsCW5V=DG9t{rM_ONy2`@oT;Toxgk<zrc
zwWp;^Zc|Xe1rlD47;qb@s#WZD=C`#y<5n^!v_f_=u&`ii_^!}Hev~t$dtd~E0)s;{
zPI_9|xTGW-QRq2M4BZqGPA_G4Ym9kETF;(*-jB=#Zp{76)Zt1AU|}wHvN0_6E5oF=
zn=>Ze*^E_6CH^T8rRf#Ftq{4ij7!SgVs;%1XBNqiKgS!)ah;_73S-WXEoElsALr<d
z-_+AFUa4RLZ{4lC3EGOqg?|*9iohdT1S(k;yV|0(4TGDvZnf`!`SOKOsR>w%c2tM;
z{?uOh->0yiG2sf2U%lJV)Mi@o6)r9z+1n<c@7Ps~jWahCOmX@EDMUSmEirPVK8m+y
z5Fh^R{}7pZH8dpYzS}w4$`-99`a`*X#0v@kK$gT@@bsTCW;RdlA%3aWa@M2bD=1bc
za@tO<@3*HYvoMF+>t2664V;u}tV;EI8v?pL10z!_^(TWO)6BWbODNOQ)7$qU9|82l
zEWUWB<KKy|=Ku}{<XaaAu0(^P#_f{MPzwVx*<aqm{P<Apzl_NH17ky%BVGYmr<*ps
zpNWNm8BU_ZWgieVm@*f-iRD1cCzpluK4T^)A<8jpi5E7@>$NGJ@>p^7^{u`Ss0}uz
zyWkW+W@IGs=m5Wgi&_C6{rq&_r(5>t3M}rOzjQ6e?MYC|Ym^$RA~fTYN65D$>yoF+
z()r}-$5~8g^SMj@i*}~5etrn!C!;0)`yPk_xfz)C=znV8TCvIzoW?naMv-4iM-ZT8
zjh(~FpGD^`8VC94Sff_WvFCG;{b+?TI-vJG+2nw=A4tyD1_VN<YESRVX8ZG5AAw>y
zep@}`8Mvqs6R*7urlVNsWPC2Bcu97drp?m!$WU)%Og9>8z`PDl^{u7a#CQfDcJ<Sp
z#y<eAC_%u-i+is}sH`;$zWMcx3q*P;K;+7C$MEt_cGr9ZNz^eKd&q)}lB6rZk-a-V
za_4O~w=iV1cnEyyG61bWC#1lzS_`O(@^?Y@G??826%wZdmFHR`nH~`IZ0>;h>c)^|
zLCf&)a1FE=#0drtrBKf3nyngb#Ig@r#nc%D8-M!*f@O_dz~dkLM%C=JUBOr)9(Vu8
z`0&*L-fRO2XIF}xUYGXhrme6hBZlQ9<G-GbX4sTugh!N)Xxmz;p^<ch=5=zB?_cgq
zLSkCrH1`B3__?${I4|}qf*OMxjU9KJO*C`bGXMf9zMNi4{Z%2S1q3kML;;o#uw4b-
zsdKeJ9}iB9C6NMfwXlHr8?PQ|y@)LDrGA9YJra};_+?T1@W;4JZJbu|scYNB)u^R_
z?kpNDCbsWk9^8Wf9U2>xR?Pm8{q(|9^f8@RkKrCFxzzT}SDdDvf+W413&$6V(R*$;
z7x36gHRlOAotJc+=DMC3d+#ET4!4bg17sGUvs3}cs`ixmSZeQ`7u-7*7i2-g>1%3B
zAc?Nr+W^H-{ag!lffG}J!;gMedVvvp3)#y*KYJgWRT)-q+V?A^|3+NZ-j`k1ufdbh
zs50`qeE=U`VKv}@J2h|TM8w@9A==o)ZiCt=s!v{M+v=66oc{3_(i%1@L!YhP1u8^G
zh(cMFJT-Oj+<lclH^|vO+_=o6^^pSo*>vg#T{L8;IDyanILziiBF-@fNmZh_w`?;%
zvo<52SI&dU(u);e4pHPHa|Z-im2H=t#W|z%Hcaqwxlvwczc7dOLkbjo9i^L}-T)(Q
zW@IFjbpqHeWCZIrmvGYZAxa@~Jc9gbF1`vcyiUp)17?%z>>@RmfpT3eIA_W9t_J49
zMR)`jQgkP7`+DVxxysXm3E7Xw3M##w!|LO~6%xSO)~N&a^I3F%U^p0X#tAMgrM#|P
zM5y8r`aZObS4eK1Hoht(hRLA|n{AfI+aF6!KkgQSu41vH--{uvEw2W)WZv_ee{^s8
zN@J#3jI}X`vX`4BLa>*>rOx7~Y^0Vqi&w8aID$#4S;pmvQL4uCD}LB7$;j+HszKF;
z%~QbB_d#v^Iv9S-GsoM;AK0cN=h)1Yx&ff2OAPUBpYsg|H(3tyVZa)&`ImvcpjThx
z&@Q1DR=VUc|9uAACWELrbek0xMrOQ60Qlv-cLXz!!z*RHXsHw8A}pX)OamJ3m5>;z
z>AgdetFO15JM#i0QTT%IySx+_JkVtuHUBDXdcPeQk0oEVK&=EZ^LG|zHYt1-{UT~b
zf4Cb#;`4AdArsweALDq;j5;1r+r<xFVwzY#?P(jPf%)+0Mwuxl=e{#~W07(5_4WKN
z7!B@=>W=Bmp66FEkg?fbyFhg0UitDSwyhk%TR@%OTOvm{OTIj%4xXJH&Ev?Kx_flg
zokFwIEM;|)?$67B`zZjQWwuD{C{F>K3H!cPCMOTxf?9|C1G1WoGi1DhcPm*I`=uay
z5wKu?@!B8M31wC8J?`A6c8vLP3tOYjir2kc5X;h<S92cWye)6iFE>!n5ShR7GwGa7
z^Kds6v}Rz@UGtptKiw@bjtU-Ym#WhBsSZ=P%(%h3xg4mZlDPggc$s11<+Y?|*olJZ
z`MG%r1G9x^Q0mVhOYHvHF~MR(kdfnZ^Petu?&2$G2ZrU>7+>kY$Xsox)8T})rm)7Z
zI%)l@4k%CB#Z)*UwRV9$XaCkz*7-mlmB8R1bnz@w#EJ6d)E>)C^c0R#A10dwR#F}>
z5-42jrlTRd8nEXlZ<rK8J#=r=^-~Jt#Pid8l2WmAQ2`woeej)iIq+3&>`|5cV(G60
zu*kW%O2}<f$e$)F0r~j8NqBCv(Nd4B<gnmtp*=7d4CKW6vmtI9%inQh(YdW6y|7iY
z@fUwS+Z-W|k++9gYRQ8o#<wN+^od6Bzb}(|tRC=beMpQM&ifKUyVtgD;>Og|=Cd=t
z<#|yXMj{97`2d~3z~kk*mWk*<b*i*;mc{XnpkMb7okKQMS(p|)m{>$s4OHCb<FwgW
zo(hT4@A?nb`@lLrolZhY(1O|uqsGO&1sfv>^BRVj5QaS9Z(%3!@>b8|rTA&Hjxht}
zja*<T0{`XmJj6OGV}#wy-mlc=T|{E6OTNbK`6@Khzh7aQrZAWO(u5;p9mF+-l|R2A
z8Jr)@`;0f<#kI3PBX=RL4*9uqh^V3RPEL-GZly6Hno3hmFY4R7!@hhi-AyZlC&bST
za`I#*^9DqFYx7r@^_soEySWCHPEc7a(wHX`=CC`tKZT1vUEeA*PKJ>XoPr*Onw%M;
zG;+;o-E)XAqwQTSPK(qbA*awdWI;HX`IC^)12J_O1^dNlbM}dT;Nr6hxZZKVmTf-v
z*KWtd*S~|wYjFd-(_-%9nq@pQ3sqb5BX4hG-=UFIKFMDBR)#2GY|!&Ij4YKj1u;>5
z8~SoqjeK2dfe=j&OR(#PSiCgOH(j(Jxaiy&edHwx4DlCsGo~gx6B^jwr_t8wrvmCG
za11?4nOmlU&lOoNV7~8M|E5)3f~@@v)``e*qF0?Kt-?x|^x;Egj^WMozGpKxnEsU<
zda%fgn@1ngdOCEF2dfq~GLGCVQK#UQS|@mJG@%t3nKnxpki;Y)(&G$*DDPESCYfRm
zj*#Zb1-%jr2NfFi(Nl7};L`t8pP(#O*0{%jc%!<-7Ix&>T7HO^@C*=AD!q=>$OkAZ
zWj~ADt8$9kaN@HtI4*ggra3GtnJEj5yLf7nQW#afoetk%`T=6}d1V@i`q!3C3IyHd
z3pXYlfqcsjxYH4G=O>pgh_5-`V^J8|hzACK^Rr*EzxytB4$M6yN@gEjLu;U$-J-nD
zGs>OrWWH>9yWPc#&;=A6b!&;7OXvtQWC+-(F|Gc*C7jcC)nb$bYrc$Vp+%Zd5+)V&
z7*-u}SWMBV<*{FQibp0H44DbQ3c<bnyi+3;mB#K%2xeDU;IXDx!!7;Ux#{&Z-4tm%
z$9<mkf2d@``;S@KJe372XP0oB9{P31*`>@wi{}|{oLvkNk|8-NgbDyQ=}Svi%YsQM
zQbK{^a|8}Z^U(KkyBGEiU+U0`Na^9iOLruhR@$t0sMRLD)iRqA0gCL^wy*@6v)3|}
zwq-0^D`FN&vh3zt!tX5DSoNT{Ld>};hLBDUuAKukCNWWrQeGTvN3!z#dVdrAqkA1w
zdgpJT3=Ute(!yrXHUO*FZqAaLJ?jeIM$RKI5=D#Ek<5KXa`nD{NP*05y4ob~Z5LHH
z!EEi=07gA8+aG0;XvdRn0NmC{kbw$}4O5fTsZa7~JA71IEi9(_uvldzBIeyJz%@wU
zBZG+*OyPzb0~aR*|NZ{$>nr(nzr<PwXmMdl+9Hd-YIUzOi;m8hm254;jY`rUSVm~&
z{k`X=a)VOo9viI!q)Nn>2x^Yioh7#7&DM~oTKotJGYwVKOV4@XzTE^PYxtjl&jnm!
z_qZg06WSHASWh**BP2LZnWi<qIsm><&Tln;PPM^{=W<{M6#w48z=rj>uwS~8HM1;2
z`v+2aox-cDq4~pV46nzVD%~xX?L<QR<dNsSfR&8}w=9KjUMX<KQ}-<(bGTeRMKJ2j
zI@WdzenBF7^^>OB(C+yo-~!Ui#BhD6&RI8-NL1#YIu^usSOUfu&WQs7bVBZ_%IPJ_
z51Vwf{PTD8<Uez`b}*>Gy{dspHxuH|#d>_$z^R-Mq+VQ}s3|r10C%I-6zXJ~t?j=Y
zz>a}u8FLFR5G2bn&)zVnE?Bvfx9U0GUDFoj&g51xW34z)lh-{XV5>~blW!m&+J|8*
zcDKN3arPz)NEPvW0t<u(j%yva0_6C8lDfb_?v$n8fAs@}{!~sRLCxIl4&Z#V_j`-i
z9fV-ChYY10#TAq%>60vl=6+a$;XF*T^Rb$titQ;`Z)!CUQ~{8XRix&w_LXdlD0FCq
z$<QsCgv1E(1~w7*?{g-qdLTj5F`RnCLV4lhDh*G=V!Z^qFVob+Lf(w5HiFYY*T~!b
z&k+L&dd}J}_gE|GSJYy`mR@>r66J>J%;p|zdV$(hW?-&Wo)EeDSe<@NbCo;?pDcWY
zLgQ*EI+_6&NEo0XKY$%&us@f|IYbriI=1LlE7Av;9G3Tbf8Ji0c6;-->)Q^CVu6QG
zo>e`;`cHWdyZn*?e36yicwx_v^6ou@w>T07@39?;>m7zixJh^Qi)p}J3VOF}m{J@=
z_b)U!o$W`I%rt)r@B}JvCAW|xx4H1)Uj{rKHeVk_+J$o!s0B*2&tB!VXNY3q7~LuF
zJ>s?Kp9HMf83D17t0HrU)%g2t-7NFpAB(VIbu9HJEU5(}t;R9{=c)X>S8eZu2hZ|y
zqP21skbT8^77nH~Ux2|B@WpV*Zcgs{_&(FI?s00<pUw<TiM+Qew117BPtQ!tDn~UD
zJvuH(W+{c^D+Dd9%katm-b4VC(A>axWEZ0%L7h_dGGfX&Kn~vyaDgG<vY}~xR_XD(
z<Ydz=Zd<ZQp&|)du*qSYjFG^T<4;J8KgLvgk+yStLvOhwPJdFhJ%oVgyn(d%#xrT^
zpI}fDgC3dC0<H!Z%f|;8J=XM-RPBL6#}XIXBk;D1Ja2?DCt@QPC)&JIA4++-w%A$M
z@8aH2hC@kmsW;5-iGLa^`rsXlJQa1s0~z_cC%p3yU<0RvPM8&|&&m%b)k_gcZd+l(
zG#tbwty{X4xAHI>__CYs@`PhyQQq{^R@~PFO2zr8b+ajh4nFaT<fk)@nfdnCEQ_HO
z{r|KrZ<&+24SBPEtx+^68W+~${W)Nu2)`f~6o~{a8tJ&aIDaq13B3#-iCPNmZb7`$
z@9or}|H;R2T~BM-(w_xj_sc?ee4gnErM~VY3M$lyv31LtlJqu&k)7(lVS{gPyz&H|
z4(<pU5k);Gal&$H)&CY4L~yE9`}?!`gVyVWQSLRYW#shj-V#G1<Mtz$!zkQH2b9$s
zEsa!HGY)~Oj}E5+oF4jVgiZ0~(zienpLvBKFj4kdPeOZho4!p-|K;HF4uU9(C+f6p
zu!M0iXLN9~v*|`07MYXK3cd#-G+;_(nSYt*T$;3!UMJ?~Exm`9-lh2a9CGg$k$5I_
zwv>4<FHT_379-W2uboi-LVWzk*yX=}A853&Yb#f6@>yW6&I3EOit|yEYyL>%)xxRg
zH7jfml-|At(L?>rmSb0eZ?4%BDhDYGr4&bV$8WmE-*oz_%#N9GTbmLJs+s?A;lT}S
z15HgW%COnSoKwYDmQ!322=h4oKMv<p<F6(2YF|wL%xT(A`z`lvS5)6OAP$@8`wFy#
z%Wf8*K-L7wozv}@@l)XPW{}O71;=R8S_ZZwmDXn^3B%PYdui#t&Oml9r{H9>*dwe_
zZBXdOt%agcqC;Ag6{S5kCp;QDpLwNS$n74l?xmN+^JpIbHs``*^c@XL&Ad|3b6S(S
zURle`3ePh&GljhWE$=z@)rHGrplxty`duzqRI)3Mjp!4ZBJ6Z>4x>x3P3c`0K<z#U
z8WK>b=?0sd%VR{#G?wdTZliv+M?Ht%4}2*IM!An{KW?<KS_{|<a%j)jg$v${w(rLQ
zzw}Zl-ie!>!?<4JA39|VA`?xEI}VXdQi<##MXfI5pAv*qg<h7v(hgM0Oi=xFcok?a
z&4RmvoiHfL#NuocihG%nvFu1v&W3qPgOOUi3F)(jBR|E;+G6gZ#c(n<Sy`T8TQ8VF
z8c3np@+ep~-SxA3m)>zqPfnxEG{3hETT{W~ny)3xvtMWAVUDL{A;WQ(+uDjy*p4-E
zjN1}*Nof(6*nG8BLq<%Zt)pQ;)Mu8|)hNU&6%J?tqN|&4>x|6uhej6Gfa{@<kGLS4
zoF2Clm_?G9?;hK?z#UmvjPUHvB#;e}y{k-p3(Rc0vU)rD5uqhmTm#p94!hc-5W=QY
z9uElyl7Pz<gBERPiC+eDVF%3Ng6CK4H!V&Iyt;Z`DsEeR-~+*va}&-s_iBXltGbJM
z;4GM@%=GU_2`R_0ICnPxTpr?j(02239;HnN=c98&bQ0@KP{~o;iF}BGPd-@N2-PFv
z=t#n|<38K-`gV2{43i42lKBF-tq;H33kxae?Ut2VWcMCQDL8p_rd{kg=T+NR=Um~&
z4a^lS2i88E%aIRyplr@%|AIn*Ge|$5!t{LmJycP4@8yVoHX5tr>^bKs;2XT@|0kD4
zBIs^`^w%6PD0w@Rf7x2S<XH=5mICY{Td}1JLQI>14F#EKjjE51FJ~L;|1(>GZJ#o`
zU<R7=3xKPLOmsl%D$5pCvo?n-$@b6`Y80$)25TVuOnsPWzv!YR{&A~DD)QiTfHbBu
zt@rXfitWW~Now%>Qt!5sWVvkBwe<r8{dOp&5(C9ircx-?C!>rT8d%(i6~UyKk_V5a
zG0ur9o(sFU4_d6#$t4d;a|L^^Y455XF^2}0Ui&OoY!%=6jLo$}NIc-~ePCojLc$(I
zd2d<Y@%KRPm?~&B+N-WMh(s)nvqFWiFCjPcz<70UvEFJu8o7}Wnc$y>D5%ygr!_u&
zN1{=#BUAG1OF<Q1_VY1&?avgIa@xQST3a@M$V07r4Q0;3`m6<#{I<t`)e#;7#`@f{
zaUMB0XAYzi)08t`ud$~;#}WW3;>O0Wi@EEBYdEdyA=A9R$sqaljw4&)0+V>;iQKb{
z<UFPm9M=xfV1J;y7iT$00+uR*XA+sa@eSPx*@dQL6>(9(*iQw*FuO}*-fGSM5U5h0
zTw;~UXR46n^MzMAJm1?Wphj`MRPoJ2+WM?e!k&s)V*w%kOUm@|Pp~7)+tN1e+;G9z
zWkrAGcr;D)3U`Pm<8<_`hh<jvwi>92-94!{!lIgxtEt~`F!Py9{rz-M6Kk+f{lO*E
zBg|g!uH2dlP@%nEbvU@olDF^b1`)TS#9xovac^h4$hF*Z7rmq<OE?bjSkZk0yNmO!
z`>e;E2MUQ^V+`U8xKzi!66^v^WVuNlU?xo8A~9nseRW~&mnd;cjO#1P`cD(R6nr*T
zW41%3a`}w(O<`6-!ouU3AM6-U=PMuyjJ?hO-wdX^q72o?;bvm@smAsGx;C1rt-2up
z;k`B=b;G~_=*RCo<SCyh_~o+xPQQc5dn^fV#PckaN1mlP4p|sp^m5blzddeY*Flo>
zguVEy4@Pr6vPYukmp=D!m$aSJ`0T86F12YgkUPD~{E=3jbFK-B+IEV7$G)uU0&Qub
zWm4(i!*A$sl)I8bfuV84m59isYsaErbwR)sh=;-setg48wo7modfzG@mQ~57lgY8v
zh0WBnBOCRDX$(2Mh9%*gy=o~f9XYr_gEZ-`u8L_=r=c5(DVqB)+n=LCb9#TuxYN_R
z%m>sK&9G_b**`J+(yOC7R3&ZEccqhM;nf8x8BeqXW_!xehn`kP5RBCU6(EJi#?}Pi
zI7l<460GgM)K3=XRyV}n7fp+~NWI=4GQCahxyGWR@FDjZfRr#%yR?fPqQ<G8Op*5K
z-eF|-FT*<glI5X`p2)B9WF3x+--w>6xtDh=usSldhK&+K<RpdWlTR0>MBVtAYs~qh
zhR9lfv}$v7(AySND$nQl-oKH@2v=wItW18Iv9|AhQbI*Bk*?MEtxbG>;V`p<lBB&8
z%tS8{Mtq4w#e67nNSiVDB%+1I>5J64|7r+JWY{p^!m=J4llthm((V4^td=Q*s2Y&X
z-&wshar3Mgs3t@)j&2}H1k~a-V;rs0r(NL*8?)hN`7+P}(*2~P;pe`a^<=<IJ5-4R
zB|`jLHB2j3-4FlKWLOW6&+r?ZGwO;y68>mC&ImMNJlBUR?6Yd@wUAYa-U|v!Lv+cq
zYyO?0#+m+f_w;IOY27cuqEEeKU=3+|kwEY#ms1yh<kokSoad=+Sluce4;AC4s}!?l
z3re~Tu*3E8j+FYiJ_`a5AFbXaos#w1qHM=upsgaBndTxD<3-(t6M@cUgAgOOU?299
z&4Mh-=RRFBt82&io?^|hK`vudY`XhpSoA6D4|Xr4$h2<RP;HVD>Bb>%*)*Lv{783*
zSASt00XB~*ucJTG!7r^03$%E<YDNc(v)x#M48w8@?5c-_js>99FkWBe%_2|x<WjCa
zPe|fq&y-0Fv`3LzL6O*7gh{yd$T;G15>00PVO5a}z7J022rzzqI{_5%#F(-MkS>ze
zlC8PtCPJW7!O}Y{-$NnWOY;+X?R6g-r+n>>8n(eVBUi(WvSG#?+XMkggLF_&vRx7p
ztMxZQ`AhE}uY&iGS|nAUB&@>f^k{?4YL%5a&Wc3|r{j!Thoz}Xpy@+zR)OR4v0Q3Y
zWGvkiPz4z#Yp31S<zRDH9uih;6-`gk6t}?0|K@d(duw_Zd>SLK&0qBstkh0dxR#aW
zLeRZAu>zfPO%{e1nK#6TIb{|$vOt5{GTb?TsTwq~Kmt7zmOKCewaQ#DMDkme7n)7-
zVn-DB9(kksF1K(D-l#nfi~n2Nj)4SyFoWPC`M*FJR(%wiZ4~MvEYfoG(P3^Po$SIC
zzTu7gGzAJdcWn*CvYb8`1gHkVK~;kukT)q15@OWLD0lqcjEyOavc`cz@yx#k=BuDy
z>F2mVt~TC@X!u(*SyYW&JCFDzi3s;dbk@N5?^udYA*~N-uHOOGct<_OR@y5wS;`FA
zWS1}WW2{s<S|`&aKqlSSme2bb{f}k?OohY>2~GH527=1UsA(0{6WjUm0pxAt>1o6W
zulf*=^1|OQy=(Vd7#ilKcl<<y%JyB;qE<iEW}Rpd5jQyiUc>i9@8HGnw~Gr@NF`#0
zvVtgKc55j%Sj5xZ6FxbN#85oOaWo!K8<6m2T(CJp_PF-G*O2s(U{A62@TZ-9*LnZp
z;n#NY@YxY9+q--nlmmALqIFPfAX?PF9U(?73U0}&;C!$E)|wkBI7$$3&W`fzvkmG1
z5p~#14k+S$#2D!AmfRI9GX|Cf8ej$b>Xn!G1eOB>@&C1RX@_R~-8XB!L^-APj{Hn{
zY~>BUI#3&_g&#qO<rVfq3R2h^w-}b<N<Lf=PZYMW8FA#%b29?dT9_~_AhWk5rZDZE
z{;t;cOHW|cjf0xiY{9BZix^<)))~!L_E6ACTyO6a$>#frP=mh-(aB)q(EIxd%8^KB
z^Excy+-U<KzP8RmXSg5NyRK!iHHl5S7&RGd0VQBM)$4TdEnv!*|2TS9m+qXmIOK4{
zn>VPtkG<^z_{otH%p{A^7k$G5PT}ST-d4UZAC;qdkJ%45a~=1-Oz+IU$4=c)%ge_)
z*#hAe_xb3_F1SUv2iT7vCWc~o9vQ%0LL3_z6-0GlzPC@W#@8A>z*nc5?Qwz*w=}D1
zRZWkq_#iun_0PEg#Qs1c=F?|Wk`gYhKNNVXCU-#&<^3|BE}(+r`|{?Zuf*vz2sW4$
zs$RNJsP;J(D%OQ&^?(Iz9kkE4V1evV@ls*!k!Nu+!ny>Yw34dk$;1V=Oj)l2)1yOz
zfZWdDta9-^{4fyuQK{&{Hb7L>%ErFfX~cm6<!Qm+6{Fk2!EFe{H(`<+JN+fi8S;qU
zwHqjJj+UPAqVv9=Pn8<5=f}&NfVEgwEe8fbq_rHT8G0Sd`mA2va&U*t-c5`3ml+J8
zAS%wy4#E&Tm^GiW0KFxTPzjb4#(sl_HnAC4PHNP7x<OM*U=KV?^%FQ}8-Z+8DAOHs
zoCMQV3qa+H76jIs-~bf$JO@s@s1<!1-T4?6A$9O_ZOB=I%r?x{8<%j;*0Au+Lwf8|
zbLZs%cUhu+S(hVPqGbBM1ql@r@V?znpIw_v4`HUKpLzFwr%RG}9wI>jD~$Zg843_O
z_!?MD?g6)A$h8>EcncUEppiIiCH0x2#ownE`{P)^^$GW2ZN3$vP(Mza*ZRxIxYEzS
z2oO9s)Ghj4)E4FeL|Kb8<5Qrb4r}dm&>+TZFfDw!aTl1FX3}`?JOP1Ivu>B{Rz@n#
zR7$OW73-mG5}^R9Ly)4RSNQxbFez{xwnjtAuH`X8&=0p`+sqF=p-dV<0m|NXet=&w
zA0mT5=v0DhVLKKz@yiO8dF-RoOa8e$9eHU${!kQ5Ct-~r8eZQAifkt!tIttQmv&z&
zYVHv71={5#x8o6qPL$1PRsW>6ksA`CfSvj!|B2%``I*+DM{2Xp2(Xz2?ac^<vgPe*
z?eVJx>>0JTMkw%?>+WqT&8KTc`54>eYrgl%>fL=a|2qgQ1o;;?z_1TiaTn;*UFVU}
zr5@WhUSOENzP2V{3)=*)+?+JT5Y-D;*=*Jpqw2{G4fSCw4VTYd+fxP50h91}`P!6@
zMHBgad=B!xDs$1b+%NPa54^mQr7yzh3gGz@SJVLW-=9~0G%5VuH>zLiFgx8TFt*>@
zT!duIarzU`P#z>FBsu&A66TEFUX4f=Z6z=g7g_WKd7ilikS-nu{DABa=NhA4K0B^u
zLel9311*VHk0RVHr}wZi?1pe#N0f7WIB6XRXjry(u{?-tCWskHRu*$S7_StNqvz(b
z0(O8ruy2Lzq}lmh0YxnP9O<cDa%_Rq`ji|LUGnfDqGAT(oxn!?(FM@{G!L`rI0l#+
zt^?#r4{?o#MVD?ahh;`51Q#uj&rPOnBhSje-nADfRk4=O=y}+4j)NcVvy&lWkm8;P
z4E#%Cuzn98>WHGQUcD+j%Oh>q`;*(9^KExi5G9$r=Rm$;wrcuE!1$X2q^Li4M=vJ4
z{hyJfP#o|{;3|UA6UlD-v$`Yb%F(KnTeA)NF3>NSiDU%c9%o9$5VmIZ4hhUW<W}?^
z_SSA#D46nscj{*Lut+g8ty3elSDD>hWf_=8EO7!~O-)YofB~aWcVdJT_=xBqT9Bwf
zPUX@d{W1LO$%8hi3uLx-T9}z%ALmzkixK-`-m&Gr8q<Ddf71-vTd(?QIa$M5MWFer
zi+k7s-(jvV&v+}#+8p?q*)E*t)9yqT*vW3gV5AqM9Y#Plu)Kl-HzB)W?!?4%oG261
ze8Rv(diuC+vXUTg;G;WhC`UnUbk2Up0AKrfJM!tN^D%IXFo+@kZ^UYJ>bFU?;TzZl
zGKABuTz?RIMt>~gfCQV&&<LH|?x49+*h_F|>#nEL|62;yO@3d`>uuB7zv9tGVD%B)
z+I&F<BVIi=IPf+BPwD6p?ky19S2e)Eo)WVSyx!HoBWZ6IJ3c63*2>KSyrkIW_m_y1
zxEbMA=^Tbtk9R=^E5K4o-(eK^yxFCKAESE~Un{K*m%2hgTA!F)?N}7txp;IZS(KIS
zP(zPLOCHS{T(th*64BWU6dGLT(s#+9w1HHag08n*=Ma^%_V1BkBa2Q>P7bCKv%y!&
z0W{qS0broayBg19={(PUvcXlj_6<QfH&Q{7Gqn$pQ&Wq=by9o3-BEHrsAd+m*I&1-
zqo;qcTdetGt3H{DcAxWnhv-MkX^$~PX16^%=X-12(eYA(l(VyQDq6&Ym7o~#fUQN$
zNF=x}T)2>>kG7eaYzfC{O0{u<jTKj?oGj{mh=vx0uRa$u)|gWs8sWn~6#0m(jsWCX
zIloZjV<$iDKe5-@*j)9I89^#@Q+U{rL&U{ZonW#VFnV9N#xmpqzBS3!0Q`ukDp6XI
z8r7;TkQWD=_@Tq;9t%aL0;gX6g1WtI_wAKDKm(3z2F3@F=Q4IA$)}mhg`^ooQ-NRX
z(ki<1A43p7Z(wtqk&>!WlTEzal~6%1H&9EbY0L31eV!v`+hN;tew+^htOAm3<wcLM
zb#&No+lWMmj-$Byk;pA#ow^L$>o{Np18CD2$U7Q};sE=8sve*)Qj569NF{)%XOnz(
zV1|-==Po1(1n#_%vh%@}*r7L3zOS(an6+C%$TxhTlEww!re`q(o33D?#5zILwLJd)
zxMC;7HDbATo2VKl6!<X&Z@XXq1!*cVPr8*wcYj>{XK!yW4zC9a;$9v`a|Cmod_%@7
zpaAW&1EyBkgX3^5FBVgC-Ht>K#yI1RnUWAqD|%=^?fTx7Pz;vx<30$1mKIetnV$6v
zyeojMIr)SHmFIU*+d^tN`bZFe{@pTQOR!H!?_3%<_o;X7W6r_k!Hy4o8Q8Wes#2rg
zrTbiZC|b@-v``B0pstB)x<h~G>+uU+@w!u}5?$c|a+B`;`(MH!BL+O!zj^>)j}wzN
z;Qx6x>u;z%bzx&&NdhL=|D081wWW92-S!NI90C{hiO`xM(9bz#vP>9BFw3%i1b?M>
zE%F^^I9mp|QlCMvc47myO#kr^D0Kq=&H2=N3pU{mii;QOh@YXeV<)vTF^~hTp<Rf<
zmOo>?cycnre0%U^_B|O5H*-t(WRS}-93iDocQ5$qUSYc<AO(;U82hO&9<ay+=y*rS
zykmN(8Mm<TNVf<uV#d>-Ke?X(f1o=1_TXf=c3K^RJ7nX3`sKiH(Wic5&}|z&^*jT=
zZCE}l0YNF`eA;+}KeZD&Yu^5U`Pg7|x{xp7aJ^4Gwx_4B;*Cl4U5L?&8v_*HZo?<n
z{x@vs-vj4_mfPGn`wIA0fgHj(MWguJ>2%^C9Ng2>b1HjlWz=$P;{TBc{y*a8&w{?8
zlS?}}JSF8`U%ufmeZg{QB8W!`*T!d8Tah0G^m|S-rFZ}9ad-050cdp^Ump;B`}CFl
zfB6JdPQ)=M&*eoU#A1Vf{eOR2h1FSEjJ0b`lvVQ?@fu}tO;8HQ@bN2wL{+FT9DUPF
z1tp>$93I{#AwhsTa&bD^SW80UT+bv7s^xaQ)X+ADejh)!0-XV{#vl0m`+M1o@Axx6
zzA7c~r-FE{c(MA0Uex5=N(B_Ls^{ZR;=B)XmZ(Oh&`^vIlo~R#8Uga?p%7}|%!LI<
z*vedfWh4+(Y}bs_R`N}{h%8xxEK-p4^MzSEpA`r%{QUe-z-Wg8>|?;(H1^u1K@bT1
z@fuY&NWqEqaRB-5lE7-N9@HQ)#0(zBJBQojIpEn`xps}$r+#ChPeCDy^+nR%M+}#)
z-R%OxgA5Qbk_}wW);BgD7w~x>Hyk;HMMfh12+0;cF(j#g3^Ne7-j-|*va|c=y3@<d
zJE=2}*QtLU%=jfje)ZtI7h2>$zD+e7Zws;!UB)a#dA(D4EU-_3t3U5?!#^P*+90lL
z1B9r=KDjrj42&%Rv$-!<ms=C1)+k(V(L--NUN`D_iw7iv8-lQ-XP@4a`@n!xRme;y
z`(#KEu({_VyLLH{LM(o7d)2m1K(Hr0L^K<4qPaM(?VLXXEL9#cVPNo6wCU0c9+T7G
zi6<b$@)3h`vD2a!u3h5=6o+Cn!jD@6bwE0>1PX8~3ODvS)Z`oYED^ZWbP2!7-?GV{
zpebH=a^K|Vm-`fA-om&SGELj!$)a9ujpv%iYeC701vOrKePy8d4=hrl-Gl$g>$fDa
z2!dGbpzEM(InFX)RbC!|Z1Luz=AeI?vHa%kunta$IS_Owy0`;U_1f!uo{tM~j)jna
zhF=BJn8#w`f7jQsAV|e=uIoOxiXh0#by^w>MYVK-9cF6-B<8#VSB(4Bld0S(YCk1g
z4yuVYs`iKcUEm2Pdkq-6nA(ojR5q-A_a`<-Tm8Z&B!f6yp<JI8cz2rAFA$PqPIbJ|
zqueflQc0C?2HshcdowFD9f_75Z`Zs`MnG*e+-+#DU|8kI+3W)>=Ym(R*gut#G57cP
zH@}3BZ>Aj2yPW$*x6V_*Wcnennlkl1e){z3D-h8tP$gvZeWw<<Cb&5)HHXj`Pb93l
z=)`iFwmE<+4*9+}X9Mxq>rsJkj>nIW%tdTGjfJ82ea$kzvMJTeQ8Rk4&JK##*#&Vn
zX13rBaQ6i5=C8WCx?iBS{{^hIO4U~ldypNU)~casDlVU-I}R^B3&;mLlf}mK51mb;
zxfq08R@zp&(`B}RhuoC|8)Z4U7HR=|#BL3!^h`66$X{#569@lDfBk(qP>^qum}v4+
z7N;@_g$iD|W>5Z>-^8dtPro^4P#3Iufg^}?d<=W|Xo3HNbYdrnz%ubxCa0Nbs3f|>
z^&=rCGs(TR+wctwC9l<^=34K=J-;L$Py)2$Z0mM2M)zm(z4zuB788J{8!5l}1!8z_
z){7+LYUey~FWA{P>i&ZCFz!x3@86$20KI6Ui`9t2wmoXKub_5I?_9bPg&619_YWUG
z#&v=f>tl^YhXveChjn0na>Hd66?xE7-vr3@=ZV1m30?^pcKaVaUcVdc9vuTiynad0
z-9GfFGo|F8AAyhADu>r?YB#lHT$=O9E63QSfpwSl7}*r^_>m)smud@%NnZ1)0~T5{
zli$jVztz>71V&u?h<6@8!AW#`5ZDdIkfvOh-unb(5wRh}G@@<f)02tyz~_kToOq=V
zIYmqRZ&$Iyjd0NFnazZ>wBJ9!uT$?`JLa`*$USF5(lS`>!XdeOq3&=?ANQVek|=NO
zQgY~L6wt2)uS5+)>Yv!?p`ZGu2Wucm$*Mh;ySeSytWCit^$vehX!;Nsn1dI(4S9JV
zrI`~2{^^d0DDckWPJVs#N36-85UCK|54^s9mJWVet9|~c>Cp4Z0!X&wWVrUqvy+^V
z2lQ*&uj{mFjcr%P;jk+lZBU50<&o+XIMOF-0;gs^f_y)t4dzQE1t2kLn6>KF!Ec)y
z3odHPuYLd;iEAl+Q7=X>9YkTOb<G<zn&i$5>kByrq^~Lax}c0J9R5CM0Lz^~2`|6f
zS6o5NWZS(hApMCY{Xf;6`8(8o7suy`;z?mF+4mMHJBb*wo2*F@X6$Q543a%XmKl<$
zEFrtf5)yZ)Y(<8#l!yw+SSrSCU!L>r?z)~o;Q8tK)%CqD-{tc;pL5=4&ilpGCEd{K
zWwD_c;k)yzh0Se2H-A^df@9`_m^(22Y{K3$pA+D&Taz1(AZcZasW@CN`Xoj9uEw@8
z1PA-o$Z~P(cEaunUw|!{Wr+0g>A9gM<;PC(H+z$Eu0m?*?y=~2Oe2b@AoZTl*9qt~
z0HE9}@l6z=#H}6fEUEEi)PpL6u<evcBDt8(P5&ugyS0>U1+%YL%~P#UHv;Cj`gUbi
z#$@dWTxwli-8P_)Z8V3jh4cFA?}upf0iLkbOmk~sli`!KjSu4^vd=9EeNr#reD8BG
zsrgUF*}VG5+>0&<+UM-O{M%$v7%^EyF!a^Y)m1Z%h|!|o(8`r~M@YL9;^U8Arj(3d
zdK{+0`|89=Q*G_&t0KI-!4z-Omy&DsyY{MG{t_h|GA%}50G9W==we04w#-Yw^b^eO
z9QDt;E3)6o^yXStx$?t~C``(2iQdifF6|H!w-~f4KTE}cc_Bq`1x_-BIn&pxEtFMN
zS4Oly{V?An4!FB3^vy)sCXYQ64$W4Bu_V$yBH>5l3XW(Mz2KO%5b6Rr6|9+=ib#te
ziS0eY96|}&(ganQ5H$?u&eCP^ggs$^!Xs=)$e+IjQwiXmxo=~2XZeRxYv-a5YIVN3
zvh>{v3*$p)x|Rz}x{dP&uzei)axqw2U8SS9DluGpsJo<3O6$5=xE#jjrC5l6JA2e)
zn5j0dQ$dGQQ#a9OyZ*<RJ1&qio!O<T_>;cz>arV!NKx#`x~bX~i0=YlS%1EutecN2
zn$*IVKf14NxOSy~%b8G>p8FWdm3t_ztOfYC-(zx0rt4?R|MChq>`rpOlAB^Jl-#$*
z+=@WhX&})oODZ#12y=x?OQfni)yp?Nslcnc)SfJo1JCw=NrtL`nZyN9^*mvGQgvD@
z5Sdo|x`A!En=mVGnKW#nkGF+c2UkiK0S=A~6<-|dE&X)c;~`DIUbED<VxAhpfsdPz
zkWL1++P9{^Ah!tmk@g7|qg|{}VNuH8!ikqcXHR1T@y-vmUGQ5@Y19@?r_*W&iYDr%
zLtYyAdh_=?a}9MvNG6(#txLAu90F&-*AfHobiJ>GJ*m8z1^I0z4?fKA2^(#varGDf
zHJZi+Yv&T<s(W${FQYcM-rZMpbyQ|RyTqwnvp8WKsO#ooF=f3pH(~`hOm}7EFCkA`
zHo~lzphMhabeSwpV*I+-ajl;X_srwOTo*Dpxy2{i$;5=R)lF_644jjh01L`^v|rqu
zKiomWgMZxJtC+V8$*5HLxX8Py%nmH1*P3bSRqQ-1axjH@UsFXthMNp#v-=Y`9`fd*
zY0I)rt4=t*;<b3=)JmYYUKGK4wr0*3DU6D1UA%NGx=<-O;;vq^JZs~<%fjNh?5;0E
zS?3aC>dcSw>IUkXjj>lOgwFPN<XJKXCPBKGFp@Z%_+75-$hxJ0n^oAn)ULujYgFNh
zkfrGq{DtvG-{Xc?W(GX#=2JX{C@{vyFC?ZU%X!%N%@f;)gXi8ojyuREWr<~TSr7|?
zeN|u42NBCe-FGTM)UJ*&>J=_o$gY7q7S5gOHKES+f!oG!z%<MwfkqKqZ?|Z?^kCXR
zXoo5706Jkd0VOra{k>2!Pm$adl+aY3Ld6+T#XG!>=#{W&)HfAkW!j^6)pFh^P$N}d
z07RSotmEolU{(4IChyP4yhr{uSKTwU;wG<E4g}X)Oo1Elf8XfvIw{P*j$t9PbxHC8
z;;z=9C^r4L&Fx|}o)+W177;xCREgOmW1{*-8h0#Qezo2z4Bj5LGS&j$<5{B7Xm6g5
zCD`$L2a#Nrt}af7@mWq^@o{E9R3?A!u*W)Hpvs!v$6vgwj9JD!yoy=q;kj)f*Nym$
zz;yEM2VskEH@D)@5?K$V*2fcN`K`iqgM70p;Is7LvF6^gZX!2ebok`TtaNMc<7uh@
zpC3$2m3~EQ&$rDQ?xT@op7V~|*5u`SVriufYxM8Mkffj36l5^b{yEktP@b5lpcA{#
zFR07~OkV4Y&ssbbO1*I`J|bW5-zqoHzxbFaT(J<`kz4rYT%1ufOsu_q72D9zpalOz
zoqC{C^6<%y9m5y2#K*m>a$Ki#rW*xB2>CpAH4J$TAoATuCa{+}k5v>@Q`C;J$;S7s
zGrJhLz6Pq{Sc!4k46A(t(WN11zLjouT(C8?EV$VUkI&h;09dbk*H2Z6hJYwjaIE6R
z(^vx=j2~va@p4uU%zsVc-T;b`(qp?&e{g-tVxuQ!Arh_Q2*aYZPl|pJG}kaGXdasd
zgb3*WRVpWS)sBOuF9r&QsjlD%1TwjeAqcE|?afKGj%xz<WO`t6mOqyD)_H}Xxgm8@
zd?YjJY$`_w)-w7^qv_|?nc>=GE41j7gGK&(N#_lqQtiKU)Y6|ugAr+>xzf|%{2H03
zh5-G%2k2E?Vg9wLBSm{U9Bv2C$My9G3nxZATsVDnmv5CxkeN>_Q$P5YPR(WOB_8;O
z8$@4v4tVC>JYEN*PwCyK0rAT#kasf~=#uKP{OXXgUX^zTgyB_d;}^>v<EPIpnA^*f
zj(1KW>9<`iCqtN%*82jZ)TIMHZaFMDAv2|$7e(TQ(Cp-u4zwKkrTHe_VwA{HA)7`J
zY1!WEp5+(Yf3}dwp@?=$5p8v{4YT6VNZqZ!bKy~TTmEl7)|?{*LCT|0g@3xscmBBZ
znXCOHPiWEps0{z(1-;@mkPCnHhV0K|jPU-k&HlPsIL5t_4oF|Tll(K?mQeb49tw3Q
z9nn9eDKMWlHu(%Ts`TJ6<beKP=upBuMy}{(M8uMdq!!jw$FoC!)YH0EJ{yBuw@1wu
zs9vT}5#t)ZM6-DLhoMk4zeTAUNhq+0!!Y0t4VKgSK4>|FGTe{6eE&=Ty$Gfe-?`4D
zVW%b<z<ay^O40d15tvLQfK9oB8q|T7_V)HOkmNVO9}yHI|LBR%uM;bJS2r`1z58I-
z)3=f^>(c|xkvquL^(a9TPJ;l**`|Jq0Ev4vB)=WATm#9W65-SH0f4Fnw4x0Ph!oW$
zCQ#pL3WKraHo0YI@X5bWx$O-BwA(TO3txixSpdh~AtvpX5BSLJn+jxM4K<;_0Sl9{
zofHFMBbeYcf`|~zdg&RYQ_?n14{EGW=X*kfi3a5<7Tl*j0-B-9D*)hXF?4(ip)@N-
z_QnX#uZ`PtZSk9GE?+r#oZC%_Y#>X}5(+SZWhyjKMwj`n4PnC9C!6zOzEPF)#Ih>%
zY?h!bD2BTiZZ%*<McKcFK6Gwd{Mj|AWR)R(E~aV~HKtJwQ1oj|!f##;v?cNsvtd?6
z0Vu7AAgpPz0t7>7t@XU>!OqOi63qkuo*7)jKw}1*de{UDg-IyVsNyH^+%MMCqC>UP
zW%ID@gX>-UXCoMJu$}+JrX1Z+?beND;gK<}cJHB#6q#m+L?weucPO%mwGtJbTI1}3
znq~vmS23MbiR;xzK^*A1e-BO|L%`a3J;y9_k0hxtzR6N<fX}SI0{N_O#!0_%!Uw%u
z%DU;_w>^-c(YUa|f;J}4^~3j;38#0fY}DdWsAYr@A9djS^NFN05K4_e+;xOlYDr<V
z2N?#@a26-mi^2enyq_U!c>s35l1Fc@;7PK=sz%#0jqKp@c-jq4Q$tNyQ4w20Jh))T
zv5p6(P{M@OH*f4lIebR6Jdc!zF54B&+nuiSZK6ftCi$O1XKR{+9n&`7hG3s{@_j&%
zC=bqYPEtjLi!D4b@0a-yxngS=l*$daRd^xNeaau~QWXvG@a6@7sRR6)*i2zSr%q%p
z=IjV=W<~2%nZc^_eZdJlP`!jE0MvSd%tI^Ai5PZ&=5dl%kh=H{>JnSOP-=fQ$URJJ
z9&mGn-?vx=ZNu!)09bbAPM>=<K!lOSH-U~te&#dwLRH$jQq-N?o?FO31?@eo-nk=*
zVVDhty7@c6NS|j^1Et{h^$a-m7BRk>5u2-aP1|5zP=F{Bb|M<u&S$rLo43+q*+d?|
zX7JbQuyQGC*MjJfaYO^&kR<txO#MNVY&GRkICV;)rQrE8>R+lON=3cCLzQCLLBpP<
zO-<WTk!Eo4(eG@0taktY*>9$_cq(cR;JWEDjZ1yk7oiDp*}(-upgEYD7#q>2y3c_7
zyII#=Su^mle!GQ*`acT;Xx@Q5otq5XLV<ySp4*#io^a}Tf(5o`JBbe}U>p_}w5DVv
z^ir702PyDjgl}viQ599gtML0*@=<+%e)5m~Gm9bl5Bvv}8}N^G`~P`?p(`D)C9tFI
Ttr4MzJg$+RscyNpL-c<D{b%i}

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/blackcap_classification.json b/modelling/data/abingdon-all/resident/blackcap_classification.json
new file mode 100644
index 0000000..65df2b3
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackcap_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Blackcap",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "weak",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "autumn_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "weak_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.6735024098302164,
+    "target_trough_value": 0.04101596796775944,
+    "target_mean_value": 0.2115108255843349,
+    "target_amplitude": 0.632486441862457,
+    "baseline_to_peak_ratio": 0.06087580296904315,
+    "autumn_to_winter_weight_ratio": 0.04152249134948097,
+    "year_end_to_winter_weight_ratio": 0.25259515570934254,
+    "decay_to_growth_ratio": 1.9722518676627534,
+    "monthly_target": {
+      "January": 0.1441784724783836,
+      "February": 0.1450141574924919,
+      "March": 0.20241505256838796,
+      "April": 0.5598528136061425,
+      "May": 0.6735024098302164,
+      "June": 0.33031632246587955,
+      "July": 0.12554419683731582,
+      "August": 0.04126504489374883,
+      "September": 0.04101596796775944,
+      "October": 0.05395510109241276,
+      "November": 0.06499309309222377,
+      "December": 0.15607727468705623
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.081,
+    "GROWTH_RATE": 1.874,
+    "DECAY_RATE": 3.696,
+    "SUMMER_DECAY_BOOST": 3.926,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.618,
+    "PRE_SUMMER_DECAY_END": 7.12,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.237,
+    "SPRING_CARRYOVER_WEIGHT": 0.103,
+    "SPRING_CARRYOVER_END": 7.04,
+    "SPRING_CARRYOVER_SHARPNESS": 15.83,
+    "BASELINE": 0.041,
+    "WINTER_WEIGHT": 0.578,
+    "AUTUMN_WEIGHT": 0.024,
+    "WINTER_PEAK": 4.61,
+    "AUTUMN_PEAK": 10.98,
+    "AUTUMN_ONSET": 9.685,
+    "AUTUMN_GATE_SHARPNESS": 7.444,
+    "WINTER_WIDTH": 10.542,
+    "WINTER_RISE_WIDTH": 12.462,
+    "WINTER_FALL_WIDTH": 8.358,
+    "AUTUMN_WIDTH": 7.808,
+    "AUTUMN_RISE_WIDTH": 7.888,
+    "AUTUMN_FALL_WIDTH": 8.566,
+    "SUMMER_DIP": 0.153,
+    "SUMMER_LOW": 2.11,
+    "SUMMER_ONSET": 4.085,
+    "SUMMER_GATE_SHARPNESS": 4.672,
+    "SUMMER_DECAY_ONSET": 7.01,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.48,
+    "SUMMER_WIDTH": 26.366,
+    "SUMMER_RISE_WIDTH": 43.846,
+    "SUMMER_FALL_WIDTH": 10.5,
+    "SCALE": 1.057,
+    "YEAR_END_WEIGHT": 0.146,
+    "YEAR_END_PEAK": 12.188,
+    "YEAR_END_WIDTH": 78.694,
+    "YEAR_END_RISE_WIDTH": 147.406,
+    "YEAR_END_FALL_WIDTH": 11.265
+  },
+  "fit": {
+    "score": 0.41
+  },
+  "warnings": [],
+  "summary": "Blackcap is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates weak baseline presence, moderate spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/blackcap_consensus.json b/modelling/data/abingdon-all/resident/blackcap_consensus.json
new file mode 100644
index 0000000..4a97df3
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackcap_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.41",
+  "INITIAL_Y": "0.081",
+  "GROWTH_RATE": "1.874",
+  "DECAY_RATE": "3.696",
+  "SUMMER_DECAY_BOOST": "3.926",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.618",
+  "PRE_SUMMER_DECAY_END": "7.12",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.237",
+  "SPRING_CARRYOVER_WEIGHT": "0.103",
+  "SPRING_CARRYOVER_END": "7.04",
+  "SPRING_CARRYOVER_SHARPNESS": "15.83",
+  "BASELINE": "0.041",
+  "WINTER_WEIGHT": "0.578",
+  "AUTUMN_WEIGHT": "0.024",
+  "WINTER_PEAK": "4.61",
+  "AUTUMN_PEAK": "10.98",
+  "AUTUMN_ONSET": "9.685",
+  "AUTUMN_GATE_SHARPNESS": "7.444",
+  "WINTER_WIDTH": "10.542",
+  "WINTER_RISE_WIDTH": "12.462",
+  "WINTER_FALL_WIDTH": "8.358",
+  "AUTUMN_WIDTH": "7.808",
+  "AUTUMN_RISE_WIDTH": "7.888",
+  "AUTUMN_FALL_WIDTH": "8.566",
+  "SUMMER_DIP": "0.153",
+  "SUMMER_LOW": "2.11",
+  "SUMMER_ONSET": "4.085",
+  "SUMMER_GATE_SHARPNESS": "4.672",
+  "SUMMER_DECAY_ONSET": "7.01",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.48",
+  "SUMMER_WIDTH": "26.366",
+  "SUMMER_RISE_WIDTH": "43.846",
+  "SUMMER_FALL_WIDTH": "10.5",
+  "SCALE": "1.057",
+  "YEAR_END_WEIGHT": "0.146",
+  "YEAR_END_PEAK": "12.188",
+  "YEAR_END_WIDTH": "78.694",
+  "YEAR_END_RISE_WIDTH": "147.406",
+  "YEAR_END_FALL_WIDTH": "11.265",
+  "SPECIES": "Blackcap"
+}
diff --git a/modelling/data/abingdon-all/resident/blackcap_observed.csv b/modelling/data/abingdon-all/resident/blackcap_observed.csv
new file mode 100644
index 0000000..646b47a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackcap_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,2
+3,10
+4,46
+5,42
+6,30
+7,8
+8,0
+9,0
+10,0
+11,0
+12,6
diff --git a/modelling/data/abingdon-all/resident/blackcap_parameters.csv b/modelling/data/abingdon-all/resident/blackcap_parameters.csv
new file mode 100644
index 0000000..d1e08a5
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackcap_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 11:09:41,blackcap_observed.csv,0.9539263788275951444360485692,0.302,2.499,3.651,5.27,0.538,6.34,5.168,0.139,7.43,10.183,0.009,0.508,0.012,4.93,10.74,11.39,7.085,3.194,3.546,2.842,5.334,8.327,2.34,0.106,1.93,3.88,7.969,7.35,20.788,33.652,55.131,12.172,1.342,0.007,12.243,119.832,235.056,4.609
+2026-05-21 11:09:41,blackcap_observed.csv,1.547156519923895619437419264,0.26,2.89,0.992,2.088,0.6,7.45,4.235,0.204,6.61,26.299,0.004,0.584,0.001,3.68,10.7,11.26,10.222,13.200,17.649,8.752,6.622,5.534,7.711,0.127,2.48,3.55,4.712,7.06,20.881,10.366,3.471,17.262,1.467,0.345,12.138,124.311,236.825,11.797
+2026-05-21 11:09:41,blackcap_observed.csv,3.299905159357477625475504972,0.195,0.733,4.274,0.731,0.93,7.28,8.351,0.005,7.27,24.351,0.033,0.035,0.008,4.51,1.03,10.47,8.962,17.254,16.392,18.116,4.408,7.31,1.505,0.126,2.04,3.81,6.601,6.96,14.658,15.001,28.592,1.41,1.062,0.098,12.008,84.311,154.181,14.441
+2026-05-21 11:09:41,blackcap_observed.csv,0.4487711481189066916820324806,0.064,0.417,1.833,6.863,0.681,7.08,5.612,0.116,7.5,7.682,0.049,0.221,0.017,3.31,11.59,10.67,2.986,3.588,1.898,5.278,11.697,11.964,11.43,0.043,1.02,3.53,4.64,6.9,19.444,15.716,20.837,10.594,0.907,0.281,12.181,78.813,153.574,4.052
+2026-05-21 11:09:42,blackcap_observed.csv,2.158001934433632957200462989,0.322,3.753,1.943,0.063,0.184,6.56,8.184,0.074,7.04,23.806,0.079,0.628,0.045,3.43,1.4,8.67,5.485,4.586,3.228,5.945,7.740,4.529,10.95,0.024,1.15,4.58,3.436,7.26,6.899,17.038,27.733,6.344,1.521,0.225,12.174,86.942,163.573,10.311
+2026-05-21 11:09:42,blackcap_observed.csv,0.4861678420729062285868465744,0.048,0.534,2.929,1.533,0.756,6.41,9.655,0.152,6.95,6.121,0.009,0.356,0.009,5.11,11.92,10.78,2.299,17.883,18.591,17.175,5.081,7.348,2.814,0.145,11.87,4.17,6.484,6.78,23.363,14.909,18.538,11.28,1.287,0.177,12.192,73.478,140.096,6.859
+2026-05-21 11:09:42,blackcap_observed.csv,0.6948155917037789602379009452,0.057,0.857,2.631,0.791,0.028,6.39,11.009,0.056,6.85,24.402,0.066,0.164,0.022,3.67,11.58,10.47,2.689,13.118,13.216,13.02,7.466,13.709,1.223,0.232,11.94,3.82,5.406,7.33,17.577,26.144,43.47,8.818,1.288,0.234,12.226,89.917,168.926,10.908
+2026-05-21 11:09:43,blackcap_observed.csv,1.199180901218422559692874914,0.13,0.665,4.714,2.942,0.808,6.45,4.658,0.118,7.08,8.12,0.074,0.07,0.012,4.35,11.31,8.68,4.106,4.723,5.314,4.132,9.392,7.422,11.362,0.05,11.79,3.79,7.023,7.51,16.694,9.444,8.815,10.072,0.992,0.279,12.104,87.050,164.145,9.955
+2026-05-21 11:09:43,blackcap_observed.csv,2.698647163043291584489393801,0.235,1.579,5.26,5.944,0.62,6.93,3.452,0.025,6.87,25.487,0.087,0.287,0.048,3.17,10.84,9.79,11.709,14.768,15.889,13.648,6.497,8.805,4.189,0.136,1.51,4.65,4.374,7.2,20.224,5.856,0.791,10.92,1.373,0.186,12.155,82.443,159.793,5.093
+2026-05-21 11:09:43,blackcap_observed.csv,0.2809882528848620257773786071,0.215,3.237,4.673,2.454,0.11,6.48,10.509,0.034,6.88,20.837,0.084,0.703,0.018,5.29,1.08,9.22,3.487,8.495,11.213,5.777,8.478,5.401,11.554,0.239,1.45,4.59,4.374,6.91,10.396,29.312,45.793,12.831,0.811,0.012,12.178,92.434,176.563,8.306
+2026-05-21 11:09:44,blackcap_observed.csv,0.9672564869497162073633203530,0.35,3.467,2.197,1.188,0.149,7.68,3.965,0.192,7.11,25.255,0.075,0.467,0.014,5.08,11.05,9.95,3.582,11.082,16.643,5.521,4.690,6.718,2.662,0.011,2.32,4.87,7.44,6.91,11.603,41.188,66.769,15.606,1.2,0.282,12.007,116.540,223.127,9.952
+2026-05-21 11:09:44,blackcap_observed.csv,3.312190494794689968316750450,0.07,3.433,2.569,7.032,0.741,7.52,8.224,0.172,7.1,7.215,0.018,0.103,0.03,5.16,11.96,9.48,10.804,11.980,9.952,14.008,6.570,9.572,3.569,0.091,11.77,3.61,6.62,7.39,19.959,40.335,61.43,19.24,1.646,0.339,12.223,122.394,234.589,10.2
+2026-05-21 11:09:44,blackcap_observed.csv,2.654911962583578401504934688,0.25,2.685,1.288,2.437,0.149,6.91,8.802,0.175,7.6,8.297,0.024,0.151,0.012,4.21,11.55,9.4,3.301,10.151,6.723,13.579,8.644,11.108,6.18,0.237,11.59,4.37,5.891,7.46,23.259,34.030,60.221,7.838,1.314,0.018,12.128,71.790,134.4,9.18
+2026-05-21 11:09:45,blackcap_observed.csv,0.6478056085610095751365084941,0.047,3.427,4.174,0.089,0.061,6.84,13.391,0.174,6.52,12.026,0.002,0.745,0.019,2.83,1.37,10.9,10.724,14.502,16.356,12.648,3.346,4.742,1.951,0.155,1.22,4.34,3.822,7.53,11.179,10.852,16.257,5.447,0.913,0.08,12.296,83.312,156.585,10.038
+2026-05-21 11:09:45,blackcap_observed.csv,36.70431126974805657714475947,0.064,2.593,0.501,1.999,0.12,6.88,10.019,0.179,6.92,20.592,0.038,0.479,0.036,4.34,10.67,8.5,11.726,9.540,2.685,16.396,8.285,7.6,8.97,0.01,1.88,4.98,6.642,6.94,21.972,3.978,5.696,2.261,1.121,0.131,12.165,121.948,231.449,12.447
+2026-05-21 11:09:45,blackcap_observed.csv,0.2849715395159617421160573022,0.081,1.893,1.928,1.014,0.803,7.48,14.181,0.167,7.17,27.326,0.072,0.652,0.011,4.61,10.65,8.56,8.924,11.888,18.211,5.564,5.758,5.081,6.435,0.07,2.47,3.63,6.589,6.78,7.197,14.072,16.271,11.874,1.159,0.196,12.086,78.156,144.645,11.666
+2026-05-21 11:09:45,blackcap_observed.csv,0.8588459161971529893166921604,0.156,3.611,1.525,1.996,0.81,7.64,3.834,0.147,7.57,21.945,0.082,0.733,0.014,3.27,11.95,8.78,4.255,14.444,9.147,19.74,1.308,0.855,1.762,0.022,11.73,4.72,3.138,7.38,7.511,33.784,60.476,7.091,1.456,0.344,12.263,91.820,177.063,6.576
+2026-05-21 11:09:46,blackcap_observed.csv,1.427031737841601365868741386,0.155,0.793,1.514,5.165,0.922,7.63,5.274,0.194,7.28,8.753,0.073,0.392,0.034,4.36,11.13,9.65,3.236,19.146,18.459,19.833,7.564,6.347,8.781,0.098,11.7,4.37,6.669,7.54,19.6,31.849,55.341,8.357,1.727,0.089,12.029,76.493,139.197,13.789
+2026-05-21 11:09:46,blackcap_observed.csv,37.80859026134051251235960615,0.108,3.88,0.358,5.75,0.395,6.9,11.962,0.17,7.15,14.511,0.044,0.154,0.041,2.89,10.69,9.02,11.409,17.932,17.036,18.827,9.735,6.566,12.904,0.043,1.01,4.65,1.342,6.93,17.021,37.992,68.099,7.885,1.225,0.002,12.261,48.983,88.377,9.589
+2026-05-21 11:09:46,blackcap_observed.csv,2.144635157669158036494556163,0.047,1.162,4.645,6.602,0.848,7.66,4.252,0.134,6.58,20.174,0.032,0.118,0.038,3.54,11.9,8.86,3.407,14.558,11.322,17.793,6.906,5.352,8.461,0.094,1.2,4.44,1.476,7.56,9.474,31.056,58.733,3.38,1.752,0.274,12.176,84.632,163.893,5.37
+2026-05-21 11:09:47,blackcap_observed.csv,3.994961667620997126702928525,0.084,0.55,0.152,6.218,0.295,7.29,3.833,0.038,6.99,24.057,0.004,0.316,0.029,3.43,1.09,9.97,8.574,6.844,2.181,11.508,10.747,7.651,13.843,0.023,1.95,4.38,1.613,6.91,16.052,14.734,27.643,1.825,1.579,0.287,12.225,97.323,179.292,15.354
+2026-05-21 11:09:47,blackcap_observed.csv,1.374812148814334646863047468,0.315,1.223,5.029,7.498,0.415,6.64,4.272,0.069,7.34,23.168,0.09,0.033,0.001,2.68,10.59,10.4,2.93,8.335,15.386,1.284,9.712,7.673,11.751,0.093,1.08,4.01,3.197,7.5,15.907,12.275,7.556,16.994,0.901,0.153,12.065,72.962,135.633,10.292
+2026-05-21 11:09:47,blackcap_observed.csv,2.758021343110208416439611332,0.317,3.58,4.418,4.411,0.815,7.46,4.659,0.001,6.52,26.993,0.018,0.679,0.032,2.76,10.55,9.95,7.045,4.595,4.172,5.018,3.912,2.862,4.963,0.239,1.77,4.07,7.339,7.54,20.978,25.642,45.575,5.708,1.374,0.191,12.17,76.566,146.469,6.662
+2026-05-21 11:09:48,blackcap_observed.csv,0.3455239225373369356976908318,0.085,0.818,4.919,4.649,0.821,6.99,13.147,0.186,7.64,22.119,0.05,0.704,0.014,3.59,11.82,8.43,4.9,11.646,9.851,13.442,8.186,12.68,3.692,0.197,11.51,4.25,2.819,7.29,14.606,13.739,8.914,18.564,1.115,0.021,12.225,86.203,158.129,14.277
+2026-05-21 11:09:48,blackcap_observed.csv,1.640112772246185712889427035,0.13,2.767,1.93,4.77,0.805,7.69,4.262,0.097,6.84,11.685,0.038,0.355,0.008,2.72,11.28,9.75,2.154,7.666,1.573,13.758,5.934,0.459,11.41,0.051,1.11,4.46,3.567,6.67,21.726,22.706,34.456,10.955,0.892,0.047,12.136,109.537,205.94,13.134
+2026-05-21 11:09:48,blackcap_observed.csv,1.397635922567533350699611272,0.226,1.887,3.616,0.025,0.024,7.69,13.186,0.012,6.61,9.894,0.008,0.501,0.009,3.02,11.59,11.03,10.352,16.902,17.525,16.28,1.270,1.682,0.857,0.011,1.5,4.47,7.477,6.81,7.163,21.432,30.715,12.148,1.488,0.348,12.002,45.192,82.4,7.983
+2026-05-21 11:09:48,blackcap_observed.csv,1.064415227756697749375298218,0.338,1.685,5.749,1.534,0.224,6.64,6.329,0.162,7.51,14.217,0.061,0.286,0.016,4.93,11.54,10.32,9.817,10.330,16.53,4.129,7.774,11.67,3.877,0.114,1.4,4.63,1.779,6.67,7.627,15.804,31.218,0.39,0.848,0.297,12.279,107.595,209.208,5.982
+2026-05-21 11:09:49,blackcap_observed.csv,0.4090118631295645232403231911,0.024,0.532,1.517,4.449,0.65,6.62,13.678,0.159,6.59,9.685,0.062,0.474,0.019,4.89,1.43,10.83,5.225,2.930,2.629,3.232,7.891,5.891,9.891,0.218,11.92,3.87,2.745,7.42,6.002,7.250,12.853,1.648,1.027,0.164,12.178,121.820,233.179,10.462
+2026-05-21 11:09:49,blackcap_observed.csv,3.077484630236961212086883660,0.258,2.1,5.39,7.663,0.85,7.18,8.32,0.107,6.64,25.733,0.018,0.049,0.019,5.24,11.68,11.47,11.848,10.334,0.756,19.911,8.342,9.254,7.430,0.226,2.07,4.75,3.153,7.41,15.823,14.474,27.511,1.438,1.149,0.333,12.27,63.180,111.167,15.194
+2026-05-21 11:09:49,blackcap_observed.csv,2.353914864332463627793545045,0.323,2.2,5.419,0.82,0.77,7.22,15.676,0.174,6.52,15.554,0.057,0.648,0.004,3.4,1.38,11.14,8.671,12.148,5.22,19.075,12.049,12.014,12.084,0.164,1.02,4.3,4.433,7.55,8.418,39.789,62.993,16.585,1.759,0.243,12.206,112.658,217.109,8.207
+2026-05-21 11:09:50,blackcap_observed.csv,0.5816256649784580566234797730,0.006,2.347,1.897,5.421,0.194,7.03,7.616,0.142,7.61,16.87,0.025,0.635,0.01,4.63,10.75,11.15,11.106,7.534,12.128,2.939,6.505,6.185,6.825,0.09,1.44,4.27,7.101,7.48,7.239,35.251,68.93,1.572,1.512,0.221,12.211,111.896,217.843,5.948
+2026-05-21 11:09:50,blackcap_observed.csv,6.344581529903535458674543832,0.175,3.199,1.97,0.461,0.88,7.15,9.044,0.071,7.12,26.39,0.043,0.085,0.047,3.42,11.64,8.27,10.913,11.928,5.884,17.971,3.970,6.616,1.324,0.141,2.09,4.51,1.39,7.4,12.329,21.666,38.235,5.098,1.47,0.156,12.011,124.058,233.526,14.591
+2026-05-21 11:09:50,blackcap_observed.csv,0.9278914647249110676685962013,0.093,1.049,3.837,2.24,0.727,6.5,11.082,0.019,6.56,24.69,0.071,0.235,0.022,3.56,1.1,9.69,9.457,11.315,4.582,18.048,10.832,12.409,9.256,0.194,1.44,3.7,6.67,7.53,19.461,15.313,24.06,6.566,1.496,0.14,12.035,62.165,119.021,5.309
+2026-05-21 11:09:51,blackcap_observed.csv,0.7366552187650914939684768169,0.216,0.287,2.876,1.023,0.018,6.59,12.106,0.031,6.91,12.873,0.06,0.411,0.005,4.29,10.6,10.17,2.028,5.641,5.635,5.647,0.802,0.375,1.229,0.117,1.72,4.01,7.469,7.33,17.213,38.482,59.02,17.945,1.08,0.225,12.21,104.754,198.069,11.439
+2026-05-21 11:09:51,blackcap_observed.csv,1.161222103941131269642182734,0.059,2.279,3.18,3.44,0.715,7.52,14.396,0.031,7.22,15.53,0.08,0.48,0.036,3.53,11.5,9.46,11.866,6.297,4.166,8.428,8.626,7.372,9.881,0.017,2.24,4.15,6.381,7.5,11.366,25.158,49.316,0.999,1.752,0.089,12.162,114.628,220.819,8.438
+2026-05-21 11:09:51,blackcap_observed.csv,0.8682219414173621061834130248,0.113,3.509,3.613,1.147,0.81,6.98,3.359,0.161,7.17,10.493,0.085,0.384,0.029,4.96,11.5,11.27,7.242,11.463,11.535,11.391,10.473,8.373,12.573,0.015,2.5,3.72,3.663,7.34,22.723,6.946,6.69,7.203,1.753,0.079,12.214,122.904,239.66,6.149
+2026-05-21 11:09:52,blackcap_observed.csv,0.3990372346919166572805162822,0.226,2.573,4.82,2.676,0.725,6.25,5.252,0.113,6.68,6.454,0.031,0.6,0.018,4.39,10.54,10.48,4.523,9.739,14.068,5.41,8.508,13.798,3.218,0.021,1.51,4.74,6.224,6.63,15.623,19.605,20.862,18.348,0.81,0.316,12.068,57.107,99.111,15.103
+2026-05-21 11:09:52,blackcap_observed.csv,0.7372766137627788947943066821,0.098,1.177,3.704,4.916,0.417,6.82,13.861,0.038,6.84,9.087,0.007,0.558,0.03,3.58,10.8,10.21,4.981,8.255,8.594,7.916,11.908,11.747,12.068,0.104,1.86,3.84,2.177,7.03,23.183,34.210,64.897,3.523,1.716,0.173,12.199,64.653,122.21,7.096
+2026-05-21 11:09:52,blackcap_observed.csv,0.8037957129247409711845876863,0.183,3.973,3.081,5.816,0.479,7.14,3.305,0.177,6.52,10.665,0.09,0.552,0.03,3.4,11.18,8.3,8.36,8.948,6.323,11.574,2.007,1.863,2.151,0.245,2.48,4.54,6.837,6.81,16.199,18.427,35.061,1.793,1.039,0.071,12.102,63.530,116.734,10.326
+2026-05-21 11:09:53,blackcap_observed.csv,0.7907317867221151893554637204,0.26,0.644,5.965,2.091,0.722,6.7,7.876,0.163,6.68,24.231,0.072,0.348,0.032,3.15,1.1,11.3,5.247,9.433,17.828,1.038,7.704,10.471,4.936,0.169,11.57,4.21,7.078,6.75,16.202,42.070,68.541,15.599,0.971,0.153,12.096,89.104,171.125,7.084
+2026-05-21 11:09:53,blackcap_observed.csv,37.39546235605301333123425682,0.163,0.344,0.271,1.671,0.066,7.69,14.52,0.11,6.85,17.687,0.062,0.221,0.035,4.21,1.42,10.22,6.195,14.858,16.729,12.988,8.633,4.535,12.731,0.221,2.23,4.09,5.889,7.06,9.645,31.596,61.877,1.315,0.919,0.134,12.078,62.670,116.651,8.69
+2026-05-21 11:09:53,blackcap_observed.csv,2.542598793557785822413194761,0.249,0.358,0.69,6.238,0.563,6.8,13.249,0.029,7.19,27.998,0.07,0.413,0.026,4.53,11.78,8.65,5.285,2.757,3.097,2.417,8.812,9.845,7.779,0.151,2.23,3.66,5.474,6.83,8.238,6.499,10.592,2.406,1.281,0.283,12.092,116.039,216.886,15.192
+2026-05-21 11:09:54,blackcap_observed.csv,1.095731580795816501778681778,0.041,0.908,4.594,3.447,0.426,7.45,10.948,0.025,6.8,20.292,0.046,0.098,0.042,4.32,10.82,10.01,8.952,10.634,10.980,10.289,6.418,11.658,1.178,0.217,1.17,4.52,3.256,6.66,9.892,19.510,24.349,14.672,1.373,0.237,12.2,65.972,120.209,11.735
+2026-05-21 11:09:54,blackcap_observed.csv,0.4072588732960457461744195861,0.113,2.718,4.703,6.566,0.693,7.71,14.803,0.206,6.9,16.947,0.067,0.679,0.021,5.07,11.31,11.29,7.654,8.588,11.848,5.328,12.582,12.212,12.953,0.099,11.55,3.8,2.13,7.59,12.99,37.392,71.608,3.176,1.304,0.191,12.188,54.396,95.274,13.518
+2026-05-21 11:09:54,blackcap_observed.csv,4.013036280258565505704350627,0.004,3.878,0.748,5.43,0.62,7.02,14.188,0.06,7.26,22.466,0.076,0.228,0.004,5.29,10.57,8.33,9.559,8.513,4.819,12.207,7.616,13.627,1.606,0.008,11.84,3.55,1.123,6.73,13.863,44.827,76.318,13.336,1.448,0.233,12.136,113.428,219.191,7.664
+2026-05-21 11:09:54,blackcap_observed.csv,2.289563059322635970280579462,0.014,2.621,5.158,4.416,0.302,7.46,4.338,0.154,7.25,24.668,0.0,0.268,0.02,5.21,1.11,9.66,10.229,8.882,0.587,17.177,5.183,8.057,2.309,0.071,2.32,4.25,6.613,7.09,23.15,45.835,71.951,19.719,1.537,0.173,12.154,119.754,230.097,9.411
+2026-05-21 11:09:55,blackcap_observed.csv,1.461999771018033166986975425,0.022,0.259,5.929,7.731,0.074,7.43,6.66,0.181,6.68,27.953,0.078,0.196,0.016,3.55,11.94,9.52,7.482,13.148,6.471,19.826,8.200,10.965,5.434,0.104,1.55,3.62,7.05,7.34,15.594,17.112,28.41,5.814,1.144,0.263,12.14,60.088,106.695,13.481
+2026-05-21 11:09:55,blackcap_observed.csv,2.678833325239320104788923677,0.108,3.435,4.163,6.399,0.333,6.71,3.751,0.113,7.11,7.982,0.083,0.042,0.043,2.91,11.82,9.74,10.705,3.172,3.191,3.153,8.571,9.3,7.842,0.201,2.18,4.84,7.145,7.42,7.349,11.444,17.217,5.67,1.145,0.015,12.229,118.420,224.108,12.733
+2026-05-21 11:09:55,blackcap_observed.csv,3.650805252534354961106700386,0.004,0.946,2.188,3.869,0.915,7.58,7.862,0.197,6.91,24.136,0.005,0.02,0.049,4.49,11.28,8.64,2.909,15.424,11.256,19.593,9.688,13.651,5.725,0.182,11.5,4.36,1.699,7.09,22.206,35.228,63.52,6.937,1.792,0.262,12.22,57.560,103.936,11.184
+2026-05-21 11:09:56,blackcap_observed.csv,0.9874978090235518566043648966,0.338,3.916,5.549,7.24,0.382,7.11,10.194,0.025,7.61,18.6,0.056,0.093,0.018,4.51,11.0,11.34,9.207,3.810,5.67,1.951,5.940,6.617,5.262,0.019,2.32,3.84,6.301,7.23,9.098,31.123,50.542,11.704,1.134,0.114,12.07,86.436,159.252,13.621
+2026-05-21 11:09:56,blackcap_observed.csv,0.7361968293869389307527052453,0.291,2.458,3.98,4.963,0.706,6.34,10.132,0.129,6.95,19.47,0.066,0.664,0.033,3.67,11.57,10.01,9.992,9.859,4.277,15.441,9.222,9.896,8.549,0.095,1.39,4.73,2.366,6.72,16.396,43.983,79.467,8.499,1.054,0.134,12.157,87.978,163.654,12.301
+2026-05-21 11:09:56,blackcap_observed.csv,1.084182069879853454029528144,0.051,2.762,5.318,2.99,0.786,7.43,6.005,0.121,6.93,27.659,0.02,0.123,0.013,5.08,11.39,8.72,7.523,9.902,6.983,12.822,6.754,12.171,1.338,0.049,1.96,4.08,6.497,6.62,17.352,43.152,74.677,11.626,1.293,0.029,12.246,77.964,151.536,4.391
+2026-05-21 11:09:57,blackcap_observed.csv,4.550173796933655711957989569,0.234,1.512,3.945,3.716,0.665,6.94,14.992,0.079,6.88,18.173,0.062,0.482,0.026,2.79,1.16,9.73,7.346,8.144,2.778,13.511,10.166,12.206,8.126,0.155,2.32,4.65,7.874,6.84,8.207,3.996,2.034,5.958,1.7,0.334,12.01,70.779,128.667,12.891
+2026-05-21 11:09:57,blackcap_observed.csv,1.605675373937617622500036090,0.008,1.711,0.904,5.816,0.55,6.66,10.053,0.038,6.69,13.697,0.014,0.007,0.04,4.94,11.67,9.94,7.769,5.984,7.628,4.339,9.755,10.752,8.758,0.013,11.6,4.19,7.907,7.23,11.796,41.373,62.923,19.823,1.401,0.237,12.002,62.884,110.367,15.402
+2026-05-21 11:09:57,blackcap_observed.csv,0.8396222132281999415284970047,0.156,1.884,2.499,3.509,0.172,7.36,14.037,0.036,7.43,6.452,0.062,0.237,0.029,3.69,10.76,10.17,7.67,16.048,14.339,17.756,8.982,4.197,13.766,0.045,1.87,4.51,7.882,7.04,18.294,27.444,47.623,7.264,1.09,0.202,12.024,89.154,165.747,12.561
+2026-05-21 11:09:58,blackcap_observed.csv,1.557080825808130516897236595,0.296,2.684,5.991,7.25,0.717,7.74,5.839,0.022,7.52,14.943,0.073,0.367,0.044,3.92,12.0,8.9,5.285,17.437,18.787,16.087,5.368,2.027,8.708,0.212,1.34,4.79,7.056,7.56,13.415,6.196,11.139,1.252,1.247,0.283,12.294,80.244,156.436,4.053
+2026-05-21 11:09:58,blackcap_observed.csv,0.6015353954873514306508187983,0.104,3.237,2.993,3.073,0.386,6.41,10.043,0.186,6.54,22.897,0.008,0.486,0.02,4.02,11.93,9.19,9.666,5.464,7.766,3.163,11.080,10.316,11.845,0.082,1.33,4.23,3.788,6.74,7.292,23.806,43.982,3.631,1.133,0.178,12.259,63.260,117.273,9.247
+2026-05-21 11:09:58,blackcap_observed.csv,0.8963856292817913288325416576,0.142,1.617,0.882,0.185,0.605,6.9,14.203,0.22,6.91,20.958,0.012,0.441,0.034,4.22,11.0,11.41,3.544,15.366,15.776,14.957,9.281,8.484,10.078,0.183,2.36,4.7,1.605,6.75,18.043,30.892,47.349,14.436,1.267,0.334,12.107,92.433,174.353,10.513
+2026-05-21 11:09:58,blackcap_observed.csv,3.700456275880907840843405192,0.156,2.737,0.504,2.464,0.215,6.95,11.022,0.064,6.78,7.426,0.077,0.061,0.015,5.3,11.69,8.65,9.717,13.426,11.655,15.198,2.378,2.642,2.113,0.11,11.94,4.74,7.393,6.82,15.771,41.908,71.12,12.697,1.402,0.079,12.052,118.956,229.042,8.871
+2026-05-21 11:09:59,blackcap_observed.csv,3.470777576155978851451900102,0.291,2.91,1.713,4.002,0.189,6.69,10.013,0.176,6.64,15.977,0.03,0.036,0.019,2.59,11.68,10.06,8.804,9.245,2.98,15.51,10.325,11.013,9.637,0.211,1.5,3.76,2.967,7.28,21.698,14.444,17.931,10.957,1.036,0.002,12.07,120.352,236.112,4.591
+2026-05-21 11:09:59,blackcap_observed.csv,1.300526220885493219244423494,0.184,0.317,4.837,3.233,0.894,7.44,13.342,0.057,6.66,13.551,0.059,0.371,0.022,4.96,11.16,10.69,7.789,12.318,7.527,17.11,11.454,13.82,9.087,0.218,2.1,4.61,5.259,6.68,14.057,26.600,34.745,18.455,1.133,0.157,12.19,89.860,167.105,12.616
+2026-05-21 11:09:59,blackcap_observed.csv,4.857380062172099575134075492,0.287,3.288,4.553,6.614,0.177,7.54,9.35,0.114,6.99,13.4,0.015,0.162,0.046,4.88,11.36,10.72,5.626,6.508,12.013,1.002,5.857,6.395,5.319,0.213,1.46,4.53,6.951,6.79,13.812,34.923,57.678,12.168,1.696,0.175,12.289,111.997,209.676,14.318
+2026-05-21 11:10:00,blackcap_observed.csv,1.212172228476035984238977046,0.276,1.08,3.768,5.165,0.188,6.51,8.979,0.017,7.08,22.755,0.055,0.428,0.039,4.81,11.06,9.33,7.698,10.280,10.364,10.196,6.366,5.275,7.456,0.184,2.03,4.71,3.26,7.13,10.61,5.333,7.767,2.899,1.553,0.227,12.249,54.030,98.761,9.298
+2026-05-21 11:10:00,blackcap_observed.csv,4.128632333799344959378993845,0.308,2.461,3.964,3.83,0.065,6.45,8.512,0.139,6.76,17.528,0.002,0.028,0.038,4.56,11.1,10.47,5.472,10.424,11.746,9.102,5.768,9.726,1.811,0.036,1.63,4.66,7.972,6.67,13.464,6.915,13.296,0.534,1.403,0.263,12.007,57.724,105.559,9.89
+2026-05-21 11:10:00,blackcap_observed.csv,6.009195356909835284990623456,0.331,2.534,3.373,7.209,0.678,7.23,3.912,0.175,7.24,20.811,0.074,0.017,0.007,3.08,10.57,10.16,4.04,7.526,10.689,4.364,9.288,6.268,12.308,0.09,2.34,4.18,4.041,7.27,19.707,24.314,29.859,18.77,1.413,0.34,12.013,80.312,154.524,6.099
+2026-05-21 11:10:01,blackcap_observed.csv,3.414162260177655021023844792,0.309,1.292,1.721,7.857,0.003,6.52,7.493,0.062,6.69,13.948,0.034,0.419,0.038,3.07,11.23,9.91,5.002,15.062,17.68,12.444,8.152,8.882,7.422,0.222,1.94,4.52,6.153,7.04,13.559,39.602,69.654,9.55,1.768,0.249,12.208,74.005,139.016,8.994
+2026-05-21 11:10:01,blackcap_observed.csv,43.00818143270727006983527435,0.332,2.629,0.246,1.195,0.404,7.04,12.441,0.156,6.94,15.919,0.025,0.046,0.038,3.53,11.43,9.58,7.288,10.750,6.423,15.078,6.978,2.189,11.766,0.038,1.13,4.98,6.084,6.68,23.689,47.466,78.954,15.978,1.458,0.067,12.3,64.680,113.873,15.487
+2026-05-21 11:10:01,blackcap_observed.csv,1.720384463755314738227386420,0.246,2.126,3.307,4.361,0.482,7.62,10.635,0.095,7.11,14.745,0.042,0.582,0.042,3.31,11.29,10.1,6.005,6.010,4.993,7.028,8.416,7.288,9.543,0.127,2.43,3.64,7.944,7.3,21.963,24.962,36.491,13.434,1.631,0.125,12.085,98.440,183.532,13.347
+2026-05-21 11:10:02,blackcap_observed.csv,1.704010537900306081659773948,0.325,0.664,5.772,2.106,0.706,6.71,13.135,0.026,6.52,11.348,0.048,0.16,0.007,3.08,1.39,9.29,10.203,9.798,5.012,14.584,9.870,9.816,9.925,0.156,1.17,3.85,6.6,7.48,10.745,22.018,33.936,10.101,0.898,0.129,12.21,92.161,177.756,6.566
+2026-05-21 11:10:02,blackcap_observed.csv,0.8011297078065639656351589687,0.175,3.253,5.866,0.932,0.522,7.5,15.836,0.181,6.62,14.693,0.023,0.562,0.033,4.18,10.69,8.43,9.605,9.690,14.408,4.971,9.700,8.923,10.477,0.051,1.53,4.0,3.341,7.28,13.601,20.769,38.722,2.816,1.353,0.31,12.016,120.640,232.372,8.908
+2026-05-21 11:10:02,blackcap_observed.csv,0.5068139591380980434255589250,0.193,2.113,5.044,2.199,0.64,7.34,13.611,0.192,7.31,6.994,0.018,0.65,0.046,4.05,10.84,8.78,3.271,12.398,17.231,7.564,9.038,5.928,12.149,0.122,11.65,4.47,7.26,6.64,7.233,29.746,43.711,15.782,1.195,0.182,12.256,81.219,157.924,4.514
+2026-05-21 11:10:02,blackcap_observed.csv,6.944410778657976906751402396,0.205,2.197,1.783,6.084,0.649,6.5,6.011,0.001,7.37,24.022,0.039,0.079,0.017,3.24,11.23,11.23,3.897,15.880,14.933,16.828,8.276,5.087,11.464,0.028,1.13,4.19,7.262,7.29,6.27,12.082,15.028,9.135,1.639,0.151,12.066,52.665,93.003,12.327
+2026-05-21 11:10:03,blackcap_observed.csv,0.8708983139136508052493863452,0.293,2.745,4.56,4.125,0.484,6.71,7.682,0.098,7.08,18.411,0.041,0.672,0.048,3.68,1.24,9.24,9.146,12.591,14.422,10.76,9.782,13.608,5.957,0.067,1.62,4.32,6.195,7.41,6.847,3.432,5.862,1.001,1.763,0.014,12.018,87.332,167.361,7.303
+2026-05-21 11:10:03,blackcap_observed.csv,0.3125508701440817780020687146,0.036,2.133,2.462,6.119,0.844,6.62,12.676,0.029,7.31,16.212,0.086,0.636,0.035,3.93,11.74,9.23,7.807,12.800,10.897,14.702,6.905,2.157,11.653,0.249,1.4,4.91,0.884,6.98,16.142,9.379,17.335,1.423,0.909,0.096,12.25,61.086,106.504,15.668
+2026-05-21 11:10:03,blackcap_observed.csv,0.8319459282898755205579821190,0.3,2.894,5.8,3.964,0.201,6.43,14.265,0.101,6.6,21.379,0.067,0.644,0.042,3.26,11.04,9.45,9.525,12.116,9.202,15.03,2.684,1.948,3.419,0.238,1.79,3.9,2.305,6.86,21.382,34.605,59.818,9.392,0.967,0.332,12.253,71.366,130.592,12.139
+2026-05-21 11:10:04,blackcap_observed.csv,0.5184241665746443931333734192,0.081,0.556,1.141,3.869,0.478,7.11,5.386,0.053,7.11,23.404,0.033,0.37,0.025,3.6,11.41,8.72,11.588,4.356,3.904,4.809,10.423,11.612,9.234,0.222,1.67,4.51,3.907,6.91,6.608,42.201,77.171,7.231,1.262,0.153,12.107,63.000,119.766,6.233
+2026-05-21 11:10:04,blackcap_observed.csv,0.7708679460663690619909936952,0.182,2.048,5.942,5.778,0.177,6.52,8.463,0.017,7.63,16.527,0.087,0.347,0.042,4.28,11.88,8.84,5.295,16.184,13.157,19.211,11.402,12.048,10.755,0.227,2.2,3.54,1.256,7.35,20.596,30.824,57.474,4.174,1.671,0.055,12.283,51.575,96.961,6.189
+2026-05-21 11:10:04,blackcap_observed.csv,1.000531455081807155709202410,0.063,2.874,4.184,1.054,0.635,6.65,12.141,0.141,6.86,27.289,0.084,0.18,0.013,3.28,11.61,9.36,10.537,8.162,9.344,6.98,8.965,6.537,11.393,0.003,1.99,4.24,7.838,6.89,22.075,20.437,22.777,18.097,1.011,0.207,12.293,51.184,88.671,13.698
+2026-05-21 11:10:05,blackcap_observed.csv,3.386184017066807254991403774,0.094,1.762,4.727,6.207,0.378,6.29,14.048,0.211,6.62,22.209,0.011,0.116,0.018,4.03,1.37,8.27,4.875,9.706,15.303,4.109,5.204,9.083,1.326,0.052,1.1,4.98,5.506,6.96,15.754,28.728,50.381,7.076,1.625,0.224,12.286,124.281,236.631,11.931
+2026-05-21 11:10:05,blackcap_observed.csv,1.950372484380961655910999298,0.072,2.876,0.818,0.172,0.38,6.97,4.28,0.119,7.5,19.072,0.069,0.182,0.04,3.33,11.33,9.4,2.98,10.182,10.495,9.869,4.014,0.95,7.077,0.091,1.57,4.73,1.204,7.46,8.152,37.074,62.22,11.928,1.597,0.084,12.195,98.569,188.681,8.457
+2026-05-21 11:10:05,blackcap_observed.csv,5.392723666721403518785404491,0.184,2.423,0.422,0.638,0.63,7.45,10.436,0.167,7.41,20.267,0.016,0.145,0.032,3.02,1.31,9.21,3.479,11.415,7.268,15.562,10.951,8.475,13.427,0.04,11.89,3.8,7.81,7.16,7.489,31.080,53.972,8.189,1.45,0.324,12.271,69.340,132.297,6.382
+2026-05-21 11:10:06,blackcap_observed.csv,0.5539561282962903084820047810,0.093,1.299,2.977,4.651,0.813,7.75,11.656,0.089,6.57,14.56,0.059,0.108,0.013,3.7,11.45,9.66,9.625,17.243,18.025,16.461,7.068,6.034,8.102,0.14,1.37,3.6,4.703,7.49,18.84,21.084,37.895,4.273,0.85,0.01,12.017,67.070,129.942,4.198
+2026-05-21 11:10:06,blackcap_observed.csv,0.3524398804048772061843480544,0.305,1.841,3.816,6.301,0.395,7.7,10.065,0.047,6.69,25.674,0.063,0.67,0.039,4.89,10.92,9.85,11.064,12.076,13.574,10.577,13.259,13.299,13.219,0.053,1.03,4.62,7.656,7.46,14.423,17.184,17.373,16.995,0.865,0.041,12.224,72.210,138.904,5.515
+2026-05-21 11:10:06,blackcap_observed.csv,0.3732644137935421529753867360,0.017,3.9,3.684,7.427,0.711,7.32,11.094,0.001,7.58,14.619,0.038,0.729,0.046,3.64,11.93,8.98,5.075,10.968,15.066,6.871,9.745,7.043,12.447,0.25,1.41,3.61,7.184,6.64,12.404,38.056,68.331,7.781,1.605,0.059,12.191,60.942,107.206,14.678
+2026-05-21 11:10:06,blackcap_observed.csv,1.746895997722428941115044546,0.155,1.095,1.977,6.554,0.292,7.23,7.415,0.051,7.42,24.682,0.009,0.08,0.02,4.41,1.14,11.27,8.957,11.235,11.267,11.203,9.747,6.347,13.147,0.206,2.05,4.82,7.664,7.29,8.996,37.712,66.141,9.282,1.026,0.338,12.182,58.666,104.115,13.218
+2026-05-21 11:10:07,blackcap_observed.csv,0.4106288747111964513830224075,0.177,1.516,5.385,7.081,0.123,6.47,9.4,0.083,7.63,7.731,0.04,0.588,0.002,5.29,1.02,8.52,7.684,15.096,19.495,10.696,6.677,9.034,4.32,0.188,1.05,3.96,3.714,7.21,7.454,17.162,30.235,4.089,1.344,0.078,12.005,81.398,148.236,14.559
+2026-05-21 11:10:07,blackcap_observed.csv,0.5071007496666761995178077261,0.016,1.252,5.922,7.106,0.899,7.31,6.696,0.068,6.54,11.373,0.032,0.11,0.024,5.37,11.5,11.44,11.006,5.634,2.074,9.193,9.394,8.428,10.359,0.006,11.95,4.76,7.342,7.06,16.005,21.354,41.269,1.439,0.923,0.095,12.277,44.028,83.915,4.142
+2026-05-21 11:10:07,blackcap_observed.csv,1.049727386322788890720402807,0.252,2.218,4.15,5.121,0.019,6.53,15.959,0.123,6.74,18.614,0.086,0.205,0.033,4.02,1.1,9.13,2.614,16.673,15.124,18.222,12.822,13.926,11.717,0.217,1.81,3.86,6.113,6.63,13.805,30.068,48.068,12.068,0.95,0.131,12.227,86.340,165.411,7.268
+2026-05-21 11:10:08,blackcap_observed.csv,0.6871443478807716169656865401,0.094,0.544,5.32,0.988,0.909,6.81,8.576,0.098,6.51,6.64,0.018,0.543,0.02,3.99,10.85,10.04,5.646,13.495,8.491,18.499,9.964,8.755,11.173,0.19,1.44,3.6,7.608,7.52,20.4,37.836,63.07,12.602,1.485,0.239,12.147,71.044,135.306,6.782
+2026-05-21 11:10:08,blackcap_observed.csv,1.388378152128941366727222539,0.058,1.414,5.374,4.912,0.268,6.82,15.606,0.072,7.01,22.359,0.032,0.189,0.045,3.66,10.92,9.65,11.133,8.953,9.46,8.446,10.158,10.546,9.769,0.119,2.0,4.09,2.466,7.34,20.809,21.972,37.872,6.072,1.702,0.058,12.117,45.866,81.84,9.892
+2026-05-21 11:10:08,blackcap_observed.csv,0.7563048609874392948903524049,0.08,1.921,0.544,5.009,0.761,6.37,15.126,0.048,7.39,24.653,0.076,0.384,0.03,5.27,10.6,8.32,11.588,14.147,9.824,18.47,6.622,7.076,6.169,0.011,1.82,4.23,6.557,6.77,9.52,43.580,78.276,8.884,1.067,0.151,12.083,78.038,143.071,13.006
+2026-05-21 11:10:09,blackcap_observed.csv,4.618090541627366829650214582,0.282,2.246,5.863,0.215,0.512,6.61,3.815,0.156,7.15,23.158,0.076,0.081,0.034,5.12,1.32,10.69,11.328,13.062,12.816,13.308,2.160,2.576,1.744,0.163,1.17,4.3,6.696,7.38,11.067,28.790,43.534,14.047,1.577,0.344,12.016,102.706,197.695,7.717
+2026-05-21 11:10:09,blackcap_observed.csv,0.3867997863348027429798946400,0.213,1.345,5.006,2.556,0.099,6.98,3.675,0.104,7.65,7.883,0.042,0.526,0.042,4.18,1.25,9.71,10.264,10.199,14.08,6.318,5.608,0.496,10.72,0.219,1.71,4.04,5.457,7.05,16.062,32.272,60.899,3.645,0.982,0.114,12.165,78.478,143.474,13.482
+2026-05-21 11:10:09,blackcap_observed.csv,2.983472299563732142161360168,0.029,0.523,3.949,3.924,0.947,6.33,7.078,0.139,7.47,7.506,0.023,0.091,0.04,2.71,11.62,11.27,2.824,15.842,15.829,15.855,11.388,13.486,9.29,0.191,11.77,4.86,3.268,7.23,11.156,8.926,6.671,11.18,1.598,0.349,12.104,47.618,81.54,13.697
+2026-05-21 11:10:10,blackcap_observed.csv,36.34516648485080677173390370,0.114,1.58,1.39,2.635,0.723,7.28,6.854,0.045,7.17,23.375,0.001,0.478,0.003,5.19,11.98,10.2,5.83,11.190,10.806,11.575,9.320,12.557,6.084,0.071,11.9,3.7,7.566,6.98,21.374,17.327,26.178,8.476,0.817,0.017,12.09,81.241,155.013,7.469
+2026-05-21 11:10:10,blackcap_observed.csv,1.495641989234418564114968307,0.32,2.109,4.731,1.202,0.135,6.72,15.409,0.157,6.78,22.777,0.012,0.477,0.036,4.15,11.98,11.28,4.185,11.514,12.744,10.285,4.967,1.544,8.39,0.05,1.03,3.52,4.187,6.66,14.861,41.620,69.175,14.066,1.718,0.017,12.12,44.825,82.351,7.299
+2026-05-21 11:10:10,blackcap_observed.csv,0.9335764434225163578504614665,0.166,1.365,5.888,1.952,0.631,7.41,10.247,0.193,6.85,10.746,0.012,0.545,0.046,2.51,10.97,11.48,8.157,13.048,19.545,6.55,5.094,5.886,4.303,0.071,1.38,4.4,5.679,6.94,17.954,19.885,24.348,15.422,1.074,0.323,12.053,127.799,239.843,15.755
+2026-05-21 11:10:11,blackcap_observed.csv,37.72606008298018753739880672,0.1,1.453,0.561,0.54,0.901,6.55,8.549,0.219,6.99,6.299,0.059,0.106,0.044,3.15,10.5,8.41,8.729,14.610,12.423,16.797,9.550,8.883,10.216,0.105,11.58,4.18,4.71,7.42,11.579,16.102,26.611,5.593,1.395,0.009,12.088,93.037,176.597,9.477
+2026-05-21 11:10:11,blackcap_observed.csv,0.8297408357154839613558842023,0.204,3.332,4.319,5.034,0.616,6.81,6.678,0.194,7.56,18.233,0.045,0.726,0.033,3.12,11.75,10.03,10.435,19.672,19.391,19.954,2.114,1.375,2.854,0.056,11.88,3.73,7.01,6.71,20.338,25.902,37.055,14.748,1.432,0.201,12.103,52.583,100.926,4.24
+2026-05-21 11:10:11,blackcap_observed.csv,0.6409675572639141202913654404,0.181,3.536,3.335,5.316,0.583,6.93,5.109,0.196,6.53,7.898,0.047,0.378,0.001,4.41,11.1,8.74,3.184,12.304,12.797,11.811,7.400,11.197,3.602,0.162,2.18,3.8,1.056,7.0,6.94,33.030,59.378,6.682,0.856,0.346,12.075,47.121,81.71,12.532
+2026-05-21 11:10:11,blackcap_observed.csv,0.3048603020467269863477162329,0.046,2.221,3.876,7.561,0.477,6.67,7.845,0.106,7.63,17.955,0.019,0.354,0.035,4.91,1.03,8.81,3.54,17.191,15.923,18.459,7.656,6.479,8.832,0.092,11.93,3.79,6.612,6.78,8.102,40.808,71.297,10.32,0.822,0.116,12.116,100.720,185.947,15.493
+2026-05-21 11:10:12,blackcap_observed.csv,0.1728544575966039319292759823,0.018,0.933,1.541,0.03,0.018,7.35,14.588,0.09,6.73,26.385,0.008,0.609,0.035,3.5,10.93,11.01,10.937,8.188,14.468,1.907,12.656,11.630,13.681,0.201,1.01,4.78,7.637,6.64,17.757,43.313,70.484,16.142,0.852,0.226,12.014,99.118,186.854,11.381
+2026-05-21 11:10:12,blackcap_observed.csv,0.5675321494287844568043222843,0.057,0.426,2.763,2.697,0.353,7.53,6.835,0.017,6.56,13.185,0.053,0.544,0.041,4.58,11.87,10.61,9.218,9.843,17.258,2.428,5.698,3.096,8.3,0.245,1.62,4.47,7.241,7.44,16.345,42.940,70.799,15.082,1.714,0.009,12.159,88.828,163.543,14.114
+2026-05-21 11:10:12,blackcap_observed.csv,0.3100284902377131533397976003,0.109,1.539,3.203,2.817,0.569,6.46,10.058,0.035,7.0,22.902,0.014,0.709,0.03,4.87,11.89,11.13,9.829,13.094,13.931,12.256,6.119,9.172,3.066,0.051,1.88,3.87,2.519,6.81,23.924,28.424,52.448,4.4,1.357,0.196,12.065,78.576,146.577,10.574
+2026-05-21 11:10:13,blackcap_observed.csv,8.612419859398434587834865598,0.272,2.692,3.569,0.496,0.915,6.4,7.594,0.089,6.55,27.451,0.0,0.026,0.029,3.16,1.26,10.88,4.98,13.379,13.973,12.785,3.841,2.474,5.208,0.173,2.02,3.68,2.757,7.17,20.965,44.998,77.112,12.885,1.645,0.084,12.2,89.689,173.349,6.029
+2026-05-21 11:10:13,blackcap_observed.csv,36.33941857247485202831990236,0.281,2.486,4.624,4.098,0.417,6.78,10.958,0.217,7.01,9.78,0.046,0.705,0.003,5.11,11.03,9.36,6.307,6.532,10.751,2.313,8.428,6.106,10.749,0.224,11.95,4.36,6.607,6.88,14.973,34.644,55.539,13.75,0.823,0.04,12.292,114.116,223.958,4.273
+2026-05-21 11:10:13,blackcap_observed.csv,0.7938264886083132978050945039,0.014,3.262,5.759,0.985,0.782,7.12,13.523,0.077,7.49,13.425,0.019,0.067,0.034,2.87,1.23,11.22,5.645,12.388,18.403,6.372,10.727,12.26,9.194,0.09,1.69,4.03,1.195,6.86,18.578,35.385,64.692,6.078,0.824,0.073,12.219,60.420,107.267,13.572
+2026-05-21 11:10:14,blackcap_observed.csv,41.29189233248423340776447087,0.344,1.088,1.39,4.383,0.206,7.14,13.197,0.058,7.55,12.302,0.037,0.672,0.004,4.85,11.44,8.58,11.075,8.742,16.7,0.783,5.270,0.777,9.762,0.189,2.39,4.53,3.853,7.03,21.187,44.790,75.856,13.724,1.75,0.109,12.099,67.416,119.114,15.717
+2026-05-21 11:10:14,blackcap_observed.csv,2.332848797172222779802333039,0.178,3.819,2.226,6.166,0.514,7.4,4.487,0.154,7.27,26.359,0.06,0.291,0.019,2.6,11.0,10.28,10.068,6.122,7.898,4.347,7.438,5.981,8.896,0.058,1.45,4.51,5.447,6.74,13.636,29.306,49.024,9.587,1.273,0.282,12.099,71.765,129.993,13.537
+2026-05-21 11:10:14,blackcap_observed.csv,1.987509250279085946862696480,0.305,3.316,1.324,0.898,0.592,7.19,14.45,0.062,7.64,21.139,0.018,0.564,0.036,4.12,11.76,9.67,10.858,10.278,9.323,11.234,7.928,11.629,4.227,0.104,1.39,4.26,4.367,6.79,19.775,23.408,27.796,19.021,1.559,0.317,12.018,118.808,231.801,5.816
+2026-05-21 11:10:15,blackcap_observed.csv,2.545812644913833377795193699,0.019,2.444,5.245,7.922,0.245,7.07,13.973,0.203,7.4,26.348,0.077,0.568,0.011,2.57,11.21,8.93,4.721,10.404,9.54,11.267,5.358,4.283,6.432,0.004,1.03,4.89,7.003,7.58,16.822,33.223,55.044,11.402,1.798,0.21,12.014,70.047,128.677,11.417
+2026-05-21 11:10:15,blackcap_observed.csv,1.352181655210079568187761169,0.193,1.167,4.208,1.342,0.156,7.61,3.513,0.112,7.07,20.341,0.023,0.323,0.044,5.33,11.28,10.47,4.02,8.092,7.038,9.147,9.792,5.689,13.896,0.01,1.63,4.64,4.836,7.31,18.426,35.790,52.939,18.642,1.408,0.306,12.255,123.828,232.438,15.217
+2026-05-21 11:10:15,blackcap_observed.csv,2.286162867645689949667877289,0.303,1.351,0.619,1.784,0.233,7.72,12.167,0.153,6.63,8.361,0.011,0.34,0.017,2.56,11.72,11.2,5.319,12.347,6.135,18.559,3.709,0.618,6.8,0.066,1.02,4.51,5.259,7.41,9.339,43.504,79.836,7.171,1.09,0.063,12.001,102.464,194.387,10.541
+2026-05-21 11:10:16,blackcap_observed.csv,1.731308370756610509145132695,0.16,0.521,0.494,7.671,0.802,6.65,4.846,0.202,6.68,20.137,0.075,0.086,0.032,2.93,12.0,10.23,8.966,12.604,15.809,9.399,7.954,8.29,7.618,0.191,2.13,4.06,7.79,7.42,19.248,16.851,32.521,1.181,1.136,0.255,12.088,105.668,206.524,4.811
+2026-05-21 11:10:16,blackcap_observed.csv,1.122146763529272855397486825,0.092,1.556,4.559,2.548,0.336,6.7,7.344,0.144,6.97,19.824,0.064,0.071,0.004,3.69,11.32,10.44,8.953,17.087,14.926,19.248,3.556,3.884,3.229,0.134,1.74,3.75,4.838,7.37,13.533,34.342,56.765,11.919,0.975,0.235,12.141,103.622,200.857,6.388
+2026-05-21 11:10:16,blackcap_observed.csv,1.308850329527219817646473976,0.292,3.232,2.073,5.126,0.937,7.55,10.731,0.181,7.4,23.143,0.059,0.746,0.049,4.2,11.38,9.61,3.357,8.850,15.377,2.323,3.925,4.734,3.116,0.24,1.64,4.2,4.525,6.81,18.322,24.628,38.608,10.648,1.643,0.284,12.259,58.163,110.026,6.3
+2026-05-21 11:10:17,blackcap_observed.csv,0.9237677843285701870992817471,0.159,1.885,3.245,5.67,0.645,7.03,8.337,0.145,7.03,14.261,0.043,0.237,0.041,5.45,1.23,8.79,6.421,5.578,5.493,5.662,4.459,5.683,3.235,0.03,1.19,4.62,7.641,7.25,9.603,34.456,49.129,19.782,1.116,0.177,12.072,98.231,189.941,6.521
+2026-05-21 11:10:17,blackcap_observed.csv,0.8398834153205426882322822176,0.231,1.42,3.917,6.523,0.73,7.38,13.199,0.081,7.49,9.589,0.003,0.434,0.032,3.74,11.01,9.23,2.868,15.024,14.417,15.63,5.068,4.803,5.333,0.049,1.47,4.5,2.811,7.14,19.907,37.188,73.016,1.361,1.05,0.055,12.258,94.596,183.175,6.017
+2026-05-21 11:10:17,blackcap_observed.csv,1.825471566144918251602964493,0.211,1.288,1.137,7.121,0.778,6.66,5.235,0.069,6.82,21.648,0.079,0.747,0.018,2.64,1.25,8.82,3.557,8.067,7.396,8.738,6.234,9.36,3.107,0.169,2.43,3.86,2.651,6.73,6.883,14.479,13.496,15.462,1.749,0.086,12.172,52.587,99.968,5.206
+2026-05-21 11:10:17,blackcap_observed.csv,37.81491070868647823223410110,0.246,2.096,1.261,6.072,0.228,7.3,3.328,0.047,6.51,25.826,0.005,0.558,0.015,5.35,10.73,9.06,4.817,2.780,3.098,2.461,8.994,8.532,9.456,0.2,1.91,4.8,5.756,7.49,20.738,16.032,13.415,18.649,1.563,0.004,12.039,81.714,151.112,12.315
+2026-05-21 11:10:18,blackcap_observed.csv,2.523661709725613052868337926,0.273,1.033,4.045,3.179,0.529,7.39,4.886,0.179,7.52,6.507,0.06,0.279,0.017,5.26,10.77,11.04,3.901,14.060,10.086,18.034,9.234,8.269,10.2,0.234,1.82,4.78,2.835,6.95,18.125,11.182,15.172,7.191,1.661,0.032,12.09,75.178,135.9,14.457
+2026-05-21 11:10:18,blackcap_observed.csv,4.286159767830197363470584594,0.061,2.3,4.302,1.211,0.813,6.56,7.392,0.026,7.5,17.887,0.07,0.063,0.04,4.08,11.33,9.83,6.63,10.828,10.664,10.991,5.945,6.542,5.348,0.16,1.34,4.58,6.658,7.6,6.554,11.206,5.008,17.405,1.549,0.083,12.168,86.476,166.248,6.703
+2026-05-21 11:10:18,blackcap_observed.csv,1.677776181485506710600930129,0.244,0.319,5.834,1.784,0.603,7.05,13.295,0.011,7.23,23.839,0.019,0.17,0.003,4.96,10.52,8.98,10.825,11.114,5.293,16.934,13.174,13.161,13.187,0.114,1.82,3.65,5.342,6.86,22.675,41.815,67.62,16.01,1.305,0.255,12.029,72.235,133.821,10.649
+2026-05-21 11:10:19,blackcap_observed.csv,1.270976013949169901112474967,0.32,2.612,4.453,3.437,0.134,6.28,5.452,0.079,7.36,19.442,0.079,0.535,0.05,3.37,11.36,9.86,5.63,7.750,14.201,1.3,5.992,9.39,2.593,0.213,11.5,4.39,0.847,6.97,17.158,20.213,21.986,18.44,1.777,0.253,12.172,82.324,148.873,15.774
+2026-05-21 11:10:19,blackcap_observed.csv,0.1787854523446567262434863973,0.044,3.588,4.15,4.524,0.721,6.69,8.244,0.025,6.68,15.448,0.006,0.567,0.014,4.91,11.65,11.29,8.712,6.139,6.706,5.572,11.911,13.634,10.188,0.038,2.39,3.75,4.064,7.46,23.649,9.834,9.264,10.405,1.002,0.113,12.094,91.586,168.298,14.873
+2026-05-21 11:10:19,blackcap_observed.csv,37.10379947667934320740813263,0.284,3.636,0.222,3.163,0.421,7.39,5.296,0.093,7.49,15.47,0.001,0.537,0.002,4.86,1.26,8.28,4.725,14.915,14.461,15.369,8.785,13.29,4.28,0.166,2.34,4.13,1.4,7.51,11.698,23.145,36.727,9.563,0.844,0.105,12.024,65.264,116.371,14.156
+2026-05-21 11:10:20,blackcap_observed.csv,0.6468357494359701375077416104,0.049,2.199,4.1,5.653,0.87,7.65,9.742,0.179,7.03,17.45,0.048,0.183,0.034,4.09,1.16,8.68,3.558,17.670,18.993,16.348,4.117,3.23,5.004,0.128,11.91,3.8,6.371,6.62,20.933,38.981,68.583,9.379,0.949,0.233,12.142,88.252,171.636,4.867
+2026-05-21 11:10:20,blackcap_observed.csv,0.6964147204199164673470722957,0.288,2.878,2.442,7.97,0.842,7.68,7.637,0.082,6.96,18.719,0.085,0.535,0.037,4.91,1.39,11.25,11.55,6.950,11.98,1.919,12.110,13.326,10.894,0.036,11.77,3.79,7.453,7.1,13.154,46.502,74.744,18.261,0.917,0.343,12.183,112.366,209.612,15.121
+2026-05-21 11:10:20,blackcap_observed.csv,0.6372587896467220813819214275,0.1,1.854,3.92,2.852,0.095,7.32,3.706,0.102,7.24,22.524,0.079,0.408,0.029,3.59,1.5,9.36,8.198,6.822,6.670,6.973,6.999,9.257,4.741,0.245,2.39,4.07,6.001,7.0,6.039,38.305,69.371,7.239,1.565,0.083,12.268,65.676,118.075,13.278
+2026-05-21 11:10:21,blackcap_observed.csv,1.454503729971610909749048462,0.282,3.626,0.418,5.569,0.584,7.17,6.798,0.218,6.83,16.699,0.062,0.147,0.021,3.3,10.68,9.67,5.737,12.530,7.037,18.024,4.454,4.395,4.512,0.193,1.58,4.99,2.454,7.51,16.555,25.055,31.976,18.134,0.829,0.165,12.117,51.036,96.116,5.955
+2026-05-21 11:10:21,blackcap_observed.csv,0.2096058462276921758855932128,0.012,0.562,2.871,6.631,0.014,7.13,9.731,0.097,7.6,16.444,0.025,0.467,0.016,4.75,1.14,8.89,11.742,10.886,10.295,11.476,8.894,11.507,6.28,0.038,11.59,3.98,2.05,7.46,20.78,9.920,5.147,14.694,1.087,0.254,12.24,108.694,206.239,11.149
+2026-05-21 11:10:21,blackcap_observed.csv,0.5111971188789821121724580716,0.124,3.889,3.932,1.119,0.747,7.74,7.035,0.148,7.07,22.527,0.081,0.727,0.049,3.56,11.19,8.26,9.07,4.392,4.229,4.554,4.654,4.850,4.458,0.035,2.43,3.52,3.026,7.15,18.409,46.358,73.472,19.245,0.957,0.16,12.261,114.130,216.351,11.908
+2026-05-21 11:10:21,blackcap_observed.csv,1.356568583222856569958447889,0.014,1.947,3.993,1.408,0.341,6.29,11.051,0.022,6.74,24.81,0.03,0.343,0.02,5.22,10.73,11.23,3.317,6.112,10.373,1.851,3.772,3.59,3.953,0.182,1.93,4.11,7.709,6.66,9.143,39.636,76.878,2.393,1.656,0.15,12.029,94.258,173.532,14.984
+2026-05-21 11:10:22,blackcap_observed.csv,0.5530455753213150645657255199,0.012,3.145,2.707,1.152,0.385,7.5,4.736,0.023,6.79,25.4,0.039,0.256,0.026,5.3,11.74,10.68,2.114,5.526,2.622,8.431,8.330,5.025,11.635,0.187,2.39,3.68,3.87,7.43,9.585,21.538,37.077,5.998,0.868,0.31,12.073,94.083,177.046,11.12
+2026-05-21 11:10:22,blackcap_observed.csv,3.810846771040704880896221192,0.182,3.0,3.661,2.651,0.448,6.5,3.585,0.055,6.6,16.121,0.054,0.044,0.012,2.85,11.67,10.82,6.37,5.118,4.679,5.557,6.246,6.638,5.853,0.011,11.78,4.92,0.994,6.61,11.272,18.506,25.424,11.588,1.162,0.092,12.29,108.642,212.815,4.469
+2026-05-21 11:10:22,blackcap_observed.csv,2.117358639221128006739757945,0.218,0.84,0.935,4.646,0.38,6.45,9.874,0.071,6.56,10.725,0.052,0.113,0.05,3.02,1.13,11.03,8.845,14.176,18.267,10.085,2.174,1.12,3.227,0.07,11.95,3.55,4.409,7.33,8.985,39.588,70.118,9.059,0.805,0.252,12.17,120.853,229.97,11.736
+2026-05-21 11:10:23,blackcap_observed.csv,1.703783928350618249792306045,0.252,1.793,5.229,6.209,0.419,6.64,8.546,0.216,7.12,20.494,0.078,0.457,0.039,4.77,1.36,9.35,5.95,8.220,14.919,1.52,13.199,12.744,13.654,0.173,1.23,3.66,1.915,6.62,13.742,25.752,40.325,11.178,1.708,0.328,12.156,80.290,148.875,11.704
+2026-05-21 11:10:23,blackcap_observed.csv,0.3238573645405317764721578529,0.067,3.25,3.958,3.091,0.596,7.06,14.222,0.082,7.05,17.001,0.075,0.67,0.043,5.34,1.09,9.65,6.41,9.110,8.017,10.202,7.324,13.077,1.571,0.167,2.37,4.1,7.888,7.02,23.103,35.080,50.773,19.386,1.689,0.127,12.274,85.580,155.539,15.62
+2026-05-21 11:10:23,blackcap_observed.csv,36.59715610126201197445397992,0.316,1.611,1.198,7.388,0.824,7.08,7.154,0.136,6.93,19.721,0.078,0.731,0.049,4.85,1.49,10.96,5.661,4.705,6.393,3.017,7.324,4.325,10.322,0.118,2.45,4.83,2.651,6.95,19.062,23.071,44.473,1.669,1.024,0.064,12.258,122.956,234.211,11.7
+2026-05-21 11:10:24,blackcap_observed.csv,1.436742250326361510315166729,0.01,0.419,3.147,3.077,0.36,7.33,8.582,0.143,6.74,8.574,0.039,0.317,0.036,2.84,11.68,9.73,2.843,4.528,4.132,4.925,4.626,4.029,5.222,0.203,2.3,4.22,5.21,6.74,19.233,20.840,31.256,10.423,1.728,0.047,12.104,58.578,110.024,7.131
+2026-05-21 11:10:24,blackcap_observed.csv,5.313957404258032745914052406,0.295,3.238,5.208,3.431,0.0,6.76,8.415,0.013,7.46,22.745,0.011,0.3,0.043,4.94,11.29,8.46,11.215,0.620,0.685,0.555,7.047,0.923,13.171,0.101,2.02,4.51,6.421,6.94,21.346,6.708,10.27,3.147,1.392,0.159,12.065,68.497,131.719,5.275
+2026-05-21 11:10:24,blackcap_observed.csv,5.528417865003041224611422890,0.082,2.181,1.414,7.829,0.301,6.53,14.036,0.112,7.03,10.101,0.088,0.566,0.023,3.55,11.84,8.6,4.621,0.774,0.813,0.735,12.646,14.000,11.293,0.041,2.29,3.56,3.026,7.54,21.961,41.713,64.661,18.765,1.725,0.334,12.097,82.205,159.196,5.214
+2026-05-21 11:10:25,blackcap_observed.csv,1.078999173062890188729352969,0.127,1.969,3.885,3.613,0.704,6.72,5.95,0.208,7.13,13.034,0.063,0.397,0.028,5.25,11.8,9.95,11.36,7.856,12.507,3.206,1.728,1.068,2.389,0.017,2.07,4.51,5.679,6.79,20.542,40.694,73.091,8.298,1.71,0.111,12.034,69.068,133.303,4.833
+2026-05-21 11:10:25,blackcap_observed.csv,0.8691533547041944937405427575,0.041,1.761,2.256,2.769,0.607,7.71,14.534,0.21,7.06,15.41,0.006,0.401,0.03,4.63,11.83,9.93,7.41,9.549,13.026,6.072,4.762,5.939,3.584,0.043,1.57,3.59,6.228,6.83,15.231,16.456,21.906,11.006,1.562,0.212,12.173,85.866,165.843,5.889
+2026-05-21 11:10:25,blackcap_observed.csv,0.6381239521939175142160131196,0.184,1.956,1.024,2.055,0.848,6.58,5.178,0.155,6.58,16.56,0.064,0.218,0.046,4.91,11.03,11.31,4.969,15.113,17.431,12.795,12.899,12.669,13.129,0.161,11.79,4.46,4.773,7.09,14.536,24.308,34.314,14.302,0.849,0.021,12.1,60.027,105.659,14.395
+2026-05-21 11:10:25,blackcap_observed.csv,39.78858137548784114800896483,0.097,0.831,0.156,1.791,0.804,7.47,8.11,0.189,6.98,13.335,0.075,0.221,0.044,4.79,11.25,8.48,11.668,15.072,14.920,15.223,10.173,10.546,9.8,0.079,11.98,3.7,7.399,7.55,7.199,13.038,22.798,3.278,0.811,0.265,12.092,54.706,95.811,13.601
+2026-05-21 11:10:26,blackcap_observed.csv,3.228775140116475491134667692,0.295,2.066,5.752,4.649,0.312,7.24,13.135,0.055,7.04,6.965,0.077,0.07,0.024,3.33,11.16,8.26,7.34,5.185,3.88,6.49,7.173,5.299,9.047,0.13,11.67,4.67,1.059,7.12,19.832,6.304,8.364,4.244,1.289,0.115,12.097,103.932,196.22,11.643
+2026-05-21 11:10:26,blackcap_observed.csv,4.744192901962744182407053802,0.319,0.608,0.442,5.228,0.862,6.66,7.081,0.145,7.01,17.001,0.059,0.359,0.004,2.81,11.91,8.87,2.0,10.697,4.157,17.237,1.254,1.397,1.112,0.14,1.53,4.66,0.912,7.14,17.979,6.650,1.246,12.054,1.308,0.296,12.124,46.826,86.566,7.085
+2026-05-21 11:10:26,blackcap_observed.csv,6.771993216859759939308273154,0.294,0.404,2.694,5.427,0.875,6.53,14.446,0.111,7.18,24.665,0.0,0.236,0.046,3.63,11.51,11.4,3.257,18.580,18.802,18.359,9.272,9.092,9.453,0.157,1.85,4.11,5.988,7.55,18.174,17.026,15.414,18.639,1.603,0.06,12.2,103.035,193.617,12.453
+2026-05-21 11:10:27,blackcap_observed.csv,42.99399521248951084001132589,0.293,0.922,0.271,1.631,0.627,7.26,9.326,0.13,7.6,17.736,0.081,0.286,0.003,4.99,11.92,11.03,9.58,19.321,19.884,18.758,8.926,7.35,10.501,0.066,11.84,4.82,4.089,6.88,18.455,36.763,62.678,10.848,1.794,0.228,12.152,73.894,132.32,15.468
+2026-05-21 11:10:27,blackcap_observed.csv,4.285156695001066355036357219,0.068,1.556,1.052,7.475,0.453,6.53,7.872,0.03,7.32,18.429,0.089,0.06,0.044,5.11,11.0,10.43,3.513,10.732,2.82,18.644,5.988,4.696,7.28,0.115,11.97,3.7,3.263,7.33,22.605,8.970,8.456,9.483,1.473,0.127,12.203,67.170,120.037,14.302
+2026-05-21 11:10:27,blackcap_observed.csv,2.005467748805432528904884688,0.269,3.749,2.682,4.245,0.604,6.47,9.814,0.029,6.93,19.12,0.063,0.738,0.004,2.56,10.6,9.96,4.588,12.177,9.542,14.812,4.545,8.562,0.528,0.049,2.37,3.66,3.653,6.87,23.439,41.540,73.05,10.03,1.469,0.279,12.226,109.527,205.172,13.882
+2026-05-21 11:10:28,blackcap_observed.csv,1.840684066464866887227598505,0.168,1.009,2.42,4.21,0.182,7.45,11.014,0.061,7.46,25.721,0.06,0.514,0.019,2.64,1.39,9.66,2.412,2.342,4.18,0.505,4.794,6.763,2.824,0.08,1.73,3.72,7.632,7.25,15.92,23.959,34.798,13.12,1.486,0.197,12.036,108.114,207.374,8.855
+2026-05-21 11:10:28,blackcap_observed.csv,0.4548898732840516850337044473,0.256,3.487,3.027,0.87,0.801,7.62,8.97,0.122,7.24,12.568,0.053,0.543,0.042,5.2,11.88,10.56,5.734,12.202,15.772,8.631,8.502,5.547,11.458,0.229,1.09,4.06,4.154,7.03,21.951,23.484,39.331,7.636,0.908,0.001,12.268,56.644,102.762,10.526
+2026-05-21 11:10:28,blackcap_observed.csv,2.325269881210552268158300429,0.16,3.365,4.765,2.358,0.548,7.73,15.315,0.107,7.59,27.662,0.04,0.177,0.025,5.49,1.15,8.62,10.045,15.080,16.257,13.903,6.154,8.699,3.609,0.231,1.02,4.05,7.684,7.47,13.926,29.648,51.616,7.679,1.638,0.139,12.155,53.908,99.856,7.96
+2026-05-21 11:10:29,blackcap_observed.csv,0.3258621370011853484483228847,0.142,1.064,1.581,6.879,0.265,7.68,5.712,0.015,6.82,20.831,0.013,0.616,0.041,4.76,10.92,10.7,4.542,6.134,7.299,4.968,6.054,6.062,6.046,0.136,2.41,4.48,7.997,6.95,7.122,29.196,47.71,10.683,1.166,0.113,12.213,56.572,100.457,12.688
+2026-05-21 11:10:29,blackcap_observed.csv,0.7064262307504617126916356506,0.056,2.989,1.313,0.405,0.48,6.79,14.871,0.09,7.09,12.41,0.086,0.431,0.006,4.84,10.5,8.41,10.443,11.938,13.463,10.414,8.248,9.268,7.229,0.172,11.62,3.57,3.654,7.09,16.759,27.021,41.055,12.987,1.424,0.183,12.006,47.311,82.443,12.179
+2026-05-21 11:10:29,blackcap_observed.csv,2.173629718255085729503762382,0.323,3.262,1.866,0.012,0.703,6.29,13.857,0.177,7.57,7.787,0.005,0.264,0.013,2.81,11.55,8.26,6.48,10.098,19.383,0.812,1.923,2.195,1.651,0.179,11.73,3.77,2.726,7.34,9.769,4.654,2.557,6.751,1.07,0.173,12.031,79.585,153.308,5.862
+2026-05-21 11:10:30,blackcap_observed.csv,43.95330407948293211878770252,0.298,0.804,0.432,0.851,0.783,7.66,14.098,0.176,7.44,10.293,0.007,0.253,0.016,3.5,10.69,10.7,9.456,7.820,5.279,10.361,9.406,13.093,5.718,0.171,2.1,4.3,3.167,6.77,13.0,22.644,30.428,14.859,1.649,0.268,12.238,95.564,186.611,4.517
+2026-05-21 11:10:30,blackcap_observed.csv,0.2248890303646261207855035088,0.038,1.992,2.132,7.067,0.559,7.36,3.707,0.071,7.63,13.653,0.023,0.466,0.045,4.69,1.43,10.87,7.233,18.639,20.000,17.278,7.884,12.4,3.367,0.134,1.16,4.2,6.085,7.37,18.194,17.157,22.277,12.037,0.911,0.16,12.207,99.692,187.744,11.64
+2026-05-21 11:10:30,blackcap_observed.csv,4.699115258846175251034806707,0.31,2.333,4.003,6.616,0.38,6.56,9.978,0.09,6.75,17.604,0.085,0.128,0.026,5.22,10.94,10.48,10.844,5.461,0.6,10.322,4.416,4.482,4.351,0.012,1.22,4.47,3.518,7.18,23.318,8.178,9.083,7.273,1.283,0.108,12.041,117.112,227.499,6.724
+2026-05-21 11:10:30,blackcap_observed.csv,37.56052759631364195931253351,0.307,0.348,0.554,3.665,0.719,7.11,7.628,0.213,7.3,7.88,0.006,0.561,0.008,2.53,1.12,9.79,8.635,3.849,6.705,0.993,3.598,3.522,3.675,0.143,2.23,3.93,1.684,7.23,6.412,9.326,5.693,12.958,0.973,0.159,12.251,113.940,213.479,14.401
+2026-05-21 11:10:31,blackcap_observed.csv,1.662408134440436644312157317,0.303,1.795,1.34,0.857,0.83,7.05,13.275,0.125,7.25,26.292,0.074,0.514,0.034,5.33,1.15,8.73,9.708,16.284,16.527,16.042,6.494,3.874,9.113,0.031,1.3,3.66,5.324,7.24,21.837,27.160,39.791,14.528,1.499,0.17,12.278,68.490,129.543,7.437
+2026-05-21 11:10:31,blackcap_observed.csv,37.57139712186284304597977000,0.162,0.297,0.59,4.784,0.578,7.24,15.982,0.183,7.08,20.196,0.039,0.664,0.015,5.3,1.19,9.95,3.518,10.221,8.41,12.032,11.204,8.931,13.476,0.201,11.95,4.94,4.352,7.16,11.287,19.920,29.293,10.548,1.351,0.025,12.068,58.625,109.489,7.761
+2026-05-21 11:10:31,blackcap_observed.csv,38.97988941291693982529623558,0.33,1.853,0.173,6.142,0.648,7.68,15.296,0.198,7.04,18.7,0.051,0.677,0.031,5.17,10.52,8.67,7.507,6.860,11.83,1.89,12.951,12.729,13.173,0.009,2.02,3.6,0.986,7.44,19.056,32.248,52.658,11.838,0.837,0.285,12.033,86.818,169.567,4.068
+2026-05-21 11:10:32,blackcap_observed.csv,1.800330757735669411903177911,0.277,2.061,0.623,2.437,0.227,7.73,14.329,0.172,6.87,12.094,0.014,0.461,0.037,2.82,10.67,10.18,2.641,9.360,11.426,7.294,5.270,1.012,9.529,0.048,2.03,4.06,5.975,6.99,8.079,28.034,43.756,12.311,1.348,0.327,12.138,93.467,177.96,8.974
+2026-05-21 11:10:32,blackcap_observed.csv,4.256107586454175647151639516,0.347,3.854,1.239,5.517,0.895,6.83,13.137,0.178,6.55,16.554,0.029,0.357,0.038,4.88,11.12,9.77,11.7,8.875,14.436,3.314,4.495,5.517,3.473,0.011,2.34,4.86,7.902,7.04,14.1,8.156,14.492,1.821,1.6,0.279,12.053,76.976,138.576,15.375
+2026-05-21 11:10:32,blackcap_observed.csv,4.077077691993969129093883762,0.345,3.058,4.862,4.813,0.048,7.06,13.547,0.033,7.58,17.093,0.074,0.28,0.042,3.02,10.77,10.23,6.626,3.701,4.837,2.565,11.721,10.447,12.995,0.043,11.82,3.57,0.936,7.07,17.532,14.494,13.718,15.27,1.633,0.134,12.16,107.168,202.711,11.626
+2026-05-21 11:10:33,blackcap_observed.csv,2.017401641162849258747325531,0.284,1.934,3.7,2.473,0.609,6.7,7.435,0.051,7.11,12.388,0.054,0.199,0.015,3.33,11.99,9.5,8.338,9.732,10.924,8.540,5.118,5.328,4.908,0.241,11.66,3.88,5.723,6.62,14.074,15.188,29.422,0.953,0.91,0.307,12.259,75.456,138.093,12.818
+2026-05-21 11:10:33,blackcap_observed.csv,1.305428532478410711422642458,0.27,3.228,1.668,0.686,0.703,6.79,13.546,0.108,7.06,27.655,0.073,0.424,0.034,2.95,11.9,10.04,7.553,14.088,13.772,14.404,5.835,2.048,9.622,0.248,1.32,4.61,3.639,6.67,9.377,15.688,28.734,2.643,1.195,0.314,12.176,111.225,216.054,6.396
+2026-05-21 11:10:33,blackcap_observed.csv,5.044697903818596265285482317,0.331,0.732,2.483,4.997,0.751,6.96,15.887,0.055,6.56,14.478,0.067,0.267,0.041,4.69,1.08,9.55,9.382,15.194,12.162,18.225,7.678,3.859,11.498,0.184,2.5,4.32,7.326,6.95,15.327,40.163,65.4,14.926,1.512,0.04,12.13,111.574,214.483,8.665
+2026-05-21 11:10:34,blackcap_observed.csv,0.8165601972925272791489019375,0.096,0.272,3.627,7.274,0.826,7.71,8.526,0.207,7.59,25.742,0.042,0.258,0.011,5.39,1.47,10.08,11.926,11.110,3.576,18.645,11.950,11.26,12.639,0.005,11.94,4.27,1.393,6.92,22.294,7.820,8.168,7.473,1.434,0.131,12.109,75.256,137.488,13.025
+2026-05-21 11:10:34,blackcap_observed.csv,0.8559909573484084480924787938,0.022,2.966,3.113,3.19,0.91,6.34,10.629,0.02,6.9,14.591,0.059,0.272,0.037,2.83,1.25,9.54,4.456,6.590,12.403,0.778,8.434,9.348,7.519,0.069,11.84,4.01,6.04,7.18,23.817,8.304,0.616,15.993,0.874,0.264,12.061,79.656,153.785,5.527
+2026-05-21 11:10:34,blackcap_observed.csv,41.01367887053284734944981736,0.059,3.493,0.108,2.333,0.019,6.73,13.124,0.21,7.06,22.683,0.053,0.492,0.049,3.9,11.03,11.02,2.965,5.363,5.847,4.879,4.792,1.969,7.615,0.106,1.89,3.67,1.709,7.56,14.74,6.243,1.012,11.474,1.113,0.123,12.134,63.406,116.357,10.456
+2026-05-21 11:10:34,blackcap_observed.csv,2.146299465098491849709641363,0.042,3.139,4.854,3.533,0.662,7.19,15.675,0.078,7.43,15.38,0.072,0.38,0.02,2.72,10.77,9.37,6.86,7.364,6.546,8.181,11.251,11.984,10.518,0.069,1.03,4.14,2.1,6.68,18.017,6.496,11.816,1.176,1.396,0.317,12.023,116.618,224.071,9.165
+2026-05-21 11:10:35,blackcap_observed.csv,2.546960788639756095495549339,0.005,2.746,1.597,6.635,0.877,7.75,14.623,0.155,6.57,14.634,0.051,0.332,0.015,3.37,1.22,9.46,9.449,6.304,9.052,3.556,8.782,8.135,9.429,0.095,11.82,4.35,3.359,7.0,17.981,19.551,24.972,14.13,1.728,0.04,12.037,118.857,223.415,14.299
+2026-05-21 11:10:35,blackcap_observed.csv,2.055582947505203703933684009,0.346,1.253,1.209,6.824,0.208,7.63,5.065,0.173,6.81,10.149,0.027,0.567,0.043,3.74,11.13,10.36,2.621,9.542,1.801,17.284,3.204,1.532,4.875,0.042,1.61,3.66,6.788,7.28,7.405,3.166,4.775,1.558,1.245,0.295,12.013,125.636,235.662,15.61
+2026-05-21 11:10:35,blackcap_observed.csv,1.683599513663723523429654469,0.253,1.85,4.893,0.291,0.547,7.52,7.839,0.195,6.77,27.929,0.001,0.543,0.035,2.97,11.72,9.61,10.377,12.565,19.967,5.163,9.209,12.279,6.139,0.203,2.49,4.21,2.776,7.12,19.219,39.788,77.097,2.48,1.549,0.238,12.26,67.000,127.575,6.425
+2026-05-21 11:10:36,blackcap_observed.csv,3.587715955866823636334282208,0.096,1.842,1.955,6.04,0.79,7.72,7.27,0.036,7.06,9.316,0.021,0.133,0.038,5.26,11.79,9.26,7.978,12.408,5.284,19.533,7.075,1.925,12.225,0.209,11.92,3.67,4.021,7.08,12.287,29.130,48.248,10.013,1.717,0.106,12.196,61.200,107.257,15.142
+2026-05-21 11:10:36,blackcap_observed.csv,0.5919835238277670013065823233,0.119,0.992,4.736,4.815,0.827,6.38,7.931,0.064,6.89,9.456,0.017,0.708,0.027,2.84,1.01,8.81,8.486,14.323,18.254,10.392,7.731,1.764,13.698,0.059,1.91,4.22,2.438,6.8,23.138,33.568,64.293,2.842,1.233,0.14,12.123,110.232,216.137,4.328
+2026-05-21 11:10:36,blackcap_observed.csv,1.630107712364554000645897704,0.346,1.347,5.633,1.32,0.174,7.74,13.578,0.179,7.22,16.16,0.013,0.626,0.03,5.38,11.71,8.84,3.03,10.216,18.281,2.15,8.512,11.579,5.445,0.236,2.41,3.79,7.546,6.98,20.808,42.130,79.588,4.673,1.66,0.252,12.103,84.818,157.483,12.152
+2026-05-21 11:10:37,blackcap_observed.csv,2.069881590909595149071172994,0.268,1.622,2.91,0.627,0.737,7.25,12.254,0.057,7.44,19.844,0.044,0.208,0.002,4.67,11.84,10.34,2.638,6.888,7.713,6.062,6.691,7.725,5.657,0.071,1.8,4.7,4.973,7.4,11.638,25.110,49.379,0.84,0.905,0.197,12.141,107.022,200.268,13.776
+2026-05-21 11:10:37,blackcap_observed.csv,0.9988739987605406919728955899,0.228,1.512,1.191,1.282,0.04,7.54,13.021,0.143,7.46,11.576,0.052,0.387,0.017,3.97,11.82,10.8,8.5,12.014,19.479,4.548,8.190,6.6,9.78,0.202,2.41,3.55,5.587,6.94,19.263,28.304,53.692,2.915,1.124,0.133,12.208,47.217,82.555,11.879
+2026-05-21 11:10:37,blackcap_observed.csv,1.253876340294874810167523671,0.28,3.99,4.02,2.286,0.627,6.52,3.7,0.074,7.06,14.393,0.065,0.346,0.006,4.59,1.41,11.39,4.326,5.064,2.118,8.009,7.634,10.006,5.261,0.034,1.78,4.88,7.678,7.12,6.658,14.576,23.458,5.694,1.162,0.22,12.191,121.726,230.316,13.135
+2026-05-21 11:10:38,blackcap_observed.csv,2.041164389753541627814069817,0.165,0.382,5.904,2.796,0.018,7.1,10.727,0.208,6.58,6.965,0.043,0.302,0.048,3.04,11.15,10.22,8.535,6.900,11.252,2.548,6.446,12.1,0.791,0.226,1.14,4.87,2.966,7.45,22.735,11.098,20.402,1.794,1.666,0.124,12.276,53.733,98.689,8.777
+2026-05-21 11:10:38,blackcap_observed.csv,0.6733888847096669599504682729,0.082,2.904,5.647,0.493,0.018,7.7,5.986,0.201,7.15,10.372,0.016,0.273,0.005,4.77,11.71,11.23,8.144,11.588,15.268,7.907,9.960,11.636,8.285,0.078,1.09,4.17,3.924,6.89,14.012,31.437,43.763,19.111,0.942,0.322,12.205,77.968,149.034,6.902
+2026-05-21 11:10:38,blackcap_observed.csv,2.113381473067273953149050874,0.152,2.212,4.524,2.62,0.008,6.66,11.154,0.106,7.15,15.36,0.087,0.107,0.01,2.72,10.73,11.36,9.697,11.798,18.034,5.562,11.499,13.738,9.26,0.056,1.74,3.78,1.926,7.2,8.42,7.080,13.25,0.909,1.448,0.32,12.149,113.830,222.645,5.015
+2026-05-21 11:10:39,blackcap_observed.csv,9.152917485631893236364256052,0.295,1.944,1.832,5.499,0.899,7.74,10.761,0.02,7.53,25.478,0.04,0.238,0.017,3.61,10.75,11.5,2.189,7.840,10.829,4.852,8.378,10.173,6.584,0.168,2.49,4.93,6.6,7.25,9.765,41.662,66.744,16.58,1.546,0.31,12.157,118.754,231.76,5.747
+2026-05-21 11:10:39,blackcap_observed.csv,1.315627348517277063244578322,0.318,3.282,5.906,0.224,0.482,6.86,7.04,0.192,7.0,10.662,0.069,0.463,0.006,5.11,11.58,8.37,11.657,8.482,2.667,14.297,11.104,12.577,9.632,0.078,1.04,4.87,5.818,7.07,20.933,35.261,67.544,2.978,1.513,0.174,12.25,99.694,189.66,9.728
+2026-05-21 11:10:39,blackcap_observed.csv,1.711448604740301163645812797,0.297,3.166,3.989,5.463,0.784,7.09,3.017,0.123,6.61,10.826,0.062,0.452,0.011,3.05,11.87,11.1,7.431,8.443,6.454,10.432,2.524,3.538,1.511,0.08,1.38,4.46,3.496,7.33,12.505,20.190,20.541,19.839,1.216,0.245,12.153,76.391,146.117,6.665
+2026-05-21 11:10:39,blackcap_observed.csv,0.2971238667476865569152568184,0.063,0.893,5.53,3.03,0.807,7.15,10.396,0.104,6.54,13.709,0.083,0.656,0.018,4.03,11.27,8.52,5.008,11.522,8.393,14.65,7.724,11.073,4.376,0.212,1.26,3.86,4.356,7.48,10.097,21.507,23.608,19.406,1.159,0.343,12.226,48.598,92.865,4.331
+2026-05-21 11:10:40,blackcap_observed.csv,0.2076825668588511854321941543,0.019,2.992,5.737,0.069,0.2,7.44,3.905,0.107,7.39,7.754,0.021,0.706,0.016,4.61,10.55,11.1,3.981,6.743,7.037,6.449,6.330,5.512,7.147,0.247,2.49,3.66,4.17,6.98,8.699,36.049,53.973,18.125,0.916,0.249,12.187,91.712,169.389,14.036
+2026-05-21 11:10:40,blackcap_observed.csv,0.8417045224692876208642300475,0.054,3.382,2.656,1.356,0.088,6.92,12.821,0.085,7.09,15.861,0.03,0.285,0.028,4.99,11.14,8.63,10.201,12.132,10.84,13.423,11.185,13.449,8.921,0.013,2.03,4.52,1.568,6.92,16.111,18.904,18.884,18.925,1.387,0.317,12.217,100.886,196.407,5.365
+2026-05-21 11:10:40,blackcap_observed.csv,4.243192457518498927159988224,0.293,0.961,0.465,7.059,0.45,7.6,14.092,0.152,6.55,15.808,0.02,0.194,0.013,3.03,11.67,9.59,5.278,0.525,0.578,0.472,5.549,5.777,5.321,0.064,11.82,3.85,1.297,7.17,16.37,15.235,25.385,5.085,1.137,0.157,12.084,109.790,208.779,10.8
+2026-05-21 11:10:41,blackcap_observed.csv,2.235646079835021293320065618,0.229,3.088,4.755,6.782,0.795,6.51,7.694,0.073,7.59,22.794,0.06,0.243,0.002,3.35,10.8,8.92,2.144,11.010,19.137,2.884,7.864,9.925,5.803,0.023,2.34,4.32,0.849,6.92,11.344,20.989,23.043,18.935,1.402,0.272,12.128,104.710,195.128,14.293
+2026-05-21 11:10:41,blackcap_observed.csv,0.5804276108792986000939375453,0.173,0.864,5.93,3.983,0.852,7.13,9.074,0.098,7.48,11.016,0.075,0.603,0.012,4.1,11.42,9.39,4.273,7.856,7.428,8.284,11.650,11.041,12.259,0.166,2.04,4.8,6.351,6.75,6.379,35.346,52.306,18.386,1.689,0.036,12.217,108.186,205.93,10.442
+2026-05-21 11:10:41,blackcap_observed.csv,1.456963258711960763557865107,0.287,3.222,3.528,3.103,0.778,6.67,10.839,0.04,6.72,25.796,0.06,0.3,0.04,3.88,1.43,8.66,10.994,10.925,4.823,17.027,12.112,11.221,13.003,0.129,2.23,4.46,6.596,7.29,9.158,45.911,76.45,15.372,0.928,0.268,12.197,117.696,219.922,15.469
+2026-05-21 11:10:42,blackcap_observed.csv,0.4642572948938872946081534414,0.051,0.525,3.709,0.539,0.514,6.32,13.325,0.148,7.35,13.052,0.02,0.403,0.006,5.29,1.07,11.26,10.775,15.438,14.0,16.877,4.600,5.699,3.501,0.227,11.95,4.87,2.815,7.56,10.127,10.847,2.062,19.632,1.363,0.006,12.247,58.090,109.567,6.614
+2026-05-21 11:10:42,blackcap_observed.csv,0.7698180871443262103746860901,0.038,2.438,2.325,2.953,0.433,7.59,9.649,0.094,7.25,14.532,0.085,0.668,0.007,3.2,11.59,10.22,10.708,7.797,7.611,7.983,8.143,12.999,3.287,0.128,1.85,4.89,3.233,7.2,19.773,11.346,19.237,3.455,1.446,0.138,12.008,122.152,230.667,13.638
+2026-05-21 11:10:42,blackcap_observed.csv,5.339121212611446666973516223,0.273,0.939,5.557,4.878,0.277,7.17,3.909,0.059,7.56,7.951,0.046,0.116,0.01,2.56,11.53,10.72,9.919,3.154,2.334,3.973,9.510,10.644,8.376,0.097,1.03,4.22,7.209,6.63,20.921,33.909,60.147,7.671,1.399,0.339,12.086,56.413,99.806,13.02
diff --git a/modelling/data/abingdon-all/resident/blackcap_simulated.csv b/modelling/data/abingdon-all/resident/blackcap_simulated.csv
new file mode 100644
index 0000000..7191423
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackcap_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.081,0.1,0,0.01,0.0658122
+RungeKutta4,1,0.1,0.0917801,0.1,0,0.01,0.0836172
+RungeKutta4,2,0.2,0.100707,0.1,0,0.01,0.0983614
+RungeKutta4,3,0.3,0.108107,0.1,0,0.01,0.110584
+RungeKutta4,4,0.4,0.114244,0.1,0,0.01,0.120720
+RungeKutta4,5,0.5,0.119335,0.1,0,0.01,0.129128
+RungeKutta4,6,0.6,0.123562,0.1,0,0.01,0.136110
+RungeKutta4,7,0.7,0.127078,0.1,0,0.01,0.141917
+RungeKutta4,8,0.8,0.130013,0.1,0,0.01,0.146765
+RungeKutta4,9,0.9,0.132480,0.1,0,0.01,0.150840
+RungeKutta4,10,1.0,0.134584,0.1,0,0.01,0.154315
+RungeKutta4,11,1.1,0.136422,0.1,0,0.01,0.157350
+RungeKutta4,12,1.2,0.138096,0.1,0,0.01,0.160115
+RungeKutta4,13,1.3,0.139715,0.1,0,0.01,0.162789
+RungeKutta4,14,1.4,0.141403,0.1,0,0.01,0.165577
+RungeKutta4,15,1.5,0.143309,0.1,0,0.01,0.168725
+RungeKutta4,16,1.6,0.145611,0.1,0,0.01,0.172527
+RungeKutta4,17,1.7,0.148522,0.1,0,0.01,0.177335
+RungeKutta4,18,1.8,0.152295,0.1,0,0.01,0.183567
+RungeKutta4,19,1.9,0.157222,0.1,0,0.01,0.191705
+RungeKutta4,20,2.0,0.163632,0.1,0,0.01,0.202292
+RungeKutta4,21,2.1,0.171880,0.1,0,0.01,0.215915
+RungeKutta4,22,2.2,0.182332,0.1,0,0.01,0.233178
+RungeKutta4,23,2.3,0.195345,0.1,0,0.01,0.254671
+RungeKutta4,24,2.4,0.211239,0.1,0,0.01,0.280922
+RungeKutta4,25,2.5,0.230268,0.1,0,0.01,0.312352
+RungeKutta4,26,2.6,0.252585,0.1,0,0.01,0.349212
+RungeKutta4,27,2.7,0.278217,0.1,0,0.01,0.391547
+RungeKutta4,28,2.8,0.307031,0.1,0,0.01,0.439138
+RungeKutta4,29,2.9,0.338720,0.1,0,0.01,0.491477
+RungeKutta4,30,3.0,0.372795,0.1,0,0.01,0.547758
+RungeKutta4,31,3.1,0.408572,0.1,0,0.01,0.606849
+RungeKutta4,32,3.2,0.445186,0.1,0,0.01,0.667323
+RungeKutta4,33,3.3,0.481615,0.1,0,0.01,0.727491
+RungeKutta4,34,3.4,0.516719,0.1,0,0.01,0.785471
+RungeKutta4,35,3.5,0.549311,0.1,0,0.01,0.839302
+RungeKutta4,36,3.6,0.578234,0.1,0,0.01,0.887073
+RungeKutta4,37,3.7,0.602498,0.1,0,0.01,0.927149
+RungeKutta4,38,3.8,0.621640,0.1,0,0.01,0.958765
+RungeKutta4,39,3.9,0.635433,0.1,0,0.01,0.981546
+RungeKutta4,40,4.0,0.643753,0.1,0,0.01,0.995288
+RungeKutta4,41,4.1,0.646606,0.1,0,0.01,1
+RungeKutta4,42,4.2,0.644715,0.1,0,0.01,0.996877
+RungeKutta4,43,4.3,0.638834,0.1,0,0.01,0.987163
+RungeKutta4,44,4.4,0.629113,0.1,0,0.01,0.971108
+RungeKutta4,45,4.5,0.615806,0.1,0,0.01,0.949129
+RungeKutta4,46,4.6,0.599261,0.1,0,0.01,0.921802
+RungeKutta4,47,4.7,0.579900,0.1,0,0.01,0.889824
+RungeKutta4,48,4.8,0.558198,0.1,0,0.01,0.853980
+RungeKutta4,49,4.9,0.534661,0.1,0,0.01,0.815105
+RungeKutta4,50,5.0,0.509806,0.1,0,0.01,0.774053
+RungeKutta4,51,5.1,0.484140,0.1,0,0.01,0.731662
+RungeKutta4,52,5.2,0.458146,0.1,0,0.01,0.688728
+RungeKutta4,53,5.3,0.432260,0.1,0,0.01,0.645974
+RungeKutta4,54,5.4,0.406863,0.1,0,0.01,0.604026
+RungeKutta4,55,5.5,0.382261,0.1,0,0.01,0.563392
+RungeKutta4,56,5.6,0.358661,0.1,0,0.01,0.524413
+RungeKutta4,57,5.7,0.336119,0.1,0,0.01,0.487181
+RungeKutta4,58,5.8,0.314393,0.1,0,0.01,0.451298
+RungeKutta4,59,5.9,0.292515,0.1,0,0.01,0.415163
+RungeKutta4,60,6.0,0.267618,0.1,0,0.01,0.374041
+RungeKutta4,61,6.1,0.234840,0.1,0,0.01,0.319903
+RungeKutta4,62,6.2,0.195001,0.1,0,0.01,0.254103
+RungeKutta4,63,6.3,0.156273,0.1,0,0.01,0.190137
+RungeKutta4,64,6.4,0.124382,0.1,0,0.01,0.137464
+RungeKutta4,65,6.5,0.100322,0.1,0,0.01,0.0977255
+RungeKutta4,66,6.6,0.082878,0.1,0,0.01,0.0689140
+RungeKutta4,67,6.7,0.0704444,0.1,0,0.01,0.0483779
+RungeKutta4,68,6.8,0.0616485,0.1,0,0.01,0.0338501
+RungeKutta4,69,6.9,0.0554499,0.1,0,0.01,0.0236121
+RungeKutta4,70,7.0,0.0510930,0.1,0,0.01,0.0164160
+RungeKutta4,71,7.1,0.0480372,0.1,0,0.01,0.0113689
+RungeKutta4,72,7.2,0.0458984,0.1,0,0.01,0.00783629
+RungeKutta4,73,7.3,0.0444045,0.1,0,0.01,0.00536888
+RungeKutta4,74,7.4,0.0433630,0.1,0,0.01,0.00364868
+RungeKutta4,75,7.5,0.0426383,0.1,0,0.01,0.00245172
+RungeKutta4,76,7.6,0.0421348,0.1,0,0.01,0.00162011
+RungeKutta4,77,7.7,0.0417856,0.1,0,0.01,0.00104335
+RungeKutta4,78,7.8,0.0415439,0.1,0,0.01,0.000644147
+RungeKutta4,79,7.9,0.0413773,0.1,0,0.01,0.000368981
+RungeKutta4,80,8.0,0.0412640,0.1,0,0.01,0.000181848
+RungeKutta4,81,8.1,0.0411909,0.1,0,0.01,0.0000611114
+RungeKutta4,82,8.2,0.0411539,0.1,0,0.01,0.0
+RungeKutta4,83,8.3,0.0411568,0.1,0,0.01,0.00000478981
+RungeKutta4,84,8.4,0.0412042,0.1,0,0.01,0.0000830784
+RungeKutta4,85,8.5,0.0413408,0.1,0,0.01,0.000308695
+RungeKutta4,86,8.6,0.0416462,0.1,0,0.01,0.000813112
+RungeKutta4,87,8.7,0.0422191,0.1,0,0.01,0.00175935
+RungeKutta4,88,8.8,0.0431233,0.1,0,0.01,0.00325278
+RungeKutta4,89,8.9,0.0443406,0.1,0,0.01,0.00526334
+RungeKutta4,90,9.0,0.0457884,0.1,0,0.01,0.00765461
+RungeKutta4,91,9.1,0.0473725,0.1,0,0.01,0.0102710
+RungeKutta4,92,9.2,0.0490186,0.1,0,0.01,0.0129898
+RungeKutta4,93,9.3,0.0506754,0.1,0,0.01,0.0157263
+RungeKutta4,94,9.4,0.0523072,0.1,0,0.01,0.0184214
+RungeKutta4,95,9.5,0.0538868,0.1,0,0.01,0.0210304
+RungeKutta4,96,9.6,0.0553903,0.1,0,0.01,0.0235137
+RungeKutta4,97,9.7,0.0567953,0.1,0,0.01,0.0258343
+RungeKutta4,98,9.8,0.0580801,0.1,0,0.01,0.0279563
+RungeKutta4,99,9.9,0.0592236,0.1,0,0.01,0.0298450
+RungeKutta4,100,10.0,0.0602067,0.1,0,0.01,0.0314687
+RungeKutta4,101,10.1,0.0610114,0.1,0,0.01,0.0327978
+RungeKutta4,102,10.2,0.0616212,0.1,0,0.01,0.0338050
+RungeKutta4,103,10.3,0.0620266,0.1,0,0.01,0.0344746
+RungeKutta4,104,10.4,0.0622358,0.1,0,0.01,0.0348201
+RungeKutta4,105,10.5,0.0623131,0.1,0,0.01,0.0349478
+RungeKutta4,106,10.6,0.0624872,0.1,0,0.01,0.0352353
+RungeKutta4,107,10.7,0.0633622,0.1,0,0.01,0.0366805
+RungeKutta4,108,10.8,0.0661384,0.1,0,0.01,0.0412659
+RungeKutta4,109,10.9,0.0724810,0.1,0,0.01,0.0517417
+RungeKutta4,110,11.0,0.0836392,0.1,0,0.01,0.0701712
+RungeKutta4,111,11.1,0.0989876,0.1,0,0.01,0.0955215
+RungeKutta4,112,11.2,0.115309,0.1,0,0.01,0.122479
+RungeKutta4,113,11.3,0.129027,0.1,0,0.01,0.145136
+RungeKutta4,114,11.4,0.139736,0.1,0,0.01,0.162824
+RungeKutta4,115,11.5,0.147609,0.1,0,0.01,0.175827
+RungeKutta4,116,11.6,0.152827,0.1,0,0.01,0.184446
+RungeKutta4,117,11.7,0.155588,0.1,0,0.01,0.189006
+RungeKutta4,118,11.8,0.156028,0.1,0,0.01,0.189733
+RungeKutta4,119,11.9,0.153349,0.1,0,0.01,0.185308
+RungeKutta4,120,12.0,0.148929,0.1,0,0.01,0.178008
+RungeKutta4,121,12.1,0.148291,0.1,0,0.01,0.176954
diff --git a/modelling/data/abingdon-all/resident/blackcap_simulated.png b/modelling/data/abingdon-all/resident/blackcap_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..9f258bc60d582292164fd54615bd97994a21a8a2
GIT binary patch
literal 32418
zcmb?@WmHyM)Gi^RG>9OLq@;j!hlF%@iF9|DAR&!}igb5}G?Id(bW3+h=UuNJk8!^5
zj{D>OaL9mnuf6u#Yt1>Im~XJ0j2OxtygN`(P$&}OA_`DYFg{RF(DR7!;5V#;(@Wq#
zE{7*-4vN-B4$k^^hEUS_4mK9n4i=`*NSqAq>`kq$SQwZdF>un6m^e7t*mE&5TK@Y9
z25UQGMoQ5y>R^=HHsb2`P*7<4kblrQ{Mn{ZP+q7KB7#aT@3#{XT<(sI1Vp$oiVKMg
zq4=&fECyHx1#{a@6AA~JTTn4bXhn~s+FC5sv;~JDIZfm5%+%=lwdlDO3#B0`3pAMD
ztk(6c;gI;MZSQ=ZJ)2!sH|_bnm1y19_nz})+Wv|FHBcCl)E`|a$a0Up4jTM`NZM96
z08I}0sr0@B)NRNgE#L_Sz#sh469f?=zkkH&|Nlq!p|6jtn}U;*bpzwt?bMRgLgID3
z)Cm)od*X?mC%(w?Yx5#IZH=dnwzFxK-ge&W<K7k5(t59?qEcJYm_3Em0FO#Qt@3=a
zBMcK4mwI!on7!_ye}w>;Fb=~)2Q1am&P-iTvG<kvM4fZ7WrfGLUiRf+s-(5OgST(r
z(!V>qxRA84C_u)0EMC-f?WSJ#Tq1k&;P8tq@d~c%t3V<*alZ34vQp+GGXq7%*VEoN
zR|j=-S27RC$fkITT>Jw9o;o>IU9QV|M_*l>)HM(`KE1iVTAsG=kG<Hb>)*;kAA$jk
zs5QUqeN$I|JZXNgRo>q{VVq1~+;m+VO3bfgW^T@#wyJw`u9};hi=pcX)iRJO9BWkE
zc%Jw94U=#m$0G6>n2zDrc&S|{p>xgjJwn1}aIprj%rGU-h$uley=E14U_-;=t4>8(
zUJ5KK8KtWIZ^<{)+uM7FR`vU$XM3$^6zuF{U@~cl4%cM<?-6azMZ*bllXTs;E2ASL
zNznK&OFRxfQQ56$#@A{~iQw(;8KOVD8Y%X29Cshs>ZUD@@xHm3qp>@jn!6sYI93my
zpVyO|Xp>}YAg4<9DB}v~<SshpC3$+fmLBm`MkbuANF>H!I#UwIbvagb7=@hFs1=cf
z)M|cMQC9gTqP}jf-nCrIW51oo`Ob`i4c=Gss;tyh!7SP2B8C_>N<Kav8P4UqXDbQT
z;cxksRaL2~=e+71wkMU-($bb*ATdPpx*u0e@HxodtgtslS<Tc+h>Hgy<31A50b{nt
zy=AvfI!9e{<2{}Ci+=YmZ<0m-<E@D*%PIX2D#_m0AGW4HlxJ?DY5NwT-@BLfKx_bE
zZrz4MgU{T`N+pWC0()Cv%DUz&Jg3dPKo9fjEDAnb*X7wa&B-Ay=biZ$Kf5W*Y6%UE
zcayt14Q>y!v8Jq0bZ%DpZ{%l&P8m#IA;v`&2X3n<E9Zt(@AIx5BMf}aO0bIN^E}VF
zYT2(_ik4KG)zMT^Rn5O@wi_HAWH#)MX+8clP;=x}(H_M%sDs~hbM1aaFqmES;KQlK
z{zCh<7h2k+{mN%~R4Flur%x4bB34sAmhyc2%tFD$Bu_}}5X%RCwq&?ij@Qkj=C&ZL
z4Z~x7T6v>J@(PcLh(T4$_T^(XwyOGwpsTgP^bup5ZW-?Fiq;23#NL;s8)ecG67t&{
z6Xn@Fd(E(UwDpDct=P0GT@qA@8R6a$M7&D<%~7}D;BuEsErkkvtOM^NmLhhv6X9UN
za!`s6FYVOr#svi-E^A3A@u<&w-*}$2GkOi$k&4ArKcK3ij*X9}?KD{Kjy)((zABj6
zZ9AxmBz+MO((gRyna!Xfrl6*lQ>$*9+O!;}8DsAkvd%iDmEMSis$hP7*6*Fi)4+ed
zAEBV4LV0sO*0hwDUu5=a<f2FSI&C(vJh+R{BoW6cO;6iozv<>mmZGQiE38fQKqa^3
z<m0oeU2n#zYHL;P(0rA`Xz;A^+Hzk>@LWwzaD38DI5cc<=P#dWuCK3`nG8Pou$tul
ze6G<m&{1C)$phy>-2isq#}{x&OWDa@3Nqa9l@?ENXHsnLG?y9n3_CG4UD_=_ZoN0(
zHvcT*%J=mk9s%r<z(P&BCU(!q;Ku|us;0$Z9LF|3b1sWv_Yzo|-PMeyYizfzaQdV@
zJsXgT`RaT7ZDAD^6owY)7EXDtPZzs$U$8jPmF#lN*0}nX2NfA{e6i`WZaiCwTeh*V
zf%P-Ay-Xo)L<oPl)kM#CvBl!}&2hpoJ~tuJ#|P?&&#Eeg*NY{njdb$PRLAaWL3y9q
z8Q=I_1*|>dWKwUmrg$+T*QJtO-)~-hoU1uq`~=dM9T=ZFoCa4$LvfjeIDN)Z->V5p
zwF@GyKVob+#1v8rw{E%`mDkeR8gFo~UTip-wFd`q1OpQ@O$T4<&7&43lK~PjOH0ch
z_uk&#@Ygb2pP~{IXAWi~Nref(TJA74om^k+s?M30xE+}tor5F5W$}TwxL%<lVi~3A
z!wR05on2XaM#fT!A!Iehq@+UAYil(cuEA9!wO8jy_QNA1m2@Y`H<w}!P2h~joea!|
zhK8bU1{g+EM%-MVG>tfWT<&*n9D&y~yvaW6vRJab^7*a(@C7V9vJHr>*EyDaU`vOC
z-Pt)>sEOu&1NN%Zty{M^oVF)3b-YhzoXrxzzS)hKgb$C0u3~lE7*3C4IyCQHXb%}-
z)Ac+WNw+X=3&IFLKR=H<xj8EKCal_py7=OjTxC616xYHwSsrXqxeuOJ{@8VIz9sJD
z)vH$ozP`SJ6Hhhk_dX(t5#Ee;VkZ-xahxr^jwq|Hnw*MrdQB;9_uSC1vR*VHJuQvE
zpd-|FczC$N-6I9Z0=oX@`XW3fg{0GQOncSD%*;%kl8UPH>+bIEDL7WP;}>F9`Grn1
zHmxY(dwYAWUj3&sTVD(!ct;P2ytst}Q60%CDT$okw<K6M=EmukJ^v&>Mb$P{g7gL*
zN5C2PfoV_yNw?1$QLPgOGz>0ua1L}D3^q14jnE4*Q`20jcaJ5OMenBvVDt)9pzk`y
zFgBhFU5Py}U=<VnHjw$sWbte@xi|@byBT&{fE+EVW0YiJlnbGEZMLtc2TN981U(ho
z1*|FsC8g*S0nO_B7<cJHta=xHEmO9Gx~pd4!wG8-yiUI&R1zEtE}^7rMP!g+a5`L6
zh6jAbP0zpIc_eNLon{}TgGZv_zZP#R#S2~gHi~&~)_u3Kp56V}0(+f@nem%=3BQ<V
zwI++vXWZB#AA~fkweCP(vOMQ{U&+EsKl+7J5;G*tR&$^2j|}Kf#7-{v!}~R@8#2?p
zg3kFs^+WT{(g&J3h~dGzvGXgk>XBOQj$NE8{~YEaE)73}z+L8MYlPyESFe-~D_8>p
zMB8G}S@dxpkup58Uy)j$sjIFPPj$cDcgyZ2awH2v;3k-yazs@#9L!AXT0kv$=_ALH
zvi{TM`NfSI@MuKSJ16Nq=s1tk@rR&XO$r|}FsQiNlpFObL>x~J;yJ`tISz6$%l0PX
zRxU@*!ObHJYc2&iX7pP6S{7*6sc>#|PQo9sMQy(15mEJd?Z@D;RNj(no!Du@!Bog;
zCwGfra%pMF$sT@25CkvfK7v}0!5Nf2f|*tu6>g!;D>D>$fyzEK5j>bJbaqk3`n?w$
zY1U{C%dPvOs1M%fj|y;4-@<jRB+T6pd<@M|(bWPe10v1|ratb%e+cM=L8TK_U!+8x
zsT8ZqXDuO|hN^;ZGW0RH6BaQ%kZ^>5+Z2t<$G-;ZpdeJfxof>O1!d_0X*Lp$gFz(p
z!5X@$Inv_C5Uqz=ZzA#iMI5vqM`;F%*ey9Y!lx6~P|GB8RrVT&J3J24$_?j&+G(ba
zG&gzS)OzOkdg$IZr(<CY8@gcqw?6Kv%jp_%=X)F+HrME$PZ$W_-_x3p!g5*C!(tJ<
zyEm$7t^6S&2>wA624`$1te<iyJ`~wUPo76Mi1Qseya?!Q5zF)M9~h$#I*9b6-+p;j
zmqtin%2R@}G>F$Uhy~3q6(saP42|8m=9AD8#^7|_PHnzo=WtE%i!V|^6QJPDc-^ee
zyfOLp#jB#cf&#ju`?cp>%x;*2R1OUbz9zWug~;=&SD}oaKhHtJU`Q)W_p%YtGzdi(
zjb9B8UEm?w3Dwi{W)i|i6=?Fh8g{Q)^SaosHba-*+^NAbMXK_(B(`oUomSQL%&gsx
zz=pHfbss3avwB|INo4Md=0`d&UV-!0zYsSi3^(S5@2w;r1{-mv9BA!~AdQb~gUW6^
z^C|ZSSwo|D5IcgV40`ciKoi@DL~#vrZFoFCX~bCWkp8%z7Hcy+fD#tf9+Y9=P{Wkd
zHGa>F9rwN8`AbXR7LK*!>v=!4;oSkKi@AGeXJ=-Ij+@l;AYhK%kco8~;0FoRZm#%6
z_B9g-2u(wYdOV;Bips1xC3Aau66xn3auJnce%wVs3oC+do7&o5%KJzI`|_mehIi|V
zEQF<%^J<yVJNICE@?AilBe%>gt*yz8SswZMpp-iNJ{-|~JXB;ms;?DkhoYK&Ps~^E
zSeo`sd}JG_L|okwFRA~UAwVp`&ct=7Cf|SDh=50YpYX}aVibii@&I;(R?8@v{@}gE
zH%<Y^lO`gGp=rxO1s?@B#L4ft#s__Ne14~Hw2u&%`MG#q4{p>7S>0z0X-gE*l?6(8
zc6G6P8rHNlVTg3$oL+uGP}K~*{wBNxk3^2cLznJPndNKa!iBw9wDdIyoO9hY+{a_r
z9VlY$y6rFgiVgD_TPPIf0_CGCY`X|KAsFSGD5{_$eG%!Rx*aZTY!Qij929E-n&n1e
z8fa(YHur2x1#aEJ(GZE1W60n|ZxHx&TPwz9P(&i+gZ(OzN^!BHI*y2PWI=?}{KdRY
zsw9#;n`+jUkS0?Q6b8joT#ISDz-t5FOAZcV(dUTrxX8oQ)YOsumtWBWDTdOKP>XE`
zbsO9&?O@PLg$|K7Q;dl1K8IE{2cLKHU#AinYn@_1f7};vSO+Ib@o2Av-~sFAXrbcy
z1AZh_^fX%=p|4T~7dD~u1S!bKd@SLxqk%eWMIy5}Pu~kDS`bsH*~kZ0aWty+t#R>U
zav-jq`}@5Lq7NtCy5&d7CFyQyF@s{UHX3I?qoag!Zct~5{m9BwtJJ#0oI_yXSnbSv
zoRUCt93`C9VgaNM)z0E0X{_33gA}1A92O|K_qrt8Pe`oM9nm6g&4sm)4Pax;zeK{x
z^UxeeuzFmwi#u#P_yi|+T07>zSEq#iGOol^#F44%4m$-$<94Qi9`A6RKQC!n;2fOA
zy>PG17CxJEj3|+}_(F8PW1WOp3$3`BJaP1zPQ%93w1efwvPUKs7D~IzD=S=CQg0W;
zK`Cwcu-18Zhhw+?o6<V2pZDb=arj`m822*+144a${qRQ53oas$y_VLe;uXq5uoO&k
zwd4Su#NKe+Tz*r&|BkGu+2`X&q0V0Rxh-)?NyTjeceyO1(E@e)9$Z7cS<jQ1)=|s+
zTM~wbnKYb!Y>VZKvHqso3~l}W{TPIVg-@MQq&iEVK1=bWPJq#tyK~FXai{*9jF^{~
zR}V8B99&)-GGFJhX1r`}PL3RfoZHdHG9oIf6FE6~4l_>#0H*rq3og6|U1U$)=>p66
zjFUa94BB5|)Av}+)=$_@nr7!#&AW%%(ITJ{*hnR?Nn3I=Gb_Y0wUmvoj#8*2Prc>$
zZd^RyEOvHSA9_OXJ)*42`BYL8ZOU4;r@3ORW0d0QUIX=w{d0*}gZ&l+;+#dJm_E~D
zWaOs>DVLwHRkgm3LqJte)yS+Y-&q@z%buQ?iAfF_3(J>%fH}DV8hcVnaD3KfXuDNn
zT|#_mH0!om$kx-0n}R~^>pvt)J@wpY7njZA4NVv<Z^;h(oX3}gvk3m{HC%3|g7c!7
zn7fAdpbCpM!||dL^IAPv?jZy?U-1H3I>~J#H~sPDK@a1|IrS6aAnd(X;_^f}z*Zz7
z%)|z%k!}QhoFasqnFz9aU^X$>l}aeEL`0!I`Lvh=(}BO5oeYW82olc_OK<1+1=h<t
zz$GJgg$SQ84&jBfmiSflW=SUu&)?<hZ+rR(MjVm!onLOB92N#D;=$r1jhr+OJ~Vlo
z**|{~WPW3N3zkmD^GLZoK^U<V3IqoTZ8DB5`Ztf#A~X=Vg52)Fm&4XCQ41kio>Aru
zsLIQycC+ap<H-sj><wszzX^=_&bH8O%{FK%C@S)nS#tS2pgAx`3^NT3T5WMKCKC(K
z7}j~==8k5zt)0VuG#YhqV2AyN`4S5Zfi9eiCM|%r8iAVPETER4;f}T;UFi6-O1i<Z
zV>i-!;Wh`N{~IAUH?G+1Sq-77tXVGMi%|qFpSHUo=8G-oR>uug<yQ9%G#>e)l0bN%
zpxzW%aVb(3me<{i*7T{Ciq?s#o|~|Q0?+P*g@q|4xtZU#OmN#o-qs{ugThoCFE>W}
zYv}I;6I*M)@0q9t>K%rTwl;Bf_50>uT!RAw;BVi#b1*tKLA0^Wn^WnWIy<Z>*4;24
z4^~%7|JzFMf5y)#D#|(-)|51v8rC#6nL7tu&l{oV&&mI~XWL!3<1LB59*5~AtNEy$
z>qa3(h2=&eONF&3cr*yb^^65Fb#YnQ?7xQom-oslF&|@~k!`5-hpc44aUt4Ink-<M
zpqbd~RIrc##zR6v0)wBQ{|pczT=hF(FH-|J!0fOl7f}`EkVGmRAScQw)R0?Q1lE{+
zunoE(FHeDg?JbLO(tsNR8d1zc#jGy>+gLoKYzusL_Vy36alnFTsDfurs1Z$33oY;G
z)8v(j!MCoLFRDLydK(duBQ=MVDX_cy>C@lm78e3l`w_y=xVpO9-CUg{%-kIk{Mg!>
z8~bZO6HI6xc{@A1?+_ji>0ZudQ@EU}YBmx4^71l~1*vHWh<^&Wzvf$-3OhbLoKfqU
zEt|~H;C`~R=LU*!xlMvk;Am1jcpwyjM$C}FW(i0ayx>=_qKSCjx+W{lN0{&5zdtlR
zO;_i<t5VD~|9q;-l7=qaaWGstUnRF6>~Q7y!@flBk<AuAgr0Ch?wHp5cz84b#YF-l
zBB%e+8r&{v^lb>y=YG5;{~@fUrDelCjzK$*PZGp%EW1T_K~P&|l$6LF@6Hv!pT{5*
z%`qfI4TMlewGQhKG^?$Ydydz?h|#NRY0+I@Uo)ExQ&-LnFoRf*iG?-N=(n|HF`{CD
zA9|lfRHaDkAqonLS%S&802F+UmB50cqBzfs<J>WD>SB&I$0RK+3)|Y-au!k{i8R^J
z$S7|Y5eZ4LIQ3+uH(}&_oYA7^ja3&lmst#vfETr$R|@;irR{-O0&+v?%>XWhYAjS$
zQOT-!nKiB&`Tl*uDEmR64c)=FZ_CZTu$Xu6W=vK*|Acv@UTrl)&c&rMV}a|2gN-c#
z02){0_?Tf&+`~GbSzB9MKt<fEq}zg?@}I>We(ZK=;`kXKAAiJdyeieXSf^pw3;XWf
zoG~@0qm2;-U0ue~(o(aVl!sm2-3pUwy-=M5oiMwpg#$H}y=lAyP{{afQWLNTmZ|KG
zICHQ=Lqjpz6;%`4Q`M4Bp1kDJ8Fv=m1xzaKRNHF6?5TFMk+6`^aP2^QiTWiUa>K>R
zZt*czl}pBKiQsr>DtoxCgha3#E}QvUVq|0rQ3-LYk!`)LM|g$$T9}i?bWLfyQL1k$
zdlgczjXh#R>P!7{4upA*EdZ|Cji$K8=5bR9dBhxc2z=)d`+PgO#q>Nc`&`1;ra588
zpoDh~63I&VipY4xYP`bNf{69C@_B-jVRc?SX@UFJipC%F=`~gL87ISI8xb1}HlLhv
ziu#kIG2NcG#z_;Yh$N`w3<Rh8=>2{nybOJ9+;Y~tf`tu8M<5I;=;#z#h4QS&pE}$^
zPs5$9ZUOW&{ha4XV*Said-tLhk_gov$%-$xvQUHLzfmC09ts17wU!OKHXhwg^aQ0A
zap%J-5%x2{9;hliqt_m3`0bFT*F~tshp(7pZfu+XjIJ$q={|$IVVAHx&4kX=sY!Ey
z5!+xr5aYlO+cj8P$Ji*u{~4r8v~X7d39QQLvAqv+9<lvZ)77^1hTwM&-@^tyNaj=A
zlFg%c5l40P2uE3?wco?K!VX+ho1J!Z8&L^<vfJjJ--C3sHcIL&*B{Y8G_B3wZ4>_I
zr{2JJ5eO&>jGT?a)!#lEg_~qM8ofVR?W~7NGI-Bg%3e69`u@*H@zrkr5#s$&Ntj+P
zEj|A$P6j_LfhRc{#r|guK7gvSA`=oM|BBAPl8t_|5A=Tme^-D1-_iNaM_*Wk9G;_5
z%-@Gbzk65YkD(P?Y-u<kIav)+22QNP@KZE}5qpb@oV8gYEm&h|Ex$h=0I*H+f8_`%
zQZBA{|4DzGoSc8p@<--}WYhDb&A+oL)62B92me`{n7BBF|J;s*#OIIOWxrTdvVkme
zDf;_6;U+!c@PD>?QJC^?c7U(*34ZvPon7(op;FDqivFIZVo*p(`d^vu%|}ox|Gk#q
z?+65;;D?7hGYNmp2$KInWtsB#FhaJrO#jKnmzS4+3~fWh0p0{;|01>I&IeT$sFi-)
zq8z{Tvs4K-2b|R#Ap--l{|u!Ds=r^GnQj&88Wfv$*JrCB8N7PRb_G&z_=igbVh<Aj
zi;4c>OMeK-ZZ*wuwvk_4KdQ5UH&g4F?x5rErf9AWDQ41wVbzqCDTD)%qd*>Z8rS!S
zJ#EL)&C!Zv>EjUQj0EiQfs1DFrp07M@PRAFuNmHY)y{FTRX&oQ&a>Z!71-dlmKwOU
z7{MPW%YUT=a>t7Az3+wKDI16p+>-Y8<w{CQ1T3<tMMW~a8fev&vze;JIx+8mtDh?D
zp@=;X<#P)PVnFh)m@zc^{D$;Pwk-d~6%fQEMMV4ocdX?|3kXATC8e0dwL#(0BJKRR
zPhDMdGAkfJk8Gw22X=$9eAxM!_UG3o4*c0!Sx*H7e1Pbo*g(YNQUZh|Vb1rdsj19*
z%|3CM@LjHL?x0B6I0DJXus?~{Zf{=jHY%#hT)D%#!jZayLbQmeXx=Uypk!YItTWN%
z-E<2czB>qmY`6@_h|8i*06bJ#&E&;xf60!}KpmOBy1FtP&XG53N_h7U0+&FF)vQ%2
zD=$~pEVX<DSUdF(cA1YKKhCjC>&0iYkV`(=no!Kk&o=}V*2Ym+6qzBomx87yEfW({
zbW#$-ziD<k^jLVeH-SC>s8n}+^c}1Du(2B2)?}sRm6)4=l~vIYHxG~2`SEuC<ny(#
ztH2JuffPZrhO#o|O!~*|jW0l4s^qJJ`<`k?9*YSI3g$^m#?hI6ViNK)m64GNnSJu)
ziGqekUO3~i<3yQZH$w`$6<?LbL|WWSUcH0?e9ppju?Uq;0<!fIf-1|kFf7{R{FD@d
zhK{m))#AAGbGP8IFy#vbX+ag0xS@NN@Ej`~_gv5{Uv?B)-s>C~z>l&WhaI9%`8&hr
zC*+lsJgVFcn4PI}R;>!|M`_rv^XU!n_s?-m4bd+@^~7~M*`3qfrn1-<Z_xKExi4%@
zuoxYUdGyF)bby<bRFGGXKcIKPW$~22w0r=6d%VWhAf#6aR@mAC=iS#8bT?rnkbqH}
zZO7}JtwVaNoWp%&#^L)h5<#kEe_=nr--mH(xj4Q@F!;g#RuOc-Y$unPfc0gPOL&mu
z8Nnb1|Hm4Yi7NER3~xZ0n<|yW^Fg?$3CMGHGmc}q4D-QQR7rBT&=D|kP%j?=d;+u~
z;|0Q;>XVew*_UpL)`Slk8CBUulMW>-f}t9(j;HLlE62L)b{pNLR?$efd=b9KeZtad
zYCTn#&BE&ElNF{LH$agwcd{2p5ICXSCmK%B_<rQEqzMELeaXg}yVwQ1Fp}`k2mzrR
zA@!Ddxx`Ah-fOG0Qz`zzf$N^Yc#Im(;wk3uIrKejP@5Qe3Lb^lPR%0f(PiVsj$(0?
zfCY!29zg6g>Zd?&R0+Q7SOknBt0i&QzF-;M?{~I?0_WO+)vc0O$LnmlRi{6Jy&tLY
z!47;nUGT}jaTpZU<i}9UcMy+8F@DcUdc%1ShBeuL11-Ohg%8aU$h?R@GcN>*G&_j=
z{i{bS+2sGz2&bIk$`1XME(Sw}b{y2Rgt#Ujm}4e?f{g0$821)N{acZ5K7x?+M+}B!
z;bxI%8{c!_PcS6qtGzv}2>~3xz?G2^<$t0u2s{6K`X(hK^ZQS(kd~JIPa67Pv7+Di
zl&zRkTpSOyX8XqJfS<{_kZc(wz_o4wR(t=O0F{)L|C_p*nWO(Rn+CU|w7)ag$BmKv
z+`o#6UkNZHGxP7EKQr-ozau&t#rpZC_h_V~^jG^5|9;RPRe=m#XYRaIYF3u$$B!RB
zpV{I6_LA&rIMQf=T*+Q{yXwWy)U<%N1w)x7CoeDfM>zwEEI6kd1?%tW>pK>=hk6TZ
zatFW`03V+B#ZRIC%u<dS?>T)$Q~{_lb;7cM`&k>dv5vz@{ldL#vklz;dBZRK{Qh2y
ztmaAWKR3sZO{~@jefc$zc<J(6e>`Aq_P>354WXxMHa{n@%R)dQDJkhtzAB^Z*>Zft
zkjes=A3RE$$N!pwIS4#K4c&d;_&q5kuufUkNf$L7Yd{h>&n&na;K;1su3o_Nea6(s
zcVTg~M%~YMQ2@z`MDANmN42_5US&34h0XvSO%G(Z13gIzV-A-+61c+$zeSX0EJL8O
zGutk-wa)r228!#s1L-kWZ1dGrTU|<Bl8dT!U@K_?63tSlB}G|No{k%Z=+op3>h%d$
z1tC8e7mn#1RuCtq>g23F_goQ5Kt`x_+;kducR|T6%F4>>bwx7%JBxQyO;?z{*5Ie1
zdHMu*?4JxCxw5hnXBGHQ0?#NbQz)DQ0b9M&EcTp^l~oxA2Ie`~TN_8fgkabiPMBx;
zBa1_+mp*%Wj?5Y1!pO)d+d#x&ld?5YE;cjsY@D~zczq~yqdX&nJUBE|Y0g}P7YPZ;
z5O`D|ZW%JsP`RFk7ju>7s^C*07BjWV^i$cg#FbjMwxy>R7d<)h>BC;^tgI3q9`!(2
z%=1K;n3%{b9B0F2F$&GAjmV8Jk*;uU4M5o_PvUid>gZUxHB}8}z-gCJpxXrTwm_u7
zp)X$yLCv*M{`s@ikv7P<^1nf4^WJx?8!QC~5J~o$jF*I+U3HxhxE287wtRaV%FW;=
zwKNLf|ERmWJEm&j?!}$x*RKJ_zSmp|;6OYq0&32~jRDGZ&ywu5HIq-DKA8^I<>ZJ1
z8gpd7y^%q)N@@b`FgzsWHE_w~80w>qQyz-SY(i`hOxA!5?$MtLnC;SS_iD+4j(egZ
z48-}ij*h%5zbq13T1nFoHdq3C0;KxDDj|b$3*pzoY-1wb3xvvLm#vJM1%0+LGYF>_
z64f@|_s4kEtax}e(>}gHEmzM_*Mo5ZY&FQ}ISBAmk452xtS=e#%4@{+wAY@E(|HjG
z%mTZR>cwqM9tG=h5{r%j{LY$;3=v-B1lB_tadA1c@d$v4XF2%9Cg~1Ex!J6y$Dfsp
zb21%vIHlgVLQQqn(9j6!T_EsTEOFkQy_aCQOW=ECqxAzLH(|Vojc^Wc-i4W3;`~@?
z?{BN!%Gx~OK3<}~@y>S+;jrVw?bQdu)|W<qBzPwVJ*`LlmwUo*d0g%4dIWMzzhr&l
zJ(>P;FpHz>k$M1QTV~P&Z9xkY1RIQm;Dy`v4VWK7SoR6(PE>n(t&3tR-Mckrk&y00
zGO61R@v=$Ty`nLc6nq&o^0>l-2nU0%iMu>ri<MIN1uT91gDtF|;PEZe_$rxCO*;Dn
zC3qK<mPxy7s5C5O1FXa|FZ-xzHup-qooB6n&xJHnw79&2kR^BR-WUX4G<`haQZH*z
zx@KV)J9w4<{5%_fIg{AAE1B{r>Ki;&K0XtOxo%&-q0ZOXE-JMZv(9;Z3v)|Wo3f?a
z$<Cc1mG!7oPP*)SOZ14GRn$m_RqI`M2n8A0b<XnFX^M9L?w7)KJs<p{4UZ3I4%(_Y
z%gntiFLw%+%Q%Xah-z$7HYh0x{i?o`uarglANYv=tV-545}6I3_8b6LLV9;X9S|{<
z!@D4C0#F*lr-1^PwGGS3*JV$#li66RUgT=19`eokXdKyfwZk@glA>PN4FUc%zi7_Y
zn@8J=pHvh5)ZP9Q!-xGNY=x<Tw$>3rld12e6~Hdvi<$-K-)b67stXu$6)%8@Xf^_&
zVW<(leMDj`xfR;Z1P_aTvOj>6@O(DzS?uaba!+74>}!Ol;(E=uHwiH?shuwis(I{3
zY(}&%dpm?aY`mnfE2&Ki%!eJQ`c9FEyk?k(Sn`%BD#bL*J@g0-mgq^HmRgnFmzJOO
z4ff0GFiBA!^Lsq6r@i#hE35aC4$`{lW>zo#=A(7F^~`mdJ$>XmIo=qy{J^J;C<PhO
z77hPf&vFvl`%J_~FRJNR`;{BSPJ&)LTk}XnrwJQs%4cdFPd|HDczJ_yxMcFrV=v%A
z5GiiunD{Dnz7<DI`WRjI(GE?u^wzdhgFM~2UxG~Z=Tn;r`xH?tHv@n*Se?^G+=PGU
zy5*qWIE1el1%eG0i&vU3Ng;LZem3AFw&|p@8#DgMRewV~82NS##neg99KYi|MarGA
zckgk3M0p4u4qeV4*~erqnB>uvsU`$-wLGC47CFAB7qKxz%k(s<#v%ug@N!a?djwH`
z;eMe+XX-3?VVi!L#xR4q3v8r2871{9GTzUVh95uv#LtLF9v|T(^L7=*$g4@3=*%qS
z7ToElgt4$#`M0(@7ghlE!!GOWN#cTvP4Dx?Q?13p;wtJ@Yc;n5EjF6oe789VH(5?+
zo3eMtr`5&9k(Yj~R#R1|KTjBh$LH%fZ!kQVeY%>leUdabx2ah9^@8YwOUa>ZcwBV1
z+u35BdANFQFkt(SzO(&IOi|r+Py~etd{fkW)eN}N4_d#}y-9O+u}R_a9I?5LauEOI
zL*~J8*^JdpBjX=S8#yH)^S+qvZk~J%?y2o+|HYd;XCop1%Y8aye4=xY*ITp(swLSK
zl-t4$U|0Q+9smuUQ;%eS)pu(5+RbY_mv@+;$!L>zdx?noF}(`S2Hr9wagnj=Bg?7H
zJuRVzU~^Eswu!ko?xRkqYtU<_3oTV=pJ3AZ)cSQHAfxWZ@3P^1>dgPvYlTVbABp;1
zA^_+z_wu$)Nv+N`%h>()i$(PYWkI9-wZs|vr(XOm>yg*nUr-dZ^mlU?{-}N>ByPv@
zL(i&}Nz$0%XUbMne{d0bw|v;B?;*=dbE@a)H+}QTt(4^_R|i==U#cjqo-235K>#xX
z_SLs#PK>f<1);AGibD|ct2|4K1nw=}4f$2R0V*Z@>)Dq>uI_B}gUp;Xnc63TU9NtL
zbonREJ50=mS^;j?^Q#FNxf4m1(5C;C=FRz!m|n`Ki^`v&j$XOze|0+Y*pPUONw8*Z
z+F+d+Nk5qCTlOJEXjW6df70jo+35pptJDZf*GC^KebG%pM=ema)#lMOJH*Y#qXvmK
zyxxbKg$l}J)J}fCw2mL-(i!UB<qMvpo9L+A?hglW4aG$9r0cd{%^vUBf3t75`fbNC
zz4Z6LMdM9Sg{|CmqWKC=@#=bIiHI-VSzOO&+P<oM>vI8|YgGd2zeFnJNbix`d0bZy
za2}i(U)AQCj(JGzCZkD3%fHpms7h5Qx-!cjzx}h;hQOB+*KbBN-pEgBH<$ck-G{%K
z%k~~{He6j^E-|hitM>D&Rf>)7(qq*L{5tynYLR2!lN63&z04e}qECiAFg{~=v_#&u
z<q#oC5)Mp87b>^~p|&O_`l8a7Oyu}?3p4A$$TI7xX{L>NCy)dq;LWcdsrZ1_X$Ob<
zx1rnac6V=mp>Ro~n^t)Mw_J&dPn2P|?xDV0QDbwqyr*<@8El<se}5D8cce#6Lz8x}
zy?1@bcxUdVu)=VVhVIzK3X5CiD;Og5ncvhlAvzItX+Mw3Q~}<bWklnp&tno1H#gMt
z-Yb)2cYuhc5(pt*nG8DQ&e%>pw)t33)19lu?+^2e;x}NxA@7~MCa${I)2;0$2HiV4
zX(eY3;XNUj#L}uNoUuJx>2Gim$<u`QR(oP?e7B^|?V7mP{;!V$xsJyBmTP-#ncbKm
z_QM38iaIB^IXls+$?CIrV$g*tm5BfeC)5Dv__I4eqENa<oaI+Kb@kXSipC|(OPmdY
z(RnO&L!E+MQH3>};D$B!J=i?_#Jeo*kau;`(%rD}fk{tDtihVITvhU}&C!lu8kx%A
zB*U-ihT*d-oT<=t(?@w4R$^k^BgZ<YFw1uq_3+o?c>IJn`AE2EEl9bd3hC$gL2xd+
za@+h;iTCi9k|w=XmIJ=H<=yBOF-8(nC>yZ{0;l_J$b5O-xe}osDCk_=RNg!~S9NZ<
zAb;}dttZw9K}$bl7uHNk^r({$;4^+?A0=g`1A|A#p1#9uk0p!S#P7eyGeByv=Af6n
z@^)?~dYD^)m00p_v{twwm)#ZxLI~fv^B#k7f$kca5>49He4C$klebpvJ+gF2?0JWg
ztK%T*;O%_VLhgU39ZXPA6i-|oo3px#{IsgK)F<6s1X@?UUNLV2?|WbyzXKUoGz{;_
z@{^^_u$M#QTak?t^3fx#Ln>~`tRxc5i>)J<ox60-eLiWhD#IGaKr5y!0&e~{AAv5H
z>yf`RXU|J;Rh|awRF|1l>UkujDoF#y@--jq%F+89(m&#CmYiy~>VkK6oi_s2l!Eo$
z2ALq_xCR9CrEiWh#^Yn9c|dOf4>{Nc{hrf4>$#E9Q{V!CNNGT#bNjrU?6Pos9Z-Y*
zFJD4z(~#;1kb9ez$I)0+Y;2>)WtBVE+v_bmy0n{N?*g0n9xC#BTX`jM$l-T%{yTOX
z^m|_Ss%hI!LWr8#(;Z7|*cD02Y&t~#kcP(0{tS2r6n7dgtST>oa=!%J>dBKGz&dJN
zT%G7Zz_H=98X}CrXpMYbQa0O!mq3~-cwJ_z`+;tzQP+cz*1V7mvgpzT&7H*FS`Zh{
zTQ<vghk$ZR@;p|*jfNHv3gFV-WgL2q?|yeJU~8u_a~V}PhPWVXr-1+)@3=WSagH9N
z%<kfNSR8v4j)E2!g4*kSxezhcK2};b%JqGTnxP8-qXDs3w*_Nq&VD;NQ7y({)R|u4
zqDpj#*66f3Jvca63Sn%FwD05WG~cFN5;=1-@O}K4GXo?ZWvIy=DehquNO3mN&@{QV
z0@C&ItyeFpA3luA%A#B!Eu7NdT|5FZ<dhad6n}wp_rvU*%hZkz(GU9__z@Fup&4IC
zgIj^TYc-8DgyD9$rf;5FKXJ8*<Yw#~60KN{^;}RUxW3FJ@baksdLds;+k6Ico=xU~
znq2StZ7DU7C>l7THBfMYpFUw4*f|cGVbQvPJ$Pz`3uwWS;6)Q3UH_7Uiw<s^o0*XV
zoSUc@ssQ`15X`+9heF7u<Y^47F&fnX!<3ng&>X3ondJe0Zr7h;a4<9j(1PU#B_pGw
z(`JQlVIdQ6$Q^G@kU<1<zz!YpipH=!d?*2$GDc2bcwL=K=<BC$%{A%5z`_~=`>vTf
zN1Jw?Q!ImaZ5PDWR)$OGxBMz3MA-qGwW4Isrhaj85#prZ=I-k2Q?YEXf<AnrV<ar>
zH%U2JuiqLFcgB$qVW;`B4Or}!#MPU;8t_7~u&~I0cbs0EbuF)xt=ihz=|s?)<5Z3K
z;-zJwdby})z)^FNcHOY|l0Sg;G!0RB1J%~LBb36{Tl|mV0so<}85<k>&@%PmF*Z3B
z6`-`~eGH<KlNo`e5(x~zBUu!ZaTU`(B4T2a-?`~733_^Z<xZT7T8jy0L!1F_1_qhm
zxasx?u?Ql1emWgWehYe)<cR)PW@kyDK_T~w*@&$fLQtzj*^<{9{Lc#T!Ual0APRog
z7PO*?ptT2MV`o?P3m^ci7eLG@@ap<=C=GyhDYE!7&T!bV3&VyFjNqd$835~iqQ4e)
zh`L2(F*tCs<nN{)Np>(gl*sHTqWWoW`I3Gfcaahet<?yn0SgmzxV1*m9}v~}oUIT_
z9Pa;tsc!aK5RF+4>PsX`A^ole3s}Eza^Mo1ul2d=1X8!H%<&Q@3?7~v@g@PZbP2K1
zdott(+r$^WxNaAdoDb4rz5Mk9liK?AQ}vzE(K?QRUH8+{r`MXZ$y|<k%x{20<21)n
zhWAM6KJXmz0528&Zo~EYrrp)i7%h`NGGQ>(g1|@Wy;hPW1peojds|)Zw8ve<bJ}DL
zbx*p-sv}OiozGv)_V%K_Jw5gKM4KDEj)NST8(90&6GeAGgX*U_XL-qOh_O@&m1O6x
zO+2&n&UD<#JjLP>z^0R02+sauT&^{XFxzKUHQ#(v3W@#KCa*SW0R!`?;&r0TTu+D-
zbs*@#3R>HRf{F2Q1;`Hc)#%87{W1rdr)X}4$hYWq$2_#_=RK*Q^9FzIVd>`~0|x%8
zJ1pLy;VEwuXBR)5q?8CTVk+v@B)s|?#f8`jeh+!;Q26jWC^6d<%FNd0Q<=#H;l(C}
z-}5Gjg*^;)Qba(E`mo!0q1422fC|j@Uzi`=I>Qr1y?wf=dqd-W+DZ&III@;~FKeFF
zynR2f@q$j|qW)6Fc-Wa{NM>WMdKu<};bsKuue5Gr{<pfZ(-U2j85tZ_OwaHd(<;9w
z^~ZR(?0V>{bHv>J_%!_db?*9h_?@DPhgOnN+rxN`-t0x~Bz43eCNVPz>!?LiAyvnA
z#l5(*{(6a5Y{E)o6ACEzBCioiN)d3e4cYPDy<5KMeUioD)0p9G7H{+RF^L4Pw_)k-
z6KGEfbHZP>iBrMMOVhq?b9@TE2WkPC&ifnA7w={}5a-cUcVf%l!S7ReNSo^h{+sP_
zk0Q6mueein({7z!xE|GcO7Al9E)3H>WJQtAvj}JWYOZm?^>60J5s*l`>A$gevW`9$
z6r6rYWtg*COm8HC3xHe(Y>-edpjrI5*`8Ry(4<ZUhh20V?zZ4TAeEvUh0E22r~K|G
z;kx|jN8C^Imjek_KR;~rVKm$Bfz&`!4p8#BZVPR}X0NcNdW@uA3W>X?G*>5{I;Gq1
zb>>cJQ_ziH96j`uw~q1u@Lc4b+x5n?)e6Nw2H*!RZOezLCf@)}I6~kD@eRHkLix6d
zVMpFU5ajeVK^iVA^!msVRQIc)S)NUq;!bfY!Ho0y8W%K>XMAlB#ni%TwBLMd=1l^|
zYcWWtgc<YRlyy^s;gFHgmgsd0o_bTY*5#!L<)QTBI!?YP5&nqx=j!tHR657J4-%<?
zuWZ~39nomL*}=j^kERM_J24QNvyIkI0av@dQ%uHp$H=u5Y0k<H^%^&7_Q?X7u#~AE
z<0kLXfL`Q8kCUXd=W8`W-O)*iohjkX8dO@s$<@hRJYZU6DVBh=Q}?}1%gd|r-Io(E
zu~_F>SFvl*G*Y*?83b=JRVBUkLcQF3E$!rVHaMCHr^t-jtE}Vvti7?I5@L8_XR@WK
z0fJ#{kb66}YS&Pv<WxNw_hKjuIVf2Ob;Ta10D5*yz}3?4GDg*`7Iv-2E!}8g#DHa~
zg^}$OII!KBWM7ot;^r^(Xj}lY*$t!%pS8&+71rPsZ3irVy|kQboPi8P0(?_j&Gq!{
zLjy~ZN!n!O`Q{m>+k1`;jQ8K>JzcYyRAr!bB0{HK+|;<h`#un%0P-;+3W{TAR*>`>
z@XU<+en=>gznmERUUeV^WSojf;OdS|j{Vr~#xSH=B_O+Q$68yMsbB~^Doy^7?(I0>
z-p#Rk*{oYMN7at)_)OVhU^4#a`4Hl1>()ldEXWdsFmGyZI2+Rv@J<m?siviQlAgz9
z+QYBWg}9(0MKkDHtXjY3O_xo>>(ZmFUE^Jr(_dqc+fu+#p-l@JZG-{mvyBxZX$gdh
z&%CXh;Jli8dyo3MAY>L)wQ)5;dK0QDQ)$H`15eC#eg8dgThpf7BG-K{OnU%+e45gf
z{C>19f1-C#bax;HN*Nx$-e|Ceq}F7c_9reNC7Q1j9?S)N34jD5VKZII216qiZXjHU
zTQQmMU<d`#LIC3<U{clO@WGNIy2?+VHMRXpZ%?CX>!p`iaSZpXI0hcH3gyPKqEf?S
zG}@(`^_-L94lV@0`s!y9N@MJ=Vh5zn^MBR#-90^(%3k{6_Qw%Kw^#bEQ_E+w4V_~{
zPi=B@EMp>6mP7u!z#)m#Xoqq$^m;_u+S{A|Yy{W%?%qf{ciUH+Amu;DhDXLt$vgn*
z<;<%m^^zZn(}!y#?95jf=E~4s@FiXKz-2R+nWf>cslURetx)pXo@E9ABt9on;QrhD
zR4RgE4NUxdFNF))`AfnzH2<ya+hEJRQ;v0QNW67s-x0g?oqH-M$#3rOlKG=+&tt!O
zBlPqYi(NXt%IBLe>eippcz9+w`S+$IokOq(l+E)Y$K(gHagdsxRaGIwKZ(tM&~B{u
z8G2ZLmn_}KTH`rb*~+T#`~L^h0|Ld=LVxSfvk{L<6#(;4`iNr4_c2-&<aB7~EF7F#
z5`z0QG=a(DABsoXV~+VkjNNSGi4Y9z(!ro<96mB2c2xo(z!i9Z%rZSJg<ro*7=3l-
z&9&i4t{VOc-J3tE-8C~>QBB`W(_w7V?B^C?dI|bQO)@VRrWJB6P2!f`$gL;brBD%O
zZ-~fnw|FDPbJx|gcj?U6@sDf#5YWut-UO~C6N~z)A<rE0jp{|7sBX!BV@h~QSW$)f
zGw4f^a*S*Ek#oUjk+Kjp-@YmsyUI_P-L|zWb^%I}P~JuYpeR<JeBDZ^jQx4ep4|a0
zTO*=p^e?f?PV~aw#aU>nyimhPJhVa+(FvoT2XQ3F^z3sps)pw6pG%Te0(=>kG3;sH
zR3}d(OXi_UA8@UE(s^+{P<|i`Ls49lXDAn5T^cf~^7Ay^UMHVZcQ{7lhFRTRz{uS=
zqYZI-GeZD!5gmkcA*Y})O})I%b5sAY>EmWqIl=ERTt_B#KR)%^yBdW4SQYoHi|vd`
z>|e8vii*;p=Jz&_A{jx>)RlYHmbaGXEY`Jw_i)kO89Na6WoiR4T*d2Am0xff5^|B2
zo2IlZ)(4wv*JtFtJfrO&b#eDNOFA|<OMV=eHZO;Sa+4(}(4?-&%)&B4J_mZ^IIW@?
zHw0!t-*)u-_jC{)5lCWZ3n7fa%JWPX<a@*Gdn-5U7$Q(Ci>;aURq}jVm1Ez5(Q?Uq
zSPsxM_F*xcdkJ(E#si+C8?+}rAIgwWP+F=VAd&!b&*hde|7${Sr!M#11}e=ei>TFP
zZyiWez){uf@Gr%>{K@g=?R~J_Eo+!W<icNSgJK5-cd=UL=46ZblrZ7_1m*GvHUFLb
z0u&$U<%IYmK2?~0$?(3phBSOXb#bYwKV1m1WQaHcMh-?`@rim5I<08zIJ_=hmN_st
zK^H7_W8X<&chmbpDtVYk7=<q(w^;@>8zvC}i6#>5h?3{*$8e2=+mLz(76E;*{(nM|
z$sPy6q4?}Fj?m7VqtepI*8{?65}<J%M^i@TF2{CbUv<JAdj4}&ss`DZwE>c|WgBCO
zH}Umqm>s`{E&)Omr<Ki;hTj<IL9i@(9Uq@v>s3m0aJ|!TqT>oY7E8o8r($(;il8$a
zK*>PfAm`i2$cLt%s^gU;tZZX%onL%9<<oB8IIW#6Vm`_Uy=Oe5Nuj@$SE>H}D7LQl
zD}kob=r?buK_gr=Xkfk1^voZ)KUG1KDn_i>_`UxLN&auf;tg(q9%q<QFho<8RaEjE
znV<|u@{~8qhliC$vJ$zS^TxmlR{8MChJ&fu5ZDT77H%sjC=9#Xm_R>x3-J@fYCRgG
zXzavA_N!H;_S6gY5=KR?6||uWeNFnfxva~5W3n<I(jf86<5W~rqxM8qEDSI67$4OE
zXrn`z7pUL;O<@f8kh=tb1CQ`W>cCT#2|8Pkx2LjoA_zDYMvHYBD=PtW^&LQ#S<P^P
zma_FywEvqhnr_Yy5k|v?eSjr9kL^B07G=VHY!azaTu>loiX>fH3<Vod^3&b)uaWq9
z1sXdE@V^1k^h?^w7F<GNKh_JS4AUR(CTH+P3f)iON)Rlt+zj%{K<7)o!R+{WPF!mh
zN`w2+M&@x(%|y!&?6^NZu2$(ia2Is0KC~P(@-YZE@I4t&F`1q;(%j^=7=L7lrmU>|
z6oMTQfK%dOorz^RurtKJdUfYEFh^flt%dPuj#Kine}|7DEoy2wwYY2{bAhSsL)<0F
zCGBKK0Vp4h0Co$twGRr^FAtc#ef#zX^aYc}z0Rqw`vJYEl6Rt%;T#Wk8C5>bQK7{F
z9<XYh?(w4^nkafId&MJ*d#g|c2=6tK6L?2CVLD%a$BldVEu1A}tB4j~%vKS{^?;4K
z7G6)c&?~$dh@uxRtB4*=GOIzcfko!PI<?oqx#02-Wc=E@wYCVgzvm|`VtugmiGEi$
zkxTjhXTTA840Cmz_}O}ZPCoiwPhe`WgS1uq4UdX^bs<KB<>2Iqd~^rmh4S@#^*X-T
z?yR8wKylXV!_DP2Gmtc%IeKXC_U*NfK6`txpb(6R8rklhltSPn`^>no7ZNhRJEmlc
zsID+29idy*TeZ8VKiF%|`o)Kib$v5OLca7_4P8dIS$$DgUG<*dhZ_xX@?5Y!<mC>x
z%$u?ec=f7Q&Wp}AufS|tHEi9{y7Kq$5=kb4qZE|q$am@NXKmdvxy>!%A(;z>K)?s{
z5%uB$_>za5y>)Bv3r*}7?Kygn47=|_dg3+WI#&@f<^a*ty?+7h9U~;@$ahFb;bur0
zyXy;|3=MBZ^39}?(=%v!Ktt}7qPfkU&5>Tg$T*oAo=8<%K58TY;ReYO_R4w~6hEMY
z_Tc0VXR*0cz!hr12axE(dS1e>)m{N_$I>zAJUYA8#p%Q1GN$ePwgzX(g(Pr5^~}g1
zRrd3BYRK%)JWgwE51FoI6fc6=(k2R=-EqqE2+#PL%40Uj(?~z?nUB-7lE0nR^+kAy
zD*7=Bpu(s?fBAuaPrCalq?i9wp*YDE_<D>2OzU7rCiu)#yd$6lc<0-nR|j8treBQ3
zA35Qq3PRhB;I8_l;dnbxX1L#}GvBs^lvsG2KK^R4hTO-JPb|~PMc{h|hSfmNkBm=#
zr;)gvPjdI1R^2K|C7J&?9)y{d3-5>z;ZL4mmzQQ=p*_u;-63b<QtBgqpO$oEow}Ol
zGdu}QBmdCwaJmJv5rY8%upBL7qBrMdvq{ak$OmVWo(gg*n^C*}c<Fv{&w42l#Zih%
z59?0G#BEZVXy_LtPt#_T^z=?}@6V9Q;3W_q3_a)<fzJKjPxB8QUnpjGF}XJP+Py>4
zrDPd?z&yJ;yXI>J-O){NvXjIUOFv-U_~C?aV|7s`$?|#V=n?iIu-4nt^stz5bNgZ6
z+H2|tOtQ?hBKcX3jrV+?6Xncze-(lCO#P|cpz3_BT$e~DMs;|^i!d;DcubC4Z-15B
zM?D{c<eW3ax8twjj`MFV;}hKJNq-)AzY(B|xQsV)`>Y<)*0T0rOYTa9-idl~pmF9P
z-KbeD{c~Or91#=|aq@7vX>xw+I&qj^!UIG1%hVVDTku_gD<OMfd=<GmdiMN}Cl3y8
zWC_zS)J~`S{7}B%n{R-fP(XKRN>huIQXAAvhLZX(KXX5>3*r7_k%8a$lX1)qFd+=H
zvr4K6`Q!1-hnz;w&OV@|6EDI|%u3>C=O442%KYJSguI#CoT$2%)N(idc#-4)da_&~
ztgGp-0k!Dtp*4SYAlMh*8GDc_JcZ6C11Pbf50`gz!BnQmJN-Yw2`7GO<z?sZr=QCB
zHD>U`nE3b$|AP=a$&9?l@1nTP3GTkK#}jK7@cNQAZsIpjBy?;Iv#Z5^UnXighw!{g
zF5N=@$LG!h?8^Los{7aty(zK^F;ZLc)V-)t#w(6|IFY}-jtoM)gm=pc!sXslc=L5L
zO-rZK9-@p#H$dMv?DsW$DvCHr1liXeq4y13m*aPNNG|d>DA;(!MNfjTbUSbk*<S0f
zYcDP7>;ol2&Jmg$w(^+a-}+b|d<h62%enKjCM!(b`6+&E-GM0@`R3~Q?YOj88u8V_
zKWFc8ktgaA2c)J_<~R2jHc`$UZZx#5X&*7r>I7tW=6&$Jsn)COnM(bAjX;8KAL=fi
z(`0Z*8x?o4@qvWA#_*A&Dwv#om!7v^|84Sb$M}sLF<1uv_Q+Y0(F+9)M#?J|<Js5A
zv)TFn@NhxJ296DdAMbl&X6o8i&|G~Ris06og#Y7NfafW0=Q^>xQ6OPQH-FQzl6t<^
zm}3*BvEC%`9m2WDZ<D*t`JxvNJ6cnVqQ&>xPIOLW!+@oa=nb8^HdzKh*gBf^U%uC?
zVh|}T)mYXzru~&i6`SrAf4Zz{Fe(ZrArLK8$eQP5t+;01BAo*LHJ7V}n&kKSq}J9>
zmd!LJ7ul}dB(kd|*K_7?SSkaZDGH!aWduxEA(>l0S_S`+e;PeysCvu_rZg$*j#VYq
z<b0&ovSm+-m5-`uaxPqYQfqyvk+rqw_W!tzI4z&{;@0)cZ#YB*;+7Vl83P<u<(n07
z(tJPzog?II;sWQ_a*VZ=Q`f5b(dKn!-fSZ}++!mIS1Yg1^gqJgOVCNBDRUNEhbr!+
zUMLc9EAQN!OaDoOC&isNfOUdt-2YO9TKMmtfDE2f=;&FbEW1CEx;CeNRc8t)j}5mA
z7{Nk2=;RAhRkMwR@H*7rSA~?4vO}SpJ@vvl@e4GMcaY9ZlgjW^{Av5%PV_w-N{ZN{
zgO2FMRTzce!x(U@(Pv&pZ)YlK$x|`u3)<N+&Lv-rfjgPq-J3Y;jQI28fVDFIv@@5C
zCa%EZvlcLNc+ARxmqe4R&2<m%-&1_9y^hE!2q7mW!|J?)-P3&N$zFJOy`BsJcgGY8
zicS5|VEKi)o3Wcd7Ip*$lNf`}pnO3@tRSPh_@L)&F2qokd8fXz;tHeX_q6e{qXR2J
zcjUE4ja|gKcVEhL<qPTW7rhwvN$6Xfh(;RMx%=-SUvsS_i!<&g%Kl==wp@vFuzU`4
zbO|tF8m-FU)R=D=2t!ZxT@&leJ)9GIevj^>dMgpN9Y&vILStHT>0*V#r6DrDLoLgl
z)6ex<x#rIqNJ!h*A&;Sdy7x6s?z#cnUE={a=wyZrt%<-u7)vQJm|9j`pfaoO<?uZA
z_cI7l@xR3O(-y^GbE5?{CEIs1CYHXK<$3~bO^}?K#Q*JzE!WzDZ_EDoEi44whU?u;
z-X?pUr?c7=Ah9}h+;Q7%TTcH%!9*j{OK2$)h4Q1JG{I!$JE%n2MMFV}1qwNY&*QF`
z1-xKk?E$51($+p3<`^(YKK9(G2H0M?A8>D!wFXtQwZ0$HtZ{cg!+CfKCOu~7*5FJ3
z5p~j{{x8^4$>H-6_|7s?NI&^9_|B^%4b5Ql!>#ptmv`+EQ%^He>Q$t#*Z`Nj7Czy&
z*|nTLL{9Tqt}0&XQ+?r$w^iD|w>UjrjOYR11Vi;DOZxTo)kP0z|D^r;_3Ht^zg2ZI
z0N80cjwmyGo;!T%wp&?6-z+og#ZzpWTdS(GF?rR!K15g!dV_-^1wL&3pW4ncs>=0i
z_aG$}r64Itij*MI(y25^gQ5u1y<j1&gd!bEqo_2}xj;oaMN(j)bR#Vxp82rd`@hfo
zj&sg<Kb&ulfvm-Po@d?nJ?C{@zp1hL6YO!NwSTsFISQh8b#<n<^7NU27-s9)Jw9%R
zF|GA*s#*L6;G~34pX91$5^ciw>D}DiAQ<N}6gU(NeeqrEz{9fNA+s;gT5o9NN*UkE
zl~dl*aFz+_Cgq?6oR6IR#*z7T-(w7GRS04JHX!v#8eq_F!F5p0Q*&y0u(T)eCIFL1
z_ttIrSdji?*3{JOeWgfZP~)C&$i~bpo0ybjv14yZHuQhD!m7<qts%ADSf8VC)QIry
z_c+r_0boDgGBq_#MN0s_OZVF*cxB1y=<-0&3cLwnQBU5Vrae&AU*h751q<el+qcsZ
z02242qi`nVq~N)r8m@NBH7r+8yKY@IF=0Nf9|16}WudDP5fOT7SGVc!Sz6|nn~&gB
zJ)etqu(Hw^kxLS?9qQ>l9e8iadq3G_A^gA9c-%4N%oP-d+y=#Rm>{fh`H@ISjoL!O
zE7Qs7lk+%LRaGhua*y}_PuUfp8qBT!!}cd6F$)q&7Okd|ZvR_e6w17EDtdZu$fI$i
zndvi1OLgeYmKGr+7HcB4T3IO!_1;rM%56V88HcGi;S3Un^e!Eye$(&lWD$s2_AgEj
zN71+Xl-Hgmz5G+>F}9ulFJ)dvZjmHxd)nI?y1K8i%{w&pDW#=XEvWMC+~M!m($r)E
zWP<hILLo&OEqW4#n{=9(SaVT^3i2l%PD?l!_lMMnCZf;{gm(nsN;C=ce!DZ2mw}Rz
z2|%BpB^=@kuZZI5{dzw`=xdSFWD{l5W5OWp5YN?y(-${`C_!yJa=aD_IFxRQnA;jw
za(&h1Ch@J*DY!tH-9;_T^CvYLqB*szKYM)cnO*e;9qy51IH+^sPsIm6sBPNWpd%ak
z?(*pJpIQ%>_k+xPeWyDHrB+eUKq;91CAM0tJ=2{wz8)y>{xLCCA|iVqnar^WP0)>O
z4{~N-56&ciTjK*T4_;^t&XFbd(KCuXYU9n#2*e??yCLE|z4v7)iq`TCwz`C+P=_aJ
zE9Md5ZoB%<&B(-JE$e0ZBTJ(f(NEUOE9;qN=2gcTS7w}=@5!Z{`ay$QRSc*R80|~}
zQIC7|LkVH!mj;u8DCLhKYTu+g@K9s-g;|oe<1Wwg!s&p`#&o~?1bW2(v&2NEuXCyG
zs2-04_ZW9WgGyEzRfZiLyYorn+i~R*$YuInX1gRhG8z^K$fWTe?T`h?dwlgUcKkr#
z+(d1eH5;--X8vQr+;VUx6L*Z|ipuI&-%n!cBlcfgUo7nAK1C_r1#t@Yd|fUoTzn2(
z0k;L6I3a(!VD?lGndytSb@-n1TRd4{Q{YL9s`yMZCF93D&OU(aDT;lQS1o<raJr-W
zxoDT?hw_v6=j_<KE<|4>=^oB|6MXr^f`z+_Edki0j!HSG7-JMKc<TVR>v|krs1o*1
z&4_QuLQXOMNhxoeZM9&C8zi`1p-U=mBg4c3o8?A#<}Nqi%bG2j5hFTAx+*mSM^K{+
zT-3Pu6{F5i(WQ;xV+gNWY3Hq9%D6>_^8c)c#TO8)-Hs{QN3~Vn?6<RIug$NZ-|ZiA
z^}LV0HmqaJzPJ<L3O>C1Lamfwa1;8>aZG8GX!=}j>p`+P*bnpX+dmiQl3xm{*eYjk
zxg?QW?~?xYtxfW4p^(`>mmTS|-u@9T<mnbwvN8zL5R3RwvA=`eX8GmWGw$J~hvvVo
z>juYoFnldXWnhnx1_7GS`)QXnT*@eOXZ0f7W*!Wmc37~pR9pR`8-OS0zFHWy<t5S(
zDU|-#jfHpEu08ysCe24kHQVv%IFzMV2|rKY84EBvI-cnwC#d(a^4Rq1I!&xW-AMdv
zvyPsmkYs^54WS>R?s#5!|9S6Y_aCegUdV4tSpTZf8bXq=hN*dCvKEh(n<_PRA}60K
zB&5INPC8+5^z8mcf@r$8lnVYtrV^hPyVhSDI~98KR1S-($!DimZ_N`boQ?FL{O9$p
z+AVE1EEFG<eF`FKJ@@KMr~R2C3n52bMLY@_t|KcJ_#@UmzR$iGchK%G6sZc9do)yY
zvhNEzrlBmgr!WbhXs>-cnseA#L)ugPxZP3o0y#b7e%bYmE)=3{8~CWA`_prwb({X+
zJ2$5FyP;wbe)&|gPpkdy2${d02;_QjT)w<9RIcf_)4H0xQFOSMc@sHr*Gwv7lt&EH
zys~J2x`Y#MbClXanTyact~~DP(TK3~0{irEq#4im54cD>hhd+=>|+c%ro8NW3FyN_
zKW{)2bn2`V&wX|2|Gd|Eh-Eat^!+Vy_Sb&@(5cX;j+E17VyV4JrG<hQyWei9X>?1P
zwSRt}8i3f!D~>YK?;h?tN7$mA?6dQ}x@q*^soB<1_${6<BvL+LN#g2`*KJ@Xl`W3{
z&jl!*fDgj#tGUg3<;hs;C*!WABn}^+i$*6dgWWhjIFQtw8u{2tYVHaOqpdF?&H{G!
zfMW+!dtZu2>%7gHD9|yJHe;+8^$AfCn%z`Wu^Rj&f4)J;FCHf$LG9;V@cnK33hgsJ
z=c*if+GTOun;x~ODq660X}C-L{bP~F*v`NF;(wgIE-BijRZmd~tG5VHuVnG2%R@0^
z)pqob71+#4!?eWZJfccRqfkx_wb7IRe2|B!U{mniT;yI5NtSf2Au~T0^cJPb8mhv%
zC~_HCwfsj~9_;uPb~ZCRRSOe|aimOo5$%p6?rtAb&@mKWXtX~*>wKcuP4$j;X!*##
z{@0%an1!+86qDEe>k}WB7k16Mmf59ouRc(RF3gv`K3Pvcy5kc*f1c~Y_)llg&<THw
zUp{c@V#{{0zD1=UJIa{apH%s#>^lz6Sdp1EZ6e1j+JAk^@d?~~e6XyZuh$!^kFD)c
z>@HUQY9t{T3~AnEE3g?WvB^Zv*xq+bz<ZXaRZaHKm*V-yAKx3q%6v@j#(<$XDE?))
zcl68AK7NV$JZz?m;pEIztZ8uD2iv<6QmB7D!uklYcHnn+g^0DB#Y4GwqiX{3-fN}U
z%nie|uOkL$W`gtci00J(`KC^|<PCXBrKYUrm2H3HB~*TRFJxHt;#4K$u@EkT(aN*B
zj)uZAAyvrr?a4P1N*Kt^c8Hd&t5MKU-+6gwY<d<iW)ypk-bvSC;(Gq%#Q+N_l~VK}
zbB+HP;Xii|!t!4|nZz|2QcDcrRI9Aznl<Ws-Dbqo&|$(f|Cxa_rL6@+dd+`Uu1f&1
zOa3AHv^=f_k-TO}%*6H0KZ+Fh$Dk>8Y`hmT{25P{$AvU}c<_A`_n)_U7_k18aQBOs
zP5(x2Q)c^5S>mlnKgpT-Ym}@a>(A=-wZ?xuaYW>~f-JwAzy@w;za}U)HBfP@6&oms
zlz_h1-%c(@Qw%0~s4Yf99Qwg`VVWU{e?2Y$bQG;!lB^$P8F#o8A1USg!gJa&^f>XR
z)yPtT&|2Pr0>d|w4m{VB|5_seo^ghIrwf832ghcO>my7=<p|$4p(`!62a-HYZJ51r
z1p+`u)^a9UR2}`>01x4=@S0ORk-oc*DQKU?N46pkj!&oz@0(#lQKc&&AXYaAWsBq`
zOgR|}tN-iw0Oaf0(T!RyjHfj-V>+#RMg*l%?2HpSyUB+ALi6QgiaW;%;k1$f4`aCY
ze=jSx!^Q5B4P3-uOikIKg=3+ybKY|^nrUKnb+&(dSlMC1JO7#e?KAjm;n+{!5NkW?
zOu!knb7zBOpv9v57t6>KPTiu}*|%Y_?{2%Vd8jy;hYzrCJxRdvl>`%%)@S<(15D_C
z`d?d_%wU1y;9A4uAHB1bxi79qGH-RAo@BYi))%`yEbU;PI`BC|n*So^DZ0!4b~k)B
zqCcU4iHV6bUMYIU*~#_L?`09VZj7yRO3rK!-k9@HaxkwOc)R7^bwY-yM+_blsXr?;
z1iebd$0N<y5<2&kx8wR%z?*w+R~A3gL&3rPbbj-Wn$B;k*?1Li=9()K`9e-4$mwA5
zZ_$zU>Qx;mQ<!fg@Ytb-5iJn$h9T)V^vz`9wdd^=Hhxtamb@dZR1z2^)o1;1@W9sj
z<gqA}j3mr;`^8#?MjVfCt5!h7)ZtEq0(C>wuf(!DUTmdOcBTHe4-$SqMa?hArkdDi
zPq6N}F@u;$nZ|v8W4KIf_2J=}0(@&U;C0ZL<;=U8TXUCuAENR{w+=<KZEWKO_FUtJ
z2P0x0wUDaJ;i7j|R86?w2r87rLb^maV|8@>@ZkEvyMni^(ik=7#t$^y`SJRCaex(&
zL$nU4p5{sI_239~{-P?>3cTsp4&!y}5E9CYQh|fv7J8(0t(ChVHrLdUd$n+sIcvok
zQXDP6--Jg$|H0Tc%XEhB_M_G(h9wN?s4cd>B>kbkZLL}M#(2KIzFRb(G2t2}Cftxn
zU1rN2=<iqd^xVBeGT{m9<y32xi1UgsRm(P>TdyFe9JbazZ`2jdJFvUK*Vx#YdU#?Y
zV4$h?J?(nCE)Bkj(_c%MEWnQ-^8UcuIvVgC^xM}>9k8`kvLls?1vQ{xPxG-C3;s`J
zL(b|-uO0g>8qH?Ak#YpkW=QpY?Qb4Yf2oKVYDK3I45nOS?n@eH*qv#Kz=@G;;<r74
zsjU^?LVtVjUkr^D5sx3~_(Vjxt5?=(Vxps20I=rGJ2zOEc9xQ|4Jvk4K0XbFu=5%5
z^5OJBOU%5^05h;2Mqtp>KbV8=O8f;P692CtB1S3-lXb^}qJO0;Ih(y8!NT1?G5AM6
zgnG}jjBI_U`<l|7IDuh|??b;)QBj$LCl$)FhNYr^Rhfttl{+Cdwcv2|h?5|C#7Usl
zyd(GU^Z(O}TKJL}APH@R@mvPI=3Ya=$;ru-n5b|+kt<FQiwZfyPXLFga*dDt^-->}
z=@jV^9-+3VNRvC*juySM(0^lDPg>d^{mcSD7y0&2fUDPkD6JhC7x%hUJ_$EmB>ZuP
z(7L732p3jp+Y<7LZ45a%IkDKErVmM^_VAZpmUY^X*O_o~a<Xu7-CVB8K<%uI#o0}`
zKzI@Il;8%iHhE>mWlLF4BI_WxUGzsr1io15+_Sr38^;)eI%&}Cz{?AEviC!br}G!V
zc#3{SPb*|^TV!B$d+yn?jKC<PjDuB?eToaGOfsG$U07-K5n?F(hGI9FH+h4_4b8Gz
z@mcn&>Dtfb;)>rqCM)dcPVYB5;O|?`jbTNOq3<UBRd`O?%z5Xz;14uA1kHx%CjjJc
zjXBIFj(yGL+o{`3xAQ9BaT%5>H9eypTt7@fVJ~gWb~{ull{QQM-c{cntUr7WAxm8A
zlgWHP_}&wr`U6zhAJWob`hDOW^RT{=`rJGv{YBWd(v107<VE0EoZ{O#%%$Gl9@i?X
zJr&v>`~r*}Aq0MA0kq8Od#r!~o3LllJU1EMi&N;N=f#B>I;U|E1nIJ<FV1IT@es@R
z5{(nJS}(R_Q#-__eiA_NOz`c!*43^hRx&1k&K!R+Ed=J^R@PMN=!oOn0#5V$!HG<d
zJk%U|MY2%M9EEm~79%^k{OXI_@yfd1ulo9gl<j0oV24w&^>`Q76&7>Fz~fVr)?SD6
z8OCb<A9tH@!U55gyAy^>4<*@+nnk9C9Uzdl0Ry$MHAl5$ZQokfU%Z}CePGpXMt8z+
zd&6IOy}4vh>DFLNyv1jXEHIAB3kDhls+Df)M<(v0=eK|H7g*Lde|^IYIVZbwa7vsi
zYZSA<#$TM?6uj`tcT37GFmcOz+u2gc(a`vLvXHQR0bL3Y*uS=2ad1`M-vnV-#JMF9
zJrT;T!*fi5AP_igS@z~r>;AzPeDsm}(-VBOx~73qUjj!7#6xDStgPc7i?FV@CO+In
z%lhl|3uW)f1|CfJMm=!uyd=TGe0?HoOJ5ZW`re{7{n>B4F@&x$sQA^W?tz&vxSQ|b
zNT;#-3aoF;-JRVrpn+(SUB~ONeoR{(MeRgRMa^|b8W(YXfD&0eD^<qTI>IYyH_nSx
zqAR}y*P-X?>F!goaPDWLpRkvxUxJDI3l*s#Z6eDv#L<9?e?Wac;GP)^J1s(q=iEj5
zh1YGxvY3BX)c@*STppwkyJZ|}bn&FK%Dt60GH&d5BOw6ELmkBiXXwbvkZ<l4PE(8*
zCJeGF%F3EjB<bFZES|i#M}Wt|_uiR+hU+9$=t+%mhFb4KiL7IvNPu_o)Xr(;r*US_
zloMjSSe4qYRJ(aWq(ER_wEG+fVf}5JqS`9ggzAEeZVNSKUH%^BH25!VieDEV+jxK0
z&c^)$()w-r2o*_H`oud6joRJX53SCJk!Pt>8AdWb(4X%JBnw1nT{bpjLw#JYE+pnw
z`<vC=cfH|xeu5ekx~Sp69x^b#@j)~@%k9m>u+AqjMqMrOF<y-*Yro0xXwK>5br{Ez
zyd<Y6452^ih80K@sd$3$ZpI>>EqDAT_4*XNiw|2rTT|klEvEm%98Pu;9F7-#TH?GR
zdAn=dc^yc{`mqap3cLFdHD0#p8pYh1FIrD<*=udNx#K!~pG_`Hg?jLrYP6hXd{T2d
zp4FFHjLCj3II>ha+oFtgE{Vv;6_>q}$sw8kQAYTReBbq{R)*c^G-K)5@TCzAy(b<d
z3wGZ5Wb(my!j|v_;PZr?rI>aI&cK83O0Y;w7Uhs1J37HB9l07WfNssFD3&0{AtpXW
zsxC{UF<CG&(Iz@QC2}Fo`V$$0;~~umb?RBVZ@h?P>!208c_TbNW4?%=k5%Dgz?e-K
zheznkV&sZ0+DN=ntWBgR5-FFozZ@m7$A-@Iu9k+x9QIr8X@d2did)K1ujE+nueJxZ
zDNCfdc<yt$;s`o!MusG6>tBNEQs*r1PGp1S6k92Q0`u0*FvQ2odYMT}LNS))yJeWl
z=GF6~f!1?>z1uUTeG$Bvsklb5=`Urwt~e5T;35<Qz)`h#+pg@lsgAnP^*L7AaFLeJ
zdg*v`vfsLx-)6~NTjEYQy=zf?z23O9)Spbw&Y#rHFu}2PfhHrlmSMs75qgZ9Gj?N@
z98eJS$uH^NJ3s)nI+24)`uLTI?!lFq@p_EPxd+X*5{`$i)UUfW-%~OWgcUG`)tbOb
zjceTBP<mQxeDk+p(5Yj;e#L4B-<kGEKS>pZ0RgSuREo4}O2-k%l%jV>&WE`5O4i4K
zIQ_zH>$r%``yxxpi{c3$v|=eWk|r^{6`iK}$@Ncz+!7Rds3*!^plwCYC8vNDRO3ri
z`WaGZzjc+Ia6>le_)kxrUSi<J(=yjdH3fro+KuzgpC+C=CTlp1&4t<RzoPZfD6aiE
z>Aq{b3{M}!KvJ@>`{(`1ey{26;oN>(2C4|9xL{uq{h9|f^Eip8tPdYn)k&SxF)iCq
zul~aKUiH@MCl2bUVR?m2R1_JtiH?qXa1HO-6*lB^*o@4cb`td)x98Mx39k0SiMK~`
zwPT%6Qi!G^Rtq${#$PjQPp46x9)MQfnRH^?%Q=zVgOn{GHq-0sP=Brkt9r|&VPgJr
z#oAAgh(g1Gn~*q$ZzPTJR$RREpvc<X<J8KY&yA=j$H}|rRn<<7ZSmw}#U)|&GwyE-
zd)<yM@45hYmz7UrvP5t<$75<?jK~P9sI;4zy2k%NDmodo*i84eE|#AAF^P%RNAQwu
z`h2qQif2h(p4OE-1PveRC$&>4TlTOP8)5ZXA5XhQr<~7rK6G_E#DSj%DyN!>=?r|}
zC=QdReJ+iMqLN%3S2b_&_7&a@E%y0^RvVYYlzpNv_ioH`MfSf$imPwm$rRVfSLJ(G
ze{dlNCkTmmk#hXX5U(ba|N2rtGYh|*1C{bBM!+fdETN0IfTZ5(IX)@k_;!WYt?~`p
zx*zmpjz2irHz}U$E3|7Zn^F7jc8&PMwc97;Lx^^*`b|COo9P#J?<SnljJxU@d?uY%
znm8ExRh-QvE^{;{wa+K!bFNVHbCx`%#1kGxFjB*+@6Pp&?3C86^l`zyU1?o-;G}f{
zdljwkU~YyHTE3i6BdMR8`g^6rw4B;oov7#8tDwWf;U>yvUX~s+o(pkogQ<zE51h7J
z7RAVb$MF|3r|zww!Y>llr@A5yh1^&sRC0ea_elR~NY<__;h(JNHsvlm-N`Aq2(6k%
zo}ahYgij)y(CGS%%I>tl)7T9vGP-oOki)eV0gJuIc=HEkvfy?=k;HapVBw|FCrJtL
z3xAbr$30?7{gO1Kz4~_6PP<>Y`Vmp<WCFUdr{vsi{2uuQnxuQsyIEg4Fm@yIPaV6V
znAv)PZ7cp$mc|YPt4s*@i>v8LnT?N+HoU_&iS^u~?Zm)1QuX31^~R}t_DSf&os&c=
zGMO0X4fuwg)GlB&!(qDnDrkHtPq=EQ_R#wNncgcjw6v^zkvkW#0qFgL0p4GgCU1PJ
zHT#dJcr|<Ew`)}%gRQK_aDDpYTc216VnBZ*dg_JQ=?b0jI-xfKcd335_rQK5P(RK_
zC0?c>;_F2AVZAS|VJd&IsdraQ`kL*K<ICJgH7Sg@-r^0#H_EP7>9)MtS|x#`-3zKq
z89M?S&T$)5v<xgHHyNxh&2}60;4U%NK&~TtmJ)F?X`cJ2S-+Y)q8773_;#q*QS>B5
zMRr9&<w!ZR%(3aVD_sR<v2YptljaI{W&)f&*K6pu9>Pv+EA}z<%xxll*u|+jj5%`M
z>2(M$UclT7>8M6OvU}D<@4=a=npF{A{%bLYUl-T&Y_`czPC3W-s!t<7_o`@3>V45D
zyBmzN0Zf<7_2zIGh{EcU*6Uvb??E~!v#BL{L_OxIVkZB>pfXr-#cGIUFm`uGl&@rP
z<4LXj^1$?6bCi3>zQwk;@N2wEq}bl!#ivIEt%28;_XN}NJi=-o)%%pHt^BgWT)ieX
z^)cfT|9+5@b+mi0=RkoQ<roXrAH82UfJ%OR0*{H4>c_li6~pcsGb9Qw)>cfvugf6m
zF-H~1a^)-boY)*rxiq+wZhAXqLxY<~7dzdRwiCt9L(2(=Bdny%Bhr9^iXKKV*Ws!>
zwVa(+v3Fv1W17M*Sj@tHULr+;*9aP6x$G6*Q20g#M}^KgH=o0WDCaNp7+ZR_ZG39#
zJWB=4)~A?q@2+$f5sbPX((1!dJV%YLAd8~d$6sl-k<fwAG3l%~=^1a&F`y9j%SR5r
zmw0*Nz`~Go;8#(2ft_L>C9pbYbyJ(d<#|>`sz-0R6Z78t$9Sw)Tg=8X%~NmJG{B;A
zogpp1GlAsR%DLE{gPqs1tejU{{=8)6_x^L%nY_vMLIw29fm#Mb!`cwhX}&uGOSa`m
z)96HfT4a8z<j-9;5q%S0_n=ww1#d3sakQjK>c36Bn>Y{!xQJUF)jhbj1PX*194yK8
z{$uk8WHNcJWpD2(yPIdm-s;aS;C3gVaK36Gc-na^w;l0J2W2+4t)3YZCS!NSF(RX&
zRGRI+0YKOeBQyD|3ion)x;b6}9-7SR((9%vyuVWx>4vQoJ$N#(cA5r*S?jxltK11c
zLvHVOTgb9<`0=RQWGP%WeJ&cUUF{i~Z&ZO^%mo@+Z~5oA$HYq?>g&fiR}0@+8WMD~
z_U$X>EYezhy>Y_=g5EiLt6MhBN`Q(W9(Z5}xBaCVe~mXrURO76u<ogbgNYq&V}`?d
za0HBR9U2;xcKVb&Lhg@I;KljDx?<z_Wno6m4FC174oyn+_r_B(pR|!SCMh-b5eC|0
zq<l58Pp^wMIq$^4_>a94!-o1y?g4NO?Hto{ObdMN<Zn<{==lgF28u-Zrv(l-fbPu$
z3__SbG_$cmw|4@haB}jGRk7I>KF{xrgrJRo)w6Og_zyq9R@>)6Tk0wOx2i{IA!spn
zzOI=nDy+zQVAK$h+%-POP$xD~F?!O6m>KL-w+c;F5uO*k#`D)!1O3QRNoJcNFY4rd
zo>Em5UpMRafS0mqcJj`YjP7~*F0=7W4$sNzE7z9~JfBJxdQ$)|FXA&a>5<Nf@$awB
z1~qSQ7Wg=2k9yflf-ui!$$#;y2CRaFC?q8>KcZqWAO35>yKnVZg8^o`?ejc&%jY`!
z07TCK1(y@J(VuRPs68Q$L)o8a-+A~>t&@DcLS3k>$$NVJ{ggjBdDg7)jCg{+`fAgg
z``LE3@riqEaj6=ELoCp5d|>OWB<oVL7h!L7FZ~XG!~I~{&d(!#3nfAKgLV1^+aOr5
zCFL_-S8O<a(0}#dx2@Ro*XPv6FLW(1!&=IK^}-<C#Si0Y!$f^X>K)~Fu0)bP^Q6>~
z<lM;S3sRM0zs&v!0bc16rGSw`ivQ#-LjzvcI5+U;yiHx@;)-h$v~YfxBYj3^FxR|2
zt4dFEB<oOb;95>qjs)?--m^t&UiPh<kq~a~TN0l7bmUP1j8=4PtlU<1g}eTT@++1<
z%HG~r2Buflbf+%o36FV~r_-ZQf9!PcTf2QI4ZzkNf9bMoAy~X4^=#@wUerOc;U$h-
z@F$91;>wNt_{1<yd(eQ-LGWca$49!e-`M?eeaNR)c@GbLaw4nh)6$CdB+0fs{p!=e
z8lU?cWFyWTOL2&_-E*`KOC%s#jO;p^uy=L3Z>fNPhh%aZo}IQOi<+s8vi+%~XOEr7
z0Epu1+(OHO4zSnh2&^e7HFRG_U3Z^!N>|ukD!ldOxI4bE1#uKpFvEvl9TT2m>Px+>
z;!2R-(p{lnSQfb;O-@FhrSguEoSuA6U9t1yyHjBaK}InR5Z{Ud_+;AzEASfM<qRNI
zhJW|9wu#!_`1z?W>gPzJCKC7?54UCPbTJrdml9d|HTPH@(BD*sO|`foqS$x0`!I3R
zz44>wB9`^0mU&9V)SSjVB?TuKemK*vf*D7|Bj2u}3%xj#(1V)^pgQQj#6oi{X=C~t
zf?@T`+($$^-`Sa#po4Wv&7RlpYau!!B@Qn)*NavJ#fIDs+ybZKbyQ59;+!{=f2V*I
zY38oNYH#(U+{8%0k1TjXRi8QGo8TCF=A`)dyLLpF<p~_a@{=Brwu4M>gc5Y2kfv+u
z!*yk93AAfXdp!~nT*d6PLDq{!Ow5SE=jR=f*<_d6ulIYMI60RDjr@lJIe6N!C=D{C
zT?^x?aZfyvO7Na)-PBp#wlH3yT%r@oX%I_8j;diTb1$n8^TK$_$9nqmszIliKF6FG
z{96}%f1VvHhQgkXD`*zEETWm(&aj9`C@Pf0iM6X-SLCQLq4M<ahf6Hmfdb8h@aqtC
zLMlKLUR-?;4V`*<ND4$4`h0#V?~Ftd;ipqD%OeIM9)NX;>#|-!tUq2#%xemp4?Oq)
zbF8~P;)oxd*_hL8*0sofp|C5VQ0Qz+^zyzg(|kqziWW&E9R(*|O>@ip*z@yg<lHaT
zLM}eerQ^N)?IgN_Cn7+Lt)+b=yx^;>rnq=yTJZeASG=)e#~;Pj6J+xTX`~r+?hXT(
z4OUDji92q?JguO0toT-+_JSMmZF3|xk?Dv4Vpw?<U%yn`-uLKR8Xy$fz3w)L$AO!N
zlYQNTkEmxK=&wo|8j-}~w(40zWh-+nJ!$JI7Ka1ofK}o0WYz5*ICl&a<fugIDYJ6k
zxv{z&{V9mx#!ZjNwhOYUFW75h^UX(Enq`$^dvl=VT^7^NUEes-W(_V?nsZ};F3&zt
zFZ*BWFckBYh>M}RBvGxPbT343LJ*v2sJ7)H0%O3TU%r(W=>?d<ccSXxfQoH=N>x#H
z2CMk#onXj$pUuyT3=X_br{yfa&rz&OVKBkGHuRKqjFy|KIwXG8_UFZmeH@^&yOb9R
zQlggT;GC;-n{`A@CwP5BPc^pmNa+qV>>jthL}Gr>oPJi9lcmRi4Zj=Ds4d{&x34e=
z{poGNA-3bG?86u|!!0%Z)yWqd^)Un2Ig$+(+kMZnTzf+H>UdEJ<CVi#Mw9~T=?tkG
zz9nCGa%8tw(n(Zar$40>TnnEbrM@lsrTS5}z2U3&Yl}U;!u=c(<`xf!>p~mp-~ab+
zd8b<>`_RC;M?I#s0bDD=b{?aj#2C$QU@!<Yyr5U;y2f5pb9-apWWS9o&7E68CPX>?
zO4@x-FH0AFdm^gKcfO01kUMtpnkYR7*{~V&MDn|KSuRfUTvBS9bh;}0^UAplccRZy
zysYlL^5Ym;Z+S{BVRqiq!!Zf<2A5D2UqM9bQf65)-rVWP%fjA!o3F65v2c8o5p8Ev
zQ5uzlWX8gY^2d13VI(CkE-qxEJchtWW?F`-^}PuG{VKPFHJA_plr~wQ1x{bdX#I}5
z=2#B#pU&#1rhfmKh7kwIUuAXmgi7IV)p08kB0gbZeQ3fnfwrN`?D<TZ(Zd@O=cQF$
z5Wnx6tr&ARYWF(A!_{-k0M>p|>DxgOY3YvN0C<=G!LmkF6>!hu9Fv=Uqn5%6qX2Zu
zerpgCdJ=($O*>8f1;0Fm#tN#PKjc?nIVYPV5}FyjZgxrR7<)pm)na#jn%`!CD`p45
zi86gc>-XZy86<$c3<=lwNu7yx0ra$5yA+9QfBE(kb<uei-ThVY8RZ_p5X4)L)2|$R
zF8J3lk%ymf@#j|T3focGT2Dm`s+Bb%EBJD{*iT5fIg}VZue`8;Q0dD4g007q^8RFv
z=fYP#BE^db@61FXu-)TK@qWMrgMS^(_V^nF`lO}fg#fF7fVPaRY(HHvXkdc-l~%-U
z+hJgVgV~!b0Lke090f1gaAz^W?}J&%e(~&l8w>KCV$`bXF3byMU0Yitr=(;<_!iSy
zAzmMJG60=lh!8pFM_~ew=Qn>MaZ!u-l%M~?g}QY~$v+#AvecPVQd7INr=Bc~Or^MK
zQ`m(Tx_Y(61U2@$i<OLw%$hp(Lwk2OsvR|gJ;K4{h=qK<_IwKc4+*BYYc#r=&lmb2
zKqsC?;vSEy?~GcexW(tJDTz0OA8ralEiv#AY2PPt`t}}I1m^Owa&Rcs9jxCNu5@~p
zbK@&G0IgT<Bin)J%nQq@?6;}Ws!7+f2ao1Ywz8*X4%p+&-Zds7JOALM)vxj2hk6Jk
z1_sB5I^T5c%*)SzeP};W1A(ty*2?c6ev@4PDMg^lQ~B+f)5$YQ0x+cknHDs<UY(uY
z8WkNq@%+l&pzP&hJU~xZTA(`8B*&NDSRpePn8n0K*5JPiH$_}nt=t*_+HG|FD40RR
zwbeu#m+lV*0B>P%EouB<=G_iY_1wi~T|E;E!z5RN*;!<u>ol?;Ghe#Yx(54SX)Ow{
z-ik0LbrPOW{_MCt$4snU5hO{=Mgg`W_RG6G9A{u~upQ#VI>$$F2;Qurfr<L2ypzX;
z{+N1~n-z-Gsc}g--!8c_4Tk;5bs9f1%v5qfhWCiWETq`4c<DbR-yDvDcM^>O6RJU_
zV@9&~_Hf@wgDogHs$D&M4+AdgM2R-qyxA#8n&S+A_N>2xv{VStHJZCDO{bU%Jurw3
z_^SmGU%kNk=N`KzY9n#HH*#_nxYd54maXmW+GEj5>>q69plYiBjY%A#`(jAG;{<`C
z8=jt3o6945prQAP9KfWa*xZ8ZC;VRLg?-cWZQiU=uhGrjS5*53I%~$v-4(8Kcbw3w
zsBCbc=Zc{weB4*D`7<pF1+0WZWZmOEjK_XLYBGB;1m|O26uUf84+a@Rx86kSkTov}
zDj*}mQW1(#ihMgDr$<9WGu3;8S2xhnv1I;??HEBa47^xj1js6h*M&k*1aI0TtlWN5
z5BvJfI+*LKtg0$lBVriPM|kQU&Gm<sfKtyPBK*$iN!v{($h3mTd=X}8_zrmi0bP3|
zo?>VHt>iCdd0b>frl9CLgrwrZv}~eF&6wI)$+MpL018@{Sv5E9)$qBrp)p*!oeluA
z>s(h}6!WZQ5VB9sw);XhTJ?T+9~k-5fZW!$pbN2l&UYsu&!|F8UNMa5qRt#!gUjeo
z(j9-DAm$r1Op4q9Z|1L|4hxejaJRYLEsUb*4sf}a{C;5Yrfc)vt9*qoQr!+UtY_g5
z(Y1Ip`gpm<FRCQa9?zH#A<(FcuRWrPmjKDRBJ}2A{Rq|AHDt_e4uREF7-Q)9t;~>p
zzdFU4TQ80A)EGLdTqQ%K?l>N+_H!y$;Qnk-azC5Mi8t#-P;&j|rfWYzEpQ7wVaVsS
zQ2p-d*Y0?L%qa%Fwt>*++Z(dLt#py<k>6_(zDh8J+4;EUOZ>6btVNa4Tp=_i4~X1x
z?axdFHb>77sy+;7y!Cc&Q`r2p2Mjo*2XId~fP-`?XJC!suTeHU=3=wB2KVvB*j1zV
z{Cug?K)G~7Fhg;l=0++C?*bs4;ZVT~nGn)O{XLnUhGqfgs5l?MY&$1_1;ej#BMb0|
zxH@D6%U+-D03y=j+(3R(@fI-!n=o*C%-u`M`n<p>yKE{{WNNwAkk(Zd`PXic@Xqbe
zVoVRk$={3dpBYl1Iw0%yH6XS9xAppe_FsCHfqBFVoFoSHTt@s3CBUp;kPfhDj2CVk
zFQW4~6Wnmeof&qgK_p&%4-$`UYm30`It832p4uNW$bIOvr(t?TM}W))ccOq3XbBR5
z<VT=L74|7yK--1=GmDq$lQR_Fk4S|y!Q2gq-dNz;BP+{2;PLmxlbS0(M?R+gMToS5
z9qV;fl>xZrrA>&L;vbVCuZ*{~wZ#uBW!!!+-Fw7S>W0V8#-?Q^6EY38BK+nzb>F=h
zWGD;bcL(2o?Am1W4VWPNaC_LYFM-rt<cMyaau2ph&WW9`HigQruBCv}$(=n($rWjt
z>KU|0F2hB{{P(p*-W9Iy|Iaz+$j$qo3{)?o`b{+Rb|-I9i<tz*#p5W;tH~9}+z$9(
D{S&BG

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/blackcap_synthesised.csv b/modelling/data/abingdon-all/resident/blackcap_synthesised.csv
new file mode 100644
index 0000000..ca59055
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blackcap_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,0.11283061000000001,7.9633320879514695
+2,2,0.1437179,10.14328793120059
+3,10,0.23312490000000002,16.453434016447112
+4,46,0.5212003000000001,36.78515141626845
+5,42,0.6090847,42.98783579908231
+6,30,0.3975164,28.05581839544208
+7,8,0.13488568,9.519929598441006
+8,0,0.0442276,3.121485085058765
+9,0,0.04186398,2.954666072117828
+10,0,0.052853819999999996,3.7303043985742086
+11,0,0.06338836,4.473808669390508
+12,6,0.13320998,9.401662440443896
diff --git a/modelling/data/abingdon-all/resident/blackcap_synthesised.png b/modelling/data/abingdon-all/resident/blackcap_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..237467366ab93b54e829aec5e5cb5b5cebd30b0e
GIT binary patch
literal 73902
zcmdqJcTkgC{5Kd;u2&IJ5fBm3YeA(7(h0~_tOyFyn;1ht5;~!TqIfM=1yrPy&_sHN
z1VR%P5CVzR5JFKY0YZqh1PG8l@&4X-c4u~WcK_XH#z}-cNzU_}^ZkC>;on<kS44Lo
z-VK33M6X@FWC4K)Uxq-0=KuTy{N!GKClWm91(?_dSbDn!1iAXbAvawEe30G&NRN9*
z(QrS14{t9Gm2+w;I!Z^~0|I>f^;A_+|N9jx-hK$xW`{sBc$Zy1SMB^E5UB%#f7=l0
zJr<B{5XiMl#&?3#=0=1A?l1;g7Zh-iW~aw>3hpBB5{QWwK|zW1(#v!Qs)J2l;@=}T
z9MbS7g3Eu-A2@F~HiS5I?dsoQr`q|1fubX+8tgQGw^NmfCiY(6T1OS|)`H{0$peR{
z1w#=W7wnF!2?h#|jGklvKYyBc%evS;=k@D-47c9zHOK4z6;}v#IX>C)`q;%Zj^W0y
z&u7JiLSC^B(Z+|)DS8WqqyAW5c<fZ><dEnbn%^tO6M<Z~z5kFfWJmnFcLy8Rrc(9R
zCgS?*L;PF5e95~UeRy`TJiDZE{lU#7wPW9IUOKtJ9gAdkD3%74Gz<>fnwXg6+f}-~
zh>fLACc2b#XJ7GT4OQ>Pe|$2sdOKr7F_!95HdO7I$gOtmjen!?Jc(XxU;SWqxVEyS
zZeDM5iDLA~>nsEUKU<HK-wSzIA1!Y*y7sBbYebJ-G236LsHti7Qc4x=<=wQ2H`DpC
zBYgG8vjWT9z0br?k|+IU@N}=<8>$TxPHxSQQ#3svFb9gsE4uzurqPEruO~YC{VSfa
zTk`mon1C(&%QlXVX=iuy-n<XzaS9v=C1;60og>k&=4@%_9;XUlgqDhm>>DcYycvJi
zDh+1y=E>8i1<nnjqida=rl_$-ClM)?056WTr;(YnZ;Qk>lmhtHPhQ=IT)1^e!|j!s
z!NMiRjmWrDH<!u!Z1=Vp+3RLz=!&aS%J%Oayc?{3{P?jxlbhaG>SBbVRh<0Rby;}%
zlZa~YV~boYI^~0T`n=;~G<0Z8LeYA9BxtOEp-sNDtgP&UHo;=``(v>*`O9AQ3zw||
zS{k<I4$;ahU{62I^ybELuhhKgsEE-<4NWxIm5oG%RZ;rEbkKd&!z^vW75PIh<QTV}
zh8+E_H0_a`B`qyIJ5*g5!QbQ}rIkNie74u@<K4kBSH1C98dXS|IyQ1^ZJk9J6B_Wk
z(}`?gq(_b><3ILNT_VH3YAHM51H8~(aymXoA;p(WT2`K2c>esk&nSB|k{>P`GV$j6
zjT`<#IRn*lkcTf~1Q+JxNF;xAs422Z<LT&NIZSNVi}lJP3;L)nWaXKB#Mhv)8;L4`
zL^CbaP#>)+P_=<G<XP?d`KbXLW>+{6-{0z3XkT66-_#l{Qy9b^B`<#Y^2LDd$<k#O
zRi+i$)VY9}bl&~j(T1&cCONU|vqZu*b91Uc1<H7J+<gR!s+HJL-gz$7aH&&cDZG)C
zsLG9z(S~=tyEx#0el6RCgJSexgv(d1=-d50fbwgO5?-6fY_6{mr&2uAULD7Hp-olm
z=F}CgI^8+BP#>{2DaF_tz<vFC6|pLeF>8~<6yd@-b_%^E8F&<Z%D~)zHa}Mmjgi?-
z{j6SGBs$QVn;xMz#<OcpM<HNW=4q8}b;HCax*t;xMI~ua46^4(>h!6Z*wW04&t}1;
zCi`z(h|P}CJ4-(lwH8=NSV9;(^Or*Vt!zSKFFF^6mo{)xmTU*Y=`rD-pNeAr9~j5i
z+p5vXH~3qdSn4xj_?+fgzNJF0=c<%T*zLTZH#m<wz|5OO!dPXSG&Pxllj~{zWZ#%T
zXQYxf=@NlTjIMNd%4c0ka`37(@f;{>=dL+e{}7gP{BD4tFsDDHdi6|orCQx-somOb
zaZ~|Oez=Z2XE0a|XZ%cp#dJ@!$5qPG6I~)`A?!+OJPN^Xu5|0_sD|R3K0A4vD8EjO
zkDsh(jD;<AnZ<6SFh|HM-<uz=w90tvu+w#EzGd?22FM|P^^eH3-4<c(6-sO(Q-#fV
zJc3-GuVa&!h8baGJk|*|AX$e#eBM0++*s}J$pz5R<zHs(kvhUHZZ+kXxzXkwFx>J=
zdCX0Wp+5NUa@d&o#+YRh;kmE}D`{|3M)SdhV|J{;;&bZ~N4q?&&2?re8B@eaAux3b
zsJTIcd-tahXn%>5!w50Z-<brK0ODWA$F)w|P1eSCKyF=kgg|zDdnzj9n3<WW!n;ab
z?ztfnkPgLgYVN^cSYDdXr(LvxV#nGZJ1+vokk?t~RQ;ge@!Yv{qk+|)RCHIG?$YaU
zO0q_qRiU*q8|~`qN)Eev^?4BOB&bhcH#zJv_F==Ynjo1vt5Rnu9n3%`W2hX~c8n`)
z5L{Ndg~QDIiXKw?n7mg^jB7am&n|ICSX)eB!j;RHiFofZ9HTr0)I==H9*>;q00-V{
zV|Aef6vI%u`2PJr3cwl)8s%(m@z@Nai@x<%TT4uitR-dX2&h^?SnT7dv-3-bb^Y$+
zVa_?%CA{klwDlu|tKlR`_9nOwhBmIy<!=|s;dDF-^L2qsC3w3a>IzGUXX%TQ%Jw=W
zmxwhuTMLcbNRM+8XE*Y^@VpUl%S-+cJseCZ_lGax9KyotgB<kbaICG>aWQrytNI=l
zi*OomjdlX%npC}6XkF|VI6tiGkour6?+vTQ1;eU-HtfxvA1MKA1W}jn6t@-Y*><#)
z`dro}5)`o#P$l3PN6#yF?%ct{YuBc;V=GXI-Yxciv;kPCiH>YuuelMtu2lB(^t3yI
zcsu)Y33n8uI@YFA%%t!SSHTkE8iGPbKO6L-=b-F3+#2}e<oLI5f9i1tVGX6`eC}=x
z_T<TvvK4%A?qtYbe@rZS&G|<pYAVQxa*h(xB`A1gOnH+AS?9AA!OMxQrN!b8m8}Se
zglYKx{DNd>qD?nqUpCBtFin2zO>g3FVQj#yZD{M}>s4?qczZgc8DSDD%v8qK8a6fG
zGB;FyJk`7LOkee+E_aK)le4iwp~waezhS^iZOcFP=iEp{^2)|%nqt9fJxOJ}qazkU
z5uL6N3N>`_A0l|CGv_KP<N-sB?5c|;$Jy!t_3pI|Zz0HO=#I<VAlp{j71D#7_6;U3
zMCpP0S?_YTr?=OCbJ5ksmKeyKTIaEwuz`|!6&J27O?6>cI8-6ctr){~cZ5@^bAuyT
z6uH_p@hK^@>!ABPfoWdE1l`Q=Jygm$IMcrgw47SQtyP$fpI=4g#>Yq7$x@~cUQEGq
zG<a;tah!8=QG>b^2@2(oJ<3;q>@sZxMLR?;5!8Mix&i2Lv;<13Hib7yit-gS+NkSp
zE3^G2poxvj9K2>~+KG12zr58p2U^jJTq5Xv`rFj`ca2?zvRgu&CDWF6^aFr^rh>K8
zz(li#CU=~k3z?Ms*d8nF0(E)Is+D{yd_XyAewW@<EBOh-b`qJYp!T5c{k6DLC8bSU
zL-7d-Q$-H-!R6wPTt`LD5&yGS)dr1LVX=auP6YFOqJgaZm9^Fr(QP6n>&I`vaEW>W
z)8C8a)$czSSE^WYFS<!F;@4{ruK#?g>Q=|jjy0U!T;#V%xdgKllapuCn#2rOzrVig
z8}aD2NW`F@$o0l0vOYQXRBH*PD^<I$abxiYW9Q4Xx%#1M7?lSQ0L!rwEni3T<?Jw3
zx&<#4i}a+H1SZf!`CKW?UP(37P?ZOsdeK#av99QTw{Hl+-s#=A_JP~biUYl}0lVVs
z>sun@UEi&1o*ubX>n}P~Ue2rzWDbzEw(s1l)cY|{mMfxC^Kk{VdpF+x7IH1LM0k-E
zK^Q?hWXe@$#5TEg9cG8H`tsw%FD)k-gj5s)*fi>?&k)<a73*E9tB=NU?RXm%^2JIS
z^Sg@T1Ml{cOT)E7M-i;Gwa605iJ=N^fj+ywS64+cV41(r8}V^*#~FW-njuEcX3~VN
zp?AZIHJ(eDBqi2?5~s^($T|9`8-WXH-BmQC%)q>Ed%pj88gGdAP}q#MzBot>EL_sX
zEwy3a690I)*t83hvAj=!TKo8$WBiaNrHOcKf{gjY7B5nQGHHc$1*;dB_Wi1v<iV;v
zr|G8<uY1J}svf!+(-QC1#lpAI5*fpTQfJNGy60$>{-W!HU5!4IlPR7hzWAB3rpOXz
zaTjh=$%%NLP6X{)kHlX}=TFo|lJu%jX8NouBq=>~_6(v{Rzn}HiyE#u=b+{B-(18g
z^@I6Wd;Kl^z&ZkAceGjPAC52v+^o^N&dy4!D6T$t*x%pDdz*s!FQ|g~-M)&i2F)F5
z(ob-mmpl=^+q1982EG&jMw*G_^U^CvoyBywpAa-JZJnRHhNkXsyJn8Y@i&z}(-Vw9
zH7)t{RZ%T;B#^30Ds5b!6=IWcr3!z-9yQn7e$*i-X;NTQD_iQ3TVdY&@=hBU0lX``
z>(x}?<{&1Y4`U>3u7YKcq4IXdUDsC&)sb|s;?a0Tn@6p_wJA-HJG|}`uc_qLr)_MX
z(jNA?h>P_$Iy;eY+nv1`B1?U{=av1@Z$_{I=WHBK6f9Q%(b%PqQ3`uV?}&)?P&lit
zEp5JuAHn907THzq-b^z9GhfaAR?kuhJUO{`4a~dxw#90yvw!@%DCfujHQUfbu!E3&
zx99|Kt{Gj&Nf-{>HH8<8)N&ToPBFXDa@ZA7dBfr4El}$!iYtAgT>u=43`<fDJ=Ge`
zi0)02k-5^@dT;sFzsWK(x%2NV&DxiIRfyAnF-oH`3G^DAe8g(z615fP+4~_ns5TnG
zX_JpUZD8OSG#Y}y@d)KVUP)9{ET}^b+NQxrpktiOv|6)dnOSFNmlo3$WwQOp8pF??
zLCdjp>AD()Hl^sHyRh4PkLY}pe%amnK2<-+tAxuvsI)d)Sekb3xPMIPTK5%s-Ciwc
zPv^Pys&W<o3SZuwPEyFyRDO-1yFPg;x6aOp7N7Mfjee3yUy0zc2>Rn8Q?0EBtInNa
ztx?i+D{V_lH-b5caYM;>(U~5U_R)(a^@|;!8|5}!N+mIJ8g8bIY*i;>z(Qlwj-Ts_
zf67q4y`WC^5d%Hho}Dj#9r69L{}~bnJ2RB@{A8eL!a<ot8u?j+RA;hA?j<gYA>d$K
zTo8srY9}W$!qpgz7ft%}HOHytuI7MnA?mMdL~d<3ws}L7`YehV_r~uJ9m>U}He81C
zs<=H96Za8Hvv1Ko*Azm=7@I~eofvilW22gy9UbX(P|GmC0bO)8J6dslJl04LwujNW
z6wI+#ZWpo?Zumbh<2$z2c~d^jxt9%*<^RN)8`9Q1P43Q#%z+A>mUUn)Sqqh-efPdg
z(h||`W4HM9*JxqrB8;i*<7&{X$ya@Xdl;>d5my<`c`~?rc%t7>G1ztP23BDZ$y*7#
zruub3=|z@dsbToKPP4K|#R`jVQ(C|H!m|E-&7<uwmpq#y+aF=Icu0ou^Enb;!PXsB
zq1p`k2?szhEo9PCn1!X~O7l+n`wrS(!#aT8lFls0Io$2|j5BvGO8WPV>FxYahB1tD
zeugm;e=IsSS(ho6dbaQW5d4C$>cYlR6S0M$*qggVZmt|_9{*JK_XX?D3A%SvpwJEL
zjY*%D8wRC2MIf}LPNuHywt_Sk;ioEY{I-4RGr@Xw<#rW*d@a#%Zr83|wIyOAB1>Cp
z)&2~#_>&l;G9hhi+b%Lz*nLyv44{=Q4i`#KtfdDj-invPuw*d&&ca)_oJ)0iKRPUf
z%T74cL(2cUh=UX|+)DdF4`tSj$M_5RS=*jQ{K$+dyTH6C2A$Xlh8YD6`7fr)@aE2O
zLS`dJ2AQO#lrHwO<_+5mRH0JNI)O<wB*Yr7Pa6;jj9GrfodN3I+gsY(An)XavLO#2
zE>aG3DK2SfZ#BQGSHD@T9_DPoEV^FIPrOxl$}1VmF<Dq+qz9dqbeKvNJ}@WZ;uTMX
zy3C^4qgZ8e1%~p;lPxrr(hHtm(kDXTHdA|!+Cy4!&)`QUJKru;sUkkyBB%1ttyFb$
zX7VRe#}=0F6C|u|;}YQ_LsG6Hr<82VKIZ?0l-5qTjgV+SxwNd^^Ps(!L}KP^8Ry|0
z2Ng0r`fG|)s=|K|#_!QC>uPZ4NDKWoE-X{V9!I;C0GRP@k(j9#@g1aSDE`d9s$C(_
z|88yMx9*a}jS_{rQ9oxkr=GP+J68eelt!feNNWPXX7;I!*VhCm`+bsXVE{CwF~<R?
zLvy^T`EV~6G!34j=KARvcfnvM#(AxJOuWAQ!uw|m)3=AfU3QEVzWth6SX9y+RRQy6
zf99mM#mcicj^3k@CEr)yO&T$vQBEcs&xg!?!Ugept0MUE2L;x}vpY1JR)2~p9QC56
zZ0?&35taH!*g}~!Qqaa<p}LTHczEj&BLyqNcb3~?v>DOqQFxODAku_J25*4cvo|$x
zHl*{Dq4PDT|5bhed?f@C>WDMBH+Lh_xC;lRuX#4-WJM%*L<`f4=(WOs%>#U|klNi?
zWdE_X@s}N>Ey{PxU_?kTvoEUq`qkMbeyvw8-+lOkV`EsY_EJ|<T`l~h?Oinjhn9$s
zs-k!SRC4x)Nr*FUPMOqM(P>IrtX_g8Kjcgfay(pK`-`|qJqiC&z1gt(^W`WcSC$UY
zw`>IqeChf72kibR3>?wYf(FjsK@5rOD0^?zeN?fp%DX`A$w_ohLCK>x5|r$+Kt&(k
zwL$YFKfM*qs-~u8JPwpreN{J4B-Q>=BvKssgK*&$+>^%atSCkP`6vHE97ET3%GuaO
ztT{uC>S7W=M-g;sOwPrmz$f^Ocf!TRbb>H(ZmK<CZ-T$|=pf?tX2#t)O<h>)E1?le
zRB*yJuWkKu&`=#CcbeFfgmw=j^}*WmyZO)fYwe2uwQ9)VofI{#0a?D!#cc;y&ei_0
zE#ux_K$86PG>N=?-_{m?-Pl$u7w#F{+Pp;ZT1s@e&{;{Icc??N3^clxUc+5DjcZdf
zfvlnawZFWKRe2SRAJX0`r7DXj^8uk8RpH_?GU52mU!TQl(b`<^boi=-R$NC+w8CA7
z*W-2x6p|6WJt{-;PaXj7*o-7>9biP>r#!Aza)MiTRULIPOE3-?utUH}hgUXOfL8k}
z#%{D(E0I^c#%;G4MtonP(+Ow1Xl{~y=T#e)-}Y)Yswo|H+h!$0?RQQc5bf89$P;zB
zYh*tWw%5d?DbhN~qfzb!W>feDqhT;kHeH7IBdbiQ3}yES=XyvfIMF}NT;zZh!uDwt
zj=Mp;$}3g8D)#X11pgw;`SZ4k`=u@zC=Jm9zAJm<`x^}nty15IH-17}BEF{T_-6H@
zF)TV?A_P9SZsg`FS9+qf`R8wr6Y`tmz+wACcQ@ElhoZvT37u-BOXmd26^=eR5Us@^
zdW{e#?Jl%_7D5ha(wB0+HZEh-`L7f*5H5d`q7<&Ww_HHhYw$eB?d;Xat&W}Ty@tFV
z4xo_|v*krED`c}j%bJral$nfp7n@5YPW8Ea(F)I<-zq`wQlBgw%xZ79?E5U_FM06S
zD{cD}S{BYUucsra67o-OVJ>_!VF%CkOY8Zn@%tu^uK!G<#U7G;&T-^z@s^Y-{olTO
zcPDQXkEHd;6rE;KFZz}?UHElB(BW2xb6xEkKxiTjE+okE4u_@LQz&+Oi17VQkyjFv
zKsW))+a}k5uoS?+7g^VthfK&1SIc8}-vcd*>>?w1ywvL_4i*>JF!lQqI#zzqYq&xa
zyQj6s%(;1R+x9;Wt}nd6h$gi1PeC5OHNFd=mk%iGd2yTfUEUYdJtL&0BnL5b<!xym
zq}>a5h+WYVSHGfMB*UtYzFLqc^bi3q{E!lP(v`0|gu6gB;%~$$Yba|clzSLA{XBH;
z-aq1d%3odQ-D9+uRbB6|4S!QHKgl`Sy)gzLyQ>D?FUE69_cG8jx-@-I#{2XKTC4^c
z@iyO2GS)hZXG5Lmh9|f={hx;z(vK@_N}X%HV0LZRD}#-v>F26E7ko?-UyxcqYbH!O
z+8dbsTQr!2xcV~6`NkSnLxdAj;3u`5CNX)qj4NtB8OS`0si9``{mVX9I_0i4G$}dO
zeB*6d*q#j86#g5?3=Pd!NTXft>hr8;#aWJ2Tt=i9tY8R3Xdp}mMaE{;Yt5BI*^dFg
zax2-UEmJozAkDOPmZOC%$)Ej@k<8M3(C4!i+RErs9$atYZ>myw4#%`X$7dhmKu;P;
z9<2U!L-Is*rs14F<*DOW=7Q40&>G5|fX6Hecuc@=_1%#{#$r`3NggUcH=!i+x%KrD
zU&zzxeX(98+{^yg$HvvL#dd|Y7zsD0v7+lf_wHqJZ=}PEZ6}>X@&=RcQ=Ks=ysEe4
zrK*pG;kru)Wz`3uY@jbMyLAsHxyfm<q!YV#f3+=ZIeQ&52&1h&NN90)+FWG*wArV1
zDmyonEpBe`LpH8g!wli&3=|!O(}=e2iY25wgx@L2Y(zY|S~!8BK)FZWuDP3-%!Sxa
zhLVyN?>pIX5~G*wlKzrCxl&(LS06~LLh}&1cKXWn<zxiTcWOxl$GA^Th`!;`d`htq
z&KS`+l>@!P4Au3UxT;{wT&tLyslcXsmejVcF{Kg9zi+Bg`4j+)<jSu$zILZd;P;1C
zV8)l3*0U};UCso~_NQ<N{g%`g(vbr65?cG*qWnN})OD?iN70_{yHk!KN7yKL5sU$!
zD<a}H#2kzpVML1BN?D1R4!V$j0U_~qC6=%Ap0i$!D%uwv9X?BW3MupYBso~dl`<d5
zZ#WgPxnjdeDYD3U@gnPeX;Xz8Tb%RwVL8_m)3j1G*6M-hzR0TQ(>z<_W;}V-uN*0u
zn9ZYb>Pzgidi5i$hL*T^cUZ-G6G5skoIAppYb#O4$l*GsT1N|!$xe?G>_XWM+=BNs
z+Xh?*Bd3|zMUM^R3@z`NT2wqRK_S=5VlbkEVmmpyu(@IWB1zTkp?VW~EQEn2BT5^B
z=!n;F4E<1!oEE1ldSMfA6gj+d!lMVxw|NVng`zoYX_ZW3gLjDYMeWhx?4=YAe@{6T
zziIw+S4P4YP1`j7O$a2XQy6mL^(xSB9HV8l@y}Da*4dXuZ2|%U@Nj{w?Fkrk?L2I<
zBYu=+$eYu!K_ZJZoQmx=ZGbaU&wMaYG;<v&GE0qU5fKr8pq$brq@`z^+<L)MhEDie
zT3R~UIETRTJUVQkz=|Ys_;3np4Tww?BSF8uH<K5i$%W>9Y?}oDxC>9&E30>eV`!Oc
z7O06FRHH8yTIR+mo;r1k-Z&RBalfr2CK(~4pTOBb4#g}aorBdg=X4~kTycrAs(chH
zWN>Zwu3ZZ%Okh!Y0zFYUVgra2x@{*3%%gw(^%s2+=s|U-%yDV#t+#P;PM}||j4GTt
zb7qX?Q04vusSV^t148Y@+Z$=9Id3xoH{_NVHQY=&@5|Bk`F??|C4S2EmsgxTMGGHp
z#-x@8tuU#Sx@cMdI>Q2+QXK10wMXwMDuWRz&mV^o=w5ZK*KH)G=1;r%TG}`R`T5t6
z&rZq7$<OAN3QHRo8;ycv5*y^Qva%{h_~mVK`V);~z&gRRkVZHv06Ni*U}iW!it+Vu
zjKoo&$fkaB)PE9U)WO!nLNRE(|6TSN&VM+=cso_hXyY{lV-i9A(16}3mC)b9ElJ7A
z&94KaXc0vP+EWUvu`5N>A8*7+^WVL^>h|-?zhuN)gp6lwWa?ZfnU%I0iJ#zZCAsjR
zjFLQ;F#|4va$H|*OPf!9H1c$h^v|INOi*S?G3cM0uPH_pL=X_iD;o$5^qvG&m-$(s
z3I)k{<~nh=(&>a@zZ;KA5t!HqV~q`!jX+{5(exZRvS_alj2E#G{x74Zk-8w&a?dgy
zekufVT}m2ogbY{ObKGoSLbxmKY(l)-NFKe~lX2hM*7^xNW6;*^8I0zU(CnJ*InYn3
z_y?IjATg+JSuBJ%azL24D2?}4oJDO|DlXqoh69<$ufkYa<NoTeAI}UD0=MCnq)2~N
zbm9hz9rS7H=t#v+uF@Jne9MU2X8lbmZNt_&g@5j=szcxB3MZwwwhAw$8{~>~rO)l^
zf%@pV>HA;oKV(`pklSP8b2Fl=#{^n=;SM9u0i_kdm<B2NWfW3HYLOlx(4pG&8mXsJ
z>9`Ezo4N!m#Fp+S`Soio>oYNGC^&=TSge>2HJ6F_7!wEoVrLyI@uxj8VCI<g8(q80
zW8m&PxS1r*9kKtT816&!FZX(%08eshPRc5~cO?PkG2*5ClJ2aSkoiD5b^zP29?4q8
zsKcSiBd(<2sv<R+$K80s+!@k){2ooxaFuC$RE4QK=?I=HLei-WE(xUKId*kL8L6V%
z-Z)UhNLtn0RIup2)<!5F?{pT^N_!l*i?HN9(p)?nZU%}6H35#LG3mG~kN*%&o6{g^
zsm`vxJsG|!9A$NqVCqLHFE7%QQ5YOGVss{t*C$FokrgR?>m~g!-iTfbpC77kV9U)z
zzo{FtYG|0`@DGEYpPXevqAw=PkPNF-h7vSU?Bszz>ZXuG6>=yiHJo_lfSY+@5T&cc
zr4Em*XP<+$>d;>6zEqHnf$P|p8}N!Msc#ue1M1Di%vyLdqb>B&pl6#QA0^K*^n(3M
zXWS7uUdMvwDr+<5pdTw-Si`oh`B;7ay&D|+O72b>nT=N(WFI_%uRXUk+RCl!MDxPV
zw0oB2{hog|&rPn}SUU%@0cTG#B|Th%iwkR`jcik%Btjs~9{mMYqw=Q6K_T9@U66f8
zz5<C6a{6S#Z4cwyq$A2*SvLfsg59wnPlJ@fnX>s*F@s+Z38@|)l1@V47q^0cnAC`Y
zCyRH-G4?jsWa_@PW>l8*ie?3$_wf7Qz>9@k*j16GBBO=$dGXBlcI+<kQ#!(zz;7Wt
zq+Y20Pnsbw;P(d$etK(0Aanjc{$D*+hUMZy3;ehLcgnsRTl?pvNx%3G+?zsR*XQKs
z7J?Oe<k)||J}M7<zuQ3ZufE$X6n|d*^6e~j4GpYJlnCRbj<0i+`2XWWPVlFfA(02)
zn$+C%xK#VN8L;5ACh+c}0hZsNEgeYHQEmSB|KTBDJuQ)p)lVF1Z2$i>!vDLg@y|};
zf0yp4ej;gd_-uAjQ4un7{}J#N@(r+wf^>wWses;sW8V%i#_Dh$nnkO;;^E;@P^7M|
zp4Nm`+Gikmc|A4}n7l2mtp#RSz1^V21^EB36ZaT*gVJ{T<VllwC$$|nd`^>Z_?-1-
zoK#ls+VyjuPA~^jzF08te};4PqtdOrKutIROzI1u_gJ~RPb!JL#o^{RqMtwi^M5W<
zM{h`bM~9zKR;so)dXzmEUK+8vz6~Y*==SehB-BZy$cVfc$h&<pK3U<Yquut;%`d=3
z1*h#26<uj;LJgKRhm45?+&#Y<d-(S$5=jzvi?7Z+NX~-XdSeA$HAJv6k5tsJ0DKRQ
zhmb|FJ@1|ssX|Wg<#Tm`VDsN`t9A9v|72z^<XrskwP3FP@25MeW%be1Kc2~313T|Q
ze?d-C(xGZ3%|Z~e*xFd4II=bFf8F=wpMTuJ5`vG8E+Pd@$F~mHrQ1giX7mX_uHZ0c
z0&-`Qs)af)fPi0tjdo?Ws@KdCD98eh&HdxUZN!xUhxqt-iRlkQrxBmFkASnHng^iy
zhvRB4TP7fTwyKo+izJI9if7#~g=zG^jNTov1YUD}gO6*nng2H0x5w(`Zm}Ug=76|(
z;Lm>*&O)J10u6m0v{#c$mx8J0SUoESHVEe&I&<>LlP5E^44jBNX4^Ye0ga5ezaIMG
zas=VRxLb*3=m(N_m-9_K;!V{pPU%yw*N10jGw-LLmqGC0YGzbzv2Wkn8XNbkO)FUh
zQ^`zweWzUT_t&Txou7XSoMsSVNpueWA&d>@&}ONnE*FMGGBz?5p^yxVNZp!=2I=*H
z)}f1yM}h|z%@IYu_(~R-#vR#<tC197p1n7DDVgs(-bw`a<l=A%z*oc{Pi4|B%mT?a
zov9@szWgSXJ70X(svr+c8ncgqKqY^MMDSKu$78V%JwZ7?C@Wj+)|E0NFzf*aNnvu*
zBi8eu?v<T=75;$kfKhr~7s=lWYlCi1#F?iZ^#V{2;5$L0N0+(IVWl$s!-1cQMR@@=
z6iL!hS6>E$Dg>vH_ifku!!uS6x(p02J*HnJC?ME~^%=9eVo|M2&A<#xW5Bjc><82M
zLJnM7eBepZQDohlF=eF{EilA)PX$8+IOh9CwbCvA{8DZ0_b8FHrUYn;e^ECgJ=|L0
z>K9lQPQAJb@<LV!q=m@!5(k0`9Un9nPEe`;^*69*^D*3cJ%BR$@hAtd^vo#+OQv`f
z%XiKfe12FisY&>+VmiMuoR_w6D^_pzv@FQ3P&tMRU&M*iSuYPtOXmZr*$znOz7@{;
z0n-`M8gA}ui<7mZlqh`b(6no;FCf3OV8m45-!ctKf$i)8U?!1;rwcR_SwGXcH5wWu
z9HLXSP_tFd92iSpAB}8mJDhh_P&3ZvC}S+ryzW0a=QU-IFjWDoZ}ENo)|f`nyd$I3
zD$6LX#HmitxD|-#AV8o_Cu)y{SprPhaO!5t#Qh-qU*CjMBo8($w8}KlbKbw#kxov4
zdL$P}-mfkq1N-M9Xd>T$37mv#(!%AlC>0kHRh$YyLzyP2HuY7&NdYYqHagqPL|#v|
z3RU9A+T#@Td1d7mo7?L-HM(|X%j_mTIx1K4(n<|rtJpR}fEKInwd~Fv8H?Z*_wE%5
z7+MAilEAO~gu#XGe=KI0x3<L4N0r^3Q7o;`0-Tdo)+Up8`oE!4#FyqTCrHt^mflzA
z44eXE1@RQcwF{wdyyQ(?oZj;>hO7QoZ{&Nu2Bv-vHip+N5kS1^*@%{b!SKuhFVH*^
zP$L4*50d!|o^D@$ifQd_{JGk5gg?d_ZE(oX&wnsNtOhBEkgr>yWj_lvj|7P->|8H!
zqfJF+w3bUMA;rSBsAS<2{%)R!Mbh@l8LYmZTob+w1#%3kGeOy5nM3#1AKAPTeK_Z^
z=7V6W-9s*LS_6k*BXiJGW@&j(M5Mr!vo^cimk!5HQRC(F+)p>|faJZ~Jru8$+hmQT
zie9Ncv%mqxW&#m({V6eaquNxghZL#g?`5LN&4gJUKgC!11^+P&!YcRe1Qz5x13>6%
zLPbL~^ub6608rV$AF;7<39lA6=!}lu`CywZv%(AZX6imHY$)l2){%$sIFRZvq_10=
zLp7<J_7~8gBBmII6PFHcC1=(OUsnE_jKh@xhCCY5nWm)Ud2t)?P6FczD3CPxStJ9Z
zB%eO*Rjz=yeNwl4)bUUd#LB7C*333#?*#YcQ~CEC8X#k?gz7z@`3C9rf`;9NF9DUN
zc2q${g}mlDG65Atx)d(1<mcl2)UTjqm}svj85?#BCp029f^!d9cxh7(<?CwL-UP^D
zDNF_TF;`*VgQC<r(QS8)E%``mbA2Vx^QCCpHz!G>Bfzu6GcYydLU;bS|9ee5xNXAw
zbI+ND1aKLTYFlr(19#Ny*0-j?TV7jh4Eda#99^e&fAnM3J%uXXF#n;X_tu#s>gp(i
zTXlB(vq3r3rH2sP2p+wc1y1&@htzbdQp(F{iBM)SLC<Nq_`9XMyL$;OYl~I($sAq3
zC@vup&koH{7pSgz@7D1}#b<7aZLVzjxE0fK3JtIJtX#A&MEG-cticz`DGm*&>D6pF
zJ&LRUyVUe_SmJ8xQ+#*)m8sGA`V5rHUKy#r-P`QcdW8O2v--e&)$TDeuKar18?>+4
zfnxeGZu#T~@D*uvrv{>>$Eep7h!^zG5b4FLjjMlyHJjb5!u0bl+SfDPoo)42>2>I^
zZ<}tjok-`9?Ry{+F}#f}BXMYfXGgC2Al#jII~z$c%B@cTrPOH#G^d{D|G2&QQ_+5l
zvHB!6u+_6SaMU5vW3kEMrIRiA`rmzuZd656?cUK_w%Z?E=gZNzes1}iM3~murM?{h
zN8HRuC>9V|DyVzO4D^izCEtR4`uGU29iJ8PK^GUZa~tU>4y_wu_(-RNZqjQa<uuV{
zstL>|GjxF!ksEMZ_1cz6Qc>vUhnuNscRk2+y&$vJA+69Cm8Uh}ZXEpLs$GUQ;nOY2
ze}vD92<)Ki`4Pyfr(87ulk+XzmpeCV@71Y9ct14@ffqz15pE~j?YO!Pa-n6l2@%Y8
zE0B^IETJZ>c{mLg7pwz6>b*eDm%h=LE^($p=&H5tS7N%uK8;+!8Kyz>Y=KNS1gu+&
z1+bSwdRRqJJp}+X9a=h%%ch|DAkYd@tIf&ySvJmVM$kAobF^%by|YxbF4CFsRnFi6
zKqEO*n~omxFtZ8~ac%@Lp;~mdHqZdN1+K#@%?BoNTHd2!U$wN(KV-GRzP>(Y_AvxB
ziBQlQDp0(sRPR~PY?LfgA1yvFSq8&pW?JfbwhV*|7u@o8VqbAd$(T{ZGpqk4Y5G@V
zd?J@9>m$S;adr=^2n8k5!`E}U$gI3y7Zt+*Hhq`K$H?jB#6>-VyV>v0-hce^G=GcD
z7X(Fhgr64?*MGLW)C9c)QJ3mPyawtXvV>PQyO<EJ2V#)9GPPEYF13C+y-!BfZ$g!p
zmMTapy`tK~8LO+oxv4~9bLG_s!Wqb9VPj~KUqf|sR60O(cPKb0cHt(f$dYu=sm3R>
z_sLis%Ki{%gRC>YM?noKod#y*T@Nn-R05HiW^);-{#KdlyQS45Lw6tDt}BgxGrLR2
z0kR4*SZE=#)*WNegVI<?1F9gqBmD`Iw?{x_?$~$lcMat)8tRqC@)G&=#5Y)KZf&KL
z>7AOG`N0e0C9KkOHr(FVoRtbx-95VD$Wlv~Xhdk%XmZ8hyu7=BQbo=4aZ@4aLN33l
z4KF6ycEtZx0_b)-<-@+U4_5hVH*KwZ=I(9~mR0sy10pQ@b-4+2zJAF}fvK*mORF6N
zNir<Y?qOe(UcFUjBrpThUR@{2Z32Z&6BtUlp>@Ldi|O@|+m4%GW`Z_6e!tkhtUoFa
zEw5M-Ky?ZVsf51#WOT7F>b;~=SF|!8sAtO{Qdj6b)@Wbl{ziPR>L{WibVUGap_|LS
zw0Ria&TaZkZrV=+DzK8R1^HiKx}`1LdDQXOmzIz2@B)7ZnLH*eBANHs5WdUl>w92O
zJo4JT;q#kz1s9E!yIe73&C9{{wDJmw{jk1LE7|DhlqMNklxTY>tY`P8n)hQr&U-=$
zH*wGN-kj|}@6<iG?_v04cP#aW&(HcD3V@w}hupims#@f1_@NXIi_Vb#u6V|Q`+gQQ
z>2=Q*H0x&9t?ImALYrfj)&?;6lnrthJXSz2#zWfAPGFopT6?Cii$U_157?{`-)WXg
z6pN|OT6|Z%ij|>$BQaL`WIqqhbhRrkw{!+xCk2SzOAkBh#OH<QTkhfv8+HZszbWpk
zahq>i27L6Lgh<4w&m9@YACP$I-^I-N=h?B~%#qYDk~6_y`ilz`$a4kx+#@-je^gua
zUv=SDZl6g$tci;M!$`w8C>mP`ci>pB!}fwY2YGZEP?TFUYlv4IrF(b#vLja9HyK}I
zQX<&h#HB$rjrc7WK|GJ1(i6qFzAf4G`7l*7Vl@*B6`Z?c_it2+hq>6}_mJgozLYw&
zl6U*$-`aaog&y2J{a-Eh3;%VI3QfGR9@2aY%b7jz^o#70f=8wvT9gsIL5Czv(8;P#
zG$Ff*{aJlQZtapsp8vbYf43TTj8NN%tu*#FwJ*tucr@ri!s`>}Z+cD>j}-?ZbD!=O
z?P{=461+*q#OrgQA@#kr=Cw-Qd|n75{5`v_U;gLGY|-e=6;koz<pGn1{%pH0B$H8c
zW1w2TtLL1msb9gD5AYfho!@Nt`p(}2nKEj04|8N$L>iF(fa3ixh6ip!!b7c$WNCOW
z{E8xezISANO7}_1D3)l!>s7zr07PIQEJzC|*&X|xJ?ff~P8C6o=F&SZLzOhDBbj>Z
zzg{%1Z+$o(U_rgSXl^}{l$Ld+$tCZR`Br9PghPQ7ueYNJ_1~Ka)QLOx{sZ$CmlH_I
zB?qKG#6(~J@XNwA(8J<lsq?oRO=E_(j8o?=FD0q|P4tf>I<K-^M1vQ_pq$OWQP<6O
zU6m1xB_m6)Pb05tLqv7uf%A<Yu8%ftkyfQCID^8}55v$qHgerPy9Pq%%t?LvmNv6r
zbNSz(<5M0j)-KyX5FZfLAODR;V?!u=7kn^!%jfXG^MOr;pq^#SvspZBDBn8%Pd0Jc
zG_mzWaep_(yk|w8(y8^E5<@b+{|8}Tbt-jr+<s#?*jIEQ-yy~W%!a-Fj}?L}vJZEU
z2C5`3k8j-6n~cvVPLDKchOcSWB993^JLAG95xg`6B0>6j6H}$C+zX<*qPJtGG$o1(
zE<I%~9=D(U6rsG_m9_$wt)KE3ky01Y(SsrvU#UzXdR_GtWe#4*%#4Un6TBJZ*-?;z
zx^?E{dSEtt`2ADyus!HEKQi_78<Shdv~0Z{2XBm|4CuU1>eG}b_xY-t4M=HF&p<U4
z@1g_*`{7*y&j+U$FETHW{k2N$X0%lp$Fh5_jt#5bl6RrmT&c=WMQ!#dV*=X-YY#7W
zUW&%yEq3m8YZWx0D?su7W{1G$00weeUEKminJsu6Rv?FlV8+`x-}dwS6<urS`|}bY
z`qMo(RISSXY}Eoe{0@&^u;1i5oDU3s^48-w*qxrK*u);m&bDLUeqUQznU@+4KXMY9
zEravb=F(Fip=M{Z6?uBbJ>&Y?@A!OuW{~W+&tuAcA9J_9k(yMk7Ppo!Xi0&^`m({{
zeLLl<e40vw|0^DQ0x?2*+<83KAWM*&2Sn!%*y<4gyfNk=EY`}@^i}1YAi17p^0K4e
zDf>z+dP@oe^3kM?@<(aSa9(ppRTN3W=@(aK2PEU4Vp_QisD`18agtrDyBATrFkf3`
zwiwiz*{*A(mHxSvj<0@Fu%U9*o0MoiRXTM!DndD+WxsNN2C?+DI0TY+qDSni(a7<x
zwM!ix3y)`B?CSZVkb{%D+GcdpWXD$IlVlBq-lH}k_k;s%s|PwmW${>*M;r*x9PclZ
zu7|bkj1%ONjPHx6*+>GGS=ZBhZSQxTiD;lOX7pTJ1~;+5*{VNZGUr9s&CLg)Q*-k~
zl&yY)20X_QTYh<G&xq4Z@nD}roQ?Z(m6cv$khqgZUiHseYteu>0ITeTO^gn!6ys93
zT9QgwUHc)tDbXkG;C}IM{xIpxfnLOy=lh@SFu4hK6a)fA<d65L$=kr?>C3#h)9O^Q
z17UA~c$84vG4Ft!osc_v|0;%$O!L0PQ@oa+_13t(k~7GO`!J$^M_YcxTJzpt^~@gi
z%H^3?)rZ%IFO96WD=81|3mf;_26=eEEjepV*kqH2HX4)pWmy);v}SmNcDcJM{K10)
z0GydSAVI95c&1iwu6YpgqnMn*U|na01u8i(Hr*()(G0qB2XUkqkTX3xEquc+agwA`
z*O@G*>-XN@h0?`&(;FkJ9{_TY`M^hc@#2LA03pkx8203v!9a;qp&$pl%gyA<l|qos
zB<~Z_rT^fkDftX%nTR0xl4|(5Zvs*VI4*SVP_|?k2v)`he%XH|&-n2lWSExcfT;j&
zIESzFUzDTZ`OCfL*kgO=bZ8uap8{gWw>Ei8VP;ZJ0dM?OSR2dpBlLET@@$|hr5M;+
zAg7ZOw~b!nr0*2A(2@dht83f9vOF~a1PO_o96FZa`B`Imw*SUhI2Rj42f6<O04d1T
zciW}_v>bQ@D2_)Qiy~Ke;;B=T1|mj~z+oJsEmZgq6<8@cf#A(hnd?P73YE?o?gDAK
z3a6J_4Be)4mjRkL#{yV83Q(#)rYMa92ab>)_$ii0D}NaqOF_?d{D;pKe5+N}4!am{
z&z7q$ygbWsWu4y~%_Q>Q$2_<-k|^s5Wi_P}ZYykh7pR1IKizUJA6dHs7Umr_j8<J8
zMXGf!cDvzJo^W9&kZdxQ9rlh%ip)CtwVyQm-XRoT8v+uI*d{=DSB^2?zI`j$0HxrA
z2COF^MaQRrT(KZ!F32E`vSN(3f<-}=GI@Tqp>8P&=Kxf~3RbUB)g}+@I~a>71gpNM
zb_{^vKp<>PV}nN9HLt>XRS(~b9`gYKMBPVyU^jvZkiB|<Rak-Yesr2%${G_Y1*zf>
zp`5vy9WX&`7kn<zExMw71ljea4OTfY7KRyJskz`~r|5V)J3FF4i+X4aO!m;_=}cga
zckfcOf4!Oqn9d2G8o$Zw3b#BTeFNH_zOjzTdHbVFKtQx~1xezzU3Z53D>K+-uAkG+
zA(Suh0P~vx3`Xf!V^2>{n!hLY1vaRz3#)H~Nb`LPSeJIguTLW6rB~6>fhEttMze;E
zMG|qbL(wV)7q)nfQ64Q^$XXrZPXiW76c1Y#vmII>a1M(Mue-cNk9`(we5j|!N}R9s
z_bxq-Q4%>ouTGJ{M4vcuLg$gY{!?@p?VFTjh9C}RRZ?^7gI?h5#PHbyu&(vAcS!vQ
z4_oojGbNJTFm^-n5T0OxO?<b!hl<d!u6t^rag6T!YnU7ySm3!4b+e?iQ^`gxf0~g~
z|9=ISz~L+b%88zKD%r|9fm9ud==N%Y{`7<1Y4}ALlUH7c4RsAU?f~*A83l+_2@sBX
z{R0v*GE5?{UL6HH`+y5!SMuuBD@S(S{q_SkV0%m<SdGt$Zh$>>R{0h!K$KCYg0)aj
zk`J9e#yB^}0lf!aM=2(Z&MGwlEw4gZUh~1b%HjFcRG@zab3*{YCt6ro)H6XWS`h*A
zwq0T#E&`7g?7t}iA(zv1;+HR%az}tz?Jr19)`fk`FeW#GIC0Qb8Mn@)AHV_S9z#`(
zPrJ4qJA1Z6w-HdruW0`AasU<Vd}>%io8f|g?n204e7eUMB*44tR5UgF1@lse2|gQ#
z<mrMkf(0BhqPEgJ77TJAqy+B;4DgbuVBqtnvCN?>eHWb-(T-D;^mLTnOG)K4)}~+|
z5ynfP&kofEv5zsTZ>DOI7x3fr<q?~qf)F%z1&vy-gmY|b+nM&|OLs}E`c)nfgB-zH
z>A-j5m|x!<$Fji2wF)G2Ym+<nS?=?2%xAD0C=J9=1re50bXZ6UP>5F@(_fCvg9Ip&
z@%@REvrmFNkm5t|*|*ps@PjvCzhxs?m#PTlyA*0kR>z662BwS?=c&I&yOv2&H$zcB
z)i*062tk`gnsot_JFh($J8Dhc>ycwg)U*z^h3F^Qe&{ITT7}PCdh(tXS1|DIXUywR
zCnc*w`5N>#$gKg3w>i1??^rPV$<R89erRD%QkK-^iuun8`#nYmiWNB^_QW23CE=*Y
zu3uXIxLr&q`K{bQ@nD4{AM7Dg$nLHfGB8}55YH_nz&Gr;>@=m+UgC9L9e<0rA`qmL
zvrSy3-wIN`aZeboc7X}P5A5<1LKrhqs1YVe@#cYq^XK-CWkhlmaBArU_}U1Xj-ox4
zDf43Mt{HLb=SCao(or9Yp9o-IB%S!{mybf~x8ui;e{TO(g)}FTtM-_P6~6GIy))YQ
z^>{RtsSE|Td$*`){|gDlWl+uZ+kOZ_uACX)jx)LL0(1I)^HkeXSg}kKYb-r*MrFE8
zq;=jq`3)z`K<VWQ*bLhP1lu%!@3s+v#6=D%N1D~i&8;hmqBo}o1_U%$7oRX<cR&fY
zCfHxY{Q5NZSELfjzB&q#U}At8I`93o>Y0-w&VSDJvys8#*W*C8Zc0Ns)}89uPVCtZ
zIUE1ps?lqCmv8mb5zpK#5fRbuf1PAz>SSWS?M&p}=356=6uVS}#CpkS*j&V6^Tf6s
zbKX4`PV1<;@P(j#gA(+1E7<gnXYSd1OUR&>VI#RfRsOu>8E6iY4sd73yTIP+qwx~=
zh+q>ZcD_N<u~KDLvah1#3(%O_(eiY16FtnB*e%0+i?tN!qUQ{i@7f*IGJDTDu0W}I
z4Q^Y2F@C<Yc45bv&9?5UO&OV{UZLiJ{suK*o0I~rNpIYKs0J(fwUY$uEVg8A`yYG0
zN*-J(^F37z)eoBQ>&dx+g@cB>ve)P??9tSH<JwQZ3|yE$y_@Zr_AYlMUvtuSiis@K
zY>Pvj#Bg`rZ<juc8UiXb*x@|6qa8IUETh`zH8V3q){{A#StHO=H@c+%(U$yb#G9+E
zL@_9>h%V{XDr%0fDHNro`Ww{7e?dO#wlA1dQZvYNf`*3%8ij{!LPVMGHq(a#^~I)}
zy(Qhh$3;%}?;^bmJK8W;Fhvd>bCT6=DyWsmPL9ffCTc7Bu-x~c^1cV-hwKM3ZqjSs
zYH{-51#6YBOcgKO7mhM$c?SHO$zfzY1<19Gbsfp0KsG+-A?;)GX3Q`e?ip&!$t#~T
z;QytEOI6t37dd>3G*szptXv5;*;oCvOxQ%w9-cWP%-cq*@KNsVX=PPKnM<lwojWT~
z&yn<yA?=8bRYy8Pn{;T!I~!qOYF>6Ow|=+eq||8w(vDs#Y^Cgug2mXQ5fR2C!{<GE
zPEaSUznv*v!3AzHir>=$J=-RMh!RwRRE`^rQ)Wqf5_Gn?icxC+C5;~mPAGM0YP6*W
zmSqb(ub#p5gv>~-xsvlw5_cEcEZK+heg-R#)L$tzw=eN#Aa6aja<6bH=H|>KyCh6U
z|4RxqZjvN!JlE-ug;t5!e=L~7En3V}2?Lh1-|6!RP-#CjDcuag12i9y*k^?KR{jm8
zB0La1TJd+WXQjkqvYKmDugPcuRz}hOzVS(s!}ivhfmrTAJ>qOZ;o`72xrBByQ;oNL
zA7jt;<Ij)i22OuF=J4n&a~^qdXBfy<n!)`<-VU*V*n@tdJDE^EOCjbsSeJ~95gQy<
z)<LS|V=Xpt!0xcNmm`Q=JjzdVD)iSIhDkmX7AdWrIvl>#rET`+1alT;SH%fa&T~hp
z{OfON0k&;b1cO8)tN4`nMIGA(Wsz_8S|#O3C;eRbZ8gmk>A1k01^ZnGf2*f3a*9)j
z!J+9wNr{q}=z^WZYsUGg$F@+TtY?;8Ti7#-D|SB*=e)1uXVT+RGPO@BQ!%~PvvZ?2
z1G_Q?9ysS-|6VvHw-WhE7qII=rK`957W8<I$~Q4**tkQryP|!@N)N&QNzf9RmM)a^
za$-Us-8K&jkx}R-QXJsEGA@0swFbZzI#{G6LU}4&rozIhj0?LuC4rim%OnU>mDG^U
z79^qShd+J{mY0v;*M^N>vbUK9YWJu7Wv}>ds9ls~k}Nbd;L*^OG{1l7U21)Te2mqt
zCf<A<HWeh)bxO3frUR)?Hs3$GU#qxVub{81AR|x6n6q_2F9L{{5B57wzFv9K^`a|w
zv#boj1ICew1QS;KKC)sZJ}Xb>m@@>j7xvUed)-<2f$li+FYlY4R^6X-(F0YOr?Ve2
zQFow2T+9Re%L#^CnCPbl`o`LkdJZqO*42Gq!Z|yi@Os>kJUjV!o#WdfxAwPay$-F}
z?kqg86!nll9b8kSL-Jb=s3xdPY!xx_(Via3{|t2L0Yy>zMz>M0{Sn-PMDfwv*Q5pe
zM7Y3VJv$IFS33smA99sM@Yxr@men0kSZ9CUy`QF&nGkRP?VL(1@P-+s@GSex+%%<Z
zLQT=@1h6^rPtVUv!Nk<WlNh9ojRv7yQ@OA@0~t0@Pb_d~&IRsf;$Zc(bfqAX484yP
zMu5LCkcz5%@!~g6yt-I;HT_%Ef{93hS@r1=UnJ&cT~OY<e);3sw)KJnd!c!PzxMP$
zi65pHyZ@!N`Y6A(>U|O1B!q6*3CXC?`*9}!iT>3<Tl~m^`I&D;yX)ZFR9qT2UI%K;
zX9nhKX?<|>k|=`$)&Irn4`R2}NjiB#Y2(fjPFT^QxA0*5m4!5?GUZ<@fQ;W4K@a)U
zt2``AlAqy9IBUR2j*i>(xVV3{Qpr>%>tm$6_3O45+i0r^)<@40=1lZe1*yBB(N?8u
zQ)`hIL*dGG)TU_McL(F}%@wMdmZzB(r$|^7wda=1gUljPKnvG+fak*<ycj)}4-1YO
zv}6dVG|>N5>AowD6kS@ZP(t~GQgQw`M#sAE%&AkYyUZ}HPc_ja!08Jo!|bOPe>}Z;
zn*CeVJgBZ-dEPTxRjp$+>xq<%Y-Zuk>VcNc@#V>)l~Dghzv9t(p2B);i$hwfM72Pv
zk?n7cXoQJRo>k_mT+Klnfeg{h=Z9uK`OcTuq7J1Dhq~KxLr4d!Gu$toi9YH4=YZxK
z*qYE&Nik&ZcqKsJ_jdvl+boj5NwC};YOSj(KjaS^X;RKZI3+97%MldZ$pI}=Ue(bL
z(M=u_M6jziy3XBc5Ow5hR@p;bbZQ6y6FSBgA{Bu%JuPR{;mziXa`20P*j~<8))xGg
zi;9!Q5KFLA8>>XG^=HfiD>-ntIE}brJH>z}I(?Aws%h4}oRIIntyZvw7VOFBjLMK3
z2pl;}cKB5Z;sxY$)z>EyT-}X-3an5Eg4Zb0685BGE@@DwR1#VJmxc9eTLD(E-6M3R
z-$o?t6>`I}?o<(m0L6=L`%X&~UY-k{kUXJ^O33u2MmfD4xGeG~CEaMOmNTc@2#|sB
zP^|D;u|r+73{#raFaCbMJNudc5!Uc(CBw5BA>uU@_^r@J6_GqbC8L~Ew7pA!65lJ`
z+gGAXA9YqmV`;U>ZyAroGm58wn+m%{wC4x5&U01s_PZXN?N$nIBke{5qd~99+kexy
zZC^u}Gv#9IgPV@kmWi=ueic`nk}F4dU6-<bU)O`klvs%X4H*ADPeQ3aJoEhWw*3Cv
z7QH*TE~$h`yy2fwS*^s64v=|Zz64ZAD6hhs6+{~CgwdqdR1Jg~4tDhElP4h>YuD8s
z`fMK#2;Cmo1dfPZB8X~~h`(0y`q(e@K=NT#MtYzFLFt;z&K}%LDEVC5k@1l&Knex`
zMPS|!vzG`FxW6%@fC_@);>4A@VugPRw!<pac+#=~o6U*);XbmUEYmMH7Sr%dII{S3
zoUjk8wiNIL>1TcOu(mJiVZ|?qMk0qDj?!CIt3Q@N<w-|nK_uOEJ3-fOA4T0<8Ag42
zt*i~NWxH>fSVUjiy8{HHlS<J42U%|&7u6TN3y%sGViJ-PA`ME2fCCuR&@Ckv-7wTp
z;#W{fX^A0c=n{q+U@$>IYUmshiJ?ZN``u^!-Fx5rxqtBwv(G;J?7j9{&wAFg*q2!^
zD+V=sI+g0i(Y~N-Kbq=|9(z#eeY=!v5Wr{1J}nv9UEKGc@dwZQUi1zol3Mzz9ecYb
zrYw-X%3afFKuGVJ9$s98+|g-srn2Dd@^GOqMoid}A2TdH-at@;@o$0CSWV}4nr8qr
z4HK11);`z(;M-mbvs@oMZK&U5Xl|14<*L5#M)?;^aP0z=CVM)QZAnf8K?gXE#NU%z
z=qv}qH8`)<w@KPUrKOJXtWWz-qkc}W|8IiXi<!m;d1?6?HH?XcYK)l?pCs;RJ-n0k
zqViETtyU==-kPzcr6oz1PB=eKPF%or=1=1@#=r1#si*ddyAw<>UHhxsQGqGvP2{tj
z3++l8_COYDeOr2e{j1l$muBlyDC^+TaQSZYfvW0l={w~*7G-cjKL!)I3InrEpDDIS
z69*_ui!X!6fb2;--p)MiClGeHtIMEN1{JgF3QDl<M;yIySrp!6-ajax+&}nJt6_Z>
z!>Ii@PqVn^nW?P5!Fqpp#QNwLYkYwfon_E{je%0{3dh0JW{h}QLfjD3!JYrI8~}Ob
z<k`W*;TC_~-P^|Ft>J&h0caKC!t|U=8A5!gN=FG+V;gyXbJK-tRts`cC1uQA<m|Cm
z)qMaQoCo<HM5kMfG@hUDGuhkqGg~?v=|Qb(a5-zRB7gl}k)6uWTm86mhf1A0w8{fO
z^Wr>v$rF53x!qG~Gj~qm@n^K5AXyLbqZl9Nkm{117flRGi>$2*D=Qt08^Sr^O%W~%
z_)--u^TKn77Nzh)mM(lM%NTO+yQ(4YclbszuapHVs#zcPFuR^Ine}iiSoi*Gs}EAI
zB30mwoL6ai0EGYJ>({TcO`)(XE~<BZ`_N_WPoy~O`SmBc$jv_-$mO?#J6q+_W)glS
zoZkaXtM6@~YE9FObgoFDbXBG0^uz;kO2MwTOuW2asJztDZSGMnV)9V(x4dy$FDd$r
z=efp})IZVs)8&SS`!_@Uo<LxGyC~#joffxW*QOxvT9iJo!B!S?W?&c3Hi}v|iG^+@
z1t*W_Y+|hn;ljo9%e8^D?`jIe9(LTGsQ0@sY!v)*GP{Lao*^5#zuLRJ;IUh4y>AGO
zo8V~(A*Ocb8yLHpn!riF)8e!}HP%G=R<+>f70X|zV|tf3V-^NRH|=AJ80=&O!-?_a
zIlsAvr3{QE-Jw9@HHg4jP)A(|TuO1kNDh6mYO#IkyXQ6e`jzg4*#Mp<S+!BA?%KvX
z%%K*N>TsQAQ^g56HHsx`d5bjN&4=@~rpKh@JB9)k_FMh2C5^2-v@ouBp)a@ade5xu
zBN&e=DJRZsD$E@oFrTD;SF;?eM^Xx9#vc@Yh0*<RVzP;bl@&jBSHdUJEfG0G(Qn%5
zDnTb_bFdb8H963ZyT9gCZ~i84;!3&b^P3U&+~b?V31EswYP%_`7hytKfhS0FOM&7&
zq;Bd#us<!nZf^>mG2~!(T#KdHvIW_k$<jb>*{E>3t$xy)@-cj!_Qu$NG3nXa9{b0A
z6Lbf@h6@3B21fIxJm8xR0=*T8w&^_CIFeEhWKHhgyC>{*lVzmpW9UCdBt)cqk(040
z>rbMSqJG$p7fy6HulmnTo1ecddTB#v#Ht+89F<T>4D3id_qGdVUeqhq-C!IcG~Rqo
z2b)<uefJV0N1WL5gosw)9l4#4KXE|K=y?GsO1N}gO<lbg=)efAo4So$zkR3YE7J&|
z$Qt;;#d~{uyLKOD8Fgi5!eEJ?mZaqqXATtayziZIAYK36tY+-%UyI007u`oSiwm$`
z6rv}X;D0p){FjsG%3Xz$DJYw4zui{*Xh)b>Cavrs2eO+COiXz|d`CXys7~!pyO5-0
zUp;pn$P63!$&1Iv#&+$dH<3obBV(ZyBExjVhKruY<LsG5lYS4|Z5nd1<9JFM=liG$
z(;RnI20Lcni>YKRDOm`<`sjWGY|;yz$5wPuSP__p{cdQ#caJ!d8~*nUFfami7Xd&^
zsyAhN$A77$a-_yNZMF9Q<fRS#<ixqTx$h*8ARv?Tm~T5uJoUV)%#MD1ikQ|`xzxJy
z;`eFu$rT#%+7L#FR&itfX|8mmk3pc^Q|Azh=MzfJX~*@7h7a+kzp?$BW`%yFyKs7t
z+gHDS{Cs=3t<yleT#G}+KX~!aZ?R*rg11D;Dk=X?G0N?bUj0hXYN-X9&EbrUEV~C7
z<flHOUnY}~z`~y%K{VYsRzdEzp%2HH_JVg=f59u)uicyYRyk@?>^3z^sYZ8mX)px2
z`9MDQarVL>P9-bN@Q=tA0yV8>Z<*t2imo9hHfscyzc)<gS-vU9qe-!vRGnM5FMD0F
zw;3B3i?t21e4?1B(W*FQ{{C^2RIpPl=M`{Fm1dMoP%x!XiVCUPo}Pa=>|$IE2^}lD
zxWCll|8TyGA*#e|=~cz*`j-?-uiXmoo!j=M*Tg3a_U%oJOhwK1%?5f0;exF2!0M_}
zuZAl`0wH?ww$cJJ75AHMQ#;82!Gf>H8ysM70h$cN%+=-Ye9*R)gMG4k)P8)1IQW%d
z9s8arD2}jvmAv&C@L`F7rq(NK>1e}ds36L#A!$M(?ya|V?KN3_H;A#39(Xj&ON`6J
ze3!ECK5jpHh{-)L__++ye=yyH-b7Atmpq^y!VD0?A++e|XvXP}ML(|*c$?r-{<=7K
zaq?&z_98>4&NJVFhqr5AJvnQ0lro-KCf^F+-zX;i=EXoZZGUydL#sSz$cX7GP#6DJ
zN9{^qbfEp@_7;;NMm%X>9&>{kp*YTMjoC^%S7(afV=nX-roFp}8bBVlaWt(OB)Rm>
zlZ!FDl($8Lp5otcaqTNea4kbao*$>$#kH-RWwtLxDv7UwQM54M&u{oZ{7DJy5SjO#
zVkW+iK}^MlIH9{JeHN`qryuCxzjI&B8a0SLyMb(-Y`mpuEbop(FMZOCYW}o;3V|5X
z7sNMO#(7d?d;7IF#1${XOlfpn8Twkatjb5Ot5@&qpa+b+ik1CZIh)q2WD#T!LVs3-
z>u0NjX-+CH0d|&3GjqGRFQKxF!>|QrFHdp>x}{1@HOC2eG>J%A$k||!Q_1=z;`byk
z_k+BiZTHG7+N#k$CWEC}Q*Onbq~ds(#1!zqCWoL-u6=ew(5&idvyXy8^as1_2g;j6
zClJMXTS)^>Q=A%Wug$SNKlX+mtL^UKkxJ=42NQ+D(tK6%{RdY`D$`fui05eXLcpuS
zUTC`oH5`Fuy^h<%_sW!AD7_~A^i~pWY^=~eGG>ijPdsAPQi@OKvy@kMV7;=|`e*Wz
zT!H0(4wHVx`k4X0j_J>TykQeRga{_E*8N*Np~P#~@xUq%0K35wQ3CMlZ5MgenjI*Y
zQ3c?-0jNcVIM@z5Yh>#|W0+DKGFK;yE%2k0xlofQZf%o|V12;|V_+5Ag)#{*(-RYG
zn}2=1$yZxPIjsJ$X{1r!$VX?G-z2j*kWI_);b@hhTNDj=k@HeQT94ME<yU$DarA7%
z1jqywft;WwNN~kO%g$crSCRu<MS4~#H4v?MrQjH0x)LFJ_}(jFjJ&D)@7HD@+4lvI
zJcP}V>-P(Xl#M3}EG(nZtR_R2t<{@dhn0`22t`2z22VG&(6vC~m6+pY|JF|hdouC>
z5Pwhr9r6O&Y%>iL0Nc+4T8ipk3;n(0^`2;@c|Zs&0c2ZY5s~kw-mQ#Q7k?k6hY6&^
z1<7VO_gWu?knlA>jS<m6zr?l9^_53}?`raJyTP!V*+Rs%>{br;cunCny7_R<Yjki<
zn{=G%%;a_c>rvF5FC`T4XbpJWkV;)Ykb9f(%O@r0SlkBh-9-YRxfRH6t&34e&CO*^
z8)p0h5a}ohm39QCEa})OW?ettH<0^zpe#t_m4wWqEyDF|+-%IcXhb0&diM?Tr=<RU
zWW9n*b~ZOim#q|CnC3J`2Ak!Tne`Zz;W^H_OvMG&ccX96fe(;HEczYN8_TQe@HLzf
zH610xaKXJ|>n`V!e!z14oWiLPu*JOy?;rr2N8d>lmUS!61DRV3W7&IVt=@OQ-{fC{
z^TfLPtsWs(8(_}{F^+fCt4Kdt117R*wQ6X&H+j8m)wu$dihJFSgdQhR+!N9Z@;DG#
z-xL1<%2sT<K-nT}ULK^==rD>Sb1(X@FU(Bv!?<pBJ|LU;3a<Qk7w0zCV6^kg$$syc
zzHykpsak>5FGV6BNnQHv{*o|7dudedv;S_!kfrB>y-8ng0Ne2UZ))_K)8Lsf8jDc+
zNE>TwGLXA81nJXtkovviy$ewcgFWfOQ=xqH?r6PdKA;r>3rY)P&;c;hY{`1mvCgfW
zpd_8Qla~cVcROoEYThH;Hi>Wju@%2h`)|Vo9Bie_Ex)GJJZ5qkMuk~$KVC_cH&G96
zzA*gnRJ}XBt2GbeL}QSHgb->51G#jNkdg~7Hgpg6YZt!dFdb?3Nb2UzL-$2FpOy5*
zzd%PxSWHYC1pfxg3F+zV^VhhT)02OE@e?#%m08krP)U;HU}4H>>19zym6z(y@kv@5
z9R%s!sG2l<9aZe7>(KEO=QAJgF;bT^^J}%>)|~aPKkoRyeWC40^}e`82mSqc>1UfV
zUHFnWI*ztg)4z)JYiZ2Q{R|6+G-yBhozkX0?0^4BoN9b#V<V^Bt8p*%`{n8-9pNk~
z-`|fcQDkh0%UM{~nc>TEoM<*9gJ-^>d#{BndL|r=raL^1tOwa9vkHVo^!-o3OW^#3
zsk7n67cJRZ7s3y;8i6k&t5-NRfF}2>HEI983_g+4i~+Z#ifi4}afmlen|vDR-8poT
zK*o5kz7t~pH^1s&lBQ!4`6d&ObD0Q7r|9=)TKRpYPB`wp+oBK!d3bX@BG95^-EVu2
zj@)35?Vli6dyNYHTGA^TtSBDO^qn!#>+YD~A225315>MQlD!3u#ck3H{iQ}tnXB9)
zpB$gKD*dgg_5^~`n1%d*%BBpI6~rH76GY7(AIpWv{gRyXK=vrj*$;sTU-bbwJyswh
zCb<t%#f6~2z+tknUJ~e^;&1<#GZ;kx%4)Qy0oklw+c*ha<OaU#_Pf|jN~}%b+kM!2
zqpsYPy<nvSwn^mk=ez4aW#L|*G~%npMGai@&kTeP1R2Cfdc_HA>})F%zmn9rxv65S
zu;&u`+{bcTUc3WxrR`p5S~d9M?T<u24-^&>LIBjq>uA1K>K1-H1*!uHZUAhJ1?Lkm
zhOWP*{?&lNCF$&5`cPCzN5;Ke>ric4EV)MXk7z_>qPCyjg52%5qI9gCi-zvuHzuTA
zG9(zvPHbcrZ}Mb%m0QTF?`+x@?w<;A0p$VIS)6#}S#ME438WdxC9Z(p?~}rKR|04!
zvdSR~B;npm!}m61f#%K}1u!Y~^SWtaZoY4dy;1pNGOvxI-o0-39JUa%Zy6(w-K#pG
zoVJ!!hQ6yS^=hgqZQ)B9J({doiE?l-HX*fJQIaKy?X!&#)$C;5X_m{PMWFt8f(j<u
zlZn{L8A#%8GGJ9J-~WKo#NxsSrlT;A_`3F?D1uJMXyP2#GKo8?UU%n@wxHxdZNLvv
zqP3z%wfXT%uRDUkEr`kNH39+JSUL!abW<{dU)6}mUnHGEUV<K&aN%ff5OgU`cyx$D
zIVXr!0B~GO{tVw7pp%G+j64HKOzo$lkHTKaTxY#vqJA{DIA6n+T~PF3vbMwlPW~j0
zeH^0(`7@Tf#io4v-BI%^num)Hc{-BOe@oNXF!Dcu{|?Lg#CtvUbA&iyo<<2&vljfB
zZj~R&VY-e6Jc~;LKrJmfs_g{MW$p+i;I0Mj6)P!WgVe1Ashz9#wN@WL4Bo>o=4m)b
zpMAF29t9D!7Vea$ljkJ623<@d{gn}wQh(ljxCyyAN+|^uUz0taPQMwg%X#HV#wN?j
zz?8OGt#J0Gm!*r`uYWMQz*nA3Xf!i}57a_V&(58~LoI!QW*?>&j@FvKe(V^|EqBeM
zg=MGtwa&QkMN;C=^0x~<0#lbxg7LZD{iZ(+(=FrM_R7^M_%<=md??U#<2rCZjnk3a
z<tsOoPlYp?8T!6^C|CO`=hMCQpjmgb#DNb@pAyMpUm*V=>n<b#U2vTx_YdQHwm?+)
z+Vlj`c2507K(~=)n8uK1QtAfuo=r9MPrOKPI1=+t!eiYDu3szv5Q(ItBT`@t7&a0@
z*T)eGZ_B=>dHc`p8sZ{*oi(sNF|js{Ab8bN2Ei-2#0N9a3O-DzyZa#%E0K^9)D}Ku
zWy%pK98|B<{{7^$K4`229w;F70I&}F?->ruD#S~(q2j#LA2a%wVlXl%)YE2nlVs+3
zEaB=4e%TBcFMeY(767pp3gs&^P{xW??Gx8eTKw^TqUL_8tWZxU)w4!W-QX`<Ie$bQ
z1f_6CY3K~RHLNTI13mvsAdqSS86FB~)<<b8y%>%6hwb2j#xkOAU&*WAKN1)(ads=b
zgtq7N)BpW@O^f=fCyWox6b(?TYUE6Jg7uARjHhC(c7R#<Yp_;AjZfvId$t497V9G~
zj4sOgmYiF9dkubRJ`Wm2fEIF8XY?IZ@@7lMX3#O>-66dtB2akY6O-s&_E*&PhA!Sa
zwSNkuR8yv359meVrDONYt<z^MXDe?!tQDoRYoIRFZR$eVAK;&1t)I#E=}l!XjAGK6
zct#tPcYN!l4vq*eKFZE~t84!)ka~}&(%?fA5sBa2nvgC!QQqhRuQGgB<=c`o^(~|;
z|1-JA|0YLu@i{vkgd`f-gD|3p_fUaZxIG_I<$@MQgOD6H&KnvA7Aw(sC{G$W{oZoz
z{?7KKHMd4koU!Ja|CwHi$Cl_t*z={(<o1cJoD?!~>lNl)_uCEUKccR|amZyuL6=8d
z<|ovL&N!5ocIxOpNh%*U8a=m(Fil~HqQ$HiTwrGk_*7O}Ak3Ccd<(5*Pe+bk&Y^IK
zYx(!qiijZO{+N=-W3WOq^Yw<09s^%&YCHoawx&<1{I(pCAiKK%yaw{Xl-eN5tbk9F
z%SiFBW8^NR-Ru5hKdnT%!vO9kcMMLUt+vEPo?Jx2DwwDP)9=LLVW%&tGKUVr6TaR4
z)F84xq>4#+7R?C8(metNX$kUgf+ptW0dzP#f0DKu7f6(mK>+)%@3Wh<*{Fs`<@8rL
za+$vhNFU67Gh5wYx@)P|6_B`w9^LyKENcVJiB<^;P|J?x2EJ%w+s_Ne)P|{5DXxh|
z6p7IX>&PvGG7bkY!qK|vrR<%nKhIDCO1CKvhk4fQ^3d9(L#I~2CvH!O*xEXvuj^5d
zVR6-PJ(pOszi2*r^&#G-vVW#Tspf2`E?n*|yvt9Q&0>Ws03(6hiyxB>gJvL0CBT-I
zki0(B(|RfI{7;}cDQKOylXR}p2)}1r=-mN^P(Dwpd1F)E^i`hZwRv?PJ|!Q`2Q5W3
z#3W7-RtHM~q0q+%av2Scb&@A<-8I{5ay1>;Au3y`e^x;}zN5e?^cOi^FXN!@D^Cen
z!koa#`YEbHhFBmUI-2dvTRC?Iq7)!2i-D}{CW`cTP*r0{E8grJ{j){gqdcEJ8!h8(
z8&}adeNy9LI@lEKR?tGQLt&(V$wiZ$7UtzkA`|oRLmHG!9<6}89@h2Ap<x=IITOV$
z^8-H3JX6j~DYD%CVm9;-v|`|{{Epk-yV2s%o1CS-30vE4U-h$9PD(()bs80_CDk>9
zch;6rZ7K0X8dg`qK{$1mH$&e{4I^o(_$+y2|4$^7>nO*(4fSYWC6pe4wMV5m229L5
znnW2cqKu9Wy<1}-w>Dt9yW-DoRX!N7u0wV*6xvfhRMTUHFvfJ&8%-bOgZ;j3?oe8r
zh4|p{yii?y0x$I-ww!4O*e)<yfT?z!eq^V7t?LFcvNoWDr${Zo=^A=Hn!yr&efe(6
z8`%YItjdsQUhX}j*G8Go8bHcrA={@Udl%YhV!}jznjE&K4!+I<HI!oo&X3^g_g@)t
zARYrqxFM$pbDWfo4Eo*A`P=Hy?;3dK9~QM8y3A;T5nwa-eX{_aU+K;RnHj&uIE`|i
z{Yg>c|4Uk063a-46A27%SnIA^+FbN6MSfQk<Vn3`I)YTRG7WAj?CD%hA34FR&_9sr
zGuT~A?;eJN#{Y*>wA0ds=UL;03970ui!|a{`KqSZjuCY>)jSnqD~XAs>D5nONc~YS
zoNy<$`04*;CE?$ht(2{DXp5wHXYHM$H<~}CgUFp2Qi|!BS!fP^v9h02Guc?+^W)z`
zbh#jEZUP;2aQ$x<V_#SF#GMKck{WM=vXEs?+dnD5GcsrAwv>;`5&(jS`mF{{sy{Pc
zcT4$Au|}y|bo4@>_ys#uNl;H0c?~C${YP2U0J+}(X~LFjVG+`)37TxW2lW2;%dY#B
zxlh04z{@S2h}v_>Hg*|fo=<`X_(m;7=;`?GVL$6&rM&Yp?y?oK+s0>e`_oDK<e%d4
zcRz<8ZWY{es5Mk;UTmxy3JcC(Ae(zF+Eyh7xott<7VP6Ia1U|K?>G3xY+#<<>dWTV
z@1Es5e;K`hXL4e0H7=36b0=#nCMtaHn>@B?J-tncyAUt`Bytv%M;r!OvHs6Yj!|D_
zL4{QBPHz+;6fzo8oX7YlD0B%G)6R{@Bl{2iY`agV<+yNntS`K@9w~zk9PA@>33AQz
zmHqX~jS+w2vUbhcb!74!qg8nX_PAwZ)w%lt1tQ5BwLv#k8w^gTpsDT_wW^&)I=KV;
zB{3*8`6r^_xBj#0%BCwq3T!|i{19b(>F(ixdUmkme%Ue9d>ZW$XQ)R1`90`h(o_SE
zkX_$OLR|OdD7FV*b~*GUVq(Gz2hJDnznL64ydRJwfF&1?EUqt))Bn#8mmst9!i?x(
zRbyv?7Am^JW+@@R;`g3`Rj+P$cw^9#^;>s^Dpq&%R-M+p8gh6=W;*$B*MSfZhidz|
zZb4R_rkX|ACn-P%b!kj#!98edrEm3Uq1k?%<1wK;yfa2&$k*2O<e|zsPQzbc0=fH6
zw*9*YEzS>GBr5Lq!Ys~8nR1anGWAkMoEbxfMqmUlW;#=7q*e8+^p==lOJI{Ry?QUl
zRHl4iaQS$4?X~igZq#`CGIX<NReM^cf;-Fn?{oy}{uedXNx!X?)h6*ovAw(D0@*Hm
z1zS%X)Kw?u&>R;O)Y12hW&65gta5?}`A<~1Lz6fIecv8%cP^?})tX_<220KUo|D);
zMnaY*AsoG564}-g%sBYy1C{WB*~oSc8f87-Ch_=%8lP+TW{A1HS2R2X;eFUN#kA66
z_9^T}U`Vd#<B4DwpZrU;O2SvKVxC=j)P2pq*N3qE^h)0fYCpXV6wM|rJ<a}miY__Y
z-(qJ=#I`2cF(jH!gD9SI%Iv*Y=E3gtUAQ-DNU0WdJ^`gHP>PzS^!_2>wfN-9NUCa>
zvaFC7w6NZ-$$L+;JRJQa`)%I&Y_vH%Wh_M6?&LNP&TlHG9UHy{ex2n3U4$nQg5;D`
zip<%knMr&WzJijL2-cajnC9>3sS^pf=>y@=m$LEI`a|Ruv-rm16;2r)P|V=*9lXhN
z802J}M1Z;+kCrD=Mm(SU3-#9H0-t{+Y52?3=YQtGK1@znIye%8TE@N<ZmdeSjyB5u
z4ewgp2(-uhk6YARtT=Lji71UgPR2<DmHO|0v%K(k#l?efh=3uP2{N+KtSN3n@rUcT
zVBi6FJ$o?98RfE_<}>h;&wPE#s#q2<b6`p=|K8+H5F`20PedKtev&e=NRY6tV3N3W
z5RzWhpLCqGh<2`Bp|kAwDEB#NRumx;J6A+NhZ@jf<KL-#W>YU!EOjjR4P`5j%{xBz
z8kl;>_*DzR0heXXu)4}Mr7x;Q27I4VbUMEgMKe1A+;OcH3RDEB_st#K-j<2cw1qOJ
zD@?3Eky!B?f(_XEOzUnY`cs1S`^WrF#UPoV$O(9KK5LTik$LvzQ&hwHUiqQN9vI@e
z1a#A!N5&a%zfiVhH8Dy2cCmy>(KRx`yMnGNYJ1q)w{4m2R=RhqhUf`@TYr%N73NLn
zC3LW3`)MsJLew-A&?Fq8ZhcNGDZ<r;Uh^3Wi|g*JzlDIZG4y;OchuGj7Yk+IV|Ln=
zn6PrigV<o9={{vEpe$}P-%|woqWVz9+j&C^F_W6`H9k2)0i(re%@>(WH)Zg6fr2ng
z%tK~>Ti$$yQWNbMP;KR}_A07P5Kk%I?s9}Iv=W*6C50S)*n5)Tg#d@IGvllEJap;>
z9*Ng@sM~W1pZ<OQXC?k}*2!{Wep<EX94VIjpZB76o(!V2A$zAAPBlM>9MV=!>4LG*
zgo7Tq&VH>Ee_p9%wmf<iYX-OfZAsYv;)C>RMXo!OJKhG(rv>9|b`L(_pzFVYhC0B_
z>t;C<^R`Xm^%4_((y1EGF{1T>$CP_PM#wnbe>AbMg2dUgI=80lgliZcCg3zD<ZNmH
zSLYT1dJjSB)*k&}_r@!?TP@xudZUxyLM${a@jD?T=X6Y57<?hkYNt5WDJ}0Xqj#Xe
zZZOpn<@L!U8q(m=Jx!fK%SKb78Nn;lhY({``}2wE9vbIU<u50KSRe}r9HTL8HNY^b
zZp{X7E22lSgs%CKFAej-!9aFITK-s{0vIRjD0N%2suu@-%tXD{b9mT*Xj}4aktdMF
zY!OC_3EzW4ex5!R8@*euRX0~FmShu6{MIK2GPsv*^=y(fYNJwen+jRjU7@jPsMkRh
z#%VfYQ2#Y;RJbF^>~tbY0iP1TlK6GwSU2CIEPkYA{;n%(*dTxPL<y|@(0H`Iv5)%I
zK+Ep){~Lm(*gGj;3JZ2u9^3lc)HSh`{iA&3`4gDeMJwcE@}Q7PKmpLuZxu!P#COLJ
zlIMbNdW=K6>mqfNGi>Br+kM>m6-OVLcU5CmVY73yzJ0=r<>bxx^jKck)y~8HJX~Ns
zl<5bxQe?{jO7d#8pe)~YXDH?t`e)y-+b)Y)KdVnC7sWna=(%1)<GoXu5LEHbKvT4^
z!xVZUvmKJafZc3H7a}<*Q0c<sZ0+P7q1eY=KS5z3s7jM<m)kOfwyZ7^@)qxKyJO4Q
z0?V1I890r<#|R{AAl8KO{i}BcKUsc1eiGpw$hlhK8q{`<7_RPMT3f_<yFT9M56*gQ
zeG-=#V$TZ=6hgiDLNNpKh#I#2@HfN_><Qbum@VP(W}PgYsj+9D0%6-~CB9O^OZ%=Q
z$5>&A&!0X;@!n7L4YJe}-wo;j7AiJLHl-WZku9wQLI>LWRmx*$;~i>64irL&Hcx+W
z9%5XBRuzd$F(81?;qP9^+j+0o^%M791lqv*L`hkwR#E8!^>dHsM1f+#PL3a^K(S!A
z&DS%L*UICQ_U6-c>Wbcp(zNULP3qTr2CN3(7Q!wWFBio^ko@G=Lzl^7{$R83h0p?p
zzlNNaA5d{_uMeoVym5lAlfjfI(3UupQO3w$Et?08G~9bmed<K(mx)@V)W7MHvVf~>
zsnC<We;c(Uq_yKCoDX?l0!OJ9>U89Wz3KNq%98q6Q_AkFvs16G!isKJza0;K<5wUL
z=Sb`_>iRX&T5Iwu?ER#XPc*uC+27z;F9HmaWig$`1LMlF5K9I#iV`2qc?Xc2pvA5V
z$*JBIhczWXsoyq&HShi9B(+!%vm{wKF61$HFK2&q+iZ4+ijpVA=j6+w7z{=W1##zf
zi)$%EH=CVmw|*L9bOPl4Ln%Uhx>KAdUw$hh-Z-~C%N)d8nz5qkZTG-(lb!Uj!C~)H
z=Z=WGGnd&ZFi3(qw0(|9e+IiJZD%0;sHAd@dj@X9m3pw8IL<$^R8@=e-<}OVh)I~?
zRNSmQ;x1R|Y)L6nC72g5nr|M@Nd&_v)!(O1Mm;E`_a(5I$)cl}+Ws%%Su_c%Hx*X?
z=xoi(bj8jFdb=6DHoy`<ovH1C5-QJyLsFHTa)K@f`cU7PA*V&j`id3q^2Fr1rG(k2
zbzrrOz9${IljEmYxSB%PCaE9_SHAavcoQUwCmM@qOEm@~n)lgW8$(&jnX}LcA0G6+
zOB~xs)KuP)%|x)A81FM$P(ybMgfJbw^JG{}P^2B+<P$Ho%ttAjZjkDi{nOdFTCQbL
z#v&Y;G7Lt6c~BSjx}?eO3mN(%)k451$yxr^Vxbw(DnnZ35#+(sn4P3~liG<rBC|7_
zf2cD$BV4ogLlDhik{>SV{FUs=CJ7v1;;~-ne$E=F+TwR$_=)*TKOG>?$xhzv#+}jk
zdp|T^GX(p!Nu57=O?CX5k>ihyF16U8D`ZO}X(0>oj4^}9*(*amJC-NbeheMb6k)+|
zO7#$WaQ?b_5KAu8Wl;%mH-THV+Ki#fTIqavcw(3WFoKH4X7Zoq$8t@zCQwLo%HELY
z&G|Ih#SZ+xZ$*`{J-@3jiF@?f1%$kM!bFN0@BVI;tHM<KMLUl37*x8r^ctf%vHQ^d
z9G`p7x@xsv03FGZd{BPai%0MNuYssjIbSujq;CTXo1>#ngB?E*QIm_=ygKypgYL4i
z{$e)YFoNsb%P@7o2uQQayt=;{>NAKZHoIw`0}50=vzwS_^BdiBC@V*3=>wpf=O~YR
z;y+{7_>`9kfeM#eJVpxGW7HS8;#}|p6v@bC{7gGs<`(QsW*jZ?W`ui~*-{#f3W7Z=
zZO=gd6pS;#p9V(raVtl8Nu~L>qy3@xCek;ufAz&h2afZ<!r(li%J_Vr^5la6zOe;K
z)Xm<u30A+k%)@o7PV?I05_9Ne&`3jvT_QOn1#4RD!`S>A1mA&umajB!D4(e~Iuk|D
z2JT|gUOzKtf~~O%z>qr>vgJUX3QjUJc7|A*+1Y!5i&VlffuT-P6V%o&Q(+TwZ!^f6
zsxLze{Hsz!No`>xD}NZ_I~GPSfDH<{<AX3-z~}dEYBVdRI(tP4T|l|qKNrf*j(zgA
zCJ?psO8JN#5XXa^Pp2-E9KmkrnluB)1>=|K#_2SdQB{Zjrk7?X5-#;hW3mtD(lU47
z;DU^6w03ICasg5BZ&&c&P1Y!@x_Xg+Z%8F}JwL8;$&4wRZU2CSxaUsrt5nuAU2l9)
zL~4^c><Ek#_NU#E534pwzBbUbx*2do2hg<=tc9WbFbg{Kx_Q8q#ThTJb@Af_?mj|x
zwd%Kg{1ENMw}Lb~RdZfI_0uQp^uc19)oOl&KuYGf-@4SqwQAkr@)#%?29gDHjZDyJ
z?UBGvXK9YydNsC*1q?kp^H>F84akco?OqhTT|{GkGC{KR6=GTYcV|qnE}}c*!f0NQ
z^gc<Q@SUiB=rV93xJ;~rY6tE>L2{NRgp9imWu-b8zY!Tfn{)`VsWQ%<N<>*1e*(*$
z{qzcmxF`A=2GxR_yuV#z-f%9<mG9pKvQg7KpyDF`e^!Z+x(^cPhoTe|%1#2GtZ_N5
zMx;Kq6H#ETBx_t7)j#Jz+Dn+jz(*oPpqlT(sR_f{)ZNzC{gEOQdn4>vn`cR0kbn6+
zi+W%xK4}D=X1hF5k1*RQb|rKt@(oL5rLzUpf>gR)IIfBKvi0l;#-&;SF4@@N69oKn
z)J8I&^$2u-aM@8o$Q02A0~~7iASXtAAyO1o@kkSWQ@?|oZ~Sf+dsWu_+ueZGDuslb
zUGmSWa^?Dml=sbi=SUfq`h7{x!o~mAh#EC;P0X_myf%(cy+PaTxpTyR;}v21r7!@y
zTAn)rKw_ar{?;_eXX~_MclHALy&+VqY1Jn{!K7hhH#`Tj+KER<0^kB6t7M)x8Dm+k
z_;9eTFXwi>f>lp>A?TqX?!3U<Cmzf+=VoVlDv#*F)Z5M{JfGKy^>D@uvqAJOqv)Jn
zLaMll*d2%yn3Y3?^d!}b_mAa<E~^|yyW+=A3g+3IsyS1jG<r7P?8<W5;d+oD@A}(L
zyi{Sfe2g;%edvC0Eh??Ptb}@_(NJNUl;QZevQRdVkN}%I=QnXDg&1ZE-mMr>=cPpJ
zIUbCCdwp}QD-j%OkBOxsUh~4>V!6rfSIw4L17n+sM$`@doI0CJkbN8c_z(|q)l3v?
ze)wcef%~noxxYfAP3C-o+JX-<MrPp#nZ=%zO`8N5cWdLXSBf|}R=!g-I{KZT&I<5K
z7K@lecr*<SbVH@6{bd7Dj<P5}mjTyqjmBX>Y}5S3=bx)iuj@&V_Z7AgX`0`w?n{-i
z<hFJ%Eub?&KJ{TrMI<i>FrHI|HM2Co{}yjFeCM)e{6=B*$JT43MGX!e(a^yojJgAI
zAc-EZDygcT#ypEB1Jkzn{UJyUiyyw%lr*^_;(Z)U#84Ny_pxGt`UK+NcH>xrQl$hI
z;}Zx_hS*QM8rh*rwARyq23?jjysg!n$N6XU{DOWJq6bR6BPG!(GamSUidLsU#~^g?
zT2m`5`bCG|mLwoI--SZdvC&_THYY!u$~_#dZh<?8K11zBrJVfnd+F87r&m@x%inQ{
z?n@78J<a7^`}CUgZ=}b2o7SNG%Rnvwrb}(LnSj3!@Xv{~0bS(%2S+GdHLm#2Z}jP{
zOsrtE{RcFKGhC!S@k4&=yg9smfQ9pfuOS;{uP$W~=ubqkJ3w!!_U{ed2fCa>l8=rM
zEX+2{H^e@|PK#f?FSl|^@Yj##z_Db+o1lA!zufwIod=pswJ3YRg!FQd0KD}V3{l_)
z*;xdr*cCPha9y1lZNpQdKY@&2uCi@BB9IQ^$qeT0S$+lX<;^CsePy6ag7ridATaV(
z^4m)I6?XX{KT!yYWjqCa_CmAw&gI@KI-A$Z)?FSxj|3%rzzq&qJ!OKYoXMIGn-o`W
z!RH%ztH)=wd-m1gjn;n)qMKI1nH>UzaE~=`+;p?4$KO<DXM_HUQ7+=k6lJZOdF4aY
zn*t#(#aagQlZF=u7Bv1_`Q6D+;C0@Y>F(@~b}a(>5o=wFs~s0b$156eRO6q(0+}`a
z#5!U#Ti}sOWy`W9<z##&ud<0acJN4|CTS6qDmvb0%0es$Gy!{1Zk%zes+iR<#$&cm
zq6*moFv++KQ{z&IJBTm}JsYV2=r#XKXm9{Xaq8*mIrQd)iV?P+bY?0lcJD@U!p#DA
z*7Sg0hGB!ZGurp(8=%>SN~z(1359<dAbhY3xYNRHnS9kbeK9S6{-Ul2PY%fFZp|hi
z@QCihyE`3?qWY_BeKws5*5w&{_BU*yfQs>MolpfRAGZJ!90q`g*<bBwVmtDJmTnEm
zRxN<4l0Hyg3~3n3js?1ac3Mq9Y%~1Ln_eI<Tnx0YqOK@D1hPoQpr|<?DjQPjJ`QWo
z)M^tnYnWD=l28HRi}{%ZR-_QLD2DlcnAu|(=@Y?g`!k1_r2nuL<A<WRE1lt%?)Nn)
zmveLT%k_b#NwrIBkd|qs`fgvPVU-zfr@AQj!k<n<@j>)s2x6pZIL&c+A4nJUH~6>$
z#RXgQgHgwFGH8y{1N1`*f!Lhj?eW0NQ0Y6rfLXpa$37^N)y^w?Pv*WCHV+i5JP$xE
zxFlEi30QmD{bq+XEr*r@_s(~FlnS3>+>c`LAz=w3!q2?-ritdNBg2fuL1lp10}ShL
zV+Y`F4S~21=iA3=dob8N`zzp&0}xt4{izKGEL2H262Y&mT30*@ZQGAUcYUx|Zn^#7
zzN6;}YK<US+|fqADkd?DccqI>^`Mft>5g7sb8xUFXh#UOu$=^Y?h+1gSVAy05_o~k
z&D;-3NSVzj8`NF!MF`fME%?H^nSe^CfJohn{NdvZ+xiNwxxUX0g1@deXmumWeJqa1
zHh;;>5e#4gcgpXcP+7fnVX7>g9q6a;!QFm52Q|d!Y*A3PuoJ~}15_*}+RGowx}7#<
z6030FHZflX%$OcwdomgEm=>sFW!Z%(a48#l=}<^wT0z%HouWU;LO;q5AJ*UFZC>5q
zf-oDJTm;MI>KiJ_BBno|g`y<xIV*skx<IbZpf6ABT)hrx@0Z>T%HxGsH;yX#;pF)&
zBV?90x;E|o-hG&FR@7*7oaoD*TKORGoM_M#i~QnD*ls2z)QER`^#O59DVJIN-Q}S1
z@71Gt{_46?XxAdN07nk$x(c<*gp^~7L7!J`qaDCwB7<#c^x&QUUh)6Mp?VszGG1>0
z0Q1(Nqp)Ajg9~U64o&gm3zxEQt{2S&*Igw2(ek-9!ht)Yi$6XtV5GR!tYeIqI{0WI
zvwPdUv`>q0-D$Tw{_MdpbZgUOpSBEWn+8Xt7YJOgpk2X91<m)4<zJ6)oow<)Hyafh
zws|Ttu~)mRh+b!9V@snv^#<)HhX9329BL8_7=?M^0<yBQJz7d)kR)(UX0kfnkbi!I
zbXgIHe9c_F^L$rgQPVg){msZg&`XJ<YYL{l-5P*ZBnXe)U(sE+I%g9tcJQ#xlVE`A
zI~b{Xzp$!&!|#s@x-T&&(K_n?(&vI?x{A&KK9*!(+VBISkaA0bQJPP^g?7yx5E?+Q
ztp0c6+#u)%M^ciZhY6L`F9wdR!&849KGpxOc*Q?o(xKK!Wm*9{dK0E#@2sPT`Y&U0
zyU5^hk#lvZ`v6zM!%>+t31M#nbcsAq`#<A9LDab&&|eshScTN9qv0D5_^w_pFq8IS
z?uK|%eut2Ve(<?uQ3ocG2X8^M7$E*`6l=6LXYvptyer=pFJwtEt7zNLun$AJ6yd#A
zFF%!X&ctnLP@H_59Sv(A!fDOGe=#1J!zQHvEm`a8?RvIVqg>Rm!dy7?b#g$uSlRqA
z^)6*_rB#-WJvz|s{|HJ@SL53pUr9oxvalA=<Y6Rt%g(X$NAw$569E0Miv-T;3=2cG
z%Nnq?Lb||97pele0b%LSXh9}M&LS}_hhI&9_TK9+d|bH_`(A(3v!fsp)|lF&VF>|x
z!G?%+>%dL8#UI@5HAkaY|3Pj?mXYAG+=JLPNEjm+G@mOkC=jp(f(xWNUrx}|*5kk%
zG%AfWKMkAF`B{XXB(DGlfza(3tF02bzBA1^8cYmPKU?{^xT5{kPRF?GP{w$){3aV5
z?%$OJ*CvC5PtE@8EgQZGDn|0faP-4G)YhySJk9%{<;xel`JU{qHK;-INYHqldl$(-
zTNbN1b_zD5M=au)B!j!z&$VvD)qXVq0xq!Q5-`7_UPD&jD%XQ<6D+zI-L~_-mvwUY
z(fZC&*2#vHg|8~^AHYdCj}vlwgaqoEJHW;QLFK?6NWKD+7}){sg3yl&yb3q#APt)4
z82H9Jpr*HAc>tPLEp*C|kSzjDKf{IFL60Y;?fAr*_M{uB=aY4q$01~KIywO`b!G;S
zd>i^;ju}>2A%8a{*S=~j2HJ(5Ar1Xw-sjN7H~#@*|MM(kKzd^uzCHEwQa|Wiz!ALn
z2NG97Li#U2aug5Rjf3V9g`jPCv8kjLbNSO~SryPwAOc9BmVu^9^MG(U^oBnJQsNQh
z<-G?4JUm{2tG!Wl3~$nQf`}%+Jzr=Naa%%V(<PQEXgZDJ$@q%#Bo4qsy@W>vOaXkQ
z2Yo4#(I@+MlQ(<)0#oP4N`urIP+i_NkP_Va@6ZAPO%6z4IsN@TAObUojHwkN0&~9z
zsYvZ@uS!38X%!pt-@|}E%KR|Umsb_ss*`O@)z8V$=~NPgaRo~n?*RA>U{C|OydEUC
z*<Jl4`R7H$E&99hw{S|==e?u*>+)R>=KMt&$5U{R<}TTK53Kpe41(**gv2y3P^~8o
zC_dzgMug$zJCN*m0^L+m7Ern^JUrNJR>o664e7!-4EB}H3a9gMI>N?AO;UAxc3M3C
zlhBgtMP0(nFhnbyJ4$X6-s~PN<r>*PeVcOaruY26GJpxV{j5`4f8v#^vVGIcE`tF2
zE;5MvqYUkkaUmzDJ^1y#R_3T~$AI48;5hGcADvfW8ckw?xr0Xp-ZJfDyKKS1xgv;N
z?(kgYUS9O06UEx%*9MmUD~Hf)uGbKpnedLj;jA6Va=sF8{AGnKoG#RNI@Wdcyi+ub
zU?|7;o$)HY)D8WNw6Iq|-|iuyXg!m^G_hkwD1sWWDO1(_o?P4qr1WBr+%V~!a}#!p
z&BS(ff?v4Uk&lJObcKiXgl+r7__(2&`t8@gR*%+5o&M53mLB%C=OOFH1i5?{<9~rj
zHd~o<BnL_rE&3#-ZqA*7eO&l91`@^-eJm$1B$e5E`(o5Uf2+7gfacH9N;_`wbKPfD
zhdS;?YL7(n2fKxb_AB{NiVDHaoqmMtf$~>`sv^Li4(oAUmd^xbKs}9LesfyG9Y{{E
zAruUt6iZ!&*T443W<W*5M}fOGe9d@7&a2j6t_a`nMWcG<q&HmbEvxr>=V3s3LhDvG
zzqfONgWgov8W1eszZGm?S`Fn51*nBf7jJlWo^>t305Gw-%tUnecn##r#;jrs*vDWe
z6|x@_-D7rVhxia6yjsiy={+yRrpie8b?E;4NR3$TU)_lk2UJ3HZrO%!<r!kmrVz3m
z$9pb;S@eWDhxP^l8q^SqZx{1;e+EvFZA-?pAz)FN4h-@9uIHxLQCQZyIIu4|OWB%&
zYwU`-^(SiBJ+p4JY`k8hi0d2UasKGFw)&!s*zC8sK>dMK{qYO><q<%!5MJ%5+gYed
zX=81g+d3QK0v$EClM)~%`<fJ&QCRN?<a161B^Gk{-&BtvKse}Ey%X(ea-~(asPgoJ
zZ`B5j@BM0UPhPCG<`P%Y41f1a<;v$iA~xa(@9MQ#QcOeaCBcwy&q1I3Nm{dlsr`v#
zS9&jGFO1izY|z^f#H~3>v@M$o`&WFU<#Z<>3~kd_t&&<Q)or5(Lpxkdsw<GTy&wmc
zTKCLx1a|>ibsFke8j#)^Ko*t5b^{xqnPojoa8)?a7mSRxc<wQm?~kbtX0+>j?bWxA
zLcgE%qb@hsW$42*nEymrJ;Ld9xvWJ5zuj=Uy;XRLdmaCh_iTcU|4j`~1;KvH<1727
zUNf9era?hD&P&HZP@0;dWTig2t=&V=-fIIC1~6HInm5BvnGLSz9#1w-thoFQJ)fGG
zEnKYao+nvpvEwm_*LPqCbJmrD_UzY6K<!ypcaOQk%F46u^sukiql3pjQU3bRED&ZW
zl%^VE8aS++>wQp~M6-H}vWrfT^Qn8A`rEi)G6cK)mH|dKj#&R1yU%6%RSN9RS+@~m
z=9mWQaM=e)En;}-E>t7m06p>~b#p#Zx0nIE*icX|lQ2OX@2<3s2z%*<3;8QhX%@S}
zWQ4`<)D}&nuf*5Y(6B)<6vH_vM2t19eQ*eBiVmhDy4a>WBqGYVz2IrQ^a&>J$0B^2
zd66LVLRs2ez3JduBu;gaPhN%AhR3{l@%hbb`Mz@iVXo(QV!s0lL*ZfxJjHI9kiSK9
zU-b(}*I8&Ek8R=~wEEZ=49~mS0(?>v=%d~v|NFZC#?gQz5p%Q|2g*5@Gfbt8M)AY7
zk3TW8TW8&laOPUS)$F!O_6spACFJmaLZV`>O@2i}sS%|LDq*jZ#Sf5C1IA<~Pz8qh
z(yA;16m4IGgZurDHPy?}!R_+$Jd;D{AdqY{tFhLx$5E{kRm0<Ap&DgbrP=>K-25&z
zehI#CgBUuEnM|G~l`32{l$)j({Q2m3Jw{BcsQ78_!sIqc%_VwMQMJ!hm?jP+#?~ma
zO`s$zBeFLom(L{6AFtvGNJH$8vv_D#b^O!;*8!BUW2NQqlIc+h(G$BuLk*P}Q;Kba
zIf!q&-ncHH4?PCuu(mddUW?EfcY@;oa5%vZT@(w65hujXo{dC(vAPx-=KeAyJkKo9
zz6U)TIJ%2a@J~m!)e>WUwg$U>%@OPSZcnr+Bllw;uLQ$um$mvR5j6>3#s6o_tM1hR
z;tsG7<>%FmXpY}-@fJT5ffUj|R&e#F_@;GK-cp=RaDuZ}r%<e1jps4S-kiE)2cBw0
zZ$jHrIj&A3`ICm^<R9mrZOuXl%V;rO(=YuAC`$m1FB%C-@{V1bySf#AUCW|UIn5_O
z!J2Bcs4sL{ln-vOI>c{#F4E;8S82-1Siw2v<mZTdl9&Fsk5iJ~rNB=>JFkBj^cuj}
z0Jvu+uB8)m62fMVQjygjAQX!QGNF<jmoDUKM-?};GOXG4-*X_Q@zNRIlulE(e6>59
z-*mNpoWgibO6tDtF5_d?G@P+m^Ewzq$&~uNa9<#;r6#j}!}~j&_LFlXRm#ra^<atJ
z&(i|>(q`3#`K`_2pe~X!_PJ<zcfFQW0iCY@_2c`^;Sf1a!&5PyxLMD9e<%T;{#B1w
zs5s0LJ9sZ}weKL=*{jdY2zj54wDp<cF@UL*vLNh)0Rb}0RmQtO0#(#O{Y{W^GU}m#
za$W0r8eMhzx)GVCJs<l%#S!C}*PD!wciazDmbKNzI|iXk<1BR2?wU5**KT0&!dkCF
z!wPC0GjPkK{~YgOUJBpJQL-L#c->!-<{GrqF=BjWtUd%l&u)1J#HzK4aeC{CyI_##
z5H#%um6rLqSXkbuBCVD>c}5yGFur0aSaLew8&bP9d&t7iw=2}68v2U7#tD$SO#U*_
zMJ5PogFbzz<md9=#2ytgG44tgpcKIR0Lw(hbMyVT_O}Npc=yVh=MbO#$UJqmav)8i
z4-iBTL|^kUha&Zr<C4<mb&@JaKD-Ro*e~DYh)BuB9&2c<0+n4RAfEs|Zbt$EZPiK$
zuGW3D=*`(PJ5kt$#1IEOI&YB>Z01r@k-4Wn<j*PVBegb>qYv$83!GGK@4patTmxjR
zgw)u!UH~8{rBK<o6(IFBlEXaouDEA^Y#hpS!cM}rB8sl@S&-9eSJqfou9$o;oM00c
z8sDePckPpRoTr$gp_FnvmB$pqSGqx~B7TyMV%|F=QiyPlzWV&$dXviO2oD{~gh=P^
zcteqj=1Wkf^i5vz+8Z8C@Jj)CXsKwEd@FbYTi*^i)CUt>LxWW=!?ucztrmjHpiiW4
zY+R=NE>C2lXuaXA+aCCp?ltJZpMKU#kP;oM97-VwESZqPTbeM}nr?-|{@(m?O`Us%
z?5u&o5;orwL>-I$mW8@-9ejZ|;{QFBjr!D|g(_B-yGWHSBq?0M#GU5IuW}dj!q4i!
zITPPLV4<h)eZ7@OwO~TR9bYd1^RHA0Q6&W4Vg^=R);@o}CaiKIBL7Q&l3Zrn1sXTs
zV=fz7<tbvN8h^XaQYJLBPh3I_E#J;kG;x}H4YtL<&M^#iJb|w(k=en$*oVyO7kb(6
zz+MeCmiL#qmYL?#JKlG6Yd}qI-+1%yFp!}K-YNm?t{vOJ%IK5(s-<^jI4oFszFKwl
z9@BL@=K4oVd`EkfaC?YHQ&D^v1H3kNQ?Nz}LeMezoZ94_FHvcMA67KSO}Oiq-iqdY
z{=(7cg<<~kN0#KZIpIkoRUfA;IU`;)85b!MDCq-Ng>qq7$n*M90WwC0mz)QBdQ1tS
zrx+}c>JA^?zDLcc&IRx+Pb_GvguPmb%+P8qp4SGE`Ew%V{klB>g)Q?hev=rPJSy~&
z)bt{|EG%?r*`m-Pa1*H#p0HKpGa!44u(Af~n7zY(g9pM8bkNO8fOKqv*O}0lZhox2
zegHC$%rJ%|MyEypDA%BtG5t{m+e)Ar1$hSz3#(VDeoNNc?@}h%+w!kz8+K|f$bnNM
z)889D<zhMKJo{k`mY*2)?;CBdg>V2A*HiS<+WOKuLcRN!8rb<+KWSA!lfP>BX_e*S
z_q=aAVKDYQw*9YD&8WG1__N7H{j=|m2ml%@@CE}{jb92%eonbvZ_fMm{!7`u1_KF5
zKakxXOx`g4!#wCOg3W;Y7lDpKpn|UuQf#N-#hdr^A<a(EvV-Y$-VvC`Fm6kH{q(xO
zP98`l#PuAa1ix^=2FeDAIj-n7z*R^0m&W=?;`^Z4-K9~Hl$7*pVX>XZFP8NIC6j&-
zwbfgkpz~wzZ}RtngoRi^({$6D^su*d{xK`K6;H}u*(e;-0tYQ1!pm(u3s+g7?L3m!
z#SPAo=vY~`{D$WjU^R3J$8sT2L8v7!+U?URvnEtEkZ%nBb`u2i#z2A*#H)&l)}Y{{
z{y{@fQ*=k_PxQG(AI8>GN^LA4UPn!{1I>~BYal&RUF7d}MqmA@;3t5YJ^#yj8Hi-z
zKzqs`&;A=FH6j=K+fJo}bg|<cPA~kdIta=7b)CwqWcgqS?c5dpVs0oH@;rD6QgTks
zJep9iA{*n4hbmxMmFiDNikVj42PlqL3sYxIDG9WKPpPJZy^Salkv2Uj^zqi7Fu?p4
zILr7vPWpqmBXY#oe)X>HU!XhA0Qhm5u4>x7{nlgDG=V^KNH0(?2Hj`ay&ItBS2u6g
zXpYjrzJ2~nGLms_l1w3=?mcixb}N7-G=c)6<CfrlvhqIYkBJ)8TVC{M4$i1c%7u3M
zU$)E3<MmZGUFn5z|BYYuo#5+A*><t7&);!B2Rn(uDU$wbA7%__Sju~yvhxR79B%HB
zR#x<3eL~~GTOQ43v2hH?F7aqDbki8>TC-km0>Ym-P<jjjv<MB2j%tT}sNDg;umGF;
zo95By&qwMJ7ld2<ZJVQRt9LrIy4{5(oGsS2YAW=X6TY{z>t*Yqwu>q<?}WcpMdfK&
zb$g%Cgzg3p=F3ex3&ql)p;aJI$%7gjUgDAldi?{Uwc|NJLzoOota^aREAk^Pa{~0a
z58@^bUXO=r8$XjyFr)Vl&jwcSWW?JYE6OIPlo>+Z`2K?e$-#nF;OWeG=)Ht;@H5x1
zvjUZeE5UnupuYh6rqgg%?WBiKUpm~s25P}->(pCZhDU(%WofGqN4Ru}1{l*TC|kvL
z_Pnh+x%6`|Z1K=neM5S1MRD5C+Sz)%wDQ`4PV*%GSr-+Dy<gY<0Exr_;bJ5B-tW(;
zpo20fC&ZS3UEn-wsLJ7$014L(Y8{1bng7NjAH9;SCoy8(Q~q01w{VWW@SMoVD9mTU
ztra*4KO9=rCoT5lA4>Cm8PEqHSl7=R>W)xWsSC=uwOauReo%xf2ecB8t^Wo9&3E51
z`E9RRn6>hNZmY@wpn@W-NRAjqt5}IX44e(S{S>HV-!je3_%QDS2pl2ta)Q?+A|-*r
zfBv@*Xb_zLHQ1eS^ZVbfpm%;HsOkc2g>DNot?uzBY>0`jKb<<krXKakCqpVlsO#tP
z{L=Rn_p4(2pl|m#@y5<K-WUd7bK$>#fN*GngFg%=``x!yKIPqjc7%l}@=1gl`!$%g
z?FTL5(tp$Ju9jCtIm(NcqXz^h*cPk4RD)N0<LG5m{-4njb-?qNtKF4Ff25d5>*;)b
zYOVu}b^9=3nW$*xYpeME*5GzpPaHr~60!l6c7q?G5rpj4@mF{7DN(s9wR&6yLgR~T
zmJKW>iqawScS6jEdC=Cy!_wtzG9*q7YV;fdMhA8FVz_d}DoN`Y>_M2ZO_3*i4c=is
zzeFMYB%R*5@N}4fBe*JQRZMie!nWr}N|Hwh%k!}28*&kfI%dTUF_aJWV7f}%CnFyM
z@#XEZ;NKrlKn2V4mMi5z1Xse58D@wwP0=U%Pk#PwKdXl@sY6K@X3w8I4TgT&xvQ>q
z3FGx<1(+3sZ?88Y8XSD%GmmXA$U7o|XvOJsPrn6#=`(2c?DPA9zDdRQeR&XWc65RP
zR&YCM|Jt(IvZjroVWtiHvL^qR-Y8Bb*zj*elJvs+d2{>L)9A^nH=oWi{Wn(0Zxo;G
zGP4E-%lb*9qBT@z30iRUE6D(n(ij$3e}4Y3FOInjxBC77hl2+3DjqXhI?-1qLhd#(
zsx?c9CJ%pTc*6*Jy)YreM@S$k-2Uy`Nu(qoO%K2Sgua35kuPlZ%?C0_=eTt5e#SsV
zCfnd8hBs9!Yn;u1l~(FM{*)KW0nNx=$9v9cPq?>oqylYiAW?8>eioDzzuhXsK9!Ac
zD6Z*WE9nACezJu|(h?t{j_DS9De4sI55dvyN{9gS|3(K4J}>mHD4U7}{(p4+byQT}
z8#auOAo>vn3__5wkOl?mG-&B=m2RYKC>xMwkggeeP#73GERY&t=o}R3lo%L>c=z$U
zp5OCZ?^^GlvYd1FIcM*C-}iN2`?^GfES^pPs&ANQ>60iS2%GNpfn2k|soFWuI{GVD
z@}bk7{OQ2_LT^08k*GX9MzGdO#x}HX<X@8w3yXRee_(kFh^PdGw3$&~^S}VJxe}v0
z{9cUktSU_-wlTFEVuCzi&=<>?^GglUo!f|vj55gEEiXz?_xbaiz*be8@tE{bZEP+p
zrl`cvmt46^t}6Q>3A^Zj&PeT&!Q=qB1|Si`V}CW8N>g0NN==+;oBy%XzNFntOHMXG
z(4B?-jP089R^J^ZIMy;Au65N$x<611ggwYnb1hy_#7B!yZHG3OF#b&`wJIG41|qcf
z{R{7%htluGgSn@j)ea$nxjw4+wz}ytWT1UOq3dCDLG^P9Hdw@?lND6l%M<LnIgh}B
zpxLE@jRn`fW_@ZuD9MAG(F(S6DFP*ol%mh<Ev$Nn5Y^0|=oB`K7`S|-ro`pfI5Yd|
za-Zi<Wo8pmw##n=u2GIaMBF5G)Od2p)}M|a^(Q$GUaFM|z+m!Ztm^sZEdVSPBhN|0
zF)yNpsIULL&}d@1i3$q*#;@qUuU_cuUKV>|Im-{Ju_*1^#zXVz6iqZOvoO+_Ss930
zbB?paS|4EK;)Dl)Y66Rcd+BWT%<Q@8Z;2P%_w!&8PiC`pyB^>>U&=RXk+X5khY0bz
zX;p!Rdhd#XQh&HB#P#g_pi2`Cu;U-zKTd}|O-$zD{IJ!t*Q}2j+0a9D$vRu;O^Cju
zG2Vt<*P?X$OQn=@oLBx$tmM%*V}a?ac9Z*Jj_6~r=gPF#!L=wjpd7*5aUCeM(4QRN
z<ZKWrqrW_VTItG(r;)Fi;g}?U)#BJOOxtOkRbXg?-_>NM`^}S3#f96G#lU#ad%opk
zwWc5Yh~=ec7yj+Y-)38sU`5@EDN<Sd2JU6w4FEEO2g^3D@<y6VnNDngwYSoWwj%q5
zS8fyO1@esU=gi4q9NOie)(q>knGkj)aX_?_BtRn@b3PYM!OaDvLk!%117fdH4>;Cm
zyl`fEXgHG{{OCV_ql3m(LW>n-FaflBtL=N)K~8oSyKSwQ4lEPH74Fl)c*_AvV_;WG
z?S=AUc6CEiLe?CAWm&14hV$uiILt%h*(IPZgS6W4>*e}@Cly+jaLl`U+i~%al>o|+
zeoNr}b_hZJ!T<ucvO8o81w@=1x+(IHhgM{_K`_ZVjao~z3ta_3=+`Ag8o-LDBl3V=
zAgeFz3wneTk1Pad|8eM(@(q9uFrf)P3aKW7AJVHeN9Y`{EJ8^2^`FU(MhCziPs7Ok
z#p^3OjUWIHf*!Fw37C-=H>}sIyN*}Ah{zKM?%TkBpsCV@1*RXo-L6*LvA*=vxR_jr
zvjK-tf1&)L-HiRQ5jYyPhkJ9pTd%aUv!U4{IKr+99zmg%A|JS|XIz2$TtKb7XdLUh
z!ruZ^Yj=Q8qZ5$UgFG@ba~w9No4P6;VcHcYVb}k%5gMr!^Pgw7J^<%~+8nYG)f9lM
z&Ry0#qLzDUeM$D3w~kAmUV2B_Bv!~wM-trU`b>B~kU<Bw)>^=$xz`8o?_Zk*Cz=2;
z7b`m19c?H_=EYWvAT_oze)%a?!7FlWqbc(ilMRv#OQ({q3|&(NyD@G!Ya4L}`w#L{
zxpW6y_q5JaZ!k1S%fL?#sHc;hsXjK+P}3Ly*8@@8&ZK{@#pV6~=_PsJNd%Zdjr+w?
z76V#4t5XUAcW3Spb`Vtcxj&pXR%5rtowU>fpN@lKGR!mg31vR8`x}g5YZm$ij?H^Q
zax5)lSd1$ztAsY#KEooNHy9nij6iI!ro?}SFy8rRwWkL+u2)M>OHbGzy#>l9$KeZr
zq}!anQmzlOQ`l*lyW_z0LcpSaP+I<JE6hH)p)fmSTw39HXK7#;a4?EMI&BM%g%{P@
zH359NJ1x@nwvR+dLuboPI0f(yPErQDv*sIgR^G}4Iq>EO)jVkk_okq~+SA$DDHaO+
z2^@i?I&gq^BNDpPuUrar7C`!yk#^tlH@&&ka#4N;*#x{ig?qMkDysRxfUA`Fb#hD}
z;9CwoF-Ow|`pC1|g4I{Ai~eO;lM!Fz+t`_`Zm6<J6w-!x7fB{h2O~25CSSa@>&;s0
zwgMpsWUkp6ztwOr-@aJ}E|E~aT4meCXx{+*LKgu=WB|y%8>fNy)%lB%jhtG6`uw^Z
z>W!uU+Azh;vy*_|TcNuXVv;Xvc$|}e?I2`_lu-sXs7~L!TOY7(*R=mTDl#_K2y)wK
zyXFpL(ljHZqPiGmAW}zl(4HIGs>Kp0k_?0%Z)f9O7-9PCB8QQJJ~9T8t{<Jn55Nf&
z+bLlfw<McZyi>KeRzsz?(JrB}v^lNG(vf*A=pNWqU?}#hN8khde4`OB0x9Of32~iL
zriAxsc3(*L_KjB;1H<|*A^k2^gyjh`B8{~bv|qTE)i2lA4<D75u8cD<@I<IwYRJ2J
z^SVGTFn8l>!ktL^C8VCFxP2orwL4h8H<4>Et1gjs{f3AaAqYo?^jU#4e-e-#cNfUz
z0Ct|?PCIr5MLccv7caK{gef>mG^&mtzx8Svn4)60teldxPO{yBb&8(AiYF*zrV7X{
z2D_~`&SYcHH+E?G#Woyxh*mDjd|(zb2s9^Ldrph0&%4*nF&Y$UKY$!xl%lUbGbnBW
z3mV;CiNRQmF~Bxu|7J_nlvc+r`}(YAsdWv$p)6!2XL2{5&S`Y^YM?j#F}~CFq#q;7
zD8-(3S?k}Lt1aejN~H?y5gl>BBUOjD4nSgA3RI>+a@3c^qvs8ATtNCC2+VL8K%NO1
zR&OA(Zlg0+CpRP}v)&4gY*}z6S!3LdN-iSXhHg&wslvDwA21*__auCSxI)kuZH*_q
z#5snWuM}svK~oO?^u9dC<`@!T0*Xg2J-6XN251m?v9iep8w1_`7+`pw2W2RPlVd*<
zKN?tL`*N{v;CggloJ#Rf4h3ENf|Zihr^>^l%m;cf?i#6S0jlxy9aJcefhmSHjFPL^
zQWq*{auSMEKSwC@NvX>_paZP?@L|O8C#z3jeVPI)M?VmU-}w}J)Rk#L8Mf8+7>4*`
zrbIX}<U!6v_Z>1UbqG<nI=?cCAE)(Qjrnh1=eUx|GOgab#&fHn6G{TtX`|=wB`=1O
z=9pGifGgwrIxQ^8y@65f?Xc9IbPV^VN1!3ra8>SC@W;p<SflC)nNyyuJXusVRWEh@
z%lI^$-yjP6R}w;y*)Lwz(9jqHjbR_iiv|>m!`=Oy>Ih>IB@X|YQv#+{KP{j^x^}eV
z)(&J*B^uN+jdmM6DEl#cZK|^erM51p%JmztT1{{GQr-$%L+tC``+7_0wc>OCfUPjS
zoX)r&y8++^Qu6)^*D_G}H}v$Z9Aac)DS;dT0aL^<TMkZt)wo~^eBF3|1=ABWG*RtY
z6XM*N;pwB?uTP&zGT4CSxOj)EnC?|qkKMI?DRtng--u2PG4)dDEwnRLTmX*}Cj4GO
z5ClW&H)+&61-wn?-W-rfOTcxbn)=@E2Ehu55JsPYnQxw7_vhj2YGz~R6Rn$%endUb
zgzlC+I|FyBN%<Y9B0X=?K=<mf=!RoY+1M7Le6&=$zOAm|Ex5rZv9+j}UmobmL+%;W
zZ&;XsfeyokCcsB90JJcp<3QM^z*s6CUx7QKeS`{&5ZW%-RQZaVjX8?h&F`vw3)A+k
zm;Li!G*Lf-<zQ{d(9BgsbyNcsXE0bf-9P@(@E)*eSs6BSuSRs%IFI0xTQ0+bN8WHC
zzaJ4@Pp%hF#fi|41xl!L=?bG=<>iYlEbO8wHg!J)sT&9-(0;1%-Jsonpk+5@J!fLs
zuz@rkyxAfQ-pnU2$G@CcE*t?0O|{>KC1lTQ%Sf-Gs#@Xsk(NWw97v#5dwzWL_ANvy
z3;gw(DJdz*dw3z{nm8~N_tAa)_*GthzRz0q2(*ve;@x4j*P+#JHp#81FFhN_NkV`o
z_$AdWS=e;f<k7u4C9f$~2`dBJ?0fP8&tk7hLj`yCf6-~SI|UyTT3XaYdzb+~(W~_1
z09X+vVPP=H6=)eKD?=m-$VwTCJisgq=RXbV&igK-chM#oCE&hPNr5adPU?8=M1h9Q
zRM5J5@H1C?v+689J14y*kk8e^4RiN<5nB9Qz*$7agoSY*Q++hF)uh(d?dt_ikr_AJ
zYZd&r9z1wZzmOFK#FeC0oR<fS(<HqLl2@vL4jFJJddYCQ#~l#*Aa7QElo|sX=oVAI
zN?Yj8lpdijPYYWD(|D5TP7!vqmk~X!TQX4B_YL9FYvup`Fb~#f{`B*pEz;W0qm}<P
zp8=Pi$Zl8tOSd(sik|G{qs#~1EB#=_q91CJhRRIzfUQbawXAj91zQ^%33d_nqYqGs
z_;5|!w+fg`832Los)#)6wrCzqC?$;EBrvaP>-<7U;Uyv`vT)4rra_PvQi_;*kGhqs
zii4NRs7mbCk*>FT>&7r~aDU2e9g>@x>;bo3c)k_Q0<0pW0(Xk4Gt<&a#xV9~699IS
zpOp-71x8L5sYC`?<oDBxBA3@DZX_cSl+?2Pp`r()oecUIT`JAHuni_t)#bb06+uQb
zTGaZ8d3VXYsdnATaZzxO+LT@@r5e|Xd1E*CNIqt}_f6-LK;Sm0sHm`);riq-2xP}P
zYinR0>|$nLY<FDUQzE{dm%T4X5I%_E&p$h(UO&l2I%|?%eH61SbR1Q-wxs?KWSr>=
z7QE}U^^T>0TOYIptDBrh1XqHdJ<$24Ulkh}i3j^d^2d+TeCJ^@Ut&o3Uo;B>^)}xZ
zN>u>j5vKLN%;2fmQByb}U0U7n>3!+;`QdVCXM<DBJqkJetIVfWlqzrld9REoCM1+?
z0G}Ouc=@@QG@1N6cTFquWVMFssvP?B`iKB3<poM*$}z0*;!*)y$cBcnhj#_1r3D!l
zTDZsp>^%9JbeWX~3Df~_)hAu}HcH$z=?`V!8n=BGAO79@oqCn2S3j$bGl%rlz>-u~
z4Uaz&+}*T72XL7#7228&aSEzUBV|5B2|Y8Hxib6jzkjdwzhiYZWp&l1^lm-hes{Ev
z-un<h`>7mr2?XnqwGNa9jayn$IWw*;62t*h8o8AUzCBJJcTIg%pTZA=8(=9A5-d=~
z!pj!(qb=gCS<=VpLvN=>`Jm60sMUQHWY3?fy{GwKhXOzQ9l)+)@|U@J^XoxYf+z9x
zVMj;D@LpawqbR_8f^exwAaJ#1H+{Up_vtE=(6y8y4ppoR*%u`h=_0SNC3Gk_UT}J0
zwJ&D3w8(U*gp-^p_o{`d7d%9Pr-)#R?41wU)~=S9KN|{EVpn1Xj;V_-7I*&ovL!ZW
zXC8dv|2}cs50QZF+S9cT*dj1OAg1-PyndM%V6b|??QH<;9U*P^K!mDp-WbCyls(YF
zL^pfRbt=+EQ-rD8+N-IzOYUj>n8Tb_{P2nm7rDbW%PS%Q3)Y+D)J0=srh+I!wUvBh
znk_3v&|tHHg$4QhJRST)+XRFOp;!Rb6ad?-I6MSavgH6PGQ3gn?Jb=dMqLZC)L99F
zFbpIC=3%+gl9)g{UPBpy@_mF0bojU1O8y$%FqTida-mf`wKsf<-E-A)p+%)4<gF-Y
zNKLXEgr7G5aHh-$s}KUts(=ol1@LDBeqviDh0}&0vx4fgYFSW?iLiq$v3|D+*s2Mx
zi^Ax24!Lk^jN+=l?5)Hq0((_$ZRU(8ZiFA#*BWwaioggy{kytz63!xhLdxGLLqO*B
z-n40id>%NS!CKE!<QJF@L0Xew$(Jg}vP0>7#LM1H@y<W&qL4=}Bu?Dl?D6X%#0Up8
zaTegm-9@H_E%<n#tG2ZkLfRX81NIZx+F2)Dmml*;^zm68oXT+kXQ#{QBz(_Ob?b0)
zg6IrZ){I$W<vzY)qZznL9CXG96G4vSoZFrnoFCBP2y_l@8Em1bI#{4_ZFhajjG3AF
z0Qh{NQ3gQAzd9lxHlu@4bjBi{OJ{6v9+DKLE27z9NU<9AmXqwHz$ec_mRMNts$VgD
zytK5ER{HSsN&*>VL#-Hp+oyy2*}aKO*9E$PjfGK;(+DVS9jO#Go(`RU+{3ST<t}_a
z)qW6dCZ4i)4Tj@eLsogJeHqJp{YMj*m}sr{u$eiZ?e|Y1Y8W+bqSTbY(ccmu;WuY+
zgIr4^PV?hO^~J9ITmUF*Rra3?RJ*cyA0yMd$G~LYE0j#=%YBp_7x&a4PyEzycF4i|
z9Bx=|#nyQqk+Ehr7EX)cZAm(UH@8k9zOu|U^xuZvOc{n6kkx%!RBbY}k#s=SZ7m7P
zuCUm@ouC!x&#8A$@<jLm`*IDFg}VVo$S5bJlIIR_d_n)g=HBv{+9L)RST1emGrCLX
zWh#5Q%RwP+1u%NTww{wY@bMaT(jmI-+f1*zTB4h8buFIC$tmCKva{6U6x|_wnm$$+
z6%GH_9c_*P_e)|@m-BTKU*=R4m)OwzU2_Fo2UCLA4q@8$S)IPJ|FS@6Du0#r8W*5O
zww{Ghl&zURmX5QrxTBa`IC4@Gmu~fjO`3JfBXe7$U0PV@r*%4MG3kAGU6<dyJyYJJ
zXppo6Nd}0IGWP{vks#3C%w}NZG}&N`QCv}aTO5dN`uQL1diE%-Zqqtgqm(U$5VavJ
z7Wze&Am1ZXsp&exv)Vr#9@B+C60PWAkp&ZvVtOo(yQ+MSJlRy$79h;qUlO!IXO@OT
z`8YW$-Os*Kaoym?4_w|dKyLgL4unZGv>A0U4h)X(>|q=~p6nesjalNr?iiK=^<C$R
z7x6#D)qfd)2fD(;JnnzDzk&c1PhlRu$H!YM>lvbfUac}m^)|^aV*fgk{vy!bI%vxf
zzCxbseo~?RoYqU43oiYOn@>f{Sk@z_PlfF{NGg~-8$$P7Y~i;EeEtTpA@^(D68c!L
zA>=S1Rlu|~Q@;TopT(FB65Y3f$#V+}3;%xk-vyngHDuO?my~u(D~i{q#yO#&%?SFY
zoBG9E$f1D@a^||=mL5;zX&7f;$VXwyuVp>lEj9+m+jR*87zyZDsU_6d^)F$_R!`+2
zu2CnW7>^=%s;atO(Bre_$72;CRi%Od!KP6UlLnuCwBDm_;n*4Iv~XL4;3#v5R^p$R
z!OC-dWudwFF$cXVvao#IOE-0l7;%Fkf?_bw5Lp^{4ra+!G+~vDhB-?QZ@eQOOO8!J
zUpp)cVs>a%!DGB#oY!Nr2VeNVNA%aAuc2~amdmGde)9fUw#mQ7+RzlE)j#~`eTD+K
zr_lEyVQ^1Ql3kQovswwOQC_RVTM0xzrNRq?_1$;Y4X;l$1yW^SCW3W11HHkpLdgoV
z@g2SQk%G1hqgD5Tf=|qgWc3C=*v#&sQ`KM=?-Uz(S3E|?&Ns%440SB=&_QAujjx3X
z0(%sVp77#d$%-M%ZItiTy3skTGaH3iAAkrds6MtN6<Ie#xuPyJ9({Qaez_?Okhs=F
z8<cw29f>^+H=UEb7JaT&Z^3+bOA*~mH^Na<k6@eU;+ZUREpB{ZBZr)ye&HMn9!mQF
z8Yq_uxjM=7do$Zr-s-w0V=b#n+0YOjyC@2U_aqWe@zD`(WDrU4vFWwb<OaiJf>;_^
zw~wtCe7lZyjr*gx#$2!fuaVO6KL-<38Q?qPoLyov5gsBrF1<~I`@cVVPM~(wYV>Nc
z?vD~=4vHyUo+<WjmjkHR%-7SW&p19hl4c`o5WC|9ewfTaJifVW(2V*%mRG@sGIfpI
z+X)6svi()5(~mg(DjRGcc?Z5e@WSj>wZ#L+ap@IVKR;*_L%o6~N5tSPet8KB0+C0z
ze)~z--}5O_4$*;e(^L#u-{;y2Y!CTUa!=Qeg$wLLt>^zuh|j?ZNy$OEY=(+XA=VY4
zkB>pr1*I+wb!R7moaA=C5_=01!{a)(kYNE$2#D=6DZr&1dGZ~2p=<JRR~gIy1`q|7
zRn2qNugq#EPXiX_)zD~h9=_t2YAtWQZblsWSLHiHpKA(>L&Uh(xRXihZ0o$lSmXME
zx@fsOH;rEyd{x7|h0P2+d`VHYk@u^!f@DID?~q1nh)hiZC>~~>(|Z00SinA4le#T%
z?bFX5uRkgA{G98aa>K}2dV{?PM897VlYqQD`G+(t$J;zWRs5*3;N`*T?`Gs;uj4}M
zp7OaJunv-}App0`ra(<z_6B<2yt6~!<5|0n{diO$y%!HW{4fvXzG1q4FV@spu8C^H
zFRz97Q=dhsG^D8bNWH*<P|?YQz*9nwxLm{<yU4VhMH5$&L7G42X#b{K&(GnsCN4HI
z+iZ~v9jv^se!{>sVPLQ#TjWGQ^FD~Vk`PCuGa{9z-YcX(Mzp;rxbmlb;E(kyo!wZI
ziDzF<Ia!KSBAZUbGQQEEomceCtlFCiZ5+s3W)k+$?4Sp;!=w89OXA%2kBZ;~StiFz
zw;`OO+|8Ei%qE@|R<6y%uaevIX$X;FI^3M?g8%9#Iri_DM!m2Zr!KCHAX4zN?!R4k
z=$HC9N#}*2{oLG1p*`?Gf-KeE+%vh)`}+ew_=P`2g`RPeKIZ?mjceJF<C9kI@@4m1
z^^1%W9NVCP(W{P}F-W>NrvBDNXSmtQx4!DnEgZn;6(pfE&*lQRI&6C<Jg)0>FpmxU
zhP7mm4^~?hQNql>5eQo1-VQ}COpK(*UH)dPFn45lf+gnp2F&4FQ;%0&Sxg}K9{s4k
z$-u~JTuGpUaaSI%S&Q;4sBum_EQ7azX}<M7<H7&^O_LjEkmV%jg6!>QZ@rk|%20$#
zEn+ZufW9^|!Zc<iaZTe=!79HJc&Z#$XeF0>J7rgqMt;lp%Bwi}ElAQ;jJZ(RMf*bg
zo2{MpTPc=ApAVHTbsU9Ss|myK9uVLDr#aVZAl928*Z6oGgWT_R4Qim*S<864Duu{<
z^nNJ@&I=~S*wRpAn(jBJ<%W!MTpN{pdV}EwkP#_JLW%-vX1)bGD;PX79hH=iBYysv
zC)+a3she%o8)O{ZY`a5K@`mru*Q^y<*i7J!@KYeiDU<6wh{C)$QFA1lYs&xst~2m{
z3P0+Mk|%g$soto;2?!-LVw|p8C{bvKLGtJE{)`YRr*HeX<W+FjqV#Z-VDdU8EYeN8
zUCPwGw6JbWAoD|L^A8>nM!C7TtuDY&w%=m$BYUcjTp6zSG?1rek;?+BWH=!~@T9QH
zB|=#2M6e|qc(*8zofk;W$XhUx%O)fohW8)*TTG&89UZhapW{w*%OXB(h}ed1Q9V1X
zA}VO70N$GnblA978=R6XvqvdzFuAzH)4iuwbUpmP_+B||+_{(OBsVzz;XTjq%jDpg
zJ1FOgUpDO_?X{hpt1_^ehZk0jl}`?rpQC$<3mK24*FKz|jz9P?{~fGle+jS>TVG3H
zEe>`{A|CYT++Av;L#E3~h;W;#Z7ndNP47MS$^T})1zPtD!!<qvug_39cpsbRI~S;P
z?RhN!pTTh#S6iv)3ndc;{ICYjH>S4V4$h0EWQ{=S?hnPT-rinR3mr_m_GjO9i;2pD
zknW{2S?nYOOwt6OM<-zmF2f!J<}SUFUE0pkEqv7t-2)!`Ao4T(REw%XdhKCG+lDvp
z>RKzvc|1xVuq|_|hePuV^I}PYN7M@E2rl5y3Kp9-t1?z4dne&?o5Vx}pPG1V{6RAh
zm4OF|^rYh_e*Axd1%S7(^}*ths^2BA9My<(QqQ_HauebK`Jk&6y3k$dLi(iz<0&|f
zZnTWcpo_p1`R!n3XliCVLxUzaU%Q>F@~hJ&CLbbgi9o~OUU=!r8SkQe`qxg+eT5b%
zqvU|CiR8bBg0htiEv3kvo+Es81L}!Ar@v3V5zBF@KI&O&*0;mgfIIL(_bE(h4uCjE
z6YZS@EtYJbYP@SWu?<N{Om_m~*;Fytplq#UH5Gyf*Hs1QVFaoY?mOgpuZ1F8<Amiy
z|B|Txg&>(nyFaxprmNCu`P8iJ_B`Z1&#>`uwF58~Y*i*uj{9}g1z*{Vj1^3wb@#xI
ztY4p!)~YZ1WQH>{^o>ERdE%~eLVNT#{z7rNj%H0sG5Mg`_z(DbtI3IbU?BAWo<>ks
zC+$V-&KeMLFTpfTyu@3GpgMOaeR0EU@~EU}7iVeiRxMCb)uDx8VG-qxMQP7(MpXA0
zs$)FIB{_^Y#R@@}q?HoN><@{b66ETim}UxbnZI^e!WQEVgj7#GaFewnZAV#}Hze?$
zK3iK2mTX}TEOghI$=Nj)cM!E5o*AkZbXmdx42d0zcz*;kV^1C*AXB`(qqZ{!*LXhw
zU6H!+TR1%mlH#e>e41_x&6dGo{d1BU8FYsv1R1g-33~{Qpehkxm5Zl~RT~3p_TRLY
z|9-sxC#YE0HC94dEFG=z3q`xj+W<xoCL&tGm`kkt)XQOOu@L<9$PeF-&HxxBj1I^(
zg}F~O=(E6!tJa<E&HN3PVwmyCy(*`|x9Fu~3Kms#-#~Rll^H1OxF=g_iE}$G^Hn3h
zL*1^`s^<x_Nl>1D5zM(@zoo;kd#HOx>g|3K6Dw9uR#Jpb>VULEjABnT66D}D#Is-x
zt(Xq!8heDfY>g<Vj!1DB-&0kS>UIPldGjKOCHq-P)_A5GRr!-gogGy*B$9f{iC+Dz
zbMbSUfV}-RT&qJnlzxU4M*eqh(8_eoJ`(qHJvZ@Khj_LUkKB))nt(ulNS<)U%vS&*
zw|c|%uz$?3qTv1?>Eeaigq8)v0IkubG8IBRXtvDspYf?;dZuRdSx&8`lhm3Ji;AY-
z^SJ;nK?@D$O$MvuaXN^zNWGwpwGV+~DY$lvn_9jS_beu2Z%Y$FVj5=eY*bUpVn|bi
z<+9t;eG^JWrYvq>RbK|LWyTj=#J}awE&Ku{(xg`n>k^c16*jmMu!MEg^^caZc-VZH
zCwlV{gPG(W#WmPWJis{ae|`xcUQ|_F<ZB78D`jfDWouve$qNkVGxSVTzTGL%<|EuS
z#>mV^LsqS~N%~_YXL)AUPa>t??_H^jg$E@}#;nD+f_kT>#j+*QGug9SLvr@JrsGk~
z`WnOz2g&cIuH+b=<0QUqFZuGG^hCNP--isYp|!HD+o6hq(B4VXu73Wm+`+JCeA>FS
z1ocZclTOgzta5B}1bV&DNM2v2Q_G&>K00>qKv=tP(<K}<-kjR1qh~~K-R6;1cizkN
zUWLlmEu&W*{!9KKu8<KEMi4C7>e|`Pq6_0LLAR)L_@-cceXs^GiEmDB`qcH_hV%I?
zc>XBA(%F%zuYd2hwuZC5w_gejrZ|XEH83c>`rP$Xcg(<aXJ!W7F^O>j9Jy)z06h?G
z!Mh*sLSRI<IXQf>;w=yA{mS(lGCNBl6uhR?$mCQV355GBp}VbC;x(~8t1amvncH6k
zTGY;t)D>ETVS$~$^?b&pb1$dVhL38U9v|gH<jOH0%~he-hPnX=(48$jnBxNlw?fSF
zPTL>r4@sBdI$x-F!B0KT1H7M`Aa>;PNvg#;9D`Q7<@lYyc=jEjmdUkrud)gde7;r?
zaxHEDErH-&>#y5Wqgw-hzr>|E%w>B*UP7H?Td;+MZShF!9n3i{ZHMcYcqySwX_MAd
zZw<L{x_|a1@SyDM%qG5^I(D+)>V#^#q}H5ZjFQ##khx@h^_sL~D*iW}L?O788_3cX
zNM6B(JC4~AU38RuD&mb?yJQvWzgfQ@lT!L?qS45{9N53n2#-{i<-Utka3(*luaYAA
zF1$Q9i>yk_Fa<$I7$mC-q{?GyM{hbu_XrHyNn|ODfWp4)I>M6%1jg1cMEkz8W(G&u
zjh=l8U!JH(Sf8{g*Q?y9ll&}l8HJkt-+bW!#&QazxMabj{o4Ds9$!pET{q&^k1a|N
zpW<Gpd>(UA8x5GOAn?R|RR`Q3n&m~1==d3>#njY(BhBQ|A<Hi8d4o0CstjV@3@OGf
zxoro5i1x)&0dBq=!p+|Z07T;BzPC-<6Ec}P)}R7>&U9r|&B=5sb=@{^jfLm>XmesM
z!SWqcD%nCow--CF?&z)Mc%o)+wu`_wd7%s`=X!o`3*@`&%0AS2R>#x}64H*|UM<S)
z9+u3{cQhmg&PvkVt;4vA?RkSbt@SK4m{egs)CN1EfMDC(geaW-4}5l>g7`*@L)wM^
zf#|SL9(ohw)YP9BzR6{LELRkD^O5uSZ>l00?fF1gX@}NQ0Ihq1Tyy2q8<BA;j;#_)
z^(Sf%a<{0?NoR^EK_SNP9W9;V#{3W)*;@RyibnYh_Rlk}|9d6>Mqy(31R=M~!)ChT
zQaUu;?A`oBV~gRfCdzT4pZ;H|*&1|Vbq2iDpl>(W+@<lPnV10lG-`bb!dhZMI@~H^
zb6ef&#NZ$hnY47_zmhI1R6|I7-bz=>AJAAW)h&9?7i1sK1KU)TWihI@ocOTHnqI&f
zo%~!{if%vABp-UK;oz<AN!J=4EDAgRxNUFdkmTKEQ{3C7o3p{d7D@PJu0#N}6>P?U
z;_zs&1zu(yx{Q~t^a<(<XgzR8Sx-z2K%s>L+K<Q|I~&y7)j6zgu#Nq3iCw!5?T8J-
z_R3tLPphnt9BPPEpol-H@e?d0_)3_lKWb3zr&*=JvO4|>%J2nOVFLJ3t1Mnq)hZ^g
zIY^~b%?s<t!AV2biS)F*dyw|M>Is?<+F3!kS6=yVTZ8+QzA85R#v60QqrRtV!QsLF
zIXEvVI7ttz%Nf7}Kb6#U#J5I;7=Gf1eQgl$cA~p{)JT8v&p>{q%gDL8(bb9g+;Asd
zbY4TlX_!a&1GY@@Q=!I9R;o-iNnf9@(wG$M9=2yd`ie~8SWk{i3QmY*4DI+X>6oTz
zPW(@KR9n+k8r5@!b4<H?d$WxIZ>X<Vq**!h5!i*HIfgk>qzEfAPdk)#m6{`7f$MM^
zK%@FFcm+QwjpX1+tQ7IQc7)8*Qt=D9r8sPJn_8gpJIFRS4Rarys?XJMZ9h)hpVDo=
zq^te0>Bd}9)fPCI2@aOEc0sc^FbJWRAEdI<;)PYzuQ~fzC{&I5b1x!1DLy%Wu0c~m
zQ&AZdHetOWu`1Tb-lkG@Ju6LTyjh-<xRwR668^z_<_+G{=6&$MWbfxGn5Hkb#FA~A
zKu@9;#*UzhvIo%km+)gJ2DA5Gr(u?>zsHjY8|`eqnB-e*q#Sz67jO_PH`{K42UDW~
z#X@<!=aaPHsGTl(R0e-gdfm^4-^`AiM!Jthafbn0QP>zXGOiVdy8_$qE9+<OBJ$=x
zw<sokz)><by0(mgS}jZ$3OP#?z-VLhvg5!Ld$S*=_&yG#I!EGRz>;J-=R~YD)<lU8
z*8J;@Saq2JMO*)$3q8{wD$B=l+hI-WC}0CO@&F7+NYR@@VX31de*Vaa#V^y_=@X{u
z?+_8Sy<7hR+Z%A;Vp=}{h#O$;@4qSf{Iv8TJgfLz0|0JNwd}Z;$H85)nNVu;9Qs-@
z$Zt^HN3e`@sZ+dpNQo-7OmI7TNd4(+s$4AkZKAgf=fF5|J8^s{|E4T#Kk@-vM%U7U
ziwu&IYXG^PpK;dZ*hH%8%m1#Z3$AEhyXJ+WYfv|{m!9AqN?t!OStedrUx?xkfr{XP
zWd?)dhZj$zPqiw0I~yxjB=Z?hNCGN^Z4gq)NNvbeg3fd^hAahM*FWfvyDr0JX)gu!
zcSK$FZ01_e@y!nzd_R0=RuP{!F9XE7wPv48c2ofACt@HSR_ycgUT+BxzW8W;={k7f
z|0cFg_v^7&*O2m-@kwSp;@6Gq=S3a+9v4$|wMIFs0_~c&5;zXne%dkHbF@Bh8!n%R
zxc55B9m{n0zNawi2S;snEO_P90LlvcJt5p>=@Zf}V{bNhfZw!2;`T<b*yI@#v!4uQ
z%@)TTY3}ArzJ$$KJ1HCVaejEtO4gh8QxE^5JJKRWr*@SOmFcN<7EH}X=x~%`N+xGd
zpeBH50N^(^otN#sVID+fk)#6UU-MsU?Kp$7Bw=Ch%!B=P8OQCSWFKAuJty(U)bFdr
z3$hasAN;KTUF$#ST3(*9_t&Kyk54jO!*g{BHOS*^wcI);7w-6dkgxxnQzd@e%O$LK
zLd_|N)O>fNRZL5}@6~x3hyJs`If^U=HlZ0#khDm&e2@nj<%Z=Smng@ZQ?h1G@=2&|
zlzIHW20^Pmpja%nVXN851DAa##H9#aqzTFbscIwBZB#lyiD5Ic&_$$0uG!A(;s2N+
z_3dXg(eBC6#yTB=F{0Kiuygu$%D!0wTD<OEEg2zmS&78GcR$l~OCR7~GB(~C^NivE
zWpvJCa3Su=zijwIBlW0hFR-zyiicdE+5!F{UsCxvyL{RF%qNsyQx)qN-~?d%m3E>x
zhj_6G)}fI+Uv0cW2=B|S#v=%mebV6jZ2+93HFX$%3+`WB<(`T`n|du}N$RFgNLZuz
zZvZhBP?U5L2(exlU~+Cx&n}epe?n{+fNq^WI(2a0Y2m^7X-_SP7tjdlfN7>Wf&xcX
zZzBn>B{iYJu9K)$<)nv0od53bSHQD)k*P=W3~cd0teT$1=A<a(CZ}FYxwL~k-xP;u
zRwh^;@GeO+a4k*%Nrg@IqwyatK`6$FTxPv7CDUdZAXh|T-$^B0=~?x>_guRiD7aus
zHV$#+O|=EHHcvE0tqDaV79~^D0SU*!=~n<_LL1r+R7wj}0bD>^=9~3_1&s_^P!k|~
zy)kz<`eFkdwO*Y*Sou93pWzM*vsGxG+u0W57@odToRFP8C_pId_pzGTjsQU+XB52k
zY5t|S`+K5_AtH~H3wBfPOmg?Yr>5O(kSYY3>pfR**xr`R9$B)4(n+;PH9k{D{Dj2C
zQ8x=NHGmGet<k|+y}TVSq5}=SmbvO7-2<n~`lAlil2;~bTqW^e_ohbG!P?yF0v%4E
zoioJusWA^Y$@7Sb8HR*}43Cha|3A1S_Bn$9ASKA%Zt6ErJ4%S~>ow~8GKa?!P-8;l
z6NR+#P~Cf+x*Y&W3E|nQBge|r7oI6}wstmw3XN+kiUPKEFWX|9=~)^U5Tra^5<<fU
zcS9D!=bL1HnEZsYT{-rv@V`Hpc4I>iA6db7lZl}9h+K$f5mkel%4wp`gTTO>PvHQx
zmzM!sXlTSLbZtwH62(ZLIcjApX4%=ne|UAk4Kd9&w&)^4>Qurdr&;wX)Q<l8?%gCE
zgjvtVTAs&BZ%2uhvwx{O3#0e&YA_}(OivKJWDL$@*{e6I>MW>BpA&FT;(yEk>ISib
zK5^uXQiJbW2{<yQ1gN=a;s)VUT%1>LNV=#qVmfd|z@S)Hk<X~SiXvCU9ybU)`WP-=
zd`k61E5qZ=U0Ceyz!f}>^dm@f<Sg<TKowq;FEiXm+1jmeh!_@6@U<-MT8TOS#p!io
zCAE6;fqOOhyIK1w*weux`jW0RL$8czuy?Fo`|?b;Fern|@vj592O>$*r-E^1`~N=I
zwE6Y?@<h!ir@^8Z)3XHsS(+6xI46b%x?D{EeU4$3#8XGcFpIRI;AaGle?M^ivG5}(
z#w2Fs=o!!5kEc9tTv=t^TDq)ZS!tF^%FiX)%#Gd;=n!0yhyZ65WhkY;OJVKHWpfgF
z>i8Z)6gtDt?uD%JhMMz8=;gcwgNV8XB%d($y;v;Zs9-4kEGPU3aHDxRWuz_X6-Fpq
zK0U+5aqP5aRg~<>l&Qe9W!0hkeC<MuS^GyAjNj;fX*usN;<b;=CXxq%if(B|o4mRc
z6PfmoU!;k9KG2f_2{_ej;%@qZf%PSZXeS0IDGTsH$~HicpLg7ZYSOknn={z*UdnX7
zF)e3-;{kqB?W^K__>vnR6AvJ4haWGGlw)TfKY8D4q3Qnd=97>*j-^=FM6tuxb6~}B
z1M8#&K&G?JjQ$#trvy04d3kx>hx;!$??~~fP_o}ximM8&-<kS`$5C;TnVD5lQ+$6!
zM2}ay7JA!QH-6qa3)>8MDJ4}p@M$7c&6${0weeUyPO#HR;>DMV1hoGKl)*Oh_D!*E
zo>o;Q=4cxmkDA2Z`=XO*KX_V+&#=sYI(rP9BYZdkG}uaNYbDquJs(dm{^^*cTk>FT
zsk%Zv-eCM7h>6Fc_aPPgMDQ1Rk#9ne3mbP%kX#>Y{wloB68HNSLgU12uzd8T?yuB5
zL}B?}o0Q2NT5N#+4?S*wGAR`@Z718`WqJSJ=N}gp(d6-vnJj<B;1^AQm~x`2laovu
zF!(gOBmw?{3qes|H~&Y2fp{%|<w5#dYh!P3_PXB!B=a-B4uuowYlWt%U!B=7DGK|x
z@~04=dG5Jj+Kdzrv!v~T3@psA{`hxEOzUFzuJVpYZ#^~5mXTrdoz8QmyeCQDhOKjz
zGXqLqg4i*dP?PN2-=ntvSBU5Cch{q{pkdW6H23b|h=$H6j%us-2|`}{vHGjlA|yB?
zxMG7uA~SX$b8>N+5u$|6293cSkhD)|`|iJI5#)ZdSEp}RQWaED1rD^p%d7l~ZKSns
zy#6_^d!&v^L!+#+5T2Eh$K=D8^dTK8ua)oGm0xDK<TPK9vKVkEP)D~gEpksV>-`I!
zYc<}n_-kIiJe;@8-Y<=r2Hw>ZuX=~LLmTh;GVk@@t`7azpkeV4&+fSC&BI-jAUhfH
zKl%*xuI>r4UliG2ItLb+J-wBf_~UOWjjlqt(FFsZpXO1B&{KkG0!|mNChOO@S*+Ns
z{=b<qiiqTAbRp|MX<nt}IQX{JWnZy0h+KI__a;p!(W<+*_jojS7hm~T@#JWpN+gek
za{giFin8<c{O>~EMSM=A`T+prvTr`5@UiGhOGB9T_0m79e>PHz$K7PqxeuC3y31sQ
zvowGz&6z;JJek}$x?^1Lo#AbBUi@)X7<kWs?8*!L=HAkQy{Re4paF|nF0A-Je40p4
z&2X=-4g~R&2kyVAYVA%LvWu;{11ciCucRj<yl=o_yTseuxnD40+2VOi)ajIE{g(Yx
zxEz=~&FTz))hU>Q<)wng*2Q_WneD_$9d7G=jz<@lYRXAsdLHPbDBBfqgU`(X7CQs4
zejl*O%LOD2RiGm`0EmUu8OWu9LNfx;Dm1IN=V-pcr7Ts2V?Qm5dFXe@gUaTT^z?Y8
z|0!MMs%bvzkJb0$S-XG?lRNfyuRca)4-^cW9lmUIb80FSHh8J5X>Pi@u<LH6Y`~Xr
zmKLV1O%6;R%5kd2vS|*thDi<!lb+ve7fQcwad5Se5p0yV|K`9+!7n@>?KJ)uJs$`-
zSY@q?>OxJ(mGTBnKmf#!GYOg(0hKAp;1IBo<WHEXT*Q_Z86C+SM3dY*SJOOqWJ2HP
z>Sp3};aC1!;~8?|qdJ{@Xr4Ax^lym#={eCoEnPylOdkBw(FGK!2I*8D-7~-aSO+Yu
zXOll>8LXoAdWo*<l_9_>NeFZ^BO{DL#&dATE9%5YzTI2^;Z_L11V8+BB^&qpT3++D
zt4Bb?aR=hd5k-VoC9gGjFa3510?eAS>qY%w4~0%_{{QiNCIWGQ^~;;yQ&3^uZu&(h
zN4wom%KlZ_#(Q!vJP#BlqcJ$<T)PPd5pj+6K6Q?P;`v8tiv*jL%(`^im8{;&NeIVJ
z{2ZV!Z*)*SSZTopMPFOH32F;Dcc>Za;1CB6%~HZTYeLqXR;shbdA|x(+sI$f-={hS
zy0_`6Lxr4y?Bb8%!hk~fTF|m_Kbm;xI{)zy@=WCWXESShs()tYDc@5kiXtEw$CntA
zpCM6AU_LEs#pRnt_LmPWwo9L6&6Pz;Ss>%yRW1v3j&_TZcl-V@bpFJiReVW#w0rEj
z1}w~cXco1VV|U#0z_uz1A}7k`kMYogMlPoa<-56USlD*4;XQq@D-|GnILidxb%{`}
zghGmo)!kT55AO$5S5qt7T^awnKlyc}2VO68mBlhoB!`5sXCL;IX(tL*QHaFAzwDrb
zcJ_CY0b+TPg^@K!Ykf7x4HP8pA7>VhQpE8&2;#|=?ms|OV<d;xr^<g;vHt#3pTAmJ
zs$*bF>P(s0yet=cEl-a5DwUwhxT@m<h5g+AOU2s7BK)Z2t-;fezGa5r-GB4<yzk<e
z`-l|r)+0*M^>R%ofI6FzsbHIODWd3-5k7O&Tagz1&sM&Fvl>@Ligko|${R}SL7-I|
z7#_oii*g2)7mGw-0Q_*3xdUIW2tG0yp)N)iUc{8>8#z6-do_RN(Jki}g7Bn{M~BB5
zXv5|jnR}OR9Ju&%S?G)4(Qrzbe_<;u)MB_9Rd5ne>~{Xp!Y(($N+&zR)0pLiX(_T0
zwH}&ycw{kQ0@7sRb}Rt#^~U$DJF+%7Y=oMlp?edOk_Fe^_x4<p>TQNMFS}h5^|S{!
ze#qCJY~cRu*Moi|JGZ_?d938PlL7V6_e+^WIlStOfQT*f`B7Op$@(43K8JQno_^7%
zNd>72^-9|@ci0Ir0{*&NgG2R~!Bt++ZBz`*yT8!_l3%1t(7nHx9fKO0xJ7WF`4jxe
z7XfEnB+9R19`>yE0pDQx!iQC|FsHe5P5P0J{3M0|!85@MnlT!^09H+8-0-X#ial2o
zkyo9sW_*zn2nY#_&zQCk^~JGiEsnLGW4U_YDE!W%$*9XEuV;e`21_%hj^o-(HtRtn
z2owC<6cx%gHJ=8L^;0m9LeNMUqIVqj(#3~I#15_T?gq;3wap)HpOgirj1tH%G*2u2
zY7)A0N62A1T3h7W&0Bvbd(XX3TK4h7{f8coK-o%^0vuUZ%oWvaQqkK#T&AQ57i$zr
zo;wBF)lWfJw{rGlRwqkt|EU^>VcQ0q2{Gjm<_>D=*vbV45%t9_yQuHj6p$k~H(QPG
zzibkCk$s<Ny3`q}I>r8b8|35bpSd0!fZfdf;TIy<NjI2~pf1-MW|6T-BO$ATb${_$
zZ4)liPzzwzQ;fh^*+A6WR0_K8{g#v_gaVcaUKD&PyY(QF47&(WZE}Tgt9Nw|Q)UZ|
zl<l5nb9G%&a-8hbETL!o4tmZ>sm^A@eO`oe1KmJ`Z-MgS#80!K?KjVct?%8l=Q(YX
zTj||(o4nNsS|*Zqj&Lk|!qoI6m!7eQn*tn7y-cTq$x1N{vHUE1SAY5V^ATUD;z15I
zREl?<@Cf`1u-Qj%xN%Y37dzdr@9YyNnRDwf4-@G!$&#nO=(=#(XZ4M*p;~7um+v(`
z_6$U<XT{}EnZ-(t*Nc|r#cr(TY+kg~1uvG5UqTyhHZu5!vjKg?bFN_sV>!Dm-`_2<
zL=4j}#K0Yoie-t!9(i>RV%(YN#AR>q7aONwn}5f-qJSh*v!Ly5hTt;N2ck({@=E3r
z>CS$@lC{)O@M4|&yWbhLk;<eOo}WZ6I&Hnms<MJ*BwK}njs^I4MBbNYwnJwAxrscf
zEK+Xo5gSs!99DdEe42vH%s>abw%Q#ABZz)}#HRezyMt&w?jxh&!^iYuDdSv7Oa>QR
z6wgjC`XtWVg(HX^Q@)pI%?4OjS&OzM-RVx-c3+J`hJ+9YjnB0<-U@?K9d!$2y)KP6
z#V5Q>i|-eBaIs;9qI%OW1-h&RWX*65Iiz0uZ_QEY`b8F#N&-#ByvOtU^{W`;YqSzx
zL(_c)2uqGW(+8)HGeEm^qN?}`>dw%us-+w_wu5p&tVqp2F7M{UA=Co~J`dCC=Re0n
z!%W0NSC{}PWmTQjT^WdJJWdH6PZ=icXTeE;a9Mlzt=Q=HOE>aS_wQaK8G-6+4<lQk
zHU!fhk)bSB{~rs6z*Y79Ko7@3hEZhJ&d8tBQ-2HLVnyfPu$%fF6RfIJy_AZ0G9JtE
z*S3P9o8_?MxvPA_szXDQmqnBRw;x*oUd^C{P4dd}DgXL{i`^w_qRgyx6Xspz^2F_3
zbx(*sJ1&HId#hhF8}7Z&>;%vpc0xaGK2m7p8%?APr{8}JD);>-jo-d2BZ6I8PNjyT
zoZBzqZM81<dR(E%ul<~}`284^f%fuk`YL8pno^ZNEG2txpTi|)-Ci^0c0Ktfcgy=k
zO{DN}vIXM_x4(YB{H=b4)UE$g#(gC^s3X^<Q|BETYV0Xx#|l#qpM;2kvjXN9J$@Fd
zR|VII^mHu=V_ef3ZBll##E#1~7c@_v8%`RluWTe^yDMulM>#*#nbt3J7H>E4qtC)}
ziaaaV?!}J@sTQ|W%MH&6lPgJ1OfTf7fZdB4uA5%gNc+CL*JNyHiYcwf{C`sogUwG?
z%x^j~U3jH5^z6H~-SCFItw6SXLeeh>GI>bD=Va~!AQ6Ts`yV${n>HR*okwHtwu4$v
zs%i4mTpito*m$?}J4YmW^6LzN_7F@^0cmxw(ED41t^*2B0-Mnc8Z<CN0(GTo>z@YA
zNh~d&B&Jz*^(fJSh81U`e_wNOvjig4?nEl(^HuxngTad8Gp{M!DqKch&>VTc*F;Ia
z-0QU>JbYCD;~oHuV?DU<X$+*y8zu_nEvfsh#7}GBGQIA*JHlg?Q6M>3@>5kkySld0
z0+5=7Gtntd)pcRhl&~38w_21{R{SvB;<GHbdHs$~ao5p;mgqa-M_?3~;0XA9>uX^Q
zP4|<&Munmd=FTmf+OY@$<@?VcM(7H!)>%Da=^r_$8SYuLo|*z3P1b_84J@LA>8)gl
z)7SO9Pa*GC1VP85r*^`G`}aPr;}dtX3sWM{#RN1s6=oiMw!2zrGpDVjUWJM2)Xm*M
z&B(Hj)Gc7CsUuvVqN}=3Qm6UkedeJCL%@mGpE`=p(K4U2yCc0RJh%AT$LXjy2c&DT
z2H8;olwe0j<O$}=PvyBPN2M^{$t$_PukJV<ijoupQ`O#HMPAO%%9OC@%5xv6xSRr~
zFfn6Da0u7xm@`w#l~Wn*ix)kK2Vu)-!-E~VJ+mr6LIZT}Dt?5~?es)81==jD0UD=0
z;nf+^O1`wzBL0rSzemQ!C52>}uc1gXUbh++W{JO_47^qEc)Pmh+>$^{NA1oc)6iEr
z0i=3Q5vjr6Z*iU)`_>54d(jnMDl1DP!<hdv;am*&*!DwS&$eIjcLb)3b@U7+BJvm>
zQHZ|qw~qi-LM+3j%f<!0n2!wdc8*P|uag!=4VMxvb-xx8O+-M?p#ikj{pi&5gBUMF
z9-LL3;y|#Q^Hw*3v&@pvWU}7UNL~y`@o4+?Lg}Q!;N;Nh!>p;Gl#FrW#!?>bi~jX>
zaQer7s4k>qy0HF!k>@k}>gPU7ICs!P`6#1G#IAZTkz2;R;tNtdY(bYfOHf+RbiaAW
zSK4t&0uwV$GEQ_xl9|+-tgiof0$GT14iGiTnQ_mL+|MVBPjxWAZ3lhLz@vo^fuus3
z7%WSCZd#x_lLcUfn32!GT1kM_)ZY2pg0&!LCJfJg#{n^Hb)4kgeu0O-ZLB#kZKvNB
z|D~Gg7yzo9x6SNSIlL1?j^8GQ;K$epzGp>|u|h~*nyIlzNw9F8q~HRD^ohtlR*?@f
zc`Wv<>^HdD3jpX+=od=(?NDmO`D8%J*C5{s31m0?o1GXQ4YhoHpqY4YK9MwmPJfBY
z`^7*+?e1=&??}~~9PCpA1P3t;GWeE!GgPm8{GDljs0~L~eB0uv(wjg5a!WtrMJAxp
zrna7DgbGwNXK{~N+2*ys#(o1(1Vgi%)n*x2J*q^D*>fHDd<`-e@754$U}3-gvF=gN
zg^Euc*2QFZhgg&?*UmGV=+$qV6}MaCux0m`CeEThDXB4cptb>Di(B2X5NUP7*)(DT
z_{7a;50S)2sJ94JixXZddM{A{8EWw4=Gs(2uLHItJg~OA1yeF^1<7Y$dt!h2E}4u4
zdTe>Z>s(^<(FQJ@8g+%GC5l_2K&h?y72tp!T4Z`V7uMTb7`l(UJDHjFI7t{ieqveK
z#VhqOHB(QD?c9G!<-tnzN9x57n-$hdg#NLP&_bC6kOr2{{ZRqc?1pdLaj<%4hqs(z
zO}h662b6$p1{d3CyIClxs$CbCaI(Az*mKq9yw=+rTU{!K+WtvReF+^rom&C^?~;J+
z33*JnXCnA}zn$G!urTr^?;Fn)z%mPYnJ={GT&x@@-aq(iDy`vJi>|OIJwPxROj$;A
zV@eD!^mhzCnGzMWRQF@A$=aLhgabt_d{9jdCPb;&VX~{aD&)WdzphBc-nzD?zVeCe
z{#Os2fYwF;4<vb6!8J3(&$7aX^~+Snit-(w{7Fr}#{P@W^9J<_Dt1YKJ9pUa$pt^n
z852z)k5OLnSM6uh)%$|(rUo1r+^hnbUV=?J{#?j(XuvH9iCSE!P-BSL8QavPa=Uzt
z{T27-!-tXfM^fB3kx7CyyhDgLAwoSNst4N|L1uQ5JG*dvj6BNODltM85W6<77ZTMm
zS(s1WKZQUpC#SZ2e0RgbG7<&O$4>Vny{CwO^C%wl1Ip0gqO{aSdMem{(&rfkXViCt
zo>J*?MmOn_33-z;a5@0B7xkpMdb(G=MkAS5-xvGoBRAX=<t<_L7hoWhoFW=&dsa)C
zMEf&}W|OyNFA7;4(?#T2LT);rd}nOZ&cs+2i3Vv&j=L=xE4vf$hF`)PPgB5xwN##l
zO}8{<9#o^(9L(y-uiQuu@c?;DUKeuqtoGiJ;lU<i*7~HD^1F}*dg^<A;5F-urB@vX
zEgj+T?m{Z5Bx)){cOIG}9hSSAktJP{yPl7!VE*V#<;0<rZ&c%fqoh0HhY1IU>{wXn
z)>mNeWb`zw1<I-Xyo(ncAo?t&ym^sqyPn!!isDfGn<H)?c<Y#*po0CR0Gu3`lxkWJ
zsEJ`-_oz<EH|V5!Hh2fW#Z1xD9d@0p{z(2^??nrT+9;Ne179A~d=^~KU^2@O6dfKI
zvA8XtU`q*9r$gnNJRY4t+O2#OgQ=Kxh-6@$3X~}J?u|1s4c%=)ncY#(P0m>BYE#eN
zLBzN`1Nl#Rvgeb7zb}?vuH&(iINugn@irX)s0&H!r+Pe?v&jiMB>rp|);|7h`J|8Q
z0E`go5iK#g0!8&d)^3b)(}k(*8v}#=*j{8V$s>1oUE1Vep=7KYM4{>l=?U6$h|Pc|
zB~+Y(B{i?|gYynS?EReioMzbViZ@0odjfIg0jQ^%F8db%?X0o$x$>#^Pn-!)XyLo_
zh~dkDp!%$Bu^d(rn)a{QZFXeUz<u_N5$rLl{XD2&&P9{%n4Ou(bxSoZBn6N)i4Oq@
zBI(WA_Nq7`#9v=c7O~M()C_0%Hp8r2ZI|K90dmi<k$w2L8&jmE%bX~C6LR=*NZ`US
zmSr&h)ffzx5!)et(AGK}BQyEl(WKtG`*{x`7`dZm`Sdf~7uVX0j0;v@xzeU$9jM-p
zz4sIrmLT1%mljxf|5ynBMHEMz`LB4y3x5=~R(e$hGrtXbLYvftPveCRT(`Mpp$-4s
z&PcnTZ=aRvkf+}Wh>PNGPS>0b%IIi6Tirq0*sPSl_<LZxc53AC>-@+>l=+~`tc&z#
zHI^woQ*yO)2p6n1$o956=0u=rMAdXp<4e0K;f`#re*GVJ-KXyw0{^1}NsmIExM)ZX
zds?HpiKLjb{LS0ivm49Eu5<&he|PjNchh;4O}kb^{ebxU3iFs`y*pkQUL73k9P-Q?
z?zsQ|RQHx)Rj$$6=oH035nYH#2o_x;-68_g(%mxY?gkZH0)k3+gEZ2e(k0zYkOt|F
z31>{#+Iye9&-r!Eb)EBl^N(C!@V?J{-{%=|k1_6>2~)2yUrtXk7D^#MXEfll^}UFA
zO&u+z#;560n#_72Ag5GQL{FKw_csc<b3fA#ZARfcK@;6Z_f+;tdd_gZm}!n8*#^3%
z$wagl`|hj?Vv|#U!E)Fim1p}~)Cb%6G+!Fi^pt}JGHKq*6zc%Wz@?N#{n;Ffy-_Z9
zzGwESU;7GkC=OD)J15Hb*)p^^mZPtv2E24V`5KhMx7FumEjM4*cU}$njwK3bIh`tH
z(jTWpR3Y4jkExjW$&qVMRUJ&>V5$~U+7+TOQPU>qAQn}6^!HRuu^4)MxVO+fnvV5=
zlB&Dg^~?~lNy8p3W!W{R@qk(_NAK^niT=<8Y5=tp+^db;tz`%mui<sOZ-mAjxqO<6
zFKn`3ENzm4-OZ-PJ-*KX9efIE=hdqoOo)V2F>ZSIlLT=0*zb}q)bG!4gD;3yuV$p?
zp6jQ8K>xs4P?oBn|4*I9mbbgh^~@2mnUSzm>#34=-ZeI7<e#G<i1F|J!~~OL98fhC
z^H&RHwSS{Ln0;r(=%lCf({WEH?$F712?b+n+;|H6vX0R(4>_<DtUEL`bd7AagoxMt
z5eMGb8{!*9!C_KQmH+N;iPEA%+kdI9ll%KXlO!rK$-k7GuJ1dhmSZdZ<i!l8UaZ_H
zSL4~Kk|VQV=~x8wRTkL7tBThgO;HfCh~Q?4sB9F%PzR~`M$c%bVXbCX%*5$bDkHVR
zamRT|bjt|c)kW3aIM#jQ<sXd0r&<Uv!|~IsT|tgz$Om_17e5-)PHu(TtuF49m}xD&
z){82J)Bwibq`G@|pj9tnqP4ZXw^5sZm~gA|zBz-5u*pg_l2QU26KWtV@2YckMsbZ5
zRoL!#z4zhS8z~BHZ|}CAWU?65t}qN#$nhyOw|u*+i)TD5lY3H)K=jzW@n<zoV9ltt
zvnwp*EBcDTb7}-qeU)3s{cpybADxay%%)Rv=EYl6g3)Qm4kj^}`;mI=G3X(x4pU-m
zqjUWJSFQhidF(-2Uz7G~O`N&yxbJRx>*sEfeT5nkjr3{X?G7vf@r^Y%rb=lmeO1fL
zU|?9W?g;59-C78`_zcb1w-6t@=5e+kLWjo~ToDk0^>%K}uj2igoqx%FhP@gmNHGz-
zT6$_}p`0%JzCwW|WS{g|b)Be$eO=B;9zdM>h?ZU@Sj0{#{Bmz#N&GO`z~5Wf#M@eJ
zCYf$#KF~Z5wCfj@`)n&#3)TNmmD1d*RjEGE1sopynBk-|PIRDZXmPIcno?e+T@N`d
zVupE}Kx|nRiapu@6?lpA#Kk1m$I~-fIcCfF6Cb~Mb;Sq!N(BawI81^b!cQbaV#@4U
z3r5j!asVZGNhPnz>sq+?;H2+3laOoNfvJQkhr=0)`}3&WroNVN2^9YWOv9#f=40G@
zRJdrt%u(^0!!z};o*e>=7s(b%@3ZR=^)IsN5fdHnTGQKGH#aBv>)!NG%>~4C2h0lX
z&fH%cgwB4^@xIs=`&ChYyC*c0#kEx?@^DY~Ql4?SpwXRf=>BL&B5wf6SNgt~_7nrO
zDHVD86!PW2wHuZ1LrbK<9IuDRHuT6yC@CjPyrWH>BDBP`qKS^V(+gh|VH#+D_c5^K
zq2}sx@mbEDdvy|ofSKLBGo8nArMNdIc7<~c(?9N=OlWf6rZ9ZAJ#Dqze2_{qRjU1T
zG4fo%*iHMSi4Bq9)+!miP(xYWucgLUJgv`gEQa?(BAo9b_M$}UFQI3Jw!6(tBzsL?
ze-X;!K%!T76ZCUpJ}zM)f(qwff4%Hh_L?UsjdP5wtm;c#WsT1%+I?po^VX^BP%`I^
z@)DD_#ur7$OB&l&&g);Saen=Me6y%pv%<CHPXCY55>xNp84Bpr&^SN2fS@oe6oZNB
zsnsVCp0(R)oo9$h7>~&Gd3~1)*|@yl>6%f_?%}$BmmrU<S`$zah2lp|emy=AF$EPM
zH^gv>t6yJ%gnTTnDlL+%vLfTu&93bdETywb;Cwa;=~7h6!dZUsGShv&<-%e+UU<fo
zM#YI^#^3`(^>$g~UtRmx*J8|u4<KOTy)rC@pBtWbBTV|YUC9SU7<w>Z%7qF~Pn;su
zDQLDT?bgP3iu4XXVs$L55BSmd^(<)!s9~xk4O%WRN{!$ZX$aJ>*qasRj*8J;i{@OC
z;Lytc!beh3X$qJFZ+-8TJhN<1bd&Q1OzZYLel?Zpx7`LW9;HN!NWka}mXIxp`F?67
zzQyOi@XBf+oZ6A#qC{^-?CLtg)Qw@KXTrdIUf;V8NI@vh5%G-A-B3RaTz+*7inm!!
zO_2QLS7H&>%w*bFO;hI?ECwi`xhT4&1vS{#el5^8nUw$$^we@kcalXnLyo2JzQoSd
zy%9BzqKvh5U_S7ARI&Q?*zYRtK(KbMT%Z*9m#-P)0$M3DzIF=3zKo1#I_uv`$R7<_
zFiDX-x<9FBiDK@lDLPw_Nx2+eUIJ@vh-`3@Xc4bHR~P5g+Jpc}++C}LaCpahq2jPN
zgU+71SG6@?&gVgOUtVgiv1)(szD;eIONt}Dl+;L0Imtd9#bZ&~+lfkv6v6T#^E<*Y
zkLfkurD6LVPf9B{;5VtM0OwEbjmaVD>S$$0Og!+MIr4e|oOZs`CL5^ygv5NwNz@Nt
zdRM<@CtUc<$uiISyIl|Ia^;6qHtn(TuXqyp79otTauvH9{CxP=5bZIMM92NXeTl``
z<H;nilxyi>+QE>nYf%gkV^5^TK)R;|)6c1DSpu}<bCSVtA*I9(ZI=W#YOB6nE)FQz
z*Vof)&#uLEi6KglZI;RS&gN+iqKzpiQzfmu_-hK^RdD<g2FP=JWh{&>=V12>emE@y
zNa(6^4Yhwh$2Cc=$uTXjx%iMEHM#{LYYCR~hX&D+9PGy39Z>h*A5FeJsDZ*mY#OvU
zf`v9`$`8@DdXJ`53_nSEj&sqR(@H$KMkNvVXxrw>mBZC7ekpt9gX2379GGnau&ko5
zU3XmSHKw~S*xUN^xfE${BqlD<nl4BiWSz<F9{Mc{AWqtc8kO8O35QUrE1kcS0~=Fs
z*Fwt<&v@y%uC`jOyVmILMTDD_NWt#7e_v&6_YJ?2^2s>S-LJCz<afH-z8iO*u2q~(
z3S7S=9IX)abNIk<_-``YtA1e@pbg#1|G)#4H0&|8G!pdj>X2b0&uUVXa8^EmZ@k*+
z$GuT*j)V}&>fM)V3+bXn>o=QFq#LRdx)~%PO_!$xQY^_shTQcnCAf|9eBDOn<$^>h
zJQw_70*B&0G{Py*EpTnK2=;7J)2#oMF&T?(h>9jW8thNej)zGCf>WaJ_ft)^iWj|o
zZ^nuD>-Q^}Of5Xd?rzRsw{}UAVez93eTea%A;3M9#lo@DC{V(Usq_>h{n)<|*BilM
zHBf6->KkyaT-leo%i||jwcF?tE8fwEa$zf>9jnwZqA;#=GHz?>V>%BhV0oe*xO*be
zmy0b|8<c9*cZhg?Au^*+M&=bAf4I#vf|&E~=Cu;GT3^Pd826kNxr?MR#SB;L`uN+j
zLeRlGVDo?@(WXnIP+O*3#hie;GoER8??TQXj2fKbhcRPTYL`)0Tcer$(LY9FX{F`8
zx?t~^EWthK;Hy%YT_Ip|f5S1!kNo05E>S!-b!J}pSO2rUPW!G7WJbcZI)@rjzqJQa
zB($+3#+E4V@tUHV^K`jti`<PXh>-CA#EB`X<kh&P#}1R-m5e>0J~4ddcj2~B1VTSz
z@UI@vQYCr({X3kB%4~VL$`%%>OPg4Uh9S3y0ua>rk)vFI(D^}zjAWx#V|jJe4+}Ak
zUQxQ%U*uYuA<MRiy*(n}xYS0}{V2d7$$@8is$8zHmUH~C1BuzQM_sOs6KxEYH3+Zt
zXDq@!1b4bNb`!oiyH|UDA6Qj=n^X>Uhg?%soHE3?52>H$?V4uvIu=n;uZVzWF4Is$
zmYi`LN7iV~bh7l9ScE_fJg9~lDRL9~B%U}V)f-k!$2Ha|{7Wb}obGYfjf-Cil2Qcm
zQ~C2=oeA!<tC#GK@AS<H%5C=+tX@YrMg23<s+ju4u4TB7Avk5}S^ML)nSuh_-J$HR
zmGhYwYrIjvj4bb~iwW>g2$kAps<YD=SSexF;#OX_xwUm{KPf1xUh1pJ3J9ViPDk}E
zXj|fMq$h~6b2PN~^LHph=eyLdAJGeD5RDoP-?n`?HqXDD8=op}AG;Rq`9<X5vqNkc
z6&}K^Y5Ur~!FJQ2$>)Jh8|B?^8e{gX!r(PhFafs;k?yk=UMJzlQnh)}p-MN`MFV9K
zjJD4x<QtnAdZ8drYF^ElndWF|DjEs}4L22NCu~Lyian-c93+pvscvq|PB!#eCfum=
z=grJ}YQ7vY`s3qSL!M}5<9?a_5_#8D>tS(aemdxkCj+R!@^dUjDp?_urwqTwCLPT|
zC5^c9Upx|ryiD|*r}G8XF6-mP;^I9vMJ-CX2^i}Zcw}*-0Sy7V)yKzT%aD)$h3R$g
zbr6bHQ%bE)Ku~4@0=^2PX-l&_JVpZ{^T*bE7qZOT0`-;lj;$NHL(OZ7^Np5=+Mq_0
zs@fyQrMjP|9sgZ>33XV5zK7U+Nkk)8aLtaa4c98}?yh9}fr_6P!LOvMZX&U5dtkuY
z?a3Qbp?kQ!I$Tl`SDENzuYW5Jq6ROy(v6pympuzq#si=5j9IK|C^Jo3S&u5j!Zh3b
z3#)|MshZTBhIh)QV{)#7eu}QrCO?;aqBxTZGev#FGz~kmU$gKONgEoEJzZ9?@V>#~
zZwKQWbt<mHt_UkO`AdvzFKZBn7CQakE#Jm`h$-Y{i5=FoAox8#xJYQml_Z*$JK!yE
z99RNY8GVu#hM84SKk+SuL4gDXC=i)p3m?S2vM-t(FZ7Q4-5-$B2ezp5`d5T!wTmsC
z&xcDU6L0S;jV}m^5pT}CkRt9?wNGkn-_IUghT#M%cl$g()HiFJ@Lgl_jDzd@RVh$?
z(P+GM_OHe4coo)=oKhx{;@~KLd$9cg3Y!A9ZO24~ygOKNqQ9|cG-&eQ-jP+r;m{sT
z*}QjB!qrnrC}CPld)C9MKmV?;uwW0R&AvSAJpQJGgQ!&Eol!M&{wEV*MJvMt403-V
zgt*XbiawsBV`=9Uy^?mkYJhtUjDc6-Gdl6Oweg84)t&v{3`*m<`ZREqu(EXY!FqM<
z|5lY)O@DQL>Z^xqFImD<pI3k}1G&ty@4@fTHE37|Ikt4F-=RNkpD8~0(hS|7TzRj6
zChE9~7CUrCa@&^qc79PXwxQ+SySts&ozmj%+~a9qE?(x&iX+-(y&z+Xy7W9ttbWF@
zwyi%YzUb`a7lF<;Ucr@o_s+C;A6*Xp39#i_v9S-Ad$Xce*2!@1)cJ`8LHO}JL#1Z5
z%s24UaGSzn^y1EN>Cev=)-k#;X{7~yt1feyX-YGxp66v#COl5GnioZx2Hsb4{~^8O
z^FKT5qws`U?3XkY1;u({spX*-cfJ~+Z<&+1W+#`NOkdmSc^WUC7Lw~@*-5mB!Nl#m
zbO}MmDDUuC<DPow<{RCo7kb>ZM~Q4`@Xd;_qRQ(#u`vI!5Rp$S_nc-vFIz>^#5S7E
zwX{`ox}vIQg#qcE3T}Vp+(RR8H=9({HQD60i|uO?0Q&<_g|9Ka{~GyFUpD%2cq#SG
zNVsc6wBGqLN(}~PZ5*Ii>idMd@kLWrv_P$vxl}869K?V8S}DvzJel(D9Cw~)4i5sN
z+sxNDg!*kx<shz~`!)BhbYPhbKzhQ4|19ElQl-{d5}+5;sbZ^d^)8q5NEJIMU(X1!
zylmL1inL!?|Da@pTJ2!V6BjMLYi<UOTk&11j{(bE-dfILHJqKnT61*BN%z#S{i3LG
zYyJv=hJ<g1D&8HhE_Q@`aSiXJCvgJQYsJ=DsvFn=sBg;`G4noo9we=qkxd%?SAU`1
zV!A)uap29B(G-)>ct!k#GWQDB^V+_RbE;9B-z*~@E)x*99y|WNa0AiwAGJQ2uiPlZ
za~@vz%Ztl}yj>1RKU2{rrU%+yEGT#na6aC~=`zO!<4n7CW^1tU3|~s>;$kvWt&Z$n
zF{ZiMK7D+!#iYEfQeazRCHXS{tiLuCrWPl2+=bd;u<ErQDtlzLOo#c!yVFU>dMxnT
z?YQP9bbxOiNEM*Gq&hl#|K8eCA~-QstC+c*4S?q|Dz!p0b-6JW#+Uc)QLj#vN5hAP
zP2~5{SnY-L_<rFneNS6zQL2mtcRa>!boXD3b1vl05+|S?*Cwy}0xV^t<uI_S#x6({
z?OE!lhwUscoBas#?>-5E?BPX!M*^eTBvm##YGVA`ze;Lm8ZfJTw1E52@?*3tj625P
zT>TbkZK3iDI?b#4LJ1Xz%XIJC9~@qyFnmMDGM;uKpp8`gPX047(3RWZ?S-Mf<H}TX
z+u!Cbr4oQIx@(1T-!L@h`y8IfV!59d*=F3e&{-O5_j;_dD4;tuzWUqPD9-IzvRzi6
zkJE3uyZ#gImkf}JjRliyG(bpKwDzhXxl0nq<+x&@0*dB1xZ$?2gYS%s+Lpo=pO_vA
zx`{Ug=k1FQRM0{yEO7N%tzR07ei1EvJ-^YfOvA+o16jk4+MjhcZy2wy_Qixt5#4mX
z9Y#(T>JX8-XDRWJV67zz@v~sdZ-Tca%9w&Y#u%IFE4VpQnkTK!V>P4f!T}mI59WBC
zxp&-EeLi0GOmHf&H9Ou6$~i{mMU!Sd`Q&dZy3!?Rp7TP2`rOF?@jAQR)$+7LY@>4u
z3SPH~GCw}%&X6shz&nR{BsJT7vOUVik`VXo&Bwqesp{rE?xoUz)w)dkiL6KF%#uIQ
z+<&i7>c2aG)%8KE3XjlOt=!7Nm*U-l_V|e4jOo*!$^A;!MS}Q_t}A$<!RB~+QA9C@
z*KMNwelJ+ljV#}|RW7B0XWZ)8+3nl$n=1~SP4>Xo``vFf7IKhpdVG)7^C)p{?)L3o
z<A=Jt*Q2(!@5??L!^YrI0!u1-b)#653Rhl!u)Yh)pafgi?F{3`l_r~1{>6|z5ALJ1
zIaGZj&#a|b4j2r~e##SbX&>8^73s%Sul*^AF5Y|)$@}q-Ase|K6QSWj%`?RxJdEQ&
z)`4q6W_Ou==L%Qw4mOX}!^g_k0$XF7RHgi$N(^N!S||rQFn(5&VL0nCvmz3dE$bZa
zI9Q3y8&=t1a>le@k-QuG22e<hGZR3>b<PF`ix5g?vAHjkiK+*$+=k9DL&cys0QDlM
zNnoV)etmD1h9!B|WLnBDJ*L$HXVX#Ms_0Ku^>^X(#hNgZTMWOlD`I!n6yv45@yoQ3
znY;b?^R|?h(t#l^ossb@c{r|T57Mu>EGWKlG|2D2LuGS`%XY_>yCjPzyfAuWv3+=S
zSIu}$xrwgs4Q*mHg8g;7WW`<lTWE**8mzV9(%e)+%PN&n+Dq2m)wjTaEr!H}no~rb
z8B1BrD~jdl(P4n(Oj51s<R{ST*D>gqnUL|gawU*iqR8W%MpU*nrHCHwsAGzaU1sc@
z4CbIo0Jv4x3Pt_(kDj;=8d^qVEG-N6enhX;8_7hrnPT$<5f<3-X@BnjZvHlQG<Q`(
z$7ceuxGdN`aT<G6D)dNvBke`>c=l+eFcNF{G$$d1Va!1ROy;u67ajD$jcY|%NgO3P
zT}S&EClRA)B2uy*Tc%*kao?fHK9f9$S%~|a9<^f!EY|hM%lAwEm6b*#WfW>9tM3Pq
z$U{K?mnX-^XjrN1+=cXM2MEKjHAlLog!3=>kv$BGq;bhjFf#6%D<1t_-~GbYKCT27
z$<;kyk;?d#74>ZY6qcEHI*x3s<dKup_@|?{Ic<t!f3)g3O&h?g=ScGcKl(_4N#59B
zNjcHxDW7&cFs5KdK`l)rK!W<S+3|Lo;$Hpq{(AKYoV3phH1w_FtF{}45^SCww^w62
z)jVG{HaD-%KD>YD_OCRF`|_bRPms0LK;`BhnV%77?v6+MMj-#{+9G%E-#yo_)_BFw
zc*hgq<Bf&)gxgW(eT+zn<z!Gce0V`dG{5kkM5BblCp52McNJ0mLjpbl!t}^cQ{-aQ
z^CGTApIDw9&klKc(u9dI8)~uSH2UGF>ixkhA_=weXG4`A72mX(FRQ*zgTR=x@%!8j
z$bo-hS>75h&IUnH6QMl_)u)*ogs}G7KHtQYj?oqC34<k8<Fa&Dmca%S5G?o>2|#~@
zr-g$ry2FRLxL`*4t=9?{R!-{eO$G}xiAGX^W4Sh_I<iw%{aISdTbd7ABbk(8FZ6tV
z)r02{_Jq>}v((*!YwaVam5O)hTF3qL>K~7ou}i5{Nid=FrHv!IHL7s+8uk_#%m--M
zq1qudiWwL6g84sIr%t`qb=5c^4_P`tE}jb{0+gK-NzrjqTG~I`ue_W!@0wFWP${z%
z7IfFRVN*I&>3e`-c;tL5f6oG+;M5N^g=g-y_PbYY7V=s>#vF`74zPJ78e;PP?eLw9
zh`8r?a8+yJm0U$!M2&c@Ij2Gbx}@8FZ`YoXhCbqHWS;Ji3!J~Xqmss3==;|7yWjUW
zGG$m+3m$F>0^;sOEpN44dr^%JLIQlkwSqBr(pLj@c!Vau{_gh6AysmS{kUq8XQ8E`
zN&a~ZFSLMVjfJ4F(5BXKuEc;~TSfQeD2QixN8Cwcs)TMw&*d2lJ{wa+q=2QN?%*h$
z0_Dgxr_U%3(mqsr-oTe9i@!I3P688{?^$SpvwwF2Zd7N~?rE=@g9A15q_v31o=NtH
zJTuAHz~bw~iz#t}JyP;+#al2d9&;d-vc4orqQH<G8DqW?vQVW~WiXCJ>K=UP7?#rw
zwk;fZSKQ<lca4~EkBiDtLe;qG+)>FC5QL`k?8(mGy9bU<MA*{}Ne$-*vo7u>Muy(|
zaZ;Hp#TRngJq#{j`VtUo)r%>i^1DucI~S`WDY%nFFLuMUH#J8mPB_&ut9%nAA%+Vg
zS>~uVR$S8R*ZAuz*$c&wG*KV@22<Hf#X6b^(OhZYB%N{mh>>ivT4z1mI_su=zr+2`
ztNbm)h<ELTgAgI!P_Z@{2!SBF$p=QxGEABJVl`KpuU-A6L^wSQOoW;00$Oud{i1rx
z@}?%fVt^>>(lZy;$JI_k*IQ~-*_}H?uNT`bZWS!oL0GuQNHg|*fm7a?Bsadz6uEHs
z1J~3Y^o7^!Zx%;(XUNs<`%gUYUiH&bV39-dIeqlC^M6c@1F~UtAJ8>hpVv?AK7Q?6
z<4VFpqj&ci%-O!_YdQi|H)8tjL@%4P<qfknYBFb91_{Ri)og)MQkrO-@ptLtw!U!;
z_YB9nX5ZC@yj5vdMY1^iC-ZjCVJEm#$=RP!`R}&Nkc32<+e#uT7W*zAAD>y6$W=cw
zympg5^-2|H*h}goD%F_;kNO`Ja|MPYE<1cnh5=t=$ZZ2Ta0+9l{~(hrU!}oQZT!sB
z%vRJrOl<22{SuoDgfF-xBzcgmXJx4kSh-sjZK(InpNE7=y>4DW&4+)<PWS_Lok+fX
zYhlpQImcI_IL38;+VU)zkUG3Zy<7$wi;C@8=w&{&zFrkkEfrz5SR>)Zho^EKGx>G2
zF=TSw#}`<auK7=gp~q;7S@2T<WhX1I<{N89*iwK|REfp=n_}RA3d06D49CNTz7tA@
z!psrWNJ+^mkIvipaQ-y;t`BOJ%*+}Ql~PlZQ;{;_9aIEb4`4-XEW%PQ7m?do^CD0d
zibErFkn||^1aw6h+ulYrqmqJ3{`m3b9w=jPHY6-zfQPMpeM3G<&(}qAKF_o639fR>
z8Vm@5izygPwpIklQcS3&nU0yEqn+=dG=nbN?!~*x0ew!lYb?$e^6+bCBhJ_jeD+CY
z7@i(29+5CY8=Oh7#GOSLu-trxOj{~{o0Psf_0$)$-8Nm;R)tNsCpEK4T1A6d-mK#b
zp!bOBUb~<Sa3?4ELfA0N)&eTPsi<OAs1qi|xLv0hAN<r8{cbGNBJ`=F1K#|lrf>w4
z4K;I@8oxGaZLWaP{3AdNHXR6ub5m%by{JpPTTe8vdm`bybK-$|4FNRd^^~Ar6&!o!
zKi@c8zu_09=lW*`;J|@`+V2r0{7zpowkl;hXk0uN4q-AtbBGFjmrUO`wfAYCerLKI
zA^)ltFwBZWJLK4G%Wz=<HIpsA>GoI6iv1jCwerQ3<jJZu8S+s@Jk3!R?+foMUfZ2o
zUZ`5a{S_qjL1K48cswx7#S<>ct7ta=RI0KxD@rME$tXJCDxEC4Mox8<3$_R-)wFzN
zu>()J7ethmqvzs$+5THHIr&Ori9Ma|%4@T^d)VzX@~k?u-Y<a$D-HHDjc$weea=v&
zq<8}y=-5Uael>xnGE7`cM3NU;DWhV}61JuY?aWg(#W^pqE>27eBc3y|TwD5XOm{uS
z+aKq8A01jPv!{uTONJW2&F5U1?3VmRRKIyG6eraycFGj#6Ifrq-;{%EyUD<|q5QOz
zeS3Dc*eJT%X}-r4&jj+<Pc_Na4R4PEfP$*#rpJ6bE^(=jsP{fpA$O0xhBC>PJBe^Z
zE^X|3eSkWKZWq=klyN+61%@5B%*a?d{Ia6Pwk>RV-q><MUJDhdG50-#vHMn&KLtb5
z!k7BK4hpF_g6r##fa!4WL}q!0Da^FL{)wnMAVhIX{gRCpO>HPtPY(K>Bb0%iUU~ck
zveO*I(%1Wxw_LL8{Le=tGF_n@oT;x-#NDi@R82brSou*CZQY$a)9K##S2U(;;R`05
z;^5-sBmX`#Z^v=3HK`p$DlJbO_db%kHzfvB4}b1|L;mVUzd-4#01L<62+}v(FKX>g
zNgzI79y+V91dlVZ`=WMBCy4;@i33KHNc+!%7klt9Q0dx=aE4H|5hj9Tw@-pZ@!27U
zzRp>!H>>mD&oI)qE;+ow65xfZwwF*hy}V4gwcjJRx*y+H*Lyu@exHp_(aMqVLfz_p
z&d4;;^qimZ>Nt0=)?~T5^G&5^*gw8bEp<u6`&qkxfk}@T9m3>o;x*w;JT(g5ktp1;
zhq(m=SF67vQ}z<k8i4-17{5tny5-;+mu<WJPu)x_+w(dc_|j)t)>`Ysas)yb_qM9m
zl%kI`2G1|LTCp-xPE2ZELgekuuAr5gj)F5H152Q9Fk2%joIPV@sHWZ(Xd^VH--xG$
ztv?(56{PO{QxWb@tV}`gs9ME$PfdVQ!^5MgBU*1g;Zto^aNM~?EY$8bm!RR>ZL0GQ
zo1pA^8Ega2$Q~^jP1i59zL%FjL7rnyIp6EmdmYmP3Y2nR`mqtI)IcWG<6f!MAHGiW
z)5G3>#id-EPWZzW+nO2R|MZsA>A^DzYa*9F-JgYNt{rCQB=v#JH}SZ{ggN`xp^7<r
z%L)T5_0lZkGteE(%BEYoU@?*x5<n^}{9er`Oj24ltOwje3?Jw5&(Kdf2763ywcRE>
zK-D5h&M<JO8#_=TeJA}ULcAWz%Q>grm4T_8V-0UF?rNa!690TyGJ@~p^$UWukOu-w
zX+j^BEMC*yt3XHW6EF)HjaSI7d{(E<fb?_dgSqmv`koUe%M?L|HS#H_VQCznz&@;M
z(+nRd<<H~e(hs#U>-!iY2|aI*+@GZ+SFmUQT3^5LygW2CHrWwr*;`p_DO=*~-DR+1
zRK@iTH$&nz5`x*qFL9wcgRasGO8%u+gk<2p-y(5MwC|FeD+UQ@d%T8wIE8uNUsY*h
z6qQo7NQJ)d)}f!@C3fql9V(Jk?HwKQ5bd$hj>cxvjsrYJNp*hhS8|QAujCp1uxDup
zy2)u)%HExV*nRP>1=G|vyeRv#(}cau_w!2rd1lxzNZ^};rAP4g*yotg(m#3rSU^1!
zP_Wh2xN8!7wSwjYP@MmB6KtsE8cQ539a#>maYSwpe9YD9`paCKX$;P?B|O4-0EkU2
zik)1a4$NICj#bV3hOp(xa?W{0cgut+OhI+<kp$Jhw`wi>K>>_SH^p8GD$Gk|88>Lg
zvbwpwRiu9MZ*gsImwvJ@Be$~h3W99S$;LPC*rXU_DH5KaV0s89_PTQ3I(qTky64j~
ze`V5!Q%s^H`uVrW+b$EdF?Rfkf@ey(`0`KMIxn-8zi^%bEM}7-mPDa<(a{lu+%Gwa
zr`fZhAs5bhz6_POiAg?Sx!d6&?@jJkS^|1kQFSn3$F<RFYAo9q9O0|w_25-N%^VJ@
z-xILr77U>R@$I^Tfse$HBHuE|$Vp%Qc~RQKwCv*Y>uZ_NVlkBX@<jLyP$OkMwJ->0
zC21)Tt)XF&Im4b)-=O7&$x0eCt#W?TEGH_I)+!gnH8$gZB<MJ==r52<;3|EGM!;xt
z>8WVqlbykQ+9N?YZm-KI2kA_XTP-TwJ0Gn<Z@ByJkY#kv^b(6_`QOvjh<KPWP9i(g
zD~I6SF2*0mIne+n6I+X2Jc>TG^Sbijsh`bSU0czF$=1HX7Rk*RZcC5X@_5Th#9vkv
zQ1q}L=C9?*emqTp{Xkt&q1eE>Hf2G~i~J7cumxlMXxqxKeJp!6wMsbCN#tHZX?Y~2
zIv=zm%M<IKq>2na+8tsr&mN5MqI&pL?eBpBh3eDo4vY{$5$FpDi;8B+#PhoVWq=|~
z0~e4}aBAt4l1Uf9tV+(k+Qq}8op-*M#&+JR6$-A7@4OTFIszFIg0OW$Bi=>^Tx8`-
znAa{COQZZPYvWR)_&rWR65-aCC~xdyc8sCKE_;6R)56+iI|>Po!Ac$FRrv6!OH@%2
ztEP1mfm)H#7n7mv3=)enK^}+SKS#dn@1YM+>T9^fpH<LyAMpEuPCk6WoHyYg%aRGO
z$-lk2vSJaH5?Kdvow2wkJ$NpU=1-3VlO;V~XQ{av(A{!j{_|p{A1OY1v3oSB$?B$2
zWq%QMsJrI@h~M(N@o{yZNbwWfXS_Sd*a7}b=hdfG`(AOUHld0Uj53lh|JEY;DIU&|
zv(P+sadE-0FxGPByQMP-HtlVAo~vtCIt+pYZW7E?XQ4lFO#Ms_;?D$;T$An?E{d}w
zkdeu+$<wS<n))hv^lzlv-pRjH`?c+1U#<InzVXr{=M6xJ4NR7$gUJVAa0Pg3#hG4s
z`~(3C(!pO+Pm6R1uWpCNEVO=kJaiBd5%CN6sfM5RmSljxq27O}CLFv1Qrv3%@VgN-
z23VI{f>}aBZFS>=XCjB0bTq0oWzV!M%=EPtdCZsNu!8m~zEx;dm#5nAT+N-ozH!2!
zaZlp$(<m7c5noWNNDHQtF&Ql|Faa$n@8Cg@qs>t(7Qc4w8b(>wjqj<6){_rz6)&M#
zjc4OKW?&lnym8#hIGt#_YMyvhvIrPGj3?@8#T&~ONl8|#YP&5?QMt3@L)gCk_y1h9
zSWo-VHzuW}bhaygr!fuuRE;co+I3}zUw@s#C_V99p5a-aMyY+K#KVebzy4jQK8-uS
z=h;y@!5#CF{274Ml0DDQlyr81d!No)XCOL)M^xDT3u_A>x4jRevBuyRa@M@Ji{+Pi
zw%;k0Am5kdDM$V}JDab7+ym2Mx`M7PAM<!p-Wneq4=xmZb>BRC$G)lBLsz5y@~qrh
z3x!O_Sm-VQ2HA=+&z%KzSmQ(Kl+{q<#iq(jZSAHU^|IQI5IaXnYm*9O^Xs_BN~GdY
z3Vh?^fPpCtMdjWFpmj%3;{~R^G3wb0(c?2b?wiCkhuEmQjO<;X{pAwie-Pkb8_#+i
zxSvU&SZ{#F((tY`;!ne>zD+`+j=2e{+&0~95~NLh7VgpHLVcXHP>^RZNa^wRJAmBl
zTKK7=XFmjLCIMxBMYeX01^P@r!2gP#MwOw4q*@h_zYM~htc_|dLiqu_X*s#Cdwlft
z**}8`$jB_*Wh5o(ZO-2Hn@?6KT3cHOlHQsR%@9%kOIPr$B3C#-Z8-NEdof+6$eXj5
zoy*(~^wk5$SE+&@Va0v;?{74G`-sbVtww%`kQcrchB$%sA1;OYb&Eq%Z6{Pucem1W
zFH<Fa{CmP5Q{KeXs=4VBH@{#0sI|wn3eRX$oB|zl12KO;&yzX`hQsl1>&o1U`6}lm
zoiO*t6>HCrfG+OfM_i7a(v)Q1wiW|D?W2Lt?+m>=?I*R>yt5Oo|F8xC@xZ^wqkVXB
zj=NVED1ObucdzYJ)Kmr$FdbyomzCX}{iQkEuvg>iymR8=<&X3yz9h1fp<bH1=iU?7
z5PV~?csNU0rY6@GZPYccacYOqBv!B%!=xNu+oxPdVS)CoU5hX3FL=11!=;)$$Yy`3
z1^7FDx;}hD9dtT5c|oQRPR{B{fk6k3J8xdKVwTdj{Y9Q3+1Fm$-{bTH$zjT%;~09m
z5M?Cs!F>OzeNq>G>t0tnXpv?rWPDY8VBF+KU>KAAAG7*&+R8b4-;PUz7=~<*OY@R5
z33dq8;r%13uK!;yLdD6cg2%h*RqTF_KH#zOBetyC^2JCBV-&nG`gj6zWJ{wp4B4qK
zgmnX5ODt`}4=~hyRvi3P|MeWb^B#bS#z^zT@;DB?#lAjJX04A)%=${R!mbx%>cC>G
z06&U-&nxEypgY7wq84ik2iYAfQkBjVq=tde6oaU`|KFCUd^l>x9$m>ZV=N~xzqj4N
zw7SzHFuXolNpSyu4!`^HQWK%Jf|=P?SWtWpEqXL_C|nt1{{Jhm%p#5zt1`3kD{z}a
z10~C^J;jyw$A1VT{_EBA{<lZs#17lfa;8Cr*t_@HLXNkr_VGLVpg+_ee`q=WuvPqb
zn~D)}!6?z(WeiCD9)i)ugpXGbhS~bhr*0AQlYf4kwuLD1pC3250KNU^$3qO=@IN27
zn*dn-^Wn!x4E*zn2h9JUpZ>qN?4^pzi#13P@NMtxRPevcF!u=r>~c0PT)42lj<fyW
z1$h4Fv&8IAH(d?jbxEzTU#*xkWYI4Q@cHn8j+*+_lu1kA{r@`h|MHyt-#yT|>$886
zk>&d0lE4*CFnd74<C&Y>l;lXU>2O6QUF-j_Cx3Kw{^yZqyutGS=m96v0{r~v6W<u{
z|NdoI*M~7`W-4nr3!{(s<ju^ofmb%0sZ2&(+^^>B*cA64Z81e7qi+q3jTkSAAr=xB
z7uR!|n1e7O|4a!4C9}mtX=#8VWN&4#Kh|+7V=zmZg^}zR$YcRCPt=~;&^Ot~j*cyc
znhv7|fd?TCH6X~oyv}%B1hg2dpbA+yWk{>=En#WN2p*uc=lKZ=CI{nzHz~&UEN9L=
zvIjx!y0x`M%xRTiGMJf~knliQSU3ZuaEN&vvd!2@gnm)34(AQ8m7;Qi4N5J(<=3xY
zyP(6p1hGcI$17Sq|0f-^JrCP|WzYgbqniy5)+b%Su&~)Jz1Fnr6^4=D(m;+4QLCP^
zxw$!`sVZle)2)`l8h2O4Y?WRYbJLOhM3F$!jJ5Gn7FNR<!`aDugi9bpIlzH(vlZbv
zFP>Nomf`Q6bVQk(M{{I?WV=ebbZh}X?-NSOOw~f<@obPlb{$^3lB8t7*Wlp6OhvlE
zT+MM4^-6~vcJr|}n)F=}%tD?=9oqNqa<GtZQ%XkYR0l@l;j5RJSv!Wiu|wRFWl?j4
zTz#=*hY@L2D=}LRt2yG{5k#+K<&{`G0==t-E&f7KLs}ax6jfDKU0+X<83k1|`x%7@
zP@|HH;p`m)+gZX`d%FE>J=XFB3>TZx&j+TYou4k+7IsZ2JSEIq*qAFBx9Cq13!a#i
ziq}88d%VA9Dn<D;-anedGMCMCNF}~Sa#MGv!Dq<PskwL-xL9^U^iGvy2BY_snwq*?
zit;FoV{t#WTQy8FYnkujKn<YI_DfmDJkQaNt2-p^9vYo{evxka1K(sDE56*ibt?f>
z3o+udN(sB5eL6r9uF<d=(+!FH^{sZgypcHP1)_1ds_A&GXD!2%CqGU@ZR946Cd#Z!
zT-VE6N-QQTu-1SGrm)z2e26$+-LiVn9KB<(v)EIbnwA#Vdj{ILs<U#{F81n3WSaW%
z<w|%Ts`|QTzMThflx<8VQVe_IhVGf6YGRo;AAGoZzo6;IkCBFk1~Zh~P8U%SlUCIT
z1Ny}bMtN*?;~NO;mBhr5O3M>H+gOAbS=fCJj|+zv$)5}vh<Z?09AC6GjSxnMYmvcr
z{d_OalWVLC)uJE7hb-2%A5;wZ_(6l`3|PyCW<gT&JIF@0_15UrW2swN<uibQtpl)4
zHD?91G*z7k5wo?sn6u34ogq87K);hme<sZuf?NL_$Bn5H4F6c&iMyIwl=;%n#G##)
zp&ZkW)>fSWX`x-5)WEuLhAiZdI{lM~(sy_5938J5MId5`q9ORR(VBQdLD59~VWBHp
zoqYRhKn0<<Y>yqN$*FphEco8!MVXgQB0mkomR?@ZJ&b{Kt-e?Tx>`Q`XFrATRD)`d
zSF#MIIJEai4dc0*DR_7)>+~sgZV?h1^3~`y;gs(6hR1A-ZAF>pekVJ}C~^+fCIUO#
zWK;DnUsH7&=FhJMxL9R3Y0N5QDzv$*$8gzd^p$Q0kS2QtF*}QVf(4sid&2ucRowE@
zl`EB%bo{Fz^EzB&KE4Z7Hr&k@z2r?yGK=ZQ=W@u{&F-Z)H%1OHI7@7<m(AV;i?bLp
zVIeFF8i3&k*x2&k_rkSYGC~QN1$L%T)vk`FmHG2o)F%g|!TWVfsM>R)pv7W$P?^7h
zYju+nS2&nbDtiqg4C`EJd?%NShz;aherNJi$zL{3zCHXWl0ZIIwB0Z_?<+W}R%{Y_
zc7i%rt0$Ac16o-3Z+L&W$AS#7f83%`7lmg}iIM|)8W1Om4*{vE`AqhsjLr|gF+@hS
zXUAEg8(jfXTHZuXmxD{kE<sPex#|4tm!l>>6TCyy$Es=}Pgqpq?>+VL?3D6t52ag8
zi?+}+YX5u`{j{@OKsmt$G=2m8qa$nYvqUC?f%I8$V{>-h;cvXa$s-?Oyx1KZc$!QN
z{RGqcu=r%ijfLady!sBtO!HKQ!#h9N+FHLUk$S2Ng62wJ%|g&0d~QD$Q3-u}z7v0L
zb<EcZq(%xlD1{fE7^Wbm5C(aTwx>-eICNJx2jpc`y??_|3r*ZYI17hIFszU*pxsUn
zx0Gas<<S!pZY&%Ec=x&A5NJQEH<34vCK)v7xHKA2^`L%vo0cPf%{n9&GEY@hkJ8nS
zY^|s9lY!&{7L!FRO$LaVHVyr#1G1gtVUYcj?lo2s$2+_w@6)Z3A2pi9RC5Rfy0iTr
zXGeysdTk1Qtb)BRdn>AzDqxwR^W3eEXQL|l@X(1)r|YXok8T)O)aU@H9~aYJiH>}H
zes)kxaPQtXPxPvGAPFBe&%&?%!~JnfHroZsY7p!lx?;}KICd$!tDxnfkgpL0uQ&Xo
z*HE>n%rUdKwwE#|Tj)E^FqV8Yxg(6BACzvhGrN$N-N1O|IE0{G{kIzN1TfAAn~Wti
zx{Kba@zU6|mYA5>&_RBFej%Cu+vLl$*mo?z`4F?2gcPG2t}{L5%EXY`lYiH3yo^i6
zJMzY)<gI{nxyTGzA+oEWx#1GgLU*ib*MsHJ!gPXN!O<QOC&=A%b_Bq4N!MOsCZFnD
z4ZB7<H!t#x<uBM(rmI_^klBs%Bhk!InFRd6(BUbVpkgF>L^RJrwLzWN1qh&uN@lbc
zkm?Q&B?NBzqcN^6iJ+&PDW4vAmr2VE+Xds2s!<U{DSwph6z&-;W@hCUgy}?oFT+Ug
zfdZbXE5--ZIJ>h*_XvOx*C*B3kvwgIRm#t*%Pcl?uN)oQ9&ef89U^QG#_3}@1j|Ip
zoL}MzoaR?nzSlq=1+^I(BX{71B8~GS%l|I01z$|}_;Dj`+52r<*>O<Ej^(s&z+p}J
z{qp5Y&XVhNH6g=DWNUr3ipYisxS|r|>y{rsmO!hy6e|Vk5M53L0+~jpAFCsU;pxOz
zRA%uvfh0$J?Rb*#bvjEMI14!xBS`0r$P1Ph6|r<zXxh*CTC$;0rdtKb?6D(B1{Zvb
zonu+bXQXmX?*xJ!3I`M?g5c#-=dYdEt3WZizRs9<i?X^tLGWF+ct%<Q5{^5UjKL3$
z>?p+Evg2zh=Ey3N>*1OXk;Q080G{r&3q{nuJxVYPyPo_zA~MmrgLr3qcb*W8q&r7F
zc3DuHX0_Xq4c#{#<ll9Covyy+PuV!qcTftg`hKC22M-Eu=4wvXZ6(OvkBU1}P7lG&
z7lD^B-SfT{5~Yz(X=D=NUZ$*-*u>|$AHzm%V(~TV0lT+s!ZZ%Kt$z2NHnaY;PxkJ{
zO4^B5u)mnXN?*3#>3Ax?Bye`9zsktP8yqRCN6POuGO4-6wIH-NiY$vn7*FXt*F(CR
z+fg;4M@^DeQLg*;D)MM!S@^WGi!(X@!L9bdwl33%gEQOtg?Fa&*tVeWt*|ufyyl!|
zNUcr@)GAU2HQOxSa*sFCs3+3FWelAJ9GRI}C_vy|SvQMpF7Acchhy*7rX(K!VM1to
zQ%d5qVusEqw_@%~EMH(UU{tXzo4HJ9**B=HEmgc@^ML7aC|_5|(XlB#LL<+|eO@t@
zZT8D>7zfGCbpyuFlEQ|Kb0399yQi4BGP_Vhx*Yi1W7}BYs9lj}+hHBDpQfs}Z7QQi
z*L>O}VjErk7dfq_y%g{D-_c{`xI3+d^o?$7G?k2IUkhmIQXvAX&#+T-A+CKu+6i`K
zPLEkyghsK+;KU>ars;I^McT;QjORSA`(|{Wsj7e7Atn92ZgB+DOsD;szhacDo&>2P
z4KtIXiTD>TCaB8c9dfhix7<;EmS+fh(u*9EcEQDN>)`p7A>bZAUdkf#Jhfh}%y<zm
z5bCWOX5!a&@5zB9xov-4N)Izj);1Q76`t+8v8NLA0*BM@uz~=Mdj&!AdG^{F`lK?|
zv&O6|ip?+^i<!l(D<X1bVWBv{AU&>rK=dg_9+J+|l1!eyV{V0wWyTkee7%_rE3UCB
zFG8<op*e<TKRP@RYq43*MI)cw<4_P|SoKkNn3+LG`<D?5wn1*?I(N4Nku&(koES0Z
zjzX!y>4pdpgzPAtaam}LY1=XBE~hDagM1u;;|<#1C2y}MCMIH3<`v8DZrZ1r6dt)U
zlmCXEY}*<Aw|ta%dF2so<tRy)TOrls7L`&Eh59!Kk>_DT5NwIgJ{SB>_AG*R*zzo4
zX-U8R86&NeGD}<|hZ$`z*1JtTi*JHBj&IcxiK=l|dfhTXT@7XqLjcQhFmMpT%p4!u
zbq|Dj``i6_J<r@$**Y~!BPQH7158DC4s>x^YC!T_Dfb8P7^=ggo$0)B1l)E7k|VgY
zdbygNpH_HD*v;~5qK7M5TVI)ulbXi8D<C4YeRtd|N?tsM(Pzhgb)7};$JMNR_%XnQ
zpb*A-SBZerlY|SuL+MOI(fLAOLquluC6Ny4o;bcejDM7nQqEB`z!vV3)GB=6-Feq}
zDe(iuyvfgg-<~d)4Aqej_)!%eF`u?z-!+HNMkq|Vge22v4?2ms-V0EIdZGP7XQcjo
z9{UAf*Ny6MueT(T3DQ%2ef96IR2I^;?qQrb2Oj_FrqF70H?X_rJYrs8@h<<UqjZ??
zJ2L4Fa`Y5Jh8zOEG^Ze%uWTj*)HePu)5WtGfz9gk=r(f72PXUi(OwzXu13}}g`mqK
z4x$?ZIhxM5Sxtum5@{N(nc46=yRaI;muvel9|d0vxI1Uq!GqBm!F;A4w=(~)fh25F
zL&JAqp3il{xV^Fr`E>3;e}DgAswfu2z`<G|=!480*2{?@jfX;4wpcJ_?A~|Kf^MIL
z$7YDlAMd)(<>-ikLYkmK0sbMQdhp;mgL=sTIQWpzQ2XXtNI3^PBUvD2<0;+66xQd-
z|G8SqxMi&-s0;UkD7{-V#K2LJkr|j*lxhjTMScDUSE+kE=`e0S^lYyotTVa<koHNd
zM%=|yBCy2CE(hy5@Sf;cSrw$B*#{xw&cLUVj<L>Gy=mzYuS!<yvS)(P*dE%!<l%*e
zG7KvD33Xc-Hv`EF(i}|B4z^8lRJ?Ts#GlJ>eB{9<5d8I55+(<QNYnUQH%6;QTu3M5
z6!Ya0LIyMBMKJ+!4SHXl0u*4qU+Y8YsU(}mvtB0jM@spugQ+$<J<dhk+uK`7hlP?-
z1Or)Xx$h~0?yYhZk7I78a-K)?&R>81Wd~+5OSjRt0z&#?2w_%7fIwOfl6Ix%{Y(An
zLB*Y@)6StB^(^>yf$_bt|FH!6FX=&j#stmdvb&_)^`1?@_Hc8iy{)bH@7s^Xw=guz
z3DgmPHdl~ASbKU(icxa_k>Q;;+{4dY@ax<#;g8PB>Cq0Pqx2Yp=rKr$F5kG90Jl)B
z?`f!lNKWasJ)~wswo2J5iL%KeGz<(<=SMxBq%Dz=>CP9rNGz**qbQ;d?As{9?;J)#
zp7$vfZ}5^m<m?!=UDM;;<sp4AiNCPppooYF!O&x1_70d`^^Wcx<#dj5Bv(aby)*kp
z%}FjB{!aZBas`Mn?yoHvMz#Q^q0>b?S?zj2)U!5KT}kG$l!#?c*=iD@8b@)Ph{zbN
zwR5r)p_3WuUIBHhwUO`1F9l#&7(s#2xrF_PVGbSEbd2>lS>w3RX;l|>t-^X%WYVUC
zL23TDFp|SEF4?Pp8B^@Y%B^U}iHS1UOlJv-%>_8dFEDTjRw=Q&VFdM#Jr?QV6fyi&
zS20gUxUe`zfeh-fQL4}4V`I%3Onc~l*wvWqVzTF&mZm0xV<)W>Fp)h@^z7^<KNl6U
zRb)Zyw`u+S$Rq7bT%1-?Jf<h$Yx3b=n9Gb64{Mork;XpNeM_)ewUp$a?G{Vepb#iP
z;(6W|&ok{84}h%K^+qaI_-!ZF;PC!Cl4><><u}QAou)>UM4&K}y}{$SPQSZV6%z*#
z5aaw5z>o=5(6s@75#-o%-%*8&8w%k#T_i3QWPC0vC@PsaIA<72S~ziLUBqlYVT>;!
zao*#jqg#FJ0UdORcCvro7BBu1ug%=w1OwU1c~j0okUpQ}%&%J3qDx@klCDvTe#=mZ
z2Ss&YJI{cmo^T+qDl#MO0p<;~6T+Y-)FoE!RtCf{uJH^uPp0W`ZpH6{j_lF2G#oV8
z=t01eF=+$gsVjI*J;m}r;?F$9tVTN6Z#F7c8A0(nN8yYCE@*`dbC+;II*e~PK0DdK
z9Ob5#7E{>SN;Q3eduaF*GARL&#&qcT-q&~K1G&d*NGpmVn+8r<X;6~y1v*~wc@$g>
zF}zg>=p*47kTw1JY;tz~Zw2N4{{uX?4xbA6{r+{Y%{(dq^Vr0MrC;X0(0TiR030+L
AApigX

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/blue_tit_classification.json b/modelling/data/abingdon-all/resident/blue_tit_classification.json
new file mode 100644
index 0000000..6f5f778
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blue_tit_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Blue Tit",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 3,
+    "target_peak_label": "March",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.7836658138578775,
+    "target_trough_value": 0.19819306625775013,
+    "target_mean_value": 0.4217387502672212,
+    "target_amplitude": 0.5854727476001274,
+    "baseline_to_peak_ratio": 0.40450915989234393,
+    "autumn_to_winter_weight_ratio": 0.0477326968973747,
+    "year_end_to_winter_weight_ratio": 0.477326968973747,
+    "decay_to_growth_ratio": 1.723291626564004,
+    "monthly_target": {
+      "January": 0.42456968254540567,
+      "February": 0.6510782130778153,
+      "March": 0.7836658138578775,
+      "April": 0.5229357236389086,
+      "May": 0.38545695529963925,
+      "June": 0.3746149212400747,
+      "July": 0.2834618134966642,
+      "August": 0.19819306625775013,
+      "September": 0.2894777224917703,
+      "October": 0.3178007841042193,
+      "November": 0.3363504871313674,
+      "December": 0.49325982006516156
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.888,
+    "GROWTH_RATE": 2.078,
+    "DECAY_RATE": 3.581,
+    "SUMMER_DECAY_BOOST": 3.85,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.631,
+    "PRE_SUMMER_DECAY_END": 6.755,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.232,
+    "SPRING_CARRYOVER_WEIGHT": 0.058,
+    "SPRING_CARRYOVER_END": 7.17,
+    "SPRING_CARRYOVER_SHARPNESS": 17.61,
+    "BASELINE": 0.317,
+    "WINTER_WEIGHT": 0.419,
+    "AUTUMN_WEIGHT": 0.02,
+    "WINTER_PEAK": 2.815,
+    "AUTUMN_PEAK": 10.98,
+    "AUTUMN_ONSET": 10.305,
+    "AUTUMN_GATE_SHARPNESS": 4.894,
+    "WINTER_WIDTH": 10.066,
+    "WINTER_RISE_WIDTH": 9.094,
+    "WINTER_FALL_WIDTH": 10.642,
+    "AUTUMN_WIDTH": 8.173,
+    "AUTUMN_RISE_WIDTH": 8.556,
+    "AUTUMN_FALL_WIDTH": 7.972,
+    "SUMMER_DIP": 0.147,
+    "SUMMER_LOW": 7.435,
+    "SUMMER_ONSET": 5.6,
+    "SUMMER_GATE_SHARPNESS": 4.707,
+    "SUMMER_DECAY_ONSET": 7.175,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.184,
+    "SUMMER_WIDTH": 26.046,
+    "SUMMER_RISE_WIDTH": 38.7,
+    "SUMMER_FALL_WIDTH": 9.696,
+    "SCALE": 1.23,
+    "YEAR_END_WEIGHT": 0.2,
+    "YEAR_END_PEAK": 12.136,
+    "YEAR_END_WIDTH": 83.998,
+    "YEAR_END_RISE_WIDTH": 160.188,
+    "YEAR_END_FALL_WIDTH": 10.892
+  },
+  "fit": {
+    "score": 0.258
+  },
+  "warnings": [],
+  "summary": "Blue Tit is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around August. The model indicates strong baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/blue_tit_consensus.json b/modelling/data/abingdon-all/resident/blue_tit_consensus.json
new file mode 100644
index 0000000..19408b7
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blue_tit_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.258",
+  "INITIAL_Y": "0.888",
+  "GROWTH_RATE": "2.078",
+  "DECAY_RATE": "3.581",
+  "SUMMER_DECAY_BOOST": "3.85",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.631",
+  "PRE_SUMMER_DECAY_END": "6.755",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.232",
+  "SPRING_CARRYOVER_WEIGHT": "0.058",
+  "SPRING_CARRYOVER_END": "7.17",
+  "SPRING_CARRYOVER_SHARPNESS": "17.61",
+  "BASELINE": "0.317",
+  "WINTER_WEIGHT": "0.419",
+  "AUTUMN_WEIGHT": "0.02",
+  "WINTER_PEAK": "2.815",
+  "AUTUMN_PEAK": "10.98",
+  "AUTUMN_ONSET": "10.305",
+  "AUTUMN_GATE_SHARPNESS": "4.894",
+  "WINTER_WIDTH": "10.066",
+  "WINTER_RISE_WIDTH": "9.094",
+  "WINTER_FALL_WIDTH": "10.642",
+  "AUTUMN_WIDTH": "8.173",
+  "AUTUMN_RISE_WIDTH": "8.556",
+  "AUTUMN_FALL_WIDTH": "7.972",
+  "SUMMER_DIP": "0.147",
+  "SUMMER_LOW": "7.435",
+  "SUMMER_ONSET": "5.6",
+  "SUMMER_GATE_SHARPNESS": "4.707",
+  "SUMMER_DECAY_ONSET": "7.175",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.184",
+  "SUMMER_WIDTH": "26.046",
+  "SUMMER_RISE_WIDTH": "38.7",
+  "SUMMER_FALL_WIDTH": "9.696",
+  "SCALE": "1.23",
+  "YEAR_END_WEIGHT": "0.2",
+  "YEAR_END_PEAK": "12.136",
+  "YEAR_END_WIDTH": "83.998",
+  "YEAR_END_RISE_WIDTH": "160.188",
+  "YEAR_END_FALL_WIDTH": "10.892",
+  "SPECIES": "Blue Tit"
+}
diff --git a/modelling/data/abingdon-all/resident/blue_tit_observed.csv b/modelling/data/abingdon-all/resident/blue_tit_observed.csv
new file mode 100644
index 0000000..1e07acf
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blue_tit_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,74
+2,78
+3,83
+4,75
+5,55
+6,29
+7,18
+8,27
+9,28
+10,29
+11,37
+12,58
diff --git a/modelling/data/abingdon-all/resident/blue_tit_parameters.csv b/modelling/data/abingdon-all/resident/blue_tit_parameters.csv
new file mode 100644
index 0000000..50a1a39
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blue_tit_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:43:22,blue_tit_observed.csv,0.1268106336469841901288392852,0.717,3.664,2.916,3.766,0.624,6.67,5.166,0.061,6.97,16.726,0.383,0.421,0.039,2.81,10.93,9.36,5.035,10.041,13.678,6.404,6.048,10.898,1.197,0.188,5.66,5.07,7.15,7.31,7.117,28.352,49.383,7.322,1.585,0.31,12.163,97.710,179.892,15.528
+2026-05-21 09:43:23,blue_tit_observed.csv,0.4988699232062702330852079694,1.084,2.974,4.184,0.588,0.363,7.67,13.86,0.081,7.29,6.404,0.544,0.067,0.043,2.93,10.99,10.47,4.436,7.264,8.445,6.082,2.700,2.271,3.128,0.211,7.01,4.49,6.206,7.54,12.89,46.094,79.403,12.785,1.115,0.29,12.165,126.467,239.806,13.128
+2026-05-21 09:43:23,blue_tit_observed.csv,0.4535671736566619392364516982,0.744,3.742,1.72,1.711,0.052,7.36,9.435,0.076,6.94,8.023,0.116,0.368,0.012,3.32,11.42,8.59,11.343,12.300,18.813,5.787,4.681,4.342,5.020,0.182,5.88,4.13,4.148,6.78,10.268,12.983,16.903,9.063,1.127,0.307,12.234,62.298,116.919,7.676
+2026-05-21 09:43:23,blue_tit_observed.csv,0.4360425191877874778207532186,1.19,0.591,1.593,0.917,0.809,6.73,5.952,0.065,7.04,15.312,0.24,0.169,0.013,2.16,11.79,10.82,10.333,6.012,6.046,5.978,5.660,2.4,8.919,0.033,8.41,6.2,3.314,6.93,16.721,32.782,49.014,16.55,1.022,0.246,12.165,58.724,107.082,10.365
+2026-05-21 09:43:24,blue_tit_observed.csv,1.383543095623332153351919193,0.857,2.45,2.286,5.036,0.436,6.97,11.289,0.002,7.01,10.915,0.333,0.461,0.039,1.96,11.13,9.83,7.665,2.360,2.610,2.111,11.406,12.495,10.318,0.148,6.28,5.27,2.998,7.21,22.529,19.756,19.803,19.709,1.559,0.163,12.05,113.694,212.333,15.055
+2026-05-21 09:43:24,blue_tit_observed.csv,0.3568880021790919601342333698,1.1,1.83,1.011,6.54,0.484,7.29,8.872,0.042,7.36,20.486,0.176,0.391,0.05,4.21,11.3,9.44,7.36,17.810,18.181,17.438,10.176,8.837,11.514,0.119,6.53,5.87,2.281,7.16,16.175,12.591,17.075,8.107,1.462,0.237,12.1,68.423,131.237,5.609
+2026-05-21 09:43:24,blue_tit_observed.csv,0.3146697542836915019657439892,0.644,2.834,3.307,3.956,0.61,7.51,4.097,0.093,7.11,8.814,0.341,0.697,0.004,4.2,11.55,11.45,10.157,3.456,1.762,5.151,5.449,1.274,9.624,0.204,6.86,5.99,2.925,6.91,16.033,41.204,68.012,14.396,1.601,0.026,12.275,74.422,134.13,14.714
+2026-05-21 09:43:25,blue_tit_observed.csv,0.2967949206900844181650814348,0.804,0.75,1.368,6.637,0.638,6.35,3.653,0.046,7.63,13.069,0.218,0.375,0.006,2.38,11.36,9.49,9.12,7.402,6.756,8.047,10.170,11.83,8.509,0.18,6.4,6.44,6.339,7.47,17.418,8.186,7.987,8.386,1.023,0.297,12.027,100.978,189.737,12.219
+2026-05-21 09:43:25,blue_tit_observed.csv,0.4999554858448229768966377814,1.002,3.715,0.472,7.407,0.716,6.51,7.324,0.006,6.92,24.772,0.175,0.27,0.017,3.41,11.86,9.63,11.527,8.838,15.486,2.19,3.778,6.301,1.256,0.115,5.67,4.08,6.805,7.35,10.764,31.272,46.016,16.527,1.404,0.162,12.118,91.167,171.843,10.491
+2026-05-21 09:43:25,blue_tit_observed.csv,0.2152530946919634632258234440,1.091,0.596,3.915,7.59,0.165,6.46,9.281,0.013,7.43,7.116,0.178,0.398,0.019,2.73,11.81,8.89,4.626,3.776,4.638,2.915,8.124,9.882,6.367,0.189,8.05,6.46,7.257,7.27,6.795,30.696,51.641,9.752,1.584,0.212,12.062,66.480,122.913,10.047
+2026-05-21 09:43:26,blue_tit_observed.csv,0.6517104750768733337366440001,1.119,0.745,0.861,3.387,0.261,7.73,11.32,0.011,7.37,8.628,0.109,0.115,0.017,1.54,11.76,10.02,5.526,4.761,6.847,2.675,8.204,7.353,9.056,0.19,5.96,4.65,4.343,6.73,7.727,10.714,19.939,1.488,1.021,0.211,12.251,82.145,150.967,13.323
+2026-05-21 09:43:26,blue_tit_observed.csv,0.4305422037134413522539214301,0.683,1.134,1.402,4.891,0.877,7.57,9.727,0.075,6.57,26.974,0.184,0.329,0.028,2.31,11.47,8.97,3.169,7.706,4.641,10.77,3.565,3.011,4.119,0.034,7.53,6.49,1.7,6.61,6.207,9.391,10.811,7.971,1.224,0.336,12.053,65.851,126.929,4.773
+2026-05-21 09:43:26,blue_tit_observed.csv,0.4065109004586455870370048703,1.07,0.659,0.413,3.773,0.495,7.39,7.21,0.091,7.26,16.374,0.132,0.699,0.023,4.31,11.54,9.2,5.57,11.719,15.641,7.797,3.814,4.737,2.891,0.238,8.12,5.86,4.374,7.55,9.149,27.072,51.039,3.105,1.303,0.268,12.042,96.200,181.719,10.68
+2026-05-21 09:43:26,blue_tit_observed.csv,1.109688318851140410631994478,1.219,3.476,4.961,3.755,0.088,7.23,7.667,0.058,7.07,10.571,0.508,0.335,0.039,2.67,10.54,10.03,2.687,7.991,15.102,0.88,11.582,9.653,13.512,0.119,6.11,6.29,1.222,7.21,15.104,9.376,1.866,16.887,1.286,0.126,12.189,113.520,222.693,4.347
+2026-05-21 09:43:27,blue_tit_observed.csv,2.164001148595015628564454885,1.139,1.559,2.624,3.483,0.928,6.31,8.453,0.065,7.6,19.331,0.553,0.351,0.016,1.99,10.66,10.09,8.635,11.679,6.685,16.673,8.930,12.039,5.821,0.12,6.94,6.45,5.48,6.75,22.2,13.958,8.18,19.737,1.733,0.341,12.148,58.520,107.166,9.875
+2026-05-21 09:43:27,blue_tit_observed.csv,0.1938152075342940872804655708,0.949,3.08,5.891,2.035,0.239,6.91,9.953,0.072,7.21,26.77,0.487,0.051,0.026,3.32,10.93,8.57,3.623,3.912,1.553,6.272,2.606,3.044,2.169,0.093,7.44,5.46,7.929,7.55,21.098,14.638,26.412,2.863,1.649,0.186,12.175,51.244,93.271,9.216
+2026-05-21 09:43:27,blue_tit_observed.csv,0.8131283829819892074387941361,1.069,3.197,5.139,0.655,0.382,7.43,11.138,0.051,7.19,17.924,0.463,0.639,0.038,3.83,11.18,9.83,4.063,18.133,16.721,19.545,4.280,4.637,3.922,0.194,7.85,6.45,1.421,7.11,19.167,9.386,5.708,13.064,1.065,0.124,12.17,81.690,153.874,9.506
+2026-05-21 09:43:28,blue_tit_observed.csv,0.5764401393842850637161473186,1.036,2.936,5.507,4.745,0.34,6.34,6.424,0.088,7.02,11.239,0.076,0.454,0.0,2.83,1.34,9.24,10.914,12.552,11.221,13.884,11.218,12.759,9.676,0.139,5.8,4.63,6.794,7.04,23.866,48.175,77.755,18.595,1.611,0.143,12.012,73.134,136.447,9.821
+2026-05-21 09:43:28,blue_tit_observed.csv,0.5642549920328685736873287891,1.008,1.616,3.227,6.704,0.317,7.72,11.502,0.087,6.91,11.534,0.565,0.141,0.02,1.53,1.16,9.8,5.864,8.794,9.331,8.258,8.098,10.094,6.102,0.212,8.29,4.24,0.966,7.47,15.348,45.120,77.597,12.642,1.581,0.008,12.045,58.990,111.617,6.362
+2026-05-21 09:43:28,blue_tit_observed.csv,0.1887608491836971393002915076,0.875,3.178,4.643,5.125,0.41,6.62,9.7,0.064,7.5,6.704,0.505,0.417,0.01,2.67,1.23,8.47,3.844,12.476,15.916,9.036,4.938,9.296,0.58,0.114,5.86,6.11,4.15,6.68,8.29,3.293,3.188,3.398,1.662,0.16,12.153,52.707,99.947,5.467
+2026-05-21 09:43:29,blue_tit_observed.csv,0.3565013288703971158795124109,0.758,0.45,2.174,2.931,0.864,6.41,13.044,0.056,7.55,13.373,0.149,0.227,0.049,1.71,11.01,10.41,2.019,16.949,18.183,15.715,5.520,2.967,8.073,0.01,7.65,6.19,2.603,6.61,19.634,25.910,43.314,8.505,1.102,0.101,12.083,110.481,212.576,8.386
+2026-05-21 09:43:29,blue_tit_observed.csv,37.67571259865874657946560240,1.112,0.703,0.234,0.045,0.683,7.11,3.082,0.083,7.06,21.97,0.391,0.206,0.046,4.04,1.5,11.37,6.887,1.892,2.014,1.769,8.514,12.346,4.683,0.103,7.75,6.24,7.148,7.52,13.188,34.616,62.434,6.798,1.625,0.315,12.001,100.538,187.237,13.838
+2026-05-21 09:43:29,blue_tit_observed.csv,0.9497463814366553536840152457,0.805,2.234,5.238,7.184,0.165,7.43,8.287,0.025,7.51,18.062,0.355,0.142,0.041,3.46,1.04,9.81,9.404,11.950,4.175,19.724,11.768,12.46,11.075,0.008,8.22,5.0,3.923,6.62,22.289,9.126,3.419,14.832,1.401,0.329,12.223,116.614,217.726,15.503
+2026-05-21 09:43:30,blue_tit_observed.csv,1.258447973716989137811754422,0.891,0.326,1.733,7.486,0.149,7.12,13.584,0.006,7.29,19.398,0.161,0.329,0.044,2.67,11.31,10.2,5.691,10.103,12.054,8.152,2.472,2.746,2.197,0.088,6.28,4.3,7.714,7.17,9.441,21.177,27.311,15.043,0.91,0.013,12.229,56.606,98.218,14.994
+2026-05-21 09:43:30,blue_tit_observed.csv,1.422948345780479759658371854,0.868,3.558,2.237,5.551,0.402,7.07,10.824,0.082,6.71,10.96,0.537,0.441,0.014,4.21,1.33,10.81,8.734,11.022,13.589,8.454,11.338,11.941,10.735,0.027,7.49,5.28,6.942,6.88,20.278,32.158,53.051,11.266,0.905,0.044,12.001,53.956,103.218,4.693
+2026-05-21 09:43:30,blue_tit_observed.csv,0.5519735367249302382873063474,1.127,2.602,4.474,0.529,0.292,7.69,9.489,0.045,6.74,27.594,0.492,0.7,0.003,2.13,11.31,9.96,9.728,15.762,19.188,12.336,11.138,12.146,10.130,0.211,6.41,4.89,2.632,7.59,8.544,17.239,26.414,8.064,0.942,0.078,12.29,118.609,228.402,8.816
+2026-05-21 09:43:30,blue_tit_observed.csv,0.8450541292017438610353126998,0.931,2.974,4.223,3.875,0.032,7.35,7.3,0.025,6.9,14.278,0.274,0.265,0.011,1.56,11.33,10.71,3.447,4.564,7.263,1.865,2.652,3.214,2.089,0.141,7.77,4.15,5.938,6.88,21.224,15.624,26.398,4.851,0.873,0.255,12.153,74.840,137.213,12.468
+2026-05-21 09:43:31,blue_tit_observed.csv,0.9575410322494486478134231238,1.046,0.563,2.475,6.095,0.73,6.58,4.208,0.033,7.02,22.618,0.565,0.22,0.042,2.13,1.45,11.39,5.974,16.292,15.879,16.706,4.228,7.88,0.575,0.057,7.81,5.85,1.682,7.54,9.473,20.098,20.224,19.973,1.739,0.262,12.081,79.476,152.095,6.858
+2026-05-21 09:43:31,blue_tit_observed.csv,1.325089067939282481821928307,0.867,3.08,3.322,0.071,0.917,6.82,9.665,0.042,7.42,9.235,0.097,0.435,0.001,1.92,11.14,10.8,6.306,8.342,8.165,8.52,5.058,1.162,8.953,0.203,7.03,4.69,4.944,7.56,20.923,29.724,51.022,8.425,1.633,0.174,12.127,44.484,81.928,7.04
+2026-05-21 09:43:31,blue_tit_observed.csv,1.164424312377442749908172727,0.785,3.406,4.512,0.682,0.465,7.56,7.469,0.025,7.19,12.889,0.431,0.321,0.033,2.22,1.15,8.92,6.792,7.887,5.208,10.566,8.844,4.707,12.98,0.111,6.29,6.29,6.402,6.68,20.425,21.136,23.76,18.511,1.62,0.261,12.027,58.729,112.611,4.847
+2026-05-21 09:43:32,blue_tit_observed.csv,0.8783315960459257647791621072,0.858,0.343,0.734,0.064,0.321,7.18,5.126,0.002,6.67,17.008,0.084,0.502,0.02,4.19,10.91,11.13,10.035,7.500,9.797,5.204,10.984,8.697,13.27,0.171,7.85,5.6,6.735,6.86,7.571,7.334,13.823,0.844,1.794,0.169,12.265,103.157,193.715,12.599
+2026-05-21 09:43:32,blue_tit_observed.csv,0.6103950727551448277668269118,0.956,0.373,5.245,3.888,0.917,6.46,9.973,0.09,6.99,21.854,0.53,0.277,0.013,3.04,11.74,8.55,6.577,0.526,0.434,0.619,4.770,0.584,8.956,0.072,6.91,4.05,3.932,6.86,19.388,34.989,54.061,15.917,1.372,0.131,12.057,67.408,122.851,11.964
+2026-05-21 09:43:32,blue_tit_observed.csv,1.032602455454649871095436942,1.211,1.138,2.606,0.691,0.136,6.42,10.304,0.043,7.49,21.988,0.15,0.313,0.029,1.61,11.07,8.67,6.431,11.205,5.924,16.486,4.515,0.963,8.067,0.21,6.75,5.1,1.382,6.96,12.223,32.084,57.872,6.296,0.912,0.349,12.212,58.547,110.864,6.23
+2026-05-21 09:43:33,blue_tit_observed.csv,1.668436578063483268382295041,0.978,1.783,5.416,3.528,0.034,6.65,7.586,0.091,7.3,8.552,0.431,0.494,0.022,3.76,10.58,9.89,3.822,8.524,14.61,2.438,5.778,10.143,1.414,0.099,5.66,5.14,1.802,7.19,20.989,36.100,64.718,7.481,0.936,0.315,12.004,63.417,112.822,14.012
+2026-05-21 09:43:33,blue_tit_observed.csv,0.4916643841551691801328559981,1.12,1.337,3.462,2.498,0.636,6.69,7.805,0.026,7.46,18.786,0.21,0.218,0.011,2.36,11.56,10.82,2.375,7.729,13.458,2.0,7.472,1.137,13.807,0.216,7.24,6.08,1.897,6.62,17.495,44.696,77.619,11.774,1.102,0.226,12.244,70.075,124.747,15.403
+2026-05-21 09:43:33,blue_tit_observed.csv,0.8450523815570625050770245877,1.118,2.909,3.389,2.371,0.549,6.33,3.71,0.013,7.16,27.336,0.539,0.43,0.004,4.11,1.49,8.68,11.55,7.402,8.412,6.391,6.722,10.5,2.944,0.089,8.09,5.71,7.061,7.24,9.849,15.101,14.599,15.603,0.894,0.318,12.116,65.207,125.419,4.995
+2026-05-21 09:43:34,blue_tit_observed.csv,0.2805495507052386912074280533,0.918,3.436,4.961,6.362,0.765,6.26,7.105,0.082,6.95,21.627,0.175,0.591,0.007,2.42,10.76,8.87,2.987,11.120,3.215,19.025,12.287,11.364,13.21,0.166,6.15,4.79,5.104,7.57,15.414,35.916,53.238,18.593,1.129,0.068,12.123,113.402,210.813,15.992
+2026-05-21 09:43:34,blue_tit_observed.csv,0.7844939253366581728568277167,0.87,3.803,1.34,5.307,0.727,7.49,5.801,0.031,6.85,22.906,0.18,0.123,0.009,4.45,1.34,9.91,7.146,2.864,4.816,0.913,5.892,8.404,3.379,0.113,6.1,4.79,4.652,7.56,18.938,35.496,53.8,17.192,1.666,0.084,12.249,109.364,211.953,6.774
+2026-05-21 09:43:34,blue_tit_observed.csv,1.259980233316996437235842358,1.091,3.963,1.72,0.915,0.528,7.65,5.047,0.026,7.61,12.285,0.409,0.3,0.038,1.68,11.77,9.47,3.065,9.036,7.694,10.379,8.442,11.952,4.933,0.053,7.92,5.53,2.817,7.34,9.599,38.436,61.574,15.299,1.796,0.039,12.285,96.532,178.182,14.883
+2026-05-21 09:43:35,blue_tit_observed.csv,1.538806246689094531794051375,1.088,0.449,4.348,3.098,0.589,6.99,11.95,0.072,6.81,12.65,0.171,0.257,0.017,2.64,11.69,10.36,9.219,16.084,16.519,15.649,3.815,6.624,1.006,0.095,7.23,6.05,1.883,7.02,17.409,45.363,72.674,18.052,0.819,0.206,12.144,52.778,99.08,6.475
+2026-05-21 09:43:35,blue_tit_observed.csv,0.2604128815267574558866129763,0.94,3.953,0.696,0.949,0.451,7.49,15.662,0.04,6.88,22.568,0.335,0.252,0.015,1.91,11.9,8.76,3.986,18.164,18.452,17.875,5.892,5.017,6.766,0.13,7.69,6.05,6.396,7.33,19.513,30.716,45.919,15.514,1.091,0.066,12.011,94.789,178.943,10.635
+2026-05-21 09:43:35,blue_tit_observed.csv,0.3895189902742923545717162283,0.809,3.856,3.43,0.607,0.754,6.96,8.468,0.096,6.69,15.11,0.42,0.645,0.039,2.75,11.08,10.69,11.944,9.224,14.135,4.314,8.320,10.263,6.376,0.029,6.99,6.15,2.562,7.5,13.717,30.628,53.178,8.079,1.639,0.061,12.083,61.398,118.192,4.603
+2026-05-21 09:43:35,blue_tit_observed.csv,0.4066666579887001560901379449,0.719,1.982,3.297,3.609,0.244,7.19,13.057,0.044,7.57,18.722,0.402,0.515,0.035,2.32,10.55,9.12,9.165,16.657,13.935,19.379,9.412,8.110,10.715,0.143,6.89,4.22,7.299,7.29,20.944,34.500,66.309,2.692,1.699,0.334,12.292,58.548,108.62,8.475
+2026-05-21 09:43:36,blue_tit_observed.csv,0.8488331175828886435792443000,0.794,2.454,3.57,4.023,0.554,6.31,10.546,0.056,7.26,23.772,0.061,0.388,0.028,3.96,11.43,8.71,2.356,9.060,0.361,17.76,1.288,1.252,1.325,0.111,8.49,5.09,5.582,7.18,19.579,23.516,29.886,17.145,1.675,0.199,12.052,99.620,191.241,7.999
+2026-05-21 09:43:36,blue_tit_observed.csv,0.4217983595005777789311742326,0.656,0.772,1.621,6.025,0.3,7.4,13.261,0.007,7.38,11.114,0.465,0.277,0.041,2.07,1.17,9.84,7.269,11.000,13.799,8.202,7.992,9.017,6.966,0.136,6.04,5.92,1.638,6.77,13.549,21.298,24.474,18.121,0.846,0.267,12.16,69.037,124.019,14.055
+2026-05-21 09:43:36,blue_tit_observed.csv,0.4204861884550540795028681995,0.989,2.937,2.036,1.48,0.229,7.55,8.455,0.011,7.1,6.62,0.403,0.32,0.036,2.72,1.11,8.82,11.747,9.598,8.928,10.267,5.576,7.339,3.814,0.143,8.27,6.46,4.927,6.71,16.838,3.484,1.308,5.659,1.792,0.01,12.152,103.336,195.894,10.778
+2026-05-21 09:43:37,blue_tit_observed.csv,0.9789701794811006582464942248,0.822,3.242,3.717,2.858,0.572,7.63,7.093,0.02,7.5,22.956,0.12,0.351,0.01,3.2,10.86,10.5,9.924,10.230,8.254,12.206,5.226,5.496,4.955,0.105,8.4,5.91,3.677,7.46,18.525,36.452,68.36,4.544,0.926,0.14,12.29,51.830,90.49,13.171
+2026-05-21 09:43:37,blue_tit_observed.csv,0.6707787438390692665707173209,1.188,3.973,5.662,3.398,0.758,6.67,13.685,0.089,6.7,23.9,0.444,0.556,0.039,1.73,11.69,8.59,3.505,11.913,9.409,14.417,8.210,11.575,4.844,0.114,6.84,4.84,5.433,7.17,16.762,3.010,5.239,0.782,1.375,0.103,12.16,91.965,175.876,8.054
+2026-05-21 09:43:37,blue_tit_observed.csv,0.2647788111509959026581896844,0.799,0.979,5.178,7.104,0.431,6.87,11.294,0.023,7.54,25.072,0.247,0.16,0.021,2.91,11.03,10.05,9.312,4.775,2.186,7.364,8.907,12.824,4.99,0.167,6.52,4.79,6.136,6.7,23.607,8.610,9.372,7.847,1.405,0.16,12.293,121.898,238.723,5.072
+2026-05-21 09:43:38,blue_tit_observed.csv,0.2835897647941719474823575687,1.161,0.429,5.736,5.309,0.608,6.58,12.719,0.0,6.6,26.696,0.229,0.636,0.048,2.15,11.73,10.66,2.654,5.641,6.398,4.884,7.210,8.594,5.825,0.182,7.6,6.49,5.142,6.93,16.091,26.406,40.242,12.569,1.257,0.189,12.234,68.634,133.117,4.15
+2026-05-21 09:43:38,blue_tit_observed.csv,0.2664266497230481925005914227,1.24,1.522,1.346,6.078,0.755,6.63,4.816,0.027,7.37,19.335,0.563,0.402,0.033,1.98,1.21,11.08,4.453,18.583,19.709,17.457,5.473,4.856,6.090,0.077,7.82,5.7,2.221,7.45,21.351,17.796,17.735,17.856,1.258,0.01,12.115,82.706,160.721,4.69
+2026-05-21 09:43:38,blue_tit_observed.csv,1.472732555027319095258618732,1.16,3.284,2.975,0.83,0.145,7.54,4.307,0.068,7.37,10.689,0.144,0.191,0.013,2.27,1.03,10.96,9.805,14.975,13.271,16.679,3.808,0.796,6.819,0.087,8.34,5.39,5.07,6.79,18.196,5.338,5.11,5.565,0.953,0.093,12.081,91.096,166.389,15.804
+2026-05-21 09:43:39,blue_tit_observed.csv,0.4572842295635897044452449962,0.954,0.493,5.231,4.986,0.685,6.36,7.581,0.019,6.95,16.185,0.372,0.406,0.023,1.88,10.65,9.2,4.596,3.500,2.285,4.716,11.720,11.275,12.165,0.093,8.12,5.98,5.635,6.73,11.964,10.902,7.051,14.752,1.392,0.135,12.153,80.144,145.168,15.119
+2026-05-21 09:43:39,blue_tit_observed.csv,0.5410409638803903022672395961,0.658,2.483,3.142,6.751,0.95,6.69,15.989,0.011,7.38,11.894,0.493,0.652,0.003,1.93,1.43,8.59,7.879,7.618,2.325,12.91,8.777,5.233,12.321,0.202,6.15,5.34,6.232,7.34,12.285,33.210,50.881,15.538,1.582,0.086,12.093,55.310,95.529,15.09
+2026-05-21 09:43:39,blue_tit_observed.csv,0.9135314284438636519550618749,1.087,0.292,2.558,5.326,0.29,6.47,11.847,0.047,7.05,7.524,0.105,0.062,0.016,1.6,11.1,9.31,10.966,14.134,8.918,19.349,10.173,12.078,8.268,0.027,7.63,5.68,2.591,7.17,19.597,21.648,29.881,13.415,1.504,0.002,12.07,83.176,152.787,13.565
+2026-05-21 09:43:39,blue_tit_observed.csv,1.020281550229814216833667669,1.196,2.829,5.566,1.371,0.182,6.95,15.541,0.089,7.4,26.351,0.339,0.29,0.024,2.99,11.46,9.63,2.998,11.838,8.608,15.067,9.482,9.449,9.515,0.041,6.17,5.07,3.413,7.32,10.861,46.892,79.627,14.157,1.384,0.326,12.067,91.508,176.01,7.007
+2026-05-21 09:43:40,blue_tit_observed.csv,0.9125772221494827239380381895,0.648,3.849,2.709,1.067,0.756,6.34,11.286,0.013,6.96,23.772,0.564,0.321,0.018,4.33,11.4,10.3,11.294,14.508,14.479,14.537,11.926,13.509,10.343,0.017,6.24,4.05,3.775,6.83,19.333,17.765,22.222,13.308,1.703,0.338,12.223,78.438,145.02,11.855
+2026-05-21 09:43:40,blue_tit_observed.csv,1.116485007277847900854098234,0.75,1.697,5.229,1.785,0.649,7.66,15.214,0.062,7.12,14.924,0.465,0.432,0.002,2.24,10.68,8.98,8.912,11.389,17.649,5.129,3.156,2.705,3.606,0.032,7.57,4.95,5.158,6.61,13.895,28.532,46.739,10.326,0.812,0.139,12.005,85.980,167.572,4.388
+2026-05-21 09:43:40,blue_tit_observed.csv,0.9995415039918964125690880481,0.857,3.216,1.523,6.505,0.197,6.51,8.284,0.093,6.65,25.592,0.511,0.639,0.022,2.52,11.15,9.95,2.907,6.062,6.39,5.735,1.040,0.645,1.434,0.055,7.68,4.46,3.029,6.9,9.313,24.592,43.951,5.234,0.804,0.167,12.278,81.584,149.401,13.768
+2026-05-21 09:43:41,blue_tit_observed.csv,0.5288654479780267651457172983,0.772,0.465,5.325,7.574,0.331,7.72,8.012,0.055,6.57,7.769,0.256,0.356,0.024,2.88,11.05,8.5,9.808,12.432,12.326,12.538,6.558,7.623,5.492,0.061,6.11,5.31,5.862,7.34,10.318,8.864,17.029,0.7,1.389,0.286,12.009,104.466,204.756,4.176
+2026-05-21 09:43:41,blue_tit_observed.csv,0.7875118121635025974124276662,1.195,3.161,3.113,5.377,0.796,7.58,4.265,0.051,6.56,11.112,0.422,0.275,0.025,4.1,11.09,10.72,5.613,3.932,4.003,3.862,6.694,5.820,7.567,0.116,6.65,6.26,4.421,7.21,6.65,19.193,27.43,10.956,0.86,0.173,12.026,122.828,230.337,15.319
+2026-05-21 09:43:41,blue_tit_observed.csv,1.441533546970409435819332272,0.675,0.478,2.141,7.679,0.231,7.49,7.093,0.041,7.09,6.849,0.55,0.66,0.044,2.09,1.39,9.43,7.162,6.620,6.334,6.905,7.676,11.904,3.449,0.041,5.51,4.64,4.399,7.29,19.074,11.833,15.662,8.004,0.841,0.333,12.261,78.219,144.512,11.926
+2026-05-21 09:43:42,blue_tit_observed.csv,1.416701450610002514364623334,1.007,3.08,5.163,7.273,0.195,6.67,4.092,0.009,6.69,15.391,0.117,0.339,0.036,1.78,1.01,10.85,5.73,13.763,12.063,15.463,8.728,4.912,12.544,0.07,8.06,4.1,2.271,6.87,8.495,36.906,62.946,10.865,0.954,0.021,12.014,97.281,181.049,13.513
+2026-05-21 09:43:42,blue_tit_observed.csv,0.3962391615441924306452614714,0.657,2.681,2.267,0.101,0.817,6.9,10.02,0.061,7.5,16.4,0.43,0.249,0.04,4.04,10.7,9.54,4.021,6.880,10.717,3.042,6.395,8.052,4.738,0.086,6.54,4.03,6.803,6.61,7.945,30.748,45.363,16.132,1.578,0.205,12.078,49.800,90.873,8.726
+2026-05-21 09:43:42,blue_tit_observed.csv,0.3322243823577828700882661358,1.026,2.848,5.071,1.731,0.733,7.13,13.676,0.031,7.58,11.016,0.344,0.193,0.035,3.79,11.75,11.24,4.938,9.650,1.938,17.362,5.370,6.857,3.883,0.171,5.71,4.78,1.897,6.8,6.147,27.471,49.818,5.124,1.343,0.154,12.154,101.982,190.47,13.495
+2026-05-21 09:43:43,blue_tit_observed.csv,0.6096879503185628152988510447,0.94,3.179,2.871,6.266,0.391,6.26,15.885,0.036,6.58,19.278,0.187,0.605,0.007,3.68,11.51,8.93,11.646,11.548,15.762,7.335,12.670,13.337,12.003,0.114,6.06,4.18,7.983,7.35,12.062,28.850,56.042,1.658,1.179,0.029,12.029,62.762,111.428,14.095
+2026-05-21 09:43:43,blue_tit_observed.csv,0.3781138173742896532444661402,0.858,3.481,4.682,2.143,0.068,6.3,14.305,0.009,7.19,23.812,0.523,0.256,0.014,2.72,1.34,10.13,9.824,12.671,6.065,19.277,7.329,8.019,6.639,0.168,5.57,5.16,5.45,6.91,18.112,6.263,7.328,5.198,1.047,0.084,12.114,103.093,195.009,11.177
+2026-05-21 09:43:43,blue_tit_observed.csv,0.2502835021505796849565558360,0.785,3.818,3.436,1.031,0.773,7.43,13.287,0.082,7.58,20.814,0.519,0.699,0.027,3.8,11.62,10.46,3.829,10.077,1.711,18.443,1.240,2.03,0.449,0.022,7.56,5.31,3.838,7.0,10.288,35.116,65.159,5.072,1.516,0.313,12.12,60.896,110.928,10.865
+2026-05-21 09:43:43,blue_tit_observed.csv,0.5228778532308221408410306768,0.903,1.519,1.483,2.343,0.681,7.38,13.05,0.019,6.5,9.984,0.424,0.047,0.012,3.59,1.22,11.36,6.101,18.861,17.954,19.768,4.529,2.561,6.497,0.079,6.44,5.66,2.701,6.97,16.014,33.460,53.817,13.102,0.984,0.33,12.229,86.764,165.5,8.029
+2026-05-21 09:43:44,blue_tit_observed.csv,0.3972857084657263220443832982,0.72,1.167,4.918,3.32,0.941,6.5,14.467,0.02,6.65,13.215,0.554,0.473,0.03,2.74,10.76,9.65,7.98,8.066,8.046,8.086,12.108,13.359,10.858,0.139,8.48,4.16,6.169,7.04,11.463,21.583,36.698,6.468,1.192,0.083,12.12,115.314,220.546,10.081
+2026-05-21 09:43:44,blue_tit_observed.csv,0.2472813006679226523586677898,0.704,1.233,1.861,0.428,0.669,6.79,15.147,0.042,7.64,17.656,0.496,0.196,0.0,3.08,1.32,11.03,9.665,12.701,12.566,12.836,11.954,10.241,13.667,0.072,5.74,6.21,7.34,7.11,7.517,17.424,30.877,3.972,1.097,0.075,12.28,46.016,86.662,5.371
+2026-05-21 09:43:44,blue_tit_observed.csv,0.8387644976012728654253434228,0.746,2.347,1.958,0.006,0.915,7.11,15.538,0.016,7.29,23.269,0.467,0.727,0.038,2.0,10.76,10.36,3.661,12.618,17.88,7.356,6.946,13.234,0.657,0.224,5.89,6.15,7.036,6.99,19.745,26.602,41.904,11.301,0.932,0.266,12.289,53.002,95.225,10.779
+2026-05-21 09:43:45,blue_tit_observed.csv,0.5573525500487316158410068805,0.991,1.1,3.081,6.957,0.769,6.34,9.391,0.087,7.25,21.611,0.172,0.061,0.035,2.22,11.68,10.51,4.405,14.730,12.929,16.53,9.840,10.477,9.203,0.01,8.28,4.34,5.558,7.09,7.33,24.924,41.99,7.858,1.579,0.059,12.062,111.025,212.631,9.419
+2026-05-21 09:43:45,blue_tit_observed.csv,0.8917999803594488950443384140,0.993,1.348,3.045,5.036,0.647,7.26,6.909,0.045,6.85,12.309,0.457,0.655,0.0,1.52,11.77,10.01,9.205,8.384,4.581,12.187,10.674,8.135,13.213,0.169,6.03,5.62,7.482,7.35,23.351,12.074,7.824,16.325,1.398,0.106,12.131,76.782,142.002,11.561
+2026-05-21 09:43:45,blue_tit_observed.csv,0.3352824550536613290180509105,0.943,0.639,3.087,3.535,0.573,6.42,7.906,0.082,6.51,14.931,0.076,0.207,0.026,3.1,10.82,9.7,9.847,7.566,12.063,3.07,10.626,11.48,9.773,0.178,5.96,4.34,4.407,7.03,6.177,19.643,28.05,11.236,1.578,0.048,12.063,53.699,94.188,13.21
+2026-05-21 09:43:46,blue_tit_observed.csv,0.5135476422699695213313237252,1.007,0.681,0.577,6.423,0.34,6.61,13.914,0.076,7.14,12.7,0.207,0.684,0.025,4.29,10.69,8.37,7.341,14.254,9.166,19.341,11.696,11.88,11.513,0.022,7.53,4.81,1.634,7.04,8.212,36.904,55.73,18.079,1.508,0.262,12.148,95.005,181.865,8.145
+2026-05-21 09:43:46,blue_tit_observed.csv,1.332207892720295321525235244,0.839,0.691,2.372,1.616,0.464,6.7,5.079,0.044,7.36,7.377,0.106,0.618,0.028,2.31,11.89,8.88,2.676,8.679,5.706,11.652,4.438,4.98,3.895,0.208,8.24,4.84,7.52,6.83,10.556,33.766,59.793,7.739,1.79,0.177,12.138,66.624,122.212,11.035
+2026-05-21 09:43:46,blue_tit_observed.csv,0.3509367816331832440462186858,0.987,0.896,1.676,0.39,0.822,6.81,13.291,0.016,7.09,13.751,0.546,0.614,0.006,4.49,10.91,9.52,5.864,9.699,10.862,8.536,6.374,11.353,1.396,0.12,6.02,5.27,7.85,7.36,11.442,12.168,20.427,3.908,1.298,0.063,12.188,60.718,115.159,6.278
+2026-05-21 09:43:47,blue_tit_observed.csv,1.076414210264108430484778406,1.176,2.66,4.235,3.249,0.337,6.28,9.35,0.063,7.42,6.948,0.242,0.028,0.029,3.16,11.21,10.14,2.58,11.566,10.741,12.392,5.049,9.646,0.452,0.038,6.36,5.54,7.85,7.46,13.15,42.926,70.387,15.464,1.575,0.288,12.176,122.960,235.501,10.419
+2026-05-21 09:43:47,blue_tit_observed.csv,1.026907117461996175475479169,1.188,2.471,4.976,5.312,0.258,6.78,15.831,0.043,7.18,18.824,0.246,0.03,0.019,2.04,11.34,10.19,3.251,10.966,16.98,4.952,9.218,6.397,12.038,0.06,6.44,4.29,6.323,7.43,23.009,23.954,46.715,1.194,1.747,0.03,12.086,49.501,85.536,13.466
+2026-05-21 09:43:47,blue_tit_observed.csv,0.3713704134461535145285428076,0.925,3.809,1.808,2.519,0.171,6.95,5.661,0.099,6.85,27.421,0.44,0.155,0.017,2.35,10.57,9.59,10.663,7.086,8.865,5.306,6.219,7.411,5.027,0.145,6.3,4.15,2.587,7.28,11.758,39.641,72.752,6.53,0.966,0.345,12.148,100.309,195.281,5.337
+2026-05-21 09:43:47,blue_tit_observed.csv,0.3078179231885806855390990611,0.838,2.13,2.573,0.804,0.71,7.5,15.577,0.025,6.87,10.935,0.133,0.65,0.016,1.55,11.33,8.6,5.752,8.084,3.515,12.654,8.955,6.972,10.938,0.125,7.43,4.18,1.345,7.2,16.676,13.158,20.135,6.182,0.917,0.001,12.164,43.981,81.93,6.032
+2026-05-21 09:43:48,blue_tit_observed.csv,0.2748400748372006264467415835,0.87,3.683,2.413,4.121,0.832,7.21,6.6,0.011,7.33,21.195,0.321,0.526,0.034,1.86,1.01,11.31,10.744,15.127,13.916,16.338,7.309,4.273,10.345,0.199,7.05,4.41,3.472,7.26,15.044,20.274,24.813,15.735,0.823,0.101,12.183,65.069,123.598,6.54
+2026-05-21 09:43:48,blue_tit_observed.csv,0.3547283336390537132374070634,0.77,0.685,0.145,1.684,0.039,6.91,5.538,0.03,6.56,23.355,0.42,0.01,0.016,3.71,11.69,9.58,2.119,13.673,13.172,14.174,3.680,2.266,5.095,0.074,7.17,6.15,2.4,7.0,17.469,4.580,1.006,8.155,0.927,0.071,12.29,106.083,198.164,14.002
+2026-05-21 09:43:48,blue_tit_observed.csv,0.4262208414595898449417624383,0.851,1.74,2.692,6.562,0.626,6.86,6.199,0.031,6.6,17.275,0.417,0.501,0.027,1.94,11.76,8.38,11.179,8.339,7.072,9.606,9.000,11.057,6.944,0.009,7.93,5.47,7.051,6.63,20.603,18.165,26.034,10.296,0.923,0.195,12.261,119.000,233.447,4.552
+2026-05-21 09:43:49,blue_tit_observed.csv,0.2755242240971021707989553265,0.956,1.812,5.931,7.751,0.853,6.49,4.334,0.04,7.33,26.982,0.213,0.47,0.014,4.0,11.46,11.09,5.222,11.108,16.592,5.624,9.166,5.396,12.936,0.137,8.3,5.24,7.149,7.39,16.568,10.488,10.931,10.046,1.17,0.317,12.099,124.678,236.035,13.322
+2026-05-21 09:43:49,blue_tit_observed.csv,1.385868607337768845004888090,0.907,1.377,4.359,4.174,0.136,7.4,5.559,0.088,7.13,13.254,0.327,0.721,0.02,3.17,11.5,11.3,8.938,11.370,11.821,10.918,3.307,5.35,1.264,0.027,8.18,4.69,4.22,7.25,20.458,36.356,53.6,19.112,0.948,0.267,12.282,95.401,185.074,5.728
+2026-05-21 09:43:49,blue_tit_observed.csv,2.191204729272728528117416305,1.157,0.453,5.123,7.335,0.445,6.4,8.217,0.08,6.71,21.018,0.234,0.092,0.05,3.56,1.35,11.23,11.806,13.414,14.157,12.672,12.804,13.975,11.634,0.026,7.63,4.8,1.482,7.03,14.917,22.476,35.223,9.729,0.831,0.175,12.207,48.550,90.923,6.177
+2026-05-21 09:43:50,blue_tit_observed.csv,1.059839935464733033026178226,0.826,3.328,5.623,1.748,0.433,6.57,12.487,0.068,7.48,25.82,0.457,0.28,0.032,3.91,11.38,10.5,3.872,14.296,14.566,14.027,5.354,2.754,7.955,0.083,6.48,4.65,5.617,6.68,13.628,31.403,54.14,8.666,1.009,0.087,12.019,62.952,113.99,11.915
+2026-05-21 09:43:50,blue_tit_observed.csv,0.3280527868180669515635977695,0.863,3.894,5.383,2.302,0.785,6.44,13.977,0.019,6.54,20.769,0.05,0.741,0.047,3.16,10.59,10.38,4.753,6.874,9.515,4.232,11.012,10.273,11.751,0.082,7.83,6.28,5.533,7.53,6.149,42.292,71.408,13.177,1.187,0.111,12.234,85.290,159.656,10.925
+2026-05-21 09:43:50,blue_tit_observed.csv,0.6546472461205606006751555101,1.029,2.661,5.849,3.651,0.096,7.47,8.349,0.089,7.42,22.717,0.543,0.642,0.017,2.17,11.38,10.41,2.932,9.598,8.194,11.002,6.858,6.758,6.959,0.102,8.29,4.18,5.088,7.36,8.26,34.670,55.21,14.13,0.845,0.272,12.206,124.250,238.25,10.249
+2026-05-21 09:43:51,blue_tit_observed.csv,0.3793639626202973639649153705,1.134,3.237,2.437,0.658,0.08,6.49,10.962,0.07,7.27,18.728,0.324,0.606,0.047,1.79,11.69,8.98,8.837,8.802,7.849,9.755,10.066,13.107,7.026,0.219,5.99,5.39,6.751,6.88,20.889,26.845,41.926,11.764,1.249,0.04,12.131,115.281,215.67,14.892
+2026-05-21 09:43:51,blue_tit_observed.csv,0.3788369916421525921172112247,0.99,1.118,2.201,3.057,0.772,7.3,9.334,0.05,6.98,8.794,0.202,0.257,0.006,1.95,10.6,10.17,10.87,8.248,6.925,9.572,7.462,13.94,0.984,0.13,8.08,4.48,5.186,6.63,14.351,41.985,74.642,9.328,1.347,0.341,12.278,96.698,187.459,5.937
+2026-05-21 09:43:51,blue_tit_observed.csv,1.527792840930184710334549594,1.084,3.716,4.489,1.833,0.02,7.35,8.119,0.06,6.66,20.896,0.303,0.156,0.048,3.0,11.18,10.29,5.997,11.900,13.048,10.751,3.536,4.593,2.479,0.076,6.07,5.14,1.008,7.45,7.925,2.310,3.488,1.131,1.102,0.194,12.078,82.586,153.709,11.463
+2026-05-21 09:43:51,blue_tit_observed.csv,0.4157474241567936588628272395,0.872,0.418,3.249,2.656,0.241,7.45,12.1,0.039,7.34,11.697,0.461,0.503,0.033,2.05,11.71,10.59,9.094,10.914,13.036,8.793,2.914,3.61,2.217,0.161,8.21,4.49,3.976,7.35,22.764,5.026,9.603,0.45,0.912,0.109,12.191,53.814,97.422,10.205
+2026-05-21 09:43:52,blue_tit_observed.csv,0.7213721564191921077608560438,1.229,0.684,3.262,2.928,0.086,6.61,8.378,0.073,6.74,12.553,0.289,0.479,0.047,1.85,1.28,9.22,5.601,4.968,0.796,9.139,0.582,0.661,0.502,0.203,8.03,6.37,1.076,7.32,10.726,22.762,37.105,8.418,0.855,0.233,12.011,86.388,165.752,7.025
+2026-05-21 09:43:52,blue_tit_observed.csv,0.8531193348012337153161122205,1.097,2.452,5.447,4.131,0.368,6.63,6.131,0.007,7.15,17.771,0.369,0.605,0.004,2.62,10.93,10.78,6.108,14.610,15.665,13.555,8.745,8.366,9.124,0.248,7.13,4.4,4.584,7.17,12.705,18.765,32.375,5.155,0.958,0.073,12.049,103.242,191.686,14.798
+2026-05-21 09:43:52,blue_tit_observed.csv,1.077860569730833236887168808,1.078,0.56,0.76,3.665,0.867,7.27,3.891,0.08,6.97,22.112,0.337,0.496,0.03,3.19,1.18,10.44,10.854,9.493,14.765,4.221,1.376,1.63,1.122,0.1,7.05,4.39,4.068,7.51,8.209,33.454,51.337,15.57,1.56,0.219,12.25,90.232,171.368,9.097
+2026-05-21 09:43:53,blue_tit_observed.csv,0.2016025028854636292437804715,1.132,3.041,4.927,5.907,0.427,6.53,9.021,0.058,7.1,24.402,0.247,0.56,0.007,3.83,1.17,10.74,10.351,9.378,7.368,11.388,10.514,9.059,11.969,0.216,5.85,5.11,4.291,7.59,23.657,4.384,4.139,4.63,1.683,0.253,12.097,80.546,153.868,7.224
+2026-05-21 09:43:53,blue_tit_observed.csv,0.6943123791157691157526066782,1.117,0.824,1.493,1.953,0.101,6.44,12.297,0.03,7.12,19.811,0.119,0.705,0.011,1.91,11.57,10.67,6.276,17.982,18.944,17.020,11.367,12.596,10.138,0.197,5.81,4.33,7.425,7.22,10.817,39.536,62.313,16.758,1.672,0.05,12.081,72.826,139.266,6.385
+2026-05-21 09:43:53,blue_tit_observed.csv,36.67062756005919083108959695,0.981,1.017,0.503,1.659,0.672,6.64,15.709,0.061,6.9,15.508,0.485,0.614,0.046,3.65,11.12,9.38,3.331,8.346,7.944,8.747,7.812,9.478,6.147,0.066,5.8,5.42,3.065,6.97,21.438,11.906,6.448,17.364,1.648,0.008,12.245,93.680,183.242,4.118
+2026-05-21 09:43:54,blue_tit_observed.csv,1.944490738147831776426420936,0.736,1.115,3.743,6.841,0.907,7.03,9.871,0.015,7.34,19.646,0.191,0.42,0.013,2.38,11.17,10.61,6.868,7.384,4.234,10.535,3.202,2.817,3.588,0.038,6.65,4.27,4.477,6.72,21.952,3.652,6.695,0.608,1.732,0.342,12.028,60.540,106.509,14.57
+2026-05-21 09:43:54,blue_tit_observed.csv,0.5773525409285759829604703385,0.721,0.974,4.839,6.547,0.538,7.34,12.841,0.072,7.4,25.524,0.413,0.726,0.002,2.3,11.64,10.04,9.259,9.452,9.597,9.308,5.940,5.795,6.084,0.113,7.1,4.55,6.093,7.14,21.587,32.305,50.317,14.293,1.085,0.126,12.179,64.780,123.571,5.989
+2026-05-21 09:43:54,blue_tit_observed.csv,0.4363387063214105307102522393,0.947,1.938,1.218,0.207,0.024,6.32,13.783,0.035,7.19,14.088,0.459,0.31,0.007,2.76,11.48,10.35,6.103,7.318,1.703,12.933,12.984,12.368,13.6,0.02,8.44,4.96,2.74,7.14,17.064,38.462,59.482,17.443,1.425,0.016,12.048,104.158,201.949,6.366
+2026-05-21 09:43:55,blue_tit_observed.csv,0.2701782632434307865153698006,0.81,1.572,4.332,7.298,0.301,6.5,15.362,0.092,7.13,21.929,0.308,0.457,0.028,4.09,10.92,9.29,4.618,14.892,18.177,11.608,8.839,3.754,13.924,0.123,5.96,5.72,3.962,6.77,13.906,42.950,72.375,13.525,1.775,0.327,12.162,56.666,101.286,12.046
+2026-05-21 09:43:55,blue_tit_observed.csv,0.2533753428803554782495700520,0.786,1.069,3.611,4.83,0.281,6.86,11.914,0.064,7.61,11.577,0.459,0.208,0.02,1.79,11.21,11.12,10.49,18.198,16.395,20.000,1.614,0.746,2.481,0.115,8.41,5.29,4.849,6.82,7.442,37.680,58.422,16.938,1.233,0.005,12.211,114.151,214.261,14.041
+2026-05-21 09:43:55,blue_tit_observed.csv,0.3058307841647733342353325527,1.205,3.654,1.069,1.962,0.757,7.41,13.147,0.097,7.37,17.563,0.241,0.57,0.026,2.53,1.36,11.26,4.606,15.194,19.757,10.631,7.762,13.934,1.59,0.185,8.06,4.24,1.56,7.52,6.021,8.724,12.707,4.74,1.297,0.334,12.145,119.817,224.514,15.12
+2026-05-21 09:43:56,blue_tit_observed.csv,0.7960519034402583734626196629,0.745,2.673,1.059,3.977,0.475,7.08,6.915,0.076,7.64,13.186,0.49,0.637,0.038,3.16,11.83,10.51,2.02,3.342,3.660,3.025,6.434,6.036,6.831,0.038,7.4,5.76,2.816,7.03,20.09,8.442,1.228,15.656,1.023,0.35,12.16,57.668,111.264,4.072
+2026-05-21 09:43:56,blue_tit_observed.csv,0.2505377694720271990931380234,1.03,0.509,4.072,3.507,0.005,7.73,12.937,0.007,6.64,7.483,0.415,0.345,0.006,1.81,11.36,9.25,3.662,5.304,5.021,5.588,9.998,13.934,6.061,0.219,7.63,5.32,2.122,6.76,15.573,22.288,31.201,13.374,1.313,0.072,12.264,81.895,148.625,15.165
+2026-05-21 09:43:56,blue_tit_observed.csv,0.6328072534578345467649498698,0.706,2.462,3.054,4.575,0.382,6.26,12.002,0.047,7.19,14.523,0.096,0.522,0.038,4.22,1.21,9.19,8.87,5.674,10.391,0.956,10.530,13.935,7.126,0.003,5.68,5.0,5.847,7.54,13.726,36.039,54.282,17.796,1.446,0.171,12.27,57.050,99.275,14.825
+2026-05-21 09:43:56,blue_tit_observed.csv,0.7419522458126648439745115785,1.093,1.831,4.71,0.814,0.342,7.27,9.165,0.058,7.6,22.192,0.231,0.116,0.039,2.5,10.75,9.12,7.484,10.878,2.488,19.267,8.110,3.568,12.653,0.157,7.12,5.03,4.623,6.77,13.885,21.042,29.08,13.003,1.337,0.056,12.191,98.554,191.272,5.836
+2026-05-21 09:43:57,blue_tit_observed.csv,0.1908382501719116403324903737,1.206,1.58,3.733,3.82,0.911,7.05,6.092,0.059,6.53,7.056,0.313,0.364,0.016,2.5,1.06,9.94,7.762,10.654,10.654,10.654,11.988,12.348,11.627,0.191,8.18,4.11,7.049,7.57,16.568,19.150,24.532,13.769,1.135,0.243,12.082,85.864,167.211,4.516
+2026-05-21 09:43:57,blue_tit_observed.csv,1.050811372385077432213272034,1.061,0.505,2.46,4.206,0.276,6.44,14.769,0.061,7.47,9.577,0.136,0.109,0.036,2.64,1.12,10.46,8.103,14.894,11.819,17.968,3.170,1.491,4.85,0.063,7.16,4.99,4.015,7.37,18.214,41.724,66.829,16.619,1.184,0.329,12.121,117.734,224.867,10.6
+2026-05-21 09:43:57,blue_tit_observed.csv,0.2197160329588384950393724663,0.8,2.986,5.203,7.2,0.879,7.01,4.37,0.008,6.94,9.507,0.113,0.445,0.049,2.84,11.19,10.13,9.601,4.082,6.853,1.31,9.266,9.702,8.831,0.147,7.03,6.27,5.882,6.98,21.652,15.674,17.012,14.337,1.009,0.251,12.192,48.883,90.775,6.991
+2026-05-21 09:43:58,blue_tit_observed.csv,0.6818854181954288289203278289,1.163,1.151,1.615,5.875,0.455,7.31,3.665,0.024,7.28,12.659,0.11,0.196,0.032,1.89,11.87,9.6,4.83,18.319,19.178,17.46,12.132,10.962,13.301,0.04,5.64,5.29,6.026,7.05,12.212,12.338,16.099,8.576,1.474,0.229,12.137,58.302,110.96,5.644
+2026-05-21 09:43:58,blue_tit_observed.csv,0.4450796618364215592218429036,0.86,1.985,5.198,2.28,0.441,7.65,15.318,0.088,6.51,8.264,0.185,0.31,0.025,2.58,1.21,10.55,6.749,6.493,7.096,5.89,7.376,2.186,12.565,0.054,6.08,5.55,5.684,7.37,13.294,17.664,22.089,13.24,1.303,0.234,12.032,120.488,231.653,9.324
+2026-05-21 09:43:58,blue_tit_observed.csv,0.2498875668854899025467411616,1.234,2.027,2.788,6.743,0.537,7.13,15.21,0.003,7.62,26.08,0.284,0.573,0.026,2.9,10.77,9.71,6.286,10.594,13.497,7.692,10.282,8.517,12.047,0.126,5.53,5.63,2.127,7.55,21.634,36.926,72.49,1.362,1.658,0.17,12.128,53.253,95.588,10.918
+2026-05-21 09:43:59,blue_tit_observed.csv,0.4276987599973999636153457950,0.766,2.988,3.446,4.369,0.816,7.3,14.01,0.063,7.3,16.751,0.208,0.698,0.024,2.96,10.95,9.64,3.251,6.284,7.103,5.466,11.320,12.168,10.471,0.163,5.87,6.17,3.098,7.47,14.342,25.944,34.633,17.254,1.128,0.213,12.295,114.990,224.103,5.878
+2026-05-21 09:43:59,blue_tit_observed.csv,1.229129312280903902335723377,0.84,3.966,5.746,4.646,0.636,6.93,10.552,0.042,6.74,27.366,0.088,0.07,0.007,2.04,11.98,10.65,8.903,15.289,13.667,16.911,6.852,8.551,5.154,0.161,6.87,4.88,4.668,7.15,11.169,32.664,64.121,1.206,0.984,0.208,12.232,106.571,201.386,11.756
+2026-05-21 09:43:59,blue_tit_observed.csv,0.1634898173783994578443879834,0.755,1.735,5.483,1.726,0.474,6.5,15.575,0.099,7.08,18.369,0.36,0.072,0.02,3.0,11.78,11.35,2.758,6.367,4.316,8.418,5.936,6.623,5.248,0.229,7.5,4.38,6.325,7.2,7.401,46.232,74.291,18.173,1.226,0.2,12.057,105.156,197.904,12.407
+2026-05-21 09:44:00,blue_tit_observed.csv,0.2249990177282829867540938083,0.9,0.629,2.051,0.344,0.374,6.99,5.318,0.067,7.58,25.761,0.489,0.009,0.015,2.61,1.0,10.08,3.997,14.342,14.253,14.43,8.222,12.942,3.501,0.242,7.93,4.26,5.934,7.59,16.303,16.866,26.69,7.041,1.338,0.298,12.284,52.681,93.953,11.409
+2026-05-21 09:44:00,blue_tit_observed.csv,0.7287015579589615997374340722,0.75,3.974,4.158,5.874,0.85,6.95,15.451,0.069,7.56,27.62,0.313,0.399,0.028,2.84,10.85,8.9,9.462,17.882,17.883,17.882,9.736,10.599,8.872,0.005,7.8,5.06,7.361,7.22,10.064,10.136,6.708,13.563,0.816,0.091,12.19,55.431,100.34,10.522
+2026-05-21 09:44:00,blue_tit_observed.csv,0.5419362430185019359708821116,1.082,1.031,5.413,5.905,0.224,6.7,9.398,0.07,6.52,24.599,0.055,0.449,0.024,1.66,10.75,11.23,2.307,14.954,19.085,10.822,9.302,12.833,5.772,0.198,7.04,5.79,5.223,7.3,23.802,34.728,64.297,5.158,1.49,0.328,12.098,56.650,107.745,5.556
+2026-05-21 09:44:00,blue_tit_observed.csv,0.3490875585243560789312214781,0.966,1.766,0.97,7.992,0.065,6.97,9.579,0.016,6.84,12.242,0.13,0.51,0.037,2.84,11.55,10.4,2.647,7.254,7.482,7.025,11.752,11.804,11.701,0.249,7.5,4.34,3.629,7.3,19.599,25.086,35.523,14.648,1.071,0.132,12.205,64.496,123.771,5.221
+2026-05-21 09:44:01,blue_tit_observed.csv,3.372770009768182571735922135,0.72,3.487,5.847,1.277,0.049,7.23,10.66,0.008,7.11,20.739,0.297,0.622,0.008,2.5,11.1,8.78,9.793,9.582,0.483,18.681,10.488,10.84,10.135,0.212,7.04,4.78,7.006,7.2,8.959,24.682,36.595,12.769,1.616,0.271,12.222,92.666,178.786,6.547
+2026-05-21 09:44:01,blue_tit_observed.csv,0.5188171436336013399244642165,0.775,0.554,2.932,3.473,0.025,6.51,6.927,0.02,6.73,11.092,0.346,0.257,0.038,1.95,11.8,11.04,10.442,14.242,14.615,13.87,7.414,5.677,9.152,0.041,6.32,4.26,3.794,6.82,14.428,7.176,1.498,12.853,1.436,0.345,12.186,110.038,207.63,12.446
+2026-05-21 09:44:01,blue_tit_observed.csv,1.554978938309327571754138944,1.042,2.562,3.808,2.334,0.698,7.57,3.337,0.006,6.93,23.233,0.491,0.601,0.018,2.07,11.13,8.69,7.383,14.784,13.966,15.602,6.028,11.412,0.645,0.041,7.01,5.15,5.03,7.17,9.434,31.553,49.286,13.82,1.778,0.284,12.139,76.424,140.003,12.844
+2026-05-21 09:44:02,blue_tit_observed.csv,0.5152684429585406958216915045,1.238,2.513,1.326,3.204,0.437,7.38,12.758,0.088,7.16,9.485,0.243,0.221,0.03,4.4,11.15,11.06,6.279,7.302,2.645,11.959,10.654,10.285,11.022,0.179,5.98,5.52,2.836,6.73,6.618,44.470,79.956,8.983,1.178,0.162,12.073,97.014,185.867,8.161
+2026-05-21 09:44:02,blue_tit_observed.csv,0.8626594869234437713897283980,0.86,1.839,0.565,7.392,0.52,7.24,8.306,0.0,7.3,23.658,0.381,0.278,0.027,3.49,1.26,10.79,5.41,14.524,10.017,19.032,5.228,3.762,6.694,0.201,8.06,5.56,3.137,7.32,21.163,41.253,75.822,6.684,1.56,0.073,12.247,62.972,110.651,15.292
+2026-05-21 09:44:02,blue_tit_observed.csv,0.2560579775868283609750399969,1.208,3.059,3.311,3.811,0.808,7.62,13.91,0.046,6.56,8.453,0.262,0.6,0.005,3.04,11.94,11.47,10.968,10.104,11.083,9.126,7.052,5.401,8.703,0.04,7.98,5.57,3.882,6.67,6.004,43.544,75.655,11.433,1.283,0.213,12.037,100.086,191.42,8.751
+2026-05-21 09:44:03,blue_tit_observed.csv,0.7330540232830269284245696629,1.195,3.474,3.711,5.644,0.385,7.71,11.147,0.002,7.16,8.712,0.127,0.101,0.016,4.42,1.18,10.81,5.494,8.648,1.805,15.49,2.160,3.357,0.962,0.209,5.67,6.18,3.577,7.01,12.702,12.788,25.146,0.431,1.53,0.11,12.224,125.348,237.323,13.372
+2026-05-21 09:44:03,blue_tit_observed.csv,0.4997609382768473551351001807,1.214,3.078,4.635,7.897,0.781,7.68,3.364,0.083,6.69,17.175,0.358,0.499,0.044,4.0,1.01,10.34,6.171,10.896,19.179,2.613,8.076,11.53,4.623,0.001,7.31,4.13,3.568,7.58,22.458,43.622,79.114,8.13,1.191,0.322,12.297,120.140,225.759,14.521
+2026-05-21 09:44:03,blue_tit_observed.csv,0.4621326706090018217302177794,1.242,2.587,0.98,0.812,0.631,6.87,7.979,0.029,6.61,7.691,0.147,0.542,0.028,4.42,11.83,11.38,6.759,5.537,5.887,5.187,7.353,11.692,3.014,0.011,6.66,4.56,7.609,7.32,11.932,8.992,4.936,13.048,1.084,0.059,12.026,100.214,186.38,14.049
+2026-05-21 09:44:04,blue_tit_observed.csv,0.3191253318426946587132448780,0.653,1.734,5.317,6.303,0.781,6.49,7.25,0.043,7.45,20.667,0.125,0.642,0.006,2.56,11.49,11.22,4.752,8.740,16.054,1.425,5.744,8.093,3.395,0.054,7.72,6.38,5.192,7.15,16.781,37.146,61.476,12.816,1.228,0.155,12.162,101.785,191.969,11.601
+2026-05-21 09:44:04,blue_tit_observed.csv,1.063756534425632674368192955,0.954,1.531,5.361,0.588,0.845,7.01,3.271,0.036,6.77,13.868,0.181,0.064,0.037,3.35,11.63,9.54,7.565,6.310,2.635,9.984,5.849,10.633,1.065,0.084,7.81,4.72,5.4,6.81,15.979,41.872,70.992,12.751,0.808,0.269,12.281,78.708,143.656,13.76
+2026-05-21 09:44:04,blue_tit_observed.csv,0.4884738304428031436918640961,0.883,1.696,1.671,5.414,0.494,7.61,7.27,0.083,7.21,20.392,0.425,0.249,0.02,3.96,11.97,11.32,2.062,9.270,6.938,11.602,4.898,4.182,5.615,0.105,6.08,4.78,7.457,6.72,15.925,42.225,70.914,13.536,1.62,0.189,12.279,122.494,232.634,12.355
+2026-05-21 09:44:04,blue_tit_observed.csv,1.070926463371874335834611733,0.694,2.22,4.818,4.465,0.869,6.38,13.082,0.007,7.28,8.089,0.112,0.028,0.045,2.7,11.24,10.68,2.404,4.406,1.324,7.487,5.397,5.215,5.579,0.004,6.47,6.25,5.714,7.24,19.301,20.307,22.907,17.707,1.778,0.308,12.281,83.126,152.02,14.231
+2026-05-21 09:44:05,blue_tit_observed.csv,0.6552123601280694638590616816,0.69,3.973,3.019,0.951,0.354,7.0,3.706,0.099,7.03,11.603,0.565,0.434,0.005,4.38,11.0,11.32,3.661,14.674,10.97,18.377,1.390,0.914,1.865,0.139,6.67,4.23,3.405,7.3,22.073,16.001,14.048,17.954,1.7,0.261,12.26,59.502,104.136,14.868
+2026-05-21 09:44:05,blue_tit_observed.csv,0.6951336531483643949683125160,1.13,1.382,2.589,3.752,0.294,6.74,13.802,0.009,7.2,25.263,0.527,0.697,0.048,2.86,11.42,9.49,11.705,11.194,7.082,15.306,5.055,8.82,1.29,0.181,6.51,4.04,1.917,6.94,23.338,0.618,0.53,0.705,1.664,0.329,12.299,58.796,112.078,5.514
+2026-05-21 09:44:05,blue_tit_observed.csv,0.3673019131020399653125263223,0.7,0.264,2.594,5.455,0.008,6.41,5.246,0.095,6.87,20.029,0.146,0.004,0.01,3.38,11.63,8.75,2.127,13.646,13.799,13.494,3.036,0.698,5.374,0.24,7.69,4.32,2.338,7.4,11.425,29.954,57.807,2.102,1.571,0.01,12.185,97.227,188.318,6.136
+2026-05-21 09:44:06,blue_tit_observed.csv,0.4360491468802686744435735297,1.077,3.039,5.982,2.359,0.745,7.67,4.515,0.023,7.56,18.697,0.135,0.204,0.022,3.1,10.55,10.66,3.986,7.014,7.091,6.938,6.086,2.097,10.076,0.203,6.5,6.36,6.029,7.3,20.333,35.279,69.51,1.048,1.387,0.222,12.196,117.128,226.735,7.521
+2026-05-21 09:44:06,blue_tit_observed.csv,0.1801487988669494298778344405,0.667,2.702,3.61,0.323,0.874,6.75,15.178,0.097,7.52,7.775,0.47,0.255,0.018,2.3,11.95,10.51,9.226,11.624,16.903,6.344,5.812,2.233,9.39,0.147,6.77,6.45,2.187,6.81,11.555,25.686,37.159,14.212,1.502,0.222,12.228,55.444,98.911,11.977
+2026-05-21 09:44:06,blue_tit_observed.csv,1.290879078537910207640040090,0.789,0.662,1.958,4.777,0.887,7.07,5.214,0.081,7.48,20.355,0.41,0.365,0.048,3.55,10.76,11.16,6.803,10.498,8.501,12.495,4.236,6.648,1.824,0.154,6.3,5.49,2.907,6.85,17.45,8.090,8.622,7.559,1.646,0.184,12.135,65.410,118.78,12.04
+2026-05-21 09:44:07,blue_tit_observed.csv,0.5285851747914334893037406664,0.718,0.534,3.647,7.864,0.251,6.42,10.64,0.039,6.8,10.065,0.176,0.481,0.042,2.98,1.36,10.53,9.01,10.634,2.472,18.797,4.714,1.886,7.541,0.202,7.15,6.33,2.194,7.29,19.602,10.197,18.386,2.008,1.571,0.098,12.163,117.584,227.09,8.079
+2026-05-21 09:44:07,blue_tit_observed.csv,0.8902771731353122018765457744,0.823,2.727,0.923,4.147,0.691,6.29,3.993,0.092,7.1,23.825,0.409,0.05,0.035,2.65,11.24,10.34,8.045,10.586,12.382,8.791,4.966,1.454,8.478,0.224,6.82,4.15,7.528,7.05,8.107,26.207,38.748,13.666,1.559,0.106,12.258,71.341,128.228,14.454
+2026-05-21 09:44:07,blue_tit_observed.csv,1.840046223652706910602657175,0.691,3.021,5.093,2.673,0.148,7.01,9.525,0.086,7.06,24.966,0.56,0.735,0.002,4.19,10.88,10.35,6.535,8.200,13.891,2.508,6.279,11.07,1.488,0.219,8.27,4.28,7.799,7.26,20.33,3.540,3.234,3.846,0.936,0.131,12.3,50.958,89.337,12.579
+2026-05-21 09:44:08,blue_tit_observed.csv,0.6140739698887183242819132976,1.063,0.334,3.873,0.331,0.793,7.2,14.534,0.093,6.69,14.404,0.233,0.054,0.022,3.18,1.26,10.23,4.036,6.134,11.595,0.672,8.734,13.302,4.165,0.075,6.64,5.73,3.472,7.42,20.279,13.196,6.808,19.584,1.61,0.199,12.186,83.776,156.238,11.314
+2026-05-21 09:44:08,blue_tit_observed.csv,0.5357097941625552198530538571,1.006,3.603,4.337,0.791,0.426,7.55,11.256,0.045,7.12,16.763,0.343,0.459,0.007,2.62,11.31,10.38,8.11,12.614,17.306,7.922,8.446,9.033,7.860,0.121,8.4,6.3,2.424,6.76,9.163,23.522,36.297,10.747,1.144,0.132,12.007,106.661,199.923,13.399
+2026-05-21 09:44:08,blue_tit_observed.csv,0.8516644645093010435378105714,1.237,1.773,5.416,5.841,0.157,7.41,6.821,0.037,6.83,13.913,0.33,0.647,0.001,3.35,11.49,10.9,4.455,3.450,4.127,2.773,8.984,8.091,9.878,0.06,7.62,4.84,7.064,6.99,16.052,7.277,4.287,10.267,1.148,0.143,12.226,71.596,133.864,9.329
+2026-05-21 09:44:08,blue_tit_observed.csv,0.4263404723195035323121669517,1.106,1.973,0.15,3.342,0.897,6.71,12.488,0.082,6.55,25.658,0.422,0.225,0.017,2.82,11.31,8.52,2.226,9.654,9.507,9.8,1.814,1.645,1.982,0.097,6.56,5.82,7.149,6.97,23.509,31.986,54.358,9.615,1.163,0.157,12.074,97.124,190.085,4.162
+2026-05-21 09:44:09,blue_tit_observed.csv,0.4584702338186564506464499629,1.056,1.898,3.232,1.023,0.695,7.36,10.731,0.048,7.31,6.03,0.26,0.573,0.005,4.41,11.22,9.75,9.436,14.221,16.678,11.764,13.422,13.106,13.738,0.053,6.18,5.98,2.52,6.97,21.715,37.040,56.07,18.009,1.562,0.075,12.129,87.437,161.789,13.085
+2026-05-21 09:44:09,blue_tit_observed.csv,1.181216577983310873569773131,0.833,3.694,3.936,2.567,0.117,7.61,9.396,0.045,7.3,26.035,0.495,0.537,0.003,4.2,1.23,8.26,6.175,6.421,6.766,6.076,6.275,9.144,3.406,0.176,8.23,5.86,5.648,7.01,16.947,23.110,45.504,0.717,0.939,0.309,12.005,77.704,151.314,4.094
+2026-05-21 09:44:09,blue_tit_observed.csv,0.1271567294940904371563302293,0.868,0.923,2.332,2.503,0.845,7.49,15.839,0.097,7.0,25.89,0.305,0.677,0.045,3.31,11.03,9.96,3.571,6.462,0.638,12.285,9.605,7.554,11.656,0.109,7.35,4.57,7.535,6.63,9.998,7.784,13.304,2.263,1.076,0.221,12.007,120.432,232.089,8.774
+2026-05-21 09:44:10,blue_tit_observed.csv,1.010328544151303266163956484,0.909,3.438,2.528,3.341,0.012,7.6,7.165,0.008,6.59,27.943,0.169,0.244,0.016,4.24,1.24,8.52,8.765,9.405,17.768,1.042,4.912,0.358,9.465,0.035,6.25,4.11,3.268,7.33,17.034,17.024,21.976,12.072,1.497,0.33,12.003,90.688,170.04,11.337
+2026-05-21 09:44:10,blue_tit_observed.csv,0.3307868537286283533978953866,1.014,3.428,2.841,6.463,0.694,7.4,4.422,0.095,6.81,20.587,0.447,0.45,0.012,2.64,11.53,10.32,7.511,8.255,7.963,8.547,11.490,13.839,9.142,0.07,6.1,4.82,6.391,6.86,6.884,29.839,48.901,10.777,1.352,0.325,12.136,61.232,114.771,7.694
+2026-05-21 09:44:10,blue_tit_observed.csv,0.5960060371489222680254581763,0.867,0.278,5.13,2.861,0.619,7.1,3.349,0.019,6.99,10.351,0.171,0.685,0.004,2.27,11.15,9.98,6.736,8.172,7.744,8.599,7.042,6.321,7.764,0.16,6.89,6.27,6.72,7.26,21.08,28.224,46.767,9.681,1.619,0.175,12.025,83.786,153.171,14.402
+2026-05-21 09:44:11,blue_tit_observed.csv,0.5692343630744701299636374673,0.816,3.714,1.724,7.078,0.491,7.19,12.803,0.018,7.49,11.592,0.557,0.657,0.02,2.56,1.33,8.55,3.551,12.367,5.049,19.685,8.298,10.741,5.855,0.149,6.44,4.19,0.855,6.61,18.652,44.531,72.085,16.977,0.942,0.347,12.074,68.826,126.863,10.789
+2026-05-21 09:44:11,blue_tit_observed.csv,0.7334248574018696639641008964,0.951,0.997,5.268,3.779,0.916,7.3,14.327,0.002,6.95,8.21,0.49,0.016,0.019,2.34,11.28,9.02,7.401,10.086,17.588,2.585,7.984,7.697,8.271,0.053,5.88,4.45,4.598,7.06,18.626,13.536,20.008,7.063,1.674,0.043,12.07,57.815,110.147,5.483
+2026-05-21 09:44:11,blue_tit_observed.csv,0.8112376218395143708180727400,1.055,2.647,3.237,2.971,0.873,6.59,14.595,0.09,6.86,26.912,0.158,0.014,0.042,2.14,11.76,8.89,9.897,8.690,1.172,16.207,6.424,6.633,6.216,0.034,6.33,5.9,2.438,7.41,13.642,35.013,51.967,18.059,0.859,0.156,12.29,101.422,198.366,4.478
+2026-05-21 09:44:12,blue_tit_observed.csv,0.8978087669662375675750159981,0.858,3.312,2.376,5.167,0.671,6.98,6.12,0.087,6.82,21.293,0.52,0.62,0.01,1.95,10.53,9.96,7.155,7.282,5.451,9.112,9.786,13.301,6.272,0.193,7.65,5.41,6.237,7.56,22.344,23.569,39.631,7.507,1.65,0.014,12.03,60.654,114.1,7.208
+2026-05-21 09:44:12,blue_tit_observed.csv,0.3169580808837290727945176371,0.991,0.589,3.552,3.606,0.601,7.12,4.109,0.028,7.56,16.328,0.566,0.261,0.008,3.46,11.42,10.62,11.149,9.260,8.863,9.658,10.072,9.940,10.204,0.148,7.2,4.72,3.758,7.04,14.913,4.952,4.459,5.446,1.134,0.345,12.072,116.480,228.043,4.916
+2026-05-21 09:44:12,blue_tit_observed.csv,0.5360834612737764701980469801,0.984,2.148,1.265,1.465,0.025,6.43,9.022,0.084,6.6,20.311,0.448,0.032,0.018,1.64,11.56,9.67,4.533,12.280,9.721,14.838,9.404,11.49,7.317,0.028,6.29,5.16,7.414,7.04,8.29,31.134,53.59,8.679,1.427,0.104,12.168,126.958,238.21,15.707
+2026-05-21 09:44:13,blue_tit_observed.csv,0.4571670414383697670176009492,0.965,1.2,0.897,2.009,0.697,7.03,7.026,0.034,7.04,21.731,0.16,0.426,0.024,1.8,1.13,8.29,2.837,6.208,7.574,4.842,10.488,10.795,10.182,0.23,8.1,6.28,3.261,7.26,18.564,16.645,21.971,11.319,1.347,0.13,12.109,61.734,117.368,6.1
+2026-05-21 09:44:13,blue_tit_observed.csv,0.4018848544871283896451251200,0.857,3.984,5.667,3.72,0.154,7.1,12.084,0.015,6.65,24.068,0.292,0.546,0.022,3.45,1.19,9.09,2.432,8.030,1.495,14.565,5.476,2.22,8.731,0.054,7.84,6.03,6.757,6.9,8.33,39.736,73.436,6.036,1.455,0.309,12.232,107.104,207.794,6.415
+2026-05-21 09:44:13,blue_tit_observed.csv,0.9154693899891927348062922584,1.181,2.152,0.199,3.3,0.506,6.28,8.639,0.014,7.21,20.584,0.115,0.669,0.032,2.61,11.8,10.46,2.04,10.008,1.06,18.955,6.624,3.656,9.593,0.066,6.35,4.95,6.68,7.33,18.787,41.766,75.464,8.067,1.452,0.051,12.128,44.877,84.219,5.535
+2026-05-21 09:44:13,blue_tit_observed.csv,0.2706047791894170954239399690,0.877,3.691,5.149,1.735,0.11,6.76,10.511,0.061,7.03,6.181,0.47,0.064,0.019,3.44,11.51,10.45,4.134,10.678,9.324,12.033,10.246,13.054,7.437,0.126,7.74,5.91,6.508,7.08,14.544,26.557,41.187,11.927,1.441,0.311,12.236,88.523,162.672,14.374
+2026-05-21 09:44:14,blue_tit_observed.csv,0.5372365503141334292734894460,1.068,2.773,1.535,1.449,0.597,6.33,5.377,0.063,6.66,14.793,0.069,0.123,0.028,3.98,1.28,11.21,4.113,5.591,6.114,5.068,5.404,4.539,6.268,0.199,7.5,6.26,3.632,7.46,9.649,27.162,50.881,3.442,1.565,0.269,12.013,64.744,123.307,6.181
+2026-05-21 09:44:14,blue_tit_observed.csv,0.1568916717521625260149475635,0.752,2.699,4.215,2.375,0.663,6.7,11.948,0.087,6.54,10.683,0.448,0.485,0.047,1.77,11.08,11.29,9.133,11.012,4.991,17.034,7.752,6.998,8.507,0.233,7.1,5.7,1.385,7.55,9.812,28.548,47.676,9.421,1.016,0.2,12.069,102.400,190.241,14.558
+2026-05-21 09:44:14,blue_tit_observed.csv,0.1598140918855811954141857358,0.726,2.472,3.496,0.739,0.604,6.75,13.427,0.085,7.21,14.834,0.284,0.308,0.042,2.82,10.84,10.44,3.663,14.592,10.049,19.135,9.204,7.24,11.169,0.122,6.97,6.04,4.46,7.37,11.646,44.365,77.642,11.088,1.412,0.293,12.062,105.004,202.755,7.254
+2026-05-21 09:44:15,blue_tit_observed.csv,0.3132732658248186317683563261,1.057,0.527,1.65,4.063,0.685,6.6,9.003,0.035,6.83,10.113,0.175,0.399,0.023,3.29,10.67,9.0,10.798,7.045,13.155,0.935,8.406,11.458,5.354,0.192,8.3,5.86,1.161,7.06,15.323,34.456,60.841,8.071,1.138,0.098,12.216,46.773,80.228,13.318
+2026-05-21 09:44:15,blue_tit_observed.csv,1.270379480515422985005364430,0.861,2.955,5.753,6.84,0.305,6.64,11.779,0.004,6.98,14.487,0.322,0.154,0.041,2.57,1.07,8.33,7.72,17.392,17.089,17.696,4.415,5.008,3.822,0.05,7.43,6.1,1.275,7.03,18.293,37.917,63.07,12.764,1.298,0.107,12.146,108.316,210.353,6.28
+2026-05-21 09:44:15,blue_tit_observed.csv,0.4379263087705898809817123312,0.901,2.519,3.027,6.755,0.009,6.63,12.976,0.037,6.64,26.237,0.445,0.116,0.042,1.82,11.75,11.02,11.88,9.756,2.163,17.348,8.076,3.304,12.847,0.125,7.36,4.71,2.014,6.62,11.114,16.843,14.509,19.177,1.139,0.029,12.169,55.502,106.68,4.324
+2026-05-21 09:44:16,blue_tit_observed.csv,0.7276094191422523521624174792,1.162,1.95,2.251,1.879,0.597,6.28,15.488,0.02,7.04,24.887,0.421,0.229,0.022,2.07,11.48,11.22,2.081,10.909,5.363,16.455,6.268,1.451,11.084,0.096,7.85,5.56,2.742,6.7,9.867,29.644,39.593,19.694,1.717,0.097,12.055,102.326,197.034,7.619
+2026-05-21 09:44:16,blue_tit_observed.csv,0.2689561401888578433088627004,1.048,3.352,3.617,3.881,0.878,6.5,8.234,0.054,6.84,14.678,0.341,0.236,0.014,4.04,1.27,10.23,8.591,10.056,5.789,14.324,4.756,4.007,5.506,0.052,7.51,5.72,5.921,7.07,20.177,39.261,71.656,6.866,1.217,0.255,12.125,111.784,209.191,14.377
+2026-05-21 09:44:16,blue_tit_observed.csv,0.5778271690487795463816008032,0.937,2.787,5.265,1.334,0.474,7.54,12.131,0.05,7.57,27.477,0.36,0.15,0.003,4.16,1.49,10.63,2.093,16.013,14.363,17.663,6.212,11.482,0.943,0.158,7.62,4.6,5.421,6.93,14.368,35.383,63.852,6.914,1.264,0.063,12.236,119.340,227.322,11.357
+2026-05-21 09:44:17,blue_tit_observed.csv,0.1697295094401525901745829582,1.228,1.684,0.521,7.539,0.209,6.29,3.892,0.084,6.54,22.561,0.536,0.559,0.022,3.66,10.74,11.37,11.501,9.341,2.729,15.953,6.853,11.73,1.976,0.238,6.66,5.74,4.565,6.69,14.113,3.818,4.657,2.978,0.911,0.195,12.045,103.124,191.01,15.237
+2026-05-21 09:44:17,blue_tit_observed.csv,0.4505893067447875755341850804,1.133,3.918,2.634,5.208,0.34,6.46,14.24,0.018,6.96,24.892,0.394,0.268,0.034,1.52,10.96,9.12,8.388,7.101,10.602,3.6,3.932,2.006,5.859,0.181,6.96,6.04,2.574,6.83,9.249,38.808,67.152,10.464,1.605,0.213,12.28,101.611,195.516,7.706
+2026-05-21 09:44:17,blue_tit_observed.csv,0.4706872920245312757894751232,0.659,1.792,4.767,1.862,0.88,6.6,7.608,0.095,7.36,15.174,0.29,0.592,0.032,1.74,1.46,10.07,6.219,16.848,14.997,18.698,6.339,2.052,10.626,0.128,6.72,4.54,6.69,7.1,9.662,34.486,54.39,14.582,1.549,0.121,12.178,53.417,92.526,14.308
+2026-05-21 09:44:17,blue_tit_observed.csv,0.5489252845419934586531049033,0.682,1.259,2.697,1.725,0.459,7.07,13.778,0.083,6.99,27.223,0.548,0.521,0.009,3.43,10.95,9.39,6.871,3.762,3.873,3.65,5.596,0.87,10.322,0.142,8.42,5.21,2.951,6.91,15.665,32.257,55.186,9.328,1.402,0.096,12.28,104.380,198.676,10.083
+2026-05-21 09:44:18,blue_tit_observed.csv,0.9392072957128558375169762958,0.852,1.036,5.433,1.661,0.862,7.07,6.362,0.063,7.29,13.333,0.459,0.237,0.048,2.2,1.23,8.8,2.051,11.682,10.672,12.691,8.052,7.995,8.109,0.04,6.14,6.17,4.05,7.32,12.318,35.823,56.931,14.715,1.595,0.302,12.0,121.770,234.217,9.324
+2026-05-21 09:44:18,blue_tit_observed.csv,2.246494723543755098585660527,1.219,1.197,5.965,6.944,0.214,7.52,14.193,0.036,6.92,7.791,0.319,0.075,0.028,3.91,1.01,10.61,6.127,4.545,4.402,4.688,7.056,11.852,2.259,0.013,6.4,5.43,2.369,6.8,14.219,7.816,3.962,11.669,1.139,0.219,12.29,56.068,105.483,6.652
+2026-05-21 09:44:18,blue_tit_observed.csv,0.3204852817520432200486593248,1.173,2.216,2.949,2.226,0.872,6.43,9.034,0.071,7.58,27.736,0.13,0.481,0.029,1.7,1.2,10.01,2.012,8.496,4.687,12.304,10.944,11.468,10.421,0.08,7.03,5.13,2.15,7.31,23.296,33.747,66.118,1.376,0.986,0.247,12.082,69.334,133.997,4.67
+2026-05-21 09:44:19,blue_tit_observed.csv,0.6346047349624012929051604776,1.193,3.258,3.842,6.655,0.495,6.37,8.68,0.047,7.16,25.847,0.117,0.231,0.005,2.57,10.78,9.14,11.38,11.397,16.67,6.124,9.743,8.845,10.641,0.098,6.06,4.43,7.881,6.93,17.46,44.204,68.859,19.548,1.592,0.191,12.163,82.308,156.177,8.44
+2026-05-21 09:44:19,blue_tit_observed.csv,1.106606133733657732364292986,0.712,3.555,5.846,6.846,0.418,6.63,8.609,0.061,7.32,14.88,0.249,0.745,0.036,3.86,10.8,11.43,6.21,9.039,9.459,8.619,3.278,6.152,0.403,0.24,7.59,6.37,6.448,7.6,23.912,8.654,5.471,11.836,0.983,0.216,12.048,109.412,205.242,13.582
+2026-05-21 09:44:19,blue_tit_observed.csv,0.3197394819942769927742085150,1.05,1.61,0.384,6.646,0.53,6.89,13.599,0.081,7.48,7.763,0.469,0.28,0.016,1.62,10.65,9.42,4.383,10.835,6.152,15.518,0.858,0.824,0.891,0.203,7.67,5.0,3.185,7.05,13.201,14.026,18.411,9.64,1.226,0.079,12.104,63.798,120.067,7.53
+2026-05-21 09:44:20,blue_tit_observed.csv,1.875459983081770180985138803,0.755,1.548,0.107,2.524,0.925,7.32,14.183,0.088,6.92,14.556,0.252,0.066,0.006,2.21,11.9,11.44,4.001,17.380,16.254,18.507,5.954,3.154,8.755,0.089,8.1,4.91,1.759,7.3,9.911,20.493,21.208,19.778,1.657,0.144,12.242,123.660,237.605,9.715
+2026-05-21 09:44:20,blue_tit_observed.csv,0.4726226404829984858667473836,1.048,1.093,0.58,0.051,0.273,7.36,7.678,0.075,7.18,26.146,0.146,0.203,0.027,4.03,11.19,9.71,10.746,10.888,16.512,5.265,4.104,7.127,1.082,0.076,6.06,5.76,1.122,7.36,18.748,40.656,69.319,11.993,1.112,0.295,12.024,105.386,195.071,15.7
+2026-05-21 09:44:20,blue_tit_observed.csv,0.3633639385202016033815334212,1.219,0.603,3.859,7.711,0.501,6.4,12.329,0.011,7.27,15.854,0.326,0.675,0.021,2.22,1.5,9.67,2.132,5.423,2.001,8.845,5.832,4.336,7.327,0.126,8.06,5.91,1.315,7.13,18.089,36.717,67.192,6.242,1.105,0.059,12.065,74.026,141.788,6.265
+2026-05-21 09:44:21,blue_tit_observed.csv,1.066123606322810994649138070,1.083,2.227,3.432,0.341,0.376,6.77,9.019,0.061,7.21,16.11,0.15,0.183,0.016,2.32,11.61,11.09,2.2,3.548,6.39,0.705,8.556,12.217,4.894,0.071,5.53,5.45,6.732,6.66,8.954,26.240,44.934,7.545,1.114,0.248,12.182,65.350,119.963,10.737
+2026-05-21 09:44:21,blue_tit_observed.csv,1.188237161767075224034147141,0.779,3.988,4.365,3.714,0.732,7.7,11.509,0.013,7.62,13.992,0.073,0.06,0.025,3.97,1.36,10.73,2.194,14.424,10.353,18.496,2.181,3.386,0.976,0.078,5.57,5.64,0.888,6.67,16.721,35.920,68.906,2.934,0.978,0.211,12.045,106.515,203.555,9.475
+2026-05-21 09:44:21,blue_tit_observed.csv,1.842583087702134195529590661,0.935,3.067,5.095,0.54,0.081,7.2,7.481,0.064,6.83,6.975,0.08,0.27,0.024,3.96,10.64,8.9,5.028,12.344,13.292,11.395,2.843,4.632,1.054,0.046,6.9,6.42,5.468,7.45,17.452,42.624,70.814,14.435,1.016,0.266,12.079,49.220,92.341,6.099
+2026-05-21 09:44:21,blue_tit_observed.csv,0.9457646001460810413887531126,1.038,2.611,1.135,5.774,0.169,7.13,10.223,0.03,7.56,12.383,0.329,0.65,0.02,2.06,1.07,9.54,3.214,7.476,13.165,1.786,7.135,3.808,10.462,0.066,7.8,4.95,2.548,6.7,8.895,22.683,39.101,6.265,1.613,0.203,12.242,80.138,155.368,4.907
+2026-05-21 09:44:22,blue_tit_observed.csv,0.5391168598112847117129490249,0.722,2.568,1.969,6.577,0.824,7.35,4.599,0.014,7.52,17.571,0.286,0.614,0.027,3.93,10.96,9.48,11.342,3.088,4.998,1.177,10.404,11.298,9.509,0.026,8.24,4.91,2.642,7.32,8.026,2.554,4.193,0.914,1.043,0.323,12.08,82.342,160.345,4.339
+2026-05-21 09:44:22,blue_tit_observed.csv,1.058550941243672607038169341,1.175,3.775,4.531,0.433,0.006,6.95,9.451,0.088,6.75,19.605,0.155,0.024,0.044,4.07,10.55,11.17,10.532,1.531,0.799,2.263,3.012,0.385,5.638,0.1,6.55,6.02,3.099,7.51,6.358,26.356,34.008,18.705,1.517,0.255,12.09,63.584,114.32,12.849
+2026-05-21 09:44:22,blue_tit_observed.csv,0.5202988169983250637764060698,1.086,1.445,2.904,4.409,0.828,6.27,15.264,0.052,7.46,15.302,0.272,0.596,0.023,2.26,11.94,8.71,4.595,14.194,16.332,12.057,4.006,5.316,2.697,0.194,5.95,5.26,7.933,7.52,13.62,15.210,19.781,10.64,0.911,0.068,12.084,106.605,201.924,11.286
+2026-05-21 09:44:23,blue_tit_observed.csv,0.5127470098530521307743321398,0.962,3.03,2.599,4.08,0.781,7.04,13.672,0.086,7.41,14.251,0.512,0.153,0.02,3.57,10.72,8.45,8.49,6.860,9.493,4.226,12.920,12.445,13.394,0.07,7.87,4.65,5.092,7.1,14.579,6.958,9.402,4.513,1.548,0.15,12.135,104.346,198.998,9.694
+2026-05-21 09:44:23,blue_tit_observed.csv,0.5288873580312135543106129303,1.068,2.881,0.864,2.551,0.475,6.62,6.009,0.066,7.57,22.064,0.359,0.416,0.046,1.9,1.45,11.03,5.868,7.974,8.008,7.939,3.754,4.582,2.927,0.159,7.46,6.04,6.481,7.5,18.468,7.963,12.878,3.048,1.353,0.255,12.043,71.131,133.949,8.313
+2026-05-21 09:44:23,blue_tit_observed.csv,0.9160687951460268015268321830,0.969,1.515,3.694,7.299,0.253,6.84,3.15,0.03,6.82,20.808,0.06,0.439,0.028,2.04,1.19,9.15,6.621,2.877,2.877,2.877,6.170,2.299,10.041,0.122,5.63,4.06,5.49,7.27,17.242,1.936,2.217,1.655,0.916,0.134,12.078,79.040,147.915,10.166
+2026-05-21 09:44:24,blue_tit_observed.csv,0.3833471455858041031291292943,0.841,2.174,0.901,4.908,0.41,6.26,10.002,0.061,6.67,14.747,0.25,0.269,0.042,3.78,11.27,11.42,3.021,10.973,16.606,5.34,3.428,3.694,3.161,0.247,5.65,4.18,7.005,6.66,8.812,23.328,33.438,13.217,1.457,0.187,12.119,113.220,216.753,9.687
+2026-05-21 09:44:24,blue_tit_observed.csv,0.4052552924462629061681233383,0.998,2.152,0.207,4.328,0.938,6.88,12.146,0.014,6.81,11.057,0.318,0.059,0.033,2.34,11.83,8.92,5.997,14.456,13.669,15.244,2.102,3.2,1.005,0.054,6.84,5.18,6.561,7.06,14.627,17.334,17.53,17.137,0.93,0.003,12.028,77.655,150.48,4.83
diff --git a/modelling/data/abingdon-all/resident/blue_tit_simulated.csv b/modelling/data/abingdon-all/resident/blue_tit_simulated.csv
new file mode 100644
index 0000000..d65c191
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blue_tit_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.888,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.831448,0.1,0,0.01,0.920445
+RungeKutta4,2,0.2,0.783681,0.1,0,0.01,0.853249
+RungeKutta4,3,0.3,0.743908,0.1,0,0.01,0.797298
+RungeKutta4,4,0.4,0.711439,0.1,0,0.01,0.751623
+RungeKutta4,5,0.5,0.685664,0.1,0,0.01,0.715364
+RungeKutta4,6,0.6,0.666027,0.1,0,0.01,0.687739
+RungeKutta4,7,0.7,0.652008,0.1,0,0.01,0.668018
+RungeKutta4,8,0.8,0.643102,0.1,0,0.01,0.655490
+RungeKutta4,9,0.9,0.638803,0.1,0,0.01,0.649442
+RungeKutta4,10,1.0,0.638747,0.1,0,0.01,0.649363
+RungeKutta4,11,1.1,0.643798,0.1,0,0.01,0.656469
+RungeKutta4,12,1.2,0.653029,0.1,0,0.01,0.669454
+RungeKutta4,13,1.3,0.665306,0.1,0,0.01,0.686725
+RungeKutta4,14,1.4,0.679561,0.1,0,0.01,0.706778
+RungeKutta4,15,1.5,0.694786,0.1,0,0.01,0.728196
+RungeKutta4,16,1.6,0.710039,0.1,0,0.01,0.749653
+RungeKutta4,17,1.7,0.724458,0.1,0,0.01,0.769937
+RungeKutta4,18,1.8,0.737270,0.1,0,0.01,0.787960
+RungeKutta4,19,1.9,0.747792,0.1,0,0.01,0.802762
+RungeKutta4,20,2.0,0.755350,0.1,0,0.01,0.813395
+RungeKutta4,21,2.1,0.759409,0.1,0,0.01,0.819105
+RungeKutta4,22,2.2,0.759723,0.1,0,0.01,0.819546
+RungeKutta4,23,2.3,0.757214,0.1,0,0.01,0.816017
+RungeKutta4,24,2.4,0.751915,0.1,0,0.01,0.808562
+RungeKutta4,25,2.5,0.743806,0.1,0,0.01,0.797155
+RungeKutta4,26,2.6,0.732996,0.1,0,0.01,0.781948
+RungeKutta4,27,2.7,0.719703,0.1,0,0.01,0.763248
+RungeKutta4,28,2.8,0.704233,0.1,0,0.01,0.741486
+RungeKutta4,29,2.9,0.686961,0.1,0,0.01,0.717188
+RungeKutta4,30,3.0,0.668302,0.1,0,0.01,0.690940
+RungeKutta4,31,3.1,0.648689,0.1,0,0.01,0.663349
+RungeKutta4,32,3.2,0.628549,0.1,0,0.01,0.635017
+RungeKutta4,33,3.3,0.608286,0.1,0,0.01,0.606512
+RungeKutta4,34,3.4,0.588262,0.1,0,0.01,0.578343
+RungeKutta4,35,3.5,0.568791,0.1,0,0.01,0.550953
+RungeKutta4,36,3.6,0.550128,0.1,0,0.01,0.524698
+RungeKutta4,37,3.7,0.532471,0.1,0,0.01,0.499859
+RungeKutta4,38,3.8,0.515959,0.1,0,0.01,0.476631
+RungeKutta4,39,3.9,0.500678,0.1,0,0.01,0.455134
+RungeKutta4,40,4.0,0.486667,0.1,0,0.01,0.435425
+RungeKutta4,41,4.1,0.473925,0.1,0,0.01,0.417500
+RungeKutta4,42,4.2,0.462419,0.1,0,0.01,0.401314
+RungeKutta4,43,4.3,0.452093,0.1,0,0.01,0.386788
+RungeKutta4,44,4.4,0.442874,0.1,0,0.01,0.373819
+RungeKutta4,45,4.5,0.434680,0.1,0,0.01,0.362292
+RungeKutta4,46,4.6,0.427422,0.1,0,0.01,0.352082
+RungeKutta4,47,4.7,0.421010,0.1,0,0.01,0.343061
+RungeKutta4,48,4.8,0.415356,0.1,0,0.01,0.335108
+RungeKutta4,49,4.9,0.410372,0.1,0,0.01,0.328096
+RungeKutta4,50,5.0,0.405967,0.1,0,0.01,0.321900
+RungeKutta4,51,5.1,0.402045,0.1,0,0.01,0.316382
+RungeKutta4,52,5.2,0.398489,0.1,0,0.01,0.311380
+RungeKutta4,53,5.3,0.395148,0.1,0,0.01,0.306680
+RungeKutta4,54,5.4,0.391809,0.1,0,0.01,0.301983
+RungeKutta4,55,5.5,0.388140,0.1,0,0.01,0.296822
+RungeKutta4,56,5.6,0.383568,0.1,0,0.01,0.290390
+RungeKutta4,57,5.7,0.377098,0.1,0,0.01,0.281288
+RungeKutta4,58,5.8,0.367456,0.1,0,0.01,0.267724
+RungeKutta4,59,5.9,0.353997,0.1,0,0.01,0.248791
+RungeKutta4,60,6.0,0.336886,0.1,0,0.01,0.224720
+RungeKutta4,61,6.1,0.314851,0.1,0,0.01,0.193722
+RungeKutta4,62,6.2,0.282321,0.1,0,0.01,0.147961
+RungeKutta4,63,6.3,0.241129,0.1,0,0.01,0.0900138
+RungeKutta4,64,6.4,0.207665,0.1,0,0.01,0.0429383
+RungeKutta4,65,6.5,0.188414,0.1,0,0.01,0.0158569
+RungeKutta4,66,6.6,0.179665,0.1,0,0.01,0.00354923
+RungeKutta4,67,6.7,0.177142,0.1,0,0.01,0
+RungeKutta4,68,6.8,0.177567,0.1,0,0.01,0.000597869
+RungeKutta4,69,6.9,0.179171,0.1,0,0.01,0.00285430
+RungeKutta4,70,7.0,0.181957,0.1,0,0.01,0.00677350
+RungeKutta4,71,7.1,0.185904,0.1,0,0.01,0.0123259
+RungeKutta4,72,7.2,0.190940,0.1,0,0.01,0.0194103
+RungeKutta4,73,7.3,0.196950,0.1,0,0.01,0.0278649
+RungeKutta4,74,7.4,0.203781,0.1,0,0.01,0.0374744
+RungeKutta4,75,7.5,0.211260,0.1,0,0.01,0.0479955
+RungeKutta4,76,7.6,0.219198,0.1,0,0.01,0.0591623
+RungeKutta4,77,7.7,0.227406,0.1,0,0.01,0.0707089
+RungeKutta4,78,7.8,0.235699,0.1,0,0.01,0.0823751
+RungeKutta4,79,7.9,0.243907,0.1,0,0.01,0.0939217
+RungeKutta4,80,8.0,0.251881,0.1,0,0.01,0.105139
+RungeKutta4,81,8.1,0.259495,0.1,0,0.01,0.115850
+RungeKutta4,82,8.2,0.266651,0.1,0,0.01,0.125917
+RungeKutta4,83,8.3,0.273278,0.1,0,0.01,0.135239
+RungeKutta4,84,8.4,0.279333,0.1,0,0.01,0.143757
+RungeKutta4,85,8.5,0.284796,0.1,0,0.01,0.151442
+RungeKutta4,86,8.6,0.289673,0.1,0,0.01,0.158303
+RungeKutta4,87,8.7,0.293988,0.1,0,0.01,0.164373
+RungeKutta4,88,8.8,0.297789,0.1,0,0.01,0.169720
+RungeKutta4,89,8.9,0.301141,0.1,0,0.01,0.174436
+RungeKutta4,90,9.0,0.304130,0.1,0,0.01,0.178640
+RungeKutta4,91,9.1,0.306860,0.1,0,0.01,0.182481
+RungeKutta4,92,9.2,0.309442,0.1,0,0.01,0.186113
+RungeKutta4,93,9.3,0.311976,0.1,0,0.01,0.189678
+RungeKutta4,94,9.4,0.314525,0.1,0,0.01,0.193264
+RungeKutta4,95,9.5,0.317098,0.1,0,0.01,0.196883
+RungeKutta4,96,9.6,0.319652,0.1,0,0.01,0.200476
+RungeKutta4,97,9.7,0.322117,0.1,0,0.01,0.203944
+RungeKutta4,98,9.8,0.324420,0.1,0,0.01,0.207183
+RungeKutta4,99,9.9,0.326499,0.1,0,0.01,0.210108
+RungeKutta4,100,10.0,0.328312,0.1,0,0.01,0.212659
+RungeKutta4,101,10.1,0.329836,0.1,0,0.01,0.214802
+RungeKutta4,102,10.2,0.331064,0.1,0,0.01,0.216530
+RungeKutta4,103,10.3,0.332006,0.1,0,0.01,0.217855
+RungeKutta4,104,10.4,0.332706,0.1,0,0.01,0.218840
+RungeKutta4,105,10.5,0.333322,0.1,0,0.01,0.219706
+RungeKutta4,106,10.6,0.334351,0.1,0,0.01,0.221154
+RungeKutta4,107,10.7,0.337032,0.1,0,0.01,0.224925
+RungeKutta4,108,10.8,0.343631,0.1,0,0.01,0.234209
+RungeKutta4,109,10.9,0.356824,0.1,0,0.01,0.252768
+RungeKutta4,110,11.0,0.377635,0.1,0,0.01,0.282044
+RungeKutta4,111,11.1,0.403116,0.1,0,0.01,0.317889
+RungeKutta4,112,11.2,0.426760,0.1,0,0.01,0.351150
+RungeKutta4,113,11.3,0.445748,0.1,0,0.01,0.377862
+RungeKutta4,114,11.4,0.460465,0.1,0,0.01,0.398565
+RungeKutta4,115,11.5,0.471371,0.1,0,0.01,0.413907
+RungeKutta4,116,11.6,0.478937,0.1,0,0.01,0.424550
+RungeKutta4,117,11.7,0.483662,0.1,0,0.01,0.431197
+RungeKutta4,118,11.8,0.486082,0.1,0,0.01,0.434602
+RungeKutta4,119,11.9,0.486770,0.1,0,0.01,0.435569
+RungeKutta4,120,12.0,0.485207,0.1,0,0.01,0.433371
+RungeKutta4,121,12.1,0.478513,0.1,0,0.01,0.423954
diff --git a/modelling/data/abingdon-all/resident/blue_tit_simulated.png b/modelling/data/abingdon-all/resident/blue_tit_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..fbe020c56b2a68ab2d7e58fffed84e1add03317d
GIT binary patch
literal 31875
zcma&O1yoeq{|7pNhysF2NvkLb2vX8R2#87vC`c<xNetbM(gLD{w4j8P<PbwicPR)1
zLwC;5Fu>b$y~fY`e{a26>)zwq=ggTC-~Ii5Kd}kAuPlFtn2s0%ft<N}M^+62!S{wh
z@WxM_1S2<lN2b9>)L!n9y*kX;-sy?05k%>Uy|o3*-oniAqN9<mof*uEpPQG5Tjcsh
zQ+s=BJJB0AEPoxr4YM`5!Fs!23!LS&^&Krc2!#9z?mxUt$qX|H#BJ@atn>rtgq2Yu
zXUcEGMC(FTI}s@F6ZofZ;+>F{Rpq`MtWU)mSfzi0b1?W!<)ixz{`&M9pD*6K;Tv&Z
z=I)(4r%o?a?HnfUG_=xO^odyRT29(KcGoD3=PEje4teZ!ytB(8J?ZBIejXwvlv9Gj
z{R48JhFA)>O_atv1vV-C*C2RcYk!jPBG`C$r9e)AZ4WJ_H`qW#{qWC%jg-lK2tL@(
zlm7qyGWGI1lcY<WoY~xZG5O7dL>q<n3u@@$E3B+Z=!&^yuWDiTFeWI6Rr^kFqTmzK
zG0y`o7dJQchYugZt@5|GlXAoORuye*c+1PmdfK8m9}Wq6CrRO*dfY&6GxN;cT%oS6
z&VHj)s2@Gm?C=JyY2YD8Lc_g`*<!hTd6=)Lw3JmvMTJhl^z5ijGh?yG!8Vg+yW3jT
z;79V6Bv*7JjoBV%=2@3w$*a!J&dtq!mHxw>F_pZ$JjUugcUyb=51E<QTz4k|vOaux
zQJhYhXd+s2qZB!XpPzO^T|z>_9%%{heWN0g^`!_hPm5$iF+ql1wuelzoYqheG&SYD
zjt}A2q)IJ@ZXN8b(J=cqZ8uP;^gIoR8fy?<lpG{ta!zT7(~8<(gYJ&|P0qEo-4nH+
zKkKnG>a;l#z}%N0VmJRv2sQ7BH@~#R8Emaiqp7LqK&2Ef_)2l5Tk?2WBcA7*;1Q<%
z#@ooq%f#FLRe9K*&vtXl=$Xe;O|OcdHk0-BMQQ5aef|2i<y`p=X0>uHoinfO7FKy;
zZB1ojV&Z|0j)J43BO9f62sPK@=TnHKyvq3%_*lBb(m*dEjc&@9BD{Gf5CgXbTrkgq
z!^3GL?NlH%7jM*H`3|ug-S(X~2QNU)SIws1T%AhlqlY2TFWQBRmhx+oQ0^N_y><=E
zT~g0rFqnqrWWS2!$AYKL!Gr6H`JBg4>l+j1`Bk^Gva%)}zO{|l`8D2EeemGQ@C5@$
zTb*Yn8#9)*-guPs^qke$_mC5I{(7|#RspLKVf5N-7J20|aS;)%&6f4=>_^rUsjovC
zw(02U&5p2plYWu;^_4MQ&>davD%UNuW|eP)gCR*p`c<y4<KyY|9EXhFCMJ$fY@=5f
zbgatdHtmIlh3_jWl6qiT+1PYV>iy45@;c`XlH5Q@UAlD1(2X0he(Rosf_Wv=8utNs
zG}rj~i!5pA)`*wM*x1<i$BvKKFcZxJ7f3B@%+1WsLGL1R5sZixCzK0YRCIKyUI6n>
ztq(yeJS%O~#mLAgHHJ?>;DI=7^~_}Io3%=)#PNU*ENHY3`zT?d=4dOw6z%F>^X=QW
z%^{QI5@=Z8REx-nT{rY=jh7eNeRr#Je=)l;wlM7L*RO$db%S<JP8qcP#tG{QZ$rh9
zTtiy%^A_}j`35&Uj}|hLMVDJ=#w?Mgx&6%(`c)6JHF_I@D6+Eg@$nmKGC1$62+iiD
z+2rV%)kAGC+t!XF2N@ROw$Im6L%7dZrL7>jyvqxg^9UgP8SdZRTwF@@nqCI=nSZHV
zbnX$R(L}hd1~7Y`t$csMtB32+XQ|DEPzI4m4h|04i30OMZZuv$ZS@h2f%_%bo~BS*
z7DqXycYHH%muBYX`bFjvSR@c27$sCkutx`L_Di|&;AT-5p;d(&Racr8pqo815A^kw
z^AQ;0QS16MmQS~sys$PlA~f+McFn`#Bw{-5I$e`f;gacoMC8Hbj!kmsy)Jae-3&R}
zNIt%Q`}WDIgVoAnw;ii}5Qz<WqTFYrY|IdPp(H0h_RvXsBCav)R)6{O#dK*PR{(|*
zZ|m%YJ|Sf>sS9s}RwkIMt5aB_5L(Nqxzxmv2Qyo$j(*!KNKI^fM8w6_oniBQDmi}m
z%bhVV14?VGdqQHOigPuVZvDa?&rugRhe1rposW>UyspyM25#KmHCRl0sbI!<`>tr3
zeE907r%Q~Lj10jUW(h?7*appoRW0>kIZqE~rz4lSL^l7s7wU&fpFABGeDmfFOLd@4
zDPvGb2!$5`7T#6m12JxeK%m>;&0;h?>f>&jlfHcU(myBXdOf%p*!;Kb7?2I66Et<5
zCtmtX`<<j+TwEOH22sfyO3UALmWt||<50vU8B+ChMUj;$iNnqQNgFD+?d5ZGYvprE
z6nRdETZ19(d;7sUu&QroFI+Ia#=#*vQ8B3RmRna}Uw>a+ouw<^phkbh5ll`0{r&yY
zrK+s~ok`4x4<Aa~o!!7Ol?n6)JNDh^PN6Z%@B+g|VjItm+0IF9jDe@imo1H4ZHKlQ
zUS3{*kgk($le?ii33ZK)jn=#C6BOKD%LUD(f`WqnPn*MnHo&`~*x5@y#?HMx7#~!q
z+qr2s+o7J9Ha&<cwL~^}cpmM|WfUitl?ls$4{`<sOWW!0MD&K)aRMJ7UxUN0gs3@1
z2C~UzV>W18OG9J8QA=9dr*2?i`$cKr>u`zv`L}~Lhf8fWVtWFP%iq<9k*!E%ubrAb
z{7mxc<IW`au?%Dqs1-YJLy^b|hwR<MLZkMI&0UCgE%##x%jD>j5t2G6Cn6-qZO3_#
zdk4ZRfgkBM?JRzgdA$~T#eH&tg;go;O4Dt2`7?H~vpW~pjr2Y$O4dQ2t|X37d`bQ|
zf)sXGe1I-0WOScg8BY>lHM0nJ8yOClR(FJDWMsU_x&{qQpqlcN5f>MiB{w~=oMob^
z=3W~Rr>G`JIj%-odNE^%(W<%ef|ln8r`*d-g2HW~TAHrY&T!ZPipTSniza_f9-B#f
znN!}O&q;CCS58rJw)f7VIy+=eRv#Z7l(t86>9D$riqVk_GD#-Caf2i2Z$5uJe|4%q
zzvhU;amLPV_R?wh`*JD{8E3NPT4fjT2zlhc6Oulb6&K7jsPUYv4`{w*!&^5MNhxj|
zCYj?L7ub~^eC^t`vy}mRfs^ewYIH}K*KSW1m<Wy9_n-C~RB5UtbrH%fq*tq(>KW#|
zew}h^Jo>uUW#vRmc{fCMaT<B~o8~OqH+*o0aHD6sq;{pAo}PNcvtjEV%SgBi<zhx9
zITM_glJZK^B}XC}5d=vx`P=c->O*H9Pck;Ky_8ejrUV28VvPKzq`kep0)`Ez3fg0w
z;`xr=Ic1kh-rKeprJrjek}6?lZmB<8#)zRw1A%a7Idv^)wfITNwRf=_Sbqp;g+c?H
zwb<qHHew|tO#PZC(Xre|QkrCZ<2Lpq3ccrM{9>B#*_<l`@y&Zk<YkH}OKl9H3E|a)
zzPBLS!E_{u6xA;!=$a0H|8DOLRVTBbV>cQ$`GV|hWTs(fT*%2Z4`1_hJIm}c{hG|H
zn-I=x?Ni^#yi<*NB)VEY?d#oqBFX)8P;?oM_4e|R;WF#aNzCqTCUqB9_s_u?LaBub
z2?`18Kr~HS7jbP@FzagKiW$8|2<Bs8$YY4zOZ>C7vSp7anNm(uum+MpkQh%>NtT#&
zLS*N2%B$F}QLMSnQ0(~IsJ0NDw%34Q5{$5QEia!Q=u2`-A=Sgq&XRvC5((Z=3>})P
z>y8P(KQp=@UUG6Osq?1!K%k%L@R}hs-g4q#{6M0AV|M8f-OOwVKU{Fd6LVug<+i<S
z1t}NhNXtxGSEZ4-rD&_8x-N*3W{=UeJ^c>jFyU*zI#Ry5HE00ubQ1E|-{jt6;*&TP
z5FWWoj4J6+hCdJND{{A09;wW|O)q#`Y)&z@&kC>OToVL8_AE2HwaVB18N1i6-5Qm_
zb{!FOAo)(1qj{ou)4e)q;0Q%il|bS|+Cy3uStP18+s@i%f6ePyC-l9V>yRiitf=lO
zlh|;TOKI8JiP2GAceE;^jfguuahe=Em*kdLKbh*$TZ`;dEoj`S>yNj#apJ44R{LNr
zF;dy8j!wuMEGlZA2vu2S^q5O@QeJ3PTenhV;>;XR^LEjBJ6OynioE?XCYaeToMA5M
zA=C4os3cA%r`D&pDhppE`exjIBI8fGuqi4|NG4g$M_qK-fO=j$kvH2a+Ws~?VwTBZ
zro{nb_ku|ZLNPUy?|dYbr2Inj^tg>L!aUYZ$*Shiv6r)@U&~tcOXbA&>L{m`koCBf
z>U9he*Nzk#{Eq`|Pm?(DjV7;hRTTZC_2mT>f+EM2VT#!$bIDv1W`R1tEf=v}blLc%
z&&EjmK;qR(XPv!^_^Yau1xC8Xn2U$~6KES<_iIoYaXDh<%-1n7Y#Nc{W<r$W9wf<g
zN#CGu+dYjm2G?D4%639w^>*9n3;aepWr40B4a-e*GzzJ7wC58s$J#A`hafV#>ng6I
zucj8+64N|lgZHJ%M)!p+Z|6?;%X2$<7y%xv*o?zC(oSEz@pL%tG`q5}dbL*)>kAUR
zu4n^;>ZHP@&1d2tiPtXA;77Sx?A@Gp{6eI(`M?DE-Bajuq>g-}gS@l8Y*+GHOmlY9
zs>94&(@I>;u63yi-ElK?WJF@mfJv>caeSga;GtQ)UZ=Xq_uv3qYu+|!7O}+oOC+=j
z;;Yp^{rxGV^_sfNl`B^gFqN~j#xi5o9*v+My{qdu-EyuT)J#%5JiL=)Vq!AZ)}JT(
z6mC$dH(yKgI&!IRdChVrDJkhB=m2Hx?TaT~(&!66`4kbBj?K)?rBaXC-Q5jbkW5!j
z<Vb(NU>X;K#k%u;lruHW{7!~qN=i3wjl60(sG9Dx2b!QRVd(9L52Ipj{o(JtoYL8!
z46D!>f=<!e$%&>PKH_<>;=h7~JGqLXB$5PQ+S%CIQS>j0V_I1J6A}_im!@ZCg4m6B
zcifLxGE}m1awyePWN+W5TV7c?Q(awcNS6f4_sR?Ry)D<RZ<=!3?$D$G6U=n0f1;RE
zsUDk%$dEP4WiH5aqFFUvhn<V-W=Gsjg%NmmcJ`CL4|gXkun9<&*3{y}SM)-3t7TJU
zelamIWk+X(Mjl_|=9ZXnadM)I?J8BR>pxhZ!hB^P@vK;EX7-}YkLPnxHtDZ@q@zQR
z#bQYZ^_&tfadEA@SaK|`0wJY>{(`K}AG<lI%aWe4U_~#uEx<Fvy;^hZ*~_%M2Om3<
z2_P#`I!*YvD`(eBo8~=0sEnv@9Z<g!^F|7o6V+PRtiI4{$@25=_shE}%&P^{qqXyR
z04DHy1GEZv-?Qa44s#+*K7-n7t@LtvRKGyB+(W_yZ<k-%_)I|Q^?0?1;1nc99TCdh
z9n@0gBrd3u9rOlI$^)DP(!(xs$6u3Sg5a6NG1e|uhzRlkH!;B{QJVZB*!+gaiYE@c
z<03^wL=3eqF_aU6ecF?>`y8B{jhl)C1L+IdGI)2c1WW3}D8a5;-DgHds(0=L-d&|9
zy!d*4Pu+Lc;ac6MvlhSp<ms<Ih;M#5-(DhK!$Waxbn{!a<XC)SDGAE`<d?JMyE1s0
zWUB+W2NtDKE!rBU$QB)AjpMIu>E3=)QWQ^~Jh{W<qHx-h-ld&%MThAcM4IC6-MfE{
z{Y3btmoHz&Z)Jh8zqe$8y?gJ`PC$6kG&L*h^xtEb#l-0U8vEz=AJIBjolBfLO#>Ad
z&qN>??E14l6coH(US9s{Dm*HKT9h7GyoGAfxlP6K^(uIzN>|v}SX`#Lt`=KPbMY6$
zTmZeG1Tf6SzsJfdDlY#$wz-0&`RgJ~4cAar|F1W9{W|Gi$Nzk1N(^F-|L49~J-jlr
ze%3fq2M$6)!q-tzR9ptth<5lPsAeq#1JV9ujL-WlUnJ4<Jv(Li;2h@mK;bRqZPdlP
zc#rh-xQ<e2xU}sx;GCSCX#kG(fOKG5Xh|?7Vmp0m^7qj_(9&ndtSU*@l}!N7UQNZp
zWD5(6u1|w!i&Y;!d^!Ib{<f#|HN2yzdgh5E)O!>ST75NFS5YWv)wN;7_OFYI_zTtk
z_;vE}p?gY7ADfxnLIq){>rKZFavmO4!t5Y^6w6-ryq=#oJ&|^K`c;n6%hFc}=>WpV
zc6LSISH!%I+!p~%jDf))*Wug5zq!iF8W|Eo0#Hc;8KbCdNlD4{?Ck9-x1DrAnFKAp
z2nbMDP#^(GDQLsJ_O7;e+&uLh663gxs?x!7U%4W?9NE>;K{-c6&ZH<G&O}9+k(S2N
z*wE0^l_=J@wwppz9qPuXWnppM$iyV1;MMl__M{DHxi5LroIQJydV03mh~Ok?3P_S1
z?Cj^{taWu0%JS+Sr{FMqObiX9g!?01xYzN~q$|KX&nzvKSZ;@&?T#<nM58ZBN=l+f
zv>rTo`(2|NCiwj8wc!$Tnwx@x!3Wcp5}-sP_akoJy!kdhp0lgDxw-%7@E|KMFAQ|l
z4b$(z1etU?ckbLIFUX_~E?r`PQy57~rWuPV9Espt$mH9Cgp<$kN+t+-ZOjRIp;)iN
zJdYB1=><$9%Jf`Z%3GrOXXe`Q2?!cjqR=u}?dj?1`(|eBLqkJBmc!K^mAi>GHIn6(
zl_59i@1a0gJ<!#?u5aL(clz|{R6T1H_~3Y(y!I8JwKp5HesQ<M7})hU($iUOpw+Oe
zYb`Bz&<G3$)8JCQngn&reE;4@913mRm{QbAmhg}*MRbN5*m-j8@}V@k$~@v{RwhWl
ze|}Og>o$%qO%RggmLwxNbB1aq)g!*Mr6mQBOK4ZLohF8ijEvgyjaUA3rx(qLF(U&*
zgQW<~$4<;xKqQW-Xxx}Cb+$!~oGkCW=CWa~3pg3&d+`r3+gn>yY*v!@;%5fq4U*p=
zug`TNZPv%@N(I|#!GVXi#@LyNjoIsO1>4u~u%ZkAX6JS~ZZp;8<H3kfEUw^RUMyH9
z=k%RZ)zIU_323Ux+Bqz3%CtuXZp15W9GZHtc1|yg<!v{IdLf^6)Z_GBf{l!1&s4Mi
zbcbEHqm+qTFC<@3F>pv;tzHK7*9Q{rvJ?fVH})2Wi0Jr<_X0Wq>Lu(a8Uc5WD5;1L
z!bGde$-Ue)eAZUckm?2zq5Qb7f!IO06<dvp?gQFEu5t9-YT`JBX+TXDJ|_CyuplOy
zb{H<+kq4RPzHc<hIyI^=vei)ubEc_7xNOMMECIff+mQ%uRkiKB^SZE-yhBs7*&H8J
zD)3J>HXXz8RDy1>MkrizoFZP#DQ|Z#D<kRroD23;bZUWnn=n)gRVWS82A|A9bij~9
zeS+7~o*}7$Ni?^f>o8Jsql14E$GSqOozDg;`f*Ljx(hJRuBnm#OgDU=?!V{et<<Yc
zA^-j=9P!VjHuB%*BB%6DIenx-021!cD*+s7+<n%oC#SjSf9BlBq!*hY&wWi2VUj*V
z7hzf{Kazho!BdE|_Vep@;Oitmzm9{r;Dcj_<4%#1%3@k{?)}_{J9RCCcZ<%CA_Q(5
zHzEvjU8Fop4VM;i_eb=bB903T3X=Z&3@xp#{~5c+#U=Omai5EdWd0nhRkMCXOa`v4
z<5aXSftlr4wce6a57o~c_ulO@$px?%M^*c>Vh;~ri({hC|9rK$v60cy|BR`rtN%6j
zljiPe@WvyE`1>5h#Kiv@3l0hS>m0tUAiMw1ai1v}z(s@0<M;hIE~O0;fi}!H?;`9O
z7bkd2XGZ<Ns||{droIx6`1k^3?4K_;2&BSGf7eB4H@E-PRKUdiT~ooY;b{DnAkV}7
z|D5A(bo77fEhRPef5skZY5mW4AF~TzCnN%=Ha?+H=Tq#sI+C@;I#2vFP<x<&C5SV9
z{`}UTukN3~u>d2#0*9v(-?~3tNdWL5;E|s9Q;NA^;5oc>ygL<c-z!HGv~_xPbkuBf
zzIPKem6@egJ<y}0qd;Z37J99AV$kdOT_Jqz;BfN{E#C`jF72-~zOPAYqc}B#3ocTy
zDxM{rULCDes?P242q0s;<<0>*l7AW}`ikc0j*jWpH;q}@)ZDtxU-ke``C23Aku+fI
zNY2m;cAU_`i6W1OKq^?y0`KEfPLBAB@XP&uSDWWvWj8Z9`S{Mi{-b}AslZ<^8Prev
z^ogTlHqKnMs>_#<#1zoc8M;Zav3Iz+xdq&JtqXMCmzGA4jErOgeV`aNCSjAfzHY7h
z%otZ!LBsp8xL5!k>#n2EraE-UaQ^%)K!&}2_l~`boJl+ur;-pW%gf6L2L+kMfAMY>
z#~3XvEKIupD68sPTC_t*WJvQ+!P9_UJt-+jc|}F=pM~|3j*bq9QHsHv7f1~)KKyTC
z6_2khDY^OT0`D#HH2{S$|5VnRQauh;RaHZsz3QP%)il$=JiV{qzh7H@1K$IMV$uop
z1|Q?%=m336H8(XiWp;dYh*Le7n3zBa-TqZwUE8+pP_3=4liOItZZ!_PdN#uW$Hz!<
zj9K?)kq-+*Bqk=Zi;8MnyonT&^y-Q|Lnm-&BoBemeb)XCV`t>!<1@MKZV+k^l90eq
z(D51^{XHFEBKRxbN%Tj6*eqRWC@JsT*c3Q>?3J@#xf1AD=duwK{`M`Ujh+>`dvbzM
zxEZ5}?FZ-1y*r}SOk?m!p_&5BMq7J3#oS&6U_jsd`=7*YZc=uK^BVzD;@l8Mkl(X&
zuVlR4Sx01Q+cMff<|=HJc5b`2o=X_!sq4u=O-IKuEO#In|N8Z%>IVP-1kL45gJODp
znDtn{HU5~ptW#82I1p*e4Ju|0`PDTa0;1r#R!j6WqWp|)yeejPuq-q4PQqKk?CBMt
z?kJCVg36gMR3pI#*XoLgPXR^5(lVO=K4$h{renAL(p;z3HOuHRf?Wq;Ppq>}{K_)a
z*KYEl)=jn>#j*=~F-Fk62}&#yI}8fxAEmV`{y1r!X<}$)Cou2pxi*t1D>mO*@{VNB
z{h)NE_<@g0UH})`17#ybua<&MSv;Fb%Jb5mpWiW0?dEQMl4OE3V~Y;7MO&{0K#R=O
z)LZVnd`5bgmB`11#@uD#qmJ}Ay()w2=)#Wj`e`t0q{2H^uZ^$n0`A>xAV+I*j9oq5
zv`VCh5aCAg)erHyBnR}kLU+_47zt}8^OR7bakLz^h_Cu73gIH~v?-Lr@c^?oXyB!{
ztTv4ncb~LU=P_toB5BbP{8@lN)`%dIz(5`t5yzC<%>^eXyDqZZBoUqEY`myb_$=tc
zb$3A92KyYgnF0PR4oW1<&vc#S7jB}zLQCKbXp4|EO|c^Tg+7Wd*!R!UFLUvqPNiL!
zhW^eiQ129SaXq|?Fxo$H(ye#d#1U|dpN+cDFJ;u1)j8T#3dQ$F1?)L-L;l3yRe2!e
z#2;1pr_jn-zrZ@$fBGi1o<9Y8dbG6ESm?~h;s~L_XewOwQhiD6aM~51IwCR#ssAKZ
zDZ}Z1D#$Nv^;lC3^W%%Sjs{ou0Ob3hQiK}=vPQu4AE4vUd-+md|DSRe7a#whvBILF
zzs7!)&S>9yHS0K2Q`3uXZf=%Lx&gm$g%H$0EnHXspTaGms;BqruPYLmSX>PLd+Z!7
zZP4Fi1t#50e-%y;j{j)a0_W)H{ys;sne%|DYm1KZ&#<b^;4!_-&rk7xVaI>!T}IIG
zu(qwOZQpF2!zmXQb1ht0&^`qFA|Bqp?LQEo!ud0JWOg3Y@R+6+7M}m>Y^L~?Ua#S}
zDew=>^WpWrK#&>K)N~s>$Ns<0OM0>8Imo&HX%T+k6$3-)-%sHQ3>N<Pm`{0S#2>%;
zZ^VM)Hd1Uxp_C{Z<?HL)($*Fn4XSSw(&GDPAAfRYWdIZ?X=(2&#Be_}(s_Sy@(kUJ
z-3KrJn7|sEn*BgeGVM*3(_0No;xi&viskVEQ%;6ld>u0Ch_u9&ZBWqO9~2fAo=pz^
z83O*R1y}j`fud})_z4i_>Hy3y07{r<j)?SvluoI|dyrb*0P*D67p|8{*El(4ynom3
zD+_qyI>=JXv>*z$Bx_n4Pj?rS#igaj>&O+AWoNTjt#BG`^s4LqUrqDHy8tDFRL|n&
zbxgrMwW0g<+rWThnbpLv5`8q)q$f~N6MjL(dA{e8jhm2=P;Y(N&-(n_%*+hA!ec*w
zAIQMC3U6y;^B(k4y`Z^hT)TDaR!dWpKOaAT<6fN~QGaimd}FDIsHhr{lvhT|)v;lJ
z73vTe-2FRLvMY>HtYHmEu`S=eJrvLDTY8tAtaA10Rh*~6#>Qr{0ys8Yw-)8}_4Vy{
z*Pqyo0^}O9L`6*<`J+zzo~NM5DldQM?(W{w-K`?-L`_9?wKQri{uSNLdmR<s3OCRm
z7(r%XYbk6VY^?f$y1GnxdHEzbTzqA$CK)J$E%o(&Km@(U&VComefjb&@d1zy8vj7S
zgQzMufZhR6FL*j>z{F$?Skc#TKtagK%foX|)VgeJ%!Ni3NV`{JFt)F`Oxn7m2v432
zMs9fUdUAnjl385*;JRuv@`D94oXyF}2{09w?UgAh-k=L<Tx##WdFhgLF-aE^iHuiM
zQ)_T2hpv0rqQui3rdwW5-h@4W4pglJ4a_V$8;dAY;;-f=H^-$DVCX<&h1CZ#RG43L
z!T6^J6AVbIL*Y^UR%6B<9v;Y~?jIm{g8F|!@XQlx1VsFp3x|Pc_iD>5Iphg#QCO!s
z%V^2Bd!-2>ea3rhGOcdowLX(BwmRY>Fe|?i<F|;to7@~6=h;4Xa)2A2q<}L6ti05j
z-`#2%y)nBY?7aS1Cw_($9Oo&*f8^WZVn+=s{tm>GF^pLfHDD~}7Cw$dFZu2SCRNF=
zkDaO^N?L&W9&_(XpqYA$c1|6U-p5Fcx}A_bdE7Y;{ZfSdiGfG+2s@Z#B@Z_#fZ-#z
zf64lOk#T1#P%}&PN^NKE@p4CuT^Hqm?43zcA?CK-ed#`(ZMlhYn2Q~MSKIpE%6;o)
zi8og@QAABIC-ecaM7NK_11#@q;=C!mF6nxx0uGeyX<;waf&lIZ9EwVr#n$4tNlcN0
za82;1rTEY?2kVM2jQ?K++|OyNE0#BHW#4JkA?AY6P76zTAn#>RiJ3e=dm&)bl~Cll
zJWEZm(s}zv3Y~KTK_=19BpUGnGVK#C4vA8+0P@h}Tt<@Xy#$!#_ZW0-8?Xc^ZSJG-
z@WmNB<e5FbuCPCLWCmpD$(hHH`$QNG@<I(744~p#FVt>yOByg#4ZjQ1*c(S)lSgfT
z?dniV8zBex=3UNL$t0D#BC6p!j87Trmw|`3^#|_4|IFy7W6qIn_F*%1(W>dR-p7ur
zlZ#S6iA?$mBErXF1=6{8E6ZQ39>1A7?ftt^kl9IrSeV?2H9=ZE=Hb#m#QXh_?8%91
z9sOTm)gi`{cOI)x8QDtx>MwqLZC;Xae8TtMr%dx@;}1PlZ58<`WYf7!&vLn^Um@PR
z-G`J;EzL?jL3K3{;jPuVdxKlK$WH0a7DTdh{@74Lsvonl!H;HvU<OY92DwSkgvm~*
zz6=Nm5G4oghtbapCxz!6IdQxR!Eld9Q!Adb<N&=hYb8tyrTx2SseQA#<HTa(M*k@X
zmipC~!&09L{3e9r7M}BY9eQ&*x?xuVo+i9FWuSYUUSo`aJN~L=_@4>t>$RN-p58L;
z2NWdVL=^#Mfb92WIYQ*|<C##hUjfJcqYK16A7!!=1*MnUu6;^RC>*xBO_E`WtIN-S
zgEgY$FO2Kfg=uxiIm8%EI>(1`UjomuDB9L|BTD>#gXBbEp*~G)2!4;i`Sa%$?YqHV
z9O?NlgigG0pn_L+H8++NA;@syAz(AlKm0|c_CT*e#CXL=-Y~4>WMzIzBAa_EA@y`)
z%aZH!AKfqRg)P7E%RTdId4<Ij<!j@8J3z?N;nHvPj=wI@^n@X$6|mj$t6g|5=BIx1
z@s&Je>uZ~a&rQF?-UQDxf`GWTKak9tg_*|flbLBcRLf|wibE8bG(P?>kiG^{p$RLY
zdSxa?cVPpMP95-$s%zvC@N%hNL`yBduu$Qa)Y%RqQ(Zta-maFHLe1j+@zcU&5l(oT
z12;dR<8bdX_H7hi5rev%9HEP|b6}pOlhcm+Ez#p|TlU3e{t|KLR49n{<F~1BYJpz1
zu#BD|={%lz_CskNvYtmkQ#2|*z@N5M{^PZieCGa)zA0$vR1x>P#7pCSCw#iU9~niZ
z`dpf7CTh@u|G8;55=rlq`Kx)tdCT<1CoJUs{Gbip-_KYu0LATg1sk}2!auHm9^qNl
zP-9L$6OY;Ic?CQ_&#O*X`2HD0+!fA`&BMR>zrFRz++x*u1b3UmGI-zR3hGuVmltG#
z!LNA1`n{O}72`Y-p8vnC8hEXj0d*fo**{EDwkV}9G<8xAunJ%9|4)E)f2lFlA*sDd
zw2@U%{xSYFL3_K*xm?!Y#M6C9(#taI8yJU@jNl5^eX*)Ca1gi-Qxd{)t<MFesUb%q
z7oL6d+<d&%00P+6-VNL)j>Y&_vFYyn5Ia!feJmWI(#dsF9l=`h8C34lWEZD>R1V*;
z<A+BKkLxSHd#SWhNz!P3Gp|VGn?2K_%?f5WU^GhO;r&~mE?SY5K6vm@r7}E9&HaQ%
z@qAeDqG)f({+y4vw%s*@WsNn(hya$x6K*{zkI5@cQzXxv66pN$oi96I{?e<Q864*%
zoyt@z7ecKnD|-U;F?~4T53qVh)zO!iBw2uk2Q0Vj`}glbK4<up&EFYmxm`M7KLL?M
zZ!inf?dBN84D=9;EvF+jqkHrWmOn5%G1D|A#}qNj?U(n}N;%P;U%bn58Ic*DA5x~I
z?82BU5vu~rkx+ayHms<519eYwt@FJ<D??!aLm;r492-i*FPeinHhm^?6T+=i8amsR
zs1QPPgBn;VoIsD53P3()!<-8-e6X0EKVQ(yl%^uF_X1eXWCF;U)8k>)T8c<a6Fn?;
z*>rry&9=dw=eX*bxAS#jXp*>FYr4I5vBayzWA>3-h=h3qUOWMIL2v&6mmuC~w(K19
z4}Kz4Z|xBYj?doq3{T_V6V~QXuFfN~Kg{H*m_kTQFFtlu8p>IxVUZg62ln+qHBS1~
z<(w?E>23B?9P`-Gv#I|0Q4Z@f2CSf|Jz~I)J1P&zsMHek!BV~LaX<1t&~%vrAC8`D
zM{qDPW_>*cG*h-tk{hdyasI4yM<dTcK))Y5vg2+%QIbbN$~eXA(S76^5f=3|aAR&0
zou2i+)BdogDaiqyps6o!uqMo^Oc<40dDF#rbuOc^@5Q`&%|$8BBe(GyE*|KQvSReW
zCfXsWaSh+f)HDU?z<t0Lh~x%lS?W2sC30ZGvTQIMmbT2QtfG<u*tEW@F}j9@EB2-E
zkLcr^GgzXqlM<Hs%xkMvD;u(^Si&-~KC!_wY56e8fXh`Y72oXW#wYIBaWBeyK^=X{
zZmi0Q>uV?!MYHyJRin6?i~&5XU3mA+vnVz7@^dRIR<Gj$7E3C32@#R<dZez`;nt)h
zuw!uBm>2^i-l)T%-safx(N3|SKa!kb_TGU7`qM@CD?Do_liX~Mi>j-ZF`SF@VcisF
zFh`LgZJl1rsr{Zq8rjHp$;#($JFBB<2k@eT^eh?Q2ImeTP3H7)__IJ8pLjKrg`xJR
z3x$`YZ@aSE&YPjUb2@QA`{Zfj+EpN<5LE3>hHRqT)`IkO0RRwi+qQ6BEuWijWlLUO
z7bKy+p0c+wmu%}|Xm}ZCO<td<Z?u}h!9yU=!+6>r5CC_rA-q`LfqLlCImWL1R0F{^
zR>^~tHprjQ!9nJ~&_S-Qm8h(tp&<~ZKn+Yz+*3@7)b#WUKv8<2p>Z4NW&-x}J*E0x
z-rf*f2M4O|s52LMyg>(m^Cw$aTC#I<E9=IPO#TqgVlL3P?mnii)_?Nk{k-1H=n585
zzP^n{pPRbAS6&31%>}vcW1$<Pe+g!;2|olg1^IjQ3%Q97Zw<6m@*FibrwM%o93EV_
zx?<*$=k85DW&$9uaJP${Pd9vSu5qWtX-ywp`S~*sdJVXI8)|^v<vrl`?mv7;B_bxK
zZf`H3w3+(>H3gmTKRokR`vIpb{@~iZ^tn7*xgjmBRFcG^8O6Qw!rEFX8@K8kP5E-l
z%4EPm8;K+PSWzV(-0>#3cY$PFiXb5-&MYf?gs4WN(Qkn#bC_^$Wo3n{DTnU|*SF&w
z#vr1Gn8nJy%x~Vwoo1w^WlxGJEW|T#>P`aOSOQUno!fAYSIw>-(9s%vl>Zjenl&*@
zf)=r+<cJs4bDiPs;q}gCgzykR1Hv@5wAjfCC+E5>y$OkkLQ1nn)>5SX07O+N)*>Pz
zveD_1Gb_UGyq|^w?GY_r&XtrP1eZo_y`S#P=k;oxdedhdg#aj}@$Q~)3!oKYo*v3p
zMF~Q%W&j?M!`DqxraO1q-=Sk<y5fuO+`D(aX6k>T#9V9s4U@WESj@4;UP+^y?2_Aw
zsTz8#?h)g?t=Srft1zpYgiAj#2LH@Xet(rbU=5G`ccGDE0a1eO@On4dvX=X;2li{{
z64;MdCVn7}dyF<fg_|k5C-f8|B5tJ%(iIekI#w|6_)UVzqo_DF5^UpbrkZ+zcULCA
zdjC1n$iN*<h;!9nRy?Ymzej$tCc>mL|1jx>Q(xN$@d_8k6Hq&?4lM~Ck;6iv0H%Gb
zeBmAz01+kPXjLX8a^*MTTt~>d*;?d@Yiiz?w8ZjVi_otzJ|!|d6oGn@K>3UILN!5b
zVfZ`GiX~J0vY$yvx^B*s!Rp6Osc>V;H2obkkhW_lh=z~8GWN?CZz~^`aq5IR^;aHS
zirw4ss?wqKqS)U_WnQE0e}XpQK<MoDddc-?Yo1{hqvzb`Vvotw!w69w*?q>*{jpE*
zTAYbv$tAH75(mrty&kTB*bK3n*D5j&8tabb^_%UCA9Os-QqSl+SgTPPbKiLNovOrj
z>v_Ra%neOqX>}3MfHL^BZG2zwFe|%p)b)W)vv`#(>87BsM4X842*ZkKm4s7xeA_ql
z`^_31`PUgmj4Q1iX=WiusVpxaelSVzppPht27MKd9aT=2NCeKEo34vl84aE`OirJl
zfBRHQAmfbi=ktF7MK@3w4$~aPG*gYbF6A1cYRM&bYp0QI8v}Zb%$GfnSl>HfgP1%@
z4lh6p5Dpe}-K{%cKN5%~^yfp3M&h#)`kMnhD@?9$Z9ANkKRvcS;n=osLPrPXa{!63
z#242F`0{#3m*qn<a-y565n;lOTjYs1h{>RP#?8F0%gqDQpW%tfc&6mOlAwZbbZ~XG
zQK^2(@3*rEA5t!^$c~{z;_#sfcVIlq#6P5(_RL$brw}gHhzxaPg7+9}DN}D64c0ws
zaxJ<*@5a#uW~z@TVKi?0m{L{B2_SJ_EwQhcM>>eG-p@tgX=R@QeG;w#7w|QgFXk@V
zI_$Erx$=oA2l`ee{P1(WWyjc?n55B2=jUCcGjpqV3{ak77xLffKT;C%KqR(3r@N!V
zqe=H8sQg!@@k~$9$R51O&#s!+(vBGsJ&x_zHje7`Fjz^aCg{D1zGT=jHk7ycz9ZlR
zHTO{&+vk{gf~#{6`#Mw{?_2tLhK*>5!Jsk&z=HFS`e}Ls^gx?yWdnZF(N|ll=!J{Q
z;;gjdq(IkcIJiTiNxC=?X{8;w?r=^nC8j9x(fjF%wH-&%hhR;OcSk5-!eu*wiT5%z
zo@uOt-dW}z-c0mhWazGUaJ-~a%H-n7;M2Alazdmuc54nq-7oT9dLCI7?=}e+h>zwU
z*qZh34}5#@EaM@{^+nFV=8?Df5#eg@gl$qE`3J=qsYl=HeIrq&YX(+g6zFUsUkuFH
zKl?(VH@2;XZ$$YpWHc)oCGM+xtThN1bM}ShhAvLA43HS-AG*XIiC;Ws2-BX;6>6dT
z(Wl;KhX9d|J6IyA*k!2D$dIwQ^$lCd)lug&%2j1g9xSz8Oa^oB+m_N55|q;ZxRaaN
zU;!Tnz_)HI+Dl|P^QVo@$mZ%wa)cU(S*=jT7g>;l2OH5*+@+%uar1`&A1ZkAvu3`&
zAr-lPO8lJBWMdkvVu2M1gsCESv&CG?-2D1(f+NjZ%N&QcZmg}7xg}Yf$ZFjJ#4wRi
zqw0rb2K8WZn*}Ml{=tAx^kq)`st7AEy<Hz~`bjxQk?DuMQbAB6K~r-JNK}SVVK}n!
znX&m(r5)u!O352TZ@C*)(`#1S-@i214%q=sR4|obsE?*gFI~8SuKl64YOzVoK;JUV
zQJrM1J|;qBI+x~;hvOo&1~Q0LjJ|8ug^T;6PGh|U<l<5|hnUhBaM1R^$2=9fB@V8)
zt_DA;Gi(e><!E0c9Es7pP3~C<w~Pv3V9|E6p_kE)b763wm@!mg?h0g+7c(DD(3WMk
zxW`8OP66fW{rf%h@bE<7+@Y%2mG1?9fD~N7IY6K6MFR70L`DW%YnWTqDzv7ACL-jt
zg!7m40EhLiB(te`sFNtokA=+Y@zrMT7(9F^H|rZtn&hPwy1Q2*scvdw%--6RfQe=-
z{MW6ZN-TvcX|M9YtrIGCiw&s>4JGaK;|vH0WHE9vG}Y%E>|4)U5<7~yvq!Z>IWu<;
zW*`)5k@HGyFgYZ|CHI}XlKVA1!7G7rI;5M)`A+ICuXKrSywd?zfq!Qa&po^rA~#{t
z?d8n-L#+PQ2iWS#xg8;<f=qoWCW4(F5J(1&<*___Q}0+>I(xh3!~63MB>C9H-))g-
zHmJqI`5A9ye{A*~Vf%KacQzW{@iUq}pAQVuWn{kP!xWZEvr^e`y<K!tC~GUwAc;q$
zqj~5`coA4A!Y8CVU+s3tgC6l3OO`jVf+J8m3T-+XKVR%Mh*Cq{Kzc6Cdes^E%<5LG
z8=e;`o`qOy`%AI3;g@Gsv<#DX!;d(%vDoE&q6KTuj|1_*%JJA9d{I2FV{FvNwtdMI
zeR4yh!d^v#7K+tdI#&Y^Us4(jHPsvLdT{HO_Moz$JUj`h!?4@e^YxZp&8W<)&ghz8
ze~~#Z`e(m*4AyB=6Pa)o+H0PkP9C3zwpr1`jZRp*hBd-o&&}`8rkK#kb4e_Hx@hOx
zm}BUp9M{5Q=a-aAgz<L3dh$DA8LATz^)=vme*JEdB40hm7RGmzjmqJbz*7GSj?A2l
zqa&-$ffAWlo((X0KK@R(Fj@V@)pE1kCBm9Y?pKk8?X8jT+)#YKPY9Cxd7AS8d>RTZ
zndpQ^mXF&6IeAvUiQM4G0=d&efFE^59;?lfL~YzQF7^C5Z=haXw7q~34hy6}9!RGI
zs3T?D@{eBM(z<%{8B>4Na+>8r<Fp}62A7&{RVmqlD>(`5Wzpm1?N3_=zxk+<e46k4
z7SO7ubq~cS_3O?uBhBSs^kt$@50Kv#H#`;l+{4NVYnW3Fwr3-9OQ^W2*~1L|pbtE-
zY4V*JY@7B7z2$|EoJ2v%F&4@hFVe0)3%Y(4Mtjlxr%mwzr>Qxo>%y2{Yu!Lx=?AJ_
zr=Xz^QQ?9a{Q>bhnno^Li**9rpJEn~_f=J;qYWpeyedSwUz8cov3%sR(foXM#&Y3j
zAl`?3%7o{WbXH|L$oaErE)RYXS_rA(U)UQX3rc2=XHe24?KgHktDqw?+nPndUOW0a
zjC!yq-uyaD^Yh0U%huoLdCt>3^0L>{uq{d_hV}kE{g0oZUMkneZg^I&jG*l2Ts-b@
zf<-pZ?v607%<p-H5g%Eri>|bDvnUvvx#;ly4knJGl7e)nd}d{v3H=AEgR=Y*L&`%R
z(<QIHm@8CwJ#u~-*_=UoR{ol~(Og&JGc#vR9%kAO{=N0L643(E#aCx7v;MfI+E$dm
zL=vrvs%M^I?l^7oa!Tal$v5KE%odoYWcJDVr-CMilCICxyp%#D6}C6O`b^JQu%&nH
zJ)Sy;v)DpXbnZi*H}nrBNz^!8A#@Q|bA57iv{1mO&7A&~ME96FCs_}2sc*Om+nIF1
zh`Q0>{{6FBmzgz*TxSahMzdh~N@>OT8@i)%(Fm?{|7I=VL3%YuG<~_Je@I#Jyhp1}
z`~slh(ng%LrKyy3ildHpoQ!q4zv)dKM3#S^_Gv)S$HsJ+n_BU<f75%`j_ms#245e2
zNT&C&S-M8N;g~*URAN6G;1wdWU$&E1S?L~gl_4!_&EmaGIh7$(rHWNphSpQJHzIdc
zRM-?6p_%Sdf!TgsfO%#O%Mo;nPJn;>J#S1;I-j47DryEjN3LC`$7f!>P1K5{zUM%d
z=Z;57Jk#N&yNbe4!M*^EP9}NKvcy{;w>Vn*gP0N-xIAakQROow+OYFLbdS-ZE!L0x
zqR3jh`IAF%8noBZSm{o4kz7sdiyJ_DA7b?u`s#Ac0p~E|+P3AQHW_ude6us``Y^g1
z;fttf_M_RM=|`-e_&S?eQ4y!BtJ@NZwsqCyLUFj_-C&wmQ7~?JQyzH<rr`5$0m@Ri
z4~f&lYa!-XG(7@&ubaT->v!z&mI#d>LSZoYxM))Ewd~!Y8ADN8<ENH#6#ECg0Gszk
z+*jc<VP|K@t!gZ^7Z0C$3l~yX5AmTMyC8oYeCDFv6$Ml@MC*q)Sv}@^+_e6CdF%+I
zS?^YT79#!ik$9{;D9|5k`hw@JJs$=Pl5g9eH$P**$b1ivDVq0tO-@H4tJ<pKF+`}s
z&YfAi_~;b$aKp0zIojD9*754Piw^$pNnqSjKcr0Q;Lee2m9j#6b+Sd>C?9$}HMc62
z=6Vo_l2kB+!Bh&%j(xA~TN>m&Vhw91kZ^NZ3cfTen~v!GSs;lV@!}`AA4A744=~KK
z2t?<a$=M&uBO9&um{*x(>gy3L2`$lZk)PG>>s4Xm3jzQrlVwFRQ!FSPGof55cM!~x
z9aiszf&0Ydcj3VceKDvx>u0Zq;ao`Tq-_Cod<QkLRFABbw+j;&l0p{?^=yTpH+0O&
z`wJ%N_-OcME%ScQOJ7!9J(a}%`zJNY$kTZ}JTmhNUNRXZeRZr28+g`<WVrMz)tylK
z@bTl_cjC;Z=r2@$EvSJw!3^r&Za2FYhL$+E$gQ7+x*gvdD87{E&RwETWV-qMD=kqX
z1|bWKl{bL=7wP9mu(dQ8u92skHN1^qJct~8xte^I-P3b*(C>jpKVU8(wK+JuwZ#x$
zoR||g&f8oJ7L3vXXSGtCKoDs2L=m1~iKHHIfZ1=(tKzJhjn`+GJ$Ekw$emri(&IpI
zvN$a2&9}s<1GNvyoKz2Q_Oxe5mY^6GHU!yzJ~(4dNHw~N9_MW7&(SI}1+reTGuqJB
z(J>tmgdggcHfDg_S`1bS(1|(b%!}X*tJfIn+`$6XHyzG2>miz?=Ow*5mjq0T^ZIkB
zhW<SDLjXxpz}sv#*$`wIqot!0vH=w7rFB8cV=VtGCaCr@{`SsJ#`o`!aBIwgOsmz%
z6;RYDSGf#09BPHl0^F3`XI&Zoz=RR})jS$Mga8pY=*ugT^6g!BAp8cvK?<R%^xSh4
zUtI&l(+A*+Nd)Up_LP}3s;l)o3P+DlEEbl0Yvy>d!AgG7K$A#R?UB+NOgMGOasDdI
z?pK?LPA2B!;+meDlUInoeu<u*9w@MBQ_bQ1+4<ERP3Ih+)%g+%cpYKYxm6Suuh7uY
z&`G!pGm6>=J~uaS?d*Kzy0fZuu)RVtc$%D?Cj4Dg)YUF>M$rchRA8C@RjYQQlwU@0
z3w2}TbYV##it=i_CQ+8C1<vx@o6dzPDHm;MX^Mdjyr`(C5sw?OeOWThmWQ;vz9C?e
zQ~oJBmUK0G4rYvPZlzs!a3PNTKfT|nP7Z)MpLDUqTbY_-DV(0`N=;2|DCN*Qa+e|t
zZwGEm%AHoE`*<xLy0Y5iKut;M%*^a;@CG1?ioK3KKV@fAv=6;_`BD|EOxk5!OP`zj
z>~Y{|leD3%tW5oz#S*J#6mwjT-HmZtVHUBKo$iz&NKH#?6lDKL@g4$%Ps55cJ7d>B
z_U~QqOV!XZnyJCdY-|C*A<){@rEKx0&;v{OB4+X~PV$a#{y<Gb6EYZ+Y<}yOuPIFe
z9DFW>w3R_e_}gNV^xP6qdNKE6$jClma_RxYbtUgNYlSf~0cv<LaJKaFuP!XGCo!9}
z?Qbry6wX*0W8*f=>tfKQwoNNYivvW!8G6=X83%`wmU!kE=75*}{=tsD)t$!Ap4~Sx
zy85p}t#itv+!C`Eh1gs3MP6qPZG_M00^gYz^F5R}!Y`Q(-UyuNf-RP}TjLF$9@)11
zBYPk0?+5>@d*_DI0-0R|h6)2JOlgT$msD%~S`7cxjlcvUllR41p5)_$K4Us>1>FFj
z<f*s*L*k~N*s0A!$gg{7W86-RvDL6`T*t>cbtjWNuaRFj@s8Yi2P|x8G;pb<?F90F
zJ9kg)Yo~TC1JiMxO*pF9tbdq0S;Q`V_r4ZbQOpjXKzm}F%ZxkYO4~h;51lHeBNZCx
zUF1nLH)h<`tY6pPxH5pRK~9s2o&89JWpi9I2`c6;_nxe;nn#MszbPrHSi&r_!*c&k
zd=B$gT#va2c6Hi->W$={;&|7+AzTx-?!&Arvav;p?R;5N^+PHLiwTmY^o%#F>Zf;g
z4(<94TZd5o=lK;DmR<}b5#L<+eNLCyhd3(fLQ>OAQMUxeXol062YlXtHqCbktSU1F
zMmNjBxv>qa4?{&JAz#)2B%~nnS(m=_xY}7LFzJMwXs-;Y#F90|eD46e{lLS$Y9{yU
z&x%z<Pay2EZ_i6Ti8Gf^kvfm<etMWaOh!6^rV}T-Q&(vP?6c%?{3c-+>>8#b%PzQY
z_R8OMr?zGl_rDJ_4hu@5a<emq0T5C(2?71Ea!K>RQ<V14o`ffx*PCz6Jb(f{ZpM_7
zFBD+QX}Tz;lbO{h6#`>W2Icv|jLlXYociAqBWf>n@~o620siPh7uuttTjjc>x6vf%
zNGNb?ki;2Z>5qCzQ*N!y+>(2^wK<ZX+b<Rym$acl|GP))d68uD#;LgIy=ETWEe#D>
z$>p~6Gwh7{c9x2+T{@OOGdk{k?kV9(jW6ALJD*-|=ng+FPX4qQuek5*+O4DX$6@jQ
zgR6I}s$8Abyok3PQ$fGBiCN3#)QTnkWf$myf&wg$=jVTPk295C;<=vk^C8B$o=gb|
zXDIkHD0%o`U(VM@b3NxnUu}L|y6qpF%zWg@{4m~Bljo0<d?zQ08-LmS{u@H!<b9y5
zF>+?TC#;E|&3ybnBEB!HyZh&C^@&we`Fwq-EEd~1)@<7UWQzIouSH)%Kns`Zd6AsV
z94Tq0x!%z`F*yg2nfy%2s}|&~KMjbJJ(nC<rAn`aD~F|@0{I|2Gi|SifoIW!1-A9C
zRyGR$UQ4Z_FcR6fG)Q{MoHLc#i7`WxY}%~q?hpS!N)X`xuZ;PWS;K&k1(5dfQS6oI
z5E)eTAG)h_kw{p|Q#<b9RDcH`=#E}&BA_EZIc+KZTlzgK@H#m;d|GVcvAGOPPw4Hk
zWv-c?EuKf|)-_D&#oxYzQ;+>q2}Tys3MT`T4Y1I6WHYJFU`bpkkwV=Qc3~cM#L~_{
z_j$P+kKZP99@-w41C*P#WsC>$4g$L)2J-YOi%}<vOpJ`=^7U`Vx|WOF2byx#y3S5U
zm-HVdjY@B6idV0i66YUjNaT@i?n`FBz^<(+YI}Tkd&>6u=eiIa0eC8I9fP@r(X-dD
z(YHS+Lru;FR3jCJKHh9WhW`1mFJHTMsx|p#0P9x9rAthPL1k{$BXV0xoh?YkKM$L%
z#hc=GNDs(*LOsfpAfC8lYTzgW-C3$Ds(}6xE?{N(b=kleey#+Gw>de1)w>554vWQf
zmXv@fMgkUY3-rQaOSUG~j$LbO@;e4S6`?2u^P6i|^Uu4))Baq?@nh{=!l4go&-3k<
zssh|?F^hCM^Q$);)r>~pg=gOW<AH#6eV2uVXj+}#yegrpa#-OZ-n0f5m*;VSce@Es
z@T~gZIK_W-5pb}s$ADYZUyqX^+-zfR{Rdw>I(wZk;N!SJ@5qRvpx~o{oD7X+5#^$q
zAr?>1mBmZ;4|Pvr1}^+-^$-Qi9PXF{H#l%EQgSoXDefo%V(oaR`O5G+t-gt^Ukh~n
zSL?VR_sHt$F-8hSmeXvd-Q_*{+B0&?$-TO$KI+yV$Nlrd*4L#lw+$^V<zULp_Xr3^
zv&t%btPZZf=1>;pyWo;dq?JwL!UDs23Q~fA5OoD6+qGS~+1ufaad1ePM%=47ERy|X
zjy;~4{Oim>Xt{;CO+CFJt6=i#q9&2faFXgRa`%nn{`!mmGpD337t}EoKfBE^gnZQh
ziNIxZI{5GzPl9Kd6j)@zjQicdz*ARXmx1r0?~A$4AnDQb177ViRw|e5Q<ge73$@J7
zcgGD!2(<6(*B2+0<|CzjHkW4#Hm5O%n*+lS3ZIjv6LF*EXE~&h|G1i>Q$AG(k<DoI
z)Flk4Tgfp#{B|?AJ$o@OGri!QyY4c3L;E}5s)Uwi)MoN)Tz&*fAtf+{ZYs^E+kMIU
zT$qH?kH1GE#K^{cL#4t@z*S%A%#Z7c&wh)zxBo;_Fjpj2g|_jVeR{93(al%(A3kei
zN7TF)?e&}d@y|*b+OghN^?1tf@tHj_N!Lb7*Z=ZaNUgxVPxKAMO1irMs@i;6!yjQ}
zXKm3-_~Nb$n7QZ?28-5jz0nLS77aApQy)tVxd&OANfw}dT>r+<_wRSW9~~MNFY8*D
zzIX%c7$Gri`yj!~N;_ws@kIZ>cRrhvSMW|^I6-+WPbICQiQ48Jpl|ffuE^tX%(-)@
z>8ZuX8VYsqi9iZUNKo`UdFIwW$LGSr)b=lNt@{Xx;umiCF>vnsfXh7sJ*EFFs~s4)
zI@gaiAX788S+deedV3tVd$z*Dl*gs=`<wDxASGmG@gDA;-1P$M9|d5x=5@K0K7h!^
z5h}7ir<(jq|1o8iMCxhFbYtDU2N*cc&K-_0%%j-}=7Eq*jjn!P+FyHJyZ8<RYHfc0
zPTK8Psi2dzUvR`}MW;N6i_KWaZqG|-YHBuQ;H-zdFk6Aqo7MSc%OA(yER-9NtF}wN
zk@G_ro&?@Bhf8Z3LGlXog-*xk8=2P@XKwT_F^MLF`DAgfF?opE8@LA2fc?D>{9z@f
zO2?JdOEUgFAMU=%Oi3weTkQZozJ>PzOsPP$%PP(7fqER2QeR53LSdUWzfYUG8n!`f
zj^5Pp&HEUEm4#Uj9mE%InB(kpG#FN!h~_P3OBy0~QsV8DhvcDYE-|EMvw5`67hQ*p
zIZvIbINV0!to;H&<J3kt^8$UhpDo$FZ^056#25VOt#I17I?z@hjOq)!0TEu#f^OCW
zSte0zy?-CwxiwcMV!vc^+E9Xn$8+GZc8iXlYZvk{Pfz8Nn%TBcu0b4I<8D9PDJ=bt
zq)?$O0CIu?0=T85f5ELyM;wp7x3|}u3rD#&HD~7M)5w1>mc*OyEPhhAiSA@+0Sy`s
z!+r~a2k~-2Al9i(v(&D;|4(h_9Z%)||No;xrBYFpjHpm%$sQGvJ+gO5Bt+IRE6E-W
z**haiS;t=4d(Xp>O*Tiz_IqC5@6Y=Fe&65skKgUrf8FHja=FfRy<U&!<8gm%yWt1p
zylXbGb?YevD<39i7n*EU(>?=;kzR3L+u2pr&3oCl)}c=e^9?e$os~LRf5&o&)PiAH
zLUFVKMD~W78ZX2m4OWh`ho^`COQHuH!wEp;v2mYiPk?|Gr2EyzFuPmpNyEjC{v%#*
z-h>1Oo_uU->bC}q=<~&23V%&x1%hCg*#G$M-MeGic)XpBC@-(N+;i=}rv76#A8kUw
z8D(^dM2v%m%Mb;d)Q8g2#|8!mRgkbOhlkE=&sQom8r?Bk^(_zsE}es{Y~l|(ZlgC&
zxah**;9!=-f1CQ(8Le`lV;vxPdXVL@EGBm1a<H<><fo^nR|HsDYEhA(4U3DWrY1IV
zK^XHP2g$R-w13T_>0qCf?AkPe1^FV#*8|O80Yokd+|Z3nw6yFP>4vB{u_w(NEXHND
z^pb4@wkbQhT84)41^>QDs=@P=$T$A6!H!ogKYaKQyE-*`6gWU*>yy)w|D5Q{gF-Y`
zG(@){3j2*+LEDK3E0JrziCzC|IF=*dd{1TK@6Ay`SX9n`*&DG<rwhkDs(S1DM@dgl
zzAQ5nKhRP&i)lMs!?qq)mKUL4l1skH6PBAd05c6pdVzb7d1WZH1kGq|6}97X)q1b^
z7w_D!Ukp}Fg)mGvcmYwMf$9Iu@`R62ZG6tvx@v7;U|^$yqbUH7@V66G=KsxJ$q|gq
z;2QqV(f-;_(cjS>zMo64o;U~pD%t!uld#o39i*CEKCEswPH$SL>`q6{FP#BTH@<T5
zx^|qFVz0VH{t26euZ)&yWtkYAf7poiS`OC-hSIe3e$zpMbe3UafR4z8rvio~{+DE3
z;7ln2mxPS)nykt;O*<+e1ArSfUZxR_qtu;Pjw)rH#=fFhp{JyJWJrgmhY^d=ei+L&
zj>+Mlii)%k_+lxnxIH6Ujv=r92s$hwaorsMo1QgsL&w$llHMf>!__)fW4b#zSmNeT
zK|(r9sRDS9LpK{Xu!jg6axsEx_`T&>@a?9?dF*NJWVl9|1(&0r$1f<xb4+3d!=-SQ
zu?qO%7~^U@u{=9T*3)_q51GWR6w?w3$<~VjWazK5*68p3FLWtAp6xy6PN(#E$_?qD
zV*kRg&I^NimSHv;tZ~*OOliL|4HjQdE}Bo;4LlC(cyo-Rx@{<j6!oOmSPNI=kQRRZ
zt<YW>?%jP2wm}(lVl^Lfl-(04$z#Z%#tMsVU0@%+8EKkNrWrwEI@KJ3N7yqqN`M;t
zY+b&qK3_G>{qUA)^XXz=G@F4`Yc83lf2KPBnPBlz8?<38+WG-&eBsFAxvoq60|V{1
z!cKm+7!%Ku?LVR=-Ubi)*{e(VpVy04cfWx^#uD_$ZT~HQ_LN)2^^QpnLtfbHIWOe(
z%^<ryPo_d<>z;HqOVYQ`sd8_IP_sRhDxRuzT@@`ar~eiy5>zX>rDSP*OJqy@>@Z>7
z>iTy}o&ny*Lx{;xj(njQlMrFGEv!uGA%0K9d=&pE{k%t!$Z<^@aH{z}l;VBX|9lY3
zp;y!`p+j8zQ%dL+dU^qd>HEcxDUk(${{Ag5cWjt!@lDxTuNy|QuV*NNJH2BcpB(ls
z=}Go3G1$K4)k*fX0j6ExBDL;#SgNT@&QKqmYDl!!7FE8Eb8|P?+FRtNTpX7xoV2%V
z>XeAwZLzwZxwX$Un=q{<PJoNi5K9OOIGc6vtjla;Wp`7{E0f2cj8Q!R_V_(65awjX
z{3E)=;$q}XpcuJ7pOn66f73uvZ0tqxF!H<rueKh<y72hgi|tHvvqV|kpq!My#mw)5
z(-5V&9BJuqRfl@L^U?QSrR}N%*x8slXdj3T-}(ewleF9v<qRg*U2p8H;VJblZqwd&
zdw4P3oZf9rr#vvZ`4I#MfJFE*=ci|)N7<6D^Kzp5grS8zw$tCdQ7FnB7rdSJ<7}}P
zQN`*rMb4CD9UYB#$l$2HO1f3Q^$(J_a%y1wF;uc(`E7QOEXi!aa~$OOSJj85op2S$
zzFVHonOe)FEIqJdf5>v{<KgkOcOSrSC~=d$rb8C}%h%ZrH__fs0$s&@<f%(b7v+Hs
zmX=;7-5lwGyD>LgB|mE<NL+f5Foy$_m+}UJO%U0Zin!0BI?0ffxPBS=M1zp%&!|r$
zw?5$tOpkh@g&r!a9WMQ`dOFbMv4~r)mVp<;!KeAzf>3_RC(+&Mw2{rQy7$FNJH_tj
zU<XsdZ+)#--EMOEbe7IWs0Vq<X-?+r>FKG{9zqhv`r0?9&a$Oth!3I+d2!kwWY*=`
zc^H5CUpv)amuWzp@~V=D3)Wd*-nomimQD}%58V@+Z%(;S)5-Gnv%0S76XW|~Cy%A*
zv@OUV_MFglICF64ru>OfSCXbGFO-(ESg#sRV&xc$YKCJGnXlNoGdSWLczf*@>bVA&
z+mAT!za6EdTD%|FLV~Pr^;Z9w7LApbn`!;zPR|URdwJ$y7Zou`xbam*V#TrJjz`Y*
zy>7-4Gld^Vg$u9FFj>=B+=vurQHpk;zmW`P!S?iBbndoh1i#33(_L6Cp4K}@br1A>
zHg^^CgJWq85+G%;wPq-~a<)8J?zf`z8`#K=&dm5s*oPB-aB(^loH@A-egzk2n`_-W
zpG>9Z&uX%Pn35lQAL;16{ECOGeVEbz?u!O(PJkAO>Xe`co64E}<Gu%xC9`<&butAI
zRa4)Q=i%e~5EvLu_AH9&MN8C(4|<{Hv9A`sZcjMf$}#u(h&~4o>$N-cu@}ycv7Wk_
zbz~|sFXP~NbMMz`BBzAk?Y{MHOT9zRe3Os*@X<~gIk|3U3cDKJwJEwXWjEKEK#RAX
zt<0Q>1S@J#d5)c?kf&$ONFnfEO1Oc;%1pCq%ECA`G0%Io#r?hcixzEl*v-TRPMu%e
zl|3UiBFy`f&0j1JQg5hmVkse-A`_)}ezo4)okbIexFw$$%UnLE+S}D96y*D%H1Kxd
z%)<TY`|F7-yDrKe9(?{oY9~;?bs|2>vTlY>ESkv@0)o5OWnaQ|JVQ<GGx5$b72H!Z
zs|l53sw3TU9;spNzdg~pmy<)XWi4jE=Nj2)FT32_ED~(*e?Wf`+ZR?VvE|bvoqG_W
zH*Hvma@mJ{&~^7ROI`Za=e=#8+h~yuWyoVXR@p}lXrcbW_6=~D`_`Q>rBv&xt?~k|
z_+?93&hsDSzxRJ&QegX87XgR#d;Q$bfPU2>OT*rUUBE&XvT%d}{9f{TRbO0rRGnl9
z4xSJ4mjrCzxVpK$6I~U(QSvokkyFDa@-`-ahIS}aOHwD8vctgqelA~eG&0=n7&FHA
z{4uU}c}sevpbNe0-0^0w)Xb?MEIh6qP%y}@#Ze<ScW$?MeMq!Od-WTF>8(g~AuS9G
zRwUOSG6<j@iq*g8LCc!>&Ai4aqpfo2xQ%wn%F#lBLBA|dip1TSF=`Ljqo|qc#@(4+
zp$mV1{?gMKVH1L+GVzgo-$k0e7?y5MJ(RW=$1ZI=822aH=z<lr5#eSWA4#d{H-IaY
z6nAd(nU7w}+IDQMcIR<1qKpu_o$?BBNM?xcy|q5)jenOfy;&&WcPLm<80Bi<aN(OG
z>*taE3uJg5l}vuLAhtuTN_-{=G(t<~Lw{{T<BmD+3&J*&M_F4NiD&+n?Oc($;u?92
zTW0>ee%W>bztfx4h)pwD61Oao52gV@@j`8L;-KsdJ73C0k{1)hJy{<4(by>AXs$ns
zj|My1Q87Pqs^}9ULkM3;KU5z<w~s$0>BOL^I#c<A;}a5MRr~ty$?_(56=?K!-T3<c
zOZwhCa|}S0Aa1g4=MLTv@3pVh8wR4!PwdgxqKr;3pmuWDXxnaW)c&plC%Ap(wrCkg
z?#$a!9)@-v<L9UfyWbb1X2&2gnDzc*q}wCPmcn}5x3p?$TqLI<KkN%Jb$~QjIsmxN
zZn=#Rm`rZvmvo0*N`^B%1u_0vQ{)u6ikV@N6DYn_^6?6l2hn1X-8R}yRiP0f-=g@x
zoQ|fXxKqCSB${8apzMnm-KIOe2!2>U-O@}_9d(|e^oQShYko#|cjw=CZ0##9lQWAW
z@)m(0wOWtOSUJup%)2})z1uM8H?tixU{~Yfp=_hJYi{lR*M3&$V(Ut`-(k>Q7|W`6
zZ}8rk{K$3~ks`m;@}O3EuUS~!C~~}a#SM)WFlreE86|S1;S?+^=J627KDcfs$SjuK
z{JxP@+h$mekG>oKIb=Th^y%EA&6g$YMBjN<7h-ge40gSWK3-&ReyE4X&h-t~AO>Ny
zSOsewc81a5*tAPq@aLljRG}2vm*6Hx6}{}E-`n}5Y;<|Ex>==Y%|ob0yBcLEiqnm`
zKD8dOY?C5XH(n9kg?x~yVM_$;k@HUsLxk8%A72r`V%w*>8MoT{iobj*oP0AEZ+RdM
z)l7BY(=NI#4kn$+EJR|o75qeups(WNQIOO1=Mir9hm{LwE!D0KLtO0MX2r2`slSAn
zc`yzX?XF2Y<vy(^z!u&**C#t^!iGq;5<sU${&Net&z$T<?))qLtDO1tNpXa!+}%@u
z-RDb!>ep*0S7k&IGiunLh~}g!8wGNS15XxBy~}@G3_*-xvCAquJ0tWTX3UiHHZCCF
zs563I64O_>B{p!k=VS{HxBzhF+zR;Cst6E85&Xt*_4t0~zM0TMJxfBrq2t!*A~&o^
z^yx!T*@7Q+?)G_X@P+pBbk-lW)^=_>YKsXo{yBXdzA;<o!Gm^q_!Fa}-hK<bUFx>L
zwQ7q=+O4}`R@rD`^6h4><?dt*#0mCyS$$K=a_%227-z?$#*<n1x?j7iv`fe~`AR7O
z`bL$AE(l+HTfC-CHlHrJJjWsrcSWz##n*jxO3leBsC-RdPtm|qOcECF+*3<yT1*Ws
z9SS)M*{UpIcPUDpM~|{kum>OOa7RRz8Bh6H*v&jG`u$oPbjnWW96O?=tF}`uO@)&m
z`#NwL*}V@PE`Vj0g4CG{H@W?*X4g!Wo?Z<jC5dQXz*9nyV3P^byR%CHXICE86u%xR
zvkLEx`b_4;$vsj+6RDk+fdNCw#V^@qzUiQ%r4N^vL@KDcy_hSvmseHkx^uPXq^fSu
zmbK;h7m9D>r&i)gITsbD?{6CU=F=ex(F1Ae1mz^j%Wf0wCxvJ%oF8dtP={4_{cNVD
zRaiN*k!bwXiBnl@X{NG@6^ye%VZACK+MQGH_U++2zNxCldAuMylElWuO0i#4N7?RW
z6!kbCKJFoi-p9oT$dK4g2aIH8U?b0CQh(YRK$B)L{-f0=RFR8)2INunpQRDb*1DRS
z4u8(F{@HaRl-y<Be$Q5N$N2S#b)Nk&&)hLwmWgGc*Gy&h@}dUE46Mgz%~r%x6Q4G+
zWhOKyUQgehZQ~fBY73nmHIcFk!a#;a3Vd4=V}{}!r(ALBmkLI=+R&U-F0evow$^Z2
zwaH@kaFoiJO2|L-90U;_$3<NbeX?e*Y8O1e3=?~4*R|!fHKEBZ8s2B|z%>g(vNu6N
zL3rSjcL6d|4u}QuzkV6Y#~zN>FL&QP{mu{MSGqVspR=Mv;?i|Zv)+0GcJ{7me!-dW
zAQXA1q$Sl*82a(OhV&O=*Yw2Po$Fame-NV<Ykk+dLqjq3u)lx_KuBB^6TEMH4z)H#
zC_2EZ!JG50X(QV-(L|y(Oo{P;R>aWSQ(n9%19W6Dkw5*$PfFZgytoAy*B1+R?kct^
z*x4qhrh-zXnWn>DuQQy{XF@Ym6WTB__xsKq{l#D=O8IC$oNQ}GVa=Tj_toqeQt!#d
zy0YZI2U}ZOT6#j)@b?6L1<KL6duK#lZBw2bP-Ulcq`b>g4!5nT?oN|!&LsT-)Gnao
zNCO4gqPTf*F!Gv0^aI2!(CG%FUL|8=<5W+zImoYnachsy{Q2`<i8+(CIrdMBv1EIn
zP&P|aTIBg}V)ugOgL<8FK6??~2QjlK-pEM&Ja4N!ztHw29ui8lbgGrbW-i-BK3NXR
z?pBnOOV{@Tm+cpytE??xZz=6a|C~Qw0co2K&*`NlkDrqVSsPix%1lzQijq<Y%SEAV
zz`#X{dF-)<G5?PwIDfi^|4rN~5i)|P&6p!XOdp7DZkDrg2Q(Ps-cWwNn)y3CoLYJQ
zCQiRBpu8m;ToH|}ttr{rH?#Bese*IB1G7^6cc3M>i3A7$AnB>9sNBO~Fh(b?7=#Hq
zZicumo)mH2_)%a5Q-zxK4fzjb0G*$lZi(0i(x%@0&OZ@w$xj>rnUGj81^l<E;rR?m
z&?PRn{!OT<32z2nYlZz98(YBp_wTEh0E$sPiOsjBnijBjx7_?c0BW4t|64#!Q2AXO
zOf;*Q#(8RL7OOTw%|;$Ttr9vrRe<F{aS(eK*(3QB89DfgkMmBOMaU|I-b0zCCJ{Of
z6**mIMZrPhU0q$>NcVdAl)SwBn6vAM3=VMpW9XFvjoQB9oF~B>e`#BBH(Ntpg!#pB
zrnTP%%FnxAu)gtRsH_Fk<^pM@L=gb*_?K+jY}!y0a$gjijhNoLc{43L`#nOodjWy>
z(Q`w*n*^DIyn8QD!iUr&cs^m-_T5;}<d^uBgcYs)nWtMUL$CqB#;M&YtN7>S|HCS-
z;(to2C=IfelP=Fa-`QBf@L~sG$X}Mm5S$s5o1)?8BZ_;ku%d52VX78P@X2us{#Aa)
zom{xf<;Zjk;Y%OEC#Klpp{X?cByayis~Fm=ml{%&Cgr<3R;W(#s#7jL65n+Z=<;#D
zYw|EcHo*$h{oVS_#);GDzE3LFOONdMH<i4BBj>y_KK`%pyhGYoy^0;uT6#8}e5+(o
z!t?d^AdTK$8%TrQ`z5#rDA$e~-%A*4iC0OLG+a=dUe&-m<2vtd5d&)*#A^M)_;B^b
zWK?Z`VAHtlhwK|HvrZBH$vRzk^QOU*%3Vpv!{0A{DY}|@adup<*l^FTkSx5sWsUDz
za-VeN^d@$Dw&c&CMIuT!$5cMGhJGA(O!Sq*1`P*6n`re@p5+VcRti{`e)fu*2|kQA
z8Vq1ilsjdaUb3z<zhX5Ml%j5f$xrBy?`5=B@)0_DYUMLdl;fJf#=YK>_4;{mVkcJz
zT7bO8V>!rUbHOombrX2^-@C9j-$#(%0*{>)?-?u7wc27n6uJqA*(NRM07q=DNYb0K
zkqG(yLN1vu%Mb5PEL~-Xw{p*MDwpl-!e8SyE|au><^@2Zs$g)uSX~p#vLT#i&8gAj
z{Kur8ra2d7B23)e9C7RZ<vQa_P8X@^{JAW8*;ZUcv%?%I)-*+HyUK*uyC33vGz@&R
zm>M^Z(iK-QbBTqQ(xc~+Ee(Wjs#3meI-5OHcI;jF*{W(V;pv0FU7dA7KwYwUU+Z^9
zV&<1BBhG8}rFl;jJ&hDUl~leyUNPI1>Q9uV+ik;Lcle6NH|-t=!=vPbla;^x5CZ>+
zvXbBFUlj`CfD;%Qi=MjBlTY6|KjG<GkqgOmEybXdpHtN@#Ul=YzITilsl4oe$VcQ0
z1QCm<tB4<yl4ZS|^ychM+3F)r%rAcAofmNtHib)`s<|pRXVi9fjf70}s03L!sgj#3
z7x|~x;y7n>tm3zR#W?Gx&#az@5kKN>EboPgaTjTQH0^Gv`jz8*uo3&Hq3qabzxBr!
za<ck7Jk1~8dO7=z9x92BFT7P(@>n&Y&JzZPCb!%q(pXUY!XeBK`zzOvGX%qQLPl6y
z1~%;GZZemX&#A^NySUI;bR^YThzI*DCnD)$J4qUpC9=<4E>U?|vfha?el09PRB?F6
zV<=QUKd|aLe@e5?Nf=w@@)o{Sr*BRTWF=+}7#(j2MQbdEKQIu4kP@Y9kVC3M`ZM2U
z++Xa#*yZ=ku_P1U!Z0nRFLhC?l?;dzU5?^#N)wjyDNQ7t4$*EAr+4pFDkVK*S?p4Q
z24QEfbmq00m@>X$u*#cYb%1nTt`rfb5oE9~&0T1Ed!%EnoDM+<4BBVN;g7$XUFAJb
zcdeWW?n3$Ilo7&oEZ1$>g5Vtf`su`1?nc6Kg|t5&9d}y#3mtf_Kw!`p0vn<gkB`-X
z%Tz!#WE>U>cs--@wCtJY#lrnvz8th?AAphFmsPv{1KFqJQbgk{hVsk#PfKhVtxNM3
zs*|qT^^92>x#!ac8?gA@<I=+o7k-D`g!WdSvbH^gVn%HO+gFF#UkpWpq7syg&hAS;
zUGjych@$qnrx~t3eq?h8=lm3_E4+-SM*`$GSv7hV-iLDIWMR*DUvVTEJilM5tdmCG
z+umQPlbSDc?lBx(*^qGFOs^bc(HEieII%Rm3Mj?)BZ@;O>vgOxqx`*Zye00k@SsZp
zH%1r!%%gOxr~v0xeHFD434^^DX?n|s_@9kim}3#&FVV@}s*_N%dui^h&vpS<JPC9r
zp3&J^gnPt+{d52DVF?6i@IdbB*x1YbM-Qil-*x^b*|M8c*51;P#NyfS(gpDt%N>yq
zCcnzr+-25XQYkzdL&|gJ?Ag}`hj0+{&;UF0`6f?G1@_M#H6-a6OJ@&G*6-$@$$4oL
zl68VHv@O`wFtTBhGEO~Fp741~?(2==Xiv1b1*!b}NI5<1ne;H0xRb6O6}{`K`@-Sh
zJJn~mOW(L?kAS0Xx-2^ghkY(V>EU{0$%XGkYR`+>F37&I>;;7LX_DYkhfrw&WEDst
zx8Y4xq)vVBq28By5+~)^@soe#oE`Npp3}$=Iyb+xB>94KQHqKj-?vLd8*h!Q_1(4%
zS=lDOjbLawdtc`zWk*VKFVqXT{kR^)y*Bkl#>p2$T+aMZQaP^x(Qc-6yA|c86TOc`
z$rHnG1mO^-ef^4HCG#z#Ty~rqet<uQ%Io;?JL8k3`%VHP``EjX-<OCc*ymAsjoe;I
zF!7G<rK^IQ<HraQ&$|yFJmCsvVtJQdo9Lo!gU{jFmcZ=pJn!wsvp&q8xG{cMa51Jm
zj8|Crl@;~5ps}_G$R`c?iOmdkRXLSEFLzXc(2(Zwl1AU#%8Z+O1_=W6h^eHNV3c(o
zHrp8vyh|&#k}0Sd<aB-f{gKn{vy7VF7eZo&N3*vK>5f-e^}A(!j2-ECKx(TUEJu5K
zMxjlQj!AtU)m4F<EEzSA4Y(nJiY2{dxt-`x{3>CtAa%)iQrd2ETW9u;0x<|hojXlN
zGhy4ci5s`LOB|aHgKTl^#1%<gwqO*-4TAk+$&U%9VGrH!({2_EMcQH6XoEv_BR)#C
z?bya!&SKW?(ax-27*7j}^6ZUDCHw31+y16lsJCANXA8$zn4WqdE-qqD$hz4<<}@xa
zdTp3j_7e=z6*)!}=N=xf*#t=izjH2YqDRSRO!5BTN00yj0qm<)1hJTw;#bNjhfG+7
z$5{(qKehVnobbG5#_ZzSw%>=On3FxdP|I=KGZXp!fb7DP1?VOO1ZIb^)QLD{ihXC4
zrOv)n-n}DJ^mIi%a=+=W@=jpDatiqFebKuG8*>V{_FMHjbO-Ejr4jv1O4?tN4d_t(
z8gAUK%M2g1cGk+DkM4|Y!EK)W5b*Mg@Crm`(qEA5)vP&O!2%@l$fM+Sn#>dIsX3Nd
zSk584nT^fjn1RoZ+u2Pp!Ow4}`AY6T7OWw+`JxqV<Z2>SLywaM4$8rY8ca0@7_Xu(
zOzO##j1Wy74AWC+K%e_8We<;?Uj%U;%MOD?zHV$yEDWny+=Oq%z7~!VET#R|G2X=l
z#-4%`Sj@GAOhge^kv-clN8hb&>;r!7dtoJc5u*L!3hX3_5QH~dk6uHx)I@K*-Lifn
z#{}{Y0Fvjg-y5e_mR5)BfN$Z2kI&9jmRqo0AG7?ZuPX0ubqYTk;N(1A^eB;q1l3h}
zmm%I4W~vAjG<gxTu(IpyyE*Ul+E|~?N<|LU@J!EERAjHqy^-BIhTp~6m1Wnl5d|qg
zp|9H@4itst3nN#J-*tlv`4#`R!eStaa>JX{KdxN1nNjPUMo$+6?7G-xDekXOO)bb7
z4D<Twmpxt9LY}EtL3LWa1JYw+QPD+&ueSc#(twugdTr&(Q!3(6d!yvjTDiH@GsQ7l
z__0QltWTWu?Ji(H;DG>&ZMJnx*LR_R{@n4$KnO){mhKN2+SzHDs-N0nZ^yG<I!5<}
znMAZlI1(25wHaH<PuQgrYn)2FoDd7+=aR5AGV}p7oe@Bw2WOCL`GS*y>ZL2s^1}F5
z^a_jS3-zvc3IE>Ij`#Ajkg{T67NT)p9&@)_3x`S)EcM?f5CClS`GFkLzmH)ccqIfF
zG^}~?et%3t-(9^)eF8sMb}4dWOA<m1J}i6JPAw<(ylA5+b_-P7;r{1&pk7|Eam-C>
z$a*#QgpS<I+=+2+PIM<~ar-GBC@0E3VHE6T+zN6_XU8Tp)~ARn#E>V$nTvx(_;U=_
z1Jp^DYndaEkZK1@6TIcZI4*Q+pN`CV?I-ALVR_x{L&$vqlGy&pOL1up{w!2SxGYt?
zNIzk74YUrbRpfQu{wD9XVBEX>=ztCkDM?}1@H8RWu{YV*_kG*!IMXM|TT&1%%QZ0;
zbSt^)`IJT{tTO5n%^irb#mfZ$<Ab31s9nO;^cr$M+*HSwExms5dwNNxrspKSxs9}b
zsGFCkODd|%d<O<y!|UeojAaTB8@4%B>R}xHwAf|kuNxV8#D-rc)uC}-Prr;vok)IR
z2BvIwSr;-+spxk-fG3DdoRx?SC_Q7@Wu>|^?;sIgb9k41EA25#B<tq#sJ5U6WVwK1
zigZvdE-q?Y2XS=w_P&QorrxLontH5lj{7XZ1Y~v}&1+WhVS-+cD7{Mbq&<Gt-~zn6
zj8)Y}u5gfn^AyoEzmDAta5h;QIN<dl0OteG8<bQX{G<+8cSEC(Gmpk^zmD6Tj1M=u
z&+f`qHz>YohkfG9GnJf&uS~I1-nkD;c%8me$?N2?ihV&Rx-vG5ojC8}7_^8A%sLqT
ze0&&y414kRQ%XpIj_3C6gZRNBD5$OL(H?&{7ieKUm~*ZAU;{ULcxDwdl(Bhq5b@fU
zJXx<BuA2qtpzpe!ycd~VY~y60*u$Bju)dCOaaTJd#W%Z+7%mQAqmW=%c^jQn82QQG
z+~tP|Iy%Jc#4l(>GFu!fM1mE{JM6jzApq@@0NVyc4ICTS^R0$up!k6n>cL)el;TyO
zyX?Cen4pljhhJb|&xAn5>?6W=cp5x@LJKpyHo3rrX?GEpl(*8&Y{_Anmm~m0L^HVu
zYlCXHOyI<L&^0GzydT7jparnLdL>;_Z+w$~H=l%QC5bO!0y_Ah?*|F(*K7i_mz&Uz
zl=%gN^26E(W~3s`_$>%fSQgJmzi3TJ5cl?DT$SS@QF03m3^aN2B(;)hj$-u_)7)-d
zllfx43j~Wo`Nc#;KThcn1@8>gw*7YZOaE=&mUR=Bv#M-D`FzCzPcLexK7Rz+Zyt`$
zu#}TzDgMSgHAJj`L4DHhd2zoq?K|Ax-hM~Oaq%;d+hVwu+JUuV4*Cx*?k(puUDcn0
zy5~?qcx^;~hHf!t@*X|3Kup#Pf~Mz=jF^qrA8kRMB)e?$S!U5YCQ3iNH$;M|CbC>$
zstS_~Ir~6%qa8yB^OKK5d;L6a%xRO4nYC3l1aVyY1?!~~@oQU~?{i8A+=T5A5|ub1
zeAvKAS^3Ou7$uhP`xf(VxB{ooJHMf+X>NJT6)lB;6s0TAVN`591q<rVgQpVR6uRy<
zP0}S$sQ_kBR-+Pqcjc3lRH2=brF!M$9F(NqPVK)=D_%U?=#@k>pqZ~Q+Nr7`e$L+H
z3}O-vxW0!b=blv1&bfi=sW2v<Zj1A1oYWj6LE#zweR$1E&!C=bgYm~m;|Is_JK&wk
z&dN&I+1a7sm|i0yqE&p|7#7#EjwaY{>(xU003{ur0<ef~X|+Ee<D=og<YZ@aEhPet
z^&h}@H8ffPIs)E7z@mY!3U<oC9!0V)fZOq7LWg?Z+1LRBPv5AeWH24O`+mh?@?1R(
z5FBjKQkMXPKWn19^N7)G{dq3}yZr~eD=06lB@<;bB*gb(N)9>@Q^D@!XKv^eT?e_M
z>ZK>m;dh~T%}9eIO2maXkX|fS-(%N45@?uiP)zv|@Xrvs>DY)s!Jlw?u+X8k!$9Xd
z;5xjzBplOp;NHjo(#u=;I>v2W>r=QN>oj%@sV<TQ`tsOO!{&pEPQ%N@4CBM4F$=51
zKSsL~nxN}4kKdkj>6H7{Y^u-@`-xg`Vf=%vmY;D+74%12Ml<BU<)U4nvV}M@3Z;fj
zl>VdFGsFkT*%Hu#FflX3(z`qa_~_p6{vVwNW6v;2hCpQ^sByk%x`!$%xi~gGC#d%U
zQt0nDg*Ph;0C1?lhjU`u+}H^D@PPuMHp@v7*Vf2-iEd7O=q`4&e)j@8b!MSl?$+#k
zE$8fiHEj42PQ)rFiL^#MnE|{!<)&gZ|2u%N-^S`ktXVyK_8CBbswH6s1qD8H%REjH
zUXesU8>T`mj}&XCRy%l0(l!wCC{)y_Dk&L$d^x&rIaKg&v6P^{1#FHQiQ%CF&aw?7
z?mDJ$g?sl7xh+?c@<1r5`Wa(#ax&DtX@W$T1eBAQQ*^>CQ&-o)3qB?J2T`mMw8v7}
zHV4F?9z=UghHA{jIO6X1N>(h@?FiJ<GSQA^0FlrV@jW8!dCF@$5n38gF8fRADB%E{
zlgKg3DZH~3EVjoYD9=$me{)>8;O;auJD3+hLJr#sY*8AZt)2jaP`h0*J|1wG<=Hg6
zRzqp)DG$D8XLkYt?y+X6bKWD+(%wQo#G+JM#TgPDCy|aSc>j<=dms0ZZ4*1Qt^=Ii
zMXQ2Qk`|1#`p(`C7(w%5tfB7j$dMz|`flqzn5M?Y#uLDCeG7eV+DYF&)-|9VP2dwW
z<{S|bA>uBqNBD=g@;(*jHFNkBl4I+#!{W1hFW;Kf_I9ol$t)36*ycS|O8}FWf2h9`
zhYB5z>sde7)^Zj3nY?4m)%zv*X=qxi*@U`~PAHT!gLa{MY&FusH+EuSMA7M(8l9k5
zo7}o6A6g>|itS1$?tV=G_H_WWvO2Z$^5(>ZNef1n+{x_;U2tu2%MT-e^X2zGCD@ma
zM4slL&-)L*7mj|T!8F#q5A}{dc`axyS*}>5^8{*6;4K#kxvy%M4Mh3k8+v}&h?kpV
zPg5!`qH(Fh&WTSb_*lte(Ok82vq<vXq0_kw5eMj>sZ+IKkYnqupUV2=`kW$skL)A?
zRR+wbF<}DAc6-W3g#{HjhqW$GhOSc;w*3nf6yiu#qQN!vOW|x1EvOjjMB0l^{T$_t
zs*Ru1tAMtpF&Yzh_q}6bYnz~F!_VYUQau7!US_WEdum9?>2G{eGQzp9$W4%V9e6kW
zDCpl*dFF3ES-ed&KFY)hgA%8oNEOQIxlf)pB0I}fiB!u--=vfj&aO)yA+B*Zp~63{
z7W%ZwS^AZO&c2e2qb~LMOgI$c*j8Or<GXTYp}b*j6C_WIBFmd&)*QM!kgrrkDlfPL
z4~N%6GYyQeq!S$_1Z>F9EnORr+w>==CMSQ)kCtJgOFB<S7Ze^C5F9X(HMn5oGDWcB
zVs~$wV*IiD<l0iubkeJp2=l?Q;M752;sl19Hfq|HlZDsKFIyendk(&bE3gDmy7Wl|
zWWgk_6Z_@ZFh^{LX4buC;<SJZqj#&pQ%Frd?Xuc06Px*JM3`%;bEAONk6hswsI{go
zFMK()vL&J`3Y=Pb=+>ytpTFin1Z3bS9AY`1{G@X_?~JON8dwDekCD1Bhe?WR2H%<<
zMv8ES@87@g`#L0*WpsE+`1=iNK5Jag^By$~->jjMz5v1yOC0z(7ps52qobE%dj-|3
zb*ImtH~j(QhpwMHut?Che*dwc(B5tfE>#|mN3Vj1D`g$p3#pBajcYzqLzCd!tFoWM
zH_oho0RXz(lj@}b7;wE6b=#t*gJM!~=-lazy5<GBSH}%e5$LJJd@+o5U6uAMFE2Nn
zqtbUuxP0~M{kfJ;H<tne0u;pfHXTGB*X++}9YcWWs814o#s}@o_@l%O@b`b!OCkHR
z|Cjb<l!&UP<^ymJ<H!6tF?tyLIdvGiq{8cv(E!CIguv?J*CkOX%_4;J21z@K(LTsz
zUxZ3xJ@?H?JaF^OO3hKIRL~$$hF6e`?>DWSw`1euu*mZT&SrgOCDG=gmjf_`hp&Tg
z9vXXPwY0Qyp@kT!UCt&(<-9>Uxg>3Y9^44y5m=cCI^$Vv;R{|!sTLDhVdIfEYL<sE
z$@9^lUPgRBAOy7vUq?!(D~{5+Z#+UWz~*o-O#J>W1G!aZa&q!507k##M1|ANA0k1`
zBtUC}4_*2G?vlsE;-W%tZ|~T2OB5gSG!J$qs+f-_1=bFff*`G5fExJ!)piZX{=Zjc
d-`QIA5VR|eQPyQ^gnx{ZzONvWdC&0m{{n_6!qxx)

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/blue_tit_synthesised.csv b/modelling/data/abingdon-all/resident/blue_tit_synthesised.csv
new file mode 100644
index 0000000..2cdc70c
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/blue_tit_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,74,0.724408,80.4990130177204
+2,78,0.6894785999999999,76.61752326981428
+3,83,0.737131,81.91284188574015
+4,75,0.5810115,64.56424045834012
+5,55,0.4426818,49.19251027170861
+6,29,0.3863717,42.93511461493903
+7,18,0.2284811,25.389701719477248
+8,27,0.20970019999999998,23.302695621277742
+9,28,0.2798025,31.09273377694712
+10,29,0.3156719,35.07867995304929
+11,37,0.3359084,37.327437941549
+12,58,0.4520546,50.23405198468319
diff --git a/modelling/data/abingdon-all/resident/blue_tit_synthesised.png b/modelling/data/abingdon-all/resident/blue_tit_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..046f2b24df0ade320824e22a43899a2336667ae7
GIT binary patch
literal 73093
zcmd42cTkgS7cYth6%lodg2)!!x&@UcUAm}<QWd0xF1;g!9s-ElMpZ$Ol7P~rL+B+z
zRB9lR7D^ydDIt&$Y666EpM3i}_nb3x=gi!>|J=+VuL()s_j%W|*7}w8`hk%y-_dhN
zxwyFa?%%s(!o|gXmy2uv;*mq(8ONetZ}3YsP{%UR)Xz0A<Z*xtm*L~UC*FR6-X4w@
zf?Wcj9)7;^(z4g3Z%AHn4-9+)Rh5zP`M>`{+AqLOrp-DC2R?=8$vp^^i%akn=VzZ=
z_J9f3J}$2NceEdcX3-`Or<l$VI+oqep)IJk8G)xOf1KuxjlM|o`W73Dt}n5}y7}3_
zbhLF&p1H%V9s7uSWdN3ZeE)%CgDYilN4fO$-s>9lJ!=WCfOpV$%9Jc;*I;IIND6i)
zfCqdv=W+2~V9w!x54pH>624sd_c;31ZHLqU9^U-^*LBW1fX9X3C(m;KdwA0SNc{eP
z4`1Clco&>9=W*xH{ki`haa}zA^x=OG|9JWTyN~_DZLq*FHa0duI`}*-Bu^Q>707`7
z{V0$@niOJ0?Xm5j$J|_WBI+_*>hQM=bMSpPwW2C{XP^=l<!GiAMUiOCb#sohE=N>&
zczDA1c346EI)X*MlTFtksJxyunTpxIOs}P%Z5c{FRyi+U9g+1TsZWMZCEyw@>bxOm
zWbAB$=7%13CY}%4Ssz&#G}am>lv$tge#+atlz(%Mw|!N{a%YD{Cb3@FCfz}DWw+|5
z%ef4pT=XZy7s|F)@mgniDmL$=WgU#7Yq(QVxQF&}wOv*EaRA&TWiewUZTnlR4^fHX
zGt={aaCxe;)^qq8W#!jP(fJr&=^wBDxb&zoz$N(l(JbuDfCg(K_v7uC;eORoDH4x9
z=V-u~Hz<@(I&li#qu2S)DRga8Zdj_X51HbO*@c+MovovS%**$|`kCeHoq688jf|>G
z^0pt-e3r?5TZ6&Jn>vPBD|}RBg2V8-_4oG|Th$has9e6R!)DS4W6wxr#qA{4%82_l
z{5tepm2FZRzCNGsTR+kg!mwkI&oa5a@4mlg77$7J{P3HKIL+-Ylf+&hu}3VtP0``y
z`uI=$L#~@$XB9nD!dZ*-?Lqqzb1C>*zwUTzRO@jO^*QIa<u;8bA!K;Hqmz^3<F5yU
z7AGLhA&lc|m4Cdji`ohDdr<60#$?F5B|?vnZ@OzKdynQMY3*84vZFALj*j~^CSF~S
z*my#TdrS0dwf!aCO39{QB3jhp->4NLf-_k94NqJkooXSAYj%>OzV@2qjNuo2!m8Te
z{<{6*A00v?Iw``wgo1Kti{UR{rPq^HSz3GBtGG=Et$kb{Uvkd=US&?9ORSi<c!^nw
zd4`;eUQ@ilU@1gi+~G%wh0HpGY`;J#8$4rS^U*$X^RmO#-B8yBG;`bw7sRWca9&Mm
zP!-&iC(^+<5w&1RuG~8fzqfB+_}<>Gk{yx_XQty+7bGu>iK#v{$+SAbb@R$4r_)>~
zPwlQ|@6FBi=Nj>$D_VC|O&<)Uxx63W>e&BTYj?w`E(sk>w{n|zrjOSmI_s(V^%DVc
zyITttlJ!-kW|=*niX(by(sXZ&YFERcxgTwflgh-uFA3xG)9mJ*(c{5qB+MU;l-sT^
zHZxTBypf-)3`|Vk*}>P%3KMe-SvAD6$aI&)v2}gv#=nUp&5=9dehD?{@@}q8WYjb7
zy;`pkT)L~}r#n32`dtNv()Jj2VkZd$Z}!D(x{6PA*=5oP7s{J)JSG$~?UwTFsNJzK
zQio}&rL3E09=ZUE*RZH)S&2>dNHbMJ57-qpZv2ijZon{38(?ctvZH71!>Re+_0{oO
z)_6}{5zUBEShHbNJ<%t&03jpOx{VsI@tDeb8Qc=iq!qp97k7o|<8yVBM5yyKF3M%3
z#BA;`c+!HQ^5pd72}sp4dKIUJgO08F5Lx1gz;{pssn74u@QM-rsRQ|OtGkss@o0*5
zjr%VHzP;H@zkuP0Zp?$tpU+NY1$qC;3^jNCR?un}xjBQw;9_0cA!1GFkuuyT!~8m#
z$BRu1(mrFT%ft~sh_i)VSpI5;1|wH(vEg=eFx|v%hO&*l|12v$!I`FBJ>@`2Js$_f
zsp!hP_TH=aBS)+nQmXMJi#jCykc?f+C?k}%Y!rx@snxdg^ekRYkD?$#ROJt;GeXn|
zlTAT`Fb0|u5$Wp8Zo_mfRW3k=-}T;Ky^Ix$`1$m3ORFf&aYQs?sZBBo-ZA36Fs9<_
zR0ZuUfbA{V?;Q;-@Fdpxphu>rrg&Slt&B31XDAwwM}2APltxgg-g|Ue<|_Ot=ezHM
zWCIu1k$|Y3^)v}p)p3{BI*>ib|MY=wEIqauL%AS)q#J(51hRZ48u}Y2rS0MC??cdX
zE<Fu;sghK5g-O0%xlWvbOE@iGKdtGSdFh<3jF?ylBr!I2g{0*EBgcSvUL$-+(cudh
zLpAuSMY&BAT{UEp2691EflqVL!tBJ}kJ~32jkI<GDdFDUrL3?*!_3(&5Z4G|+!=}4
z@p?b|RQ7D^-cCie-Lpe{Hbq56)WuBoFjUE{=SNA)U{f`6;@-BdbC*_)-_|UrOOSUQ
z*#pcXN>JiC#U5Dp`Da-@jD_&|qQU|CDmdY=&Y8y1U2M^0a|o;+1`?BP<N9>6u_{r?
zW8m+>UDj}sskj?D)3@pBBz=8;80s6f+NX?O81-L)8wMLiY%h0G>zYA?*$$Uju*#h}
zdr~#h63?rJkJRq`g80o36_GmYSh0u@B-@ivN*%BB$s{lPjn{M!qg=3oPS@-)5luUh
zSgCsF@x>n>Z<j0ijOP(?xcg*EE&R<e>^rlfVtU%yqQVY6piz;K8@l|P>bpt-<;1ui
zY0KJ)uiRM%|6xxCfBlDtT2~9_Y)VRa!Z}5o?1+{7b$DBlCmAa4Y{^S(+DgQWuyP`X
z6=4*f+L<KE(7Si<2?Dm*NMaQ-+@7QH0@5}gsLL<;gi~i^*H}V`<?64jiC$kdye2*r
zhX^7-aBfu<yF2XW;zvclZ9B`^7-iaSmU?TtCOo_e|9~itVYib)<lS(+!8EPyrDr8p
zwVtG%Ihe?pThY$(l}>2O%9ae$jZI7JD}_|I;AMR$8f*~O5VS6|2_8vKZu|vPr)Bje
zGGHCwcIzskotl{%l&1_8mozEsx@lMzSM>HJP6ZDKX*QoFdYbK~UMP)TGht|T-oJl8
za_?7FREBlEFFixq4++iYE~aG{Hw7)IvWUjKLmR4WS~Y?V0*H~J7E-R<5VXDFKa!#7
zWy8rt3m`A{C?HG9n|j8|AAfsME`!<l8npCNo5FPJOjOx(7^eqEwMOoswqFj|#o5wC
z74cdu7;7<T{|kY<rGsK*IBQapr9ah?fCxf{{(c=;zqi~eN{YHJb++EI{iyh7XC*%p
z?VOzRE9EPkN)t#N*Ib!&OBOR+Sxi%b&feH3M|RNm-JiP|W-E}jdT^M5X4#D}=|nV(
z(^MEmf3-_%<uVGE+?d}KpRn`twY<<DLq+D~Y6VNGv#(8!sy}^56bC&+0H`;F_a8pY
zP1J)1LcC#7#e$~jnv(2L>9^F0r2LMP2`;l~9DpIM-w^q)G;ht9$oq(jiZVcKrbDAx
zi<1b4x94@8oWkj~BQ0$NWm4#+$vV9HYCJ3MwI61)quEwZFBZD};)E#js%4h#50~$+
z{=m@%Qnu%Eld@zC;}O{)^98`!^m?42fY6wKEwmHIIxHITL&eQUxOp@ZLqlO(o?e4R
zZHzYsl|Y*(8SG8Rinjd)prjbFBD>1Av!Yb^;>R~=t3Sbovmyzj3t(S7gGTLat=ra<
zBb%XFcaucuS<mYHXc0a`pWjyFgxs<o=7H;Ha5C@$o6%~_x*U5R3bW&#CI+)6pvL7$
z`9i$kQ)#@vPyeUq{CCzq$U40!@fa*1LDi-Nk7DqC3>9Js5)WbTxY%1kZcg$~NX>uw
zeBPctIk%ZrJ3?W@YOiqajj=$GgMxB}5Z6gdP6w^csOl71-F^1XEI308$rWb{IzkFd
z6xs7$Laps>yyO*kp$BzF9Ty74L*4haW}%{DeT1?5d#>q!-z{P}3rImw-x*pK!BtUP
z)d3)>s4WCi2ih4sO0M{+Qrl*wNjPZi0)3;V-|C_wBCx78L0e3E<|0$jJ_00PW;(q&
zKA1N8RytEb`Dy=li?ng-e7ATu?b^N6+Ud;au1^p0p0s-7$E1ys9PG>`H++aYpcbsa
zTDh~-+gR}+Vz4PI2PNcPPlwC#`($nM#WUynzwykutbz23ZzPjW2p#y_SZk+7x#1Vj
zxU2KN`^LdY1~c`SPrVjc)$)n1Yh3;dW%a7{Cq&e5bSAk}jL3!isPP_iZQtKfhqDct
zoMEX{Z$&`rywjDFC1tcrLF1{y6Ym<dJL*=%fU>cXS#mD1tVp(vMDdro*Ooc`b=BY=
z+`3kXPamYzA9FW$7}Q*qTjBda4kr3QG+W_CZ)8h`N8O^#*|irA<O)Qr^?BE@KD)Wz
z9xgURfJH;GcqOi9kXg>Yf1Krx?$S;G&D#%Ry<aw~X*d>pwdC>~LpA~;)$ci6?9zk|
zTb(_3-60yfQ&NG^3&|c{S5OP4buC+}D;_H&<qUhQb<Y2SNZmCyG>9rKu*%kiqau*t
zPscY^LKbaWgEVyG&;Hu3$#|L|tjr|&*5V3`5XGaTmXlF?I}puX#SxpS?V1<n<}!od
zs*|LfX>x947iUEQAA5?KoqZa`5|V(sq?`CTXVkxD#JjWCo76HU^lTWdHWe?QWfgCJ
zVu?kLVl|@+A9sW1m@*XKYiYj<Qhi9dHJVU5y6F+LE{C$psuS%MjoSXW9S$njne&KE
z<GUsN^FkHF)b$Vy8MF*W8pcsu>kE{jyqb|#_x?{2=vLHJn0g8OgQ@xLLAzx5iwOX7
z#3QseF!oYRb<d&C-dgrXDl?}U6#Wah)~re^ETKg@_in<uFtQWjA4;!0zPBcEc(ul=
zhCArE!08gKcjq@v-c)H@tDGdCPWakfKWWN0J4|S7c_rew>o)rL0*1Y~YAwtJIOd6G
zL52%9)uo9%Z?&7e@vdUTvDT`rqln_jc!+lzccZpFJB+Xz(z&X|xX;Cf;vm|S{iP54
zUN2Th(cr?tHi7**IAgE<PJ3Uhpxj=^-Xq4U-CzgqGEYFw1$l3T??1n5`QwsWa4WZT
zym-Sb@kl3s<?{CG2mc7>i7Lg0ZqEq9`%z1WHh%BA&h_nNWb#hBU>Mw%0~1!0YPiQ#
zgXZ(<N#R%zyLaR-Ppb+vgq6I1fGse6kW1>ObHY3Iwp+r<+>V;tOWzEL%=uw#m<Fh$
zBTK)&4NfY%_MZJut~UK6>gm-JFbzo6T?a8`!~6iYI+D`0p-wp41>Lp!R$hwBKd0y!
znpwYrWFT2-=Su*3C7)9Z_AdD8?`wJKf>+=Q$b4!~^WR?5btPK%v34BxU4S7V=tEvN
z-}`S1EBmf3CVdUpnr3Zdd5B6Shi(&&bY+2tCX$i#`t@?8Y|zgy`_5cut5=HY6D<1@
z5!~)@VG@mmCK7K}T-X!|@p|z742&Vn-mdWpSVdOLl&dEk=KYOEya&K8>_90p4sAi{
zP0s~A4W4J-3M#?=RQ!3GqQS#;Gnhjm#321r-ObapcQ+21qIwi+aZ8Zp2{+p`_#RKK
z@9)$xkG(4x0Dg>EHrR;jn_rWSHL3Nc_2MU?b3Z-?rr!{f0r(pi4&k=iamjXhZ<{U~
z?Y{3c?0l-fv-X*&DeQ-<Da*f`jWwKVI&0w5&G_wQ=lU5lJG(R&UaJeeF+A8bnGn?&
z>$@c`Ll9j*m}Hb~F|-Hum((b8zNEr)wm04A=3tY*b%-;s<7i|R?MHk%Odv-{J+u<4
z;q<eosZf|V*6N9Z1oFZME#`!nRt5bIekv?69zP`<ShIS$d9@o?A5UpU`w{_2mgE`)
zohfBQ(PQ9F{baCp6Kx=?GWu7X3}!A%lwaH^P=t&##ZF)V4p8tJuQ4Eo+C4*;(>fSD
zTaXI_-}pl%Xsp|jU>9|DZ<;-#I2es#>hX_ZeaYg+!I+a(-fp}DR@X<Qku*w7?**26
zh;LFeLkSb()0#1mudkLq2QWec|H*o2ALi9c%S&GCNK!HvmotZ)xiAMgl>2gLFxyl=
zRnkAw>Pfep!_io7qW5?s_eGJ2C2jG{{#{6IbRQrp=m(!jo~2;r>D!Yb<i3>GQw&Gb
zi`6~fdpx-OK~*J53X`d`sc+q$YDY~~f6+GTa7zOjqvXoWOi&oAUQ!+_CohE^NlbD%
zpCGD53hND~k8kq1Ql4|$(w0e~Q+$5WgG_qm<8N|hFhGr{jd`cGc@Ex5u+3KVN`+4H
z-{4ckToy1dw@J^1Qpde23|VLE_RK5n$|y(}j%RxehSR&!0)oxxC$=D-(sAH~`p>Kb
z0P;4;KPO`xD&w_b*^t?S_t8sy3SoB7Toz~6c1|7(fbKre1+8mmw_Ux=SIy07e(~#`
z`{Xj2KKZ9<zq<pEr#cCE(n8+AKRVDfRHAmbFNTpGz>PuliUOAF=8tNcfpKb*OUd*<
zE>NqEH-*QMe!-a)wEd1qwl`7l{WX{L*RD?`u}C3h-z?C@&TL=u)t159EiVmaO2ks(
ze8Ng=Mvbh4d{S|<ouW}|YLgQo5vjk@hz8e)%E)LRBc|I!j5OI>oHxemf_GnrqS1ri
zMBCS=F1MuTarbph74f@kW8x*_=mYvPhG~lPn`0kuAEum&jqs9~r9{-LrY5Pcyh{GV
zJN>tk&qz#$E7&@?p^b^k=nveF%F0X7%4K(66q<j0FH<QaC5L&@5>HkxX}(TAv8l1Q
zzkL-#>rP~KVj8-nc)g=QD@Kw#CeVVlqzuM*ZC=H`8Jt2+D!|F?0J#Gf&TdBbe=t*t
zj?rZ5Y^s5D3;B184_{nU2(K!tRoN6L%Y7@o|BsNI^S#uC&CI)*%NWq+xQ*TH__p6$
zNs+jk)VMQ6>E4z{Mw3oxZRdRY$#cp|{$xp`n^qYzpL?ow*6}WK8S>Ks0F=gX>C8{w
z?72JaL6mpgR**}3L6cQo#qcXd<b`l;ltUFluw(F*Sc#Z{z=vvYC1Z5|*It43p#;g&
z_-oj|nFg2ZN+)6*?BgvBZxf9Pr$1jvOozXI{L~%a$Y6&eiL?)rHVxM;l88Cl2N;4^
zpYKF=F*XH{AWMBS@A@)qqX5H~w$NEy`oQ>0AIf#73O`*M6M*6CSXm)0X)Kx+7<30{
z7@zmRde-{fdh7RO1QXapuOc@Ed8IBm2hmnnk;neVhv^)W;5sM+Skve?OQ0Cu7&B%j
z)fmG1q!&8(!|<ByQf1=WS6-Rk09&ttUyLfr4NvW}Q`YqZo=g`D)4uxTN`}@r^5zKO
zMAD_@`$Vy$H97W?$Ns$WgXe|i-F)ssb)i&3(YXDak%BbqvPY|<PDzOCP7+R2C-9ma
z9K3U=T<VA;TeUTS-Gn;Y;;e4B+f?q>o@f}nPv(Shb|J|Yuy#A;PLNK*$B7ulx)XF8
z^@oG`+o<q{4pbIzT;aZ0Md8(ynl5T%%A{<yLw2D=h*1*64!4gzu@q=mPaP8v*V@7y
z;#DVxWlU1Afd6aBmT5G5L$SY5<1yGFd<8|DjF+4uVMcqfVRW7?c1e+E_9SyGb&@F(
z7Unk!g=ropNA1DIqbU_e1(R;2RhCy!Q?u6B#FW$NNGHGZQ#*YIl`_02&$*Ormh*)(
z?G!1l3sIb~yLAhjDz)CPE2{GJkCMOKgtX0X<5<~znHPN~)1{z;yB?^b5di&MQW5Vp
z24%|hmtweiTlUr<cawrhwb8MP?u|34)&nj*mM8o7R|qUEE1Z{8Qe+jEl&`q<2QCo$
zVA-~;A(!eya?B(|Pztk>vIXeAEXli>1s}{z6SGhm@$juR|8frfN6N@Tsv>q<HfJ-9
z9^ja{E)<9d7nyb~bIa>#S2bSK`h>>XgMwaNuWODK-&9AeJ5t1NcgRJT;@q?qs9p30
z6m`Wscc6owIpaK4<2{&WA2|lWNrxieBCO5R24V~e5!l4$!d(RVZsz>vkg2gsn-yNG
z19_FWI}x$khch-t^z$p)_Q>#l&j3*LB38_P(<Qwj^{odbiCe+jv)XS;0Y)AdJe#`D
zJ6}2i!q=w8XfYiuG&UAgugZD%UcIvEg;=4`SEU`2p7rSJW~80v&+nv8Bu$eH{Zg=P
z^<Xg4D)liS01@jE3vb5RBZR8E3g+ygwD(+<hg1bl*Wv|@Uu2@i#SAm1vy$`m-kaE+
zUfZ-7qCvl6PF`n*`DE84m#q=5?9whQB^&Lg4tdUO5O7|Nm>m@~3C4{2cU}9|uW7BG
zjx$dlW>sqxion+%Qv7KXsFBCE6B@MY9^Y!{4>^6&$c@Km6iSA@S{W!dB284uhlH7~
zW))Q3d=i{cAcvAUM&mugmaP0zNs%9m`Nd&N2i^PZ$1-9<jSt0ARtb7Br-L_-aorSY
z1iaN>{9*=AhD#xX7kx?kn=3Q6m-SNag%BGl$c1q<te)IC+TfoXg08@9^_T%ppArrj
zdK++YD<q4Lx41_@G@&L4(z3F$<)8vIg2<mm_mu-KY$P4Y+E|_{7xrtBon$hz0C^gy
zqpMrk3<s<lwT@0G%Y?E)pOZcXUk9yQA*|Q6F9Y!;6H@KkXrxNb3#_OJnCU5hcUivx
zCJ8$)G=@RJXCa-;e6(h>FFSPT^FtEbTWi+L*Dj4NLk^+`jV=SFV}(R$34@LRE-7Gp
zTQ~7fe`Z|k>IG?O=}9_(JJ7xlvX_XRYN1OxB>*;(d^qF{eT&0T5kS{!nYwTc2mz4J
zNLK~N??)KWu~4t!;u-Z>0G5B*x&Z=}6oi@rNdoT<@<llgp#~eNg8Nc*8v|wr=(!yU
z!fZGkL)=&tZJq#hZ8}n>g!PINjBiJ3O`Sb-?Cejy`}e!oJ^<bW!CGyrZl&!!XbD{o
zBx(VcCB1G3=oSNIZb?&NqQgKHSO>6l+FewzW0MkQKZ@z@YfR3>=hAS4m-SQg)DAH>
z=_(z7Jqy{{m`Z{~nmdR1j>9@xHdQ+emB^~9s`6joUb?B3yCK8GChLF*<4<VaUco}w
zwq3W@s5r*ocvU44vh3I<jqzb)*SC9dRknE<mS}6Y*S_lQ*P2ATv0)cMJ{(LXp_>-~
z#nz}=-^*{T{+7zBKQG)&s<77@i2`K1cRd~tlT(gJ(hbh86%WS)hN^?jdhOOaE?a{I
z6>nAXF4xVr3mk6VL{hka5HT(nEot438t^{HxxP|i--fpCo2a62pb=>Nnt}vpxcmW`
zwE|&?ko*f~ka^TQy@;@nm^SHVXfHW6h`Ls`Tcj9{l1vqlvbr&rlZsGq_!4b^cQK7F
zEBFZB>S_!?SC+w5A}Qm^=p&{$GW2UV7uHa~$XrsQFGSQiO=|wJkVUHOR*yu*4I!1(
z9cLk<)FL7X8SzU5Ili)mpu2Sy>U=)l+jTNN*;e8k?Qwz&HG@W2mRAqRPc*RwoX^<(
z)J7*r_{-zx13V`o1)tEzg{?cpq{gZ`D`z##PYl_W7+$U&@t8U6tp&N8<?^TXvmC(F
zxc0p2?ULKV0U7F|SCez+4>@-!FT7n`&|;nBH`=+5>F0`Ss9x#JU@yo7)2`~688);=
zH7|A3i%m|xy6`yYAE~K+x#Y4#xn+Kk$Eo*yggjF(yQaTWaY_G?s^Xn3m`e9qw!uEA
zULI>G{g??FKV?NS%8<S~3zj($XOGpZVLf{ft@LOM-u6*#2twn#<Q~u`P`!q*DB{9r
zJ9Lw8>rSvZQN3dQGVj(l?>}`uMAh_ZB-|+-VJ<$Zsg)*eJ0Foc`<%|Z@Xj~=H8Ygi
zklN^lWj4Y-;csF$YIa<+U6^X^Bz`7oNm)u$LP^a5h;l}R8o2BDSz1>00s!W%Q2Xm5
z{Ps$&YMl`>!Mo#)F6$WGgmW{_)8m*vDVQITlC-m1L$hU{cc(ma3Aak{HNMnZ3Q&~L
z5oWqmz6`CpBhn92SBfwV?$$S#<I4G|0|~4-DIy3ISQUrCEvYx&d)KXZ+P-?X90X5Y
z;1lA=wELWe-h<@a+yB+O=|4|v{71drhXMkP#_q-xF34-e?1Nz%_*1UD&PU-~T+tU@
z*EPz%RS!$ogh!e;<2}c%3@tb>>pTO>7UyL{TOb?B6!JXU+ucFT{&`RbD8td8bUOa0
zuKd3o{=br#<3`&B?P)fgZv&5m(y0P70gX1#SGtx;yvI;_dU_@x!bfla`|?etI`6Sh
zfUflfJLa0ZbNr{9`FVLa1P=-(>OcA2a8UgJ{A>67EEG2VPN%`}@twwJZ6q`dk!@D|
zh-dA=&u3GovTjJXz5YM^x_T;6AG994^s4UvuW~uR@Z7)Bdi0u&bQ<*a9gac~dGW>*
zn;6q8=hHrazCt-=@LwhV<Utb?lNvv==6THs%h#`8$3E)r?#3At1&@gQnfCLvXJ@`;
zmE$$*y3%VF<)t4!e7Jeyf9UdUCr?kJT;fihI(3>F^Ot2zFSx*~Ly7v1j-U9yYXnTc
znkSSAFD)m_{>KM!Ga8cfCFYaB-<-_><dL$uxh`+scPS~;+wpO6y#HOJThxZUf&$fj
z{kF})K$&DVT9jGUMkl`huN7dQ>mVh8TL-}JihHv>M|3?MZdm&Ndr@<9?hFdiK5Azs
zVv$?*`nhcwALph<Uw1W3RaexJGCj@p6+(^Dq|l%;KMZI8$JO7&Jbn70Yiob>_R>xk
zhuHu3p%Y*6>A#2nPws@1Lrey_VsDq#IzL*K3pA$Bpsp5cKRa|z!TrrF4zUoDxj5M@
zaqXI3rjpOKmE{*G>R_Q7n+}jC-`a!dTe|;^;e%yYO$$EzPjzslpsWiNh#Mjw17{c8
zGzOg0jA-CUP?Lbw*E2K(Z`=3JhtZoSfcc^i`K?pYvrVAS25qX#Z)*0@fG5b;5^_L|
z@NgK_en3MVocWzDa_*|qq6J_s-d`0Fu8B&LwyeB~hOx|n#)^#G^3VYMQEXh?DoM+W
zAi2XP?-4**I>XPOYhe#p%$edoX$6+(<{$U(>GhjVrFr#!^3l`t-<;sDNcUpRC)g9*
zZ@yFwM;Y_Je--x&=yhB<uXaVu9_(t&2Q+3Ct$;wnDQp2$sy?U+YGwiG;qrizumCjq
z5tlUE0#NG@JGXG%I$=uP2i|$){91QJLRPEdpy)@DV0PE0b=JB!9DM49cY7j;>yKjq
zaxVfp$vo)G`vTAaLoL)1eWCk{D$vXfa**cUHWUcV+MFH{=nq-Z3*futLG51#oBzhX
zk@?}0k~^<Y6`K|&;#4SqqIa0Y$PrPMfIOhxQin8a*L~Clx-`Pq-0OmjL0Q)qe`O6?
zGqcYRwBrP2f)^KticC{0*87ynfrLgD2{t&1%*rYSgs6pWQ=q@zF-txINbmCr%A_ZY
zt8O55%#T!L%lisHdw=D_4S&Z}Jl{W;K#qKHkd_&iS)9UOM>3tVIKA}&T;EBRTg!}o
zK%Vw*dO&h8gOr`dl^zL1cB)236=6=IqUDoUdE;G|o)mx2WI%6@7a4kLcl!|Q@~v5I
zhee0XENt_i^9mLlW-2vJztbPeyU)J^G@tOznY6(&FT4{T)_%s~hUu=<NsqzZq(4=D
z58bBs=e`8(+-yh-UTd$V9JA#KI!OaT+rYOR!c}~s7Bq|*T2UB6g*^~`dB@KQ=f2eF
z1np}HuqwC%76G>amNN~I{vQGLp_^tG?oj}DtiTfhCz$0qQcjO=6Y1>O12@{Ox#H=Q
zTOiVpjxB!U!3E||oUL{*F=ca1M6ZTgbpb^kLMaUTr1jRk%t}SO<JsX8o<O{!F2aB@
zX8qd<t+^5Vs34S@6c8>9d1FbDY&vNjWSgvb11z$}z>F7VWljON27FbN2atfMA|vzZ
z<5LiUx$#;rMW1m6jsj#=?~CvSrV;Tk9{Wt9B(HlVsX28VqsW$;7yCtzAeArirs6V{
z@jOVYlfzTHYzB}>SFkc8z?_lg4^EJUyCM0*V?=A?=QD%LM}JREt$*h?b_XIf?yRKc
z7Qxz&iU=X8{MtSAl^akxSDbSNoi%K)O4RMnJ-6odF#uP3L`tAnHB|DdaoR7a5{1g>
z{{>Z^*;JuBI^mMwY^I7<iFsN0*B~b+C&blXt_%{Ix+r|(Ne=&owMv?)7r}XOUdp{8
zsD#Z}y#4Yx6(9h>j=$xk8S1i6apOxv<0xu=S{7{(017>hvw)?^`@<@F*ta^`xx?Gg
z>FFSF7r8WPG=KRlZaq|;I0i5XppI|5HSGbm>=7m+i~$$;$!U5K%cBagB#@`P+GEdn
zj#hr;KfCS%DI7DLIsBEcFO4hb%}ijA$=z0;(L!Rlg7nfdXM3*wsdvvjvry~|6^c;_
zLO{Dq$l2-^Gy1Mt+?XrdK<eoUv<7_(f=U4r=6Y~l{dlfYSp@Jrgm3(MsTjKCARaoG
zG<=|ztJDxuZ<QwmNiZ()@SNe2%mg^UfV$WUOc^_x<=oDI01xa-m+uTaPVRjW_4FZc
zfY{~B)a_M#2vYtMFV5;J7xrjv(MlbzH(egV2H+s)!-rnOI&XVR*J~$vx_}aMOCU<U
z@m@XfI&pn{$}Q7})PNZ^l)F3;x$)#nqa8>cfh^Gf;~7fp3nL+s;|gI(fJo`>egFqa
z1kwA@y0ZXbed&rlLA~1msXpfMVw&;0=xv7Vv*DpKYh~=nZ=Q(o{U19D8m)P_cr&(K
ztHV1ULvkSr-!dd2%tatr528u@bioU!-hg`e{BKzmGydI)kL%4-t2OZS-w}5>9;^V!
zYAz5H)U>t9uD5r$H!0bA1_prz@7%HuWeXE*NuE$ELz9IczC!7sFP0{Jcklfmiwj3m
zmx2020HEq^E?0%jf?f8Rk~86~$q+TuwX$EPfq^w-?}uc6%PDc9{n%Bzme4xZfw!;r
zn)c;H@2s<A;VOP{7^_Mh*c89~q`l7Jps-$rpjf*ixrd#n8P|%)CYfG=dMD^+R)#sp
z*C!O;f%S_Hxa^21qJ}O1isuXWvRW+sPVTR+@>R#~JzB|1RM9Gx{;aqk<&ejHq<X=C
zQPk}*I3@LF&TDnH&l8wP3Vdk6rq!-}Yg5t|II4o5;41J;QBhdwL1l78Zg%8Ww@{j4
zqcY(L74XJp+NhiJVH5=ApqtcnuiAT3_dF}eF$Ea)sT-@k@`$Dam4~2#3#`z}E%iP8
z^$$)t;Tj!Efq)`4`v-5(Y@8`VOI`kuPMpL;e0$_)m3F_81OB<gimvJ7x)sn!&9lnm
zjXRB_Nm=W?qxr;I=Qx<^NpOW1GYwzYg(JcmZJ^;A?d^AF<~O}}yqbpatI+ZGjx13@
zn<r2CLnnaS$S(BPbIB2Fba?Hc;Utnlf-(96_kd+ee$sWYrwrEY1N{__2jy-7C<9E_
zf(%n*jp1&iS|b+n>O6OMJx_8_1-TJg$S>LV0Y09qd!o?jGxx(Xg1b>@#yv>Rh`rMl
z-mm-L#()NB`dJY1PbF9`E|P9xyS}Wx(-M(p0?+UhNJ=0?AFmC1Tzzz_bTqE%VsJ*R
zPW}d5vUw+Vv<Me2@aH5DD5c>ciOB3q6Q29K^_=F=D9>u_6pozND4TQpyqT2nXwgXO
zribZhS;-b)5sEmxc+ur~Y{qHGfxo>Zod@w!uhRQJKg?YN@*gaXF1y%B5jn3CaEDVl
z>PeJTDeEj6#{gA8)cor&ZQ%2RmRqwz@HJ~dcz^Kngec*1n$0IbSv!Z@@y;clmAz<O
zfd-a3Ba1LzyU3Mp@yNpdOh9r|0lgUFnP4@T2Rc9(t4_TGqf?<AgC)<63j0<&uqC~l
zf;iM(A3{yp*y+$M&Mm)i!hG>Y9!RWSw0CsXS#ftry~$PE;l^_5g$KH4^aV{<M%7LW
zqfMmK;Kc0psqq~|uEl)!=&x{v&AZ}VTe}s)3NACgX!V@h@nM&64X`=^jBZV-+Q;}m
z`iP;wX&pv<*Qnr$7)NDm*8)Y^b09&Bz-Y2)fLe?WTwEx}0H4DSs2;fRkO}{nc40GT
zT9Y16&PcIqyhh4#3IPiZ82_oeZb#8B8R3?*l%NsYLZWZ8;d!;-z=9&{rJ<M#0vBMT
zE_{9&R9-J@xl|2gVNgpErsN?{gq6So#{hYC8|ghbQ8_XK)FAQe-a=Udf7dz`X@RN`
zv_Ds1yQb;0x!+I>S}9og8TVZu>yo$gJU6VlHh=>uct6g(_-Bf#kw2k2y!`fyWBz()
zx!y(t?A4_spYN|<@Aah_8rb$D{hUgaepAk8ZgrSaNx|b0WHFT$GV-%LAuH$eafS&^
z^b&f(xf8nA8r%1%S<l0Cd4!%Q4&xYp!^|&A-_5p-%GiZlO-dFH6Y0UNWo`?H|6?@+
zOE3($j$h8+R+D{IPMxZ@b5e8ePqBMDjHq<axbO*3XN?Fm9NCqA{JiS4x7$7w^5PQV
z`R=fVeURKWDcBlF5P(vv&RV1kys7nA#qh<e3zdOh0g5u08ue_uPwdE$&{+C%faHyD
zS?W7kd!dM1f2WElZtx)oM2rDKHE00%ArKCQ+$x~l78fGJ^<;o&r^&}#1AB}<SeUeG
z)w;I}Ywzgr+}>C=(lEPVa;LHMx=5@6KxBw)fHzKH(HP)0rMLl`>3)sV8$TPSThrfh
zYwP03#pvZukU2j-%93VS>RJRB7dE}ucZrM^lF>IEG=A9qI?s2ne|1^Vb2KZ#NUTVA
z%G0GwMCwk9eGGr+<r@IL{P&k><)4BjtL{QC3P9<D9NIYA!|C(Gf0^&pJ<k4}Bwk{$
zZ251We<*URWqGKlw|wkWtO)pw=fC~$_szK3J?<Fzpm%~Rax~;Fl)xBVYRp{2_Dt$6
zOZ~Z(q*RMtn3rA;dbn_IEGie{5sYN|PY}k!e`g#H)GkS0`!dq%HHgWjqICV{#~-k=
zpaBoynE-7>|8#4^gMuF{&2_RHK!WI`+dTKTT>F(0Hhij0pIyy$tm<!SFf_ECY($O^
z6}_p3r=88Nhi~J93kel@JRw2DSS^tFl1%;+D8N0%@jt7$7d$F7xo<mMgp@~j6$xjU
zc6a7ag&m6*keEVSp)BK(bAvIof1Th*kATkVk4XcM-z$i7vLVR=-l{+A|1e=Cm&|8K
zuMg9wi(?ZtwJCqw>oWCtwcZLu{N2vzA#yEbr&9~~U6L>X5aHTB4>1W4rd(Wq#DBRG
z{i=HECn$R|qJ1f-YFPdnQEfmpH-Gw{mJ@QSMxId#<Yp9B1U-!yJ2z4Lc2TpCr&jkr
zaJuUd=S+qTJibr#WwZpOkzMu5%F<0J;q!w9u8T3TsdbIMv1>%)z*bQ@Bk8KN*=Gs5
zb>?cPcS!!D0;{?b=l2?0q>6=gY>%yT(tm95Z}|4-UOBtmoZp^ZG%-$%)l<LtzWgWh
zkhhSZ_>o1f=aU9hVpPV}GW@4>lWc-wkYSpQg6YaVRk5Aj_iM!F0n%_fL&nxnl`d8^
zwQf>1FhDtw*H>+{-H>0RM``_#`&TGR7q2z*x5kYZ|6R?1*e_RBI``k^7kQT&c{N|`
zs;zzo-(Vh9ra_)8*~M=WgHE_u?dfJEpP&00qHNk!>U7?$$58$<G_+7*?{)}ZzY|-Y
zY>$3F<nk)8C*Q<-xrSJA?vi1IrPa#w)yVFFw;BWE+4%x+sCwSuxi=dBLVw?rXLWXC
zK8g24SO3I+GR{XYOlW^>ct`U;*pfalY&%~>>>fUyoaw6P+Q}H02+7lGUFIK+e`lmg
zK7X<-DwW+WhgxmLKPc*S8u<N7&ql4UyE3u**g|-reo16Xuw+n$+OBVrk$4g9zKV#*
z7>A_d;+p>R>BDJ+OYE$(Rb|z>q$w`u)=jRAt9*eOSBK5eJ^4`9&!VdX8Lt<kKew)G
zl&1_a^@>)@OlIz?zzig0`qv}Rd-|7ETLQB>i=O&;i<E9M@GwMdo)vP>BAzMg+;`}|
z-;-ro^K}%k_6kpa-UK<y)ZgE~_`$~*j-MJ-yIzm)?;ZlT8plHpkf|OZn;&s}LUdp|
z6?(ILxb|D~#2^Lwt>A>Ulu1qwxYfiG>${Qz=`u!xnWiHyM`OXANIP6Z@Jq@n(}gMH
zZ6B<KwkR;*)V|{b78cIOV^d2mBUV!a8AqvKEdoSN_a$m{G~x@SDiG7S2HXK-=G^Bt
z+efVdR~d99Ze7O6CjXzj-pibM6ad0bKhBih0<d-tK%S5o1f5tPvi}o|N$Uqqv?7NV
z0MBm$yI#veVL`z>r$ghofDS&8X<52OpKP{p>WJ?LF8I%!RvoaqymMYhuj#*Vv%l0Y
zY8|!wMBMcF6`HG_k}bx^H}h(GYrWnoIZc2sEm5>LBC71T3FWWFt!!EUYflKDJ=PC;
zOgghx@JaXin(x0qH%tA6>Jfp5Y=!Tj9MkMDrG_LX|9?*UFKNjGxqzbL_!#+5*Z!mc
z%lj`h9;F2gf(CE^e4Ca#goi;RMPV9iZhq&91s2-xJV>DRPYOGn2Ue@{mK8lW;^=7Q
zgiB++N3ckJrjEnu=K}^s!R_ywilG{AJrU*LY|D7_$fQ*B2$@DX^~gsxLoG=|n@UAE
z50K@M63kIJ`5lQWd0y?p<@0Yb%{ooKF{jTb7ryK*X3mXAfgHL>xEF$$ymR^Y3UlK>
z=l##8$}GKB&?nGIXlsDi4Fyjt_GK!M00=*W@MJ6lYDh&3c+M~TJs7e9*7GKSd}@6s
zRY7ZC-eq_Dhkm@wIQ?W*UkYY#M}{xLuN)WURA8z*q<m#w!PL{rEZc_ouvPQN?fO8k
zl;#|FJ=7Yden6LUPc-|I)Sfi_K~1Pi5tcrH(9eJREx!qI6uj>-Uz&8dhELdnx(8Eu
zGtv?SOOV?T3v<kv>7K3Z=0PR2uI~K#@7c#zg5)e?r>?tTR&F!4*$CPhap9r)*zwa_
z@sdtM@uFIoXx(#PW8ZfZgVoaRCuhH@lR{m5%dK(kpNI1KBVuI)AsM4##HBR%-GUwJ
zqKv(qkuqZV<{*PnZd{>esF7)gw|%+k6s2FiC%#irrZB7OVLhJqcjD3YyjA-*ix6o9
zE6Suj{91q%Tfgj3fs`@KZhTo6BT7K&X43`-iZrb7h0M?5u#|Dm_CKOzK8|~r3M_W{
zj_t8U;K%4<%KL9H;1mp8%E>-uxlakq?&#>~058ZSpT#rn>xm$S4RIfuK#jkWWZ#Op
z{QR_bfWFA6e`VE}|5fj{7Sa7uAn?GJegyDFP58Q}TThD&Z*=7DCIxrcgTq@BBRPZy
z<!WKpZv~H@F3*$<t=+Du2N%7Ev@ZD(FN@!+eyJzAo?_=mUG(+?qgJcR7p*#6_4YEG
zj9|wL{R)PP&BM?NIkmGI;dLU-l{$-Ry$te&owXeHMCNuw;1jPc_5xDccDFH*aw;Tk
z^VH1g2Wb0X<*=2Zxt-w3l#~Y-PWX)F@^_1XVXIdLgwr7%*ny?U#W7PRv_nFBOp-+{
z%r?g(HP(UPTpY2v(lqxeE)cZws;>=$iRVKm{&@4E8=x;>3)uq0OxDwQKIdc7M8QMP
z&)6Ifc?`KOFD7=EBYv(v^{CYbu6wh>;LnB?^;;jMtZJTUe!pf`JYCxAf)${+fq9S}
zO(ca0;#=@n$&mnh`P+il59~t*nBzWavuFw?rCdz0`GKc@)uX-AuO6Py-uM&*g2tq&
zK!2x2kq6Z~-B+F8$hcP$g%Tbhi=LOLZMicqcc*yFNITz|yNIkdu!LEh(U8b5!Z%b~
z^8Ws{*DZqnnQ|`Np_egkK<8)*OR0gqh%D3^ws#Nf^FhooO4~CeKX5nB#D<4^984)?
zeaXFiJwZgn3Yd@dL-qhbLwpza%8BQ%elZ|$r;ZDn_W}4q-@RM;qy7j#?d1{P_zZd6
zjoYoeTP4Y7nnITyDUOn{Brtg+UNUq^lVr<6Ju0g4$j9iV1-s<~D*Z+$o($%$TI&I7
zA>Dsmm&p1kb=M`s_R}eeyDE<hXs1vbEb**}s&^&zX3OhZ62YDObs9|u%~es>Rtmk1
zc>*#O-w(M-RP}G_l|l<nXI2j!>9V?RBn7Fbe8$){>1&mZmN?zlq<q!#OqD3tCz_j*
zO^b_fUFA&?r!2yg-+lh=74@i_{PJore#Ib!7?%2Dg{<ceuQkDDO=GHFk<(OErDu#D
zQVGu<tt8>IbVerXgO>6J-`kX!K26Ad457xASk2MXiEG2Z5jYsZ6t+fjiK2F|3KzR1
zsHftOXt!-d?(4j4xg5!31ayM${yau)0X8P4rU<dGsnbr{S#xu@K1`$s8pzt)md{B+
zQ9}3L)y$dZFG6xtq7vTy*1LAH^et+WGgOi8Vot*KkX(*EfrPa*FE(Kt?S|T9@Mr0T
zt(3Ycs!CnksSnj$)qUlPVM56iMZv%EH)uBmJ0gpL&Ay4kBNpr%ihI8uk6*npM*rqO
zJORWGTqr#YwYO@#mhQGNMsa$41Y5M`I^FdaSN|8#Zu?upR<nLm0H2(7?s%%UXVFGy
zQek#M+{A0f)<5q&gL{;&c+w)RWiS+8J$Lzghh;WR*cF*2-zKxo91+#isCW(0{>~G{
z-;4ds7CYOD*OrT}u~%)c)%nJxOfTjo{CJ=8uK0cllUh(=K4+gTHK^Rmz@0v=fz}Q~
zllGk9Ax^@4s%5iU+WlE^s&)341u<o@*+Hgb_KWz_rwz-0++3bS5_Y}ZsB_d4dE7eB
zM&AyKJ_^ubiC%vgP(+hCapjsU#eQh|pP;<f3O5b-QpIes?O$~4D?WB2wMiyzp-jj+
z%hi&T1r24BMS?)zHNWP-B8K-Ti<;(yow`(PUY3!&PLJ9K4$vDyZ=?3;tyOaqjZnlt
zMZi>|HW>(S_SsnaWd$tL$qr^^R*K^M!-Q&|2n3iL;uKfJ0>D(I)nydNq__Qm*a`wP
zt6EzTn85iAm}#6Oq11b_X_#k2$%|kBjJ84N?f^Eu!+!%KR?;@!;O|6PmO37=MJ-$a
zWd6EXjF7%awJhn$H$G}zJ=gp9f7KL?Dmf95gYUX=T6+;__F{875>MCz^hwscLv`8S
zI~=x{y$mQ82u3Wfa|l>1R5UpV4_MMawv1N0C9RGF)|Z}gztki@R$hLiX`x(y#F;os
z1E$B_0wmF29cWV`p+EOg)>9=caIY`zEPXpc3hIm(n);hG*66^VMZy;Q0Z^4o=oY~v
zv7&0?v`C_sN>w1$grl0^G*LS)okO1UR%5R~K9HDfVtxoleh`v(%~KPECsnuZ{9NWR
zTJQ9wmo?MM78s3k7=cVUe0|tLjW~u`088Bj7rgdW&M6QiN)DB~dZ_l9<6**R8yqms
zh-Y5)QGgI>S|?beS#Ilx>Xc)vlwn3v_DGf6eagv0q=v`8n*0a8zs$dEzmaV&dY)p?
z{z`36$LzlHncUb%_31-9$El<HJl5}c%&-QUuA1mseNk1VzKX5bX=}Vv_s`JApGBMP
zCWEW_r`{&-+CSJIM53#I$dRG=5W2Xn<%jv!6->{KR@Ify+sLqjZfh`0QzK!zTRRdV
zQpEUkfyqr11*0A4M`Eg0F1P3n$2RV5HKe6vlz#X|Gz;6sE_yJzOD*1CQ?1s~K(DP{
zgR8nFo4)>n($zw=-mX?YPmoBfeVEyjqHsj}@v6#s*Z*A=-4C~sgn5!Na8fB|KmM#n
zi~iP>1jW<nl(j)G<I))@bIK&$^Jq%=`h?+wR`#Nr26NO2x3@7?1$V289<hV<rH4lm
zed=AT+(s)O<M5e&m@%T$_vF`g&fTXb0gY&6J_G(O1ojA(nGISK_e818>&BlkyjjQU
z0P$J^`ZA-O!EgI5nGID{i%+m%z;&qB%R>BS7y;s@(q_l&z$c<UTJ&(9r*i9%ij*4j
z%hLlmr?DX3gGLz&_km}tn%|%W_(ISN*2(U?8CI18G2sFyYjY~wbvUGuo2cc|kI)Wh
zN}6BP8Qx>#O@yxT4o}8m2~!7c$INw4_IH*|Emz^?T!>^o;LCASGByoAcuo;-l%>BJ
zj$W^PF(P0C9LZdH+<$}Fz4C>MRuU}U+kRtV^WEFNX$=k`3SO=3J5o2|qOGbnEAVF>
z{3m0gD|8YiF16tWrXz?@@6w`?@2~k0BYR-Fkds1jDh@1;B8IE#zV>;6p%{vjVN+qP
z6u9pc3qAR66SFxhEWYGbG0ZPn8%hAS0|w2D_ihGYYHmD@fF)USP1+^B^vU#B7fJ&Q
z0HuVEZ+drjF^l>d>L|cbUJ8}ecxpi&aeV4a#0!X5%bf7uBQ|=CO>%rvF|%V;t6hnW
z=wLOn(OSBN<=Cg=7H7jja-i!=kMJo^{ABF{<Bb}NGeH=T%DLli9H-iP^Dgi%QYXme
zw#^YqWnkP7cbWDlX(nK23$?JJi?)5u2!u9jE-Xl@)l=?%{VUCD>};CXkfQWRwW3YA
zICisD-E3^;oPQCvc1}J`BGT_My125+4KG45NdYy?wt8gIe^SozW67^eT21pBYqtxq
zI(wPabF~g}3v<iUEt;>fwM@Y@ukV+4@yUfH4K`#x|HfcR=<{~}bmpzCk$T67$H(!C
ze%~}LM$!rj)Li*QcH7p!{`0>4pFDMu>XRp5v3QN*|2H$hRm((u02Ddm3$DG~ZL^-y
ze;}-RdnJ&tXYCS_zG6Vi9+Xy^Rlf%m0qKR2ijen`kb%vp7T{ti2f}kBN7Nbl-5zJ#
z-MzafVhi|aAV2pE7Z_$5u+FQ8{s2aVs}|tHZNc>TDruK9U5J021_Hc*I12`FgMC}U
z9M<5ZCYau)1QQ9_pdSts9dtYajPfM5y6h|9if}z=&zb4tc+-G(s6Gkj6_9+=VOwAz
zGy>FabbSbYd^oIB)~Un!+_&w`Ra;=`=}{0PCW+LE#tO<T(#W8D&Le7Gz1pn^G&lz8
zd@>lHCWXa=H#Y-4@fVr_<SnCP9gDEJk1q!_a6tcHOhj_*+)31B&NxEF@FEy;&Xf@6
zc&*)bfCc`>AgrB<MY&M-SS1z}$ZAXlz)RsthM>*0U0z;JPxRu9!|nL6C!IJJGXMxw
zSj0vu*0-9nB3=S*Pkc7%+u1$>R76`aoNW-2i6#JYum`foDH<VU&>|Q$oY<ki1haoP
z7&2;yz^Cc6Y>=xMustK~<7~moVFEjU0tqt2S8JiP8uh1cx#nu@l~jRLp<H0hgGRcV
zJs5>H>ue^#zd7x0uNqT?pT++XXbd-rBV6KTN;!_OgFd&{Zn8USLm|`@{YgQIW4=Op
z5}o=b;`ch?^Lv)T^G)50`a`xRX!$$=c)qLP{Ta_EANJ2xDw<lgOnMa5_=b$v@Fh9Q
zF1qSjgcMN}Oi_NX1Nu~}_hj|9=(ZuZKgH{ry){BVR9$}&9r?}nC$7oZid|g;e+vuS
zMwlQ5kJ1&xRY%-<MQX=$TT4gJJp2!{u`lh(gYbTYHpICUind*u|Jb+q;!~LO*z?ps
zJWTVXZuezK65B_IW;uf+;a~t2L0uIQ&yGNaug!fdGA&evAi+WwvotfMedTqe^sDc@
z?(NH$biygC4Qx}i_WFU3@s~62>~lleNPx<+ybVrZmuhIHaoVFbz6-Y<z0DVZN*zds
zvs4oD;1JgWGyx0}jdZV6U!Ckg-A{0N>^jXJuXYqFGmpvPu;o8;w42zHnRt|qMyWu7
zi@cSnK&GCbP^^d&nnQ66ad?Uonj1Iq8mz2j?uN(T4vB+_+-EK;;V5%MFjtjz>>E&$
zX58(!Fm@72A7rsV^rWY2XfajvvPaQ{74eO;8D3e(#)B3JDxD-|^Gg?xasMz7n~2r6
z`Vd2H)anS?GCTA)j~m&F;I6&F8AU{KF*P|beo$kCSEl8s^G~bbVwbx_*tax<1k#E2
zc;=#aEZVTo*ubDSU_P>v2YW7895G!k<bL>vsBs?;{$<kn2keuT{9j4mg&>AJ_)Gzv
zuA^|})_YCUaO%^bf%oKl^oqB7W=5?@MgMUH(=BQwwRU!(lcEPDy*utb`{c~WVYL$r
zRgBc4L8$54Gz%-wt>a~OrRXKjub?q$ZOALF-mJOl3{>=V0$IusW)zOjSG)2-_KH<m
ze&Dk8fCe^SB<UZE2SeY#>+NX0aokH!4G7F$+d(kV_8&F!3!ys}%0cGn9uK~G!eXMu
zUWn^L`|FZG^~RrZl^mJ1qkwAlW}d^{OVv+&0+tN5HboE)+ESSv7%=7&sD>rTbIi9*
zL=CJ`!lY=_U{qO~DNtgwqFwApAGyKe<0YfLB1A_DJ_?tx=90wkafT=Yll)2vx$Uaz
z384W!J^Yq*17ll#UT4>KJ-*REXyz@t@agqR>Z+26{;lewZC64m1ZSN2n=TX97ZcF<
zD-6w<-RIBhGfbw%ONvda92XIoTTOYg6rvd#^D#_AG@wV%%W~{6?>p<V2bqh$g8H-7
z>{4H!NJ#pTWZ5Hrl5hMjb4QG<x~#j)AJU}5J(d;mXK(9R9=Z$i%ffcek;sl)Z32yT
zbC@bWF?E`?pws%LU<Qefp45zxI_DR3O+6`&>y?z4qKa<Qh9MQBIFPeE;PEUUB~*Re
zc7PBzkk^^_u`Hj}tS4{xmf570^02a02){wz8~DPa%(p1J&c%gU2P(+I-;@%&&DNK5
z5;K+^PE3xY-(E|*&n{5t43<vrIPQP=P89s1YQ{%cL^3qLq*JdRmpX1Qm0#i}>{_gl
zii3;!g!LWt=zeu8YTSrV!t1N88+Cke(*BAN;DA7-%O}@w$@l{HpKCge+o3e^(@qqa
z+q)?4^`qR{N1wenDK{Jexm$4A0CL{Ic=fML9#7zBYzl=%IXmyW6$Sp@<;#ptaFRzv
z<}GXH=PH`I{>ARlW#{Pd3=<*jcr~Ol72>6M*N0i)vIkLexD}I4;*GQvD0i{KfbC)g
zH{(5PRc2mthKiNPbSI0m&u81Jce^5G!_RGm#v}-ZogxJAU#a(oz-<06y1qM*>i_>&
zN{ULuC}l+UijYmi-sjjHN*U+K?ARfSO35DCat_Y1D(4VFDWguvaqQKwXPMde^*($)
zzwh^V@BOF#@ILSHTF>=(Jf4hrt8aavM(N|^a|ICsj`z`3A44wokk!CBk*|(JK0|%M
zui1-|99&*}%DjU#d?&2B?<P~*Yg|@?<nIBu<r|B4ZRx8)V$OY-8=_1a{P_-0E^-Z?
z#n)bNphXV43}^RTzFvzP^Qqrj>M%6;U?n2z;w~G=Yuzoo(e)A583eCA@x7?>AYw3i
z(JrA}BEjt0-OKLlfx7G7zMFHkdO;faJ{yqd0O>=ME#|_xa|Pzd7t$Sd7Au@bHpO~n
z;Z<+o%AKWgO^!M%`s01tWOsMnvs-%BuZupH?<6S<3Y+Thh}rd&N$o2PiR&`-mN2|`
z9UqcpBD6(G4l~1B6m183>LNV8Xb1dGQziHhx1)P=FZ;S+s@sq+f4&a4IDHnt3SgFt
zmT9S(Y<Gte9Bbn?W~)@Vy|uZ}UlXsQQd~MF#6&20vevX60CABnw1CyAbdt05SK8nj
z4vR=Kb%u|N89BREP3DPmRlHBL9bJ%A?#)d4G^$vm$UE#P*CpEINV1xwaglPBJi-{)
zHwsAXUiRGEQf5KD1T^Ujan`l3T4vz&+%KQkZmXG=1VF?2Y0-%5Jd-gYzxXjMyi3Vt
z;H~HSXtG^8ZYW9JrL;RNQg$p%PL|GFWrY8!F8~b~I2OD<c?_@>XbG8)W=X{^O%y~I
z!9(5Q)Fq*3t2)^aT`_HB{Om)2Kv++APY@*z@pO0Te^ohjDbJ<<$`;5m$e<^T1lZlV
z4y|0d?Op&`_`^j!hkDc6QKEgL15VhC5G|2fUwZA;679MY{p#&baS5G7_9{?J+0Y^O
zox0GnZ{vGL_024euY*O}B0fS5WV%aoSTlJ<M`i6g0XM1lp*8*!FPSWX^`F<?=yIqX
ze)CYw`t3&|45t&RwZe#>?<XrFFc0gnpZt(B#blzYPP?RflJYwFQ>VeK@il77is$dy
zi>1p7v-9J<*9L3Yy@VB7YY-}^hpe)U6KAFiT;bEop~km98<`2T=e5~+Hn12385iE2
z>~B}@v0%+?5Wk~S?exXZz~W@G{>F;lR{8f-x(G1~lw~&SMWqw{m&>zee!g&Zf#Zr5
ztN3D<=LY-J_?$y~0kB3|^VT9IgebWd-#IHlCLrNXjim_DOI=fMtz5rZyVuAxg|>&?
z{@`cm<E3H7bvgfzowd&!zKuap#(pu^=4y7wXXa@*z|JT(y|-f}3S5&b{MzSnLgl=z
zs%YmnaPfSkRErx!J8!&ViYP)^eERfB4n9>(^QQAGaaPnq$4L6&woyU5hQfyD<O&@*
z#vc~lgqbRqDy<HAu)*{oIzXp1i$~wjqEAUv2W$4S&QT|;r59sc+V+iwtF_~ys&5`3
zQ(nUA_H~kduNidz?Qf&Jhfj})2?lsnORs595?SX0UY~jJQl?KQ`JUk5@*{LtO)Rhx
zg68n5-<^a}vAcsWXw*N&D=VNp#`<!T-zjQJ7(>NMZoh<LaiTZ<JFlX_#C@f`Auo&M
zNM1{N#I_!qo;){egf8g<0og^*#EC`;tsgX8{0O&eXFti3U|SO)uj<P065Qhw0zBFD
zY1ZN9ry#?q=&c*X^^yIAWrh(+rv({By40rBv4(t6&@~~%OPXkraKSi)UT3VgdO<h5
z@L0VevwsS;URaE@ES4Wdo}6>XS0z3j0O4q8#?#DHBH(R*MQ71DiE)lq+rDL(elN&l
zLv(~y&||Hgw0*^61C+%&b*2T!y`9sf=Ml&rI&xtP=8tc6zF_{y&wk1w*Sw|gYx;}b
zdY|uDUx=!-4aiND-Z<)e5M!P|nc<nNI!yjP37Za`3n=q&kx^4<81Mgv+!2`l+Rvpz
zXBkML9iKO%j?!D3-!DztI4}z5t=qmN(WQ9btPp(<FjP)eZBv|mXw)qknJw@4E7CU?
zmd<>3V-K=@GppCwXt;K>v?=wxWkkL=SDPGNKdoKT=IGfOLU;Myaf7-Sk1}y9y#QwS
zG=2+-J#^2KH7`-{chC`+=36cIi)yhlj~9|_oST5~1A+69Ss6vjQcMulZ{<@ue_HuN
zMLHCA#<!%#wlJ4x=XBB#VT|f6jsj^;SwXUcvp%BAM+>~_JC1z$BF`!Bbzv}gIlb*n
zZ!&GtYt;Oy;jKWPE(-4U=Qsn8zKRo-8NSgf>jjJHNtO3rzB!yDekY&2f3k<Nc4^Mb
z?wDJ=+4lELH+RdIU9Ud>YIZ}mUtGoBR>vXTp#)1VC+rSq>Os1c&Yg20aC9sg!sR}}
z;f?YhDqJoq3gwtCK=pnt6%gVxRh1aVLFkojjh$f{ALUAX$)t^;a;hm@56wAE$h!c_
zoH4<HO@pE$x%LhiA9LLdH}R#a7w1b?MdlX&{yrweXT0w7O4`pVHnX(1lan~po>nbO
zK~SJdz@ehIab(k5m?uoSy0yPmi-+>stn&&$S}{8Zr>|e`<=dtDiB>~4t>ex93fKNT
z;7ZG1x>h`d?X+KN$_ueJYRi+dF24l?H5l&PNis%W(JQP&a#R&tS0+xB3C);wNl1uh
zJ9%H)SepEGKwGTY=ZjFjoPM6@Ut~*e(e3*V34ODTIy;u-7?~R=GUiFV!v@gCaDm9E
zw|J^06qDBc!7(xkfq7SA9fYma+*;G+4OXy&j#rGB(yH7z#>M{j0y>EkAdh&FE)ux^
z04NLvup!;caj!Kj%MFWK3+b$jpCl~bf9*D&S$k35VcBpt{ng~)%77W|`$Y@ZZ)ICQ
zB(!XMM6Y$X(kZgJK4U#@3o@H`=Xzc40dXU*B{|lS3goQW<t{j>^AyIdzr47NYqsa_
zn{Jm6PK<7S{x^brXJq@kp1Ya>JbNL?e+=W0sPXh-_jxwOwiyekuz2`egd%P3W2I3S
z-3)h6yPv*b!qD{E#UBjuhEr>=_XEQ)kZkXOjc@a&*G^lCiyVEOWAxw9>OUF5C;uPN
zYWbU&un^ep#*}HsV!PhwGd)+3e-0tHH(s1|c(LF;_`zse)J`kB@8k1C=2ro^Sv!kO
zU*<;Vz8aHa#O=3H(E)EX1xkCc=Hf27vfg188Z0z4YS#~FZXEGWK4-0D(<e<rln$Ld
zHI*eqtmFUQF&@;*?8o@kG6_SsA^O(={!{F<BS%m1pE$aVHz<?aqYI+(ZDERZFT_xy
zYA&IIq@uFPb=j8QusB(7rP5Gi!}p!EsHDTFX!njTWjJw`Xz^KXSc42STk<aH4@&VX
zBSysDIylhIdc9naVSOJ6GNLjLUzi07kfjYP`E-i2M9X3`5^&$Ym&!Q2IcS{JS#{$B
ztw4<92kSsv((e|Frp~ZN*5>l2vRg>YEVFzxl;m^yqJM)D=4S@)T&alaY<(1Opz!%{
zn6<uv3x?wm>sJCf3gR(e5+~&m)qa7jF%j(TbE?njq-T{vW?na?|3YrL&zv6eY~l#`
z`9vVSdor3%ZnjbYsNqpMh+rTuwu)awK{)C0bFTv4v3d}H-5yWvL=hz)1_l|Q8WoN-
zGyA>3Oh5oAt;HNmAqgeb<$L(B=Blm>e^uILdHCcd`a?B?-_B;u9*dJzR-K^rV`YZm
z?kyyqUmfO)><*^+_CorW#OmLvLNB(?0uMr0S0(u*lT&RSfHW)~UnQ)iG_Td>sSQi0
z4oQgp{hbvqI9Zj23Gm-}AX+yD;JEaSn>k_|9eE=b5uSp#qa&8aEl&UXFSZIp(l7fL
zZka;8T_*hL3M%8_4q@zRoatP$$^*2DtlV#kuDUcod(XwjTx6sqj;q}KD)QCBYUDci
z{q);ImRG#0&#8(QXN(++E6EV$!*;G1El93PdsO$B#77KbSy?aC7zrcfzi;$Psoy=x
zEF<E3&PTkq=mlB5*kuAQzDy}G2!GdkRAwdPsmy`YjdH@ez~{tTmFF+*F-cpP)(UOn
z-678tmamSq9|iPUtI;^9p6*?4qI5B2({g3vQ#G}ssrKE1|E0ci1@b3g2mJ-A9KV~w
zw7V#c;@V9ZZ}>pRthr&rb1psWwyA}pw3*uLgJPYkA2YO3FQP|L%xkrSL2@5nsAREq
z=}mrV_4f8}Qo!5rb1e%MBRd!72bQnxEL?JUFLg)JMkGVF2hl}Cmun$}+o2~n)m$)-
zTv~NR{^W%XSJ0L}3UY~F{|C(!-cS{0U8Cvp=~hb+h|&OL{p&IM?`)yQ+ydTysdgi^
z7X+$YVoT1Am*@we?fL>(pS=MBSRMO8(q-TZc`OJMxg2?0HQM%-%r*V?^vU6pB>0YG
zTT6lx_D~VBbCYQ>>b?}7qBV7|kTNz5`y=Ha!g;$z%Ds9>Vr$)yzMYSE;OM8+wbE;+
zj`V`e4Z54t6_G}*e>ba6r)&cvfFhB-SUy_D?M=j0n(s{Dy)N57)z)wIv=hIF=#y$v
z9t<A!6AI36ixl^*@UGSi(8ITPDGv_OVog(-`&8N{L2-Yjk*h7x2t9A*>oY-)os-&s
zrc+gS$}5dBqEtx9s2Epk^$vQEI9MNFthjC98&iwEG41G(s9fb}{%*bQk|uy76ezYG
zo7*kR2SeEERPKFh20#*Y;Y;cPnTe@do8NJSpd5mIdf=C!#^=+DNmUZ?%p|<5A!D4G
zyU-{xBA;nmSoKF6ht<1LwaoHp)y(wjqccoVM>_`h88g;9FvIl}9PTS#BWO%3MIH8M
zJ~f^R+u62+d4-{GM@w&uPcF1Ej@XD4&9qnKW4%ju5sNfN%mB<r_d)8sm`I!WxQfW^
z-$4#;;vI63OGjz76LzT(VVfW<gEl0(51HdTRm?*R5sywTb-dwdb@(y1-=IjU^b2#_
z56vsEFv5(>WQ8wwFu3YNB3{({-4%sp4cwjOcT9)Y;LEptFXbI(s!A?4?g7z(kNLrd
zOuk(t-0>sO3$%o#$@EuAIH{hWwM}HbFh~^Ls@k{=paNAAqp0c!m?V9x{CH-LUzblS
z-0VHJWkK`7$S&ioS!;0k-$8O%G&Y>8`qJ@B_&&WUrRyl=Z-{u7P~Rzi@>JHqiyFuJ
zYp|_LPm6|J4fc>&hc3|Os@*K?`WiI3l1*^0spiDd=~PJQ)D7jhlHd6bCX+k2k$)+g
z)xsJ0!y+r07f)MN+iNd7o0;;CyPA5TT6yz4C5=IG==qMKuUPU}Ew9*FG3*7$+PXjT
zbN8KdGp|VMpFQ&?Wuun2re9r0PLPi?sqt9s!6+uYRcYo-`=X(|HWL*Ic)dU{s}2i?
z!&x}4hm`J9yHeIBACeUks&<1}P$%)Mw$spT?YRN|;>`~n7Y3D@26z3d9|En|l)`5^
z`2_P`N(b{e3VXc)%NSwXQxze8$Mjk;D$!TPC=PA|fUJdgLs&Q{qmmsIp#bcc>m2ZR
zg_vMn*OGQ2WrF!=hW9~qK`!3mX})qrkXmt?XiJcF-(Q!p?&H>1QHv6|j^erd5@F_R
zR<L<<th+l}!ab93Yo#2$&cPs?M5ICtj^k$L{ia`Lrlb@=5=!^{SBIx)jz516ST>u4
zwi-2hja(aoiwF#)j?uy5c60eEw@&v|`<5=2=_J1Qd4Ej)Pqnx6qy>lVW)yzjF53e8
z7cu*aPWG1Kl*a=`%E+^A1#EDX9v9DHZK0|^zg|q$%pN`Z_(hJr@e3}Ic9vX8p}{5i
zZ1r;cQ78O$n`a4r*VltEOZ|Z_reCH?325gJ3VOe_6%Go+tscr;eTqFDU1?yojj*~^
z^r23t)B3=y@w)5BT97ROnxFV)h3-Xp*8fFN44Zrl^m?p8S_`hH_Y7}dS_1T7H1CW#
z0|MFNC2?^vp#z~!pzNQ6rk4G)CqOMGAujGE0NO&Dd;6lWv62i2V)7j)3`sty4`Wtd
zm2)Qk4b$lp4GOA`wN)At@IQj9kJ5$Cdh6A|9CfB0b<#3p*|Wrm6CxS+GEM5YioFi=
zq5NJaGjk{^lE#TQCRtv?mrL!NSb_?k6K=mHc%&r!_8m(!M2UG<>ZAOhFk2US_#9w}
zrfZeBr{AY!9yvTI{^a-UjmbRRl|ZF366cmfgImo#OBaRi{WSMq-P%XXc>2PH3ll)+
z1$JR^#GOtd{>UUmCoJGhKFOyemlYVQ(dc{vNTE(X$k`|>KGRpHE`L<8;;Of=zA>dw
z8wRsFh)`(vgngWwYt&D3)D5|p_>{wyEAtHf2|k%wG4C@xor(|EbAH6+yjo$Ke5%`#
z)b`F?VO*Q8TJ3i9LHO7qGGJu>2MCz1-}ChmVG_IYy}z$66|2Db1OyaSZ{7Ml%E15M
zTucCbJF=Dzc;Jt-ZxnPg6034DQ*&UN+TB{a)=)-!*BbU;l=+Ncqlj0IT}pXNhE*40
z3@%qs=kVN<me-u}dqDVoYjt7fGA6z)dCCWNkrz6cuAgK)*+YO;Td-PS%xW3S@5>B8
zyv~H@x+W$j-yF&#G~~`azJJ4c-b{v4RW5LPO4H_Zh(f2`1wMhQv%JNp1&Y^=70OjZ
z9*Ei6P6gCaw%KvF!#9;#!@4Wmw9e+~ZglIGm`qlGAd8h@e>yOKeKTcK7tnokImF2z
zwv!57TB5mX{D)!|MPV=e5J|0(tpRg?XzYfwS&{7Rc-uLWy1SP37|7Tpvxbb7oPS|W
z?9+A{c(E~i+$u6LX}wM&$g4#0V!(}f=}Adkn^8FJn_c`a9iWjO7yj_A2;{SmR#i!a
zh$WUwG;iIq&<wa9p^&fRG$_#G*IV;$0`9A9>GGY0wi$XK8X9J1aB6bSl;4=hQe6JU
zrAT|~NQ;hb{&hCSIUGgs#vo^0(Tncq!-J$>Zpjgw{E5fzX}%wDjINctnW&OhEe{`G
zhx~6dB8ff#;{4Iv=hgtH-1i&K#SDA^kIi!=VjUk6LAYtfS*}=iQRBf4mQw=DJ8A)S
zg$Z6Z01&kP!wvb}L&Onlbh9_ta9LTMjew8EtvJ_#gnO4;6uPN53b%{2{rwbt;S?|t
zRK(T994rgo?m3sI`&hIyReOBXe0}Z2>cW?Ktg42#>o(RX-gITcx}yuZ5cv-vd6VZN
z!^41!6!YFGSii`Ceu@`<FcFm8!{vn!6dF`$x$tY9b$Xi|5}=0njWEf1e)Z@s4EFv2
z_~GA!*OF(yh3TJXJ<>7}#)b`=#sV<%JGYuk*hM?hNaORT)irg4hGU165emW0L1zLB
z(JiZU8&{9--6NgnV&vn*v>OxQ#V&IC31PCQr$kCH=+4u~pC8F_5}SsF6_bleLZ~b4
zZ%>Av<_imVc(f91xjyH(x{&vR{B9K^evKKwH)kUULXEE{ygC}O&iH)gjPSCbo|Tf#
z6PJ7;;XjXm>X>_6wtAELQZMU~<}?Xws#-PuEY)sXL}qHT<QjXuSDJFw_;1fBK#IC#
zK2K@?WMV1^ulIkp8?yi0caM)ci}k=(-ITBo%h?8mjp;1~%1<k&*Fdx*l=DPbY{oQO
z&3V_gmcg7Mh0c)67F9pkgvwK{z7Pmp+JvJfKDY;WcWpIEd6(4TT=v&oyqVZ2+Lwo6
z9%g#%*J4v`?!Ng(W4{8WJwC{);JS_8ds{~6k=Zv+oL0ApoVXzv!-f?BLm5|lZo+ox
zPqp+fKHPXny?uxe(!}!A{1iT!-?5c*%dbm=Ls#dsmo;P3^Yl9Pvn!vb%cc!^<*2Ca
zn}AcqBYPTkG@<YK5jt}Ey-dmvD`b2A+~|u^9sSn$sdRSMKpfh0r#H8kPCcll|E-;2
zlwHoa1k$vbcXwaV(dHgP9=H}t>od2beKt7p*qsC$+?>#I#n-sV#A9iQ+0UFoQyZh~
zHO|&0<s5+gIXCMqB}3he+(!T=yty|>?#ij10UXyh_a$aQj|P&~)^Kt}#{98obHm*F
z>(S`;>6^qdu|R^`D6Dd*HLo+;_N{5fva^lgFDibXnFGARVeke#CKd7M#zAsX_W%iy
z08&?yQkNJCKi+`<TKrjYbOU%=VEEKdb6<?iR=>!6D0?niYnoqIF}X6iX^{Wun!d29
z(4Awtn}0@l29H4_eca~IGakVQIjY;QuPq|84;(PKBMF5A^n;j$>q5cFOCOcV4p}<J
z#y350e_@UmBhNy=qWKWMGiSuTa!#ehn6cb>Y$`(`H3iS$pi^-7;}_sHwH{7O0An3y
zvdl{EHGJ#xES2RJ*1=A<m|plC8fBz?se7(v*=MDf3eP?ibU-6k0$Be5)TURIC7}hW
z6URSvSnk~)68q5!BTd5<WX?%XNq>fj6*uoV@jD2(D=OLCB;_`K-}&4{SMt;o@|fk^
zDA#=QREBtBX|d7e-xLLQ1qauNwvrh@X_L3x1twnwVq_yCf(jGyYrV1;U*G=-*w=)c
zhVKCAnwVEQbPWs_Uwb=j#~15s0K!t;CMKO*kF?CAy@%QA@rhzN`#4Z8Bb&wYLyff)
z^2V$X`J9GZ8q98{WuCJ^wL*UY!Y(y)bnA8m?Ukadh)HlTcwQSIoefDG3*q*zRnM8*
zrCP<F3rZpu7`J{7rgj#1NKc#Fd@7B>y<>dw!41LVSNm+w7jJ7@Ek6icOBTRtC}Z&Y
zEMJN~H92)><>fb)eoIleF3T{>N>9c2IDhen-a_pym~W*sHQXCCSIxd8KJFaN?=pt$
zR=EKkDuOnrerf|84Xzmi9KE~%o;!Rj$!$|T@(H|vUNfr>lL!{;8x4s8{Fy=@zqIB~
zoP~~E>+sK_3J}?7Y?fPgXS8#FyGETVW*YFW@#zLRZ3W)53;{D&^Ip=P$Dvs!e_qDM
z?s!SeTL`!KSx)^as1NNtR#U8b3o(QbD+8)OEbe&|6XA15)&M}d9Xj=vwW&;#95I5T
z6ZZ{3`WZ)7^FHzKKc*Jr91u#Gn<9*!Db?y{6-rk|2VWBCA3Ud$S;WR)#IO_teK8H)
zeL(NP=>6#d>sal${Ek2Fs`9Egh+qeA2!Y3&j!HEwzxPKHP3jQu5R9^;VlJG}&yFjB
z<!-1TQ;?893zCyxIq9z={=9+htQP$)2=pITKrWnOa56{Z^OIyq{>fZi8~Jf?*nS0m
z=(lRy&|Du;B0m3V@70~r+r`!M`dHw(L-flA$*pfMx%z*21VCsE=92Bk0af!tL!+jO
zOo~xdLr9YY?A5|2_UI!MMvCVB;NK>s8!flqlAj(vlU0=RwjY!GL$TrAwVKGPuj6;y
z*d=FG(vN?Wq>j<TbMV_4uy*b$VTZZ`-!KhMguXgyZ8Nn~%MAZobI<S5QpXm96B9y>
zm-?QE*uZ{r;`?d8)VrKNIh^0w;$>Ac=mvn1<tq0t-X#lxtXZ^bU2Ia6@moAB@9kXv
z2`b~@A)VDjUOUmAwN1Waw0mhh#K>x~AYR*3UdV5c>tuFVS2{jsP<PF0v5esGJaDZk
za8O2z)M+9ImG^)hF(vINjJSSU`pDrVEE_S;4t)T3!f(5C3=ip4-KX0v-0iw-K9=0U
zow$tlN;(`#dxBd*V``_wr07|o{EzJFp#l=t<NDrrFhR1vYv!+O(c6ni(saHKqe^6f
zhF;(?E~bgyVXXxI5{=QtK7?4ty(@hSm?mtE3vb?uj>S`E2LrUANxN^u4QN<`r;Uxt
z4Lk8Vrk)Z4T=BKlmO9$UNXmM94|0VbM3=88gKPUn7@d8Jc~KfM%UQ0WC+3p0C~nQ0
zH<CcP{~V(8)5Kh&UR$`P4%~*0Bv5?rtCh27mkiqOAN%i1<~P|eAaU7^5CVomyNT!J
ziH<^Pd+2z+9|H_3jnQwNg!uJ3mvGHNQed}M-R9*xtJ1s6g?kBVB*OfB-AM=GrfZ$K
znn?(@vY2yar!I)y&KiPB%3R5KqLwwMZyI`L{*~(|%FBa$KR2QNJoD{Iu&}Wca;pnD
zvt&c2hpxPNPV2-a@s7vTPYF8<i8KDdw_8p9(dt`x(@tKPulFkTEiiwg0TKFXj`Kj~
zgkkuMudcTOR&2*38tvzFUD`h2W<6ewiF%Lk^wfJieIC1BC(w}SBf+J}9aW9+s;sX)
z(Q)}{1@cGU);<pE^5VV($@slA#^s=gcCcclX`*7A7o^xFqpVB*V|Y2C`?XJc6jMgt
z5k|FlVpocpHZ=4=s*OBe=Xz{!-Y0?LFb#7?fgp77#3c@pv^BBwZb`7Xk8e(N0E%!8
zsnozWSNTyiJ(~I@_obm(Q!l*ZjcYrLB=xgumDw?oa)1A(Ycc8Scq|mU_rZGgvKJM0
z2@@H=7eFE0sc!{pK7!28$b(?NK*4@$u(|^1o}P;7-bZs2r*4N^t|KSq*KuzVO>Xu+
zp0wGUql;eouOH@s6s<N8&R+<$1Bf?BykmSFD4!(G)dDn?H6XN_evaew2FwIuz$6AT
zrCk{9cxj+)3zA2rT8&IJH%nJ_$$6IK99J0XO`y)!cRTFclMDiYd07a|E~?@AwIL0?
zU+${cUQ6EG7`y<@*~5pgjy?l`<gcGMmz;nIq`?h>L59K<P~%!%0cw5?ha-W)h~?e!
zR#PB{p58xORqPAu67s5`vx(8|()~2`W=|Gib-tJ%Y}LuDMR9pbVi`N>^-t*3icfT4
z=Uer=A5ZpOVm}bzOkE)DJW_~;c(H)dM016XNoCu>S()*1pzp;6xII88O`X~&V|&9r
z2;ipnotC6|h>IA+v|b}8g#=pn$zA&qu{ZAbc*HLTj5MDBn6}o+V2~{jbXWD6NdX$q
zQ#M=|Z>Z(XDpdeE)Y|4o2AUH;W&|+8NN>62!D3kbmGHBBBku9!?fVI!Sw4M0v!Cda
z4}`w_-0c85@Hv-i3Es324}?@-l)DVq)+{aph?F4t53O3yQxPG=LMZc=p*LHhyuy$3
z|8cYD6y#EE?@LF(i)}Rwxnc~jLL>9bCqnnrqXA}|=d=*b^_WywtQ%9l*p3R!>Q7C5
zl#D&fI5*w5mtB%CA9HYb<sHY>m#@XC0<G(B2|{pYAUgx$$R_8WMo0SwCkdMhlV-)_
zP~IA17Xb{t_fA$J0Fnp0+tmfv0Bx00AY&tZjzj5maEIMTKtcc<S}EsX;+N9D#-7zl
za!+x?!?^v}v}V&Plm$ofMpbv$QC@SuvywHc4&mbNA+Q`3C%Nxi{~tjno*!>9K=bMK
zyZYnCXL3Pi2kqks8Xus^+MA~sXs+-nm^})t5jDS~y=q^-FEL~N@rajDIss>D7G!1i
zN4!okFl~iHn_+iDa-UQ;X>>O0n9v6zf9YAEJ4lOHV4*(BAVCb3Bw?57%8yJGM(!{_
z%Jm2d%Gr%|Cw(H&LuKUXRr#k4vWD<PF;yLolB0#c7H;pnNv#d8Iwo*IWZN%NCB4qN
z)TS%%Tc$+%@BiUo>`^iH{`+yy#-2gQTKc7w2H+dw0QpdE-#5^T$DyhYsDiY%0l2=y
z8D=7K2}r<vH3o-oj3$SB40~35xzZnF<W9sZw@=c5=_@usP|dzYJ)*TvNrtwc;MI^*
zm8cv!S?7Hn=o{ey>eK}QF8gYO0`oT5By49k0Rh1K#4}bJ9t)EMfFy%`j+`6C@REHi
zbZ|lp6&iXi$WM@T7|p&@Cqj*rNmzi%k|H6O@<3^3s<#XP%K)^w6}<x_^3$_`9HtQE
zH7(7B#KQB4zgB%EJ?m-GfzB4QsXZyq${m-Bjk9Fz*X@Ur_UsIg_VoiAPOa%Uz&-+G
zZ>yp2`Kmy)r*v_#*D0$LNW;`rv}Guo&)4nL3WL5yKr$~!tMLfUiTMOwjM@GUpO1ub
z3`fYrPPa*mx;SxHyZ-9UFPP50yMO)Eny4=w%cBsNDvkgEjL7G$>wH-dEdn%}fi$#;
zuKis&^}cFfckkIgQ;4M~dne`8IdCY)4oT>aqAE-C`L%}!Mfvz1cFu+T4RaK>t{-G<
zPnE2Z^EAzVM7{lq^E3N%fui@S!GpRfe4)YHZ3rrPKrQXEdkFwTDfYf(y_f-d2Mp)w
z)7-ym@+OQjpFtQM6u}_dB09xOtz_@==BcOc4RE*^xLKDG#7{HGXit|lr~<0kM2{a=
z^G|JoJu3}b9c2WsPll_Q(cI@cS`7-z+SZwiNd%;s-(`FDYMakOxIH`du=*7fFnjgy
z<#!VC>6>j~q(Q98kC=Mmi4KOnqb7&i7$ew|54%0D+dgNNuJBep_3z{QniCyEetXy4
zq_)30O6=1`fMSj9dL>~>GaS4z8~?Xm^UJ^pnYszNX%(E=Bf{wXe8SIF!E|=X!EO><
z>i+J*Xp{n3;H#Q?MU<WWLgkpiwFz6~W=0%vk~~ev1NPhr9>|?IZuJk|ZP}0<*Ty35
zyu0$$A3y@uOX&f*lme%|1wf|QpT_*pAH$=mf4r`)9W<PzW8xtp(5O2+D2&Y$wE5>P
zL6L_>%~|+g3<;*vUFg66IDrDFiBU3P6xXJsxML!B*<MHcXqE<?Y9X{B!<$pQDgx_e
zpPLqXLiW9^`?-mwHY!DS&o&<yr+%X~PG>G4m$Q01Ax}Bq1Gtb2ZH2_kDoV6<|8bwv
zKfPq!Wvo~mr?6{gA#~Nxho+&NpgA0{d`ggi@%!5}66f_Rgw+OkT}@0P=gvw7)i|fI
zx~lBC(`p6O$zy8J(FRb@m-Yjs5cj0uV3Qw|$GBc?hZ<6J^j7@t=*LhU&>y)z^tkCQ
zB<blRQ0<2GNZU{OM*6<kyF?ZGz8~1>{je4vB<a_D!t)tZIXPl5AA($)^zT)^)T{XT
zTa~dY<qrebnmLi12xu06H`BG4mdow=ZFSH{)EjojWAA3_Slcc?AS~&I>+<FWwqbW&
z^bzW8_$j!)qGVh5Ej)aL*`LO8tR!#muT+Q5FY<ZPdJQj&#JsJ6l4ukM4>nJj(!RUq
z7O3-mFR@e%@mHsBVayW1@Sq{8Sy)8PMyYb{MjUE_)V1qgEFN#Q1l-RB0>LG`9ykCw
z4{z7V-TY_&o~N#?ck1feY&GJE@}Fzc;{<~gEp!Y_3Uc>ehyz+Ye??5Sr#8&`7D^n*
zOXDohqf#<Yuja#Gh<`R5Ei`e>-!RFPKkJ0iUMS}&G{7z?wlf`5n_eNmcOn~6SGjy^
zkQtuxEod-NIOwv40%xg*%kEN%-kT6H>dlOc2+)q1%CZZgm(`Bvgj>kkr)urG`^`}6
zJ+<4oyLj|i4VYGy#IDUEa2x4>AF^V7_qg|-cLU@uX^#6>DPPE-D7g9$%#ve+7`*qk
z992Q@vC``XjIK(8ePnfV^h{FY5D#Ewe2F@XS+HY@iCB$ye8<x;Zzd>XA5bN+H^TzZ
z4D-N=j%0a5h`WA4KhUh9ycIT3!bgrkk||D@ZY!-{^Ko$}nHdaR_5!-*!_;r;+_u8`
zt<7|6>w9&d-`a!;O{QGkw|n33pQ!ikZj07xVj8<M*ir^yFe1!*d)VL^w9BP9hWNy`
zq<s5D*LZHDo|AW1#2ZMV@A!+PBff_5ZAT$8dpPah3ARGLXGdPI|A1T4)$oqTIE2{z
z0uZ_As{Q+GZ|)8-QeQ3Mv>l<JuK8n48t%>?i}7{pLizWgzY<D)K8pw(T%<*O!-qC3
zjjti)vblBq6r-ozjjj(Jg!V`*Zu^Y?z?@!qD$pQ;m&Jbxpa$XpvsezWQzsAQ8^z3#
zT<v;iYo%L|viF@*(9V9W=TNBYTG~7)TOJG;RO)*ZwzNAybP_ttUXn7k7DC}5^njvM
zHFoM3u$aTDP|qko`ik;9HPx|*omm8O%_3a*zb<n8(5`X~8)&Yj%w=w$aVgQHCWG?o
zQCX2<l1`^pUa{(&EV2z1j(-NNaLwJt7E4uhY(zcssj+*s9-Q|eIV!f~%(Q4BENF7!
z1nkek+*ZPAiKr?ag<!c0tJaMgdLeGA7>RNB!+W09ap=W8ctE9aYgpHMsJbyje#$Fc
zlQ-{4AwgpMA5*>Cno_>Kr~=&;gd~YHYTq3`mZqU6p?_p>0XiLNVn9}4A5Alk6A~WC
z7c&gL+9xd{3c@d|x28`k&K=r)T(%$-S#dYj$=t%|s>Xil_LQiGVM<FAk8QEUZN%*E
zF`hGE4rsh`(GJM(PB1;m)rDB)x$n+i_RX`JyW{ovHuYh}RvZ{cTOI2m1;f-$zh+tc
zDZ|}SIq?{*2pa$PA6B?oQzU6|D1Q5|!iCjQ-rd<c9twSQ3>ygA!%MXUhz8ZJn;GPi
z(eo9myXKzzB=t2*f9mKYN5@bN7e}H7f{*Xqk;)*Qy^)WAp0Q>O(g%~8Nmr+Ahw84Z
z&zT9y$Y54PcDK!SXzpo7%;RlgtB*R8%y$G^f_X>wj>D(_9*0y@u6AW&J)1Hz0GT<h
z>HKgsZ{CBZxFvvV-LpT;4A9M(o82kSxSb7Hc)*;4Iew|-D0$fWTFHry!5V`V@#y~^
z?2AyGo}Hb5A8~7Bwyv+aht85-XBUzu<mEC=!3<jrgr^a~_5)cu+TL`#;e^pQXk?6H
zP=r|Vdt$C@r48ikS?jsy$&V*-Ppt!zcLsvBc>i5I+1b!AWoHwsVN)K6zJ+>244>UY
zO7I-zl~)y59J`4CwG`;MSG)Q4yE@Ksg8&k#i9Va0u#NRt##G#q-I01IME$sko}c9R
zKVUcjy&5@yq;!(ox6YT<6()-01n#;U+<Md}zA`D`J^J^0<obB`>~I=2G>2cqpMZBv
z?M-kn^)ph~eUbyV1zi1SFCZI9=Q|%yPS*a{1wE~AHBkXK`xchQvBdamRVO;Od7tbZ
zJycsr!(fdDCp`iO`xxTpp*=hx$kD@GAC+Q8x10Wnk+{iqdJs@$=jwKXfmEUiq)P&b
z7Zl*aLpn-89aA;<9iV*W0nKpvWI)iG23nq?3!Wen)_bx*9?jDA#14=Shg7FY@^Qcg
zW$o8dAI!vhz5cNhn}?>~PXL-d1z`7T0I>`xjluz|v$OK9)9i4a9jLel<Sh?_z8#2r
ze;S~+nyqrbjx5jg!WYNey4BebPzM|l?$UiU$2IU33G15@uKwd(ASlumPrh1qqQeV|
ziD>MhX3^|vbCZMufC|HO&+A+4K!Xw@SwUP|KqAZnkam87zmqONk=(!$`R8W?L_E_^
zxp)Q8w>m*N+Z6OO9R$+ifG>=AZ_7l(tw*TUQ<xnijAFBNpQ=J1W>vnGt<gGsa?b~_
z4R^h<1T>&2K;3s4$fGD)W}nIM=|fH?0k#`HA%S_&izGG$dOEJI02wvQXyuiZxcK-C
zZyK8Bio02fQ)nIQ?a6(}jh8XVPn1$u{duXqm4pWZ8&*jZ04@#H*{4B7L28%HRCu}n
z;E`r@*0^k;Dp-uQ4Xp9v8+yWs7RalJs?tz+BXPlJF1IFaZ_PF{lHO0$hckMEUWrhH
zOyt|!9X|mq-uCDjsZTiGbs&|AwcY`-Pgj!I9PWO(z6R7#7HC=#{1+WL6wn3Dw)8aI
z&!A9CRxdKrQ-Z6HKj>~vLh4H+=TGQWdHr{!y_FbQFLkjBw3Qoo0=hO7AYcw5%8}(u
zP%}^BRUigh1X>3Lbgv#z7Xd98Z@*ZFSNph*=hK1ekKpm;wuAuX#PWAHtE6WuV|pqd
z7?kcEf#=1{Zcad~+BWc#wt#9F0NCZ;y$;EfP#aR;HPBv79i)!D6uJOf)eKPlTGzq4
z{Q_7C`{1POEl-lfI#S_(t#%Uy^Ay#ingE}DWa;>K`dzIpcq~^k{|>Boxy<z5)`8W9
zujc3in^SzUa+)9JYUhYDeiR*d-aMxKl5h9RI~hkS{pt?<KUJUewdBNwgoF(4m0o=4
z(C7>`%j{t1R|YJRR_1jmuL3~e2AB95<A6-1JjjV10;0<eSzBRoBC-oZCXNe1k=uc}
zVTcWdQS_C?FGHigj;@`<n(=#9|MA4Lc92-}E8TFZy<HImXlCnxV%Smaeg<nP57_IA
zWq|f6&;D^?lvLJoftZT@Av$1ZSFk5hE!_7Dre0-_S-NQ`Bx&3J<PTnYQhc)UGfZ-a
z&o-<9zD05#i?Cw}QL=n=61LPHrX28t+!elZ@BdOH`$w2ejw?Ck>KE3d{m+a^N0#-X
zD)ic)-4U*av_u!nKqg^G=x-*Cvj*Th>aO;H!@dBokF9mj7n`>g-|~na@d`KL%`;}K
zKz(NQ)dqwV07`bedFJ#oItj{Vfkag1B#;qU%_lJz1LdU4a#bJ=pf~LfL<De$L9rJc
zK`aYE(E3E7gDQ})L6SnA#j)PQ7@<Dh_8bss6f@UBdC;S&hXGJ%VI8^CkrxGIuYIfD
zNwm3U(%>t9*E42h0j;9Xgxc|Pm7sOzp9TA9V$iK{K&kBTX#laG*kV{f_os&I)04GG
zeR|;1n=_Ul*vnMKh8iyds<eVCSdhW9J+D6oZh#HC4D<*Ty4@>BS?6a#sxTQ|_Pu6x
zsKdQ(Ypf;+(E8Wwb~aRjo}9uo4UJKOy*-u`q3z)EHW?m|Ev47~Gq)h|0T2K9WvaV8
z&vy;`q>#9yWxtnSIC185&Cf^?Y3Fa;06U}ysjEm`1*%Lqh(Z9Lbg!D^&sVI`1bQ_Y
z;>)tj+eKxqFrXXT3HG4CA{v~sP~Sw#ThCwjYx!x^9ty(st7a|<t!HsQdE~2gt0Wl~
z$MThPcF@KlvbyQsZ;LqFZU28_msqybG9M$3b^y)BY|w2DxxO?BX#s<Vm8F0uLa9`S
z+8t>E`Nf(l^yEv>ix>4JK?st-Zj9zC1ubWJsYiCsluul1pt!4lhaU0^oB^w$XD60T
z4Snu^Up5rh@q=1uOI@3dgPUn4SiPjVpY73i1KCfD?CqW#mEVa+`6gH`nO+15h#HT=
zu9?VHS$p=t{xgwJo--_cgO(4smlSZ?4k3+=VOcpaA}g{2#B;Njx!>JBq5q9R!&o49
zEX)$9q5*T&K&nhW^$TlkuHE#Dr3eDx@0nBvNKJdWi$biLoldNpdpcUR{>wiguuoy!
z2a*s2cR-A4fPw)zX|*J&whqy1v&^kdb)~Yu^IgDB#JcZ%o0QON7m4q39vZu5RnBV*
z%D9l|oe$`m*zeF9ASVeq2@k^@*>s$S(#qd$DgwA5a}j<6`H6s@9^SRv$G?d7$b%9r
zgj|b*Z3<}j%mRnSvx`?Qz#eiM53wlk@XE|&mMcwqB0KKTfs{#nVX|jQ^;yX+Tmt2L
zix*Uq59@`rx`!IK<gL290#TchSGnNSz+SE3@$*>mEem1u{+bz`*xFh%1;VwQZ;vOV
zUFnxQ!^HMpBGQM;02EUDy@)NKoQjhVprt;W4_m0U|B<d_!vIOsr}{yzkTyfOhMw7~
z^G@ui-K^Uo8A$m!NabJU;~$_9Nkfy9=R-dkmP}5n*dEI?<D!j9*;Yx#B!}3tOq_={
z?0LR?_{1d$iAKw%D@XOW1gAieW918B)PG)w)F^m*H$-pF`upp%dKCf#m95kSBO~L)
z@0lv#O#57ihtJP4w9-!Rnx%!-OZy88%AYb*-`f<VqC$BwCt0YK5HR<L=~?dVdSoMr
z{DX-LHj7-AP;{gwSV&Q;TH@6`?=3NJCjnMdrI&e1jo@ws)tnXz3dc5IRYMlXV~SN@
z-Qw`^mxVmF<5Q_iaaGC*<?p8GfrJ)AmxdnpX@gw%t~WlS2Vy$u>}#_&vnBgDrU2XH
z=giMLkZ;R<&f*5avy?C@WT<;KPvrDj$-$24+w%+H)IkB!t=+;ZH?vZ2K2|s(lJtkN
zA+SLZT#^h|psu6`6V8)yOc)05K~jkc^6N7BgDZpV?)Q7Sf5_WvEh;>vpS80Jx-)`O
zC+>QBU>@rmC~Uv)VT_MMuZ_d*99~^$4<b*vU`Bp1tZ3-vvfepLjdbqcNJ@{xI|W<(
zK)6}wznfECz3q)RHz-CWv|H-qCqfrfQLP`Hrq^_>PB6FR^rV*@qM^B}79|S;6763R
zZ<8w|;`mi~5KF0HuTONm#fHd}B(~n^u%&y&2`7oOPUJw7e#L1dtk|kdWT=vpg-^Mo
zBGC$@EklSU69Z<zl+#3Clm@^-P`pR_VnN_Z7!Bvr)vYsmb=f{(a(pkUIF3HXsY`Z=
zCvTh85`tU>1S6?UdDY~qzVq!m>vOR_n>pY-AgI^vx<*>#EkZ8d-?RE&Vj~;m;A6%Y
zsWbT8{;4il+I%9F$?>N!(D86gFy*YIvdWwx7E?v5ED9Yrf_HjOl^TxUSr8xY%6%Pw
z<9^r`>S&tgJeU4{3QDJ}f^1oBjirvh=|zy&m;#kg=u5YiRy%a~cH-rX3a@GpdN}U)
zG1&)jQZ#CEE|hCiYgvR*qN?sCJL8L!<bpTiZt#xkJ5ede&S@XnoeQ<JN}uRp%Sw=e
z)|z)jr%BwPu4-SW0bZHejB=$}dE~4F1AjDPH-qz@SDw$bZTl6u`W|X4vg(!TQ6Hmy
z)Ybj=DU|yXF-84tJ1Rbzb{4ZANsOdznYu6-bZpoCyyW%4ta!+~hdL#m#=7dgEX<(W
zEPw-s#j#*Ws>$}cRmrEelQisj`S=7aYyvfcWN;ePWAJ)86!7(7I)_Ge`@78w`$qRG
z<aq#1J(~Mk#x;OQzC%v(-4x$K*M;FubaVt!H^=?vm9Ye(f`|0yN?W|eGfufuWcDNG
za{K*|_^#1IE2e~Uv6!)t@3yv5SMfo3%1t99kmLvb7Sc!A_)91&`!$Ikzc@Mc^-RO1
z_$ZY(9gfaeXqu8(nU*}jz~84O0sxCjM!eYqN^4capjU|b7-TUXOOJ17nQRaU4kY%$
zTCEQtw`r2TVVH2ODQ<aXX*soGEhcI9arajuaP8X)z1JDxOU)IegqVbr6F;Ex2i;g@
zmYJ}8=crAoX$}VHU3Uo3ghN>znppnw6zSiWaA?z2FP)dt0Ws*?Sz%Y!;ym#%*$wxG
zco+mpetIxSD(gGAnx?)UJOk2Z9U9dPxD0>tHs$_vp#f^}eloF8=;&#F^{vH6T_1|c
z6_<5zp>6N)0Su69Z-}(!bn7k-%XorXkYRv(>EJWBZeo2aZvl`5H0J^5sdJ7&c_dM$
zafH!jICip)-s^fFz*^m6btQGmf`2=K(c9IhSG&0ZLN{pct2eJ_u>#X<-^3<Go%%Q8
z6}n>Ud17sTmR8E=Z+tvcbEEK*zRKl0TkVV$tbGvH;C?+C@*vXQHC8KSUvnjvAVM>2
z4^Vg3=NapXT6bMj1B2?>{xkpv+%I)5jXjI4&h^mq^#br)HMbghhvF43ZFEVpFl#P7
zVDcD<@<2=cF}i`IlN=(>BJ#^tCD@2PC@LYPOd*R-Xxq;#)(wIO9Uw<2|5-=3^3N~C
z%te{h*sMfp8GAs_rNN=#xOr=2pnZ21naNkTWI*4gtyHSv)>E`1_#t;p<_0n`4n7!i
zw;OK+yPVk>vmf@5`ooH(tw9-0<?YjaVt)&?Rt+EnK|qX0Br@KEP64%>sYIVrupLR&
zn^1wAM?50Kmio*4(&I{eor=7!{y%xiU2E#)j}B&9X?jXlPS+x*nPx2VzcoUY9cIEv
zf{F6tM}~Q?rT`WI{A8b*;DL^18qAX?i3g9we@P#)HPDaKV2b;>%KX_DZ&v=WBmC0k
zJ)}C@?tq7_bb`~fX8M)y+7lHqW``(aV+{2A_m{qyB_9mtSKonGEdI75r%YoKULrk~
zZf7OQXTsd4m3#BmbD|-1f}kLMG~Xogv&%bDa(QWS7g6NZgZ)%<-CX46H2H3voOHP*
zAx{NyA@IwTaFEXyavhiwfUUBty<MbIvtlxJ5$rK;%sUzH|CqftclL?%>Y~uXd0*FY
zP&faGmUX7GiIrqYb69Sh9a-ltCumrg-ffaGl?X3nccA3hs?RHcH*uM33{sbZU`W~A
zcLoBlXSMc@AUMf2vG`<>53NU!Q}3u+=m`!I3`zyw*)+sItDUw2?<w+`a8+iXo+YKa
z^dyQcw-o0Wnm?Ty+8EyOz7`t=xkJsRI~$(ZIG9cAvK5QYRAU+Y8~A=|j;+}WxP|XQ
zqS0$^^wURjK_TYXpMCu<6=>a!U!L2ITM*UceIvBzM<_+$H~^BpL!*x*oHZ;9XrS#y
z^Tr(enzB<v7_BM9&d<l#%(+)RwR#kgNNIP{*`mK41%Ari4C>ueFSyM7l4s|8pIUW;
zWFnNTry03k#)!Q%uWxO;T?|xw_x1Y%%Kk{r_F`m4-zx!+GezLB@1NWw-Y7JiSC~Nr
zzcgf2x11Ed?$$W*=T{T)R?{(%Ls5<S2riRvUsQ!Xa6^*fw|QMNPsIfJ`jnwiCPc#B
z!IS2y>6Mb)zra;A1|#2JU#O9lFE-f0&bkx=klM^!t)tI^e}ABdWX5$sJ04INodyc#
zt3#_m9&!q3m$ifR53Qs$NRcK^oJPJEfK^(7)LrD#GLifvL%p``Wo|C|Za1N*-JR9F
z12p(hSAmd|->(m)R+()?Ur^}QZETqMu$cCygGcgWDj)`c7;hSM%;*FJfliPXs+6J#
zxPVZt@i|8!P+nmf1+KlCK|;w-kn{uit#frGj&u6j!V6p76$pJ(3G;!<%#?I|+t?l9
z1xe_edVAllK2}*?Q}hN$Jl?kCfTGyR{kiTn%SoVdTt1`tTc~2%^~QlDRoqcv%q!zI
zU;!kj1it_u<bFDS@JiM928jHP{cOm*wk^VWHg~$s`8$GB(zgu2?%3Akz$5M#Z4O6^
zBqsbcU?_qP{HeZ}3>I8yJBWo$0N>sB&6QavGb@7gj{^q#Xw+h+JTj=B>+lc&kqIr_
z+^mKp62&;DZB!Ftib}`ag?3+j`>R#8d0o-KC?XiD0H0v{*cwTBKLNU`bmHIw`Q^?&
zGuxo)I&<$^Fd*WV^ev2bi3X@dpMIb{Ty4%eSt4rAV_=RhnMP~_fUlDkWHOIyfl6(_
z*dvyq(PPWPQ!l$@KqldU+(mXaw)}?=PhHmN0bJ@YK&1ZyWH$Vn&B+LN!gc>uFS0R`
zVhXFz;TgorW~hksf2pkfbt9~CXWKkhMHSpQroABCng{^;^9!fgh(-x~Y}{V^b3t56
z0ogtDUyr^gvF#u|NCet=p!i)b_y_<Z7hb~lPsT-qh^aWfaY)#~xx^x+$S-Kehxm>(
z-)518tK<cDHZnQJcVV(qd+!*M^%nM^;ZeRA08)1VjuKP_+Gr-Eq)b$}Y`Inp=7G)v
zki?I=JhULq1+qlE1La)(JDJEcIqFra^c&2t?aD-KJIvv6ka-CG1H6mAkWU<|!e`iW
z>D%1D<Q#&jv!4b+Sg(M@YY9kA;eo)F!F|dmSo2Wz9t{-trh#0XF@*IPO;kC`0S4b=
zdL@SPHy!fR0lZo4O}@KLaZxKWv#aM%ja@fe@7?|2S)6BAIotE^%K9fiLc5QA^|<OG
zOn&bSC^Mk0E-)A{T@3Um>Xtya9=Qq$%Qx2{GA!JBDKE{93=)>OYVa7rC(o0_*NpJL
z4S6q^<E6&}Ccm%noUIodB)`!ZcO59@vp&YW`z)&eA=H5A!a1&;torQacq+{Bj<M=Z
z(A0NnrQdzJZfC1B&oHY5=-7dTzA4B6nniOen}B8;FQIC%;32GVWtwEry%LC6P-PAb
zD|*lnh<INeZsM3WhXJ!h^e9v0UjG34daUA)g>SzDA9(*ojaw;yY0v238KzaY5`a0L
zN#`~j2{n!ec`is5nvv20_%!uKWyR=r7xLTw0a8Dkj;g9K;x8(8W<IT2hFt%HF=P5v
z@;n7tZIlI3FIMR?xG|48<h-oi4EL=B2+ygGDh;)!humpE!JdXk4RBSCb?1pm{ME8j
zc%zlMKI7O)DL^5|t7P(aJjNP%{B6M<u9rh;rOwumL!$!Xs4Fj;j~ijm<bv&qe%>7w
z8A<*Xt!i8F3s|f0kxe!%N1bknn5V>!M}<iZ)+E<EXKrC)LU0g>ymM}jF*&WJHS~iL
z96#PHDQp$oT=3kZlW|K^7#ZN$_I1P36j*u&&u44x&owir&}NG3{`mcI?vjrxlq0xm
zVRINzG$yy)$gj5m@lbjlh5U`i-EO!VG*vr`no86zByRln<m1nuDw9uJdhg%Duq+Q=
z>v$zNEe-xXEw5~^9619mQ-B&7?k`>=gO-mn{tLH3uNrI6`a4a*XT~Do8d!96EeaH-
zzZUGCPl9HJIC?Gw`957Ljhz!;3CH-|c~+uY7HXUF>Wd|Gn7PdkSvW+}7ZDV|C)HCL
zYc!?r_*kvwogX|qiCOq+#=xS!&Q+g%<-wbpohJgB-*hEvM)WGVl>9tmqX6lEIZi_v
zo4FI4r}E3z_L6bx8lEy6dUbFVfPts)-39%<Kn^i(xpPyj>Q7Nb_<A~c$YZ6pEdoqi
zXzoS33@Q1WK4LBHQo;emA{Ocd0+wV~ZnO&fL=IS3VIE^Ou#O=lsbkyFYE?I9uHTFA
zC)y#uYG^dt$<+j=gUV460C(ge&3FgO_&12pFMwKVAs|G6g>szfSt@|{Ac4SBC?_~|
z1P{r&)(%(08V>FZe2=TGG*)<3X|y`;?Idkv^Q<~}?fHYl>^mEF;p_LHcRVMA6W{g4
z9tE&;=6gqhJjTtFrx74=4D$8+m5+b}%1Fm7MtsL6Qf$&z#YYYDLKBRfH+oQt%kJjD
z2?T9J-rS*qJgSjK5V<@5vkZT@3P1mL!X&hPKmD<Z+KssmkS_G@L*~;30GpD{oq>*|
zI63z%JjaqB))&ht^yD{oOd%f01TAM?4N?JjdsqiLEChIy+2<GdW?gXl84Mshb2WPn
z_A$beEjubYx*N2JOV@i2TFy-Yi989aMSJ;e%nP}36}e46H`?$KYsG;*)_d9cYhh#O
zm#Orz&SjF0?`-~RFrt*R1<&&3E?9fqQWo)TTbd^`rulx^FMaoKi3~pezd8|ccdEic
zKLnGAI^PFCtrTP&Ep3l+DitVrPfdXQXBUvYXSi^S5V$&Lz<$>(`N=7P^}#s+4E4^e
z(|aL>H^IdPtj-n7-yItX1hfD(a^;Rd=L%>K-m#y&(hy$m;x?JI(lGNbYJ+&2wC@;n
zm@eGz7~*9IO>TVGy5^$NPa3H6Po@CHF|vyo2G@q~>9UOMCtmNnsGqw2Y-8n*FAM53
z-U9~qJPsE+c`y*P!cw@>`V0u|7b=c<f)+?FplP{5*A&#g?BT-$`k6|W0N+UlxH3?&
zsN-Rmp`p1cT%LmN&4-vByn&d6U*w4^<d!-etT4;p4(}qn&q5J(&i`>F(rtq;p*a+?
z14Z`Ox6@tSqINup$vmFJk-;ized+oi7bq71i-tVp4XJLt4MA=4{tj(d^9NW^le*xo
zQzfe;i8{F}?Z69inH#8tL^1AGBPwP(fDvk4v&^CO2F9^Dd4Y)8_Yw0Wh|fF{?eVl4
zzLjXF+b&60d)Ixg&**`ss8@-hO)VUl9^(hXSjJ6=?{K`<v9!PNv&aBn>et<E@?mE-
z6?>S;fs1+BVOsy5Tu@ZV0pCTeS|CUer)TY~wS~O9V%&k%WrK=V>p+-e8F0qwJsyHJ
z7<<qO5XLUM`fo8K*BQeXOw61JH%)!HDeN5~a(A!gC_&<2^>7`$ZrkRo`s#sNH@amc
zB6s4ThhH*bi8SC^Hp1vD20Ori3*Gqa%vxV9=mH}w474XZfYxHhG_|T#H@E@}mf^3a
z=x)&D(EK*w^l%qt1V19Uh7uM6R~McoV?d=mZ=7wS<GQA%yk#y^P}x^Y&NAn;Ir;J1
zrefCb)UqIJ{{u+@ArWyAghYT2kg+YJ?)cebReEjU)pBt!vU`Kk#pHac(f-`bF-`x(
zxHuU1uUDdm(|%kW9L1nU*NZy^%726C=_1=2D}cK*2mKjLf!>K;bUUbqj*o-pe8$|6
z*AzE1|1fwSxL`UPT~)rHD;{9e@^up#%5C9wK19e)^acHWdomur+?%dnwev3T95|F{
zZciIsjkC=l^i|)}-mpT!^B<E$-BL4}W*twQK5BAfDb=M!sBglbH8W_X7fphix^jkW
zdXE2m4GF2|*JT$7A*u+#UjQXB1;7f0T)5`kgEZV%nI%Mk6g*VonS6}i%$A;FpN!Ck
zy@t`PO23w@+WvYFz|n=B{QnN<S78HrK@Z3ie4q>k5T5S(i2R`c+V*z*jcl_%Cte!u
zocasE-7H$NEIW;7-6^1eS^_kpoq^`2fs;RDg36yyr$86b^tq~Oai_t*eydMlc$2Q3
z`<5P*sb^ysF82K^c#b?k1VZ}ZxuB)r!GJ@*|EK#Yce|-c(fFe9>SD&+D1wymyQMf%
zb(}?@kdXbHv=*g1-D2Oa5SN0#cKGwUU!M-5_w^x{YvE^xB>q?HR3TV2scZk?_1j$<
z^9$J>C_z~v+rU*;*Y~e&OgvdgAAOz}H+Tzvx@81vbdgVl()rDAX7Kz0AD3@kj{HAl
zy=OpEUDGv;T|vYGq99;Hnt;+f3epk*2|Y9w1Oif|LueM@66w9ygkGeDUIY=59(qER
z8X$mF>EBMcp67n<@BQT;Jm+NZ*|TTXteLez8tDV>(yaAPaaEEE5lM&+j8o-%X$<mo
z>(9zOeMJWKxzjM`^rox1Eu3g<YZ#X<TBu9S0eeL*`e7joo*2>nIz=CyGwn90>om`5
zm1Ft+15@W(^cSavHK%?$Mp<bHY4e3P2Du?Bj-rFP(cBriVo9_iqY)a50(5vWE*iWe
zXT+aRU%p-nFr5MN){Y<2spxq?y?i|Zo<$OTTowm{lu>w~vGsi?HXN}5M2NbC!b>5M
zBS-x7kj8^eAI|@kqxIf!Rm0W8z(@z(hmzaq=ea{HpU`ths{b?d{<FShv(;QgkM<X5
zPL5`@f!{SjGh`YMVx>OflAZ7N|6knJA2r2iHfpGB<lIobKkvh>Q7ymOaB((3@BSX6
zh@j{k{#i@*Mr?VOLu|K{>0_S=ZicT7S!Y->mE$wO{VvvvHQ;fc9*ypQu$g}X-W?|Z
zW_HLsFWH&}xWqjMNdk9UN|thZp-$1=O*v2ve)#wutbQ9+E@m?B*t@K^kzMMX2%0`Q
zc;-r^RXB}g4sZk5!7n5A>*Gg`A9u@h>1Z8$NU_r`K!0-EC8a!Dj$HG<g#=Ftr`)UN
zhDTLfJq%5GUe?H<ro+D0kk!vr3)IXU=DY8#SY5xdd0_UvL_g-enq}H_Hlsz{fAN>A
z!34ob>jR)tEiMg4BO92L&%J4FoX3m4K|l)xr9vrL`?AHe&Q|l(0R>}@I=zESYQY)%
zJpc!%C?|CvkfMOmKhKh*-tXP@7<WT_XB9nS9PShEm8_;5=EQ!01A);mBt^=(XT|Vj
zl7Of+7(BSW*>H-6Bm}GSf)vOPf=Q|{^Qo^Bb0j&#MUpU!Cp@tyNfIeG2u6-CKF90y
zKIqL<O_pJ#2ckwRt2_uobS0h|S{L%0$heVU39BXLDc8??91U(>sb2)kHQ~g5N2yQ+
zP8?;5F3m+_963*$Zr|F4GW4t@2dG_R6<i`b58rOHUa`%0=ohZ!5vBX=FYpLZHwwj`
zs>RD6wexq0^bU6@3y-4c4PCxvx4DuO2A}qj6uTBHLF-34N!lwh*WC(NssyUJ&KW<9
z0JkH@Ks-NV2$V*_Y|Mg9p^kB5aOtV6Vq|<MRbGN`rwwCmvfoy&DB7f_>Dp8u9mx;f
z-nC)evIKPy`-2-`RnJS?sQzD%wbOBuKO}t*edPdMUyd3b*tR0Xt)TuN_Sw>ibxHPl
z|Fh#7yJx7bXMxrZ3jj78ef$1nAyV7$-N`th4ub--t>Y!62f>(M2htcSRJe*=u?%-s
zB_Kn9va2GPeXMc~MI*icXjEt}!9IxO_^6r0G=L3jf;<tVr&%OMc5EJ~nc6dhtB5vC
zxn#X!^dTU|R^m_qkyXjhYStS$(L-aJHz=+>yYfXB{Gv}7Wn}Pt_%LH_Te*|XbYB*)
zUCR`j_pBmP3q9&Iw!U1I`Y$sMuFv>RxkyIHSU^f@3_tx-M_JXFI;Q57e~?zDN@9)r
z==v|_DS)YHf`M9z-b;WYu?YwyVkcDF^vm!$nr-^fC6X%b$rQka2hu)K+!iN#!JPUm
z&`7bv0NRg4-hcml7vE`GH1a!KP;9a*5m&LTIF`f$KJwKh3G3!)9=%^f$~6gjzH-w4
zOiuyPAw@hrdURm(X?9yk8VfXr3kz5QV<Yum_0E-`W<0i}GM>GT=>*oWwyA%8h%{tt
ztrP?thKu?j2E4+h^#F*WFqJF^UMIHqo6ZRo7WisHEt`_=b<VPMj-<@(mjA+&_Wd$;
zHV>Z*rY(Yo!>W{6$n`HAxTmQ5(D9MmR{MfPjJi#jn*_Xc>YvMUagT989nPUloRs;Q
z`R|f)nEj2uvp^Lfr<WB#i_c<q&8DrY4ZI*MTM+}w@6IXOvx|vAgq@Y!P6AQdc+jz%
zR8B&bZkvFr&&CD~S52Fi9Rc{1FHV=YoR|Jqqavqztt}m69lk*;RVbcZJ}nPsm-KQQ
z0rf|qX^=kKmAvv0h@%Vxfy=VqKeZq+Q5i4?xpx9F?*drpe;yGFTC197Kkt|6?CxJB
z^nO8c*Uz|=coHqLEp(k-lfO@EcnF!PAFur#%f1gsHY-vo={W;JLDB@DCnrCRiJyc;
z8a{MDXX!k7@`A&kGWo!bd(eq^hD%@0|1Kr_ZG#A&e>TP}=kNE?Djp0-$(mk0&l+Na
zJ1W;2XqW00nhR-<HQO4qiNM@)dbs)5A~S9P3w34iKRhfhojuor;UuC8jN)z9*9%w-
zA82pqT@X)poxPcFSc|jRULMusH|s1dBq9c`B}#czX->}rQyVytk(JHQSp`^Cdq)9q
zG1?LJF&gCxTg=xCAJ`*TUK6UFutP|+tYzWf)!Sauk|TK^Y9&nx%*~0=PD7H7O<+`#
zm9Yx-Hf7~21=<kDw&{0&h;l4S(0bd_Ho@>^M(!Phsgx5U(l<zQ;+pOA05ySuNKXI^
zDeuoxlbvac?xIcVj1z<cS2zIr8E8RB=XJ1XR5{EIp8iX$hAq<4({WpH8~NI2V?G(?
zqZMm|Kdct0K?@w-Aq-*Kq?Ci@-_Tt*(Q`Z47&bX5l~{<YCPlW}YcnHE{-2?x1%9Xh
z5-PV`Yig#}Y|xc9Vz_2Y=xB@5i94=%8s3Q9Z}R|QBvCc!IAEk^7%Z?o6eS&}j{3av
z%yvNke21c%dO&LzZ!mosfTRnW6DYP4*ahe935ZS8>dM+VUf7eb8oLh&spF`zdL^_?
zr~9}v;D|6Ng|kGfEOo3A8f8!B*$RyQBUc>}5$39N8+@Hhl4Q@j-Q~j3t*r*FNR7J^
zG^biOuYod;7|w?aD(MyZp=rH<#_*x`#~uJ_>5@cy1h4izkM){(e~$L*)if~Vj{w9s
z%5wUgfwE>5H!CZva5ac<N4Reh1vK2;!X5BjkcYkcO3e#ObT(zU0Vn(F3v&E9Ll8HU
zpuPjMY#r{Ftx^p{hYn%=EaqAlzaOt#YhA}Lu7)m5P~SIoGeN7-Z~8}O;E@fLhvLR1
zVX(K&;!xjnxn91F36<9P6)ft+tV#a>&kM+cpe`j>n6t;KoolgM?#(l}RM~TZOyUD^
zhSDJZ0SZ`fpe4Qw@>~*k5Cmy35K|5S-qU&-6g-{j6I~=+D!11_ezC9i8hR`|A5(S!
zYrnhGkAt4Nt~6Q~PN``(5*2r!`$(Pvt{t}?N9#4>8GiF-H`<y5iTwM)0MaJ!g9K|@
z5zQ)|wz-#aZ)=N+DTnL+qhM3M6@$BhE3D`wBfM1US8m$CikAoO(>W5nmTxlJw-@@M
zC1zb1`7lq=#RtaYB!PM58DK8HKIqod0))d&aE}9}PXKeUJ?<B`9KA=qtFW-|qmfcN
zg_%B0C{#tKI-<_3K<D1J?Opu&NTxx9HL;!;!|w)QbZ`Bru(%B246EYu#mK-Hb7HLP
zruFeBQ^5c@*5tCXQ|tJse>h=+Hij&nRPy|M{RF>@H`729mpPc0OA`Oqtgw9rE-7Uo
z3Z27W4e}5PpX7Rt`sj^5&g`Z=SlvbS@Xo}j*;*?q#c20bPM`h$-Loy`eUns9VwqiF
zF@9=JX+P67`jm;xS6AMNiB+iNcJtdf7{#o=XyW~;Wu9$PJK|+kq4g-PQzH#TFXQ>i
zF)=sHoWT|7a`)(Vb`J$&6;9aF=I1qMVYzp3XhSG*bF2Kzx6>wsCaf5=ls#BLt?vSi
z#ru}??%Ob_gxdbGx@tp?e(r0bd&u3s6NJ42n0skHaf)qJ9Fo(0ciV`ufG*&{{rl!%
zSa8);khlhrGq9YV2Z|HMfj2zB;JyuzJBjC70-FdwGaC+<xJPZsR_3Bb`E#y<*nTI{
zXxE1Ol82%54o_GiY_r}cfB~Gw)%!-Bqp2|!&lcSjy_1tHjkvds1bBX2_fPV-d%L&`
zi0sD8^+G(YMy@|;AH@Kcs^{Oyb0iP}i2My;CMI5jpuvFDum%WHyk18V#OvUh@^`La
ziG_-RXCYstqoRUCV4b?cbgGhhswe9QjI-+r>B`%Pt|ALgqx<c{l3;5Z9C6o}GFJ|9
zRyH(mHCs6wV{_Zxwv1Oo)5=9LWnQW|>ra;Jcna86ul|hW(uTjv%6?*#gN=XGmxu2L
z30LlAb&$Pkq&#_FGY{%gPfTCQp|(~OmCp`SKF&XU3V{|`=PV$fG<it(9Ilu`w)eGj
z9OCmANJWDYtT?|g7YA!cmEm0podbT_@pd{TGxWPr^v7H#y!B3WpUX?|>I9a6xL<1|
z#w>s%^B?t9O!_kBJt8668lbJwZhZ#0{sKc6ME1HFtmGSZ-#G%~ndWXH?!}S#RSwLq
z$=2s5V6;(o%0ngKrPijco#q{5F5kyIi)0;rPVdf)QGp4k*I1&q9@@R-FNuWLh9C<s
z3|^2o0*Wb%#X3c=No~4<nsuOYv2rI2JYq1@mX(lX6FKDaHOh0(tBTdCatc%HrF0Ju
zjl?UK*FKEQYa0VAYkP_#8{uY;GeuS#4xe`{Q0Ln=d?cv3OH@KEI<#PLG>XKrS7*b@
zX^r?^%?I4%cbI56L2AkUlm>Ri>U3n4T0ERuebC;<Tn&=nF1#Fb@1QVJpsw7ZU9AU{
z@hA!q`~K`!QVzH=&&^JT0lwhM#`d_RgRs&qg%*qj6Pm|Ju}&rTW6;Ctg`P*f^U9A|
zjV=Kc)>f8Ah%=MveSbd}fz?rUzdY#EV5hsEvO21e0ZR7zj#|QCO>J*xc0C|84F~a-
ztmJ4zHh*1jul2yJo&q$vAg7({u=3C_BZ`*R=F92;In$SMQS^2b;Ist8HsI>ctTh?a
z=RCvwN9QZl;W?$Ic^j^$5W6MV*rp{_@a6PtGd2IY-gdV7?N*wj4pif|G3f?r1se^)
zuqU?5wGRqzegkZUhBq5lT81Y)F$k@5s>!{5pBT|6sL<BqN<LiT%Q63PtvR$_2?xLg
zCrpsWzXk06Fe8yKb0M5pn8U<*G1fH#>!J$c#W{WJ^c)pWmTQ;`7>^$wb8U{t5ju=-
zqF;i==?3QvNMfhjP@P7KlW%U(D5``UGH_Do-|O&F6<gG41COV0U99I9;(E;5e{8mT
zTJ4GSI5G7&f$komIltNmN;`M$=Qcy`od-+;ih|oy7dE1r%t~M4AL})B8Rd*a-RuCb
z$b-X3t>q)h2_6kz58>I-hd^FRgLRxvWfe~sL{42n?loWPr@J~Iz0O-|RwR%b91-=}
z(oY^z`v5wLwm&QjNk4vmibc_WRjpgk^K^OsKQv(s)FEdJL#@4(DT8cBqHOhd58eRZ
zhXp+?#a13%;OnQ8BKibsMXgF|4GQ0W5*y@*UFUVM4cwSI1zXeA6VLMQTh!*@YYKzf
z>Yh#qf3N-ONiJk-5$fD*Zq?WNWra3I)#6X7fJ=VgnkdKZ<S7ilABvy~H5$2}f1m`B
zlm@m7%EH!U%beE1&V#GxXUjvsi0~k*aL)=oh=j4_-Z`kGXB4Ebb$IY;!5zRyqo|-1
zj^;HF6j0o*_n{A9=wQDuQ$>8E_XOt>GEF~SL7X;3U?~WT8Q6?*RH?ugC=5QiB<3Nc
z#L_utVKc5-7_kt^9aFOR*Cb-&zyRhRkWXCX9Tk@69277!I#=mWDtb?F##}jj3N9ue
z*g0aWh)kQ}IZF9@7q)i<QO%EH*a&s!%R@N6{UT5oy-}|R8gMU%faqa5gm;ek;(3DA
zPTB;8k>q$CymJ{pWQ^T5K=<x-*{p_ET?)^^w2^+tJ@W5>SXt7lH!I>d{`LtF;^m@m
z3dX6qaAfzsAbg&|25t|lB=s`E?*US>KyiAh^Mw}hjtQ})z|Xxun~_Vz_xYUJ&s-Ec
ziM=J6Z+qvAokTE>`%iK_Y&vVtu3aRXYk!i+&aO$$3+Y!go=oEQ%M05^lMt-rxMDDO
zXwG=-4#oqD3S~mER1IJM18&17m|A}0FIUxJ`HQTLANf1}R$41vz*a0{Cmn;V%Ih8q
zF13W(sgpN)xVy}dgRa#^k6+-isHSn0nEZYHve$yBb3Y)#ospblaXT0$d(=@`*pKa~
zAkhI5IiX>Od-P_yE+Y*d&+C*`5YliFdea~{;yyyg2(e-mWM#^|6V+v>GjfCU=}&}C
zpZl9_Q?j<T6@y07IrHq`wq6m=!d6<bvb`w2K)!Jd!hb{47=bm$ezrVs1P)J)BE%wY
zEC$m$CM3r%4osC_H7Sl$`R0AAc*2m@_S0;lp6Q+41XpU2Gska`9Lh>qOJwn|<-DUL
z%^O@*=b@A8v$6U%yTv8@Z(tA+k&VT%pu23sGNkV%N_{T^zu{-&CptBp`+RBb!9t>7
z-tX8!Zf@nc&9u^GvlgL}`>@Qeb}{HJD&dwZ0Gs=nu^K|LX|6Fa#$4o59@bg-#<8RQ
zb9J@}&MURg3Z+ruKZODC`%XF5%n?0q6#6^Zz8xHgPH}r+tB1=vALa|(&>Dqrza<Py
zua8F_-dr}<Hs=`SmswjkJ3>-?0Hr){%T?QT%C+sXKp7ERzNfu|Gu`GY{A(!#qu41g
zs6kysW1EOIREmpx=lO0ahIs!V&sYO|nRhv8LBAx|@&G>g@s#_f`<{j9`gbocZf=*s
z9v)pIw+RJ~+ahL3EGh~l_J}Pt<da_(bQHF=_4SN+q-h3xhL)c))likt8VU2GLAlE@
zm9r*=&eq=puJ2$oHeZGlyn-Ibcr7#Z3)5l|DNqnot+uxOF`Utz$ptf5*!e;makQJv
z$n%kW*chnIHG4cg+9vtoUx_-MD^L)Wsd*t*8L~IMP!s1{tS+>mMGF;W7jYRlHoQCp
zERxF?XVbT8zjs&zA)n4!K52st9-;Iy@c!IrDqgP5xcffWs}ARUp~wD0Uh~V$AhDn6
zo~R%1P$Y7X?@@B!{t@b%B|54L`u<fA{xuEWpWowMxRryf1!Q>>c-98FhyQD=rG*6{
z>u2~1hnIb@pXy+^opla=%gk+)>?fBrEByX_$E8znQF+#fqjc$IYHaq-UcS#1%Mb9^
zLxfyq)~M`8oa_n(TvIkQuOWJA_2@LgFQAF|zd>_!)!<D-W*yeRMILlQN!iCnv|&BO
z$NnWPr~Xy)QFg4Tbbq?|Ok(ut`t0wlo`5wu2yrYb3C=Az&$VNk6~Iud$uO?BJI;;W
zl0L5pSR*a5U++TVX+$a2>g>#@cm57h8XJZi>!DeeL$4ZJSsh&_eES3Y!)TvUZmUT?
z(u3a;yv_96EM|RWL5vseyeCi-(MM1Rz6eI#Qx3jW4t!BytpdZa8m{{O$}TXYkT0DH
z%2+>AMqE9>oxS^p%5d*m(g<51!9uTobd@?}`RFMpUgVq`m9{+DkP>ly>>2){J9&%Q
z2yFS6b@M)Rc^^)Q^O36C+s_&Yo$cjBy}N-+FB#9gvvnNXrUnqlIS)~r%rs*wIksa<
zT^KwxDN?XXosa!EC;V5@nI<}?v@^D|5q*V3r_*PXHe%VdBxC`X*X$|Rl4KOmSxA?A
zNAi)@f-s0B^=9!-`>)~+kL-B~^VjD#K=yp>QJudy<MF5TG-0j(gjgbrKZTRncrDIi
zn9-dgjYa05(CFJFm;LjEb3YgQ=Oev4DEroIh7yxt`)$kYv#>%XSTX??OO^57>QH&N
z>azeM#bM;nH<H)u|1Y1)jfmj>{0Ccc4%M^>qE;`>D#GNg1&)yuWS4a5{H0a(anl(h
zu?M=%xvXEjzHPNLi)|`FF<;}Or%{AP4g`hQRVc-6l{)N(@FPJv*H#Yd{KI_UM-#{d
ziMd?&yLtDJJgiD_t0AQ}*~WUkZ0K24d)gZEeemQGVYmXgJZVws$PiR=v_j>NIzc*k
zE+%r9H)5HIm9F4-1-GCs{ISe#Ucts*8%#fd9|;^l2>Lh*2(L9Le@>194r(LgEaC-A
z4xC#sZnY>O8(e4XgeE!0uv7duwzCP=snJuK%XF(eZDf=^YjEt5!Wx-8G}m+yt#jCJ
zF)+m!Rg#%F48{z2KYx(-4>m(KXgyq8yg#JSM(AUEsQ_Zu9_#x#$V%8DN{pJ7b`wUn
zRMGj#S-NSj!}|vft*4cZ=02$R9qgmsXdtQuA!45FK6LgYQ7-cE)dGQ1%*Nmg{H~s^
zrj5bh_mt0F6(_G%4RcoV>~~`TXXdtFqG&vd#%tWd#yMXPw%K;Q{qR}`QV)KZpKkEy
zItbfY$1P)mXo8=R%s1rYfBQjswhB`E_)40PEeKm2M3X%g8%neglH4DDxFZiyi3q!j
z8czz7D!9|(0e!Fbh0fNbtkg0|U|Si#mHiQoD(T$U1~(VY`b<rte~@x%!MSsP7eIhp
za&#YB_qA@QjLR|H;YbI+bGhdFv4Jd(7pEQUl0rmVWU1xKRKttxoy&-yV%hyvu$M7Y
zn4u<YfEl`LQK<>8m@5y>R??LY9<H;C03!e~m%%*!2{GcA&x2%Z&!F@G#=a!ky1;@O
zKO&mb=iiYOc}n@qw)0fsGxG0k%AxBj#OKhLl>@&?VBQlE(XZNM1<7)D>$NZ=-z&74
zThPb&!e!Sjo+#7W7|T)M6UL?zW8))TJUh0oPJUw;%7JYqy<FEIl(R7r|FMI08KJvn
zL`T#s?vZaV{YST(vU*s>jZ3YMl(vVvcJ88`Y@i<p6@?`q?&vpF>E*T*&w^;6g2!vc
zzo(trk4U7)0ZjL$P$$%>Bl>~VLv$jqFJeG*MN*gZ#fN*RsK~3tW3H1LvJmwyZ&=iQ
zl4l#=bp`@)_Pi^|9COeThuF;hF)d$6x}g-6lzSP~g@^I8H97W)VcJKh_p}wK+!Q%J
z2gN=Hp}Eg3Bg0c<i>qvCX;C<(C#q6oRv?Y4ef(~@vM^XgD#D~KsabRsK&BI{4+;W+
z`DPM{Wb-ZT>X-aGZ;E&;%t6?%)P9n+G4U*0r$c{%dxY-z8xiX16`b<3B?XxoO5+dh
zNP2Fs-;R-Ji7sXQX5ky(maMj%2CG;#>)(FMMXr99#BMt)U0{1_HBLb|WI^#!+h>>C
znjL@L_pU*O1HL>#v16xaUw@ET1o1GGAU_NQrKQRIXO1naaQVGikfL!F#O%^APO1*X
zf{;j?uI91EM6&;!PODysgqg(TSM60!YXs^Rw;XIa@0bq$t(ZOjnUh=1-xsT!tBJ%D
z++5iv&wfU-n9KijXj|^k_(x}SCtIV$l4p}P$(wYq-=+sIJ&xh#$uZn;?G_Lf#vsgx
zUo9KeJ6ms_2R}B;+0<I=wST_9`=68F7(!lkY(XIb;hr@{V#VKz@;ew|AN}l#GFML@
z|I$3Obh}^l^JWGl5B7&EZNxHpj`u-7F|@X&5BY+UD^5=mI9=xX6@$ldm6Km<4`lo-
zD5*E<_dkYRLnkAZ)Y@+0<ETU9s5_gJ8r3h8?u_Z;)ouz$8=Zl%L#G~V)<l*IlR_jc
zw)$80pSnZXmpQv?1>na&qEH!x!0h-XV%3|weQ1^JHfeT2xwt+f+)k#k-hm%#;HVWm
zGyM3O@BQMnL+T5I9Z4>#L&vL*-Mjky`A|2N2!@TywbI=_6T|=&3=TKk1bb9b`I#%d
zl+cYp?)9q(P9qOTIH0o<#=HF3A4)-1f>k8r-O-<Y_v9>j5nLN+sps{}QMHn9zww|e
z^=!=>dsJl6nZiotwQ1k^IwCdlk~IEk<ysw}@O;Yf?Gk<@;6{ynk1bK!eYqustcH$;
z<rrZmW>_}n7_q-XgPhQKRCRr*yHy+g3GFFLDnK-$xSbi3lT%+H_R?S+guB<RgSB#V
z<VI}H#h1zI0SHrYSEu9WPeuGzp9W(4Bw|}e5BXyq^J`-goj3%lMiUElarNpwMRR$J
z-%ixIrFv|(Nlz4}Vt)rS5wX<hJ+F}cQ}&gas{#S!TlHSQ|J<NeKhv4dzQEDw?u`v<
zFRVq<YBUT;IYZ*sPOC4RplDzvc`g7f^LvE8HO1*;fAwG!w3&!$g6MNC(Dyq-Z9j#`
zPDMf><&E6l=D%L03wLzo4ZxVhaMiO)ZS{_(!QkXmA<bq@S(A7nx;0O}o-MUY;4(0o
zGC|-jD^$NclRa1n`$?BEdMf(Z>-#Ziv72b>DhmT&(uF^AL@M@+iQ!B&6axGLgFs9$
zNc?YOtNET2EItRRm*7MX%V_w}MZ2j+t<ldZPQ)D_u{$g*EY$6fuD+h#l?5^KoNh~l
z#s^?YGE{h+(jP49J<P(t1PKr!{b!_vCIKWg1?mrE3>G4O?RKgiDN0MSqaO_8Oh08^
zkfVy~N*`-fKYnnLkf49A49bcr52Ta$i;EVn7u8b;ovKX4gQFozR<NmxyKiPZtt4D<
zb-ad)8nShDQuHhF_ZZPd+qgP&!INuBG%6APV-23)9mxsmPh-zIsfEGD#}*DCLvKzf
z{Jx-O;SgmpzGB|BSLopKksk>>zJ3EREH|$$t$z(m=!>IF@Jdu&JyZ<osq9q$gz&xy
zMu=bgTE1#RwqF%n=L4AkMXJ(*WT;9%a1D~{A`UJ_zl^X>qtCtg)fd9AC5{60Vd9xl
z$9VSqx)CMmTJ+iK=dJ4{$YNu7U`to@@GaU^W}h?&0}{*J5@h7Z``U5JNJ&l^X_I4?
zTwCtmmswczN%t_RExj$<?*^W!nHJPy`ONptr`_^ARM?d}u`9G*`T+MMnE3JriF=sF
z2cDe1U3fv>`1NazQggN3iKjEaB6*SHz&&TbYVxI|qEb(l@#!lvR^ZkxzTdSA;({94
zF8P@V-tMj{Pd+J9CK;xX<6iC1doO6~w<;=YrgP~Eh||LU^>f7}KNsr{gLgJVq{rBp
z9BEBq_;U1a?OH|V>RH2U0a8F2**_?#?)QN&z{vr7&H@x{NtHUfkj_|s1rnQix;1<q
z1+K6L@lSqdvye^2TNsYU2#3RuA6gK585*nm=Z8VTW9<pYANMQ3LMP}B$LP{;E|M~D
zhpde5CtfW~VO>hn+Ywu4e@~V*m%w`2NN>MxcqIVLCP-$GbSvH6Ty!4ZI{*|b2GD3v
zNzao9$P)0U^PqHD3MO*x?Cj{iC$xso(eIPPVjAJX+ehnkIy4E-y8|};B<$<Y&W0~D
zm|j0$QfBO==(XQ6Tnl`y>wQ*1Wg8XyfRp*hCT%xzM^J8eMh!72(IUh@HI0cDmH#Qo
z%tA)b8@x~CsHOXo*hXz*+khU6;Q`|h-)LsTn(Jzn!XGe**rtH7W;Y(+9oz%(e2t&3
zdanKGdh_S|)Ouf`2n1qH@eL!iBgwAx=q3*_Zl#?W<V6x|ZNCn1F002WJaD#cuVU?!
zK{VD;FUtHPH@@$WZ0p><hqwO3pKtSvh4nxvzzG4QdnnJJuXyV%=De)G=ms!so+?QX
zJYa{}7nOs3VBEAJ=;&Flr}n~24}P^BRpjd(ant2bnyWJ3Pn4V?zgYh|l1F!?3t&*r
z*?KVQUvv&5lfi?i{&8_!B!0*=?ysBs+cRwI^GB}$g{fD8#luATy-iPA^P81w$3?9~
zac31de_AyH7R_5#3()1QIdJxVD)oP%@6PY{9|DNv^2P|$5(}_`&YjKgDl5^Z2W{j<
zubgjl6{lrFc2+Upn#ctKRF{6lpTg82r`R7@599mwP#Wt~cK$7A0WC4xZKFql?#h)^
zP@g#R-yScwNp_6YWVe_GwM(~xYiug>fZ`!KW&~_%^lWL4N&Vqq(2e}@m2c_n(7sT3
z?Yw#6O)jh0$>Se<)ltIm-gP3Te6Kvugqzhw_c7mk+*Gr5gxmhZGro2bA#8jRhieak
zICdo%Fi7IL!<!=t?h6SGR9&R5-QZ2WpwJ<f{@_MOvh>lL<U-SqI9==UO8d-T(Y%H8
z=3NPQofjg`dHrK=e2aeY`@46_;Gb#g7BuWop#Nc#DkDvcE)jHKV8s(}StcPz-c_bX
zHwr6jHiVXG@jL#yCKhUwft4w6AM@3h;Q1-|zt89r<2l-~swTr=a*Zb)Y&vYYu3Z?B
zQr<B;GIG<EM}La$Z56N6gzFd6&c((mS+DwzM}t`!x$JJ%t3R)#n{H%sr1a%za%~cN
zTZTtLd|z=Fxcp7)dG^MQIm{H!Yb|eXS=7j@8FTmq;rSF}DihE+TW`Tt2RyVyV@_7@
zfT(g68$3cyF(vur7SD@A(XL+#nC*iI_h!eOwi{?4d9kAMRe5I7*AAe`0P_5KDJ73V
z{@1UM7Wt&44#T!Te<=x^sKA=583O_6XeK3wn}p%|rKH0Zd+q=Ik%QBO7PMY!BLikS
z#Yv%sLr{75O_NgXa9NbZRz*xpnX5tEn|LjjQv0Y6mpZ~N#-mG^HegAId%p`rcnUsG
z{f-miS@zI}!FmNYS~|9z68Wwy^ruz1Z}WzmUJ8SSzZL#O8#XShu90Q#>!=WF+0x9k
zGXuUTm|7n2u1xdKiP=sxJjZt>l?7Ib*iLv`gV6+wyMPdZ0^=ET!MF%5Bp3o1eNnDM
zU>ERq4K>O6hynRJN=q}0D;={4HoAholb@Sq8)Kz`R<ICxg5xv5mHZq?`je+oSE<qP
z*bUUTDw2(~mIr@)B!%TGd3VOs8Bs;sO05?#f$v|zx;|e`Wl#8i@1t7Nrx>6P{&P*}
zT1dut6myhTu9ouCr%wUvE`~0FG~lz>7;q%s7z`8`h!5_8h^=ODbQ4OL64j$)iq9e;
z0ksZ=N!IF`%xxfY*^S)LROk2;;II`TFmoY$j@Q)VgxNOuU-}=1>|2j-N|0_?Tz1mm
zUA88S><B*YuoDAidNjk=;7I}I${*%%I6O+a+8Ljd0+i4}v6@zfPew+@0dG~VJIMAt
z#<s^^B|)U8Y6&=?q(eOr(KufqBL{R##K+KWcB#j@%-m^teTPg6$hl;!|4PE}J#Ymv
z)y0*|{!dW0tNq26RJa^b!!x<>qmT*^I(TvNqz3cN0K?qOWKUd`JCM3A_1JUT+d@O5
zEx^FkfsK6yX4mhZB}sW+3W&rhsY`+QGPv}nq7_=F`WHDgtyavB4*eb6qsgH`!PCA!
zE*{lGLXSFJa+F?0#$XM^D!blgf?8Am%FClh!g+aqb8xerrD4tkCE5ObJ#FA^H39Lq
z9~29Lpor!4&rmIr0zgQ7qwJ}^+El9p`>A-j>c|8zdQ*J#dHl*otfu$3Fj_Wcx91S$
zcTQa-=(vX8zT|4S)f_k7TBb$AAw9}i@0PPU7*JgfT5ovXzuY*P?75pw=RIcIL`@p!
zBM9$1odNiar5|8mDQo_PRP&2mCrmzM6iQF;h)a1rCUk<>HLD(tHWDcT`M_<)D58H4
zxa#s3pF;Y&CX?G%Qu0l|pg|r!)iRW6d()6EAa3(nM^zda8(Xn-0ESbfgPONa<h*Kv
zNGcdcL2Bu79Z&@?gk8C#mHNQ}l$44)jU@~_s!{OKTf|BmB?Tc-(yJyo$*Bhdv;9^Y
zZSL@Xl9Qpf{hgoh0b1{{x$YD6PYx;DYDnC$A)%<fq&r9wZkRfC4yN-CzZvliR6{sK
zd&pNo^q;mI^5y3qk>h+&uQv4^9Rvn;s#+W+SrKkE_>hyAimZiZs`)4jxh3KxmGdvI
zPuGj--Y7b|B$lq8GTQ<<o4))~rHRKQWG+gecKRrNdDCdVqK8&{X*Y5jdiu;@(-8!C
zGJ2t}nyh=9^-kZ-4-VDWC^d14)Vm_MFH&Kb@*GG}cmu1upp9QpqG)EzK}J^c(Zv?(
znK-5Gps@XuL(aBJ<WP|(Pt8XrNBu$L9w2L3jfdU+HC&L1Rt!H2QM%B%4DgJfw-;P$
z>I`c1BoAiicf9`uF+%!6tAfK%$_yF(Ta)5xC+F^B0}P2phan(;ZR0vU6AfaMtq=K3
zwaUBe)Mnej!c10|+qo^0t8{Gs2HU-TsITj`O3xvZ;Bh9Jj9pIr#tl3ySo4w1KgKSd
zTP-6jIR$S{n;#uSmLfyR_TH(7;gWyHXf~hjT{yECZi?4QiRiN|rk&McWBM0m<>@5n
z>H!Q)^>-nUi{_>Ut&wt^u+g5R{R)SzQqp6*2cZC%;0^y_snd{2xvEsOr2sd7rN_>o
z_G59IX5<tJKk#O($n-?W`JRCfc0E8_v}0@67*2e{aBS8cVz#n9uuIViq!7ABc1aB}
zd5-hZ%pD)q`3HdnPVW5|UrbfI+cJ%`zp92gmPdF$+S%9#U(gTg`vth25-8ZaisA_h
z=}iROkmazh!y;I>O5qe-Q^PzZI-xT%kFCsICGIFFzjhZ%@Ku5JJ9RGKq@YM@rIkq7
z`A|Bmz#*uFDKzWC3##Vlm34QG_p?1YL38*PS$}rq{5?{YbL3gqj~QA9QWAe98TF?v
zeOePRAR@CC&5yQFfbkLwQuqdY*&dcErCfQvRCBFPvor`aT*Y}G&N(ijT77={G%3-e
z5WaGSA#0hs4Tm3ph|34<%C6M)6oi7wFr$!sCgiiY!_pGu84B;Y$M@v6c?NduAklB+
z1FuWfh|q|gnU*+y#M-~*lb+-92}_tZ2i&0QKvMxZbsur?jBM^*cC-Ir+c$PDrppxG
zx7yUf!%^Px<jR8WJ@j3fzDgCPV{#6^{ZNh4R14bfX2znjm%JG9%?Uu$t9-M0V@Ln>
z?mk*)+eq-iVAbjA>&Gwet=9yJs<NMo<)0vPS2}=_E=B_sFW+MeWmT(YL-h}s^>=|o
z2^*@6#U-PMkF*xTcnb)KtIj;rE)7H%rJDdZrRY+tbvZE#%l~KAM$(i;5SIqI;u`s3
z2JLhdnIZMYawW!?>vB&@Fe#(-UKB%u{xmhQ8bh&~PA6A~k_fxyDur$)X;1xT`@Hlg
zV`PxqR`wKJtN2{H>GyfxQ<)mM8WlB=gE4Fr0lPJf*;?{~(%BUGWB}-fKUZV_+xiJ}
z-^&}{m-UgY#-C4|PPY{&pIqy#cg^7Bis@T!Cl}*DaEhH9U2M&b;j2iL4zII#$eIvx
z)fn9x45d*nQ7%76(V&;ns9@7|%R4Ul)0FnnEh$e}=mMxul-ad82`cKx60P$#>(zu!
z_td=Y$?0wdIgd8iR0<9@cvF^HD4sQk(^4O9OkLyL`2uxzzpv~*G%&Uoy|Jwg(wl@)
zehP{NKDtBylk0jX%rjW7`JX+lCmg&#{(RJB;^~=Pl>VmrgNz*n!bM@TCd%vD#Ixg{
zkz>&Do6|@{1Nr)QWZVOfYM1D-c^K3%6BPbu5!fF_Rz&IX5YBNPy4r8UlBWQJOns6n
zqE6&=AiMK$EZt0-X5V)Y?*1mPq<(7tr&D&L0_CdD5oiWYPP0NAZ>r<<Rwu_b#c79<
zh>!iuz%P8XDNJj8^>j_lv@h!>Hv{s!kcBBIY4=F8)>D{mU!?FJNv2#`<dxH^7CBAL
z9g$xPWEs>BY9t_;;Vdw@@g|F<>Yd_k;nex@Y~gugsh_}62H&t7cLUwAe=kBVL=Ujp
zV>rZw)Xc(Rf~Ew+1EctyHL=-`MsvI<mX)$Hn*7M?p6sK$yyVwOBvN{DtAGaBd_=s!
ztC_<M`X1TOyz_!bj~8akZ?^$*;BL)Lj$Jo9o6*s)VgA$Gjl8ClTjX-Uh>opy@~!}P
zAwbzp%UT|erk}{?<P_+pQeDr%lxgM|3H}%`{QF*`EKwt;j%1{(LMjQA$p)qo^Yxy(
zg-w}VxbmGnh+JdSCib(!=DW4psxF%(K{tVRwx>miI|J-Je>loH;gc2`sUZN<xYx3K
zYMPZ-!WiHus}Cg^qk(9tGpE#JIkw;70stMA>?^IQfmI(ts%N2W+e!!yfVW`1&%mDi
zLw>i0s36^;yQa&YY7u-miPFm>{h5{ZL%IT*mHc!&AKA^_KIOOyK8O+8q0Ezya&=v8
z`|O*%7k%z(RL6)mg)lwvN$0G2a#s$E17&thdw4*VIdA{K&RXCz{`@aq#{)QnW9H3*
zdvZ3BvvsUxNIc1ETs|bkP_k&;Ud&!SbQPwP%vDQ!FfU*kNdwIL#9Y^%vC2Jp$<d6Q
zvY?$tZa)BR<oxsXrC@=M&i1H=FJavlNw!tyiO}nG0&WCmG%5pe^!aqhkgZPQVnl>C
z=eWMbe#ORiG-eCPI$AKj#h;+4Sjb*IR~$oG&xYLNt$9A6KFO=SAW0vqmS&?m4v^Ji
zW>$E<%i$Mh<AF;|4wi35y^KHg2L%MQmmHp~3?v5}ry~5%7k%hf%B9f(fr3+xI`Qh-
zJM1~$%<2O=L<<WBq(am4(=Di$s3G|XF#ohi<F6IHU&;kGeK$^b>%gmLYA%qkGQW9H
z)R4R}3Uc!6EB|PH;gp+>Y>!KGrVg*OveL8c%M%sb8;8wxk<M@f`a5%^R-o2<;`&VZ
z4YrvtUjw&<eKs5YXD2lNQtLkVQFX}8Uagdb(5_xTUX<UySI_k2SX|*Aa%#7rG5Xqu
z1o6H`y3I~r>4c;nvfn&=HxaY232?m7h}#|RPvPt75pk%7fO29STZfl+&UQ-Qp(Mxc
zq1?<yGy3#r@7u`G*y?RiEc|aDsns@zvMNEzT3QjulOmXn7GUa(C!UNk`yX~I<EsB+
zx0RH`w1UFYoE0V6aHeNmCN=&h++c<0YMii)FyH)rCSgFhA(DJRT|$1)QDv(D0gX|w
zU*MZ7pvlgKY=txQw?_r_8ODBTJr>#eDlny+jdv#9y$z4<$??+ro0=>OAKc6~R4t4H
z=O^ImnF40=@}7I#9QFK!PfJTdF|K!zsc)T_ll?sPg=>DAFo}NF;o3Yfw)({i;*npS
z2v&I2+AL@&qsy!%t_Z`z8%vqYL?U+OBftZT$>sWnrqWzp{TWI>3!CRPuwIl6JrTQT
zV9}Z@2&fi`97Mg>ma1NG&Owb|Mk6HSUMX`6u!?h6S^b*5IxIM@k#OW#dnqyPw?qij
z@echUMMQ9ozP4~-9b&TfGlcD84rc_fx+vAk??pDp1ITVwYy_>Dp7U~fCW=`aIh}Qf
z!j=koScPfX`K$DX5xJ!Ccj;vWyRC<N;rbtNCE7k6Wr)z4Tz@)0i~>cBxDL*mq^uWb
zvPboTwzh_`3oD5r9a>eH>jbh|is!VA@KezK=-ti`u^KZyFld0O5agZgJx<9F+cjQt
zG;}F+Ve)g7f`!u?uG-R(otngpW2a_g6Kq(laN#qD3NajN-mRT8g6m1z<RyGJBn1vN
zO~bv|Dp2fY#_mO;j94N&lWH(?lo!K=`O}{zCs$~B$n$gwIF4x~B=4HoOTN>iJM;I-
zHih=baS~sTraxCn)aUeH-9gpwY$WcUnRDw-d+APRGW6Rd#_4sQz|K1kK@hc_qUgFL
zE1mW50H=x*Gk}OXdvxj5Ro3*Q<v&aH`l_Whl#y?l)fZP%-@B!}x{2Ha2~<Ra3`N#S
zR&)@Hs8ioqGq(6ur>G*u1fnx3Y~b)=;G*ZwBLNYa9M@ng>iH#5$zRxxDz6-2?-@@r
zFJQAV1B=bgUI)^^iEqqSYHG$&%bEbI-bz;N4xsky2LX|pbK8#f(gUklPOG@rmPb2P
zR{kELIV5YXFuPIZm{Iz!xO82WgZ1&^o)2wA&iI}F3MgP~uTh0~QiW>;*6j|0gGZ~S
zF=p}&W9;@P+L2x}!D|7-$>0KI&FDBa_@3;6K1Tk(9_Y^&WNCKXtA!0ah6c$k$4;IA
z!h7TAt=3?56N-woPvMwH4&fJM=M3*$tX0n$*37Y$y4dlP_J#j2g0a?%btVo<9AD2N
zxj}qhGOrG0OTg8G6g{TV7ir$TyJuY}J9ok6Na!C$(GkDR17u+nAYg)pR|!kjqDFO%
zz)hjv(G20vX)6IjEnISCDd~ham0v1<XYj>DF7$&p9`zwISZZg8;PV@}wcn2f(!DQd
z&pks7e8Dah=}KqDO4-Q!$Gs4^tuyAWmiBKzwrXqoObL`<@@RB_ton#wknh!8yxmXa
z$lv)kV7Qv3fzH<`E-1M~Pf_vi2Ch|zuhjiZn_sG~PkN#+r2J41E-3#QKiA6kSmngd
z-M2nbz_%Lmc_fh@f0tB#Sv?7&`_gmiUoZ-mP4CrnG#A|8IN1yyGJ(ntK_em}?x8XR
z`)2ZrV0swE#N7*QC~p2v)$n9z!Xp7dG{2Z1%Is@s_WfmJS5()6L!guvKOeT*RQM5u
z_UG}vWSFAV+?Zn^roXraLct?F;LaQi=a#H1eJ4)B1`AO=iEoL<@n}~YsMWXw$lz}W
zH+2&*p{dogMxqz<U8Ai!R0rPFSpx@@;78tes+iYM5TasJShRJCh{a0_l}`N{885O*
zs%IJ68C(FFxy^SN2Xx7E93y@Sl0bpm+uvEreNyAGP2JOZEA$M6m<Osi;?i%hQi{-%
zon*ARQEtVr>y-U<Q-2`J;dKV3&_d_z8Ss%oc%yKq{X5M|ArTLhnc1oLp_G*Nq(}NS
zbtAx6n%)eB`lRmoi)6G$TmJajEy2JFFEKgc;lfKd_r6Ak1YAw9?z?;R6~2+H<#YYm
zFU0cWY<WSB%+ATgQNh8>H#kQ(r4i2<Ik@G-iWK73{T=4mNasY~>qeDpj+M#$vXAz8
zS@C3+o4Ds|o5o#plk7cgHo0jn*4ZcuX`?Oi5CyVNs`*(<4O#3J#nWDk&MHv?<P?Ws
z-_n8w(oeurqpqt$sieP_X}hy&*2@Av1^kBh(&sNlffvg%T6w>EOom6g%b^((yMixT
zL2ksgr9V3o_bBm%ce1NBXdd56q5qQ<b_|=ADew*(=SwnN{h4*U8nCGFrcl4ZVVrtW
z2(uBV53K`M4Ltr+s(P1dxRDDml)M;Y6Z7E*pHf|cS$kU^+Z|tRTm(5jyTfrDpS_82
z6XsX}UwrB42}tCyM{p&eHW4d}4VXhC>qr|p@%mlQP4K~0{*N|zvfmmvc1tvZFDxUc
z1TL}vbU%^o{u&^ESk_|URbn3PCh(BUYe2xBT}!rVa~#W3IE-6tfeMds^w0lJ_;{9r
z-Y2zwSl)M8*FE-8X@zl|#4Gb8;|TVN-Qy+gzSqHJ4svUVlCpZ=pVJ*9AfQ@^aBwQu
zhXP_vK0i9E-inwl`&M10$zQD6jG{(u>9O98Dh|nu%C+EpHw!7(1>C#|xszP;1AL^%
z@iL}j&&c*?J6%vVwC^Te?&{71JfvL4%(=rc#-iPzKFn7zI_x+4(-gMv8}^hmWQmQU
zfYx`G_Z5|F$IouQ!1J<+|A0kAl2g!C*nu7?S!2AEFkmG9x~~R;Dyg1<Q)-9d>Nu3W
zehiF>$%2qZW92D`<h?WfB^P2I)NdEIeM)6zx+e=2zJJlNm_#=aqMJKWE=#snv_-_j
zlqk(F=93uXEw%L1>ADq!D~L7+#GJk!a^MThCkpl~RzlK{LSiWP-kgH3N~QY^cuEA=
zU_$%_S%XimEFQpNi@7Z1dFXj32Pf6!`!iRg!%pfnG5!n57`}bk=D+pQp=Zn7O2igY
z2JsQE)+=ZRaNfQT;K&h1I0z#M#IGq>A;+hy6a~^3m051)lmefY5$B#A|F?Qd2Atdq
zX>u0LJAi_{>gQo9aNJYXB_45)pu4ID?ZFnQ0xIp)IV=hQB7nHJW`mMHMT#Jor`um4
zdUph6w|Od`-+<#DD<?hbV|@$)#*5@|#IT)KkD<Fb?Ce3sFAG&8FU791+zdV+8PZ`@
z-;+YLX&}}$^pKsFFf<<h^B3u;YCG+Q7@N%3p`$O!Hnou)fkng57xc|w&r6Q?ymG6|
zKlg3w3!*r4A>dL40%p_^LBDr+)UJbL)7g`gxTohY{s722hM!fW>5AGH$v<n$^eRhG
zx$Zr2<)Z%e^k*l!nr_|#xKH%@`leca6y4^pX=<&#%$dE7KBA@uyHN^oer|vi2wcAO
z=GQWsypY4)XBImNAgyT_R$*~?9xiN@qR)4co2y^oo~-f>c=Dq@YT%<+^~t}w`@fyX
zt|!5e+S<TJGCXp@S<%r=(bB85Y_6V76Tudl)p2;ThVNqHYsQ-lZyLLy|FB!e-?bUI
z$gOl^K?UrK3%LwW!7kFEN+ZZ!7(Dm3Wa|g0^7hrgkpmqRMb5?8NdvtT8NGYxzWexy
z-NSX(quX2b6PI2GLvrPF8@6`Vlmf!n<P>M(p_@qPD>>eyA@y@_UuE6A$xyb$+1Oo;
z3fsJKbHSAKu5)A?&~X#w$t;{((U5`p2eq(TH2z}Ww1y?shDT1=0!#&zj4@k1%GjDC
zh?Sw4*NK9M98crOSk)pl@Hv(5(tk(#@9^0NL7}O8N0l4v3K1oNl!EWsUuEH61HT|i
z_6sjLVt8L{kL$~)M=cfM0QiJvrf&N+-W4qw5$Rv9NWBL=+V2`LT#MDnPuIX)*`u=U
zf3e|bjU8)_t_!|-0?@H&Yh@QCG;l(Dzh0StTMI(0u`clO^>rwGK6L(J8o0;C*}E0T
zN;ThvT$~5#3&;#8D#@`og;TIVVam$Un5AZBuvk(`EaRnI^~A8HR4C%0s&q<~@K=R{
zyI%->SX7T{a9`qY=#L3ai>8v}=iA<^`G&UP)%o_A4@9_)FKC!p7giS2$v25jK8m95
z{%Hv^)0ATA7cHe`CXQ9Wwc}~7r2C}GsBZNqcX#(8sP2V}k;@D`9)knd1CoZgJ6tuZ
zrtX2AgLK|1QckXC_Tdzh_q|@Id}CoU{h4LN*TAd!YGJ@rv5`}zClCJPslpN;TWE=f
z)jDvzv5o?Koa<h1EqRXyv?}YcR^Y2O^O%j}A0!*x@j=D!;!gJb7QX81c0>O2$(N+d
zn!@C@d`oE_{QDR)<|P|)9%AjP#;MiTlO&-C5oz^2rQe)XUqF0k8n;g@gs|SYvw#4X
z+2*3y=HYVkbM-k8+LNN#Z~3{89GO?IlFh&3X9I}m2I;MW2S7+S1dX0zF^Pw*Fut@*
z7B$!Fy6kPK7|?-l`Sykz=lPr{r5l4-sL_RP9Kp5wBiP~|gXi!uGX;=(>#Fvat2KdE
zs*j%^7dyKmAP=a6ao1&_U<;M9?#oiM82Xyp*w_e^`tCR`4XHt+9=7(@0m89}dN{<#
z(Ky={x#vaYELtXQo$A6(81NFsEqaCtsgigrD5{DdAI#ssT9OTBV68H&l?TVyJNk4w
zc_@Va>~pS>nu9I8V+)fryNHMmY3?<HfO!fiGZ<{d+>!OovKg<#eSP&2%nz|TgR-A(
zR|B$mq=8MD`{H0x*Wx%Z0x6Nkee<P`ezcAfNvGbiDxZU*ZJbIoFNMAiE*hsW6Z;Ai
zt0Lf-_3B(zw$G|Cu;LDT<rucRr1pfs=B)mG=>R5di@p2(2@L+oF!DO+-yN=U%&psB
zgMy|_QWK}9on7(4q1XN&KVKj~07m~?g6ZR0m&Ggx9&+nfyzun&)OzW*cHa_ATA*0z
zt}}fX$xUlvpbFsdf0{vd$~rhVX9M<y<+Wvt0<_mx5rF{ycf#Z96yVQC)md>jGj$wJ
zbzpC7BIo40CO)a9ol|)*R9+IrPEmMXK3>q$H1Kk5Hy{!e0Of1K&(M3gQiOU&_Vy1j
z<>sw&z3L!J=^FJdk#0&kg@7BO3bmjo!j{KN+Gx{K?c3NPVn>Q880uh=JR&m*fyE2o
zB69bl%A`S!#(R6XR*_-gIee`$BFfFGOKs&TN1nOL_C;6l2^7;HQJ6V>dg%HOnu`}p
zd9Gc(D)1i`f!8i3TV0n8M2RlJ*3`eUUP$40upn*qsCOtVsh(!G_SDGf{?(JTQ{!M!
z52^z$exTa}suNJBE|&DlYFZ`|l@yM$(-svR8!0?MRt_jnGlQ-8d8zQCd<R3iDWvu$
zU7QqOUnx+L%e*V+p9K^h=_NCOIS$N#k%?<H^<e8euU?(clu~ZP<I|&;)nr~%o|}fa
zd!P%9l%Ae>OSI2Kb9_YgS>CEVJMjzC5mop0Vg4<`(CieKAmc;Ht!RxMA&|jjKV`uS
z>^$^xKJ~VIdtZ*S!e#5uh<(I-$be>+2+eKi;o3<S_tp18)+1RJ6(Uw+HN#bg#U@H5
zu}HXh-%xqimLGrai@u-HyvcX(-pvz)b|r|W@9(V75$b_0H0b^x4=)($`5QQRi{Iy=
z?=DQD(U(?0`*BH`b4RpRKnTN@ar6mM4jwqEE5lP}me_2elqeky89rO7b5aHccyfT5
zk<XC+owz<7ek0S{{R&0~YO1W3(N#Ue-gDGB6vlB`*$BD;TyK_q>$(x_gtze7bkI9H
z0B8ybn`ka=6)>E?h_g5IOJHCbkF2cKnX^1}L2-`qg%57z>z0^C;hmR9vO&);mzWql
zX&zK)JC{!uHyqOwj#&zGi+08+Pq^dvDyg@Jm&&puRNtAYkRqT$4aS+mZurycqpxv@
z`ue<UJ`0?JjYUqDDpT9dg75V0p2Fi!maA$GH44ulw<?TFY*KzRN~L~sI{?5iM_ZR+
z9V}2vOml%JmyVg)8t*=^?=ov9sCwYBgY4p{6+}i~N`9C3o;bIduD}r8*Axi(HO|{(
zEbTQXco<aqz=kXmvGqPsw1X=H8*i}=7&HUss_L)Co+sOYQ6poXdsb%7fRx|By<z@B
z##0Kjcupm;x5g^y^2zAQsq`VeaV-nmJ9_*(d22_15+Z)too?7%4U|Nk?A^<4SUHO3
zpjGBHRApm{$@vt2c34KuC681O-`gH_d;L4=d8&DTTIz0{newI$9LIV0JjL49m2^V8
z#$TWUY7WLSX`#t_8lY3Sze9LDkHmM70+Jfh?lrOgHu@a`Zu|yEcK4L--Mcr_DseDA
z_aCMLiLlV_!8@uumz9wxYF;L7a09(|=HoGrYW^>dDlfNoPP8bxfD;C8W`^-Li!-+j
z^MB?Wqpz#ZE$7-v&4!8a47TR=R$G(`%xU6rwS<#0XuOg7lO|8j`S=4hIl!&3U1}FS
zsBureZYAkHydB+)Pv30hjdz$Zk;y1~mRylve0CJBd*XCjrT;jfs<gH=^G3^maWi-n
zS9JFP^d%RPT4pt8l}R$9x{DYvm&AyVR<L)T#7)>u1MAKO;OhiQFkfIdVbl0pt{iwi
zfd!w(xmD<xlRDu&BL3bHDkugmTZtYxcxwqbdL(F|CJMxW6~Qryq;w)lF1B2|rWs>x
z{&YafNgJU58@qjhaTRv;VK6M;NZ8K7OstURMh}<-!Ag0%#pTVTxW`H);R{FIe7NA5
zGiP*(U{G9^Mm8*Vx!$6mbFmmmvZ~C30S4ad(xr96_KR;;jHTM+8tJQpnk_b(s4pn+
zg8oIs_FY2zQ&1U<6L<j{G1h3>o9~@-@s2P7?V;F_a<oay`KM?6pu|J2evfWA=H&9;
z;aa!zk@@iQl(xIq4qz>^W}tB8{1DoP%{AN^;p-1|UK(ftYDCq=3m1C8$W2p&<VTYq
zEPTTrs3e#hI4$&XsP2L8hzZJe#iTY5^Nyb*E1TKzcD1V3Y=9EDizZV7Cky~gXX~LL
z1i6P(tglZHrOo%u6qsiL7^;jKubWrv4gWa*^?J!3eOb8nn*|AP%h{rD^Wa`XgLBT&
zpZ7HUDGU}yk_7euZRJ`wEHe5sk-G@Im?~+oE5>HrdK~Ch!KhiJM&Riip$g2cO<n+R
z@m^<=v>yPiYE0L(<#jEaCr?INhg*C0^%(AdrY%btJ+05alVH{Qd6FCb5i^X80(tq~
z4@H`Q$TfPide_OlFFl2FXOvyjVnLo3!gX+RLQ=wsv-X0}-WJhPIo75-<voe6H$QKl
zZ&YsxgnnSQwqHT{91S#DhFE&594)DtC3Hx_#X$G8KSP<3^}z#+&IC~{%{>wWYm!u5
z7QR_8vG74~yr6x=3qX&#=g;zV&r<(?)qQz9lzaTIQ>l}-qm;-}IVFVbOO`e}Df>>y
zHnw8OuB44f_OWG|v2V$~mSiUkVnUL23}uXEZ1?j_=iJ}#{_eeh+`sO<Ua#{qIgH2i
ze7~RXXL&DB0M4!n@bK$mWNxt*DKi|rtN+KR?c=>s+!<C0B8%bDvKav1PYwQ}X|}m-
zdE@b3VO6FpVL!iEywlCq^9H%QJRUM&+e)tWG&Ed^7Bn}53+U6<l*IzVQttK+2wvsi
zS`HDcE82CNeDYWvhG7MyLD6mXaL*dz3p`#-1Otxo`Xx+sgRj=$o!*v}G7C|gr_0R&
z8DWd&(-FJAnph?}vG>&1zm7U{@qi!~nyLexj`-R}G3nUEw26DqUp&{)Q8xhuXi|y!
z4qA6bDTEacz!n~kQ=xiUx2}R8%8Hn5nP!UIz!5kWGax#7Q6&p+l||r}c|Zffi4^ce
zt^e|H4r=$P-JtI*w4)<^L|k0Hn8U=F=R$pn_Y=oGNzL8npFSp)ELaWO-XE_GTxF({
zYO)GK2G&19i%##z_$3Zj0E=RSZFWY{*k|eV?5}fWs)WFDWl5e+F9jp9^W>Eex*5>s
zoy17y+M2Pr8^ulsb%l=GI`2ywYT7sunD}9c7v4=E7qAfk^^hj`WZ!H0FhA6u{CuAZ
zGBv5xP}O)%0|2VcIp7#~n^{2dKHR4@f2UcTQ$Bmh0%40>aV@BQ$8&g<yyR!}j#Bjf
znD%kT6OLP*Rf{-b-q-TV$sF!R=`v)=8PPj7slE>fG_B)E_dVTfVisGs@AK1c+wasl
zZ^Kz2JvG3&Tkqk)0CP@0i-zM-S^OhQk3?7bjeR-|kok%|1!+B;@ANerUPHl|>=ISw
z%M+ayi4yb^=TRus9I?~A*1ajgKS13z(<fh+Z5$-*ov(ce_yeuSD;z$@3x3uNZhVv%
zSW>iJ{Gsc#&y4+nD^BGJDS0cI*{WmnBb7tm0sDVWY|&roqIE?Y?jG;t%yT}Ziux*l
zTfa7Q*QPI8SgwbpWH$NSW{2A;=^VSk9h9b@DsSJdHs)Dq(n|61YZytGVJMHHTt5_#
z2)3-yKQ#0l6g;hez2|A&#`IhIN%bod3n_lX=!<&koX&B4<93$!bB;SGHYcYf`}d%Y
zKgV<UN?)FFH<2I&%@4X+j+wM?gzPWya{1$xHmz)QRe&&^ZQA_3pz4|*RH_T?bvk2|
zN<*L>SsyVEOR0BK-6}c(f~-uQ>X?-P1e?jpxxy~f*m{AmLu7Xob`k9RQWj$ukyANJ
zFQT>Vu=6B-qgD<b3FE;}e50{%L>5QQJ9-6dL<Q-7FwqKQlL!_TYemiYHx}R9vMy%I
zVrE~W+iuu3aS)V?B7doP|4g{cI*|L&NSFVESzTfauNHCVi()TJLO|qz<|~J>X8#}`
zHH~OJf9_5%4b@Pz<B@|UTPgLkjIDzbgVlF%jtR5mA)z}8Q5ZemJm_l}|B*&cmrjyO
zE4lS${dU51W@Z9oa-~#SU-YQCiPQ7lbjh^7J)M4&?@6)rOaw6p(jE5WG1m=G@W<CJ
zyn3=(GfZ_wDTc{OdsoWUl!sN}`J0mK5&`Q3xwdSGBZ;M375W17s&B`>CBrDKUKR#U
zuf2Sr7jrX3mGLe)<CM*fX<!MIl!jp=5-~XL=6ny;&-T^M)tw%ktNW$h$XoPu_gQIm
z<l81+$^SIl?5H_0#a^m*LFVr(TlMCtYaf~TLQgJ{Sy6jtuWPiIlnXY6VnmM5);sV5
z+Z6^SIGHn)&0rpis~}HnZ*Mo&Yf+hJnvD>|1#|;dG)G0jPT#EdpvdtvZI{x>ABeVH
z(g8Oz%juIUDcif~q-Zl#I;jG$Xyup0K?6S}{_+p|wcRF5$Ha}!H0_iYoaG$o>cFsE
z9UM2cZ#!-L8_1WDz&Rek^R;oDQnpk7biiiREIkAe%RG5mggr@$Z&JdYFR&D}kjHWR
z#ke#o;(tkB<)*9Pr>%t_3?-v8j~{B_eLl)dy9&P_UKvUu<d?3SEt;tL*D;-F(;C@_
z?d;2N5`h7xc?9nW@9~_L9UTex|43@U@-8T{OZ9*}G?#Q#(R*U2ABEU;zAUu6{y?qi
zqFlkmy{Ad6?l$`AFM=ssTrU$x4uK{(Z9`ru$kzE={TOFSa5^D;n4xg<=c-)NGtJ)S
z)&ASB<h4}<EfxDbSb6<Q)m0@0&NYGCYa|The22^zzB_8Y(4`+?+H9>UyPJ0cD)h_%
zN4Eq^VHPEK95b8nL)`l7Mw9SohWW`#a<^uqved&jq}ET=`n`R6Q;;F@9nT=HfVqv?
zy@@gDSd7wapM1IPhM4-ZLv;UizFKt8eYh^_f9060jCZBp;$?d$5qiwcCT_#y#KuRG
z=W3O=Eqjwvl#g+|EluB!iSa)pcB*4XPh!6UCv}07pWwIodR6GoY(>C|{a~>{?paT>
zC+YeO(oTa;>C%D{X(Bqdl*FBG@0LZ+b*kitu`K*qZ=v<uThZQD1@uWnrs*Y06K|>a
zx5FHdTL?#g?rbpwz|!}N$N;diz@qNTOTTv!d$)^J50tZ)l<|);=I^UtH|E+9e|PPO
z$r~Ge`}W#i>i)8oujLtS`B+P_Azgv4P^Maw3z&$?F`~AF;ql5Oc6S@417m1!?r+A?
zE6>YZ)HKLFSy3L;OY3q?d<Llx{q^3TIp&Tz-N$>)T@K%2@c2UQmD|ow8WqU<a*cy}
zSywfuZs*5ZDK2~C@9(1v454*2PisEjOC=IUC1!{AqbP*opn<Z|4b5yq(YXOue*i^E
z9%Y_edk9(-?o+R#USH5)JuNG(zr?NVp{vxLSc;67KStm7uF}x;`Exq-4cQ^?O^Hd}
z4cP=~qw<suu0E&CMqUS>NKdqOr6MMB-__~T2cYdkl0M<7n~F|n2+q3;aN6YGTgdDD
z=P~`1QS(98Gtv&N9H@l-yj6ZqA9|kTn25?Naiza{qy?as;#Emre?eb!P>NWI3}FR!
zj&Wb<A-5d?a{;|KDK5!ywzBqA`c=VLooD>ngo^JL5NC6*wA=PKjFl?sW8Ms0G`3Kj
z!CaEgov?;tv3<A@@KiK@e4xxEk!Tfs_&nRzgD!CtAywP9-|36i%XzmFP?~6AY|T<d
zWnVS7pHw#X>1o#LKdd#ocb=Qsy;OTf(EaC+A)-IYB%#WG>e(`}q<3lz!u)NZKLzV-
z4#)n{f|?q0jN!k;<=$NQtoJ{_AGx1j8)`?*lIi|wNxqtf4js}8&MQ?iPkMXR-oCeW
z?QhDOO}y@_Y~B8|Y|){^b>{%mko1KMi~WMbA2IoxzGyQr_qlAWTe@sgonq#ClL<Lp
zbmQD?UcM`)N!|dcp4q=nw|2|QYhix6ea??Y@4RHxyDTi+J7l^G#Q1#bLXgUwYuUl%
zCjIr@%K`F*#kkV*;4;?J(@yE}L;s!wccb?NtC-fuD0+z6M>Ca}QYX;ajn&Y$5%}wb
zyAx+|&WQtk_0ppj2jsi=rJQ+qGqKIjvQX6N**iDqDG~reljI`L@?Flgh4ks<SfUS-
z`JCQZ$TQXA+7NxG*vxYNH2Y?s!%IU4;~=K#Xn<t;eJH*h<Ht`jYgxD_gtO}|ozW_f
za?aP&DOFR-a({noIyfymyZ7yQufB%x)3k@{*voP;92mt540JzF(lQ#?swv&GVg=?_
zsAW6q!BPE8M?3<S>J+tbBerWroMQ8_f~;-cekCkKSwlnHQq`f1)0Sa7u9QD%;fuJv
z^*;M4vX)k&l}~h8@0)sT0;f>Op35aq;Sabl+7Fli?dV+8^Un~8b%kZV)H%&S6b=+U
z7ww8a`q#w~u@1fcUnNU5F<XM%>_XP=X9aF=eaic68?ex_5+<bkImzfJ_c;}#wN%l(
zcqU4@m5=h7*#(yjjtT6~-Yz01gpJ3@jFe6w{eI7-t)&OrMB$OufW>}o`TT*(AHdk{
zyc?CrSL!?3W40Ca4viD>`9aZJkWIZTXPhBl&Q`h@az#ERH`#l~D3i5|@O0mx^4M42
zPCso`6?ex%bU0ESt@z=LFl6dJi0!mFUZ5HeBS+f)-Iy$A7UNPoD{9qsZ)-e5)1*a{
zOZmWe`)q4jr47iHD^A+3wD85><)|~PP+L7>o)eVWHC#TXSDST0#xu7{;vz~Tvirr5
zvoq(GYhz;J`2aDXPs?v}`MD*yKd80x**@C4dm;m*eC{YL)d2<N$C;d7M5<wuse?JI
zI9$B9fm6=`MoK8cclMsSU!7yDL*=QurG(sddS%Z;u}?}t-Ad)25|$@i4ePA+ko_M7
z(W^FzSb#TtfC*kR$F#L?T5?j6UVx)V=urxp(gURW*`BH6u*1_m7wT?nmS^Vx?ev{%
z`<W(g9PinS1~2(elnpSUhnLrD)qw0BWhoH1V!m@G8<?xlCe)w?{mo9JGtsI$9q{tO
zjE$_woqSw@teul_^$xJ^%Whb4*k=F+e91u}M<w4p(x%=T<&toB%lbvAXJ_P8Jzu}i
zEd-zaQtL+xem(P3{=mb?{VPs3PG7ry@Y+H5<8ylx{@tHtMMAJYy_CLvWg%SXnH+=s
zpr{5vE0S%=XG;N!RHg+lqNQb`_olw^$*8&h5iuUyu`;qjVwGR*jmu%l_Z-Gdu5HO_
z-FnzQ#x15|B&A9n=O8TGBfmK`H7j0Pek=O~b8wo#T_|7LKgD0a&1nu~@Lnsm{m`;C
zd;WXrb*iguYffXR^#i&j!r>(8T%V`>{g|xCB?sKut;#-q&#~GNtfAnPN4SjlTurw0
z&Pr&f>P?Lj&7>Xur*qV@RgHnABLY0z70X0AU{KF4`!}zgl~4}vh#0Qrr+*@i>?O%V
zv=q)HIXpZZ#_4Gi)dO#tTjUs1tn;O+TnR#6SP`WRF?pLsq1<NG;xI9xduTn9i0(AA
zt&!%t8xM*;9kI&;B%<MXZM%wEr1;I(b&ePEH(HBFB(6A6(nKv%LFUkQ<uABpwBbb{
zVWz(#QEt(!+idnSzzM@c&794H@VUPS73@>nKq}V@m+_d}^lKDImX>df&g@E&`+MuF
zHs-U^i}s&QS6iuoGwjXZdA(`s{urRyUeCTGP-|B{82@I2P|Tq<e=LZ`VKZj4Q}m3r
zlYGQ@1PhC&3sF8_0eRaQuI07Kn%gBmR)C?F7U?E=w%$(5t&g>-znFA+^2-9}*^!mE
z_%)%{!R~mVXEb1Gr*s49U6$4j`4v=N9oJ4V4xb=16U}o9;j932#z1>f*35Fg6l}kF
zXKU|kJ=D_bVb$t6m0>C76dTc>WfI^&w;3sKQy}ev>k5ca==X}f=UXm{E_&y46(X~-
zG5~oQblvrUa`Det*HsPOe#7oV18z>%GX8L~G|K4|b=m{cJbZw3zk4U6pA^rfc`8Q$
zHIQW6oY<k;c0l*_i}(i7M$J?PGojwk>Pb7mz^;`*h152@zK1G3OI@q0DloL*5mPV{
zH^FS+qL>!HaOhld0FL9%nG)qf5uZQl0^5HFAp#utkYJ*6M#r|&*_E8QE&$jx7m9wp
zSI1`-->c2Vx|}CrVz-*t=~Z~9-`4T->q4yA7!qwN9+5ZT)zaYg_P4h8cE!{`Zhq|S
zEQQ_%`hMH7-iODbV@5iS=zzS*DDegqwJ{A(6==-I!bppH-C2`Hr_jB_;!Y!Hl2ny@
zi;@pT3AS9<^deGXrs`vBcd6sfuD_y`HOJi|wI~uMdtUYyJH;MWkL*@`Ixq}4(lA%`
z#`5q>weLv-g6QgOa_jS6^Ayzsqusun*SWA^i)vzvD{&310Q>!sYWo}(&Cl~TFUaBl
zDdHtm&i^6_BN+!n<#(nTVl<*{`t+T{a=$!oG^nhZ1={4iPHg4azd_Vw=vr@RYWC3i
z=66f#UCB`^+jlowTQuNTw`Y_0>8WZbzhln~bw)@b1yO}Xv_F|ZOX35SE^%E~l5sCd
z=BWR~D&!Eyn6Y};IBk*B-umT5iX{7Jq@{<d53~7t9SucQy-f1o){4j}OTl<bm2rPk
z>oLZ1C1j+}$|qn&%KYXFh_O{8crQ1$sU3YID%PnrDD=!Sq}sX!sS-~hA)KR?Ee{Ts
z;AU)(;7b&rVM-NWCN+P@lZfY7$;w<P4XyB_f1RZyUg-3`Z6qsB{0E2ZaIFW$Qp|Fa
zH#*ODqxHh}+PeK(g0On)*xyN){Yb=Eqtxv97<275bD2S0kh#O$CLq&iaZ3V{X#dr-
z_H)|PN{cqGeT_6pk6m4JKyGmUooRA3g)aNlx@qvSZ7qkB2E?^XM?=}zkwd0)bb`jg
z|F5$Jt@SCbtx+w5p2UEW&)3R!-J0SyHNrS$*x`Dx2|!E2M%~CPG<U#tAzCSmT{REp
zHkDTU(Y5E8p}w4|IiJrK@8y&F0#Id6&7ePRBJ%r|uptz3dsE$DGW}dX)Qest&yi$r
z%H_~v{}uimrif;taocuVbd@4!E(;4w{Hot2E}70@>{O-$A#YHy^CX62EXkG_JB;fp
z?Bh%buV}`vJC$IwuV;wt6A@JUysR=C6EL*v9_(yWTI=Flv9}mcA)sqeBRv^WqHy%h
zjNfjjv~Ho%wxrix3(2b$U#ZyUGD+OHao>`JO7YV|tF2y4*ync^UZ^dta*Q-5vy(CF
zovp_mgwFchc4n<?D(%j4&=6g89QiQCW;n9Hh<6~t0>39iGt4;u7;Ifv25w<uEauJP
zhoWwydiTC2`joeo{`Q!FXKB~lP^+zH=Uy2p5`5KAY7U0|c}5DHBQC}v19#)@be{5$
zu#ppNYL+b9pjYKjiNzd>*)+|9Y1adqa2DNz8bG+rH2c5o_xvG05ak_twO06Uy5;wy
zVrwhB19+c`zffDfQ}KhJMfZ{L+vIe$Ze}0h_x8)!K|zYj&07&73Fz=K8=mXq8}HH?
zmsnCth_Pl`K(^_(JN`v(%xFW`Fn`N?E>LvK-ky-x5zg;df?q$7ZAVF5gy;A>fOuX~
zh&_MMG0lu?y9a89d?%b_B#RW)C=*jq{^@UFk#Y157DBfIF?OLt^uzM}`$G&ewfc3j
z2KD&q*TmQuIr&5KvKRBuDCpIGr(z9NRbScEoz7pst*W7gD^3Qr1JDecTY2@O|MgT|
zyqBosl`Qv-T&>3K0U){2o%XzBiKK~UkS1<YCyQ}&VwUk993drTFU_j-n<pZdduq{4
zGmFG|f$x|B!F-#ojQ$yiT<Ln}kX>5GbcUwi<bYQUDcCYEB`}U(-=N;Tp2Xcp#rkWF
zt4=G$n$`Hvo})2%ARJIjwIcH(GMKX;gy8M7NbBG}R`5G!>+{e;XhP27zabP&x|-{-
zPK%(=w5>he@AR)*)1x9a&yDnyr4QTWNvDt~YT6kyPGu<viLq_+A5XMkZes`j>?6Oo
z-~L`k13Q!)WfCa$G0qw66PE@K=nrWcWb+$Zy(fv2)5-d{H8f3!hiwEnH$CDNS1JwZ
zO|vf?DX^o|9rOPFD2Lp1U=J~b!%!!wex8a=5PpnH5Ulpketis(-H!4sFr}~+WPEG(
zIvj6XrStuhBcj-1a^&~EJSQT&OaP#V$i$$-aMksJGO^p-=*6E{R<i4Llr@iuu@P+k
zxy=s5W+9K;8#&=->Z<h3(Q<I>NNfb{*BKMl8C=sLve<o@&7KMR-PFpi<f@o}=kNT)
zk$lH1l$K$c@wJR;Ugylpe3bf-y1iICP{yug)&Eae)D>Wzf~Urt*>wtdCEf+5Vw7%4
z^tSgJ{TJB!A9Z5o%bHHa*d)H@B+jUnkqj@E`mR(}Lvr{VFHTp3+202o7wzE2UHQC}
zPau$tUMxCC%cVOxoMq5*5__g1RmF<7teKd(Ue29nCt$Xw)k8ar7l2)#dwoa)mem8<
z-w~>xLAj4On)pmpE8Jy!AdS>q<G)kUi(f}D<F$=3HVg_b*?Kob_LjFK+*-cBbUbD$
zwx+Ckudp-=@Gxn-JG#WdY85Y(gI{0@Kl@8f^`6G`7}Ri8&^#CS<>M(C{#JT(`LhWm
z;&V(-oggT+Epk+?&kY{ybec>sotO}23PMx|9?|Yv%Nt<bvi|zq34$;s!zw)X-uJ&c
zY_MjycH!5<Quy26B}0O{<F@n3dp<^0swCO&X7-@*(xH}7tBx(=YF9p@9-v0sx^x1c
z-#RcNy_vJuoc_=^!Yl(Ci<R2!fs&S3deW|$)UCR0sWrke<fC4@4_lO0*^kg~_tUD&
zD<_~SkoA0bLKbA9egy6S$G!l6LKdE^T^Zr?)n?9D?_cqmDSy&fI|=!%7irlXUF@w&
zJAVz|ylmbRt+r$0-hk2C_Ie2>E<-L}GU#n?{Y2@MXd0e4`)Z1sX08OGlO!7uv5RdS
z03I!ux4qVk;MoKcc#bos!3E?jwgkNM*x^AD@TL3EAcENFJ)m!QIukDi$xn6t%FIZ7
zLVl^K$jzi3BoC8S70q>h2jY|i0cyFQF5KIYS^xVJ&uR0=`TzDJ=p>KZ!kIzWa6Imc
zvm>MkYg?+&vjP%F1u4$kw?v(5160))n7&m0#IM_O7xX7;gxyZFncFOJ%C*1J{-Qu$
zby-V&ZD`3bsi3FXK~Ygr8j;@lCWAxjJUaa|7hBA^s9!TKJH!^b7#~AxtsXYdxt_@u
z{Lq!8JuUJi%~=c$`uYDP4&Qj`*EeQM_RVG6PP|=lx*YZ?hcKvCN;bH-A(YU8UuO*Q
zB-V|`=XRCnKwt|f;nPdn2hu^maaJvRMQS%X1xiKXG+1#ukFWOpqLu$ry0xz36MlVr
ztPr2jCq6WIOrucRC5GEImvRH1k})l)(Y<X2zUj^&E(aQ`+H%vjUYy}-I;*h!zmv+u
zl<(Qw?B9j!g1^U>R#?y#^gwf&*tbD!+u3A|`}Le>?(!Tbn3+8D^N!CZLw@xE?*;e3
zT?Y$SM^|t?whGI{$ZDsXr>U%3j0=_*a*n?FaZn2=m0!yBv!r*_2|27^Uhjh1;`E{r
zEyh>e#2I`J-(uxCE85_YiB%EQ9DUQh{nh#9>t&BvjI=y-I%NIT?&csDmHB&p-@j7(
zmR{`6m1EI=9w~F#fVLJgXVB8F6=AFWieI1A6w_~H&_V837Y#EC+NZotOQ`Qw8oI^G
zavNp0)mH3Ux=~SaiF0V}>3!C>(c2(vmX||@DNf>u0{lIbw7epaO^5gFM^-7LYWE61
zf(z=%T#pbRBHbdUJ-xW*8{uy|2M$)QcYg1j!y@Tt0_Fz|I{B1_%lW^0s2}mKR_C5L
zR%<!8xqVC>xtxMduArW^wFijqb-2vZGcf(bf%G+K?`xvx@IAnFPW|%bi<+Fr{|1V+
z4fmj7E0}&Abt5Igz4_(2c>?r=vylQeRXgnSXKlcY!3sMSeozrmOiGBPHg%zT@yGOZ
zW>?bXT!oMm!?ix;W<Dgb5npnrwD<CiLij0R>u1yzQtqKs;#p|ofZi2p+b*_J$Dv*Z
zBWR!n&i}cz+Gh(X=zGPxBtjYIOWpFqScmCiwE)9K=QwGYM1GA>+ME8zAAih^)z^zV
z4O?%8a>|>5O(NpB2i6|4PD5{-7_N#?0oWw!K6C51fQbPZSd~7yMUD$Tz-%<0vtL~^
zS!VWK00@=QeU0RiT-F;j@}5IhHtt$Ai&Pb;ua&1r@33o6!!k}-YOz>Oeag}MbG#AV
zcu2x}*evbFem@XuAE3bOTle|%FiMi#_L>!OX)@MaFPb+ja^SoM#_n6gL%j>qmLH$V
zY)BwMz-?`9ZDv+nmy&W*Y@PtH%$$uKWE1q<pUx(`+@jq_9=MN!&3PgYi6CzxBqTII
z0pqjIq|1X<qxr_=AsoN}o5N>&4eP@jK8TU)<h7gGjh<X2T9r;5)n5LYHHiUA_gB9;
z-{M_YSqBS?IqI=*eY<xy;M+~&2kFzn8SAZPxkOX+L6N4>J=lK*RJ_%<sFeJ6co>uS
zT;Lgevxhko)&&U1Xa4ZlyDW50H^|=vTim|VW}4Ymo@aDJB-tVL$#KW&L3rbZ2I8aJ
zC1F{J;T8gj7+fV0Y)x&BzhK3s`Q5nj7?c@O!GPk&9ojoTch1(+vDy&Rx?vaCe^V_I
z;dsjJxK$sQt0LgnZ~Hmxjb9>EiorUl{u#?0FJ$$k^d@jVsZ$9q!{yDNhIt=7dGf?;
zsrWpb7%>!MAsVo~sqdQ)9xyhQe$!n^yykT^Y3U<w{Mmd`=((tp>cESxCML(45wy@h
zp9(aGZp{X)>JA<|Rz73r__~yoE=6!ZJr$K)SDNVS=W8-m;V8+J8;e``{Jw8`p77!^
z{Y<^5o?dM)z58Z`({tV*q<ilv6BQNb!$MHs;nQ!Nklvl;uiwPD6gAFK!Rg0ntRVpW
zc~?pif;XLQ_DPl;#t~GG<9myZvJ^e`o?H<RUY>LPv->_JUJf_*G6)YNMDZ{=2@$oS
zAH_DQa^tFwmYj+FN?i{Fg8lm%tsi<)7KA~>(4*?X0o2({aJ~AbUj8&V*f5p``UwLR
z8F9%$F@*J$gmcZjaxbWnc?oOotXA^<bD95sYNss7+xNavrm&X+1BIaI*D=hN{+P+!
zZ=|H|+U~8S`zCN0OrJ04)UjyA>v-dw#AF9@j?%{zFxCtHBXvUiB(q+zhG>`+o)q%l
zT)PJbvU=bps0;3|l<}vWX6`BAtzi_qvAS4qeZc|O!+g=;XAW)b|IHzuB1MZ^yv$`T
z#zk-z{*GH@U!{WD8~y7kREeH9#@WbLmkCk=;x*|r7!}!pgCT+@r2yKgg*&7a1F_8J
zxFsS=B38A0Emtr9tpIHEB<?NXx(2T9Kd?0D3CpSZR0yFwf7nxN^^kc^V`kUX5Pm%(
zfTSlui|>Np0Krn}HjM`#y)AOLJYuK}4#b|VspV(RoT(y}5%P#&JX|re0{)0bvEWJ5
zHfe^$#02CpB`;7Y7F>kT^HziigAp?2C`rbK?<B?;sKNH%j_^^aI!gUsBIxZ(58By~
z+&ZY8tBYP7H3dT>-H;Rf%b=&kd+E~8x8XvlaMu3{k}+XqWc2<Kp>)4?5!TR8XC!;g
zMe)m`jqh%h?dCq_zF34cD&MhQ&`8>GjIeR(kU{&K)PJJIeU5gn5JA6RP0Zlm_1f>(
zP&1f)wr|8!6#JMnoj_qkH_9H&6?2Ts3jp$&{_*3D&Ule#aje}BWj;25m(bl$Fx;M<
zE$i30Wd26%QJ*A7Y}UfghVc&3FA}5M6~F7il#D0-wJdcpv~%Tlnqqs7!g8x0I<Hg{
z7OPA&gl8Ppw`w_1ln?PK6xJnCX<!!op4{_)iKVM+SWw&e3bO!;TRG|izwLB-T_<nW
zt-33+BL4ZWwfmT2<I?K5Vu^kG=5i)po-6Q~+aw<wv|&A`+K-(58Z!3*-y_pmKBiCQ
zF|XTH2q*PrhU?`S+|f;w_=5<NOi1^Y?whFTTug8Ik&%p7bOi79=RDc0%M-j?6^>(Q
zjih?A8!hWtoQj||PQR%jfk|FwSb6-+A9|PhHN5S6z5Rqdt0}=dr8-FfF1HvPO;gRl
z$@gD-$$O$J8aWv&&W0x<hPQMNFncE%96mIhpOgL0$u8$NFuXFpNMM4-BFO9@9u@zf
z;PTc!>L@&>&jozSKe&=-*<|>6=HF??*Bkwo>terzj3ul1q`QV~UT}93yzx0EDT%3p
zubKYEx49darVT%siCRf1qR*MtotF1`!vTZ{(8;i*b+f-IsxlueRSX+7;Qd<X<f6Vw
zpPChvEiUiV7onbd0Xfs?Xvqd$xwhm*<q4`pnWCS~pc^U2-hJ%Ji-YakR>(u#Pt&HL
zlYs0aFYe1nM_HhyHXFI&2M4(asjx)83H*K&2~mHqsMp$sb!TfMK*1S?0r&GY;ZIul
zJ$G@v-tNI!k89ql<vZWJ0ma9+uz!Az$wxp+lM`~3Z}$Iw<;0Ja%y77`KSgN?PT(nE
zv40kmEr8o4H41$KI!~GqD_un@g0Z2ipVy6*Se4M7h3lnh6Vg>+)7FFf^RLc2%HjYs
z1Gt?FgNQQox0@%008&g>kv%BgUo*!;neqqhNd(akF36Sn_b*FeIQ+A3=IN;%(2t8v
z)N?6IAarhZY{7e5Tvt(rA8vRVUqnu-cER^K<v0KejQ{I><zLUUU;KHXjDbI1Od(zl
zmV&Dgt@Lf!9ry1H;y-4DbguU5w5%20>>K*`9}O=bu+x47UeTHTZvVimz(HDz5&7c(
zTi+UB>)Ak<CzNZdsHo%^mf&P=tE#?0&rVNI&ljBD{qG_3`(*rI{tJ#vK;~%=y}j!;
zS;-=VX$EX?W?&$lR}Oel8OXcx|A#2oKO$!T^QTc)6Xd4=wLaPAwvmCwVkg@~8u_r{
zk4M1ItEBqT!T&DH^`DQd|N6zjr;O>y9fpsZ!?ZAfye#~k!o#Zu;_pHeUjCG(trFz_
z*Bqv;IOOF6c11)o75VrdzTyAiz209aAb_1L1+wNj_)iZ6?ItHCthO4wzE4abbOhO@
z7Oot<e9WVuAixO9fz7;<OU<t*mR43$GB=k%kkGiE4^**kKX_2_=+Psc0uw0;Sbh-)
z3#Th8o`H(gaegB_)mX3c{#{$oW)xx;yRsUU=MU;}lk)=JrC<#+J7k+uI%*4wS_loJ
zztG&gTXr=O2vlfrMhh4ki(ck*I~-V3?z?_}#B<D#*YIt|u3fvBKo$>yB7-EAs+!uw
zE6LWW&IHQ0pd&dqo*x}pH&|bqq<lQ4307?wtM89e*p&cs`Q*?k-isGIyz6Jb6sN~r
zH2hF}zZYPLFM9RO{jhR=)R`xzoL?0d7NP^l{(Gj`V)1w##L5qhnQ9R32H@X~0|>mj
zIT>IVhB%wCVbp%AOpKfy%!ZR61AtBi!g}GP%$Wa1J_t72no79nlsfeH&h};IM?Qrl
zG|QVZXH;bI@c8Cw7X?K{UIBrdAmgZ)t%c2Vg1iY|=0wOlq6Q|7xeGPqn}<Up<0ET?
ztUeh8G<URq1dFJ|k#mKI6g$Uqd=@I3si)mjZIiteB}N~lYg4C49nZZXzs?h6bQs99
z4@en$XCJw;I9B-MhqbL|4<h2$MEw>O4a#_1KO2t>P$27=1NXnqiBYd|ka1K%>|@bv
z9nAZt+QrG(N9#Ww{57FoN=2L*s}szcHwE11@U5)s7F{7Id{!z{PX^Og=Y0*T+_Ta9
z2iN8$ty}&&#4e4e9xVV&xU|no-u5P0lPCl#h3}G&dHI;gZ7pkWjqPlWDG;VR6Ks>}
z&n$+Atk+oX9Xko0ndNoLKgr}i@MKB{M6<!wS@6^WLsPfI-NEXY7)-+9!Ap?9d{JeC
zR6f=V`B>BmCMIitwV~{rq7L}1ciUSVncyDD)3*X1U%38U{cdTwk!nv*qn(-|5V7k!
zdi1Ek@HSLPM$K5T1+s_madY;R<M!Ib5u!od*cms&Y^`%1FC*VM^tVaxt@d1;I$7~5
zT`3#~&j}a&<OxnAUU)K%5X)~o73F^hC1TT2<R1?7n#dRorp>wS`qWm9T~FG;Hs@sz
zM;xI;$_Qjh^9WO2N$vMquOpUE>oG&Ch^3Za_4?L>l_A@F65OWAxQZ6rW-z%nC}$Qh
zk%X@}t&o6(q;lZkLG_Sl&y+9U`@W}{FFZWNYljo+R!Vs%8#DQ`)q=dss7zRJWLP__
zieAW}B3Hn>(Z;)8-e<+pC`HaMuQ{6ESe#!-D8kD9k6ykXl8<f=+T1+b!KvVu2$k{l
z{KDzo#~R|TN<2tLD<P2|o12ZBQvsDcpu+J!3lx2-aLpV(9n_Ia<}(cx%1lqAw3%St
zT3Si<cl1D^xeIB-p+D!Y*9M@4?~ZJb`YcX*jnxdn5^|9j;NjtkcNTeg6*gc#VKC2d
z;+>p#B%hzh{O8ml^ahxd-ftaCMSL-1eP;dMZp7Dt#@wECfyC0dZprcS@d2yp?vxZh
zKR4SvA%+JmC0$wf7QRZM82&bS8n5cIXYXF=YCba}Wzc*Oq(Bifzl~pX-(J0XWueh7
zPSk_qFV+<31-<;U+CO2pP0lYo0H_wB|AI+{Yr!ggeC#eEfb-kuhr~sAExHWk#iM0&
zXLDONR@qACANC+suCwNtIC@U!@F7<g8<rQ4<r@ti;gD&ms|wr+K1KIH{1`POWi39q
zeVny!XWIv|*?uGD^L|bzf8;{}I}85wZ$EHoGg);f%d+ia7P9>KCozPL{Kr5dKAsW-
z7R<zXXD=)wJ%`dwpk#NbtU$gf1|0}gt%RFn?}3g6u{d<DhNKZR5>ST}e&oM6&Syl_
zNmyM4FX<j5O;M|HPV%|y?;p`aufy}6-O{V|q)Q!j^(MD!;ZcS`$QWZ6iAz_GIBQt2
z?l3^okbk<{)gE`LZ?x8jL<~O*Bddn?xZw7eD<pzBMS1U!nj>;+4ZKy>H@iBYa=DE>
z-VZ93B_~=HM^i4!P-oKhu;1XZri?6Fj(QXG)t$8WZ^14s_J38be(zi((_(wh=?1VZ
zw5A_|-8TKXB5*lPE%XHXFxg)YEckM>(z5-X>wHDb{W)a4@w|1`9~`vp69jX}G5d!?
zmtTFmHXEHFh`zkk1;V;{?P|wA2$wK-R1%=t$rB{0-(#U;7D*B6^a)?z7zA#ZM-P3R
z>X8SG+QD7E7GmiNW4>e!I8|~xlVu6iB5PiI%&m7OmG=iu=>_dQlsF<*xD4{SC|HPk
z7M)RwgLiOJm>&FP&xLoq`w}9!0AF6VxwS<Bo7&;}nX98hoN_NAbZa23oLF;z`y{&r
z#)0!i;(Z*P-ZN)_O!TDjyEOp#-{y!XxQ4wM_Ud>y5B9JI=}P+fMp)n@4do0wDmIkc
z_k9`;s|j!s!fB=y%*@QFm&dnt+A!7Jc_c2W@93C^W?^OZZrzA;#eaM7hhYdDKd;VQ
z&m+RAx;H5OEo71po`b4zmTh;k4c3NlQ^g#`)CK2kfI;(z#|IHzM8#J~lw$CEwVKXo
z1`52Woz>aCrz4BkI$9IftM5JvS}u*~c=i$OWsS>srsa2vA4&co%{XvLNexNMh0AYO
zh*2ASE3HP27iw3{fC^|hIBqi4UIs@4pRd($qFeZNkT}-Gsk6XkbTD|ssbo_-2Giy8
z5sw5h-IHFK5T^#19NjKTyU)A{*j{h0LU<LqPTO@X%mwlcbPJz4Zq`7loG<vWLp=q~
zO6h7ff#>xrfy|f2{1dXt=O6q0ZXsCMdhVZ&pOv?fRTIGshMo}94(e=C_>puqXfKbD
zP!Dg#p4IhRK7ASzvmmjo_c^fU*ohN1^~t)wu**(1kJ%DK?3cUBK@t<S2W@SgfdeU1
z`V1TQgmqzeL>`mLN94tF^<tfyhkoq~z@?OKJA>72K05N0n1i*(d+|QC&OaZJv4qKi
z(+Z>Y({YAe`bHu#_RCjnra~OZ!KLe$Z3mu6piH??NF=HNt9j!yj|{n6eJzj^6zGrE
z?=QNz0@cJgT1(?@C%9$CZ$&9}Jk>pR%Y5xn4$t|>?WPa><zFpLcfbw(q}SwG^&*R#
z%N_1_ez1!Oi~1Q^QKkJ@AgLOy5*^=_*qmot>rHXs)49ZT;~U$QY@_cbG4q?Yn_6d*
zc=T*WgE~4QkeJNlw>(vU*QPZb6qoH=U!NP8-+e3!Q);1M=MX2J$XEOMI~;|AEH5yE
zDjLr;E-_dqk6YEni6{sI)dS^MCt6bYN(^E^5LS~>xJkI<FRDx3`X_1(TS05+1tB<1
zrsfMCu)AsbWivXTKdn*EFMBbVn1_z9D?7RLB-`0J?yvXiJGDj6Qr3mLT6p(d8x=y4
zS*L1u?xV<OJh4xuAc7l?CfCVsEwU`d7#0qP;)LZ{;@{wvceI$gw1Kol^!t=}3L=17
zG;j2*hsgKgEYs?;Nbf%@aBwvA8nrcDynffgIPU7{3Q?FdaJ2bakb1EprOsNA++=wy
z?CotVhrC+~4uPgT3Z`GvTi3`<rnej${v^mP{)jRzt>n(Y^XsEwaA7(LV^8zy)RjR)
z_RZPFc&kV`(=dnSuIRe5T$YjK=w+<i1DAX3PmgexF<4=)g-(UgOUAN{+YF40okv7n
zNmB+aNXLa-_eVh+{^lCQi99!PZS?{;=(`qPBg#`UuXxHVct695I%rhitG=J%;6ae1
zs2PRE>|Nb^HwDdJcd3_%==OB}$?3Ms4u{`8+7<dmNFk<UtRz&OLatt@YRAY8BIcw5
zro;Ar%X&zviMG%AY-`fipsps?WPR|&swW2-`_NFXIW$l82otP~0}hSq(K}RPp~%Pz
z#Aaford)A>Cvl*YXNzoeO5Cx+?!+^eaa345Jg)5+Arf9Jj{4^(W0%^y`GkZnrgmWz
z1ry<lwBwKY{8@3BTxa=W9V0lUUOcuudBN379ovjf0HfYf2(CT^CLtkK31`PK8-}*8
z_nO(~Nis`K%;pBD^H|MpaowO2%YjoGDRnQu+TNV%kS?@INdWq$=%ehvD*U&+`Aq&i
ze0U)1c6wf0X<)gCZbIi`h*Ysi`nAq|oX1w;&<{GF8kVdi7;^0KDpU&RpaSPk3=R!&
z=WXOQu*3}{Tq1Pn%?uWfDQIg)tSZEI+)K+TbBnJxojS0`t?q7D6GCMsdQN?NAEcLM
zRd;~|4SAqblYS(7bGoT_RK5iZDAlN<0R^*~2gMYL4qs<jtnbC-E@Q@yXiIuP2Wr6R
zIV6q699D`S;u)8?l)|hrMaRNI*5@tjvTl~&Z9hTm-OT5^^(GKK@^w&Vua}!i2Q$7~
zh8$X&4<_V#S1{2a436jhv<HL_ezZh=%FEeh`}Gs%xfkDr5magRdg}cek9unQKz_P*
zxmRsKrw?)j!_+L6Rut}Ye9u`;SxOYIenH|>*<B{F*+(5;M8vHg6&b;Anu@>(^@zfG
zcad@^QN23$^&oQF=}1N7l5g&`>&YLx_x^Q3GGafvH#25seyA_r^t~6t=%q})FS^s1
zC+Jb;JmPTtxzO~UDYZQ!jr+X1na+vyO+nIx>YNd3@==e-0}^^sS=Ir6k4>aIwi+O^
z*0?8aYIA50?)+cE_2w-b6PBYcZ>#Egwqpw*m14ul$OzzU9<9G^xMW@zpOP0xiQKO!
zLRL{5bNgL`g0hZ*6#`>`kN>+31c9dJ=H~4ZU{|Y+x@@lfTG>GOZ3TAQo9lWzp#3{B
zUjWzmZ5OSmb~S_|wDyOS{N~S~L?@U;>HS<!*#U`sQ>3vYPSdh!m|R<5pZ#>o1rIwk
z@5hfHA<p5?pZ9?LzD~WrUnb&QMYj<C8*e#_xSP7Wzq9F1_Umyve@R1CRSUAgq+VnW
z^N&nQMF!+U27UMvjIc{taBy(8TC6~<Ul`)A4kSBXgQ7Q3Z|g$1tX=yaBJH*GLt#~{
zZ@iNjKl=+xYke3s<ToQzG%&R8eSJ<%cw{HW*!eazzw@D|yX}oDz1`_%GPCw;!h62B
zSqBD2FdE4Q(QIToR&b{qF61=#+H^|^yr7fHQ;!#R7<!BK-ylgeefnf{HLDmkD3E(W
z8+_`SkX)s?p4@dAVGRCQTy&vNh=_=Q=u^K8dB1&chKf;zYbs=^9z7G#15Jgq8|qnA
zq?29dIAl4p3RcF0&@IWo(q}hTS1Z;zCSwaxRj1t9bi)m47xcMdPM5)9Hc+1q^SS|L
z19Bn~o3ymGDKqKeQ{R%2es{mcM?`AEBqp90pbUi&Unyyi)MFDAU3PUqt~SJ=%`9k^
zC%?URU4Cmh(qsNhs?TDrK9o}>AG-5=VOXY@RpmS)O%y^6<n=(h<-Rg+Si7^mv9b{#
zkvaR&2KGh%?X+2W@Vf6_PSnP!7Y|$)OI?5)C<fvH8i=|#2^#-3UA5583q)N-lzHf4
zK_OcLHSG0iZh5LIKFnFs)vS%#-1pAQkG@N-+z`gNHay5CQ)RDS{e{BY>FD4U!kwVv
zNcNt~Rwt;pIK<sf9!$IPaMu74GpK3%K}Uq@4o`3x*zIDng7E$Y?6gLXi5`rx7AhtV
zZ$UOI?YmYacGMjXb8j%@&TFH@zP0N)>+?tE0cf=7Kw?(<NL%F4_O+?91IXYpnBjPD
z>h-4uvtvDPuI?sE2|z<am$+n<g0wRS!~O*b$3r^}*aDf%mQ`9}RH&ehViAAzrIlsU
zzQb%4GiAM4HQV(#Xn^p+Sdg$)-|NN-Yp@zOjgUc0)7Oq7561|U!t*225kmg1?o-Yc
z?~Mw{-f?ZeV!sm;$X5IAPe{Rra`ltE4o@^tO@w$K^GGFEzi<F}t_6}t_zTe3L05vS
z_(c~@^S%-wHA{UphWD*FKx<G|)R@(J8=~9+hhS6bJQHm6&hCzB*eQvHGy<e8xS<kT
z<8(!hR4kG4<Vicz^W5C#gGg`t^x{7oIR1?Y7{xG%wMX-LHf<bX6>Y)PZA0tHzUjsB
z6_U-%TiV%jXU<%OMngH&^=_tHs+{o-4A<b28)}O_A*)a3CgjBw7zNIa?QECBXd}(o
zxw47X$sy;nl7d1uq$Sj)cEQ38G;(6<R;EbaOQWztsrPQz&{Ix-1K8M|5djC_jqdNG
zb+^Aon0e2hgD-0!+Zgr;1$LDYF&Ze$WGGVOkxeyH$jHW)2OXqb_&%c&o0kZ6n2}4-
z4%W8Rk_)`qm4#m_YHDijP16V>0r`k+e1`B_k&pimI=cTiy3eOw$U7rr>}d%BUw|u5
PN2j82^G3lni%0(r667fR

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/buzzard_classification.json b/modelling/data/abingdon-all/resident/buzzard_classification.json
new file mode 100644
index 0000000..0bb0a4c
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/buzzard_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Buzzard",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "strong_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 3,
+    "target_peak_label": "March",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.993754602724945,
+    "target_trough_value": 0.34388897996704204,
+    "target_mean_value": 0.6013872841601938,
+    "target_amplitude": 0.6498656227579029,
+    "baseline_to_peak_ratio": 0.5011297544025949,
+    "autumn_to_winter_weight_ratio": 0.06473214285714286,
+    "year_end_to_winter_weight_ratio": 0.40625,
+    "decay_to_growth_ratio": 1.4757990867579909,
+    "monthly_target": {
+      "January": 0.5666157502465992,
+      "February": 0.7433717729933225,
+      "March": 0.993754602724945,
+      "April": 0.8256562983904419,
+      "May": 0.5992217417652741,
+      "June": 0.5500963869237387,
+      "July": 0.5079521536686785,
+      "August": 0.34388897996704204,
+      "September": 0.44315404438611483,
+      "October": 0.4960167813182803,
+      "November": 0.5144937447764321,
+      "December": 0.6324251527614568
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.556,
+    "GROWTH_RATE": 2.19,
+    "DECAY_RATE": 3.232,
+    "SUMMER_DECAY_BOOST": 3.403,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.514,
+    "PRE_SUMMER_DECAY_END": 7.14,
+    "PRE_SUMMER_DECAY_SHARPNESS": 7.904,
+    "SPRING_CARRYOVER_WEIGHT": 0.05,
+    "SPRING_CARRYOVER_END": 7.065,
+    "SPRING_CARRYOVER_SHARPNESS": 17.292,
+    "BASELINE": 0.498,
+    "WINTER_WEIGHT": 0.448,
+    "AUTUMN_WEIGHT": 0.029,
+    "WINTER_PEAK": 3.085,
+    "AUTUMN_PEAK": 9.935,
+    "AUTUMN_ONSET": 10.305,
+    "AUTUMN_GATE_SHARPNESS": 7.846,
+    "WINTER_WIDTH": 9.656,
+    "WINTER_RISE_WIDTH": 10.146,
+    "WINTER_FALL_WIDTH": 8.257,
+    "AUTUMN_WIDTH": 7.064,
+    "AUTUMN_RISE_WIDTH": 8.126,
+    "AUTUMN_FALL_WIDTH": 7.072,
+    "SUMMER_DIP": 0.162,
+    "SUMMER_LOW": 7.725,
+    "SUMMER_ONSET": 6.3,
+    "SUMMER_GATE_SHARPNESS": 4.543,
+    "SUMMER_DECAY_ONSET": 6.94,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.391,
+    "SUMMER_WIDTH": 31.803,
+    "SUMMER_RISE_WIDTH": 47.513,
+    "SUMMER_FALL_WIDTH": 9.538,
+    "SCALE": 1.119,
+    "YEAR_END_WEIGHT": 0.182,
+    "YEAR_END_PEAK": 12.174,
+    "YEAR_END_WIDTH": 86.39,
+    "YEAR_END_RISE_WIDTH": 158.823,
+    "YEAR_END_FALL_WIDTH": 8.654
+  },
+  "fit": {
+    "score": 0.24
+  },
+  "warnings": [],
+  "summary": "Buzzard is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around August. The model indicates strong baseline presence, weak spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/buzzard_consensus.json b/modelling/data/abingdon-all/resident/buzzard_consensus.json
new file mode 100644
index 0000000..f51b217
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/buzzard_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.24",
+  "INITIAL_Y": "0.556",
+  "GROWTH_RATE": "2.19",
+  "DECAY_RATE": "3.232",
+  "SUMMER_DECAY_BOOST": "3.403",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.514",
+  "PRE_SUMMER_DECAY_END": "7.14",
+  "PRE_SUMMER_DECAY_SHARPNESS": "7.904",
+  "SPRING_CARRYOVER_WEIGHT": "0.05",
+  "SPRING_CARRYOVER_END": "7.065",
+  "SPRING_CARRYOVER_SHARPNESS": "17.292",
+  "BASELINE": "0.498",
+  "WINTER_WEIGHT": "0.448",
+  "AUTUMN_WEIGHT": "0.029",
+  "WINTER_PEAK": "3.085",
+  "AUTUMN_PEAK": "9.935",
+  "AUTUMN_ONSET": "10.305",
+  "AUTUMN_GATE_SHARPNESS": "7.846",
+  "WINTER_WIDTH": "9.656",
+  "WINTER_RISE_WIDTH": "10.146",
+  "WINTER_FALL_WIDTH": "8.257",
+  "AUTUMN_WIDTH": "7.064",
+  "AUTUMN_RISE_WIDTH": "8.126",
+  "AUTUMN_FALL_WIDTH": "7.072",
+  "SUMMER_DIP": "0.162",
+  "SUMMER_LOW": "7.725",
+  "SUMMER_ONSET": "6.3",
+  "SUMMER_GATE_SHARPNESS": "4.543",
+  "SUMMER_DECAY_ONSET": "6.94",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.391",
+  "SUMMER_WIDTH": "31.803",
+  "SUMMER_RISE_WIDTH": "47.513",
+  "SUMMER_FALL_WIDTH": "9.538",
+  "SCALE": "1.119",
+  "YEAR_END_WEIGHT": "0.182",
+  "YEAR_END_PEAK": "12.174",
+  "YEAR_END_WIDTH": "86.39",
+  "YEAR_END_RISE_WIDTH": "158.823",
+  "YEAR_END_FALL_WIDTH": "8.654",
+  "SPECIES": "Buzzard"
+}
diff --git a/modelling/data/abingdon-all/resident/buzzard_observed.csv b/modelling/data/abingdon-all/resident/buzzard_observed.csv
new file mode 100644
index 0000000..4f8ed04
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/buzzard_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,22
+2,28
+3,40
+4,32
+5,21
+6,19
+7,21
+8,14
+9,16
+10,18
+11,15
+12,14
diff --git a/modelling/data/abingdon-all/resident/buzzard_parameters.csv b/modelling/data/abingdon-all/resident/buzzard_parameters.csv
new file mode 100644
index 0000000..7bb2dc7
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/buzzard_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:44:25,buzzard_observed.csv,0.4336891702551373332556829167,0.601,2.742,2.641,4.363,0.341,7.64,13.302,0.081,6.96,25.927,0.307,0.205,0.02,2.37,11.17,10.73,11.369,4.587,5.609,3.565,10.887,11.825,9.949,0.074,7.34,5.87,2.478,6.73,8.471,3.804,1.389,6.219,0.905,0.321,12.158,44.909,83.463,6.355
+2026-05-21 09:44:25,buzzard_observed.csv,0.3798521252105593946641391666,0.421,1.781,4.61,0.491,0.005,6.86,9.664,0.012,6.88,16.489,0.338,0.746,0.026,3.46,9.92,11.24,6.442,12.882,13.672,12.093,8.176,13.428,2.925,0.245,7.37,7.21,6.471,6.89,18.718,14.855,24.407,5.303,1.02,0.186,12.084,80.221,149.749,10.693
+2026-05-21 09:44:26,buzzard_observed.csv,0.5705274568551480886134469000,0.645,0.394,0.439,7.467,0.331,6.87,11.665,0.054,6.94,9.799,0.273,0.023,0.041,1.65,10.89,10.32,10.127,3.980,6.126,1.835,5.650,5.084,6.216,0.08,6.61,7.26,5.697,7.06,8.298,13.599,24.141,3.057,1.013,0.176,12.237,113.656,211.402,15.909
+2026-05-21 09:44:26,buzzard_observed.csv,2.169144680648819820214000681,0.615,2.56,5.036,4.508,0.84,6.95,14.095,0.052,7.65,13.55,0.328,0.43,0.027,1.89,11.24,10.28,3.406,4.817,4.807,4.827,10.883,8.595,13.171,0.03,8.23,5.6,5.146,6.98,23.858,30.118,50.354,9.881,1.539,0.33,12.284,88.154,164.234,12.075
+2026-05-21 09:44:26,buzzard_observed.csv,0.4316907570082980872336039994,0.55,2.006,2.232,3.18,0.745,6.26,8.501,0.023,6.93,12.501,0.155,0.109,0.042,3.0,10.29,10.14,5.686,7.751,13.923,1.579,2.566,2.78,2.351,0.029,8.91,7.02,1.71,7.46,11.022,38.065,64.72,11.41,0.964,0.04,12.205,121.336,238.489,4.182
+2026-05-21 09:44:27,buzzard_observed.csv,0.5458385778384401017650909843,0.423,2.418,3.444,0.025,0.85,7.6,3.313,0.019,6.94,16.113,0.465,0.362,0.046,4.5,10.17,10.08,11.815,8.418,5.761,11.074,11.427,10.045,12.809,0.21,8.15,6.82,1.72,6.71,14.462,10.772,19.814,1.73,0.802,0.136,12.018,46.434,84.586,8.281
+2026-05-21 09:44:27,buzzard_observed.csv,1.113022046188295519800129612,0.474,3.776,0.686,4.245,0.733,6.45,9.454,0.018,6.83,18.238,0.445,0.408,0.045,4.01,9.75,11.42,5.938,14.045,8.135,19.955,8.220,2.689,13.752,0.039,6.67,5.47,5.05,7.02,8.393,11.344,10.053,12.634,1.293,0.05,12.208,55.039,98.389,11.689
+2026-05-21 09:44:27,buzzard_observed.csv,0.2144807802685587246900334193,0.893,1.763,0.377,7.192,0.601,7.14,8.287,0.007,7.21,7.213,0.605,0.688,0.031,2.85,10.8,9.31,11.565,6.142,7.652,4.631,6.692,2.42,10.965,0.053,7.44,5.93,5.083,7.38,7.961,8.102,7.309,8.896,1.304,0.137,12.296,50.450,92.802,8.099
+2026-05-21 09:44:28,buzzard_observed.csv,0.4926610932326405811593664988,0.789,1.593,0.411,0.524,0.248,7.68,11.282,0.005,7.45,23.87,0.333,0.189,0.047,3.71,10.95,10.95,8.645,4.904,5.466,4.342,2.465,1.57,3.36,0.135,6.89,5.1,1.621,7.53,14.706,8.512,10.156,6.867,0.916,0.219,12.288,102.544,198.193,6.894
+2026-05-21 09:44:28,buzzard_observed.csv,0.9532380878018033608654718334,0.576,1.406,3.443,2.667,0.022,7.74,11.061,0.094,6.6,12.89,0.334,0.119,0.031,2.67,9.08,9.95,11.144,18.740,20.000,17.481,6.008,3.659,8.358,0.079,9.05,6.27,6.539,7.39,13.195,26.411,48.439,4.383,1.42,0.106,12.105,115.548,221.378,9.717
+2026-05-21 09:44:28,buzzard_observed.csv,0.6852284828096978709309333334,0.464,2.909,2.467,5.318,0.054,7.43,9.802,0.051,6.64,20.302,0.586,0.494,0.04,4.24,9.21,10.37,2.299,9.256,6.803,11.709,10.226,8.515,11.936,0.108,8.58,5.9,1.955,7.38,8.454,32.137,61.851,2.423,1.112,0.013,12.07,89.794,173.78,5.808
+2026-05-21 09:44:29,buzzard_observed.csv,0.1401285037182352785218691667,0.481,2.174,3.922,0.371,0.683,6.4,5.439,0.046,7.39,13.209,0.584,0.253,0.048,2.95,9.37,10.95,3.508,10.223,1.612,18.834,6.526,6.921,6.13,0.246,7.15,6.65,2.091,7.12,10.359,33.976,49.359,18.592,0.918,0.207,12.235,111.950,216.212,7.689
+2026-05-21 09:44:29,buzzard_observed.csv,1.570427275773428609808030694,0.898,0.931,1.984,6.808,0.405,7.72,14.943,0.077,7.27,18.393,0.653,0.015,0.001,2.92,9.38,10.22,8.367,3.852,4.159,3.546,10.240,13.408,7.073,0.228,8.52,5.14,1.338,7.05,19.052,22.540,38.097,6.982,1.276,0.332,12.075,87.458,167.907,7.01
+2026-05-21 09:44:29,buzzard_observed.csv,1.052954262034144582542207089,0.621,3.227,3.658,0.954,0.471,7.08,5.328,0.088,7.03,13.088,0.186,0.477,0.007,3.69,8.68,11.04,2.614,4.908,4.29,5.526,4.697,6.106,3.288,0.17,8.91,6.79,4.261,7.41,13.242,5.852,6.917,4.788,1.615,0.08,12.047,50.518,87.309,13.728
+2026-05-21 09:44:29,buzzard_observed.csv,2.532783225522095684220218677,0.891,3.605,5.708,2.533,0.918,7.2,3.624,0.021,6.98,15.063,0.141,0.129,0.016,2.19,9.58,9.33,2.106,12.221,10.585,13.857,9.900,11.266,8.534,0.228,9.18,5.49,6.898,7.4,21.558,9.484,0.807,18.161,1.626,0.253,12.203,44.316,83.644,4.989
+2026-05-21 09:44:30,buzzard_observed.csv,0.2318799897469653754541846400,0.328,3.69,1.081,5.386,0.789,6.98,11.377,0.025,6.86,17.966,0.365,0.16,0.029,3.24,9.36,9.82,9.991,14.574,10.32,18.828,2.717,2.717,2.717,0.069,8.26,6.91,6.482,6.92,8.307,37.602,64.557,10.646,1.428,0.288,12.149,88.134,160.518,15.751
+2026-05-21 09:44:30,buzzard_observed.csv,1.191313239695157627836442550,0.741,2.444,1.821,4.408,0.789,6.61,5.704,0.056,7.1,11.471,0.504,0.62,0.012,1.69,8.56,10.76,6.136,11.845,10.328,13.362,9.418,7.898,10.937,0.147,6.66,5.97,4.697,6.97,18.052,19.326,36.788,1.865,1.352,0.115,12.18,102.198,194.925,9.472
+2026-05-21 09:44:30,buzzard_observed.csv,1.318765587729001756828719327,0.594,3.595,5.548,7.555,0.423,6.38,4.182,0.037,6.88,26.02,0.18,0.064,0.047,2.31,9.24,9.26,11.424,6.487,4.681,8.293,13.078,13.183,12.974,0.187,6.7,5.88,4.021,6.98,22.229,22.064,38.086,6.043,1.615,0.275,12.278,72.286,137.871,6.701
+2026-05-21 09:44:31,buzzard_observed.csv,0.6197981506283035449600000000,0.308,1.083,0.777,7.327,0.167,7.26,4.834,0.019,7.18,22.696,0.483,0.251,0.05,3.9,11.01,11.25,6.186,9.202,5.542,12.862,6.637,6.241,7.033,0.019,6.77,7.39,4.262,6.83,11.905,28.010,38.902,17.117,0.976,0.027,12.116,102.746,196.057,9.436
+2026-05-21 09:44:31,buzzard_observed.csv,0.2993935020063750551921734955,0.439,2.741,3.95,3.238,0.124,7.67,11.097,0.096,7.16,15.274,0.513,0.456,0.029,3.78,9.28,10.68,8.003,9.070,10.142,7.999,10.754,13.718,7.791,0.227,6.89,6.38,2.735,6.75,16.996,12.142,17.65,6.633,1.103,0.191,12.281,75.418,141.954,8.882
+2026-05-21 09:44:31,buzzard_observed.csv,0.4575246326160835740612500000,0.679,1.222,0.899,0.709,0.512,6.37,10.611,0.058,7.17,25.484,0.698,0.07,0.005,4.15,10.24,10.46,7.698,4.022,5.92,2.124,10.589,7.19,13.988,0.018,9.18,6.24,7.557,7.46,23.029,16.237,30.749,1.725,1.215,0.26,12.004,62.586,117.599,7.574
+2026-05-21 09:44:32,buzzard_observed.csv,0.1686959466411775343245344703,0.496,2.173,2.037,1.161,0.202,7.7,9.744,0.094,6.75,24.556,0.327,0.408,0.031,3.45,11.17,10.1,11.752,6.934,3.841,10.026,11.030,8.291,13.77,0.072,7.4,6.46,7.081,6.81,16.294,34.737,55.756,13.718,1.049,0.25,12.084,98.610,190.1,7.121
+2026-05-21 09:44:32,buzzard_observed.csv,0.2466373848017150869266411560,0.449,1.098,5.582,5.017,0.384,7.28,8.484,0.065,7.06,20.028,0.472,0.588,0.005,4.06,8.86,9.59,11.65,2.484,2.008,2.961,8.782,8.489,9.075,0.227,7.18,5.08,6.941,7.51,16.975,37.064,70.116,4.012,1.288,0.032,12.25,74.048,133.923,14.174
+2026-05-21 09:44:32,buzzard_observed.csv,0.4877544793917791962717703732,0.428,0.794,3.227,4.543,0.81,6.63,12.095,0.034,7.62,13.02,0.253,0.091,0.023,4.48,11.0,10.82,8.565,10.540,5.776,15.304,2.380,2.489,2.270,0.169,8.88,5.92,6.032,6.64,14.108,11.519,21.088,1.95,0.902,0.182,12.096,98.458,190.063,6.853
+2026-05-21 09:44:33,buzzard_observed.csv,0.8251424929978296624437173334,0.784,2.815,2.356,1.697,0.205,6.7,9.844,0.089,6.66,11.124,0.357,0.486,0.02,2.31,10.56,10.08,3.16,14.677,10.518,18.836,3.480,1.985,4.974,0.245,9.28,5.1,7.989,7.39,19.607,42.989,69.119,16.859,1.236,0.132,12.282,73.421,137.334,9.508
+2026-05-21 09:44:33,buzzard_observed.csv,0.5821090219606250324181459370,0.618,2.972,1.438,3.552,0.272,7.62,6.307,0.044,7.16,20.476,0.119,0.301,0.019,2.87,9.59,10.64,10.097,4.326,3.629,5.022,2.602,0.928,4.275,0.113,8.31,6.64,4.967,7.4,10.389,16.486,25.102,7.87,1.066,0.293,12.086,70.556,129.922,11.19
+2026-05-21 09:44:33,buzzard_observed.csv,0.4362736366903242898536868060,0.893,3.252,2.54,7.245,0.183,7.18,10.873,0.054,6.65,12.185,0.109,0.742,0.02,4.38,9.54,9.78,3.16,10.200,11.868,8.532,11.468,11.301,11.634,0.228,8.86,7.18,7.019,6.81,19.249,44.836,72.619,17.053,0.818,0.063,12.18,87.971,163.679,12.263
+2026-05-21 09:44:34,buzzard_observed.csv,0.3599000363003827174344673148,0.792,1.677,3.572,6.69,0.304,6.83,5.21,0.028,7.32,16.068,0.193,0.2,0.036,2.03,9.81,10.71,8.626,13.416,12.701,14.131,7.418,4.283,10.554,0.186,8.55,5.17,3.425,6.64,23.703,29.184,46.173,12.195,0.988,0.065,12.017,95.208,181.39,9.026
+2026-05-21 09:44:34,buzzard_observed.csv,1.404344587678956842039339068,0.591,3.568,3.365,1.615,0.253,7.47,13.629,0.084,6.74,11.302,0.406,0.211,0.007,2.66,9.89,9.61,9.348,7.420,1.842,12.998,7.660,8.705,6.616,0.125,9.09,6.11,3.714,6.89,11.781,35.840,56.112,15.569,1.226,0.137,12.086,63.464,112.533,14.396
+2026-05-21 09:44:34,buzzard_observed.csv,0.1710541265925589463327039400,0.4,1.255,1.717,1.616,0.345,7.44,7.933,0.037,7.5,23.31,0.18,0.592,0.049,3.59,11.19,10.7,9.59,9.656,5.466,13.846,2.355,2.549,2.161,0.157,7.02,6.25,7.366,7.28,10.855,22.112,39.943,4.282,1.158,0.153,12.142,74.882,136.021,13.742
+2026-05-21 09:44:34,buzzard_observed.csv,0.5948605343276885424232000000,0.579,1.475,1.227,4.777,0.649,7.18,11.638,0.067,6.95,24.917,0.62,0.541,0.02,3.06,8.85,11.49,6.876,4.084,7.593,0.574,9.639,12.002,7.276,0.036,7.24,6.11,2.823,6.91,19.015,40.962,75.563,6.362,1.624,0.286,12.189,84.048,153.582,14.513
+2026-05-21 09:44:35,buzzard_observed.csv,2.946035619633660523018893446,0.764,2.851,0.279,6.557,0.207,6.92,15.031,0.04,7.06,23.918,0.219,0.574,0.021,4.27,11.15,10.11,11.881,12.457,13.621,11.293,8.867,9.913,7.821,0.058,7.89,6.78,2.231,6.69,22.445,20.294,24.452,16.137,1.743,0.108,12.282,97.302,180.629,13.976
+2026-05-21 09:44:35,buzzard_observed.csv,0.4718345889395518680557830588,0.616,0.455,0.411,0.297,0.338,6.63,11.243,0.096,6.85,22.212,0.567,0.234,0.022,3.12,10.39,11.39,3.044,19.226,18.451,20.000,4.711,1.911,7.511,0.105,7.64,5.5,1.097,7.17,12.645,36.720,56.46,16.981,1.183,0.065,12.22,51.093,97.689,4.497
+2026-05-21 09:44:35,buzzard_observed.csv,1.247605689939347910790095264,0.324,2.549,3.476,3.772,0.18,6.79,14.27,0.077,7.16,23.782,0.254,0.145,0.039,1.61,8.97,10.07,9.641,6.401,10.235,2.567,4.116,7.653,0.578,0.012,7.82,7.38,1.637,6.81,18.062,16.686,19.829,13.543,1.418,0.074,12.294,125.498,238.094,12.901
+2026-05-21 09:44:36,buzzard_observed.csv,1.054912280563025767062127966,0.706,0.349,0.905,5.348,0.194,6.39,3.557,0.1,7.57,21.133,0.115,0.339,0.017,3.23,11.14,9.42,2.805,17.453,16.956,17.95,8.682,9.661,7.702,0.232,7.8,6.83,6.144,7.5,12.708,7.514,10.466,4.563,1.373,0.315,12.215,53.937,100.646,7.228
+2026-05-21 09:44:36,buzzard_observed.csv,1.047819141086786985851581702,0.557,1.126,2.256,7.82,0.262,7.18,5.538,0.041,7.4,18.092,0.204,0.427,0.036,1.91,9.48,10.33,11.629,14.276,10.665,17.886,3.439,2.631,4.247,0.125,6.67,5.99,7.746,7.45,9.789,31.084,58.52,3.648,1.172,0.153,12.099,112.428,220.486,4.371
+2026-05-21 09:44:36,buzzard_observed.csv,0.3038760424964858011623174553,0.762,1.418,0.247,5.319,0.671,6.89,15.01,0.024,7.54,18.004,0.693,0.682,0.012,2.83,9.78,10.37,10.352,8.752,10.534,6.97,5.964,6.273,5.655,0.246,8.92,6.99,3.75,6.65,14.328,4.770,3.483,6.057,1.351,0.143,12.029,108.652,211.14,6.164
+2026-05-21 09:44:37,buzzard_observed.csv,0.6784795022162361147975351917,0.705,1.935,0.675,2.724,0.607,6.71,5.912,0.05,7.17,16.38,0.385,0.687,0.026,1.56,11.03,11.42,3.633,4.355,4.263,4.447,5.432,5.452,5.411,0.01,8.39,5.49,5.872,7.24,14.543,7.172,10.483,3.862,1.053,0.277,12.286,60.800,106.461,15.139
+2026-05-21 09:44:37,buzzard_observed.csv,0.9669442843983780402743174813,0.82,2.523,1.677,1.861,0.493,7.34,12.663,0.04,7.21,18.484,0.163,0.075,0.041,2.88,11.07,10.55,10.881,9.424,17.145,1.703,9.600,6.911,12.29,0.209,8.05,5.66,1.242,7.24,18.983,16.670,15.652,17.688,1.406,0.122,12.019,89.996,174.953,5.038
+2026-05-21 09:44:37,buzzard_observed.csv,1.614481180866933945447319167,0.561,1.927,1.548,2.186,0.204,6.75,7.143,0.042,7.16,26.548,0.372,0.562,0.047,1.91,8.77,10.26,4.003,8.154,12.713,3.595,10.226,9.986,10.467,0.077,7.33,6.88,1.416,7.35,21.277,10.627,2.233,19.021,1.77,0.34,12.082,87.740,162.288,13.191
+2026-05-21 09:44:38,buzzard_observed.csv,0.5548415794985970631524168228,0.712,3.886,4.17,4.437,0.203,7.3,14.682,0.094,6.73,15.23,0.578,0.505,0.012,2.61,9.11,10.89,6.331,11.790,13.957,9.622,9.187,10.477,7.897,0.228,6.81,6.1,2.648,7.22,20.177,7.893,5.637,10.149,1.635,0.274,12.129,57.360,103.002,11.719
+2026-05-21 09:44:38,buzzard_observed.csv,0.3698954575995593806044443286,0.425,1.774,5.797,4.179,0.892,7.74,12.491,0.004,6.9,20.053,0.186,0.425,0.015,2.2,10.63,10.1,10.103,13.438,19.021,7.854,12.034,12.349,11.72,0.215,6.52,7.35,4.025,6.7,22.207,41.502,65.271,17.734,0.809,0.009,12.294,53.894,96.849,10.939
+2026-05-21 09:44:38,buzzard_observed.csv,0.1441882428104132480763078705,0.364,3.642,3.695,0.091,0.755,7.47,9.674,0.006,7.07,27.621,0.693,0.431,0.027,3.05,9.57,9.59,6.216,11.852,4.907,18.796,3.876,5.765,1.986,0.164,7.75,6.13,6.233,6.89,14.597,19.567,30.363,8.771,0.803,0.135,12.135,66.836,129.428,4.245
+2026-05-21 09:44:38,buzzard_observed.csv,0.3211943861618702536901101657,0.73,0.791,4.642,0.449,0.123,6.39,7.697,0.037,6.61,9.829,0.351,0.021,0.031,2.48,9.95,11.24,2.196,16.154,15.777,16.532,6.134,9.794,2.473,0.226,9.07,6.8,4.711,6.62,22.92,27.950,42.534,13.365,0.907,0.128,12.146,113.754,212.107,15.4
+2026-05-21 09:44:39,buzzard_observed.csv,0.3878054211141011042857015984,0.823,2.988,5.69,4.489,0.576,7.0,15.843,0.046,6.55,21.495,0.282,0.512,0.013,2.42,11.38,11.15,8.167,16.813,14.039,19.587,11.324,13.806,8.841,0.063,9.03,6.09,3.646,7.52,9.573,47.331,78.527,16.135,0.986,0.133,12.265,42.994,81.688,4.299
+2026-05-21 09:44:39,buzzard_observed.csv,1.507502859467894451680104167,0.362,0.878,2.188,4.165,0.084,6.65,12.273,0.004,7.59,15.326,0.575,0.048,0.003,3.36,10.45,10.8,2.353,10.498,7.77,13.226,8.280,6.746,9.814,0.005,9.43,5.85,6.766,7.28,6.326,34.250,58.337,10.163,1.149,0.274,12.064,101.508,192.823,10.194
+2026-05-21 09:44:39,buzzard_observed.csv,0.8847044881949460443136000000,0.469,1.772,1.793,1.987,0.188,6.45,6.95,0.083,6.78,17.044,0.55,0.671,0.022,4.41,11.04,10.74,7.089,12.952,16.611,9.292,6.233,11.8,0.666,0.073,8.49,5.83,4.072,7.27,6.574,7.766,9.666,5.866,1.408,0.113,12.038,82.498,149.908,15.088
+2026-05-21 09:44:40,buzzard_observed.csv,0.5532188142533052102996875000,0.303,1.169,2.402,7.696,0.787,6.93,5.537,0.075,7.4,11.943,0.55,0.512,0.043,2.82,9.09,11.31,3.421,8.516,11.435,5.598,4.932,5.315,4.549,0.155,8.18,5.27,4.485,6.93,21.49,46.164,75.486,16.842,1.709,0.224,12.008,88.599,173.009,4.189
+2026-05-21 09:44:40,buzzard_observed.csv,0.7148977155260750967604382851,0.468,1.501,3.576,4.174,0.587,7.71,11.869,0.024,7.26,20.632,0.226,0.079,0.006,1.52,9.31,10.93,5.058,12.498,5.917,19.079,11.190,8.48,13.9,0.018,8.04,5.13,1.663,6.81,8.669,36.301,72.109,0.493,1.061,0.09,12.104,101.707,195.662,7.752
+2026-05-21 09:44:40,buzzard_observed.csv,0.2751951542507219096439814814,0.432,2.126,2.447,3.659,0.559,7.47,6.045,0.031,7.0,6.909,0.664,0.441,0.027,2.72,10.63,11.15,8.568,1.664,2.636,0.693,7.148,6.438,7.859,0.191,6.57,6.15,2.538,6.94,12.215,14.235,26.203,2.267,1.279,0.167,12.173,116.418,227.39,5.446
+2026-05-21 09:44:41,buzzard_observed.csv,0.7516137449396882998372401036,0.72,2.145,2.792,5.115,0.006,7.57,9.965,0.002,7.09,27.13,0.156,0.12,0.018,1.71,9.51,9.36,6.232,13.120,18.359,7.881,7.422,1.386,13.459,0.046,9.19,6.44,4.383,6.68,9.26,30.665,50.901,10.429,0.872,0.263,12.025,71.986,137.268,6.705
+2026-05-21 09:44:41,buzzard_observed.csv,0.1423474932038647373728118917,0.659,2.206,2.781,2.683,0.509,7.01,5.803,0.065,6.66,9.571,0.379,0.613,0.043,3.87,11.2,11.08,5.35,11.106,6.801,15.411,9.544,10.621,8.467,0.216,8.29,6.37,1.084,6.87,17.58,38.982,64.423,13.542,1.086,0.309,12.183,80.530,150.998,10.062
+2026-05-21 09:44:41,buzzard_observed.csv,0.4631693975518897771298846844,0.827,0.665,1.908,5.52,0.86,7.35,12.689,0.017,7.2,18.553,0.558,0.445,0.045,4.46,10.16,9.59,2.599,2.052,2.289,1.815,2.710,2.659,2.762,0.003,8.52,5.6,3.809,7.22,12.09,25.586,47.453,3.718,1.307,0.204,12.163,77.558,140.346,14.771
+2026-05-21 09:44:42,buzzard_observed.csv,0.9404878345749914879808510066,0.486,0.788,4.094,5.016,0.055,7.51,13.617,0.084,6.87,13.153,0.115,0.058,0.025,3.11,8.73,9.71,3.144,6.146,2.041,10.252,2.003,2.75,1.256,0.232,9.22,6.72,5.29,7.27,14.505,33.099,58.312,7.886,1.564,0.205,12.227,95.773,177.302,14.244
+2026-05-21 09:44:42,buzzard_observed.csv,0.8136060552253216577537500001,0.506,2.872,1.276,6.033,0.391,7.3,10.37,0.022,6.95,9.606,0.67,0.625,0.033,1.51,8.8,9.56,4.162,4.892,2.965,6.819,9.935,13.174,6.696,0.076,8.65,7.27,5.123,6.61,16.196,37.907,59.128,16.686,1.193,0.103,12.048,94.555,175.355,13.755
+2026-05-21 09:44:42,buzzard_observed.csv,1.231840266176277556596223315,0.767,1.834,3.887,0.223,0.206,6.89,5.929,0.023,7.38,8.872,0.473,0.007,0.013,2.02,9.61,9.71,8.44,12.768,12.098,13.439,6.226,9.395,3.057,0.196,8.75,5.37,3.866,6.92,15.48,24.106,28.225,19.986,1.442,0.302,12.265,68.353,132.703,4.003
+2026-05-21 09:44:42,buzzard_observed.csv,0.7893006757742419614708213573,0.807,1.869,4.805,4.256,0.921,7.53,7.878,0.024,7.52,9.868,0.282,0.051,0.045,2.04,11.27,9.98,10.774,10.868,13.949,7.787,5.996,6.932,5.059,0.185,6.66,6.58,7.639,7.37,13.291,46.724,73.817,19.631,1.163,0.119,12.065,61.893,113.773,10.013
+2026-05-21 09:44:43,buzzard_observed.csv,1.873789258384562333294294125,0.459,2.1,3.963,3.52,0.843,7.06,10.194,0.026,6.93,21.433,0.236,0.2,0.012,3.88,9.34,10.23,11.116,4.010,0.486,7.535,6.408,5.229,7.587,0.172,7.52,5.98,7.465,6.84,14.581,27.198,45.716,8.681,1.397,0.307,12.177,125.420,236.456,14.384
+2026-05-21 09:44:43,buzzard_observed.csv,1.042380458183718551438262415,0.632,2.089,5.787,5.785,0.867,6.38,15.617,0.089,7.52,6.725,0.614,0.62,0.025,1.65,11.39,10.78,7.802,5.703,5.955,5.451,7.126,13.205,1.048,0.071,7.59,5.26,5.829,7.33,8.658,27.528,53.425,1.63,1.426,0.207,12.183,121.310,237.556,5.065
+2026-05-21 09:44:43,buzzard_observed.csv,0.6105356362360725651119305583,0.891,0.753,3.997,4.992,0.538,6.74,10.9,0.027,7.55,15.294,0.215,0.041,0.015,3.41,9.58,11.29,11.093,3.675,3.556,3.794,6.949,11.065,2.833,0.187,6.7,6.91,1.321,6.88,17.127,21.242,31.36,11.125,1.062,0.045,12.242,117.639,223.711,11.567
+2026-05-21 09:44:44,buzzard_observed.csv,0.3808824458092236668919048147,0.625,3.191,1.846,4.367,0.273,7.64,13.961,0.075,7.15,15.076,0.191,0.423,0.031,3.25,8.86,9.47,2.652,10.008,4.635,15.381,4.610,6.281,2.938,0.152,7.1,5.07,1.835,7.59,6.91,11.342,6.282,16.402,1.156,0.069,12.035,89.489,174.597,4.381
+2026-05-21 09:44:44,buzzard_observed.csv,0.2584905541618275100968981482,0.31,2.057,3.8,3.34,0.561,6.69,4.609,0.058,7.3,11.65,0.645,0.299,0.012,1.68,11.27,9.35,3.608,9.120,17.178,1.061,2.138,0.365,3.911,0.186,8.27,6.82,4.364,7.55,18.179,43.391,71.316,15.466,1.049,0.186,12.166,116.844,218.853,14.835
+2026-05-21 09:44:44,buzzard_observed.csv,3.522315316959581667891904000,0.775,2.754,1.269,2.344,0.746,7.46,11.454,0.006,6.55,13.041,0.238,0.166,0.028,2.22,10.2,9.37,9.136,15.125,16.766,13.484,0.960,0.685,1.235,0.219,8.38,6.48,3.71,7.42,7.782,35.308,65.229,5.386,1.752,0.008,12.284,110.128,206.714,13.543
+2026-05-21 09:44:45,buzzard_observed.csv,2.566159837091083499588540872,0.877,2.552,0.418,0.303,0.524,7.69,4.728,0.019,7.26,10.011,0.599,0.136,0.035,1.82,8.67,9.74,3.144,14.146,18.551,9.742,5.156,0.945,9.366,0.185,9.39,5.0,3.036,7.15,19.101,17.301,14.685,19.917,1.426,0.099,12.198,71.096,127.358,14.835
+2026-05-21 09:44:45,buzzard_observed.csv,0.5946780010372204049083513594,0.878,1.017,4.96,6.573,0.768,7.08,9.136,0.061,6.78,12.146,0.477,0.667,0.003,4.13,9.87,11.03,6.027,9.348,10.525,8.172,8.562,5.289,11.836,0.01,9.32,6.63,1.675,7.41,7.707,13.366,11.126,15.605,1.72,0.155,12.105,89.705,172.763,6.647
+2026-05-21 09:44:45,buzzard_observed.csv,0.2011627689548932791783333333,0.431,2.618,2.619,0.028,0.077,6.36,6.509,0.1,6.58,13.969,0.61,0.083,0.019,1.77,10.16,9.55,3.669,1.290,0.952,1.629,8.600,13.341,3.859,0.023,8.55,5.25,1.216,7.15,15.547,40.854,76.54,5.167,1.086,0.321,12.112,89.880,174.396,5.364
+2026-05-21 09:44:46,buzzard_observed.csv,3.069854210547832441024869833,0.755,2.163,3.313,3.378,0.621,7.54,12.616,0.098,6.97,9.137,0.241,0.354,0.028,2.63,10.96,10.58,9.736,6.210,5.330,7.091,11.980,11.277,12.682,0.107,7.13,6.85,3.85,7.47,13.885,35.068,57.661,12.474,1.761,0.203,12.065,101.887,192.102,11.672
+2026-05-21 09:44:46,buzzard_observed.csv,0.3883210521648933438730468750,0.354,2.67,2.294,6.462,0.895,6.27,7.538,0.097,6.7,10.065,0.689,0.662,0.04,4.06,10.5,9.42,9.032,10.964,9.601,12.327,2.520,1.588,3.451,0.053,6.63,5.27,6.335,7.35,18.2,16.452,19.15,13.753,1.135,0.09,12.125,56.946,109.017,4.876
+2026-05-21 09:44:46,buzzard_observed.csv,0.2287983733276090848610458334,0.825,2.488,3.254,0.479,0.469,7.56,14.629,0.057,7.54,17.938,0.341,0.523,0.047,4.33,9.61,9.65,5.926,9.656,14.244,5.067,7.486,6.385,8.588,0.215,8.4,7.38,6.559,6.93,16.597,33.821,58.006,9.636,0.855,0.146,12.275,66.081,118.837,13.325
+2026-05-21 09:44:47,buzzard_observed.csv,1.850141247339631532545652565,0.575,0.722,0.06,3.249,0.163,6.51,11.919,0.082,7.01,7.123,0.241,0.276,0.032,2.39,9.05,10.1,6.993,11.268,10.594,11.942,8.627,7.615,9.639,0.198,8.71,6.65,4.349,6.93,8.619,3.179,2.453,3.905,1.319,0.009,12.089,123.224,231.106,15.342
+2026-05-21 09:44:47,buzzard_observed.csv,1.413816562412472693032900824,0.814,2.824,2.505,6.925,0.872,7.72,15.537,0.017,6.63,6.862,0.13,0.182,0.036,3.98,8.52,11.17,2.27,6.922,6.991,6.853,6.640,1.843,11.436,0.218,7.62,5.17,1.855,7.47,17.578,3.194,1.869,4.519,1.421,0.001,12.231,124.377,232.888,15.866
+2026-05-21 09:44:47,buzzard_observed.csv,0.4708346672691017633920370370,0.361,1.536,4.454,5.194,0.709,6.26,6.165,0.036,6.53,7.91,0.601,0.195,0.036,3.49,10.97,9.62,5.021,10.186,6.881,13.49,5.634,1.954,9.313,0.005,9.13,7.05,7.033,7.6,11.216,27.408,41.859,12.958,0.872,0.295,12.106,68.146,129.985,6.306
+2026-05-21 09:44:48,buzzard_observed.csv,2.933424102622939845440843625,0.672,3.414,1.301,3.997,0.815,6.93,5.032,0.006,6.56,25.948,0.102,0.084,0.032,3.79,10.5,10.45,2.51,6.788,11.207,2.369,7.748,5.174,10.322,0.181,9.46,6.09,2.112,7.13,23.831,39.904,59.935,19.872,1.59,0.308,12.147,100.866,191.66,10.073
+2026-05-21 09:44:48,buzzard_observed.csv,5.051099840542075849622148150,0.349,3.267,4.349,7.876,0.415,7.25,4.62,0.065,7.29,12.198,0.211,0.116,0.047,2.81,11.05,10.52,5.418,10.754,11.278,10.230,3.805,3.330,4.280,0.195,6.88,5.33,4.152,7.29,9.252,28.701,49.431,7.971,1.66,0.044,12.106,110.932,213.835,8.03
+2026-05-21 09:44:48,buzzard_observed.csv,0.4451242336126034677510022036,0.685,3.05,3.223,1.795,0.242,6.41,6.833,0.06,6.73,17.589,0.372,0.391,0.027,3.76,10.11,9.92,3.626,17.296,17.553,17.038,5.360,5.343,5.377,0.124,8.18,7.31,6.301,6.65,7.335,39.780,65.254,14.307,1.577,0.144,12.245,115.048,223.7,6.395
+2026-05-21 09:44:48,buzzard_observed.csv,0.3089989731048453645169830729,0.555,2.581,4.27,6.453,0.262,6.5,15.282,0.035,7.48,27.357,0.555,0.146,0.048,2.52,9.85,9.47,6.464,13.512,18.661,8.364,9.004,10.621,7.386,0.1,6.77,5.37,6.131,6.82,6.473,24.697,45.667,3.727,1.175,0.198,12.285,106.143,204.733,7.553
+2026-05-21 09:44:49,buzzard_observed.csv,0.1676301214013049188516700667,0.593,1.015,3.705,7.617,0.258,6.93,4.173,0.053,7.2,7.714,0.358,0.741,0.041,2.44,8.51,9.41,3.646,10.022,12.502,7.541,8.894,13.484,4.303,0.214,8.16,5.72,4.864,6.74,16.225,33.486,62.25,4.721,1.143,0.115,12.111,70.054,129.388,10.721
+2026-05-21 09:44:49,buzzard_observed.csv,2.273318820484326013327345777,0.546,2.216,3.046,7.753,0.759,7.46,7.156,0.021,6.95,8.357,0.643,0.056,0.024,4.26,9.53,10.58,4.887,8.775,4.1,13.45,3.522,2.535,4.509,0.248,8.2,5.07,7.503,7.33,19.508,34.296,52.047,16.546,1.181,0.126,12.16,97.754,184.595,10.912
+2026-05-21 09:44:49,buzzard_observed.csv,4.521392530697833099920860000,0.495,3.798,5.213,6.405,0.464,6.56,3.556,0.065,6.74,16.74,0.287,0.295,0.031,2.08,10.52,9.37,11.9,6.160,10.885,1.436,8.044,11.664,4.425,0.243,6.78,5.3,2.994,7.08,23.623,20.211,34.982,5.44,1.737,0.103,12.245,91.905,176.736,7.074
+2026-05-21 09:44:50,buzzard_observed.csv,1.593623856130843793781270973,0.497,3.291,4.468,3.497,0.283,6.3,7.383,0.001,7.02,14.358,0.322,0.186,0.048,2.06,9.92,9.7,3.765,4.240,6.153,2.328,5.602,5.532,5.672,0.249,6.78,6.58,3.782,7.23,19.23,22.672,40.192,5.151,1.159,0.162,12.194,61.974,119.634,4.314
+2026-05-21 09:44:50,buzzard_observed.csv,0.4703539274763595835876735258,0.593,2.279,5.805,0.745,0.687,7.5,15.41,0.04,7.42,17.83,0.425,0.194,0.043,2.97,10.92,10.76,4.413,13.018,14.404,11.633,8.442,12.27,4.613,0.003,7.97,6.66,3.776,7.55,22.215,12.996,7.642,18.351,1.352,0.182,12.174,91.822,171.316,12.328
+2026-05-21 09:44:50,buzzard_observed.csv,0.3865999751502223072151786501,0.722,0.551,3.557,5.408,0.69,6.37,4.471,0.075,6.73,15.563,0.597,0.233,0.043,1.65,8.67,9.64,11.76,7.974,7.143,8.805,6.618,9.566,3.671,0.032,8.7,6.39,3.311,7.34,22.333,30.782,44.165,17.4,0.914,0.331,12.122,91.090,169.071,13.108
+2026-05-21 09:44:51,buzzard_observed.csv,2.883158884461414688791227467,0.579,1.707,1.454,5.05,0.484,7.56,14.158,0.065,6.71,10.965,0.196,0.142,0.023,1.53,10.81,11.46,5.367,8.345,12.648,4.042,8.970,9.602,8.338,0.24,6.88,7.21,7.038,7.42,17.153,24.530,34.814,14.247,1.674,0.03,12.206,71.123,136.283,5.963
+2026-05-21 09:44:51,buzzard_observed.csv,0.2986703399899954609174339584,0.626,1.226,5.117,3.466,0.21,6.85,12.699,0.071,6.81,17.292,0.698,0.092,0.043,2.2,11.34,11.03,3.323,11.603,14.063,9.143,6.022,10.295,1.749,0.125,6.88,6.65,7.461,7.35,9.459,22.870,42.104,3.635,1.19,0.334,12.108,44.142,83.161,5.124
+2026-05-21 09:44:51,buzzard_observed.csv,0.9206174551623044685808010827,0.678,0.989,4.111,7.509,0.751,6.7,5.915,0.013,7.02,11.994,0.295,0.614,0.019,3.29,9.5,9.6,3.839,17.678,15.618,19.739,11.400,10.537,12.262,0.178,8.03,6.69,1.286,7.29,8.655,10.924,21.042,0.806,1.488,0.23,12.272,119.442,228.247,10.638
+2026-05-21 09:44:52,buzzard_observed.csv,0.3591333141743649919594082067,0.71,2.757,4.375,0.272,0.694,7.57,5.72,0.006,7.1,6.783,0.441,0.395,0.044,3.53,10.08,10.64,7.667,7.295,3.622,10.968,9.070,7.102,11.037,0.249,9.4,5.85,4.306,7.27,15.608,31.536,44.622,18.449,1.122,0.047,12.135,93.764,173.435,14.094
+2026-05-21 09:44:52,buzzard_observed.csv,0.4488806583294459864055977334,0.776,3.307,3.686,6.959,0.555,7.1,7.747,0.016,7.23,18.133,0.415,0.683,0.034,2.32,8.76,9.64,9.118,12.848,11.889,13.806,5.103,6.85,3.356,0.127,7.31,5.46,1.077,7.31,10.986,29.060,55.33,2.791,1.364,0.025,12.135,71.460,133.717,9.204
+2026-05-21 09:44:52,buzzard_observed.csv,0.9484156831590267921422670066,0.818,3.034,4.503,3.417,0.553,6.77,12.128,0.099,6.66,15.418,0.358,0.688,0.011,3.26,11.3,11.43,9.04,14.776,10.358,19.193,6.576,6.545,6.607,0.229,9.46,5.25,2.656,7.12,15.324,35.323,65.616,5.03,1.754,0.171,12.166,102.423,199.895,4.951
+2026-05-21 09:44:53,buzzard_observed.csv,4.216797266490419692999517167,0.885,1.695,0.527,0.338,0.908,7.6,11.856,0.012,7.18,7.033,0.185,0.113,0.031,3.04,11.47,10.85,2.449,18.815,18.117,19.513,12.309,11.947,12.671,0.084,7.29,5.91,4.407,7.17,17.657,32.392,50.825,13.958,1.758,0.243,12.148,119.108,232.157,6.058
+2026-05-21 09:44:53,buzzard_observed.csv,1.127189964601130540327961875,0.753,1.313,4.669,2.728,0.853,6.29,10.807,0.015,7.3,19.588,0.676,0.516,0.008,4.07,9.79,10.46,10.302,4.846,9.162,0.531,5.734,7.846,3.622,0.218,8.24,5.29,7.522,7.05,13.852,15.880,19.245,12.516,1.105,0.022,12.234,107.274,210.467,4.081
+2026-05-21 09:44:53,buzzard_observed.csv,0.1169759436384545870003669954,0.542,2.542,2.392,2.859,0.747,6.83,3.888,0.017,6.51,9.323,0.456,0.275,0.018,2.77,10.43,9.75,7.02,12.556,18.506,6.605,7.287,7.962,6.612,0.189,8.0,5.73,6.807,7.45,20.317,38.192,71.807,4.577,0.871,0.177,12.189,43.805,83.255,4.355
+2026-05-21 09:44:53,buzzard_observed.csv,0.2615356718741485467531863704,0.644,2.377,1.951,0.599,0.011,7.51,6.702,0.031,7.62,9.177,0.17,0.748,0.036,4.18,8.99,9.77,8.49,10.633,10.151,11.115,12.350,10.939,13.762,0.235,7.27,5.25,7.656,7.46,15.562,42.697,76.607,8.787,1.048,0.06,12.186,94.108,179.789,8.427
+2026-05-21 09:44:54,buzzard_observed.csv,0.2639766063464669369349316267,0.689,1.758,1.674,1.973,0.702,6.89,3.035,0.09,6.77,20.929,0.664,0.709,0.047,3.73,9.99,10.24,3.916,3.243,3.453,3.033,11.379,10.124,12.634,0.212,8.6,6.2,1.693,6.72,11.223,18.948,28.454,9.441,1.416,0.258,12.232,102.736,199.697,5.774
+2026-05-21 09:44:54,buzzard_observed.csv,0.6660481495623512236228506665,0.455,2.742,4.557,0.972,0.599,7.12,9.088,0.085,7.6,26.499,0.577,0.393,0.011,2.98,9.52,11.18,11.191,4.888,3.548,6.227,12.082,11.888,12.275,0.183,8.65,6.49,4.841,7.19,22.016,41.144,63.013,19.275,1.668,0.176,12.031,114.783,221.831,7.735
+2026-05-21 09:44:54,buzzard_observed.csv,0.9940766420036173505503212487,0.778,1.141,2.197,4.654,0.455,6.53,10.998,0.042,7.0,6.31,0.253,0.44,0.043,2.05,10.9,9.64,9.272,12.162,17.919,6.404,7.536,8.656,6.416,0.034,8.33,6.85,2.022,7.55,23.099,11.311,16.296,6.326,1.328,0.067,12.145,69.682,134.837,4.526
+2026-05-21 09:44:55,buzzard_observed.csv,1.189753435187480040197163705,0.687,1.32,2.254,2.802,0.043,6.81,8.042,0.085,7.36,7.211,0.193,0.058,0.027,3.11,10.55,9.8,4.815,12.320,15.947,8.693,3.304,1.964,4.644,0.1,7.13,5.32,2.163,7.21,23.895,29.304,40.48,18.128,1.79,0.342,12.131,72.614,139.073,6.155
+2026-05-21 09:44:55,buzzard_observed.csv,0.5544700094161814165655384039,0.83,1.707,2.408,7.845,0.024,7.37,8.339,0.016,7.03,18.527,0.204,0.19,0.009,2.59,9.56,11.23,4.202,5.944,6.166,5.723,9.369,10.106,8.632,0.055,9.38,5.71,7.57,6.68,6.385,18.880,34.49,3.269,0.964,0.278,12.117,68.460,128.823,8.098
+2026-05-21 09:44:55,buzzard_observed.csv,0.2989761002095271663614043880,0.723,1.654,3.934,7.406,0.163,6.53,5.158,0.092,7.16,19.31,0.359,0.545,0.007,3.29,10.64,10.61,8.913,13.701,9.562,17.84,5.346,5.105,5.588,0.063,7.64,7.0,3.577,7.06,17.796,41.517,63.837,19.197,1.766,0.108,12.172,67.044,118.107,15.982
+2026-05-21 09:44:56,buzzard_observed.csv,0.2962391681233886987791690996,0.603,2.952,2.277,2.727,0.852,6.35,15.778,0.085,7.13,10.081,0.132,0.429,0.002,3.3,11.29,10.22,8.289,3.600,3.994,3.207,4.382,5.269,3.495,0.208,7.7,7.41,7.239,6.78,10.43,19.384,35.809,2.959,0.885,0.067,12.201,106.786,202.847,10.726
+2026-05-21 09:44:56,buzzard_observed.csv,0.3601520738242796291737965267,0.41,2.15,2.355,4.992,0.085,6.95,9.225,0.047,7.08,12.683,0.629,0.49,0.004,1.83,9.7,9.92,6.79,4.044,2.763,5.325,7.706,1.931,13.48,0.223,8.68,5.37,5.216,7.46,13.709,23.070,43.729,2.411,1.086,0.159,12.266,112.922,209.894,15.949
+2026-05-21 09:44:56,buzzard_observed.csv,0.6028620500980064948019007807,0.814,0.953,3.039,7.461,0.322,6.75,5.811,0.055,7.01,27.808,0.684,0.012,0.034,2.41,9.09,9.53,5.71,7.666,14.845,0.487,11.312,12.181,10.444,0.032,8.24,5.33,2.618,6.79,12.256,38.492,61.671,15.312,1.206,0.257,12.243,51.546,98.131,4.961
+2026-05-21 09:44:57,buzzard_observed.csv,0.8573931751076389626858461729,0.792,1.097,0.529,3.857,0.46,7.13,11.187,0.094,6.55,18.847,0.189,0.536,0.024,3.8,10.93,11.09,11.662,3.496,3.404,3.587,6.430,9.195,3.665,0.051,7.76,5.19,4.589,7.46,19.638,38.630,66.148,11.112,1.137,0.157,12.112,75.522,135.122,15.922
+2026-05-21 09:44:57,buzzard_observed.csv,2.654450446256467066691833584,0.725,3.94,5.015,4.21,0.662,6.77,10.304,0.01,6.74,19.555,0.5,0.228,0.009,2.34,9.14,10.52,3.579,12.445,6.359,18.531,10.293,12.355,8.231,0.031,6.99,5.55,3.429,7.53,9.783,32.455,49.401,15.509,1.535,0.147,12.236,90.560,169.057,12.062
+2026-05-21 09:44:57,buzzard_observed.csv,2.402632744866450745993279852,0.778,0.389,5.752,7.312,0.926,6.87,8.451,0.055,6.72,24.945,0.494,0.265,0.034,4.48,9.18,9.39,5.805,10.308,11.61,9.006,11.191,11.999,10.383,0.083,9.06,5.28,4.116,6.73,19.833,28.922,41.578,16.265,1.602,0.15,12.149,90.793,166.37,15.216
+2026-05-21 09:44:57,buzzard_observed.csv,0.8002859410737643465403146483,0.348,1.088,5.77,6.304,0.881,6.92,3.376,0.014,6.83,25.286,0.27,0.211,0.009,2.33,9.52,11.21,10.474,4.642,6.369,2.915,3.721,5.324,2.118,0.099,7.73,7.25,1.549,6.93,6.698,31.757,52.865,10.649,1.492,0.011,12.062,64.318,120.314,8.322
+2026-05-21 09:44:58,buzzard_observed.csv,1.279425720950480049533682292,0.413,0.928,0.96,4.164,0.383,6.59,4.329,0.021,7.13,24.825,0.481,0.594,0.019,4.31,8.61,9.67,5.347,8.316,14.594,2.038,5.583,0.855,10.311,0.244,6.56,5.25,2.824,7.14,16.04,15.875,19.329,12.421,1.049,0.155,12.058,120.869,226.429,15.309
+2026-05-21 09:44:58,buzzard_observed.csv,1.406275905604154240014026767,0.6,0.512,3.874,2.648,0.825,7.17,14.269,0.015,7.64,18.333,0.428,0.14,0.024,2.18,11.08,11.22,7.876,7.518,8.523,6.512,9.690,11.938,7.441,0.029,7.78,6.11,1.181,7.45,11.21,34.978,59.538,10.419,1.356,0.012,12.199,54.826,99.627,10.025
+2026-05-21 09:44:58,buzzard_observed.csv,0.3202250055324162273726918286,0.462,1.096,4.733,1.504,0.791,6.68,7.133,0.063,6.59,9.726,0.497,0.41,0.009,3.13,10.84,9.38,4.645,16.154,14.977,17.331,8.406,9.918,6.893,0.161,8.17,5.94,5.979,6.75,9.272,11.612,20.724,2.5,1.783,0.109,12.191,119.279,231.654,6.904
+2026-05-21 09:44:59,buzzard_observed.csv,0.5529273010496927994283011400,0.872,2.826,1.273,5.161,0.467,7.22,12.653,0.096,7.1,14.083,0.567,0.578,0.001,2.64,9.29,11.14,4.575,5.654,5.978,5.331,7.141,7.706,6.576,0.193,7.43,6.34,4.783,7.34,14.325,5.059,7.135,2.983,1.396,0.059,12.174,80.280,145.905,14.654
+2026-05-21 09:44:59,buzzard_observed.csv,0.4347496565099016953762021343,0.434,3.714,0.325,7.512,0.553,7.04,3.915,0.026,6.73,6.762,0.511,0.655,0.019,3.24,9.66,10.21,9.276,5.550,0.508,10.591,10.304,7.025,13.582,0.242,7.28,6.13,5.642,7.35,13.051,39.658,74.001,5.316,0.941,0.025,12.215,73.471,137.195,9.747
+2026-05-21 09:44:59,buzzard_observed.csv,0.9318315937860068586258100251,0.605,1.856,2.797,1.361,0.222,7.56,9.923,0.076,7.43,25.354,0.521,0.637,0.026,4.46,10.01,10.05,8.506,8.679,5.474,11.884,7.504,6.934,8.074,0.064,8.65,6.78,4.395,7.36,8.111,36.456,54.515,18.397,0.842,0.131,12.035,101.834,193.017,10.65
+2026-05-21 09:45:00,buzzard_observed.csv,3.801989612467028441084713993,0.828,1.553,0.811,0.279,0.508,7.02,9.174,0.059,6.72,18.573,0.275,0.463,0.011,1.78,10.4,10.81,7.067,5.939,7.325,4.553,8.856,13.846,3.865,0.01,9.4,5.92,7.85,6.61,22.452,18.662,35.782,1.543,1.61,0.191,12.3,105.002,196.107,13.897
+2026-05-21 09:45:00,buzzard_observed.csv,0.5548079020007808512847318766,0.445,1.052,4.869,7.923,0.393,6.78,14.044,0.037,6.83,19.168,0.371,0.682,0.029,3.4,9.1,9.81,8.574,14.506,19.233,9.779,4.106,4.493,3.720,0.058,7.9,6.81,3.845,7.1,22.493,33.911,48.847,18.975,1.479,0.014,12.046,84.548,163.476,5.62
+2026-05-21 09:45:00,buzzard_observed.csv,0.7032574020069897640712465067,0.509,3.146,4.02,3.754,0.17,6.51,10.592,0.016,7.41,21.212,0.468,0.046,0.016,3.49,11.07,10.47,6.494,2.290,2.943,1.638,12.336,11.542,13.129,0.024,8.75,7.32,5.627,6.97,8.957,11.692,10.987,12.396,1.152,0.341,12.251,70.477,132.095,8.859
+2026-05-21 09:45:00,buzzard_observed.csv,0.6863768401411027189740336057,0.564,0.574,3.962,0.512,0.293,6.25,15.439,0.011,7.37,18.488,0.582,0.526,0.023,1.81,8.5,10.17,8.107,11.177,4.065,18.289,10.834,12.01,9.657,0.187,8.25,6.03,6.825,7.45,7.282,40.226,79.509,0.942,1.315,0.174,12.274,69.615,133.59,5.64
+2026-05-21 09:45:01,buzzard_observed.csv,0.4313886852736594480242749001,0.771,1.737,1.538,3.593,0.901,7.72,12.251,0.004,7.52,7.339,0.436,0.598,0.024,3.91,11.2,10.58,2.786,2.980,0.768,5.191,8.066,2.396,13.735,0.147,8.27,5.95,1.642,7.32,16.743,23.158,42.263,4.052,1.038,0.299,12.022,76.170,136.708,15.632
+2026-05-21 09:45:01,buzzard_observed.csv,2.175355909273054958434713600,0.848,3.64,1.306,6.123,0.711,7.35,3.174,0.088,7.3,8.048,0.154,0.159,0.039,2.03,9.24,10.1,4.081,8.143,14.358,1.928,13.376,13.589,13.164,0.169,8.41,5.79,6.495,6.98,18.232,40.834,74.169,7.499,1.536,0.117,12.245,46.092,84.832,7.351
+2026-05-21 09:45:01,buzzard_observed.csv,0.9970595795136956088020923325,0.518,3.962,2.983,3.026,0.903,7.33,10.486,0.098,6.79,8.433,0.554,0.182,0.031,3.97,10.7,10.34,5.437,16.628,16.810,16.446,4.680,4.543,4.818,0.085,8.62,7.05,3.945,7.14,14.02,11.521,15.813,7.229,1.697,0.2,12.108,71.236,128.448,14.024
+2026-05-21 09:45:02,buzzard_observed.csv,0.9557000572102221146526897376,0.811,0.271,4.218,5.234,0.785,6.83,6.774,0.086,7.4,8.126,0.147,0.583,0.031,2.3,10.35,10.31,10.963,6.143,3.76,8.526,7.300,9.347,5.252,0.25,8.51,7.25,5.625,7.14,21.927,6.550,2.361,10.74,1.154,0.095,12.228,76.626,141.745,11.507
+2026-05-21 09:45:02,buzzard_observed.csv,0.4578041154335570859449907292,0.882,2.37,5.749,4.433,0.56,7.1,4.683,0.05,7.02,20.249,0.264,0.432,0.003,1.6,10.0,11.19,9.794,12.380,15.813,8.947,3.859,4.069,3.649,0.175,7.89,5.74,1.455,6.64,15.851,3.607,0.405,6.809,0.827,0.031,12.186,122.323,231.421,13.225
+2026-05-21 09:45:02,buzzard_observed.csv,0.7179500029206424464348577500,0.654,3.573,3.627,3.6,0.435,7.1,3.624,0.013,7.2,12.346,0.535,0.47,0.017,4.33,11.07,10.21,2.861,14.702,13.029,16.374,3.673,2.199,5.147,0.061,8.71,5.66,5.706,6.66,13.496,11.168,10.101,12.236,1.083,0.005,12.215,111.634,216.584,6.683
+2026-05-21 09:45:03,buzzard_observed.csv,1.140437149417769113650130372,0.706,2.509,4.111,2.809,0.395,6.92,14.381,0.01,6.73,21.284,0.518,0.325,0.032,2.22,10.15,10.23,10.415,7.635,9.342,5.928,12.719,13.264,12.174,0.057,6.89,5.88,1.029,7.26,10.661,13.599,8.094,19.104,1.414,0.27,12.095,102.020,196.553,7.488
+2026-05-21 09:45:03,buzzard_observed.csv,0.1458858062974523142307733333,0.859,3.37,4.721,0.801,0.866,7.14,13.21,0.002,7.51,17.292,0.603,0.488,0.032,3.24,9.13,10.4,8.358,4.553,3.59,5.516,6.760,8.761,4.76,0.156,6.91,5.03,5.933,6.89,10.666,40.335,75.1,5.57,1.014,0.188,12.02,48.550,92.907,4.193
+2026-05-21 09:45:03,buzzard_observed.csv,0.4889087452737585666410370370,0.473,3.152,4.859,6.764,0.587,6.76,6.37,0.075,6.53,25.346,0.295,0.332,0.029,1.88,9.55,9.44,2.025,13.304,13.452,13.155,12.566,13.344,11.788,0.002,8.31,5.75,7.828,7.45,13.628,32.701,47.892,17.51,0.8,0.328,12.294,101.200,194.514,7.885
+2026-05-21 09:45:04,buzzard_observed.csv,1.112013044215020890706155600,0.646,3.88,4.786,0.007,0.85,7.23,13.95,0.055,6.78,23.807,0.637,0.595,0.011,3.78,11.07,11.44,6.924,8.953,15.67,2.236,3.958,4.376,3.539,0.016,8.87,6.82,6.589,6.68,9.666,22.706,37.507,7.905,0.968,0.245,12.003,51.194,91.492,10.897
+2026-05-21 09:45:04,buzzard_observed.csv,2.058766972405051039973342034,0.737,0.27,1.292,3.223,0.548,6.68,12.314,0.023,6.79,17.969,0.391,0.689,0.032,2.71,8.8,10.58,5.975,9.939,16.479,3.399,10.972,9.626,12.318,0.145,7.02,7.4,2.552,7.35,19.161,2.296,3.05,1.543,1.742,0.299,12.061,64.469,117.408,11.53
+2026-05-21 09:45:04,buzzard_observed.csv,3.679002562637569825250079167,0.442,1.988,5.808,1.107,0.214,6.52,9.726,0.09,7.03,19.742,0.497,0.255,0.045,2.04,10.51,9.39,3.116,1.882,1.680,2.084,6.008,5.317,6.699,0.205,8.41,6.84,5.589,7.15,12.725,43.044,67.561,18.527,1.655,0.249,12.113,62.006,110.671,13.34
+2026-05-21 09:45:04,buzzard_observed.csv,0.6252443395090590765283333333,0.383,1.223,2.953,0.374,0.766,7.04,15.257,0.048,7.62,15.73,0.527,0.534,0.028,3.03,11.13,9.68,10.982,11.546,19.306,3.787,8.664,9.385,7.943,0.066,6.84,6.37,2.518,6.99,12.258,39.645,63.35,15.94,1.284,0.142,12.252,93.205,171.152,15.258
+2026-05-21 09:45:05,buzzard_observed.csv,0.2250597500618962639978399580,0.627,3.366,3.091,5.505,0.172,7.09,7.127,0.094,6.68,24.733,0.329,0.602,0.029,3.04,10.49,10.16,5.315,7.632,12.286,2.977,9.546,6.596,12.496,0.101,7.38,5.16,4.447,7.19,15.284,6.510,11.463,1.558,1.135,0.312,12.176,44.770,82.521,7.019
+2026-05-21 09:45:05,buzzard_observed.csv,0.5236830874470158480343119397,0.63,2.222,3.821,0.615,0.49,7.14,7.954,0.041,6.8,13.073,0.245,0.391,0.02,2.49,8.56,9.77,8.882,19.082,19.216,18.948,13.234,12.468,14.000,0.171,9.23,5.71,6.057,6.97,10.618,10.052,5.696,14.407,1.199,0.015,12.062,68.302,128.02,8.585
+2026-05-21 09:45:05,buzzard_observed.csv,0.3120583905248265242873347334,0.811,3.447,3.297,0.572,0.942,7.52,11.806,0.094,7.27,27.2,0.471,0.449,0.05,3.3,9.22,9.55,9.205,8.913,16.397,1.429,5.153,2.956,7.35,0.146,6.5,6.03,3.849,7.35,15.912,8.342,9.281,7.403,1.227,0.003,12.1,95.756,178.035,13.477
+2026-05-21 09:45:06,buzzard_observed.csv,0.3412193005704195052863266896,0.388,1.749,1.512,5.477,0.242,6.47,6.989,0.004,7.55,6.051,0.284,0.726,0.016,2.84,11.39,10.41,9.982,7.733,6.444,9.022,5.492,2.743,8.242,0.071,8.21,6.1,4.76,6.98,14.998,35.896,70.478,1.313,1.797,0.019,12.163,69.348,127.331,11.364
+2026-05-21 09:45:06,buzzard_observed.csv,0.6139539785432135085811827502,0.769,1.819,4.283,2.796,0.905,6.94,12.416,0.06,7.14,16.197,0.459,0.028,0.017,3.92,8.56,9.67,5.975,12.656,19.843,5.468,6.772,12.656,0.888,0.029,8.92,6.48,7.637,7.26,19.653,5.256,0.852,9.661,0.973,0.254,12.165,86.480,168.107,4.854
+2026-05-21 09:45:06,buzzard_observed.csv,0.3112457226569400267801038148,0.736,0.892,0.717,5.758,0.718,7.16,5.182,0.0,7.27,21.844,0.162,0.01,0.013,2.69,10.96,9.67,4.242,10.592,14.633,6.55,4.926,7.667,2.185,0.222,7.22,6.43,4.404,7.28,13.513,20.999,32.479,9.519,0.818,0.264,12.042,71.874,136.633,7.114
+2026-05-21 09:45:07,buzzard_observed.csv,0.5642408455832232125820208425,0.691,2.356,5.889,4.595,0.05,6.31,11.938,0.09,6.99,14.637,0.483,0.539,0.048,3.19,9.37,11.33,4.692,6.442,11.849,1.035,2.264,2.535,1.992,0.044,7.75,5.03,4.394,7.46,9.585,37.066,58.051,16.081,1.202,0.178,12.035,71.821,129.297,14.345
+2026-05-21 09:45:07,buzzard_observed.csv,0.4456873479695027559250000000,0.448,3.488,3.661,1.366,0.869,7.45,15.615,0.053,6.8,16.516,0.69,0.2,0.016,4.36,10.53,11.31,9.985,12.192,13.503,10.88,3.098,5.469,0.728,0.083,9.16,6.8,3.049,7.55,21.474,11.412,9.402,13.423,1.182,0.021,12.229,84.716,159.924,9.508
+2026-05-21 09:45:07,buzzard_observed.csv,1.573487518508662729523924375,0.58,3.924,2.451,1.276,0.74,7.08,12.437,0.07,7.25,16.628,0.147,0.307,0.036,4.48,10.09,11.28,4.352,7.971,11.54,4.402,6.905,6.050,7.760,0.017,7.45,6.91,6.513,7.27,9.602,12.987,6.97,19.004,1.565,0.102,12.193,61.852,109.553,14.151
+2026-05-21 09:45:08,buzzard_observed.csv,0.1366821842032583498822533512,0.697,3.79,3.494,2.831,0.215,7.44,5.006,0.015,6.7,17.733,0.679,0.678,0.02,3.04,10.62,9.62,8.104,3.958,5.776,2.141,10.958,9.466,12.450,0.159,8.11,6.35,5.226,6.85,17.899,25.160,36.729,13.591,1.371,0.193,12.089,81.950,157.128,6.772
+2026-05-21 09:45:08,buzzard_observed.csv,0.5188352937534357919710994483,0.742,0.806,3.506,2.102,0.339,7.69,3.834,0.028,7.33,23.261,0.369,0.169,0.031,3.95,11.03,9.85,4.059,13.546,16.585,10.507,9.046,9.191,8.901,0.006,6.64,5.84,6.363,7.25,6.28,33.648,50.714,16.583,1.583,0.025,12.124,70.908,135.002,6.813
+2026-05-21 09:45:08,buzzard_observed.csv,0.4244522182032487599064687409,0.592,2.514,5.671,4.75,0.022,6.92,11.215,0.024,7.21,21.588,0.128,0.428,0.005,2.11,11.23,10.57,9.769,10.976,9.991,11.960,0.804,1.203,0.406,0.178,7.06,6.14,7.726,6.62,14.428,32.786,54.729,10.844,0.939,0.113,12.279,93.756,175.351,12.16
+2026-05-21 09:45:08,buzzard_observed.csv,2.534840545928822977607884541,0.796,0.706,5.026,1.999,0.717,7.68,12.313,0.018,6.84,26.149,0.216,0.587,0.03,1.96,10.95,10.25,9.074,14.999,14.935,15.063,7.704,2.125,13.284,0.165,7.67,5.1,3.024,7.53,22.835,32.943,57.665,8.221,1.605,0.181,12.203,51.352,94.178,8.526
+2026-05-21 09:45:09,buzzard_observed.csv,0.5581838255206347392773291667,0.589,3.881,1.05,5.614,0.585,6.78,5.349,0.053,7.64,6.974,0.16,0.116,0.037,3.46,11.27,10.04,6.302,5.326,5.042,5.611,13.770,13.78,13.761,0.148,8.83,5.27,6.713,7.37,9.857,25.592,46.556,4.627,1.0,0.193,12.032,109.386,206.58,12.193
+2026-05-21 09:45:09,buzzard_observed.csv,3.872355591611917393415683239,0.482,2.939,1.804,2.839,0.796,7.71,14.845,0.014,6.97,12.474,0.193,0.205,0.03,1.53,9.61,10.73,10.955,6.976,6.337,7.616,5.324,8.421,2.227,0.196,7.53,6.27,4.539,7.41,19.396,15.950,26.357,5.544,1.512,0.045,12.297,100.330,188.679,11.982
+2026-05-21 09:45:09,buzzard_observed.csv,0.4762927267874186244272147183,0.831,1.295,1.355,6.897,0.295,7.2,15.713,0.087,6.99,18.076,0.477,0.087,0.046,3.64,10.12,10.7,11.869,5.402,5.807,4.997,7.694,2.991,12.397,0.045,8.9,6.53,4.317,7.26,7.791,31.328,44.54,18.115,1.098,0.142,12.214,56.446,104.667,8.224
+2026-05-21 09:45:10,buzzard_observed.csv,0.5471894509063503680987058475,0.759,3.287,5.089,2.922,0.725,7.29,12.862,0.096,6.66,25.252,0.128,0.43,0.036,2.36,9.09,11.45,2.35,8.580,6.192,10.967,9.450,8.431,10.469,0.231,6.89,6.57,6.048,7.22,12.61,30.800,60.667,0.933,0.945,0.199,12.149,80.439,153.011,7.867
+2026-05-21 09:45:10,buzzard_observed.csv,1.809158997503052289106777723,0.453,1.399,0.596,7.205,0.517,7.01,12.03,0.044,7.39,17.09,0.175,0.531,0.037,2.37,8.51,10.77,10.933,3.010,3.794,2.225,10.969,8.937,13.001,0.227,7.17,5.47,3.755,6.81,16.446,9.111,3.296,14.926,1.563,0.205,12.025,74.391,140.952,7.83
+2026-05-21 09:45:10,buzzard_observed.csv,2.453038772737736106079332496,0.673,1.94,2.074,4.403,0.64,7.23,11.896,0.019,6.64,20.435,0.316,0.106,0.037,2.56,11.27,9.26,5.73,14.006,12.129,15.882,9.642,10.899,8.385,0.136,8.22,7.2,4.208,7.48,22.169,25.826,32.294,19.357,1.657,0.086,12.268,64.322,116.17,12.474
+2026-05-21 09:45:11,buzzard_observed.csv,0.4687590288662211079700012754,0.708,0.696,0.971,5.914,0.664,6.42,14.661,0.011,6.74,23.41,0.222,0.39,0.036,2.09,9.62,11.18,5.009,12.632,16.117,9.146,3.880,6.734,1.026,0.067,6.77,5.3,3.195,7.0,21.472,29.996,58.657,1.335,0.896,0.293,12.224,102.356,191.901,12.811
+2026-05-21 09:45:11,buzzard_observed.csv,2.096020849749344193239248958,0.786,2.124,5.199,5.984,0.21,7.32,10.525,0.081,6.82,6.363,0.666,0.103,0.018,2.16,11.0,10.94,10.119,5.114,5.063,5.166,3.436,3.525,3.346,0.24,9.15,7.15,6.223,6.76,20.468,6.874,10.349,3.398,1.35,0.195,12.086,107.089,207.049,7.129
+2026-05-21 09:45:11,buzzard_observed.csv,0.470107898927287356867981025,0.637,3.652,1.04,3.07,0.041,7.53,6.565,0.088,7.64,23.094,0.484,0.523,0.011,2.42,10.94,11.15,10.032,8.318,12.554,4.083,12.446,11.724,13.168,0.048,7.98,7.1,4.09,6.69,6.005,12.621,14.161,11.081,1.793,0.034,12.119,52.442,96.989,7.896
+2026-05-21 09:45:12,buzzard_observed.csv,0.2128434117179347784878159260,0.492,3.529,2.313,7.608,0.015,6.35,9.532,0.015,7.11,27.784,0.547,0.348,0.033,3.58,8.68,9.49,11.563,17.552,16.248,18.856,6.913,7.069,6.757,0.165,6.86,5.46,3.629,7.6,6.36,37.792,60.346,15.239,1.436,0.056,12.239,90.230,176.296,4.164
+2026-05-21 09:45:12,buzzard_observed.csv,0.2620510833778086165701660560,0.485,0.857,5.433,7.263,0.457,6.41,7.816,0.069,7.11,23.916,0.167,0.225,0.015,3.12,8.76,11.49,11.174,17.988,18.658,17.317,6.736,3.761,9.711,0.219,9.44,6.66,4.639,7.21,22.371,39.292,64.931,13.653,0.972,0.069,12.297,49.762,88.052,11.473
+2026-05-21 09:45:12,buzzard_observed.csv,0.9582823421579349226985084418,0.348,1.725,1.072,3.234,0.858,7.05,5.357,0.026,6.63,19.933,0.1,0.622,0.042,1.93,11.49,9.97,9.325,17.740,15.479,20.000,5.456,3.651,7.26,0.008,7.01,7.03,1.752,7.38,6.636,41.842,64.47,19.214,1.469,0.326,12.126,57.373,105.646,9.1
+2026-05-21 09:45:12,buzzard_observed.csv,0.6322696391229368918258277593,0.48,2.214,5.87,7.854,0.043,6.81,9.443,0.078,6.53,8.118,0.565,0.359,0.035,4.14,11.46,9.81,4.315,6.697,6.347,7.047,4.654,3.139,6.17,0.212,8.19,6.66,5.095,7.26,11.022,36.866,54.031,19.7,1.582,0.166,12.221,90.210,167.779,12.641
+2026-05-21 09:45:13,buzzard_observed.csv,1.387753196474489371728312158,0.784,3.887,1.909,5.697,0.031,6.56,9.366,0.01,7.23,17.328,0.214,0.503,0.015,2.84,11.03,11.48,3.126,5.196,5.355,5.038,6.922,9.247,4.598,0.083,7.31,5.44,1.553,7.02,17.158,32.944,54.461,11.426,1.532,0.292,12.19,77.590,142.032,13.147
+2026-05-21 09:45:13,buzzard_observed.csv,3.018044365725044075233848041,0.897,1.128,0.251,7.242,0.579,7.33,8.892,0.067,6.94,27.222,0.168,0.411,0.043,2.54,9.98,11.24,6.543,11.322,14.985,7.658,4.915,0.971,8.859,0.181,7.34,6.75,2.132,6.97,13.162,23.067,42.11,4.024,1.573,0.248,12.125,99.380,192.196,6.565
+2026-05-21 09:45:13,buzzard_observed.csv,0.5450133436098947908445465557,0.606,1.196,0.888,2.57,0.402,7.28,11.272,0.098,7.35,17.954,0.319,0.723,0.022,4.25,11.44,11.21,8.993,15.500,18.356,12.645,10.262,8.005,12.519,0.045,6.73,5.71,4.795,7.43,14.042,4.007,2.089,5.925,1.004,0.187,12.289,108.674,203.932,13.415
+2026-05-21 09:45:14,buzzard_observed.csv,0.5585428194700339519116990666,0.845,0.582,5.077,1.369,0.454,6.91,14.665,0.097,7.08,19.298,0.357,0.01,0.002,4.0,8.64,10.06,7.547,4.265,4.711,3.819,10.340,10.947,9.732,0.031,8.0,5.38,1.241,6.96,19.485,40.951,67.576,14.326,1.621,0.169,12.272,105.264,196.952,13.576
+2026-05-21 09:45:14,buzzard_observed.csv,2.841145316231342554923907656,0.76,0.741,3.161,3.38,0.259,7.51,8.857,0.041,7.26,23.869,0.314,0.613,0.046,1.58,9.44,10.18,5.899,5.538,6.025,5.052,9.417,5.606,13.228,0.055,7.48,6.29,7.756,7.45,9.991,35.756,69.727,1.784,1.595,0.003,12.099,87.153,168.82,5.486
+2026-05-21 09:45:14,buzzard_observed.csv,0.6251695837946513687844755746,0.631,0.942,1.162,7.928,0.543,6.75,8.626,0.095,7.05,20.881,0.183,0.649,0.009,2.47,10.09,10.55,8.727,11.371,2.795,19.947,7.680,7.222,8.139,0.001,7.95,7.27,6.965,6.6,11.871,10.247,6.409,14.085,1.159,0.187,12.29,95.210,185.196,5.224
+2026-05-21 09:45:15,buzzard_observed.csv,1.626173320203479799652954663,0.757,2.102,4.628,0.289,0.759,7.38,15.831,0.091,7.37,15.405,0.319,0.182,0.049,4.28,10.06,11.38,3.257,4.394,3.333,5.454,6.166,5.147,7.186,0.109,8.62,5.58,7.702,6.89,9.414,23.076,31.97,14.181,1.591,0.159,12.179,56.818,99.159,14.477
+2026-05-21 09:45:15,buzzard_observed.csv,0.5823803884630804811085600445,0.431,0.654,2.051,5.442,0.489,6.62,7.946,0.089,6.67,16.748,0.517,0.336,0.02,4.41,8.95,10.24,9.033,10.286,19.374,1.197,5.822,6.100,5.543,0.161,8.77,6.52,7.234,6.65,10.703,26.325,37.901,14.749,1.327,0.326,12.176,109.870,211.344,8.397
+2026-05-21 09:45:15,buzzard_observed.csv,2.725438058645573750000000000,0.356,2.469,1.0,2.799,0.074,7.11,5.815,0.011,7.29,25.856,0.582,0.131,0.02,2.96,11.19,10.02,2.935,12.103,7.385,16.821,7.762,6.35,9.175,0.105,7.13,5.96,1.423,6.85,18.186,34.508,63.691,5.324,1.425,0.191,12.093,88.572,164.016,13.128
+2026-05-21 09:45:16,buzzard_observed.csv,0.4579029653785404822203125000,0.553,2.705,5.384,3.846,0.938,7.08,8.138,0.08,6.86,23.996,0.578,0.004,0.031,1.82,9.42,11.23,11.391,13.472,18.015,8.93,5.698,8.216,3.181,0.226,6.73,6.57,0.821,6.96,22.212,12.587,14.78,10.394,1.275,0.185,12.195,107.574,210.134,5.013
+2026-05-21 09:45:16,buzzard_observed.csv,0.1327455482363106625771236000,0.716,3.384,3.988,6.578,0.614,7.36,6.062,0.063,6.89,17.76,0.6,0.226,0.037,3.37,9.88,9.37,7.14,12.765,12.624,12.906,2.814,2.451,3.176,0.22,8.62,6.39,3.186,7.08,7.128,30.120,41.681,18.558,0.924,0.044,12.243,70.652,132.42,8.885
+2026-05-21 09:45:16,buzzard_observed.csv,0.5989244372602935610875454105,0.569,3.016,1.699,6.092,0.151,7.43,11.794,0.014,6.77,26.184,0.147,0.208,0.029,4.33,9.41,10.12,11.919,7.496,6.238,8.754,1.088,1.126,1.051,0.116,9.25,6.57,7.543,7.39,11.686,32.750,46.25,19.249,1.232,0.336,12.134,81.814,155.52,8.108
+2026-05-21 09:45:17,buzzard_observed.csv,0.8709391804212136532027795667,0.452,2.933,3.98,2.486,0.306,6.32,10.056,0.07,6.87,21.073,0.21,0.739,0.014,3.89,10.34,9.73,5.874,10.132,17.433,2.832,9.114,6.39,11.838,0.053,8.3,6.57,2.301,7.06,11.496,24.536,35.597,13.476,0.902,0.078,12.011,105.830,202.203,9.457
+2026-05-21 09:45:17,buzzard_observed.csv,0.3628472366889842418252081589,0.618,1.347,0.746,4.484,0.467,6.59,3.063,0.085,6.99,19.354,0.462,0.255,0.029,2.29,9.81,10.51,10.397,14.102,8.742,19.463,7.220,6.073,8.366,0.032,7.47,6.58,5.336,6.87,11.486,12.882,8.514,17.25,1.184,0.122,12.225,107.206,201.761,12.651
+2026-05-21 09:45:17,buzzard_observed.csv,0.2291284390960735522775414063,0.623,0.527,5.851,1.216,0.89,6.79,8.827,0.029,6.77,23.019,0.678,0.522,0.044,1.58,9.21,11.46,4.911,8.341,4.666,12.016,7.463,9.375,5.551,0.138,9.07,5.36,3.697,7.05,13.406,46.551,78.084,15.018,0.825,0.161,12.202,79.240,148.593,9.888
+2026-05-21 09:45:18,buzzard_observed.csv,0.3683840486702176688392031250,0.595,0.944,3.769,7.961,0.34,7.3,6.145,0.004,7.36,15.134,0.629,0.031,0.012,2.45,10.78,11.01,11.143,7.751,7.154,8.348,9.536,8.801,10.272,0.044,7.12,6.74,1.611,6.81,7.619,12.596,23.181,2.011,0.805,0.032,12.282,105.698,200.582,10.813
+2026-05-21 09:45:18,buzzard_observed.csv,0.5006291892204136248516525927,0.612,3.106,3.199,3.467,0.452,6.26,12.73,0.073,7.13,26.388,0.477,0.1,0.049,3.02,11.14,10.99,5.129,10.490,16.079,4.901,6.054,7.501,4.606,0.057,7.06,5.04,2.786,7.25,10.531,26.615,37.501,15.729,1.466,0.291,12.015,93.156,180.735,5.576
+2026-05-21 09:45:18,buzzard_observed.csv,2.253422606749074965336108612,0.76,0.652,2.248,7.113,0.569,7.5,5.757,0.069,6.76,10.845,0.5,0.385,0.031,3.74,11.34,9.96,2.416,6.064,6.148,5.979,9.874,8.433,11.315,0.143,7.7,5.38,2.805,7.16,23.221,18.956,24.62,13.292,1.784,0.277,12.074,112.072,209.106,15.037
+2026-05-21 09:45:19,buzzard_observed.csv,0.2730239745606226869357444296,0.655,0.989,3.164,2.25,0.666,7.61,3.369,0.092,6.5,10.302,0.502,0.386,0.049,2.02,11.49,9.69,9.154,11.469,8.713,14.225,10.143,13.689,6.597,0.128,8.35,6.56,2.67,6.64,16.099,11.054,3.574,18.533,0.929,0.345,12.184,84.646,153.98,15.313
+2026-05-21 09:45:19,buzzard_observed.csv,0.3083771416717822532091936051,0.325,3.826,0.398,0.987,0.561,7.44,14.528,0.099,7.56,16.231,0.284,0.488,0.003,2.39,8.5,11.36,3.679,17.923,15.846,20.000,6.652,8.896,4.407,0.192,7.26,6.51,1.393,6.89,19.882,21.482,31.063,11.902,1.331,0.274,12.183,124.136,235.887,12.384
+2026-05-21 09:45:19,buzzard_observed.csv,0.3954791468322397411550263185,0.748,1.181,4.069,4.162,0.318,7.17,9.082,0.014,6.74,16.707,0.154,0.639,0.017,3.31,10.19,9.5,3.526,12.333,9.768,14.898,6.996,1.25,12.742,0.015,9.41,6.3,0.895,7.0,20.804,40.538,77.894,3.183,1.541,0.232,12.249,86.626,168.77,4.483
+2026-05-21 09:45:20,buzzard_observed.csv,0.3306291683806624799748760231,0.625,3.219,5.166,3.115,0.407,7.15,15.348,0.057,6.73,25.215,0.675,0.319,0.045,2.63,8.76,9.9,3.837,10.982,8.54,13.424,9.240,8.988,9.493,0.151,7.81,5.11,2.305,6.68,14.658,43.608,70.16,17.055,1.531,0.014,12.079,63.361,119.932,6.79
+2026-05-21 09:45:20,buzzard_observed.csv,0.2324062278070795657022754625,0.637,3.869,3.947,7.843,0.653,7.57,8.949,0.04,6.8,11.572,0.17,0.405,0.044,3.63,10.59,10.9,9.705,9.848,11.545,8.15,6.415,9.748,3.082,0.069,8.73,7.39,6.847,6.94,15.37,26.259,32.902,19.616,0.907,0.034,12.131,121.564,233.994,9.133
+2026-05-21 09:45:20,buzzard_observed.csv,4.666697360198355464122647458,0.803,1.102,3.031,1.518,0.712,6.81,13.764,0.05,6.9,23.589,0.516,0.708,0.018,2.02,9.16,10.17,3.731,8.400,0.902,15.897,2.428,0.992,3.865,0.237,9.35,7.34,4.804,7.52,19.335,16.000,12.413,19.587,1.665,0.165,12.162,109.832,207.467,12.197
+2026-05-21 09:45:20,buzzard_observed.csv,0.3984284929960433927336734646,0.535,0.795,2.538,5.188,0.738,6.27,11.29,0.074,7.57,6.344,0.373,0.402,0.048,2.49,10.45,10.84,9.055,9.686,6.454,12.918,1.270,0.387,2.152,0.004,7.35,6.48,0.972,7.16,15.257,49.359,78.725,19.993,0.814,0.051,12.18,50.900,96.456,5.344
+2026-05-21 09:45:21,buzzard_observed.csv,0.5810887989745484792177083334,0.334,3.344,1.475,4.972,0.872,7.12,8.569,0.062,7.45,9.211,0.631,0.478,0.037,2.99,10.8,11.42,4.944,9.976,3.21,16.741,8.188,2.429,13.948,0.085,8.41,6.84,5.364,7.07,13.275,3.012,5.433,0.591,1.479,0.253,12.189,122.412,238.322,6.503
+2026-05-21 09:45:21,buzzard_observed.csv,1.827350326374139429514091600,0.576,1.771,1.099,2.092,0.789,6.89,12.46,0.015,7.49,10.323,0.229,0.22,0.034,3.21,10.24,10.58,10.496,9.815,5.496,14.134,1.587,1.604,1.570,0.02,9.22,6.01,1.419,7.39,16.712,34.794,49.863,19.724,1.416,0.103,12.162,64.142,112.743,15.54
+2026-05-21 09:45:21,buzzard_observed.csv,3.701188558937591009980000000,0.498,2.831,2.534,4.856,0.541,7.16,7.124,0.063,7.63,24.501,0.647,0.083,0.024,2.76,10.09,9.34,10.794,8.652,11.123,6.181,6.410,4.218,8.602,0.082,8.32,5.63,5.773,7.46,16.568,27.634,43.757,11.511,1.682,0.094,12.02,64.170,112.833,15.507
+2026-05-21 09:45:22,buzzard_observed.csv,0.3074358368492298819276718751,0.324,1.945,4.799,7.243,0.647,6.94,10.685,0.05,6.65,14.229,0.467,0.366,0.012,4.48,8.97,10.8,9.286,7.815,4.538,11.092,6.980,4.651,9.309,0.191,6.51,5.5,2.114,7.07,18.809,36.620,56.345,16.896,1.423,0.321,12.001,59.878,113.457,6.3
+2026-05-21 09:45:22,buzzard_observed.csv,0.4320699830764599364000000000,0.894,2.672,3.467,0.582,0.872,6.37,10.598,0.019,7.39,13.331,0.42,0.245,0.029,3.82,8.66,9.74,6.959,10.883,5.879,15.887,2.278,0.398,4.158,0.193,8.1,5.62,3.564,6.72,9.892,26.400,49.487,3.314,1.0,0.036,12.121,49.950,94.049,5.852
+2026-05-21 09:45:22,buzzard_observed.csv,0.2814231104271963648784149650,0.522,1.275,3.276,7.613,0.225,7.31,5.774,0.083,7.06,13.122,0.228,0.372,0.024,3.63,9.39,10.22,2.001,9.466,9.933,9.0,8.976,10.203,7.748,0.099,7.06,7.29,3.986,7.16,10.98,41.116,77.783,4.45,0.869,0.025,12.267,94.624,182.374,6.874
+2026-05-21 09:45:23,buzzard_observed.csv,0.3800268675436285753992740000,0.654,2.006,1.396,1.299,0.382,7.29,10.648,0.025,7.33,23.167,0.172,0.112,0.029,3.85,8.77,11.49,8.092,11.437,12.768,10.106,3.920,6.2,1.641,0.173,8.86,6.03,2.714,6.67,21.288,9.326,13.314,5.337,0.935,0.064,12.287,53.956,96.491,11.42
+2026-05-21 09:45:23,buzzard_observed.csv,0.2869787837528442700021387998,0.732,3.908,1.727,2.831,0.748,6.49,9.009,0.014,7.34,8.157,0.54,0.632,0.023,4.12,11.25,11.17,10.385,13.592,19.141,8.043,6.509,1.075,11.943,0.135,7.06,5.91,6.077,7.57,9.494,8.098,7.74,8.457,1.594,0.27,12.157,125.044,239.559,10.529
+2026-05-21 09:45:23,buzzard_observed.csv,0.6641850854038538491148406766,0.669,2.929,1.212,0.902,0.074,7.0,3.72,0.019,6.77,25.227,0.475,0.385,0.005,3.71,9.08,10.86,6.485,7.008,3.359,10.657,12.070,13.554,10.587,0.21,6.99,6.14,1.31,6.97,13.183,30.544,41.095,19.993,1.657,0.152,12.055,125.701,238.838,12.564
+2026-05-21 09:45:24,buzzard_observed.csv,0.2942743737314734488655787037,0.558,3.586,5.965,6.332,0.52,7.18,7.497,0.042,6.61,24.86,0.246,0.284,0.014,2.89,8.87,10.89,3.831,9.290,11.908,6.671,6.556,4.461,8.65,0.079,6.78,6.15,2.597,6.68,20.895,38.623,76.094,1.152,0.835,0.305,12.008,122.562,232.636,12.487
+2026-05-21 09:45:24,buzzard_observed.csv,1.212943991066073668025055173,0.302,1.521,5.724,1.453,0.05,7.68,12.474,0.044,6.68,8.76,0.335,0.338,0.04,1.75,9.97,9.61,10.857,9.806,11.927,7.686,6.306,3.351,9.26,0.067,7.61,7.38,5.973,7.45,20.165,6.731,1.746,11.716,1.758,0.27,12.057,112.836,216.436,9.235
+2026-05-21 09:45:24,buzzard_observed.csv,1.434257609969209855621124990,0.44,3.92,0.866,5.537,0.27,6.63,10.648,0.094,6.55,9.573,0.426,0.133,0.012,2.24,9.44,10.85,4.834,18.178,18.201,18.156,3.714,7.008,0.42,0.201,9.14,6.41,4.939,7.15,7.981,5.466,9.134,1.799,1.421,0.202,12.258,107.048,198.976,15.119
+2026-05-21 09:45:24,buzzard_observed.csv,3.583911910255402919957332573,0.592,3.741,0.638,6.399,0.849,7.56,4.056,0.047,7.06,21.811,0.282,0.677,0.023,2.03,8.89,9.87,6.206,5.953,6.333,5.573,9.132,6.281,11.983,0.195,8.95,7.25,2.437,6.9,15.012,20.390,37.215,3.564,1.792,0.09,12.156,64.582,120.213,8.95
+2026-05-21 09:45:25,buzzard_observed.csv,2.365121632380303131073165226,0.472,2.816,2.003,6.101,0.535,6.65,12.256,0.004,7.42,21.77,0.113,0.189,0.035,2.99,10.12,9.97,5.344,5.899,5.322,6.476,8.080,5.299,10.86,0.152,7.71,5.37,5.803,7.58,13.447,34.894,54.888,14.901,1.632,0.198,12.015,64.292,122.212,6.373
+2026-05-21 09:45:25,buzzard_observed.csv,0.2285521602826403687854166666,0.334,1.039,2.237,5.954,0.727,7.61,3.234,0.051,7.3,14.737,0.575,0.66,0.0,1.61,10.96,11.23,11.789,17.648,16.486,18.81,0.971,0.8,1.142,0.097,7.76,7.07,2.203,6.83,22.107,9.110,7.228,10.992,1.251,0.323,12.219,92.427,171.075,13.779
+2026-05-21 09:45:25,buzzard_observed.csv,3.822851726419204144457038288,0.863,2.148,0.347,3.165,0.77,7.25,4.935,0.081,7.29,25.609,0.429,0.52,0.027,1.62,9.28,11.39,4.438,9.712,5.663,13.761,11.218,11.363,11.072,0.009,6.66,7.01,6.85,7.37,6.419,26.960,35.008,18.913,1.618,0.295,12.088,114.208,217.534,10.882
+2026-05-21 09:45:26,buzzard_observed.csv,3.911068073479765368667323958,0.713,1.438,2.205,2.113,0.919,6.26,7.674,0.061,6.68,15.284,0.661,0.052,0.039,3.23,9.6,10.1,3.936,10.824,9.782,11.865,4.546,6.309,2.782,0.237,7.51,5.12,7.057,7.17,10.207,12.990,13.353,12.626,1.503,0.223,12.249,104.200,196.477,11.923
+2026-05-21 09:45:26,buzzard_observed.csv,0.3682280128773154201293744258,0.694,2.161,4.149,0.618,0.664,6.8,6.199,0.077,7.62,11.686,0.382,0.17,0.046,2.14,9.73,10.76,11.513,13.964,17.055,10.873,8.008,9.478,6.538,0.221,7.6,5.0,6.053,7.08,22.729,40.454,72.682,8.225,0.974,0.062,12.101,72.349,140.228,4.47
+2026-05-21 09:45:26,buzzard_observed.csv,0.1543093497483009418448788843,0.35,1.054,4.51,7.723,0.048,7.66,8.228,0.055,7.11,13.088,0.291,0.57,0.043,2.99,8.96,11.5,3.557,12.663,12.504,12.822,10.896,11.887,9.906,0.174,8.52,7.08,5.087,7.35,19.371,8.791,5.293,12.289,1.286,0.346,12.149,81.656,152.164,11.147
+2026-05-21 09:45:27,buzzard_observed.csv,0.3058073981656277878608343704,0.616,1.411,3.209,5.727,0.473,7.19,7.874,0.004,6.52,21.881,0.628,0.538,0.009,1.57,10.98,10.55,3.922,4.934,7.344,2.523,12.049,12.133,11.965,0.05,8.61,5.73,7.542,6.68,15.412,16.140,12.436,19.843,1.184,0.017,12.063,120.152,235.137,5.167
+2026-05-21 09:45:27,buzzard_observed.csv,0.2800211854345546525370833333,0.381,3.421,2.839,0.282,0.13,7.25,7.01,0.016,6.69,21.332,0.495,0.157,0.033,3.3,11.32,10.4,7.689,5.451,10.18,0.722,8.258,8.945,7.570,0.103,7.84,5.84,0.924,6.74,6.165,42.550,70.234,14.865,0.921,0.138,12.039,100.722,195.829,5.614
diff --git a/modelling/data/abingdon-all/resident/buzzard_simulated.csv b/modelling/data/abingdon-all/resident/buzzard_simulated.csv
new file mode 100644
index 0000000..e05cbbe
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/buzzard_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.556,0.1,0,0.01,0.348618
+RungeKutta4,1,0.1,0.558743,0.1,0,0.01,0.353107
+RungeKutta4,2,0.2,0.562464,0.1,0,0.01,0.359196
+RungeKutta4,3,0.3,0.567376,0.1,0,0.01,0.367233
+RungeKutta4,4,0.4,0.573700,0.1,0,0.01,0.377582
+RungeKutta4,5,0.5,0.581661,0.1,0,0.01,0.390609
+RungeKutta4,6,0.6,0.591478,0.1,0,0.01,0.406673
+RungeKutta4,7,0.7,0.603349,0.1,0,0.01,0.426098
+RungeKutta4,8,0.8,0.617432,0.1,0,0.01,0.449142
+RungeKutta4,9,0.9,0.633827,0.1,0,0.01,0.475970
+RungeKutta4,10,1.0,0.652560,0.1,0,0.01,0.506624
+RungeKutta4,11,1.1,0.673565,0.1,0,0.01,0.540995
+RungeKutta4,12,1.2,0.696671,0.1,0,0.01,0.578805
+RungeKutta4,13,1.3,0.721592,0.1,0,0.01,0.619584
+RungeKutta4,14,1.4,0.747932,0.1,0,0.01,0.662685
+RungeKutta4,15,1.5,0.775182,0.1,0,0.01,0.707276
+RungeKutta4,16,1.6,0.802735,0.1,0,0.01,0.752362
+RungeKutta4,17,1.7,0.829911,0.1,0,0.01,0.796831
+RungeKutta4,18,1.8,0.855984,0.1,0,0.01,0.839496
+RungeKutta4,19,1.9,0.880205,0.1,0,0.01,0.879130
+RungeKutta4,20,2.0,0.901849,0.1,0,0.01,0.914547
+RungeKutta4,21,2.1,0.920248,0.1,0,0.01,0.944654
+RungeKutta4,22,2.2,0.934883,0.1,0,0.01,0.968602
+RungeKutta4,23,2.3,0.945486,0.1,0,0.01,0.985952
+RungeKutta4,24,2.4,0.951902,0.1,0,0.01,0.996451
+RungeKutta4,25,2.5,0.954071,0.1,0,0.01,1
+RungeKutta4,26,2.6,0.952588,0.1,0,0.01,0.997573
+RungeKutta4,27,2.7,0.948036,0.1,0,0.01,0.990125
+RungeKutta4,28,2.8,0.940462,0.1,0,0.01,0.977731
+RungeKutta4,29,2.9,0.930008,0.1,0,0.01,0.960625
+RungeKutta4,30,3.0,0.916906,0.1,0,0.01,0.939185
+RungeKutta4,31,3.1,0.901455,0.1,0,0.01,0.913902
+RungeKutta4,32,3.2,0.884010,0.1,0,0.01,0.885356
+RungeKutta4,33,3.3,0.864964,0.1,0,0.01,0.854190
+RungeKutta4,34,3.4,0.844733,0.1,0,0.01,0.821085
+RungeKutta4,35,3.5,0.823731,0.1,0,0.01,0.786719
+RungeKutta4,36,3.6,0.802361,0.1,0,0.01,0.751750
+RungeKutta4,37,3.7,0.780998,0.1,0,0.01,0.716793
+RungeKutta4,38,3.8,0.759981,0.1,0,0.01,0.682402
+RungeKutta4,39,3.9,0.739603,0.1,0,0.01,0.649056
+RungeKutta4,40,4.0,0.720107,0.1,0,0.01,0.617154
+RungeKutta4,41,4.1,0.701682,0.1,0,0.01,0.587004
+RungeKutta4,42,4.2,0.684468,0.1,0,0.01,0.558836
+RungeKutta4,43,4.3,0.668554,0.1,0,0.01,0.532796
+RungeKutta4,44,4.4,0.653986,0.1,0,0.01,0.508957
+RungeKutta4,45,4.5,0.640771,0.1,0,0.01,0.487333
+RungeKutta4,46,4.6,0.628882,0.1,0,0.01,0.467879
+RungeKutta4,47,4.7,0.618268,0.1,0,0.01,0.450510
+RungeKutta4,48,4.8,0.608857,0.1,0,0.01,0.435111
+RungeKutta4,49,4.9,0.600564,0.1,0,0.01,0.421541
+RungeKutta4,50,5.0,0.593297,0.1,0,0.01,0.409649
+RungeKutta4,51,5.1,0.586958,0.1,0,0.01,0.399276
+RungeKutta4,52,5.2,0.581451,0.1,0,0.01,0.390265
+RungeKutta4,53,5.3,0.576678,0.1,0,0.01,0.382455
+RungeKutta4,54,5.4,0.572538,0.1,0,0.01,0.375680
+RungeKutta4,55,5.5,0.568918,0.1,0,0.01,0.369757
+RungeKutta4,56,5.6,0.565675,0.1,0,0.01,0.364450
+RungeKutta4,57,5.7,0.562603,0.1,0,0.01,0.359423
+RungeKutta4,58,5.8,0.559363,0.1,0,0.01,0.354121
+RungeKutta4,59,5.9,0.555253,0.1,0,0.01,0.347396
+RungeKutta4,60,6.0,0.548306,0.1,0,0.01,0.336028
+RungeKutta4,61,6.1,0.534029,0.1,0,0.01,0.312666
+RungeKutta4,62,6.2,0.509741,0.1,0,0.01,0.272923
+RungeKutta4,63,6.3,0.478933,0.1,0,0.01,0.222510
+RungeKutta4,64,6.4,0.445650,0.1,0,0.01,0.168048
+RungeKutta4,65,6.5,0.413081,0.1,0,0.01,0.114754
+RungeKutta4,66,6.6,0.384438,0.1,0,0.01,0.0678838
+RungeKutta4,67,6.7,0.362809,0.1,0,0.01,0.0324913
+RungeKutta4,68,6.8,0.350073,0.1,0,0.01,0.0116508
+RungeKutta4,69,6.9,0.344267,0.1,0,0.01,0.00215016
+RungeKutta4,70,7.0,0.342953,0.1,0,0.01,0
+RungeKutta4,71,7.1,0.343762,0.1,0,0.01,0.00132380
+RungeKutta4,72,7.2,0.345838,0.1,0,0.01,0.00472086
+RungeKutta4,73,7.3,0.349218,0.1,0,0.01,0.0102517
+RungeKutta4,74,7.4,0.353873,0.1,0,0.01,0.0178689
+RungeKutta4,75,7.5,0.359715,0.1,0,0.01,0.0274284
+RungeKutta4,76,7.6,0.366608,0.1,0,0.01,0.0387077
+RungeKutta4,77,7.7,0.374379,0.1,0,0.01,0.0514238
+RungeKutta4,78,7.8,0.382831,0.1,0,0.01,0.0652542
+RungeKutta4,79,7.9,0.391756,0.1,0,0.01,0.0798586
+RungeKutta4,80,8.0,0.400940,0.1,0,0.01,0.0948867
+RungeKutta4,81,8.1,0.410181,0.1,0,0.01,0.110008
+RungeKutta4,82,8.2,0.419293,0.1,0,0.01,0.124919
+RungeKutta4,83,8.3,0.428113,0.1,0,0.01,0.139351
+RungeKutta4,84,8.4,0.436507,0.1,0,0.01,0.153087
+RungeKutta4,85,8.5,0.444372,0.1,0,0.01,0.165956
+RungeKutta4,86,8.6,0.451636,0.1,0,0.01,0.177843
+RungeKutta4,87,8.7,0.458263,0.1,0,0.01,0.188687
+RungeKutta4,88,8.8,0.464251,0.1,0,0.01,0.198485
+RungeKutta4,89,8.9,0.469644,0.1,0,0.01,0.207310
+RungeKutta4,90,9.0,0.474542,0.1,0,0.01,0.215325
+RungeKutta4,91,9.1,0.479122,0.1,0,0.01,0.222819
+RungeKutta4,92,9.2,0.483626,0.1,0,0.01,0.230190
+RungeKutta4,93,9.3,0.488265,0.1,0,0.01,0.237781
+RungeKutta4,94,9.4,0.493032,0.1,0,0.01,0.245581
+RungeKutta4,95,9.5,0.497645,0.1,0,0.01,0.253130
+RungeKutta4,96,9.6,0.501745,0.1,0,0.01,0.259839
+RungeKutta4,97,9.7,0.505104,0.1,0,0.01,0.265335
+RungeKutta4,98,9.8,0.507662,0.1,0,0.01,0.269521
+RungeKutta4,99,9.9,0.509466,0.1,0,0.01,0.272473
+RungeKutta4,100,10.0,0.510610,0.1,0,0.01,0.274345
+RungeKutta4,101,10.1,0.511202,0.1,0,0.01,0.275313
+RungeKutta4,102,10.2,0.511343,0.1,0,0.01,0.275544
+RungeKutta4,103,10.3,0.511052,0.1,0,0.01,0.275068
+RungeKutta4,104,10.4,0.510436,0.1,0,0.01,0.274060
+RungeKutta4,105,10.5,0.509732,0.1,0,0.01,0.272908
+RungeKutta4,106,10.6,0.509437,0.1,0,0.01,0.272425
+RungeKutta4,107,10.7,0.510399,0.1,0,0.01,0.273999
+RungeKutta4,108,10.8,0.514310,0.1,0,0.01,0.280399
+RungeKutta4,109,10.9,0.523689,0.1,0,0.01,0.295746
+RungeKutta4,110,11.0,0.540316,0.1,0,0.01,0.322954
+RungeKutta4,111,11.1,0.562867,0.1,0,0.01,0.359855
+RungeKutta4,112,11.2,0.586005,0.1,0,0.01,0.397717
+RungeKutta4,113,11.3,0.604884,0.1,0,0.01,0.428610
+RungeKutta4,114,11.4,0.619541,0.1,0,0.01,0.452593
+RungeKutta4,115,11.5,0.630481,0.1,0,0.01,0.470495
+RungeKutta4,116,11.6,0.638155,0.1,0,0.01,0.483052
+RungeKutta4,117,11.7,0.642997,0.1,0,0.01,0.490976
+RungeKutta4,118,11.8,0.645440,0.1,0,0.01,0.494973
+RungeKutta4,119,11.9,0.645903,0.1,0,0.01,0.495731
+RungeKutta4,120,12.0,0.642822,0.1,0,0.01,0.490689
+RungeKutta4,121,12.1,0.632224,0.1,0,0.01,0.473347
diff --git a/modelling/data/abingdon-all/resident/buzzard_simulated.png b/modelling/data/abingdon-all/resident/buzzard_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..33b6f9a38ff22c9a90445574c7a5ec3399730c4c
GIT binary patch
literal 33238
zcmb?@byQSq)c4Q^Ap+7M4U$SX2#BII28|#kF?0+q(k)1Ls)W+r0@B@`LnGbrJ>$K4
zz1R1B|N3Sv*07i}=RCRh{>6izf}AwgHIi!(2n6fVLrEnF1lb(|L7KUO4*tU3JFx)X
z1Z<>U*eF8{Z0uiJ=|f~++E|!EZA^`IZ`<ixSsO#mIoa-Vu<^6pHnOp?uohrvH~V!3
z8`R2>o&G_;D!9v4i-)S#5D3mo#1GO3(JW&K#N+-WNpTg2_>BY%2mGhQE%GpEx=-j^
zvD=|<Z~1eHi{s*I?>$vixiOxtyIAa=^k(FXCz{l{rX(8673zmuRAN`sL*ItpP<phb
zUkjh$bCh^^`|V^*XTs%{Bf1@LA*cO?wcS!jIXuziB?l2EDrf`*V&j=Hg!SV$$SN|%
z4a9F^hIL3kKI|d3fFL3MVuMa5hIof0ApL*8BpGjK!n!-m%S)<qXmQ`cMMul|;ut<R
zu|8h9RkapOF8GY)T1yBe;q;=J%~$%sdK}R+G0h5_l!AhLeS%a}R5mT-_FUE4m3FNB
zf`ZCgT8Wt($TJ$C2X$9?E%ozDN;2~_EB)i@Tf-S_(>6+{T^|P!vezV&W~RnuWYCpY
zRw}Eg;7>YjRTnuOZU($=Ki#Tz^VWNHN6YnCU#<8xK@4Z+Ydsei;m#z{BnsFv)$DSS
zot9&MX=&D%FC4HrKZfPKmHu?Xyo%L3tD}VstQutsYnhN9dN6bx$laosLN5D*&x>qU
zlw$cTsa?+Zhq(+oh(3M#bkDD*TWA;a>9c1_hPIFxBoy>3oi%4Wk1f-x)(hH~hqc`@
z9<!CdHRw*9oGtmb3;~0Zq+6~K$MKZ(Scs0E{+ds9?rvK<Xt?xzO9){}y<Ax0QMcQL
z1f}Z{)%(cE*OT}VwWf;w5F`j8vY?A62F|U|TQ#TVJ3Bk6&$V6NyB;qRR;*;k1+vjg
zlQ^z)SfuZjjGGJ2a}Jq~6&V*9^-|;VS6p74a+@Uazcev1dB(FnYM9jfEsUm#UufEK
zaT-PX>a@c=mW-U-EqHOEqL!8%coFU;xLux3Q{S)9ZMs&m+a)MF!~+qyM(qxXcJED-
z4!BfSQtCPqqN4IJFPlXV6KtB)TjweWABi6uQ&an*<58x#BaoPw$n|=FQLWbXoPW3a
zQ+D=BehUQ+6biMnv`jJiTpf9jlT+P{(q4X7wsm+oYJGj3k(&CA$oXDB=g?@8arg)Z
z99F&8_ZXjuh;fY5e1cEFZv90+EI#f4%&jsE22&oUv`4c;#lXP8<=1s_NJ95aS%G3<
zVNt*PYPM)+G0xwn^y0-x5%w0Zh)5z2bZTNCa;e-}N=j;PIW0t~)O_-*r8O_PU_#Z#
z()UxaqSS33@7BCf4%T5hhE-|WU8^~o3&=cY<k!h*M8Odft9ClP)zS#xY9@u^J38em
zDk@S1dk$OM+GecuXC+xa@o(-7N#j-<lT<f511)S?d(Zs5grs$`c4MNvu=CtPCC+++
zuV7f~?Ck98WhePSNwDAe$b_py!qQ}0Cm~(m_|UYYqK&A{a_ESik<kaftO@!HEPQ<Y
zqEGW-G}2!ieSLg<j?V9zhOpNhr5>^J2?+Rq;2u{uIXXI00Ap;lzdE=vbQQwAGC_q3
z>A+viY~;m3t5IZB4Cl9A^7Ta)e6F1NBqho9#4oRMvm%r9hP|KF!mH(;6cr^UYO;{?
z)5Cs(=Ni3BB91Pbu%);mUtAia`Q{)l<G%F5q4w5R+{qm0aHsF}7+%)9EtGCOn)Z`)
z2Tj;Y)>@8>1Yuc+NAn@dmX>#`55`Pv)^baE7FW-wFVB;X;uB<pC+>FcHn8Deu$gSP
zG9>xNaR@qN3O;gfOyaku7e4#m7!essUqPg&r)PY6u<=SykA_T=jy-6+=}X!NKD7zf
z?k;vHGb5v~-TH{QHM}cBIZG~~*Q-<QdktSfd&SV;VDC__y76$HW`nUI!&81y8D66h
z3gNGpAQTXcS069Md8O5rfR<BUk@gPpA@^DO&Obx;P-JT&w{5Ke?<3y~c}6bJPPrk*
zQ5>|!xPTw+B5;^k#MvQkJjl;4B{r6Xgv&@F+YOEp4JMD?Fs!><9a=3Fr3GWM-I_Xo
z6XMxTLn&=N(lwl`&JfSC_(FZ{W_M?&S%H+RyNs+X!9ime<t0TFt2+G!e0NOA#BS`E
zDzLKmJw}-0?$T9^@2lCLZ(YBn|6H{rlOk;*DJ>o6lE~O|7abzzbG%;Iebl9MwD!3c
z)6vn<J1`KlF+}vj==;F|&&cSg-{CbdMVyjSQp6w@#fq318F2&>-EFvW>(<bo>gB~b
zRye(^0NfScoy2~SZ81}aw0+@$LBXe2ZQP&f*X`)y1(rhl%+?n4TX(mp-X!S$=*-fR
z!G{kYZft?50o|SyaXBFZn>TLA>2#yC32td=DVt>J<mu@-o=f`KDNj$M$S7>2WpyyS
z=`>fp)c<hWdAE~zEmyPhAg7y#ni^BDIgsBZj=k#poBGz)*3gIun`XH6QpepFs;b0t
z@qAQM(1|id)7@DgN)Z!M=Nfzmbxwm0J`-}O+NJf0a%I!qcJ^AKcDvNHG%RjzZrP+-
zu)Yk*1RGoW&!YSK`o0QO1(lf2X_&<e+UI@gPEAeC?6$JD#u^$LG8~aHaX#B_F-*8z
zg1^5UvLfcUT2MV0+KI+5tA-b3Y>bzZnwpwo+D|ze#;q}u@C;WL@9s?6Py6kcn2uUS
z2A57)wG*!uh?JC+G?>SY*Z0edvJOFI;ZfSIs%NYW3|XBe$jJoD$mn%fEbNJ-`}hhP
zG^@xa=kqj!A$Nt4-_cmb<9vHGOGY*8RhdNpB>J{hT7+UF8P?nfRJS3mp&V733;4Ge
z)@l!S`QFv{HiOg_Ff1eJFl%Q)8<IxSIqUmqmy9dJDK3pE^S<90<JG-*>BXfbdg|oP
z@ebTuT2YnU-55~M@h-*DrSTc-mNd0e(^2XnJr_QbuW1_UeTlwg_NP1{-rM|3c?Ke%
zS&Q}g1X_9@qjfng<S8x2$0BbUEJb)wx}D{(6fU+$1w1rtuj+_o)XeNm8}B6MF^%>u
z+1?q4*81f+ml(=DDjV^5JUTi$ci4m?>+nV1<O{2XN)$~!2%JvYa4(v0=S_Z+Hjq>|
zE4OMmr!M!0wW<4B#?8zzSl#qG6}gnCQz6lKKL(3Mwcssmf0d4mu`5H*@Qrl`KA&MQ
zd7fdC%QKeT`pKsg!W}gJm;0aH{5GT>Jn*03tO>IeQB=2xqO$M5GZ}g<-e-s`?{TxE
z#l(KoWAzOqZ2R{mcFHC(Sq4uc#;oGozkT8C7`vnC3OBJf`Od?K6G*;qZRWYlgMy4K
zNuevP!{Af--7y(eaKCex=$J^Y&q@JRu;}9A!fXkX#Pj=i3zB=Ue3y3?H_g4Z3njjG
zy>>Ek)##i>Qs~@8;m7jW2qiBCTkr*+0=Y+mva7qU;W<3XO=SKsqt5sWh)e_@Z%u4W
zkhxx&pBUS!y}V#?GTx{vTF+aWeqjO+*!ak5_@eh==Sd)>h>*`6LWI;+sPq8IT8@$-
z$eN7;ZnKT0N&KqL(T2>}1Z%Omy<BPit;G&s)Wu93J$%U0FD9~FfzZDXJ9wuf`fl2w
zt(rjWvuDo;7a&BQjXpR@DOXG55=8Bk)Y4e9^7yN;f^Ul)FNEh_B#@iy)nQ``x{(pj
zX$S;s6rj}cd$3}}8C{h|qI6uqo#nFR3f-OI%i3}Nu0ybhB<5$4ghRpi^}A=-9Hf9g
zcl3s!LvDRBs-wj<={dD=c4_!X>#LSfYZLWgUjulUHK(H>nYfB;)S3I>n4>Yp-F3z`
ziJO8=kZ4jw0d;SkgUNQ|$h!?i#9@J|QPX9ESh%&9VH39KmG*KSf9JMG30d9DjE*Iq
zUQ52?KnQuy5+lvqV|pj5G`?=1yEJ6ZRYLdQSN5Oot<Z?ff1{s1;xDkSA+=UFn>G7h
z(rrIcMS;UH<J()F>Tb5-Q~7kX+;z8;w|m)Y;hTwi*rO5xG;<mpnOSl4Od<C5P^;=D
zP(jH_vX1ib!-f)<sTw^k93pI-((Iq?s!H&^9#SLmxM^&HExq9oip?$*n#Ij`K3nI3
z($K1ce!*q`mB)1CHnqD@sKo63K9(ciOlRq1VP?hslGNE8TtT-DM=>NZvrv>P?pJ4U
zlgJ1bNN-J_@xz*uEMLB;DKAYwj!<N6SF%WdL-Ud>!}vNyZd(<ouMC~13ivn$vow+d
zcPAnk)zvr3Zt%hLi_MF!dy(UAZW_P?q}}dd2lnkBHe6>fTGimP&nsii<yS{calZBN
zO)YIpr5BXJPx1?U-Ywx~mmD;blm?nspKex~Jt!$-PP9fNaKPs%mEzALlu$Q&HF8(c
zKhpZudzzOUekztzbnv$&hSw^WywYMW&QFtOjjUDEmw4>I&xqemt>ib&I-6-!GzorD
zf-bFbT-x-J=&aJj?`D&^qZV7b1HUNWm+%gF!LeOeF&4#Lmpt4-h|yI<sd#1c^_<d8
z4Y{{?ZO2PrH5<ve0cdfO#P@hy@I|>{(!zOH@8n>EIbN!!*9z4iT157A&Wg&cUQ-PO
z-hhXJhSGuUbrxUK9II=V^fmbu6T|n*$*V-|%J^^-(@e=@3IfL4Jg@Mjel6EuFWM0c
zx2`|7Tz6&+qhbqdK;h==y{x@F|I9d;TBk_q+8y>Zc*kM|tA^N`%e%Ib`?Ty--uSwp
zqDG!4xuIPRd+nK(rHF%07x%CR&1(HNOoM@)jZJR3o!@>PV#yVppkSBjcq&6k73DEo
z%LMnR?S@(A5yLU9x`<5L#^D9D6Z`FBcP1lchK)@$qb8)<u<uBl9+MR$d{6cZ0JR0r
z7Wy+Alg@H;th|(#lU+N0?R^dS`;efG*aXg@62}Y5;hA|mOBqx+m6aAn7Qe+PC7X15
zouY+z+Dw}r!AMuR9rdv0tK9O_(nSG{Rqx^1E$gc^b|w77k^Rhk_lLFk{9BmFOg){0
z`R}*WnU}p)G709S#DT|m#d2p)o<hW)a*?`Wx}!2?2pw!rIt@*)uB~AS!}e}G*3?Wm
zVxgmJ;&3^!@k~leV$|;~HhJEN7zUXZ#wt(&d#6bFkW5TYVqs%rdxPNE_?W%g=E29%
zAsJVdXV3im=s=yHde*Yg8ZJc~8>z2D#P;~E$q<VKsIMgj%Y-#D4Mq#}W!D(>b)MzC
zuxz$hXBJm__KaSp%OdU=3TM9BU!~#e<>ggBIQTRIidY|*mG)cayG|1#Y;g@0Wo2c)
z1p@LS$LUne%-O~X>+7b9pFA(S#-UoT(~F8!BE(ik3$qwkW)~Of+P+t9H<KDJx5L*!
z@*y1Cg=q{K&VBXsj*gDbw7q%rCMKxZJ{mpVy>}Zt&^w0H(BDi@P>>XnnTHnj%(d=F
z<|lN<@se&<A8L7mYWv0IkUEqbl;H7}6XdKY{m)1V%Bpa-qS`ONoEJqUxm~En^Jdt{
zsq5>ou(D!_h=`=7x8>`#bd7ZZ*k^VH3yXjRhlr!@i}_?lVOw3%Q?&>Du2KOdw=M+3
zV`7ZUHY?WN2JLK5Im`z&n5$ig;FFi<D4W!-pk2S^dru~3Wh7q@%Lj*2WNqRerSo@>
z`rh7N1tq0Eb4?@#yz3Xzno)QVh&z9sW+xf(f)Oj>lsWrELMJY7uv!VP)dya5Y%)gb
zV;M^uNC(ye1R3HkH>-Mw4<n@V4LfSr$N5cdITIt1FDP6M%8QmKkYO6sIt_7DKpfbh
z%g?tQ8<SPfpA`>Xqe6i!pyLA8poduKp|>H~EYdw~*W-+#P9%sC1nhCdO8^CN0eJmG
zD<t386SaP8ps(-8RKQ`(i}<kUE%P40v;OyFBO^2Y2J4Y%Z+2033nC~Qhz{GUSFaRw
zbdn#HU}1zll)S)CacsM-19N~C)_Y<|yngRKwThHGhz65@5;HL|;d(GNiQYxCfH*Sl
ziQ;t??qXmlkn`nW<qo32BurF2%p{;O`A03_5+YP&E-FUGD{T@`rXPRyaA`*&6HC4d
z%2)*o*yF3Fq_B3(b#;mvFhbz9jLGLNhIjw|{bZrN$eSZPdy&K=r9yy(h*fz09Ah!1
zG@`B~rL?22W)TVdcF)_6jwg&b)fuQISk?OI2dp?hc@}Rk4>)NrzlKF`XJ?RqK!9SL
z9NlXZlh)?u2f33g6wA33J!+cCynB&hHwn&eN<uv7X=!Q29G6+?zL+hua(;n2x}#j-
zN=Z#c{-fbtU0wfexa@Lo8b*ZAloIl|_tZU<(?|?NC$K4muKcILh#tCkA#VLYj0xhy
zA2Vpw;D^WX-~J;$>>)OQL(E4Dyy)c<pCBP2y?XglJo{Ph>qGle=(HRtxVd!dAmJsr
z8bSa|`UKuVu1+b=0prCR`W1<Vot;p0neK6<M$e(YzrWGR-U=6h^x?%=L?ICo_}@NK
z_mHZ!Ujx(O8T?Y#p!usGUXxYIg#EM&m)RIsK|w)9@&~FOZ@?Bk{C&U;2$9yWB)J?A
zXJlsfogMEMn_n|x2o4VJk&#N~Es7)nGl>3962cy_u<$CD(-7Nivf}B&WwFod>g#;Q
zh=_>jFJ8&q4ULUdf&OApBUWZG{8%>2kfGt>0P|_E4;4OZRgaxldtE2=-zs`FUE{K_
zupsG)j+L4w9ipVKPgh=6rf|49xzdv&p_>2-nAb)|$pE5lCt}2t3EDk*+jLwx5j-;T
zV!O1iPOO(MAu*9{>Tqp1B$!f^jZDtT$;sc>H#s_*Xq%T}uOZ2jHry{TFdeL_uyG?3
z6Xt_L!)}UgUQtoeyHvbeQGjN^SzK7?0q<UTWaQ+mL)=7|3mY4<6ciMoFSJ7&la-|}
z*xA`bKsYk~7D_c&rutZ3UVdkL8@HwFt(TWy$xcbk%SP{BkmEm=lsq#HA19-voaPdJ
zB_)NHAYdy~MJeRKK`!DP4Z!5L&Q4i;oS=XJJh$stui~CsSXkWHQr&v{7IoW2gl#JF
z-ejnfjS7=+-Em6%ZX;|rTvYq4T-JZe`7Gxy9svPe&2tS6mLh%G;}^tkZf@HybZ)-g
zQqP{<BDi(yT~JVvQUB&-Wz)2?i%Tnr{6eOTF!<7vlDN1BU#)Wv0=L`M!|Yf3yl&#*
zHC346RLKs-VQ^!S3#i2JR#XV&Q$W>wD-F97=gJBS3!9v@4ncjUqO2^jxw$!a^g@}Q
zi%Z3*-OS)9ez$z4yDT@y(mHPO;0t;OxXeq~qK0*?^K|i?W3s{)&#rgEpuey014t(E
z>>_qjTYzW0Hoj2H4BOp$V>Z;)CFdMvt7sbOM(IE0a(Y0}(poa21T7ISA(n!Qv>YEF
z>nfT)>m6@zf6QVk>fgC@ytLcjXP^o-Zvm`LtZ5{-!rszGfx(%@H(22<@Hw}8cOyW0
zai%4?Ca6g$<`{Xng!Vx*(^s@ny21O_?iS{-Z$RaP@4{lery9doE<~oKErOPhxKo8)
z-&%dXM|TVT;ARJY&C5KE@^_g}V)|C6j~_G!UzvVO@Ipm|_F^57mFWO8S83vkiG(@N
z&rqUs2s;<T<2V&CehWPB-rd~Rc_mYut}G2v#cw)&=5Tp_Xbi}Nz4;K)Yax}~d;;~?
zd$3)V(0bG#=#2NM8|X~$=-6T3_7QuZC+l4q#kbcn$vYv%VZW(?t9!oF&Mswt!+wq1
zr!pjBQ$(kxh*uj=Y^w|XXMpW6$LBb7vc5oK?^qu#Y+3`%hu>km=$ns50-`dB6z)?6
zNI#=j;q}Hqz!xukFKz<B%C&1t^l-vj_XmRwNwB!#`=m8;=7|Fr<*NNhj6Lt6f*)Z|
zDfNxEuAOF`7-cdkCG1Be`5D+{XR=5j)%w3hX%BivDL<sWNUWa`{x-%9e)rhAr|>w!
z@8~`1xBl+%symt3ZPwRMtWlCnZ~cn=nstb12+|%%0jOYY|0e}_&?lqc-un@Ier1o)
zckht@_h3v-{b!t4RaN~X&NH&Gyxr+hm-#sz5R4l}Z-Rob{uTS5p!s~9L9|cjfzBPi
z+pM6P8mhQjf&4Qw_T243!$f?Z%n6d7?DzeBuRrdYoz48Odm{45yYTRo|0G4kT@d1e
z2R-1<G5$zZ<>lpnc7c)6{g21Je^2nQ$NjepARG+-(FLxQloX^to;fu&^~W=p`!cTo
z>;8!DfVlF1bZ2$&`X9FjHRB(*{?^{^`A2uWywLvjxc_$N?%lg;yyDM)B^&|t3U?3s
zfx$uX|5gA<g9|C8h!pyx<fvaKt7BC!=>erS)9u@0v~hWA#jEjamuI`(HcbT2eUGnd
zYHAuEeV;8dpA;AzyDs4U`7?XEGVU@~u09$lQ9Nj|bsQb}_qV2#B3V@X%zeVh>$pvZ
zd^JMb*(#s#h34ny(?gk;`J_WAyqy2Z-pfQouMD2V^C_}y=x@(88CJO+FGd*yws{Yb
zl6@ec%J$qxtOWP2pizEz!p9O4D4@<u<djdTs8D0+^ifB#1vNSY?e7K33RxZRl!Iqm
zTibGGocU|(1dw6--k@FYI&uCd$=;m2_Wu3*g}J%=la=;a5<b{|wr@N=y~1O{!l<S|
zVeJl7CHjNb=|#tz?>FHf!Gba&b#KpRyGFa#)#mKTa@JyOd|X*lQd0RUN|)n8x014Q
z)9JTw58FCA(o<8Z3yO;gPDcw3LyqE-k|=@f6mWje<zz1<KAud#<%COBU0vD6rs&16
z4u|i=LmV6&85x<IYXCo~=d=t?u>MT3Yinz*{r%z2&d#wFDh&+{lIo7*9baBH8UglI
zMO~e_q}41qB!tjy4HRilRaAODDrbE?1yybTY@^S|PoMlJCMFmGwLLdC_jMW+o?l@y
zr~hQxA#h>S^pR5sD9OHF##4YeLcM2aW0MYmST8+DK(0g4e*XS9r<vK<ZjBXWI_Ct|
z*47@0Km%s2!`{EA%j7S}&&M?zt9G(i4#tH?(K9gct|Y|8Jw`)An>*Xd2RZop2-;dF
z4yB);pRQ&J#uWWpCx0#&YXW$@bl*0t%1jDc^JT|U-_S7Nuxir-1>-|zrZ<3tP22gI
zPk>C(6FJ`TogZ#ppJb`7I={rz4p-=nqnS6wi8rr@?YcUOJ^?`RttMCLXi*W@w!-4f
z%<W*!-b$0<yat}*E&r*rN}agk!a}@heNFth#c7{Zd$0hSEDKmm2I9;@%^vi|bz8c+
z*1W)vd%Ab9vvc$Mc!+MHbItKtQIYCU+_>e!w=nuReJuQH$I2XHQL=)m953)W*37QO
z&O$4FoY@*ly}&k)MNnCp3F_s8BNB%i@LqB}F+*Z$IeeuCgAtYlE&;jz>hP6AY;Bsc
zd1=POJCnEGERim?y=OLVi(uMNy96v~hSO%bv<*@SrRc>QYIkSq<K}u%OdZ&fK{u~q
zGIo!;aB^{l7<8GHhK`PIuKrtus~;C`9pL{GH-TEGmap5ypCIa;hF68yDv)K|LQ=E|
z+?vx(!B~Fl%p<qH^havE7)2<XQ>d#*ztznPA{JfT3OiVQwZ7WS$K(j{1EDtcZnSR!
zqFuH(<J+-NmBk2tG<(}I$kaSPQv)JXGl*Cre^P4DKUg1~+plum{puul`&qm=0*_Ox
zIsp2aI$v9r0+4^5!AS9xa*=4iJ((86VtpiEcki`2LdG?$ng)X0wOr(8Z)sKJefOyz
zwP)Z-qz`W*p`N(66F@+>e@8CjAD^Nnmzw?zTmUN}I{g>)@W>uO`OoDZSv1JMRT)3h
z+C5Ra-)jQElp<aNjSUugsZIjoL64&9V=T7KO-u@zC74)$f`|5pe%D+9_auflH$VU1
z_#W#nsk{86#{UJekTf@X)Dd0zQQjaPeE;FYEB}h#Kd=<J0P6pqzWMlw{zw-4`}=<;
zi;j-}rf)=_#0){6eu9>D704T}OiZ#nyKJxgQ`WrsIOCo}OGjrsiK_W)VJs5?9z9k;
zOAGryt?EHFG&KC99@$$T#rva$7}#Y0&BTAT27z{aa@BeNdmA2a!>j$CQ&zuF=7g6A
zeR@`w#DB6D;x5UY90X*UZ~EW1waHjnSo9dc1yFw$AjC}dDi&hTfOb=4{wD9&TC%~k
zK|+ybWM%!M96_#d`z;G1@w<OR8h8tYW)RwX|9xX|?AxL50r)ieW3Uj7`m0p2*%%}E
zV=#ci^T%|FZLs}&wfxnwjxMB$0{!c<i9#{R$jILs8s0q1RkNMi0&=?_Iu?nfot@o4
zp`rW<$jVQRK{f?Caj5)nXq3-=adB~=*3C_=;MJqb#$F)MrGoq$h)u>P79w)OIO%dY
ziAdn#r35zd084($`X8WipH?KBrVJu2@=iM|S8V}gXf|FFbc<C@5|91~$IHj{O$sV1
zs7OzLjrwgr6o(WbsD(F&P`Wi6t{+*_eqjZ=UQ=Jy9FGFwW*+Y?bWabt_`Kw@@FpAD
z?6*0&EKFqqG-yr&N(zM1J9hbaE2yyMXc&r-nH&Pt_k2W&PDqfgsi`q^Zr&RGn4Obj
zYCF~N-$YKka}`LjcWSog=BTLyeXz-It^vhfSwccWxwO$831u0uT!2TUuNlvN&h8%+
zMBsKE6O)#inOR0&o^b1Qe@z<U8Zj#bMh#!zEB=0dxNh_D(ibe;+)t}Q{sPO}Htmg@
zj-pNn>$q;aySp@C3*>9lt;U3hOJvC>(F4<ie{k@vwF15W8!P{l$iL=uzI^#IHMh#l
zVC2io)KwAr>aXJqJS{CP0k!+fy`FdO+*uy@s62N*Q}4O*eYR2M=~F3lb8|oxN&;SK
z4hrlny4s-bzV#bk{vR^=eY%W{qWK7qgGF5OHpcWFHHkQ$IUO_cD0IQT#^*T61s#&x
zF}1a#{6Oh9yX(vb%9{^gz9>9VY%x<BYdKh0U6lcfs_g#?oJkKG59-EWRgYdJ7qI!j
z2e-Ag)fJv9N#%uqE+EgB<*Z`M;vN_n2(7HF{K7C4aTV~DV^(p*B5-H6BTjQ>lZgp~
z>Z+>PV8fX@j|K|9$v68;=R2;^fX%#GX=Gj)Z%~g{w+r<P(Ts8QSo6p?yOV~@PZ;1v
zXj<s3ytGxo2Egu?L~kW@x@L}V^p^T+C(k#Yv}JM%3b~)CIW8oCu!OS7ARr*1>Dbt~
zFo(Bv9yn8EdD=-BVY_y!oUVMYs#UKy861<;!Dm6;E6X!J#QmnW1&;O?Muxuq>;VT@
zdFxH-=nhGJE!{;>;W;Bu``QloyU&fF0f!?7M<?yWnl%)w+a&de5UDL|O&SNvDmM+9
z2|?!|qY%oJkrZ<{@)Bj^-`U<Qukn6oJb(C7SHk$-Xe_shq}FY17By>#dH`g{Zy^A3
z$>F{-d!1oAUhw{t6JywB6b<!UmX3-3quC2KeB7DlyW%qJA8xdNoRfKNWH9ULDZG3z
zThDd3FUd5wlMQW%Wgop~EFM8d5;G~jWSfzrL|R~g(cRCe+fw~96pyG8mU)()7a~=9
zncZl6y7PnNU$EH??bYcEuk>kY4YUt?ndWraEx%qRVWh7Pt(kf+w>DR3tPM+fp=B+f
z&TGCd-{|D<+JY8@EB6u`7={Hv1k`iG@%wAT0o@*sf}4a5OX)(f`<<?Lvh!%<;FU}j
zq{5a@p*vP0_U5G0$0M!tbXn>CHRINAY9?LY$lZF{R}^C3t4UMYKaU3suMQ$;?eJQ~
zO13pb0-!>?g`-l0V-p3gfkHR!z8i2<{BF8lv${V^9;$W;>Ki;qYXp1$4c8Iy3oAa9
zuE{MFPEQK;AaI{uvaxn;X{+T#_JgbN&u+=2xiB5tYM4aru7Dfswrz2ibjx9CP)JBd
zoR1BSoa>Q;I*I1#6pw%RiMD;g6d1+|P6THlb`v8MkCGqhJ)yy`O6PQ`wFZ;n*~P`_
z7WHaNYpn+M5}-96TqWX^ev~6Z>Gm}t^|U59CH4e8mS{zqd6QK9ys}(-peA7>XXU-y
zVOmHQ4n4b}x=b5W8q?#FfaT;Lk1PD~xOZ$bfaLe@%{J>DW1&1F*I!@_^%=yF>szP9
zR&w$5xZu9+K2?=p%ebw}(tNm|VJjZhH<2{I+)cwjce%4FP~l|rq4xkmXGGHg{t{6@
zxyJ`2>E2uEUBr01YcFAQyV|xNk|yAGEwRgPZ+4^C=5mB$?mVEDGQ*ySHffhi@<BCH
z(dG|ob(shOzZq?F)buX>?!#8IB&emKV_$B=Hm1+Nwe>ZmFM21&_rzT|NwIHV<nBM(
zTOE`97++_-f|x(_AM=OcgFUW8N*^dnVF~Y<u?%t(EyucE?Da)FEZ|Dn9iF)AY@|UX
z%=t0Iq1MLwn(*P{DlR!4b&v=qM-j`o=PrUrn2|YQeQCJ1P2eNx7kNWoTFt>FVpX}!
z@?!e&u#~?Nr}p}jtV152t`h3BDTrD-1n@#AR}GQFKF;y*iBdvk3HTj^vRk@w0+YYx
z31$26Sj;XPKI4}AxL2R+X`~xbYhVUOESX(K<@@6spg>9PNcm`SJIz;1bDS?}t#Ej+
zci>phyplHBAQ%((Gv(<lgxs8GBOVj9lJz=*)fE8V$7KE{f@0mskTDpFCix;mJiGPG
zW!|Pl)WJ^Xr!n-3(*PIUI|5){#L#~*Biq}?u=BoH8tN_f4*_Y6Jvnw$+UgdgF^8F0
z>4_p;5t>R;htB08pI)zhEL_7%E`EYYi+@dsg*ghIQ);N|NEDM6d+b<}#zv>f7vxfS
zII(BzWUn{2!L0z@-UL-BBv&8h*CbH!^Q+=JCYB0lRl#+;d+Rkjc1%&71bQ(_9|Wkq
zW!97TCzcWTF?v^i@Z`Y6Y1F(^O^k0}5UsJEv+^;!q4VSk=GN>Z9L*`^Dp!NWmu)OL
zJr$1-UGnh&(_GK~0i(Jk&vIZ(@A)1zlu)ox6c0yhC>$NFT-n%`yi;q6PukLuN@${r
z+%(30=%1>%A<m6nNl}V*|G+k7rLj|Q0P2M9#gZrx8gH6w)V<xWTN2uJAHcLB*&eJO
zl3$X_;A||cmV))>=cG!W`+Uz5yl%@&_Zk@Vp3n+Jj5?4lVY7|>jU;RWyR6}8N_BYM
z9dLd-KO?J4NSONY=nN9G#^+Etv+Ld|ii)DL^ipsJo$G3knj8Xs*kDc&xPLlxr1jD5
zyWZM6<eykmVZD@Lna~iGDH--Tn>=F)m|Bv{IbVIdksFsxn#}!6&iT~aqm$g^#vMr$
z(=!=-Hc2LsdqN>sve&kM{&h{hl#=)K;~YTx*|vB#C`JE>D%=-B?_{Or--i|^aBKGW
z*Yq>Hsg~i$uEN<LpomuA>&lTv<K^Nqnnaz1<o=S06ogNBtzTX7Lj87^d-TlY<Xu2D
zH+dUN=4U$!2J0rk8?VtXqZ|EFkUZ|3S@Ol*EO;!{3$K*+lCj3!wk(F;(LFz@kQ8{T
z@o34H1!j-_dtW3kr>1)N6y~}VCtEvvy>H$m2@q?qD@qYh6|-@a6$Tr2e!y<Y`w1*g
z@VB`M2NEk22yl3s8S9WX?~DwzYG)UGRduzViX*ZUP7(DrdPIzZqhjCYU=re(+rSDc
zcbnK>ThgJ?^6~O|l;K>K#5`$j{K28q7P~W-C)pGh$NBsHcg9m#1R~Yx$!cTL?#GI-
zv+-;dFp<xOS-u<?ob-?*c;4$1r`#GJstC14Qv-_KU(%dTpQ`B8Wu;}!gwq3ihUcfv
z%aq}9am)!j2Rs@R6(J7ivyu31ckU%2QQccL%M&yCC6_&Ej$Ck->0qK`P-m`iIl4@B
zyVt1v6$@+S{?lTty*5fB2hg25A+QaeG)t?KREk3>NCqNKvp7sgIGEnUjpvqRHy_`+
zC0R?>ks7_%{|futr&508f2NV+s&s*j(RjXdK|#?CuO#&Xw@X*!_aW=64|pG7_zz!q
z6{c>RF$(H{#gYC#3g5SfnwO^s6)*6YXB~#7K{1-~>|*<BbyI}Bki@sPk#IF$X;^jV
z)!!CC@9Zc?*{L$|SuY82NQbF8QW84F+N#QLp9~gXRnf{dQzaVR=VAD52|R%BlDB-!
zs~2mmuupOI*v!qFhr=1FckF|&r6jWjN2sgGQkt8SVdWCQdd4+=+t@_!3swbA><+JP
zpCtAMd4;JX%CA0VsG*sZH3Lr<-dXPuR~zfcz8uy+zPRYb`Jw1j@crt9<sA#k$!w>m
z>6BQQR#|OhCz-^GVC6t^!B_`A&~!m@sbI}D9^*}<DP@K2EvH;xENAJ6&n8K8pWf<B
z9;mt}JC;IN-HG)35FG73#7<!OL@UprUg4@RY@MgBrIkmz=;H<JE3=@y%f7R=c9YxK
zGjVT-<X>O2f?IB17QGbLRV%U%OGwCNUQDXGqk->pF>k@MA*%S{<YGUwH1fA)6L??O
zj%h<inDv@yA<C7m^wOm3=S~WGmPU!x!SF}upc_TVU<X{&-gq5&p*cDn1%gFa<wYo!
zgiY2NB8sY;JRS?Ti@lKRcxpQh8&GHdZC(gvA3bF~ud1~y2^jamC|wf-_@^&nM{|<g
zXvw$Pcw6h7MsWf4lNZJQ(6xWMQ7^S?{e=GMz<_de2qzZKzUi<%0BW`$&(8InLbI#6
z>6Rk;*f9p<sO3JxOptztr$QS@6pQM8fIVJ8q4JI1SZTse2l3YDO#y_;TT|7o_4OVV
zwrdYUgb#?GJ~e)B^IYD7ZTxv<UtFr2#zDGpS!Jn+gztKp;8>qqGgss*)gqCY*K4E$
zqo3vWhme0Z4hX<(+BNaO%`UqO@6G~HTN%)t#tm<;M#PQ7x&{!wd|>XxU859+MF8g+
zUVczklB?Q&$yyjW6I#T(=W<<kLpJB4o@8Svf~&B_U|gz&MbpO&a?gAGU1C11D|f@P
zv3~W)8Zr%AW32$55Tm7zn1NELwpxV^6M#c~;HG1%CxUkC$v|Z5D>Ckv9QfYG{5f6S
zynL}rQ9@^;k6q(1B%$u$CLv+gxbn;^Ls^`_4JNJHLaG>$uVriGh1YU<e(uwbHl&=7
zA5(x1OCsv(+;12e898^}l_02o-UUq1U+wXI*txmi1Hw!KIPQyIZwxVO>^Yu?k!_zG
zJRajc0v?JCtFy^<rb<vXUu0b;2aBdB10^~sNgmKZ3u|jm&G56D+_`YFV<$kS84r9=
zL|B|NKN5ou@K?I?`xU3BF9f1#@J(;ZF;ILHNcCaxI<C;@u?HA3&!n|n;h=H8;p-X>
zPlke{ZNj6&Ec@y~)W1Wf#OdjJM}%w~PcP8?o&dhFhKR#zedI1|AxwJNi%=^WxGGBq
zw^%gFLT|CWuo!{^gEb8U0|Rh0hkj$o$;qK5BqV(Ky{+f)H~HGN&K*fNNnc-ouCf}o
zpZZh4{)=C4z9J9o=F3Oh^9{2LNNl*cxYV##R8&;oZoW6Ik`Epz85qzL5D<jr=H`xs
z++5uIiO4hMlSCr^gUNRwSl~dw&iC)h>FKojY&em#``}=Mq|JL1fo;pe`Hhv8N5EDy
zHxdI5Y4kpu;%Pjw(lRhJW96@`=(l&0^X+Ee&cW?+`dhws=5hG0Bj9}Wg(z@-Y3YHu
zxVWq)#>CU^@h6W>;(4R@<sLq~F%6&BWw-#qeGYmiy!6$t*~L=MNJhrLCr%j!7y+c>
z@T-rHRQ2fZ+>vqqTvqnNs6BQk{~j=h&Yf1VdjC|g{V}eZBLwU?3NZ~$O(uT+@<-6F
zN34vDH{ekrz!P5G!1iK`O|wElS9d-F`nP=j4fCgbO)|47J}I=$l=j6xQM=}SV*G$S
zS=7###x)8)3o*%N{_WV15N`eZ5)xh|69(Shj?T_iM}gyQB)p}nQ?;oGt=miZdxTt$
zeRra8lWW8oMM(f)-lv&aSqVIIjz$QoEA2M!m@1F5t##I3FHr?1r)|w4seIK77e<&h
z41<zkT=#MHDEg=Y=qy>G%XaEWPHJgXRMd+RS3tt=<}P4@CyB661k*?d`_|?s<fHpf
zRcQ_dQr=L74&BdJtwI0p$mdvKxo}XPhwB{g?7Ht7G-GBJH_Ap(&AvcVPqMR}uticI
zYc>9=>cRIPBEm&(>?-)+&JVgh_PgZ_$?VjuiKNrnl_qRiKd<`0Oj@1okuuk_ZRyy1
z`ZE1+-~zuvSU#BjJZV1x969Nyi_*CNx%L9qZ>a5d&W$+fbN@+=d+}TL@0~scyJ&&(
zwA!dgK1f~NP@jV3dZ=D&OH;62M|pfsE*nd92ccYz>T&`CrO`}N-X?T189P{5Tv#&F
zdv`7d-FF{a1!k4fK;WYA#h_6>p)(jn>yXbsizonYiOlYi$4iI6TnpV7Jd+&hYn^9c
z%VeF7Ov7U_+C|eKn%*>b9!nHRA4d~(n{j)xNhntBqKQb2k!EIrT!=)N*}T3vp@F=V
z79x@g4sYClD-ZUmE3WsFVtoftPK`Gw%4OH&0ih^zG=p*iFssz_fs_3;sbO}vJia$|
zW$BAi0Xys(J0awC!F98ib)NAoMhEY!-{L2kiOQkrXEKdoRu7`6WnbU>frc$s2R`nB
zQz|`x^OvmUgOlfIR+bp+T!EV~^3!&3b_+>do^QD|UB*AR8P>G-tMC9vjZ(a&sd!~J
zr$@A=K%p{{V#dhNnrwNo@FCA!m*+iBDc6!cG3hV+0QyZVWJhqGqN#5vIb_M=K0Beu
z5?XZPY6a}%ZsuJ@hp{igQLeLJU-VpIaP6*1CG0$N{`?`^;c$6#VO|%i;+R|t6Em^(
znEFdWSn3>W9JQ&a@;=kpSSgsABA>zz@khSYGlfD)h!*4!<=e${b2r-CUna1>ASb$8
za^%3MV%?=yZ{?$T<)-GK(EC5<@&^tRuYA<XoHl8k)!O%Fc`1dEw=_oy=jvHVn6R+1
z(IK0P^0e5NnQ6|n0n0xPvH=dT<Voj4`MoVr*6i3@yIaxwA@c-Zxp=9Kt{<Q0-V7$R
zV;E`Sey4hg>D}f`_ZX$8>hhwS&(Ynuy1FdyTF}{8@HE~RHdc{m|CGzyQ%Oo{NWcM1
z1%C@fSX?%ca;1F`KAVcfgjnP55nKy3`7RB>m94FP^4)4@Hkgyf3~5oY65;o(a|WqS
zDLu$PvnzpNG5G0e!^(VWXL}Sop*1ErLZSF%rP=!ao38HC%YlnZV+-DbIoi4a$ru#e
z_|D|pICmQ=YU;(dOgZH6Z@{uKik=ZJ11-3j-(9GlyL+x4&t`WbP{?r)oT+1@M{!%v
zZ;7REMNhz?ILn78)l>3fT^*?4uh2OVrFrw5obOSK)#GAwY%m6`94EJLBxZPK>CJm(
z=~kYsW-|fDY)4-{IC7@9h5e!K&?!*#$kWgf$qbKRncm>a>`D&dx$QQN{J)1H?hqvN
zRFk~&2eb=$FY@0|xa=tcUHGOoDAk6w_Zo3Tdv?1;p@EY~?+q_zG`N<Qs0c-mBxXnM
z&PVcxg|%D|<DQ+SDBJ9*v`U#>|EGiA%Js*mrvZ`^peFDF#8Ce#-l%?*<^$jmY91k1
z2os&Rjy1TL8NCxIrK%d!TSCX|a;9ml6d`&}Vefw{S3Xt0AH&{3{ojo>IRyKP*6Fka
z&aMw<XJzdqszkZ7bFQWTU3x~U^Q`wK$gF8*j}0iuDIb_%C#8ypEGTFg<S&zKUis%n
z0^W+7%R(db8eNpj@#%yS{Retzuc*-7G$uMISyu+L^PTYG<2bYlPo7^wwqd>6k9sQc
zAV1A99jM4-3#ZjV8ER};yP0A*(rI@HNJ+0Rj<?dxJNfkqlHyqz114zMZ0R@k&FKBu
z3A$STXUnA!b#D^rcZ@QN3Mc;FeUwW7Vd(kjHsftDp~*o0Dr)mi<B!mOCacwD$CcOJ
z)P2_bu1;(Kuj&Q`1>pmpXSa$rUWjbSu)0qfVE%OW%s}2eJGPU5&_9DiN`rl&FhdfS
zd~UNg_fYw=wb5BmlbX0p?Dihd<KI-ac&X-<Yh$tT3|h=`KKYO2<$ZPtzez;-ge4Ty
zZ9HaAmwglj$AHCA{-!Cav7R>|W%j<*!e95ZVqJRkIa|1s2)7R(&D5yu%dhswb05uP
z5TLv5tqtR}*}I=M@7*>OH1Y4glTy4r+B1&%n+MclXeOkpueqM``QAQvi~vv>e0Io_
z1HxG+`9D=UoDZGQeu5hQwqwLw08!R86F155MBqpwC4FITsbrATK4eqQ9Gl06r8Mwa
z6Hiyav&er!i60)C&=HMxRgI&svB~AjrRd=K*HDSWkPRv=_Nh=wZd<IL@j!QkWA!im
zYcW(+3%>BJzl_tZh!)`t(njU<_6aQwAP3PWeesm!@qrk07XnzLzb&Wrs-B|e<OU}(
zqPn`e$!AhCIwn$o5kQ6#_W+6zhjJo_+P|;%&^ZrljuGYi#FZDag6;;Hub<o#*CcC7
zPLMCn5LW~1U;`cd_6_Ikz8M@ZcXtS*TiA%2dY{|pbviA#GXD2+QNv<T&fgx7ltCB~
zz;D3H@&xQkB)_lCFRf}J{#PtA`c?(hb`I|@o1y=<5|g(sVh-(XqD!N#pJ4$%MoJa#
zm!hKNth{T4pKHfr<YK%Cders)St<%}mBFEYoXbG!1cQbcQTLS@#c>*#gOaQZ3aeTY
z=0||(<H0c+0eDDbmgHu1ZJcn>)_mHSD-8|J)A6YF7cb7(uN_&N($l?4(tJhwD>@)1
z^MiHSxPsq>YBtA_1Qlmt{sJZkHeiAK(;40F5&3Fq$6cxB{>?LH+c6v7RCFncJNiPk
zXCP%#Wzt?zG3?W6KZ+3bNL$|<9@>Szu823B7wEsDb+TR^(!gEqEd+8TSdkZDJNUFY
zJ~Z@f@O;HX0SeEgo?^dneM>@uDeLC>uiUm8G1sQ1W;>Ja;Brb=|7pt&)Z?GFlyQXa
zu?1?Z=Q4?8zjX~Z6RO4Bdxm3_%hrQ%%_3naWS!xMKLY7;V0_ri`>n%=no9ryKLD&V
zvtlX@cs@R<3DUKjahbmVdD;!n`ksMvr_=8`cm46dH3s5R4de!(=trsaN~?27kpUf{
z&;#Xzgk3tm!fRK4{&Cg*2oFtwzQK6``qM#_1D<EH`Y$8R<x=9`-C541{$lncwIedA
z0Nc6Md2(LE)d6In%E=yN6PD3-B;U6Gl#`pqd->$;)E(sUANlCVgm3~<sP80=e{SE5
z1oJ|H&n{=f(WJhqaq^^FqyKr87H;?>w~fc{Id_o$`jUqv_RKrF$BeYJl1~JLO-H`$
z(jQxqe^4zn2m`ViIIE@z?7K#tvD}}EOF6fjf^9xQIeO?)G(SXr4gd~z`d12}7_ys`
zxBVsDaG%p#i6Zze1dL|amIKb)%;Q~nKf)>Nc6q_|vH`UXoanSY2Zuo`=KPrv@CV_P
zRMOR@cG>Hd9w^S{DF^4rLav;fcLO#hPcbF7Bm*Fx*iCJAA={_Wg3|nSnq%9&wG?H*
z_z?cw5(rOM=@cwrvm8zVoFMf38{<(3X%~2y_g1o!N-9L$Tu=6l5hvJ#$oQ2cv0DO(
zX~?84=tZ|gnN}}>I@`B6yV`j=PQuS0G}%*EgbL&9L(wB`Z>TyuRlM`roaH*o6AV*z
zgxehbCZ9W5X8<_Sx;@{*>tbMR%rvzH&L$6TodNqMm-CTDFWUOr8Z$jQ!r}F?rbeqN
zGEP*8`D@lV>EkyOcc~?x5NFb@7opge9rh{g*cRaHznnTHEsx4XFZr<uQLd8Jot-()
zmgUn7les1(BuuW_gFTL@V?%Z?5?u~dVc=NSN)w^BskP|f;2=17Y}HIH7#F_F$o)AU
zL18!7uXcgH3=NG1iVT^kM#rFNG_8e{W-7hbiW!o9NAlCJX>(F(0eoi1M@Kyc`t9G^
z+Wf)!&=nvM?wzcC4iIV>dQoOU#ropQOiuUV#<(;%(avSmb6Wtm#|RGUzY7Ss4lr5*
zHn{-p&{b^gTc;i0z8S@O`%0$(znS0G4kY3y;_c1c+iNahK0n#VEB9Zw*nva=5gK><
z6;S@a8m{-;BWvyG=)gzOaL9W+6>^Wrdrix71x0_46#mMB_loG%-H>qZ8C(99>GAP6
zAt527-Ytx;70M^a3Y)EX_(@R=so4_Vn7A#S*hN`cSv~JU60Tmqj%W6?;)R14He4S#
z>iq$znxCI<ng+a?H~`f)t15blqyLNSJR#fN^2O=Ud^_<c(w#FS7jjTI3#x62=j)BG
z{HA#dPEXv2%3)o>!67tL+FP1842t>ifpNQfZcaCa)ugSZ?YleG#ZUW~6tFxZn2NFV
zq7cge8|eCKsCaL9l*U9wF+5lT1N(<fJHm(jhe@0I9w@-rf`5m%{7Kg@{zA8-Cg|w>
z6?%*KamtT(pHpTs`0#VD{0~m;2r@FVuldX{>qORZ`b*8;IE3gdL=;flUIE14S{x~;
z+}6zet2ncdyyLgW15<gE^j!HC005SP0(*S^7lcF%S8pXYH~&X+1_a|&IxjSedmck_
zD6Uw+H1ac&GsV$Z>c~0*<Z20wb5k=hJ<1ucw1?(vB{l<RcF_0jVmL|t_*d?^IdF+9
zK{YVdFs^&JQRZsW9PxUZygilDr0Ieq9A(P7FFDduJXk2EBluH!_1hvcyA3;{so1Qt
zpMMrv6O7+#;SH_5ILTfq6umg|%&R$hZAk?+OSQO&Cq%1p-}YM|#kk~nMZ=U8k*87Q
zRW@wDix;I>$`-7~`)I;>q#kK?WrLhV9PgGHLexAlI?<^}-HHjb(-F#jISzbX;OtB`
z$|>C$!t(t!r^0<ybv`Qsi<F1UrCIA<EnKK}XvTwboqrd0?QEd|H}NkW8sJ+g1CdjP
zL+JgtNveEqfyBc0%g95Ol~H(;!WEScmuJvzm8Sths>;S#11K<nKO->;tsul~NR9d$
z;J+ta#}%mthsdRfVx`eIfg+q$ZVl(j?RJB2`b$$dO7gja)3KFAs12U?A-yX*BzI4u
z%B@xAJEzHJ%o&nvrf{^T!V$FEybWD-VM=}gLG%L?gwswlxl|}x6MF_&Fr+qH5g<1a
z=`iT?-yqk~Ldzf7elkzJG?>C^{cf0OqvNA>Op*NoWfBUn<2u{RPirKMpR!4@un%rq
zd+d6;pTGpi)cW6;&@4}V)-@W9R8eHC2&tXGwJ82sEqbahLfR&V^Ux-mcvlB&nQC)l
zZ^>@R4`X4{T6^GK@V_K8N;`DXZt593GF_eSOmMAnd%L9X@e28`vMU$6q8$mf*$eKj
z5C5E9iK5xh4%vA_f9s6-egvvOw4$W;rYRXW`0p)ZqIF0S5fz|RFUiPXXckVZ3=ewm
znDCm78>y&&e0VT1F_wr;tG0$M42be`Hqj4Fbkvedf$PwbgZ(pvC}<ix;ilh3qFf1=
z?L$3QVQb{U)8b*Lv7XyugldY)^4)m?fxRyD10>Pd%OGAO4n4^TY>Z>Xk)*kCN_&TT
z<`Tq^3iV(ZWtRdqh_y<@-!zBCNbf$|ImPgcWI`fs6CHuS9_Nn2Naf5a55yKwU01j`
zT#2FSl(s_I*u&nnO*w5j!2b;Y98AccR>!4=(htxp8mt{9Pvu>`XT|jN0N;6kZWL-*
zoF`TcjZif{2Trx2=8$K@xyFa&D(|HWGM_vhyw_NPID4QlKpd%})3YBl9&=0eHO*yR
zVdK1WHgS`Ci63>Nf4pl9&{7|3m#=BL(fYWaWLfYn6a7|vyxYDIEq4Rz%)5{P;TUG2
zZ9WdlY8vE;<=*Y;uWM+vUzH7BddaYc<NVAjVDx<(83K$SD^Xa=PG4$_d3F$k^D{s@
zWFAX9bYsKH5EtK6QPY%`&*7s*$3yBj!V1Lr)yz2{ug_hYoMI@1X3@lO0^Sng@-C8w
znlL|x?Pek^=;%oaDqml|j_=D8GgRjw1_fo(4g^Etrf#2nKyR&3#xTvL&0-8E@LwbB
z?y1!<`$MbLERe%*oVQV4jfhu%Jr~)E@el5jxwjK#Xsuv%c|?ybCSAVqPKShiNovp*
zi)(HCTt(H>Sr!5b#o}|n`Q`it63{qgOP)pU^^|d}V!rjV4Yq4*@LDzlXSkq~T<%qx
z>x@iUflHTGBk5-0zs^N~5urLcG}PNecnVfmH^mY>z`+s3fUv1R?JlNj9Nmc&_8M!R
zoG{V%zxvk~*B2}%OFW6Cs4d-w^n*ABY|yQ&tPqaBW#1`K!S~Y4lk7f9Qnif^UZke%
zQBm^@M)_-@kk!dyMy)73xY&uWB`Zd%ixzTllqVVO55Hrww&DQ|#km536zII15s^%2
zq%z~><-NnkM*sZz^Hr7{5sP;e#}|<D5%vBO26hHs>D~APEF1G3ne3HS`x5_4s4sT<
zFm#z=2NjfhHd?i)xOH+evYIHYCk!X{TgyFi@UxBST5TZ6`Umt@I*QDM+>O~g4xWEt
z7WbQ(Rfl1*aKqT9D)~)S{Dx5`arg1~t>WTh#B6KiOvU5y+3QknpLk6N`w|<v8yBGy
zqW`r<hSYc=8hqt+PxrdKUv0y>zFJt7tT|`(Ha1FtCtlNAb^!!gM6~jqRCf(Zi@}_*
zfyVJs#*Of+f345MCgm4e5~@w_Q=9L=pFbZM2+*qjmS>JXxAH;FUlzVg2C1&#32QT1
z{piMPU*W1VEcfxDn3y||<O!O4;@D-_H3=UXA1~sEYdt)4&JTGe!cowlK^gsbO?Bv1
z-^c<~=O%7zKp*%EE7InrnBfjIg*ET(WY!}cyn5Y(Hqq)UtoTrL1Dex%FtJecs?|?5
zA@u0T0kIweGfESR30SLHW05D;nYe4?DbCD6jmJx*KVI-Rd0|dDXuA&<3uf%m!Lxh|
zrre~%BvY#kJ{RVZ{xGorjdVgQUx1La{B`Bp$?N9=!h4!5F(i@@LDkVHxT|qh*sf8B
zhxqaXwADt>`y#P-qs@<W7|dk5vJ9WM^tTU7>AvECh#lfbJnbK@l)J*fR-2=?{1U47
zsJEVii}8cyOT+HT-UF80w(K<{Lm4D9xwbS>oODHRzd=djXgL*hgQglx*j$SQH5@uW
zulKE`X^%=*IShz6T3T9ayb`?8_qU3D3Rf<my1v&R2|K9D!<_F!)68oN|2D*$S7zHE
zPhr9?N@=LGLbmM-vjiW!?dg<w!^ZcNzBD=1xw;~HfL$E*OSppCQ)a8nXdgCUn@kYR
zOijIyn1AJE7a*ZlbJ6)HY7t9sox21I#hb3=$?;K7j{FT5)I&}>kNM>~I+`TyY%`qL
zH^lL1&c8K((u=VJAneuaP?V8J4!hm7xN_M0R;e*Gf|s%fAWI@vX0!}6(d}fL*@^qT
z&+&26nTjyVUzCzacrBi_al>40!|^;>O*vkp@qUh?joGC;_-7HXJ+A05=-9s&SKgk4
z=LOwXH`(R6lg#dbz1qK6yti_|6_z@)X#|Ly)7O(M5D15H)E3ZXSI%Xb=3Ibw$y(zG
zkwPuAB^eAuF<RnxC*Zc#MOB1}qfH8>lUDC+xzeHlf$WvO{>cqq1!*Wn^4>H7hOz$o
zqk_VcbU?oaD51mtM&Pmy$LdGY$gJb<?r_EYzuL|+tg5eF_X`kE(m+vC1w>T38<7wx
z5fSN-l$4YPX^;>Qkd{UXm5v37NJxhuox%d7yU#Q6{qJ|b`#RS-pSEA{1FX5$Tw{zm
z#{Jy)@8Re0NvgOtoIO$!OF+_TW_H1My|Fo6QSo^~;9WctT9I6^ZTRMF&e%v4jC6)I
zY_Dd_SKukpS%2$laJ`H^$(f}A8KubjNIUkt%sQiVc0{4Ed1uTonF@FQwb|#aieE=Q
ze7J=S>)y`zb*<4F`?FdXC#1PIi8qpAkFcnB_}jS-N#$S$s)_UXJW6%W%Ozgq^E4uG
zJQUgOxwaZt>2A27Fva3{HF-24d2h7H>pE5i)aMJULo#$ojNT-jC_Y^u-6-j8k1oR>
z2IXqi5J15S`Kq#WN{inzFvkga9tqzJpQj|+z-)gma$P>tjX0T@Ih~7_J4$F{e(XLQ
zN5x$O!7qJrPbDBYxCb5@;uh$<JIt6(%Dpb;dzDJwUYMNZNlb`+;3Si}!-=f2VKRo#
z8Dug+EB$@pxUwRQteqAIzq6H3>EYclcMq|uBzB>v75O?Tv@dm=U{VFv{U#z0cAp0S
zjmpqd23iom6C*yTv(GwNpzluejtN(+_fM#J;+ROSgsfH<Jj+i15Q=AKn{^!D8)Lu#
zCv#+I=WUdH`jm34J)rUWY)MJc*<H_4x2kxMlEM)a8{Ed`YGOQ`w%xh2h{h#GitoJX
z=l-b8i3Gp%HPPaLivL_w&iVOCgWFQdKQvd$^Yax>UUjn?#O}Sd_V?5JR`UDZgmV?!
zrOM(CXPN{0)E9_B<(B{6U)gOcuUQg1F@-kuZfd)mZ+FK@__YF_;&t@(8<BUI14hw?
zS8>Y(!&?oE^nb9S=Y&(U$PZnQPp{Iq;Ur|<8Bn;rWf*QA>)q!J2|6of>m37j^oqu_
zQCf1R8EyUn_~3X{KklSD)zk;~4{Py!$%^Td$F8OK*{$fDSEB>R<|y2^tC^uL`rq$<
z$i1t56+9@}Ic6#THDMPw<;u$rwbG`W_svMaEdTOW*~TlIy={C!WQPgE_Pt>#>80lN
zFUlGkvOGLCzCCSMY<uFfLN!2EQ{PaHxXdsNN>B8#K!EcepR#e|a8WcheCm+4FU(9E
zYjLO6Y)aB<jC39>g_hj<_&R4iov}1M$nw}A%=!qHTTEL#9;R;h8GsRx$1)o)dZ3+_
zf?P^xj9X6A;DYS~({4eHxv9LIR0mz-hJRjLM%$DdT{sc@@^D%O&Hdu27h9{ALP=9i
zwnud29@Oz4f?52{RaT8xbL9Y$>VzR#r@1*(Rm)8pmZ~I-uBWO4%`3`s&zdn~=B<+P
zcg^DHi^zL!24yNIw<2^8x1x*K8(YSxwGT`4i$UOJOUr-T8HyHM#ypPEmotS8e~@vg
z@{P?cv2HyQcVKd={1tdJAnc>?+!^E9_OYM+@7Rpd16wr}W;fAxTJ-z_>Pm9X*W_I*
z*QIdU)Xc6x>1pU`z2T)EQuYv>o*Bi^@M`JyJJhv+LF$2cs_D_eZV~u<=ErJ8<zv~r
z04UY5iv~Vl4@f==ko~@4tH6@Dx#&LVQuQ#Ze!NKswtRCTG{Vl{{nFA~a$dhTl=tnG
z>BzH~q;tg6mJ?bzxV`V#9Kr1egXq~?eT@|}p;ZG(WxP`l?LOf*hpGv9TA?>Djo5Yw
zbJ@<w%@38bGHX>tLCAX!pi>s>g0M~^P&FhYcaw`Ns`X9x2la~eb#xK?wU|G-%yT`0
zeh+Cq?C}$03Gqp3dXep8A%+?=aWmCR$UER8x;P+Wtje6cZO=&5@RCDl{?GQ*;yVym
zvLJF7wtLWf)Be-v)T|qRku+?A_@5x*1yZuf!Op6DvYNVj(6*rClKHv|LP10n7XZK6
zkGefpRSkYq(?-sHUUpZi1j+*ZgX&$<J@`H0;Vd`CSW$_@p?C_Emn7no%3gyp^L}r`
zf$$Pph>LAuQwLLi_Roqy6e=(~Hz&*2jKb_ln5_hVx3XEwU-fHT>uV5^&b6&?ZVFG?
zx{vjl6hOA2i!s?%9G`@%{k@CGB^J$_*L|4>O08)5`T4t2?s{VYf$&&OO@@Vqr5Cbp
z0szr_%E-qTOF=<#lP-;2Q5OVMJ8(tZx_$e?*y7KR<lh?_f@*N_@FF04x)`LG;VT%#
zlvU+5{D*liM>e53k0W?~UdX4g1@SewHum;DUKQcsctpm>eCyVA4GoRYv<#%(9UY3(
z=oR;OKuCM2pg@u+;ue>im&YU^pq|@u&EmiL8Z5yO@ZA~kZFQe%04>F5**DzNqs-Uk
z`bX~R(^%_Jry-(QeVZ7e7%ilT4th^~g&yCP{r?d$V0iH76fQ2e{Pp(o#N3}qdfufk
zzJu8#IV`v|L+I!FcI*X4g@9vz>Z=S4l9)E7iT}z7D&Xn@7p;C9;3a1N-Og|Wc#HoE
z6-2F!^Dr$w8=6`ZJINH-3W)zdv-s5UfQ1RNZ7(E0Deo^Q3A+SM{b+B$wCto+V(Na=
z#?g_yu`!N=>bH?ac^gr(tqA$SmD0D|h~o0mMhFL=glr4)ODrO@hqr1HPa*~P{|S7U
znwmaVSAPJ!naO{w43WqAnE$jgh|C6!QVq;b8EBZFh&)6K!UM?|9Y>OM@_zd6ugVwo
zMJ8AsXtF+540YE(bRi&FxyH&`kZFc9bSK%0K`Xty?aSzizkzGuj#&!4IPU+nH>?>%
zww2h2jBmSYvrJQTX<C)&9F2T#`=T|!2}y%<8BOb;3+3`!UHBVC*j3pO>F0hmwr<s+
znSYLG4F8woI4DlP<68Uu*R|-hck~1kZ{=SXH8!hoN^$IQm$N@f9}IuAQ^5}pc^hKX
z7)lKq>`G=wvg?}6V3m_?PoR=++A}(5B$y8vo5@1KrLudMe|=E-s6K+9ETm1ggWbT`
zO=gcGH6jbN9DB7!L9k_)&T2%Gah8>_ThR5Z5hIb<@>Xq3j{Pcsk%?Qx%`4xm$yc?~
z#ODy-)r^S<9Yzm{z8MrQ|A=#@*qxVR7u}uA!7=$!o1Y%DR}b!V1I5JTfVYefaNRo;
zPcu(s;kxT52|3yH82?e@JV<YO6B{j4cQE}mILGQKVn!%9cyskbptQaH1%3~qd2%kP
z4TFk+SiwXstI#Cvi*wSdTbmi8B*r~Mlo4>;lp~AKuHg5zgj1QIl;1;At3~N?2ZuaC
zN+@XP5REMhUrP{WX>^bmbvv|dYsZ?lX7~TVYyPYA@ef~W0r%r^Z_=b<5r6l$XLIYo
z)j)UM+p6ZUB;Zeu{9U!;*vTM#7dEKvWk@RHgI{-`nOH3ARSSpQ{H!8unjzHDaib1L
zvU>0>OY~<nT2jK=E|ynKM!OCRWxcAxFEZF2`{>1T#(M(`Lx*qI<$~0l={2#98eU(y
zF730Pa*0*@&fbL6V>V9UCUwcTmb*T%RJAR$N;2Ior})Dctr*54DpsEH)4<F^rbBN2
z9&8ZrT)#Z-Va-DOkaS?fNZJ|<&a3s+oW-6ZBMu2rJL=4=7y5jvY@lb;8(Y%g;bIiw
zKoO54sP;=YKawV-=T6@0;%w|EK<h>S6~3_75aDZ$f$=`@DiC*v{{eqjPr~@z@aO^O
zo9eOnYxAd96Ec@aIUbf8YPaJ%j@Z5u^c*F}5q%nhnP7;X+WoEX*`&z+ZZfqUN9yGj
zif+m2O}T&-21VnZEZy1?&}{B4hqg;s+u2TeMpjDMGrCaT?xr;2J)K_2pkZ@*w<WQ0
zZm}jJr>H`~)uE-+l508cw9TiV$#;v%X<EOf6`(eFcvOlvi;nJ-<OMXR=QTS`dcB@t
znUEE)?5w}<@kX)9_G~=%uM#9QJ94g%MnrPk4Xs0TV@PDy#^y6`vX?;x^{MW6Ni;}d
ztxhx)N&w|McfNeQEzHaR3NNjC%xU8M9WmjJbY9VB+if=1tf1S-(Lw!!V-QL5o%f54
z1odlw=D%^>Z1QFy-G2YV%{9BUAh@fWYa_jwABBFu?OXSvV4Ig)>Nt~>lwELEk@+lE
zm6&3D8X=TcWRlHgGon1GL?Hy?Y$IOQbS>O%N$lBI`?|7{3!bCT-)KK%kvdz*`SNDr
z&g&X`FmANep-tsjX(>j(t*7FdfBk#^2n{uCL`JrnEs^TaqM}y*gXaPKQm6@3i83ZP
z^}!xkO5BP$wR$(6A;pi9iLa?PW!lMC1qdoEQc9y&mUoxyH3wgEskXL%vn9R#3kr|p
z<1Ad6rKJI9{dW0u9@?G#TX@mA*&{M2Dfoy$;=AW;K6i(vogJ2$oTbd$o7}5I@0H=m
z|5B<*cc$rVoIpAyl_*N!8rBkt-NGl`&(_y|CFblFy^}u6_!~}UzL(Wn3Hw)xHmuKv
zUS*B(ah~T;qe7{{vHxa*sF^GwWLF%!Ih(M|yU>)$kHjh;5t>LpsE)m?E^~Djh3Xh_
z8DjWqXP=(DG>?0QGU>}{F)Le7d^0VYrQ4VMq%T;>v|q3n+Ld~v_Ebh^NsgRQ`mkV*
z_G-5<<PS<IuJ~A-IGD)mTqr5Cq^m4-RS7ma9jjTWYK@3I4C#Jq3?yIcti9?OH_Ymp
zAG*dUTFQBh$5OYFtLOY28$CqYPdx1#`R(@ed6UM^*zDtG&%{Z7M?F6A2{QDy1RhaS
z-|z9md*dI;T-0|OG!;u$f5l6|V;ouYW1?HFSL!xSFV(eW=b2sAaTKJWnP;kSW?B55
zvCnu)`D@QMlRdT9oYyGzx2`_enr~hN%mMwPf}s3ueGW`mnfZe@)~x=1hHl28Zp?t$
zUS|}RmZZelzm}}U--q%cT{UKVxDT_h$Wi8STchGvTkg^2csP2r4q~DB2x%rd=zN@<
zj&$txxmFo9dTz33MbT)uKYWb;()0mY6izLXOgqy>6;!NR%qF;TjIhoR#GRYB*GoGT
zYYYsk3wb1;Qu<<ogPoUnNvcLzC@3kmQ$udQjGI3>U$g4n*4y$xfoEdWx<m8bYMV0^
z9tVZfSG=6}%S}e83Q-8eB&nSgSS_I;Z!-dJ<hpD;dL!^iWk{@`K=FN836BCBsT^rO
z!+iIZ%^8Xmp=H+faYH?I-bVA2;E)*$HinsS1f75xa`EdL4xE@g{AhN;RB_NWFFu3N
zn%Qe~cFJ3xsaN+Z1r)(ju}2<1X>~oxqKwkeeRyB0X}#Bkj`8dMbygaw&U%k6WmR=Q
z&x>aeE{hghwtev>JHmZ1nMqsJj^E}u4hKnS8yL_d32gzd<@U>W(XNS1rA2WxM=VeH
zyld^o)l*p#<(Id4ZYaa~G~Gl3-?0mB7%sy60_W=qtRs|4Kx}!8LO!(Qi9XL8$%V)w
z%ZT1_br?eWpbNQ`GTy6l{}ZHr>$c(12|=B%r>F6q_O7Go>K?i#Ebw|a3bi?YeM#}q
z?tWDg&z%522kDIh1|)~Iv%im|p^GhahD1G$hyc}{e6-8<vzOasn1dhana-sRlnW7v
zzP099Xho5L+Yaf9&QsFTZXI8<c{(*H^OBQ#{Shq|ti<kuQ5pKTH*i4jEv3J4$mLc-
zCtu~hyLZ#(bE(n@iy#hi#q{)agd2vo7*f;dqNWqCUkEG7d@oiMxQUn9IJ}wvAuo&3
zU5GwN<k;omRjs}u>4h8bm=R1_t<SK)od7EHTnr}X{NS5Ms5~sTYgShGGkdFS&N(GJ
z%Ilc8ksvXsfPerbCr)0nxMU*BOH4vm5M%L`=vrnUB}UaMY4P4}2uM~D!&F_HE-c9J
zH~kP7A=~H+vl!$5Ah^mk6(6|<kNU@v4$TDl44v__qwbFPIE2>@v6LLw8!%!O9CeCj
zJzOrxpZ<$)!&^fAXHMe69?xjFNQ2PV8~v0R5QnsmcY^M1%!qFCIPoN@9y5JC)lQ6j
zt2{iX+wNJp4QvU=IFKI~1hu6Oci(!e!N6J;jZs}r4WfuUnzLm88UGdnE_@6TkP#w<
zGmXhek%E`6*Rw2vtn_prU~tr@Pv+<61A_r|m8l<Hlc=vq*5w_uncm2_(O1EbvJ;q}
zr!;YSfRz_2EMqoRn3I~Bl(3j<+6?J5IaaF(Uj*c47HNLba~&zcQt+5xwtI92V?m=n
zCMXcKbZjK*h89euDa*y@ADldI{s3~5OgBGfw$?pR`o;li%P+wn>ks<o)XEJOro|0a
z?2#(N&tl^1%lV)h5#xEkw6HL}ThbRD68x57VBjeMW5~j4dBAaA^Utq-nu``qA;*p;
z2l0t(i5}IeTK!_XhCd%ad_s4m$eNu3`>o)90^zDepLOyj|M528S071HsO(dWnfUfE
z$T-QYRoN7ka6S9@?N-&k+p(nuMA){}+kl}7^qGVyjlpQnHS41H&4)M`9h{18FmHSr
zKlfz()yW+0?<a>W{m1~%EYl0ET3^Vke)tt>jgrsh<%<V5=wSSl`;|QeCd;cmb`aM4
z@Vp}_Gu-W#sH)4_#o)x3i&M`P?JqKrb^nZk99i?gsCsXiLFJQ6vV?@^a19#2WL9fS
ztnxi*>JmT4o%<o9+vA8eKQ|-dgTSh2&8+?R?RrPbriLF8RS6c&Ed!xKiHl7`1EEq|
z8|ktxPQf)^!6$&GX?1Zc^x#%84mRd(@tLC89a9L!rHGNr1)DrTV=29mWIjxcm0bv%
z4tOMC_|x9FX%ZC8uDdj3OUvSVA}qZy_nlt~MtbM{R9i!icolYY*lG;Ovgrd*x#>kQ
zE3Ltjns^-Ig;8IJjHFDE_quSNxqKKD8K^BzUu5d~HL=frBeI0Lg<OdrH;Lhyogynm
zH=2<6%xcO*)>((J1Ye{I1mwlXezq|_I4|L)*=RI-y({eo=Jq#rqcPeln8gM0sr|jq
zi*AS6I;y-;53peF^B~ZrZn*n{TR-0%ae3GaF&M;v7;;96E$*q6u*Ck3-ehoMBbbHK
z=hjiYE_;r4SG9OQ-S%}Bq%_ol@*k3;43Ccw9;U|RX$;NqKWN<A$^^$^Kv%8pjq71;
zQO+$7z^Aw8tSZ1f7IRnfV(}y=O9lsfcbFyBaEPD3Glg(>mND88=bMS=4Kgwl4Jk1z
zu%`7m!|`GAScfDb-Op%Ot(MEVrMIn8u-Nlx{ig`U`rg>aMD*i{16*gmPIz1tnJw|D
zyRM5tfv1Ijq{_KR!w7j_x`y^!7!DMA(_jeH<$%;OweKoLtmtq*hsLG{%Ja<kcB98g
zl2R2*vl6@71O-}yVYPkVQs*Xd<&tt5IeHV7`RdzaYZNNvCFpMI=OUTrv8r9Q$l7uE
zf|b9&-Du0durZQ!;qi*%3nLdw*$PYDt3c5dN4sjJ#Q8*J1H1x3GW{8;M22^FrN!-$
zTC+)oz{%3uB4@`E%TfI5!1qc8NAjT3%kg<=zTR#A=-kuJKV>qpsT9ZO!7-nw3Y0BC
zRAKQ7Vwf4p^@m_D1!c&@*k|@oT?|<cR%4dSDJ}n2sF(X%m<i8;{&y6&Tf05o^5t{l
zaA;vL3o)(@m$5=454=~UrM&RKOLrWaNnlRu*@(0-Et;>D;q$!FH>An${J{q~#AM><
zX6KM6uacQ5<KcB~OkC@29CMW#`H{kFa`KFkV>pF2{4H+b^20N~4(njSgygMi|C>l^
zmX^%kA<c1?WBb*Cji2py?93_Rq*ja-hY`9JA_C#a+A@sEb@na<wnnE<eZ2&N1(_DN
z5QLq$?@QPxSa`=4T#S8UmDhYbFB2Z7Cet4&=iV>tgC_rG{A1byrqYGweT`ArdqF7&
zUfJ0K&Us>i_c&z+&F2ZuoVf-FMD~IiP!9$*A$2X13Qqq>guIGSD%v;UF{Swll;c39
zqsdL$7Xz?7#|ES)JaS%Z^yXT78?v$GXE1SkEuo4uj4%!M*9ypE9n$XvE+{eL)-MHm
zyKBF>T(-<1Hk4z11cx>`pktg>q=DM3abAsS&y9-T(HbW80q5%UT%o<k91<adde;14
z@rx*GHdbJiXFw?dcZ0_&&*^y?<Zn6~d^A7g<}l)G^r~}aj6M&Y8F{BJMr)~%(I(?0
zpG=CGQE&{MS5TGQd6QQ>(4Z%fI4br^!1K=r@f8lAQOGQ0DoF!$FwLLFIRGL}wxi4a
zfSSC2)x!gTm_|xg_z5!4pWpKJ^Ao=W%+r}XZXG}Ank`<#OMpum!s}9b6LRjZE(Kbi
zIJv{3acwS<xVdQi<@=r2I4&3V_PXE+n1vZ{kC!$Mbp{d+%>t^gxA&o(+-ppO3b-uE
zmK~Rd2l6c*KYsks!oniH`2%>c#D`}HAI4Nw9SalVVDeyyS=M|!p2O4jw$zPWuz1iI
zw$4{@tcyQ#)J!vR@WRJxZ$)=-W9O;5vx{Ap!%?fe)m1feYe@bEjPLFxsgVYcG1Ai)
znNcbVZ<67jI+ZXX!DBp8=Ub%v^;MzB*#B3sdn!TC$-z;-4{cOBA!MJOn=9uU^KA;q
zWRq52US9fx3IECWvQf2{knpi~xMIob(V(a*2U|l!Bcn%3O6LX!2ZIi8I)%8qyHEf5
zb7!jsR!e`VKqGBl3@j|<0j8_3RegCi+%44a1_MK&JwWD|`=)5w1^cK>e@_{;2@4BL
zk_*xbUbuAW#^8^kC)W%2x0lJ=xve6HT1WoK0o252%5A=vY1MsY{Hxv0iXJdC&nvP+
z4Tp@JobjlkJn>-nKSerwz-h1Y9?{rN)}L7gQ{f>KBGfHnF!v`WCQ|=9I<rynVeW|=
z3pSL&%j+eVMaY2%`1tA5`#d~6sqzo@e{JoYxpR^_N;;c3TR*+t()i=M(g4d-EBBR$
z=Q9RqUdHG0j!i?{@K(DMFrJ@=mF8ha088^ib6_CEN%w^0Re$ddpg;IT`l2Qnt^30N
zljAj{xeTx`0+*WrZav|65lIgYu*40StE*E0-Yo(eK=3($&#FN8KUtZoOcX6A7OdrJ
zxBa01lIKo5Sk){m|CKa~`m4l=h%#G5Z_YSS@!O;~8>!()T8*-pHIN46@|wN>bw>wh
zM<_wa=}WWGP=(aW_HLCXhWmO`>J!%zks~sT5heM21(J$tsTC`quw~c&(|z%!Ih)+q
z(XFp89la4dgKIy@sd1Z-f>vKzxh`?;N7tJ=qr$Lv%iOOz3R1U0ygP6k70o}lL|rXa
z)EM^g&qGzMTJv1jX9J&~;S<w}RL!k}<{W`Ej@j@w3s%*3^3`@(<bFfm#GBGLPKd`!
z;EFYMA&^BE<@sbKBNqSk%5W{MJnfyJBkc9rm+t&%@aedRnc0~y<}yoOiE(N4fd>G(
zuMH<L>b$T6)_RYS=(*d9Q3MA`$<I5!Q(9GBqpB4>J}8u*4V%E6A{=zZnopJBMr}lg
zgbwmZdqfS_h#tMT;W@Wa{q(_y=cZo^R_(s0wjov98p<>r)1C{@=H8j@Jy<xH7-S}e
zpr(x~-e0+F<BI=-UAOfBU0J?)gdX2HSZpTQkIiOP=7J+;b*23B(2TluEBJ07YxVQd
zonlKIr4H%Mf8CbeGWJUjQT2*9@hEy);`@Yz;<Rf%i|$tPhqsO+7m2}XvOW`gh12M?
zbf_&=84=O!_0|M_<%2}&EgN3;*)?{}EyK~OlWa*)6&{1=D_ioHSTpz^n(tYu!DVU4
zrn|U!S3;lR+Ntdf7#4W0ZY<qrt}#}n&Kxlf;dJzI7VNT(q{DP;@4cfT?zePelf_5E
zP1mnQCki;s@ZF7|bNNwwR$=h>w1F?F$c`Aj&ZzY_Vq<e-sNZZrJF1*fcWZZbk~OSM
zTxUm;JYe>j=%>@VedbK;t51A|W1^29B9wkso=(`m{?Uvr938?SZ0B?tylsL5Y6~BY
z=<*o=dFm}zgtABd^v7Rc3AhU!(J6fk7uDxjBT!B$=l|7NZQKAZtpUS%%)Gh{?4D_K
zUW6k%=>6OKd)<Zo8yS{bR5D?3yTWwzqfbcMx9^EpgvS&z|Bm_D85)KCMhCAq>qAM>
zrQ^49EhXs>y}j!BonAbk53<8CtxaR-Je7YNU}~>5b1gK~)H{6w8opjNBhlmfl(T6W
zvXiS{F*9OOWM`YUzFmNYRdn>3-TKISF`59umX(bILybe9Xeeo;Blqe;sDZMDoA)_&
z2G)kEXfCeH7^v;pjYLo*;RSHAV7?8d%`L{`NBBqPb#3*$`&xX0#g>04^&Eh0lntL2
z-;YpMdIjHlF3HQrmNzN~l|Tq~v7&eOl|JNHrL4NS&UG}hSOhg-Pt6k-;Umzu*eiWc
zqU}@+(xz7T-#6q`dCvVxh?2fAHhTSN_MH$?eW#TV%VY`I!wUR*Q};D?-zgf`c1~L0
z$x$|ZSxjWYwQG^SObo}R1*n2=>Bwv>jWq@===toIcM6sgrE6ESP!A^2)D~+{+wotd
z>csz1KZ$Z~@%wCE`I+)pXwYpl)BVq`Y39mO0v{ajs&S934$wFoKTBJ8T=;ZVo!g8)
zLG;2LaVzP`&9df2Zq}WlnXcL&z1B6)xIQUuhRU#}%PgCx<u&gj_O0M7l9ZVI;Oj1w
zZWryBPM10Sg^7cs6`_X(vRhP|a#_3b{Or}^TKPWTHWH(=D5Rh)IxI85prU`P^e1U(
zIulMM#bQD;N&X13={FJA)xC;{8TxWVG*sP^t;Cv-RQxT+gL~t%Y~$CJse~&9wB=@b
za*{<4*T!$!?P_2B=b}J{_e0R5uT6(SMruQpYR5W>hxO35vL7(fhLt9})kI&4uEq(n
zCyZ7aUgaOs<H#k%g((E04GLxSdJ=WyM6V(7xz_ibOX|bc`Ogq+C?C}5G3NA#{P%{~
zMeLN5BRN3qPk3yvErx((B*ANKszPlc+h8(I*yW<~M<%Yqocwq66J=H%<F4Pq<!@O@
zG%Nq2(ZN4~>=f&Nl~@eqQeIB;8p`5ToZA{4JmqY+i^cwOCaAi4V;zT%slKH-dsYgW
zAmH`$x?y0b=K#ZvG4s=+*&ermCmhTksxVi0b!0d?*;9{f+Y_N{m?Wz_bj?ZkR!U5!
z_phA!dr25<{NAsGn#S6a9)QE=nRtF*8@mQVFCvz8>`s=pY3dt{Kx~_e+80?;vr(R$
z$O-nEfB*$TgJbu#D8#WnOleTJ7yZ-1wzp;2xi2Pl?r;IU2+6WDPW(gNj@z2z{lpUG
zOv-b_0;0%!t#52Rf!}3*S)@#@3_LES|E=V}ZetR^a0u)RrD1+>Ahpg`?tN7vqyD28
zv7X`xGxG$_9)6z)ZTS6h$;e1cpr4=Jdpw*j#eGisFJbL?9e-Baym~gqOFzSMEH+i=
zhH2cFeyHk*pBI0F`JXQzq>7Uf$7HeJ@HIp$4onKCXQex=<?9DTsnTgfp9E|>hRiFp
zWRf=Ml3wsO`^&IDd;a_hg*djmq@3z?THZx!kO$C>gfa!zs>?-T4n2UQfct-!RUt6l
zxM1$Kkpe87f5!~h1R&1;b;+UT_KF;OB5AD6`@l|+SNoEP@K?T%#?8F8em}%=rmsS+
z0_&flmKYF^$4i2@3$@?3D*e#gPLMt3=<q8E9KzFe0TZ-adw+iR*+=_A6ebEG51yrZ
z&FFx9|0NbQBNX$$B`$Jr7R_`rb>k!~?=+WiRV=Kd>*mn(MT7_~YIEa7L$QS6Keu&$
zfju6u&KH!2N&vz;l0t+R*xdPDHw+{&3DyG#iPxUhPWKVVh~D%>@8#WZ#S(~@7`bft
zyFiXhof-<gpB6nx3Fv8-YjN&ATK{qXi4DxB8N*6UW31eZDxuD2aKO`#CdJj1?L|zj
zNIyl4!A`|sPptOn<R<C<v}-Kl=<TmAMHD2&<m&cf_My_eFI@`CGZ@yyP9NA-i6h9w
z=L1{4*FwDSBA_jJpv&BNSy4&(cdfYIVYQk2hD#u~Yr^6TNUzxFzmp0=^2nr;U>>SY
zEuh_8aY%)n(4Oo5iwLg|gU)g5J=fr5bno$cM=Q;3+RJyZX)9Q`<M*Hc>obML2I#-Y
zVv`zeVcRt&-LQSWKy)<j7S-2wIXLH6=*^Mrxm)4AU|seoz(~SYMvi5RXZC>R-*4a_
zx}=2sP!id1MLm)B$B$H`lPzV_+L7QO*IZ(r-HyQ-C%(bX7)O!}{|4VThJr?0wg0})
zov;Tz`3UkuGdIW6jwP@Lu<qn%FWPBUBZmLV>R*frzm7(R=SuyhOW!T`Q<Oz#BewDr
z3MUmG3gKO5TMR)3@8)oaFHCeyq(x4z8efEpc;wiK6i}wfmyJV--qRl0o`JGVS;``!
z2%mVJu~A}-ew8w`SIBQ@dsH0qT~z4}=kMv%J<A^~lx$^Vc?BkU*DR-h=Rxy117nK}
z`*l<&F*42V7W$snVT)M}bk>zHO6(}ndZ@C?4@zsa@e;%)C_mtJD~r@VIK26@m$!3A
zM5Jh`tBb3oRMEdQ&@2$~X2XhG#4aQoO9KOw**reYGc45VHMWgR?7^4k9Hp8yrG1QD
zKbOrj+~$0zP0S==@{y&v3MVeIJRkbkhyM%O<efQ0o{Q=OTW{UmnBe&Rw!gP0*J>+R
zz<H)NG|IJNZ!r&XmO|(_V9<TRI1HJKJU?=2{_7T^P*<`3$f2F4P&Ornu*J$UZSU}J
z(q%L0OG?XnfNAg82GW~@GGx4V%YJq3my)E08532Hd(og!Q_u7|*9i1(KtdiQBg%{9
z<dGjge(Y=O!bK3x<DT)bPbJN>aIt-qWL*W8HLm?2?Tr;t9EsjLnAQ>WN0J2k>PqXJ
zI1PW?F31ux&uqMvw?bo~f3Ke4yuzdVoPzrtq*6-Vi)di0nRKk`^Rg}U*E|lR%7B&Y
z6L#U<sk;>iZSqANC0)Dmy&cI%al(G^Tj??hqPCqHpgTFSY2aHoM=+3`KQF$uwZ#Qk
zpFv1*@%QU|*2ner_YdAoOHKV72D_-qmywYXE-#r<T3u9a|CDXS1u#a3^+ETF7#E9V
zwv;u-#A>L2q*BH#r65m#+AYH%p&H1ZZY+4GnKT#O?LDMg-}#YRn&dgUrYmpMwD!Bj
z6e7k*d(epkX6>q2XelEGMCIuzTZeK_YC(ri=F(wtLUNXL$T|B}A8u&?<A4CH#>v;|
z=(zdutSvhY(_oZ(sCSg#N>Ctsj3f!-wz^oLUKfuc*|IOL$zFWY|FZ|Si|QWq(s!IP
zLg+$aKMQ0u(Gm9Rv8mpb;iDUUgfP%sIq<_1tFPVj>jb%haTIt|0fYBQg*VQ&z2ltC
z-Gt7Gw{Bz~LE1Y`q;fh!)&!g}b%8>(O<0eU2N9+!yL`-9&rx-Kg%T|_WyLU8T3HX8
z=5x!77I#c%nwIRwGK8DjKD$|f+LQ)^X72tI_C-17l(s-8{q)bTU{@<odFjsD0ZU)`
zpFhqESeQJL=Q|8wB={F#B@V1aSM2>k-cdwMML<;GmnMq;cJ7<X$0zTq&?(QX?V_pO
zkd#NVy5KMMt}k=mrjF0C&?PKy;2|>ym86Z$b~`1$ijV#{xMf4is*ch&pNiA#*3{V}
z@9Rl2UyM=(2Ov`h5EERhXJBFO+7YR?GxVVajt;$s+2WVLRv9Z{6#6$3yaSujhk^n|
z9i1^wk=gAtXU^ogGYSe;{@mPM@5|25zZ8t^@++v3xYvuW1W9j~Ru?Z#8Qx1)2u_g?
zbV{Ysv9Ua}SmDXzEI9PY%7Z+J$U2K1U3K$%tvp$>(T7_<vV)4gQEf(FfqM`nAO9t?
z?+=w2_qgU)=qr-2$)8z<1-Z)R@g`CqEHQfm0s;xuPb^eokWWG|D+vh=2^VqQmuF}D
z=N)&}3DuG-W8xjJkYBv0WNpos$oHboK-`-%+5Fc)dsCCxh~&k8cgRtL9DZg>%GLSq
z?{+vJ09RX7T%3Wym<)c>^S<2tkqCQY8_r6)AIG4>W!cU?sBVKB1Av?OKAWd!Y|I!P
z{b}7_ymS650A~KpY385N<`KjXpTG>izQSn&iU*e+=Ajav-#Up=djiuDSfK1cHT#J9
zVTb^wDL9RYkhYu9JCq*bS(pOTyU2WiBP8q;L@ZIY2XK%JZ>gC6{ksd{Qj3wW%zklL
z9L)5h8CDq@zD>if?~{GF4XBDvaKFg|i&g&=+jG=OhaNkiJx(l*mQ=X%S`6Ct83RT>
z?Wq8^BYsD+Xw6ScJzdw6h>FQy&hu@DTQK_6PE#P4MPaPru#WuGrGRo1@*kw%5AyS*
znZr3|=u0RrF5Wacs@=*|4!u|MI)bCD2a;eig+pc#yl(*lVKA-Ld1c9~)_&ZE1~@OI
z^5k?i6_SKxN=F<hot&LP7{P%Svw=2`Ys*$1zwZ#)zXMrAEzEG5G^z81FS(q6VRX{3
ze*=W;xxH^c=km9oA)p4xjQBA`GnH*@z8EdORa=Jn=scg3RbO1++$@v(&2R-q#_KOu
zBZ8g?`@tUHsfbw7W&}{eacp|n&>50KQg=lZ^a{B`qqbD7N{2x45%XctEi$rKPs=rq
zqFv^IrjYJ_xOdm+f)a>HKzE_1q@>&fQzHhrU#ToP{{Hw}yc`A9d$-&G@38@jWfv&2
z-}n2qT|!3PwzW(wPVG3iZr>$&U4&<L*e<x-*_|P43LS9j*e6_!RNh8&inruAN=o{!
z$nJRgA0I=rW693xL9+tx_I6?cV`w((2kBgHbU{G@FIej?gOe}Yv~okt(vn5=3njeu
zTzlp8jH04mXkcpew8kB+2VD;Rkg(Xo4Vh+TMPb9s+|Q%>+B$Ioo6IrnG@EGb>Hy7{
zDJ{{PPud3QZ@ao_m)jWj?ECrQA@Sr1KuB2a<z{C$=|cW^2U=5dJ<kv->aFC4<(jS!
zy5rPf4(9~0pF-;xXv=WjC$APaa~EMhaa+V|&j=XE@%O(Uod~$y5!y4{;I#_5Se^P-
zNzLG>9!hAib)VL4<6JrqmgY`!){z{v2UsSh5xPHAVvz>CesQY{k<ixmhOvpe@C4Ii
zetUv#xy_~cVU<4+fV8@1!VN7~$#?005YZ7Fh+MmNx6ok@D{1WAdRN&H5obv(UeftD
zmBeL)mt&*Be%Qs_JV!4?dCu%;<r`^md7G2Etga9!$oGIYPX<I?=m9xNanvo#+Lc#2
zO7KpeNYF#hY+LTPRjr*hui)&dQJWTKeUX`9$$r>^@^ILLUb#9=@>)?!$}g5K-j><P
z`U2Y_4zV-}x_cR}CeeACk0mhT;&+xob6(PoHr}y-IZ^25iUIV{q+Y~@>G#~>Z((>M
zou})sQn~-)!mC)qM)>@S;b6%$c5PoiJUHMoi}|xc=23IFMR|C*JqC@Ov+ZrueUvF*
zUhM(XW)r-?9ih|yk)^xb((<0G<LBN$gB{_iLRd`#oLanII6+%(39^-$c&kfkbl~lB
za0WVw#9J&~^{D;pOYa8xJm%)+Cf|=<?h@^;#AzDg1X1^Ta{6whPz^1tZJ8F4=iF`d
zX03kzcw6*hN=m5#E7tGDRD+VHW<o&dO+xAHviR3J>)xbnGzmXCzoeg=&Bn#Yzh^}E
zjgF3AwUXbw!*vla)3;#Y&ncc7V;e`IFuVrgo}zZzn896WeIfCV>Dl{z7TxxN2}_)6
zeh9rrA+|6-!;S?09+T_d$M*X+rESm{SCUzb!PqA<pgf6;jV9NsW%vP0e=Rxbv?c{@
zsMzZGsU_^0VDA3&S|#T1o_fBRh%-%CCnqDLukeI^$aC;@rV1`sU3f(41<kLZ1@^Bi
zIHEi6-{3ENo*5oFnha)zCfBjnr^_YIIM&!|sp@K?%Z(@eC@s&H4-cC)2=o4Mi#%?>
zn;Sft+IUX37J9RqohBgQ_yzL#7dF5|byvtds+;K>T!XIQrXyTho*ZnMzoC5{H;}x7
zA})h6?Pu5${qAMh9#{<|qBtkbO3-NZH7>5+6_4X>4?pOn1qV}HkK;qfkNtBX1#-Q8
z<+L?mOblS~y1vE`O5^)-a=jG;kLDAjqx)vuB5NE!KV1<epA|n@fIZuN@@@Zir{6gJ
zzt^1}&R+D;7Yn*KV_*hb?wNzx5?K4Plsx91)e!psR;SB$xyTZpPIe9m=M6e#p9|Fi
z+pZ~Wk2VTC4ueO5M3)y2JV0Z>uA)${>vPo#F~Flrg$^CcnwnJ5dkbk{p2CW%{d1zR
zNTq)H5&_#gCOSHAa8uvBb&FsS8`XOLq!-_t`!X``b93(?{ldUjeoqzUIq>TARTS#7
z7t(DSaNSLZQ&hFU?hCfmrKP3C5Te)wk!P0YxtB<<dg#BM4z1uL3JW<yu5kK+e*pvN
zJ#XZr;2`aZtlt2RUPj`edT;)=jlDgCtgP&+^Fm+V2K2xd(}9b5Ar}L%L%SH#^ADn@
z#wS*nzmR-{g8+R1{};awczuM%|9`)b=f?MAoTR&|@(Dz4*O9j(BdH*fFRuIQ{{Y1F
B6VLzv

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/buzzard_synthesised.csv b/modelling/data/abingdon-all/resident/buzzard_synthesised.csv
new file mode 100644
index 0000000..27b91e2
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/buzzard_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,22,0.584603,21.316893913021786
+2,28,0.7636337,27.845047957859105
+3,40,0.9379533,34.201417015425335
+4,32,0.8318742,30.333361392910863
+5,21,0.6526139,23.796835241118178
+6,19,0.5722734,20.867308852408016
+7,21,0.4371327,15.939554521295271
+8,14,0.3610933,13.166862928864461
+9,16,0.43832000000000004,15.982848086574498
+10,18,0.49402090000000004,18.013919046114278
+11,15,0.512221,18.677565317013315
+12,14,0.6116589,22.303457016566117
diff --git a/modelling/data/abingdon-all/resident/buzzard_synthesised.png b/modelling/data/abingdon-all/resident/buzzard_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..191b4c034151dff7eb15f2f439a32b65ba9655df
GIT binary patch
literal 80334
zcmd43cT`ht^fibGHdK5?QADtdg@C{-y;%?&pdvMN2%!a(&|3f%3n&U2dIF;Knm~{)
zBAq1CNg^O32`xkj5Fv!j6W`zZ);F_e{+an_SWCE)+?#u!a?U<`@5A#u#)i9g9NHly
zB(&?s^{e-Ugha0i2?@_{+X8;$l;7<IerWm`So)dzxcUV;`oe^a9Q_`6`S^LcI~@&x
z`6AtYyj2vGE-0wWA9eHddw|qbR7Cu*cPRMy!WEmK{v>df?GLV7A%%nv>=pdm1jqK?
z6WSysbmQu!`$6e*BU}CM4^Ued<lYHwujh=G3*Eb)y5q%*=;-|-`$JiFCH3~T*h#zd
z*YEywRb>DE{a3H<aqs<bW$IwaEv!#HJUQX@<C7;-ZqWHqPjgqS2HcfA3O7y&9IX#b
z?wa)74nAG*b@_Tw=K22)g@g=Vem?WxapdbO4*UK))Nem_K`<2H>*%jN2Sxuo+~d0~
zPWZpWZ5kriz+DTz9v>FY{_jZW^6sd+|8sck>HqI8d(5#pX4eieF{F3EkqRy4R3+ya
zj><iorKz6ge3pcXcGl0MuMu7dmr_rJ`FD}E?>m=fvwtn5n*?}o5)zIDkCSP6{r2tt
zT2@1$m}1?X<(UD~>E4fK4Pn8RUX*)kqe0m@CRo|2bH}fCXJ}b~&q9*wKYdbvch2ml
z|LmaI)7>(DBmP6~zuMnWE8G*KpNqE4wI&I-*gw?fM-PnFht^|v)gE~fvs-3nS1+ug
zrM0yHoK`c5hF17Z_v%~h7mB?6kCnQKn2>%`iYg+NEzYMC)9PuR@6P9b_;8ZP<BXA*
z;F|?jH~im_B{#DYn-scX6tdc;hJguPYL)g0s<Qf>dHKnXH3k-y&PHymuO3ozdK|M;
z>ZeFvbW5U%?(}+vSJReVhw?s@Dc(p`^C>xJR*?5WtA|adwo^N)JG~`$E{Cbg>$@RR
z-YLU6)e#m6Po6$4^cW}@^|iK64Pa6~PIe_}sc~gI?TzhFyyZ>Ba$qC9jJqqOe@9x)
zJDsG*4`X0AsFj|xkHmGq&5zVp`i$wy#rn0p*k8k)uiY;tm7i~#TYzMcsMSb#X5q`d
zQ<Xz@>@6P^8vZyDF*-Djt<10r?CfB1-_s)zd2EuF$v^-66IJ4U{oqB9x9pa7X4P0p
z!u(aTp63bA^PVcdjM`qw)Z2e~cOUIv7tRe}5u=$ali55wM1S5Ji8J-fgU}AmtwL|r
zUBJqYMvLk|O#i)j(F{Q&44CNg-X6<tsc`H0vi;!F%)l)kmot=l(bI3h%woFj2x_Ng
z{at1JvR(MH8KXfIbJ{4?uUmJQw5p$X07+KE_oPte)f+9VPxYU@c;Q<Tcm%axUK7A9
z`1Q+0?vBTm*-b)c&bEV%B~olC8+`St_>lnmH)*|yb)`#pQD`#{uC!QY1e>U)q05;W
zD9p%8^q=W}h#8AX8VzF;sWtwdgf`2;f?cpmjiF97WcIK{p*aK$<tRnhXSB{MzH-eb
zWcs7=V4;jfxsw4{Mn-%d3zdOVjjt-Zee>oEyWq+FaM?@J^V3!pP0DR^8>f<N5+=B|
zwE@L}qo3@-%q6!$wA!hxep3^Fy7$ZH&mZC*dkz1>!Mc3I<{?nRR8E?=ukx$8daE?M
zP-dm^Yt6<TKf}ZMJPv8W96L4T2452mHK`Bf40b6t&bd%0%`ab$X6q6S4%qsA=OK36
zh<8=sG%aQ9!xmZ&$K&JlXk_{;?FT<118aAos+g+UR8mrsUC0eNY#0tHYmLhAAGBJV
zuVvvf^uA@o$rvg6o^E%``em$WFps+&Bkld0a3!E9f>p<U#kN)rqfr~Ky*y-$wZ3yo
zOY$}$0_@XR_G(#XTsR$C=`p!;7yoCh;$p?0gz&7z(NLBK*HUM0)hl(E^xp8*$s{dA
zhD=)QfN~EL@6DE{-tpk>rI*ys-wO*1d&L^V?I>+n^I+(N>KX=qfA}<DZa8aQ^9@^3
zEmkp@B*Ar`)5b@XA-mRorXxu`-6<+670fiBhG`q_91_N*TnuW87PT5|!?1!F(1-)=
zw@gd|OI8C%gL74!KC^?X8s<mqYd1KJe2pP;cah9o>`w7o7N7FlC-=L2gNqefT>Ez<
zhx2G;ZUbzfWW*Ref=s|>IGZ2P3M{ZFEjeHE>G+S7g4}f97o3fzM_bvI+pGf^Sa_(n
zH-`PCQSVh?m-ff6=^DtTZ&$=MqDI%2XSJAKji$`+t7Ozh;v~1rqv@n{iZ834Q(%R6
zB`qIgSC_-dvWzgd@1M%qhc0>!_J5AroH4B+By_1&R7ighSd4||wY9&)8Vf+^N-cEW
zeOUd+i`ZD?tLeU6lbE)_QhSzH6%CFJr;jMAst%gf__?#3K~VH1V)gjR47&=qH-%0u
zFGhLCj~`F>wX{qQq`f|N<(0<#@A2l6O`Ep_amu09zLUy_hd@La0wE(_gAmG@Crya!
zEWMsx>N5$PH@tQ&#6ECsX}V-#qD_mIot+I<GP9F_zy$r=4sVRvC0*0o*QcVbilF{$
z@npyTy5;9!Q@(>h2cZPU#-E9Je3+f*d451Sp+a@Jj{I<<HTVc#x4l>*+}=cY)g?w%
z(KIKn$_|rOY46SaUfmb^9o(C3@G>}4s|{RqDS3r6ly52rZ<O}_bgX$rFsih%Ft!m(
zchF>m)j@hLuD5=n`JrH%3qzJ?M#GCri{`5Rr@l4SmR3H6H)2s66z=yGt8zApZCPwx
zX_KbrL&9xHt9m`C^d8Z?lF^x@h|L=DX;`H@zoIpw8fSkcnvfo(XC!WbZ1s8s{*^jp
z@8MBUXi;h>Wj8c)x8Q#MP8v?xwL5tymlDqRd|cVa8AD+w%T05Qi4Te@9dF-`LpHh+
zQ%mA?*Uq#JDHO5E{KFNhUEL+N7|&!zLuEZfbNZ}FigL@l<m9QDk=iN_dm2?-My7y!
z4en;gA5=O{)9s!)l(A|(j`F7arRNe=ut+fO{v|CNYaAA<;NHg<fky<3x2z4xUUO}Y
zlaeaQ8a%zhbi&qx5OcAu2E>`65|BNDX+3;xoM%37cjt@T#zn4A2IEiqn(JVZ)#%Wl
znZi<Eo<=uumD77m5$49}R^ubTA??;zXg(UUrq#YMmQuj{YS(&b6Q7ebVhy%8wcObd
z&1%AvxvWN3eF>F8Gc^=1%w?o9SJN$zgv>*w=?u;uq09#YWFztsOz~H4{3D(U1`0w>
zJ_kGT_U&7F{-#P)s)^?G$)WGn$c#4mJFuu%VCppDX(nR*f3&!B_>4A?#~5oM<<>V9
zgA6=WU{+|O*tm|HZ8>1Coum6`%P!wno*>V7&JCBBgmYIkXz_<Ney$^3Xv~EO-WrTc
z&Z$38OVJC$pynm^?oE%(5<RQUALfDGPbAo;{_Fm8jy>!g4;$VXvPT6!(v^&ZHiT76
z+*byv)NdqYws<tNy)KxoeApB5Ys^(|{r96PTURoMDbl|FNHlnR9HyO%`;jh}7Xfy2
z4Z(}@Gu(?cT5lZrWz@oaQ+m4P?*WN}cuwj8$?FvkHF8tQ`)9>Wps<oO2G+|n5j<Nh
z$Z5ZB8XE`5a=}Pu{HS5rlyj1;yf?OU#5aa#ZTxx+O7@>O4<aMQd_#qW9&HuZrT+on
zYpg5W#<fSY4aMawU3hLq#vou8s12{J&6dK|SEh5ZD-lWyV2py|Z{50uT=VJAyW1ub
zi`>y3C#yr1uK4rgk$AeIQCtRAaw%E;;d}NI1J}XQfcfFo4e*L4qe#YC&65$ed27gK
zvz67~RqlPKeSSCd*PK{Q!Z{#McKi-*FO<;W`$`|IT%#=i7zrF(w)30|uLAioxbD)U
zEhRLc#*yh<vL64t#@1rQTo?kxHauAho__a3)Ll<bVQB;PV({Xxo%Zi7v9ww1qhqgX
z0fbsyO05p({rMB*(`bE%82wCE1y1t2=rj5~)EmBWxrx8bRDmNH)g&rQk=xrTJcIe+
zeRu1%ViYqlo1y8+BJ(*Omqe~1aUh&pbfF>jjiEY2PbR8o3JU8OcwWTHP?e88!<vAg
zsj^hHhM1{8rqA;;Kk4y*)H1n!CVCoJAH476O-3$nqe3xVJKO^+VUh+?ard+#e^v+p
z?`_%uh(~5Fu~2*(H~vZh#ocN_#Bz=RcDZ0RdnFVpUzR`PMmbC{p&!ka3v%1k_#KCO
z!93U{j6-4YPW=8*<yc7to8(Eov;aJ64Ug<IQq$l9@Oi4Mt(b&iSk;I4$Fz|&XXWAC
z#*O7tFYFj@Hv${0*r49L!e3|TjqW_?S=&8##DwpaUMF(R<X3nw?ta=uPx`s*=o?d5
zE0-t{u|3wW$;!#EI3~5Cjm%GieAU$k`SEMJkPCf#oV8?%oMnne_P4|ow`J{~&u(Ol
zPCfrOm)pqa>M<U2wOw|<)?V&69sT@N&MhrP^oTYkc%uy(Q-wgyS2Jva-`MKY(NOP)
zgt4HBm(>vpp^fMs&o(QE3tEyF2;uWJvnBHODz&p+38!wQ%a5&ZDK}nP?=o`ux0c;j
z@^Pay!)zs6^tpCC&A&KLIJ?a`>Y5g*1i$j+zPG(fRjH5EH_XvwR2if&aurcEf@aRr
zl6IuvtzX)5@t#A`JL9Magg2~`R-~5Wyz;Co3y?Y_a03^Fvjf6^haGdb-!i$v65=Lw
zzbaQ$lP^m@uyQEiWhEzLHCBAW9X?AgTKn=RKH<+o+mZO-^>0~MMiu`7<(B>fhgSmh
z47Otur-8UX396dpU``$<)Atse7gLpJP=Z%J$dc+DJrI(1##0WvxY7uS>XKOa?kj0N
z-{|h$FNja!NTm?^S8!ws7TK7WJ^c5NCK7oJ#n<Ty)-jBiWv*9fY)%6KXT+Ob$y;ZW
zU&O`rgTRJmvh9(?izE~1w@!N3((j5l#57k#QVOx$4Uu8L8g7qiz-efT%V>UxcH+6Q
zC~Mtb-#_)_KO!0gw@Sg)kxJCC$k+plq{Sd|^eOv@)sHH07y9bOwm7MY?^UbTcxOf~
z(LW`H*y7G~*jSrY%*Y#WetKSeeOONdfw^N6j=+o-kpj~K$#i!2&Bh2`y2e>1k4vsh
z!jdhFwaIX{E*(wGa%Xjv90T>1);yz$&-PGC1POdHDBQg-=Ot%t?=t|+yh>ouIt7(9
zxgNF@zFLZ`&F*$yDPPq_C{Uv{w~D<Wc6sp}hoTK)CHGGup^d1GRmNyUm8YHSpgm^R
zfj)MA17Obvc}5JgFE?HVUSNfD=}?NN9Zoe&v^AcpAGRr0ZOdo4V(*fX)JngxhH#Qi
zzd=h$l4@WPaX=H+xep#OKT%F@HZ{?i{Ep%>t1_w|vcK3h)4d5CozRuJ!zi_2-KQzR
zYs0#U04c42YlnSMWyuR24HD$2$A_VL^q_c(-pYnpfKAZ&6EGnnts7Ci$t3&qCt1FW
zAfN?rzP2Kc3{VqO4-uBJDo2(1I>keOd<ly7+z=ZN5>~}T8q?P(dS3~jjRKbOX3t-W
zN@_Q`hT4(!rmNk_>+LM=%y4<O#CP0LXs&U_(je4FBQ`1B?Z@Zg_d0@dt7<G_RzwJ*
z?;>_8IQogXoY>bo{sy=0Fs;x+k-<B8>XbVO<5IF|7aXHk=0|4bmlDk!I-5sL0=$l0
zNK7*LxVWZ?8ERkGBwTpSSg#bV#c3sZZQ4uzd3u9U%V5L8{U_g9c=Ud_(Iyhl{vs)i
zYq@jU1T!as*5xhr9X?>r=4)FDwU5FBSWS|doi_aC*`ZKccA2iYT*$^`j7-{y@D;+I
z*BZ=<K3tgg@#9~(EpH*(rf=s$9Af1uUpxi_B{P@pBikf97vwW7Uaxa?a*w8mue`L?
zV<y*y(dS~%lfOI?U7(O&L9YJVUKZlLVpS<LUd_PFimZD@9p}C;D5D&|ekAO76nnCJ
zxZF9zU{idX<QO|F%Mtrh+NVybi#Nv^0oBS+c_&wU5z7lyzRl`HyxyzOl3z<&t02|L
zFU<-GWjg#LfE=gz@;!6PdibA5Zg(j3{hQk@L3Sq0;P`r3gw#*40IJ>#LB_=6N?;9E
zN5?@#Ap3swHaY6b-{46pKU5yuD<P4=!--Y6z6(d&2Egb-??vy-g<H115jDdV*wb%k
z0gR-&+~0%gqqa8^aS68OM&6T*a4SNl=ok6qGB1iU+~7f%TV<Rk7e0(RUuaf<?7|&`
z46k&aFIDHqLG}C0CkO){AkQ3`P88!570w*io2)mRve|+VQd6FpCu)eF*d7gQv7@E8
zhiZ+^2HBlp&;Hpe!wl<~4#Tk_>{V|TjS5Hu;R~Q>4qPh*Td{^ope@!V;6-;rJ~=Vk
z0>{D`+Km~x=<0B0<&X!!?rn!Bg2h)Fd<z=orr=T6#Z7(`m+6Vi`EE>J^Cp$P*W8Ni
zqK=j{uV8YG(&%BwoHkt)>$Scx<c*nQM0X$M)CJgaNB9R(O@k$^xQh@89!N_MgntH<
zP!8P1kRLdfDLw}&3#Gwfs?2rVBR_|Q&@MI$|5B~_`7z0^(^s#SZYe~=l|sb)`*Ms(
zq51do6F4>tF0~9l!3<LR8lQyA2np>IkX@0PE>dx_D<&v!h|Q;OtL{ywx+2e>k@Uhl
zG9;gsIX*xuIq{3EKexurTM4yAKitr6Ch@sreA&e3i37x#tFB4U-_eAAf{0$9;<M3A
zgq$D?Ke8GiZ%B0;@#Y3IFKyocalKB_nZIuBiiWvbqf3|LVZv0s=9P4G)LXL)T6*$R
zPGk;1Q=yyF2MH&x#i_fF&6d=XI$ZHP&82G)a~nlg_;fA>rXi}uKPzcoWcj8L=|1%>
zOA6CW^_lE^7Xp%H`e#s)dF^-tYLd3?VU*VkbwNL(wx%P00KNqo^Ba1h8TWY(=_&<P
z6@84#>|o2vBNeN#PaR$-u}e=17^U<%f9~<Q?08*Y;cUqYg5#L#yXX<^6jD<!yyYct
zH%@V1T=;1nt9PPA%#d*Dpb46n(zj1hc14sTdcfvKSX4;o*<AI;r})$@U$sH%A|)M1
zpYj+I?OG!!o@QE-tABQUCr;aR5Lqrl`U{r;Gr8xjyjCBZ{1R69D+Y$NZhZ}x)#lHs
zqBKOmYR6N`(FO^&r&C37@}YD9;O>DWn1T8VnSx2dWHGCBob++~*M}~8{E``EY(He}
zN>dvPOPqXw<gZ!9*xRY(7a_Fyhv_*wv5VoWa4oAn{lbog=Ec6zPJ@9;N=l=*d!t>K
z7rG_fE;V$^$1*`BLVSI3W|h(q9?CF3yh<((I?kviI=fSx(EoTf?T{vTUNT|>%1!;s
z1pAAyljNPsU|S~M-P9#0hGy-W8t(pPRp(dk#)g#3lht7L9=75g?I9<VfH3p9*w{MU
z=asL|CF=VwSpHUEYhxu(>b`N8@};pfcGa(-<ke0HMZe)6c$t#B`OLG8N^%BliN?Ce
z{rRO~kA`g5p88)2x6<S8rsXs@{K3se1ZcBSx+}xZB>$$EUN}bcxFUNmyrr)(s&2QC
z&|(Z=HIJU5=xJb%`K^#|dvA19?c4)B`Q<w(E-3R!0~e^>@fm)-Hz*26Cmc7aat%rB
z_-dZ%RL8msCUO*1CB^T5Y~M?DI=UjB&8t|Iha7|>6<q20Skc`%#u=%(L%3s|gV)+T
zO}cQ98O}QyX{sBgLDjHmL8M14K{S?GcLDRn4F`SPA&gux`2=t1`O+=9yw0|_ltQ9!
z%t>i_G(C@Yu#X!~j~O(U{Cwt_E?!Ydeh*WF!^4vC#I>&~CJx>gy@tPW4Q@K3WC55H
z6EQKb+NDAudz;fq8EFhgWzijz3ktQtXPBw!wx3CQ_zQa2UHpiuC(*cx6hkV`nwk8w
zUGGzx#-FKad+Ah6M*7-NPFndKio5t;K!CtEf*MgTi5yRMI4x<@%Eyj{n7q)Lq>*YT
zvAwR9-|X!y141)PHw#792^jNj)_^svV2j7|P9U1?kezGgpGQ^5+7m?8$}E3Mxq&7w
zL_w^9s^`**8oil@SIpHIShv`_!Z)NzOj!eBB&NHf$g(v@lxO@EmSjs8xgww48*Pf&
zc?+7aS%^|b1XUB?d29eG?}%Eq9Q(@=jOro1h%j`Nr&zQl6q{GqP&y~9n8H0@JC3$0
zZ|ImlVk=&Vh41bJ%q*-r9wtNEF)3M8u3CXy2#Qt6IFlwmWQj&PF38_>iG3NIQ_;?>
zert-gDkJ011$uMk^%#-1YTD;ZX}{+t!ex15k3=y{ZQ}GAE^O78wS1~{$08VS=rm0t
ztYU7YTmII!hT%?fFmwAF{9<l_Z7q|E?pu&uUG*CF3@v%YYT$aKDKV;n#X7EDj^#hw
z*NCWs<n9zEW`noEW#JEpJ4Ah+lSJTjabv8N&|cv-)k8-Mr|;s{xSt#D<8;f$wqqh)
zi~$kCTJQGW7y<OJrCcXc*HS+MFbh_gSqd=<Ou){+@p%9+q;QzESlsYoU-YCSvVE1m
z+4IT=gs64b_lh4;yXp!1;drPOMP<F$d^<+X2gAYYc1@MP3xs4kiB)_D9IKQvO#Yc$
zl!e%zAW0cz)qexOWnLPUPX+W-=n*^@6HM{iBqc@|e$gwtVvVGCKg1nGBs&Gf`u;)_
zJKV%fk^#j&swI~T$B>HZR_STRcSzJ89NWu7h(C8udJ)d|!-TI;LZ-5wzUm08*eMfw
zgy35byB&-xk=JUcugX6&&|F+=@cL9oyz9QaLiWXlSQGLY*xvMLMhc}G)~p2?c8T?|
zY7C`+sNlFY>tn+fZ^&8BZvPY%;{~4-kh2jXbSa(D_qXIah09ybgGk<QN+n<^pU`jI
z8S$c02sb?ci~CA-rQ!wo&BHl0zv1k)kzhuK@zEx|GN((Y(iT4_w!EY5bd-+pF@+A#
zuG%ZgC%a>vO#-ld4Tt6^NS?bMB(J9!ss`8N2VZBhJ-Ne||4n(iM%^bwh<qh#z+C&;
zp;<}(3W%>C>4~t;w|67<Ev;Jg&uKc^Z#!6PM_V2=MWy9ZO7^c-Z&2W^iPN5B&rRy&
zi*3S)fCfuF7qvQS2?TQ+o|ZVkr(&SZPsIZ<Z6pX7s28<QZ4159G9IC=toKA!b$gZA
zkzdR_X^J7zlEN@Yv7#Hwit;Y@JBE{Xt^`;8C}q@mUiuubw=ryW@N8kedmQADD^{Gl
z*nG`Cs3E=mdAJljR`yU@;;@QN$HFk{tn-jiD8vLs3$5@h<3+R^-BFb@KR`~}8!(n5
zyqG?#%E#GmmG6@h+H=)LNJyj_$Q3n!!h-#y#wre5T`WmXPToli;mk7y0tT8~9>EJ?
zMF2>ja$Z4!RDDERdiES36FKEO_MiI%^qVARc|h#5XAjH@?sx2$kztOwa@yjLpt@&I
zpE^|yh)eW%P$==m{_{0onwwR;#_EERG0wGtta&fg`a&CW#5_^Xg!DTdVqKv=uY`9c
z`VQpXJ<-f9w5i4wg2G)2(=}@7I%q!ViU}`*FnN@4&x!xo&4BLGx;jNqMSeIl+!FQV
z$&=tJpknn_0_DS|aU<)>)AWFj8Ev3lbe7cvPOT(G1y27H#$90|1+-~sH(&u%CN=;H
z4_uK}a=J?3?vzsgN@<I5RRz)$%hM{{bEt%=%>bOr_y`=JyU}pppOm&0vKL@JN=O-6
zp`3EnDt5L_wXYO4??&Qjs|G#3^E$1~oAVt>Rw_*blqP-zi60`{JO$P5r{3P)SHUDe
zuJwk7|E@?1m%aJ!+`I8Va7-{g*|`yvj)3N52k9CDe%dd5smHL|W8#ZCUmGjtnO2vs
z6<jSl>4#CU`E=pRk>O=pU)w;TMPN9PS15MpeKpmX_z6^rB{y_UQCYe7qDOz;;n`)t
zE5p?Z-Xk@njU@Ys;1avB?qsFr)r?=1wwVcgIV~)HMuI;E(Xc&&ENIMS{pBo!xZy6m
zA1F5e@Nh9Gs!IU&g|BMI>#PhbHD(v{m=U0YwTahWypCpI8TFLl^wnjRv7ZwY@xkOa
zt=5RKP_N;#CJJ3+aE3AFL)PKgykZ0!59y-7Q2LWj@Y$Vg&6TPz7WU!qW*Ndl`*f9o
z1bc~$)7CCDg>HEbE3`CE-IYyPZ7*ru2$9>|5wl=cY`y%645zrG4O~(@RVzriYjYZi
zGi9(GSJ?!3JY^k*UU0X1r^?TVEV-n>0P*aLy9Cj4{~Wogtqu)q0(n<(rp`-gwE&#q
zToCj_Qw)xFc@KIMT0=}uPhPsEahGqW<Z@Zu`L2Tk<s?I1qbmZpQ?9EYLBV}Y{KqpT
zhA`s~79d6xQM56L9?T)^U5^$O>o0e1lZY@04!1{-xD+Cx^aR*VYcz)F2v5;R=ex0*
zXVAfK(CNd-;q^dOzrNAJU8gEJ?tS8xT2|N6VTWnLmk4{V)8pE^<+DozS)&Gosf6V$
z*f;AzO#K09H4V2DX?@|eo>%#aE<%N46}kn1-QRVmGR`pVX}>b6n5UD1lU0o`gK1m4
z;)qRdTxd=X>>e~G73OW7<Kk^~x&pSFw)_QG56N+)c$(`KCcz$B4O*FBVMA#BC2Ht5
zu8dOHDJr8W2U&Kkd62Jq_`7*Mxm)=T^E<BFh#N-Z=GoQPcsKF_<Y?NB>|2scs|U6b
zoIb%4LaD9FS_q6oZG?h#MSC@x{<QK*v8%UL>`K^59lF{RRy!}tI^-sW9rO->;K$Cc
zq?D1b*-4I<_iRG%a<l3SAXaD&Yrr`On187JLGD-V0EMK)Ps?Zw@TP=~O|-s5D*F~A
z@J?9!+SXy#^{#J~W5_`U+7UrXX@ho*=(1Am_1MJ3;AvJ++c0CaxkPTIc5K77%rmN7
zBN!23%H=lU8pNVs+LR-yxMZe^4<ow%74M}3<Ad!ZA)%%d-S4xbN<@T&^v{$#@+7Yl
zvT{}V4vq?S;8#LNJp~%7&_1QEyo$^`*egl;`&$At0M1b0D#+YcY+Gv%#D+ZNnB?lY
zZi6JjYcBCwOW=pWXF8{1ARaM)IgL!F&*L=^2xAMu>jv>aIu?pN?hsq!HBvKRB~pOm
zZ=~vmYhDug430($6x6?8dwl=5!~b_K1qrFC9gkB%i2w?vD?m%L%PjmKvx7(_kTvq1
z+g_z=2m40psYzuUbVt8Gd-m+Pd=Qt?rK81od()?qeq3!7ky|^Z-lN#`JYu`?(ya&Y
z?V~0BduiVep6}GRV_*yjcQ9#jJ;&)C`)mnbDL3Cgek{U(1366CcK@HO|MmX=r%PSV
zvbV1Cwsj*Lwf=u}ZKSvB{~cm53BP=+)1hZ>nwXG(OEg7+TW`s?|MKNaI`qQ-xIpyx
zT)%azuf(?2@5kp&r{v_$-~X7Cqp4R6*`o~}`~LT}Q<|FA4<9}(0BHxPc*3?a|6>Ue
zxpL=UU0u89&!6w`Z`vc@RQ^A2*U+GB|0%2KcO950#DaJo|4rl3&+>O1F5MN|d%x7q
z7S@F}3kq^m5KBl%__-eU;>8X>vma0YyE!1{WkgQBlF>?^&9LPF*+uf3rhr%xtclNF
zf9lFJ-BuST_jhV<8o#q^=hpLJQugOYY!?^j*o}dhK4ZfXmN~d<!+f*gj7$-{0a_dR
z!aC=S&|4Q+yd7h%=D?Hz{eM=`9{r7|sGqNwMTO+P@HPLgWx-iOFAmxp{Eq|X|IQ3^
zG><u24>i$Vc&zC+l?f7f0Z7Ll!(~~(Zt?yv@#-A1G?i6Wb^!r?***(RCxZOqUIjAm
zmYQ?=Sz;-lr@(;UFSfqOXdd}+Bk?dtM#J}mX24wD@USI73pW75YyfJHt&9JEd%#<d
zx0J|6tqXh{A{s#dEC39MC8+lM^6qB)txf070uIwWBt+9_%Tbf#`;UYF>7F`y@^GMD
zZF0jxt2C)fpx2u_Ila#@O3OJC@#m7n>DzZe%6jpkLFi@)YWGR^?{z`E8sFO8a=C?<
zz2Y?03W~Zk`^^SE-HR%b1w(TA7ptdwHgMMAUV+msgDuRlY&M;UOn7(i-n}JYB$yt5
zdc^$x{kNP2P*_a^s>yF7KK|LWZ|6(v_I_IvK4W+M$|UV00BV*3FAb38>%BN!Kz?P!
zx`U_4xW5kWOOwWI`1r#fSPn>JfS~p{GB>^5_x!ATh;OH|QF5czS$Bm-!`(AO1KUG*
zZDxnQHI&G*Xg8Ja{<Ep*tl$o3S$9Pz$FdcYx}?rw)6?g6W}^UFh^H{RRmgsOQvfHE
zJ7gDXw0Z09`wUXX=6m)+Ehf*8+(i9q|7XOn&j<j$ck_+>jl-Pq<pGNfEJ)_h)XsR+
z_)WhD8ow2gr3VCc$&~+=JIefRGK)P&)|TRp+SdP>air<-PK;8>D_aG(vC8TJxX}Z+
zUcll-$A}-nFe8AJ(+^|?y2w2p{t#T%wfi72bl3sp{4j@tkDNtApsy%oj5E*@jXzfc
zCGy4d=XXbH{QXH9j49xHA^Gw_?Rg)b;g43~<THJi%k}30nT|~7EP)mAF!~eNpT@$2
zAo-@ZY5LE+Wrhj>P)7JXu$k?onVOm|kMTE#p4$)a+pM}{<*li4&unSqyf*qB*oYe0
zPQ|0<ThreE04#XdN@Y|+-q)?y5W5qAvt$~@=i0~kaf^iW^!V#|BuW4twC5?R;La}>
zK_U}68&ayWZdN;Tbu?hXSwjL7T2{9DhRzyMZA@JcBKB`CpFte3um>8%Tu(RhWyAVn
zR}DSYGu{8Hmv=94oM<8wt?&4Pr6jcy{<~@GMYnH9d8-Vp=IXCR|Bh2h>d#GqjtrFB
z>5n_P)Y;)#JO2SQ(rc91Rcaak%G2E%<<BrWp_=6}McVvz_95+{viI59{^L&$6d0wc
z8V`ELN<x-^oyUzyt+bMbUxGUOFO?0I<qP@LFPj5I)ER7FAF|vFWH~<o$)*7FqmyGa
z$D>5phcCaI>Cd0&Z^E?A0O!u1!?Z(ZZrt>9=vS~&ZG5&Xs>(;#7Y7u(Q>RYlgM~vf
zIHppoAB>R@T6AJWU4?(TXLmcfu_J{m7?EuQjfMvl?dH}i-c7~l0uXNe`XP`JtQ#Z3
zW7<Z;Ikw?IDqj=O{d2}*vex>2(eD8vUmK_gb^fZX3<>R3HiNW#SY@EER{GDHzm(O{
zY-U^6HDSm&eUQnDffd8^=hx@fc-NPI!Qp53O}#~y4uhCLdUpy5Ic$@^vB@qJ)bN&?
zf%7(UK{L<q9+Z~xEdA?-dG2V=>PVE+S}xPi9pPZjzo{5B0c*)Jkfz-`5>6S*$Xl)f
zxnMdYa8$!Pbn_{L=ey#lRRTc<+1n#9_)N?nIdTM4?dQ&T%t@aLEdh$h6flv9+Sv=8
z8e*_<M@rtx(D-aUwf)u^U@Y#`SzhoQd-FDI<Qj1_xwO&Hkk@c*tkhktko|lZ$YAWg
zy~(fS092RS>#eL<7e;|4X>7VI-lbc)Y~W>CFS<(&;maSXNAV-%91B3T1ETJ@5}Ad4
z0Bi1p3_6rYlXbbb0nGoc>$=HWtc<EEcHNaU_^+foh}c{u8gfTm2+lx<o1CE)I0H1W
zz!)wtJ6s0FHV!z!E^YU>8RzCX9bm1<0>3M~n|;mLp&tv&p#S^!$Qk#Wb3bnd{DZq6
zP<vt6>1Lbr*xQ4(7hKyEf>g<QqSu(hiHU>7P<Zu7!?^pm%qFD+GYMZBGOqm2vKQ_$
z$CBeyP(FQ=2&=i`yoKQZD}<2eIYp_6RZt3M2x}ohf66s(bK^hc@sNG76?Q%wb*<Ht
zL+j%@W+i^4D?jiFXgX%BU&6AIP#(|$A#Y$N5FT~iZ8Yt4RUdF8kUK#w`z_R?%x<B9
zSpP;g=*K2GN@w&_tMZ^nJbNGV-TZqWoiSs=`RIXF5L`4bwS!s}9%Le!N1V~2%+j>8
z2-_-P>6nn2d@1^kWswk_HtO--fU%ffnx|`oaqQE7-Fv@w?5O-)O4RXS4K1<8#xyv}
zTfLd95S0M}R}Y(OzsKf<bK{5HTrI3<VQu&;Tn&8{&zoDbJb2TkH4lcO3g28|b^$21
z*;YpA*!%<EkT<e|*!fljb21kQbaEC=ccjOsQR#+Yd*ZZP6VP$QmT5;RG&;+Joj`r<
zpJu-V^j<C3yT_s09TLeEaot7UlKYm)VasqS45fOp^Lz$YwQj^2*dR#{!o^b8;COE!
zUP4)OGmcSKVwb^c&}!xu+c!p_OR*yXnJ3S^k;*0<vi0@F;eXuorkw0PU1&C;?IjFD
z)_L6}&v<LV63p}O8Jx1ZfkL(H=j}bX-^p2CQOCZm2Of2Ww)OuE4R`o8TCTj63vz9)
z!*^m{bcZ-DWJ*fy_y2B?=<5_KC9pbn{Lr@RP2`DtKNOO_Ia*|;lDiAB93b(|NJpFL
zmEwkJgRpz)^a_m|kb@qScj$a~HRxBjFORoNy{h!;Rw1dMXse;jtY8?N{*IqJD3vcE
zbic81&NQ2>7f4sC96AL2n1MZ~_!B@!MZjVWWEAJeQ4y<+J}7kXOmMuFPQ>x>7hg=%
z*G}o^jA#ThZSb?K1?6jE=b;r}w}6%G%8nA45v2&UtDUZ(swe$wZ&f+)j3ND@`+V=}
zRs+Pr`j3N*(|{F~%{XM<TUyB04Zp^?)`s08s1~xaY;J#$)Em{ZZ)?y)W{jp{IL8(O
z(+93L*SPAu)vof_{YUltcc240d??<AHT}`1B9|+ws<PEezHsqFqOm6Zpb0@xuqqGM
z+GxnByQ={+#^GIu)$f3S^CVH!V|lU2#L4R83By<SFX7^bkYt^q=Lit-t~FcFeHm?p
zl>H)`#sg}$FXi3^HIKoflyM#${ogEKnSLp%glN&=rxD+bZ+{&^2#)@!I%WuVMEbsP
zv2<60Lz6HAZhpX2sJ#Q0J79MIF*oh|cN|Y~_BHSKA@FRECA&(_*=wG&ukti5#ex7<
zI^BCz5Wq}Sog<c~``Wf^Q~6Vhb-ynYxWzWry;epeb}WE*bm$Me>bkpQ-qB{50o@DA
zx>|wrMIh2@agr2lXV$fWxS2k8KlXf3Ox}T$e1l}K<uxX)N~@{2yH8|kj?&kWgFouw
z&2U_nKMso;Es~7E9hKj6?xu@FKb_P*LjX(^;~~_MgeR)xJ~Pq}8?=IJ{6{t+LwY9x
zwFCXY64hU@fGAwsOs#F~AQo?8&K7vs<X<k708e$<@F6d>Us=!a<)O*$#8u#Zn+5tP
zlD>BteuWvjJR=zEDF7-1qLWi77nWF!{88Yp`y^0`-eeuH3(5)<$uG8WqF_^Uhw+aK
zKuUrqOZV?BlnwiR3I33NOQHHI(3!R9{*X*90FA@yIRL*7OBH)Gb%C;RDtTZ^#{+Om
z-BBJ$4E6g5t$;ao*CT0%K4aRNuYI%rOp$yVK~I4z&jA}TOH)j5Q`Y;dyFZc@xvuUY
zOOu|AM~f*uIBlgGaJMY>(Jr!pGumuxB-HY4A{^>DqWARQK;A;5k@vmIB7hhRuFn8a
z9r^8bQllZ_T%N-!cyN`*Rk}3%;}XC-V<AAZ6hLaN4kHwwS0xED_gr9`OrW~hY1kx?
zef)4Hwf?j8ohPb#KA_cMSEe9+{msgHrS&V;@R5YwGMehm{g5D!CJSj>51Rb8nT6lY
z;#&S?Kj2^=W$gcja6Fkd+mEwE^qi3PpXpE~iiM&G9(AHIkVk#dA0*|8oj`IP7r6%c
z<Ia9h4a=6CtE_>_$Y1biqaM!3MB+swL5lN|`{DK60YR;JxWWZ{-hZ~ZO4Ib9P*&zu
z*Esr+1|vPYcD|-7Wr?bAlDD>ur0*_|%?;1~*XipvIrSYv!TTllXTcS`6AQyRhmFne
z?Ks~Hs-;W^zAW!g&8r%mbG_Ho0a`%l_Z2+v(KN~*`i58DCW};7MT`;wou^Uw4f?G|
zIEl|e@spUs3c!5WnCM>(%-)PofELqgvx@9TwS<7jkCm~y_7N6uoUVRXz+alXS49@>
zN~^lv(=AmjfLMu@9!=(A##ErfDTM%qvW|jT9mgK?xO7hp?b<?sCJX`aR%D!^=?>7e
zaamt<x>=$50D!#t2kgU?nw1FHQ&E&W%g|E5lm<wCNl}KqP{E$tbMA|cDn|S2u-cgw
z=1beTxwO}F!)kIX#cynH%frU*EgT77y32s(OH5k5)2%g|jjetB_;IG?z&}!;x*uQ7
zKfg4uIDbraf7jJ~tASq4^z`{6-Ld!A(y#FvF5SqVzqL4!F*8lsKy0>|`1Y0Yf8hj7
z%a&q^Y&WSG%(CLEs>|%>YYhDaT|P3AUPSx&=tlkv$o^^hb$8_Vts#Hv7P{YArJGZB
zivm93+$&xJrp?pNv9<TI$C-MfTxy#7Z;&E0q=ojq{rdLba9y9osxYpVk^jTkPdic1
zEaat&4>ThAzJGqj2iZ~^UQq`MuLDQEP^P}sZ#DsAlrAmwSUIM5v;IGS0y<Qg8gm<`
z6;GeD*-VwuTIKDsmCm<Xwq!JfKV`ENlg?dyd2AV+3n-o~puE2$(%Ma#sz)t!RGKw(
zmp31NfBcKePON=7qVXDORG<I%op-hgEKJ9sH88B?SJpCmtA7cW*^qlN??abX|1#P>
zgK!hdk<E(#`{pwapr<7B^~;ReE=iqgZ_&zPQ{6V+k@>#M?>et(am3|vr=NG6LYAxk
zeYfy)pk3~J&wGA0wc<fxmA3j*ue;*V$L@btA@!3-(5!D2lUh59U;TaW<Ku!Ges-EP
zR&?U5JBhdWG23ta#zmz6_m51ELeu7(qd3@0Sz}{JMaW;uXOG9<+kRMWb4W#P6xvX9
zMW*Gd!LONNP_FCH8ef7(O<zRU8!olR7f%1zNwZ@caNwOei5z4Ore<udpDfgpK^?4b
zJU#H!&$Oy_ba5+wQ0x4_U&0|$Lck*I=t$ORFi5IVEq=entdqW~;jLHre8%kD#CMZh
zfzxC53U@<l3iW6I_U!1NIS$h369>k|)$m5IP>iH)=ZjtSsF|OGql?jh>eswRbA<Cx
z{C(7{IKi+8i`nJK66cD{bg#iH^Uy5DOix{^!f$BB^ppJaZy#L9*Pr?C!g+!Vi^^Yw
z*kb=cYW!erAur<8%e$D)2MG6U@~<;CHoo51;Syg+ln9m$NZWreUxwWn&1Z5YGPrNX
z9c${GM<gOhGm}n!{AyzTq~ZbZp1F(L<<{%|p7HqH-?0aBBP}PUprvJBJA3zxjlJB!
zSr$Z3**!nuUf+&i)qqKfbhsG4=4T7aIG`O8K#gVwS{H!5(gqac{ZOC!kHA5Db{Mem
zR~#K34{7@4MH^fgbO%+2aRx{ich8W=fOCSe`smH_qXFXD$1+i*mdGK&r0CB|?4AaU
zfLz_wJ@eyVnwM<&gdKWoTrb-%$9O)iHNv40;7%Vud!+R-Me#=V+KnUW6B`<A7-!`u
zTR>YB;Yqzfj~6uh*aGjBzzcmdNrCBAJMl`Z!pWe=MCGFIuj_K(mcB}u>|6ERobsq^
z<;f*S(WG0NoX7q`k-|!YiqH!8N=tta%Y1z(!HBtd$Twv3%Rh)mrV*j7hiv_BLM|5F
zBk0=;@a?HPo&UJcT<Lvp@?q(1Tzqkw0x{^4=Ca3h9sl}WQI(nLtKC?=vF+N|3=9NN
z&H@lL%GwQ}wdJLh%C-IH?r*b{iA@C5nC2xHu?tUMU?bLUoIRUDTHbS2%Ozg0HeR3T
za6hDnLdImVo+#OjkJ=HJm<b4Kx!#SA{OJ(C-g_?_8ctjhtftq<JAU0l?h{3GoN|Zh
z^*8sv9CH6Aa<;%vAKI^c*;XM*p>_`E9Q{5A^jg#aGuY;PRX_7?rzm^$ynk}}24JH%
z+dj$E2OkSa-aGm^>y>8QSDzYR%1g*(Z7@9!+@!U(T%CU2P+UK0<+=CY;Dy1<!4UAV
zZ}*_jrkdXA$1*u1%{wXp)^A(2s`MDJVPfCD{Qz2$)Hi(wOqFXjd5(h5cpNRzWUH*q
z3lRA6g<EL(9?)a*tJ~R{;AI8Z(`v=;vT9hNdS-Be&HDqgh~Y|pLjh;_cR{N1fHM|c
z?k#A?0ydVlGc-;)@Dh(iaGAyz&YwPgP0*x}v!~rgoX>HInh==!$v&H$yLN~F8Gq^z
z9F!9zC66WskTPZfdvqUAnHfVx(5ezZ$Q-Wct<c))FibvhJ8POAw$!3*0Di}hx&Rsn
zC=Iy+P#5mb>jU-?IhtA{<4JuL;2O??_K1#11OTHY)$~I=Kz+4kK>JX3eSpQ72Kdl_
zwA6_Ft;AN#2-xy#S$`HL20+sR!={W-4H}{RL1UToj0+iFYPP3OLEgIJy14G2%)V=b
zc7wSu4_)jnt{N>UhN^6g!O8Bd5kRsiN|6ls5hV9lJ%Eq21=+HkQ|UEUWOtq&`aC{<
z$jria@-Q4R1Q^Mk2n!qFLyWw9@Y)!wpL*_qgqa&6)GqDN4COm#>(4%W#i54go&SJM
ztS`BH?twU#9Q(w1vo0e~w6GgoH!DLc-u{5tj6fpXZex|HcpiYm2DZQ-qfIXdtdS`w
zwF89V04kQGsv-)2);KeVClB_1yj9NytU|EnM4U=GSI`T@PQ^eIPa7#~=Zd=30@e-i
z5`{n>BRv$rFafn8V2G@?<j-k9j=Gy}vw6@YYJ7AVxYsSJyhr{8_1#V`^k^q$2$Z&^
zNjAREjdhmq%N^um`Rj(;w>K<{<D4&j0uFHv)|ed)(>%%reG0%H7IL<^VS0MHW^JZ0
zBXSs6?)`vwX$sh61BK%xPtH^D45g@MpoMBhS&KbJpSK`w|6-NdBb-uNxA<c5C!jiv
zGkZtVM8g3}p6u4}+(Z>H5MvQsL<#mhpu(r2S{6lPOhV9t(=uz!UT@=1HfXB4$Ovz3
zY0+R@0iAWA&@uw8Ww)P9KRICcz>a2FMx_o#_xx?@`jL(L+)Evs@sxisi&CJLx2XW?
zkhSV8mTEOdW3=0KMSl$_ac$8(k(&{aD)Ec}+#jTzhB6@@kmfU;TAmyqC@?$EFu%tG
z(S)?C=}E-duvj(b!vWNkCksJAhd&urT&Ue$ovOE3%(=+tP1>(UDD1Oo%zW_ef7dwx
zrnv=f)D!UTB;q{$tj@@!W}O_W>Il}iT2?WMLo+d9@Gml5{Yg(j3mk(Gz_hjiU0Jr0
zHP1k=&@QktmVpbTR#M*b$4w(6;^OeT^A<Hggs=g#zNi!r>Kw9J&TT0R0P<`NUmafX
z7U<s@LuE98gx`!O174Cw(GB|jV<*ip?%=prl`~!$WD^$B?qSRRlCNK{vYZ9>V|=|`
zeMnn>si5)Y*|Tj!$x6=3+NwUI+PS0U<>e({8HQ8^&JGfTOSVg#K5Y6FOht1gketB2
zVoo_S?-blWn;Sk<3{4vU^Y-n&A<*4b51UOCcs+t&$?AlB0xTgtT>k9Y4u3$`X~pY+
zE-NVvqmE5N66^y<{7J}=+ZbS3FI}<Z%#YYsFZ385(cs#HK8m(5^CDZcyj6lD6oByz
z9uM#iqck-En>+iX=~3H~Cs_6AD}(^fFb)=52o!nJM1c1i9<gF=)iG~V9#O^|RNRQz
zScMO*Flj1Yc+MK=5Yprdm~tsu(DOF%kanRk;8}cppsxMkRsgKcVulveIWn4l?Thup
z%m(g!*SD>pK1s#bgZ)GqJYh0acl^c2H%b5=IK<f#+_-D|2MWxqFZ&GDyz87I;nPC8
zoEfd2j_a7qC|eM<Mf88_PU|hR1G&qS>-9OsHrTPDinM`Mk>THtUC%1I?{@852Q{OA
z^DZ^@6faem(HO2bjR0v@QY{+BNkZ6U<wLyi#SS^r9UtjlM02AG-pg3}9Fz6NQ1+o(
zOLxj@h&cM#s=$_P6(ox`gIi^)?xQHPw7r7r>#>6A@912Dr$h@B#>7+8dLkn#Bayp8
zfhxNuPg9cPa#(>mN6Q?!U>9}&wsdj%kZ3gZCN*`&CCHkP3xiW%hl@k^kKoQCXh3&h
zxS&%7)Hb**k~$8!X@5*#w$E6@p$iU?i(l9gh=Zu0pw`#uUDJdBB1CIc`2>>}WGPvg
z0rea#>JgCm6}5(doT%d^jIocY&8=6?k-PoF=gQme*9IWuYVk)cTNmG)Fih77L#%D%
z58;Z;K&OJiI<RreAd5223$*_j-LmN;^2k6^x`wf;_d|gJ()jf*N501!ANA%Rq~+Km
zBcCbibz(uACWjf?Ic~3D=8?*c-vg#1^Ap~&M)CvhNwRmts;k@?kEV;#@4YWUq;J;w
zPIm5W8;;m$rXyA2Mu%U|b)T~+nd@Fi(GW_5s+xSzF?7WQALC(%R75B-D)1JG4@+3X
zKFpY9*^qD(@Lzd@;>t+Si%PGo2-bqUPRV#8c0ltA8%PgJ&ccDM^puJ<kd+NVBU%7~
zn0m2Gix){0O{KiEuuI8Z3mGllwNUk=NVJ>XMeki&dh}Fu&8uW^j<i*5Fl`+pUR~)q
zr0^1ut(=iStO_%lc)+6y>@$W^+PU$oJYaYwk-IMiIY+I7<{#H#GL}g8XnKHJsji63
z&wbS*3c#NFr3r@5y?X^*@z*zD*#o)7thBx_lKcNDfpe>t(H35`(l_|<F--vuZ^;mK
z@RBtUdrZ}iL0@#^K(vT-*~;4&QNSXV5=+p34PVF-6_Zp~OJm{vJ;yHRY{=^;@9(PV
z_Ss@%Om>%t_BAK!c%&3=#7+fyqc?f1Gj>%L>7*U#SN256nsfzJ%;|M)xqbU~x0wt?
zVh9I8j2d?xu8hng-qipDxRV<^qXvp|`B``sXzM$DMMj717!v(51y<#7*Eni1biTSR
z*iNj#`WuygxUzdRJ-WuKe6Fi#INF$^GauaDIJP4-qiRrL$Tlz|5$2ilb<i+?-CY@a
ze3PTN$=JW`IpW&1DldxfWrlwld-B3&p+$KRl6N|CJ{4WDefJ{nOfOoy_|hrc(X5hI
zUUkRWMoq*!k`L6h^4wd6-Vnhe+SBqjNp{g_?5!Mrtb6Rinz#6MTjeb>Y#YYqJ6V@S
z<<9rVtWhuPf+o+vn0A^6qg4`u%S;g61u6U{*|i|==W=BMpBU^GaH+iu8G_RR-bMcJ
z`EEgLSiMi*&fy0jYHnD8{91`ut`@z)Tmc=qnz0(NcjYtWn2%8N5*eT7QN;2Z;MX;(
zZYkE^2Wn*d9X+T+C;rd<fLEMUxi8UA)JFUg8`fsd!{3~go<UeutVBTa-24@uHJr_3
zA5*ld1C4S^C8zmd<!Ax7T;w3`;Y--8HMS=ABE-g#QsiWBiG8Op5V_?XR;aet*az*^
zK8<Q6^Y;~xGFKm9CD$BR1DG1=@0&Z^L!1_s>jPi<=pF`xvk$q_<~qG&Rf{n3ve(Dw
z`t;dqz0=yA;WiQW_-&T@<YA9-)rwJxgUdUUs)F|-{?rxAd$VJy+DX7mR2}^eHcqJ!
zQvEQZ;-anQwGF?EyRwr<_>l_u9ZL_ZOvww{vYyhOa<x)va=kJ4P@q+gbdyC;u93U-
zO&AYYwr;Z#z*tTfo0{Wj5!!_4HP8w?^<7?Nkp3_nFeH8e+WykKVEtPDAgjZe<kfdN
zQ23U&B@`O42;_`X!1~N4x3N?Ar%7;~9D%ZGe8lCQ0kdNdNdZsza7N>pozS+(9%NYa
zVCcVvGxE>&ZQI{<&GUaRtA+0!0AnDM@@b~`?0lp}Nk&NJKB!TYUtN)Um+#Wf%Bo|(
zHoT??L{ImW$Ew{Sf7@YRY&7*rjHlT5NS-`*1~B%%5fQ*IB)6o!GI}Ir>KJ1KfIar|
zVF3`NLzYpyq0ids+bfIuzmpyY16og04<a!j8PeIU9Afeo@&OigRqPA(Uop%$-Jrvc
zMjz<*@HXo5AVSix7i+U-2tWEj1+-(%W~tkX3lO+0J6RMCY;{=2#)KE32Kv=U2sd1s
z*fFL!(q#L>yXRxkPB(i)z)~-wA)ZSQe4BV#;Lm<UIu(&oAJ*oN4m_kpFnEShu7zb#
z$sa%?jt}mp>r{;Qx6=E&>-NO)kKYEFllt&!4?~Vda<Tg}eRY^y-tt<$xeo;k6c-B<
z^u<d>XRM48e8w;^dKNq{+!*-2GUiOuUVO&F9I5+6H^`1+i^ER(s*N8Zd)}F?ykG8`
z>dCH$rQ!RPtsrMS+N=XgQ8GGBRo_8hXhI?}HHE0-dFe{p=KdV(Gae(gfq@aa>~0k)
z0@OYPG|22CJKb?^jqAy}GXLf|CSW<8oI*(wMwf%8LH>%4EVMr#*b$5$P*v25%Gut3
zevgwpt?7#kIYwvZ58f0PT3wnxlJ*uozad#`+|oNUDql91M>~9hyyBCs>$6_)_TMDJ
zoX&f-2%BQmDl7qTCP%LtyhCp>dfgCeX|1k0>$t2MHmYm@Idf=#wmv?q!>4W`#x7zN
zCg;!(z^0tm1EA)nY6X_y*D8sD?nouqmKYTD4mm~{N|?yc#aKJ|<Ku3MIZ@Zs2$!ph
z&Ar(Q)I9-dTb1?XGvRDkfN+MkCs@BO1_CbWxT)lNMN76<r%>0KN+!KS4(o?Ih1irM
zFbh}_K=aukkl53oJfAC1x1=*bb3-A`yO!vFqU(M|<aa><Id_ZZdg+e1bdC3U67)A7
z$lb<i)SJK1j&7HJ0)cN9s11v*X@{U^x~O02!Ich$kmE2h{;&t5YBZ#96cmd#Rd0wW
z560tNEW!}stdKStwn@h`z9{<F6QZ&o)20mBGvl^t{M0S9Is;SR2Fe*Z3$pX22<bs@
zc54XTcUdIgL}PMau1vAdI)z*L123w^)OH&x$-om|RW=Zf!Dd+!P};~;ss@}(W3-S|
zX1l;2h0xkWO?U<DQSDFPR``XlJoV}MSg1K*dNpVz(e%K({~O}T_(26ry0^aTBVP91
zq2;$T>GTbE7|lC=>!myW!+V0nKJPm8Z+nM%#g8OWto$F>^JP%g(f0<ixQxw8prI<Q
z!{RmNeXDSV<TKnj%Y18B%{m~hGa`RI-(myFblr4aY>iUp-<41ie3V%~JPZE#fyO9L
z&;xG^5V&z`Zt-!SD}xA94}ez|0=-^Bp7>n!x8M&^$bIspWJ|~y`zaqrs5ii}sk2a8
zsO9e=Nf=J3q@E+FtJtrpN`t4-<DP|iTzqD^C=Ri4Pi&6LE#KMu&xvb?)gFLe&;@yR
zzj6Q~RU{Nq_(-$~(Oy%}(l2w!Ax?WR-58%M-22iAl}{4n_oPE5zg4im({EO;REU;?
z?wBmC`A^Nk#$7v!FGSTL2N73R5xTZo2Z~v*{`N`E3RoY~>@Z{Y|Dfxt!<ua0Hdr7C
zq5>*N7_@*WAs{e=8XaTwR8XXmltvT-q*Fo=7#)&>QBtBHAfsEFZ8DUa^mjkg_xJnW
z?>IjH^kDa%-OnA@bzbLrUY{c`b`ecji}r7!cn}Hs{Bfm$@m9A+!IFvnY@n*5;^g=6
z-Q?k?iVe)Qj`4QAg%+o;lQS+hNo=F6a^ZHlX^Zgyq+R#3&zknAdD&c^kGy%xLEdcY
zCR3F#<L}!4Lms1x^D9x8>W;88(a*Y6_&b>^?x;;E{eii-!}P+BY;J!O&c7leQWRiw
zCXp@=rTqaarY`(SL?)D!f2$uk0Fw{h8^?IvPpy<#Imaxl4k$2Qg!_|uf%Ma4LYZeZ
z>gWk@hVvh_dsX>>pYiO~=V|-_mjQ<=;D&M8YJeYV!NlIlY2l*?HYS#{GanxqZR6D;
zs&4lF`7>4OLZ}?1J!HrK>%+a~Wa(3YD|F9Fj1v$UjG(*JQ~Y6=qeBm?#B^W1Uu&9O
zbDM}Ax=NQMv9ZCIMHqH8IE00R0buV-S$ggLTEV9qjgqa}V+6VaZ&5|C0Jt!M=4G_r
zdh1T-#7bJ%dP@KIXFBW7V%Yt$`H7Wydd#B@Hu4Q)Xb9ClfcaTH*Z}H#s|SuI$7rZZ
zZ-YR2<?c#)p-e;!VJuvjCD$+eVcmg;A3l6sQgv(h?g&>m&dcm84;Y{zpaFMb-~-NI
z>ODE<FpD^zB^%ksp1Z6kII|YEFtJuQx7?1tTx&Q>JYWVvQ@{}_47xvXO&Z=6KBIfb
zh7($ECXLKV%&r}oSQ))G@W{96{XZkaE`rIZ29p8MKZ|C#je%UzQ2BUWU1F|RwQkq$
zY@e%~jCF1_H9fd$KCY&g$;-*frMXcDG|l^`(61$O05qKYv^y7kV9?)wHIC+Vw4F|P
zRRX_U52gZh!&W1ZS9F5yn+yP5KAt}FDlE*M#3j@6nUjiV^nJ#lbPegS%oVn==oxBQ
z#F_mCUcO$O{%c{hi^-t&V;2f?Q=6AnywfJ2u)9vT{>WToPEGkR)&~5-^P(amnt(or
zgZOoo{3ewJfO>vgCh5(O;qSK^4rNdGi2^J{Q@hV4rHp8v2CbPH6)g|zA7f7(H-mc#
zf-<GQcOz{kTjbmxv#)zCo#x5P6q>plWxloNDA!wTpOz2qR;Cpw?>KY}C>bl<Y#)XH
z_@%zdyr_QF5)dD=r$<CVv8T&T^jq+x{|1$I%fq5Q<zF?&Wy$t#WFgspp-NwEjPBWS
zPj@}X;RE&bGvq_%n&8PJ0QV432j%#*zn?YW%KI-jGuWizj<T{Wn3aiPFe;#m2Hd!e
zbu|bf<e9y9EpaHjXC;Y?r>}gp-u0|h^z=*rYJEKih1-!Qe2~zys<2+lF(^!QDZBhZ
z+wAhS^XD5kjnME|81k?m#AgH*^2?VmFJ3h{3ThpUlFQNssrwUn;o~ITS_r7uIQY|U
zzY_and@^Mv*nV5WdE*EJafJUH0wf_YCK{&TU@M1y?Gy_MLke+JTFmqT6*o=l-ihM1
z3{>A>v8j?-(xH8fQ*}?tJsz`x_hFbFLOEgtOICpaK`!_Q(}6(z;SY$#w$9O6Vbpl;
zyC(ano|DrkU*o*{XUV~9FQa?cT4o<SEdrin;GZHS`?8#=c`zF5bY)m}$LH=gmM5=J
zFfMf9=c<WUhr;E__tqUAe<l?KyOb>%D%P;gYDVzZ73PaD#Qi&7viZ-GaDyi?GOXSW
z*c<vVYQou9ZT{MhFX`JpD1|YzOuf5sw`1a>*Gyag(;`;NqXa?Q$@1RUa{yrg`^XhO
zPRCQ3lBgfjt1-^z-NE(Mc)39TIP|A5RVA=duSzGx<h`bs^zL{j)9-OrNUe0V+a}#B
zw*5M}7iYFbj#rC$N1}7BpbXA04sD@mReH>#wsWG3f(Wnf=@i}k7L1O%{_}U(stQak
zw_mY*5=J1+jZ*hXy8^LD6-45Nny+}7B<HBRTB?-mgwOZ8HmXY0&7ICF(r#+Z{AYhR
z-2xA^vs3*zd~d?<qe(qhZ#Tjw_3vQ^`}wzW0z>{eXKq0m{LXKykarVRrQioL<Zk4e
zizty(N5@R|oTpej&7+wpyBQp<XF&PsqmHEA&M41l?UGoP%cBP&UdR4jH5qp)qCB&<
zE`-cxeCiy{j1ecpfAmko@yQ1Lw@dAzQiokbCEanC_(7g?xc!F(^#4qZHkcTgt}#|E
z^=l}(vNe{2C?I&jRW#C`7&9ng#`dJcvD+|X{piaB#(&B_bh?XsgU6}-9u|z{3VVk?
zxyCDeg^fTWj;r@~#5$Asva^Uis%mr2)z@smc?9ki68HrHnLU0XBI`CrW)kgf&wXlI
z0NVcxp#4i%{vKW{OO#*0e-`{PttS8(iSda2C!_bA;=h@?3JCd*^l5j`BkJa|8_eJP
zD(n8|VGe*q|GeW5F7~;z=O=Oi>usXS`7`FVGVl%pZ#DFO`dEX=Nk(2gdU-#~m$DLC
zIiZgTi}7g8?2r9`wn+V{W6!n5;SXFFhBfNuN?c|tuJ|3-pzJ690qA+G_2M0RNw>dr
z`E~@K`&Oixmd_mXB4t=bBfnLKEL`LMJ6<g|F^+Tb&kv4p1T*@)ya(DN*x$1wf+$|W
zwDqF~J&{vhmHsA<o~@O;Y|`Gh|8A6zufay)wiF)4YJvOM3oPccMO{r9$%4!dncr7!
z{?<hW`sDvC%MaicGnIb&`kFkU@V79Uwl2W9*Po3R<m}9oOHR(>;}xZMjivn9&!@o^
zdJDJL!mMFj)e1IYt~rdTXQ~g1!BY#EwK#vn`rEy6%e0RmvK<xG=i`(=2gl!{3Ov!J
z!3WR3E>~@kmalL3|Lk&euuGVnO-16Bx_=2{Emt3Yx}yjVi&j<W1uRV}>72Ny>G^*)
zx+mByu+MMH954evZY&C;`d=%?ujHv#Tpu4QjKu6T7OZ!{|5lezLsOY7=Hfe?ZkA-A
z(=7PlpmFLnA*?Jh&m4WVYq#7res6c~Bs#n1pG(;}=p%nXM5&8^dOZp|Zo)bC)~;u#
z6i@S?Jq{oa{PS&E=;sEcg9{&~vS~NLi{|XKDKMgxNLd#JS#0GJk-dlc`q$!630oMj
zfDTh`6)LLPBhc!(2o*{9PAr3GFL`(2V%4#CIe+$gWY;cOooi!KLYlv&|15vIJBO&A
zzk#Zx_S+}_QzeBVbMNH*v*+JcIfXndR{iHKT<3(|!Y4{ixXWJecK`JK1IDRQmf8zj
zGP#<bj+>FHYOyhifap&7hKN(ppEqqizrE#FAsP~?7*A(#=LwkoL4&D#q!ldq|H(IQ
zhj#>_pZrI)eyho_!LBE(|9*e&J#@f8_9YvW?Ajtc?xP7*gyiF9fc_G81>7ZREo$nj
zy}vh;t{vNEq?b(`d3C@Iwfr#8yeP&+L0ZBrT+>)EzC%$6LeZ!KA<sviiI`TClzyDX
z+eO-SN2KgGgkZ_^{q(gblb}LfAaOLY_KEF3cZ317yK)udw^EEv=I*CMzp_XRDkatC
zVRqIAg=(K#L*r5fLU<m}2r7we^K0H0M1q>@U>#`R?Pb0J0*lyS*ZpAC>j|0h_4~5l
z`YHQ_`yezaye8$oyTLZViwP8d1qlX%8M56D1mW-$_Tr#l-v1mTJ75iK-(QkVj=Ja9
z(U|guRTwViYM%+FCuO^G5BC$|I|$dQ0M7>S59SV@nZJbh@=!qwvj=yP?(m~^Ym<xL
z5Of0n&jyF798!Wnb~EQMJT@ccxj?pBtc!-{0^28u+gxt>CCXyMfBH3Fa`ms$8aa?k
zQG0Sxt%%5t$KE@$`+$Rxr*C;k!>HxYk<j<+KU4`W$^%iK&OP}9u&;VSaSq6{`Eu<|
zJO&`HG-Uh;gr!!Az&A;x_Ggntm@KHB^#T2WMI~^4saGK|d~fMAuTcXvacOdMQ)a$w
ze}>V)*(rHp3HwdPe_>r3G+UH6%%sgDb7c#l;L?p>DeA^a&jpTg_fdN`NxKA4JSq76
z`Az5DQQ&WB+){B^J7T9yk%Al@dH(T(^|2SJle)*%e|HG%fAD#Eihrp;PsWV$wrCSh
z%Ee4vRk%i@*a_7pKZUZ}0<%VAP-ce_j->sx8}+!;Yw+V|9F51l9yE;oTYcEIf{Er*
zB|ro@@@HoTd^1Qtm>~_Bx%nw6E7M>Fspy8X{q4Zb)=`bBxn=F<Xb>vNcqJ(th)h8M
za$-IP^9Q%!_<L^OGJMSmPvuCma0NhESGu};#}9x@4uG^bCLtjQ@Z@u}Qsuvj(lMVB
zu*Prw2nQi9p=+J_1c~v}`43Q-5<1R?U&7m_Km?C`|C$jSos4s4lxgF4K7ZnjFCHDA
ztQc>1J_{IST_@Z2=b<5%KJctGI-<ENx3!poUBjtC`~l$i$$GDodN#Jxta=p|<)R>S
zVazC$vvCHTdp7OU_Q8|BLth9S@{eEhj`?7lj+#@xB-juvw1)jXZ{U)mHQ@|uN05He
zq7-J&vjwom;V(=Tz8gP=GoX@cBMny{RE;e!7l(M=)n1(xDzYyizT13DdwTNZN&S<c
z&L;W|0eeO6c!e5#vYgsqkRI~{cJwt3^P5|_sGaf2vLe#XeYA`J%^h>!>lQ&<smwQe
zIiA}z9FqP2l}}M|ad8jsTim35Ev*E~cFNVJB93XjFS>zp&kQ1}z1RhwqnUuWrv+*z
zy2GUpQtquG&D>%E<v1I-o7w_bn8a&Vnja@<0+I_S-R`VTlf63*YToN#z3b}LOh@P+
z!!Y$GU7M-c)`tH*WoYHjM~V@208Z_;G=c!7)<U4sm_8P{49FXrvP<RX!t;&FvWfs7
zk1uHrlzH@k+9Q11SkhD>TO9|vo?a5dFBew{;&)dD>?RkA6hp74`05_C>Pfwe#BK8k
zb(^x~OBe5?A5_g9NlnPw?;L)Q6je}cyu`eXzMl5~$hdf_Q5Wb0OvEj(DwP>W?tu!t
zN2yA-`rD{{iyI;0fb?G&VN1iU0OU1<ki$uJb2n3nr$f>n<>dYQ&JcL3_l9x`1nQ|A
zQQEzT2eJmOq7BTw-=AI#9i)|yK5gIsv_*fx&n{PGUADqKE&ut<hwpBqBXf0g%Dln|
zT^qI~kk)`G?c{m(GZYUY;9(;rPpXeIA{e>m0<l|=xfGSBMQTrvi=<aae0l!TA>|We
zf2lJomsJ`>rXu#FEX>mKDbgd_6Fibvwm|Vpdi7~mb~dn-iHb@G{u+82%Hal}$eVJ0
z{oU6dpjR-VVYD=@+X4km$ktXINDY8o`8KG-t47uzr)tAI>NN);k-}}>3&Afd-P(zX
zA`G>27^{LFaL@fg9jLg)V}@e#fPPn&o_9E66F`Bo`R#m{E<FNDgsvO!LEgv)WKx8I
zLgEj9Ah?6b9A1E~k<yxA*T_R3Ct~;k269_xR)<7jR0J@GQ;V1*+^6>Kdcqil0Nd^Q
zNY0t+VvlPYW>^i`4L*TCw_RS(poe9cAv9;O_ktx)djNsN76MHpHUW>c<7hBAeDVQp
z0ICm?YF9NS0QtS9;jkuzY<IrBrVN}!a1hjpC<aGn4mh(3@4QJmOCw*6Xb&aHy^LC4
zN7XC#9Elb-{_!_Rb|VfQ*7O`mJfvY>i#VOyBmp7rRN7DAc6a*@Btn~}h#Vdg(hC_8
z=eQlv{`skUa@O)}qF@Qy)q%(+?jqKgt-%2Ddc-vY?CBQoEg}m<0c(#BqjT+thN9xp
zf1P5%4EqxQj)Y5){xz|}0;tTcm*Oj?`7d8q*Fudcp~E&%O^ui8)^;cVrfX@3E(TJi
z4JB4@akVbX{}{u>b{7B8*J^EQOu>DP*C*wl7gX>I5YI~$huBk02LB}Ko&XyVelvOM
zZ}0*a0rzyUFqrf*V}0Zj9h#+2H%ujZImX<cXLsjKx>TobUsw<hi^p|q)nK%$)!?f7
zIoS8M7bOZ=iDMqsnSY9%-g%U8or>-x2ozdz5Fc-KQnq%k(TpIp_$=Mxhzh-Y98Rxv
zqOG!<OCYqmug;&gG?xiPr~@YEe`t#TWL$7w=!wu;3!j9>=ju@n&S%~1bro;g10L2V
zqw3MYjcwAspggcd@TH7ywR6bqLfk;z`?LI%ZNv<PZowQTL3?GM_2A_4$jf$0vJ^Mu
z7&<S!b;+^q@;P>#OPKr^2-f2s7pwSRm)6kIGy)MPC6a@mfj*tG9A}SgYP4MbMtr(N
z6wDDm7rXm&^T*I0y^?@FLhx_o-hisStsp|y_!GE)d=15FLuap9WsvuR`1<u*OMB>S
z*!?;d9#^09Lfv9`glao$u>9-y>;phh{R0(IQNbCZ?~9EcJ-!&eUQ;*MnDWf0hbP+S
z!=rGa^MG&x*m07<!L+L)RqKG=c<>MG1v?6|S6E3WtG!-LvSzNy&6}b!mEZ$6|6YNf
zP^MnofLT8NH>uz`2)&a}jhXts)lMOp8##KueEC-vC9YpgZA&rwCLs{#usp2qCKT&V
z%0}0S`%M3@a2_TG_>r&@G3zN-zUwyA_b<5h2vq1_PWB3ACYj%p(~|6rJ^3Z<G6%=|
zY*B|9`?$luyd_B88iz-fp><7hF^83WcdovAECUnd*?vbEL<`ldNVB{l?&Y?^y_;SQ
z+2yN_L0Af|SxL$3_X_`mYf_~>0k~b7VM4=y^LjBu*Dn^0kF1fLtPH`wlBC=Q+3>q%
zndnn21Ww{8yaYYg`15ZHaKMZQdJ32rKr3J+S4Kol*4947_GcQ486`X-Uce`9`^=Rh
z%D4<1M@NsxlFUTh{6Ayl<|4$WjPW&7y2in`5D?Va;Bn2-bGk`5v5xorUvPpM)oOW8
zFhKj^?W_i~(oT@&R3})5a83yO${WIEWoB#CS@54wnXmY*8~J&P-xYnBy&WuQ(pdLR
zx5hSe$cE(W%@}V}5nW%a10P$MkX*30Cf>6Cu0sB~!z5m%cF?!vZb+QnW6YO}(Q!6}
zaWjPA)e97i3ZxI$fU=v`D|NqGRlu5r_?+Jwi<2%4zNvjh&MfiCvvR2kGe-LOBR-d6
zi<cPv+-p$VqI-thM>Hdf-p<C<-2?#2f~r(kL>^|{J|tDRZd4;UHA9>E55$Uil2B9o
z@9TvB1(YG!SmQ-PQ(VNW`0?#w>&z@V$3)B;c9e}*Gm3pSEOawSp8oIPp_xSg2u*Ag
zX6d`T_3U9>^8Rq1KAprL7{e#Ts7}rzbb#+1-QQK&swMVHgo^e-L%|3I#wa@sV2m|`
z-S3QVyvnPzWoAe_3MkjJx%>N>^ya@hwG!V6`jR8oTCWI5uLTB@*B!D5b8u;Lv|jJ}
zVkX)-=x)Rr=w(OvgN*f11ts|>^p|37V#0N_N6Q-Jo|`K_bB$$F+ntDP3Jcrq5|!O6
zzlW>PLsuEsFRAgVa3x>lDbV469r79nR0!T3WdoNUtxOmGz3S4Q05qNZk^P9T;WdNZ
z82~7roDC5{pNss&5O<P{?a+CU+0mvVHb+mAAiU!p7uU1-){n7YaK`Vx!%a@|$E;cF
z-3BS`dR*$BSI`EB>d}8@fd=f&o3`LgUS>`V&5P;BhYATjGE!`)Mvd&nJB}(k!uw5F
zc5GV>VvlG=byam>gsmIah7q`MEjZqq?l7R=dTmWh3bNq$5OGddR7HLFJ^n@l{JhYs
zg9AZsm(3a{(xYhkP*dPQU^rUQ!e>rXO3j{zd4i~T2VVCsN`#$9v2C-m+Y7<w^4gXE
z=KC}U^i}NYkF2wS`2QffQ~}dZL292S?uM6Kl8^Z@7XF%UFu>i7xxDgge7)~SWYMT9
zVcoT-);&K2&7Q4>F!^0sm~_5w)NJGi>izc@MWKD=#syN3$$(Fdurc=fCtz`gUKm=;
zWx9?mDpMWT9xsh$^Zp=RuD0d#DrTN>I?oOPwuZn}>>@!Moh$x>FW1d~vT`>GePTh?
z-)}aIHSR8y_+_Ek9X&Vyh3wG!K|`lJFd<v-DNQ;pHm0!i^ADT8JM~g^JB)Gjcu2&N
zHxccdg={E&cq<mQJ+?5meucGQcZ(CBKRQN#JN9l08)D$&Mt#BbpIe4!TaFUxYaWB%
zT8glj^Ee&I+^LXmqAJ(k#SiTL5K3Kr-uKP1;&=K(mk;jM8f;e;1x-3JzCDKc<_X-p
zs1(J`;#HHp>7K9C5RbvR9cV%+m?TpR^tJ@IPwB1orwdauY~~mPKfX?%FGvT^NY^b6
zIy#1~2!}+0{-qzImAj(k+Kl|{+{`?E$&sUBUOo+WFa1pGFaABB4vB(`C9oafNY{t`
zvM4B$G*vS$+=?t?Jsn!_JeQ^0;4yYKsWIJD!(;wYc9QStNiy7m27b*v0;e`VeMd66
z9+XKYR%W8(@lMYFV9K<b(1bF?ccA|Sqi#7F2{{?74~~S)Hsh*nGc$cj&iY396*1l1
z>xVf^sPaI~UQHn;z5U$yqO%tDPy8HiYFyA7y4ma+z|H1Flly;iz(6KwW-Ult<Dm4F
zhVemUZ_x=>Vz;HpaM`%um1a9}`h`J(#-r3E1W`z0!`@`~*_!!r>(TqM;u`sF_)iX@
zwR6WG77k91l4<_trQbmn3ij=1H|x?!c`%!SKz`cFf--Je%Xh8|qiQdrQ=(lL>pJ6_
zyLq_Y-dhTL`hoG<Yk1<Qw<Ka5j!xMIM;}9K)g3&(2!;gJAy9(21HCCa+2fZ8+vris
zrG44Nbu|^&_tIz1%PiAeE6?z?z%u8CKR6nPdOG}V(#7$tc%pY^-=$b)bjHQCwO0Gu
zxxY8%KcRFL1S>Ls+AUGdRlc@m6BpiNB%CMk=o~ykzCj7D^*G)lU+thW{Dh96ds8#I
zh^+dI7ydxd>gx-R9_0~?5sxB-jNcqhoLHgP+c#)xj5@VL$p@05kmi60gqQ972QLep
zU5Nor5~?&u8d}X5L!4+7XKZo|ZO8PmzfR{G$WB%YucAF_REZCBGM^MU3bn=syONe=
zqtX}ZjZXXxl>+ZX+~K5pUJA-9{~K2`I~<yt8ac2(EkyP+&hy8@pVPUaiS^MVDB`I5
zlX!7#gE&!wd|$8C^#8e8579s?*QN*UGTNtIQFZ2UP(wrH!#aWxh9v4%kKln@3gj*m
zajlMOC(vV~rg(4=s>~cweZ8$e#z4Zs?13|H9M{`&ebrp+f2Q^)^uBTcg1$y1JpXRu
zYCUL-?@02U6YNBXOhh#`>0d~ZQNixf<ld5-tZZnAn@~_2F{*u;s{H&V9zYc=e&xgg
zfZ5kH{0FnAh5`zh@72M0;Sq4A$w(Ar2B^tj3T3~{v*Zz<VKJUx9UqK%Z9rrOyHum=
zm;GqPCysMwS8ui&jmpfqX~cs9rAhDL^_!m1f`ToA*pd70Nj==!W@<g+8xZCce}Gw8
zj?^ZiCND0T&W}E9{+hovpL@BdT|cU5%apM9!O^7s9zKMKUf$zDqjRdTAWcGqxM-b@
zNKPzjt2Y)z9!*eYfd-FIfVS*c2oj8K`UevHStqu95MTVbeg*HLQn)RU`CM5=Zhww3
z;?wW>`MzY2%<yeEO=bS|;D0Vd$)M)hR+EE&DiE;m&|1A>G5^VX8RY}Fj}3WEXXj|Q
z)tthD*V$Lc|KMXTO-vzj8l&n89ZhzYaW&(ap=F43DU+2iyu^zM!cdvh(Ft;?pkgwH
zUe2oq$>siO4R0vT-euiA`uy3xO6u`QT=<bM_ia@U%12$ez=9K$a20KLU5Tx?r}3z|
zro6B-D7Ow1yRRp4!%c?*L2jx28-hFp8F5pKfdY6BdShKE&rP`D{HUU^Fe1^Z(DnP`
z2f|Mkd}%nkitsdF@5*bDi|gCPu8sM+zk3QM*7Wf;FVRN_RaI#a$$j~zN*?dV`%E}x
zrOf}=b(ju?#*w2Q*Lj-9!l=7hcQ*yBn~Uq6m#xrVDF=-*zFUOcPjRnv9rw_cZm7N+
zuMs1E-2`q}I6eFKE_9iUG6y7XU33<j1`E~DfxFHfXw0M!cgs%djor+l@Fq1nKdv{e
zd;#3H-|hBCR8k!1Onn2*QW!~|%Ixl|_S*}N__}wvU;#mq^oz~w>J5?;D=U=R=8M18
zG41kOJ}Wn<6g%gftqUfvY(YjL>iT!?$~2Xp;~OUkA?*ds*8E97R4hd+^TZd`@C(`K
zNplZJHF@q(_Dd;`F|Gp{t@j-UG(!b#?{3Qg!AhB)-`vaC5l?Q_5Gme8Cugi+%cmTd
zjP@>RV~HaDw0z1z$$uAws{FcTgCrclz`J}y6wJp3V9ks6=3gH_8>f~##ldGLuM{l8
zp0LF%#rpfldZz2}Bacx}!!%cQfAW2U){hNcj=6N`@tb281@K;u^D>>|RVcMej=tjj
zQ)@V~klPl$0v>fLo?nbd_**~axMSvqGOE7CNl>tmOGJPp{6TO%jh*fn0T1|o!B2bQ
zJ}MU;onEZ=c#v=b{|T?#&suL!w1O|Y#RKQ9yGULcAaI*cW=M>h$7TDs*nU>_XF3Os
z9B}eE2!1Y<`J&RZ3Wuhkin79$LItv!HU4ycDZ{?Qu+$Ydfuniiu`hNnRn)g&?Dtvm
z8LOF|T-bv>Hwj+^I%>~;ZM){N>+oOe4JvJMu=@G0#<|7Ekr<=;i?of$lMq5%1L3I`
zcYivfs&696$qCoR(D%{QT&fH5qCp%f*Cgc>x8}{sH;M$51B-$@I92+dXRL<I4?N#Y
zTI+tA`9~j2m9_}>sP-jY94_T!PFsHpQQ$)DtJBglA8tcY)jNVnTYuD%H~g&hhgs+)
zt?lAX(C<-dCH=mmr~NPZ4yldQnK#a^dL|{`Tk*WN?Z3B>_3v>(sL^cnYxIutb6FwZ
z)4Ao$)=d?-#wC*TlNi_GHWJH#&IdxO2nd7o23s+p>;eTVezb`LmG6ITidl^p9Vn)(
zkhDbz`M*RdUG-(#Gaz1fdNw8<AkUn_eVX){TYVQ#aKAhv^E|4G4HqGxn{DC)!W7li
zV=-9@qUda)Z;ZTXR{Uei#`zA_wBDP5py6Th`h#Hxl4(nbh;Y)S-MzSCAKV<yx;eO#
z@jd?qIAJx=75`FK|Lo)j$~;28T3sf&;Z0}YNfW_Rm2gUQcL=K4(TxvP*W3L=oJqG`
z_cwr}#^;5Qw!&t=vEK6P%%PPB$MOe|HXs^%nCSgzx3ZO*7^KM{G)JuJ3Kcy41R~-?
zu32E&+;Y1vEz#UQ`AlXIX{d9UCz=u5S!!Qs#^-eB&>hNZJ$}O>{A~Rus#2Qq#-@v-
zl~U$gA28)k>M*aVQo!O6yx_QyzJ!`xouQ!hbWk-W$cDnJNg!|pjsYEzV(+v_{96B#
zZWDa6a&JFcaQlI9`lD9EyIyZxyH0^P1f`Jsn)GHuzynBPTdRZN;BEz=1fNzLC@dlo
zGr>>%fQ2H2sex)}+P5mxqGO<5tWe?J)7gD}fx~+95~`Z$s~ZBAT1BK>2dn%lr}fWx
z-Lnnn@vF*kt`xqdasA9fGAJ@tbLu*7%S~VqfBa?sE^_e@$)*0%!tHCvGDJ_ZTd67B
zAP7kj&adxy^wdf^w{6X4z13aXsJAycUA4erCR_K}Sd3Tj78hzz2kBlAKl5R$6n#Pb
z{-Sl)9`uv}QBW#!YbI5A1Q0PKiccVa7y90<5%<fPg}cOe^gk{R=G24<EyfgIG?PUT
zoKhS|r_68(YMCfhB(66kla2L<&t6nz;_lC3ukT~?1pS8Ok%2e;)(nDPgNrgTF<EEx
z_XMK0ps%6|hANIh_q*R)`tA-^rgySxs6D1pJWg_oznG5hP*Q!6&%9@Q(f@*)>gjr3
zvz;*JvojO(@OVEjIGdCTd<<zRZ0quJVxa8x1m}?M#Uh8oUs9<>^jdjyzB{|9K^CJw
z>m-P>PQ?87czLq1*Y@&Sl!&zh5_ApdY&qW6eUeZrIZ(gNF-J0RFc+ydxX+FFNuO4{
zqvTbbU2fs|G0*Mx;ERcEa5>rReHy3!bN*5c&b7bedd=8mA?56JxmR%5<=Ku-oah+6
zh-b17;?wyNT0aS`IEUo(68O2%O7Ft8#$jC4QR-Zrs+*vtVKRRAE%Bi4AI?W31jT&Z
z#q!={_uz0xSvF-t^q(<<iA~H}KS#audL`~~aTOA#{7W}0%C&z%H{5^t<Oa!J;3ZnL
zC_YR65}Nn4XRO2G$Y<~U?YYs4^HbW9gA~|J8;a2QoihB%K=%5V2sBmUJncs|jS*0O
zh7f}`iE7USx@8HSDiHm09<Mo=IgrZfvd`x`h8$T=s;T5p?oUr-LkLqK$#B1mwv^_1
z@B`3J?)!sADxX$}0^rJd5v-+7Ua>>0d*KGS4&Ld1iJy9Tzre^50&LjqeMcobBPW)4
z?SB`3&O5=$nRU-<t1I`Hzr(;pvtnvBr4b*$A&9A%bN-D`z7lHc_R}*KYekYa()xC4
zo4n<i>);G%Vs`byoAvAEy(!XL+oPoKPfk>2n%N^n*q6o>qN3vNF;d<?>=$(LKP^El
zDkLq?pD_cxp=f&~|G>WB?(gTtW4|wxf7-^}&_Sd9mQ}zq3sSDeRO2$2U#gudij87q
z^<uf7enC8^Omy3G_6GwTt|7EG_~$-^@KCz1<c><AsWk6bC55*XKKPC|S&#3Uj8luz
zhrL~KLxT*h=_1|2I@6QN2!ofzOc1WO_ixyvHqdK(M!JEMu5>{ySwSCGM|NDeRZ+qt
z#*4+2l$HMmGz|%Wo*p7%_C!|$aYJUU3O1ZKJM$9$a_{k<?NN=qru+q&{mivjJ@=l}
zWaaZ%oVOf$E}DKFo!=6NLoX4Yba3rq&5JIuwNus^{}X7`SO3LC{hGt*`;LdJB+YNN
zFEm{0cR*e*4*ITN84N`#U%h=sqmF}MF)mAv7ma2eQA7DZyuG{|E6ez3p78vZH-#w(
zn}X0;*c(XA{uecU|J`Jx_!o|Ad8<8}F=~WC;P>FopCPYex;$@Tecmv0ER61rvf~#0
zaE%#fTMrkgRv4y?rzc`|_P)9Wt;j&<LO>IU|2`g-rI4U1pFkuiWJ2drqX_rQ@mXVd
zp~35_GW!q6W6`u`!rO2NbE{mlAN`rX<{)L=TYJm%%RMu8&*g68=(IT#^6B<J)or@d
z;IQGd!!-$OI`x7210h|{hQ%(QmlXYpAxf9ArbCP+vqQNCDMXVe9{FOIzoNQtkd>wq
zesN31zgCpx=Z&-!c7!gaymb6wqy%NTww{2-Y++43I|Epi0UK`myfUTVjr#+QqromH
zmcyP`$F3dBz5guGn}OLM1RG#Mba~&TQ}EhDXRAz3h-zRJ;qq+yqEvAVas~O0MLhx`
z7@O_-mOo-`Dp(J=GQL0mI$5Rc@2Kz{V)O)@HrrZq164cUInLv18s02FY||`1ShL7X
zUSN28q1AwFkJ`yyyC-Vx(fGjq-DG8!O>FpMQg&vwxbwz~1KtkM{Qe#GFH5WJy2eu@
za>!b*UcGa)xh{r=p0ufRwO_#uYn`QE9O5_{hQ`&%WyVgjd{(=o_?$R$&BrJs_3L=f
zZRPA}XgDh7<6vRUnt&>bZ;fRQfWcj;ABK=dFMu@I8C}!CLQsvb<qL8dz9rJq?_?F`
zUf&6@w$wF%S#);;tc`E%4brtBA8=>yZ3C2MeKR#_kqsJ`U+L8qs?SpNhj_B955@z^
zS1wYhVXA}gf`sbU4jbMnu;!c&9BWsupLMb>Xe{JaRF`*`9QhFxfV>rjFqfAesoJ(c
zel6Xo6CUnoQrwr33W?9DU_Zf$%Z<VTE}f-AEyf2J0(AYHKJaVT$+{!8e&uknN`<CC
z!h+JGwJZ!fWtHoEYO=CIL3P<ZzEWh(UbadvaWksjSK`iG+wlmc_2`H7KPKLVzPA$B
z2jmnN|6bC?Ex+NgTfRcjcLfAOC`tWJsZBN@O-_$tK1Li?qHme*1_A8v_N5mpOGkRu
zu8Z{>!==>!geaosTR%;$Ctl)aWzk3zRRx8NMU67%3XAvU4%oHTUeb~tDM~lY%(LDd
zRFBf^H5@m=ZTDr)xyJ<hKJ8;5K8+Bi9Ql3u58V2%V{eg<4%h1^I%A4WSDACWL)Mt+
zl+>jGn1qwog5OgH;$I%s$uS|}--d9lFI(3~<^40o=XC{IcOL{auwx}xCQ#+p#q*A1
zx5J@J1ttbji{AY&z*d(kM1*5l2xK&9PKFz?Mf_&+#=(LC0YcwTu=1vOV#J?B>1R1l
zj69gR43fX_;jv0hPd5jBf!hNVcTeu$AXbgA0y@i%YsOVNv86I~k2w#jzeQ)Op(ZXb
z8Tq^3PVjC#XY!hp|5zwi?ODB3s;y^<lU<xk*p^l39w1x*@LTYe@t+6|+LE48F^Tg9
zO3RPk7PjchF4vwCBO<K(^-<LePPt!(*N)K*CUWu2J(kyIH)y!qCzj+bS)8SW=l~K!
zwP)cEJp*^3i43@l0JICJMTtoD>`4jx5q+SOKmvaxePCB-2KogVms+Y;wuPRP*5#0O
z*SE7P02TF2ATLIhS#^uxum>A$2vJKTzWl@0T&GxysFw)IL#K*%jS}|?ipSPWbBVir
zhHBiWC3oT)9*$fgCTL7e-8);V)Yd%-^oa@-Mq<EseeeiCCz%ZT3=j@UK^0LmAod2P
zh&@0z(+`C8kYirkITs)$B#zh?_XB+qWR-ZG8V8z@<eFd{fR08NHbKLrPDuq^d%jfY
z*Q@LArP?j?S~smn35}Z-4Z*OpW+7KuU>Z+nROAiQ+CXqxDHtE>PU6eTwEbZ^X+^p4
zn0(-_Yg3@<1P&MtLRD>z<m)}vz}ZRHv0=9oxL=Cf4P60_sb1uLpy^)+viBUI!!)ja
zQgVuR7f3tAUFOvl@7%dg-3x3Dj;zU1KP~qm?i~|yI8GYl-q(styyWW_>S~FpId}G=
zndC^_;z@1hbPM{ms)U?Z$LJ$Nlk0Q<;=WnP0ll2Gh}gxCi;(ZO<*SG8!1M>Qzylre
zUdD-{-rZZQ^PG)TPM#ujnqgggfCJ-?LyDkrT=RuIIVPV^zaM-|F~tOyv3b;M_^OOx
zKO*aYO61N1XZhRQ$Jvr28|H1C9#$R)i4F>VVZ6ck6eF)S$Ov31SM#CVlN@I{RrO=M
ze>=LCdk@V3f$JK0>9S;+V`rSc?!B|u%TgD>c^zn+hTRY56&{-wK2C5wAoOXpePUJl
zcRNQ>v}QHokS*<OPwt?~lxH$s(}tsmM&)s2m@ryxbbEe$_wIm9wVebn^fO`Kj(+)=
z(<x?in;<OI7k$=d4rl;?-!;OGaIPjn9n|=fQ-RC`898{G_6SO33`qD$_Zk7oJ$Ly_
z#R~b(=w4KP^&qln++1ck=s+G%1kL0ARn7>7bsK?7<FFc2%8ibYWh4Mf>Nm=T&h-2O
z%K_jr$pefW)B)KE2TWa)w}G-6m!0ZI_{w1eDY{aP4l8N^1`7f(PprCdz`BGVh%{6t
z4>GC5{gT}B_=AKzp4a<YcF{ZY@w3dnJ08{Q53Ikp>00I<C=iaI@!h+)WGrNV!yUb8
z5u~>Cg43h;6T-qxv%_ZVajRzb&R#LGFT=B|QJ*pkJ@l_XE&_9<V&L=f#iR(;0QEhc
zD^Op4{4>ovb_z7<wcNhJdalA#$>r1;dtetDH#%5kmJj$g{O8Z#<mmy%AqUJ3Gv8|X
zI$4g&_t-L+CiNDWPITWxV%vRvpQV$r2MdZmI4v!&C+g~|sqw6>I^FOw54@A=f!G+#
zW+|Jd4?<_3Tm8WB{J0AVE#%g;J|g>5O#o{brX~F|vwh;@qNA-l9y7<@Uu)de#%%>Y
z`_~cq-wwy`zlmB~TTirn3S>Qb8*g9X+3}>zPRr!p#D7^rKsUfle~NYK=fv_@S}g%_
z!(FFrMqqbgG<f2Avx)o|o)g{IxiBpSyBQ30Z|}No$lr`)`Znb`iiV9|BSr+PNpCeb
zVZ}(F8j?}|(AjW9Hn%XX;UdjsV+8r|t+u`D6nQ8W58ys^@@xjDBy&B`!Eb>klPR(D
zkQvlEY1{;IP`Gblk>bn9C7-<XOOknV_Tia2hQV%u=yG64FZcz%wM~!q8}{VZ=|wL8
ziYs0kxwPC}wxw)MVy|~zT}4!qFAB1Ao}BDFcRDrxu8v|JIYEkjWQ%7+mZ62!dLX}R
zJOL5S();6bZgYjS{Aj0@L~lx}h%0ITCs{<!>z8VtQN8O_eGt>f|7$7rcT)AEwt3Pc
zN)<Jp<P@p+1Cp1lQRX|uJh9)U_(PrN>b%{vbjdgMpxf$K(cp-yq;L(mhKE&K|7EU>
zGLzZIMJ;md=-16*j4E;ZCGY!|8&2NTVdj(D7w#u_IKA77D7Swc_A+@g>xB){iRRYQ
zH7IauD&m0_BKPrISFaGbRQDIS$Tp3gNm9^t06dZ)(^`Mf@wTfQc=qMKvZXtuX=99)
z-)*kD^0qq9LQYX>cB(WoiXR+s-aS00jEq4btdG5QzK@mv&WT7InhX9Q%#S`P?vk(k
z9r#y2d9LjOQ*Wh%j+@cdzhn|(;8K)(H-dKf<05DdFueoX&y}o}0d1oUu>iC{nrRDH
zc(@O|9Ih)+{O#5c9l$R%c-Ro-$#g4!y^Ct)8vAH6?L&O#>K#=iMwp$1pI*={%5ufi
zOrR6Wt?B^4A>AeAwQ23ff^3(w?F7^+;IpNt(@#+_Fy%e%0rWBr;H;Pe^_aEOQdR8%
zUck9M8OpN2p;CAGG3dT2qmb%3f40!PZlnfCaQz1X<Ba%K#|zw0r>APD4%n`p1J5%*
zCMlsWEOH!RNN48iJ(Jy^xt1=k9${7s^@huFZp0$h<L2v=mPn7qbg-q--g&I6J&wc_
zbvw#I@I7{@HU9DkPhd<Zb9;Ui<5&!sbF%a{myJsAfL2I)px>)f*tuM+o9|htg=Cj7
zAOaSt1Fp|9b1`~-poJT7^|l2*I9)!Opr4deU<QnTD8fmlp~zkImc<c|qSWnY7?GIz
z>PcjgOQI{u<*?~(ZWvaMyLDfrFlkC;|K}_H>}T6?LGQDrz9|E%tJOCS6E1fqg-0RO
z0a5NoA<8`0{PYO;UP$=-cCsRUgP2oiIUS8Mfz1w%!((jfkcueeCluxlrX_{y5oCoI
zkn<qK_@gT@sU-{+qhJ&COtcmYTcwIg1|f*-7qQMB->1e&o{IL2N)|3x8FvhW*NT=I
zm>s81;CQ%HN+ibS)|jn#w8_<}LB=d_B1OcuypNsOETxd0nGAU(Ez0jTzwiQ#*;Th6
z6el&Nygx;eBntmd=<<)n+F)r_t!Ul}?j<?wT|L7p@$VONeU^Z?F%wk@Vtiqv&6fw6
zSne1NRosHL&_692TxtPX$+zNBzKj2_thz0i8P1de?s(K6<1#wM*PS4$^GEGhXl#dN
zUMF|lQO@zNF+C#b@2T@&dV}j>c-9ds6)OdTQ1O;#;;z3DX(Y?t)6H6c*u>9&9-E$X
zp0e?1pbVpG5!agCXHcDxGlRk9ab=>+f5w`a@~1qODh!EQTC2$fYPNO-IUf7ul(`})
zSKGxp1^ZUULapoi%n}q5mE|*lZ5@lVn^-uuzJ8`}7?bW^xnbvY{5?6R&yYY4i%FUy
z!yZ3up5NZr67+XHufT4gFeQWkuF&>lB*RETqR4olE=g_6iPb0rdMYNsN~N~E@(C#4
zATG99zE78MjPo5fDMR=THuX@!ix3De-Srrzs*@EZ?v%;wCtkMoQPO()3OTvP59rO3
ztCi$<zfKkaa$E?u5*jif0{}KZM?9`8qJ$@+w(WG(ytn85thZ71_NVIv5RQuZ7s~ta
z-0OZLNOP&%iJL28HGuqB2|z7b@+m#sH6O^H2xLyi;K`l<vP;>i0x{q#m#>wSD2?g*
z-xP&!>9iW|dzc?Yq3$OW9Ng=tfD<Ap;{(iKzy9WHfwR}tC?hF?DWiJXG1neZ=Wg^8
ztI5P?VluBbDgRw)aOu+eN=L%MTcMq~-oHk56}7(i^7x9W%Y2Y)c8GgzCWzZ5N=@A@
ztv8<S!2O|+L5BI~C{>G$d`lCb1%jsZu?&Sjd<1t_zn0Se%%@yxk)-oYu+OE{ZcAlM
zI_+liYvJNkUIN1XHEMH1y1?ulNW&V7i7BF#2#HED1bRS!z|(q&Kwxy=7MOfujoF;`
zvYzDikiLA2?fNZ2kK}t~SWb>xaNojVl;_N4>rXCc-K+P$zUVs5^bm;Q5=#g}h#!=n
z8w8DJKN+9H6}SAevgNzTdYL1O)kF)vennbKg`q2xh1!3qICg|_E!N*x(O9n2#7<wr
zzzUN?5^hj%;aH-imx_>mobQ%$Ee<z++tU`wUr6fAdoV62lnuXzT8T9=zm(!fBTQ@g
z5TACsUIbx1KPvg_i1p+{$6qgs7_O;5D6u2Tk3hmzs$fvG=Wan~qKRdmfV@blHtZ~(
zLHXAVs-ALOi4~HH-Kv{mq@uoVkUNy&vK;3gAO0iq)A3l{ahFwhJ402zL4nkJMNk_F
zko5zi&GRa*_~mb5yQ*EgIj^o*No-kM;)?rZc9Dmp^HGSP5LmE+EJ(m_4}ME1%%n%H
z$4Yfa`+4E2*;!e$AXJ4bvGhrP<&x~lKj{`s1;9Vgs~`mws6l4swQ!ngj5Zr|?9H27
zx1F4<44I6|tKe@kKF~TOfK<&swi4^_uLh93>QTVkwA!MJP9)(zPf8xji-Vq!$r&vE
z^LCwG&$`B5a6Xf@Dp|y(a;b(WtjEeu@>W!5zOtc>VFE}M!gfwb3#$QYDUm0pup4iV
zOmu=8d@(SUeEP>A@Hwc>!)V!Mp)xY?s~j0DPI&yX(;u$KwGvBoi}b1n?RGvtTfB;U
zkde7)=rNpyKBI64uG+@}Bw`}GxM3e|F~rQgeY!QYDAH&_Mt!SqYF1w(VcF!oHxR3I
zCBHO(c`~!RI1;BfHaA4TeT>w-qfcc+A47#mg!@kZjKv7Y`TfR#1_6Y;u=Uy`g~ST;
zTx<M4kH-Wa?^S7#`DNKo!@F6NxfQ<0v$9oB6-942K8|m`Fm|)2ij6u?So>Bv2e(_*
z1o9pEX}M+Ki+4S+$SIO2FJw!QtA?Q|q8L9iU4W+T^PKYoL)YB>+=`U%IfLEZDn$QZ
zvEB;8{R(xjY>&ohFUa%t-xx-|bB?#kvKs(I$~A|r?}Kh#3luz8`w2A0BOpOB#y;?W
zac|As-~VE#S3lBW97XW4Ju%3{-<W<M+MVe3nvO3t=<b(`FGM7+`6w;e51p!#fpTvc
zEkLWDrvZXksiG_pdCf~qj|G|8qD37ymJHF=u01AE`(qhYnx^O%x(yiLxs;ARuby6z
z>_1q}BKw;ut3iP&>^!uh62OTlF;`sJ_ArE(D+(~dqQV|VjSz<8!z1AwW{T{vMw?+I
z!6&J>*69srVcBPsoyXvy-(KJ@WCUYS1%Zkp(|tRhtyz6?@F3!ThMPH&O%k6YKIgz^
z+ew_ppz}HpAa%HzlUJYXFNiyqwC?b^YR;K;`EDEfUAOh65~A#59(J(%o@Zv)h(9cH
zJhKa^!+Nfkzk6a!6v#_Ywm5W&eou2RF~Kinps6or;#gAd8xl^`r6UnauO~#W0!cHY
z6AxwmSVBK30yTK)(M(Zu*Y3|N_;$_pObvgP$=wc&-tIMYSt_k5&r@x^_eFjCa*icC
z@7KN1YszugfP&jK^zF>{RZ8_t+vx)R&uZXE^6w@UwjF+``C-6m$#<Wn#;@9Dt}&B8
zRVCs+p3prMe<V#sf+(EgSu9ROWDm7Ts3Dca2eYlMZ2OkkT`e$5!LNhU^q?tAqdKum
z1y2LYeNaVxd+nGMPiO3$Jl<LW&hB4$fzi&zkv2T$h~MQ_1EG=j15U(EN9$fw>lsJQ
zU#~ywYzfts#BtcAK^oNHu=Pg*(1`r7V`v)qU2RuT>0RtqkbJ<-EWt5YSNJNl%!l1e
zL8zaoFCKfy>2gP3{o3tZJ4Cjj;AKTe<+}IRIR+pfQI|uMUrh&;S82~n)S;dm3sv3K
zQ~rzdp9Sg}DD`^5op$QaM%9TRgdV!8u32*PH{&iJL9TGv6V_0$^>P3jA>crZwpZFA
zkgoKcm0#9T+;;VBado3Zy&w8;QD#xF5K$z9y>K7v!6k&eLF7R&xX|3EI%Jr^392lr
z*WS4VFDUQ4e~+Ie*1bjal^xdmQ&hMK&e9m})NYsKsiJ60InK?JBX_>)yBZq5@Wooc
zCht)r-#EbQl@GEm57^5I9Zvg1Rob`YC$Q&XowBX=W-8LcZFq~<7>h=a^oeL?K&u2s
zeV1QOJ8+1}i$2)z+%A_Hi}Y?n+M|aiW{C2Bgb}b@6)crG@HyxwEk24o7o3l0UMkx$
zSlh=(pAC5=PnmG;LrPCi&Vs%q(E=mVK0&5!M%k^Lj-2&I;mTpoVF#Hk@8=8JeN=`Y
z4{-{1YdY!L)y`M$*8LtfcntbD{17;lj_S%fH(c|XIOo`|-92;gf}c*|=YxvcvQ(Z1
z`>xeq^3%faSn6T^T0U_vpol8q0KfwIZx)5^%~droTr1n9QLcHGOBJZq^43GB9*%UZ
zHreradm@o)1bqYlz|$UpUjPY+259caXekkJGNaDcvp&pr!Pxk_8?`p9sTqMMgqI@_
z$@eV{v8LcaWZb)bigGSIrhijUp753debEuX^b&YNDnoY5<dWB?_y|#IB0Y%`wg+@1
z(hNg1Wlb~NsQKASSn{oniKk<JICo1KOX9iE{$lFzZj%?+p=aTSJ?#M!A;^gkGv*uu
z`D1`Iu07T|C;_-C8v!3WT-D>5;8GjdYbQhWs>fYdyPL?vFlyrX_N`sMB^yU+pWS2D
z^Bv{apwXCLeq4miTLD@K_uX3S0V=NwiulbMWNH9{O9y>WSReEU+;?1_vJ4&9k@BaJ
zx?Yx+e=see|1!$BX4Eu0*E-u1Q~mIUXkpS#6Us0CK%)da0COP|l;O0EYqCH#<a{8T
z%9)Qx*bL)a3R~v5-YnZEIoOnu=|1?a4<>e{z~rJ_f^)QF7Sg5tp0lcC=HAB*7?P3&
z1gBhJcvA$xx)d2V=Xuu7*K&K^3YP_`X9unUUrPwS;6i*eMi$mejDa#}35lCN;QIj9
zz%!*Uv&ccCT1~ZxpZw|ezRIbhc%1G*Gdbv2^BV+<UtwcmLASKD%#coVaTQlpRb9wE
zr9Bp!QlrDQPwM(WV%f_!e&N`@+qm8x)3vQNg<ym|Wgn=BjH_lNe9>=EUk)wHJlowf
z0*%L1@U#brwQNDJ0vV_8u*&TpW7T?~aS2W!J6SgdaWEJ?2^cRkC}9`U;L*|CL3ka}
z`$|@zcY=?Bo%i;8T$*TRPQrye;efzz8Ab>oqsZ67b>TA0dwq}ZYz3Elv4v6=dgGZh
z9H2i6=oX5G+Sz>h^2Mmg*niX>g9o;yY*#H+bPO2y-KRY`1_~_}ge1n%kI;*C2~sRX
znOVOpc?GV!;`oU<oKZN0wE(SSUSCeOo_i(P_gNah_A$_7(AseDMc1*6X1x~=lI1O?
z8F2NTPYWoVEN1pd#m)Or-=9z6T*Z(?4nV~NQ2%W^6u?QLY!$+DK|ho_&|9$(V69kw
zfCmZDoYWJy>$?GTi_<Y&A)NUJMHTfNmlusH-fsJ0wksO?wHF+q=31bU&tc-Uo(*8H
zAqA$=T-8?0wzAeNg5g?GVU)1&g`be3QtuDSWM4j;0R(yw_5-=ZJ_4@vULc20UZOuO
z(g)@R|5exvxEMYHvNTPlV*wUubd76wm7;OQOqyQ(l^qWTy8TAXZBW#VK7w<F9c2aS
z!+A4;EE!o%Ae<d!sHdSsj#r&xDQEEgbd_sL8X!FfRzmi2zgkWuidnpnv>QrWTXTiB
zGH8|pnm~D)>af#_iSB>URVW(5k2#*H)F^K8;YV}%ewhD)tL~;L_oE8_1k6&_H{M9V
z)l~=Elr;w>G%9m`&5Mp7-`k7RFD~mV6&<I9@{K3Ytmhb4<Q-wWl+W-v1iG6Vu8rNE
zR}(PGu$a`%jcF#)sKv$~@%vi)9`-87P}2C|$Y2i;32API)gcK<HbN|wF4f*IRWYjl
zqbjj>^19Hp!C)_O2R}CejqTd^)Bc_v#ciR8l$iB;j;%TkszbD5gQ>$R@7`L)@nzaL
zyhNfG4aqMueR03f>%#BDh!kmdV;-1_RM1kyblKMB4e<QW2r}kMs~V~o)sYH)R}4ay
zgiTxcewMsIuaB&2edzfz7_E&Vy1=WVpa^6oPVL2_QSvp5`<X`vt38G)4Y#Hy0X^VQ
zWjf`p5}xWLA^Q%z1MUtTZF2M?!!sZg!~ip7?BlgmKr8zqfO#`i(AKOFg9{^RFNoul
z`5uXI-x>c_7%6o{#%kO_xbFM83TgWU@#TYL#*H%b)459l9}Or$;w|YbGWT0vUB-+~
zt0hU=<AB-F8qmYxD@Psl08|VemfEGFN9}&^06DYt+*Np=70ZN9%lnMm7HY_-BVjQY
zG7g#m;$ZK4KSc<EXLTGQ#!T+JrA(apne6T6)p15bkK`=cWq=ltqm&$;(!K$vJ(t?r
zxV(Re)%~6h>5A9}PN*fH35O5mW3r2T0QoXJ&UC9_K3lNC>Y3w9wTbBV!K3=?REMb9
z?>)8{RKhMrAJ*I?HdNx@uNvpX34hvf@F1IJPy$$$X1|#9jzidX%EU1TI{ZS@aQSEh
z+rl1j5F9jP;ZCbJ!J2{P*lyxi{>e0@yv@<P2M~lcybotN0}^<3VSYX^4x?!Gm3As8
z>dqtyx6hZjycJ)6`Vm2KAqiCfc34RRKvSS)X8{a(kT!v3bb~n2ecH35PSCE`jb?9Q
z^!?sj-Q)E)sJ^qFJyAsLdbDUC*1b2BdGNIWNpaZjv1E9VMP`tNH3e6p9r(Bitl44{
z6WJDRsHh`>Fris~Pw!>)c)n1-U~HyG`o7jZ>n|jZc7y06KKzQzc=a<>fn!hu57Rf>
zSSM})D6er=xEoS7e8HY`a*S`ukTZ=^I)nYB&HK0rYCBN>6ziUJMZ!>t1-PP^tAU5l
zxXi<+AnTZpX>K;%$|Lawk2Lhu-8QU}<!3`ao1l)k2~?PXT2YU=F^yq>tEzd3c1hlS
zu8&RMe%f~tTK>43#*k?zOhpJ6QwGrc2irry9vX7Ov|=HFsudCRx)N>Aqo%f6*vp8H
zBZM>5)Qx_sG|I`#-<@Zvm|A71Ih++p6*%#&mwoXWYEVF8e9otF1$cU6f5(jI24Qvg
z$(dS5upa7$Jifjd*Du?ZUV3Tyl)H~d!NL_ds1Hv79c4Dwjc5a0trMjjInQR$O2>@@
zRaM4q6wmmmbE-_S?>Of6OxZZS2sKO+2wZv;`36_w6n?wat)fFR0F&jbx38?|S<y}|
zRTC)Xp*2!W6ia;f&OAnxhMD~uayP@O{#WPbV4cHr($M;wCR}(|1v^p=J1Zw}Bj;fQ
z71Q$<ZuXh4=`q*I@pi-6Af(L)+)fgW_nyg!ICA87Qq7I^^SSP_x$|GB3&fyxdFY4^
zEBD8NJr`~0%Ev25V{PI?2E0p_1?(DRKfM1yYyF)z*Df|-;1ulFw>$&sl;IYSx+nhg
zGLz3LAB{rDaz3`hS{1i&JF~@?I)@UOA7TZ0O~3|+W)B0`e(u57q_5v_Iw!WKXBG5q
zcD3qLyyOJ>iRY@|2l(B=<1W_i_fE=IJj|ZFr8Z{+=vQ|qu~i-318S&ohf^FhX<5)?
zYTtT^>rR$leIB+v5UTi4+Zix#i5ps{9|8CI<;qC8X#JVNcwbqG1{lHF`>r5u+7Mx)
zATJRS-k--o3RrwuHbC4|8`*My)OVZkOB4V!q?O<=xG@iOmlRFTC(1W89mtULTGJjn
zTHu}(7iW;RP96BgWpb|&h2(qE(OiSj%|3kl(qK>Z6HqAIs_P8yp<4OsM`n~Qi{#vy
z7R|o#xbflmV9ndSmbjIrzp?nZtH<U`<xCllF)8RPXsLtP&eQ?p0!@Ap-RsZHw-PfZ
z2fRB@m*?iOyUPo6j7?22oe*Z&F%&ctbBaBrU0~*8BV6};7tV7|U02rztF&LQLte9)
zA3cBL7IxMbKVF1;YOm`R4A^rJOGh0IGoVy2gZ=Ni0w43B%{5qwxMQ<}9Ow{$8N(V#
z*O~8n2kp*Ft+!NnS0jUu1o#NDoPGa3dvLHrp}@I4W5KRZSdLAISFj1A2gExcm2scx
z{{_oBWu1poSMAbYsN>qtA(y5k<!&TA(L3@K`+!W|D7E75MzCY{K)gyeLk5Z}`2%o9
zK&r=VBX@xbOk&mDjuKhG{E*oeLwWXl;C}39tV4Hc3}6mDz2M9*fPfC08b%)3xy4sb
zzOJgmh`mNuqzsnLb&eOOxZhTrPDOVI2sGJ->Wd(|6F0b4_x<(F|Do$G<Es3Eu3_L1
z5`uJtf^<uRgh(SG-Ea`3yE{ab6p`+h?ndH(5`v_Fba$6@y!+t)zMtp$@cPA{A3WE!
z_qF%Tnl)=?e(%R7r>(Qxoy68S^0mOXI#ZHmH0xwi(C573t8zvesC3>24aA)qKix3&
zuhGM28$(n?GGRK8m(m@>PtHyubGCzL)>$!rZ8}2DeJxL(b%~T)6bg7DhzG)nJTh+g
zoE@#*CVy;r;$sVR2IAf`1vKuBmREg>w?NCo;tYp0m*3@ki>L6XzeXbT1ml7zTR<=N
z8Zbd^pAR$Ql4E3r37<qt?r<uq_~iRh4kn9SQ>7lQLDTw6%ik39O6zT`V;1;{7@$Q4
znL1PPTxrqv)!RMmp{uqsVLnbPoA$gw+PtU%XO17Hn9md`=pQC;7#7^;jO7z)DCO^#
zqr|pAi&pn{>0rvY7MOLEx(lYom%)dU!7HiJ!vHke1!y1&?nkqd0M9me?HO4=Q|+lC
zGU`yu1F|nl3`TTmLLr6-uNm*ve*W-ko+?kHap7?|C*1Xq6MohLH%*z6%p<T3Fm-YX
z84Rhq`K>HgdOumxzF`ry<)8x-Ob$re1Jmjm7^gsbG`ocCHRJ76v({OZ(GDAbAyM(&
zwwfHS(d^cAp)SkjJFP@5AOf~DYRd+7vF)H++OUmllbn@jboujTPxpX-n!rR5Vhp74
zD}(l?<Df%j>gsZIbhH=9&w-3JugLBBvXl;QCTw>mqkvqdUklt9HFhH*d20PxO~;sz
za-lNSwb{K*>x7Z)FL4kUc~0|kfh6LvA53kiI+Jx1Rv>Pp)39-H2~xOxljs5!7J&z#
znUYLkmB5o|fR1SPjp~J}1Il^<KlQQ>9DpB}1KAgAIGTSAlmku1CqB0G85^;*pkvg0
z@pNJP^?F_@rmyg+@5`d8h;g*n8w0imFaNh%_s#g_j{7I3{o4`xjvH^?kGIkE`W$(A
zBlmQPd<0nQI4J7}f$V8K@a>z|`n6UXA8u?iXl1H?nj*eS?T@)C4^^n~_-(jf*L_tt
zvKiV2lw|AEmET=Q<RB0=IfN(Ot(lE`5g+D`%#Zmj{olx+qKyhk0U339vtvBZa-+n*
ztYhpD%mPF~HC}(M>@PqA4EJ}k9IfZs$G?B2i|E0pQ379P2*M+bUw3{w`Cu>!NXhQ0
zD+i@~1=Z#!yXwcLn=|W{t_V_FpsZU1(3_3^oB#&gPQ)G~!ny2A-@xN-mXR&XV0{Jn
z?O;R<96oV5n+c;L)^`XTFE=WOH;88f)7>Y9HgjWmj60CW$_%D;916_`(+3>u9)N)F
zy20n8;q|S(eWP=ZyjQj|Z7@8QDY`MIy|wXZtRNAl0lE<}>oKdst0md|Po}-{a^GGX
z`2O<Afm7gzDM$YTrC|O0?PXjGRKawcbD#IsZ5R^CU*i3vp94Z@p>P&K4l1fL&`Mew
zKCTi>SWmkF?G19kgmmd3)Q8N!iV#ukR!<>K+ttBB$=5r-R?h~;b_xI9yc`*L+e&%W
z!lrTb&>SToo9E;N71Vz_@7Yf$6o4+4eHQ_$m3th{G_%JsTRl`DoyNr5_`nJiz8{@D
zoJ}U(*ezg|*49u~5PXgXd?W#UN-7zT#pfp;m$UBkmUp)|Q=n-*=r3|o?tfFvS&Tx^
zFbh~r5VujvD>?VR1?6drpMR@c{zbN2w3z>tW*?(_numsf{0h`-ZFxJf-OIQ<^Q(W}
zW@?TEmtXd#tjmds=!DeX6D@D3NWir!v-`Ho2iJe}C2;%!Aa$(5_@()Sn-E;uXC>11
zN!fKIYLb$Y#+vBo{-=8o=AxX3kOPH%DRJ?<3CxK~7Uom3Z=rN`77<*b(u!BVP2PBA
zZ-$a7uvT^vDeSZ$@$I}Lkg}97@4GeM3pRMIepz=WXpZx1=3Acwnl^|N*I3-&kZ$#{
zKyZ^jm+5*oEi@7pM9D&@S^tJol?GB#JEDfjF4Magm0n&i?LJL?pg}C{Q?iy5NQ9#4
zOmT<a&|LdYS{A&Yq-5^$eWbq(#>jpKwOd~<fFZ`#)YP14^B1F6PG{99q~^7Xb$ONb
znR_?HrC&x*0t1C`ZfEw9$kqgcbvL4*Qw4#hM!=#1f|_&x!`KkUC}mgg^FPi^vAnvh
zzHO-bzGJ(JzXRWM8ft-Vi8M4La&fA0hNgi401~rkmBq&Y;n1tY0&qfHQ<G@CL?;Lw
zAXMOlx+6%r9WGBcdr9zA8qc@S*-D<1W?A7_sz5kg%TR1m(0>?dWeB)DS=jhltR$&x
zQq?A8?J^%nG83XwzU0B`Yz<v`2Ak2eGp9$|?t)B`5(=o^Kc9vY8;sD1{{?RAF?_gZ
ztQ`EzWJ!e+g+xYnf?>cRfQ`rkIofkD5ro;>LXytuM4Cc$%1ds{Zf!GU@FQQK%8=?p
zhtS{9+v-3s5l`1p*<zQn^>?UtZbhd{w4J}MT?)~j9|tv2`eL8&&ti}~0kJ(UZge`(
z8sd#@nh&Igg3*BsN2`4vAjn_X*@*zUk44Z?duU}SBz;3upV`om6j`cFzv9R293E!I
zS<u@Z6lk~J7JiE`qQPBvv7DrCcTdj)j`KgNwfxAl()#jdhkG*~Btu?RO}<{Z4#vJH
z5nn>!e`J**ITw<2mta(ma#Lq_x3!mmq;hO*bmY&z!N*)8dRBUgWXn;Geh$2SpA%x4
zt5)!Bi;%t(L+HOYXG`YBq4Ji0Dsm$lS=SM4)b@MceD1y{f>SWAKRYJ`31O)Se(-N$
z@xQg9JR%~Lpas7)xO$*}`a>q?lhHyo)h@Wxdj~r0T3A^~M$tW!G}5DtAm?H#YPFZ<
zdHI_R8@9FyyU}yXkLKdE;exIYz}ME-F^Y^YG^$>!mHI$N+KnsxNwO{iZ9EbYwv#Xm
zincISk9=|FFy8&MHyxnrh3fJ;Szz{0P)Z7U*C)zwpa7KZOp=Zu2?V;S1z?v{>AY2j
zTWdgf&I&MX2lS}Iv>3`nWMyMBHZchTgE<xf%lJY*OsF7kA57)>5>F_)cM7gp!r?at
z--Fcw76Aud%`v}PJp(KoO-g}77KgVfmy(q}t!~8qSYJX4kh^OBzKcr=J@J&VBH}}q
zBD@<=stsswE12eb0{g`8aT9v~DHzmy$>w1&@e=Jyi6U{1qLFZf!UueAdow!BKX`yZ
zVPbkZVfqgkoI&{YRT7QwT!9L0;g+weDjw*H`T<N%dEKin;&G5!)4ll}%;XLMv6JY?
z{`$I>-7@WLjVLFEKLv(Ht@l;a;$N!2fjz%rduL+|<D2Zn`ryhTei~mR8SZ^q8{v1j
z$Qfa^i(+Duvm_#(gD8Hb6|gM!b9aF-KnpFiGZBM=_rH&dCN1^$0?b5N0;H!ZCy&@`
zrgvGO!FM2Nw-fARz|GCw3`l^HBcH>+M^Z8}3JPaIK|y&YGy#_tU__1ym<mexjD5r)
zaPjQ0Es|J$_rspsxt*yqiTMoLxFUj+^9samEHKL-p-Z>YmjhR&vU#YG=vD|9`%s;d
zEFr8#>&?*b?$UFu@@^UN6{g2qu`{>se6L$j7S_I#KEA)lr5ahoDS&pS)+*Cy0s@(*
zPbGEZ4OL#K7+;?so&(VfCW=%ra14u}y;i*Fe1juxRn<}0$|I5XG_=jcORdLM1dXcG
zlU)?yUG-oJ0$0VM)MF<5$--!K&Nt}L<&JGRNukc^Nz@kKQEwWK=OqK5IEe7MFZMIy
zVrB;962gbyiZ;1E{I^*zkfp(p%3#pTY8jZdbD*#ss(Pznkvw6p-t+61q>oSY*N-oC
z+1Xgo)Z#N<=*xc{<>Th+uphi?&k5soIPqTS+Up=yGu-9j*QUvSmN?QFzjdr;j4nX^
zH`5enVd07Sul4Y6s5U7~d?f45kKoUYUS!K7?%SwUw6G|!YHW#7Gc;2`1d5~Ylhx(`
z=^^6a;GFDECtQV-70l?<t(6FW{46Y2)T)feFTI_t1S_S5wJMJ>@NeL_cxZ4#=xCVH
z{N|J_7FR<S9tb{eI&dKIqZrFJ#ZfJ17_uaCSP^dYHKtsc#kJs#cE0x-zyvMuN$6KV
z15YYJ!?KEs3Xhd@Fk68xjW&KMyc7Y<i=iX@$XxVAWV4?7)S&wm(_LdXl+t=>a@<f{
z9;?C+FEch_{QEE_$u&1r{g(utq@=D@n7{4V`ZR|m?UtYJPwJ-&27)BX_T75oCyh>I
z{~6Iw8hL++-ss#db%y8J3^zKj6A95X5BneY^Q(R+sITYWn{SH(!>bm7(DcWLhvb>B
z84m`<?g*}|FD@^MCjF1s6h}*R@WEvAA(_z7&>=MMaysa3`gW1qw`A<Zsc}L_t}|%c
z+vmU3_T+BlO`M;e>IbB%qkJxEaW3LG&bAlenELs7y>qaifR}>RL6{3aOrOqg(wVdx
zsafG#pbOFHyJNpNNq#pZ>=olJRX7@Ly||^Z)>b9yQL_d2K)BmdvjxNd``61v;$R6x
zeEb*;Pn)2hB!p6#z=mPwsfL!f-Rjo<u@H5%0qxWd4i5t(BO_}f{7yE81$-}gQq$7l
zqr*}K93@Pa^Lw3F4Vgt}{M5!yi{69|qKyU@R^pZ@-ys|qEEky+rrmy|sQ;QuMKgj)
z-z815n$O-*b0LAH`pjAWTA;DcPIm9FNbG0sO+`Ff=(l~_J%0K7Z>-z-_?fiSAw#7L
zaMuILyqI9l6XU6`6x|ib^T<!;f?=_e-`qM`%JA{<j()sSB__Tp(=RKYH?nb}pPO;Q
zCKWt-<|(Y8#+o!rR9iHK#D9vA@2{D$BaB>!$ZcHwQenf@)$oLJT}qgAtNGQ=Qi#~6
zS!q>iY}IO~!})&o=7~n7pVU2XAALT@c7Udj)-*KY6Y=vS>>4uvKF4x3tbzYeN5dNY
z|L3n5(ZO&zl(*qzl3f-O5=dZdeel77gGNAgF0f+^z7d~3l?C8_sq6Wr0^Kq)cVOUp
zX+=(sC>CWGDn!GW>_I+po~`|yBV$LO*kes*k40Y6tGla%z+|d0VUR=63v)88StL%O
z=$InYEuiUU-dlV$$%%yS-U_HpZn{F%30~oOe=uxvK?kR>vm+SOSUqe<G}@9mgzhvq
z;|CGu{;f0a3(v8{;IqrCOy`@T02)2^x>zC(YR+0@X;w&Yg%%ZVG+)Y47X7bRE9-q5
zKd`R7TVw69$Wjnq5+k{dt+?6oRoEeYj(`0rhwk1GGE=rZj4(4Zdoz^zLcn#40HiA-
z0e(tg{;P@n>nNPP)@HH_Nm_midKk@Ff)k-yn_;`kq>+`dbAuehTG3|HW{+^zMFtk3
zvg%M>|AV{Vs$dEe=cD}K$GkUsge12N(AYDIR1$QXWYm@TXP9yK$f6*XWZSy72>5zq
zFm2=D?5rE)*^KS%ZYPdSOiT`e3Y%6?@FF_mH_*N>uKbK~aCc9rQj)vdX(J2roaQK=
zDz(;ZpJ|U=-C1Ip4m1%fP`2YEv*6N%+oB@Lm>cUtQJlt@_sdzHI>&j7vxpnFfla=)
z=8J8m|I80rW<qCz-{mHQMtuH+&ncKw&wlj0a=t(yJvli{%g_@A2;up3>+RSG_3_$A
zGBY3l=<fbLJdC^jr~G4Wtt*{BgZi-DkEhGE8tpy(3h#>+ErN}@FWYBENgDhyC)6`#
zWyhq&@9Z1O8F5M9OONd=8V#a+Ebo@v4gM%GoTWs{=dyo5_Q+8mJ8aE-*}E<}=<EN!
zSK#oq$cx}>1WOf=P@rYv+yV#>Om4trP)daXlGR~ng3EH!7i17QLG;!PA{h|6w&Z?3
z`5sim`pVD^^=FbGsBM}-hWn-PQk2gzO#49z(To{3W{?Pd>_q1b9hzqpYS-4qNI6&K
zUGnzyW3Ftgx4m6mumz*QdEvgk%{UCtyS2iPtE;E~UMlVtN5V*WK>h^gu4R2P@2bet
z-JP9-PGX}4K=g!!g-J+De~6XxI$V-sDvo`jazo3^s%%8~UhmMdsC8eOFX36PdR)vt
za`8T=1LEu2R#a(u$y`AilbWn=LXVm@9JD8?hNjR-DhW9GVy1r%!@7Qomt{xL{&zYB
zTd*SVMEdim*%vn+{`K>8_8ODP=-P8yUXorIrQV9sQ$$Msv>-)C6GVHe>z5VdRX!Zq
zUXPoSs#Ayd*8=6_QhgR%1cBo6t4);L{c_YXup+*+>$pBc>ihJucnXrD(R~uo<V3rN
zTCvLe_vfBs;9Q0^G*(h_YB6bTOl539;_^8Q1F=74o5m@ctuUd*Nko(Hg0rCbKP#sm
zN<u;x<V3?mMQzhsV8vg!7*PI!H;!e<JRbtW8=ap=FEG*IvBWP`X9zvb2q&f*{;Q40
z_9C>`t~3;zI&bwa*>BgdFVPFWWJDGr^Swg-vLC<ecn|tQ<O2d#o{``lS|--fJQDPz
z+mJ#X?QkrGzO|#tsJMCfm|oKNW4jncsg{>VmxgAS>uV`-$*+~RxU=6?l}{Lpc5tkc
z&emc=QzOGhwV^kd0TS#XGXFMV82;9uza#}Q^$p5$Y@j%+nOq+>Q_oNyRlOK2Lwa|o
zI-fP`k~u8?Ffu+w_M3oiiis%;j)pfd0xN4RKh^2Sk`aB|)a$=TA)u|r-Te2yVS#}v
zBi_KNncY%G6rUZ%_drIDE{F^@R=QdgV0AiM!X7oKUOu^j(RjF)<#K6Oax4qM6%Fb;
zjXvc*R1@|{L#DY+zUO)imwQK^HuvT!n*j=qJ(=UbGw4k3<0?8;FxY}Rgp)bZa-(ST
zQ}xItO#e^xc>kutp2E|aQRUx?TEM}&cwP}whkZ`vP*}b<Er24+`f>I0-;q{^!5BAd
z72E3%w*ym(+@hq*JaXJ2jalkQ(`HDHe@5L&njSfvjKX9?Lu%$t{r|T1<=fFM=&uAF
zc|tMupg*3$M&<4D=kKv-Rqy)Yzt0s0|JBm!Xq<z!564ArzWjQ>{L4^YMI4X6LuE%~
zFHxIs_vd?Eo_~J>$gi7=GxHL1idqgFEG|SEQgApIgk6QVcq-18kGy^UE&gMo=*){;
zoIQH8h0ay;&v7v<wZ+;g#={Nc6}3HA(QVE|6NmAa*mG$CWp}@aEJ8zEx(V*466>DH
zUiw@GTS(I9w*UUw<U`ebVe$By@lmsc9rYc$gDvt?neVrkh$L_GkoZ1{_bZ9_IR=zk
zU-%f@KlPdHFA}<znCMbixPRJ<S55$K^73_Xm|QQcrk-_((5lR7sYlmK{{G6$>B9x>
zI71H!N&lKqF5G;Cl$FhS^ChRg_bmJG4VlAVje34%v{PS<;~rYhZ^T&d_s~xJQCg1?
z>jn_2xCJc#9Ytnv9}QKQ<2+1mJX53O)&KfF?;+mZ7Ff?fu<;^o$hec3dq7f0QlUmn
z@PsD28-F?)fc^NQmNge-yx-M*`(KjuATRyVBGQjI<n8z#H4tcXVf75KWd3*3k>Edn
zu?kbP5pkCpqxv&PZZhRnto$z!Yoa_5%XCYSr=r7+wj&?zg<xx%jjR{yU|jn$XZy6l
z3WEbw=P*_aJE9PT=h^4WmG55}6@JXgze(&ZZ5wE5>|(p79^N8Q|3#0^51idEo_1}5
z+&VLR0u$0SI5h*DzgOYZ8$sXO^nthWJ~#s3icHVY4bgLd#18&pxZm)gc5rTj`-bH_
zeEW4Yrl%*#+9E8`xnr8C4{MO2v&fJ6W$dOk&_3KEk{oLVgcR`5yA+^v<I`>)f0H9U
zKYJ&n*Y@gNLSNsCf<!8HO|ws{=slt!#gYz|UGK~{eREXBE!(FmYb%VY#!5Ah0m8W>
z^u|V*m|9>iW23DpQiL|rM1zIHD0t)ku{pe;<Ug-#iK#GRPCePH^<)%0+i2h3P2Dfu
z^ffRXY4q`SN_x2Or*T#~$fc!WI61nRWyNWixjFNYKX+>N-ag14wZCEDIG*&G`n%$O
zRT!2N@Z)aX!AXu&Z9Jp>x9Co=Xx8YYllHZ60aun6V`ob9A0Ak2=n4c`%;#^p1^J18
z)MD|>m6W_J%mN*!w+pNH?*u4xPtkbmOJ}a`R~X&?1{&)!K4MaTaJDI{;jOKJ^Xjm?
zRP+VGlD3$f!Q=!yKnPFO1g3g*sdHef?HgKI*V1LnN|gw-|5M%|i6ZDwS+4l+qXvVI
zD)+Ih^UYqJLXn#Shs-bXDH7?67lZmJ6^kg3SJP+sxX=K`Dk-wC_yK<_H3MQE7cG0E
zs(T++(J26%C|NlR7kYTT!9Z+`=dFN$|B@mokepm+2@|!0-lE4VYh&jHYtYd7^s}Jg
z!qCgyAR{E>kE6SD#{pz)EdCXel3q&9Pk0-}>u$w>8;eO*xkRgRh9pO^&-(se3S=us
z3U7j_1m;mg{(WL(RB5^Vr(ew#2sdJ$Ipx;HC7~02vPRJoR`@H&e~N_Grdsd&5uud9
z8d@VM`C&21Y;4iW{E2URUQee{_xHZj0N*y`W?{m8{c>#aKkkU!)~@qukD)63&|{a!
zbagf+Pwu}}3;bI}P)M;G8c;?IHK=RM*VCqCIX*=DD;HWH7^x;{N#D4ujz)40IU@uB
zOnmKYSK?6R*P@msNr91Sf;@k5ZWic{7tFq6Ibkf^&++=gKcLJWsXP^t42Q)>=>Wsi
z^Com2A^7?O+5NIqM8UGme@**IP3iH>N9_F_DwpH^iymgvIPpbWo+(imi8cWee@aHe
zh8t~6`n!u99O!s@xYrY9EV992e3t_uMyO^-oSl=2H)k;YR*PVTCTm-0M8V&u$F=Yp
z0#GTZANj&oj$i68N$9#BZ2wk#VzDanpBX>F03Qs0JpI#;44E+$kxM?e1f-l`INp7p
zWp{Rk>R_)Qn)8(AnLhTo8Oda?+Su)}ED6Cy%8P{HQkEf4>@TQnFPB38!WtA+^|m<V
z+5Dkf#+mzC0aAg4C|n5vZy^D$_^V?m_ovSE0NkfiP{)QeH|z3Z?6lB~gDs1nZ=hJ5
zLw^#R;_AihJ+Q6&A|o$pIzjJR5_~PzZ|qn&;e3&9hWh3WMok(<GueY0kJf|A&yg_Y
z(tz*tNP<bpq}2BtX^8?hvRG<X`MZKY3XR?qbIQhvWRt~n%?dt#jSQDNqKZvA*Kby|
znRom%TCpJoUpxi%a+FQnHN1xxU-u6L+G;?Dlwm8r;(z0}Zg+S*<JviP1FY{Xo!;NS
zeeMfjT*u}6e?>D7b?2MO**fE!T;DcRTM6hED&tLxZqp->hB{6ELM3U$;;bJYDhLh1
znl`<gDjHOtZ;AqrGSiXD54O?*;}%02XWzPg{~9{>06OM;wEk~%;KrsjHl_GSNv*l#
zs$Esle)W^c#r0kF^B;F}kUiw$>Fh@`W2kX(ZkD+qPmA!}Q%j|m*h<KnC!>;U$SJkC
z8T73Th}LJ6cd|u0a2AHn=ZkA5)64vWf^i|>%F7?0>3=VK^mon$fMR3Gz-+27;pBm8
z{sq&e^oWWw>Pw8FAq9*}_HM0|#M!t>nNsc2EHat<2{46^i2F)gep2)f8`cZ?<KjJH
z0aX+jGWYu)t!V;{tr-}1c0c&uN?zpl2UX+HZC*N9IqVyvji=(Qn?1(KZ8IMHJ)(a9
z?xvg@7#~>&zB5DSd(Hlv#tS6;I>hfpfa4mwkyAM$V(ZI5e8X=2->$0z*&AJ{(-US~
z=kYYP+HLjPc3^>FxlokL9T(`V$72@zq?X{8=JJB1JXGmdl9D+1{?$esxdUVd-a>ex
zo0C)SSrHKd^xp%ulptw_Xc7IR-5uD7ZEnbJtvPeu$@dZ3{UzXi^W_=m+Y3_DwH0|=
zG!|}FvU#%8cof3|jOlrVJp=W6v>Pme!f@Y5xY275&yGLee!>L4vqY2-vGlDm=E?bk
zL_fTOX|>sMbp!@KM86ZrKp7r6)Y>Wb{`0C2z}N8^;EdQdBu9RxmvOcyeTne}t4FV0
zJr6s0&N*Da&APzWljNz`aB)Q<Ya5xm>W)=w6DS_O)SM$X((P-+<}{<^+_KM<S9JBa
zVy&<wJ1{TrK)JhLfowh(r#xA{I`iQ`7p4I5h4|Q6I|8*!$+qhG5ATEk+v-u<sBxzc
zIJmf$d562!9W#=*TFZv2^mS=%kWz;DKl~e*%|3V!Ja9N`RjJ`t9T&kS4KcUte_tOP
zynf`>4al~lx0YH(*=+|q?zUiN#3s?~vn0o`*OwL{d{035x)%2wfOBScEpG)Zt1@<*
zngfT#6SG96M^~Eeo-gP8N6lXcLgXJiFddjEER0HsN9VM^xTmL8bU48RYR`^Dd>W6#
zie~HL@kRZ*h^1*v7&1I?TWskcxhu}{ui(IjtG~!7NJ`T2P8zkKovdy=rTA88k`%wx
zXtv@6oiWR_dg<!l1%X~sEJT%wpF1jk`h34Z@}c1PCt9C<Ih@*pGVL*W2<a^Tsr2LQ
z({n4tYd~(OP@3K2!7P|Bc0vQco;L!U#ZKGS(x|-?ASg=Fs&dm>$fFhC_Y4SbX}X(3
zfyz-szY{!W(v6{g3U?aWc)&OFEcsax(Q^pXYA_So{8Fs2(6<(td|tzIJD>wkNz}PB
zJYJZ+|GaUX;V58Kf?;^v9LaAvdNc8>O&E)LfLRVE^|uP5^Fl%g7sSsod4;(Dwgw$+
zO&q&kbhstRVMTwYuk9?lxEQScTos1#Q#SUDPy-m1nnDaLBdo+kr}2;w7uoKn0SoN~
z`|IrQLdm?zg98sqj#v&l>@sz^UHvsNDy|?4f3RVZBFPm0s6s*rBu9NybPDeseinMs
zDR~QdW`303V$6@r%l_YiSM^6i5dp^Gh{9*Rl&rY8aY+;WUh;t@!;0<hk781@uC&Ih
zA9B7G<AjPrS9ABG+OSJVP_IS4!j4Jc_CZBZJ`@q#_u*Cl@?wRZK!p#d!v=X{Mp$H^
zN|8E<G=t+9Xw`Sy`-@F<6NIADJ(jc<jx=3`7yQL{+2eTR!D+GwaqGvFmf#c5cpBoq
zsNn5xDLy_#T}5QWhse6hs1X>~)~;{K51jR&ckAMAP5)WEONncv##P=0VQOFqIisE<
zReQIKZvYvPexv_3)?+;!JX~f(ux`swvmxJQ^f(Hq`kzxCc2;~1W*Nf#Uv!Ij>ns40
zlS01$-2pN!svy&XC8Mi}ee$6ef9Otcp))AJT-eoL3Dw~Mb0MGah}`dj5bfTz%HtCl
za8W$aMO`r?_WiVhqt9FpT}nAt2Jk{7OwX|p1TGK4^e<4dddPIoo2gm*Utwe<#v_!Z
zAb_A#yRH};%isaYu}oZu?4L-xWfW`Yi~ZZ68XKDj5%1;-#|aW^)cp3U*eY%m-XK?)
zu^#++^!OAQ`};&?lRQB_wwP+ObEl{9eAx!>=5y(kf)2X3rY1*6+_J9{=KCu+dAmSx
zy<lapbN*vSe<7n#Ty+lfEiFFu2Og{|xEka-(I`s#IjiFGi(1ZQ6Sp36x6o)x@KB;R
zd!cR|kU{k`Ei$#2POQBb+Rg%gnJRv|&!V}=9f>UL6n&Xx@Sr=R@WnutE|dr*ZsyiR
zTb6zmR<vKds5m_O{ct!YY5=Y5F5m9#{J{Zp1w}MCvvZhfR_y}zXmNl_neg4DI*AXa
z9I|HT+-+!PdnH=QyfhI7iz*Fpwr*%nhu`RQc8`nYgh8=S0%8_|<$L%9vc`{@TP9Xs
zl?YM>e%IQkVPhfwR2OfdHBIV{|GV<es${EK3u)`k>tnJgQ9$Y+(YIf0ouLRd_cA@9
z8R1S>8sC_1AiHgO#8yj8i7l1Ug%Y2-om2ETu#!BG<qk=BK009xlgT~M-w=7=8vW!-
z*YLxAfTSJ^f(Ca3$>u!n?YigK;6TxnPGa~p^CE9Uaz2+bHc&i+vtfin^$AhrW`9fW
zHiB}0AZ#-r_Ubq8ZlGXYXc&fpkLG1w<<F)8J$ZHRi!3uEgIUfzWW6L<I*gEM=f2S6
z;~Dp!@z+zybcEXtq;o~&rWOWbr+c)@%&5?USFgHf{<tAFy_bN1@@}08_@s;1uTNAo
z&FIg4EbvLz%QJo@6eI98Bjm2I<?;Lj_9xdU&v2s=@m~yS&TX|Fhhu+ihbHPEBJLyn
zRz`e?R&dps5@b#U5xe|Jn!9uXzEDUAV@9Lx>fE3>Fh_ax&!m(;&=G9UoY<hWUX+J0
zH>0&7cVHJzx2z-b>N;tLgq+OWgCBSO2x(IZGAwyQ`-R51BRubQudUk?Wa#uZtOMck
zQS5(5cIro==H{MOwVG#?WI6l+crmF@*fKam{{}{n80Iqn-}v5HIwS;3T$!4G)TJ(7
zlsI@(D%dONY5cgdFzQLF-udkHhBIs_9VYgB1tS;kd`%OboL4*20{i6sj7+#QR~y1e
z;^qL;BL8-GGoK^FKT*JcH%YcJ8Zg=dQYDnJ(@L%Zfnp9uDl{|@<2N=>H3|k9(y8%&
z%WJ<?GfGT`P#QrD1tC17I_DFO8b?Q$CSr&fkQPz+qdqXx5oz-xo$rf?>x7lY>qa2j
z7_huC^$H3ELH`namj6WPkjF)E8Y7&?c2E8f+owJRPkJ^pi2rFEMC6tLRS3mtmCnAN
z)Pj6qL#E$Do=FCyRlfuR&*QiI;62sQ$^*EGDX0p$yYkz9Ff);}S6!-ke)ogna1Z(9
zqN?LVJ_iX&o~qo>UraYQr+zeA3;log$zd&A=I=s!VA@G3P#Zma4e!lLPSe#DE0<Tg
z?cYQ=|7KoaTWl8WMSa6yrA98HM0?(&7x)6cs!OS-F`*4VkJ`5+#w2c9VSU{JKffWi
zp&vcF$PV#y^w~j${i+)IP+AOsXk{%Y+t|&uvofUH@3lJ*`NJBLKAp!j&t5MJd3*=B
z!+iygJJP@9Y(B9>Gr`a7Cs-JJd_k>8QW#}0g>^kjCUDOCIW6m_3f%drcs5aEvu>hM
z+-kP`%?uSBI%9#3TEV8!IjfOS*%8bPkeXVeSO=AQ+^i8tu|H3#wh0VmT2#Uh&`4dp
zTIl|=F+q3&wNK7o!PJ9|yNB?Q?HRPpEuLg1y9v%lF~;_O*)=ZxW0Sh-Z(}rr<58n|
zww?>Q5<~H`!~{{vK{DKjZSozio!Q@tk21MtI2%BZs4{m)WlR{}><<k%f9A0u#gi#P
z>$3eaHKSHz3f}|L$tip@dYl_o(Llkf!|+KY?X{<UlxBRep0@#w56uI>M^HR12ZEE{
zSyPIZ=z28XLJfPwSC=>>*DO#qDCFj<KA=qokwpgKkl(Wte)n7y-GnM!zcw4Fnq@b&
zU626BBVKEkOp!JRz_)zbBKOQ-&cyoNpbK3x*~cPb$y0?f)Mh{czQ43{+fZ#Q+LFI^
zY=9l36q1rd`eh*H>4;N`Xc4bQyX|&R{VdUTE*|u}TGW8E6(b;S3k;qOfYEJ<0++fW
z0X^Ud2ri|UF@FSK+Lc45eP#UU8NX;C`q#TcVcmO9Iu4LKaZGSfV-Vgs_RW(8YeOX-
zTRg)PR+A%MIshUEkQw#%yc@>cZoIeOvU;JmpOF%f{E-p35=L*vk|An1AOf*+azO>$
z1T(J!H$H31C~D4>hlrbwuSm?d^Kqx>rtd9GLs!m*t^gF|ni!b#6q%J<al9Gd_}$2d
z)MbkZ2#X!ek|o(zh>ZuLwh%&tceL0&@iz7J1`%X}DqKG_+xxVhmLqWNpr&qHfQRL~
z<aLH(Aj^nRPa#(e3oLaF7(rdv1y~6zd-!T!Bzv=*=TQV$`Xu{Q!GjD&7EpXL{4ydU
zg0r)Y$gEU^p_V_bC6eEZKcKjUu6!&eMDg4g4f5BkcQRYXAAun0sPcdo9&m3niNo#?
zSY!+p;8t5P?D<2RMC9ioug`RZAwm9-t+SDp9xNhm>B5~9WP8tt?EW?4-}Krtbu>B2
zn9H)|%pOgBxI_GXZoTDvAB7~ygUdn4lWFPNFsaw0%z;4{PubRqsji=$Xk335u*nc`
z={t7QtG_V14~y~>A98xkpYSL4-eiQ{wf{(&@IPgzASm6$X?6igjE4Zc_7eRsS`oX@
z|F-4ChY40{l9)nfBJokT=rjx;SGKQr@h>y_A?nITTj20EMjL4o5t@xBq4p?c2*wI8
zJcm)l`tvM+@Z~B^l6>$CLzqPve{Hud>Q1pEI}ZpynOi9BfA*b(z1(rHJGM2nrJ?c4
z9=2_Pny_o>DZd)*x`Z(rR*pPUs5BHsbh&%PS*>|CkB&s-3gJ^mQ+?xU3%7a9BatF7
zd&<C}n=Mf^W$2Py<}rCd<+VSDCEWF1x<4N%W1jSVr-j7C)x0Drd7=$SPLjzfwJ}2%
z0W3h)mup)l>LT1$2WSl-M1B-GNo|%eH1r3JY1&JG`hzChDJ}-(`b@Oq4asNSh5ij`
zNMHgs#BkT6y%rh#zEC@8wB~bbyyR2aMhf-^|J9Z@W|#EQIxadKw6K?J=?IJ>e7Hl8
zm`826EV$yv4@|TFiIUubeM|-?$l^Y}=LE6C!UWEiC_ZN9T|KO)4WXF1c|i9)*q*d|
z`tc2W3%E={tDB~gt&wBiY;4adz78L5MC#tcM!$>Cmm^@Jx%&U2gH9qqXC)sW*8Ov!
zxzp@+2!8umGwc=l-xMIwUeV0IrZC3+S^p8TugO#hn*}AYy)A$!A&vccTYIn{Y_WL^
zJGdfgTcU}Gj99R+4t1+d<En~dD4P07xKoJy>Q!K!8sdBwY%VHrp>4EVf)DAB8&cXj
z!md$t!cvS<sN%qn<lndgK7ZLqs+=yaBqSx(b*fZXg;-JU>hW|xK`wm|6Q>>6YY5=m
zwpIsfx@l;hF-8_m<`k6*zEP{nb?ccOZKh=s@Dag=vl0$s%02=^Xz^w<HLX8vijji+
zkgn;Grq_F<lHTv|K=&DrsB(Q<W5Wfa$NPFT7nVz(s8&|lNVSW2{(Jc1o+0wMGV)Sc
z;T7vnVBj(J?0Q-a{7eY(QWq6z?p(Pp5i-zZ=c9Ud-FeCr60n6mxCKBdaA<-67@805
z!y`ur5c++Tfii?sAFSNYpEu}Pup(UXn^s`O0@QXp&hR@4g5ulZsf180baI&sK|@oi
ziKZh4eMlPz!*@I?Z)|@f_z4YAMNc(E-ti)SZCZ3?eGca~lxjUDT@lVm@<uGVusQiy
z7L`+yuHS+4yn!ycHXZZsIZEiU=$u#RpK8{K$W@?Jf&|uaAWEa$iZs_j&KoH!_SGJ<
zJnT_It7}H}S*QJ*BtsQA*#f=jAMtfwy)ESq*uff*qg&hucQzU|mkz<YtCz(d164|R
z0D*q@&1?0KaEEBJj><!AP<2&9@|_hAe)keruq*`~<Upc3_Ea<XS(Ov=r5_Wq#nE2D
z9`W4{^(EPPCE<Y#F_RiW<D`_>2N1$wl#tM)sT4{ao&^KN9Hb)((slvSsw=#*DMB*g
zM-mZ3d?lYKDNP1qoVaw4!xe*Hd525SE4A+LN{I;N#Sm4fGQ)t8H~p7CwapFusPxw?
z9EjD$WqZo44}Tc4&6&KXMg)x(1q-3qzJQJ`l5E6SSoi}Q@e@}K<Ug`TL*Sr9*>YQV
z*?0^>i<4g^0hQYTheR1^a$I&ER+1xdEBrGn{{yuQCyz``k$Fh5o1MruPK2Q9VYZt=
zTD{)Us=@cWr9vkch8mB9bn1`6=)5XwqL$g+?ew)kTSGx8v@@Y#r+qjOGa$e{Fmtu1
zsnv+N1KLG{1x`8!Q<7j_lbyc2(F;}^AR$E*OoD|P$-5a<mWWyi4tXj`MGj=<nKM12
z%FrxqGY1d~b#sax`kUu*DUAH^lOgPYE<lDw@l!-EJOUM!M419OVukyKRZ~O5K`$Pz
z%FhfXR{68?pK;%Ql3X9FL;$`eP_g)X@63Cxw&$Jt?6Ws^l*Z7SRD+h32n~ksm0ah1
zU$~u^|DHvJg!E*F@P9b-!Ad=EbZFau1cmu{`n!#IUYCQz8B!xXt*Zp?T$%cr2>FG0
zQ~#_R`gdI~*%u=KD6EP~2gSm(7C92nst6|>xyV?QB^O?u-#jx)1Lnaq7@XMjr?>PK
zel(AKm1fPY=>F(h3M$RHg`6Nka=<Ecd8O-4f4pn?qo5ujcde&;U=uA>e=@<gIo@PO
z$Rs{h@5rm2%oScU`pXu~gLv9Vn(|JAfwtlaBL>b$6?G%?_!_<H5Klew-`-!ZB0%uT
zP|gXg>~g9e<XX7+fV{a(^k~HM&xd9^uMdF$ozskv!J*vVdf-@on9<wYMm|H5=>Y|d
z$F>-)k)y1^TN9glXL-}zdK|_c3OEr~+rdH_q$Mns$#DOX*I<<YWxgBsc8#%uWhK2v
z|5nmsxU(mD)ZsJI?I2I_C*`{q_3U}#!z+!kfouvHz%Ax7JW~tUwMSUjB;2#-Mc)un
zE~}LA`uOivn5nT(q%3T#Dw*xV^UlCOqN`qrk&htnpIE<VGv9}f6*}lQr{xMMn@+O{
z;nB}d{c($bC*R^bYiwtw-##CiZo!2uaFD0}y09Ule<jaMoptfBP}`LmX?sxei74-O
z^fHL&NJg8RPO7IzzgMcaalBLJ^&SAi(&6tvzFho`2{<R;5>-H3NTNo}c+qU=74hGD
z(eyOhsFE}FIr~CQqx-fxofa1T(u*=J+Owb0I6Spm&!Lj_er6}=j<z|u#X7Q_bvV-B
zIj-*&F>KqsuxevqIiI0a1<%T$zKbWk6FnUR4vSEbIW3{Ir!!sQEH_|d`E=ZN!|o%O
zZ3}0C)WZqA<hZS~yahM><2s`k`Cb|-eVt!t+Ni<jO3P74V(>?EYr|p0Xy)3SBqFJk
zEfZDt>X$7f5JOSd@$vP|i+b|piI?Z_^3sa`mQI}EH;4aKEhzx4)OdR6k1Up907Zgx
zO7qkOq<5mVXI5cyq>~dAKIAOQ(z0XQ;Y&t?QW&DH_A98|_-4^WOv04ffQS)Oy+*eY
z5TA?c8*M&6<3dn5`+aa$C|e?k&vX+Z_N!x*1d`l4nZ?#ZVXXcO2`B2x7v17DVGePc
z`mWm4ukVQ4`K}9tUUbXH|0_)!`Q|AXi3Y$)*)HRdCGz<oYEvsDaYLFtYp!2`u6u-p
zq|_AT4CqNZsO1fQcn&M265pf|9~wHm{s93B?N9!LGPK+bXVK33yQ~K`*2<e}D#1Fr
zQm8WStq+mQS-o^xv_<W=QJ+c`UXf75tuQ*lS&SO@jX>*4)pxz$x0<HpNq>RM3v0g|
z-WjU8Zry1niA>N$E}SYy9_>t>dnkXyTi~-6%oBB-od)E1a^-8Q<G66*^5RpI@-+^(
z%ahmNFkM0o`@>P+ST^C_(t~frOdIXGzHT7Z<jV;|BM*`!vJ|lE`dTy)DmU;W>dI~*
z|Azn35KIF@6@|woIMng*+386-qYzNLJUU>1R70Wj=j=Np3!xd`C#NjB%KU<fDC=E;
zg(;;AQLQ>ekRqXtCo^5!m<3WTUm+xGB^eqauI1?EHTtfN=^qA{I@W4^g%gumbYuCB
zyb(65fwkr<nSVLZ>@pRCiYyF%7fQ5J0T-vKx`Obr6&2eTg%Pt^&aj?=^IQv7S41x(
zLk3g{0B4a>$XGkS+ET~F7aspnSb=PrbTbg{9-a63?gi1L&sEtE*?KGNc#pE$gjlJq
zJ!s)(mNlB5R^~Cq(~DP(LNAR0mAvcmcciBH4lanNjVG0KP>(MDk+n@D%p-A0inseQ
zR76y!_AvIe(Y2~D)tUx_H#Fl6FjtR2bE`9*oy1L}mAO1%5WN_<<OlE~1vEWs6{4a7
z+&CazGfF=n0kR(M6BJC>YfE=oXP4BTRRURZv9gqGV2%$>-~N@zACODg-WVU!m<q3P
zZYkn4BidX}((P$i!NqE6GT6hXmZIO3#id}IyRB%Vrx%255A=w=1V@@$(9X){{aowb
z$l&LRtLiHM4>qi?4sWXaxvuM%RVz+UgIs(X1SPjXq&H%%bsKkvuh>?;SFDN&(uA*b
z^5|ux$-X8m9)KPbHd8g|9L)zvpjZS!K|x_+Vj@$g+U$HKM)~uXFGmws>;_E)wo^5M
zrKN1Csi{NdMq(7gnhUeYaI>s1P)C$Fm4|)WzZVu4Go5XO@6Pl&P8s=&n^Dt8bOoiH
z<3Cr2$G7CFk0YpFntlkw8b-Yt^Q8$=N0xD>ViU+Mc5;pra1z1hD94igIC!=QqzBaK
zVP5K$9e|r&m=K;lI8Kb;c>PDpB=9d#+;HZ2i)dVBEKE;0mBDVUz}8+q6^2aQq8^-W
zbi5d*rwu6lNJ2n&!`fP7F--F+>6z4JGmzt1%rtO)`SK+f!Q9E|85sT<5`>1+F*a5^
zbYlhz4^S|PV7<K<pkN1RzEDs1W?2ZWwcGqeP;sdA*D5Q|@hsmxvFR!a2Nx?8+%Fzp
zj?SM5JFD9tfE^q*gpdXZad8Ohz%E0N40A5F{-UPeDCBd?P$w9tD(@&v8<>*RAAj(t
zLzBqh<H&wATJ4`I4sEzb8Xg!S5H@#{ekfBcPoDE+>Ho4ejh><3uuD=N%zVq-<E}=%
z^o8(Hv&Cb-px&5ijztRRi2IzBL~7`BD8)3ygp_lUos%=%=I@V;hNjT1S*n{SRA)X&
z#l#4g*n!TAIffz^X)cGJpy4Q&<C5fNPEL-A<r+L!;_|sTjqWSjXlD((tGc)J9$SUE
zsZtr<G{;Pw9dBAGS5v80-X3Y8a8i!KD$=Wq_TlYs0lX%G(f){LP1W|r9@W>T+V4)B
zUppvIy(<bAv7GiWHf7nJjTs;PL2{g7`>7QZo0g6n?I)>VV(l8MrlMuHgb8r1SCY5$
zlNzv7L2<W0eva8>U?~vTx8m?6y&7Zv{{Lm_RqEZXS9`*n%ijAf`50jsKv&+az|ry^
z4TlPPxYQYUDgrd%(Wj3l{S3$(mZBU>9ZpK^JX&OY3mMg3&{#Xnow8W)+jAI#VvCrp
zL)FKTl9#zj6cn~RuYCo}?ikQyI`R0~&K|R2hDW{6>UKvvoS|mO&09wa%BESA+!6cc
z;lo1VS4?iWZK!M=lzs6$t>o~KyS1q9!TGHtqk4`B+@e-TJcTY3K#%)^gR*VEBE_6>
zGRl7d<EQZ|2MfSA3q3#g*gOUuC3dFkl`nn3=-Q|mhBkZ9*&<Fz6MmaSX%={MWJD<Z
zxDmp;YQG@8LD6~>8j$oLH8ihRq)qI-Sk(I`Tx@zVFUQjtHV){-bIeD5`Q0GaT^4U0
z)RAi;-|=%__0}Dq!o?m9q$#=^6ktGa^HgcsN%g_{`|*vr9>x4;>>uk&0&f+I3#aCH
zTf;C_LdhsW#Hvy_i;V=rN`3A8z3L*Q=k*vHXK_lUs#(1z4jP*;U%u4n+m&*pTZ9)r
zWY&NZf`fwtj}=kSl7_H%AVbXP=e_XOmM)(5?7%U`4j8D4HJ4nMa5+t4q9)v!cgl4J
z9SOqavWSe8#FjvYLbCZYT{92!(=9q+a2jfK_P$lhu!lT0tg&dvjL(g*u>rsia7_+>
z4V|LbLFH8RT9r4gR$|hIU3%cTU@CtD`n!&OS|KjTBnF*X33^vs`6U3&lE1$Ld&is(
z5*<G{VChi-Gf4K*-mVCMT&19jJbpxK16ALlWj@*bjYdRt^x+P8kdf}}ciHa>EI3Yy
zTKw-?)ti3~fP5|-1WHZ~fJy|jGpomJS##bORGR4#u*K~o>2nD)C3Zg4*?7B$v%9%1
zvS{@Mh~5g^B&H57i4*BP4;pIZ_P#X|pL?qtI*iKGPG+s=;N`Wvl&Z7$s#}V7PPP5T
zRaMI%U3>a2p_=z3IH;Dim2wixgeWbx&J;6Ju`~b9u*3XivW1rgcn9SKJWQKp`f`b%
z=B8LKe)t>LsL(eK#vIH~f-XVVbl-0^$^|_{@Y1^?F*-V_OAFhZbAKl(2lX9p-5HpL
zUuVh3*=A3C(B45^<Kb`q&`^E9yvYA785}7jtmVahBh`Ia6jXr5doXxGV$=92{AyFM
zXjyBIemSWBN#fc5+Y`H$2;+YJ#brCppp=9%qYic!Od|fezTK3o&$T`RUoP*k6E&6A
zEUe;@zOi?kd~ft_AUn2r>zNgo-@+qfu&ohY{W8unB%I|^-ykjF5*v10T4a2&X;H|A
zbmce3Hr%Kbhe4KQJd)RD^5Ok|5N3L<ll6#k$8GR~qi#u&vhnh#6~p-_`O<m|w-6E}
z+mwVbP{#m$qsmpRgGJBjwc1M<K`E@+``{eZFl%^6!Z~FPWE>fV=BY_cHDQkhSmf1&
z2Ro`cO^kXsx06%lg+vMHz-bnlr8qm3AI)9z@GW|ECDRvgUyiq~+WHB_V<{l?zG>s2
zDV*OYOcwOwrPoM~qD)x&9Df5=hNhr~WwZ0{iK4;cuKERONit_?44Tphh9aaN&h8(U
z_R$p=ZA=1m`hmThb#jLKI*FDb`3K>S2D5WpyUEC(ab(tfsaJf;j2-kKVy@L!PgjT|
zzGLveasro`am|4dSq1OwZ+C@-M`l-@2GZ33Q%*p<!R>o@>q7W{1pb>_%@J<yof}FI
z9k}^Wij}3IzOM<W2pD@@Rt?G4cCo+Xe5Bzj06j|!TkKuYNPaXwug5w!XLfLG8Rdz3
zj*)Qp6_Rs{`m4|Wr<YeelHTBabk&nVDWbF&BVWJ9xa?l>xP8n^+CwW)5aJMvs+G8-
z{v@j>7Q(vDaVjM*m51e~JcE&4?B9J~v;ayEVx-qsUm#Z)KYQe<I&1z0`y>@JyiU#7
z7&fSLd42Up^~Gd1DlUnltgLvsVap>bs!yPBVhJ?#@m!(c;NaLaQCA-|3Cey$>I*ss
zHMGG&UYu@PQJsf<0M6QpT>vF<PM!!GP}-CWrGH7HMcMmN+L)h1kV`&M)8t3of$Q!6
z@WMbHNmVQQq40weKO&OaufN)di``=?w@d~2Q0JwcK6ohv`MAY@B^e)i*);xl7R#IZ
zqN&WyquigixlP9}$p3Ck8!lsBp87L-G6WpuN=KxgA<8ohR!a9W7Gk%OE{%3|Aumc2
zLhq08f=y5=-vOG|Ryr(p(99p&4P^$ZhcNN+Y4)<00_>5s{Nlxnk#11it~oUU!fILn
zP@5l5*q-N3*Lu@95C=Ydp%RSbZca-rTi-a%zUjZ9ge-%0NAF*T@rjDr)q#gr?+Hpe
zs5;|b+=4m3U~8t}YKkOA-SA#$d=GRZ@krTlkh?p0+Y)hFo2H^{<bMjDarHJI^6eHa
z^`hFrzj|1_tsD_^cBVM3CWz}q-OP+0G#-DimamlMzCWi8V2_EKeQ8O_P^ljO=CSMc
z(Jd(l^v286@(&Qgvv`aGBV=kJS#g|W?&G-SFLE$;@KyDz#S0qkCJ^tRT;4vCzIMa9
zLza;X6l>|Hu)Qp4Qbv~1ibSqjVT(+cw$XTu^mA8qKK#$0RPU#ZR@TO0mAlOqH@yDW
z$4)X47OOuqH(pBOwI_W4F_*ojs>fQKad@T!B8SC63ZP+WOYDPn*a3ICRtNhm7VxC)
z8KeALvs{9)kdq4CF;G_wuVjMF&r^fC8=p6wp2maeA{&#{44@Rq@%r2m^i)>fBF;cV
zMwV^=T~Wa)AVlO>sj7P69U*FmqiR4*Oq_q_t+zq*f69-Z)p(*e#xTB(w!>&;(@^qH
z%&8^)P=5j|s51n0eJ#leKsUMhcHw${t2Ox+W)UrDb=<Q_1FiobVnHGrXR_gg2q=H-
z;_ff{-X&2^{3>p`d8fq(hl5o($4YrupBxYc>g>zh>K{(sUupdp_G)Z3hrHGpasmPp
zaiyjvBi1D9R%C}VwL_C3+z$s=OL~EoJT2FQ2cXOSmv`A0VkDr^Ht>w0H`2%c4qhi4
zPYB=YRzML!sXaT2Ty<4dh4-0V;g_2)bPBx`1aQWl8C%6;v-*i*uJ~wtwR^>ux&Zr}
zrdADca0(G6dW_whq-t%m`RPBDYhS%8NO~rafyA_VeWP*AX}<J3tT!5#SX;DU;o-xq
znHC1S<W>n$?)O?TF8TFJJ-8&<>%hO^%N9Tvy=4ZDG!j;KjsgS*TUt^dn=Y@i!vPod
ze&VGIkYY%F+AgR`!9F>E#92Eu+9Qjz`4+0Ko-vp}{g|y+hT2!1F<aFC)`y9a8L61&
zv6Y=2JIbqh|2toojiIcLZn&cL<Y2@ecLKluSOq6ngu6cVThIxT!e-RRE(LyKJ!h=5
z<Ji;w6DRgIt35KzPuQ0_taeBPrC+W(q8__<I_%h9(8i;6Eg!fF3NIN0=gkR93s7s}
z-n+V&vOe9jJ_F~|d_;HuggTR>`S_Icgy3)LPvb|=yy5u*Vo$OOPPsDCjKL{VkiC1|
z#?K)TC)}bhU)~Qg@;vR2RJUDm|JN$BG12PjzTt?UGHOiGU-^4fzD|RJCN-Xs6k54A
z5U#DsQ8butP`D+OH2ny_dQOszRl}F)YnLi69j>_D=Bl=7rQ%D~^kb((H<}OEP6U$}
z7j!T0=*JFzZxEsSNAikrsQcYJ@izg-Us5nB^bmHg2zvUNn$re`f&+YOkM5GaIv)8M
z`83AfYbcPTQ3T6;6`#)!kiWn^t2{DAz7?TnBmDW3p^B-qe{2A0u<kV0j!MIYC7eel
zI{Zd!xkAX8;*v3&b7UoRbbkCCBR<)m2}P#3Q8VtD>BriWfFR!Lmn;&?WY~$b#fYsF
zj#5^4-cQI7Uz7ooPUVSF6iD2^1`-h<H`(xW&4@;Sbbvi%8Q=WneZjkpRaGx=AZdIV
zs%UNiQ8tYR@u_$sYa0DQp)dWo^Qrk#w=e&}?_2T*77NTMxDc|Yjvw0I+|2u+USR(>
zuC}uf-f$?X>b&2pKvm24=88D7yL??*jvdFu6Rj2K(m+8=Re77TWJC^R(FI|8z6}>N
zQ=={;H*Dm<G9KIQ#06y+R&I%U<3P{fz>3pAB#ip*o<XCbWH|Nl$x>qj$sYXt4!m5}
zku>6c8ign3(P5D>rv{<Xc4HK*hx*nWOyQ%mFIp%JVh9@LDVnHQY;hiUF;1Z{8Ar@h
znq?-n(2_~pf4SUw0||_yg)`Tf!Ve>7I77rQ-Dy*D2CrYr_V&C0V2S$=vdQk~DQ79H
zlnlIE6jN28uXA7yCdL^*1;X=VTIg<WVRUq$F%+KBlZ~p9ogR0Kw>xA?(xxT}9?Pe3
zU=dYx{nXQO?KjAKU9m6J#Oo4wO0%n9&K$w}S&A$sHPF?3g-d!?*?*-06hC@hH7S_b
z0G&+N28K;F+PnBZ1|T%i#Da8{pd||GW)%tRE&>a2u(bs(q$D^*5ZiAHB^BAy*dYdd
z(M`-FR5(<pEZF0&M7aC~(QSErn>D<$(E|fH2XHlWKc?EUan>qOT9Vcj=(Zi13fy8g
zeoSq)c@-Vkcr_vdNUu%|kmfa(WWi~e(y$@2v@65ww(Bw(E9_Wi+BjV1LPBLlh=>S;
z<vD4s$O#Gvxj}+*2yLL%TND0tsN_NR3bwfVXXX3v;te&JFM$p{y0zi|BknDuvg+Qp
zU%Ep|It1zNk`O5=1u5w+MY<bA8bnIEyOr(+X;6^v?(W$0LVf<v*w4H7*kg}(jMoqM
z?FZpn*IIMUdB$=4&Kl?m0h}H=rSn=YNH?yAcYLL%2aqNoE~s0a#;m)JWpvkuFk$Jq
z)JePZyuLI&u9O(;&XR7C>6c%bM*oM7NJ(<NM>QqS!c=j^gDkF9!@AbdDYA8Hkoe9)
zn=G}};yv2Qy$(=Av;4S5P=IFqv<5FlD&vrx=PXRN67r@RJ1dnCOUnyb9&WA^MBX!B
zeDejRbkNh8xQqoRucpUCut1#NZ|Qs~O?5$z2BMotpGT8%KVi2FfGVy)Na+0W#LqWI
zRv((J)#}FVtGYI-bigZxOiOIH=`2|VLvDp036nG#>>Ho*ucH<<cyFDC31nqy$_zFf
zOwX?b;Lo2i=PA3T$h3~^uVg!#-bG($D8PE5!>7#mESSN6`_9#VW148Vvfus0^L^X$
z&x0T1kKDN%-b#4B1zD)^xfsxL`_vR}38T8{Ex4y0vVjH$XzM~=+80#c*z0+$V?Jb{
zG~_|CGPJI%`QVGIt~cze9SoGb+xR&_N_F!rYwL`1_>zxOoq<EFbXHapNO+0_ae@-d
z^COaIm*Sz(wIESU9Z#M{9gHv~-_*V)zuif{LGAt-;X>(?mWeR$7{edrQNh_N^0f3V
zcgs!0N^ZOHbmqd>Jo#OWKt*Mdah2&DK6fc18kxUWx`>FTiN-g!G)5U_*ae9gf!yhB
zLWcL?iMId*R4^5C(o(6uSs6<4?HM>TsAhv1*>0Nb-M$tk`$rQpfQ_%HPuLmo88rDv
zU0ow*Xi@kB7dDRX+4wYkK*En1P}04qwE~-ed)9?&wy2VQ@wOSP_xaI%SP&PoSTWDc
z+aNqTAk$+gm3%VFg&+ySyg=#Rsh!1Tn%RuK+*RX9Ntx@Q*cdM%eDnFyy)Z3()r6g4
zTCC?Ip7TBNnYsAA9!|alB*l6LWSw8G?nFo=HDY0ar1@*(9@AaIud~DJc5L7Y2;_r)
z{}t`2WC5fL_reo)>uh+XCy-2W@ID@r?nIX0OeTGI<8CRhu3xM!XI|XZs@oalsZ6ro
z2!pyg71K25_pC*fK!ulTMwpUQIe*zY(rVj<q7taV!ZYgm?J|5Wup3CVohyN!U8Mwu
z?}WQ7OLsBNY`3IER*Ddpy13(^<cfv&5{~1Vs|0~HcNAWdSuSi*r8mtY-#0U(z;Zh7
z7x*SVt7ze>S&_xhMy7wukKI|Ut7z3lDW~g3fu8AGnNZw=iuq?`7~7xvhKd84BCn6B
zC1Cpyp|6GEqfu&yCU7?nvDnVYTNG}!o@dE}qZQoDz!W-a&RnH^wVVaBRMr*aQ(CW>
z>x`jZ)?X>}aO#38d(LRyk&#$U1XH-JSOGw*O27M3&`zGMs$mp4)`TX33>1@NB!IAH
znR#J{fr6LV-w_^t7L()x#*AHZ5N=igRystD-01}7(=D=d)f&lX)j#V9ODM9~-#mM+
z6!Zs&d>mN|!H5269jW-(OCAB8XJ8m^CB^fm60Go6e8Cbkdr&k`#&|x0*Y1;Mtn|7<
zIzz;ozRcwPVp`si9<WOwNW7%|vsa40`c<X6$-z85<~ZITgV#C&oHC9-$2^>dVEa<_
ztt)&leisJ6Bz>1ZB^xo@*7~j-?{pQ&z%qj5Mh>W`>m%~<KpmdVfL?D^U6G24K@GS`
z!2%e;346Z_99Caci161#ZfUtCQNleDD!e3Soz7vvR=P1Dj6OU(t1y=GeUAi`q8X25
zK?hPox`~!Gl{NpN!FpuJ78wo{a}W2tXKWC={q~uReaxq8myCjBf0NQ8XZ`W*H)-vK
z{(hN#DbPx&OqZFqPtI_Y@3ri{Cib$j8$@v)g16)~Lrg;(FkU_VquqSj5fn^-uILZ+
zCl9}QtKFxmQ%8w)5QvN-9JN%iNOt-0Hx3f&_H}gD==?HQOMp3QZtLgku{od+RZR_M
zx@QGP%qlA{zH|e+)@8N*d9zAe_PMx*x5_5uZOc=i^zNgnY=v|HJ@lS_!|SDt8w!zA
z#KIjb2wqXLKEb(M9)Y)=ZwzVq=F@V)>>U=8BbBE{<Cqr&t7d3@;hOX-rG6KCYRpk=
zx1cJ43^;axjqtqP=UN}IShh692o5MnUK_>S5gBJ6Tzwh*b0h}_OTY;}2#Q?CyQerK
z`Ru8Q%-_~pS5!u$Fb4@qa03a6jri+|?r!f$b|8zYWu+0<Q5{+^tL5O~Y2&3zNC&Y%
zO=@fy&{mq1@Q0xP6lm%HhzgY54AB!!PcJ|Cq?xKOE|^-#b$VFZH9<?({b@l`GGJld
zB$2(wAL5B*9IUI^knYMx3U|DJ?G8h7St4p}Pr>#9RZmmpC)F?F4`;C#2I_C*ZW&)&
zq(;be+<=aQq}3@Tre(<9IcX>w(v*M`ZTCq!`KGPG`Hn)cc;&osGXK49oHQ)30zmfs
z_9yUCBA-Rb?o{_eYNM-*JQ=|g%BwCFOnJ8()cmT?E%eTIfu`=4lSHDyo{Frv(eT?;
z5MeP51^A`@7%_Hp2U^Tv-q+bCKAOc15p$xdL<fylKTz0$y5IAcykDjqh5EB)_LK#t
znN^>!_K&pB_jr`Y`540<`DT_RkfqN#dwF9jeC%3Qbx$}ExIg7KEjP>&*<l{w65^ty
z9O(T4M<$M|v!=ra%OzO(KEi7CDWX8Kg%HtAMJWb>h(4<|s$d#0i<-SXY}N^3cfWg@
z{C6)SG_yVtav2(Vq5H$5Tn)u2oP$q;3^Y>M?`t0uoNcqy*~Zk|Qjn6rucJE!>Ok(p
z53e=Ee5m*IMa6ttOh+wkls3udCvdF~+~p2_5|`Q2O<!DlB6rNgwS_2}&(-4$ulIfP
z5TZo?yI#<E`G^igE|*(b$680SUE(txKY(wiW45;$7(ctcI6eD2>n!KH)1%>GJYZKG
zhEyMVX=qWUL)|M{6z}d*-~Ir16Kh79*~W_w%3>e-tFoSScRvb2J=w%1&!dKK8^)&w
zmkm9*c+V9%`+|v472*HBacF9u*2+wUA{YKM_)gqbZ*O@Jr22mJK|9zSXfO?aoR6E@
zx2!`F*=IP&Gtk!2^$k1`otc%^n!n^M+E4QKr$isg;gK#LCv&)#^9!lZH9?>@_IRwa
zsBPpS3Eew0DpI9hxv+3}v5>2RXBLeVj-dqw*MJJgEH!?5%hoI7A0L*fW%hE1z8CLt
z*7Dy~h2kuQ@rCR{tLZVYCcA}C)gE6(M+TK+HF;I>U$O9oM)#9EHC@pIX_&fDcCvkF
zAeyG62Ff6-D>Cy^b!KCvn1`slD<jfm^WCSY!P}Ady;fxv-{|LAOL~6vT`^H!(0?Ed
z0(Z+!uqEGQr1e!f?wmN{nbzahq5mi_%v`~q@<(7mNtwPqZM(MN<Fd7or>-jU{9!4m
z0=4*s(dSa!M|cYU)C<*qyzD}0EM9kkXwT?e?L5gVe$-LiBC`a?N5WX*R8g#4v;B&%
z#fcrSqQ0RFiYPs}qriUs7^y4vtD?@hsg8t`3RFcb2^8Mj)TJ<9%2Am=+cwtf_Eqc+
zjN`qjt>B$NSw(Y0(OeTz=^H|H!1V$&1B2~aL8a^K+20F*w;(S>0`zfc(GSm9v2f$%
z;R~A?-fb8KmV{4LrMD^<dL?2kCMPuurgaTrQu*<d&y*MPL=o~bY4t1=tGa0^!~QPC
zyfhZ8UP94pk(lX2UU2`x!l#jxl)SLFHiVm#X-V!tTUlXXKi>a7ai&45o_L&%9GM<e
zPYk5m_+GZDvC8pYGpwG(N=^g*@@F0nP$$pDM>>6E+DfjL{Ze^Y`mdgjzPZ`=gY5Pj
z`r31!b>a3C3o*ij`xVQ<w-YE;Bji($U#tgF=&v>$B?NUdEe7G+bB;B1^R{gnBfXOS
zo9u&>j7~j^Xw;v}^U*gU@fvvA3({~Rq>bt-$^SxpapmYiyOo8FxmPQWZStqzTmy(2
zOpJ$1syK5TOQ?3)8Hxl5eY_D$Ha3^Lz^@g3pZO~G7`9GC_<|k<$)@xbr7IFFM9u;X
zYs(^<I;zd*hPBC$65{x;Sp71Mxe84^NNTY{LaL*(&NPV!GvjkbKnMTwSlWo9AJ06y
zPB%Cb{k>)cGYOQ#2||BypGPQ&3PZVtpdh;@W$~H_>c(MY9doct;DVU}5Wr_2_sfT|
z-%ma+<BHP#@-)k2G0b5-9d~;>NV?fLoAPWy%z5Qw+}57{8oIZqF7&Q00?`S)7BM@W
zjCgk2pWticr@brbMtpTvlb-d-^QWcSgufgrJL_*flz07p8<gKTZ^BTEXWf3=(~+Fe
z{TX@XBBVSkg2*GyI=0+VSHW^#4&unadqN(cz#x?C8lEAxIJFVj4&J}lWVN^2D6kls
z_9XnhM}2JiMOt^o=*ixNg}6I0)badO`uG4|nPN`t)#A5k8fV%f{-!wx_|3P}j5DAz
z!}ezr4-76`ekWS`YHSyA(WP|+NvB<jgM*_ju0630h)pa^*H)G)$69;(^;`U;<BYrK
z+XkBFJN#Tu7r$*&J5wX#38WNNw5c9@@_iUlv=Fhx54&03#?!WD{S6ICN6F?%JN9JH
z8Ft(#C~v#}+!Do?_Re@4r<0kjBiC9mIvOlhk1t%EIaRKK=Gy)HHiH*SkiC2fj7_Vi
zjoouEg8K;=hmsqN?wM<Uh1#N%t~!hFHp`c92o44rD!!IKezGQ?qQRy^B4Rp9(5xx1
zcslF(IUMjL7Ql!_EG*qRF$G{*{kw%R<YSaVHLmARQySWDLV;UIk(SQbRe7!oeC8PK
zBg8g0lTSyXgI5T&<`0k!)-PL(kJW$Gdco23sE`gRCoGEmESZ?HAS`HfA)?Ch^nUEn
zm=$Ux`%V+GiO?peJg*wf>gmS6U2^v0zt`_3Zah$m6JX<3l~Ov_33@)XkGT}k_&YLk
z;JqCsgYZx6B;aQQe=et9;q%M2lsK(88t7QtxACL}3$#deo;Q1jS?`!U`_Pdky*v4C
zNPk_<i%+AkZzo7Pgf1qq*&V6;+Uxo5giu~Ul9U3nTHTWg2c&1PG?}KEbxIT!bRbJR
zt89Mc#EZ@Ac!yFb*sYf?{h}%#U8%5AYF7B?@c8T-hr4MHVgvO)B4@8-i6kWX*Ou*v
zvwQC*2yp!)5V<Aeu2dKg5@{(t02ly7t5}NWm0oXk=4+34VOmG-z*<RYD4{koH}QoZ
z;_hBZjiA&_@0iU(yV*}gy>PMb>qbxx1QT0xXqUQDI?MQ*Nw~kYFWd~<_>UrW%S}_{
zAM#afv!nU#76so<u<WH+$FpJD*w|LpgoN}N4i&GP1dP3z((kJkyf~Tf3zQ#>zOw4f
z)xSy29j-1HoFiZG+Y0ZzzY;fc{+n^+F-^(CUU_DJpq1>6&qUU5D9K&`lhf^7xnEaS
z>(+#v`Y1NUiW9|JAESwRrUr(xZfAOe`Jt~X(%fXEZnn8Fp1;7%T&}Ml_UcjRi=&{^
zAX-9?dOq+@Z-0m7>qI#XN>NF7c!*Q>l3X)sLr@XP={HZx4BvkXtFY>gPm?Y_776-l
zC9^;MUFAqql>p{$Ci4@dh*ztXPYaA{-)`2N&66YDW(XzSZDGuBgq2B3rrQk?@OEOP
zmg=2cNt}4?N>zLqhwFl;ijHZS8$|<BwazNF+eIMy8B2}LZUH$<+B{}}&5enBb~vDH
z0CV8O3R+Fy4H0d&`n8)yhae^U5>5rupFE2_8q@_o*oLMxCR^P8E6M^i%#4zSnI*N)
z&q~R*$lYKoIa%<8ODbAF1nBckdf{s{IU#vSDfky=CU?<x=hg|0%Ued2e&Y3y3UjqG
zD7QMy^QUE7-q-7Riifd-9jOoO4Up3!uc0FT=(Y7p6$wdL^N)90Vg|Y`E-w=Erk-PA
zLW+V7;o^AW`8{2gu!YvEg?rXoza9@z-uuFSK~2UnP{zC;yM9Di>Yuj0?UiA<?HH3n
zdc|e%j7rnRV19>%;HRo`lN$N7`x!=^m)j#RGUR1qX7Q*0PQ(Vk%-d#_YC;m`N@)2)
zL$f}jf-|6mqF}r6B%}=tM3Je(2l`N}Cwo5;^1Sqjh;owY?Vrh;`}kFP*nC?TF*}%}
zKOy2o-5cCm-J0qhnIcI=H}{oibrO#v!YH^~=_hgjwu_B$XCLkLD)4VPCByc&D+k+x
zn}gtGxK?pWd?xi7P!$~5e?hGQq37tAtLXkD+axB+_RM~jg{i}0zWZHK_4`pY<`-Ts
zRE!se_+BjfcvPA!-&NRcaI9NZ>`tKP(A33gj`jb<O3ZQU05mC;X*;C2%qX^<--gb1
zxBMNsJ$So8JqH_ey4(-Pl=iR%Hk)2kT`~zXqSSH?NyF0}rUAD5$+ZHDpFr)d#7;xW
zP@8ql&iDNaXXdVgeQTd6B<Dwfo<-JNJ+G{}FOI6V^|wA-=O!nz*)A_{qP;QuJEcSd
z;>AnHxe4A}Mvyz=3RIoR;nsP$Jz{+IN!F_AQKbIAd!A8|fP|)%_JNa6g8|U?oU=8B
zRNOrDaI16!SptwLIiO^yOAvRZ7H&-Sh365AOFU5{W(55ef<B>QxXQIR{&;S7KK{4@
zodAyW4bBEJz9y<WX9nST<1aGw*|E+HfKoZ!6TxRciOZ~c6q7f?j;*+=v>y3@uu!}_
zPK0Vfnz%}sQK)4!4Of^zsLAv5I58@9C=7Y=+rWnB$mf@*=`wu9fvq?<qD#CG7G7*Z
zQs8IpkVSVF_$~S)lomWX@#sRXHvYcx9t(Epf%-5}d^-m`Cy(ECIXG2~Q^)|uv<w0_
z<!QU55Sb265%S1jp2m^FC%|#ZC8SJQpa+;VkcUuU=DF-+>ZvS6edL!}{@Zys<mHYf
zUF<K-#Kb&~1_-H8i^YSQVMVfskmTMR+qT)<n+IP+GWjOWECp_2Iq&*7ki-d%d2TYS
z%A>2L&D%Ev{yqmnk31XP^EFLSQ9EUfX#viTjk8^7dO>Y^fk0`iKSfe;WkQW`H#$C7
zOm!ab))DNyO#{COgsXxnDXR{{!^kq*R0c}zsFaj&oJ23F9#c|9CvB&Sh-oOn%oDM7
zEsl4gKRtC@uZjydE=FG+lq_eKA6nq>y2;+K6~L>?e+Us!u~fc2%zrzY$V%lU!h&Z3
z3dw&{FGXYX%V%sGxoxeApz_ABp7vF;;z*QS*Gc6XsK9JCG5j7IeQg6`gGF6kiK#gB
zVU`Q|3lm)?`)BZ~d@2qEAHrr}Q=K9*PFwOp;6Fa$TnXksvP`gNa)QFaBUO{FTNMb8
z0a}Etb;dI8b5dk6<ndqr+h#Z_2~g4QBuGi*!y^4M+12<kJN1l=K0;8oz=8a0P-(@W
zYreIoNA=(;@_A2Bf7>Bx;iC(eSI(syQ1@<qi=l1seq!?PmgS-_^*PoVrsVE%xIHx9
zy>F=N01o1xb>pomliI_O0vKz-Sjf)F-aJ`Hteq1uwMs|)EdnV|CPaAB@ewhy7Dm+e
z*V27r;8{~L-gN(MsC3YYfe`z$c^0MF-vf1C>}Flq%*&SOhT~Q1gmmM*an2~(bCoL!
z`(c`2p1erKp9Xwmiv1+JiwXgwV)1-kQ~yWD_<^IU=|mUkrhssZ;QPi?aPXVihl(o;
z|2<<y)vZr{w}CViE&OquS7U+FVzfJ?+H_aQj>rB+oG2=$xTV}9(PpRbdET9=tbP40
zu?0odFn@Je;gh^Y5~HDpkFlKNX^tUKks8J2?AuWw&Ys}@&S`R%M{69lCg{jX=7CQF
z5&cjw%a)kE60ZZ!{D&P!-dq@k;7AZ4^sHPol1NAzor3I?(5ygn9{^Fe&gzZ>Wq+(x
zQYGWNth3x{a^Od%a=!?8u{`|b7OFq&*R;e6U6{>C6X%Dsw?13@{%Nar`|VZ1h2ZO#
zf+9HEcPWn@&qhudB4w3RQ^x3v(-!%Yo4rSlIt_iRr{V&^|1QGfY$vl7WFvPvNbA`I
z(5Q;?0wPhea1!%#)+x{^qc10ewMc{-Ft3|EF%+74B}xyhUL!{O4+e4Cw$%!-KDmvt
zGkf-qajSwDiOSF+ouYtmZjk4~PV5~(g``&e5}w~h+;ldVprBz93Ol$^R)CHS|GVc&
z|4ayn`*fp7!AFG2M2s}UtfikorZPW(v43KjXR%*P;-`{J>6|ZZIukD2GKe?7)SGKL
zY_tCeE^E&_OmVS)y^zPVhVXzfX}&SoWXKD-zCeeFxHKK#YkPM)eD=G*@@k2Lo=L{s
zw}qB5^^=>sM{E1FT?W?T0>FCoaQ`ib?cw|~v$@h=$lI5c>MRL3O;gW=8tdbZ>SXj@
zmcOAb->%2kyEVi)sXatapew}}phd2#SvY<6g(g+hkM}HHA#Q|?gZuZy*OvnT1!Z++
z9!Sb5kokhtRK-hGfdzbA_}nq3&5$7_>EBQ<k_TQYfJNCfJcoA0I9zA=q^CkSWIJ(D
ze$j{uF^uDz9VF3I`s^#6IMbNwYw2|#-cp-9qVL9fqM#AMAnEUSp&u(;GkN%K;&xvk
zLGB9qj4X_cM+dN-ORCiQYl|zg13)RiK;)S)I!;_t*RSS5Y1!Q%X}7<7T$X$S8saBr
zm{2(sM5)Z7cdkYn5F(T=nq`KCZcQ>BvpMx>1wg`vr#5;QAM3)e@pgGLT4jWNJJ`1q
zV6w@-di~7VlhvZpgT%qL35m+?U07JW%vo1I=<pkYaLyUD48IZ-#{J$$sSO|l?>W#h
zAA}K6G6Q!EB+!klGJm#{zOdn;cgZPw!Y>~oS9p5l(4EJVQgBv^XtiWy)*#s}{)v%?
zo-~oSsAX};HS<&?nf;*EwuX3?)qarF&T8iUDHhXQ14=4>TuZqEV^~;RZ`a@`+CJt%
zYn7T{y2AiN!5ze)J>`N2dFjfDZ5sN;HU5=0EPpxEvANqUE^KfhNTo``(OA?@NT-4$
zp{R2G^VbyZk?#^&y%<7-wxq;fuEhECJl$!iKSv~NuyZ80EJ?rV2ftHsTfY0A`1&^4
zE{}7;fk0F62xTh>ARx;fE!-d{Zqjkp`6D17H#o_Na&~ZF+oLvyY&Kb4|L(vMDGb{E
z8&Z-1X9`5A{iHFl0_x~`K^Ll>%Zk5nVt(Im0H0fkY19sxK7OL&lzb<J7jEEpRrhd>
zuHw&)59xMGa<h-7?0G^>wZ(2X-zjD*daDP3ZRbrVODQ?<g?N0gUjhM#e~t^NmTcVZ
zK4%if{zL+Q{+#AtLng2yeqRqlJ(y4?CBf_4+J}RzgTnY+DzIbaT389YAtw4-y|b6g
z@`{$B9@Glym~Zy*t=Fw?U1&kxNd8X#SaJ((Rg2(Bg$(UeG#%);du_?xbn=#tIr+@x
zoZe+U%TKj_#D>Qw;bv=#X<M&;^h3@awuNpgK08LAH)0U15Tr_vWiFWdyyd{Rbwph6
zl48N}bB<I_WsXC!rdew9Ij^?3kyrv)4Oc+uNlfgt*R|%7spw_=?wQlM<^{nlgL`;6
zRU1*`#~HPujI&U$#b53edP#AY@(8*40aQFqGgu(zL<3M8m3xSz=x*AkU&jr@hCZH%
zlqxd4_j)K85@QEeBn)x31ZKC?A&Y(pCn33g$98Z-lO`!EAEB@v*gHHgGEL&KPA+L{
z5^j&v8ZgFM#i-1kfcED9r6gGAt=76Tyin#=Q{hBSBwpP4I+O9pC%`kBa#yphZaKvI
zj2Hp&&FS42@umI2uT^s!%iH0sPCBhqoQee@-+(Wuo^`g9*n`Nxo|yG64EVwR-mJ}F
z;LOD8^LAJU71LEeADeq9j1<vfjtN~6sLUeemM*NkNn|sAj4}uRCr5b(%*=+#wUTpD
zr@xBfZX6G2fV_F^WLWwI$EcFE=ZLHsRx{~t815GA(ofCjJ$I+PN%ngYCT~3bvSZM{
zaDFSlo}f2My}_B~yn7*=nI+|$ZZ0_<Sj>q#<|Y@ATmLHC>s6K}=yC%Ml!<dyCGFfa
zt}g)GDS0VLhDT2}?a4h|!?0koL>3dr8<M7<yULJR-ri>PKto0z=_@3|$EWqMx3L*H
zd7TIKAHmTd`Z0p`CB8bNZ>EbIAyG(nybQnk6`M^_Cqdd!oOe7m+Q_>?zw*@?(oH+X
zX!GSh(yZ*_n4o6XDJ<MZ{$@<~?<~(wXHav(ur`FTD=F`NL<ZX?Hb&wGoQjECie`=Y
zs)=F0PAd=Rp+}|PGzBindL<)uJKbwXeVaNCGLQ#7`Ne@b^aZnGq4@4k9ISO+kJdV?
zVGPY@3?DKw>EB#Cn1HfMu*wXD13e1lvX|Y!(9QS>dUBIZobp}8r_7iW7oZ&HycZ6s
zDC*W?9o3|KqYNjJ8cXyvocBj<AhIHPT8N@`dYakeeyl}qxVJb??YCi3)_XUUei_OZ
zIW%1$BYucg0UZYaickx1OlO;f0xNT=A`|=Ec`}0kR=*-yEG97XW@|6j10eQ6^cPQq
zlidZs#Yg*7f9%Qzvgf`8vd1bJHT77dM=nq9*B5Mp1<0%x{U^f7+inI54-zVH*XAr!
z?nK2qS1hc809&V}fZkH^_n7Kf>gNQ1Uf!hc!1;*fQBs#5LRc}Ze=Az{ibp~eJJvt;
za2l|sgM6M?00{-FLw=@3DX^8^i|qlfg0c&!Si+mYpW`y;Os{cAa$k}2HG7b$xDCP-
zB{LYgi;D#auuR+~h|KLxgV>a&AOxGhlN{FbS!hJ{CklEhD^xs62K;|(K4W2ZOGq+A
z7H|(qK5YSZ{YcHH#sWz9Iq>D+@W$6X+X=~3rm<V>&?G&bX5#NJ@<)MxTh?kRaP`!K
zxW4eJ)8dL+$}0W38nK-If=8X@Q=a?Zm@_Nn11a<BZFtLPSPUT2hnD3u9OD?{-yXEP
z7Z!?(EcUi>w8-CkS0c@Le)tGa%0Y_pMqnHhwAP->o4!-=0?sT*qe>C=)xuSyk&avj
z$KPV2G`?}R^4{&q$BE|sTWH~ev-Ef6>W(+DU@OC;;^Ki%y>&z06`2po+8J#;8Q@Sv
z%nIa6m%S~R;0F=oX%Qyso717gpkcTZZEJ$m{hH8UFd$3K1B``-{Ag5SZ3~8!+JHvQ
zl-DS8+Bsc{idW_Om{iUBl!deO<T;2s0N~1R1of3PUSk|dQ@ANdb$adLfRd1oMdcZA
zJ7#?O#>LtCZgyM$d|P|CF}<)rgjOwR9`jQMkouP|i*d#M#)<i3ZA>A41O`y@v%D04
zt_(Vuc_!VXv-^&0){fkt6H#9ngB*c1fZHde*q`Am4=7(4twlHRVVVa7UT^`R6^ej+
zIeuvoN>_Q};f96#W5I#>u5Ob)J>zJVrS5*!gtQN-=6D=B8KVcbRb5NS#pTvojK8dv
zn}6UXfAukE^keh<Vg9i*=EF1+<%@sO1B=CjmH6`Z+ZP{sR%q1v*oJ~eGMlQ(mfutf
z1yc~6_I9!wH(<WUzn5SEac;;ueyaF->G|?+SYE8SFaEBQis~k3@Ib=lU)SZNyuL14
za#XA=d}(tWfyjRz5K>Q@>tCS&G#WecWAH$U($e3NH#|<!2pk9dj=E82<J1|sf72#u
z{K;DA0janhVc=Q5jSxm;B8Dm=gYVD|c!FZK5PZ1XsIn^|)n>iongpKwE2rz{0!`QZ
z3<93zn5@M}9g7Y8g}zVS4eH<o`{yO`qmJSC^x-N<B9b<Jkl3wYs2oW0rI%{>N++Y|
z`AD-Wi~8jcB=<j!-eo3l)#Y7%$F054-**5ZEybC3Z7xXXHevp~qAK&O09@B8sFrko
z^fK+RtnF5<8n(FtwyGI9i@IgF;b$q<R&BxgyJR4#*vpM|pX63yk|@D;W1Vl$%FbQ9
zUlj%dDg=WsoY{sZJ*}uT(>4>fJYDg7pYj!bEGaFnAk>PX8>qg5%GaiA3Q6{^k{UF+
zxFf9Lzg;}=nTp@@6=$7pDOYytvR1Ud%G7Kb(3v9>50sPc&dN50z~%t7)*J*xQ~lEU
z?o(ng46mA+nnt@ne}2^1P-bIuRA0%$vgK4Hef%G3KE!Lp$EraoNczy*!|oaIJgHIt
zFmHf1ye<pC%X=Zu(08uLA2}2p)B*y>I<GemD@@K7{=^l_iUK9Vy*orTn5{V9wRd4G
zCu`0+dek-_H(Hzc)rUKmsvK};_nw+OvsVrh&Ut>(VS%poJrjl8wgCO)3fFA-l>)Sf
zv+$lIgp#4}uukxYk`ejP)UI{cIlj175&+I<^|E!MyJxPluAEO&v*X!yc2zL}rM$JR
zVuKf+kF~B3qCjM1i|uMLqXz2-NF?uGZ~Zr|Ejaq(qX{U?_`j9x2PmpC^uH(ZNl5mN
zU53(hz%#^)B)2igDZ75L@Z5RPP{jg9NEpT)0iRHLRLYB_F34rNG;c~5-6}Y;xYx?-
z<y{l5F3^(&Sas;H23hYkV!xqli7M5MA?UAE4<f=;z!%nAgtB+xWUa9pbQw{+@t{ux
zn()KB9Dr#pJYeviV&S<kdTnT5pjP+WKM8-=2<aGTZhaJg+IopUBuxeGloyi#gXvC#
zyAS^b$@vN+l5<Pp4uj+hp+_z{VzwC`0KJ^6;9ZAcpJ_awm)}!{=nrMa`u!uSKc>mc
z)BdtwwB72(PD~1_G^IQ|-$XJeJZP5-3u7ztA=Kf0i&&kwtrwl5>3lz<8s%NG55;pu
zOhUmBj<Dyb&RIzcXnbLS5icw8<0C+ohHATG-zKWIU*CEx?0v2d_U`eviTIP;y`YKh
zcXCH}W+pJ>#A9RmEQsZT4Zt1hBFHuOuT}F?*n#o@a86rWd*v*0P3YO|2Hxf$@vD%O
zf1d_f!`CJbB*-=m#Bv@_>9&Ak&+4?u|NAWKV&62*qNgExXf*s<wgT@$b|xUf15r>f
zRTT{3)F`Z*sZ(do*&O)5oBRDsGyD59sK;a|tMhyu&VNreEWKs4lWP>`%a2JC8pECF
z0PDGGd`{@{Hrq8X!4FTEd`f&wnD`P(WUoGbgnhH{<1Z$9x}Uq#egushPXVqgED1(-
zP2y2*ZUk|xf|<V`>=(A(HoG#RXZSrbsv?1QLVCdVza!Z)AjLV46d8+Sbr!gKtf{m4
zaV;gh!1Hiz$aI?3umw}fnnQUonwCS{m6!k>4Xp!T*WD-mML=77`wQ3Vm6wURUSPOi
zfn9K2<L%jWjDY9E!w<90M-0_K51mJ;;Z-?j<nYNn_954R$;F2bCTUDc^OP^puSpFk
zxc%9*jfBS9@QOS}Snxzy9meE_G}Q6<Oy+rfS<Nr8b!EG<j()OJ>yzCN>J#m7+7Yil
z{-`_jKX0wHhr0@<xU)&~Wc8awjLTyp`fc6PWloyK>qSz$+V8x$)oAqWx*NG)!%lT-
z(6?uJW0x$`Zhf$GZ6HzBy%|iy$@nl^7jbfZc^UJw=OM(m2Q;3R5JaD2FIYDb=r5V8
zcNKgK^OG$<M7(wEd|a>azg}$+>e74TM}9_#>;Sb!E3W}^$Ji}B7(87A4IVJFM}I6I
zX(sTc%Sz3~;ig72gJkuoq^Ms3n|veUP9l1eHnmEM8rJl)iWEwGz)f7jeH3HR_gT@h
z0TjJRb$1(ln_o#4gj=FDh0Vt8FNV#b1GP1;97<6mKJ-tp16f~eX=fR)wvCKq?^+1T
z!fzE!y|pHj&fT=stMIr!Gn=ZQhm0ziwHPl7>hI5OzGinhGLrjBVWs{+V>22K4f9#c
z1P1t)^3;{kksYo}^%)htG3hi%wY1;4-u14?btT^`**edMc)EM$BV_SLI#c4vEo-0d
zK9}hn!axsp_J$A%c5g_H)}Ga=6(Z$5o9@K{I_QtNQ2<MYL2~(+??~vgHeVF(>2;5Y
zDP?ASU~k8dE)rd|cVN#E%HBGC;`Al!ZY7k&y^LR+!I#JBwISdXMSy@#4-~M!;la;k
ziK1ZWMzjOT4I5y7f%c0}c097Fzx|gv1j%{VZDx5)AIP(k7Wq02r9BUG(*+AeaK37J
zoR?ylPyo2W+yyl|hqyD7jtQ{p3o+hx>SgD3zaA4t%o5efj3sRzLUI-m;6a>eG4=3g
zu*@yZDX5awhhmuIykFx9Lg*N*^@YmTsVEeaTWRtE80(hsb+sU?pd$afO%;hLH~Y>Y
zYxm=M6?!%XfGqg<q?yF8Fd5z;rK~{*PF5{7Sk&x2O02v^`vTqOQ!r5DA$?Wk$9X>V
zTm;%O7v{c^7Eyv4BrC3m<Y~)jY3+=*Y%1N2Q^hP8+7S}g9Y8VJ?8TCnU7e|%6@(&4
zPHh?h!4H_f4VGew_#VdpsrslTZ(JvDQ)$7JY74FGn3Q5mc~MYZ5EgnLhPfM-#(h#o
zSrIS~4oNL!t{J_WZogGz3C~A?@^&(sYzq*3;W6k)Wiei$9e)OEW^rfodrwc#=U|@G
zhcQ17my7o_c0i;Vxu!`I<8!d_sjvE-yB^u28n}%+=;0H77yhPj4sP}?P>9H!_ia~#
zU+*}14@sFBb<7xd$4obrIPJ1T^N<2{YLeAg_`ynjd5w2=<lyIT?vq^=qzF8QKB(_d
z=UXS_FdCdZVat@%hG{Z_sjI3k6y84>ox-`Fb|y==ahcA+{dv_Q-M{rV)h!$%A3J&C
zb$hCoes;az90BI4>2Ho^msM64_t!qKsX-ymAUqFACztq91@43hrgTVLM39(#Vh%K|
zXH4Al5HSUTUNDA<TzENz_jhXC6huZn68RcThrvJ_%NBeIXc8oezWWr^Z**KWKj%3M
z6=eq~uVj~OzbH-rrUVq`-kBm${G0v}+$2yZH*nTGGw)=x%ro*v)7H2TZpmDTBbTrN
zKw>WICoCDWiG0=o0l@&(|Cf<MZCC$B3gtgi*3u$5Q8X|Z*~g7C`JXdsB-gUX^$1k<
zF$!BijPU_E6!)#|{p>N&=k*kg!J3oK`DVyiZe&1N$=VmH!C#jEjS|>ZP;~L%a9LNf
zf1QsDeGl)bE8o&($6oUY;>k;Yi>`_GZtc_FX|kR^1BXB7BmB50<jQMpOIs%D<o850
z8C&kq{48Ogr#7{X+$!R#ONu*w%hU<8UIia#yzMT*zawQX@l(q<e2-(|s>bu;!b6b`
zmyJFDD~v8$=o+D*<NI_}FvrDjBvXotf&xlDfvXj`x~!KvkSoBjIx!j`^ak&896j^S
z=kY~(BQ7%Z?dAEFqbt=h_K-3mHcSx;QrUO64AH6z!_+`&<6Ny~sTC?5@iqEAP}&^M
zRS{ooUv|0bz87c8oplyQxc}7gg#Q>!v9@HE8y@P0f00<1@j+#qlDwVk3hh0H7s~gq
zsQy=W#oC{zKJai5W59-<UJGDveyJ#$QJUSicgChEL3>W+M9gIyWd-cqdcDO`(jn|@
zS3nV|(%un-ll^`a*hU`<vJw41TMPd_HS_m69lwhk#aIfyZ+nTZyv(1b<3&_mk89uB
zG65_F7xI^HP&ZI)xSPEOaSb2;n17`%hH%G+7xD^$d%XTWO2TmiKpB7q_SLKm-BFTB
zN;tvKE>zeA6~D?$LmkyQOvE#Hq>s-kjs`nm%<eft1qXbSvxRojT<X|ZKLs9V5CXg>
zRPZ307k1<UGe<9~NsMNEd`oqm5I7}8-(X&<_I0W<T#2vBrh4hhG0<r$>*-Yx0HgAs
z$wp;C53|um8Oe&hU)FoeCi={hLt(b9-T_GZ`E|>tgy>KNbZYC7XSP6^p*B81?fd%&
zv}c_iEiVECO0f5*l3~R3a(Z<S0BC{Dv=(8$j$Gzh1Avwc1hCV7@g<3fiAN*3B;z~7
zNpsFCsQhZhzOQ1T+TtWCzM5{yOiR+FBdn>BWy)wx12pG-rj{RkyT(X|JKCY;Eqch`
z@lTiKk(vYMSSQ69@qn(*!|5j8`4lFl$<GJD12DUx5SwFRGkuYwOa26y9th4=<3W7_
zxlXV^ofH8nKwXEOu9w-FnAS{eDV)7~4n`AR?0-ojWk8X|lQ41%>OC6bD#g$Yp>6os
zuL5PN27SE-Lyx(us9wxJyl&T0|AOBOQCxXW-1rLKtyC61CRmm!PM50*j}m9pT9^R~
z{{!uks~ie$ZG<oori=ATvVM(ZxvSzT(ND#va}Wn33lAKtVyifw6iB0m3i~VNE8}Tf
zOnx)=S3r0uf9qh&t_e1v074|m4L09*f}Vjw6PDO1);(x0G6cYX%UeRXG|{(s(0#O!
zM^JFm;@i-_b$)m2LQjz<%ep|d^t0^B9&S82D7q;iAZWD|0__>GY|P3oeRVt6h5=hY
z2fg=rP6`)Hf^xCEV$x$m0mRcPyUOn!)*_gI{q=U|8aNGuO3+bEhjLBnt?31j@iWL4
z+IF96)!ahy8YsOMFTw@+3?Ehk#q81K+k^rRnZ$AHXyJ4FZ=?Cmm07n01n`fDi9^7s
zB7>P4o3ih3_N}A7eDUSCTU+=u$f+ARK)LzV9`qA+16_n0=Xk?w5?}(rnAcc0Ahxks
z!A><o$T3W*Wy+fETlJHR$xY~oBjd74Zu>C=fD+?VzFQ%fmk3}xbA1LyixJv1(=7uS
zhEp#3U@}ZuHJ96!AI(Q_<YH<~s@BZ^!rtI}(G+jDN*Y;mX`RLjCNbD>6m58XBG+-f
zUldK1x+?CMUx46UR%QEoTfv!7P^4s2PnZZ}jMX{{f)@IyMm?T-znJ(FlduX?bDiOe
zPgH){%B~<R26F<v*q!#YR0J7iJ@G5_4znO51#hp<r7SEMbX->P8bD}lHd|MzZ2b~W
z*3Z}X5ji=gl$2DFZZp~VxP;o<zo=~MeAG~lm^kALk%c{%THPHf7klVO4KN#57z?~u
zY$JnlOv{45I_?U~`J9<mExfMwsVfS1LqSVtn5UXN%Wxnc39w_Z*?(Z}ULv=ErYdZL
zYWvqJ9kWf9Z0AXJ!l0IPEAOag=->bjg~ZU$-^EFV`VQ+UGI}8zBIBqjfR2kR6K4C?
zV|;2tBMD42^zag$mz__7D=P~&pU$F~gnU|of0?bROewak6w=^j;97OkrO?XjRG^-i
zA3MLkuc<N6`XxSFnQ7`$SCapck9_3jWtp$X5=raiB%xK~>0^Z?J|D=O(us0IrOrYy
z-cKKlcyzu!{SAD-VKSs5537H!a22z``4L|;!o)T5XLqT+S0RX1Ly_myyQlQ8OXJ4z
z%&=SAOQpCZQZEA{K@l=^N2^~8Cp7G*fQ*l%JkIqMX$^zvx8Mi~X6@oPV+fhku7*Hj
zWnIC;x(2%r)!OIdkqT{&X`DO`=0aVHnVyAEXVBub4uVE@Yf;K+`I+2P4DBFE4b>9m
zN}UEQt_Sj8jE9$Td9&H{)Zi$yu975=*ir0!$j)d;HI5CVaB<Idh=C2586s2d&Qi5@
z#Bp;YBr8O+U}E)yK39r>zLO?F+5A5Qr!fe@DO^iSi%STX!TXPU|4;4W0heO$sPk<U
zjMIdcT7#X$G)5WQf;qWEv$le<{0>ZEa&J8)$5O^CF(6`p!(&@sc38j)G8ouInt9nz
z$I)JBwQMmumu_(RF6eBlz7})hl;shX)sr-XeP{sUH{;OShM91^zRp;Ounc}4fB704
z7UJ~lZT7mAh^Ud6YxzE_Zw>r+nNF$l)Pj<qCk-2}O!8Ko4+fn;>42}Au-bEQfMIy%
z!N8g;rGp_g@qB^TE3K1&VnL{-iKs#X6vgO!=nCpkAtJ58(}D~SQiruS5`6<IO9x?m
zMbEHUcAYeo@yrxwT|na^KP~vXB{FBjQVHyRBcj&y+nV`)2#s#|4$tKdi26SR)`P&f
zL*$3cJup|IRmps4w82BR^X!QPpe#n;Nd{{QJGu3V`6wNZWM_F%y@as-A9j?f_CZpD
z6P)2Q>V;+}pJ7-R#Aw^HlO@U8w1_<0Qfdj0x$Su*+7Df_Zc9O@&fkBhbcPcqXX78@
zy=>^w#U}^?Ucuo01P*Q<F;-pP&=1RDV7ia~d#$$jgD2N5t)(l>=(ct!<nMThz(_e&
z_<SG_QZ8o?0HOe}Jlth+a4GQm_K!oJN#I95XPuGnZJCuNR66r&+QP6ctH=+?R9*r5
zK=S+G+F7JclD`!>>1#m!1MVEHd1h0_F724>??1g^Q(=8%eLn2N4oE_GCCvVOgNyU_
zKnoS^a+S^&sGYFS&Uth@Fo(EV&zHyzXe*X^mqE~QUvFRC<4czz_Pxh|bfh=azE2!)
zvL&9n#mB|gx`Lwg4AA;T!(xpuSil_)?+M<YYEh}fbEkSqO6NfVFS}1Iq!Fs{$g926
zQY}zG9h5X=rgD|x9`<+NY`ohwd=-p;mn;~RW^k(`n*2d@SP3BJw|qsw<hHdqpQvV-
zMqyYBr;&}<5{@I=LfgyR+O|+mkWS-x8N;WF1G>0weE1X|I7vv({1H#F`0Z0aN2{l-
z+xW7V@-hje39sNXoNh4#>%q=Fg1W(ve?XXJcO8h06?7{B{H@?cJO9F=+_%rV0x!R;
z6pRrIJezSJ0EtKC)P?_TUwpPp-+{#NuemR+O4{vzTB=y)yf|+F`ZMhZ(n8O9%b_lm
z#9YYldVKHIA*j=9n8r02mQyaC{<ykdt-wFThZjpxDKdfUt2(D}VE>K9!Epl+^MDbU
z&rz!;gh^tL>Y+IC9ptr|+=zvvn8It{wA44(=Gt!8s=V*tr_J_x$M4|-f_g7)!LRyD
z^^Aas#4W46S(w(*8{><mu>1`1r&%wn0qLyp3Urryu4C5VWjzX~+rwLxivM<ju{IH8
z5o@np3SUCfrjYHi?vh=o4?D3D4lcxH`3*}_m*TN&z#*Hy@7pdt*z?@h1Vcxg^drEm
zSf5P&w_*Vp+V+axZ__3wju-C7WI8y%$@p2YdFsbYgF#e)HJrvEC*NBZBWlsmV5Gy8
ztj2)iiI=u|Y+KGK$ZsYpo;B1lPP>FoW3#=wU4jw|l0py+;G)C|OZTxHv5QMK*I4p9
z(eAUa>g6Y?Y|$}ypXZxk5{G;XSnfE30=v_~!Pt^W^KfQpv_WkC=*88Q4EYN&v6G{M
z?#>^wiCS8}RF?i{9e3(S+8Xs%XwoWyONMo`KkTqel~&7-iX&Z;55jK5oOi<49d-~D
z;(yf%f=-qM>6UzyXFaDc1$+8kxCE6OhCQlcl1MeCn3Q9Zm=;dN7Fyy&O$-(dxo=lJ
z#0$Con>h34@k!er0Ce#eZp^V`>xeR|jk4qv^vmg#4iQg$vmFWnOD>!8yD~<sKuhmT
zmiqb7AIK`O6sxQV|HKq&-hiD)3C(8z)BFpxkCI~48&y~sHPIUifXt<CMmpKOgW_vc
zA7ncvRm#6MI6HF)0LlCk`S%;8N313i+?U(uUq(uU1OdaZ4RoO;QnrC{0d#F%_6ZI2
zej#NDZ1`FzxZ<md%!^76fMlR3F`PzzjzvxBDrS=JY$r2w#ho8}o~uI7T&M=FKf+*D
zRMG2GX?K=%b=dRjY~gZddm%MJ7qEGHn`c^_MZob$ytW5QUTY4kzF1nJ=8s)DdXrf^
zt~eycbbpJFk$c$CujX4t{hC_xMZ90=!V<a=e#UI`ImPk8Y3?QboKnnaEKM1;{_^>V
zFT@V>0Tah(Y_a$mTLBonQ#TPk)Uu}&jmqdx>dw_()kiFvh|m2+UsgN|vsKB;lz5Y;
z?5#sSE3aCRHNE<kXr)y?Qf!V1-b|HvEaTkwx;Um;;6%PVV>+GP$uhnOI}UypB$S(q
zi_0vXbbdH43)uZpws#*+QUB_10U}GZw7pRDn7yTy)#qo3_e_Iaa^9PkB{J{**J<4W
zqA>}0JfQ&UIu<fD3g#ZXoD!_4E+uA?>!a_ZrG7kdPY?KfuOF*tSQ(*#83HhOh!fWI
z`~a~ITxVa-@bRjF3^~s?JKZL~##$3jHYzIu--`B$(DjI3KBZa^$R|cE2jY8_!XQpM
z(3=|)l1c?58y^axqvYcXqVudi<8M}0Pt@*J$WbSev?dWM5^2;l@H>-wC#QZ!O6*;p
zae2<E9ITe*<ZWAMdiwqN5&hj5(*xE>s6wt;fj8~9sdwV5OW=#5bhRi`zDdTfe!~0<
z`gQq^P;*&SjsMI`amlkxH~F||XJHLD8f?&#vNa(CWc@#vAj0C{qgd!&*52Z^4>Pj9
z0zr=dC$NNOV`r>p)tsRY$NbL2OW&N9H_@_p^cYO9Slxv~u`QvsVtidn3t4TWFa|%|
zg?I%wdHRQ5Z1pLwEJ?l(wm@z|N=ONDrMPur&BsYU1PKiww>})gS<M!gux~J+)_+4m
zDysWEx8{ccV|LV(CA1E6>J}%P#+Dr@MvUjuEH%T=xKBmoSz+Cro!Ma2G?rzH4u^xK
zc*)7lF8RXAZIdS>CifTb#d;<mK(pEnvAX_KrHxv3b%`D;dJj=7T)b+DycBgTaA(>h
zD!Y1{rfTY9?oyd!e5F+NI48zcBxa?)Wv;emGKSJvdDiMZN<|8qy^HLei8mm-eM!##
zl%ji*RGxz<`f%;a^!>#?EMPbpJT!CnkIsN2e^LnT>wN;oQ;E1M*@|M7x&_1fsln`P
z-^tCE^ioK5+f)q~BY1opT~3f?zqU7x4l7cj@MIky_OGT3i}10a6JU_~<OldnLBnIv
ztu8D@F#EvjLcIkweQGwqxayaasd}oLB*I~pZ&V%>w#HI~=xKqzbFG{V&8Tb%7dnd+
z`W98WSod2u=<*gTn-8%f{F5wk$nAystlvWeG=UZon2GQZJb)P$5(&0=ou1NQ6dc+R
zV~U~{@TY=lrWqGbfda5hd+>lzARVfFt|<t6+YGNG0P|~CCxaafa&jz;23P)9d5T5I
zqG<h6*(}u&ZR4I)Z#P3YmIVEM3dYR{Jd%+5PQVR>d>{8L_*j@^<4psiLIe7HcPt3}
zTp)Xomj`yL8K!~g={~JR+wBUNexc|u)J*Wt{1Pb6R(^`w@~%}h_pSF!AGE|j2XbKw
zyg{kZsm9xcc*xE~FxItQ-bW_U%*Qf_vn~>;KH4n8>UVmR(AG_a0hN;q=jw%^&TmTw
zMh&XhiZnke9DPtMW96$)!3qh(fq^(@o-lyaChTZQYwf`c1l+@?mMuA=j+-w!LPq{a
z<j+E4$($`lU@%mj%VO0(0MAkc56IU~=jq-1i;;&-$zB(7(nbXKct`ggqvl(O!9&s(
zz?vm#1has=tA2WG-@{VA>baGHw{}fWss&B3VG{;Dlgo*1TAd^X%)AiO#Gc6{7M2Li
zoX6NUFcX&;*0g!n&GIT~)7PRQ<=*U^pvsM=lAo%Z_lPAMAkV=cR}xGSaH{C7*gj0T
zGQoz7Dq0_J=|s1Uxj3>GAyMarzWDA0oYU%4^P3JX<ciIQXu+VM8v|?drwolHR4f`b
zM3Lr64#rC@46BJsX1MPF?vy9C^%Ad3>Z>6h|NTU4SU6_C+f!IJY&ZWYJ{WF6u==5^
zO16$UqI{_4!Q2WM+<1TTc2l<D<K;FV06(B);QSj51_qyQ{eamxKpA%DvOZvRdFk;X
z++9vNNOuP3fD{HKA7u`(jt%fh+VCqT?F|ddU<@dRJ9GsB>`4lu)(p~4B5KwQ<IQOS
zH{z8$hO^Vc4Zsts{584;2FkQeA#Ys654&=dt-o04<vA_??B(4zz4CrIYdXR!bml#U
zHNCYb>E~pPi?7A?T2KX>cHZnxA^>hz@b5^&iuoj~4JNIC5jVCzIU9CcY3q=}I38Ls
zm^MPH0}ISuOz-(=!RwC~Y9;be3&)D_pWw9bh1ToYx2-ZY=ORIButnH7WAV!X|0?F6
zJT!x&`5Om9f)K4*C~Mf(0JPMrK`@t5k@~OF12{CqQy6A%J8U82Tnm){wfAD;{(|SR
zVu=3knBuFQGgY?xQsB2||BC??UGgW(qtCZH_(55&!010e{dgJ5@cWlpsib*Zl6A0&
z<$d{={V40~%y_S5$~vY#HiXht8-#{j&0j%6VBWLSTkHdtwNYmqom5sZaWOEE>)&aW
zab#oyAF7RcA@6+i%@s83BW9t#zCF4EZ<D!qK26huIuk2$4p9n`1qx;k-Zz$N`^pmx
zkZtSlQe>%kdWO4t<O05A*nfTXjKBrcb$;oicnWT9EiLC_@M#rraerS=@YY1O{uTK`
zYQceM089U{{X+g@Wc^pn0)8PSrQg3W9`ddc{!5x5Kh(4ESE}>ylL&tu-w!{;!T0ZW
z{U80P@cbM^Ju`4cpOcf(b#-+&sQksAcyO_^|1YI&j(-$x|NVb2zQzRxB00ObsPq_e
z8diLnoS10o??=1Z8ZXuy4XZ%?FN)It9A*D^uzl2%{*bUR^sQg{Z=OV0W+^ko;2rfC
zeLmvU2ch`?x)AYyS5|=Pgc8qR|HZ@I{r~w$ie&zjY$1;eA%O6I`vX^shetqI3Sn((
z0VT%8#YJc;DymJ%gs9lqPx6U8i~jgJqJ9YIdgkWH#Kgp0@5a$m-H(u!l$7{{h>m8R
z=3h25o^Fl#`T4;zF)=Od?uOYccP+O0qbA`qV}Y`rnwr|C)!W%R2W}w}zp=`9YGZaX
ziq)VoVBs2wz|6z**lw*qGR3s0sAyqj<zp<fCU7p#0b@Gapbso!%0>MbFPwYW*Q<ga
zS6q_eBtf9+-VUB*czF21`FS^>j{znPKQ)o<<&kkHAtwT8Jw)A+7ry;Y11TeRbavV(
zR2)<;k7mn`<j50GOijrQ@!npYwwD`r^QjRf#P#$@-yHR^er3~#A>y`x1KpQR_d|E_
zg!s6b87&fFcLJ-XOPZUT8$DA~+FQ%QH@O%(uA9^!{rzn$$l9fUm>M!<w)!C&9<L2V
zoE%HZ+C660_(=aIM>;ixwxBDFn2MhM<<<HVettr9VxA80FSA=PRagKOE-NP|!~ADX
zo?_;wU-;PAzM#nWk~Nm+!%QGFEP}NLm)uQMwfm**=Kj|U(<ShW63D)^B1m@57l2mY
zOV*EMJZ@+2xy(n!sSG*om&i}&8r@{AC_$!JkYWmG${+Lc=vG!%%)lL9?Tuj^Ma|8i
z!$m1lFBiLVpKtO&LPE-086m6!*R(Kcni{kAyupTI?mdnbLm+<X(z(&e#)x{YZFWw8
zxpl{W8-Vm>8^IiUl}AKivgkC>-HOooVs=N6#|eLNY;a8Cx1)K?q)yR@{JT(%)yT+5
zZ-1_F)MLC<msN;HWv`(>RfN2>`R<AeRCo8|?z}R4Q}GX7C7#YB?d|Q25+l>l(C|5I
z;eMEJVuqKgwwe!DNEWbhC8L4K6gNKX#Mh;R;MrEevWOlT8IeInMLpE)4Jmjo8^@y3
zbg>lD3;u$))oiyO{!Jp}@#sw`5x0!tGN+MLIEi9TZm!7a{qc~9?D5jtT2BAq;CRo3
zG=yDj&eE~}`9eKcfmDYG9W+KmxDfUA^^;(kv2k!Rfr3_1LsOHH*J|#j=P-))m4%U(
zas{9P%Qj1;q@?tMg`txp^E72hTU$GOyV-WNSFF3^-b_J3VYD3dh;4Kj6fG<YPVQrC
z&dA*ld<t}LJp1E0rMC9R3h~#)WpxDi<{C8x_I7rP8XR{M3hqH|SH{lHE;}<b^XTsO
zI;m791^@6y#BNP)(<<>R{-Ge%;C!=}$hz2zW838}bYlP@jBz{PV?J?Djf_lBV$=7v
z7Xe&LV^!71>l;r(brfq2^_1&_yeK=!JMXKV*2@)Rv`M<jb&x421C^1)vSE}u(IqAs
zqVuvTus(|ZLcz*nse~q$N6I&AF+dAx^=IhvreFwx!+oAl`P>N0JgeevM3q_;?={2!
zRo<2VL%oH6$)M4_xP_Y*x@0Wj3duIg8f6;{#(I-%A-n9<tq7AM*&>W}?8{)RrDWe`
zY?Gn57-o!p8Qb@$*Y{8O{`5V+oHMW2na}H-&w1X@c|YeopXXU)JJJ1@XBdn;;Rr=d
z)blNGzmb#e$uJO@doV{1em|c+T<0}2?C9ti#>vJb%9I~k<uh+U=F7aG8bsLA0O6r&
z!syn57WP<H6BH^n^t#-KC)0Oybt?|!U512Pp8uf)fk3v%9UUDy-{AjzWFf&r85;#?
z$sT|y(`Gv$7iKPL%&cBsUbU*y()~D@XPx7v7ukN}zfW=kq3&j!oJX*hn<`x^yJe#r
zot>R5+9xl#4ayt5<dvibC_Ef9l6FweG<G=4evWu9sj~9gok-0`qDi&@_OshY>TW>O
zdw?-|EPt#2Z|`KQ8gO}e;4)rhrRq<$Ag4x{P<W*wo&XtPoG@Qg5^c&EsG24;B<W7%
z?Ut|utkgX%r7f7S@Yum^O7V+B868K?`|U5diM7G#(6vq&m4EuQ>9cGgt^VNvfsN*7
za##ja1V>sFoE)7AO&0nS%yKp+CI%}NYkr<}Fex*WZX34i$gx!*_GNhzKMpw|<4IOY
z`#K208Z4T6Qi_U8*McoRB&Mag)fAa!>cPe{L$^})fEve=)3)M9?OEHh8i>$%vUj&6
zQiFStSmB^kY*I3_$0iVBzo{v4{cuoNqx-GoWcfdz#^jB2`=2f}shMO2&G%(c`7$Y0
zIiD|>TYG7>r<N6wmNGt_C`jR#rHxnRHy(<L3;hj!8VgPC2Abh$Q;(I<lp^bd8orW|
zzVzevHqTv)#=r`mPVEgtUWAEBiOCAk%Yl0*A52ucBpsF*EcB~xrymG55Uh0xjnW8>
zh@PIi9QW0Brk_w#nO0JzDo_LgrT5a-bpxs5MSJxkQ*yhzB+nMh^(&BKqDxxz;sWB8
zexu+mGu!#O)LNk+5Ki3<ColgIu@%)fdAKvfnO1G$bB>8f;Wz2H6neBt8Geo{fFdZ7
zT*iD#Hs!80&Pe3jsZXbB($g>CEf6q$h?cVNf;}4+yyZRBYNH@<yD|x)u1ebL>p46U
z?KLhg3};YaOBb+7LekAU*=}RyAA%2e=euD+T&fK_iDt#fdT?vkK&3uZ9vp$XL9j_%
zJ1d_!@r{it{xAEt=u@6HX*}sdMl=D8WB4Y~yf$b9PjB`CqEJ)Xi#m~+n0Oy8#OUA!
zA@SoRBqd9#^)u3Hptfh7pR~kZP`rl&dvM9BA~YVl$MFK2o7)Z?gvSo}Yy%@d8*_90
z2~p23FCT~lYA-2Oa%YCf|F0V0I8J-&x1PnFSD1jlZg1D*U<fjbxkU`$KcpYMlW_ox
zp$YS3kP*|Z#c{bj(E_0x3GSKK9Ah9qxF(52@3mQ7lA0lWH@5^nFdH8)DWntc3o}SB
z-&;u*ApsaVwkZtF?N4&525mg5sHpHD)w=U8h)GG+&cq>Kksr@zycLgKIQO@G1jgRY
z?liyL*U&v0&OaPPA>Z;0ZP6t%a+n@98~guQ`ToiMkJ~A5LzUI1QyNg=W?CfI02POr
z=Xn~;pyW@Q7^?oa{c1%4b5!sigIss5DL_1_@#Y=`AB!%>3#fVgmi*|@nn3m^xi5o9
z@jBn!0OSO_AC^0JhwOm5%od)YO>Yqh+i61@b+otF5sS^OB20@(a_1N$R-TqIO~?cg
zSA2^8;h7$wH`v4F%~3l~zc;~KR2Q)^J!v8|P`@FgkX0-@yvKOt>$vNe*V>$>dC{)=
z7E8efHQ&va_!EFOscXHc<oh*>z35FY#|T)$T~%SttTk3}pV{K4XXexkL^oqwOwYHX
zh{=z5&Q$)*st7M*o9?-teAV(}S8;@q{ViCK9-sDxvtvQ>$O4g4EGi|{=fPtg5pIeP
z>WII{YdQes-qGkdZS&66yWvM}lumD#?`g!`ZJ<M?9Zs(Yr09iVt?P%}$16Wqa-J16
zleB>7YaKmnY1DqHcC_ykcgtA+wfGBt`?Ce<-*ciB<vXb(C22Nx;(O2p?mr<?_O>yv
zQXQR79e|O#SIx4El!zvP>;(+f#DPIwKYfXBX9YKFAGaY`@<%Y{R;LF)EYD>NMh%4*
zUtb-*pRNgIz8qwlX6{Q>GjWF#q@~{tXKTHDL2Bw~qRVO~FPgc@CxwY4vP>Iwjdx&h
zI5}QcNnu3O5ARPCcOQ*$tEc3ph45eIx(gBs;1E*c8W=J!iX|#FL66fq%ePI*cfqJQ
zEipa)E^d82f-hu=Q21s_;}j1uC~jlM4?{d$xwMY_)MnRk6QSc|oN+@lU^Cv;bZMQ-
z<yu>C4@cHtjB3wDU&V&Oz3yUK5s{V<i1E2m%hCa;B~~VnU&i&`iNhhN0`Yqir`mq`
zgg;H9ew!Se1HUd<Kv4b;h-kUbb@?}L;3gUfs0wpVE97=BFCo$&P)KA8LhKg6-LV$N
zJzjsX^n)rdy(-#kU^7_rQ3n>GSIG9!K*FDJUw6uhr*Ll<=-I2G9$#NwE(Ii^IZg&E
zVvz2PTU58JNQ@jp5btV>F4G0{`3pkgk;um<AUhgo2-&8)3R59fL$!c}e(8O$N?Jz$
zDf2OT_1|$IUUrfkni3&3{e(&DDaYIl)+Y?1uhlNYSdTKD-b&MAbBXVOHqOtmM@|oT
zY4wK4%j7?3u~meopDWzB;RJBvWoc>o-x2c6843W#u7j(nY~YGLnI;N!c|7s%+E5iy
z{>C4~^P59B<0Ic|`ATI${X}QoVs66a@~o`ZC=TGA<i){zwY;z9=2)Ry6<k`WVz|i2
zW=C`^N2#&lof%CbiS5<~CO5YZ1W*Q_pw<oe(I$xeZ$)ct+a5Yfs4y0ChzJwzgS<Nv
zhQ7qD<Yv5FWY)T5#!E*hCz8_xuu1X~1~n-TXw|vp<~@&09e(%(Ov!u%?n<gHA!?DU
zUEYK~r!;8Q>~h7r>4d@wH@1l8b~UJIU0vNRWz?yBo;7;o`tL3u;Z!~wymR)1iG_tT
zj#27HZmgdi_1RQ@(HAzzvMJlI;()dZ-6Zk~#tF;I6H{fr3$SP#!^Gke8ko&PVpF3B
z%_@*dd?1~Jjl!u|ZNq!_vb%eFs!fOY_d_^hT(6WN7OGMA!L@uTaF;c{z|Cd7_y_iZ
zu+m%6Nz*B}B3RMOzaW#<aYU8F!GE3A)uT#A#>@YCLM%f@d|&MlfMrb!LHrsCL*PPx
zSMlt=`&>`T^~Zk$--xs^F>&!q5g8@efN<2c5Ux;Hy}asOU^k(((W%=7x=4^pq(<vx
zAZ@2hqHJu{?xosUF5+$#a~_nPvi|P^o$sROU#fP!M=GPX!IF59m_04kGjf)KsUgFL
z!bO>P?W-$U^P2*GXZlstqxf_FxB0wP^j9-t;PT(lUrj+@_E_d$P4<h-|94&46G7<k
z#G{7*abM;ot!lCRj{)J6dU5^XnElLo*$1&x8Yh^TZt}2bgNn<7-f|QcM<NH)Rp)Ua
z%ZkOcPgkN?7$*db^oTps7*s5MT6{LM9*wKoIA01PU~RV3l@xw-5P<Wip#qjlaExnk
z&@27u=kx?$T?$&bY>q-LdV6~pxtp|Z05>)dLV<B}>~EmgyxPy1v*#uzp1os&PP|su
zktz@T0e`<3^ksBsW7yCJfq3mUUWsuV%8h=BMhCnR(f5ANDNwp)jrp`h7gKEp$ocKu
zwe~Rj>pN0j(b3T!fPp2w2lPH%0nkjmn%^Qpuf}+j-|To(!C)};weF+_fMfi5kGi(r
zOtltX`e`tbMfFcgk9j~NEB^DBFAZS_jQV350yb(3K~sO)grk0nHu@4R^}0K1hTgI<
zbVo{7c3A%5*Z^~yjEsy2uvR@78x#*<8+y!qi7N#RgBT{QpfHNb&&PuezJ7N0zBxck
zf74Pa{@XDZ$`U)t_ItHlc+*_3!W6Z^ZwYzGf1DCxBNf^X2pH*504TMZr1GF%VEoqu
zbFUkdmpAfVnT?4lBK!%@vAnQf#dHY(OQ6J}A{(WVCyN=Bh)@I`*Bp5s6V;t1R=7S%
z%gXkHof)*p?AL_Sy1KEb%!K<+PF6<pYHCwqFhKbM^Qi+{+HmhXnVkK{sK<*CIXa#W
zx4N=;@Xf2^Vv_Cp3|g%=r~tYsWmVf#V%I{Jv}^uW3oMe189WOZ%7oytJV&(h%iMd4
z$uOrHl<n#1j6(ZTfq~Y6yaz}Hc@wz!?t3-8t+feR{aou>otv9GK^GAgt~+%`#5Cyc
zE##nh|AaHpAqO@Gq3EbWRA@s0-4+K7GE|ckn5HZGCwiEdD!Zk8z&`447q*L0el#6X
z!Xhay?#-#P65&@`);VeyZbNP@ECO5&4=jF*X;YUKGZ!nf5>$<MvRzm`35Z0=p}-_Q
z05@7tbZj<Qkw$@7-=u*(8&p|hj)&lA>g~v~{5>Tr1qOKi<L<ykrkzHfY1v=9Q{xT{
zR`iZ?vTabIGDvz8e(7l3)}*Ve%XPB>jIuyART=<DaA3K9{*sj<V;N6JwXQcTl~x61
z%&TY2xUIDu5f3IJ8G-tscl!Ch0Z?%{7j+jt(^dATJ_0MeWNH4gE6Lo}1qT>Yblqez
zWxUh|uXITg^z7sNh0nko9ds>!29P=KrDsSY&eINW(-`Pg;|_A__$n$Y*1DR;z3tNi
zzD(3D;N>>Ip#=W?0{#nSDi9@*EK0Iq9DF=c1y@s5og5mq3#Q2@r=?jP*10|{GC2UJ
zINt#Evw8TCsu<U8l~VM~2t43Mi;=@wQ1hi<QVpuZVy|vftNI(j5eXic*CbaHzYo%4
zVqT-xK5^ZBeen5~VQ_G<<lO>}TlUUhRQ9iqpbDW?egJ@&z>fI9a|oQsW8F6$m6(!3
zL6+Ilz$wA8g)kYzBZ0N002MI_U}~Lq-Mw$u6CBF4msnPPxpL)7J+J_9_HE4IAVI|(
ztPSi4z=4U7$(nDN3AaI)ae`mRCGu0uv8FmMA2jTbM-Ix(1;FipHMx|2zRlwwPk;ZZ
i)Q+3~pSn(eoI7&;+;KqFoqTsZcU>(5%~EyysQ&@9AFJa4

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/canada_goose_classification.json b/modelling/data/abingdon-all/resident/canada_goose_classification.json
new file mode 100644
index 0000000..c7878c9
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/canada_goose_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Canada Goose",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "late_autumn",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "spring_detectability_peak",
+      "late_autumn_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 11,
+    "target_trough_label": "November",
+    "target_peak_value": 0.6199725038934809,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.195070674578276,
+    "target_amplitude": 0.6199725038934809,
+    "baseline_to_peak_ratio": 0.05484114180302685,
+    "autumn_to_winter_weight_ratio": 0.05928853754940711,
+    "year_end_to_winter_weight_ratio": 0.3932806324110672,
+    "decay_to_growth_ratio": 1.856164383561644,
+    "monthly_target": {
+      "January": 0.15548881110238016,
+      "February": 0.2228089711288166,
+      "March": 0.5230904166336656,
+      "April": 0.6199725038934809,
+      "May": 0.2828531042939495,
+      "June": 0.15930968263444367,
+      "July": 0.14569420678251,
+      "August": 0.03400020352216318,
+      "September": 0.03399752272842824,
+      "October": 0.017383941329353787,
+      "November": 0.0,
+      "December": 0.14624873089012044
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.166,
+    "GROWTH_RATE": 2.044,
+    "DECAY_RATE": 3.794,
+    "SUMMER_DECAY_BOOST": 4.59,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.364,
+    "PRE_SUMMER_DECAY_END": 6.95,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.923,
+    "SPRING_CARRYOVER_WEIGHT": 0.119,
+    "SPRING_CARRYOVER_END": 7.17,
+    "SPRING_CARRYOVER_SHARPNESS": 16.016,
+    "BASELINE": 0.034,
+    "WINTER_WEIGHT": 0.506,
+    "AUTUMN_WEIGHT": 0.03,
+    "WINTER_PEAK": 3.675,
+    "AUTUMN_PEAK": 10.915,
+    "AUTUMN_ONSET": 11.84,
+    "AUTUMN_GATE_SHARPNESS": 7.548,
+    "WINTER_WIDTH": 10.312,
+    "WINTER_RISE_WIDTH": 9.964,
+    "WINTER_FALL_WIDTH": 11.074,
+    "AUTUMN_WIDTH": 6.456,
+    "AUTUMN_RISE_WIDTH": 7.496,
+    "AUTUMN_FALL_WIDTH": 5.68,
+    "SUMMER_DIP": 0.132,
+    "SUMMER_LOW": 10.865,
+    "SUMMER_ONSET": 9.11,
+    "SUMMER_GATE_SHARPNESS": 4.813,
+    "SUMMER_DECAY_ONSET": 7.12,
+    "SUMMER_DECAY_GATE_SHARPNESS": 12.831,
+    "SUMMER_WIDTH": 24.517,
+    "SUMMER_RISE_WIDTH": 39.8,
+    "SUMMER_FALL_WIDTH": 9.059,
+    "SCALE": 1.036,
+    "YEAR_END_WEIGHT": 0.199,
+    "YEAR_END_PEAK": 12.15,
+    "YEAR_END_WIDTH": 82.822,
+    "YEAR_END_RISE_WIDTH": 156.426,
+    "YEAR_END_FALL_WIDTH": 10.644
+  },
+  "fit": {
+    "score": 0.365
+  },
+  "warnings": [],
+  "summary": "Canada Goose is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around November. The model indicates weak baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/canada_goose_consensus.json b/modelling/data/abingdon-all/resident/canada_goose_consensus.json
new file mode 100644
index 0000000..4ace265
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/canada_goose_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.365",
+  "INITIAL_Y": "0.166",
+  "GROWTH_RATE": "2.044",
+  "DECAY_RATE": "3.794",
+  "SUMMER_DECAY_BOOST": "4.59",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.364",
+  "PRE_SUMMER_DECAY_END": "6.95",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.923",
+  "SPRING_CARRYOVER_WEIGHT": "0.119",
+  "SPRING_CARRYOVER_END": "7.17",
+  "SPRING_CARRYOVER_SHARPNESS": "16.016",
+  "BASELINE": "0.034",
+  "WINTER_WEIGHT": "0.506",
+  "AUTUMN_WEIGHT": "0.03",
+  "WINTER_PEAK": "3.675",
+  "AUTUMN_PEAK": "10.915",
+  "AUTUMN_ONSET": "11.84",
+  "AUTUMN_GATE_SHARPNESS": "7.548",
+  "WINTER_WIDTH": "10.312",
+  "WINTER_RISE_WIDTH": "9.964",
+  "WINTER_FALL_WIDTH": "11.074",
+  "AUTUMN_WIDTH": "6.456",
+  "AUTUMN_RISE_WIDTH": "7.496",
+  "AUTUMN_FALL_WIDTH": "5.68",
+  "SUMMER_DIP": "0.132",
+  "SUMMER_LOW": "10.865",
+  "SUMMER_ONSET": "9.11",
+  "SUMMER_GATE_SHARPNESS": "4.813",
+  "SUMMER_DECAY_ONSET": "7.12",
+  "SUMMER_DECAY_GATE_SHARPNESS": "12.831",
+  "SUMMER_WIDTH": "24.517",
+  "SUMMER_RISE_WIDTH": "39.8",
+  "SUMMER_FALL_WIDTH": "9.059",
+  "SCALE": "1.036",
+  "YEAR_END_WEIGHT": "0.199",
+  "YEAR_END_PEAK": "12.15",
+  "YEAR_END_WIDTH": "82.822",
+  "YEAR_END_RISE_WIDTH": "156.426",
+  "YEAR_END_FALL_WIDTH": "10.644",
+  "SPECIES": "Canada Goose"
+}
diff --git a/modelling/data/abingdon-all/resident/canada_goose_observed.csv b/modelling/data/abingdon-all/resident/canada_goose_observed.csv
new file mode 100644
index 0000000..f710f93
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/canada_goose_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,6
+2,24
+3,40
+4,36
+5,39
+6,20
+7,6
+8,6
+9,3
+10,4
+11,1
+12,8
diff --git a/modelling/data/abingdon-all/resident/canada_goose_parameters.csv b/modelling/data/abingdon-all/resident/canada_goose_parameters.csv
new file mode 100644
index 0000000..07b6251
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/canada_goose_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:45:28,canada_goose_observed.csv,1.275325067642836032672789790,0.361,0.897,2.867,4.202,0.666,7.63,8.918,0.125,7.58,7.2,0.043,0.343,0.025,1.98,1.42,11.56,6.961,7.639,13.539,1.739,4.752,4.509,4.994,0.04,10.54,9.72,4.597,6.8,13.041,17.360,29.463,5.258,0.95,0.152,12.086,114.729,217.631,11.827
+2026-05-21 09:45:29,canada_goose_observed.csv,1.668689151692939738530982041,0.067,1.103,2.386,3.644,0.535,6.33,10.396,0.018,7.47,9.229,0.04,0.354,0.045,2.47,1.34,11.95,2.943,1.656,1.389,1.922,4.914,4.889,4.94,0.227,10.77,9.61,4.406,7.17,20.738,35.844,71.048,0.64,1.539,0.217,12.119,90.899,170.941,10.857
+2026-05-21 09:45:29,canada_goose_observed.csv,1.537531235502275516553082844,0.399,2.432,3.41,3.263,0.595,7.58,14.201,0.098,7.16,7.401,0.081,0.7,0.008,2.91,10.63,11.78,4.175,4.878,9.381,0.374,10.646,8.955,12.336,0.129,9.57,8.2,4.464,6.87,6.838,30.831,58.243,3.419,1.416,0.037,12.066,97.051,180.78,13.322
+2026-05-21 09:45:29,canada_goose_observed.csv,0.4178884429866185162169865231,0.312,0.589,2.646,6.398,0.742,7.47,6.105,0.181,6.74,27.679,0.022,0.627,0.018,3.52,11.82,11.73,7.515,8.453,8.768,8.138,8.462,11.625,5.298,0.212,10.29,9.73,6.686,7.07,9.111,44.892,76.164,13.619,0.948,0.226,12.027,62.522,109.087,15.957
+2026-05-21 09:45:29,canada_goose_observed.csv,6.957070425026526054412207392,0.316,1.943,2.553,7.14,0.861,7.17,7.017,0.059,7.24,14.595,0.014,0.103,0.006,2.32,10.54,12.2,7.841,9.002,3.124,14.879,13.036,12.071,14.000,0.141,11.78,8.53,1.023,7.47,18.035,25.018,45.089,4.946,1.758,0.154,12.251,89.734,171.27,8.199
+2026-05-21 09:45:30,canada_goose_observed.csv,1.563946651254772660128335455,0.165,1.253,1.797,4.442,0.627,7.2,7.514,0.076,6.82,26.311,0.022,0.518,0.005,2.26,11.43,11.71,9.144,10.148,11.365,8.93,6.736,2.75,10.722,0.025,10.18,8.83,4.618,7.37,6.677,23.146,27.245,19.048,1.564,0.218,12.237,112.813,212.664,12.962
+2026-05-21 09:45:30,canada_goose_observed.csv,0.9131893538481977897480993898,0.427,1.524,5.185,2.767,0.402,6.55,12.646,0.012,6.82,24.897,0.053,0.187,0.003,2.83,1.28,11.55,11.388,17.123,16.083,18.163,4.838,5.36,4.315,0.142,10.15,9.72,5.586,7.18,13.632,40.158,60.623,19.694,1.174,0.046,12.281,77.592,146.929,8.256
+2026-05-21 09:45:30,canada_goose_observed.csv,6.646882447879481976553456508,0.358,0.382,5.287,0.609,0.92,7.72,12.448,0.128,7.1,17.973,0.053,0.147,0.006,4.45,11.05,12.1,3.254,15.640,19.204,12.076,4.762,6.936,2.587,0.191,10.23,8.85,5.102,6.97,7.365,18.288,29.151,7.426,1.711,0.277,12.109,62.414,120.126,4.701
+2026-05-21 09:45:31,canada_goose_observed.csv,41.75781849629384193866693973,0.459,0.644,0.297,7.952,0.356,7.65,5.789,0.196,7.6,23.519,0.074,0.314,0.042,2.45,11.42,11.79,2.262,7.234,7.191,7.278,10.238,10.066,10.41,0.222,10.2,10.25,4.508,6.69,6.597,41.898,65.728,18.069,1.344,0.147,12.28,99.244,186.519,11.968
+2026-05-21 09:45:31,canada_goose_observed.csv,3.149973585564123571292164211,0.491,2.76,5.335,7.18,0.757,7.17,7.081,0.023,6.8,12.036,0.072,0.368,0.04,1.81,1.24,11.53,10.208,1.574,1.748,1.401,3.758,1.977,5.54,0.166,10.23,9.59,3.67,6.71,20.097,28.826,44.508,13.145,0.951,0.089,12.094,45.082,80.304,9.859
+2026-05-21 09:45:31,canada_goose_observed.csv,1.128171815195675029557729635,0.234,3.618,1.054,7.044,0.002,7.19,9.373,0.066,6.78,12.906,0.026,0.594,0.023,2.8,10.99,12.23,4.36,12.363,9.728,14.998,9.118,10.608,7.627,0.118,9.54,9.32,2.493,6.63,20.919,19.694,24.412,14.975,1.505,0.34,12.269,52.970,93.669,12.271
+2026-05-21 09:45:32,canada_goose_observed.csv,2.521305508628971981197137099,0.416,1.691,2.331,0.626,0.823,7.11,5.392,0.22,6.89,19.073,0.023,0.327,0.018,2.34,1.41,12.12,2.71,13.456,10.348,16.563,4.638,3.004,6.272,0.1,10.23,9.16,4.083,7.54,11.936,30.748,49.801,11.696,1.196,0.291,12.201,52.025,95.758,8.292
+2026-05-21 09:45:32,canada_goose_observed.csv,37.27865830852467893766816164,0.491,2.698,0.932,7.449,0.545,7.29,11.943,0.115,7.0,21.385,0.082,0.649,0.012,2.51,1.39,12.06,10.097,10.588,9.407,11.77,6.034,9.606,2.461,0.13,10.83,8.09,0.867,7.17,6.215,31.087,51.784,10.39,1.18,0.075,12.244,110.854,213.147,8.562
+2026-05-21 09:45:32,canada_goose_observed.csv,5.892722934761579162890666667,0.394,0.991,2.937,4.552,0.792,7.42,11.353,0.182,6.76,23.677,0.055,0.285,0.008,1.61,1.07,11.62,5.852,9.031,16.939,1.123,9.046,8.231,9.862,0.089,11.72,9.96,5.951,6.91,15.796,31.254,58.784,3.724,1.656,0.21,12.21,102.304,189.674,14.935
+2026-05-21 09:45:33,canada_goose_observed.csv,0.4382107176111964503468142018,0.398,1.965,4.029,1.148,0.558,7.51,5.492,0.177,6.94,27.207,0.014,0.563,0.014,3.82,1.38,12.08,7.602,12.046,6.32,17.772,7.148,6.421,7.875,0.161,11.1,10.15,6.592,7.05,14.977,35.154,50.633,19.674,0.997,0.147,12.214,89.880,174.843,4.917
+2026-05-21 09:45:33,canada_goose_observed.csv,1.029988427228575668808263339,0.004,1.029,5.412,6.334,0.772,7.57,11.149,0.158,6.68,24.297,0.011,0.054,0.017,1.52,11.04,12.03,5.748,13.400,16.148,10.652,6.350,4.007,8.692,0.231,10.56,9.46,6.285,6.69,14.683,9.526,16.025,3.028,1.366,0.107,12.032,51.341,98.481,4.201
+2026-05-21 09:45:33,canada_goose_observed.csv,0.9287695722688867646667482288,0.213,1.442,5.641,3.586,0.081,7.0,5.093,0.179,7.21,6.873,0.029,0.358,0.023,2.12,10.96,11.56,7.166,11.308,10.028,12.588,2.712,0.994,4.429,0.23,11.89,9.37,1.322,7.06,16.117,15.912,14.361,17.462,0.927,0.348,12.124,45.306,83.825,6.788
+2026-05-21 09:45:34,canada_goose_observed.csv,0.2378194891119140369024262391,0.125,0.578,2.191,2.246,0.291,7.43,10.767,0.194,6.66,17.481,0.003,0.442,0.037,3.48,1.09,12.22,6.319,13.051,12.53,13.572,6.272,7.895,4.65,0.132,10.83,8.27,4.114,6.77,11.45,24.004,42.381,5.628,0.993,0.14,12.286,92.109,173.157,11.061
+2026-05-21 09:45:34,canada_goose_observed.csv,4.438544288969802922945459167,0.429,0.809,1.882,3.776,0.133,6.78,10.619,0.185,7.51,20.618,0.073,0.302,0.034,2.8,1.34,12.03,6.914,12.660,8.275,17.046,12.086,12.194,11.977,0.052,10.06,10.42,7.471,7.06,13.324,10.937,8.594,13.28,1.644,0.166,12.182,55.254,104.159,6.348
+2026-05-21 09:45:34,canada_goose_observed.csv,2.061385711033249756329903578,0.053,2.416,2.22,4.731,0.696,6.61,6.911,0.102,6.94,26.961,0.009,0.097,0.025,1.76,10.6,11.93,11.185,10.742,14.497,6.986,9.428,7.956,10.9,0.107,10.51,9.34,5.613,7.2,21.962,13.970,23.405,4.536,1.14,0.218,12.266,62.076,110.853,13.3
+2026-05-21 09:45:34,canada_goose_observed.csv,3.635050973360924057278196170,0.361,3.966,4.957,5.935,0.388,6.56,11.58,0.081,6.73,6.782,0.022,0.505,0.044,1.83,11.5,11.77,3.567,6.817,11.253,2.381,11.760,10.037,13.484,0.01,9.81,8.17,3.635,6.81,20.604,14.101,26.258,1.944,1.384,0.088,12.015,93.385,180.967,5.803
+2026-05-21 09:45:35,canada_goose_observed.csv,6.708083062237591512757357551,0.113,2.65,2.73,2.854,0.623,6.79,10.03,0.088,6.61,17.173,0.026,0.064,0.036,2.36,1.06,12.07,9.05,6.677,5.816,7.538,3.604,0.397,6.811,0.166,10.03,9.31,1.579,7.28,20.954,21.746,39.181,4.312,1.729,0.048,12.121,85.193,163.556,6.83
+2026-05-21 09:45:35,canada_goose_observed.csv,1.702988473911308598361223100,0.393,3.849,2.614,1.755,0.628,6.62,7.479,0.051,7.59,21.097,0.088,0.338,0.048,3.56,1.02,11.55,8.52,11.592,7.79,15.395,8.146,10.305,5.988,0.095,10.3,8.9,1.103,7.08,17.678,18.102,30.584,5.62,1.179,0.178,12.077,66.988,118.95,15.027
+2026-05-21 09:45:35,canada_goose_observed.csv,40.4127248242956503772936880,0.098,2.774,0.059,1.899,0.769,7.06,10.696,0.131,7.02,10.667,0.024,0.028,0.042,2.1,11.8,11.91,6.508,11.714,12.105,11.322,4.487,4.558,4.416,0.069,10.48,10.03,6.839,7.52,20.659,30.956,50.488,11.424,0.934,0.152,12.028,113.968,223.168,4.767
+2026-05-21 09:45:36,canada_goose_observed.csv,3.904312603239145303676425304,0.144,3.688,2.194,1.888,0.471,7.13,8.308,0.084,7.03,16.236,0.013,0.106,0.04,2.71,11.0,11.83,3.342,9.744,3.859,15.63,7.988,8.052,7.925,0.154,11.25,10.25,0.963,7.54,15.943,15.850,17.111,14.588,1.487,0.09,12.227,118.581,221.876,15.286
+2026-05-21 09:45:36,canada_goose_observed.csv,36.78159394022277471905218220,0.397,3.505,4.343,2.991,0.921,6.43,4.995,0.217,7.37,11.855,0.073,0.546,0.005,2.21,10.55,11.54,3.398,11.823,16.772,6.874,3.742,6.859,0.625,0.2,11.81,8.7,4.816,6.96,16.904,21.786,43.135,0.436,1.041,0.067,12.017,95.248,184.589,5.908
+2026-05-21 09:45:36,canada_goose_observed.csv,1.589340213544010164450729167,0.054,2.332,0.74,1.702,0.443,7.18,11.798,0.109,6.66,12.452,0.022,0.123,0.032,2.67,10.75,12.07,4.538,5.718,5.149,6.287,4.723,7.414,2.032,0.078,10.13,8.31,3.224,7.11,13.615,13.046,25.04,1.053,1.3,0.302,12.151,78.680,144.976,12.385
+2026-05-21 09:45:37,canada_goose_observed.csv,1.764902708953167674997291926,0.346,2.648,5.153,2.649,0.298,7.7,7.677,0.052,6.99,19.254,0.033,0.159,0.02,2.57,1.07,11.73,8.931,14.065,10.583,17.547,12.400,11.555,13.246,0.042,11.82,8.11,2.738,7.39,23.44,35.440,52.24,18.641,1.322,0.201,12.009,69.398,132.348,6.448
+2026-05-21 09:45:37,canada_goose_observed.csv,1.639154043669187978695553083,0.303,3.113,2.45,3.76,0.802,7.4,15.86,0.035,6.94,16.986,0.016,0.341,0.006,2.92,11.89,12.1,8.275,10.550,17.875,3.224,11.357,12.738,9.976,0.163,11.02,8.53,2.893,6.7,23.294,34.002,62.884,5.12,1.111,0.341,12.272,63.426,122.465,4.386
+2026-05-21 09:45:37,canada_goose_observed.csv,2.417320012283596097580192813,0.25,2.649,1.305,5.809,0.878,7.04,15.607,0.094,7.41,8.721,0.017,0.71,0.026,3.13,1.1,11.69,9.133,6.696,2.362,11.03,10.804,9.325,12.283,0.237,9.9,8.06,3.173,7.56,6.076,24.638,30.635,18.642,1.7,0.007,12.14,48.304,87.432,9.177
+2026-05-21 09:45:38,canada_goose_observed.csv,1.244732453588857042331016219,0.426,2.368,3.866,3.351,0.875,6.57,12.114,0.166,7.12,19.484,0.017,0.131,0.04,3.25,10.57,12.04,4.515,7.644,12.91,2.379,10.928,12.247,9.609,0.225,10.7,9.73,0.861,7.41,12.399,17.575,24.13,11.02,0.806,0.219,12.24,89.622,167.852,11.393
+2026-05-21 09:45:38,canada_goose_observed.csv,1.138559498477130463331450019,0.241,1.682,2.249,2.175,0.302,6.84,4.052,0.027,6.96,10.937,0.021,0.334,0.008,2.96,11.56,11.7,11.074,14.368,14.631,14.104,2.384,3.699,1.068,0.032,9.68,9.81,7.325,6.86,21.633,33.452,48.98,17.924,1.295,0.171,12.043,122.494,230.792,14.195
+2026-05-21 09:45:38,canada_goose_observed.csv,0.4985258880274003144745896396,0.074,0.415,2.113,7.474,0.367,6.77,6.89,0.049,6.85,13.889,0.058,0.632,0.01,2.23,11.48,11.54,4.259,13.773,12.015,15.531,7.056,5.988,8.124,0.07,11.06,8.97,1.544,7.18,10.496,39.724,69.373,10.074,1.167,0.344,12.148,110.883,208.884,12.882
+2026-05-21 09:45:39,canada_goose_observed.csv,0.8225314287494768223437790683,0.243,1.809,5.112,7.05,0.646,7.27,10.606,0.108,7.35,7.539,0.063,0.599,0.015,2.09,11.37,11.65,3.539,15.218,17.772,12.664,0.834,1.047,0.621,0.21,10.34,9.5,4.435,7.04,6.601,34.516,56.551,12.482,1.045,0.038,12.127,118.734,223.658,13.81
+2026-05-21 09:45:39,canada_goose_observed.csv,38.30690748044015995428097633,0.012,0.624,0.474,4.347,0.024,6.97,8.484,0.075,7.24,23.246,0.015,0.13,0.001,4.29,10.56,11.8,7.348,8.114,13.697,2.532,7.478,7.499,7.458,0.244,11.71,9.08,3.907,7.31,9.838,40.510,61.909,19.112,1.451,0.296,12.037,97.374,187.407,7.342
+2026-05-21 09:45:39,canada_goose_observed.csv,0.6073638538141873182161516421,0.195,1.01,3.175,7.39,0.349,7.39,6.773,0.191,7.48,25.126,0.04,0.563,0.007,2.7,10.97,11.58,8.741,6.464,7.497,5.43,0.769,1.033,0.505,0.147,10.67,8.81,1.495,7.39,16.854,37.968,75.172,0.764,1.307,0.239,12.03,47.046,89.742,4.349
+2026-05-21 09:45:39,canada_goose_observed.csv,36.80125936759933244421912530,0.121,2.566,5.335,1.015,0.891,6.93,3.9,0.132,7.48,6.258,0.002,0.644,0.005,4.31,11.69,11.82,11.697,8.469,16.12,0.818,1.898,1.995,1.802,0.217,11.52,8.95,4.42,7.48,23.263,8.400,2.819,13.98,1.693,0.047,12.216,58.288,108.761,7.816
+2026-05-21 09:45:40,canada_goose_observed.csv,0.2216347421974688717578761940,0.035,2.918,5.092,1.78,0.527,6.36,6.379,0.13,7.31,11.434,0.039,0.384,0.007,3.23,11.23,12.02,10.023,12.602,12.579,12.626,10.538,13.692,7.383,0.078,9.98,8.93,5.893,6.99,12.074,27.176,52.827,1.526,0.845,0.065,12.034,64.183,115.781,12.585
+2026-05-21 09:45:40,canada_goose_observed.csv,0.6803828960544240638107995182,0.039,2.124,2.022,6.154,0.413,6.31,4.842,0.155,7.36,26.78,0.047,0.07,0.009,1.99,10.93,11.68,10.347,10.267,18.89,1.644,4.335,4.937,3.733,0.155,11.28,8.69,2.873,7.45,8.754,36.724,59.133,14.314,0.855,0.255,12.242,93.230,180.57,5.891
+2026-05-21 09:45:40,canada_goose_observed.csv,1.753413184747115662532824202,0.293,0.438,5.575,7.972,0.365,7.22,11.519,0.021,6.98,20.175,0.005,0.486,0.004,2.8,11.24,11.7,2.36,9.930,15.172,4.687,2.965,1.276,4.654,0.132,10.95,10.24,4.389,6.98,15.183,21.485,36.715,6.255,1.746,0.211,12.096,120.839,232.229,9.449
+2026-05-21 09:45:41,canada_goose_observed.csv,1.796730352680184145114817841,0.425,2.983,3.414,1.41,0.624,7.23,10.908,0.056,7.48,13.868,0.056,0.152,0.024,1.78,11.0,11.87,8.283,6.738,6.016,7.460,8.470,8.663,8.278,0.023,9.56,8.57,5.924,7.4,14.059,40.173,76.078,4.268,0.931,0.162,12.215,79.754,146.997,12.51
+2026-05-21 09:45:41,canada_goose_observed.csv,0.7969619296581535267762633701,0.231,1.099,4.035,2.34,0.638,6.44,7.189,0.039,7.1,11.099,0.075,0.58,0.031,2.44,11.84,12.09,9.469,16.032,16.916,15.148,4.736,5.258,4.214,0.207,10.04,9.16,4.197,7.58,21.929,14.360,17.074,11.647,1.284,0.02,12.021,57.012,109.743,4.28
+2026-05-21 09:45:41,canada_goose_observed.csv,1.009621574460273443542681704,0.464,2.494,0.846,2.945,0.104,7.67,9.121,0.092,7.12,16.539,0.077,0.721,0.021,4.13,11.42,12.17,9.716,5.024,6.058,3.991,8.904,3.831,13.978,0.237,10.41,8.31,2.087,7.45,12.204,30.394,51.133,9.655,1.34,0.173,12.011,80.620,152.138,9.102
+2026-05-21 09:45:42,canada_goose_observed.csv,0.1935805615634219381364243342,0.074,2.445,5.028,7.331,0.264,6.5,13.216,0.131,7.0,12.831,0.039,0.454,0.021,4.17,1.15,11.92,2.926,13.166,11.811,14.522,4.050,1.069,7.032,0.167,10.79,9.36,7.697,6.65,14.36,33.810,52.95,14.671,1.092,0.199,12.055,68.358,131.34,5.375
+2026-05-21 09:45:42,canada_goose_observed.csv,1.628857143533225972180281207,0.367,1.79,4.102,2.086,0.822,7.19,8.886,0.193,7.61,25.882,0.048,0.614,0.0,2.07,10.66,12.13,5.695,4.277,2.605,5.949,9.507,13.495,5.519,0.022,10.61,9.26,0.844,6.64,21.594,18.756,34.264,3.247,1.014,0.287,12.289,66.992,118.809,15.175
+2026-05-21 09:45:42,canada_goose_observed.csv,1.572857457944614123146070667,0.18,1.992,2.306,6.97,0.145,7.27,4.681,0.013,7.51,7.52,0.075,0.129,0.034,3.55,11.38,11.88,9.21,9.550,10.506,8.593,6.172,3.815,8.53,0.013,11.65,10.37,1.096,6.61,18.546,15.854,18.559,13.149,1.557,0.203,12.04,79.054,153.795,4.313
+2026-05-21 09:45:43,canada_goose_observed.csv,1.530078745099581095906727707,0.289,3.123,5.66,7.235,0.071,7.24,4.698,0.078,6.82,11.384,0.004,0.545,0.046,2.88,11.29,12.15,2.648,1.946,1.876,2.015,1.894,2.531,1.258,0.243,11.7,10.12,4.219,7.59,22.779,14.169,13.924,14.414,1.139,0.053,12.075,114.310,216.597,12.023
+2026-05-21 09:45:43,canada_goose_observed.csv,2.032109203883563563013113774,0.38,2.374,4.855,5.068,0.813,7.58,3.342,0.184,7.48,20.555,0.014,0.309,0.008,1.91,1.34,12.04,5.295,10.742,12.697,8.788,10.805,13.532,8.078,0.096,10.74,9.16,3.896,6.68,21.177,5.612,1.639,9.584,1.0,0.297,12.26,100.603,193.425,7.781
+2026-05-21 09:45:43,canada_goose_observed.csv,0.2879176304632834975380351825,0.008,1.719,5.633,5.755,0.419,7.53,8.885,0.192,7.1,14.014,0.036,0.111,0.036,4.19,1.08,11.76,4.798,14.951,15.436,14.466,6.321,9.712,2.93,0.132,10.86,9.77,6.913,7.27,16.385,36.860,60.276,13.443,0.895,0.284,12.037,125.194,234.975,15.414
+2026-05-21 09:45:44,canada_goose_observed.csv,2.536027171795754155870167548,0.291,1.069,2.018,6.956,0.922,6.49,8.737,0.198,7.52,15.434,0.066,0.257,0.011,4.47,1.47,11.87,9.004,16.866,18.017,15.716,8.919,7.049,10.789,0.102,10.27,8.25,7.144,7.05,14.069,8.472,3.415,13.528,1.372,0.339,12.049,49.724,91.846,7.602
+2026-05-21 09:45:44,canada_goose_observed.csv,3.446637513137750050973930276,0.232,3.426,1.545,0.033,0.169,6.52,15.813,0.194,6.61,14.515,0.028,0.236,0.029,2.55,10.66,11.52,10.034,8.996,3.666,14.326,7.136,13.058,1.213,0.096,10.23,9.73,2.12,6.83,15.14,30.460,49.791,11.128,1.555,0.335,12.025,69.259,133.865,4.653
+2026-05-21 09:45:44,canada_goose_observed.csv,2.126621759069672845373889216,0.01,2.82,3.673,2.449,0.068,6.52,10.806,0.164,7.36,19.863,0.023,0.593,0.036,2.23,11.82,12.18,6.194,9.334,4.049,14.618,9.957,11.259,8.655,0.181,10.87,8.54,2.315,6.95,20.853,38.982,71.441,6.524,1.53,0.018,12.245,111.903,218.634,5.172
+2026-05-21 09:45:44,canada_goose_observed.csv,0.3645944953371677338644775049,0.368,2.427,4.15,6.859,0.068,7.65,4.072,0.174,7.65,26.258,0.01,0.505,0.004,3.85,10.9,11.76,7.649,3.631,3.618,3.644,10.694,8.408,12.979,0.243,10.71,8.95,1.973,6.79,22.929,26.328,46.669,5.988,0.881,0.31,12.176,121.191,237.172,5.21
+2026-05-21 09:45:45,canada_goose_observed.csv,1.604127096238356423536550000,0.065,1.657,5.773,1.517,0.078,7.72,9.741,0.126,6.98,10.447,0.06,0.097,0.034,3.49,1.23,11.51,8.891,11.336,18.159,4.513,13.559,13.503,13.615,0.033,11.57,10.41,2.812,7.33,9.521,41.990,75.956,8.024,1.705,0.177,12.279,117.025,220.068,13.982
+2026-05-21 09:45:45,canada_goose_observed.csv,1.258062344204396307915520093,0.275,2.973,4.808,3.614,0.012,6.99,4.633,0.066,7.47,10.315,0.076,0.012,0.01,1.75,10.61,12.2,2.084,15.374,10.91,19.839,10.750,11.273,10.227,0.007,11.65,8.2,7.152,7.36,11.778,36.154,57.281,15.028,1.249,0.319,12.058,86.166,162.575,9.758
+2026-05-21 09:45:45,canada_goose_observed.csv,2.932842837078702083478453561,0.283,3.849,5.834,3.334,0.111,7.35,11.776,0.11,6.53,18.872,0.072,0.718,0.037,1.92,11.05,11.56,11.8,7.666,8.119,7.214,6.895,6.609,7.181,0.014,11.69,10.2,7.59,7.55,20.291,41.852,78.858,4.847,1.366,0.073,12.128,67.444,122.175,12.713
+2026-05-21 09:45:46,canada_goose_observed.csv,0.9388998234532255513826633534,0.168,2.946,1.678,3.211,0.178,6.82,6.881,0.178,6.54,21.375,0.075,0.361,0.003,4.13,11.12,11.84,4.708,10.346,18.312,2.379,3.585,6.281,0.889,0.032,10.81,9.77,1.65,6.78,21.782,17.822,28.855,6.79,1.578,0.258,12.246,72.047,131.945,12.149
+2026-05-21 09:45:46,canada_goose_observed.csv,0.9358957954646786918298673838,0.452,3.06,3.213,7.341,0.145,6.9,13.789,0.017,6.51,12.108,0.013,0.365,0.032,3.55,1.19,11.81,11.745,11.756,16.016,7.496,9.522,6.65,12.393,0.098,10.3,10.3,5.293,6.94,14.308,40.272,62.512,18.032,1.423,0.106,12.24,91.030,168.668,13.392
+2026-05-21 09:45:46,canada_goose_observed.csv,0.6608699855931537660524342835,0.473,1.896,3.435,6.311,0.403,6.6,12.305,0.121,7.26,19.443,0.017,0.601,0.05,3.87,11.9,11.72,8.282,8.274,6.114,10.433,3.915,5.945,1.885,0.025,9.64,8.6,6.301,7.25,19.318,19.940,39.314,0.566,1.209,0.184,12.0,81.266,146.834,15.697
+2026-05-21 09:45:47,canada_goose_observed.csv,4.548007201622220113381176875,0.124,3.071,1.984,4.616,0.428,6.86,15.497,0.089,6.64,22.617,0.004,0.497,0.03,2.35,1.43,11.95,6.044,2.603,3.314,1.892,7.400,8.191,6.61,0.03,9.55,8.21,2.585,6.71,8.416,41.808,71.383,12.232,1.764,0.163,12.276,47.662,91.139,4.186
+2026-05-21 09:45:47,canada_goose_observed.csv,5.704403993063746297861222243,0.15,2.359,0.45,7.716,0.6,6.81,12.904,0.2,7.53,27.601,0.005,0.208,0.01,1.65,10.5,11.72,5.126,11.096,18.091,4.1,4.963,0.581,9.345,0.016,10.88,10.08,5.408,6.65,11.031,37.560,69.185,5.936,1.634,0.17,12.048,93.710,173.874,13.546
+2026-05-21 09:45:47,canada_goose_observed.csv,0.2601463955521563977555592168,0.205,2.707,3.004,2.805,0.812,6.33,8.742,0.106,6.83,9.543,0.088,0.589,0.038,4.46,11.67,11.8,9.147,19.278,18.555,20.000,9.468,7.828,11.108,0.173,11.22,9.24,3.908,6.69,14.623,15.212,19.989,10.434,1.006,0.155,12.153,126.410,237.87,14.95
+2026-05-21 09:45:48,canada_goose_observed.csv,0.8929661721967429391045062899,0.097,3.105,0.482,4.232,0.483,7.27,13.919,0.088,7.22,15.636,0.006,0.055,0.025,3.63,10.98,11.69,6.007,3.532,5.694,1.369,11.166,9.241,13.091,0.083,10.35,9.37,6.64,6.89,16.334,40.242,74.719,5.764,0.966,0.302,12.03,76.951,138.257,15.645
+2026-05-21 09:45:48,canada_goose_observed.csv,41.36201594910211332162277883,0.356,1.501,0.217,7.111,0.757,6.58,6.925,0.166,7.6,16.497,0.069,0.332,0.032,2.82,11.51,11.6,2.504,15.496,13.750,17.243,7.408,6.539,8.277,0.13,9.8,10.12,3.856,7.2,16.247,42.300,79.369,5.23,1.367,0.221,12.288,91.905,177.811,5.999
+2026-05-21 09:45:48,canada_goose_observed.csv,1.467679614525049657558038685,0.448,1.947,3.659,7.832,0.226,6.26,10.008,0.16,7.48,17.343,0.088,0.645,0.016,4.37,11.78,11.6,4.976,5.843,1.352,10.334,9.786,12.419,7.152,0.09,11.55,10.25,2.039,7.28,11.625,11.821,20.245,3.397,1.511,0.086,12.079,73.386,138.154,8.618
+2026-05-21 09:45:49,canada_goose_observed.csv,36.92633265377029513309462322,0.314,3.538,5.389,1.325,0.597,6.27,10.174,0.183,7.1,16.921,0.05,0.484,0.044,3.9,1.28,11.71,11.226,15.280,16.72,13.84,4.592,4.269,4.915,0.139,10.74,10.29,3.033,7.33,23.476,14.730,28.513,0.946,1.683,0.087,12.2,74.716,144.139,5.294
+2026-05-21 09:45:49,canada_goose_observed.csv,2.461092286680759584964130046,0.407,3.881,3.832,6.012,0.486,6.86,9.937,0.192,6.96,11.449,0.063,0.303,0.042,3.78,10.57,11.75,8.39,9.197,9.086,9.308,7.290,13.826,0.755,0.213,9.84,10.33,0.81,7.02,16.121,22.684,33.173,12.195,1.547,0.134,12.093,56.240,102.01,10.469
+2026-05-21 09:45:49,canada_goose_observed.csv,2.586680208498764854724266672,0.205,2.784,2.713,7.651,0.149,7.63,8.034,0.212,6.51,23.465,0.024,0.093,0.004,2.28,1.28,11.82,3.759,11.608,11.896,11.32,13.330,12.661,14.000,0.007,10.01,9.68,5.225,6.81,11.165,38.266,65.407,11.126,1.415,0.293,12.181,59.000,109.421,8.578
+2026-05-21 09:45:49,canada_goose_observed.csv,0.2667052442862996558103108313,0.411,1.359,3.473,5.328,0.136,7.58,11.861,0.182,7.58,21.428,0.085,0.717,0.011,3.86,1.16,11.71,4.408,10.356,9.238,11.475,7.498,8.404,6.593,0.012,10.6,9.46,5.211,7.35,6.782,27.401,36.641,18.161,1.102,0.008,12.155,52.906,94.446,11.366
+2026-05-21 09:45:50,canada_goose_observed.csv,4.193121247274877733085793088,0.326,1.4,3.351,4.342,0.598,7.03,12.66,0.129,6.66,27.779,0.043,0.186,0.035,2.0,1.29,11.65,5.372,12.701,12.936,12.466,3.689,3.755,3.623,0.228,9.59,9.33,6.361,7.23,12.278,16.726,27.828,5.623,1.228,0.278,12.223,121.963,238.062,5.864
+2026-05-21 09:45:50,canada_goose_observed.csv,2.159348132533275728595863151,0.334,3.362,3.953,4.304,0.321,6.99,12.638,0.022,6.68,12.31,0.057,0.145,0.006,3.08,10.86,11.59,10.357,4.740,1.856,7.624,7.248,8.549,5.947,0.182,10.51,9.03,2.188,6.93,19.396,4.367,7.124,1.61,1.24,0.171,12.129,118.657,223.626,13.688
+2026-05-21 09:45:50,canada_goose_observed.csv,1.993016005807161835001522419,0.151,2.444,4.852,4.717,0.37,6.81,7.115,0.108,6.88,9.649,0.021,0.548,0.045,1.83,11.82,11.57,10.029,8.779,13.673,3.885,12.404,12.921,11.886,0.046,9.63,9.41,3.901,7.29,7.316,36.550,68.089,5.01,1.247,0.345,12.074,71.268,132.98,9.556
+2026-05-21 09:45:51,canada_goose_observed.csv,0.4147642827777825189330727997,0.35,2.757,4.674,2.919,0.003,6.39,10.132,0.049,7.04,10.823,0.068,0.504,0.02,4.2,10.55,11.62,5.344,12.151,11.733,12.569,4.415,4.015,4.815,0.238,11.23,8.84,4.944,7.17,6.375,8.600,3.185,14.014,1.307,0.198,12.044,95.624,185.695,5.554
+2026-05-21 09:45:51,canada_goose_observed.csv,1.518395225852035713307842132,0.356,0.567,2.946,0.806,0.469,7.34,14.192,0.014,6.76,11.677,0.079,0.364,0.021,2.71,11.66,11.74,4.835,10.850,15.21,6.489,4.084,2.993,5.175,0.047,9.55,8.89,4.756,6.9,19.405,1.524,0.354,2.693,1.106,0.235,12.198,105.986,205.295,6.676
+2026-05-21 09:45:51,canada_goose_observed.csv,1.074324206314179695141662748,0.293,1.091,2.111,5.202,0.211,7.11,3.595,0.168,7.53,21.377,0.024,0.498,0.014,3.74,10.79,11.53,8.785,4.833,5.626,4.04,8.806,13.969,3.642,0.137,11.05,8.5,6.616,7.02,15.995,34.300,62.497,6.103,1.58,0.214,12.294,87.556,164.179,10.933
+2026-05-21 09:45:52,canada_goose_observed.csv,4.301782435252307528121261146,0.469,2.613,4.733,5.901,0.878,6.79,14.335,0.192,7.45,9.187,0.002,0.355,0.029,3.55,1.07,12.11,7.451,13.866,18.027,9.706,6.929,4.669,9.189,0.077,9.61,10.41,4.691,7.07,20.166,28.866,54.119,3.612,1.645,0.137,12.001,123.408,230.93,15.885
+2026-05-21 09:45:52,canada_goose_observed.csv,1.321079708626609467029875572,0.28,3.916,0.262,3.667,0.443,6.65,11.644,0.095,6.84,18.093,0.067,0.209,0.024,3.28,11.27,11.93,4.012,11.625,7.339,15.911,1.482,1.673,1.292,0.033,10.6,9.57,0.95,7.56,21.682,4.212,4.963,3.462,0.878,0.15,12.017,69.258,124.819,13.698
+2026-05-21 09:45:52,canada_goose_observed.csv,0.3850707167896798750380436187,0.031,0.334,4.966,6.1,0.2,6.96,14.723,0.035,7.35,24.015,0.005,0.246,0.009,1.8,11.43,11.9,8.916,2.318,3.67,0.966,7.632,1.733,13.53,0.039,11.51,8.57,4.616,6.99,15.867,38.347,75.007,1.687,1.05,0.219,12.294,98.832,184.639,13.026
+2026-05-21 09:45:53,canada_goose_observed.csv,38.65224532844234984273150015,0.009,1.23,0.051,4.119,0.426,7.29,10.163,0.208,7.49,22.302,0.079,0.559,0.015,1.85,11.53,11.62,5.528,3.638,3.110,4.166,4.898,0.595,9.201,0.176,10.31,8.57,7.72,7.25,6.844,18.726,33.054,4.399,0.843,0.194,12.026,75.739,143.565,7.913
+2026-05-21 09:45:53,canada_goose_observed.csv,0.3800134717914487832044913923,0.041,2.166,3.83,5.453,0.05,6.76,14.217,0.02,7.15,25.988,0.033,0.48,0.041,3.04,10.52,11.64,11.218,13.438,8.309,18.567,4.013,2.499,5.527,0.189,10.51,9.7,4.739,6.95,8.252,20.162,34.667,5.656,1.058,0.33,12.088,73.444,134.38,12.509
+2026-05-21 09:45:53,canada_goose_observed.csv,5.150585227318502133005073141,0.195,1.044,5.04,2.981,0.256,6.51,15.977,0.019,6.54,27.365,0.031,0.181,0.015,3.66,1.43,11.99,4.047,2.700,0.668,4.732,5.976,7.822,4.13,0.119,10.59,8.59,7.985,7.28,12.997,12.667,11.79,13.544,1.655,0.277,12.153,66.848,121.191,12.504
+2026-05-21 09:45:53,canada_goose_observed.csv,0.2206835626114891684645535590,0.06,1.049,5.346,4.623,0.203,7.19,13.117,0.218,7.27,15.95,0.064,0.444,0.012,3.67,10.57,11.95,3.763,9.070,7.222,10.918,10.688,7.517,13.858,0.135,9.66,8.84,2.482,7.02,7.268,24.486,33.208,15.763,1.278,0.079,12.208,111.553,209.235,13.871
+2026-05-21 09:45:54,canada_goose_observed.csv,0.8912505164378075097777130646,0.092,3.673,4.226,4.563,0.259,7.6,6.282,0.14,7.35,26.849,0.041,0.203,0.005,3.83,10.84,11.96,5.675,16.746,14.212,19.281,4.617,7.641,1.593,0.152,10.26,9.26,1.117,7.02,13.558,32.148,59.955,4.342,1.282,0.29,12.075,60.968,114.963,6.974
+2026-05-21 09:45:54,canada_goose_observed.csv,38.37466700716789430515765740,0.048,2.026,0.595,7.925,0.845,7.59,10.892,0.113,6.8,17.334,0.086,0.277,0.008,3.09,11.73,12.18,6.115,7.355,10.189,4.521,7.388,2.411,12.364,0.092,11.17,8.77,2.851,7.47,22.096,42.914,78.712,7.116,1.293,0.185,12.288,96.680,185.716,7.643
+2026-05-21 09:45:54,canada_goose_observed.csv,1.697868323525432326363468416,0.126,2.739,4.55,0.607,0.384,7.74,7.301,0.131,6.68,6.951,0.021,0.442,0.028,1.99,11.7,11.55,11.888,18.868,20.000,17.737,9.773,9.272,10.274,0.053,9.57,9.0,3.096,7.26,9.097,23.986,31.712,16.261,1.394,0.059,12.177,85.943,163.974,7.912
+2026-05-21 09:45:55,canada_goose_observed.csv,0.9623817399578838073590210667,0.15,1.685,2.026,1.618,0.141,7.13,13.585,0.029,6.88,23.108,0.089,0.36,0.032,4.06,11.28,11.71,5.873,15.773,15.234,16.312,3.942,3.834,4.049,0.168,10.83,8.17,3.639,7.48,21.839,23.462,41.544,5.38,1.434,0.331,12.07,91.448,171.803,11.093
+2026-05-21 09:45:55,canada_goose_observed.csv,2.576466104115027312389990851,0.357,2.35,2.556,4.624,0.244,7.19,10.112,0.181,6.67,24.535,0.067,0.158,0.004,3.56,11.93,11.67,2.272,11.866,12.624,11.109,12.326,12.699,11.953,0.138,9.66,8.91,1.886,7.11,17.431,27.097,41.092,13.102,1.226,0.06,12.04,119.036,227.764,10.308
+2026-05-21 09:45:55,canada_goose_observed.csv,36.79509013949316836608836670,0.452,1.168,4.21,5.284,0.321,6.81,15.929,0.173,6.57,19.843,0.068,0.436,0.031,3.03,11.0,11.81,9.928,4.528,4.749,4.308,2.076,3.05,1.103,0.193,10.79,10.4,6.649,6.83,18.072,8.394,10.117,6.671,0.908,0.063,12.187,91.825,171.141,12.509
+2026-05-21 09:45:56,canada_goose_observed.csv,0.2038093282445632882635978047,0.125,3.885,5.26,6.291,0.816,7.74,7.03,0.139,7.2,12.894,0.001,0.621,0.029,3.66,11.06,12.22,5.137,3.180,3.154,3.205,6.677,2.561,10.793,0.146,10.87,8.16,6.098,7.03,7.63,21.028,34.068,7.988,0.808,0.021,12.053,51.645,91.701,11.589
+2026-05-21 09:45:56,canada_goose_observed.csv,2.440285648223781650552276004,0.235,2.215,2.794,3.739,0.345,6.32,3.57,0.033,6.7,7.279,0.037,0.684,0.013,2.11,11.07,11.93,4.19,2.545,3.072,2.018,9.862,5.819,13.905,0.22,10.9,9.16,6.687,7.08,11.052,21.650,38.34,4.959,1.365,0.086,12.108,81.520,158.669,4.372
+2026-05-21 09:45:56,canada_goose_observed.csv,2.082636003477775750782430808,0.002,3.123,4.729,3.513,0.239,6.57,3.314,0.15,7.19,14.403,0.006,0.219,0.019,1.68,1.24,12.19,5.022,7.400,11.881,2.919,6.551,6.312,6.79,0.162,10.89,9.92,3.827,7.52,23.632,13.946,10.166,17.727,1.317,0.139,12.259,102.843,190.288,15.398
+2026-05-21 09:45:57,canada_goose_observed.csv,0.3462714952159230620099771460,0.008,3.903,1.057,0.539,0.066,6.43,11.818,0.198,7.38,24.326,0.014,0.283,0.01,3.68,1.34,12.17,11.555,6.750,3.059,10.44,4.720,8.371,1.069,0.234,10.87,10.34,1.764,6.91,14.928,16.672,13.609,19.735,1.004,0.095,12.001,73.151,133.411,12.891
+2026-05-21 09:45:57,canada_goose_observed.csv,1.752928835205446619669404789,0.198,1.129,3.159,7.741,0.116,6.49,7.473,0.08,6.83,9.108,0.033,0.043,0.016,1.68,10.97,11.57,9.809,14.423,17.6,11.246,9.934,13.288,6.579,0.089,10.23,8.7,3.968,7.01,10.248,12.072,20.239,3.904,0.874,0.251,12.097,66.748,127.934,5.562
+2026-05-21 09:45:57,canada_goose_observed.csv,44.01980701190963537173925926,0.135,0.725,0.163,2.52,0.51,7.21,4.695,0.134,7.44,20.166,0.073,0.442,0.009,3.58,11.48,12.01,4.667,2.088,0.943,3.234,8.857,6.722,10.992,0.113,11.91,8.37,4.687,7.27,11.658,37.734,59.259,16.209,1.628,0.323,12.265,114.224,222.912,5.535
+2026-05-21 09:45:58,canada_goose_observed.csv,1.928323593143198192578053338,0.477,0.884,3.04,5.138,0.227,6.63,13.802,0.002,7.53,15.328,0.015,0.548,0.029,2.16,11.99,11.75,6.162,2.293,2.467,2.119,4.456,3.789,5.123,0.221,10.85,8.97,1.3,7.26,9.606,21.248,27.73,14.765,0.896,0.213,12.163,96.174,187.637,4.712
+2026-05-21 09:45:58,canada_goose_observed.csv,3.757256940934747483963437196,0.457,0.873,4.176,4.561,0.861,7.68,10.015,0.154,7.12,16.12,0.07,0.489,0.018,2.39,11.94,11.66,10.153,7.412,3.935,10.888,0.411,0.427,0.395,0.223,10.66,10.17,6.39,7.12,19.66,36.798,71.693,1.903,1.491,0.319,12.106,90.935,171.483,10.387
+2026-05-21 09:45:58,canada_goose_observed.csv,7.231065358433465551450060288,0.296,2.786,3.977,3.554,0.917,6.31,3.926,0.171,7.3,16.985,0.031,0.242,0.007,1.87,10.57,11.95,9.262,6.084,6.023,6.145,6.861,12.444,1.278,0.239,9.54,8.34,7.403,7.12,18.64,23.299,36.048,10.55,1.662,0.293,12.27,97.518,188.017,7.018
+2026-05-21 09:45:58,canada_goose_observed.csv,2.024060980419336162187595219,0.099,3.682,5.21,0.29,0.183,7.68,5.077,0.13,6.7,6.763,0.069,0.034,0.006,2.06,1.48,12.06,11.824,12.504,5.939,19.068,8.111,6.472,9.75,0.165,9.84,9.37,1.003,6.78,16.102,23.074,34.747,11.4,1.01,0.099,12.242,124.481,236.41,12.552
+2026-05-21 09:45:59,canada_goose_observed.csv,0.9216903534171109003237858724,0.132,3.816,1.815,0.812,0.422,7.48,11.444,0.206,7.63,8.067,0.08,0.488,0.041,4.18,11.28,11.8,4.135,8.684,11.152,6.217,10.639,9.6,11.678,0.117,9.57,8.18,7.068,7.18,14.669,4.464,7.429,1.499,1.741,0.084,12.051,68.702,126.521,10.882
+2026-05-21 09:45:59,canada_goose_observed.csv,0.4129348105415744590130567917,0.24,2.31,2.388,0.037,0.511,6.94,13.286,0.032,7.22,19.681,0.009,0.63,0.014,4.06,10.83,11.61,5.178,6.030,1.269,10.791,1.603,0.531,2.675,0.102,11.92,8.98,6.829,6.99,13.588,23.786,34.864,12.709,0.807,0.331,12.298,117.233,229.599,4.867
+2026-05-21 09:45:59,canada_goose_observed.csv,37.65584585885351574387416667,0.055,3.617,1.451,5.189,0.435,7.5,7.244,0.131,6.76,14.341,0.042,0.623,0.03,4.48,1.31,12.13,8.556,4.706,8.89,0.521,8.940,9.073,8.807,0.224,11.66,8.1,1.415,7.33,15.87,27.770,50.755,4.786,1.3,0.264,12.042,93.637,178.887,8.387
+2026-05-21 09:46:00,canada_goose_observed.csv,0.8170455856008398748623919067,0.012,3.808,4.733,0.347,0.107,6.87,3.402,0.07,7.26,20.193,0.073,0.378,0.029,2.74,11.85,12.09,7.946,11.560,12.363,10.757,3.620,1.049,6.191,0.082,10.05,9.7,2.214,6.65,12.772,40.204,75.613,4.795,1.732,0.016,12.117,84.874,156.652,13.096
+2026-05-21 09:46:00,canada_goose_observed.csv,4.047102227181496187473725153,0.346,1.143,1.955,2.892,0.045,7.56,9.498,0.092,6.52,13.721,0.053,0.077,0.009,3.38,11.15,11.93,8.886,7.054,7.145,6.962,11.514,10.706,12.323,0.044,11.07,8.93,1.758,7.58,20.71,31.772,51.977,11.567,1.659,0.188,12.139,55.958,100.448,11.469
+2026-05-21 09:46:00,canada_goose_observed.csv,0.9796031085057601790269283414,0.478,1.367,2.603,5.627,0.636,7.2,11.995,0.086,6.82,10.567,0.036,0.75,0.007,3.24,11.49,11.76,7.932,18.150,20.000,16.301,2.678,3.143,2.213,0.25,11.46,9.64,4.844,6.77,19.111,21.188,36.249,6.128,1.328,0.252,12.18,90.969,171.523,10.415
+2026-05-21 09:46:01,canada_goose_observed.csv,2.750563363072483252132018832,0.295,3.472,4.624,0.455,0.948,6.35,4.448,0.056,6.67,23.565,0.061,0.331,0.023,3.14,1.06,11.77,2.285,8.838,14.237,3.44,7.824,7.695,7.954,0.002,9.74,9.7,2.846,6.78,21.628,30.800,43.134,18.466,1.569,0.231,12.257,92.747,177.525,7.969
+2026-05-21 09:46:01,canada_goose_observed.csv,1.954527111174160102751282337,0.051,3.39,4.116,3.641,0.327,6.39,11.247,0.133,6.62,8.486,0.029,0.6,0.014,1.85,10.95,11.71,11.106,13.548,8.701,18.395,5.590,5.868,5.312,0.173,10.66,8.88,4.864,7.26,13.615,15.851,15.012,16.69,1.139,0.283,12.009,121.659,232.097,11.221
+2026-05-21 09:46:01,canada_goose_observed.csv,38.73923410499462699909834700,0.191,0.611,1.443,0.268,0.356,6.69,15.854,0.211,7.52,9.043,0.074,0.596,0.007,4.02,11.44,12.19,11.399,3.690,6.927,0.454,5.909,4.645,7.173,0.193,10.77,10.35,4.416,6.6,22.978,26.141,41.14,11.142,1.566,0.025,12.081,90.242,168.812,11.671
+2026-05-21 09:46:02,canada_goose_observed.csv,36.97243551205797625260438998,0.175,0.418,4.812,6.591,0.859,7.03,4.779,0.035,6.89,22.844,0.086,0.393,0.038,4.09,11.82,11.92,3.447,7.380,7.892,6.868,6.228,0.438,12.019,0.241,11.08,8.09,2.964,7.22,14.901,18.273,27.365,9.181,1.139,0.332,12.249,90.560,169.539,11.581
+2026-05-21 09:46:02,canada_goose_observed.csv,37.75086728974853319039171513,0.074,0.252,1.092,6.878,0.418,7.33,4.737,0.106,6.56,24.29,0.015,0.602,0.032,3.05,10.64,12.17,8.113,8.789,16.872,0.706,10.432,11.603,9.262,0.234,10.96,8.99,5.161,7.3,11.616,20.286,34.544,6.028,1.65,0.093,12.068,94.206,173.877,14.534
+2026-05-21 09:46:02,canada_goose_observed.csv,4.637454730107386412106991045,0.244,2.4,5.426,4.961,0.046,7.3,14.394,0.047,6.62,23.266,0.017,0.307,0.045,2.09,10.87,11.96,8.215,3.892,6.435,1.349,8.856,5.894,11.817,0.068,9.53,8.25,1.141,6.83,22.505,26.420,51.025,1.816,1.548,0.156,12.285,64.514,123.311,5.716
+2026-05-21 09:46:02,canada_goose_observed.csv,3.411278722794592891771434002,0.321,1.441,1.628,0.802,0.923,7.15,11.386,0.028,6.57,19.287,0.007,0.406,0.011,2.73,1.24,11.67,5.751,10.108,9.668,10.547,12.491,12.226,12.756,0.099,10.05,8.45,6.729,7.47,21.643,46.104,79.523,12.686,1.413,0.234,12.161,74.210,132.609,15.81
+2026-05-21 09:46:03,canada_goose_observed.csv,36.83740825472210392708962245,0.18,2.168,4.114,4.599,0.487,6.91,12.868,0.086,6.84,13.118,0.071,0.355,0.029,3.9,1.11,11.62,10.32,3.712,4.167,3.257,1.033,1.346,0.72,0.131,10.95,9.04,7.37,6.99,17.404,24.186,47.934,0.437,1.547,0.005,12.079,86.202,165.335,7.07
+2026-05-21 09:46:03,canada_goose_observed.csv,39.63068868907445051040581621,0.287,1.212,3.511,6.777,0.545,7.66,13.304,0.133,6.69,13.393,0.061,0.329,0.028,3.21,11.48,12.15,10.398,5.132,2.058,8.207,10.130,9.894,10.365,0.187,11.77,9.12,4.59,7.41,16.789,14.760,19.796,9.723,1.735,0.096,12.276,106.824,204.527,9.12
+2026-05-21 09:46:03,canada_goose_observed.csv,2.819415604185472409269504815,0.374,2.079,3.723,2.249,0.596,6.36,10.26,0.098,7.05,25.994,0.077,0.003,0.043,1.85,1.34,12.11,3.648,4.469,1.696,7.242,7.752,4.75,10.755,0.043,11.12,8.93,4.777,6.74,22.199,6.613,6.489,6.737,1.351,0.163,12.073,54.694,100.099,9.288
+2026-05-21 09:46:04,canada_goose_observed.csv,2.439897290663792967749631526,0.15,2.25,0.57,6.98,0.019,6.37,4.846,0.154,7.13,16.541,0.006,0.074,0.014,3.21,1.33,12.03,10.188,14.483,15.969,12.997,8.874,4.664,13.085,0.247,9.96,8.82,6.948,7.27,18.384,27.952,42.206,13.698,1.177,0.238,12.045,112.950,214.039,11.861
+2026-05-21 09:46:04,canada_goose_observed.csv,0.4003283033514837589516602854,0.157,3.212,4.666,3.269,0.277,6.99,13.175,0.136,7.59,14.085,0.002,0.506,0.049,3.58,10.51,12.13,4.317,12.782,6.823,18.742,6.840,6.646,7.034,0.126,11.03,8.73,7.116,6.7,15.037,24.548,43.992,5.103,1.503,0.081,12.259,92.443,171.409,13.477
+2026-05-21 09:46:04,canada_goose_observed.csv,1.896207012270161806794818958,0.498,1.719,2.847,2.689,0.138,6.8,12.045,0.216,6.85,10.08,0.07,0.44,0.045,2.32,1.21,11.79,11.128,12.522,9.383,15.662,7.122,2.721,11.522,0.121,10.47,10.17,3.044,7.49,8.096,9.788,12.374,7.201,1.112,0.178,12.088,80.514,155.484,5.543
+2026-05-21 09:46:05,canada_goose_observed.csv,3.632839689323981751089111652,0.489,1.774,4.975,7.863,0.949,7.29,3.091,0.098,7.57,25.908,0.079,0.03,0.01,3.71,1.11,11.93,2.594,13.668,15.429,11.906,5.198,3.05,7.346,0.134,11.44,10.28,1.729,7.59,23.726,13.578,14.697,12.46,1.282,0.215,12.051,107.029,199.509,14.549
+2026-05-21 09:46:05,canada_goose_observed.csv,41.55058769566684922431552845,0.177,1.239,4.694,4.243,0.87,6.55,7.94,0.197,6.87,9.312,0.053,0.021,0.01,3.35,11.02,12.21,8.199,9.074,3.615,14.534,9.430,6.172,12.689,0.159,11.16,9.84,5.328,6.68,16.752,21.317,35.141,7.493,1.73,0.111,12.056,81.859,150.71,13.008
+2026-05-21 09:46:05,canada_goose_observed.csv,0.2472021951995408739441194023,0.274,3.913,1.144,3.486,0.023,6.37,8.799,0.02,7.26,6.16,0.023,0.739,0.033,3.22,11.64,11.82,8.351,10.498,9.636,11.361,6.751,8.474,5.028,0.225,9.9,9.64,7.301,7.31,8.712,11.266,15.91,6.622,1.024,0.087,12.17,107.972,202.139,13.805
+2026-05-21 09:46:06,canada_goose_observed.csv,8.290231477988871948187346125,0.336,1.463,1.188,2.256,0.733,6.42,13.834,0.065,7.44,9.711,0.032,0.268,0.011,4.38,10.57,11.88,9.485,8.412,2.918,13.907,5.850,7.604,4.095,0.105,10.21,9.76,1.737,7.39,19.066,33.748,53.954,13.543,1.785,0.283,12.229,123.897,235.889,11.905
+2026-05-21 09:46:06,canada_goose_observed.csv,0.8285327803573971114832709548,0.226,3.541,4.574,0.787,0.328,6.76,6.544,0.021,7.21,22.833,0.051,0.346,0.016,3.63,1.07,11.72,6.532,6.339,3.088,9.59,9.947,8.927,10.967,0.001,10.51,9.87,5.197,7.17,14.521,28.274,42.029,14.518,1.111,0.28,12.124,69.966,134.835,5.097
+2026-05-21 09:46:06,canada_goose_observed.csv,0.3022322797492801344113940600,0.011,0.314,2.59,1.208,0.937,7.28,8.324,0.041,6.99,7.45,0.033,0.75,0.045,1.88,1.02,12.01,7.882,5.780,4.663,6.898,6.763,3.741,9.785,0.062,10.02,10.17,5.799,7.24,18.641,25.372,39.463,11.281,1.134,0.058,12.016,78.420,147.664,9.176
+2026-05-21 09:46:06,canada_goose_observed.csv,0.7990645865360136552300323825,0.165,1.445,4.073,5.96,0.934,7.09,3.536,0.029,6.53,24.732,0.003,0.304,0.022,4.02,10.6,12.07,6.067,3.888,4.078,3.699,4.878,2.364,7.393,0.195,11.61,10.31,7.422,7.42,13.291,38.844,74.238,3.451,1.251,0.209,12.161,69.608,134.468,4.747
+2026-05-21 09:46:07,canada_goose_observed.csv,2.439889696640918757765515446,0.394,1.436,3.528,0.483,0.668,6.63,13.946,0.089,7.42,16.184,0.043,0.226,0.009,2.81,11.63,12.05,5.483,10.048,9.502,10.593,10.258,12.905,7.611,0.23,9.61,8.42,7.726,7.34,16.356,24.766,30.955,18.578,1.151,0.308,12.09,61.865,109.718,14.012
+2026-05-21 09:46:07,canada_goose_observed.csv,0.6919263644783109974064915532,0.334,3.595,2.673,3.779,0.145,7.46,5.207,0.169,6.75,26.132,0.045,0.687,0.005,3.5,10.75,11.77,4.621,17.044,19.453,14.634,7.596,1.882,13.309,0.131,10.71,8.08,5.915,7.33,20.885,10.509,2.434,18.584,1.684,0.112,12.013,85.674,161.396,9.951
+2026-05-21 09:46:07,canada_goose_observed.csv,1.834883573489549889945852359,0.24,1.208,5.303,2.144,0.287,6.54,7.416,0.109,7.35,18.12,0.016,0.011,0.043,2.98,1.18,11.83,10.539,1.354,1.484,1.224,9.706,7.03,12.381,0.011,10.13,9.95,5.898,6.81,20.783,8.698,7.066,10.33,1.101,0.282,12.054,83.946,155.879,12.014
+2026-05-21 09:46:08,canada_goose_observed.csv,3.364972994454951945922560000,0.278,2.393,4.019,1.693,0.166,6.79,13.751,0.061,7.13,17.503,0.066,0.465,0.015,1.77,1.49,11.51,9.934,9.528,9.268,9.788,3.336,1.365,5.308,0.213,11.05,10.07,7.672,6.86,20.269,47.947,76.789,19.105,1.28,0.293,12.219,65.750,123.924,7.575
+2026-05-21 09:46:08,canada_goose_observed.csv,4.133929600895187121249304487,0.25,2.136,0.43,4.237,0.219,6.38,9.269,0.058,7.16,7.789,0.089,0.217,0.03,2.63,10.56,11.6,8.417,17.955,16.671,19.239,11.507,10.649,12.365,0.049,10.72,9.56,5.303,6.79,7.802,34.428,62.437,6.42,1.447,0.306,12.005,74.134,140.551,7.717
+2026-05-21 09:46:08,canada_goose_observed.csv,0.5201191559906902189866666667,0.488,3.165,4.045,5.887,0.796,7.7,10.626,0.052,6.52,9.352,0.019,0.708,0.032,3.21,10.58,12.23,6.437,15.683,19.381,11.985,6.338,11.836,0.84,0.01,11.81,9.85,6.379,7.4,11.709,31.985,54.243,9.727,0.96,0.144,12.236,115.327,226.602,4.052
+2026-05-21 09:46:09,canada_goose_observed.csv,0.2728853310990378974922832627,0.046,1.643,4.756,4.345,0.046,6.52,10.097,0.179,7.23,18.386,0.025,0.572,0.025,3.5,10.84,12.21,5.445,18.538,17.075,20.000,5.725,1.701,9.749,0.115,11.65,8.52,5.612,6.78,8.571,48.055,79.32,16.79,1.689,0.329,12.221,73.698,139.185,8.21
+2026-05-21 09:46:09,canada_goose_observed.csv,0.4234033751291741977371855105,0.241,3.073,1.637,5.486,0.101,6.91,13.88,0.08,7.63,27.738,0.071,0.568,0.034,4.41,11.51,11.93,6.565,8.948,4.888,13.007,5.038,5.84,4.235,0.054,9.92,10.26,7.338,7.33,10.913,20.542,40.138,0.946,1.383,0.342,12.111,48.010,90.046,5.973
+2026-05-21 09:46:09,canada_goose_observed.csv,1.208584882989410317066628886,0.354,3.653,5.828,6.511,0.549,7.6,8.677,0.197,7.02,9.795,0.036,0.105,0.028,3.75,11.28,11.82,3.05,13.806,11.893,15.72,9.480,5.274,13.687,0.057,10.51,9.54,5.037,7.36,23.545,18.482,23.119,13.846,0.847,0.268,12.17,75.500,142.094,8.906
+2026-05-21 09:46:10,canada_goose_observed.csv,1.129493994381217995353357228,0.322,3.825,5.159,0.963,0.676,6.94,4.836,0.149,7.18,18.337,0.042,0.075,0.044,3.65,11.1,12.06,2.575,9.458,14.5,4.416,6.876,0.944,12.809,0.224,10.71,9.24,5.517,7.41,17.167,38.906,71.696,6.116,0.843,0.213,12.191,48.504,84.042,12.966
+2026-05-21 09:46:10,canada_goose_observed.csv,6.219708626554767469410925923,0.307,3.026,2.245,3.206,0.404,6.5,7.305,0.136,6.9,13.104,0.06,0.049,0.018,3.71,10.55,11.64,8.338,3.612,2.692,4.531,8.150,2.701,13.6,0.104,11.6,8.86,5.203,7.1,12.208,43.578,70.606,16.551,1.615,0.123,12.144,90.003,171.793,8.213
+2026-05-21 09:46:10,canada_goose_observed.csv,2.111382643684805537007540148,0.358,1.632,4.095,4.161,0.098,7.68,9.462,0.133,7.37,11.568,0.057,0.309,0.036,3.09,10.91,11.61,4.504,13.810,16.749,10.87,6.756,10.125,3.388,0.188,11.63,9.99,5.459,7.2,19.422,30.926,58.46,3.393,1.568,0.317,12.125,50.319,91.927,8.711
+2026-05-21 09:46:11,canada_goose_observed.csv,1.784503356642766170436747921,0.481,2.372,1.83,1.539,0.513,7.68,4.383,0.2,7.28,24.438,0.017,0.222,0.007,2.86,11.3,12.08,4.275,10.894,8.232,13.556,1.570,1.479,1.660,0.117,9.6,9.74,5.357,6.78,10.676,33.674,52.499,14.849,1.046,0.018,12.129,98.664,184.568,12.76
+2026-05-21 09:46:11,canada_goose_observed.csv,2.353434976733660345374876022,0.185,2.821,2.378,0.341,0.798,6.49,12.347,0.056,7.58,11.589,0.005,0.304,0.005,2.0,10.83,11.8,2.237,1.920,1.795,2.045,10.526,12.897,8.154,0.041,9.54,10.0,3.128,7.6,14.163,27.342,50.228,4.456,0.978,0.191,12.023,102.948,189.98,15.915
+2026-05-21 09:46:11,canada_goose_observed.csv,2.771341153310858592422396533,0.42,3.422,1.886,6.958,0.155,6.44,15.461,0.215,7.39,21.61,0.045,0.436,0.013,2.67,10.55,11.68,8.542,1.591,0.654,2.528,6.725,6.829,6.621,0.245,9.83,9.58,6.062,7.36,23.862,23.926,44.637,3.216,1.133,0.093,12.005,94.750,175.72,13.781
+2026-05-21 09:46:11,canada_goose_observed.csv,0.3646446291266116065375383705,0.143,3.702,1.145,2.379,0.073,6.76,8.638,0.016,6.54,20.662,0.089,0.405,0.05,3.95,11.31,12.25,7.641,9.564,9.650,9.479,1.836,1.77,1.901,0.088,11.98,9.71,3.605,7.28,10.565,4.286,7.762,0.809,1.376,0.269,12.185,94.174,178.29,10.058
+2026-05-21 09:46:12,canada_goose_observed.csv,42.60748976914025243094906717,0.092,1.409,0.253,4.47,0.923,7.1,10.153,0.087,6.79,8.339,0.074,0.166,0.016,4.06,1.41,12.17,5.396,3.782,3.149,4.415,9.876,12.368,7.383,0.187,11.62,9.36,3.75,7.36,6.955,7.922,8.203,7.642,1.503,0.289,12.171,108.664,203.114,14.213
+2026-05-21 09:46:12,canada_goose_observed.csv,41.38331092847092778554949069,0.494,1.741,0.497,1.93,0.762,6.31,12.741,0.001,7.16,20.242,0.073,0.214,0.02,2.79,11.83,12.01,4.974,11.027,17.941,4.113,5.959,8.907,3.011,0.074,11.91,9.26,3.073,7.43,16.097,7.116,7.575,6.656,1.482,0.167,12.22,49.120,85.633,12.607
+2026-05-21 09:46:12,canada_goose_observed.csv,0.3511507405559355561364583333,0.096,1.063,0.942,1.226,0.626,7.18,4.36,0.056,7.01,17.775,0.074,0.53,0.045,4.26,10.94,11.59,9.282,10.925,14.299,7.551,9.674,7.513,11.835,0.083,11.21,10.4,1.251,7.41,18.056,6.320,7.736,4.904,1.225,0.335,12.18,64.756,122.723,6.788
+2026-05-21 09:46:13,canada_goose_observed.csv,1.344338037387997333756483787,0.099,3.597,2.876,2.206,0.239,7.19,11.036,0.044,6.71,24.537,0.086,0.325,0.037,2.12,11.9,11.7,4.548,9.000,5.34,12.659,9.770,8.637,10.904,0.064,10.95,9.74,4.736,7.26,8.076,18.180,20.73,15.63,1.036,0.337,12.047,74.784,142.459,7.108
+2026-05-21 09:46:13,canada_goose_observed.csv,2.900556737149070322822881925,0.42,1.808,5.262,2.181,0.717,6.42,10.612,0.125,6.75,24.138,0.078,0.513,0.027,3.9,11.47,11.79,11.558,5.381,1.598,9.164,7.306,1.851,12.761,0.131,10.08,10.2,5.896,6.63,11.697,36.981,59.38,14.582,1.557,0.216,12.152,121.412,238.613,4.212
+2026-05-21 09:46:13,canada_goose_observed.csv,3.437959216990747216235682554,0.195,1.334,3.768,0.592,0.406,6.3,13.968,0.046,7.15,11.975,0.078,0.006,0.008,1.99,11.62,11.69,6.93,6.240,3.321,9.158,10.072,11.716,8.427,0.03,10.6,8.72,7.449,6.8,23.482,5.882,4.924,6.841,1.528,0.024,12.296,97.635,182.601,12.669
+2026-05-21 09:46:14,canada_goose_observed.csv,0.3207452706021451941465556200,0.332,3.614,5.878,5.299,0.552,7.3,6.028,0.01,6.84,21.311,0.012,0.597,0.032,4.09,11.52,11.96,5.535,6.508,12.193,0.822,7.472,7.479,7.465,0.148,10.45,8.67,6.536,6.79,14.41,35.090,56.869,13.311,1.02,0.212,12.248,51.060,96.367,5.752
+2026-05-21 09:46:14,canada_goose_observed.csv,1.161120297303101060442005623,0.473,2.578,4.044,3.2,0.218,7.51,14.368,0.144,7.03,6.878,0.064,0.292,0.014,4.2,10.71,11.5,7.678,11.965,5.116,18.814,4.761,8.18,1.342,0.109,9.93,8.88,1.935,7.1,7.932,22.576,44.565,0.586,1.16,0.123,12.229,113.722,212.251,15.193
+2026-05-21 09:46:14,canada_goose_observed.csv,0.5352585693147400177941822915,0.233,1.023,3.638,0.15,0.594,7.37,7.317,0.198,7.0,16.081,0.089,0.717,0.023,3.71,10.99,11.63,4.472,11.453,6.65,16.256,9.220,8.879,9.561,0.128,11.23,8.59,7.797,7.45,15.421,13.320,21.25,5.389,1.53,0.249,12.139,96.596,186.717,6.476
+2026-05-21 09:46:15,canada_goose_observed.csv,0.2077312232247052108341857106,0.157,2.979,5.987,4.583,0.776,6.51,13.284,0.118,7.19,12.461,0.019,0.356,0.03,4.0,11.35,12.19,6.356,4.472,6.249,2.696,3.588,6.419,0.757,0.09,11.22,9.63,7.093,7.38,19.145,23.263,35.623,10.903,0.917,0.199,12.04,84.202,163.514,4.889
+2026-05-21 09:46:15,canada_goose_observed.csv,4.298469073667303458510705218,0.075,2.356,3.805,4.118,0.378,7.31,5.784,0.128,7.18,13.24,0.087,0.473,0.025,1.54,10.64,11.71,10.615,14.254,19.62,8.889,10.886,13.279,8.494,0.122,10.59,8.97,6.673,7.13,15.803,37.751,64.894,10.608,1.638,0.341,12.285,54.970,104.212,5.727
+2026-05-21 09:46:15,canada_goose_observed.csv,0.6894083872908411526239416627,0.445,3.528,5.5,5.511,0.902,7.71,10.839,0.166,6.95,13.429,0.061,0.517,0.045,4.04,11.19,11.58,2.586,8.900,3.408,14.392,9.768,10.446,9.090,0.117,10.13,8.69,3.499,7.2,17.598,17.622,15.447,19.798,0.926,0.349,12.241,71.026,126.243,15.809
+2026-05-21 09:46:15,canada_goose_observed.csv,36.95877582873445638968497326,0.457,1.125,4.096,1.544,0.367,6.76,4.842,0.037,6.67,27.957,0.06,0.688,0.021,2.03,11.36,11.55,8.998,6.701,8.563,4.839,4.983,7.844,2.122,0.174,11.78,9.69,6.756,6.88,12.9,44.250,76.135,12.364,0.802,0.066,12.026,87.680,163.543,11.818
+2026-05-21 09:46:16,canada_goose_observed.csv,0.5449247643075295539929746549,0.307,1.495,5.16,4.103,0.135,6.78,4.454,0.074,6.59,6.523,0.078,0.317,0.042,3.06,11.9,12.2,4.388,8.211,11.082,5.34,12.241,10.712,13.770,0.092,11.37,8.6,4.67,6.9,21.409,5.783,8.227,3.339,0.924,0.171,12.157,55.185,100.815,9.555
+2026-05-21 09:46:16,canada_goose_observed.csv,36.99482120097478066859714726,0.419,1.638,4.083,4.397,0.04,7.36,3.003,0.044,6.74,11.372,0.065,0.093,0.008,2.85,11.12,11.83,10.127,16.676,14.142,19.211,3.007,2.314,3.7,0.029,10.71,8.76,1.998,7.5,11.942,27.988,52.123,3.854,1.356,0.024,12.124,97.319,179.122,15.516
+2026-05-21 09:46:16,canada_goose_observed.csv,1.795327149075238701824752933,0.087,2.957,5.912,7.672,0.39,7.12,10.22,0.119,6.76,25.616,0.003,0.362,0.028,2.23,11.66,12.22,10.276,1.774,1.067,2.481,5.132,2.502,7.763,0.11,11.0,9.53,1.548,7.29,19.379,2.980,1.554,4.405,1.067,0.015,12.24,92.478,173.973,10.982
+2026-05-21 09:46:17,canada_goose_observed.csv,43.21081716594833592010261383,0.455,1.827,0.375,0.693,0.171,7.2,10.159,0.066,6.67,20.512,0.061,0.379,0.042,3.6,1.01,11.74,10.083,6.357,7.26,5.454,2.128,0.566,3.69,0.246,10.35,10.35,5.819,6.63,21.395,13.936,15.429,12.444,1.713,0.134,12.113,113.890,216.38,11.4
+2026-05-21 09:46:17,canada_goose_observed.csv,4.598339100364736374262083333,0.246,3.894,0.293,0.834,0.323,7.44,15.435,0.065,7.33,23.193,0.089,0.342,0.049,2.11,10.77,11.56,3.545,10.719,9.511,11.927,6.400,4.941,7.86,0.219,11.23,9.63,6.513,7.3,17.799,8.092,11.145,5.038,1.437,0.307,12.274,45.956,82.316,9.595
+2026-05-21 09:46:17,canada_goose_observed.csv,1.311888297518427047503958027,0.118,2.952,2.228,2.496,0.391,7.65,11.411,0.081,6.69,19.427,0.079,0.076,0.013,2.51,11.97,12.11,3.342,9.243,10.006,8.48,8.173,5.065,11.281,0.014,10.29,8.94,1.918,7.22,17.529,19.272,29.183,9.36,1.384,0.224,12.266,62.045,115.314,8.776
+2026-05-21 09:46:18,canada_goose_observed.csv,0.6825024000921233304984964244,0.274,0.93,5.143,4.337,0.588,7.74,14.27,0.056,7.56,7.182,0.064,0.346,0.046,3.58,1.3,11.75,11.231,8.964,3.103,14.824,10.248,8.609,11.887,0.223,11.05,8.73,2.765,7.06,23.673,16.506,17.68,15.331,0.863,0.217,12.165,51.636,95.523,7.749
+2026-05-21 09:46:18,canada_goose_observed.csv,5.796878788844157248619953714,0.32,0.533,3.426,5.404,0.756,6.94,15.078,0.142,7.39,20.987,0.013,0.183,0.017,2.71,11.68,12.13,8.995,10.402,10.995,9.808,13.366,13.084,13.647,0.075,10.18,9.6,3.918,7.23,20.469,30.540,55.978,5.101,1.681,0.187,12.229,57.321,106.13,8.512
+2026-05-21 09:46:18,canada_goose_observed.csv,36.97863421902908320799769583,0.135,3.393,3.432,4.267,0.324,6.59,8.513,0.13,7.22,24.339,0.078,0.181,0.003,2.58,1.27,11.74,5.557,11.424,6.329,16.518,2.943,1.23,4.656,0.103,11.8,8.48,2.049,6.72,9.634,34.034,67.596,0.471,0.977,0.063,12.264,107.692,210.323,5.061
+2026-05-21 09:46:19,canada_goose_observed.csv,1.961776539358339623437704158,0.002,3.733,2.786,2.69,0.593,6.94,3.029,0.186,7.48,22.868,0.01,0.073,0.018,4.3,11.19,12.12,10.479,11.760,16.93,6.59,5.046,6.747,3.345,0.138,10.15,9.65,1.639,7.58,6.167,3.006,4.032,1.979,1.379,0.346,12.238,110.128,210.385,9.871
+2026-05-21 09:46:19,canada_goose_observed.csv,0.6843503630942371982395709510,0.221,1.13,3.791,7.542,0.033,6.55,5.637,0.201,7.42,23.486,0.063,0.542,0.017,3.7,11.92,12.19,7.381,2.150,0.746,3.555,3.728,3.184,4.271,0.075,11.39,8.6,5.987,7.58,21.951,45.338,71.702,18.975,1.109,0.116,12.042,64.430,118.383,10.476
+2026-05-21 09:46:19,canada_goose_observed.csv,3.247905925981652062070269683,0.344,3.192,1.427,5.767,0.472,7.67,10.61,0.207,7.37,15.948,0.031,0.616,0.043,2.37,1.12,11.9,2.181,13.248,8.507,17.989,7.848,3.087,12.61,0.241,9.59,8.12,3.197,6.93,14.703,13.220,16.498,9.943,1.791,0.054,12.032,56.468,99.83,13.105
+2026-05-21 09:46:20,canada_goose_observed.csv,0.8947615771561529508184147978,0.244,1.263,5.449,1.377,0.172,6.45,13.124,0.148,7.61,12.446,0.073,0.581,0.034,3.62,11.91,11.97,6.839,0.722,0.660,0.783,7.652,6.494,8.811,0.144,10.27,9.25,5.714,6.68,22.332,5.682,6.58,4.783,0.973,0.322,12.11,98.112,182.803,13.422
+2026-05-21 09:46:20,canada_goose_observed.csv,36.45588678453665979781984375,0.341,1.555,1.837,3.891,0.296,7.5,14.307,0.128,7.24,26.623,0.047,0.614,0.034,4.2,1.22,11.83,9.644,12.112,15.813,8.411,4.782,4.758,4.806,0.092,11.85,10.07,5.091,7.5,13.114,37.256,71.116,3.395,1.275,0.078,12.051,69.241,130.689,7.793
+2026-05-21 09:46:20,canada_goose_observed.csv,0.3177678138079030271409321992,0.323,3.522,5.501,2.442,0.041,6.55,4.839,0.005,7.6,12.955,0.041,0.637,0.03,4.22,11.57,11.53,7.916,16.268,13.147,19.39,6.316,3.407,9.225,0.204,9.76,8.46,0.846,7.46,8.974,36.342,70.296,2.387,1.16,0.302,12.023,108.804,201.956,15.652
+2026-05-21 09:46:20,canada_goose_observed.csv,5.254790360511075674368831850,0.255,3.207,3.445,5.242,0.707,6.35,4.038,0.205,6.75,11.521,0.089,0.319,0.038,3.06,1.05,11.75,3.68,0.806,0.83,0.782,5.253,7.116,3.39,0.062,9.85,8.01,1.755,7.02,6.97,9.758,19.134,0.381,1.545,0.289,12.025,118.969,225.632,12.306
+2026-05-21 09:46:21,canada_goose_observed.csv,1.640820194213268398947227482,0.431,2.992,1.324,5.83,0.587,7.31,5.842,0.108,7.49,15.503,0.081,0.617,0.039,2.4,1.32,12.1,5.199,4.124,5.093,3.155,2.812,3.206,2.419,0.156,11.67,10.24,2.441,7.4,11.536,41.851,68.858,14.844,1.162,0.146,12.279,63.835,114.33,13.34
+2026-05-21 09:46:21,canada_goose_observed.csv,4.696874557407540907879363980,0.488,1.798,1.226,0.032,0.31,6.29,13.506,0.152,7.12,13.82,0.001,0.111,0.042,2.93,11.93,11.73,6.851,11.059,4.996,17.122,5.614,10.241,0.988,0.091,10.96,8.96,2.303,7.14,22.464,19.881,32.205,7.557,1.636,0.164,12.291,94.014,174.635,13.394
+2026-05-21 09:46:21,canada_goose_observed.csv,1.850238125641059739565176838,0.493,2.302,5.714,7.446,0.612,7.43,4.373,0.201,6.76,17.626,0.03,0.39,0.025,4.32,11.01,11.61,7.313,5.022,6.688,3.356,1.896,0.685,3.106,0.046,10.87,10.41,4.557,7.45,7.497,12.642,24.834,0.451,1.458,0.178,12.184,77.356,146.132,8.58
+2026-05-21 09:46:22,canada_goose_observed.csv,0.9512609451894005911844344770,0.244,1.619,4.446,3.737,0.675,6.78,15.612,0.164,7.15,24.456,0.024,0.294,0.047,3.9,1.04,11.55,5.836,6.344,2.692,9.995,5.212,0.356,10.067,0.087,10.86,9.35,5.926,7.06,17.638,37.426,69.93,4.922,1.12,0.229,12.031,77.148,147.631,6.664
+2026-05-21 09:46:22,canada_goose_observed.csv,0.6461895970210506434471011370,0.021,1.459,3.758,6.271,0.189,6.73,11.031,0.118,6.93,12.896,0.01,0.131,0.044,2.91,11.28,11.76,7.58,9.300,11.64,6.961,4.138,2.442,5.834,0.164,10.09,9.86,1.551,7.03,11.106,5.279,0.631,9.927,1.486,0.067,12.098,51.626,97.374,5.879
+2026-05-21 09:46:22,canada_goose_observed.csv,1.032737339084117527513843708,0.131,3.969,4.244,2.526,0.804,7.33,13.03,0.122,6.8,12.509,0.049,0.065,0.043,2.74,1.15,12.06,11.574,13.444,18.594,8.295,8.397,5.222,11.572,0.235,11.28,9.7,6.188,7.45,13.161,34.542,61.456,7.628,0.852,0.196,12.168,56.956,107.137,6.775
+2026-05-21 09:46:23,canada_goose_observed.csv,0.3100468479759246622968214898,0.174,1.825,2.244,4.013,0.873,7.15,13.016,0.12,7.24,14.799,0.022,0.359,0.003,3.98,1.42,12.03,9.824,7.034,10.277,3.791,8.312,11.873,4.752,0.114,11.33,10.34,4.825,7.6,22.306,4.510,6.738,2.283,1.049,0.286,12.047,115.012,219.797,10.227
+2026-05-21 09:46:23,canada_goose_observed.csv,1.714486253395239887936771178,0.324,3.071,4.385,7.631,0.793,7.25,11.293,0.062,6.78,13.472,0.076,0.327,0.049,3.82,1.05,12.02,8.541,15.632,19.447,11.816,5.314,3.22,7.409,0.051,11.1,9.15,5.344,6.75,19.421,24.652,31.871,17.433,1.301,0.22,12.076,80.810,153.619,8.001
+2026-05-21 09:46:23,canada_goose_observed.csv,0.5652824685948761781356632313,0.048,3.302,2.283,0.963,0.36,7.44,9.749,0.017,7.15,18.005,0.059,0.296,0.019,3.75,10.78,11.86,3.385,13.579,15.928,11.23,4.980,8.053,1.908,0.122,10.36,9.3,4.801,7.55,17.477,41.822,75.489,8.156,1.703,0.113,12.087,111.171,208.481,13.861
+2026-05-21 09:46:24,canada_goose_observed.csv,0.7350715974227875705271739331,0.262,2.964,3.341,0.842,0.205,6.78,11.762,0.024,7.61,19.138,0.007,0.562,0.01,2.82,11.99,11.74,5.199,15.515,11.738,19.292,5.662,4.179,7.146,0.149,10.44,8.51,1.159,7.06,19.754,9.125,13.203,5.047,1.219,0.319,12.156,82.975,156.905,9.045
+2026-05-21 09:46:24,canada_goose_observed.csv,37.47481564980597460196702333,0.263,0.874,0.147,0.361,0.433,6.94,9.892,0.027,7.26,9.015,0.026,0.744,0.017,1.72,1.4,11.8,5.576,4.746,4.749,4.742,8.229,11.908,4.55,0.185,9.55,9.5,6.969,6.61,22.84,30.056,54.425,5.686,1.076,0.013,12.108,56.383,98.35,14.416
+2026-05-21 09:46:24,canada_goose_observed.csv,1.512274164232567978902639119,0.48,2.739,0.895,2.271,0.28,7.65,12.279,0.005,6.75,16.294,0.039,0.34,0.049,2.73,11.66,11.57,8.968,16.193,14.448,17.938,8.492,9.34,7.644,0.247,10.02,10.06,5.373,7.14,6.366,2.864,4.363,1.365,0.967,0.263,12.288,109.413,204.457,14.369
+2026-05-21 09:46:24,canada_goose_observed.csv,43.86875922221130285658706370,0.438,1.104,0.101,1.203,0.353,6.97,10.346,0.088,6.77,12.392,0.038,0.083,0.002,1.85,1.29,12.25,9.916,12.022,10.152,13.891,7.034,4.109,9.96,0.085,11.71,8.93,5.015,6.68,10.969,27.909,46.787,9.031,1.376,0.1,12.049,83.558,154.243,12.872
+2026-05-21 09:46:25,canada_goose_observed.csv,0.9002569606265173904177446736,0.172,3.895,4.358,3.169,0.163,6.4,9.413,0.112,6.53,24.039,0.01,0.43,0.015,3.41,10.69,12.13,9.335,15.972,14.048,17.896,5.564,5.371,5.756,0.03,10.08,8.12,3.698,6.63,22.251,7.532,8.867,6.197,1.714,0.32,12.218,63.692,113.432,13.951
+2026-05-21 09:46:25,canada_goose_observed.csv,1.086936898962963708424825845,0.284,1.397,0.496,0.486,0.644,6.43,10.81,0.134,7.23,6.43,0.081,0.667,0.044,1.88,10.86,12.14,5.822,6.344,6.079,6.610,3.114,5.47,0.758,0.023,9.67,9.23,1.963,6.84,14.923,37.726,60.659,14.793,1.043,0.203,12.171,102.426,200.299,4.554
+2026-05-21 09:46:25,canada_goose_observed.csv,1.056653034287768548486898875,0.38,3.947,3.507,1.701,0.807,6.7,13.629,0.16,7.4,16.888,0.035,0.591,0.029,3.66,11.73,11.98,3.68,9.684,1.755,17.613,6.766,8.965,4.566,0.067,11.3,8.23,2.209,6.87,11.752,3.176,4.379,1.973,1.056,0.329,12.015,88.674,172.682,4.665
+2026-05-21 09:46:26,canada_goose_observed.csv,1.251442307237543364995396413,0.393,3.898,2.119,1.082,0.438,6.34,14.251,0.16,7.14,23.819,0.05,0.437,0.049,2.32,11.14,11.71,5.03,11.064,16.22,5.907,7.018,12.1,1.936,0.071,10.13,9.27,7.885,7.24,16.314,15.150,29.614,0.686,1.161,0.122,12.032,92.624,170.195,15.052
+2026-05-21 09:46:26,canada_goose_observed.csv,2.029397973351821569402790400,0.347,3.817,2.72,3.925,0.02,6.8,9.451,0.094,7.13,6.252,0.074,0.618,0.008,1.97,10.89,12.03,9.36,13.866,10.473,17.259,1.540,2.093,0.988,0.224,11.88,9.87,1.474,7.57,20.895,17.406,22.138,12.675,1.176,0.189,12.015,91.095,167.743,14.447
+2026-05-21 09:46:26,canada_goose_observed.csv,0.2421168694646767528415557244,0.101,0.548,5.304,4.596,0.665,6.68,10.21,0.034,7.37,10.339,0.083,0.336,0.042,3.34,11.76,12.16,5.484,7.164,12.913,1.414,5.815,9.572,2.058,0.174,9.5,8.7,1.264,7.54,11.9,15.945,23.842,8.048,0.812,0.136,12.066,81.441,149.337,13.545
+2026-05-21 09:46:27,canada_goose_observed.csv,6.437973960761605798627695279,0.459,1.39,0.901,4.636,0.386,6.46,11.011,0.054,7.07,8.392,0.089,0.126,0.044,3.43,11.74,12.07,7.437,7.248,13.498,0.997,7.766,2.517,13.016,0.011,9.88,8.22,7.044,6.84,10.424,42.886,67.702,18.071,1.742,0.328,12.228,52.474,91.943,13.004
+2026-05-21 09:46:27,canada_goose_observed.csv,1.847181530353327787100349332,0.417,3.523,5.04,2.159,0.06,7.0,9.129,0.1,7.12,13.29,0.042,0.027,0.006,3.83,1.15,11.55,5.281,15.006,16.255,13.757,4.912,4.681,5.144,0.177,11.57,10.28,5.324,7.32,19.241,17.224,14.871,19.577,1.533,0.316,12.156,73.856,133.021,14.691
+2026-05-21 09:46:27,canada_goose_observed.csv,3.326632343848944932601312080,0.386,3.29,5.982,6.253,0.585,7.58,7.518,0.009,7.59,13.782,0.027,0.219,0.041,1.57,11.18,12.12,7.464,9.276,7.549,11.003,8.340,4.432,12.249,0.17,11.57,8.18,6.53,7.12,6.527,33.201,60.336,6.066,1.381,0.041,12.164,113.841,218.975,8.707
+2026-05-21 09:46:28,canada_goose_observed.csv,0.5855920245886111474751276870,0.216,3.047,1.755,4.706,0.106,7.15,5.103,0.144,6.57,21.996,0.005,0.259,0.032,2.76,1.43,11.64,8.461,11.536,14.17,8.902,5.355,7.859,2.851,0.133,10.97,10.37,4.198,7.35,11.199,25.162,41.934,8.391,0.847,0.194,12.229,65.537,117.611,13.463
+2026-05-21 09:46:28,canada_goose_observed.csv,0.9832366066549327131365796937,0.36,0.959,5.437,3.762,0.119,6.45,3.882,0.119,7.34,18.452,0.011,0.499,0.037,2.31,1.46,12.14,4.197,6.161,9.905,2.417,9.818,11.058,8.577,0.095,9.84,9.8,5.415,6.69,14.11,25.907,48.7,3.114,0.978,0.277,12.041,57.332,101.878,12.787
+2026-05-21 09:46:28,canada_goose_observed.csv,10.35812645154321645893790321,0.319,1.439,0.135,3.836,0.102,7.74,11.086,0.025,7.64,10.351,0.068,0.294,0.019,2.24,11.31,11.88,4.257,11.552,11.378,11.727,6.358,9.015,3.701,0.014,9.68,8.89,7.307,7.12,11.012,20.746,35.56,5.931,1.719,0.303,12.118,45.724,81.079,10.369
+2026-05-21 09:46:28,canada_goose_observed.csv,1.094793852569985689158537955,0.075,1.32,0.645,4.588,0.009,7.36,5.529,0.167,6.53,8.095,0.059,0.37,0.045,1.93,10.83,11.51,9.679,4.858,4.710,5.006,9.274,4.795,13.753,0.207,10.31,9.71,6.171,7.12,9.393,14.582,10.411,18.753,1.078,0.196,12.149,79.014,145.189,12.84
+2026-05-21 09:46:29,canada_goose_observed.csv,3.534652902952680543574920304,0.341,2.586,5.652,2.806,0.534,6.89,10.17,0.196,7.07,10.391,0.078,0.002,0.001,4.01,1.47,12.05,5.45,5.535,9.443,1.627,10.200,13.79,6.611,0.196,9.99,9.14,6.901,6.98,22.897,10.404,11.666,9.143,1.31,0.045,12.156,119.617,232.665,6.569
+2026-05-21 09:46:29,canada_goose_observed.csv,39.37556963415124205900775368,0.227,0.343,0.622,5.173,0.778,7.24,5.923,0.12,7.02,22.173,0.059,0.564,0.04,2.19,10.76,11.9,11.551,11.779,17.413,6.145,8.128,8.144,8.112,0.186,11.81,10.47,2.618,7.43,9.404,33.030,50.202,15.859,1.599,0.013,12.123,73.958,134.017,13.898
+2026-05-21 09:46:29,canada_goose_observed.csv,0.6956449276508923856603305097,0.353,1.013,4.246,3.933,0.245,6.72,7.156,0.058,6.6,24.436,0.015,0.597,0.042,3.71,11.86,11.56,6.454,5.894,9.27,2.518,10.600,8.291,12.91,0.195,10.08,10.42,3.313,7.11,15.444,26.703,47.284,6.122,1.582,0.305,12.033,88.462,165.526,11.398
+2026-05-21 09:46:30,canada_goose_observed.csv,8.329785175512504254091231248,0.409,3.913,5.736,4.642,0.355,7.63,4.15,0.189,6.84,10.241,0.046,0.309,0.042,3.59,10.89,11.75,3.604,9.220,0.37,18.069,10.786,12.099,9.473,0.239,10.32,10.39,7.76,6.97,13.099,31.550,59.003,4.098,1.794,0.34,12.181,83.958,152.872,15.043
+2026-05-21 09:46:30,canada_goose_observed.csv,0.1995340457908135495179253192,0.183,1.664,5.092,5.848,0.761,6.58,14.185,0.169,6.71,8.064,0.088,0.631,0.019,3.89,10.8,11.58,7.785,15.750,16.988,14.511,6.575,8.663,4.487,0.111,10.67,9.75,1.596,6.82,7.394,45.321,77.556,13.086,0.891,0.216,12.19,63.856,112.671,15.041
diff --git a/modelling/data/abingdon-all/resident/canada_goose_simulated.csv b/modelling/data/abingdon-all/resident/canada_goose_simulated.csv
new file mode 100644
index 0000000..2722dec
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/canada_goose_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.166,0.1,0,0.01,0.275216
+RungeKutta4,1,0.1,0.163872,0.1,0,0.01,0.271688
+RungeKutta4,2,0.2,0.162529,0.1,0,0.01,0.269462
+RungeKutta4,3,0.3,0.161950,0.1,0,0.01,0.268502
+RungeKutta4,4,0.4,0.162121,0.1,0,0.01,0.268785
+RungeKutta4,5,0.5,0.163039,0.1,0,0.01,0.270307
+RungeKutta4,6,0.6,0.164817,0.1,0,0.01,0.273255
+RungeKutta4,7,0.7,0.167607,0.1,0,0.01,0.277881
+RungeKutta4,8,0.8,0.171595,0.1,0,0.01,0.284492
+RungeKutta4,9,0.9,0.176991,0.1,0,0.01,0.293439
+RungeKutta4,10,1.0,0.184023,0.1,0,0.01,0.305097
+RungeKutta4,11,1.1,0.192925,0.1,0,0.01,0.319856
+RungeKutta4,12,1.2,0.203923,0.1,0,0.01,0.338090
+RungeKutta4,13,1.3,0.217219,0.1,0,0.01,0.360134
+RungeKutta4,14,1.4,0.232970,0.1,0,0.01,0.386248
+RungeKutta4,15,1.5,0.251273,0.1,0,0.01,0.416593
+RungeKutta4,16,1.6,0.272139,0.1,0,0.01,0.451187
+RungeKutta4,17,1.7,0.295484,0.1,0,0.01,0.489892
+RungeKutta4,18,1.8,0.321108,0.1,0,0.01,0.532374
+RungeKutta4,19,1.9,0.348694,0.1,0,0.01,0.578110
+RungeKutta4,20,2.0,0.377804,0.1,0,0.01,0.626372
+RungeKutta4,21,2.1,0.407884,0.1,0,0.01,0.676243
+RungeKutta4,22,2.2,0.438278,0.1,0,0.01,0.726634
+RungeKutta4,23,2.3,0.468250,0.1,0,0.01,0.776325
+RungeKutta4,24,2.4,0.497019,0.1,0,0.01,0.824022
+RungeKutta4,25,2.5,0.523782,0.1,0,0.01,0.868394
+RungeKutta4,26,2.6,0.547761,0.1,0,0.01,0.908149
+RungeKutta4,27,2.7,0.568235,0.1,0,0.01,0.942094
+RungeKutta4,28,2.8,0.584540,0.1,0,0.01,0.969126
+RungeKutta4,29,2.9,0.596060,0.1,0,0.01,0.988225
+RungeKutta4,30,3.0,0.602359,0.1,0,0.01,0.998669
+RungeKutta4,31,3.1,0.603162,0.1,0,0.01,1
+RungeKutta4,32,3.2,0.597846,0.1,0,0.01,0.991186
+RungeKutta4,33,3.3,0.586624,0.1,0,0.01,0.972581
+RungeKutta4,34,3.4,0.570110,0.1,0,0.01,0.945202
+RungeKutta4,35,3.5,0.549064,0.1,0,0.01,0.910309
+RungeKutta4,36,3.6,0.524352,0.1,0,0.01,0.869339
+RungeKutta4,37,3.7,0.496898,0.1,0,0.01,0.823822
+RungeKutta4,38,3.8,0.467634,0.1,0,0.01,0.775304
+RungeKutta4,39,3.9,0.437469,0.1,0,0.01,0.725293
+RungeKutta4,40,4.0,0.407236,0.1,0,0.01,0.675169
+RungeKutta4,41,4.1,0.377666,0.1,0,0.01,0.626144
+RungeKutta4,42,4.2,0.349373,0.1,0,0.01,0.579236
+RungeKutta4,43,4.3,0.322832,0.1,0,0.01,0.535233
+RungeKutta4,44,4.4,0.298387,0.1,0,0.01,0.494705
+RungeKutta4,45,4.5,0.276250,0.1,0,0.01,0.458003
+RungeKutta4,46,4.6,0.256516,0.1,0,0.01,0.425285
+RungeKutta4,47,4.7,0.239182,0.1,0,0.01,0.396547
+RungeKutta4,48,4.8,0.224165,0.1,0,0.01,0.371650
+RungeKutta4,49,4.9,0.211321,0.1,0,0.01,0.350355
+RungeKutta4,50,5.0,0.200464,0.1,0,0.01,0.332355
+RungeKutta4,51,5.1,0.191387,0.1,0,0.01,0.317306
+RungeKutta4,52,5.2,0.183874,0.1,0,0.01,0.304850
+RungeKutta4,53,5.3,0.177709,0.1,0,0.01,0.294629
+RungeKutta4,54,5.4,0.172689,0.1,0,0.01,0.286306
+RungeKutta4,55,5.5,0.168625,0.1,0,0.01,0.279568
+RungeKutta4,56,5.6,0.165344,0.1,0,0.01,0.274129
+RungeKutta4,57,5.7,0.162683,0.1,0,0.01,0.269717
+RungeKutta4,58,5.8,0.160475,0.1,0,0.01,0.266056
+RungeKutta4,59,5.9,0.158474,0.1,0,0.01,0.262739
+RungeKutta4,60,6.0,0.155967,0.1,0,0.01,0.258582
+RungeKutta4,61,6.1,0.150193,0.1,0,0.01,0.249009
+RungeKutta4,62,6.2,0.135246,0.1,0,0.01,0.224228
+RungeKutta4,63,6.3,0.111842,0.1,0,0.01,0.185426
+RungeKutta4,64,6.4,0.0894715,0.1,0,0.01,0.148337
+RungeKutta4,65,6.5,0.0724393,0.1,0,0.01,0.120099
+RungeKutta4,66,6.6,0.0604050,0.1,0,0.01,0.100147
+RungeKutta4,67,6.7,0.0520906,0.1,0,0.01,0.0863622
+RungeKutta4,68,6.8,0.0463843,0.1,0,0.01,0.0769016
+RungeKutta4,69,6.9,0.0424759,0.1,0,0.01,0.0704217
+RungeKutta4,70,7.0,0.0398004,0.1,0,0.01,0.0659859
+RungeKutta4,71,7.1,0.0379694,0.1,0,0.01,0.0629503
+RungeKutta4,72,7.2,0.0367164,0.1,0,0.01,0.0608729
+RungeKutta4,73,7.3,0.0358589,0.1,0,0.01,0.0594512
+RungeKutta4,74,7.4,0.0352721,0.1,0,0.01,0.0584783
+RungeKutta4,75,7.5,0.0348705,0.1,0,0.01,0.0578125
+RungeKutta4,76,7.6,0.0345957,0.1,0,0.01,0.0573569
+RungeKutta4,77,7.7,0.0344077,0.1,0,0.01,0.0570452
+RungeKutta4,78,7.8,0.0342790,0.1,0,0.01,0.0568318
+RungeKutta4,79,7.9,0.0341908,0.1,0,0.01,0.0566856
+RungeKutta4,80,8.0,0.0341301,0.1,0,0.01,0.0565850
+RungeKutta4,81,8.1,0.0340873,0.1,0,0.01,0.0565140
+RungeKutta4,82,8.2,0.0340536,0.1,0,0.01,0.0564581
+RungeKutta4,83,8.3,0.0340172,0.1,0,0.01,0.0563978
+RungeKutta4,84,8.4,0.0339572,0.1,0,0.01,0.0562983
+RungeKutta4,85,8.5,0.0338326,0.1,0,0.01,0.0560917
+RungeKutta4,86,8.6,0.0335662,0.1,0,0.01,0.0556501
+RungeKutta4,87,8.7,0.0330219,0.1,0,0.01,0.0547476
+RungeKutta4,88,8.8,0.0319743,0.1,0,0.01,0.0530108
+RungeKutta4,89,8.9,0.0300759,0.1,0,0.01,0.0498634
+RungeKutta4,90,9.0,0.0268264,0.1,0,0.01,0.0444759
+RungeKutta4,91,9.1,0.0215726,0.1,0,0.01,0.0357655
+RungeKutta4,92,9.2,0.0140066,0.1,0,0.01,0.0232216
+RungeKutta4,93,9.3,0.00815117,0.1,0,0.01,0.0135137
+RungeKutta4,94,9.4,0.00447284,0.1,0,0.01,0.00741532
+RungeKutta4,95,9.5,0.00230326,0.1,0,0.01,0.00381831
+RungeKutta4,96,9.6,0.00111479,0.1,0,0.01,0.00184791
+RungeKutta4,97,9.7,0.000511832,0.1,0,0.01,0.000848241
+RungeKutta4,98,9.8,0.000226564,0.1,0,0.01,0.000375287
+RungeKutta4,99,9.9,0.000098757,0.1,0,0.01,0.000163393
+RungeKutta4,100,10.0,0.0000430965,0.1,0,0.01,0.0000711116
+RungeKutta4,101,10.1,0.0000189433,0.1,0,0.01,0.0000310673
+RungeKutta4,102,10.2,0.0000084300,0.1,0,0.01,0.0000136370
+RungeKutta4,103,10.3,0.00000381615,0.1,0,0.01,0.00000598761
+RungeKutta4,104,10.4,0.00000176472,0.1,0,0.01,0.00000258649
+RungeKutta4,105,10.5,8.36595E-7,0.1,0,0.01,0.00000104772
+RungeKutta4,106,10.6,4.07703E-7,0.1,0,0.01,3.36648E-7
+RungeKutta4,107,10.7,2.04650E-7,0.1,0,0.01,0.000000
+RungeKutta4,108,10.8,0.000699387,0.1,0,0.01,0.00115919
+RungeKutta4,109,10.9,0.00993101,0.1,0,0.01,0.0164646
+RungeKutta4,110,11.0,0.0293960,0.1,0,0.01,0.0487362
+RungeKutta4,111,11.1,0.0559035,0.1,0,0.01,0.0926837
+RungeKutta4,112,11.2,0.0826797,0.1,0,0.01,0.137077
+RungeKutta4,113,11.3,0.105583,0.1,0,0.01,0.175049
+RungeKutta4,114,11.4,0.124466,0.1,0,0.01,0.206356
+RungeKutta4,115,11.5,0.139425,0.1,0,0.01,0.231157
+RungeKutta4,116,11.6,0.150614,0.1,0,0.01,0.249707
+RungeKutta4,117,11.7,0.158249,0.1,0,0.01,0.262366
+RungeKutta4,118,11.8,0.162606,0.1,0,0.01,0.269589
+RungeKutta4,119,11.9,0.164020,0.1,0,0.01,0.271934
+RungeKutta4,120,12.0,0.162752,0.1,0,0.01,0.269831
+RungeKutta4,121,12.1,0.161320,0.1,0,0.01,0.267457
diff --git a/modelling/data/abingdon-all/resident/canada_goose_simulated.png b/modelling/data/abingdon-all/resident/canada_goose_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..280f0de8c024753b3c33382a8f614ba05902c490
GIT binary patch
literal 32862
zcmb5WbyQW+)(1+5w1{*|h=g=El2XzQ0@571OBy8<5Ri~=>23rB0YN&YyQLf7I@a}i
zzxT#?e>iY(&faV7wbz<+{$diQq#%WHi|7^%3=D>hw8Rq_7&t!|7}$9fB=8%~!LQ5U
z2cOd;O(zw|GbdLg2U8e%BPTm+h?BL&QwkST2S*EtEju&oLuOt^3UenXJ4Zei7Mnlc
zV1_uDvCv8mYk|9<+DU6U!oXk|LI1(#3FlhC!1(saNQkPsCGVslC*X~qced;_wKD5$
zIB$@41k=9=r7w#|`EYkym_f!mjOb}>$2*B_Dk9FOAA=E<L=f-G>3Qf(m`?Vb=<j}a
z|6<D3(93LH=ej!UI7j}a^t3<4VKoKvtogj3cW%FY(wd7h5L*m|k}RNR6p`Y`e^<qj
zUqOG>(Vhk`jRHPiG#Y@t2mNUO;X2H1@JXN>ffEcW^g;o2KEI#WBaw<gKf%Tdz@&hF
z5*i}<|MNCHp)FS{EQ>2EqXnjAByn`bAKQY^M(ZX^joR<W3$7(Qj+nekOe`4t$Tek*
z8#y0<CG@I4g<noaCTv|yB}K-#xNeoGZnL0}9?gQ?2_~!>%ij3l`1nmnhs1dw#D`ic
zk_1O_q3LusW-ZmXd9?R*d$K~G9Rh)bg@?zci-+_S)yy(jjTi4IY3Y0If0T@TUE#JE
zMrX3W_;Im^r!c&#s_I}pGpgtN_1t$EbMtl7mZtO7q@LIQ0R-6CY5maK>8xyTe!@5K
zq8!dujGvg$+&?|ls89AjnLPN+{zY0@`E@PY>6~wi*VTSkxoPj+!k1!S!TL$)++2*e
z^!VN!lDnU;#G7u8<RA3&?|teB!_CgfXuE%Td6@d0ab;y?u^5wrfc0tM(DqKvT%7yi
zYIl}Q%t*jN<*-5wuj6WE10x@w-<<bpO5&6yZa)Kc|M2ci!<+V5?CtN1FInP<A&tt`
zTuA~)1L6lmaxC4S-?E$bC33Rae&vx-RK!<IFD_Q#ZI0J<2qWQhlHRRd!gP-EJ4}A{
zDy@IA#OL^dJ-%cl$$jI_aOKDclr|q~<mGS|C0jSzBXGWY9roQOC1v`4)+M}r_(j-N
z_6;gkM8a1>30dFkEd%aE<i6sDT|W2Sy0t8W79WSpof;i=Aq_ZXYK?MKiL-v5C3I&@
z;)5>X8|CKnRbuBG@WpqMEgv>McquM+)1|7iP@m3vmN+C5sSkqZn{hZ=S3ZVYR+#q*
zb_~NW${92e)Aq*^S!7Li9@E;~ySct3?whN!ir2OOh*xln{^3I<-Uz$f#833}m>k#o
z)iAN+!d|?HX8$6f6349PF?6E;=FOW;(cx@4d{i_v73Gk)45qwylCel?Px3N|1>8y*
zHA~Y5*&e9BSGp9@Dd{5j)vb5gDd=&Wbzkdl_P*SV7gw9pF!0W%B9W|OF1VT!S5kWQ
z;+7csHm-73@ZcQ@LS^+>c+>AY5Z?#q=jX@0hAq=IkoY$bG{)kyjgpG}{oz&;oVLc~
zNnPifz26Ln*>EGweLw%=TVQFijh3kIwh(lzmM~#!VUgc>Jf?GeDOx4`kV+6930<ix
z;LvsDjYffsXP>gVdQK#KZ%{}`p}AJOv8By)We(Ti6GGp!1?1!NVMSpZuIQI@*hN;T
z5>*S!^6v!d2E8Vx9+Wgvf%9;K+E4y%fB&`c)dE&e<Wxq?;O9l~YxUPg$uD2M!p7t6
z?e4ay+%`+~rX9|aR~h6?o)hxE_+%U<m{X9Qbg)@iQZQErk)ZVjTN^hnzn~ymip*U?
zGK!1|2M5QprM5bKA-~l<$mWB7s>f#jvuU%=uC7AM(cqDhkvz6cYsq6?s{GpKBse<s
z=`IJJRsOw3l}R`8liisI@diG19Unj5*9pEc@72)MoG|Ad(Vpi?M=lm-jEReLX%n*d
zG19=;lL}0}b&9EhJ%kh<qM56Zvbpwwl{JGFOW>QIM?z~|BCBz*rG~L8;(}--gR;c!
zeM2!~N**#|Zd+CExwzJY+AwN=my3<uUT{E5$b#j&dwQOXzIUUTaUR#(e135}ZqO^w
zJ(G1ZdbDtT+VWkmYPh|f7z;y!v$*Bv;-cEa_hLA8#ES<;GBB6=HSBvdrdhWojL9<N
z5RX<^9vM3%rR<Z2xoZVXG68y)#&7=CQ<XBj$UZ(kJ)#^_+3C74ks13Ul2ro92G)h1
zr@Q4I$CmEjJ|L^z%Q3>^s%&k>o(w8>qi+{ITZuP_9mb>^<q?+Tq$is&yuLWLY;f~i
zG(yu6;iM<wAyKrmv&&ri$SXoDo$RVw_*9EWDj0rNUmJu2L6Uh_aC`zcr9QW_;nF@f
zw{Pg~?(ShF;<QxFJTIkOcWTGrt}O7f8AV;g8^_I1)V#ZfHpQe}ndd{8%%1GY^WyBK
z6$~cHHjzRCtTh^!-xk7&&wMNFaT`Jx@)Ut#)3|}JUUAcjcHK&xPF8KLW)Z(>&mFBA
z+Z4;rf!o5@M==hab~CN#HcUKbc2oNqXP0x|_4UkZ$+y4ORlFX?^!)IWio{-`2V?qq
zap$q$VPJWid!UaUoY8j!pYv=6;$&^V_@WSUAI(RnrM^64-)~M^)c7Ci8k8yqhz20t
zr^C6l%iXkk%E~3ivDC*sClT6HZ9U1Rqo5GU#KhEhGAKnpS?{#*6b%JMX$}KKSb^z*
zba5LzJiOz>&CN~g+*F_XA`qUA4}-DDZIifcresbpLBub(CbFJw)begwisUC^as@jg
z|6Fr+J}1ex{9{+ww1cA~F_UK>=lBE_6_vHAsp;k=mhe^D7%7ikT2Xm<xlbL4?5UPF
z)i%?cYw3-G9!KU?wwfm<U1wh%zvO#+olKf-UPcMu<TbZk?lwfkU9KiU6cU8pz8Ow~
z44^o%3J%#bG*r~Goym&a!7F4kx7O9AC1ZZCv(k&3>(jYHo10zN7JegQ9s{I_vG-aP
z3Ywh*C6rcU@0F*$K%`YHO&QFTnl30P*jy7nUyg~0B%OC7A{+h?fIP}JAt}dYU(P0U
zHXqO<gm&xJ=9;OQ*|e9pH}RybW8=-m7G1Kh-Coma!8uru@~YtKO%C^iWyuR;UmgfX
zRC=Aw%}Gs56(Tb7xPj{cA1!Ss*VB$rNtbJAK)B`@smsa98Dygn7M{CHOl;M#-$|_K
z;nnF}?zX=uc~~a@^#PGWr#<2LK6qPS%~PPk$5P08m`CI0=B65rxwchZM@OgSD;i5<
zTAWU);q!|~$LD+GK4(TRS02mDtMLiloGnGHE?u>eCH5m<U!K;;r|=zTbty`VYa%|b
zM1(AaW>I?hal1;KDpgsjx{~s{Jbpy|EjWT+%+|Iz@!;TKgqW|uB3!@SZCbJt`%t?#
znnrHKK%$dqh$AtCK}~{qkQyg7!og6C7rR?LtBf+VmeV@mnJR?Za*;6{g{l$`%q9JW
zItAQR>F2!iw(_F<=yon87m3$Iw(x71YJr97MNfJ~$t7m7Ei7fNs2oBgIo|ho@k*+(
z_gkshz-BmxjuB8K22^`>@;W2sJ(E-gyG^JdHAI?-%1wUSlnb$In4=yeeD=M$&j8U>
zri%ErJ+u8RHj|BQQm1q93ikD*Lo`2g4;Po}uP)Oz5!*zgOOg_wVP5ka6LO%nI-^Hm
zBia^+_iYSv5H;IOb2*oo^AIKytu<QE(M!O=CTjbc_QvI}lNCcG)-bTMCD`GNd6(Rp
zuTONcMIF5ky6HA2>>!qIdKB8B&*=N~bUHaDq^*qb9uCHxAFj!Lzqx(`A5`sRM?1jW
z1!J>1Z<n5ksNy)E9=K_AMBjWgBsY2zj82#_^)6l8W}?)HX_p*JQ~)L1QX0Op#1f^z
zMd>);L@_~|K}uXnZ3=to!(3%bA~mZ+FJV7IvXMD4F79vv8#i)wne&$VajW1Y*MKeV
zPQDW91la)YT{V|=df41%BmT~uonjcWa*XHge$_@yRfJ9mGBPr3F58-FD=#-~{l4Up
z1>=qp5s~5hEe#G>xK=6@m5Dd<q?<A6S10CZuvS~}gv&dJ;LbL<?%|%i+|+cM_k%~3
z8cowE(Wes>YIjLml?iN?yySI)5moaZ-m2Z;^<zisnxJpkuh}@pFvIIIyozLNdka0q
zqvt{F;RUul=fRGlTX0j{qnYW<@*fVKttQ{w#Ud5SU@|u|J%W==5^|an(GjTZ{Qy6+
zZsK<$5?aX_Vm~a^K+HpFJ`g!VZXOU=?JQ0H{DhbE13fYsOvST4OP9Afk<a9I;uHB`
zBJa`AWWT1R=S~(D=t#_@$t|XwK%xpgopCj&XlY+?K`^&M%taa`tjul?xQiuM>1;JM
z*&&OKD50oYIU~V=y+b^hbD)}55xn3=h-2HH&q1Y2XGJ`&pQ2zI;#MX~tjLq$7S`5_
z%_m6lBqZ|g&LEkMB@ST+X9QV)sc0;Gq}4E{zC7!ZAJbA$Kg=n7COpOzDpv?~$^)Jf
z9;787e{Hx}@-^Z$ta?LV^Y+Q)&c3R(k9Cl4qkCDr06j#tx`|Mfkdo!Ce>0M}`;BX+
z^3=qU;v%p><8dfO>wSsLy*QFqGC_|#VqP*?j7&H?5#pyu*pj1KRy~8-B<HPd`x#~Y
z1;fagBzda~Mv;~*P8k-OedBTEhQt#m`H{rE={@M9-gGbFsw>G=3)|{!6CPj)nkAj|
zbBG`yRX_D(%TVcggs*q6Ux3A~5}Wj5&-Z&_hJ9&YVM+5v>@)`nu~VBUiv_$>!t<SW
z3rl&aSJj(N3<DNOYWaCX9mh}o9Jrd)(PzF0o_@VJ58XAITxbvBW}q(Cv#v;w>*K^S
zzm;KQXF2El-FtK}&q&Qij$oX%=h;N_pgmeWfhqUR;)N|il|<FU$n^Y(B>^Kbr#qw&
zJJN-q1BmZsQn@S7VCdcIRT>nv`E}B8X)4O1ARCylF28r-p|>(}smLrtNesz`Oy(D6
zV}mys!%svo=2~%3t(Y+++Cx~*##?Si&3%TKKf8%g(;!UM5h_>5^$gw}SS_owY^a8l
zLg<H2W;t5qB&#=1Maae5U`_O-;B+EVid#)av4-D}pa05<*lWxWb20xslq`<!r3Y9-
z^RFCyFUa2XWmCcCy?|&|g}zIse`&A4FD7S-@JY?$9+Q*_o;=3GJ=L@sngXJv$W7P~
zQkwy6)3$vs#7K-}L26EA9cMl~$)kb=t_5sLHCb`&{H~YSBotS(rO5UwMTyh29xLw{
z<s)G|SgEJNx6oOh_dWWY)X$!LlQYg#VE25mkQ|e&AGY{3cv=L@R5zs4ArFardkQ9!
zB3XIK$6?YmK7T2&iJJ+lnY)QRJ%nr5VqH`oL@9(<Zg=w7#Prz(GzaEMb`X>~!-*e~
z#kx6mB?*$zy3rH0KcMV`OMWC^j`O@N;O=XbtVVNG)jCQwL^2mQnEBO4uk!=R^9!OJ
zXVLcE{iUu#2SZ=GS|zn$dSam(yjZ*x6l`U&X*Qmsb#n){fnBuz5S-(-07OzwHg<Nk
zOxLW9ha#h7&D7=f?uXCn=KaxBJ8r$c{XQVsd)>=87E$3&2C-f8f*18rz~S>qUV?l$
zwWpex=bx2KQN0IOF)^_-?Cr$%?LM9?5PWbKB_g<bmW=!!tLdAaWRj?aQri9MC>OoZ
z8xfsk14c8|6fQ&s6o&_GqK_ny*RWj{Ls8`9OszFBtk=hq9cM`L)Prs&m<zOt;gGSE
z%~jc{ERmQ7)c3wEv~LQelaf+Jr4{j|+?o(L3Cg27iHb+IZpl}HZ+LFg`pytP)Pu@0
zcym3+21Z$u1bHZ>HNVZljzoEOEc`io7uJT(D}SU&R()orofizMx{v{c6I6NFj3|0x
z{afJ-Hd#rc{1U3-#IK+7l!h|2Sp;~usiRMSI5u-y7S)lSc(5xTy8D4Jkhb$Bg$M$+
zhoNUJQYrb!?Ria{FsU_S4n0<p%SSvlbaFC}KB01K;yw;VBDl{mR$}1W29f?UkgG_}
zNqG!E(c;@;v-<gMb!{zAQfg`{6D#YW%l=3F!Vy*^-^=Ma>!r?!ibs-?Q~v(`)*v-7
z;EA`ZQubwE(X+5<<jZAbWT;+5Z4BoYa&X8GxB9(*&p4gpI%}~tR+Pkm+!MgTDIH{F
znDyKuQ7ohG4v4%o3@hk8;d2UaZX>lA^FG$s*RTHe&F)PzsCaG5iu4+)KOQRyWywEh
zHZn3|DC!4b)vWi^r#u5%c6OEQgb#c2!yb3=@eA+JdtaWYS#V@zW~vdrgI1oen|TZr
z1&?Eg$a*P@u!i*S(b0{wR9KBOPfwbq7WMdF6KtrzqBS|$p0u1!PfxGDuac8zYX2ES
zrJSI;!eK>r8qgP(TO;`~+MsGHsR48WC*ST#&U1_Wa3pDa|7)sitnJ*YA6dPTFyD~~
zZs!%l>idfRC(}XR3lr%w?RQvhM)Nl~pH0x+5M5mzeyJW-;Fl+bh>7`^M?hMxPXbq3
zU$QitZ;ckl%Z9K&`%ExhpjN0bK)9jx&TSD@jh2zyVOe?_z_t9I@wiH<RG*9dos5^v
zPh0{=7-|*z1r8sZ8e<Gk_-$@lPJgX)RGUmAEmoeeZa-4S7;bKrEF*a`{MF}jM^+;M
z9vL&wiL(|N5eaFE&vn;2iNhjVR%bL86v>)zP){)*PcZM|fP`&Z`Somn$)@GzxJ1W$
zI}nED$~8j=FjgJ6uyMppum`nO$*b?G4pZF<&NH>54(YfSJt9SI#c8sZmm(KKpFjdE
zmu~3Cm-vM)sd=|-(elJ3j#&~pD{~lP*I^T*(z;<%goo4#pwt&W3@PC&T%1AvN>2f`
zC&pqZ8z|v`2@6H@Q(z;oM<B(16`p`CmW)dMn+*H&pFgZvSXz`>`<G9jl)|`p6Mm3x
z?-2+uUc7v%CYv{gt~Ein4)cP34NIIB2TG&W-Xd5cq#osg=kudtI50yYB_rFtlP+WY
zFqWwE`@L0>roI5}B(&q4S-vN#s#$O<!M=;=>o6G)j`lz7EL;u3av%p*<yW~YK`e_N
zRN8D7vFmqT<C?W9P;}g`cimH1$*+kUsLrqHA80;)j!97#Xfs`{?7mq<^W(df5bwX4
zzqo-4Geri)rmDbd`6lP!lOim@uF(MGuJq3pjFf_cDLpC>rgR$>NJ_f*7X0t0Z|@D>
zmlPnmryCv``l_u>Y&C~H4D5sb!$Wo}S2C<)E-XtM=8+_iE$P>&K429)ZoBMEJ^G(n
zmY1{r&pZNygP;66k95UUA=P&tR;V`MmgqY=<e>17n<zI$dy_k>EjA5SP5g2U`7h@3
zDe6pvYwp2_j-2`Qh>n^0+=a+r<R#+*2$uie?<Wn)yarROT_u~Nn97WbiVC<(nwR)2
zw#W6t->)jpE-rdPaj28EC5P+*qEsN15A;y6(t|EeMi{)NwsryYIw+)TESdlT^p@8#
zC)st@UEu+-J;~+iUT!k2SW|vgF?dVd7Ua!~Pami7sma@{R8QN+Y!x>sczJnE-Qm19
zru5{A*v4OP^TP_2-_8QSQ?cL_eFAX8(pg#h0V*bDj{1LYICu|kLLEx3K-rP2vn2p=
z4XpCszgLYB1tcY|oOB}f{rh2U2`I-oWA)JW>VPM0otn~C+u?WJ)!mqD@hu!r;)cA_
z&b?2}W&H{eM1-7{u>i%Z^z`=9Ffu;&INqeusj*e-Jz5_W2iW=^6O+8RR7ea6dikY1
zV~=<NxX$v~nyM-+h!%2Me{~^bJ@HTmKsrn_L&G$5G6Bu#n3z$>`jNkTsEI$Nc(AmG
zN4@3r`rcm2NrmkU-?5IaZZgp;;!8yEl(8Ua^SW#&IQUCNkrl;NO<E5DCT|0TLO{t%
zG4UI=!c^%362Q&Vvv;D*c+_6JH!qJqEG$g93-jW5E4Sx`O#sO7y`2%n+4c3>Hn^s<
z&EB5ZXRiR3|G_kRe@<YHj*g}ROu=m&ob>1r+v#fg>oIUDs-n`;D2_=z_NJ=jilUa<
zs>2t8!?Q9aH(@KW9wm{lM{xUoy;7zXhmZ(!Ac==ys%_!jy~|*eem@eg0}x=x5hvn2
z_=JRn(W$8{fD9^l4ESfYmXDpCvTkm*9+MA``uqFi8XE<ieeB<FjhAS+z&3$5zzAZW
zdT$$9sr-6`f;>oYDr=27Ig(5vHpCvMJJTAZ8qc2PTtu33LuMJ()YNVh66Qx@CHl`c
zc|NdFe&**0P_#S!0}fmB3VJLK7(k4xp7@<q4-j8|^bx7Cor%@ssGJNy#*($SFXJ=d
zaS`7G6uN2B*~|d(IHENd1%*fvnjU)6$77>)LGu9$=j76lIUemuM(n|}JY98lb(U<_
zV*~treA@D*<n7Pwo9%rPrx=eU!7G|jhExo+4iHZVJ#*s?oE>N@)%pr=M;1xK`vg+K
zG(&BNsf0O8&F2!;%IWVppTCQvNj^@vheO&RHBV@`?p^MQFxKT5cp7>#N3FdiMev2e
zY|%6zem-OV`T0g}YEL*Jd*U@I77-7X8w#<AD#`6tkbYeq0GV9P02hiIhK$UNzUcL>
zw5$DX0{mYw2kdzdR)-ve#W5U_(5G&5NG#1~8D8J7PY(cPbU&(r7dxd@;ypa1AkbqA
z<#$NY?T3{>8OfVM$kP{FCmiL@qjG~1cA>|Bn^zwd%^R~qDToT+6k4pWtZt%BpWQ|J
zb7e99!_B6_8yMUKcC*Nft54KXd3)x<ZRzG;$um>P(r4>Me}|}ewDx4je%=BM135<B
z+HYA~-&a_Cm2si^3W|NZ0tFvu^}PsDh|uaD8`h?Lk#i6<LT7zKXz5rf@C!3*we;Hj
z75{(6bVgVR=id(jjf)SXZ{uzj5&w?-hQuP(u$2fVDUgKLBqfMm+Rs>?1V0UP+lJLR
zfmp1m$nSR|cn?PloyregNG>!g>faEm3Fip&1o9)~{mKVVQK7-@|25JYeVhOAZ={v`
z^yyRDKUZjq`S=L^6U{qrUtL}02^^2zp5i(lBb=%cvZLq0M3jQ6QuzMjA8>568eED-
zAAO_G<E|RR17D)u2~cbOBVRp5Eh{VgpTSYEu>PH{W*az4`F{`ew>~CEz+*@8KT|8O
zsQCAaxL5J<Qvc>S1afln|H^SBw<5vRLAL1#npd)u&;bQ7#2H86*6-IXb7_e8uq?2?
zp6|adgQjSwjiI1_((zN&6n@v7e;2b2=tTd{?mzE!eXd3Lf1c;y@bKR&;$FqXi2u*?
zu&}WF*TnvP9uVk@nEj<h|C8*%rixQiQTg9nJ&Vbm{gIA-r0;k~7>y!r8mQD37>F=B
z;RJ*_I=!11MWNR~f-;CuBp@SW1}yh0P`r*+9z>tu5EIL7JpLyKGqi_b#Y403lu;mj
ztx5Oo(Yq!?Su#D(zgAkr4EM@TeE}Nd{nW7Em6ZHcNJ%Y$O0I&Mik17#`5LjeFAxcr
zE4~QDfT$q`6ta!L+dnkYT5eDrxWs}NbDx=6$bvtpr$?5PbK6$_b2enIIX3yP@}$xc
z29(Pd_wV0-U07US@X>U&FNqE)Rf0x0!5GB%?%k7+j3CM`!27?lEALwi3yaN5P-vI{
z@yIe&6MyL*(dZYw1{XZAm3aTJ<XS5f1Un`0boMzs^2q70<a+1MozRw+mZ>lG&RZi8
zdwcuaL_`HAXh@hO^jcb44%-u~`#?(tL~^024OfyS@npUV-DHJXl(tK&AFL&>iR0<X
zNnDw6SHV(oQPG>9`8B`f$;Nm|D#L?njLs->7NE7nf}*cVKGyy6WM{Jm2uRXeT5m}N
zJygBP*`I}HWo1b}dK4rfAt8ObJ7YRsZL?YPPSCSpCHz2q4?Iu)vAyoZSR9ki2t*T$
zM951M(4T&Q^?lG35D-9f|Gvzd?g8R1tcVYQ)gSc;3JQ|dF@Ir<xWB(|>1~ZRuWMpr
zl4leNVub43v0^=)xlWWFIWUk;i7OybmseKu4__MVwfHoZqpe58M}dN{(9{TPg7!!<
zY0Q49Gv6`tos%Z!G}lpQ1YXyhw{P>CjVJq(xaHK;-bhGF7Aytiq`B_R%Id@t&L=PF
z8j|(giXfh1>`zbUrdldR=BV+TonSeE2g{qYosr&0Cg7&jq>6}$m~YH|r11E$YIWEg
zMw7i>>oa&bxRLsSkEL3=<iWE6NElDLP<5;exUI3djMpO^larDPY1^M+G-YOHjv`#L
zTHgg+TW)@z7$nxXE0Xk>3k?IksZ7s2I9_}mg9&75L726LPp_$uxu%B%;rNV*8>O7K
z$(~ywoVKcfgln_(^&8n>nJ2<K*x*^Z1}PDUu41E<MD-=vAdzsJo4UI-mASw}Al<0E
zWi^&8jPnIrz%qck%4)4Kbc(hr2-tMDu`qQBI?m^fqC(hNkvDC~My7Q0xR1wPXJk+v
zKV5#@B9VkLf4SGf!ae6z;dQnULg#z~lYyH64a;HzIPqJEU&(HO64V2#wb40?;T$bJ
zlA&8lO){SY{wkM4`Rpn=A5IacdE*EX@9>j(eG>&G^RrA#125mzw`QtusHP4L#U^5F
znLE#EMs&D;*YWcXm=r`p8L$Pf+f4hDc{dNKqXaUVGhxdX(EWjAtHyb^`LLf~t=-4C
z9;h!&{74R#1DbIO$iFLJi5M<FU_FT3Y?``_hR<w$<o)pl9&PLk9-^c2d#it<7O1GD
z1>mzDP>kqE{T>=X2u=Ujg)fvKGryAPe*h6MNt7X&<kS80b+}+^s(*gv&niUocS-OY
zwFJlSn8=(8Ah09p(ME_K*cuqb%ZcYRjU;Jr-GWvce~?r)WbS|P9s<|BoWDXT9{^mM
zqY6zw>xbV6?`V56=6})$sOq!-Ngsc_B8=&v0RNu^npafx?-iP29v*!Eq?BK2IK+QR
z$u3SwO^pU<Kx5lq;nQbFv^AhhD)oZr4$0sfLC+ISJ%lL#-+N<72xvWw>6MkS|1(!W
zll;$Y)~9P&{u#OBHWy^}@jr>{kA+2343xzGRaJmwKSuD5TRzHT>kq&@yF(jiw?07m
zU#aeoM+OtID}A0Zy|Gajuu$(O>yUp#yPC*5_Vhd%50J6QD(g|m5P$EwEbr1=37TT|
z_N@OiSIuj=zuuEI{3kBII3-|g0Px|T<pKo9dJh0K|C?U_liQ^qKhFB+b!z&z{2%!~
zq2Z;+&yDp9Pyc`5U!fH~;FWl#oGB?IBI0)h5XoI;U2|D2nM*=GC;An3oZq!e7%iqD
zFg2i)3+b+YNuArYJF2u8hNj<gC~La*&T|=Pp>fdsy<tkTL&wAvaq#vJCe89bd-0Oh
zc~h0MDh{wtT2RdSMc^>}Ldb4j1d0ci!5v}%O~zA}l|>Emo016b@6D8Cz6ewOhSO^7
z({gtVabLhvh_s=cs=9hXzEP*mQ|7#4SMHN%c)jV3Y~3t{(f;L@$K%tza?Ip2Y95b5
zLLV$edNe#3N&Lwze4T~;{P}b2#KeT;;WttRJ$HBailw{#N!*I7{VASpR~W=x($dnQ
zmWs8GYYJ69nwkkO9@@^-t1%5{N@3*}78aJcKutZ{(>02+va%!fAfv_0CvoM^0gnlT
zkdTlA*jC5hKtPKI=BJ*!1O)T|o5d|Jn;aAWo5VdD9@Thmo6XcaZ`J@l6cqzQ?UFO&
z-T#rmL23Ai&w2Bn=gGEmFDAi55vKT<80y*CS*Ud8{1teeZsXz6u(GmlPKdVnT&rr8
z**x^Qa(m-UF3w_<M1Od)Gd&9NzBqafC>dUlqr3|tKnMbQ_4SJvx55C&0}9GsAb5{J
zz;RW*)CP6;1!j}$&Q$hTm%WjWPPMgii;<w+**BwO{66@Ty}6PjOiau;Pyt-LhDqa&
zBqt)a2`JS!GD;u1o4BYc>gCm_O+F3x8!MLt=ZU`!KNv-HjvnV;?miIgO04>TudyA&
z-hkLsa)I3QZFYaC&e3eL$+PAH<HXNK3{q)9%59s>x5mlIX~{cLkj_0-vRG?44AYyT
zCI0`C!Sw+KAF567la!JgC;tL+=o`VbI>e(+pEB}+A{}m1d<>hreT)xb1d3@U64SX4
zo`2wq(0~2|B;UnCec#}7ec|zcpk!e0P@A)lbaZqaHJM<nez}F+6@+?XJi*ux>W~vu
zF0>})NT5`YOfzykJnD2wC)CGG=dOHcefJb5IRt?9k!fqWQ<V21hi#q`UAs87l6F`E
zqk?ebh}9M=;0J3lKLFh+tw@JJ-e!mCvYcSt?JjnUYGrR7xHLIM*@nMd6QnAiISm~<
z!wDw!*w$>VB@p_R;9vHN<bkTL7kKM5g(2P1GzEGTws-q@{rVok*i+f#wg!nNW7#IV
z@iefls8t;d^;{qH^jtsDQlS%?)n}s@(&Y;}lgl*}-ng^PlJA~f{?s*6d$w23<f0Uz
z&dfo0V}?dm7u9t@2S1PVCqgrZZSY3Gh8#%-_Q1?hYC86li#YikSv#=#Or$XRUYI1A
z+)>Zl!}XBr&WuNo&Z@;_>9E-dIw;vY?HMA~IyjF*Kljn7Zgf0!BOGLkrosiVSVp%P
z-%jW4LnD7igXYG;#%#Ixg7c0lQdbSr^M1y<l_HFubGdNz==frCn!OpeX00_W^c^C~
zl0Fh@gX`VLgu|IJv8rRAK68)toP>+n<LPRF{5|%Q6@*q3o2`Rmt>zHFlSgOPm3ty;
zd%#Dx72mQ`J+0bM2Wkk#DjatpK&(LhiJp5+<K@N_xkx)Cx~~l|m%B;#Y-1Dol62Vw
zMC1D2(yN4Y7OtY?KD84IY;<1YAsiKa@`Ax~IhcDaKa#rGuW+-7`gfRt@(t}$93meP
zfZCBMBz*9RdegJLvl#~CLCeMF1H5DLC4;O0_v_>Fw{V>wS&7seZtD!AEw9#a<(>G%
zAb0k#Yhc7v_@;8%P~U6SxI4?E5KJrisceX$?&i2EI#Gu~edz^=@KwLa(ReF(w|?HW
zyxBsg!LRh>nqBMea?+k6S+-;T&IK2DcdqqoZL`kKEBCJH1qKvno9&Zz4>wuL`3p69
zpOb&(5>=xE?}D<}ulEs5n3*33MRD6}e~0s9Vk?@K_u9d(FJs4_MZ6YiseW{m=>M*5
z9c750Pr}BxKcnx7hM8W7r^b+u>+d}R@@<^qa#=YMkE!pO;Y$-dHQDbIN?K=0Ww(ju
z6I$KkOJTHlJd+X5&p%BCbS*bIf48ci&-d_z`@M8fmO}*2Py<F`G7;YW_WD|p#{reY
znsmJsVy`zorc&znn`34?j3bjKL0HSbC~k_F=FzOR`0hrU6ZFedd6{T3<^GNP{8nO$
zgx&&zpT$$H`7MYwQjSmV{GMv<ku(LL=~vof#Lqsf{>}$Wv$}-S6)}wU&i-zmseGey
zo|Ex<RQT6hQuzh>F=oXi#hqAC2Ic*M9MBo!48zkc@LrDP-d|&B9oKo+__S6fMR<Ul
zR&`gXB=zEIoW)hzrOZ1JM{#gE=J%EaRi+z>6k6}fe#y34i*K!=-_Z*$I+=qav(q@r
zu!Sd@`b<$i)ibf)P*B<jJh_@;j~|Dds<oJhXy|HDQ#VNUM3|kh+01=<aJIbC{&9R-
zu34cwcJ$J*YJ3_u{ny5a*0OL@T$&#Wn(7YPcS-h7_v3Pl37CZxiZ5(>(gN-3Y`t8M
z&nNdz62>Sy7@7oe{$9xKnTGM`WM4(^208C$BQdN|<}bH)lSeeF1i#wR8}Me;Zvtb7
z6;LUDvQz>{stq|L_oK0W$?KMqh2q{&a|tN<cxz)p2XN7ez8ehe#b)BrM|tujI{&gT
zzbM8mZdW}OB2-u-5rh=_=BtkaIj7jCxFa#GW_BI^CPBi#r?b48I1UTv)yS%cxg0AC
z!d2Zl;~}3<rG%5Y-_>gPyUjy(xl<nRWW$Q%6O-Ss7VN^QISGaWtCe$8&#mdXAjJC4
zJc62cqdF1%jfdv1y((tvjE@g;e&Zj&EkSF12;}hb-b_`<in&ox2dBB`+AYJcM${O6
zj&i5cMYx%M&o*~9en0xW%5%*&z);IiVs*}?d~X*zKHu%WzBlkiN;fR2f176Ed2=~;
zgGBS!#Dx<NTuU1+z}d-9A(M(cMFr$Ax2Z7X#z`sije7o|P_fg8eOGG#s}U4Rn8<<(
z4}_#_?)0%|;(%Dp@`fHLB@GQT+3A*`LY2`qPuf#l1M+c>Q)1eqSVLd($rv@N!qc_7
zqS-)g9asP+Vonwk6(uqR2L}fg=DKo|BBk{$-rSQ!>aI-RUo4=wWiCO7f8{h_b4)uj
zbqmz$NtIZ@*4&%KHB``evjltWenKdy$8}-$Es1?QMKo@&CoZ5a8*@&GJbG2Ms4vJv
z1u`V0dzmj?X*$k)`O3O~F=S@4TsT*?4bE$2vuvhgRFwFmW6aZ$wIE?~C;leXs_I)m
z**i>%!RYZwsqe+4b2Fv~Hz_ZOqoiPkA1lPS9at8=6i1<yFoqufb-+RlSEo2+Df#f)
zJ@#s9TISB3mYTLh?q4USxi%KheqW$2^!3#$7j#vj8rZK@1ssAx)QvpxT^7{WqKnLK
z?(U;fuya?uY7qw8nE!lta&l5((pFNm&a3V?@4~BB>*UH~w<G*@m}TQ4HR4LSwOL&6
zmV92-=ubrl@N?=Ed*s2Y{6(&2gwX_)yGW7@KMs-m2gMVTU=S2SGt=Rv8I7*a_A%$4
z**~hfa@{dHo+Qv~C#_qkd{=P2SU+N1AedRW3GVtp<j<QewO^79fjI83qTerm|9VzW
zY&rSnB$i=UT2~@Xm*<{>_st$(gZS19F#nxfe<nkts=?3IhuS&dz2|nccd;+nF+DB!
z^{rLcWZ`q+xnxRHHBRPSu!V}@e(Z-Iab&GOg|xn@&jPU=?EkY%kKUEc+aG7%4)Dv?
zyJD*2^p!-qTH4cq*X4rudsB4WUR>N(OO9NeSsHA48S+uiq_m}$Kh%(jI)PC;b=3hn
zDTe<{YI~xr-DtWkkI=xjPbsxTcs4*CxtL@|&8xA=q&?khGD&Tl4SI>}pG&3>H#(j2
z^NM3&%Z%6xJn065627%w>_4A#6}bcLYG4J*CL>fIjNH1iZ_H&pSTo|lNU2?Q<NQWP
zJe*ygGv)xDFz0_JEGs8RTAs2jeqK&jC;@lfI7&}c&sye-ABKh%dsS|EZtEGh0-b~9
zpE=N&JbT7x!Y{cQztMjC9@QsBr}ptKonn&Vs`eC766irJhKd0(Ctww8na;D-4pz84
zU&L-HZc)}dj3(InC+?)4tn@52vi;n{@X$R>!0%!mQnSAgo(`lA(ftLs#=^^p%W3U;
zXUsVEOUc47FS$snA49~7^l*M3j<Ucaof?<g!w_Yf0^_x)99{OYceAUR%TD=46>p27
z^MFzXKjxt+2Gp*QvAINjdd~{Edm#NV6TYUXXLnZ$w_Hk4Q@t;|*UPB~z55U1oQT)&
zaP3Pxpyy<PU>8m<tUp$y<2tkgoaF9=4-Neg5D{enZeE`C+<OBc!Ele<lmg)2LQKT(
zp+h%e8~pLs)nF`)0ePK?o0zvOK?O8+sQuDLYt09#-U4kz;9@<q9BgMoA+OrUZ`mFJ
z5<N-p2HL^_T(BZcEdWrtFGX;VaFKbeQx5kkXk(EapFC04dyon#i@LJ^Xzq!nr8r-{
zWK7~)A*dqDVD)%7sS@L-)Ql@n(hBVC>b7+&ci#$nR-+SfNbCEYn*ymc4iW7xN5j?T
zXyHmYd;cq_-1-QErFI^!?qteJkr1e^<v=fYDQWOBt0uZ(5~5O4*fZWESwIb6zk9za
zQ+y<kPA>A)hf5qX#FbZ7rv%xQ=dgn*EGW3g%d17J_)b^&%k;F4w?V}-`HHP%pNkDk
z()I;@yLmrGt#S$G`gN+|9{JBJnah<Ip#+^h$9Dz>R}PkNzMQDSLu)Fe=0&mP)m2#=
zo1%`+POikLy#|*ZOBYg!o6_00X7BPng2zTiKH1dFxC}8EauC^0*wyCceR?h>sx4lk
z-!w&|>Y^O<{%cI8kbzK-V}UQm!>R7!xt%xzOp=(RE4GcP`xE&dG1cNf<8sDx_z5!g
z_nMT70{elDXNxZj+CPDghvnUdy|^wi&&OmwXA959-vTZ8a|-`y;Q3#2u%)7=zCP3j
zvx#J!MYKMc88R|DDx;k!c#HFC2TIkK=;+&3w!lPc3K|MFYl`(6UPMJjK|4>p$+@f(
zvT|}5LU2iSk+8_#XT(!bQi}G8BjBPFvPldL4`-*PiCkS@kNSkun*kvhSO5yH{Q;XT
ztF9hL0!+TZzibMWXG<-f4!wG(*9s|o-C(DVl&>=etT;G0s5;^CR@!~FYs}2ZxJOGX
zNy-mR5Kx*rjb+MIT|=YLCgU^c&?q5~s(AnYaU@xlhI}L;yX2E6PgKp4LqkzEfd1pH
zhEcFt)(5b7!QKEdrqF)_+fu>rGr`f)qIY9&QoOS{4%1YnX!F?!J(kYWSqb=@^0Z4z
zOO-6p<n7;62np$PGC^%jz}@`%^=nGdA+or(mfKSaED#s?uYkK~vcVP7G;1D{7$2Y8
z&l2ejJpVn+X|5prngagXQfmUf8np@M1K`&Iz;#pp;4o30{-cwGl#rU(5K2-Pe&Qjj
zUpgCd&HXfQE-cfXA6KKk{i+-FWdFH+zddsr_fN9=1hOs&OgyGo1Y&3&#w`<3gYRy+
z3=TXi(+5)Urb*Cms@lRD-(#uXuMY_UA<sGerBOw#5PH*KBm7@XbxLe(mj1y*LN2Ry
zQc}_)+9gCBu9t^4m4rZb9w1%;RgP3spBTJ2#2P<wVFlYm91WmWtX6j(Fn&{CwNq59
z{o>WZ4{DmDL-3pGDav}pWxRcqNQ3<ZVKI&FQYpD&y_AT`09c!Brk<~fo(LQqM?#Z=
zaEbFgZc(Aur-B)rK7mFd{T;nXEFT{Exjih761tFn_BlaW*caI3H`5P*u_~psU&}0o
zCO5?;QQ&w)<@gY^^pMtpCYv`2Zibb#P}MjI2C5p{Ep@clF}13)xY@pu{m!;mp6;;2
z)8M#nk%oLkF7%bEDMNhua!%1&4YT899h47MT=<(%EjBMtx`}{yn8iMy%P*96p2_t5
zVCDF5o@VJX5EVC34;d0DpCZs`|2)o1M}m&RygjT|2*dF^wB&eq>&YAx(|q{)WHMIW
z(Agep3!-FRfq~2NbKj{NUj~M+Ckw;VkQTk5^uY%NpObl204@IEVkH;2QCOOeq8q>8
zToy1`ZVY7?Y~mkcNWH2hLy4-vQ|!GSznu=-%;qeuo5UATDFv#p-(kug2KZnt-9aPF
z%4;by<>N(j*Kfc~GUAFZ>WPtwfqDjQMQizfy*Fx5`JjFyCrNd-RYTwXV_POgZkze=
zkhTElsezoXOC$Vee4R*H(}*V0G-{x;hWvCZNn|QefCh^AMD5L^L2QooN4L!%cX*4m
zPgKw6*L~N1Dway0{c*7ER(9Vb@g>p%ZVTa`VghZV1QbT<E88p#%S&wzr@1}ZZHe<k
zijORfLN7n7<%$F~C;897{xhw5?G_tntCc^k5iII5rQT7%!Z{zcXM(Z{h^A_o!%0r)
ze|;O!^jP_vUR67JBO{Y0c4D<hFHP_D8j9#9-1`_L<6I;kXWi?RFq>tpWaS7b#2@8t
z#|mo!PedsGIe9Q`Q9cqB#gS~nP$?e*R~$*%{Y6R&Tn{UrWDVNxkORcNn;a}fJCC}r
z5pt6EP!2>&<f^bR#+937y3)s10U69)HUKM;v)LU(S7?;*kTHq%&Miu&=LmB)8&~#{
zbLL?fSXpWEp;0K&!yb?Fzogpqub0kdE&ZB}<~j_sexoL@xAasaNSvIV^CS5xqpxfU
z0%Bg}5ExUuLl0jrcVjQ~Rs0zK8ufUzl_|n!n5ZetIPKTiwHOpgwVm{21Zl*^>`%X~
z6Wi8`Vj%edsb>r;8klJ(qxJKG`P)m)RFI~nnkncU7GAmSpB}5XFYoYZON4=anJ|Zn
zkm+Q|!}XZp1=REx4f12YGT%GTU0$iZ$lCh^D=Vr5q{PewBo8QIncr4?r3pnjh&haY
zsxU>E#p!|DCGs=fJWYoWwVZ|e{Fs~1o{mzSwqps$dhXUqv9Ym@BsBNNF~wjBorysE
zCHbDZO27je(sgLA&}wV><&t;{<vBYqZ?Gf*b4hjo*t4dvrC$$dL5_)92=&_p*N*FZ
z7QNT0DW2pmmx-a3F)_)ac9G&p%gS2LYWZHtt#Ke*c#omOpntPBeNN#cFMPeUTUrTV
z9C}!g4^(sCR<FyG{5slUK{z6+J5*ELzBgBQ+xP8mKx@}}=nM`93M#6F+MYp{&;GGd
zeUA#x{1)|a@O25hw9YYY<S*A=mN(CG_lthA=g%JxifSu@EU0r;lvOU-JZ(fi>EE5I
z^CcX|1^L@n>|;>M+EmSUl>OOx!RnzjpnEL;<6QGJCUTB~hg8U?(qf#PxZV^%HB<mp
zb|2Z}T;Xz}yJ#?p=k8y-yq4r;6dgx(l*59lv;9{j2!thDtDV6KloUUl`Eu)1RaO;;
zjxQdp<Te4JEF5S1dRiU5PkpyL&cD1sWmBF6>t|Gxxr7$cu)I`BOT9&e{*1Kk4Uc5M
zn7injKY(9sGcok4RUMyNF0_$S%;&Zj_;rGRz~MmPfl8^o7+)U{nTkx;YoBdp+W7C=
z>IRR1co(fs0SHBh{ry<lteuHzg%|G?`{F@$A`9G|%LqTpVJ_<l)I%YDvTO0%OUy>F
zcVlI-7ODN0EA^ElIBXOkizL57+E09(pPwJmJZ;T&Ze7vT6Fu5OYS#JbyBa*e!ydS6
ze=sQY#`FvfmPg*xuf=#@=`cL^nRWOu&-3mL=C3^;*EC5}zGOa#`tN1td=8%%<xdKF
zy5Ws!I9e&iRXsUyM136epFH;Fd?>Za`pe<?v)FE%{}8YxJU%wL{IW=L&tUb&@lHJ1
z_-(Z<8F*w~>xQi3YWZZ~ip1ai>9vG<fqnHWgcWK0BGFG`DlT0Y2<@?BqW|np{<&*0
zJ*H9{u_ot$pZ?4hMxohr<0&Q22F^tSI4^ILsZzJ&^RD(cv2U=&qy@dEZp%qam!3Xh
zDk*padBQfjW)NX=T$0IJFfvYBq^^y7Xq^Q0Nd1~YHbzbS&gbap9wJa5N=u%ucT_AG
zcAjj%uVgALj>+b)$SXlDRq_8(>i%4C(4b+?p-V`mrcco9&vOR?DY^Kx2@qC(aagtd
z=jR^4yb5(-cCZ1yqPs_sH{v!vZkI8SpYU$qo9)G0vX4Pj0sKiYuqS-d&|%NY>8BOP
zrOtvpCQuBDSqD6FFimj26Mrf>IZ-6fcy$=Cx`NPr(TW1htVc&q=OcMHrfXQaj_TZ(
z6FtGJ9d%&TfIp+&cFA7r?rcX~+@WFft`$^6wI`$I8xKp3insnkA3gK-W9(EIR53CD
ziV=v<KRvRXQdT2#>=%-9k2RN!7DAW8FwtTiktRZdFHLZ%Rr@>U=H~LJ=|-kyf7(YA
zBKw}j7(`Av4zZr5@`e+ziZS!+kKRn?ppTNh;!(7EN;WdBn^z+Q*qEFOnkJ<uhduW`
zeUZvRk6a>r_}qDGth)~0cx1rt?IXN{-sb|FyAnmepAxWf36ZZa_xwMU-M&5F%Wk+h
zV26)YlRJH$zzd5?*#RXE9%tuND>P3$ReaPo+p>y-Zx&TaG}=nwQ}VuN7BhxN%IYcR
zf5tDjghVdCQJ2XzG~lg(aEx+?4Gbt9<G1e|hu(@SFVH^sNb*L1wn$PG#`|-fp)=^|
z>OR?=L)~v)ToXTJe+l(=wh-9vy-?O0UBlwadRy(QIFhIYAq7U@06C%OYhO}XplVQn
zR}{JMO>Bh1>-crhgc*Bw=7x%b@(MI<L)-5jKVY#S4Kf`qcan;`@N#j@@hN-JE9HuZ
z-q3h5&&nICVX4InwuWX%FR$OryG+rb?;YxLWq_JXKrc>j?0uDc{QM1*D*$dS0~dSz
z$cXAWXsa^;mGZ%qRf){gjHV)7d(!5KL`t<P=jc25v?_{Ac3RKa?B-i9z5t%*cyy1P
zhMg{ry^6L!<mZk7R-;t!6D??4E7X9`23(KOPJJ349?iRqngiPh3BJG}qt)nEmTcci
z$l$<ZzbLW7b9;O-W=T+yg?zN?QOG-<koSz9%cJuJtTQ8XQ8B}BaR<7!ao5C}0RIKn
zhu1H3m4=S47wC~&Ywn(&g?pfZ)50a?i|}_{+Q$iL1%AfH#-k#mP#iWgHie6UJ3cR>
z5Jq&-*EKE2O!_u0+2tvj{IQU)(t8Pna~VmapsPlf_}sRz{~80hGkfd<sK>FrzI?WB
z?pg$xNp+NEOuV55+E)9{eU<QhdhTXy(TCx|gY3M#yg`ZNUOM8P6yg3|GxCeR@%Z!a
zpR@93pZf?oY@m25v|?#tY^xT9fs+S4B_DS7RGpojZ{y-pgDSG%?Ck6lfPE`KIXf6p
zQOtJ<>|=$@3cLjlR@6go>j?nrDA_DW=qKwOb7SM<<$yAJv^gqQZ97vCw*lbdl$o}+
z_H`-GI-c5-CmCapkYj(#q6IxpzeUl4A}SIECp$vWrT@as9~i+nu`roL?y(CB>N(qe
zn0N^=3?Y(x!T{dfdPEQxAxiI3A38oAM{7BOLy=rO^U#0UnCg;~N$~W5`1YR9mS;d&
zSy@(&<R>;P#5s@(A*t+rUtFv{E%CMnGFR-gHJlq2`{qqIFhz}?vKn_v%gVk`RaKSN
zbgT99`U*=zrk`FNVyp?Y&qU;Zv`^=~S-opP(823{z0ht7(!VT(0|Q+D#FXu*b6?!}
zq0_oj)gSp2mJi+Nw}VOA$EW%1{2XA(m3A~~pilyCy+$9RYP9xW2BsOHevaP7YyII7
zCae8FJi_t&<pEHK@O!EyfI2tN((bQ=I}P16MdDfG!A}S&&$urko@A4E`a}3cM`u)>
zYngd>zt>lnI{jvL=$8O`0utF1U0p^|QPIr_jHbc<yMKI4gM?^XV)y{nc@ubKx+6#8
zR!^uxCJceSs|omo-FQ1pCf=vJIyqG)8VU#ZEqW2lqZ9q*6VA@gKK3wf7(izU9U#`W
zhB~f;Jz@IccbS6w-T?;_RQ}xB!{M2$9m8lcYJtk2)_sC-)60Sx#-}I(@aRnuo(RQQ
z>k*!~yN_VT5sL|Dsj2v#qIlkr8wnI9hs9&)`@e+Q|E44<0qG1UJU%q*OUx!?0Ox!X
zbt|ojoQwign}w;T(9VC*Fqmb#+=rnXah`xazdSFo_~AKP08iZLrNc`7__(ZQTFLwG
z!zOs%{sFg;LlVRtJ(h-2FTRkQYCJ0waM>`dGZIsLhe>B4pNtGmsWzD3<i0_jQ61R@
zehcpx{sRj6r_MQ%`FvU(I~|bR97O|jdDpNg_+Uke6*}ArpoA$6Xc4I$@C=a}NS+Oq
zCQ1<%nrNME?H@_x!P*2J6guR(J+KJUumK#*kf!6fTdA|4qlN)JLjQvyPz?{j-%J@}
ziJDW6a00&Q2VHxh>G4U5$iV$TO+^dS2(Of<B?om+kG?-SOe=^@kdpH-<`EJmXPI=#
zQgR_P)zLJwlu!Ou6EKe>eFHt->O0wF?#no%{V>i;b6$t?-d)(0ha&tG@TxOl;2H-2
zAqu#p%;OQvzTI5z)qJB5eeV5vQhNiBlq$2{wIDT$E3iXAd#J%NwB<1w!2^R_lY-Zx
zWGO-kxgTXf-~w$f(BKF(#1DF|GucE587X8$!I_jbA70=+Fj;5|iinds{>IXBl|fXK
z@%mgGOE8OQ4R?$6HiiKgo3a`&5kbn6P~POnkW8X8fE%+i5;tO!^Ep9H`Xlq!X2DAz
zQE=9%j*)y)X^%8IV_i&4o@sdrYG@fzEoX0MLEr*v0=YC9so>6sjvKv^Z^js+d_+&l
z=!S{A>q<z?qTrejUkc7(+DDFc?ElG(JVA+5^%n^3<Kb2O_!vf9?vA`~X7i9vj!&Wi
zjl7M%Xi^kr{HL(6za_lg|2lb5HVpGP-Z6$KY8!4~FeITX|0og_D;5oD`pdAV6(OQi
z&KN)eKZ+cXe0hQ%ZS5#@tYp@|XxR&UHdac<Z7)<bcnOI6P5uB1Z!G(FV;%OtY9f9-
zd!DyJcn8<amrA-CoGRB==naoPXL5Qdu9IdD9YfXbHJ$BtDV#NP0B`;jeeLJ;yz-mY
zR7)N%aYA}xNqU{(_Lwr$M<*vI(OaF9UHU$2@#3G)<`m4Qe_&V(av*Am=NDFVXDl`O
zme^8WAV2)Z!x}ZV=?$3JH`gcORFjGN>qj7U0M_|;UrvaBqpw9*4-Mmh1~U=S+@b>r
zyQ;Gi+J&yU*uHgVXYQV^JCt<svWid-*ssnUp4ijz=}cdC$$PS|e0wv?IyyR(+;J^l
z&W@)(D?yUvZw2xXUEF_P5`HzraLz?@7(3cx2$(Z4#8d`%r?tWhw3rv0eCOZXoQ1$!
z1fcrQ5{F~O3}+QoD<IJY_P**sVc5zs{Ji=W*Q4MInntcHlgAN|69#XA8kVwE=3y{S
z67Pq1in}I9TjNnZNdW9MTdQU`-8uoJs>8W$gJ6MNawg{n!JnE7(`e<LHLutE$5j4T
z%h3yAxw_4Hd7(e9#5_98S43}`UkgxRc=Ha(3cvfb>`@>^)u#kamXF6{Ty7qI>gmZi
zpdBJ>!s$Lf+>buaKQHHOYQ4WQ1Qh^&7~nx|NxEuin-BP2YJGjG7NMPy(UuOu*0a{(
z5SqL%kgE=Q@W-0g5lBUbjBYAA$*z+)C?q{3f+{UjKu3%USksbO?st=N*VmR?%A6hK
zU{_^%|5+iY(DDMJ(aV~u6k&8O+pp3q@>xwDncSzf`YG9<UWXLPIJ?z3{na%l6QbF8
zU;M=b%Pce1(&U*Exx(?n;%ELw>>Hu8+@#<z)tr<%oP`}$(%Ss0y!iaGW+tq;+%Mf!
zQEa|9HZ^HC*@8drlGhmKB(VpeR<`GwAt%G9F5)PjN?pFcTD!7l-t)UXb}_vx_bN3?
zm-k|s+Lwcd^22PMUxK*Q(aHWv^rYDYu6WD&uqbV?OU78%&Y#DsOsa`;y-8qYQ>OC2
zo~qmhBtt$JPj&A>my-%F8P;-K&-i^QQgvq1zxv#Un1>?YjPk<)#zypO%mB>X1^qnQ
z++GYHCKhNwu*Co?%&h-?->(&!r@<GWkbr!4_4x8=LwrTP1IOcwP*c1Eg7Qv_6CJKQ
zzlzn6M_vuUQqV5EsmJ;<*^E<$iq{U)lTFjvhFV&LZ@6)!)*~!^sHa}igX{o3wm=*I
zh1Fylrf$?!$GZnQP~HyE73kd}6YOy@dA3O3^!heZicdA^{a8Ft2a<C6zfGw_w6Bo+
zrNIy#LW@EBbD>?>ctjK}LPZT1S9>d-govO8k~;{K!UC7vRyrPtUT^Ss+bHdK)FGfV
z3Y;X8{8J{g)4RR~kV&^%5%s+<juS4<&wn?GIKjvi<^zd-+($rZ4}n5h*Ap1U(hq1C
zrJIb~;8v!}P8y@W-}scYR~MrF?m_`iuHC0G9VzSKQzsF0*83*2!9}_bC`k+us>rd+
z8r;iJ0M@P?<`dp43a$>=H1Pj@C8CE{bNLY2^=03NAkDy+T=AYq5)vRn*jLVi0^i}|
z{-D9Ti)Y-^aD2*E4i10TTKgk#Hvn}1dK1<o0RFZx=rG-r7Ww>v@c*gptiq~nzitoW
ztEiNq(jcw0h;*lbfV3c`q@;9*(o)h&N_PmdKvF?T0YO4qN*bgazWJc<`;TjX2m9LB
z_Q(TPJ?mcgbI&oy_)XW7m6|&IAB!xD%Hgf0NrO1!b=CjA*3`P|XJc2CQi{n3bf|rf
z_zQ->`vz;2M|^cR@OsR(bB9NZNqM0+QY{m(SLuH1httvS^-K@BvajaMja$yXV_Uo3
z9W~rJPm}cg$k0n6*S&;lbYT*9m?w1hXst3IUll8QnS>vA@YQB7pf6y$Zodm>lKb*e
z(>37ye(P%IVz!WQg++L@dVgRx(&Rr)Nbq@2XSgRt-sBIzCiB3%c!aClrn^3#gzuv9
z<h|Nr%5m`-zb`k7q6fSLZY1OUYfFy22JOMtGC8OGF7Bkhb}Gvgte$V0I;QlUy`(a!
ztJP1v_Yd3hj@mA78vfg!{H|qEURrgys71eizv<YQvl+Yr95v>?(Q18d!g0e1SnyeF
zbmq_^jdP0%qh`Z}TW<Zde()wmJO=PXS71q-EQa1nrF_MA9~#tEoP#l%w8^JN=HGtP
z$ZO4q^8D(o-Kppt-_Tu7;!7bK4U55ePB2w5`W`V^emsuAW-C|UvlfDX`&rtaL40b(
zGuyXxR}*`spC5UU7b*Y#36*Ugx6}F1eHxeMqF{ZwGmss`@XvP|=YR&~YH?M<`E%#m
zAY*I<mdZk{RiN!?^eI91`Kc?h!_4Qa2ef55V)!&Zs*@%rcqAkX(aZSeTT-@jyo6Xe
zia5(b<YIqcpdXPqKhh+F4Z(tb3Xua_uF>wV2@c>RwRQ^aJyijLYCS;sP_&b8k@;I&
z9%;Zv+jNZD_AM{UI%oZW=0nRMh)eJoRey4=HIbjA631`M%t@1?I57)oPWmVB1P7Yk
zrLwLzmWmPTGLx=YQJ-_I?QHeTA3uI9)&KbX+CVO3GZu^Mb-|g+RO@E<?#1@{cMblG
zyex&zB~liZbIn0z5R(o5hLSJn8-|{B@^0V#wQYRO8eVbFk%TFw?0+_M$hN4fsma*d
zmfi!Bm}hcDMa6!daYy{MfrCZ86Gm{3+J2MgPO_y0v>HT|drhgSnRcdIz_d5HxJ>8u
z-tc9fEJKDM)*{Kx+YH~ODP5dxpm-Wkz6+~_ifp{9-UoV|d8WD+78dDyyJO0$>5!0-
zIfZJ~xY*@yBbDUUn-*<<@-Yr}<Nr$)`Mc>@`|R(83^ei5`j^M+>k$OkQGdC)1_VSR
zK$py2ZS==h>Fa&U(~Yu$7+TxlUl8dvgOtqn!T`unIlc)H*O){is0QzRLV|-;mf1`6
z*uiWJtguK3Uj!8w7l%*?YO$D?4QBjPTQ(>67$FfEq_&)S5KhjoPVQvn5PJB;Z}f6<
z50l6`&dSTqx>JX(H|kYRWbr>0rmh}~chg6()T@m*hY&*|_olLv5*6^&dTQNv_C<%g
zQ3P5*98mWN7~`pUK-uhPNo@W4?_`YK?_|v7s|x>HRr%kh+TQ_GsXcwSiHV6)h_blW
zc9T)Du_-3$ku5?_HbzHe6|zw6E2G<Ihf2;{5V$s`Qk=FNTe8AuN-V#VfVaMwujtE{
zdt2n~4Owf-SAGXi&q%yaWog5D3XMi~TqD0Gu+3JHG~YgLG(weUCbVs?%@02?6{OXO
z3xKrGpFiVYxsnk!`j!9IEu}$vPwveo2lNDNP>I|aaHG4pC}MkSIQE9KTW!1E*Dh{J
z8B+f4JnByCpN3E?+4TR(pf=T}0@G{3owP#|DKDGK%M1c)wMZP#{mID?O8g&kGUGP7
z_7FO)BfEMvvorir+1Fvs9ZYQ+sh)|bQJOd0sMb^KEl>SvX66Tf5wY|LO$lp}5mN0s
zHwdOlGaX`1Y0liMv8cqT#A8<{>Hsr=QG@S=t&P>{RUysywnnw+L?7n#C6K5o67B9d
z07hjxmIZ{^I#w_kaHG(z^m!uKFKQDdw=gm7wAU0n<-TJZKY5f!GS&C`hd(w$$SWT;
zSFb2rRVz1>^gJBTll}`FMH(jE<bMu-ydT(}MJ+;+2~p6A+^Nv-&gq;VoSc8ke;htD
z_6mB0MPnAXYLB*u*Y{>q^1GUbCB%RIL`u!%d+JJ(9z$^lY-B&|XK{(F7eA2|^c*x$
zt=aD76g`jj-l?gVx!9g3>GaR;2DaFS&zNd#V7T?95X;;hW2ZLt{>mm+f~iRQjV?}`
zI*MLiIpy*o4T}%juMsws+!M9JkR^&-ihf_7$oFwLu@p)lBb6Rd;j)ZnS%iW0sk~B~
zRK)uVJFt(GEhWC<EWmrz*!neh70b9YF*h%$JGRSoxDT(l!zXK_HORe=P8?cvs^r2H
z)%JnT=|!Dqzs82Y3W#wHIJes-TugjZqvoAf-H@v){q`!gMrilW=a9coC#;0%XCVkw
zE^xH@4Lr5sIZY9P(;gcg+*{=0c+a^=@T0b)G#{k8nm#|_uSmg?31OG-{F(PNsLnMU
z+#YtUbHzd@GaJjc*Rv(;KbsW_Vnf?ENb0i4(*Yf)++1GpPT2G~5VC5|Whl>M<V~!c
zIOogu^B0)=j@)V;`SfLOSwcW=bv$`g+H)j|$s8=gqpQ}j;Z`Zv(d#;8I9KMi-0%U6
zKoCmp{b{eJVx^?*fDjHMUAlL)58c1q`71-8Dmk+vydqA(ZR=?eGzToDFV1wOWSI_9
ze7*W^n--E-h!gS6dD|PssuU+}$<2#(m!d#Ne>HC;GD|+`;%ZRvW44$gwWq=TRU&IK
z1*PMC25m`m#b>9kyg4*iqC4dd>j$`~yP9f+iT%}OUxY@5w0s7Mg2aMm=RG>TiClIk
zMHe>4>jyKXQo1i_^b8Ta`O_n%Xo?zNiNy|BSL^x$Zc!_(Vm&dE^@MM3ZCg{-m(09Z
zJ-woqT7EnY@x^;gZ;vJzsK|X(+_p>^hZ|*;RA`>>OBEbAyAb+l?bx<epEun)`i0c^
zVZUoDYY`s#(>sL@0e`<oOvLJZ9KLLDZR}2N@jX)GWp)dqOh0GT*qrm`q(ge9lYO8p
zzQ?x)Y~=?l$25MGY5jcS&~`;iRzWlgb<cwoL&R1E6@_8v-nP4i`tykc%&joY?I>=~
z+v<D)yZOl<Z;wA%+*Y{$uY-~qPGTMZ*x(K6OH3Jxad<8`g6xAU;gxuZ7hp7@88N~`
z>-5HL!h)!@i#v{IK$-7L#mKqk;K1ebE6OtOn=}YVHC%QfzJKipF(H~?e((>a%BnGp
zsm7Vn1Vt6zGZh(E!HGUHaKYZ8&;jyr(5jz9Gg~@5dSdeeF|f{P9}JY!WIDy&x4Fum
zNSQi@O&pEJ@U+JE40ra`7H00yvpxTmk8k|-?fs;M$5~HwoF4Fc<!mQGv8NpbIF8eo
z4Ic9$pq@@jXp)n7nPS1GeLb$eQVVA`CWwE6RcrAKutpH)Xz$m(gT*-hY2kV@d^Wa-
z>|!$3xUjodG-%k_zb;TaUs=i6fm+#RHFgc3l;S#A$qbu<h1>Ug4JKJDqx$(oPA|GH
z7y0=q3mQpDNra~`M%&of_*v&;ZsN{X(Z05qqOQ=rB9dWw?Fc|lz|Hw>6%mCG|3Z@H
z11j$NT3zL^D?#<)6<?|?a<qkpw(OSPr}wX5ouW_-pX)VXzM)s`?`@+L9@1Jp6kN+s
zWnDac1{oYAG}b`A6&8#cjqAxT%1TDYphnd2tC59cbumd<=OIH;2*25KCt}t@I#}2(
za57%heaJ*fH_Y!YaGXzNJG#4~P8j?WhhS-yiA`5n797md9$rQ>=<g3R`@pX1yMQlt
z_xu}-xu4KPik8#cm5Icik%Rs*bE2R^5gfO*lXjiWrK#6AM>MUc3lFEFX<vJd-Y}Yi
z#cMQF?-^Y&kdbGMTjbAgz8v=V`{4cwEmqsla^}74T0{!wYe^<8gGbeY{CH#*qdcFI
z194mpb{ni$1s@^@xT}2*>n$e3M*Rtkbm?!jwJ(srb7c5?2S`xg8{1ovdcRmJudJ(+
zpIE23D$tm@ewg$E5=Rf=>WC56PC*BCnY6i8FAFykP0w1hoI$$N!`M%t9!d+1z86ey
zg8NtgUJ3Rz_eZzpv+Q|K-p8!>q0%R(mg$`27nm*?hbp;z!(2OipYAZ>wrgwLiBnd{
z@}P_)Mv5LvgZFtbH@T9`SD;5Hl4U)!iQ;5GZznfXtY;BN={TFS>ND9m)5_$ZoA_kq
zE|8sl{i_r|^^A6_S=U@)8H~ND$UJycI!xm)+*J}Pr=(%UPPrFv4M)s%${p2CGpE#9
z&#0ar{&X+V>~u5svps%^yBw}^uEoSDX#&+r2_S(Ih}roSxw^Ty<f5LndkHJ)5Pm!s
zDuw==m5ZCtJr~cI1!6rl1FIpTKhH_O+*pycc$vY6lW@c9yGd~mpKiK?m2!xHy;9_6
z=mk5sqm7LXBx09ZecBh9&8V}Tc~w;UBU{yFCr;e#N`$a`rDXD+RmI`{I||#u9Em>v
zuY+?%<@pdEJ>7tG0zt0QEM3lVPfTPb#W`A~dY)HM&9D>oNQXv}@bK`vafB;>@~aXN
z7k#tHkz2XpH3#jFG=FV~@@j!E&!hSw?{kywMQV+Z6-Gj=7itRWx8GQvvVkB)i2dfX
zC0cj7)7G)JW)+QG-Ef4Oo{nFZT;T4}ia;%yu-KQ3v?}$w?~zoL^x5rIJ|}?xWB#Dg
zDf1!%_QL5z^jk|3l9+2e^}aaz7^$ny8`8wz*p$i(#TkNMqBWnpYi_nU{p&5qV3H=Y
zIWC1t*m!b56Aj5`@CCK0q)wuU9RG%%m~!(0q=qVF^=}rbmBg8e$(!2;!KT-V2)zzc
zLvUt!{k=Xov7cWSl(yhv#RCG`-);wpeBOJCruo;1Hyes9rr7anUKfa1K@p-o<ti^h
zq@_F|rJWG<gcJx<>a)6qVo(IYzmtLLq`y<nbw}Zer)JD_jH-<8lT7GswniM<BH@ek
zwz7S%vgDtYxfs`*z7}E@^{4gE_h0tKYwn?8l=!L5F0%4^M2{=;YD;O7W~qgAtQk|K
zt5<S7TG3*+AYbe5Sdx)M#a-ffBC1EvEJ{T%=Xvg`__=k&Zl2*y)W~`+_GHf}5_YPH
zkH?Wj#5X{0=ouW}bCI7%<NC23<YDObsL+C6`G%%sOk}cN5q-po8o5LCbz#bR0)jLO
zW|PgJ*tOd94A8@!Nq|P7PWUnX&DaS>?xP<+9#x$*(8_eM#LQHe8g(3NtI2DtD$zhu
zmDBphDGrY~mgrG2`CUv6Hp@y)74t=;2zI)jU8yW|Pa*20h@bgMb3A43jfxCq`4+?b
z8k#>hIo@8Z^t;cb&_7|2xuu}*>iOF2p02VI4PDF~W%on2JO?EmUo%=-<0d@;qBOB1
zI>xhJ7_{`vBKx2HW$RzDUzL1E&HXyx20EYf!0+w*{EH~ZX;FmMOT###K=A3k{%i`B
zDID$sR;#;W5^u0Va5dQM3|xoO{X~z2dWR6{U^oW85auqHVWx4*uIL3VH(A_}C!S*;
z9?TP8r5@!wFSFD6F|U=7@44|6)tm{I9h2!61C1~PQW29WoS-)jKFf|d71iF{w!IfE
z<e8$EiTz4%m*os{JJ%diiG9DFqfAk?Zr?}qnul^s?u(ymg^<kAusKdH?N&@Pzf;%}
z#m#}xMOH#wx%+Iv3_g~?v;XusO&r6p$D8O5@f9`I_M-I9kq{Y(#GP&T2dDjD%g=Xb
z2AQeHh2D!<3FXI)*g9HYFgXwv6L<mQ{rlB)mMt2mBxoN9Jbe^tCNwDv5#Gxpavz4V
z(+hhaW><J{ULAZo_lkLU&D)~=hWZBoUkABo`|e6C7u5J9<A5wQ9P^;=w%p2rY5oG*
z!s;Rmu7Z4|CV?yJ{X8KJK;pstJP$AxOOdW4t0bR3PTF_c+Zx+(*>$6I2X?YE)_Tj)
z#VQ;#M-LSV>TxpSs5%<mg5KX>jos51kGDM*QPzHSxDg-0alO+)dS!An@PU|avf#|Q
z)G<Cs*~+JP6W!gq2G_&e1CVAGEoECA2wHEeOtl)^E^ImeB{b|Vv2yZ#<xq#eD1o_d
z11rw)7!Apt2niM7q>s4{bCqIf3!<t8T=v+vjxu8ojJE2ugXOX*YvS%(=kL+a<b2uF
z5B_fP^th^>pq^ymn!FIClaXt#@bjZ0s?BR4Q^vyC+udVlkmB`06dw8BBMsEZehN0@
z=XRrX{F!+se}3A&1Y%1xV#uzPcpkYz&|0tw1>(rd&3XJZ*Nf@#m`PHB8=Lf<KCUOY
z5}RHJ3Z=HkS=hlE-JVWu8*)fkNM|%ieDd-_VZP=0gM++t6URbhh|Qp;Y`cWc=-cHn
zxtxlthS$_v$X6|+^Wyn<p_eY;wH1gHN@exeikem$HkgUup2oCMy5_V&b*l~NaPF-e
zNtMF9-uW$o=llYT*{3(WlosHZG9ymJV`bCk?qPA;t=0<)y7rWaXJI)A<uOHEtE&7U
z1nXDV%)vdDxT0UWU;+5qr*__O>sa8z`bLD84!`mlcb)o1X*(pSQ{uK`g?!jfRJYLF
z@s!esVwCaSp<A=KyG8uS)xABKsD8c6-K4&0R+r<!zWs%(PM?j)KOltOu4F+vVBaI`
z4d5A?+YEyHO&$@L5H?mk7}4E(W?<Dbo@0<`(L74a?4)1c4?pirjcG#wUis;j9c~%<
zB>61t&^S=OuR1l+k$;d3zSf$^Yc~yGq?k}r?lu6U8MQ^<WW;c>D|ql$41s^|O$1OH
z!dwBQMU0Ryr=fwI6_@lb3>+RRj9{oK%G_EeILN6F=E`V={2_sCCL4&ime<1FW2pny
z+h}ib+@0BP#1vTxk>m635;`atv2ADJaND*Z<}`g-bGY7)Pe#Uk=^C@C;~wD5HIP9C
z#1NncIAbelTScz^EP8b#o260x5h*E(xd42rj_oJdmp~M8Bp3pxtaxSCQzp^vT`RXN
z_tLe%>+S6u10gR1^@VMmAZS?t{CWsjtA(2XSY9ryqp2DoX=`iCsH&>^-1HFyEymWz
zjX|&E6cljivd1XQhXctD9Uoh7?G^UrD(kA5i?we0?%*#hTQHiN&8*S!_su@+TA?v;
zLydH|C;hrgNW;yoVP<Yl$Hj%}c6WzC1seG%8^BG;iHV8PFqBel{OpK&Z#SFF?gfez
zK0ZEmx>RT+aC>B3T;BWo`N@Ed-*8d=fXEA2;`h5hzkA2IMXuBg{u|KMgR}_yE(5Du
zx!z%UNDW)%AEN}49w$?HXGsQ530p_>wqTd@INyiQV*j_J-ZAvQ;V))b%6fWw#DcEx
zw63)pcN<YIQ|~Oj4HxG_z-nYx@lOi?Jdz(q8ZRv=DFfL;KF6=cdctbz7Nl=j=<}v0
zv<?0(Fs>A~^Iv|69E+d8T8Tp(qvKyu1RDcII{9_t)`<@b5TF_m+|xW8U4Q&~<Tl31
zc^>h}_mC<*l5qbIsv1=k-#fo79(6oQ%HsZJ6j~<`KmA|O|1nDVEK?C2fMp+)BD=F8
zqA!5+B5AAo9irU90p0B6r}=P!&E`<j>`oVX`A{tc^0M-8T9y^i-)pbHQ~m>a5&sX!
zi-mYC3>V2=0tkibeCW|*VYChgeMpD@mpOuffFQ<l(n;J}o3Lci+Z(OCD1!4ESMXxv
zSJDU%G6svcxnm`w-$PQlJ8!LAdWDs6XEQ7;Og+lR+8c34{Fbl&o1!NAFN#`-F&zM0
z^gR;e0PMmyFi1-^qQ~(fZ#p;JEBa=wk8`-`(|@>XUrBe!e}mTkq{0ir&6}cDE*BT^
zy~*>0u8iSh``3)p(kqt>*JwgaVx+PEI&a|DU7%a51!koC!Y6eHD^bY&3Q`fd!=qKN
zIEEB=<?>6uHh0cj5&gDE@Y%Ioh3-Y0SARxZV~S-Q+_R<w##5#ogA6ZpC&3-__2%Zq
zKJ@8%rhxXV=^gXC6A|JcKdMNpeh%a#{=qM>5w*7YO_AyRuj<u0^X@$i=MC>S*bI+Z
zrKY3qTPvcLnWUUlrp{!OGsP9FEJfU%6aX{z8fR^aPSrzRFVix&!4`?`3t-&3%qo>r
z_2@iKy0~;>puP&;mfO<X=II3MIwdvRPvxRpIH_aFR>N>6;ecH4)?SR-0k2d^)D}H?
zbJXToveJ#!;tGv#LL441ABJu$#^PKTxkxm<?Y3B0p-R3FsJEhpiU084pR9#@wSa56
z!1Y494#p6+zL*D}jr^<H6xT)Bhn8+XeJRW&o<-A0g5$2}TU#a*vW1)Imkmz8WplzL
zX$9kdv3xUboYScfUoGk2w<2Zg{-Pzh`_|b|kI>F@KQiNVl|$KzD<?1ZRgS+Z!Jdrg
zT%H!ssmLC3M0(~{HMM2m4p(^v5+PJY-l(#9Y$Y9ww91f(o{vhDgtT@K`dP$=zhLCs
zNiw(lESc}z+>f_UCmQxw=e90b*UoRo)gOLN>xoi%wCPR<v{9Xhi?D^UAU90btycwt
zFK44|=aKFVe|-E9-)oZ$58nI=`{gUle3PZf_#fwsZzrB@HOkih!btb_eb5>ieNU!?
zDN5m^r|mHBwvwAY;_W;;9fQDbhRla6<d<l`?~BBx!TS5-7d$s|9*RIZzfb%G2`83r
zyULh)w`a;Z!r-AGx)L9pt^SzpA;*f&j~oWRf*ohmy*mfMmOr|s`<7qYk%9%u4)=-5
znIMi{b}2o;@^JG#9(KC7KtrVGIUmM67}H9{m{iF9guiO>sAp}ClFwN3+(B?B+;IUG
zm#P?d|GlYc&A!0N`2(LoyvI1C%Hg?T4?Kl*ZNI(Vep}_>kG%g7J2)|f+4rJW1)9hF
ze<6kXb?MawF6j@*p~-%8bzMn^j+OepeE{;;2KqK&&rMH93ErU6rpFCYx?q}eY*o?t
zXAwx3FqPefXso(CyC=WWcyc{97*CkdgQ_oV^<S3$zMZ&nK8NC?9LlJzlsvRqk|7K}
zFNMyQ=N`m0)2P;ZnD`_F&=HUiH4V)vnN9jTSDH6>N}rsE=XBYXJ4Avu$zz|&wiNi)
z>Gdqi!&x1xo1l#bvz{J^4HRu>Q~(#yKi%RWd1GI$qEi%6W4lTizt6i8boCu{q^M*<
zS!J>n44LxFlQ)rr$;-${F$9{!(}wan^q5{F7Vn#dII+>~C~<x@>&e%y8ma?r(ydPx
zHbPB?(pQqtATU@PrOuUcNzXeRN)DKa1_r{5i9-Zt_lsf_MNHZY5*Yw9lpQ!+R(uYZ
z%y+DItLyEw?0xH<zWuIm=VT2_Qb>}1gr?x|*$?v}iC6N8T8Dr|0^#(j7>3hGs-)y!
z2r*~UbU5rH_Df+!(hTT}+J{@nvDwdUkCMX?&&drbRw0yuB;AY1()EU$R8Ai%C3Wuf
zp;*Ip?y6~tx8DSVj?}v3w>W)YH@9(T;`F38-0o(Mn_EAN`y%EQ`w@XK(iMkT4i9jk
z*H_J@+urOxZDq-g)V$O$V<nT>_nG>W<xOx{D{_(N79Vd(oI2M9T{%x*h<O<2(q@!j
zS+nebf@oyC20b^6He2Qw+!nW>);ZhN<HzRyS2TL>LJ?#um14Sf`rz+%9{i^dzBi1x
zgDR}a7?6gsoNMaH+KN>8D)ARM^v|X3xS4}#vk2PJHG%~j0qDq4-J%lmNS_B$qt$Xb
z%)1>Akh5lto9%Sb4wviZT`Jg!R#Bxi>33)PHaFJ3bW)x}erdh|0V)Vx*ZBK(%Sw{r
z@fJ-V#?tVzrfusb;nw7W$7>SKY^h_GGqn!eos@)FVNr8m(biOvk2yD3#(=!j$FY_v
z30Ig_$N5Aj8!%=>6mqrq8@kp9jos266`#W~Y4qAxE5|i@H^rmHW*6gGTtFUw!Uq$m
zEV8&>JsD1SvyUwHbjnH`<ko7-H=luHX?tU^ia?$nCTtSbEQt7j=k**|%HWU}!~j?T
zJh2fX+83USO*ZRZv)gLpCmZclya%n6(;X?evPSZSeV=JQ8I=rLtaq}3fqAjnNn<`n
zfEamM*UdRm<YgZ`8YXI3*dfHa|Ku^=U<*@W<a@oPmv$+-H!10|<t&rr?fsB<uJzT<
z(@pA6^jV<d&xI~854m^WTJUWTs*4zpW_;8QB>*xcB8N&}Y@316G7&+FM{s1XcnJ7`
zKr5sGc-UUuobE-48ycrTbv!wL`twRoKE-xDupIUj8Z$HWiSbILMM}cJ>%uZ!Y;j&*
z^@^a)Woq-Cn5YT5vsb991-<82UtE4tnLh>wYR0|WmB*Z2D~FGMm^+|@Wtt~hM3{1K
z`I8WbotUC#)onSU(O0bb+dtc4-<`RW`ho{4dxb@Ex+ym&b#hrqmE<kl60@I*lAnh_
zErX2BX_`7ecnaTn(BAp4rR%@NTPldif4OOd5184>)h;|>V&ZC`mf`NcXKU_{cn=bA
z3Gb>|>ZFf*)Yht!HXOfw)WgQ5>MHS<oVx^~;Xv8<MvgC_sGuUOGJWi+U8k2-%u+jR
zM6)qg1gV1E5!amYE*-G8<-P-K5aOS{3o6#jPmP9G@ULAj>zd2Vda<B2XkRJf$@`MQ
z9QSAIHjSh*U@bs+?xh_jDGtVoQldh~zdFg5M0#&Rv<|c)hSX=fi!@Znb@-s;LcoLZ
zV$e;9JIg=4t|S>+|CEco`_i`<*mIqF-IhNZwC!Em-iaWl!7pG9Yey&;Vo#pjJpBc-
zqOhB>T)u{An+8Ubu@u~=d7(d)pq9oLVW`ho@Dl1r*a%dkXx!Kgp5Hcg-(Fi+HYl59
zt80|r<PxHEl9=F`y!|sSE>7lGslnF9Qho6E`a$9R`sR9~c4zMI=Y;fm9xOF}C)~z0
z=~Lt_)O9@H-~8}7#*ev%)~$$_XnH`{DJC;l&7NZG?<RJ7yXs%#<~}kmCru0WdrIGD
z8)D=)h>4ATie4M(LrsX#Nu0~QP#Z*gW)?5kh~p9yZGC|(gfC<~bC0aylgk!7v^``?
z3ykS2XKV<Z?gigOULG-y;WrD;yNW)!dFg&^wn>kErHLQ)Id_<vb6sa$+8uv7!@1yH
zJ;<&5piYKYE9D^k5Lb{nvXb26U?{2|AE>f?LtKgCA+LwJZB#%i%&6+mO8gjK#W!=P
z)_9?yJa^TBi^tco882mdd~IOGmuo-Ri_0y6Q%_iUi};w%Q^WJ;no+NGx$e~Xa^ZNW
zrEK~U@d0<6R$-e?Hs9rF^}f5BMupL;eL0skeqfpqYUFLl+;QMSHsFy+gVL2BZ}+F9
zd<n=cK_!kkHH)d1R5Gm?k5gLQRhhMM1{p7s=#hhsHe%vKAaKl6&EeVmy$|_Khgqf;
zr&#KQsNrCU^UZB}sGQY?4Xlm1b2&<(b^K)y9E~TfBamQN*TH)4CPHQbCe8cD_8RX!
z-Eq}ImlP_aJP2bo+RgKEa=KQ&t~FYWw6DXj5RdTe^0iyclv!C3^wZkfAo#>Wum-X2
z0bL;ZL8+Xs)>}Q0mnufsQv-a<EaMxW)$JMe^>EWiCke+tL+*+I5Br<dK6)ji|5<v#
zg$qIT3cQSL#UnsnGFtDgsGf<5IZ*3b8t$4;=bNqMSb01?zh_hmj>3i8_-Qoz_ejJg
z1L>UIzHR1IAO^#o)<9@=nKwDa8QIadZD@qw@4jiDu{XP3Yr9tO6&X$AH`!Jh>>+%#
zY}My!C$@Tnmpj)coBnaLU?**Nn0UaF0SEGJLm59xf)^1F*15XsSqqnmst86uEZe@L
zh0iI7T}D;<ipD4MB{y@|XUt<3l-tXS-_G&Tj%S3O9=pVtE%=?+O3v<WCzs7Me6-1H
zUWgiBiZ$0ek_2zvTFtx5o9mv3`AG{KMl=M28#}b8cwdtXFzNv80)`!(f_Mm6PLg5R
ze`EcTZPk|}_i9)pd6!j;Q@T}FUVYb4Bd<PFRI~#o6x;S;Qq{?o)sv@TBu!t*Z*n}k
z!6OCtJ2C-N>qI!!S;0kdauZdXQ8TD&9dJrv$=+Hi7%HhPUH48r>cwSDx)5ppFqCQ7
z32rA}4u&X>s^`DxS}h*F_G{<+cQQg7?>qRqqF7Hr6p;m3jh5%!*VIzL%zkT=9a6A)
zyJ)zwb2bOT5tCbz2Bn?2wLe*JD!9dHa(#VJu+A_$ap#Nd-T-_J*RwyBmcGv$yW8T?
zNV+%;w^5SxeU#n)10CA9=Ko!oiA+iwU0ToAD2_ERu2r|Hnx`KGt}VFs#O1+Hg2*yB
z8bxAXPl<ez8pBeYziOVnWh6mJK(wp^_d`1lmwE(kS8g-Sq<J0Z@CC!xtS*xy2>mO~
znx)J>v(1<iG(DGzp@=W}b48YDm)A%kJW=zj;nISej!sgW;HKBfj@SAJ4BW($!#)kY
z!gD#t>+Nidvq_FaPdESrfW&BY(u$Hevw*yQc&ME&AItzf!tx^L7nTP1X4oo>TjCyu
zw<#Xjl5XKQ@ih7nG#EV?!0ek(HBk-xBz-n7qZbMXt;O1Hk>tbeB*U9G^3~PqE<w*W
z^yAXXmDfMwDz&LiLl$2pCNe{ER6o5&9Jr;iK>p*b#`#I}_&c5i79pGN(kAeMpS2WK
zV=-i4^a4WjMfP_t|E_A=d)#-(;qDI!xtV-R;!>(RdZ3IM!hONa472Ha7&flzP2+|$
z9(`v`ZZUsV1Uks)uI7ghoNL0z2r!U0#B6;XKjUztL72@=0>5bb*yA9>y1ve=PV^fy
zQ^)(nu$E6}QYtdiq||~4)l~Cs;)G>|g!-)qFkLMBiGnU%TG|a0I15EAz~VAdDD}q%
z2BaO$JHW!dQ>|cZY+TlE;Aw|o3tQ1BP!l!;b|Rl*T@y~(rISIZ(DOT=F=+Z!RUR^c
zKx_yHm8F&&kvgwG+rBH&wtc~r*+w6!uFLpD6NmMKV%V5|GmqE(5ICxQ#5c{4OiN?z
zewH@Hwfsd^3*JD7{#cC*2f+U;$R~lmgh}OiO}|P_@ea&TQ&lUG=J5tJ(B#w<jizSk
zIQuU_R@S0H2ljfF_H@_xk78^@MV}#q0B|UUmN-*ornpIYh5=e^VfW-r@36q{oMs^t
zoFu^5<b?DRzHLv~;=BPIF=D5RWz#EiT_;Hr`E>+CM9mzNE)dY?jIRRRao+`8R%#mw
zG=QX+mw&d=tZ@A&dSNcGXa6=pQy8#SCt_gYB_-T3j|Duu6!`8KAW~IhHhT*M#jOKi
zw*lo)Np0pi$P5qZ6%ubC2+4a1T=HWu!wE*u`qb<%<X@va9d;YII1!0+y{Bq=dK$`d
zfiynb>q+fEwN)AK#!xHAuAPJ-n>s)|5!^#k^0<PVFTo71xP?Z+VHoHqEsE^^lkwou
z!@NH_tQ@ln83u({r_(!g1>f)y$z&(wU!xB@H9r3tyHJI%|6Fe}GU(0kmk+@H4Ko)@
zga$Qy2md*2_r3%$G?9c|^oI{3ce18|G+ZFWruF=tAb8VaN=n#~i3cteVC=GVcq{N6
z3GtgTclp2P2r}Tcoen&NOm!@9n=f3v7zxvG^XyeWz17e8isZt8teI)Q0%<3K?e7K(
z<Q(l$56aDA?xhInfH>JJh(UaZ<V;dTDh-e<=7n9>4S`otY&6rSxeB!B_rM_Nt3?pj
zEIyphFzNtju%ekCiS8-8obMh!=ko#==$~2lUQ+`=3Fq>w!*Gz5+F%6F&HBUjVA)>m
zsXAnOQke9l0Fckwifh(iV3Bf#aPS8m9=h{Rh1~ws)umW>yl;-o+62lB<hjgN^p6o0
zMvkqP7MZn)%%$+~f^l{;<0r@5<&J2TlvBKcAMV<TEF#ls*I`3yhv;*R!E+O1s2{hS
zO2&YN)5iAk67I1lJdDxQwv{d}P`t#22N@<b>N1<OHEwQhZVC246ingO)M8b<&d*O;
zyo7@HuBCIu5`f>Rt;K;Zl>NLiGQ`mmbn1#e$(~5SAdfo&u2@S4D_no*-4hhd<bB&+
z)6QD`#SzGT57p^)J{}>nS_@Bf0nim399$-Nilw-C@uCGfIywrOd3h~HnKFK1lngX|
zm3DG~i8LN;%wg&S#S(JD`FJRF{CiUe@psIbSrW2C9554k`%|-h0-2<mpO{X4T5|_z
zx!E-JG_~Z0e*}$m8{8M9a+A>TPYmX|VDaRv0-Q4f@mgjnB+1q$eL==V{=mXsWgrr}
zDxbakg>&_NP~K!q%Uurw(F9SLqiCl1IE4MNH$tH)EznLzYjTou<5W$s`E+g8o9eQX
zr8lGgq&5y2&zn5D?!>d{mqj<mk5-(_EbOq%WyqQ_a0QT3A~HIf7FeeX6fn^-yd5%E
zim#Kf5{18x-2S#3%7d#~mM;IJd_Xt9$zbIM#WEVcIgJY3zZN=@c#=W>z9Ypoq?Kkz
zU~_y4o7x+RNbZMWUSA?z&X_~vi$#b5V;(y?cMfMEt!4!3`hpQY_H^!@?igf&!o+A*
z2C^CpzBA!PXAs5J`XvBUVXUMZpk<6^ddRWXc3|pi8w~Zl4m)po6_3{QEbO@!PKYi7
z6J3pfZ{p1wmk^Da7}<GO2^<p6obDRPRp!~W2N~>5QJ&<ac@JpYg)Wf0z;x9XfEVSL
zV&Tm`79iaF@~&x*9{}yHxlR(BiUOnP5?fy&FsbGi>2JNhEA*)0tXz8*jkDdejU8mX
z1u~hohX-%=DKd5#4Cbo#pI+gmirpa=n))2TgTrZL8sCFy*^AV$ugS4orP2x=#r3-?
zod{;1yKyCc@b9{(+MLeKp7OfW;rOMQ$zZ7wV@GuQuU$s{cY~tk=oDeFx{=w~x(@9?
z%Rx0t(4XXQOO|&4B`M1moy1b=Yar2HM&Oipo&2ymwGM_Ag@xU`Gu|_?*|VzXQ^uj%
zX-MibKF~n4lk?r);#h5U-kC8tZ3rAJmDvKON!jc?Osk;=_PcrS8U|bFT*3JcrP1Sx
z`XhN{3=5f9#tqRe{`D&S=7rFBKc=EevGN(ILSi$kkXd?9X}o-K`%22U=MDiCj)MH;
z=udFs_B22{h)tbPMo!<VL*BY>FRM>-1M}6nruQ(xn-GP#cB2t2EeafdeXVYr_g=hs
zp~^=yQig$nVF@l;)X}`6SE-u1x|R+n3!up<<7*YW;_u`OUHt+Yu0?QYs2a)>F8840
z>8@GcdjKnlMTq;YuJl@i7r7nP?~R#%q8sUD0s=(f^51;!|Mz+5$ZeM5KcB|_CAf%#
zf`g+NlAY5$$G}wjd3;<C?vM%|7pPbR;yR4WG<7gRW^;;V)}#ib`u(tRZ*&a9Pl1<h
z=QHElU`&CzL-!wsf>@wWC9uzpU?Fe-y>}30nNXltuY2aqnH)B%Pcsm~z@)-S186l&
z@uY_PbtIgjz$cxF^2LkuJ?)o^E{)gg0h%KNCWkAlsN^zHeKLZ{dq6@Ff!!#Clv|<v
zNSyQovZmB9njxg6Cl=TaVjKLy2g;LO>C<2~#4KUf03!i|LNuV2_Tc->MP44JT2T4g
zzr4z%o)b6@6Lcvr;NlX(w03|PP<lnj>AD8(<BMtINd39)SpWRz|LYg<e>vCwQ`xRp
Y^uS&E337!UH25bYsUT4#rvLnZ0F8enHUIzs

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/canada_goose_synthesised.csv b/modelling/data/abingdon-all/resident/canada_goose_synthesised.csv
new file mode 100644
index 0000000..f0d7415
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/canada_goose_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,6,0.16605209999999998,13.519903174287908
+2,24,0.25197579999999997,20.515780398222816
+3,40,0.5009612999999999,40.78809162946688
+4,36,0.5435518,44.255795055948745
+5,39,0.2962928,24.124054843260957
+6,20,0.1741724,14.181055124466017
+7,6,0.09165145999999999,7.462229414636257
+8,6,0.03579609,2.914504970536932
+9,3,0.033271629999999996,2.708964331379927
+10,4,0.0079284813,0.6455341395571168
+11,1,0.0010707896618,0.08718331504127015
+12,8,0.11729422,9.550053852397076
diff --git a/modelling/data/abingdon-all/resident/canada_goose_synthesised.png b/modelling/data/abingdon-all/resident/canada_goose_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..0e14f7f4e72757d5d1ae7ec5bdb26f46df1fc0d5
GIT binary patch
literal 79160
zcmd43c{J2*95*bbP2w&~-3rxRDqEX<Pg*FH?0aHtV;kFGOjIg+DYDHJA=wSaE=l$o
zA&kK&%a9q9h8c{Rd9LZcpZ9s*bKdiu^S*z*&gqyl&3gT=>-+s|U(d`;t_kh^doLd!
zpU{o#SMKof30&pl<6qvr6WnvJsLu!d(g-rN4l?(14+?b&bmP0_66EjW7v$r4PbS1I
z5a#LUdr|THIYl*j8IPbKf0%}n67>IigrZ*{M5)a#7zbWukN<TW7$2X+0p7oD5cJ?3
zzHNMbH?HX44a=rX3cR*+V|1>NJPI!ahbjeIy}25%U>I*4&pO`QP(i8Uj}MNX6P8zw
z>lNQyZT9eNuwPMQqiN@FB<|LUi>Y66Hz_PQN(<%}nA!xV_2<maHqo91)Y~h9ci{c#
zi9Qnw+5YcszBko>9TNEWwn*^q1pa?-KGoQ9^}k17Im(~+-(z$4N8kSM=ItjRPyc)K
z!FvN|(SL914IewlTRZS0^Hb#iZ!i1C+J{hOc>er(Tu0h%jRoef6*iL;K|1k07s=(A
zL~ysrx^hQ$V3JFdDezMKr&|@t{m#0&F})ZXRgDj<Q%CydMSi}^cZ`hUz9byZ+jH=g
z$Hwou@m6H(frAGvu)YosVc#D&Y|LjVJAZuOta|Xa^HdW&oJGYdM=*S-W0eL)MMWQM
zFa=)UKIHE|s`1{B)Y7n!8$bL;fBWOTrqllGzrK4-)CE*zJv^<+x%}<<iEFDpa^-5h
z$-11nvsPs#9wGC6hntyG5t(WMx#9}8vs>tznPTv2UPA?mbX~@Xou5VOsar9V!|!1~
zKJRH}EjMOr!K>2bZE_#(64pS+pSAe#&b>dg$PVk<@ViG&*?(HEqmwT7H{bC+kYK(C
zbi?Vg#^t~mJ}EId%b=Fe?A0MtTnE2Ex<g0?z2mKIjo0emaXGzng9lBu-u`vsYFIf&
z{<vU)HD6njso<%Ezm<*JV}*tmzUCRYD{0aDF5;Ye#S`9r^Z@sM`(PnwQSRvQeAzx(
zcj?5E+|tE${yY>jmhF*Z=Ui=HA80}{tSWEWG-8sFts&I$x#qH)85eNgq{h&428EF4
zIaHvoTQw0%LTuuZoP)!RtEpgpex|o>@s@J785ecP#KdIed;60dX=BRo&82cp{Uz*F
zxbefCLVLZkw()g5dArIdGN-e-aKa&KV-A<j319oU*ve&>)90qaXEv$*oT==ceN(zO
zr9wX4u{qq6)PiX9RXIM;tJF#nGI9w1W|4Ujk_6i~zT$yYg^s@qoq}IWcMLE3@#9C#
z<iz`PArx!!ljql@;8*^)Zz*b$ET!F~`^hj@l@vLoULb$kE8~l}GqDz$1+%xA?vHwu
zecm-zDr((@jHI$?t<scJ*Akt$o1+cj>g6!uOCzN@%ykBpn1i@yljrH_Y1<mrj1gAw
z4x-QZXI^kKs>l-JJAL(j0>7Rp=1rknTtQ)BF@nX&)Cm6IHT?d$TNWLsiQjW*pOlvM
zs68xE#b@k|op1ePrJbi4KF#3cciYr{99mzQf%&**XoOU{GFBIdDBJwEj?EHY?i0U+
z@9PUHa9RJ|tCaJdz&UW>K=v7L%I{()wvn**s@cG}<gG7>l7(b6a>}L_ubd|2n~}?r
z_ilpI=W!hu;83oOnIxZxde<R=2d5cNbhq>iO>zQb>4@Lmvg$G5k;TKcs^WTVaJlG_
zKD`wcZ&TNnMnk1YvFSR$K5n;({mUI<Q>^l`21=|w>(tT&)6JTx_8u+6tqF?DcdfOI
zpq9!SaoyoHEQ_K$9UBKWzexJ2!RqF$tiM!Uc8pvxls)k|HX?klzI9r%f>Q*w2HrB2
zD5)AQc)c%M{bDCoMRatt97e|B(to^r_m47ke7O6rO^ufYD!Ca(Hi7IeaQmC!jnQca
zYnUSwd|Rw@X_G<p%VF6?P<r3pYIQDO{1LA-BB<1q;%0p>YX1?n=_V6bdfi+hC^S=Z
z2?_fOg+{L8(<dgZRZ^f3gMX5xb(fo`Vq1x8Dq7=7=}7jH)6cQWJlK(OP8EFa)UC{y
zGb@xsOr=AvupQx>y^3(5Vk{e?@5p6`)0&y#tYfMpI+E_*c(-<JDGjUxm15re6PGBE
z3T<6oo+QGN*5|%V(N(Z-g@m{i41TXgWOtNV<+1$Q#F};~d;y{2*jLr5u)LvBxR?;;
zW>7@A)qAtH!zMnupR^cbt{Xd#$`=pJyHt--;L_Tg3wb#I*<6kEnR1zqbgj;3Y~_$_
zLR5uoFXORLZ%u+ew*|5G%_;|mZZ7xH)ZC@y*rethL0S2&ITdI7zMnrl1jpULBbO5n
z{c0jXotR6brd%eHOU~BCV4{AZ<%ZJOBuNhYZpsg1mEnn4%?OU}SVx*d%4=c^o|6gH
z)cjJS5JDMis#Ki}GJod&f%8M6)t^z=Z|+U2r09R8P>}foq%9lnc(C|u4EJ{M&*1<@
zwD$bTbo*Rko%N3!0cTPu2)i-5$!%t<Zf{%-0s;%RZM9>Sw{pTEUU6Gn>odtFmW2X|
zlFDAQ6C}<xJ3CawvO2_fAh#mHEW+NEys4-ERgbcjVzsk*4cn}Ohy10fI-dQRvCe2c
z+seg)cX?x5?eRU^mC{VgH<n<}DIvdBx^`Zk#~kFlazuhp<}7u*rdLc-(wp?ozWs@?
z(f}d}Yycw@laOT?!7bgb9tsXIZY^ZvSG#aC(E?lxi&`HW8q}iLGFZX3`gEtOl0(C=
zMZS?3EhHcy02hAqW&*Rpr9F18j#Ok`Xm9Xj|C+CBdYqV?d%aV+W3&B}{YQHONKx!f
zbu1_$ts!fRL!CBB$;nI|8aUPt=*ZvCV2FG7a+jvt9@aDZ(cCQvq!Dbpx(gRCVkT7J
zzwcYk^}K4P-nf3<|CN%{RHJXQwtL^}2g%-uIg-*y`bZ&abmQwaX}BK-VP;0&Y(T;1
zGvpDDW%lZRjam{*tuf<RKQuF{l{HDTf4m0zhb9yHHP<kS!yLsxOd*XCv}V=bwZy-b
z1Iv(L^E4C3qJAT9h1_fcC(LG<Nk?-hz?WB`snnMHOu`mNO0z=kmW1&kLj||!I<?JK
zlsfu^CFr!HNk=vLYmvQa3T3rWqPwSgzR|0yRn~T4t(2Ll&ZMKTV9MC}UN+_RD$;T3
z;l$L5kyg&&(2xV@gSg*KBS{zBdhXXNrUcA<aU<Z;*!aIjq)AaM=tq`Gw%Yk#M5%D<
zix=5*8o@v7t|lGHAj8s!SIEeHwrDp9SrM<^hw(ws)J?-jWN*HnHo9>mz#(#_V~SbG
zt^YIy5tLBuTUpP$n%EO8y;I{FMAvFvItxCDA0iWy>p`g)P?ume&S!ete=D|P`nvXV
zXhMz6GI+lhE{7#gHd{K#jjCi$_GMh8`>?E>5OX}lfR$z^pU_Mn=f2U?Viliu%9_Wc
zY0WgyC#<Y)Z!nV!n>n3H4rO3xTV1_+6~$EOffv4Kk+>Wby_o#EmJyNGy8a_xiwn8W
z)t%vT2Na>>)dAGWM(hB>3vI5I?9$uu{h2JPD<G)`e*v|$bN`Wr?D*}K+&NC?JE}By
zZKu%Rb(ZChM-QNL_+$nFuzPTNjl-fv=x&Xtuf#MgH!L+dB@GS^@<+j|lx`i>2=edG
zQpMNz^IM27c#KuNg*CGKIdjvw@rr@ION06G-pdp9Q_~|E7a{hb!NHn;eG)7KJw)eP
zgl{8Ng&cJ&OC^{GbjtFsC2NeLbr9nlpWH@?RInbwW%|+)3L%x#G34IK=<U0*AG{Sf
zqvfPA6*iM-&&uaD9u?%~5W32~HF6`+Z=f?KfYI?K#>gGKQP~rz@GePFn+j+BG?uOO
z29p5r1euzy4x3loc7f}x@4}x){@oz2M&9#5cVjlSEJrgm+)p!b_UXYl6{BLOAEZhM
zwuHBcjC(8WV_l|g@OwFNwpSv)FBVgv^vD3LPLWkP%6n^lrEGZkF1Z#Rwb{K9v!HHC
zQFc!sm0;;@+Z%zBD{mUCaqs_|7U1iYpxu^4^lR1bWSeHIeb=Bh(X)vxCXKcu-beRu
z?;&HQ=2@ZeCV<pzmc8{4<Ao2R5sVCGl=$^Zwkjx%N7{Zg@#oQ6SY@zgfs<Tty)|?*
z4{7QsTwmEBqcxoxFc`KMI1IGb&2Qz|t|QB?5=#)l<*=4FL{>WqV2b8#VqAKB^G?Cn
zBjrxIy{xwtxVd#X59i@=2>BrouSAqpj!xEiTag){%Qs5FXa9oeBDPjKapye{uASZ(
z_x@}sPM5oNM<~Izl@z{ITBg*xb)h%;bS<6=S9s&j#Jn+cL1EtDTcJc1T2zh9Scwg$
z3EThrd^-;j(kgSbE6Cg}1`5+c&xTOB>1+?TZNaAg<#pThxa*y|O-zUS!2II(6zf)S
zI&v7{oX*2U=@VBIezhq1)YsuP$yHn`GKZ};3-{G5&_+vImfFs()^j6N1~y<_DaTAC
zLupggX55r!NYV-=f-4iDPuRd6yuO;<ihIm{KMz03oD4-{n?t4mBusDCUy$@`IzKJ^
zhGCFRW<$BfT4a@_Q2co>@&gJ~=nF)a@98B#i)4)09A+ys>M349Q$fV^L5HHGiqGzK
zfogz|w_Q||Kkae&c<n8Q@K4nATY;^;JuRX{guGx^i`K4tPCvCW42{#|_Z(WSj7MyA
zB_fX1K*O2KM}LKQW5@yEGN9*FdPORikSro;eseu7*n?;fkf%)<a=D(|WTPB?!H^Q4
zjx4zT?^e~a`JiA|8zd&%`_C%gu~H@(aT_Z`q7X36ZA}wn5^9a4TdI?yzd{7n;4OOY
z<UI+tu}QKXDcX4hsTm$rt<jGQ54LURcMoNQ%@g8_Wj^Ez3(qSdH{w-)&F>j^hqUpV
zhM>4?g?3^YZ+|VHO_<=%<2622J~J~$xI*6OG9<cf!g~5kEu2!>$*%+PC8q=S5cW{e
zaL>J*r4_4`j~>3A$vMVsw5AzjX1K__8B2thR`cg=RO;nT;&B-9yJr?);;S19+s6-D
z(}j}+_P*BL`qf^q)5?A?a=Q2{j$OaDRKN48cAKnb`Ht{b2?_jeKEZ4;CY)@~XyrbQ
zJ!4)lTSx0om2KX}-NK=x#~>0*cD;dp90Q{$c|IF^ZYQO#>SL4kRKF_eh`*$%^sY^p
z<w0Ym;4-ZA@lw+&yQZ*8)r!q>BwKFbPklSrd7AIanc~`?F0jX9FZ<KQ7S3-G>~mF^
zHX)WP!3zU#alfBPN4=g?$-3A_nQCtQ2wmxO@t_NhM|wt&MS7@6<UvgO^n4u4jv2(x
zZfapkQH}IaQ1P~r*CN4w%V|}Cyb<&GRiRETxRo`3_i)tDqQXGLmgaI@`-b-`Up85W
zzWTi1${mrO(_iU<aJXxTa6lp4U_mG?_??apMqaZ!5yGoyCXzmiJ#@S-DTCEFzug{S
zhmS1cgwH&Z%R*m-+-Gbkmkz{MZrH+HI}7`RGjjSnJlW1^N={|4wMG)#q_R?7H<qCF
z7R4CXYK~4~%Az9&Gw>HvipyKZGtzO6t=uhyAsji^K@U@*x#|;+WHK@-M*{KM%vn~{
zFJ!ANWg{<Hr-!~ZSmvNf+c<fs(@B49>$&CZNzJT?uXHI)y{J;%bj%UrSY(pQF6V%w
z4?8;Mo2uC^<d}TpbnzuuViXsEux8dI4o)C&erNB(aGkn!Mj>zNU6dLr7ibeN<Sa{e
zt09*N_g`GblIXgFQ%ccOw2nE5E-NE6si$cw)li+5-OFK8gd@0PT3H0b#3z+&KDP-?
zuT^y4Q?o!}7xg6FEwxo1g?>pox^x5<t;jiLilXG0YYs&Aec9_pnD{UcQ~;(Ua<=O)
zT0L&wrADV4H-C!Rx67B_9oxe@^P)T{qyxA2+iYkSqLQgJ=HDS^rG_lsoq&jDe}5vK
z{mE>@g0&Xeg{St$JIGHj><QX&&uRSkJ*?gIr?41rDa-7S2P;-~1XW@2aaPvRSrg+B
zi?KvR<!Yo2rgJUwhSGJUxZ!OlD?k;qr_&IBEfFw<juBMl!mt~+`F9a)zM?=wT+H%o
z3E+PqE>m^+21<!Ka*B1F1IP%ujt0P7&Zw)QGDWbo)l`=~4EoaJD1LzgEy~*LmpGf(
zpG04srO?ArCs=fA7g79*w?Jc{W*Q|PTX^UhcV!ulB((fdEuyy8kF?Evs<^CY+1Ii6
zleKeqO9|P+x}VGTUtPFO4xVTHT_SRm!SI`EA`qodu0^Sh0&YNQsTVs`by=?<g1NlS
zFF8J*&N=7S;bWAVBV5vzBxZ?0K(^U(FB`EKRJwTd850g`a_`-_FH@{9ICKd5Qxlo;
zM9%bk+mA56bWzr^p14mo4<`7Zi}$Uqwj$3dlq1Z>=(zf2?qfj-6g^^ugS3_T8Ye{%
z78IXgAeT4jWHPHEzDMVwbz7NUx?cHEOadr~eQWF`cqxjSD0Y{=MU(G3FJ;6#*?0aR
zmpSywOuKoA45#ho#D!Z5@h4PK#1f-&uEe?GQ@(^f;=}O8{PgU&j<gN;=tqU<C=KTh
zdsCS&A8O_qa~+Cj&YZ!8)FW(mzeJ?jg}5>Jas|vN!DH!n1wZWYLL(}BixC{ePtQE<
zg0<&Jw7`#UU%3ytO^Ur{m3prQ4)Xfb-5uBj%ii}GrE-S#hQ%3Nyqke-1+_!MX&8XM
zoCgI6c(vD{_~(kKO3DBwBZ6^~@IfVu5-nGZ@&)Qa+t-P(80Y9QSQZQp-Ox@Zt5@kJ
zBL}`Fr8gzXYED&2(-;k<+>&JZ_@zwmvH%9!LN{vt`xC*tN5|0u`$~^jAC(3gQJ@ql
z$y{*X1e~0cse=elVud+AY%XgWr|sFakr`}17<Oin*<ODHDR4Vwrnow(EvBjkORs2l
z?@ho+Uy)xLh^ZFutBIEttW>+$rHywOV=p76k!=fBc<y!0SS?y_t~J&-hdz_(W@S6S
z#$mH^W`?KQQHbg1qdKQ4pl~x=Ax@%e+TP@Ig5tLBGmrKhtVXax3Z)f#hv*Y1%El+D
z2oxgK>fFSI=h}o%A(cJ9qeW+fH(M>auGJNtVW$xx{12|{1KBb6C8GOxg%Vq!=6?49
za=AeI-^yNheW;brSwfmvy+?=*jL%h8mHW1=)~z`u6Fym%$OU`_9gyG?z3J%_iYotH
zz}`%X*(m~jpDRoJgsiJ~gIYVEGh<PD?exbX=>YZ=UlN-OKFq4}%CJex@XR<{i<Cb&
z(9$&SIzG^<=hPMVsU?Uw(+oh`6kp*Q^o>$c=wxtuYXAMiCE|MLYPGya<ROHEYC@_U
zb9n%M3iLV$e|>MqXvMCP#%sLSn62E&JzInbT!Gm-5VmF_pVc0ldF;}zLp>A*AW6=#
zEynhTZcqZN??Rr>-rZc8c(Stfh^;<J`0bl>olgIR|9B>wO$iqKC-I2-;GP7Vf$<oa
ziVsl{mC$ZRfV}-w;CVi+!<R<Pt&*0cG`n%7bv9-Xk~?n-?yxoM-z0JE?Iu_<uUT9_
zBrA)4BHr!UIQ+{62?c9NISE_{`LRzrSn|abHjRFt@FdSU>VGY}+o7;3EgcpG!#~;C
zqGkQ%DMU((D}N9P7x=7&B_Ou<Q|G#`VD!@52!I<&c#&F~>4tqVjvRwAEqdguFXzfZ
z?+br25fKxcMqsRsI_)~*yG+vQ{Uzt462F!x>ui_8k?$X!yWJ8Am)-5<lqsLr-BL$v
zF*Y*#?fybs)jJu2(i8mc2C=z0>JaLXR&pCpDsyPmNcW%BEu5@BLQ_ee1K-I`_QY6>
zph|0rfO7xSzfNSoU3u)X?JvRi<4t9ZscIJ#YQq4!$<O+c!&Vl}XLD>OPj2w4nv%5^
z`JQR4l?<cZ(8b1?1$r#gq}_R21BEVUn=)r#;C6Z;3h({CnhO;;yv@vZi~OycdHuF^
z+B*p6rl3DTtAW4`6?ZQq4Nh=Th}*-=5=hdZE_=}w2mcZ~2tmi?zAvA|_?56x+)%?g
zc+Q3pnK`kHOb}-r62{_9_(b*tAztrgRsC*l0SQX)HT{-ZyDzc*u=z9pq-5!}dtgW-
zZw;Q<3wDKBKj@Ejk7#*KNRKj|N3ZNyZQ1-O_iCqU%0OK7ShhD~^g^`!AqY&-o$QH5
ztN`Ko-dj{}>}fmcxlwf5nLFd<a;hr(1}<3opf1kr$(4{56ek9_Xg&4_l>2l)TAejW
z$?&WG2V<!1G-7<#6?dUSt6g3}4y!gMe4;sgEpW4&e}6|Mo)TXtkgMI<!kvMaVGuub
zJ00~ec@BP-+;^H+MWm2z)7?L7_g#*l?Ysbb$7S6zH-Ye&(llksr#Y!G!LCh-%`-g_
z?Z{Ts91Z1Bsut{+t!3V%?A@`*N)=g*Y=!jzUlq3^LNFnGwpLiHytOW8iG#hl3WMXr
z9V2}4P=Wp1#rDhZX6bjOE^a0xx7s&IR(DaOo^8gg=jTLNN2V8dap8{|gBE`v(4w=4
zu=mWrGYEV5E*}ME#?yN|5iW-!%Q_BiccgC)x<@xd(1?*N=+B}U$){qTyH~BnBWq+5
zR?yhN`Mw@+jxyKi6UV7qJG$(ZoRxd`O~KC>RPb~0$@Sl3C9|EMy4|()?@4v>eDz^F
z;&$aR9~Dyi2AhUN`+c!w)Z?@e_YGvX3zRABzK1}R?PWCt3O3y*IXy1=<ik2uu7sBw
z(ZL^i$#{H0q&K^A?;OKzU~?d;V=GQEM=ooq-@3r$#)|04s+hy5GYWgd<>zYf@?+$p
z9)|&h<xAI(I7w8`l8TmUD>IMlUGWifv=E--1ZX=|yH(UO09*#=wgaZW&YQXCx+M~X
z?F`k+wDq}qun*()L>v@8Ny<A-69VfA{{?{ZzSl=R=qJaaU-rg7&XjNrYlA1-d_lQk
z$V}wN7;lukuX)j(leEA$2xnc(aE_`37B&fXIz+#o*2>kH4)7Gn51fHh>-)*9EYj9h
zLpLs+1H`~^X;RhM_|3y@dr!dU<@-y|HXqGH)oZhp%_a9DyHBR8^^QnH&(o_J@T-h<
zlB&Iq<~F@9*fzf0aUdL#<Kp8nccrY@n`;h$Dkm+0IyyxhEpu4n6+!!zl@*){PdK1X
zHEVXx_yCYnKdJcYtVJM@2D_D!oJewQU*FBq+3r*ao&e?RH}EEU2`K-7Tqm<eTRGoq
z!dC8C+1h3@Yu$R&>Nf!qpD2&q_+17>BX{_eCar0xUg6ZKFKYm^HmdkeEHo>eJlUZf
zx@<oR7?ZJ8jn_AOBGwNd_(y<aA~qKb1t*+<Mi;z11UNKpDM!`Mv5Z)5UHQr4?PUQ-
zBTt!Ej@k+vT^uTG#?r<r+m(TbF#0iiy909qX3CQ&2s)K4@K$5WZat!fO8vkITHuw^
z;=s9{sSs;jaSIp6(TjMknTFLt<D3u{vuKTZO&T#vK{j&1MYNwL>qc$W!O*xI%|@Oa
z4rwhcEY!rh-M?Q~>qGdl3G_A!aF(($4jpk~4w|9MeQPU@h&2n^QbjL<IhjtTM<n&%
z&bvC-&|l%wo(-k=g#ekR1x5@Wbs%d1x$q;)6s<E!L^XxgR#Gv{=TsOzqR(*#=rT=M
zB8$O;tdmhJYMBaj{C>S3&>|d?bvEDAU(1?g|8n$0taqJA4nxBR-`x-hPafl7nJ8^E
zcjMC(nxRw6%$uZv@6Z>hs~M|Jeu2`C&{zTn+7yw>W&xSMt|547UMs1!)DGM5A~iLK
zHNN5279)ULW1!XnEOro*RO$O2bvogP8mA<gqOyefbVT#9y7XLdwxfTW01nF2i*Z;K
zL&?5w;9H@ov=tB}VA@u*!9L+qSYZE@0fAM6{aqa^B&9WGQE>Axc_Q1ckrEY>bri`V
zGh%dFb6mApJY%AafPqB#Whr~76$dYk;Gm36N@OOHo8N>>hOZSvNIAWu1*47;{VY_)
z%qr+~_`v0A=7Z+4PN|4Kp59AlQ(f3l=1Nl(5iJFq?+XZC9PHTOrV-&Y_J0%(DAJCl
z#Uc-x>aIzp7h9EwB*D2%9|pOFT1(7cq9V8i2pXP@276zf>r`S|e7ES%0(XW(p+}Q9
zsMeb_BsXgY6N8vPe9=9j*r73`o{`VxW&^W{R0F|Fk;7TYbN4>)wz_;d21ZO&oq9df
z5-+asd&-yH3=}kS_|g)P%*T2DCb<^4hw9`H&PW~(;JLojJS&p<5R3G`2!L^Ku!K`&
zr8h9nwng-D1s4EIUJ!D&HXAs2vmzd`=l70F{F9@K;_qveZa;hWY--78Bh^%=d!-42
z%MRd=<1n%0Y9-^!%1WCuJSV^YboAFhYLcsM#YJ7lTr+S5Z5+`ELWR;tPVy`5b6zFo
zTdiugPT~BeBc0+;<&!>oxHzWE^3B$dEmg4RHh$1HVh*2vfRbeWUf44L(cQ1*bVxfL
zn0yUD(tb{!u`wgi-6j<|ZI52;PG|vk+Z4HqVJp%mHN;=gA@=5+c*4@R;`C6-C77m;
zycwBv4QQIe>ziA&8Io>DrL<mEFID?T{S>T{jGx*mSQ`;@nge7ZE*vk6;#4so3RrK^
zcqYtz9Sz8quiP{vj^J5c{4po4CCT3rDOO8rb>4L~UEbz}oAlTQ5tHow?Zey->p)H3
z795Z0<XTq(TB|D<NEH4DUeg<+!eQ1(fANXn^4*T2C4wqD#d;VoJ1|2!rHR^3O*Pw-
z@HgvrU(#)^Yd7OLyZpCqs4d#|O%Dk`>n7dPVI1KwPPwh_nDD;(997&}6ReCy;`gn^
zvuQL!Is?g$S8C~6tEcYTqZtB@7guc^s6CGFxHANsbHm&x+f6mWzC+E?;~g?DdH&d(
zekjbZlayn?#$#&z*i0f2k?g_Y77TM@P0VsLI;VO$=(ZAJh1W;+{;R0Gl;V2><ji5a
zobmaW)%E+JhpL3~d<j+g%PlNlNK~<3E89}pYq$&BSz=Vuf6N1BHEyORx$KtgX%Jo7
zPzupe6mIN~YZ?1xn?)a(*R8p1YI*<T*-jlG6yZ{o<TRe=2yLrX7b;bIZ1LT9q$J~F
zdio?O?(Z?P5V;9wLl-UBC6r+CJe9Ny^<f!axzXe^bzbrg0qf@kS;!WWtNH#4l#vlA
zcCrA7&iJD6oSd~+g>MpTNSlM3!)M!owKb-Rbnt9Zl#GRZtA}1k3)v`vvI$Ix`97G3
zVLc_-nph>V*cGoGE2Lbrp+~K;eg02GjtXUXvk15`IDZ2<k?JURI2rz1l0O{a;dI-t
zCy7r~1fqpzu%q{0WtCPKMs=v|?VbOOaVfHV)G?oeVa5qHSHDeC5nfC=W{}N6pLe~Q
z#v*8a!fVkJ%>6&lJ6BUnD~y28ko~<(1v?2=_wIB^)8@}&lefZ}PGc|s61S>!sT|Sq
zP8VWTpON7g>c_f#3Tc6Zwv;n7TA*IRd?*C1IrhDl3stMLXvX6TegSW<0A9hwHYWik
za}ikC0R<ALe{Q|#Kx_#Z0OvLvenlJMYTyG!Icp*nfi-3KxUr%{iDyRKbaPIIBxhx3
zQ%Z<%)mGRvEsCjGNTS%gbImE*F0{l?qWz1b<!JM7lk-Zou!5SlBy~HU@Rd!x9DrWO
zs5b*keRiw0fido#!z?~(r*fCTNN-jx-P;IFMT|d`E35kiHzlt4adj!&2UJ11*!$l)
z+3{LpJm6tDjZbRjsaJ61coatc9F<!?Ny16gSJG1vX%%=G6u2TSBhn1`=e^xxyCNbr
zPdOpk!Q`#`tS?Cx5nN(@TarUoV>oC-xcc5H*XS|z;rW|2XAV-D?xPJ#%6<NR4zdOs
zFhydxOo&u%?qgm?fv*0gK&}$6$7rdAVG%p4X0+{f0a`g7U%B8>Aqk>0X4w?ud_)EY
zKr*b|4RJ?auto$0oNzwAzdA3RRRBSNypuLTd%)d#>&JPqnd3cxZmxCea=zL`O-Jv_
zeml+!(xe<USlq^^cco%OTh(uh(&ykopC&Y=s1%m=ckkjofbjf0@5wP@!Gs#`bn_iQ
z0q_3`?7ls5ytnKUJN&=WJOA6w|5rgC1ve{4cs>APe||)otZfr|=K^1KojCDkcJ_XL
zetwY+#(h=f-~Uc|0-9nGa4EqidKD*mIPbLO;lqb<0&gF)4`hxhy?yq7{1xc?1HZyK
z{ZG7q){CcsPhz(3+OLKL#Yc)#@KKm`@=~SK<%9o+U*?x6>A(?88*@$NtqSkw|7#LS
zR%cA;-&e2!(JAtQM4m~yW$5AD`l!HvT#1(>I{EUykdw@g`}glJ03l8T;H^96=3=G5
zZOmyMk=T8dl0G2n%Q|`f{O#`U?hlrwnSb&kNB+xHJ-Tcb1i~P|M7&)s_}F<*;62`}
z6O{ncF%e+`tm-vZ;W9up{qk?vO5Z)2Uog%#<qZ&$c!7v}u6Y>w>j1OTRgWDzHg+po
znqlm*w~+lJBV%#L73T8fQZ|j!WCe_xH?`0H3vB7Tx04eE4CO!=$YXxb?rYx8YInh^
znyXRM$HuH_8&CkLad4%v=&u7b<v$B>{I!_P@4ho$8M%BS-92b+JOTW-;rxGLF_9~r
z=xG10P5uY4??}{%{}}+|%TGY({=0sB|4$JzkwFmLd8Z390zZMx`{8a;Zk1c_ha0J<
z{#NmMJ&((g{H4QYF|B~*4WR0spHv|T3CV39@&iV?aESSX1K0iwojoc6NbLjg{le!n
zAlWkH#}bb3i_02}fD17^R_V&acG{fvnV!DBeIe%C9%ZaMtMc(ZNb$dit`18$TgG)f
zUnHCV`&IrIiR%u_DQAcGg)D(j9oNs9fvkRwfo5ViQcSXMSUtY5^7C7DrtiXtp7M*{
zM|Vw?tSj`=oucZ2?YRnKNQSK&{eCY~Ql^^`BPBL}^i%+<IyyQQfwH&HD`MLt32@0D
zETo0lX0CgCF0$^pXC7et5idDxa?p3kcKOEW)B`VKMoqwngS~u__7-xgWUw$k<g`Nj
ztGU{YCE<lvXO=EidvDj)ewX;-z>k<Il45%A;j`$>%%A)6xHHn+*RENDigkJ<1T&{0
zXfYRjHk(l=B%tX(#a=S_ckAxU-^F(&)GTPiOxAojCU+ZQE&i(UOc~5i7!;-g{jV-3
z$V(45h_D@o+LTS<c|TY!hWZft<MT6HjC&%uM#Uuda%jEpXhX2KHt4%1GHdzij(h9+
z>jGwm0lxuk*hJZTB#6I^$0LBV_l3vVcGv@4lg|s+cns))EY=_ZlT!XHU?J&&lN~g#
zQ$sD)7Vpvy{&^QgNAWyx6A@K)bsO+%BR@LgbBN&#O2(4+pQH&C75TeceiTrcB>+>+
zXj9EOXLkDRA2G?%SbSyW7~m^-AAtA<&;oNp>?D2SV!&pa+nmt*hgV&nI;Ndz2)1mi
zt)ZS`7re9E0V?!ydGp~|oWvt2v+vP2ebPbD6>8|CReJ0v_+5cZrC1H5Lc}GOeV$U&
zubAb!nf<(kMn+aO;Doq|cj7N6DqXLoL6K|4PK&if-=R;B1;2rN96-#->uc^~p3lP5
z7Hn#3$d%;gxiq`%V_fm4)h=9FQ&iBr!O?Th4@}Vex7s&#IV-|EmSlAE=CGKR{aXNZ
z)osejIiV=fS<69QX=f8!0Ge3ywH-CX%NrR8Yrg|bL%rPl*L2%>a|9L@_G6C&kR8=G
zKRcqKOt9hJ1Jq$6NeL)ngUrVb6hi3Afj_%1D6%|aJ<>%Uj@Onr0~*gELa0{9VI8MK
zXvOj6KEuCnf<y(3V|#LQtJ;q=wdaDAcKF>aRX<!H5m31zUOo?aa}QG|J=+WfJ#5WZ
z0Y+HyO@Hy?$Nl@ZjCXDyY*W5fX%ybdDgZQNaWa(D|GQ2FU8Ie2i!O6&bsQ=*9R>Wc
z3~;lB<wjZvf3~=c&}V)Oqwb=6pTAW5ywRHQuW>rC9S6aAR&O&G%njFC8#c$mNWk46
zul7tGS_YJ0(DR9a26UqoJJoaEu<hAF+0{Z__6=Ya`Hwrd4Fallix)ilP4)XD`14&U
zJn0IP)<H`WqgKXVc>M*wcA5O^;ME}8=ZdampZ?(WNM9dTB@8RNp-#OA)sfgGEEU8V
zd4Kx^2|6<~lXL9*JfP$@zKuMAhwtqZH?(c#DM?E|{dOu5t2rvI8FCX4nA@Pn4!^sR
zdL-G;pkLc3Y!hgPwEJkD_Wr@4v6iVKIAHtWTN&oTeTL61*XSW|f#&LT%0IrBwHwAH
z0w{`}0s$0A9ryk1JV4-1(xBqg2(SmT8Dr-nk^$a#1WnKq<Y00>zSr&5==VOYE8=;&
zWe49=6FYZ_l_<=+7E`fMZ&12^2g#pwIEvmVyBo3i%~LYl__jjC<~@tESxk}jLI0s!
zs&jQ^pf%%u(N|_VBjkw0i9D5($i>0@&3?bAJivqSd!%;Wqet8Fjl`A^?cWgyN6;#T
zMYnc26W*2D*7O9jz+pT5D?mYp2x@D8#>Gzfes14@Ui59jz=HhzMV_^ax~M6L8^6n!
zCgx=@2h9RO4-Kr)QH{F+0qXHSHcr;=XGMf~Q0PkG@WK2DUGS+z;{=rYfm1-A9J!z-
zEUiP4w<>qk?u7!WW^Wi803%H#^mS9`>+`PJ`@WG;5xDLnHBg_ida;<_kdD+o&?$57
zU5{2oso%jsDl%h*B<DA6wW3W;WroMjg=X=8j49v{N>CxzBObogisQy<%@M%Jl`mIq
zjoOyG4d9{&3-=5%R7_I$L(h)056X###)A(f@<2>CQ#+#epy;ZSifC8QE4f#^a(fc5
zv#;e`NkdbAzbEX4?c<Q%u4(`=?-?fOuvg6?n)qMq^Zi*%TXejV*@IEEML9mPUu+Y|
zMw$kzrPJm<K0Y6PZgWGdzsoL_H@!S#ehN>F_P7H2naI&QN%ipx3So8{)~m-{ydw1j
zY5|IQqj&aHho-?${158ktkv<=Pe=|t$Qd>XbD4fSD*&a}SHSg4MN$M#DCoVmatp_2
zXRByU@jv6#`c8h}rDN-o9sGDrwq{aHPUF=)^<LE0$~6Zhdu<c&(^Vj{s8OqqF~96R
zmMEod+tJNmlx`pR>|l1y$C7?SFa0|aZ1GELWY10k3H#|jZ(9+bp7wha(@PDPIdC2@
zI}rk-JhdgtD7>iV(&8vtTr}}kO2fqM>{1XhKP@7807?%Qp9{Q(zH0O|{>)udA|rIw
z*M62<9bdCyZy!Q%Gnoz`<8n61y4;MV5RhsN{!m1uYlHlax-ZWkhS@{fdrHF_CuLg`
z@IaYa1o95ky&!XWvQd*zWVtwX@k+DWhJ;Ji&$S2!B_JlBfHB>*@6dGLK`;HgS>Dw$
zT88iB2PEI0dnw=&?ZGpRMBo=LzN<NyUuk7r9vTXH=AI#W>8ckzV>r_PyA+mQdgpOw
z$D}Q2#0M-cs^2hZY`7>W=;blG^TYEa6K_Y;Harc+N<VA@J*E`ohiN$bTu#aL=VE$Q
zpDwFxO~kw=AXdL#;{`>Vml%gkwN@UPptOp31V)oY2G}&4f;TTTajQpy9C?8$dRg9X
zEfim|>cswO#Y2x}%?w-U_)A#kDZvGvDq$E-wQ>l4Wo|JQlMb|leQF6)!^KvnJeTR>
z=zFnS<Bg$yNl+gzzKA2q;QVNABZH3d6G%e+Ra9Qlu7{Dui~9A{?w!`=lL^e$kykh@
z+mE!<IN-e7?9R#1FA!{F{)b!ds)q*a-VTn~Z0LsM3BEH%%RP4om+xhD;gjlb1#DSm
zKNyFQsGW89+mONdqt7OleK+Oq1+@#QE&$1+*)eLvt&s1zg%x+P5MAv<xBzJcGUQ#*
zH!pwetoZpm4FPh2PLM<O7WSkjIOgJ`sSCHX<>^2Gr46?W>z4RVHmJ7`D};HqS;_Ia
zjoOF|x1Sxglaya40I(6fJVD4H4bN-T$d7=`oTkCLHlg6LOF50_Z}PXNwR!5_5lq{8
z0l+QUb6#zxSrXsoC2O3^YbM8?qi;8s_dox+N6n6JotHl2$EjH8H-=ENsXjWRyfj$G
zC%&gUL3*0+6KTp~FkLs@(MJKne3GsIH4~bD?8G}+<O{{9k)xu@d))GgI<Fe`hYF|S
zZ%rx=LeV$&)SJHGVW%Dd$1cs6Nj218Yqx*$jkp%l2!#-z#OXiW=?TPY5Juz7-uD@A
z%9`m+4*f7-H}I7|oeQKQSf9erm0@#Jb({2S$x^|~p&+wJjuMwyE8p*DvEamuFXs(b
zT?6?lSbwH+Z_$+RHXBJ5n$yRw)UTVM$*b8Ei~H0}znkoglVkr*Z(Vhd5Pyt}eJ^lB
z!TRr~4!Qw9t|T75cvU-sG0cm$I~NM5dk?>V3qirJ;&r)^X{@o3w8I+ryF|z}y!caG
za`Grpi?TQFMtl4<6IgHG=6mImC$YAa9tvPp+?8GXkN9(douK_6&A8W^otF^gNgW+*
z!tz5RzkI$yX5ah?ZyjEU%z7<H>(s0?wbimLS}K$~wf647o#g9JR2%(@C(JfC?wnBx
zYLU4jIrV=dgO}Y}$F!2uTs(NZ(fdJp9Yr_ls<hHXnY8NB;b#{YKbW0zY|gYC5}J(B
zjhqUb@98TZJ76RY$l&9dsBZaL_40pQJ$WGaQF`jG{EobQffM<znt@Y}WtqcnuZP*b
zMR$(P4_4J1uypcWp|P69-wqDFOD7tY?OW_p@tnC-WO$7H4`AoJ^~JX$!}MTee!i~>
zfHTQxQEbolBaLlWie3hsB2$AkjI@{2#~rM+45s8pp4&Q{Vz0i6KzzUcFQpUF=kcP;
zR^cD2=Z!=4f>=%2*v>D;(6SfdIx^pAD6ap;r=KC|O6MAUUjzje-Ys%m(fPyUWlsNj
zB7UWLF!%Q0r`v<iwAKBToQ958Q$h+~+BeRQe+_zYH@`9{EPl2pXkO;q15(-q{SPNM
z5(0Ey&!fWjfu^_-o%GT&G5x}1>Qjh|&07`wsj4e82aQ{9sqCq<C_(>*FgJgkze92|
z3fN)+5X|?$zf)C{PtQLe{oFEYdH>U8+ZS|3-4$ljTkYl4pTTF?jNpb_nGDs?H;i>(
zPd0YhiwT~^_n_h`uaX{7aViwMWP8b0BUpw^?GDag4!z+JYb@q<+JjPWC;Z$JvFwOd
zIrwK3=s^XKvzaxt&tY)^kSApuMuBd#69r#4?j%R#)5}tR9JuUC8;dMJeO!nwT2{XX
zUH&s{q&LRH@2BBKh3~}B*Xg7*M%nIPr1vGm-@}>y8{<?1zvN3TdLKqEYt&8UHV)>V
zAAD2zaPlngLw;13;XPIT3D!uEBc}kj(m<$@sjnoBCTY(#NQ$qD|89sle(LJakiu0e
zZDNTLzR9f(+N<~Pn(pAO>56bVY3t!7nu6!#mF`y=u&h(;cPOT@g3_ydGoM_AgPLqI
ze<!>QxT;a_WXq}<W@I{J|HuwzSN?>CX8QJc5_T<r|GjHuzDfIS)9}hE@R>8okDbcx
zu6j3mPnLf*fAk+Qf26>J=rEXnp5~#3Rqe&T%51C^^ymKAkOo7e5291elWQhU&O!8j
ziywCuh137%8|~n|(c|=tGtlg_{SoHl=hT0x^zUkX(yQ8dJuWdZ!O?fX-~+*O9NW{}
z;_))5n-uf!+UWgtrAyU<Pp{~@`dRjR?5eHmV)I+|hq-QNjkKj-N;$|+GKz-p`Ooe!
zWXGR_Tc`Qh8lB^@CXp4;w93HTg~{5_Z{{FO&ZF)?j#vak9HZXl%>^K{dv-XI%Vx$s
zd-fH0bYf>OSKhL#^$8dsZbfnrz_)l{E?GLxN7tI@)B3X7Z25_E{2RYw&~7ov($zJk
zcM^8SsZl46j=x@G{49Of>y(1BS8!mM7TIFDCJ!I=O*zn0pKdChW{LcZA`Y&VDDD|z
zFadePwLFcZ*~Je1BDlO{(C5VYEg^J7%?yp?)bj?PKm)$avnP7e6qf9n3wg<2ps40g
zm3_^-rWswp(;@OX6MBs4Dz>xPowm8_oo3;Ddd?Y#2ODmH>u2ev^W;#`w>jQcEnrU)
zUVi;Je*>y}*H&vpHM?advCUTu@CweLiSa?Cf&#*+=Vos>v0!nK$$hCoI_t2R{W3*#
zRm!2-<N3j`o7b-obV?&jK+aC1mkKb;S3sff)(6hLsX3p$y70Aq&vCm4>b5s?G%P$l
z2}x_GujtMu@d{C~`IC1iX}qm`l#qrAeR0+pC>9N*6BeGLIn5Bm*ILnEp|Jes;(S}^
zpNssU>0$0ntdSjLt|d{xSRye*;&rv>^8-CQYpyAr7@iAUjFt55`b$)~#(Q+c+*Dia
zW$oiU;4ChJG`{&I&k^~UYgJ<W>=ez|!R>q#jFOivk$1z35-)9-f^AYWe#3yHpk05p
zVZHpTq^R;*!}VZ|jS&TJFbXL1(x$+}QU5lwHs=;v^gf6*hw}JTo*ogc4!a6^cqspa
zYe`4;)b(ep!?KV40!@<c2(c*&$q`C+s=W8Otm(HAL~7{wT(2gPfY>6W%xThs@S5Dd
zi+DBWnmy%wm1fXFid5t;{clC)*W7wu-UcoGQs8Wty;CQMHLn3zQLU{6hz=H|w%;-?
z%S32yIi(6D@diD#S_BdlG*?wyHxfbA|2geQo_J&wn5_wF6Oechb}<g7^1p-%)Xatt
zPpbHs@#EuWcdg%KL(Nb!(7}7wlzDs|*HX>qIlHn%?EB8g&9%Vfe1G}zUXz_ZfJFy)
z9u4*2Y;A1dN*8s@7ePFAZ8p_ZqkOagvH%kBr@-XEBm>xAxA7?L9M`tZc>sUwP0%_y
zdAAs04Ev7r)K7!?#z0$O_bi@RQX&FUt@4e>`~kCeBaBE5IW}&9>|xcBcn(XwT>UCQ
z(8WOZ>S5W}Lf?>kIJN+37Jx~wj(YT(1J-x4YSp2RR}8<(pK!2McKkcIeicb>#K;V>
zIbS<J-vI3?7I{MZobgYMn?_oit?t!JA?bc_!nHd;yPa#n^s7v0C$r%RUgFCOW{eK`
zy+Cmvh)EP6Sik+^1%i2WYe$*<fJ7IFvs1U4K_)$LqSpWWWl$n|_hdT+cAw-)BEWZh
z8?V@KUCyd()i)HR?0y1@6q=?PLRru%BoBhAG5KWAZR1nT5ldj`ZWt(e3llVuz#9Zg
zLMab1ZF_i^@mf5k`pk|f1_rGjJ<Risz_i;pfHq&cMF?IY%#6?2O|Ol6ms@}Z$#JH@
z@Y;nyXqqMZi9c%O`K6<NcxbXqIRZ>>f(aSUD>ott1x$kIx{00-@Q;5E7o{q;ZUxGI
z^w9sYZTrsI-A8;ul3>rUtxWa3jyMw$9DkyC7cbIeai}v{I+XtvV_begGwhc$1ZN{S
zz@z({^I3j-x2%DJi)*QI?O-%Iq$$`Hc$d{*H7~gNl{Zb;gafKMIjpOzYXH=M4-w1t
z*G?{iVVpwx#Fv<FBdy{IQ8S6E+0%K*kAs_}ac_D5C8Yc~f_~9=LXEcKD$wskBC@(r
zy)mCdN_O6(J?Al@XpbcW&3T`nf`S7`5Hj8?r}**%*pO=J*K3g6D00ler>H%*^e2^M
z8IAV3TC~9CvGKX^hI_bP*e(0AGx$3DYqgEJx1yQGJpt)Ueru74S`Q!3OG;h=Qi8XD
zg#8&jo2O)-Wt}{6qP-@3&5L}mcbl7ggMHzC3F?J8rD$FHTxiDTXs&Ld1E7s5fG6AY
zLK0`~YD;=AO91V=3|Ip7JdtA*2zw5Ti;LT6;Mm&o6y9Rj&LnkT&G6Ot#b6Y)43z6S
za1^M`96%>RQ0<B!@!u7Q1~qe{o|k#W2eLsm0oHd*^i2>yV7&$-VySW<j1fTuyF{0~
z$=i<}PB|LE_F!zPj5p;|4+R(3q*3nf`{_R;N}DYRmPYa#c>Q^g_N@)N1F$c9zn)sU
zCcN|n3<s&P8^Oe>Jk!+J7{;4cX!K>xN^{qr&<_DkIus;Kh!I5I^a_|C!NQ0jI=&>I
z3<DclW0VA<5jfZINC2pD-ZjL{wI%Y|r#$<J=mej8r4A6I5>TqT0v&kH9hD6Qo2$`}
zH*li?;Cd2!ya^5~Y%L{ehb&Jl@<xAPjYqRM6pe^7y+BP%AKkIFTBj{g3i^R{kCGoH
zcq4eKHx=YzaPnASVk(k!_6-XIM*%kFR4d#9rheq{bLz{D!As)5YR2XyTGtKJ5Wm1U
zr{<^=m{zW@%`+o6-HFRT&&#~0=EUc3_}!4xO}%gjHsy%L49`RrQI(IK{~mQ+&b-Yb
zsC)jNvfwo%2VdckV$km18L6Muw(2oIY%>?$DEh4&YvdO1c&Iy8*zW2(Av^5bG1o5%
z0g7MtDo#ey`!|6^y>Q<se5~SLuWhypG&A+9hYeH;C|fNThlv+BKI@?&Y5krC`E2%g
zVdMaqllgH!N&K<f^%h_Wnuw#GxP7w`fA99zc0LEPyH=>21ccA1m3Y8{GC1<)1CGT)
ztXlb2Syb5Z-k|L&6m3oJC@PD$ugpcp%+|q>+x>b49i6G}Q>)iaO+zneDG-OME-Dy&
zZU2yKr!qI{gamqGxG{*%lfcAYF<4?x;0K!MHi2XfxSsnCU$_FIJpIoFvLx_JH7;9>
zb&k*VQ2j!Ob0NsygzC{57n>4Z#<a$zeJ6xu*BUWgYBx$y0^g|f;ZgL-wj`1sl+9y;
ztEFzC;=6jSbr74?be*cj6I<xsD$CO847a~PD<Ebaqq=m)L8K$bR)vupy-uq$$+{YZ
zx{#ZXwu3gT_s-b#RT}a*J2YjL!3UtF&BNTvJ$G13`Hh9wnI`EPlQ+$(&jBP5qL3D%
zpfH~Un1#rs&+9UQq7soIFdjF(k5)6CDRdkACQaz1V`B)E#{xO+^MV%=rp8hzln)lg
z^L;Cx+j?^=;K!-wtLS}#i`+WYu`ZQtbrI8)L8R2Jh)7p@sIAOcY=gvA0HG{eqYw~B
z<1FkDe@4Ac)%|A|FSUYDkWEaklnVY`4H+On-pn#=k~jJ@Bs^yShG1h>c228&G<Mz2
ze<XH9;+4QVZB|=5KSIUI+qd(f>>=CXnYVBDOKE{aepOvRFe{{OUa-a(xLmNTTd(}f
z+;Q29Tm4dxRK>emIh#uuA2NO((l51M&CD0LsSVvH!JCGDr_plFR;|b3(8A{_fTQ2f
zp=2>j{%7h#&e<N~cwtk2GE+jb+5TP#htMk(c7XPY+?MBarJoL;zf=9@y+B74vyr3@
zOSUZ-2ht)2$lKeF%Zc2#iL-nIS^3d{>zHTxfK&F7T*>Dmqtbc*_V(Lw?Se|5Tf)6k
z$^;C(ijGztu40rpzjPZJ@0cI2u0N@;ePCWl=;h(89JlXNK|{B2O*tWzAK!@OR4pks
zQmT$nF)g^#lw_nN6la8we2sE;4XGEC?~yYDIf=9mZ+#2FFE$ku^M5x3?7jC@hYc9`
zd@xE}c|oM2h+9m%0L;ut43qO1Q-yg@Awa=DhLA4d+@!<GNI(HnKRWuB2O+N<$eMER
z<oBG)8vMC($2}Yel}{O^M-{ETx)T|;&u_P<xIJUXRfUV8znt>l#r*-bPcPkgH3788
zd${7kK8d}^)|S?n;kvmnFW8<6msOs?n^l^E2Yz$TvEP=|3G1)N1z*?<4Di2K37Rrr
zSeS~S^{)kBg!>iuKZf5ltt}K%VoFctOoHTjdcNK(q0ri*?Yzut;e~qH>ze=%Xm(`t
zyOnHWTo%(_c{8ytG|T2F%2*|Cu3@Qc2!Mgie1xU*+16=j6dtZ9KZXEAV+o{J{Nw&1
znECbQ){J`V8+yY6C|N%=r1qwEfXZj-rwkY5*sdr530|eF(#L^Vxa@h$*z%@S8|_6{
z`3^x|4s?g-nPs>Ex%CXyF%9tF3wKy=0oI?SKh0gQZnn)_l{_=|^kv8$+m&ZPNeDj#
zScj6}9ns(xoD}m0=GyfPPl49tTiE+d%_r)YjWY#S6D$O=@^?&~hpoTl^rw2XlS`}W
z`jx!s_PjyGy%uSYAw&FQDIxfjm6(c>8<Gs_;Z10pvfw_uis1`-3eK;kmn4^D8xLj4
z4#wU=G6)cp{Ltcr<?aL3A1NTSC^)Qw-zpy|&<kwT(M?O-<iW)HckkY*(d))1-T=tz
z9KAiSqdR7$-Ysl=t4_cT0j0xqfRz#srnCYlP@{KuJ$BQTFL7ubA?%8-dar%>Q@z{B
z)wr%bEBtzwG#U&5t6dG0T#SDbxYJN>Bvo-Ub#>Nj@h4YARACR0!c3NhQ}$=Iyb+CR
z14rj{#jLH3Zn@|cU}Nr8emLH};nrc3mIrx{0Qe6x;ckG1IvV%>Q+-^6r*qBUSrta1
z1o2yOmMQP+#{B*1JQX!ts?(7L8mTvguvbgW5Nz&jxG`J0eeYjjLMiQ)?Ld)$k9BM1
z&AW1|FLT^hQF2*|ANik&KdSk0Q>FQ`Cx%=LSKi)V>S<Fd;6}&HtK6O3tHYac9ZNFA
zXV*vru8>5OS7UX{qVE$F?|?sf^1$C!S_IqoLZ`tYJpbXPrIU+yYmpxl6;pf<$!XWx
zH~f;gvr!@~dOODOHKQygME+eoNMU%?Q`DJ|&oLELMTAM4yTzD-p#RL5M0H;bTo|fW
zQ@L?zyTwO_s7uw^9~(k>N=CIg-Hz*v_G3$x_pYaX_x#q05pJvfI0{C>vQCb9mP0|s
z-*!=0+ki^10uz$5tf7MAzaTcRRScuKuGaceay#$S?QEmp>k;B>ou&{>2U<99=JKYc
zVB9!Dp>eb|5jAb6pD3+6)$QKz3kI!C1_tK&YKp{-viiHdPzVM=ew5g<D*EQ^ZqxJc
z0S;OO#mr{&8%zrV(cNqP<wLXS7E4vva<~Zm!2%P1z~EaMj((jv{UmR^XGZVFtt^q{
zLq@`U-;b}otlm1|$srE5Sg89YE6D}dwQ0|G$ML^i9rie*++sF<VaV!Hk$xxxs4lxp
zZ!2OEKT-T1-4W415B&x26|H&WahYQnVU#I!OX~c+M~-3N1!SFv3vNluYWf4{m8t57
zGG~v^H&)jl+FtpcBtDFJ+m}WitB0-JI^%ZumH6lC4b{@iSTS}bTmrhgv46XbsQ3T|
ze(}k^!#{T1Q0N)~BWQ(hUI^%xhP}LX*!ggNNHZ8shh+P7gOJt-!+3F%G%Cm!RQpb9
z6sjdprb+Z}0m!7e1}5({5%)9V#8a}sANNQ_c>WQeW6SJ1;DS-WKN(*%FTUb?I9B{0
z;5^i51T9SWt0?<5t;7z=s^E(S>>5L9%c7i0FEaRZ7%7gxQsHMl??-xdJ`$qUl55ZK
zX(hXD(_Tu})BpX#{cuBw{8*(2wE97XSVxsB-f;%Wp`-b=lLR)P){Xs=OBuc24*n0a
z-a0DkE@}e>6$3?3N<a`$I;9klFlgzLp%et98>B%HcnLu%=^T2fp;JXf7-@!PK*?bU
zi2)hvo*(+H@4NT@<y!B0`OT@l&)&~|_H**qK?X7uQ|ov*j;onPlH6OnUty->kv=`T
zYwrN45rt4+Zt~FZJMl>jMgS->w3h0YBvNKYy8#?1t2%v*gO4dU0@tShbVaGi*P>{X
zL@P=147t8Ua|h!U<E^rI7m<GmSc1e1dxB(LcgXz<#$g9%a>ZtFYyolIdf6(_K_^iN
zi;6veXaWEZDN-(cNc=OFjlSH6W{+q21g#7{(5xb7lgR$7d;Sb+TKl3x<JOJP&@?hi
zi|exboc`+vjVMi4jV!qQ#-02a7VRD?F-VvUgJS2b4Y4TdTuo=)3tUF_#4fC?VUeDU
zUgUez5y*sAu4vaqb%BDe#HfK24w$MN|9%g-HE}b*Z8Sm6#QjamF053B4_HpmqD{?H
zO>*GYHQ9M6EDR7p5X9+>HBEEPQq7f_)$Mv%|Ja%F-Pg4Oe7K=SE=EzC`0W%@${RJz
z89hZdNA~tLb5NaKjbdtXzPcC>sPRuzhwyc6M~ESQRDO-@90bs?sU%YUapujk?%W3?
zS|6(b*hAjQFo?l?3`)-8<-!z~ohDq>Gaig5tB(pP@U`Cu_1uP|-N|(GPm6OkfhB7k
zk|TCydbW@A`UGsujNqExq$U}c?DY|(v1`=CkY31Pk96DRH<3rzS^oz*k~uM5o<k|7
z=BsRDK8&bVZElO#IZAvoHg4_c(6TcsY7Tj&F~6rmpu@t&2D$c*+_5rn6Y@ma%ej<G
zmH(5cLFrm{l_~E~kMNzzi0&s^9ZNYCPc_WjgZti+k=K2CM-t9kA}B82@DX++J;Jsv
z>-GP^(4p|jnnbRXETMMsZd(+D93_hN#hRJHgV(#}krk%fl9*K{e#iE@YZAO4?G2ic
zrkm6+R`vs%-tYqRS5CKJo#=OEU{}+il4XWYrO30ta8Q_wnps(K&(!CBwR<W`2@x$`
zob1M7`)6`5j3^r}DMsJ+sd53xvWA)NXZuzKp0DN|ex*119R0UbpWnMI8xFz1Y-@i^
z_I~f@RJ_;%Abbj0^(DWECJRmn-PFcC^f&8u{M*}?APuW{){>9MpuBY7RTSpT#547h
z<Sh|11prtz1{0&m9u&Ot_m<){ChUE9bxm2TuE{rOK-5&3gIsYT*^>?wTt!3x>7MJ&
zIU<sWglnJ*#)pjbX!9$HY+~ai1K2P3u!n$Ep0dhJ?hJ$#GoOR*lMjjBIc^(avk@ww
z`uWqaj`eAB@@G3hHvs=b%Gq2oVyKEkO-Y#xYQswnYv2|~=PHm}eOLrB_X^0!MgbV6
zj6e{vM(KVK=s95d!z)Pdx@)@nvuAMe)|+Wo=tHvA=j8)H(z6U03HuIvpgM|!YG|M^
z4fr+89I_B6AHO!K4=POp3AJa!1?3RRm_KiRIb2d!SvbG`#ehjK1TYSnX%j!qz3)<_
zB)Y~wwDDjm;P`TA;l(IGq|pT_+W?SWNL})P&<fBq1$EEzftJckA!;ciN`R=L0j!)-
zP|9Uqv8aYYHe}g1j4D;5{@|-6!@KC;ykF)wheiiCr9RsM^4!H2G&d@^R~Eso^V#7l
zQ9Ng#S8uP+=c`fjzPbd!2EhRl3H?+t`yEgP!$N!x_en^SX#W6`3IYl!zfFMtlcN-n
z0wRDiBLXNcb#_UU1fEeTgYR6u$K#KEW)SqFx%VJra!3-B^M_OvJMT2&8>>?k<mT2i
z-yNIS%!5C&I1TR~>A1L536o3#a48)RkVPIbF>aS+mmc=pK4R4sf9Y=k3F6>f5kIB3
zu}TXP0N(ftFfIrHX9LWxSSuoTz(MKV>d$`cI^{5G@Z9Z7$R%*Tsg8}}{lokd#Z6nx
z0=iu#FGn1I9EX_}OlP+Z_Wk4&Q(F;wnsQv~<2P^v`-WqB6x3B;n%}17dmj7YLk@uR
z<lIl{c@3G*g^scEK=i%QqYv@%^J#l;_;LdLVXeLmr>z?o4*?$baj6y*$k70L(8-l2
zLj%=@&Nbskw@qnwBC2n#b6f<cF8`J|f9s4%c;l}fe}XKT%2AE9QI+~ZOlEd&yK&Ma
z{39|*19fv+kZp_)*a=H_zN0Nr=%D2MeWfJk{}465*tgwbXO~zKmz;sveyn2V!-K9H
z4NFYAWkv>2`LK1;ak92&pMjHeh3?z)823NFUogt}Ke#jKM;sCsLu;oG3st#y=f{po
z9X~Q-x4yXe(GTl%rv&$^Co;V^vd$LIW0>3FF|-b&?PpUil>fZ%*;NDI=1&@V>QpXp
zldYyXBm+d2#0Ifhpy!~sqw3Rx<mUt5wC^_nKHFyp(!+mS_VMG#Sd?A#*r#O(Nh7&T
z^J=(IlSH{k%K2Bwb{znd8XU|&Yx1<}038C5ubnk%bDonI1;*_&E1v=?73Z5ST?{<B
zZX`Uqu4&IW{AsKMgUe8DQxz7HT=Z(AlUW;yUgJr6bXoJmMp6jPV_mG>^WmCfLq<%q
zQF50%cIVNr2Q>d5QtPT@-G3wEdXK3=Wm2x)zw7&V&dSxn@KsUNarGHxfOQXnlsI_$
zCXwd4j!nKp)Paff-F4H$I*XD1A3t_U8gG3ug#}A@7Y_FuymPkTw#F-bb^t1Yz-qOG
z<!=F{FnE6c%E|G@38`-;DK+=~0MIs<fD;qDR?GEWkO1U!7Lt|duX6P+u@0J=)|<7R
zQ$TNBYP{>;=y}v0734xa>si!I{b9`N{gyx0zfNSq+NyFYMO}A&P)5bMf%e=Jt~FXJ
z25=4m6P5k{^-sPcM!=cvKCShW^YU#VWwVm*zrggG8HLxI?pvK|(1xI~M8FSwj4m^t
zOx{6*tnKz_Rv}q#xfYysJMs)?JdOvUIn5ZBwjiRPCf&8HpLJj_?WBdgcT*$N68*@5
ziH1sRX)@2cPdV8dR6jxGMGME`b{m@eIZg1R(Ij^R0KghpXAn5-n#%EP0%(XNaB0g!
z1%@*P5Z3IH*%3MIde#GQd%jLyWv;p+eH87v-}IwwqWnz{L*v|U>uJJ_*UDf;mA}8{
zWxTCHFp+gVx2ds>YeMyww&^wYe>Gg4YvP@S1>UB+DB!HqCqZ-1VoNV6OEL%{ZDv0O
z^=<*S`G>i?pxOS&!s9!IkS`I{m-lPjNUs!6{83aS>9k*D9pk`n&C70R98%N*k10f`
z(eE}+V+}F)btUGHGoi{W(ZzS+SE6XppbCIJ1hKkR4QLVAzym!pG$3wZuk^J6`bY5C
zBcc~po6ouy_;acyYu_!tY+R!2Rq12b6<uG?XsnPM5jRWRxL@q^jeofBSV|>MZ(Yxl
zop`WfaM`!WTV;ljGjQsPiHM%Ggfl9eQb8n4^BAdoAmCRBVk-IvuPd~_T5rvFsf9u{
znzUI?A}U4s#_D<Fjg_hH$MX^i2OFA~obS?4)C6TP4azHBa&F9$bLX4zepaq#SiUj3
zzUNTqy?0ki(4i8BRvx*1HWjzE>rO?Bx|zq)xA@<hN0JEk-a4LbE|0h^=@(`2bX9Ea
z$sanu>gTDJWz)IZMagQKRVJz>*iZ*Do!bphD^j6yICIps8$F8<t@BMzdCP7JC57tK
zr*3ER0}khI0Zwn`>?#}4&o0u{n=@;?jb@ZPb;ju}_sFo%6b{~{{kYdZRHI29-HHqY
zOOq3zKApv7yX);}*tA#AboBf`ljJJ3n5%Z#JQBm2zBkVjKZ13p=5Yli4r=FVU&za3
zS6nN*>`?-Q9$}#w$rZ|g8<|~w<z#i4GNs`-&~@tIBo^8|qPNt#L7J)R)y%HjWVfWJ
z8bG<(K%~2=zG8J>;&t%{q_4@^%jo(_B%oj|mxA^g_wT;Uj4S#h0b%Y##l{NwiE6Tx
zdY72J+UNuImCcw$iJ+XY3nHWFbR1U@k@YKXLpd8CMD?oQ>9HgZ&S{tL9c}Ijb6Hcq
zoaiqYkSew&lYQ3{&wL-MIA`@M@|_9%;Pkqr`bDuP9^Ss>lXUCWuvVqqO#-IYfvv^a
zP~Y$1wJBJlQM&ZC%7t03qphI@`ai$+)IM>FPD|BsJ&GbL*c%hlo@nF$h`6Mb$d#h6
zF%0;mfE>$)VTWe?9uobG59u(sBWgj`bF^kGTGl!zPL3c7RVGFxmckr$B@N0kQwDLF
z%LTR)qj3Rg?g!aJgtaA};S<v#{Q4B1+AiZG#UlqTgh#7;grG&`#_I@S-&R3s<Lc?;
z$Ws+j(qQl#RCQ4zo-fjo81d;o?v48>^{Wm=H%>(QT!))2Nm_i(IaCki0*q&B{1aK9
zHoePVjxjCOY70;uEgVn16dS5@Enm_Pr!o^asCEG<$FeX-GKuWrN|Bj7o_jl~QmP6~
zg_RPZKAaA=9LgM1avuicv($wN5-3Inosm!5Hi?P>_sUF6P8wTtTLX&Q9M%W=i<~wp
z_r~a~3O7mmR7WR;#jrXy-v3n-zwJLh&z0TmBfbz`O}N~+QTpa;cHerZ>bkfO6dGn_
zL7m)}Xp9N$xlLC~%>H{Bd44d<M*L`QVwZ57bk<E_Ltc4@=Zo9ySGuFMR8h6S9hn)&
z{{Mu}DF(9_<qZ25I{N+mK3l^U^73V4^?~9*m6dn~^kFI*X#8qnVk!&;UivfYZQu7N
z!I{U~zYoCg|I#XVF*sT%_DI<*A#U70{KieWAvt|ZBDr{p1Azt;7%I^o#XVDo71dn!
zKMWgk%;Z=zrmmSr`foTNx&Bg@ILRCWMCC44DS5zq@4)awEA~Fx@fwlFs$9~P*vk?0
zgHf;EEdgZ~Ly_2tgbzDAv9;b60m4U~i<T{to+WCTeBa#Wby7^yn$;Y8rt&2F9CMm_
z9ZS0xuB)^}YnC`z6*<sakDBcf0MDh*M5Frt>t9i=Mzt!L0+=Fd$(W4oIlK)F@oWOb
z07T5*v7ncugH1|QWdKetbY4O($y=<b7}N8Hp}HtJEpNsc14H^t$&%w8^SAzU#!S8|
z$ivNOk4ipX&CJ}1i_?r?ei_YwpdsPPn$vXr)H{^DYz*P^jaR3yP2GL5wTFqS2J3wJ
zfbvaGk<a70^Bog<r_+sr&S6rGsS3xQWTcf*YmN&1Zr!Vgx+NO&ZH+q*dX9T!j}CKa
zl+_~ogcRliT4$E8SREhSv#mb)lbls6%3a;0#yyu2tXI?tPsrpNtT*E413kNKCo`n@
zKa)CAe=ugM21tEuvH?$DUAexJI=OYOSKF<;RBtN&@8W>yk5=T@{=o<NLJBMd!gO?m
zKFY+qTdFhak{I_lH+qN8QkXIbITBAc3B1a=>sq^<ZjkD}Q|(ix$zXFb5~bRUuiLRJ
zyg(4uMnoumc5r#A%q!qtuL=8ITkfPk`Xb`oBzgMaA2vz+{)hAlU*_M<*)`mW1Hk=Y
zCwlSdVvnjl@6_WLL&tF>#Tt%u<1`x3W(0nL(y)%7v+~y4<QVkcko}F8ov*WrEYocX
z-R$?1bM>;Y)3@p*wqw0R2Q!uWh6~3HcQDQNjYU3ZIb>mVF5}Pdi3^1d`JBmZN>r4j
zRlzrM-ego)8v2^xv$Ow;k>IR7n`No>sFdH{&~VfpQ7+w6%)>8cCFZX6DDB%6x}DDE
z1e>#_jQXBpyrP-=C<mEt4@h{x8_NN5QAB&r0H(t|8DHIxRz5OBI~5Ov1<&W5lNxSo
z2;H+T-SeNyzh`AP7(}_Ay;FourUz$L`eR!UU6q|{yjUTOe@yk=&6){iGH<2HfE|nI
zP|fEew};>c3|H@e?swE*(^Q68ep>Ushsd{W8XmG(!%-E!X(o|8akls2K<)$YB05(v
zEs>B?H1_8;-=zQ7am$ncbnM4GAFZwEa_^3wp5`qmS#(YCmxmEDPNRji92NB|q-%Bq
zvfXUoaF|wAcf)ddHRhcjI)<9PkCL)B20k9?Bt>OwM(X6`ugbomQ5TxJ-p7fqT#73D
z^R)4g0T)+wu%GSTP0u&kCx%tp2QJAmwbuA8HNoLf)M&X@_4CFaMw`wF5Xnk{mR9{y
zKuF#_ub|L3o<m!<@%m~x6pYALL;Jd9({m0x{Lt!dM?zMgFn@p6NX>9%kYp_7yKeSx
z*s{wh_g$m>tDKrJfBbVj7*#hdFZx%#3X?W$eys2AazQb5w3K3%J*-YlUkMO+(xrLf
z>G6pHy!d+k>~B@!ZO<A}m%_^?+<8Z_bY-B^{ZhDxjYh*0(wOP-f=Z^7S4GIfg(_ph
zn#Gd%+YV??vjidUdG~7W2{*FtUD2D28&j;T1azqI45q2lVHMMVDWp}}FWBRz^xBlA
zTnC?_)8SxxW6on^DWNQ{#4{3{At6;-1%~j3@_kY-_cjIYpe(Z&@H~rGD=B_zf;$K9
z2kD<)du&$TrFSw>H6Dd$Y}Y;Y?dsk4@;Z<pOrDxDomFudIjx=NnH^|A8aF_`H*0kB
znSgzAGJJW^V$G(+e!8FOyz#UDHY))E^fB2QY^F%Wfq0Pbg1UHJgVA7!MN?X2%dWzC
zv6%W%Q|`vAdnEFEhz}mTvGh9^m9>rdlV}_zOZ#XxhV@Y%*k{V#pVlOX%kyxJ!=u!U
zEAckp@)=|5cI^uF^GiKPX40E<_we?`A@yTgwjhrr3j7Um>LR!dcM5)-hvm?uP=&fi
z(!`Twlx>X2j=Gf<lqYVClnjm7&K<{LCK0R+#&+C6nWn==j4NRqZfD?S-j|Cu-?qvg
ze0dLNx-sp)94~F!teq(^o{g|NJ2Q?h`<Q3jIPAKZY_G}ln(m8OPcX@{{raR-r&ih*
z^~8oN(4vr>S{^r_Tp4_$OL%PmC@Ki-K}+EcHKtp%II3Z~!OF5$gG$44)yb?HpBNv<
z%qq)rSL{r2C==t@BVz{LOEy03@~0q7LZ(X6p)t39&6CWnXUZwSQLnuW>z(oCoE5X6
z{FP=mi)$RwFV9C)(J~ye9E--qrO6hmE<Km;!#o1Z08Vi>B=M936MlGCk5^&PT0f`t
zd$Vk&F%{kEs(k0YPeAUv?@X^q(cg6s9$DR`UfB0v^Ivj#5xJrkSgjEEfo$t-3*aJl
zkH)I4Ckgc`qNG8!OJ`L*F5`XCUpKI!w>FTx^8?75?d1EV=nmDS<8Xr>HM*@&m;GMe
z7%8Z{C)ntOdx4np(pg)%8-2P<Z!WbsiW5<=3(>xdw~}waMAsr(p^Yj;^fECp<f=@f
z2iWXwCEt1<OWC)8h;^mKZ;^1e7p^~4OxTy>8*Z|$xn88lwEK$^-dm@HG}$F9*uX!p
zq<&GARYR>w-{zL2UC$YtFWN1+9SW0oYU#G1?k-(vF-~-l`BfT|fs_+4nz=jH1JZpk
z1jwQ^S4~UC>|L8nZZ)3Ac5tF-$iBWw51tqvltb9Agt;Gxnyq;AjW1q>B?Ip5U`*;_
zkzp>kTHvsd(xq6-A&ZY9IBK4tJB-!8Optl(v@~9stCATx0!iyGRgaI5UProINm)FS
zBj_6A6-knWFV>k;UjF7%yFaz8#!Z$S`6boSDwPz_b_M=EJvz+hpE*0yjZM<W6?-Ih
zb>mhRuqY&N#Ymg3DoD{DgZyx~t)Oi5kgs*0$9`;^@%B=Qd2qM)YR)2kf3f8=k~w7^
zG`kiuXz*LnI$kc9l<|hD5~_b5?UTORPlqGtygig)o*GhrgX}?hKIN5~<2vPypUYJq
z?mKo{^c-i!L~m=~>Yd3~IKOrK^oBcx9P}4uNyHA@hS%BLTb3qynF>y91lJdzdoROu
zJo#lDfUjG!d$8Q%H@<tj(RSxiO^N<Ma<H2d4%S<7SooKUhX#P+E?~mWkMn^}JwQPh
z+$mXTa(}=kHS0kW)mo+^MTXVT*X`yA_0u<$-K))r-r0(G?<F+JIG~S?Qn*<7ADnFg
zi$tVM4uyJo)zl~2$s&8PK$lb~V(oP<y$+v(%wl_S@}$Mj#K(j^kWExNwC&X<NXB4~
zJ!!Gc6J21-xU&@81FIL{S}u&(KMq{NsxS$)#@YV@QynB<D`)ayep0bacr5FDvR~0t
z9uzfR!KU=$Z@Vx}8G4Hi+YXKL@U_ERI(uIYc1x*g3PPj#4wXwe^BxOhbP!0CX;bfL
zOEA~2){SX;ee_t9_k9vqlk`Rt?SP4;mbC(@PW<nKNOX=RiIh-9L)o&%Xp!$N_g}x@
z{GN(350*?!MPMu2A9WjC^kOp9hVJorNRDS;uDyBn55>auxwIFHiHtVHSjDR%ql)}<
zH+eEh@#c$mf1em&HieL7ir!UN5lms~t;vt<k-8Ayg>?-J^w$|Wj4_WV6B_tE+@!8g
zOC4gy^9xs@uvxda)Pt;svK1Zu%>glyi8Hyv$7~Hk@OH!a$`>jA-|aT2G^_R>YYz##
zPIcs4w`6&_8&ASB_^k~M7p~_n%^d!gj&1=dpVsq^ceysEZCVwnr#E_tT;Dx*BF^&+
ztzNqJef;Haq66q8@@&&S%_i@JoyE23v<NKZ{2cYx6LEHkEY%BYE3}!suEmow53-Vl
zsU8?bo}-4r3F|C)+csytfIqY1)9!@Lz|@J~f1rB+gk;5P@Z~GRlT$_M40<CU>=n}R
z10dk*VEDcWxOqgeO`Q84mxz|uhr7&e>gQB82#NCd3O(R=8f!mRmuYL3&rHb8NMT01
zDDb!T?Om;o2}o-C-(U9V_vZA{mHNV${bxLR<sAFQ@?_SR*IUXQ7ayVH9mjmpTmPvg
z&W9-Q_s??>Rz4s1<cM*uyg2%K_r*9r<9%oL!Zj!rp_qX5-Or@l`^iWa+f?79r2oO&
z#Qm0^{u$V?@<@291g<g?wv5Lzi27sIEM7KhD|#}CBV?jXu`d&0%)h^_lf}nV&|W)W
zVdHx|Q#O&?N4qin1Aky4Ag;&f7LdGBe9KjK^KNn@+fN^aJwB^!P0REMHWHq(I)0`~
zT=yigS^nT%rlyU2zVydB)fkgu)_<-p=Z`!I5sA~Ur;Wu&I~ksS_B|+_T$nqd?3^e<
z^D`Z()Di8GyY}Ash&>gSX;)r3^?(LtT4@>Mlk^6q0_}F;U=iUVxL4}cmC;Oo{XMIK
z``g9G6}^m9?hg8;81-Ar)5l8*OUu!Q64p+suyb-}D`YqATj;$;J9{RJtE19fD<Ov)
z2pw0F-)PS`^g~<=PF27!#Gi+atR!JbrW}{G5io8FUG7iXSf2ujb^vKwKJd0redy$<
zLX)E}FRa6V++{Y;gy4W69NRWJ_~I1&s-2qNS=lyG<GrC4u-6-o@Mn8OF=KO*aC}_w
z@XBu|SMr&=RUlPWg*9-Dsh&Fh94LR-zn}PlosWLOc*eLjdPM{$-<D8C(Cx-Lj#iIC
zpiR#$F)Zl+bz8Kv*geakh41@M1`Gb%O2*~Xm3Nrv__TNmt%K#|A`!nDvm{|1{{g)j
zqwM2uj&E21_oQWSf#x9HQVx~f=1irMHYWjrn_M-G)l`N|CN_7H20$pYyp5z@L0lY)
zediuL%?p->h$S4PSo7wq<R$K5wxMof^19eJKFdhvsxyxRTB{IDD>F|Wd&cIkB&jL6
zUQi^@R32(;HO8G&+-S`DZ+&&>NkTV?fUHe>y;bRCIS8Qo<Ix9cUIIwu*wTJaiS4UV
zLSwzEeS+#0K`Wb4Nxz^0{EU)9tx^I*;uoHa>g@!P-ShH%7h8NgueleRivK$_X3+g8
zZQy^f*jyfQw;&xa?7W~`hKk-XxL9a#S1F)ACz@#)jH_=d&vVHEU4(RvW>Qfa<<TC&
zr6;GRGmlTxifATm{RbZeP9Lt@^iKS9Ke!nOKgSgj*V!7ByeY$Jnd-Y27l5pJ%fBDA
z6BMh$AE&O;<#m|Dg912{X(@;$#0pFK$#`rxYj0yp2a+6?sa7o^L%Vnv_&jEE8mFca
z(eYHi;;Z)*Ex7xwSn|Bz3W2B@;T|w!NiS}Tq&$Z-Gx)Z+=4($lADz}>P`Brh=ObXZ
zVs|UNN1p&SwKsUgsKG6ZUEbaSX}0P;H{01OeZ74cb1wR}mjz&N*D!O$bwzs8n))8a
zxN}b+gy-W8(}zV5I=(d`<vC6US{#A~{M!<LJ+f^K)DSv6WQR4||A#z8S55cc)rvj3
z2u9274aH(cHv#I<fGofjjYVT{-8;>x$E2FND2|mP6`1(vK229K$%k5~o1%$IHrpTG
zB_rkP@OF6z1Tl9ZHP!!%zeOPzW*Ip|T#txbge=lSJ?yhUXPTzgqmdWu1=_+pYsFG(
z9?Pp_7n;%YM+Pj+C9DDVN!}}yRiW1pBNV8WK@wmckRYT5r}Tk?&Ob4InzhQDPf+--
z*CC`v%%1w?(_-Ec2)5q*JDMTT(fkEcFn85O&%yEgdh*j{5hc?Z$E40;1<P~6FbUVF
ziQnERf|Lt)Peacl>(NGO5B<TM-t=H@b|~IDZ^pOw(YDyFZu}<iGn<Dsst4+?ei%!o
z$rjk3KxwXJheP@UNne?!vgl%vTk=ed@@06bq4eV>jMxx=zUqUnkXL2AM1Hn?^4`{4
z5>|dwF^2f(Czf*LPoao1{62IPl3t)Qdkso9<`!R<N8<cx{ix-++1ZwV68EHw%ky#W
z?nbF%_NBpnmd>(gzT|M};{shc$>VY#^LLalr@g*PE!lbCOXA(RyG@50GE#H|%FRaC
z_(6}!kQ;VZ9<*Eh3dp$V>>3m5Z9j3I!`y9VQy2m)%kmycfguDU6;p`<iH<kIqUqDb
zwY#h$`5U@*;wMa0Oy6dcTKvMxwppg^<A@3EeO0}}2K`xuVbr?a0Bq@Ot28|8=VmI<
z^JjrbO1$2p>ztfwJ4Oqy*NX2jS6=jD4OzqSNQ`Wj#bmUI|GQ&gkX;6{N+iB`tum#v
z;eMCV@xyi0fc}e8BeUl9hKeG~W1GN?hAISQKX38ajUrPNJ-xFw2j8C~W~qDC!QNts
z{AW$scMK}oQS|s{LTbt~+EsmYi@=S1ZL-r{NwW9UFFtL<0u_MR9)=l5oyaJ%6$)IE
zu_g8AYu8ExKaiDgJZsZ>zwS7mC3C#XYSlVWB7xQ(|5{3ttZdZD0RL09zMy>pE=sAq
zx8MHsfRK>3Zz5GnL<^RR=mz-etkvlIA@2Z8E$?`aO}}<AI@CWxuwd{Et!lUWg3BdL
z#O_1Q+KAy^M_Aa~+&80%f_IzM%{R6}7Mjw;Lm=}H1V{3ZmmlFgn`K(RuD@K;cbe#@
za*WCW{EvS}MxQtl5XihE+u-q(SWoLFP#YPLs<Q({xLZGFXja)z{Rc6Wy_T+psbK+B
zk)HKx|09ylLMZ`Wt3RZ0t<Wm2Sgz3&%C6k-jmkBX2P0kdJ=%|qN*!?H-<up<FBarm
zCC*+wy-^^6%1;JRP*WZCqqKcl62r@umfm;m+CnI}&MEZk&6H}7$foHzmrF0koix{>
zFiC&G*p0;uvV<E;$79HiKXj@_4U+$^sFz@9vV)0dIq=wDj4L;gn)c>(1VSEzToS8p
z&-@*bR<~*F(SaI-&7G#Omw>UtkoT2zeIY(~u=s?eNsa{pd>}nYG(G)9<UT@+RR|@<
zcaD4}yg|s}rZOdB8X&TI8~sY|<Vgi^9elrIy(ibPEG#-9B~Pn{kG*FIU*3PVQyrsz
z0jpXI2dUHbVTjB`bdewIT@L2k5r>F>ml_)`KJ;r39<MO^Q*-9tdwwn!HS_hA>{K6-
zAMVduj2-JHJ!<_FH~U^;DrF~-tN=&%TEppU)yeBN<IKO)L*Zf$>|*=~N#HE~U5geW
z<3Y4DQm0qjt;mkLs7H4-h4cC6-T<RX6M%SQsb*3(haA$Cdvq2^mDIA?Qnf{1hW1(M
z7vwfk4E4&jvOd*srdri|Tm8b1-uCB6d+(M$$`f0cl)3a2(6fODCIAmifgV|tD!YX8
zRC2N4X>^N>m#w&y^6d9Ea1!q32i?7(o{FZXX`EiT9L0a~jQ)_e=*M`2!uxjkU*9<4
zvl=xhWJGw5@sJWLB$0w<@Pq|Wk;84upBiu^sjS>YK17(;9XLF{A@xOW(iSe1FoinB
zJkNt|;bY;~tJ|}gH@<bxu|#V~IC$c;knkC_VapD~T5ul$Fwkkx`+;v_`Am^KYF6|L
zXVh00t<F?m+-1yr$~A>DyWX*{ulE$Pjyn5Z{pz0Hp#cM+cngkSI7~p@VCfK17)O8o
z#C-ORnC$)EGM0P1NgjMxEo~o})R0=ZS#&mH@S4cFb2X61B6<UA3xS2zW}TX<CM}}|
zt?UkoAL3V9vyDWH@UgRES2;^l5b)3zKOA65c+q1DDm}fhySICxIm^0%K#sW>DTi1d
zG*%k&yXV#@7ePKiIxp)F=+=7v?CI?NNl6}fZYWj8;P1Nr+ia*aQ`2g*wmoHcNZP8w
z_J@RM_t;`nB~SbEwS1T<R{~<iL``y`Oe5w2naoU*C;`1?JmLA^EfeJBb1p)Ey|mDk
zVW)|GA0g~_PXx=OYfF<RPrSs<(v`lsTKS4f?&FrT(&R+3@!c*1HIx(f$je{m12o(4
z*TANpB#;<hwT9pX7q)bbwrYb`hAtYp`fZueJw#${-(_f}AQRu1{@x_L-f6F_+IPh!
z75ejdCg|XItIX_I$=xb%)u>Dc9zLO*CEZi*H~o34u$7+a<UXd$3WMeQ^#I&u`_?3L
z6(j}nGo@pynUK5Dd;_iaU8_0bo@uw=t0^k?zNz7-$FO=_(s!S!o>k7jI8?kjSoC<u
zfvH%RGZ!ER__COsi<IC`DMX<SCgo4!K~3ef<JPnq%o+R`+!$%nLWw&N=)Sxy(P<Q&
zRUUj}sB`}Yrc*z}8f4<Ya0UIKeCP==H1sc}WEZNRM+%H>D$2Dr$faJ5EfynFYY+To
zncSD|xQ);b;W7odtk&MQ|6`nIz=~h%tCBO_Nj2Q5%D+_HYM<j6?BGvg8>l$@Qns@`
ziQFN!7HA1YKEnK#R&7R^mX9I)I<?+RFo7Q?Vgpr!!0^4Ji6dC!QMl*P9zIc-E+a=p
z6t0(aq1;(ksc`U_jr8|AwQKpl##6P4D>}+9i9<q0-i{ctcTi!9`3pcFC^pA)1onIQ
zB(f~r(K9>m9nUhj+)ScK`$o*xB}3^AFxs!u1WEEs&XtV_{o5OjB=UWER{d7s&t=a6
z0Vd`gaJ=<-JecrhC)v|1d;Mk#SLBi?8em4OY?+AKjAVX3I@(p5x6Qz9>6kSi<PHQ;
zTJ7{iO#dYs1YQSP6tZ8tf4E^6xIoSl3>(!#+GqX|dnMK{HGd=giSwqx*^@~5$yC;l
ze577bFjxG}D!A)|eBU_zU#H1w03E$jrIOuOJ?rKed;xzUH{y7(ju;FB3p#H*(vI{4
zUY1l_!zv7^wnFinN6)J44zBTyd))tf-)p!)2SAZ7k#FT*-7<*NaLrPbc|Sz<sHts0
z_br*p*`Ps<qKx4!A>g+)cYLHL&?R|H(Iwua0M>qVdi<_MKwGf`><QMk5rVu)d0Wa~
z({)e7EQY^M+wIao_M~y^0*D38o8FA4R0tmWnvN`wqCCO#Qt?@}P$(eV1sdj<f8|-d
zv<aD+%F%Z#EYT}SQVbJIZvj2SE(-k<7vi~7Rq9+G?^W?Uh8^-tGT)-DD}qZTfVYEo
zo+fE$Lq|e(9&#MNd@J3O#2D{mc{{%;#uyK?;wXO61p5WCG7olqQwIFY5!#sdLW9BM
zIkB|2XiFx&MYqb@WE@L+^Q_L*oE9u2Zb2uLjqkShNyZ|IrlnC^N>sp8nSkY)kvHDB
zqBa-!oaRMDw5PzWNiM|6JHPia|900LR6B~Gc$07i3@2O=+L`zhK1>k;Ak--5%DaRH
zi%5Pt4vUPQSd}uKn)>_o(dU#6-=++D>His_)ePa1fwp)>&AkPeYw7qNwZL5@1(gh#
zFG72C11h83MJMrj8z*_&7}b>eELVi}@X>pUxn2!tKbHGAqMmrwk<8Ne%a;miaAl!9
zZ=ye}Dg3jSj!0;eHoJ1xCcNgWkvDHK<SJaKjTKW(y6WicNI|JG!1kn^-4AZl(^pns
zb^JUqaAE|J$D~>eZM3w{>5G;W*PwA+<g%uN;?xZS*)&7pL$r%Q*p<5aC&fAf_sPz^
z0m8k8*YZ8#QPt0DIeDkBNuoB}QR`BP|1Nn>X=qhKVrc9}*K^kc<;;vqndthBKo1E4
z%P=E9&Dj{jIl4*1RTky5KQE0fC=Z^_iM>~^%7;e8&+`^oHSS<yo<0O?LiB_bxE@wk
z!yP=f)ouW6fyQ*V1srtkmR;FPpvI~6Tp%fbFU!ekstPzKP;K{lEj#bm&W@E@Oms7D
zqi-f(7;DwX1AXcXJ=pOVjv(-_0kM*m_+4o|a)a7emZ8<J>_&1_DxE*u-l2$)`zUt8
z%s6%9$4JQA)W&-{$>6fghw^v)*8kYEnJlp9XOami;1QS4v||kjtJ~<}k9X|T*cqo6
zTZP!wR$P33(_aet5ZaPQkMP4CZ~tb^Dqf&;cjuTn{Q7s#bLzl|0tG=(CHss4RL$Z(
zTYR`~24y7c3^dWZ_QP9RMP}2?H53;=vpzlEUgP&tSI*7S@DJSw0afL8At-WaY572T
zp)40<5O(SJ<I3(GRmp|n9ZKoDEb`2oKw{>{pyhVydvSZTmaoCy7WVOA%B39*>4{-P
zVaDGr|7Y7TKr>5Vg{b$gC8Ko0B5#s<)X>pUuVo~G*0^|B!$wRn9C7ZE#&|dAjPk`%
zz2J`h>2HurslPgcF@HG$1+YJXvO{16P)bsT5C-F0{{H4xOtPK>@Vl*KO<)Wc3rkF|
z<=eaF`PnWP`d)F+R&nQH6Gvf_`C9;Hc4|o%&B2)ofqPmyj8w+ES&271ZC-DwC^`rw
z)6O%OoI+J@YFS0_6BDCxtmySw!@bNTTH+3{(Yu(|(t*82`=R6=<Tw_Lh3E_Ptm=!U
z??pP%X*J_b{-Y$SIt@lSJ{H-gZ`bsal)7qy`yVkIMF{R&MDriXDoauSpm_^zwg%Yj
z&VpbLZ9GW4|2c0~P{(6lJp_e#Mwz)@8pKDcjdSvh3Z9C%HoW~9x_nD4Fl~Z7;W|%!
zQs2!4JwG*pg<R$RC&oh!CV))ApA_j2MIK)$pdl^vcj-i@tO0LR?x+nEq-ISF?Bsy7
z1WK1)MfJkDq6FEGoN>IM7ocuE(>dCRY@6pxwb_y;sB?eBK&$-kD^M0KgqA8WO>ntH
z?|(dQHvn`)HlNLe8iy)Xru_=^-6t=YY0#KxiBdx;;3TNgNG073!m>Eki_?!>(>zP`
z!u(`Ym>x$PSl?zUtjkHcVPbHS?&h0hIsl)1Gpx+~W7t6ejaxM2u&tI|e*oer3Fi)n
zHSrX!Gm@vSTnSngyTciB26u^`bUs+iqn!2S>F=I%tZgixmW)|+3+X~=&RmNXZTv-v
z{jmud<rN!a6+Cy6d*YC=v9}|WK`xk(Y&~>#c~_+pbDU)eXUNHSZ1Y|IvqH+n*u{;g
z@7hmA=cveLSGUM37tfohN&UR~j#YgV+|tt<oymJk_S)U!w;aG{h(ay^FY)C|K)z#t
zGI&QA4h+D}P@v6D)5>80sheFQ@}7Q=Op7N-FyWcn%4;O>6N>*S<MyE<IvZQPj56bc
z<YG|S<NurvIpVB(C}!C5U=&9H-M+mtnW?s9ph+{uLub8i15^jXz;(wNQRbgK;-d#j
z?n5#Ag+~0EpgOo@d`rp-X>=|gglmBnP)z>a2Vh2U%X*|7PDgoARf?YAV02GOqO!B)
zW-7CLqo^X{+!v#s?L7G<s~&o}R&a9z^KRJw2+aFwITZB0fP%i*+M|9hzvfQ@hHkR1
zrnQ9zA`^8}-r+jg@?3Qk;r*op37JX-G3St?FMc*pP@_w%!FB_lz`r|z1adNpKJF9V
z1;3D$r2P;))wKCr&$?Y_25>(DU56Hxi;P6~TnN_I`wBa+h_7sbB>sW(0@Iqbcgo-6
zO9YNDi!CZBj$pT`wm|^&`?9aE+lEGd-32@jbc#x}z?DZlK^L!^vg6#SAP4afVJjgs
z^)c#c66V0!@X{JHm<v${kmd-C#cx>S(wT#;br5L)d!F&kr8b5M@!Jl-KYnDcz8)^P
zYqB+V5?5{SAZSQQ^J~t`9dLRu_`M}ZZDp9e#^mW$836f;JhB6|SBKZz>;{7P;whFq
zyI}{>Zf4~^;{2K`uT>~um!4$V^yK9q`Qa`rkbuRRJB7w)r4<+fhIR?%LDHlIjcN<p
zC`H2FFkT{+w>Te-0@VR`q{Hm3Qft=)o#WN!aH5F1i$g1$gI&QpHqzWlD#N1bI4>wN
zVok!WDnVg@tRiF(^QF_SMwE#M0BdC!{z6y0;{GbG+S+@T`D&o6C#Eltv}OuLS2Q@d
zw~RgmRW?1n&}HVZYP{eP6lI49f<yeMH@pZpuT*WLiF{MG9Ls0u_MX~UqQsl0NHcTL
zo|yvs>v~>q9SCot6NQ99cvInIvKFy2J)G1cZPT0hFVMn(3;ZHii3cP49?$OU(aalD
zTF#aJatVV-i*ikHcIk}6lq3!?lGU0MLctmQfj^fHs^mEkQ@PU$>O+pubfD${=DcPh
zix$s)Q21)BwqGk{INV8ab7}JtFN+%9%-3>Yp<v^_7Z1C#3nKp_+4D7JaPI_^1d1-1
zKl;Gg_TQE-K~ZCD<!OrOS3B68$8n)fr!)YZ;dy;G&<w5BPz)b?#N6%H#Dj~u-s!iY
ze$J9^9e~MOWdVW#O<IFO%Me@Yv?YK-$RwqCq-m<mM2^hCwf0YB=jZ4_%eJ4*Af7lE
zU$__ykFerFSmmpzVBqbSX952)K7RH%+<p0FF+1-zbsXe~DI}n^xdiB>BRe$*$d{4d
zzRthrgXPu?XIXL8QiMNp-qfN^wcRQ0Fwc8hb!%H2TpVRsqnRdY?_QdQ2h<DT8$=;d
z;a8(tK_@dLuZ+%-yR2KRqXg+@fF^V|NT>qH|2JS9f%eGCKyDbfPGQ#n?MbLvldbmh
z+LG9CDL9`Xnx)%Q%8-}&KCyMfuwePRhD75Of5+E`B;WzX)N+?DKYx7-+?)XTwg!mA
z4g)j=Ggb*fh`?`5$)V=<CY9FM?LDO502JeufKo(RqsLk?ke1}`^kWJ*bcQ-ZVc^w2
z@aE+FIYpqASqfV9ZNQ_754{*=^HSUPV=c>MVm)h@Q!Wh_1+Opsxl=S34WCkGR@N=$
zscHOC*Xr~V7@`;qt)>T9#m%@}D@Q;ufR^Ej!Sfx^D%uZTi57LlJn%c-U+T30Z?t+J
z;YSk^6Z0V<2B1rTSu1#&oCEP=ff5z0)-IXyV!DX+2S~l5zWzSPbMN`@@3UIjnFp6>
z)-d%E{C1jBOY+Cmm6Iks2?#A^#MxL2=^6L9yj)3a{3FX~HCT;8)4R0%88CuCit7VG
z1JILgT@*d**<nmtpr5bWbHfB-(jtNC_t^%G51;A$HwON-J*a8yq<dnx;3H=TUi5xD
zOK=`y*&t8`RmqW;Ce`+CAt1+Yta?E?p-&IyX`vk1S#^PQHfN+pr%l<wN*pkkoMjx~
z|NFzuckbM|A3#Y-ncfB{v?JBl>s~{lR~b{xefr!f*`IQvJ<h!U5%K;{AKyfiwJ6@2
zhS|_<;MI&vPp#I`I(+yM(Yvu{d(EvNs2B3R%}?>n$S!Jq*-tEs7b+aZe~{mVRF{}_
zo>)8|Uc6Dmf={Gg>AF&b7q;pxl#iw_Hl5K|8p%~j;_sbV0M9RZ`vfUkY)9~qx!hN&
zeRb8E3pko8%Sg*UP7;kR(45xM7@#w}IXy^l#NyA?R~kM}P<5g$m+<9QHRYd_YlChZ
z7FO;vxzJO$BEEl|AVou)(Xw>ygjUeW0*Tb8H9YQt6!+SK-sI#1+16sChALqzEYQ7F
zsX3C(vy5z=PvW!Lj@W&rCAt)9+ZwNyNtVGLA15)T5rH^2tDBua>>ciy&ia%@tH|h0
z8CFX`<r=%>3G~YsTVKlsLGmMjLya%HXEUq_v<BR{hkVlRJAc_XEHi2_y4Cq6SFEp)
zL_RJqZrisP4CH*XKj;<(kGxl2z4=>r_T3%O4@>4jNx^<#G4ib));O*IW3_Bu^lYmD
zkYq~iT`c5+@AtX=dXnPCDuj{At~dSU-=*>>(pJ|Rz0_M}+pfciseY17%@E)Hg0gob
zsRX7!c(6T%D)GEE6mOA=Zt$0rd*g%=cpvrulibdE(FPQ&UsEzf8tS}^g4KATdMoVI
zO9UO;mk#i_g0`bI$IlM*6bY+Ge*#=RUXS)UY8kBI77r^~*89ELR$;To>eimFMK#xC
z)vWQ}TrDn?R^syfYzRWQ19zY$8daq5*pzvvy~76!)Ruuad?NR)FpTVN8+hpz4+%~t
zEJE*lt^he(J)ly3`W{LuSjh$NlQ<4_iGXbsjcAD;qFXqw+8a+qV#%tQ*VgJp&3&){
z>iIiECNn;3_hf7fR?s{PQ%;{Rw=PVq={EFy3Qsc?(b>IRW!5&Iv(z$J*XBxtI@$pb
z<m}RNVT`|5h=kz$8wyM>_XK#pM;;!9wkt;qls6_!Q{!$wtY1%3?EI^8@=xpp`saPK
z=`UqYLlGMx`LnutZJXa1(o03v6ZV0^h(v(r>Tiom3-X8wK?0C0q2dHrP{ofQr3uRy
z01B{+KYLDYNKFNW*+Y23m#<S?m%#9LBsdFXP6-_C=mOk>h98PBOX|;N|GR=JQlVJk
zNlW3CD1yS^-p0(vp*^}dp*x;yu5@FnLAY}_l2*Xu80v0_Hza+MsFcXp*s1?%^}mP2
z+ykk)bMSbiEBsD;(uAq0GT*t_0vBC)?I=j$qjTCxnfb-!+r97YLbp^ZbW2G>`x2fb
zCP)AZjQ0be7KcO7=T!=6k?;mU546{wfCrq@+a8Dh(VZvJ;G`R`k`r(=HMCz@)C&A6
zGdAd77*9p_Ryi=de~o`;Ymsg+2oC}1_1T7Jfu)k4{cEYy)PIW)ntWzwbCFhkBS0iK
zJ~=sgflys7(gMVqy`eWTpBIu9?Y#!Sn%>qYeNZ}5zUSAKD(P8<@!eJhZ)Y`av^G(h
zl2915!dg{ud+APz_Qn03t|*%6CfJ03Z3q(UVZ~KLAsZyJ%!0O?Gc*-RdB+o|yl~wO
zQ~?13>{@$&hyW%GwOoL=YM*acq4>3dn5`QmLNsFNh=!gG2QCT=sW4rqq!jhuc?CM^
zKKWz<5l3ugC)3d9;0r)(io+NvQ8ylLq0m6j5?)XM^b|GKoTy}f!U0J1m1>6k>SKvv
zT@<Wq-zsthdk4MtH0f;iSO4+fee}kJjQGUsAaRTS>F3*y9bJ{q-%lkcIR&O=MIy&O
zy=wD6+5zu!_9jcZ0d=C@->*@uV2H&`emk0oXO)lcO*uV&cL2RKr$$r_^q*56cvZ#m
z*$@wbcU|rWX%We7cMKX&xXtDvZ!+8lSiRgVnYOwTN_q?7$*2Z~QP@tV^++6K)$M~T
z0&k{sD*AKus(KwwdZ19@UnCZ8xf!9Mnj$hVbG%!}I_>%A_s?Du*-b^%cfh~`IB@y8
zk$R7f&c)`<;y$=Az=PTJocaVvnRo8!ewZ-k;PV=7X?4mQ9=In(=5nuDow5hx)NgR?
zfHzrt-~z*QH}Q->F%75GwbZ+$%x=D|ufuAY9xNb!9Bv0Syo^kFdn}h!mef5jG{q$Q
z8%hd~bA9}u&)d#=iK4S?3>-BZq5EtUd?Jt;U~^ed;Q3Z7GuroFkCx-K)T2w1$eTAa
zs0VxBg60B#;%tNoZIN2%r|q-1^>@z>RA5>g<Yhj#sRE#A2M9P2X>^0oic=FvOs-#{
z6a_3$Z;^7K%iBHTjwCT63h^IVt|Eu)>=}LeK8c^EFSL7<hV%uT_SR>Oas1FUl<7c{
z!S+ok%OrChq{!JmXGIIWYoDoj&^$Fbu5?Vd(`0^7&A`o;k-qio$6f1%rOytU&kA+K
z9s*i3$h<^-B8~X<|K<lz7(ghk{3C3;&U$Zv3P3&ldNEgCWgL9tk#W7C`!qRXJ%^v@
zk!dpNIw>A%;UxJblXeW)RicjDEZ$e4C6xmSM!Zq&@*YDA?%v+3tVS<g<6VKqmk$%a
z8ZEMrP<S5-H+w>&Fc1<a9|`Mf1ni~_!bkCcSr_vJs1<3jmUeFe;rp}&q0LHf&T_kf
zY1Gtbs+cnWhcral<sLpo{^TG9`$%dBg1nLCx{}@3OD~~RKw}G9N{<4qA$)+$pDH;=
z99pr4o1L21u-f0V$U}0Ml%m%l7bWvvt5+>L=mFXN@_hP?bRY2{Hqb4=BL#gT9#SZe
zm>z2|bf0}vjI`5Dy0tvYyBFPeGfB_)mm!BC)kSst^7kLO8<K|9lz9##idggkc-ffi
zd3%EpcDWYoW^?}Uht5DBLIcH6?;!!hop;jFP*>5q=QE(+>HVd}DF1_G{Tb%NJMjq;
z(<_Fi_hC8R-a$q)h#<he7Dp+l!LgBWNtIU|&@B(KYh^3xrF@WAGnHKvQGo1n-0Jl*
z(lRr$Vop^n$48MXP;l72-qCA=)VlKvfDP<)xKpzLIeZ%wuaR>6Z@R%(Wd8%8eAd`a
zsr39hOS`SI883fIUB1kZ2aF#49<(N;A_^>lzqNA{hL_L$t3p1b8=2G(!T#Oh?7vx3
z_<69!RH^TgVxV)Q5t(MhZn9@ImNz?|1K8@KhRAz?PD>|eJAq*ig@Gb)#Q-pG5SvZ|
z^WOa*^FIAV<n012pd#KmO)I9k-~wg?>sX=ABw>1Unc267i8Y~Q(L_!CeWKqDP$Gbw
zl|k+d0+Y)arvA@a<w3J~)-2^3_b$`fDpK!h#HcatJa9$SB?y-qrDEQimJ})CCvW};
zfo{I4s|8lAKhDtg7w6OKy7nQ{upcl-P_}gkEDTX7NVZ%(K)xftPj=7@flN=8zaL$t
zxl<W|W@2>o(62sEL3b$piM%wfw)YZra_vCK`5WXr?faAN5~8;Y?IDPW6|%&oRfw%L
zJT9=I+s*ds&;I_)$aSOnvS(`#2iTaabnLlB8D|X(E@}rE&mdaCUVB}hhz4(@pYu3<
zx8(72s!!tM0f$lFe&8)4F*D`K-0}YjydHpu`b{O25<f|F@Z3)v_2o)`Kmm|eGE{9_
znTp@3{mh$jLu1H#0u0DW4PwTF>ot90h59-K1bEG`EEHC6xz0$8=g7XaaZlFCPV^DK
ztqUWVfDk|o04V7S0TZr9G7b_{e`_c2p$wFD(uY@WZgD>%_(6YpayQ#z9AD!Ucm@zr
zZB$!4Oi<n>qWBMF*8HB}dVlvpXj&$R*|Eo#9ruL>4N&?eyL=QFQs8w6_<et51t6XL
zrn8Kqaj4~56R<7-ML7%|@C3S|ie}_Q?~74_T#Ks;(e0`59+`7Zaxdn3xBcWkvX^5@
z*1~#^v!JLXYYg%acO+xdMlNjE`HbFT>NirlwEl*rVFFaT>$sg3Y>3_$xSTE8e}3vA
zN&`?SHUKe!HvHSsGO8DX;WQpVZsNlzpP@)Q0O1O>J^&Iw^NA$5EyY?jiZO367jlX&
z4yl`}bnZdu&}}g>dC#3)i)jD)=S^w_mVZkjvUvc6%j&mNT<W~+JDwABg;%zA8Qf~z
zZ8<70BhL(EcRVlpHO`GIyJFqd1bpsTeXF5gf{I(FAw)9$1D6b*h7KQd4m6`zP!ppY
z!z5Rce?nDbt1WSrT$0}%ctL#<N;eKhp1l<Gih_Z|opBMw6!P77wkw$d!{!y>mVr_R
zvhKTutLW*CMg!SqH$-0;H!~d>?7L8_Vdg7caQ%R_?R(quAVSNR&YLNmCfzZ~tk*K(
z)-=EU$Lqkn$WDIl*zPfnPN`l9J}n?Je}D$Xd6Lm+LI+?)gy46;$z2F2u$NIj2-rdh
zM=^!-Q{xnujG11yzL+oa>LCRjCwcJvDVPvZ2UOlZGg-0mBvE{wsj2Yo^<Sh;^qYM&
z_JiuhBT*(7a#R5i4uxw=c=u<KOCGbnI)|c92V{KVK4I|Zfv%9Z3yS{OXkry7hpv|Q
zG9IsVIQEoqSA>aT>M%V5_s=kUi!d_liZjf*LfIy$@W03fOdA^`u+er)v*30n^N52!
z6%L)eAP8PE<(o-hGZblM9?wBZ#|rg=g&mEB9Yrx+$kDX38!6Si9A%kDf|P?cn;m78
z3+O8O+C|uh_NR5=OVELd1-%chHk`?cHQdV)S4qCp)JXFFFmdC055AF*e%6d~3dOOj
zh+_vlkQe5!>ImGK%lyyX!7B)JNq_tcA>-5#0sAv=i!RHB2uz+wn-BS@X&K^980&fy
zua<!Tol)NL>_F)wvZ9`ZR-hpP`A@C8Tn`^NjqE{=+<?EYTo-(YC<5@p0)1PAI%uct
zj0<u=lTy?3mc>kvL|)djR|elGgQ|+rLwS!=p>Mc^0W8GbNB!0Mx8R4TeM%JTU`F4E
zwip#eyznL<nGc5D-=1E;%|Ep6NjeQ%1fzSCitBdp9XSI#D#W5CnxDD8&fm4^r6E8U
z{rwBjOt1@GxMtKEPIquttcG;N9MEfow5CziHcANof&ya2yLSyD1%c2zJX1=a*|hzr
zO1_|M92m3OfGzlj>@|QF$Ck($lG_p{jxcx#;))^>-7??C>{|u7x2i@+8aj~>Nnq}D
za5NnJ945vVT-s40Hu&~x&SoKP;c3#&dW<0!N+7brq1hm>w<rK;2;G+8c+o1O_DB3x
zhx<*}Z@XtNUni1TC|0&Fzx3eN-L03}$yc^f^hZv|V(H4N1*c&gD^z050)a3@QNZ9$
zjf_6o4Xi$Vw@9m`OFw`jauN9QQYL?O?}#F}*}$Cu+WUI9K(*z_u}iHH!ZA6a%l-^t
z$iX&TKpo%h;r0p%u88sgF6!TIcC>W;98nBm8V+0YJ$iU8|BQ;7az6;=UIQo;!<wXe
zT3*P~fTr-j=t^9$A@u`8H>?kMpvOnN;T<S!dEb!bm-`rMCFPlyo?k$^{0`Il^bilQ
z+}>}&JB(ly8j4_3UcN9;5b#@K7(B&J9P|*+TR@%z=pt)cMh~Q}Fjri?r+jH)8pWlM
zr#pu&I%5ONeWM-TWxkWf_kTYE0Ff#0v8Lns4!+Bn$Eg9aR~<bBI=?C#uV;A@&+~(x
z&|`@i0&9dI^|#-Um(DLe-B{;pC|-FBnO&mY04>J>NY?B$ji(v(`CgOnUl2_pPvkyW
z{B$<ZH&W0Zw0jyTDNt*)(TEP`HA>En<lkVFOgeQUr!7~%Q(8ST6YXVw83(vHu~f;$
zY$W&-Ch9Ptx<N#m<zThf5nMWOCNesDK(GzO)J7G?fUN8~291COa0db%9W)`3dkL+x
z6sk*#kyPnaO15f?<rsChiaI0v&<%gUVll2Tm`u52NNhY>)5;z1+_&KSfXx`Ruf?@O
z4wV$526uXv?Aa{znqx4p%{0I;(sNYIeZg~ToN`G-R60$#JR$1ozf_|EPZGdS&dN5%
z`HXh{82@$H4{>&wA=I4{khqgTolyYP@BkHy`*ojP3OnQYib?+R^}sLOK-MxFWByZ-
zP(iW&n?bG3f96up`0Lo?(?LLtJHSy>kXaL7U;B@PRJg9tU>U%`9c)@~?;Y;IFPoW3
zulKa9m(08?0#il`vyKrq;BfWipORQKD9*_TaVEXT4)SP&drHREQ~`lYV;qE0bb6@R
zau7zi8qZ~M+SDY_@9aR3v<B!<Ts6)h44K$VzK)oK!jkV7f;5@C{c3!Zgm(tNepQSi
zv(c=-P?4hos>uK%)!Kf@)~`&Yc}iuV&Q#`7fSk@?ogA4c!USVb%O&60%LXYj6MY9g
zB+L<~S!z5UgJ)q}DYih&zmbvs-)eHl6!=nZkFJ)M#h%Lqm-T)pba#fIZgS~B42{ER
zm+=3%<rQEvns$f(lW!Wv+YJDpmpeIyy6X&rK9#Hlq8#~021P>%gC&9dFWy0aclkfh
z#2C<<yUix4^87Tueh+Re3izOq5PqWwl*>ybN41gk)Db3b{|{Gh9T!y>b`6gx28b9S
ziUPMNEg&s1pdv9t58Vn9LwA>jw{&+X%m71omm(r9!_YCPba%(M58luByzl!j`rC8P
zK0B^!UF%v4*Jpxi7HJ0J2P&<;DZjmQFm&V)O~dGE&;NX6Mw-_q&_~vUW*PK6(+#`)
z&`-J#aE?%YwI5bJ#x)q{NUsI`qc^u<%4&VOvccS&dE9pqhBw~;t|U~7+4g_C$pD53
zBPU6JLWNYQu<D^0-}<aSpQ9q++7m*edzfD^i<<HWtwpDk(=K7@G&KVlO91B3LZj+x
z&zENZf=XzP$|KNvdB+Qlv+wrH1*E&f+KT@M_5fl%&GMPtS-jCnnp{)vx(rXn^(O=o
z+ke&at38GP1eGo}y{KT#y)4o2(bauk>7aD$lP4D%j0Mxa)(T6L2NY<7M2PMIKox;3
zoqRjWVxM9ss}G*Sf`C;73()jRBkYyuHqFIzlr(Z#8R#omR?3{wst8W5iM|hg_={i-
zUo{a=YEbYD!9H&PXkX;v_T*lPR3{^Npjf%qvVfxZuooLQDR-QkzHDW0uJvVawko3+
z`|v?Dm>UPP8G7Hoe>c~%C4!rodoVxJ3_r&WhW!U5tWT(flM_A<G!SR?8?a`QeR+E2
zc9afIA4-pF8XeD&Jh4aQb21HV<uflD;@;KCVHA2H4z_{CeFZmpq~poYx4HQXpji@S
z8<L6`n2~eAOM!u(2resiz!>rWW54#7sXqTap}ndr>SJi1<WVB^@l$IX70nFKDx@(E
zabjd6;FlHaqC+dBCQ{F_lmA0L@@8<%6{|3t12rV;WT@D+t~Y4|t~mvO2lyDO2J~CQ
z@31p7GY=|2AMM$Burr>`T=O>l%I;ll{sE93t2DUswFE!gQ6_~e_AtSiY=0ME^Ge9d
z^Q?vDgz#b4n8vaTjhp5`J?(b~U$y-SqI1~p2~GK`dM*^?rUApo*B37bT)87`2!fdu
zOJ%}g=}aZ)Q#O17g<dP$9MzMWcS%9BGO&8U?~uEuGOh5;n8N^mG2o{m0OI#<(@-dC
zx%j$q7D)Y+dhXcJi8!&wb;1|}Oai(_^a^*PPGuQLeOKQD9&lI9v+Rk3uN1ImqgJh*
zM|)ojm#h;gCm+>@7F_HtEjuWkYD9Pd*(caV(-)gSW(ftfvDNFn+<|_Op%Q#6YNs3s
z`se}UtUN)h!K*<TXI@$p*Qm^ZQJ7b?d5!CMj~LxJyLH@esNUljQE1|FZAG*3^Nz~&
zo9R9%Of(zvCxj-~2>hk;rtv*W2oL`Z30?ys%1^)zFTFocx7{Qaf8?|{r~;&^1|V~o
z1ckGVUt7r6>BSlTwLV$<y0m9oIjMi3vt*DztY$G<0T>*9Vwe=xu>+~f!NItP+Ucne
zN1^rimqPjv``L6z7X(Nglj{Q$q2X%h9F1J9aN|Uv7lZ@$VUX87T9D%3i==eVQpZ9Q
zuT0lH1=NhP##wFs4<i*zjBpy*BwNw5xp8hXy%B7EM0@3eHN8Y+em4z`%`50CyNW{!
z6!QQi5ZIrzx1KL+r~;bM!8ab0DnDikh$D?!IqFx4P+YX<Zec<u+n5Z%SZ@b+bN@c#
zVqK1T9t0Th&fXR0$DMQ3QscENd!P&H$piMj#@XRA%f1pbB~a?G9b5w1HQZ$`XTmq9
zDxNRT7&_s$uHwA57~zz#$(#*3l-09eB5ma>4i}OWKZtq=q2z-+-9amFLfJ3a5g5@g
zOEdd*&%1Z$fW_Wq%@`;#L?tEZv0IZcB7j0npi=|TRhjbn^NSPz9bLbb?|O4i7`RDA
zSR#^b*!0YtE1za7M_%cY{4+l#P^jJs<`{a&QjWe;v7|Ed9!5ygX}}tY>Sto*VzU84
zj~(LwhjH|0-RtYWyE4vEhgti+C0=d6doy^AT0gu0&97`2a@?dF5lqIze@wW?##iz{
zm+Bfs0)j${^1F|3|4njLsBhH)p*-i+iKmdf7g9liLaXc;2yOKPH%ES}!9u(h?bT}*
z%q(b-YQ3-S{+WNO4YMp28xz#7<J8J`^9Brwe5O5DuGD?gquoTyJBTO~=X?XpkYemR
z`3I!IeYyUgBKKqEXhmc9M#1O2I))T@<N@3falR+VP;rO=)Pq=_SU}?Jz=~TQVBZ8t
z(jEZ43;num%Oq6I!0ISlzb=53-s5C5Ot8v!6)2mvdM{5^^1f#n2hH-=@6z!;^KdBR
zUkycC+r7qHIL9PhvFqRZW&vfv+Y*PWIsz%jU6MfI-2VV1vBh?t;ep%G(hC2ib~YVo
zlS5kZo8VbM*-9U1&{rfa07vLF;1}H&4^$I8SNe9>{v=bbz{t1((Oe-ry4!X4uoF&e
z0d<lrIhOqZ*HdB+#z88v2{eIsOkY_#hzijckd`SpQL8qtEy)jX#(Z9>%-mhQb@Hjy
zQ#d*K1AwM9*N5JCwseDgxLI@-I?SKvr9~HtUqB!bP$hH=VBp%2*Cz1YOaqc=&?#~D
z{AJ~_YG=6`#FOVk&Xc9}+Epzz;uvGPB~b@dCW=qJ>RE)UdFwP4aMP=Ws@xeX-V0Eb
z`=4(B8MZlA-d}mbHkB3Sg4|!dIX6CsdQbbsMqifQka;{lbRXze)JesGE(6)3qQieE
zz_OlIoqw$oN-JP73p7b7`+Lt`vm`8bw*7FTk;^v3<{H$0jtsdgJ_%HH4C*E*O9ufm
zqFxtGD0D5VpoVp6Z%yNWs^C2(nKUzi5Zvb45}wWwx%Sb?4hF2pFySRaq8mXr!@ej!
zpgh$Ob1ni}9^Oc2R=8gTNE;QvslBY<aPWpXAe7_lh!|X5XFbIh1fQ^H+8cqGz|^fg
z+e8lU4RY7__a=X4>9|u^srLeutz6U-x^e#%#3u0U14~eB<H+#cbV#sBt`z<Rvj_4X
z+k3$Qh_$Y;J;pus8>e|c@cmj61B#+y$|N4}2TS@)obZG6uHQwdylqtX!R#{3Kb5GZ
z>gzx=kXY~1Ajt3-$K1D(l1dBx3_q6kR++mL=fqqa)7vIhyH*>PM`Tor79JVWUBkci
z8vrxdjH`<AG+<p4pwcI~y1&Txjhb8TLcg5obWK6x<{g|g2M*ovqJnEu4+x4R4CH<S
zVbS9S&??je*8ce#ZSXr!CeKUD1h12q?-u=*8>z4z0AhXup4(QC2PiO=(*<YjMNdG2
z#sW=%TJ@O^J7~Sq3nGP2fg)@LbbJ0{tPgVf^LTFQ48ABif<touRh-ibKhB~T{48dW
z@+Y89^fR;+IQ2_tS4uWiRz|Z^ZC!wTXaBhzJ)cPgrU6s#2dT%KEbx=VjjphRgJt8{
zJIcy2CP)33iFfTaU9&S2s3QaVUk4ugG-mbaSp1BnJM)j%gMkPe4<%Z6TvQ4p5Tfw5
zD{<O+#fCE~)TKc|N*dit`-m1*d@@=~T(`98QVew8_ApKca045*1{6?f+XAH+AO~{h
z>vzyqR%W`xv$9|39T<1}RJg;Z->RoXRS))LFl$7+dfu4`Ok6SDD<${XzgVgND4Nr-
z*-Q-d=t$yh>%hDK&M>evnIELm3J2Ruz#=vGh0xiHcYrL;r2aAxLD1<(at)u&i~lEC
ze9|BUlGZJX)42%4<{l}}eKp+eA5e(OI8e|3@CP(u);0KAi`b#~`d2c|z^GRRp7B1a
z28wpr%o+~Mvp*6+bf7hJ!01VQKl3Ow#kU9RGJrJU=skjc9q^No<>cPT>-JL7Swlb4
zrE;Lv;K&T@%8CD*ApCpt9`!A_*KQ%Csc#P4AORCZrZDmByZ0wuo1L7)<u+1VAg48_
zEcHz;?c-LhSx9dFDFVBgHmEf>T!EpT*~>rp{SrM8@uHl4@-HFFd&vjLyYc=dbTbz3
zqIxr`%!-pA+dqRGHUoY{aq4P7RbXTZ`ia&sz&k-%e@?#vpum}UyYPp!OS<`eirK`x
zTVOVxnv%xa96#}}^ow%%rXM!<Ru^+n?@D9w1{AOqIxRJR`g^m~YNvy?QBF9B>iquI
z%)XrtOov*x95!cFAoE$Exm<Jeq1Kb{tjaI|kgDkT*C<PmAraNJ-pOfOx;g=+9bh*O
z{DL-$aJFEy&8_qkvla2i^lZFD$O)d~!IN1|r!#YP>;Yt~H=kd{uuW9Y=jT^juIyLj
zF3b;;q6026-c%0fQt()*dq3WLa3bs)5f3|qkj?Os=ypsUb(|h=ZG|IDr|V{tG=0vL
zI~+bm|Ay&)71k0W_)oS<OSn&+Y0ktrLOIRERub*4&bGGd*_ea`3sPC2kembfFpo>L
z{bZ1`oj-S(JeQ_CMG4BvPwt&ygpOF5Qj3=^yq60;pi<#D)2KkG)tKMTNcVaX&%eZg
z64V|HHt6KYd2ascXltq_`hs4cD)<pU+k76fiFE~?dP6f+D?}Ue-MRVYesyx+J&kFF
zYNt#pS}9G~s(9W9z*!b;v-~b6CvI;NI4bRC_i4Y}sWv3&$he@m_#!Qs?#3DbD2XXc
zo5s{@&B|623KRsQFH*3NM$(NvTsmk{u|eROU<PfuUq=7X;dDf0#)8bSbS3&j>=is&
z`nk>@FGu>JkGGBUPjwC_s#;@#@vX1ajO+4f)sJBkw@5>wyBec&uPh~go{X0L%4Y@l
z$9EKVTI%OBn4RkDFQ`;*>@|H1-vM^<A$q+IUnq={x85tZF!}0yq&_8JxpD14q<^5F
zV`l!ejW*@>tvbMiB2T@ii!wDe4KKg2dVXkVXy5CY%d^TX5_oOVX;iYvDaG_F+C?F%
z&o$CKkBMGB)}eKdj7oWcO$uio<)lbm+K~G=I&!a{{#J6uR-6l+oN{Mzc>XdEnAye+
zl5`-mSDgm1LUPVAZ`8t{uEF*ukv`T#li}Su&VOE<ladWy{vC04m4f<?T!rsLZ_#fW
z;zjxiVrugeD(l^?1}kre2iVg^rWnhP%-^Wf@3a`yIax|-3Xy~1S8E$*<9OUNW=UAD
z-(L^9xuhj3O~Il6Gz~-T9>FCr&-p&4_G|wczYA!$57x<3L}GEYYe$r6-Gi~+Y_I65
z&v1-nZpx9*TlHg?W*@kZ@z~b_V{qxhDtRKf&(ObW>2d2EcOV$hk5`%gN?rURJ=e%9
z6OWODdG!b=AvDK+vvMD&mb#>Q4bgS7=e){V8h1C+$zU!Jo0vcCGHeD6(21wgTz0S0
z3N-8Ai41&XOXx|XPDDm0=)YWmHJ;r&kaP87j&A4EKg?`ET+nFKe1G9Wwrx)Kc5%F7
zYIO7xUJ#0r=!K$>jUpl<_+6LvtcmsdYiny7yzz$_4$wuAZ%#iE6Y@RNye+%ZQ9AIZ
z2L-Y80a`!hno7`3(uwwGj98x=R`K(Zin8%IywDN$U<Sd&(MCgIL6Z|s?%G}}HR3I%
z(qJo*!SyN&ByE1N_8u<?xuW}_zK4>)S*2_szR`RfreqTj-eq-)!81B0-ef73`*xac
zq8j_*)X-xoB+x#+%ymzHEK!c4u_8K~YwI>kaE(G+TiEq0BX81oju}bcw+^Ur(&guG
zwOdXz>-z8W1a1R#AN<;Y{k+<~c8Mt(FgY}SZp53VKn_;9`+)i&e{wh@p$?2WI9T_A
zI5|Wx=(3`n=#RkjZcatiZLf!I3sBviHRSJ|y+bs)!$}IO=PFMp99hfkO|YZq?@x#1
zdG*vS8800)*otN(w}452Ce!v8p>Y<-jWcktT4eM9_0Aj+%!jB;0NPaD-gM${rF}ZY
zGvHty2JApHK?*xdVxHKiUc_9#&vQG!eb5WO%OYB95TN^uwW6}(A~=x^()yHfQ_3<!
z4@Hfx^X`3eDQnBJac>DOu@Bs-EIn-ymboAu3tX^4Rs#9D?}^jjx|Ibqd}XHEqI&@k
zZ?+@jj131L$B51hrzTOOkBa)H8h^SJM@1OBVExydB!01T$1zkRttu&dX{FZwUcpuI
z@W<U*Dv`<J;>|9R5E{OEUXdb*`N4xM9f20vim<S&3pt3!SGHjd4M3?k9mv5xE<yW^
zBvj26Zl}l=Zyz0DJVhUiV{U3$yeYMbNbfLLfmJF$33D3IViVbc%aw1ADbEdRq}J%T
z^5^76d@g62yV1*=H^B;iYJwA-$$843-vBpPG`D81dHZIy^+>s62w%$s78X(Hcc2sG
zz$a9iI`7@B_vODt**IsUpUWcV<_(~eYW3MQ6O0d0_UX0qVuY5^=hP@KWc>rN$I7l1
zE~5nc8n@8mVlT%|sLbHTka=FZpn9Gitotzo8)AK3wAI{F1+l!I7BGPNfl#y>@Zp3$
zlN`rR3L)D&b7|^8bl~COjR$uDvr3oA_ik>Mt*0DcinCaMWdT*v#%l(c-RE@*tU;=1
z8;dKFIL={Wx=ZMz9W1XFF#a;=$k>Yf29^2T-WpK^nVOg+tJZ^MQ3j9)Nc))`IHPYt
zv^8cx#{^>2x|d>s#k^6nS;V6=^;|3FJ%R$r9Q)|mc2OR<_Ws-ozJ>xLT)^gb@{E*D
zn-eP%lc)S!g$<6qr9%NTz#Ma;VrTA7={sWMxqrmQ#gpkT#8$-0L_*5cU|DIMO=lk5
z1Jc%(pfgp&{pY8r`&$Esd6UR~p`D!pfK=q(v8j9tm~&+z<dl@BmV>~ki^{AQR#9=_
zmS$=tf?DlKV`kk~w?+49u`OIj@CqKWdOK$>xxpHnoqe8J*wv)hPTogvX^J~H`%fai
z^81ePEQ!TT;7=QVZ5VC=aqE9U_60Aq8bX0&tPHYshGK}KqN15|N`N|<4~R_cTwIF4
z0&D>I0P81pl8Ak!A$Mgndw;2q{my5uEh{0aV?u!v(v!wuylA>|PKmlc95z9Ic!(L1
zh+*e<ASfJsD7D3TN!93>s8x7j>cm1+pzM2<q?z^>kaWh;d(7U81`!gF$Hwz@i=~5P
zNK17VytcQZpa&m{@W7bt;ziaj<}>uao<Ga3*Z=k7P_$N6VQ+?O)rD<M1|widvzVAi
zZ>tMrHSO$86{c%gWPkCLJD4W$+xt0v7b-42*xN(P9?)(Vw<`JyPF*iK6&W_93@W$i
zL!KNEPjbUQnYJB5-fM-0k2;e@HJkh?N{R_P3j^IA5Bc~?9w(BxMHR#>s#^G42am`7
zcriAfyFQg%=`o7U?4D`4+hC!0Pv;U$oVhxiu*1<R@uNs%102Pr5BA=SB&ws-;+D*m
z<l708VnVCn#bHX5QMsF@ROWyWDByGGX6bP>SY+G>{PnO{Ec*AikJVfKy6QL-6MX&0
zeV~fHNA24HEdGwbAxSIZlodTD&d;xQ?b<a9Jm#Z;`xG_P13fSOTpr`^S%51Q5EP^a
zVp>RWoztLpH(=zPUVhZ3eDHyBXq{N4e(tlkT#gU6Ql#G3{Pg5<oQK19tLK+6y5r7K
zlzGuUUb5R|O0`-b@L9G|?=zr3XrVXRYwU*Z%$2FAMsou&O+b)+3z*+&-$ww5K_5i<
z@*rsIy};o02^@d(**W=mV6I^>yRrt>@<NE{@=u_(oBJvEQmxB80Rdbj`oV!{9{ft6
zHKhwOr<{k9e?T(KZOpqA)&=Ahl0{w1N%H*o<h7|YZ+t}e`<RC{oG;Du*<;D1=DjWb
zvimH|kl+<Ym_8%p{)Y<vGUWx1hOYoo#Zj{e568SVwE0>0N62CV=q>h)(uv$mou6lh
zQl8~Iw>sNjWeR=yLCv9IzA@eDv0OEymLY!|9Bm4afAi;5Ay!t|9ineTSw3zEve9C4
zgRnO0cVopSfm_}iz*;zF-1o$L;h+Gx$&kHEa0J1dEvcqL<0dc#l3G<gOA{L%ofl5-
zGSu#^qoI!bccQ)F)t8WOw@6Wg8?Z*rvE6F54ILTx?HqiJ;p9?V%te*vtVf>i3q23=
zB%(f%j)X1{8?4n2gv=J^*cS4JAhk!o8b|aC{@B*%62{*zTZ-EM{zff9ocQu~3;15+
ze2(^K2#J%54BngJWfCTBRF>?%Tzn3FkG>3vIL{9*jFees0^#aLvH&08<EJ?)IDs;?
z70%Xgxv_)@`{3gApt|y55gnQ9YhzJ74@~*$nb)Y59u#i$q<07(^$XwAY2ZnxQ0Tat
zWfCBo?A2q8=L1xQA@POBZ=elq=gLJM#LU8C3B=*6!5Ip~txPP>%>d=-+-r%H5{HE`
z54BMbi37QO7MP5T;kShuoQ~5SMcbY`%idpvtDFJG#u+1crb@cQ6@+&Eg>SNBKe7%s
ze_YaA4Ma!$8;AZ3^LulNn{(?xnvCn0R?MrfV<<eLpf-YAX)Fs{!@Xk0*HS0utXfn7
z9jBGoUpu5NE?QZ3b^(fgTS9h9T%37d{G_a@!cTB&X6aVgkX?RQZwgrO?c!tO4>Wl@
zs6215LPXGPHJrm2;m$;%iu!!riu}Q0(%d0mo%Zd=;&xY7^h#dPn5-D-x=g;Ya0#W-
z4!Hu9L0Mg+on|hgpGk~l^{9Gc5N|QBiE?LzhZgD@dv>W5473X$ZboV@4;Tv($})%`
zZ-9y4xup-d{?wNRZqF)cc-*+WwXsnWK^y;E-t@U?YXnnr50xdIO4GR)lFzJc2|G(8
zX5O9LtQK)W+dVx!;A2Mp{_{sY?RnRatDi0g|0pRp51hvmYISh!67EaS=Q2NF<y+RT
z#$r8Wa3i{;pcBk4-(w8BU>IiFV8yYb{m;>M5aAEez!A&LNwign<i6;5h@n2%QjQ&N
z?uWWK8m+-yR04Vr{^VVYXTD_-=PaS{XfwrgSp`7CQ}PXm>w#s8S+_YsI8`vbaO1kw
z?W(4xCT@@XOCbr)(%eFih6`Udc`blE1~)jUWvQ=j>onbQTT|%E{pMuFo`MC+p>|iH
z;Hp|;_@dQ&&XXtC+Q(hhNY8Q9w=a;1l%hT-Hbfd~?7z?4yTFD$PDU<nzH$0~cpMo$
zPQB}Cue2HH>2TmvW$}q|Cl58don+z~<DI{|YJsd94tlWVMP5$NMR4D!xQil6_ehP?
zyX_JKL(>dLZyfzjnWfoz-cZS6I2#K9J`SGh7E)>8lk2`<35chVtAJ&;*K(<o8DIQt
z=Z?^sVaOG4yG;6w>!X)_FHNQ{f5XwzrFE5Y8JC)yW;4!+rT@&67|bbtCbzKInaZAS
zM2^+(lS5b^fBvZuIa%Qve%O0sis2@9v&}jR|0%S%$v9w*g#^a%XD0LA0#U7TZj4N%
z{7ZH~(n$ob+<=BOR%6`>f!0<8AUN1h{vaYrc#(CR&I6cYwh@UY?kQ9>G-e9PLaM(Q
zJQsPO`(Q?l{`PIOw*nGbJ?j{^r5xOzEDe<YzsrR@2>!UX{3)v9#7k<<36<b8JaLQ8
z<D|@4tzK_PF7?%QPx-rCOZt;p9I7(MJMt)}xmwG}@3MUcg`wgCN7t>SpU~_nz2^8r
z4D<w37df)i?uWqt%Z2)SZO_Dn)nmU2f8>arwOD`E6aM*qg8qvx#{=;VBR$X4>D_OJ
z_i!(N^s!eOALTyN%&$XW?Kj89OWTq}<X;X*5p&0rbpY>9&7E=2f^pFHLLP$C=-hre
z1@00Wihu<4CKefO<gG$gwI;X2#>Uw@%uP*?8SmUMT<Bl^rigwu;0WCRk})s&u#Rui
zV6e=<?1x))+@$AbMt_KKDa>+XhinQxvIPaKE^&}&TX*tGjYHxYpRy{sjONanF8u_*
zZ3+A>=KFGDrGsw0Wbzg<tn=8)eGXk+CDO4ewqTX_4?uR!*s)bQ-0gVU5;t&P7V77I
zeZy_f@@j>l{L^e}a!7T?j_lbC*_WiU{pVn;;_A8xIGv@$!VizRgA164-N_o`nd<7K
zq<Xvb^QewBZyga=xI6S9|I`XTN=Qh^9<ixW0G7GE3PNL;OE;MHoMx@HwBqt>mPIU2
zz@1t*u?FmObq#@2vUW$Ff5D!8=To{srLyg}XO9H3^tS>TYJH0Nmo?b-FzL(HGnf(a
z2ogtWkc$G_x?@z$2fC?F3B(3mNY1<J`sewv-%6(ZNtv#J+3dQEn89Hv>eXZOwe8d}
z=@&`{CQ#s5!LX@jus+_!zrJ6xowWwsWYGY*+uoNr-jz)C-i}X8PZw~S{b^(?>h%F}
zPS6P8276u8>Qp!4yD$7$w3^$gz^?cM4}<b*zpHay+?cMD((67j*r@VAELLYgv~A;9
zX?QbItS=CL$6z~Ze;(VkWz>DX`BY=Q(K?d5s_g@VPZn^-9IxM9d`l@Fw_<Nv*E8CT
z21%j?lZgkgyz47PtB%<<Q6S~ydOPCz@?ibIPX;6^%4*Zrq8UpvbRQr3J7?SfdU_j;
zCo}-I!Q=U_NVy|s*}h@?ZP-K?2?=&Q9TPqv$Ko<LUw;y)R_(9$Ib2M^T-opY_yAB=
z8N;-4>~O&O4$@juWaZV3Ec~6Jgli(dmiLiGaraCcMcDKVHr7Cd#d5%NrOu30O5sJ{
zx#yj%sy7}%ja7Z1Ys<)1$V+a#Ck@2+nt8?HG^Q!3{IbI(ji7d0PVkLT%ZRz53+&lT
z3(avvA^g7!SOOo)BZBjGWUCs(FZXy!g-;v72Em(y6wU(ZW}i-?gDf}|G`9D?N2l{o
zhr*Haoodf4GREVJ)NMD7yj{TKRdN?x4odLL93nIR5q7WtJXI!zy;-T-%q7pg<E|N#
zNQo*rTB3}|FRlKkeWFP3hN!RPvA1u*CK!2~G2@1^hCAWKB>+dV5~@FcJW*u%Jh4oY
zVIHOHeP_tDcXHgEi|%%sW~O!Vc7t}k;Z7+oKZir6sx%M$u%A*M4_Rf+HS)XZQi*E8
z8aabvx2JYEi%e3w?@$5y9qlgssS0dW&Dkc*#;sXpyhb+R7*iXJVAQJ7!+3vOjP)5d
z=R`njvGP7ix?d!?ANot3KP-Z@t}n{ahJ-27-Dfcm6=BSes}|!JJO0=b0$8V$kF@7I
zgY)$`q!H~h9(_}n$W{l)D;`I1<qdiwCGz02e~}a#KyI}w<_UD+;A<E3$gr4uG)5?_
zwbtr9^qqN?qEtqA>*~WTS~mR+Zr<**enO9gzSy`cWsl-jb`~P>%X{n0$qO-M{asyK
z-???8qGEpi9d!?|Fdz2}ML8*Gl@kr>3nVE>P0eH_#2<9JFO7C=y!DBoB}$#Z{Ddx%
zMeqACMQ53Fn3>2%o|j{BZBG>QmGdUOFgR{XFP@mDG`-~Hd`cT62lz<RY@*3QRG7sb
z0aadpWpCP;u=;tXyxS{}vz$25gAZ{YqWkAzwJNOv__04&zpJ{!dzeiHUp4`Q@idS4
zixf+0O$NtS$6QMi@socabO!L1A0u?6W28ApjkzTV{L0r1onyBj+TB&ltK($V$+&q$
z0vpeDAfGFzq?<~ItRTXRizhkd`}ZA~o-G!<E;y+j>N{0Z>;kQ~b`hxq45b-2X!A%a
zEO+~V;n%D~&eHBgpFess?G9U|4nB~jqj!#~IDXi9AmJYPBkT#h?}**geIImq)&8lJ
zJ8cM_1j4s=Z$Mz?Elw==8SOll+jRc9u&&e<>3%$%i4_%(Byr48CxLl2ZE?#w+c-oi
zFxFG3PIB7V>S%XnOO3QcJ2Xgs<u)~h2zE<Dqe+P>ns0pO^LR8N<4tuaL28mYbx3+1
z;p)Yue?S#KbEc7I?}DsrNR-jM@Vt+kvPh}Mcq5Uh#Jy!@&TR|7UI1>Hs!|0o+!G*q
z<#)r2$2W1D?Cxh@QUxb9|LBPGN2~&Katts(ZgNhxt;B!cPY308$i^^l#$FF;yTgy8
z&8yK-D~cs1S1Dv(ceJ?*r59X)4aRD!yR$e@2v^Fooe+~TnM=U`)J9od$d`aM#yG9y
z_e2<W>6VmSz<fN52~sPl6ggSc=+<#0JdRAtKj|0+c?yJI0gjK6vqflHeZ4jviQsTf
zaZXtYsg$vW<JuY6m9qRuo3=<V^a*NirlsRqAH8pMTlB>~Vu5SzvUi<Rsvw=%!r!G3
zbc-~g{dlVF@K8iuc4Q$d+o9yJV{`9cUOiV><NIN;e+2GKuofI6b@t;m^>Fu=EVE4I
z-<73CTVLm~E{(VWy;43<nr6Ln$2aWzc$%MB{7l2e*>p0=`Ue|gu!-Lwy-y@YXP4U(
zj<!on9Yb0S%O;-q!igoX>uQ~L5J$zwg@3<45qvRLr0Hb)*Apc1N(?V5H@kEZ29MeH
zD=zTXdHVW{o-M2qOX@G{-4KD)=yJDiji|5F6e;TcQ=k{?G37L-KD9V?a$r&t(aWoU
zs;RXLKH3wNR{7YBWBr7!h`M<vmv`qg;OX&C2XFve)w6^(PJMjHGImr(b<30^GYNdS
zNR*hbe%FjG`qL+vgr&r?Q?YpB%HA16@Rn}C3FnE5tnmHd70x_bvx0yPjsgQTw<X%e
zd&^c;f$7=X%6^z%yCx3jbkGvAzLtk~Z30(4{Y&lp%+Ge5vtDxh^4exzNkTfH6Txs3
ziGVPsIZrT{3%rBX-&j;<krPtwo{TNysEHssI^xGjJ{$lnEj!Jf2od-%R@)PWgpKSL
z!`2T4IeBqEu3Ab6+?TUGEN(vCg?^Nv*<0`9Sq?0?zgq4x%oZ2at2S-EQOw4uFArfN
z*rliB-=7248{nkus~J)ewA3y*=ua<5kC$3|RpGI{-n~FM7n&UM?mc)iKR$5ekXiPI
z;^XL1zj<WzXM8QtB^9OfFN*6dv{+i4o&qvr2hnhTD_*U<K7ASF6qV8R-aIQ-22u*y
z(x)3SE2!gPY&n!})xU3KRgUY}2po@P7Uu14myoSqGM=lR;Wzq1fAE>kvL)*!mNlOT
zHqrJjDr{dN>??ApZF*}a(G#=VMDJ;Gbab?d>OQ}{9@DgzQ0Ue0-&%oIocZ(~Iuyxg
z_~;r+SKmB}-!6c#NWb)$wqQs%WSEj+yoz~%2GE?517Z6?k%uH!Q@fJo6XqUW3L=z*
zTphM83xgqp<L;n5k>sf9)4kB>3cYxg`!N@K>XwYYlQVkuAx_#X=dr^Vn*+(MwpisE
z5gt85*pnWf0--UYL)0G)SyhIjPSaIoCFdICwJ+r_R^~8H!0|&+QwVx@ae({V2`jEd
z)>k5i1qM_!v1R;TA!_CM>SDC1X>2*ayKZyN&&;%Jk;16*G@39scSPD2>cfwBe;OA!
zR7HID*sT`XUe}b{K`;Dr`)@j5H?ppp$vXsIW8OG4mC<i9z)z%NF1Gypllx>ar!)z3
zZA#96wx2n=vK;1@W@c0E?5mqS{zb(s#%)Nv-MC=eo6eY8mw9x!yQ8iAI**CxDytTF
zQn&LY>5W*c6!zeHZKPA~oovNWIai;1r0<7v{%@H5M=A~MQ{1`pBmH-RvrRe7%n*?)
zks-D_Kji4I-}*FT<MO~rr*`9=&&X`mM=Th4;`YCzusxo1wVS^GDBNW=c`$QWb`DwL
z!>WJs27&eL`W2~3U)V3j*CB#F8kzJ`CI!+RaoXfZ^)YX(?sG<aNGI4;M0pM0FWB4K
zYR5T_6>qOwO4w>3Ju?2TgcWdVJT^4--`p_92hH4#pOH+%oFO7QFBrJFX>1E4V)x6l
zGqMW*$>)H5+Eq7yFt&zE_cHomJ!u{@LrT?IJ<2_bfAadce5;Bw2`Dq~)##n7ox1UW
z&2GSEhAlXd<&YMhPs>3xnIZ)WI(KwB2i>#|6q&UT&K&zxSAbng1)C6~u!+p~9#$C_
z9x0#Bx{$5Ug?c+8Y9J$#Qla{xYqDb$%mggp7NFG)%pKvgY|1I4s<KNX{Np<|w$|$u
znR&jMxl5O9nyaa(%gxB6&%qkCMNZ_heRI;SiU|dK;Pp?41qJE6*S_@oICx}?@0tYW
zoOZ@?gG=+#mHZfK18%yp*-Cl}o7nS8(TsEp$;q};<ElC(#G;syRYify6c}uV&(biF
zZENa|@O*|i<C5XBecj8L^t~B{kUJ3|GRm6rRIEO|>{b=Q-NGp$m+mQhN#^cA+8+tb
zczSoMSZeBNFgHSA&HJvNRt1I}xENB%WK0%X6wTL*`M4u%M(Lp!I@(v9ou99VH}ILu
z4DL@D2e1A_1)NXBF0qpq8NASr>>R?Kx7+t0XYaW;9UC)H-HA_7_ziByHD7y_^E_+<
z-%&m2-B4PWa(g<12=Gy-Zk^2D+@T{>xBvF~_qS$H?E7~+j05{6FQJV?ZY9|UcqGe)
z7h*1@6>xxKx2Oysj+!)U1nZdGCtwY#jI4lEdo0ew6W1a-!$q^vOSBR?2bXOh#8=m$
znLPIZo(3==r~gI;XO@?eMJ@j?8}y#6jJ}!xdiF9-BevZm;Kn7~zDx5NPj|P>g!P>r
zj*xy5a7c5mMC(wvMh*CKaC&tA$)8jmTi_6T+&C-|AD6LXX6<?!%1uaJ4EkD;B>bXX
ztid=VJ>P*Gy=#TjJ8JhyIE9R*W6BtA+|C6+FxTm*Ze!zNMxw%PB?d9&iaS{xI``Ps
zD4lWE+@S!YEob=X`u84zgHc`Y>fH~nG!QBNqM~`CfnMcjTVK!ol8G_XVd!w6u%XHM
z`Ok<s$aF`gpM(+2lBo3InT)#oHgQf)fnu#cLj=_FoGQyw!=v*wGpteNA2^{13bq3x
zmHL+p1^C%z)Yq3X`X6L4HQ$k6$|-eYE!(mmC(Fv0Y)ig96!>Jld_fV6E$@Z~Nejvj
zla~}zk|d8uxRW_<tPLg7m5AK5lE{yDk6?hJ1;~|VyfcVZd;KH-=hXWfwT6C#4evRB
z&13$J!@c6-VgZLQpz5sDp3P2uO^=Xw9`<QA%J!cv+Ls0}>nYV5tnG)v>(@N~y>ll@
zvt^j)^gJjxwS%5m6P&lTv3rd>3k{e#rQ}3+pT<|X=CEh*sYOnivIV!avXvRL#PJI-
zzmb~k4^Cr_A?wRT?CtJ0RnQwZ*PKE@6&5*bM{IrIU1V30bE;%d2^xUL6Wxy!eelKI
zbj~X3*aM$P3w_PmOgbJSk4~v>6Ir$a^KT@`+WZ`yJoGFE+f@wqaitbXEqX^HQ*!1n
zQl>1$6KW(sbYm+2?k=ly(!adBz9G`9<wndN&$A0e`gfKqusp={9VnuQ=vxx3nnVX`
z@qm9bA!eH0WX*t}rWKvffHN=Y{^qG$4b68}XBYc1tb}YQ==Q=n!Xbv$D6k-Ki<Pv*
zhJ$OtLuO39LRQiz92wP+mPudL$YWAqvW2oR$Rkk00lQn#?E01M#DAos%A!l~SP*3P
z9>CN1(!Rdk{HCzAIJKhLf(B;?*J-<v7!4RWG_TkCzSJK|;rZbch4~GW*L(oaCVqTy
zRQ+YG7F3sEZn;_PDB@Z~gY_i#dgxG0DxxIs^U^Y?4Jc5s$CSnzrd0PJLm;U$Dk?DE
z2W;w)I04Hd!rM(e%y;@@N!kSt7Zs3=?eJ+@#oIaO`I@9Foq^fmEUYoQ#|x|s2HZ!h
zpQ4tI&qzo5&0%%#47V>_N$Qyd#EsKP4~orJt+eCu+$Y5*soh=0eWbBr%kdA&XmuVC
ze*=(<nafq4=k72r1I__ZO!}O?C%C1zA?q0on7x%BH%jwWbSn7s&AA(nMs6l6ApYA~
z?qFvDAXJvP85`q0oyDOoMZ2G<R%03Noe05C!tmZ<p-T)NLItQ-pz`4-H@2FsRuY&l
zwj+SvP;-A{=0VUj4_nGxTzkjw{m8TC?}<$bGS8H`#iwW|SM-RJjDB+l-Y(L8oTqLX
zi8Xy?(eWF;z24|jL`HsvwRq+Nh<E`mQ6nvfwG^4pIFu48R$0zRImI1&C|G;CZ>GVA
z-5-9zLLHxeW+3_OHtv6V$G*<VEjc}Zyc1u?yy5kp@km1=UpUKn4cG5u_o?B0S&jjw
zn-WB-@1rC3y^VDPzCT)UR+?pDN(rkuXcrJr7Z&Ll?*7pRJaPo9suAFutpdy9U)trJ
zVbac#zbQrLhv5&m1mb7z2W;w^n3-9AJJjD^PwvcNW#+}mHUR2?&1Wk(Zij~1^K+h;
zN5SUO3%1_6fu+k7WIs!U1}b7_tl=5Lx*`AVhPz;F;h5ks=FMolLq_Y~o}AE$O!b^|
zYr|}2MfZq{{79%s#w5jpTKbREvD23oPy?}dr{LsZi?@zBH&nkF?tf^_-5_FJg6DO(
z&I_F}v7qTECEVR-zZcJ~G}$V~z_uk6Kl6clq@q()r_}OjJzHI{c(9%Zde)}<sC4m=
z_4RPP178Hed++Z_FqO(T=)AM`JlLRgq^}d2-wU8GYo}XG!rrfR(pW~nwGHpxixm-~
z8mSn&>M9-RD$=h})8Lqb0o&1yLqcM%{{#`8AUf}J6kBTcc~tu-fJxv}o-y4j<@DlD
zfc^iyX_kRF>gd3bBnY+f{f2j)sS{<JOy#I)sTV5fiyFcCg6K0Z3*c1GB?92L;u;n6
z7~CMB17RK)eGf!a$;0<uw*eMJO-KJ~i3MXiyELb(f7;1eDNK@Xr}RNc_I^R^l{{xc
z-@?7IgB-PDqavS$%HGz5^5w8PFW=0Bettkp@RDvtg2?!ZBL2%{B>vrTdHh`)b`deH
zP@?jHK}zkqU;m=SUj|BJ-L+fq4~E3$0P)93uuElN`zdZkQ!2$>Tq2zYxNK^aml>8h
z#o1VB)eknXfZ5GN%8iun>&XZqi6>HR4#aQLM>?9l>eR@=cJ8B66>Z^yIq<m}_rOl8
zi+ez6NOZQD-lJcU9UEtj0il5?$apWcZx6Lg0%q3>m@hL7#?UuugF7PLo#O1p5Qz~r
zyahwd*HpRqjGWr$#e{S~X6z?MvT+j@3!t^VH=8XVLPR3n>vzm?%fX74--X(@*?0hK
z97;xx*XPU;S@Jv!n~15de+bdC;!HSBjx(&Yy??7jkBTe#pg*FXmr{+WScuC8Je<K#
zm*=QU!)eujaxYNoPE};ss#N4~u=2jEr~|L?m`3u~gva#RXvBP&5UWmFgf(1+<-Alc
zZ!y0|`2C`9aO-TgH<X|!)zHk;YIN_tT1H5^%{&qNznp-j1ddL3b&rbI{9D)9#>#I0
zN}W?Ny!X1iqN?S$>eiQ}C9czM$x-0aSgCRN5?$IVc2bhw^(u)$TsM1g5T_7dzWnJ*
zYMFN!IoWD&*mjZP(J{cz@(Ru8@_8bNsShn9qq*|#-Uns>sFa7AI25~{Z&gN2otVWh
zn<ep-*<z^F-v|dEc;W64Yw)A^nSsai^DdFg$u@~;GtU7XjJD`SMV*&tZyUQNF9Bx_
z{&ybdfnHlVr_e^`Hdj=J1e50ef<T!XTidoyN=kg*K!&vg8j_is@B!afphLvO5F~;Z
z?mAo3hXL{!*+(Z2$D2!!KX-oU8g2)7o|DHNP~6b{uTr1X_Xqnf-66Vg0tO#TudfsH
zY**<VnXf*5%%iKf-f!gHVhUclk8Kv^?RNE)n?H_G<?WuC*&wZ1JOI?Toa!mLN(>#C
z0&L$OtKLcSub}*%q&FAyow~1D8tu6kjZVxJXojE^&~lZ;!XdZ6q>UbyxU0JMh7kj(
z0oDw5+DdWZX&V)EC9x|j-vBcP)>UMt@{8+7%6qQ5FdrWuk0LX`-5P4E31PArWe9m5
z2nJiV1}EBGGy;#=;Oo|mT0T(E9_Yl@J>u;iPNU$6Rs-w?J*csHR8i-RV>ib$3J$5c
z<^I0KDG(@D@b*D9z}I>tRF_Kp2eXUVtGrVV@z=5cnzI2)lUG=))dPh}U6IN*d#^od
z)X7Jbnn|on<1aq8eYABF*wHfy{h-4X7A9kd0b?5}jcO_N_R|xFqAoXQn$9K@%jfgP
zgY{2SoJx?6=*4fonj2uTzI3}7Po1<=1PCbZwz9A9MO=!R&UQ>Ect%nE-gg#jc{pxt
zk}V)VJxm|WUJcy|m8pYQ$_KVcQU_F)KRG=wJhqqAuM_KwiTA;`9nt<QuclT1=-}K7
zefwwf*p_HgsfKy$V5&OvXa2cCphlCoQjy0tfBtFDJHllkIWPdgQez5I(p8o-utw4Z
ziipFvWIit=6bJinxt?Xds*{;yeJ&@yV;xTjZWDyMY*)3PzgBiL#mtVAJW$WV>&&m&
zvNgibvn%P<8?Le4?)Ui^_GHUiy$?c18sX8b+yYC6s~a(1R=UPweOs2n35luP+W_P%
z7zL<szVKgExUuYFP@3KE(7}vunr~nF%FATOo&W-;G^f)8{dr<W0`lEWqX(eHwm$7Z
z7q!)%M9Xk%dXUJg03C*HJaSFyBK;qGf+^ZY+HDW3wLjv@6EV=E!p}*oJkDv+_u4;f
zj{Bn->=?*#-0t55D&<y77xoX(vLCcg;ewr;RLm4{56f;jtf99u#>I|jbw(0?SA|%G
zNjrsabH(JqT^-MoUKk!HVGvHt4xL%D`<qrULgRbhq+YKjk+0)sHiZ{;&#aWj+FGL!
z)amO%R$ztGP=;)K8G2YnI*n~0bB0ysrV<eXHCiS)<6`vM2J<_?gk#&8d?Ar-4fK>&
ztic%Ii3-%JQh2(5dowod%Gmlh!mzAtF$!H3L%-MK$Ss_q{>)UPXdyYO?dh(SnQ(eI
z(X$jM5%w-6TR-~7{{7oGJ+~lVKM>uas?OsHGC-<&WHB7)8yjL1VdFJsvJfKSW^L_V
z!K?V8JA;+;zFfgkEh3fDVlJW_%vz)KEuMg{mqMJD-KEUGz0u!33Mn%td_o~&AtCAl
z(+EL|J?#M2nJnFX9DhB42-=tw0xn)6^uqItW6i8Y(%z4R)?hfnNOp82>8weESKf=Q
z@J0$!MbgRq5ikq9e}=Hy1%<Ak2Gy-O$0Rhf2fwLQSmyKp_Lv(KjCJzUMrMMTd3(KG
zRfrwV*Un@O-7J<@Z%O^)zvHy_jhyDlnmi(b(qWF8p{g<bW4*!N^?5y(RGcrU;>}8_
zhc72{3Dh>JxH@F=7w43E$MhCdrlzJERF{1|JhYlxlDV<j7g48Z3tk4M2a;H_%;)YS
zgvvMOE}_;6yfni9KR#q3P6d9M<<gZ{kI<NEv4t!-_<e8h*wS6e$a_6FeS7CA)-7x8
zJ_8?sIwi}>I$MA<6gD9O)`Z&_F(TV=n&9TBS5cwoQPyy1TmV9>AJN>mjTAnEb4JnB
z25GRtjq8p@DOcukiOMCc<!=6wMEN_OjZ_*{Q(}5%jrjCim3Oo2@__sjcv8QOYvBD!
z-y_a4%W?YadFj;QghDBI70Jk)hx!ze?LTAPGg>InhLT@iAMS&Tm6yUM+P^C-?e2ZS
zGSgcA^313SEy~);=I8#i;R_3c?Zk&fs2Y{DeFR={Lgcx>-PD(!loh#9>xg_$1GKs*
zdz}{_&Xgv{sxPrc{}z=1pw#}K49w|MdKyTN5KS}4zF}dmmSZe_Mjs<-ne6iMd_|~w
zUh%d5`uI*;0Cb7E>qvl^Ndf^^fWNkA>BbEa&k?QUD$8R2*$X*~Z30q`CZ;B-kxl>_
zwg@2Oc<~!h9F@fw+mWDblR)7_NQVCtJkM->_=Qaq&e~|my$OyFZlWVnb%4&HZ3pP}
z_$`1-X&|v^t#CV8zIglW;gOT=e_MN!`qsm-{nvygg;wsFCA3Eb2#V3mcTh3b!K=TW
z6vm3@b%^$oJHdv6x^ipaDH}b(HLS_kJ0YIf&~C8Yla-bo(}mas|1!$KraIDq+>wuY
zmVS4up#e=Emcew>^F~Td)$2EBt!zUnlMy|c8!k5wc0lRu^pP}mt9GJ52xrYrxuOP4
zEWlj*rfqLQobdSJkZMo~PPd6rT;c9-r@3?E^MQ!SI7eJ!&Vi$8GV~+|;H5MV#JbIU
z$_3;AqtX0y1M2z54dV-kP<ab<&L0Nk?pMnm#853TdF@sYvuiSb8&>N4fj>DauF`4%
z`R3^YukFt_zLZe4_wVT~b$VO?xoLCU$phSyWJvWlV|<)0rq7Ui1RHeu5+QO7Y-8Us
zJFP%hdhYTSXqOCt{H9>5`RiC)SNYNaU=&&|h+K!%6)CS?WpzFP0XHSn$v?XK8r5J8
z<2TJP9lsGFPBJBJ7CL=A?UPfff^7Foc5gfZuisb&;t>w8Tlzo-xj6MJ*#eL#x=#<e
z_XMv`{I3$IRQgpaChyNJh@*;)IoHyR#`$Ui+Z<4^!ri><tPI0_q4%l;j?->f?%2h$
zeo{Uo#<$L%C2gmS{mSco!$`0uA*{`%D@NJ{^tiIFTUts7ZQH0cL#VU0NOYXWBoTVC
ze2@_uurR?@4UdZk4CqI>G(JB)bDDj#lJux!KQ|z@Y@G?ogIvM2io-lLKe*Q#s{2a%
z?+SE1$XpnU9|<^wVys4I@J<V-TsYzTBF|278Rye`g(`aD;#__aUO-8B9@QoL#}l+I
zgnPeUV^q$6o^|Y^4-&~keBH3utW`K1+9G;DfW8)~p;0c)HE6=UgVt8ZGQK&js3?Cs
zJi>A*$+-rHlQda54{75!Gcl>h%qCQ0Q9DrcMR43jO9>8L5BGU#6PlN+P@B)`+nH>~
zqz^lb^$hQ9MEbkr{(>r4e!uanS4If?5g}zy%J${Zqj{*WMT~nlzq~&7_!R>X{|J4S
ztp)!ksdWfFwc`XCKKuP?QRzSzORcAU?Ss;8;LqIZMIW6`^l(T^nX!5a3}|_1S_quf
zb*jovswQw)ayJ}rm|7}0g8%6z2nL|d*-6G1!&#QVH@B>YDA|n&#&(2c20~%Qo{&7m
z?QI`f>TVJ475IOZfDXp&`2czbO9A4?wcme`)+`-x=ER~lEU>4M+{E+O_wWFw5vu3f
zo2qSAP>N!{66WK35D>}R_wWunPbgs_lIW^+1_eC^s7bAo9VkAS8=&~GXd)d5P@cCP
zB!89|V)m6Ho*_l%XX?2W>NSya)oGbRx95!+C3BCWHXj}lxf2UYo52Wn_n;BdZ!VSd
zHq$aYS`F+^o#uQK?4XkF-x-4(a3EM88qkg@h&X=wsie!uFMBet(QR<-K6a0D$QeLY
z5V}VLc2lUU2%Ex<*p-S{1?GL2?+EP+Fds6}c^nj}oPD+ZDz4^vo9;B|ll5m3)+^KM
z1Pn5&?r@!;(AH5W3XKs8sxb7nhj?#fSL<b65k@Un!GhnX#Yxwz8p!GyQC#O)u(Q*l
z<Tl~bdk>_quSA_2w2L-Amn0Ng8LE^*v#JOne0ok`IhszhR1|xmG%p{7{HN)0Ww_rH
z9Ei2LPY}mX%d0#1=RRD(-0ntbmnY_szPv8BZK3gB2`4hjAPOLbFuxn%xRN=r-+D@?
zB>O*fn7`YgGX3UT>=y~dFO$2@ff8Y$V+EVUw%Q9HI%0o6Ga3Ysj><pj8rF!)BmHlf
zmbSLG{uzj*X-ej8lL5*ke&lMl+!U!C(G9~Y72f{*>*wdbb&=>7t}{t)tvZ)2O@X7J
zufJ(c&k4L1B{Vw=JJv0wf6U+1iRG$NoSvL+eyBbOL(H#kR&n*p;r}gy9;hXOM<aH%
z>f|fSY_C76<F!sNE<r%#^9eSvsf~kw@cj>Hfj>RI=@}oO<~Oi}z0{EEs9t<*9R>?r
zf^UyrzI6GgqmWQxEDgx2h=TNNAveJ_|LGPqC&Q;8MM@#aWb}Ifj`E#oSiLNa+hJvU
zM9_#$W;@zfLJy~-q=!x53Sd<caEd{7hx^=#Q4t2K?*PIJvl9nPZ?`86RQYn$t=Rs)
zPgc%K)N&$Mbk<~+uCVm}`W3bw`y1OvhlhuofWkwzxl_`1pu}wXDrJWa8UmP<{<8nA
z$YMEMExEmZlx(5HfCPUh!=m`+j;l~pF(K7;<k)KiNEyN7xw*3T=%1fliniBf99`#s
z#=jB)@6*`nZvDaubWC_`bP56UZf-z<ZYE38S6sE~h~u#st1e@_e_y@Y3B5JjBMHfa
zA`|W1rMX9~nI1pNj=9pSK+*09P>057HkGHe>m`I;8=0{=Z#<0<QrG9Wx0hi~N5+Kl
zP2SPurhMJr!c7nG9Zr98vrp5o4^Z3l01e3ibSlR>ccq7lX9KE_<{d#RWzesj2b%-T
zqrNIfGl+xTJZ^ee#n(CqR(fikSScWboOfF)0Nqe_8K0ErLX@y~40s|Zt)0=Apqj`A
zvFa5Hs#L-4RpFj{Edm$HjJgqKrBGw*`^mCvSeK>YxxJax0VRnejO2$aY!4nxMznM%
z2*`oQsRx3n>1CD!I<J4u^=4WgAMODrd?85&;N`pM9E3O6#w@9Vj-;crKLF_AfCB}Y
z9v;3R5i!QCR94d1AGnT~=~{MgA$erOF4dkmXHND@Y{d4uoT|{USrz#G#v?cD7n`jt
zsRWLK+O!n7XZExAWWFAUK!eoM+Z&=sXDTK;lH^i~t@=?@9RUg3fU?fY($b)Z06uFm
zp#NE(!1#=$$_fgN`|1$1f^zKYO)3>Hi}|Z-oVH)oXP(<VfKXkLE1{w}wwjBXuHZ*U
zqXy1PlQRknYyU49_|GXB*x6%b;*s^(Q#$cPqooTMb}j8v9zYkVRQ{+sepMJ1+!a#&
zHV4~XBYQz(+7p=rYCL(k`%Om;z9SZ#q~LSHb|hb@;X$WvG@#l68nVvEgsy>FcgKZ=
zYUhO{qGaJKGqZ(_y_!YMCa(!rP2Q*+u<Qaf-O%VpDqNqPjQ-b`BR_haBiG?mxMfYY
zhpeE|6CRgw(mAfk4Z@2`a6(6HFO@KDv;t=C^XJc5MMQMK457TdY8^c<#=I8|v21_Y
zQU;Z%HNm0vSO)alY>47HPofVUW7b;bqcbkYn%1+L4E0NNtMjnSgQ|}Scc^}?jA+O@
zJxK2x#|odMSIwn{z0eO@U0n?{V7+lyU?C`>(fs4}D)Kc$y(a&VE$sSmm1Cxnv9a^v
zuDyFYP@JY}-|*r0%<*pU4rYzMBHOq22iLq_SF2*bMV^28e<`r33$cT`)J~Sd(Q(Ix
zhpLK0^Ec}<ODmlN8rJkpMj{0euKfSv-(l|sh(=}y<yygoO!CAlOHvNy9Wsrk9glwB
z`;SWdm+RTgJy-cmNI`9Pym?(oNliy93eQoYf_y99b|o}isI{Y`^m;nY1?ix#OV$!G
z7$(oVwyPJ)vu95udt$T!Hcyc#AaxtNFud?)r$dD>Su^STU68!>;-$@j^Z|{M*iO&*
zJy9jmIsn2ow!gx#I&|@|!!yzuV`_6&CFQ6*yz1WUaI1ZbI2oLu5$7;@6u0Q`$Vd(K
z>J`SB2ei_0d3*-qws{4yd^&`|O8Y-dG7;auxoK`5dr9qW91)WQwvYUyk=eQ>35vI^
ze+Abb?R2UB$6y6y<Mk>Z9*GshX<60f*z#i|b<&j4e0-!Q!u$JBq`(%Js<eca7!Ht-
zw5CotAAi!-=~t6|;TM@OXZ-)n5*I+^yalv|YgW@f?3!RXto{g*$vyrDpaGy`u9uXm
z*Iec8we*N=^^&np3A>3#skdpSwB9%rmP_<eK$`uod_YD%+?<<8jQ<3(7Q3_em@xH!
zupyzs^ASo2!|{8Z3~1`k;87Y+K{daICI98|8;E_QUpAU$K=jqE+Ay{DmGb7@)0Q09
zKr#B)DhSYLq$(@>ZwQ@eMrCCsITs$N-{%$t-w|^0q1>zF3EW|Y^NkD_P*G>o2ggYR
zY<l!vLjz$;3O68odYMGuJ36f7U*cio(|2x<{n=RFx0LDi*z7|{l7hW{A_)G>0wfso
z_NrgZ<kE99-Q~=`=}rnZ&DXDAoyMF8v}q<!Nv@0vDPlwW!;mt_PN<R`)aHu?ZN8v&
zRaqI<Pz;^R{Pl9xJ2Y&?Z_;g=Y07)j5iDE(709wdLQ2qWu(8+Ig?>*5uGog;9u%J5
zRsR!^BW3WKRW+oAzC_`z$5PoqsrP})0qOpqP>D^@F2M%2D>z}D6}b1ZKDO_0h%+?}
zb6>ljRiBrA3Vy-%az>w3`=+Sjs?u$`Nzl(}q?i_e{t@ag(Nxl=%TzybC>{m}hF%Cf
zkjyoCTkrp)?Y*O#>els9EQn&^Q$Q4@DAGlgDqU21?<EwK8X$nuq{d!QKuYLEAprsj
zJ)u_xq)UL%i}Vfxp#%bVMm>A)bH=&9aqqa}^4H$u6V}RFGjqQ0^FC#|+n-|!_q-GE
z$<2U>1m^~YLX87Qq&+lqaxBZ|!&TTj-!t-dQ~9ewyGzu(0coFQ%*T(XLfGX7=tJwI
zL_`Y31UgtPD1(Lu?{x=Nsl`{ZVL>WjF{G7W_R82)<#N-lp4G~-&PP^~L8l`i*n+nJ
zZdo-c>Kg9LzVda>g@gps-IyDeeu}>@Y_(Fkl?=9Oa7>ANOl#88(LoM%&7{DsmIjM`
z)XN{P{||ub#%Zvu;5_Tjxo4?p&Z5aRI}PYB`t9@-dFOo{FZu3oNISy75eG5fo<k&P
z(?_tb+%LZ1O7c$*TOBx?cJIw8J#X(#Zb=W#pc&xYT-SUbKHm)rj)mN#N=dC7Z8PgW
z11-f8Xk@V7!**A&C*JwFy`z@I9!b{vzW(qUq{p}tt7g~8cOM_8>83N9wH<XhhZ+2{
z00Wn|cawYbGa=(ffI3azfwS#ZgT0e+7G_v5{8Q%eMFD}s7g3a>iZPk^OH`bH(g@MR
z56Z(HIuCF6#{h6lah6bB6CV5KcEE|=;mld)2KCb5#ry{`fz<{{7sN9sO~b$wuSo+_
zXi)ssdl#69{~AQ2uXLcpM{j@=4pJVPzX@hZ+oJvYcT{U{7!>*=zdx}U&;S#o;sT0l
z#k7l*ldz~cbuv`(PJ~dif{Nbi&lcEDA{5sOXG1oxR!YMnH4?xXHe_L*y5VKbFZXM$
z13jWQziIp!-z*632XgU0P^O08^&8*0LyFWh!>@vCht|~SOVAvdbNe2yZ|BRjt9<Kg
z@N`(3o1>~O@vxasWM&fvB(&re(yQwKf!6rw>++d&n-mhhu3rw(>D<bmpf<tI%^lZ-
z!OB`a4+QSFybzS72RlGTpT&M=Pwylzhw*^TsKD*3%{@Zk1YMpic0ggPZ#M%dzpR>@
z8^k7s7z}Kdu4!l(>fSFB>WnZmh?-lE2?67+hLZY!iG?58rGZbmDlMKHKDsKU&ep4P
zC8HQ(#3mXu|E;kX-I}+8)X&dxy#kgGorXeWbkH~-$lo2_fa3!h_ZIhFwM$%h#BB2@
z_A%swCh9Fjm5MoOY!0;C8|c+_=d1>llo}004*C<_w4+AT=4O`2dzmQGju!y{_ApRM
zxgUXKXmq7Ki4v3uU%t%0GZ;Oo*vYwew0LzX_=t35qU(~%QMyccg46FV{?0FYA@thU
z496nZLX#cdlur%AJlG3uJzy$p!e+q*y0m6|Tb5CifPVFReN|*OWSZK8Pl*&3km~QM
z5Kv&h;1^iD`r$a(44#JTbJsDscL|bJ2CNbBN$dN(g7@M#GdEfkP_3s-B+r5}peyc(
z)Wz9Im#MLHRA|2`c;nu!2O)YTLmxxl;#QDL4DvOjI$PckECH-JCPOaHNzaYh)E(tw
zCi$+G3(WWoY}OQXpll$h@&?tPD9d3@0ALO2x2sR=s-AcYv#X{-cU(Z%^{`y_yDo18
z`o69g*tdwNXw>X?T^!a-nJPu=KX+xL#}1HnVw&6Ai4N;N{VibPW!OXb`5TaUCQ5s3
zd*OBR>2CP_3RkVb9{Ny;&5k&&!d)NeBuT&84Ou{%1>gM&L>%|p(m!*v$|}Qc2jNaW
zax-~ATnI#1X;cVrqjga>?3!ck=7gUcQG(>EX9U3b&p$YcToh68S~ai$m3Q8p`5633
z44}}z+l(6Kf!<)ft!%;Byyi@ufs^F6+?Nxzk>$v6OVpC+++}c0J#YL*3nQVuKeX&j
zn5xi9B`2Ts({2&K#XhL`ocR)+0_t$DL@D+d&~M%#`6hR!!knXxCj>fwgHg}2WxLX<
z?jEKfQvacF?<i8NrVcf}ME_=heNe~?d<tg3BVQ}3a$6&x=GVdqBw<VU*o*vSo?A^V
ze(D}W04HX)6RbQ3rgN?TiF9p%@8PPMz0{ZLzEOr9==QR+S5YI2zV0h*vu%3Puf&b7
zFZKO`1rz8&h1s0Wfr{&pX+}WQfgQk3%B2Ds)|5wDDZ=l7@&Mu-K0XfCmz^dLdFT)W
zu0?5nploUuY|LX_>?QbU0p-``yU;i@KYI^ATs*~}6+iJAXRTr57Cz1<84Hd;U_o;?
z{z-M(Wy@iF&Qsk!+PB)~LBHnKS!_a6iXOrBin^Tv>Zp;Zswy|5{niZ9JvtgjC2z?K
z0Y$dXR;HV9$3TE#b&8NM6)q=^JRW;K1%y9@TJanxs5(kSz&T{Sg%EjS|NND*+E##|
zQgqwaYD>~xcomowSf~kBg36-g8~DBoh;y|JguOpSglP$OF@j4(_(|ks67x|@z2gY<
zB?P;<IqL=(cjZm6CWS--)`3Kjn;`Fh({WF@#!Oe+WP{CQnQJFXZ2t!TTnToO;~I&g
zE&y3c&A5iNXPSpFZ^~K&e!8|pK`Ico=KdA79-ch`u31=?3Gn#Y{yRZZkx*}TjqbjB
ze`L)A^vtgQRxx*V;+FQsCPMK&WQVlIio~bsiu5tcNoG%5ToD)&%osr^-72OrU`O})
z6wU)i@ob~hndKxn=sjX&g+#99>5k^)&Fp~WL-(>3W40en-^831#J*b}88FTOCk4$~
zN!gRAW!EWFlMRa5pqK2Gp8HxT33&Li0EdJpF$+J;`32<;oE_&)Lc^=d4Aga|LE}3n
zz|+}Wq=J$=dD$!JfLna&AR_~h{u!&K{|{Km{N27)fc}&yASejoVp+t;>=t3N^v~9A
zfOT8rn_QBgqyB0@+4tL@F`zU%rbmfY-h{r1@iIl!pGCbZW&HOg?B6GdPq0lX`>0ta
zmtqWTTJAG#57N?Zn>}W+xcpr2b`Pdar3h%sac;+CPc50g1cOYP?<#TM|DmKgTl)Ks
z2UE=9V;?7;jj8g>p&#_RlAaQQuU`!_F;K8AuuV@wjoEGY`}xZ|jMV)njqzl%d;VYD
zQO(Q_@Vj@<Itvh&t#Wb9=lRzq6QG+K6Fi2`&H=t3ONA>|$z^)|_Kl`;%i~=$!VOeC
z^{pcC5-hq$>Iq>C(#<GmHJ`AU!}s<*iA#{K;@PGZq99kxCK-P5vEgp_E+~LM8|)ti
zpQCL)Frz4-gC7w2X5uXZ0k)%YoPM?V+^s3|{H>@UbN?U4eTA9sy{;X1bELrB_sOFS
zs-&VT+F9u#3gusgsM9!rj?Y(XnPP!fqo_BoGbM7LU<}v|h3QQ*jok^2jU&DB_j_ZW
zcN@CLS2%ybW31HMvJvC+;4s*GukF=5|K`|~xJTF7>^-0%!900te)ngNB~`RcLmT<@
zF6$^nz5U{~^FW4@z==S6HFas$)&HC@b|h7GZI<~>Y0Q4OB4mUzEHST-?gZ-59-z_`
zhqqkeM%nR8i*&0O*%F!T$a_;j=#kOqb5*U{^|tMw5@c)*%n<`ARis#gNTKJpOR#)$
zxq(isxbn%bVQMyjp;f-YG^pAc8OlxTwacrI!^g<NfC0*|jD6{5iYC6-D~mBLY#Evp
z@kMb{nsF~6Qv*hVF~JZvj~)e2WUTsC2);1*2#9e~Ee|u5HD8qxg*y=7Yg(ddZ@Kv}
z>9U%jf_0uoMhou75J@J_f=p85pS#uzG!)~X5ZsjQPet(eRLL4jxl-77U_7a@XJMj#
z=BQFz(YD?_^CU(lrOqoigCG4j<no}!LI@l>H0MPHkO69th&KRus0_+PO<KQWPy-+}
zK?k*!p#EW>*ADsQ^&uKQb*kFzX1|`R#GUz#ZEl?%VES^J{3xzH-L`KbdG0Y{e<d^<
zE8eIlTT;O1JrT2P064ce>puWzoe}sje4pO|4a;z4Rps6i(UT1rNk7nu@F54zUxZGt
z6W(Hxrwv@7E1<MQm{Aa72cw}+LY#qizT8oI2MAm!4h_Z>k2Puk>77q^;DJwcJcdV0
zqxWt|o|dBr%+p{aC*^cy;Q<?A1{a9s!`ed@USN6NEx|&$ahc1i52O|y-Rz83+<kdX
zR`@73X`WvN^;M(N_BX7kPCqP?s=G0rppIiA=8U4yVYi#@aw7l%{_u+%@xJ@vZp7J_
zQZkEPx58`Vw`08LM>4Nc#*Tt%AtuNo@JDlcw11<`gYtQc$J9%Tq$yj?_y3Tewf)-Z
z8ECYip#R|tONz1EeA~p4s>r%j6gX$$)<U={>oo>hpCvuU%SmFU(xnOVhk=qY)HR&v
zOjN;>^g5L&1X-t`a&vkD*fJdZXpxmdWH0LN;b%dwa4ddKH(FPqQ=*RLw7|>(ae>n$
zmns~DLRhG6&g-sB^(b;trju~Bs6&djr!NFdu@QY&uudwd7&o4t#YY+&59a-=glS((
zCtpjYikAs5HIROiDZ8g7D4c=a=780~zr!>PIMpd?w*|oH6c)$IbyIU*QcnPJFqW6p
zc&>XPvfezu_m}iwzV}C-16(CQ31|Fd&OX;;N*FC>>k3UfvH4^~GYi}fUj^JdJLB9H
zd}lI`+E=)}Ya|#SB&Gc5A8eR!wTwh5DuAK-{-a0ps(`_MOea!6;&Hb_x*9xykCGc#
zG-<%k6|#JohEoC1Ltd4mx^|xk>>*`TRE^9h{kOrq1Jk<huXC+`fef_fom+T)!wYdU
zNuY)f1`QHhno>DYIM>{6{rV<oxS!n>Ep%s}GjFs?26c@Dd+SA%{snPqFbSo~n-G}A
zOi3=~3<dtcA>#pA#8E98nn?tLI}l#YR7}wGnaI|sB=1;d@MoWK1P%yZJW|6}Teij7
z8`DW4-(^>*l!EI-j@xMp-bud^<48eJXXw5<hWlXDMxCju@g1z`Bw$+cucudp#peVm
zFcgeFXynu;a8hBUQ?+r89yexITsQ>GI|{AxhHtm_Jjv`{{(16@Xl}<!`%ro#57x*p
zeF-Oh`-e3L$t|baN@LpBq`7cFTK6fSJBdFAC}f|XDG)bGUtTHM?L;~inb%7fWPrnL
ztT~RskjmP>rz~9D+_IV2J<5Y2=8L{3?&kluN|x4iMvkvlg0^~x6S{n$mffJ<Z-#H&
zyb%HD6s)B19JpezH^wWt#XrSjHs}ydNz9bB>IVh)DCbd5FZiIXy6j9|_eV`RDc__Z
z(+SlAL!PUqfS!Op-}4?(0&<8g!v9^-KB!)JTm@upfWgTx#`i4y_ruD;nrQbDg|dAI
zL(Qh33umT$#S~BCIePsI@n~@70q)St7nK~M&XJpdYrf6`ZCEFS#)UQ#bs~T{3(jA6
zemj=Qyx=%ozzv=f@EQp6+$)y~k=FZjd@*j<hQ-b4Z%ej%3*6Fz?>s?yt&0FX=~-4e
zBrXear71$@fq-1jY}?3~UW?en{{0WfltPqbLLrTD)Du<LvvoJyKrKf5qwPpWoVe;q
zN)W~(5L#mk9oy31$z~$~gQ&WLfpcO)9Q=0nOyj((!&^-zLtszoy<K5N_Rfn+TCXm@
zuY^9h&yV~j^%k(l9RH{~O$tAz@8OOp>Pdp($7}oLXTrlv+efOIewW9Oap2m)+mt?l
z6C|z&VTfJ?>uC)j1yM3~@8)HT2@0|xBP)xRB+rTclD|k(L8V3Z2BM0NLZtZW&NGEH
zN0$7!?pC;qT;6^f&V0Ge%jAOqtG~6g(rdt<O#;k}FQA#tPp4)6Hi_89ibsR5>)4l-
z#=RrR=_9Zc@j1Tg^v$BDSGSG9RF_aPh`hHjnf)~76pfXDc<rXNk3_ri=6bPKN^aj|
z;@2Px#*9N;G4q}gTwBcwZdn<{{*rhi-CO^MA$m;B$f=lQ`4o<SStC$4Xd0GEj!Pnb
zaq}kEgT)p7Gi^hNWplHtIB81u9-=FHxLR<bu-*LPuvT^SrSw8YyD1F`4(XO%Tbfk~
zz+3jYhx+R4x)*m}!^=&YcYW``e&q+;0an->cV`y9?39|UB_LH^U!n=VmwYiYulEBq
zypsUB06t;emdz!GWE?(KME!{2Xl`WkiOad#hc02H8Lx@g65eD?JKmpeBVV65&&^--
zy(&X;JWzzDB!5mvV=!H&8O9M|&Y%FU*ENdmjp~s~Q{zU29w)w26zWd(gE|zSr>(hQ
z#iV}M>5T!kFnP9Hl{=7VX?dh8g$NF6C;w=hB%FJ-q1?IKO6zyo4Mv}pu9-w@49>Oh
zUw?m|rba0`;HuDWt6q*zq31;Q=J*^^44kw5Qi`4Nc3c~jmrEyt{b-awrs`h3cR0z9
zT1o~_2O5E9vn;K@RPAc8wxw3fGD`U^+;EqY!Y@mSGJ>?P6phfce&J1>b_!bL8h~VB
zD|!HaQFLId|GZ=HA0MLm^k<WGfwFu>-`B@znKX7mIh8l%FzDE6frwZ03C+Wn3PD%i
z-yfFoEA^gIE9g#Fh6YOHy-xl5vb3B186Pu!{oWVhzMzVl8PF5I5d;cv>Ld0k&YFLP
z3Sm{{XHfev61l&v+N_%I)WWm$BPn5@r)OD!%Kff-UZLgwEM+9_r>S)g=QK>t9>#t5
zu$RX~u<@rNFfRktVrE~NLp1R5F{iomhxR00h*VZqw_7UH<%i5Bi&E&_Y72Da`_Quo
zmGLITgi6(dNwrw@u)A|zSy?X*({CPYyF8j<XOwdryb0k74xl*&BC3s5di3K_501fG
z8swsv8(pKQZLT#^kd$?R)0--w$qtm?y_a+#X99Lz`w;cRG`E|80ttMrHWDw=fNF6+
z5_xV4JFer*kah4K1qv;W@-I0E$M>!4$)FUWM_Ihr1^qed&ddhr((N=}xl;*~0do{n
zPa|~i3}LlYpL8aa3`_=lOy^!s6IKqQ3H0)mAqW{|ot;JYdwOZ1;@y}>#*Y<+I1HGN
z<T&rk=~OD1VRB=ZyW%D{uDXiT)ZCc*xZ%aYe`Tg23I4g;0VCd0Yny!F-tJ8ataC!y
z^%2|7oLTMl4@{U}>Fs^^s+#WV&EUKK`40D->3gScHdgj^?WU`P+bW4rspQBWvH(Lp
z&#hklI9Y?8u5-xJTs01S6jAdN@Dj_lc7<hb;vQ|ZTWS^UmFAG$MtSB9d6j26K3jvb
zKY1sp(!5e$gCWEk1sLjla$W1WEHot{t)5WAgSlBA0A{SH<8lfQe>q63SWcYM2dieI
zCr_fRvX8i|{Fn>emgvd4u*zH<8JFYTId>PZ_*_G64pFTgIN%EQR|8FkugjI(pWnwb
zMe{y=DxppOc?kLqM_8s^>j^r+aHgBBEo-*r3#@1xy|7`pm2H?|F)1|@&oHBqtAN~X
z!047s+Ako`2}M_yKZ-}304W>O@Y#+qjq+*fdFlOoPPa@QA_(GC(8J2NW?vUbDFP23
z(BZ0DFFkbE3F@!#lQsg5RoL81lCDvbQs+~$)C4!3_oMHrtGDQT+GZjgn=lXSH+*|#
zf`+1Fuki3R^k^xvgE_~)JyOQQR~jR9G)|6$M+foPNfV)k-2k6k4F;mdfJ*CD6^TgP
zez_4H#%pOU2O48ixyJ43@S(X33$+8ZGxKi>?|sG(Vt*Tl^lr7(Z6VEsrJGN$d|JMY
z3e3>=T#2<C@NLZ}dMubirg!wu=5)xekSM9+A*iz#yhPkie<Tw)ki7rC8>(Xq7&H0W
zRwoW{wfUJ1+@2cp131@IAOWYNc9wl(oyn#;7QN2n0rn0$G5>Wv)RZV<WK?I~Gy}8j
zVr3>Nk@-1qohYQ#xpgx5JeYx1lvzsz2?O&<y&Qr$>t3WWyJjb4!g%(6@+JLZNi4G1
zPtsWRv;UqOX+G%j-RnYm-%|i|2j<tQh8WLYN1!SpxOJ$~MfcAailU~tkidUiI}G@~
z2+;0qs($}W10VkJxdNA@t=<K^3^1H?RHM2^TRROZ$rukR2$G|rBKY>_E8pHp$mFM~
zd3YcKZMJR?)S8!6?2<?!*hCTsBClTzv#?eP^X6`fkOVvqaQPZJLm2nzq$@D8V*F03
zr(Z5so`exw;D+w-p%*?7dVB_mf~3ctKWnMnTpablrd7?r1RDSg(cN1o&==#2#-HJg
z_?gqK+5{Ftr;QA`c<N9vI+|klC&fSo$1mDrd?v)$`@oIVwASV4PbPX0Uk5F;HxRXW
zp0WUsOmGYC96V!CqL=^EQqPG6eaEPYe9>JbF#P}ugiWExc7ns9Cp_hYY~+NtO;`dw
z;1Ckjte#aUzW2F76L~a|ZGNp?mPCFUUS(d;tIl_rMxGy>7F1a06@Yb+ALXs*(4z+J
zCxVq<)0&<5bv)RQ7sT9vpCO$G@4ELN&aF7R7|c@EkM4{cs{=k8Xg#!-pHQzFC*T$#
zQ#oAzK3ZYWXk~QR@V9jXTU(1}C4BkqX(tl-y4>v`ls!!P5!RZXM*a#{+a~LiN9C0Q
z=*C@ESzc8}lf~j*BVooIeg=H;er}!2Ed=$bdbUe1EaU|@aFQE}7J9mF*l3dgkHGIc
z`D4}<V2yR{*DOUY&bN6_x&%{;i524pDBzCm-s17?qUr}Aaqk|GT=dldWhOOSFeZwl
zg_&kmxxb&F1CQLiQDl+?U4P}*k(;`t;-MU-?qpUOCC|~Vj~eD&mknm%Ql>uel4=ng
zvdUU*YhS>~X*sh)JtjKfI%qRC8ddOmcS`Q;M0_c$_7Kv77e%I1uxZN+x?kyEP1_aR
z2s5itkyEh9Oc+VX)q#(qzdGob#M4x?thi|`ROPei5SLL4CPkf_pzV?Nh@8!S2s<83
zrup-@WmQO<RN`N5xW1v0N?<b-qP!bsu8|N_6mq<dww3P(@c)<t0CCY|+ybc{NGnS9
zlxXP^cRSq&!;ezw6gYnm{IQ^XLj_Ezfxh`M6Q*Yl5E;GrE%@g6`&i@oim5YfI-Z!~
zz2XI@1xl3`Gb__rs&ZXitUBm<Xle?#cQry*BIZZ03hmrCU(Jb%7M0uUc7+l+(N2)L
z^j?&Jkmay>F*DOx?gFq-l!$yaH$!@hY26guOfKNC8E*jvcrpIn7>$>kp&t0284t4B
zVMv;XYHSwGt^xF+@~MEVac|>kle>5!8rIpB3`sw6AQV|2@_g9~pcLvYhywmA7)-^V
zjtYVsnBOvQZZDF<!`}<}Q+j;Vd#m{nS<CapGF;{=C$I%*8`!+8(;e0G*!WYoZ9xYj
zHX7X|$Y2VYn!P#Pi78liv@*jrE0+~5(X3{Ky2Vt@xj}-I^zYs&a+M*y({>o#ha*m%
z?#?&@$qd9^xRD<A_uF2m6pe7*59=leL8ng=@N=P!5&^uhWFA}~Kr~92Sf`q!{a*FO
z9+&gJXDR0w$mYC}dE(Q4#qy_d12%)X32okmuca~=EVRdQxWA$R$7AhzTTT6cc3#1u
zr*H+&sr*0cxewL5{k{?Ps}iP>6N~hqCwxY#;DpO7jB?DSHPhY}881B<n*2qL+yu|)
z>DvMla-R`pSq=O)5odCXdmPf$fdPOqoZE7@sQb}7rhg{EGm;ZEs`3gU5H|_f)8aN=
zX9ZQIf$gN-lv$lu+kO{uv$;sCY(Hy_Xt?XVfG}|9<QH=H)hCFO*1AK8j*}a$6$?jr
zO<QhPNIEC@6=!AvaPPse3X`T^Fbp}1mfOry>DtdS>i5D@rh8JwAL(i!-d|f?&IYy%
z;1*YJfDzPkid&1c?5+|2{%5TG+$-wzfY5=wWEDQ|CE5SZV%R+FLByw_0b~S@O)epo
zidwudg`8=W8E1&=kFWZbheOaa6ogh5Dlv;^UAE&6JbdFk6Pv74T=cTMZ|6zdpkkiu
zgBg~M=fpOvh(}c(`xX=+IrasXtetZGL@BP6h#ulVb?IXz%1jQ=p8U>j*Pqmfx7vPG
zOKVpH4&nFmHKq@Cm-Vj0i1+HS4jM?8G$61Ws#EH3oB-oKe&5l7vbLqoO3Z)rsQnVm
zOMu_f26zBK6fBUJ_GPR&ItIVobGW>KI9%GQ+NnXSv@Sw*!DD1$h;eAoCN%JGj=%bN
zgDh5<fjbz(;WlcA+l~hV1R2}{jqv%)H-Pue+)6fb`XzU@tj)d6>!0MSmE+e~=2{P#
z;0ZS3nTGlu!-P8;$yM6m^%I0b1g&nq4r=T?S}7NpJy0#BazyzCE`5S`+ANo;YQZre
zSbVL7lP7n`4XZ?NLCAVcsPkE>--!#^2xzDTB(dH>9|>Z0nWdc&%i)`U_SY>zJ;gEr
zsV7vciYCW+w|mRlrw_T26`i*7x_{~MBVP$Z=EDyk+3T6gdP4N(k+Q7LQ9uGyg(8<Q
zn`;le@kQ>9kDX64jC^)AG0_G5Ma-o1QNDmK<kW5l#9*T%Zh{xvm;1J?`v%^-_Ulq&
z_9FB^*R{_>!`MhJYX4o`-Fu|DXXod26I$2Zf45pRH9k>pe5Vty0-@N+PwZ`R(Fx&K
zg`PG_G-tMmf<PpF8jcuxE`jT+KE*lqFhKEyHqRe1{^SYt#JjiDpmD}Y{Q^p_=Qr&U
zJ=wm@1$X^_NvA%}h-CH=Fr(Av7F_m>z$rMibl#O41xV2Gk5}O;l7jw(J3Ds$$|#Pu
zP+}nTz|asaLd@Kho+|zI+T+)sEpe-RS)ixH*nAx!Hsi&Ai}#LAm9~F(^yj&TUZk|8
z<*<I3F;=sLeaYN}S~LK2T!K&bxEP>M)o0vJCveC{rUEHR5uV2=74u3<?vjZ<`rU&V
zJX?(L74fh1p3}!<wN}?_<`Ow)(Y9<ld;{o}j7Y*9y9M9=JCUjigXd^G(p|0p3Tyo4
zt7c;?HvFY|mdgo|j)}W}wt{UQ(W^!E|IE$Hpp*_GfeD1&<hA3{cr#XbhT(!VP<^B5
zP0Gt~>}|Fvw~LU00jtISJB1P)`N|*mtCnI#3NIU=d)aT>z;d+*kvB-qW@)Oq<yk|t
z3(<AH1%-uP5>of*w0ZlFByH-YNY&~%&<RL>OX|$aZ&|A504!=CfpfnHRa0jjg#7&V
z*!Y&<piUT40V!~LaA8<pi}`%(%JDTI@CGaXnVYC{u+<huNL6}99J+Lr@l1gna564(
zPVU}d2X-Yc&WQ2gSWY5X=Vl3Nsp}K0gHdFyx9!P=p_3oAR4_u)vZ{c;U`t!u`c9wG
zR;lxtyw0_B%bRV(c(+|A<yTf{8n}WH-^DBeRGnd|VQf|ueJ}B=18J~<i`K0WX_gRX
z4r%&vht#@5akLVOA7!wPLZH)Z=(2`>d2MF(iX6+d&ye?9<B7QblkjH;dv?~ytZaf2
zy>tXroC5{KO91Jf7e<{nKmt@2(1~AgmDnrQXu{Zt=yV)R-qUzAH?$C6Vb<8@`0X)#
z5r+poxTnLq05KkkNc%ebvgH%-Bu)E;Hm+H(@jcX0Vu066;h!@z2@raDWY36y;Hdmp
zY*jw3!dDDM0QJ?V>i#<fa$yhn(<XJk;Caxz;G+JfL3r2!mTy-Fc#u>hbf>vh!Tq?g
zi_a+`Htd}}j|&&QCPdr}lOPA^AXrv;5p4BTQ2%uCaqX_WhxZm1fU92RS{8>w&=8rG
z@m{o~&)q-OeW!3_K|Sbs#bVX&D;oYb5B%Md1i#yf1!xf!asLIIkvC3Fg>5)S21Oi9
zX>}m2Z&(BA*7+sbFDu6EKin=c2#QbCeNMV4Hjra~QSdmCGEX0ToPQ{m!)=zuqw-9O
zR_UzR*1ZgasA%7*=N&&d;r>5FeY!!&=#W56$f@vZc&*C1yqsMU*wNwrjibX^S>glR
zpwSTv{Q8hP!(rOrVu2OaGq@Kdmi77E7e!iEmZ5`{`n_cx4obYM)GCMn@JfH%)aZe;
zSC)xhRoyVTzUvY6sB+TB8a|6!mVG_HtN*q}{PXEd?aPXud=y(b%|G|8Gz<YCzm0g{
z3QI=CeglDVy`;BT&OX90@46fh;2+Y5#&be}vJk^R2yghPnp6^ya^6J_gDkqPr1FMp
zbU5EtkTuBdsMhwq=tTnEnwqQark1YQiZu4M(ba3KLwd<P$Kx|Bq_38krlS)+l3uC^
zl{+3x_W*Px1hlh(T6&`OqeoRTFw&o?knplYqVTmJ){^34)f|YPeD7A;G~=Ifxx(oy
zDgnRV?*~o#(r))l2W4Ap?F?^a&l{7l+&V*O>tNtgAPkVfoUxM!Ao2X)l*8Yjz5d$N
z$D%PyXcMpgwC_dy!VuM+-w@AE(f<erPX+1y37mb&jA}dVHpD!!u0>!sWaiZz^Ih`z
z7AOefE7tB*brrunyw_c>WF)8<Rd|kkEyK?0Nql+SF>9uES&i3p{fCn}@y{Ga!c%yT
zvocSY=^^kz{ZvywmNM&B9QmPFBJ=%Guj{u)ZGcx+evpFZr;RLn?hku2tKQ3N<R`P5
z1y+}&)ZCINF;^-2F0gfBuG0zFSatD9=OL7JFwo`xA3ob+w-t0#knpByhPX@H7a<Ai
zASN@SUW&V+xwtWOaHdIENKf%>r@o5{pdj%VSUfH!3dZ$}886AeK&J-Ceb`%ZDZq85
zJKM}o@Rm;8_fLYXaZgccRvsCpgD;Xpq08y**W?B0Z-rm+J)FctGk@GKp40JR%q4do
z(Fh+xFeScvO81M(TKs4jj;<ZZa)9HDBUUdV<ruTZeEWGL%r~oL3H3h9(yt3GZ%Rb{
z{8~LjRQ>gt_q5Ht_=6r20;~CpoEUem`pm|RD?jM|04Pa<+jR=+I)7X6e{musFPrkW
zJvAQKYAhwyawD}5KA8^*w)v@<uj8T+Iu9BYRDnBg_mU7lU$+@{Q<|p_8nG42*;j#W
zj0*3FTDt>Ru!Q6$f-(;r-@YwZEbdkldp4AFmEo+fM4uNAf!C*(g6CgRV>vx^{#9J9
zYsYMmRZUm7QScd$f#W7RWQFMHaJvIaY`OTsH68o8*Ut0NIOT9}to2BCPFitgRqIH=
zeI0F6%ws>j(|cRyUS{;V-qmhQx+}^%0w!A@fcF&%Oh10oSFMH-82|OD{vsgv?Ss~*
z(F6<&Dzdyi@H*#Y9skx2;AyemG^4-zm5h*1{^S(GnN%R44e~84*7`0a=>bgCX`<RJ
zJg7<i`<bo?3^_ikU#XGVE~Tn+wrSy-!jziR<ngD|p=3?<7KI%h#n>@e{j6@|K(cQ}
zsmj~zyM~!Bjs!ZuTF18)yhUzlbrIQ$BK+dcqIUStvO02mi)h>`%CyQdB^r`!a{>Y{
z0?&M_gfi_E+I^K?TFhfv_jNeZ`0Hd#z)!F0D@`#KAU(6>h45b5#{K^W>wvd-M;U+s
zC!r$=`pt7MQryzVwgReen@<<w*+T&|OotKY4NLSont3lOodray`_u%`?pj{>q1kfg
z$7HMX#*+q4lt3S=mMPQw5KY}K_C;AYn2x~>YmtqD2<4sN@qGpSgkuHs9Z6>*yR;1?
zZ7rau<<-KOLUw4OK$bC2h3UXgsKqbxqy2rWUEfGB{luCaZgkWg(`<aX#2)SHXIa(G
zVzqVY+yxT*|Lxnk+mr$DBn?3omPJ`n?0&u$M#@}M5m7G_wveyp>?I*@W%F`WA9BzJ
z_e;JgCw+TKP4Kp#RNc!X?I)fZhn`VzsO*S+_s<UFwrBZ)&GeQ{Qx2nX9Z%%&{-ZQF
zq%j(wKCtCzp~rpCG6vb)Yh``TKy>4~WHty>(K~&5Td9LCaO!DZkj`Ar<A~~&kI2ob
zUdo&L3m3c&dSa+`eGTI)L`13p%bslEvAM=2R0K1s<{y5}zI@v0<plC)*)X~(gBXA9
z@1<eZx-nb6>xmN_j*wQuhgiMXr1>b^i%1`CxFfAn8~yPZ@~yUs=@Rf7=HgBbG7U$3
zd7hQ%5bVEffA}-cHdLfabZI~ot{~kVnvXYeYoVTg5Jf`0jE-qFU1{`^6ci@BU!*4~
z#^=Tjn>UnEetziaRB%gpAwR3Mcd5j;q#mvP7Lv=@)5ezwh^kM3wl0&>-@bqeL8Y`>
z5pE4mJFy&nD1274(s2xbb7oR*`f9D!K^<>B`tnm^yu90<*`nmuuaQI5&dRU9kVo?p
z0{o&r=e|3B!VnC1F-v1}wv;@ccJnaLnf&{^x6l{OsE!mksxWjj9f6s+WGFC4!22g?
z(RG+B>J_#s+Egd`3D0uv>`vX!O3PBCRE57V8=+AG!hLGH!h|R~+EEn^>}A{7c6MeM
z-6@fJc~W5taBr<DP}K!X?LYrsFL2RMBcGz`u7gPZx&ay<Qm?a<+53uCKcqs=`z|zc
z!y_Uv#G+(y08DV8+%9D}C^tgz>^!)QvQkLc{Lf$6QJ{Ml2x{C=T9u(+Z`ny<I>$Y{
zF4PkGSrugcP;1E4bC=CZ)&<0XW8W3K^udDugfXPrye+MOfyewhy5+l+gioPDvbANh
zM?tP^WLcM;gWAO=d|SBATtSrZWU)(f<(E$mb(dnN&a#@k$K!#4Om78N1<N@H?2Dq3
z=VG0!cYc^vZmyeA)nGlPu4c|mb3kt{D3-aJmKfLxm{s%j9FpHBWdzapL+Je=c9ix$
zb}@~>4K`jxd2>(OtC&Cd0gVzj{$-J~Yi)<KdwKV&_YCQtv3)Y<BI+>4_hkW^<;2i*
za^y^(N3vwK$Nr?R=TzL-hr6qtUW9_P`Yya^7r9)>OXe71FuRqMz&wCuoa>_Y6M@A7
z+RmFPcn+Jxe(QMlLj1Wa&&xo2E2ugkfM;_4v9ERxBN^215>h3881Y5t-hM_|(BsgT
zepSLf717paOu({)`Z9G5f&PEG(oQ4O@DpaEjZUhVq17+R{^XOd&}yEA5ayD$)5P;U
z?*1cE&Q;OcD?(2pfa6{*`*1LfkGI}C%E_~U77)LAbm!C5m5w?;C^vN;^u4Y)nj72&
z=0r?B()~f2e?}vt15`B-K-^8cma=2syF&+uwe;hgWUG}$CE1$LO~mq_Ha+srl@pwz
z@m2jaCgNwULjP;Motr|XQ&2`W!Uu`=TY2_YR`!PWcRs@m&eDc!{`0im*<|zbdlgiO
zflGp3YO0W~(+lLZ^IZH<^*~+V`s+8I?&r7orp&xx_mz0hJ}Bid;vycvos~KvafJbC
zVS#dZd?!-xVO3K1LMFmD=ru0XIVUC+-i75aWTUejh5+4Guh>8GzzmT3$e2*eZfd;V
zAX#I7Cm*=@4v&nJ%O_N=021DRhu;<Dd97m>XYuPTk~BIXk!EWL`6T9ZABvt=>J2K9
z1EM@!E;Hz`hKRbN66~EmfD-UCbb`n^Ye5Cg@G<GG-KS4CL()`bdib*eg1r+V^tNNZ
zs<XvwRWrD9xhd<C_+;PhMn$7R_2R&9r|Fmk|Gvnm7j?)(k*GNxwd}?jj*p^UGi|DR
zj7(mQbBiPCH@SQh7>cmYj@Oc+z)ap-_!EE_LS4&Nw+kN=%G_KM&RPmNh(WdU#In@S
zQf|8Y{H%RmR%vGEEEB+^q=0$f<s-=8xZ8Pj_ZIY`85w9Boj(9VAy!Ku+ho1j$rO$3
z%~c`q;%)pK_XN0+_JG*q7GS)!6wvti)5Yh3TfKYm`}ylF?d|?6hwHH*QjgdR)D3=9
z_3}Y`B_#3xZS?V{(rE*EGXIV13>(0i8Hg1mW<zEmgh*7bpY^`#$e~e7S-!}p76XMp
z&Qs^G6Oe;FDUBZYk38a#reNBGivh1B_c=tr#DvgwIIT4wAw!oGlQcD3wo0-EqVf(S
zi^Z`Rpen4)v97Wz)9E-UsZ}qr-QHDmvt~h$WWP~u;)T%x|0W>!Z0;6_f8#IZw&(xY
z{(4AFW+dQn{_m9;wT9ulZGM@{cOtCs1(Jx@mCm2&=(yFCu%=zftGg@;7oLkVBL^<r
z(lQGKO*os8xjm7#G4|QRMrk`Ndh_?JWQ@l5Nwuw=-2!$Fve6HmpUUz+(*zC(8uwnW
zX#6F~_|NszWWB7Bs#(_MsS3&ps>BAWi2{r%z>aShp|kf3h;jJfeJwXGYc#VMCfd$k
zM62r4Q5-0T+pY7^<oxa;s501mi?sHUZ;4OosoSToy>X=b<q~{uFn~IMP3DT0nb)1{
z%_OkN95ZYm^==&iqvM`5Jz7Di!9pK_=$D>+O-jfhOv^kCB&6Yc!O$sH?+9!5&&4Y<
zBdR4!HZM}$1^z5gn$bruQmE9OWA}m`kVZ}F`V;c_w%e5lL+CAsP0Oc%i{XZ!;(|>*
zIenQ+J=^C~odyf+($Di?<_9eAyqu}Fg`>IBpI40Q`GHR?<wD{486-0u2CI&~Npdna
z^AXEUWxaLwiI2*JfmpzhI(B&FIGLDhs-JeOShrp(Y=F4j)-xrA{$&a1vjIR!PJKu;
z!3JQk3RM`iPaKF8O%-z>SE>zp%14ehxwOcOW{;^c=R`k}8B~sphc-Oy+=z?0^}M~&
z6_cS-PV51?W~?5v8lw=P9g%t@BZ5>d1u$M;oTD=nw4(vR#LRxpr*KKNVwtUSFOkzN
z#?OwVcrYDov4<~mO`RA^-!hdHq;dFzasv}sL@*B4b}SYnOK7qTC8=rUiPhek>f?b(
zSB&6=c2w8aV+6$7<NQX=vWUj?LTVg-CjguaI!)r{8rH<QA^j_nj{r<K%nTMi;?P_6
z{&w>`UNBwl%6OwraZ<Cn0m%~fb8~{cU?Rwz!ka0R2lJ}zD|~*qR|nwgEsygqUJPvU
zk4SM4I!m(x+`N829FtqMoRNWpE<$hm4x{Ybl$-+zi4UOT`5qlj?Gb0N`7ogC-8+m_
z*J3kR$;Kn@UbQ4KemM?;+Ia3&_5<lrXPEQ&#&Gj(nA|xxg@$WxB3v46#(>r%mtaT$
z24=JK&D>KnFCI()m#Dc?4hcRk-eBkW)uFc2p4M+ocj888Que2B-%iiz-qPT|**CXz
z^wi&_RC1D0DHv@tXnq<;s~!exGfNTUjWbwlqTX24xbXm9X+>@SImqV=wbeEnRIUA)
zLw>J&zd7bq4<*SN3algto~~ljF~MCr&J&)pSK5MF-+vPeF{@}Cn2!!CN*@><DJl@S
z|N6YY0x(cINX|D(X&v;{p5ED7am~7P$@o(!ERtu0%MLZjekv?{dB>Pu&}b2M<i?vn
z#{<psWj-Mv1k71(=za>)CV_1sGX4%Um@7YoTkxKAUMpT`J8Y8Uni13vlG1%tBfBX2
zMX-YIoAHOr&#f$_ng^1XA0vQ+qrDa`rF8BcL8M@@5hfGySrR^+N_D{kCXC=!U%C`+
z^3=Wa?F%YGzm3F^eJNM`ErFhZ{K#EHJm;Jc_vOfjt!RBvk(@dO_<%)1{D(^Z`Mc_6
zUsqQfR(*jv?>-aK^|P(C2_#g0Ky@dM0b{SbZljL|B@STxocFT^25yn6o}A>r`OQe-
zY|b+?osF{WX2@V1(o^szG(rM+yf+7Zyy#i+VE3`}hvR2-x0IOy)@p~t>NS{mY^YO3
zKdX-gi~Lf!?pWsroCql^MhK|9Rhw%9fq2L+e>Pqc*&>Uu7F;dqj{1YL(Tp`cCj@J`
zK+4}DF`9Ef%psq<KY|4Aw^7rkVT6ddc+mmR=VBfAkJY(6Ck)wYBjWR?)96Iv=5~wG
z_AviYUZ>{y+k&c2BK<S!)MO_F9j5K5(2C>l{Q+ZcCtSs|l)r7LWl^OA(n*Z<&7)Jf
z?qR>_0x<^gBNh9@y7deQ)Ao9_@k_4F=&IQF^CbuS!i48jp}ZA8nbEbddY>!L4*x-@
zX`U6YGJFz{EQYb|->|dqix8XQ@faw+udXA#mH5#Xy0wCDJ5FD0S5~YX<sB^`fjE4e
z<7veIGAQ~XWj6jl$3(7B3pL;bvD7s|wR5CTO?MbL$KQX=G);$UaBg1%9ck3m-JF74
zGUqZADzuK4pv>OJ)mQ58R?GaPr-^xc0QA4$=cyp$4>5!2HsTyr9T*JZUW#)|@T-QS
zqr#soOYyjud4$45UudZI4E7WG#B23MrF)J(__^6?xI+|IhYV^IOLS8KSI)UTSYuSA
z*hqo>0o2*wZh*%UZsa>mC`oOg<eLCmV9cywSS!ZGZkk_VFs%wiKRm=fcQTV|h(2}Q
z1iOG@Uje)l+9ALN|9w{hN_RdPVnbjHdpi7FJ<)CQl5t)8c6jurZyb7i(4kL)>zaDj
zh`hsmpb9#GYcMLP1oz`J&G3KDhLm5rN-df?)qdPhq|Szz?`I6$VjU?>PkYqp0v)gk
zeNy^{U}<x~_f+w{zx$cBUBrzz&W!#IWK{Aa2m|3L*k!vH6DGBM<0iESgK#iq$087K
za3VSyYh7{&TBiqCHve*_YhRb(xTX{>7@xut{e=6TIL1KBdC+qeBObi*R-6udU;TBy
z?bZorA^phrRw@$eAZ4ImYC?@mP<2Z);;zOM(ogTdE1V|bvo6HF%f+(QvGdxXr@x?C
z*WJNc!u3XJL^N<0hz4ENabYf_l?T6fhZbV_#s)MJx7W*y61RpZnhw&(NO`v*rYrfy
z%T?w#qp^W}`lkgDhA-7mQz<M(4;mj=?zGs$<RWxG&)nqF`aN|qR|cx2+vkGfNKU&t
zQK?x!oZU743=C-Q?7#SmGPiU|2#@DnvW^fX1%2^!$Jy9E$U!m^rc*#+s3+0!j?hju
zuepOh5ggP50lL|7xd+Oac#=Ta%BN$R(J$&|v5)?_FqR8O2GH)hVcIhvS+jjEf5KPt
zCCNR=UR?)fN)ZC$Lga?SO0WKIk|nZN!u6MO@NKG6&MlrP39WOh()=<DLmubC)Gk#Q
z!%7XZu_QH_et_i*@WsbSxsna^JGSPqkD@;DdQheS@oiaQ^Gy`KL9c&F3vIQP3cIZP
z?e8OgR(ESbnOND0zu1(43WQI7<VzA}8{y>FA$xHB%q!Z53>xcZH)>cW+qHE*V!Eim
zs@v)D+#2mQa85-jp;{fbuU~ZfNbsS*YgJdQE)|w`)I)`yhgv%qXq8LW64EZ^F7C7y
zk-?NDXD5b9f1KbPld3xayqZB=nDyqbmq&uS0-txWF_ZjMB`e!|-m3iFGH8NTfN^h-
z&Y=A@_F`H!EfL;G7ogo3>)2_e!?y|7oPT#(ko)y?K;_Vr2dd!*nIow>*;#(@O>e<3
zgp|^DIKt}q<(bUPzWZe!$Vm>}ijbqh$DelwfCR{e5Xq4rlA{4>fxDY%&p86f#!j#b
zBpDgySd?bw0P_{_Q^kE%+39IHOs2?KI<I22!!ANT?!Jz_AYY`A+~^o|qy8n@{^a|J
zJ<3!Y0A-C<&Km(fYf$#(G|~A>H%(xBl7a+bvlIOf%_EGgoeQ1jzJ6w48jE4PBV?vD
zub@UB>b}H4!$kAEa~+99&Xz6YbVYD$80J4x8ulK90by~Nau_=n+Ldlb0{L{;zl#I0
z7WkPt8R|JKev8Yf?L0j1882Dwi{9%CXmfRX`t?}!0nn;tQdD%Z8lP`<%RH!hK@sWj
zt?;PvvvZIMN?aUM-5C~D6VR&_KYfh;ea)<|mH(2s;C6qGrA%Awt$X3&czE|p)ou<u
zeD5&`5)6!&bhCPxEBX7nHy_FL6%bgW)T+AI<RPgUlLq?g?Y$om>qNVB%b&Ooyj)Db
z_7Z;|`cN$`LwdZl!5MegZ5~4?E6W~!?+A<K#sz=f?!_(ED+ssQieuEJ?Z^(a#?;hQ
zEG0~y{GFXioE_vtg|NvOS0C(`8|PS{&kLC|8BxuQ0MXI^zdCQv(!H0+^Y>f~*4m8!
zv43adw>Cv<ur!re79}cmrAF|<i-Hp>E)Ydv9dRN`+0yE!cyUhNiL9VN{r%k=>`ZMf
zew$0xY9=JU?X5!=AHhw0I4?wq6Lm1mHWmWUdGW=Eo^l^IETmW)M7weSrd0r`1fQOj
z(}1<PI7lOaQUla-+($c(9)I~21~ELe{?^t`4efA)D>h!o^5HqnBw?WueB8E+BGWZR
zBUek~H$u0J6*25?mzp4bRfjC7AKbY&2UjKGHX=Lv0ReG)@f%y98Kd`tYe?rCfE}YF
z3`-T*MmygqRV#_QBzrycV|Sg_uA~=FZ8xGM;;0erLuE=1E3a2j>eFfl>Q{OCp~#O*
zMp=eUTaTuQE5qf*nY&bAkA`N{=G-};)z^YIOU&P_hLY^b6&LxPUZg61S-brlXa(}^
z1!ubty0;H&?{-}5aZ-+v9!!2s^+5rDGyK!12Z5&<7&^8dDc!$sYCSP=u*aeK_05j3
zbcM%^c6~#`JP2D`Q?}<nT*C1`W<>uHTo&%#(URL_&0GeJ*aPh}+%I+SYig8LX^1}S
zhMxD+kDd(y_Qip&TS7neKlKY}a0{<TwR-NLk`UI-W;+?l(bn@9cQO+5tH>bCxtc^O
zT3V3ua+r)UDmiL2_ddg`LBob^xs_!<%+B6kfRppHX>!8fZPQ(faZl5A=W}~^X`_IO
zk`k~CP8Q@;?SE*85z6MAv2)0t3_HRcFcx+g-m>^$@PSB8<UbeMxFk;o>g(^H<l^Pw
zF}K!;;`^1s;yuw25_4INmC>MP(U-kp5H7Ey^j{Oee^34X<1?!cFQCAf`Q?J=mkx{X
z2?th(gP}#4KdoIl7M}yZ0{cKY_pv)wVKYRNT&rR95|#D=XllXsFI^VO&cBkX+W9>0
zbXL~|yo64q8sowO_?@*%(^3)u0&Y~X|9Q3U%#qi!pa(CKY$9yHVViUQQ2iUQxY(pU
z^N2TZoroY}%sguA<7IsdNH~y^T;I#}`zka!-4r3TUt^05@pA7HcHH%>?sagTvzISp
zK#*160DSh#+ePPKR_aawd`L2!b4rzk%!~Mvse()J<Bt1$6A<!&dHDyOY)R7eFOX@V
z_@&+TitaVlD$nGZWPj~K`!>RO{Rg8AZ8k3um<hrXdk82EBfN`Q2&;IOV~*_aKlDt7
zP6eoA0F}gCTpP@pn*TLt8jMfXOnLj3>!x4wj~}|!FjKdRUvH}R$<9<)00GOgqBo~N
zwv%<B5m@q%wRHYGkJ||+g1m$7I$S#Si@Z2P^|o9;d;Wa7iIs2t!0!u!0*{0E8x95k
zcg*9zY7ClHslVqtKmsoRZJPj-_{`rk4aiJ^3*z6ukn&#z63w%YzlbHk&u2h7$De=j
z|J$EEY&lG0UFbF{kIKl%2B6TIa$H;-vG>_C8WTxc-yeUH>;C89gvvnuJ1DC9Aq-;C
z3~)|8!BeFdZ_V3+^i_I#`iNrcQG=_k{D1Tp!0&*SXq+!wZ0!wx@?}K>^p{opz^W`O
z<Ny8=Was@K?%?--$~pCiAqbw<|GQ@`_~%fjp-K7r?oVC(|K+_ruBRR_pa3uc8G8B%
z0i(&883&kq(tl*sf}p(&u=>ExmkIK){iYBmQJ+5D*(&)?wHBgayU_+JdU|^FCr;=A
zM-q@X%!#$GP7Zp^$g7>GTl!=Qb6^KtkG#D+0*JU?D`&V?lUss(U|Dv;Y!}tKgg5zV
zonO+4lP3+RNw>h@hq9h>;OW&B&|cxYeq*ONqC9Sk#=UB)B_>-ZMINMkM!b0Of{Bd{
ztDPhb-I(nJ8u)Y#3tNx@TL!*y)UsiLV(Q|8VGr7V$fgjKDF66tN2pE1N4*6imKmfi
zR*ryQqFPR+=UQ|N?{2O1Hgdo*SMI&Z1OcodEuuJ7GFQc2i;AB?YhTckd#m?R;QY<J
z|Nb2D0B??SntM*iPR$^ki~q3NGTn2*WOj4Vtv5_z|EZ!}wRw){lS$Rn9P&d0lEQ}6
z5a#w|Ip<2>cVS_@Mkbc1QTV|y{a#J!qeqXTVq-G_og(|mRI~9g_#Zgfpv1ygLKMG&
zXNyqr51||OBa>h~wUZU>M>H4v^1t?It@YPr?pS-xB>9+gylUS9Vbj@qY05XC3Av(f
z-EL)bJPSN`0e5^USCksR{QL-ARCqY>@gqlpU{q6%#I?w{I5ag+bsz-<27)N;@k!zi
z9&B&gp!ma)Ylm*%lpJi;qFw*lvzN57GHN~180O<88W_3*ne8vk5Ra{?5O)3X`MHEk
z-vc0us(lNR1;3K%x3(9zsoB4jt<hrFy5Xl2A?j*sos0d2SPu}q?IOpUI4DfDGTHwX
z2Di{v@L9H4pj=8E6`o!Xz8GL*n5kP^7XHsa|9rM<iRQm?qn$o#f2~D$zAv9^*h8N2
z0&UK>1h=X<%HDd1!@)+EPXF68Y|Up*oVW!?Ss1dgirQ;#f(xfqf&$TFo`GF9b{JzO
znhhtD7G?@IcM4vgWU=Sv<+av5=v3h_qv(SK=EaQ-&zPdq5@2&KAlL1kj>`pm!8oDh
zyLhjK4XKv;YL7@h0jp#&Ha2z<csDI_!1sQ=XavqI^AX-x;MDw7l8+(yr9}+p`i)4&
zxZZW}63u$yAaZp^)_x=nal>-J&jsWkZ+u|n28ZWLaVrk~^EJyNX?kViJ#TW}JlMvS
z$=|f(Wxzk`@~hB{6X_qs11XWPRmE+Y+qZAaNJ~raf^XJFOyq8T#l8Z0HjQ{7(Iq_X
z)^M5n1j%(ulmeT^&_xg`egz~<_Rmy|WFV2Y3>QVdN#}x9+7D{VjZWWpR$smYTE5$~
z)~lTiM>4;-cu!B8B0CR_1DP70Yr(>zrmkK<{-XHu7%@Tia9WPigKjwrDHo30muNlB
zR#LrB*@aL@-3B_PW&H9E6f%j3%LPYuRoDS#1zyY!U%(b8j!0N<PQ_Rc>~f2Wt|vBX
z)^JKl5d8w$;>B+`rwQ*Ac7zU>`xLVutiTWaJFCC=jQD26LgxJG$#MJX39eUf&Nt+r
zU%$vJAkZxBGg9GOPms`QU`=}#c5C4yD;kX^GO3m@07by@GiSWL3<8KP!qphda_>1{
z^M>1^qj@_yY3po`H!CKC@aZW+iBzGd#xhd{Sp8*XQu2+MC2uL<yk@Wnt1Z=det{ZD
zO;l=aso3<H{ZTv6;YJonJczf6mb>XkO)~ytUWRghrg5`Hw;K!T9Z-0>%Go<F`+UZP
zX4REvHgdP2<GRI}tyS=WoxqktEW26i{I#Z(S|A+k%_tb>HD0UlD|BG69OJ3l9zVID
z9J)i}JklLUiUtS9^t}BJ5=2&;IvXXB(5(rJAfes}xPBE8{Y3*K6CNB}uEjuLFVeuH
zD<tZ^^60^sb(v=jR8)Z=`(C17sxRX~Y{Ds!uS#I^8B*-M9ln!rvlUlu_}LG<%#9Bp
z;;Pw1W7Ayv3wCmLoQO+pfedtG<C>4sEB&_ydO7NWrRrh%hU*rto(sgK0u_<ZvlI}R
zjt2mT<jnNf@P5hKS0KpL^n>l!9k=r!#@pVG9+({!m+rYvgRNU8!$sta!ol7;@z{(=
z6XH~4g>dyNnhx3ZkIdhfdviG~CyqUdym8CCTfB8)2ZW$wk-<E>rKLOeu0iZ_e%<O-
zwl8{kx+EmCl3I@Te;neh-FYG^X}$RPb_WRE#N@JQyt1<wj@@zvE^Gy^196igG&gMJ
zZQ^^`*AH^R24#`D4oIh~S9ne)?bJ9af2acS#W}8_I^YIJF$@|!k?ALbjX@FVSL@W7
z`Z_ydI#Pan?1+$c)eya@D5^6s78+_VMru!z!M4`gPkslv<~cPrcPdxwPHtY3b7x=w
z*|j~Fks=mI_6*$UR3To1iPjAq#k3VQ*1n{31~0_(!v|1Nes3OddEs#s#BOW0?1PO5
z+nJVaj3s<~&xpme*&p3IEjjd{=j%?cP(z2p0S0WKDeJLKLoUj-mw0|0>s41(&8vFz
z_O12C1>goZE6fR}9zejM&}pf9ty%C?Xfxn`)Tn?LsC4Amshfi0klK_XobpfBKYP{D
zi`0<v5YE!+cxTLKhC~I{pQSU&g*gYGuG}lxbNyD~D|%3@ImYP&yC!<|7bs%$*x_@i
z7|fl^i85sa-@kv)BhS>*aTF<Y#3sm0<EB7Xt-haM8IGY>L~>9>R1`aQscYI|kO6dk
z#vnu&=Q*b@_@j_|E|D5Oa#k*vEnxny=C1q^%C!x1I(0}WEw+l1>71j4u^f?UIkcG)
zEw)Hw%bp=wW=4vRj3txI(s0U2WKcBrT@1z?G0s$DO&ShDhRQJJyQjYY;ro7_AKrQ1
z_r0I{zV7RJ@9WBM3dzz8uIZ-61&SU4o^>t@pfDv+LLI$?63%Y~G1!F~dtbX;>{iR5
z9rVuaTBU3`Jb|dxUFln8)zB|Cbr?ghpMK8T&ech^1R>HLw<#+aUa4_TB**s*(&P=%
z^_I|b{?!q1h%HsoZ^T;lmIb`E2aUwC9~48f+S-mS;qmR6p_83*<`rAG;}?Sg%kktU
z$YeD%&6Kk?joKY3@E-Tc#(ATko8=rknym3*B3HBtg+lp@2Oy-KClTdWxUI1K+)V0*
zSwU{!W1e=r&>h>!xQlW@-oG;6P}!O6hi&FBXCwWaY0RR#D1gc}{ov(Ws2%6DyFKO-
z4hpdAz^>8eJ;ATagWdHUp0+dIK0T*bL?V%u3lIl!E8EVJY!P2to1}o}BLO5Zi8Y}c
z5zj6Sj#K_^3fYb{GLCS@Oz+1<LhI=4jt-G6!tjdRYNME&&l>3bKCB@yX^t^4F?%8$
zJlp1#o<Vu7jl_-?6T}54`QvN}yE9!2fJE(<eQp69D}x*MrCS*CRE^wquRG8$t`9fd
zfKg%&+J56pgu&Ve7R{`FGV-_)AOb&JopEV#8VYPORoV2Np6OoX9rHRi#Anm#%?BtO
zbX%WeSgr$`vN3~a-2-mX<kJLJ_ciy#FEPR?)n#fAnmx_TY}Ys1N)DhBvn$noMpb`|
z6Ox&cib6gipSfsP6MEAefZ(E4mP_`MWZmChyaLl4kgd#=zo$`YX8mqIz{65EpU!9u
zHm3>-=9p!WjjJX=oNH$kWWUUp*NZvM9W8r~c!j!<4{2AxhtI3rI$|!>ek|)_gp+~*
z-jvXzWBZ3)3Z0qKWnSh*ae~>L6aFHda{UP7t*-2tgGTCf#nMv{?olkpnZT9pbJdhI
zmrTur@j^;nJ6->%Y1HeEi+%qPgSt*n_n6m|RirlGR(44=MDMi0Vq}ZFY$_<>*OP<m
z#h>F?Xm|Ak(VxSj`eY)!LU+e3e`4{XO-Z&ujD;2jrT4)h-1Qx#fJV<hrS{8A{9}sB
zrmb72Aj8*KCv9<ZdVnQmjv8^NY|n=wn^-ln#tsv*?mjkC<XtBP5+^sr(jw$=4|I0*
z0?*~#;}e@RncWw}lkSp|I_jSJ$V?*xu07gF{bq~!BCFrnfIUXOd#+M;bwxtup+Iu}
zTz1S{yLswfr;^{Lg}6{WSQ}ma7p^V<;Gb&e4~9B1=xoZAKtNFEo*KB>o_eX~GvA+A
zRa<FWvZwTXvAVoj*tnf)+4>MIL3qn9p^2Hmwq&UP!_Ogb63p7X1RACbQge7VA~CVM
zEYKyIe*9-FgfW&$A8l4fz2Mn)(6a(d){L<jW>gEDW=mHM1vyzm^$$|nOX-$F92o}u
zRXBXu*Eg?~sE+X}S{*}g=Lf8~b!u85f9;K#HEi5os#Lsa;LpP&**6;&MPFu$)sf!5
zfOGu-VP-sgX<KO47=U!~_&WPe)fOEuB<WM|I}6JEDUyqVHF1&kUV};B^7K$A<mbXa
zQ!39$4W<i#QPK~}pE1N;9@L{*J#~Ekh^ar<6t7Sy@ep8>oM_6^pWb#a<H#?cOC?#E
z=SQRon~s6$r44gAM^nA2&lE&0G1m;uo?-*vmb8fcR$gc9aq8ilv8dSL2Y5rXJOG1N
z3yN%#HO|Kxqu_CurW-cGHy(F9Phjv)H-x<B-jA>!E*AW1c95z?3MVz>30<)qlPCej
zhmoHPh@mv@kvAN!ANH|HT83A50V+5B&CUiKWltkQJuz~xAs5Y&n3QJaE!ug;1qlpo
zgcT`^+Wdz{e)4}I?THu*1?bp!`v{8)va3~%4$=GbA49DO@p4FeKO|Wx4;Kzgfl<&@
zz(CbMCsZ(l8_6^|?*!!sUAuIVTmdNH`g6t&+oNsM8Ar8n_n6iLv!(B)R@k*Gv_>t2
zw%;I%7Mm|GN2%ZUTfKYdBpT16jS?!0swRG|YE2Yh4n>e@s}rEAmo1YQNb<xi_CAX*
z9p8xunb=g&Li;a4@W15>VqHE7g{8p&+*#JCG~+Aj;)*wK94m7og#xFKnns>~6wrWc
ziWPq2D`NXJQ21qQt)&S`Uv>HVY@U_Ua94HW)lLs1bK6n!&PN7n$j67^Q?kzZ=43>u
zuA-{3>WIA{9q}>LS7U=wyuy<nTS|pTx`DY@Tm06asuz04={G+PAm1;PzaDeoipsN?
zcz?0v0=IlfXh~R6$20HTxuX^{Jy^SRp&ka-Bx!Ki6iehn-8G1u8x4Uz;#F^NulF)^
zz3-M6g&zDDSL#Q_z!Zq(VR)<U7(}^Za&q#+s;VlEqY4=>n*W92Qa+to1I7~ds7Byu
z)UN<!xk`<Sb`X%TfSwe=seY+XW9)Cbg0;1^2Na1NdU|@cWP=^B<#cNB;wlcaJ?!gf
zWc&QrzVhJPk56W{E{W#<-3Zi3)57Fy7gu*jM>SrtyB2B&dchWc-tlA}RIJUw-fm4$
z+NKfpc}g9DrfyP#-uH(48kyLlSG6aff=Hw)o5N9r_FMsqxKi+7P2wTn5$GzeI^>Rw
zjJ&Fjn3)-@kC+*>13j^-h?(s-Ia5<pA+RZ)1rODQ%#F5(EY5vMBayg*IzFFoXK$|p
z8D--ZeOI;V{>qKTbQA%fm!F?_!~1ggBkQYFf;|?{zQ;sw{*WJWn?;#5XV)JbHalrZ
z2Oz+;CWMJuP`?^9fhwkf{NDI_(4><nYy;leli~Sv8E*W@xpU`eij<Wg4V=oQX+Bdg
zAs^ZuMOA%QIabOxg)h?s3V`?4E-Wk<E(e^BjEr1&E_k47^Gtq0fdX`J3Nu6X%7E!4
z*Dm%%^0)fxyVqG>OEi@Lbysf90Vcg=!H#721>oX4AOatjlo+LCWMqWTT>v#6ogcrg
zBSY^(>y<G{tp#q*oRX3i7J~1B42Rh*xWCt>38bs*>8Jg4F~HW`xtOD<s2Dg6<>%C!
zs&M}#?D010u_{Z8M+C{rr^<FAP1nP(2PYcu&Y2x<ys7jL7^%Gf{vWcd*4)xPdH)vB
zAPG`N^px~HB!Esgi#}OD){&t%WE$cZ2wwCaK!F(khR$s)zfWYEUY{K{@O|~??EJr6
zC0r_~ShF+=leJJ*+bx_`Wnxn{!qi?`cls~FY!o4d%cq%L7Ig>BpU$#OWC2aVv>1$8
z`ShL@*lI&m>z+OUy`%yRk}R`kBstVXWi6|)Jbf9NZ9YO>85tu!u%?)?@w+-lFAtkv
z9eG*d=Hs)=f<@@kB81^)8oKi2We$#gRR%{t;(Z325<m`v2%CkiqIE3^0Wfb%DqJui
zq9zjE^{)AL#HYR=WM-?^OV{`5PEry`)`3;l$0AL>GZ;i!LU;0l^9G*9;qdVADGju#
z^8^uodx>#yaCkBS(|(fOz-ns0*FEHe!C=;z98KA}*gSdi#EFslg;hT(-GaCb9wV6?
zCebH`YNJ)pGaNUBVzCwrZX9}kdx9NkiMcTh*UB{1|4md!9(HnadIRd?ZEUtee0==#
zKI6CXbq^ozAOfL%FEcYjWDZ#WPIdo<^XFTAU>W<@lz?)%T&YjjbovY!C3QW-K&~J>
z?&;|X5p+`Q?CjS2`S~4&uyrjC12Fs!sH7dccR%5RJz&RLc)5zO-yaqg>7PA&_7*7S
z#*0KE{Y8+>ShkcbLY01<?fC6vN&Efyck0&u==Z~(zf!)RfFIi?%_rbjwLk7#YS#{z
y#t>}m3At~Bq_MplzD;Y&<m>#uUO?`OP_@nTmwTg3A|z26nd8={eg{MJxc>lr564Xa

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/chaffinch_classification.json b/modelling/data/abingdon-all/resident/chaffinch_classification.json
new file mode 100644
index 0000000..bb6bbf6
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/chaffinch_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Chaffinch",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "strong",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "summer_detectability_trough",
+      "strong_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 6,
+    "target_peak_label": "June",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.8187244086048439,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.30583473679231316,
+    "target_amplitude": 0.8187244086048439,
+    "baseline_to_peak_ratio": 0.05374213781531037,
+    "autumn_to_winter_weight_ratio": 0.055865921787709494,
+    "year_end_to_winter_weight_ratio": 0.39106145251396646,
+    "decay_to_growth_ratio": 1.540796963946869,
+    "monthly_target": {
+      "January": 0.31504887789580904,
+      "February": 0.315149444042533,
+      "March": 0.3252178919693677,
+      "April": 0.4347975406485112,
+      "May": 0.72931403607943,
+      "June": 0.8187244086048439,
+      "July": 0.429837293752252,
+      "August": 0.0,
+      "September": 0.0,
+      "October": 0.04432614968397435,
+      "November": 0.06312213431444091,
+      "December": 0.19447906451659588
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.284,
+    "GROWTH_RATE": 2.108,
+    "DECAY_RATE": 3.248,
+    "SUMMER_DECAY_BOOST": 4.87,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.456,
+    "PRE_SUMMER_DECAY_END": 7.0,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.154,
+    "SPRING_CARRYOVER_WEIGHT": 0.271,
+    "SPRING_CARRYOVER_END": 7.235,
+    "SPRING_CARRYOVER_SHARPNESS": 14.812,
+    "BASELINE": 0.044,
+    "WINTER_WEIGHT": 0.537,
+    "AUTUMN_WEIGHT": 0.03,
+    "WINTER_PEAK": 5.73,
+    "AUTUMN_PEAK": 10.18,
+    "AUTUMN_ONSET": 10.01,
+    "AUTUMN_GATE_SHARPNESS": 8.054,
+    "WINTER_WIDTH": 9.954,
+    "WINTER_RISE_WIDTH": 7.058,
+    "WINTER_FALL_WIDTH": 12.792,
+    "AUTUMN_WIDTH": 7.324,
+    "AUTUMN_RISE_WIDTH": 6.442,
+    "AUTUMN_FALL_WIDTH": 8.836,
+    "SUMMER_DIP": 0.101,
+    "SUMMER_LOW": 8.06,
+    "SUMMER_ONSET": 5.965,
+    "SUMMER_GATE_SHARPNESS": 4.644,
+    "SUMMER_DECAY_ONSET": 7.025,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.736,
+    "SUMMER_WIDTH": 25.73,
+    "SUMMER_RISE_WIDTH": 40.722,
+    "SUMMER_FALL_WIDTH": 7.358,
+    "SCALE": 1.03,
+    "YEAR_END_WEIGHT": 0.21,
+    "YEAR_END_PEAK": 12.172,
+    "YEAR_END_WIDTH": 93.064,
+    "YEAR_END_RISE_WIDTH": 176.662,
+    "YEAR_END_FALL_WIDTH": 10.298
+  },
+  "fit": {
+    "score": 0.237
+  },
+  "warnings": [],
+  "summary": "Chaffinch is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around June and reaches its lowest point around August. The model indicates weak baseline presence, strong spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/chaffinch_consensus.json b/modelling/data/abingdon-all/resident/chaffinch_consensus.json
new file mode 100644
index 0000000..8eaf351
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/chaffinch_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.237",
+  "INITIAL_Y": "0.284",
+  "GROWTH_RATE": "2.108",
+  "DECAY_RATE": "3.248",
+  "SUMMER_DECAY_BOOST": "4.87",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.456",
+  "PRE_SUMMER_DECAY_END": "7",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.154",
+  "SPRING_CARRYOVER_WEIGHT": "0.271",
+  "SPRING_CARRYOVER_END": "7.235",
+  "SPRING_CARRYOVER_SHARPNESS": "14.812",
+  "BASELINE": "0.044",
+  "WINTER_WEIGHT": "0.537",
+  "AUTUMN_WEIGHT": "0.03",
+  "WINTER_PEAK": "5.73",
+  "AUTUMN_PEAK": "10.18",
+  "AUTUMN_ONSET": "10.01",
+  "AUTUMN_GATE_SHARPNESS": "8.054",
+  "WINTER_WIDTH": "9.954",
+  "WINTER_RISE_WIDTH": "7.058",
+  "WINTER_FALL_WIDTH": "12.792",
+  "AUTUMN_WIDTH": "7.324",
+  "AUTUMN_RISE_WIDTH": "6.442",
+  "AUTUMN_FALL_WIDTH": "8.836",
+  "SUMMER_DIP": "0.101",
+  "SUMMER_LOW": "8.06",
+  "SUMMER_ONSET": "5.965",
+  "SUMMER_GATE_SHARPNESS": "4.644",
+  "SUMMER_DECAY_ONSET": "7.025",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.736",
+  "SUMMER_WIDTH": "25.73",
+  "SUMMER_RISE_WIDTH": "40.722",
+  "SUMMER_FALL_WIDTH": "7.358",
+  "SCALE": "1.03",
+  "YEAR_END_WEIGHT": "0.21",
+  "YEAR_END_PEAK": "12.172",
+  "YEAR_END_WIDTH": "93.064",
+  "YEAR_END_RISE_WIDTH": "176.662",
+  "YEAR_END_FALL_WIDTH": "10.298",
+  "SPECIES": "Chaffinch"
+}
diff --git a/modelling/data/abingdon-all/resident/chaffinch_observed.csv b/modelling/data/abingdon-all/resident/chaffinch_observed.csv
new file mode 100644
index 0000000..f603f85
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/chaffinch_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,25
+2,43
+3,46
+4,59
+5,65
+6,74
+7,12
+8,1
+9,4
+10,13
+11,17
+12,12
diff --git a/modelling/data/abingdon-all/resident/chaffinch_parameters.csv b/modelling/data/abingdon-all/resident/chaffinch_parameters.csv
new file mode 100644
index 0000000..2afbd47
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/chaffinch_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:46:31,chaffinch_observed.csv,4.050542518734072223112430133,0.651,3.624,0.432,4.257,0.335,6.79,8.991,0.13,6.81,16.68,0.033,0.281,0.015,7.27,11.3,10.44,5.499,8.578,8.165,8.992,7.892,12.75,3.034,0.027,8.36,5.65,6.835,6.86,17.592,34.593,60.14,9.046,1.442,0.323,12.053,97.772,187.205,8.338
+2026-05-21 09:46:32,chaffinch_observed.csv,0.2469008718464824957638574652,0.436,1.955,4.07,7.744,0.022,7.59,15.414,0.436,6.96,19.824,0.058,0.316,0.044,6.35,9.84,9.45,4.544,15.168,11.911,18.424,6.318,7.073,5.564,0.065,6.54,5.21,1.977,6.95,14.416,10.408,15.038,5.777,0.984,0.184,12.033,69.040,124.073,14.007
+2026-05-21 09:46:32,chaffinch_observed.csv,2.373586889956149847923247124,0.301,1.398,4.73,3.32,0.828,6.83,11.006,0.138,6.56,15.684,0.071,0.15,0.008,7.47,10.08,11.16,7.97,8.578,14.856,2.299,4.866,0.424,9.309,0.182,7.61,7.07,1.254,7.23,23.657,36.365,67.518,5.212,1.35,0.034,12.282,67.144,127.727,6.561
+2026-05-21 09:46:32,chaffinch_observed.csv,20.55556062460799823123859213,0.642,0.459,1.586,2.69,0.943,7.62,8.779,0.291,7.53,26.537,0.032,0.603,0.024,5.99,10.55,9.92,3.306,4.434,5.475,3.392,12.906,12.345,13.467,0.188,6.53,5.3,2.85,7.49,20.017,41.496,73.733,9.259,1.611,0.293,12.293,83.583,154.801,12.365
+2026-05-21 09:46:32,chaffinch_observed.csv,1.388580821751718934417790328,0.201,0.617,0.942,2.591,0.764,6.88,5.023,0.047,6.85,22.855,0.028,0.239,0.035,5.77,10.43,9.26,10.205,4.903,6.661,3.145,2.386,3.915,0.856,0.103,8.87,5.59,3.551,7.03,10.184,17.792,17.717,17.867,1.066,0.268,12.188,122.790,238.083,7.498
+2026-05-21 09:46:33,chaffinch_observed.csv,0.8371263507575197934705762361,0.157,1.97,2.311,7.917,0.213,6.74,14.158,0.444,6.99,12.412,0.039,0.102,0.032,5.01,10.68,11.35,9.849,12.522,19.879,5.164,4.478,4.377,4.578,0.101,6.59,6.03,6.397,7.55,22.16,30.118,52.409,7.826,1.366,0.28,12.045,89.960,169.799,10.122
+2026-05-21 09:46:33,chaffinch_observed.csv,1.195929265494943956608602750,0.494,0.628,4.588,7.062,0.344,6.97,13.155,0.325,6.53,15.345,0.09,0.615,0.024,6.61,11.82,10.87,4.816,10.422,14.389,6.454,7.250,4.931,9.568,0.211,8.53,5.31,7.89,7.41,14.819,21.207,38.062,4.352,1.244,0.312,12.265,109.817,213.187,6.447
+2026-05-21 09:46:33,chaffinch_observed.csv,6.172210394105329990850237719,0.418,0.369,0.431,2.157,0.261,7.73,10.405,0.075,6.89,9.65,0.067,0.579,0.045,6.2,10.34,9.81,9.544,14.830,11.291,18.369,6.726,10.116,3.337,0.069,8.48,5.28,5.292,7.52,10.717,17.728,32.019,3.436,1.786,0.027,12.199,79.012,147.017,11.008
+2026-05-21 09:46:34,chaffinch_observed.csv,0.6772777203619440429818953097,0.359,2.011,5.434,6.508,0.644,7.31,7.966,0.014,7.64,14.555,0.002,0.216,0.024,5.79,11.13,11.08,7.075,4.792,2.0,7.583,9.322,11.568,7.076,0.161,7.08,5.69,1.662,7.31,20.144,31.378,52.912,9.844,1.51,0.1,12.21,104.439,195.452,13.426
+2026-05-21 09:46:34,chaffinch_observed.csv,20.69061467866444357143895930,0.232,1.047,0.847,0.61,0.229,7.22,12.69,0.104,7.2,25.681,0.003,0.712,0.022,5.27,11.9,10.95,10.298,8.221,16.063,0.379,10.829,10.344,11.314,0.191,6.64,5.07,5.259,7.17,17.671,15.918,21.185,10.651,1.136,0.236,12.127,78.181,145.891,10.471
+2026-05-21 09:46:34,chaffinch_observed.csv,0.4757768776379915612156389309,0.238,2.453,1.229,7.193,0.172,6.66,15.597,0.023,7.08,7.648,0.014,0.416,0.021,5.16,10.86,9.52,7.453,6.294,10.513,2.075,4.418,2.304,6.532,0.045,7.33,6.87,5.697,6.93,17.759,18.655,24.937,12.373,1.448,0.084,12.044,117.688,224.886,10.491
+2026-05-21 09:46:35,chaffinch_observed.csv,1.143562917388504402607942028,0.272,1.253,1.003,5.992,0.479,6.67,14.592,0.315,7.12,19.173,0.052,0.273,0.008,6.06,10.85,10.53,2.245,10.984,9.126,12.843,10.072,8.825,11.318,0.241,9.18,6.33,2.255,7.11,16.006,10.615,14.137,7.093,1.584,0.161,12.055,54.266,94.956,13.577
+2026-05-21 09:46:35,chaffinch_observed.csv,0.4831031970430015642359780887,0.362,1.672,5.21,1.903,0.039,6.93,13.219,0.031,6.68,8.313,0.01,0.345,0.045,4.62,10.8,11.42,10.869,9.795,10.323,9.267,5.574,9.032,2.117,0.198,8.28,6.88,2.438,7.38,14.427,36.516,55.034,17.999,1.542,0.297,12.083,61.602,110.767,12.437
+2026-05-21 09:46:35,chaffinch_observed.csv,1.851643145327065864805464557,0.564,1.702,5.563,4.532,0.747,6.29,11.79,0.449,6.85,21.416,0.009,0.147,0.028,6.38,10.07,10.06,8.356,6.072,5.191,6.954,4.705,7.585,1.825,0.166,6.74,6.01,3.277,6.63,17.318,18.570,27.523,9.617,1.183,0.106,12.128,115.020,221.381,8.66
+2026-05-21 09:46:36,chaffinch_observed.csv,1.376688714939402909028902510,0.212,2.84,2.593,6.125,0.531,7.27,9.217,0.049,6.86,10.402,0.015,0.315,0.025,5.13,10.45,11.13,8.537,10.219,1.237,19.201,2.874,1.906,3.842,0.156,7.85,6.15,1.876,6.91,8.202,31.436,61.96,0.913,1.601,0.287,12.052,111.084,216.519,5.648
+2026-05-21 09:46:36,chaffinch_observed.csv,2.180091881769690764745481563,0.622,1.995,2.01,5.411,0.692,6.74,15.842,0.132,7.59,19.938,0.056,0.459,0.041,6.56,11.71,11.29,4.555,10.620,8.924,12.315,5.714,9.974,1.454,0.078,8.1,7.14,3.886,6.71,19.153,6.993,1.87,12.116,1.342,0.295,12.017,61.940,113.745,10.135
+2026-05-21 09:46:36,chaffinch_observed.csv,0.8026807188173980629008394219,0.419,2.707,3.477,5.049,0.362,6.95,3.929,0.191,7.25,13.96,0.038,0.399,0.005,5.42,10.73,10.2,11.84,12.760,8.886,16.634,10.620,9.306,11.933,0.146,8.19,6.47,4.722,7.36,6.862,41.176,62.506,19.846,1.53,0.2,12.111,87.183,164.952,9.414
+2026-05-21 09:46:37,chaffinch_observed.csv,0.6524498311890320796333562637,0.648,1.575,0.75,6.911,0.469,6.76,14.173,0.242,6.82,15.005,0.014,0.681,0.014,4.6,10.27,10.13,5.804,17.458,15.566,19.349,3.710,3.642,3.777,0.093,7.85,7.38,7.61,7.46,16.556,23.462,36.678,10.246,1.103,0.047,12.034,73.502,139.424,7.58
+2026-05-21 09:46:37,chaffinch_observed.csv,0.8645877887621229543433428880,0.402,3.828,2.503,0.788,0.049,6.41,4.602,0.073,7.31,9.873,0.017,0.124,0.041,7.05,10.51,9.32,7.875,3.759,3.621,3.897,4.844,2.162,7.526,0.082,6.63,5.76,5.969,7.39,23.404,16.886,15.748,18.023,1.297,0.157,12.241,63.914,123.522,4.305
+2026-05-21 09:46:37,chaffinch_observed.csv,0.3407200127663570163510540514,0.162,3.365,4.232,5.444,0.283,6.64,4.502,0.053,6.87,11.414,0.044,0.745,0.047,5.72,11.72,9.31,10.485,10.607,14.974,6.24,4.878,7.908,1.847,0.008,7.8,7.13,6.528,6.85,10.285,32.545,60.883,4.207,1.618,0.289,12.169,59.759,111.703,7.815
+2026-05-21 09:46:37,chaffinch_observed.csv,1.125947936313377783550398498,0.632,1.777,1.592,5.606,0.355,7.44,10.857,0.255,7.48,12.304,0.068,0.369,0.008,5.93,11.62,10.84,6.319,10.925,15.425,6.425,10.122,10.673,9.571,0.153,6.92,6.6,3.731,7.54,17.352,9.792,6.161,13.424,1.109,0.326,12.087,59.273,107.088,11.458
+2026-05-21 09:46:38,chaffinch_observed.csv,0.1880498314128401189620724077,0.376,3.728,4.931,6.956,0.446,7.08,3.48,0.172,7.59,14.507,0.018,0.647,0.002,5.73,9.57,11.05,3.554,9.909,7.316,12.502,7.890,6.122,9.657,0.038,6.51,5.96,4.832,6.84,7.502,21.214,39.582,2.847,1.502,0.199,12.282,69.234,123.75,14.718
+2026-05-21 09:46:38,chaffinch_observed.csv,2.921440726430972495690023051,0.249,2.73,0.992,3.364,0.727,7.09,15.287,0.003,7.43,26.17,0.061,0.176,0.025,4.62,9.88,9.59,4.989,8.235,1.759,14.711,4.470,0.705,8.234,0.091,9.18,6.44,6.626,6.95,21.837,17.361,21.917,12.805,1.363,0.295,12.064,55.612,100.041,11.183
+2026-05-21 09:46:38,chaffinch_observed.csv,20.56061101385965787316185090,0.12,2.299,2.101,7.152,0.374,7.42,4.329,0.105,7.1,11.958,0.074,0.588,0.016,7.09,9.77,10.0,4.181,3.973,7.105,0.841,3.623,5.713,1.533,0.105,8.0,6.22,4.554,7.4,14.251,24.248,44.234,4.263,1.324,0.198,12.232,120.772,235.632,5.913
+2026-05-21 09:46:39,chaffinch_observed.csv,0.7137964972680448173388268679,0.207,1.741,4.446,3.698,0.48,6.39,8.983,0.198,7.34,21.438,0.03,0.194,0.03,6.58,9.66,10.56,8.397,10.724,4.227,17.22,5.167,9.195,1.139,0.018,9.07,7.39,5.007,7.35,17.852,41.523,66.779,16.267,1.505,0.0,12.271,55.783,96.486,15.08
+2026-05-21 09:46:39,chaffinch_observed.csv,1.930218455155661249360528968,0.405,3.559,1.297,6.699,0.326,6.47,8.261,0.419,6.74,23.009,0.005,0.197,0.021,6.64,9.86,11.15,4.515,6.890,5.795,7.984,7.620,6.412,8.827,0.075,7.26,5.76,3.923,7.52,15.274,7.928,7.474,8.381,1.306,0.308,12.075,91.109,175.768,6.45
+2026-05-21 09:46:39,chaffinch_observed.csv,1.718155759251186088467944462,0.462,3.226,0.447,1.205,0.434,6.98,9.117,0.313,7.23,27.972,0.038,0.504,0.017,4.54,10.9,10.14,2.231,12.601,16.326,8.876,8.631,7.706,9.556,0.132,8.44,5.04,7.4,7.02,8.795,45.274,79.571,10.978,1.647,0.126,12.248,98.816,192.796,4.835
+2026-05-21 09:46:40,chaffinch_observed.csv,3.533083731868792158651217517,0.683,1.062,0.6,2.677,0.706,6.27,7.967,0.148,7.36,11.938,0.069,0.013,0.032,6.45,10.77,9.54,7.196,4.570,1.188,7.953,10.400,8.657,12.143,0.2,7.29,5.29,4.354,7.29,11.916,15.270,12.314,18.226,1.536,0.031,12.037,103.946,194.323,13.569
+2026-05-21 09:46:40,chaffinch_observed.csv,1.842902932141409647517820703,0.236,0.575,1.917,1.227,0.199,7.01,12.096,0.27,7.19,21.605,0.037,0.325,0.032,5.94,11.04,10.36,4.057,1.446,1.229,1.662,3.655,4.115,3.195,0.103,8.45,6.54,3.037,7.49,17.352,39.090,75.947,2.232,1.756,0.224,12.107,71.924,127.931,15.916
+2026-05-21 09:46:40,chaffinch_observed.csv,1.209655380028021118031223021,0.138,1.211,5.286,6.677,0.666,7.09,14.919,0.319,6.85,22.076,0.086,0.006,0.041,5.64,9.89,11.19,8.134,2.654,1.237,4.07,2.356,2.404,2.307,0.233,9.21,5.42,2.224,7.11,20.179,11.822,9.385,14.259,1.396,0.117,12.063,116.737,223.252,10.222
+2026-05-21 09:46:41,chaffinch_observed.csv,0.4985126296444059442348893660,0.316,0.65,4.674,2.129,0.755,7.03,11.343,0.429,6.87,6.031,0.04,0.208,0.026,6.63,10.26,9.42,9.35,15.954,16.972,14.935,5.321,0.743,9.899,0.188,7.09,6.93,6.411,6.77,11.983,38.484,66.805,10.164,1.125,0.141,12.11,92.349,169.394,15.304
+2026-05-21 09:46:41,chaffinch_observed.csv,0.2256826974535882346893477929,0.443,0.927,0.594,2.394,0.669,6.37,9.482,0.32,7.6,6.449,0.004,0.732,0.03,5.95,11.69,11.26,11.571,5.418,4.632,6.205,9.163,7.069,11.257,0.223,7.69,6.8,6.503,6.7,6.948,40.251,76.561,3.941,1.031,0.288,12.18,118.402,224.816,11.987
+2026-05-21 09:46:41,chaffinch_observed.csv,0.2225914312334110728661428736,0.269,2.614,3.628,5.266,0.309,6.37,7.048,0.278,7.1,16.703,0.043,0.695,0.02,6.37,11.16,10.93,11.909,18.590,17.204,19.976,10.868,8.219,13.517,0.017,6.67,6.08,6.326,6.94,22.504,30.483,58.695,2.271,1.63,0.297,12.239,100.792,189.468,12.116
+2026-05-21 09:46:41,chaffinch_observed.csv,1.068700127304486878889130103,0.548,3.062,5.147,1.668,0.39,6.68,6.235,0.4,7.1,23.499,0.035,0.479,0.033,5.41,11.47,10.34,10.079,8.496,7.189,9.802,10.522,9.808,11.236,0.005,9.46,6.7,0.832,7.11,23.778,38.207,62.847,13.567,1.746,0.111,12.044,114.518,213.837,15.198
+2026-05-21 09:46:42,chaffinch_observed.csv,0.2925088982749382063765664461,0.163,2.052,3.763,3.968,0.178,7.61,10.79,0.164,7.63,17.175,0.086,0.528,0.004,5.96,10.13,9.51,9.293,6.086,7.071,5.101,8.932,3.901,13.964,0.175,8.76,5.78,4.819,7.45,21.951,34.935,61.047,8.823,0.843,0.249,12.289,109.676,207.76,11.592
+2026-05-21 09:46:42,chaffinch_observed.csv,1.471847723722193635750970223,0.136,2.778,3.201,0.93,0.112,7.26,12.763,0.376,6.71,6.589,0.04,0.294,0.04,6.22,11.27,10.24,6.261,15.754,13.983,17.524,5.294,7.562,3.026,0.145,7.87,6.23,4.375,7.17,17.465,28.120,53.738,2.501,1.784,0.25,12.076,115.140,224.495,5.784
+2026-05-21 09:46:42,chaffinch_observed.csv,0.1398067596519354183510668989,0.096,1.368,1.252,7.799,0.473,6.29,7.77,0.323,7.23,12.007,0.073,0.193,0.023,5.1,9.81,11.19,5.915,16.229,17.552,14.906,6.001,2.378,9.624,0.147,8.95,5.3,6.278,7.37,6.714,1.062,1.425,0.699,0.937,0.053,12.292,50.240,84.939,15.542
+2026-05-21 09:46:43,chaffinch_observed.csv,0.4404642439475377738293819663,0.527,3.063,2.963,3.65,0.33,6.8,6.199,0.212,7.57,21.241,0.013,0.72,0.007,6.45,10.9,9.43,6.919,7.998,4.213,11.783,8.690,9.048,8.333,0.21,6.66,6.21,4.852,7.41,12.454,12.834,13.958,11.711,1.447,0.254,12.059,124.004,235.797,12.212
+2026-05-21 09:46:43,chaffinch_observed.csv,2.442243309191283993042634836,0.414,0.413,3.583,5.353,0.513,6.65,10.397,0.172,7.11,11.982,0.062,0.143,0.014,7.42,11.34,9.38,5.932,8.907,8.579,9.235,7.268,7.820,6.716,0.234,6.95,6.42,5.31,7.26,21.187,9.490,13.269,5.712,1.582,0.075,12.056,49.441,84.85,14.032
+2026-05-21 09:46:43,chaffinch_observed.csv,1.228398955444519165132863715,0.38,2.388,4.544,0.545,0.462,7.39,3.572,0.221,7.59,25.651,0.055,0.021,0.048,6.89,10.31,9.95,8.013,10.440,17.215,3.665,8.290,12.965,3.615,0.163,8.68,7.03,2.738,7.54,22.55,45.354,71.112,19.596,1.11,0.055,12.058,98.122,182.447,13.798
+2026-05-21 09:46:44,chaffinch_observed.csv,3.418419193119476118030724851,0.189,3.422,4.712,6.088,0.888,6.49,8.764,0.204,6.61,12.682,0.013,0.003,0.024,5.66,10.42,9.53,11.47,17.355,15.074,19.636,9.360,11.39,7.329,0.211,8.06,6.35,4.811,7.27,20.464,47.312,79.022,15.602,1.499,0.127,12.254,89.143,169.431,8.855
+2026-05-21 09:46:44,chaffinch_observed.csv,0.2145119441821946739252321650,0.26,1.64,1.459,5.169,0.889,6.84,9.381,0.171,7.03,12.581,0.043,0.474,0.004,4.69,10.11,9.54,7.946,6.170,4.846,7.493,8.100,11.196,5.005,0.227,9.24,5.84,4.704,7.43,12.18,25.455,45.204,5.706,0.805,0.274,12.268,78.258,141.437,15.079
+2026-05-21 09:46:44,chaffinch_observed.csv,0.4780927758017126427863781769,0.579,0.978,3.8,0.838,0.232,7.07,10.502,0.414,7.25,14.268,0.025,0.047,0.001,6.91,11.11,9.52,3.973,5.804,11.045,0.562,8.376,2.804,13.949,0.122,9.01,7.24,3.746,7.45,19.37,13.040,12.824,13.256,0.813,0.316,12.21,117.374,226.346,8.401
+2026-05-21 09:46:45,chaffinch_observed.csv,16.61588960290247523891142288,0.163,0.922,3.435,2.951,0.305,6.8,8.415,0.444,7.27,7.447,0.043,0.471,0.007,5.35,10.35,10.58,8.313,7.506,13.752,1.26,7.262,3.648,10.876,0.004,7.35,7.3,3.156,7.04,6.176,22.876,31.768,13.985,1.389,0.137,12.232,111.694,213.925,9.463
+2026-05-21 09:46:45,chaffinch_observed.csv,0.5836792249356193269673702571,0.158,0.923,4.525,2.946,0.454,6.91,6.652,0.151,7.39,25.216,0.056,0.008,0.008,5.78,10.74,10.77,9.564,5.550,4.856,6.243,4.955,7.733,2.177,0.227,9.19,6.53,5.324,6.86,10.753,47.192,76.12,18.264,0.818,0.082,12.193,59.952,112.971,6.932
+2026-05-21 09:46:45,chaffinch_observed.csv,0.4122296613590653492450274775,0.202,0.38,5.064,7.076,0.413,6.91,11.678,0.139,7.08,11.909,0.086,0.64,0.005,4.58,9.97,9.74,7.208,15.940,14.098,17.781,9.397,5.08,13.714,0.207,7.97,7.3,1.156,7.18,21.875,31.328,60.77,1.887,1.541,0.103,12.104,56.571,103.166,9.976
+2026-05-21 09:46:45,chaffinch_observed.csv,3.023838090359800765997292787,0.613,3.945,5.062,5.033,0.727,7.7,8.443,0.316,7.24,10.999,0.04,0.735,0.005,6.85,9.61,10.13,3.871,11.315,15.862,6.768,2.270,2.513,2.027,0.16,9.45,5.53,1.278,6.68,19.974,33.026,58.336,7.716,1.763,0.148,12.044,97.680,180.131,15.228
+2026-05-21 09:46:46,chaffinch_observed.csv,0.7042939292845077575227570031,0.162,0.43,4.008,1.285,0.318,6.42,7.952,0.134,6.74,23.138,0.088,0.086,0.015,6.08,10.66,9.37,10.911,4.946,0.598,9.293,9.724,5.597,13.851,0.133,9.47,7.42,7.217,7.11,7.464,36.430,56.209,16.651,0.892,0.236,12.022,99.233,184.474,13.992
+2026-05-21 09:46:46,chaffinch_observed.csv,6.414761711171581260846414295,0.268,2.863,3.915,6.409,0.679,7.38,15.713,0.18,6.59,8.488,0.028,0.06,0.014,5.23,11.48,10.45,2.908,7.262,7.758,6.766,1.228,1.811,0.646,0.035,8.66,7.48,3.901,7.31,20.042,9.216,8.993,9.439,1.766,0.043,12.209,103.988,192.928,15.049
+2026-05-21 09:46:46,chaffinch_observed.csv,0.1623775461363816552835958086,0.455,3.021,3.825,7.491,0.619,6.48,14.57,0.363,6.54,24.698,0.068,0.616,0.039,6.2,11.52,11.19,9.376,6.800,6.509,7.092,5.080,6.672,3.487,0.117,7.83,7.03,5.139,7.33,21.883,41.132,77.064,5.199,0.939,0.338,12.272,106.062,204.71,7.415
+2026-05-21 09:46:47,chaffinch_observed.csv,1.313937088044148366061235341,0.603,1.35,2.617,3.011,0.36,7.72,7.543,0.03,6.84,14.992,0.063,0.425,0.026,6.04,11.01,11.44,2.261,13.572,14.084,13.059,3.410,2.767,4.053,0.134,8.43,6.4,6.141,6.8,23.78,11.451,4.709,18.193,1.578,0.173,12.217,52.388,97.748,7.027
+2026-05-21 09:46:47,chaffinch_observed.csv,4.838295622375199207857811988,0.512,2.705,0.6,6.28,0.163,6.45,13.337,0.382,6.55,24.313,0.011,0.129,0.042,7.38,9.69,9.51,9.486,12.446,15.912,8.98,8.211,9.083,7.339,0.106,7.8,5.93,1.788,6.85,13.375,20.154,26.097,14.211,1.528,0.099,12.208,92.808,178.085,7.531
+2026-05-21 09:46:47,chaffinch_observed.csv,0.9141155314637337916809869134,0.151,3.657,1.07,2.722,0.009,6.64,11.14,0.404,7.37,7.169,0.045,0.641,0.015,6.01,11.26,10.85,7.564,12.000,13.454,10.547,8.281,10.103,6.459,0.031,9.25,6.94,3.451,6.9,17.186,38.752,75.014,2.49,1.533,0.085,12.15,86.522,161.982,11.062
+2026-05-21 09:46:48,chaffinch_observed.csv,0.3160965803564084312996358681,0.203,1.79,3.136,4.761,0.223,7.25,12.739,0.448,7.23,10.359,0.086,0.617,0.037,7.03,11.79,10.13,3.604,9.102,5.212,12.993,5.069,5.235,4.903,0.125,7.12,5.61,5.775,6.7,8.223,9.068,5.289,12.846,0.894,0.013,12.094,90.172,170.496,9.847
+2026-05-21 09:46:48,chaffinch_observed.csv,0.4911176720269808611410231099,0.411,1.001,1.224,6.376,0.082,7.43,5.447,0.419,7.1,20.762,0.053,0.424,0.019,5.66,11.27,10.37,2.779,3.957,1.723,6.191,4.048,4.418,3.678,0.236,8.07,6.94,3.366,7.58,20.08,43.979,79.157,8.801,1.367,0.051,12.002,62.736,109.82,15.653
+2026-05-21 09:46:48,chaffinch_observed.csv,0.2640677684349887261738884474,0.348,0.949,0.768,1.854,0.914,6.98,15.875,0.155,6.62,19.984,0.051,0.637,0.012,6.77,10.19,9.67,11.859,10.166,1.936,18.395,4.617,4.722,4.512,0.047,7.99,6.2,4.662,6.62,6.65,4.410,6.581,2.238,0.897,0.193,12.009,64.296,120.296,8.296
+2026-05-21 09:46:49,chaffinch_observed.csv,0.1295045193700680010970452087,0.101,0.665,5.616,2.263,0.829,7.2,4.394,0.415,6.51,18.712,0.005,0.319,0.048,5.95,9.56,10.11,8.603,12.351,19.76,4.942,7.300,5.275,9.325,0.219,7.15,5.97,4.451,6.9,17.923,35.900,68.657,3.143,1.3,0.195,12.264,115.263,220.722,9.804
+2026-05-21 09:46:49,chaffinch_observed.csv,0.4950643424175323795078042079,0.109,1.067,4.758,4.868,0.075,7.47,5.483,0.074,7.26,8.409,0.083,0.577,0.015,6.45,11.15,10.21,7.656,15.046,16.595,13.496,8.814,9.105,8.523,0.043,7.98,5.18,5.682,7.5,22.664,49.255,78.573,19.937,0.968,0.211,12.219,92.634,180.653,4.616
+2026-05-21 09:46:49,chaffinch_observed.csv,0.1190970240991243031173843920,0.252,3.835,3.828,7.485,0.053,7.61,7.626,0.024,7.24,19.119,0.033,0.591,0.024,5.68,11.89,9.91,10.304,9.536,1.157,17.916,10.738,10.493,10.984,0.036,8.51,5.57,4.241,7.14,17.868,18.025,30.995,5.055,1.132,0.024,12.069,114.770,219.765,9.774
+2026-05-21 09:46:49,chaffinch_observed.csv,0.7197128946673674961078640480,0.261,2.67,1.56,0.647,0.011,7.12,11.566,0.089,7.59,14.376,0.009,0.65,0.009,6.67,11.89,9.66,9.066,13.785,10.204,17.366,1.126,1.272,0.979,0.031,7.35,5.3,1.174,7.51,8.656,25.676,38.225,13.128,1.173,0.337,12.266,74.134,139.824,8.443
+2026-05-21 09:46:50,chaffinch_observed.csv,0.5701586562530515909370586198,0.686,2.53,4.836,6.034,0.708,6.77,12.09,0.171,7.48,26.197,0.056,0.445,0.014,5.12,10.19,9.94,10.198,10.386,10.663,10.110,10.812,8.539,13.084,0.072,8.18,5.35,7.753,7.43,13.052,44.807,76.668,12.946,1.105,0.01,12.134,70.256,130.37,10.143
+2026-05-21 09:46:50,chaffinch_observed.csv,0.7248314397783352193492502569,0.231,3.953,1.611,5.049,0.645,7.46,9.983,0.114,7.63,26.42,0.062,0.427,0.046,6.06,11.4,10.6,11.181,10.222,11.224,9.221,5.646,7.053,4.24,0.069,9.48,5.67,5.746,7.05,16.175,34.341,61.815,6.867,1.171,0.304,12.067,83.876,154.987,12.764
+2026-05-21 09:46:50,chaffinch_observed.csv,0.6178483945561582871582946263,0.663,3.949,2.128,2.831,0.469,6.71,6.359,0.254,7.52,8.031,0.054,0.544,0.032,6.64,10.25,11.01,7.149,7.622,5.873,9.372,9.852,10.63,9.073,0.2,7.98,6.52,6.657,7.06,22.334,28.895,54.107,3.683,1.153,0.237,12.11,84.372,160.15,8.595
+2026-05-21 09:46:51,chaffinch_observed.csv,4.025921343126629987894492080,0.433,0.754,4.049,6.572,0.931,6.54,7.303,0.336,7.47,26.752,0.014,0.14,0.006,6.83,11.54,9.64,11.081,17.692,16.751,18.633,11.319,12.978,9.66,0.191,8.24,5.33,5.053,7.24,6.795,31.896,57.289,6.504,1.501,0.202,12.276,116.801,223.058,10.544
+2026-05-21 09:46:51,chaffinch_observed.csv,8.603098010067066967154495324,0.653,2.379,0.257,4.784,0.836,6.84,6.354,0.308,6.64,27.615,0.03,0.317,0.032,4.88,9.93,10.51,9.619,1.917,0.586,3.248,7.857,3.301,12.413,0.22,8.22,7.24,2.701,7.56,17.585,28.394,48.433,8.354,1.754,0.342,12.276,108.374,209.3,7.448
+2026-05-21 09:46:51,chaffinch_observed.csv,1.207411554887909182838601072,0.604,3.029,2.632,4.128,0.785,6.66,14.869,0.374,6.81,14.031,0.045,0.5,0.031,6.5,11.43,10.15,6.661,9.330,15.995,2.664,9.274,9.954,8.593,0.168,7.66,5.73,6.025,7.09,7.496,12.654,19.738,5.571,1.359,0.137,12.012,53.892,102.615,5.168
+2026-05-21 09:46:52,chaffinch_observed.csv,1.453636379115120720031647163,0.645,1.449,1.152,1.647,0.584,7.66,11.644,0.394,7.44,22.504,0.065,0.637,0.02,4.79,10.37,11.11,7.646,12.253,18.675,5.831,3.789,1.961,5.617,0.176,7.16,7.25,5.5,6.99,21.833,4.207,2.552,5.862,1.637,0.13,12.184,55.389,95.763,15.015
+2026-05-21 09:46:52,chaffinch_observed.csv,16.82141000182377547419347344,0.322,1.328,2.026,6.299,0.594,7.6,12.052,0.048,7.26,11.184,0.07,0.58,0.032,6.47,10.81,10.72,7.94,8.160,9.866,6.453,12.824,12.131,13.518,0.058,7.41,7.35,1.958,7.53,22.963,16.234,19.04,13.427,1.514,0.031,12.164,85.196,165.773,4.62
+2026-05-21 09:46:52,chaffinch_observed.csv,18.77593689050035534891316993,0.633,1.513,0.472,3.762,0.582,6.94,13.927,0.221,6.58,27.704,0.068,0.562,0.006,6.23,9.65,10.54,2.926,9.482,17.274,1.689,8.922,12.412,5.431,0.031,8.28,7.48,7.775,6.82,23.191,36.876,61.702,12.049,1.293,0.068,12.295,84.608,160.625,8.591
+2026-05-21 09:46:53,chaffinch_observed.csv,0.1567647998998263908334572705,0.135,2.099,4.384,5.723,0.683,7.52,15.096,0.371,7.12,27.347,0.037,0.239,0.047,5.44,11.17,9.93,3.475,2.779,4.206,1.352,8.140,5.03,11.25,0.21,9.43,6.03,1.916,7.58,19.758,11.756,8.742,14.77,0.963,0.275,12.073,99.184,193.558,4.811
+2026-05-21 09:46:53,chaffinch_observed.csv,5.517957630583485611378537919,0.225,0.308,5.133,3.516,0.357,6.92,9.924,0.205,7.24,26.36,0.001,0.048,0.011,6.79,11.73,10.15,8.459,6.724,2.552,10.895,6.628,10.764,2.493,0.168,7.56,6.38,5.449,6.69,18.45,35.865,65.416,6.314,1.766,0.214,12.208,122.543,234.998,10.088
+2026-05-21 09:46:53,chaffinch_observed.csv,0.6119824740102626538528551780,0.321,1.208,3.695,5.095,0.432,7.56,3.883,0.348,6.85,13.502,0.032,0.275,0.013,4.57,11.34,9.94,7.916,9.994,3.289,16.698,5.346,2.286,8.407,0.027,7.14,6.98,4.087,6.91,23.004,18.615,22.136,15.094,1.25,0.288,12.063,65.224,120.375,10.072
+2026-05-21 09:46:53,chaffinch_observed.csv,17.24263870999140379110228363,0.686,2.133,1.738,5.058,0.157,6.38,6.471,0.037,7.46,7.772,0.06,0.377,0.009,7.14,10.11,10.63,2.923,9.998,14.058,5.938,1.852,0.463,3.241,0.01,7.1,7.29,0.939,7.13,23.912,11.796,4.885,18.706,0.985,0.059,12.217,104.595,202.853,6.337
+2026-05-21 09:46:54,chaffinch_observed.csv,2.358182805487936920517997459,0.259,1.348,3.485,3.447,0.049,6.45,10.241,0.039,6.69,22.519,0.043,0.437,0.024,7.38,11.24,9.55,4.559,12.482,14.957,10.008,9.420,11.968,6.871,0.242,9.42,7.35,7.965,7.21,7.183,35.802,62.077,9.526,1.058,0.223,12.132,55.130,101.558,8.701
+2026-05-21 09:46:54,chaffinch_observed.csv,0.5628890484182170256532070272,0.224,3.607,1.125,7.314,0.69,6.73,9.603,0.101,6.71,13.231,0.016,0.511,0.005,5.94,10.24,9.35,4.709,11.442,7.326,15.557,1.438,2.263,0.612,0.03,9.38,6.34,4.644,7.48,14.368,7.952,15.198,0.705,1.721,0.027,12.126,78.769,144.046,13.492
+2026-05-21 09:46:54,chaffinch_observed.csv,0.3802202602945489147127935567,0.259,2.165,1.875,1.7,0.562,6.68,5.996,0.375,6.7,9.098,0.048,0.728,0.042,5.5,10.04,9.88,11.474,10.948,2.249,19.647,5.205,3.684,6.726,0.238,9.27,6.15,7.867,7.41,6.442,34.261,61.593,6.929,1.604,0.017,12.038,50.206,90.909,9.503
+2026-05-21 09:46:55,chaffinch_observed.csv,0.7348209836530188289690745873,0.407,2.562,3.58,0.884,0.093,6.76,15.415,0.067,6.7,10.143,0.006,0.028,0.033,6.33,10.82,11.47,10.106,8.964,6.886,11.043,4.802,4.953,4.650,0.132,8.65,6.05,3.666,7.24,20.182,33.324,62.963,3.685,1.015,0.35,12.294,56.814,109.413,4.216
+2026-05-21 09:46:55,chaffinch_observed.csv,0.7067202458395398808696460610,0.187,2.47,0.292,4.309,0.391,7.09,8.396,0.236,7.35,22.247,0.069,0.446,0.031,4.78,10.39,10.82,9.074,5.196,8.408,1.983,10.458,10.489,10.427,0.108,9.05,6.95,2.791,7.22,13.162,8.218,7.979,8.456,1.416,0.149,12.29,62.527,119.164,5.89
+2026-05-21 09:46:55,chaffinch_observed.csv,1.207622731216425396614929022,0.178,3.891,3.554,6.887,0.369,7.55,8.736,0.43,7.44,7.539,0.013,0.048,0.014,6.4,10.45,9.66,10.834,12.915,11.302,14.528,7.900,6.781,9.019,0.098,7.39,5.87,7.318,6.89,16.858,2.454,1.384,3.523,1.13,0.259,12.099,122.711,234.528,10.894
+2026-05-21 09:46:56,chaffinch_observed.csv,2.318708956390221617656722688,0.384,1.028,3.227,7.118,0.392,6.33,10.84,0.268,7.01,24.773,0.083,0.143,0.002,5.54,10.57,11.02,2.915,8.438,11.673,5.202,10.526,11.383,9.669,0.002,8.08,5.72,0.886,7.07,22.7,34.945,53.327,16.563,1.59,0.111,12.025,100.821,194.689,6.953
+2026-05-21 09:46:56,chaffinch_observed.csv,0.8412923879986790676432941210,0.514,3.792,2.03,3.438,0.45,6.75,13.926,0.409,6.71,23.069,0.078,0.317,0.045,4.5,10.42,10.53,5.715,7.710,14.93,0.489,9.673,11.124,8.222,0.058,7.2,5.57,2.171,7.21,19.207,36.595,64.555,8.635,1.188,0.322,12.077,98.523,190.728,6.318
+2026-05-21 09:46:56,chaffinch_observed.csv,1.429244858872513850639029133,0.679,2.108,3.337,6.143,0.301,6.97,15.999,0.079,7.62,26.349,0.047,0.016,0.018,6.13,11.85,10.97,5.224,13.621,7.784,19.458,11.597,11.348,11.846,0.235,8.67,6.62,4.298,6.7,14.328,46.207,73.435,18.979,1.735,0.151,12.206,83.029,153.528,12.53
+2026-05-21 09:46:57,chaffinch_observed.csv,0.8301132878748656218512291014,0.542,3.819,1.831,1.477,0.527,6.97,7.644,0.423,6.96,8.326,0.082,0.429,0.03,6.02,9.51,11.18,8.828,10.445,10.901,9.989,6.171,1.587,10.755,0.068,8.54,6.72,3.166,7.22,18.93,40.718,61.905,19.532,1.359,0.317,12.215,50.132,95.439,4.825
+2026-05-21 09:46:57,chaffinch_observed.csv,3.920026318176584251392048570,0.299,2.157,4.81,7.192,0.521,6.43,15.151,0.063,6.88,25.374,0.08,0.34,0.004,7.47,10.91,10.73,9.664,9.139,5.914,12.364,6.174,5.741,6.606,0.052,8.83,5.15,3.278,7.54,23.116,13.324,13.924,12.725,1.472,0.323,12.279,53.139,93.297,12.981
+2026-05-21 09:46:57,chaffinch_observed.csv,17.91766599000133508700971183,0.507,1.935,0.322,6.713,0.859,7.51,13.222,0.239,6.55,27.071,0.006,0.477,0.006,5.89,10.25,10.56,4.873,2.910,5.277,0.542,7.057,6.257,7.857,0.088,8.32,5.64,3.074,7.32,14.507,7.741,3.125,12.357,1.531,0.1,12.113,86.054,159.451,12.656
+2026-05-21 09:46:57,chaffinch_observed.csv,0.7742710735011620619121296970,0.347,2.452,5.096,2.809,0.715,6.35,14.627,0.195,6.73,20.131,0.083,0.382,0.002,7.11,11.83,9.88,7.828,17.344,18.623,16.064,4.023,5.453,2.593,0.075,6.54,5.97,4.86,7.33,23.411,35.138,54.685,15.59,0.809,0.131,12.127,47.766,89.766,5.767
+2026-05-21 09:46:58,chaffinch_observed.csv,0.8444109726934413973263619150,0.116,3.769,1.858,0.275,0.659,7.68,8.039,0.25,7.0,24.537,0.053,0.748,0.018,6.79,11.81,11.21,6.212,12.332,16.826,7.839,10.084,13.653,6.516,0.154,7.47,5.97,5.608,7.0,7.562,13.886,17.856,9.917,0.802,0.226,12.298,53.558,93.746,13.371
+2026-05-21 09:46:58,chaffinch_observed.csv,5.348117134585388444917867710,0.524,1.011,0.69,3.49,0.697,7.6,15.324,0.404,7.56,26.54,0.065,0.007,0.023,4.7,10.8,9.71,11.382,8.504,1.93,15.078,4.356,7.49,1.222,0.132,8.11,7.3,2.003,6.68,18.209,17.238,21.932,12.544,1.636,0.066,12.272,106.057,196.788,15.326
+2026-05-21 09:46:58,chaffinch_observed.csv,18.80615775967885645860534194,0.229,1.414,3.385,1.715,0.505,6.98,4.215,0.093,6.89,22.508,0.017,0.258,0.02,5.05,10.14,11.06,4.84,9.480,18.545,0.415,7.031,8.361,5.701,0.014,6.78,6.57,2.752,7.17,10.99,13.804,11.868,15.741,1.462,0.049,12.287,82.592,160.412,4.773
+2026-05-21 09:46:59,chaffinch_observed.csv,0.5112680592442456018703282831,0.107,3.106,2.248,6.929,0.741,7.4,12.028,0.053,6.91,25.194,0.033,0.189,0.033,5.67,10.44,10.31,11.851,6.946,10.049,3.844,9.530,11.424,7.637,0.163,7.65,5.35,5.181,7.02,7.23,37.744,71.309,4.18,1.401,0.316,12.236,73.986,139.618,8.353
+2026-05-21 09:46:59,chaffinch_observed.csv,1.792529741672792649364367234,0.486,2.528,0.514,7.261,0.639,7.47,12.264,0.085,7.41,26.173,0.086,0.533,0.045,5.57,10.18,9.52,3.233,10.233,9.048,11.418,6.622,8.236,5.009,0.236,8.26,6.17,3.859,7.04,19.551,23.210,30.406,16.014,1.494,0.237,12.025,119.078,228.506,9.651
+2026-05-21 09:46:59,chaffinch_observed.csv,1.082194758507274856863951724,0.274,1.217,2.736,4.465,0.316,6.82,4.533,0.13,7.41,10.981,0.04,0.314,0.021,6.31,11.33,9.82,8.638,7.044,5.591,8.497,4.641,4.434,4.848,0.159,7.6,6.38,2.187,7.38,9.874,17.898,25.823,9.972,1.726,0.084,12.203,67.152,123.409,10.896
+2026-05-21 09:47:00,chaffinch_observed.csv,0.3142404368502962314753616598,0.298,3.197,4.333,3.825,0.937,6.38,8.306,0.24,7.42,20.006,0.005,0.735,0.049,6.8,9.57,10.26,8.358,11.660,10.114,13.205,7.348,0.784,13.913,0.087,7.25,6.12,7.117,7.42,17.068,22.895,33.74,12.05,0.987,0.056,12.093,94.908,178.685,11.13
+2026-05-21 09:47:00,chaffinch_observed.csv,0.4855860967360240479063125530,0.118,0.272,2.99,4.918,0.462,6.73,4.528,0.01,7.16,8.168,0.012,0.682,0.002,4.68,10.0,10.95,3.919,7.748,0.575,14.922,8.643,6.927,10.359,0.227,6.8,6.63,6.643,6.66,14.216,11.170,20.798,1.543,1.742,0.114,12.225,66.954,127.322,6.587
+2026-05-21 09:47:00,chaffinch_observed.csv,0.3896019325047012122181305538,0.419,1.061,2.101,2.12,0.573,6.67,11.921,0.097,7.6,23.851,0.082,0.458,0.029,5.73,11.56,9.62,8.65,9.998,5.049,14.947,11.054,9.649,12.460,0.049,8.77,5.31,3.708,7.29,16.691,26.004,32.664,19.344,1.061,0.19,12.252,111.919,213.767,10.071
+2026-05-21 09:47:01,chaffinch_observed.csv,7.211795548003319904738215597,0.532,2.001,0.411,2.875,0.762,7.33,4.922,0.056,6.77,22.011,0.031,0.648,0.029,6.91,11.12,11.11,3.074,5.360,3.834,6.887,4.586,4.463,4.709,0.093,8.86,7.37,0.992,7.22,13.19,32.671,47.788,17.554,1.69,0.205,12.1,58.365,111.904,4.826
+2026-05-21 09:47:01,chaffinch_observed.csv,1.516760905734162512812713550,0.249,1.114,1.683,0.557,0.783,7.73,3.42,0.421,7.61,7.95,0.049,0.231,0.046,7.14,10.83,11.12,11.487,10.528,3.183,17.872,0.748,0.810,0.685,0.013,8.16,6.96,7.479,6.96,13.156,39.218,64.998,13.437,1.492,0.306,12.011,58.274,104.17,12.377
+2026-05-21 09:47:01,chaffinch_observed.csv,0.1241469381544532941123674315,0.144,3.321,2.899,7.241,0.675,7.55,13.519,0.211,7.39,8.028,0.078,0.651,0.021,4.84,9.96,9.85,10.876,10.370,9.959,10.781,8.722,13.813,3.632,0.076,7.97,7.18,3.863,6.79,8.582,11.015,3.642,18.388,0.962,0.305,12.255,83.638,155.22,12.055
+2026-05-21 09:47:01,chaffinch_observed.csv,2.461935503001073968177480531,0.432,3.678,5.856,2.611,0.749,6.58,11.082,0.322,6.91,21.07,0.018,0.45,0.046,6.53,10.37,9.97,3.745,6.998,10.513,3.484,8.891,6.814,10.968,0.227,6.58,5.4,2.746,7.24,23.747,34.256,61.363,7.15,1.743,0.333,12.021,112.008,216.004,8.013
+2026-05-21 09:47:02,chaffinch_observed.csv,1.134411751036013100343959840,0.473,2.634,2.327,2.069,0.284,7.37,7.974,0.417,7.03,8.415,0.023,0.457,0.029,5.27,10.67,10.57,2.347,5.699,1.577,9.821,7.670,6.293,9.047,0.242,9.13,6.12,1.087,6.8,6.503,33.042,61.848,4.237,1.517,0.329,12.237,73.062,138.032,8.093
+2026-05-21 09:47:02,chaffinch_observed.csv,0.3720467672529955984237421171,0.645,2.679,1.669,6.547,0.279,7.59,11.69,0.112,7.63,16.815,0.06,0.426,0.027,4.62,10.15,11.36,11.297,9.208,7.269,11.147,1.908,1.852,1.964,0.096,7.07,5.2,2.152,7.49,11.986,47.192,77.877,16.507,0.855,0.271,12.171,48.861,87.116,10.606
+2026-05-21 09:47:02,chaffinch_observed.csv,1.393074752531201223634472136,0.258,3.003,2.893,2.228,0.261,6.8,3.525,0.066,7.54,21.586,0.023,0.183,0.033,6.89,11.17,10.36,8.938,6.533,1.951,11.115,7.270,1.813,12.727,0.016,8.51,5.91,2.695,7.27,16.229,27.222,41.918,12.525,1.327,0.316,12.205,100.922,190.692,11.152
+2026-05-21 09:47:03,chaffinch_observed.csv,4.180587472152451632998395053,0.639,1.349,5.446,7.504,0.895,7.28,14.035,0.376,6.89,24.374,0.005,0.127,0.004,6.63,10.03,11.21,5.431,15.285,18.915,11.655,6.012,3.127,8.896,0.174,7.27,6.85,1.534,6.98,7.541,19.856,38.109,1.603,1.622,0.216,12.135,110.388,206.219,14.557
+2026-05-21 09:47:03,chaffinch_observed.csv,0.6614534396187968174211808686,0.456,3.376,4.662,7.795,0.891,6.27,5.614,0.237,7.34,19.067,0.068,0.638,0.035,5.95,9.77,9.76,10.116,4.756,5.208,4.305,5.200,2.421,7.98,0.17,7.06,5.42,6.3,6.97,19.848,9.731,10.808,8.654,1.654,0.248,12.113,48.868,92.15,5.585
+2026-05-21 09:47:03,chaffinch_observed.csv,0.1537050724250071408697509678,0.419,3.797,2.469,5.785,0.25,6.69,9.473,0.264,7.19,12.439,0.011,0.632,0.035,5.74,10.17,9.76,6.985,12.544,6.648,18.441,7.844,9.564,6.123,0.159,8.4,5.61,5.138,7.47,18.457,30.283,41.862,18.704,0.965,0.317,12.148,82.358,153.306,11.411
+2026-05-21 09:47:04,chaffinch_observed.csv,1.135507538909051938867264907,0.537,2.584,1.53,6.345,0.443,6.63,8.228,0.042,7.07,7.56,0.02,0.257,0.027,7.33,9.74,11.05,2.343,7.603,4.622,10.584,11.352,9.965,12.739,0.118,9.04,6.84,7.279,7.09,8.053,43.684,79.794,7.573,0.826,0.326,12.118,120.102,226.938,13.266
+2026-05-21 09:47:04,chaffinch_observed.csv,0.1541195445958179806895486132,0.387,2.469,2.29,0.108,0.882,6.61,8.539,0.424,7.44,24.656,0.001,0.546,0.035,5.52,10.79,9.86,10.387,10.748,9.041,12.456,6.748,4.203,9.292,0.063,6.58,5.67,7.218,7.5,18.629,35.921,63.483,8.359,1.015,0.219,12.274,124.060,234.734,13.386
+2026-05-21 09:47:04,chaffinch_observed.csv,3.054815634547245279904690150,0.154,3.58,1.526,5.278,0.24,6.39,15.204,0.305,6.54,21.387,0.017,0.03,0.044,6.74,11.43,10.93,8.038,10.988,2.57,19.407,11.498,11.687,11.309,0.038,7.47,7.15,4.625,6.84,14.147,31.436,48.77,14.101,1.502,0.004,12.142,81.817,151.472,12.162
+2026-05-21 09:47:05,chaffinch_observed.csv,7.116302785196495942010460259,0.574,0.395,1.999,4.311,0.231,7.41,11.422,0.431,6.71,12.491,0.05,0.382,0.008,7.03,9.88,9.67,4.19,14.754,11.873,17.635,7.262,4.472,10.052,0.066,8.88,5.37,5.207,7.04,12.086,30.973,56.437,5.509,1.796,0.344,12.268,114.904,214.067,15.74
+2026-05-21 09:47:05,chaffinch_observed.csv,0.3791709133147581433723843364,0.315,0.638,0.225,4.119,0.064,6.87,10.207,0.376,6.63,14.131,0.08,0.156,0.023,7.26,9.7,10.07,9.573,18.788,19.801,17.774,4.916,6.211,3.621,0.231,6.94,7.03,4.463,6.84,14.823,27.425,36.219,18.631,0.888,0.225,12.008,119.715,235.098,4.332
+2026-05-21 09:47:05,chaffinch_observed.csv,0.4083015205450066214587544480,0.347,1.439,2.318,4.127,0.943,6.32,7.952,0.249,6.82,27.885,0.068,0.616,0.016,5.95,9.91,10.0,8.582,14.130,8.785,19.474,8.988,12.677,5.299,0.06,9.43,7.07,4.948,7.43,7.023,35.758,67.839,3.676,1.465,0.017,12.004,60.312,109.45,11.175
+2026-05-21 09:47:05,chaffinch_observed.csv,0.3354160119202057372098577270,0.189,1.007,0.45,6.32,0.89,7.14,13.613,0.197,7.16,25.554,0.012,0.64,0.012,4.71,10.15,10.37,8.162,6.616,3.895,9.337,10.517,11.187,9.847,0.156,8.52,6.25,2.31,6.72,8.775,21.402,30.245,12.559,1.597,0.067,12.067,123.186,234.274,12.099
+2026-05-21 09:47:06,chaffinch_observed.csv,0.1336486476917896711848688000,0.121,0.64,4.774,1.427,0.792,7.57,13.138,0.184,7.56,15.573,0.081,0.487,0.048,6.47,9.95,9.32,6.542,6.076,1.342,10.81,5.960,5.721,6.199,0.113,8.13,6.92,4.042,6.98,14.65,23.006,36.046,9.965,1.232,0.266,12.058,101.570,196.454,6.685
+2026-05-21 09:47:06,chaffinch_observed.csv,3.305769161316187032308633329,0.593,0.449,1.833,7.896,0.264,7.1,8.64,0.225,7.51,24.173,0.087,0.33,0.038,5.98,11.65,9.81,5.199,8.459,12.856,4.062,8.841,6.754,10.928,0.181,7.58,6.1,3.658,6.6,10.457,26.626,38.914,14.337,1.747,0.212,12.139,80.659,150.549,10.769
+2026-05-21 09:47:06,chaffinch_observed.csv,0.3108883444990042345018345894,0.264,2.933,3.034,7.479,0.358,7.29,7.108,0.017,6.73,10.316,0.001,0.465,0.047,4.5,11.95,9.29,7.505,11.928,11.236,12.619,7.872,6.791,8.952,0.079,7.55,6.15,2.665,7.22,23.668,21.946,32.919,10.973,1.029,0.325,12.173,58.619,110.814,6.424
+2026-05-21 09:47:07,chaffinch_observed.csv,1.939775095664626744263830024,0.463,2.864,5.559,1.635,0.37,6.8,11.989,0.163,7.2,12.207,0.056,0.087,0.043,6.73,10.76,10.88,2.373,7.730,10.355,5.104,8.190,13.67,2.71,0.179,8.33,6.79,4.449,6.69,13.324,5.030,1.398,8.662,1.711,0.037,12.034,77.258,144.899,9.617
+2026-05-21 09:47:07,chaffinch_observed.csv,0.4669336052437764420694026117,0.168,2.152,3.379,1.805,0.232,7.48,10.114,0.027,6.95,26.679,0.035,0.675,0.041,5.05,9.77,10.07,4.425,17.018,18.222,15.815,8.028,6.039,10.016,0.006,9.03,7.06,1.128,6.9,16.049,22.890,26.431,19.348,1.125,0.127,12.138,62.900,119.363,6.436
+2026-05-21 09:47:07,chaffinch_observed.csv,0.2341185534250941203491995081,0.501,3.889,1.931,1.943,0.293,7.49,5.909,0.233,7.32,13.772,0.074,0.717,0.026,5.56,9.51,10.97,7.593,16.872,17.895,15.849,5.956,6.143,5.768,0.231,8.37,6.33,4.626,6.81,11.347,25.218,48.433,2.003,0.851,0.162,12.268,90.984,175.026,6.943
+2026-05-21 09:47:08,chaffinch_observed.csv,0.9991164301210230299706804544,0.267,3.183,1.835,4.335,0.574,6.91,13.269,0.241,7.25,8.926,0.066,0.602,0.012,7.37,10.32,10.68,11.314,18.006,17.734,18.278,6.130,0.401,11.86,0.0,7.32,5.09,6.482,6.84,10.764,8.438,15.962,0.914,0.993,0.097,12.132,45.581,81.986,9.176
+2026-05-21 09:47:08,chaffinch_observed.csv,3.968021953303770840610616596,0.535,2.969,2.124,2.323,0.181,7.51,11.911,0.284,7.3,6.748,0.051,0.178,0.027,5.98,11.34,9.42,3.763,5.534,7.349,3.72,10.157,12.223,8.091,0.222,7.31,5.19,3.926,6.61,17.561,14.347,12.879,15.815,1.699,0.257,12.02,62.956,116.504,9.409
+2026-05-21 09:47:08,chaffinch_observed.csv,0.3817860506860698753412732648,0.394,3.677,5.907,3.988,0.002,7.61,14.639,0.015,7.4,14.555,0.039,0.337,0.035,6.35,11.02,9.86,6.079,13.531,14.098,12.964,6.532,4.286,8.777,0.222,9.06,7.44,5.804,6.8,16.99,38.186,67.622,8.75,0.896,0.256,12.113,104.958,197.817,12.1
+2026-05-21 09:47:09,chaffinch_observed.csv,1.342624140306211917774318453,0.351,1.277,0.249,4.692,0.93,7.37,12.887,0.42,6.92,24.273,0.073,0.438,0.028,6.92,11.47,10.13,5.749,5.043,2.325,7.761,9.910,8.486,11.334,0.014,8.83,7.22,4.932,7.1,15.588,16.029,28.921,3.137,1.076,0.255,12.155,58.304,105.342,11.267
+2026-05-21 09:47:09,chaffinch_observed.csv,16.88580052841372119490020099,0.603,1.656,3.773,0.763,0.174,6.73,11.378,0.204,7.5,11.436,0.064,0.716,0.033,6.36,11.69,9.74,7.329,6.898,11.733,2.062,5.673,2.274,9.072,0.159,7.37,5.97,2.67,6.78,19.72,36.440,59.541,13.338,0.961,0.061,12.06,68.492,128.25,8.734
+2026-05-21 09:47:09,chaffinch_observed.csv,2.234857874857653132793898448,0.683,0.83,1.527,4.611,0.006,6.58,10.798,0.023,7.42,13.265,0.085,0.223,0.006,7.36,11.12,10.19,7.54,11.187,18.546,3.828,10.224,12.729,7.72,0.137,8.98,6.46,5.299,6.72,8.38,29.498,39.209,19.786,1.526,0.216,12.195,126.082,239.337,12.827
+2026-05-21 09:47:10,chaffinch_observed.csv,0.4558955898839010998903559135,0.185,1.343,4.767,7.518,0.87,7.43,9.824,0.4,7.01,12.72,0.078,0.688,0.02,6.89,10.33,10.05,9.284,15.772,15.585,15.959,2.838,1.596,4.08,0.005,7.27,7.16,2.079,7.19,7.187,26.348,33.775,18.922,1.751,0.187,12.239,112.166,210.561,13.772
+2026-05-21 09:47:10,chaffinch_observed.csv,1.763801081955056625590927909,0.117,2.388,4.072,6.865,0.441,6.89,5.344,0.116,6.59,26.317,0.019,0.067,0.032,7.41,9.53,10.37,2.578,16.522,17.215,15.828,5.316,5.792,4.839,0.009,9.47,5.73,6.928,7.44,18.913,19.458,21.005,17.911,1.229,0.113,12.115,48.428,91.632,5.225
+2026-05-21 09:47:10,chaffinch_observed.csv,17.91615344135244061571155729,0.194,3.452,4.386,7.62,0.576,6.62,13.795,0.068,7.39,6.049,0.02,0.69,0.037,7.08,11.85,11.05,7.624,7.732,12.429,3.035,6.209,9.922,2.496,0.177,7.69,5.41,4.034,6.92,20.976,17.891,19.366,16.416,0.872,0.082,12.283,91.621,176.088,7.154
+2026-05-21 09:47:10,chaffinch_observed.csv,0.2156608291595404092954280497,0.247,3.204,0.126,3.841,0.138,7.27,10.1,0.341,7.43,11.097,0.066,0.643,0.007,4.63,11.19,10.2,6.83,7.372,6.196,8.549,2.576,4.495,0.657,0.174,6.83,5.42,2.406,7.59,6.181,14.542,21.298,7.786,1.2,0.3,12.024,47.626,89.042,6.21
+2026-05-21 09:47:11,chaffinch_observed.csv,0.4262131234485115762836181742,0.392,1.306,0.579,4.992,0.753,7.25,7.751,0.363,6.5,9.211,0.049,0.373,0.0,4.76,11.2,10.31,2.274,13.072,6.715,19.429,5.806,0.471,11.142,0.07,8.33,6.16,2.353,6.74,20.356,13.370,6.897,19.843,1.171,0.095,12.215,66.456,127.233,5.679
+2026-05-21 09:47:11,chaffinch_observed.csv,2.519176797132079720850473192,0.352,2.326,0.715,6.115,0.035,7.66,14.262,0.413,6.57,27.651,0.033,0.108,0.03,5.7,11.12,10.33,3.96,13.079,16.619,9.539,5.868,1.163,10.572,0.117,8.12,7.37,6.126,7.28,12.991,15.492,29.364,1.621,1.497,0.041,12.194,83.252,157.007,9.498
+2026-05-21 09:47:11,chaffinch_observed.csv,1.922367519223577472797970681,0.605,3.319,3.189,2.051,0.885,6.47,4.939,0.397,7.08,11.773,0.088,0.416,0.031,4.71,11.52,9.66,4.196,18.024,17.154,18.895,8.794,4.322,13.267,0.044,6.9,5.96,3.609,7.15,7.983,35.846,65.016,6.675,1.713,0.091,12.262,85.274,157.173,13.374
+2026-05-21 09:47:12,chaffinch_observed.csv,0.1174437206230511610006790867,0.168,3.793,4.58,4.073,0.802,6.89,13.289,0.415,7.38,16.846,0.002,0.411,0.035,4.66,10.01,9.65,4.263,6.666,4.646,8.686,2.761,2.494,3.028,0.029,6.9,6.88,1.37,6.78,9.886,27.652,54.053,1.252,0.982,0.235,12.264,47.156,86.205,8.106
+2026-05-21 09:47:12,chaffinch_observed.csv,1.774734787860206823226619532,0.591,3.089,2.935,4.642,0.159,7.46,15.592,0.176,7.5,10.602,0.033,0.121,0.033,6.55,11.41,11.21,2.021,9.627,10.497,8.757,6.880,6.356,7.405,0.195,6.57,5.55,2.505,7.51,23.917,22.785,36.439,9.131,1.723,0.175,12.266,85.305,158.619,11.991
+2026-05-21 09:47:12,chaffinch_observed.csv,0.2379467814055204106869303091,0.59,2.118,3.21,6.241,0.067,6.84,9.318,0.197,7.61,18.447,0.083,0.683,0.026,6.48,9.56,9.74,6.786,9.054,2.966,15.142,10.506,7.015,13.998,0.017,8.71,5.46,5.246,7.16,16.905,26.378,47.054,5.701,1.272,0.152,12.269,122.920,233.783,12.056
+2026-05-21 09:47:13,chaffinch_observed.csv,0.4492487441940207107409732454,0.244,2.776,5.744,6.278,0.4,6.47,8.373,0.018,7.37,14.636,0.002,0.711,0.006,5.78,10.24,10.25,3.782,13.726,15.06,12.392,7.380,5.55,9.21,0.237,8.48,5.4,1.152,7.46,21.572,48.761,79.586,17.936,1.098,0.325,12.228,61.765,109.512,14.018
+2026-05-21 09:47:13,chaffinch_observed.csv,0.2370029660788992510314995342,0.32,3.405,5.98,7.956,0.339,6.88,13.707,0.382,7.31,20.327,0.022,0.39,0.032,4.63,9.62,10.68,3.141,16.029,12.542,19.516,2.678,2.006,3.349,0.086,8.52,5.81,7.112,6.65,22.127,14.837,25.0,4.674,1.065,0.118,12.17,65.730,122.641,8.819
+2026-05-21 09:47:13,chaffinch_observed.csv,0.4209405285815936425032923681,0.323,1.495,2.854,4.376,0.13,6.79,6.151,0.085,6.86,6.789,0.055,0.38,0.042,7.14,9.6,9.36,3.028,7.629,2.455,12.803,9.288,10.874,7.701,0.19,7.15,6.87,1.162,7.41,23.231,44.598,72.302,16.895,0.909,0.075,12.295,63.290,120.757,5.822
+2026-05-21 09:47:14,chaffinch_observed.csv,0.5817905678152443310559764426,0.546,2.948,5.13,0.781,0.642,7.73,11.168,0.444,6.84,8.707,0.008,0.413,0.048,4.51,9.62,10.88,9.275,8.948,17.31,0.587,7.754,1.64,13.869,0.163,6.89,6.68,5.368,6.71,12.563,18.004,17.24,18.768,1.062,0.232,12.292,119.692,233.002,6.381
+2026-05-21 09:47:14,chaffinch_observed.csv,0.8369722494798031378494529877,0.349,0.78,3.651,2.999,0.771,6.7,12.786,0.245,6.78,24.685,0.006,0.054,0.016,6.27,9.58,9.72,9.133,16.580,19.323,13.837,7.259,12.16,2.358,0.231,6.71,7.0,5.807,7.46,7.512,30.734,52.827,8.64,0.894,0.121,12.162,116.772,229.292,4.253
+2026-05-21 09:47:14,chaffinch_observed.csv,19.22676758775687914301106695,0.638,0.602,1.496,3.958,0.551,7.67,5.632,0.015,6.91,26.142,0.039,0.269,0.018,7.15,10.63,10.7,7.535,9.240,16.263,2.217,6.706,4.095,9.316,0.137,6.75,7.35,5.96,7.51,6.015,19.938,24.452,15.424,1.584,0.107,12.016,104.916,195.597,14.235
+2026-05-21 09:47:14,chaffinch_observed.csv,3.085165148140462051743210393,0.144,3.734,0.552,7.242,0.909,6.29,14.157,0.25,7.33,20.797,0.05,0.049,0.004,7.34,10.08,10.64,2.843,9.564,6.187,12.942,11.216,11.62,10.811,0.058,6.64,5.52,1.619,6.72,14.614,7.186,5.524,8.849,1.496,0.131,12.179,82.422,157.825,7.019
+2026-05-21 09:47:15,chaffinch_observed.csv,0.6573943715514113556313817905,0.401,3.915,5.643,2.81,0.786,6.33,4.356,0.041,7.25,14.025,0.003,0.369,0.036,5.35,10.37,10.51,9.361,18.577,19.538,17.616,7.442,4.489,10.395,0.157,7.29,5.66,5.733,6.81,11.961,18.732,23.681,13.784,1.068,0.181,12.047,99.632,192.161,7.104
+2026-05-21 09:47:15,chaffinch_observed.csv,2.270623822899709959958809857,0.426,2.161,2.465,4.407,0.564,6.25,7.271,0.446,6.64,12.654,0.002,0.119,0.007,5.83,11.63,11.14,9.666,13.182,19.715,6.648,6.979,2.323,11.635,0.18,9.03,7.19,2.025,6.64,6.59,24.475,36.318,12.632,1.304,0.321,12.235,75.936,137.736,14.135
+2026-05-21 09:47:15,chaffinch_observed.csv,0.4866455126952218887504364191,0.426,0.955,5.946,3.709,0.224,6.69,12.051,0.006,7.52,7.846,0.087,0.724,0.021,6.93,11.74,9.79,7.443,14.082,9.631,18.534,2.613,2.555,2.671,0.239,8.62,6.22,6.188,7.55,17.119,3.875,0.947,6.803,1.339,0.333,12.223,116.821,229.612,4.03
+2026-05-21 09:47:16,chaffinch_observed.csv,0.8746522036372444850719973439,0.281,0.513,4.423,1.475,0.078,6.89,8.107,0.207,7.19,19.196,0.005,0.454,0.033,4.78,11.95,11.05,4.728,15.780,15.494,16.067,8.304,9.449,7.158,0.207,8.62,7.06,7.145,7.21,19.17,17.708,30.007,5.41,1.626,0.011,12.007,92.953,180.55,5.356
+2026-05-21 09:47:16,chaffinch_observed.csv,3.959464902800474745562790483,0.286,2.586,1.945,3.327,0.943,7.43,14.156,0.137,7.39,7.176,0.002,0.227,0.022,5.89,11.65,10.48,2.065,1.706,0.368,3.045,5.114,3.611,6.617,0.229,8.26,5.3,5.569,7.21,13.021,26.735,34.604,18.866,1.716,0.123,12.257,95.966,184.081,7.851
+2026-05-21 09:47:16,chaffinch_observed.csv,1.439322289770163125231128060,0.378,2.998,2.717,1.759,0.698,6.49,11.358,0.391,6.93,6.681,0.031,0.357,0.016,6.68,9.68,9.44,9.897,13.678,16.465,10.891,3.086,5.303,0.87,0.114,8.19,5.56,2.662,6.77,22.807,35.212,65.74,4.684,1.646,0.097,12.166,65.500,125.585,5.415
+2026-05-21 09:47:17,chaffinch_observed.csv,0.9632447971649689009320048632,0.215,2.616,0.067,3.795,0.16,6.26,9.676,0.174,6.98,6.275,0.084,0.225,0.029,5.02,11.44,10.2,5.141,15.543,12.807,18.279,12.148,13.24,11.055,0.239,8.26,5.46,2.145,7.05,10.137,24.148,33.788,14.507,1.483,0.072,12.246,57.440,108.205,6.675
+2026-05-21 09:47:17,chaffinch_observed.csv,0.3567069592983369232191501620,0.673,0.993,5.323,4.912,0.391,6.89,13.627,0.289,6.71,20.536,0.037,0.298,0.014,4.77,10.94,10.58,7.33,4.160,4.077,4.244,9.932,10.209,9.656,0.059,7.87,5.23,5.082,7.24,11.647,6.497,11.338,1.656,0.913,0.214,12.112,51.098,86.354,15.841
+2026-05-21 09:47:17,chaffinch_observed.csv,3.104170819305916674900341785,0.242,3.36,5.306,4.902,0.106,7.33,6.996,0.416,6.88,27.526,0.01,0.016,0.036,5.25,11.13,9.42,3.701,12.886,12.638,13.134,13.486,13.237,13.735,0.208,6.92,6.71,2.726,6.75,14.375,30.174,57.29,3.059,1.454,0.203,12.299,114.575,213.151,15.999
+2026-05-21 09:47:18,chaffinch_observed.csv,5.172719788414022513810295868,0.515,3.074,1.134,4.676,0.782,7.3,14.579,0.005,7.63,8.512,0.039,0.171,0.043,6.22,11.31,9.85,8.875,14.270,12.548,15.991,8.964,9.775,8.152,0.167,8.4,6.95,3.925,6.68,7.413,25.030,36.108,13.951,1.706,0.254,12.235,77.690,146.77,8.611
+2026-05-21 09:47:18,chaffinch_observed.csv,1.864517698722598342709589632,0.307,1.388,5.956,5.255,0.288,7.21,5.586,0.073,6.77,13.859,0.042,0.722,0.001,7.05,9.64,11.49,2.141,12.524,18.47,6.579,9.334,10.363,8.304,0.069,6.79,7.0,1.248,7.53,16.018,11.270,18.667,3.873,1.192,0.269,12.029,59.525,104.777,14.273
+2026-05-21 09:47:18,chaffinch_observed.csv,6.189021347264823285478020608,0.48,3.746,5.213,1.469,0.946,6.69,15.457,0.07,7.51,7.582,0.04,0.014,0.001,4.63,11.09,11.46,10.021,4.804,1.088,8.519,9.321,9.877,8.765,0.016,9.11,5.49,2.931,6.7,22.256,30.846,59.295,2.396,1.771,0.344,12.29,122.376,233.724,11.027
+2026-05-21 09:47:18,chaffinch_observed.csv,2.191670663989318774608936258,0.174,3.61,1.733,7.007,0.018,6.47,3.293,0.267,6.9,27.575,0.063,0.087,0.048,5.56,11.59,10.63,11.227,6.476,0.921,12.03,3.765,3.299,4.231,0.155,8.24,7.18,2.786,7.56,21.125,26.445,38.984,13.906,1.345,0.286,12.219,61.745,113.861,9.629
+2026-05-21 09:47:19,chaffinch_observed.csv,2.092710813054460958804525418,0.261,0.635,0.251,3.855,0.617,6.46,3.65,0.34,7.54,11.841,0.042,0.067,0.036,6.51,9.7,10.17,9.809,10.249,5.589,14.909,3.465,1.375,5.555,0.136,9.28,6.59,2.226,6.8,21.49,14.125,25.369,2.881,0.919,0.328,12.25,85.077,160.251,9.903
+2026-05-21 09:47:19,chaffinch_observed.csv,1.451453124893772205712961544,0.468,2.51,5.071,7.434,0.742,6.27,14.954,0.05,7.33,15.441,0.062,0.643,0.013,6.12,9.96,11.43,2.368,10.052,5.272,14.831,6.881,11.65,2.112,0.198,6.54,5.32,3.671,7.42,12.144,6.612,6.665,6.56,1.703,0.221,12.168,90.782,171.078,10.486
+2026-05-21 09:47:19,chaffinch_observed.csv,1.938853479469444037173983497,0.437,3.14,2.231,7.63,0.345,7.34,8.722,0.44,7.12,20.037,0.077,0.077,0.04,4.86,10.84,9.38,10.448,15.872,12.072,19.671,8.585,9.725,7.445,0.022,7.22,5.43,6.759,6.62,18.682,29.240,55.601,2.878,1.338,0.22,12.002,108.367,202.74,13.994
+2026-05-21 09:47:20,chaffinch_observed.csv,6.079175635609819097234435619,0.356,2.231,2.897,3.253,0.717,6.71,13.552,0.108,7.3,16.57,0.069,0.195,0.001,5.2,10.99,9.31,11.002,7.160,13.847,0.473,7.388,6.193,8.583,0.172,9.24,6.95,1.502,7.18,13.081,38.506,74.744,2.269,1.52,0.342,12.298,57.358,100.234,14.483
+2026-05-21 09:47:20,chaffinch_observed.csv,0.6324273860704426585989618810,0.503,2.793,3.854,5.284,0.57,7.1,15.774,0.159,6.69,13.52,0.034,0.398,0.012,6.83,10.61,10.65,8.525,17.002,16.063,17.94,11.498,10.694,12.302,0.24,7.97,5.84,3.557,7.53,20.044,35.142,67.767,2.518,0.951,0.194,12.173,72.714,138.677,6.75
+2026-05-21 09:47:20,chaffinch_observed.csv,28.31022663311259066846713807,0.557,2.383,3.863,1.422,0.478,7.31,5.26,0.296,7.25,12.944,0.085,0.597,0.011,7.32,10.02,9.45,2.376,5.715,10.597,0.833,0.707,0.609,0.805,0.202,6.51,5.1,6.759,7.47,19.915,13.263,9.835,16.691,1.622,0.028,12.267,110.198,209.345,11.05
+2026-05-21 09:47:21,chaffinch_observed.csv,0.6363771056220965446510441766,0.183,1.561,4.294,1.238,0.072,7.63,10.42,0.239,7.37,6.732,0.006,0.383,0.032,7.14,9.85,10.45,4.985,12.402,19.939,4.864,7.752,4.858,10.646,0.146,7.62,5.61,6.042,7.2,9.75,19.481,37.04,1.922,1.001,0.181,12.156,124.045,236.93,11.16
+2026-05-21 09:47:21,chaffinch_observed.csv,0.8505619570657337681604622525,0.352,1.299,1.659,6.808,0.086,6.48,8.583,0.182,6.99,10.997,0.028,0.44,0.049,5.65,9.84,10.67,9.351,5.706,5.707,5.706,3.532,3.909,3.155,0.089,6.94,6.13,6.112,7.31,17.0,36.050,68.157,3.943,1.731,0.087,12.148,95.941,178.024,13.858
+2026-05-21 09:47:21,chaffinch_observed.csv,3.202775279003310000131389725,0.662,1.328,2.158,6.264,0.194,7.08,12.196,0.424,6.98,18.795,0.073,0.095,0.005,7.22,11.33,9.92,10.344,8.764,7.863,9.664,11.084,9.132,13.035,0.077,9.36,5.76,5.71,6.92,8.86,31.954,61.494,2.413,1.407,0.252,12.028,114.024,218.815,9.233
+2026-05-21 09:47:22,chaffinch_observed.csv,18.07379496262182767494941818,0.664,0.873,2.272,0.505,0.89,6.63,13.645,0.028,7.25,17.674,0.072,0.442,0.033,6.11,11.23,9.49,2.074,9.418,18.156,0.679,4.081,6.784,1.378,0.18,8.17,6.9,4.117,6.61,9.086,29.687,48.11,11.264,1.223,0.092,12.238,119.841,230.111,9.571
+2026-05-21 09:47:22,chaffinch_observed.csv,3.022381728150719943370925796,0.557,2.894,1.17,3.251,0.926,6.65,14.814,0.13,6.74,14.25,0.003,0.005,0.024,5.25,10.8,10.63,5.76,2.638,1.396,3.88,7.008,5.395,8.62,0.107,6.72,5.04,4.042,7.17,16.063,8.816,13.94,3.691,1.304,0.264,12.2,74.935,140.53,9.34
+2026-05-21 09:47:22,chaffinch_observed.csv,1.487036254889286306962176525,0.493,0.564,2.883,3.087,0.729,6.31,8.219,0.229,6.51,10.093,0.076,0.412,0.041,5.41,10.88,10.59,9.117,5.234,5.444,5.024,3.011,4.686,1.336,0.206,8.57,7.32,1.953,7.21,15.3,42.881,76.166,9.596,1.297,0.291,12.146,93.956,181.976,5.937
+2026-05-21 09:47:22,chaffinch_observed.csv,0.8953421745059871443053121305,0.643,0.618,4.863,0.429,0.54,6.29,13.941,0.132,6.71,11.934,0.011,0.271,0.021,5.06,11.94,11.3,4.981,8.187,13.073,3.301,7.972,11.683,4.26,0.147,6.63,6.54,6.14,7.29,19.427,44.738,77.349,12.126,1.411,0.314,12.176,101.880,193.418,10.343
+2026-05-21 09:47:23,chaffinch_observed.csv,3.240580388199819896383716464,0.141,2.751,4.346,4.034,0.911,6.58,12.136,0.241,7.0,18.758,0.025,0.03,0.043,6.72,11.52,10.1,8.751,8.246,8.361,8.132,2.414,3.584,1.245,0.017,8.24,5.9,2.281,6.72,13.614,38.601,63.629,13.573,1.714,0.061,12.236,59.728,106.133,13.322
+2026-05-21 09:47:23,chaffinch_observed.csv,1.514016357756491051799304444,0.571,2.805,2.743,1.484,0.718,7.39,15.087,0.253,6.7,26.442,0.07,0.368,0.028,7.22,11.38,10.9,2.383,6.130,8.054,4.205,9.792,8.502,11.082,0.1,7.03,6.58,5.666,6.73,7.006,10.684,7.211,14.158,0.92,0.133,12.02,118.542,232.12,4.965
+2026-05-21 09:47:23,chaffinch_observed.csv,3.075901429042873191068174033,0.182,0.973,1.174,6.709,0.59,7.46,15.287,0.021,7.5,18.164,0.026,0.1,0.002,6.19,10.51,10.51,11.955,14.128,11.107,17.148,4.193,2.922,5.464,0.092,6.86,5.85,2.341,6.81,17.55,29.478,45.79,13.165,1.449,0.147,12.105,68.942,124.369,13.514
+2026-05-21 09:47:24,chaffinch_observed.csv,1.064414851949779773554821711,0.513,3.075,5.139,3.004,0.821,7.12,13.622,0.009,6.8,11.098,0.027,0.295,0.028,4.94,11.13,9.9,6.047,15.436,18.776,12.095,7.844,5.814,9.874,0.174,6.8,6.15,2.762,6.7,9.681,29.304,42.051,16.556,1.299,0.012,12.13,100.174,184.482,15.865
+2026-05-21 09:47:24,chaffinch_observed.csv,0.8892866416410069996263985896,0.334,3.16,5.085,7.11,0.038,6.39,14.649,0.043,7.05,22.417,0.001,0.238,0.05,6.84,9.83,10.01,7.678,4.769,7.929,1.609,8.940,10.699,7.181,0.184,8.13,7.33,2.164,6.95,21.747,35.189,64.996,5.382,1.657,0.331,12.239,71.776,131.816,11.735
+2026-05-21 09:47:24,chaffinch_observed.csv,0.5222153985121916915062620847,0.625,1.765,5.54,1.734,0.221,6.46,5.832,0.05,7.09,13.325,0.004,0.38,0.035,4.7,10.79,9.36,6.454,16.096,13.02,19.172,6.240,11.379,1.101,0.171,9.01,5.46,5.507,7.01,12.291,21.080,32.718,9.442,1.646,0.338,12.276,109.472,203.287,15.658
+2026-05-21 09:47:25,chaffinch_observed.csv,1.754254930544543840227717884,0.669,0.922,0.471,4.812,0.798,6.42,8.568,0.234,6.52,27.619,0.006,0.238,0.049,5.93,10.94,10.68,6.431,7.330,7.839,6.822,10.585,13.188,7.982,0.132,7.49,6.13,1.058,7.11,11.248,39.912,77.057,2.768,1.101,0.222,12.064,97.399,187.863,6.935
+2026-05-21 09:47:25,chaffinch_observed.csv,0.5301708251141561654604895297,0.269,2.05,4.536,7.352,0.942,7.66,12.735,0.007,6.91,9.279,0.039,0.575,0.041,4.98,10.63,10.79,3.216,14.307,14.92,13.694,8.685,5.672,11.698,0.224,6.69,6.21,3.048,7.49,19.884,17.662,19.358,15.967,1.718,0.016,12.271,93.814,179.157,8.472
+2026-05-21 09:47:25,chaffinch_observed.csv,4.681548683579770467288384204,0.426,2.209,4.071,5.253,0.797,7.61,10.409,0.255,6.74,27.764,0.065,0.05,0.008,5.63,10.81,10.05,5.062,12.950,13.552,12.349,4.386,2.781,5.99,0.018,8.69,5.21,5.882,7.19,16.044,10.044,18.666,1.422,1.509,0.316,12.058,93.543,172.255,14.831
+2026-05-21 09:47:26,chaffinch_observed.csv,1.039220786579612357354874572,0.267,3.104,1.059,0.66,0.695,6.58,7.869,0.212,7.42,20.575,0.088,0.044,0.04,5.45,11.03,10.43,3.252,10.058,5.981,14.134,4.660,4.251,5.068,0.035,7.44,5.99,5.909,7.03,19.673,21.158,25.293,17.022,1.143,0.004,12.017,122.929,237.123,8.735
+2026-05-21 09:47:26,chaffinch_observed.csv,0.2299369866835678774955925858,0.267,1.824,3.287,1.219,0.184,7.13,11.235,0.359,7.62,14.532,0.079,0.741,0.033,5.29,11.2,10.81,11.437,10.163,9.216,11.11,9.127,6.681,11.573,0.187,9.11,6.29,1.587,6.82,12.186,18.536,32.224,4.849,1.367,0.327,12.049,65.060,117.42,12.699
+2026-05-21 09:47:26,chaffinch_observed.csv,1.629796165487813738327612842,0.141,0.345,0.191,2.233,0.921,6.86,6.15,0.437,6.95,24.709,0.067,0.229,0.026,4.99,9.65,11.24,6.414,14.931,15.562,14.3,8.344,6.199,10.49,0.136,9.43,6.75,7.193,6.92,16.728,6.150,7.052,5.247,1.697,0.26,12.054,113.668,221.715,5.621
+2026-05-21 09:47:26,chaffinch_observed.csv,0.2145240476154288125201278963,0.251,1.876,1.154,7.987,0.351,7.02,6.501,0.233,6.86,12.872,0.01,0.5,0.017,5.99,11.65,10.65,8.279,8.628,0.471,16.784,6.429,8.664,4.194,0.024,8.65,5.76,2.52,7.11,14.866,21.902,28.549,15.255,1.104,0.015,12.258,93.673,176.82,10.526
+2026-05-21 09:47:27,chaffinch_observed.csv,17.82066625733980298033870092,0.312,0.418,5.106,6.424,0.32,7.47,8.424,0.401,7.04,12.521,0.019,0.567,0.043,7.28,11.21,11.2,3.592,14.817,18.215,11.419,7.589,8.296,6.882,0.209,6.97,6.4,2.907,7.6,8.895,36.802,55.579,18.024,1.222,0.059,12.003,106.178,202.625,9.731
+2026-05-21 09:47:27,chaffinch_observed.csv,1.221785248857629047656107739,0.211,3.127,3.115,3.699,0.925,6.85,14.697,0.181,7.34,13.917,0.062,0.269,0.035,6.39,10.41,10.03,8.226,16.975,15.731,18.219,7.906,5.433,10.38,0.217,8.41,5.62,2.036,7.2,9.079,34.606,68.044,1.167,1.691,0.248,12.077,105.314,204.799,5.828
+2026-05-21 09:47:27,chaffinch_observed.csv,0.2902432906354438449675036611,0.362,3.205,5.232,0.914,0.466,6.43,9.075,0.367,7.15,15.069,0.001,0.744,0.025,5.6,10.77,10.51,6.949,17.618,17.124,18.113,4.041,5.824,2.258,0.063,7.83,5.25,7.901,6.87,11.083,19.407,36.201,2.613,1.62,0.207,12.23,94.824,184.266,5.381
+2026-05-21 09:47:28,chaffinch_observed.csv,1.298441374395478081235016542,0.631,3.176,4.511,5.365,0.924,7.06,13.259,0.253,7.12,20.237,0.007,0.729,0.043,4.88,11.21,10.94,5.344,8.078,9.279,6.876,10.554,9.594,11.513,0.063,8.4,6.02,3.865,7.14,20.61,23.644,45.739,1.549,1.63,0.03,12.23,74.148,141.899,6.397
+2026-05-21 09:47:28,chaffinch_observed.csv,0.7903711646025565193700370579,0.594,0.627,4.106,5.929,0.275,6.56,6.44,0.226,7.65,12.811,0.089,0.448,0.028,6.86,11.29,11.37,10.884,12.573,18.234,6.912,11.881,11.007,12.755,0.098,6.67,6.97,1.955,7.03,13.343,38.021,72.684,3.358,0.962,0.304,12.053,87.162,160.521,13.803
+2026-05-21 09:47:28,chaffinch_observed.csv,2.792425759784705651530870557,0.473,1.492,0.353,3.996,0.786,7.44,8.155,0.341,6.82,12.74,0.052,0.302,0.028,5.46,9.7,10.57,6.151,0.508,0.460,0.555,3.470,2.094,4.846,0.08,8.98,6.23,5.953,7.44,9.838,11.180,7.76,14.601,1.633,0.056,12.114,80.346,156.453,4.239
+2026-05-21 09:47:29,chaffinch_observed.csv,0.3394488781142232237425842155,0.269,1.322,5.241,0.056,0.915,7.35,3.775,0.331,7.29,6.048,0.065,0.278,0.015,5.98,10.01,9.63,6.148,9.276,7.044,11.509,7.810,6.724,8.895,0.089,8.35,7.36,3.749,7.24,21.741,37.654,69.597,5.71,1.209,0.171,12.179,123.820,238.131,9.51
+2026-05-21 09:47:29,chaffinch_observed.csv,3.375067033944744484470818878,0.302,0.251,2.405,7.548,0.904,6.27,13.746,0.105,6.95,20.336,0.082,0.076,0.046,4.78,11.92,10.49,10.924,11.150,19.268,3.032,6.084,8.413,3.754,0.165,8.87,5.79,5.386,6.66,13.788,16.910,18.509,15.31,1.437,0.045,12.092,86.934,165.399,8.47
+2026-05-21 09:47:29,chaffinch_observed.csv,18.88357472088299347789019722,0.622,0.742,0.771,2.169,0.654,6.94,6.043,0.174,6.57,19.906,0.041,0.389,0.044,6.58,11.65,11.44,5.81,11.448,17.281,5.615,4.628,6.906,2.35,0.162,6.81,5.43,4.686,7.55,20.933,17.667,19.075,16.259,1.328,0.114,12.228,109.724,210.68,8.768
+2026-05-21 09:47:30,chaffinch_observed.csv,0.4072801266222336982194983933,0.282,2.773,1.166,1.272,0.06,6.67,14.278,0.3,7.04,14.591,0.089,0.372,0.042,6.62,11.94,10.06,7.231,16.618,15.235,18.000,5.502,5.866,5.139,0.179,8.63,6.72,1.972,6.81,16.682,20.558,37.191,3.926,0.9,0.28,12.18,76.464,138.837,14.091
+2026-05-21 09:47:30,chaffinch_observed.csv,0.3857974864677189681090251421,0.125,1.595,2.524,4.829,0.853,6.74,11.852,0.197,7.4,10.211,0.084,0.742,0.039,6.46,9.85,10.21,11.677,8.000,2.484,13.517,10.554,11.899,9.208,0.106,6.52,5.62,3.929,6.88,23.674,37.833,57.367,18.299,1.061,0.155,12.11,79.093,147.347,10.839
+2026-05-21 09:47:30,chaffinch_observed.csv,0.9266568609381735077475573530,0.446,3.634,1.369,6.374,0.867,6.65,15.134,0.358,7.22,13.091,0.042,0.716,0.019,7.09,9.82,9.29,3.304,15.920,12.56,19.281,13.642,13.564,13.721,0.219,7.04,7.38,4.554,7.34,12.133,38.460,65.372,11.548,1.764,0.18,12.234,111.309,208.199,14.419
+2026-05-21 09:47:31,chaffinch_observed.csv,0.3035136293469363392557313043,0.396,2.621,3.527,7.523,0.267,7.22,7.206,0.105,7.07,13.582,0.039,0.34,0.043,5.99,11.51,9.95,4.377,11.172,9.046,13.298,9.236,7.62,10.851,0.046,8.74,7.1,5.426,6.98,15.391,31.674,49.638,13.711,1.161,0.022,12.18,98.196,182.889,13.502
+2026-05-21 09:47:31,chaffinch_observed.csv,0.1765943157792858763746318608,0.476,0.811,5.568,5.912,0.678,7.43,10.233,0.429,7.6,13.474,0.023,0.49,0.004,5.36,11.51,9.28,10.646,7.268,8.264,6.273,3.224,2.730,3.718,0.185,8.43,5.75,4.144,7.3,8.618,33.488,48.672,18.303,0.868,0.299,12.142,92.455,176.503,8.407
+2026-05-21 09:47:31,chaffinch_observed.csv,1.734833641744905210142679260,0.244,1.618,2.577,4.265,0.819,6.51,9.829,0.015,6.97,9.402,0.067,0.353,0.004,5.32,11.29,10.62,5.063,10.132,13.118,7.146,9.413,9.590,9.236,0.194,8.36,5.69,6.07,7.22,15.687,21.274,33.13,9.419,1.729,0.176,12.121,54.420,94.591,14.248
+2026-05-21 09:47:31,chaffinch_observed.csv,0.2518518104966732579019357681,0.4,1.003,2.011,2.546,0.809,6.54,12.644,0.325,6.68,23.016,0.077,0.392,0.037,6.52,11.04,10.34,2.077,7.335,1.67,13.0,10.768,12.606,8.931,0.166,8.34,5.65,2.892,7.07,23.908,46.116,79.147,13.085,1.059,0.016,12.188,120.418,232.985,7.85
+2026-05-21 09:47:32,chaffinch_observed.csv,2.151477523279130107217242760,0.403,3.251,4.223,6.125,0.303,6.79,12.45,0.12,7.63,7.566,0.081,0.228,0.002,5.24,11.41,11.4,6.038,2.434,3.935,0.933,9.356,7.684,11.029,0.054,9.31,5.85,2.053,6.81,9.751,44.346,69.778,18.914,1.555,0.069,12.033,45.214,82.121,8.308
+2026-05-21 09:47:32,chaffinch_observed.csv,1.527432946358379422909996611,0.366,1.361,1.613,6.562,0.151,6.84,13.248,0.148,7.34,20.126,0.038,0.177,0.044,6.72,10.81,11.46,8.816,6.411,8.962,3.86,12.060,10.436,13.685,0.04,7.38,5.06,2.451,7.54,13.704,40.136,62.199,18.073,1.265,0.093,12.085,62.806,112.666,12.947
+2026-05-21 09:47:32,chaffinch_observed.csv,0.6457678883645930887378147701,0.499,2.66,5.731,3.198,0.195,7.24,6.238,0.177,7.51,23.431,0.07,0.7,0.043,7.09,9.98,9.89,2.593,6.479,4.117,8.841,2.866,4.658,1.075,0.181,8.72,6.31,1.097,6.84,7.069,42.721,68.41,17.032,0.815,0.144,12.28,80.752,152.761,8.742
+2026-05-21 09:47:33,chaffinch_observed.csv,17.77487306378617512650705353,0.639,0.508,0.203,7.731,0.054,6.5,15.988,0.047,6.82,20.83,0.012,0.622,0.006,6.91,9.97,10.89,3.385,9.014,15.218,2.809,7.131,3.122,11.14,0.127,7.21,6.02,1.602,7.55,7.442,18.828,32.094,5.563,0.982,0.32,12.125,89.658,166.726,12.591
diff --git a/modelling/data/abingdon-all/resident/chaffinch_simulated.csv b/modelling/data/abingdon-all/resident/chaffinch_simulated.csv
new file mode 100644
index 0000000..f1051d0
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/chaffinch_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.284,0.1,0,0.01,0.353617
+RungeKutta4,1,0.1,0.289896,0.1,0,0.01,0.360958
+RungeKutta4,2,0.2,0.294668,0.1,0,0.01,0.366900
+RungeKutta4,3,0.3,0.298533,0.1,0,0.01,0.371712
+RungeKutta4,4,0.4,0.301663,0.1,0,0.01,0.375609
+RungeKutta4,5,0.5,0.304199,0.1,0,0.01,0.378767
+RungeKutta4,6,0.6,0.306254,0.1,0,0.01,0.381326
+RungeKutta4,7,0.7,0.307920,0.1,0,0.01,0.383400
+RungeKutta4,8,0.8,0.309272,0.1,0,0.01,0.385084
+RungeKutta4,9,0.9,0.310373,0.1,0,0.01,0.386454
+RungeKutta4,10,1.0,0.311274,0.1,0,0.01,0.387576
+RungeKutta4,11,1.1,0.312020,0.1,0,0.01,0.388505
+RungeKutta4,12,1.2,0.312650,0.1,0,0.01,0.389290
+RungeKutta4,13,1.3,0.313200,0.1,0,0.01,0.389974
+RungeKutta4,14,1.4,0.313707,0.1,0,0.01,0.390606
+RungeKutta4,15,1.5,0.314208,0.1,0,0.01,0.391230
+RungeKutta4,16,1.6,0.314745,0.1,0,0.01,0.391898
+RungeKutta4,17,1.7,0.315367,0.1,0,0.01,0.392673
+RungeKutta4,18,1.8,0.316131,0.1,0,0.01,0.393624
+RungeKutta4,19,1.9,0.317106,0.1,0,0.01,0.394838
+RungeKutta4,20,2.0,0.318372,0.1,0,0.01,0.396414
+RungeKutta4,21,2.1,0.320026,0.1,0,0.01,0.398474
+RungeKutta4,22,2.2,0.322180,0.1,0,0.01,0.401156
+RungeKutta4,23,2.3,0.324961,0.1,0,0.01,0.404618
+RungeKutta4,24,2.4,0.328511,0.1,0,0.01,0.409039
+RungeKutta4,25,2.5,0.332986,0.1,0,0.01,0.414611
+RungeKutta4,26,2.6,0.338554,0.1,0,0.01,0.421544
+RungeKutta4,27,2.7,0.345388,0.1,0,0.01,0.430053
+RungeKutta4,28,2.8,0.353662,0.1,0,0.01,0.440355
+RungeKutta4,29,2.9,0.363543,0.1,0,0.01,0.452658
+RungeKutta4,30,3.0,0.375184,0.1,0,0.01,0.467153
+RungeKutta4,31,3.1,0.388715,0.1,0,0.01,0.484001
+RungeKutta4,32,3.2,0.404233,0.1,0,0.01,0.503323
+RungeKutta4,33,3.3,0.421793,0.1,0,0.01,0.525187
+RungeKutta4,34,3.4,0.441396,0.1,0,0.01,0.549596
+RungeKutta4,35,3.5,0.462989,0.1,0,0.01,0.576482
+RungeKutta4,36,3.6,0.486448,0.1,0,0.01,0.605691
+RungeKutta4,37,3.7,0.511582,0.1,0,0.01,0.636986
+RungeKutta4,38,3.8,0.538129,0.1,0,0.01,0.670041
+RungeKutta4,39,3.9,0.565758,0.1,0,0.01,0.704443
+RungeKutta4,40,4.0,0.594073,0.1,0,0.01,0.739699
+RungeKutta4,41,4.1,0.622617,0.1,0,0.01,0.775240
+RungeKutta4,42,4.2,0.650893,0.1,0,0.01,0.810447
+RungeKutta4,43,4.3,0.678370,0.1,0,0.01,0.844660
+RungeKutta4,44,4.4,0.704501,0.1,0,0.01,0.877196
+RungeKutta4,45,4.5,0.728743,0.1,0,0.01,0.907381
+RungeKutta4,46,4.6,0.750572,0.1,0,0.01,0.934561
+RungeKutta4,47,4.7,0.769506,0.1,0,0.01,0.958136
+RungeKutta4,48,4.8,0.785072,0.1,0,0.01,0.977518
+RungeKutta4,49,4.9,0.796399,0.1,0,0.01,0.991621
+RungeKutta4,50,5.0,0.802590,0.1,0,0.01,0.999330
+RungeKutta4,51,5.1,0.803128,0.1,0,0.01,1
+RungeKutta4,52,5.2,0.798438,0.1,0,0.01,0.994160
+RungeKutta4,53,5.3,0.788579,0.1,0,0.01,0.981885
+RungeKutta4,54,5.4,0.773739,0.1,0,0.01,0.963407
+RungeKutta4,55,5.5,0.754319,0.1,0,0.01,0.939226
+RungeKutta4,56,5.6,0.730861,0.1,0,0.01,0.910018
+RungeKutta4,57,5.7,0.703865,0.1,0,0.01,0.876404
+RungeKutta4,58,5.8,0.673495,0.1,0,0.01,0.838590
+RungeKutta4,59,5.9,0.639108,0.1,0,0.01,0.795773
+RungeKutta4,60,6.0,0.598980,0.1,0,0.01,0.745809
+RungeKutta4,61,6.1,0.550215,0.1,0,0.01,0.685090
+RungeKutta4,62,6.2,0.486089,0.1,0,0.01,0.605244
+RungeKutta4,63,6.3,0.397633,0.1,0,0.01,0.495105
+RungeKutta4,64,6.4,0.295569,0.1,0,0.01,0.368021
+RungeKutta4,65,6.5,0.201576,0.1,0,0.01,0.250988
+RungeKutta4,66,6.6,0.125001,0.1,0,0.01,0.155642
+RungeKutta4,67,6.7,0.067311,0.1,0,0.01,0.0838103
+RungeKutta4,68,6.8,0.0336225,0.1,0,0.01,0.0418636
+RungeKutta4,69,6.9,0.0158700,0.1,0,0.01,0.0197594
+RungeKutta4,70,7.0,0.00720558,0.1,0,0.01,0.00897103
+RungeKutta4,71,7.1,0.00322103,0.1,0,0.01,0.00400974
+RungeKutta4,72,7.2,0.00144166,0.1,0,0.01,0.00179419
+RungeKutta4,73,7.3,0.000649473,0.1,0,0.01,0.000807812
+RungeKutta4,74,7.4,0.000295833,0.1,0,0.01,0.000367484
+RungeKutta4,75,7.5,0.000136817,0.1,0,0.01,0.000169488
+RungeKutta4,76,7.6,0.0000644912,0.1,0,0.01,0.0000794326
+RungeKutta4,77,7.7,0.0000310869,0.1,0,0.01,0.0000378398
+RungeKutta4,78,7.8,0.0000153663,0.1,0,0.01,0.0000182656
+RungeKutta4,79,7.9,0.00000780573,0.1,0,0.01,0.00000885174
+RungeKutta4,80,8.0,0.00000408093,0.1,0,0.01,0.00000421387
+RungeKutta4,81,8.1,0.00000219768,0.1,0,0.01,0.00000186897
+RungeKutta4,82,8.2,0.00000121930,0.1,0,0.01,6.50756E-7
+RungeKutta4,83,8.3,6.9666E-7,0.1,0,0.01,0.00000
+RungeKutta4,84,8.4,0.000294612,0.1,0,0.01,0.000365963
+RungeKutta4,85,8.5,0.00158250,0.1,0,0.01,0.00196955
+RungeKutta4,86,8.6,0.00369502,0.1,0,0.01,0.00459992
+RungeKutta4,87,8.7,0.00647955,0.1,0,0.01,0.00806703
+RungeKutta4,88,8.8,0.00989042,0.1,0,0.01,0.0123140
+RungeKutta4,89,8.9,0.0140029,0.1,0,0.01,0.0174346
+RungeKutta4,90,9.0,0.0189360,0.1,0,0.01,0.0235770
+RungeKutta4,91,9.1,0.0246376,0.1,0,0.01,0.0306762
+RungeKutta4,92,9.2,0.0307450,0.1,0,0.01,0.0382807
+RungeKutta4,93,9.3,0.0367489,0.1,0,0.01,0.0457564
+RungeKutta4,94,9.4,0.0422402,0.1,0,0.01,0.0525938
+RungeKutta4,95,9.5,0.0469986,0.1,0,0.01,0.0585186
+RungeKutta4,96,9.6,0.0509479,0.1,0,0.01,0.0634360
+RungeKutta4,97,9.7,0.0540941,0.1,0,0.01,0.0673535
+RungeKutta4,98,9.8,0.0564845,0.1,0,0.01,0.0703298
+RungeKutta4,99,9.9,0.0581864,0.1,0,0.01,0.0724489
+RungeKutta4,100,10.0,0.0592764,0.1,0,0.01,0.0738061
+RungeKutta4,101,10.1,0.0598345,0.1,0,0.01,0.0745010
+RungeKutta4,102,10.2,0.0599327,0.1,0,0.01,0.0746233
+RungeKutta4,103,10.3,0.0595426,0.1,0,0.01,0.0741376
+RungeKutta4,104,10.4,0.0587687,0.1,0,0.01,0.0731740
+RungeKutta4,105,10.5,0.0578225,0.1,0,0.01,0.0719958
+RungeKutta4,106,10.6,0.0571585,0.1,0,0.01,0.0711691
+RungeKutta4,107,10.7,0.0577010,0.1,0,0.01,0.0718446
+RungeKutta4,108,10.8,0.0611546,0.1,0,0.01,0.0761447
+RungeKutta4,109,10.9,0.0705679,0.1,0,0.01,0.0878656
+RungeKutta4,110,11.0,0.0885241,0.1,0,0.01,0.110223
+RungeKutta4,111,11.1,0.113972,0.1,0,0.01,0.141909
+RungeKutta4,112,11.2,0.140540,0.1,0,0.01,0.174990
+RungeKutta4,113,11.3,0.162271,0.1,0,0.01,0.202048
+RungeKutta4,114,11.4,0.179059,0.1,0,0.01,0.222951
+RungeKutta4,115,11.5,0.191340,0.1,0,0.01,0.238243
+RungeKutta4,116,11.6,0.199512,0.1,0,0.01,0.248418
+RungeKutta4,117,11.7,0.203960,0.1,0,0.01,0.253956
+RungeKutta4,118,11.8,0.205037,0.1,0,0.01,0.255297
+RungeKutta4,119,11.9,0.202361,0.1,0,0.01,0.251965
+RungeKutta4,120,12.0,0.201681,0.1,0,0.01,0.251118
+RungeKutta4,121,12.1,0.223222,0.1,0,0.01,0.277940
diff --git a/modelling/data/abingdon-all/resident/chaffinch_simulated.png b/modelling/data/abingdon-all/resident/chaffinch_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..0d9e76a88a03b95f9ce7d2c6cefa0f09cdd0a09d
GIT binary patch
literal 31468
zcmb@ubyU>b8$FC5Afg~B0+NDsgLJ7NAs`|s(hW)tHFTqdbc2+D(v9>`(v8v#3?0%v
zH18R&-h02^-y46tuH|BJ{KWa3c%HrYvyTDKo=RW8dgm${8rpSP8Oi5pXy~43XqTq1
zV1X9iZxi$2hmhUlS9Zz}V><^u8zVFYJv%FNh@JTxeQJ9n8{0P!OCEMEPIf_7>eqI5
zR<=SM92S3H!49!8;h>iqPy<iFv64}<MMJ~aL;by!C7$^P4bAzLtmH!#$HetXY)6$B
z$5>k&wa75^H&G9kDVlvTAG5O5c&O%8=2hqB7IYT8n<T1v_0mXHX+(S2yZXQz6O(lh
zfu4Gqknp?ArqOwy%U22s8ET_NL`OVwiHDmf-exI@$DvLTIbkbm&X=Iz5B{`UII7p8
zNrFFy?6*BpKP`PRsR;-O!V~l^$$($yjbEV=g5Rr1|Nr{uaNL@uWS8cqrgVvlmUSx^
z8@9r_;~ZzmaGsj&1U%V({LPACdv~`Avc<sevx30an$0?v@bK{GN=n~8pOAHFyn40V
zzu>%9-1bSQ-hFmqfi7Jt`1uI${rm0f6;td10Rgi=elQJWD)KLshDSuuETwpyTSF>d
zf1|;{!;A6uM$cr!Rgx}7ySLIDTWP&>a1bNrcHF+{juaNOn)ZYn9u8|jI!=#vh4))t
z8~Sq0Z*5tTin&&v&ft55MYE{do2ex`EymMcr8RL{PW78l4;3R+UCc8wH#d(0J=L(R
z{z3nu^2<4#r4W{O_2n&pcX#)dvt(YgmwxXjHx7?i3tyx<e3xa&HfmV)i`8*gBl0EI
zvI~bDjGNi4=2yID5nM{NHEi&_#0^1+<PyJ=X_k^~+wWv49Nn_6+N?V<hrqUd*WVFq
z7iqce5AktuaA;hdpIHnI4Ly}DuB)qS3JqSUIoYVO=(R&QEsaG)Mhd&SOxO=*DKYaT
zf}WGY75FC&0|Nt<yIjEg?48tn@hD6aM4U=`#=O0~%~iFaFDl@@D?_=VF7WYjbtw1R
zWR2=1aj113-?vF4^FBW+_t(2yTSZ1DCREmLFJ45iC))NZb=j|EXO2_4tZ~8RIBE@R
zRtsv(eXy=SM|N~}KCgJ3(7b;2>Q(Y`O@|3<zn+1CUH?4Y)*#YyF!bb5m-%-SiJ0r;
zDZwEPCe)mq{V!j>T>P?dcjXG?cB3Q(zs2}{Qhv)sA&(y35g9wXFCshbv^yOPDeW!9
zI%`{u-v<1Z6@8PxvlLX$`mctK8O3VRD~cU``jnB;xj&)<8QZBM)X~w2HNCm4CBZ?4
zXo|6{S?4Pgytz5WRxx4IJk@XDzna7(F0O-)jvms9JCYt-#p~hWVNG;_^ti}$R+)0y
z6g@iI^nmQohLO$D>!w)>EJP^}*4H>}ip?JH?b(%)UQKA-TJT9Dc&snCzrSy@S&Pg;
zzfuwK{(VHGqL^CU(PDx@2r?%>|3yN%^Zp9m-Me>pa&^w0l$4gjHO0)6TVv(T&GW`3
z`R$gUmBr_Mrjv`wT55Pzh)w1CjF6CUa3>Kgxe~Jx_LKFZ?9JUi@mRN$gE9V9{YV|v
z>8_Jte#En*X~6_x&IDdw-t3<4S1(zyW6nZ7PSbA@6T=}sOOw^mTvn~>!8%s9w%+Kd
zsI0G-4H~zqi^r}%W}vL0(>x!kKmW`pH&+$L#5X{iz`0!+9UX0Io3<@7x`y9Aqv&xQ
zdF{@9nOaJiNB!A4WT>*XT;;`!>=7^cJ73?<?s%S1M+K=?HXUgV^@@OlnC+9zdetTI
z)2${x{)IV6S1bnv>11kZsuIp`)EPxvAgyuI=W$MJk^~)AYN67VN9bG}s}6;ze|7O*
zc;t2a_U#NlBHGAd%q3Ej#JgNvTq|y5+=l)lCu^nB6Iflr@EKmR!V!`*uaO{oJ<ZVa
z$zhTQv=U!7=h$wZBI_@rac<Jf=<0q1(W^Z>GdYJ(qT*mKR6GZs%BJT!yINT9K4`Hu
zE)_&_m&)VRx@PQVe5#29+YPnu!;-dG?@KxlqzXHd91u(oA3n^f{OY-P0p@;ZRp(;-
zobGM$gJs#~SSdBNcxI8|e2vUHO}Gzy4i`uCHAAvvnk#bB!3JzQ3TO=sCL%cV_U0h*
zB$%D7_X!;Jr_T%Oj!pM9^Xp+$?uUB3Pw{mSpFe-zSxyh_T!_`Nq{>Bt&TDCfqBkth
zyb)#3<FV2)-2N`d(NS&zS82p%jM#b?!Z9a)anx7hu&M2I{3Fxo?0A1?Kv6s(G&Gd?
zMzHmpSL_c`uN<PMfbGoezWqv8R(1!hmaarW+k5={NPn)NcJ#h?$y)R8ldiZQ&S0w*
z>%U_jSNe2k6Tg-15r`v0^|`8rFGF2A=wh?<u`MpOT)ip)qr8R7HY55V)eGs?7DBO7
z&PWrC4$B?akb)r@J*QlE6<iW{riCVqzkiZl7uy&wGy7an@D%KB+vfe(674@g>{=VN
zN%Mn2rs{Hf(u3;{X9IIc9_d*=pnr{hsN|#Ft0;b^LNvxW2&tUGI$3o)KUy*x%6YNE
zrMtKMZN>RCuA!H?m87Q82iw6Vev9_{CaIVi80eH0XtN1=N=<2>7~Ea>R^;I~KR)Qt
z3)O5Ybw+m3Q8Ne}OLJ*u?n%dWyVnw2;R!sg)@~>36{f5=Tls4*&QHp<Yn{hVPfyq8
zlBT<P`o3JJ5}SCbtZYzUke%IOKO4X>{#;pkeI%G%aHn$4H)vbg_c|G0R+q=|KuSpE
zBnUJ1gCq}vl!8J-D~N92rnH93u~#*t7H_L{BXY{4a6{N}YnrxI<qWKy=OYjVtV+WG
zEp-1*itCQ-J~>!>#nq=x_~Kbz5D*{;Dm1>l{-!ii!H>0dezK`*Fl)at;nckEfN;vZ
zQ(EP5;SN0l`9(SOXbG%<thR;|C~O-l<<7>YQ>Q7qh+5Sua8hCWy!?WKUiUMQmYkc-
zuwltDh1vOBp84?R;u!1RM8O=ln5d}H!mhr)3MUsADhJqdAV;0!;0ZoSMZoGvp^iuQ
zNrg6I>f#(Jt$Bf3^S6nJpcC?$Pm@f+KTi>i%#_XYR`{;<v#Xn(jV&*88yOmA75i4!
z6&Dvz@_E~bv}u%^j}Zvcp46W%a7eTDN#KiqvP_AMbr_uT@BXULAerRZqqi(8(RbB-
zJ>3C6!9KW0%MXv@xhTf68Y2gXs<O_sii*lT<;<tiK|$9}w40W%KZ4vXSk2<7JA8B&
zm|PsAj$E7(#;*+~*0k~xg0NygeTBC-pW2pAw^vz4u54tEK$Mz<4vhPM^YPC^n@cNV
z!V~?-7E3BhU&+R|O@U8|(G{XS78B})#B(WN*C>~t#5?-9blqTBeN`ruobRN3A~6(6
zlJH@>uDthlzpx)d4x?2xEw;;1G3io5JeT408FH#Zr^0IH(U8xGv!=0`qiDWM#iiOd
z&l&6_>q+Pcg*E9WL2{ELY&bqGc-Bn<!ah#TE<C;+gHvm_?3O6(P_RNF{*tV5(R7Xn
z<CUVW;{%NpDq3Y}#bAj+(uvFRgE+XiS;M?AuyZ(Q&1WBSc@;ll<Htyyt_C@EFq@4e
zE2O7sG|_J69dS+@8J~IF9T(poQxd8{N^|aJ;_zb9@17hVVmSLqS~c~QNuRE>Nz09@
zj1R}EtXi9f7<RLn+`7r=8_vep1T~C@d$)~#c@uezE;ekSJ7K(us2vh$F32h<c$t95
zMS1<PTbFf^1rZC$>KNhG@x#MI`?hOBkJQya1W}1=TkN!C$Tm2cQ%V(&6R_zJ>z?X&
zrPZc~4Alj-HPgG_nkPvZb!MgHZVAPZ7D8~R22bz$&K8u08i{EC{9c|V+k2+LnAA!P
zx{1-n#GI{rdYRXQTAJe6T~o<~Np;C7oX5xYUAOhA1?zM<Nysrexz4W`tR}l`2=Zp+
z3I{Db;J|OCE&B{j4QM=}U_v8*(-p%eZRouqwe3gqnQfg2$~ME*@8j<@JMQfbC*Z^)
zXrXe};fld)!Kv%#qA%L-rGNQ|W4ecbDzDWtjsM0R8CS-RV^QhVkDhO;B(UE<8HG8O
zx}h(I2xy;tHMt~AIkTPOIEypX6+-!DFKpI!CP<!QY*Bdkm6Vdd+GYQ|ujpY}fkj`X
z@%w*drWDjYD{jI*IK?nuF{?!yYV@DHRVWll<-hj$E>>cNDjGclLoUZ7SGDrBeThrs
z5ygI-d`|X;f<m3)qPHDuM<s}K_F8q__RQT;@rvO?Oag{*DXZf(k%Mh*eoN$#s!n##
zLE8$Z`KD8m8d1wW$Zqb<$)(Fq7KJ8+7A>Ae%}<#C#x4-pb$j?w$mPJ?2|VXTA>H_5
z5GhZ{Nt{%wUy@Z(?3YWz-5=Ktq(Aj;T(Mytox#9l_Eq_^rm)&>>|yedta0hO@V;Hf
zs3@i3``JQT@z?%|?+nlasxP^?rm5a=iJ9%9s#UGT8!(*isx6E0^W<)QMG6KynbQ@g
z99ySuYt!T6#D7(TDhWfUKMrzjZX!s#{2(TshjZ~8fkE*z|BsFjw%^q{2BTvcFerUN
zcwC%GPh!svtKU|A6;uA6O$3YYZd#?;^@_GRw4H~W*A8|>UKT32^!Ws7AU8zz2bE2a
z;NA+`BrKygp{lHb+sXFQE?rj`?{ASaj`o+nPsO76;q<jqZm*$CEC>7Qfmvbg%YF5^
z{c>M#oX6HK$~P$rvGeyc?Dk63F>6mpF9*%s$#<cy8Q=*K%?mBV<_jks#gG|Ph`U9+
zTdyZXaE-Z5;Gy{)sY0AO#&0bCOlr@frsb^XT7y^INmSqJ6X<+d_WDZ9<{ZtbCF9bM
zYyIPMY);e1nJxllWmaw2q5sjb`qNc!L}b8ChMa|l-PGx?cvqK=nvQzEmgqB}?=k9`
zlfHks_S%M(gvxKWX?gz<<f{FkfaBIj5Jo+el*>psr>SDUl~(IDVe$50Ip_7e_@3zY
zimkaCu;RYY!lrb5K-9}v$K^+kz~7^p8O>|GPaemEm%tj%(K?Ze_6S1${@JYoN7q|Y
zhY@Y}IS&)I#iq~OaTDmcjBgD1QY(vyWl%O|=okhfi7R;clFEIVUK9n~#AJ3h-=<7U
z((R1gFolq6SYq+nnB`Vl;x3j*oI7gXdcc<2Ai;6pUg~(-2Vdnj$!0moQ~P3il=6Eb
z_E^cdm<;1L$I-?+aXDZg5hLa9^6{6}uZlklBemZ;?18wax1Q=>rJkRNmZ;Xd#@w29
zXJGt>TI-jy-~i_$1BzbU0f}iVD*?dlvR3Uk5f%x8wi!b6@c`=xi3}Yrr4(j_aEWX+
zV3Y&AH~O`y$>P$bOXXj_+=u(%i#ax{+_g|R@@i7oTOpKJ^~&aCubf8by{@3)=iPMw
zCjW$$4;vSk5*v05_Q0UX#p&(=oMfN@hD5kXPgLYH$uKiB4@U94GCo~*RQ^gbU@-l*
z$p=8)oHs%RwFm0(&S(~REmaKuKn8VeSlA8T{9eF4ExS58il-K*8+}aQlb%w9PT3qs
z?d;g_Vs?67!Y~KitbBR-HShI46oRAOX*qe<6nEEU0&n10K7p^N+<smC#NzwFz|c%@
z5vwDmL3Q-(tUf$Xt#r@;8yh?K#}g|J*kX)w35kWtkMEz$#Q`BL_xHa7J?Y}8pLnUF
zV%NO7v2vetoh|*+z{#`|*O{UTp2lG#HdPj~Cr&7n&d@Jg|Eb`@t^LZ^I*#k@pB8R$
zty5g>ZO1J9wgt%4D8R#dyGUfk=TDzTDV^pC;NZEggX`qH*X5;SaEh*_ONYK3sHT<{
z>EoYrwVn78qF$e}wN~1<^UP|VP-IJdwNsIX#)i+_R4SCnd4zM@URuwV&zb+5+1R&a
z2_Zgt_26U=6Ds!5Wk&(5Fn<}_xIVl&v0|pm(z%_YBjTnzK};@Lt5&Z?ukkl1z46a$
zrF=j`qc9U@L;~?e2nV^Cn|Yhk*eI@Dx<~W<mVHDcfpigV3qU=V`?EK~arN+jX%@eK
z{?aZ42=->;S8Z)<22)ENtt@G1Xi5l;mstSL7~r3IeZRK>{h1_@hX4!+90cLH?VX(w
zZ{J?d6yd{tKrpmxa+%`Jot3DMKV$^f#wxAnNCIW!DxBiVs^a)}hm`;YSc&6axoM(%
z$zLlKpUR)Ig$nn9?MICSwFEyW9y6_C3m!<46M2DRqL;8&7+pj}M4ZU(Fd>|8cbF7j
zA@&L_f{qV@=$?<Sh#4)9ujn1E+iye<LuoQSMQHcrK7IPc>9m+nS8lPG&r=R@L$%$%
zfB!#ih9)LFe_RJX(}stVj~vq6qxZF?sECt^jcsAVjy}7vkeG^!sx-NGoeQ$dX=cj>
zS<Fx8zPUnp06GKKUi_aO%*o05Pp7?oeExIYF><r-j}Kujww{xs?}L>!m-oP+tq1w|
z{|HEGG)znZ9Xt@WpJP<)w(9eb<`gqp?;##(f>76o8zY1aPKL2@!AhW^;h(d?oGvly
zn)k+K4@1<t1p4{;x$b?Frl{Kl{NWw~f#5bBWXxozg-*4H(~_nK#POF76M@mDSGd~H
z+4*GOOS?$-VdjSF^XD`?CcRNSeIf&Ix}-u%U67WoZ)g^K@}MoCr`cw(mKLxf6_SKj
z0pg16Vy}^h!C*o|W-`NBSy{S!-5PS{@NNwg^QmL2D$0fe$AxHB!@guu8$d}kY8eL~
zdU<(ucS?3AsI9)YNN|dz7xhev4iCSJ0`h<m<C~u9NDmGV=R~IF<#h+h$ymtB$r*6c
z>m$0=Rl$Q3CW_F2mZXy421EpHQUNPnzfFE11wm7Wfj~wJI4QSrH_2F?TaAjUs+^3B
z|K2)WmCs`QlVxOLBCCReLPT`*XLbX>NUa+CY)k72;;v%%Gw1yZu&&Ewou}&DR(AXe
zXz%gxC=(@~pPzFB#X+scKL41^-nkLF-0@bg$ye6izWfe+d37~6*#yPIAlBB_E1naM
z+9V>5Me_>_9jOw2Dg+|-Yp<Xh2|e_+&ifG{5RFyYW>&9%eCRWXl6sm429#SvsS36E
zOM-w35*J6ZKYo{&_XQgZB^mwGM8?(O{K(^D=l!@>i}@NA<DvL!FJ919RaLF*fQ@Dd
zkQ|_1w0e4araS#T3H-VBASz`oUAc1QS!}q2vvYN|xHd6mm%v0A*N-f&eY93T{cil7
zRt}H6(_(okgyUH|i7!4?!G@~3dQQpX49EN%R8)l<kRYnBF5!`pv@I<yvvYIlF>e++
zqgNn+xe(sDljCkq;<U81B&Vbl?(DIxu3D&_KaRN*5)>3gA#9%oPZOQy3g@>s{lKZ`
z?c7Ip=g#2z)~FN$1MAwe!c`FRSGX-}KyJ>?&5Z<#;r?+L)86WcqEVm`7Hr9p!-^t?
zh_u4I^cAHc8Y+;kUz)QB=T9c?!vK0^j@B1*unIS#L9*C)pD81ALjD+#E>k$2Y$r>>
z{h}r=E)Lb1*Z-pCDi#FuyGEL(%`mRN3j2oj%{U0QO-X$Fc249s<6u~NdioH~dfV$#
z$NKH_FP5e4WL?D;a6XrW$5>!YG!1>J{MyOXNGxuzqQUU7@yLrR#tw!F9Px|DHKpw!
z6kdH-hP~P}q^Hjh6Rjz})j}`VVFbZK%R(B?wne`}B}YaGD6(mTHknO!ic+6gDII=A
zEoY<Sy&o3m6gu}ACAa9zA7nYoR&Ic>9K+KqkS-zW=}5cX;)RbTNL9DCy&%7+i&)ef
zUIc4hL)ys5XvHs_XElOy62t#l&<cDDaPW4ADL01A`ir`pO1L)yC$U}V@beRJ@jp8b
z{f5@Z)(nM)MLIiCgWc<V1VDU}h8EYIAFrC)-r!p;d)p)3x+rF&ML|(0+g+2X_bZC{
zb**Ctts_W0Ja2X<i)tjL03KEyv`s5=OQFvsXn=MxpX_&}t<>c2ev_G$(YjT(1faI)
z;@M`^5+xKBgwiN0Z~8y=Vf!I7nh?6{5dU|er-+V!7F#(%uWN%p5!46!8A^TyJwu$+
zoV$zpw7(yZ3gje_gg1AGum8>kAR`)}v3aR2X*``)=++?q^|_1FBoDsFkor~KU9`ab
zeY@37&foHUjDKjT$<Dt5lI|s$m}zp)ZVgl<`5B^6Eu*zA{Qswb+Jqj)$_4iSA3@qM
zATg2rKWzYv{Mm*Ba>@U+QC<!4^QHyEMEq5vF}(a`f##cino6R7LTe>X+~4`FxwV!1
zkGv)K*4OtxZH9)1f95>!1{)q$v<^ZaY<%NCzrVe&?>}S0$jq$&=XF~<JO9%*ojUEv
zD1dtOU6EVlZ_M^rhF)@bYv}!s%hkRKo*jfBz{)2(nFWBzz8bWyL51oC2!Q|dB-EJu
z2L&1a`Nq*=1ML6Xd9a#(@IPaD+tV=M|1jnOpn&n`bvXF=`2W-P$2<%dXqo+I9$3Hi
z_c#2RvKz-hOTlk6GV{L)H@7i^%5Co(7vutf%62uAq|YIWBzNvGN75@qfC^6Mmxa#-
z0l~pWcK_tE`%GvoEG$Oz?cpW5jox^~L5yfX{ln$GJ-;`gsERp%yuX@Mmp2H7S3pc$
z|GBNYRYSA;%bS70?DWOH6p!WwKT2mAvGYTNBXFA$5CxyUdITmaExBjmYQqN5l_Pd`
zb__z4vw*;!8B?PXS%r0tq@n#^z$#Vi(jicsl>w}upAF=&MDpz}_C&gX6q~g=@=sbV
zQ%kL`R)6&9(I=o)mb@9DhbGL=8@@0!HZscY0%fKMR8n1PcC${DG}yI$^vK)M$*H5x
z?PPF)fL2Pz*f@h(;Oy+oXt_W2fax0NBEiV|SgEuYB@k%<N|Te74LCeL&RJ3`GmSph
z(9}%43~>F@JD_XIX=^8w3)#uQYHN+wMvGU<L3J)TILO~WEJ@fQ2aX4%_es3cDi>$x
z&cp4wp;b#zY|6@F1i7Oa@?2Iy;YHW`HebLjJFB6qpX%zgMd@RlK!#m`oSh(Jb8?tF
zdU{^Owgr<h0C6t-!-qRKxVVv@KHVDw3dga=lPB-1lZsE<g+)cRCaDT>L(2eg+vlIa
zKiHfqJa5_ZoUC!kg<)V|(6O;8utkRRYm0OH&NTVuo<zsQ<d}yuX|pu9wdJ176{BrF
ze)=>-s5=}`H1!NnEE{hl(Q|zxCFLu+d3x%~#LWDBlS6wI)Rtb<JU|?77aO$UK{dW$
zi_q`1#tj1&mxUyE`95RsXif{sd$nDSM=6rUK35JzuCVHAA+XF<3-RM0)w`dml)o}=
za0x-8kLam|TX*pVBKzCPMCV@PlURDewqcHxGV<~&>uE*_pzDRlN<=qqeAKQ9cSsR)
zQ-L>61;e(h9whAV?kXc6vr8qkEH$;ew1?eYfu^yQ_mWxMuxM>3+qBlxOBEuu7;YC9
z5>ij<cMk$DA=^}3<qL!rlf%m`N-NY1b?1ZI9vdH8`@_QDeKRh`YdEo*Zn)%<U;&b8
z;ugvOX4TSQr0=T#Mn3Hph3>pt9`y1~>r%j~{}y{8t<ZC6lBpM#!UXs0I6=`wB3{hR
z+0XI<RfsGb(az<&q!`crS^57<G9|QdMw<flhpNR7X7ja3gs|~8_Ht4~04nNIR843%
zXl)<BAzdg|S-+IzkUSJ9LE+hxU`Y8pM$1N`-+(u84L6WLJhvYUK!P^ocuYdN69squ
zd+I7r59dO272cEd`P{5l=zx-La&SQ=i%>iVVECqms}HWZHlwK+T#X$oHObwzUFv-i
z%jG%Bh&2P)x~k7Rl)lefG$k<Uy4w>|izOs>ErxEF6Jngt0+O4;hoDO$>t6;25xMJ5
z`$MXsl`z8&!kaPg$*;SpML7L~=AF?xM0Kmt^$|k<VhAN~xm1b%)tP@2iU!vGW*GEe
zG{g{xJj6e)BII|V1GI}(k31zJuEO$PO+Pc0<7f!)kK_c-xsP3T_v8`l>+3cH&rAb<
z^ShsEzX&^wwHUhk@_%A5h~GGP_lyzM|L){v{xTlOU&Qb)(xXO0NB8azBBZ82knv}d
zK~3PqHQWa!k~TKnf8>x7Ndp7g|FqfL^Zn5VA|?%glSJe8Gpm@a+}xX>CTf;Eah>be
z_yZyc@`hcR?b6d+;>P^Hr$wttp}{Z!5U4*tFJO9F_djiyFtGm2)^g^fMP7e=<KGAd
zY}7yV<nVnFMLyBRe1_kMXG<fFwHPub_Q%UWc@LNs{JiH<r&*P>wAg_9Gb~a?_M1on
zgbDKa4^tp&{~z-B!otFT^7zDQ*S~;U$fbFb2XccWBY_~A@hWck{$7E@N~CRQ5e1<7
zXY!w{`Zv1S`!V46$2Y5e9T|!Jv(4Mqf$M)(#Ltnju0ppOD>1TZ#3Ysh{cmY%k`Oyy
zPM<@VbVSgh_}}*KZX_7$_T0ic)6SCTBcODZxE=5Rds%+}gqD|=7Zpw`-RX^qD>Omj
z28xm$K$m7m#ZnE+s>cOYi+7Gzatjkt=~qonEvWBr#;QEx7#JAOXYoM@I%wM`$^c5u
z(QQ;7np%{A{-Gkk&U~a|=U}#SQst*X3OYKvYyE%U8%d9;Yl5msWyr_dG(#Cr`)`gW
zqg({0f^&TFxCyHPP8AF_l}}<eSi?HUv9hxv5i7@1;78QxGmm(o`%jOhu&c~>e}i`E
zP!2SFN)bjt(WEu~x)@h-a&zG#mNPJ?-FXD4%C8*rnhnc5dlq&_vC{3t9(n<^xS^)X
z---K;sc8wso`lylYHhqs4khWi0oua|3R$WifI8m*=83TiNJ_Pce)E+M;5g}8+}z}l
z@WYEPGaJdN*XyP&fP+#}wTSsBXGd@E%X-UVxadEWn2?-2FL`8nzq_j|65JF}QBe^@
zA^dW3*tk@-P`maX4b3A^!ppW4e%((EtpT`gdv7mld#){aWO8(rQAtUO@aD~QZDC+j
z$T4a$Xlf3)Ih1!Iut!LF6D-5km-`jxXD4#NUopS9n9~J>=14Y;av24M;J5GI$v%G`
zVUB>Qow3o;Jr*4SYUGg7d{T09!A9uFySDL4>-1x?4eS%-rs{>hW5dQ|%?kujB_d*C
zjKvAjc3M}ZTU$q|CknrOQ85aX-&VgXCZ;_}6^iM|VPj+Ssj~7FMH*h0AuH9m^6S@G
z0Dq6}_V)F~rlryBpU;*RXxFNj;m%W#k}?U~uRW`H?9yOB0||PQ^uNTIr2hTLJHG3c
zY`(mMLqoETj+M@C?Y98n%PeW(#z5G@h%52B-Un%vgCgSVlT}ht=P#!JN#8A;xa4S*
zDReM<T1YpxZ~2=wBLAPsyCwGWMxZ9h$$fs|$gsN-gR7Dn_jj~GIoq5iFLtxkVrQVv
z=1oc2wij`@U%h<nJSQZ66t3D!dWXe8`6TPW;ENh;%F#o;LTx^HVYJ*Lp|*zxgBId?
zJB-wwoCad3_eCuaV@r%&z^VaZ3<sRp-BG79WEmlZo<fj^5n2(_u!J7k0hL4!6CC1k
z?uZQwq4#<91re=YF`)3>WcosCkQB7(_4Vr`D0kgR5R`k^O`z(#5KR>Z^zF9RLU|i{
zEAb*Q(l7#>5(LS2#S}<8+$O!`Cr};N?RR&G{i7diVCrh1GX6Kltw!plCTvnF5pF-0
zrQjF+7sC``#2%xxKd`&jM--RInB2Z%G*7k3ow|v%^uguI7o$4+Y63qMKZZIYwj8TG
zjyVIa*#uY7X$hK9{1W^^Fem0*(3JAYL{+dfrF1QbJUn$M*IMaIv>#jeOdKGjj%?(1
zIo8mqIF5Sa#CB?KD&OPf`_yxCOLe$|AHHk&Eyl-`XL~8Z)@T7CvD1EWJ(dTXs*2as
z-~T=v8iT@zPtK?6$BPM&!TtI1cfwT;h?*Ui`Ra>;7Z=BlPVH>USe-;SBk5TCm*S9t
zS9YQU+vsuzVlY12tbV;75w3GrwZ2@+I7lwaBT@X-qtnncl8u<MULd;CD`a>z@>vD(
za<-D`uA%jk%?TG}J1lm`AHa1SCZVPi6F`M8DBl*}?dI9psM+kyuRxfNnSGpV62P{Z
zf_-!0cWYG4ISjnMANkHB@g9Go*mPx!j#<<3+m1~BB-WAS@2VmqlD7*wB5W_teAYN}
z2y-jdhpP<`-3frnaBUG_JhS%x2ij=h9bjI|J3Za)dr?Sbf1|;U6V#|_GCi%WTOa7y
z)We8f>*e-O^>#U0kKF7Bn7HYg(z-(ZxV$~YA^tGib)1MB1k`GNISVDks_kA8rq;;3
z$xFM&h)*5#(*sY16|P@}C~8O_HMj+dLIT>MwWo91PHVY~qMtlGp6kThT7Ecm6kK#z
zZgyANY20V%Y`IWlkAM8a<_MQXrH>{f<SwA$o0sk(J+)3dYIn|cwaO=uYP)+^Jp|1@
zcGv3qH@z2^kk6`zK`R-a5qWVGM16g)b8zSon>UFAIx)zLVz#ZYC-am}9yM%=mM$KV
zwM(0=JXiwjRnC6c?eLLg>TSJq)1Vn5aBoD8kTtmT`rmiPO+-%6ZoY8A@3;=hSGGl-
z8QW1EwK@3=k*D-Vk&tFNqr1F2%&x*LbaM;7f1fXabhNyu1s2Z_y$(RmWn+7Wvt2~I
zD!XcZwYn+U2gA;35~ukz0^sbMnC<gyYN>_xNaAeo#tg-`?95m6NH<yYm0O_XY=t|N
zIFgy96#*01L*`C$Gd-dvF{8Qf(mmI%clI7P7%@+==nN;DQZLL1a5_WYoR1pR&fvfR
z+W!z8C@sj5wAtMg-EH0MtaqzaBl56LJ>OX)GGJvopFSn1T__2V^-igdyDwA^Yt8O!
zE4N@@L<z>gAQ|3NTV`7C3cD)}6A_*N(Iq9PQk3$UsZZ3y|5M958NJ6z-P)B(AJoa^
z;s6i_=0myW=4MVOh27Sfv5m7&PSvr(y`=Z%p3}6LF1tzIeQ$96qB8ecvepW$<HOj$
zN2Zl8%-tz=Xs{~<p~(OZ?h$s=ba^6fO@yKUXub~DFK0K@qgG;glf%Aqx5y#^;8e)U
z9h8&+ycG0>Y6udfL)%G$;YBJlFTw6yJ;lP_4{f2<v|=2anJk1iTZ6}mRiJW)uO6I_
z_}5ehwBHpQi=)-C6l4_BrYxB*;Uc`f?5uqDk-EjPp$Ls?ELnrTkZlS;Ap!z5Z%k@6
z8aB4z4znnShfetuXB{u0=NUZDjSTfGE1B2AY?i((iX<O8`;oIk*R&hW;V3CEp&B?&
z)zXTJ!oY1v(G>IOh#Y59aw_JLlwlps$sp?hZXqU3=G8k3=Y0tdudHwVnrSVRe$^OV
zF6QJ>C8#Pkm6)61>a+$H$=t$mE)jX~yw{JW%h+^BuF3_haJA{8Hsjx4RZyQn&*tP@
z^5aLCgSAo8#Qyee==pKSnbE71<WdJ@KSIxDD1d3@bRx7uM!_vzf-=?uuGyX7q&%|q
z%nE=?rP#@xUgx9N5+R>jFL#-Eh^d{z@&(7GRij4+yP_Cko@lG(Pq-TAOgIle$R!T&
zmjS}k_hCSL^R+Km%m%@TA$`g%RD9`T&fokgRZk!K*N09(&u>5}BPEt%UOJp`{XOLs
zP2qGOK9GxF+=-9n=Zi(`zS-5TS528vm120jH+tAdM#(X!O!KKARrb8L@?@8;<ll1+
z5-a_b&+d8OchLxFmip|YvxOKYQI}GtMJ(7{;^G@UgjOV54K8!_zT>}V!kcA1Il*B#
zmD$O-gB^OlxpX~-S{(A@hZRhpyt<&cBLnZ|2*tl|pb-^K>Ol6xs7_sL2KnxH;GEGc
zoDyuO1=c^MxF=vUNt}S+*_s!@E{+E;N7c?U3Q*Q!iUSELFV=DAXFW#_n}xnr6UFW|
zv~27u?xH!NLKmZ|ldG8bXl$UUFqEC0Ennxi5S(<+su@2{kVy@z<(<DJ=k;qLMyGQH
zkB+#~%_2=o|NZITzdxs+YT9w%U#cys`S?7|$Iaz5glb(j=vq`41AXppsCzU!Uqb#s
zXyZSdID&3xcQ@V@zq95e>?IgZr?yadpKK&p<KKpYO|FGe>u`)kX)%MHF#6-<UvHDN
z)7-6}WFjiN&dq&Sp8ZbbN2va{Mt4(73CEQhEv=QGp8-}4KBlytJV=CwE2l=L@1q<p
z1Z3&=f(ONlLGTpZp4t4AQ=p_B&#V2E>Xrf6P2prrEG&_rc*om(_x}AsroKkX2PMrw
z;E8j^?>L#^7<jSmFdX)(g7KVMq+gXiA?#DH_{rJE)5*UVD@tev{DtR;G7Q-%`gmvk
zK!kTa(E7_Y2kRcDvq8$nTyFf158V<JbyWYF7$9BRg(iPWPULT`6WwdEhn`1l2XIr<
zznYNMjH^GLn%NHNWBuXCLH$4X1O^)HuqPu;5^RhN?6b#dUyi)d30Vq_JPFM7Yj^l@
zR3ciDCxQG|T<IVLA_}-C(ZNC@{R4I%qqp<B!vNtGGKzZxzWh`h8)J9}=>J;Il6FxS
z1*04wU((SxD;5ZTc6xHl0eUunzB1Lvx6odf_9U0s&%gaHs;qj9gq%O88|kWnWoRd#
zvr8nUxD7wR+1tPEz?Y{OCr>#l_raXzLaltMvclwdOhB!(=;$?B>miuVIhXSL+?CHd
zc43<LUvA2#2(Kt+@)GxN7IwsZeLrr1i1{53P$Nt(GI}Io9=^NFUXT|_?EZRV;e*@3
zgYAP^W^~SrnXG23Y%}wSce$nH5xjy}yCAL(V~=b|8X_mYPp*VPBxWTRCiHrQ#l!qT
zJ+nJ8Dlg5^wngmCYjb^8$-#6~rT}KE<c^wG2qz=not3`$l~bKeyjzOh9*^vo@IqtT
zsdYM-^21wx98Gq9Aop_uF&|Y;{YykZwCuPa*JwS5_un&!q;*__^BtZzcC^e94ju8w
zY_7f>o)_o_k?k)TyR58@Qbuucv9><z2|~L}C#l|Ig}SUGGQ|F<`QF3(;v38$mlA1#
zw*>xtOA{S#119cm8K55?o}6?6{(^FCw!zMTdETi1<3qw5H>iO^iE_0+0kq{!ms}Dt
zC1vlZCgbK&pu-c1NQI}e!7(?FAIFz#iYn+EeoTzNZQHH=;8%G6aLW^ym^})>t*%Lj
zDK=EW5XEN!@1zs2U+3b7)b7VjI4vcu902t=HdfnNR<w2M{D6NTHc1HYolun&g4AhY
zXXY5=03j|^&cg6H%j2SgPlMTvOemUHkn-nD_;nF^DvE5s)pS`e<2D;+B}KW6!SM(}
z5)wvW*tJQhxB$x4!l%fm5vV%w{+(pEgE1Rm?V+p~3Ck;U+BL4jWRF0ewvg(V1|*8!
zdnt9V$mGEBDd`P1CMB=u+Hh(r3xWRZypHX-imJE@G0hybJWwD6^s+OGNqKF=$=Nxl
z3+0a96+_vFt3#ExP>OLK(8y7zG!!%}(~_CbbmLv?m{gPM_w&47ay$+7tW7TzxI0!y
zI_kR;@1Nyoooyfj{HIS04AMbOh0<D-Ju{P^Dz1)q?{vnUA;q;soq!)4j)0D6Idm&D
zkTj3mP@4hs0)`GIRC20r!_8GqwZr9{zsJv27~%-K7J|>~l<izF6`~O3;a)589Y3b)
zgIf!?7~S`C{@)numZw%R5a)g#fQUCqRuT?E5p2u4BjYOIt6eCl*)ZJ|`#&n|yvap>
zDeQw+TSxar1qIbUeE4vWCHLqx8tNEFpPG_V>V_~VhN#uM*B)#9EwT6bv`7QPc6@w%
z&U7;#JK)<dYGeCr93W5%XHLD*BE5*DBtVAgW>Hn^w&jJOz`#hLPwm4v9k+Bl{$S|0
zF|Gei&;yf<tWf-XsOG(3(pI&Sqx9p)vhwml&g)?xKIFs@g<fwbp5tC!T^%yekFT(t
zG!>^b`N_-qko3W1{7-@5HO;>Dm!^J_fnlE0W&k+1s+JUjam(5R#x6448ca4cWhFjZ
zU+;wfA_!-))}^A8OakNk_wR$;q)v1Dv<4*Lj7hc5n>X2=x8rBa9=W>0s>LaBx3uTy
z=Vh#|i-Gwv%SgS-=JOf0%x_ZO8aMd=$jR5#g!R5&-cO$MyK3pz#<xSssq5*i)hd5d
zxelDnDt!W2)pPrIm6t~fQ#x;VU32W))}9t(W#P6QGu}RxLj0^#>vefOSNl>Xxjy9V
zEMMkaOETqS|E;8F)*T3FrVK2Am~VnJ99iXWMA(6zjczgA*QYp1Tm_2EDfqOIYnu&#
zn42f@k5i8ah4Ui}PTQM0UYANCzJ2?)VtD#MGNI+fB8U{cFq}We03?J1zQ87bFd)|9
zfAH{rSO;;Ji|KPu*V>xrw_VF*lamC$CG%@DAan|7t1Cht_`brX1hPA<_<U9<&1Ln9
z;p=&eJld_J2Z&evdRmuXL1s(appu8yBLtJbi`Z5D2e@zjTK9q7x(n!a>mxeAKE5Ki
z0Nj*fD`J_6Ht!RyzT)hR8ibA&o&Yl=i^pLTl}g;<*JT-eYJ`ld^|a5!UOx^OSHVcA
zlg{q=og;gf<Wo~a$Pw~$`q4|f@2z=+RaT9Pvzv2FX6M#1mrr;vl7E3vA!Zg9W$~ay
zwb)8vBHyE*R_&Z^30xmZebTxh8%ba0M0HAIt~H;kiZz~V@lDw4fkv|bL`TLN;fvE5
zT`CVTo}rbNAK_B>-pbZ5Q=??G!it^4ddb1kN|j4j;?Nht0im!FZ5IV-inhnueh%3k
z7tAJ5DK`QZa6p!=8Zmc(b*oc&6PC{R*lo9m-*kYZfdA@48_{J-hSeSSorJ}^mj<Nw
z!!L0)y0TQGCG2sK4@oESXMB6ZVrIj>2$)Ykek>V=fI;guUhOv<6IG_>c;&$y>R;OH
z46d{~eOcQ+X%jzBec60S3`cNb;kHZxQ{L;D+>dh)twXu=4c!r|2gF@S;j7JE0}__{
zn>rQpRFfLXr}mkrUvi)AbeY|wZ%(m*8*0XKLV%k2mJ9+@N*ag%NT<7Y+;*>DK&j8m
ztJqKhA+<RLkwS*oeS7FiR()5HSw@QCUDxp$-Oi6z&8p-1I&(PvT=iSv!U4rwQQbmD
zZt=~s6TA+5(s#4Lh<YA@gFXUx(P}52Eonb~jDLYTL!918BL##aWioOT(4&Z3M6Y+A
zFXPxUrhP=XepInvPzCfVXq9kL;U^8z>-LjeT&NY=4LhyOtwL`44q$USV+UM4h*ZWt
zc)lc#u=4!%F(^7FX{mo+(PMDoF3he(NIQ12Br_1)(?Eu|)o&#^FNR4?Z>n8x9#2d8
ze&Vw6BZl2uF4CQfHSe3-aBDrzNNatPcm-a1yVl-YeO4BAB*mk1(^^X(H6MPrJma#R
zL1tOulow!4ux7lKcA)DG;qKe*vR$k7z#&*Wv;Bgm!x1mU`ZVdn#wEOoDrLM48i2}7
z<j>LEftf02x#?36NV_U+B#9^m_!C)3qwL@Z>uZuWbwn=j4YllBW)R{bXSN53hN%t4
zh-$3!1}@wYI>6(Otwu>6$TtL~J5Hlb3h>e5QMv(VRF03=l=Eu-0Y=Tua9)E8;~>Q-
zv6)LjQ?gIjsMu;BoqmG#(u=RN8}>@hYYTg!q|T<|nYR+fNiG{zB_O~4%*aRcks<Cv
zE2&m*iEZi@Y61;gk|lDGn~Ism$i8?h!{}1q`&7ltHS0%D-Pn&YfAvP@l7A2E;$-S#
z9tbq57?P+{TvZD(8uu6&q$viFa7cYLFq^0XnMh1pgyN0vNP!lp6C8kpk!M*{CP@4k
z1Q@Pro&o*A`l-)Lwh-M&t6#%Rew7^vrq{34?tPa-K^}|qM*?Si19T!H69kIVcYsT*
z$eG}aU#+{U5hbAxL{YFlMUHY`sjH_!ESU!TNsf_;_PcBE=LjH)!K;Kov~Uxc*SM5m
z?{Na3dS74fQB(17y8;~WLG_B7(ZB5@)OmAirr0A^K_;U4b%JtAsQVb1qoJl}UPt!J
zT2EHAq|jfFF}%rXe<1L3TY7N3!3%@*{Y|zm#;CHB_dpg@KDSf%ShPsnZN1-TeWc}_
z9Iv=qUdgTpgdP#XD{A`SAdx&Gpw>f?obtqB0S6S`R{CHHgSmB8TN0PFpT96!RIZ^b
zkc;~%(9ra_*3;_n8Ar=_hQ^*+bB7-5m1}!xb2IWu0$?rYa69h&R8o=xRaOfR3u~B9
znmFO#Z8qfPpxEWBw@5+gLv(H25uoUZ@&p><bQ8#iAbZM1#%w;yqr274hi0CCKWT&Y
z_~i8oXriTI7o~<vV_Mt)eM11KNN_n}o0)!1uJ4haIGPM#A|##fg0Y#x4I;kMu{KCQ
z$yqUSdl^6!IK%hXH?pDy+~01A(L|{gjqV7Wb*8gCZSso6^#!I#)CR30jq}$e0Mb)4
zFvrEgF!XrRxehj0B2S)31|q~4EfnBlwp%mSo+7M?Oiq!4V8ftz1~(5+JPgCF^4xQc
zDJyF00aevvR9!b5bDYl^O;l9Uem**v)+fw%m)@51FaKs#bTsIAw%O|l4>n6M(3A7$
zgtMDXFs+Xke%QyIai6Y0lM}p>QuyP2{zCEI(jnG~?{blH_SR(|b{2AEnY!Wc#t%pj
zdKyHSL86S@1<MD;LatE=MRf>2fNG_S>`wyLp235aW$=v~GV%uA8bY0WKp7#`eNEwM
zPeNkoFMhB-UM7#Ygm@LsbhJ?Rok8RQJ84QYOe@bKv*le*Z3)Zj9iz5J8@X6HRa6ZA
z8MZ`KoD^zBY78rcJa(g0w)Yp?#)cf7oZH)*Iic>8=lVYxSjZHKVF2)F@*G(@AGOId
z739Ra*Lu(Mr=M^_h%Mj-_?uV0qW34lI#6K;HHrdZl`dCVOc#!fdTKo?o|0zKQyL=*
z#>%A`sMyhv#n}Bp|6F^pHr6y>Gn3syYN|Qr|CUn_;wZ9fKT|GBUtERO&6*RD_Fg?O
z=84WfUG4_V(8+ee9eUnt`@Q*Q>GjC2tGIipytZ<Bd?v!qNl=A_63Bq>k?V-vc`cXX
zd%vNwa!{fG^#>=UCwMZG=2=aQuy<SpzaTy!Z>S<Hs<^u8tuRKnGnS#by>+8%F7f{2
zq{R5as}PL)ybyhaohyn@($P)a8dd{d4$5<Gt)z?nEHUm+4vf1ScP-!o_a-vdo@YbM
zOLVjMTA(<8i6Svu`};;aNnh+tyiQ>?GOo2E3&W*Y+?$kx<tNCiG0!|8*#(fOJ<X?A
z*4JPiPQM0FD)>&zyl`svk61)~d}IV27k8Kw@?&{01yssb?7_ee{gNKy7-dR&Rc1;Q
zx%n13VkCFmXoJ#E$(~X*z+80Ue0&(Tk6zn?OLc!<IzP*7N;a5WZ#58)agWA70p^^>
z)!~P{y!f_XavmKuYqPVnajw{+HHNXbqDG$BsC?9f>R;X6NVRZL(XSkL5w59J2U%QR
zhh58B>+4UEG=k3CCxM~$vq6`T3LVF3k!sS#NtF+XO@U6x{&I@hO<Es)iNPc2NhL9?
zboX~pVn)l%h$A;W{fIxyX-PyTj*36&y+haqb8&<(hEOjqDs(3}zq(YZ+lUShJ1Su(
zB@0;3T4N{aQ)ZD_Rz3ta&lZ44u|U-iRapTXbp9G@GxYH<Tn*W?A32g}#(?8zOV6Rc
ziy1h7Sv4!48TTc#^@$=Ana_dyhy!&J4LCqSp}JeCq7bmR(q19CvvqI^EEaWe9Jqh(
ziNKs1c&jpikw>HU3cL7vms^U(izSmF#fZjjij=)7wr;pcTjw}x&M`jcn2e0T={$Up
zj3~Enb?d^g*q;=X`7&_ZETGPW?jBU0_oqtie3Pc?kYz~v<c!Cln9NEm9dh4oEPD>P
zo=8TxP9a+5=7P^MGTe^3#*z~D;+<+N;Tu3lA@CB*IfQ>uHeIp#@g4<L?%eWR?$H2l
zU-@|M7Wbsg%*<+->(LJ1<}T_q^(WcLLHg;@(O1xqD=5R&9WpWnO`8?gTkC`6-&dTS
z43(<g#$%Ut>n){QU_G{ZdBvntB-oXA1BJZ>gdsK}C`8DNhKq~)V#fDT0iC88U|tDG
zz~4j1_X1D!CZ@C;Ch0=O&nr=9HrB-yEiCduJfyIuv2}8(nOMe%-R>*2M@i*-t3-nf
zZ*<fR5Q~D^!xDIq-oExi&Nl&jtv~(Q&ZiYt%F2;<E|4Ix2gb(6qN=WV<O0;8q6cvk
zZpcXsgb4!XggS&x2|fG3Yj%&3Q3f1GrA6rkD=VfrI5^>8);cp35(X{6`S>AQVDB2k
z5A><+|5+j~#^?lP%AqOL!E0_kd72;+u16r!zi14g&;)1YbDTv|9X1gwLbtwnCU>u`
znV0$ChSd5maoPJe!c<3zrbbV$8|W61Uas#h;+Dj!%<nOd1P4uJB_-dkO;jmQ+5>51
z#U2wAGsgjXdbqs;P4^6W|Ngn!Y?*|qX^#3!gPXXmh6NfGPgi~uP7BJ+;d&2`?3|p4
zi3v@p(?q2;@WI~(s%SWn2W6i;iTG)e*5eV?Zu);L1rMD6ECrL?35$uzi0No2E2JWA
z+L~z^I(s4~_oBT0Rv}SQ(~XVLHgp)VprGJ$O-)uYF)`ElpoJ#<u>SsM9qsK!OGzmy
z9FHGAUO8(q)2ekYGbL^p=H`ALtcLm1$0fDd_ZH{opbMhE|Ks1JGjB|p`a<j5g!V?g
zRhBs%Cc7VGAkU&r#r@9x>^R%JxZ4v+zKL1TR6;WsV^MDO7xPRlDS5sSyfj&)=X0!~
zub*a0%m!ZrdF3+<rU?$}51R4sv^r{h`P(JE7WD3fhB&=vc2{pcc!uIo$*+7=2=e9O
z7gAaXtPPm7{@*;(t)X%v?A%TGlJmi=pt1}_Lty7=1o625s}>>_7^RuQ{W87BqG_@5
zByA|Z_5M`~7A^^CaBkBAHfk;4B(vBagEkAHPhFBipp4W<RUub4hlOSxp>Mz8C3Q6U
zGB-Y^7IB^KPv>_#wmaDe|JOqF@$(~KsR*scZ#|i5It2C0@xqgxE{=r>+rAepJLPzq
z!K>EXAKM$r0;18xNakG`pB3+<>D=cVGd%WAG2Hcf9xs+t(OqwNe|NaZ0wVZ~c}aXf
z{SI!W`^H!XdqM~b{`{M3((B$bJB%)I+}1yVW<^+&&Yg~XQ;0tkoU_L|wP`G@D1R^h
zVDmD%g%gc!RsSYl?Dk@(Th1ZwHZrC@X=$|fQ+$O}NG$Y1yK%*zy5+_GbCvBbd?lNw
zi1}AQMPz@0hMwW+1Wu;T1K*nRWafyDN9~Glt9B!&?V@}<Fp`}e918Q%qWoVuTPI-q
z4n3tFWqPYg%;(e3VfDJG?KUrjuo}pY0XW+xh!5rKfUU^-UwO79h}VDQ6lnm!PUQqi
z11XPjR`Cs#y=?AUk%jBGw8sY&5}eu?bDq~m?M{GYy8{${b6UyuGzs4~3U5?4eN}zf
z=EL=NFA!UNihThH^)x`JPl;RGdJPWr2u19BYB!=PB!Jbm<D8|*tFiy|Xnp^LeZvyA
zEyde#Yi^IT{WeC`b-5VUa8(_*eSf&Y?$&!Emci+l*GA9aQ|B32h=^5g`zLq9sd%m~
z%v~2WEuF>~@CzWuJ8OiMS;DjZLUDr7!xB^Y1@U%={p0`%+(=6+f4Fg|vzx5PqbL(Y
zfFt4^Ec^hU8o)W4Tok6$6}m$hk8H6QeD*xQ_3fnl(>uHNk>#S)<pAombMWhdfcQ6X
zm^R;`5npGH;#cMC(>hqb2o9qbU%K95gjoC`GmN4C0k;8GqRy0?&94XG#?LT{O5#Q7
zp*4`>+OxAog?iP*uzL)6{`M=oRW1nQ6`A4Gb1_1)aaVtFODubL1W<~9%ETXhNAwjf
z9rm_jdlKAF-eR{W4Uh{j>1a%dLU^F}R|n&oguUmjrEl=;(6<3BG0ot|>eXafm7C%~
z)ajv0j@Wbgb_K_NHbcipc*&wX#Mr_d3-O`>9R>2Ze&LyJf!<UW=KO+KI3DPnxqd|A
z{JcW_Msfv_(1$W5G~<6g9))TeyxJzWZ#?lh(Jgf=oT^V+Jyod3a_ELLQ}lcg_56tt
zLYe^;As||Cmlk(4fyTJj397<GMd!2Sq!UVhj3n)rKanndDmsA?r=`g@1ZCAvOyUPx
z{a;uQ2!R@O^*n`|8)tU8LKh?1K8AJ?ReoP>D`5G9-}2JE&+gImOPlkBPm*IV@BQ-?
z<&dcjzK)SW{?1@Xe&mN^dO<o~^>eEy;sddbNjv50CMD&YINcIo<0JT?R6pNE!%%Zk
zYEi;d_$bZiY(5}RIw13A$iAGYvWJ264N8Ky{_?FTM)l#t%Iyx1a;7%-FQE)3K~dUw
zdm=AB^l0taV<vTslVG<~KCs=%*f97D^D(lp42T`&3x2kNyYwj6Y4TUqCq|5Sl^9w3
z!L%NOPAFmmgI~tH!eko^b^eSsJT^8Hy7P{xY{ze8<O$R*{SFd2Qi`o!EmFO-{zNDe
zYHDtKsj@KZ$;zD%iIpnHD1Rf$Ef7F{O=sTYcvFaXN@r@B+UfW^*X(*r=p70+_CXy5
z?7>mP$nLZ!Qj(GxGZlnt`m@ae<4+G<kqjC}FBb3ax14|NE(VolgMIxs2^B0W^23yr
zlm`?K1yCDb8TpIl<bkx<HGff~p8~5jt#@?vKRx-b#67)rpX%iRFGO{4EH9YiA@`1>
zye<zIfnTUMtFUl{{RmRA&>@;)sk{V9`9N>-spWlcKNm!GXe`fTjNonCWj<QS$}c_|
z;D5z7^zDo}3-Z=a^MXN@J5NTaCjZ!JNAe^SM0I#9Pmn06%IW5AhA|4|*Sa8w>5tg3
zpDcVB8J4k-h?FNKrwu)wy24xD6}=o)k-KU>EQLRv{PoE`hIe8DKlB%iXdce*X=_>k
zad1ne{RKy1#LhTYd_Vv5<T~@9!^&yO`s(?~n|6GwZ~Y%^Z|^*F30;a(5w@tZ`)l`V
zZYI3X@@r?yk73bKr+XX?<^JN31#=t{*hX%bI2UL6ZSU-bHMc)FaRvXWlQC+WEKk*Y
zggzBpeHN{`b9$9`L<b0mPV2~<_Xekqe`wqF)G+*bGR&m(a7CvV^Yv52AQbF(#7hpe
zs?406WcYyB(RhKQ^=ER{-0<dhG^eu_96}279xnIEyPL@wENTqWq@tdQ*T#cj*{fh1
zgQL?i?L9r~#lo)LhkZ6LPW86VT|7jTf@f@?qP&~QSuAQ7-!a<tTmQL!@SzzfN9KV;
zZB7b4*EVlv@SR9u9dV1V@Erhu#TY7F0Tq2DJwoRTovNi)rBco+nbD&spJ0bI*6gB-
zg_%o}kx)9bbnF|#UiW#&zyY+f3<4XYpCJ3^(GB2z|3T0(*L4_B=+F+m(8_#YKY+Dw
zb3`HLY=aP5elm<haA|h^N9tlkH%p;)C&0|$kcaXJDiRM4R-VUd0`hx06I`~lxoMx>
zg(|{pCkj4AcXdIiaERW8XxY)3K{ym&Tz+JHx9yUUFl0sOFMT5bfV9}B?hw7tr^oRr
z3-EQP+0}KX&<p!dsG|S=<H?&<&Iq9&ro$b8)lb|U1w&#6h7g<yVhxXqnvdv!oAaqv
z3dwC;m?x+V^FA@pN;zHXwB}~!(sbrl?a`3d>Jg%2eimb+s5`I&YU_yO<@ia`!8r?H
z5Y$v~cMAT$YCH3Asv5TKlS&dQDP<^g8AIkFMU=73GG-%W2$`p5WTs5J2xXpS9y4q+
zm2KQ+8)XcchrVm=yZe6M=Y5{<JC65{@2`&gxY_nzYwfkJ>pIW#cNy#ro-12@){(JU
zpExXCwTx#p-Yv5pDWA3OohQB`0`2Nzh}2^_=9R{2gRLDu^vBW+Bc$~#PJf1txw;s9
z%i>mmUA$U^6Y<ILv&eZ+S64S+-jX^*vobb=Gk5T)E)PO&OFJxIJbUU4v$(^X%HeA|
zg?0lZ{)tBz8Q&ho#KK|xGXa4Ft8Sc^9*hx+L}iWk#588<Y^{%m%&E=siM$KXaM}J6
z+~ZymnPU-L^_YLpSj#Z^lqObD*}tYfS_Mggq08lK?8RqK06B@rePr;ZygRB<T5K<$
zZKaON6BKdzyFp&gbLlJ5g``$`yLz!D67VT~MvT5mNY+X-T@e$3Nd}x2$h+#NW!Z+6
z=qyB^@#$xAH!qqk->-U##qy?7yvp}j_McZc*ut9=)n2D~HsNH8rhl^);R*~oi)vjx
zrHySxbFH^=U0p)FD$a%mX*F<TO)&7eUa<M=i~F8|ko~MtuPFP^(29PN{<8$L1fc`J
zsiqbU(FuvEd^)sEfzACVaa~l@Vj@=t=2x@sy&e7a)f+o4>^jk2+2Wu_*L1KGZ}x=&
zgIE*@ld^ye&ZZEDI-^K^%GWJP*<~xA%Sj^ix7)@O<=J1h32|(^aq?>lJR?6)!K5&w
z(%EuO>TxaqV+Mjz37Rt=qBGpOgf59*((Sf<2>m5BskPV2F_*_nH#{K?fCtvl8;I)P
z2Cp%TM${W|K2gz9Tz-$xm6nVuKm436=@i=5UE!4X_!H?B^j9(glvk3AM!D`A5wWXt
zufH365W#(Mbv30E9z73R4m=#Mdm(_ZCl<?Q%;0t};Jfb?EAE^D0T)?Q)4}t339+%4
zd;yLFFfCPnXZQ3~ND+_z*ulah^JUgay|S6GtbPqv&<T{_rn<NEq}s@F@V!w+>QWX{
zzFkRd-&gm@Ej^AK!W%?UeOJ<MwXi(%+7cG!x1S}nqTECXuA>aNYUbdsoE13w8G`o)
zMm}5SWviVMxJot9OAUOsrjS0dmFnv51yB#!`GlM?aF@|?@Xe}n=?3Yu_^o=8mFok$
z^m$R;oD^HDOXB@%DaS&>3;i&y0ei`fqkcDxbynE>n$InWNVglWStOqcJM`Y^&p{|V
zkOwHF-W)?Nr|I^5;~4<cX{0EJPqjstc-8=<O>K?R2q<nDM3PYi)Ee}|VwOMBljCfJ
zo#%(&Mx1NmNsl67>nTXhQ)h@p!7ao)BdQmS5-knY;R5-_ua#%dT-x(IwCYdxfhLGV
zj@X~&Y0#}#c^(e_H#K;5hyX^EF;dyz-_MfMWIpeWjRNS<9V3q)Yy)}sWc}h%&?aZ3
z<`w-hQ4e;&V0A$qtn|Pq`&MFaJOFH%aur9%f-6Eox3smR$|WITJy7%@8VEgUJJ539
z?#(sM-H!?jyI^EwQ~(xzXLlH&S_=vtRRw_BS@B0{oGyfBxm?O~J*}<&C4~mHT@puk
zU!RUtSB6$5b`-`)SkYsWe8(6ibzz)=hhfLW!U7MfDMYKJkv8c+H_myCSA8lyhMOfh
zITdNXy8R>5Zoa9q8y1I@yH03;`3NA-2HS*%ne<*Ma+w>e#%uQCSb5VEY;bQbHNGkO
zHui&S&4@T6R-g4_k&61j_e+OpoWK42I)SQI8~0%p5apFS+;~v&gTlvO6dO^OBIPrK
zI5{a5osD9z$bCpR7a+K(A4~DWCCdjCFHU{4SA9p9mzNRi0D$4NqnH1?bSs?aIHl-`
zBd4H1s79V6TU%S|nwlR*Mu8yG@+S`kj6>_v1MdkrW6FgW4q0wp4!;fzQHI*$rA%sx
zdO|KQ(md4vWVL(oD3XM-hmbS`ytdaOA<$LyPYXTqP=yD_Js7y`As@<^Jt%8#{;`~~
z>w%XGxXraHEC(z$7Kgb&yajj0{~{B0nVY*k-WA9{clpN5KIyS6fwv4?%@qGLYrK=f
z{ohkjjnf_Ip3%HN!6@e~-MJ$Mn4NDu&T^$XtB-DQl`MvnzihI~54pU8p*)DhzXha4
zEW40bjf{wxcTe7%5HwX5M^es{`)-DA+`r^N9OhrvBMmyMAR#-l8I-*DkilUWI&@=}
zB~&)c!?Ouzb6DysDnq{CWVq+0BNpjL@qp;eQyPwHU7!7}`>|K7BKEdH`!S5-HMIU6
zad|9|jH}~*yt_P1gHm#KhL?O&wO=hP9Q>yJx5S$mn8J?M>=99f+4{MwI^LU-`;Ajj
z&O4hOo2=X$J>A!HZbQQB{7}uw&^vt>wVWwtC0#JzkIskD(aq)xyN@3^;+^~qn{J$I
z@`H|s_1+U{%B}{(aq^Ql_{w~GyLbn9Lb(;Ae<XXf?JCJjJQ{dJ$SG-RYp3|oiWTxY
zlrhTe#x?PoPM-Nl9KD=bEVTPgHni)|83U6V$~Qt|(Yzj}cd72)SURYhbIe&Rgv=wY
zK=oDT!;ENfm0ilriH6DDrA({aGyJ-h&~66DW{P@ch#S03d@LAQ6PkK($6d+tap?0y
zn>S0B?ce9h9okZS<e#uD!r8Cp=wcu3#GWuFOwF%PQN_Yd<SE}9lY3IYT~t(KC8ZPU
zjE7|hj-v&>XjQ>D0WxdlRqyMkK&V|#!zFu;et#;oJ9+;1ZK-F!xBF@|yW%sih3XmU
z1)tl9(tv(;XKeK8%3bH<Zfo}L3nx5FU35T8I=JbP?z`tD**J<*qOqZUG~#7l-Pt7y
zo>qtRUG*DQ)rQ9z>-&^IB<e9L5q+__bu%m>+RZg7=7H$<#);50iWWbPXBb-GMU-43
zBG#xi072h6=m_T8y>qldH!iOqjR%CxpmI>Y7p6Za>aq{%U1NI}DkC5F?7>K99iJEC
z#T@Ii^*>}Bis+?98y&XXJr(8Ppd8#%lrwP(y_;4O`uwn4=IVC`^7W<~qmy2x$H`Y#
zwQuM<J(<ovDjsyziH$Z@7UJr|wm6L0m+xzQ*%>ppk8sSWysNKV8;>|N2KXf`5x&f6
zCgXDo?S(RclJ0~seSeA>Gt+ruN+r0F+r=3btoISza>}3{;X<WwM)&$ao0+KJ`{=6s
z_#9~;7uMMH`Ytv;rwSTR&VC)5hvIc9p7U<k+Vw@?&u$X?ITIBhn3vGJ#Bu=b`y~Qe
zLBgpTm_2|7peLRjMi^q#-Y~<^a$u)_;POB<9VF}9y=JFDHgBBm^U#+NGf92<B%f*4
zxP2wmcbWYBq4><T)>tx6i4&{6;Vgr~7~&+N2GQCRWFS4h6LF@8c}Cmm$2o_cdU;0T
z`L0@=0=1evbar@kZRK^M_jPj+1dh!yq)=WJzQ7(sO<h9LEg0q=<J#4FZjwmn{^_>r
z>!6xI|0PPOa+<=7wF!3P1pCf6J+Xctrk;y2fn;~xS6QB(4Hdy+_R#AHl~gZTzq?<1
zeWj;%FDAY==F~eFtsrlOl)P5^GT%rN59!o`)(+$oSOTSgEspCJrhbrbYkvMybzx0W
zp{^lI(kt?>_uzEzKuCyeXBS#L1X0FJ$klubHKYf$xuL0ApTn@eXe+CqG#~uwR@8m?
zM0g=gh9zl^Q3m_JYaep2ynI3o{@`h&ZHHX9?L&%49Vozb2Xy`L8wrtP$8|yD94;(S
z4LEud>lO2}DlbWOfkwHr?VrCDxvkKW)%~*h^=JN}%DMTMGaV`S*^ytte3<K>2s1Ru
z_8`_H5{If4IXIN255`}_PU7F*bKu@req6s1j(mi+xJjap4s=XO1!AkkKi$6ZTYxgm
zzxgXtumT376G?f~_Z08oTn~=N*IM9J7~pC|TKy;WTgWL*9uyWKMx#ae?OhQ|^_{zS
zTmSx*^YP>l!7L7nrDHQ{*8d;B!}!u)ycc*`l<XdBbDt7}C;g2JNO?{Br&dJ-H6-7!
zP-LsTKUC8A{0n}lG9C42#sei;J>icG6z|*+u|GW0!EjBv1s(F2I(gy_l_)FyiEtKz
zQ@*K*0Ju>owp}E%u^VZq9413VI1`f#NW#(43^#4|1sU_;-XXmj%!tuQ%1*4nmJa<m
z5PY1a1)cXoGpYYkubI!#e4pc4zSq(HcK#AxREF7+9#H^+YC?byD3sWuu3N&NQXP3@
z^T!(r({Lm%*z(nOCtB)>J7K<n`g_8{%S(U|gxKMRPBaWv2Dn#{!|VM`N5FqCwpBh<
zh;|~5ix6R;`)jJy5W|l`z&a7hxZ->=+9nb^OB=`UsJX}g9N~N@7?8jt{Q9s2w+w`P
zK30Ea*K6#d^tNGm_(xJZd7|vHni|!ufC;8?|K@z;gqxyJ2%RTFaIl!4=GewTVGeui
zzs5@ia+a1C2}evGw`i|?sJ`XBN(*}M@3BvK_-EvVy!~42J3t)+?>1bd2+l@5ZuZax
z<|Ndl*%vvf&<+cYZjtOkeeN4HMYAy@Y+BCh23j1%)kaV+X&!F!YYiJooDB;_W;Z*%
z=)9(@h@=j5ls|9DW%T>BN-fNm)U`GE68GQkbV6&m6SI*o1oP~@ebX%u{dliJ9<}w;
z#iI{?H%>oWU%f{xeUb*x^~A?$mUfJ0YHGp;nYlpyM6Xl_M<<9N9OftbMCfR9opq-X
z5EiRT3>}R`L`TDG8j&i}2EH<kzdii$uY3D*H{gy$=FP&!#4J-s;>`wgJLUu4Jyd13
zV&(-rCCUOTTpvD_8@-zk)zP2&Wo`je6Cg)KAemP0>1>AkMYcAatz2AT3uWfqL@Leb
zK}=<6G5c!R(8ho;Si>`T{Wd+@Vy*Zcd&5LyCDWo0?l4qfGt%ufrCv-4QK;+nUC=5D
zR==&uT{s=6fn3^v4<LL;?iVdEEhiS3DLk3wzc4eSVv8E7X}**mMOxF(n_%Cn6@BOX
zup5R5aXL&abuYUF;3i0ol+4Yq2`Ie{M9jV*2@$SOJzF}G#(NJa$z@;wR?NR-@nD0d
z?YxmO3*5|}dW(R>&sx}Z?jmBmNgca#*({(ZQ-|>7g3tDg=(>m9*-$c@>myj<X&!J;
z(U<*tK?75RnUz(vYPfsN*^%T|S52rOtdSl-T6BNJ!%-Wj8gev3#+WZX<H2hf@0~qP
zJ@I<xhZQ0_Sg6jev_}lD^y^4qr!GB1;f<q%qTWviEjwu;QJY`0J%NPpX{N2GyT{GD
z22Nj_I%?rQJUE@>-X|j5van=daK;yzv+O%fl``t@5+mPwGc#7gH4HvF46&oaad^HZ
zm!U>LWMAC246Fo)ucVaRVuG~tqPVaB_MP5H<T%gwf8FJJ1@Z2;1I2y~e(ApazO-Uj
z?Zx9HruP!eJ@M~)^fER**I&Vxj;tk#<WHx3=@K06B|d5n)z?~?+C`qYGe&OL5QG|}
zv2UkBCr7`!E+;1yUPXF2Re4SEc({`{1W^cDe}d=!aU{-)ZZ<3+GAMnRh%jdst9R`5
zO6=YR(Tl04sJ_dv@Um}<U{fNr-N3vtisCay@a2x{1NYki|EX;3G8+T`3UE^M+e;NN
zo}x?gV9MLL2f>=|_*4!gBimWPlqqMYS9<MT(~wV%M0)P`1~6rVmH0YBsf!hQ5OwUV
zfE<F%Bs+HOHPFV(I&d`rqh3k9x_1j~18i1SRx7~6$dIZ(&1Yn@U7*nfz-Yn0{vd`J
zzq58!d#1$kx@GE&$|Bm;#o>(s*c{VsEh7ZKnZj&nxYU4HS4W5AL0^s*+JPcIK7Llf
zV?#VCBSR6?OB_SiU44Bn0R1SuZ8iYKGw3bcLI-SdF;rpj$ZA0k@hz3VWG`D^D^l0J
zlNs`5c}YoOW0OI8aKdqi53ol6YH7CjyBZH-j;zPVqPN_Mfp7m70*2yB9;WWRz(NP@
zmKmDaH!5i1bR0OoGDjM-vbdekR)ti!EJVC|b=29|CPepdi?O&(=f6Tc_=_EY;gQjQ
zh@0<UBEV4*5hs_|*0j1%K@a}l4rA2wyf$gf4KPOjt@v&pPyX+HtEs6e_JJQ3t67xg
zW>c%HY!jj25Zu%tU_V^0wU_Ptdq3l6XGcd-*Xf%7B=y>G<QRh)xEwm8kqM+T$^s*D
zM$NcS9s*$Gdr1OMLH(&<qkF$LO=IDQw!`_4otHKk{?CzLY_2|_e2SDYD~SsLIaEY|
z9rni*YWew>A@FPJsQHN;AAFt>BV$F-c-Mda3?slgDiag04I}+&@MP?SGXo5j3^BGM
zHvR8?PQCE+%k1-0P6R|hr!2SNm{gPJlexUC=2COCZS2PPugO}TX<1pC?vw7zl8?u!
zE&pBIUF=Q`wMK7Ngo{X@u`EO=`qh{Z`Id#7UbODX_s{22+vYouSU$591h!RZzESOe
z`HHjXzE~{#(AD3#Tl}x_-v24@qI6sGdry>J9XWG9o8>8;B6g}n&regL+xZ_B)&+Y>
zc5n=Xmb)iJNcnCw-It$nZjf5ajan${IeB7?XG0|*I-9On{1L;~aPhj$97lF4bYL*6
zJnBaB7K8`Pfr`C8XJ51DqF4SXy^8qL%(&nAD24Ohn!)69lh))Tl5dacJ{b>|ORgn-
z=HINvgVVbpXl%r`m-Gx@Q4?<gctb05Fk#15k8xO87PJUPhlazHPrraZP3bmX9O)2M
zYSXaGf&H5|tZL0Qr<+y~&<)LFW8XdJipKL}(WC@5_iWWUfM86{7u(Wb@v*=2QL|Ur
zzXGwwN;q~e*)G|uH;zJ`%gwdlKH+%iLV4g<tzkz}N|awnl+@Gg#J(jkNk`uZJiTnv
zBSj><bR5dYLY#1j$T{i>j((R&pFD#hhCa4-+?{yC0{!Bds9SRHLx)_)FMoXp5sSx{
zOfHv<0)RE8I1%2~nl<-<^`kFA4{il8`Fx2lK3oA0nE`cAGL!)chGOjb!Vi4hkb|&0
z7r%W~!Sso1?H%Y}U7ntHv66e<t1)$+K0=xxk;%F8mQWvQkKvc4kckJJ7bpI*%t<Lv
zOb8S0eBhJ#m-iFAwJEAAzb6HTxY4(>xPhl9rh500SGMa4(~Rkehk3Bnlj!-2WAU{%
zxRh=OL-kRAl^Qyv%(_nz@WwcJo@cR^&68*xLuaq)dG_9YiuuhaQqITvKTm?hTx5(f
za_W!%xE9cuFek9i%nAT8!9ih9q!j<vxzm#%0B22rjQnRfX)2Y5pl~VjR0;6^-tR=5
z0*6NyMU7&fP5PGM;XYdd>Z`AWh>Gd;y<v7xhQSfZbpyIci%$!$(=I@6NnPPmGk3-*
zS48ez47ndQA5jo@*g2*#5X1gT0*d~qF-mb@ep!67g<^2$(Pe$7p`DxZ;DKApX@x36
z$Hz|kVJ$=VVJr7fp(y0%FNajiK)+~FWV^#OJ_LYu!q0lFpx;?9)<A(Y_3Ik{gdMW@
zV@(F^gZfmZuEaO7G!m3iZNGbk&Trdwe!5aJu$;_>yjl90C}63yTjN-$>w0SDHqK;P
zaSzeJ#ZbY;X!x2}ML685e!}dL`twp2<i{s#C*VRvLFEugey3X-6pf6@=yEQo&Ry?k
z4{5LlcCYrt)ZkJmPr5cDJxV}Dfcso?7TDRYv9H@obJn+3`85zsWfCM#2fKE_SyyA`
zl?0|C?!{M73o(NmYZXDk#0(UxeLwSY-!MP*=3nne5JI9{bOnm6wM|NP@e!PhLCDWD
zF%jq_u>;WjKUgF-fQ>6S)gv9qu}+KImUrKLxHRe<xuc})zoWc8bQ(TG0FW36loLVR
z`dH}~V+?Wm53k3_F%0pTN>xU5gVNi+W$W1LiABOeyiH5$FV-IPWI+yF3{wxipL<}@
zTz5Kr>wRtsP67FtUvrJGBIUlB3(jT3;jh<nTfx0kzk|ELa<a~BJ58EBbvh2I@PT(l
zXdU1|+E4A~Y>}@YLV|}cva8v*8CUHEotfVbBgcE3RH060hQ6g8>09QDgHZ?kwmmaP
zC|o7E>EYz;xOG=c{@fDY`Ot+4BQu505u1EZ07vFM>?wHpj%U>T#jx`NM;rUvG#1}R
zVcy>zV>c;i0D>8zlBcoVd0yZBIjeuthx)n`l-jsR9c>oZUHeFJ-=2V$2znYb$GbTI
z_trCo+!moSeN}8bf8^;F5nX<ETQJhU;MDuRu=f3S&BjOfDOxM%4N026Z@E<_ja(y?
zLjcYxNU}xIoA}q1yhhQ#M|Y4m!x^z_0}c0$^NtdBW@0OLlC?jyyZRHNik~=lj?lDb
zS>k9(E$1ob?IwxJpa{*b0-?CF$nlR@{Pmki9NGs5tZr`D4O53SJXzK_>fuKU$B_$A
z2`QI{LeZg^Rgk<}empbfwu+WQ>duA~l@1aoxDqiL#kN5t22&P)z5dI!oxq;bnr(UX
zTfr-;h{>8<KV@!G-hr8!;@A%cP9~q4AQJlc;}($Uj7=)fxr6i~mAl<WLZhR#{U%#8
zjVz5MxX0;+NJ$KZ3ZWR!L}o0iv!g@go69drCU{GE9hNHj@#AlOc_PpF+VJlC2$qL(
z@7A*}{`yLc{Nfd1VM6Q5g<Jnf9RW&>`^sV*cP!)(OGL+{`q(;O)RRYP_bEAOy?d?M
z)3!fkO2!GPT4+q{*Me0tep(j{U~5EIUWP`eif?&{B<xm6X<a)#zcjp?n^5xn@FoP5
zbyA~AyGpiX(&JW+G>$@W1G@(C|CKMfer-Rj=vVvhZ09mGv%yjrr37io3joLsePipn
zQfm}(lI9{{36LP3<Ca|CY_`MU9HsJ9NM<5#oA{@SEpUf=`^_4@G}<%dT(g?XGu#&`
z>koKg$@~P5t*k~}Ft&$VV1&$7zU5y(Z{M&0M*=8BxAdH=IQJixtx+Y2&7|Cd$y|4o
zmIAmC{I5KDHe@Vz=>{T~R<1jx7zi^3OulbkG_eXEykjb>9q{2icXUvtW6Pz5{>nEO
zzd<7?cg~uPlUwcpWGdj!u=Xo)I8nFWU*cHB1ItghKzqUp3Ewi5bz0We!@UpDF}%}#
zfySA_v`|Q`*Wk8Mrs}&VQ?v;uFHx&APvNnaLR9R|@qQG0MRqw^S;}>Fbss)`dhMhb
z`vH_7FK_P-5Al+w%3+SVf;bPc@x(@Tt-g!)h7xy>JcM|mxV_Gc-1Vv#ZxC%Tt5uS9
zZX^1pokXLNvVX#_B^vI4aN=(gm0PcmGhTomj#Z#phsJlrD4w#dBE2Q$mCUd2Zy2TD
zXo=j^GJK|))I{~WS2&}i_2QMisw!;F_p@^OBJXwbIK`c{Ev_5ZA#vi)cM|3ho>NY6
zf6z2r9Nb}2bGBPyzrwU;_7Jv;=o7r1rw6PDI<M=M7s}B1Kz1Q?Q^GpsQ|axqZ%*;n
zd-$bSnQNe~vmTT3WS<V6pjbGS`rO}6>Xb7H(yE!8vk_Xg7scK^A5Liz`9No15SYoz
z#C-eF)KPbRGPHJ$Qdcye@J#E5#7fV!_OsmR)F7pRu*k!5ZT<KoXGb`cgA3<+SIgW-
z#F59=5lTwJq$TG|u?9*O|AF|<N_P%3q5#JV+U9+4rCAZCW8XH4x^rPEyCtF#x7y<-
zA*&9-QZZ3^Rh0!c>YW?nUTP0r;aN#f(#-!j3V?w$Kv(?>gSFANJ(o>7MP;9*MKZ0^
zE>@_dVfX7`PDIIB0dlUXsv^CWnj%uX$pGKvRz&iFsiE;@N8qcR9hAVPOYE0wjA%~)
zt+N-Bb%@xh&G!;#GO`%G7W)i^j2l#bJPAkyNAO98GR2Y3w|+~wg{>9LE9IW#2Qv4r
zdTX99v$T2I9VqSEihG9;KEq!=Gz$YW_f#U^x2YHB*IQpCZ(HKX(^!;)3m&fdxIdWk
z+0o?b517P0slrb<1Xv5^CWwrx&59$Br-lYO!stlR))Q08>TdUgQRwT^yWcogwNBcP
z!<CP7UYD?##7oat?QKmPfCoMPBZWr3fq?WKUUZDv7Nu1A)Iulnq>+?zr?mzUmyR_q
zW(4)w9EE=st=+0X=V)fRbQvCRK1tL%treNpbmyj4Rmw7c;$jS~VGW6CDR{vP&W+A+
zR(Xr#RXUKDT3^6%07jT_q4f-|f7rhxu(8YJh}eHdqH*RX2L9q^Z+Q)PmO5p+<|Q)M
zq0TUe+f|kKY}Bd(rfo@8Is63K_=GiBH6F1dAnCYz-CA%p!F|rA>_@iqN=q<@lH#MV
zp1`T%)phTpwfB{UoJtId^~cXo^MSRETM)yc_~`OR0o%;vmCJ7rV@@Jn;_>4q9g!7G
z0KdzRU5=R1Nt1p05r_^ueF<rl%RSv|&x;K;MlUM4;M-E^oWST1?_FRqpXRjvp0>=!
zG)b9}Hkr4gJU*<1vK1jb^o&$_ngdAiuXEpi4%NKx)TmoF_TxMoOU?C8AIJ3F$x0^2
zeg93yDwKa_@j~6JyL#oxGEwu~VN2bsACrnd@0UQ5ZDkH@03($S_x8U<mRgTs-FYSA
zoIXE21O#zrKsH-<Cc-#^VRapZ>-Y~JKc?fTptVCX!`-0S=T=s}%_oq+{K?j$qjS#X
zvQu_)Wxhd=80ESg|E&8dzEx{bIHZ1OHRn1QQ5aSbMv4QK7niTQeX>_MzXFYKRsHT%
zXzF@omz}s?^-i1F)@p3JRL-W;$I4sX{Qrcq0SyKYnyuBDHi%@K!@eC57@e>SzM!&|
zA;Bobf(@H|+Vt(K*Z^}B?L61Jd|{mT75aEgNsd94E!7+~yYaANhGfa363Ifdk~jmm
z!J4QRb9jEuCpygb=jRkOrDsmt77kz!;%IfsT#WOxTDhaLNfkdPrn?WGCSkXfw!O_K
z#=;{n&mr%BpQ^tB*Nqcd`^o?K;x?eC`G5-kseA~F{V>f~{v!pA@03`QoLv{RXunOG
zwh!sY`M!4$??j;CT5{!e#V+FN-riN4o4<CK6{HTWTJ+iu7;Ca^c$I5aD|M9^pBbBE
z<M<V*Nll65W0C{jr?xh=buSDGS2My>i?uLKef_kiqP$O;O~)mT)NixXRWAB<A@o4!
zn0k%1EJ_vfFmSGS4iFo1JZ55O_%6$^LL0zEP7Rf^e>(!)&l`j?)<=CoZGzih%-cQv
z!54|PdNPDDJXg$m<4~)TPH^N$334pu(Kdmj*b^74NAJ8>J^aX^(eKbrFa<r|+_{-o
zQ}TS%T`4c2M7-QTw<MMGIQsY6aWyKcBH3rretxrSb$k5nUr2tZuZs4ymyU>zs_XBW
zXWJJ#-G6zEK4vgogm##5O-0x_rs$<S8Y?1nOUpL-T#4UPs^83hS+ZK{Bc}64N^b8+
zP_kG}9_nrRw7Ra@TX7w=&H>T}IYivt+^;bhd4Rx5O?Vins;NP)os^2v22u>wRnPP$
z&17EKY7UuE{^}P1{Jgz|H#cfx&s^EdIA292oPo4$Ds}ip0c0r6&SwA(N=SY53#*=x
zR>T{QoFAk!JhVquf6cQg9J)1{CW9D_o=wV{%P9MEy7_(`J3V(LN2&eZC${@`ADqh$
zd^twT<wo%TOHnz<%E@IfoC$vu^n&{~Xzs#?DsB+dGBEIfWg#Nk70)MbU}wMXU@#gB
zo?gc`6%6=5A^@ch^fcGIUmoH4=uY7PkVo%ibzs_-(SpGIan`zfmlN_PC(oY!@o5HR
z&@bR<z=SYx1)ky4_FOq9@nmcT)_(O*d$R)!Yu~4hr=&l3hXBN~1$3WAYVYk`2ae;b
z7ajmW=pQm=Q+~8z4$;A1orWM=3fK*a#sX3;?(pGBN{f!TkNeW#q5c6wk-^vGuz{ga
zIbKqa5%!mfEmf}KVO?1`xHy_&*_Zt?7oeY*9i@2nh)nNBL#{m*dgH-xlI}8YB%Yg0
zD%?|?^$Id4azY!USNE5xw!pv44ru~wsxc64^fozxV(4!W37zQUj;aOQ6~h9vmOFiW
z>m@Z>sX4XNW3Yy*qNAe@?}o4={$TFsTDzW?H?VO$Wk)cRGY%c;!vyFkxTgNc_Q?1C
z+`4%(U?FQ59W`c1aDf1&b`9U%x=&J*O`*s#4H$vmS(RMu&##|tbR-97PM-L_bz7N0
zOFk0v&@pg$AqV+<8JWk(L`y~CM#u}<7b8G7KpZP?oM4IB6wE4IXPF9zS|BFz_qu>g
z=ff6QOENLk%aF}Yw>Q6mzrf1EQeQCDBenz}`m)Io32Zr%6d69;JvN2Mi{i_Ms|lmq
zIM?HzxUma;kh*!Du92$f<5MkrAjKHg>1o;l&=lFB7MDgB49n@dw4Ed)R<i(*x4)Y3
zyBVT{w1tr{P;G<g4l5)nRv^;T3d`KEl^+1}*go_b*|Xse<K8JiGe#}oN;2C*rMJ_N
z-8Sum#Cg(~jSJ%PgHN-N1$1o)ijhkvNAm?)wcrD20c)PE=4523JCphR92=#Q-js2U
z+nv>^Iq8>IR)#D@LEhWW6nq`^fgouMFowcMWkc6|e58E}aESR~Ey*&ovT`UYF3uXc
zGHoI`)QS;fzBXS()MDu*B@Qw{HfyG(FTgF;wGKJjeg8S1RrF{-FMu)HqHgKvUiIA^
z_gilRBzAFWsVEK=DrHfV^Wj6o^vukCPgpp_b63&(Q)dNFrgpY^350KqOA@-WJ&ERK
zXU!mdm_d$vOqSx{zO^zH#fz?>pF956JxkWrk5Px7A=R9YqiF{)li2XU%V#dV6bWLK
zx@+V%en@`dV9e%uzx^R(*+3<5ino@V&YKT@vTDb*tS=5{Qg(iE^nNOvX8Qe9jbO*l
zNJGj5(D=PMo(jtX&-a{~DgC{M$8A4;{D|U-mZ)8R$InQC?r>{3JyXkcB7cAgLgHl*
zF-#U#G8H8Yk$>L)dw1q)CJH^77lju^7C3-G>lV0RK(|SE-h@Q^MVP6Jp<Dz``F`nj
zO<5LkWVEqpim8Pan3@csWfeo^M63@yQxHIePg&$7Ov2MqW~eMS7dz&e-|w$cjUn67
zc)_x|KsWh8mq@%9zFJ(c4K77|cLtnL=3tnbZDKv#EcoD?7Cf8`yp|iSIp}x$9~~?i
zIY`gIknMAAdTNRRkRMHrje5lf<@HSa(mV5lTks8lC6k|L8^4}>DQu#U!jHoE1D{g-
z9tZug5sdq<xUfl+&}Jstm-G(9AkXzUw6)|TTQPgc-H_FPRV=xcD~e@nz4|@eBzObN
z26K&I_N9F&;!=IE5=k3sLsdi#)3LyB&RAyU@okx0f$$i&p)kXEH2JF<_{!d{-dU6o
z3MLV20zAkiw1~ZS6$^$;O0!@2<?80RY{;|3W7(-!>S&7quZ@{E=@&eSD$>91i77|F
zC7-i7^@OKJFkg((lVnw*yR7ki%HS4Ii+iqUgiNfXAM;y~qA7k(i2~aq_Ns67Ade@A
z$&}==J_GZC9m3#n%a0@fLM!<6T0@N5D|*tcVn+RdALsH`#$uG3WT{TMsMfNZWM%P3
ze}|i8t}0$PMvwxv549D9-`3{(+NjkenQGu0ceaQGY;Mgth7}?G%OqFN<rgvvG)=D~
zo0ecVh1NCyONx1046Ef4s8vkVi$LD;o552UZ9$td{%VnB*GHz#N+laCy|o%@QszpE
ziUnIh{<gZOouzwkjoFH<BRjhr7Q~vaC6yggC7Cox@Yzncg+|O;F$h^;1n+DKfB%sh
zTrk$+ELnvB6}JVa7yP^AThi0pd$-E+?k1dLoPip`tXNMsSuCI9)rTFT)^lKHO0k7<
zOq;Jb%6)0LqGWhUWhl2o@@LKBn=pi#i;XN@Lo71P%&riN_?uV@|A{d5{{{^s|62sy
z0RP+nU7r5_y$qQ8@QHqm1;!ijK>~Agb72Ek%+|^9w&lD58{y0|PyN$UcR+SBgWVAs
zKk2Smh6SAyQsk}t2^DDoN0!kQ=A>jK1>+coWH_t$*7cG7uL$r|JJ*N@q=5Ele*@4s
znVCt`b8@2Kp@p~;k&+6rJJ<v?vpF2Qa3cH}B7z`9)AaOPNK~8aL>V`D$xn#MKmi7}
z*K5Ih^|ZB6!De=V)WQE>FIu`#jKd=VPY_iUA3n@O9<|WO<6+Yzs#*^3h^#S4Lq~Dz
zC3)<QxJ^=!QBcsRsi`^d1JW}Lrp{5wXZ^peB>J}p;{V@m%Lq@nH2OEGV;5Sc-c+*&
R7Ecr1x}hqUbKT_W{{fn$?^XZ+

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/chaffinch_synthesised.csv b/modelling/data/abingdon-all/resident/chaffinch_synthesised.csv
new file mode 100644
index 0000000..aac5f89
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/chaffinch_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,25,0.3006778,30.701926429095337
+2,43,0.3140408,32.066409749353774
+3,46,0.3348183,34.18798066805987
+4,59,0.4596227,46.931640182754286
+5,65,0.7080746,72.30082924482988
+6,74,0.7468122,76.25628902682817
+7,12,0.27718665,28.303267269573606
+8,1,0.001306914313,0.13344778725551962
+9,4,0.003595319657,0.3671146975210484
+10,13,0.04200192,4.288776416884612
+11,17,0.06017594,6.1445084495152456
+12,12,0.16865760999999999,17.221469406544326
diff --git a/modelling/data/abingdon-all/resident/chaffinch_synthesised.png b/modelling/data/abingdon-all/resident/chaffinch_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..3705c96aae2afc43e4f7dbb77d847d87890f36e0
GIT binary patch
literal 79995
zcmdSBg;!MT8$SvPDu^H;jdTb|N=Sn=NS8Fo&<)ZhsDOaPAl(f^$IvO#AR(PfNOul-
z-#LEI`Q5wjx_`jkYq@kGdoz3Q_kEsEJ$zPCl6izliiv`P@<>irQVj(KT^a@D&hCSI
z;45zn2W-J#0`H{Wyi<2Df9G!EY=)v}^3KuL;hnA3TPim*XBR66`xk7S9BeP2Q(3-y
z=jbB9&TjYLcd$7)Td=q5x&8oG!Elt-aX~>L!bAQ+wMZXTLqSDBk&_hH@JQL7zwe=L
zHhX{H|BPa|a+a$<4Sl*V>h~*L)Y@NZWm~SkY?8hwu9<aC)PeZl16m&RJpS6u$6CZn
zhB@EZ>prjS#Wj<YV>Of0d+Tmc4|Q>d3VHtMwQ^bW+wGPqo7@tY{P$Rq@-di4q51d7
zYUpZvhWqc~`ShOj=aBy$JzE?c^8cPDX&4-!`tM0JhXPpPc>kUhJ!xY6_1}|1ny~L?
z|98@gD={(se`l3-{QvJqZ8moV<8*X)%NVTiRxI|8h7z!Zr$=ABT_4VbHM2ME-`TvY
zeOhrG-Bfz4<GZ|R`g6Q&Z+GtZlrG$wfUWh)ncI5ofuElrOxUzL0zUO;(#XGa|98ho
zhWOp{iwl??h2ObJttSqFRd))xzog`f?hTutFL+>22npX#6zjYxH%6^-Sd93YuT0Cq
z@pv$qulo~`VaQflD@8}pBU5G761`gcry|$K>Q_fYqA#6S9)yO4jnp}ra$Aj}%{RJt
zOA#4-3}bI0J~%kAui~q2`@PZ|GXm3O(dG+o+CF#DPE1VnSW9&uv%`pzl9B01CLkdA
z4X)nx?bE{wtDg)f?phILL669?T-JVUI&6R8TL_sb(d$SpHfYpB7gA7A(4^vIV30<a
zp+|us4!S8h{jNM*^>)L)e9>$l>FJRrs!0h6*?fpxR6V(I&vgQ4?Hd)*QMnJzq+7o4
z%r|Nq(5X0X<i@`}-Jaf5z>TijIPnrX?4eB%@ojKQ^}&cY4n=#sa{kr$+d$$APODKm
zAH-_BeHDJ5QYx&Jo~$qCPBsPx26z`AFr7Ubk|_K~Wk$6}Eg+cT*6EKBBW+s7+}zw6
zC#j5=JGG0BXY=mMQx&FNuHxe2o6YG$o_LH(DQ%Tz{bP~O-RE72M6UKF>K<a)E2z91
z&Jbs2(YRAj(0tHEwt10cQ`)X=<eR$?&+jJ^5>miSF0U*p$#!&owzyo`&!%p4p;v7g
zFeGw`WigZ{rKJ_uM>Ah#5!rWqaCWAx!*+dn)?KKcU)SBUvEX-UXR5LZD=PiAIbJl*
z`K&uzpHj%<ak~EvKU@6@UTm}^T=@?9VMoth9HCza^9Dbcl`mv3<S)Wu`3{RMU6j9t
zM#4#6jB(P7tM+o={Q7_s6&IHmQ3PI4AtkkTss887y;h^^lIuUo4!@M#wx=>n%NlnD
zio{iq?C4MoIiE3~BdBPyU>v4k%j&-hOoK8pCsNHfxOR-@DrjDFxI7hf(?I<YO)Ims
zSya|_bA9R5@rdu&km&7-A#J|-mSQrm;(T1&Pw)kOD>4#8W+Hy`hnSdCm*1Bo=hD7H
zqB1g+^3~0V>6W>enfu-*zkiRSSt-q?EOdaj+qfrE7jt#x<NB0>!Z6zolnh&wE>L{x
zzgG>36txWWIJVTgtZ89}CdCx1O&iLhoSZHCmmSuttEp-Hk=55v@$w@v^coUAdxJ$=
zEL*8%_RJ=p&EPR1VIBn|kCOM<ZpnnhRC)U!(_CS$kII#Xt4?Z{uUkI)9goPsf@Tp6
zaZF51?RpN)pG15w3Vx@}e8hsT($;o=A=6&H6n6ae-ihXZVonwfNhr(pWRW)eN$$&+
zFNy7Ds@uWhi7;q%(?rb4L{ex<aM1shT}VFOD5+h51&&2HcU|gMTSj{|Rm*IS$Rp4_
zm9wS4d`os{DdgJOcKtIzaw5_ht8M7Hup{y6Rd{WGU!Mk9&X=;*8?V^Nm~hc)HX52c
z{QUe~CtOzs6aD*^{DzP>mXQ>~V@}U56*jl7!M=)3Q;u*t!Z6K|&X_QAF0_8rye*1x
zn6x)3xYzV^3a3W)5|U8T6o;i8+u|@&T{x2u9k&ZZi!p1(BIXeD6`>=hP4_IcdnVD5
zD{bt`U<9Sq5J9Zq!@pEZq$&5=_C&4Qlr?Lez*)J(lOb9C76x~ipe78W--M2bC75GM
znW37`T!~kOZPK&-ueXe>Ush&YJ6~DBlJunol~#0noER>}BUq=2Xr;qdNIv}Wy<G6#
zD|AWsDTN5~-*;GOnzr^{LHuxU;ujE4Lpxqcxdp2hhI@Br&EWJTidteH++fj>h14j{
zA2`=)4Z@<MDSbQ9M=mHy^yYlIs};vNdKOQ%8otNUVlk~0!D$snE~v(*RY_&@Lj7d%
z_NI0wT`gZr#FXGe7D4Z#JVu(9)M+p;F0?69DOI2liVh91{&JOidphgj)X!R*0e0x7
z)6AlFqFC>QXZF$ojlcWAS*GXhjKF<?Lqr0fL)wf|rTXd|m0g^zJwIU)G%c+(;{LSZ
zg^ozR-E58Knso0<&A8~R8;YJqOMaZ*<(2c6rBD`)K@%Dp*j+Cgnk)gZ?Kqpu%E}CH
zuoTmTrc1k5R#w(&X=uhw*_w~l!Y;9&3gk@muQu+rys#&tpeV(`z~Ee%EH{z3&QnZg
z7Cr+t_T&*MH;4V&+FE{`ua8go7K37v#)cCDfw(wW?k1~^R)9cqI+rib_R2)PPi=F%
zu}Qcj=WkbHlsE5VlNZ=uUS5(Jxg!o&FTjq1odg5~T!e>XCHo$Id&pj}qg!iVGP&`N
z@QhWbQj+rNQ#)H_F|qd|&z}#}Js%RbnRs3_#NunVz&;v3nm==Sb#uA*<*ZkvTw8H*
za;#9D^+Jf7du)nrhvwR%Og&$Tg!1h8r}9>jP2X3h&5F;TKgV7y>bLq`kGZ)oc;<Ir
z#IfqZPWGD5(wxYqmH+I?MSKRuV{XX_N8~)CMJ|S+%MN1HTj{p(Ge6QvZv)4!(X2m?
zBwbI0#d*%^jK^U?-+!eCw`fPy=e)c{A)bxUE;KZ>a{bJEw?2P#xw5M2MA+-N+#`iN
z=1&=mukqFknroZV>S_&9=M~wo$yhfubab8KD)S#H{DiZ;c1JEBkGr#^!iq)Qet-K!
z7#S;qg^jIMo6KXAce@nE4)fWW5x5zM6yK-{U75>G?Wmp|J)7}V(=#kL4rnPaR}r-y
zd$zpx^GcsOz3K}YpO)86;tPwJx!{Q(BLqVPf4a>zBY$2rEpfX4{zL?Gsi-e1Ytf}7
zBeR*4womrwUGeiaG%9{m@okBm+4t=N`(eEv+*&i%?iN&-V{kd%(`<wj-I^ML4DzL>
zl^oGm<9F?~Y-;4SLEoG`5Lp7?gMqIfe5f3;*kIBTR5+AZvfOc%LhWnZf^&Pl=dbOR
zQd3raOOTU3aAu;bn{-f9;*tSBQyE`d1}{;&c9m!FtX|)~ew8rU_jp{}h-3(T#)6T7
zp=*h})~uf}tlM&{74e76x6y59%+3@0s3m%>!c_#|k+pvy-e!sq?(oe)Jp1x#!=EIZ
zaH9wXdHG^L)L3={05&Ge^lFvn83ULRZ=<84GIrx_Fvb!Z&zHi+edXljE_iGvh(G8_
zNl9I-tU#`j<+0_l*1MmIe1+X`tDn-hCzD27Rh5-v7lDCyuGw3!vL^bkk)Vm>IQoo+
z2ys~8TQBPJCmfSlKI+xO*T|yIdnt9Pb^?%(Uh!g!ZzJbAZF?Q~9AvF^d3kx8d!XHz
zsz3lvLcV3Ly{gVIBC<=flg)8vG4q?w3W0!;q$YNZA67<RDSeMsuSc?FzMPqvo5N5(
zHL=^Erod$PH6MoedY52h(8+TcJQUESy?nJ*6l(YLPWC7xt8Vr1E%?zFOG|HE7Z;kn
zH60BEwN`|+Aj%w5Lg%z)E~~NHn`hh8rb0jHdrHvz>{}3j<Rga$2glvFr&Q-f->s_<
zJcnLC%TfH9r}*NY-lFH))39!N73oWprEW@pZjsXB;@3N(7|a@2gxUneslwhhoFV(u
z7U_kQiXX|-8I{w<hSEiiu8mcrx3&4*Ry_QdJ~NJSvP4FQ9Upzfzz;_yM))KsC@X7k
zt@<4ug*DyBNa*V9)bXK!6)|+DHwRE!rKjMS4<wifP4-;w&NtRJv}zV<UEHVe5ZlS8
z^g9=S`eBsMxv9o(R?F^%<#2|;qj34wMUUk#7e@Zq<4ZD6rq>P|@Ot9Ag#ln2_fqsW
zG75B<@!OfJue#Z5z2#k~bzYVC4aR;N-tE>&`DDPzNW^8-ea2Jk#;-S03r}S-u<-|W
zc+16RQCIiwT)q0<vz;lZU)0dh?e*gAhH|<{$!<)mr?cOLVg6Di->V-Mk;115n~hCP
zLSdA$t1@f|Tv-Yh{}&}AKO!qz?f4h@htr0Fw`nmX`|4j`>aqEU?bR(~FCVcRG*pi+
z)32AHhnP|JFH-TdTdry8#2w9+8Z;Ky=oo58up(xuBV&eA(BN=Wg@x8rA4y3KK_qX<
z5;z-pF+|+@WU5c8O8Q}WkJ;_bwN~qU`M4l78D?lkhR;T{9rHbY_^(W~t8IFt&{a+-
zI-OBkNi_S3uDNQbEiUUiEfHeWp?}_ev80BC!}$I9W$xh2QBF?In>jw8b4R#gOV13A
zPH^R*rnZ4u#SMJY@P&D??4stot8=F?+tE!lX`92A>gVI9JF{D<a$FdLRUcOR3(y|W
z_nd(uO8mjIMs{D10)W>^oo1suO1k^=6GZ;KG(Q7l30`2rZRxBm6z^t3r_FZ4PC>UR
z+KnIjfWX07>LfDazDHP{VJC$bHCA~vK*>(BP<aDD%7}JwN!xn!*+S98qU)rAn`nHK
zQSW+ex18}XAqH_jFOKkW)c9nztKW2mX)tHovh3rcyzX@207|{?$P|S^qgmb4Y_yNn
zm#a-$+5sa+(PG&`N<XR&KYVR2v)bEIxK~Zs1a&c#`h)7y%UgYNahUz8vsjCI%}?)I
z_h(zdX-8^`wl&_HpAoD!=~9DrPRnE008|v59<?H2c*Wt}T$a1pn$1C{%K>O|gT0<g
zm#U`wzuK7}TeI)*knvbUPEy|9m?n9OrG<o~MDhUIQSieI0wH!#U}g1|V->d<GEuVr
zEH4ZX&B2~IKUf~$*=xD{u_RKs#S}p)YVWRBO&X-;pt8xWOM9}P^CwXY|0ijoI-mIf
zadMf<(I8*Z7N}xxO1Ahx&vj+xxjPHDvCwBfnFK8^&z!_>yQ14xq;<>}pDQzVtbfeX
zm)qnU+PFJ`+!v`08yWtKmTF&mp6SEG!(Y!UDOZL2Meqv?3t^Ac!khu$fDvYo-JPqk
zOCIlD^xkXUyvR@YQ{$m!nV3v@VG+^5dZKF=y{v9Mph?Gr$f5iWR)ng$vgkFpk1xyZ
z!)NgQ>QnhtL!0i)>_`#VrYE?8JGl(GO}7BBkFOtT66_#ycC(vvg7TUe`Ge=2x}UCH
z3nlm)(gz&?5~J<uw=n}RI=EU2T^^!P6IEj<E0W!$vQFnrd~X3BaBNMqSDG5ps7`lA
zm8^mJG^I1!RD)}gdb-}}C64Ho@!X#Ck0ROAcsGjTbNAf0CCWB%6LtV~G+&JSn4g56
z==J04z~=pS9CCaNi+vZ06i!=9TIpx%JEBb`He;>*9}e8!8|Og?vYkYfj9A}l`S|z8
zvv+4o1drJzK2w{GA9tEGaMuye@5%Y9o2u`AF@THfN%Ie@%<hroS!+~ofg~tTQOA%!
zK&a6f8Q)%Pu`fTb)f_x6LJwbgSXB~+Mh+JX=D|BI2%TdOc$kSkIl%aB<PNW{SpM5f
z$hQZHzq+(8A%t$!0q8qn)k0;b^z&&q?>=Vl6#>r0Tt_bs`tZeX<b#Tde~I_9K$c;L
z-(#QZ=B)L$5G4aG1d>I^`sSG(RBQmeG~JB~TA2uqz5Id#S;cA-C5EG(fdLKt>o*Ty
zTdiDA(cs61Y`$jJoSz&q%wF2+`7Sndz=H2KEfAN)V-qwtHz(iSc#44fx?Z15F0ZBg
zmp&0H#ZG)6%b*Y~_m-}l4!==@ry>clM$N*a(5$StC(e)ooASf(vAkB*OAiJd_%y0}
zCdpWq;SL^=zGJ}n<@ME7xajLtL3eCdxgYnrdZDk287`IXy!(T{og(1c_c9>uMdF@&
zVn!b!V*4S#zqL4*x2VfuM=b9_#tV^IxLk7aK=e_}Yat%9z9%PlBd>^=_w;7{56|R!
z7Uvp7Y6f~M9JY>3wysMIn{^HP>m@{tA_|I*L~wDZ|B;r)`H!Bf>LsR6B-~fGHB0In
z*srlX>wVt*$A}xk>(smbHRDIM)z7i;YAAxi=-o<x3Oum^F812Zt>$9XVk>J<(uQT&
znpOR~mYZ28N*0>Rimz;3D4J$5pvl>q@S!GUIB%beJZ0ipB9E?HayGfA5%iiafCGbJ
zdj_sB_<)V11ggrYBYdboVP04h50Q{B-vPw!8%(oELrmR#Ic_><wZG{&3=*t0Fc-r<
z21U>^-z$ZjzM~db)eAt+L~k#So+RY)bXfC#y2HcV65%<l8W9hRV6^*Veza_`P<xzy
z91R&a@I4u~zNKeiSOP$+wucQKjD}_8y~E?`a|P(lCSvtvY&d&jy>4Y4^XS5drZU(}
z8M-;$<HC_U4)ANwg5CoQ9Pfy-27!A!^uFwCCZ0nIanDsnLu5fYwW3d8Az~#PO(a>F
zvC(#KO&0A+VY$$}BxC9xMwn~V1`F?rUpAU3af#F8-+;>geFknbUT;uovFeb%EqWA9
z^<yD;{CAJYXyt@njjc|8nS!L`k4~f%H_p#0A=wk}=WRD#DP^GGSjb=`$qY44#uAJd
z`;M<Hlvzo#`tUQFEqEztj&#HpN@Ry;BQlgE!2(*Y(bUm3Tov1os3=}Kwk06UMdtLm
z4(T{7OMDMIf2N)G<^nKLpb*i-&g!keRYmtgz0$|*R+iycAo{~Gm($Jhert|dT)cPD
zYu-SA3P)Aim<2#uYv#0O)?R(u7TV4%QTu5QJj>Q`J61>C#RMD&q@rTbJqi>o)-;I=
zurYl-0LIezr7Ys2_Ud;Bj;KZeI|-NJ(@4>qI)QtTa~Rg|c&ac6R^QrdF1}o}kDeUj
z-Z;=yv%R(Ury6VLN0O03har82@l=aMMn0K$vhk{cE>Mjr-z(J*bBXu;qePPSs&Z=8
zWeXGUS?qHsj2}RxQomlO7iExVdV-*Sb()T*z;j|pIn&1hu)@VBq&^CBfu<IkA+FAs
zBi)3hEBWb7Ws5#oq|KX`!rmvir3=*n)Xw{2gf5ESXvGh)N~F1_&=R6BtkBY9Rqf?c
z6VxN9p3G|(F0l*G$b{5fgZtMCPEM{>=DLC<f1>rxMz`JB7;5k_N-8hsAV7;1d*kd}
zi5c44@(>%F*BmO4TrE?C|4h6kl<sH)XjT<Hq~oPXU4-o<+S9HxiF{A3`|$Q=?^eT6
zlB<(G=5=7w+l%83YfB$jS+Uo5U}}?^BFSnr5=E5Es}EOX!b11jqfe79TqpmmWr8+e
zWV!a1Rd9h6@jI)5u3Xsv#>bT8UhloqH*4yF-+7q&jraV@tP@%gzNg_R1uWp9Rvgs$
zNb8G>EFUJuv@*6{pC(_Z=DZDpxLTt(CO2G(z7Gkp#zD%(8f!U(nY=n5uu9<Ifk1-f
z;y%}b&TMOMVMlD&dD-B;XYX={<O|vq#IokJQ@`cdCei=Z!}Z?y=7tP(3^T6Bh4qY+
zPz<{Emxc9jq9;T!$e-)imFt$#OMK0Z{4tphHPf5i>n9}HWS(wOqt&t$e`f(@KXcZ9
zU`Io$7sDZEtkkk^b0Tf?LQkV#7gl1+(n~iHgr}fY`l1Ji7N~dH*K{#=_)XJ$BZ=`s
zCL(-~)_zX(icABc6`rQeAU5JBTeveMp%^KuJzUvfMqKaXR-#jDZvao%u6zYIE`ki|
z(yl@DP<4(lg2@rK343R`3h^^@N=3A+Iwdm@{#`L^b9qH`)^b}1lxdQVU7n4NjZIy7
ziz#NAj1wbYZpU9@!9y%S9v1mWPLKBhlBvdNj8Al&NtvdvRZQDLKYOd~0PnbY1zeh8
zqx@7K&nK2DoTE&SN#YuIL1QTrQ;s0AV;zROtSN;JaNE$Cst5Y<a5^nX5@1D#%VQ{6
zk;HMS!{JnASnTn-g-eMRY5WddTAjU5t3{Fo-Al*Y;ArAGWj3&ey?(7<xl1>&AI}FW
z9blLqRyn@9kNR?Q=!#}#Cn^S1*xE@qB=`x3_%_rO<%IRAb$-C5lE2C_ko}a`o$`JT
z3O3zT{@{x3o`}l|anw-|?@<HRkjUcN$d$0{FP(^=upjJ=?t8pxMzH?G?sS&p^^p!@
zpX#{8XC!Bb9dWeXaKhtSEp^Qw^Un4~n+K#aB4md%GoFrJ;Urow$a39E<`^M8b&Z|?
ztBqT{=7P~DU;Fsqr@PebUvdj7D0t>tGQJN#^#W^)ZIgw+tf%L`_dgFd?eBvf7rorB
z8XAk|Eu>~75m%G=arLkmD>`mEk={kU#j%Gd%Ap03*Vkakb){yGu~2UE;h?_(k`qoL
ztc$Jz35)}hME6oyA{s9JJ~JxiQ7<jTa#xXW9zxzA4C#5i?CY!-<c66jCf)L+H++=T
zleI9FK_^@dXM7@u{1loLZrT;DT5IHcqG_tARHBs6gVang`{YFB-O|3^;}|N1X13ym
ze5H<87C}IA2V@d8Bo~4Q^w~+&bthsW{&K0x77#+sGv8iEPm&0x9bU?B%sXFgfATGO
zNU&-X2$ji3uofyXwKF98D4aHG#i%W0W5oaf0K=THMkTWAso`;7^sQ}}*bGl|7|l(B
ziWQ$<Y?aw59crpWKeLb|I$z0hh;a=MFe=3im0Z22CTUaK{FX9y;<Mj=zv68tW>_UQ
zo(2?pU(H5iDw+Cu02z}Vb(w`<OO$b*PXv5h<j7Pk$Xh{0y_CLxKP!w)Z8mX|I(Dec
zmNwB%?Q$&TD@qh~8{U)Hqp-NA4C$W%SuZl>;^ux5;dpwWJ-H%8E&AXAzfnIz%cgbA
zD$eB-?V2cJz%sGrun8Jnl<Kl_p9$!uqCNG~6ZKO4YG0FzCm8Mtq$A;&a3s0jp-8n(
z&!?0kNGkaUsLsWhx^nw;j#e43cO&ge)iX2Zl>=uHXf%qmZF0Kc>I<qpg+8@vhs6bt
z1?PMGY>?ZYHAz4Hs8*?05s^}1goTuQn=YwJh+C;2pAIQjnrQqLR&@oHR;yUogb|{z
z{Di1!X!vp&X=t1?KRqPcOy+Z7!{uA1XJ(eCBqz76upcW>y#TtIj&FoSFg8i;B@o7s
zftj}H=HXE%0;Dw$qj&GB{eW=6OUXhcDk|y={)v?Ex?G*T0aK1OtOdx@zx%2C8zDo(
zD)A5Zyo`*D!cJr&$SXXyfuK5e!K9uyHLu-zb5Ydk0>sFJrbq<nq$hw2z&-pqIXN$)
zq8^8>LC;j9k7JJ$YrY)kHi_1=`d$HqOSTu|_fErgA^tcXQFAB)@kgAW6HmHsj>-80
zPTFWB%FeEQ5(ZzUqM~Yh>$}|b<%C7MwD=HFSy_2(Vq((OZ97+2(YFJTMqy1dzf0br
z9gr?_YNEG7&4<$Ld|0g<!U$Q%T(C*Gd+G)cSNp%rYDmpW*OaZVk7Qo}y8&pMBJs<#
zTwJ4BkpRe8oLnc0b~X900Ffb5!%J8%9oMeeEqbzSDhLRnTR==_7G4812qGkEc}<@l
zoRL8l*4=t_*dI%AIqT4>W6L;{?Hd7*^*{37_U7`;%bV(<PsfU`5viLgkuU+JTHEQj
z6*wzbB|FRDldk*UUb`o+g~B2f5!(rrETgwGH%Dh@ll~{;+L|?6x$%aT9=1L{O*1z$
zHf8XwlTKg=jxEyJky%B0Ca-wZ)F=<!)@Zo;6~nG)T8cKbYk;w%^ECTUH*}j8p=ai|
z`&GpE{CDt<NX_;}N2JI_!RVsw&YrieZE+`JQCD=@#jkj?X*GN(xT(gL)~>=Fn1F<9
z_v%^K2sV`MQhlUhKh0%sm4Sn^Y5I?K@)bgBU8SyYFA8!ltCfV69k(3|Zri|&O3v-`
z7?U7nuTso&nqK`F6CWr&-4K&R0R0P1^EO__v)&wb=mC>XtlF&xgBNt5@<*y*k*!Lv
z5~--4Pwpg?x=rn;N~IlL6;ktN#+RmGk8zac9RMz48CRR_xONeCul$R>53oup9;g$&
zjsRDVTICAer5slZ-OpUGxS3<5xE`5JY=!2ORb$xYTqC7qF8r%MgUMe`wl)ua<uL9h
zrs@Ti$miuiHhQ0TtF5V2W&>zH%d9l2M&OA}@`vd}Y_++MPVP{|Y^v}$2J&65s{&$}
zo0Fr_7g8+Cbs_zQRMR4ctyknLmTvD4=o!rmcZE0;P5iExuNVZOwgnEY*IH&y{T5PO
z8uTpkn^E$A%8vaz!(SBAJ|~HUD$?^1n|b%D#k{sAfjv)5hB8^P_kN5UFyS|nt*QM^
z45_QBR-U29Z;-=yU?XuvKdbSBPd)FoYIhlgzHd#ukH06%ar%~vT;II8OqNS!bqYG5
zi16vZv>eUBpz!#G8f&*}=__YJ>0e6qB0_<oeu59m$><umdR6bbrRB=z`ti8);$%y+
zCQ~R~s0^~(SDE5I<c|F{TzP|!KfZVI3F38+MYaI`P0u<?;<!O&-f9YyU6iSkz3Azb
z>86PL9OIvyyjqB4|6-BTa#!I{5xE|;o%K>dB>5IG<Uht6@m07WG<-M;<78zo(`TW&
zwHM0DMvq5_-`o;&%XhjvUsP$o`X>ICawUas?Ir(O4?-t`2ox-35xl3auCz!uU+5Fo
zRy_L+*O>k$&cvVZfHZ((<)!&Q#y@{FL_=OhgG<K7W%RGX4<q>-9Y|Se3%KjCTfY`A
zA^U&(Pi$m8q=8Wv?s={cQ)@P=SU;9GkS(-g;W79paL^;niF71G3W6YN@j&)1l*=e>
zxv+k2)RH3pH+R6dHWD!Mh>W*Dhs7*TE%CEjB`;*62apEXG#v{x@uL}obmCJ^Iy%Y0
zD3-|hX$ItFZTW#|aIv@q+~WjMe-Thmx_|r=M{stb5d3-rbk^@caw`f<1p@Wv!#-d^
zR9KHQe~pWS^*(O7xv*J2<=VEpIzKqy$WPZmIROTNmXW<yseWN#4iqs`>tGb$g1oK2
zhck90R=E7HD$pTbx^8~O^h+9gz%re#c7J<&y6R1hEeSBv^CtXHr!DG^eh5Y<BoqYZ
zD<*Ms-g`rD%p9QUS=`#%+P^^bZ>$2BKUfAkcd^mE3^UYieYl<G8MA=v=Er3FhTfNB
zhA-@9xLvP7gC_fswS=^%fq3^BAl2n~Bfr9`GqL|781Qb|yV=0-cC#bG$ImV`Bh=}=
z7fXEvzRfdtht5>v`J3{#Ue^B;($L=TX|n_zWVpsoZ+o^DXVK^AOQ$a$N-7YcoF?8>
z*v;~~&ckiAdF0fk)Uq{f7h9T@W`G&~zXRS6ejErqB=Fe8B}r~{kvT~2Ei^j;fzsrB
z|M&Vrv*6OwQu(_LHE!D}6}xocU6-0Q^UPd~jg1NT5dC`<New+AH-=2m+I|C{R81!n
z^iVA#Tw>x7U`)e`)fDaROB=8sJ%V58gPyY~z{uFWJGnQS8#aCd?PQiX#mB>go%kVF
z@jpkCqO|nAi_@Jjq;kD6v{Ml<0;&UH?SdBz(m}IV$T$SK01p5f4<_^+On`0nrr8TV
ze<GVIRW_MjS4V7SX0|Uma|taraHgDN-~D{qDeTl*$GA&$_WgP(t<Go;|18XV$<Imo
zfB)&(;nzDj*cov5zV&LoFc(J>6dDMeu1v63&w<tR7<hgYz;<~HU@Nm2^H%Hm(!)8R
z`E^|$9UYa37#SL-HAIAjls7&CMhuKAW^Cg6WFD;aF;~zhijrTM|G$6Y|NG+{23?PK
zb`{uK?DvpnFZ!N6m6w-y?4^$<{*d;EK`Eu66odr|OW`IvNZfGYGlTT$Cf*kP7yl_J
z^?(>_JcLL~NdawH&wqE0-*rA)2FJA-kO%^m64@eUW_-T?R;%juT6Dk&@GoIoz{t{V
z_6MM4vjK<zn+>j86YFDz_?VcO`v8S#&-g7gd2V_QByhr~tpD9SG%ywl65?hMj0l%l
z6}?!e4ZEBuH3+L+^wXQC5cO+vx<=}nrRg3^7)a5o&hO?5VLeggwlhPL9{=xq4%y@b
zTabaC{&z(;g?cU00eZJHqd89SRLFzl-Xqc+2K9!m(ngNA-ybZS+Bfd->LXQ~rM!rz
zf^WZl#31IiO~6bG`uNcpn1%aiXFc_>|E}B=A#+c<lgyzhvr<^*3+X3(Mx|c>Tz&(_
z2`9kzK49%wyLq{^w6r7$y0a~KZLx9#=W<ZD)wCO1-(`@;TGkI(qWY(X|6Q@CUPu64
zjZ19xEjz$?JUNDBTL0TdE0|u*h6YX1O8HfF3}<a%g>C-y0|_2gBKM_{e^Xdl7g@!{
zSR^DQJ-xl+PEMRnnpReY4RI}0XYI%nX8ka*u)uagd;9jSMqpME=f6>|m3!hN)z#b}
zVDxRaUZVUX^D<brCw8q*h=_`)N(XLZqN08sp1%0++u!0ni^?cK!${(`3Iw794^a>w
zGZT~QBq}OusXb=mZ{*olt?Tau2p$W29_9!v_Ij3qWzJ@Y|6dM_jiF=h6Pi?ZR@Se<
z>i6Zf_k!jLz<z-#Uv^GTPI~wWx@{*2?9~f!Y~D0W|1AM4?GPw^NnQaY6c5+4vi$HU
zCFM+CxR?C@ToXb;T!5ovBq_;b;+JOne+!@$L>%Nl`)^tOe<s!DW~Qqw4uBn=0jwrq
zZ=t?=^=i1m)#h~)H-^nbam7Ufke|PGci#`jp)5T*ov>ihDptAX^*n@V^L;9q`0sg2
z+S_c5=2}jcK1GI-0#k?#J*Z0?Hkl=*rI&#D`weu%gZ&O1iTt1S4TX{#L+6bRsK|TN
z7+OiY!#nf}(uaBeWDV71M69S?Y?M{Z!&JK#?EN3h@04&`7Nde(gMZM}7CiYaezU&F
za1a0Td$y`%l-|iAXeN%+X7QOhIcV%H=QL?vn@nhEXvBNBV2e2c>DUwqJNrjR9U$+r
zI(mwydj0Kh_-;Bs2j$H<UHJ)_n0BDp(Iqz9eXT2^byr%)UK=qn4)55Ip1~(^Urjax
z4H9ZM9?16{6P}gG^M7!^dEIrsaFD>2_agA_)h}zXL?6Ynv$1J)tfvFsD?f`xAw(QT
z#4fF-hKCF}y-wgj1^vif&iix0&2JTui=d&YWPc`L(bV@OHlskZ((h+{TZ#?VEIw|u
z9=a5xZw19-sdCwqC*wUA4wLzXI}mSey*fu~Ai8}3sBsx|;F@}ae5F*!+v~F;u}z>E
z7u&zE_(6WWJ5QFGnP~}V2WB0Guvhh{+aWn9^l;2NUXX%oZ*LEYjO-4<r3E~d^3D7W
zfXB!Pp5~7FwBZbGz}(f<74ue_AK1XmA!N9?0qg6QwhK)<^OI#pqRD$Fzzb8K6}ni@
zCfovfw*w%5nzX$~g?)cNX1p_9#kc@$Ti0|RP^Z6v7NXgh`$#S87f>L}5i^o$A%8ck
zfN1X%#p~IYH0aKaM`*LW<cc(%x<=5CS&5qD24g<`9T0QUo`j-Xi})-gffA!?pm1v0
zshbVN1_q>8|1mhYXeI|VIv8&u8hs==|J#Zkpw0#WD1br6XD<n|LLByUFX=!-xjfwg
z4lUpFn%K$c$>!fdWMfhOz!5FK1-7Xsj_Xvp$+KtWHxj?W$_xb-JPBZxbs)Sl3>tdu
z$xMZ*OtDcb1xS#TU%bSa!L-VjHZ%on6{*EVrKA)uO!h?6IsqDp%;?pD1OW5N=O)qV
zT>vJ;K|IU)gHU8O=o9str##V&{|kk};#@{Kd|Cu*eC!IOK%A7#ojG6SQF>W~XY!~f
ztD5!<aJ(Ag64!_FL6niXCm}ZW6JW(Ub9|;<SXUska}MH&8gBV$IP@7z;v>MFZmTme
zG0E)f`MNFFs}W081aW24tHJ7yc-jGA7HgXJW@6uw9HFJWJZ2obQ3T>>%@nw{b=Rk}
zn(x)`<V?sKYo)ob_Qh`U=V-w^-)kGz(qP1ug5(0aGJOcl6Igg-HbA(Czx3G8us#Fm
z12#h)pj3a|%b2dgtQwV^90oiY3Q)3C?4pb}z-EgC2H1Ynwc-lX->hpE%ns3ay6>q6
zxg0dAu=pI3A{nTogHDfa(4w1a?Q-74T6wK)gDrTK<Q&aA3CcuJ15gA;JZn!tR#4(w
zC+PFfcavW_Wnn(Hrn}T&uz{MK;Bmi38u?XKRjL{qAAu#G1$t_1no&@a4a5V0z}C`A
z<<`qxL2kR5F^_aKOZqnEEjlV4PCa$mU+;RNsADHUgkZc<3U2ou<Pi74UV{C;0h>os
zL*wg#2*$qO4Pp%@%r#(G1%#aKg=R94dQ%Nhb%DC-j;r|5D0lS!(_;&)gKwRRgRyTP
z=^qn&$A|P_R6bM~G2L7e*y%ru+tDVHu}kK{RHfF$2`GCA96N(tS0FZ6pCf=*ZJRP}
zXdT&Ceh4C~ONIGq-wfR6a|44XWQA2Q+WMkg3#D|U$Iibd<*8wdRmuszTQ_#P1(??A
z#FL&%5D1{fz+Gw%@-#1iw-uoAgWL%c%M?r&%LZ1dVTx70GAn4ZtpecPbrJZwzt^-q
zp{yGZdtcKZ-W&KELEZ{=4)A>#5YtG$mARyU`WzRR|8-#e((%U6wRtVBmqV$7`S#si
zUAl9Vm1YV>kyhid*oHWh!z7(5^FplgNkeZ%vxq)ku5EpWKrY4@#?SN$aRt3m#Rk=+
zg#<6&NWFR$ICz$YE&>-Th%(t#yCW8u_h-6TSCGzTOiK_nv)%<^@6+PWOJSqd$DVip
zvZ&|)EKeag+0<?RZ)ii_g~a+GdQcTuF+C<+h!N4-tL(tQKQWJVssP|Zw&%<hg5Y-T
z-~l#vIDalf;lMB(NunB#1{>GsktWZhF}IohbAX3TfS2rs?lIWAeNrP^G8|0l_vX<^
zJVv^YuWyNYSW>M7gCFz;Ca<ER5_^X4N&A<zHR*^mI69)2`(u>*Gex<~c@E86mmj5t
zh4l1G-McKx+=w`Tw<_M$+H@hYbj#E9bhmE!LdDs8Rv%xDNQ2=H)Hnz2K~YkoVNowr
z$1;7CB^wV90f^$19TV%YC-FJhPw)1~^89SlM|xA7z!XOsB<CQzmp?-<vHR)u$K%y_
zqi>0HQ377amINuWZN+0Wu~dak{uoI~KW8{S_Kh_s$0!Dqc&a>Z38r<GS3bY|3M~GR
zo@80`-jTsJBL|f9$a{tkcL!3@Y!gj|pOKQISGS_=7wUf~mTy4?eO1YZ7dN^#hI&M;
z>}Pa8>s>vXwxN98GRE0Ou8i1@GA1G`7e#%qja=q^kK=XKD`4!x>*rg1FUM>*550g+
zW0`yD4|E&(Ey$btfd#fmexoi6P*<El+aP<P-ic16pHZo9mgj93((oct`5Rr;Wco{|
zSLg~X=IPjEysyVGVyR$br0`(g&tK8JN))l^#oy34wExqRqx1WPAK6|~oF6Ft8gy&R
z?|8q;es{wL)mP`!7vJ}P<l3Z^QEFN5QHVa6+ZP@#+N2JTJ#N5#;IKX54r2Y-*5tV1
z2hEQXKb?{;3Q~Nb(HA_{<q|b}&^Q1S0gi3cVIK=Du7E!=N0vbh`uP*&ydI5{<pMZM
z6_z73%auaiw2?xApgrh2brN)WrCV89F<-tA6<u69`1I-1n--t?2G*)pn~qT=^aeRb
z<GDH~P#cYNCu865f{OdpYfsz2H8x4pFfiW8=it-0$uWr65!UV0%xaXVCUS28zYfF)
zMo|uhk^rKDy*~o1X#cREUC&k!l=xzus;*34{BfCo64jC`R(<jTv}CX0uOb~vye@~|
zWXwP4$lc+f8gL%PTpgW!AAVPCb8*f8I_^V&f}u;(HIO9Usdv3=Z~y7}#(n*2`pdO0
z-}kSasq=5yWzF+mzvTuVhtSc$3lES0A4ikqYP<khEhLGB&$r&3us0$8Bx|Khn8(L&
z{|sYmkbOiOPcn%E;+a9i3VDUnT%r!mCt7nr6I=)BMAAIAc6E%FJ~Wj|rN9i*#CpRS
zs`eoeGR@R3GlaDijtRs*p8%`Ai26#m#>%zlvJr%vG>zYIy`-0AZdbF(Q%)}hHsjUT
zh5|JQjlkwnH>(e5(yJ9}w3-iJDxiR*9J>~(1(PPS8^cq_T$(}K)xfw*<IwhZoiO$Y
zV3NPFe(;gv4eArK=>@Hz&h9hx83Wq~LA*QEi%^)~&HKl{@;uupl~MItYB-r<aE861
z)Xzwbz11*)_~PA;>X+cEXY|^joa~4<H#_IGgX?({BoqiaHSWmtt{7;V3%+LtKobxf
zpMTEG{3?b)QDgW3<as;aqu#X@xk2(OaYYO&c@^&G&tD5GajC#bQ(u{9`frugB3V6w
z3P^r7&u9gv0!_9Wvph-JILE9SWNRqWeGV~rZKvLY8HQ}Y>zS*LfiGUBfnO~^C!vvM
zBpam>m^;yP0R(dxMw0np(kIX-U^RT!W3q!n?0YAGw^ez(1{6xeyZ|j3NnN=N=|fnq
zS@seGR1XP7yqaH&%DVzvjcwCwvebZLdc)#Jit1!Vg%+1$kJ<l&FKc}zM76T%t9lhr
zY93Q24|%9gRekc9if-oMDbyQt>WUy#J+6aq@5$8=L;T|JheDnO=0l1+T|<8v{%)mF
z&W~&eaVQA!Y9tBuOe?KD`5pXa<Bd1R-Fm6q2RMf^x4fJQQ{5+k^k}hE!FuBgb^$xj
zzo;{MH!id`ZvOlW$v+b^C!NzDf~X46BydX5<e%GQ=<Gj4)5Yd~6zwpkYQF2JB$(s2
zE)_}LcmxqElh__W6>C8wde;_UCZ_$9Ljq`ZqIg$L{%-_bsc8<)|BmC-7cB|>+F#7m
z&BP-vk^e9uwj?V-RXuJ@#Zi1ZyS{AWF=)3)8mCV9KX!L==P#YweZ@?kx?q9%F|YJq
zU#P7E<zvk1hH@d6<F{0KcB$OzLB@Wq)Q^fzQ^ou$u(N$;e;LiBGATfO#t=4f|4aeZ
z6aT$XsYU`i`BlFL3-_h$_$=Qh1V)g=k)g!M&-|RJV+_5K!{H}xn4F;62<F*6#J5G6
z{Gc(STstw9B0tv&kb(z?%-@kCjd;4`!|!hDRNTH#GuW$|eO2g&%?p@Vxcj)h?G2zA
z>pAQbrt_IqvAg}!#Jrn=8LdMU@FwGh_`0P`5qq9&PNXcMD)slNjMp?_b>v9mVF{N%
z=@B$IIUV#$U{DNgMA>(_ex40wvSxh-)6ts1zxI6;FoHc@#Oc~@-y~3~_p~MoN!AOz
z{^B}kUIP-xcQJ)p>m!3|Vq>SL)Q=Q9mS?f~1}=7`l~$j?ejjP-<ZXS*H%WM3n7n6l
z1-BAZinJ{=7hyo&nX}B_Ps1;9>LkHi(1&S&{lr{LIHnO2Xx*`#e1hgP?>>dVAsc12
z4%MwPTD-H-ARThX1L?r-BD^ZEpxmXLD2>pS`-eIT|L;;+)x@$!HZTG&XN&RKU_KtS
zSNJl-)<Hqs1$@_r<Bz@YDWCs5`A)Y;Z*5h#r{&|z@!>Baan}2Lf$6O|6N$$fftkTt
zcRK59YEK@a;9VqJf8yP^bACS7-|~Z%8E(_K+F+P~CSm-pd=J~l@Qq48D@d|~`}rRi
zulf1}CHR(e9CJ{%u%Rpq|GgXSqk!QFqC4Wa6eG0(el2cxwbGL$=oexi&!5oF<v(tw
zj^TV%a&r2Qa>O6__Y-|F#7U9kM1Q4ziz@%H=v<kZ*wQr<yze}_=0QxjbQwrOmB>`=
z$P%2W4L+fMe7oLY{Be;G?j!f>RM(ywd8z2-zprUeE5VMKunc@2`692&sna~U7+vf;
zcV7MaJUaAeIWgV+ty!fB7rl3{qZcd343EDZD;&^m@S6Yp@BDtu*w4^vG0PcJF>R?w
zgKdr-5IMXDcHW%B8T3LriAs@)x8&dS!eUfa)Xeqw*0!>D1=Cl}gac4I>~3A|2ZY}Z
zdaa9mKs0=&M(zIy5!yY%=*2#Fqg!9U8k;+4(>4u=bs(M4mbuX}UW;rSIzx4EMG>LE
zx<cG>^oTvlu>5J?_Dkk{Z|hxU@;jxMr0Xup-S?%=$cMV>aBkcCTlXp+gktXuKM132
zc?`Op(4Gsq#B;T4y+kcKc38<DJlyDb(6;$Y>;I5eTaMfT6b~tH2)tW=kActd3s`(I
zT3Up2gTT1@wY>bHH-@pppw2WIn^L5BhWnl6&KR8ofWBUS?sS*pGYprxHT5o{b)+vq
zmNKMAm{C~w|5H0~T<zZKdvB_TY~J>Fjs<4Rh(=K?1?M;<4NGa0z9j=y;rF%K<-vi`
zeHH6Cf*FqIk3r||iWN>O^3SsX!Busl?XD)pjb}_nDZ-muclEu+@92JvMAvFHeUn)E
zfY{N<pyeqIjQ}Mg!0G6D2ik|u`k)cql6!aMYEgcFnTOpP`W#5TPUMoB-vw$Ta94uC
z@DWnNK3W^<1^{_DUzzfFZ?RQr_5`5KC7|?b+IfSR{^l|KGxNRp*;<E4YKfpRxv24<
zf2+_g(Ua5{6tdT|r@Re##z3w}ylzuG!g3XHQMz+Kj`U9E{Ww(gHJAr3Wrmc)&m1{c
zD2kD&M>hQai~ZxPr!PGihTdM+8M5wg6QpW7YT%Rq3fAs+?Z~E`T}Jkc`m>kVDNJpN
zO?a-i<=9`wu4M;#(4|)u+*Pq3KT)l92nQn2Wd|+nvcvT0Y_(Mkrhq)vF+lTeKxbgx
z6?Ixd`!kUE0jL%6@CuQQ*;;m_QUW3l9$}yhX6593tJwVnMuYweRl8Cx<(dRfco=7W
zMMfX53pu5c40n(wGblofhlh`F9-cv_Khb-f_<JAhc=h+@Es=iw6<gH!JL~j|tw@ck
z<YQ2MuqWNZx<bEJd2Gi&f%~mh*z&|QE6<^eIdZEcSe-BVI-(C-y)J15ehBOnC53@3
z*Q?dNzVDy$S<t1VK*arE$~3Y*$L>Vc(()M?ka^%RTEn`PQbh^tB1Lw?6%o2E^~yJ}
z<?q;A;;Kge8LP&>mYCY+i{AV1-7UR&u+F=%^&!iDTPOh6;o1!MNvz4fJC^;I&PaU?
zGnMKr`$5IT492Q3NA4<={UbiKOrGKw@{$_2ejZoLOm#EB*co@tmOi~UU<RNDi0GIo
z=H}+Q^X6b0045ZUB{(6g1uKsEeE@iU8(^J<n+ZXmJ{9h)aQ?}m$ivDe0*<C;<T%?Q
zIROab6P_)2vm?Wrz-$KkG653y4xUA)r9~ja^XMmmA3ltLVICx)j-4^NNuzU|1C;XQ
z3XdahdpJMM3$wnyeyxO)xqS`D3#1?J<46OTHD=S*-EI0k1os?FM=>|2*&=5`-U81A
zmJab|a-q6TNKbb-5}pT2v$av*%?1eU_no>P*F~L8)Vo+9B_gahB=UY>!pZph;$*F)
z#L94zo1Gm8=`nk?Qd3jQ%FBNP;k)oz;Ph(8Iz*X@U;F`zm?ZFqa(R1?dTn%QyFbo3
zIP@Zs7nmhTQ}Ly{roXHPp#h}+;|OM&!t7T0SDV8?uAqPE4fo=Z<~XrImH8v2+_`Mi
zTQgx;wB#+Ppa2F2=Q1c5eHrOl2QEunjFCn)Zha)HktW5A_EXh^yx#{U>~{ibQ>Poe
z_B7n6({9a(Zl+wnz4h(R!}Zun+Fi#ry3P#YG(oi_!4Dn7>LAKgEL?j$N%h21lyr)J
zs9d!V4?#%3NSbma4GQ<EzsKAm563o1`~-QdaqKz3l?VQ}XZ}DD+^msRu^7#fOW?Ij
z!aSY_I6k%p0fv>vPk{QMxzPfg3Rt(Sm@|kOO*Oi+1846ua$1&**H#5p(Fq6)8P(NK
zz?cV)*YSElny@!%dN!B?BphNwok6{OuK;BgIgJZ+l!CP;ATVYA+;9Y`3=K>*1CZ@|
z>AstiWGrv5K;<}+B?b7d=-6e$>5R>nSp_Qjz%0Dtug2>@93HpH%gOl#T*waLv$^cR
zV9jW%IplE6#U3&w({9G3UhaG8w!PT8m_?a82*NzsnBjd#@*J-Nvq#<W=nU%|Gcnub
zGhVv@TXmexQwd{VuI&V5DVU?I>?k$q85w2JnZa8-C+2siySl#Ci~?zs7WE<aYvV{T
zx&n7ttzYrAx%>l$J+*vU#ho|EFe3U7sLp`w>D|-QqjH&9gCxV6-9Bf#^P1(l595%N
zH|L18bWI~Z;Bb`0n<~#-{!|t%Y%3v8Cf%vf1o~A3W=33WEK-PoDT8k+HdNrMF*DNb
z=ZgDv2$(X6{XG~D9=&zm?yGp#-BzHQtzz`QiYu|HDnOI>)N!6q%+~wfVsR9^!lHw0
zxBpG;eg03mT_*uIEgtJjl5?)AWN7F7B2fkIukM-}zjN8-*B`I?ME!DS*(Twb`3%j`
zhirK6xHCE=1SaQa%>2&r^yDO6<2G1k+K__p7wXIBFJaRD@$@KX;J#tD5*RNd$oQ1d
zz3F0<0;T=@Vz)j3!)zYO88uO=-wv}13hIqB$BLy5I2%PnWR%iH49w82DLhwjn}Cz+
z0o3*bFichG3N3l2lZZzgE2g5E_#T8%9+ra9+gK~c02%6bRt)pz<52~|09C8>YK2mI
zWBNTK+I9{M-riGaVWHWGyqJ1mEEk4m=NVo5TtY$u^JN_vH$%UqYl8!}T5Uf+1B5+)
z`YAJ|3$4H`s2$VfD2{HFY9$uXiChS%Vt=JcPbjDygZOL*m=D&VQh&H9FRBsTq>KTP
z*D6E1>+7p{+bWBK0CXHV)xo#X4+;+~T;)g(PS>G*C!_KUn*S$=3P|QYL|VQx?sy+d
z9yw$6J3R|f`m&9*m30(PPe3}3^hLz#`4;e6Hy>gc>-N8?krL5%kG&P6>MlGkJk`Ag
zq4;qpcAXYya!qb9N(ler!&dD}HQT=?HKUV$C;KnY-<2@$a{V~KyjXDeLzWh~P-@tg
zh)!7kpS|)2p{I89j~`MtsElKl$f;=1!EKG3nwd&`Mp+7fGsC5Mn8Iw1NhKu>l>@WN
z;P198Hx;`Z99GF9TJ!YDAFag2w8fwe(S<2;q0<w)fM_x7_Ydg!Gt}DU?npf$=^z3e
zpvIshnD4!#%b=HNrk|qiXk~$h^B-jtL{WX+42@-Z>V*>>9qj>JhA-l(tO@kf`A{>)
zM0ZjQx86%nAOW!kX1xk@0aM5+eL_5xfu*rzQO^fLtHWDhvX8aoAIruSd#Y&2qNrEu
z58llM@<ALXjl5eP;S&M?#F&9Di=4bA(8tGn_jOxg<9_eTcwp9B;Dr*4`U$}#yj$^x
zxp6`<F$isRnn93X!8`|?2|VrYxHzUFbg54eE9=Y7k>z#@=c}aqQt%oPP@ODCve5mm
zPqg!!epsaY=Jnl?ePjeUO>-Pt&FZzhn4up^foufmYMz~MDP<A&5hEr$GjL`V!+$p&
zEk~0*<yyOZ-@9{Tgr7c_FTuo90ULcv-0d>+h}+#CH<q(K{MQq+&p8^_Jg^T#`|g&1
zHlMzO?68v9Q6>#|IZ%^kuIKuosOiW2UcwuLW_|}oM3qOlt%Zo~LYm3(H{G~oh`#)n
zp-|K}-g0h5@M6Uhwj9I}o1yJFt}2&l$w=VWKd#)Xh);3T`RH^z^s5*kCNQRA*ZVP6
zERPk0$y7TA&EEKQwxve>J{qN9x=SU2=v?$C+nnip>`;iVI|8N$jY>|f_s+oYC{StF
z!AKC4w+4?&oHjtDaNK&!W4KcCsW8Ph{WJ`eYYm-5H8=5~#(t0{lALFBwXv}thiPs$
zynSpaOXUxoV8YqNm~az}pyZgLT(sA4-U*_A2vhW>B~MR#cWP@8lyBOP4qv<F7H8p2
zHBM)49=mLIBX@gxBzF6WFa9r<Dpr2EO9tErI9!nTUpJ1Y+;V)rJuG|y<8Q#|5nQgG
zq@$tPqedkrab^t|1`W2bSiGKf+6uT^YKhi==xEish|CIVc@a@#ieJOVF281WPsqL>
zChcu_$9=aHw)O;CQaDm6L+>)~gZFfYh9u)vU<_&ROpHK2REGu5LqDrpc}qv864W~@
z!R16ht7Z+A|5Jd5m8(@W7RsFucj$%EYt1soFZ$okXMLGL6VWZNpwYu8)FgNo|9j@J
z2~Q(713pF`I{?Pp8zy8=b9r<XwQSC8&Jy?dEMk_mE~MmfWaCO8c>N;KF!H@D22_(T
zH4eJdQ}<`Q3h(R1EYHkW{IBO5)}pW&78yR}UPPhVh?}w1Y>qb4548%5Ip`D(&iI);
z!58u1TbQ<MJH0{jc;D6q;vz%)6}MJy3g-mL(<xp;%Ta<5TU1ED=$Kar-D}~Zc#>C=
zlIAA@>91Xj1+`k&rW`NAD9Sv)jOado`m_Y;0+bEpHTxi(c_a<Z1&M%3&0IhyF44>U
zwIK!X*%PiOi*cb6RjHW*LxpDEef!Qwzvl@Om4j%_?m_B~z;A-s2ku~DVlU9^hzf6?
z@o)`kTWAF3f*`n%VNi4bM?p1ZO*XY!jZLqlTIJ1V`TZK^HSfWsDC5kr-(MRN{BIEX
zq?@cd)rWrc1(qd##k7}QI^7bkl^*Kq>R+mQ6$X_+`1Vfq3`7fB!g8sx**(dd&b)bd
zvdf}V^Dq58!yQ3e_q<!~8FwAI;hL>rG2lwX5~IAlk?!`Zr~XdZ$>iCWZuNM#R~oWn
zB`tnx$o8jUo~OM+x%oZ1E${F%iW(sj@~=GO&kvFmJe_KBN4<Src7qdn_)^BG3R_l8
zxhH&vtJ?5kxOK;Bu2L3OdMmIAHGEYIU93d18ylma3o$*Ul9+*0FP}zH4{&YkkzKI1
z^I%{plxtLq(Hnb+jPi{tJL9S`ss*X_Z?E58F5V)IXp$<lq8Gi&Rpx`?c9mTd7e^c5
zw{j$L8nQu2SX}if{jZ#Otf0*Ssuob=rnppFJ1DKUoRNatp=qRWP%wp8!RYn)U}#C`
zRe8C?q6i$P*i6-i<Xa7wjqs<nj~+<w`9lAK^s%)?oOpkG8+}=Oa%w+ISGK5aC#z9$
z?Ss&oh({f@?x)>F%MFuWD%EdOM+U7Dhpm{3KAU%JoUz~SgYmO)0n2AExO>y_10}^!
zJOQIl#EgnJ$t!!MAbSM^g<iU^CKEb3I<UAb&;4qK>Wfe=>gcL)a(*>~eyrvHi><c|
z%WCVwM(I#OK#(pe=|&o)L;>mUknWNOgOHN$5Tv_9N>RGILqL%3jx*Q8e!ugb>pJ_-
z{;}Q5^{hGPm}87P1`pL93<9ik-<|t6<P7RagK-ufKdhwSmzy77sTVf$u%cq~#tKHu
zsU~d{P<L;XJWG1{8X*MtV;twh8Hb}rnlctwo|5s2*kW}rSs!&BiE*=^c`@{F1a>sX
ztR{Rxsu8yvv$Q?e;LK8cq<SB2y!czlx(1*75xm~(Zj%>9fR8heJ3%=#J4h&z;V_;t
zNNk-}z3N_^L_Nc{E_$0vF;sgRSfMt?MWs#46;k{jmsCh4ooDzh+LDF{p1l&mmzL6j
z8BlBC`@V~%c)T@?9m)CdyD2;n@MMnoD4!_?syr+x&~l_EJd#ZW5dO{)R<=9Mtb%Il
zc>&$(O_%A*=w(Zhs_)VW27tm_iRRYhCFuC)<9MHhZN87%$jFH5X<jTfJH1w-a#q_l
zzv&C|B#f7vIz32A6O~WQTKm$4XX}}HUem^?z0W$-?B3<E&nED$ngrNjaitbh^h^~l
zcPw$Hvenm8Okif92a$LQw#*Ey@D!&dQZTFlC#S2ow`xOU=UwSb-^X9V)GksJ&-O05
zzA1p}hVgmHcp$#hobb)@=q3-X^M$t=-lpI^>+p;!i7GUMgN5%Oic8Cb-&Y!KdC#!{
z<03F5{#$PT6YLDpWG(-7--Qq}FBUH9#!ji_)|JL==c6tGdlgd$I05dEwgo)?j^*PW
zVi~vqqd*@w!vae;Plb3XN!2ri7yc=K;r)b=Z7yam%RMial{lqn88%Twg?ffoLEX91
z&$p-wpAFG#x7&a&&=7d7Se;rIxIe2QEQwlP#2t(I+84bu1q?^>YUDW?X@j4g@R<eL
zC6(xIvi3Z3D?t2*hQ1*?-^XFnkxyBGG~Ea&VRT8+OL=nSw6usc*{Tzv0MjkBkxlY{
z#=)U<<Io85MH+hgqL7ePkdypf2Wq#^0H-!Mi85t;C1wW+;IEV?WFM(Mm6$Z^@Id!<
z1LW?Lf<8%BqCi|40FUrNdYe98d`_kK<B&0rIKv`2YFfOzE}M1WphF>YzJ&Pw>g8re
z4+mBI_qCcFB!8ec8H%|rC!i^_jsD8i`JOa%L>e7!Z>mCq%<GUGz~d6%(`DXYa~A7u
zc39Qu)=;_*rVFcy_Ox)&?`gar#GQ*>p?vmCwj`#rr=^CLiVB|VZJ#2K{90nn&e{=m
zXVP{rU}opTmE^%V&!Ci?7e$oe)qGor;XyjB(f?xNqemNyDB=_0zcu1YNe4H*epp6h
z)ve6$v#8*G-<=*RB>L@%B_K)h$bw)H?kdeRppa2nAE6^9DM|2Sm}4|R#vQRe191ie
z@eeDzZf|9A!qq$_1EVQg6Vj4h<3GB%5{4ga=pwTF@^1|jY??rQJX0L7vA%BJx9a@1
zHvbD;2~w8n`S)t^N>*4l{-xNmO%1^c*FQEh14Ac)S+)T2*`AcXIjHVCc7V87SQjX^
z8CO)^MkP>fDLaFLisCoW^Qx6sGvc;+0VqY)L8DS;eK4bplho{ai)nVx*6T%UnscTY
zPFXmOg)4xgsgfysgdK;Np7$_s{-v>C4zMXOU<}an5RDcWaQ@qOgkr}OO_^?*{;H!i
zR`$zeJnzd#x`D;LS8mAYKx(A%Plg`__%UT&s?)uS7AtS2$$Zw?F!n0$HWs}C>LWou
zFPr?dTw}!O4zJj?0}o#d>+utqEv5~E?Od$C_nE0wvFvF^8SrX2xs3i~Ei#;tcQ`!x
zTUDKv66X?#+|t|yFL;(gnOLVuPfr~3x3^mz>lHsoH~RFjflr?$vaS2h4DuV7zhOor
zpFW@Hb=Ca85Y5*S>ZK1YZTu2n-CgQQ>u*VR6P&u~o%dHGXDet~MzdyF<-&e5X}C*x
zORSH{6?Lz#b;`@^?={Sh?bL?<EI(e9z$8f*MrxWJJ#GuCMa0ye@bGFz9yEc`HXC|<
zqvZH(U)IVouE=tU2)^JH|5QTxrI|*PL0pCCJ*(Cy(5q0e`s(g9;Y+n%7<nb7(eJEp
z+c6^K#^3|mSda--(V1*NG7DL~G0rrEuIHG&PD7TJijOr5>0#4v(v%tiWE36x9nc9o
z6d)1dLzeQn_K#B0o2RZ*RMif|j;CmoVLHwJ)_3gX=3)Vt{=JE-gSN&$QhjdpcOSi>
zfP=srd5m#N=0_G&#KE?pFV1Tge(GxX7Yl+kI3;yBADbmU|BxlQsurLmdluLC#+s&C
z7a?0&P<$knC)$lgd^j<YFmAUvC$-mhTEU8|tA^>p1;A-Ms^2@e8N7`VI&Q!WF7ez*
z;G24P&YYgyig@)V?v1JHZee==!5n@X4v8J{%wH_+j*rxI%#VmXep`9GzU0T)oBHKo
z{)a)uP<1nm6QT#!hyjUQvrJO34Bc5&_dAGzcFKdJwH9}Ap<TNH@^FhNBMykB%+mh1
zf6D=~BI>`TZRM6tLxJ#v$~b$3Piqpt5TE*gUARG}%PW_ZFXg^n;UN$o{;TvOk^cfg
zuC+8_78E_#24)&*!|g@>#=X<_AQwm#e=C=;x5K%qLbt93j9HQuL4H77_Asnx+e(>6
zGjTAQ?zdTvVkxMpymLA&w^qMFK6VN;?dy|%#@a3WIFx-})@pYRS2WTJIw8~6D&bqJ
z?sMIUIz|WC670p<UT=iPXMuN^5!@qH5e`*LDhG?4huSidlIf*@&}#MeG%Jgmr>gFP
z0Wj0ch+f%;_LbB9P`X&l2QFM4C(6fa3aR15Je8N$%F4>ojqzIZ0AJ_|iElxRB?{Dk
zT8TV#CsMY(Fv>6W&gcj0b<0it@5^5u%jbJM^DGDvyM0Y*vm;fC%DEE$8Ei{W;Ht?`
zwt26`!egbxf?n%RDni)8q37*_K-hwij_S9ZoC0f|XQvQ7tabyq{is@rJmkXzsm_n6
z@U{U8`Q9g@*hnAWsZG98@0|k&C1df7vZ#%{C?D<k==V+g%<{rlTbvC8Ka>j>Yn)GT
zq7*zzs^YRlr{sg;b@dGGX(8G20mG}m5C3BRD~Hf0N!BH`fMHNhn*iP;#4rS<m%XEb
zUFla}4GW9>{?6A9V28}$5$?eF*nmu?Sa1Wt*Z}&To*pMxysiiThc><WML#lsF+)=9
z!q_sKwaZ3?wEU27MCGhEs_#Wp<@uwDJTsl*y<uw7!3e7l6C6}s140ko&8%BpEJ#16
zbsmlFw7TVGYn4+iZQ+fQaLh<g%Q)CATE+f$%P;!tiTUQHY0MoEvb*(8LlyEQ06q4y
zR9jgY!C>+7=!2#$0~3?;e{Z8oaR&Z`N;mw7TS#QuUMl@;_eBNoyYXqjKWkM>;|ESc
z5VLB$9|*e+tpZS=JY71MUU6E;%!8xYJD>cfn%AkZ6}dda=B|k()sEnEFcz$Se%v^~
z$e?ZDYHxQ5?{UR3x~g<Jq#4V-Yp07Pr>DPe`xHQee`63{xA_Nm#r*3VaQ?e4s<B@f
zrlixpAqA9RjRS*q!V-mJboi$j*^3ZCFX>xFMY?do$Gq0o%g_I#peJant0NS9^;V}o
zCsq<JJN|rAd1OHVPBocer1sm8h>bBqHvMt@{_HISvFbm*L~|8Li#7sZ?e+ws>^=O}
zdjnJglXr|{?xd$S%(rSQ^nc-ru%!osr#Ao&`@n#-qhm$m$B$#Jt;jW0lwu?rFLpnI
z|2Up^6P=M!hLFW+rStcaKVznc;H0o^1GGrXfsYVA9B`4d$+-eF{IL_j*tbEEG9&c)
zfP$%M05l%?xx52N1LW*;@yx?fY@Xg31dkJz({j4cZN{lUt=w@^u^jMjxrepBNrx-p
z&RCxWkDaWax$U4BfjgA(E;{4+1I>fNWw%QK$~)#qGec59yx>F;?H>~r6#(*S;@1rx
zTVFg`Qo^RIc0b*}YS!pKRd0F0!G`v0VSPN9mrf%&pIz#>Ko*&Ri<qL~Bhb<d&z6aV
zm@5Qlz_LtB52QfEw;(}~#A4{<MDCCrp~-ZViQMfOzZzV+^PLG8!|08AhUeM2oYX5w
zCBXeC{hO>QyS8LderEnuYH~>L_XJdFfa?AvM)b&oYsPwBjsYNy8caHBCq%%BV>DFM
z)C>kXmmevzJL1dFL<v2iW1(tr_S(Ur9FU=t%j!sJphjH3(eaBwMhprO-T8Duce|Xc
z_5PH+(#|j<l_Fc9+Bkeylnal%hW7yZBfP{Nb~+<dE7F_3*+3Ez9dn$=@)m@j%l0;c
z_~?%J>ofCfiibfXUC#aGX^d&ORrHf_$KK%Jxfl%mxTr8(1~iQ0zE;fB=mzo4m5-e1
z5zx1*yTK(S%pY)eYANccIy^o695xIhAQcafnpuF=k2lujz&Qy>tseouCQiui5^zup
zPXK-T2k1e9iaZ>gpJpr_1%U4uagO@eP$b2piegA|JDP=B?Z`~u?K}^7*1G#MX^wiu
z(|}@W;Nk4jGR_VT?#87blC>cF<rc3*$7n8hRa?G==z}S%{F{gyKZHikw#lli55ZmJ
zxHJ&!x3Oyxmj$nHwu^auSNSSV4rCH4J~M10A|iGP)0=zpF|6|r?U-s47DODzNaUUy
zRB{<2WPpsPS~dB4c?+WPiN1uILO&p#k<(CRLO|uAn2{uxVcQM)WSsJwqlOIk<w4=V
z8QEmk{-*~sJoCdfQjePgJUTW?v$YtQpGi1~dF)s9v$yfV4aE^w21VK+;a)bBR!B<P
zb&(;Wxk_Cv?3VDT!$|Lcd<%#oMSCCP;}Zq_SOoT0>+`p1?h8urLy%dWf4*txt2P%v
zPgSS4h2p#**(`$1-9oj{wH76NpGo7Jyit?W8P%}V+7W67;?=#-Jl36HgI$VM9&x4N
z3QMFHJ&0d(1cYlTx;f{GNYSfF4Yd`P9bn|^LND?R4n{o2G+`b6&OQZjRMdgui`og7
z=t2EC|ESXnt61cgaIV)`M$c~*QM*p*Bkg23l<JTlprrn)R=kenzq7Wt9-4kItm(|&
zu4!IvZ(TLLjwgc{q)u!{&xXS4y8s<U@Q?l40gU0YiV}SXhgHVO66x9f)an&M!sh<&
z$YWhzpExN+Zq6x+GJ{dF#kuK0rVm-`Y5ua+6t;~%PN-j8tFd%oGJsX&`^OlY<+R~e
z*|gO@LEK@L_Nn9FN$tUv7fG_NxIMJ%XJ6|Xupq_3us0_sjJu6a-s$l4;Mnm;DG6{6
z!svY#8X!{Fn4be(T&v-U98e-qV|~QDBv-jy8(BuBQ%&B>#Q6Im*o8b4CADaudBZU}
z==sh%Q2FRM7_>_@-dm3JRC)Y<o*HGp`4at0vU&Kcd$B=2);+XZlgCa10+MCJI;L0*
z>q%{A!k*wKCHt~p2}RgNl?BNum-L1Q*-wmA6LL#!(q}`kFeSftEY}8&(noO4i_{}9
zJS%RW07)mHC*I2#tOi9#1DZwyXW_rLm78yx*_*EtEPvgrU7AQD0r+NHeT!{2dtb9T
zoId$1X4DUOR@?0Fn`w$tX~XIt0{jn&i)k+aN6vLl09uRxs6k3QU%Fi;ybZO<&)Fy|
zJ(@Rd3qtt)j&Q;fPoMZsd-m0fv<;$SW7!8SQZzk!Qq7rS2@F=bv^m%}DUhm(thD2&
z|G|Von`ra~;Hg<N71yF-mL6_qnkI%zA5IGMMgh43^r#HgdWb?#gjcd*$K<Q!$KDzB
z44Ncl>6kZbltr0HN>p#BYj$MduYCFD6ts{w47kQ9V0)&}?7ro3M7D@!bJGDfJP~D=
zs`W@(+`r?*i$SWUn&(8wv}PSAUjuyKdAp#_ac1IQdlS`HX{1cCO9r7(a<xj1o6RSu
zhfwX1Xq9n!?y@`3AzO?sSYE|I^o}lq`(D6$^u}cL`f8w2gOW_<y8KC2!v7z!q5-WA
z%c?)qg6HD$lCq#sAX{1gt0muPrD-^f?=%h%W6gFooU-xsv6m8E;4ZB%d{BMxx@W&5
ztC{d<VR6chrnkPuNRu+xU=oju-oU>e<ttdH&IuxXkWbac5WzUfS&hpJi^>rB#P=B!
zGJ&YIww*B2OHy?A+EYW6^z>Fl)WKD)Vv5Nk<n-pOss|Cu{fXvbcCvzbJ@}fjPXQRJ
zd6K*AHbb1r{tzv~xDF(JI7%hPu<e;@zBSqQPk8O2NLzlwyc;!H64FNN!?QoLCzb?T
zI+8(4agOuMTZYQv$H9@x0gC9sfAJHH7DGr~?8q%A{xt^-5mJgG4#feU1EO9><s`KD
z`Ra}g!r-sqmr*J;qVtrG-12`rKVRv7H|2rwG!F*KBX!K8)~VM>5<PY;9TM|%v3vXA
zqur|__SA(*Yzw}h)v1+J-7J*QzAOxb5r3Q_#`oYG=rQYVJ_IbkmDrsB)xG^<j>`*g
zH>nCe&*^j6mLP9<+w~R7as!jVQ|4eqD_s?Hmsm4H)x4rOw@1*iu{_TZ1^*h?9Y8lc
z`JTH5e}<^!Xg69VkVd{}FW1R*H~S&=r}E0Bn4f`=izD@JV?HLr^|_a$?JKKkID=9V
z8=tqH!@I_9o!CPO@E&;qD>@hw+px`Ug$|>&sXB9hY@u0n5acExJT9L--uyAzaNc?$
zSiU=?6?)>M!}kk{kha+l2{rvXT+*Whe^*o$sEB2dQh3oU;eMSVj;NEw$2|FubXW7a
z00+b%RW5pWc%8qA@j)WUNGbBgE7Y`R0^a4`qO3_RJs`B>tVU{-?gsAdZVzT!kXe!A
zhvi1)if#NI>+2z@;iFJ!&5zKA1<8faun$?7L_3IhdFc6tBSdVkn{{v4_FodT5#N~%
zi#$$9wo;4O9YOND^+L1TNPsg)vJKe`i;RpkOB?=-#~$))ICr+Q7LI?7$NK(<!^3{~
zYCU4F|BYXAyi5z)IdXlm%u(p;gG2l8jweBPhI=8TE0@wZ;^*hNG=23A*vW}zEXwnf
zMB|zzTr>4}kMQla7h1pl?<Mb*Fiv5m7@F6qmJMr$ne92OTm5m}c^sQNap&865<~yw
zx61ZNB1I|4-oI|-b=I2gY7;VX>5O8292c+U79JV7wtd`9ssPi-)da<`fi;gZsr5lk
zowL*?KZ&L)Uz5yp{=9z^$Xz_+j&Si?Kr#q5+b@MsZX2(xQtWp_lX27Wm0jPW_t>9`
z5|egSmSK2XlhheHC*Ae8QD}!}Qc49_zs&@;g_1ulu#jlmjrnqyA2_$~Aod1~7`KUj
znFm=6C?Y#yTwFB+N0IVv+EJ%Ebg@vHyc1I+S)yFlsZSm$5t-lmm~ZeJG~=95_O6ov
zHG4%B<xkPwY-m`M@d|-&i%9)d7Vo?LKaxnO=lmt|s?Gq@-oT*<KUs@0>UOw%6)>#+
z1mX6Fm?f2BD&n^i_!$hNGw5VTjo#lk<8`Nql<W1&wFZya=WJd!<Gs&{Y0<Rji1C)f
zWxjFqX>3f~B7gGfE@CTUp#N#w1i2F{`r8y#X(n_GWNibaZ_K>Ry*&4PP1T2*Fwu1(
z{n_LFGr`=o+cP*!ZGn;}v?|qwnfW|F;9LIJJwuV2*WE)pLQmxUI+<dQlwgtuQ)L$-
z!os%FN%1>;h5?>AEK4*D-!V(!clRP6tOBdc`7}g_&QG>Wd!2r^o1=Zl=1!qsd}}ig
zrIpQ9W1<jJg*9bLV2nchpZ3_`3!Ao%Uir&c$@NO4BfZE<oA@AV^Ri4)<@nlk%MUBn
zQJW;+jR)hQBnbN}hq>HL(?5pM#j+K0*H#aWPM{T%RQLs3qG|i?$6^L=>*vccht_%X
zPW4@bhO8&Z`y8wU^LHzyOF$^zkx8=4WB$Vm$~tQ5y!+dC+u4HlOVd!bkTK&D#m3k|
zFDtX-h9hA1D%hfq-y+HVb(Jo8#Z98%cW$4V-{g%5Rt6_3=AOQ=o;L~~n!&@;d4?(w
z?x;OTHptkP5_)QMHf$3_PC>r9S6!<(k0O1R)+HTL<NwZEl=69x!}nss=f_XnF`)<X
z<HHul#aHkzLT6o4yi7C3c~`YeM9g#-AE`*_RqI07k203dtKPG0NsZ>qtmIo;W2-TO
zLY*DrPfw|*9`(iRwXg^m9ZLJ&ip_?~_x|s^4E#QR00mubS@`l}sZpndqJZ;<q`Ngg
zqdBh|cL-aq*V)}D+?gfDbp121=}tq+4vrM(4^B?R0lst{=RKoo?&4rvd@}vdy&t-_
zsfUk=QCDH1g8P2`$0vL+Oer|#PBGzF)Bh+&LIqoDO~JXH5And72D!jIwE$8bhDC@E
zy)(Ptk<#}JckjJ-+@H~$^5s`&mXAByERw^~6KBHVC<7FQzc^z&uRyezXtpDP(ltr)
zP*{koWZA<gw@S8bSezGYpBN`*W#j4})b=3^bxTuh&t)Q>;zfx;sr?zOAio4ynVhd8
z)0xVx1226`NQ`?D2j)JUG!1OTk2w$hJ7$a-d!fnvXcF~#<qvK_;rqj|N^_rq*!nf2
zJdVS5PY7{fy{^-1R#VgsG^i#24bnN2y^z#bXF*8k%bVW_61g++1-Qe@>)D>SVOQC0
zg%&(?Gg-)WiH-eNf|ZdVr-c5w=T!9$+^>PZ#A!9tRa8I6sx-t!Ag^p6Ya4QVa5xOF
zxGtzeTklZr{;zg5KSd;IWoI!sMtU?;-m@U!#7a>$nfvDo^Iumrr>;ng5t`k<#aH7<
z;SVs&FNAQny<K(rgaj&ueWwy5;=CfCwrU1#>>Kh7M+>F5uW!}uQ~J5s5L*^=F@a5s
zB0U?45Z`K3&jLTvgh3e=V+-v#rT+V<GI7I?JQPQ4CsT)XxnSvBf1Uh+$ci&Z^enYn
zK-bsdyC#pW@4L<ptNNy9nsbl4a<}?gooelf@ET5W?D4JT<G%sJB$u?R3;CArlvzYT
zL8NHya+e_%X}#3~>L8GNJHqhItR7_zL@z%smdJPT`*o>H46XH#MQ!;%m#OC!qQ@{k
zz&vi}k#$VuE~lO0sf|W|sSiy4qK%k&XOsP9-+p~Vif(h;qiP-t+Yi)E2={4Nv;r!#
zXGis17WUAZ)r#@uw6}N7-*RHs3_Z<sC97OBIR-nTp$98oom7m!P8~d`K@`JE>z0tV
z!!iEJg1FxykgaW~$|>FZ3SRV<1m<(W(|*SQws+S^=|x*bf9{$RTQA((>li0#`P^!k
zJ=u*CjD*&FpQm!<Q@9ede5FF)pGV<4V!lvq_z0SMRvymUbkc5i${y{!67a2JnZ<+*
zeFzc7sM=Vj8BqSH6n-Br=yIgmMhbF&V`(hSuJj*_M>35UFXMkgz68=P9hBM^v(n4k
zvV{Z`6con_7XG4cY3vh3HN=FN55SWUuvqz+>Dlg+y<n^RY>HFs4*g3~u3h{OY>gd~
z5WQJ9_06vn6-HpI(w6=s3ko*GO2|vb%$r2WPEoNPg92a*LN+LoqH^JYUn2-)Pw!D^
zsf3h(%C$0yht9rg0tnw<k!T$cKpfTW!zZ-7e;hoVKGReQWY0#JX4R_(iTN$|kkCaS
z+`j8^xEiyg<RS}>Sl5STc|owvwYugM`s!dM_bHmrEptbLX_4#n<)bDYt3-!q)Lj%S
zSHB9-<7iZ3yOJ7fgC#RF*gp5VFffiAogLU5heeh)8OiBT=8}D>SmYMGL3VdAhqAt?
zcG!y^Dsw(OFCGu#0Kx)pW|7aLh<B*5gGtBY|1`O6#xNo=Y(6>4I-+6!X~j?#e1Cm2
z#KQV&{0Y93Ef0HPzd{)(Oa7OZ@%*&s2isI%GH-OHEOwNUve9_aa^><4#XCqWgVR;8
zy^MpkX;({V{OhM=(x80S%`mF~r2;O`tEGtvJ{!>onpXkKr(fg5WZ@q@`bh@ucu6dn
z0=Da+>63WFg^s6*&Ae)6pOar7%68!UZiV%7XxyNF5bS8kj9V><#+7rG=F3h0q+eD?
z9{Yw64M`gAH@}!Ayn{s?l_o3*uEN1KyU^6FO2fHTzmb{*ciGez94poeCBnDoH%O-O
zWfl{78v-o@v$6{;1v!=**WKIHq`i!ip%zR@nYRIAvtQfNk#hyIVX+1$>cjmPY+F9;
zJxluuMK`scq*rIJsTV*5b=YcCCsaJ<^ZskcHP63k);8G_wj^1T?<mQROB_hOW7DD?
zZ*-!Ln5~_r#KO+#D$O=Zf(0{k$g+a%$u0>~{8+=?4i_F>5uWx(hMZ4`wj;ML>6ZT9
zvfwPTKW1P-5qbBcT0E%Nf8xo6ZFWfC|GubM<ll)ax?!6QZ*^h^Pqv|YyemNC14O=X
z=+tL<vaXq8y)EGnyGV(oUhHwWz>=qC_fTXC+nGk73h>Pp<n_f$6*R5iSwRg;)D9}4
ztBf71g!i3sQk|cmGp=OJ3i-O)eozv)w)&quBuWDIAqs<fTs)a)ncCN|mosjN;&#tY
z;H6#dKFcENeDzBSjH9o7_8j&41YAF7rkP4t0v7yHuFd^)hBH1wBp1JP&@ihH%B-%2
zbK5L>j1BkOw_$<3kQcUSn^DErxZbTC@|X#4M0FJZ-EIuQ>AH&}*llJ&g<)-m#kfx3
zQvMgMmY`b$mfGZvYjClMX=Y|5)5sy*0Wg3)(>81e3R9xCCCi#v9LVah%Xb?lAXE}A
z-;<0;mixEPA_GJT9`)XNZ=({0%4thCrxAX@zinSD;ZJx_oMNOMZ}WX$x@O3V`U=bu
z07M(a>*hsvqp82u&b5fy{a%2^<KHyu-+}=(D?Ks4r@%ft%-52dk5<e1wOht7aM&vT
z8U~Jwjcl;WvwIj?>kbu)uPq<eGW*~#F!9bs*uWpR4tBH9J2egD6A+eE4&;}y4cXC@
z?~sgcAK!01C7%1R@OEGgf5j_F&sUx?;;lM4>mpDDK=c-%;mh)Hd3ln4-9=}(E;M?$
zZywOb7&wPFe$aPJ+)X(C?|47%eZxdGh1r9!T?2%T9=OFL)7MavjFWWmDM--glAGLX
zo5N*e2p&)aET+n-qNAht0R>lQ-uK6QWI|3;H0q~M$IZatm~)_q*lL;w7nF}1MQ=yU
zQEm2J(d&c7PhNnx{+&DW7s<+ZlM|KpgY%7uaqQ2VCvAVs<$LA7!_SwwDsP2Ym705V
zSN~e?y9Q*77;~?c+IING!^QI>F8}P5hKJAx%-0qYFmVCUA)&A*Hzz0OP|oWox~}7D
zT>}Fhz&+#uU<^R9zfe8}^#OkXF(!hapI;au2Ld2wYc{>(D6RkVpb4;X-z^28!u&(J
zxZ>jfmA^ZaRTFi&fizHOXD1MU%J{HNoiSx#clmH)`-<XA?M$`MrrF!6D4mc8=weqL
zI8*MNGA#BA!a;7~?Irf4q{uWFP<M_wj~U?)TYmcl>}v8^-|J4wO3-yehwNH_t>jV<
zQ(1MrAK;V|^a4_!N>UCkh8~cYpkNSYPSDfSn=G{jFd8xr0@2-f0UrwRA(ICF;;(={
z!?~v|V}u#LdZQ?S5&4c^E4HttNFz^PBlo`YryWd*$CH7#4V<|42(kJKZIw8IY&^E$
zy5<VfPAEN!`pS(2Eof97c1{MT*#kiT$gX_Bgd!ycj9*#e^WJ1cR914%0U~BcX1>K@
zi*UNfUn0o437RWoWxPJjEF|KdLd<&Ck>wNjK5Kp@i`~{3yZE+s`TQ&&YXJT8XL$nz
zqAScgAMb!DHi32U8WjT@xz&txhPdEbw9A;nGNo9*g<WHNSYfZ?H&XeX!K|4;V5l)(
z+G*h`*%?V;@K3}x4c5UbERE(Q^PTm@z!T9AXIi)-apofvcPtn%uD@0jPBFRlK|JWa
z`M}Ql3`_i0AyqP${UNMpIN2|@qA=j)o23nQvS?gr-?i~9NoOr;mQFIz={Xy~?mBnu
zoW**_r%p~z>_B+SvpfP#XEN=^1s*Pi7(*d=^jRK9e>--#xVWN#pOW1f7%Vh$^t-e3
zDK9SpWH2sWAlC!#BNq`+dhO3&a`$Pa1maD{1@(3YqAp8=01Y4hG%c3Ms(*2hkS-4g
z-l(lS&w8&W*eYL5j)6E3xzGvE__a1&AaEb@F)3(Z(#qZv<v^D9dh<u*{_|jl^{l?i
z0<JHFf^Nly99Fx)V4wroBt!sb0(};1@nPV-lh3ST4RJb$ywM}vwkAp@7D4GWZXg(8
zYV>zg;@o!D@o_>Dr$oQ`LW`>+lkQ9n5yFkN$G-Gif$~#{(ZkFj|KQx3t7J(YO1v;y
zTJE+CF9qVQuo;Z7&yrPb8v$!#mN-ikzkFcER|`ah!tMi#k(*#%#;1%77-a?WBLU-6
zAYShQn2lr%Q~{7Fk>}}l$lRQ6jSmD}u8$$)Mu%8Mvg$Qz>iI3T!B<<2ze3g$Rss{9
zic-YX9bleMgEMTLy1tf&TG!=kG_@35*LocE?Q1e_Ho?|jJW`Wy1GQ?axR?fC?Aa{8
zPM2~hpwg*fuI3nUttZb9^80Y^aZq|Q!omB<FMd(~``zP#<A{o8M@jl$=Rs|G)o={m
z5)-GN7-R`C?Ej}Y{l5&S?5Eg(6%}KP28j?Sd*LWirL*bJZ+F-0qL4x(?5x{VF8YMu
zeOK4@3VeAtqu0PnK+kkFZfTt?ul#mMYc*lx5fN_i!a-Dhp^nL~kI1SQ^%t`We>!dR
z9O%lvjoefi!4oc4p_lIJpB#;$w5kZ=H0_zMIQibm_`}VLBH%WJlCxllk_V@CIx7{9
z7EwGYKE!_EI46cgre8>asFL92bKe_pdd^NvZg*)uGqd`-QUL*s4LV8qeHyJ~_4<F-
zRz?3=Td7*bdvd<<^E-hYfq;Wn2`EW{KKbDhFPXS((!w=)@$3GMJnIN!P%p|6jS~HU
z&oy{fmuqf3vDt2=OxxR;ME50$yBweO-$?aoP_It*Bw}l`rMBH15zdD_>5uk1*CW~*
z;G0L>I2oxTo?q>%!4LmbCL4%F%CZh+n8n`kL{=mx#FRA%d2~ym%yjiB^#j1Y{x3Hz
zA&=Jcapl_lP84ZCL$)L(UIcoDS7*J7ZjPH{&s@{Kd@&?_&jzn(?J5m9vmDHU2uLJ8
zENf8Q*(gyPRQ-DB2*kqY?*yJ?ER3M`o~Hlo16L@EaMegH5JwV@X7kfw+kCQfR6}yy
zd@uLH`CXi)$JlEzVeHS*XJ06&8mogjeFwe`Si}Vk|5D1GHOEE(MPkLyW+n{MP|ffF
zCS567Et#2cV6+O_gG%N$zte54P`P2C48tdllTEC(na+A!#g_oa7+Jl4r5MXKf`{XQ
z)&01Hk-<u#cIzrbRP9t-O8)5w$0Psv`rY^MetrD@;~N{mT>h-f_1Xr)??~5IN=c4S
z2!0Ka0(DY3n7@OV?1HSY%MGrM{|b<SUSyLis|+N5uj38)W_^27R(l1VJY>b+KxtQ6
z3Lr}jOE25`L=F?HigD2VOt{y}jw^96%+#q#csoeostfaD02<>uxwulr8q-o=%ONs_
zL@k4o@Y6L0Zd^iPwxi<VRjHaWMp(g21I)tk!BDY}jnL2q2VhCFatX<n0M|{qZm(gT
zeB~05N?(pMpMzV!!fi);<uW$*F;74Y@YtIP1m=eAKxtbtfg(&HYCr)xgaG#-4Wrm4
z^6&l52WS^0H~cI;@bRt2+PfZ4hpJPUbR<{5e2X9Mn3dsr=s;amzKIH<RcVbg`&#$y
z?Dr%-G0vqVcJ=T;%k>i&iVXo(RveB181eyeMKN<)fl>r=zF0X0kh5adSntr)L$;<z
z33_fs9T8+joNu@|IoSbQrrNqwTMaNxelAcQ<LeC-!s}BkBI+f7uMf;;xodj3n#MbK
ziVYtqy0S@t!~ac76%Am{gb93kY4q0Iy9kuugnCsq5J)u#(qYDgdmugnLC&9;HzMM*
zwYHE?FXZq8><-U?1;hB|XGp|y4IE?$*$v^;OSC^h+CgB51q~j&Jt^~RSQUPRqqNh-
z!sxo;D5Y){))>BR(zbaf*Nb?EEXnI`78-0tQy|d(&&-MANV`$l9P)4s?wX}D7&$*b
z&+k)gn0mb#Tp7=R6Se*j`><@Zb3DWh()eQ3wG+dCAa`*E5BTQ(f}6lbP(55AJ3D~P
z8M96$9!`L4X=~U64yvP65wG8X3ZO~3bpn&jQx~Y~9bVJB!RfT}vS51=qkVROUZU9j
z_2|0GWCb%&nX29RyFEb^S-V^Kn~tPlvvOaHrohttGVX)-@6IpIRkt|ceK`-5h2}=0
z*WqK|(BaR*Z@7jQ=}4-Ykflgb(zLyqkMACFBkeD|g#U^eP~QSNjKAj|LN8<rvo>3e
z`)e=qnbYUwZ4L#@c;o$&+vy!TspebIjs}2Ghs15j_T#1XQ1XM^kb!Mtg+<@kf4o~T
z`%ESL`<Ka@+&b92J6!_EjJnsx4e+g4c5^X<9lR1&B;0-k3CR=Py-m5cZ{tMcr1Kc7
z>7_aGP*$Ym1M5S3gmb2mzqzSL<WeW+E`4o5_@2p&TcdroBnt4v<=cv9FRAOjUzX`a
zHD=|xrGR!Ka}{<YILtK!g!8GM3ODsiIdppdT?A_nJq_=0cX6PzRrz^k8!RCcXuB_e
zwXgdVsYf5SCBPH<OQY^Yt$pRqx=RN($!LYsp5yA1tw&_!#dO-y$ys*%-ujQ%iQZ;S
zy0l_hER4pnP&+m1AAoX5TAxFi>u{Knx9=2jH3+^td4YShJhcf8u-wlupx>efb0+g>
zn#)q26ZU#~JDp(!ilZWwbDI(5;0Nf6z4tx`y0a|WEWn`W=T3<)MHdV9@g*uCZMuRD
zlv*mTNjby&pgmyJ1F&?}P^6`xLM(r5k%bBV8Y9CM`dQSNK_Ku&$p|KBgpr8qS>rq=
zTd3e@X)MVAFfZF$D%@?7o%XID+at2Q9s-<k`Ltnf!OgJR7PNh)!DH4Ql#vOiJt!Mf
zqJ@f>s7`@&HGg!j3B%ba=9R_@km7apHv{5A;K_?3lM5!X5ULMYUpat|TX!DJ5h~*H
z)DJKc+j=P9o0<k0*8~?ELN}$*2*8pE?}mxDMdPe>`8*7n<Wi>a;C)Z72Nw&3+v2Bl
z*S_ANBFQv>HFE`P=FW)<bh_gyX(AquEHywO45n*VdEWK|qk{a(G?^;)<rSXi$y$cG
zXZyjD&~@3;Le6e-1$KDzfP-Kz*^pNyw8M*Leg%@eHt70xtTW0vc$ayaEmt?VjW|G7
z`kUas3V^lHJz`x^xg2ijt;e^=lb-;ocKg$rcA2+DrF&S+sLFkni_&sy-#AwfR#C&h
zA+`Uqm_d?TAJ4>pH2b5vulODw@P}&lLqfk@kr160&B)X&<(lpFtq<;{J0aa4wA-I<
zxU@xsTLv95AR^&A_>rXrTvmffa`;u!TKA!Z@%}sgyzZBAI7^jhVC2Ezz&<?tomY3<
zF{RJ4#8K;qojPR%jvVI_x>mWQ+e^-e03z*`Oj0mt7RU}#hyT5X2Rkx2u%a`4DYO-P
zd6=S>2$2>?{5H|YOB660k;t>3Q)r$>TQ+RHqb#ih;a)Y*^OsZ+vqO}Q>gUxM{&hda
z7k-ra-o}-c)JsD>+IF<i&K;+Ryrr@{Uzbgq%>40rcThLq;R@JG=exVN8?%j6LOnCs
z0o&Puv%UdszX!iJf<<Ix?xILbmQpPn$Txr+a!a)2_fY!JfnXEn#gwl<^6&WFZGzrA
z_i5jiMuK6gM6W?H7fbzgs=v>i-oX2{+G_8*^9^O@K$jA3GahK10J0taPJiHN?=LgX
z5(uKj!GU_(sucKua<PA=!{KFH=%{x^w|suE5MV(@f)ZKvr&Y|cblL4C;?hq)=*3ve
zxEi|`pcXumqJF4GW$ByU!W<YaLCL2*3@l=y#)Hqj4wKvA=dQCHD~*5#a=yF^Z$XTY
z5$P;IG<BR~>CqJvxWo{ZFesOi92E%~q2QyvdzvW~ZJAUx3d5%Pp>9b2LRSyl5BZF;
z_Rl_f;ad=ychdb>!o`A8Xe2`g&L?Tv4LFx%%mThFbwZRAkv#Q>u-=rNeqx>s*tV~}
z-}e7~tmkoh!PcT$CLGH>0R8_{CF?WxjhX!45ToJZom}rzeYk63Za6tpRM12XEmpeP
z3WG=&mE>Kby|*x14(N@#ZgR|4O|Cnw%g-bu9OqAbRt^?UWC0}jL1yHi|L?)%_?1h9
zv@$1f&&<7uo<@>$>z89oK85?4LTI<;+IE{$GX~>Y6uyD+OYCg-LTtkB-tmkK{3V&3
z7p!K{Z)haB_U@%uJ&+XiLyEBHVTrtr{MHMdYP%l*<h&Y&K+c5Z{Lf`<Ul?N8<Nia}
zV9C{7lIaKe>vxz6N%G}~$7W;)tF&a}U$i6Dl+l>eth9H92!i*vK*(wcXYJ2^v|)d4
z+X|YpdYzR;2Iimz?>`XX&j{@Z4{peGEK28+>4Mwt(uNFJw~bfQ1hx3ey8}6`&bua8
z3Pi1cfwL{}ZNbk<?Qo)IzhqiO*5_|d64?s&?R(%NulqkGu`2ikyOZy=gLdXWYE9}*
zCQu&75^^>o+;|@>hc|P88}?mO6NcfqPVQQZI|Ak`lt0?h7vvziN`IjCk4FT+RH)Tg
zGuVSNV7+iVvw;~^q4RkHfS!yyX=YNqUGRiw{WtSi-)L=1OzC21X^CMes}tH2b)&O3
z2)W?}>zR`z15eh+7i^yU^!(AbAcB76I6W*n>wIbJK<zzSna*&35$ec|hS|mkv_Y9}
z75fi}Q2jA8lHzF@h-ZeNOX@0Y7;M$&PNkWbuF`LIkt!p`UTi^uHNOQGdUO>)M_9CV
z?*~cfDbXZP=!1?qFO*CfZ|<fJuv^o<<}w1$lNR>|aE9!j@d}}p7{3VbO&Q%LRiKz1
zsN_bjf{ZhQn~0$UxvHFFCLknYFDP<#^~F&SK$v~s-6>~yBK#*`>LG4x8EUt@d$2^Y
z3RcrYA3*b3+5Z7}tNpNiA>kSD(P=iY?}$v1Z`b->8~h9V3_~n*<I&zUm$IPYK~?S=
zL32RqB<y>a)nx|^Ly;Z(208YzK*Rm#zF#-iC>723-CUC<-McXzu8?IG&`xQzn>P29
zX8325$oFRJqj-DkPJ`HnPdM)^MB*W}X2vj(w+3AQ`y9U0P&~hOXQ_eN<IIu4Ld`m-
zQ>a6G-d6ePlGaKiPFk|zgsl$_4(XDf*SBi4^CRR@r%ooY^m@=UsVW?isNY|Y+oq9E
z#iv^?BIZa+%^Kyd#e)3)1$0+CxkJmSlqLX#InX8BISejYM_HEr19@3Ato@^w=89Vt
zO0IE-*+~jQj`498>cS`2-abQIR5L#WvVq7W<_S@c7OZ)4Kb(BC546p}MQa75#^$>2
zvzZg`oV~HnuRNABzFk+f^-Rk5`q**xCCf{WmvLF`^&JBs_OSg|lIiJlu&bh;9R9Tb
z3fAwzY^162&(0!8p<eFc?pB%FPG=35_hn@X6QjB(1d5vJ{3MUjF+4_~7pe;w?gyJR
zhU4Tk*an4r$1aHn*2upfq+aM+gq`~1B%}Cu!!>RV^U;H5?pmf>S4V2^CfDe%RYCr)
zTyni1DByn@!@gLaxp%c=dgb;{Wzy$q)^{IfBYEc)w6?E1piLh&3xlq$#<TS3*)Kvd
zyO>y2dT(1q5`Fd9=H^;++|RB@3j7BiF-V(|4&CW%)PWcr)jb1rO%CM)`C5kDw&Bmb
zV9nkp6xd=~LwKUsy3Gs6Bn1{!)N?4TI)J|X!u-}h5`R6>q<A)8ax^r+;tUqb9<Xpl
z$YzQ5A0lkG)qCb(sKrtZGt`+Qf<22#M9<?9V5DM|tQwe>i?+06Qv|wMY|jg`RvEDQ
zPE^koqYl}=hwid8JobxAP;Dm1$MC1Z-2G-@u|XjRWXYElUI!U>I~=9fk8wWk?UDNf
zjz(qO88h6-Wb&oaSg$|Z9Vs6FQ+CgN7jn>loV{B*eOooU2b#ke(>qY0StUD{2RBD*
zu3TQ{sOZkGASNurNm_1<-%a2+t5m%_b+P2wUw^D33VZ`Cd~mKl<)f^U;*pSB=q@Oy
z6%PaMp@?tbEZ_&3=+v`8@u3L~cBCKw&Jhqg-y!h+F4A9LYBGw3|JarYuS1`Jq!n&}
zocs6_l8JOnmoHTz6}W<EXrF7EbJGyN+_2YH(E4=){QD$VrJ%E&MGVmpcdB@o&d55$
zx1w>g4sP@ihn{mL3Nt_83~1HoI+5Cw70brjCZX0)XrsXe*FF6`rD#?D{sG;6Y#q?G
zS{TdK;VLo1_cK-Sl8TYrzq#nbi&)WN!a<Ool<?ATn<PscEzC|ZIwZQ%YV3in=#0zN
zxjN-K(%D03FD1aD9;qAW_eXf<#XsV!<yIP*8u{8m!X<8zDe9%}%!;phRZ$>{B8>5o
z@9o_qe%VO^CA9q`rMic&U8bCcW^YmXHqj($6XR9l9a^C?=z$KqWvPM&SC^9`)t_FN
zmO9Rd-{7*}H0q-ruV*}Y*sG7w^BJS=X)-+G?z)o9sw8l#V|>0j<lsp`(L4R`J{Rn=
z-cMly<-+W)$u!~J0Wm4R21s<vmUs3Kr%LyacuZ}T8nRPB0VzMvam`Q39y>3wYT8T&
zn58rT^As&dU|?}G283r&+~~n_!STxFeJ$OqZsOE#mO+1{eV~0g*i#}K+a5BNE<+^{
zHP^Nq!Q5~p`yQMhzZGUzYG+t|^2y&Xc-hSn3$)j}?`bRUuv~fC_F_S${^H2B>lw3J
zZ#3EE-;d<=J`UEWSv*$+2nBvn@r8DNSy2{jB_6G1c&w>T6=9alIWx#a3AS4lNCPWk
zbb!J{QgRo@m8$F=)QR{rP{vyrBL8s==jJ?jfpAeULfArH3%z{RW7O$8j@az-HdB`N
z2n{D8z@Fu_vMtB^h|TVKIc4n-2PSP2z%>UT0fd@$Yk&>V*I2^_km;WbRc1%bluv&<
z%yvE@yuiKsoR1YWI+;IU(cw$E;*WPvzy0q;WI=L!nei;~aEo=NG0-UB{B+=!aELch
z*!;B-Z~3*_s8d;rKV90if#j~PIky10h0Q6y{C}L|H?S&ID`)f{%v9~hywXt*Tvrfz
zweh!9#bn{(prF_-QTvX+qTv+RHd~g!7gJuYn^Kc$1_sum1w0y%ttsfQ{(>d&QG&31
z2)K`rE-yOQE%%NGg>QkfPeptf=)R^+)Vc)_iZ9x#h4#fMvz}dr<zoTzL%@(&JCeEb
zrO8!P-=?s*SJm=y!5y4bgTlRQSOXqxYrX*Vt=*(%bU;P0(w!7$ec-%D6#REMH$=WG
z(2NZ+=TqS9vb=x5ov{YaIF6sF0l=ksS?vpVk>nhG0+tRt6YvpHHJ&%XQlnJ`Apv&a
zwxtLfAX81y^gnfqGtdUh0u$@du(4%;FTNwtOB(?lrt5+)byj1%p5}WU5rfDauQx=K
zm^LII?02`ztU^aTNEcCTt_G@^B{n`J8ogGv-weCF01RkemOO{&P?jG>e-!itvSC*J
zQk6x(qOGcZ2Aswr<8L%{^dFF|3eXq;e!JnppWk4vIXUPv>ByAOQ5Wg}q8$6b(32@2
zq1k#nmjpWKra(d^49r!=KlTK9gj0L@Tz-rZ80}H0B8&evH$irF74^WXU!nC#rhO-t
zHgM3*l^n*zI|<Z4k_I{jdC)4~Y?{3Ria$mMVm!PLU{ES0kfW9)%trfo0!d@x)`rFC
zBNl4vH(z{tDfs+au!6V_!?yt0s2yneR3ucov2exst49E6McbADZw9{0WBUhT>Ah?}
zzH)h3sHDww?MTCY5z8m<;>Svz!s6ai5)6k?hZFwP>2U#kO=WUW<f@p1fe}Dc{=kwP
zH7P0S9E@n*@&#PM@vPVweh@XRLNhn?p49xXo^&x+9McC~PN@F04U9+C2+l8+`h-GR
z;aD#<VNvt(H=N^>M8Mk=tZ;>n<*EW9A&Z8hqCc2UUN8&fPi13DGmXd(3C7lLsi+Ip
zbVde@eunWpPtr5hJ^MvVw(pnVR=hBzVqfQq<=|<5@gAG~kQS?%)+s?CdmP4gH*4${
z07)U>H}x_Fj=YXH2SX}=N$+rrkCz%fHx<<n;}oB()35pYXh2N%LRVKeXB~JrDNh2U
zva%{SJe=`dwP$&bXWQ~!Y~a4fMZFoEvaA1^v33zPkj?N!^OR!LDRL{|?fkT@Bx@<x
z<$Rz^C#Q6cKz6S_@0>^_PM09!$KL`Caj+j}rH@1CbFp^lXVWVTCd@$dTgIefpy?bX
zz`jdUGqI4x6AXX={;#0jnH8@iFRAKvTetF@{L=2>s~!wIWaRUUr8H}=<-^_nsh#nf
zOFhcH*yUP3c6MDlLuzXGZbHD<4+WBR$xldAcSry~#pw@7H3`(tzPdy5)YbUkQXXuy
zZAd-Q`zW|ukBEqhB?;^VzJSK{+xP^re_-}dWLMWqq2nP5t66~AxRMbQTOD1{JO}iH
z9rQ4_e<Qy)FTwwmACd{cLc}+*adB&#bYJix37Fc|THa3H{${kqP~4kz^6kA)zD~L<
zgCn>|VZQMR--CYP5R|*7qFhUy3t@W+U)e`(zApcKzc#LvUeV%uN`5+jT9m2Ea#zEJ
zkEo+zf7rKw{t&0>%FFe;#d=wnrIOz!%J(hb1GoPRssU=ARm`g#Fr&fOw}z{tL}rrE
z=iv7fM=<dGD{%Y(CsYYI=lfn-UV|;Vc?-q{h>sJ{QXdi+lnMskG4mozJ^gUAKm03V
zW3kW^9+4AG?+(lR6{eqz3l#^$%f=KviB*(u(oSc8bI}uPDR{2o^vQmg1QOY!ek(z6
z38VxUCAfI8A_oX-%z%SCu&>4DwVMkDw&6wq^+v<yyFN<IuuqO_$O6{CuC{~hm%!Lc
zElHM`WNX^BQ0V4nTw{)H;k&`Hr||7}2e!AxoMUr%pcH4nI`y?!{Foz7I>ScqhVXrz
z_=!)D=!e9=C8>3zT@^PkSeGNN%*2f8)XBP3>&{Z275kDr?SKm<N9y^!tP>kPb&V)i
zB%c3f&aw5;S?Kpa>;DIAS?#|1T^3&{B`ji6%@`6AvUv%Nyf?K|!u|o%dEO6MoMA1%
zH@2AVmE_4Q%OtG-)Ah8*$NTJYhGD8$O&2d@pD)Z{Jc}qBW7Sv$B$uA_iJM_|^1Z6-
zKdsOKZ3>f@#n}y}hKXFM2~bLslr17*gq#t9lUu5Y53x)nc}evR7&kEPdbXQtnHano
z3GgVP{eA-P*5TM^GX+{Se;2qO9bno{s^%U|wLX4cK2|MsDAhK|glhDtp=8%_c>jz?
z6>fluwY?>VKLT)!Wc9ay!TKmsg8Mzdx?EJFL_5cho|d-2x<DL)2VA{&bw`I@hRe;+
zfN?M?c|g_Wq-v-1%<jqw5pqQXkc>L!{=DAJFavck*%pJImPf5c1K<enuo?N`HY9x!
z6Lqm9x71xowK`X7(w>O~4UT5iE;(mqSQ*<z_Rhx81za{((X>eoJ#)+LL5^USS<%-6
zU<gDD5ZSOZVKCibQ~Pbn8(CS7QUhS<2ByM8V-V(m2ZZZ6Yj7~BGjACopKl{U5w<De
zB<9`}p~3tFwh|Tm_C)g3DT{+s9)wwOjy}AK?ZTw3;l|8cTzzR+ZA3!Zq3A0stH1i~
zzYBbS%F(a8ySx5mLT9+zQY8+bQM`X_Ox0$l8XcHTTj72KuEAq}IDi##n*_G-M_`|j
zZ9bR|S(kkd4TT_Y9>;Dl%W3@R5l%zZiWV|RxK5`0dbl4RO#$t4$47FIhfXcFZ%R9o
zmv5T^c6Nx^k$$NSNE*Mo_o4tDiIJ<9N-|=A(l8)*=U$^8#r_ss6r5g%Md6<&tyE`Q
zlh`nKKR){iFl%ZF@>>Mf4Qg#i5VEvI%x9<j&vCEmDB^)X<eGpiNvorZkP9Z@{Q|Cx
zdWT@T%eL#j3u}j8bq6(rz<obAMqJ5U^9cTnNn$m&uQ+G~9xTx~9ku1t-Pph@m_1Ry
zlZBFb3T^bq>w*RMca0T!3I}6AKbR~q^tDqVT}Vq0G<sv81~0g^ySkWoOTFGnQj<46
z#}Ogj)N|&i4`^NFU^#1j60G3x6Aw?x){+4KJrGepk2gaLwo?!c0*v~ig&08iKzQo^
zhcvVL(etLBFVHv!Ny(G+PN*^D5d(ZH9p>q+fxi`7*uStKnQCxBYN<Cph+QSJ3*ts%
z<sQqSqsA`d+N40MCVQ*>_CC{$gg8h_!gZ!+vU7*OJ$W8B?;oA~5S%>ywJKhsH_tuj
zXvGHHY%D!CRKy%&L7gXwg^}mZz|PpmC7CmjuRnMT0ab@^P{BWLB5Eh_-s>+YJPSbK
zd2#h;RL9fAri`G}F4<h`P$-k{n1i?$*>iCdfL~FF0mI;nC}}FI-?UisjkpLhkv*>o
zx`EP?Rd}c*D$EnPyLxmh>`v0-64;j$4D#QWW{N;}n?IYm9`PUi;Gczp7GWN7-~_Hx
z^AI@O?-4QX4ha(em2YXPpJdQvp$|1BSWaK3!bk-t1W>(q5~g3)sS|p(oU`agGWk0Y
z_0RY3SK0PkfvmPEox@PKP+Q^W$iV}RTEJL));9P=_)nI#NUF#%=u#aT@1jE84Q$BI
zTS*wGQV*`#zV9zo-gLOKWJ$1}r3Y*P2|rt!T_<*1$PPq1MHCSk@FSxxM0J&hxawty
z4@kYqp=UUe+?LwGff?H}o54Lp7s#^_M3c0<SQ_o?fMZidV$FCKn{4=u(+t`B^O671
z%cUuT(Hp%Ect@Y9LCF&l_T&Q2J)gp>r!rOgVwxtDdyg~O5Kq~V8^hgwO`v{N{s2^Z
zt71QXoKPSefBQ<rR(Fz1gcwpXp%@jrYdxh!Zu?0eP_hWuh^x6HPhrq5cPy#OcJhiH
zS$c4lfC_AFT;mr-XEZG>z=YaxYchBG-@WFka1yfa@9H;OOIXSsoYX>+V!Q7En<$O}
z+?;<!EjJ%Y$~KzlpP$!QxiHSSAZ9zlaIR9Kqle0jR%bc`^d)<6#n#&}&Y<nP$_p*E
zlSy9XL&qI@Yi6rIdJ`qjL{i33jl|_H%Q)^wuh^P>7fs}OrD|}Z;P4`CxV9Z`@zB}+
zht|>t9sRxkuWkSYRq(~dM@1e`l>LAVUtA$Fn%5*fRoCKRj_nZ|KRssqdXY)*WT5sp
zN!7irFaet94_*=iiKYJP$NLCZ1bw#Ez|-`u4jzg!>6vNol}4|iTF9>ALk63<l>2Ak
zf+_61Ks@bxq%q*(L+zwx=&~4Mv-(*5=%~yR)Z&8oe7mem7^Ro5>e&f1oo^Eg$k@ZS
z(p!q3rZ;^vIWbqFo5i|Y(cB}gb>0xhX@~;_5Dt+IAxhaOBA^SBdSyYRm=H3tQx5w3
zHr*!i!!eKrbD+Qbzr4JMmw)^>RLBG%r#x5QMj;BeOx<7a$R^1E7i-<usrJuYqYo)g
zLu^?YcC<Ec8`QFQl}4rSP`?W?#tT3x@plfAuNpl|-(J1vkLf|}gZzm9?*yT@XRF3Q
z7$~O`jnS-M#+d|>d>5Kq=s|-w>?)rZDR6RUCAf=)&Ts@Fn?!{yHA$cIjMm!a2BY1H
z6FPL@*x^Iy-MEsX%gB?hgPqIc2jWUGoN3P(h>4d%lj`)_GA(SaAa6EIH@DZpUC6G|
zb-8ARN2L<5>kx=6dE!JMl}FYkWPzO}K$(=ag*Ba#=3-?06vJx0?a`Y`gCLIROSNY5
zBTTqxJ0mu{aTVb|*=ixUQ83~@e}u47?+-Dt{AD*;a%*e|&KOsL#jHvd{!dot-mc8E
z?mfnbv`&?M+)F_u@Ty!o#gpM+oYO8=mgj${4{-vBcoGQj19&Cmd;i1AH_4z1)M^@=
z#0EQ~POA3K$i%axrn@L@4%u7eLD!VQ4MxRl{h|_eoT!I^qk^P__>iMj%oBJ|)Sxx!
zHKKZ9M>P~&C4WHgh|F_)<^z#}edOe8Jxp)MXJ1Te-vkPw)5!B;#MDVo^oEV{-B@(t
zKBbOC53_SqH$0yEx_LJRT-AWFL#Gx{d8X0;PCi7-vi8hvw0S-FtD^WtPzGCFe(Y68
z(&;T$-*-#~mPLAzmNtBQlK1Jx=Ui=n%M?>9Nkx8pprM8G%2m_wNb!58cbU-8CL&~m
zD$kLw4y|HYeB3W9pFk|euC1Faw|IC;lD-y37O*0LmKf_xQkdBYR?_&p*(f<1fZrW<
zldcpW4m=|NrBXd=lZ<?Q%APq%6c2QQ)*}B8S6>|$Rn)aRfQX=g3P=fvN=tW(bazWA
z-3`)UfFdc~$k5##qbSW#L#HA+3?SXyJ@|g_z2E(dpUBx~pB-!O^{i*D2S>>0)%dT7
z;Lp^Oo>r1sJbVeUCilFv8*b8qMBw+D%N}W9^?-ca$U!v6Tk`=17LD_3K!yT#t?sWO
z|GgNhNGp<pJ438r@KX{#QOQ<Eo4mC23L1^s90Un94NkTSwwI+oM0$r+Hb!d1&K+LQ
z`+_%39<%>hT7rg*vd?<IV0BU`mN4aU;i=eQ)hvwsZvSYKrx86H_Zs=p^T{0jXyx!p
z-me{3f3BG}^4}ep7ek_K6ktUSSD*hz-oA6XU1h5b1N4A*pZtF}I@!L+$GUuTU+?OZ
zjnNy;#g!9~O1x?KnB9_^tW-UHxIyf>oMhJGvn&>Dpw}g2vfL7K9jCoc_G~c#*Wojj
z6;s0|#7)usw^>a2uBeoklY<jDs8p$fMXT~Rk{mTgOU|`z*&rKj2jz2SmHdyg@UXyJ
z_9n<eQ1!xU4&XYFQxaaxJ9+*tVUzALd!jiX#%SFWeMYu1+M$JDL3w{bt9TMbB~JF=
zWJawh^wKky1m)SSErU64F;8$kZOi)6M*9~WXIgh_Wc`SJI{BYZJct4G=xrV$3nfy3
zzlQ=zvkb49|K#O(in8m|O6s?_;|lC2+8FIUUF>XpPKE^EH<at0gZEzHxfWY<q{Y|7
zsT`%Tk$@T|j+Cm&=u$RG>}w<sg+}tIS(+<u%tRz-g-rdnIDF+Rb>jruj2G1Fe0-Cc
zY+B&)<gYrAZ1)O8B+xKa|4f{thhFQQ|H;w$6Ev#{n^+27no&Yd8{bhn$Ge4Rm3Tkq
z{-5p8E!OOcN<XrTJcL^$j?4@Jj-MZXZ1ZwDW~39g!PClo^qSg0X9IUXiR+F&28TvZ
z%u_O-MfVJ&sDq;ei7v}~osX;sj~Qz|;fI#T)Bfe9{RaR4s(|l)_V`FZs6)gmudGgx
zSso0)|0!LpRf6PkkJMW)4=_L)+IvwssSF(}EfCsPDV9hd9twF5lE(mSZ}%@1Cff&n
zdKD!~{*FpxQIk+}aLoZ%BQ>p}YUJO)_!e@0So<G8zbJoi4Lk+yeDak4#i($7;}rq2
zuKOE1qf2ww1I0NuEC_7qviHWx<HOZYW*&2o3qN&<1LNLui|mxxHyyo=sL^JA)>tP1
zw=RD0e)#}#W{j@=gc)#I$8zMj1T_ZVTl1Rv*$Xi6?lJ;#frWVp@oLg|L=xT|pIgp6
z-4asN>^=6^84B9(gvulemONw<Rd{E`>Za7jpR`oQ8eCsZYtd(+D+?EHXU5W0C#2vd
zjfmMo^qa!rsYZSClN<6}&%`J|D(AyN$m64Wq?PGq`g48ntl2KYhF#IDiHI^s@_UVf
zJ@ZcJD$?P8X5$4N!NZ;D!QBFn&OW{pw7?ydygpkXzyST>;<8t7i?&V9a-H&jM)}j?
z5dV`C36brcpx#^%9Z)g&qs-@b^ZYXDp?rwN)m_uy&m>pC9hAz4frsO!41az`hqkDp
zz_`;c*2^<>SSLHW@&Ni`0s`ka;Aggw8(TS<VU%_36N{o>f0Iw>JVomytb;gj6_qVz
z4?hYg+IU0PO0D;od1t~d&*R%LEW$1LxUI~d{N7lH5OlBpp>{q0m^mhWjKDN8nP|mB
zM!;;rOdC=_-vx_U!9k>63Mx@_IFjGbw7eCh@JOq#S1=Q#Jc9}UMC~$c>-rQogr4Wl
za`YQaKrq_Ay2&@db0A}W8@=C`A~ykob=be3BHHB^t*aGQ@d)Qi)X^UhYVX87z?7Z}
z=}9uDx;AdCV5t{$x(kUCSo|Tkd)q6$@jf9gp3p@sim&oj$gdsTVP-OB$=`GW3g%yP
z?j{A|R9FSu7}?{XEt=Lt;m;q7O8sMRy~jCu0yGURgj!E&olIx+x_r1eh^;+nD*``(
zx_W5)3Cfb7Bc{}w|4~8IK2v%0FS%{si3n{n$8v}wd%Iby3T`uF41=&(Gc_gA18Yvf
zFE?I5UkD<i;m}7!$6Gfa9ng$6HMGI-7qGtKPx(vzxeNGyyj-uqZ3M*FL$RPQY#-VM
z56At4tz9_}qJtHUoZ$T;?qp~G^h#pz^ivx*`WA!(>COI8P)}N7NqXE+A}JR4Zi%{<
z!OA>uoSbDFerEiP`vug^ca{^;Rt2f(a9&tXdP40vy`N3@5SXLjocA|7VFmq4CQm-0
z={8TXtOzmi4c)G;U&@4jY4{B;v<xDWAicIR;)Y_oQD(@yd^b*HU0dg3!JSXyZ|F%4
z`{`w;eMN9`g<6e>cIzC79nlL^a`e`XV;4D*vFDu_riXfuxCd&=RwH0Z>uHGhAJdGj
z+}#ZFP7T+P$fe0xUTa*QjazB+cD)oRFa9H9@X0Z$09fztkjt~ymQZ)AnoBovkUDB$
zB)K)0k?|qz@ma`^J~h9+N7kSml+;Z(IT68OAh|U`6yzsKpUAcL%Jj$W5IK>1F+_6y
zc7nNU2hVjRKAi?v7%hEFv52_NlIp!q$c>pnzvf+9FOwFyMoWee+DhJXz{TCsl>EKi
z2i2je@z&x9{h^5xthjT$MW6L_u*Pwp1r~HRg_QcEwF@;4rN1}n`?yOWtxX1<dewAl
z)Pd><#QN#|+%zfH;5u&)4q`DeI47?po94K`%{<oUMp4S@DMcgN<OR+JpJr_IMtZ|k
zkATn8QB^L^arh+bOlk}3aS@3;E2Z8Inex_0-~KXu-p08hjUlc7T>qZ)4tv&;1>6p3
z#ev*heDs3+0ce@ymSOEn-}yRe|NfE?;f?-Wa&hZ;iD}gJIhixcK5OphES;2=9WV?q
ze&k3RH%2TV`Zx+yAQ?JbdmsO2aT7ynq^O@xz)!PC=zhHa4N7pO&r?5cmUn5-WycIu
z<u1J)f#H~R`^SN$?0xlgWtjUS2x~5rKqd6DmQ<4jra>v@AI_0x4(90nU*EBw{Ym5_
zG&!UHE?pus3wD4%jEj*X9x_|^Q34zbM66~n#@28L680%9Bj_XJe)ELPOvwhv3foP-
zKtErE5A26`G&qoj_8Y(jC~f}1<7VPjtc8VJKupbGqT#ml+3QDqG3jzr9zYRQ7H|;}
zZv_1Ho(+9}He+O&f6X+l2N9<joa8qWBIo{n+*)YnBYL0Ol`2c|EoWj|n&3aZdS#Hv
zakt?h@VPm+CvYl&BNu@Mo!;C}iTlYLD2DEes}Oo4$Sr*|<$YKo)Oi#s3;md7U`G_A
ztuGs#oQSb*r;HRb#+VhMx%J61|6YtD7W7}OwBjiu`fF;>w;eO|j=I-Kf^MlB(0s>o
z?v0WAh+8PF8aNQC)8!vwWJY1CY;%?>rrc0U!oKmoqT^#XT~qBx4Jf13zshHYQ$&17
zjQ9M!v*Som0YT{NKa?DurtAF?oUA*W?0G#@AT?t8p$@yrdD(VqkbeDvv~!RNRo#~s
z<I|gqpNF3x-qX~5xqpMhQfP5?^3N+NDfpv6LXc9##pa|?`YI&9|3x|dE9S0$F#yNV
zg%_VhV4zCDEVmU=n4(8#)|%55ML0y<<h+8Disgt}7Kkqahs`#du8^ts*Phnu7g8+o
zS<JWxapgN0Y`$1)z6@SB?==oMpO&sCZye^;C@E3@c`pPtw4`)Y?6lTr3cPVW!cW-n
z!yk~4{MwwVzJ-VPq9Y`7AW!)Z3S_^D>|f|S6tud<C;w&5cjD;9o^?m`pR>@~j@r39
zyp(2UW=7LGyRQw~u>%@uh7!SD95dJ@6Jk{6=>eju&oH5xSN?Ky^PAy-MRo_<4+~<1
z3zR_$c&A+<zG=Xscc+Gq1n%}Qtc?|ue*gacE-7hf7qxHyn}zd}Jx-usiq<$FQGQb7
zmB+69t@qDp=W>^<*N-gEJ3(J4Pgac<SACTvhGDlBJH79O-H$O;g}DQ<kFM&PJ6<^0
z(vZ^r5f#k`W1A=7O&<#`Z_4!b_BsQga|tb82I`Ux6>2i99r%29KubAf240eb>ev28
zd=Ul426abI=Z#Wczoeea#oZzw>CAO_%ms*F(t{Ai46qaJZYW*iTXVms0t}ygbdj&P
zsD`_#n)n?Xc28YuEadN@hjkYYTSJS1ngpC+CmQ=OX=rLzg7RJpGc^t~4?wx~4v@2h
ztg?|hP%)4ZqrP-3c4_pmC!0?i!V=?}!ip)52Zf`gCR&^fCbCGJXC7yHtLoN;f9&1@
z6}#YMD(oIIy!oCO$?LON=o`yC8QBG(Zx83l6UE~*Pt>_@&FW*TeClp``<rW4)QSjA
z?Q)e1q7iE=<bV7QYtrJ6&rfgIRkat*qI&!kO;_N0`un>=xL=>h$*w<QdoBG;PeQs<
zR|kl+*Os8lx2E-)n>{ODOOyo3$=-b->w`;$`84O~YHwcN^8PKdFFlCuRqvJLMlVpQ
za5mAL%L?ub@6uIZVKKktUw=Hup=>+Unf?STDE4-Eo)9gEZNT<V-Q&6Xm=bje1k!#d
zyv(HC*#C6D()M%4$HprdhU|cp6<TeTg4fpEVl+7%A&$405pcR578zNW@&Y8qc^iNl
zkD6Urh&U$kzftA7>qnxpn`aq~HJ<^6<yX%4iz-5e?WhV56SfK43Z6q>rj=upj~GD=
zH)SR^d)16z>HC{oSw!3?!-hb124U86avyhhcQ1Du0P_6vhX8-K8xVV7Vr4}UMo|K#
z@v`<ypHd(;3gWcYm^q{QsuPRf-jz=02Q@1j#1*k?dQR1s(?plV%%wJaC<W1pYWu9(
z+e~P5;jZ(Hj9W9cP&42L>8?#a?KJrGia0*bb{QT%EpF5ND{{urQt?Br{l*P24BNNE
zJ;9^_xjJo2%N3WXsrJBjAXi(qHJ7gYZVRMNjf2Hh4g`MJ-**ipaY_==E2)9{c{PB)
z&vN$^Xo;Z9A%hIPD$Km~brr_%govRkM2C<42F01@cEZ8IqIbTt*sp-IaRn#BL;|6d
z;Po2HT=i{*Z?Co<l0(ws7PFpvsD`^arVl4z<qTQRpt4`u%!pWm5rQpXLML9jMbze8
zpcRrp5@Ng&a=T%PVENCVHK4-h)@!%2va*q2=vcXtFb@<}7(@<%3Q9#84XCVEYc~OJ
zYd2{R7*A4G+Xn(Rp1lo0u^t>OCiSWc>aSc1Yv(xVmC7Tw3Zow-UXo#TO}DA}96e-m
zi!xgn3Y1$FWx$@UDuckvDLJr16-o!4?VXMb4+n7}kRSs$8>wZGxHV30mG%_~EbD<Z
zii)=pAwBSx)eK(*2%4h9YeLA9Y962=n%}Yl3X7wa1JH#?D-w1y8G}GwTqWco2#ZHH
zw)-t03N_QY*cQ!+NfOt}q7rRXLrRII)l7qoTbuGJ#%`}leQzE2XZL>-6Q^5;;CZA*
z!6`wptIPB#XbNNT0NfZ69XkF_tK;MsJ;eCs7jBqf<a{xqmV&21%(;BVv01s<Ya0w;
zs|CuW&OX^V;KZW1u0VgwF`*)rUcR>0by-0aNH>h%KL$aqi&tg^=jVRB_LFL?1~mdJ
zm%v_4XA(KruI4)py&b?o%>;_qLsgte2Bl!F8e-96RIDWNW03@Sv20h*H+U10F&4*s
zo(d+6(Dbqm)x8shmvY<Ma?$9SoUMYz_Pq2)-_P$I9S1<`WFzzHJRhhl<~q#O73Spp
zz>`7C7y@Bcw_aq@YRlhFN)l4ie025Sz&9<py%gHm(h)#Y3fTzc!R*K6JUrbP7vBUJ
zRO^-xPTMbtwS&^Bl#^jZH;*{=RopTYEyaFKl0INDI;e~j2?D)3`2ARNtWLd#4>efD
zp6?WYSG$=Z!sanAiXNr^tDC|BF^mfZYc6QwhD={_e}5laa|t|S!942{B*prGV$-FT
z3V}~q`VK>#%+3F}L~(vo*R-k;3RWMrE@DpQchYfntpat&|9s}+N*ih<@th%C-k4XV
z8b~ns8Hx<%PBE<YNhaN1jTdLnr3*_rd;eG`z;r?T{*)RyX<Pp9HG(gM=Z<^5-hZ+B
zKU?iCd#}$5e5WQ$Zx4uqTkD_g^2V^<WU6|`VbHK5Y~k*#vd$QoLh97n@`irpCpRa1
z#wYK;N|zk$KY#ulXWnmGj5RV;I?T7p;xX^O8$s3gMdeNY?AzBD7QHeSq{N0Z>R*FT
zkGc=T?&K!p&*li2aE^8YM)iX(dKQ1gDznNXByNz?`gBRj=N6{i8sSl<LH!}uf(y@`
z3_84S@!xT)=wTu?4;Q;UUK$e{N09jgDH6MVp}gwWbsr}RHf>$^8dTImTH4Y?bT1rU
zS5{md9xy;5n_!}yoP&#tyKB*Qxm|3R*V7@I`D`NLUE`tupwYNdt1wUL*d7;qMi0vh
zow(+yds>Y}f|*G*H6Dei{$F)tjsTN%Qt=<)n@!RZY12CneyAFj&a7MrJZ09Yyw~OQ
zN1yetl|l@zhDr*i!soHY9oKb)qL!|oi?JWZ-tXij(n0jIV7yLtTW*Z0*A?_(LG#KA
zaNkguS6g{^(76RVU_uuH&PufjYg&;0jV&UE@1j8@dOe&QUg3zoE!d9ad;;0qC8%^^
zFKT{9+k{~t%$|9gUEsFOI+^FBvsve~z|~L-M`<)?F{+vA<K)Ogb42^7&Zg6tj4r<t
zuXGn+LQF=4Xcb&yXcY#TY7|)57h=jlmALUOc`U44Pb+yAu{sB*G@bll^a1ro%@lz+
z6ETM7fEuROfJ>7i9@rNDcM5E0gVqGx*YFI{=H4@<pqlfxT~nJ-0xFP&n+I42dcmV0
zZmjF0q@WPyF$WBxLB#FjCyI4cBbo~rjtg5eLdJoD%~%WsTQ1hcJb&-64?XB=)0CAb
zZDqp_<zj*O>6n@Z`OuF|^n0A4@RMw*$XK^koCw2J_ycdvVCI3I?Vw<59za$5`xy;L
z+A4n6qVF0A<cBAYJt7lh&_&;CLAELo?jFulPGz1Wy?5^`_n?R-sJ{LVh{U)>(1^E<
zT!5;Nb!D>QWa>*U7=h-2mKlzjaoO4TXRdzHAACR9)fOdr_ydQ&;af(0ozifLf26;^
zV=VkqT<izd&h1tMAy6!2hERA_Ub)l%d9;>+J!|2_7IC38>OL@k5H)UUQil_y$yE{H
zBCP>wG4~TYQ0%;Q`~YO16#}WP=_B@+4QfEuKCf0J5XcC#(U6`?zH<4rb#9$}XtiQE
zLo0#d<KeE#8;<LCG_)912alf@Zg*94pA^q^%b;h(gE=LI54-kh5EeIVe(p2)^fC6!
zsbC%dxz@Fv3v#+469H0pt>;_3*#hT45%Tp6->u<q?{LOieZ7p_hoyx;<dz4dP?M05
z=;uO|oQVr=4_;QNe6FXiauWBGU|`Y2c5bZIwC`K(Yo<%>&x<Knz`C*zli;R>oXgbz
z(8I=_4%h~}+3v!4)jePL44mndxZ&X28$Qbd5XfoX9{cg!uiQlAD$K0>G}kcgJ%st^
zl%RExIbQOdNsYA4sL}8$)e7ln_i`56Shha%B^H0;4CSz1jm-ItIpgX4-hEkCBZ{;C
zCZwH+oT5ZU897y-m?vZ-=-*sTRew|x&2<Da)iEHD#n#~Aj!;5m+u7FW?sA{U>3Y8K
z#Yt>zZ0RXfc7jxN8ib>3LA<<}sFggnP<XmMFfcy~hl6jc4`ISkUXvLfsr-6Bkkm^Z
zlI-nFr<r<^n4i0?Bp*|ioBhjWq*gPBV3mUua<21pj8dhTd%EHsapIpzzPWYut7irh
z4eA~JXV0pts!HfK>78vTXwk9@We+J9A0&H!XtMaNu}ln19_O!bK4wbn((i9_K5<U}
z@_PO3ESGLu;Bd^2E#l;btven!2CV$RUf%@lWXo-(ZQ_+a)mYxsnLsKJ8DC>$+UiYU
z^Q>;lDC-_C0TZVF`gL~59rA3n$X>dThwJhXB$3+$Gf8Qf6{iYyX57-!{Dmkx3BN(*
zRmT2u#K^WL)!BU^xd}g}pLM46kmJ@ca%f?wYmGR!YQ*dBc7evzx_}3pOh>Y;_>Jc!
zI4F0fVAk^TpIA%?cC4?`o2A7|JQ2jrZq|nQNW^5R+1t#XzG$&FgK6WhQ%0XhbBe`d
zA1}=bazS>;23~iJ<rp^{QukEXY1ZW<(=<~Nm!D#BrZ)sgmq7;k$RV~y>et#pW3+*>
zicp7{Jey3*vkK6&TA)U-Nd$@&w;Fcc5I3XnZ}AOS&a!U)RhN<tPzV?tabBinh0w=O
zdhs}CT=L-zf*c$K&VrcGpwFm*?$J3Kc1?Nxz|<9&dnwKqgxJ_OIY^x&-lgW&hbo@w
z2p)Pg_m2CE#c2>g)U?xwUBO%$Tz=3J)U+Z7J!z|s3jo*1TAy=p!%gRV03#wMj$b>J
zSBy{4HgyQSiM?^aDM~^^va$8`o5`jzz4Al4<s897{03Qy!=zI3TaZOE5^fn?RKHq)
zdgb@G@6ssAL~EuFe`>$u>j%vTvEPsx6j-`rccQLLLOLVlfz|fAaC@AYj(4u@;<y{W
zG5r`0MwMntMDui?!jQGuwIlP(>B2f(9V4g<iKxl={uV3VL@WF4@B5|m9yuBnHJ!ij
z=gOq#Uf4a<hh8|AU+kf8T^GT_cIB;gI>G9&M88`5{CSfGAlxp!EoJ2G^94PsRkl_8
zW2GAMUmb)w^e9eJ5GXvas5=l5V{7Lu;PsFGb_gv&#i2seiO6`T3B7K}@c(lal3{DW
zdg&&r626I8IC?m|(C&_K6RGtU73Hg{MmM~Rq#TJN6sVJYoZBZJH;wPMS^$9|H^LKe
zWI+00YTCgM6g*+2)w;RWp)D?x>BCO}<P_LI&X_zVm>YUBj$a+q8??MX(2aY(H2-K!
zGpG2AR;57sW}2K$;r`xI{JZRXe@8qtal<fS@<mCsO*{t`3Ip4ER@N>l#Kt;0UFHW)
z$v<boKsVe9R?i}ckBi%A8%(e}`}WXoMl0dXdf1jic+{U3s3Qrf{K72Vfd70YJD)lQ
zzq0LcYBeE*q0s6Jl>Rul-w!2{hD>uKBYsv}8vRYx%Lg>Mpr;ThA}A<$3W%#UE=w{N
zmX<mv5zU3lr+{JFZ1yH-v_;If+VZ?@q3vSz70N><R3_~eqV(;<_0KLNr`uF#6dqqX
z{b<MRI;U`gD6H>N<>}z6Pp2d}n5b;munWy(vX*ApH@CVpu`Xo_U7*(@DH*SaEV`5d
z641R4{pmRjD&;j#_=45nR0~oPtToyoQ8QMa_Bq0#bsos1MI2W`MH(X})bUs)dts*g
zSeM58Sc(sjpv;YAt#%F5{cP%i^t~VSX5i+|%o<a5sNkz3H_#-!+K9Gb<cjN7{YhUz
z!3uqeK^z)CHBjB8`mh~n!Jqb-TxQof%os=v3vah*qM1G{p*ID_;2nZZtFab3-$P@F
zX$nc%x65G9yGS8Hqf}F@t!|EB%ZBdd*tI=o#Dl=gxSK92_TV<=Ev4hujS-`1N9ak~
z35Tr#2BQ<U^Z?f>L&lpI02HV`L|1_JSxL64u^gZPC-gjC7!cs=i<iVoqc5+}15VTM
zue29-!p{WM%A?i`C%f;$xi;Xz_#-nNxmfMOhX*a=V0%A(%S{MTAqX#<@s-j)k%kMG
zqe6roulG3Y2ou_VahQ5~h$?oRYtr@(1m(rSsVK+`gw@f~py;m~Fw>j>Zt9)0!z-g%
z>Gaf}t|97Po@_Dmf`+}5zb5&Q*+)KJO{Rc#k(O-)wf^~jDxf?ePJzWUM|itGMF_g=
z$r@kvpU-p-H05DoQ3MI*hp37Q4&*eCX%!(OhZ=DBhk>?{ksuF@N$kuaRLnTdc7b}7
zUq12B_S=;79H+9-JPqwKHS^59N9kwm>;0kDvltK+ONHP21;xwz5vuVU@e|KjYcB$D
zfMwafA(P5ulPwwAE8e0A*p#(p{J?iw7jRQ@bSwj(gqYqiBKNWGwLSAZ`XL|+j&}I7
z4S1MpPE>guo}2wlFzrY|eXdx&^EgIU<i0`?6jop(HNEw$>##HP-*kcRr~&xRbb|}j
zzd7*gQl~l>?G=sJR+@gp97q$?1n#Hv@=%b0V46{uAp;vg&Og;s(U25P$Q)_uIp4K<
z;9>TyZ$!6Vj?Ur$^#YnZoT->^+)IuFAsr)EmKQC#U!6CvKdr5&(r%NdWnZjI0M-cm
zo$!RX$+uF=aPccY2QXcqN!jb_uJ-fA3+*P#QbfF~Quv)5d0$cpxfdJ=jK0U+x%rbW
zm*Q&O6(wTd=gJqcYSLB|n(}ja=cWhj+&KL(8l}Nj^p)q(uy8<4MG%6hbo^8~?%NuZ
ztec~ZQ<Zk~r!-VfqE17zcQD%Xnd`h87O<y)7fH0)0_us>*iUiUolV=7j{zQ<DX(so
zu?UA6fJ)NgLda(*0M-eyadBy=ik;-3d5ei)&8~=xJ0UjlaW-ebRTp}*MtSj0$BEL)
z&_w-Im2}^jYJ%gjyzTfqZUP9~T_Wmi0_Bad0oT(ZMkenpv(&A9Faq<GWOMaSnZ`cr
zbO&2=hCnR0X#UL-z6api0p4Kz+kElMV`$_<!EE3o0LVr;5Xg@qUG;)S`(M_p5(Rk1
zg$gvgnav61@LG|<b)#AR{o-qOiMrZ4jdCdS<ngDSJ27A%d}_msQ(<evbL;#nZd=zM
z?GZc-O8>7%3U8?a+@}^4j1UDnyg(H&zV`j)oYz7rB4XY=EX7huLIPp_-b+q23Hmql
zS-n%e%Eys*c4Qu8R0P90FHLgfj8q|&*_}~^`l-=XI`L?d8$M*KgnMHX2F~=z8JuzX
z(0bvc6SNUZfvwr(r{|$fo(_G1K3Cv!ye=qi@dD^xeRgd5D^sj^p{;9VF{cZd--(hK
zY0ULmdi6>#i=KGbb@Jb%mGD_gF)kvd{+=A-mb)Dd_Ud%)kIL=1+quKBxjTArK1hQ^
zc@B^;Wwn_SiZfblVTf{~qpR_<kLAS!Z=W+-SAMY8xSCNcA4{*_heV^Hfbgh<jg5T@
z1aduqE_RWAwPh2)R`x*=|HjvH&m-a!5;ne;>mvUPzfJQ;{wn$2cvu=gPtBI=;Jk?x
zRcYE3WqO)cjSq4BLPqoT{Tj!Fd4vY~x&dp(f|4ZD?V-UXfbKD{#O?#!NG*z5)E!jX
zX$5Lu8#DFgKpMIL%zE#bBv#Qf^k?DeV~c$Mvr~*7im6sXD?)g!|JVI3L5&s1t~PG!
zIC!8jUe2FekcL>MRLw%TwJp^+`5d1vbGOUZ9(pZ{1`mfRd7b`U>aqixho_*{*TIk^
zVIhEArYl~(L)X6WBET;g0npj$D!<+4OsnDe#Jkn>?^AExO0OhNcOEmbchphcWi;B!
zcJIVm85OXigou>D3q~n9=ni7P_X;hLF3TIP3S7^qDQ*G|NBUa6a;l{f0kz25)-Q;*
zP*QyP3`1@~MFV2mk&Gx0Z5`yI4ckqE_<N_>b6d)ND6N=a?x|5>v0rc$M9XVglhb^n
zv<!5-1R1rO_8kgGKWtI+LKX#rhe?D-wDn&8ZfVDT`yz)=G8gzMGn9c}gwi@rfJxkm
zhgk#L*LHbor<^9Bjuy~TSC7$d<^*{Jwj<^VGgukf1r1VO{w+$rT)QQxEEuHK$3vC3
zNH$$I?fv(c>!CO~%QW(IAMi@wEF_rZm}GoWP<(i%R5zqeGxHX>pHU-?`Xw*kVS;j~
z+2`5!OXvKh=I&GVA?-@%rXpc$AvSs4g2mv%4rvkOu*J*-xM}^{uk?&5>FExr+k}J@
zKS@nWfP~pvnj2i*xkC176{hE)>OvNFD%Di~KXhw(P42c93!{)rT#f(y->5<|;t1QP
zMtix4oZAef5D~REa?vUd#;Qz(>xawxaQyI$<pzKA{F=a0L__sn1`T+18E!c6{}6Z~
zDFpj@EUma9DcJ`=<+hGXQZ|Aj*XN*jgAs#zC7;*#;Iw4m5VhCLH`WkbIx9r~hBlVT
zCp&9x*Z?1Wgd10+%~O*pi<VIS`O!|8O({R%qtFb7I}d?(jS+0)hNr-HL7|rspfX=-
zTHw;ll&|+~Xc#KX!pT|5W<p(13tSTSD=U`G83#&fq)DP@E#}$tT8ph})=Y77yY|Yl
z$GkM*7!YbovWxB6(s2~A6~8I-wu%Wg*_?nfg?ss)33~ZPjoFy){|cq4E2HFhEGaH)
z>NQ|qsJ0qx@{@<zxZ;JmBY))f_On;jK|9_abS4>x;Xx5tDjK~wI?BVbuOs=RDE-9q
z!HU%y#KTWgqS~EXZ?t_t`m2T1n*U|WK@I9KQd$E}%k)J<3=AGzBmW*X(H-8YufVa?
zHGP!c{7Y0RWN)EOFBku;3gGR{CB^Zacxe@pYu^S&zA2A<i_l1EoPUbaH?EGYbD#zz
zvttSzt9WohLP!c83PDxy!}(B-#e(Ur3p$}bdrF0UjH{yJ;P}og9)%U?%MiYS9+BFQ
z^0Rn?los+?gVnTY1aJsK8JQ}1zsb$$J-9Kq){tJ=@qR4*$N)PMCIW%EC64Oe36ESG
z@Ap=9ynkD1d~Nqrq!9Fm46vwaA-vyU>IwG3ISlP*b8U0=9xa!yo;dK>_8#SW3tt0?
zK|J!TP(DRz?=o^pM)F?BB7Wa`yFp!FQ~DPJQlJV4ZvF$&3SqghN2~4NI1ZwD%z>v>
z0o+A2c&+}46<IFd>fGw5t%{AKj`y8`ghVd1Uc3ABnc=CU<7&>>rr^65xyR!g@9OFl
zUkKZDy=Gdzhz%_J6U<AA1%X-k&<SpYmreQqC{m{;-}oV3X-F84DQRDu??xyuoG2&n
zpLTQ(rXe64#;BH80k&#DjnWzSUMVU%3(_hCK<Uo+E|D$zHidDGN0UvND~G>O8a6Hi
z8T@(4acU3F?T6qGAPz$^Vai|LMxKsMA3ihGJ&m=2nTy>xYN@j{!-6y@h0=3|;o$@6
z+sZISg<4mukkdNH#TL?A<qWl(3=ZjLGxNtp*9)A1mIE)&`!LkQpyeR?!cW9if}z-v
ztVJpy;mK0<$o=C14GGJE#HvIqf1Q3vgwvA`=|8xRk~%exidEU{YPzhMn$#mg@FC9W
zz|0)T6_tCZj%<3!q*DL~D;))#?j-t)^?R#g*J}X`vfQcTGWCViyv|u;LxZea1OP_d
zmTZ)aYWGp`)na{=G!{ZB7U^+8j|v0&di67x>!Fm27#MK!v&O;c&PM-v8k!l`EO&S{
z+}j8eq<HOsY1T~uL5%8Lo2!bs`Fe%kNxGkWUYAHPz{lj6&>i2@L#qw;Sl!7%$u4@%
z)ArBJj4*u+&b0H9qclnFi3^byZDzKDDe?$gJwar(AFkhpIg>!mmKD>}7Zlw3r+=MB
zs^qoVi~0LjmGcU4!$RIqTqHptD(WsDdPWc(%&e>)TMPGAM2iDhX3nxIT~ZKdKL1(z
z;B(s(l64DG#a|YsVH&3QB<+~Ca^@vIezAUNu!^^rBWcKN<)5$sS1g}$yBR9{HdB^8
zIO=2UO!DH|N8Aw*C1Ii|FkNEDW9-(E(@HBH{sO|myWWr;p*f<Z66~8R&8_=sFC66i
zbW%eY)LoaOk{I~)p`Yg~9Ei{XFlRjQ^@jAROXab;wtd0&XKiR_=FfY^lkk!Y9iu*Q
z9_eEUGzvj<H6Bw<X-m%yMrfQ8aNp*AGXi1at1S7euD@7)?%BGcVVWh9A$as|dm=`~
ztaRZ0`x{<Sw;*b_EAP?TE-=a<k1VDEL7JDtwuW*G4YOFBy^R?I9e~unFeMH^w!77@
zg^u~6X1vm;bUK816I2=d;{)En=5bp`Ui@Wkm#fZj+4_QN39o9(q>OU#(~2{!UcD1l
zs&-WUdI>sS*RKdcpTySQ0Iel&ZSl%>GlBV4lHaEz0YNswx|A`8P{AW!@VfIm!Rp7k
zA5sZ7rf5Lw98Rs`(D5tOGPlI=C#cHopDslG%hL?jB%2Lm9fl#jmyA^NIuG`r5e6k-
zOI8yi>`U_U@^IaC`cJ{HWcZwom!3c%FV(E}mwpx=hO6h_CWtl2q%FOI52t6q7}2qo
zyJR00rcz__o5jFt_~bzDwbyX#VzrkV4{tx_Q5q<_rn2hR@z5#-Be^LtgefwicDtZt
zaJN%-CP%}Nbv*XL=zc*{rp4UCl7WK6IRz%<SO+UF;;cF@Mza98f2(bB0Cj||b!O&_
zSOHN#2qf#lM>$yee}Nkdq&+nSalu5_zSadJsXLw5hkpOM<voTc%UDcjS?=cf4(q;`
zF)6K{)-|k?`kcs7ypXz>@2_nS(*QE{>CerWuqeE-ul6$wWK6;YcGjUX@N#a0GCvYo
zNgDmX0B%{lc|+!xZpNu&sfGp>)gTScl)jPSo9FeeR{Dp*4$0>|jI1%^%BAy_7{PVV
z2E)*s)hs2t789~#2*j9yb8f;NuwVs}NcLgYt(F?GY$Nm9ktOPwP%u@zGGJvaAuXEs
zFTbM>Q7k?T8@;2ke|W<_+t-RzA5L>gR`;?c`%+Du^@=f$>6pJ5^AJbYe|hWwwD|!f
zNJtNTe3r%vL1h3~8a#|IE`PCIlsW-Uh8-->Y0`iNH>tog*IfT*#XUVVh9i=v|Al07
zR+n~7pYvGXbH>)$y!i8md*02pOlps3{!!uO=%-<-8{upqVvzm&J~j@v(2?|XChLGd
z+*8=&Yg{7jhc2Oi%j^bNW-Z~fFXs4M3U~1oOHd8ncU$?I^1n;I-Pn>=CVH|b@iSw%
zvHclLpSHPLge)bKw%%@1eIp>gSr!8lq>G$>tn)1xgPEC0TScOB95sL_97umyV?VDL
zX8&mUVVpu(&Op0dI=kzZ9omTDf^BR=N0-~QUA;W*$<Z}Ua4XulDZBap(i6MW_ZlkG
z>KO2)XAbPWn(4P9VqQ}y4l75t&I=hDh^_z0<n}f-3I|v6_SbFhs96ym7SG9z<oq0J
z&j3>%4mn$4C4-Yf2j3;0f3qTGN(_I+^;mOWw>6@gSS^}W`sdVJ2hsBQ?DW|;i%<VQ
zAV@pnZrCo%Gpll2dEXDqo4G$dxb-wAMtL~6R*Q?W@;&DC@FIjR-D<=n4Nj(dcun!{
zR1Oe9AO*F?@&~A35Z~LM2D)?N#d*U1KVbzYzxjrG6c521o<oAw5p7~CgoJW^;#F^5
z;-`1*Poz^0!VzXQ!1Qa#H7E`q&PL$upVlnfl0=uuC`=5k&@~CZF6O!DFngEL=z(}d
z%Q5+&pNEuXZK`2oF@K5xukZqyyowB{CCMq{;}&<kV~hn^1ce+IlG|$?DLHB{Vu|mX
zpH+?f*)&@L$rMpA@G9U2h+zBgC6zPzv*JSR2%o$ey&~<sTJa@%md8g!l~hwKFG;DU
zijCKsYlWUI{B7WoAN})?Rz30#-0W=zN!gR%Mw#DSwyH<I4KQRRy0YR-za0nnJtm*J
z@alzmZvox2$UlWHq6~q857kW+HlO6ORX8{$f$ahI`^{V7*(*wU)*f%2LIk(E+U1|n
zKfFr%{T)v^td~o0;BfexYV|f@LKx1(zIgpfmipMPhi^r-y@_79NCK`{>Z2OLg+6+1
z|FZsFZ+?qiOvqwiN~cVL_sjR5xvK^<Aijf~Wm8VSdVvZR2H6;aUqUYDPRh{^>yn=k
z$LaUm?CAK4L9K24;r2o~NFL?28Ih6<xif5Xxl8H+Bq4jdT0sV#52|*e2Ds55LPCl_
z;=9k<*H8oqLL^>Mf?m8#0T#(@N~%zwu#lr1OvQRxkw!jYtyVA|hvLtuiHh#Fn$}9<
zhxD1IZ=v+JME7aHotAm>__OvI?+;1ac66tG>PkR#jIFd7c-Gaq<X1Iw^R4}dUhyY0
zXeVTBWi)vB>a6`r)6=sKC??wyzAe+QmZ1qa{wj9zhX|xPCpIm<z0E9Yd4Bvih2zy*
zK;hv5$(SrjLjI@j08vr~k+N}+iTo!oFd|g{@LLb>F(=r9g+~HTcfS3K2Ljyu<3-`l
z{uT5lI0{QO?K~>)d@_pKO@xNVzm3r(FRm`0dE|`h*>MB^Ywigq1h#sh5H^Y+X)c{n
z)I@?x3sB9RNhv0?PzT>p_rk8ECT~{IZJK4!Z6?jU0^M?BJi_u8tx5BD^DbRfO&~B|
z>$a+bjWeUt0i^XxvaHc;5a(Yn(2R>|C&x^ePV%P9Q)DT!K|mJ8*k0=pFemDzS7L_i
zo12nuk(|DK_T4Nu2y)h;v)wzCTh6W~;qs|=PLxyS$ar=l@Le`oeXIZ%Dc?VmH-1(5
zT{7+b=;H}xw|l+`V43=Ms9xW&Rlca=$l%-|Q(L|Sn82KYWxMyDrCno74<m2CSjV$e
zcET_U0HuzCT*)FduHgez%{>5O)VOA{_zkbhw(Upra?sK<8}{2F<5?1#J}SXz1RPts
z4t!35TB}%I{`a>4?uI}nHYRyw0LIbF`b-C~Mo1o_(l>7<2q~YT4LdM{(%2f#1$!pI
z?}f=WHW<~df^_Q2GG%=AC;a@nK+CVjF^YnBBWbDcNI6|-EO%*N@9QwH@5|RFHvOa{
z(&Y+)K2jTQ)d-uMID~9b=1XW6i2D?7otQU{os8YO6KxDov@!H$95(jiE#??2=XjgL
zM)>%rKN58#FJvV0;+iTPjjvyRVgc?SWJc`)t??uV8RWKgdwY9h6|W>~t%rXnb?t9X
zjW!uKy5{zEA!EMaAa-1^(naqpAA3VBodir5F8ija#@bnHd4T;t+qczk-@<}^jnOFn
z7Kw@&-B|Ge9q@}&WzS_l+77&$v28M^;Jmmz+a5;&0>?Vw0O_bjI~01@+7@{jX{#YV
zhJ{txex?@l(*t!6!ajY9F+sYN@*t;T?O?=YuaO~JQrr`$YE0-dd}~&(p1=l$m;f&*
zP&VbE1AzraMH02Id`+WC0M5lgTj9<8v?~hm2V%YKm{9SH{n&uZ6RR`Nz690-5Zcv?
zNba?;n6kB$k&&T3@>X)@5fyDU2p$Hxvbv262wr6s6&(YElorG2Y+>W<o!ZPI1ma5k
zTg>v&YKCiJ)gET9$m;owSKjJ+MwISMee6aka@(qI2*hgBchB3NK6%nHC;6P@|I!CI
z*}D>nEsA{|b1X=#f36tW-qUTQE#SUEpT_2UF!GMl!+KA{;-k#hjE|ZBr5pf?Mi0$O
zZbQRl#^joPKxN##dn*6JNUHsypxcUG-)bm`CFW=RraYMLra1qImwF)hN)5qrl)6-f
zBl_5?hvnI@N&8d*sK{+6EFz$GMLnf5{3_rc63ja_8{1>4p1+aL*TRgFJ$8lY4pNF4
z=ZATC+-KOqKf$QAb(d$$Su&kxNxa(!sFPv(3NSsd@PUeFe!6E$Hq>F@Jt*fLdG@B7
zc%cB!<x~CgN(#->5YxcgJ7pS)3XDxqF7nZD)fZbZt9b$U*1@HP_k7`y*g6w8Da1dc
zayuyRYbsRjvQ+U7Fj?Wg+V;Ei|IjURZS(6@hUz4ROJ^tvNY<O0d}zd$MQko_AT9T|
zPI{4i3EqEA&;JoK{zGJG6JeL|h-2O0Cx>c#<h1_|V<~|cdMBRb<UB?Ctg6h=lmjXd
zh+F``L(`;Yq$fODMk#vBh$a1`0`ERfQH2X(;endn%(T;%mxdbR*xIG2P0po%^Z@IN
z$1DD~X!Aly$w7{Sd(O`DsWMmiCldk(n`o~%e7NZGIu5~PQ?l3EkOUAh9zO(y<Pk02
zdkS6oIXQY00O<ATux@?s{={bILTIGWk()RnmwH^h-Nk(A&{5xnFvCkBz2yOD4Xkb8
zbue?6t8xCKg^L${^3U1PV`7(NW>Z^(V>4U(C;YP*UB?!k1)RQz_Q)n+=*L0E^?SI;
z9-xK++Fd~Z-~XXV{2Foj{>xOS4b71F{(2NHZ~I^TZsC$295U1;9xrNMKd}!U8qu&h
ziQI4U{+eZ4IFPxSdL5)Kpw5h79LN+mK||IG3J<9yBEElrfyOz}F*JZ0>1&v50di_>
zS*G8vyu)n6a9iN7?;m^srK6N0cd0YN?N>YIGH}#Aju`rC7@iDH6X4w$D%L&Hg8IO>
zx6mN&o#0?_r6yiYS>8uc^{sb|`{zy$vd4=x$ffM1#nrZN8Iyv6|9rBk;X^dpf<7MT
z=30FYG{D&bD&^+^C0Col3{gCQ&VfK@{*ND0XJ#SzlzE_biY%INc(gU=F|Kb_n3eS$
z4d-pd0JcH1jx%xD(Rs~5O8a`2|ID*Y@m6gSO>jLB2@t$sM-n0&OlvrFr$t8F$kjBm
zqW$|EC=CN*EJe+DI}n0{LbY4MV5aK#reJH)w37Ra?+6VPS9Hr>+F(mdN=nA3rIn~d
zW!ATvw{<|Z;wbM~MfO&6Y-tnkWfGQ0w$x^rd3o>ruP!g<cAfruiI+|lPgpwCIhhRA
z7CMqeZ;o?<erU-K;(=tM{5->A)Bax4{F~AYkzeWtg)cejK8%bU<<uyTB=yv-B!f-5
zGY7LS)+yabXsV8_q1n2%Y|icf3%Hw7Y-WB0`$PjgJIIDy{R0=BM~E9z+<TvETmtii
z_zG8BNRNL76X8g+aCKcA^V|HmvDyl-v>?*GDGKOLfFQPXlf&z<1KRH&32u*5n)xs>
z_ggKUfH~<(YByA|p)gzU+;BbZ_aE7fQrY6{qgQuB-|&FP`sS(T=)ty0*~qDX@-<Uy
ztoNF}O5gfrV?x=~eF~?}Vwa)gVdie|UMJ|>;?G;*-=DO$o2KSHTX0xtvyih(ceB;3
zj|9}otU3=F%`|edIllIgsN$6oU-0)dvZln;Ry}o+KD*5es2NZJaL6RY%NYqk42bP$
za@#Cm5i0ccdck|1b-SXLz;FG~y^6a?_HOdm2n$nCC`F+eLz%@si~=98iohoc^G1DE
zTk?4YAEdyK@chp+!}M>$zyH2JcQVX{8mzHUe}4meZERR{jHC0f1UTnmGdFJB(CVcy
zO4-PPS?>l>h&g7t83QO6)_0HWL)Y;{6td<GlJ@NI38{P0J}vqQ!-JBcpdK4?sAw60
z&%mgy9A``jtsa1>Z+Qs1_<mbwYdCP#vDV3C1lriS@34NoECdvPvis_8_Nz&#%cC-R
z@+uJ*8?nAhQNtSU(CKzQFlU61IPmIcYQ!}IlUu&G%~i^WXEZf@uHC!?UP|ij_@H>m
zbS872p0UZ&E5t41c-AU6VeBP^Q>5^!{%Q-`|1{9s&w?1BVMF_HwNymZCH$TH8dBDG
zxdEK(7lIq+X?M?V!FZ!&d7t(kSce+rl?=u@G$6omOvChaR<Qgwm`W@#l@8!QKA7lX
zsa<|v=fChd(M#9$1#va_em|ALF#M!65;9i8$jGEebIm$Jd#^~I5@@|zqSh#;)zA~2
z;moBQDK8h?<^@CI_q?JR2Xb}L-e`ExvC(>nYKGevze=Y7)MYTI9=W<7ZYn9((bTm)
z^|W1oq$%u<wy`!PwaL-Zk616u_b)E$&NRiMZ_cv-_-x(|bl?pqm&~sRxA|!h+~Q@`
zPK36JS${jGxhcUYv2)1~ny=Wc{(4E;vR131#65%hjcGIg+2bk&yv+D5jPa$TlT60e
zsem*HTaJ7F7a7T!x({}v5$^CS1;@KK3o7y+zg<t4a0y~>&LJmNyiIy1wU4fc1{(}b
zt`h0^3<ImSflhEO)&D>p1!|U{Z^td@O3RN$%L>zYg|6r(uBRpR2?t)H&qi~tg1mCQ
zlekz_HISJyLmwC>Ys-<af^{hqPCNH?-;tQPGH(aaQ9|HnvF#mH8TkbM@;o~vX(jSl
zUYAERT6X$iYumn&jKb~RAM~Nh4)ulTSehvSOA|Q)kFQXD@rNk30keb2Zg`qMm`UAf
z-Y|6~y$X++I75@lj><22@M;-l*;7}=1qM5?(~m_lp#^T_jUSpE0A-3KL2m|d6nz}r
zRX>E@Z~;zlkO}7ieKW()#sI<AR!M*FaqBjoC<6eMz}oMTNvDHKXk-4FrD(?QxaadA
zo?pGx3gKSv<^W~enGu4Pttpu>+3gR?j#11lHBEqf%MM4KhsbkQs_y=Y{PtYit<%<C
zCPwv_?hOD3HXR#C`FkdI<`PIfZVaji{s9RbkalfOkZyZXaUksq*ok(=Evp_Qv!ppC
zt#u{pqhBv)t&H}j!MIR|z!+`m0AV3Y*$CRB=v7qFQ1e|>Kc$(obfoe>q>bfpbbI5X
zoNxnaO#^1C9+r_6EPdMvfzDd0jlkn#2j8CNk)XdCtyOe~pvi#ux%&m$YWq!I50Fbg
zg(LC8s969DLe*sUr^nP?^gEg9MWm>hZ@e%vu&NQU<7xVY^7I}Dh8hjqhf#1RXMe7v
zE*h^qk*4!mUyVouGaCd&hBpau7-*Lc_qX<gt+pe4Lq`1x0NG2>{^;%ql@6;0XgYAU
z?xxZqhE_KPYcEt1c>Ozy=)cRnIPB_Mjk1iqvhN{)3xHqyf-0eg1m;LJ&tSVjdAavI
z&MjuX>&@m7U@f*wniBJB%+c-3o_X|1{QGnHzcC6Q32HM#EgX9&s92==J<TKFnTtng
z9@F`404&Jq1jH!PfSFoU#KgozaQA>>3n+akiERX%cPKi4Vi8c*vSqS6-Wr{P4nRzn
z#z9XdqS4FnoD|(arp{kppO*{c_ySAd|7EddbT^fB0mss}N(LufoY~Hu1|1kZ#{_@d
zy_`?S{FHGqhuSQ%y~XRX)kA<^juZ}<p#oLGVq61Z-dQ(e9~0G5^otYGFQ)kU-cGCh
z0mDI(dh7i$4*GBq%7;8+5_#H<7un=5*c#946J_SxGxKi*o`VrMT>A(gGuCj5^mUhF
z06}TUbL`gHxu71gXk>1IOeDd<?aQUMO3+m_i3!2n_v?aEWkNfjfyzt2b;@arzbknO
zm@zev^kHJJn=+D5a)ZHOT*{y)ddI)!mTYN~>FQ{r`*5pO?Sz%0r!~Au^gnBQ%(@3b
zY;ht2UODEYb1Qrc-aWdt|C0CfXJ?b~wU)%3%?l0nGFCg_>CAEia{wU)2S7f@w?W~M
zx-k-?-z6x3X~Um^%|>JWlKmy?hO9NPY<9xHTROvp(%T^r6zPYAvf~9)k!*&q!F6`g
zOiuy)fV}B;^{F2x=k-~5B+Xkh$EOe7V`%UK{eXCUL}SE|MHy;9V}CtvEf~w2QoE22
z-~kBmWzaD!2>*uuSMH0HIoUWvwM~6}sCxle4Ps&cd5$Xe2O}3xcaxEpMp3-*=$tUk
zSM~U68PY4&UZF+!J<tFG0E3{JAWDE$7WrnE2Ip4tj1Bay_f^Y0Az}uh_-ngE{qK)b
zy|vPZi+~oY0rYyt763F49(JzIkoCx8XJw6_N#}#d@ERmZUM~T+TWGE;#BrQ^_#T;P
znr1<%&D3sq$#65(OuPDZyAS@;?oXMJ0wd^}f<Bb`7f3wmz8P6E{DHmMR|-6?0yYNt
zu~Q=i%@_(Q>?Jt30_>q#!N=g2`M{KdA8$<4)uUY8$JgFoHT-)<;@>kB;lm&n85d*7
z7}Z08GWj~b_WLRZz4-mWf(8%5uxeC3Y5+E!zi)E>vwU%SJ03%W=hvOT_}6)AP{H_l
z>lbDO`9aR|{;Oe)tLDfeUZ0_Vlfe70{|w{cf5X+6YEpAPzL6bgq}l+sI1!v9|N1t(
zT)586%oZbS5kXJ@bS{StuSc)^8lQvg+?_M{!NkY`Yf3j#D>*phT2}9-047=N{l7`1
zef;7bqETOTu!P%I?RwPi{(CFVy8c&;Q4Q7G;S~A01-u5)bgX_q(by5B;NHK#2nGFW
zxTz$g7mm16={o#fpOYrJ_3$28;StB?raTM`vL=BSwVe@^`5>!<QAFgWy1M$tcxfti
z;JFLX4Wc@#+-^O}P!YdymzI@f5fd|BP4~)p@Jw%U<S#G^ut4oQ;adW6#TT->e_T}B
z^}`q`8T7$wf+?Puo9;uS#759Te2|YN3$lWmcD~={wH|terYWI`WGcca9zY7ZO6meU
zHe(>X)T&c%Tnb3o`WPdij+foe;y0Zv5-@-Tb_2g3BY5~`+tPnm>O;K*>quMWulKW%
z7&#d}F7EIE|3V3xK%WTeIVz#Or}1)=a%xc@>$xTmox3&J<lL6l-{0ff4rK-Fl<2*}
zelcLS(w}UGt*Z<JFvOh06+L*(aa0DYDA1sjxNh1NG~K$@gxm)iL>qCMDup%eHluky
zAV08l2Bhref>f%_qgL=q;|HMdSdJ%Zdg=(&0#mJ@_bDbJ_6InY(V-J)HRx(%c^yBg
zw_4^*yMR~Wx@|7dw&*=gD@6C;-~>Q0N@p4y8&d?`@;rP&<-IPEyz68mBOx7hukyn@
zWOTQMvRl5t_6D|t6&LJT80E2%sXIVc4wnz}8o#_sm`r_c187KN+0viQs7I@<RFOW*
zz42_+Xo&D!J>T+xnELgZW@}c1l%1zl_mdA3Ptfb=4Qu=D@D!o!PQleQD4Kic`9IJQ
z2Ni1R_iy*(omYUz+2mXUn%R-1l?X;NaQ6~N6Rjdb5+iCK#a^E<yl<Cf+paEsi&YAG
z9{B(M#ISi*4T#>z?(Xg-vGE(S%IWGvWD%b}opelW07hT@8Q{H_{P|;^o15E1YGMAy
zn(tkvnXw4b|BFXBdf1ZX{WNr_Cv}|7R}}i`v)Ll$-Y%iuK5cuLczzl};MJgzyZlX~
z!NGW^>;IxYCmk)sq@;!s!^pP_=HV$S`(~Zt>NYlomlxZCGj`}x7Lrk5=hl_@m&MCM
zKd{TEsHJS8=xP6h2K;CJ8b5ZuW<{TZITQawN)B!IL{%lgQ*(C!I9(3PTV^O6$;!$a
zP5_c?mw)8uCO`v(rm{Ozc<oe@<Ws=)*JK5GCFb<=f1xD(igN-_vNQI_ZXyrArM+0b
zDZ^AKkrN76e2chZTTf&tE$xn{VchLM%at=!4s5V9Rx<*rMX&#jhM%|b+YLrT1p1mx
zC6ogS@!0`EJv3^20A%c_+>|slzIe2{t-_aX{s(E%6}~n(2pK=E0s{sqbS?n(?k3Un
zYJmZ?y=`j?ZSaqs00K!MdNk{XW~~{y_RyUIw6HiRD99`lIrR12*vEBPFqV$z`mlzE
zMhOytD^2FJVBms=t1bMutzqWxyQs&$Ug9%#b-Zf?Yq9*q-jqjN+~kRDB;xna&mM<U
zR!D#~iaBmL{BNM-|K^f(LD7)=LmzFt@I2qk!pbU{z7(lt8rthcS@YZkr32&+b#1^N
zrQorSZad#q1W|#E9nQSNg1>)aRc!&*ad>f?lns&U)K=KgAOKQD%HUmSLZlW6z*dhw
za)I*b>~=g89o$C15HIZZtSFYZ?1r_SZm{_NodQsFYwwa$>+tUH8g$ZT3YT&chs0d7
z*Mz=RdhXk|n97-Aa~qITfGQY#yFMkfr}@Hll-^Wu?S*M+Fqclod<{m4v^2iRG|c%>
zF6T`SPOGnkO}<*72bcHAc;{C8;&J4PcLxJ6t2HLdKzeTvURVmO2=`;kGfg56bSBnV
zd*GE24L^85P5nQ4JZK)Ihm5Eghi#S2**xvQsrXDCZunuVa+tF@h+sh8U}nBlaKg->
z@7s%F1LVdo5zo!ZN`or%Ph+3vZ|DUc|H47zW`H;>1T8eKdNyYsp;N?r8qzEaQWX|y
z{+)NESkS&Y8l6x2n%nD-f7|OrmzBn?%Sd^mzzYIC{5x>IH8FHDalkx<x!dI^kF0v^
zs$@EV0png%1Gg0sf`1LYlm38>jLSRNoXLY1=yCvlJu{C4-SrHT{X2a4$H)&7U<Jdg
z<Gp}SP=G#lMR5K-{2Am0&5s227~Adhbsc`6K>ueDw>c_t<=pTf?`8hvpsYO2%cle0
z@H(2Y2QM!q(Knq2$-$?xrtWqIbp)2n#S-pGUP>W=S7otJZ-(fl@YfVt!tjd1gQzLv
zaP1weI~Arh2b8<wDG-xVm9>>puI<i$vL#!h+m>$2;m|$(g<*3d3n>0CSmx`ONo~ge
z4{h%q)nxasf1;qgfPe~!B1J{IfKsFh2qL{#=_)l;kzPVkv4DUeMS2OH&`E&MMMXM<
z5IRAT8tEl;W=H(K=bYa<Yi7-wHU1T8dGeIK?{ZzATUa-$A1%?Vdi}@p)w~1{*nv0n
zskyYpj^XA!QPsp^JW>Y>%IiT$ye*7evb02q+6wIhNfzJ#md9uab`NKOn0IUbttKTc
z#q(+9!(0D00eN_0;~TkhoMXPJ$IIU^laMcM)%62!*xY)CjLgS1RR>mDAZmiW&s%y6
zoY1L$xqkelF+7TKMVyy=@$q(0z4)MH4>K*}?ZhlD$}mIg$o(}}Pw5+_phiQy{zysK
z<fY3I`IfcV{B|bMQ@SL<N<#lhZ)R)S0Hb%~&Thj=pWkZarbFb>sgp~_IB$IYHtMMz
ziZV=fTr%yW?P+417u+_Mo@hrDqJ2zQE^~;^qT%0fMyelKf11{l$uGLFOZK1N9*3vN
zzjO|2oMVi$UrJ+NN5T7LswI((jq+gQ^U3H9lsa19oxal+gtS&lji87@c9)Joh7G%O
z2!Vei)-%8sf<gGg3D_&eLXMmKM2*O^*hPU%+0jx{n&$#|UAcHiwmGho;LPH45&k_>
z^cwLX$@v6$1{>LZMg5#WQZ&%^l2RUKzArBOHxm3T2?KQtUC2T^zvt#Bcz@sJv88&C
z3dK{+-Qae@7uiU8_HuP%_S+Xm%Svspyq2Pwu^&xpm^30CGp+h<S=q)x>#?mIph_%{
zfPWc&ew@Hm1KO^R-im2SZ4Z4cvGzFA9EoEu4AYW(IK2h(3oD8CoN;EScedm9-eD5r
zN3h{i#|Pm?JGD;UK4QrSgq=Njv_7M!Ysn-(p6~YU<}0n+uC;F*4f#ZFD=hjto4@~V
zcb-_rBdJ$t{d61QbiQDT+#M_u4Fb0vHXF?Mwx|oP4aAG0b~GTXmgCaAB&)``RtG86
z<na6RptT*F=6<j|D|bp)r9gk+QGxGr)TJB~#tl}_Cj?u=4^<C7Rt%mNm+&`IOOK4E
zah2W$^F6BQC*BGNo<7Mf1krp2jncOr7T;S87bn(NV(0nM<8w}9R2I>i#Ck+Z4p4~l
zdF47{_eil{twYn4Kl=TUggtnGM>jdYNIN<L>d~4#^I7t0HSLDC=QS+rw00Td(JQLG
zgZRq3rU}4P=AlEJ-fSrBdZ63OVi+g@bx+Wb#Sb%H5S%fD$r*NrfQJ&huo`gcWZ~#s
zd>>frltA#x6&zZjf%GRcR4C$N&f-><fd^=4G(9nIg!4S=NARq(x}M_lTBZC;Qc{dm
zZDY@T-*-wdMuHg@OwtwuHgXSaJn6{bqBbtipnejCtOlwJ_*r$?;>n`YgcbCG2E=d{
zQtRn2ywydE-vooG;ccI8q223544f2{myXvOb8EDdj^1wK9T~jND%%}BSOni&l7o!g
zEXXcfoY~;i!;n3E@Y!6#p%kbghz}*YXVa0utfMIxedEE)23cY@D1B(_5COb8)}aDp
zPb%aIrpB3$UThLS)_^-qH2VQNH3X+kI(k=IeP@j{hV%RG5p^EEyueY^cY%iC5?fuF
z%uVk5Fh7pP{tKz_>4^EV$L6C&p`Ld_Mhp11?K{@ZO=<_C%N-UIk5DroJbkS@n5dVA
z`zT{*mWIC{-3#P*Y}(v?1lbR0Yg`qFV8(REo*<Vl&}C;Hf6$fDZuw>jlpDn#^2JSI
z9C~`OGaG}mp+R!Qb@-?VI(-@cGOxYk4z-Bk@9)}8cd36h7{hY0_VLB#WFP@}CJ&wq
z$o6YeL)-iU2EUu7^EGWr%`=epH5;{GR}20mdYM6A$avBlv%{CAiyCB1D;~IGm%!P1
z_cN<?u-cQ<d{U~v5DL8q^r50IkNNNwGxy^gEgHutW8xED-k}Ur+Z;%OVmUbPJ(^1!
z{X!YD4VkzvcQjlDX>&!}4Jjx3Gw&yPL<<~ihq)T;KB7Bd4rq$>U~+Wkym_<6r>rsL
zWT$)BMgEml#SPS*x<@rtq<=Sr==fvjH{zr)Z~8MxNr;u`qO>YwR@VyoAe{S8xc0zr
z`?nOYkkx~fqL$f%@f3lRcdCj@<}VselbGRO_ZtRp^|p?J-j0Wcaigi8(Qj<a@6-Et
z5`7=;IkjuzpE{%^<!Z3kiRtC#ZfWvn;N#SpmeAfgE5|0jz5zpgIaC(0^6V25lIedl
zLm}ypi({lP3v)ZnytkckaX+Oo?B%jM0ocZzw{1Vcwa3<d^!P-Ck9UkSGvz`g8w`96
z?H?c@KF^IaOKiVk*$WyyciVRJ>?d<YG>nmI1K4FfP-s4^X;50<#HR3rhZYqt=B)aj
z&_ePAm>>_K=!$od(2y4Nh?ZI&&RR1`N@;H6?^<hShp`5BlUUw9(*))uxQ?Ew$0QYU
z>5SkQvYqM7l#+3#8Zr^ycZj{{JCHrEV1kJ%J0m|PR$+KfLE<_eh6QxSMXMgL<DV|t
zBu8#r3XbJSTpfVx-kG_(+>34sGI2HctA>|GODEx92xu6{^6Fa%N*e&9AEftrTjTsU
zw9Sed|9-8zbzrMh5OKF8k;O{$^r&9D!?%KVr$lh@n*!-{XAvlv=H^Q~ZZ@Ga{3pPY
zm@n)v^t|}J_JBC#DEFn|#QZb`HBA+&CS3<BUZBy+9o0iwOfjJF%$hKZodNB;MpHx^
zWlU~%u92im`*tgKrrZ_#XzsIh42@Jy`3?DoGRVNJWp=xma_t-D{fqmm2~C1uMcn4T
zADl?Nn>#U7v^sCT-PwlU&<pA*B8BNt7k+1Icn5MN8Cb@5>rmDTCa%Qb`8_CC50KzQ
zRS8CkMMSDk^;wF%r5QjR#uRsMzZ@}?MiUnzut;rNf#%892I>&Y!7HL{mmuoAh|3Lm
z@$&Rce^+(V2A8s|EN5K2_;xa(<%gC^i_8ZK{KJDeE>Nu`S-mc8imm=*F6`7&i`Bv~
z@pmC@dO`KCxpPTX%s3Nil1X(pho?@Sy1TGKUV{W9q9N4MXGqbQz+ghhe^p^&Sr##1
zZigIPG*^O?ECAs({=RMF;bnJ=CiM{;^NU%nB3Y(-e9EJUhw!=7)&ung{8$dI$?Z24
zO@e@r3ec)aDa}^@y?^qJbfM5H?m<+8$YAHy+i`Xg+jop%f~*FPm~i1Ir*`5FvYwh2
z_f<U3FNpBH(N3*yXwP009)L5Xu6LKH3I9Z5mvE^ZJJYhE+5fqly!hHeR1v|D_rZtw
zxKi&q*Ghq6x-59lHm7n@%J~`W+Su7@ojvQSSR^np3aFr-W?`z5!NCmuJ($U0$iUI9
zoH=@K0d!{qZmUksWHX-KakKguIJkd<-K5!VNjw&2e3ix?Y~ChiyN`2v7L}-|XsVJp
zMk?g5`YM+7PyzR>{o^_^{Q9qld5d#60*E5&MEqL=87@gB-A&vZ12LezIS8f~vX;9&
z<f?5A4GTICkBW)rQn}EJl+Hb|0?;w+tMe{@D_rv6lo!hB=hN6SJ{s%P9T2Uu0`W`{
zc3uO0kl-}7am=0yc8nNs`P?hy8C|8VT~n%R<tI7|KXI((s%ZNb_pP3<kWXz-=><*&
zgupD7{6H0?qhi9OzF7VNy9$UzOcS^o_svPiIOl=iQKVjv?qTSl+aq}PqrDj($nr)U
zffl93v`5SH;h1*$?;3=*3C-=9-$d*a;|`FVY&LZoT4K^f_hcbcJ|N%@W>b^42fLRe
zvVZ}#oAI0~DxHCe^<w^!^F{dme30@mB|f9Bba?8K9*?z|`@vjvsemHJ(8<HVOxHoQ
zSt#M{he63AJu5zC$$aw%q2hHAy`JktQ|N4BBsB95`m3vQp4rs+kbK02lSs%%f~fP;
zdaIhBB8qCZj+j&iv1I~KUtn+W@nJ5V6IH9w%JyvKPVH}uW;iDey3NL!tQijvl_vrf
zP4VmdX%)E|o!*XGifM<J>89?s=()cG3f42`$qrxz0L^iu{ag*;{RANq+8NQzPr;JS
z$E8BC<UkmI#(NUy(qgWNs*#0<sr{mZgJsZBM5#jp97M2W_2FYA)c4>sKY5&y&jBtE
z2$GokkRh)<?5zi>G~P#9zrHujqk%V0An#eWKU1G~3zxHEwA3GcPiY|c!N{4t$3MLA
zF~AK0P(j9WXk>(gc8ASw8@hTr=Z4aG!#p!?^UWmsOVimw3@Lw8wH%a4l!3B#@SxLY
z>qhukasj8yJdcjIF^mp4o^7RKISNQp5*Qp#XH<5+$Q+}YO<DD!yT<35<Y7{@M@f}?
zH@lkR+_|zO%fwDAb}4*<CprAuLN9*1DC7Huf3&1yVF`9F6#{v8OYJ-nZ2iTFOhZ(%
zYgF_M%Cge-j?9k)u4(TLz|g_|>eMNc2Sb^;e;=-Kk1Y4fM|`GL0TPG1OVDf`o#VPr
zhX}*(OrmVJPG!7C<`VY_L)&=}((^XS-~MeMohi3%k~#Y{-nP~IQ}eb&-raHm(B|5M
zY*`dl9+sNY7GnB`EsDHZ$_0)Ihb!1)@{cMGtaNm&y1NunzoTWEG)K$7mkZvoVA_hr
z*yiJpo`^&K#<0LZ{4qr5qo{*Jc#@Nj|C_z5V7JnCu08YBkOVk?T*Nb$f<7>eHo8^C
zU2qV3;Lp{@Co<gL?K2hqlwICq7xE5k1A35+#^q{Y%PL0rM-E5v@WjnJt5yooLIL$j
z6XJA6rTaLc&pg~ouK$*4x2xK~GMa%+)lFr2S1EJ!?>S+;4E3MH0$a_+8DVvhm(e3C
z6bG_#lksQAm%wt9&;EatwQjU|%7gxHv7*WhLS93<Jxnb->Jo#4LueAbPmu|onF;a_
z@m)(Y*MXaN&BSP3tjqzop(^PvF$j^Oog0n1llTo+JPKPeT*4Orki`r7S<3Nx-BTgl
zLGSjeT@NbTWM%yu5wTN$0<unrAlneoy6NCj5W5HR-4`CC;viFEgA;a#F``NJ9(e}B
zBiGg3#c~&Nu3Qx<G|FOS>0kI1xdQYHCN(2qi|d0^?<1x^um>B&fgm4#ZT|d6hS3<f
zHnU~jw>x`4#^!mvN`qyLvMp$!c$+&%&ug~p$NS6KywG=hnu-CQ{&7XGNXEO6R8FV#
zZ~pc)_sXmG=R$HiRx``$)cC&pGB4pe&2ulah8ik|JC^UU(%m}raVtbJe@FWdrQ04h
zR@#8Wc>0mSB;Wwv2ZCejDzI#uoa)alw+{XJ3&;o_<uG*3fY^D<v_lthuzLyd9p@x#
z>k5HR7~Zz%#3DXoyAh{X8Mo|9sOm)ZgoUD|nNE@r@(M+uD!hfGd~ae5o6aT%KpNZJ
z#<1Yte-m>2)~|Cj^!ksGW@qSPD;z?-?ClQ&&rxI<a;LC+;MJ)=NoaOd4{qPZhI;lR
zlw5|6(2v?08xs9y-+20Mw|PoROH5M6q<K5&eN|)~tfFxFo7q2~eR)iDKM5;BHIMzX
zzaD=Kd!F-~6dmK8edJvW>Q4?3fM`Jk99io#&___vVl%ubBw<i?Y8PBzAsvOdfyz6P
z6<^4#UT#vcRS<4$a1GwJ<*ZrWXkOk{sDc6ppF@{{ACqL8-820>j_}6~6ftQd<^6YT
zu1~R^JWgzd!YCKZ$aTu7CO8JfT8xc90kCfj!xZ5`_)dcPY}d3TUYKjY<>_G3ODUAt
z)d#|B>(H#_UpC5?6P&>JP%bDg&$Jtcv57^DaC0h%opZ7=S8sm<f*ow^OkLIC<H*D7
zxxZSg5c}|OirI932Rd_1L+xIbOGZXBiEW?8-^Z!v*42oAD0E$(l!NF9;bMt25s7oX
z@+_*D51Iq-mm&s!2yJ3B6+gghkv@rza*sk)2c>Q<*e^_Rwl(e*XY+BYYG@X(UoXC@
zh@Y$+#s3Z5i;50`=+^UgU2~witwl7*Oa@RQC5*O%z}?bND=AiFHz*Q{|C^PYJ=4yJ
zlSTm00^+dGJ9+a6eYiM=3K3XI&3}F8$+};EL?oz8sVqWC!QH{w*&$fiKdp&zqIi}h
zYN=w0yUt)MwT-wcV7?wt|Km}C+da<a5n{;hJAa@j;;NU#aPtt-J*moZeVe6yh$vAJ
zAesZSmXX&WPY>Q1J!Jk*U*2ycfFmrNhEPm^GXCv|`6}5B)LW0xm}+B&lZ`VP5+NYV
z`R`S!Nz2~%;0elmb!O<dcg%taEhh2jjfJ^3r|u(OrgbsMcT(NQk0TnJt3=5hvr}H&
zAZG7>gLZwhpWIyKkf8XqWMm6!6Nu{A{Y8d$&69X#csD;0pnB=m&w0Xb;rwylrvj6S
zp}Iv!fH-P7^(&WIq=SqI6cn()lMeD(f5Mw=s|rPpVjZx)xaygh6tWqu40fbO_DpiM
zT7Ny|c|%GgDWIXsGt$cP5u9JGs#QYM_ucot$9(J<Gh*GQ&cGjj4WjBWlm3QdjMg-v
zt<e|;P)#OsXgOy(qTTUmqjBXw<qR7k#X?h9FEe2ngYesn5m<LPTqyzlxTdO2^8y^p
zGAl!{!zi%gDCNSDOnn#yu(2ZaFF!+>^PuyFl$E?Bw?!ANi?~KJG*VMm&-On-AuTIB
zRir;zi8=|TE{U-{yM+@&v<6vJ<4|PeXCI9PZZ%rAY04Y}Q5{L}*ivs-Wqg0?d!ToC
zB-&nYqHbjha1XwMDrX`~nn>>H0Yxz<|7c02#V2zfZoi7|n(m8F7P&qz=*q-SO5{D)
z-o&WoTm@(s?M-_X>KmRz>7$Tu4G%V#%t?tEvZ!RCp}ptJEE(c^{(VU1D{)@T2ByEG
z5~pQBhHcSn9dY)}n2V_~Y^4^oNi`pDgxoUU#g^{185PADXa3N|Vb}JKmgNi+b{B8A
zC8FL1575u3>8(UJ*6Q&JP+dDqreb%T?y)eYYaiRGg@lZHH~?b|fF<xB?5B&knXyGI
z4$5cBaj|{gNF*Fe{;hn-51PvdRasUu#|{Y_!y5RkBa&#gLTf=EGMJZWLyAkh>bb1u
zj_^sI_BL!-eJt${VT1<gS$aB|^cKGK8C+1o3hfqtI-Ct$<oH}5<fXEbX1d#n_)fMk
z%7eVfe~K%y$Bg{NX;P6g^B2H#n(W6lM8FZ>KH^X9p327HJL>t@>3bCq4ljaWO{-&+
zi~kNn(bXHI(Xqyj?B+rHPji5O2JWG${$@!@@OQT29UEg@%pmhOj9fhdzHR6=mg4Cj
ztEZh+GykmUuYXQ_5L=7nR2v}&g$6<lvC!bW9L*(FT{heV5&@u10N1>k>fxI+b(?N!
ziK2clL9Gb12_}bt?PHns%G6NBM)>AI6}6vti(#B${&s(j#iz8(zJ;&7U7nA(B~8t-
zJQ!OH6L7<N$;-dsdwnkG>5*O%Ap%0Hmcwv5qM;<A2Wm)JVm2`Fap!P9kmU&vke!fB
zg%+BAT(Rfe@2~?U&UF)@I*2ua1)Fx8G+DM<rog;sjcCFmmp^7N5NLpSnLgkB%m|us
zIy;@!gX|$Nqf%MME7t$&m(zJkI7I#3c;yq)<9){c0=Q!QZYza;<yfb<qe1K&%r+<&
z>oil-*f823aCM4oPvENfCUjP+LFf(jQj?YTbYmQ(qJ82rB||Qzc6^ny_~>(asRh--
zYqp%Up}pVxjS`cwS<P#Iqxug8y>=)}8eA*kcb|dlVIi@loDA+$AOQ%*ar5&J4t07#
zhN&vIw$>-M4}tFqh3`Tdw(Sl$ewv^W@7`m}seY}xKP0)0V7fISG-haod4nS;ZDq-<
zu>D;S3qaAYWE+k8-gj+(39J?PgM>MV8@1G!zZo{afZ7O{%9=U6SbNHa6xxDN;~kgz
zhk)AwHz}=6pk8?_YH)fyH(OzE2C^{Cmwj-q4HP%ktQupoE(YvDam)lz=J%B0be*dV
z>CaJ1SWL7_>*q)?BMw>QzILq{br21@h+28+fv7APjDd}<bfZT~i|W#?XYHRrNiF!}
zlNU5AxM!#mN$G`}PJCCO`|%6%9t?*xOR5)8$l(`{j|#nK6HS5{!cO_YLZ-npv<!MJ
z`45P)xD{$WH4jj1i)#$<{q;g~?<ewTaX6dRorKUK?L_sqC-7Uj;7wJ4S%B=&>1vnt
zHmxL2?>zq*<vVx$%E1TpYej52Vn6zIf$3?YPd<}9R8X+rS^d$`**UPeFd*tYDxv}A
zNimvx=%hvv7qWbcjm)_PHPk$D)2!r>60w_LouQBA7LXiwsIqnlPt@%Fwvphe7nQx|
z7qH00a4DfMKU+U4sLl}NpZG+zIv_|H4zE;fQw^Vd2G)Y54;7DjNb(+46W+4!JdHE_
ztz23aq`d#yZ#_#d?lN0@;_Lk-bAG6#qGbJGd8wS~LfAW9nBFg~mHizni@k(iHvCX&
zI&kb14roesqi%9>@yW^_*R=J1y3<M-cGte|K4=u`gJv%LaCV!B0>zg$O`;;h!-;BX
z;>Tg#xIQ15>FoKCaST^PLD42~L4+?Kpw@I#lLrTu==7?p;XU&p=yE)qRBv$85JafH
zUGLG8d0b!h%e+7w7cZK$-iVpI1Tx`O3g6JLem1k54R`!2w?b8G_oA<3(UTyXGjI&$
z)SmlW-u`8OI+tcng|P{E0rw{MWe$9J4oPY6WwfycnSnuO+5i)9w7LW4`?a6~feY%l
zT>m-=n1?x8xVh=kaJW6@DQQbwTNnWQuiAlR+j%Kp4;g5gD-htDmRmY8m-<n=v;ea|
zZvvA+Kc;-ft{1*jf7~_5*W^@4Pu~FC(%m)QZv__nQ!=>6OKY_E)>hC7Vut^Ofikwt
zP4heLb1$-<v8DrB!h0|>5rAt3P|^;Ve5++aoS5gLenJ#A@uX1!>1C35NtDZ#@zF*>
z&?gjwmMQceR!tVN&&L_V<ZL?0g$clT4AeNmLy|E@`Q%L|Ih{DO{6FNi<hF;85LA}+
zS#?Ybm1c~r*FY({MR{Rph<X3>bT+_|v;;+;rhxv~*}*+&WU*|TG_l12k4%xyK)>Ji
zZ-{xRS?xMm9*}^NtO~Tqh3xJ7=FKDer5Ow|9UI!uUEN=P%2Lt?83lby4d?#n8y45V
zqY{#i{XJ+b*o9RJ*InB0Qr*3J7R(NnrA0b~oo0Oks>aDLbCxy$hsrzJC5;1db+#wE
zMeY3MxY#6zeH+XF(=JnzdL6ubMr7(xPC@Rt#C>Nb$;I%ViBGvy7HN3~Qo{A652TG@
z_alDG#^eF*=^#Iw0O(Ccva$d{)_mvK9zOa)Dm}w&WwGj%hN>EX+$pc5IhtPAF2OUP
zYaqG-eBO~X7O!yjoOnsTPRT3L(QPXkb}wL{)k^XH+m|l~Ki)0<M@r!&`U2#J9|b$U
zuU5#W9FqMv83mC#+9)dM7J`;CO3i8u9EK-er8V6L3Em=lXbxZ68sn*xptw$x8Mf$A
zd&3ZF@66EaYw^Z3P4G;ece|i05m{Oes5yhNgXAJl3=4%e!k6Z_K-WQR+p)w^%dzl7
z#?u67q>aVBk8NFQI*nO&vW2TS+3FQu>T`zM%|YCyoucSyW|i5WZ1-#}7PZ~n%3r)-
z<}*!s_nx>tl3c1xIU1oFTS&XELV3&awz;-hAy?37VP3AYPN2>^qm+Vii|Rs=+ZYr}
zY=hAcM_G5m2a>2bKXI*UD6(fyqVzKTQvVG_Hp{Vx(|dP~l+S09`n+ytucP1pIurLI
zizAvk&aMCEjAsMZaO0FXh4p(?A|YB+QL|^QN#}bHk|DW76PaHQ%u#f<F`zN<Jz;mR
zsn_(c!R22ahX2O;ocq;6t^HgS9%du?$k1-HD2}{pS3AUlZJ^Vk@n?TmQv=}<WX%+7
zyIE09FFk)3NV6x{r{}&t*qvS}2Tg=S@8wGxpUTV839NUXwCs)fvUm<cz-K;w{YB%z
z&7wYJY}RH&5dG_F_V|NH=sPIA&&Yn5uxRdKis11H2DN2K20%??;2+EX7rlp1B`CIS
zE=`aQ0<~<TD<E^3ucp@~Rp04Wlf;ZwD8|*An%J6}(B3y(nu;#%8fpqOvjicgVcxf-
zz?Jh6%LC{oIh_n$>3$H5(g_wY(@QULE}&eUBM8AvH*WJ5Ja|JxNkugfLP}l*uu@i<
zy8l6zCZ*Yd%h-$;iHPU}^S%c^H6j&GPe0SlEP>iZTO=de3)SY!pC+qGm%2OkLR$*e
z$agA<j9VO`$?;dwMwM6Zh5aLtDfvM?v>H4$1V!I@2HA=}PDtm0dKHUI>l9SoddtQv
zV7`g+IC9s0Hp2M$KJ|smabN}o5mh=Mc|AR7IbTo5W&Kw>cI)j0b_c&SVuz}f{t|OG
zm*8U7oB%$z?D1IJn;2c=MB7~Vt>}7rUwBARNeWoCLx3=%rW>?LMGkUC{2Y5O;q7Y1
z<MKEhzNNpJ2bNZb`%p!nn5qbL(DBW~qX;WYvzTIh0HFvF9Cv^M&t|!SV1eIj=Ss%_
z0o@Xp{a-H*k%tUGakX~w#9LhK>R?f5V@+|>#c7tUhk3;ldEpj`rPM&=S8EI#l0?om
zfXd-P&yU}yCkP{y<{R5jLD|_6mp*<?mu&*0)N3|sP#%5Vg@ygudt6i8Bol8=vG;FB
z_gs$+rviwW=H--ccBC*OV+#P=9GmFrhr_-ZjoU@?0KD1l3HM%UNx(@*d9Rd&3!s#V
z;=Qx9tnjR?8x1GM9B_cEMtOIm1~F3Pi|=Wum-dm_Hl_&5ypm!5s9q-Nif|Ly>eXD#
zS7PNK&S-}Zr&p4V0Ezg7m*Uk!@xU?zwacsA9ADABQJ{w$PstmwaCcq?vT4mDG?@x}
zNxME$vYBf!4`gYPBbILI61iC?TA0T54!$HAC`$gpgW}+YR$5v3(cymGiOh&AJpA0C
z)KF?Jg{*6pfFj87m-l=U<5!f2a6L=;AFk1MG`)3x(#dqV6clL!OdZiLTF0e@GJ1Y%
z_71jMmSREq(r6Ty;|u@8dlw6z`Q5tli#ew8GM97O!Z0HfyZHgigEEI&M=ap(Z9tED
zg#TIC_NTA;*`w%a!*~hUHw~v{jZ4^lA7YQH=bRBJ^CltG8&D7PH^k1P2{|$HO4xab
z7|{C!4*-aw!_TZGKY%{z5a33x(9%+1pmv^pz{ke$TgB3hWM&%<@Z0P;d6GRU^8O29
zD!Q%PDO{K<fkd4qNq)4j)Lks5?(8B_O0$2-RVth6NLUL{fY<Bc{m<QjUjS$2a2V-l
z6~dZWk*llip<PF&aaGnDI|_usVq+=_a{3Bl)Giv@^l1=KDjsX)BY&t>tBrzi%IRQ$
zK!JD<I>2pSazlMhgUo@!1&TZB3LqwZey&G`MLn5Hmpw}9A7LNQe%FMIC;+*|voO$y
zX%L6L>^bf=%gN3iBeW^Lny>9dExf#{X{7s7x##XZEuE0fi9_^IwdzA(B=l4Wx-3XF
zA?RA@*Bbv<M0Nu4bYfH$>_4P6)hDN29x(=>UTkAljP9ZPqRHXzz)S~E89%~12s<wt
z>8$5i#ZA;SJ2)?RnZ8CA5KJHa-nsZxq1rad4XjQer95>CnXb|dV;*5|2nyK*xYzv~
zKXdL_j&`K49$ykT(IDS1PMqo#J&f6E?>@xTq`}JjhdRCSF+-Q^O-+#dz3a`e3dIDi
z=Y+SxOzpsO!>(uOh`CCIa0`lu1`P~9Yk-=&0#XmH==;o;%l9zbp=i?w*(?l9wqi@1
z6GEmA!kAR{mqfk~_+-rxKLotgb%iNgrugU5J`ug})@T;;Z4|mJJ>d2Z=&R@MxtexR
z_(Z1%;qrb6_VkleRTtIkhN_g*l~}52G<m;0@=&$%roE7#v`bqzuVI>NZx~8=xeUv>
z8W{64M%<mqYb9Q}ln(1c4ODrQ3lpXTgjuD^Vu2vc(lRam8KX<v!IXpLu5SfA&WT-}
zux|}b3jRVJi+5BVhPX{Wx-ONrDW(;Ix@UFd1@RKV*(@^6VLRfDi;Xk7(-httB*(N{
zNPn@V{iW$iEo;hy7)iD5rfx0{N;6zxvc?^+cWI!G8gL%sb<I#?nDjSh1IJjnj*q}V
z^Y0B1_x}zZ+4GuV-4E33^*$)`+S^_ZG0eR?RZioK@JzMbeP?B<uD7tqmOb!IM~mL&
z;U5{q{Zt8nfY+$C3N{gYU$K&0`6C!n6}VM$j^Lf&J1keM;{(UMlwjJ}zHw-?u4?n^
z(kOwT9yUPmrbPn?3&W+~J3mjYieI%;c1^v$WI8iE^gI}>ggk2^-jV0ZPCkfs-l%9~
z`3u;bhs#r3^~SRj0bghcDC4zm+2Jtd_&cNJ(g|Qyy9F#oV9~dw4uT+OT_x>tYz$1<
zZAxB9p!rPaYqpAuRdzq(*I?q9$&uP7G?=5j!ss9HoB5nQxiX7p>OKI$I-nOMRSi2$
z>a-6OQ=7nlwM7s#;%UksMpWLOm*KfR94(6a$v)I5^NblNZ|AdyfJU^@GOzyg#r-2$
zPbX_pBVrBdbZ5|85-k7+0a;GcZZ^-^Cu5Av*Ui^u7gF+aGAiCfn@Rs(q>F%wg7Q?p
zs=+*@w5F4}eaI%LIXL5bR0v320zFK{+K#a_ThA(iSXg?aRnmN?BLI+azck8Tm(&-u
z9DHzGS5ggVj~QoKU5+Ien(R~oR_Aw7`mG7^2aA4*Qc7p_-~ACrkR&YP?#kgNMYSg`
zPXFEqIoZ$|!QO!v8W4eHZOb&#Bp_rSw{4jfN!>s*6SJK#wGN@*H;K=x@G?u*g^46%
z%UdL@&fP}HjQJLgNa)gQHL>29q?E;;=u>Scw?Z%g_*eJ3EEE;(-y9*ZbO@9&b$^=r
zu<*rvZm~KRrRPY${1Gs0$T>?fgU9CC&OrFIPdCjD?^-18>NTJoCpvY>c)!>$^Z!r`
z;<yE3a;0xUWej<{yzaSt$7L7E#NAjFc3XX9V@cFGk_0;@x{MxsyD@^176T6~OOXzd
zN!AjTDL%dqs3WMcQPEvU>JXE;j0!JL3|a#_-=<rNU)&b`K~SGM1`MLD@3Er5>sXym
zt0%enO|Ezg0BspAs8;*d7(Xf5Y$XNe%<LF>1Im8aKfDo-#T?ylnvnf_ZO|v>Xbx9Z
zmLAX6jF68fP2XTsAa&76O~MWkbA*x#NtkTOND=kE@Yd`n3(qm=SO-&siRx}MQkoz!
zcDGwjTWQ<&*TN5;B2nm4qw0QlZ*ygWmjUREr}+CQYJ2?5?>N;9i=$WNlP#z()!`y$
z%P;SG$|y8nIWe0wFKIfnIu5e1j5lUNaX??dw7VDpt$rSbm&5>F_i0T-UERWWO)f(q
zS1O^Wr>3I8kj{BvVx`E>(}&LeZE)mlaG+}z$R7SMIH@$Q{<8&>-&!6X@E{~QFYN=;
zoM)R7579#hY!3x6Mopy6yZGb{*Mb_rL7)mGw%*Oxu<}LL3bujK&>&*j(e2<dF{lV7
zTU%phz2TnjynE38&p$CezKWFLB}F=?JYV4IiA&-=MKE(?nPpP$xDHwU^fOCb(~*>S
zk>asyG>x_7;vGo_V^}_EuFG;KAdC9a%`R3uzggPHhmzxgHFthGd9Tnwo_>xs&E~`q
z3#)o$vi-z7;-CN6X?#+E+0k(^m2|ND9jtLatN4vaOQ$=+qmI4#7Y5$%VkCjoXtSwM
z)S&`YdB-oE8=D84)V%p0mI5piIEnj}xtmE0uwsd~t)Aof3P@NGycuNh7Z{X>{AlJ!
z>qC+xNZcG(mD?$F_SUzL_VyEsL~M3l9C3~8yQuZzP(M(@VH&8;aVJ$HT80=Ak{H(n
z!+;xG_1}DZX`4QzT4vAX77zJTAq%Q7<xOr4x20v)^;0Km-$}h84~kEA*`M(88PiEv
zLhf~NC3E;yy|`r;LH`Ue%>JA`Lu>moBKF7c=C_6Rl|UmMl>*9ewXM}yQIq(jl01Rs
zthasF=IS2>@D+^35ye0zFxzCBt^8bLJOR&US&S{&99P{}BB-EA=e+bAR?qivEJn6J
z?;ZZ}j~6QoNw-?*SS6b(RL6(y?;9qyQ?f{9#0}OSZL9E%T7u-M6Y!e$K`rG@Zl1~A
zXS%81<Oph=vdF<s;Y0&I**L%VZawa;b}U^TLv*;3!6BQ(?isLIpoJ4W1{aEdPTak_
zbN=It6!-jFeYJyL=66U%tn&0tIypW2BXXM0FMRL$8056xJlb%VNS-2|YoE}`_BG<}
zgmOm<@lSevA0_Oku^Y0qC6xRw0pXXICf1%%#A_Gf)$jtYqhC-}rEe*S%W2Ci8T`TA
zCiH8nnWSjo0F+~S?|o6Z(!EL>>dR0eQ}k%v;)8MB9BpLTpgvN7pKn|<{%1^fA2*=r
zF-oP6qy6aAmwcU<zMZW((Jqo$z;x7WIEg|1L7Ap&@0i1qRE$yf)k)JV|07HfitOxJ
zaY0868T)sphYViK9sRP67R7*Mtv`z6ztgiQjw@G@?zvjnv)46hBmqcVJBh{;_?=&8
zl(&)$XnX*yu;QA%2m8m@K|k}}LT-6BnW*|U?Fo)qRV~$?68yW?7*SAAVp<tJDo$(D
zs#_F{e}3wC{3>0{;cJga5hujV+MeGr!h(Zeu$Kv{x#-{!vA#y3>!wmL_-LUv9Xocs
zas~A1Q9(ZB=0mc^atP|4);b1jwyUdEg1$Hb27?kgf3&<+_6}u>CLUdQizJEr%$va@
z+_OK}BJ{R{N0O_Aw&dK%XcOnu+4@RS;&Y(N=;fG8)PZ)sQA3FGkBy2s9-fNuu}K4X
z^UgvQ6RVe<k{HmiFzu{RRFZOCT~*EXXa$JL0tP8z-X%74V`f_YygtV_C6u$%vrI5D
z;QR8lhYya^#;E6p4CIuYu2VRyLZ<U&MsfDry`YpWW79uA>i-VRa19hp%CJ}VnTRCM
zXa9T46mLgZiOlqzLLFB!Bq6=h5w2~SX6Ac)r;Dr(^DX!tw!f?uM|Cjqmx^{MaR<d3
zJ%StAx}dLCiWTK&V;Y+Rt>1!<xG_-rRVKa4jIY=>?X1Q-r{s`)^t{4g=QwZWV1)8Z
z^s@N2mQa_Mmu7a@U8wNI$b4?VY!R{g9w*8vF8TC@$iEaLQNioWDU8kS_oldr)i)A{
z5(}TVla~k7T)Re`_+9V16#>BN#PKdAKhAB~#Eb0`v;IE3-ynTtak-`R*64HXpyTIp
z$XFYWggQ|FllC~`aX7#9%BJ(E<UdMy!{&0`>+eq}dV#i2-7<^A_xnfEW{fj{9GP$+
zmx;7hR2tg3Mf>{o&<)tcp!%x&e;L20fUo4QNiTRvm^#5l7FLY98#Q3gmNzW*O6x$>
z00=kw@m79?5GMud3dPdcc&!TO-lGJ}%=6ywzvPSm?PLCTe{n{qKUd+C_xydnH%t2*
z*0=hzFsf0`tc;m?0x|}69@q4GAb*g2W}RqjI{~Pc>X^0Zq_fbKqJdxBbK1sbm0>f>
zSL&QB{V<C9Fsn-GPSW%{8ad5O0oO^Jb9|JDD()%avq-hRY7ksH(<M0A7_)qzkwSa6
z1kEnY6#3@|C4cPlV6v`Il)dhVc@zId_O53Hr{F}v=cjEkK0N<j{cyI*IfJXwya=ka
zzNGXiZheU0nzR49+DQL0TTbdX>oCK-mZ&F@!lHuR>n^a{S{=hW4^w+9;Jq)pMkDye
zv%;9tXRc(Z=-TTqrLhH%t&K5*V++>0a|N0{f$pUYhSvMML99IX3i)>68qF%62XkQ^
zN9}E0yINH~c*%S%8iobp1B<Kl4WPklQnl4boO^_hV$3s12vh%9nkTrB#j3Jpep^>I
zrnVOev;o-x*FZ(xX1QGSzV25NLObP$MNui<DdX!T4)GuKq%N)gmCo#>tbVvA4OKBB
zhDoh@*!+zAFNM;3o3wcNIdqUER-=Egd+%yMQ!!tIv6sJnc-5kN!M=g#p;qw6#QVGN
zUSt_iP*Y+if*gvH$*XnjpIvkR>C`DBzRRfyfCD8QgR(Lrxnb{n4Q=H56nH){l?Th7
zI3}Czh?}S;#6+uFL%qLb)65Y^TSRbZZB%dY1@(7ldOaZh&~w}ra)|JY27n3d`tHXk
z&%?MThL!RVVWpLByA95RX7WKd{yhHEw|reW9%8ugbj@xj&8DdVVCWwpCf#XT@y4Dv
zBf7~eMAzeX4QJ<l&65m;iP~)ba+`>fG$+R{veMNNSE<NCp1roN{_tv+8@Csoa_J6o
z({s9I)lBEGza`ZB27n-}b5cWFg!{_~jBJYQ5m9^z2wq>6LKhqGT0^N1#zqNX3=AG@
zfqr}YI0Jn%-3E}}=RSbC>99mz?ukj$du&57^abdlgf1X#m~JNCpVvD6V6nvBFl?OU
zS6$_$+FkcKS-lTyr@U7DPuS^v2BAND+fFF47!%}0?y2^Epdnqr$hMKcY<D(=-;msY
z03maIk8JBK`Ed@MXat!6vLo^iL0;_Wgi_U0C6s|0)(pwgRj{^U6L-kgqQcD|hrX+t
zY&%>b-~D_y>)u@2=U*Y}6eM{kZkXoM6kva8taZ$AIeb=tUFoda<{y8q%?=9Q08)J~
zaLx^AtR&IN99uIii&`uXi*>|6=@{`Mt<#$syN>bT$0cUsyxDYG*ldo|UO9-(uY3Dm
zLC23E@8`GEbPv1zoSrsSb3VE$y21~2pZf#)i}tfH#a|~4ZgKS`p3uNN1NqoS6s+lJ
z`ztTB@@X}~6{z?Gg4{ESi!E&bCeO9zDqO)0M~^`}B)tD+a`vF5@&xa#a-~#>So6nJ
zFP6WT3CU>~+AF$jop$&`3%j>#GX^yk%WqLWysz@E%C46EJj!bAUBcHl3M$2C)try5
z>pnHx*J94-cI*!ZEwRFK<`ofFWl3UBnu^VW4_}{k{2Vti$j+mw1truGIVWeOiMlW#
z-`v7{&EvgyGk^W%#ZlHcaB?tFF{h&>X%I1BzYwj98ct|UzGlCexyb*HmYN3O8y5@w
zpF%yg!t|oPh=-mbcWAB@)+#)u2V@99QSvA}C^V{lRM0ui7^x7L8@oZiWt8kuZWEex
z-~Op3fXyyWgO;#ljq#{O1kDydx$4|K)5<l{`wV|WbW={g&An5_#Fl;0g#l1Ca6D$@
zk=g>Gkl#j<1(^JCFb(f7NvNA+n<7;Oni>xNF;)`Mq1o}|`<|XvkjpkyFF3!M46!7C
z<GwjREYk|}L-e(UA3uKQoij~0czc#i)DCK{6H;ZRV{ABo4zf~6$HsO+5Fw%GAl2o?
zGEn1JN_X*kMB*(X_GTozFkvwHUz>#E_R6VX-oGg>K~pVq$lIG5!@`y`52E+tjdD;X
zHeX%8*Wh8}O}*4NpAYZvbc*=&exz45&q5VzFPb>z{&iLv7*Y6yOZ_w=)!pIC@7%Vp
z*$;hr1X|DqSSyWpuR!AoVUN$0y@%8)@{yLz(nF*T<uQ*gK4NY1jMV?&d0<8QBKuO_
z$mvYy-q<9s(%s%*3L-Ft`tVKcdI;s+qpaW;PN524N0|5%ld^85lWUWooY>%OMZmS`
z*MM#X;f_m)O5~n*1y6ii{hJ^M>7)1(;W6IZw=?9i^K;e_M<Jm4T|AkpgJtHKKuyM_
znHC?r{<t2ph#n`qKaJ_8eEqG!*Gyp$VOg{lAm?}ddSDAkRe<15DXw#|d)@aVkHd?s
zwpg9jhi68RC2O4Q7_tYn&N6FjTPEU*uaHbP9)6MVzQ?&Eu@lI$Ac7rLS5|%o!1m2L
zCx?3fN+sEt^`)e1DUdE}rtR2xRl%O&$2NBxeSE!v17De9$%$p5JI2pyyXip25p(Mu
z&f{8V8im7)48X}MtYK37sR6G913f$)FW3#95uIy-P8TM88G23OB?DDqobWgFha#=t
z%)-ZDDK9R5efY*SB3@lXC*4BE^+<Td693PuT!Gjys>q;#XEm7T_l<9Re2VRxylYG{
z#eQ;p%{q!+t|c@e8pMNWa4DmBp%)A{6a5+IOB@U3>0sCkyiR`4jj{8JkgWvWq0WO@
zvt`g>vtd|#Q8J#G2|oajk}JI)^5!I&oavVWweUw@_1#tKg+Ki(r)W%1{N%1Yx*lEy
z$#qT)m`$T&OYdtbzc)z+EVSMvt2!qEU<M^iGG;&w+=UJ4C4KL41mk^myG=EVbXOY|
zi*eYY4$<y1&mm*%C?eIQT;ye=Ur3GOVlOp`ia1AIA^1*^_VwKYMvG~VwH?y057Eo?
zN`~_#Ih+QYJ8f^isusTiYpe$2ZjFNG9g?OKodro`tH`!5KFPw*8Otdx3w?>WC{bFb
z5Om}b8lRJk&pbuo0o#&j2-inZ)GQw$qnFC0+b-;XJ4{5PGQbWBS_%fKoNKvcMaHKs
zS;<5Za@`kqA9D%5Yts?(l1SoA{M}doo-QSe1TZw))^}zba<0jfk{r-A9TJz;DKhoe
z9I0NXyb}JO9snN}o2F;KbPV*!#ghzqDlCGAUr>T9#;{bu?Lv6J^p)DUBzB<fOL_6r
zK^h5h^2wQ1<`fp;eIJ$RS#n!T6|A+dk~%|hS^)tbR;G9JDPAL4c^``A@83Bc%s9pJ
zXLl@o@@)TglHc6@2^pTRl&nmE($D1n>@6pr?+lQxR8h000>y4{$@qeOq&1T&NR=#$
z+Z0338n^sdpH-ek*I4+ZMqRPd_(<czOZBR!%ri!?L;9$I;#_pho+J=@rmGIzB*{O4
zJdot)e%Vom20F@03)vuuioVfmk-E&>*P8>Oa#YMLi_+H|tMY5UEK)W-ReBx2BJOnN
zf!K0y#Z#xCo7}hWvvkGmRDkzHX|&oq%9`C=d0XX)WakrM-}=%v<T~@uD^A*&&spZ8
zx+JS6CwI@(%~x;87A#??0wrCjw4_Z0@GFUA&ObFjU!xsziqp}fp|es^O-&8KCp`o%
z)evWqXmy#N+E36I*LR2{vK}73UU%!yQB}=u;A0NyOAXJ7$(m+kyU2lHGQ)~2s29jx
zHHy3hAQmeg#H*)GYLuFm4TirhAm6DWBw)3<@tXtRE8zVv5_`F;Hoi)JFwfQsQX3rK
z@{c=FF>N_d+)p5A>bHI>V@fBm`-Yl8dclD#sCE`k#_W75dtAh6U#&2})7a=a!Tp+J
z%_SOP2^ejc{t+FLfN;q)x-k|kB_iQ{Uu1Njbsy87BKf<(L?n_-gTTr}Bk`zm_h|%o
zClj@Fy^dhhy6d5xr4hp=BeS}+oZ71co9Oq{OoMznQIYf3HW_Kk062qPYOfMg0`?OS
zjTMPDf~*?|z$Q5w8-anM5P<UrwJBY+&A68y{mN%RdC$Cyih7$cdJb_$9&G69bVd>M
z08(@1Pmx2LiaM)xvxOQ8^i|?esisnab0+pnvQkT=4UZ1s3$NU}tklbhK<?4!*VKrz
z8)<Qe_%AE>Qi^OClGuwU<1!DjVjLnk?o8f#S6b@A|8%g`<RaVtn-C*RdFvQ+=X7;X
zG^J2fkkkDP%+IQd`}679wi6Q;Mc{&5`J?+H$>$h|oi7DtvvEJ#f?s)5aCrZANS%kp
z)D5U9dZi}Hv})@Ef*yzA6YczA1d6LIzh5{s*fu;Hi`ikd@s!hO+j(UlZ&+t8hpcjL
z<Y)KT=ta7$bLp0bI{VfG`x)zvhZyfc<x|ZoCjl)9*Fs-Tb>nensQ@_R4N^O5P@_Jj
z90Ti!_<fthQ~2jMK>x*1TCWnUix0Xzi(YY`AuGGt_zfZbm(l$AbfS)%?)v?LIRwC)
zee^E@fWl)FuuNb=b=N3fjLALGT_;g8v~Q)kxbY8(%ik3%<rmNw+N<_|l@weZ0?xGX
zEprvzN53=x1>YvguT4Q$v8w${&HPV}`M<fXx$KqWz;Y~91c#t|b-`-f<Rb5{bgjxJ
zh(`p?bIeR~f9d??VtFvABrR|c0tMqeRW&pW0s`uLB<7f<*S^p>0Jbo{mIU!Bu(XN)
z=6cIHb47K}UZJlP+Zc4VDUVOhj+ghEmT}I7J;X11sNp?*NEkx41SIGs_;e?#*T}be
zhxw}4rNsYhj>!LXXLoEfs@3U&i|)-Ir>dn*5QV2X8xt=AU_B>%VFteA8@K&p0oFJb
zjJV$08nPU$g6KssOXva~;XvI=W07mqA$Amp@^mD05urgOQSot>*5*w*BJzx6M-Igw
zTrT@4P$NbIyQVS>nAi?NIT>mDtsV~XT4t((SwW!dF(Lk3_OZ}IEqeOm@63em3BY?r
z-k%2^wE9iDd)Jz=-0hUF09Af7{)K#s=yQ_$EZ4ySais^KDFe3wkz^oOL(jvb3ULgE
z=k!4d6M0u%YUC<yy9<kUiH9@w6~Lhwa!*S$3$4AfVShjx=IObrj-VNb;VD_mSl>v-
zo+OR%y)G|_w0uRRlQ!KsXJP#?)%>m7r$|b^*13WaKxh2GFe3O^Y2#j@G`GVzphNl{
z9}+|XGn3yOr4JC2&)4+-)IB|*CSUR6#aczKQ!9pAX>@0lx({b-lwQjA{lFf3&D?IV
zRC%Yb>v5pwmg&6fzq^h0cJBP;$bMTvb&(GtF%Zu%x}(ptx}$*rB#)?O`!gGJy+(?P
zuScsOFaUgEcCSzbgInVGj2sp*1t*I!^K^&ildx3jHq@a~#JA3srd#$%Ax#Q*-Hfub
z->8~f;yzhZPofzoTwkOx97%H(t}Ljx`~WjG!RluCGP~?D5enDL@y~n1GB8UUkFx7c
zGf0E4A99KlTY)4>YQw7q^x6TsT%0#E9#N#H2o5@0NbDH#)EK87`e3|v4|#2b7Uco9
zez(`%<y5oMh0Ddw9vNaLRrWeF?Yy`q=)RXx*Pp76Yo&8wH)}%Ugja|=8JTKG3vy;<
z7InMsR&YR!Jj=`=fW*E5pV-*g80%?mZ5_wO$IIJ+>gnn_Xr&vgb)VxUxK7p^12DuN
zIgn7!KU2Q{MMn8o)Z+iuHm{S;KRN-3c|&F|!gcAm&)t@5y*B3TSoe8p{Sa#<ukRo&
z@ZC=x()W(l^v6yxWvM~&Txm^{WN#4W&MXp9`dggta`CmN?L}dGTcICiTt_1Oc!!i^
z>wJX*qkR9&?)`&d;p67c*Gx-3X()-SK=Sz$e_AsPy5@~rh#CDO6Hk80xurR*r6ueX
zz^zBwv>8##oIQ4H(PK;S?wAQPJE%CVnRQAJ^7!q#q`5`j^l6eB#*lu>j=H|NU%&Ky
zD=I20i}9a6$qLjo{68spz*u21i1+I%t4S5vTQzNQVOM<IQ_oRgX<uOu9l+2PhxEu`
zR@mUR0`|P#h#l!!;uzvzof{YRl}54@XSU7+3h?l>qb6(J?cxXtE3P9IIcjZ0SAMhF
zW(_vJ+*hb;O}ezW=tAarZLcanx#3E{r|BNwcz1FVnMiQO0EMWsL=Uu8?itVQ10~{O
z7;&f|$&~X`rZFKpEyX`fNfgtCj!*?<fQ4`P#wzRMyq&z?7H~cEmHRS)f0oBKzBomC
zmiz8qtiy+@fZgYwE0YcAcH)3HPwA&${u$~ais49BI@Is|$^SUEtT|CK|FejAnzDl7
zA_Er(ZI#XP#cVJzR_>eqnas>g6p*48k9m)~y=lnJUnAn$0Xm3D$oj3{*5b@wBC%gK
z#qwQ!GvFkxxU$<QB#?Z|d>?@Tq60voy8=`41u{hut8eG{AC=t)Qwj$F#JCFF*I+cc
zG8hqt0fP~z(@y@7^mlbKlICeZ15@?!sR`VjVI&TM-J6F+ZGxqfNSFdt)j>L~dznBv
zTVt0?{8T=!womiQWpJXGNl08DJg%a=aN&aA!CG7KpEwfy0Pevbr8n_s1K*t7Zr~-6
zr$_t}D5c>}vUTvXdF3R_1TUw&PhuAEl8E&qUJ>wbhvlSi0bU-QkWPqS{r~IFat%+A
zu8I{D6!6}<r9an`Iujli9$t*k$hhWBdxqim$;j}3g=oav^6zx)zmGGRCJufXWb1_=
z=KuxeYgSek{l$wnED>P1GyZh%=l{tf`WGzpUw;PxlN264EC5(z&-L+BfXI~Nx!$#^
zHj`N9h=scmw6*`|Q0{+Mk^dly{`@5j%}Lz#|Mr~q#jz4k?w<=}_5b}^VMft8YFk~x
zz4I|@0y^QB`03A|e{4P_L!3&whc6X%85j2i$mkzGeuRaE=~lZ;Z0<})@$vD6FSvaq
zs%`g-AwwmpPpzyNz<};}e$z$bB*Q|3qEC#pZmUyrU;yU#J##G5+0>i1%{3M9^S24H
zg#tv}SlyfXAsS}!jQy1+oL~C8w{NvUgaVYR1x*Jtg3GK)xI|G$EJcuEhv2L$NzEjP
z2y#0Go6NeCMD>)F-~RmhQ^daS8c~u3<^b8Kj{hRyf`;b%VZ=xRzfulRSrfi<sbE#N
z(!94?IZZ?_4`|7n_xJZ>_q)M&^3G6Qx^3i=lmG^h&m)E`2EZ(5PcUJO`}XZV$;o=Q
z7U>Oua>@c*#A0dCVG($)b3T2#jQ2K8zU%A(l*JBsY_WQ`8(HkS%X<^ld{#J75N@@-
zVc7{iA~YQ@<R-gRxFm}e>S;+EC`B@tANhRm>e6qEWFhYFe5<5Gs>;gRCu0)|!ANt{
zeJtD<1|IxJZ1F^PlliljGwR{ViL&c5J5!{1!lzxUrywX<W{ts}RqS3V1juI0-ZhUZ
z@cFgOQ66rc!w0Fm4-S7<_97b<=ErL*523bTRT-^y&jS~3Tw0;2!ev4d|5DEYJS?Ja
zKNaxXU5Ub?9`o9aQ9Vu2wXcjQB8}Ylwk7i?!LhCc%GuVUU5VPg#Ue0y;-)w4z{;oe
z&<pH}kJ`y*SAJ@yN<y|42eCLS&Ydza9|6ylwl?DScgVvQ$N1`x*0_X(y!4=>5x=fq
z?H`NhUOCRqfRWwkbTF~NYWsM-QxJ=DeRf#?sh5v)_nSQ!Kfm=*UR(RaB|!@~fRP)A
zpjVoXEx^QgYrja_)3E!__cpqOb7*A`o-K&s0`!Ox1sc%THuO4FJYhuG7?C+A0DjXs
z=MW5$7g*|ty%Ci)GWU!d`!?50oEe{#ob2CqWMl~)OiBRS!-PwhE}?9k$`bEby%uGh
zwfk;X4H<Z?H_ZvAY?RMF23NN$gnR@H(}2j!%R@luun^0m7g-zBpY_n?3S;3mkvA`^
z^zPle91aeS6i!B=mAMEe(TbkqY?Y6^6Lv?6;Zaf5%gGY%oEtyoM@B}lIMdm2+4b-2
z+lRAr(_p|r^)@Y=Op3(Xhu%mc_j}p3FGFqtfWd$7Gv0cn&BVlH!o<jE<Ogtavz=cz
zo=zUOMX|Xax(IJP4YciA1M@4X+<)Zyj)2>J0T8$h_Q2R%BfqBJ&Q3mXN5i*jva_?%
z0LwKy&#h28<w2$>oxIEb`9N1>BQ`yKW%)<OX}Vxx_ev0+^@Jz?`t|G4Mqhy*7e4CV
zY1s0^#~9%WuQ6wA@9SN8^0bx3qEh56-Zf}Hx$ezRZ^L2}o78>4KGgR;217fYCyv2g
zhYD~y`VBORRlRC%Zf-gI>dn_ABt}p{yX!M9S7EZdu--^8<g&!`I9#yNXFNTV_@79n
zg&@ss;lmNTbdATDmsb3<!kSJ_@U3Am5_7P9xc-W$;wf3H#rI6RySvzn%04uev6KH$
zQ+pD$53p8I(z*Pm$oUAd$+BK@k~cth?`VuHFohm&4Y@nqOW~Q&Z6sSsax8HpJUfUi
zSTbaxW)jKYD9?D#bKZ(bNi_cw*5!X3e2Nr4X25S5ipRODkC0jsQG(-^jjkXNR;PY;
zI``Z|0FNsk19#M{84JhGJPS!cGR0o(@ee!7gjV4Iz$7yPQz;A>bL;P(GjjwnfZx&X
zT=C;5NLV@8O>&zb)C2DUmQiAs6ut}V!I*+w=Q*M503E}j1~(bZm5JMB-+#jv*au7_
z#eS}~E*)39nuR~1206t?VM??`uWy(YdE&8#sSX=QNBv4{##;(}caQE^3SmkuEg3BX
z?&wX+&)R*yJ$IxKvdF+^cw5lLHqc95NC^<yir~8ri`((X)Z|k;>Q=c+W7T8$s4O8c
z(>(o7XlI0bk3`;R;<;yy#Nn=n0~{M|wY$%(U6LPv29^pZhW6L^<3}}MAWE@j%kkb&
zllUR)EKu#jtDGe>We@(Z>dySF$vbP~!bmHM#gVGeA~-tI7Qz}s1O=p8Y%7S0tRiay
zk`M?2vIU4(Q3sVy9hM|)5{&E!7<K|E5Fr7Cu*e!L5-?Ptge^c|&O_&ac&|6V@I$yR
zNb)@A+~>~s+@JZ^{R+i+x{ewv!rgwaoCamyQs>ubh@UgWXk^uW+&`E->p9ki&`t~T
zvOmTIa42Z^m|1|?5;(ZHK9<1P{c3HpVwu{cWgIgpEWmtBMo#bTy*jfN{^$i?tRSfz
zhTOg){ZH1xYCE__nT8!viBj1B+>95yFT;tP)xQhwc2YbrgW0yH|NN!)-oyZcI-Pm_
z+s7QgxNNvAUXHy$gxKs;>9Z8~7-xjdeBg!8Ps}L;p1O_k5|o3Y&L*wk4|&fst^leT
zL6oi^G9w?ByceuO9a)4ZK5?I;JA3o3v0A^D2PxUiEo?N@g+nnB{O%LA{6}exF=Jf)
zHetn(R|b`cgimDU<V-_<VZ#$jtL2@hydmX*hDufBka15>4-^DbECUt(dgsu%+y7>f
z56Cx;m+wgB^DDf$Um#fO8X5G~C+hYJ$Y<nK8ITUdUvF*9wWds1N+TyiAg5EXXPi>7
zh+k^-W4w}@mqPUTn*T5NG$P-aZh-`xT#VW$;WDK4c=^vK+5fh-`W*s7;r4_?J;Cng
zCiY;T70^mC7L~%7+N5X?&WPchZp!srG&rVSG)&f);IF~1!2yc*U|Q7Fd%)8=dU+wc
zSU819WB+#^^}<x89^?SIi?-5$nmMJ4y>pn~g0O8{5)NIfJf!D(gTxR9wstR_munnO
z?R${odh@~3@n4-k21C27iTY9FfpD3sX&{VYJd<ec3WJbTF)*@&R(`$IirO+<LfIIX
zv>n7;xML$a>N<rmf-Nm?_mLIHBu^{C=Ei=uwXKxjOHQAjzOnu(pRS)YhgQ2u)=%!P
z6+$&HQW8UsFp?nZK<&j<()7;?DH0pvgZj3k(Qtx$#O!Lreh@Z&Lf8N)x5rl7W}5f!
z_b;#O#WgbYM=xHz^JQ^tmtld`X08v4H+{REf2dEihbW2a?2X5=i!Wmc59Q5g-#$I-
zu&=52CnHU#On`fbDJ$9=OzthN`h9nSUH-?yh#|k{K^d;i6eo<FnAu>7>A<x&IGvn$
zh%Ouk_=F<OQRCIlgM7_MpK1eFE-pS<pNJ|EI9|Savn-Spw}-50R~tE4hIhEsguCBp
z#*d1ZdJs5i#jDT0HxU%_>prI?9jhF@#kkfw-POReZc7B;;Ahx|d*Ps&dL}PVff&b%
zAB>Mm!n(kc%T&;vY|(`)D$QB|*K~XD%}GVu7(o>ah~}IqD7gd)yi{c!_oFyEKK0AB
zEf6gIl^^D<wV2H($>UU{$n!P(xI8jiu4iGr{m!%bG?$b~cFXuztlDbNxLrQdxo(>c
zeoBy)z2%Xr$9WyZ)Rj$@KGE4xZDmn&YpX*<taNih=u6hMD;dJs(JuU;b&2qw*zb0)
ze1xpbC3EjhW2gX-Xj<1J)0!BX9%2_TtagR7YG-SB+LK=GmuO=LwG?-9xmO|^&(o9(
zAtm#rSSvkxc`)SEiu`0#r7>x!D(c&qmfpxB@s+Wpe*SqWXTkquRf?2~Gd2C1by3}w
zQSVK-%E-Kz&$0ei=%{h#?hLK^J9oYF*vJ*_l23%P;esn}ruSA3c9n+BxfK|){F-lY
zoTyPWC9K`Ofz=I3S7No0pJWJgB5ZHXUuA{8B9_$q$U1!JZHTBHJ-ZMN^N%KuuABPB
zO9X}_cBCJ-gwb$TBU#9>h~@OPRM$oPWKz!W4EX`821vCt<vAMjVOrkY6V65rUD`&Y
zUHY6=FQRk=Jf>V^aw9$5+}4_*q?)&mD7;7VGrEt_XDzZ(F2&EIeJYiozd)5Ac}=k-
zr9N9IY1oW>wjLu}a;#tdJpp3Cm{!$z%BDZaGH#)~p&G}h(>g3zQu`49Jfmsxyg>%w
zPYMD8O#~=juNXrkBj}TfU2<KXV~*BncS%c{-|{uL$MWB_UWx1-3KK>@|0W~+6^BGm
zRgGR>X3wGb;t^bWXGKCCtRXmb<Sa}MvWR4RBoK6RI5$d^Xks_jmliCz(S|#g`o(P^
zew4-Sfw3VH?(@P<HnjnLozc;iAbs75yGvI#*LvqIo~J99vz8g(Da#MkB0>|kChNC0
z*P-`5>3h+PD#AATm%F?NA#Lj8r|l{XY2&M0XOHqWW{upBq&8IYg<gntwuCN^S_#m}
z_2ztAFBLH`u)~2(?A=N=F^tt=m=K0u=Gh;L0K>C?&OlP#(kr^-OSyHzLX#Er$1jR1
zg)R?#(?gS&RG%pN8hwCjeLY#R*3*sedr0y_Xf?E6=K)dJb+F<Jheb{j)hZu1{-NHL
z(XdQ*32<E;s4um#W8uuchl*bS`|v-<AK8a06jvqE9~9e{I@m|R)2tb-+m{E_z!^ZA
zBr)$}dy-C3R&Lt|%!O&|iZ=-Kyn-}bLq12HGP)jTgWfN3^GasWg+x|HuJjTvE<j{n
z7BRx5>^p4WK}{+`6Z=sGF>FPHk()f-onMZ;*%{iNlKfZ=-I{*Zl7_VM{*=!H>;8;i
zYUxC%$y$b@KzYgWIOq3&8$jE%@yn#35}b4*ttA?Qe-c5k_a0no?0T$UzxdnIX5eoY
z)@OP*Wd8Cjts}S?&iGn{;T+cfa3FmvY35z&F}sOZ5r$?e{1k<F=|YEVzL)qL@U&1_
zFE{xAGXkiYS*=L+I`a6xwGtYc5LWU|AJ$k;&jw{iFVkdIFcL;&gS2#>_!<Oq?L9DQ
zsLX9=gUY3!@aqYhW1I}i9{B`dy>fYEPO%s@Lk8@$e{Q=Q^CuyXTio+3!Cbazci_N*
z!@*k+L%jr2As-|_fEt3vuKO!6HarJ`RO{;60MScexI&})d3rvDW<HTz3U5^7`t}zP
z)bllP(HG&x_PR9eI&3&&Zhm;9V$Ov*wgd#kg{7GRN3eTLL#DGDWS;_||5=Ef%GJl}
zGMqIU2z}bu!{6WSp8)gX1n$i~Fp;u){`5@?iZ6z`FtZHu*dfn2KjJa-uxZGTNZX(r
zlk#C;N{<xhMM6g;kbU6)9an0)7=ak<jcxl?R50Q59?<|sYHx2ZlYiO@(|jSz8Ue{4
zJ$5W{eH9k5U6jpNv*PaDDQfhA1$$9fW{GcRw1a!}QWC@tGocS_N~(@uNS;QzH!>$f
ztT7Rcy#CVIH9;mqxObMbnE*C<X|j|t^#^38!<JP*>|?kC93n5O-2Vhi$xCyp5MP|6
zNX!TxsR{!4MmI?O>1H$>J)??`Y&#wrJXBIwTU$3sy9n#EEEQcQR*sLTpxvxa2G$m+
z>~F!z&jx?yV;N6R05etLxUaoi^pd?!Zq3cfpJxntDf$DjxsA-Iv9cNW<q2z%U&I+n
zc7k46**Ts*jGcvxX?85@Qt?xI)-1e677gu7Ko;hrL2;hb?LwSG0-#pl$Lapu%gjRj
z)PY(7W7x-}rfvLmhND|VOM7$OOmS`Rb6d^z7>TQhbN~J>9byO=01!dkNR_LB$zA6Y
z+S1`QE~5V&Qeg%#CGMR&?QE9)AW<B7OPEvOm!9eP>uTY`+%Aw#WtPBD?Hsi-%Qmtc
zfWUU0lDZzTYwT%QaAaf2rY=mYN85x&G9kH1vtuOe<!5`p`W75Q5UqLL4NM>&_6MsM
zK}qiqwaG*_(=mUg<Y;uDX!?4370K)rtk)VdU=hSZMe&m-TMhN=_y?%ne>=HRY>6_q
zoLAP1^W;!-kGP<$YFh}{8;f5nsVbB@HRm)X9@$MN9sR6Z?_UNyv+?-QgU)k&qcwBe
zYVsVvdZpq$mlhmTQNMX>b9Q!ilwDd{S|L<ZSAUq2k`f!Unb=x*+QK51;0h7`U7`y+
zb}YV}oSZZY4vCFz*x6;pyxc!i$Q&}+3|w0?wFt}l+FO3dr9}4|$nO!ZcM@Lb@OZqc
zhK4P2#SJ_Tm!lpS5HRExdrc4w-{QQs-Ls?7@gIOycq?&mbmV=N4iqfXz+RbPV}oL%
zp{`z6yF5R?@A>oR`2HL0?kk67GTG$n+L{Xy&J=E1cz(Hqn&Ei2lgs7q$9$uuWxlbo
zwiYQ}k1QX2n2?YloGQS4Uyv@&%*gP<<Bzv;xkR&pVSX>+EL<I&gGBhV^PjA3ZMn<K
zxBN+@76?H{>FFg8vikHED=RAvF_;6VPMv}di$>ess<t?N8nu#|mWHytMIz~nL?Y7#
zpdN+XL(D?T1qOo=M4_nf*|R4oCPo92)$#Q`j~+cbdFoUGwA!H+RaMpdPo6w+a&h@r
zK|#U0;o*eQ(a|anXZ8&M!QPr#xD+`QBupS@h<7Ziqqpr_YRE6!YsE(n!|Q~{kLR}&
k<977?{r}t3_x)q!MoaJ3V0p4v$Se8jhl}TmzxRmyFa9@kO8@`>

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/coal_tit_classification.json b/modelling/data/abingdon-all/resident/coal_tit_classification.json
new file mode 100644
index 0000000..3b54e01
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coal_tit_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Coal Tit",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 7,
+    "target_trough_label": "July",
+    "target_peak_value": 0.5953104080888479,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.16406511606117974,
+    "target_amplitude": 0.5953104080888479,
+    "baseline_to_peak_ratio": 0.0806302045920826,
+    "autumn_to_winter_weight_ratio": 0.04780876494023904,
+    "year_end_to_winter_weight_ratio": 0.3426294820717131,
+    "decay_to_growth_ratio": 1.870304114490161,
+    "monthly_target": {
+      "January": 0.09805528107899339,
+      "February": 0.10006634081582867,
+      "March": 0.1530705408885017,
+      "April": 0.40883168951135435,
+      "May": 0.5953104080888479,
+      "June": 0.24998132746428625,
+      "July": 0.0,
+      "August": 0.0,
+      "September": 0.04088854012888354,
+      "October": 0.054660766072781156,
+      "November": 0.07192424969309194,
+      "December": 0.19599224899158804
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.232,
+    "GROWTH_RATE": 2.236,
+    "DECAY_RATE": 4.182,
+    "SUMMER_DECAY_BOOST": 5.048,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.356,
+    "PRE_SUMMER_DECAY_END": 7.035,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.258,
+    "SPRING_CARRYOVER_WEIGHT": 0.05,
+    "SPRING_CARRYOVER_END": 7.02,
+    "SPRING_CARRYOVER_SHARPNESS": 14.184,
+    "BASELINE": 0.048,
+    "WINTER_WEIGHT": 0.502,
+    "AUTUMN_WEIGHT": 0.024,
+    "WINTER_PEAK": 4.9,
+    "AUTUMN_PEAK": 10.95,
+    "AUTUMN_ONSET": 10.025,
+    "AUTUMN_GATE_SHARPNESS": 6.458,
+    "WINTER_WIDTH": 10.924,
+    "WINTER_RISE_WIDTH": 8.554,
+    "WINTER_FALL_WIDTH": 13.692,
+    "AUTUMN_WIDTH": 7.082,
+    "AUTUMN_RISE_WIDTH": 7.637,
+    "AUTUMN_FALL_WIDTH": 7.631,
+    "SUMMER_DIP": 0.1,
+    "SUMMER_LOW": 6.96,
+    "SUMMER_ONSET": 5.305,
+    "SUMMER_GATE_SHARPNESS": 5.46,
+    "SUMMER_DECAY_ONSET": 7.02,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.572,
+    "SUMMER_WIDTH": 24.202,
+    "SUMMER_RISE_WIDTH": 41.938,
+    "SUMMER_FALL_WIDTH": 8.812,
+    "SCALE": 1.083,
+    "YEAR_END_WEIGHT": 0.172,
+    "YEAR_END_PEAK": 12.148,
+    "YEAR_END_WIDTH": 84.342,
+    "YEAR_END_RISE_WIDTH": 163.234,
+    "YEAR_END_FALL_WIDTH": 8.808
+  },
+  "fit": {
+    "score": 0.537
+  },
+  "warnings": [],
+  "summary": "Coal Tit is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around July. The model indicates weak baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/coal_tit_consensus.json b/modelling/data/abingdon-all/resident/coal_tit_consensus.json
new file mode 100644
index 0000000..c49bc70
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coal_tit_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.537",
+  "INITIAL_Y": "0.232",
+  "GROWTH_RATE": "2.236",
+  "DECAY_RATE": "4.182",
+  "SUMMER_DECAY_BOOST": "5.048",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.356",
+  "PRE_SUMMER_DECAY_END": "7.035",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.258",
+  "SPRING_CARRYOVER_WEIGHT": "0.05",
+  "SPRING_CARRYOVER_END": "7.02",
+  "SPRING_CARRYOVER_SHARPNESS": "14.184",
+  "BASELINE": "0.048",
+  "WINTER_WEIGHT": "0.502",
+  "AUTUMN_WEIGHT": "0.024",
+  "WINTER_PEAK": "4.9",
+  "AUTUMN_PEAK": "10.95",
+  "AUTUMN_ONSET": "10.025",
+  "AUTUMN_GATE_SHARPNESS": "6.458",
+  "WINTER_WIDTH": "10.924",
+  "WINTER_RISE_WIDTH": "8.554",
+  "WINTER_FALL_WIDTH": "13.692",
+  "AUTUMN_WIDTH": "7.082",
+  "AUTUMN_RISE_WIDTH": "7.637",
+  "AUTUMN_FALL_WIDTH": "7.631",
+  "SUMMER_DIP": "0.1",
+  "SUMMER_LOW": "6.96",
+  "SUMMER_ONSET": "5.305",
+  "SUMMER_GATE_SHARPNESS": "5.46",
+  "SUMMER_DECAY_ONSET": "7.02",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.572",
+  "SUMMER_WIDTH": "24.202",
+  "SUMMER_RISE_WIDTH": "41.938",
+  "SUMMER_FALL_WIDTH": "8.812",
+  "SCALE": "1.083",
+  "YEAR_END_WEIGHT": "0.172",
+  "YEAR_END_PEAK": "12.148",
+  "YEAR_END_WIDTH": "84.342",
+  "YEAR_END_RISE_WIDTH": "163.234",
+  "YEAR_END_FALL_WIDTH": "8.808",
+  "SPECIES": "Coal Tit"
+}
diff --git a/modelling/data/abingdon-all/resident/coal_tit_observed.csv b/modelling/data/abingdon-all/resident/coal_tit_observed.csv
new file mode 100644
index 0000000..e2c6cbe
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coal_tit_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,2
+2,2
+3,1
+4,1
+5,6
+6,1
+7,0
+8,3
+9,3
+10,1
+11,4
+12,1
diff --git a/modelling/data/abingdon-all/resident/coal_tit_parameters.csv b/modelling/data/abingdon-all/resident/coal_tit_parameters.csv
new file mode 100644
index 0000000..4f0bd36
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coal_tit_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:47:34,coal_tit_observed.csv,1.947702063584277638882423499,0.197,3.377,1.355,7.028,0.062,7.32,14.486,0.04,7.18,16.778,0.049,0.229,0.039,3.58,10.4,11.07,3.46,9.806,7.769,11.843,3.150,5.78,0.52,0.028,6.95,4.25,2.501,6.75,11.759,22.688,41.459,3.916,1.722,0.301,12.087,62.508,117.896,7.12
+2026-05-21 09:47:34,coal_tit_observed.csv,2.223304656683212284438901815,0.16,0.555,1.833,0.738,0.648,6.64,5.678,0.005,7.08,19.457,0.04,0.132,0.009,5.58,10.55,10.67,4.816,10.658,4.49,16.825,1.320,0.439,2.2,0.013,7.92,6.11,5.156,6.74,20.86,38.812,71.763,5.861,1.163,0.321,12.278,96.450,178.347,14.554
+2026-05-21 09:47:35,coal_tit_observed.csv,0.7424363471977385958331308789,0.199,3.897,5.46,4.658,0.122,7.48,8.808,0.047,7.1,22.146,0.079,0.607,0.046,5.72,11.6,11.01,3.898,11.260,18.792,3.728,7.400,11.653,3.147,0.0,7.3,4.76,4.37,7.56,17.019,21.658,39.296,4.02,1.735,0.285,12.134,91.420,170.205,12.634
+2026-05-21 09:47:35,coal_tit_observed.csv,0.7705330689027329876810714787,0.329,0.325,5.97,3.337,0.024,7.48,9.32,0.099,7.31,15.302,0.035,0.295,0.048,6.47,11.7,10.12,5.505,15.054,19.806,10.301,3.773,1.24,6.306,0.168,5.86,4.85,1.248,7.01,7.681,18.884,19.63,18.137,1.111,0.236,12.031,52.685,100.029,5.341
+2026-05-21 09:47:35,coal_tit_observed.csv,0.7023345967364706094725451991,0.222,3.008,0.629,0.331,0.172,7.67,15.816,0.052,7.03,9.138,0.072,0.483,0.037,4.02,11.36,8.89,6.475,14.238,12.806,15.670,9.486,5.942,13.029,0.05,7.01,5.55,6.199,7.15,10.799,11.150,2.306,19.994,1.49,0.131,12.282,100.982,197.627,4.336
+2026-05-21 09:47:35,coal_tit_observed.csv,0.6856154319413680862650277626,0.227,0.567,1.855,3.67,0.099,7.07,9.137,0.091,7.23,18.397,0.038,0.292,0.031,5.28,11.99,10.44,2.721,16.507,14.113,18.901,7.898,10.134,5.661,0.133,7.23,5.53,7.779,7.08,7.623,14.956,11.579,18.334,0.967,0.173,12.246,62.770,115.842,9.697
+2026-05-21 09:47:36,coal_tit_observed.csv,0.6094897776516174583871926588,0.219,2.692,2.91,7.778,0.519,7.05,9.876,0.044,6.93,14.09,0.067,0.333,0.038,6.05,11.53,8.25,9.636,7.464,3.954,10.975,10.734,11.575,9.894,0.056,6.42,5.78,7.523,7.38,11.81,16.652,24.6,8.704,0.927,0.264,12.136,84.795,162.18,7.41
+2026-05-21 09:47:36,coal_tit_observed.csv,4.843355800316614246399459039,0.573,1.452,1.558,1.009,0.642,7.25,11.738,0.073,7.47,15.513,0.073,0.416,0.015,3.68,10.89,9.94,4.058,11.526,3.464,19.587,11.892,9.86,13.923,0.107,8.14,4.02,1.879,6.67,16.804,18.606,29.077,8.135,1.609,0.242,12.287,95.399,183.583,7.215
+2026-05-21 09:47:36,coal_tit_observed.csv,2.308619292819251361832485082,0.381,3.933,1.514,5.34,0.578,7.25,13.31,0.007,7.57,21.276,0.06,0.018,0.006,6.02,11.55,11.22,5.721,7.178,3.19,11.165,8.741,8.171,9.311,0.034,6.65,5.26,1.73,7.24,12.054,13.470,25.072,1.867,1.314,0.218,12.171,58.000,103.987,12.014
+2026-05-21 09:47:37,coal_tit_observed.csv,2.629154125230874850085003162,0.473,2.509,1.302,7.974,0.602,7.27,3.125,0.05,7.36,8.551,0.081,0.282,0.018,3.99,11.67,9.3,2.46,16.148,18.913,13.382,12.816,12.165,13.468,0.217,8.01,4.86,1.386,7.07,23.042,22.992,29.649,16.336,1.26,0.277,12.126,95.944,184.988,6.901
+2026-05-21 09:47:37,coal_tit_observed.csv,5.224655400330120546349308797,0.57,3.335,4.631,0.738,0.904,7.2,9.161,0.093,6.99,23.203,0.085,0.358,0.026,3.8,9.73,9.53,3.42,3.248,6.125,0.37,4.096,4.906,3.287,0.092,7.5,4.1,0.957,7.18,11.788,42.605,79.324,5.886,1.721,0.278,12.264,112.980,213.458,12.502
+2026-05-21 09:47:37,coal_tit_observed.csv,0.6839829003610299827678515171,0.396,3.442,5.938,6.031,0.119,7.36,15.025,0.043,7.53,14.956,0.012,0.066,0.045,3.7,9.63,10.76,2.142,7.438,6.624,8.252,2.780,2.972,2.589,0.245,7.28,5.29,1.599,7.56,8.586,10.226,1.025,19.428,0.974,0.009,12.029,101.672,189.226,14.118
+2026-05-21 09:47:38,coal_tit_observed.csv,3.145321166620922925687589309,0.392,2.364,2.389,7.645,0.901,6.7,14.602,0.002,7.29,16.798,0.089,0.416,0.029,5.26,11.89,9.4,4.67,5.064,1.629,8.5,5.565,6.007,5.123,0.166,7.79,4.5,1.585,7.1,22.284,10.338,10.761,9.916,1.567,0.104,12.093,83.227,156.081,10.373
+2026-05-21 09:47:38,coal_tit_observed.csv,1.369760132483431451260561779,0.683,3.582,2.313,7.263,0.431,6.67,11.134,0.052,6.65,25.467,0.042,0.065,0.036,6.07,10.77,10.65,10.667,10.243,11.53,8.956,7.562,7.151,7.974,0.115,5.68,4.37,4.887,7.28,18.925,29.836,56.69,2.983,1.381,0.057,12.134,78.464,148.736,8.193
+2026-05-21 09:47:38,coal_tit_observed.csv,0.7359340887119492947741917963,0.274,2.773,0.422,5.017,0.718,6.34,4.918,0.095,7.56,20.466,0.013,0.505,0.015,3.79,10.56,11.16,2.093,15.598,19.619,11.576,9.094,10.8,7.389,0.232,6.56,6.26,5.956,6.63,12.139,36.016,53.278,18.753,1.254,0.121,12.143,65.468,119.411,11.524
+2026-05-21 09:47:39,coal_tit_observed.csv,0.3672773057926537432068167036,0.502,1.625,2.387,7.602,0.477,7.02,9.711,0.045,6.66,12.572,0.082,0.728,0.009,5.78,10.77,10.04,2.119,11.554,3.119,19.988,8.154,7.642,8.667,0.203,6.96,6.08,6.61,6.64,11.9,35.438,53.364,17.513,0.91,0.029,12.122,88.716,173.337,4.096
+2026-05-21 09:47:39,coal_tit_observed.csv,1.795420030038226410875453561,0.328,2.891,4.443,6.676,0.506,6.72,9.301,0.007,7.02,15.094,0.089,0.072,0.045,5.66,10.34,9.91,10.123,5.651,6.169,5.133,3.802,2.382,5.223,0.228,8.49,5.81,1.436,7.38,6.157,10.728,15.632,5.824,1.396,0.023,12.188,56.313,99.993,12.633
+2026-05-21 09:47:39,coal_tit_observed.csv,0.5452019166997768622664787998,0.505,1.13,4.182,5.703,0.04,7.7,8.755,0.008,7.43,7.287,0.012,0.592,0.001,6.19,10.46,9.76,8.819,7.996,2.929,13.062,8.680,12.827,4.534,0.11,7.73,5.64,2.397,6.97,18.993,38.820,66.088,11.551,1.231,0.263,12.204,115.857,226.039,5.675
+2026-05-21 09:47:39,coal_tit_observed.csv,1.911478432669698284299253222,0.667,2.075,0.983,2.106,0.274,6.87,4.27,0.055,6.68,19.464,0.014,0.136,0.03,6.02,10.58,8.3,10.829,12.577,6.777,18.377,2.394,4.073,0.716,0.237,7.55,6.03,4.783,6.91,20.259,2.410,4.142,0.678,1.216,0.332,12.022,104.083,203.4,4.766
+2026-05-21 09:47:40,coal_tit_observed.csv,1.514304511187778081659097182,0.59,3.204,2.123,1.483,0.477,6.47,12.185,0.085,6.57,21.236,0.075,0.658,0.001,5.1,10.34,11.43,4.994,11.388,13.833,8.942,6.192,8.614,3.769,0.078,5.92,5.35,7.201,7.44,13.709,35.323,69.709,0.937,1.674,0.083,12.032,47.852,84.724,10.981
+2026-05-21 09:47:40,coal_tit_observed.csv,0.6692444844717958511351465394,0.124,2.175,3.823,2.788,0.33,6.54,14.118,0.005,7.42,25.774,0.042,0.589,0.0,3.52,11.21,11.2,11.534,6.797,8.901,4.693,7.256,11.517,2.994,0.157,7.55,4.25,3.755,6.87,16.221,21.458,39.362,3.553,1.466,0.114,12.241,75.292,145.508,5.075
+2026-05-21 09:47:40,coal_tit_observed.csv,2.326148734195263775198850166,0.565,3.614,1.552,3.992,0.219,6.76,7.433,0.09,7.07,6.765,0.065,0.109,0.02,4.69,9.69,9.86,2.722,5.466,9.163,1.77,3.454,2.841,4.066,0.142,5.54,5.74,2.033,6.93,21.123,24.662,37.336,11.987,1.652,0.106,12.041,87.412,167.662,7.161
+2026-05-21 09:47:41,coal_tit_observed.csv,1.240652822297258032547609422,0.106,1.887,1.725,5.402,0.617,6.97,14.792,0.089,6.99,12.453,0.076,0.28,0.046,3.93,9.84,11.5,2.266,14.376,9.139,19.614,1.850,1.83,1.869,0.178,7.47,5.02,3.968,6.79,10.878,27.301,49.237,5.365,1.669,0.215,12.27,88.288,162.584,13.992
+2026-05-21 09:47:41,coal_tit_observed.csv,0.5250965746858699602326554590,0.469,2.367,1.671,7.084,0.921,6.25,4.029,0.054,6.55,21.312,0.037,0.63,0.048,4.84,10.63,8.49,5.553,7.270,6.562,7.977,9.883,10.982,8.784,0.079,7.49,4.7,7.884,7.55,12.96,13.428,14.9,11.957,0.854,0.003,12.251,77.278,138.787,15.769
+2026-05-21 09:47:41,coal_tit_observed.csv,1.393589442896375141331293912,0.452,2.282,4.517,7.897,0.16,7.26,4.791,0.027,7.13,27.153,0.035,0.238,0.045,3.52,11.18,10.72,11.255,14.706,11.561,17.85,2.004,3.278,0.729,0.148,7.91,5.4,1.446,6.71,15.364,21.884,39.124,4.643,1.726,0.213,12.087,55.256,104.327,6.185
+2026-05-21 09:47:42,coal_tit_observed.csv,1.260840877058183897889301977,0.529,1.24,5.448,2.816,0.833,7.48,8.054,0.042,6.52,14.34,0.085,0.749,0.014,6.26,10.35,9.96,8.173,10.297,13.885,6.709,8.546,12.155,4.936,0.02,8.32,5.18,1.232,7.09,14.508,38.393,73.587,3.199,1.515,0.047,12.268,59.584,106.341,12.827
+2026-05-21 09:47:42,coal_tit_observed.csv,1.743408318814547999977747407,0.535,0.996,1.503,0.222,0.68,7.63,13.958,0.038,7.6,18.969,0.084,0.314,0.049,3.55,10.02,11.15,9.019,15.354,13.227,17.482,9.581,10.42,8.742,0.203,7.97,5.78,6.07,6.9,16.999,18.634,22.789,14.48,1.116,0.074,12.176,45.481,83.995,6.967
+2026-05-21 09:47:42,coal_tit_observed.csv,1.894672834344212618545622350,0.545,2.345,0.754,1.655,0.561,6.52,11.389,0.023,7.09,9.439,0.015,0.11,0.021,4.4,11.89,9.19,6.226,10.506,19.348,1.664,11.071,10.321,11.821,0.04,5.74,5.24,6.663,6.87,18.348,10.842,9.415,12.27,1.135,0.231,12.123,94.428,179.71,9.146
+2026-05-21 09:47:43,coal_tit_observed.csv,1.174011052960911395023031499,0.243,1.549,5.813,1.283,0.843,7.01,4.803,0.049,7.32,7.702,0.05,0.438,0.046,5.71,11.64,10.64,5.969,13.937,13.993,13.881,2.990,2.18,3.801,0.211,7.21,6.41,5.646,7.3,18.852,25.990,47.635,4.345,1.61,0.25,12.049,99.897,187.19,12.604
+2026-05-21 09:47:43,coal_tit_observed.csv,0.8498539797059515092645870326,0.314,0.92,1.587,0.181,0.818,6.51,5.803,0.035,7.35,9.656,0.06,0.685,0.007,6.25,11.16,10.44,7.708,11.565,6.657,16.473,9.266,9.814,8.718,0.14,7.28,5.92,2.753,6.7,6.614,22.439,28.878,16.0,1.408,0.084,12.059,68.552,126.679,10.425
+2026-05-21 09:47:43,coal_tit_observed.csv,0.7321924151296100266207771740,0.598,1.718,4.595,4.608,0.422,7.11,5.279,0.03,7.4,7.931,0.069,0.556,0.019,5.23,11.02,11.31,5.099,7.260,2.295,12.224,6.796,6.953,6.638,0.188,7.65,6.49,3.383,6.88,13.809,13.216,10.176,16.257,1.207,0.285,12.08,74.732,137.123,12.342
+2026-05-21 09:47:43,coal_tit_observed.csv,2.219860370648823817500241961,0.262,2.412,0.79,1.262,0.126,6.64,11.605,0.052,7.0,21.935,0.034,0.294,0.013,4.4,11.76,11.01,9.248,12.991,7.071,18.911,6.695,6.352,7.038,0.108,7.98,4.11,6.622,7.04,10.542,31.174,54.879,7.469,1.697,0.004,12.015,97.401,189.787,5.015
+2026-05-21 09:47:44,coal_tit_observed.csv,0.7309823909603851165200339259,0.134,2.06,1.399,1.266,0.915,7.3,14.999,0.058,7.55,18.503,0.049,0.426,0.023,5.31,11.31,9.9,2.852,5.116,4.642,5.59,1.085,1.702,0.468,0.092,5.64,5.79,5.877,6.67,13.525,13.051,8.358,17.744,0.86,0.084,12.07,97.430,180.65,14.21
+2026-05-21 09:47:44,coal_tit_observed.csv,0.5030952967399189112532314730,0.627,3.157,4.871,2.628,0.118,6.83,7.601,0.012,6.98,23.48,0.03,0.542,0.008,5.6,9.51,9.14,10.368,9.390,8.043,10.737,4.298,5.681,2.914,0.083,5.83,4.38,1.301,6.79,9.624,37.905,70.887,4.923,0.803,0.334,12.134,116.074,221.319,10.83
+2026-05-21 09:47:44,coal_tit_observed.csv,2.257440751130150601213993766,0.345,0.595,2.153,5.374,0.334,6.88,11.642,0.078,6.78,6.606,0.084,0.212,0.015,6.45,10.17,9.23,4.358,12.588,14.252,10.924,11.155,12.305,10.005,0.122,6.08,4.21,5.309,7.21,19.847,42.004,72.757,11.251,1.51,0.215,12.082,62.891,109.955,15.827
+2026-05-21 09:47:45,coal_tit_observed.csv,0.5306744661411101575924466554,0.09,1.009,3.02,7.705,0.397,7.62,12.246,0.082,6.96,23.89,0.063,0.638,0.033,5.67,10.06,11.05,5.896,11.829,4.222,19.436,4.028,3.957,4.099,0.108,7.48,4.98,6.544,7.16,14.033,19.228,30.509,7.948,1.415,0.056,12.262,46.181,83.536,8.826
+2026-05-21 09:47:45,coal_tit_observed.csv,1.054520895123231775882334674,0.635,2.516,5.554,3.176,0.689,6.6,3.52,0.003,7.3,25.672,0.027,0.718,0.007,5.03,10.45,10.2,4.653,18.344,19.797,16.89,8.630,6.168,11.091,0.079,6.83,4.11,5.682,7.56,17.211,10.434,11.786,9.081,1.618,0.005,12.135,111.000,206.084,15.916
+2026-05-21 09:47:45,coal_tit_observed.csv,0.6134710062798142058503952741,0.481,3.432,5.607,4.815,0.323,6.71,6.838,0.051,7.19,23.466,0.011,0.421,0.032,3.86,10.96,10.03,6.775,10.188,4.593,15.782,2.556,2.365,2.746,0.085,7.93,4.89,3.637,6.64,14.04,15.880,22.39,9.369,0.816,0.249,12.095,73.496,142.918,4.074
+2026-05-21 09:47:46,coal_tit_observed.csv,0.4239617672481644377497697592,0.215,1.166,5.156,4.452,0.348,7.75,12.248,0.082,6.99,26.136,0.05,0.601,0.029,5.94,11.28,10.02,5.948,13.626,12.524,14.727,8.000,9.178,6.821,0.183,6.96,5.57,2.731,7.26,22.542,25.218,31.339,19.098,1.126,0.076,12.291,83.860,163.494,4.227
+2026-05-21 09:47:46,coal_tit_observed.csv,0.7287412972401103386912609630,0.523,3.67,2.51,4.846,0.586,7.33,7.105,0.033,6.94,11.576,0.089,0.028,0.043,5.89,10.19,9.89,9.24,18.167,16.334,20.000,12.088,10.578,13.599,0.066,6.3,6.19,4.937,6.61,16.609,17.072,26.31,7.835,0.866,0.057,12.168,81.558,148.106,15.011
+2026-05-21 09:47:46,coal_tit_observed.csv,0.6449207563284752748520941037,0.339,3.854,4.113,0.04,0.183,7.21,10.507,0.023,7.01,19.105,0.06,0.164,0.021,3.97,11.75,10.46,5.554,13.712,19.634,7.789,6.028,11.467,0.588,0.226,5.73,4.21,0.912,7.49,11.696,36.360,62.064,10.656,1.024,0.335,12.205,50.202,94.108,6.296
+2026-05-21 09:47:47,coal_tit_observed.csv,0.9049156444928303786758449076,0.539,1.979,5.494,1.053,0.326,6.27,3.119,0.05,7.36,15.312,0.066,0.451,0.007,4.47,10.54,9.28,7.744,11.843,4.802,18.884,11.938,11.992,11.884,0.169,6.01,6.22,2.377,7.39,7.291,13.677,15.788,11.566,1.525,0.194,12.204,64.207,120.566,7.848
+2026-05-21 09:47:47,coal_tit_observed.csv,0.4225866006157458008244746045,0.224,0.388,5.689,5.744,0.246,6.92,6.681,0.054,6.9,20.556,0.034,0.487,0.035,4.66,11.59,11.46,7.204,16.937,14.359,19.515,12.602,13.09,12.115,0.021,8.12,4.95,5.462,7.06,16.085,15.638,12.978,18.297,0.983,0.145,12.227,106.060,196.876,15.245
+2026-05-21 09:47:47,coal_tit_observed.csv,1.119992142845757297656209367,0.426,3.832,4.431,6.075,0.903,6.41,5.335,0.026,7.32,19.027,0.072,0.491,0.0,5.65,11.6,9.75,11.523,12.488,19.753,5.223,6.452,7.574,5.331,0.063,6.54,5.17,3.772,7.0,10.457,40.266,73.379,7.152,1.141,0.337,12.159,88.118,162.22,14.015
+2026-05-21 09:47:47,coal_tit_observed.csv,0.8539170501924637432583156653,0.609,1.627,3.379,1.696,0.373,7.15,5.426,0.006,6.9,21.416,0.032,0.306,0.022,4.21,10.84,8.75,11.736,11.262,4.062,18.461,2.674,0.6,4.747,0.052,5.89,5.96,3.975,7.29,17.482,23.705,42.615,4.795,1.378,0.167,12.268,75.730,142.237,9.223
+2026-05-21 09:47:48,coal_tit_observed.csv,0.4813731286190937455678073215,0.23,2.925,0.094,5.493,0.247,6.33,14.661,0.095,7.23,21.357,0.065,0.332,0.004,3.73,11.16,9.02,5.825,14.508,16.644,12.371,11.045,9.939,12.151,0.197,5.81,4.84,4.308,6.82,11.337,31.906,58.807,5.006,0.844,0.313,12.048,56.580,108.503,4.657
+2026-05-21 09:47:48,coal_tit_observed.csv,0.6487763911506813935053591208,0.195,3.835,5.137,2.73,0.882,6.83,15.091,0.051,7.56,8.216,0.0,0.465,0.023,5.77,9.92,10.68,5.28,9.236,1.882,16.591,6.892,9.991,3.792,0.076,6.02,4.05,5.306,7.27,18.593,7.820,2.201,13.439,1.071,0.195,12.06,81.772,159.05,4.495
+2026-05-21 09:47:48,coal_tit_observed.csv,1.011089387417466067389348814,0.593,1.814,5.381,1.374,0.214,6.66,8.267,0.044,7.03,10.249,0.086,0.428,0.031,5.93,9.73,9.34,3.924,11.410,7.656,15.164,7.077,2.336,11.818,0.104,8.15,4.28,4.998,7.04,12.582,39.049,67.866,10.232,1.578,0.169,12.036,72.634,133.652,11.615
+2026-05-21 09:47:49,coal_tit_observed.csv,16.45135109968092548592743519,0.454,1.17,5.484,3.372,0.372,6.69,10.403,0.033,7.49,20.985,0.015,0.436,0.007,6.37,10.11,11.4,11.49,1.230,1.257,1.204,5.420,4.265,6.576,0.026,6.41,5.27,5.159,7.19,6.841,29.540,49.702,9.377,0.905,0.221,12.078,123.400,232.551,14.248
+2026-05-21 09:47:49,coal_tit_observed.csv,0.5860290169068303432566891083,0.189,2.151,5.418,3.743,0.227,6.64,5.05,0.049,6.98,13.908,0.025,0.546,0.011,4.04,10.24,10.89,2.022,9.499,5.143,13.855,1.068,1.656,0.48,0.171,7.94,6.4,3.687,7.0,18.191,40.492,62.601,18.384,1.113,0.274,12.063,103.098,193.639,12.558
+2026-05-21 09:47:49,coal_tit_observed.csv,0.9981519131008609586223802098,0.227,1.928,2.133,4.114,0.832,6.94,11.416,0.047,7.41,14.517,0.078,0.027,0.001,4.81,9.94,11.46,6.762,7.920,3.555,12.284,8.517,13.775,3.259,0.121,6.34,4.97,5.905,7.02,13.666,22.620,39.165,6.075,0.843,0.017,12.296,82.436,151.616,13.255
+2026-05-21 09:47:50,coal_tit_observed.csv,0.5437704863398459043115772407,0.108,1.496,2.948,5.204,0.399,7.63,5.346,0.094,7.21,14.277,0.065,0.542,0.04,4.2,11.47,9.98,5.364,13.868,17.877,9.86,4.629,8.821,0.437,0.015,6.16,4.08,7.815,6.97,23.625,6.884,10.614,3.153,1.205,0.266,12.284,68.786,124.514,13.057
+2026-05-21 09:47:50,coal_tit_observed.csv,0.6736232193649078571629119207,0.09,2.473,5.589,4.126,0.595,7.55,15.666,0.032,7.08,9.221,0.011,0.617,0.016,3.69,9.67,10.65,5.958,7.787,4.532,11.042,10.446,9.599,11.292,0.129,8.1,5.76,3.205,7.49,7.438,26.888,38.137,15.638,1.125,0.144,12.176,107.094,202.606,11.583
+2026-05-21 09:47:50,coal_tit_observed.csv,1.266140838991296957996475464,0.505,2.521,5.56,0.674,0.632,7.44,6.8,0.065,6.99,21.031,0.054,0.618,0.034,5.76,10.57,9.94,3.771,15.596,19.684,11.509,10.506,9.812,11.200,0.084,6.85,5.69,3.58,6.67,7.279,19.430,37.352,1.508,1.776,0.122,12.058,70.211,135.054,5.368
+2026-05-21 09:47:51,coal_tit_observed.csv,0.8195987668582051331735371853,0.387,2.596,5.471,5.538,0.25,6.48,15.546,0.09,7.62,22.764,0.058,0.062,0.018,3.64,10.72,8.84,9.991,13.895,19.574,8.216,10.774,8.308,13.24,0.053,6.98,4.19,1.48,6.85,16.7,29.152,51.283,7.022,1.272,0.079,12.024,113.352,219.424,7.28
+2026-05-21 09:47:51,coal_tit_observed.csv,16.63096916845587196519729407,0.476,0.648,2.717,4.592,0.093,6.78,14.472,0.028,7.56,12.816,0.045,0.381,0.035,5.52,11.86,10.72,2.101,6.690,11.428,1.951,8.412,12.925,3.899,0.07,7.11,6.31,3.473,6.79,14.256,26.212,36.951,15.474,1.398,0.005,12.198,84.136,163.198,5.073
+2026-05-21 09:47:51,coal_tit_observed.csv,0.5845109228166934799666831912,0.165,1.566,3.571,5.282,0.049,7.66,14.153,0.024,7.08,24.559,0.087,0.367,0.012,5.89,11.02,9.82,3.709,9.868,2.058,17.679,12.155,11.597,12.713,0.124,6.34,6.27,3.39,6.8,15.234,34.821,54.09,15.552,1.143,0.01,12.187,80.972,147.34,14.605
+2026-05-21 09:47:51,coal_tit_observed.csv,1.634785885618083481447158743,0.463,3.642,2.844,0.674,0.325,6.63,4.769,0.016,6.7,23.598,0.041,0.34,0.033,6.38,10.52,9.55,6.983,7.685,8.043,7.327,9.025,9.685,8.365,0.085,7.15,4.68,1.662,7.09,11.953,22.280,34.571,9.988,1.708,0.164,12.214,79.428,146.419,12.438
+2026-05-21 09:47:52,coal_tit_observed.csv,1.211399963837627010164322328,0.25,1.431,2.617,7.545,0.796,6.67,10.932,0.049,7.62,19.536,0.006,0.589,0.049,5.73,11.64,8.63,5.344,10.392,1.379,19.404,7.216,1.744,12.689,0.224,7.73,6.39,1.276,7.52,12.718,39.457,75.974,2.94,1.7,0.335,12.206,104.038,195.0,13.076
+2026-05-21 09:47:52,coal_tit_observed.csv,1.204548212829482829100327836,0.261,0.421,3.831,0.922,0.177,6.47,4.236,0.062,6.58,11.475,0.051,0.323,0.026,6.35,10.6,10.99,2.073,10.272,13.601,6.942,4.434,1.225,7.644,0.247,5.56,5.98,4.833,7.5,15.074,23.690,30.481,16.9,1.341,0.307,12.203,116.001,224.861,7.141
+2026-05-21 09:47:52,coal_tit_observed.csv,0.6015841863809900591473583029,0.123,0.373,2.071,1.571,0.933,7.11,13.346,0.003,7.48,6.57,0.042,0.321,0.045,4.9,11.84,10.98,7.993,10.620,9.657,11.582,11.560,11.576,11.545,0.02,5.97,4.15,7.747,6.77,10.16,10.152,13.349,6.956,0.909,0.114,12.171,71.559,136.312,6.806
+2026-05-21 09:47:53,coal_tit_observed.csv,16.79907765876010509874330212,0.376,1.43,2.64,7.105,0.574,7.19,6.635,0.026,6.89,14.726,0.063,0.74,0.031,5.58,11.58,9.8,5.085,5.234,8.728,1.74,8.531,10.52,6.542,0.06,6.73,5.99,7.905,6.78,14.055,38.140,64.936,11.343,1.687,0.116,12.297,71.816,135.08,8.551
+2026-05-21 09:47:53,coal_tit_observed.csv,0.8226550367125586051424698213,0.56,2.68,2.099,6.756,0.288,6.95,14.509,0.048,7.09,7.94,0.048,0.115,0.036,5.94,10.37,8.6,2.559,13.166,14.387,11.945,7.465,11.184,3.746,0.001,6.18,4.88,3.964,7.09,20.602,30.880,47.806,13.953,1.013,0.257,12.274,118.104,224.299,11.909
+2026-05-21 09:47:53,coal_tit_observed.csv,0.5175942130519127458314709110,0.638,1.336,4.486,2.807,0.592,7.36,13.225,0.011,6.62,6.458,0.056,0.548,0.014,5.56,10.64,8.93,3.504,18.678,20.000,17.356,6.694,9.277,4.11,0.088,7.17,5.26,5.638,6.7,15.791,22.430,35.475,9.386,0.945,0.111,12.095,94.168,175.526,12.809
+2026-05-21 09:47:54,coal_tit_observed.csv,4.231458736354664889792837205,0.676,2.595,0.648,4.961,0.634,7.67,4.212,0.0,7.27,18.958,0.066,0.581,0.04,3.7,10.91,10.94,5.011,8.344,2.964,13.723,6.450,3.58,9.319,0.23,8.24,5.37,2.974,7.37,17.105,44.132,79.155,9.11,1.441,0.193,12.209,78.558,151.233,5.882
+2026-05-21 09:47:54,coal_tit_observed.csv,0.5168701108156477639861103356,0.456,3.856,0.695,2.722,0.537,7.1,7.462,0.069,6.91,16.253,0.056,0.726,0.029,5.16,10.94,11.16,4.423,10.496,4.12,16.871,5.562,5.111,6.012,0.097,6.45,6.38,6.269,6.66,20.093,34.556,64.478,4.634,1.053,0.162,12.228,114.972,221.746,8.197
+2026-05-21 09:47:54,coal_tit_observed.csv,0.8443406679149162139747103307,0.363,0.254,2.539,0.349,0.648,7.67,11.727,0.064,7.31,23.188,0.011,0.39,0.007,6.33,11.63,10.89,5.625,11.230,16.645,5.815,4.134,7.242,1.026,0.208,6.26,4.84,7.476,7.56,12.535,35.762,64.165,7.359,0.855,0.252,12.225,54.479,103.899,5.059
+2026-05-21 09:47:54,coal_tit_observed.csv,0.9929609558924572188330687226,0.495,1.518,3.804,5.673,0.517,6.88,10.284,0.087,6.95,17.094,0.073,0.706,0.047,3.79,11.06,9.18,6.796,16.724,18.948,14.501,6.079,10.498,1.66,0.138,8.49,4.36,2.866,7.35,12.503,42.994,70.919,15.069,1.333,0.111,12.038,71.960,128.458,15.463
+2026-05-21 09:47:55,coal_tit_observed.csv,0.8564249782890805029530701887,0.443,0.456,3.827,2.605,0.803,6.55,3.743,0.005,7.44,16.08,0.086,0.292,0.036,3.71,9.91,9.41,11.94,12.178,9.981,14.376,10.612,11.091,10.132,0.099,6.88,4.13,6.234,7.56,22.282,20.126,25.169,15.084,0.903,0.202,12.249,120.330,224.95,15.709
+2026-05-21 09:47:55,coal_tit_observed.csv,1.933537805028926920433258566,0.278,0.587,2.556,2.807,0.089,7.42,13.805,0.046,6.55,21.855,0.061,0.307,0.045,5.49,11.07,9.36,2.181,6.593,9.729,3.457,7.655,3.024,12.286,0.072,5.87,4.96,3.103,6.83,6.44,21.677,34.103,9.251,1.682,0.234,12.018,50.710,95.678,5.743
+2026-05-21 09:47:55,coal_tit_observed.csv,0.5651194808527452092371156896,0.147,3.282,5.279,7.127,0.778,7.28,15.983,0.087,7.22,17.929,0.069,0.322,0.05,5.69,11.97,10.38,2.539,17.741,17.995,17.487,4.616,5.776,3.457,0.075,8.33,6.19,5.956,7.04,7.589,24.962,45.891,4.033,1.233,0.142,12.151,83.635,162.973,4.297
+2026-05-21 09:47:56,coal_tit_observed.csv,0.8163457741904938596259513774,0.089,1.531,5.985,3.04,0.931,7.02,12.99,0.018,6.54,11.468,0.035,0.615,0.045,6.44,10.12,9.95,5.634,14.953,17.162,12.744,6.162,6.143,6.180,0.157,8.42,6.44,6.89,6.86,20.228,11.990,16.241,7.74,1.299,0.185,12.208,87.266,162.339,12.193
+2026-05-21 09:47:56,coal_tit_observed.csv,1.294175572929326615489070920,0.186,2.034,3.91,1.337,0.087,6.98,15.721,0.086,6.8,23.919,0.004,0.347,0.029,3.66,10.48,9.63,2.117,9.575,2.334,16.816,8.386,7.111,9.660,0.158,8.02,5.03,3.613,7.0,19.826,37.292,61.191,13.392,1.351,0.272,12.182,84.720,156.61,12.829
+2026-05-21 09:47:56,coal_tit_observed.csv,1.174948075812208170900427344,0.584,1.016,2.931,4.872,0.475,6.96,12.896,0.013,7.25,9.053,0.01,0.537,0.032,6.1,11.31,8.91,10.999,15.132,17.74,12.525,7.486,11.719,3.254,0.228,7.61,6.27,6.811,7.36,7.256,13.608,26.861,0.355,1.366,0.02,12.114,47.729,81.239,14.219
+2026-05-21 09:47:57,coal_tit_observed.csv,0.8805079936693939657818806772,0.526,1.295,2.666,7.361,0.259,7.75,7.84,0.032,6.68,20.575,0.015,0.16,0.008,5.47,11.83,11.08,5.261,10.197,10.053,10.341,9.454,8.295,10.613,0.041,6.31,6.0,5.658,7.13,19.41,4.702,7.428,1.975,1.221,0.309,12.15,92.047,171.532,12.562
+2026-05-21 09:47:57,coal_tit_observed.csv,0.8791340510842575582148740677,0.288,0.321,3.675,2.99,0.732,6.72,3.478,0.03,7.65,19.906,0.088,0.025,0.021,4.43,10.49,9.58,7.51,6.737,1.136,12.338,5.319,4.184,6.454,0.05,6.55,4.34,5.01,6.95,15.593,2.952,4.04,1.864,0.847,0.238,12.065,82.560,160.735,4.385
+2026-05-21 09:47:57,coal_tit_observed.csv,1.189304801294201237957302655,0.423,2.927,3.096,0.105,0.627,7.51,7.139,0.038,7.42,8.636,0.028,0.371,0.05,4.53,9.55,11.22,5.651,8.195,10.617,5.773,7.156,5.124,9.187,0.072,5.7,6.34,3.512,7.04,14.453,11.085,14.353,7.817,1.231,0.06,12.192,90.231,172.583,7.879
+2026-05-21 09:47:58,coal_tit_observed.csv,0.5042901673566998252233085091,0.234,3.618,4.183,7.916,0.915,6.82,5.303,0.052,7.25,15.847,0.034,0.688,0.044,4.04,11.57,9.92,7.146,16.818,14.826,18.81,10.670,11.15,10.19,0.07,5.83,5.66,3.744,6.83,7.909,39.484,74.093,4.874,1.237,0.051,12.194,101.790,197.328,6.253
+2026-05-21 09:47:58,coal_tit_observed.csv,0.7581794892181304794862290494,0.164,0.807,4.192,6.049,0.154,7.62,13.25,0.068,7.2,17.352,0.046,0.399,0.017,5.05,11.19,11.21,6.346,13.943,13.21,14.676,8.137,10.881,5.393,0.059,8.43,5.41,2.1,7.06,17.059,26.576,46.851,6.302,1.512,0.028,12.229,86.620,162.308,10.932
+2026-05-21 09:47:58,coal_tit_observed.csv,0.4413794531961027761670916297,0.199,1.542,4.948,2.205,0.875,7.06,13.321,0.092,7.01,25.571,0.066,0.676,0.02,5.32,11.38,11.32,2.518,11.694,4.403,18.985,7.312,4.028,10.596,0.205,6.44,4.88,1.795,6.98,8.644,13.616,7.255,19.978,0.959,0.289,12.158,119.342,226.363,12.321
+2026-05-21 09:47:58,coal_tit_observed.csv,5.131850583413710672553497015,0.519,2.767,5.703,5.326,0.939,6.77,11.947,0.069,7.61,22.765,0.046,0.093,0.045,4.7,10.4,11.3,8.572,16.610,18.282,14.938,8.608,6.484,10.731,0.014,5.59,5.4,1.08,7.43,16.446,21.528,38.081,4.975,1.789,0.119,12.019,63.427,117.792,9.062
+2026-05-21 09:47:59,coal_tit_observed.csv,0.8328348580482098438538225186,0.599,3.311,2.267,6.893,0.661,6.48,11.199,0.089,7.2,19.946,0.044,0.135,0.006,5.08,10.25,10.81,10.664,2.092,1.985,2.199,4.028,3.574,4.482,0.242,6.89,4.8,5.162,7.35,16.211,25.632,33.325,17.94,0.888,0.186,12.12,67.720,126.862,8.579
+2026-05-21 09:47:59,coal_tit_observed.csv,1.387978599951170083825372963,0.477,3.694,1.677,4.309,0.458,7.52,6.398,0.057,7.12,27.541,0.085,0.531,0.023,6.46,9.71,9.07,4.476,11.746,5.779,17.713,6.020,4.792,7.248,0.049,6.51,5.48,5.023,7.54,13.547,43.374,77.906,8.841,1.566,0.075,12.118,117.713,228.505,6.921
+2026-05-21 09:47:59,coal_tit_observed.csv,0.6714422014219066404277323102,0.424,0.488,5.063,1.266,0.583,6.57,7.245,0.061,6.58,14.122,0.052,0.179,0.022,4.3,11.0,11.26,3.107,11.038,12.282,9.795,7.224,1.657,12.79,0.227,6.05,4.96,6.595,7.04,16.219,6.428,9.205,3.652,0.897,0.163,12.198,52.796,89.786,15.806
+2026-05-21 09:48:00,coal_tit_observed.csv,0.6867140496678914473873297546,0.526,1.403,0.904,7.982,0.03,6.67,15.089,0.057,6.97,10.672,0.046,0.704,0.02,6.04,10.43,10.23,5.831,8.394,7.246,9.541,6.712,13.018,0.407,0.109,6.62,5.53,5.328,7.52,11.173,38.010,71.478,4.541,0.846,0.28,12.293,79.892,148.855,10.93
+2026-05-21 09:48:00,coal_tit_observed.csv,0.8106646242599761899990914269,0.258,1.067,4.351,0.064,0.51,6.77,5.573,0.068,6.72,7.877,0.039,0.538,0.048,6.44,11.15,8.32,4.378,10.496,14.338,6.653,4.692,5.113,4.272,0.224,6.2,5.07,4.623,6.98,15.419,41.888,74.99,8.785,1.257,0.208,12.219,97.700,182.125,13.275
+2026-05-21 09:48:00,coal_tit_observed.csv,0.5031522560134448302249183072,0.292,1.033,5.082,1.975,0.075,6.41,3.012,0.093,7.2,6.011,0.077,0.677,0.01,4.51,11.37,10.94,10.548,9.202,11.375,7.028,6.791,2.571,11.011,0.033,7.36,4.68,6.138,6.67,13.673,13.110,17.085,9.134,1.518,0.313,12.156,78.687,142.431,14.943
+2026-05-21 09:48:01,coal_tit_observed.csv,0.6667248347087822060729942443,0.659,0.843,5.411,6.046,0.582,7.02,3.86,0.03,7.62,17.194,0.022,0.308,0.007,6.37,11.1,8.37,5.405,11.082,12.929,9.234,8.325,3.402,13.248,0.136,7.34,4.53,1.55,6.92,23.748,35.501,65.932,5.07,0.87,0.145,12.256,92.257,174.567,9.947
+2026-05-21 09:48:01,coal_tit_observed.csv,0.7829825334749481435963533453,0.189,3.865,1.568,1.921,0.386,6.63,8.538,0.054,6.51,25.51,0.088,0.515,0.044,6.45,11.68,10.01,10.845,19.934,19.867,20.000,7.612,12.2,3.024,0.204,6.95,5.49,4.139,7.5,11.794,33.711,47.996,19.426,1.592,0.24,12.223,114.217,217.512,10.922
+2026-05-21 09:48:01,coal_tit_observed.csv,0.4329421464894545341576466189,0.418,1.32,5.2,5.175,0.05,6.92,9.139,0.009,6.9,11.345,0.034,0.64,0.047,4.66,11.25,10.73,8.938,15.424,18.016,12.832,8.958,11.803,6.114,0.095,6.88,5.03,5.166,7.22,7.375,21.394,40.717,2.071,1.129,0.347,12.003,104.526,198.946,10.106
+2026-05-21 09:48:02,coal_tit_observed.csv,1.134452907427230124817941551,0.146,0.601,0.514,3.13,0.726,6.63,14.405,0.039,7.26,13.939,0.071,0.239,0.011,6.11,9.95,9.95,10.621,6.866,10.099,3.632,11.174,13.456,8.893,0.022,7.64,6.14,4.822,6.97,15.408,39.992,68.602,11.381,1.765,0.302,12.128,87.014,165.599,8.43
+2026-05-21 09:48:02,coal_tit_observed.csv,3.970513000168545509821162963,0.31,3.868,0.925,5.702,0.469,7.02,4.436,0.061,6.66,6.965,0.063,0.058,0.026,5.09,11.59,11.16,11.573,12.819,6.452,19.186,5.941,7.006,4.876,0.246,6.48,5.9,4.316,7.23,11.258,23.430,26.927,19.934,1.46,0.186,12.05,51.422,94.495,8.348
+2026-05-21 09:48:02,coal_tit_observed.csv,1.120174855213277226891139554,0.652,1.191,5.835,1.146,0.4,7.34,15.371,0.094,6.61,14.624,0.037,0.623,0.002,4.1,10.46,8.52,2.779,9.758,15.632,3.884,12.948,14.000,11.896,0.192,7.24,4.2,2.381,7.31,7.512,27.615,42.614,12.616,1.692,0.006,12.198,56.280,101.242,11.319
+2026-05-21 09:48:02,coal_tit_observed.csv,3.383464816697894305236404799,0.357,2.388,4.757,2.459,0.939,7.23,12.347,0.071,6.97,27.092,0.027,0.008,0.014,5.2,11.99,10.72,11.181,11.254,6.301,16.207,2.406,2.486,2.327,0.09,6.98,5.52,5.204,7.56,23.341,36.987,65.847,8.127,1.306,0.314,12.148,61.676,115.306,8.045
+2026-05-21 09:48:03,coal_tit_observed.csv,0.5736122437904166892013398465,0.2,2.507,4.268,7.598,0.279,6.48,4.187,0.094,7.26,24.554,0.041,0.387,0.021,3.78,11.12,9.59,10.447,16.674,19.819,13.53,8.228,4.122,12.334,0.237,7.58,4.35,1.924,6.63,11.719,9.157,6.264,12.05,1.042,0.326,12.196,79.134,142.282,15.987
+2026-05-21 09:48:03,coal_tit_observed.csv,3.531852826927198256774880392,0.617,2.843,0.852,3.29,0.765,7.42,5.82,0.037,6.77,8.49,0.066,0.006,0.034,5.94,10.89,10.22,8.959,3.519,6.681,0.357,9.558,6.362,12.753,0.221,8.13,4.23,3.297,7.54,23.735,37.603,58.658,16.548,1.379,0.278,12.178,115.113,216.577,13.649
+2026-05-21 09:48:03,coal_tit_observed.csv,3.854743668043508256618465575,0.389,2.114,0.186,6.149,0.556,7.73,4.722,0.037,6.63,10.314,0.036,0.486,0.017,4.57,11.48,9.85,2.696,5.861,0.947,10.775,9.254,12.337,6.172,0.24,6.08,5.34,6.887,6.73,16.122,30.598,50.128,11.068,1.698,0.258,12.243,104.843,198.612,11.074
+2026-05-21 09:48:04,coal_tit_observed.csv,0.6606172879271155176591536851,0.356,2.894,1.994,3.344,0.403,6.75,9.193,0.054,7.46,11.681,0.031,0.697,0.029,4.68,10.27,9.82,8.849,11.126,11.393,10.86,10.913,10.935,10.891,0.04,7.37,5.05,2.939,6.9,20.092,42.252,77.157,7.346,1.555,0.229,12.058,73.856,136.22,11.492
+2026-05-21 09:48:04,coal_tit_observed.csv,0.5009547523983756853176554808,0.252,3.393,3.926,1.322,0.623,7.66,14.321,0.082,6.58,18.687,0.043,0.626,0.05,5.99,10.01,8.71,2.128,14.420,13.127,15.714,12.098,11.675,12.521,0.158,5.79,5.07,5.457,6.79,15.105,22.246,38.517,5.974,0.857,0.122,12.165,79.609,143.952,15.266
+2026-05-21 09:48:04,coal_tit_observed.csv,1.587021878189395259830294010,0.331,3.761,4.332,3.095,0.644,6.94,9.684,0.053,7.07,16.816,0.004,0.522,0.022,3.55,11.82,8.65,10.464,5.957,2.911,9.003,4.361,1.125,7.597,0.248,7.19,6.16,5.057,7.0,16.443,35.510,59.139,11.88,1.467,0.334,12.237,59.040,106.484,11.596
+2026-05-21 09:48:05,coal_tit_observed.csv,0.8065951370131975995720605325,0.253,0.298,2.072,0.008,0.887,7.22,13.039,0.015,6.83,16.968,0.018,0.741,0.027,5.26,10.83,8.38,7.901,10.533,14.267,6.799,5.803,8.252,3.354,0.14,8.22,4.68,3.477,7.59,9.508,38.389,59.973,16.805,0.99,0.344,12.198,54.076,101.917,6.234
+2026-05-21 09:48:05,coal_tit_observed.csv,0.7161658034542735858929092939,0.218,2.352,4.39,5.725,0.158,7.25,7.396,0.1,6.78,21.258,0.054,0.378,0.048,5.05,10.17,10.95,4.616,2.102,2.955,1.25,1.787,2.916,0.658,0.108,7.21,6.45,7.339,7.07,23.767,40.266,61.016,19.515,1.666,0.16,12.158,42.852,80.22,5.483
+2026-05-21 09:48:05,coal_tit_observed.csv,0.6208760599727832708995777732,0.215,1.649,4.437,1.208,0.364,7.29,12.89,0.011,7.16,6.152,0.062,0.303,0.023,4.13,10.04,8.55,6.313,7.971,2.825,13.117,5.476,4.828,6.124,0.02,7.89,5.76,1.979,7.04,6.82,13.264,7.209,19.318,1.274,0.064,12.142,72.424,130.858,13.991
+2026-05-21 09:48:06,coal_tit_observed.csv,0.5229514038453059773760600343,0.323,0.702,4.551,6.849,0.281,6.73,11.765,0.037,7.14,6.655,0.036,0.342,0.002,5.3,10.93,10.92,2.783,13.436,19.823,7.05,6.482,11.163,1.802,0.189,6.3,6.05,5.226,7.32,15.628,31.178,58.0,4.357,1.159,0.008,12.287,87.750,167.365,8.135
+2026-05-21 09:48:06,coal_tit_observed.csv,3.066262844038522741286800813,0.592,2.859,3.008,1.568,0.757,6.54,13.42,0.092,6.5,25.21,0.05,0.383,0.0,6.0,11.19,11.19,6.111,13.635,12.295,14.975,6.154,9.201,3.107,0.104,7.56,6.18,2.936,7.22,19.884,4.612,1.504,7.72,1.58,0.042,12.211,104.059,193.634,14.484
+2026-05-21 09:48:06,coal_tit_observed.csv,0.9554147295021309262175459374,0.278,0.322,3.453,2.326,0.808,6.41,15.801,0.088,7.19,8.202,0.054,0.093,0.015,3.55,10.93,10.58,4.033,5.990,6.125,5.854,8.154,7.274,9.035,0.23,5.81,4.2,5.942,7.24,20.935,36.834,61.818,11.849,0.842,0.22,12.003,109.718,212.991,6.445
+2026-05-21 09:48:06,coal_tit_observed.csv,0.6387698909450744442482777549,0.535,3.334,4.378,4.92,0.484,7.41,4.778,0.078,6.53,13.506,0.075,0.596,0.032,4.3,11.05,10.17,9.552,10.634,3.808,17.46,3.077,2.252,3.902,0.004,7.17,5.3,7.059,6.88,20.7,37.033,62.484,11.582,1.155,0.254,12.007,49.984,94.914,5.053
+2026-05-21 09:48:07,coal_tit_observed.csv,1.503339717031833719128190640,0.57,3.875,0.384,4.142,0.321,7.34,7.225,0.013,7.2,16.9,0.087,0.145,0.044,4.98,10.41,10.35,3.415,9.937,3.286,16.588,8.515,3.264,13.766,0.113,8.19,5.99,2.998,7.1,11.097,7.394,12.98,1.807,0.942,0.135,12.061,94.184,182.824,5.543
+2026-05-21 09:48:07,coal_tit_observed.csv,2.451744734001005021808696963,0.143,1.76,1.185,4.501,0.153,7.43,4.26,0.051,7.44,21.135,0.046,0.121,0.008,5.14,11.48,9.42,5.231,13.261,10.781,15.741,5.474,2.95,7.999,0.114,5.96,5.11,6.501,6.76,15.833,20.036,33.542,6.531,1.542,0.157,12.219,88.438,171.553,5.323
+2026-05-21 09:48:07,coal_tit_observed.csv,1.624502829921798043745751904,0.551,1.873,2.228,2.284,0.282,6.94,15.484,0.024,6.95,8.834,0.074,0.435,0.001,4.02,11.88,10.19,11.303,12.822,6.052,19.593,5.036,3.865,6.206,0.101,7.28,6.32,7.21,7.37,11.689,23.904,34.877,12.932,1.401,0.276,12.122,79.165,153.497,4.833
+2026-05-21 09:48:08,coal_tit_observed.csv,0.8381515549416274679624538110,0.327,1.509,4.231,1.29,0.048,6.8,6.933,0.091,7.53,13.962,0.046,0.485,0.048,4.51,9.61,9.54,5.513,13.008,19.455,6.562,5.127,8.93,1.324,0.247,6.97,5.87,6.266,7.24,13.954,31.169,53.603,8.735,1.619,0.181,12.283,118.441,232.714,4.168
+2026-05-21 09:48:08,coal_tit_observed.csv,1.032867307354214460018371558,0.338,2.82,5.001,4.031,0.111,7.74,12.973,0.042,6.65,22.001,0.076,0.03,0.038,4.58,11.29,11.24,4.312,18.641,20.000,17.282,8.518,7.864,9.171,0.03,8.45,5.24,5.336,7.6,15.249,39.206,70.091,8.322,1.386,0.306,12.087,44.009,80.016,8.002
+2026-05-21 09:48:08,coal_tit_observed.csv,0.7059014338193454458840284661,0.407,3.756,4.856,4.469,0.236,7.5,11.42,0.011,6.92,18.808,0.03,0.731,0.011,4.49,11.5,8.61,5.591,5.677,9.376,1.978,7.980,10.443,5.517,0.233,6.33,6.38,4.055,6.66,20.928,42.514,72.525,12.503,1.546,0.188,12.158,73.674,141.041,6.307
+2026-05-21 09:48:09,coal_tit_observed.csv,0.6103415959434841135516737014,0.123,2.532,4.557,7.925,0.823,6.49,6.494,0.056,6.83,10.068,0.031,0.362,0.024,3.55,9.94,10.49,10.762,9.668,11.995,7.341,3.630,5.836,1.425,0.083,8.06,4.75,1.327,7.25,12.451,34.418,51.651,17.185,1.356,0.129,12.223,56.659,104.993,8.325
+2026-05-21 09:48:09,coal_tit_observed.csv,1.845631166720861951552922863,0.601,3.761,0.288,0.841,0.519,6.49,7.541,0.058,6.78,24.248,0.024,0.631,0.049,4.4,11.19,10.13,8.858,18.242,20.000,16.485,5.110,6.987,3.233,0.126,6.13,4.01,1.402,6.68,13.457,30.036,47.301,12.772,1.239,0.252,12.061,84.612,157.431,11.793
+2026-05-21 09:48:09,coal_tit_observed.csv,0.6501254912698737155047442962,0.167,1.274,5.583,2.658,0.178,7.67,11.058,0.079,6.6,16.095,0.064,0.521,0.04,3.59,10.3,8.81,2.368,13.883,15.655,12.111,11.270,12.51,10.03,0.122,6.25,4.12,7.575,7.21,8.141,35.845,51.971,19.719,1.592,0.113,12.078,55.692,96.626,14.759
+2026-05-21 09:48:10,coal_tit_observed.csv,1.560566562315792370805056179,0.665,0.449,5.828,3.424,0.728,6.49,3.114,0.007,7.11,12.147,0.051,0.068,0.003,4.71,10.74,10.32,2.526,13.534,16.735,10.333,2.122,0.551,3.694,0.027,6.63,5.66,5.748,6.81,18.142,32.285,54.65,9.92,1.71,0.079,12.077,124.146,239.98,8.312
+2026-05-21 09:48:10,coal_tit_observed.csv,1.070846386020480983074982741,0.517,1.219,2.492,4.668,0.611,6.34,15.891,0.033,6.61,24.021,0.06,0.322,0.039,4.88,10.19,9.29,3.088,14.103,10.715,17.491,7.914,5.381,10.447,0.078,6.79,5.83,1.675,7.35,21.027,47.808,77.145,18.472,1.138,0.127,12.165,83.504,158.963,8.045
+2026-05-21 09:48:10,coal_tit_observed.csv,0.6727199184431688762115066716,0.212,0.387,1.806,6.02,0.346,6.5,4.085,0.018,7.49,15.685,0.041,0.737,0.003,5.3,11.17,9.27,2.383,5.902,8.979,2.825,6.670,2.939,10.4,0.015,7.39,6.35,5.81,7.05,22.226,22.994,40.759,5.23,0.885,0.233,12.258,82.640,159.026,6.255
+2026-05-21 09:48:10,coal_tit_observed.csv,17.65464419662283508489879704,0.218,2.152,2.545,7.692,0.038,7.72,15.357,0.092,6.55,15.954,0.089,0.533,0.029,5.94,9.66,8.85,10.035,10.262,19.373,1.15,4.282,3.038,5.525,0.126,6.07,4.92,7.258,6.83,11.763,28.668,42.13,15.206,1.52,0.027,12.069,77.786,150.34,5.232
+2026-05-21 09:48:11,coal_tit_observed.csv,4.229368940384912856704693148,0.186,0.813,2.719,5.474,0.45,7.36,9.271,0.077,7.22,23.729,0.036,0.084,0.038,6.12,9.88,8.95,11.526,6.210,8.922,3.499,5.626,1.901,9.351,0.213,6.86,5.89,4.816,6.63,21.17,11.265,7.217,15.313,1.439,0.226,12.282,88.374,165.413,11.336
+2026-05-21 09:48:11,coal_tit_observed.csv,1.204418358055830684207317880,0.185,1.319,5.354,4.135,0.819,6.61,4.315,0.004,7.2,22.222,0.033,0.272,0.014,6.17,11.64,8.59,7.206,12.984,18.613,7.355,7.296,3.878,10.714,0.034,5.87,4.57,5.994,7.03,17.426,46.272,79.17,13.373,1.295,0.159,12.027,53.286,97.731,8.841
+2026-05-21 09:48:11,coal_tit_observed.csv,1.088194777152848992717743279,0.575,3.901,3.816,2.516,0.592,6.73,11.057,0.086,7.42,27.028,0.03,0.463,0.023,3.8,9.69,11.19,3.8,17.268,19.202,15.335,4.030,4.346,3.713,0.244,7.72,5.32,2.289,7.08,21.025,15.448,18.696,12.199,1.22,0.155,12.023,52.603,92.824,12.382
+2026-05-21 09:48:12,coal_tit_observed.csv,18.65802094042922838922054426,0.454,2.968,0.746,0.408,0.533,7.49,12.67,0.08,7.08,15.464,0.063,0.592,0.028,5.62,11.78,8.34,2.372,6.716,12.009,1.424,12.901,12.606,13.196,0.164,5.66,4.84,6.998,6.64,12.372,4.717,6.136,3.298,1.547,0.231,12.145,86.140,161.943,10.336
+2026-05-21 09:48:12,coal_tit_observed.csv,1.152671510835983458359524456,0.42,0.596,2.149,2.776,0.895,7.52,12.316,0.049,6.97,11.899,0.086,0.568,0.041,4.13,9.82,10.11,5.729,6.755,1.587,11.923,3.070,2.717,3.422,0.124,8.01,4.96,5.954,6.95,22.86,33.574,57.519,9.63,1.104,0.222,12.293,73.541,131.597,15.485
+2026-05-21 09:48:12,coal_tit_observed.csv,1.166558222774759943672211977,0.591,1.398,5.793,6.369,0.427,6.58,14.851,0.027,7.06,17.093,0.074,0.174,0.014,4.42,9.91,8.51,5.997,10.309,9.551,11.067,11.168,9.019,13.318,0.122,6.71,4.27,7.492,6.69,17.577,42.502,72.952,12.051,1.73,0.24,12.257,83.142,152.984,13.299
+2026-05-21 09:48:13,coal_tit_observed.csv,0.7444428665139628673002107900,0.54,0.896,2.037,6.184,0.166,7.28,15.942,0.01,7.21,26.336,0.076,0.007,0.038,6.33,10.4,8.82,10.236,3.379,3.369,3.389,7.376,9.803,4.95,0.23,6.75,4.83,5.129,7.02,7.152,12.664,6.446,18.881,0.959,0.244,12.084,93.220,172.273,14.167
+2026-05-21 09:48:13,coal_tit_observed.csv,1.993125980390826331274871870,0.128,1.941,0.903,4.434,0.594,7.65,3.31,0.014,7.04,25.459,0.063,0.178,0.037,5.61,10.21,8.96,4.913,6.354,2.15,10.558,7.630,7.683,7.577,0.163,7.72,6.3,6.621,6.93,14.472,11.358,5.639,17.078,1.355,0.009,12.015,71.507,133.517,9.497
+2026-05-21 09:48:13,coal_tit_observed.csv,2.697557801924637724865805908,0.579,2.977,2.608,3.821,0.871,7.42,9.016,0.031,7.07,10.954,0.052,0.433,0.038,5.79,11.48,11.18,7.092,11.482,13.481,9.482,4.018,7.109,0.926,0.247,7.32,5.48,7.894,7.52,12.09,8.797,4.397,13.197,1.324,0.184,12.294,54.918,98.992,10.843
+2026-05-21 09:48:14,coal_tit_observed.csv,2.075508801837467316664377849,0.576,0.634,2.168,1.897,0.411,7.25,8.827,0.064,6.92,23.052,0.035,0.07,0.038,3.54,10.36,10.2,7.118,4.081,7.738,0.424,5.796,1.521,10.071,0.032,7.87,4.28,6.477,7.45,11.432,41.321,74.672,7.97,1.643,0.063,12.175,99.368,182.934,15.803
+2026-05-21 09:48:14,coal_tit_observed.csv,0.9150657173004030856894565372,0.269,0.948,4.881,3.586,0.637,6.77,5.07,0.058,7.33,23.559,0.08,0.135,0.04,5.25,10.09,9.77,7.346,8.434,13.051,3.816,6.232,10.674,1.79,0.094,8.2,5.77,3.199,7.17,22.071,17.660,29.377,5.943,0.877,0.144,12.146,90.918,171.76,10.075
+2026-05-21 09:48:14,coal_tit_observed.csv,1.832798600141533041712778198,0.447,0.374,5.977,4.778,0.773,6.88,15.654,0.074,6.82,24.619,0.008,0.471,0.013,5.07,9.77,8.52,9.914,14.489,11.725,17.253,13.690,13.853,13.527,0.047,8.24,4.95,6.79,7.55,23.209,23.139,32.018,14.26,1.594,0.155,12.051,49.022,84.247,13.796
+2026-05-21 09:48:14,coal_tit_observed.csv,2.417944655811761745540611680,0.262,3.98,3.788,1.384,0.86,6.85,3.136,0.018,7.14,23.765,0.021,0.045,0.027,4.04,11.14,9.66,4.382,12.880,18.583,7.178,5.104,9.097,1.111,0.166,6.29,4.93,3.769,6.84,22.161,18.628,29.83,7.426,1.359,0.072,12.045,105.896,197.402,14.389
+2026-05-21 09:48:15,coal_tit_observed.csv,0.5275393498937643602866036948,0.564,3.987,2.816,5.784,0.051,6.5,5.581,0.008,7.0,7.359,0.075,0.517,0.025,6.1,10.43,9.17,2.902,12.140,9.065,15.216,6.558,3.584,9.532,0.03,6.73,5.1,7.211,7.53,13.851,18.644,28.495,8.793,1.006,0.097,12.109,122.500,238.475,6.524
+2026-05-21 09:48:15,coal_tit_observed.csv,2.292196353391320701872483932,0.364,3.131,0.145,7.756,0.03,7.25,15.06,0.037,7.58,12.537,0.001,0.237,0.016,3.6,10.25,10.98,4.439,15.464,17.371,13.556,10.649,13.545,7.753,0.217,7.74,5.46,6.909,7.51,15.874,16.271,27.875,4.667,1.053,0.304,12.145,66.072,117.709,14.434
+2026-05-21 09:48:15,coal_tit_observed.csv,0.5878773954095316882122246990,0.265,1.783,1.184,0.991,0.163,6.7,10.895,0.037,7.08,13.221,0.025,0.7,0.024,6.33,10.65,11.37,9.588,6.188,5.653,6.723,6.350,10.201,2.5,0.087,6.98,5.15,5.324,6.76,23.017,18.206,29.595,6.818,1.455,0.148,12.074,95.060,182.946,7.173
+2026-05-21 09:48:16,coal_tit_observed.csv,0.7606027650512617765264145419,0.138,3.645,2.0,0.45,0.616,7.69,6.117,0.048,6.79,13.994,0.046,0.67,0.018,6.43,11.06,10.74,11.632,9.639,3.636,15.642,9.382,11.209,7.555,0.133,5.7,5.16,4.511,7.02,12.129,11.860,12.769,10.952,1.136,0.058,12.278,106.972,204.89,9.053
+2026-05-21 09:48:16,coal_tit_observed.csv,2.586428772423875080151675158,0.336,3.982,5.15,4.239,0.89,7.13,14.271,0.03,7.55,22.98,0.019,0.137,0.03,4.52,10.66,10.8,11.075,6.362,9.204,3.519,8.666,11.93,5.402,0.238,7.35,5.86,2.135,6.86,8.47,9.797,16.537,3.057,1.289,0.288,12.132,53.450,95.73,11.17
+2026-05-21 09:48:16,coal_tit_observed.csv,2.356547018931954927541435184,0.317,3.984,4.526,5.358,0.81,7.29,3.731,0.051,7.19,8.486,0.066,0.232,0.036,5.01,10.37,9.3,10.25,4.902,7.703,2.101,5.368,9.418,1.319,0.07,6.55,5.13,4.649,7.42,17.472,45.312,72.16,18.464,1.58,0.344,12.223,63.596,114.441,12.751
+2026-05-21 09:48:17,coal_tit_observed.csv,2.728501042912929744283865694,0.518,3.669,3.187,7.873,0.281,7.37,3.816,0.035,7.47,19.141,0.045,0.557,0.023,5.14,10.34,9.79,2.158,6.225,0.72,11.73,11.406,11.632,11.180,0.026,6.6,4.08,6.646,7.3,8.887,14.546,18.731,10.36,1.763,0.074,12.23,64.164,114.95,13.377
+2026-05-21 09:48:17,coal_tit_observed.csv,1.185656740655172394232241704,0.4,3.148,4.149,1.154,0.761,6.74,9.275,0.05,7.2,18.13,0.088,0.449,0.023,6.35,10.05,9.94,7.951,3.898,3.069,4.728,0.838,0.823,0.853,0.061,7.36,5.9,5.616,6.75,18.223,11.834,9.953,13.714,1.529,0.202,12.279,57.283,101.069,13.497
+2026-05-21 09:48:17,coal_tit_observed.csv,0.6857594573681902214729232234,0.466,3.743,3.239,2.511,0.392,6.46,8.547,0.079,6.74,14.171,0.034,0.004,0.017,5.77,9.61,8.53,10.768,17.746,17.357,18.135,5.471,2.43,8.512,0.164,7.81,5.34,6.931,7.24,7.372,11.684,13.612,9.755,0.834,0.178,12.221,57.886,101.0,14.771
+2026-05-21 09:48:18,coal_tit_observed.csv,0.7411220712453916018371331251,0.342,0.876,4.799,3.829,0.735,7.37,8.897,0.011,7.03,24.071,0.088,0.62,0.021,5.86,9.85,10.97,6.563,10.349,14.919,5.779,3.532,0.697,6.367,0.182,6.19,4.28,4.896,7.05,19.047,24.978,39.811,10.144,1.128,0.23,12.154,50.202,94.735,5.669
+2026-05-21 09:48:18,coal_tit_observed.csv,4.084606453530794966378789403,0.617,3.6,0.624,3.249,0.313,7.46,4.876,0.035,7.11,22.113,0.05,0.075,0.043,6.07,10.29,10.15,8.073,3.230,2.881,3.578,7.753,11.57,3.936,0.116,5.92,6.09,2.707,7.24,18.176,37.345,61.325,13.365,1.736,0.1,12.046,49.666,95.047,4.286
+2026-05-21 09:48:18,coal_tit_observed.csv,0.5958331535030340439936121568,0.349,2.929,3.959,1.302,0.122,6.9,14.956,0.071,7.01,18.632,0.064,0.39,0.027,6.02,11.09,8.67,11.606,3.138,4.6,1.675,11.361,10.305,12.417,0.179,8.27,6.29,3.106,7.58,18.175,23.442,44.191,2.692,1.043,0.204,12.213,123.374,237.945,8.802
+2026-05-21 09:48:18,coal_tit_observed.csv,0.9055037852287866631788775610,0.297,2.48,4.53,6.995,0.732,6.9,13.046,0.067,6.98,9.348,0.074,0.252,0.017,5.41,11.17,11.34,10.212,2.408,2.197,2.619,7.713,5.408,10.018,0.069,5.75,4.54,2.578,7.3,15.508,27.338,52.105,2.572,1.159,0.093,12.111,123.224,238.447,8.001
+2026-05-21 09:48:19,coal_tit_observed.csv,0.6593148557870109134124376652,0.606,2.395,4.77,5.069,0.7,7.59,15.464,0.095,7.08,20.85,0.035,0.124,0.004,4.99,10.44,9.91,10.801,4.672,4.769,4.575,6.507,0.662,12.352,0.211,6.63,5.76,4.008,6.69,11.426,33.343,46.707,19.979,0.912,0.168,12.056,125.583,238.326,12.84
+2026-05-21 09:48:19,coal_tit_observed.csv,0.8083211221156698249765096585,0.116,2.846,2.62,0.21,0.662,7.57,13.2,0.091,7.51,11.635,0.015,0.044,0.026,4.74,10.46,8.52,4.465,14.444,13.885,15.003,3.860,4.27,3.451,0.176,5.77,4.7,7.736,6.9,13.487,9.250,8.395,10.105,0.894,0.191,12.288,68.812,126.813,10.812
+2026-05-21 09:48:19,coal_tit_observed.csv,4.388896848394970005703064352,0.224,2.222,2.618,1.856,0.541,6.72,13.478,0.003,6.63,8.226,0.077,0.291,0.044,4.52,9.77,8.46,8.971,13.554,12.098,15.01,4.332,5.753,2.911,0.041,6.78,5.63,3.561,6.73,21.745,32.309,61.887,2.731,0.83,0.009,12.168,108.495,201.688,15.302
+2026-05-21 09:48:20,coal_tit_observed.csv,2.164676325699575074832596855,0.349,2.692,0.646,3.503,0.165,6.62,11.89,0.042,6.9,26.314,0.057,0.188,0.008,6.0,10.16,8.7,6.479,15.270,12.724,17.817,5.284,1.369,9.2,0.127,6.22,6.48,5.986,7.5,6.133,35.505,62.056,8.954,1.301,0.077,12.087,94.910,180.831,8.989
+2026-05-21 09:48:20,coal_tit_observed.csv,0.7886093511873327583007391363,0.581,0.267,3.249,4.408,0.08,7.16,15.105,0.001,7.5,9.387,0.002,0.246,0.02,4.51,10.13,11.2,8.052,4.338,5.233,3.444,7.638,7.715,7.561,0.163,7.33,6.16,2.787,7.54,13.395,40.453,72.514,8.392,0.927,0.162,12.273,93.862,179.208,8.517
+2026-05-21 09:48:20,coal_tit_observed.csv,2.714003258274679575196296113,0.255,1.098,0.55,5.926,0.816,6.61,4.181,0.075,6.97,19.466,0.028,0.202,0.015,6.27,11.51,10.06,5.304,9.853,13.785,5.921,8.962,9.966,7.959,0.245,7.11,5.64,2.782,7.3,11.635,17.302,33.17,1.435,1.093,0.273,12.009,87.358,159.617,15.099
+2026-05-21 09:48:21,coal_tit_observed.csv,2.282149692089662718441819542,0.166,0.39,5.404,3.177,0.42,7.39,13.345,0.033,6.79,6.452,0.081,0.176,0.015,3.69,10.66,9.57,5.903,3.470,3.278,3.663,7.115,4.361,9.869,0.137,7.61,5.45,3.854,7.27,11.415,38.342,74.713,1.972,1.465,0.155,12.287,116.360,220.951,11.768
+2026-05-21 09:48:21,coal_tit_observed.csv,0.8070704968113255305793864860,0.129,3.693,3.936,1.523,0.76,6.4,11.59,0.015,7.1,7.723,0.089,0.374,0.03,6.38,9.58,10.61,8.401,18.104,19.451,16.758,7.162,3.582,10.742,0.065,5.9,5.85,3.287,7.38,6.685,6.946,1.484,12.408,1.196,0.241,12.064,60.374,114.011,6.737
+2026-05-21 09:48:21,coal_tit_observed.csv,0.5831070660613481037503049740,0.165,2.745,4.141,7.949,0.707,7.69,3.555,0.021,6.93,10.113,0.022,0.266,0.007,4.3,10.05,8.8,4.324,6.634,11.182,2.087,12.670,13.781,11.558,0.012,6.02,5.81,3.562,7.42,9.562,22.854,33.578,12.13,0.938,0.23,12.049,47.888,91.096,4.681
+2026-05-21 09:48:22,coal_tit_observed.csv,0.5107920112292990665529629630,0.119,1.793,3.381,1.674,0.572,7.19,4.523,0.097,7.03,23.197,0.043,0.203,0.012,4.9,11.58,10.53,4.7,4.006,4.367,3.645,6.338,5.341,7.334,0.114,7.46,5.4,7.701,7.31,17.754,43.276,78.285,8.266,1.0,0.232,12.029,83.888,156.073,11.703
+2026-05-21 09:48:22,coal_tit_observed.csv,0.4129358211559601165103562943,0.251,1.081,4.359,6.841,0.297,6.41,10.749,0.041,7.18,7.021,0.076,0.269,0.005,5.85,10.6,10.66,10.286,13.236,10.53,15.943,10.546,10.025,11.066,0.21,6.77,5.39,5.61,7.07,10.964,27.156,43.158,11.155,0.816,0.182,12.282,75.436,146.364,4.508
+2026-05-21 09:48:22,coal_tit_observed.csv,0.6420184553193230065303703702,0.105,3.369,1.628,3.75,0.812,6.32,3.108,0.079,7.06,9.204,0.085,0.39,0.017,5.62,11.97,9.98,8.726,16.160,15.796,16.524,8.208,2.928,13.489,0.102,7.39,5.56,1.308,7.6,21.697,17.463,26.095,8.831,1.6,0.196,12.186,97.206,185.598,8.815
+2026-05-21 09:48:22,coal_tit_observed.csv,0.6908346084038898187536035880,0.109,1.266,0.704,0.047,0.322,7.65,10.143,0.043,6.83,9.047,0.037,0.094,0.013,4.98,9.52,8.74,3.064,8.266,13.286,3.246,6.093,0.739,11.447,0.064,5.58,5.71,4.752,7.58,21.233,21.662,37.553,5.77,1.065,0.194,12.173,86.892,167.16,6.623
+2026-05-21 09:48:23,coal_tit_observed.csv,1.051904363455288310297941240,0.193,1.368,2.628,3.16,0.91,7.55,5.479,0.0,7.43,15.312,0.028,0.117,0.005,6.22,10.34,9.36,4.307,9.840,6.405,13.275,5.288,2.89,7.687,0.085,6.53,5.64,2.095,6.9,11.101,30.280,42.732,17.829,0.815,0.02,12.091,76.570,147.221,5.918
+2026-05-21 09:48:23,coal_tit_observed.csv,0.8143664583697943111174511852,0.363,0.999,2.22,2.573,0.027,7.64,13.584,0.08,6.69,16.882,0.077,0.632,0.022,5.6,9.89,11.29,8.579,14.357,18.932,9.782,4.895,4.987,4.803,0.106,6.3,6.22,6.317,7.25,17.518,29.824,58.488,1.161,1.459,0.258,12.137,93.478,173.96,12.995
+2026-05-21 09:48:23,coal_tit_observed.csv,0.6365320918838712906911501930,0.309,2.32,3.44,6.476,0.188,6.81,13.075,0.01,7.26,19.768,0.068,0.309,0.047,3.58,11.48,9.62,2.191,14.344,17.195,11.494,8.881,7.632,10.130,0.176,7.09,4.94,0.89,7.08,21.608,34.384,66.24,2.527,0.886,0.243,12.081,59.722,112.94,6.504
+2026-05-21 09:48:24,coal_tit_observed.csv,1.810478123655443508770655555,0.477,0.517,2.387,0.388,0.531,7.04,8.126,0.03,6.65,26.409,0.071,0.543,0.014,5.16,10.92,9.1,9.985,5.287,1.311,9.263,4.328,4.501,4.154,0.045,5.7,4.12,7.503,6.98,13.655,36.504,62.514,10.495,1.438,0.047,12.024,106.091,202.578,9.604
+2026-05-21 09:48:24,coal_tit_observed.csv,0.5987495566151869465786218206,0.55,3.81,2.96,4.719,0.407,7.22,5.094,0.06,6.94,11.794,0.076,0.044,0.012,3.8,9.71,10.43,11.445,11.215,2.862,19.568,5.967,4.006,7.928,0.233,7.39,5.91,7.944,6.61,11.573,47.232,75.799,18.666,0.823,0.009,12.101,74.470,139.741,9.199
+2026-05-21 09:48:24,coal_tit_observed.csv,1.417154741717525215678283572,0.585,3.527,1.747,7.732,0.685,6.54,3.428,0.034,7.16,7.601,0.089,0.332,0.042,4.35,11.38,8.62,4.833,2.464,0.801,4.127,4.578,1.624,7.532,0.161,6.6,6.39,2.589,7.05,6.546,2.678,3.756,1.599,0.955,0.078,12.238,100.728,186.183,15.274
+2026-05-21 09:48:25,coal_tit_observed.csv,0.6164162082663716505427721337,0.094,3.563,5.507,3.953,0.292,7.61,5.983,0.004,7.5,24.134,0.019,0.398,0.008,4.57,10.66,8.78,3.228,13.790,10.465,17.115,7.618,12.025,3.212,0.11,6.56,4.53,5.644,7.34,20.384,30.514,58.398,2.631,1.495,0.247,12.103,109.334,208.96,9.707
+2026-05-21 09:48:25,coal_tit_observed.csv,0.6975400641254211391462311584,0.379,1.26,4.098,5.069,0.425,7.07,12.228,0.09,6.74,19.825,0.019,0.406,0.019,6.33,10.84,11.31,7.427,10.792,5.139,16.446,1.390,1.27,1.511,0.001,7.67,5.83,4.87,6.74,20.166,35.308,54.78,15.835,0.936,0.264,12.287,45.110,83.715,6.505
+2026-05-21 09:48:25,coal_tit_observed.csv,1.410943413804727936181689371,0.225,0.413,2.32,4.974,0.3,7.69,11.74,0.078,6.55,13.653,0.061,0.183,0.001,4.34,10.36,10.74,11.79,4.512,5.917,3.107,4.535,6.111,2.959,0.036,7.98,5.05,4.852,7.09,18.661,33.422,51.758,15.085,1.188,0.258,12.007,119.181,223.273,15.089
+2026-05-21 09:48:26,coal_tit_observed.csv,0.7526526009890551350416742516,0.481,1.998,5.199,2.903,0.311,6.77,11.476,0.033,7.52,14.799,0.039,0.094,0.041,4.7,9.79,11.11,7.542,11.238,9.859,12.617,9.796,12.434,7.159,0.103,6.17,5.08,5.967,7.43,19.729,26.278,41.354,11.202,1.524,0.193,12.168,120.432,226.904,13.96
+2026-05-21 09:48:26,coal_tit_observed.csv,0.8364707262659729388288619519,0.361,3.633,2.917,0.898,0.715,7.03,11.821,0.061,6.61,6.091,0.024,0.613,0.005,4.94,9.76,8.4,7.264,10.492,15.212,5.771,9.615,10.093,9.137,0.057,8.26,5.96,7.396,7.14,8.012,13.892,13.126,14.659,1.468,0.231,12.259,55.814,98.256,13.373
+2026-05-21 09:48:26,coal_tit_observed.csv,0.8756583357379213227814123118,0.156,0.447,5.009,2.527,0.29,7.71,9.111,0.018,6.8,14.948,0.086,0.477,0.014,5.82,10.72,11.07,5.139,11.544,17.424,5.663,3.142,1.729,4.555,0.152,6.37,4.75,5.226,7.46,12.44,17.666,33.074,2.259,1.429,0.322,12.26,110.847,210.781,10.913
+2026-05-21 09:48:26,coal_tit_observed.csv,0.7666703824675419780724234725,0.111,2.218,5.738,3.815,0.309,7.34,9.421,0.013,7.59,24.51,0.021,0.441,0.008,6.22,9.64,10.24,10.216,7.390,10.099,4.68,13.612,13.98,13.243,0.151,7.98,5.53,4.022,7.18,7.027,39.410,74.813,4.007,1.295,0.341,12.099,116.634,226.616,6.653
+2026-05-21 09:48:27,coal_tit_observed.csv,1.721783663076819745292279141,0.337,0.407,2.111,5.775,0.031,7.75,3.138,0.061,7.46,21.012,0.034,0.145,0.013,3.54,11.81,11.34,9.669,6.464,6.334,6.595,6.715,6.172,7.258,0.234,5.71,6.42,6.215,7.57,21.401,31.312,60.831,1.794,1.46,0.261,12.134,108.443,204.989,11.897
+2026-05-21 09:48:27,coal_tit_observed.csv,2.970075992003619552633701166,0.68,1.218,2.033,7.913,0.627,6.33,6.597,0.062,7.36,6.555,0.082,0.243,0.006,5.59,9.63,8.33,3.108,9.422,17.291,1.553,12.244,11.518,12.97,0.161,6.35,6.3,6.78,7.16,10.367,6.754,7.451,6.057,1.679,0.199,12.25,74.836,135.31,14.361
+2026-05-21 09:48:27,coal_tit_observed.csv,3.078395030991100620833710941,0.197,3.146,2.654,2.372,0.762,6.41,13.317,0.054,7.23,10.233,0.0,0.323,0.042,5.75,10.44,10.03,9.511,9.606,10.527,8.685,7.818,7.612,8.025,0.227,6.56,4.93,6.055,7.52,22.315,13.213,6.921,19.505,1.703,0.02,12.112,111.784,212.924,10.644
+2026-05-21 09:48:28,coal_tit_observed.csv,0.5963157693766783533498086502,0.089,0.549,2.09,3.958,0.343,7.55,7.761,0.035,7.59,7.036,0.036,0.706,0.015,3.93,10.24,10.23,8.994,8.545,0.413,16.677,6.852,2.89,10.814,0.07,5.75,5.31,7.146,7.45,23.478,31.925,59.226,4.624,1.148,0.255,12.086,103.954,201.127,6.781
+2026-05-21 09:48:28,coal_tit_observed.csv,0.6480339962807099751594057407,0.573,1.261,5.764,1.279,0.485,7.47,15.477,0.024,6.96,6.543,0.068,0.568,0.013,5.57,9.8,9.12,2.52,6.986,6.742,7.23,12.208,10.721,13.694,0.218,5.68,5.18,2.496,6.63,11.102,27.420,42.719,12.122,1.17,0.027,12.077,68.920,131.887,5.954
+2026-05-21 09:48:28,coal_tit_observed.csv,1.282902564396867952077631758,0.325,1.766,3.651,3.971,0.318,6.26,4.919,0.09,7.07,10.332,0.078,0.339,0.042,5.84,9.69,8.62,9.406,6.845,4.52,9.17,11.534,13.092,9.975,0.027,5.83,4.23,1.857,7.18,22.747,16.585,15.285,17.885,1.734,0.269,12.135,65.826,123.542,8.109
+2026-05-21 09:48:29,coal_tit_observed.csv,0.6666588380993432496292567423,0.465,2.866,2.878,6.995,0.034,6.85,14.743,0.051,6.57,9.364,0.027,0.291,0.013,5.08,10.01,10.29,10.228,8.664,12.093,5.234,10.338,7.111,13.564,0.059,6.88,6.27,1.072,7.49,11.456,34.578,51.116,18.04,1.199,0.049,12.031,59.242,103.622,14.862
+2026-05-21 09:48:29,coal_tit_observed.csv,1.399863352362185289620157782,0.206,3.144,0.455,7.381,0.007,6.95,6.244,0.072,7.39,22.007,0.039,0.25,0.036,3.62,10.65,9.04,6.573,5.038,5.535,4.542,5.012,6.268,3.755,0.213,6.61,5.38,7.264,6.74,18.826,3.540,1.416,5.664,1.427,0.016,12.112,106.646,204.013,9.28
+2026-05-21 09:48:29,coal_tit_observed.csv,18.30087955453878917495135986,0.438,0.663,1.81,1.173,0.414,6.4,13.131,0.065,6.74,14.413,0.022,0.649,0.008,6.49,11.1,8.88,10.82,6.956,12.209,1.704,6.760,7.229,6.292,0.126,8.07,6.22,6.765,7.52,6.102,35.688,52.479,18.898,1.486,0.325,12.295,113.898,219.537,8.259
+2026-05-21 09:48:30,coal_tit_observed.csv,1.107685154517885639788021298,0.312,2.064,1.479,6.991,0.624,6.32,5.338,0.1,7.22,27.895,0.002,0.162,0.012,5.81,11.96,9.02,9.311,12.900,13.793,12.006,6.392,6.161,6.622,0.024,6.59,6.16,6.969,6.61,20.332,34.458,50.576,18.341,0.908,0.007,12.226,66.499,120.248,12.75
+2026-05-21 09:48:30,coal_tit_observed.csv,1.301493864320601843616542410,0.308,2.223,2.036,0.636,0.71,6.39,5.949,0.054,7.6,6.324,0.036,0.404,0.009,3.9,10.53,9.02,3.588,12.168,7.155,17.181,4.423,6.218,2.628,0.0,7.41,6.47,4.187,6.76,22.597,12.715,22.407,3.023,1.294,0.341,12.177,64.232,120.101,8.362
+2026-05-21 09:48:30,coal_tit_observed.csv,1.263259900591074579865482699,0.148,3.38,2.65,7.248,0.836,7.66,3.302,0.022,7.61,13.546,0.0,0.086,0.029,5.41,11.51,11.02,3.627,6.672,2.967,10.378,2.880,3.086,2.675,0.046,5.54,4.03,6.931,6.8,7.721,38.428,65.086,11.77,1.35,0.313,12.262,116.493,224.515,8.471
+2026-05-21 09:48:30,coal_tit_observed.csv,0.9558113780022396488221855631,0.206,2.596,1.211,1.561,0.839,7.62,12.65,0.027,7.12,18.681,0.006,0.562,0.001,4.14,9.83,9.98,6.045,7.250,5.013,9.487,9.618,5.242,13.995,0.053,7.28,4.94,3.646,7.24,13.581,39.144,58.563,19.724,1.506,0.145,12.284,115.920,225.208,6.633
+2026-05-21 09:48:31,coal_tit_observed.csv,2.568317420612571510090312842,0.436,1.033,0.662,3.288,0.801,6.54,13.716,0.077,7.65,7.269,0.011,0.262,0.026,4.96,11.55,10.82,4.219,7.633,9.777,5.489,3.940,3.194,4.685,0.016,8.09,5.45,5.218,7.48,9.446,12.178,14.116,10.241,1.157,0.24,12.179,50.874,96.041,5.708
+2026-05-21 09:48:31,coal_tit_observed.csv,0.4333589192639297450646613801,0.247,1.244,5.19,2.842,0.061,6.83,11.012,0.013,7.56,20.389,0.029,0.084,0.005,6.21,10.24,10.92,8.571,2.178,1.73,2.627,5.862,7.291,4.434,0.196,6.94,5.59,7.99,6.93,18.007,44.772,77.125,12.419,1.292,0.118,12.003,124.191,237.385,10.997
+2026-05-21 09:48:31,coal_tit_observed.csv,0.8097284559842466199418373746,0.665,1.626,3.531,1.636,0.107,6.27,14.966,0.058,7.53,10.361,0.059,0.62,0.033,6.25,10.52,9.37,9.22,12.150,18.942,5.358,9.920,10.898,8.941,0.137,7.75,6.2,5.089,7.02,20.128,24.915,32.763,17.067,1.278,0.107,12.027,108.066,204.738,11.393
+2026-05-21 09:48:32,coal_tit_observed.csv,0.7327443985170848230250118621,0.663,0.553,5.125,6.472,0.178,7.46,14.229,0.024,6.73,9.005,0.002,0.15,0.043,3.93,10.45,10.58,3.211,12.286,6.091,18.482,1.856,0.532,3.181,0.103,6.98,4.9,6.076,6.81,11.515,9.542,6.782,12.302,0.973,0.151,12.173,94.203,175.271,13.135
+2026-05-21 09:48:32,coal_tit_observed.csv,0.9205598432697287238764613257,0.191,2.89,2.225,3.346,0.009,6.46,10.229,0.097,6.62,21.143,0.064,0.489,0.015,6.32,11.08,9.9,11.558,7.994,5.45,10.538,8.558,5.62,11.495,0.101,8.41,5.28,5.101,6.78,22.207,8.242,1.615,14.87,1.499,0.177,12.26,106.414,197.171,15.658
+2026-05-21 09:48:32,coal_tit_observed.csv,0.8059110981292346023919231818,0.449,0.262,5.233,5.724,0.385,7.02,4.328,0.037,6.53,12.567,0.016,0.253,0.041,6.4,11.11,8.78,6.017,18.332,19.148,17.516,9.472,7.864,11.081,0.015,6.37,5.13,4.363,6.89,12.479,39.965,68.376,11.554,1.14,0.036,12.131,55.760,99.47,12.051
+2026-05-21 09:48:33,coal_tit_observed.csv,1.879905667511251139079315109,0.247,3.111,4.136,5.58,0.912,6.79,8.046,0.098,6.68,13.665,0.01,0.329,0.005,4.8,11.55,10.8,6.711,14.142,8.405,19.88,9.783,10.518,9.048,0.156,7.03,4.82,0.826,6.86,15.738,21.172,39.498,2.847,1.722,0.01,12.263,68.442,125.966,10.917
+2026-05-21 09:48:33,coal_tit_observed.csv,1.076607632096128860128708148,0.534,3.808,1.235,1.545,0.572,7.24,4.363,0.056,7.01,26.514,0.086,0.176,0.048,3.64,10.93,9.04,9.961,2.844,4.996,0.691,4.918,4.683,5.152,0.109,8.26,6.03,6.673,7.53,23.629,41.113,66.578,15.648,0.824,0.153,12.06,110.431,207.079,13.783
+2026-05-21 09:48:33,coal_tit_observed.csv,0.9301295606882753067071013925,0.335,3.87,2.379,5.28,0.07,7.73,10.965,0.047,6.8,26.83,0.032,0.718,0.021,4.08,10.68,10.79,5.256,7.888,3.927,11.848,7.418,13.742,1.095,0.205,7.11,5.18,6.639,7.34,22.522,38.768,74.69,2.847,1.596,0.212,12.216,72.558,129.351,15.764
+2026-05-21 09:48:34,coal_tit_observed.csv,3.533236579598817077109536748,0.528,2.387,0.625,6.587,0.236,6.57,9.889,0.072,6.87,22.343,0.064,0.177,0.028,4.15,11.98,8.72,3.617,19.634,19.926,19.342,8.273,2.885,13.661,0.116,5.55,4.41,4.649,7.14,21.603,35.882,56.171,15.593,1.583,0.113,12.269,113.210,220.072,6.347
+2026-05-21 09:48:34,coal_tit_observed.csv,3.705732984448807117117010185,0.573,3.331,2.344,0.632,0.855,7.57,4.693,0.033,7.22,26.388,0.027,0.295,0.036,5.79,11.11,11.33,10.281,10.355,9.732,10.978,8.164,11.217,5.111,0.04,6.67,4.92,6.434,6.94,23.322,13.938,12.361,15.516,1.5,0.322,12.035,120.538,226.99,14.085
+2026-05-21 09:48:34,coal_tit_observed.csv,2.333905539627763010386316208,0.24,0.336,3.278,6.182,0.458,6.73,7.747,0.048,7.34,21.447,0.014,0.205,0.011,4.59,11.09,10.19,10.709,2.708,2.622,2.793,8.588,7.762,9.415,0.158,6.97,4.4,5.717,7.35,21.461,25.944,43.459,8.429,1.608,0.16,12.24,97.142,181.68,12.604
+2026-05-21 09:48:34,coal_tit_observed.csv,0.5170893048018522885062192722,0.193,2.84,5.483,6.038,0.428,7.37,6.845,0.011,6.97,7.757,0.045,0.739,0.045,4.49,10.99,8.39,6.602,8.370,7.91,8.829,0.779,0.602,0.956,0.226,5.95,5.54,6.793,7.15,21.77,21.482,38.691,4.274,1.288,0.093,12.144,107.836,204.797,10.874
+2026-05-21 09:48:35,coal_tit_observed.csv,0.8777090033515860946224801047,0.118,3.036,5.666,3.77,0.419,7.21,4.244,0.01,7.28,14.846,0.038,0.488,0.028,6.39,10.68,9.78,2.517,6.194,0.841,11.547,5.702,5.517,5.888,0.011,7.41,5.23,0.816,6.99,7.718,36.153,61.485,10.821,1.493,0.181,12.132,74.362,142.43,6.294
+2026-05-21 09:48:35,coal_tit_observed.csv,0.6918518328935643509764578177,0.412,2.017,5.265,0.614,0.737,7.24,7.283,0.091,6.63,8.974,0.017,0.71,0.015,6.17,9.64,8.26,9.811,8.998,10.551,7.446,5.080,1.028,9.131,0.229,7.94,4.42,4.24,6.72,8.25,16.918,25.524,8.311,1.097,0.209,12.236,73.283,137.461,9.105
diff --git a/modelling/data/abingdon-all/resident/coal_tit_simulated.csv b/modelling/data/abingdon-all/resident/coal_tit_simulated.csv
new file mode 100644
index 0000000..9b0fd78
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coal_tit_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.232,0.1,0,0.01,0.419350
+RungeKutta4,1,0.1,0.200371,0.1,0,0.01,0.362174
+RungeKutta4,2,0.2,0.176208,0.1,0,0.01,0.318494
+RungeKutta4,3,0.3,0.157754,0.1,0,0.01,0.285134
+RungeKutta4,4,0.4,0.143665,0.1,0,0.01,0.259665
+RungeKutta4,5,0.5,0.132917,0.1,0,0.01,0.240236
+RungeKutta4,6,0.6,0.124731,0.1,0,0.01,0.225438
+RungeKutta4,7,0.7,0.118517,0.1,0,0.01,0.214205
+RungeKutta4,8,0.8,0.113833,0.1,0,0.01,0.205738
+RungeKutta4,9,0.9,0.110351,0.1,0,0.01,0.199443
+RungeKutta4,10,1.0,0.107835,0.1,0,0.01,0.194895
+RungeKutta4,11,1.1,0.106124,0.1,0,0.01,0.191802
+RungeKutta4,12,1.2,0.105120,0.1,0,0.01,0.189987
+RungeKutta4,13,1.3,0.104777,0.1,0,0.01,0.189367
+RungeKutta4,14,1.4,0.105047,0.1,0,0.01,0.189855
+RungeKutta4,15,1.5,0.105929,0.1,0,0.01,0.191450
+RungeKutta4,16,1.6,0.107514,0.1,0,0.01,0.194315
+RungeKutta4,17,1.7,0.109923,0.1,0,0.01,0.198670
+RungeKutta4,18,1.8,0.113302,0.1,0,0.01,0.204778
+RungeKutta4,19,1.9,0.117821,0.1,0,0.01,0.212947
+RungeKutta4,20,2.0,0.123667,0.1,0,0.01,0.223515
+RungeKutta4,21,2.1,0.131038,0.1,0,0.01,0.236839
+RungeKutta4,22,2.2,0.140131,0.1,0,0.01,0.253277
+RungeKutta4,23,2.3,0.151135,0.1,0,0.01,0.273169
+RungeKutta4,24,2.4,0.164215,0.1,0,0.01,0.296814
+RungeKutta4,25,2.5,0.179498,0.1,0,0.01,0.324441
+RungeKutta4,26,2.6,0.197060,0.1,0,0.01,0.356188
+RungeKutta4,27,2.7,0.216912,0.1,0,0.01,0.392075
+RungeKutta4,28,2.8,0.238988,0.1,0,0.01,0.431982
+RungeKutta4,29,2.9,0.263133,0.1,0,0.01,0.475629
+RungeKutta4,30,3.0,0.289101,0.1,0,0.01,0.522572
+RungeKutta4,31,3.1,0.316549,0.1,0,0.01,0.572190
+RungeKutta4,32,3.2,0.345039,0.1,0,0.01,0.623692
+RungeKutta4,33,3.3,0.374053,0.1,0,0.01,0.676141
+RungeKutta4,34,3.4,0.403002,0.1,0,0.01,0.728472
+RungeKutta4,35,3.5,0.431244,0.1,0,0.01,0.779526
+RungeKutta4,36,3.6,0.458110,0.1,0,0.01,0.828092
+RungeKutta4,37,3.7,0.482928,0.1,0,0.01,0.872956
+RungeKutta4,38,3.8,0.505052,0.1,0,0.01,0.912950
+RungeKutta4,39,3.9,0.523888,0.1,0,0.01,0.947000
+RungeKutta4,40,4.0,0.538808,0.1,0,0.01,0.973971
+RungeKutta4,41,4.1,0.548842,0.1,0,0.01,0.992109
+RungeKutta4,42,4.2,0.553207,0.1,0,0.01,1
+RungeKutta4,43,4.3,0.551106,0.1,0,0.01,0.996202
+RungeKutta4,44,4.4,0.541853,0.1,0,0.01,0.979475
+RungeKutta4,45,4.5,0.525942,0.1,0,0.01,0.950713
+RungeKutta4,46,4.6,0.504187,0.1,0,0.01,0.911386
+RungeKutta4,47,4.7,0.477594,0.1,0,0.01,0.863313
+RungeKutta4,48,4.8,0.447281,0.1,0,0.01,0.808516
+RungeKutta4,49,4.9,0.414362,0.1,0,0.01,0.749008
+RungeKutta4,50,5.0,0.379862,0.1,0,0.01,0.686642
+RungeKutta4,51,5.1,0.344647,0.1,0,0.01,0.622983
+RungeKutta4,52,5.2,0.309366,0.1,0,0.01,0.559205
+RungeKutta4,53,5.3,0.274466,0.1,0,0.01,0.496116
+RungeKutta4,54,5.4,0.240239,0.1,0,0.01,0.434244
+RungeKutta4,55,5.5,0.206902,0.1,0,0.01,0.373980
+RungeKutta4,56,5.6,0.174674,0.1,0,0.01,0.315721
+RungeKutta4,57,5.7,0.143756,0.1,0,0.01,0.259830
+RungeKutta4,58,5.8,0.113982,0.1,0,0.01,0.206007
+RungeKutta4,59,5.9,0.0838307,0.1,0,0.01,0.151502
+RungeKutta4,60,6.0,0.0531650,0.1,0,0.01,0.0960670
+RungeKutta4,61,6.1,0.0277592,0.1,0,0.01,0.0501405
+RungeKutta4,62,6.2,0.0125128,0.1,0,0.01,0.0225794
+RungeKutta4,63,6.3,0.00534558,0.1,0,0.01,0.00962315
+RungeKutta4,64,6.4,0.00227186,0.1,0,0.01,0.00406674
+RungeKutta4,65,6.5,0.00097943,0.1,0,0.01,0.00173039
+RungeKutta4,66,6.6,0.00043216,0.1,0,0.01,0.000741083
+RungeKutta4,67,6.7,0.000196123,0.1,0,0.01,0.000314396
+RungeKutta4,68,6.8,0.000091812,0.1,0,0.01,0.000125831
+RungeKutta4,69,6.9,0.000044407,0.1,0,0.01,0.0000401367
+RungeKutta4,70,7.0,0.000022204,0.1,0,0.01,0.000
+RungeKutta4,71,7.1,0.000121560,0.1,0,0.01,0.000179607
+RungeKutta4,72,7.2,0.00133751,0.1,0,0.01,0.00237770
+RungeKutta4,73,7.3,0.00351478,0.1,0,0.01,0.00631358
+RungeKutta4,74,7.4,0.00637035,0.1,0,0.01,0.0114756
+RungeKutta4,75,7.5,0.00966550,0.1,0,0.01,0.0174323
+RungeKutta4,76,7.6,0.0132021,0.1,0,0.01,0.0238255
+RungeKutta4,77,7.7,0.0168194,0.1,0,0.01,0.0303645
+RungeKutta4,78,7.8,0.0203909,0.1,0,0.01,0.0368208
+RungeKutta4,79,7.9,0.0238204,0.1,0,0.01,0.0430203
+RungeKutta4,80,8.0,0.0270393,0.1,0,0.01,0.0488392
+RungeKutta4,81,8.1,0.0300023,0.1,0,0.01,0.0541954
+RungeKutta4,82,8.2,0.0326844,0.1,0,0.01,0.0590439
+RungeKutta4,83,8.3,0.0350778,0.1,0,0.01,0.0633705
+RungeKutta4,84,8.4,0.0371895,0.1,0,0.01,0.0671878
+RungeKutta4,85,8.5,0.0390408,0.1,0,0.01,0.0705345
+RungeKutta4,86,8.6,0.0406696,0.1,0,0.01,0.0734789
+RungeKutta4,87,8.7,0.0421363,0.1,0,0.01,0.0761302
+RungeKutta4,88,8.8,0.0435329,0.1,0,0.01,0.0786549
+RungeKutta4,89,8.9,0.0449868,0.1,0,0.01,0.0812831
+RungeKutta4,90,9.0,0.0466402,0.1,0,0.01,0.0842720
+RungeKutta4,91,9.1,0.0485922,0.1,0,0.01,0.0878006
+RungeKutta4,92,9.2,0.0508394,0.1,0,0.01,0.0918629
+RungeKutta4,93,9.3,0.0532777,0.1,0,0.01,0.0962707
+RungeKutta4,94,9.4,0.0557632,0.1,0,0.01,0.100764
+RungeKutta4,95,9.5,0.0581695,0.1,0,0.01,0.105114
+RungeKutta4,96,9.6,0.0604092,0.1,0,0.01,0.109162
+RungeKutta4,97,9.7,0.0624301,0.1,0,0.01,0.112816
+RungeKutta4,98,9.8,0.0642039,0.1,0,0.01,0.116022
+RungeKutta4,99,9.9,0.0657162,0.1,0,0.01,0.118756
+RungeKutta4,100,10.0,0.0669608,0.1,0,0.01,0.121006
+RungeKutta4,101,10.1,0.0679360,0.1,0,0.01,0.122769
+RungeKutta4,102,10.2,0.0686440,0.1,0,0.01,0.124049
+RungeKutta4,103,10.3,0.0690935,0.1,0,0.01,0.124861
+RungeKutta4,104,10.4,0.0693140,0.1,0,0.01,0.125260
+RungeKutta4,105,10.5,0.0694173,0.1,0,0.01,0.125446
+RungeKutta4,106,10.6,0.0697790,0.1,0,0.01,0.126100
+RungeKutta4,107,10.7,0.0713963,0.1,0,0.01,0.129024
+RungeKutta4,108,10.8,0.0762122,0.1,0,0.01,0.137730
+RungeKutta4,109,10.9,0.0867089,0.1,0,0.01,0.156705
+RungeKutta4,110,11.0,0.104155,0.1,0,0.01,0.188243
+RungeKutta4,111,11.1,0.126288,0.1,0,0.01,0.228253
+RungeKutta4,112,11.2,0.147152,0.1,0,0.01,0.265969
+RungeKutta4,113,11.3,0.163455,0.1,0,0.01,0.295440
+RungeKutta4,114,11.4,0.175594,0.1,0,0.01,0.317384
+RungeKutta4,115,11.5,0.184039,0.1,0,0.01,0.332650
+RungeKutta4,116,11.6,0.189200,0.1,0,0.01,0.341980
+RungeKutta4,117,11.7,0.191453,0.1,0,0.01,0.346052
+RungeKutta4,118,11.8,0.190792,0.1,0,0.01,0.344858
+RungeKutta4,119,11.9,0.186568,0.1,0,0.01,0.337222
+RungeKutta4,120,12.0,0.177375,0.1,0,0.01,0.320603
+RungeKutta4,121,12.1,0.158643,0.1,0,0.01,0.286741
diff --git a/modelling/data/abingdon-all/resident/coal_tit_simulated.png b/modelling/data/abingdon-all/resident/coal_tit_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..bd559eeed3654a3d9c33c6afdce829c35bbe8fc4
GIT binary patch
literal 32911
zcmce;by!qe*f%_YfRYl5w4xFsEu9L8N()G*bPe4lC>^4NbV(`QHKcS44&60KNjH3J
zILA2WJkR^Re|*>XhnI6Pd-h&y?Y-{%{>8lm<YXjpvB<C>5D4zmCt}Yb5L7P+1ZDa%
z2KWnS|M)!kkIznA#ZCcgXy>SFV*ruXwX-sZ+L@c^-E=Upu{D8Oaxk;8GV|WQX>4a_
zWy{CHV)5$;W~hx33+>|pRdALoR!>xIArO3B<Uf=w;Y<?<#Pj&6*h599__YK~w`)p!
zt+Fl~Fw94f9$^Xk2i6DD&@g{C)3#RatomGi?`){3`nvhBfn&41{n|A~E-{qsuSAzq
z?p(UO4BJ0COR{a!fB#m*$$6u@hQBU9iEcyMaB<?W+nK|tM{r+*+^0e3CKv<+l1y&?
z&GO<Cq~N|41O@rg4ueAE;!g=Em{*Y>M2zZDE+Iekk^X;wNX`cdYWE0pb93KP=KR(b
zG>gr>F=&u&u~Ba#M;^Z!{Ql;19_!iH!%_RX!O|bRWrYr3ySck(7Z!$>)a%3szb@|I
z{-&&*-q!ZS)Xa>d-4RVkW*UO3(->E=Ra9P{Sx~@wv<CH*6c-n->OW}07yh`=8IA9H
zia;Q=y3H*t+Q-J?-o1anTsCHzmcZ{An#Gh~vlZAL?=`SFs36<_N$K;G&JUkMG&MDM
z+HQySC7tci**H21FF>KN-6$)Sk%x9RHiS#Ao3qVLHV)lSwX69j%;=9vpUIxV%FD|K
zJkPeNu_@3Yx0_mYSZ_S8z=zo3PthN=><zyR>(7!;%PK96bXXm}6}8>HSpN!bes$H{
zCV`KizuAoEc#)iJDyN$iy=Jwj^Gl%(u^~?ZmynQ<-3Dwwuoo8>*Y4nl?$OSGY<5XW
z#CqitmCI%`Nr<WB^XG(z$HxOLA>{4x1#{ag+UKLjMhb-q6V;9b5ey14)y(`P!D(q}
z2hsM1t}i8m62el<^*&lqU^#f_Rm@`Dqo==$FM!3w#H4o^%V~!2#%4}N$G(1<?(JA7
zLDOxCP&p3|p*Mbh@3Tpz-ZzX+aO+jN?3x}S(!vnw(OQIDX;xq?f&P;t2<P+D{eg~1
zMh0%~q112{NYC}-;z?8p>z(bz?iE<Tluakotl?G{M{nPdwx_hRwtH!N<lK|nbvdLC
z6dv1gQ#<M{v6`NzyR*I&<m8f`2Tjz9W=T<U6vDZ~m-tne5*)RJm%<J^wa;kcg@rsF
zr`#Ru>NZ6$vnaoRgH5t`+=WlR3fZ#ppeJn`LA2Lx8zs3%ahVT`)EzXlNPX3UbfHvv
zp|IZOFzmW|PQ~w#GqshIbD!Yhbk=2w>%%7cbcHOGl$0fQ%g<*Zn|vM~9(HGkO9P{&
zX0mZfUk)WGc(E^EzKM^IUv;w8nO#s|)wgH8zq8@7&yR(LMW|^P5D>7l7zf=`_q%O;
zLP=5Sywy%8KIl7UJM)I*Yk!)A>(E?Y?MCf!=+@SjOLZScbqpRR2?+_<@%yiZP7>Vt
z?^RV-i*s|7M~*dEoS$xZ%5rjY!d8ClQwcb|<+2zZ9E+;0v@I<yZDb4Z_rKaIXxMdQ
z#%`<jxH0K`GtAT9(&UU8zVl9!d3mjI{*;T8v!8#XX5d)x*<gVE!5sDZlb5Zb*IJvF
zHa>mMBV*?q9Us3R>NB*xv-43r==v@{t@vDRE87h;3%x9^BA>>MIxx$J)mw+qv2rN&
zmMc$3x6EWbuk8_&k@_5SUl4N@f_N#cu(&ww{J8FXh2(Us+A-hBX?AWAK{j?>qVM>*
zrY2L_oNdF(kE$B!$B!{$-p_o`W_8}u*Dcp}-;GoqL$7~QxZZ~XA(N;avE|N0<)?i%
zIR6Th>Lxcg_l$=1&dheNaHjU@cV!rNqCsa=z!N=F(|g~BhOk?23kqtEYxsE&d4lIn
z{8C7DfydD@U97O@8N*6sWMn_@Qv7X89mh%MOe@RU^E20~!^OB}N8B1`;nSS~8rd*t
zqrJU7O^0<8F89vj_frroh&o45<Y)xYwi|meCZkH7=0dm;eJP@iGcSjqKChBKKUoqE
z$}5Z3_E6;^5I#TQ;N{`Dj49tPIp@H(N`EgD-W9{~X1nuvmbunqtgPP$U+Br*yLV4*
zZm43PF*`g^QC`OyFER+Sk{LEJqEq4(jxTTf^5u)aXQgEHzUx})5SEdj#mv<CS-I8p
zfs=-&<}oEp5?arz`R&An1SYrv-E-^u5Q8kPtx6-z18{OgDKENK%ZgNzkbB!{MtXVx
z^YYX8w7cp(TwnMmz}TBisn4kn9tKcW9j{l*#tS>#RHbv6&XkU$h4XuyR3NGh=whp#
zMm(Gag`#tejE(74y$2F((c!Nx2q4l;yj~Em@J+Zn)Y`wJz;c35R9yT`N^)}jj}fCJ
zQdCq_92psz+2Y1GBwEH#WMsHX%F6bbSJv0L;$7D(eTRpKCk^IW!??SWgwIQ+jzI+V
z-%uJZhbA4Iv<jaUPPu@c4^!z`VH|hc?)H8A_Nu6XfkB;pK5S3TCptPhrLt1hZL&bu
zXPE2Ot%g2099}&se71>SD8Ru{>_}S9eea&>aMfm2CVxw`mdjJORuDw)3PDGT#NE!O
zeejQR%MH6@6{6^9X~_(G;+;E$s69`ted6NcX4=AUpGFD)s7J%#=jRvo@TfgF8ITnY
za6dcj^%OFocB>_J(&nD98(>(WKiV}o-dod40-JT6p^O7Ov!br9t{Yn*o|H`$a<~b&
zhk*#EoYQoCqk~pvs0EYSO>Wr8!op&sXlu*H2L^K&RwoTUKijX%jQ3njbX_Ot++UwC
zyMc#I!u)`TkB=;rk{@23Q&BNIJu{<QG3|}*61};R{`vFgsWP{d@v~Mc*VU5P_<*HE
zR~hrBF}!*69mR^ZvN0THX6B|d56B=yvmWx{>N?)s6EcYx6+zKyuH&Vj?HsMSuS?AH
z$ogXnD86_RsH~)Ptvi7~+Q!DlMFQ9Mfq&ZV8uJP(cK)XD!djf*MeFE$66CzRNmGn#
z(<J3Sx1A|WR<R|<j~0^|CdMdY*hrpT3NO`jvhoMF#ouesg2S<TvuZronbwJV+#$4M
zZvr!kpQ^ITdE2m%Y9$RPp0v%1#%6qNteiiom(7uL+nF+psj2@?s0V}9<n5(IhNVFY
zD{hWV9Jjp@BUq;s1Wn=x#-ah<>o6l7ySNzyThlV8k@xP|W-GP$j_VGhAJ!@Q=#khZ
z*A;j!?07EEB~*lQY;%8`cZqqgVMmb&{u;B<s)Q7h>&>hKk!lOP#z@c1EW;xgFWK62
zX{v&l$0(FC&yULGNexC?O^t>f{<i<D_Ssgno~J-+q-}47I@8^|25lQl%%ZhV@mAl>
z#_4O{yLV5FYTPUzMyn-Sn#MA&G)l72BFrk=9YKGa^O})&f-ankmDNhcf(mD{_3ZTc
zO`1oQyVWGEBcqK_G+O~$z2<>{oOi-et#hy&4%&=HZ*75XQ)r)+gd(}9o11`i0-uuI
zp^YPV(?+H1hlFo4tOai`IWFwkkIG_>-Qs_Ww)Xz%lP6bsKL|8_s6LN$lVaXznmAj%
zbkAz?W0c&326~-j17xA|h==6~DSDSYE>%fGI8M*<EO`}so7Xmi=PTEZj*#e1qXMGF
z_IZlChZ~;fj5aG3!}phNhFnUgq*$n2&WOX%G)hiuZ$I|Y?RoZG<9S9t?YO1G+3-`+
z;FS2P+8;tZ-ff45J`H%~4AT^14re?^9hG(zmHK{Owy2nRT=GPrsFU_Xnlz5@(_Y0-
zwedz8J+iJkKuO;4!gIJ6)72#v%c|?$KH6Toe~=P@$s~AoFxSYo<VOitmUOunYZYoV
zMb8RRL&LiXG4!US4TW?k3aXFGIoJDr?QYg|N0X4n!<d?{Sc%l8z<rtd7V`?u0_3r{
zctG4O{!sU{d#hf1;-t5_<RfNEURHcypKWOEyscQtpOE$tM}li8SDg-{KYn?UPf^{8
zx@Loek~@DN)PMe##{=Rhen(X6FASEBK-@xb+eF>Y7Zs-+c|lweB0#_JRg&edZ6b-o
zlj!@ZG#$xSgYPW1W6kn-=Y+0Fgr!*vuq(g9>?&B>7Wv45dr6mHU&18W{od_`k%qbL
zd_?=vkL2Xqf<$+-eN}Ic5ni*@;rkFZbPz^A5Ky(Z$v>o0?cnwd)!JmIg0*q)H&lJW
zSX5!Kx)gp}H#5#K5L(+Me16#L(TUm9)4+{j%&&PqU&$a}mNIJ1Wz{pMGZANm%}=u`
zP_W&c<`hZJyd+aJ&_R&=%4$+gdns^?{X=o{@$?q$>NxJ}p`}yS9DE7xO5)z-)I?Et
zd@})7zN384)6d#N2HF*jiMHt1oQPS=#d$Mt>t=DWuL^8B7BsblE6H%)2o-I1j*chd
zvwDH=Fl-6ieL+yVI7fL|IJrQfi$DU7m<?jNF27!@IU&#(E!l5%Nptx*m6UAHlH$vZ
zgn{LDD;b)wdQ6edo2Zw)VrEh+G^)Hi1I9g$*JxzlLd_{SXUOkLpdb3S%3PTuj;u1A
zYY8FhNqw#y3@xERpRu_m+MsDUr0JN@_FhjS82V^sD1SpaKOd?}LiM1*fUAP?#C_Fj
zvpXow{N&7hrflmbYAC(6B`JTdK;OLG58U_!{JY<q?+Ql5h&cIPW&W00e^>Z`L*m8$
z+8A9tW~hqwPH_1Q1sj!HTFIM)EV@LeM?5{NZnnBwLev7Renw0)M;0|yL-upblJICs
z0tYXi(JwOe`~x+f4#C6DGwiG<+zSFf_HsyiRT_DHG*Vx4E}Yu7UtK>kusA%~auHql
zZ2k0Fo@XoGJ&7*|6h#SEl&#_HisZ)*XpB|3iyHVCL*n|U&UNwmqa+SLc(A&C!fOv^
zu~X2Og11(w-4c1KTEiuLd+~?L=3g#U1ql3jL;d#Pp`Ro!!w;bYS01t+hwh~yN_ef0
z#Qo;wo%t=Eld+i-O~`|gdoROK-r}T3w60H7%N~+P=lKT&5ajpt$P@-kYTZ{WX}d~6
zVQyt*#rpcq8&c-#Rd#v4$1?$RiL4(pGRSIRF!84W2M10~?`4HX@)g^3?%q>VQxjVz
z6c!ei&(mx0Mo-1*u4iYJQdNza3FTjB6%!Nlcd&A;km?2z5?&qp9AgnA(6#b4odqs3
za&qx@QcI5WHL1J02OBk1bpYPsBqk=Nx^?E3Pnr%_+Ah5vvp%jc$69GzcvO+o<Gw#Z
z*WpJW5fv3k$Z_I0={dE<01!^<rH&75FU779dU|@w`z{?WC2eG~B(X3PG>&e&Xuypo
zYn**cN=hc}i;9ZGDhVyIJ;R<;f%&u)IBn_`LLD6)o5m|`o2%Tq+$H_#%Zg0~Xyt{z
zw6;p*c!Fy0#-~r8jws6u4Rm}>(@>-LXEqkLgw2JU7J^u6uP#Y5Bn*(iLnWKLKCp?d
zMy~~hC2*3e(9nWv6VcSV_Wir*2SL{|-LW!@Q#g1k_9tEQ={3K!T2DGJ1r+f$^?w;O
z(2>bpI^Caw`UeNED&M;dVe+o@LV<`ZSt)Z!6!EC>v$n3=Svhh^aPyk-j<=<Bfk<PN
zGUKLArGn-a^$-L_2!bL}*JoR(lJUTNx<+6<YM}%pT|X>wMt&;(U41qc#F$bHV0Mwr
z9}he<h{Dqx<M*>ly*nU~?N^tPzb2--)5H<_0}=zkk@DIi1aki}jTgZ2fW$x}5V`p9
z8{;Qm-D&UGX>M-TGrcc0iHrP}b4C?PMn)#)Oq)p9Pf?F@hp;D!ed-SKE3fPH^z_L;
zepnT+lH=VB_dj8H#JDYky4^SsD;>j*&aQqLVZobRYVc~ZPyO-tl@)QFXPdHJC=?=8
zSnf8d&JJhO5H$=uGf}fn6j(}WPJLNQdDn3K4mbqk6+{WF*z2u6^=CR`ed>lfQ(F+s
zt67f>4QV6%CZD5@`A)K<9Y<mEcp(P@rh<1<?hOKAOpgyszf^_`Gr-tm!ncCFx@YI$
z@W>g#bhp3)!NgGjb@oELte8?zaJ54e%J9lU6dLo&y%X&x*P;7z`tY$G9*M@z)>dj&
z72jY+@l^l-=clK2vhxQ7`^IcU%sNqFDdoX~>h&xSFM$EQcyaw-0}{Cw8yA-%uoFc%
z%(W9mI$SOQn3GS_>+5(6DdiCtldP{@KtT@p!-pIH8L+;-zR14@jGSRI2T1h))0!Z^
zydY;jy-iBO|JNmuUwZZQ#iLb#qD-wo2jz{g@4Ju?++4L%)8VnRlkHx8C{&h+R*Kb(
zyrGR$*h4_S<YphaS|^q{xeMA;iu#NU+D#v=LcL~H3uSe6$)M{@sn{$vedZQu8FRyh
zFW(M$i$IN;7{Th|1~(->XsL1D{<30TdAc{Ye6*5J$Io9~97u+0Z)|S<dgqUOnOu1}
znXP6Qu5Nd7VC^y=E-`3{b%Qo9FR!oT_X+O=KoXgFd3ks0(eV4CnAFA2rmT$3%!pXt
z938oElwHMn3`(fig}=v3$>#+)n$$7J<*(_)BqZFcYv5P3Wu$G1g05}d-66Env0{Gs
z)EQAx*SCKBNS04~+z)EDW<Gg&`N4?^X>@e-Sq^+2UYDJ$%R$>^<DoFu{lGdva|AIj
z*VG7X^4`7sMkb!;7KMzFk<l|LsgETk4>q}}b{ac*-nHMkdskjpH>J(O&d!c_s@QCZ
zd9xfmHf*=JJz3treJcVmjUvFm@zd?^>4NNWG0@O2U3wc9hEK_BBbLMOu&Pq1B`%IW
zGCKNoFk7M7x;P534a7HY(1#`jgoIqPSa9bU$dFFk*|GbMKwLeZ=b{#HDsc2@TU<1}
z$G||4lqnVS2osMY84iB|$OOV>Q4S7{=Bd=Qv}VVOiVFYU9LE<gqJ|U0g7(v;xIYq8
zDm}xu@}OTjDVRK&?<MiHe4olqEo|0xhmI}?gthOl%W@c~8Hor9Y08wh{0=n0YAQ%e
z;{uTD&$TvQsc^zXPwy`vDA?TOo9gK7%&VlN6tLadTIITLsY{Ymo}bTRU}O|zKSJe{
zl*5g0`b=8-+EPt%u|iJk@rxZQ4#QxcysuxMZ^jHw04kxhy!<`j$#{g|5u}1HC4Et2
zT|ao2Y#TZ&a&xS;;}-S`FuJ}35WNw!s%2W~p6Z-x0*U8xHNvd8va)ipukU6L33YX<
zql(Ih0_n5rRPJ-;VZ(&@_%CHSL3+g}$8tMV+?Me?GG)!LT#9jvy6IiEdGm5|h*_Eq
zufa}FPn(0*Bnnl9rrbO*M(?k5ukqL+<np_VFajrQwBf<jc&bqNqe9hMj33VQ_wIc!
z9ZAU}aKo#htau!}O4d+EP>YecOx7^Ay@502AFg@(fGQc`US)O(+PhDnaXYx~F-~ik
z+`7`@mzH`h@5eLbi-0nC3Q!-#&W2l>uEc9-Bi8+U)PyX@0Oc%`0A8wq#><W7u%$s5
zN5|v9u$S9Nhcvl-!3!RR?ji~$&Cbs!!GFBCBbmd8+LlT`S>6cB!$*L{AaVyFs&S4A
zCsgJKb{3{^HY$SY_RpXP0zlg>xpcGlGwXNp1a0?m9SH;urhRC>9IaPx1g_s)hp%8e
zQZr1ri&W!qYZHk;&Cq_v&{%TxuG7hQ&w3Wa_IGz@PeJv3U&!|Caz<*QM}&YN1ZMF2
zQ0%6zSWe0LAGpn9&^q_gHEQ=A`At-041&Dixh$5UFWE;;)$Mnr8HMH|YNm<|zogma
zUfQXZ%sR>VeIfWT1N5KQMaJ$Q3b<aA?0>|1k!umDUmz}>7$7=z;;gDuy+!k<5K)@`
zwC#@Vgoa?k{(HimUKAoXnW8={Vu(OFy?#b{K=mPqf~2;Sv2NYEB}e5VdFAJskkM5H
zR|Ihp%YJ2w84%<CeHii_2pk?Sk!yrRME{BNavB;q{|dr#Z(?J~{uAeUczFI1=j#=%
zK49S?Pfmua(12nxQfZqxD&2SOS2UgzAz?*+?bU<KVYle%FaIltC1Zi|>ffVPYHM$Q
z^{+IFJj>rH<Lz6>e?|)!i~o#PQAz3Hzp|2ILr)LhKZcOu-K1!RJbB+$FqJ2rpbGtF
z>7C~_*{AjbWO4Evm{ndNBRe{Z{`*w7Zr+6a<5b97R9jp7-`Vu^`2Mf6xk^HU`JdVR
zPiwEJsQ8byM=oeXOAE$7hVZZ1NUEvD{^x$ky#dAbe-<k_7G(cxKeNAa56XCrGY6AO
zf!8BZQSqW>peM*wpOI+0JtWbz3;&SRH!$!%LpDi9_~eIA^C))kZE$P9s$NCl=3Z=v
zS9kDq6cmU;sD%?><fyQj`-M~1fBUQ)r15s7*a#cbW@8d&2xVkVZ1Tew6~YG9$wei_
z&5Gyx^#)+siSlQP+zz)ql9F7$GaP;YoR5fu)}{my(Z!~`LEb9}JY<ogKKv_4fS}sW
z>{dXg*!<e2+*byq9ELb|{;al^De9M!JQG1}zYI=9Ws?9{*#58SlCr9`M!i%vwzg@2
zbquh4^FJim#`gO_R7j$e`XC|^Ms;nfeQZl0;Mu;dlM~O#$cVg_R^mbYyLXT1Wa6*l
zWfm86+@+=6i(;LQm(X$mCBh~z14957Hg<MdSri2&W%K^(XsP506A#aa@rjA%efBF?
zt^k7T@wac^koC-aI@#+hWH=b%<jZq&q7tDL1S^1Fdy&)nZ5&W?Cf^6MXDh0!s@i&c
z!%)%CT&orJUcMApcb@7hF&Us26indb<NG31*^P-$MeG?A5RmdeC)rdWH+6J%fkQ$=
zudgty8NrH+ioWc*Y1HHg2jgsVPlmSl_L7|2xYQTEY<)cmiW_2TYL?NDi0;;2GLH84
zc0Di#z7!_2j@FLXuV4GGIcwu21<lUtv2}<0`1lwP^d#`R+6ME~J)on@RNer)5?~d=
zrRXqwKpi$Rt3W*t+Io7fuM`RX5K@Kqm`Ed&Y`nzRO_v&|IJCB4%Q_N3sot9PTKD5D
z7%TzcyXMWpj4nif+MBX*L*HKBBy6n~3xkm3(fdiF;?U6GVnM4a^#5eo*_4jvW^s!D
ze=}?j(FWRI`INhHsGbAl)$;BojDKX<mF_w^joURLwSTABDyB=_++8enC-1H^Yw+ak
zg6$+)1xieDk{>{&=(&g5M)wX%anb}?^n>oX*<wVYxTxb9Tc{>;??i=zigHs&U#3nh
z_VRQqwWn11xDB@Z(Q;;{{n-s<Mn!HEkuYOR;sQ3eoqmZDfGsySP7b%fS>oNm7>8ZC
zkGbOuFG8j&5kkzj$Mw8JBJJGMCo~@U^Nz?=TVmXw>M>D!atO$#tD1rFy-h55aj0vl
z@!J2$ptca+&2S>QNJ3`GsQUyP)E)=An=wTG*Nome15rS%=m(|a_$|WYNWhFtq>r+B
zaWu6T)!Y0k!SA%A#B-WO-GK2CL+ef*>Uzn!ElWf`du7kaNBwzN00h;&egO-z6GiYd
zN+B^y^57@bK6S1?0N2H|k;?C<dZq6u|2n*WfB@x>A_EyjAI2mRia<wxrQF}Zibu0w
zFhM8aY4k(S3a4@yY_UV`8TQXLV}A}ssk=k~Vm{b&{{eldgaIk#f1$&_ffKr2sVMZK
ze)t={C1dsX_x~qZ4A*%I{|lTUC-gU3%*vwwPvo|<xBpL?`(M%GtL$mkYw`C=K=}%!
zR6gxI(PZwDzv6zlixfJh{sK@KOt~K_|GGcHXqxo^9>&Hd|6jpFwwEpcNmII0weJ6(
zC~{7JRU|YtH2*&J_Zx{!Qur>NzbYLo5{yr8qoe<wDUm1f>ba;wWUc|;rwwfS1eT#&
zKkJXqCxRK?XhrYh;yybN*`fcub@e=b=s1cgDJdxbNS?_2jW~NVd9fufkor7?22<`D
z2(4`m4G;fyVjIY-oR68ApC>M9{$v6`{<1?s`#rP9#>Rio?9(&?arxi*9({1#`;V*s
z<Of7;@unBM<4gdFMNCHajEjq_#Pr)I4$ETexyP{&Ob7wY><2UxVy%3t?1}oTO#p=c
zOr~$YpqQJQrf$x)4ggufmohX_*i#4))p2`kV-kQ^;hq3O_713xKfrS9oq+m#GYK8A
z9)FiTeu5^!&fALtLsrha-;_-Tv*dRgv040kLDnj<UwPrOoE~kwK3-{P&T!)jP;;;L
z{egk4A-z#RK^eFZT3@z?-F_w74~Nrgxiea#bv91yijcc3DRK6Hf;G=C>PryO)G)9O
z25C^NS-Es2bFu=;qDTblT;PIP01N`&-rh${bG@sBr6naee9)O9gHB@rl{4>86&v9L
zEEV9^2#ScHH9-LZvDen;XQz4zV3T}bUteEy_`s@*N-5|P0djwHnYFcbiQ|UWW;x(~
zih$tzCpsQoTwRp{$~WNgXwO=B!)jI!Hs@w-fg|DC_3MF|>QoNBzu_^kQIJf178C63
z=*X(7id|h>GufJN*VFWA5J5pfng2)jR+g84SXNf{!2Y|U^*F%!^Giz-uU@^H9gZ0u
zR_T8+$<1Lg`as@3DN}3K-6js7N`U_CIuVg*cXzkq^XD`|vN7y$@F;jha&vR%7Z$|B
z!^0zDVi?Y@Q&KY3nl1Gt%yO(GL`L2%Tbi47H_+GjuiJExLTZB118AUlpxtq>w@*Jf
zIGBuqs6d50;41C7v;RWMOYUrL%z;5c*%=v+rQ};Jo{zTf%`Y!M1<w}D1xRKJN=lJD
zb#6J;jvLn<8eEQ#j-ER>l&M6oz1nYgv6V41HT}f1l#r01CpcN2%Dt4oWnC!EQNx_c
ziHtD+2Y|f0zrP`v2r9b3y|woIG-{hM6C-(SQk?T+%Hff#;!dOT-gRh#ZVQT^7?_BO
z>bIc*VVeDME3XPI?xmrsLeDe{y0@gg*AndI&7(Z211FJGd~16dj~uk@VHv47RHzk5
z=(Fj=Ie;S|sT=knj$7F7UNTDVE}9$<74^g09lf6!4^Xv-Du)M;KI}FPjf+K8K8hPv
zU|^t&g+mqq!>vo`|IFr&4aZ+N_4J1>*J6TSa(Zu&o*e7I4oANX(TGFOx_4mto1Bm#
zfBB|g**yXK1N4Ko$KhQjjS8zadzGx_Ad&$feGgZg?|%PA!}6Bpx(~0Hk2vHowVNC7
zOc%1<#O+$ki`KaUW2=r&JiZl&cm14YOOS)vi(<{fMEfC=(u0$YayG6upUG<8NL0ZD
z>rcUbWFM#zpd=_4utiaKzw|Z<5qUWh)zh#6!xmWw+ziIuX)8YtTJEJ@OSeP|FZN;5
zWMhc;aGazkBSJ8r_4NAOwa<-6)D{hMxAiaTBts14TV~>0#ylpd%`@eu1`##@>_w}i
zon@NYq3BYxp}+-^u~7bkoXIJps6I{V4Wgc@d|KcBrs$B{)ZDEKsp~0|%(Ib%i_&$@
zFX<MPxd-yKCmwH1354kR2w08!rf?Qe{I$jVG)Ql(qb+Hm-JSBX#Xf+&n`+R60lMzH
z<~i_EkvQA#PdFyE5jZbIDkA{Dp8}+LiPD!4Bj0TbuZ3aF@yDJ=#w_;s<cPok-JKJq
zIa%v748rB5XGs%63A5hg**Uc#c}Kkt9rX2xH4c=qvip4(1fhtG+x#U(54PXsN+q<2
zr70kC%6&h<|7a6}!i>2Md<-OabsmJW-++8bviIvioaNhQ6_1J3#b15atI3(TYHs0M
z%CvNrTVuf&680lwbP?}pO}#p+DtltpqRjATJ(66>Jgr)67$ER5<%W3_{^Vm)XKcs;
zHGi0LKeh0aOlGux1BP2WjjBAJSQHHN6!nbSBeXWCNowvYVpjq3S7C__Le@P7B3{lW
zrYj#^g}amY@+@OH;7L*19IsZ_f{)v)`9}s6l<&L`!R<FPc~f$#64^e+_>)z*;Eo?=
z!!Wv9In0W(3Nqd_)@UMRvnL<(dt$v$b3;@OCRPP|sz*MxNYJD;&DQvn>qTdV;B;Y1
zASNd!6|#0?7!|Tg`ycpluP2eqo~?)4)uaZT6=!D}^CIxgks%w<sYps2J@FLfgWuww
zOx5{zV&FDKA-^zuO5eq`lCMuRde?5Mu4aaQ;RRQWejPi?PfA?6_Y#dlvjyaSbDB2w
z$MW)oWH}b2qnSkPwx*Gi9xiS6>#)k8vU$a?hc8c>rEX~m1Am{_?!jGuz<|gtx}(#=
zcby`w&OT)3OD)@<No8~MyM~>!Kb4{^-!;DLUR`Hoscf}HQD4S{wc|Tk&jW~)n^)En
zCSaO%Loy-B*t4izdz$@cmOHJgY_q3<xDvAJRad|j_AXcpR@SQ>aUa4Qmj(hp8Di~N
zrPlSxvQ|$9^^%KQhB`zjjf%wC-jlBNH2Vh;WMzrQx>g_NnJ0X2^8Bz-WsBnNz7ZY_
zra^&-%@#D!)tU+>XjmL1i*Lb8DHne=`IlB8BZC*geJg%nd1Ux;cx|5DZp7uF<<siz
zwB|0Fcx<QSte*Q*x)y)jB*+UHO<PP@RiTmP!d;T)fCkbin(@}iMLIwK{qqTL`kUY(
z!bTEPKt2+6CfXd0dZ{=y`t+rbfN{ftT+oX97<yWB-P9^e%IxU%ulzsRH{`@qiU@r$
zq#inpGQuiLGgmudB&`AKDv~P+#EarfEeG<-<*z2kV<lZM|Kz`>Y4pgnMy!I>_^ON_
zz2??@!2E<01{EYlKQUGo`c`W9Ht`PyBRO<tq;co*vxoK^?ghn0wNuB7p@M7X6pL`z
z7aEXe^hyN<R}%Lc#-tsbpPU!65@ZGGlwSBz1;kb&`k_>-!}<+RrCr0NZ8)i*d_A{k
z&o%MvU8ERrLAN1EvSFAjcLX)cHC&6G=1H2(vvuCW*uLYfD=G6E>tY7G79}9s?)>8y
zh;=yhbsKR_`E6OT5uSahO+*+-r$yyyjI?h8_LDM6-f8_g53IAZ%#ET;q64G-;u{-?
z_S0&EmaKurGgY+>M!Gjao}L}|GQVdyeEr34BG(s%gkbK_1{!Xahuo9zzUW9V3vvzn
zylWH?x11e1cB#tR{Y4rgXVKQt;l1^^Z^8nRVEuB_xnCb@^qChHNk6@`d}IgF{Vh2`
z81)9ivG`u}i&4q!*>w*pES-Eq1%c}^o&#5es-nb5I<6@<CInJ{6N!?plDjU3f1Xy<
z5+*&Z=Hm1gh^KszU7jCzyPJwUYpmhsKOTv^JiLyiyO=>M#$$!|*e1rHz2xa8u>5$6
z$+-OCk@S3msec?^qfuu+8@v$metT6bmVySu%UBf}3OTCa^LKfp9{SyE(&!H?SC2)X
z4^4-%2R0w8_Xt-blE`>Q#{xA(7K<O8+M}UCyx_0Es_BlFn8=;oKhT$bMW5R!p42Mg
zr2b~IPG|(TW>1dv8>i!2tv{e#GS>3)GC2HMom<Igk(xSPwU6Hr2{*nYH^7(RyHkdH
zVl2CmKc5u@qEA-L_@fn`ro08VGv8RyiLhCJoDqGcjg2h#k5BKnudkr|G3ZazD=XLw
ze(e(c+s$>#Qdo3GnEao=9v4N(ZEhsikllkC-xY-X40A{V*4xLA`%TQ`Oat`_UUb0z
zP&(Pr>F10|kTW0LYK+6dNTtTxqwrh(V~fkZ0R_v$L){-HYPaki_HoXpogH%JH=Lge
z_AKqk-2I68GuZ&O5rT_<cHrcA=AY(i%E6LN2eme`<W%A;%buVBxCF!jHDK8jIpHV(
zaq*gB`CGqY!ESDwAAZ+&LU(Mh-S)1o!cDys{QK%id<#e#xicKMl9l=CumIipS!1Jb
zE{ti>b;5Gbiqgv9E`S(^>QEqKOhi=2#^vBkRBWHcI`cS+_L8D@YUlN-rh6qA(^;@`
z|2P(<?`Bd0#R(h3*SJ|9!S>OBD^?`pDTf~-<h#K*2QQ@2Y=z86hqqX7;Ow-oC&mcp
zarRH+Ga+)tPz*LO;NEZ-)L++KovNemz<=oC!IY3?N~<hUO@M#a_ipkT)%0RKmZ|y5
z9o7DS9A8qJLeVDYmZ&vM&Sq;{6#aOk;-(|n+6L_+#u>xscztnfwUsLfT-YlyylJE*
zi;pihJ|V#bJb5K%LwN&vb#8|?Wc&{ID=RAG#KbO5*!Btzj(!R=$;`P1g+fc?lAo&a
zS0ToN^)}Bsp3Xd9?zTnim5i#RFS%X<C;F=hsgGn-{`&5&BqCgbDg{VnWI)G6`rJA?
zF~e@S9nAP46-57Cd}<*nXw9bYaI5zDk#bNuB@VU2U_-W*eok%a`$w>NlOto{<((IS
zkDy(7$%_uW)vroZOSJ%dP5xvS0t^~Kb}PB%UuT<xOvWp$cK`wU?(=6x7;uvM<keY>
zaq(@`Y$Jf^Nh03_%mW|ts@JPH9^<~M(l<1mCB|tap{w>Jk-@pGu1>zZv*_JNP|G~{
zwO>3gOz~Z?vA7uw0!!h3TaRK6g=PX>F_yzfW`kW_U47FT7!Q3cZIOm*3u3<w0H#WS
z*Sc!wt0WWL5+e1`;ANbDFdNt{@1HBKW7N{8WRg1xb~J#DYx;q<X<Q8OqR*9;Nr1Qs
z?4U`2qQsc+z3o{u0gMzZ9Y#PN{|Yd#$0)Oo4B2`dkA}83v@s3RqzgdmRa1!e2IF=6
ztrkDm{tqJfCcCw)x86>k@J4g#M+Y5-N|P=RqN;sW!$+1YcdQ^Gx&S%sARY5SlcK>0
zrT}npy=sNo<z%yUImM5P%r5SK<cr-J|Kf|UlH5oi6j4+pws&+?c=%8@q3j9~t^Wq_
zjS!EuG&lE8!d#oD8k?HhdwP(L=`TwW5yX6;Ex?M$*-KJSFV$a*9q<r(q!O$#A3xr?
zcmMv!(NQ%Uq#T<j#tRtL_K68iw?D*K>Ak(Z2f)f%$jtxcPqewEL#maZn)*mgxzhJK
zH8=m{f27zPmL&rRJ3IfsaON<-u)eJ=M`Xm#o&CR2=1q(_Cue7QpyflAaUH*H3)$M*
zHXFg?DBUKJ8f;{E_^q>+F}A})!GTn38N>xa98Y%j|BfI2l%0JG6BDyP1N18F33)lW
zxI702-2BP-_i9Q?cY9c<SAg*HMzdfN2q+O3c460P_o7LP(+e3ko?6if2{8BRs@1>L
zy+7q^cHFK4&lpj-wT#`;+)L>g;7rH1sO;8@Yk%KdIc+fh0$!2dy|vHiA{);mKa3`u
z((DpO%JJAO?44}0L;sMWbG5H823uPoK$ZOW?@JA56lufbJW0%p!Kn1q;o^m=XYQ9_
z)wuKP`Vx^LYda12!U}qC&4ghi7$b(nutSP%QK~xPIHjGv{e2Ra1(a}$sNV8-9OFZV
zs!+?;6j46_CpqN|-%Xzu8J<|RxfEXy?B3$^>J<gLeSSBdeaQ6O{C1Gpm$p2DoLkyx
zy>=l0Ngk#9nO!=6aachd$GO1i&8fH}Gy(pbnPXky^nUWuYtwq`)HHb#?h)co=1ZM2
zoWfhkRuG*`pd!GP*DG`!3^?TB>XVE(OF|4}Z%IN?cQ7djBHp$q1$c1t97m2f>SW6&
z9OACN57Ffz5D^MDC%&MTJ=;#2&;<3Px%$Qz;@TT}d>zj0@eZqapXKgTQfCY}9!nxZ
zN7#0vD>v^DsST(({A8bJ=3@s~`W5kR3N!pr=s4P4ag8pF?n=s(O%g(Iorv-Dwa?Kp
z8`4ijB?+kX)v`cJSPx$A4U4?z_f*rDd6azMc&h8Xf`SV1it5)OVU6~h@u&9d;;rfC
zJmb04ndTh>9Q^?W?2dEn*w^o0z3s=VpKFI=JH*1GOz|*TkVgQ|1@WD$FWS|$3O6sF
zA`cs8)QnD;d1esFC8sOR@#eVV-F;(evk|~)kw3YLqMui}Nag~1A(m(SsIQ;S#yb`O
zllA1QTk-iR^KV%_&yS~;CtWwLo!j)(cXLnO|Bi9CBz!KvNnal$XQKw`2RSUeCMBds
zlTz%G9KOqO1@G4gdToX@ufJCW<DD2J2J|W@)cBI^^pnUS7HIlTP~m8FE#6cw)>Z<}
zG@}R~h3=JA^~Xt|ZScuUgY@4oz4Z9~ePemEn2SLYqFg%ik`RBDm_6koFwD{6GV_{M
zbJ<<@k*uQU(x$1Y`Fo=mSD8$iIFKo1?xKV&tv=)4CFd8`1?2<7R|#d8)=L%gB}t5>
zj`jmlw*}D)3`By|I&prY9woW&x0Vy~WgO0#Z%~`Uz1!3V<IEBn<m>GT7f?+99>)z#
zK!Gc!=B4{^#m675MH4-;cc$XOe><c4(CNVgke(TBAeH8wfSQypWK1TiAgr1^oY7$@
zb#zcLPv&pNbVWSh$nLM5pD~yHCcRdYpX{qI@)_83z#v4#G2b#O^~P{WNEJ2?6fr2I
zKv;=2rqwsx-ph}ZpU$nz34UMGF_J8niK-1xCs+CXGplc(lp2?ho2bu37?tygZE<?y
zxMii5TeeqFSg#u3iNT&v_TBq_&K4cUJ%!LV>pS)=_TCBhEpsTzDGf#jd&M4<`73$O
z*YOjR<CYBP+tWZ=eauFBAh<t1z;D6<@%kcA5x>O+YA~A9`55%38-^|D{;Cf{BRHR1
zGnpb#AYMv%s57d3@H|aMErDxeplRq?OiYYkR4B0Uw-0J#<`5??i1)fpWF9MTxVTpH
zef{$Ot`%1z1@X&nV^uR!<Q>jJKy0`-fE+0kt?3Z+qzyE3$SwmrLk3XLTtH)x@kEvV
zPCH#v-^(yT!@ztr!g^b-mB^D%hNE%XjHz1N3Xkq@C8!Mna3r!}tYapzqSlFlT-E06
z=|{k2PO}a?%@WlPYh*hC=6kCn^J{As$g}hf4?l5PSP4#i_#EIig=D{C@mhrym)=nP
zk0fxa6btZV=N1RWudcPJ^;f}*0G-V(*N-xvH}N^IDlk65uQsM|J321T40*2U#l^=i
z8)vX_@6z*<y#0!+vRjUhsU0m`qqeEOJ>+w;@IZKJ6fUxO3e>C@7@o81p@yIZ1O*MG
z(*xY0SKyPDz|<{`Q#QPBstHX*H-HZ(T26<&n8eMo&o%g~l>BhzQdT3#oc5Z>(8XcU
z3uRp}yszdn8HkqE6{?r3;sa+#j*%4)Fy$(j0q;7sx?v4rDejxbH`8nR04XXiO-Wk_
zQB)boaR9xFBBn_6bQvFiC}9gT@H<2Pr<iz3a}$|IZ^i4z$aeN@?315{PrlH`YauI%
zx+wdsFVrJWnq6PQ(`r^B|M7S!_OoYvut<}c9A5lBwUQ`w<ODAc1F}RW<3e>cuHGKL
zVS`hr<GET8vhwVe_$<bI!|cnS2iK#nGG(Qtj$XI1Em;Y%dDYO_aLI*7UQ&W&ts~c0
z3<A-iMGp1J)2IEBTT}WwV&}{<IJ8EXosI<Hq+DF?oee5RRLP~rOxV9dzznb%Rms-|
zReN$sDpH=BNxP`KQYCYmFrocAB&D`ii@U>C*-%`R93Yy3;Ne6>RC*yTtT$|zWI-oX
z>4E&i(%nd(LfTvd$giRrVX}C`U}xj*(}sED{2tk!*quE)hvas7p%>)nCI2|`4lV8X
zM~9(#mTI=iiZ$A-lQy>JYSqX^$hZxU#x%B2Q|JFRm|ILt(j*;F{ukmPILt3CJ{gcW
z&W7We4Y(R=h~#^~U*NTjmXslL3`PsGkCS7|qUF5Gb8YR1Eq|O1D+-m&;P|At37u(|
zlP|cpNz<X16mLCHgssa-HiUoX#Qe5#R{9uLNzsK~2p_>U|Hri-;s=bWhblf7HOr(o
z7vLOK{#K@vHp!9u0Kbo{w9N45HM1IlXp*jcHugTvlSLYjz(9KN3)yZWTT7C;xqs0!
z@~oWN$Q*RD!O>XcroIT5T_R=@B)Ni$83F6sX3eeL;m;dkx$Ib%ArLi8q-zosciE9s
zZ<S=E*EES2*B-s6agD#hS@;4L*<TNzhp2sq!+%jzO7!>dN2nb__xGhvxrFbE;TX%2
zn|)KahLkTVJ~vY4Rz-t<DlG-3iHjW|at-v4rYqHE=e~y<MP~Eu=ihe;!{4W2A;J7)
zwwxT?$XA4sqhw}=v|{~*(m?Odv(G10O$LLb{nGLtc@Y$g;%fD3yNja%0^9|h_Gs$=
z7!6QSymuz*qD?*?4~_1Yl?jNL!AHq{&O8|l#G7}|50Bt@qY)ExSsGEP3H^2Oobp-7
zI!n&Af$t`ie;y8cTt<Bi1}DEszeJs25E@1sjrF=IYm}1SAW{M#=>v2Kgy_OFYh_gs
z(cx)ZbWj{s<!R7Y?fByD`+g;+muqV3<iDP!22dUIEttiQidPcm+MjnMJ5CAIuUn#-
zkeUsRjv`SI^5!IC0ry6v%;5%p#B-zaSA>rQ#7PRG3LIdWVu$ZOr%@_#mG#ejb@|E;
z&nqoO29~#NC>n)&=;9I*K~HNz!<j?N9ql|c`&LRvxhGF918GEFLxUn$3pT2^hVFI9
zm-ghul{dqKgBN6XJImlCr4S6zcFmN=i)ppc5m}<&PKb1iB25}CVbrp=OFiiT2|OGE
zNHG&MAo>G)=EEfSJyPI499YS(lhM`Hy$<ESAq14R=j}>rL(lkaKXWRbsB*zvt6y;@
zV$%D-;g^t6pAhp$Gl}*`bto+II*XPR05WNyk1P^&-YtUyhQiKWOG{Hz`tyt2)a@RA
zSus4Lo_GcdiDb==4j03Yw{JGsCBM)sCGG>WLS%_Aj!SPaHt~7J!Z*2>>U1X8NK49S
zk^6y=$BUv{Qc^OF*LHD-xwy3ST2eW53e<Pno~NABNkW=-D46Kz0Rat2s}68s7U^_0
zj5NwrOSvV;=Pa*llOl<Qbonz&nqHeY-_C}%<WkOyHLgd=0fxp<a()~4ncnpDbbuFu
zX{LX-bIf{jN)%sEjHTuWs^I1qB2f=nfImUY<i0CPrydl_5;E_sBpo3yCt1cNw#~_P
zq|60lDeyL#(eEEsySV3m-?Xzq7b*iQ>su|?HBO}32OO*l^6~^A+1t{DS+N3-?PJMk
zW<i6)|96}1EI&3DmP_WXS$X4-kPtm}DzBoSI%0pu-zuW`{Jo;4b~Fv(t`q<A{t7Pc
zwa(!b1D<!PDk}6C6+bkhPXs%3ZsfT(r{hQTL*vn!CT^bG=^_z@dkt~kz#+bRRRq}}
zJ>N!9xDMQV%`VrjU8AYuyHE{RMUD>-uP`0{Eg7Z<y}_Kf(lV5g@EfKpKb&sxnT4{k
zu?>!oOWnOIIFJlX?EjNw*fO!>hQsf;PMoB=0osKN1*u6k7;oPeJqam)xwQ?btMO9L
z)nT?2?o13o6bErJxNL70w@BI86b%Ctkc@F>>{cPWfR2CpAA+GT1qFpzT*Tfcntx^{
z-NO9*&i8KKY+$RMJz3A%h}q!opL#`hFR(48Q+Ym>-5kG079O{PnvszaXgfJF@)RIF
zy{W*-mo32rt?2@*KmG=EU|U$b<uGu#>=>somB-B3_AGfvTdS+i)pCs~Zve#*%hlM_
zl+a~+e`}wWfPkQp`DoPK(vq3;!GpI!K|wqY;?SOAgR%KKMwjgkZ;L3*mz!lky<9H^
zh>qUH)&-NAZfsWMH;!w%Rrko8?@JLi2e!$>C+`cOpl3r@7@)Po7dF1YX7mqt?TNZh
z_W?@yt|1c;6wM$>n6+i}T&}=6n?#~<`>{jF^wec-G(X#rX?N2@vWC`<I`mq{g6<+F
z(>1b&eTeu5(iC)D>JlQiZWcJ{=H55UnR<-l@mkOCZ?CP+<^g6a0Sws(&RhrD++H`h
z0rfr8yy?)xoC35Eu4wLo#*6__d)|}zszdZ<+s1>T;C&O_yAW^B8}%mzJ{=@1q!kD0
z(smzn!V_WaZ}Jk!9;%65hsBNYn>2nc)hmnK-S7GM0b&t37XH-C3<V^G3xBRm9`7lk
zv^`33af>VivT;eXMT^~YQJ}72`W5vm@3srp$$X<M)Q8s-N7%U_*<HK7$QV)iQcOP*
zj=j{|-xIY+YvPD;SrtgmC7FZrwX>&&Ar5GrsimcVb42<TmvEx3ok5W+cCdr*dEj%o
zVJl0=us>CN2Xwsd<@I_lUEKr@p}Q1ypkY-82X*G*Es<&~Zhss%Sbl}$Cw7p}zTPWB
zbZcDAToVw9DJjE1hNpM)5G~toP8yQg3skp0&RzQx)it=EV2#@!1A{{!*!H)#uJ9~*
zB{TpGtlgXjG4i&(Y~U|IZ+mWPzmqTJvd@IMJ^20psC7*spzhj68bV86OR1?})KE`p
zyt)z`Cm9H(cxA)h3-LZxxFC&yM7gh?RPE;oUW4#Xo%huavPJDl4f?1!X@p+)Dq~i<
z_xJ0dbWOu1axonQ5q0N<KekP#j;xXC8X`lJE(mIN<>xdAL7$z9!dhKW3wpr#107PQ
zkNO)qH_6tJi6j>dG?Ac2rxhCVRaY&?1rvTooJBs|c%@<W6=iT%<myNXobPu=9R0ix
z6;yi~8DcR%_x&ay+$qh5TyHLgZIZkxx9uR$&MJFT^4eU@jPh3jTaV_R6Qktn8t4u%
z;WIpk(Q{JO>PfUsP!<P-3&jSbc4U;oFVel=-iC(Av!l@YGOpNBzGXij!Q!+NQ@tCY
zAj#R6qj&ZqFLu3mWQI;!3TM9<QGFy<7OHIa%iI&EtO%e8(U0~<(uz5~=hW$TNoq$K
zcPI(ut2$G@tYx7;sMh&gL6q#WHD<1Tvax)o$-^cU{G=2kM|C6R3Eno1Hn)VS@yf@Y
z8nUlg?54Q}ze+Y#SpmzCh@tYY0H^1EIv$GM6{0LF<Fb2b-kWoioHGKGJ`Jvh@v8<p
zI6PFfSgW%{>;L!!8n|V9+pIxtSBR*%Wsi7zG9s4}Q|?7>>F<i{GS1*$7pdsxLOZB!
zh);_RVZC31RXk_44n*(n((rvo*Z-#W`Pca007r^?!j?n_8A8WeaAa(>?}T`b#Iwu+
z=I4`CO_cuH+2j+s%AXgoiYh&?7z@XwhFEx+%s?R1t4OKi78e)%Q^dwPSD*56U~bXz
z5ZSH}xnW`#+PKZfM^gQnT<m7K;=fklk-IxgiJ^|8Tuq91aYkR3gjPj6G`e)zoy&^p
zF|rzju6+z{R4a|UT?$vb^lK#|B6qt!>N2^-zPNdokVN>X2hTy@LM3j}$R{B;<OWWo
z`Cz@VPE0AB=I1k3Pikzumb}3s*?jytLrjDP*IPgY0^#9DB9{+b7O~&x&nM0Z*>=Ye
z5N`SNUNV3)Brb}<G=LJ7#%QYHYQGf&;Gj|u*-FZ|7U-FuNT|!HP^Vfv*>V-JEH(E?
zp!vA_UbIiRrdjS!xF>=%W92+L1n4dzO8NFyS6)FQxFZ?+Pd;##(P33QHNcd^S2Oz!
z;-=^3US8|)bYMT?W@Hu-i^;iW);~r(&}e<BAZTet;fkPf?%m%jXq>fY^mRJcCMk2D
z$4goI3Y}RC*$x#0(QTM`Ok(UJ-e|ra?~Q-_q_M#VlQaJW$PAy1jfsjqPH2Sub4bnl
zTtD&*k9-a0+3jpVJTznaIerLE16{RiswXzx>+m!|k9+Vz+#0rOjkOFweP=Xi;$}UP
zk_yg<%r`Yp+f@}rch65WotUVDCzoeWYe>_k708G|zlpG@nf->JedFUfCJV}Ij2WTK
zXm|ab<=w1goe9hyueiivQDwa+&amXY0W;3M_Ir{~p9UC4asyRmIS~*|d1YG-)W{3O
zxEGN-`8=DbcloM@{qs?VpiNhKs;1-4uj)ufhm}u`db*@Td2dj)gEqTq#fv-6ZV+e~
z>FFtvc;NW(8NG8Q-&-6Y@+oitA_Z_|SwN=PyRK485u8{8NB#K-Db9d*#>6VtR%Iu=
zFp3J?uj8c))PMNdB@QjIR6K^<Ni=Gq`ql2o((AuVcwm8wRZO%!AFZxxo(|h2n7o6n
z_HFFM*(-|raw>Q3x8GYEkk}?NhX4h*S1@YVoOknv1J-hIEMDU(i3k^$n4jeL?2?`$
zyqL+77v#T!;8oIWK}@sG{%0MZO=<CsT-8{$@|J5#vdVd9M$~yo<U&&WTn5xEey^gT
zVTK{5rv@)WyawgkQ(ACj&VtTPR%z_7r4v)s7<;sWzu$FY-Sj}rO5f%Jzq!&Obq*12
z<l6a%hQcGZs5h9CK^!WPuO%j*e^`{l31fPwmqmA2%`Xqs?=@a|i^7d>X>ilufDgQ9
zhcnGhLYdoroc};H@hb~hiRZ(kqkTDrDA$2D_K$;s1D!MNWK`5Zak7s#Ros@y=jr2;
zkL6?&^(#y&_;UGbpMfv(FHgk8b_-l1rJ+>ec3VG{@RgVk1WU4eAcg{?hm0cEg@o9L
zQ!$33^x=WYJK6}@-h2YvbH34$uc^y64(Fy%p^|gUt0LKHZq3I@_leO5Kf_IbKKSnR
zS(aSSA6u2_8yJ{8D&a0eavMokpS?=#xx=W|ua4_MKy56KDc7s^8RhTc?9F86B(mSE
zKY75-ZPqw*ekKy&<k=Z4e}_Y@Po0Tb>N4T^dRK0$FC4GfGbyq31sd{Z>R$+UUw(Li
zcDGnA3$iuv;v1DQccA9zzkDeQdYA-OHcl8ix3+!1UjuEnrEwzAQ@2ME9x((fvYQQw
zf1UgBVRgT;C--**yML_L;^V)^Btr9lz;gqRGx0pu-e()<XJLk2A9M%z*SqsmKDBV&
zR>$q}1wE5W=$`=^kF0imRyWT6@<Ds(sEb)T`7mMHtKGcPbYyycGXH-R>_jaGzI_wt
z9=Aec(yWSj9LBZo+tYtjGAgK#gOrr?lZWuo=^SbUkhKxsDxU8sOLyUcXl>i5j@$SX
z!3a$=Ni-y|1(wkNNvjjJ+z0P<lGo9>IRV~hVssJ;GUuoK{EhwR2b(vyAO?Qe!ga8<
z*G`_>!SXZ)khbm!W9==gqRfsKhf!_C%nOpu{sH%#yMaNv{~}QB?pQMZSW0>9YB5n2
zIq5WqI|?vkLG8<tA_JP|JU8NsI<xY!-)x00$Vp0KJ3Be`fj3GS1MlYS#vg5s+pn(>
zA%O9J5U`h)mX@HMPr`M7{hB8>K0fHt<nQS0BuY|v{#=ZklRrLw?8Ao-^zoXs4<0Dq
zN4_2AAU-1E4puyP^U6EqE2F6H;<NMcsLaED{BM01Sm3Ql)YQ~`HuL@}prR|(g9Qd+
z&8WyG@I?Y9_4b4P?QJ5NotY-T=BmQN!qnUvsIM(srDSbdn&|5LF}EMn4U?8PWLlUR
zmPr-a3_6JUtfnEQWo7T8qe;XcKi-oW?Ws)2`G#zd=;ZlPxv+Lv;iTQ6AP8-pU)r}D
zvf=xy;ez5?XjmAD#q*uTIirx6`FZ_9U>Z&6i{e~(Iic3~3>fw1m%fXntcjP{8Wr-8
zfTm|f1qD$&JiJutXUD^Ppu3R)*?0k!k;wXI--WiecE|6=3x@{^3JT4<OC#8S$!fqw
z{N?Y?3+Ay0!o<$5u0cRmBMr4F{&&~K$|s86i^j$WoSXp*C$J7E9SzN+VR7v^U|LNF
zqMD7hH9>10g7W%xTJ!hkd5G>h>@rn4I=Vup74S-lBwHaz9ErU{o{{UA-@CcmxY7{a
zOCR#FPoA5<=pUP!(yoaxLmRuF1ih>IF~3^|$3COGGGu46%FdL0iFP%ZQ*LJwsi=AV
zTT$C`CI_93NryGlWNbx1M0*@T)0<iSxL~qIRzd6b2k?fTLYQ80k@l}%N6*EL=uNVj
zl@-QOYw(gJtvJqBPCcIAP|R27r9s+AnFTrEIAD&4pwV9<j?3aZCj^~~k1JJK%lQq^
zKj@-P_sZ+8VUz)1_QN_KSs)1xx6csqx-WApj+=|-pBWNrz9ZHvdwJ>3|I^!9Mn&1S
z@190QLIFWiMM|W*yHhb}5b2JgJC#(rLq<VVKt;MilpeYndH`t{y7qPB^Stj~d;Ryv
zz4;<*In3O1#}(&!9KVBO)HkS%&u)Xj2&n>!&@0HOxn)g?Uw`IcA3sziABq*d-8kcu
z?YeO~l@rrRN=MW?4k_x`8TR(}n%m7SlW5&RrKPl>M^jB@P&r7l)KY@PUvH+M3Lws2
zGmHAy0Y(yfZ^St2pkqMJ_^>?$cm3o~26L!`$u3;1NIzX&@j>YB5}3sWl|(j6lF`FA
z#W=YR_URuM7xY&@EA=D(@gH?05rykV@3Z5*x=x`d9XTfoIOIa;&bvB9nrtPVoDG>4
zh-`MGs~I9SE;y4JZy^{S&^fXPyFKZtK?YiepQi4cNS{t-S(%1b$VbTl(ay6z1EM=E
zj3y4%D@<{MO~OQ-DV!8%TVfAVb$?jJEi<7EBp4k5rbZBP-N2uTN#XcPK`vMqxGy~$
zsCv0TPy6XsW&vCQ?Px4r^!j|tJ*ZyA?c=+OXHhZ*OCynan<JX5?VSAle@_=7uwV0x
z7`PIOU!3luw_1p!7L;NaigZi!Jxs2=I!%%@)i$-Xm36(T;f_t;Y-Qrgqcc)l1rNB;
znI=6u>HfiTZOiGN_zUa0vdEi@)80Sg!CtUyhxXq$kHp}Ca9o~*zW}68vt}JQM(xoD
zMq(VP5@Xs*l5`J0DBg;ejUeG|f@eK!M`fyvX9R$Sr}lX>!e+JTDG<7_40fhPuIgD&
zd{a4=_r0*e&d1QxzXeTPayO*-g(Zh`3~1JV5(X!<26@fwTubggTV)M#Z2<>{c4De~
zp<GvXJ!MP_g=gf`Cgv6R&v60O<qSq9?V6Q^L7*q%k(3FY=T_{8Q5T-$B{N6WhLIO&
zM8CIfmhikcP2=9H&MqFdEB{<=&_fiuLczR0d8b}d>p`AkBbp^lhW$1;6~f2S=emy_
zZD%q;BX7e@bCJ;AB8?p9pMwRB4;q|}dvgZgGItbI5GCA?^>T5A#v~1w`XqblnNKd{
zk49d6r2v2j=!IbKq4)OY17yHgY+P73rlzi$L#5AV8o&6!g;P6mox;V#4;B2*eeDi2
zWfo2t?=IO3P~o=mu9ii_p+IS<P5O9DBE@xFM8By+{iObVi!&hMFA%kO)3?|DH557g
zbM0GD-kP?%F81Pc{tVdkf6j|X*j-Bc4SD4k+08+Rd___oVIkdwn$rb?ZhZLN>sjbY
zV)2Bc>Fp@)h0WrU>VV|oiSaG4?H#l-9`~<}9H!%dXCUa!zxx5&14K|r23n*iT2nIC
zM?+xuA#3eb2K!Mf{e)t6mFR$LhmE5x#3A*T@=Gl7C$?-fjRT2MGr>*7zH!R*Yh4BU
zJ@o2eR!tTcZL~6)&Q$%dS46fkFVi3{NTm`iT@w_B?fG%=Jz!@@1;E_h1}IkK(L3Sr
zL}Ndj5*fwk%tICKk1@+$BP8jI@+$l#q<KxxR`OT+_(baqo;SyjQgU@A0a!(QXJ-_s
z!L|(ylp2#+k87_MzAH;Wo*6zcbmDQQiOvM3z|x`32Sv6Y#t@G0lVdr&kB%c?W9_~g
z;x9Goijso=Sfp>S;W_uIpPbO_xbt^U_WnJWMNCsuc*h*2p+<T>p|Q^eBFrHvA>|)=
zAR)F=Nqplu4J!I>?6gm&`|svwoPlm|(fs2l%mguVht<6=Q<$$RZo&K`Sfz2c_$o!l
z2a*z+SJv&Bm(OUuoG{d{Xf9b69~&YrQrR;BC9PYNh`ZB6hZ;3Fp%<~`M$Q{zmL$*{
zzUFc~BsXw9G3c+WylgZ{U;T}*-&>*-v>Mgy{2!@+O#W~OA?C-2#0B#m?Xz=t6aAvz
zcu>4{nAb;6$s&xCOuyUqr8VAp%iHLOzV7pf(M|lFK9|d3;V&8*mQQfR072_X146U$
ziND3LesW*qs+!Qh56Wk-Ya>`b9`U%c^ah`bqlzWAeDZ>zdM~)o5_Wzp5h~$njkWH%
zB~xwsm=e;XXD8i84<o9~uFha&2aVn#P8aBS9%?O#d}<PxkcXd{rEVM_R(d=8aD&8o
zeZyGe$_G$rVY(o)ZKd(<Y|Km;XtwX-C@AmYNLVBN`^2$NEuNqcbYas=Cxt+Sp7J5I
z7j<GWki!{Gj*E(EYVC{7zS#5B^EJ|}Kkj!V>SLphjjsyA_PoXTLIRnkNozQTl3=dB
z!^+yeaB?aFPj#m$xh0>oS%Wi`g&Nk!i*KoAX&Z=0AFl~rPsRG{FDxf3qBVpqDXyUZ
z<iDKb74^HQcDQ#0KvMy!_-PWpV?sBS&5XuIcWF^LL^E8K_qkI~r)YuXzWZU=%RPu*
zp;p}h*1y|>Kb^W8xEv`GHm1k9%aGq2DGalZUd{G3{yX%sOWV7O8t#r0>1F9Y!1Jng
z8uFa|;@nE2-E?AFu+xV--*yv>B6v`9#n48R;|_wY^9(JeFSfsam-~BU!m(pcM0!kP
zrI^$P5;W<97>za#xw3e!*|bj#1tA-}(kXww;PCfBvK*h`qH?Oqz`@Rn1ZMZ_gA(bZ
zE-p+31*O+33QOmSPZf;U*_b%qp}Ue;n_u9g2J{7bVzx=EL=6O80{YtUJOAORRC&4V
zy?9iC80w3as9mH<7Z^vZO&?7p90j6qJUU)9lh<B&x`=$E2<W<1h0*A#_B5gRU0KNa
z{vzgfHc+6w+4^P84M+0KnK_Q=``C5|#d%==GrkBPL88{tu3FDMPbvzV>~vr3Z6|lG
z6OTqrF#=D82v9nFP;5(H<`cM0BWjV3Gh#Vx_DI=~P5!vLKR)W$Tw<!OW7@878b7|u
zPph3cj3Rd6Rz#xiv6qCO`|~t9jf8!JDaRX#vpQiQuz*grdMQt5JG;QA&~cq>#0#_K
zVe`>>tnc>u3R^;}mN!Q9i{Vj>I1#73PrC2DFfh>S)`o0T=l<!bO)nix-#THKgLy}{
znKvZ*Dy#t5AH3}coOd(HY2T)%3gxYPsbu*`PB9~mQ>dhY=pf^xxeL$ZI`iM%?b#f!
z3AvO7x&F>U8R^9i*k{`ze4u^;|0Yd`o*N>SYsDA~#P&=cofzvkM(xA+&plS1ACx%q
z|MrT@22u%l#Ue*_gKzrX{GQn(Qu@>slm7DdHYM~h!D%Ami?9$6KFQz5M!j3HW`|Y0
z;aS(#_HiET9Ofg184RkX*7;zo$L|Hp++hQf!%L~>UzP)b;~rk&_tKW*%=2S3&AOd+
z>s~@zXX|PEckf|+&C=k}vGLc1Sv#M+ncM{N{yrcAjG)MhUQ2(teSU$8{h%c2h2PtR
z$@g7n{*2i&eMUL+fP66hxK`;+NQkqBzPEo&YWS<86Z5NyH)9_)pa%6do%k<Y6;2`#
zB%|+KyYly1<u9ykmO?d?o3i37g3Okf3FJb73e9eTx1x!~g}rtqY#cWE*3;rLfoDBy
zPk>*29kztOVtU?s#CjJ7Uy#%Q+r9%UlX+UHe~yv7M)S!4u!YQ>%@ZWZy$S3Bj}oTl
zDUWhuSbLFO9&^2@U3F<5w)@7U*R$2#>x8NjW6UaB(K{aSf)XWx6*95!uI1jVNl}_2
zfteTD7H0mO|6Dek@;9%Z(Js^K2(k9RGQ%gDxe_JY;I!wtecqCF^n+*@CnLr(pe>(p
zjC{dtI^n=F;$E6m0FIYP)Tt5b_YEREObi`jM@La<sJH|M?}P4j<?VP{p+JU(TJCdL
z=Mntp$%*7NXLw8qFDcm|@0^QJZ54lt(bS-J+hL(GqyCqhHAZ{GqAB;Y*6;-SF+=~(
z3fhCGKGy3uwzGFngz0sN8!`DX#U8UrjD~zlA72SV9K7*l!W5rb5f)?K$cQ%eKCO|R
z6Hl4uUc#B=;WenkObJ<W#_#}RqgO$%-UN_fA1EFDKBlp;+02WGLqcYZe&D50=aX&Q
zv1NY!{r+lchdj&e%<Rle-W0@``;YjIv-=^VIYxZqk>^5ec;C|>IrhpX=1?<+dPZUz
z*%GHn+s0r6F*w6JpdgTt6yBOINnujb1(cQ<jP%!sCYsfo@!42?Z~S~-gSuF%%}Div
zi8Jlgz7c{?Y&Sl5B@Q=&5{>!AhK~zF>g3d;)7d#EjcQ$18}8E~wSp@Y$h3gkRqS&s
zjJs#*HuBrY+E(KOs|P3f)vK}yq;u}a*jshqqNpZBSltpi>tNkDE3f817YYg`sV4Z)
zG_nhmn~qCc6&V6G`GgKwa;=19iSM>wIPX*TQ$w?K3Zs|li}*?}80_|P`N4j!5}G72
zC55=!_vG7y>isg>dpYq0&O3Z!ldVKua6!sUFz-bY!YCT%OKGQw|K8rec6#<nA^8R<
z?pi-HKp4z;V-e*>%qo#9e(9l~=e%yatzWZj<rPxc@as?Er%xj0w-NPD1N!1|4c2hq
z75GF?6Q85SAa!Q8YJ%*~2Fr{d%zxgvcW`(tqvYb1E_byWcQCdU9#AtaOA2b_gG%9(
zfk|n>`fpLOiA`76qOuGxJ|dZYt}PR97CiE?gd8fbkw=CPyz+)~#?W|{;g%UMfYa!)
z-|ALP(BH-A1f|4yl4e;qE!q0g_{rA-L2$LM3Nrh6pHygDtL2I&4VLwjm)OB`zW4ac
zz5Ak;#`B@#_}Ep_tj{lJy#UnqhP0bkrUlhxDoWDOcrDBvZL+8S!qTU9)&G3JiJkT8
zTHZ(n4aKHo&TaSvjjK?gMQD_=|IW!uo@hc1zoWk;@tNfS_u$n9VG57U{P^ly)#rOz
zKTKsc<CdloH0lV0G?{&OE>+iM!iNKd*Z-as%TBP2eDZ9XDc|L6=sj0ITjfCdZO}pS
z-b7i~!9!B~a^w&E)1|>Y|K74cQh%jC!0w$P^QZQy_Uv=FDLHQ^qhO9*u7}bd9u?#2
zUsX^!FbqNZ+y4I!-8qB?(+SwzUF^IH5sB<|SopnIz_8J;-Jp{9A%!_oi&xU`^iPsK
z)T#G|SJfqCpKg$d*VP#<C^Ch4^;ZOl<bYA_X^r(`Qj*+;8xHw*INGvIu_omNw~k-j
z3Jbq{qBl!}mJTHz4XGiEiSBX1EdhP)O03-!%z>}2ROl%sayH&u@2~@bULL_OoPBt+
ztB5?CZgb+S6*fzdvAoA#Wjf}Fh{;D>IC03I)D%vMt!#sSYLK?}xx-QcS}fDIBEVDr
z-QTNxVt2SXoPC0D%$JWa@Ds<z?`_VcU)5Yq?s^|aDkGo5MJ(H}+}dsW3sZNAq=&<v
zq{`pJzw-I@*H?Gl-<|Yq=PGh)4!Rvq#hY1L0$2FzCSFe=<!}qt-vN_21$|1T()szu
zKsiS`oxHbV>HlOcxI5x^wl`w^EBZF@5i=OMqPm3Fk8S3GOR2LYOKEc|Qw8XCp6E@h
zR5au$5CE^B&8*w5lg`zd<5vd(<vAQ@OShn%OXiyWN-@Dp>$5suYnRsv<K5UZYt=!b
zRn(NYWtd-|A%(_HU`L@^*U&JgI=J%xt*lA=eeMKobXTfZi{XUS0=>XD&U)`&Fh~8N
zDPYXrW9MZM2=uQ!!8)G*LODz0tTD4WtqQN|6a<@>u)#iazlal>)=98Ruc$4}K-E^J
zJ=<U<QLX?5XgPp{j+&E;NU5w8D$Dr9mV0oeCP-5Ovw`}TmC4_Ui;f6)s2hD26pysl
z$Bc`S4mpdZ+0GDgdr${}-gWTW(ZZ8~oO3y1v8~426`Ozl+>Db#`h#Y&r9ne|eRgea
z?Z@KcSWpgACVW6OzTBPTx^lMeHP}1MnvCly)EAtnb-Wm=rE>M4AAMzP=lI#92lJhE
z@`;ahn3J7dm+s^AZE{koYvZYX_XC;~DggLWDH@{h^)UnO?g7Tmir1Ki)&V)PbOo%B
ziT*xnEwkSoi6VR+BKr5v*$0$Xb(%T*4Dif+d_;k?1wv_$)^q{R8En-B<|qUT+S-bW
zzu&eu0kq59&~vM@7nYmns&lQ0e4F+Nc!ht@y4$s*)}ap091?}nUwB$7sVPi0i%CNj
z{Xn&aR#)I&?<%?_9CLm8en}=72QY`=R1#O)0~Q;N6oBa{{sKcU743||Z?^R1f-f%M
ztG=^+C4ISvJxH6msln#46m{Thj78;!!N$fWkHg8r@^RYbJTobY|BK%wz>x#oz=O<R
zO*-Xvw?VNPow(?;zjhY@%^~Ult%PqXgj#562~mill0P}vq*#>$Y}?mn($YbPVlSF;
zM7+@~`~m`z_En;$0Q58GI6FIQnx6N+8}4Z|dhFHI)W~``TGkiMPx(Y!la`Mqb7YM-
zyWY`%|7@kH{ED*t9I+=nw>W2_ns86dI?+}%X3sS@Dxc}GtUBY<=g$-B>crKv#dH^>
zT%1x=?>q6K0l8w%=T|H(+wgo8ljtyw_2Rrm_u1(w3m2CbjVLKKHQTt}vu8~E<hN2}
za_rO!u+57S4F}X)_s&S?NJ9*)RC3v~s5j(Xd*~G*EM3-b{Z?%?Gqd~V78a3vLKQ&!
zlmymEtP-V2UxzVg&^;&sb^VUEHj;q(_0-eTY<kWDY#LE_wPoP3SJ~d)zNaqLm+>Zt
z-vZ<`w7Q?-w2m_|GDf^KmywbAxnIlKxBpY_0S8AuSbDlRIgvot`|{tKCO}>`=PDx;
ztfV+2tOUrcYB&bb$?L&;D12f@?ySGQdmKT2{->F{5G0juQ@_s#pg!j+RaAWxGIlOi
zG{o{qBy#RhM>`x|@Z~NfqVeCFk^UAv(Lr@kHdg=F6d|jvozR=nkkasKR!MZ?e=6WA
z#Ky+XZAKzbYd#hgF+w%mBCu=*b@WpSvbx_f)XcF7_RhITyAV5Gpk|3Zs&4!bpH8((
z066rIp7qOD3I<Jl79(*HC88C%fBwt;7uA1l_qqhF7DrT0{!iXuA2y+6Vb-QIZ%3{m
zvk_6kB{!~5xB@s~Zw3N8;7$BV*YEbF<c8<KmqDAcOU13_h-9uvTYub_5ik#QPg72(
zH7|TDCTK44b`teKXQKmNQGA1;Mq%sd>7|dNVre>>-;kkRbXWxvVQ#!oY(IC;6JNBb
zRM;xhQx>N#q<=U088(F5^{Ydn6quvZCH%ZMcR*qF4U}78iy^xW<k|zJ2nn_wtg*^)
zYRm=FLJNwmG^QdWpO0z_oNGcxpaxP9D;K@xcH>dxw<bDJ;Zc#!)*xG+Rg=!{fyA!m
zmZ^Wjy91Zxzu4HoBg5T4+1bHQ|5%7TLn<k<QMERlV*erV*k*d=6)|>GNby1Q$k4)X
zqQGZDItGfn7gbLeR`VrcaT}^i7$$^H9A{mYf?CdoY~rrwJchhOA~qL8tKSGx>)ibB
zJ<DbxKjig670d(A6a~>twcBbq?3~hnXC|eru`KeI#&uFoy1Tv~-)DnTK;HWAPgVhs
zvX&okd~~=`;wBsYc)>x}(qDKqA|>d$=@a;l&HCD{5PpqUbwz}XuY4Z;VKL^en_6Ho
z-f_7tLh%RY^duxlDabq!$zW;lx`47Q=lPHtbt#*bf5!}I+uzOY!OG#eRH4(k5Q$6m
zAfb4kF#g+?)-}p6#tqrPw!)I^{4r5-8pwlW9ezJ*V9xQ4_dlG)FJ#7FQZjm+n&LUd
z1GglRchj!<SmyEm%Mv7uG$$-FEtZX4aE^WsoNf9(c&XQMMPb00zOb}$|Ic2`)rFgs
z8*|3>N5ZKr2XAXU0vEyYy{g$-Vhrp3oDtji2b)n=<ewU<_<MVpThtF$)UTCC_YN`n
z)-ZSsuuzbbCYEMNn%%hG0NuiARI78ErMT}R$i1|~jS$<tE`GYzf(E*y$XdJ)4cV>~
zhaX-Yg%|ujj2JPI3>;4;;y!S)RjfFyC@NK*?5d<>^016p&JCeGsuYPlxMj_2k^hyY
zcY@C#o#r7;Bcbl%U_VlxBenpk^%p<u!y+-6q^a0R-Tr$h=vL0FCi-Wyf5lFiX;~uf
zC?RQ=?sWb-Y+0eP6jE{WbC9(Wwa^J{f+J`9Ep9jv$grPROfQu{(>5k3#1{iyjwiH~
z#4s;k#{OeP3D+<lW}|oQuW?_T(yf~o-9Mfkq^`;l$tz;0Y%y5E$b&OE)d`RG{EA0>
zIuj>yO{{Sq*zPvYy5J~Jl9t94WR@g5Jo+9^??n1co3JA0?GGQ<q)a9t=;LP7;fSU%
zwDA5Gv;i~x<aYh^D_^=B#Qcrw5*22<qDk<Zl^g@ZK2Cp3Zqsg)6@S0t=xX}MjL-79
z*R*hp*>H0!_<8P5X2{fL7Je&AC`UcX-tibMhp@apcQlJ6)MyRy(r;5pf!R?{=k6**
zrp4v(yqa547W?zL%Y`T3*1tzmZzuYU^$%)%Y`k}RiCIU7b`=YHvH5#}K;-Zh3Q5aD
zg_gynW30b;2sS77iQf(D?VP|Ve7_aX>z~(SU}Q2TF!-_bwnR|riLNZYEN};g<c9>r
zr>7^Muwj+&v&AykS2l#5g>Wq~ptmpHypmf%Hr04?;(^^#ep!cEI~70kyXE(T%~<Wx
zF`Aq;Pl7{89CFRFkVauI+ZVAA&5XC0=gm}O{k<r4rY(<-5vX~Y*X9i>bS}wsz4VZO
zxY9`w9JrdzkCN9sg90ACJ(GWsi(l<QfqJj#U_x@Ke^+v!%oin1Kaz)<{tC&6nkFWw
z0qE#+xNVf7Sh1x-20#9};K!@w5Hmz#57qR%#8E=yjlZjsZ~bbsPPO?jtFjF9r<c}n
zIywjdJj8ooCb&h6uUc3$aR+(%b%s-r2EJ!m_RLl&SL)^VA#nzOM~MKkDRJg!L+-i^
z(AT07a)S7XpO<PW1E6N{PPhPQ72N2&yhA!mJY;S0*Flf`xgah4Ho_rSu^z;YxD}b+
zKkx4(l^@~M9Jta$bW&;n03?mdfPS*l94e((R-yyL){NK>6OgL-;pYCx(DhX+V?kA&
zYHj+sXkl4h6p)7$mUc>kg6G`OnEf51bk~L22@{f>36biLWu+N<<27>cOMcWR#U=}0
zvn=5Rwkg=j7s_fI7a?KM(L(pyVIoK`4p(G&j_uvq#Hf6?8S@m3Td5vom#6DU^~)2%
zGVK@Y1mr{Iz2Eenk8k<iN)r6>7&t3{j9lB$Rdk5YLo4d`(l4SNSl*}<u^yL1s6Riq
zftYVl9I!Kdl(DtFU>3os0~-~`!PX{?NgCo?BMHw1?Iz-9^h~LkOFk85#U=^%Z+9?>
z81*TEB^*mbwXTrA<vb`skyHtfC1k+Gt3<}*J}1x$PfT2W)!h_pEMVqntGe$lU}pQ0
zA>VHGC`FD>vv$qCeXK9`bdm;aQSoE0!k9rHhLnbNnE?8RpmR)i;|As)xVZCkR*K*;
zdVOW)0AFPpYg1&j9Ji@#VNDT1$7)N$YXPe7TF<P-&6D`9;5)Gh)p4}7q&52*w7n~h
zn1jo(_6|f~iD$M?PsRBf_!t?1Z5nej!3XShpjyPhP}3qyr<Ll#uAT9vSiZ`Kximss
zV)q_>s@L)G3;aypt$CYTD4=X^!P#MI83S@)D{u#GkS(sN0QL;opLI2jeeo)HAX|QK
zJ#h1>5S7WLlP6Woiw7Xm`nRGErCffLet1c)zHpmcdL6ZV%|P`WpE!F|UrTnyiyu;m
z(KJ*i$7=KK!paMNYH>yqZ|8=ZXl`>ZjX3jBd#?f%w-h-MotP5HdU<u+tA7o!50-1W
z{eRr82}Vx5Ro0y1l3iz7!4o%DtrY73cK-1seRiW00^36P=K{J9!GNXnA=GE!(1~-~
zQKgas)M2R%1>_L`_6nV2rO9yQcWzErIibLbos2<;$l~6Cve3@YYZ8ytMPr}$#lCzB
zXbj9Mg=ognfwcVCoe%ACNIv0?=W++0TVaL03CQn|^fMTUt05vBx1|Ben4h&Q^Pg&#
zl1~wNr;~#Y@f>fD^qQwCd^FH<2kr~c27>ZL{!q<q%O6$s13^)uNQdSr^~SvEa9$hF
zY7wYgT#Ak$8tDVyDVmi@O3CqfZDoM7=!=h<yL`Jvz2*-(m5C%v8?2mkU%9!Oe@|5a
zhfbd`cRj4fO7hzF_qALGT{Iqe!c~CnJ||y21Mloz#S;U5Mj4^N9I(Yp7;uf@H8J|K
zr`H^oD4ge!`_Txt=yGnP>o>u=Dt}USP0?}O${4gn-pJGq(V9CHd535NEIGJYeuBbm
zTX&O!nqe7ZL9j&(VQ9HXL3x#-nx#9CGrM$9vlM)Z1B9ZV52>)fRg}H^sihfLBPiVQ
zDqrqI>uo{lgLS+e=#0q#KQ?rOG?h|zX<pCO+)o<ln8J0!aC2b?rS9C?4hxY-LvqXy
zGFU1;MYtSIcQAdjmngeV&|>Y)jky8rFpQZJ=P8OSL<M9~$UVILOYV6w$8Ps+Fu|mE
zX>Q#BLp2ao0Y=ODh6b1N)nZ0aL#flCZSef`W3od5y!%5`hdAwBqaH}o<qU3V>Ytp%
zRMZQ1^VLcPoYs@^S4$=C;D&{Tk=?qL@6HRuMwip{6g|yD=_$OR^-D97t1#jk51uZT
zRI{G|V_9>R=#$4I1NQpEN?<+kv$hf&-we&z*rME(*#vJ;#D^@O)G?rFYZdU^#Vv8^
zS(I&rSli1afMCB-oJOU5J1h;oz2OUnc9zoQMGOYl{qL&OR*ur_v@BoXkb+gx@oQl}
zB^V%PCxNef-~)Is3Ui&jv#GYJYj7{A=}}70wW=Nfa%Se_<oxvcvuq3lK_3#S0X7K9
z$0AeMb?l$r^eYHINK|D5neTGxM8N=%2u)4o-YRB%8e{+CL@tIUzxGX5eV&L7_0O@F
zmK=9~hWx_w(K2|8A2VA#Aw>*agoAawZ@_W;U!~Ixd_W`Y5*i;LpDTe*9xmrpz4}gb
z;99E*iBKSF#D_~r&~dd-h1>Pl#-vRLt0N7}Xmb08*wge1%IGH71s85}{lqO{+qxjP
z%Mn+bG`}+#=`yj;ugwsOeYk#p)7!I2h})QpD+hVqV```CwtnohNFFgjHL*6Ke{S$r
zR6S;cwUp;>v;M-LrZHX(N0TXNHv9*NKUm&Pq@Wf^P5ap@&yh!E`Pe$nMo?X)dd+aT
z^oPtb>*r_z`a-hZ#eGIlcLp6Kim=47?fKjKf!j0VfBF8vl?`Eg3+*%T{S8F<<FgI?
zQjt^s!Nu7(HTK=hZ3H#1U9(NM?hbmqt<qU?H{@OJfun)@63}&t<QTs^WhDtqRKHd{
zbx90r2BcK3EE04wvK&xYG&miFR6t1`JzZ1<JL#e<%djk4c+NlIk;Vv$DL2QBbw)NF
zq2jBC%$>7)cV9nluI>F`s{q}Rz)K12hm|$ko4cgToS<%*GE8?vyETSL>bS*;^|K?n
zaH6p#nYMzo{iX|DPSaEsC`hyB)`g-F5+iDsBp6<oisgIvu)sGn9NjNreno(9p{l_s
zzU9T_=Q|<%S}W^?UKxMd2lOKH-gun;km&1>tojvhe?Cd!L|}9Lll9_5B_(f>&P{`w
z%cKEZef<R)X-B_Nfh8=7z0YRpHNL#-z&B05)=@x>X!8B!H``YOP!v}R9M@;R`-i1^
zadj`w%dYe<kZ@1@0)<u-t~V5ukbBL`%ZrSL<~o?{IP64$+i4?1G@0%U1&Wc!Txa(r
z-U9rN5@L%6C$sZF-uvC_x5IoM=<^r?&I=pURHsv&nt>qO2(a>m&NqmnXp9+vuVkDt
zLK1+06P^U*@%j_Po(D|~o(<#A)xcO9DeOUBshUDt53z!RySxYSFjRy8;cou;0Zc0O
z40n=oylrJy;fsW@70L3)KF<Zu_9v~pxB5L@zE?1e71}#cFnB&+XTPcaja5i=v>yzN
zVFSMz^`lu6u%U(O1dquBp*!q=f5_)B32JEXsB<d>e$bIFOCKPj3Vt_;%Yoj?UDW%t
zB{x!5h32>>!Xnxq=T23Wtu-r3!fvp=Xw*z2QW$=^{5+xgCkryJ=k4VJSf7qBL%hbc
z^;%?XEEAAWKGFuf6T<?-3y_flNP?c<{9RmlE}d`oxR#o-ve;&&cY5_j^`?E#S-k!F
z$ab9FNVJm-_Yp<t_H3*;Qp@#0eh*;LCs;}L*za9n9`2iBJLm&NtmY%tE8Fk!ms$tP
z@%^Rgr`(AQ#TlFL56m|~i{)f|breRiK~;S6LtUAY`r}Vd=gFML8jy7k1WjJMeqGG`
z42r0O?9QFZ?C?&GnrI1t&ef}Qy8EG^;AOu}Oz?*Ba*^dky_ErpU%&`14AJ5D<IIzM
z>R`<O2CKf%-6z*cw%yBOS2{+m#SQwUsK0kwzjUu^b6ne){~b%@1n-QOwenYCi6PwQ
zQl)lc|MsvKoSQW4HjQbJb+EFSVtgy71_T|hzmq&$(S%qnncvU(M+_L4KAr<(h)+tE
zYmYD=D2C0-*}N;EMHj%~Av81!=V;<^eDrYsu;CP*x7z@>w=>kN`Ud>UKyxyC-(~P&
zKO!kuJge2E%-VW0uPaXkIKO3mc5Pev>;S#$Y&ZgRR19lU@<V$;jjxm#6=)CSL-w~}
zY1pG+IJUO7zI4-k7Ui?-p&185L+-?uODyGn7(+Pl0rL3x1UWmwo~3aR0Ayg1deK;6
z&C7kt^bATl08PoKCr*m6o)>!1#)*qBN_}n5{YLB^j|^|2iG-R2@hZ`Ygwi@%;n9h=
zz`!j$Iu>7-ML0G#`r33r{KDnNA{}$|#bSlP>9lf#nlobbY)ybNl%eBA5O4)^lPdmQ
zFux8U_>@st>iGH%gA9>73`r@OE-diYq7^sun_X045cE~piPK%7qGaLc&rz4?&n1Me
zu5O5fww|8I@^P&%*ZBDOPt_oCyViNU<RFG}DBi@;9=KW5V4cEu=UO#}HFeE@tm`B>
zRY%(De=O>js_Irx)K~jNI<uiP&rr+CIH`J?0fZ|61FwYAh`K0#0c}|I@fJPIdNlO9
zg#(iVU2#)5481#C)SLm!wV)snE=6(`BT5T!N~(k1W-*RWP7<=RXaQdmg44W87Y<Iz
z={}yUo2=-p1gP)4ygU|3$!R;8kaJCeH9HD2vO7!tSW=Fi|Fo*U1G0@GAbBpVuG*Gw
zf|LW0=&A(h-}!s1BT;d+9d}61eSu4gsJa`yGSE5=rS~Dt!Ba@yiQm%Ru3U@P+(VBS
zq(d}J1$nprg^+O{d`Hnpg~MGz_#Y|c0eq~jEq|M`M^vZQ^V{J`o_rKA6|2D(c|4}v
zD7rI+6O24(aY5Fk1SF0A0YK>9fYtm&;wA?4v;IyQ|7~YAAkOzf(Fu4iPQoetw!>&5
z^i1)1z0r2nQZ}2-#Th6#6f~Ugm5_nTssaWxBV(Z_+2!Al%OwEG-&CEf+mXX$<#wX^
zb3?Zz&)e7@_>wzq3?c3W*aKk2@E?-$_c=4n2DyZ=TukV%1BsTffa?kTpuoBd`u8$C
z0Qv>WleyXVUm#N}O*SweKR&5dx|*_{2ATsvN~~pKlKXKtH7l#gy%g32hAnl#%{{X*
z#~OJ2<cVCvQMV(6P&Y6zU=bG9O@w3RhZS7&TYmS-3c!P8mOw!lBL8%Ym?vkC{uhAX
z${)gJgAQ{;U84mV3^EtM3#+A}5o@!aq`Mg#OH_Sve$ra@v%6dUON;qdWRyBD^ZN~2
zi0~9y9U?X!&Rj+JAG%Yg`aP~gdLSju6Wyo`fg*ITxs^H_`);@9{bJyv2TsL&D5o<q
zJ{~KrTMp!x0Oy$(2=kGe4!97f6@e)YGVX0}2ceiyX_ndVAZiJEr;~F45+*M}NwMI1
z1W4PGHjcckCw4J0<I-6LQNB44`Kcd>kHcOzA3%MGWk=IG5GNUC+)ONXx(TrUcY~Qg
z$cJzmPDqckx;p=)^KaU^9Kd?N4(LSTfPhpu&LOU4WYqI!EnGbVSOLhat*xxMe*XGJ
z1$Y>?slu-Lvj86TxJLQ03rI7i?vcFk1+x+X3X$V@IJN0N;y6bB+~7s!Y&i83+k`J$
zdq+S@x^@OY`1V(bhy=udEw`={_}B>nekc5m#Ie$cXB{n4b@(sA>|<I7+Br7@a*7!O
z*Voq}M6b-~H3O4$Nyq7W!=dsO^J3XwnXa^dXk#mP)`a}*X;QOG8qW2)41Sg=3D>=t
z`x$`-gezGa-o~&CuRjQo1pFES6!Q?pI9<?@4lTe7rcqOu@cI$bY?&nO0w=_eNxy`e
z$hx|^MRpwfs}DenL?VKx<uz77Pe;e&B17-MB@dJ@--bX-G&?G&KyJYSdjks(wFod*
zdHV4K%ANxEhEEXz=cTC=nFVDy`SU^ebh!Z59{J`CBwTkU3;>zBE8)}*fn65iS&|lC
zee!n%O(ZHavRtuBYBof;>35a-%CN5t#;DN>IZ26CVGn3)Y287!p$t^%CULqhq*`t?
z7G!&?_@b`dnGjr32C5VG9N(R*ep^lWrpJh%KjnblKF2e40msXV(Ch=4dW!3hZMd(z
zq8CsPDy|8H0%S<dz_{A5cnacibjsY@i8QwlKyj}>oRFGDOw3>%rF6AGU`r|==uG0k
ziSXRML!*I29nkP&=7%WC#Zn6vPk#>$#o=}o=3);3S;lf?TjRDR<ZuRvs!|PbLvl%&
zCPs-T_cqf02nB!z*xWlLS)XKo4R+fUFO+p~bl)#$;b<3(aZl|tqPG$VL<1mDE<{Ah
zi^k?6rZDon3pHMrU+>IaA@@kw_VM2WpRIixFPU$SrVKEi+w4p|&F(MR9E7c>l}t6(
zZt-ViHP#=fZNx71HC9@tj~vZE76qPJQuBPZu#K8PVar!Fgomiq^mG+Sg52_*g44*3
zC$8zD+OKK?^|_?}W*J6O<_(Q|DDTIOu&?#lu548X*v4XSU9G)^uv$Y%D+y9LhYeKG
zWg|wUoF;me7F0{8K-(Y5F#|%E`T;*pso`X5^G?}SkR0_MuJ~r3`ml*OMoi}o|I)@j
z$m<IRkqu$8ZHy|FCt0i2SOb5$#R;JCQ=UWcAl(@e<1)R_;7VdE7wt*&4d)c(U-QT*
zC{Tgu2zlL9T2c3pQ}<b4xKgiycmT)3DL%tM9xl`($i?6WF-{Tjl%U}hK4Rq4-8KDD
z6Ur?UW~jFScN?|B8#?>LiRp6-kddJcn(bd-w1i8S41jq;+mSUDM2ohOkdfWDI|FoY
zzRS+F9qV3CcQ@@$efvZV8TI*en}HHE_+pr-FN;76VBlVQ1GYoZFaIxc)iEgV0{1&u
zud8W_?>*W44%T^ba5zJeaRc2k76#v|m?jghk5d4w@zwoViIF<6^pM3)1Jk^9bLdqx
z2-S`^^4*p%%K%eI!R2~g?I*||kOubwoK-tt3uLjaBkM9UGc$8JF{E5CzXxewf4_{f
zvhouxEh(^qO3ci>ZjXtPjsrZo7$)}sNLv9^%b>6=5cCmPjDgV|eB}-XMrz>xzB@!G
zs|o;7WdI1+M@U0SdBqR>C7>5V|KD)B$cYAV!;e62bX85w0EkzH1iJNS`})fS7`-&h
zV4e%S@g30IZ*2R3{A?iGO#sR6ttagI<-H9TXO5Sz0*G61rU5G-O3VX4|9?~Np-=p8
g)ZYJj*_Dh>B|jksD`RdrbwjUIme-IgmN5zbU$UhQ2mk;8

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/coal_tit_synthesised.csv b/modelling/data/abingdon-all/resident/coal_tit_synthesised.csv
new file mode 100644
index 0000000..f85bf6e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coal_tit_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,2,0.15103470000000002,1.2992236565954751
+2,2,0.1083392,0.9319504165375803
+3,1,0.1805777,1.5533570741928888
+4,1,0.4128966,3.5517998873625674
+5,6,0.5103182,4.389835434050725
+6,1,0.22717247000000002,1.954172432899366
+7,0,0.0102798372,0.08842873641746027
+8,3,0.0095264704,0.08194815964501243
+9,3,0.03723597,0.3203095255612082
+10,1,0.05660416,0.48691766682567195
+11,4,0.0715462,0.6154513868634901
+12,1,0.1658696,1.4268357419191007
diff --git a/modelling/data/abingdon-all/resident/coal_tit_synthesised.png b/modelling/data/abingdon-all/resident/coal_tit_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..286dc85aaae0a67fa2ba654a79b6dbd848298955
GIT binary patch
literal 80390
zcmd3OXIN8P*DVSn9z`tY2m}E=97RPyN`itk5m0H;M7j!u5;}xVK=J5NDFV_$?;WIs
z(7{GP2rZBR0iuQ;0#ZVNQ0|K7{qA>ve82AfbMri!{g9nq)>?bcF~=A)ukPz>^Zo|;
zje~=O_wJqBMjRZ6v^Y2pF7a@KzdR}KaRqORzM2nxjXmJL{*S#KIP@O-db)b}x;j5O
z=jY(<<Lu!sCna-D>iX4lPQJdLK8n)PZvT4^DGzT)=?|93UT~Bno_EZBI5_xEvHu-#
z%p5f0IKaVi_qMu8K-%KO;Q$i{V*5(`<WWiAXTLiS9=!7Gx1tfDXBDUo8&X|GV@0U7
zKWWn6+B%qj@iniZ$?w;WXa-3iIdL#AE@Lah=cSU5c*^s4^K1Lc1{vc@jP&5;ar@ph
zW*Sc_9)22}o&Dkwi`^6Xcawu-6Y|vXKiiLAwqN>pGyJ{Aqu>ACR2w;ejXf&hb#C#5
zz@dLPPx$df9{hKcM~O=d+yMLaT=-z_zgrw1kN<yn*jvPoD4`2~{`qlpz~TMG_XXB+
zn}4(RvoCpf<0DrlgO^)Q9ouP$LJG~VEx?Y#_EccIyE{%6l-AIw-PNxWm7A_|UN<?^
z=3Z|w!96<Nb8yIS-d-qOoiEJ%8h1g*ezrILl#q~wa?tu)vFPi!dT-30O}QB;D|Es}
zA#5)s@cZBVQ?r?2iRG5qdq^b4-roKWslwXf^FJrOr((6g4rq%?wgfYeC$~K2J}%uj
z_ovv~@Na)a;%u|7T)7e_o)PfzVe3kV&;?~>>yPH9rU}hkGpVu&;?=I+Uf5pm!pd-!
zowlH&Z_$dv#<)*k0_XATYR?k5q2#r;k1u$I&@HHe9L-g55<y&?h%ra_w_9L-PrPm2
znh|Q4iqnZa7k(KE9o{^F^`5>*)#f}Tp62<id2gFGSZplb7R{gC1+VGSQ<(V6KxHeB
zDvLK6<ZFkh^;3-_j!3udR9gjn|62wBXe^Vp)YP|GKKd;CcL6$~Fy<IU{*I#m($(yW
z7F?#g*u;ZI{I_F~=w;sB!K~tTrzcNxs_3^y9Wz5On%M;APtDFMNxgaVM$U#6Ev#hE
z+Musa_)`RJtF64g{ILq|>h85cX%mJHm%rcgq$CsyJ$3rD9aqG}tJkkxHUj$Fi$si5
zQc}QTJjWxGAi{CNb25}^ePiYG=_tNk<=~BX{I($jn?H@LtX%D5D;`#T-28b`SlG?J
zAyP;||F_?M+fjCXo`n+)8$bC@kzPx%pKK27kSW6D?%A}VT6UJh_T#BBs*{^Pk1Yq&
zF{DUot%|0l#<!Gly7Hc{(0tvX+Y922ska(uZ9o2<115U%dV&0<l9Y}<6;_$+Wb^3t
zijBolyO1L{{Fkg6HpUQ9Z5WRhMj}_~3Kb`$ZsV^SG_mKNOBNrBIn2T1Xb+yQgRi-j
zp~kg!bq`+fiAvQt_9aSLH`b5Ce}4O*)&A(~yUVi31rzfozw#Z*{%&Rni;hJJDcq8?
zT&}{2$R$F5<{4iQ8l2DH&c(TEYW^*%_3HkYmBStbabQ*|D=QVgUJF_65|2wvobeXI
zXAQ+cw|!{k*soBM)u-bJIG+C{3!dr&)4fW|@4&i*5Vj`6_II_^4JGhbhRG7VS*X3O
zS-i>y8j6T4j&BKK$coq&CfOi|O{EAtLW5<d>0cFHN3PwycTaYy5UP)h6tuHy_5A+v
z;&Lf91?Gm1Wt1>!{n-&K=hrFwdsxFyZedXlzCo1S7?mq_xM*lW@WQl(gkDXE?^dK-
zuhRyj!V=p%aB~VwkgIQt{+D68LeRPsRl_SJq<Ni2GLULnH!`ntHLr<DPfBvs{V=2p
z33Y4KlWyI7B6eruK}LYJZ73tbD@-^>KXYjH=r%f9dE;Rqc=953n-Z^Fy(({0sK^*H
zW(KpKKj*@ETU)2ga0^p4_>_khcjc)D9!YU=f9B`sy9-6mt*rk1#Mj*!D;7n)&m<XY
z3tzBBZ8_xP2zKLR*R&9{6tYejI`u&%%OIkexEr)JoupK!VeA{Ch<}i&Q|LjfTPBvL
zRvAD`n=V6iiM!q-k6#Kd^YM1f1=}Em7KVPN$T`-PY{j9nSHZ}T>Z77HL=C!K=YAhi
z-TBVfQRn^|=0wo-4XqRx7Z);iWauOdxz~T_%tJ)OW1WSyLh&=KxtOq>Tp8hp@-d$s
zOx{*pVA`BVJ}zbHuyUQR?OC558Lf^iBw1y5ozT%>KrstaQa(I8HB~PhqcXV{jje-q
z62dbw)+*cfg6ulNw@{=|Wv?H%xB9~N?9x<)2I-H=6N<Zu%oj){Ox|cT{PZ69$ZsdK
zU(}kY_QaUg`W-<e&&w3p4cKWHhGd3rjN0IJcL<q#_KODP#-+<uFVqKKtb62h8>A|V
zf>{}s_57wr6&SJ;laSC^YTHL$zI@qvRVHkgVb(yeBS*HE>Z_AT6=Ac!VS6;&{kZCC
z*&~1H3G+2pgt3MS^ir*&3m>_hI?VAH&&{D0-r3iO)zs1&Tkj)i@>>t(u-+vmju{yl
zMY7U7KOT`HxsAO4P;V7B88|D9qsPU^yB#@lB$}q^x9HT}+v~nQ^5%?WHFB>1gI7~g
z(Iq=&kS@GN|K_(DnL`CLmoR#nDidBpyLa{UkPVc2FRE*k|FXL;<<)6%2#MlHcB^AQ
z&D{e71JSeTa*omTT_#0ADkdrlLm$JGcDea1w=f}CrElS!t_%i4iWItrSEyTG_r(P~
zdGf^d?%li5$k0VI+t6V;b)l}>oqr;+Q4derT54KWtRRH;8_`3pnG^n*-7o`PUEj#=
zodG(@=+L1<(X0tCoNyhnaW*43l6Cy-_4flCSjF{zjVQ7;YHM05$q^2RB&mY=jwa8c
zs#`BAU)*E1?Kg}sZ__HVNcz~Ym(YY+qx)W@uoBVBazbQ=-pX21!r9S+HDi?48by?Y
zM(W%r7W{UE6x?fhg<w4ny3WqdQsmu|(h3*fwz#-cWbiy#FBRhQ7=cJ3d4|XU9bsx|
ziAa@oc-_6WaQ(-RA68O6vr!6@o(<_zmVGB1m0PzLB(ThMC?c^t6e-k!1LHQ)<d1Dx
zAJoCCV6oAvG?^lD*?DFEl-X-O=Gd0N40#f`1!GH)c<Cc{G00}s^4Z@)Gj})09#JCu
z(@D1O-lC04+6p(#9>(BjmK@#JUf{-0YM*_a_NKf*Ki!2k-cUn@HM)j+%rPVbQ4BCQ
zO=%j))Q8wNt;?vL6&xJ52a?gKtgP%=@<7np`394H?gqQ1%DRwumhT@urM8B#$P`z4
z_G}O>nK4pT!Caak*M)3(W0`IN6?J=h1DV+xFUR~AN4{^g&NLXtRBg!ii7!oxJphX}
zXnd}9u$!^ZPg}`T<x}19Y{Kzy{FDNCDLj0IXz6i7C1CF5N+KGBM(QUoJ-sM0U)FYZ
zAb<yTTWhmIB<HMqoWh~o>oOH23Z$q?aeFQ|idJ1+?b^1p`bMnY)YR0$vLy&ZkJT2b
zQfAM5hYwidf=n8zGLw#1pw#}s&o7i@W@0j;vbSkR^={c)Cm49FYM@)s><;juW?r&B
ze!M02s7U>{HI1pZ{oUn@*zWKHoRQ@5Q09bGlC*jC=acILkJ3<{!&z}-wa)Q$G@`<b
zOY@AB)ttBOgci|lgF&)Ys_SkJT#MvLfj;a<w>t&fByrF7WNm}<yLNYX`&fbV+jCu7
zM>ZV&Ca)b)Idd2lT3(+0^fqrns=BtnuWd59<oieu-+rTB(8i)OYc4m&b$EEV11Vuv
zA^(gvQ<YO$m7T~HQ7*c{2-H_*n2=xpA#oPhz^&4wHo7&NNtxSoaB!&m5OG+DWPq0M
z;yE*qGEpqRi3InYbPfISO5AFxR9$fG%_|UM6_?D+%p4cnNH)RchVSbe+UIDMZSGbT
z>RrEZ!r<-smEr@5d@7smn;&z|PgDji&aI$8f`s78Cbh$Sl`;coQlixoT2;&HTt|QK
zynfgxy$z9nG*)URoy62YU}iTF&W}uRg|iWCFyK`&KvIVH2vE0MLs?@0IVjqxwlF7y
z0m2|_#gO)PSwh&9Ymc89aOO5n^eHo~$l{qHKUOciUh)aG;hm!Gx;M@jJWzJj$qZYY
z!AI|w9B9r&ZFhN1j5qkWMR4<apC$9Q-G8sr);jA;PMI~|W#!viIIB$@TMAOVwhhw3
zCoc*mY=46IVEa%C%Fu2pOgSk9*Sf^N2Az|6(#l`1e`ET0>Q1#A8HRHR+L>n!jiZQa
z$SiIx%b+q&j)VLF&8xL<g7CYr`E9_&53K|b*9;?8SkpE*oeK5S$Kjby_wUPPt;2XD
z(%?VubD|{kMPD;i(1-FwGbRT37;w0uyL$zh&v`pnR4UbbI>8Kry|MWI)3{Bg9Zb{_
zkA_N-gposr9n)c3-L~kE5WM0LIn8g(St@BCoK+SC?is1mcT}e=<iadY3%K>sWNS?L
zZvIqD6?eXv4SjQ0b<-vMeng1s{!WcpGU<0-6m7Rxh2@GRA=<l+wJI>a+seJ~dF1dZ
z@|K*OA#QZCeQv5NJ}OH~!$6tw&a0(Ww9NKq5hw{LCrz$J)bToJed_70nY5K_W~?3-
z4e2LB^bToNwr;ynS0yUybH2pnSDMKMF;EZz*Vo*U44A^WX9RiHbz!I4ciu?*XOX0O
z*@j4%<dH}ia%Zk#XnTCATGX*GgI;gbhiLsRaw&!z!axOO3`^%(Y^O<vqVVA`&QxN1
zMpO6}hGavYTB9ZX##>{NkikkFtDy5nqHV|L1HVkLTJob+_X4P1>u*X{S68)2Aa7r<
zZnI2<7KiO4L(rO&Kf8G}0k;2kcL>yKT#?pIem4>^53F>YCDr|79_M3jV=^o>G+rEw
zohK9ubuTxsMRy}DmUZ38b>&~|WDo)_E$ZcjxoF}if<+`;PuIUzf8ugs+The$TG-xJ
z$1;FAU)-$wNVZ`Uo8?f>!^Z@^)mtIPK#=g)O8Rc;-jLsgYy0->Xe4E<{~pZ&-Q(sv
zli~;=SDY`eDk3+Qk8L;hgyusPK{)tg?5nzfAcn$;ZwWF^l3$OUz9@hZz=(YN@#W3L
zq%C5(7{tl`BEix3tusO%&5y4lT8IU6E5#Top+SqZM&Th)b>+1z)l-kZigewn%qAXz
z;!2T06T-_1l#m+3K0-RdKy{)>si;y_NvX+txpF2srVuG=c@N>VfEe`YbV#zUqc9^F
zyCqe#{*+Mc=vue>Vd1IkZJX3h#F28*VmuA9Kxu2EDi<KnflK+Rg&hdWuy{i>#$^>c
zS;HqpgQOnTI>l;>S~6Lne4HIw4(dhRVI~ENxNiFAKQ1@$$2>N;{+%lqUSiScTTI?A
zXPvULP)4nJ<h9z4w@@r|ii$c{Z2BRk7BSfK<<@S*Hz<JOEg72@NtU$BG+L^HhfQh+
z4~Lr0Nidnu54oAtw9(chS}>1sUE-OpJH(6EwhwH)6h&QwXwWOkm4ep>`Fiwro!SSE
z`PS#E$IQ$zAocg*p7=2y+_9151L-fQgqaIt-wKLXocaCopB`F^s8y-hI^S}ETq6l)
z=J<`N6JquG>U9A3nq&md2<8UfwLEy3*O`#Pppm*kV0_HQ0aeS3itBll9etNmM!Nau
ztz4FVitLvFWsrha#}JhbRtk0<$HdyRqEO?93Us%F&^b}<CJ6LB%tm0(tkdSrF@esT
zD9mFsW1JC4pu$lmWw@rTy}?i<sF*voMMH-!1&l++c<!X8JH-p|UUj}!(9q#RWNLVM
zRjnwd2Jw!Cmwew;a2@$JA~G4ITFV4;)#72y`=a*bTgA<95fe6|fBZ4M`NX9!L-~hJ
zkV^kWow0{{%ye$2ay<`F=AGqTzuDDD!Kj-WueVgL?-Vng@xl6S^|C^IK|fmP&SRe4
zH?ej0Lh?Igmp$Gf5b+~Bo<Pz_9977D$%pUTC0KkM;V;<i$H5m+o!a6a1OKuQ?+Rq~
zpq%-aXOLt0r0w%2O|KB}LT;o;@S;qvT@}35`P}!6;3Y3|G5OeMCj}ciY<$Q7z!<Nl
zf`jEt)qUu%6|MqmLmaPLkK?ZoX1#7&nSVJr)8RN#FeAW_K?<2;Q<UI-mX?@lr1M5R
z_ec5U_pYO|xnlM3S{JQ!)K4PLo0Q*}FE3;i;TEH^U9_`FjnPswj^G^AvxpFAw3b(@
zeLRzaYH$1TS|W1##Zw7-Mg=HNKMWKkt6%e9Z!itEA@612LZV;v+3_katPGB?<l!to
zQLSyU?y3`7Xj27HY1-{O`_mAWEyN2=wHM?c6-|^eHaAzhrK4~ps)-yHgIG_y;RBh#
zh45}SqJ`Q7*9mHQUB{XOS-bri)XEDM-XU8H0<M=QHiATmq#XbW1Z@9t+Q{X0h9;M)
z!eM#ha-H~DcRC6?iTf%_9^Mfu#=YHYUEhE?ZDLLPI3f3kBj*fMcTGULeG-`uYQ*SW
zM|f6n(Eb6A{u95_Q~xooc+{Ln@%XqE70aC@D<`K66XC6!ul3=*Jq~743zmy|I2?`#
zz|Vur6QX}ozA$~CMcMb$MY=9&7v6>?yc!<l_|b@@olWr|&d;D@3!kd{Qwe+-l7g9g
z>vXbNNU>z4&ir9Fe9vHyE`D`*H#a4G`-7#ZaiL%1Q8@N*ZtL}xjDR0Uw8M?D^ls_4
z@wvJrEALma_yWN)MWp5YD!2jrtEo>3kL)C?-aq;B`i!s+zqM~{x82-^CB`M;CRo5)
z-wY@|7Pr1P%x1_Pv{iIyhWc7mig3oL?$yiuZQJ&!KT<9<(|M*KG5kF@x`&jN5-b_2
z%JqzRHY|ItAk|&Angs1+4(dn?J~iaESRQX6T*}W<g%|i_E!L=IJ6ODfSJ7BR(LGQA
z2-%uAB^I@sK~Gz@T^*9XjRyltsNUz`nABpkL)YY$2tBJQH+<l4mU2ha&@%SK4>fSC
zIh6l|TqS|!(s9o?#R<|mcr_JV+e5%nxQCn|WhKGirSt^(=;_5W^H96nHwwm6)iv<0
ztev&K34H}@w1M1?Me3_ua>uceI{V=5Rb)zBTwLV2BJPh5Ds9}jzW7qU;BZQ^ca`;U
zcElq?=WI35Utn%y@=0ZeYs_RByU5H(_T}Xx8B}Z9!@X(gFd5lr&}%si2WU}oM#$=2
zJC_iIlbSAPi3Q1&lByU*DibZ4KDw^+=0#<;Bozxs2Cwb*Pg47Adwi-=gqNdHUIP}8
zk-cvbd}kd5<b~=VryKB|!WLfD&|wDq5Sq(L7<=yU%Cn*C1JMqlF`G|*#RZ~u3t+mU
zm?ir89uIr7p_pd}IGp%?Vfkzf4_-@p`$O>s(N!q<w$M@$qN1Uoi`<Z^MgG}%QcO#J
zRIMZL04yEthPp=L+l9|$%5nyQA~|LAnc!bT@N*VE24RScZ@H<pGfy;THsw99A&6xU
zl#}!giEg!R^kVb6R+P2gfO7_#UJ8AZAb6Yk7w;LGS9Xt<ydL!NV0#+sn*uE=NX~NT
zn0$Z)^`6`-ymKu&fp%p3OD8B;Bk6e`P8lr9?Vi%$9GI!{2)(%`J0ae-yJ1->!VKp;
z?#UJ0yo+*LUYX^CKfvlY5t$WAYqNbG464h6B0<;TGIRg+v~d$P;+SWV<T5V}m8l%;
z7mt;r-9bDkofN<C)bg;r%auFP5~5b8-_-Z@tG6pI(UsFJ&wiI&VmzBl4jcQc-+HY@
z&B6U>wdH|x*V&nk>s{L}-9u|59`%;!T!{~LBD7C(^4<K_2~(cWi$^z?!{$Ai4<RAL
z=OU|#<wIyE{IG3}->EuOKaA75ZGW#x2aZ-kR~4(bZCt07)kHq}2X5lx`L*Z$kpA$}
zvu4E>D@1-t+a9Bmg&%Pl+59xFwcNJfN^Zw+tNU7F%@DR`#!r)8uu7rU$w-Pk|4-TZ
z%^t`*$Td&xnrMth12@7~XrZdUtw4vK&+tru-w1v)`tD9@RLTWOi=eAeY@hsyqu;dq
zyb7XQCTo_rX01`bZ<4|q0QJDnGMux|Y|?ahl2Wg9`E(bxPgGt2&i!WG;i5}N3#w{3
zkvev4yQ#FeWY%373-u2(wwx5&9-j&P3CbD&)X^dgf}xln_2nR5Eav8uW}JMkMa?La
z>8~cIiofcfe?dB0Y3aJ%*7uj9ewGrJ%%~e{x!+-TbaZ^iJJQJ>ZPw3TN%vwnIF{KQ
zK2QC&BjCewR<iXFoz7aXh;M69-})~Pj-{K+DL@0Vj4LrsZpP^e`1z!<^ZwsI{vFLn
zL*sKqm*lf@cr7X#7p^4nJ%ijHYA@vu=_$~-S2&a5KN%QZOg=5H?`u`qt%xyp<`m?u
zbJBK>S0MrR$i-g9MR}+I?Opp0rKUXn&Ny;9Y=<fujZTB7>-%S*ww=W;6_O2W)@tR$
zp-uM+_gu~y6<SRK8YN0r6qEg;^*G(Ca`YBFF%ll;oZeRlTX*WC4bHDx<Qn1J(#MLa
zL$1cVKP%8jGZgZ0iNyS&NAWPq;I2C{Z-`Vxs9bJZRuOxMKwXCwx;FW+D~>k2VlE5O
zIAjC)$JC>B3m&i6I;JD%1r;-n5#^P2;YMS;(5)VfqsQ<ZL?iwO78*YRKavF2%4B|7
z1b0I1)YB9h;^48zyyH&JM?+O;Tel)owpCzq<T6~i{>pGx!5;DICooZi_34=7#jRls
z7}~iIV^Chp6%Okk$STUP?I|-3H3->dkUC^il9MmFeV?cHk=Ac!+wxpewxw+m&$bbr
zi9VW^y<yuKGIF5|aBZZUvvd4LLCtfhejgv>*)wtkb40a8A6*iO6ZRK~$;BnMMhC9V
z+^8V<B-j+-vfzn9Vx5JUAp8>DEqhs0(m0z*T8r)F>bD~YEe$clTcy$$P~V;&R_wLB
z7-}$|WU{R?+?Kn|w3u)0uNG(&^(AjCQz%|ba`TkqYcjqYe>d>es=UwOXQa_9qJ6Vu
z`!Hj^hPdM#JhCt#koA|D*SG@BqyL{&s<@;i{*0*TviB%ppb-+6E_t#9gkY|o<4fuO
zlU4b7c>>*CU0rpbKi|e7=jZ3^{yxeN3$)z@{CzcYab)0(kPxk2Hwl!fyIOsgfY4}K
ztnRj2s_Yxh);MfwZ=csaZHaY9HY|UBbvmkh8RW+^9;HB#_&hChm`|jc!rB3p2B4`L
z8=717(-lWgojPSDqGPMA(OB-Ant~m0E3Pz1LJGBk&>c<lRjM;Z*d)12)7%)yxxLr_
z{Nrf_v+q1Xu5%+>?CeZWPj~ov`Jes#`E$KhMr`ckR3(4+niw-69_ZY==RH1)rJxWS
z8$fU9pxXe7?V^Vd5O^Ti0Sa#mkWHdz2Uh^yPYCD%Ma^}0Imh0!I5)K2q?QNezKu<W
z+jzYfVB%mTsu)mR9E5lUuC>!?HIul;(Dhl6!(G-x^jfrgy78i+doS#gRYDufD=I1m
z>`<HEUq-J*G_<Vmp5W)7_1-@$5|A|zs>)iFOCrxxlb3UsCYs1LLG$@%-0VEghRv{U
zVf7Hv>BO`cw35D$kB{}n(~LHJ=r{&pMrP9zQw=!{cE%JXqMatTtzkbWH`lGQWy7L|
zx=p6+&3IELTY`nK`=3Pj`g3N@z{IqyD0DSPMdK7NDrZd4Ptz!gGrckRD9X4$efJXc
zm%LQOcsLlE7gky}t3OeoFd1N%%c4<CX_VU&Bx2h@qji$B?c^K~D%|Ba+88V4<kb&{
zMO`;W5M2#b`8~5<Op&TF%8KXufOb<Fr*Gu;8i2Cc;7Aa{{<LE&R`R)@7xl|i#L?e#
z&7INNIinIuHbKR)PuGXdZ0{yXS#Pic(CG!{x6us+giU!3O#safA`0I4wbu>OYUkg;
zLtGx@6IF+`4AAB<-?{r@LMAow1qPXua}B<~y(h{KxeDPI2O<UW?*>^2!f)wcEA+(W
zIeU7nT=?+!YTP4csx|e{UipH#iup!0Q}V34a%u9${+(~nYiX6iAuc4^3t!6=UN_&J
zMoDC<i}+?*+F9*gMcY;>$;Vj}4alzr@MWjO4DcT@7Op){>#u^k4i26TJ(liL!cb#i
zT;l%<O;@CwVB_JRoeSQ<ZOYAS3JkUEHP8e8i&ePoviZ0r4Sd#cnR2M)Sc7HFu~bCj
z;F+<-J2jFN6w6KQjU`0_on0arWAV~NE)2<1=($c%{D@vDO6jtQF!ZQ2cR}ARH%@^1
z7|UI-yeF3p^?BIGkEWNeSfy8#Qwd)4wKkFmzPr1$!c!NvW<bdz6K#vXH^huc^y$C+
zy>TC@Snt>3aYybxV`Q*LFEorsn*+SImHz}%t1i%zrW3Tix%Sd9S4%KuYNl?$^;Y@m
zve`b(H)jNA2kZLXsvdnfnEURjN`^`Wd}*OE!=LGYd??aj!aYce&~|w{qo1jTfb7jJ
za?lql%n3ogLo#zRh27Y3?>Ao7=ax=Ol+Tw74s0_QfFN{jvNFiknH#$#9qQq7IItzE
zsroR8V+DTblO<uZ@*1}LS_>!=vu-bHh(7SP6~|bv+7l)*3kMY&0I^oRqF^mo6%m!#
z)4$KZzJFRdW*)Gzx|N5++xfEx48!<<w0&;KxnGU5OL5qW#urqx0@Qkr@Le&m207Xf
z%jX(J<e+aX;0tuva<|0`wr(Dt1f*U4rAC^Roq1|VV9ormuOvRcqRjrxDb#>oTZTD`
z;m#)hJ%p~aApF5TVpyyU5ZAw57#q5vs!DM>2nB@}ASaKjvo-m1YH!(}vR~&G|Buc8
zI~87hjKawSpJ+tJudaFn@+YS4<$o0X=V^c?>N@}O?4Ow-tFLgPsgVPI{aH?cgnnMq
z*r-T7{PflC>G~0cr*A_4hqtJIKa)7Sp%)m~PzGc=i5R^OC#B?+obE))`1>XgA3E(U
z0qz}~Phmv$e?AB}^2mQa`}ml03@8i;aFG8;H$u8o7~j9cS6@Bq+F@|LxU$lJE2{lN
z>k+FDwH|-|`DbLN8e0eluW*k0W@h3|e)PD(L8Ib|ibPLiAYbed-NM^HvUjiZcw%RF
z;lc$?MdZR?hK7cFBL8J@IC%b2W8fORxUB4*=N~-kr|NP4?q5<`8g<Sc49WUD0k=#Q
zXD=P_QYEN8<<^AW=?5_wsH1V6oj+ZU8W|hg?L@zNwZgpL&%wIrd5F*ou2tb+j*{Qv
zwO;?A$!@S4E%`s5i*JsKp*GI<<s~KcKE?|29LI)xUVB90s(3V}5E~mCy=I9*wR%mi
z`9G5XiG}<+>3QAMt0_=TsPXR{x6B7y*U~bWI}`TN|FL_Z?0JuIX%P82YF{#LYX3VP
z;A<g~l{vq@{XZK!PV}>7c)(#-0@dh&qVL=}prm=XA2{3z<g!a_S%S>cMa$m>!)#CO
zh*A;txW?LJEl1J)1~mD%f-i-W{tkKM3tSW4-ICbOEcJ-U(~h`k;R`?n+}oK|Wd%F^
zI{712cwdGjC-<?pY;ysRw}{v0lip*_g?C+CN}7R=E{oa;XaLTL{MObCw<B4mITxNg
zI68I%J?z(PKK}GVP`noiROYQA4LA2Tsci9<75oplCro<2>FUx){3^ACUX5+E8H}eo
zSheYU6GtWoFI?!QeB$Idm$$#yOL=ekwZ!GZ4JpM(`+HJW_4oB}uG}szE{+9kv8{XC
zuHUOyue_}G0omAfV>V5UZIQUGso4dT>;=-wK_01r?6k{4Kwi=TDtrid_g*M2Y_w_v
z!LTigmm}QM%-mR<8QQ1|xA#auE2d7PWw*TavTv@?T~bsEu;V^o@4t$9wMxBnfP?2{
zTidC(VPS5tR2kFO#>TN^tuT_cKeQ1K3IHkFuw9IdoXP2|-kWQ>f(q_wwjD>$Z9ZQ#
z*$!T6(Ejb{(WtWi7wU${&hsxf9jw3rDDB?&`>u0zihjrv5_(B)e%eEN#C2TX13WYz
zmzS3Tva|p4`j5d}ZN3I-v=X{`;_Z2jDM0Z-4;IHLZzPk+&0ySRfvRy=SNC0H<T0^t
z=%ggloZq$p0M`X4J=vP)XB<vvd9r0X*)BR37(Iw|Iy+I_SSZSk94ib87LMWeX3J=<
z69nvJP&dzyg1o#tK|zgEQ&R#Y;h?!}y;fpjCTgr64+x`0??5-V@*Tj~Bz`)s)N@HD
zE1yd{3Ua~V=E`%gbR~AQVKcr0*l2Z~-$Q`zuBW1K;`J@rYbEA6L4yFd#l4Yk9ie;z
zZlyEm;v8e9#VrqiN@4dX3Jk_~3Z+kVe|)ptJc~HLwv-0OtiuB@;`R`+4m7pcqf+&1
zKrN0s6%3K+AIpQh8*fCGcDn%!$AcSyM4tk9Fg{jH`>UX1+Ih~y$KPGhNtC~WE9}ed
zV}<QA!#duD@!npj-3OsJS7d>$JZwH!+TX;fP61vdX=LQ#jjgHp>8yz3veh;K%)0h?
zT4UYQ$t>so2lE1Y+h>7<Rc7UbhgJtMT&PIB6j@DxQ!gq^_{Qs|!pa9=1EfMML9mYP
z!|2G0$)y4e%}kvjs$DwLRlL5<EiEYtZT&vrad+La0L+cn6$y#yc22%`HNA@6n;l1h
z3+#cqbG}SyB@`^e*wn(a0-n%5U=%y^VVmi{^5aW~2mN-N>Zg}{3eO_HeECxS_!IX$
zn;CBeAksz!z)!Kc!djc+i-yi`R~l&*@qmQvthch`M#mP9#&3_0F(&iOlh`4l+s8%O
z7=LE?>iyk`a!UoOclvgv`d1(~hG~VbXYTJf=B~Ir+GtvCjR%r?qgBPz2a<wWqj|hK
zhn?R0?(J-8{WOUvy6ARY86fH{fJ+}W6KiYbsoqg<(tytZ_*pVL!}eLW4GSfuR`-5?
zmypl}EJSXR1M9#(BshvytLN#8G<2)TlUKGOd}K@&VzlJTt=c39-2H+EK{jk<OnxjV
zT!w0T>`!`FHp4D*a6Eg;UGrMPWo&(ItXa=(o5dQF79#JYZRgs#^SR}fHTuq1Q^;D{
z+Cs)36B37O2B$8`T`G}hnWRGJYlC<p?xRokRW(wfW~Qcs>ZXYMLm?sQF7CYVRDedS
zwK1=>+)U+peTBE*CEQe+5N`j;RS!9zp9K5uwS}B5^xBw7T~VNr>HYiX0Mq_VW`eD9
z`*CR|a0fuImr@4;{+S0cNa4rD-ED^4!Q2OsemD0kswZ4-$=dk>`n$tJ`Gd2WVmW6{
zG1G!VO>xYS8JuH~PnNT?i<elr!t{v&55)EcojjK(bY(pi#wE33@a+i&yhZIhGq>uJ
zo4iwZ9tSkya1p!I|4#h}krbzIx}0v?Tc$OFVq!wG*Ah&II+G92Zu(jogkg!B&ZUb=
z7j;~2tr>qSUs$lBq0vuGCt!`%7GIlN0`~#*P-tu;ejjSghA8x_Wy2r1JTfgzkhZA3
z!;bsiK$d}X@l6aAuR)IX<K{-H>~e7=wGucIwep2u>x6fImbz5sT~5rBO}t7Q@yPI^
zNxG3L@B-nG7P9@v*3rygh5(23d!TUqDWim3u>b3&q;=yE&(1=bMQDr5!ccKX73rF1
zX-s8GaZtln056mGp!T(;)a~scYD<<Ki5c7ElaVl~-xo7^B2F-OCe^~=1(Ooiwi5Lc
z_32$oit`ZHz`5eq1|i~M5J@I6*v831CMO5S2c3u@7m&|bE#;^^h4{Q4R?7DJJat0_
zJ(pK|rtq%ZRVXU!h^eB3HSLX!ch`j|^eN}HzvQkJ3#Kfg<S)74LokEK`U=u~dT(@i
z&~!<Qi@?qVk2)!jf!DZ?)pp4&6?9}jHRruWpKKvdGh8A+rx!>azGZj^9_ga)5Z^ST
z6O?l1^d3kB7V80H#pMmUgT3iWI+u<zNc@Zc8+h%-XPlM()4{D#l!b2_+50azCegnU
zb&;9;K`woUE){%bEYxl#{EYDF8cM<4rDW!SU<Qz#<z%k|XJXDS%AGWpp_pJ5{ALa|
zv_zkwHVD0JNQa)rH`~Zb15+bn=&#{NMQ}5hf`UD#)476j@cMDH8X0lj<o?Bx+NPGR
z&6#9hbg(g5EA__iyg^tT01<sfb|rlbw$TMGWxnjFlHo4lb_Ub-@D*dTy476*e-mnJ
z_lZWXR{bsnpxXkC7G-A^163AXmbM$R9L+f|Bmixj=np!-<Pw`q`OR7KI6&1(FGczd
zQC5WQQ}Wd91~`cFC)|ywxehDJxVrgP=^kt8z8>e@cblprP&Fx~kGm$TiO~(pzKsnq
z&cR1{y_>F5KkbN9L+$WS=ib0gqXlGg210vWyI<f_kmwd}afbFTpocno2mr7{%(E1w
z(pM|wOV<<3Y)%>sMv_3v?B(fodGr7g>mqC%x;yr$>+9K<uuNiOf#g6-uzwPXa^E<K
zGyBqCg@dWk>%it2`LT;PWu8jxF#;DK>L@&J`6OpCg;z2ktBP<X5bz)%A4XdzB%UA?
zWFGBstean6KJ=2|w&t@ClY$?4!1ipO4Cnzq3-ahht;_J0+{}MeC?Ic+&jsO|efjw}
z!R1D=7Nw~^fPe4?{ym{?HhH?j0_-=e+8BAUM9}W%Ux?Ee={9YlEI+Y_WAAm_*}2M9
zkvFHV_IT;&?R%UpOArm`6K8n%&kG6+Z=Xlss({Lm>m?~j*PM|7Ug^oC*i+I3+=!fz
zh0AvGFCc}mI|!<&Lo|vlekX)&om5O=j{C&?(mEs!CDL6~9lri9CbQ5X<RSkonRi}(
z9q8;|t14o=2zm;40f0^eM#X4I9#BJJ)v6e;8dD&h^`yw*@?lO^R%vWy$H>CsiesAB
zi!$4`)`2w_H74+)cn}b(z{eRmzX53u0WlSV%vE3jPNwK-3Df`sn+G0K$b^;-=NvWp
zq8{3wD-Dyq&L*9`e=#FYJ6zA-yge3qMOnQVsM=rh-&PYZ4nTxKVyRdqZ-S{XW2VXW
zBpXpq1vLfh3obBZ4se`Uc*a<+gu~h1$heFQsjyv|ZItsji2RV$s)d<xjWX7C^iMVg
z8ujAt65G|PwNcE?1q~>I-hqBAF`k1GhVoJ}$Kr46tj@0^d2a)XbYAP5Ng*Ky__BDO
zq1j+lEZ!u(^2IU1CtMDU70j7=AX(dU8R9oJ5YEg1I>Z(@Z0tQ<-kR8AmDou1<XPf3
z$NjzCC})NRx0**KK6f1l$r=u?;SP@nx=VOXqF_H+)VuS%H)GgLh_~#i=gI1)hM~r`
zz|zaMGO#_xX}*JZy@w371;wu@kFpJAT2Uv!3bkC3F<f1^@UnBru!7MH(WfZQzE$a<
zuWx`7SuQM$v5YV#EO0WGmt}Bg?R@Royj#?xT;jwIu=PYrtwWNB$_5HEf=ar$rO?;%
z&65DI=-9n??_MMepQ%d8w`<}41Nyf3fC*k?7c9^z00U*Wli3hni^D`tQwUzm_H1cA
z^8WOKSIg6A`Lw90blBcnrtoNn+hhER;d8~@Iuirkz*=$vtf!K*08Cat`SM$?6wRY;
z7tR&PriTOPvR_&)<zfjv{l@w?z66xB3*Z5sSpXw1Jb3p0)MLWd%=vq^V*ocg<vpXl
zQb)X;Q#j8yE1#5ildh2nHMXWjSU-OJSk2G%xiCxIv&!QjKkMTAkS!LhVIk_Q-3>+A
zTQ0Qp{kUf2XtpehBP{ITf#uZpFQ7zROl|+8h^0ll>5{Gsb?VRB^>cEsWS1lWc}$TQ
zO?hP{58|jfQCcr82;@w{EFO~bVaQs^>b=K7Gj_Imkg?V*7<RO)V*MiTa~F8g9w=hl
z<7yf@t8O~09Uir?x-8*8f(UXOG1X_6bkYOgW-;-H1yngs^xpDglM+0xqp2I$6SdcM
z6Hh7|joTb%*IScn?438QkZvtk@e+Pzi2J^`W9)H36&F%})vwLx^9lz!!I^5WwvF&a
zmyFEa5quYWN%&OSexmE8t4R~n!-F!Hi7~lc;9w`dcCs4=P#Id87iA1%2gM|N^S^5x
zC(N_^1p-d8I|RP@5Q|sMQ-sgzovzu=Q<CZ%)lL7^k1+YG17R}_I_J#$0?wHKwgKp7
zu)j0A+aTOvn%}gu?#Dgshx>BDCX$mzS24&9#k~J>4|6&7VC0>*kwXEvZO`0Er{`5x
zhQ{I&*raNI_HF@(ex2U<M(XQv_?wc=<V%8MV)#JI0s=_o96wL7I~mTMTX@sh6xqAZ
z{zCKL>~i^M%2%|ad7|y&L(%xrssXo-hYOML_+K<lyUwrrJabFA@}bLuYlnA;Zr-t_
zjKMh=ah_r6XV%#}cx3}TI2;@?V(gZR9oZ<<?MmNQuUvL2@5HQg&BL8LZ~y1!|D6Th
zjRIx&!X5?tmS{zAInS{-d}capoe6osNyP3o5LWbks~*AK1(4n4zME^2zw;|~uXDWy
zf`tvJx~Fp9NX4n0{Ksyr-YZw8;BNfI!08p>sz=;Jog3WEvLo#NaC_P;yc6~7zK*2g
zFWyK^UAp4|9UBXO#Xeua1M{by<1aOBl&q(|*e$lrsyu1C***?x3wAW<0=B4gzy<0J
zP<J;V{3Ss7-{HWHZVsSoR1qafR5m~1LNB#2Z8B9A`mfcO*$M<m)Sq3**#(P_<Ag}v
zl2<vu3oi=x&Y?@dx*GGa1VOt1LofRPF*OPOTdX<u)zu)Kyw(mzBg5x*>waP9oR4Po
ze$t)DnzE=idq+p1r?})~fk5D?odV3ie*=o$G61p&C?E;@#_jWOHIB<X>x4Wy&d)Z_
zqtV>BAb}@J^8dMC#Ec_F|JC4)8x>vT<Fwc-Rfe%f)@IVC7)Eu7<*UdA{7VrIj<G*}
z54CITEXYK+Mse%Z*q*#>CE-1JEH;^|&D|5vGb||Xn2vmqn^m*`Jl*4f$v_EOUb_d%
zVc<d3xz4VU+FqVGF>+i_i~-7v&F7d0PCkS=Q!C$h$Cjsi;90$3NzwCCa`1;V%h&yE
zCzqIdtv<8*RDVEaTllg{O0LWU=IkWL)hphK%T;Ivj|`bZs2`tSMR&_ffP!IuMJGur
z!Pr1~xX2Fu?w$R({<2-ZaU$FGZnp(2ymCv3y*WGi+F+)81L#%B2Nvd2{QTmFg?-;P
z1D~y4YqX?gT_=)c?Z{R0gGyz)DzuI~eL;QSdXe`m+cX?gdB6^Tyahn&{IW9FHmDYK
zb7v;i<13qQ0Hh%_qsD)E(z{0n*ICo2LY~`N-vGh2&hUpCHhvNXXz>oe@g{$d_{w=u
z<|=IDFJ;QubqI{Mx+zPoV|axXP1q&%u@R7V?@QHxJ81s?(FYU)VL?MDCM9(P<l@?F
zBiZ*hA>jfrI~G&x*s3i%j(1dLk!RS_-0Rn`wd@9QgxS^GqkjXQxvLyI>EbFjVbf^9
zV$j4%Rz6XntE6fCfvB-<(>Azht7uIc%Dtjv4z#WOS(xsJrZ%kCEoGE`M~pTH*8FOu
z@KT-d1LJ@k_51Mb-zNhRIxv8jw~=))bObT5@6yEMOce^G!DG8+rii<A2tbkitVjEH
z16jR*`Euf_knf-EJu2P&Xr~qUZ6MZ6AjEdDrT6wxHY>$u2O4~4e|7w@;TP2p^fWZ<
zCSUvTP~?Vp-b&g`A28lpi5PR%z7+OLW;bbge?F-#z_e`e&bI>E&gzdh(v7@E^L8$3
zMmjv~<g9g$QCis=2b4!6cF#)^8FB8OsF|oOXC)gHMT#ho@pSyM&VT&)ao1ge_ao5b
z0y}7=St72V)N0>#Di8=u*6x<Jw$i{sUUBk-WxZ#1Bm{bo&2)*i7pec~iWgV-?W{ZS
z&hrepoRbHt70*ZKEJMx|w%w>!%h|d3WYG|*K%H{gxIh5v2vuW&#*t38llBL$q@n`0
zQ7$6UNMSevE`i;(vIRWb(<?Yp1slhE_g;J592y?(0y$SQ$=WX^fS|g+Wk796;4Ve7
zT&`_XKzqo^kXr7mNER(1f!n<tmow=fHW@(W#jWJ>;(aMJ)}2h9h|fV~jk(LQ5qv5m
zJhy4EAv=8?Tc_|nVCqfGdZLjE7TeI~5mP1qC3)0|<o~XQjBQNqXw0NOw-jtBd}k-a
ztd<hG_9ZR^N5}2k)x~H>&TQ}=<OGx~$n0iWOR0blC$CO-M~Pbdm9|d8$xVfBs+38O
znu++a?aa|I1Pg%i=!QSo<gX|JIEh?ARD|(b=jG*%NCC4PnY}K63R*QxBsPXdnwCBo
z1(DiSOgq}u*BUt7BxPg<h-|qNaD~)Wz(L^xj_(G7C1AbeLyb~^BxM2@rWBh>>F$^g
zvh|<oNudVxu%EpL=H~PDOP}~u<)xMhg$B7R$mPk2Gk^Ty5DdO&Rl%N7nWd>IdrNio
zr_@!pNF7iHDl>V=r)P(bx&mf9sw0m)kVif*CDl993T)&44Pih5a0AS}6l*5?rHHJE
z-C*8bKs(jlaQ~&wf&dalb8n)<l5jTwDvRotZkRenmC<8ks1*xFBVcgGEPmuC*~q$w
z0m>5=R5|Bo4t$W^4!>m6av0mgr=Ts2d{<spRyKeVzV;}*ss-7U3XH9;f`Wn_j38Hw
zd53MQC3$2SP`|s8Z4cQ#(>gjC+hkQx$zTUK_b|W;G+AMT7z?}Z8vf+Rpib>z=`cTl
zhiY-vYQ{^|Z}B0vQZsCCy->AbF@oLTRloC(ShSP(*>c6%txJ1aY?<MwqFa`US>?XO
ztG~Wzb!AmtX0^m%4j9`Q{_QGVvA!SxxL2oyFMsZTbtU)3#MIJnV0=O?GmXQ1d+1q&
zmryYyIc=!%PoP02uw7rB_Jqr8iWB}oOqOB}IDbK7ic-SR15ONJ^cOU4LEgja@4Mfr
zxq&RH9R`o0Gv#-m*}8eC(~Bv&zMFRT-&5pE^=s6SSE}KYDZW81tr@`nI?(yGc2M^N
z=sD}|jH}gGSLo)Qt7X2B&o!tKPBk_%dh+gEzccIbS<mopB<MfUf@K$j&M}dox$|OV
z;~F{S*VemDIS5$3%?5a&NS#+r!4xNfC^$HBoK5DgBo_b#tO=x0sq)9IHt8Lrg7c8U
z!OIhk)|U5{D^p^(gLKhfN^rz63}Twi0oOGZYsZL0?+y~F*%#I~hZp-^*s)zv`2d?}
z`4x&gb$Ej{Z1~BnTl-<APR#=b!{y8hn_-=64Ju>Teo`#8ZdIq5rC&x7D)&(~;A$_7
zO48cUPns**-9I`Ah1vuah}VZ6W1|IMbOm>D?MZ^EnY9C#CbYi5cnDgQZ~V%v++x~W
zv?U!m7NS!yAdwz7aUb~6BO#f*obM&`k$*B|AhNVu7NVrIXJv$x37Lp@L`C%W=Dmm(
z2oH=iPBI}j_B@+5U9fPO(C4*>T~JUUC8JeQJDXZhmGY4nkvD@k7Gt3ZqCgVppD~DD
z<+M0jn+-UcLQ^W#wo-qE^sS7$hkOs=jAnhvd#X}CJT|nF^&w~&j7z>Bee43eL2?JM
z9I{`foLcVh0^vZWf?#xn&H(L%kTxOi?+M(i0KDlYk<Fb$AMn1goM#zv0^?`IzW@~p
z0IJ1!Kyh)IA><k;F*D>ja*@A7Pm~~!K@s<pph|j(7?%Qc0^HtZCI`kNo60v0xN}vD
zWuKAvkKHr1IiD{%5gjb$zM+G4^GDGa0bG_dE7$Yw5yf+u5*xG8m_npFwB`XVz@;u1
zzV8fs<lxW^Cp%rNfLnqQ!Ji!t&n6b7vD<X$JuB>nC3jq*DhNXj-2(WaWcd54>;lLc
zDF3Cl`GV9)+;CP2cR6OJ2)+U1A3|!^NKXvB(ATr}uyLI5$SA;-yC>;LHGJ-@9@c#_
zp}lQK9CI^J8?j$XZPi=kTw85!ZuS!<J?%~T1m^tPAq&4QH2p@wp{S&@SbDrvrc~WN
zA(1T$o=f{u_-eea*o~Ra^d%P%M7JDcKUqaYmy6W!=M@$TnP)44YIciF5+wgwInkQ{
zlN`*7<K~5y-cOxQj*9lZf-;8a<2RlYZx*D`iwWK3geD=#&4BlI=H18Ud}o(iS^8{R
zJ6EoO`z}MfumvF}?k`ySKvB}V#+$LHNVjexwE^*|qYt2Q`;JIKDJp^67`|3qu(*7K
ztP$}yyF_GbJzDX9r7x75*KP+vi;C<vKDVw6t@NX>PU@w?ZZvkOg634MHA%q!!YT$`
zttSdMstYFn7`V+J?9pPj^KZRTqSv(Xb;;W?@r#oVc8h2qDb+0zTQa8j>P__OCOa+#
zK=ST5ZBg#?zqC5Px)%Q@11i~OU>~`QatqZL?GMiwbpNi1nFMXOglUX^j(#So_lJe8
z3C(KnJ73sawS4mci!*A4wW-D(mbVJ8(P}+>7O>nT`D<k#jPM7C!@uv%)eX?|RPWJl
zFPJQ_nXdFn467;SLebMv_DyQq(I#7(>~ukl-r93I%&_!m8QvV|d00-}o>kp9uK-<M
zXAWyA-;G#-`*~|v*10;bQ0MB1i&KD9(R8o>{z8j{g-O)i*#7dd#I!Ur^qbV1v7Qs|
zS88A;&-MS|=iuP_3sL9PCUrM1W6mO`=!QmP;k}T^T}r}2V-P5`K1<kf0hKP__YXk_
zz5vV!s1V}hK4)$u{ZVKhJ!2A_e#<@I7>lXMho4%Ir~UZxBsVb!8ZagT57l(LGj$mf
zVj_y#eB30WZOd}QPQb731BKEpDAJ4CA&Ar|kI9bur&hlRo?lnnF%8h8`wmgp#BF`(
zEquK$2{t&Wmc#uR)AQ`c#CXzr1E!*&X$*}X9y7AY#1t1VjQw;5a;AvV89W*TK(Svg
zP5wGt0BstVGGUt@IcySIx@4nT|6pjE>YC(5&Q152WV7o5H{XwKw`J+-CA))U;eF{g
z4;T8!3iEIpu^i!>PE;P6AG(Kdfw^+oxqVy*?wDnNNT_8s-Q-h;0X@4?JN3Nti$Y9I
z(_KzmcE_vEdt+NNp!g@?B4}fJY7J1T#aPBVCm%YWDM-BZUgZUBYT%e&xkoW?&bWj0
z0xA%A(}ZajH70WA&`Tvz&*hs)idu4;L?hAA_1IYa*jr-8a8@>vW7z0uD-3jnQklOv
zvxX&|nggaf$@nZbFuN=*?LS&Evoih`bvaA0bX%p$ow7SnpbxN+mgiU*Z|Qn{6QD;U
zXNP*GcN6q@{B-jH`CyY!GddVh48}v4IZseO<NDt5LVt<~M>y>D-4i!FUUVj5-%Pd6
zqbyp$BGxtJeckby6>3ZyngWgvBay(VlVXqL*_Iw9PcT%npyxi9g&{T#Swt?S1^jrW
zb>E;+7Ewo?8^~3L!SF>x=L(3Fq2m){<yJJQh2Q<kIY-Yx`U#CGg=yZePyRK0j?8A(
z<WmN}6~bZ$;|`z=OOi_25_D(c5VtM>@$%KK{L(g8OU)`_kkj)>{6J41potz<0RNPo
zkaIx}_tXqN)zRK|!2!YrotNKFkT8RM=sU0RLV#?d6pMI~&HV~^p`^sLB0cR>ueiO-
zC*P(uySz6|z2i(3rTd}qP|~lW>W5n%!+??8KR>ZOZgH?Z<SOsn{Dvq0UrZRjf7nhv
zMpHPK`#C5VUCst?LoxwmJfj@Vy@j-BB1S<G4QTZRwjYOV$c##8wc%AkcpAq<l$Bkj
z%C=N4kqdw~K|3RCFEF>DSi~nNIJ9lftAJIFAXR9E!-jr&Q<@6^5B0!J+Syn;Xg2h!
zU~VdNGjHT32giA#v&z$VV^fpfoJA(xY3us4<#^pb5!qr@$rqkgG<f+ZBpj$)Ymu&+
zyeQ|NcOyK;o?6$eoRPE`vgiE_dTX^WW{TGUDa#3ZBA-A(9z!Fy+V*$*c<$6Gd@DHs
z#rF(lW$Ig!uHG%@EUwhdoCON9*Z3azwS`1B-0j>1oGOq~5Ydw%YxrtV!vMPaEbljE
z&={%ZX;!1Hy7`S$?2}<36#*+zX>$*b=MKYMj_3AdU_3w-Q>0PC9B|7KY#q~_xEIj@
z=_GFFLq>*4xq^8hU$3G#vAoVF4CD-;c4pmw&H2y-<asKLi3}twf?Ez#Q0lI&%+3Do
z1Us@z?q9rI*mvCWjO!$e;zni6c_QdZoMJa%uOy=d7oxeZLj}r>w=fwMB5xX(H)h#|
zaK`dfya6mjn_~ONAAfYLA<k4_2F!|Hzh9Zp!T0>A{cqch`@_;hPoMsm`Gy*-S}FO?
z$2QI5YT;+i?jOO?37wt)JfNq3tiB@13a^0?46u5MHo`ZJMUSy?|JE#kjr2UU&^n;2
z;B&7ImT)9Ly01K2Fsr2an*qZ4{r!jn#Y5ILzXAMsbG80^CxONNy~Sg}GO%|Iz9V_F
zuMR*m@iM5oHsh|p(C-tOy<J{$qn8KhLm_}{ESUS<4S&D+=f|T*ULW*)17YJg1lXA@
z8#Nh30clI|S$Sb}tpZpp9PbB<KU*vt3avQ#h`M#;B4rM=3$uS<Alz(-ME=WPhXs*t
zD3wDaj?@8~<e@Xpx4d!_aQH&_K+vUboSS`uqh8||PJhk#d)la$WV3eZ&s+8;9*&+h
zm@@TYhph`nz(oNFX%Rtjz-$VKvNrM!#lp}0GHeBeLU!9D?eFS11*>nWTO0o+LlogD
zFUNMpm46Wt6a$wR{*&D^#}S}e@p9o!$z0JL!BL3`w|=%oi(~9x7T~q3j`sG(5I;1k
z>gEeZ6`R4#lKe&Z#YhyF#X=7`h;$1;MZ^f01Mzq`f(b;A6Fh&`3NTebr#DLYC`Ujl
z<EEqX{ubvi-qGs~jQ^D&c4#bTS5X|plF?@Raho0OE^+8ydhMqQbmymPoSaovRUO_y
z0BL*4$zkJ=F}vP8yWD=s8qlZV{)Gd~yGfm$8~dLK=Pwg^-n(FfsW)KDi7M%*$h-9*
zZ$5kX?)Om)B584?>eEAmUrwXW_dS1#Az(j$QOI<*;3;;=<=0_7ezB@J^Hj0GCy*9u
zm8{bBgSh~C+Aqx6hy;Tlzu74^F4Wg*&#JCAT3uWF<n5U3;JuTs{-Oie!XzFt^}x?C
z0Lu~f=k_*m69ia?w&0WREq8V3EIljpEjY~aJPthZY}47vOV<jAU$V<+U@LnGMCE60
zl+PU<kl7o`l=;9u$}hrLBwsJ-Ua3ozL%O<ZHMYh%PF(0(`N)Gmr%f?&zvJ5EIKqJl
z{0ulwsM<B{AIk?GJ${_M(&RJSyC?D+<UdZRlP6CeNE-br4ld`LAyKzieZuI%XvEX*
zr-GN`PVu{O+0fkne1kpHwYm3n-{2evNA?M|pRk$&m-^ucyxf4B|I+F#+6yS>_FQj>
zyv=G}Q74a}Ltu|p_q$N`s&L}{MG#+tNT+C7(jqOMy=VWmAM)=w{!TAXL@Lp(slx(%
zFdJ`XGUPcgb{oOo<z~b$Qb~X|v=M!`iv2WEE&bo+rw}q)p#O`lw+x8tjk-rs5ivmo
zkrEg}8YKlJ1cnajW~3XGltw{C(m_Im0VG9AhLXmDp?m01KwyUM=00cqz3=_s_~HjV
zbK;5p?7jBdYokB*(1b$@J0XcM2qCT$ik6z-R%hv>u(W=xfSwb}7linL8QcHXU2CO?
z`Nnr4KcD`^qHge=L`1y*ma)89z4}cz&JD*IHlJ9OQ>*s>anA>qgFD)sCB=e?SuhrB
z`4XWLmytp>J5;Zpgi201y4k54x|m6b;G*0{y0nhdk4oxMSY_2$+8lamBn~_~oN>}Q
zfG4WyK~J>5NQm25+>5s1hxY}=>zM@vzURDh=wgTd4!Ds7O`){_ML&Kp5C(Rj5*GS%
z4+S((GPP8Rdacc7{(<1!2ZAtQ)!+#q!sJQdI4&pFj)*1HtE!}K;oeSf7m1^NKFBK!
zC#iBf*-Uf^lt_cU4%Wg$!rt|!4NUiZ6Fy8`x|JEfcT4PxQ^eRk=vhrC|J`h+?^)|%
z{{lld{2bU|z|oS2eps%mZdT7TiAz<HZoU8_jc%KZ-~U7OGpL|}4)HdsF4E<4!bQ)$
z|3oVG$?gL}Kw;=+yz=@aZMvi=xKYS7R4_$U9$8U2-*el6g7L;2sHd#b$@El<@G6{l
zCAf89QVB{*qikc^hyn463F`9J{)Nd!S0@y(c|<ZEgh}o8%I@|g;XLjOaVRUpazd{u
zL>NN*vKMhGBQ<&7`56``B<C}E;o1gnoBOw*D~K8YO~Od#ME{>0MZXu_Rev#)4ir>0
z7CcFMgKap594W?g;KGn;LRO_b*$Y=AjfU%4I+tHrOtYl9;RR-ch-irsvQ0g<SX;%c
z!@Y)vPqi7&UF<k821G=|($F(9)B#9uqikL}#;z1}H7bsf_{ca<7$y;r7I7w4)N}UC
zzJf>Ms(8hkDdHy{8S>S(7aWV+1ot5N_8eOL_CA5Vza{%w`NZ4YOwb0ei5FAp=MB5r
zoWK|oH3bo7%f%9fPMd2v$m9YF95z?f@}TV07wLbihK}DT4}BQvb!8-xV2DEq5>zq;
zF5Ja$U4A9FrZDbDR_yox;r*p;VpkGO;LxrRZd;UC)@p<(xAS{po!xvG$nA*gU%-%B
zRcGdE=)3Z7@4kiJlK9KpYf&0NKj4!XcAz^65wy6<46J!P`kXUueMIb=I15Q_2K)dG
zv{8Ce?Ju6|&sBd17;6eiyCA>JKXZnNY52VMOwOzRMQS%*?*W<m=`Rf@w+Vb;BC4Cu
zdlhf{${*~^g<dBjN_zy(t@e%OZ!NDXB#+gdPz^_$3RYrvWga!s(7S{U>iPi-=G!<=
zrK*nVG>nOT6VE(>>K{7pq|KhF^DkNADcZn4gDxe8)Fg;9I{OzCw^Wkee`?zI$y7A1
z^DGm3kqN~WL?K_&R8E19r3t|jfGO$@szBO+L&XPlCDwO=0V6$#*%J4Xd~5IVtFXg!
z-*VAg@$uGIi-{vi9_RsQIC#!xftve}_5<FkaTs8IC#{23W!z<3rtBReVvZ(p>TI$v
zW(&UzU2SpWmgEM8We(lW_YSC{r~;aw4e)FPpz7d9egMZ)1q{ydCqJ$p2Brd*W_5i4
z;3g~R<N+Oui|}8+x|(T8A1tN+mnz+9=P!289~%)J`HO4}O&b?I?uXI0M^>#MT_i4@
zb*u^g^85cLD1jsC{~#p;DIY+`^qnh}JJ9(KN<aDMQ9fyqWDuwiiE`NT8GrgZ0F)av
zZ$ng8U0vNh|My@lquKUzV&=>jpMq?r!r9J@DAqS`&=(X799_^gk4qX~L+MQ>qL-e{
z_BxP~5RHU);Sm6}p|B%a$U(cT3IT}`C1;}~d=eks#Fg+5mj*+rVSpo#x-O?N#LR_~
zEiA3OEatb+O$w^Ji;U&<mhhLh{``H!>%>3#e{!w=hZrsEJ0<VSX(BW$sE{HEN#^VV
zF!o3iY?>DeJM5}~y&X-Cb=Ed6muwgWp$Sm>dO=}#sWey#<kUBIAA#w;L^bGzwlq<e
z5j7WxE+uyH*tLm)_I5~^KY@w60YOsjMn*<}-AqLE(4rL!%P*>;X@66yCGg29f|$!m
z#OXgs^uHyS_V#L2SBhx2JvtjzP$=R$&H>zn1i*3>17b=!1|{Y}bSz-ov-+2Ls2qHn
zT%=%VLQU4@Hmi1T5x4lo*epRWO5WF*1d2a-LAs#S6OZl0TvFH6Oac&zvbT4ouD(8P
z^gHuszt0Dg-5?6dK$hiWT&{M@bkPnvYbBI9#HQY_tNm|2Lc*LM1700j0?3ApE{Hci
z`7N83`w4r4LD(@q73g&|dtJQPr3Ut4j}XXqRwov=7j`ri@jDhhKUn+|V3iz2$UK9E
z%OGGK{s53vPHqEA3$sOkaXq@AZnRXY#)sTG${1}N-2J~83?8f&uwG)Cc&~wLK~4A!
z8j-}h_?D9UxvPDw?wi=s(*hkc12<wt$ig=LJ94=0(q8$WuzxXi!;Kd*CEza5nTQbv
zlT$e$n?u;MMBIc;ZDgZYfp)L;pgnlsF?}&Arj+<;ndtJp4}cU5rjOt(e5kNiMGmY+
z-pK{AK~vOh#)zd+BGXDt99JuVu>YH{Yya+s<y^=*$X2zsmhW*c1x|fmo>iumq}_kV
zz%b$L@9g7T_-2S0h#$N&vFrprhkTM?=h+?9yT*AFn^hm`A_mOVb;Su8^Sgu}sT(5<
z`QZLe^!O}4i8B6B09qyD(MJ^dh54KRy#fj06_m00^B26;6U)QiXN(z#*5)W#I>(oq
znz+4VGl@KwWQB&~ObFq$i1Whv-o;Yu^=csn&;~VQwtyZ57|M_&2~kgWsyh53<1Ia-
z<isY9tAx2A7<zS1;FJ%Z&v6Zn{MJl6FbG(mTm;9aju6$38<$rrb?kk_-dr9M6SJ?1
z2VlR2QHAq}+3%rs==N)b<F1L<iMOjau#ZhZ0A^pM+mda#I3(6us_`#NPw@3j#8Tw4
zz)4xC1$`ITWRS<8fWy1+F)X%NlLS8=FlG@>AyEVWB{NLO`_mfLmZ_<5JN<KSeb#_q
zL_Ka+U9Y>NKZalg*M+PRR*6uYRqLk*z>Q&TfnPY*r+xoBfWd29#HcQ3cuEf1w$qA)
z1;c{P|NHT7v^gBEfZ<U6%S|}TL)Hi`iIC-0+E=nOY&wZ-7^lt%XavZE2#y9d+`j-g
zQSMdWem+hbY!S8^ur1s7f?_qIBZ9;61X&BXB;)ru^$)yNt|apc)l>;$YVF*jojE*7
zLZI~!MopN?WQVOq3gB)Fm~imkQy{TrmB4!NJbVn@={Etxv=_K5E*=J`6a~pD1kZ~p
zfUsDuL0@Ctnt3IsSv9v%O%+8zxWUO03C;Tx!-{&{wgP<A9OQbBNbt^9cHL4H%>U0%
zEdj?Y7y?GZB#h<H0bmd;Ay148DhTzCO?dL8rkwK_cmV&-T_R~F$f5pVUq|T&^6%Ex
zVXDiz{~Vj&ZwOB_@#q(ydoW-a+A#9(WdBY9EwIPKdird1KFe44qk3OGoEq=+&u*Cf
z``;RogucJ&t<$2yl$e-?pO+Hp2yd2p4h*)`&X!PtZurvi-$Ypv-jW$Oex7Q!HS+I~
zKgi=L7+FGVa_?i4HJ~DuFoFx0p%vKsC{4kw4Xu{fJu=&oNSLtOgbB;fFGvD=V}j(W
zT!QePsvU3(h?tHDiyiH5lCL{3Kw|=9=aPN3t9E(6C=Tq}(z@IXwTNBp-oI%L_&2Pr
z@99Tb)c;sz$_5qC_lPNrvo_zydQ{!7BAAjMLjA{AVuhmQ_>XESs?{2Kc?3g5u0dGY
zB+q+$O89XNXKv6y%U$L^<kQN$=jJGi=dI<Y$6I~RSdVikXOr;mO@!qaRQ<Q40`82y
zh60PTkGk0BDK}j6*ZWu`zximI>odh|e$Fo5H-~+0hsX874{r0tc|BKhe>IdIWDUqM
z5m9%~W<tg<H$#`iM|JyP6I%KIc4t_%DPHJ6jd75=D4#spD+QBTC69Ar#rjPgh{2{#
zb*#6lVJ)Ystn8CcKa?UO6TeMpTN?$vVNp_pymcZ{G6;5L>acO!cp3=c#D;ql7|Own
zPbPl8JKQigwX&(n$ikA58eVWMQJ4rc*I}i&Q9q+NgQZFu<dA*tLT<XTw@Lj(QkB2g
zee8$N*d-(A+K&W=iG}liB?Zg<&z4y*8$&Ywp&_3C;SG#BArF|WJOeGNm-tF{MgiXi
zybL|GL`bc$`7=NKbCdx=#3%jkZbfchw<z2#ee*+=0&BelyVAV1U4jl8a@IrEAdXPT
z-9#&wx`7rDxQLvLHy>6!!3EOE%gcYYjyA4>Lc)+9C?o`z;qlF?gEkHIh|5M!1&)N(
zL-a8gTKX1_CQo0^QX3ppu4_A^-ByQWu^DSnd;xstTF7^1@`Sc4lbVqri+}DNrJ;dm
ztI`gC!zw3AR)7CdXYtEX_O$+Ac9q}uKKKdI9wC(Y9<Lgxg|Lp)Pl%Z1cRW6ZS;?dM
z$ld<ehZcGa&8F;s*J{%7yCAqWj^vSg=@lmpS>061U2DysOw*fl&ip%?LLNcOGvux=
zaGHTfEP-u##tjVDjs0adBz4Tqk@_xQ-&8?~GNa_zk@Tnh>*t-Y&XqZwgi^a6$f$<g
z1-!NYo1L{d`CZ1wNjEXP<E#8^S&BUF^N!gqX7|}5m?$qbjR!LDLx9df)D1DWT%{;7
z$8-_WYi^VE2AA49?wtegO$zTN=;*Gw&E#B{>}O+d`!SW^YQnQ|0*BQON${&K@dzxR
zN1iB-3~BmmTW=uX?&j}s!XB)dHKvwa-VyQ66$nI)9P8)gru^62N|8y$`A^YVKW~$F
zj+86LFkn0Fx*^lhR0V+|OjnHZBK*tO<1|o+y-ZA`j%jFSU@Unx?vCA~f$R#o*gCk1
zhQD4!cPg{{IyLON)((EhncQeSe@{hTKFrz((9}#Ezd*xHDoI#sf+8uM646Of`J2>{
z0Vj8c@;7g|-Kd_nLJq7P21i{>hW*g+DLy^QmK?^hU>CQ5w`2@{O!Sd(I9RZke3HGS
zQt%+<9#C~im)5o(dEM0>R}-Fk`VliLArITNd0zQ*507f!7lY9SQy@yca}jkFN{%>O
z;0^%+_-BnQ9z;u(fjC(s#_2HBL1g{~wY>R*W~uG^-hutrqTr6(S@H+!?#12yDgkpD
zY55ejC6kVNfSTCNzdqst&A}QkVP7VXcXo09!G8Eqq;KTx_GRlAFU)H&F@LjaEUzoC
zJnJb);Cglr!6Xvj@c)D>(tOi;S1}8HO-K(^{}*z126>RVA1R-f&VfE+nYU4<fl&vr
z3heV2rHHS_h&bTH$E&4Q9oDIwzT9u2kOz()5xFsB56Km{KI2VuUz<2NRyyL2PIJF%
zprogj4hMYklzThj;pE9rLOlW(4`IK2|6Im?C=g3TLvKwadl@=hzGLEwz&3MR-AKDd
z#|E6Ba(CR(%jmo=%^JDcqgZ+E8b9wZqbRAOs=(?7{n?@UpF=cRqn{iVm2))HKyHjE
z#Eq~sqYU$2#V#fA^&Zk*T{Z|RuE!s303B2|AFArL8%X7<ieOxwgw{RSYcsrQcMv@L
z`=QQQZO$)(6E1E9>>81bJ>)~me8p0Cs=18}?C+ma?N61${6)n1hX9qq%RH~gzkgv9
z{%1G3tVWIX&}LOCeZM?$wBWxTe1q^gVV$-ftwHow`8kV;wss9Z4VXe{iM%dF`3SX>
z0*o(XIIG=WhI#-R^DRkiDEPQa$t6KEuis7wqE!)*DifCFjTE2N1hY9?mq*Cn`jm@N
zf9Hntx=Qv2yl_Y7)5F#31|@)si2FhUOzY{+9GU^9I=OwIV;tJtIG>=T=Ykqahg7cr
z8y7Xhys%w-Dl0>r<%A~cbX$5Se-oZEu7;A94bTwOQAEv{rtg+31=bs+yDRPLzKN_n
zP0<A$!1fK*x`P04AEJPN7V^6|+k^HAAwQJ(>54B5G0Cotuu2vW&Rfmx5}o@ZjeES*
z{;~kBAG|o27a1KBf4#ns9{=CSkP${kzAG12B`kE+cLdhW$c)|)oVRJ6kmoznwf>VH
zDB(4U>N+R?Ds>6GPW(`MAMJzOGtg&{`w`X{Nn3%V&D>60Gs9wZ{^se;{i&xgcnZpA
zL3BjQt6}vw#ogwqY17H0NX*}TDVL_~&I0Jw!w9~9*z;c|5!pcqQ+_r+V-nl!aNVU5
zQLhtku-z3WD%@}Z)E7DG$!;zRPTCn|VVf5I3m0&k(4q9-<~oDdUDE<iFjp{Q$QM7b
zAHM>l4q|to<%J>79Poc9R>dx~b;B<WJzLJN$^NOl8gntm>z{A+kxfQ=8{9~<ZNwQ%
zUD3+cTPAPrc-O1pwD&N#OOtfzs`Q#6vMY3_Xn2VMS8pH1<`fSxPr-U5_!Z&(qwi@4
zR1*aD-8!rUe1FUo>&(YCn9PpTz?4yJ(+=$TFgyw$IdzkB;y3WIQ&Nqpz>kSuAclz*
zd;rJ+SVX`xWd_xwYr9Xt_auYtL0^^S%Yf@Xuj%O$mg`_SuQBlSNc#1>CY1PU*P7sR
z|B0Si1?I(kpthYSa29m21HQ}E&`tOB%fsGCgL)NhL&Jqt3*dX2h@`}K`N~el2C7-Y
zcplcDX$e;gl)8_Wr;CWWA-2VZbXzSg;SbQ7T}zSwqy6AS7YcJ^)#8DxrtDI$p7@ul
z{ac`f-;po4``KQ=4)*o=ZM*+;(0jzhjDN9pU7#3oN6g9DE$g-f`O*sx$?RpQ6c!@0
zn*tI(z`8-fTA5E3M&k5NR-*J0X#`d|9&>Lu;%Msd8x5s!biE;~H-f1gZOA$=T=GEO
z6C|0JP=5{W#3Azc1##8C{ER%v_0v?|*noQDziwQ}oUyjq7U7p0YX${T?WY^xv~ByD
z7C@D5d1j_;aovUrR15%-TnX?%L#fS2U}!$`(^I>YdBrnc^B+kwqfyhDpLnBLc0p0S
z@xdMKsuI`F)c>=?!yZ1``kr(XGj_RB2|!uPE?XN_)XpNViuugMWlX2K<-q_HN(Utz
z=77b2s-&hC1?4?Ld`8N34h3QSjQrYlzn-qA)*#(22SfYpwzNK$U1&DrrKnzY^KaEh
zPD!t|^+%P8JRUW*7AgY=9jP8vRr}X%cp`HQx4d%bSv}N3{7hBpf<h9H5ey<Ong*=@
zg1D7?{`W!BA{cixHXj~vY=As4o`IRj#~+pbb*|3-+pSGKrFGz?aSc`fc2v&#r%~6o
zuja_PAGbwD<L((7>a&^b>OMOXgC_AIsG{t^Opbm&1pitNz|OzW!jLH7@pu9X284d0
zf`cPTdI0S^wVyp4*dHuQP0HDc-+d*`f0{3$=S;x~xbUnX+AQDsxhE~2<a5M_cCBnl
z&$QAm1kQSEX_qJP`^i5~nhbAk?dL8mPaSrO>0BgbXC6x+<VJy}N*kb{@u0-L9EYqR
zsov!|kPd$bWJg~)R~-TdL@?Qz&c~;q$WMLxQfr`9K~mWGsq&waSf!s0JX(4vF=drl
zUqh*bIvGUu(~;?}r)LgD3px+k(UIA<8i~W|9#Mn1RYqjomR1@=>Ir|3@Iw*GM7nnA
zl2P{8yVuhB3YqsCE?y@jPzW^+%_r;9%TiM}Jq%pmNng?2-Fx;W`1e{venG)IkP<3+
z;0?;xTqo;{R_Zo2lJ7swH1+I-6V{jcb*)lGZRtksxWC8!*C_|{H|J*D-o?E`ysg>0
zrm*{{f9*E2Q1qmw8<r|&Zn&sXN%xy}tn_QIG2RJ%+<FVZi%E(73-Ez{(oIvKAaV<k
z))H_y$E@FRcX&)H3rGHcs^erWr<~LH1!gGx`<Znd`QN-hiDTUs)Ajtb3lMZ|eLXwV
z9KnTHdaR=MA1hh6DNpf-*57U+>zu7BexQfsUo|ZCK4lOS(mz@6RIu{x?7F0^rk?b3
z`0bG>SNW7EbHx85lmOBDf0W_L`W`9*WKZ|yZ15H&1*T=P1<H)vtLxC{zCEC4e&-##
zx<KL-kgQ$=G;;(f*p(?59Ev>JD92Roz8PM6sQII5Mn3mMk+n2yCNovtpS~SnD;M`N
z>{H<K;c8zW&emUE!naFPj09FGwVZpfLs@eSN=tG;W*>)hK|fP1rN=e~=0FkU+0Ks_
zJmVRM${V)&z6Kp3!lo(Xo@?pp>aqd>%+N8skc^|b9f>N$JDRJNm#R^*?i}iBhh@QI
z8Wd;0;N@Xv+_SUJ-XsbY>)J|m0cfR`Am9trc^S+N&C6>93|o;gQqeGH`Q^21I$dTM
z1E39<Ct;}8EiJV^SMTb3%S_m8VQGE6IA4>AEV}s<a48PUK)vzI0T9WR;OqaZ3~;i#
z&c=ub!C_91gesCSzsls<O{X|GKD&!hizSvFggtvKB+z!7USzJ$m5kN@k$$>o)yP-y
zZ69GQZ05PKi-VsJ)foFtYO=#LtyIDiL6sM9<g|6>gZ*S@=Wf7NHd2!qpS{57Nk?o+
z{al`i*wJqvJ!=>E>E6e*d!H4K)0O@-jH*;n!7d}#7JkH5I{z5wg*Q_dLQnXcrt^wM
z2WJ8b%ey({>ZRD5ObAE#C!v}3qB8l0`W7Qi-MlWwLm#Baq<8+E(YGWkY7FlzbKLUe
zFZ$lQ2zzaei{#%cQQ9_-l?>2#vwQ66<6Gf8K3ClWoK8|okl}V;{M|X^IMkdrPv56#
zUO!7dvm^6`;Jq=8Zbf2(uTdKvMsK3aCt=jVoB}7}{y#q2&Kl?X#jc?Et{+whV(#y0
zBi{!;oUX5xzgfRn`dULZ3VDX6HO31neF=HAy%^^bGxwaP)!p9q^OlN_Mv`Xu8vz0M
z#R%B&OTEXs_&2z6p!PU);18xwNYd-1rA6LcOgUR<%6C8G2D~_xyYF!Nrc3qG6M#nN
z7?m3x*7O%3(yr%ECAr{#i)Ue7t^f<h1!}5i3v9+1@WE29Zy)&oCHFmi@jH&vsrwpl
zNwG)uRr12`T#!pD!_80Wi&sOA>{bKUdgURqY|7CaSEmQ1IA7|3Buldy3q`4$%1~M~
zj9Y4bSkA<$f{>Py?VVSxR0efSrQ@8O`s`#~cN1?|X3hTmJ;6|wl5CY9Oh(KJ#SX+T
z)Hmf%Ji;)eZm6W3?d#RE+{hor6RQKh1%nbQ(QfN{y4GRf;AFSRk;}z=$?w`uPp4de
zl*Q`w)~L$E!6sVqHgLt69s!I0$56^km+Z|O_g68wM&j7ha@#zJKD@t2qzO$>$W&gJ
zG}lI3>($(@bXNC4Q>3|-$?@Bf#DmO#=v8?b>f(?@(xwMo<YX54dU=Y?NPA{^tZb4U
z+N1xTLtZ###4eVYtk}={{E?T^R7_v3)r*<nk7ORLwD2boz!)N(*VQOyX1#L^0-$@a
zmSefuB~duVsK|M#7Gs3acy4b>O)TZ2XsfW(z&RKTi*>wBigA@NaJs&vB$o}AKKN=9
z0TOuFh2W2Z3cK#De1qnE|5jLtwDZx(q*u^{^SsUC-vQqu<j4-+M)hw~#DL@Xt6g&y
zQ{hX7f03^l2wBE3rXrow=Q*zSKb*Dt%X#MK@ZO2-e~LOX9<C8aqa?4ZJ5YXB4<+8%
z>AOGuZrN<!KiXmF$0}Dr+|`$Jt|{kVqJrMRYp(i$_-~YjEF~d%r7tAkd>#pWQ{rj_
zb~(=F(D9Wc>Y!g?+ta@mFdydLo)fPrQock?2hHrB%7_M1H1AEouIP1>dJo*u`YFZ!
z4?34L@hRO(`}x`Xi-X_H&vEfMV3(f(AGU879)arrG3uzh>ZvH}rfgGG$j?I{au5;s
z2_3YC)+i;#e`R-b>SRCmTo=hN95J|giBtfJTGr0HoLH%$PP;&ql7n~?Rr}ctL@CAm
zpU*t#e&E_e>s_N{%y{S?ScEA#b={TA{n>&69P^m%RQ0aMLSW$UaupRKjT+rNB+MpJ
zH(vWBg}vvns{Wd(U|Yhmc5v&A8-!kl41wjtvw`D;*^Hr*$i(2YZH#cgO5nqnJ@0)2
zP{W9b>tajB^L_xmqFN@ij>(09J5uJdMAxJ?+QX>at)I8V9F-Kxsx)IF6K`C@{S_Ib
zBxNVO|KEXq(Ju1+l`|kNxbuM39gBxu>;mf3k4y~sBdhL5PQCUD)GFwmfAe#73_EB8
zYpfqwc|G84s<Xom!T%xCA}nJx!w<Zy$v_Zg7b;@+!AAU;tiVU*VSc?7C%GDA1gEdk
z1(j=}5YjEaMt-@N97H6&UrtMImr2pMITzI-P6Do|fLTj(xE&mmL7Bwkj+yJ)-aoyb
zU*tF>XB^t)bg3<h(;67rZ}$Dg?nYmp?grKNih3G0YJj@J$==?Rnel*<=<91Yp{akS
z9f-n^k-e$&b_~tm%p0xk+U?jF-Ko^bV#KoO{n;H1d=XCX{!(e6f#j@>gnVM%SaGMj
z%sj~3+?p{&l)r?65T^T`9jzWbWF1Pb>q&Sd^1A!0oSXT!s8MH;lBoZAj*8LqK-^Jk
zBNXQTib!4if-x%b4ZsD+VL2xTs9l)E<g5oyL9iRtW`0@`U7nv%(ZvDPKg!(wTvF9~
zA@LyN1MldEzbJsP6nMwCfmBIs?DaJQdE(jkSJfa&3SO-%l$#3FnJ-yu8`%FV(Wiqb
zN3I7Cyv+^t9il}JBK(}i1B-3O&Vfx4xliZaj+LZpcDD}04D?ExNJcgvNFyusImxd;
zQ_wS+zd3cPI$P1dq*Jagr&*?nTD>=VXUrgS!fnLmG*2IS52uiK0+ZA52GEanZRNhb
z>bYEaN@Ub11pa*cIjVkwIajNs@VVaB-pSA@E~t(}^Rv^K6!(QSVQAdT?QlnU9e6`<
z57-HBV#8DSKP%O(eqfw)cE^5QN~B%o2#Y0QA73z?+$aFis>`H2i+>JXGS%nu&-z%(
zcyu)wnI4Xk&k6jAt{#P&WdoO8qTeZaCVjQ{f9B9VNxScA^Sq^*^cfu#RgYR8lYxky
zF6fCl_BRnywXxJkX7}5GFE?IyrLbd5fAG~M?)v5kYmFzsfPC&GOQ59Y1tD0?RSjsY
zYWRbv_<(~LH5b2UpDa-Blyduyu#`d!9k$cuCKvevVZ3l4-u4vqI`Kqu2a_+}YvUh#
zcaT|h_r!001BATZ#jcy)RoDUa3b<j2j9t+Mzc$QmK>ry0+kzIc_)vzH@lMdI@DB*#
zhj99g92KANx}X}&?kV~86kv~(V<S@cBQ*26OdJ^U0JaZE1=JI<&s!oqY3kg5v2V2Z
zyG-tUKsmLI5E4SfuZ#S5+W7H4)kQZ(Z@wm5;4#ygiJBYrO9`msXq>Pj4j|Agct1}3
z1vr5RD#>f<j{8Uz>;mHNX8xvrdsTwcU;}Iy6gmnNzV`4F9S@K4?4&h2ijiEHATbI|
zrOCoyZnx3&6;1&G3UM8o`v!eGV5hY%Om^}6kHNSEWOHKxOKnjj_Ax}c2{~3rrEg|n
zobn>$O)j;PNyyDcFv{1&ZXNEF*>c?;5Y+pVIVN?L%lV454r@+rV0E#v^-1vP*4;pH
zc9r>A!xq1ln-G*O^SErpna@kci?;3#u3wX}zke?BaBiP%IY_N(j4%uFeakz>nbJq?
z0$x%Yv)L{3xs9w8jJJ}L!43;uFho8zkQkyq(aiq5Z8o<p_tRb#OGpLEWE{Hm-ySJ<
zDk&{o?-4|&p6T4V^%e<Z;Z4pHvXH$?Fsc&xzW`uzJL>f{YB>Sh4S@qDu+t{WIOU9m
zbh9ZdMT#Y&nCoV%Z_z~mVi|#eb#`1$wV$o%>Zl~|H>+5eBE5t4%m?}TWl8>L&r(4P
zb6g!29Qavjzl%g?zL9!S3YJkhwDU&=<Y7Gv`vJqb+z2}yiNZHN;MO+i#|1vVs=z;K
z%vwP}oX&jCtkIA%L3fr)@fHNCC((-A$opjdt>@w?NMzJEI!Pxv3#nZb?En;Kw&k27
zE<mS$;XhcuG3L&~g69F|)}gy{8fI0{<d~d*&Sy)8K6CRz6^`~Ea6;&O!`dKv8N@SA
zJa<~)?N5Ky_-?KD->|Z2>nVo3K$ac|Rg@_@EMCmtwBo<`2`nCL{+M-S<wHj@<aIm9
zoT*4ql;fB|7ReeUxvO%ng1er5BmBs>Z*3)x9KWB7>gQ2^-(XfMw-ayR4}xP&f&y)z
z&3TvyW8y$8e|-6F-k3y3ci_(;U$Y{N4;k1PuK>0bnj2}lFW01wa%)(RD;t(Hwm4!$
zwV!X7$9B0Ipn6j~;m(kb$CHgnE}-7?GG=?xN>U<v(sQ<n50vtD85ZZ4wdSdA)Necp
zxg+mC3kHf*UYH72=6b_uD^V#h`loS;iL~PEVQ@IB_f5{Rl{(YBuJpaPO4yfYQrH|n
z7v{gS@nv%j^{{^##SFV}n;(6kdU#NG2TpRk|Fin1k(!c@v0)BF@VVq1QXQQhYEi9A
z@f=q51LcC^T-v!YE6n^yU%wfqBkT3}?iZFAq+Pb>hj^|Zl|wV#)Tmp12T3Dp^bmMj
z%4H#$*^QAM*SRydDfQYnB6Iu@S?PQ4m68_6?Q_<F7bx06)!ObbI8iiGlj6Oc064zh
z!0#cw1z`Iex_S|_h_yebwf#I3i%HJBiGu@=6$vx|QuPm<HH&$PQw>(q{zLn&KiCXs
zo!vD?ZubhBS?+id!Rf4Hs29bs0M5?WpD?3C*ku1S+PMmWz)VkOT{+_bLKd@~pM~<0
zskeAirAsp@*jeg&we9TlFwI8*F4w8~Ar;sl98o!3rWP9R)wZ*shKsC>v{h64`mMU*
z$O<_@XZ&=Rl*TGKMghu_lPh_O*DihuLS_53$d^dZmlvk-_3t_Dc6y#Ydl9T-nT6KC
zqQ%8c_1>}hI`(fu3~d$b6x;AImo?>`4hySuP?YODMt7HxwLklb?>H}Vb3(&oH&;h-
zJN`Y#q37|7KCb=VzP*d2l#nO$(Qc;Or4GTJJ9%gXs47bwPqC$}cX4NsTEz@Fk12A_
zslh+Bc1CFLq**HEt47zsXA=dK1-y>e$I?PP7x(WECjvI=Ku9+C=^Kq}nf`Mb$kvhj
zeQpo%mzMql1f~1$Y1J6wOfnf1(pcgKel?hyFr(LA-kkC>j1_t_VK5JJmFD`++!h94
zPc)_^&s<STd-BLfIU;gr!~<BjF*X^Kx~hb-8X|tkTPKw)ZEdJeXEe-nG?B>6LRnJC
zU#sq`mOAxC;_7*8oC4J1ui%q$-i%=K_kP60sU+9><yi&R!~!>-{VEQIinENK16j#^
z&o>?_(&VI&!IagUy693j^_zmHa2sBv9z1>K0)mU8tc3aDFIObot#Ypz8%HvdSZEI3
zFnEtcR1@d2Gnck_(S6|z=rMEzq#E2uKc%^r89bMPl8oej3J4|&n*N%@h2=87w~sk9
z8XruFsrw5>Cq3XU&BB+iwF|<$c4|xyXZn)UAQH{=ye$e_lQ!zfDbP20r8Oxx`YDNm
zhbVPx4eFat!zDuAk!dR%RPAgB7u9w{RXeC(zt4>TLbi78YC$k>hBOF58edcTLDAiH
z8^mOpmi4bYMP0WlL@}SYu%uuxK2!*m7-A{!hraCxmR$wWC%z<CBhh}fGyCF=v!u|{
zvZwV{Xm?BT{fb#Xje88Jtn&0D+-8}(!bi_9cws2TFz#25kFs;kmUdky`T%dzxXuby
z2)#W&*11>iz&pM}Lpg{pQkdiLp+?$3^5)?g>6v$wL`+))Ly-YKjdL%;L3%c}T4}Z}
z8FsJhvHsmb>dv<8^|+y^#>whB7bK>c(ZsW=7r1tbfgtxi&8=7AwbA+~psIi5`1e+?
zB%9xq(8)4ef`FUZM?}jxg1n<_H=0a-1C7GlHL|%6m}yTOKFMDcH_o22wlZ@y=W}m+
z_mGNm&{(S)+r+UAug^OqJuJ2Cq;+|IFEKDq4q{hKUzjT5c$---Oc0=e*indGIS}k*
z$<^07>o=um9v=YK)iY!DmjFBxA9|h2C9o$ylV`mEZ-xW5+O^T;2H#zCPM!j9a8|Xp
zvyU^OgJJ@Gm#bi7!PJZ1kIH;n(Vz-#!r0l``6qm}zyQF|)90`&t1V=BcFy%8XEogU
z{+6vcHv`IB?Fim6KDGqmI9j3^*=G<LpWHYI<bBp}&g<@T?kaPXYILp)0S*HDuLG|K
z%q3H-NY@`I{ASwZs@W@V&4jP^hmD4VUfXD%#-AxHfOGexw5(j^Z{g^oVY*bVkBsxj
z)=)uK$zDL`FU(KkPjub{3{K#OhLCGl>ddyZq~c$jbM}>{hs6P!P>c;49>@gB2EIpk
zZBN;SQ;JG&bBl;;D{QHF6!wRJZ24YaOJr(ibUEj&#j(WspVxY5gz}=7ev1@Ptx*%K
z_{`x2_-EDS_KOViF?Dd+tI<hEj~5nU4uMPU+Z8*7v&UbsK_FKRG7W4_$6fhGl5CEM
z{w$fhE^7QO8{eb-t*tDo!AwKWVA!h{RIrhf`$KmoZOLL@z1{e1Y*gAQ#_J!IlgL)b
z!DT%A#R-M?OVtyaa+&<l>D0Lame5+R&HgX6yMMkQdGg#9d6E}^MmyV7+#0h@hM|3#
z4jtQJuS!-aN(aZ1BzCB2{PV*;{4$BOo+{)}1~DJtzMtII-ouDb(b$*pfvkDXU$?a6
z6~jq$ZO(l-)#Pnv;Kr&}+5^OFap)IK*cD<x>*4!0nk?q4?RFA+dG8Fgt=3E=Ostnh
zyS6!ZBjsP4>tur5YsU|*`u=l{#=4kDbqcXPf%$`@dAK82N}aEQO5N7V`{{pKhqX$`
zQa#fOY7#bcw8t%^S)S0P80a!Lx(?5+GBZa(A3$7nAnsrJiPPf+X8Ii~rHz}r##9$5
zN?2uZ&r#A%4Xk#4jfwLyF|`}0Sq1j1?)RbId30^vXz!Jc?CTTf+~w@Do7<5Wyq~7b
zT_QBMm3h)0D3|>>+2i<Y<Cw&o*S8?<UkdN@Ua7A9(KX~OA1tfe3q%OUAWgRa>R9A4
zfi1hn=ajTN^UCWTV5o&m%=YsFcjhRtR!fy}?E<vIruFo=1m;(}wy)boZr$SjXfFro
z93v((hKv&_&8k69hrNs$+8gSeqA@rl^~r%zdMDqYQjksBw+sVk&J~B;1t0Fq^!R?X
zp9+(Nt&)LqbgW3?uKrLfH7N7+S0dGcPP1?L`8&%xAM`w5V0sfdx0##8sr*49KsFnR
zD~XH}egI*O;Vf=>d;>6JkOasew~JkMGa~SwEI4^zNg2i49W{Qe$!%`Eeh#HGcuor(
zCaD7G*JI8GO-ax}@j~Zm8m7)J6+csQL)k;4^`bB~e;CU-x)yp-^nOxR2ldEN!B`4h
z5#APV?hvz0Psr-=CtF<PNt3FvdnB}&YMZQaia(e@+w7V*##|t9shI8u?usHuFCDsT
zzjFG*MO-~V-I?9+39(J<<hEgRu%CZZJugoX<e=7GC5)-g?$%MX9BdU%E8V;`Az^ml
zrR-i9{Px}a&^prt!g5GIGDZG!lNgGv(P8C-%jzlHL>G=~;Y5Z>q)SQu7zFa6J-jZ9
z_fylTmxJZ-z#%uM;1FZ(An?WM$q|AcWdHhk9-5*wx=&RIA!^8U=JTAA70+V3D>rBY
z)56fdOoTFQ5m?wZ2z3tqm2TaIXSb8jd+*ITRE=4CGTM2&Sr{caPn7Yu(*Q2UIY&Hh
z?#FmQ)x>1zHyW_PEvE`kJ8O5_fKf5h{uk#FCncmuIv=!F2Q5v>!<MhQ%IbBo+W`@g
zKyf8&@`0#JzDOi&=5)anaTKGpxT7G7kEg$L!P8sgx)qd~Tg$F?@}@;Jd>;O!l=MpB
zTZX^!3wo)HGOIv^otw}gx0F2Z1<EiZl`bhuKngJZ2Nd~_IwIXxygNtfo|K1)JKc?L
zRy||Amki^aSZ?<kgl(RdO%?V!LlxviWFL~33)_7=dafvIMqRC0cItFL22^j5bi{)}
zuiIlIXl@uN#NOrw9Vz=jL%Zs^L=*a<z_o7|+?#3aFhBy}_?{4v4AUW?-Av$@+OH#b
zoO{U)5N;k9qqGr1A@VH|QMIGh4Qp&jE<0XBpKs2P^$f{_%3|CSSDzG`;JrxRS-tjt
zH~ZDzsv4vr8jP{eZeAm&c-{*tgObI)KAVERppaY_jexaM*7q79kP#0uc1n=E3F6vS
zBJu^Uo$#YI&H01(k@5mO!nfrHYEU-X#tx@gQ#^k(NOP_-e^ZJ5@m2TGU9VJWry#mA
zR``9rr3t4IIhaKjDKoVCXFRCr0OVKq+2>|2+}qiIDzvt;)YNvqI4{d}_n<?t8w125
zcpz0h=h1Ry(0q4vLFD*wH|fkd5)9DB4G;rEkdbm2E(thZI`Zrj%)gsHSlkCZ>Fl2^
zfO2QgB&BY>^s8$dk$xk;;AwU1b2A-!BXWrIh^~0wNeb`_msdG-$BS8hN@}`mmB?gh
zFKyPyw(@6Mum$|cTm1kEtl>4@%Z}EexYgV%K*5AG^(<f{)|*?OY<5LI{izOX{k9+d
z%*n_}+tx^c?7GagdSh01L{kl`=Im}VpMfG=;j8t5Hbk!|9~yn34XC3Sm&f;RMRzVS
zC8H<+0oCxxg3l<6^jp&csJ@;B)M;VIND;-7scMhB?&kAEq)(>CS+pDZFY^~wVZJ)C
znu65M$q&_;9HN9#GwYv>sd#B=o733I?=`FLyhcr6|GC`zAuthO7^_Ru7l?33XQH}(
z{kJxYUYP}5qB-#ksk^i{Zm=XIBplXHfa+MFI`ZodD3l}qs@@o0xc9R<XiE}y?;^!D
zKw89%z7S~fOU$ViJKF(eLN6!2DMT&1R|t<8giah~0b<msit1*-``SSlgWbp83i_HY
z8?U~*ClQ}vVm+G$G~wO>{Y*|?m+{g;U7()|+PcPpLfCzGdjQnvBKS8FauV%hd61#G
z%3m=fe>!-U-ri!l;OQFFeEx{T>I>$1iv);rzt7<cC%c*!RyG_*zB-lgD}t<|ECyt*
zY!sCfO6eJBnDb(mm_KG1yp|U$MBJ$o)_wk#Gzt{d?t>ayK1hW&8>lq93>|>JS^7IG
z6WrA1&pz_MCILaIalt+5mg=DKP#E%?iEcv$p@7QsZtgAS5Ookr)vYTcAIz7gB;H~<
zuDyS5Oe`@FR8{oQVncpwg$ictxSL{}Wt?{KcB&gW=-jT7nTHFTi+Sy!H=!(0Gh~HS
zm_VOr4C&j?zapvIuZoT{LA@e6QpI#~)skV5$`9c+grL}X)uWh9OpkT*?!`NN+i-_E
z%Dn@6_CEaM`GdMV)8gAR0;n`7O=n;KCxUk0Z)E4KL(M?X`US6dKZgNIU5?goFmL!V
zB_|uc>F`*Hi%X?p@6TmOZVE`+BTj%?Gi}oR-@k1@-^XR(W<5}@nFG?;Fm4i}?-M26
zZz$bL`JGx;ITM*2-VekWTQ3T!%;Yd-(A3YA_!RS>8d~rARUN*CB-k=|r4V4(I^v_}
zK;@i(?;`~z7fkk7d$Fg_d|D3Fa{GU@XZ~sdGFEe-i)#XC$Y;=Sdg4C<#LotXhEz+;
z>#a9tTY;Lj{XjF=4{{(kz{u!R%;=W`a+DSo$_A?(3FyzpR$>6>0vaU1lkA}g)udP)
zMp*BPgZu%8zdIsz%RZ|R;c?2|vVVlQ2hP}^wtw&E^*Xuq4lnd@3+D7McDkRDE*{~O
zP~pmPa;$57{gQmH>a@Ama}j2j=9}A?2Ktg?8iF5XgJ{1Y>>5mQ685`Ue9-Sn6{T_%
zTgXjHSeAS<;?Bm1`p)*aD4hKm&YE9#Wg(7-bG^5@{EJ@-<_|Aiz(U3@IQAB>`fs)+
z+D&ayVJe~rudXeQX#ooI+aiCisMBNsPP{8%-`U;$LY^tRS^(gjC)|e2amNuJfq#~F
zrtROij{Fol$PnJ3M`rWw%#B_`p69<62|#XvQ83*QT|Gls3e)Pb{|9X5fw$u!2ht#i
zW7h*JtAYABq9v?nu7B$tP#<pmRW;aE3)KP{w45U%l|f9|q=TAIm5pIlR(c~rg(7u-
za$-x0r8&k1|E7k9>BgOy?b0`Zo^1BFc+$Z%RUL|1dSth^MfRHnqRq?T!mbpbh3+2A
zE(tep02=^|r6HIO=tEuv(B2xX$vkLw;p%g1$lvw@ei->HY}ZYY@bowyZhRx(qVjdb
z%$%3*Qab})$o!J56@SH0YY``P{xC0kK^-Z_=QEO24bW^du@6+>B<x8=U{~Xg{-`J(
z?}HrDmBp*rJe^E>cNs;aFBVlSPVr3~z+@eOCU>><rYZa`BWO5O^}P>zGeH_S38hvo
z2f&~Z1s9Z**+qU3Afu-7%nZviRb{sT_~zooy>DP&(y@9|w${j4pENFmz~&~6M`;x9
zovTpE&}w)jx1%*+0bju=+1>z26x-y^@PTXquY)wx+bPTbGC#4iS?N4oNfMg3VNZKO
z&w-n=QJ_OCFd`OZLsLKtX#-en8l9DruYWG3M_(o)Cvpb}hv8pS>6J4m6{g=9V_k&c
z6*=Dzx=IpDw1+}|CMcy|b|e*}D()eO8=@$UDzXN&?7(M&-K_yqnH>j#DOQ2T;UZ>^
z3qP+<%%y22D#O)L>n}H!sLs3pSzCc#L9Iy`Q3Irmpz<E~76zX^C=rav=kmf@38f5e
z-D0R5n*w>p$b-yp-1V`Thj#a&^oJ5vXPcT&Z3!6m@#G56T3zh0(^?+ePfV|zz;{bI
zHULBdlj2d>U2ffZ7RdSP0k!cYNcL?ab`x}aZv7u&bs+csCNlC}M~7N9XftZP*q3vg
zh8y^0K|$KtbxjTQC?<E^J&~z`qJkvAe1j16tM0&*@VS|=qAiNsrPu)GLbPM|Drd1T
zpT$3H(9_*Tz~&%mTZ5CMV#w(H3wN$SRj84Nqm$Fv@qN($HzOWs(S=`UiF#aMT<M%#
z2ip5=K;mYQ{2|m!<buK#BKxvGMX=4Zr^T_28mzqKk*%V3b358rHE$zgqTT{F;E^P2
zx#I41*l{d{(Jm@5a8f7EYrG()0N5PC+*b}e7ec11Kwvv*_SGoJw8Cshe@NBOy)Ftr
zq})Y2Cc%R{Ln5$q^~K;{Gk*pz5jv7fKfYNUiz~;LKg(Lz1&MH}uFj<P*roYZ3+6Cl
z-N%sj_Xd!6$7I4IA)B`xR0nnF12Q!%>+9=$Nz$OQNg*_^ov&66v`gaZ?LAXLL&Q|q
zagw6s@-k4Yx&RYK$Chd&ND4^F348C?T1iP43$+CA*6f%p`gD*0uMr8s3-HKF%GRIf
zYWIAih(^I7qyZ>a$-VSBxm~u^xoSbCIvkn-wZ?#N!3&gf<2P$!OWnwqY>m<I3O?Vj
zfeyE6XqfG+x8v;o77AmxANY@4zwjuO@tase1EMiV{lwbZS_z10Ln?7eVPVAkEz&2w
zEAuILEo6b(V$I(VPT9eyCupmdYoM`%Z*BSoq8<fbF~A0WTC90epk(^YX8~*bAQwbU
zL!_3+>~B2jej7%=-z~>``n5}4AWwZ>bs1sI<i<bT$HallPHL=wT=rC=UUFDeMinR$
zn4Zo0z)KsWF4m24?_%#KNd%10Bk|i|H`7TJL|w;+XElLV+t$j2Ntg6#fDw>ZqX!DQ
z<_xN8QGsp7&d!Af(EAXlsL$dhP<Waj@(StHJ1N|D9!M*?o@bo$3m4vl_-ZIPom0{F
zKHdt*3X-~h;1r({=&TU)t38xryZ6IjSd`TJvdBtek^hol0gOdHH|AQmyUuY9Yx^x#
zIqgo`^ACRId0_DPWwU`Jb*HFe<BB%>wrpw8V8n308VFXR@GX)6w43a2t~eR_JK@iO
z#|9H!pM90aCvYf*%<P11SGYU3UT`m=w=%7;_W+hZQ|A{EF}2ItzEQG;RXaB%KK3>f
z>RrAVZn-gkwaR@85FB8lnqqJLzL4I+Znj?shH7Y_S<v#wuku3kxO%t5&X&lH*_a!z
zm7G0gc5W!Xy%_oD1L&LkrPouL?p~2$>374G-mKSkKunT?ifWSa`<W(w#{zgm^;osk
z<B0l)>hH^JuX(FS3tsAEk(Y-@(tD#Yg(lI1EBMKTt?;MX)~bnp03^|Q#2#9cv*#aA
zWV~4aQe89MO~nPJe(kWOq2>oEM-Bhfp-ZHxgl`CFH>2dMR|HB5Q>;|gE|=x1UPTFI
z)*{cF>zVNT?_e>hdgtB8zqmpsO~#N|p%L_>PnPtrw2~AQ)G_y87S6h-qY8DR`CkH^
z3XmBHgYmkBH2pe(xNXOgh$A%Xs<|D{7%Ve;;jOeXimWT=d4pS!dGe~^ZLF{sRA~Df
z*0UR}xFz;byjhY1sRyUf(%}P{{Di|uO`+lswE>Zy5nXR(C~qFJE0ww(Y1VeLly{g_
ztDoF`FfsLm)FgE%Rm!AN2h@f+QGjfXvc5t&!iwzq7dQ563rvWT^3&iWEI-~xZRiWB
z!}(tg>y;pYDq$1x+vfNHT9(zW1kWNB{jBLh*Nvj}+E1U9KpevbsoATg-q*VQZ2HVT
z=&p@J&I6A~P2Q%ImG4<|skzt^nf4G8&F-iilx$TSwV=H781qIszU}(F@*mm5b?N#Y
zkNqTi7Cj1X)eRLJTzC^;P}z@8;+i<9NV+Z3VUGeDI%tSd0-xUfY`N=l6mNlIc;1_i
zrKU;FVxU+)wh9Tk0@YXNn=$kY!IqRkFF1&W3CTq=Lz0){K#<fOw7Y5pt-;2Zjy-XK
z9{-<0+T4o>Nj~k0l5dZkBUtH!8(CQocOKjbKg_MEG}m9^@F`@xm!0IfLLVfoaPH~U
zvw@#<aCZb{eo_2Djii7u?v8KX3Wt&Yqw8xWl07ZdUBjY)kXOj2nTl|%7+?;RXw#XG
z+G%_L*ynhxT4Clx<&w^%&I$F(;bVMSJ^D#m+2(=o4HDvx)0ZdXqIbNPSjj-cY43Pl
zWnheh#!Wes=qD%KW-bbSJZgBeVM(J_LZZO`b^3+(d4>8B<Ox~uUMP^SZ3l|hHB;d1
zZIbgYx{-WZ=W!gK0*|Zx;tRL_RY{R$8y68B5g+Q8i#C%*-d@c*(VVSHiW+Rsl1lQy
zv$r0g=FoX{#^S8M4*bK2jDPo>6K{)kGM29J`jf%e7cJgr?lt=yHAZ=hVW{MtLG!ut
z=GS7rF>~j{?<ngtwn>22)1=AbHAzSF7yOlrlf_Kt;(m}#Ps>h|C?I_2s4i|P9f0lu
z$Dq8JlyPd38xY<R8hBoT724ofj>qrKL=s5gGno$8ZlTLB_Pg;ry);{7tX9vJw{0KV
zzM#62DCs^hU3_wzAw>T^etL2PcymRLO_VpNnC+sMJH2<H<1C@mR`6_4?xL07dF$`V
zjewHZfBlwOBEpiD`pTk)?3qzM=SbZn(5|O>6;S^UftNvkTcq=b(fS*Y<M;k>%Y~Yi
zVwOPt^rrV*=lK@_7PgQdGsvAOEgCfMJZfNhR;CA|^hWf>&7ymOYHo{h6!R7LzQqKF
zK0ZMQ%oNu*qnqXOVpc$D|M~bcG@JtHD#1{1+e*RkE9G#&*##k--9B*qavCNpnEZec
z<^!Pqw*fR~Rb^#g+{?L5G;QO@chc6kR6KtR1d*j9yzZhBp_WF;#0qkgdvx@XRxAeX
z@5A-@zC9)SHuL{x1(pX*d1^-5O))Wbd?7wy-&*C7?7ML!o+cwC*-pcAVy~4pFwjd%
zc1Ap*ffH!<CP2E+AB3H<%gYCpsN9rvepQHRn=D!(0DrkTejjM+Dgn*I>@Qz>7E~Ht
z#zfx4#){@1?5=bQ-6UG8nX-$RoxeX6>)&%ib^pp(BsW{hr|+f0&E&VP2G%!+Ti@nG
zFW#}*{=CpV`-)dCr?S{QGfQ^I--(I!SBre>=6ozN^z_8#oes|Hpw2eJ@sX|@+0=51
z0l%0$#Hj|SLZ5SM==VM@PLBLIz`+`kTuX_-iSGxrinJV*-?NUa@c^WVjjC>aB`>pj
z%0#{P@j;2X1?G4b*|)?B!nb@Om4D?oWj{WUC=>|`c5LquE8NjY<$wzF@7V;k#<3|p
z5)u*72aQU&fv{;3P;@mXxpJ##W#}ByaO{Um{w`YmJ^k_rQC4L}hJxn_sc>DDD`79e
z5qmaEClj6HKWGaaUENpPN}IbFqVm3R;g>NPDI^aSca-kY;v8Okxcto$h9^s{Hcl@{
zcirLxhuot{aEd@?7}(w2&i7Ibvqk4qax%(Q9C0oiCHw|$W%IWC4%s1?q4p|O2fd<F
zPQa&~15ydYJg(Vyn%nNl3C>35j4>Eh5-VJ%eBKM<aecn}Ep260RlygDAA}D8M;o)*
zEzJ*cv%wkJgW0MBt>dD2x_9nRhn$;T4L+@HX}(5ep9Rn(&Jj^I4uNKK6G}dJ9w3m}
z?<Ev)B^B0Z6OQSkin+EemI4Wi6EizS*McY}e(cV!r^DW*)BdI{Aoz}9e3e(bMAu1P
zzhD2Wd1GF+s+BFpyZwDfqI%<nI<e>zK!^l_Nc`^tLSJBgM9yWE8Bk)<HXK0(J0AFx
zr2C%5SP-u}TEB3V*>Vd$Ou0gTzvnB6;`x&xwS6>bL=Lszngcqojy_Pbkf`mFd{96~
zbr7i0VL06PkU#ULS=B<tu3hcxWT`kXy+*a(MTpnL8QZ{M0*mD>j?J^FD5kk_gx}JV
zw0Wj!mwR$9z2u1r?&?~l%P*>p{!!VMn#3uY{uugUxcHqhx{<~B1I?t_vTE|Z=e-c&
z9f&Ji&tj0SC9yFviIBL4fPla(=w7%!*8>#o@6JC&;sg%eWiKFE+$<zSAL*HZ;z6<Y
z_D2Yz4tgOou0PAdrGH?KHq*JH$C5CjqAd&8G*C#NwT*k*^T$@2^a{lNnpc)H{lFY#
zo4-!Fw_$48JbUP=79V=p7gZ)^{4Nl;a687Urk{o5Y?h6UO<$fSV~d|@s$@;c)%W!0
zBBJ8u$Ru?^y8=ZByPS47&n@q6?p3T=H*uT(<>jjpxT<k3K5^|=o|-n7U%p!~%%}Cw
zvDzNM8KIq$1Wkx#9`|?1;s=HV(S9_~MTnE+4!z>6UW?OJ9eH3?2$l8k$tUM2Iv-T+
zSUmUdZ@w?M1$0Leg(Xr;*_fElWkEgvCTe{ou(dv`u1DteeiiM@TOw3cT`P4&AxvA_
zD42+UlcxApa<M&aVBMMKjA{9!7ZTV@dp%jnL>*ou*ljFVU!>BO8hCdeL)sS^FB1Xh
zpyIqu;$sqq?9f4k20g6z@WrSvoNA-3E*g|vf5(6VQgo1Awbk*JE;e3)uO^@A2l|tB
z@3OSen35Q`<)t@}fHqe`1_IHH(vy3(vp`_jec)*_5I7G2RUiWPJxqk5Qg*V7EIbBm
zg}ET)r(2b!bR$4_z$n>z;8j-mp3uJ7v2KfB6%~Kvfc~ME8j*4Hhu;t-7N{z{QK!zn
zwvfs?&zQJq7`#(kfi5U)E3uM&mZsXgjpwMB7;U`!>%<5z9{m0t(BHDPJagvyt)dbi
zNhVG4Mb?oo7NI<bUz!Z1ft;Mp&+zMzYRTeASzhlG2M|y-AD3UeLBvElI5biQR|mDG
zSHyeMSuPnK<S<1iWq4n!HT>+N)$H!*^&F6JM()ax4}_msKW$KbZB1N77jv5<e|?8<
zI!CW!W7gSDn{1lbxbnA7lE+2$B;%QKElE&Enzn5A$at==>C&42W8F|x@Iik%E6}Ai
zY=lByY@v~Y2ir_53(Fj^AW1-RTM1}7Kdl9Qb$x-N%WU0d*XCbn;l~};D1F-q<h~9#
zz!Q^!bkU&5w=IUkPDDkYQ9$9x;9JlEj0_+1q;L!b&n)vn3^zjlcA9H3{i6CWcYL>w
zE`<k^1MJzhBAI7lqgZfRA#a8)a~*z+N+LTOjWyJWijKQ+?T=|6EnrO8Y%uvp<y-9V
zPVa(3G6sp+H+RzB0*s^$C@Hd@?so@UFZ6uut8zmmO)mmf9ZmrM#)0C7moHy#07dIx
zDL>8<JyX@o$M^*M6vsX=$!_7O^tqhd>$Ka;$GMXmMk@WoFT1t9@*M;Ix`e^kL;(Ig
zDP(NWy#J{-`=^coJ0+k#b!hB3bO4BbzlE9`s7Qp3RI_q+rBy^Fmf0=^*9W|wQRQx0
zecrpjIp1C}WX^3?<B0^lx!W0h#+f1M<a;kqpblG$3MI*zqfwk(ZBo%!h{(f&{AB+J
zTNp4qxveGBUW%n&ez!7I+SCXrP^=9tkM?u<+I>ITMxP~BI-irU@dJl)bsA^>`U|eu
zy4*tMUD$2@f3fw}QB{3W*Dxs}0s=}(cXy}KEv0m)q;!Wt*QL9=q*LN2-AZ>~y1RMz
z^%>9ijdzTfzZv74yU$)V=Ui)Pk)0)_ps|7|8P_!B)Q?ZtSl6BRjzDU&sHCDiaWsKX
z9tRGLR3h;{{_k``O_?A$OTg@Lzh*Q6RKH;EYNW2~teI5eEtovq+X%J+kEDvj!@296
ze1sUlaEGT{8N#Q9x>`!%h(tD;nr}h|dqafr5u%|RW;I6saOYp_+8~NWo_XDafZ7K9
z;&IkG<}MA&l}kc{$I988$Om-yv7jaoV-juQaU9bH_%!)B3c!sk5lwbhiNx-lKd-Gg
zPeJzljY`{>YTst1@Y4_Mi}|<J5A@V{0F#A+caA3!_UwaU&1iTm=iSj@x)INvJw;vo
zC3K^L0>{pf=&10|BapcE3S3BL_jcIVzl%{5?Py~6^$kTwL^50#0!|J_nlr>`&t+3l
zP`rQi9Q)9FdumI~!5P&2<M_U*%TrfzaF-qeUT-L+DYK?YX6k^+`iSLy(y^@Jgk0ee
zY(Dxan8QtwoCh0g4QAhKyB;pkD~mqVh7<8B0jI+RLTkPhF&tSX6dKIr0WkQ9bc!$i
zk8f2vbO6@)`6~apW%dJ@6#zh+Ypst332MR7Th_{7^c&Z30NeGz&jg3Qov2;v$|wJo
zJwk*lVmJLTCg8H~Q>m$aUF$oH6;!~$nq6R69NVSjE754%12QD>sZexf@Fmh`@Qy9x
z%kJwDr?8~}ut|{sN{R#9s{3~*OQB%>)#VnjT;}}rn)bHwrlkuqh{{&=!zE?!zg;0*
zA(5whnWjkohgPUPaSQgly?wX0KEzhG7ZmM6dq>&um6hgUpMAD{^{y${)E{md-}SuK
z)A*oG{ggh4r*Zst&)J@NF&a3>;rS5-duyBmAn~LN2*5=RRyLXoc?6jik1r@$p+~D=
zs*?$Hiz3z6wSx4H7a~KrQ&$1>c##CZ=eLJ2R9PXX?-yl9&|rcp*7L1Oxcyv3VG;ef
ztr-#^{V<>ZUa3!v4IS&mbSM*j>hzpdss3s6>JJ7?|8in%@r}${4Aa(aj?Tg=7L4mU
z9TZrTf4<UT3Fd{vzyZfGSz1{DVMPr6MMlHLC&&dWF4ONp>itMa2sE@X$e_wOgVeoD
z<|%i^m$``EY#4vCK+vCC=JDMkmg?)|wj-a9^wlfvHe_UQLs}YSpxDPBOp$dT3qAy)
z>DPXW>_h%|o89yqZkL`o&#czXGN$MppRE|6zT^MGw}q{|9fM69i{kR7Y!vi#Kzb!D
z!_F^I-VMKK1@1Qw3`ccb^4RJJ6kzzK0u0rMt!RkJ%(Qo|o{qeP^M|{de@eT+q|A{h
zxF24oeDMP8evtvgWlVgy2y!bG1~ow4%sTmYYk>t#|5Y)Ig&;gUSHvU89jTbfdw#A5
zT;+rI07W$nXYlx01|SWbJwKjl+PF4a3}1hlVN`y14+ZK?Z7WPMMBp#XK_RKgyJ%_}
z_}T3i?AsO}7#xK5QAWjqYFee<ewhW#V2y-r(84ArJ_sX+hnurLvV$Bw?dXy^L1cOi
z>#fl=Ya}s2s3g8J%Yg$fmVbA)Rokg{LXvilR}Kiq7I<gH{7DZON;#^3l@aG*k&K8m
zHoP2?agF=vcO3RcY7FxauAqFW=}1X>q)Q5m$CQdV2TYS=S@BPkV|RAUNjBlm%~p~Q
z4Z<L12zu)nECjY)f-O#hBVbDFx9TtJQvVzr*ohaDlCnE&1XLYHhm;iYl9$k#*AQ7h
zBf*9bJQtFGk<ddUx0B78@Z_tRjzlIspsdPa6MwM?juWHspz^k@!uV6%+)9!7+i4Xc
ze+tmCkNCa>n>=jQwS-r{5Yw?tUuy<m`OxZwqs`BPCl3YYoB;;RH)UZixc44W1T%aI
zAP?1!P`SjzGuRMTV554TR|OyV;gHHf>%27y$(I@#4$@ciG3+VvO+O>4R`_VrxGk2$
z1ZMRM-oLTM)jDCHM?H>B<{v5kSs3NYb1mkc#8njbR-}WV<MwWgF|VLv2_zv7DL@rC
zp$OGodoyMJ5r*<9w$Mo<i6Tpl@^8Jp0sB3uSXq@xy!P4q2L?_z$Km0;q4Qo6yH}HY
zvU`-E2Cw%)i~lq^FmR9`=^`+eOTNc`a!}6)>QMfl_cyY4LP~HVb;dd&OoOan%9I->
zD#hJ{gM*{nGq@xuF1tIY5110&aBVIDrD9quQl6o#ppbhN38X}Cp{#_@a^V5Ux$J$W
z2wUnv%`sLeoB?u)TC0q{P-OrrE>L3QjPlrL16k4A@j_VD(@{ZhBiLAJj%CkS5%(4A
zlfch~dQH<#-Fo~L6Hev`RjEt4*nqT_&avpjV#g``t)brDc0EdJF4uRAnuRV=hp{Yx
z;r!-yypKmPRi+{wG<|gUL}VEpObwR>-QAOHyDfEU-NK)?;o1Lmxas4fC20y8bP9}f
zAmMTDJCo%9Rkda11OZ>5TO$R39j=u4XbIs=GJ2?tI6f;h!HnzD^a_auYpG86)9Qfv
zf8Ey2xsX&$lm8_@_&Vv0@@Xi8>0{uczONJ#Y}A&2!ktf`jBg|m3!z*vYSkMuZZvY~
z=d{r+5SbKnrqmS6n1W6x#_3_)*|s=El<PiF%;r~?&1psgtVWGVQTUZFhw3_Xfbvdo
z%HYu|*JieL8urDneJ7P>HQJ7Jv5DzvqgHg+4z6|~C<0yp05E+-{0I~KFsrGNpC0&(
zTx1u9oD=j;StF+oPl0JVoY%-)8WvnSQOSrjp#aDJ_1~|;SwsIQO;H6>PA>5=9Fy5g
zqr+25%xJsfOOE$IE_eFpQz?jENC5=1I&TMiF%B54P}zNnmHCp)i&2F4u56{s{j$ja
z{n{I-79_@p6eHJIGO{U=d0Gx|XJ(+$!os$A2}!Ezsbl-}-nh7|+zm7e2y`yxllXr+
zp#PaL%lKl!w@>O?E<7SZCz5DG^U3*3+aO-1n7Fp<YD;{A6Dl>ow=vL@$6%A%G98sy
z#DeaotrZDM*blw?^pWgze0}6XyyDf)OcZ!1KWKqN<cOhWhA6-{@-}*fcJ<CYDV72)
z_mM|8g}5@F?2$=(K)KS!v|r5)9P6F4Y#RitNPxDtNnudJUC_i?nP7@?vg)zJVlX0^
z++Q%0X@K)Fqcl8@kKb6#f+r5Mt5>2aPPB?=3{m0V8}R;LHDPI8z#y0BZdeWhkiK$M
zC)PZ(t)D802*u^!7ubrZHh5D^CXRYcvlp~IE`7nal<FTE9uBjnF6iJWYeGy!Ak7Fh
zzXywAKn{Q6b$DI>B<Rsl!NHF>P9%o=^NV;8%zXjX-ffsLU#Kg$el^cD{6f`KmJ8CP
zbmo@#(_~y2(>*B>=5Y+Spq$yslyR?sn!(>c*N^GYByv6Cy{CJ}AL^4+RoN@B(XCn~
zoT7Y**WF-p=-5xE7?X!iU5jYK53pY~e7DJhmFh#7?Mz6<afw~8Nd#2QeI>;CcGfZo
zhni7X!x9_?mOV7H@>)roqO7WF{m+no8A?TR>ZlhgVD22I@t`L?I<6UpM252^H0)PI
zPjA{9uXl7S3^u_A#e#{dFLe5Xz`h#YwwbYqce7}kFo71A?LosO>3H0oWKL1oEN)oC
z>o6@(CT<b!TQ}LwKJl6|D6VV5$9~Y2bomB7Tx!0BT;3x9DEMY#{DUT^CI^EOihoWO
zC;7)e3X5L-@wv#9+$cVp!jEu;JJUUd-@<Meq%19zm}zg1hHXNyPtekZ11dy+uL~Cn
zgJr1hk=OUWESy<wThoc)1q<g)3@KZVEdKPE^*sB+uAcFoSb?x`foYFU59RsgpKwB(
zplLw$gSHuyHP1?M!X~kpIPY7htlTpfE3<MTZZC8q)Iied*K$V554zX@tt<=&ri!^Z
zj=kX^-&sn~{`Who66~lCp=~UxmEOy8-}|aCw{>6FCrA^rvPY2ECMnqu+wtvdLxO#t
zdJeQ1t9Q|O=vUrxGASlT5~dk>tH5*RgI@molOp)Y3trzvsy(+uYweIqbKyiw;W-T1
zDwvt3CP0VopS*W?ii<Yo&Hjz!<NBz<aJq;%ask;2KF9A)_?&y|nYy8kn43I8KPEOv
z#P){&=k`B6;J^M<>GEfA2dcU%lm@KJtD1#7*xGBqPki#-dXY?;>X&GqlImj6@it*H
z8{R3W5NbA*WkEYlUfIYR3s=~{*iVD?HAIH6{us;sLRyIdx4Fbz9Er$!g<|Q_@_8*9
zFx{-Dnr1O_SJCiw`6#|#Te$=P%AzPczZ0bm>fnXiJjM^daPNSLQ=03SAgFvEAD+#>
zxqE|0Ox-{%I#X2vUj^DXjR${JDWB`AT8Jis0YLE~-<q$zWQ>@}dE}G`mlkb#SbxLX
zy!=Z6x7seWu1oqP4N>1E_xMcs0GcObu$2)RYlpHx%ff3SGp6audDH$W<E?n%-Wlts
zluhAob7UdI0%&LT6mCSsCMAxx)Hjx?9uL1K<0f`%q}6^;7JgfG<&cmy-8K91UV$1{
zKmAX1H<EXRIuvCmBS>(KDL(Bow)rqR)cPag9F>I{M1Gw*D?bNJO^$<#*K_yT;rq2Z
zY3+p{>UQ@a&n2(gGwZzL^{kZw<CYdYPC?yr<UxIEWJf~8{<55zE>=>9FA*uF3XFGf
zGBA-Z7wfvi359|G^sLgR{VgLGxreVq<jv9QV!4yJdsI2GEk7aBa65#`1fGfWY2}LD
zc}K4g9TS39bAV%-#pX<I?Z-;<74C`LPco$Z`ktMf;MD);u$UuHa4Saa=JdDro<@zQ
z?Sv(!7wo>e-YWk$?IzG5HT_LODt&P3L~Qke8+l};c8cCrtQ0XfHB9#@U^=Hx`|x+|
zhA<??)<!c6y;ipy1-P}@oLh22OXhNJ!n>z~MHKhf&?%H-KTp;?>=?1_R;p|__2%H$
zL=<EUU-btyeoia5PJh+E*sY_Sc~wcNkw>qXCywoTME>Iy!j8|G@R5S61p<6bWeaD^
z-IK5~iK{tp3oGaB>@4S&aG~Rzv!@bP+x;FDZ%!w%JkTX@j$W9l+vM$B_7B~c3^VtW
zv$KJ5R@I&D@D@CbIwpUJ{A+aQqjy>8wfc`sw+;e($VC>?)ETQv3_U;kqK@b?72W!~
zn!vXY2y{THJ1(^reoMHJ5km9K@RA2KgH!w^T(F2YB2c_~lM*Z*JP-)@<IO_*4sAs;
zLeBWR$810CX#UoI@bvP#w8Yl6b!FwJc_tMS{G5&v{_(n@nmPp&Aq8V4fgSNe!&1c{
zZdO`dCt&H&l5p4QKp?l`P%Nr94ysoZkn`5gGDllGI@+drv0akx{ew^=dhrMe>7SSH
zL=MLezQ#EIdg@iNQ$)!=bQQ_c!2jyw!Spwk{ba!T*33&)MP0jM$6ZF}WjGjRQ+dWn
zR_d6N7>mZ{AkYw+Tx9*ex{WT`M8M~Fyo*#miUN`l!(QT>Ew~V;rmB$7<PAlyOEL03
z-Q_12vD^zU9-rF|D-Mbt$@OG&>DN}f@k{1wmWw15?P|sNzO?;Bx^#Ft)VPqtasTD`
z*OWK~I_$JJwqI2Hi!Q4qtkc39mDj$7=uIZ6x>0E;htQNn@M(-!e6}|7xJ68-WgOHI
zjph6=q)6)HzPz|f@w;Z?6=<N2PSBUZzltqCt;M;DhpzFU*-tfVuZUV_nxJ0eA9T&x
z;y*O!zloyu+*n@?%|4(g89t@%?d+h#g5=I$lYCGou>5j`c>9z&MOjVM%i#$5q)W5t
z>WUyB1>VgicZ5eICd1^mr6gxwy+bmiK4d}N@Cm`rE{9M%DT_<5IoAZyy|KE7XHke3
z&*B$XS)J9*Pm|;shjRqpa$+@<8Hsdbw@-n(=W>g$_kNn-Ib^u_6XP!DOGrfSub~?D
z;te=1Tfi@WV3s!hG@+KEBYiFZsW4<WN2`eSUI^MwDvn$!9Uo$|MhfrTsH3%XUzL_4
zAu;W;X)NNJHp0PN^NlMxwhw=QR^96SG!q*1;UkO1>lh#Y_+$g<LR2rd&)yW@b4Y-G
zfm3O>>;N){BNOZ+^H+2KgbP%?aTOEKn&&D9kH#L=t*DoxQnBS16wFq0Hms|&F5SM#
zbG-XazA{6)FeAZR$)<9{vA{HhN1TJuINWC=G2WdR*bo>S`^%e&5>xa*ozMsJpjkA4
zYfEq#RFBSJ?H6k|T0U`+*Zo+!f@~Jl_3yw1S_$}S6|~w8-gFGB4PwovQ)yfsH%g^R
zDQ~7K`Ds{q=Ke_#8#Ed?O^9lm4XNlfEGohtdPSg55iMz|WJ`o(SXP2MisJV+p3oQK
zLoAO=eX40}-P0wRViy*M>osa-EkH8%3^5m+Zl58Xub-?|<o?TAqFiY3z7nujCG*YH
zgmt24Rstl|KD%WmfBj{>QCp0rws+e7olrmG6GLq0d>PQ_6VVjwvZT8i3}QltcAEZU
zUWL+3SF|P>d`%`&azLDil+&_OaJR@bAFS<vhg6~0l3-7Y<r<PYN2rYa#Vh$bzrlx(
zPfg({kwY*4Ii_0ZTGY5AF@dsr4@j5|+$2!?xx<5ZOVm2W#^<?ODr@CdT0;XD1BxnO
zzq;{n$mc(F`O0S>zTY`*B54I)&!>zvgjn5_Di%5%s>1U&q<^r;xU$9yWfLWlx9LuD
zhkl(ITP&tyVVrgrGWGfQc~i#T8xC6!IHn2)1TMntNmbb;(pED{jdQ2q#;ZBoBgwwb
z&qO15+lp0Vs)#O`oUj~A<;_jEnP!vdaP5#3y{T2yrS(@fQOq4z*<|>m3X$Itb||NL
zCbG>|9^oZ62s_J_msrQnPCR<<`fhaMd*qP#e}-&XKLY2-@bhy^BVt2q$wlx!HW4eN
zdoNtS6h4-0H~blIto<kajVoa+4RQnmWNJtA=*&XKXZ5ICxD;Whu5R%K6QwoduC$C1
zg#A3_Gl_w}Rc|!0|Hs6wgsDo9MU{D9TIsaUB_nO%|2twT4}y*Y%s6O;ntxW0c4Qw*
zd^}N!_g@v1nqa%YK9M$~o}!g~gmdrrT1yYY(QW}mncIYF2GY(paH9jaQ4$GM)u=ks
zbc+May1vorm9}XD(L6c1eIgrGT~pzpU1D(w*fGlnF1S|JEHKCXw*QtlAV%n>{?n^J
zSESleeJsREqugc~jRJz%;_CjuqY2t{P&F5B>i#VK666J+IZzf~O<}l|_z|BRVk<Mk
z5S@~b|7Dj^E6j4}?DTl50GeLNYIFf_M#wXpP=kk7xvu`P4xXo)SUBZb?mK^7y!wR?
z0r@Rz;EHKs{kzv|_wUHQWK=IaA$Kr-7{ub2SkLD{zfa~DGaskwLJ3&18#@SnVR$vW
zr|_Ti8B()w3DeOv0$r0-Ck+Kk4Ih2}z#T&cxhQ78rzbbsf6V1^J5%=MLQIoyspoSK
zjhDD4P>4O)7tC2T!$ZT$Vvu#om1_IQ*<enZ&eu<?f}1XQ?pr#owJ=3Xd{)Ur(a14n
zv)0InQg8%D*`<BCwjK$>g7?P!k3|2xqeh&*)ezQ}UBjNFYdW4j%2KZ{nvC@Llxa<x
z{vJBYPOLNd-?9<HVn#Ijab2*{U-i=zTVMpw8lb2;aS>x`VgCEME7yc8UD{?IE6yE~
zBLb9X^6F+M-BlnUY3VBNg}>0h@V^cjIGs`sIORCRakOk1(Tzb+`5J5#9;#9OJ-94i
zD~Ytn#nw{$(RA^PE(_f%MkTqRk_9<`>4#=!;{~CFnR=S+HVt#kBGxR3kBMPiaNkl0
zS>JAAJTyr}Y%m*KsfrNe1B;ps)&+z@i<qY3RF9D2a|#n^bF=6(J`J9)jo!F?jo$@-
zyq){1H;}lfuPFY9?2r8TN%XqsZT;r)nM1st1zy71dR=cFa1&JlI!Bw?MFv{AF*b?K
zQv1MinZB%&!R~Uko9r?I9tP;@h5xn`t!COsF+t$H`bZMIfoI226Ztnl)jTv>N0)}%
zsJWuUGV4Lp%;QYjF+i09MO{-h5_&hLFle$KUmPnjg}c8O(EE&wlR0eXypTf+Z4UQ!
zT%6I5T}=)tjm#LE>0=Bm2e<f6Q>`2783!tu^}d09Vbjr2C#cf76!8%vq4Sud1jZZu
zH)<JL)}cegy`68E_wGL3@wzDrXMV6NJVI7_=qDD(kad0<VN4j5z4mN0c9_4_#teD8
z@U7KY0Z(P{<r{ae{1aoIo!OFyojz9jM7yvu0}}atasNb}cpv%{Hps)j<Ib?Xebv`a
zw(NR=VE2#+Vz8I2h5Ci$ta}KPgkBE$i4=O$_uGSjf`*U7gw&2=yD48f=cPLaTdRkV
zAW}k$y2qp0<qCtPm}$M2v3O0Q&Pv2=Ev+WsYf1Y>ifa6(iAOrRe;F(GiYN5K0#NIK
z2raKR`|btR%CZ=UKdmtwh?i+5>(teD>3_ecn1&NZ!AsFj!SCELv2jp5$hGPQEB11h
zI_J`keZwNA_(QMVv~tmND$ZL$s+hv>Rt%@3@t<|VMkT9HN{}41GF)q+{ZMw&Q^wQ?
z=7?uY>wY4dNuJs+J7g6y(7ng~LdT5KZT4)Zz9o!vPLg3fJ!D8WJ;M9+z3;F90q-G-
zgtK}AuisGmdknKLs-eZd>^jNpokLWXq$RYm&D<VcysXDh+v04P7GraElD6k?X&HKB
zKth^EZfc>MmhNCt7Q;Poczzibph7|66&C}y|DdJS1~u>x`k6rK_<UD8%9iqBb#=f>
z!;~Q6Yb(~qx}CO?K&dH%L9Au-)E>Q=$J6^Jd0_}*5%?Q>=c%Ck+FC5OqKo%M%zz+%
zYs>EQP&p`JLSBtYNC{O?lIyVN>7|8D8b_|7pBx58;g%(ElT0u-xgXK^z4g}2jQ<z$
zAFDL*Z2XXtmDhV=G1MWfM!W4*-%}<C-e^Z5ArK8TFb)LRax!zhr|^-LYYUGpv0Kia
zeV5|Aohhy@%c=BzVxPjhbti60JcluObbcHUO<|fyx){OIR5T^%F55)i-%88JC}RJg
zx47Iqw(po_9yrb7g|jec(f-zq8rl4e3PRn*t;%g!VwJ9f_bDr=MBL}MZWh@fLN4W)
zeQw;L;@4L|e6iymTr$o!LxkhS!@=xV|H#MT$T&y=VJWJS^x{F6GR;aXSSKG;nU2&;
ziwmuGY|_P@CH?nPWwlU`d)wooo8JNo5J9l*<jYk19yj=-z|1^6CcpTp=aR}m%0rRJ
zrE3Y(9l5_j{wzSxK*#dC#4T9?C94|uC_WJ>?CBL-_J}Ezf94gN(+yN3F(3JQ&<k=+
z`t7}dVcRsDE=xJv7!ItA3^DffnBc+U!E=~{yfoeVBsL{`QxEcW@C_*)`)vL`gU=`;
zT`Asi?|XC!e-THBgx@YiDmz*}%i4Sgr$?%i(BOv=$3YpgKTV1<O4(4P(0p)k_%-`r
z*IJk=$NI&wYv*_a4=?l6uQQwBs3TLAQp`Nc22GKK>&6yC2OVI;T3HQ(cGfr_4~7t{
zS^r&hG<M?4QMWkgwXB$>JhSx1hY4<yb-sv<vW~$;WLt{+`1b!&lnU{hmEd(5zg^wn
z`3s9`8-gRqdgKtS)kE?Y(&Z+`{2Q^b+=`X*{aU7>+tmN5jIS%ApvI&hxT|B=t*Wl2
z5GfxiYYg)h$9EyHZ(#`Y*7`QycyuK;kL#<L=TD;L|MO&i@L=kSY*h=c;sW#}q|8@j
zuD_~(L2)`d4tq^A&6FNh75(1gkb)Bm{``Bmn}GGDt(o@Y**5Y{P;G36-uGc(^5{vB
zhuwLK*W_&^V+S#g;_=l?rlSA+Gzy+FoM4-J!krM}b>L@yiXc_pkC6}b{Qo|9UD4Cj
z=LP@%qTY3XHE6Nn6zWRf3(lxW8LzNd)x2=QcU-bNOMIGp<XDq^9XzY5xoo*lOrq*%
z+GD1!AQUD?Qlo$S^_N;|me+I{kN$9fqNDZ~8M`EiCuaYAG^Ru+wRo|&U>5lw+Z6D*
z=_u$JDk#uMDn>L4cyY911O#u+yAg`{#UhZo;kB2und~2*7p)}PRg;26aGFIaw*oXQ
z*dy^S9wFx={r#w{nD&T;1ERB(TTbkLpQ@)i9c4a|$V;7Ru6^h!Y90?WPweH?Jeywn
z_v}3-`)3$W1x(AAFIIYbM5p5N1}64iy@7N4<oheeMPl;oeNkr6u6<Q?nv~*&r)rar
z9j$|FDuJ|gUU}<Q^%o|}pL47Y67^Ynrf^c-3{cX?t2>nq4W1|Rz1ehc0$P@h)CB&B
zrK;M<W9j*4a$}uek<26Jh<u$WDXPt$As*k!4>+1yWG&)@`xUKe5LY`yr#ekgegVdj
zxRVtqPnM}r2v)JF^dIkHt6@fbg_`q7)Nhb})A>EF_&CR6jyyEy@P3b+|GX+sXPry}
z#RHbqwN;g%S%<}rRF(ZmH-g=#go8U|8Aa6ulqYEkIbhA=N<WRIJ;zjkm5dbK+E?{>
z3g<6~G-LPi*%UyqtaR=?b`B>#w@+Zt#stH$D(sAR)!su5Xd#|WAI91FV{*nE?*~jm
zI$J=M*!VHQm_Ji3T(Lw-*Yxh+P14B!(J?n259M(~KyR@EHz_Vfk1Cyvpo&shEA`gi
z?x<;yuDr}m$7I+J@%J1ZsD9bkw}We|4nI7rMuX1HQ_S0G-aS8jQLP2ib<hi~s%zfi
zRT^a}Ochjh`Qe#k=*B6sz8wobcm?qnmlqw(<-ZjM(bTyu`Y&PWx@qaZbX_z~Zy{h_
zf6`L|gI*;*8;@AMZiy07_xVp#Q=isL$^2(;l}gRj;2>s8Y8uwgqoZO<Daq2Zrh2=q
z<>GTwL79a_Zt$~Aq?n(C1S@}7d8nv{I+KSp*}wZbcKq4$?)Lb?0c!5{VOL<Xom7Tb
z&zo}IA~E3a*RKdnTGdFH!so9*&jYHmvhwxyb(TqQq&rv-3P~({ZA42^E!(seph!wL
zxJZKhmCzcTPxoz39=9?tUajpbLv1C#SdBYcth$f~Mj~%~xqt)CVZQeid(F{0;poz=
zNeQ#gA^ZR7rRV-FY0I>_iGT*>If|I_6YxvUxGN-c2=hcz^S_<-PcV9Z`i0lbj&*r3
ztnczS3t}!9Ly0IALHJ{~#-g*k8yTnsQEtz7zJawftMQ-o-+@J#(GW=X1)GZx$IVW&
ziTiz`xcl)PqWj9;K~mLYV{Jw)7>E~x{sb?_z<TPA4DXY%9{BeiFsCU>$j9*=9P9aH
zeFqnmW@WVmHy^~;&?GBoiK#kgx6opCDG7gCPagDD7P8bWP+Nimn}_*`FaF0eX2!I$
z!lhlvt|m6Y_74!UKr(67w>YU)!mX{x!#>N?GKA>n<kT5QuXYS}Nawm(Lpv#%nbARu
zi?ph0jC1DmEY->1V?UV%$rObdm_Hf#40Rgxa-6KD<bv=M@ky!{Qmxk4-00W0@xS%O
z6C7(kBe&L-j|Z6sDhWurt*9$h$jt34Oe{RdV-=7df#V%{7V6~xonMS~^0gNQ5gEt!
z1XvB#EhPs}P2u&Y(1Y%_;bnIqrK8mOJR_#OmJNlWc!F?3cx2dj&M0aOWv<iI8ffj#
z`}2M@4@>Obz2o`rsaYtN^IBKPHCSR<iX{0XIQaQc61#YFtL0ycxVSh=uJ=B^O__XN
zD8362Z^;kp<Wo<L>t*MBC+=&H<PrCe93NC>b*UTq|J=Mgd=arP-!G+QMiW5S_cLQn
z%2aXJ2I`dfB7euPZgU6IIk}9<J{2|YL^s4HtWnd2Pp`OU(CXaOUjOYBVbAqK@sPK7
z!$J6zc(weUnxn({FV(O1FAM+T_}8P~m!=)DDwyKXco~ALyoco?^#hE()&1qJvbVY&
z*!OzTx5S*gziVAz$Mw&e2?g>MX7XDd#5B!PCQNT)2P1LRa;l<&zi#0e{-t4^K4mdV
z5=ic{YJm~EY20(RB@07}eTvAJtZd`YL(0S-sJZKn$Wl0BgZ34|97Gr9>$0tG)?Ip|
z^*U(SHVZOn7MoOryS`s1J#hD3^6~S_YUN6WVaGe7nYO$=BwFZ?rBxh1`1bW{ElDJc
z=?1PwGR=o^%okH{>o5*UIp|qqYa}C#Z{e7O91(Z&+UN@Z#tu&tyt&^+BtBG0@O$FD
zPgD}?U^NNwa6=$kMm*IlOg}Hq8}bJwDNxC<{*<`fIBKY4bCGV>{Sc}=MLg~)<C@=C
z_E!GtSo8fP(X1@}-<Slw@8z^f4i<a+)jiu6uuWKF?c#wi1A>BrraJ%rxDos*?DMGI
zwQlcWkLWE-e5l;F>lik$TkE$8P{eh_6fGOwynsCW0JI<myfpv+>_Z0=7Typ}WvHTL
z0xwz~vfl`bpNbcA)7sPYrzcW$jc`{8`7OLk6(~Hv&_UAm(gVdoty(>#wtiLSS@kLO
z6f<XY?SMFrhCt$yYGM>|{Fb-7r8G)r(5WG#2T_<XTZOHLaM<W!^(FlZlY66piDuCA
z8X?x%(Yv31VIRtb(~MGz|FrO@-p_Ibg?<KICkO_94|Q?O0$|A*;gkM+y=|$U-&z-H
zS63GqCnrw*{!hvsm)q8bHIAL2bF1}Lu7&XobdTET^mN<HEoX*)@z%O=MXN{2aw+mr
zX6(w7^(f|}RHwwS=;Ti}+L0&RGxu8ot*!QN6>G%IDE=%tB|=<95bf%ik3M|-?r%1_
z+KeplGGEoCV60ZWug!#KWniV~<8@o{ZczE@5L>pvxLDk#1tlkG%1YZ`R<BuJN}Zea
zdFDfzQD#UCg}zQT$`kP{LcJ2^oiy0J`{x&l+-WtWIF86g({qN`lfAO3ot~}P*nlu&
zS8qA4yBt}1h8GHjI((^8z;Oslmh-zlHVP*d)gL&9NwgH}q)_STifz{3yZ*SFY;&g`
z`s$P|q?r4A5(jxP6Vyc*_68-6feV!xv<R(Qd-1iC979BhERMJyvL48hrmrV%`Mr7D
zFd8Nf8vhC*e`$A58#Ul=|D#|koA^TRWLlOw?CG*Tdtt?NT4*ut#68n;{IuC5vGOi$
z%sqUUhOzy1sxtk%g86w4oal<F1}oufuYq^XYaEDEB;{J|xMQ?IefWy9vJfzXt=SoM
zROswwhUadv_QPWUB1%Q7EFre>Jj$S$0c1zzPTmmUoX4lfJh%in^h=t)uK>6>ZPh+^
zyIfGtIe*!n_HzHGr*?Z{j~=PJmUGlekj`m8)g&>_=58e7+l?<L4oQQZ(p{05np!2!
z?3?Z7HeA0w5Y0Nn@=|#j#*BU~@BMl2j-HNj9XRRIXZp;08E%j#lY_hC`Po^=@ik4e
zWpJ-guEAxc{oxUDII<UKRpDvNZ`xF~DtB#VKBD=ldA9P)(Xq~fs=T&#+Q1%e?#Wmx
z+pCDB@cq|6>>JX7QduM>BIubVDN)sy&$@B8jY`n-aC0*=Be2($&uQ}|5COjX1@_Tt
zW6HWUb7TBA=>07E-~?*;?YSiMGA7#(smB7yQZ2lw^?mL#h}H&)1r2iEdx*lB8+L!-
zU8aw&rR2tmD40XqB~1*~CkT9s+}2Z`9LIz_QoL=0duc}yZ$&;0La?<eh#rb&Wb}|E
zLzoni#0=V6(GOGVG_;puy$J>{3*?54itHv7L!`Uu6<vcXs0i-~5OV=OvpUr6J#|y3
z;_A~AotPMuEgrPC^4~XnVNb5M`%`(oDwTeX!$WNJhJj)?ZfX)gHw&}fXFJwU!I%z*
zq=FDo_on`2T0Z4iSuKSI%P?rD1d3Y?ICJypQ?v$K<7?U;w@E44SImcHEU7mvQ*y+1
z?(olK#+Yc6blRP7h&6X18OhAw7C@gW1ipd{PO;Y%FdXLVA5uW{#mfgw$#U1rIdh|d
ztLh&i^eK@+yCZgpx!v8}`23DkuKP0q|9wMQ2ZJ4IEqBYA(az4|DqJUeX09!ZiHLTb
zo`SWT=amL7==uXS)Zt1EJ|=X|!>9Lv<gcWbmVcgWSnjp9J=S5bt$1@5##o^l9yxPM
z<z~CCYVQcP3($^pY84F}V;iV@D9}is{r>Z@Kq3^>nn|rUphB*eMZ<~f_*l5z!SIeX
zhcP5i@Z#!RGGxoJ=-yYXzI#@`MPt!z*+;X%ju@8ENQUA5x45XcXS6fNNI55`wrl-f
z=rA5@ZhF*#s%}>FD<6sIi3xVwt^7`r4A1r-j+K2}GY`Orak3t72MFN&G;xM2)PmT3
zzwx3d$w;)~KM5ZT-wa&XyGE|8XqPs9W(Ix6q$J19Jbh`*0TB*HJ^AlD33~x_bShKK
zT)(Qoq?$V){KsNBl9UHicFL=Ko$yKA5j}>kOEsI{reXUWY`0)@r18mGcfnc>P+H=H
zsRPcF%I4+=d!OeRK@vEWzVPPC#nye;YTmfD(LhK^DC4}r51`4?S&6Cw*C63L-aP&G
z%h4=sK+a$Ev7CvQ^d%Q@7Pt|T6LwsopUk$gc9^XvH0^7pj6Ek0kWD<N53YiT4A-mB
z3gDvo@Cg5A!#6PU=h50(1;VlN?zrlIArR4ZQr{z=jYF4aSuyqvah_kCOzy=lfjIan
zpIeb=+qPO)6T8lO%Q|QBay*kMJ=-n)Ip;E6(TudbM7T&Y`qC!grX{B8#DVaI+)GtA
zr@wvD6J;Cc9uG&EIC!UQUoJ6rLgSC2289kHh4@E{lPb5-v_w^B@++!PE;?E~!#~dD
z(h?=AZ)E%BaP^r0wvMqE{@6@gcj+Q!LJLQ<RIG<cW5G*i_nufv*7Q+|zM&37T9|YM
zo3i)y_CX}Ay=~-9J8@is-;6IVj#pO}|KP(!GgXib59)Ekw;>5$it4Z@A<uWst-#;w
zx8yQ=3+;1Em^bV@+K2cTUS~IB{a4qE!qq8!0DXq>l4O4B(TZ?4Omf`Qc#K!@OJ%it
z<Mmf>_ICW5p5D&USklwxPtnNtHwI=+XW#yz0ul^`thi*Q9Jyk_Vdgz_JM!MSSqu?W
z5;&2B!{^6niF^38Bjq<?-AkCjD}Kq7;N5b3hdT9kh>f{M<pqB;N;B{81|4PjEry)h
zDZh_zfAeCxPI_uKyV18JSz~7MGDn$>Q<orP$y}W|OWLUrypS8H`s^o=3O9#e5QQ~s
z715MQdJwrZ9GA7TxsLbcYHL0kqL#NaQ}m3d4ehmtIhE%%;=@x^s-pCSTCAjsuleif
zrP|QrZ-uGep`Wz%10LvSxu2lfM{p6J`M5=X3A1ga3q;0jZ!*uvhQ>I4a~ABHCVtRn
z7$*pM3rQlr{QU=@`xnwIhU4rBQ7u>y2?`O`2w6Ix6sM2$lWC3DLOCYiK3i}^+X5V;
zPbp;R&unb-%81gyyW0=i7*am<$i191?=%}&GT>ajvze|uaF18}lQW76X~O6SB|O(R
z*TOMW2A0js3&vYK;MeisPGUE#PNz-i5YrAEPqAi$kwfHi;{*jI<^1j>BJCXJ9RNLL
zj`6GNo@`*2{;qi<fa$M7Z#=lX)ED7D0Hd|GkdI&|PV~D5g+j3X^Znyu`myCQO@Rww
z!`NM?66Ux!$o8<%6D2C&J-2-BoH|hcbG=7?mxfouGv{%>3{ZC_4$fWD9h@iuI*&hM
zwwLJ8qmWZx!mZIVMzuJ|R0JvH1*{V^&E%F`2?Z{0hfpagDY@UcQd^%pc(UM9Q914D
zc0$f|_tl2W3}rD&&>&2Isk(Y=f62J4MxMg}O~I}G{qIjiQ-n_-h@>$P%^9%JbvLp$
ztVVs4V<sL87*7r8Y^NV=XhmrB0H{p!dpi~S$h1*z=H8kUY|zhR&$+r!U2LUU9x|8h
zlPNyZ*VNZ$4bNtT%C?3`b_ow<-+MybIIa0!1}fLn{2E(CKLA8**^!k{nWF~}N#|bq
ziiX~=4WJ#V|7Z?#zXNSvWk<ct5-!bT*==I9j}^Plhmt9<Z~0E)a1lRq0T1nJpqLz>
zy+XGKEX5|&JO2N{mHDb@MeZW}V<d|Ry<%#NgnCb|oa0l{v369-N`^XrEEuP?s9Uzt
zwjXG8aEi6*rBPZm<7h#WaDVa1qMEaHhHZa-!e77!cu&D-z$kCVhI#XQttNN?E|oar
z(UvfNVgH>J?7V3V@A@UMU>No~0Simn@S9493@*bs5>457ct@Rges7^~n9E^M$9y>x
zrl*>&=Y*q#I=V}Fj}rQxEWxaV=j*k-0IC0$TuM1TDRT}_%1aElmohiP-6$AmorQ3=
zoI>;GD@K&?i%SZXB&weU=({&6n~ZN>8?U40nWdgkBoklnX%@WZ!d=i!a|kL4z);a!
za%xRsXeGz3MveXVUjLn25{4TTT#7Ze2U#ulT1Tz^_;Ht4T96kIgJ5{@zwBirqjPXX
zVqZenr(({}o6Tb<m<U+J@z6I<a0C2`v1QA2W@4pmNOufdToQRnQ|$!ry%+Q60cP>5
z;g*g!>Q*x+Mas{*)M4Tb((pzFRCtko^QnQqV;t=ih&npxAc&temPx}%_I_*{4REbw
zx>1`9G=L0t6;G#ho(Hk7IIU-WjYV0FdXXKUp#&)rpibv3U`q$ri48Lm+hTAH8r#0#
zfMX9lk1<7Q9}83W5z3h2VA`#mvuztmg}b?-{P<~3p3}_F&s-aQ)o5}jz3}-`JVcEU
z{+D(-2A<2P9^Gcw4_T)klDFO9ZN7!RJdfd!Zt0>kNP{sKJ_dHZ-9jF6s9FJ*+SNPa
zW=-?CV$mE2A?NF+<|F{#K|{$IcvondA4mz&7tA9hmK$XEn|kkz2YVfzHeSV&SeA)1
z*G>R(ETBnDe{tKQt9_mrOD>Uq&YMVTjLHlLa<H5{$9mn$C_zxGLzl4@xmexsUfPqY
z9K1vsV+8>BTTKA=w)qqh1=g0^Yd6r|aP*AKg#xOQi#WAY^NHp|3@yL|5pIPFFM_uT
zu}A3$+?apguWaq~*h)4}aV%hp9I}iZaEK#cW^g)96?I4{<QbvtK+-8z^=EYhgG;t{
z*TV6F>Ufy#g*~vWG0gbxH&s!}x~jU$tKTvI9agm<4NI9RJ1F(@zQW<>gN6M@Q4CCH
zdsA&U22Rpk3%gZyB6&f-S2DLBwGN;B{PAjDT`;`kju24-4VN;b27!Vl9H}@%v;I4t
z5lJI9>`!~ILWUmDJTxM^f$Bh=^Fb#tTiGd}en^KABYPsi3+?S_U+1AI)R;Vq+EmF{
z${bKIY6+J)T>~*zdH*CbfN43t?W@1;HOzmeVy@4Ac;n5;L(<y8Y)aqW{!(2%Bkmb5
zihyXJZMlifFNu1(3b2wC%{2Vubg<QplTDWdZuX<&Y)KpG9MADq0!>LaOh!=?>wRZx
zF5)}mJ7v_6E^zkC<-6z{D51^4((mu=UsN<6ml!0z$2o@qN610kK?;;Tu=L<X+>0A(
zXp)cxEpD+ANuNSwIlNMtMgoc=iY_0w&gig6q?vkxkYNwqY;>cPT#x10tb77Ly9Fgp
zwJM^}#ZB<_82yM|aM9-Qr=uNgTkS`OVU?Zxp1*NK43(NLkRP)-rl`5=6p9VX`hC(d
z4C2Y>LE!l%@6+CT3s-Ue(s0?yNNz{r<V{<NXL0)fv4p^5R+U}}v3|Ng^XQ82y#bl4
zqS!6PNRW$nChyRrdXbwirLZ0ky?BD84q_#T6on-L*mDsV&q2C}XQiIHB)=Wg#;8Qt
zr#S01=M<@1qiy4jJI$EWhDk^%UxM>m)%PJ*fj*+eRHWntJm5_#U|8nl6#1={oZI*7
z=G3Xynq4*ky?kgMkmIGdB5_##0R4)?cCFYn%)j$-ZFW$jfQC~(#70t>)Qt=EqPQM3
zaV=gFt`Lwdvy8w$ewZYo<}k^P^JRXIwYk-AE2l2M=EGTMpf-M*He3iv(^#n--|lwH
zcx8YIXvIrwn_n^6tv1RGp>l(O!_XrFtc-d&hDv}YUpXxy^5Bo$AN)E>>mj5#9v|8X
zB>5d_;#CU2Xjq>?4mqXP39H}X&N`&4$Ul>s4Gv+V0%|J8tHR_2{)_mcLz2UBBrN#T
zA3tIo5tsB`W{h|&lvL<H9w>uUC*o6qAWri9AJ+@T8aAiUfy&KS7Gv9Qz{8ytBfk3N
ztyl&X4ZI|SW4z2a`Mpov$KvoSMZ&!5Mx3m@Iy*j<*CFh)obXOeUyPEfMR+x(@NAO%
z<g(4zd_uNl{qTsSzWa}d^3p2B3uSB_gXj(Q80+RVC6uggi45qU5|0$ce-ohTbB#mZ
zzyww_VAzjG%WA^MRlxu5Cq)G@2G)laxo#rvput{8&)Bm+D#}^<DIvSSMNr9XwPLh^
zjJYLR=O+&fEuxME-JozL(!JKS%u%G-2F1@tg=Xg47?*HkaB1y&wjt+l$Cqm)E3t62
zIuIr&rUeCf{DVr<0>mX;oGc1uYNOP#NkMu3hujmj2vKcKbM0`z;kninzQ)JXo?N_W
z6|Loj^B>X(6eWKrD_Cird-P6J3S6W|w~Wp$bR4LJ6Ll&JrrI##G<@-Ir%*hF`)w@{
zu{8)>b8<`FMPJRvY#Oy4m)^I$G0VBqZsuelVuui<w`!8<MROD83gD6FG=Fh*{Vm_A
zlbX;yl(c-w0A<+!yEEjyuWHs)vL}kIC3n^HU+~Lwj`VNLN^+|`Q{=#-7D<7ic(PnY
zeB1y(tgts$9p*4y#ysPDO3|<ukw*o0x5+qY{GwG*Fm)cmMX{$*Y6zEl{vKgLR)c7o
zL5&7>Pk=&5D~VO0WZ>?V%A$)scKAEn-=$pIbz7TkyC$+>4hFSh=Rgj$!M9~-vPMyQ
zPb~1>wZ0riaC}y9Uh}nckXLB0N$1L+(UiFjm=&xv&h#-bYolN5w7&o(i@R6T4)*MK
z35{2>dZm!Q1kG~z*k-J8<|oyJt4E}?S>u~&>K0=*b#+wp@DM;+Ne1@`>EqA6sEDV%
z*kXBOe3&rq>cylLm!z5>Km@!fvq?pgOA{+~Dv^N&K<sj~y|TP0hu)H6Mh!FzQG*2O
zQ9NfcLt(L2e9*r}Cm#BreV@y<%oPhXamCc!x9&e`3Y{D~!h|^QS%KLX>9mL!f^>s}
znTP|-n#*zfBa!1;s+Cf&s!~;|_Q@1Yl@#Cmu(x?pj-M9pMXnp`S1sCZ*aE#4wAzsg
zi~D0p+3cT2`EW;)`e?-@=YQ@j_CMRb^}C=J*+nDd6XLsg15BB52R>o3{4%8L_2mJ_
zFmkcj$NSP6EKqfs>w!o~_zcD!<uvcUCVp;`vj_$A!QuVFu<-l?+kY}yyoGc1wSt|H
zP25<E2i-1;`)2_X3a|5t^5NAZ`swTuW|mHA>!|-SqNpFVzf%ll_F`AFK=N&Boq-P-
z+;6b?!E6jZ)NYxR!Yf>*JtGD>=Ai`#gwc^@N;3%d23beG+G&A<Bm6U^E%Pe!UF~p+
z^~mvxzK<bcnmMSk8bA~SVvI|if$qnAg{WJ3YOG{s;OK-rtewVBujWVB+@&%WZPtFR
zag;4&+G(4QQ;+@rUolsfz8~K=!S~XzkCZybG=zy(cp*`G>s#Ow7NdInXCZwoBv_oW
z58?6tXZ6C(JF?mz36wdh+cKj7Hs71@>y(`;;{4ntrJ#;ddRds8B{5QTa^_q<Mim%5
zv==}Up-^Kyfd0nax|_UZwrdSR-pEXi9zx({y~kD_B!SU4I*tzbq@O%t$+a-8#v&Jc
zo$ccU$@UUeU+p2#R5o6PmG|{AJEk$GCBg&R_fejfVkNPvqfA6h#msQHlXUyZPdh65
zb9UK+zwp*XfQoA#t>EX5ycf4RZ;9Adh>KEL7C|a3w5XYy+NUa{tCuIGAZ3kdVK{iA
z&@!{K>lx_=3ohq>zgs;(&>Ewy{Vu$1VII{K_c6mRNwA60?&y_~c7rH2iix@1fArQ9
z)#IvG<i~rl9e1|=F7_S59ykjlwD9~Ti~;1s@NQ;=j62J#=elb3G21h9<e>p7)tS!}
zq&XcSYU-a`@jw(V`2pyNN@$nl`00#0j~sb*Eg<1@Yj&O1U~JXCicUhBhW|lfHBk1f
zX~ul39j~!^PQhSp7Irl?wn)D~Ebt#Vr{s&zXT4WFYuQT?ihD6NFY;Hm4^0`(X|)9D
zZWlGlzOWcJDn*l1!(ZEl-@8|%?iTmh5?*%>rq9Zm&I7Jp-72Z!uIx?Jpekj-6a65#
zJJVHsDmT?Ld|g5L3c+P!6Doc;mplc~Z&v)8c>@de7ei+S*&?cx?<vX~`2>yB%N(=q
zvv+GEYe5E!m3);2cq_lfrDv?@*0$P-@djV-+GYY>f=1_;r}S@>SB45wgg*+|O`;``
zU?t1uFj#io=9sefZfR=B21{5^5xmK1L8$td9Kbss96JTr$w^8g;}(4-0Df%tI<ikr
zV&yn85?x^sh!Vek#h%|MFoZdx@KCEEn;cos6eT|(u|ZL-0in1b#<7OE=h@?UJKNJX
zHu1?0=4{_ko?#!KjnrJ$ba&(3E{aYZy2Z35T0>$Ei@!<j()UT!GwEwsOngq?nVbm@
zu``@bmgjS-5^Fx#Knh=*_(W0a=_@1O*fL=BHGIL?yXquQ@h~90uqH3r`fCjin?S<&
zwyc+;xKF8Wo;ePU4@{!KWNun0Gvrap=q;?PSf~Ej<UlH-@1-#CyvjrNtU}bMO<?UL
z<cx`%f+Ke5m+?5BQvj%U^ozdT=X8bi6;(0t80Tnn$?eQ?;R7A-g1N-U*BYZOa$04h
zPeMRKUO%m%LF}+Q$t3X^S3VELL_;fA-mNevZzv0h8$hyF&Gv=j^elG~Yj?{?`|6QY
z`eZETL3P?b)z#C9*zaec+L0`0NQpu-(0cl^)3*F&7x*xch6VT+hx_*#7byQpDLAA5
zpoU)C+H2Ptkc9MklI$(N{!ira^sc)0?bF>uu%fLm`-5M%2#LH*rrpt>j<|Scxe;5w
z-?QJfO?v3Cv~=g6!E17r)24jCO`3YBd|)c@O{DWdt=6LUn0gQ%D{G^(R)w^_BDe<v
zGi$;0jEJOdLSNCO$X~`y8QD=SXwMqTM{OnZ;DPj0NEq<TH;Lb!cr?(yOg=hqeDduD
z0y}8ccV|hi-)|>q7HZ2Xe#p<kPQ8o*q=;yRmt`E(9>dvZjZdYvjd2FXUS8RBM17?u
z<FDKdoT37mlGq7H!3DIK=ry`nZq}&6!dWx~L?ldck|=-j3UaYHO-(rbd&B9Y3jCfZ
zBgU)(J(Ek;&SfM_{rcBgNMhRhckQ7=U>v{P94x$+6=XySw)r&zc?_{WHK+Yh8MDlY
z>MsATwg-LXy8Ozz=87XRk!<%l&s9-hxZEK6Olr;mzHJ^7BzQld@9R_<XDcB{GUT*f
z$$5xJxtODj#;GY3o0|F7^Nq?C2UDXAx;%-JPE#G5Ug;?5axtH2zW1Cc)CyLwkf&q*
z+3^#m6payw3G2!Rfbs?)ajR_==!$zv`hC4g$vWr4lG3{5qQ4NX%TOxU__M_LS4-Z&
z0K>0M($eP6z;q<@9UpXf@o0-*BSBhu3<bWBlP02Z4X7GY(x`%nPT@20;-5f;CU`zb
z#sm~kIc_zt#!piRF=g?hFKoW7@sC$g(afZB`pGolkw|q*rX=7w2(%W!Y*A6<`6Fiu
zafZqy%RnD<k8q}aC$2_)uw5P%f|DJJZ!>12yMoryCZdFM$)eLg6foH**i>XUCG3C#
zk?$dNKk_;UUwu|xTt;<rqD}x5xjS<vlJUhqL5;F%vyUw$k%GlNWdP_~C8dGx+DzAp
zFFkRSk<|1W)skAY8RwtNKAU$v#=U*3G+O)+yI}@LwEW{~EadsM857%)lHt17sb>j0
zNYG?()~KNUI;rdF><6o=H&AIV-K6Vb45rCJbp&<|-&M+vL_~ki5~Wk65wQh{m3|4s
zQ-&-R^unI7UUZLM<4)>9E`5q>-nDC;{E?!B@tsoJuJd@;b#g^2YJ&vxD46~i;#+IA
z64j!9@k&(F=_P2A_(OT(;mV*Uk`QcoXgS#!a$exkNGc#j&pD1;vTL*a;r|h5Xr~eP
z3I_KQg^}ZMwakxQ1A)1ZO$h4|t_`A|z{J^;njX7_i`S0pvbIEw4<|2<Wi1Ss?@O+@
ziJmJgzFatAU-?ApaE8#s3P8I4@r_c-sj$0VR-^@?@>7GXW;NbiaHID%%Jg@`Kh6j5
zD3Ucq4j=T<6t};0wSG&*Z9_%z;O_cC-o0fIJzOF-3E=wvOGJ$qme}EaVyvJvQctB(
z0JxOO$5_=j6#ri=>XCd=C1Qkeyoi5u;;aY6V~|Zdt2dFPq&xa%pSMyOF^q2QQH<Es
zH5;nNE?GBv<WfbE2EyX+e$T^WG9`S=TD2{C%y=FddHvjdlgweT{R8$QQT}R`SS<Wl
zb*=uwXjai-`Y3%&=p|9r3HEHMyGHuoMGMy4g_Pd8-Ab(3P6h_%-fH3E0%+CHF~wLq
z0Pcn68j7tvE;rSht<xAHsoM`^Ibn8HZzvJ;%)t%P>6q-%J>$OrJHpQjDq1>X{)^<K
zQG<11gYJM7BnNq^`}xRfUSt9?P1Sc71#0f6g;cK-<8`vD#vE5_4m$??)NRW)@ZiJK
z;Dws8EIkJ=GNmUl4({GMN{vWf>Y@3g%IBF)y{;Snr`rpDZdd?6TZo|oU%){FN_)PT
zjM4-Dnc#k-a(-tLeo3=2TUK7Ym$szY7tz5*gi+_V;SPRHVK9~clb(;nr+KT30Ot+d
z!Cq`q0OMGFG5|ue#Sb9=TbR?{5v^ideMSxK3QqxX&u);$XEY_37ocERJ5sS944BfU
za1JOQ6!&}qLMB_|rd^SsB8R|c!FN2)x3YFp5)uFG7m^T!O!?%s%W>afapCLU5{_LU
z^=xQi)Rw;9u@Gnl;0}hY@P*6&sD37advrb+jqrPEXQqvtyd>*+y<e1P*UVMs^Bow7
zPS%Ls<NAsRP-Qn=ev1W@M{n=zVANqt2-ch^%nU#Mz85+fk0aS07wW3D+v^W&^qTr;
zl~UtD#3=mI+XKzP+-b5$E{9}0R#vQi3*L?Ntd(X~eLdeD5PgD$k3^p=<gEiElHMvw
zDg7V5-ZHAH?~NLzK?w<w?gl9-K~fGO(%m3PcXx>>UD7QLQqm35jdX`}cjvo~KmYH&
zAMUvO3u7?goW1s5>&ZFig9QpS@>XAUDM!;seny$j3BS{KHN2)Mz-gQutq3W5$Aze&
zQxhe5cvFoc7FepSSdu;OYvd6djj6_4e6y%YlxOk!d{G2iXsD+G61{2Dh*<_yGP?lt
zY5+|n`KhMR!eSqEX4JRicZisR+%vrY@LckJbb$1J@!Bkx>9-rer-9zmlvo$E1O|oo
zJ`G*B68i>)p8_lomd@9T3LIU+#o5Xf+YM~h1G%Y*pOBdK9YUOJ@TScN07}utIk?D~
zwo^swWT)C__r?R`6ZF8-xTu*l`nX6)@0LDy$CI(^8ki5($*b5|RNu~$ZQY14UsMkw
z?(!Qa-exRb{<9OxjU^?H5G4?-WE7g#tnM4)R=Ap(M#x_5Cbo+eg&6p<A|R+QzGcKN
zO7V9<;90TB80LI#VbIlNpJ?16vaP>i@2Afn$4<7U=}F)BY~)v@TvF>bJHLu-uvyT}
zC~4XJ3uRxhx3_N-`dZm$;Zhl(wC<9#*QPlCIN@B->K+!jE%4PF-q`UQ5fiSl&WQSU
zMG}`PWkX(?)V$y;;ip45GZp#nx+v%0h|IJ#q~5B9C0yL0q|9Wl2ll{S<a}J+a-;D#
zg5q#yLZQuol32V~An0Yc=_eTMD&N%Rmeuaz`Fnixoj&`-zQRQ<nfT05_<li`JlBOp
zVgvuGI3m!|#$XtK03XlfsWNUn0o#590zmo<gb^`$aiCpYdz0^W;D*KOBBe<p7#x}y
z($t$X+VKNqjK8*Lumyg8%k~)@5&KM2Kw-hBRH6w{X%q{0oSER<@6EL>TB2ho-Mirw
zOpko%hA$;knP;o)FbR=7EM8$`Cg))6u*&j%wKw!a$r@j1T}-!l>=?2Zo<}&y*oDR{
zmY=p*uJ_kUj!t9VNCyuG#mDb;12~_y&e{Daf&MR1d&8UxtrF9sGkqh&93PkiemhFB
z6#^P9mN*bG!sd<bX2O2M0(Zv6zVE!9Hg5jr1Ut&gb*K78?&%4j+<7)$BusS6D{F=u
zdBliw@yA6n6U`L(G2q;K%CduKBj%6|-<LTZPHzE8yF}EvS`y(zrBCno1U`PwkM;jA
zXGw|fWPu$Dj2|Us>saN%*m?Ky-KQpc+$suGR``}j)T>I4G9Qr%J!?Ufgla_mV+tas
z5fw#NJW7GQo=V~=$=*yV`xqo?fUM~6R&2ryOW+Gri<@eBvX(Yw5BW&D`^*GDeG44t
z#s&%6`5?A)*fR;_WG;7B!W?7e3B67ypPYyqiv(gQVrQ@$=e4sTPbsx<0rdg4xUF!g
z2$Ma5>;TT&=LuVn&u+9Yp{~5;I1&CyIHI_P9tcLn{{I~+<1cth3k!{<zZr0dZI16*
z^yjgw>#=x+W4o7S>xLQHT(NYG0!OXb%MW_KY&jvcQAt~c=G66xU#=N`xlnr0?rhiB
z^~^j8$XS1#;v8o1s9CqK!fjA4x)a{uKR5ZcB`+CZm^16+8?ZNJ-X?yB11ucN37G=x
zW$sEHuPgT+f+9$@RO)$(i!B!#hX-u;l=6NQyB)z%jgIggH9%Q7b-3F-UIq9PwM@+e
zBzQK0SPKy<^-!@p&0CowxdeDm9&vB}C~-mr_doFx9+?)>0%*>QK@$hVhIcsxwuPhW
z1+cc8(#s=40JUCQx>Y}3g*%}X6110^my9~giSpYdRpA#;Ws<nGRuwVULN;n$r@GJD
zC$mH)y&%h54hW|d*9|b<mI8JojHRhjTAzg?bn~l!@I)08{(gn_UAHx)WXZ6)U(0q#
zZE)6#7cHTlz;qrDL>uCs2>cH6d~%FI2VtW}>KVN-*NyLr@Gd#%HL1`-qb=8k{5X=$
ztGPN>RY6HzBI#+*Y)JaNZu{l|Sw>LB==WxrwA%6e^j4fF!g+R<MG&scgRa3=dS1c>
zZvA>ys$AS**mWb#@IdP}kRs=P!9Kqi7y)T>4P6vE(V}2x-)0YpG1_d6#_&<qlVZ&I
z;y6)`AQ7~`UiipRzIPZF49L+fH4NUhH_8b?X4?~3UL=D_XL=YC+yC7>OkuL7{c))Z
zCZP<XX)H4WjriBxbsBu~7vdyu(zqnv5h)tx^tP(iwDP(on>o1!;54%~;NAx>c3Zt^
z(6{-*oyy*O5!iN*tO#7fo}^s3_&rZ43)A;Gap}!V_%|(pbmNHgf;Kn7Is#xM-y3B;
zp)8ky_DRiLiN;Pq<oZ%pad9(_oUpX;y*+?YegZJckNpsi4_Mz4Cy>#f#za4tK#zLu
zGW9fLmuh7&cN=pb;As%32OBQVt}U=4<WjneB_@?}evY;=x~OoHh3eHme2VWQZ9_y@
zG4OtJaBo1wP5hyqt^TJM!;GTNOT#}8s^|B$Gd<t)E3$`m7-Mqjb})c}34kw{c^wmH
zsJQ_$;@i4b=Z3<dSpcESD9fHVD0Ly{LY5d};`-_Kk|J3(2L7cxg8D0T`az!Jhmt+j
zd4&@sZ@%_J+PJP(de}UkDJ!Owl0V}fnaK*OaF)r4p7Yx~T~g<B@Hla8+Yi^ZE?2@(
z_g1T_%gjR0(B1CfqEeS6t(*!``J(+bAEvhcC@YG%)Vd;J)H23ZoPqf}lV!)p(-*Y#
z8Xte6!;f$(n`KKvs%6Frol5z?N)0o#srjT<PFoZVABxFW+XY5+>W1`W4(-DkpCet|
zXBM5Jb&%~Zw)Y!7`;J1Y9^*R1xXwUK&~lF@AFWnXoMG)K`Y~u50oeypa2KiQhECpf
zJGe`#!k2-_kM{nDbXKB30czudPPS1L;?+E>2b<x&omn6H2s#mKLGE)L-W^AG9Z=%{
z@my|f98va7rnuqCG<`r%8i1p({?Y~Lm_(m6Ve#;56Y`iC6@j=iKcX3Gf7q*CFZ~Ps
z<r4xUuPoix%E7JISFlP2iGUhoDPWeGYa9-0OK|hMu2q6o&)7Ur%B*N32aEV$oyJz!
ze1SV9gDIC)z1PCkxybI4x`Z84BWnX;PUo<aJ9)=cQ=em+537Ja<8RrI)NmV53ioPV
zLEQ|Qru?$7KXZ}<m@EyVaP3H`1(bu5A^ef=et_dh$>Cus%mF%!9D|GQj}ckMOI^Dd
zCd-O`+DJp~69nxlN>@RaZ)FLO_9a0l*Y|sQV)i!<wq+Xql~?5CPd|94ZB0>*pE05G
zqK;+)TTGs-woubHQ*8hB=GiRN{a9W@tiwf>@#1CGxK-;_9_C)z+efva2_;gy%s5;&
zAB<H-JZ;T1Yr@1S;y;+PGC8`s3{uP@p>z`H9B5oI_ZNkPLsFTWcxbfxdPZoVOF+er
zmZ?Do&>&%>qtAhR629?74}ws%`a{V_Vp+AFr^)SY5E=>-0DwEXT>JUivL`CGbs(*^
zAgr(6*L3+;EC?{yPgBgxzpEX{N$A=cVa5)GgNJTF2Qy@RCCpocb9HaDoQ2VfcMlNj
zFnDsdsAFM4W+y8)n`10$T&izFC|WC-TldLenm=$YCZYQ`{j}ATa|~65(*fABRlm|2
zs)iFrjwtuOGL&rOTX);6NKx~-)+J>kSp>0Xg@kL<5UN~$?zypwqC0Gc{{BE<hWDnt
zbcizF<!hfRNl&^vTvJrUR$}8-O#KL_v8;!1XH}x8AM+orHmSVFuCBvLxWW5fcB|52
z56Z3E2LAHun&G&&qeZ+1U)#Vr^!@{^Y1JII-8Zn6eHVR@cet8w9>%Hl2Y<BE+1a!I
z2|I*K?5?dUNa~W}@QW~9w_Ifmi{*pC@kZ>rNBdk=I2MN^QUa2=FIt)muoF;H>mDe5
z)M@uLiAc)J5Ey$Y*ncD~VNtC1aymp$Htjg;ZmA;0(&+{j3wcczWN{!_@H<Zfr3No5
z)!xCbD?}8uR37=_f}lwL^}6^2*;scJ6u^eu8Z>+|^C`6bB(#SlooQFQ$rp<Z-enNB
zaYyHLelI*+YKDLtx0)D9{2lihNru8<k`?;#>*Fh=pC@=Y>`iVvv>As&zRMeGLV{jo
zWe4cXV?(Vb0>0=r@C0AiHu%<B!(!v$IO_Xy@W;bq@2LC~(&3dJ5R%Rsw&MXmxfAbM
z$LhgQpYmrz0yq5AnHLpu`xHbrji83Pw!AX#Bz`{Y+Zz~`VA<CO$x-OrnwG3pHKxOf
z^1@EE7Dz$>E2_A|?CY~>hJ@4)t>jPBD>)ESE_iRsBv1|K3bg2HkS&tBp2?AWQ!YE+
zw|sC?JquUTc<u4CHJZv<ou7#!F&U4|8x~V&dv<K6^FQ~WoL8>fn7CVmZ0$yHH7C3L
z(@Oa95s*c+?}-VJ{m^Y-)1Bh|4Jh>);quU;`BV*QMk*~H5SB*^et?pI72faTMROvi
ziP$T+i=hMz*ArD5+w?T0&ke>_os&3wN1OQoL}g3QJXJXWTrA(Y2l=~0f-GqC`<ZIH
zZaO~N>OU8-3A)r!vO=dPM6qqSA%?Hr$&QUHPbx9~=W!Iz8)?dZtRSJ4+k^5v-&YgT
zoz_ZzU#DQcGh3W-l4QaCemPJxOW5#H5G_=3VtFet!q)^t3bye7LWm;aRiXGklIKm)
zS7)de=x08#u9i$kSF*g&RjKvyGs^wMQ`+y0@nApKmHuTCIqnVCc9Ov#M(#ET0(sIx
zJHwo0UJ(ytebh$YLXuFtc!!WaDA?}hQolQMxT%~ycOO%p;dO08hLM*L=tX2RIPnGn
z>zZw}+qi}TR*P^RUkh?_Q>-CF<|rytJOW>KJE`h9AVdIwW(6AIG?`z8E7(8@G;hcf
z(f9%h<G!%y6a(qtRwK>Lqsdi@Yw5$pVV2lCC=~PI?FJB^(2?P+-Tr?U0oHs~m<g8>
zK37NPO@|a*$Wiwx9d<syV=_vON#+XTbQo!T$GL))7=RW%+dWY}!P*-Zi}AA1T`%Oj
zJ<R>Z<?h9$3i73k#b=Gx)jxkUXFh@iw&gw{(1!a*xmqtpe%@0TbNrrd^|hn6djTwh
zt(-=QA??XW?hjP7Iyg!ucm=s5KU(IoqV7GcK}n~sSErieREo_(bb;_RE{>>-`W-LS
z8Eq@NC2Diq4zZC-#Lmprrq4^)u1E3->;s6el7XDPDur{3Dwhpq1;}QK=xRat_#LN}
zyE!Y{7CL!h|3pNCr>b=a)hkpXQ{<u>q2)d9R$Cy8)YBIhTkVbHIsRn&#tbC%SR{Ty
z{l0cW6Rw1Qyy)gyWJ3I-=zfd#GbmU-K2|d#ja4g{rLDY?)RTBL_12U52fLw!Ke4`9
z2jwzlhEy(ZtSILMAz;n4+`y(K{FP4FmC4%~hdCdn!n0-9dtmu<uo4QmyaRl)naR$)
z1PO26vJj~&5Y*T@#||rys>5APv=m$_0Gjs1<Sfl8SW2ZrDc0}PCw0wTOV40L7m)}r
zFnd>2$mmKcEpO2h1n^y3xXM<@TDN6<zo&Q%y&z;Neh|u#jI~=MLkzuvbNvYayS6kg
z3*wnY{xV^<Ldto3lSpnQ@w!1lv5UO1=|_IP@QTK|%{P+mppVCeNYeF((l(%pR-bc_
z;qe!`WCvQgkdI#fSCYXFD#^g-sni|qXVr!UwTRn+R|ju?;MqEdl$YqDv0c0HvJap&
zag1w>g8u)zChQ(h;AZy`A+QU1u;0{Rhl%07G$D7K!KRd4oesQ5cJ_oFAi%gQr8$~g
z^7}@#7UMMfbuHB%^R}={%Dc7r5h)EbEcSri0vscXry8v8MRcIxlRU{hlN#LX;Jm1e
zPCeQJn7NTEiEiW_VoVzLkZ@_QsAXYu?qDgawYStn?Ax-=A`B0&T^B0{3Q8g2y>kmH
zNs6U{Q;VtEr;5z+C-2KH%IsefwCBFh#-l;Bcc3|5sF5^#6?owSAMt<)=}g|wL8^KJ
zxMn{b-?U^CgZ5(beqE5C!YI)r3W#-EvzL5LB4BEKU^ur~dA1b#TVVE*&<BW~G)@s;
zoj(C00vRd4Udnt-h4W5C@bn^zY}C<Uz0ivPy51$_l@?3nxm}jKI2_?DF`WA=*C{#N
zWF>95hJva_a_nc+I(6ZzKS^J1$TP}|;G(i{@Phdl)<V>B)^QbW$7w-H@!+nWN2PF;
z8R51zOYglAAvqRr9Q(0?X^y%5H2@%w?xiMOIms2Cxlw<<a?dC=mtv1H9=+_pSHRw&
z-<|h@`WVAz1pe3#A_q{l{k2a*sGKY&!y`v#rUjY68gzvq^?c50b?EkeBM6(cKs&V~
z&olssy$QP%2D@m5^wJIObv+^dHw(?EDncga5_i4+53PoCzJDIS<?-$$wB!+O@K0As
z?N@;Q9sd2yi<H{PyzS|pSL0PUtAww#VtRT&X^AA$5)|n{VX8i}#LwBpGW)DX47{bz
z87M*2P;=4k23wU(veb#^M&T#=a-ZQ7vv&vpYYhvEaFK2h4YH9Zu8vf{k99+u&eT<^
z&nCa&*&QhQb?Wwy9H9kR`pdCl^1$M^U|x0GEe|CMhfw(T<DMHq1o{`2;DzRyk>BCT
zz+$i>OIhfxC7X|^_sYAA8Rjhc-g+av)tVkKc64#-`g-ZuM&(7AJek^{9Qc!?W?B{=
zyO7<fj82!!DIu^>_hnho(3!bqM>c9V$4Q}dtPzhp<<0^>LQUmU4y(W#Rnq1UI*(bK
z4nHroonr@-C<oW{5WE|osb4?K(2o5)ar$ogyU?2P*b6}+3*r^S;9(Y7>7QG>yx2(M
zy%(+%@O)wLUH31M-%0p9sjMfljS6v3e!dCg;e+H&NC$3TIu4a8M3Y>ZX9dMm{~bCZ
z)A`R{<~@K{1y1o-KY)i!>M;HVt9}S8lqH<uR*08KF@+YW6;$lNiC<}xm&tpx1N`dt
zC%*O{G64I<$#xj?7G!^{7#1`}5l>B6Ug$4Qj&Tj~+u&_SsGft=DlFwr$-2zZF{gZp
z4h_Er1)r0|w#rkKjgF2EpfZY1G%S=hP5D5QHN!m&lhMA=+Oz~eoDS19gftt9pk118
zq!Eq0r$>(`?p;%GSE|mk!MRQNei7DF0Q5r)xIq1DL<gMrW7~AvtE*=9S~b}T21YLZ
zzM6)kvG5AbXJG@&!kVOLv74Bgfo>J@de&-`xaXbFu4wiqeOR9*Sd3XA5HArc1R7h7
zfj#*^iQ{0G5P;17DskjLaO8qMz1TY`@%ic3#v##2kZ0ejO8c8+?8jox2a({$s$mAL
zt9EQb3+Y$yJ2P4fC7KAwfeR{ph&ZXYa07em!s!}$!Ij#}5Xv6&97Ow#{2p>#k<s)6
z<cp!w*>~a3HR$}Var{b=;WnMML76eCuS;rptNiEaAm+LFrt|@v(6hSSVwCKrGE*{u
z>W@*|u$*61UjHO%+3v2G%Z9}OaR>nb*xYr20;w-mgWLwQ=T$(+fId0GWW_U_zw`IR
z%oD0N4Cf6&foaXf0o!+c4Q0>CN(FTH#jkf=X<63#y0JkYZGPlkZwytrrvINAQQwvh
zP{CIXs32myV%DGcl({j5Ah~~68;dkIF_m8c)#Z!c1&JYIT!L(a`uip!7?J~6{*nZ5
z1yuy%2XytbK>me?uO7Y&LOn78#5y7`%67z-$4Xj%(Wo3+@HT>_dDPn!IdT93>9664
z3*m%x#oRybT-`@2D_)~2mgO=YDk7xkF&`)kn}@apCpr<5tvV_X(8*avfs72AQ{Mao
zb9=V%8?30P*R=fH8Hr}sb5?nFj2w^k-Pj7roITwqO0hxG7tAom=dg;-47;C_VIztV
z-T8C3U-q&W(n^EIiRg!Sb;gE2@jxNx9w#xh_zQeiOQe7H%8qQ_?Yh~OIZ#L&QE81f
zvyW7EtixM45Q{RBP*g>;OojC%Mzu_~1IJ#rHG93)OK4gd>TGs0nSrxO3Sda=7CMmZ
z8b8FoqWI{KhKoC$o{Qi%9hH_3G&Pa93GksQ^^Se8)DOob(tdFUh%!)I>y%8id28l|
zxTx#46>Rv903iD=P2hRT2^Gw3dJS9KzWQQMgeFcOx5fyqi?<UJ%~uP0GF6l~g!CWX
ziU6YMP8Xo{JbCiO^>)98-TllIA{NAlCOi6!_qE!yj86UKp<&<6@P3^Gu^NxkjKT<x
z7*M2xX%U2NoYF2~D7WB_bb-BCP&czPGR(pI!L9l<FfLhJpqw;t8(jiNWta#x_ac9^
z$#d{KTIj7gQTd5g(M6j7n{O(gQz)+s3$G-%IzkmPi6#jI?7zc^<!~p20rRX{<7q<}
z%+w$~b?W?M)GsNpr)O*sarl{;nWnDSGJkcta<qcCkmtzwPr>PK5_s2_6c&;)aDs=Z
zdk?xAbjB&c8u?TvFr+tI@0a%vf<Nr<swL~lI8l8~-2Z*HJ@(UaTe0}7h&wG`H&=tq
z1Hl8Vt?@T)kF(#e$n|hxis_MMts{NngitwmXynFh1mKR8FeJJ6_nen6<9|$Ia(QD0
z-h5xkoz+1fnSFZZ+<p1XrTv=_?Vrm&rs;PktcH67%uo<brhj7&pQO+se@IJsc2-7*
zudtq+BY?0qypf<%<|0Wi8m_f@K|_yT*%9PyR{(poMoLky*l#Q3TF0AJHcrkpmUy%P
z3qeY)ZZb?V?VvXH$v%vYSL3HM@vNQRXDG`ZC&`v@4*uNmV_`!dGm2p68VI^_I@9&{
z;+L|#@%^w*S+;HJ9_xMtKli!4xSWD9N(>+EM7o!&R3(*}U;-Ealt!La+=a;7(vx%J
zFj~j~nuSVuGm2}tA-4ETMk$E}Na9oo0nKZSlhf0YocDO!bhNZcfc|A{l{8vyrM0~T
zkBreuYGiCI_4ws8eWw@6r|-nC8&oi&N$+rb8dS~eaekLIU{j+9mN(r~fnd>1<)NkU
z9mrGQZtii8?8@$a;3<WV`buw)7r1F!U##r17=0^wlR_bbTpvx3&nnocOE4l{|5g@g
z<;(+^t8jgEpI4R*#%*HO>gAx^o9M7&B+J``xJFTHa#PN;7U3F+56{ldnz6XxkQ-}$
zRW|O~G>r)E1ec3pK;&+}6s|OnM11DZz~^w-bt0oms$H0v`6B4Bm!Q+^0=Yl#RPw{I
zP+>~-Z61cb*ZsX8Fy0pZ%F){a{Uqc^`iP;!ra58v(jGUPI}M=lBZ*t|vOM#2s&l6<
zr_UkZRwSoepN$CHQ6!*lg3q6lT)LIuRGqydEn5vKRO<`{9mQs(&zwAClKT;_Er-;7
zh!5|*D^**jitQp}bj(@FWUDdf69L(~I=!#{k71onW%n?#R~Z<W6W#5%u*6V7ktPY_
zY2}ktleWkMuqY^k8ZPrOc8xpRf*3koQvVh=Wg<IVGeybt7<@=o{g7yww|CG)CAArp
zk?&reuLobp^KMn}H&cUv+87&KUy5VqZnJ30deLtR8(6tRWKvz!Gfy}aOV@M5;r*Dr
zET3`Mt4yJ?ZFpWPB^!{ocs~8FUWslH+a-k-tQ&uod0C^CwAy0$CU7^1ix#{rE$6bK
zh6r<skBt*+pGB6NDaubT(TUhKVtxVV7{s8$x4~yG4}h5uiAvux@&~;(BAa7l0W&Z<
znfZr*CZ&k!tg#NV*#3>Sj40@qPh2gmph29FkeXomtMC%aVYlvG$n)Qw2PAhscN&@T
zQnk@vZ4lmI-><HcL|bY>xvE43!WqH}7a$RCh9lM8j0}sl76({dTj!DmycWbKy^2lm
z%ZoziGd1xjH=8LWOr{QrK*cQoFJ{vIyW<=P0zv1oat{?dYOrE=n0T~wV6}Cs23AW*
zWwOo{rhO6q;GXoTIg_Dc=*Y{E;O1q5aJCC2>f4X%!RcChutSIOd9!5daN3QOFiFjF
z4;q(9n3LjZ)~w!bnp!`9j=r}S-&F~VO)Iu6>NwzVV)rpAS9Yl6hNSi@q+5ym3wK)^
z8<`cvqy8vna2HrPK6Rm4J%$~8$<0F9L^if}<3+_~ki_Ieiwdf~+&jzSOB)m@r<-nw
zSiDyz7~3I|&u8!9L2@Q+)?6-F$;EbIL9U&aTkPVwqz+^PtMZL(b8zTnC1p}WtGM@M
zoU0jsM3xM5!ELeOnm*ENmxuql?_hK#)_XEl#AGgSOdR9G-55~rJ}5tGi4vTQA?9ZL
zo_AUkUKTO&i2sVCaoEz&!Awx95l)_P23^eRKs=yE@v!sy#O%t_3y+jeRpt8rsfpV2
zs-|a%I_bgzYHX3r^@5D4WCa_L%j^2rE(P*86!$Z(uhB0npN+fYV+5u1R(nWS<XnbX
zl=@KE{#iI_yT0$4JHiU)ll@#g+I~w5av_l6CB`Awpp?xy7;4S&C<`1AdD(s*CiXD=
zaY&N4qJ3p~g~uPk{G+_NY~l6Vr8}1GF*c&|2UOx~FC|@F3_QI4aVaCf6G}-*ktdyp
z3s}k9{bpO|nE6Vw{%J{~iiJn5E+58JYI>W;W*+^sKoPr&@ATGu2<zXiemskg!~Ny5
zx_k7x5k*#wQ`%l`5#f-8EGz#U|GA?#++st^r_JWW5_fI8Z+`S!$NYV}DjfIe=EWHu
zt;NPBwQ{{t6X%CZaf>`gSjY6{0x#0OzL4x+oLiExJN=`=@=|fXNFX{O^VPLY>u@`w
zSJLDvEp;Z5Jy_dlnuR;|o%iD#ZTo1MT{KeIo`!Yi7)}y2t@g_>Ae5sCKegj-G(cUI
zTw*z;fA}aAf<0H_#sgCdDzh+Oy<_v{LkP1OS!VM7q_Qd9i0D&g43Y=~wZtA*UP(<&
z6i*(k*A?4ItTdl8bdkM3P5sjI4L&J!;ST&}p5@+g_UUWRLn#LR@2LvenQG=XFZLW8
zrI65|k9wB;ep#ERJC$;717k00TJ}lCEDyXm?yQ!_$rPKcHlz6w=sXcZlb&ehu3zYR
zDKk)TzT(D?I&bGB3L%{t_h|oRyJXt`0T|y%8A~5g-m+^^{e@(e79yS<#LW@CRw44I
z)jd&5JS;EzUf_a+zC3O@*S>=G*kL;qo4Tp|Vso9NHBN4g?2(>VGRbMDUSx!E9Qncb
zORH5WjFm+HU{+7j|ES*k1^|>88dfv-%up*TO(*cuyCpM53?2Ak%cx__nN#+`jYXa=
zap}yi{IX4Ca%;HX`CligDtJv;Unp;fzM&0Iw}L2hV4Nn3PR4&jdYJ~7GMiuIU=Mrq
zNcMY^pmoL`miztcZPzP&28z+QP2$4CbiSbC=OYAz=0;>n-yEsK9w4|$T(-}#ywx|`
zBEGcg*Rqc=8(}0r{uWB?=82zm%E60hX>h2_`2vZpwFxXbZMJiUJ1Fl&70AR=y1(cv
zM~RLDq+`nDN;U;BEgT3Jre<0-coSf0JR6?qp$soVFuo`ve2yN7M5+yYcKcNZSq!n+
z=A}QtOcV!kJ{*ks_Wl5cMp$6Kfc}Ln&-I1lxqgisDj;kZIc;nLzV_#vpBa8Rc1xHV
zn_h<bFd&S?&spbIJ(clfC%h0cy1w()pPB*!fgAW}xau+42;$ux62A(*gi!|tx|WC=
zt7sw=xsqNT>t@I&_L9fuCD%VOonBz!e!avK2XMPlX;%_Jj0=|b9*N%rq4plW^+&i2
zn(UPAj=(|;&|`_s<sAR)IuDrHwjo+iF43cmmUzSg44chuNOlc(PQA;h-C8*BHg?^~
z2F8s5+(z!+>(qd?qPI#LM_cMd1H`nHGRN9s1C*<5M-#=Z;lr^`){Ctq=`he@`JM$g
z{1VTGNsZqK7*3Q01_0)!M@M6uHMys{qD5I>f9X}a|CBtjfBD{AFDB7^7zCLPbS|Bs
z-=OR8v{0S(051Y3f^HY;%;s;!$D{WMv$Sh*oK`>wkqO9U&P^J(>~pnJLHUdDcgMjX
zQXv4;bjuOl!ME~4!knMUDGPbievHTz<ij|7!F!JArCon`zDSyIlBX>+k74o(I1+E?
zInV930MzMbuUnPfiQNvvK*!;QsrnWPryE;$3r7!rjxt23LP%G;89hC_<iaDw&s9Mw
zW^A+SmzU_rx=R^54PGccssA$fT?-Vn4Y*=mjlB!MUw3pn6S6P3i&5oX1vzu94=I8o
zH=sZ?E+KM1r_QWjsUw`&_oqiyzo51?)tES6$c3$GGQR{M*k*Rtyx^x;#(DLobJfLX
zhd?%B&mP{`xK9U8^zGY9(qO~6s}laE(rQTeLUXL%Sx@2B;t1;j(fvyE&p|J$9qHzu
zcbLXDf<~HnYpdaa?>j9^MJmdBBql`emCiW!5q>%I@ea0lktYOu_??K|ui<vwH+s!s
z9F&gbHd|e_HfLeC5-pAuHba)MF9a!h7`abCjXC8>B|e%&cCwdY)-g{*s+8PE9%xs}
zy6TqX*p=PMH!!g0Q%Y*;QR$r4YUhVy>D}^^_qI!Tb7codZbTphj0j7x*7pOF=ldj7
z_|Iu5Df^jN;U`-V2MBbz=x4Kq*sMa@k;Jw)Kzf?(@?W3mHg)=Toe*dkLtfDGMagZ?
zJtte3>s5}gEUP4r7<k`0{APHz>%xR8m+%c#B2iA4lR3n_0{Z7ppx)~7=4f+HI6y>q
zbB}TADOn5t(T`ygVJA?jh+@XS!T6o;GDylq%CkoDJ_5`X$qxoxLH5mGB}eCxc^UCU
zj7P%(w@1gbhGjv0GL{|6R3SJ@+1_|>rOS9$h!|vQ!M_X~EGz1(vM%qb8tF83wXQAs
zEy{&#GtF-~DqZ10KBCSy`W~bDUcH-2Q)T@Nd91uO7=u8v<ucz~gCbz*sO`bMQ20s?
z&8>o}ZsMQso8r<njYTg*#HCGYfW=wBf;|Wb+AQSM!3KkuArNCVMVPxAYBnD@`IzFO
zL)&LZTjJ!5X+)_5P=J=!)BmuF8RO~&)b%`4?S_7|@N44lK}#cD1jsaw%Ku-0G-K*E
zl$o#8@*V>6=;lkA&0b+(=}t~I*OH8>-@SHt0{HWiHDdgZ&jJ1kD~cxYOQ7BvGWI6p
zzcON03k?5#-9oP=)H!fvI-4$SMsnD*lpkusNUKx2q?_<FbKb(h@EX5^h$zcIzdUG*
z+y)e-aeku54xL$Gq;}uyS+(cfVQ<B4L59Vpr?Q7$?Ei;6pPXTZK-Taf#c})T@Oq0+
zKawg;@&taXfV^4!vA)$K3&qAk9|m-1laU^T&uKCZ!r%<+b|q+NMW)c0kj#ox<?{G7
zf@&pH6|I^M2o2}Hhd@56UgP<Z9m1;$K8wL)+Vv1Xl-5N@;8{na3xQ&y!1c22KP2;N
zbIC}q6CLZC;lKd%>&U`Fyxd)J>6uot($<k;!N~A=gSsMLfEfQ$X^5;(3E=eKeBd}d
z;3U)-cRkzvkYB*V>mh3|)D`p^fX4%7Oi+f{IoWmjh*xzl*;stgjE~X^^$=Y8!raYq
zUbj9IxXp-)9b<OZJ}c1*R37SYKL-Zx$pIAi2ABS#Bsr^&#*!x{n-j<Hvlq+~5`VFH
z;3LcFN9yhh=8{(TNA~}$ymVn7W@2gYuyNMkK6vhB?Zs{I>fJC)o3RR}7LXLBq^xJq
z$nyn-A(_LFmCO@9JQw|*xz^h26EP`Drhlt1T3IYXKkkGFh~95<BJcZ|j>hF0j@P@s
z-ORy*n75pMn;0#2Nh8a@@iz^vWW~Z;2*g=`2~J;?jNB-`oTZlc=!h`mmeWp5rGF&K
zABs^2SJB4g<e#hKsDu2?ePhkbjbPD)hdB}a&=H;{0Q6Q?R@VP+PS|8xzowmd4&IS6
zQ)gZ4iW#(I60L3IwFlpt<pXHgbt1hx{~qO!U@P^%SSe)z*0K6hp42uap+j*yjk@NG
zFaA6Rv;Wign+Zz`4BVmSdUDms3IYqG)GJStTXeP)rPhV7L~)!@J`1=sbf9=tQ27BA
zS)O98YC7C+#)lADg#z!3K=5gr3HcvG00#Lp*t`H|41sWW>BCfe!g+FG_9(^<1?@bQ
zzDG6X(d-|=`nM}*fvipkv?i9mL6PeO3{uBJMfHlOY?QZih(EUh6cY>@(K7vp(~d!b
zf#y_~{73irpsWGwf1H_z^ZU{biU4R5pHIu?HHM1hV?`MQHplUK2Mazfk(s8;YXQ70
zp}9}11cf(-n)biNr7fNrk>^Qbz<AWv=>v&A&{Kp!s#m57p=POr&nQ(79$+Ds<Kowb
zRVhjSy=l(%gPqXFg$XRs=rPcY2M~WiGZJe{e7W@rp4;HBxW53vhA{-nKme=KsIzq^
zeocDh4z=$_wFZ8S8$RsT7CyQJs?-RsB%IWtM;lX%##fm@EFn1!Xb>CB$Itz|5$1FJ
z<wwYFwD$bN>QCvh6Lndz5i^N;`7t~NFsE+{%7-R!@E?Sh(+*({$*o04NdOWT>=;QN
z(!B}%^hG>m7rblEs@efxvn8741}l?F(j-wX1I_X`i0faTZaaU>z^mtZGU+Y}?5P?q
zuJGuk{nT}(K;O;p$yTaeKbB|hjuYP`O<t3If$l>`BiFAe2)FgCQEq?`s*Hq{?%~$!
zoo#~mXGVm1IeR^xX(SLZcq5zT%sM!Y{B<UzK)0;5?elYhK&_Qz$chgPB#xvf`t};{
zp_{w4fST;+34(z;yd4hA5?cm6(bfK8>qCHwPwA;>>oN~44{NcwtTNSw1Cj*v5jl%~
zq<?r-g-koR7<AT$ah_fx#Nzbhad_*(_QwGIL=o25o=Bm%bcLU_l0NH2-r91HTh8&s
zRxSPCJx55-jG+2}GkxzruCS=%wbXmw`lZHi!{7I;Nw`|^8zE4pej|vexm5BiBgi~L
zY5VU(jMtpF?9S|V&vZ*DHCtePvY9PC`U$&Et6q?hz3BtMy1t-I<5)PD&nG4PdIi*U
zfrTcABIg;Dlo7;!&`gqPKz(vP53oD_nIDz@9lix~%&h<b!_2e@9WDFN4!CQFAyz#D
zOq167&a;94$+g9ro&DY1J;#C4BLHA`j4Ipe8}Ap?0tXxQf*3#Q`rk>Zf3dv(#qF6>
zXJqxc%<e@>f7f)PmhFZ?Gq->Fn7H(RFrO5XwLd#ACp>@^MUM8+O%v238e$Q?gIw!T
z5<v$mfNMJq;0TT9$-X`jAWWQ01xRCdjv9R+XgSMe@YJRh>P*)OWsiCM5ufyN-T($>
z`_h=q*fAznRBRBE|5TEo5A&B-K<GS29P&{CDlrSroQ$oVGZa$Xc`B-zG-<REyS&I+
z{bx7}j}t$ViS16nXa-b)#e+r>h{EZs6ua#S1+b#LnEGH}VZe4jfIyRKYGCnLWg%_X
z(JFTlXB)X;6bJgTgSG&zY<QncF+Ys+s9lR^^yMkg%U=D?`{o#6A|^|NX384o1I;ck
zPs*<pXD(!0dC;njw-1!fJf1?qg+DX`p^&J|dPXKBdqrQ%V+V{L-n@F9Ya6@p>uQ^K
zq?foe)c+l#o{c~l)4+7(T(5X?L~$|U!x_B`a)CUQh;ti8MET;`!0q2Q_Bgc16&os`
zx~y;UqA+(PA~+=G6|hQ@U(t}r4?VeH<?I^ldG!)u^>GiHC%u3o)IXbUso3)3`<0v2
zGyc~mUpaGhU0u$xQUKl!WDuIHWhRy#l_z8;<vpZf$>b*AW&`~TcwZ;ve#8h1s<7W+
z#=`1lWb|!&UuZe}k)~bgWyrFLY@znl7;(zNn(WDg!b!`D(~xD!{b|S91}SwibeIFU
zW{NHpV4*yB+Mz`XE<@}MD*^w|6a!CJ8@d9sZxe*<L0veRL-{|k#$wRzNfe2|42j+s
z`_D-NjXw<BQBal#M#ItkHhb!-`T&&RbFPiu+38w&v@u+fASy^gOz;_9bAsP}D;y?D
z&d4f@fwU2pHZC4QkY%J*N&)oiv2;Yi)P<J`lS+jg^_$w&mDUq}j?!1|$jvFg31Ank
zCoMWSJ!~h$r5AFyyjuX^u8f+Yv(oaMuNdeiXEvhs$TWzzR-8D0h`ZJu=72#7M7pCY
z#c&Ot^G1hJyPOrs(|i5fj5zXj%|;83M~lqlBrW#86PJt!<Wb1-9J^PS=nU?$>O}7W
z3mN~71uD>42?lB?ab%wp_?GO5fs0Ev?>O58M>2smp3>IEu8V|(5a_c~+H<-QD3T97
zP9wdJU4s|&I~li(3doN)%uiU+wN*%)^)CJ*PD!u%fo*uV&b<&WO+m#!y-Pp;Ye4z!
z*JgNae%O=(k-Tg1CO?Wpbz@?PDwM_nt{Frd7d21z?;N_Cjn7V9dX?HEjMkuBcQzAy
zyvo8un`;p?PxRM~^SOlV%<^11gwwS1d<4}H$XhdtvXk`I1G4ObITd>%IjDFdvk6sj
zYjSd)QH_S(0T*0aSJAL?Mo|xc>H6AB69*}Rw8G^)KA0U6H1&$8jHJKVq_Q1E^6lH5
zyor$Q)5%#L$cz8&6m;lx6pmbYfId0ytzRAG8!31w(a_2<I|n)rTFx+(6}?{w*>(C@
zf6caU0!IuaoCAvpp5I&VomXIs3A22_h;-A&7!UH*(TR!eAxPa}*jMA`WQ>0QGa&%Q
zTncu`RK-h91!laa`N2Xy#7ba=O275JBKm%`;ckwlE{}lmDfR+FY6}k33<sKb1L@;o
z408rViN_{KAv9cJYlTE*hckZ<z7N15^;;_vfw#7srW_NeCRrm2g{HavJ>(J;uf!}~
zsc2zF;LL<j%Dd3`!}bj4H>c&<X-H3e^(<;Ivlc95*zfuxUO4xF4&!1ojgED<2Vg$4
z($OzO-(K;GT!{IYm_WS`#F!1R)ETBP*CO80vv6em!|R03bGw$Q8TMNlf?LQw5Eo+P
z#x7wg9O{5T;wbsj!DFq8I%Ae+MWXL3AcVnHnztAexpz;|S#QlP_^!aUFfRaKmAoPg
zF@{p8p&O$3AG`g}_qv8i9d*X@Ay<H*fx1{Au>NairuPF8JBdJgNYiFaK^8!xLZ3Ue
zneM)S;urfm>(jv_bTvf&iG_Kly!sHs%8LHMCM2wx=l|?kiBtHKwl*^X0H%`7)@F&B
z^lCn)9@>2V2h_jYKqG;Ih@DxPOUImyz&Gyv9teS8&9E!1o{pL=uh?CiY))<Xphx)b
z?79)!gh<P)Jv(h-!J6Ux_t^(rsHg3~R~oGBk-SbxV=C4ve}kLoMw4(Z%nyPu=JCL7
z8vXTC;GuEAl#`6Aa(nm}G&u=z-5p|3!hJb>=A?;rA@*IPD_jph?NYNRQa;=KorUWa
zY_WKLeVqhTjllijaSJ&m@;{fwi!c&u1_<Y_j=FHwX^r&7b3p0n(z6+NiGLaqfL1qr
zMuwij1}!m$C8+YF@@INc<+cE%$Xn~5j&p;ZPh1?Kw0-k@^7k0-y8NnKD2(2HYek*_
zQjZpzWHvKJP6<U?Lf;85nvWdMK;k^&@O?R6|3$XcE=Kl-KJ<{<*sB3Wk}6B8Tt_cX
z1I-K|Ui2Qw8(r4|y#dP6#ArD3-8Edl;l8;54JQv-Iur6TEX;Xn7S`y-tczi+u?Fi>
z8HgkLKX)m5Z0qz(;?nVLZ8~!EtfQ2s%Yh;Vpa*>_rE?O|Zg+QH2xMr;c<w{YZ=*>H
zH0XO@2TB^Q8wp>`6pF|hVsgHzI~d;8(!=mZ;wiqXIgxOTadA?sANBcN?Tns~vfx|$
z#EA?KOM&a3P5eq#KhomqK{WpCsDlX5L3dejW1t}?o1r$bwH1kVO;|$QzKqzrMD1Nx
z(3}L+QS(<Al;xj-pOUk#?zHA5Af-DMUZnmB<G(A#@FevAo{6y)b`=1h+65crVDXUj
z^U}gu1dJBI1Ef1}t(B1id6e(oq^<|?0)YD}tWW?OF)$bK7-}Bj(ZF5VFD{LW1EL<P
zH)25IeP+jyoRR~?0_C#GR<0k>KE?H*Z<@<|G)3ZqeVe35f^hx>F(t*?dO&n3s@uhQ
zER1XpL|JR8$sPifndbjuY77|!WKk~xw)HuLHQe}L^018nJ22`Hd<2ztaIDaKZ~}X>
zBY>YewaHSG6lWNux7=Ap2(^xdNqfVq!fA@6S<WeILkDU`KHP|KL~uhaW%xX-`gd^p
z6R03io-ip5UM}i+jw_<TgUZ=MMfvsL8Rl(F8+^<5I6|6mHi+?2+1cXJc90$F+Rvi)
zm(9bAq)5PC$v3Yb=W8PaGm_NztAg^8K(s)YbCW9(KMaFwPY|kkicvy%#<}={;5(&o
z0q*fEl^`78^HC3p_WnG#W$gW$ESE8F`fmLB`k5PLIr)EQFc1dHQVjqCe=9t1Y){@c
zSIPk0<xs!{xms&}?ONBMo{u#~-#T^TB-oD*YM==QVA<W43ijlgL&l)<KsHB?xR~Lz
zTulDMd?SzZ{{AyRNpn%Y_3-wFj@N=5*4-J#r;;GA-<P~=m5J2MUp{{}6`-WF$NX;t
zW2ppVoOHDn2pj|D3CW@q`{oUKq%N;2bUnGfPvq%+;eEz{SR1TD$Zo|O#Sn{(shtW&
zV7!FST7!{7^^1K(aDF70nJ78I5UeAeKB`{NHIIJ|qd~{ypC0QcXGmUoq_~ha)+=^!
zpsRC{r}ug5rODzWJXTaHlsyeD$((;w?zAiRCl(mJPPY)9A%Hy6KUgbKJQ{xiOq;w+
z*5T4CG%zCI1qj4|$Y~3a$Nh$2W{FW7G5Kk&_F;MT7#Nnk#&EEck!SbRGyEj&2N%{_
z<EtZrdE)#j6kEF=x2M=(^wPft>xf7vr*jEnJU*Pm04XR{O_x`HC9Zz)e5(hl`Mxq-
z27L^SojdT`fW8Va-r>R@gD10B>&Qvzl3;?|<JAiDBa?|#rq1YhmCt4T&D*GiF+8Po
zmQ+OK+0Pf+ORb0BK_FHCtdN2eT_4Mk>*<hl{^4QJ<>PC{Vw`jFL%;zs4vUaD+@Rnd
z3pDFo<a{36C!_UG;OB)K3FShM0IOVjDf$RO(*%lJQUe2wCNE+$b*c5LtsU~GBvrlJ
zF**cW`@%V}vM7yzN5>HzN@F>h+)%VVdwg;DjSznwH~!Br-Zw`F)8Ra7d1JxQ+=o%g
z{cvj<=AfiVRMMFRI3W(+&eaw&rLTAnaBx|`Dg>wd(zni_h0TGYCgnf7Q}5T%0HNv_
zCW-J#|J*ie4}A9WcDf4{RSinSnHeRb{5goL9gPK@(^LtYphKN@PjR+Kw+A<TWDg_z
z%nsE)`b=6_K6HVs`s4pz#Ds5x_rq$;0aRHFluNUn9yRRnw`V$C-CQkRzj?D=j`fXC
zt5U3%byn;K3Pg0wIeHbDgaX8S3f?(+U;xA1sKYgrE(25QzCp^4g=H2BDuLk2Bm|l<
zfzSihwzm(aLB&iCE_y!QbO<?WY2a%c8x#X6AljFwFQuf}fy7fpp@%b5R9Z|d%;sgk
zi2SjGb-eboGh?m;WNCGSa4hh6(f^eW@?U^_QGcXTS21-2OrjXA2b1q26SYEFX&uFV
z<CCqy5qaZ=#Sp&^QzB{FR52zq4xt$h-g=tuge{3RlhLpyY&xr((KvlqiaR!U2i+z0
zP&E&5DKH1zxGm=~2tZkqcTO*rG;8jaUqB_#0IU%A9G>54B+v|0kG(+hfpTg>0x5^R
z#*3AfHzZef3@&}bz93M}fjNskEr`PwGj->b`qyoca)ZEx^q-B{X`O1vg&t|V7YCi0
z)Nb`RKr<!u!IA?SOK<$~PU1G`14XnxFR<wWtkTJwg))SJIi@1JQ`yy!{A_eP>AoZc
z8FK_SFf`u(dz789JWi`ROXh1l$rP<qFg1jA>K^2&U;mYs6iDhC_*Q*fTp+H#bjH@N
zDT?0@va|tdgroCpmMv_YYz?a1*xONgbw-nZFe+`Odh(BxJ1J!aJN_D9MpshCik<@9
zxV&n`(lcueh*JsL=dOO4Xzhj4`zs&}3Yv>1+zVHAMCV9f8kJ5TQK13(zhzo~GBrLM
zrYM$QTEYQ96!KWn0S3l)P;Tw+zI1MjbjIQV`fz>ez7G4ze9V&aAo1Ip&ae*q9%wCo
z;6{V0jPO=0@5-Q#<q-Y)bDu_rLafMdBs*U<{e9h~K~($}81-|w$TI<b`eN^!#{Yas
zToO4*Gya*D#9tk0?27v%c|MC_(Xaf^IQDNLjouPk{J*I-HVE0Bys}jd-+}RD=4piu
zBRCq$?*t?3wN&spv3g`nW)AD!VbKlN3y!)%fBTvmN!<-%{u;p|gN4@xIMnZJ)9xUL
zX&<DMx2~i%54OMI$BJr)#zNrgk^WK@Aq+H=NE2(`_YvaGWIbxS!))`4xdNCuLqp|c
zSi+<%^6b3E58$p<Wa5EJNQROlGsk{li3BHSy{$U91=ya~D9ZTeWeX|3Ws~-p%6%xf
zVbPlXc!)3GAqd?Heof*2mfaZ{iP_&w3Z6H@zvn%Wuk}qI<c2snCWpeB&QX=tT{k$A
z!z^8MhO_M;AjpKCv|vU*g(zmtEZ>(3PT8}V42AU>K_@X+qjyPGtSv}=j;>fJR==Md
z<r^8k0;d=CU#8tNp!xas!=K7Ds6QqaNT(~t`PB!sTRfe8h`}Tq=E*>_&Fz=eCb&}2
zT0IypO7I}D#ujYvJKoVJY-+@9s_Q=JJ++{ghFxkMxwh0gN<~XaS;+D4#$RTLWZ-!x
z&MGCTwq%trZl+7HE;qB*e7MMFK{-Cp7oo~^v!6Q9<TOw;3AwO-@d?Zw;kdH_lkei;
zHlNXRiHM1tZYV_2y00!d*~7NY_5A|Ajx$><l`sGtXS0C+3=t*jlOy}~#$KJ{fx89u
zpK?R>a~>>2P+6mS<OWLGj?LMYm*y-O9?!0fCBul=al!ns>qXA7SII02u?)xYvP@he
zopQ6J8PY75wxWLM(5)eCdXM4Tz{A4^Uc$c^KJX<Jo(7~)zp}OXCxBTGl?MZza15^*
zUrD^tEoE2CBCRs-s01a+llOf&bKayS_~W_Fhz}AUah{g1y_8pqze31ZHUQ6xLpbrN
z4ceE<%xgSQuqpm$^?KT%QjC3p++f;KP>mXC+@#I`>#rs~%XX91RkjQxb!JdidpggX
zHT#tXdZL~kV#2bz$XYm~7<Jl<|15Za$3njQ5q$g%dj68G3SK1#<~V|FiO4rL@Un^i
z1z%CPfkQ`1w_IWg>Bwn%Wq+$fadE4E>KcwNwk~RaI5+|@j~DXmhPKBxyZ>@|VQHIe
zt|lTaS$YD$6!B8f^8hMLcM(?k<u;f+B8w3l`fNQSAo}4%dMhSBF0ToUiMeJKOFl|)
z{bI%<sKrF3{_pq%i+78?3yX&qjAT4md6bvQP%l8;8Vihem42E5WH}f>Vr(a`E1LrE
za(+)YMP+%f<vNzbs>_t@8@Mdo!Bc2b{D>X<0*>kN$=-v=Q+eGwo3cMv<QLxhJ#T!I
zP4=tR76S^${&dPIID-fA272B|O)-&Ok?nlIc2W7?ef0fh3`ShEX4^QEbCg0fFBcCb
z?0`sh>EeiLlDl3&4^pE@jZJ*;t564>ue3vEl6zN1=dh~f((-2wKU))Jro2O^eJIOP
z-H3s$vOO()umdoEQEDghvy+*mu=WX@z%6wGl(26cZ{dl8l-KL;TY&W-hWRhnhY&(3
zH$Z6m12hh0<j~W++^^<P+}P^A?39v8mWFU=Ca~!Ecdag@KKrgS^b%%bih_m%=XS$g
zM1cz`)&T>eU9@%Kjgdkpkzq0f#<dNNsZE5>mH8<cWOT@)?Q?J});zZ@6d?Gd|7S4G
zvOkpZypZ1a>veGXAa`P9ws43HxYKHL#}gexC}+;d_QU;3l@_fD#9JOmCgg{>rxR7#
zI}-*=3DiUIuP}N=en-zI-G|%M65l-s&$kj#(Cjx|!N#g*_}@3sPfx)M367%s+)_LN
zg;mL2=hV8-KP##YK!h1M|E6>!%qg^EwS^P`feR@G;$la4t%t?S#Z2T=Qrj}y9c-k%
zS?72(uX50G(!AT`OwwflSPe>*s*GsDCl?k=hZ|JLf?;ES#K^~mqLo%a;p3(6zr!Eq
z*3hsLg1mAJkiiKpyD60iuHvNPKGg&k?GK-Abkfd78Lq#cy+=@MpQQ&MfXP{jyWCc4
z2C}Y6{i*cYfPetk-Qt>~F*%_>dovX%PoK6$Qi!s7-8e$T#mxoy!6GRsan$}R_yGO8
zKVbM_wo@j-SkQ{2<HtwhTWm}~jCpGvx2BL+#sjulqTd3Nct~)tZ9j93KA4{YUVUp%
z6qVi0nVIM5AkWo)%~JNcOcLjadjd4|gV1JvyW@b@$^fGebal(0eR)bgxBNuAg~IC`
z;*e$y#%|4hx>9pAiH>86F*>&z^TM4Fs-9in<-b(vS8Gh8Nxw~sC>=EHd{yG*^Jjfl
zE(h;ZGCX_JRlFQ%TCg{uhc+K~5h)&3NJNlc-Cr*K*=5oT@_M|#Jl?AqHaJ=9oi6*}
zKiN(VU1fb=tu;E(*79q)j||-ZGP$*DzZ!m~wr%_D_d12O&imObma>De*+*SzoA;s6
zmWTN}WvrSvG&D3<U`$WW9Eb4$8=_c%NtzoH37=zYy3a$<=g$b}5+DKtO&%+NQC<Bi
zQEwP~Yeip>uhVA=u;Z9Ke#uj#pv7;XHHCDE4y=Xsw2{8!>BeBs(2)38t_&6tk;lY6
z7^MURNvbUqk+P_ucUqWuC4PQ%UHM1-)5B;vC;S~>=;a{_@zbj>b{tws&`PKFzBk>4
z_W=?3<J7YL)~z%Fk8GdSm6gJ#rCRU9#U@n}V0=MDXm#yTw^B9wWZKviJ&%a<1NLP|
zw~U|=5}tiX-Ou6=TW^H32xY_YB8X1HbN)73!in*5NwxyOOhNNQo)RI4jZl?tG3Wx7
zwN71Vsg{<%1kpTpJTt1%cF=743ohwrb!orT>7AdRT;4zo)r0AftG}pp|EW7K<V~@>
z(R&Y?oY^=)XP<$URqkeLZmwbW*2~i~+sDDd!Q#x*3V<`5?}KpYFmZ7F2L`04sT9I}
z&q4rp0zfE2ZpHuo@bDpd7yrQg<&Ex35B$UUg@6W~$*hJ`iYq=`%F?#?eb}jbf-s3F
zZ1;-*Vp5yumGOnjg-zfAF)w^<+09lkWytaiK>MXM{Xb|w7nDfm=DeOI6-gq1iYK~^
z@U~mpil^F3J~^?ktsO5}tQST8+f57H6B7yg4lqpK-m2btXG+OSRQ))=hTDcBC>pNs
zN9~1uvGYMpKzaYOzcv3Ss+Wj}NY&-$=H~myo9pX|t!oV8*R~7Nqaf&+=J0rYoZ&kl
z0~nKkP!s5neS{nLNrry;JJQSK>e~Bru<E5+pTCRWb6cuar`H;{wg~06oR+`2oUe13
zShUez%2%NJ5gr2eXkdOdz=;)(iSI5_ClDorU-XQ?Ws$sbj(L!gmM*&RUcJE};Zt|g
zhQ32cm6J=nX>Hwn2FX2c$Liq$@n9H8r66mjej~a~?(fb$Ar9FK4K8|4kDm}xvwb8&
z@xTAtf__V&Im^H>j^S#Sc~x&$mju=LuzzwQ_%-y)4h{~k=9V647rgI|yJfh<0xp+)
z$N)@9ti}5tlZ>qN5B-0I+>KZ)D+~S{UFhHnt6DSYFNuF%M<1Q^vl<R2aZQ&Sp(gRz
zgbRAzEDt1d04&j)x1yr#9v7CyUqOcw>_DnCYZfRf9l&%k0ZCjzQ&(aC%q@z6@l)o?
zG4wCiGW-+(w7E#Hh190${Dt?`A7tp@GVn$cIL)wg|4(<<8PwF)t}Q4kA|NFqNC^lM
znjlD#VhKec^d?mSDbghfQf)^F5oyw^5Re|}y-5T-3Q90^0fPu3ARxVjd@CHznLGFU
zcjwOBZ|?rXFxh48wbxsoXT57ZdYLct^M?@{G!uj3V~;&(maSLL;2b;z3RUfa)(_jO
zGnik?*}bv(B7c&WX*ZMwRaXXWA3ri+TXySL!0a`^olNk>Wl+`XrMG?6ML|#y4t8w<
z$B<w{vDDsdF6|^ZQh7gc(0+?)-%mzq9U0DjYCllY&imoDkBs-)6t>T9(k^0A01Kn{
zI*xWx*Y|yJPP+(xinbT(-^YFV|EouN69NuY&w;3NL0nu7gn~O!fI!I&wYIXV<T+vT
z^uOEif3av<Z4|KYk1T85K)J2=?VTHFCAmxLo=>8pm_|oOZ)0^cRm3ULD&Eu?$a*Br
zGXL#Q^ZsuN@0ypEmaYL`D*k&^7YHY^b3Ak`f7qcj2uk~%mDvi9{$<+#b_3d7_st%%
z-rao%Y=HRp@jvZ)vw*)p3iQ4_*hT7}|NfUgY@w#6X6uM&OJr}3h5!t90`N3=CYPeD
ztOME!Vr@5=l%FMt0|~`GRuvVMnZYsvn^21HkEtndh|3&^jfrD&-KlaKSFavWQd0T?
zJcv%x#e>^x^L+vS#w6l<^f3m8xR<WL5+@(@np1Zvh|Eg_O0h+i7MWkMkpUtxQ8%3t
zrxMuM*vQPr_N=y6erJ-G>b2pX^9Li>Wvg{%`yH0)qnOC_D}KaZ4GZc|k1|gD{Q11K
z^(t7dLO&j~%m{<QYAt1uGhg^eL#Y%ns-t`Q?Ck6oYg#Cb$;rv1l8U<-3Qj%T$oXOR
z=H_O+(-$y9{`T%ij$fA;*Ae&cORH?pUD8RBIbLE3c44omSn*%tR2!b>dfN7=Wp|6=
zvno}I2v$^2PYa(Tr(AZAC@^|M{90f%syr}Z+@|MjShw7B1+1IF7gZmp>Qt^0%xu5M
zXz;{%pqVls%n$Pm3u`Efbai*D6`7VSPG^Q{9puHUYib^&EggA%gC68dfc)o{f0UyU
zrDgkqL)_vS_!Q|48ummwkFmywcqv4hAh&9W6`8-S_izqzP}cF&84|<i_>ADSTa}*U
zHgRP!LDDMzi?>Nnt^;d9WGd4$@!;xwru9utJGve2hB5IbH1nCfX>8;k4_;4427ase
zJ#+E)qj(Js(EB*$^-+O&2JeH{tRAsKAUKH0QV6G<2X`}dH_+n(WB58QoJ9cRaM*in
zG!MZwH{N2asK?s&9CVcyHMY6gNrke~w=t6wg<<dkU*@`j0ZV_WwJ4>B=IEyd$qT7W
zsyob~)a`Ms1@PMeq|uj^LvqBxNKHJ;>;P8MTHnjtyY1z<E77sB&?8!A#paL4ngV?w
z);H<YQ7^_qw&x>4DP&uA@F85)EG#Vk0E%(`o!*CC+<MX!*p2dZ3gp3?$FCL?6tI_p
zr35PV3(eayT)Za6Zo`!Y*>B%279ynVJ5IV#pM`~)y-G;9Z{*?(#v;C%dExw$Cou0i
zRhfRQt*VP{nxd~3`SlleX=!QL_3PJRjZICW2@=);gtZ|MGis81ip|Te2dJuPXqcTj
zd9);K(hKJlWNw~R$prdp8@7&GuF1;cBQ^Vy`&}-pYs6<}N~VXQ=BW#z)R9V?M!k%{
zUkWaitZPrfh6e)q^Xs2fcQ<a-tIEsQ5@&jI@>VUY-3q+?{IJJPo-D3Kl49f4J;(1g
zc;X(mfh1e}92wWlvcS8vu}U7W^c{Vfb$R>e#?mA^@J7Yv4G-Mommg(kXGh$O6S~<l
z0LFI&sO1&iWpX<#U_;wtaW+$4ftg;R3>$$)SMi)Oxj{F9QyH#sVycN!KXKv&hVlh`
zT@oGG&jf5(Yuu8DNEK?*!@WOO&N$f-8MijXAlaC;s?UuFmAIJs@$$PL?=6J>{ve#Y
zJ^pa|Tv1eaZ!lOPmq%MoU^At{!WWK0#rzs?3aoLoN5bW{G8B+A`lMYZm5qs%g*QNQ
z?DM-Eq)t`j!IL~nNskTEJDqTTuOB@+K=PAw8@wG;HYD8-su#UM-GIK8l^DWLkiud_
zI^yT&R}w~iYZEvxo2K;ebcJKL^gI)^(B{sa*D~iVzm|tAw$axmyFI!vWtVnuz4b7Y
zvod#>;A|}c?&bCNedl$v#3L+QYxAOn>&C3pbWH)Pu^wh}*723w+^46Qo|V~m+W5A3
ze*^DUta2G@Dfp*BrE~A~`t+2P!c{M1rwREWb8k0G8_y&v{eq_M)^C7FhybA&HbLyW
zA?2k_f$Kyt&NJC2SQsyYIMZ#Nb%`blh`gf_bcbEoJv+m&{W)V5PeS`}m20ALi^bQh
z)53UBvr-&y=ng;O0qb_>p!xHa8(+&f+Ij~E%?lntZ`sBPAuz)P;w5SrZ%FhksxWmo
z9L=~oOK8tG$f*r1)@hWZE2Cf`#bXstQ6Qln5E|2fk_2RADu;)$+0U^{+)?2kIx>!m
zAm1+7y<kEU7>Q&(^5GBu8_&PWTRs+>24Z0GDH5nSuO&6jQI3PpKwAu8A&7p}<Nh1p
z!*WYosg#A#x=r8NNV&26a<Td>D%qAA8`8A}_c?z}W~HcfhKiPKzHp>sp<zMg7f<@d
z%hq<)`44bTJ0PXZRYzwp*VXa~ON2W*IB0e!!doqn13%T=$gFL$ZD-hOW6O+|t9}WS
zuLQ0YuPjuZwL@_-5=VdGbG7k*DD@gY4=+UoLD(}ji2j2WPI?}NqFylN7)Dm>DO{pa
z3{7kiSrT^RfGO5SJXq><y0n^pr9qB5p57oRNU0|3sLJLK*16F-qZ8&nTiLteE|Jip
zEgXu~@XhTQ{@*`SJ>L-s?9|=$76c@us~!hId>^n4eP3u&bP@Oql7oeVB|57ri74+)
zgwKsNr8cP3<MDWmL^t$e=k2O$+^acN>W<N$JRlv$fe<0)>%uX#2(0l{f86Cv*>}IE
zKE@;`-<neCEx6@?V}Q1*Zvh!QVG4PEKDfIxd?LS<qK*vy@Zp0$kT}a70g0euTtOji
zQ9z_((8k4%C|*gJr1mvl`w|0ue~PRtCK!5%flJQgRk_;MDp~kQVAs~rQOTB_@=A&@
zA_doty+Qn;!`%sg+iJe8=^!9+s~lcW1)(VZiI)RK$Mtn_vCgmtkWfo{b%#%4CH!-0
z!>@XV+}vEeJ3ga!!_>w`;>ei1vhH?pZ<VVVTtmYiL~ui|Y2cagPSIU_O;ZV$7*d;q
zHE{B=c{XT@6tL*I!7?Dr>Pt3txy4O>CQ6P1a`%c-Xz!JoUc4H=6od2Z*8(6enCQPE
zTz-u>Tb-mR`NVTya!~}-Lz*%71;UlJV+f+<YVTj&j;Yh^U*4FE%E4gZ_iEwQ>*uR|
zrh96GHp|(p_{hIkS7pDImTty+r+2*&nD;*0q{4mWfzF?pQ^$|DdA3l5j%cc>r`BHG
z+MLeRHkwo8Ab||Bil?yM`~Lmd*~M!25!1rgqa~JdF0)lhy0G%^@6~F_1ith0Dq%Rc
zST4fLDVc!mSrmGZXjd)&3st|Ay(?=HC995d(=jzoV3T3?jm9PR0pF!Z=I`|lm!@AI
z^@;k*VuI|M!{;*8B*uqJ=0UFpPsJPbUhVLI{5q7ni=WR7*+M0oDhfO~PK4{~unLh+
zC%^6xdC@T(bWci33f}_Fx;lKisyHq-7Q^?Xi;jOj{4>kad1I?uQ(LQxrx71<)3Hei
zY4>3nM90ibr>w!QJ<!4fhz2dgb&XC-P1&49h8-tOdRlgH5(NBGPBwOkp4!FK#|GK6
zPSkL;Z}wxyH@fMVh1YfuI80~?T3mK%hXl{shrikYW5=-mgzlD5xyCb)2Y{3|Oh7jU
z8&42Agz4CR(PoIZP1m+(lq%=x9kOD6d{}CJ{m+gN;-PeX>&38Q?XNTJIEA*=drL7>
zoQLHP9z00HkDf}^F{`L80yI!-Cm(gS;C7?A*0AePdG5-PKu`MnKjyl+x?t<*Iai?O
zc<O9qwB~q*Kk;}$Bl?2T`GDKu4lMPTb#sNwS%@D=z_aGoYd)oCa!mB$vOC!<>ppBu
zel5>tK(4CiwO_wgruu^Xg3}AbL_|l=5XHjlX~X=SL5)SDTw%l8+g45|vtlpfcBORD
z_HqI9oaBZGo%Pu>A4!YL>bCg4zTD@@+1GMvTd!{MNsqu0Hs2F%L+WNj%05415l}Y|
zc7q292Z#l&4LRXA)0`zB92|M8(a60H<V%5t>sFBaOX6ltBScgIO0{4@!`#OjZ_SRn
zxtZGu=6yw#&OmcC(k4(Mt8k3NOt_FXaU)MiF*E9{tX7JUU*|bLJ{T+_Rp&798;vX2
znd?{yC%(Mw2qEc13>&W6R!Yowec?j!Qje|<vp}#%z<$#|KP8*|0?8d0h@gi_YlCI>
zvYeSYBQ2p+lZqSg1ni(^c2S*tsdq|2bGXWhcVIs%e!`;cX+#D5n@!BY^)EM=T!1b%
zg(Xuqn}n@37fw0E_0jOlsy9s8q%3IjzD}mfw@R_IiN^p)mn&gKI6P<K?GblU1H-q#
znDv9axFzyf>C1e%dui2(egWNnc#~P#yjsrr7+*d`>ikHJ-iZtT0ReU(B{NL4fX1S9
zyNSU9x}$K@{Ea69Pn5EGup7T&_nJ`m`7x2+lO5jylJ5lZp%>&F1vgPi7LtdC?T)q!
zL@C`TAdT^Pq}V~Txx5l(Z*Eq|X<S{Byk4r5{qvQvn+QbwAq66l1SGD#M%;n8t8tj%
z8d^S)V_O6Yy<Qm8=+Y-d@)v3z3AYHsU>A~!P0+KSLV((^VI&SL)X{1Yke+~d?8uD=
zwUgS;&T}nM)U9xrfxmsbf|Xy}+}_r%d2j!IA$oN!veushs6H+7Sve1}BS6J*v7Je~
zJ4q8bXlvQvviei4v%bY~&cU+*#vKP-eBow@qv|DC+m;ajrT0J|G#Bs`@lUd$Ic7SE
ztjYX(Dw~49hv&6*g|BEMk8m(*;-=9_cCeQ|*%|p8zXc9?5LFx(oV9~UbA+PASIHH3
z+K(3GRULyVZO!DIggWcc`MfZ?*%`%)UG>VxH!L)ZTEmlMT@#Qo)3gl4{)~49pM+5O
zkSd0;H%&(;bsVGvGJP5{^DL3&86jIP{Tzg)^-mxZ*H@Hez6pi$!FsT2t;TduaDkDu
zbo^3&eJA?)BlQxCD&nuQ-_0yd>^QZ<*Q}yhRS7JsuQ<<?{8{j>c8bOr{B>~Cx$f2D
z?jhU%WFF#HdR$x_$qAV2K+x#U<}xA*jY2)<aUXnp?d&+_W*lG?XzxHc^cQ)8DOhNs
z?xw5<10mxt!)XdWnAYhcY;)nNKJC4`UhK0fh}zoPtl;gn4G?P#OidpUC=f{-97r9Q
zA&@s8HulbK-mj)ksRQT$qyi{Hk(sS;=CP!Ngao^tjir<qk+k#XXkt;|z$631xY_r$
zC{<dre{*Zg?nhV5K=4a;QPbNKt&j7~usll2%Dv@xwHp`TF@Tu(+a!t|%qfsjq$Lok
z+t2xp@>4PZ%>j~wFmcOj<A*^2YA;PZWzwp#4V<rnRT;eZu@Vs#WdM)|5KeS7tX^t;
z<x_@o!zs(XLVU4q0ug(a))pjVZ*T9+NR4C&Wz`G-{hN>VzyJ6UXK0j1&*Oh!Y;0^`
zG=xTk*#s@A)z;T*J?;i9q}x~{Cv8Ur4oM&$#U%$-QramTAE|PM@PzJo%eW7-0bkzn
zy*(_qb1Z;dGFa#HhV2X6^OKxV#4_abP?^03a`x+o6>fmdihid-nMZOom`K##H+sAx
ztforSfP|m}cpRj`Nul(#HY&b*vBy>6UnRk8_4OYCC0lDkG%28OM(x1zRHALdlY-RC
z?(cxr?afgDs8mZXZSY!|F%a3fmCkv|QS%xBr0iNP6@lv>N&v)OfWh8@{N1*168^J5
zD(m5Nx}Vmq?2b$TN6jAg<Z35st?H}k`|a**(!_H)#LW4=$pN+R)X_b5&cWj^wk#&E
z<K;O~#1%8YH;|h5NMuagLvflHeTCY@vFc@6)_CNt66<im04EvtJKw+m+oWZr$V^gc
z^GBRXKZ>u2uUv`zZhYJ}z<Oy*9hw9y*ZZ8IjP84*H$ZwwW9_=6{~m%zjvlq!So{vK
zpExa^>3k8;csVf^xDc;6VEYjOkGuCKkhyQ)UOahLM)O2kgv+AY>2+%ndHFMdw$#+t
zF6yHSsHoTkycDehC}*pt^fOrG0}4#{Yb0EBb&@3|B@^?ixVWUg<#Pq!yH~j4siUJ)
zwazv027|HkwFOIrs#+$er^8}nV=bbn>Yqi}Adr8WIT*A@GRgozcTvO#35X2C)(QZP
z4V!vW`4u~D(G?Y&%ZJ65(r8b0P*4ioo1y4N)u(0OF*Gzh-IJ*r+U{oX`r6Z@_!g(0
zw1Tw|d&K9iF3n3(343;PaNlkin3NVD8RuLQ6vPbIzc!ogdlR*?5T&~7PY8xcShda)
zigJq$dYws*wG9p0)P(r>Z(o<0fyu`-?^B=ke23BjO=PHF0l<S?(9UF(sszH83KG#W
z*8z#X00RMIWTB*(7!KsZEa%Pz8%;_(=0!Z$-)p$4x&2;|gPY+%skIaUB#kS0ZEzy}
z*7}0v-P8z)6_DaPk2NYdeoFH0!}c`=`W1Yn(8!SiXFLYQ7M-s2P&#03&Lx3XDFT)~
z@m|_vXS*DmHi&52tk)MnP5>0cislfHosCza?kv+N?04<$o?EiOCD6k6Np5-O2ET<4
z;I9@}2W%(7^Bp%;_g?aH8eqp@G6C-YaE4IC#lM<N>&5>^tnq&y7cQSdrJs$M@S4kJ
R4m<#kn`*l7((AXM{0n0MdQSiV

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/collared_dove_classification.json b/modelling/data/abingdon-all/resident/collared_dove_classification.json
new file mode 100644
index 0000000..1b0998e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/collared_dove_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Collared Dove",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "strong",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "autumn_detectability_trough",
+      "strong_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 10,
+    "target_trough_label": "October",
+    "target_peak_value": 0.9417603519124234,
+    "target_trough_value": 0.18697509300245654,
+    "target_mean_value": 0.5247953698728599,
+    "target_amplitude": 0.7547852589099668,
+    "baseline_to_peak_ratio": 0.34191288616697213,
+    "autumn_to_winter_weight_ratio": 0.064343163538874,
+    "year_end_to_winter_weight_ratio": 0.5683646112600537,
+    "decay_to_growth_ratio": 0.8744257274119449,
+    "monthly_target": {
+      "January": 0.5710956009390109,
+      "February": 0.5715269202318037,
+      "March": 0.5936529743970521,
+      "April": 0.7491520271810249,
+      "May": 0.9417603519124234,
+      "June": 0.7608026791469876,
+      "July": 0.5583969910442957,
+      "August": 0.32216206232578837,
+      "September": 0.319171278793318,
+      "October": 0.18697509300245654,
+      "November": 0.2425176475944163,
+      "December": 0.4803308119057407
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.893,
+    "GROWTH_RATE": 2.612,
+    "DECAY_RATE": 2.284,
+    "SUMMER_DECAY_BOOST": 3.594,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.411,
+    "PRE_SUMMER_DECAY_END": 7.16,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.106,
+    "SPRING_CARRYOVER_WEIGHT": 0.249,
+    "SPRING_CARRYOVER_END": 7.115,
+    "SPRING_CARRYOVER_SHARPNESS": 17.566,
+    "BASELINE": 0.322,
+    "WINTER_WEIGHT": 0.373,
+    "AUTUMN_WEIGHT": 0.024,
+    "WINTER_PEAK": 5.1,
+    "AUTUMN_PEAK": 10.895,
+    "AUTUMN_ONSET": 11.385,
+    "AUTUMN_GATE_SHARPNESS": 7.552,
+    "WINTER_WIDTH": 10.462,
+    "WINTER_RISE_WIDTH": 8.786,
+    "WINTER_FALL_WIDTH": 12.056,
+    "AUTUMN_WIDTH": 5.604,
+    "AUTUMN_RISE_WIDTH": 6.918,
+    "AUTUMN_FALL_WIDTH": 5.792,
+    "SUMMER_DIP": 0.136,
+    "SUMMER_LOW": 10.045,
+    "SUMMER_ONSET": 8.21,
+    "SUMMER_GATE_SHARPNESS": 4.972,
+    "SUMMER_DECAY_ONSET": 7.16,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.829,
+    "SUMMER_WIDTH": 27.552,
+    "SUMMER_RISE_WIDTH": 50.836,
+    "SUMMER_FALL_WIDTH": 8.258,
+    "SCALE": 1.334,
+    "YEAR_END_WEIGHT": 0.212,
+    "YEAR_END_PEAK": 12.164,
+    "YEAR_END_WIDTH": 84.298,
+    "YEAR_END_RISE_WIDTH": 159.726,
+    "YEAR_END_FALL_WIDTH": 10.652
+  },
+  "fit": {
+    "score": 0.31
+  },
+  "warnings": [],
+  "summary": "Collared Dove is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around October. The model indicates strong baseline presence, strong spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/collared_dove_consensus.json b/modelling/data/abingdon-all/resident/collared_dove_consensus.json
new file mode 100644
index 0000000..7240f2f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/collared_dove_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.31",
+  "INITIAL_Y": "0.893",
+  "GROWTH_RATE": "2.612",
+  "DECAY_RATE": "2.284",
+  "SUMMER_DECAY_BOOST": "3.594",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.411",
+  "PRE_SUMMER_DECAY_END": "7.16",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.106",
+  "SPRING_CARRYOVER_WEIGHT": "0.249",
+  "SPRING_CARRYOVER_END": "7.115",
+  "SPRING_CARRYOVER_SHARPNESS": "17.566",
+  "BASELINE": "0.322",
+  "WINTER_WEIGHT": "0.373",
+  "AUTUMN_WEIGHT": "0.024",
+  "WINTER_PEAK": "5.1",
+  "AUTUMN_PEAK": "10.895",
+  "AUTUMN_ONSET": "11.385",
+  "AUTUMN_GATE_SHARPNESS": "7.552",
+  "WINTER_WIDTH": "10.462",
+  "WINTER_RISE_WIDTH": "8.786",
+  "WINTER_FALL_WIDTH": "12.056",
+  "AUTUMN_WIDTH": "5.604",
+  "AUTUMN_RISE_WIDTH": "6.918",
+  "AUTUMN_FALL_WIDTH": "5.792",
+  "SUMMER_DIP": "0.136",
+  "SUMMER_LOW": "10.045",
+  "SUMMER_ONSET": "8.21",
+  "SUMMER_GATE_SHARPNESS": "4.972",
+  "SUMMER_DECAY_ONSET": "7.16",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.829",
+  "SUMMER_WIDTH": "27.552",
+  "SUMMER_RISE_WIDTH": "50.836",
+  "SUMMER_FALL_WIDTH": "8.258",
+  "SCALE": "1.334",
+  "YEAR_END_WEIGHT": "0.212",
+  "YEAR_END_PEAK": "12.164",
+  "YEAR_END_WIDTH": "84.298",
+  "YEAR_END_RISE_WIDTH": "159.726",
+  "YEAR_END_FALL_WIDTH": "10.652",
+  "SPECIES": "Collared Dove"
+}
diff --git a/modelling/data/abingdon-all/resident/collared_dove_observed.csv b/modelling/data/abingdon-all/resident/collared_dove_observed.csv
new file mode 100644
index 0000000..79446ba
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/collared_dove_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,85
+2,60
+3,88
+4,98
+5,99
+6,91
+7,80
+8,70
+9,48
+10,20
+11,34
+12,45
diff --git a/modelling/data/abingdon-all/resident/collared_dove_parameters.csv b/modelling/data/abingdon-all/resident/collared_dove_parameters.csv
new file mode 100644
index 0000000..fa46326
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/collared_dove_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:48:36,collared_dove_observed.csv,0.3524682904525408019511045946,1.025,2.216,5.266,0.651,0.262,7.04,5.369,0.234,7.12,13.164,0.424,0.154,0.014,4.21,1.11,11.27,4.589,4.906,3.986,5.825,3.732,1.04,6.424,0.228,9.97,8.21,7.24,7.19,20.325,28.766,56.282,1.25,1.12,0.004,12.229,123.858,233.834,13.883
+2026-05-21 09:48:37,collared_dove_observed.csv,1.354110711769160923217497531,1.0,3.911,2.304,7.648,0.223,6.54,6.419,0.015,6.74,25.694,0.487,0.629,0.011,6.47,11.64,11.49,7.151,11.970,14.124,9.816,9.390,11.068,7.713,0.245,8.67,8.02,2.571,7.11,22.986,44.538,72.049,17.027,0.812,0.211,12.021,60.108,112.917,7.3
+2026-05-21 09:48:37,collared_dove_observed.csv,0.9671230784437434439909456748,1.196,1.481,2.667,0.403,0.452,6.27,10.571,0.045,6.51,11.86,0.307,0.593,0.049,6.45,1.17,11.45,9.151,13.349,14.063,12.635,9.923,6.613,13.233,0.033,9.09,7.43,2.41,7.57,17.688,9.748,14.916,4.579,1.285,0.068,12.016,54.882,101.856,7.908
+2026-05-21 09:48:37,collared_dove_observed.csv,0.1372989107936288274378220810,1.184,2.542,0.228,3.591,0.198,7.57,13.509,0.343,7.36,20.301,0.259,0.586,0.015,4.65,10.93,11.46,11.442,1.293,0.767,1.819,5.706,0.663,10.75,0.219,10.07,7.28,1.626,7.11,16.553,46.078,72.686,19.469,0.811,0.217,12.263,80.703,146.218,15.188
+2026-05-21 09:48:38,collared_dove_observed.csv,0.7583265692209100359778897583,0.951,1.68,4.619,2.915,0.475,7.45,6.77,0.412,7.43,25.827,0.183,0.394,0.032,3.93,11.29,11.3,2.691,10.927,4.335,17.519,13.080,13.188,12.973,0.198,8.63,8.25,7.21,6.65,10.323,23.976,37.323,10.63,1.517,0.327,12.288,64.767,118.608,10.926
+2026-05-21 09:48:38,collared_dove_observed.csv,0.2420823209598296669603113684,0.96,2.899,3.302,2.818,0.202,6.64,10.021,0.19,7.1,27.836,0.227,0.353,0.003,5.74,10.75,11.48,11.465,8.848,1.441,16.254,9.830,11.249,8.412,0.12,10.93,8.21,7.718,6.61,21.593,24.903,32.302,17.504,1.402,0.341,12.136,75.974,139.346,12.602
+2026-05-21 09:48:38,collared_dove_observed.csv,0.3682879015796512053504717103,0.686,2.977,5.43,0.438,0.186,6.49,14.258,0.075,7.16,26.778,0.105,0.571,0.04,4.75,10.6,11.25,8.527,16.524,18.933,14.114,12.286,11.037,13.536,0.148,9.69,7.62,7.36,7.45,19.747,37.814,61.01,14.619,1.642,0.108,12.088,124.254,236.574,11.935
+2026-05-21 09:48:38,collared_dove_observed.csv,0.5605222930936324205102248027,0.839,2.045,5.27,3.355,0.15,7.67,12.584,0.275,7.26,13.568,0.503,0.262,0.02,5.16,11.18,11.36,2.597,14.298,9.259,19.336,11.008,10.38,11.635,0.244,10.21,8.93,7.052,7.14,10.405,47.200,79.883,14.516,1.714,0.209,12.216,115.006,218.278,11.733
+2026-05-21 09:48:39,collared_dove_observed.csv,0.5094640144544058404208337712,0.973,3.896,5.85,6.69,0.045,7.64,15.467,0.213,7.08,24.624,0.097,0.522,0.019,3.83,10.84,11.37,7.211,5.192,1.936,8.449,1.960,0.514,3.407,0.194,9.37,9.08,3.579,6.87,11.07,26.256,48.732,3.779,1.286,0.01,12.142,106.697,199.228,14.166
+2026-05-21 09:48:39,collared_dove_observed.csv,0.3179920327323037102310755696,0.72,3.881,1.026,6.97,0.833,7.45,11.87,0.339,7.11,9.868,0.275,0.375,0.009,5.24,11.32,11.42,5.521,7.473,9.586,5.36,4.892,2.675,7.11,0.064,9.23,9.34,7.105,6.63,17.59,33.594,65.567,1.62,1.68,0.041,12.099,79.006,144.566,13.447
+2026-05-21 09:48:39,collared_dove_observed.csv,0.9526487868948244119005935261,0.987,1.283,1.611,7.479,0.558,7.63,5.78,0.193,6.93,6.204,0.226,0.385,0.019,4.27,10.73,11.39,2.552,16.712,17.174,16.251,6.271,9.487,3.055,0.214,10.69,9.2,3.891,7.43,14.323,39.450,68.582,10.317,1.721,0.105,12.186,72.676,135.08,10.273
+2026-05-21 09:48:40,collared_dove_observed.csv,0.4930957983809075904317069575,0.832,3.655,3.427,3.704,0.836,7.61,13.731,0.191,7.32,14.069,0.385,0.329,0.027,5.88,11.89,11.49,2.377,8.548,12.602,4.494,12.163,11.217,13.109,0.034,8.8,9.15,4.492,6.73,12.751,34.106,65.245,2.966,1.417,0.315,12.29,117.384,224.611,10.156
+2026-05-21 09:48:40,collared_dove_observed.csv,1.227591538660014886759198859,0.757,0.339,4.279,0.216,0.672,6.82,9.592,0.428,6.81,24.59,0.134,0.1,0.016,3.72,11.62,11.28,10.199,11.940,18.164,5.715,12.056,12.24,11.873,0.102,9.24,7.78,4.288,6.77,8.878,35.061,65.646,4.476,1.714,0.12,12.012,53.292,95.468,11.115
+2026-05-21 09:48:40,collared_dove_observed.csv,0.1165732126563891006889583644,0.673,3.96,3.448,5.606,0.91,7.41,13.124,0.03,7.27,7.118,0.103,0.582,0.049,4.31,1.43,11.34,10.095,5.753,10.601,0.905,2.000,2.233,1.768,0.234,10.96,8.15,3.012,6.91,18.484,43.326,78.185,8.468,1.132,0.142,12.136,86.458,159.02,13.895
+2026-05-21 09:48:41,collared_dove_observed.csv,0.4389572724136584204733568232,1.054,2.702,3.128,3.889,0.633,6.7,9.22,0.065,7.03,21.135,0.133,0.558,0.009,3.95,11.47,11.34,8.854,9.809,9.79,9.828,5.599,2.664,8.534,0.186,10.91,7.33,4.529,7.04,20.232,35.618,55.315,15.922,1.299,0.204,12.075,111.573,210.979,12.167
+2026-05-21 09:48:41,collared_dove_observed.csv,0.5336438202722356876421610222,0.662,2.379,4.693,2.512,0.109,7.45,15.964,0.221,6.65,8.593,0.284,0.618,0.035,6.16,1.46,11.32,5.099,4.250,3.928,4.571,4.154,2.83,5.477,0.232,9.0,8.27,5.622,7.49,9.962,31.420,57.799,5.041,1.43,0.204,12.239,98.324,189.517,7.131
+2026-05-21 09:48:41,collared_dove_observed.csv,1.326093131226078908048129017,1.017,1.627,2.632,7.433,0.597,6.74,12.077,0.025,6.56,23.58,0.517,0.236,0.014,6.48,10.94,11.47,5.034,16.644,18.563,14.726,8.584,8.319,8.85,0.041,8.79,8.49,6.29,7.16,10.743,12.438,11.809,13.068,0.861,0.316,12.016,114.968,225.739,4.197
+2026-05-21 09:48:42,collared_dove_observed.csv,0.5700350624190135693005009229,0.902,3.934,2.287,3.311,0.66,6.69,11.893,0.331,7.31,25.784,0.399,0.072,0.02,5.71,11.31,11.41,8.819,11.618,11.44,11.797,10.781,13.317,8.245,0.166,9.61,7.91,6.855,7.57,18.609,10.670,10.145,11.196,1.245,0.327,12.067,118.622,230.47,6.774
+2026-05-21 09:48:42,collared_dove_observed.csv,0.6659566827442784718817836339,0.842,0.786,1.741,3.222,0.53,7.03,3.324,0.233,6.5,16.419,0.191,0.332,0.025,4.48,11.44,11.25,7.518,7.308,9.715,4.9,6.041,6.566,5.516,0.124,9.61,9.49,6.355,7.45,21.655,29.278,50.885,7.672,1.605,0.122,12.141,59.100,111.652,6.548
+2026-05-21 09:48:42,collared_dove_observed.csv,0.4534151744298526951062599944,0.879,3.112,0.745,2.293,0.165,7.12,7.938,0.266,7.35,13.259,0.319,0.079,0.03,4.64,11.24,11.44,6.515,7.841,0.688,14.994,5.964,10.904,1.023,0.078,8.82,7.74,3.131,7.28,22.236,29.030,51.716,6.343,0.989,0.004,12.068,76.212,138.894,13.529
+2026-05-21 09:48:42,collared_dove_observed.csv,0.6824629439676488323523980728,1.063,2.07,3.512,6.392,0.642,6.5,6.263,0.06,7.57,6.412,0.488,0.422,0.017,5.33,10.8,11.4,11.507,13.766,19.709,7.823,12.374,10.881,13.866,0.078,9.74,8.6,5.912,6.62,19.952,42.038,69.71,14.367,1.031,0.185,12.133,78.330,149.09,7.569
+2026-05-21 09:48:43,collared_dove_observed.csv,0.7615993502746356446014681908,1.093,3.614,5.008,3.483,0.785,6.47,12.641,0.215,6.93,20.959,0.283,0.325,0.024,4.49,11.29,11.25,9.454,11.831,13.552,10.11,7.558,4.612,10.504,0.167,8.66,8.06,7.96,7.48,13.329,10.503,15.321,5.685,0.96,0.125,12.048,67.096,128.307,5.885
+2026-05-21 09:48:43,collared_dove_observed.csv,0.3168916156394951330103055672,0.877,1.801,0.928,2.194,0.704,7.2,9.975,0.373,6.82,23.47,0.196,0.74,0.021,5.53,1.15,11.47,4.018,10.782,6.512,15.051,9.955,9.062,10.848,0.147,8.52,9.06,2.32,7.44,23.938,25.794,39.549,12.04,1.481,0.261,12.108,61.922,117.755,6.088
+2026-05-21 09:48:43,collared_dove_observed.csv,0.8688701776489317754804040241,0.834,3.357,4.707,7.637,0.38,6.38,4.288,0.145,6.64,7.431,0.399,0.687,0.026,6.04,1.34,11.25,3.835,7.260,12.959,1.561,4.239,5.755,2.723,0.097,10.86,8.46,3.284,7.27,19.958,22.112,29.282,14.941,1.302,0.076,12.019,58.950,107.329,10.571
+2026-05-21 09:48:44,collared_dove_observed.csv,0.7535702401871539511517498764,0.771,0.353,3.198,7.575,0.344,7.69,11.044,0.364,7.09,16.495,0.278,0.096,0.027,4.42,1.4,11.36,3.135,10.798,8.182,13.415,9.529,7.446,11.612,0.192,9.61,9.1,7.774,7.36,22.526,6.296,8.918,3.673,1.564,0.043,12.135,119.888,225.938,13.838
+2026-05-21 09:48:44,collared_dove_observed.csv,0.3104752380883917210541372304,1.19,2.739,4.525,2.202,0.248,6.33,14.97,0.107,7.46,24.711,0.415,0.646,0.013,6.0,11.45,11.45,11.707,10.265,12.209,8.321,2.914,5.288,0.541,0.136,10.24,8.45,6.84,7.32,9.735,7.208,7.127,7.288,1.795,0.095,12.22,121.106,228.631,13.582
+2026-05-21 09:48:44,collared_dove_observed.csv,1.540966362532449659758720501,0.826,2.325,2.176,0.048,0.448,7.19,6.963,0.324,6.57,6.341,0.537,0.707,0.031,6.28,11.85,11.45,2.043,3.686,4.032,3.339,8.134,4.733,11.536,0.099,10.72,9.3,4.019,7.13,9.04,25.108,36.726,13.491,0.843,0.31,12.022,62.636,111.834,13.437
+2026-05-21 09:48:45,collared_dove_observed.csv,0.6498592275234230501820259018,1.034,2.193,2.27,2.308,0.308,7.55,11.926,0.105,7.15,24.723,0.495,0.445,0.036,5.24,1.16,11.39,8.227,5.998,10.462,1.535,3.725,4.89,2.56,0.095,8.66,7.82,4.956,7.57,19.205,37.488,70.63,4.345,1.072,0.04,12.23,61.258,114.057,8.46
+2026-05-21 09:48:45,collared_dove_observed.csv,0.1891218101940745064901516709,0.734,0.971,1.871,0.69,0.115,6.39,10.353,0.27,7.13,15.85,0.431,0.487,0.022,5.06,11.77,11.33,5.878,15.030,16.184,13.875,6.578,11.809,1.348,0.15,10.62,8.73,5.136,7.34,11.557,38.958,62.976,14.94,1.524,0.216,12.099,66.880,119.621,14.14
+2026-05-21 09:48:45,collared_dove_observed.csv,0.7738546467893582170887289126,1.054,3.084,5.583,7.15,0.357,7.72,11.818,0.107,7.04,26.66,0.233,0.385,0.009,4.81,10.94,11.45,5.6,13.994,12.842,15.145,6.560,10.713,2.408,0.043,8.83,7.36,1.246,6.75,8.897,10.452,4.676,16.229,1.747,0.072,12.004,109.070,207.928,10.211
+2026-05-21 09:48:45,collared_dove_observed.csv,0.4945416695089232529724506465,0.789,2.668,3.02,0.157,0.565,7.62,12.668,0.314,7.52,25.33,0.217,0.337,0.041,3.84,11.43,11.49,8.234,18.040,19.496,16.585,8.002,2.599,13.406,0.242,8.67,7.77,4.081,6.65,12.228,32.127,59.481,4.773,0.896,0.207,12.285,126.163,238.871,13.455
+2026-05-21 09:48:46,collared_dove_observed.csv,0.3859770344579519433604323318,1.04,1.476,5.562,1.46,0.864,6.51,13.828,0.353,7.25,14.88,0.444,0.066,0.01,6.03,11.28,11.26,8.649,8.178,2.776,13.581,10.990,12.842,9.139,0.149,10.48,7.35,6.041,7.27,14.902,30.529,59.298,1.76,1.264,0.168,12.175,118.206,228.929,7.482
+2026-05-21 09:48:46,collared_dove_observed.csv,0.3955148470721665922216629818,0.915,2.521,2.731,7.112,0.569,6.64,14.738,0.13,7.03,26.102,0.081,0.705,0.021,5.8,10.99,11.44,11.956,11.106,14.198,8.013,6.794,5.359,8.228,0.085,9.44,9.21,6.357,7.07,17.564,30.876,60.706,1.047,1.534,0.315,12.126,112.678,215.501,9.856
+2026-05-21 09:48:46,collared_dove_observed.csv,0.3684960336269833465937873434,0.966,2.693,1.824,2.626,0.428,7.33,10.191,0.271,7.13,14.355,0.507,0.039,0.015,4.59,10.99,11.34,5.602,14.492,14.375,14.608,8.957,7.555,10.359,0.066,9.29,8.13,1.647,7.25,22.655,24.670,46.051,3.288,1.255,0.079,12.032,83.668,152.181,15.155
+2026-05-21 09:48:47,collared_dove_observed.csv,0.3100608864409338690566096138,0.795,0.913,4.437,1.59,0.251,7.73,8.184,0.087,7.56,16.395,0.458,0.064,0.04,3.63,1.32,11.42,7.884,8.900,9.920,7.880,2.498,1.964,3.033,0.148,10.86,9.03,4.809,7.15,10.791,9.418,8.761,10.075,1.231,0.154,12.238,77.574,144.384,10.764
+2026-05-21 09:48:47,collared_dove_observed.csv,0.4360622185958276054353664484,0.636,3.687,2.342,2.008,0.706,7.59,3.154,0.121,6.51,10.041,0.347,0.547,0.048,4.77,11.24,11.41,10.76,18.614,18.857,18.372,10.497,11.885,9.109,0.238,8.79,8.92,3.001,7.25,18.898,19.853,36.702,3.004,1.215,0.178,12.083,73.825,141.154,6.496
+2026-05-21 09:48:47,collared_dove_observed.csv,0.4536719608528205945140887995,0.629,3.187,1.828,4.386,0.608,6.25,12.249,0.436,7.09,8.246,0.348,0.157,0.044,6.42,10.87,11.46,3.949,8.006,13.615,2.397,10.020,13.769,6.27,0.037,9.4,7.1,2.663,7.08,23.063,16.393,30.521,2.265,1.643,0.252,12.279,64.825,117.631,12.019
+2026-05-21 09:48:48,collared_dove_observed.csv,0.4937011155296265529558977846,0.992,2.554,0.675,5.334,0.207,6.49,14.107,0.171,6.87,9.953,0.106,0.489,0.005,4.83,11.29,11.43,6.037,12.053,9.941,14.165,8.518,7.601,9.434,0.188,10.69,9.43,5.992,7.35,11.396,15.426,28.253,2.599,1.478,0.284,12.159,119.352,229.448,9.255
+2026-05-21 09:48:48,collared_dove_observed.csv,0.8335935797545072151812943556,0.731,3.638,1.141,7.511,0.148,7.29,4.088,0.017,6.76,25.608,0.151,0.467,0.029,6.34,10.6,11.41,11.095,10.986,12.518,9.455,1.598,1.674,1.521,0.153,9.55,8.05,2.406,7.33,8.132,29.564,55.227,3.902,1.795,0.157,12.07,114.772,224.174,5.369
+2026-05-21 09:48:48,collared_dove_observed.csv,0.8130227482246525851788918687,1.063,0.654,5.463,3.021,0.375,6.86,6.658,0.376,7.48,23.016,0.259,0.421,0.042,5.21,10.94,11.38,10.656,15.488,12.793,18.183,5.468,2.555,8.382,0.184,9.28,9.42,3.569,7.46,17.46,4.051,1.265,6.837,0.903,0.202,12.072,89.318,163.638,14.997
+2026-05-21 09:48:49,collared_dove_observed.csv,0.6164367070250325673800271572,1.048,3.568,3.955,1.655,0.77,6.61,12.163,0.264,7.64,21.465,0.091,0.185,0.043,6.16,11.64,11.33,2.555,11.200,9.851,12.549,10.584,9.287,11.882,0.131,9.88,9.29,0.927,7.23,6.848,30.916,44.373,17.458,1.602,0.106,12.105,60.801,110.461,11.141
+2026-05-21 09:48:49,collared_dove_observed.csv,0.7060849611123996249928057188,1.194,2.882,2.715,5.677,0.58,7.7,13.195,0.158,7.59,20.596,0.102,0.312,0.036,4.28,11.64,11.25,6.215,10.916,11.164,10.668,11.152,11.985,10.319,0.039,11.18,7.2,7.783,7.4,17.378,14.081,16.445,11.717,1.79,0.077,12.004,122.486,231.392,13.581
+2026-05-21 09:48:49,collared_dove_observed.csv,1.198591060592618986010353928,1.2,1.213,2.768,1.337,0.493,6.98,4.558,0.319,7.11,27.2,0.091,0.558,0.012,6.4,11.31,11.49,4.848,16.112,14.824,17.401,5.389,6.655,4.123,0.041,8.73,9.37,4.779,6.8,16.165,35.482,54.557,16.408,0.894,0.252,12.143,59.058,106.816,11.299
+2026-05-21 09:48:49,collared_dove_observed.csv,0.1424358643018362975499993270,0.979,3.316,0.439,3.588,0.932,6.8,5.805,0.149,6.6,17.573,0.394,0.3,0.007,3.91,11.55,11.38,11.606,12.104,7.986,16.222,3.765,0.689,6.841,0.193,10.39,7.29,5.927,7.16,18.731,19.143,32.872,5.414,0.909,0.32,12.088,85.562,166.172,4.953
+2026-05-21 09:48:50,collared_dove_observed.csv,1.063546731313288379895880384,0.823,1.83,3.553,4.47,0.298,7.46,11.385,0.445,6.85,22.394,0.178,0.719,0.008,4.89,10.61,11.45,8.698,5.016,3.14,6.892,0.595,0.625,0.565,0.03,10.85,8.17,6.882,7.03,13.396,3.908,7.461,0.355,1.007,0.308,12.266,52.574,95.18,9.967
+2026-05-21 09:48:50,collared_dove_observed.csv,0.2872791246882098816651196331,0.618,3.98,0.928,1.871,0.859,6.94,13.288,0.016,6.69,16.089,0.172,0.266,0.038,4.99,11.45,11.49,10.36,7.976,11.116,4.836,10.245,11.523,8.967,0.036,10.43,7.39,4.136,6.76,15.241,44.124,76.178,12.069,1.081,0.04,12.243,70.836,135.492,6.181
+2026-05-21 09:48:50,collared_dove_observed.csv,1.190520565410250881783725794,0.696,0.256,0.706,2.806,0.582,7.29,6.725,0.373,7.29,20.848,0.539,0.562,0.048,5.02,11.34,11.25,9.996,11.330,6.183,16.478,8.973,5.1,12.846,0.197,8.52,8.78,1.939,7.15,17.795,6.328,3.229,9.426,1.073,0.282,12.04,122.014,228.487,15.54
+2026-05-21 09:48:51,collared_dove_observed.csv,0.8309904456063619157470917806,0.749,1.416,3.591,5.73,0.091,7.37,7.397,0.005,7.24,6.054,0.341,0.465,0.029,6.24,10.75,11.43,11.429,5.913,4.092,7.734,4.508,7.724,1.292,0.015,10.05,9.35,7.692,7.34,8.168,34.092,48.435,19.75,1.632,0.216,12.073,70.300,126.98,13.62
+2026-05-21 09:48:51,collared_dove_observed.csv,0.6575398383002082813111893942,0.919,3.818,3.293,6.852,0.679,6.7,8.358,0.017,7.28,16.553,0.545,0.114,0.039,5.33,1.05,11.35,8.633,5.824,6.528,5.121,9.253,10.234,8.272,0.154,9.26,8.2,6.456,7.43,15.114,25.060,42.299,7.82,0.992,0.087,12.277,48.582,89.242,7.922
+2026-05-21 09:48:51,collared_dove_observed.csv,0.4010349598536698161172149703,0.833,2.773,3.996,3.089,0.113,6.98,8.651,0.183,6.79,12.929,0.326,0.24,0.03,4.64,10.65,11.37,3.884,10.147,13.549,6.745,10.378,13.883,6.872,0.114,9.69,8.6,5.513,6.94,16.762,14.216,9.295,19.137,1.136,0.321,12.232,72.532,129.525,15.54
+2026-05-21 09:48:52,collared_dove_observed.csv,1.021618119992279500120602353,1.052,1.358,0.855,4.967,0.907,6.58,14.709,0.224,7.1,20.805,0.099,0.635,0.008,3.72,10.91,11.32,5.402,7.283,5.983,8.583,8.038,8.46,7.616,0.227,9.11,8.81,1.571,6.84,14.376,13.293,25.367,1.219,1.472,0.034,12.151,53.234,101.865,4.603
+2026-05-21 09:48:52,collared_dove_observed.csv,0.3807406855235405417887337995,0.766,1.807,1.601,4.238,0.164,7.38,14.249,0.099,7.1,6.337,0.235,0.69,0.033,4.05,11.79,11.37,3.07,7.134,5.825,8.442,6.463,7.266,5.660,0.081,9.26,7.99,4.615,6.79,8.086,45.464,74.654,16.273,1.77,0.059,12.019,56.474,108.067,4.881
+2026-05-21 09:48:52,collared_dove_observed.csv,0.3829734627215319252050068350,0.898,0.647,3.632,5.925,0.197,6.58,10.239,0.12,7.6,12.399,0.497,0.453,0.025,3.74,11.85,11.35,10.579,9.660,16.45,2.87,3.704,3.65,3.759,0.213,10.02,7.75,0.844,7.28,14.699,29.943,55.394,4.492,1.01,0.221,12.172,114.180,222.953,5.407
+2026-05-21 09:48:53,collared_dove_observed.csv,1.618464397402566310648557683,0.821,1.644,5.813,4.294,0.041,6.71,12.187,0.102,7.46,13.078,0.415,0.689,0.026,4.39,11.94,11.44,2.856,14.712,11.325,18.099,13.490,12.992,13.987,0.041,8.95,7.81,6.486,7.08,8.005,25.740,41.996,9.484,1.313,0.084,12.131,98.006,191.113,4.9
+2026-05-21 09:48:53,collared_dove_observed.csv,0.4172579821640249401408373964,0.755,0.589,5.809,3.504,0.146,7.28,5.109,0.07,7.02,22.529,0.185,0.473,0.006,5.56,11.51,11.43,5.048,7.536,6.703,8.368,5.198,4.872,5.525,0.197,8.97,8.63,5.027,7.51,12.263,44.195,78.878,9.512,1.78,0.09,12.19,49.208,93.119,5.297
+2026-05-21 09:48:53,collared_dove_observed.csv,0.6109824348287774870489389454,1.131,0.52,1.01,6.199,0.546,7.68,12.394,0.098,7.64,15.241,0.092,0.589,0.032,5.37,11.5,11.33,7.291,19.562,19.123,20.000,6.344,4.77,7.919,0.059,9.8,7.16,3.195,7.25,23.475,38.618,58.988,18.249,1.088,0.054,12.115,83.230,154.313,12.146
+2026-05-21 09:48:53,collared_dove_observed.csv,0.2734862227656421638026723672,0.642,0.444,0.995,1.415,0.84,7.21,9.75,0.39,6.79,15.943,0.279,0.103,0.003,5.98,10.59,11.45,4.046,8.859,7.987,9.731,1.176,1.893,0.459,0.015,11.43,8.34,7.276,7.12,14.982,25.224,46.277,4.17,1.033,0.166,12.039,58.654,108.323,8.986
+2026-05-21 09:48:54,collared_dove_observed.csv,0.7329606759847855364200104478,1.074,3.727,4.389,3.164,0.725,7.11,3.88,0.146,7.53,14.626,0.071,0.266,0.02,4.9,1.04,11.26,8.482,11.532,16.183,6.881,10.066,13.355,6.776,0.017,9.01,9.03,4.56,7.24,15.307,30.000,56.045,3.956,1.359,0.344,12.223,78.084,146.926,9.241
+2026-05-21 09:48:54,collared_dove_observed.csv,0.6059265313939944771099105328,1.179,3.152,0.611,0.199,0.448,6.92,6.34,0.448,7.61,17.629,0.11,0.558,0.006,3.98,10.86,11.37,2.551,11.200,4.418,17.982,7.158,9.752,4.565,0.165,9.48,7.01,2.226,6.83,11.951,47.496,76.08,18.911,1.439,0.34,12.0,106.594,200.4,12.787
+2026-05-21 09:48:54,collared_dove_observed.csv,0.6340903993440825084282902526,0.685,0.832,4.395,5.703,0.518,6.43,15.767,0.388,7.08,7.295,0.051,0.481,0.008,5.52,10.6,11.36,9.799,1.192,1.07,1.315,10.016,13.449,6.584,0.173,11.3,7.2,1.406,6.8,8.539,26.642,44.048,9.235,0.942,0.147,12.213,99.016,186.418,11.613
+2026-05-21 09:48:55,collared_dove_observed.csv,0.4521265847625564856210835514,1.207,2.772,0.896,7.209,0.282,7.35,13.984,0.045,7.35,11.441,0.333,0.52,0.038,4.64,1.21,11.27,5.715,8.188,10.316,6.059,9.328,11.856,6.801,0.217,11.16,9.49,5.414,6.89,7.756,27.350,41.274,13.426,1.017,0.168,12.001,88.667,163.797,13.537
+2026-05-21 09:48:55,collared_dove_observed.csv,0.7418003513666854846973755478,1.209,3.373,1.984,1.457,0.589,7.52,6.595,0.258,7.18,24.897,0.172,0.2,0.047,4.13,1.04,11.3,5.358,6.526,5.519,7.532,5.730,5.517,5.942,0.178,8.78,9.24,5.558,7.13,21.095,21.364,30.917,11.811,1.606,0.244,12.189,69.126,124.132,14.12
+2026-05-21 09:48:55,collared_dove_observed.csv,0.7913910958077961765086783073,0.729,1.081,4.173,1.047,0.042,6.85,3.821,0.069,6.69,8.135,0.449,0.471,0.008,6.33,1.37,11.37,9.832,2.472,2.255,2.688,5.971,4.258,7.684,0.141,9.07,7.71,5.637,6.93,18.906,22.865,35.924,9.806,1.787,0.001,12.058,113.889,214.822,12.956
+2026-05-21 09:48:56,collared_dove_observed.csv,0.3800709241612976426031021565,0.971,3.028,0.236,3.004,0.498,6.4,5.668,0.279,6.66,10.51,0.306,0.286,0.031,5.38,1.19,11.46,7.605,2.138,1.576,2.7,3.090,2.597,3.584,0.067,9.15,7.0,2.467,6.77,9.704,5.750,2.204,9.295,0.939,0.327,12.072,109.834,209.059,10.609
+2026-05-21 09:48:56,collared_dove_observed.csv,0.4964330885935350981274851012,0.935,0.313,4.811,0.796,0.258,6.47,6.805,0.181,6.93,15.805,0.241,0.14,0.035,5.94,11.68,11.49,8.006,9.107,4.787,13.427,13.220,13.935,12.506,0.094,10.99,8.38,3.245,7.07,16.433,7.463,12.051,2.875,1.638,0.023,12.127,54.237,93.381,15.093
+2026-05-21 09:48:56,collared_dove_observed.csv,0.8862584039596153237242472407,0.739,1.812,3.653,5.522,0.929,6.36,4.286,0.095,7.4,17.155,0.373,0.649,0.018,6.12,11.73,11.38,6.98,7.514,12.044,2.984,5.311,3.418,7.204,0.158,10.36,9.34,4.398,7.21,16.173,13.848,8.379,19.316,0.92,0.013,12.22,90.138,172.543,7.734
+2026-05-21 09:48:57,collared_dove_observed.csv,0.6948255820107407618720344303,0.739,3.548,3.369,3.841,0.803,7.61,6.732,0.074,6.69,17.49,0.226,0.532,0.003,6.0,11.23,11.33,4.124,6.450,10.902,1.997,4.060,5.915,2.205,0.01,9.05,8.36,4.85,7.53,21.936,29.348,39.68,19.017,1.036,0.026,12.263,81.182,146.599,15.766
+2026-05-21 09:48:57,collared_dove_observed.csv,0.5858151294162925015255018381,1.178,0.76,0.39,7.201,0.164,7.49,7.43,0.167,6.68,13.014,0.416,0.144,0.037,3.77,11.76,11.29,8.884,12.566,5.46,19.672,11.906,12.200,11.612,0.211,8.79,8.37,2.849,7.41,15.106,29.702,41.901,17.504,1.18,0.049,12.185,80.779,149.395,12.163
+2026-05-21 09:48:57,collared_dove_observed.csv,0.5317442326912571259105572242,0.693,2.593,3.527,5.975,0.929,7.66,4.168,0.153,6.58,12.674,0.348,0.606,0.027,5.58,11.85,11.34,10.38,13.600,11.423,15.777,9.579,11.654,7.504,0.21,9.8,8.82,2.239,6.82,12.565,11.418,22.254,0.582,1.085,0.234,12.225,71.748,131.698,11.798
+2026-05-21 09:48:57,collared_dove_observed.csv,1.600805806826485822517592735,0.888,2.569,3.438,6.746,0.382,7.05,14.36,0.046,7.22,11.091,0.216,0.27,0.011,6.36,11.16,11.32,5.38,9.184,9.82,8.547,7.032,5.932,8.133,0.004,10.13,9.48,7.304,7.14,19.162,34.672,58.712,10.632,1.071,0.13,12.032,113.012,216.398,9.625
+2026-05-21 09:48:58,collared_dove_observed.csv,2.220398141320858138786950072,1.149,2.507,5.378,2.844,0.011,6.69,4.998,0.047,7.33,15.361,0.28,0.063,0.035,6.49,10.62,11.37,9.926,19.436,19.01,19.863,4.006,4.57,3.443,0.02,11.43,8.45,7.142,7.19,7.133,49.302,79.89,18.715,1.342,0.325,12.135,86.493,160.077,12.909
+2026-05-21 09:48:58,collared_dove_observed.csv,0.3586589267286932487774110310,0.899,3.399,2.227,0.338,0.212,6.48,4.074,0.243,7.27,19.081,0.205,0.743,0.028,5.01,1.06,11.35,5.37,12.042,5.037,19.048,3.583,1.82,5.346,0.102,10.0,7.64,6.099,6.74,20.647,46.107,76.515,15.699,1.46,0.165,12.284,83.197,157.532,8.862
+2026-05-21 09:48:58,collared_dove_observed.csv,0.4916380890611443108924537736,1.096,0.79,4.233,2.207,0.917,7.37,11.581,0.294,6.81,27.162,0.406,0.302,0.042,4.94,11.75,11.3,8.306,11.521,18.502,4.54,1.786,2.964,0.609,0.025,10.67,9.41,4.25,7.1,16.008,42.270,70.823,13.718,1.022,0.114,12.012,62.966,110.275,15.658
+2026-05-21 09:48:59,collared_dove_observed.csv,0.3933639048334596782022177540,0.832,2.15,3.13,3.128,0.682,7.45,4.603,0.301,7.58,14.205,0.208,0.266,0.033,5.42,11.79,11.3,3.345,10.214,2.255,18.172,12.124,12.406,11.841,0.035,8.9,7.41,6.334,7.47,20.656,27.430,34.872,19.987,1.284,0.24,12.215,115.089,226.172,4.006
+2026-05-21 09:48:59,collared_dove_observed.csv,0.3123314894060635500766848835,0.884,0.713,2.18,3.192,0.79,7.2,6.526,0.195,6.9,26.638,0.527,0.322,0.045,4.01,11.27,11.32,11.349,16.442,13.632,19.252,5.878,5.832,5.924,0.048,10.77,7.34,6.951,7.07,6.701,14.614,23.17,6.058,1.25,0.283,12.171,98.694,192.232,5.155
+2026-05-21 09:48:59,collared_dove_observed.csv,1.128565752886488668779022329,0.815,0.803,1.711,2.953,0.105,7.37,14.678,0.033,7.2,19.212,0.337,0.145,0.002,5.47,11.47,11.49,3.298,3.644,2.221,5.068,7.850,4.689,11.012,0.072,9.71,7.76,5.986,7.04,20.248,31.200,53.205,9.195,0.97,0.048,12.259,58.351,101.721,14.981
+2026-05-21 09:49:00,collared_dove_observed.csv,0.6079796471018706491850546190,0.951,2.546,0.122,3.787,0.245,6.29,6.749,0.186,7.56,18.2,0.12,0.464,0.013,3.91,11.71,11.42,4.854,3.858,6.339,1.377,9.321,9.745,8.897,0.067,11.13,9.14,3.759,6.94,18.653,45.658,72.256,19.06,0.919,0.089,12.285,101.616,193.119,10.113
+2026-05-21 09:49:00,collared_dove_observed.csv,1.110835447080471441740029879,1.031,1.52,4.967,5.157,0.272,7.62,8.055,0.317,6.56,9.035,0.196,0.275,0.029,4.0,1.38,11.32,10.507,8.630,6.046,11.213,12.370,11.756,12.985,0.027,8.89,9.06,1.267,7.38,13.725,23.798,31.005,16.591,1.015,0.118,12.016,99.386,182.789,15.983
+2026-05-21 09:49:00,collared_dove_observed.csv,0.4475405019653059220275980710,0.941,1.812,4.444,7.829,0.626,7.66,5.242,0.396,6.56,11.383,0.224,0.528,0.006,6.22,11.67,11.28,6.539,11.850,9.888,13.812,7.792,7.398,8.186,0.098,11.39,7.56,7.499,7.37,13.649,14.619,11.392,17.846,1.053,0.294,12.199,103.851,201.315,6.387
+2026-05-21 09:49:01,collared_dove_observed.csv,0.6375939605993538181942624407,0.711,0.946,4.343,3.046,0.33,6.58,8.865,0.329,7.14,9.896,0.496,0.739,0.009,3.81,10.98,11.31,6.742,9.893,10.824,8.962,8.768,8.55,8.985,0.118,10.23,7.16,7.732,6.62,10.582,19.366,34.953,3.778,1.62,0.237,12.07,98.896,189.998,7.795
+2026-05-21 09:49:01,collared_dove_observed.csv,1.272411974992608414812193388,1.134,3.36,4.792,2.001,0.707,7.39,6.518,0.207,7.02,19.942,0.124,0.277,0.024,4.95,11.96,11.47,8.486,16.230,16.292,16.169,9.206,9.441,8.971,0.068,9.36,9.2,4.194,6.66,9.144,31.570,52.294,10.847,0.877,0.275,12.198,45.496,84.406,6.586
+2026-05-21 09:49:01,collared_dove_observed.csv,1.040354239183487287656668219,0.725,3.732,2.014,0.809,0.765,6.39,5.297,0.312,6.6,15.3,0.079,0.514,0.015,3.76,1.14,11.31,10.69,3.398,0.807,5.99,3.426,6.319,0.533,0.247,10.0,7.1,4.697,7.04,14.819,25.042,38.81,11.273,1.504,0.208,12.192,81.965,156.805,7.125
+2026-05-21 09:49:01,collared_dove_observed.csv,1.083231643099187362239985348,1.07,3.651,4.201,0.833,0.463,6.32,12.387,0.429,7.07,22.064,0.366,0.717,0.035,3.82,11.61,11.46,9.895,17.040,18.004,16.075,9.156,6.065,12.247,0.002,10.81,7.58,5.586,7.44,9.048,22.392,43.209,1.576,1.177,0.03,12.078,55.256,96.079,14.432
+2026-05-21 09:49:02,collared_dove_observed.csv,0.3525584735753124768399159517,0.691,3.64,2.158,7.335,0.458,6.59,4.916,0.357,7.28,8.964,0.5,0.349,0.031,5.83,10.7,11.34,9.29,16.058,19.385,12.73,11.196,11.330,11.063,0.126,9.06,8.34,1.922,7.23,16.072,1.951,1.981,1.921,1.644,0.245,12.27,118.474,223.131,13.816
+2026-05-21 09:49:02,collared_dove_observed.csv,1.858270167827049745366987774,1.205,2.749,3.306,5.203,0.052,7.21,11.407,0.066,6.61,13.426,0.469,0.396,0.013,4.3,11.54,11.45,4.469,9.960,14.755,5.164,8.898,9.91,7.886,0.081,11.2,8.16,3.871,7.15,20.562,22.479,25.35,19.608,0.815,0.158,12.268,59.090,102.641,15.54
+2026-05-21 09:49:02,collared_dove_observed.csv,0.7401252978496381205395600849,0.912,0.637,3.089,3.157,0.452,7.49,4.066,0.131,6.93,17.144,0.385,0.311,0.026,4.25,1.03,11.43,9.227,3.480,1.274,5.687,2.189,1.027,3.351,0.011,10.77,7.3,3.022,7.4,9.833,25.303,46.075,4.531,0.956,0.18,12.205,94.768,182.298,7.237
+2026-05-21 09:49:03,collared_dove_observed.csv,0.4212095772014214739697214510,1.042,2.709,2.322,3.983,0.652,6.48,9.514,0.139,7.53,26.257,0.055,0.616,0.007,4.39,10.9,11.43,11.851,10.946,6.462,15.431,9.910,12.863,6.957,0.172,10.35,7.08,5.696,7.06,20.183,27.597,45.462,9.732,1.287,0.269,12.078,104.259,203.363,5.155
+2026-05-21 09:49:03,collared_dove_observed.csv,0.5756440307364499307743846691,1.112,3.507,5.381,4.747,0.119,6.67,3.554,0.241,6.53,21.739,0.098,0.542,0.04,6.41,11.71,11.38,5.735,8.650,4.416,12.883,12.769,12.563,12.975,0.235,11.2,7.87,4.951,6.96,7.243,23.117,38.644,7.59,1.436,0.043,12.095,108.128,210.634,5.623
+2026-05-21 09:49:03,collared_dove_observed.csv,0.7909776426215378794731273559,1.079,2.613,3.67,2.484,0.473,7.1,10.785,0.118,7.28,17.233,0.391,0.186,0.043,5.17,11.66,11.26,5.116,10.330,17.092,3.568,11.727,10.166,13.288,0.083,9.21,8.69,3.074,6.73,13.429,15.621,14.946,16.296,1.17,0.275,12.231,50.206,94.139,6.273
+2026-05-21 09:49:04,collared_dove_observed.csv,0.4354634921233606107383800232,0.63,2.617,4.558,7.219,0.222,7.51,12.312,0.107,6.58,26.208,0.34,0.416,0.013,6.25,11.57,11.32,10.037,12.824,18.863,6.785,1.152,1.227,1.078,0.096,8.61,9.43,7.878,6.94,13.974,11.336,12.817,9.854,1.779,0.219,12.202,71.352,136.451,6.254
+2026-05-21 09:49:04,collared_dove_observed.csv,0.6384668142323655026780690701,0.94,2.319,4.521,6.928,0.011,7.65,10.986,0.368,6.67,26.656,0.133,0.086,0.046,5.37,11.13,11.33,7.135,16.887,17.401,16.373,8.652,12.774,4.531,0.094,8.52,7.25,5.246,6.69,8.15,39.536,77.646,1.427,1.212,0.184,12.081,78.368,142.394,14.342
+2026-05-21 09:49:04,collared_dove_observed.csv,1.179715861172240448376876891,0.671,0.347,3.333,1.826,0.005,7.28,8.349,0.096,6.75,18.571,0.269,0.117,0.033,4.8,10.89,11.47,11.906,14.826,12.641,17.011,6.006,5.666,6.345,0.2,9.33,9.11,3.533,6.77,11.143,37.642,59.07,16.213,0.849,0.194,12.258,79.072,150.979,7.166
+2026-05-21 09:49:05,collared_dove_observed.csv,0.9334893193596998428564600600,0.857,2.007,3.999,1.908,0.779,6.65,3.257,0.168,6.73,18.135,0.393,0.347,0.017,4.2,10.55,11.39,9.939,12.970,9.883,16.058,3.885,6.651,1.119,0.011,10.89,8.91,3.801,7.6,11.159,37.204,58.309,16.099,1.584,0.231,12.238,54.446,96.97,11.923
+2026-05-21 09:49:05,collared_dove_observed.csv,0.4504248879061528197252384866,1.047,1.521,4.185,6.493,0.833,6.8,9.788,0.311,6.76,18.965,0.129,0.185,0.035,5.06,11.13,11.32,7.466,3.735,5.498,1.972,3.731,3.206,4.256,0.124,10.76,7.57,6.49,7.58,14.571,14.534,27.948,1.121,1.322,0.124,12.149,109.571,213.048,6.094
+2026-05-21 09:49:05,collared_dove_observed.csv,1.074494477111628323069387269,0.897,1.511,4.124,5.003,0.394,7.36,7.901,0.115,6.71,13.555,0.069,0.736,0.044,5.47,10.53,11.34,7.628,7.498,10.613,4.382,3.987,3.608,4.366,0.163,8.52,8.64,7.04,7.05,18.318,17.070,31.169,2.971,1.027,0.211,12.07,88.302,169.482,7.121
+2026-05-21 09:49:05,collared_dove_observed.csv,1.161584606125130169417917923,1.139,3.222,1.671,0.157,0.804,6.54,9.171,0.166,7.55,10.153,0.255,0.093,0.004,6.16,11.02,11.44,9.452,4.508,1.944,7.071,6.056,9.372,2.741,0.161,11.2,7.78,7.068,7.03,19.374,9.279,9.619,8.939,1.655,0.237,12.279,113.141,210.489,15.793
+2026-05-21 09:49:06,collared_dove_observed.csv,1.587990585040612569188756525,0.638,1.333,1.984,6.594,0.222,7.64,8.273,0.249,6.89,6.666,0.513,0.55,0.05,4.38,10.51,11.4,5.412,10.950,18.434,3.466,7.666,11.977,3.356,0.057,11.05,7.01,1.871,6.7,23.281,5.294,2.22,8.367,1.008,0.344,12.137,80.986,153.793,8.179
+2026-05-21 09:49:06,collared_dove_observed.csv,0.4378992244992859384670004894,0.804,0.937,3.119,1.583,0.025,6.4,12.455,0.051,7.02,27.011,0.523,0.05,0.001,4.68,11.25,11.49,5.021,5.968,6.032,5.904,10.199,7.984,12.414,0.145,10.84,7.36,4.671,6.68,13.316,43.092,78.725,7.458,1.645,0.239,12.158,71.028,127.215,14.841
+2026-05-21 09:49:06,collared_dove_observed.csv,0.6718157436249625505447084860,1.07,2.377,2.73,5.814,0.671,6.8,12.836,0.417,7.59,11.382,0.065,0.14,0.047,5.17,1.2,11.27,11.223,10.533,9.618,11.448,10.516,9.777,11.256,0.174,10.73,8.0,7.94,7.01,21.83,18.762,35.84,1.683,1.593,0.099,12.15,118.568,231.593,5.542
+2026-05-21 09:49:07,collared_dove_observed.csv,0.5531529261973787525902742166,1.139,3.831,3.954,4.916,0.513,7.2,15.369,0.063,7.41,24.457,0.514,0.491,0.005,4.12,10.8,11.39,7.037,11.611,5.744,17.478,9.710,10.681,8.738,0.185,10.69,8.34,2.288,6.66,21.302,32.406,46.791,18.022,1.025,0.3,12.176,71.294,132.688,9.9
+2026-05-21 09:49:07,collared_dove_observed.csv,0.3107717709975854432873916840,0.701,0.703,4.546,4.004,0.912,7.2,14.848,0.014,7.04,7.252,0.269,0.604,0.025,4.88,10.51,11.43,5.721,3.170,5.258,1.082,6.236,8.694,3.779,0.227,8.85,7.6,4.185,7.53,22.59,9.194,15.672,2.716,1.209,0.004,12.158,97.803,184.518,11.088
+2026-05-21 09:49:07,collared_dove_observed.csv,0.2910828098493951428360211617,0.896,2.76,1.389,6.399,0.232,7.5,3.051,0.191,6.54,22.664,0.259,0.34,0.017,5.11,11.38,11.44,6.188,15.380,14.817,15.943,12.586,12.332,12.841,0.145,9.72,7.44,3.062,7.39,10.966,38.148,60.459,15.837,1.414,0.116,12.253,77.972,147.244,8.7
+2026-05-21 09:49:08,collared_dove_observed.csv,0.6142045927518192916173391582,0.668,2.007,3.536,0.49,0.4,7.72,6.956,0.415,7.39,6.973,0.296,0.224,0.017,5.97,11.22,11.49,8.523,2.654,4.315,0.994,10.910,9.152,12.669,0.16,10.93,8.87,4.697,7.54,8.722,39.330,77.09,1.57,1.754,0.195,12.29,103.970,201.05,6.891
+2026-05-21 09:49:08,collared_dove_observed.csv,0.5511529933692663182061602433,0.868,3.804,2.531,2.953,0.912,7.49,9.629,0.341,6.72,16.454,0.318,0.634,0.049,5.01,11.66,11.4,5.14,12.894,6.554,19.233,10.227,9.676,10.778,0.246,9.22,7.88,3.93,7.01,8.205,22.068,39.424,4.713,1.729,0.178,12.26,66.056,124.39,7.722
+2026-05-21 09:49:08,collared_dove_observed.csv,1.103540700011508675039608032,0.632,3.965,0.994,5.107,0.587,7.0,3.214,0.152,7.36,6.633,0.416,0.282,0.05,4.96,11.78,11.25,7.557,9.562,14.072,5.052,5.837,7.64,4.034,0.015,10.87,7.3,7.354,7.05,19.566,25.384,33.105,17.662,0.818,0.22,12.058,99.291,194.278,4.304
+2026-05-21 09:49:09,collared_dove_observed.csv,0.5831145163850958921803167240,0.634,0.422,5.271,1.063,0.315,6.36,10.178,0.263,6.9,21.444,0.507,0.412,0.021,4.3,11.63,11.47,10.033,5.426,7.597,3.254,12.757,13.963,11.551,0.125,11.47,8.08,5.777,7.04,11.339,5.274,0.572,9.976,1.508,0.246,12.1,102.380,194.749,10.01
+2026-05-21 09:49:09,collared_dove_observed.csv,0.6308704572838611242357104915,1.132,2.901,4.19,1.425,0.143,7.2,15.848,0.438,7.55,7.766,0.163,0.717,0.004,4.06,1.17,11.35,10.91,3.412,2.396,4.429,5.648,0.495,10.8,0.043,11.13,8.67,1.744,7.31,13.942,25.424,36.292,14.557,1.101,0.067,12.078,81.780,154.42,9.139
+2026-05-21 09:49:09,collared_dove_observed.csv,0.4037407147373377370121081755,0.79,0.484,0.507,2.227,0.482,7.14,13.345,0.095,6.7,20.824,0.054,0.283,0.045,6.03,1.16,11.33,8.439,11.950,6.594,17.306,5.634,4.575,6.692,0.137,10.16,9.37,3.161,7.14,15.764,40.114,73.642,6.586,1.294,0.06,12.102,56.382,101.646,11.119
+2026-05-21 09:49:09,collared_dove_observed.csv,0.3678981238579237213450747558,0.89,2.213,5.357,1.25,0.628,6.7,4.73,0.394,7.55,7.031,0.052,0.61,0.021,6.03,10.94,11.37,8.888,13.809,12.259,15.359,6.269,8.936,3.602,0.076,9.6,8.78,3.982,6.95,18.966,9.204,15.868,2.539,1.362,0.269,12.05,85.168,165.146,5.191
+2026-05-21 09:49:10,collared_dove_observed.csv,1.777811439251253774302257005,0.727,0.952,3.674,3.861,0.949,7.26,5.739,0.112,7.55,15.323,0.223,0.412,0.025,4.93,10.67,11.45,9.606,10.999,10.942,11.056,13.606,14.000,13.211,0.166,8.73,7.74,2.77,7.08,18.768,16.958,21.572,12.343,1.695,0.055,12.021,75.222,141.951,8.492
+2026-05-21 09:49:10,collared_dove_observed.csv,0.8581346920708734288636854931,0.906,3.573,3.19,4.284,0.553,7.4,10.217,0.17,7.36,11.09,0.284,0.179,0.019,4.12,11.25,11.36,10.914,4.266,5.519,3.012,8.430,8.24,8.62,0.023,8.6,8.1,2.191,6.94,21.963,36.369,60.273,12.465,0.975,0.345,12.034,60.054,112.892,7.215
+2026-05-21 09:49:10,collared_dove_observed.csv,0.5005407523356822215176611020,0.826,0.832,2.479,2.448,0.672,7.69,13.544,0.383,7.27,11.175,0.218,0.67,0.02,4.16,10.89,11.41,11.005,3.514,6.468,0.56,11.982,13.365,10.598,0.035,11.09,9.45,2.193,7.23,12.014,22.150,35.343,8.956,1.166,0.153,12.169,75.755,136.337,15.173
+2026-05-21 09:49:11,collared_dove_observed.csv,0.5359171547402316709575974552,0.905,1.888,0.406,0.809,0.079,7.72,9.299,0.299,7.64,10.013,0.198,0.316,0.043,6.01,1.08,11.42,11.47,10.600,9.111,12.09,4.718,5.137,4.300,0.075,10.12,7.49,6.022,6.86,8.686,17.564,18.234,16.894,1.391,0.312,12.26,111.212,216.443,5.982
+2026-05-21 09:49:11,collared_dove_observed.csv,0.9126027035900194282400333171,1.166,3.896,2.414,0.54,0.849,6.58,7.504,0.205,7.14,6.045,0.508,0.712,0.029,5.5,11.41,11.31,9.795,9.741,1.91,17.572,11.117,11.064,11.17,0.133,9.18,7.05,4.368,7.28,17.909,7.209,2.187,12.231,0.833,0.297,12.191,113.725,219.633,7.817
+2026-05-21 09:49:11,collared_dove_observed.csv,0.2835998491393212719730590336,0.65,0.448,5.618,0.695,0.07,7.14,15.849,0.383,6.88,21.573,0.434,0.181,0.027,6.31,10.86,11.47,7.499,11.162,4.515,17.809,12.147,10.466,13.828,0.202,10.19,7.9,7.784,7.32,7.193,39.464,69.906,9.021,1.612,0.209,12.266,73.712,131.582,15.843
+2026-05-21 09:49:12,collared_dove_observed.csv,1.026974846082165724984447441,0.699,1.32,4.724,3.45,0.734,7.65,10.805,0.145,7.64,26.557,0.46,0.449,0.036,5.95,11.94,11.43,6.427,18.828,20.000,17.656,12.894,11.952,13.835,0.158,10.1,8.05,3.401,7.22,23.725,29.738,51.847,7.628,0.87,0.045,12.154,91.160,171.778,10.541
+2026-05-21 09:49:12,collared_dove_observed.csv,0.4508135214822688480732261561,0.63,3.826,5.433,4.48,0.122,7.74,13.501,0.435,7.49,9.077,0.412,0.367,0.019,5.37,11.54,11.29,7.462,9.350,18.027,0.672,9.952,5.972,13.931,0.147,9.15,8.03,3.399,6.87,15.523,17.460,23.962,10.957,1.582,0.33,12.3,82.228,153.816,10.64
+2026-05-21 09:49:12,collared_dove_observed.csv,0.5202738283478790350336218490,0.812,0.872,1.594,5.443,0.749,6.45,14.782,0.164,6.78,16.39,0.103,0.532,0.019,3.92,1.26,11.32,3.573,18.518,17.091,19.945,12.068,11.561,12.576,0.022,11.34,8.37,3.793,7.41,6.187,8.286,9.742,6.829,1.277,0.285,12.005,122.316,237.405,7.226
+2026-05-21 09:49:13,collared_dove_observed.csv,0.4426660848758900075768040376,0.668,1.254,5.638,1.119,0.639,6.56,14.06,0.187,6.92,6.561,0.188,0.256,0.006,3.58,1.29,11.28,5.867,11.254,15.092,7.415,8.795,10.009,7.581,0.045,10.7,9.45,7.883,6.8,9.69,12.036,23.459,0.614,1.203,0.334,12.263,96.616,179.752,13.48
+2026-05-21 09:49:13,collared_dove_observed.csv,0.8146614129559214770236206817,0.924,2.018,5.725,4.752,0.668,7.3,10.345,0.124,7.32,12.996,0.311,0.046,0.05,4.63,11.6,11.49,2.426,15.207,12.047,18.367,12.132,11.976,12.289,0.242,9.23,7.24,3.586,7.37,15.758,15.755,20.334,11.176,1.727,0.178,12.207,85.938,156.945,14.932
+2026-05-21 09:49:13,collared_dove_observed.csv,1.493326600027973841971560270,0.876,2.802,2.209,0.801,0.906,7.36,8.783,0.187,7.27,15.957,0.525,0.248,0.049,6.42,10.96,11.47,4.976,13.973,11.319,16.627,5.159,8.683,1.635,0.206,9.67,9.28,2.426,7.56,8.505,46.772,75.627,17.917,1.697,0.261,12.171,74.260,143.022,5.499
+2026-05-21 09:49:13,collared_dove_observed.csv,1.128098094699702854819501067,1.079,0.947,1.597,7.543,0.543,7.5,4.327,0.439,6.64,18.364,0.156,0.261,0.048,4.41,1.47,11.49,7.235,16.087,13.136,19.038,4.411,3.802,5.02,0.201,11.3,7.38,2.644,7.19,21.681,30.929,54.886,6.972,1.677,0.156,12.121,124.694,235.998,13.389
+2026-05-21 09:49:14,collared_dove_observed.csv,0.7140854574962126526510915456,0.633,2.293,2.031,5.104,0.357,6.66,10.811,0.44,7.63,20.021,0.261,0.68,0.014,6.02,1.21,11.26,6.643,3.214,5.305,1.124,9.673,9.949,9.397,0.159,10.42,8.84,1.219,7.58,9.931,18.427,25.491,11.363,1.236,0.343,12.16,95.274,176.686,13.861
+2026-05-21 09:49:14,collared_dove_observed.csv,1.072311985387521655303509397,1.177,0.577,0.576,4.004,0.159,6.29,3.422,0.085,7.21,25.898,0.275,0.018,0.044,6.29,11.01,11.36,10.092,6.520,8.553,4.486,6.895,0.968,12.822,0.169,11.09,8.17,5.106,7.21,16.292,9.063,8.294,9.832,0.803,0.23,12.082,82.065,152.714,11.416
+2026-05-21 09:49:14,collared_dove_observed.csv,0.7387279151757819656617178687,1.004,0.839,3.429,6.037,0.103,7.04,9.953,0.434,7.21,21.041,0.499,0.526,0.039,4.67,11.58,11.46,4.752,10.215,9.261,11.169,5.748,0.861,10.635,0.065,9.42,9.24,7.474,7.45,23.326,22.845,27.99,17.7,1.027,0.324,12.235,106.454,203.879,9.028
+2026-05-21 09:49:15,collared_dove_observed.csv,0.2139700836904195019383669374,1.098,0.735,1.453,6.401,0.69,6.38,8.704,0.208,7.59,27.552,0.513,0.74,0.042,4.28,11.66,11.25,10.44,14.770,16.402,13.137,4.212,1.873,6.552,0.219,9.67,8.8,5.204,6.93,6.293,32.960,63.771,2.15,1.36,0.306,12.202,114.908,220.24,9.576
+2026-05-21 09:49:15,collared_dove_observed.csv,0.2679172089661912628988118514,1.128,3.19,1.225,4.661,0.147,7.18,6.332,0.419,6.52,24.07,0.517,0.539,0.021,5.49,10.79,11.34,5.379,8.128,5.851,10.406,12.208,12.942,11.475,0.132,11.18,8.61,3.768,7.22,15.938,26.339,38.572,14.106,1.246,0.058,12.177,110.968,209.941,11.994
+2026-05-21 09:49:15,collared_dove_observed.csv,0.3648254848025080701146152366,0.621,1.926,5.883,4.354,0.018,7.03,6.514,0.142,7.36,25.594,0.114,0.246,0.049,5.15,11.77,11.49,3.462,16.678,16.541,16.815,5.103,2.403,7.803,0.193,11.3,7.28,4.2,7.12,12.203,22.958,31.612,14.303,1.345,0.309,12.145,121.510,232.327,10.694
+2026-05-21 09:49:16,collared_dove_observed.csv,0.4709958889978341754147789913,0.72,2.964,2.005,7.037,0.457,7.52,15.156,0.047,7.43,9.025,0.372,0.136,0.014,6.3,10.99,11.29,10.798,18.895,20.000,17.790,2.494,0.4,4.587,0.117,9.91,7.87,0.85,7.56,10.225,28.726,47.209,10.242,1.471,0.265,12.193,96.295,177.534,15.056
+2026-05-21 09:49:16,collared_dove_observed.csv,0.6929950894731913715378577329,0.906,0.947,5.616,5.943,0.717,6.7,13.552,0.397,6.64,26.376,0.215,0.51,0.045,3.96,1.17,11.43,2.667,11.917,3.854,19.98,10.374,13.003,7.744,0.02,10.68,7.94,7.941,6.79,15.58,11.735,12.133,11.337,1.543,0.293,12.09,73.199,134.523,11.875
+2026-05-21 09:49:16,collared_dove_observed.csv,0.8548746747393690284075664278,0.93,3.565,2.462,1.882,0.051,6.42,14.121,0.401,6.99,21.293,0.254,0.581,0.036,3.82,11.76,11.38,8.529,8.342,8.062,8.622,8.900,5.576,12.225,0.149,10.5,8.93,7.144,6.78,10.021,8.098,8.89,7.305,0.907,0.34,12.215,94.253,183.093,5.413
+2026-05-21 09:49:16,collared_dove_observed.csv,0.4320207637952899656264728275,0.64,3.116,3.067,2.095,0.701,6.85,11.524,0.008,6.6,10.683,0.36,0.283,0.008,5.99,11.54,11.26,8.021,10.344,1.075,19.613,10.314,11.848,8.781,0.12,10.66,7.08,4.618,7.04,12.973,38.572,57.19,19.954,0.825,0.309,12.046,122.586,233.381,11.79
+2026-05-21 09:49:17,collared_dove_observed.csv,0.7222170411426505891362213679,0.715,1.558,4.81,5.711,0.22,7.0,7.526,0.323,7.06,14.011,0.514,0.73,0.027,5.08,10.53,11.33,7.274,10.027,15.344,4.71,5.374,3.065,7.682,0.176,9.11,8.0,7.571,6.72,15.208,32.286,47.989,16.583,1.514,0.189,12.0,109.813,208.236,11.39
+2026-05-21 09:49:17,collared_dove_observed.csv,0.5657106259427973731710335864,0.972,1.936,5.747,3.326,0.681,7.1,10.256,0.372,7.06,9.386,0.381,0.02,0.002,4.01,11.87,11.36,5.714,18.213,17.638,18.788,9.288,7.611,10.964,0.063,10.95,9.08,6.106,7.4,9.101,20.247,37.053,3.441,0.993,0.153,12.142,70.799,137.578,4.02
+2026-05-21 09:49:17,collared_dove_observed.csv,0.7502031459143312577938627510,0.957,2.876,5.815,1.872,0.487,7.07,11.606,0.411,6.85,9.42,0.382,0.179,0.043,5.11,1.1,11.29,7.784,4.534,7.122,1.945,5.654,8.68,2.628,0.191,9.65,7.54,3.737,6.92,22.234,48.590,77.245,19.935,1.505,0.124,12.115,124.001,238.921,9.081
+2026-05-21 09:49:18,collared_dove_observed.csv,1.415186212083474424745337908,1.065,3.623,3.941,2.895,0.823,6.97,14.555,0.43,6.98,27.9,0.187,0.306,0.031,6.03,11.35,11.3,7.084,16.306,12.998,19.614,3.990,3.571,4.409,0.066,10.76,8.33,1.789,6.93,21.099,21.194,29.983,12.404,1.77,0.167,12.091,84.308,155.89,12.725
+2026-05-21 09:49:18,collared_dove_observed.csv,0.9800922746527852418710372573,1.125,3.714,3.325,3.709,0.022,6.59,6.598,0.116,7.35,13.613,0.169,0.646,0.032,4.28,11.75,11.29,10.362,16.768,19.04,14.497,6.177,6.220,6.134,0.05,11.16,8.82,6.936,6.62,13.21,40.854,66.654,15.054,1.349,0.275,12.229,57.502,108.421,6.582
+2026-05-21 09:49:18,collared_dove_observed.csv,1.463810582196402962918390841,0.762,0.677,0.082,1.423,0.217,7.66,12.329,0.397,7.12,13.55,0.125,0.336,0.04,4.44,11.03,11.39,7.455,3.766,2.107,5.425,8.942,8.372,9.512,0.231,11.16,8.81,4.229,7.36,14.412,29.094,47.906,10.282,1.001,0.072,12.218,121.613,237.938,5.288
+2026-05-21 09:49:19,collared_dove_observed.csv,0.1610633928068083763884191193,0.649,0.637,1.132,3.597,0.864,7.69,12.14,0.006,7.24,6.378,0.466,0.589,0.001,4.05,1.37,11.3,7.8,11.957,6.305,17.609,3.776,6.063,1.488,0.222,10.58,9.02,3.507,7.43,12.162,36.438,68.528,4.349,1.353,0.293,12.189,116.084,224.135,8.034
+2026-05-21 09:49:19,collared_dove_observed.csv,1.292951677964132850313880244,0.947,1.142,4.25,4.889,0.036,6.45,11.276,0.033,6.91,15.424,0.4,0.037,0.014,5.65,10.99,11.48,4.676,11.762,5.11,18.414,1.128,1.189,1.066,0.142,11.11,7.03,4.138,7.23,16.981,44.064,75.001,13.128,1.121,0.227,12.197,57.143,108.544,5.742
+2026-05-21 09:49:19,collared_dove_observed.csv,0.8684042768960234133973611187,0.974,1.465,5.792,5.532,0.033,6.63,14.674,0.179,7.15,27.635,0.305,0.566,0.001,5.53,11.87,11.46,2.113,4.674,1.106,8.242,7.140,3.02,11.26,0.246,11.47,8.85,2.983,6.69,13.114,49.094,78.915,19.272,0.865,0.097,12.145,120.303,236.415,4.191
+2026-05-21 09:49:20,collared_dove_observed.csv,1.673285709306576561459771098,1.084,0.347,3.517,7.309,0.917,6.37,4.041,0.324,6.58,25.192,0.265,0.039,0.046,3.83,11.21,11.31,8.678,17.694,15.388,20.000,10.649,13.097,8.201,0.059,10.87,7.05,4.727,6.76,9.72,36.050,54.231,17.869,1.73,0.287,12.267,106.196,202.636,9.755
+2026-05-21 09:49:20,collared_dove_observed.csv,0.4838839043048260462092276903,0.645,1.295,1.335,3.047,0.336,7.39,15.748,0.299,7.11,15.047,0.259,0.497,0.008,3.65,1.39,11.37,4.897,11.074,17.309,4.839,3.021,2.954,3.088,0.23,11.44,7.51,3.293,7.58,10.239,30.050,53.599,6.501,1.663,0.185,12.12,56.966,106.899,7.032
+2026-05-21 09:49:20,collared_dove_observed.csv,0.6636848825016473131947147050,0.738,1.609,0.652,1.009,0.418,6.94,11.458,0.172,7.43,24.667,0.119,0.612,0.024,5.56,10.9,11.35,4.151,13.929,13.690,14.168,9.460,10.375,8.544,0.071,8.51,8.42,5.424,7.04,16.013,36.533,64.781,8.285,1.61,0.244,12.116,84.360,155.995,12.724
+2026-05-21 09:49:20,collared_dove_observed.csv,0.5790756224402729293042407518,1.084,1.109,3.678,4.392,0.464,6.97,3.388,0.417,6.61,11.274,0.275,0.147,0.001,3.52,10.8,11.3,5.326,7.715,7.707,7.723,4.132,1.534,6.731,0.06,10.25,7.65,2.416,7.21,17.152,36.028,57.364,14.691,1.104,0.062,12.231,101.785,199.177,4.393
+2026-05-21 09:49:21,collared_dove_observed.csv,0.7904863876470325749603204711,1.065,0.718,3.403,3.958,0.748,7.03,9.792,0.164,6.73,17.807,0.518,0.339,0.034,5.05,11.75,11.42,7.618,11.760,11.509,12.012,7.488,13.42,1.555,0.139,10.4,8.26,3.508,6.77,9.159,34.914,65.71,4.117,1.627,0.282,12.09,95.504,179.704,11.304
+2026-05-21 09:49:21,collared_dove_observed.csv,0.4085077596280242965121023406,1.105,2.914,3.293,4.086,0.632,7.21,13.727,0.097,7.47,7.759,0.122,0.448,0.03,5.25,1.47,11.3,11.559,8.912,8.162,9.661,5.704,1.324,10.083,0.165,9.43,9.48,7.633,6.87,10.806,37.526,71.716,3.336,1.46,0.181,12.174,61.350,108.64,14.059
+2026-05-21 09:49:21,collared_dove_observed.csv,0.4614660951693499290889350742,1.039,0.457,3.875,5.731,0.081,7.02,6.602,0.323,7.44,18.263,0.104,0.637,0.04,4.27,11.23,11.48,3.663,14.038,17.899,10.176,12.334,13.378,11.291,0.189,11.01,8.79,2.464,7.01,8.661,35.753,55.88,15.626,1.323,0.331,12.051,121.268,236.584,5.952
+2026-05-21 09:49:22,collared_dove_observed.csv,0.4554783182962609938631592974,1.149,1.083,2.36,6.736,0.656,7.09,5.476,0.066,6.94,20.658,0.114,0.474,0.026,4.2,11.46,11.33,2.575,8.758,16.507,1.009,2.886,2.985,2.786,0.064,9.74,8.83,0.918,7.16,16.312,22.818,43.229,2.408,1.568,0.253,12.165,106.790,203.48,10.099
+2026-05-21 09:49:22,collared_dove_observed.csv,0.8941066548670614080540676152,0.89,0.461,1.132,4.13,0.941,6.67,4.343,0.102,6.99,11.365,0.229,0.205,0.016,5.28,11.93,11.38,10.211,11.258,11.945,10.571,7.256,0.945,13.568,0.236,10.56,7.93,2.004,7.31,13.21,36.039,67.446,4.632,1.485,0.221,12.058,88.786,171.111,6.46
+2026-05-21 09:49:22,collared_dove_observed.csv,0.9135345279083593093791808862,0.791,2.09,2.717,4.787,0.825,6.32,5.782,0.401,6.59,25.75,0.447,0.638,0.041,4.39,11.04,11.42,4.122,5.544,7.726,3.362,8.450,13.027,3.873,0.23,10.38,8.9,7.833,6.66,12.253,42.972,74.087,11.857,0.972,0.016,12.257,90.735,167.462,14.008
+2026-05-21 09:49:23,collared_dove_observed.csv,0.5674315523961401761564192343,0.976,1.277,0.303,3.526,0.534,7.33,10.428,0.232,7.65,8.553,0.152,0.407,0.044,3.95,11.12,11.47,7.276,5.221,6.925,3.517,8.600,13.607,3.594,0.17,8.55,8.35,5.909,7.56,6.307,21.606,27.627,15.584,0.846,0.227,12.258,83.428,156.578,10.277
+2026-05-21 09:49:23,collared_dove_observed.csv,0.6259760606669503677325205430,1.093,3.757,5.634,2.633,0.88,7.54,3.802,0.232,6.87,7.556,0.162,0.465,0.044,5.73,10.6,11.44,5.595,14.195,9.988,18.402,7.798,4.003,11.593,0.18,11.4,8.49,5.928,7.49,8.633,12.092,9.019,15.164,1.524,0.034,12.294,107.344,206.976,7.712
+2026-05-21 09:49:23,collared_dove_observed.csv,0.5664039944742249964280841266,0.765,0.251,4.671,0.77,0.167,7.58,3.646,0.269,6.77,13.095,0.386,0.074,0.046,3.94,11.63,11.39,5.314,14.392,11.59,17.193,9.528,9.359,9.697,0.014,8.57,7.89,1.433,7.16,17.776,12.170,14.721,9.62,1.367,0.081,12.084,59.656,106.476,12.835
+2026-05-21 09:49:24,collared_dove_observed.csv,0.6697506001338217475551999723,1.049,3.388,4.727,2.014,0.633,6.59,7.258,0.086,6.68,19.261,0.211,0.191,0.04,5.96,1.41,11.44,9.022,8.886,9.592,8.181,9.587,7.66,11.514,0.124,8.78,7.71,7.703,6.88,22.404,29.666,44.485,14.847,1.697,0.137,12.27,107.105,206.472,7.738
+2026-05-21 09:49:24,collared_dove_observed.csv,0.3341694616379332994787626132,1.144,3.722,3.545,1.871,0.517,7.58,5.08,0.038,7.24,9.658,0.46,0.371,0.027,4.98,1.18,11.41,2.043,13.917,12.93,14.904,11.554,11.083,12.024,0.249,9.6,7.17,3.465,6.93,17.681,11.121,18.971,3.271,1.776,0.0,12.159,82.692,160.72,4.663
+2026-05-21 09:49:24,collared_dove_observed.csv,0.2428816050950401134758645782,0.653,2.509,2.34,3.841,0.641,7.61,12.18,0.382,6.76,7.791,0.121,0.585,0.029,3.78,10.6,11.28,8.529,9.889,7.936,11.842,9.564,9.889,9.239,0.223,9.79,9.17,7.135,7.05,13.306,40.648,70.682,10.614,1.47,0.238,12.154,84.928,160.433,9.423
+2026-05-21 09:49:24,collared_dove_observed.csv,0.7292165015969152094116700491,1.072,3.868,3.204,7.333,0.351,7.18,11.251,0.406,6.89,19.806,0.198,0.297,0.005,4.28,1.47,11.45,11.534,15.850,18.69,13.011,9.580,6.084,13.077,0.241,10.96,7.11,1.197,6.89,23.303,40.654,74.326,6.982,0.837,0.303,12.082,96.843,185.308,8.378
+2026-05-21 09:49:25,collared_dove_observed.csv,1.933189214216089804973369973,0.901,3.306,3.086,5.066,0.805,7.07,12.76,0.286,7.53,9.073,0.301,0.189,0.014,3.6,11.39,11.42,8.481,3.146,3.086,3.207,6.544,12.355,0.732,0.204,11.39,7.24,3.665,7.35,20.099,17.324,15.362,19.287,1.771,0.032,12.289,116.309,221.968,10.65
+2026-05-21 09:49:25,collared_dove_observed.csv,1.068444997538969034251192559,0.82,2.855,4.163,6.23,0.948,7.41,12.727,0.438,7.44,15.305,0.327,0.532,0.031,5.83,1.03,11.3,10.547,12.258,12.282,12.233,10.753,8.099,13.407,0.06,10.32,9.45,2.098,7.51,21.459,22.010,38.733,5.288,0.893,0.343,12.099,53.800,100.998,6.601
+2026-05-21 09:49:25,collared_dove_observed.csv,1.333673874738394697091539361,0.618,2.702,0.31,3.347,0.835,6.53,9.454,0.169,7.21,17.056,0.303,0.006,0.036,5.92,1.14,11.45,5.222,12.317,5.136,19.498,10.882,10.346,11.419,0.014,9.44,7.23,3.899,7.48,23.565,16.895,31.31,2.48,1.413,0.304,12.297,93.233,171.67,14.796
+2026-05-21 09:49:26,collared_dove_observed.csv,0.5985315416918916655473487595,0.638,3.065,1.198,2.083,0.135,7.7,9.052,0.134,6.76,27.487,0.082,0.3,0.04,5.59,10.97,11.27,9.767,9.651,8.890,10.412,6.370,6.355,6.386,0.203,11.03,8.22,7.534,6.69,17.811,20.118,26.594,13.643,1.705,0.085,12.011,49.244,89.419,9.069
+2026-05-21 09:49:26,collared_dove_observed.csv,0.3884405187107615308950520238,0.918,1.674,3.022,2.589,0.342,7.15,3.786,0.223,6.51,14.315,0.127,0.183,0.012,5.22,11.03,11.47,9.863,10.400,12.765,8.034,4.242,1.432,7.053,0.14,9.79,9.35,6.225,7.31,13.115,7.155,3.075,11.235,1.411,0.343,12.183,122.682,234.893,10.472
+2026-05-21 09:49:26,collared_dove_observed.csv,2.357295244826574081954992579,0.888,2.468,0.969,5.228,0.798,6.33,4.211,0.13,7.26,7.601,0.404,0.007,0.007,3.57,10.62,11.4,7.247,17.006,16.528,17.483,11.550,11.034,12.067,0.212,10.23,9.45,5.076,7.17,12.442,25.535,37.678,13.392,1.735,0.338,12.048,54.903,100.655,9.151
+2026-05-21 09:49:27,collared_dove_observed.csv,0.8673208235708954820140590191,0.903,0.832,5.942,3.534,0.292,7.63,5.184,0.326,6.99,8.203,0.252,0.075,0.037,6.0,11.53,11.31,10.53,16.392,19.084,13.699,7.033,7.946,6.12,0.006,10.83,8.19,6.824,6.89,8.312,12.528,9.729,15.326,1.126,0.088,12.106,70.580,126.906,14.255
+2026-05-21 09:49:27,collared_dove_observed.csv,0.3961213066150342568094566799,0.86,3.011,0.611,2.989,0.306,7.45,13.237,0.034,7.61,26.46,0.525,0.575,0.028,5.52,10.83,11.29,9.158,10.000,4.115,15.886,3.614,2.225,5.004,0.245,8.66,9.14,5.283,7.02,19.087,34.168,62.406,5.931,1.107,0.262,12.099,49.310,87.452,11.168
+2026-05-21 09:49:27,collared_dove_observed.csv,1.241943723582423936196744699,0.931,1.619,2.825,2.48,0.374,6.9,11.235,0.443,6.6,23.007,0.388,0.359,0.036,4.24,1.25,11.26,6.533,13.528,9.63,17.425,7.202,7.976,6.427,0.239,11.43,7.61,2.834,6.95,13.274,34.290,52.748,15.833,1.738,0.325,12.272,119.037,227.448,10.626
+2026-05-21 09:49:28,collared_dove_observed.csv,0.9893070206034483535106302802,0.976,2.308,0.801,7.467,0.201,7.65,13.433,0.116,6.6,17.964,0.513,0.04,0.033,5.5,11.4,11.27,2.301,8.348,11.851,4.846,7.040,12.165,1.915,0.041,11.5,8.31,1.178,7.09,6.587,21.596,24.017,19.174,1.631,0.109,12.03,53.098,100.974,5.223
+2026-05-21 09:49:28,collared_dove_observed.csv,2.045827908071127598958477909,1.003,3.299,1.536,0.191,0.096,7.48,3.444,0.101,7.17,25.477,0.299,0.545,0.037,4.2,1.43,11.32,2.626,8.094,0.58,15.608,6.418,10.807,2.03,0.123,10.69,8.6,1.76,7.4,16.997,38.866,58.957,18.775,1.746,0.263,12.254,87.423,162.223,12.623
+2026-05-21 09:49:28,collared_dove_observed.csv,0.2998849516979625005046524574,0.949,0.982,5.57,5.918,0.309,6.96,13.295,0.367,7.07,17.559,0.537,0.348,0.02,5.9,11.64,11.34,5.903,6.674,10.566,2.783,3.023,3.986,2.06,0.011,8.58,9.2,3.168,7.54,13.998,17.112,22.324,11.901,1.379,0.343,12.013,54.699,94.134,15.264
+2026-05-21 09:49:28,collared_dove_observed.csv,1.569262273487209102201187303,1.208,1.993,5.607,1.494,0.151,7.56,8.239,0.247,7.38,6.224,0.32,0.121,0.025,6.19,10.72,11.27,9.275,4.498,5.561,3.434,6.765,11.723,1.807,0.154,9.0,8.59,7.196,7.33,7.574,23.173,30.068,16.278,0.855,0.12,12.271,55.404,101.38,9.429
+2026-05-21 09:49:29,collared_dove_observed.csv,0.3183267264882123947143888086,0.813,3.254,2.859,4.86,0.253,7.68,9.153,0.343,7.1,16.092,0.273,0.178,0.013,5.09,11.83,11.42,5.66,12.335,5.583,19.087,8.431,10.709,6.153,0.135,11.02,9.44,7.205,7.49,14.756,37.601,71.026,4.176,1.324,0.144,12.295,122.996,233.491,12.5
+2026-05-21 09:49:29,collared_dove_observed.csv,0.2697242310732051108342853885,1.184,3.361,4.973,6.988,0.537,7.45,11.974,0.366,7.29,23.255,0.261,0.202,0.02,5.17,10.64,11.47,8.72,10.660,18.284,3.037,5.214,9.631,0.797,0.088,10.63,7.11,4.291,7.16,14.238,9.054,16.918,1.19,1.533,0.307,12.186,55.326,99.01,11.642
+2026-05-21 09:49:29,collared_dove_observed.csv,0.3920736082263120975186831729,1.026,0.325,4.659,0.369,0.184,6.69,11.958,0.189,7.54,17.339,0.297,0.239,0.035,6.19,11.76,11.33,5.67,2.235,1.778,2.692,11.870,11.09,12.65,0.027,8.83,7.73,3.44,7.0,10.672,32.226,48.726,15.727,1.78,0.237,12.228,61.306,111.391,11.222
+2026-05-21 09:49:30,collared_dove_observed.csv,0.4695670240158708876423660114,1.062,1.153,5.524,0.375,0.907,6.48,13.812,0.177,7.28,25.246,0.211,0.676,0.003,4.08,1.23,11.47,11.902,9.578,14.376,4.781,0.715,0.793,0.637,0.066,9.58,8.08,7.584,7.24,17.442,35.735,59.185,12.285,1.347,0.301,12.084,98.652,192.723,4.582
+2026-05-21 09:49:30,collared_dove_observed.csv,0.9730848499912657960612702946,0.93,2.437,3.358,1.13,0.271,6.34,5.403,0.374,7.29,6.115,0.392,0.648,0.0,5.31,1.46,11.39,9.541,14.228,17.44,11.016,5.402,2.626,8.177,0.13,9.68,7.75,6.037,7.28,12.285,36.226,57.543,14.909,1.001,0.158,12.044,125.736,237.843,13.628
+2026-05-21 09:49:30,collared_dove_observed.csv,2.711836805103050352280758311,0.612,3.872,2.946,0.717,0.14,7.18,14.548,0.01,6.6,6.33,0.263,0.255,0.001,4.86,11.84,11.41,2.347,11.983,19.47,4.496,7.810,8.403,7.217,0.243,8.68,8.03,4.124,7.08,15.26,39.821,63.078,16.564,1.757,0.127,12.096,82.549,149.169,15.929
+2026-05-21 09:49:31,collared_dove_observed.csv,0.6028671491627206141854111604,1.073,2.847,2.165,4.427,0.198,7.67,9.935,0.365,7.07,12.451,0.379,0.292,0.033,5.92,11.82,11.25,7.388,7.912,14.073,1.752,12.398,11.994,12.801,0.207,11.07,7.3,2.835,6.77,22.026,9.702,8.429,10.976,0.802,0.002,12.113,85.322,165.179,5.465
+2026-05-21 09:49:31,collared_dove_observed.csv,0.4745984804692764027169646578,0.852,3.237,4.079,2.646,0.612,7.0,3.089,0.45,7.17,16.259,0.368,0.413,0.015,4.51,11.77,11.44,9.091,15.260,13.356,17.165,4.375,4.658,4.092,0.211,10.19,7.71,1.593,6.9,11.654,7.360,3.41,11.309,1.043,0.293,12.293,57.854,107.75,7.958
+2026-05-21 09:49:31,collared_dove_observed.csv,1.170660799248220936097420150,0.732,3.488,5.724,0.626,0.61,7.63,10.456,0.449,7.63,18.403,0.247,0.394,0.023,5.12,11.76,11.29,8.835,10.300,10.123,10.476,2.749,2.185,3.313,0.052,10.02,8.22,7.094,7.14,11.174,37.737,66.264,9.21,0.814,0.158,12.107,68.125,128.329,7.921
+2026-05-21 09:49:32,collared_dove_observed.csv,2.059069500467703752961472086,0.835,1.659,1.808,2.66,0.773,6.47,11.469,0.362,6.71,6.23,0.338,0.033,0.008,5.93,1.05,11.47,7.36,10.028,12.624,7.431,4.120,5.426,2.814,0.193,10.29,8.44,4.357,6.98,14.771,11.462,13.038,9.887,1.655,0.214,12.127,55.404,103.159,7.649
+2026-05-21 09:49:32,collared_dove_observed.csv,0.6663907745949065803761938367,0.965,3.317,4.237,2.23,0.422,6.64,6.458,0.337,7.17,26.902,0.097,0.419,0.013,4.66,10.63,11.29,2.165,8.856,10.306,7.405,4.506,3.957,5.055,0.055,9.52,8.44,1.38,6.63,23.16,14.709,10.941,18.477,1.126,0.029,12.153,101.130,194.086,8.173
+2026-05-21 09:49:32,collared_dove_observed.csv,0.4168283261841315492490467602,1.107,3.73,3.279,5.357,0.782,7.43,11.052,0.407,6.63,15.928,0.336,0.532,0.013,3.84,10.99,11.47,2.91,11.582,8.058,15.107,13.548,13.403,13.694,0.026,10.78,8.23,6.213,7.12,15.235,7.118,12.633,1.604,1.314,0.162,12.078,70.745,127.706,13.784
+2026-05-21 09:49:32,collared_dove_observed.csv,0.4388082472041719974851387579,1.187,1.193,0.423,6.113,0.627,7.6,5.339,0.013,6.51,16.815,0.315,0.275,0.008,5.53,10.8,11.28,2.323,12.236,17.148,7.323,7.755,6.342,9.168,0.239,9.33,9.13,1.591,6.81,14.537,42.628,69.01,16.246,1.272,0.299,12.203,84.046,158.504,9.589
+2026-05-21 09:49:33,collared_dove_observed.csv,1.567857332286506849329352068,0.648,0.252,2.253,4.876,0.35,6.69,11.768,0.407,6.64,15.29,0.412,0.64,0.024,3.77,10.63,11.4,8.9,8.597,12.123,5.071,5.962,6.037,5.886,0.069,11.09,9.22,6.332,7.13,9.468,22.334,43.871,0.798,0.812,0.306,12.173,51.608,98.771,4.444
+2026-05-21 09:49:33,collared_dove_observed.csv,0.2585438987660984817956070060,0.673,2.787,5.203,4.792,0.357,7.14,3.926,0.255,6.54,17.811,0.376,0.278,0.016,5.28,1.04,11.39,6.894,11.047,19.552,2.542,3.572,2.496,4.648,0.065,9.29,9.31,7.486,7.21,9.269,39.885,66.984,12.786,1.52,0.34,12.08,66.798,128.724,4.871
+2026-05-21 09:49:33,collared_dove_observed.csv,0.4922409827370931362654941424,1.154,1.343,5.317,5.066,0.185,7.22,5.614,0.252,6.64,23.083,0.26,0.188,0.039,5.22,11.75,11.47,3.5,10.292,19.505,1.08,13.721,13.776,13.666,0.153,9.06,7.9,3.549,6.78,9.103,26.300,45.479,7.122,1.657,0.243,12.081,82.574,156.584,8.565
+2026-05-21 09:49:34,collared_dove_observed.csv,0.9404676318890332417330356584,1.015,3.475,1.851,7.961,0.401,6.3,10.473,0.008,6.84,9.488,0.122,0.141,0.038,3.91,1.09,11.33,3.249,17.353,18.786,15.92,8.520,8.201,8.839,0.143,10.53,9.08,0.833,7.03,17.727,9.218,14.571,3.866,1.168,0.289,12.277,85.968,157.931,14.004
+2026-05-21 09:49:34,collared_dove_observed.csv,0.5032403756204429044978689411,1.163,3.403,2.434,7.284,0.102,7.3,6.038,0.326,6.95,7.848,0.374,0.314,0.006,6.43,11.01,11.39,5.551,18.186,17.800,18.572,7.005,3.946,10.064,0.152,11.0,7.99,7.513,7.03,12.795,13.779,24.06,3.498,1.739,0.08,12.19,80.460,149.428,11.491
+2026-05-21 09:49:34,collared_dove_observed.csv,0.3596951184013364078902390575,1.046,2.853,5.921,7.899,0.153,6.83,15.234,0.397,6.8,22.991,0.356,0.228,0.029,6.16,10.58,11.49,6.978,11.126,9.982,12.269,6.679,9.711,3.647,0.133,9.26,8.23,6.352,6.72,21.6,44.960,71.8,18.12,1.172,0.216,12.17,113.592,216.574,10.611
+2026-05-21 09:49:35,collared_dove_observed.csv,0.5894306851043479889129123544,0.752,2.53,1.811,6.512,0.513,6.66,9.696,0.362,7.51,12.813,0.382,0.505,0.032,5.01,11.99,11.33,9.867,12.220,13.502,10.939,8.183,8.235,8.131,0.004,11.39,8.36,4.639,6.83,22.03,35.376,66.546,4.206,1.546,0.025,12.004,112.208,220.028,4.389
+2026-05-21 09:49:35,collared_dove_observed.csv,0.8865773860438763942258639678,0.753,3.05,3.333,7.451,0.742,6.26,6.121,0.055,6.78,17.131,0.445,0.664,0.007,4.26,10.71,11.42,6.995,8.873,8.278,9.468,6.056,2.79,9.321,0.113,10.22,7.53,7.093,7.39,12.068,13.856,17.435,10.278,1.154,0.276,12.245,122.792,238.204,7.379
+2026-05-21 09:49:35,collared_dove_observed.csv,0.3410755466087227676868778397,1.161,3.038,0.48,7.12,0.394,6.57,3.038,0.05,6.99,26.74,0.251,0.655,0.046,6.12,11.05,11.29,5.742,4.784,7.013,2.554,5.502,10.474,0.531,0.122,9.0,9.01,7.315,7.03,6.409,14.547,25.344,3.75,1.02,0.226,12.184,94.610,181.238,7.982
+2026-05-21 09:49:36,collared_dove_observed.csv,0.7067991146692039528741637793,0.849,3.037,2.606,1.331,0.509,6.53,5.513,0.188,6.78,14.375,0.311,0.01,0.034,4.65,1.02,11.49,5.402,14.016,14.367,13.666,11.384,12.248,10.520,0.025,9.25,9.19,5.74,6.91,8.017,24.424,38.793,10.055,1.517,0.074,12.102,108.564,201.734,15.394
+2026-05-21 09:49:36,collared_dove_observed.csv,0.2046941361600441323069861726,0.821,2.683,2.446,6.745,0.92,7.7,14.029,0.177,7.5,23.206,0.339,0.439,0.027,5.36,11.67,11.36,4.105,4.750,4.215,5.286,2.290,0.855,3.724,0.133,11.16,9.1,5.988,7.54,13.464,24.666,38.31,11.023,1.112,0.091,12.021,60.605,107.585,13.625
+2026-05-21 09:49:36,collared_dove_observed.csv,0.4235269427948083500734996018,1.022,0.575,3.706,7.167,0.339,6.68,7.197,0.117,7.26,6.615,0.366,0.608,0.029,6.27,11.94,11.27,7.382,14.186,12.430,15.942,7.192,11.414,2.969,0.036,10.27,8.25,6.925,6.6,14.861,35.638,56.007,15.268,1.68,0.326,12.015,102.552,197.283,7.822
+2026-05-21 09:49:36,collared_dove_observed.csv,0.2421557153755231491774936016,1.119,0.988,1.432,1.232,0.149,7.74,15.367,0.287,7.64,19.432,0.509,0.512,0.039,4.72,11.38,11.4,8.865,7.141,6.511,7.771,4.254,6.571,1.938,0.039,10.32,7.91,3.085,6.84,15.429,40.962,73.876,8.049,1.212,0.245,12.18,70.204,128.64,11.768
+2026-05-21 09:49:37,collared_dove_observed.csv,0.3033473059963225247929035010,0.941,2.411,0.945,6.257,0.536,7.71,4.431,0.275,6.59,19.856,0.296,0.656,0.007,6.09,1.23,11.39,11.843,11.856,7.4,16.311,1.704,1.209,2.198,0.166,11.32,9.34,6.726,7.45,7.412,19.028,37.597,0.458,1.104,0.078,12.125,72.084,136.461,7.706
+2026-05-21 09:49:37,collared_dove_observed.csv,1.280289324648269461682844844,0.723,2.607,5.213,0.795,0.859,7.6,15.995,0.373,6.52,6.122,0.266,0.693,0.015,4.97,11.39,11.39,10.082,9.185,2.247,16.123,10.560,8.286,12.834,0.001,8.72,7.5,3.008,7.53,23.617,26.579,34.661,18.497,1.014,0.041,12.141,55.148,95.778,14.519
+2026-05-21 09:49:37,collared_dove_observed.csv,1.217391946395218630933292106,0.678,0.759,3.308,2.92,0.611,6.54,10.335,0.428,7.11,16.205,0.521,0.737,0.02,4.39,10.96,11.28,8.938,12.734,6.902,18.567,3.999,4.397,3.601,0.168,9.59,8.23,7.797,6.89,16.529,18.848,22.63,15.067,1.155,0.11,12.062,96.854,188.094,5.615
diff --git a/modelling/data/abingdon-all/resident/collared_dove_simulated.csv b/modelling/data/abingdon-all/resident/collared_dove_simulated.csv
new file mode 100644
index 0000000..f501f52
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/collared_dove_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.893,0.1,0,0.01,0.966795
+RungeKutta4,1,0.1,0.852475,0.1,0,0.01,0.910858
+RungeKutta4,2,0.2,0.817046,0.1,0,0.01,0.861955
+RungeKutta4,3,0.3,0.786077,0.1,0,0.01,0.819208
+RungeKutta4,4,0.4,0.759006,0.1,0,0.01,0.781841
+RungeKutta4,5,0.5,0.735344,0.1,0,0.01,0.749180
+RungeKutta4,6,0.6,0.714664,0.1,0,0.01,0.720635
+RungeKutta4,7,0.7,0.696591,0.1,0,0.01,0.695689
+RungeKutta4,8,0.8,0.680801,0.1,0,0.01,0.673894
+RungeKutta4,9,0.9,0.667012,0.1,0,0.01,0.654860
+RungeKutta4,10,1.0,0.654980,0.1,0,0.01,0.638252
+RungeKutta4,11,1.1,0.644495,0.1,0,0.01,0.623780
+RungeKutta4,12,1.2,0.635379,0.1,0,0.01,0.611197
+RungeKutta4,13,1.3,0.627484,0.1,0,0.01,0.600299
+RungeKutta4,14,1.4,0.620690,0.1,0,0.01,0.590921
+RungeKutta4,15,1.5,0.614903,0.1,0,0.01,0.582934
+RungeKutta4,16,1.6,0.610055,0.1,0,0.01,0.576242
+RungeKutta4,17,1.7,0.606103,0.1,0,0.01,0.570787
+RungeKutta4,18,1.8,0.603030,0.1,0,0.01,0.566545
+RungeKutta4,19,1.9,0.600844,0.1,0,0.01,0.563528
+RungeKutta4,20,2.0,0.599574,0.1,0,0.01,0.561775
+RungeKutta4,21,2.1,0.599304,0.1,0,0.01,0.561402
+RungeKutta4,22,2.2,0.600662,0.1,0,0.01,0.563276
+RungeKutta4,23,2.3,0.603933,0.1,0,0.01,0.567791
+RungeKutta4,24,2.4,0.609109,0.1,0,0.01,0.574936
+RungeKutta4,25,2.5,0.616214,0.1,0,0.01,0.584743
+RungeKutta4,26,2.6,0.625282,0.1,0,0.01,0.597260
+RungeKutta4,27,2.7,0.636339,0.1,0,0.01,0.612522
+RungeKutta4,28,2.8,0.649386,0.1,0,0.01,0.630531
+RungeKutta4,29,2.9,0.664384,0.1,0,0.01,0.651233
+RungeKutta4,30,3.0,0.681241,0.1,0,0.01,0.674501
+RungeKutta4,31,3.1,0.699799,0.1,0,0.01,0.700117
+RungeKutta4,32,3.2,0.719830,0.1,0,0.01,0.727766
+RungeKutta4,33,3.3,0.741032,0.1,0,0.01,0.757031
+RungeKutta4,34,3.4,0.763030,0.1,0,0.01,0.787396
+RungeKutta4,35,3.5,0.785384,0.1,0,0.01,0.818251
+RungeKutta4,36,3.6,0.807602,0.1,0,0.01,0.848919
+RungeKutta4,37,3.7,0.829152,0.1,0,0.01,0.878665
+RungeKutta4,38,3.8,0.849487,0.1,0,0.01,0.906733
+RungeKutta4,39,3.9,0.868060,0.1,0,0.01,0.932370
+RungeKutta4,40,4.0,0.884354,0.1,0,0.01,0.954861
+RungeKutta4,41,4.1,0.897902,0.1,0,0.01,0.973561
+RungeKutta4,42,4.2,0.908248,0.1,0,0.01,0.987842
+RungeKutta4,43,4.3,0.914785,0.1,0,0.01,0.996865
+RungeKutta4,44,4.4,0.917056,0.1,0,0.01,1
+RungeKutta4,45,4.5,0.915873,0.1,0,0.01,0.998367
+RungeKutta4,46,4.6,0.912113,0.1,0,0.01,0.993177
+RungeKutta4,47,4.7,0.905661,0.1,0,0.01,0.984271
+RungeKutta4,48,4.8,0.896548,0.1,0,0.01,0.971692
+RungeKutta4,49,4.9,0.884934,0.1,0,0.01,0.955662
+RungeKutta4,50,5.0,0.871095,0.1,0,0.01,0.936559
+RungeKutta4,51,5.1,0.855388,0.1,0,0.01,0.914879
+RungeKutta4,52,5.2,0.838224,0.1,0,0.01,0.891187
+RungeKutta4,53,5.3,0.820044,0.1,0,0.01,0.866093
+RungeKutta4,54,5.4,0.801284,0.1,0,0.01,0.840198
+RungeKutta4,55,5.5,0.782357,0.1,0,0.01,0.814073
+RungeKutta4,56,5.6,0.763628,0.1,0,0.01,0.788221
+RungeKutta4,57,5.7,0.745386,0.1,0,0.01,0.763041
+RungeKutta4,58,5.8,0.727786,0.1,0,0.01,0.738748
+RungeKutta4,59,5.9,0.710638,0.1,0,0.01,0.715078
+RungeKutta4,60,6.0,0.692437,0.1,0,0.01,0.689955
+RungeKutta4,61,6.1,0.667214,0.1,0,0.01,0.655139
+RungeKutta4,62,6.2,0.626425,0.1,0,0.01,0.598837
+RungeKutta4,63,6.3,0.576245,0.1,0,0.01,0.529573
+RungeKutta4,64,6.4,0.528518,0.1,0,0.01,0.463695
+RungeKutta4,65,6.5,0.487877,0.1,0,0.01,0.407598
+RungeKutta4,66,6.6,0.454641,0.1,0,0.01,0.361721
+RungeKutta4,67,6.7,0.427858,0.1,0,0.01,0.324752
+RungeKutta4,68,6.8,0.406399,0.1,0,0.01,0.295132
+RungeKutta4,69,6.9,0.389250,0.1,0,0.01,0.271461
+RungeKutta4,70,7.0,0.375565,0.1,0,0.01,0.252572
+RungeKutta4,71,7.1,0.364653,0.1,0,0.01,0.237510
+RungeKutta4,72,7.2,0.355957,0.1,0,0.01,0.225506
+RungeKutta4,73,7.3,0.349030,0.1,0,0.01,0.215945
+RungeKutta4,74,7.4,0.343513,0.1,0,0.01,0.208330
+RungeKutta4,75,7.5,0.339119,0.1,0,0.01,0.202265
+RungeKutta4,76,7.6,0.335614,0.1,0,0.01,0.197427
+RungeKutta4,77,7.7,0.332805,0.1,0,0.01,0.193549
+RungeKutta4,78,7.8,0.330520,0.1,0,0.01,0.190395
+RungeKutta4,79,7.9,0.328586,0.1,0,0.01,0.187726
+RungeKutta4,80,8.0,0.326798,0.1,0,0.01,0.185258
+RungeKutta4,81,8.1,0.324876,0.1,0,0.01,0.182605
+RungeKutta4,82,8.2,0.322404,0.1,0,0.01,0.179193
+RungeKutta4,83,8.3,0.318760,0.1,0,0.01,0.174163
+RungeKutta4,84,8.4,0.313065,0.1,0,0.01,0.166302
+RungeKutta4,85,8.5,0.304231,0.1,0,0.01,0.154108
+RungeKutta4,86,8.6,0.291260,0.1,0,0.01,0.136204
+RungeKutta4,87,8.7,0.273868,0.1,0,0.01,0.112198
+RungeKutta4,88,8.8,0.253179,0.1,0,0.01,0.0836402
+RungeKutta4,89,8.9,0.231902,0.1,0,0.01,0.0542712
+RungeKutta4,90,9.0,0.213644,0.1,0,0.01,0.0290694
+RungeKutta4,91,9.1,0.201462,0.1,0,0.01,0.0122544
+RungeKutta4,92,9.2,0.195062,0.1,0,0.01,0.00342042
+RungeKutta4,93,9.3,0.192584,0.1,0,0.01,0
+RungeKutta4,94,9.4,0.192647,0.1,0,0.01,0.0000869599
+RungeKutta4,95,9.5,0.193940,0.1,0,0.01,0.00187171
+RungeKutta4,96,9.6,0.196382,0.1,0,0.01,0.00524244
+RungeKutta4,97,9.7,0.199935,0.1,0,0.01,0.0101467
+RungeKutta4,98,9.8,0.204529,0.1,0,0.01,0.0164879
+RungeKutta4,99,9.9,0.210073,0.1,0,0.01,0.0241403
+RungeKutta4,100,10.0,0.216474,0.1,0,0.01,0.0329757
+RungeKutta4,101,10.1,0.223660,0.1,0,0.01,0.0428947
+RungeKutta4,102,10.2,0.231597,0.1,0,0.01,0.0538503
+RungeKutta4,103,10.3,0.240285,0.1,0,0.01,0.0658424
+RungeKutta4,104,10.4,0.249672,0.1,0,0.01,0.0787995
+RungeKutta4,105,10.5,0.259599,0.1,0,0.01,0.0925018
+RungeKutta4,106,10.6,0.270044,0.1,0,0.01,0.106919
+RungeKutta4,107,10.7,0.281782,0.1,0,0.01,0.123121
+RungeKutta4,108,10.8,0.296988,0.1,0,0.01,0.144110
+RungeKutta4,109,10.9,0.318827,0.1,0,0.01,0.174255
+RungeKutta4,110,11.0,0.349190,0.1,0,0.01,0.216166
+RungeKutta4,111,11.1,0.385497,0.1,0,0.01,0.266281
+RungeKutta4,112,11.2,0.419929,0.1,0,0.01,0.313808
+RungeKutta4,113,11.3,0.446775,0.1,0,0.01,0.350864
+RungeKutta4,114,11.4,0.466618,0.1,0,0.01,0.378253
+RungeKutta4,115,11.5,0.480335,0.1,0,0.01,0.397187
+RungeKutta4,116,11.6,0.488683,0.1,0,0.01,0.408710
+RungeKutta4,117,11.7,0.492353,0.1,0,0.01,0.413776
+RungeKutta4,118,11.8,0.492059,0.1,0,0.01,0.413370
+RungeKutta4,119,11.9,0.488676,0.1,0,0.01,0.408700
+RungeKutta4,120,12.0,0.487751,0.1,0,0.01,0.407424
+RungeKutta4,121,12.1,0.506896,0.1,0,0.01,0.433850
diff --git a/modelling/data/abingdon-all/resident/collared_dove_simulated.png b/modelling/data/abingdon-all/resident/collared_dove_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..0a6d552eefd789c2c82f27a9067909e7b9b36bfb
GIT binary patch
literal 34167
zcmb@ubyQUA{{}jMg0x6Ut4N7}beBkX2+~M*cOyurAl<2ShcJY6cMc5Q-3@n-=XlQf
zp7Xo+uRCk8hBdS2-EV&4d7jS>l9LfdM<GN3fk5cuV(%0{Ab4*O2yWpKBJc_8@azik
z#$_-3!CukI(BA2ztpP~-qrJ7cmA$!%?lVUNTRRggOJ;h;H}ssZpBdZRTibClFj)L`
z1-+H65d)>js4CD3vbC719SDT^5%vf7jX%!>1oB%Je<!HqoV=TY<c>3b)+y`C5J~#v
z$s->nR|fdt7cYWwX#;mJcXSZaGN(#I9-^|1-7CuDls-cd!}S{ydiI&+$=g?(;GKIr
z%lL-J*kWw;-1SbL+WfTj(bEasO`P0zYf!tvvXM=DE_k2^AW&k9+AeHhz-ts9=`rkG
zK(86@0qmclr`8}i*gq_Y!~(E)P#E0*@0T<;^IY##=o=V}e|K=<)gp_>r&TU|yl%J;
z1+Qy5jbw{2<wQnBJ#XxV40TeXwK&ati1NCfWd{eNWbGOC#?md-UTA-YSk{NV6%y)B
zHZDnt9k@E(?j9fiih_bNW{FZNw*Z3Qv|8%votTJqJ>8<Pl%tYOeOYvHI;lN6k|W6t
z=9_Q8?Jq1U>K+}9*45M7+^gTuovU|pDxlkMy1!Emk1BKC%!xDZPh`~}cv=t!yiWR<
z2Zs<ad7csbReN3E91nhO?ZL?O_4VbLw_6|Bjj1T8GV{;MB7ca8I5PHKaWlmUnsIbw
z%Y;u4K2g}3EFq&)Eq}M03qpN}@hmcRJ=HC|@oJ0q>Yx?VWTw*O#Owati^XQ?UH<p)
zj6HX$u3I$u#l@784xoe<UnJE2#+xHa8{Y&T7p7a_)-0|k#)<r1jZllIVYr*+2>!N$
z0=AEZY)38<5)w}^+{~Qs<Fq|F=RB`>vqv{Kx~bB#G5IdM4F^-D>m7G9qsT=S9387$
zAbQ=CXcGY>CToiUWO$fw12D-b?H0A~ukbxihD8lm<KcT-l!2Y1V?MP>#OGe??6sca
z^rfbT9emV7don7^KMc&L)xoWeEP2ywf;}4WYOMNzT1VoX{iyWGgu0cyvopu-_58hZ
zk;j@J7z|dOesF#eM#L_Y+&aN?Hl?RK6*)-8&0MrdDx_s;$->Giuc?``5u~`C*z#JV
zHuCP~SawlB+om1YerJl&*4Fk#Roz;mnV;{~?fE=vC#iR_H>p56C#6*UvpZ>NX<joI
zUELR&Zo5^w#-Uam?g%<mWvr*Cr<Kl!x{IJgE-fuB7S9{!nbMD~oXcQSGcyxtgUibD
zvXG^v<r3wHycH^@>~Z_-;Gitpu&}7;s8O27gryXArz`kkDFg=x=jDvuurU7c;c}<?
z#BxTXw%6@fCT3=J|EiO)!6hQn^Wajx2H8DfQ;)1QEfGuF8ehl&7`wf_oo@TU6Z^>%
z<L!weItvpLZWRTE7sSyE3pzHlJPqwKR95w@H<!CL^LSv!28M~4fYzAjQcz0+0}7AB
zc6_?)#gAV84z=e{H<M;>xFzR{8%?J<hZmM5y!rY0Z8it4dwYACHHD{)G=w#L;b+EX
z*d$dp$7}sdw_D={klpUpCL1eFQR@;mZWqN|DNZv^2;n)7ru$+0z4hHwA|fJJV5L8k
z&=7N23vj%3pXG_^t3ExS_lo9gxVzeBaoqWkLB7prKJ`Ye%5<E6VtKj#{_c9S>HfB)
zl%g7eFLmIKK1MHv(~h#Pwl=b)q~v1maKEHp!+G)Z39vy>iI(L3CQ9wPCUK!u0a6++
zt6zVLD=p})>ghqOP}A`5Ai!4qVNa)fae;_IEM_)YynA*CxBGE=4hOX1V_UI5oF&@J
z<R}%R75xwuFA$ZJTg9FH64<O8`31$Mby3HW)aNgcB2`sY6Rdg8_U9Qai%D9xkEMOx
zhAu?9*h4o*^X~P)4GlbuefhJGrt4tSyb;d5_xRe>?b!2jHBLC0biP4SQgU-#MLQ?S
zs<Dnjd7uCOGUCGkyKqiGo`uE-m4*Fsyfn`%8WLVtrCC1$$1l#taeCdP?gxSrva)%=
zy2x^1dEK7kPft%HBgqFzE;};1Gpi8Ok;bkk@mLi&?L#Z=)@6o|ZMVk0SNNBzqC)Yx
zsS3@6gb*y|8#Oto+_Utl-gENzyfOapA^w7$o?gcM+@Hwu@c;${9`m>ip|f*&XUBcw
z@Q8DPh%3#BRC(258cvSb+GF!unET!|oFS4}8RtW-j_pta=G@lZJxGo0Njy3U*Gb{3
zxlrL~Q4MtF``O{X4+){;9jVuijm_PZ{Ku53AOcoXrMU1o5=YOCkC2r!kL%r<pNDs=
zaoTr>+za!F_h%p6_KMb#0)Q2Ej!z;P$EK2b#JzICJCRsp^5_FUDcAb*`}(~flCL4P
zHd&?ZjULx1+>2}t*L(F#u0JOqTJn>TLwL#XAueXh#Tqo8qKu4;nm_PpN|`P84vU+m
zhT)#kq<P(OI>~RcS<Zf=rKTP-FfiCuE>g=mK0F-e<lqP#M8VgzkD_N|Q&v$_94#;W
z{#~3M*pQme&d$B%g1(5Gxw2`V1Gjv~eayN|C`g#3IBEOfb7;jx{bp`bo2{1iBCym$
z4<9_(KtV+vRD;dxkc+eP2JGOh_b0K3?2CwqYypNqeZmbGef!bH#YL>aEHpAQQf9kj
zJ9Yc%yz4eySwxlDWbh!Q#tJ{}9x!I9RZzg!+?VliajCJ}EVX%=A78GgO#=IW<4bh(
zpjx9&3w#RTFZSAku$PX3A<|S|F8E^J=@Gd%;yA0@t@T}Yas_)9O;?%4O|1cD`VtdD
zz-As_47?033rZSYC(4-Jd5R)vczHDoTOk`=lmp`(pHcBqu3yv8n5f34rIl1vRq^&J
z&n!pF@?Cab8m;vwQN@x0CwP*;a3J}6MNQ3QPHt}X>)!6};kvrIP5Rn}Pq7BUBu7ms
z?ot-JMMZmsCQ?$Ndp}Vbc+5DhdS_<T;vyrhCys!%j-}UpRed<;G+$MysH*yXd$MGn
ze`cDr$0Z^pWZRkqIv@F5NR1DZl;^|x_I3g7t5>F~jvGVIZHOz31}#+`m&4eDPYDSL
z)nZe)93%?QXYB?ZF4eLRMkE=6*w$B9Q;w%V#;E?@J|_p(PtTuP529ce9AL9z=25q5
z=E<hv@jf8N>}nbN{Q2|JdnKiphW9zy*_C~SYtUz&Z`Tb{4Ca0~ENSmW8B0T;JdO8<
z*muCLZ*$8bxmj|wmL)x>uJm`CRqITrX@!`WnCQQbA$>=2kh~nh!^86q(|DWBZty`#
zZ)@VZZ%vEEy4LgrWWlbJS*6ATLOG%5QHvj_H!(AkKw39pqt25&xE>#nc-c@r9=izT
z+`Cm+s1*%gRUG)vxbV@CwA`HcT@U!(tnVZneFdF6kA+(e!5)Pk$IXI!DRj2AomXbI
zAm{Pp$Io0#opz>%%fSO9YEGnYjnvnU=Tg^Zh4653b0+sc4WiaWd#$6)7C;=|N;&By
zDVwLc<pGmR?Z59*tLzhCaCts7BV*W~D13Q&X_S+>XxH}~{idc^D+DLTu74YD2=~nc
zv}~j4a)YrZFE5*{h4|-=lpOwIK6+~x9X}6wZ%i>8t&bzo1~FDHNTH;d)7Co#n5c&j
zo5-EJA_GjmeiVBcE@Xzje!Rp{yV@HUq9VF$jE?!W+KJhiD9=zVX4W>CxrLo#B6c~7
zYjo{w!Qx;?!f|Y{3OyXM@)1124k>PKwd3&{#HP3qnc)hLipZcN-kv^N8^jP1W%Tub
z_Tt4Sk<h2l{oP#xqZiM49`p>D8X0?Npkb~ur6kbxICcpgS?op!g@)o_NGdBU_a1l|
zEo4CPwVVYxB#V|0XY6LKPd2m8_dj`=70N?)tDRoYm3g&KxOkCRq*cMf0O3L^e*2@U
zPh>Gu3F{wC{pXKE-5OKvPu0fGG?JJGUq&Kucni343`islcY+CdOnlv#IC4X*HhNwn
zgl8@1?VQP3HsEVm`&hr_*hq8}=eu0N#!~O3G33ZC;HKVP&`RaBTdS;>Q5TK&J?CBq
zJ$*v)L37v-($D_RQDG*FJg=Cw0ez2g(YXR>D01$z-s9=ZWvEJc&N30xJO?Lb>8?ID
z>!Mb30I923n`L=x+hG{7q6?q%m(NF_A=kG^++U^K-5abqq>wv}Y;VZ!9XZe+a}UiH
z^sM_(RafTh?x=Zq;&*%+MB=BmpTM$02gZ6DKy^`yK|I-YSeA?-mO(rD;^FGYh-C`6
z4HRpTPp(dYc(++6yAnpZvVYx0?wI45zMJ(vHYWHe#0}x1qoZY>gwy-^^XE%H2g3EX
zQ{f#2)U)~?uRX6FsLZN(T5jYW5oe{tlRUsnjCO8r`-}&vIE{f-MATx@;-GraX|{p%
zJpVv$y3Q4jdj=D;t_=IIgUBkG)h^a8o@*;XUtNBI?WlC#AWl=HgNI=!(zdbPs_|0f
zM6KN7Rjc3nTbmQ-Cm4fYlo!NN%&&Q{Hr=rWr!ZWmDvLZ`RVdc6Ck=WTEiS63cK56o
zISg`hd#7a3Hlf}X9U`FcgQ_NKz<R?-sd7K52MG2{vUV$!cVcYz)8NyDQZK<Kqm+!2
z@sR1O2FFvi>|`^jtPyD?$QWH0<g>Pr5IRfS#VmQbHV9T}2sPq7>Ic&mNz&0UDx=K$
zcFC@+O8~oE+n*M>GS|Y^uu;%Xi=pvjwG8sG7WWVMdG8q_=+3L1z|!O90sO(G_m-u^
zC2j2M>ws-1n_sN0ni#;X$>B8$scG4io)R}kEg6J-{6N-dV*4u9?$p(>l5C>ZVxM|&
zYUQj336s;dFdcpneyy5%y^`C0OvK-6Lt?~sPjz*%bpWu5vlN|v)kRw^7(|0=t6FA!
z(CPyO6z+Dwq7Z7@c2i`=)t}0-pMS84AURK`73xXxsp+g9QPYE38W|Nkt~#}ZyU554
zs2)c1B+m^G*{Cc`@l@N8X0A>5p`9DrM!e#7C>o@wiLSD|PH&bW;jcXyVraVH8guQc
zr=854U~U>@WhV9x7r=Zr^fDPIZdA^iE6Q!JPP7gAC@joP`a+~zcFDa}FVD{^H~@p>
z$^7zyeWSo}SS-Ved)8_adS33vqej75=jAZnsQ?m28H83|P|@*emCW|fXiAQL#2Vl8
zP7HjcIy(lUru|p5%8k?35l=c}%SL<PPS-yzFUM#Y&2G2TC^%<|SX$Ea9(9qwcrUq~
z?s3=0TR^<rK7eqpW4%w{6`<%%EqFPL=a|Vs8cJf+xM<_a%16e-7=XQNE5KXQS*FON
z-+fiy+Kln|yrT@eXMn{jjfC7$%Q-&kJ~tWZj&J*PEy*f4Ua+ydJh#DPuYEB?dm?s_
zp(GD2rTVjCtaSq(_qW;J*7e9;zW|ncNl^=PUbMoEiB!8e(%I3Dt7At_tt!@?1sety
zS&^&5PO{H<#LPW3iWfXK5xD0(Ozxf>H56pD>(VPh3_CFgz8HCgTPVr!pCh6MaRaoh
z(TMJ$7dKAT`65PM_&4l((?+{fjJil+gHDhWzI9*4zEaYionr^@6#fZcx0@*$b*fy?
z-Kt5yiUFCYo#wAhbf!9HCN9_J+ku#sZe*d<!_Kp<+Wt(ftu(f9(c^q>GG`e<;2^@K
z1tj*fPJxSsjcx1a&!26Q;=Ro@3>+4|O-)S$0|PRX1u6`4K)6S*&`I5J@Due15Q=Z{
z@bWsy$jJN%416>f!qDifoF93n;Hjjd5;8^s<WDbdI{|<Djxe#>MCYl@y7j!r`Q|5I
zUt#WA-ef}E%cIqMv8F@7DyN;!ohd{rDJccUFwYv^K`s@39?ZM&dIEv^=Iq>@@Kr1<
za;$MX-@|C?++D7uDMZafT~xx0;J>RCBg>3TN}^Th1AcK`G@2I^7Z-v<om}p#80qZh
z7BYrk(sXyFdUbT^3Y(O(2GYFK1U8FA%lSqRy6u;gl)?5Cvv|;mFP1sAwIA4>_B6^Y
zR8&;vfRw!bhkIX<VmWnng~PV;91!9ZZ4YM!e7FZT10U_2sMAO@a2_AZ?6+R8R+5|Z
zr>u68dEu-}i>HhdPJ}DAOU1ttG>_X2iAZ5JNqS*;e|P(qj1M?>Msq9O(GJ{Bdpu?-
z1GzqzK;9#af-Pg!x*k?#B8z?3S3OUfa;f<yAtB)hZE@|}%7npVAxz$}FJHb@nCQgd
zL-6<4mqHluXkvSMdS-4(^AZW!Et5IoZrm2<&w&I8qUqG?k51QAH1YkL+Gv6q)^Q6G
zS>W={H%(A7D(xMaI{+oUVW>S1azm`EiN&^Z!Xq_ZC1u*H+A$w|UMl5}M({%9WnWn+
z*&DCN2#-J@!$+N6HhuV*Mvf1|6P6dXNhOpN&Onz7Ph5x*TgGicLr5nec#t<ii@^;?
zafsVK$6gs&zZ*b?G>3lu{DJJ3#b9zC!L?q7CZ&2#5J+4Q^BD{%^6mf(#~=TA!>$B@
z(itNkT}k1&50DP7`pd}?!9FwnNpRKE+bjHvn!d>xZ2|NIdA)?TitZQY6e_K(jQ8;2
zLjnVcH7MxaVA>0N6;loP+r=lQtpS(;ew6U8Nf^c!YU%7Ju~FsaOv8*h7gQY}jAyc+
z`4q=eQ}{W&bA9ToGO9Mcp+joQI*=iC!@>dBCD8)juTJ*nh<b#qXnZV$tP*@YdJ%{P
z(oqf%59LT*C6UdETzk=W)JXy02-ZtuG$3xk1>mI&o|D)oQ*0-(1XDFU07jNSG&BTS
z&8UfKuFk0GYi?YH!+0k5d1uF*8WWuJpc)-)fOtlS`5Qy?{~Ep>W=t$oyRo<^n3I#!
zC2jO#YkRvJIDks^qdY?pdjYdicyLBdXiP#g12B(rpWE8r{i`XTS4!{S3%YF3QIuM2
z&@q=<xd79v)G|Jf`=8N#{P^+Tqj}F^zwtOG0IC2F@rN=YT*o4Dc*8~rB1C}o913<5
z`d8DiFVh);iFnUpv-IHq{AueBakB-adKj<<)NkHI78Vx5pt6*^JpdIEuCA_TaX!$=
zs>ZTU1JX1>5o}<DRfWKWu}8MS0oUU2Zy5B(I&8X8P*AYAotgjG$P5XcVAJ7HP*i-L
zhwSs`+7WF8&?OLz=1OCi6x$B+o)1a0&%I+~W7FJXeXu1bFAul*k7a1taRr?&9uM;8
zRaUaNt|b@&FyO{ZV4jD1`~<9w>1ctuLw~smxATgIhNcq8(PkPw>I3h$(W<JdmU85j
zl?~hQKAi;y2714teBdf%rV867>4He5Wo7bc*YsKq@mJ^j^PBrH6wf`64lrF5`1tsQ
zT=vu?+>W971qI#x{b5%pn?eAHhPUnK=O?GAhz(@4L4!PtD;I~$nd-?+y}KON3*Hy%
za&nPRzYO&C;iMq}s0RT7!Oul|d;9E-4da;_tF#LuS=U8_+34=Jwl+BcrVF&Ftf|4j
zo~|&8xJUwwH+5J4wZRK=avBDP2$?iKy5xnAt^Pp{4qPOc7Z-97q`cIeoT`P~I?bRm
zEkQvzRdw~zKrHe$n~GS#g0F0E(}t%YV`Ac4tXeQ<iG*d|UY{#^cz~xUYdD`j&&c7^
zfBzmAmb<x=^0{-6aN7ErnwoaCwhFz(42y`s_d-QS$Gx_;wSAJNx({sCLk~WBXsm*z
zm^fE{HtE8JT=?Zj@MU)z!`&>Uuoa)@M0`+K816hR9UbmWd9Hh*lz@QuMdK6xw)GcO
zQ~|*uA;3|PsWds?n_IH-^z>ZW+oLCC!vP;3AAkS$O)OcPZ=$xA<0F2d(_ktuuyEpq
zy=To3eXxtdXjc?@JExVg@#F2oYFzO3={8k3Ejzo4`<ergKZ!XwIIL`L(u7B_8eE<2
z(pIjrF}n|3Y8)_G(wfcA7}oI?!ZGW2J^qMEY}M;}?CHWUWo=zr8ZyC_l$t8Dy1KgL
zepp89dcHL-IYoJ|Ih^E$Z(f0cfw5Fy7@}Kob1iog9vu9nv%7jq*{WKwngAGTCoE^p
znJUbz0bb5!x72LC>q&#M>PZIRIug+cQj0Rx34!6Hn%>02*5}*(YQXoCAU;e0mo_h(
z4ll-X$EYQ#6|vtZY-z%3L`((V=hx>6im~SEMGklchOadyAKmfIi&}>b-4hNI@V~87
zA;6|3aYHslnSY~Fq9x62G+=(d@1FHh)X(ZC%IjBTPZ+KNWOxHe@^_RlpQVX4+8kga
zJSA(KKJF)oN8GUBO0O~jj+(j%;C9-4qZn_WgzUlT%j4{;F9I$+kN^HA8bD(xc=pZ~
zpvazZrwdf?L12TwOq}65$QJ(_Q)TzT!4oIm;{$X|EC95XvoC|;YPuYO0jFxMt)e~F
zWN);&h)R&tYjWUz8=#7$hkeUXVy|Wf!@HZyrQ1y5kT#=mGC>-`UeTaYgdugdUzS^E
z{z%7h?oBkM^b<yRk}}=)U^~zIX`?h;2AG8c>G(to=%Z9WFlw#1jBM()|9#5o$PFkD
zB>OBMJvBx^TNbkVb&~(G_cuxi={2GMG~N#>Xc)br<$v|A4fFz04wqxweft3v<k}1W
zhi8DWJVSge7DCfA3)(0`{B4MvAHRWh#k&J$k)J<%2KtXh?t*&+HhB2AU+{UAotyji
z|JC9KhKKtf4XI1~o&XTi<8N<eWHA0^g#~bdqw^ovq+?`+^gpgCXF(1H1J*&q2NErC
zCevWIni=UKoFO8$UKC(h2)F;!|CYf)%>VQsfS3Q{QN+Z>eg4%+*iC+MNcoQm2$27$
z6EH7xbL0LWr-p-z`(LNl(Si6sU65$Wz#)b;-uEcx6T-+7eEd8|Y?g;7{uAXee<r{W
z;2%mE-@haO&#z#PosW<2KONtguAutQOn&+DCH-Gc9(F?*5$5yiWPhIQKTQLm{(qXL
zrl$7(*PML&^z|$5|J*L-lMoFDtnqj(>W4_#20+Ye$}Xt*d*`B`AP6-J-~#a3zdMxg
zZ4Na4M?mxISYRwvTR@CELJ4r5KBfL7Jz1z~H*o58b13=)AS;AD-a0us5i%R1-QHdA
zQ<^ahVe<3yiy6I5XRnOK1%esGFC5-qzkX#g9(tx$ZLXR}BH{>|EK;Y^6{M6+eNEhj
zfQ0cBTqNKXPQs0NDfQ^@**5R)iwA;jXNTAv$+*<h%bYl^OaLAo8RWm067ol5e2e-k
zj(bg1VF#+01U%r^xVSWCnT+ac<pwp`8pPZj?IzDi;(x?j*>)fxW^l;=_APz8q^Ysh
zA@;TE+Yo$)yUru9+xeG}5L5umRzjl%a**hxB%;&J(EtoGzSk4T$jDeShRVvZ7d$|$
z!R2{VJ4NLcxBc=}>!6^ZpuV1-5D;%K9XI<R(2$c0aU_R_hvSft%zgRktw-vjs-~8B
zL5z(p1c3HR3JPz}&dzlC-OhHfypGS$sep8$Oq-I4>C4g4(Z<Q<sJ@w*BoKjPZ*SRi
zVG&JdiDF8~$lz^bJbfcj*f~90R8(Zr7KpV}3$Q8Oy}cps9v<rcN<Uj$h1Fdkec$A>
zjDb`^Nn4wty4ylVOzg22Dk^GLe*P;ihpm_k9`_4tF58ty<6~oy0Rc#-dvi%k%ggQa
zK;+r(Dsla{kDbU63TT_ZaO(@grfO><CXGx?e0AdJ=$H$nYQz8Uu9nX#WYI1vI-0zP
z7#M31+b$GbPtg&$EUBoVpms7aIGC52`NGEY^274dlAmTN^yVNcCg$aYf!l&bIh1%5
z=$e?#fD0u_Nhd`4WDS*;OvTc&_@Zx{l*c)8Yip}(bX1X;%&g~R7ouX^Yhieid|bC+
zFsnRKTh)KWsdTcIYEzAbQKJKPX=)&&<ly))C2W=?Eh~$U`5s6!m!@#RZU8%L9(`ZD
z(cgqxt%`(%bf`HYT&8;GLG3CkEF83~uWnwz4tWL%&16qo{`vFmp@O;cFa!coZ<zAL
zNm@PbU(YM*FNe;CXNg8sPrWuv-{^-J^j|DSo*L2t-<yHb0-~v8tEbFGCm&4&)%cjb
zJ1@q%AzCzBxCGuIYj(cBK5@sCJK>vT{dBrEk6nzF>Z(o7wJb_~{;Hqy(;CqlK&6?i
z^(CaJ-2;0x7nZxC!O12t<w){+yT7>XXyHfGalbGeWH-_wOt0DWp2&UZDr7}KLraT|
zDbjHwnY{^ja|W^69N^y1hSAH(17xjW?3-VS#?T8xc2oc@x?Cel<aR2)Z~|gTQ+6bK
zcv9$tT!i0&=(8Y%F1-a}v-CD1Yj><Bl_hRGdJQoEa_2LfisNqrKsa5osAZRn_PN|<
zcliN^fBG}vC~_V|A;^8jp+8<9#NWrKQ+vs02P#`aW9p4#z;F3^KIfG7Xh%g0llLUj
zv=cOdiPQ@}3insY{u0p|VB~erOhpSnlr0qws#lvc3Kn>0EULyf|K)UHq4k3q?@?UP
z1|9it?+9~>g5B>Qrq`JN!{Ng0-yaUsr(z7@UzhvzV!{3EBf;;oK=kn67D`7_Xg5<u
z-UtsHShFQJKqe-3M&u+=e;X?%1w;6z2fRQQ_vFcw|JqXl-Hl&4!C(0loY3w+EbK48
zYivyYKjs^j5(35t?O*Qg?*To3`SQVkyam7o{l{B$4GjF-&BIy|&`ZZ5mT39@R#TH?
z8UiV(utWcyIsq9X;0YtYuB_-+C8g8+Wy!C6p6jHe0LJ`3_po+w`225=^tQ?K_CIrB
zeXt<-FYo-zio+Bj=_oBNE&p!X0d0^l7YV%jS1eeIitxUxug~vaxBH(VIXJL#a&mtE
zKZbO2V*h^(2?)afec$)Z2Mi~_9N4dH90<r5z4PU?wPgW2xV59<``eEK5nv$PgYt5(
zd(Zzg4C~V`Nz1plC0gMB%!Q7X73RN|SMK4;-Y4j<aN~c{=l?qgUcViPrBgTF7|K{#
zSP;0qI?ckRRgTXFoGBnPd7k!nax1n30vL~xbU|NZfWArD3s2?q;F3<|Nx%To7fk+}
zH*+rQDJR$aO++wHTwY%O>>oe=J2M_Q0_bpsG(L}wFm~wUG;(rslg@AwnEGNEfV{${
z6oyCuO~|wK|GBZ_SIv6I;TRf4K&=r@cK*QeorOh_bJajCx)dtrB*O7zeQ`$62nsDV
zO-=Hb<DTzjL0ypXRQFlpuFi2E_c@a9B{ir(UP;i<9}9~ke*q`2p>Tcu{S^HCO%<_+
zMvhxRN(?Dduhs8<qSoMi$RE2uS0AULq4ADqu}rVC?R;)__8sQ(VrxJ<7r;i00WYSV
zH-C6?4uJU!+z06VGz?;nXLoowIIyfgCLw`_50jW9l8K4w9fX*KgocYN@oX1Db=Scd
z(eRp%PTD;@C@2F!Vh-(lNB3O*<<D~_ng7U_rD5;{AZREnmdPV0BO}`y&O)M~q6%?9
zLVNmb0^p&anVFdpGV1zq>~(aA03pB&ZEbCv9Vut$T4P$PB!D)L>H0C46X%>XyXNQj
z;IO8&^bNo$XDa5&1PuZxRUWx$xSX^!I>0o`0eU7HK0d7*Iu;hC9Wz*x%e<WuA5Yyl
z*x3%@vfqfjAo7afv{~}Ih-*avz>m*R0I<Np!WvdU_C8%(HVXSX_3Tc|#N_)>EbFSC
z0X#f>+qsK6T3SeQGVv>VdOV7)T4{;vsZ;<{rJ<n65#9&l>{qW|Jz0;7U<HH(QxCW2
zDvV@dnxO4+-UBvOt8fz_qtE78M@L83<%L#fvUipo*_25$H_!*Lj*X8;<>lpZ@J+;Q
zLTXBeVj+D8oa=Tiy|qP!HfBkuXJ?k2sn3P{AGs}9qfR89_g;Slu;1@Lv_#1)#B-Zu
zCq}*pQ|4QZq#UzvEb0jR-tKJnMBP%iH3k#r_qI!a+D&ngH;?rq3x>+e%P(<E<3YCi
z*}B-WHu~3VOH1V%aFX7itSv9$Ln3r5+#4@%Dyvi{k{~uG8^d@>2Ix3om-<2ie&TXy
z;b-7`^o3*Vqm^#Fq}>f5QC>d&^uK<+e!*gia2Ra%U>*SnJm?U%;BjD;d+HG;R0cqg
z?YFTd5k0I4c8Eu}k_nuBllpg>2OiSBlYx;k7g#-DiHa)kOaD68Q`1CFJHvqOQaM22
zl>;#F)vwiSEK>qeS3-o{Fm&8t&VQQvA^<KF^FH!20I5%OKX?Z5O4kU{qk%U}B7aLg
zww`lp1mwlOwZAWdQ9YsbL0<IXD(ljGbo;oH=KNH7aaa{@82WMMHRXBMum@Ny<hPsr
z{?Po8*L$akmRAYoCgGvk;HBP0H^ST$h(&RJ>RsBNSYAYRuEHTfCqrN7=e?A%2$296
z`SgG+=cn7ofzDPPCRfaiX>3%hil%}T7P2%rCGsAwBdv;8qw#MnxIO{7^T3A&1P;T#
zr^CyWiReUZfve38Bu?p#P+{CE`}xW1&Hc*JCFag!UT1lZ{--$9uEzrb;3C$r-E}%G
zSxr)5g3n)1y2Dx22;zk6M`cID$nNQgTkfSIvV8<ovmgFWUUeKzbez$W_0VIS5yD9p
z&L!NDFi!_kdFu^sf3ZsaymuGNx}o<lxM9EXIvmh3<jpX8AGg|I2xx+rD<n-i>bd=n
z*LAIgO0>8m@8X@{`iVyh6bH23{9NmYP?_~iw)LVnCx)NvTj>EED1gq3?^{Y_Af^hx
z;QSqgyx~TQL?Gh?ebw%}xjb&a77oD+8Z7elAiyZR0px4KC1kRX7wq4pxgQ}bG{<vF
zq%+8g?vtGvjIxsLWhaji4sX}2HQLzU9_W-;G4@eB9~uoxO(PIeCrf)bii9Yq7ab0r
zij=B|y_cp6&KEQMd+b8ZFyx{_g*y}citL8OV2uuxu6I#WwNmp=t+B|Z`cfFH@nizs
zw|j1QfV%vlGsmzSJ4OagRAZ&FH2iMw>s%8nt1P3Ez}#(rq-7;Ikhetq>1!Ru!D<?M
z`scE;m{mzx$Q%YB*)XKs(WFt%hH}0jzS)^sqKhHn#U+D$Vo%k)f{mzsjN#PKHRo3D
zj`NIr4Lll648h-Mc7=Dp<)aVM7-{buP!uy(-oxjPUeEDI)Npt)XyFPS)9+a+tkc%!
zF?-mZ8z*|%cpWAfk@8m_JsW4cVF(LF`@L7;Fm!0yNX%r=kV7%4&L8A1_s&sm_M`WA
zH>V|%inB+c$P0U>YW%DSjT<18s-93jInE$Xymle}I(fsepPqy88x`X4E}C+Fy`Ov-
z&}?mO=%hn<x4$oSwI!D0eBaf6yE%aD@jfoqh|r7A$uHicfw?NM_<qBxhoRs(f%jj4
zezUTEN^x%6tnKN5zyAUgXY)m22*0pwkqJHe>Av_!`}@zgeIjSbi+q(w+IsIS7WMLa
zHhx4n%6rzWa{K(=G2RGM{`1(6lMGQ}62qIFU#`UliR1T;HHM#DjKPs8pU8#8YmuHT
zH+9O(VN&(H&d;1q+shbHHrRNL^?PcY;mljF$N>OhwN+-Usd0vC>m+=CUD{4pvv1&1
zabtH?>fWi7`pCxaG4DZ5(Uj2FDs)qJR1hc|5kn^l<j@Fb!%3^70c4WT%c2&tdohc6
zp1F>>x^NBG16u^-#a}UzL>uVt&?$CgU7m$NC9$zra;CPkqw|mZw|5PtE@`775Rna7
zJqT?b3G1$;`0h<?UbLB|9w3j2?-nw|{c}D=xsOC};Ee5L^6-W0K@tL<D%Zf1%2?zL
zbg+*nFp73z`F^m%HWrexy@G;5XcIR2PfUj7{Ro%K#1B|{M&hoRn{&Q=sk|CvkMDS&
zN2Fe_QmYciW>&oxu-X9N3}9=}6D~*+Q??7q)#b$U6JZ&n7FQl_B#4vMgrVmY_&<oE
zU@A^y2iq;{9NzV6CY;RAC77}!12X~pt@|vAiCAf#^L?kh6e1%f78aJsTqEA{opXnk
ziv<EY>Zag*0;$Qct2QCFK!nza2IERX6>=qQRp9G~lA|*t0J=%EfkfQQra`#OaMy0G
zv#jvpgYgQlamXrU<XxDiOySMMsc-i{$IQ}cqm?axA|rJqVWPeLzSsG1Q0A-h2e0ML
zBoTpBE}hI81bM^yV;XKY#WOLOcKaj-HyKl-5?%DI3=O#Mxp;$@p-81z!3$q#a`jr3
z8PZ7eGt5`T`FY$;m7!m3V!u^UAb>O2hcG$3Egl`(W^{p^7_&Qa7QJmstNk|#J|$j>
zB-Q{2i+yY33pM`_OXo->SMHhVp(FKx=#nG^iuLz_dKRWk`?g`R`BgbUN&qya@qK1-
zgc<Dp6p@XTTqN|((nM9OSrZj<ClIRn#A=X0K9(CvPC({cqhgQybkxmeoL{H$&BThV
zg;JPV1pT=@3!F=!nmil@aa@0&FhLECWclg>3P)0gY+0x5kn<8PB1x@cjFBx~j;Uxo
zZ7e!y)1By(c7tR}yY`W)Y8HToL%f1RDkVX@sF(L^A{u998)gWQ-K3%8z?YVeja!&Z
z{+4f+-s#2h8amID&#w7&kqQiD4}FxI;EN#a+;OYDpO+b|#w4mgH1h>u?0zj4My;W-
z-Rtp)>x$DDykt}>E2~Fi=+K!+sp<Cd%rQuGoUrLzD^jTEVg3h{W1EbIa<#<sx#tz3
zNHKzDlJI{n7WYC=i;upAaOM3wWK#qpIE~6vD!%$kgN^gg35+XCIt2va%MbHSE>AgU
zR7a~<;9b2W?Z&a~-r^O}J^XX)?|`(OL<!0E$f5Vn3)!hhpTfnYr2IHso2zW_Z=B<6
zmqYAUq{EHrwZBn-Io~bU(dxBbv$MZU()?naP+9%p&$&4u)?luTyKp-7F(29Nv-*Z?
zjJbCy*+oN+NyV*Z?}B6Ubvpnl<PEx`A15msr5PMZVA31G8G}CP2>&Z?xs1vvv~P)C
z0(C$bkWxR`dZB^5Tol&5#2e>&Y-2Z62^|~^&25Cz$EYg{p?Za~Ck3z&RIwTTb#IPo
z$WY}J=#Vs85KR&YBYkS9*>`4n>bO!(w~~y_<MB1w3vc}f)kYxG(AZe$n|Sl0qKz8z
zx|3V2<M>jFtcf+W6Bx+407?xg7(_#`<9b^B1B52z>B*P91J6&=lR?sn+TAjdsP!X%
z8E9wJO(&9y*R~sUcsHGfO${zp*rgONsH*#8$8vbDf3zoKKsm9_K1xKKu}8yq)N!r7
z+YM<V#opgfn~iu2*0d&6vpIk0VPZd@s`P$R4AaBSdy6P4022fn01omoGO(u10W9b6
zx=*L9LkU@Xyw#(VYS?q-JYDEMyK;`sVP9`mp(mVHmsMxh7^350>tPth1rrCEzNna3
z18~e=V{!cW)Y;4y4mZ){6i!kP0Ow5ETV9Cu(B%y}83vvYYGFxZRI|BSh&qB1c#=0(
z3-sErF{^V&09Bbpdv|eF9RQ8|I?5^OX(dGHXh-S(lq5yG@mYCe=`g+d<7{kf{!}fu
zcQJhREHi18=o=aX{6$;+*wxOqXtIc&E7!hC@{n{1?#lEk&cE7P`LWotG=G1WViLQW
z_c|<<*DZhUK}7%=TP;;cfff&MmK*1NW#)M%fjrJwt9Z7h>)m=*ex)F-S`z9I49N$a
zmUuDYNQefBIZaXNmpci%F-6Pth5da@#sNVB*_#iOJcr9ZsI9{N^Ly#I;5p*mjj(M*
zEZHwwb?hN*r2Wh;M3tFUb)es4^Go5Uz&ijevTF}IPB`iNJf{wY4?muNM(Hv89#Mlj
z$C)8pQ<Fyl7Ck-9tfyp=ja@8v5vB}>jDML}1O1+8A9c}yKreQZ-mGYfaaRe9<~s3i
z+B^nF2d|}o*aRS?AY51%`HbuE!l$}U2^jz#?0{eb|IxV}_WP$C4<hy8eD3@{e-><X
z)Dbl}929MDiwMcOG1m1W^WDg11(WQWZ}hABb`5j{d&+iYk)5TnOgC2LR?YnOJ@^T{
zxpnx~1{!$dZ0SsajY`V-+GQ=om&?Yf-!48{=}F5<N3cveR(*4_Pe<bA$!T(Ky2yJF
zeL7<%Z^ruDdC)Uaj6}fm5P$zx9zM~YHlpYV$Wu_UW}0&lwJ)kTJwuo8-Zr4A910b<
z&NDNH`k$R;AI%`T?pzB|CbX2iFB<=Clj;MD!dT~6%4?h>x}P;iy8j^8%w{;Wb4mxI
zf8Scf{3k~pfHUeI@OR9`8;&#5r3H+^b~D_VFOkR@UYRhGOw3SJbdEniEujtoHv@aN
zkmJ3Y^!}}jMuRp7-4_jFbMzm81g4+)JH8g)b7)foUz7sstI!|(bY?|}f9{cQNPLzU
zEOe9t4WbdBJc;?-KMY#+boVw<C^&eK!~CfV1_sN;Syk~lUDjLUx3%o!W9-8>`xx><
zdeOsYISxhA=)c$2j_Hw#*&BycMuKlepAAvmm}OA8msZ*b2LdT+JrTg@!BthbVAov%
zTf52}AytZ##R(-QyiyC8+JQZ?3r?fjoZz#+{}-TQCXA3Z_-tnyATZ+SH6;)b(VkIJ
zQK4X9<hmTM$xBOz$wRt$SvAONt22W5u4(7KU4Oxnm6feZ(!sO-5ohEj^LW363{R>|
zkW^$E^Mn%Rz&f*C<sB+-tfdsA+67`I8y#%$;>68gX;nsm6ks#KC^Z9My+>it3n0pm
zNlTmGy8=iER=N+R0)<{ct;rRj;b~_}bw3i%s*ZLu0TL|YZ}+PMQu04g?MWTS;D+-(
zRP9&v3F?6KPA?AQP2$U;YcC2ChOo0dz!vo1@1@7Ppcl~*0pS>oY5^pWlyeS~nk;}C
zDL6Pd6F_$&lT%VQD**V`={AMiX{6R>c_TN;@(I{KPQw;?4p7jo@3OKyh<kS_Ut3Zj
z#(0R^)9Mg(ap63|bu)A@voF4ME2Q|d8#3NveEkV}?`G|GnEy1x!B*=b_)xUsZfM39
zCSQ2wgYZE`MfCb?H;YCwxAJvGbv0g^)9%dpo>NCS32kE*hdZE>uC$!v`ms~qEA>Rh
zet%`H@IGx<EN_eJr9WcI`kXXPrjn{Q8Ga%!CC*5~BL)>D*VV)ihj-B=n<q|cSd~a1
zV~h%05I|{sFDr|>xw#oo8%X1pIP2#10u&p>VPyQNJ3Bk?RMW+yDO2no#ryjA_Vf(6
zZuW-y_~6Wriof)~W83qCLWT)Fu1=oQwSE`lyD#9Rnj4K1jRF_hcm=CX*3;n&Uk#&^
ze+rU(z<)IN{1v;-Bcwl9_4bW<IV0{=xdAHpWJK}=V7o$)$vY#+@&LhYV5--hi|f^9
z9^`i53x%Zd;ZpnkheoG;En6F#41i4ucK*4wWom0@hmHS~Vq8E>>=7$af%KbE`oT1t
z0EK8u_p(t8I|#v3KfjBF2{#^3Pff`g8rsb*_#hxDh=}-GbGUqxw70L^0PDjeAha{>
zwdm{W>QZxaCjqca7Zj?sBf7bI@&~JAQz)gc{}KQ;hk?SBZlE;HADxJDV)aKkz*Ua@
zrj?HL3A9Sm(*;h7Z87NhEFBww`jxK9NflylY*JGCnI4GY2kr3Q!jckv$O;?POBPuj
zozD9F{9u_B)8cTZKj@^u_|RoQa0C!&mIV2W8Lm)6SJ&eef(dR$MtS$Nh>#kG4Y>;c
z8{W0HAj9=Uy|;>rir+Ic-})iGd-pDojmGu(u%biC+`RDO{{wr%d@>8Gn5*IOuC1?E
z1O^)dC5~1DH2VV#WM)7lS&BMQZ#0-16EntBIR%K*%cLig0?0(eiD?EdLm<KLh-dst
zNmn$!$kaRKDFU!`n+**ncf%e~?It|Pf%N0}uq;;!;731K&l>s<a;BkbbyygLsY71x
zYY)41MLz#YTI+|m-G9A$OMR$hj$dRE+oYnUMNg^vmu@4sTyx@Ix($fJ$=U%1pG<Xo
zwQB`>c|U+_aIOUidD5^IZ0zpt(rKCV2lpRcD(m_KH%h~|>>SSOA6LHPrHrYjTnm0;
zbM96Bm9J_2Z3Y4Vvws3n`gYQbcADfD97KeK13yF#tiBG?-G^B$0qkR~Nb)*i3*iy#
zfjdAz#gu551J_-+0N|UgG}{{MCsw6jyc6r<^3YG#7q4GS8N(PX);88mUjEEo*0*Is
zdb&A!3@uVRhf}qH9zz(W^HAk88X*4o2B??1?Q{a_-vj{iD|b@Mt;k^d{&xO;7|=G-
zwdv~_qoy@Xd`Fn-Uc~MeY2gno{>kb?)li;r)N9s0G*XDwFN3=A^zQjFrfi70Oix~2
zT4z*I749wLKK$19vgwJ3sp|f5&O+T?mS!9765kJpr_y0(`)6z!f9pp4q6<p2b!~*2
zZ?c<ZX_DA1OjSFyn7l}t4W;Vm7pZ<$%aHQhFp^wW->kHJs`hk1LQ*ICas8=r=@v;{
zAuLfJ?*p3yy7b8nL%(dCUFYY-wo3#OW}Zr_TQgld;{Bgw%QQ`WwVPQWP_xDxTBOKD
zoHt}%H;k~txXkMlAX=)~__V6p(zi2RVY2x1Gu`%JJfkn)#R9?=K(`6A9|PyBZHR$E
zg;-G0dbtZa);b-|6r8^?d9n6UZisP~w^&$tM=G!Klf;o@RUQ&O3j4HYRlbu^JbMnm
z@Wa~C%^ogS`|*#aOMA_hpdx92T7n8ZL9(7GR6V)cE*XW%R%$sqNeZ=_8Vz(Gb(&Gz
z81^a3@(M@r90gv)=^^gbE@MQoA7n-FF`3lYId0F|^!uDySxIHMp1`MKQ{)OuTJJxB
zARf2nV6E&K8<l&Q$?p&R#I}ak*}UPLQiCNXSGp>8?(vO(s03m1IsLt+drvH#9vfGS
zWp3w@PM|hejn7Vify!qMB!N+_j}%24^eu`cHQ=N{V+R%qHqQAHw5)#`{ED}It31Iv
zvY;dT!_YWV{JcmQT>q9|o88saHQTufK&2%5#`&2+e_GZcVgbqa{^4-a)F)5{)BMb8
z!ClG(Iv!dH$(>#vX?{`;nyp(~PNsq9CK8poHGH#7Tz>SS2e>wgm>yYPUmyP=(u8G)
zL(Q{q%Gpm39kE>C;)u!?8gjC7W;HeT&lA$_RQ8?ZN;lo|s<LYutx>{NN=T@en4^z+
zHou<sn~?uN`EBLB5sY<q%nLVzm{~RXp{X)1@$aYTCHP*_l``!~fwe`KC$4$%)kf;M
zt%GVOi-}%B?J_N8rbplZp>Tqwl>+3=b#4BiPtv!pL|n~;?BEU4r2&L?qiP;o-7tx;
z0?P0PEgI=!#6mAg@|gE(?s>L997rrkkXS%wtib}pCS)#=n2}Az5b}7x36dn-?Xqgh
z-o3LRwV}2U#{cDeZGP(2b=^pj-Wa!G(S`*zo>WNsBQJKWp2LG4U)`ro6@M<E+%VjV
z)HqOxiAAAY`#MPhMYtCYbyGY}<T?Zeq2wl4`*l>G^(U)o&ScHE_cir(8Y4@zy6>F5
z)r<wLgqDnrg!boHVv={vjg3sPJW6xwc65#YWSi5;5bMZ`R4YU{Jd!J2R(rl?b}Uqy
zjJ^|RFD}V@PugS;n*N|ZoZIFerHyujnS+>FXdN-^rA+pmUc_!ZQj3MMPjdXMtGI@7
zV|`l!NGq}S=V#*I+7RS%pYr}*%#Wq?$n@6z?|Etk*w^=#mxgPguC%av=LVN!wO}?g
zWcp*)>%P)?MYC`@hZIi}3h&j!(><wRe$`i$o;)t9cAlI%F0g#qdSN=lYa<EaMJ_f7
zq~E-tr=XGJ+go-RB3Y*CIBkGKM#hkD-*7sip3O>Hrw;<K(UG9h_a}R4Gj^Z2KNU1|
zNqD-TgRk7aINt-1+{$w9T^nY?DVrk?!#TXIX&!*ux|)wKVwi=}{$t)hLdiTYeCV5Q
zY_TG*0myl@6_Z~Ipd>SM_dCLfHtY8rvtU)(mHq|3MPfI-ujgY$#OvZ8|FmAkQ&lae
zkLocaG}ehknq%qVq15gwtfBF2-G_4c?N}6=v<~xJ?UdNX1^fO%{ikOlJbnCF04UUr
zv%UjDTOmL$ngc-I0RT~>J^@s5m%mz_?(>n%yxj!w9#i9y;pl?pdQEdJM1Z{!6LHMJ
z8{T5Z<=2WQAlDV>hf_Ue!({~XY<%w>j0skE3O!4s-m}*Hb5&k(dGl2Ef;}{RYqIv7
z9q&d)N5u<x+=N-`rXWL&eY#ha7!IE_H8jN7Oo<3LH>*V3uGK|84>dnKc3Fs$w^Fp*
z-gulyO7x6$h4kXbva`THnw@SP9v*(2^d(k6mI@2AtKmjHb1k|TM$G9i-}ZmE=V^Ky
z^Th3>uZ|60e@s2hxjC*RC`XRLh)Y#LI>O!Q+Z@#W_tx=|ct)u|FeMkfyZU^owU%w?
z@>93L8sHyaViQ9y?-Dd@W+B^)=AvtU=B@>wld?$Y>RqU(A!;EfGQBl<w|XSM8v+c9
zpEb|amjb=+iJ4$e?k|!BX9h{O=gnf)!I1#cBy}3b^@F2F77ZKTB?#jr-N=YVcE@%1
zJX>ZR33$MP9Xtj=X|Ej9Tatz^Yc-$zlo)vd=!IUQrrm#)2`HE7>TiinZDJBZ!%ZY&
z+O)u!<zR|0CMKTxLRMON<%PWehwuAkQE+RGbf1Q8jYj8h5pHH!VajRxp7q$<go_by
z$SYB7-7?9_M7;FEJP!T*RoKeTC*>xt*fbnz<;MG7m1O?O2;83z1prs_S#WM93R_kd
z^+f|JBsYt~`Z4@syZX$Fqs+Pw(7hJ7S^>65EbIC#n@HqAbRB>)uK9=f($RrG243*q
z+g{+@);854a{X;BzbzFm#Fd2O?(@$kN^mQpj+>$kMem;*j%s&?biv@7M%Q#zj9d6+
zCIHx5lST$aAw|4z6NG2bHbI~dq}HJK`fBFh8>~xFS(mh!@-{h+TcH3K8~Hk+5IBaj
z45IDVm-y#-a#qI!6-Jw`NzC`D00rfLmfiD1#MOCKFgQ3!zFs^L9*{l4P-LY9Vdl(l
z0B5`!J3e$fzmw-LV$p_RsGnS)9Lw42bDxY*oLTMTA8?Y+O?5(H*ZJj?&B^)E1uVDk
zACARHrp}<?CsF!mg9Juy>aO>(87t;i<o?*&7pG56e1Lj@a;4hb<J8d6%yQID+eFDa
zcGc7B2cKLyMnhCs1MJ=HzWIeGzkUxi1ovmpSP)*^%x(5>CrNG;O(h7<??p8!CFdxI
zFA`lR5q)X9HYyIxT}U0!NB)oxjcvpAg*Uls1})V!TUic4+vuxc!~+Z)?)Q__yAgg(
z(0ZzGAWKg~GM6ki`Q_Vpt85oq%wWGkAdMS#XnjpplS;8=5oC=lu!nWW%&0wfi`aow
z4OBD03JX}sNoz~fzP)I{=-}1f#Xc1=fT;uZO&Wgi1u48M(ngXWZvSF<tCk6k6(h64
z|M6@}tHBEu>`e*xcMDS)&bvQ+aBvr7gugo2cLvv1yg~z=P9?|4rrmy}hc-Fx3LM!w
zG;e}-ZBIc)<rQU_0DK2feJ{Q}0KJi103|MFM@Fop;e(}u>Q?QqgE{i^&7Ms^LPL8g
z`MkbX0_~QmCLAN98>>;@<ii(e?7+f-PND-P%|(*e%NnIea2<blMF_@Ks5phbbP`p^
z5<Mv?Ig_^#BJcLgd0<(wcYf={|5a&x6u`(`w~oZh-@O*LBG4(?Pa~E&tDexUzBt2q
z>B3$Og{g~xQU~MQcZjv4>vp2SCvV&lTsD$?6;>ZfNlKDSE_~JwAI{iOkgv9ymKFkV
zNG7u_wO}Yyvznds24Lg@2d&Hn7}Cp55dkF?tlWdy@Pinpn&-B4c}-dFDRSLO8|LBI
znBU?{#j>*n@vE)<HNqc~M(EY?F$~Q-7w6e;Y|AS$0Pv!6^F!lIKS04%0Nq&&#XQe-
zvNEOTxNp5PSG&+_`1bDOW?Q^VU13avt=fT*d+(09WaxFpOR&M);hD~UpS4hQ-2M4E
zca2r$Zq#48Tc8;@DF7{)EFlupu-09LzII(my2T^Ij!#LEUXu`ipAuMKSZtMTbK9`7
zNYj5wKu2IVq0Xje=Fxe<x8&3d_SWDhe5zul<Nj;&R6Z^yeDV&64V1FuKH#TGI(e4G
zy)vV7a<mo~M@}H$`7nRG$|pfvm@R-Q>U!<J233*l)HscenozT2SU3Q9qFXZ2V<q#i
z4FIS23);kMGbn>QnYJKTqx7FW+O!;2Hwc=7uv7K2QgLW@E*D^gBqUj4RO>#$$Xkwr
zvl~-ao-ys`z3AIVu6tD_W(km>zf2^m-rHKt+xe8Nw!$$OOLZ0DsJb#Vve43B7157e
zJX?CEgE6h9K73t+mIHTZ`4V;QTTNl*xT|Sp+JzIqV!tZ<_Wt|(qd%0s3m~;;fFn)c
zzhm`xpChK`EcsOIY=yKdRaK~=2Z%SH+bvy#RZj-e`hBhd0+XEBBH;}?*dVuPLXbC^
zCO3}zaJDE6U`u{Ln`{5rSQ*y)V~N)t^5zV`$QpJ2IU(9R3DI#l-l;D!42CMq=Q1c+
zs^qRjSN3pW%&aJ_%^=V*;6NT?Z*0DspJ(<509VOuf0wiMtQY?MPYfSjU$f6Y9ye6C
zg`2w_=Y#q6P(h!Q4GIJ?kv?H7x}nqwMZLthTZe|g9y7Ul$doI>G8`DFAWHwd48(R;
zTKs{jiKH|m((X+RNyVOCR3w88RCXQX<L`GVht6W)e{A=Hl_rPY;fr1l6HTJOFhe%H
zNi2Y>W$+fYdT7E#IWPt$HXHu^48^Z{7l43EfAB$7bvOn4Y9y{EB9nB$F(y(`WORO7
zP<yZE4dnUaa_6{o==J2`+bD@V0AR~~cNNTJrBVN0d2B*mvNDhLUW9>@nJB*C3bee1
z9*T4li&W9DOs8HQ3Mf>Chd1T3L{iu{VvYrXl+yzTh<Sh_30Nt*T8$-%NttQaKBl$+
z_Vx9nPQ&4u2S0X?IeHjM<m*ig+Xt3E+jrvIyv+)E;chbBZ_Dk~%p+%rU?tv{m*{$o
zISK-Gg-y?$0?&>R2ULrBMyW3TK;R+ki-?~2T`^C=)APEDWqWID1E`$K4Gl#D9#4V`
zR1*yYC3{j}*V7ktOWS*5v}@t%02CPQTf}N1O`rbV$|CFib$Ne2`x_=Eg|D}F?$iO6
zfO%p)m1c4Aju1Ov(lHY%&x(brWs?^nJ#_ifR8RhXf>mv{(8CT9<}hAjECA045eLFL
z{QeZ~xXjGV4IqYm36ua{?NkiTXr{#hI;=z>Jrr8*2*c(L03Mlv6P~5KxJX$nc-4!r
zO!KN)v+s%L$+Zy6c2*M&%_NU5!ts%mI<8O3{P~?!22vyEGu=C235Jns&_?}^^ZcP|
zx#UHhjVE6KqHjAw=jjw|%YeYEErrAad;P#ODafP&8LB}7P{ef60Kfr`O~<gu^29Uh
zwLLCPOG~3hy91uQAg@R6|KaEDtnu#cvhiZ&BfzR*;nLH)8F7Ov_x_*K&N{5BwQKhv
z2nHddbSNr_N_QjOB?gUjEn2!&Qb0l)X|MokNkNd12BjM$q#LBpn9CjC_g(Kf*E!eO
zf3Y`vveuew&SyU39{2qlaledb2F!UbFRcmvK6>nS6mGP>zhmb)4_)G*vz(fB(QcN>
z4(7S)rw5^dNI{XPFmTKDZ*lR_qnlJbPBWVIDGm<9-UdqY^2Fkw4~4=G+(C9*07F_T
zMETR|kG}WyscC2oYOrV&6cuE9E8=B@hAU*sXB<gZ#6c_8Y|2t=J|vm^UDk_&k`k^K
zFX*tE?U+_B1RM<-#B6Ool<I}PhuZgDF6rvJ@)DZCoSZjP4i$xAJ0>LJ%vc!1An|I^
z+&Rwc`u<&_rlzLYW8c28pdbx$QQa+33=1Xwy2N(RmJ9x;7Y%XgA!s3lw8X>1^Q$+9
zkQyZM4?ydo+lhbm>W7+tps6I<jkbXu4W{_O&k#-w;x;xh3GRe{y;KmqWV?YK3&E}K
z=@x7poM7XnF7}bA_~c|J`cJmG@?+ub<o=ticE7NUxk;L8ZOa5j&TfWBaZNmN9q4Up
z3UJ$+zdP8{!dWKLz4b;$bK}778{_*dQ!lv-9TRO{PMpHcVIEc0&tp9P*w5bg{OlyQ
z=VdOcsnNBH8curo65MelBvSY9-*^1=opIfDZ*9_XrkMyBQdbEH34e`N@_cRLVbGd=
z>?Z6FT3txz2WJC=^gUr(Qk%uDH1R1Lv;;^zrAITQtf+X|&B07mLgJZOR5}l>h-F)J
z<yJa_m!O#B{m>aB%Nz9WpQ4R>Rz_V7zFhE5Df_xs-rUlXHZ^5XSX4xeQX6U_yaHj7
z=*Y+(u$5&3;38<VwTXh1lwrwldu6aFCs5LOfW{>e&Y*#r*GzN7R1yy-XW+KWaPSz|
zB#E1{1eew-5Q>Y?^y}BJr}iG*%eEP>5!15fsGm#fJk2s)TG*J2DlHj<pg|hgVBbNI
z@So_`{1Y2g(Za%lx~?u5%hAqqzK$4F)JaD}V`K36>ES!djZ>?I%pmWrigzd03+(X@
zn*3`(i=!pj|B9kyGmr=wgMX&J?qm#Dfi^DRW^4H$0$f;h{|2}`P^wlt5Y7^2q1L%Z
zzrCAX5}?%0lSrugu^ywST<W7DD|9q2EEcria@#D4pe+PBSHUTCV*CuPo@pLYm7-@J
zkyX*5P$_vI+T&LYzuSC2?^$Dsy-M4Erqf#ITF0F9O(!#j4~{0B96n#CX{mPS+mrZ;
zjQ5lH92z98mxoGD_6V8|*2C>!*<or0=ob&7=QljBsur89O42*$fjLdwLW+6(xS4=3
z$g3%<lRFC<rbPsgg_#{Y8(1q0Y*S^YruJs*Nm&eQIqvA`q)4P3{aA|IT6an#v?iA$
zI^Iap;@ZN|>HXbwG{|{UDb9Jb`Dx#n2+hV5;(<~~k!AZHUG!pQ&(<?|AYQxlVg25>
zY{f*)n1a~06uyppA(ts!_l~O9r$oxvdbQlq?)N)pi?J~i(F|oT2-0%H6|+HFxuR?;
zAjkA3v*`hK_Ikb*Nz@IO`R{RLi{;a1O7U+(Kk#~&y;xEFEX=Fh+d*q6)#;k~B)93A
zYmoP}a*Uce*E>HlEgStuupx?jh1G0(j!bEK<149N;7YGIaC_1z6HHHYfMY%zG4g%r
z^q!jxMyMRTUJxgLABX)VO02fruCOevlI2VWDqK1HbT6GmaIoKoCYy#qTWg}(WO#u2
zNsvLt;e;z$!^=w#zW1b;NI%<*O?r5DEN=()O7#oR;|ri5S&twv$>HhJTf`t_P`#Wf
zD_ty*dq&Oa&xwLWn{%T^kx9^_K*Wf~i$y~Ti5Sn;h6`c+6Q3@frl~jrX#ydW(Ruk#
zM-GsCOa(Eh3!ZEJGTN<#ce1fG@MJw_etOwFJ)xP$y|CeZe)xGE4$i<lnj!g-Dm=_4
zTyno(6;i()r71i=afROMXtSDaVMhF1VC29V48S9kv(YEZEhl9KX%HHXC9rS*jrnH*
zZM%h|GF#vz@26<s{M-CDGjm8EHQ$X$dX5JVB<jW80;$~Yr61mGlRo)fNF~^gIsIEr
z?Y^|gl89_;S(civh69x$Y@{?@G_b+a*ymnZ*rQYJ`?%zIdyTPTb@7O^wlmZ##Tj#E
z8Papm1^l@#-<AjIHo{H`%F%xLDiS?%#m`^odfpukg8s|-)%a3Kf8_YZudIDDXY?q3
z<S>MuS(X*j9ttn#%ryM=mZN6S)6XkZ<c3^18|?4q3*KUxHP(toSdn5lNC#mle7jBh
zm{iyrvU(VCBwHBixF36y?!3)bY}znG)Ea@@z+aS|D}n^OPqHS{gv>$M+1_=y9Q4N3
zrCiA60Z$GSFKyQS?P7uIK&PzBL4{7{r(ZF7hv3=fBuZ^(gJ;7$J3XMr@qvv#e{N27
zb#hqptqf-yDlrb6(_(Jd7V+`0wz%=<F|kb~S(F)|d8S_V&GMJImi^UbUR@bb)fQa5
zPG=>#diEv-D_oeElsWRyY3Xl|I2@sF?r*>Q{dV3>=F|z@P$L^l$<n?)1DAMrG5c1F
zoB733hpl#j(#o$?7q6VoGh;VY!5HPdC6U=ZF(zm0<&u8MI&wB^dw`W?62qSA3YF+I
z`mMy^;$dP{+d33yEMQ?ZgiL<JSvs@QdWVFkB)aO{WJB^Tlvjze!^O7Ex+s;#B=X4D
zytO&?x{_UNf(60E^`|zw6R2y!5!9RaT`Y-&cpmw5NQ}Jp%9djR=@X?_nmKrLyaKQF
znEg?FlbpM2KVSU_+<kuIr_tPm%yy{a_pUb?^vPjW+RKu+C|0h{c#Bu-m^r4rp5mCN
z$u;f3+U!bb{bDEk<wg1}BHcQnrCJv^ta{kxV6ypuk00YrLz}U8cio4JZp%Zyj-zY(
zNw^q3+_!x(mi2@A12EhYD^Z)QtVOpkpG{Lt<CzzRy#NwkpZGG3;bu8n`YP#_AQ3jB
zMri)Ozgyd|SlP$u(rPUgx|4}JIQ%H&?7fBOC-QdKFEaki|Fyjh35vvG>tXG1ce6lK
zd6p}zd1I*u=<4B&`s6@?AreuLeTdQ`$C08+HQ&M+{ZnXSV5kro(=~T|7qhVF@i2G7
z@CiaEL<I$@kbKC(I~3u$o$IFVlwcAgeP!cgxBd5#shVNeAZDBSz7%C@$aHIzb@-mj
z<%R*brz_}60kV{UvqRDv612lKv}07bpQc@Wi8QbCe2Ni8YZ2fYFs6TY5a>PK6Y{o#
zz;zh|qY?K{5HyuN3EOR{)w}0y55@1Poe0hX?;`Ot7+v(nkVZ5zMmu4UG~#C8(6?{F
z^hxA6W3OL4);C<l-@=9Z8K_;izW4W|aRI-FcJ?^xYX!m#=>i!M7Z_5;z?-8HauY?u
zt;p}a#*B<5qvN!c_Kmr4Y+^r5Xr4mLLD=sukdd81QWo=;!$LYsjQm|XRnjb}>)ZeS
z9dOnoA2L&*G`9_B%-6$*zMImKdj1btp;jTTYqd?{<@9p{6Ug6^okxN>z&JtD9FZ#n
zJ0H7fX3R_#PyZ~5j(%v}<<xR6@5Y~kH1!<pmC)arv(<22pTE>L-#rp$@*>~RT%LLU
zzb+i!C%-Nsxt|`LVe1y$Ku1>OwekOc?H4NaeoIQX(-YjHpJQQ=!EGRV*`JV>0Qo$Q
z{iO#7<&j|7`@zlG4dUz568Q(VOulH_5#SUc==awjo-MSU21AvNxCU>=B7Ox9`hF6<
zY+<3Y0GZ>Ut5)tC7<%igP?o<WXvB7V+JW`w1fPa|9dcqCE|dzH`w+sFd(Z9hjjWl6
zWSKgJewJs^hCGN2L-GI}4;CLNP0Y|~WnEj9w#V<f<yu#QjW!EGT3J|_2Duj5qEX7B
zJH#h>${<RdtG+wuGqwTgCrI4BWQ_0vzZFt2YUD&LkzwdRLhh?G`1t5t5uWidJX1Ie
zm6g|zowrU==-71eq1A|g85v|fr8&^r@Sem-kg~D$`s=qZlauk0vjxAsjB9IS!ge{j
zpTeq=-S_Xe53d~!k~77nnY;Yd-ToP_5QxLLLWJaT@u>MPq2F~eO3yx<^g@xZVg?T{
z&tKmh;?P4fNO-8>*hWqPpGvj!Z;LC&Qio$OwdGSm+0YXDj4N99=AD@4`Fp3TnI0~(
z(mp)5`vj86+zhk5ZC9)DDm>+Jq1J0hlupN+mCrsj2SewnxuY*(=|gS{xGBGQXiF^H
zl(1^y+Cpw;YsfNR)!LdFpMo=R%yU<Vg3o@&_46)pCVQa#k$I@=dIOp=jn`49b(#R!
zQ5b(=9yO@BY4kGsaJu+dhM7tfmQ#Klx0FQifFe(&QhL&^zRXh~)-2iT=<(oEP|ivk
z9=L{hV+kcSCq#K)M1(Z+9!%|W`y1^kA}PX$YvL4K7MGZGDx$NMlI3J&WoH(LwXatT
zK~84ATbefOEHQmtadqk<;-umR6bF-*B@K?3&8D5*y|;Om*BRU?pRU%cAtjxIXijhU
zu6xnK*C$OK=YD(y6CF66XY?%<VG(c7$Dua9bYBgecDa0U*L3j?yl9l1W)`fJLrbUy
z!qf!*o6TiCp1KY!HLrvZmN+y&>ffy#H@C9Ngz7n-ghf{Y3fG*-$cw~f6pqiu0|?H}
z(I7yAK}~7gihGEsnmI39By6_l)l)V+D~0O2O`@yb_UUheN%Djhys23(reFzDnfGAO
zCJc;AZ>^LI43!Mu`*b3~wk)VC;hja&Gr6Q@Vb!B*cfZ<&>&FB0PRtMQ-)DFp>~w#5
zeqJjE0b)S($*ez5huUkkeC{=I^;72&y8v5^PDvyN#TfnS75STO2uZl`D$Nf)zFX{Q
zc+Rtu;XJ_=3=>gtLt@Y4hd9**SA)Pq+1%ZcFsnC`Volp0V1?=sYU=Cm@Ne{A@5<*9
zlEZofDJr>li*GXD=~fkPhRi2qQ8*x08A+ShDS8f99Zw&RbX(;EKcp)s#Y+xKpQZ1@
z5Pzm~J2zbT$EQNnI}%PUAob(NkD1w7DX_?-LBc5HiI|w!o40R+AQaXx2Zo7WVA3M~
z4UaPKlVit;TFmvb)YL0T1>DxAu<klh>uV5~K&>P#Egc*dM$*Ad44Ls5pwR?%0+f@k
zj&av$Xm~i}2)gLfhwbCzdJT`)yyBaiWgsh)(VL?jm7B{184-mKtvWsb)v1CGKtEJb
zxk9x_bWJL7+N2$7n`gxBO&!ky0zyhRO3A&xjeYhO`O)7Wg0fG9s#??kF)!Hx<kF@#
z*Cy*10O6s2@18gf4bAsT=hYaxDQ&sHk|BT;?6tXVmj7Jcv|BITV~m<yWn)lEx^QAI
zXl7yYu4{O3FrJQ%P9pJA_5PlQAwBRxJ@Si-)y-NHHVW7=F)^nOs+jycC4ri7nUpjt
zIXT%Zsz<m~2qN)tcbInzh=`<s3#(!Or(tMF2(eS0+wRify=S*stq7~Yqhd2f)%0yH
zsc2!-tqLW%>UH!xXnN|?L;rr`#MuBkFrL|Yd|>P?v(ZaqDvO_V=$P}1wbRm=?&EH)
zxYhKBDFSIs1HRRV`^(t4xaTX){%2wOzll5x&;5sFR9yb~!+#Rb(Uw?XOR*6aL7`%{
zXPu~o+={=NXkba&j4@j_5(a$Wu}mAdqldL8m;@chuO<TEL@^a+@vo73LAaG&=E`lW
zNt8QU9F_fo=K405pZ7Jn$T@JWJhB<1|AQIXzmN8!h-}(OE%u)=<so$YnQt%@;Z~tB
zuFvD<p~jLPEH+eD_EF2LVdD7cEnT(4v4Zo*p7qPMFZ2zKGX~2Y7(xL;YrGHK5haL9
zq1Z4^bMtej15Y>w>OuOLQKw<lms<V=>>gdhD|$<Rg{SmB4xYuz#&l~<+fM4-3FNJH
zXL#N{9V<m<OdEp(a{2r2O=l#NwEIjD(c>W!lMWkjN=GS{gBwdT6um5Lm4ZG?Z#Rhx
zHYDEGrVMh}oEKqQBi=;NpixYp5p*`lQ7H}XKh4v*{uog(d(#DTA$v^OSiG!p&F|}H
zXd;FrUZ^c;_-=MIH2OU=qv;_vNk>X`D3>R@DQ`PPx7H6w<{n<35uG-jAAfu<I$4M1
zPr_4AIUj9&#B^4^oeyv?KZKtEuyq=cFKeS^M1Cz8u$T~9%idA}P?p)bWF_g&!)Q^&
zJz=uT3?0tU#W}^8;K8pL>`A8p-O5KN^=vwo7auRY{&tZcxTl!>gZN^UgO)Aun^sv-
zu~?hFhWi*>F+_$#r4Yx`;V34Bs9ADNXlpv7s%ev)B@sO4%HFzc?_P&yhQd@w4NpF;
z1gX~EYA4{4;-T*Bh5)-#2no~0x`>geGPt;7g07C7&c(in)tXtI<_bH{+JVws*qDGH
z=&+EYhacHi-uw7llpE{@`(;N{ZI2jDrV@<_uQ)(#E99ZO)nMVzq;Z`BgXa;Nr}0jA
zI-Np#Eg4V1SVBS5^Ar@iUa06CS2MjbjiD_tJTMd6-&G{S)rsddpKe=WuI}J;PQK}m
zJBII}?Ku*7{f0}Wo=5SzwXf_n=$K_&kxgT0JBKB)#1lfLX0May8-liVfZ?i*az;+X
zy@8#r0Sx;mAG6xhZ^84Ek1+lLvd5u}8lO_`wvo0+y2QHGPFDt#8S08|T<wg&2oaOL
zbPfXLabHSxsI1HzQ$^R06NQG9T9N$+H_46rPqwy(W+i5K74S0VMF}I%BD^ep-w_Xb
zf`$IQd+8*M7_}b-cUx7VJCWs8lebkXxq)|d3t@xR-UvazsX-?N7Q%|u&*3+(oB%<+
z<6RT-mY%lD?r%*WN74Okz1@#@9js81_{i?@liYcqF?IvFVXp}V(cgpzg$wHDT;}Mn
zGVQIUS$a-CXTSPufl@-mpvw-x{x_#$SAmivrC>gMP0YQgSy<?8UO`Zdjr=txWDCg6
zX-SZjxin<~`Jz<moE-)YUj)ZS@}lQ_bJSfhaR0C-z#vhCCt3C9p8$2=eO5DL#j<L4
z8Hsxr6cix)<Dj=FcMlO8ic3qfAdhb?ggN$5AeVyphUFpSx0~<iK&vsoDC~@l9HZSq
zC~8B_R)W%kRs&X4qC4j2p;uSc9-5s+F2^)8i=OVn_V#LT=NF6DdYD@9kYnKSgMJ-~
zQcu-P7D)(@80%ci9eA6&r-?pj!1hjf<mN4;A8!(le`63nf_hzdHxaV=Q>`y8Cskoo
z-QL$DSJ%C#tclrwaUONXk)OJH*VJKke5v3n(n~MILf|<H3V6t#J3R)a9C9|bMwmI>
zWZ^)oIEwTF`k>OROKOKLYRJMe+_Zg_2?_px0Vo=J_grE%+&C0WqCKP?uoty#4u%K6
zVhpGyhA&j@ng;L1GI+U^^S>m4(hdV7($+4T77{M<U_fx2&ADdq=sbq4wNuVzRc$FY
z*r)f7l5YKYp^a=}v9YnyMUur3chf0hfolm%sN9A8X-T@Q=S#@-UfCL3$^P|oKLH_~
zi1TtoPCZ;&6H7~I?!X(=aCLRk!kFyisiV!$R9TQXjU+GG?xQGN&;dDyGHf<zmq-5f
zZax$8N}1Uf3^JosK4U{Yzh4JE{$82G0kwILKw^SnqS05Xt-gze3rD?aRH|}p?6t}1
zSVA)L=s6HAw#7wh&^ig(Ma;l6RrV!`*ghJC7J8+7yA_Y`W^y5gKwy}44Ij`NC}$0Z
zqpo@UZDsL(&~(o*Dv4MOT3)$VqQ+#Qm&{ukjYLZzl=J6MP>#_Ap|+M%()K_)D1_PS
z*Ox<Eu3wwYEF*a-3js`?-Q)E(*W64mbA04_`HQ&|#5d@qLTIXK|Kx+q$;#|>F;lsZ
zQGL=@->JfRNYqM*tcWm<>AkO;)Wd;t^t6D$e(O>kahF!5rXJs?SQ+b9Mod~=*O&J4
zmNN8hiZ+80lB=ke(-6#+*Ja+J(-sRsZev!*c@=b#MTK(j{;7&I)N^hx&ez!xsK8Cr
z;>Y)kiKB47`d8abc)Yk<L~<y%&Q%l*mr62d?C(dh6)~$za=ALsd7aFr&HU1rcV}1X
zrKFq*!sV2%HkQJv-oI-$T_C7Pc*2fg0!6WqEGsMsmsUjvBIOptXWoro$55ZldCDMJ
z-Vmp|LU)q#0DblUg=b<j9eyp$>SIkwd24J_Wi2dPtkAJd!-hQK?&^J0lM`J5^~!2*
z^gXt+GUWM74Qn1h_cHVqW$$GiNo+r@tQnC%U{{X1fdnsg+K-&U$38gtsQdC$_lOwe
zb*|o!T-i{c#Q~7Uxl-=Ft&ULfdB0;}#DY@hNh2+-6cd?+bYyiNx7W>nXNkhuQ&T2&
z@A>m#40#8Jx}?kSG9uE1-d1J%ns}E6gw17WQ@u>gMp80eOBfyBT~=w)w<egOkz3P%
zv2@wUMm%MNJITP^HBcjh$Fpjf&ixdVq>aW$qv~mPrF%-|_=wkDGGeIhsGkB^G&eRk
z(YL64A<9`=0Ig<#zzELPg$hDvjgcjN`5rBtI~uE8xQVR;I*|WUyJk*}90*%KH1$Eg
z2o?79_wl$P#2m^3&sNQy>;!SL@iS8!U_MG1iwVp6r8C?m^O>f@T=p0+m8V{PEU4=x
z-HIWWFGj7LJv=NW;&fLC+&ldCTf%MYpnfXbeB}|CGhSr<s)n59Hw%j9&QV{f-EFl>
zJ`>+p9cnb2FJv?{$Pp}nxjCa6jGEzWCl%l@TkkykJ@Z;Hfg@rD$XqZg7bRFZS{2qr
z+W3m|;t+6@oDE|<ya)>3{lJirr$~K!XS8(g1%6iNT-bF)GjC?hxIH#}cl9XVpmh5w
zla7si{l#tO_iuATn-UC3*$xlDV|41inFV`iV$cVGWQ<;>-`PzQp{enKUSm+CM*c~J
z!b9(mQIVT%EcfwX$CVPky<U!VnkQ@WE<GPxB0-K{TVF@tvql9dNXGqk*<p3F?7L#`
zT%1)un8kUNyu7ufd=|NrX8rECX`PFCQx<s`?|uTj$M4o*gJ_@%K>W~OTD(=FP0U05
zv+4Mo3_TEoPUo@x+JTp__sc}Hf-U}*1?6|^bagkaQ!&}j*5>%ja+a^lJ-()jmLwWJ
zK<>|%(b3q5fY59<?6nfMwSc-d|JgY#-S;kyx<<c@JWuu+>9vg9x9V#5b2NvIz7HoA
za8`TsJ4U*^TMX=?f!Kk@@@(8?lSK^XKYi?$?(PVwPzp&f5iHn_0)#dW@l*@BZC%KR
z+(eRtCm=&~OtnR9G~LH}HJy4@eoZfnfyJg6OtTc#M#M~q>#R3sW9~lCe~>i}o3V?l
zZ2R?M|J%R`waJxnNGu>Jk7CzNlc5qz($l!Oy*FaD#Tb;i!w;}FGoX(93k-&8emn`H
z?R>Z^Y1eyLBp3~#?3_;&(r{epS#~^<uACnhVo>P2eFilAn9SX<>F3c8RAloAN*!-l
zoM=kXh_0+dTMHZJBDgaZRSmp#pYX*stMfZOcjRSgm@$8LW);4agQ~@AgsBU%^70ul
z$Kl;aQxt-oDVWfb(UvM`ru`&*HI{<U_X-i>)!4JOsqoOhqC@pl8tQ+kK@qFrVsHbM
z<p*Yn5N|G&7Nl)0UG6rLjgG%Um<s$(ATbu(j0<aivVGjj4rmRw53SYi$!U;S01&DG
z-UGmAUC!?l!|GL2QPF23B_f9)=un)H-?f9SOZoS*ejq!ht=7qVj!WwCZ)$2;EN`dZ
zt$WRxmckQCxSMvhS_tyHtXL}0Q!rq3GbOp-Gn+Z9DxUQPpVa~PBXA|QCIFqET#_Wh
zKu_;vL8&abjt!R8b2$Y<|A{mf4al?qRBlUz8$Ed7pj|gn_jCbhp6aTqFr8?08u*>S
z^E!9#qOk+ag84f4Pbh@1lnv%X@K)lL#m27pUMBt@tT8$5jL)A%$}1{@kJuw3B7ku$
z4bu<kwY0P-U=+lo*pxQcZ^FC&^#5>4rfJy(`bK)cHMJ+WyShfeq!nH#dO<<$;#Xz4
zTWuRJ1qJ%66s;Y^#QgTOV2+4wm2xuw4PioB;iNDsJ~0TkOfhD|C=$e3d)!!%T;=fx
zM$$eP^Z7rpNHG5ki{$E1=6rioCj|%W45!==vA_Py@%$SuCJqm0BU4j`q0HiNRCr1)
zB*itiW^J+af?9w?@+vB$5Fv|Aq+!byp(!MG8B}~~Nt^!uI0ZB|THTe<0h{^+L7cCq
zy1Q_Kr_%n$imjcF<C^*J<W8+cAvCuWYHTr^F_zVU$=6P$|8hHLW@fI3>2y~D5%UZ8
z{%Y{pVWocJ6I<I0<M$&Q3(?JAfm^ras2GL~w5kVj22DUjpxS)ms}~IYS$B8$kXU<^
zK48UipM?~c{-60Hsn1>|EdqRGZZrLdWdm6_JB9Gj>sueh&Ac(Yhp+~tb;e{MvlrMe
z;7!9It#zA%q9@9YuTPbh=i(|Z!MuAPQh|GT%vDN#9P=2h<4Sjj9`fhlu{o&PclUV=
zSNa1VK3uhaeMmGTrn?i$G|m-ZDIvpfc;=^W*4wN4+z+@DkmMLxJv3uPfTL0TWU((M
zYJiC4^C5fn?_clfm|upzFG3h4st5xTPgzNpYgvXda~Uju`Cz`O*hpFTtrkqa`DHwm
z?$n5x&*w@P+Fw7#c1lgi-x0LMeH+4IV}nQd-S3}XQ%%apNX3%``0Sg%P6>R)Ab0w>
z?e%`S%h7iKb1cZNH4-F?_@@Z&o&NsRoog@XlBms~59%ZeG~5a=iH|PpZEcxV_T7{&
ztnVKkx>u$8DaELV^k+AmDDF(B87hr-_YXh+?NX^mOG|ogVc`x{y{NKuVM&4i7=7c#
zrGq9chUc54zkc3%H-vHC4x_v>F4PjBz?=@V3I#7J<@PtBVLCp!`>B5wy1kj>-X}VE
zEts4B0qFX0V5hvGwDclJ!2XloH)BjCn&CgARSm4mU2go0QB|`pZ{~^9P`{y@7<H~=
zh(MWr;YWRt+dyCMMAX^u{Q=1mq!5IW^Q8%UvzMxRFnhP1#hE(*vz><c))M}sK%~hW
z2lFA$NQX_QB6Cw3C+9knZy$GXxVy&18Sck{`um)ONmBxZ(2_t)mBvLrCttnV!;i&Q
z8!-g1y_$VdnL!=;Yw?C|uFcH;&l0*&X++Gwtga%ZYFs4lQX%)<>GEpOyuPkf;_{%H
zda8gVuA7QuYGs_ym+HWqSo9|)Mi2x5_5Wp2HNK93pbR|MxJ(u>Iuf|#v9A=}YwDoF
zmC5@PPr*H~PtEy)OY3pPk0rl)XQ-&O-W5B=b4Mepj5aByG|I!r4*K|5nv^(BeV<O9
z{oMHMsFTgeg^Vx1%Aft*`<v@VL_Z&Js%bth%4jYUX|<r3M;I|#7a)y{hr3~EC1Mjn
zNziOMuKn(1Ipj-RK4Oq?o|V9ViQBccW<>Ma^A82?$B#sJoO>Is3ua2>Hv%6rQh&RZ
zRneGT<R8uww37i9SlZ*OLR}mKpuh*c_#&5Z*hs>5;5>bJ{taZUHEtPeCSfDky!rE;
z6xKAqw^J88?z{)Yz^HkSxuw0Yi=Fah#h&&$(m5y#Ulou2ibHmX=c-Bosh1Fa(q~yL
zk2^#A9GB-YB?wb**%AnKFyf%ea_xFHc^ZfNVR)LJYnk(G>OEamF8A>iDfC?##lZ_Z
zv^(42kx)sew6&7w?c(=Uz{i+=9<yPZK;^WO3$W>4)RwmEt)B6AcKbQxTkKHxobzPr
zcxL(66}7IB9akzL$lKqtXm`(kpAeVf+0V_{GnJAUa<Pq?)MC9O<t>_$7ylL?{Z5#q
zZJZ8is%|EgiU?~oV6p413g7J=8<VQ+4aOUgb7hr2I5u+U2OT~lTx)Y5I~f?>a5@yH
zVgDRrBGJv`97-Zy2jG_l|L~J+z!8Kva@KlG{_b5p8r0rcYiXrx#^>-BfT<WnSZ~gG
zs7fj^qiK7seU(+&uXXo+lI4yJYv*k15g+vU$zQXrW{(^j{dt_f+Y4NWZrD6+jec&7
zyFXlk1#>luZ$AHuxfO#yP-?u`E+j)myLb4idumf!t9SnAcF_D;PB`|lsYROY@uz{N
zqK6Xl(}(frkZtTl!zeVl&RA&?RNGJ!%XQYB<%}QG$@)|nMsiHX0;mXRXdhwfAbj%E
zAh;r>7<MUB_?WgliBjsq*2=dJ<KCVn%F(B0;@YK|7xJB=?p#E+_I`dU8ANWaXRWlD
ztB3i00h7eQlu_#GfJe7`xZJ|42#(dQ{ShMQS>#(J-non%0#C<N$X2qp^k;8ka&1nw
zbntHe2j$GC8aFcUe=l7%P7Lo2KTwVYP*b(@rpm9?fF$qVe`Y4~5;_Ok+a0Tqzai#O
zmVdvP79X^~uR>6LEL{jW@?bOQPT<a^QX(7HE|81=`V={1g7sTJEpgOrmC=0;h6mJr
zGi~}MOYU>)Vs0}B;!{V-(+6El8RF{Z0Sd^$020Ug>n;8m9_<c`fd~+^q|7|Um_5sH
zM-}^1>>RaDQmJN#FLEmfZDl-<<sxi?b}=G;{6h|o(OLyGQ?adP5!S|3e$#w&i(1dc
z?7o9m9rCSO9^5y11+sW`pPhRz5S`#w5TYkPrk;l@R1UnRXLFuSV_N>AOiS^doZRL)
zmPwbiBo34wvZ1DiJ|k~5)v{G;iLWRlZ?xY%h;-u=mXzE#oufcg)Kyzc<soL(lQqm(
z_Q8K8`I1z)9>rbFT5xWutb&1Ne)!X@y~ifYiZY@0fbzXp!T_TN+W1pBdHI&n(b1a+
zFj7F}`Cr{&?9yEPYQEi(DUN;2SR46_%n|#ZQ;mI<sZ}x7$1^sQhwCz{@(;iEJSBZ@
z`3>%KL;<-1DigqtwFKOt%b6pee)uL$R$4hPEGL_O-}E%)y;ZPxb54&^Uy4<|6DjBo
zV(%#DyRz<`oF_=l!}=hW+h@!IYq&3F3;{zh?{F8h6n!#oRx^2#wTnn~Ko1JKy3I;U
zs_AgTTfzFJ^X9>+cI0cjKtXZt&(~Ix<(&FPQb4rId%w&uT94T|__p|B`?^=>ar71Y
zL#`ax^{gMep&8JMe7b^rNQ_*T|57GPa(0sn(k>0RK82EUeqS#vqK!;#6>tj3-ro$W
zruF^0^9S8PiV5)usojHDhV`HVb1q8@B$Bw|+MnM_um2S9+^nTg^fs-0^L`10v6K#S
zrA-!c(Z1$&Q+DKIo;iD$oOYgx;Ufz5i@LY<>1^2IwK0bkehmjKr-!Tljr4At;n!gS
z41>rVVwE}CsCB8hd2!t<8&O%FH%jrbgw39VCt9I_QmN1?EPktS?<qa(hLoqQR7D04
z;r`gxy0zO}=QLgUCR2uc@9yr4GzeDUK<P$>d`+-@{A&!s@~>skOkgn!+NHHp%z}hY
zB);eNG1KuSMXid^9it=?{%X&9eYeLZclZX<3j;L&d}O?aVlr<;a*gZ$-KMPFsBk>u
zGnZbG7XeF(^2zb47n`h!%14Hy-xDqs_O>h~iP^5e#?G2hPs_^-TUuV`I>CB2wt+yv
zfo<m4(u4YP)&uk#M-3|s^X?ixo+-m|+VtWta#Lb7APf^5k1knt?K%p>-;j~Fw=et~
zs~yZY<n*R2#MUWp&P!PCatVIsjcV6ZZSsp@-A`y&E_I}&RAL>CQ)kQv$zPi|j3=_K
zhv^OvzL8QIcA)8%vlhdM>3mEmS<*P9j3*%_%HmEnVbV>K1)WdA><=3&P0TJFt*=Q?
z^mh&$q0sBU%ISv>ja&o9>=9AsMMg3{Qw_Uj)yYym9zUcA*@vAq6szCN+qL5gFqWi7
z0>p7XYOsDGbP+cqfa9V-;<Z3b3B1%>V9||)VW#{7{Z|k?cyRgf4ua>=BS=XX9%DAx
zcv@7=)RM`gY`?$1#^^Q~n-Q(2dpkylE0a`+<65v_GSOTv3z&6!>;WeF4|LO^Y?;)g
zF>u5u>EbM0x{(TQIhWPDasiix`<d@bl8BT2=L*B?)m)aWNh0TK3uz_c+Qs1Tcdr{u
z;tI4rHsbLtVhEwfU(0&ieQeZ{l=mUSnLDfN<S1DdUy;ACtR(w@VK<|aW&XB*jju6U
zVX(DjMI<HURG`QyXPJ^R0F>A5M@!HPxz`N`=j-xMO?Ry!QYN4`tniboog<Nfa4pT$
zL?R@<v$ha<6xR(=Y=)<nB|#Lz*<H|n9b+g$P3A10@z(rqz<fygwU(iw;5)v*8|gKx
zPp(&2GfGA~7}8;lEQrKP_UzfVt(2(SlH$C386W>Q1>M<wjg>K0#G$w-dztb1)+G04
z{^hoy51$7e{OCW|Jf}IC{AhdZ#;@7C*pHvCM?*$9*ZJkoL>2v0zxOM;@AYQPzvYsi
z|FJFGaDR$dFZFV43+puqoy`Y$4gyxAIEF^V=ArxV{?m^+Yw1&%$w)Gth<!0dDabN?
zRi7h>1ABY5zt`ge&f(c&MjMm@QPj;iZ^b3~^UR^F=NZ-{R4>EB<mrQzc8j3(X%8>$
zA2Znz)h#V!jZ<5t>i=<325c*6X@0-EwD_U1bD;e(qiNfAl*$Tm4>UAfa4LlyoxhcO
z;MtkSW1z8ap|nX*a&5%bkqUva9PQMUay&1VJp0;oVXjIX3U8v&xb-F{XEcC4&A-1<
zEr#ZoLmol~ya$ftM<U$ZF@3pOriG<`dG~a62?qZ_$qn9?diDb?sO3jN1GP7@S0c<8
zy!p;N&JV=KWmyqLWTB5>L1hYj9+9UE=MwNH-P%p-w5C)_q>Yy-3tij{FJ_K;$Mf+e
z%|CPyaP(j57>6Oj<_H@kIvO#QpFHx0oxLLrH|znD#Qa7pOAbsSN`Q`??7{A8PFx(>
z{V>cVO1!IaBp|jLe~m;PG{V{YQ5Q3tD<~sE`z<Y3cHgmSuf}oslgfrIyVZVi<U9V~
zi!MX}XH3m)IqmqaIQyrKV4FLrT+kD<0kYLA@D_prZfPr&jLmP%eN||^90p*{^tt^d
z;J|x=q(QpqHWYk4g;s#cM24<RN+i@j65vhz{oAduNZeEA9%i*70?S~ZZ(n%)dVeAC
zO<L<GzM-BGJ5Py`<djPB*l8?2l)UEM8#iX6d%Ba@gTWS95~wx4Jh)!P*_dKNup(*r
zrHWtZ@Xph*7}0nVLkvh=m_anH*mm+u(S`-&51u=rks>a9yJV&Q?s&kWH{9Aebu=-i
z;k4yz?t>H+i6rD(v)XRnZHY3A(3h+9&Q`J4eI9rH3(IRy%FFY2yM0$KO|D8garb?R
z=w0{bPlvX~x7+WDvIaK5^_Y|CA4aMkI8al%wd;@t^ghn3BZ(lb_Pn<Uz;namc=A8^
zBcQenA1T3D-^#_!jj&*iO?h7-tFO~I*}m>pX~5@3=F1orE(dvPn|~RpqoY|ZqF!*^
zQYZgOdSBH`^(-oAb*L0@Iyb*`CPQT`(KE~DS>4<@?fpag*Sp(q^Z4pROt!gAFNKEk
z$yhoOq%uxCs{0y3dSb{Y#|sRjm(O=96?|@}0t&<5k82VGWQC~EP<+6CAS%?sL7ARt
zVyv^VCylPPkdZdf=YfCgIMr}A<1BuMSK(t*f!nvwv&GVbukr6uN3VK%)DScO_R?Ul
z*#Q78yT-;|1KU6f8qpUyTwlpvIot>IiOsHnVdD!TZ|}Xy0Ie9*z{k6HYzT3IsBUpy
zz&j4xfd7#tu+9FN;318&12j1KN^&BHDFHqxMN+`#=&7|GsT(PG_&N?Zpdut`E{d18
z!L%v~$g*VejJZ68nX5|UUI$Fefb)%E(aYP2K-O%GI9ez>?KNZl{7z{Wn?=Mm*DYxG
z<?D^JcRvlV&~pE3*c5iT`~(?m?Y7avzzE7!8-^5tDEe3^>d9$Vmd%=-VYK(jBPT%R
z1jP!k*{*SP3ihsiWMzdpNyY!Loo^E$(>>UUIMK&;=`-o0f6%9bjSTV=GPw!;Uy%7m
zM1LifK;c#W&N~7lbcW_6<#<t@FcGI22KE49QSx<DX6E&h#H_QrUi-$XDm72?6!ae{
zy%v-$8?is{3SwJS6!BLG5jd*XezbjySalMB(SFU505JYA190rkjiTa)|1ymsk32~=
zgX;r_>HL{9XD<8(PW*Ea#MCYG+uZv5`+JF%1+V7aU}k1EpjLVs8x>{v($jJbv2$fL
z3p5v@J~eOu%O$e8;9GYxQ1Rq8lCIhU8%2o3sMQD{f`XdY&%BV<)}}%Rb#vNIh&EeY
zhlwEOBcJSGCnf#)XonJ+S3GlL8R*8GJgoUu8|OUN>TtJUA?Zf=%X1I)JYOM(H8T{(
zo?F}Q-4!x(!oJ_g&~k)M<g_}*L`7U<+V}mts5jQ4&i(s04ljC5OnM_DCc4e-zg~X$
z@@|)T5;8LmMyJ=rbOPnPqPA9a6xK&|R4hqzXXl)>(<rRjKdgg`LEl`2fe241xvjbs
zlXz8kyTl3Kj$UVU1#`RObW`}lO7aAKIH?uGHlL3^7{hxjS%Il+4{{X?zx2=jc>l1>
z!y1gV`v(V$x-j26#u%br{BUKD@{D_AsNMdVmOHjwVA@Gjplf1cQns73KvP>$!H*16
zn*Z`(0=xIn70h1mN)>OH5Re=8@qgzZnf~^}PIH)-RZ!$;E9#AQL%9rJ)nmZQY{57`
zaf@rUK_}%~rm(Nu^MK*DLj{JoiizC#Zj|xx&{IuH+unXA|Hgj)(n@@GrOk#)0brA>
zf>IUlK7O1Q$e?=b#m%)jn2q#fDC_j68jhxn^^fGYO384UgPQAc1hMg6$iw&vvX~j$
zi+NHF2_kzFPt!~JVoR|74MCSzfAByGIF~TM;#%G$OU)kLsK;je%faT4n@z>eo$ALp
zFK`Kq926$NU3l{sn=`4RfRE_t>$d=%4rFlFcL7V7M5t9*$xMr4?H(cL2-Y4ldAD-}
zt9hs0PR$krzZI?|>64>XZ^`{m$Sv`^tfjid&0x5i;TvVu)V$97eC)<{7O->pzS#jj
zFthzDv5~Ism`3Y<5saR)SdOG-Uf+emZ(YFZWxRP41SgrZ0o-d6*#K0E1S#KT{W=xF
z*zE3z<taSe&cGMJ!TgpQMn;)$v<UE84a0@#-7sxFP2#W#YyhD=3jkk1cd%+d-Q1NN
z;rL;9jA-cM)mPn4WEKgo5O(5$>8v5D*ei0b6Bahr5)}IvW#*;BT;1vfWHx+6BPLlu
z2y;asOw5p64cwTbxkW=iy?Z!;g@+r!UaV-|z-9q!>&wB~wKkcsAJ+K89D0?$c9WLe
z0=~Jc@q$#HMZR{OoOzo~Z=GNU_01jy@^kHkm=0|Ogp_OTb`Vi2c3e<nV{%^^DaRou
zKeQQ$4M6qf>D;!*yv25nN}_E)(`QoObGY$=eFaX9%az%lHCw_<%1RSg^=lqEFn1#Z
zbxB$8Byofq9=q+XF!}oczFZUy1A~mt%OMOHkk|#*z0QQaI>Jyvjc~5H$sGvH`NFO8
zT)df4&Sfuov*J|!ul8%_5x7s_&skLtnsU{Z#6#zmhF>J3uchx`0yjA?50rg=5U(Rh
zW?{U<gGyPoFSC7Pi!coBVWoKjhPnQWRv6IoAtWe>h>;DfbB-|gfoFrJL>A_z%a}Iw
zTY)oB2OjB9PWC&!9U)6-!J~MN+h%NJ<%t`Zl9=A=zxMiVo(y@ykK1s*Wn!bFGo6aE
zz6%HmRo5TTd*@d^T0g0n6GN}R81iDhY=2f@O>DF}^=H}xvL>Ua${|1ew?!KH59omq
z$PfS5|BEOOTz^-*y}jKQvSKx3mPg8?po}vIWw?tJL*MDqf+K(OP$>LGc~ck~ji|+w
zd-!CmJ~)Il3WzPYdVe<2f(IW1;}{c>J6JEk7z|p}$fpP}b1T7Az)Pg0(hz1v|1orl
ziKVKeqX>pcu!l+_NVS21M`q_CH;*2wh(pK4^$IrHh%FP0x2d-=YOT<lcrqVYiNF<{
z8F(~JRtr;ef*<PxP<|ec6hNL>KA0{`1x;o@-raYEmB#+blPnnU5(%SVj$oIGesTRX
zWKhw!z*GT=@NrlgB_U;JghDZmK{_rOfgPd$7J4=#a{B)H;XgeOku&`NeyZW1|F17h
cbZF`Xv!PCv<Kzp?E95Q6N-9a@iRt_OFM_G>CIA2c

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/collared_dove_synthesised.csv b/modelling/data/abingdon-all/resident/collared_dove_synthesised.csv
new file mode 100644
index 0000000..7039f6a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/collared_dove_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,85,0.7602016,92.15070097920912
+2,60,0.6217963,75.37338110216896
+3,88,0.6204187,75.20639012810503
+4,98,0.7744617,93.8792927251797
+5,99,0.9037474,109.55114593041858
+6,91,0.7915829999999999,95.95471560862971
+7,80,0.5256864,63.72305748269527
+8,70,0.3455362,41.88547227957979
+9,48,0.2960343,35.884912974255094
+10,20,0.2000258,24.246880937802665
+11,34,0.25889280000000003,31.382666122342012
+12,45,0.4510115,54.67105814389837
diff --git a/modelling/data/abingdon-all/resident/collared_dove_synthesised.png b/modelling/data/abingdon-all/resident/collared_dove_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..dc7c47e128a4b2b979262210a8479415807a6e59
GIT binary patch
literal 82210
zcmdSBWmr^e`v)orBA_BDB?<@(-6=>bLkviF3{ukQ&@q$}3IaoyfW*)sEe)bFfYRLx
zNY~JP9^Cug*Z<4;cD|gsE}gBLHM7=w)^p##x_ztmO#UX(J)$dDuG~~qc&c&b3O@A8
z72J*M*TCPH<^Qk;Z(=TTdM=tyRxa+(5tdg}p1ZuXcXF|}F{5|0L^#_xISO#|@p3=n
zq_=i)dFd?1!{hMZPjEXSUhuRUx^{z4A$+Nz?|kJ7CE4XKoEPc+8dq?xTv2=~qvesh
zHihq^)jn};izV%L;5B#fQnGpF&L)(>rKWUJs&3F!-D{QuedQkVd&6LI>VYg-=%)Mh
z*ks%%!tJU>_wKZ{4~_2bZhtl$_otHFja<Y&+<N-o>)F?#adLWw|GktPZiJJO{`*1=
zJU5LE{ogC~*43>44x4wOqJsSIAcoww7S{hAL@N5=8uab|4#F(+@+$pz)U%KP_5Th+
zi2eWXt5}DO>fLT~b91jSjJ#cc_NUru#?j;bXxQ=IYT>c(!Ib+af?<1e8%9qf8v$?g
zb?1Tc$jzekpWR!vQ}ymnd#Cd}q@<#B?smHVp`mN?3JTY)x>Mf{73$7?eS62_aO<JC
zgak_9#k0YDO#<UO7n#@BZWbA<AaDt8-EW!ih$(x~LpxdLO8or!b4;=jN4aHJF!+_}
zI8|pom`948@3?CC5&zagm;3qYQL*s@MEOpSj)eFAjk)$n-4TMD_ukx~=5I*~3Jx~g
zn5@;SaeNSQUo=zl#lmT4EZZHWc+PxD^Lp3SU|f76z50T?XTIDQlt~CzSGn;@8<Zr{
z>n^9>ZE|+478<990JKU<!9-{%ruy&lZkO8(Fz>EU=;GrDF8AkX!hd&vc$~{k#_F;2
zQ-sfZ-`=7-HHiz>@ho@X`POV}BJcCSkIK+v1ztJa>j+;Z-si`=%S%IrlvY0yp9?hd
znti>#rwb(((=Ziunr>j#DWW<(JNva1?RBn5qiCp@g5u*XXcT6`+%+^6R7n;rSie7(
zEM&KJezG|SzBibkhlgixa&x9R()(cJ`RZ`-ihTURv^R<0`BAR+Dhx`t^&=V*_Wbdq
zM^qwC(^?4+9=qkuHlM2TJ5D~Tv>S;~k$-CO<S>Sul(cd9OAv8igQxRej+AbRQ6j%3
zQJT1CpuhhWp?AA$V->d9k@fZU_ZBo7y<EjTw)`(Iu}RBTCSRx6;Q8is<I4Tm9rbgQ
zS_Hmk?lZXxtDm!f{(PrZzz6@OAr*e({-fSs6OZ#3(<@Pxah22%<)H%Yn^IpyGZkZ)
z^PQCfGs&b+<|3tD&V9e>Y9fI=);hah>%92v1{JR~a=1H1q-R{4`A+`}vd_cZ0RaI8
zJ+~f+W#f+VCmRK3uTRvpC%}C>su>x|AKvE!TkutMMsE1s_o1QEN&J?dEW0Qw)JZcv
zwtusm_GT;Isk9lmmcVT+J5pj?=DA~4%?(+#ZY(ozFIXk>Feo$o#&Lq#)u_dYo?sVX
z)sow%j43Q^)J)d2<m5U1yhR38N-Ax_3%`DS)ELHCj(&Q+G}GKXv;x~^%nxSQEh*ye
zZ+;-=(o*d(u{EG7_0eUyf8~OSfuUS70u+(VN653i5pX6!$=x;JO*b$TZK0LF#>3=a
z=e9onX!GRvw=mlk3-HVioptT@lSm%6*x!4u%x|lWE{|u|CTePGT6xs*${=3@qRpKp
zV8*zIVzcL8(T?a!<jXoHJ05}i<==NKHPmAk7r$@*JzO1*u&B$8?Fyvl@02g8ahMS9
zUi3b~TDCDz)Vr;FEx0AU<5*`o!py_UYHDgaRrk9eZ_e&654@T_0JnAMt}=BMLyyXM
zrE0n)yTS*(j_n3v`_YVugkwy?Q^jWb9z{g)+3{+rZMLzGgx9WuglZqyr6U`gb93gO
zX{o96SLj{uOL)1Yws(X|jrH{OsJ=h$!|b}VB`o(LnohA@JgmAUsbVBK&G&@uL-$rk
z+Uq`rKoNMh>yU)c=popJV$?__d<J=7{N(Xh=nBh#{X&_=adjnfe{D=Vy)$oPRDoCj
zI0yRv-pby?Rw~b*FvllJ_nN>>$Kz^ZlFB>X>5;Of%MY1M&mN0n>-!+)s^Rc}Mt?~T
zn%QM%jNR*SF*_pt6Qe4r&ba)WA&Uq?k|q9P-F3H5o-ThG^ENJahetAu=bO<LXt%&J
zfoM%O&pi>xBIu3e>UB`XhP=}oN-U&2NhG~?^S&Kp&Kfs-U~96E$$DcBP9vqx^?p+I
znr!xu?5zy7&G=muPfM9cyYc>vV;fO{)1cSyrhiMY$ew<Yj<h=Ti3&4HkT$bN((Q<L
z`640|jprv(DBll{-JkWL3etU#^H)?mG&xGk5@q@l=PNV<bITg({0@JGuxez7iV-YK
z=INC&G+mr~i~F66kF7TOUHJN(A1$(*rtrWehpezitc$IA>RGq%-o3k8W>62C>Ew)g
z_#`;Px-WC3$}vCv&JJ}6s-d{bc1UA$wZ92$PR&gf>}x~YsF5#VMYX1ae1;9ZRG82t
z3qEoC(a7Hn$cLqbW4ao&-<Z<fr7lh@yk=0T)&1YGV~mRzO~@0nv&pxi_GuBJp{x|{
z8<Tytb#<LJ*Nj1-m>YTqcCeU~l$7g_6sIN|w+YY`v}=thIQ2|Nc^t+o#pvkh+8n^n
z?SCMOn2$S=bX!a02G4Tv+2rKpV0Bnn*vBH>Qj^mA2fx1&8=vg2-#o!UKnt;I*Df_N
zJ^;-_H=<a#G_CFotp3PQk-nxefDt0%8(>emgi-S7ETpBS)wM^`wT}yfN9)6QsdNBt
zU0xn*#e}fKcy?FR!`B}rX=!Q2;Ba_b_2j{iBmu7J(#klSdIdwJ6x$x>UtfZPC$dR?
zbL98feGMhGa!6xVx%Z^8GOQBrBjK^t@^TWCqkLH2ueOjv^RT;YSf!Jc0-fUI@y#js
z86l3I1fF#E^hd8UpVKX~3@kD&eg!@7XT-_jT%_w*xuw7wBN8$(o`YEE3`XWiRGw8k
zPT78T@+`)9=1#?fjyY9qSi?DdF<xa?r;($SG{lBH-nCjkZzZ5>Kuqo|_P8!|#tA%r
z)~z_u9w!{SF2t~I$IieYI|52yMSGl=ho@&!oId}H?)w#I^L5MKZz|h^Z_;qm);ms#
zRhZ}8Y;0^C+Pg1`SOR^IV$nQz@aTotEv1xiOq<5z-idC;<0jtegVkUGiirsc`-B|E
z2e*y|k)=^1W8iw>wHM0+x$Wa2@zYu6O}dF`DX$*nR(bw#E_wDrY^8BjD@EAB<^23S
z7zw`G?ulb$&s-QNG%1ZCN-2reVGSFg3X;E=8Y$Ax>Pi+W{P;knhtZQKu7@60d9L(B
zx9~Lq$-RiPUm<iZiVrvU(5~^$?Jkd1)5PlpUUW0%&CJ!QeD#SGIpd6mbwop44>o6N
z^xzKZ9Wg94(~JvM1s`@gwyC){_rM+F^M=QW*<MVzY)p==RVAp6m%VB%Q9c7DDY(vl
ztQ?|$yw&^hN$`Z~2Ql(h^PWV$wyonEL`3}c>&+ME0}I_BCe|)E1`cR#YUun<`KH%p
zpIWG1;>1k7pP*Z9sh0UrN0x%Cp*}ylMM6?@h!1NLOyDxqai49$X-l9abeaE|qC3Uy
z2T?OGP|t#{RKFwVSlM5ncyZkkpq3SGqt6*9dn0hyEcr;^97zDFblb@}_0&Y%H;jy>
zrTy9cj<7k7V5JL;9G#}>T#IDrJh>65*}(mU^S&&3c2iavqV=v>xZfGMUHx5dBfa&V
z^_rRFIPlzkxxI@rP4!tuWki4WJ*zA6yEqTd2=&3?hd5Y_ThWL(3RZSaH+pOP{}9xR
zifXaeNK3$5tmH|15`3d?stGyqa-!lzkCwk|T0+j1XGTni1xWqa#pK&$3b8!i2EBb`
z%f!XSX2UAP;Yum<opG=lvu{MkdU}a<>yx$4D`B;6B^c*$Hpy1gf!Rp$XI=4Jt}lAh
zgi;r=Ir=B%<KS|2BNBM(zlBli){K<G;rL<MbU}kQYolesrmKhBb3Y^EGQ#)UzV_$9
zZnn!op#|qDLUzL(t-n9xW`Xk(#uGy;CuRByk^-=mVFC6N`zUG5Zei+UL=y>(u=0lr
zM7UA*hsQ2Urq{zUt8If|wX|y|9goi$dSr0X*l#ntdr@kNq8GnusN#-0PFk}SV{U8;
zVH-HK3$h)1(xsXmXIlaa(kZwMvb$w$Xhh+}<m}n|`Pzj#1=pZCQvg(=4XbS9#v)n!
z7qOqoFbQ+lNN7_t+QT>JW<I}a>n$Y<ooMu~`Be>S`wCcdt4B5F=NYEQhuGwp>VfGO
z3p+61%4q*Oib<7?mL*lGv%94k!>bq)3+$8k!xvZ+^oNsvo^j_W=cnFW%<`s{a$yuJ
z$mNZx`e1%hr-i-Zs(Ks$iCDL0Y#P&vQij?JM|ZkZI%oQ?JIu<w;t>sww30s79#XM%
zdzEzl8XUar>6->fvvZ!PSjpHOlM_-A;qePK0Hl2u<X^561b~uRa6q<Rp)y_AeDsH=
zjl`lWfhW>^;x_3R@g?<P)qx}T;(pN`jzV+wGx7E25zGCMF!(1>UhH4ped}WrMXFY=
z`hz}~LOj+V?$eQACJH@YPT=W@$0T?;SfIj_Ki%C$h57Kk{duz4T)LmHo)!FUBBy)&
z%&5VmZ><_srULB6*`{CFbaS{^EYhIL)>22(c92z@+ri3)DauD*=s|1DKM$#}QWa=t
zb@NP&gjMYWP2o!ZYJoo9`)ho7J7$dV)GBq^cnswWu0z@w3aYri#|EGH|AfjqSY!?g
z<OlR!yLpc)5D)EpvM%CU-$1ME=W!df?8b*%Xk^)YMO=#UCGmkd%QrQ#EG}AV_5pn)
zQm1Nh%>Zg|H}QBj@n`Br#I%^&GnsOp_+UF&DCh*L4-#TnRPW)Eyd^Y)?45?GnhI9$
z$WOym=qCD?<Ow-#YPwDgZ1JIRd73`v%?h#~?>5c9A8cFVRZ@%!-t5&UN+hA;r5|oj
zpd&YnuqDS%(;3z?3-K1<pUoq`^{+}a0UChbkoV0ax^>HUVIS<9dx3`hwtTg?S+7tR
zH1nQ{TYP^asbuTn%QUd{<iVboq9aUHv=bzXzr%Q%cn2AUaI>(C!TVAXr-@NU$UOYf
zg?2jFB5F5i-+bZE&y=5zs}nV)?3<v?6z#>+4O!47X-hwyw@x$%G}&zLaNE4%RBszn
zi^nw;!qx#{KN>V+SI>N7P^HbO_o-z~xWkZnW4e)Mv(8%d24p5<zO(!(_Lm|zl#2xo
ziOwwnk8PRcvq)NrL3l@-C0l83d=CuaPR?yKs>Ut44q9G;4mGWqi*?b#OvMY;Jza{*
zXrH8e#qTZD32f>Unc6ceUCki-o;FB`XjkCt*C?ZGx&={K`rFl!(n2u>Zlw-77STl}
zy7BF~b}m{T&xx<tg)Z%GOyZHy;*X@P5?IslDCUT*mfJkqD7F9AZ-C|$*!62ihxUg2
zhL}|Ibl@EWcFR5qM#$)%f#~64!@^Wo>}lkE(dg_EU8BmAn1;x0h^XL#Xot5#v+tS7
zi5D-jQ7P3DK!aCJ&6q%z@slv2?&ia&Q&c>KC7V`W)Gs0Cqx*IvC1;(I(LI`2T;>tc
zL?b4iirtU~%KMMqIQ2ITkCA<ua>2d{2MvkY&6NkOiRm1C&PapKn<sx#oC;F&e*<Vk
zu~P#jd8GLAtg1)Bvr*5hvArEsy&I+Y9cApIV&>74Lk3MtM>~s*LJE>99c`TJ<?fr)
zkEC8yj%Xo#gPkTn_eHfIPdGJKd8|>weLi9{(G(q<Y@2t!2)4UvoT!b<chhyWaTAN{
zcb2i&`m0PRy?OJ-bh^QFrEdNma>~1;p#}oc6(B`%nO({yMY0qHo>LCkZ__TX0&8Y`
z4bS4_Oy`N$A|5;*{GwKBxUPGGfWQ;Y>lIqmiCy#<WFkLf*2zBKHh8JR7$$3tL$lr`
z_v5&Ol0tu$x%#++eN7gZc%0Iv7QPPi@);N4BRgpTz^Ne6kjx@Rj@$R*%)QD(5y9#5
zFl^rlFwKkelTxB9O8yEIgS~-48Z3lgmD9wJ;>=S7Z8FnTt*u$DekNPGO+-Urg9)1Y
zODrWrfeS}pp%l1x2=%qtKSpLrK!3EOf&wacbSc)}ts8Zs7(<@R+#T34_C_kgU6=du
zIdqCVARei=%Wp^F;aH%k2st|_k3LiA2p}c!@bK~$sVAJH@bk=uFII*MgZCBkN1kZ(
zfK@j)H#AkCz$Mcz&?@t&Pf1Dn6_TH;n$959aT35;&O}_OIHTx4?D7zzZzQiU%Pg9-
zU(cyVPUE>w?0FGuP6k>5T}fpSLCjp$he?Z8uJuMCNr&4z6+&$D6);@8a{45^J;*2f
z@l65}S|5kz_PwLz*q*Jn5R$@XGBu&IU)`~sUzvy#$Gqt}od+p6Dk?uk>!9(~gs^jo
zc=ACFZsvCIqgQ%&CN318KHYzJsZ+g+TW0MWh58zp-BW(+key%6Z)a4~!QP05%UTM(
zqF$z#`EbdQd2sl#D!7E;n`%C5)KG+?;*2a~pV(8bhsoFn=)kgi%xH|M1^iiY?t0Sl
z|5gZOk6&SdbI%o|+oagK#-79q^E(K@%xK=;fxq=M;XhWyeNLwQ2zgv-Kxzc7>{OsW
z!sR-Mi{<&le@`RO0YLuN661O;Y0W0R&XoqTuTgHOzK?wJ8y%E;pzx|1M^b-|CVv-%
zCkJ_SkA~~I)m!mug@}wN_W!Ia-%YX3BeIbrrbWXaJH}}>)pcdz1$G1I_bXER)SfN=
zI96G(xhJ^6<?L0dbf9eL9`G#Y`vhzb<VJo|R{<S%kzDtzDkB|_LC9d1D+f+;2?`h`
z7j<nvyxxX5@NBkWQ$+w@@V$+i4a2j6Byv!4QN^S(VyfDoSvRN9ns?q?FF-;&MY9{Z
zHS2Dg`BpQ>H~1;sRt<D0)GhrEaL15y6#368-w|j@`_SeqWE1m(fRSCo=W(Xm={vt+
zf$9Atd>2wm5t4(x8Af$3`TCDBtm{BrNm@5wc4jQu7kU6WuA|F-8@hJ$QmwqpLEV~%
z;yK&i1C1-cnarp&fd^h*^$BmnV!RfQ0d!I{GzpWSO*ravadyD&f5+J?NqGIVwE3K0
z*)@EXL6gCp<}LZmmEQ|p2{*Hhl;v$Pq2dli#+UmOb2zBV4XTQ~t<sMjGHj4O)T#rc
zOufKy#>j}XKwLSQt4v&Z_s6pvgmsv+_jFRzw`XIkKS&~vIRHJI(0y+eLt4b|YKYkb
zIJR)rV0Lgi5v}(Kh-D4kIRI*=Oodd=fREn>3Q$2ydcz;4pfBlu=lQsBeoOI(7D{=k
zSLeRJ*VH_OTw!2rpLb<u6oKHsvB^;MzQvE=X(}Z!jEdUnA-zc}uJ_&~LAnPhJX)q&
zfx{$pl3Mw9=QH2CRL4nHkdG^fQ-9+wHT1^%T^#tW5Zt1Mu$R7~R%FFdI(n$R>h5sY
z(ddkJWYG?R44xo5Dnd0;jN6CL_m>zy7Q%=7ipRU~@kteel3=~>XZ)k*rsvP^x$mn`
z`A?rl1pc#$!n+5dN0{qx4x{`qmS3ad33^;yQu06JnvFXkio(U;Ixr>Um0Qez>x|=2
zM=MkBsW##@D$5I7AN|oVU(sz1#J{PDTgAh`U+%CzUPU2qn>efrJ%qS0#Z|uF58{_x
zPfG5A&8@B$24-L__kdo<&dQ8r5uK_;Wp}8oWGxWJ(!-Vc->Ec7Cr8{HI`52CGECG-
zqC(e_#~_-zVh1jPl<m_`c#oKxi|~ZLy&=3aIC%Ib%0CfLYay(zLD-TgFJ4NkpHiWP
z@sG2D@|lYKhn)G<hd{NfvflhQjuC^+hlIU}ZrKNtzzrKJ3&EE^#M8-q6qO8u5BI%|
z2C7t?!g_A_5BBG&Gq$-7nCd81%h;zE6Xq<~#hre@-b={e<r|P@Vru^c>DW%&svGf9
zYGz67mlO%I@#hmgR`U&yN1db7hp^)Vh|uqQQlYbVJsA)>m)f~{5fkOd>fSIPoOeA5
zKGZ@C#2caKXD97-={Yu)d`=vO)%Hci7;B~$X3dH!o<G<eIL#4DrT;WQNm2JId1%Y2
zLgy!An)$_^2EK}R=3_4Q#V%L^-bCodnUu-tuv@nut6rUd)?mh{iDy|^Iv+}Ia9cuD
z@spmR@)N^Q=4!b_CSDf!WR*`Ao2Y>nF;(_ps3^5!kxFZ<dTob{FIB!tW1TGvp%;^U
zdPgJ`S?F*#a^Pg3Gh4Ot)PGw$LmKBv2K{9Xk+>+5p&8=RbgLq@<9qPvC4K7wN0w}r
zX<>MB)zj%1b7D;LpU28S?Aj`4YV60zR(%a_DNzrxw~rEaP;!VSRka{|u42#w8<tEN
z!x7sySM_f%yQUX!Kh#{DTXEMn>g~@&5~5;zUQ#cV3~5@4>oI8V-brR=Dw_{6I(nr@
z!)06NZ-ChQxGeh~D_L+BCtZ*;Ifgj5Ar6C#EM6l;HU4!$e($!CNagjZV&x3bjo<fj
zRB*i+<s$^cg^{bpHD*(~6w9An;AB2=^x?ce4cU$=e|I)p)kS|=rgY%yg&b8W%cJ!f
z7=<BA33q|stkrs(TAdBfU#U)0u2Gf4!^hufL?eV9(uFs=ebxDqYGy#gWzsNeHfs<_
z-#@Gv*Skn=I191zgIJJTEvJ0OHMy6c9{*aS$=-kgu3#C2ARJbp>8w4hlS_zJ!u}%S
zYBo~prGP{SDOJW&Y)d5kUJ)SNw}Ge4O}uz3N-&RnV#p+ie$l+KXMKF1X^V5w#%Po0
zMRzJ+Lo<^WBF%4@KHx6bp|y=gX87j>x@t0K6FV6{n5gzbqv7<#Z!wdY#F1d}>V3&a
zHvLRtjCUcCnUl;G&-n~@R!f@;MiRsG;``Q0Pwq#lzaD3Ge8|Q#?J;-L^$h4gWr<fc
zj-e?>C?f}YVoIBX2NUl$7309l=;tY%$Vi_jls!cxr2Juj#)dV4APe6g#tP!01#F`W
zNgzS*!}}BH3@ssE>lFqRF9#`Zhlv(GIhl+ZyD#E6>9M{;&wzL&#=wv{lK9xYr2FSj
zm0;`=VzIk8Ma;Ee1L!Zo6M(3e(ujL}>Ykc1Uf29&Dl-KtFT6G#be@8Vg=pY#7$0F5
zTmgR2s*#hETmCD20bQz2;!;cjqJM??f-le)38sLU;QH&=ui%LYI;oOEcyp6j_sEFu
z!6p80UkAOi?&r5}aw68f^i!98qbBIhn<Y^4b5GVPdR&qOUJOq)cn++MdhM;`n}?9l
z(QfW!BTx2M5|!fEsna$Ct`e9{T>w~H2TFFq**i*}62mgHpbhX*!4p8%$N}6wzT|mZ
zaGmejanb`02PPy#`=6e4cnuKlhvLmH&d=)jEjyR^Eik5eA(iH4ka^GdRD7~PKN8S(
z8W4`#H~IYX<BFeX6D)yy+xN7kMcP$4h=|<fQW`&_B_;jn7#1ErXk7260t~I0<^F8N
ztbOpKA2z@>luge7T5z-H3HN5>fk|p)>4%hoT-8X|bdyG}eB`{7@}*i@Q)M^ujPm|{
z`|U%AiE8SVJCqJ|V^UT$is^Qxe4Y`2;P6j!mrnRyoav5a$&(lZS?Xs57ZANSvLYol
z4yf<mwO~yUzW?ZD#xFh~chHrNgzh#s?9Xp2&+yFev6Y&8N_4)8VOHS>g5LA>#%w@<
zZ69-T{&-p6;Cper%3};9prNxwaDVE$fxP~JW0NQ3)&q?NY%;JWUULIa$*MHujY7nZ
z>bQbqj4%vS8xwVq^|^Zh@VdeY#60HXv{ThFourSRZiSVKG0;xTkfouklY<)~zy+$~
zGOW(q@134V28enGi`CftSvCZVh?$r_6+k*gZq9XihYy$LD8==!k5#n4oB%R}D?}+)
zt)^oq=3rn{GU2zEUwEN$RTHdJw-CURsjcLwon0V}^LlT_j`)k0s!AR`U7VZCGMPbN
z8gx5bTWakvztl&sWaD7)BIA0U1R!|28h(@w8mzrPBOJO~4Zflf;rWxxxNfl59h{>2
z<~r7g-|7d|swmCGiJr3J(G9xCZbiRdWv^ErJULoB1y<P*(suEgQEB6-HIiphUb+7T
zc09VL4XAw7E89S0Gi)f$-u;;W@kvO**?hx@i95EICgrjF2Gxe)dFSFjkW_EhNO^2Y
z*I0Cr83T{aRV77O#gv$obWHNE24VvE;fureF~QHv>+23W%ol=PQho7>zO4qIOamVJ
zKa`Q-N~EVeiq6Cr<b1$ENjTV<V5F+5`XtE+-r%v#5lM6JUIFeqbbFV1C#A5iu5JZ3
z5uSYK4wdnxj)YYDwBtJ81$2zDpK0kn9WgvD=mT;AUiR!_<<}DZ@dg>%<9bcEA@Zhz
z4|`z5S8OOfY5U>hlz!{5l$<MG_DqR+_)F$#1mg*c>(N4XI#a+loNJIeGAlyb#D@6<
zsC2X}0ekOeBxEnnG-@&zPdNstLQGV;z~^g|1fN4Vm{hF}crBNt)PTA2ggiI)s)BM^
zBeW8+&Jamgaf{4;B+wci&jWY#@ar9inUIi~3P||QV^F2{>#cs?10u6;<p>H7FIOcc
zK961pk?J>mEByRm#?J~#zd2(-2b+Zk@{~2|esy*1v}@lrLhX+ns|HSzS-&kbA)6JJ
z(D9{;IeYB7a<{ada-zmb<aCySGC$Jh!@N)RAWJnF6*)F5F*OUl7`=<~(Mf7@S4vUx
z=Vd-J5;{|kZ4y2Uk9U)B{-Yc?PG2%H-+pDlKYg&PlEn9PyZuqm*yri?=v4uuY505y
z{kq#2JYvA43+QqYBX&H(<7J5Eeu{Cq@#)H*O8=UMns1OYq_q-m0XmXnv1vK7I39xp
zD&SzzhxtaXKQE*KLcKEyefqRILUS1iV<r~&;;Y4~=3`@xg86Uiqtz+74DN0=>_l{0
zRy}XK7B*0279D2`3CWmmi(dBNpVHXSMB{d?d^d39eLu+@)`ZzL=<sAcQnmcZlJt(b
zu;><WLRG5lW}418A|aaoklbGYI1jN;Mo+-dNgdnevjNJM3Evnk)Ty}S%{4H#(`bi`
z;+69{aoh4oDCPVj!<v$09hLzlOE1f}WRTuQZ+9WCXF81$isMR#z0egN2Q~+Gj#fGe
zufeEhZlUx9Wxv>=TFbh0W&MOW1SBCv*)CSDcHUEA%8a|8jIx#_$(H>{dZD(HK@lr%
zIi6psdFfedJ?;4Aw*6af@6jt1Tf^lxsgg^`Cb2ZgQl3j#WZ-b`GNXLORf(eFf3JZM
z1Ii?PVJ2?mopM(!8#+4VQp+qj18$LxTk1S1EuYyNgBwr;Z|8aWr)Nz*M}u0H9o`~t
zYoi_`=0LEqwM93;6*{lKeT|9L&QBkNq2DMGU59DzSSEjJn7KhGY4o8v`j4~;Np!ai
z`VH)&%jKp1o+Pv4uZN5A*`84&HR6$=0z3z5E_<W2*$#~P;ONCo(0Ft`pH@|)cA27C
z^rodEA3Wagd^ZI6-m9%ynYd2r4b_biP-h*wPBvDjuQs1zVMC5s6XtX_Y;x2HRF+~R
zA2?42L&jLjE^qXpOt)yQq|1_;YYNx?Tegm6<U%L;p65`tgW;Z6oHGm^3iIo*(?pwg
zNyhinVpg>%s=NU=8(K`wu88VUSa$bx=z5V|DUU!MTsyj-(BtQ6Ox#g=vOnQec!6(0
zS~DL7@PwxyYNW_$-j4uWSvo5EkF18HHSrxtT&ffHoSstgIpbp5pqyln<?{mIug(FT
z!iw!Sr(%R;tax{MGqj)H#xv5K@qlfeg^gw2S>2=^o5a=gq(23N#Js4Rr(|J32y&A>
zsB(i`##}T~e1669l$2xZe5jQ>f)f5lUoiVGzg|XSL?Hm@$*5C{CP#;H|Bc9?9R8|A
zp{d>AzHa{%naNwF^VteWE>QU!lj#n++$o_L8wFq0jveM&VhBs>d{As^b@V{o-%m~@
zmcLBspa!DkjKSlTMG;^-fW8Sd>F*hTGdQT2-=Y6EWb@bj|2Kj2|3&_0&T*Znch#~d
z?Llj6D<(yRCnfCfd4b<jzk{TSdX=p<2n4W?ZKg0n*ZuM2+S=NF<uNca4h7j0oP6E?
zq-sxc^0oSt)aBd1fBHXfky!_dFJJO<!<$kW4t|nmxk=Noc^&WCJj#@hq|I*zHra3q
zk(_z@DDD2+_2=oM6#F5UZ~y-3|Gd50m1F}_)4M5=zxV5(c+&qTiKfqn^|=4uPz#V~
z$q%atd-sn21UB3*SthaH&vF?LGK2k>k1EGOp->*DhkUqKuaZ(wSgo&&z6lKl377F8
z`>Ws<jB2KPczJ#4=^+8oFc|1!RfYe>sZd;aazLL9h>E&xr~3^(Dm(k;N13X9q{N;g
zaF2*)uMrS10yv{n`uM+#)K9`AVq#^N2?QItb!3FHq{N7VNnG5hDl#M_q^dqN^YZw{
zT}3UeSfbGBW<Pl2Ovj1IaFKqo0n2~Ets-S~4>938v}*eF_)r<O!OKJ$vx(M!F0Z7d
zB>12PK!Lmi2|EI)L;bgZ*Z+PhXL<I*-8fVxApbu^j*-u%4~iNw_y3EH=~&#O`m{$1
zfBIC>@>sI{|76D0+2>T%|BH$JzlO`kDp^$1X6rYbo&bc0;xmUH9v)@@qxv#CbZHZA
zCxReW+qZA{AjSgQJ07n9Hfo{U>QsGARiSL`@BfyBA*IT7RR=hLRE*GYHJNTP*Od%l
zRw*QKKLF}z5a7pVy%{p0@7|TWX}`sE|8K$HQtV!NBz9+++c5;D$2*&XgMriJjowj6
ziMt7V`qZMetwoJf+~q1kiKL90HD140ZI)N-k0m`(lJY~(F|Cvbl0H-bJ3jUBcyyUc
z@Y()GxwW;$JK5xY;0V$g_`r?wPf4Nq9!_mObWDaq{u91iQ$2*4PA#^Sc}i<N5?67m
zFTXi@E}-_2rq}-N>@SB#FHj7|qN27G!u62%U=fqD9@*V%)y9-`&rkmlTf^B%f@@d_
zok&FVQl8~LnQ20TM-Ywf^8>-G(lyO`HwXL4&!prWI$uA(ngiZ0fmW%>6#E{8;iN5p
z7c7W{pG=?V`jCP;;X4DS1$nD0&g07mEDQ_?1liqnp>_H{bPY#JYFdm7J0#O;CmrX*
zz@-pNee8Zq)cMa>!1$<FeF63b!s1medRO3AQXGJX{1&@*!5cxFetNs%B6g8wut@MR
z)eUn{&Ddv?xeSFpyuBF#<+7gq%y)h`M-p}dm>b<q8ey$kRZGA8NIV39h@>y32RwKF
z<kOd=r_%wd;}6W9f{6m{LW))A4<JV{{sI&A&}so}`$ND=)v};B<IJQHp8zDIy^O=v
z=p#T;sdSt&7&2U;XCoR0G-K8Ljwr+5Er4mlDD<t?&()N!)traLmVi$|{ft3n^1Dh(
zS~Qau_Oy%-mlzkGSKEzr+aEVTfM%lUXSr+r!zioy{FuXQf9>rhcbm)x(Ij?}d^`xC
zZI;!WpPsk<#TY@&K&ZE#sOEZimo4xP%d=T<qxdFtY2|5afEn`0Whsj2sj$=ZeNbT8
z>1;s=a0{EWKxgfDyv(w@)OQsmH9St%Yt-vpY=l;-Kw|2V#}+*(nD*O`2*-)?v!JwD
zHUnr7!IHW(%+quMQ+j!@VSEE9fmQGy!l*@-lVYP<G7u%xag91b9rKtpJnF7yMlk)&
zW1`NkH<YGJrr*B!Ikd<CGM)$x65J<)yGL*I5cB9xIa?Kw64CX8m>!B*cE+m9d<VqX
zsL^X^ts11(p8rf18Z9#qxi`hu`h?J0NzDa7iQqF?S=qr*Woik}{WX1Zi#YWU<%a_R
zQt|?^v*IMq2aWLKC)x!muhD7;ns_e5V8AwieQ=*v$9YB=Wxx=iUpoVSy5J<rC?Abu
z;yIbfq~`?^1LWdD4l$PmrF~;C|4xZfZRSd&?GU>*3872p9tiuj+s77$C*C9?`T|^-
zFkn0uh$(#91t7Z}=%`2I`^<>D|6cK-lg`?}qB-LU-G?|0A&^j2A}9Mn<UyU5*HzRw
zV*Wvrj%LhnxXJFVuX3%zhnU~MKwEK&=hQc;F9rF(WHN4A2`>vb!}f>=+Wu;cS*n(0
z%t<;tGHod$P6gP-o^(b*!MlKA%Ld@$o7DOx*_NP|m%;O@lch?@spk)v290CPm0~=-
z9A(^SK6yJL!qnkH-OV^Gu<ysM)g9=zXIrlV7e`;^AYBqE)}O2D^jQVB0m$CkdnlXz
zWUzteKp=-z?^6a*cyhFQ?kklA7KEUY&t(jEt-VU(t+=Czn!7b(Bp5`GhQvwUO4pLo
zXjXk=acs=ye(UPvp_zT~)|<%3c4@M9hr<$VQJsMv-6Fl`dSfPt$j(Zvd3(e!;E=X>
zZ#L!zhQupKsu8wy#=3UM-HVw&j7>#H-;##LP;lt{Slb8dXV3sA#DI=+2jnlcBcF@$
z4{8AAITa`-*26_fUOy6<9&zMfvCzs>j!Qs-I7p5ofbbHNlP1O%uyI)^noRWSWiXI|
z;e?bTwyynh_YEm*X^8tAZdILhUhf93QNb!e0#-EuLiPOS11h<$pJj4`)t?_pwr^HI
zrfU$RJ|>U;&?T#ew%BGW1L@Q%s_2}sct)W=*L6@J^{JO0MsYZZ`%xBM3nRKhn4BD8
zHMH_D3u;~%0=%d!_jGYjvwa`<2=~)&f5yu=Gsf2gtui$SZYajqVmk|@0rF5Wjot?l
z&NE;g9&&Ojt3V<}Z%RJ2aP{o?$tJ338RSNdVgq!5A&iPkzx?TXu1X}2(Pv)Up#t*K
zE2V7ujgrFA94?^G*uHDxJe*%yv3*sUXCq<pi^Zn&GYBMo^L&gF_y;Sl$)6jv#5ufu
zRN|&I_;(GncieO}2kw|-yEzV#hF@~O`VD^KJsv6(j}vcleMZzl%ubBc5eO~sRX5@o
zuoD%v^lHE(Q!#G#ePG!Yk6fT)qXY$7u++WI#Wu&YHuUV|AnQrUExkGyw)3+CxHeA`
zg2&=vHno5iy{IDn-g}X0wN`z?A4=RBgwdTl2^slp#k4@=(eYH710v{ss~#!zXy@De
zq`Ccfz+#={_1<~uDMUGJNABbL>MB@BZwAdw2>gW^w}joF*C8peKw8!PO?^hcOgc?&
zjm7NCn6S2EH(;`Ji|Kw5uFXJRC>$DG*bcryjqO|yqu}z&QAWpgt*j${tU`TsN=+Vs
zWF>F7GC4qa>RFnWIo=NMyb%1xZxnS(o833lh~mHBM~-L6T#aMV3e1bP6O^o!%Vz4e
zvw6-+_=QaLZ%hL$snG=flF1ptdDS1cD<vzG_dpIFA*_Ga(AO00Yw_Htsx+2B|Fr1w
zo&nUiQ)#ul;CSm-+h0G%2t-s-4Ek3TDJY_s7s<Yc+W;}(Qe1j&xM2<w&ew0<`VI_b
z2h4#d2=59V?||rzReK1qjVA#6Cf7eRPKlSaALYfnb}bV~WS>E<jU$o+XKJkC1<Oip
zjqQ+9F*{Fd7bxTUsZbv9e}h1Lu)rv*+`1nu6?{xy<0|INdS#@v6k2D}<U@U_L{GQ_
zrEavw37)y4Y!Ue=F70yjxA{5y$6du)BJ*AA%57O2mfnE}bRsn}-9T>_cJK((_>ASH
zA}DF{buq8PP2z2kQydKhMvOVYSGEQxx^QIBtGVy__@NfAd(Mm9zd+W=wmDMr_&R8F
zh2Ku1h88S$Z9w-M5=7{~Is-h)mZ&jYa0r9x0X~;0X!|R#ER*Z-R3V4##L|jMcrrre
zh{i#gz;pl#q(Md0^408cWzW*<NfpgPZ`oz3+>uR#gE*X)qb7ALn~VlwyaE67FL>ls
zakIJea&bOcWNUGCum?=M?CnYsT3oZ7II|$<n(tpRuL8uc%5hZ+&lM0oR(dWyf8&wa
z<?Mp}OlwC=C(iebJa=e@2XTu~ypg$vNxn$$u~UnL*Q?ig*G+%Y1AHZ&ePn$HJgM@F
z>%W4NkcFABp@y<&g$amS<NcU3hakKyZj**kr{*)A_oJ~5DZubjE9`~!s^ca!pY2a@
z)XE8g{iB`5eH9mX@D;!-y6uYogD$Qf`avd$q|Q(!Y6<pQ6%acp)^SSkFH%ksF>X<y
zRmDvp`y8iUNM;{5n|+@#j03qp_9D11?d@|hS*^fqGR~@}og>ADA)p{<0+AD#gGEGc
zN>Ku^cup!lGdyS{t%F<m8VlnS!%FLqX{!MJ%x-K%faqwUPr=jfFLJp95VKMI95jeT
z<~M_?>4pjR+g(B(uWoKStrw^X{zIW?_Z8X41#m`pi(fr<5YAXsqPHWYU&49mLh*&$
z@ijoY;ywaPlm-QtNLRc0qL{HIutd67Vh(xN7Oyh>+M$KQ&lkV74)2votlgPt10-R1
z<xa;AE8~rz`N43mmINc(Yr$rHzfwm17We{X8KZ`~9t;s%LEAfr(<SL*;za~Xf)ZF=
z|I(5@MJ?Q!9Swf&@Bg6Bl=+&82U-5>Qq*1j3)j4garr6xonTuP8*1V_V~_WF%4<1r
zHXZRPTyQp4awmRaDNL2jGgf8ikf3LX5)%5}vR2bG2E>&5pTgvDP0lhl&qhtq94BM5
z?khh3z#{H(5rI;*aJ)p*b!ErvMq?;(S7z`SFfi1A`O8nn;`3N%XL|e_o2k1_!*Gzp
zIMm^uEo46gZua_$scjOQ>th5=-DqZeW3z{n!1D(7+&^<N7LPL-0<`IHLYQf~%Hwd3
zPl>a;P`f7yr*b#Xb4j9X!}ymO0;<w+?LrXh|9m6Mzuy>)d1*RU-%=*}z1%3yf4UH7
z#=-<I%f;~Qx|URoX(68ZV)a!MNtNmLzvs!2^7ZeD>cgM1e#)bKX`5fh>7<g;PSnC;
z-YITX@~)+R!atQf+)}rCmD1A7h0T&S=I?phU;9hUER3J?_#b@;*s*(WiBEH7Dgk$T
zS!2J<(#v<#FF?cLy=5d1j^;hwgqoZ+b5PttdDrIqJJK_J=ic=n4kSj?wwxTt%)OQY
zzGc~i85EYu*8~qc^(e@${IDUoFWBMw&-l-+pueL(<+nN(L<@ypA|uO+v}iI0>{}SU
zo@WpK{*60GbIm1@@bd{3rRA|Z>nE#F$qTm2uOk(``xle5?%_+}T2)_hq!W&hTP3PY
zA^Pm8S1PYmb?vx>;1qGM>y|41pGtfa@iLRfzt_h)_Ro3db8OM_&T-97E1K&sxclq)
zT`6%K-h7|B5O7e9Q_D`>RkDGH7R04B`DFF;p987?J#cYM#q>C(rOo+!`Ms+FHQ%q4
z2=6+*g}Y@O7-YD3n~%kC9Fwo|IF$YGxTMiuk=tNV5Y~}AtFJT3Oa})~?pup#q|Xfu
zdmLU_M_;+wEF2$nZHY2${6ZvSK)>R$3_pDu`}8jkRqynEc`I@H{`Jo`oOY)VdS_u1
zH{RK1JGx3;73&OCv)Q$*V>LZnY)O_eiv2rag^Bp*MA=q12u-2R^h;@FYd_)s<FD6q
z!ITExvE!Bg1>yJyNjN_o+vF}EPK{B(lKX&l4>G94fJR^v`4~amG8hbw%mQ324>GhW
z!()Iy17H(e{OOz6r3o~Y4}2yz#Kk4bI&cEX(`?6n9=4zH6RqQa33X<y^C~azj>GJ?
zxg}i6jD=0<s)M!CA?H~9=_#W55;M;FYU0F6X(@(yfSpY6B(Auf<NmNM?n&qJb3ZTO
zso?|7>*)YmrObYeKU+1O7S!14@%`;>bxS(rE@^j~M9RuuGM{-cksuQIQTgYiPx)SV
zVPDGtZF!9M?QB}&>&sO$SsiyYHDRIWRA^rReXa70fYrP_1J$_Qb#2$+YSB5>qcS!4
z{_Z{AD#BjhdurKltLzj&Jfwarp{1@Tz<kF)@8!-!iT%~;iyK-?*92+sJv<B>At2ip
zNauTq1A^~*mDZ#NHI5E$C*a=jf}pqsCaTrewUPzs2HG+fguIW#0Jo<X7yn+n@n-Z^
znfc$zx#*dkpDlqK(qCa`)rADT&&AX-gU)KIebns*2r(M>N3o4e5AbEvukMJgP(~L_
z&s6WA$w*N<*W?x}2}(92kaUFcN(G7X3H}?fU1CxLRQUCwWf$v9y<0{dCE@LM<AK;9
zyK9BKO@Fq`_U~`Ml!?gME!Npb@v5J!{eu9aM{28DPPsw<s}})#)ErMvi0rUP0B=bg
zhz~;Cot3{}XV(3pymli|V0lu(gb)X-t<t{XMbMBTKszCSdCu=DKM))PLs;5Zwg5z-
zI2fyUFHOdUmzqdCNm33;;7_9U!_F&K+K*{0@a^sGX`giPp_%Bc09zT{BV~l<nOB8P
z$}0m--x@;a8w!H-EnQv2Ik1H9fF_$EX#pVr+7fV8o40FXf(8sZXt3d#4Y%!zD$YKF
zH~FlbLrgido-`l+CdR|ZZxn9N!%JW6{tyP-Iz|w2SmE25@5n-1U2M10m5QgWHJi5L
z3fhmVRmH5qGoKO;MF4&qx+l7~)c0gBXIB*%bA#41U(+bDlVIfSFHa}^1VnbZo-_%d
zXSa_085aC$ckllFa4-v!x5%+f&8|}v3VJHdzHx&GALy~@ZhV^*;MY;{z@ZnBcCs6)
zv>c-S+#s-cqb>NRrUTPD1PNR&ncdA9Iw0HwX1`GZM5>iz;4=N}mK*Sm;Ame0c&@iV
zo1@LVqbZ)2<BxOgtGR1n+^HZUrn=Cmwp@SWpDb}G>rtu!5$77tQz*eTi1nxgq1sm&
zXIgSUVviSBqa-8C)|NO;-R$V~x(Y#^wXh60*c({9^SilLr$>~%mA%a82muDuj_VZE
za=~;0`%6fGB#c=#t?0bzV7l<A8-#(v0ctC38M_?nV~~57XR4V6egAT0kgd%ZaQP?2
z233Q50DtDU4{`?)QwrCs67~+~sb4MBDV7D3LxZotLbN^JY<SJ4iPpQJ(ScNw*3h`#
zus3YT9#sb{oxx&5N@7ZAF7_>R0BbG0){n3ONYxZzj8Lt06h!=g0V}=KL4@#&>*lnv
zgrBE<Es5s_%d^xLp5{}tYNtz)Qo3^i2ve-^Ch=qurxM(7GA75~j8=|-woBh$x)@J(
zAP1Hk_>#;z_Jm5n>INADFRvOt`$DZ^Zw*i+*cXfNtRZ?JNPY4Br0L6-FIqF5wG3z6
z2|xwP0%pu;gQvjv_cXb<e!jlGD?Xv&;a`El-B${i%FYHdfxbj_lxbCEDPGp4u}tnG
zcvDa5r0a`?EN%^YG4uY3nDd_>e5q398A-d14H5HYObVQf1rY4Le2tuUL{DKfouVxH
zJWSHfujZhm<PXLgK<u(0EX(U~>tkKiy6OLPYrU5)5zh{cuYGXz5Ib9F7Z;m)f3>@h
zF5tkmj!h-J$C!JrbIIkPXDKyq=;V#br49>_mU*${Tj0}w5Oszc&)3PRtBXyA<-V=A
zKc7AoU~fv`l43gNTVQZ~76{Vmt3EzHE@X9EJ39kl@Cqj4iM99}VgT)xB2v`vyrCNe
z7JzYFtLsR7{d#YXVhl6^$g5M}(3=Y&*{B=&FoEz6bK(O55Ngn#2Bv)l7Gx?45u(G<
zmlpp<1z-ntK&5VT0Eg%<0A&uD;|nI0dTVQImjNv|cbfo8jaDP5^M&49vjHC)z|`tW
z6VOnwN)K+)isyNQnN<$gXtzOy$AJ6h?>8bA-i>Vo$)FBMKgn_LX(bG%<Qu*ATmXg^
ziVXqNAk&_U4_qezUvzX+1_PB^o<Q6LrZyP8%t<SB^V{Zg7#FPa1G5xx&tir8RB_M#
zB2G|EZ2dIBP7vBv0ejU|Mn<M|*A8$uZEsk;o#RYX@#Ta~opHB{rUrAQrK0`fyWQ8Z
zu;#?^I@dxF-S)P!#2U$mQ+?e38;M+GT$HuvtZI8tBQm%OJ2nNZ$tp7E!$BN}ZuOzj
zJa#!ZJ$bJcD63kYV6&JN%Lh*HXs~gAC%qh`j&&hmxyo^}nj1r$t}I=uEuB`--B)K*
zf!nBab)k-`E6tbyEr`Qy{}+~E)ZgG;$-+W5%2!9eN}!93(ns54!v;kOEsj5hQ^cXN
z_%&XF+w1{4<dA}J5<kxX5{#AExrHm|$E%0&V^yJo$zc1WC9iO4)&YQ}%%7}@R!TVr
zbBcQ^WzH`$(_V*1ot_=c46%y84=;#O&)_H5hfdpAcr}WrgE{1nhBb~>2aJsPmlF>{
zO8qWGb@7fZ{qN@aGgYCFzb^oAz>XiFJTZc{u$!Ek8nTuJcGe|9DTaD0J+SC(g6ha6
z^u=oI_efpjp>lo$j;Yt|+h`kdnV>xxthDZvU5He<zJAmx=&P%{6BVz#9Pjp?N7Mug
z?cC|Zu<D4`a2waX!MS=Z&uwJ>N76tq&szz)-%q;X)MwNcB{RM!T%bzjK;4-MsLM{l
zkgChtsCrH$FOrkGioHh{O1e2#u^4B*U~~k!#Lr{teklxQ3Q+07zR&xAbBYW~$r8;t
z7s;GHvnk|DjT9LD=~{!~DPrq0%HF3G7Vo-$-KDtxV>R1}Q791%Z-<h};+mF6*KvN`
z1v6%O8F_dk7Vqltsw~*I!L9fifjU#p{n`HFUSky77@uW#s{X=ZIJN(Ko{l?g2c$80
zFN2oPY&D}S#VQ~MQT>9E=*i|N(^9;^Dt`+f%b&^Qm)fi+7sM$SkKf#RcS&7H2(EGU
z>y1gm4gt13&*NP-Kt}UA-8QEk6r|{DrOj9Rzs<`pc=V=~DsLy`?~w7Ta(3k8@4bfN
zBBKk1s&`}p_ZZ3+pZG}lo>GClPJ3>;Z$Uq|LX%qUn~;#g2_|h>4G^w`oxP`iLrI3&
z?EUz9%ooihRfyN7(y^+6i#B+$j{lb}#6BWhnvf(K-F;uiY0RC`BSvqixM;7fXbWGx
zlhNhVBH-Zi@!1TNg8-NGqfQC^r5J>|5<ZWNmCl>zi&cM(FoxzTZm3h|TPZ;;Ix*kC
z&7z^8i_S<hV#?Dk&|(XVWW<q$Sqxg5$+vuSO_zn**;e*t@gs&@NFS^-FiHp6Osi2>
zv3SZrM)KyjWBVfbk5!>pgWtUQS{T7krVBMxntnzt%8v7-L%sHLcJHk6Sn*tC`3}q#
z4DJ`}KdACaH2B1a9;M)X_kO<OK1hSr!3hhLdJPZ}otWv*fpzhiB^b;?CU?|v#8F_q
zW}bPmxDs|*Sy&CJ6*-Yilw2c@8n|EX6+2<u`w0w=fc6^WVlp8%M`Z<&f94xJIS~?q
zeP!Nw%O51WM)($$r;(+aZ2Qbx-B45C7qeqGkz-||EiqlvxuX81&3{qo{`bccTSt3e
zAJn^>{YDRroZZNKPV1ul@`I){(7y)r)RI;>h>z?is#R1_2}9jMoCZuX5W;(%d9wPP
z@`g(a=-=(ke+Jj)qoPg*q28Ulh=JuPK5`zD$(P3cH!v=XU^LR~UtOLkx>F9_*k$%C
z9$NJMejJBp`+`T(K6l|rPqGlq*y4FQ1Qwq-q)L$(eZ|?RXWcb2=`I=PWi+}Bv7khr
z9hX1N|4t{Z6py^>TWIvSNQbK=lf~Ul;Gy3v?1-e3GT~~1;22Q9=dc|v%0Jdh9~QK%
z{aXGGsnn=b^bh}2qB>f11RSQ-FWmB6E+CB~z(sT{IoUqP-@OKhxc;ih{&Ls+rqoUU
z65`z&KsUc7;IaAeGnF(JH056K39yTww}19piiEA1qj3qB2=%#)(8G2C>JD`c^NO*{
zJLTn{=PBdF6F{{MERI(9h^CN6SK4WQpL>Gl?W%NgSgFAqVdCX%)u6^_$7vfuRioUZ
z!=l7d{Bd63-z~7sao49drh%{y^yEJKP=MQ88p9}m>&XYsx5cNf7WjK0bC(aIadF}$
z>BxO*$<wVi4+3aROl6R;m?#=({ohY~vx_ZVumG-Xcd(>4AiQPezkQeU)q4aw?8;SG
zR$dk9m$LUou6HBu{091VW-KK+VbM88oHe=lM(+vynj9Aj^^uI1duB?H;^o!E@w<<l
zBqhMeKI^wb%d4HMS53BcKBoA-lHu^0%6mk;z-nPoqx?_=qFDne%?W3UwHe02!C_Cx
zwAm75t2}*IPOpvt#Nh2Q2k|pVkoW;8y++1Tt}9xZ8(AQG$nKQCjKpa9cHChXWtmHv
zD+fyaN@@7hxS%w%XwpVS2(gVKy?WrMXe*f%$F$`6GDs;pXEK?;KnP5c+u3UlS+?e$
z9Bi^o)aES|eUS1y=crM934$))tWHGP|Do)@3~d3Hn>ZKLy0UWJ?~aES2dtiRe6M2F
zESw2IGpbNn65;-F$8n2X%v1*bP;B}>{`>$zz6osKPMBzzx$slhQU`z&&4`qFiP+^q
zS%mF(qwC*YNYOx(Y;?PaG=omOO(d2A*G8v*LlNqcT(VYzY8e5k{vUxKu#+Ga_u|$3
zN8uq!ZV(Y|38xm&V#n3wC(_ion>Zc9iD6_Egf!<ASvcD4X6|-f=DjAOE3}~Hz|W*0
zi|%VgyAB3AZC8O&O`&8V<_-xCnI|1M?D-TLh5&~Q&Y&0<E+iP2VGcM2hrJZ9lYy@Z
zhOT~&Yd=mmkEX-7_*$?VVsp|I!MQRI!hC@P29A0U7pH*Lmrtt+<%V?|%KsyB?Ru44
z_x_e_@tl)V!5H3Is=K}QteqmfXSY3>4(I%vKLoi~IK(KXy4vO}9Y%P3g`JdCU1@s@
zr;Z0_*bnDaWCUC3l_bf-C<kF(`Q@<J6qVlroMbgo2*gyY+(J=EYzsv39=)9PH#jrE
z8Y^)_VHU?VczYJ?&H%2cgA}1fVM=&jEIoRDCYHR;vI@~r&#E~JA+a!1kXFT7RfE=y
zuL!~D0K2gY6N@Khxy`CbP0y&5V-yZjrSIco@e_fMnF$@EmGZq$$!(-Ye5b?V6$+IO
z28vrRjbEA$1vx^@`c%E{`=;1(0RQjpCrIxBO_LYQ?Z&dI%U0zVJ>_P+0a4(riQ_UH
z<{j6<$m;hqM=xpz7V~4ZD9%x+T+plA!B8>jrf~FWF5($x*U{5n5hr6R0dF^3f)l?(
zGda9B&RM2gE<X$J4IrBN-4dP=z~+0=upu9K%3o}Z{oYy2C8NltVBF;6ITX<^f}TH8
z+R_h9LC|Uy>8Zzcl=at?b$~nzvr2L{A{hYplde@c@J}3cfgnZxmEx?qzp<KkhNHx1
zOVEJ~>(*<>Ji0gDF)R0>rJGfxuf^aOMD!2<g({F1tIPy8H%UZi<f|v$K=kSJOIs|-
zyx^G7;I5gFR@1`VJ-kHE4GH`P>VY6M9zB~<)WV&$4MxN$>~1|35fN!qXqvyz#m*$n
z5x|;s&g~kdo)GP>i5snW^Rtq)3e-xeSCv9DT0J_NKqD<o{29<fZl0*7J|YERS%*>5
zlH4<?oLf}>|KaPcqq5w>Z&Bc*K}tdzL8Mc<ky4}^B&DRg8ziJrx<eXC=@g_}x<Qcc
zZtnVUpYuC+oN@2|V>=wfF~0X*?^;jHIiI<L(Fvjaa)G{?_6uKbpa;d9j~mSaC9yIU
zi7{VGxMW;+Le12hL-lKMK=V1Yx}Oy_Fn7O6d6O=$DX|a>A3+_>bVuu_<0i!Jud=`4
z<Tsc2B7}xY-uPGPx3|&V@qBNvwDU^(PihcROr+)1&7^pdprYwnHGJtWBDS7yMU;me
zdgJK#=+Hi-33}iIJSV1Mc>1_O+E-ag0vdYq88)&{7j^)vEhe}K2$Sz*Qo4F9dMzqZ
zEIGEa1lRT|%njojeW72(-}!q0!amrt_fZDK=FlE}_D@N4&Lf-g2@&pu4>Bd22ZQJJ
zbd$Biq=jR~*au!15&sOP^nfiscNpTR31c)B1ykYTJVhht>-E87nx>{(%Zrj~;RoGJ
zWkERA_sdijc6yaxrdb()U#1mRPV#5YLA|@ZRmuz+qM`G8P1mt_{es@_z>SWOV6~A6
zv`(7m$Aqkn5pD`Uj4S|@nSvTROT9E85``y%u*&fYetw*#&vD4e2&(&{PL>&s#|{O7
z<AXwM2;)Cmk1^_F?AAgp24R1n6YQ)k!u;-P!pD@2eUu-m$W2F2mvQb`G+kNCGl|PB
z&<Tt|c_9s-Bs~vW)3{fP#|C{L1dbCzdT{<J7POZI0R*_bhyp;)7Lj6MSnkrf#N9CV
ziA_vL9e7u>FpVu=rX@)K5>mUEt25AyQ2Ul7GGF0=$XI~Cq1o(St)&0}ARO<;=irBO
zOu79unfz$f!;Lu+;bf(@16*U-Lpflttq|9p;L>#`64EpZ4ua(zU|TIM-9RRD?EzEZ
zT1jakv_k)Qm(v%>+;_4knI9Jn&_na$89PCOhr8N&*8d{z=UPyk&ezdKDD){F%lJ=~
zv%KP_Kbvxm;L8ya1bNc>=gsJN?8~PkhP(=ewH3QpO!~9LZAq#E%8$V37wpGkbZCF^
zt-kvs?pZQJn>mDKG1=$V`$x?tYU;wzKrxS?Et{-uNUx6e5w})ke-za8BrWj44Y;DY
z9?>?mNwg}tpJA40v(eC8Y3E`#Fu^wcCho6|gpWUmwCia>@!8k`ZJA?NDG7-Rug^VM
z5=l+NNi7eWkbe)bJxivq#y|lYd?@IchOV+}wwD}}XG?XLEt7;wG`BX6<HgE9V)P04
zKFx5VpaY>-(GHMxOqOC`D~A4F+*tD(p7m2Km6jJ5Ukhipg2i`)P-aV!HMql&=0T{n
zG#X8CmE*HTTAAAZ=(bIyU02RY`T7vS=&VC{`>Oz4P2vmWFCg%SgG^j(1<X0>8tfUr
za#e;?nOQ;AcGK@N#3dvOGYigzXbwCkyP#A-Ocn1%nNSZtVcwGS1tQ-dY$!*C^B`@h
zL{b9_WYP<RB)y0QtqCGyf%xN!n06xB3iu&yfZ_ELIK=1ApVv8TL{=9Yz5+I4*A{z<
z#zw!Ovao5I#l^*K@G_StV6kIf@m8y}hD71xo*g1IFqtTfTjLuOp>aH@W}J)kgy^Bz
z+mLrc5$WAjAb2`nA1sDLnEl}n_dhDZf1<de3tqR@uRvzzFpZr9c;=tLe!~`MPMzw#
zZfZ1f1-V|C47351<}+}*C>SczZRTsazqS|$gAS91KpP(LaMSwG0Vbk=<|zmuFCTyy
zWpm~$?=0BpK_n?iB_uGL+4<A1xnnH*Uu%=AEhJGC&vYmp47@~C`Y{{tq?T8BGtV-7
zgE8m6hV;n2jfM)Awkel%^e*lu2nF1~=~4V%T3VV_&H4z%V_3ZY{Q2|2AxDdpi}e}|
z3qj!k6h0Hc@B_muIDo*6{4i7I3>5V*27VI1!1IhWoE49a$204M0wa(@0Tid5NmZH^
zAfOm2R%Zcve>lLhTCfW-fb%8J$AO@6Q)o9wLj}%6bQN66I2oQf%;_BJzyZ8K%QqJO
zX0W;NHU-GvBy`Mj0&^uKbPA1tc+<Emwa1N6E{`*8kpFuMV0TNNCr<!M64>Z+(B9wA
zFmwmt*AoA1_Ea#yvZ_(>0Rf1iqM(8sy*=Q|6#$$ll1Kr>`V?yL^+Y|sZ3~bH6H5T_
z$+BH(2asDhJr(eBDr$Z@7?9nf>9_d6PHTQ}i?*X)!lJRH;k+TNZx2~MSG1T6hXVCI
z%siI*r@)1#8!!%0KrBuHWc+0dK0q9{T_%&l0=#=Pea`|gg%m_b3zc&S_(Qmi`*4AU
z4++2`U(eN8J^2d^EIKwvb0(ZnB0(V243ue|V<Vcrtp1;t)H#$YI;M3Y9!_=XRXoBX
zLSAd(Fb&Y?f&YdGp2>!QDbNp4V=#9xim6wx!vHF}YRxMEC>si{f3ICsVzBIeqmuLm
zoXXg3(b2&r*tz>*jrivoLbUW$PkQa@>LG(Zu!}?%m9)yp<=<G!_oOK3`SKY-pvT5e
zGSJ6u1AQ$v5m6|kW+erHfY+JeGe2~OZkMg0b5bks%i3^LqjASE>u4cJ07=MU-yV1_
zI!QQ#9U-LiaPD|xX1G%wOrwGBAQu(Y#nFw3vmt%PIW|;{-^9osKw|ayGczv`C1L05
z?8G>Oax)7K&(0)3vv_#Ar3^F$MeIqh$+57oHte*nKy#*?cL5guLue?xnh!cjsu5$q
z8qwwnOEfdhT>mIu2~ty|Dmn60swRqz4I=z}&3|;3Wn@RGbOsiH$hK|3sLO{1DgT@=
zrYdkb04NPI{KF>~iLJ$Y<^+b8jG>52Kga;WKnDdc^$j7h*ZIHXJZ+RA9z?YlZ*bUB
z-lu?@Ud@<Zn~0$k!hrS1HG?WDprhi?8ib_j8lI&+Cwi#+Y25KQv0`@3n3*Za5S^g*
zEVKX8b<~QRLqf~uzMZ&SQB+&)y`*@J{m>1Oo&A4w^Z)#@y6J@j47Ttk<xw6PHD3Q7
zg-feTcwKca!q9dHm97(f<;;`QfE*N*sP;swsq*V_Dsk~G8JnMeJHtoAi*p|p`Ot#6
z29Q`>Hc}{ZPNeg%7hNu*4td#><LaATeNX!vD9T5Nkr`%x&#Hnm2DUvP_zK@-Q`9)S
z!U!rhmVohunve01f-SaLJJ3;j?6H+OfJ4M1_2v5JrXz;;`lL$gzvtx|rTHRkKYG&^
zH`rC_f3`9T#=||fO<8!p05K<eqB9oIk$!dp3=p&M5sV8Q6>F7^s;kGh0hR%-vOOD-
zMbx%dF~0)jI`JUNg|43>J*1iU3BJX}4o#9h=>M0pn#Vk&E_dXk;)<sjEhA8EmtA}8
zOfrSlzVlVi8#NtB9K~9T75NCBbX7nOm@!46>0n_iqM|&3Uw49MPJ)*R<AO9W!jrJl
z(o2>Ik(w%u$L?}}I3wh#?(^~`V}QvB@2X5|g$eV3Gq@(Vd(6?PAV<RhauE@@@d4!)
zR;^8I1M5!!_fIT=N!jGM1P1k?U1w#0@bZ8;mZs)rMF0ZEZVLnY)PyAiwrUP$D*NP3
z=$G$)kyWsmHayu#e$O@Re;s3fsnE1vdkHiJ?S*&+IeM|Zt%()8yXK%k5D{sgedM-#
z6j@nO+q%1vprX+yl~7YTA~P^$wrvBXL<4<G?mJ9XbF$wxtDp%D$V@9xp@D?Dc)7c6
z0Ke_KSXX6bnxC^Wtc!fG)viRaHKo9Bj{MD?-up0&C7BAonFtvKKkpRZcG+;_3puz4
z4j60F|8;6g9#t2+bAf4JmW=>u_Q9h8AOn&>gBi{1V6r<`izyL`tN7Qx8Gx$vuAmK9
zg%XLj13;dr048FgaSo^-B|w~0y#mHg3dL$nV9p%{{9Wws`s}NU3sd(;OWrqo3qU_e
z!bcD!_~9Rk5FHbYhPlvIdUA0{$%sn$+x`F09_PwY!yUj@X+bcDiTdf!K;TND=cW28
zCT@fa^caV?#_;LEpLSSAryyeA1m^#oy~Fg!BEpVa?k-mTMP9X37*9Fexi2mON8Ac~
z{$Rl9Z~~`whY`D%Xo=Zz!Sty3_@5&P)qg}T(&Q?!GOw41v3%EQ#23Cj3@`xmc`|q3
z!9Z}<E-*M_3%`zyNz3p&MtLcd=nH~JF-0Ls6_DxS$$$y@22BMOqrO-aKo*DrP335d
zmj@n9Tw4*mCN<4g^mDN<B)9-QnbSO!vVY&lVSR!fCOYkOgxzJ+;(H!<tnV83g|2ZV
zO2#972FKNYMnlaD=CJDlmYMm@;Q5Guk{^9J;oTJ0d^rCIAqoEH@fV^Rq3hd-95>iK
zS|l2;;6qT6D8&G50f#vR_oTHV1%@9QZxxk5+EO_VBm<pvoc$R4O!qj*mZ}O+J*hgZ
zA{br6V~v9`2RIv(kQ}fPEC)u7;Uv5`pe|GYIsU(j4?rWL3cLb^ycG`o?pd<x2(<>^
z!}1etw`Z~T#hJqOa08YI@bj$k6L;tz4^{pBvjM9EAN-c$6{V!@n7{}ftjwxV-V_xU
ze$t_0%H-Nsm&g(W{W&~49vr?ilCEUNTw^y}6f=y~OITeq<>m}%z70|OIwq4_Ynm!8
zUpP1#yfR01{@LlyW(H+I_}K$VoKDetCz#xMVM9%(3u96Z4|hNmnm&0+ZXI_$!dP%M
z|61YI`ljqmWM!7TkFbr)x0CachqEJ*hE1#b(uMe;Zc^_>vT5giSbQ4WBkGm?ZGWNa
z<JE-*gqVq_`qn{#X2gLV%k<>u@67-@Od+-?e!&1{xc~3T4<7f7*gq=nAfn!AA$Yy{
znvL%e*>@20g-Thtdj9z1Kw=K}D@5HkZuwSmNgdx6Z^=&=ZKqbozE+I}vN*OJ@ULVc
zNo;UwIO80xr4K1UVPsu;M82oR>mymh<IMjPja5Q?i`8vPbzs&-2ccBBKplBz?3GB7
z(Ew&s6}HAKW?h}Ap7R4PYyI;PH?rt_bN|_7=-Tz@^6Wl7l|`xlqD$BFwca&DJ9GEf
zd07b#^`Gq0bE1DzYgkEbX&)N@;@7~M!Rr0l-64xWHwa0p(3wJdH713``IpNEQ@!rn
z2Ow$Nn`u$nhmTl3vv=WSoPObBy4xJ&hGd;7_ILiW-23_3P~uAj3rm`&u`Q_(Ych=8
zv;r11Z)DJ{eB{NZotk;9>%iu5eoSti&r6%K?ReezMRdMohxYTzoZKRKGqX%Me;UHe
z2=eibQ>>n-`9*ct^dlxYUec<IbThV<%sJ7+;h*Y{N7qaFyU5Gig=WflvgU}l{AJ4q
z`UUg}%ct`Y?()MC*&oG;#COEFuUiIMe5+Xc#vNZo=kk=hE1YJ_7_=Q<oQ1J-UaPfY
zLJvnwfId|2&?8-(<WW~o;l(IASeYd?y7HUWReTHLrdUc=r**;YsjzE>9!A!@wX=mW
z1urA!f?HW0$7st5@<?1w+wTxvv$_9{ula+w6Kb}{nWu*BA>#d_9l}L=@Uy&WkVl@r
zi(GsSXh*h80|VT?KWkwas+(lZw94GeorYdB=|^oHCnAl#z6lwR$ol_oFGB;?+GN7#
z3B6P(hFIbQKdk|tq=x6o-7TN~sHupG#%X>vw>JNfWK6c~jQZ${X*x9Rx6D%#!8RW@
z>Kk3L@dMG#niZS%O&m*7H{wXj>}3wL5JqyfbmO?shpiIqZj!t?tc_wZ`tKVf{&rih
z?p5-#m5UnS_V53KZS&-WV%sPD5X_;?e&!NLUQ1SneFoeAenO*vU-PxUiAxT|6eXAG
z@T-1)JZ%3WLUy)Pk^AK~L=j=9B7-q{dBYbmaI{b+$hGX(*5Cag>xtvS<*nnK+N19C
zcXjudfeo_x5H<4F9Ogl3<8G-4)Et$e)1jGjoLiMJ_U2;D&`_j&@YS4>b1>6Ex&s|4
z+s!*hFr69O-cFTscoEtEQNRR=S#X@iJr;{S;=R8$inAqI`6;QP!Z-sdXgdP3>BNtV
zolCwTy$>4isFVAvKpW;3IeM0Vu=0J$IcI4=jK}+gF!hT}%7Fku0cVfK`5$c7Dulx&
z?f+_j+TKTSpy!t#L)6h(sB+yU1?}h_Wj&Lj+^Y9?F=fAMvG6$|!ZXp)RJ>_nx`Bm3
zJS+M&$$tC#^8IlgnR$DZjRPbi>m|=~zlL$9WCU_<#_+zYSG?*OJ^t@xCB<3#PAj}c
zUuq_r8T%}+Xl5QEGxt3f{m!2sMcgm~sHmO!VUamw!Z(Bd*-2i4M-FrB=1wP<(RW5a
zGvH@#8r>Aexfw=0m;$m32L>l3{u1b1yd?#P1V{R>jH&a@5E|y_{ejmepPTTxjyHPR
zK%>jczl|`>lQ1os;l>^`aA*y1&xgNjf*23&+E$>Lp}jeX;se5tkesOuskVMwvHFtF
zFWg=SH!GqO{&vlF3e-l?LJ-t_QC@SRu0Qw2FiB4?bBeyL^-ZOKur!alIspem8mUce
zU(ojrvgO+E2?Ke*51MZ^bc)u7L!yZBMEBb7;|WIX#odabT1Wt>?`Ql@(9yt@u__u4
zOeuuH`u~_(nwTAiGMOPgZ4w)f9i+SRK(sKv1n9vIY@n{DT|_fc*nX5KyzS$0;)l`u
z&T}Sx|Avr`r_#wxr6=Vm&JYw~T^@L+JiXlq@z`zqc3qX|SEr(*;a6Wzn^F~}TO`-?
za-ow*e<s6t9QU>uY7>UP!jf~-ha+}Y^2z&ha3E{k3)xynR1EOv2-&)ug?Sfw$&`|b
z1X_z!Df$Mx6saYgUTQvKb;182JLn%I&GOQ@`r6^pPujC3fQiyQ9YMfqvBW8!bSsbu
zVt)n~Qz+TQNnz91-fGlqhU{$LCl3&eTPwzX?Pr_ysBbbDRxYIIr2W&r=>3qx_StPc
zhHtg15AjkbBeoWHJ|Vmw;tBs<|9d4TNMhuhI2Y&kc$Ql(0^bl~%{|O6SuqQmTM@Y+
z5iv?USrV*31H7Xioa^N`EvLt_m+=u~N(~CXeed;$*;~UwGUAqFB3oO|^F$5BNH(FJ
zY6j>+IRkuis=|#m-@yv1+a_0#!oRV=?JHppE)!H#-laY$SRdcpaP>LI#vR@d_IrZ1
zI{2GcWl<^k?=~t28HN#47P(+iSm=`7lnZ316-G<u%@)z)f$sba6<OM&s*@qE%*Ewb
z+<fs){+yTD%F<$^N>m;8t^LQ>9%TJaq_*D9E_O|)mK%18h_Bxrtv8H}uQk1ji$=4b
z)@uKXcfdriO=~0w@jJN}%VH!LNB&*gzaHWQUnxebfN5(N;iIo|%T4g{5YGqw(K)`@
ze)-`ycza*y6xxg{*<jZJJ6foFedC|8ml74$3Tfjgp^~5A!aS0YBu-S2+)IrV#v|W)
zj}|r;>kmp*kCv!7SIsdCqjzNnc8|F3V#FnI39!TZiFq6^F;dV|8g%#ka350~dpyZ%
zZBPh{x5R3LJaelqEwSzlr(MQh=`76nXWq}VL&Y4*L;I)=)Z@3<_c$6O6P{T_gvL{b
zgv)6{f5|hHw70akj$ERoHG~TyiJqG`AdXdcv#?tBqHtU~@voEC`Hh6U>E4d9@W64K
z-(M?5fksJ1e_MJ%@RO<h!@7TNCQQrkPX()vNw%8VfLgvuk=|qbI~jAa%kTlZ_M9;z
z!!hEB9lrXyvq)!Ee#e0h!-tUoire}<95s?gD~;uy$+3h>`>VIr4R=Uqs9DN!0*B{s
z0^2;L(a@wHr%OUYzMw#{#Whx=qT^FRbvEx4i6-P%k$qngY!?f4U@|!9f$mP_cGKeu
zJ#h}U&S^wLtrBm<8FhI-$^9%-MV-e&D|}Cd44g85;aa`+%A8tkY|`h=#900-#d50`
zRtbmR3;vsGOyr&ddpsiBNnB1*0KNfL#Y<2jii=~cj8xOO-qbE!9xXYTh>rGMv47a>
zu0Aq8!6_uhed3KiU~Wc+%QQ#$kvl?Ek><<N5<$*fLPt&3+30sIUDssB_ET0?T&k&b
zi9N;lM^oqh$f&aV>2mL5TGc3{iqqyfq3|-LG!_)K?kN?-K<zXQi^}O(y0N|Y&dd@p
zB*F~0*2525EX&H{&M#`aX$!CQZS0OPj&p~6e}J3k(d;1n+Z&7cFqMbyj9whI$azxS
z*~$Tc1XlAqUOb98y#0*ePaUNyn<#beFLs~Jw0;<lErNbVY{jNWuX<-Xdg<URB%939
zX;KZ(wfGq;Py+v)l;6oQ{3~GVB%7<9o$UL*?UdUu*fhd;;s#<9g`|B|v9oLc?c%2k
z(>sHyjVFiJX>f;Zy=>RJ5<Fd&z&%LVrgJ)C<7ijn*{;7HSElFGCsO4s;%F`l=?Q3r
z1<nUNmVp579NOZCy>#!SyLDMj(scVwvc(FGrF{vbe0U!Ac!@JO$aMyc#jkKbUUCk^
z)6wK7Obiq2HLEHywR0F>fa2BT$<I+b3OF&!!@0?Ki48aO?vn#i-qmOn4q7a8)>Yh6
zuu&|Ksnv?#o{PyKgcd3S>=5K3o=2UqGZpI#l2tC9U*XN_PZ+$=^yInG&9u;)&DR1N
z-(qy*V*kJMgeY)Y)ML_rOHOfEYPS@$1mhH(XX({b`nK)l#H4eAQfBO2TRANFt-i{e
zOcnd6p=k#&b>>xOEovmY@g!w!1p?w?$phS_4Ko&=6rb-O8(1=~YXRtL^b|gR2`+hX
z9l&01<E6nM;k*x-x%1q6V~6FGT4_p;Yg~*UpIYIeV022pzmSPVpWe**_Pxz5{P<=@
zr4wav%<~AEAP%}vP$%lIr&}a8Y!oGHvFHX#ZA-=Nw?>w#p8UCUN0^B9OhJ#VNrd6J
zMCIW_Ga#rfB*zq3>kcTVSe|@-=k4JGDQe1DdhC;WLLZ5U6z4NV))pN%)JA3@c81{$
z-Y3x5=@e%2_DcGVf}`BcrR-CDn@Gf>=8WIflt{5da}aV)deHTt=?~rSBsQIdYNfvY
zBq46lwP=y(vWz&ZJ`{nugQpb6H$&1(s^vnPp0N9!>+bH(Z^OlJsSkqvTx7&+`H&;C
z3&vs!I<OLwN}}!u!fFaG4%uhB6z1iKBYse;r0<tL8?Qs2#4JkT6IFapC9z73i-$S%
z&B&?;<=dIP`jwP%OkUX%y&t1@7fFsmj3PbH?DEv!vzj%YQbE+9!FLIeg4;+tj|(0V
zB}FXgdC+_$QH&g%wOtF~vY*yytK_V4;2<yX6fh%lGNamjooG^4S@yaElb_KfVPC>x
zX+QsVZOG9}^PlD{fd#9A$}6J;s>iMJ%|j**k}A>w0<w-=B+;6M#cCwj{n4?F0CKqC
zJdH;1Z$La-`?tJyEEMo}8)TwoW=M8-M`&VhHIBNMRqrJRc9jvX?!1(1l^zB|J)RT3
zGkVCWQYw;M`?MD9o6dP`cw>5YWSGL<lQx=|p^Q)Y{(i}dgRm9?*&yw_^6)Ev%ih^y
zF1&i4jv`VJf#d+q#XVV%+g^<Tn=p{Bu{3iuaqseCO;D^pr5Npcg4vfTV^Zpbop<@q
zpD)*OjWske-PHQqf{Fre^^I8;)lJh}KZLx^^wj>&PHZ~1B|mkU__%XnO5RmC2U{~$
zT8#)xHY#l0<cdym+dT`N8KtD8>FNaT4?RVZ+CKhe@fq#)&vNGJ*9U!LzV~Mu4LO$6
zYs&I-Mp1<#VREZG7NjD9+E(f3$WpBidx~`H%BdF!1p>ud1BIUH=ryCIE%!i3f66QQ
zgkk&w()9h74~$(?QszHSduVo!EwkP>?UUe>wV0`;KaW7Vzc8_LEQm!aEmeE=oan3R
z?6_bgE$sY)_GrUv<{z{PPj}=NIuG8nB;ECt|DA_86#{4nnj`41UTL;^S$G3nxa8qz
z`LFVF+l$Oa)5%hB{RK#R&*gGyD6>`YsL{Ge8Vd2lKNI5aY4CE_cx#cT6|GfAWES-3
zF~oFF$n7U%bxQx1YtrGOxxcH!czIUv>398rl>UChB{J##VleZ=Zueq;ROVN=i^(r9
zpDNsmt)91hZtFLlEPiYud6}RYfp#Lb`G$n_<z7d5F3sU-pq*&WpP9SzwE&`L3oRt<
zSMIZFQLzVz6n>&w>X@02p<Qt|KfM@jkv5LB7-_QWbWv3|>2>QtpP^%#rwGDZ7hTtn
z%`j#Wu)gY!hg>gUrXLcVwnd>EQZ7PytJmG13`WY7a-nn276lCvj5$eZyk!+tE2X9k
z#>OS`J4#{Jzh1NmiKYILbLHM(VEZ+DQ}tDAU(!d17axCkG-<z`w!>>U@(M4J#;3PX
z5MbCQ==WbpAT#(A|BlCX@AJxe$5cl4#*YBn1R98twZ^k2VWzSRor9k2+W|RqKEG`a
z9-bDQw|H|rPP!=4gW6F^@BbM0ALt6wnL)IC&?Hy+$c1`%Xo3lPHo}OS{c%Ch)@$^A
zK}@#B?`}!Em+O09dSVulxZe45BGFLqCVEz%9q5U3iTI~Eg&HX)+^LhT)-n-PTpSyA
z>~-4+b@0E!1kIu2Wq|=U2U8N$*>8;=M|Zb~-jLCejkXqHU&*C!L;t3I?C1qGscHH0
zn~CV?MHR!o-S(jC%kkgciyI}B3S&qfYz2?_>?>Afeq59>V{MklyPf&|#R^G6z6^%T
z(|CSJS55f4ZeH(u%D*6iFC-jGkygG1!(UxZF2#mh!JG<ZAMvZ^<d)nbG1p0craW~v
zI6LAup=wkPcX7|`lIq%n_&`{~bF>~yYb7G7aHZ`pG1*ft-8OnNHg^O-4@0NJKq)Qx
zd?hCF$13Xmv^R<YwqlUIJh!^1LMztw6bn4CKA5vUAx82wJ|N5=$sa~@d=CfIR75^V
zBx!-=VRI@(SeSXR&-s<<^j;3^zE_RFPpdnl<jU~UuiLx56Y=DD5Ds7RgoO~}ONLeQ
zPV`;SN#+e7JczaOHJ2#0UU1)8JknaUcp#@0(j2yUUwgj(R~<W?Vb6R9?av=jirbwj
zmTS6!PVKTql@52{3qIGuC^ZlSQn0JE?xn$Ql9A%#eSy?J&b7U_0$joSic0a%G*=S&
zr$zo_E^vo8lke#F0@sf_^wD))NmjY_e)(Ppj^=$RjqQc(rePFZv6UNt^1f*k7CD0z
z(K^BY4&CG8bUzW*8z_R$mP)4chr1=uh4~nA&Beug*X~cS&{JJ-1@p)_&_YelPTGGl
z<FVeP6@ixHi8~nULTU<6AKF<*aZE=tqBGe`#?DPt;vHKp+m9<ZP|$(KlROJn9iLmc
zj`(zu0KHnneZL*#h!B~3R247GH(xb<1O=W=_a{+8A0n3T*|Xen2P=8XsIZN34@zk#
z>=?zwnj3neh#5alnth@^<GpwQ8yfcKpJhXs3hQQ_J_I(yth)fA!K?V{d$b<C{^V*(
zY0l2dn?iDSF3iH<8a#)egGShS@8$LW6#vavcu3ewtk@`$PKvQ?`VCi&NLY(0H#*Gz
zuhukxLZ4Fh!MW>p;<4G0i>{$%2^sB4jl+X|{Tsa?I={<tEImCRgDA$d{q}C#qw1>c
zqVi?m`>x4ASxg&C&D7=07$r}H_cLRT*>G$0Js36$-?A1#Zh7y8=wsO$ezAiuK4tC}
z(=~Rx)En%VrQy1X=$zIXOkkkc6FvE!>2|!rp3Lazr1CaX^%@pn1V1r-LlWB3k3_06
zlvcN(om<RPFfXJO^%%87lzvqa7(A=K7r-ZJfKBUdpV;yeICQJ}v#CvusVys+JR{(S
zQ#mqsRozwDcK}l@RAKTxq=Z?|L@(T24<8gG;jJ#(UD;x_Sonm-$lj6K9{4`it>K_j
z$~29*wRLg&88VSyvDU-%Nh-P2oct5mp@j%(v+8{TD@@WY4KOLDM49Il`W*?^dt%CG
z^-^Ph-*lP+eIB4rgZvbw1=&f@`f9{U)cL8+#l%s*jcuv4t>!yz9KPTg*sVE_vtRYG
z!IxV9Q4x+<WqflFgK=*-&peCn>cBC8!-T_IF;6(AZ?wbyY&tUpHF`+c6_SO04O7@e
z5U%S(_SIQCD5Eww*`6FU*L@YBjWsY?Dk?*iVz@v!mx1x$-ysm56U6u^#Fv`^j0!=1
zVp|7WOF4^Xc{`@u(C8slP`OA_99Mqh03mzzo7W}i>_BK5wKS{Pyd%1-7UR7^4^7v_
zu)OW7ORItdlVHnTOHV$3=u2NDUaDpc)XCs(^Ke3I?|xBEc*ssUlvz*+QP0r-wf(AW
zad`zYel=d_WyFVNn?m}SLg*gX!+XZ}Sm&v8c!^R!7+O_(N<!pE{va5(-n!SGWg-9M
zubIHYq4CKdjT<{s6{hH3A&<>#A^n+~u03=&ztS)mc|D8C(4KYUvy-lb!FT!>8&5`B
zy`P_XM=Jm`7nQLiJ;e%w<pgCPL3Z?M&X<Jdk6*%w5Rwzy0M$#rYa74J^k{3h7IA$e
zJsBFpD3hY+vrU#9zToHMtSf4C+RpGNLTP5aXyRak2_BQ1|L&QaBeuqfgs_gft0_za
z6T)wkYUja_-JozB^2rjO>+!yfWkX}FyX+2bz2=`C#03`Y=BJyC%QF!#CLin59(Mja
z$#>50@_L>0;8eCrZ+^Jb4XgCjdATu^7tmlCq>n|1D0M}2vy1@1+>><!c_03nPi)WE
zUZgR1^{#JZaWSs~qVBkSMj#-OEE}I9YjDd$$$@u@7E|Fp%xQIa(FLpLdTy3iL8yYh
zr*5ZHIqiOFtuM3w4NF2N>q?%ISh2xAvq$`R`K0}LT++1$Rpck4`TICb9^_ba3xV}N
zh|s=;JylRL_VsHjN;bQG323o6Hzdr_Vzi*m3cy)Q5*194j;jvNG0`4HO*-81)mOwl
z>SG|*R9c8;VfT8ZHWDbf6xiKNYcKash);rxdq6AatgYi;B9&J%NgBFA?NKc2<KuHO
zH+P>yPG|32?R_&(1crA-=IFGa1=1$%)t@3Sl?VhfU<M5KS>X4DlWQeNW-*%WwGQS`
z`sLpF@=HY+%eEj%*H(c;ysN9la<L{{>dEcpt(YW9j+aHwIeQ)TOZ^M<hkM|FDaPF2
zb=V&%h`3&3o(NlUcW1B|l+u+*!(xX=w+|y$eXwA+;|sIMY-*D^+^9N)XBNmImE4f<
zJd{<GNDF7KcTbk!#fTNe_aIDb8+lQGz3nW!#Z+)fw7a?VTt50MJ_&{Z!7s5RO7_;&
zd%%&J!UYl&_scQDt9hY|OK4V^h&#*rW4}7rmdIh_FW<f-6{{~s8)-E0w!Hd5rWH4g
zKtO<^!{gih)KBbd#N2VfI{@S52nbU$Y-><QN!Q0H@UsZLzG=PqbKF7E&mX&kZp4_`
zS{erLeE;QF@*{+m1U|22#v0KM2NJEqu!gfGM!9o{H|{fR>Yj>};gREug-h!*Lipsh
zONIn~K{bqmhy$(o*L(*W_)=9;05(r)VYA*SLH?1^7fT}E`=U658$`CW0>g*KBlJO<
z-S$`=bzmMrpCh^BWqseVnG^Q51S;jjjse|}kuVxpZ_((LIbnaK%#?hDv284^E}ZVC
z)#AT2qwB+hJYF01SpsRb{E{`y5yp2GSu*>lkrT;N7jXSc+}5T&NRB$luGd;sYT_8C
zfMhvJSJLCvll(!SF;-4WgdG@TF`RuOd}F&8<Cbn1y9Hy!Tms%5&N*Cq(jBT$i*W$&
zz8ehB{vtD`v8ZBq`Gx-K6nZ31rzq%?w_@IZ<T2r2C#y3!fB$+8wZ8oC*!8BaAo;uz
zSu<5kjPXe$OpL*`RYthTMecRrQV6Z4n@1fqd~Pan+LVlK=W1JLjFl0+bS(AtaaZy8
z(PHV?3oaFus6ydaO^%|qIxR@y2lMQ!X{p+90zBP|P*5n_=%?ydZ;R^{>_P%el@_sj
z{NhEUcY{}lO(IJ)Z4lZ81d8JGxSoC1bXzGgo1h)tMtH?<l7b)zv;G6}I(@5lp~-jX
z1onY)vXn4J3`xqz{5_&rGHxdbE)^&9I!(x7uY-OpZa3!v?8V%GTXsxoMv>a*CAyx|
zZ1fJ#3jyieD-D-zGSG%$xV_4Um9CxGAn<b3_1=bczD0LTH0U&aoGyo2jaLdUZuyb*
z`zA5@dC;61H+F48$j@Z$W3YKE2n?_<t@^3sYFXM}*knWn6AM|Zz#oh=!^pcJrEy^4
zqYv!B3p83YTAXl4mj!WJNUU+Zxa7?gHE^W=Dr$9e101z&B=zKPCv)Kz8PiAs5FSYL
z^BQ{*2s9LPq*^U?;TDSi2EMyv0b1=-q%>WO@jLV$HF~G?$3B~v5$R4%217pY*SQ9)
z5$BcCk2@*-DGg}Ue`zV;g(=&$|7(e#IR!x?C3YZ4R&4uE$8{hHH!Tq!3Zq*$PqsG4
zm8kHa@DR(%6k~h+)#V0yks>#2{6fj5i$r&<T6->p%6Ja4@;jOxmB;u@5*pzB>Sg|N
z3gKow&LN8l;~YEO^i3mpEhA3uj3$xRq~OEFU8=gf-P|kzbwqNRElt9&9%_>N;btVY
z!7sqA76xsBPF<Bn2e6#Nl^`t9roUL)%vhlR@F4-UC%UUcq2=Z`6-P=rQlrD!t9?&r
zPFrsGNo43DQltd!!c6TCO<&z&->pGEnuIfB;#RnM0YCEt%|>VOx90#G{7<IvVQ_)~
zA3LzOu~Z+>1N6cfTd!#jCh0<=i17WQ@>5nXx)zsw#gxP6I+G!T-X{A7l>9(m=a2u_
zK3nUj%%%Aioh6@xUK~=OWM+3u$@IQD)>V7irpw~}s}bXLCx*u~=^O#}g^%})pKh@q
z;h<ms)T!}~5M*A!w{P^SCuCRVjq3{_XNjPevVJb`+lbH&-e9Uz>RIa*9JCtZmNxFd
zv=~|jC3n?oF~Pt$e0BQN2~4>a;AS*d+qDP08GuAYody~CDQ{+p_oDg4HD0&1;bq^L
zD;W+fsWuyX9p_6A$^1dyR{XjX^5`o6>f%QUnsX@VJlVbt=VC_Y4I47Pe}#N$Qwly$
z>}KXi0E@6aEDt^tRivWJ@Hs?umlrkyDoXjC&vt2j2KS8<X*9I%UM%IekX7d(PmzQ`
z-+V~^6AJq;qd5Rg=*oM3Hj=4<uUbP_gd->UmwWeVgV{Gc=%_om)FRSP(Vm3xcsqaM
z<}XM5cM_OX4WmIVZ0f{t+&H|Xr|q2xn~H+uHJ(~}2ske?mvMn00FX(P9pPwIPI^W1
zRife;&)@Ue$n5AK0LV8mBLS&P(vfw3-O1^dv-KSTUoYF^qQ{D$hkr5bRZ$SO=dh~T
zgd;7#^;$l)XHXBP^(KQ4D%d(fdH#Hau(^0ScrrI;vAa(Ha|fC`4CpyN35?k^y20w;
z!`w@h=)9toHaRwoT2otOtz)J{<?5;^cpWt7IOpAt<PceqIsknqag?8Jw7g^w?IOdf
zB1ArSHO#1h%;#zBn&qT&|1J^y0XU2h&)kfsZ46B`82oH&ifpSQ9z|dlne*{&n)t5G
zMk)Q4_tmBTB>%)=$*h8yreN(;S635)<j6T_XHpJ<rbF6A09|#*R`ZNF<a%p;4+(|A
zzd!_YnV@R=6FWk8nhe@&e))b$Ntk!n+XOnJ9Hc0*=2l>373m|%zArVQy{=N{ihbg&
z=bz8g&Styl^NjU?HXU9nf9jDv2?bi>wYtg#ME4Syrm>w`Q0)W?`o4P)Rv=pgAyD$$
zww<%oF>)y}qPB(&WAU|+f}t<iE#ifPod~+JEnJq9cKm@w%%&4()inD>qd7bB3x=)G
z$fKAFeeU=wfe|m>Wx{4Y7bDv8Oa@!0d?0i+QUs-jir~=xZW0Vhy7@fwIsV8l&E2-L
z_?kBAB+~IDho$#U?Qh#VMTNvZe!h=CeO%A|bEF<&HE4Bk^tbezUhZs%dMhb590;G<
zOQxVnY|hs5llg2O2h9TB7U|k>mSooRL#ikrxe;ugpcPJ!)*4a_q8<^~yWq6849<X+
zJ%if|=gtcLkL=boHL1-uxzdmA5EICRsbY)fBDI~qjZxnGw+O7Y5ZjYz=#%Fe0@B3x
z-Sno^jGmf>^T(-k7zQB@YtsQtM@?kcJZLx6GmAP7dpyNv$>qcG<iT5oIPO?t;~CPp
z`PspMK)5^sDU^m~P<;%SmLT!32^>$sH88`>H=oTJ__d`vucOsrX=<to+x#et<rnP+
z{|81;P0QtE=}5q9hB7C=<Jt)Bv33T^>5v}$#Bid{2rt@auE>D7@MB3K2+nUj(p$)t
zvRR3+<FB~8h3t$!D$^{1In0{pRS(}F!o0xQTo!Cw$z)seS7>?^ZO+!j;W+aK@}<Z*
zcfSii-aWr)n7f)3f)QibWxZ*zr77RXl;z!@=v3`V^|akwY~#1Ll21w23lO4nFL;po
zFOFfZgyqs;J!>C@4j79MK~KDp1QCSP6t;9UY~qsu#H1Q-KLh&AK;ZRRac7uVtDQP>
z>jbI-8fZ~n*;~ov<q`|<btColeLN?Pz1QQ<#KrTrQ^JXwosjE(Na!$uAoxzWz|UYX
z^yk>%rOkoA826~<E%R>6Wyl^h(yaXg`))&JS2pv`v5lH9^Yl-J5YP3YKlpfZ*4OD4
zb=R~SIxbGI>*vKm!;7>*=2yS7WFmhQDF4#4I=IWm_BMatWfzbggWdL}rEOugtCIU3
zlXj*Ll;xD~sf819tu5yl&wYI5@=F^U>$83C+BNPJtzw7bhRXZ*Oj$;~wqZS+|Ge-Q
zqbgCffI_B~&<*PrXNdw_L2N&J6T%C_fGHg^y&C7ip0|RoWd5JuGZWP`st*Sz2i~!P
zw0}FA1)t}_5IA$7qCAI@rmW&m2+{_#HEX=;4NSq}67)$th&bIhXl)Gwu57XaLfPcQ
zgl?vUyMNrT{Db$#CUfRf+O*4+o%tj%Jpm?EFyO1t_x(W9dN58cCvn6COpmMkAo!v*
zrzh7A$QWTNQ?I@qDd;Vx{RSGA6|=6rKQ<7XTjaW5@fyA%$RhjFBBLhwQW53?^V&yt
zIg}c_<@nNTtdV5RS8LP_GK*0MYH3|z;O|h^JbQegD2dxa|8YAwjWKMqB^4>u*jtmO
z;&9rf%*gLPSAGXfH+rI9y2r4Z+S{X)U-7Rx@6(IS_4*bE<e^h!uc<!xbnRTo!E8)w
z&3^|P5)Ix=d?<Qp{W3=iDp^{8>I`KGcL|}ZO9Kem7~q2HY7t(+l)f;6B$csbaH9|!
z7W&)ZSJ7C|9sqDhs?BvbEUqjX{qV?%YG2`xl!+W9bv-WQm#QZ3*m{#2`Qw)scIxsj
z>QG9G;d<&dXxg9rog!-$>3(~|YClN$>C=wX(PNox2&QLB)(!M&y_ejvA@~^*8TI+2
zhTE{W6?<RkYeVVpd`*OjYcq5w<cl$zY|^fy$29Cu@gtW|SuK60Dr0AmU*;b!lYmf&
z1tuWQdjWrsdU^f6(L~(HX4}UATp@sK>#UmEn9!T1%QP?!n(^w*v}nRhWoJE!lO^Xu
z>^tb$T1y0=mI_S{%YE%Gy!m|-LaTL?FJvlXb!~xS7hvA4mON#B54F4BoFvUu9<V+h
zH{0DDN!*#A{fts-WnRMtic7=OYlon{+P-y>GykL&6(G@c;D>oW`qRM026$LeI6Mda
zaLBIWIlIW`_^!P@;ch;2l~tho0S6C?ohs6Xm1W)bb?E<iuwe1lb&32Jo=LC(G*I+n
zdd6Z_bU@hk=}OEx8s*1tp7%eA&A~vol!X@@$K`C@-611uG3TNGRTu45Fa2qh|7p&P
zW<hNz&pR|RkR=LIrAS)@)X-;77&sHCl|I9s@hMd#Slzfx`g_Dz@_I2GifA;c*Jc_t
z*V2+c%7@tOxaH>E<Nf2HhF00*VA>?N2)kH*wQb@O;hFKHaVq_`7vean$$X0sPT~Th
zYcGp<tS7S|a{H;^6#5+bBty71p=WCTXDTXCOFt67mDirVYM^b!=JmIv28L80!igf5
zqP{PZS#L`fbskKK!1}Cij)r0SkE{<jKdU+tXs7%`=J(hZocjU1iW9h(map}EhbOIC
z>yh30OJa4H>wQ|VzRw2W2a2_Nr)@C|V3f8J%xQ}CTr36#56i1nSCr?;+vSUc{I<@B
zu1a%qIL_<$psQQ6t(VLR_7ZA<N!3cu>|od!{^TQE8UUb6;y%h8N2nG->%N6J-<sG#
z>~W`hft{)}m@QTzpAi+Y+q!uus}VSmWg!4pV2x8y@1-HUr=ItKL;Z8o0keFyU997L
z$|g=BCpNWf->xl&u**tQ;yU7?$|NGBXVi!eF?LH|$XrFTh{iW6pBT9M1|l4&N&(m%
z{qM#;LiQQC2dno9!Y3*FQ>YJkOf&SiWj*spx_><M8EQnpOBtJ&m1vaJS70VC5rR2_
zX7?B!w1|*j7Z%}Wl;!}NFv+dzFiX`yw<I)}AJRd1OxoFPtk}7c?imo~(T9DZdh}H7
z*n-9wiK9s`B_zS3jaRX~ArD6>EJZL|^&Y9Ruff4Eih>@Dr?^BhMcvdEwx__5DpWAS
zc*+?TNTXJsPnHnQ6q+@bty~*==`R3<RfMGdsM?jSqq+<1V;ZMN2BUheJc`z;l+uFt
zfqs=~5p(>KurVv28yNIhTy94iI6&esiO0M?P1`Ux$P=#7c?~ZW1uYw9@DL^GCIA~M
zKe75Hu9)HQ96nQ<z;Gtc3JijYe2TNr{G!wFAOQcgR+q!Fe>3O9%pIt5Q-OUPBs)6*
z$BZ4a5D(J=48{qudD%4;MycJ!ug5Ifju759G-?IjRd_3qIu<5RF`f;x5D(=n=y}*3
zdFv}#JXXDhpP+kf0@X<R^prD&;^!#v8Oxm`?l)RV?DWDBy#ACrTmV2)N|{!6`z{W$
zXY+NmsjtDzo;4B$hkFH%i_P7e(Sbl{)obs_&feVAi<!bN1;I9W+we}<2J?2j2HoWR
zdnizyJo(#ggRuPlb0eEsw{f)sbf00*a6w<(5eW0htWi>!8E;%lQjxgC>?vxJ;A20U
zG4i+KYh26u6F5?AIILYOGu|B37<g<FcSZ|EAd#dqs=X8)g|T|h3C_9^g}f@L)I(Aw
z7lvV`HVJ8mtzo*?U-mCdG9)AHAWcXFOV>X!1{}+!*#fWQr3VYM@Y;t6Xh5t9hb{or
zJacg^Ow9AYl1X2AejX_4{XPsv7@MlWF$lqApHjho2D2!?R~l9GpUhD^d=uNC?=nlo
zc<0TkF;86Q(ylSNOOyGnHwq2#7fgoUnXg?|&xiEBGU3U&lVjfg&LYV>D-ADs`A|jD
z{J$}saZ{Mbg&+e9q1sFN>L^VqgGHGL-9{0It9Jp+ghFWNe`z?|vz2dCef9-FmQfBq
zdHv_FwK@4QkjqkIy6VF(Vq;sr)ndNyQo@ZVkYFZc@%4aEg~=%hu5>i#G-C-aa!7iz
z(MCgnnCnStFc+RZVc%=2Y*za{O~-pvVL-CWO?E$mCf`8usuWinoYL1#jfUT3t<}t^
zbh2FkgvD}gAHgyC32uoE<JUqr3#1*$Yw=My-5`(%PJ+%qDl*d)y=31g)tM2*=iwWx
zW1^!?j{E^V{Yl0>5S4A?`9)4dWX!jd!O^F*t9)_Y083rYm>g5^KAe5p#A`rcvfteG
zukzypyRlN*Rt2AN`bL7v^IVcmr9T0~*#4VD8s+`7k<4<fXvt6F;wxdsG?`U@DRP1_
zN8E&>%W5ii0ll}tiYV2)4EVw$9*x$KV1SoE$>naFw5MTUgp|0}K^<ZCK1c6YI4I}M
zF=6Mk^Ba*CCwxrueL>6I-SzWq9Md2<VI}5S%Qi=YEU#~hyzaN2Rp<d#Y(FHX*Nj-h
zh!fc)CzaNBuT@ICljFpry=zf5>k#r_5$^IAoAqbn>I3$QPS2zB8vqI>+}2e_NJ6dc
zj#VIuYz8R3PpO2SB#p+vwomPpTMt`HEi-`}2i&_!=f#|<WOEX;x5A>lmIcUSC}08A
z7C7lt0YaFAxb>+6rgrTfxev6BNd+~Tk;5W$3Pkpu$t%l;rP-=F;%Ig~tuGPkTA6bn
zDAcJ9XIhs0n5dqSIDI${bO9^?V168_<X@6Ey|1MpnGL9dTDz&#dGpJfWX|EVaaVx~
zSNxm02kY|w_f|4TavlLDiT8PKNhH%eb<D|eeb%&S7-7HE`{lC$C0utm(Dl#_WvJ}+
zLBl*~XJ_}b2Q<V(b2?T4)L8B}rm^x-33TDhyiuZ%;x(KBIpI75a8i}ogQn#A0H_Gs
zD@#sLDSSaPdD7UHdM@(ulu{YTb+ZzyN4p2wEU-&IYCf(^oizHG!`Ct<(R`fBLY5j-
zM1nSBMPCb1B}dGC2GcFG_Yb_#6O0i8HqBejF}Ky7+6ac<HvA7*43P^#gD1VnrvSNn
zl?Q2y%m7F{062{h0OJbP?Q}Q;PSZ6f*6ziRj>l=C@v_sBI;hp5TaiZn2XS%yaWeQi
zsr(CMZ)B3>FZ9B<HH-<$5oA`{?U!y?&xrgC-pOYUhl|w_L^p+rLXWWGJm?-$CbE>Q
zt0}%p0uvhaA1kWcoM!A>0Xdp7_|r4jkaCx7&;S=&ZtoY@VK>(W0X+vuhlMS;{NI4Q
z(ar`s1wE6J<BP*o0w}!f>D)oUN>0@^do<l6rK>~(O%=eq+NUG`qE{LIIzPc2HJZm@
z6toZfS3oHN{hd+Oi;x$^Q#bD0`DDT#*pZ;T4$^s(f&kQ`J=)V6FT>bK69IOjNFReO
z>|@zzG`+7$MILH&;xKTYP?%wX1WDi`?l(t=FKV^{H~@CD?ss_@Ouf6a1o=}mn!G;`
zJXQ?rY7A3TEb*NRWY2K?<O#^T8>=FhMJfJevRn?(vgG|8N<`FaG9z)TKVQ=+5q2VQ
z{>ef-V!;{B)>>h?P>!p&=2vpC;beM5$*8205Ep_3WIMstJL=1ujH}L{<3+xbmuON^
zW?vqiaX(<24%>+IoTyke?*ipwvkP9hwK~4HE{GQ?!;4a5ph-QRw))pUNQ*-E;|`Dr
z7UB08P2anBnhAJdBQ{1e=L_*93zbz^4(cy&S^@x5X=KGhzWmQLX~+3UUS~AGaz=v0
zcw4Zh`F_`><r9sZlefi@Gl?6~n0v#!N=9vBx|zf!k+Qr004=<Ra9yb;>hmPJlU{$r
zOWPqu0o2L>6=($^?i{kD+q+)h(4eo<Sb1nal~H>9ciH2sgq5XkP!rTCt3kV~Qk8rw
zKzdC9)Loa>)ocr5g{fO3h0<g^-x&CT<8k<05-M!k283)hED7Ap4e3SGy@ULxI8iH<
zE=3ngoT#PuwltKXdNG;Nk}nx`@9|sCWB`hr%wU7XXU09e=**Xm7>h|DZH@qH(>7}(
z`b=`(WG)X!KMai{SX=X?I0ngHGhl4X<21+f<fJh^cf9=_#>PFNz5yl$y>@F_7x`uj
z{NbP_Kt`~swV@gmzPqz%82tx;TSyQJ&Q@#bmXNCuaH0||DQCb3XFbg4JmWbiXpn<0
zLT>;#jl^CScp~-lTTkZnnD{@pMQ^r+3-)Ng5w;)ac8@{O!7cwmZtGkP!cH&6vN4bM
zjO}9iLXoGOO0SI!><Vl85&|%`ehoRD+ZPg<3KYrnhn6;qe=d#2k)$|p9^ipls=38F
zkW&J(sN>?hG#Fmtad#a2-1w2t8i^~l#dP8tdL(&K!Gc)VHP(M{ys<yD9gAvfe2V3t
zF_jje)2oCIMVUWiBmy_vPA}h+o$orYq_aUu_)PMsCqZLOqJu>8BL!<2<nUI_(GP9J
zn?Aa+5-c1rJ)IDSZ_4rUeBy<%d(-h!3FWLLh8&a_qN-oXXUPx(SMFw{SY21x;G4>G
z$U~qZ+Y+=kM(Ux)7aeVg66kXdnDcEd{ZR($m2q(HrL5ktU$=U~++h;9Kra{jhTs6{
z!(_`&&>qlFQ%Sia^;Z+pZJ4n@ZD2uc@cUz<2`YN=UNNDs#?N04`nCG$&s{!H0v4Uo
zwT!RDt?}FQr3Q`vL}u@Y7i!J#pq>0KAYP4Jgi7>~JFBG1DA1Nc20dhF#BrvU;?3-~
zH<YXDVbvGqzVqiYQg`Gd1?X}PzAld2tK6Ub)o5*5P$AjRw!ch|hOz(?e|&`ES)^;T
zGfGC}>6?_nALZd>al`RW8RMdzO@!!wLH9E1(q-UTbIFrFr|kZyXdnil=L{+6m2ZEy
zq#7uu>_qA54@eqXOEtz6<BWLGEhnix!g4^7ykxPLtO#c*;6UEUBFJv(bEk&lnz9z)
zfXwfMaGzo|&pd<r@i>6f0;n`@n{IuR$%%n-0@0srR^=T5P^p9o7kmb2mihyx87P+m
zxx4m$MWWTHg2D)3G2Lwi2;g45*I-012HZ&J>gq}%7KC1)oR0zSjVYB3?!+Y|{0yvm
zvSgCj508#Sf!W{q5tt^IjSzB_Hnz|2ZgdI{YnEAXz>~5O2wdn@#@lQ_K75n2gyEB=
zH@&_t3i{ta&tC}O05vh2<rLkYsF&1LylQi#DVUbTX7fYJq#sYB(Dk4cMTnB*#Dy=%
zXz|ZrB!~yiwD!Ax%nm?!f2t;*;Cdf>4AdI#viu<rO#FVCBgn;*G2m17=pLq6p+ko)
zBZxT5U5`G1>)9Z{%uu2;6tBYP!5fUb6MzdMx#xuG=}}4f9NWO;p)DAig_>K^sutmb
z*MVB4uP%!s)+zO6c1b9(hLtriA8i}FlcV5hAIcjKyRG(RMuTy&Sv_s$-SeH30_DAX
z1dt*wuYXP0ZfJZ=TPOqscW+FBZH@WM%`@%z9Si^$-bQt;O${!Y(lztb3J9M=%7^i*
zN$RM2!zIjkSN>ASBPY?oKpOA_vYhUYQN5NyKy-5HwIhM9;fe3Ho-P?xh;-Op^R6fr
z`j$y-tmfcr!2tsubt)04Zz}NH)rZ>EH#jlKrSkZJuVVl%GY5BXq^u+Y$9V&A2_~)5
zH)P;enh%!^Jo(lACJ0z`Gl2u(wm02XujAj*y}s9BVmj_vpO$KMD~I!#H86pltnCR$
zX$XJg6WfbVARtxL5g+1!)Mz;!9~XdT%DLWB?Qt;-gXRIFIC`LGcI#*T&X=PrF6MIx
ziBg=muZ`N>*`p?=Ty@{N6jZ3JYCbB&x%QG9Oh~pjGw&Qz>_sBTNE<GB{{OI+WLT&!
zV=esIGtTFJgWw|1OkiiQIa^(<DHcbo*v_h@k~eG76-iorA4w)i1g<*F9|2dmU;yLZ
zU%-sE95@KZ?n~vX^7_0yEs9wxzuP$P=kcO}aW1qq%v`l>n-FUy1-91axtIzugI8Ni
z4z7fE66{rFG(u+D@EEICr25t#UcS0@H=D{rM)u_rxgjBpM>3FcGRt`(4m?-ysl2%&
z*K<b=woH6PZssBr*2G9M9s4!>b}Btt1nPef4XRK86uW(Vhn2s7@yaCoQ#CU@wt-74
zeN@33UL4&iTeZ!S?wt;}i}3gqU-N}>kG<)s;*_zmZITi>8KH5;chwR?U^Tpq)9gCj
zPt#Ts-`0T!0)G<VX;IWjTMeBt@-9AOe4J~H-e{YTY&)5|wjxl^yyKv7p@t$(v}Y>&
zkZ*&ftz?9#yOR%C*8Ko<oQQH{K$?7gw2PAR({_3LX}HE9`3De_d#+en&9n7?`qQcu
zV1c{q%JK$MzQAmz@;XEV|4`uWD;Y;B?5%wVb?4XmM)$H;mfna+D3=6u^5N#{ljUC5
zLk_o9C!u#-ZlCc*8tJZmV?m`jU<oV0B{%nSCuaG^rC5%*rhiR33M1}>M>0V?2omN2
zdm&HMzew@~*Tx!JUgZj5l4lO(ckNNV^7Vc1Jo+@(KCgRRS5=?gmP0q5q`o)xaY-G)
zwpdwT4+73pMXH<B+#i7z@JPLbDKHDh0=HsFfcu9kjQjE9EL5Pj3U_h#?|vMEJJ9nz
z<@xGC`#)MA%ErTKa3TRZ5#&bI1}1QY0AXqV5=KKlW~5Lv5Xtd2|36f{Wn7fo7dAYK
z=n(~uQqn3Ck`e>b2A$F|gmiZgX(BOzbR!)@cY`7!T|;*>bPOHu9?$>xKF{-sFT>2f
z_r3RuYh7zyxc;_t-P3E&S0Ig6TFM3gS|1zZmVsuUE*QcDDta@o(F(g>EydPk5W}2p
zd^c!jpQMH6X<f~-iD@MZ)3N}|y|&vEnfJE}BJWt`ifb(o=3W#VwG%*@!I-3U^iv^W
z;eiZkB4{1}S%@>PvZN#07Q9c-&>C`t_k;EQ6x7SAmj3^73|ximXsMew!x<UZ?x4yH
zyT(1;9}$NXcQD;g_9a%S9dqbs)}V8TUflJ8HTBzxHX%AJdLHz<-blM}oDffW8Nd4E
z!J~$&M1%95@VM`Ne9UTk3D2h)Mf@3l9XIiR-Rl3<^FVXnsQLA*TR4tBW964i15c_{
z#d?<d&~m{>wNV#Ivw4d@dfx^=X7XB(o_Yod*n)=2HC2YUrKA2-=PnE8U<}j$TD#f@
z&Yy8{DdU^U-KFBBXt_8&z)Hyh9o##22&mru?7K(C{sRnu#SR>y5T>A@h<}>&S~>!>
zd+GCXvJ=oD3)wF?9Q5y7i<|!;_$TlBlffk0F7F`6&TS3y*D|@bgUPUe+;jCar`uad
zXh(ZC{%x3ZaeeMZ_((&SpihbX1Hu=Y<pe~8m7ma0(s7-&OU2~aXYgO#+58z)oTDm?
z<^FW&IsDEE2qNQ10~2IB;-M@f`C6Z_LQnf(a`JnizJZ;M!<@ovLjh(3zHQk8gQttf
zs=>G)bWw`_#lyK25u0w9xy7^GrY2D;Ek~gy-YdXZh5o}5x=z-1>U7Ljo~QHgDc6SN
z&P3)JEsls@bFG2p(AFuwvG(-6wM&k<7&dX*iGjYF&o6yB{*?_81%UQ&&Ob6sisRqw
zat9eTDsd(oK_!g+W++Y2e2PR0*XR6x#>i)zgp)?c-pbcb?=g(%yyKe8UE2%M#}Rw}
zny|<x1y$WPGP@2w7WJD=O`F7%)Blec-%$Vz4?#*oMPO_Ql-U0vB$NcBcJIGdRKbc^
z`-0IXxmRF%4=tPPM)b1rg|-KfqzrFbWm0c}MZPiBS9B46CWNQYDttF-NwM4vHFGCE
zgvVC2F+;yVBz7oK<x`^QY!QC}h>%XXvO$Dob1v&pKP8Hfop-%1`STawy?z_c<{wOe
zFM4VVvexV6rAx=vBHmd66yCG#b~deM$4QUHP(N(E90H16_dawVt`EViSqm<}d^NOP
zjpOn#R-Px<&r(j?M_H>nKv|JNUoqI+q<gd$Kmy&OYmlJ39dBOZH*wmE3f<|p#I1KX
z?9t}`f}g!((3jc%b<1vs`7XzC<asNz+O4VE*l;?XEZp(<MlE~!snR<!vE1GsoSf{G
zid3o;LZL?MA?kq=85;L$dZBhWs4*VK`TRrM%m1<N28T+9Eq0le0GS~IGt@PF!R&48
zk`gd_KjW(NjZ_+#5YD8Ob_=MvfZ6n;jiuLMX29?)n2+<!w@)c?hB*S@6cpKU*C#t#
zQywdj>$y>Cyy5eyYH!fBUI*RXkAqq*_rLi?#|Z$b7T4)Ct^OP_^|1<I<Lg5#Uvr2%
z22`fpUdl7ZCL`lnV7^80fG8CR+NskGx=PPH(!DdM?h3T=1lIy`IS)k{PK2A@Yxidd
z*ufaz7Y*MJi-D2f_f?j$W3bD<PBi(7Vy9*oR@u$Yyc03*_!r{_<Zs+}n_ptg!FV3c
z3QH0^GIr}~eHmdOhxll`mS@moV`%L*05*`z1TQl6hOcSgc@{gIZ#%qKfO!`Og-?ru
z4)hTf?{{E&Fz#%lu5yyTD+?Eu=CBH_>S#Sb1=GwFwqR6hW4rz8k|TJMk?ck&`>zp|
zd#!FV4VzVt@7Yv)V+P(GJ!O4(eY~Sp9$QW6U*zD5hs|FYZcE66A%73B5-p=(B17n4
zrYy2P4eYZ7cEGuz3=p%Xq2RN%ewk%A+h{(Nh0w0f1ye)T`crWzc+7u%%oY(5i3I~5
zr>1M#qM)F`31K(GZZS6Fdi5mwnoRgjZ?g2e!U6jqXAq<DExP6@0LJ_x)BZ8`hiMTs
z;c;0X7sk<kDQk@P9kcBq#6jM<p;1ZRW$AMtz!HBSiZF8$C+^-x(MFmdb^80Rdf_ST
zv=;z2^Nm<wz|g=h9}_3D=Cot0_s-{~9kFdK#eFrNAIz_hMef5KsT4o9DDRPDQ`bzP
z+Y&}6%Q5=H=6zsR)&iJVt=Z_s-<!z)35*)ShIy7Q@Uq*^F0DXqjS~z61f!Hy3bg+Y
z?+2RQ@_&lJU?^s1x>kv-?|+8PdX54A1xy7nx+OV#BKjjx`qjqD4Xnz-<`<~d%DZQ{
zpIGPUFNWX?i*4fXM~%^|K(k~^+2%tV9Ts?adQJh=?sFbqdpP%#e++Jam|ba7d>kZk
zvWYOviRPg0T#^bB5WhfGMs{tLrr5i<yl(IGD8>L<n=&+X+?!3n>mGi)b^FIpeE*U(
zJbD5i?|XyO0RQhP!*=z&NS`OE|7%sw(AS!tofQ?|zCJ38F&A*X^ReYA%JqP2e9w&U
z&Y#RjB)IwHx2TdVSXne_0Xnw3TRARLa_3H=kVLlc5oM)h6$_HItT_7F@t+cp=0HNk
zq=(f_;b_KnAqQ8lq`v~A4jm!^fw!*mZwLt#&9b9z12{Qkf>E+iv~`q4VSZEhz*(5&
zz_htz#N-{9SuJsHHn&5^Xh72cQ7NU7+=)<r{)i0BkaTpf;X0WMTA{x`d7WJE@4~qA
z>q&L(P0(f7>Bb$cJ5Ip5Ng(#JxkHmBAQ)ieD6{*MCQjLkyH81Zm-p4*qd-$cx42)g
z6FHcHBEzJ?cc7D=9fNaBec*4U^ju#epGH$QlVKk-9LkJMtKJ69x-EjzmMV=KHfQr}
z1$3D&wrU4yd4F!+0?brIc1Sp*?8kIA#+xPrkGj}xZUS!0Q>rEYtWwY;8H)%x1=u*W
zp`U$P5SMlHu9&#51E%LD=<Le~nEglv6g1xc8F{5{MBrq7{U<e{12pUdULCfxsvTzH
z7<>8crOUAzuqM=2ic>DZxa`=7aUC>DD7^ltojwuuC8q8w(wCSxPlEsD@ITQbzBu$S
z@~+<Nd#v7fzAZ_Ge0D#2dcVmwIQi+_A2zKzIkBVFGDW&~tMR+HAfIv3Rl<W1U9ubG
z2iW4R*wN)D<I8LEs=mV8+sS_EU4YZ=>x|4Hwd_pcN2Fd{9lX0A>qgv=Mf<Bl@~3(M
z9XL-)Z$O8bLb_iQ$5&o9(=olHSsQD?V+cV7lUQButCFf<6Elq)U9&^0V(ISWRqHpC
z8~)K4HJO+r>j|7R>-utQ?NizZx5G*H!dK_(uL=XP=*ss?mMh+{hF}NJ^FDi0OrYt{
zv)3-1ISvopC9daKUG?0*Wi7hp^$mpCU(I5Z6>N>tk=fgd>=l;AF{#fk8qoZ&_rKjw
zsy(nH0L9}ex)j)O)d_|<hQ%BN+;;d)cbaU+u5y$f7|Waa2N8*bco=?@P;P$)dQHMK
z(v3AIj#EnMtD`sFu0EB8sciyOFc9$xon|}0`gOnf8<X6a;{(v4t@=S3dm=y<&%{r{
zr$Gj=1XiJ`!_%ibw?EGTKL6aisRqB0vJW5egH763Z&-;K*z*vCQ`-E_<Ng+?@SS1k
z*7<O0%k$OnMH>v`nRqo1=!jFB!Lo0@Q7M+Jyb5t_+p-BsvKkJ*xN3|Y&&Io2(|#~M
z=t16DB<%Acd5FNUc`Ch{>|aBa05;fd1@oaD1;oovv0eA~Cl3gwnnAnR+&iKA54{I|
z7cRjjl4dtHM27D4u91LNww6YgQ2fc+N~XIUZi{&Ju14)lb7MM-uIsL^(&tC=fvGTZ
zbhtqQT96v6L6h{O-Zr3WV;9wvN@^A^9={}M-ZK&5hFXwQan*e-_ROph7|-upp#3Uw
z&>wRzRV>8$>lR0J^6#J*cVHPEpcr9t<8LvdpBVH-+z)BPLO$13NBIVIJ|(Q?pd_@}
z>+965A=#?|2FAzubTR_KPgGhr0vYb$IT@-j*=f-*wbwIAUjlz`quOmH2O|cPhX5aV
zVJo1{Vd;$MKSY9w!3V~Wy)?g)mo;paPGKwL@qv?)qj}yv6AV$j?Wo2Zy>(4Ac0v6q
zoq=JiK6tWEFK+`(XKoxDPm+Zls;oi5L~RA9!(0-;S;Lh?_*hIe*5g)}%;v)CK>MNQ
z{%iS*sml9Y8GA1xQ$TyatM66|nXKZRg?+5r29~&!f!zRgY>T|!^vADT7M_I*9hhwU
zmow`?f93<#GQz~OEg_WE*{~|Pu~~nTgR=5`nAs1E>itzXC3u$=jVmS|3P0+>107Zw
zfBps<{EcrAenP0=Nd+OmT|lEh_NpBiZe(KyN*ry=CP9Boz*nP6qk+_fZ-Wm#v87Bc
z0KP8`i&&`M!Yw-iPX|9Z0EDK8SJ#`<xb7;eWbJ$U4PQvvwh3CNU0!%~yuV4=9b1Ax
za9;K$AxcVqwncIpQE~wRf}py(@=W&Y)tShQ){$sl>4=?Gk29Xt6$X!UJ?#lFQj+mC
zJLBWf!?`BqRCKPD68ojx_V!|29Wjwzt|uwgTDI9_q(-IVY4u^du(EYE{n4K%m`lk{
zSmyv84&+z|3bzk%Hvd8=xx}--e2B_!u(bRYfl#Zl55t_acD!s5azJjM+D5r1;W@26
zx&iU?q~pY^TG?4NvCZYX%HrG<BuXtJ+m4duQYSo0U?s^h6s+9Ev1t9L2B~)5mw<Ru
z2+w>=k9#^<dCA|f)-_1mkhx0~J=UUvz6??=uS}P`4cX3=lg%|If^`=LtD>WNvn~2~
zhpq+GlnC@;MlBeBj=TenF3fx|b>KIL673xb<T30qSb|2Cs)+D#M!5@(1PA|*t#*#O
zmHMUo(P#4C_ce;C6ON<H&tP3!-?&$p2X$1=SdLHh28*UMGh0~Ob%O_}kEbnCN2*N&
zglg*)&|5wVY$EDs*(uI#N6?&uRpr*B5GoQ#b+(lTf<~KxS_j?nfZxRX_y$|2<<B5C
zR4&|LWAF3tXP3pBKPG${#mXv^RKrWY+<`!v73#MzZ~VADbG_+%W<9heImF_cel!Ug
zAhU#qhA-%6mT!@SpD9MQIft{;lv5>K<`D~M2{gWz368MqJRoEZC-r@b+GcTi#C&?v
zMG_42{B3>90VSyWwmaTjp<PPGjtZ&cN!CSo6d1`Js#+W8Y+2|0zGSQ3ltT(b<FF)k
zqq!l<f<4OCRyt6x0BZSLqbjpm^_iPr<2p<u$TekPQsqt0?bxp>1_N+(D8f=L*Kei)
znJ2Sc6)A8N0_l)pkHy>=<nS-55?R-3q1bszp0yJ_MzLR=s3V?vHIyMlZ_^%9$QzNy
zXG}G_8+3R+t(=(Y>FH_;X0GtMg+h7N14r27G!$B6S9ANMTi$ku-)WSL=~_KxkWGWn
zpAUxk+N`Q?&{ueLeNV@QJW?*C5H9W9=LV7^waTx1yi>m<*QI~-QmKE?;C`$%ecGz*
zUGcuia6z|tTMz=VXMQH}!C1cQ&c@Yk`uu}E)JN|L&xy*k{^h0T2GSuEJ@7&Fu45N^
z(AxH-UbvRZMEd5PGmnG{@g(-=XPz8RnQQV9D2>zQQtQ;?rFMSEOPyQ><?)fqF->Ua
z$S!OIPCHeYW-2<X)6;ne7D_4q0C9~J^s15TI!^9d2)Ye{Op*Ia<2<h)$qmF?Ewv^I
zm6sZpC8~^vZRke3`9=Pl(AaK$Mh6?Ens#_9=bO)OjX<y;;zktJ48>vs>F*|yavBU?
zRF%QSAb!F56vCAX6MQK(=Y%HrZlS9rDc3g6t&s1-QZOe!oiq-c6|D}tQz%^oSmQlz
zK_GD<6zQ+<YA(DF4MHv9&YN)V8Lz|ew)~el?eQ@#JsuN>$jI1U_To0Ywz#($ow}^L
z{lX2bDZ=&2zuWvJ11Col&GK!#%iAAS4IR;h4)p&tuXcux>hiwKrm@wQP@umkFF)-&
zWJJQQ74cYO)zWW5GSmWYE1$X!HhNU5r7uq^TOEo5P&~(~C(RV0WK^*>7UiFRt*<x>
zADl9@%V*yjt&XhMEx9cOUeiAh)0?5&Im%MgRwSsU9>#9>v8icGGUX0v0)$HYdrA9N
ztl_CW!^kakPed-~-ND_QTlA+MOi%u(;1WNcwev2L-kxFNPuM@HD2ljnX!%@dc1G*u
z-s)?Y(iH7*)ux|G`nJ^4^#){p;0y{gJp3(T(MOf5d}rka{ztGuuA_OTmpgn6c6_rL
zykft9Z#1k6@;EGVdiOWPAE0i7J39U_KxyuFuzp9(j$pRagOb1y*<lu<Ds*2v1;5$o
z{^SG7Co$h6%}=Yvl?TRN=x?Iwc|<7n8<BE9Q<tAf+-TM!MzW}FKHiG62_W-kQnT*M
z8*t81XRTroMv3_r2<D}hxoKH_@=yLprO!?S-FQadLox5+cw+j89=yrz58h18_)9(O
zNVlClQ-lU>^$&-Qkm?zo)7z$-4p%jq3-}p^n2fZF%wN!qH>k{yPn7NHpZnrI*VlS(
zXYt%k`nd+@^PF#yWj`Y6H1RrEPM4#-KC$+s)L%SPr0oinHV$T?ues4oQV#ENJs(!L
z7`-nU!T{r%3ELhj&LFKHQ*J<$R?+aCX(3>qVs2iIVnn=D+_K9M2*mgni^PY7HPwdV
z2@SRk{?zQA6W~O!7n7uiXimUMy*AhRz0w)&=u%C-Zc?my{*|1R-i`Q+@ozno($8&Y
z*Xof~HtmY~A%jl7g&J?()C)yr*h23i?LIA3dC8#{Ej*LtJi0%$4n}bw$vWadN+kxg
zqv2C^S+IpxTG=Rp%o=uH>yJ2>Jo#?&(<()uXJYH+Jr!Ux_l11v)!(++4Tx@ppf9&k
zs=4<64uRV^_~kc~eGmg=#|>#(ND8gABd;jXyLL-x6H=Y6@1q~yW@Mv@Z;X#_>+BV{
zEOk`<<I7_@LmRTgI`IR#x7;&{`|)D9K$7K8pS14<+ohcL$?G#(jan`B;M)*;LG1=h
z+2G_E_N_!_wXNPn(|4b^PI(q<R?a+5UwiZW7Nspb>|V4Y)P1*F6umxRYH~P5O%gez
zbsY-Mmx6y){s$OSY?r>B>)nzz3CUq;%Fw#rL|l?^ON{iak>zoZ`gEVhwqUl_q@vcM
zhM=nY5AN%q#?O$5B`5e8ofbYss_7RhGt9QqeUC9(_d&-CS`J0wfzrg4rm?}PaVIq|
z!|+BJ{MFW1j)Bds>@ht;up6I$GwsrD7plmyv5*#Hf0TQEppe^++FvGfuzI5ZWl_sJ
z6SBR#0dTho0xKP)7!4*zS5Bb^KO6;_Q`c^cpW0I#98Urknp*g2%sW;^zedmEWFMcL
z<iOR6D1HG4er?68#@C@Cx<%<^PpJhYAdtBWso<N}KgW2lmHN<~>l-F*ZIx$L*`I5B
z>rZb<5z2+3MVt?!0^1xGukJ9&h)CESZ_bB8CCks9tD!!}g?XlQcd}Q1{jmhw{pC%D
zrErlJ)N=f02+&<}eA45Ynwe~&t0$sYdA&%sEs$Q>5@Wvft06GJtnmh<8S(uQ?qD_Z
zJW4?=zoZ1}xl$QX7)7-u@P?xPt>r<Mp)8MzPU-|O?xxl>eA|5z(gXK23^Auu(<9Yx
z(+hc8PeV&_$rRLa{9u-+fi|eM8sWjCfDoGRvUhhegJDNeJm;sRmdfl+7<W0Zw68tW
z=^=E{7Ojm=1k`lEz$qx`m=oHwds9XZAF?r)ugu|c`&f0lLfI4aJ)F)uO&(2_!0sz)
zcDyxxL`9Xq*(nwHRlGf+>eEF%#?imCGx`sD<T`@)DsQYIXz78cxCsA&CIuTgRD4{7
z5HkMugN!m}X0X!N8YzK1imX3T6XK3y`8P+D#wsTlrm%LoF6hGkv`xroZj%Ia>44bI
z(^9o_&Q1IHx<2(E2!vIW6EEX?39jebG<0dl=(Lib?19w?<(GrI!VX%#g~Emi1VM!a
z-<fq%{x+|AjHhDQnLMvicp4-OUjqSuc8&HnXkwENl;ij?T%gX$Mm4BR2z_1<N#Y#*
zd7Zi?+I+L~t&EhM;mQpNBtYr0u*{v+;V?lKtwmox>d{}i*>Pfw;gOLUZrR)Kl=o)^
zP3|qJUNdA;3$sG}>h6Joj@5mn9OTUOzxf@-*x6#5LT74_d0F?Zv*KHwV4?o)zc;pW
zQ_;MZHI-BiOZ}W6BxyHlWeQUu<YO~(<!eG?q$f#8duVxk4bMg*v^_hNx0`p>WBxsb
zAEXmN=5A>>KJ(Cw=SMF*vFLg!8QQU|#*qw*NVd%*tkqCq_l2#0+-h$bzDyv28}0Mz
zhAbVw1Wuh~{O04NdLiLMiz14BOsUs-B3{r)JGUEWsKR3|UOn2LDGS7;`tuz1C_DjY
zIS52^nS}*~HVTUIVQ6jVdhL2Lz4bvNvwW^q9j#Rti>WTDTRKKbI=An(#+UEK)@%Ty
zUrqKf{nc$%R^kj0idVHQj?fIq)Fuf`t+k%J>^qiwOiJlA0WfIb?M=wz3Q`W~<UcHA
z9Ms==uYcYj4^Xo6I%%jl99=}HHopIXsaE3i*%gI3&mJQyj-6kQ;y@sLZw!e$elWtK
zRHB~N<nOUWRK~NA&OZXNr{&=w&dABYib;2TF$D55sy;Jgf^cjhvn9h__Skt$GQIQ^
zdQh_hB6Jfg75SF<Ph`Umzq!1*tjL;%Zb0T3zy&8?T3pWUgQH$lnURNp>PIoZXRP9#
zQ~NfB);7lYs(ZIjE#6yA2I@f|i82RI!m~q{UB@^r7K^}bn&d=>ilXuoR|su$U7vi(
zZ(k&e;DP_~si16Bb$YAF?;H$b`3-QDZQoWH)?mbfN=MwgJ3md>kByw%IVv%n<?m70
zYwxm3VrJ>@8+i|oTy}W&XVt1EHoc=7VzcMCIOojCeEvRb8j7Mv$ZSK8oB8db`hkOs
zO*Z{TMx$|c$`FX3)l*KqsjSuQoF9(3tguQ%{3VCtSl(Lotre8Q!o!D{?ece4I@!iF
zE=49*`QY;^mb{w#`(;xEqR(wkS_kMHt!&=nS<K9l!fVy|Pu;a#amZJ8gwkF0SqE~&
z&+`RU!2fK3d}NBjmzKkO0>t^@zWy`5M}dvn#W5Zg5wjY!BgsP#R%{k2>YX&yJaif!
zfj5DiYR!NXPA)9BWL7gthIDK#?_xmthuLc6$BLyYZ;FdZ+TugZc;YnrrD3l6w&?27
z!7Yd%%M(sK<BzqO`{;QFll(n5Swi#ky{>K>QbF1W=^QKL=-L^Ts?V0heJ%CCzxsou
zVCE`%@<DbcMpO_k76#5wSR1~12FG?m?%XT=jl@TGKF6m92)z@}vfi&lFYZAg8n3`n
zdiHigL-mgrfA{3w0BN|zFLkE`zS7>}8c$+UYP%VN{eux%YG%%9h~Fk%PO<7WC#?SB
z-t(hCI?2z*ZQBtv6+u=%g9;Acrz?*nz5WUegGNFh*+!L`fA{Pu1oG-g9Q?%ZEsd1J
zd|QND^8F!j3*u&34f8uLt)?GX3FX+};@)8xwZwru2HYK~eb8s)w47hQEh!oL&+{dM
z-GTFIq{aS_yjp{%?Z)2jntKC3y{d4dR%$^zJEs|lV^lzzAUB-hRlIHYZji#a!9L|E
zk-#j3TT59vd?t><lDCd4lH*a%mAnjhA9x1F;vd8B{n+%bGKpJu2zs+XP8cs#oIA6j
zuJ-zBW@Hf-s;ge5#Bw+ixm8O=vWm4zeup3jHZC0%P*b1RiG~}L+zl{|fmdpo6aouv
zemNgBa#FzlWPfj=ogDI*vWNon$D)SX<+b*CL%QT=%H93LcTH`X6?3i8Xgy>Org~3e
zs|ZQ35z-f9zMr+YLRk&2h3Df4h;gaTmB?9+8Pux&bd4UN<q+o4`|Nwk-kJLfyVVqX
zMwqrLYxBiTNNG{xPvsUy>%G9DjI|e%A^%jpd(ok<KcfNjB{0u%#0@8!2=5jDy>{Bf
zmw+FCloaru;0C1QHn`kcKjfF+pq1)kp;y+uw$uWW++VtPd(tiiNJwpFjxhVflu1bA
z&V!qfxp(r(Q6SK)O6QQal5l#Rs1xD%Gaj1rMbA=S+GnOx6sb=AvIuxdbQymgF-gMQ
z-)(|nx9NeAr<?tcA`d|Z5v3xzsXQ@(n3-t0RXWUNDb9%ds~|4ssM$(o9EhJai=;^I
zfJ&u1O6qxFmPl{!=%fk`EN1lLC!34p^2d=yhr7}g73NJ7-X&u9T$3BO9n4yccpT^T
z@Tr<q2(KUH-SO2<R|-0cYX>OBW!NL!QmL85MtD(zjqD|`Y=^7bFfx~n**n~>OuQlk
z^}0+kDap2K$riUD)gf()vOa&3`qDXMkxed#-@+v5_m}%aFE`fD?`-60CPOy%jL6at
z*TyguyBl!oCgMzBKpJ>0knvunuUb~N2jW`{CS1ARbR8vgyFDUr*H0+#5du+}u`n?F
zq-fQKZvv`p)(Fw$nxTu#N9$GAJ6b){1~7*`cs6tAy4eQaJ;<v{vM>!xp?=b$D~Z7R
zxsC@<sD*@toXt?b;`yq-BwK4K%p}u{oUd%XED-$4rd~HM%VWEx<Rre1c+}orAe?q3
zT13x}2l1oEKKPjDG?LlPFVy2)#`>dPN;$$dbDcOQEXOT-tGEp#vy9S(+Drq3YEO<x
zj=YG_K(u|9MoRF*#iX*S8fV}YMkYN}!#en#OJy{nA&SETK^C5$rp7EH_uXhAkT57X
zIj(Cumcx_{mVc7V;;Z*w9wZYq6$)5yZKLO(GypT_qy{2%Aioqyfru^SihrTYzXP7=
z6Ei8^;A|-0;A(>vv)z8e(mJO>i;`u?O-NWP_B;E_6gVsLRGTT9_}Em<!Ud6wBiM7>
zb?TYF=Z%rg(Jonv;sNe7?W>}8C5qCJE+a}GEV|?IB4Vm;gH$6$f_~^y(+GAcx)I8C
z47UHt!*stSpXXOOk}kLmqrdM5g^VVsRF-9m;D7BIF95dVz%{I?>g$x&b1M!~2qa{M
z>=~5WIB3*|Lp;%C>6?8*B~4voYI}i5v!ww9QVJ5sW`)3&yDv86b)k%h<)*fRtrxSu
zDve?=Zh=t`Im!!iE<X5llS7&@DB8!%|5Q$e1VyTc*dKngr+jL-uyqFFjWAx2LkgmY
zeq>NYRgld4dZJx*s~>hjt3PC9JZs=)Q<eTB4`U&|Kl}+H%c%i@9M6$4K|N<ki!PP$
zM7KH~%=79@Lye2DXS^J^gR$?~+5TT=bl+ZyMB6ohY}T|vNyn~pg=oV5Bn|3=wEE^%
zfASp{Vo!&miE<<@p9%>LSNB?9122OjYfT}A2GO}<)(gzR8)I^aAWM{}S)M>#1Yb)3
z$E19S^ty~(y-0G!5XCIHvQ!VtSiA;^3P`=2q<Zv<TQ_{de<=t!igo<(M8|}M#z@xE
z7$y2DHazU+hd{Kx{brhjfVeGvg8o2r@%pk(*I>XwCkXT^Yz?g!KRT!^s>+^Oqxv-k
zLNJvE|IFrJ(UW&M2lwYgXdZC=cpugTN3kUrwjbuf-r#=BDIkEnQU{*=rC&_8zeq#f
zSFebwuPJ{6H5-;^)8nZCGg&PCG;*@HVxq?7OW+@J7XtC$yBikYWFEwK@l;o&4foI2
znQd)o4-73VoZ%n;4n_@u#3%%}{r<fMh#9r^^B?K_Z@d)y^5!*sJ7j;veQF|IyJRPE
zQXfHRx~XdYCXJu)i__`G`pEK>j{*c@Tc{uka`CRM&zctFtJp<1&$i1N(OUdCr;NPl
zv%v&N58m^&Q*ze1>4XpQL()q$U0->k3Uy)pPAjTFS`Z2<%^Ti8OhFl_bpsldh~$0z
zVkDz>w2IVsoskoiG>n9ta;H+m0DHw!(q_=uILM!4TJr|PwzpjrlQ)29l8y;^30}Zs
zI{q_<KD72Jni>v(M<{EQEGp<$p2wH>+*gO&=n*Hk#QR2)4<L}j$Vc*0Qtv`(gb#;R
z6fFRQE)R%1hlhtNC#jT~%F8DUY587XRtfvxe))O8<Z?(4+FgM8nogE>2tpBC52)cH
z(SHF`le6BmT3OE9b`X^e<y`)V6s&omXqZ^;91A?$<ojU)>ap5-2~1%cr#BLdZpH5j
zV`TGujV4LYN{|FrBfJ#0;3Pc^82C;nY1tY196eT&PCzS?4>*guZVG_wpbC`jfB->P
z@>?9LEbWphc&Uk&)kRn5TW#Nt%TC#gT67peVuRt#(QfhZ{Qe7D0AT!?)UezOw_)JD
zexh59TKc--UZ6sv#%4LGbh!V!Kmh(^FxBWLq*-ko%6Zns(UkKp_05XqyTyZ^&!0cX
z2B<Xa3QcBx>?FI-V@Da3gV6Vz&dnMg-+hFLZ5pMZtf&h9%n5-=rK;0DSKPP!_1j$?
zQM>DU{@okRlwA}<?l0NC5$BN5Jq-oUo03riuzL!Ccw>BpxLs@YH4tQUr6ilX-vl89
zXSYUq@O^$FRY`L+le0@o&v@qUBUu}i&eaTsqZz#<Avn3Ki_3HsUgM;8<cvwPSj!m{
zdABz=bf?e&QAO2YeANh&ic$x|;r4dPfq{W*j~TFy#KgqLF`PGg(`<9=;nmXQRu`9p
zI1@e>r8-G_L02dE?fH9it|U<$*+u`owLFKENWRnKFB!Ki{$zvmTl!7O>hkLL9~TpP
zEUrzOVXh2TQmSQGZi&j9C^q=?tEI&b-U}FK<sJv7s5~|7yGi^Nc0{7arB86+`o=K)
zYw+yC;AGZAqKL!Z@^@ukeyN73uY~(MM(n}s(P`;|Sz_|oW{yIgT?vPlz=>8?i^3Zx
z4X%Ib6QrOM=(rXOl52Wb`CyTgxlaN>XEfPsU%IueZKl}jviSoJ36R490$7ty=6)(2
z^BV<<+l3&2Ou`#oqc5xzx7}Y^oN!(Whw@Uedw7mx+8+X>Pq9Kz`3f(3QaWHTJQe$l
zQhr4-5}1Ml2(4_xfb4e%xa|}}D`WLG<thX+7NN`iZ>Z>1wRVMNCgA#l5#lnYABT$p
zj}D)LM~Z|+eHh58gBvV}*_s^1KD-17g3th0gI>Ys^|tuE57b7+)x?0wj59$-p;9dk
zplr08{hT)-VQd-*+Z3jx)T<06v;GUI9k(J=#3*fJ&isKU{e9s3WrN`!9u`3L8jjA*
zc3${>*Bc1cuIvF(_w|jUCSI!`f=4f20bP~ob`(30A0@oN$b{q%AoPUDN)7%GgZ|U;
z<=mM;sI7i$bu0JUrEp>G3HV`e)vYHaIf+!yq-8}McKyPlfLSd}b_vv4v?JXa4HxD?
z;zH(J$G!XVnwpv<5EPk4?IG(xV15J$zhZ#C^hVXJ&(M5}KW5r(Hf|NN&Dt?5NsGxz
z&U-!3*G1T=MkVA%j~YDyxf}C$9T*7&lJOy11Fe>xdM%UvHco)-$fwGZ8TL3EN^@~+
znsoPkr>znoM=SNqk8$yc-vM23YRtahkd<!D5BLasmUKc$!d`Jr9f~(2tn=2S&y(Il
zk=Vw!C4VYP0#}YkRSG%<;Zne_i>lR1<056u!imy?M5DJarw7vCkp5X;El~1C=bYz|
z1O_M$pR$xt9FCe^UTMDd@F<-m0I2(quDf%;XEq<Ef$Zm?a_`<QfPLeWrpn61>-x-p
z7IKfAR4Ax*w*lDUagva*N)g30zq~-r7Yk<tHJ}cjpr%)WZuTgn5eAi#+bj~Zo;wXZ
zDOSUeybpT#%AAG#%DNJUMyGf&!?ct=?pr_aof&OC5FX2kEKMIf5o-{&@rT;JV@RnT
zW?J}rCJNNHpOO@^Cry|Jkoi8H7VX78L~YaSy9HCe3PV-NJc|$R9mO}PkmCyhXHUc^
zF$+}Ux#!~|ofk>$G$`50k0T!8vI?kkq=lgHtVWJhOfUX)Ct2#|`US4`_(1vF3xzUp
zRtsaR5Y+lR&IK~*z%<!<qSiJB^^ai-)7+Vhl$nMuu^MD17fFY}eN4DsloF(bM($;!
z4t#A!x?lH@P_3=5&4W`^Fb3rmFzt?|q*0WU8wSEhP`eqS0?m>)ICltCfe_>-KTmUR
z!(>5TjT&0nII-|I!y3l7%4)L(Q>Lc8C+A*XlQy3xf-lRQVb1>7HOIWmO;^o`c6KbY
zL7C6`QVBB~JEZr1KOP;Jo-O3rs7$#VIxy#3xfbJ(?uvk?gN)hCu-y0hs;d4PXqpWI
z&2LNF8sCe(_AOra=5dny`=c=3H{JT~__D`|sL%NA!*zOhO~_JuW(vN=f*@}jLfbG_
z7@qDA+?Caf877-c(e*wsV#ae-s(nPZRm*&?GmosVU{p|TMDUMEVDK!VB*%17wuR+g
zkgwV_9`1K>AOVL8eu){S7A9`aJp|Zk0W(Q)+m7OFD!0KvCjl>QL&hFuh}I(6PQLkw
zA}*-eWV{i~)eIC{OAC$F=Id{gwwNYY?x64$aSI)xtpy1Z*w>_&x`xB=0Q;Fuzj11y
z1(Fz8Vsn*FgCbco(^{h@r7i+>j3$d7J+tqzu^DbzU$qxIzkC|bel7iX6GwHRXYp(^
zO|Jw>C%)5tO!5)E$k&i3=^}dHhE3doY16HL*mZ#e3DYG?$BOrO)thv&K@!qDZXRl9
zcaFGkhYZD+^bCF<){>uap3>ojqhPvkm$sH8Md9Fx&vZ^di8412(t@H%9anb;M!hY&
z1ZyhS0=fnOC_tL+dq4$&n9Zq<V`-%5Rx<tJm7WCDkJmVogm>&^jz>9i+e{8%ivSTu
ze~c)^`zJJHsDHdJ-ys|Q1(l&w{MQRv6;a45g`npiuK!zCJoP#$+ymoy2X=XMD%iJ{
zy?lpSfC0E5oH|~8W?1E>{7%rfZ~a(JdN*F2n>P=Ec>>PhRi%M5#pTjA+VXl?S-hPd
zeG#SEAjqalw~b^o<93`ENx~21v^)3kL}L`xsDz&ZPXvpLR?f{DoF|EPA7~$J;ReTV
z?59yrrzPs@K)d`rpPbT8VU#6Fu|j6a;0k0(UrEwIb4cxa`*K%|TAJ8hVc?&%t8A%3
z!34$>C7P{gX*a1XYI1P5XVzgNcV)AA{GZGEUzN)9f1;OFh3x)|Myp^@xO<JWeJ-8k
zEx|^Qt5e|$Rgi*`x6?mcA9tX1;b#u90$39FGYKLhBD=E(L_|gmQlK9N85Z`hC&9gr
zXc|jpZ5Npdb;yO?K5zC}>oI_WyY)NpCEh|no(+L){&42bl?xiKkjUj*C&kwCHI7m0
zjx|cu4gY42GT3C!FaejC+Q#Hpez1So4+{Mqd^O((Krrqt<dm%<HxKaJg30RpZKP)q
zeU85;tZI<CHE)0pnSm2T#ZNJ&)B^CrYF%+FA*adbmyKsHM!|w90r+KXw0!Tj#k)zo
zk&_}9$qKI>e*ci?ydp|FidFRHlu<oqyt=@sx~k@ts8&|6CGQ72%CBcnEqY2fxyD2j
zL_F=am)02u)*Y$k0c(+6bSvv8iuwEQrwUI82Q#ZQ`f|jBh+%$^ss2S!gKry&m~i0g
z4%Sa9S940XOHK4~-6}AJnzp{C7IJH?x3OM?*IB7~Ji_#X^?5^m2P&0$Hmki_LMFGl
zLpZL)@}@P=FI4yUR?*dCy=edr%LK^9x{g?|A<;ujcS-`!*0?F2bN|jaV0Y44FZD~*
zkm^-Y|4K_qbqw!83Om}nR8la7skU?)Od_1p?d%fk0QJE1>Z)ytL<4JZX8BXkYO2cM
zx!UvauI)v@3fO8D*Ls*z75<3P=0seeN)i74;}X%_(a?$v-mO!M-`*A2f^YZ3vNp=m
z>vOk+#`-E!J8c}u`_SL!O+J?=ie$x~^2D7IdJq!q6J~8j8q~@$6ymBy&LVZa*WgaM
z(2wkYl}M%%$wk8eN-7wS3CyJP)_w%sfErrhDN+(w&`MiGv#*l9sEAbCM>4VW^mBY<
zSCQvN%#t=pNl^g<`aY*$q;GF7jSF^Kxvo9m5+pJx#B=xfrH%yxu0)P3;N|Nb;__4O
z-4sn@g=zaMhZS8`0JI_gr6`+lEjJr!efHM!QuKN8W0iG7Y!zRfw*E)O9gf(&NtL&1
zNHIM%W~!yNR1oyr^XT8y`J7S}GoE>6i3tQA3MBZIHd|WHIXR_w<nSxnqVC;Uzq*|-
z1~%>q@1^B9LkdmXDWz{u-h-bX>KlYGDDR3Wj#K=NwU_BLYZBsZZBDwtvxS0$^9?$(
z8z~tdUD77XD)_^uy|fW${WGGyoW6DA5k?-N{|h)$98iP)*`DdJAzYgDtL74ODhw^y
zo8f+tJ2QM6(yYs$L2qDeoB_zn84aGt%tAss(rt~iR*&QpX1osMCGQh<i~zhq`oJxD
zWd7hgsD)tTFLN|^&(cN`G@!G1?WMPXXBBi?C;b~mR8I<h5pV^Ak9mJJhQ6)r2gOuS
z$IEYoIW`AhYx&9{x|TIUCt9h60je>@$Z0uD?LGg6jF^<vRM_;Hgo<lX69w?`gB;DH
zvH&hkJ@?hLX{%HCvN73u4$ZOo!W!3GM7D{l`3BPIrqFD?9aVZ+Jy3zn_-^;Zo7UeN
zbGuf_%6aI!tm#FQZxvEvPl#E=&x#OYujo3x0Rn6<;j^`L)4>DGsJ;e}-R@bO^*&D0
zgRj#^ap=#;1&SPWbDy2ArfdQ4p806!>e$8{xySD~ptmJLlDuAI!~>@&TL^>t<e7K?
zrxUhb1Zok3sm?>e@*3-=a%DjWd;7zq$D``N`*Mc_%l9{n@-hps{~UOW0{{}DbRc$H
z6GsfK8~};&dEUF9r5|mY{cfBsMJN(eP~@$q_<|(>xp!=&t<#I7W<i?U`X0FIyb0G!
zE*1xs%($bAwuDDm4}2mf`}{uL6HDtpU}Xr@>r$31q`flZ9DI^|w4hI4eqZo#S}W6o
zf>L2!$4L?a1mb2q`g^U`Wn(x;i4K)-!E%ulUR6~E^0lmwxcAUoRkM|={g4=<rJZy_
zPxY!c38#z{4XW<)RsHIX;OI?$E5z)Yj`)>`9#{g16+eB%ldd?+*x{@=llg!f=g8*(
zP&;_Fg@x5cdpuoyBj)p8U)RMb0f@w^r5QG!MJXvMr{m_$#?)ci*%Z9iIiP1}9ON}!
zq~kkU*#M38+NPm?>3NPIF<c-z)C-KlMRcub_*;Gfe(VP16~p>VRpzLWf<1BDdixuN
z4Rty2k|_|p2247iT#)=1U?~KXvg>F94g2CYpwh@Gx-(wJi1KLTS5i_sqN129ok3&6
z;I4#!IrjqKE(^T$40gVKIVmx;Ty-;)*mBsB?vq@K9AHlF9NZ0~iG7UnUL&1Et6a<q
zuez-BOy*7pfIBR4lw0svR919mH`ZPFV3pwjAEbIyUqHMO#iB6+DBA@N0O9Bs_>$st
zmU}u5+R|j$bgJJ)F{_ngcQ}gCzer?F4@FTV?ED%~W)kOD1*u63ipVA!Lut)5m80&h
z)^0ffz@1ep#FhF9{>+mK50w)7_~(W1Y;vuwxJMRcGpJ74R@)?{7tdumtD4GgjZ5ZU
z@MHF-D+gsKL-a=&%Ut=fRl90ALmo~}m-HCW3b--%^OJU+YXSMJLpybzQu<dQ+=$h*
zjl+)tUfo8d*ZkM5$4-FLA(oUkSy@Zjv`bTGuC*7Z_ttESOE8vVe`R;z-WIcC97tD9
zCARuW-x815<g*_qKgJ|jw=rw0p!XWK>YY3@$T=uL5XY}QrUlG3sw%Z$YCM+2pNH{~
zcod7HmGW>}J`>dU+7q{#DE||Dj@ift(>&sOqPoeB4~K)vxrafnnZ)nZCd2^*qtE6(
z5gs<<5E?J{L#ht8by1Ow{w6HbQDayjI>9B=RomvJmr?{TbyXY3jMg8W?;s>7&Be3H
zH02muDDag|xVB&VHU|Nm1f}I)uSZTY_h4KX3<4k|kd9`MP)rdi;Apx~#-LFu6_zL-
z_@Vii&!2Og*9UXMv&+o-)HO9@Luf?{fmHH(#i(9ar@;-|+*e^KGusq~h?p(mY!Lir
zp6*HL4*m^OnZ+G}39m!}<M%kh^75-{+IO~OPBDS9A#9*}dhTwaIxEmQ4>$t`1ABjy
zaQcjy8~*^D?9bruwRor%kNw;$5~g>r1YI}#K?YpNWzrc7TWb#{kI18JC{Z3ZZ(CY6
zIqiG&YGp$Y8LO?q{2n11+t`v%9#6W+M+Mzb(8X-)s`a$VVi$0*9}T}`#a${xQC?;@
z5zG2Jx+xdF`XREZ)I(t><R}dgd{->^&@mD)aE95~Ko&J}X?&!Bt?bn8h~VD3Wj>H5
z4&N+k?`FpUiOePs{WmwK2|whUI)_~6n7LRTD;YtXDI=<`SEJ9mlpM~SE4RoN3!y=I
zuj7_Pld&bQn7Y{EMM0RCZI#I~)07M_`KUTu2dj(ea2ybC24l^`tI8c2yZoD500_G}
zStNAwyc{brLRH$p004r<Cgi$q)0t`FL6$&+8=TT4;jg!<3!c{CfJmNs#C--t@{O1!
zHrfN!#|8mk`jPsroyFWy0rlQ}aD5<xNcZev9&wyuHeZ>996q$|%$B+u2-&n3$*#xK
zRAPoITfp9Lwy_5cL<X}R5Q?1q09b@k;WKIxuWHND!UAvt(BL(wr%NDIYaC6yPv-rP
zXej1*L5b~+eCIMSkz4%-4><XR07_tw(Dmq`AhcG~6F;~$W|9cpc<;m`j0EL`VY;j^
zMq*lqK;I65R%!R*p0b~p$xlAFide|y!-Lqrc2x|{GIq}Py*gd3@VSI<P1UH_)$e`X
zU+pUr_B>hxsh{Igf4A5cXkS*%Ri<}3_XSN_s@V$E4TpoWd_ukx<rbFXrJ11l)x-zD
zR-LR5ATKwf&lKS!@BBhDvx)#BFl`}NDA+e<Xh#*QSZ-axk<9lBM?13O+#Q4lN$#i5
zMk#x&kbDAHPtb_kIGHb>y5aj81;Xw>r(T2H5$RxVc*vYibU9Vy)DwEJ+9wEqiG{}U
zRCCk%M6Y!~YYlp&AfYB4^XtpKvxOjzLcwbQHS%=b$k(Y+256320<TTE>z205`k*-I
zU3Tsmg<QmhpE{XKoy&~4qoax9tLI}S*r$*m7TwVEqHj>A$Ys;xGbBLD4PDv5ZDMD2
z+Z)D6^lgWmHg0x2_<3VHSL4mJB}qk_KF35h$+>kC8K~Cbu~KVNJ!WQ>0g%xMI6Q?Q
zX<`u(nbAoirJ}Otwcx6p6tv7V2T4u$o_rivtDJk5@iQTni3ZQAn$qFEzCLSaRJDWA
zL3IhbLOOy04uX>IRTllmdfg_1$86X{gu62NMO_Gm9#zwF)+%Y|a<)3jr#MYu`(L*n
zDMze=!i?5JPm^qBf=tEPOSp0IA^~uvs-w~AG0tmV8Nqr<pROiA$6-A3RTwSS7(U#r
zH5``mqCmdEn!z_;@YX-vq3O@pD(ha6198~MaIT6AfW^up8U_Yt9?bZh+c@EFn5B5T
z>M9R|8}UhX@7n{q$gr><j457&@x)NjBBgYFK6~B$xyXTFE*R_3e5&&HrCMsTTMUPN
zy9Gd|IA&lB&gT5KyDam}Ts%Czj*9>3nAVS!D&W=V^f|gx5UWoO4}Z-jM8)cu-Uaug
zcSsL5goug&UG>~`LzGCdBAuEv5Gk&;)B1u1W*?5~`^Lfg8XBl8zoB&KErZ$2dK2N`
zt_&T<B3;BhF=&@*Z;eoLjN}b7%y~SW%tleA6@gy00UKZ{%-zOFEIy6cKu8FH{YtlN
zb=>G-SIghq_g+2hS@6~Y!M1G2AZx~e))fFLUsNSfBE|6~wiJvKyk;A{v1utkQTkm~
zclT;wK23RbxYWyf6ZjMXKD>h0@3~zgDIPR|-UI^7(!iN;+Km?Kp4YB&H;Sb5Gy{B(
z1jL-YCN~rR#O<2PkJ+>8hQ<}o=iIJBc91e--)izh<>P_DYEQO3KoZN3$*@hQ66P8k
zz(L4ZEMFbOS6oJt6Q)#2f|8*IpvqMPw9T4LRwKCabR_{u(QD*wAEc(H!Z9cfK*qHk
zD`_cx*!#%tczYU^tHM||J_t}ot3r1u`f~^+UoZR$m0=G0yL!~J_>}A29S+LAQ{g7|
z0RA5{`x9?iYVZMwoq4+200^Eamr0-;VP><JHJi!i3s^<=uNnpbFr2#Jfzv%UCVf3s
zEnjO-A8iFHTqC8<t!tOZvv!394F|n~%j*`Sj#=c6dkf+RWlA6v^c1ihW-2?f0MY-r
zt`BGdM9(%g)u1at8(HADZ!h}#zSFhKryN-R8rBRr)6Y{cfVV7SQ5B$#-ZPP1xCR=P
zLufuuYFAF~7y824rd^be)%zmW7k~Ebc`tZXGxUDhm<NB@UF9taRJSj?mYv`c<P7qj
zdNDU;Sf0@0OHjMYQ_X!+Fu{yfQwJ)_4dxb`3m>-&;O{6YCDT~sYNiMqS6M9(fN%1*
zTJX}jjDPm*S*%BGepu$Xj1gtSz;|K6XX5w)0Rby!=>~%Uoy-O}nKl+@1yFXkshmVO
z4?BBrJ%07ajxn)15fBF(tLTZ~?d(Q9ymU-RmGp}IXe!FmD$f7+{E6ShSl^rMZCbv=
zz8;Dp_e=-%GPAjA1xW>_7cctZ=Mp_J!A6Vip`)O=Q#r{lpQ(X7{ZHf*CZ;t}{aGe%
zdt_9GM1!)%3R*vfyOU^*<N4FKp^I?-+XvhK*Iqcw2e)G`6e!$M$l>~9>2notGi~X(
z-TZ8s1ie#)Mn#$`lLJRS>Y8=C50|D}YE@LDBjs!dm!FmnK^@3+h*n#m4kCqc`TA1x
zikv5&tjpy@MkZ^hg1t7G0W0#!aeT90O`p3=TBR8-_pVU4)+$1%1*6e5H_QfKe8N2d
zz(mTr5r}ZdUuA|UFPd3{Q<TBxEBN0jGH9^Mld@gJca57wr(8NkuuHZ%uz}AK1Pl-t
zx<-cv1}e+Rb-P5kfcX=uEaC@Ce~jcqY$uF!t0D&hLfTXNLqa(+<j`K?c$nh}ZP6j>
zGgog@cJcvK5u{13gGbc4n!+%lOWgHMnygs_mJwXEQ^dxh*tPS$okM(mIRF+J8QGWx
z;)j<M;3tEhnSpv(&vk#1ZH(eNx&(Pw^)0C1_4E-j$W?D&AlqwQx8hGV2s&=ze!4&*
zZTFmovoxk3GXJ~O4iLb(!g{Za8KY;uvJFbDy5HN5V+`%|^zaI^_13-Md%b}p?h0!b
zSig-ekv(pZ3f5Z$otM0#gydXejEc$SG_&;{Wg^!XP6tO3iXs-mBIf;%%SL{JCjJUI
z#&Tm1m}qnhp=cz?qC5!Z^8Z(8MI3<eFnk$&B}9Q;Q9AeB9Oh-}&vQ-!I4T6Y#zBsj
zdOy|sw$tP4%C};z+$3&8s!1QFkFE`6hn^kp6oF#k^JmX~>pYmqlBa}P4tGq+h`w)z
zlnGv{fdqo9ZkQ6b0|e;{6_NyUJ&(6nI){KqwmR9JX9k|Cp@=2S6r^Yr=TbP+vp<&P
zt5B5fh;zh2@Bw(^sx=YA=09wn@?J69T>1w%&?P6+oGr{~k4%dJG7sEzO5%&8iXAZ|
zOt?Sl>ULW&c{*r8Mc3^#4uNLVo|}s<=-~k(MIi$Q`6A4(dmOQU6zN{qT90!bXaY36
z8<nkF>-^^o`Og#s-S{bh)+s<|!IhS;s;pa*s<Cz2xc7{Cx$!Wu$+-~7Obi+Z(vbj+
zXWc7b%>=~nIXt=OgntMQhrXR#u798%W#W_;@DfojlAkagc?`V*Y>DQ$?~fX8EQ;D2
zndIz!SC^nxvJ7}y#~q%6rOPy+4q_ebi*2lkfpc@I_s-Na%GimQ9f)DWNL;UT;A=iU
zz4gMtHch(by|9}kE|$$qj^*(Sjbx{0DuEN;8(44%>U9t<cDv`flYEsYaydNbYNo?I
z*!n0SEuac~-L!LDlkYoWW9AbMz-IuTo=Rrc&5%%>T)=OVg0*uaZGU$Sy#*L-!3Do}
z&r87l>AR>=(lA{3i*?ur{svei#BXx+NH^D<8e9X9^(hh45d?APvK_Bct>yJN3*4#G
z6`RWX!2rzxeE6{w8gWEJce-5pyX3*(iGM~llj$g;JV*1DVimI)g3(5(@GfP@-(+v<
zet;7A4@exHoki|B6U+;qz;g~Y9qqYqtDywwFBNTe3NwY?X21SojJAL}ja^K)N+xo6
z_c^TIAh_J-CikYqU##h}0wk%S<dUuQ=5w?O#MCi!SQIM^?|;95oc2^6n5cB0c)Wh$
zV>*r??jZt0WG%H9r?Xpn6fofO5<N`Eu7#^<#=OW1jkp@p4-7KRnwFXjdjrqcBDWF(
zG#>eJuc^N`kN$rj)^FreuKJ$4f#^-0$*J?Gd251VO-_6qb9k0vBjCOrh|L(9)&ARg
zV?<b8#%;y11&pZdBqP_P?QcMwqB|c}0@N0A{Q&uXZeLqfIUx*qO(Bwo;8Z|fjno`?
z=Ss1`greZ-+gW0bRA-0V6eBMW#bQO`ONRcI$pI1Y?<e<;BH-6gLD$UhlKDY*5ELhb
zpn`Jr7nMicH}hKJ8!j`jYXM|n>_Z+E@WCw;c#eI$YZE*gR7k!MODlxQVkv|GgI>p$
zJf<lB`=k~}M#Au%1FU{q(&GG?=?voJe>owRM?Md7LQ_zfZDSOGn*)9;U<`sU_w$}Q
z{h*qW#g=@Q=<Fj}wj<GbYjs#s7ztZsljOicuvDO2;CBvaBH+`_A21TM;R|UsH*GUu
z1%|anK6kAyT1r1@7ax>kS8T8N-|memHkJ<R>W?p|z%py>>~W{MCv}l|pl)q-v2emB
z;KARC-HvM7|6a@{(vmRu3IdjW=eaYN#!tkp6S#$HiU8hj31CAJlV`8C*(iJ61bh9s
z=V`B$tf)%i^UEktFOK!m?ZH8V=tZgj9S15EyK;Mcm=H#5{nw4c&y>0En51@Gkd}y1
z>e?KRl^q9gw;sd31(go3)6hI+yLk1#KC1QRrxx?)(ThX3mGT(y0ci?6YOyFS)~?S!
zmZc&x&E=z@Z9&=7fj$q7zKPcSJ-(o0tM%kE0%{`2OK;`FW4*z)5@o|FL?35}-HG_w
zrES+~_4EIpj*8B=1|%1Xw&2hu?CtLM1FB`NwY>tjf=u}B>oP5~U*;XS5I&v_lJ(vF
za`_O4nN5wj4s16bcEcU=Fp+3sODub8EA|(O10DZmJ+xGj`V<bk5)vkRfLy(v$p>9?
zl7#q>MA;Jyi-VMP&+aVI9Dew{|K7z*_4Ck-UnrZsNVAN4cc`(^xYU3S!1BLA^=hu`
zL0;7E0`ZIFy@VfZ9q<_?HtlJw>|sgD;OFf>!qbg%`Oqt8JWRR0&_GRW_0${`bpAeg
z)LRy=lWHE@2Di8W`zh&$fd`c*OQsexun?*TRPXE#7n4y~CIdIG>mcEoRYb33f7m^U
zT*-qY??h~k1N(^ls&%lu<8N$w+}abIC@hq*ynj5<AyTotxNOj7_REOpB!x{T0~A`M
z8bADB|L0MDt;sCbpyZ~W?oQM2|Izi<VNJhp{3z;2{TSd!5fl(m5s(%oq*0`XfQ)8@
zN_T^dGyv%y4FVh8H5ybJ0U4uVpyWu25u?sC#qT-4>zu=1US8L>cRbJi-1q&88<!Kv
zuU|S3+Q9H8(&EZ`QDc6Nafq`__UFTsn<<26>;zX7*aTE_D!zFZ80Ngy{!*62#3%8n
zNeFqxk6&jCPm%4Anw|KlhPIpYL-<&Arq1n?FKB>g=&54q#7ZLI88%wBTcG`^21Fe+
ztoK;(BNBpm=)DULWHy}H;c7XmL<ZH`qU%}@@?@e{02>?J=#)q9PUNDvRnU+J$4b&1
zs55&uW_|%YX$XPNLg7ddAnil1JU|?(q6YLWk6<S++tFU0f#-`4_&8+$_bo}nx-eU(
zPfqLMB+M%h#$E*Iq8+roKo}`eG&Ko!cEvAG{5J~NGTs@yQD??ThBz}emG_A!TUZF_
zNb0>y2IxW>I77VSz@3;#ZkCc%i~L7MgG$yy@D9@Rs}-qI(-Fc@3%&vR4~73z|B?S$
zgp=7^F7Sx;&k|44wA)((Vbyz#^!D7~@P$nrzxrPsF5aGwikiNyf^3Q*of~p2&c;?9
zEoaA^Gf|5eP2=*rpFgIhw<`8zQE((Uhb_V7B>ujKXIvTiIWQ?#YXaC<#btm4NL*|f
zg>VbzlBiRQ&lW>Y+fhF9lY7->JvOs;^tm+eG&<z>p+h!5^n)_z1wTx5j}8Cx708QR
z28*q{>c3Z}^QTm=M0*)Hepn)Fs<5W#u}*y%G<KlO4h1bV2ey-+PK9TP3t1CnSYOy;
zCqyS|>JkvWwjq<L4N_^W+#;ay8E(u?A7fHy7No!*lOWpm!SwE*=TPcDbrCwmW4*pk
zj(O)w+G_EDS=Ug7M!Y)%&TD|(^&VBrU*%oby+l^X%=;Ot$;YzS&Df|54eJwJdlq*2
z<WSzvwhvRwO6Ah$j|8tL6Y%x`cvUGHxfH_i*j3v0pjJ^H5E|vlny79bH`43d1c{JG
zZA3fGeAESGO0d$%MiknVQSa1Mhv@2`70A0{@}Cw1;SY{h8RzkIdWeyfW8Cgf8fD>n
zGfAzvV(w=6Uwr7F^Lp99)(M<y6WyOg*t4JDJpk!CXRKo0sfrZd(Ole+gvXMQ;IiiG
zKzTjCuA1iz@h4fwa+aiYPS=gf-Ca01&uDCUltZc-5umHfJH1f#jQqebBmFhyEr7|i
zSM9AqOkGERu1?CGa*OZd1VRgN$&%Y@oBBE1?{k()R#Ik3n<H?B;`=Xm3+?H8)4N;S
z*cILLWF!4YzL*4CYx`+aWN88DEX1Ciy#hsow6B9gC>mlz0eP~xY%u21VgR*q!8#zV
z;wKfcbZ5i6pXrCQNLUAj=!{z9z_S`Zee$egZ9`|^8A6=)Tg>KPzCxcmSPNA7-dW+u
zap@2p-1R=T8G2iGl@#!h+R#Wo>+tJdK#RTyaXr4hxBDnSJNV?m6-YAYY}&y*tmwhx
z3l59TYN#m!0&(|5dn2oN=fHdKvnO2!xfKoTN|Hs;+8Y?V8i;ldbSJCMyJ9ugLgHnR
zrWe;r3gD!E?t#p7rS-yx%3DR0{qXN;L_h-|X{<#G^DWleKAswyaUHf8fjS9I<n$6z
z7u8ByqCm8^0b0X+|Agqu*2W_7bQ)L`I`gzonf&u`7O^`mez4ca<Dl&j$%+?tf0aqf
zGOJAL`?7;DA7nuj(?owsO?x14wzRcKX*?G&%1PN=Robk9oUG>9Pi_Ob>L6ZimuG)+
zho$>kd!WT*iSk_o^<D8J30t0!y2jAchnxhNuZBMf->O0aLzDp;YRAwf2nmv?Y~f#x
z$(;Z<SACL`=@#M43K}ZkwEPS7rlgIkA^bQ?yt=lA9|vD96_2k70vlDRSq2it5PNN!
z%YOA5G^-ad3($YBfcL10^Ti1D@%{&=y*N@pT!Lm~6ZtsJL%j9vUu?Q0%?Xp))w$V1
z=66`mGeE=EI0@3PT>m`sDu&4<=o-i|oE>eQ|1|L5w1f1-i;a|?OwDb7iy1sL3reJj
zga`uS@;L3E1ycyKE$@E-^Kc3&|8<6R%|N%0B2gCo0cFu3G_c=sT7ZrFEg;z3n(7oX
z@05h;R@GpM-ntjhpM+p%phh29HVo4AFxM_PgH{0&BmmfewmHBWQhO(+K~85UB`=S`
z&LcTYIZM!u*iG4vv7tUDN6V8duk87XoPrF2vuKsHQs9GZh5F7xu<1U9ZOir5nVEmc
zhQ9()@5Cc3``R5&5xS`tCm-~x?{ja3;7%bPFTUgZah2^(HQj^pFYXh$xw>zY2H%iG
zP{N#}q}yldS&KDkv<T{&xHG^=qR!Kt+<wtZs;<tyywE}fwTdk^c?O7VvKyRd=B@W0
z?S6^TD#Mup)?$YLxuzHz+b@c6-N2yo=2Ls1xphw&>d@npM+#6)V%Ud^AvoKhSnoS4
z$$*UcxrhBm4+_Y4L9%wM?h{Be9O%i6l8wJ2r<bhlhps{k?|!R_`sK1k`ZQS+x2Pzm
z-eQ<-cn`DS<lc@wKEN2d`darNL3`W7YdRpU$+QuA1-iH6dF;OL%8zwFAXdatpg}Wx
zVM`O}vz!5;8Wi#K3wO@67lsx_Av`RCEX8j7j)TDSgZAW6U1^le+0nxL3qU=hue<3d
z>}F%VYi3$fWmlWNewAX}&dvnl82tA=xiXb4Rd1WRx%_{*#@v+*dL}dUofQ^V3h!*}
ztUG-Fc*;nD_bLW?3JQJ4+ym2D+zrT(^|dUHVE{Mc<IZ;dt~2o)HKR5&*HJs^_&mF}
zzp&|U(K#*A69kBeRTZ+><M|4pr&h8dlhpa<rdadlyTcf;dRVWYxzRi>MDyqD8CPC8
zkEGoh{b`)4un#t}5(_Y^DzDUgXc5sMVl7J@_ODOZFu&C3ZXTD7_%rsA?-5L26oIS(
zT*OogK}O_CEXm>FQO!Aj?M0<870DOE1Sm6pO9=qgr=t|C$g4lHP&vJ$KhvF&2p+KC
ztInSMG8(raX2@*otzb1s=lLA+(RHgmyyZyS6+8Z$WN@4>kzfoK)al^#7S(e)M-sfd
zGvV-~+irWHhh25y<V!Tua-nV4>EB-|3a9oaHQ_0O3)X2$h>{MaXUJ@f4wXr&`Km*I
zsGZwfXTV8Dg<IT;%AIsntnWJu^375$KoiwtJl{l~G{MyE_LW+5833%q5ll~MPi_<!
z3^KR|ITc$zwrbph{P`=FwVA*7junQT0YlymQSxE(>ne!Hvc*nALx^L8DeRx%>Z4*?
zzQe<|7?P5K%f4i(#bV&cFqCa|^qlb$*^S~EO8g8pY}^`oT?;(Zr?h`AjZEr?1+*=#
zvifn|_(mJIZV#Ypx3_V4a#ROzuH|Un1&!9*iNbXdog-f^fy!RZ#Rag#=>Pm)le#le
zVZeQC&Jh2={P^iyTg&y!8=6HmE&YTzu(Glx!wnE27bFF))3Y4zS4Bsg1#HHY@##LT
zeDXUilNII(!YhL8BKhpe2r_!#LFtw0rr=2cYCxBva85=_A1jkV4h)J3F~*<|?Pa_-
znH0)Eg?alYcS6qGFal@DtSP{2%zdKcnnbJr10uW-Pvl#GOKnJ?2ln0FJ9`r)QcofO
z6V@Kx$l|gg<f_$it44SKiURFSK!{hbf-k}|{1NgB&}O^%nT0m7Jj>ZU*9Fve47ON}
zTb<`x_8iqaXV>J{gPVi&4cYNyN<vQgWJz+v7tD#9l~r%f<cz!ok(Fj9x$iuw4)IaQ
z+Ye{HQ{$P=tiO??R$8J~Sdk&?_uS+UCw{dcr7igV`}f_wH<+f&?S^PJxBVZvWGl|T
zyZDRn`skD^BJRGTmrh`fS%BvmRLZ2hK61E}N#l2k)1<frjBv~|UqMQ(a;})peyV*_
zrtr}@@sN~`*BdngdSg@HpcgB>mQj$1$K6?uC6Zj^&wBDnT<?vk!7ap;VVc{(o?{`^
z&P?5%T82!#@a5N}BEIQu&vNu!y>$?WYlMXa2%|p){wxq57#mb-@z**(K}N#3XS})0
znmrD-LJo)nM6)?1Kv?%-YHpLGJTG^F7xB0_982KnT0Lz9`xBd{8nN!ra!32A=|bWt
zI8AWlk^o@QUwJV?OQ#q|QZ|xK5FcMgxh(X^Pn$_Op-qu3XcBo?U%Rh6zuke7*nw;|
z!-08-4A-bBgY4+Z-5kHp{}(Wur0J{gb#<ow>i?EZw*X{p7O~}gCJ*aGoc(`NUL&Og
zE>3pw<r|i;@hSV9r!arLcmKb-t$tHSm&6m{7Fy=d>cptqVu!972r((9<FZA5ZEbxQ
z(aZbY+93d92Pw}I38=YuxR0DA=am9w!b&Ygq8HQ12nd3-=<V#E*CN}T$ftKfT>Q2v
z7m7PMl;!g7@`H3&3=}Oyn$7uh7Kru?_eCmn>(}{}K3@)CqX@n?PUzW15tHf_JQv|W
zf1~?HaSo~JHh8NpJkt@hRg){3y4s?XPu|Z~_D;51g+G`6L4ecC3yurtK$)fe#0xjK
zLV}|`R&BsLlGGR#)*ltXQKOGi)yffH=MDfZm&Hm>36t6Pfm}A{e?|E134%;x<OV`s
z#deDq<j1EnL=HbyQUUUeI{#L)F=)w2Qdc{vC9J1&agRK+5N=QFKkThZ1nwL((+A#z
zjNPTY#wS_JZPmpPituaZPCpij{M-elXB`sIlu?`^agmXj*le<?nQN4&4rO`X4j^$p
zCod+W0OncKYv`cA8(0$FZpMpKYo3IOhhK)3Mvj<Z9(DocPB$I#KRxQj2tfF4S-1WD
ztRiS$f-E4sLn9=bf~%}0*<apGLC7P4>9^v_^-m*<>|ySaAyiHfRyRYbAjMKu4&>aq
z)-mq}cQfKesAv>^p0c};RVjZ7SJon<h^O7@r1@vp$g0KSrGvGRE})i?g2lK}eP3+@
zVgpgxEFXY?XIwRnQ@ybxGY|CV+DAxnHzA#j8*8px;bh~5Rc7YtD%8w9*UnSL2wy=T
z<hvFFGTi;GXIg#?W545ZSl*wW0vY<NgewR^SF=DUJ4e#fXLJ_{OhwA@h<*C)w7^1!
zHve1;ycsI1+R)HY4~pc$Y{2;twDw;;^orq@WoEVN|J>FkwS(n|U^a9-d$R3Zs0z3y
z_R_e-i?wtFlH8o_L2p>|^KFSu7b}l+@uY~mX{T?yk2Jo}ISk>l;d{Y8))~Qs@%wrM
zAkM}_x0WZy<!!K{8fLZId-K-||CBCd52fCpg2vQZt^W)|zGq8tZJNF5ybrSQ5!zk~
zF%;E)52^e5@b<<#zCCl8?t^DF(_H?F#!kBL#8awO>t&0uZyh!B+q!OC#!4vjLBBpU
zhqYKF?YL;d${zoH#zyBd&gr2e1hWO<h&|_5z(Ph9kb?8qYx|#4rG_tnU?F$jkZo>j
z9`!2<F?>G=vw6OwZSqck6;Q}J@4>4{z8C==dC!2x3rML3woDUqp2Q!VfB?v9#Uq*E
z>DI$mw<8*>;Tdi-1yWK$7O!nvK6DeGCBoG$a#u-vF+}`<{DzTUAjbyifr+@Ps{{S-
zw}Va~<0g6%UWs9`8s67^D91Kp%MAm$faei)p~=px=4RG~ytD3vm7j-$AF|V)+bNMR
z>8Uy^%vLZwicDtQ$uIo8!oHYFkgaeUl9z5}VORdtIAYe3&DOcSM^f_rzK|R(`kX_5
z0I+hczm>*p^rEPFczd~X0dub=%jUvi{ZaOBm{re`TK!0Jk$6gJ1$Z5p1g3VQ5@8lW
zqa)kXv4o!zFyOKACRg#_Fg~t~JFXf~pS2K8PudRUjKTH#0j|73aQ>_am}q{6AxJ+O
zK0+(Xt&X<{y5V_`UZ+R2wm4Q;4H}+myrQDzR41N_ZUe>yb{qj0Fi2M9u-#bTF+;{m
zP0gg)s7YPK>-@*c@z=RxB>a!O>PmpN!l55||Ka&R`FFcjD>SuM2I2<Mehnf?-ISyR
zxdrSqZ5Z&i(mi{wNxongDqJ&4?aIJC%WZ>>odm{76S4&l(7oV?L?#>U*}7?g3>7o{
z@&elb&mJ`L^$~@x@dBR#W&v9F1CUe588T=N0Cs(uW%=i9K?}aukcT#8cHFE2+8P@M
z>W2(DaGu&aC*7y%4f@5J6Ea*wp;4~}r&~79E%cruC)l7ZI)5n4DxB1pxATCx&&1wa
zfKe&bd8d{C66+Ama#+#h3>)Tv_J~69CeUOr=*uUC(gJh97Xe-KA$zjdvir?MT2MmG
z?1!2G_Bj9#RIv*{e>We{&D9EW$>L>Q2g^eAHiOqDT)Hhb8pstEfzIT5oNnlu?XSTA
z4FuXoi`@@SX7S~gHO%@)zIz>lvqCcOGh0&SD)u4teh~2^-6*SE>6X*LMoA7-iUQMN
zrmGJPHGEDfy~e>Xd-WY}{ZWP4C0`^iwXoh>^fx|FXsHtmR4iVhy`L~<Amu*rV)NqJ
z(k+6$qZJAeM9F;e3k65b<7Nnq^qrK`NPyWiPI9$K+bfoq2nuUP6vfW=t^kuTqDh|@
z>3o0Ht7|@SrLx+Lm}K1IMLp`u^0Z#22m`3cP-f}10?nso24+v7*w25GLP-tSK}qy~
zQI(EYctBm2Fu?SbnjO&O&z0Xd3~4lQk(BL`eK_yKq$k9xNMjasNi$aGn5Rp>$1Hp6
zE9T7N*1$t+ad-#3?gh6*h+9=dHIy&b+kxET@d>Ka4guMHw|C|mZ{kt--5#TXk1x*y
z2*{R2@^T4CNnW;6%+cFj&$uv3s!2N}H0uvhDH0IeaY>}ady16WboWLW>Wb+qU*mDn
zA|PANiBCccI8>BJwNG-3{Bpczm%!fEgPzG<OO23!UBdf&VMVUFuS4cn9~T(A_deY5
zVX`7Bj*5MyM!PGsYYFumumJ9|p~fw>wyO#iN57<(*1=Lg{9cseH>s*n?N|)K#{d0t
zCo}1DjA+p^+0!Dmc_u0Y95F+*jUv|mKcU#0|GYduzoSqFjb>#VlF600-EYu(Kh}Qo
zN?!Nc=ECE#9XGU&H2<0}wF#xb;}bw4Jmxji!|f`LeC}_nKrg-pNa)>1FwMl`gUZF?
z4F9uLVISU@W2T|wR0_AkH5a!-X7KSjdC$CIo?7%WoCBlpZ{)Xa&TkE%J(tV?4?RXO
z%Qmx~;o*&w4Gd{`OXEI{U%@QQVRCJ=1rtKlIS{a&0iIVOjd6{#^GulGkC&QOv<03E
zH{hsU4<ViE_xeo;!!2@RyPLH2LT<Hp4Jq^6MAUimt9i;_v@OQ(=(L|yt+zR1Y!cSn
zQbyUk-4uy+rNEvLvn>zRbutO1aCtD(1G%`dBVY@Jm6pIi?3+mVKxjei@9LKj^K`W{
zI!g%x`CW4U=rRUE-8#Y>K!7I_k4A}^wtBNyz9qCOwd>xKvHbzu*V(m-KUE*5dF*YV
zliC5*T^b1bUc7wy2~ak&0D5db+Zhw@QB4YlMj{pa@+o-h%80rhVlL1|uH6EiHcW9K
zVztv>Q(KtpE1u>;<c(2{@>Y`9mvtMd%j%;L6cElrUVO03H^av4yn9bIg*Y>NpTJnA
z1W?;dAVFHP&+yAGfs_OPwD=9-;w#rO(7ymZY!UFtj)ejMb*zrTYxk8k@QMbYH$NqE
zbFN!8h?<MfZDZzJ9q?8GRL;atPoV|kc=zWMN0_DxXxV3I;p?2WplVL*TO1+y+n(wQ
zI$I@9KO{3LXyVsCx1!Y2KB4m8Mf7@^>SR|hUY4Ye+pJlcPxsHlZn}3!3|Whz)(?ff
z4pm4tdt4KSd8d*^nq&=dFoj78Elt27uyvg&esnEEu;k_E(;@UC8fVUp*QkzwhspoC
z`QO>zR0CM06)$BPU<M8X3+ma~S!0&xJbE?JR6~GRLMG|bXP>Q>t3BGo-?Q{Ujs1nZ
z#eU`1fk4irT8;^02dn9#BM(C)!sD)|I*gc8U+xur-I-UR;h%8^;B{3$QIX4!0|NF;
zEAh|er{k@Mo_8h6YVv!lu#YTMrffKAl{3)Q>hmZLTOhtx<$~gAj=gWSA}GE#Bmx*e
z)W6NnzAv`kOnLFbg+4$Pv=Msy)&Gj1MB{oZUG9stcZ4^9>`nkY^91=mz)NN;E20Be
z?6cg=DhY%cYCCC(wt0e~bUP9cR5s*G7Tfz3*vFuY>jhgF{hYQP;3_p_i<YR-NjR$G
z%a7br_BP+KV!Oj_*~pDlD7*OC!k{9Y|LD!2lAe4C)r}_WixOOlo~_h33b-mfW-B!U
zlyE?5#a#1ph-PX1wuG(cV4k1XqJgrnLkWaW1QcUu)*AK;DQ-Rf1V|)ZZEf?23s~Pv
zHxkgl*<**AVSq)*wOM%c_Z27pzdWxH_e>K7xd72Yl|{N}Hc>U#tq5ydy7e?03y^ln
zS?v71W;qcSh3VA_K5HNoae7TjkV|f+OO~2hvffiYaMB6}g%)Twohtl%U-8vFX{M;e
zJ8tLY#Jt1nFtF*7pH^>zQ+BQ2ryRSNam$Y2j4V`2eC8+sU`T*~D0fzC^yg=brNIK?
z!Deqa*RSqG!J#xMe;Z+uTGus==g)&LUcdhdFenUMy_1EV^Lv57n2ap5=^Zra&c#b^
z?UzAf@<@QUI!L}dB{qQ~QpqNw@_^Zzjz>CkA?oG0{-e>2SNC36;#k!i+cvZwKMU{>
z+5*Z`B0P=x4iU)zYtUX7VmiGQ<NqPUmmRU1uj#_ZkEGa!E6W7MGOdNu(3w_4Epo7@
zeBXNkE>-y2tFhD?=Un`n&$qexnb`KQVP_O;nE2sV|8Y_sU}wgq+D2dJ2e#t<9)&>S
z2DBieWrZ}POCG-Iyb?GVDeQH(zDl9y*p>}hJ2M*#NA#>l&NVW5s;Cny5}6|`oNW9i
z#DD=(;7n!y<xpT3x!>>VK;<)LZ&SoKPY%;ft5;i#aFXcW`*@RtI;7B}+0>!s^3?|k
zhaQd-L!a)+tK9e+*mu3*h-g^=Ln|4!2J<Ge9manAw~Obhki$$BUP#6PoBhb*p3M7q
z?`-xw)bmC!+GhcwBq$8@bmn_dZ{~-5bsIcJ`lOopPk3YhBchR5WHLkdyv1@9#oYMZ
z6dLwTI=y!qH-xJ1v|NzKylt72jZ~&+iMB3^>lC}LnIC~l$)PKo-|1*FY1wKGKAc<G
z6H&Gtt?{(bWeJ<mm#CdGjoq}bv5fpLYn+lHQrRP#hUMH$f6Lq&8{T6BLFCh^ng^AD
z>x&y1R?gmMJVg1kjpYgX+AmTrL<qZbLwnlsh4L&4a&iyol1xFvj!naxmONUg(kjQF
zq14Kp)c*HbX77+dzs{Yo^?IW(&UvgCHH&sHt^2|$GI^Q7KEmWDc319S&iuH*2`bg<
z+G`ueR{Lz2LeJTQgyOwm0Y>yP_kl;>t3&mNv32#s!xxaUq0R;!^UE%lxBBJ`nP=tP
z10oeb#ccKYRrg4YaD-0Qn{eFX3yqe|@46i^5jPbD04p8vu@lH+G3<Z@cW{fwZPWE~
zp>FkSucM-YbieQ4zrzaeb=$3^S$!F3Y*_vXczS;xyKWW3Z`NKFiw#^cc<8>S=Hgb0
z6X?quCzT%>u(eipwsZW9cCfl-?G=}tWQpTZuZ4Buy&AK|miA}fr!*`IJ5-N6n)~i+
zrZ`EN23$XZ{K{1DVA(-j$zCxuA0Yt7Qer*jsuw3?=lpxe>~)Hc=_~|vYC0#|REwOl
z^N&Ily88R2MgmlIqd3FW0d@4AOq61(_(cABlHw*a;nTu`+2-c@bQ@6ib8K!Kcpstw
zhdIxvBhtiUdAKBzMLNWK%WZQ`QT0!6q_mE~yh8>NMj?d~E90z?+3AUjyk<2|qqiIq
zCRC(AwOY<+ojd$wqao9V%|-$EdpUc*k0d&V7*nl%+;bnOci}yI{$X#EcOXR+ix@XE
zv(8TsW0Z)*^ZsVN(BS^sekp$Q>2<ZXB}8W)iHZ08LHGCZv%h(8bAWJY^H@dZ-PWR~
zW)uog!6Jd2rYA+rl0_+qN?~FIX!k?r=4tsYj0Om#?Aj-IeLXgJyV&DdQcR_CasEAi
z;c<hQn>;Hi=6k<-t+k(6<lp1cpNuqWv8DqK42qKuPk}1oVpzbCX_>2~8PAd5KS%w`
znkWT-F0@!3GDSkp3z1xpE;ZYssTa1-Q}Q3t2q41U7iYI)w(R;JZgiUDJ+pVeuOG?D
z#)kJ}1hbp?)_61vlL&Er|91TM-+!M3tViR}ZDEYw6EjM24?Z7^gXs-pbwH&8iZS2Q
zm*hfHB2%>3#VQ~c!g3ecBZ*1CH<_4<N*$Fq7>c0262r~#vvfSuL&)>D81talFJlzG
zd~NgMcxNaZW=_J&zDpDNlVGzK4%BG%4`1amFqCnFz(R7i+S7F`3qC8avLp3+OMsj~
zbok)l^La)yAjBV>22(LGu9KdoHoe|keX_PY#-s~s62Isxw}Ok(|2Kx=Kr`3AXeNq@
zAasL5E=VF$1{>|Qdf)n{rF_y|DF!n&2-PKRjT#z)%p|bc;_f_Ucjgr<%KSYT4f3vj
zF9@BK3zFwt;L}amA!ZC3Hs~XC(kWA|@;A;NyQA22DFgb(ut4xYGFzDMP1Pigv#57>
z1ynnEE}ilh9v*dohiAwlO9}+HVe4CwofQ#qFCOv{Cg)=f_Wm!!WeLPOCJvN2a2{rd
zOfw<?D0b~9J^!Lr$HKE?7fpqJy|1lIv3zchi=+Nz!5a(#n3*hOb`S#ptHXScX4ZKc
z5&-~j_~E2A{8v_mu>A;>y6**W8B_Ewj8Cyp?>RVnzn|V}#<C0K;N8dt0D+KX@OwmJ
z!i9dpNe@-U1ip^oSkglyYg@kr%sxvzbcNZi_uDY#_;H3Yq4hrK!o4opo_E0D5s|6r
zo2MGaN1lMVqT!$G%P+DOP2(-<7(42FUE>p@cjXxk%f?s=&e9foi4s1&nzu3gz4+M+
zFz4mh(S*3LSpO7D)hEi8?5vE}(r@z;CxhYX<|AKzeV4it4=kDhP=eWrF1CVM3up<K
z^hMsD5O@+;^HOBKlg6BIzf1OWF5;h@i2L2niW5-eMq>{!J$L}xxx$nTzYVlto~Pu5
z%TyC~5Z3JMq-OA&3GB1hR?CHaJ=$9KYF^b+lD-EJC#ax&H~KGd3|=B_Gcru?0>mJ{
z5Q~3=Z<)Y&P9xd%n3Yqp^T`)t=IYrzuiiZzR0U1Qz!0NW+fRUW22c03CX6X}Q7nG1
z=J-bSA0v|@?QQ0Jf{G6{P_Fd$6Bb*bXO{gnwhI)QA%2kF36&?R=LDG90+)(ee&3{>
zJD@jqCUY`I+(3T!=HieKE2v10ioU;M@N(}LdGym7m_{VRg59muWIi`bCuRs31AK#j
z1O!h~k$5=VD1Q9(2aekFKCoa2s`X}?y<F+1QgVS-z!mMKZ~xuurHeZ1=@a5XN<uEM
z_f0+@y!`IilXRnG@vOkA>?i|cxQR3sgmCF29Ack)Dp`Ff-*Yv$x?%o|-2AgUrn+AD
zto*44eK@e8S<?MB=_V88n)=FSs)2$#O2flAXz5BgdwH239fg4!$wfA6wi210<<D2_
zETrgJ$tJHde!`HD9BemGve=X`|4xlhi$}nH8lL3zR(q)FY*+J@rff;knXg<ysAt*a
zD}>y&00tBMUbaLE5_b+1CQ{GzB9A;VS`Ib=?>QhVxJR}!ZOjYP@gf86TM&9V6^C?y
zr6z1Ssn%l~N)PJltL&;y;BKFMW2+dR3AIH5C~c{1%|2_6he*eCf`mLkGEFEV{M4h5
z76CVirL6MPZ>kvRj3?ybE}!qw?*rb@x5PM`j!YWv`O=q-Z*L(0gtj;L9f&`$vrDr?
z8~iC|migx)4nR$Wqv_?>EV$-Yr6Wga@f+nJTW%BdSF4YmWjcsPWz?&LZ8-%J-v-!Y
z3h{_ApE_toEh=FLmLR6rZ`GnslU%mX$C(367I{g0uUyzlI{VF;HPD0Eesy3qydB16
zb6E5GqQ;P>ql@`g<QYg+!qpfxmd9CsK)+psvf?OsTmG`;cXzjm_uWMW#gvE?9d5B|
zU5kU@>st2-LMk^<&Jqv_+^Z3r#;r&ANM`MYMSUwx`RX$s-^M_+AX;scy6eSZU2RDG
zdu#iS)=_=ps|f<(Vu()pBoLzDSly83G~FJBLh>p`|NbefeWro$N5%0A_$z;`Yr0xN
z?2KpkV*BPk62Kq^8nIsZyVgWKa4_a|CiZIrF<&2T*reU_#4vqek>kS|8)ufoLF+hj
zIm+Yxmg-y0fy1$ZQBUD<xDN1a+#2$cfdkjCk@Cy!z=-?zYMuWv%cX9{K_JT0mTJ~m
zBGqz72=nwhETH+4BP+blYd-10c1OQ3Q~7;luI}()@nUjL8svG2?@c?QJX!6A#wgF#
z!#JFQz4SWU(Zr6eE~G5gw$RUbQ^YLXj_OalnXIQnB35nw3H}ES=2HQ5Nf7BV3r(eD
zBqi^MUg#}pb@Np^44(F4SOKUF-^o9FqV}TtB4FM)N{_3z2KE7$NLSLmIa(x^H({J{
z4<41I$>?XBh6K%C_?{ZZkFA}^W%K8;cC_2y)dX}?!1wcVQ;_E}h}5|p0r~=!!BLgU
z(dnvITw#xy3l2b?VAWk@pQ=`mzV4(rfw7cMiVz4@FRTxm1%|tw@v`g_&vW~M*ZF-}
zODMNia_)`6Z`N7gcB4jWu?;$}&Jx#I#dPI#%lYhque+sRR^-NF#jtD$B;CY{kI5Yn
zTaPA~RM%BWWFTO%b8|uif<=2c?P`sR3}FVmdac-a#R;8{rVVj0Xte;edmq`E%$!O#
zCS<RI$=5`7dqV>3Hx&1T&r{0>Nkmxe#0X!G@whccj+6VBYuHVO6p85=GQd=Y0ZaP4
z$4<{BO(03fg`&Ny<*hueVmVzG)gs1^XyLBp71>%o7i2RHImAd;a@&1lJ1W;HW_4c*
zZXbp<k5kLHS#*rNhV<M-288J>Mku+-2$w$%tiF4Q>(XVjxF>Df{<z`CjV=LCrhrAs
zmd&~EQC!x>|9I(py*S?^^ZSQ|O6)U5hdc~JyaU&=sR9N79pPuf=F>}&>Fp0sUj2wc
z&jIxPDU6RVrpXz)c>|@}qMAxc$zn}ZB%-3W+|H87qGD(gS#;J+<~26E#Oxzr3!Hys
zmAB-xeE$xwd?VNRy&^VcSlEgZXQ9DqqWL!|0>Qi}p>uW(5KO*QoZ!?|h|^Rk5nN=-
zBnu&xWnhtG?_8#MTQ+k7L*h{}_OA0MU|Zp+aHxLCHMuWcFO;4#T;+VPUSEBNCi_~t
zrds=Sx*I1;2duxdF%QpEuDaA2TC{d)=mguCN)Q!8J>)_Hs+ZI@sCSF8bc!}}k=(%3
zI;63)FPP;yaLOxdT~nM)18zP51(OSF1`{Ake|{1U)ylormYEYYM7!kaZ$U8_?o}Tx
zaz5|bE5?&2RM;z+r8dog|Ll!|hCJH7<&UW%h+lGh^9C?4)MxRpV9tWTyF&KLCAla-
zV{$&el1Jz%r@t5~QLy9TRf4;rSsKso>>U#SLGSOAi2abr2P5*7^z<!fLn3tHpH$c^
z4@lBaO6nDWksMb*w$KCq1FxE)1wwD0q(HECskYZ=BF3@bc+eiJM?IyTbj3_ZEu>V6
zY`m+2AX7%P*M4bN8`v3DH?a#$BmH`CE1(M?=mfA~h6A?{TvDB0M9GD@64tuRytk%-
z-er1z3e`pCh;zfIPJ)^{+XSCs7)ShPu3hch$`l5`aR-nXtJdQL=u7yDPbED8{;Nki
z?$78ObTa`~1Pc?q_&7J#gLPOb9|z0Db@9IcF!tNX1Z-{|QWuWKY_-%g(#a$?spXIy
zlI!r}w&g(&_Jw2D!znXX9@(7ZIA^#sMnJl`85ZVRm;`H_KU7JP?`U(NiWMez9GCoY
zLWU(9S9ozJM<aDhVs)GwzmLF-G6v7uIq-q-L-MM$teYJ+cAULG)vlfn7>5JN2Al&J
zG1G!J$36F@Aa_d(qqiL!4aI_c+5T9=^6TMkucpt|#gnjpAYcGWeBnj|;Uqt$%_q`G
zfJu$5_hG)>!QkAWXcg$oQ$kR{;Tfowx!OH!L6fRtSuR!a<>E$fQ=rxqb&p@$!kV*e
zxz!Ha2_Ce!ww3}1m|MGY*4K0b;QH$nFFns~t0+{HOdZ#g@>SxA8a#Yio6%7Qji37_
zbn6eHk*w)(_qXA?Nh7;8Q3_J`Bnxg>>$%bZ^-sfmMq#3}P#hh3Q`<ce4c43>SI+&e
z6uJeRM@dw8U^5Kt#AN{e$duvCLn(mO;gYFyfslfY`_3!`|38`#9JRp)&|hEavC8iA
zdu~ewg?AR!(N&^%dlgjAjWXzD*I?(!x&ONr`bRrLwxjs}DcBbXqubfvRiIjnPSIhD
zQI7bBKN9J^1+=W3Ez%;(UH1{JlFAjFwjpg`w8fz*(=7ppDh+7)ajzx6%}SqTWV%4>
zy88K^EJ&b0(SP|uprgD7XAUOc#FRgQHk)@P>w94)B;;^jE<|>p#J_9F_U&0PGUER!
z(Vttl>|GMkU)+snu67(4T|+YJC}c^^-d8T?v}BPhV#&p&Hhg_$_;%@mMqr`Pn>*d}
z?(Xmfzz-)ZF_EkB?M-F~9I~t=*ofo+^~VzpzOO=my8C3e3q(bceqjpAoDmmCX&C{v
z8NWY>S+qqpKdbG{Y7C3TEm$cCaN#^PF1a!neLwSXisX&uDPBLS!FKP;^nSD54<EiI
z^|9nui{*1+j$%`Me-IV2aQ)Um^r=fI8MZ|hmS!yr1nt<;*Ok<0z65SyJ3k2wQ?31h
zRm8G5MU|iT;DpEiL3cAN3m%}2Tu+|X@!{>+Rs)$S+AVWBmgLzl_PqBFAuV4rqYo<X
z<zHnnXDCrkPb;VQZ)njzT1hb;a^u&)*L!MytP|zRBTyuVVS#PIvhca8&@HPpWpjYd
zBj~!sV?ztdCi-R-*fb-a)6$0vom{G&NGH02&m<Sy;qq<ai`c5TIq@Z%0LEq$R&B>E
z_Wie8-e>*f3y!*m_l*od3Ps~RUP2E1`6}P@@5`yzn&PH>p8p}*g8dcqNULT|8L)LD
zT^;&qz7kWBYcP3M^r&^HftjX?o8xXAx(K+9frEQ_d(@8ptrw04uIrWh*c@XBg*wpq
zi!!4^*&>lXlqU$Qq{#!?9>7R}zs^ys@>|)hp1@qO25RLo6t8N^tp=cl13GL>>-6ZG
znb(L$Ze4|t*VT`<fPs6PP69WLs3?kIQsJojp{t!F%m2QS{e=qLssTGAG*;65n3U((
zPN0e@wZ$iQ1n=jtOIvkh15X5YUS7`-Cy@LD1S$vCf4o*+zjIDqOsK=<)5yylwdrs4
zx55MdzU`5^L!`)LESP2V4$7A#RP~Hl8Bp%1gXpR5^TAKl=ITrXKA+_mKSOO|f*rXf
zMUrNit;WKFZ?=;dw^l5ndQ!RajI@P(fqwVFsnhYmiuL!~)&}{mf?;N-o>d!Qw|h(6
zR`gT~tdBJ2nfUZv+_^v-OY1Fc8v7-Ex^$Tket1}mk7L+158;*`Jxadbo0x90s>qD5
z9XGrlXV-C!*4f1!@Zz*BCQkR9L?JS5Hd%2zZW0AJ5*`l2p|-a;JcphNH}H1p6DvYv
zX2CRq{$t%|`3(t;f?fKTMl`{B&=7}~<vFOAw!eUgywre8Aub+`CP-AFv=acOVcIW@
zKh#^rCTg)Yzk=TC_$><g&(zGxGkO`;`rMf)ugn=0I9N$9(Wp$!NiMglijEs^5upSV
zOFq3V=!8uhXfR+J9$k$;5^irGS*ZXqH~;ImT;?gj1`}AJXV+R#$AE1qzN)RqVNfr{
zQ&EKULpkKYBP98Y{<CVeWZ*$DWXX=C6n{yE*2~gwwvgdxl5r#i6$Jmw7rA-Fgq3x+
zBFYagIbJHgHjO&F2HC#>0Zf+aAk)Py3NsZA?;?p@;2nKEH4eFxx%Pe7f2r%M+~Ai2
zVEUWK>IExu_UG0Ki{T1aHDt&wg6=tH3ZsFo#yMcs<eoRrJ3Te^lI>1U<ZzgBp=<(E
zqtlRF7u_jIfu_LU<ax5?j_lguZEJiQ9$I)^{<~BcXGr|h<8Ey1BaMT4Fj9b)XTnhf
zm}Pfhha|Thr>s7V7_k{c%k4)Fh&wr%L(I~OS51+qRJNh$qfW7g*ey#}JemO$pjhb`
z>~Qso@A4KE89I#WPZ{y}Dc%I5+J(aN3`eH*#iG`)$h*%g&`U%dyn8r{A`OknoZYl+
zY1lM5I0~k>(C5|i!s*9v9JK3eFg`9~^&0!srBcbFP`^Yy<S&*B<}#@U1Vx(E-?ctc
z1>>*Qx>L#r&p>B;w1sVMmzDf!GLp$&Xy+i%k{Uc4<mL2}2eo`P)lOEPnRUUyD36pp
z&6<z=^w{-4dg*vQP)(s5>1rl#+nQ3gB()55(o(l`?Wd6oYxSHVU#?ltPk#43L~Opb
z`Xl%Qe$Pf&!~6kRxI?^Je#**j%X^HnD?~xOE4uYL)upre&oZd|b&{**qQjQ81W&2*
z{N4{o*QJ*A9FbmcPjBlomj!am9$F6RD?G|$mu_h@1J}hUS#l$;le+8id(hI9HBsO)
zh!BlD)>VdtQ+wV%#Aw$z%~Trv^sS`o4xRREAO43txgIzkQugo&b3Y;3A{0@tmN9hM
zx}?}5fr|)k_sNeeuCe)k!+u7D4pLI!gcC((YVi$AbjJVChOS2DXij^Msf`N!s7w)e
zrC=nlE{o(pa_zSVmN4MID0@~so&_`P+J}(1#$p<Ul1hjBPO1Z3F*|ct#<!OKH(JTo
zu-wP<B*$zTiMBE_|E6}xFjf-x!2D+h2HD1?nDB4`M`Tv3FykiWV)PKXa;pMA%Moy~
z1~~+O>*V=F;43DtEU4abAY^km1!Py->7;a*!S3`)GHfRUrX1CJlW4VjBiG_biD*7B
z$IQstFJ;iIiG*JltXEFQ@_QZjeY?q<)Si1dKd_k?BkXVo17A*ow-CC%l1Ga)%{Qh_
zb&dqr+gUwpWjO!%M1M$@q#fdpWQ|o|rX2|deaJSaXll=U%*|Q*Y)i2{SvD0`70eQe
zWg_aa4o0?M@{wv|s;X;>ceNBVdHw#m<at%d^XTnw5nd}S$+(n~8$0CRhNsESpAfZx
zzb6a=H}eDh_(=cQSuJRKxluM>=6k0fFKbda20~+~rVQN*H#J}Lzdpi!W8h!r1f+nk
zbIXI_*OTWD>%{nTmFdMM7Fm+#$pOhaVGR{QKuWAdP;mC_-i8Qv?HZl}@ZWD5kfh7h
zEI<pj;YOj+=<=1_5@!<rK4%Ywj#~OschG~_)}=jdph=Ix_5X+$vluShJOF{sA);W@
z16b|1is9svEw5LvzvpH^%pEAxGTiNk%hwbiCs5i%%GJ{-Gv+8YUJhokyL_@xjaZo%
zVU>eJ%Z4J<bli$w(1c$fuNzyIZyGRI>T57>oQ*?+(H&d3EqVw<)`6<0->qRS%#x2w
zdVX)??3wPKO=pOHzZ<Tq!C#YftdO8+erTZl$hR)3+;M5RnF%o}2@qM{p0(Y~JGI<4
z7D_Tj1Ah<S8-!!0VSt%wPP|mfO-PGE0)<A(B(M!Rn(qgSP<%+w9r#Z)xk;VXnou`D
zHC#2gzBzZYfEfngnHuvI28?pd_YMHyKY>+5{4_+aL?QVnA*^WK<7YDOd6=$_zVxw{
zb|?|X>>Xl$@Hr*?QK+dlur%p|IXR?DkaSUBvB7sxA&^-0S8YfGVTDV$sB1^HX_(|Y
zzSz2_#r#JvTa_GP0!fpdhx6FYM5>&~bijXzsM+*r);3>%fe*4ksJ9HUNN>i(2z#-U
zEUJzlILDt$CBwhH0G;sX9GkIierz*--1MxYO+ukT>2_Z6pWx=R%&B}K=U5HQN;L2D
zho<+T#N|OxuiQJrX(tTo1>*u12IOuepDqd}1lt|nj_0L^<p-a@(O^5oa|ZtiVD}{F
zC+*XBjHL=#frkyBws5t&4v;1a=tDl%A6@7ykERvlQm<0osB5VaViFp4{(xE^YBiv$
zb&U{xUDVEM%Ak<JY#75fHXosQvg>cxZf->;TtReJMzV;TSf)F^&H$NFTN-rbd@$z%
zIir5si*TYKcR{MAR?S$LZk4jw()CAle4qD(d%eYN(K1}6{E&y>-)^>C&iOhoM#WTh
z4hx*jMhI87H=-<X9Q+<ob~S!a9;<s2|C^Cy1v9>Er1^)K1XRs8`R}A^CDfQJjZ>K~
zKEg;GBHJ$sdM*GCYP3Wam?Oc?{Ur6<sBzd;Ci>uO=X(z;0BDL`5IyddQXk;`X@Fl6
z#u#`ODhHmUMvT_I8sYXH8p10Fp633WrW7{we2+Y+nHOZcEiJo|tctQtgq%l=|9T~(
z*cm&jS=y>9kouh{C8&)2a+Ey3e^9Ig%y`QgENO0KN~@dZ%t<IBg^J{FTtRug=o<y3
zbksaro=ZQ{p|q1yF5o29D!f0#jn9ce=tOGzriO!f((SGg*x0aY1nL#F0xb|cx3MqE
zR`1`k1b#`*$0oi44An-1Vb;quxdCnsgFIK2+043>!L-g5qbocBUEXTfHE+6`BV*e!
zR(kEGBmjJWm+p4z)q#*JN{H2i+tQlr_Y^WRQ%51DJ4oRPAiiI7s<1Aj5WAWQNVyf8
zpCT}wp7Ypg5K0|?l)~M)2015(_<DAv214|iuT1Oc&!)lv+(cV0U1OTBR{BHHvh#HD
z-^j=DNH|o`O@p>r@?xQxh?hgqmfj`v!(M14*JlmjLg`$j4su5UQ#A0%7;(pjZ}rw>
zz}M%6;GAAb8oOdyy&eskRJ}|&^DN$Hf$+@ymlCOPO1bupK3wMSot&4pfQ0cx00FTG
zH6yd4_Y-1Xk<)A);a47g9!aj`whsh5p4GProlqms`Mna#qnI5mYen<CHu=Vp=4Xai
zIm+y=q;@KwU4h!MN{1k8>{+=J(I;8erO8{+*dLffZ+W4OvCy@YJDy`&qv)o~m*%&J
zng(YJT#suOi?@@MRNAg-Gu_cIfwAJJvbwR}`%;Ve3f%^V3zhrzXOQqPt;n=1N|Eg4
z75V?33%}#BLkb~eQ#S0*fOpP5)at_dvwX{4*?fBm>JiLfts#Tjn18VLkoEz|kXD|p
za-4}$S}$6|1NDK&veOmwmHkG&*uVs!dZH@V<lei=={1C3RC`T)`}~BoOy+uBZMc-G
z_A6_oW?<oLo~*n?dBkyx7(B!ABjHz|=R9c&g<<PrZqEu3dEO_#5&?jgqF;tNtGFe)
z^mZGG&VAnkXxR;5l6Ol$t%>UI(XK}`R!k?xOs;j0G_TbQUc2SVQ9+)XPEGZ$z+WP+
zM5@o8t<r_*FjyTe)A3FMuE4Y;zvLDD^KOA_8?&3a!&6F6)gSILZpOY2*i|mKy$Ai0
z)PL7XEr+fm+#>=zbz!Vz*Uar3Tz(Snk^U|P(JDc5O7%ybza`kS%qalXk&q!~Mxcy7
z<EnF38^W(=N32g^MO{AhRMMfch~rGQJQx8<jg20R>7RUi<h`;F7O$G)0W<IH$HbJ)
z{Ya9fws;k)2xoEdp=KS#0HyoVYE6qepR!MeY?7F+ICsJRlhI#6D8vH43oG?d?*)2(
zp|l)Pj{}17<mlpyf?_GZi&b<uV0KLU6ZqYgU{<f{hu?p2l<u{DsAlUPrv6$t8jQdQ
zqS@z>9g?SHh-k>?<~sgagIuV*6@nGq=C25&&uygC;m~{$4k)m^@+wWCCua*8^b+T7
z!d@Hn*kP4!t`h$BE6x$y{7CJ6rFcd~2qfnTO~NTu<bSLyad!)jG=u@m!&_Zkh)SIx
zPA)$FqD<+W&J|7e>&R5b!lKvtU(PQ74PaF%{{CQO5g7l<x6TX5>`VdkZqHRcCb4ne
z+j*<uX&W0Guea~=$kDaRS$ao*QP!1UtX6=Kr+#nvIWchDD@IZc!Zm{e&+_FeTc6$Q
ze|e!;@FWwMn!BhGagH;3u92gF!I)uV^J9OMio`-QI*onQJNWucCO>cQa`a#@qVj;N
zWh^pTgE^6eR<k=}O3&ONY$?-GF;Lpp*V=xKgo6oxeA=gP{mr#^!<OHsVt+8@9ME5+
z+lg~v)_rj0h8P+eFv%BTijIKJDy{Mc1q5Ik_CUV`_zf2}PWH>@;uI`)kwC8CW;Q;`
z1g5sRFyCX*zA=4Nq)H_=njb70Oy(nX(t9B@S3RPTmT1sjY5+`bQBHn7v5X!C?+Km(
z_h&VmQXPW+mOUoVKLEmovG2m3=g?#-lUD9=oH4_@i}C(oWC5SkHn%5w%ZE@-1_pV#
z8E{n;EoSCfonk%dMF36h=cg^@Sp%*K632A)vxkYNMPGBd<{xVdm+RK-%jU=_4#oE=
z$RaBy73jQTUUM6Gd#5cTRyGD!5grEx{u!_Tl%D|TC1}09Epa&B*Z@q&t&953{FSGX
z-PU6;*Oyrta#fGL6vO|;G&<Lfp>*8dCT!~~J%-*^J|s0lRIF_N8w<0%tOl&IYb^mV
zC-fcP`KwizG2hY2%`vw1xM=z%ga73++*-&)0ja@#3z^E0z9~BO{G@L7aa!Np#w6-J
z1=Eb=2p>I_dEj9~l(_!cw0ms4N(noeC<@cCK4@Y3h^fo8A?mw4seKidSkyQvD3`nW
z33zs}8N}0xx2&rEfX~D_=Lq+r^R*<I@S;~9)1NG&+Y_T|+-58Xz$rCP`RAIZnWUKK
ztb`834^}SLTe^2W$DY+JS>`}A=Tm-sEW`NmVrm#sAN#=zK?kGa0mm`YyD(9_8?<2g
ze}!R_=NYZkAhxdLY2YS4{O=|n)#Nk|@IPB=)XLp$zNdJp=#z!BS3l(|19_1w9i_mU
z`-g`<K$ng^GVI{_UTs3e3YZhj%*Woa-I*iqca?|JiZiQQ@wmY!Hgb-%9JOo}FDMSU
z9g)&aq`A3p?-`}Po2@<E;p}OGT|b8SYUIhIqt~-S&NK(ffgq~_^ttP<Ee=0{cvXr6
z2`ZYv0q12aRu(yT6Yy#nbzBY)^}V1WIK&6D9~Q@lP66^nBe2B073cSgR*Qg>17dZH
zEQ#_@_na*J6$#%ywh>Nqyvj=&Nh@3C0-Qz8qo9faypd-W&{3)@HX!1aatKS%{`q6a
zvnH8A6j5N<NdXO)-g6u380gD8z?vin_Z8YR#V3a90~X_rg62xu*8847_i^}a-t9K5
zJ#*#9?_lTi=wIMm0Vd9APt(AZEkH{TdgOq~a74}V=+sov{cdH*8?HriGnVy|@!SeG
zsb>eLi%BEg6Iw3E1!$0%%`p^$2PMR2;gr(2wyzG-Vww59jx&k5@b&TdLv^zDzXe~D
zHC{cd$|6(lT*D)NHDKHu85`!*2E#}_Lh80yUjeE^Oq}^XGCzI~c@IDJ&|H@hpC=5Y
z^C+M-IAllxq8)sM5N0|Ez`hV%gSi(xW78u{g`)y=?UzahV=kI~QB_pqQ<gOG<|ivX
zL0HM`+&j)HU-{GCUs9`TEfBE~Npn)g=TJchQoxw@Sk#3p3diEiEl4>XTquz1^siwS
zOfbXTm{l4X1lFa|z$T}o4D*Q#Bi0CErqiyuhx!^RX6n3y=5RiMf*pL^irSKDgkRjs
zczq{4`4>GHo(KMHU@MVsKrQ$)p{lP``e+l3vZ#=`I@=LZckR*bFzk}4g8vSUloiKg
z^Z^^aHXGqUg<WORf%9i@xqbfsAu~X%ZofTS<h}k&6;qRn1kOGY^M#EP-flTRq5z)A
z+}L#4I|NAP^U+zEtD?t13MDpP{@gE>(r5Z_IE?=pLlML0zAvu_EPzn$kI8{O-<q>R
z-^fJ!y}>$V_P!ShTUAb01+!HuJDc;{2slzE(y{9?2m(0*XhyAjT>rOEdaROFq(&H`
zQkk!}Q3(K=8CfU?*PC5Bj}Dw^0=_GotYEKnQRsw$8HN~=<va}RpAqW6>zeK2+=gH+
z)?3sv*4fuM)sGpBmM_Gz&T%k_i7Mz2<IA^H+1OMdkmB(MDyF^aA2;yr79BjXTqOyS
zu0AM}?2@PDFJs1z67CvK6Ala#`Ca`BI-qH~h@Q=Xz&@i3?LFClDmk);AteQMKz6fP
zSu#Ct)*NlbCsl)pMPrHl3h(%oJGScENA!kRrQZiaT<f?%o#sp*!6x4a{Mu`FY6rmb
zy(8@qpFA%gczT5K@3or)omqEHqGo}(-IKD))SA6B!RNqaTZk*=y}X|U(8T~)Bs)JN
z=WKh{x8hBsxSBAXH0w6d1sPN0&R$m*(1;j!N;$84f{>Ag=jdp1XM-iHHGRc&SxwFA
zOE+V&VX0GwI_em;$^_^nsKxqwJdDPOmfGIzodtC;b{8<a(pXTS#ufr0w(4)ie!IVZ
zg!!4cK0^Hy$t<oGwQuXSkw!)19uZV&A{Rdkz&}De&(ig)l(wxY3>XnTDN<);*7zSX
z-E)6$4&O=rFP2HMOKaNp#@bLxP=uhkkicC-p2)to3FPJh;HoZkcZ_w9W^0P{9uGIB
zFhJIw$?WJ)5_U<%n@mMFs(&{g*|s&aE>6cIYzRZ^pkZ>!Xv<y@lw-}dbX)xnV;8Ys
zst>y1>DKHwI-`exv&`QR&UqEsYikOtRkl8=OvZxZx=^A7c!$?Z;!SGw0Q}|L>zc>s
zodsGN1L@#ps|U?BtjwREs{7yP`^#K-2iPOpeuE!C@2Q%q2F!5cd*<X@_ne6ngTpRK
z#ZD=cUZUUN`9SGMoDXPaPZ~R}Ori7HJZZF$m2$67;a>@G*H{eY*d11H%PmHon0W_S
z?!=tFWb#Hg$b}|(UUShXuxAsDGb>nQK!Ssa`+rwqoPTpg4_)=!vKx%sNF*XdrBG1w
zaa!A?p;u;pZJSHEQea}cFxZ6;3^PU!fPcZ_N+DPk;}`zEh*|x`7xDnPIFW1OR<W#q
z@I2B0WoyFU0m?@-i=xM1TxmT&Gj`NXJgX=c@Wu@eX=9a+Z=AgiD?51h8<Pa1+yHx@
ze<AcD(QZ!Z(UD{KRf72o$Q@}%loAP(t2jz6U)O9|)w>5YO&cBYZ5WaWE#dPD=v@8e
zUno*cXxt1YXaR<S36yW(CRr8v$+6zVO%!A+0Mp7BnnpP00=r!^eHYi-=sLcBWg-N~
zY?QV9=j$tK<oEgWXEdQEi(57kHZP?-oWKbbBVEq}sXL{kn49!UetQW32DL9~{@dcU
z*C9g;b)RU)luYoJekoN}E-64xW(`AykGQ2E?@!@Qo-<jkxq8m0)oiOVisQcE<Uokc
zyXX<>RpA0$h9+Juu3+;3EaZjS^GodhJc(wfTu(rKvf%-c>C7w{%gZNK-72t+UGCi)
z+BI%@A|~Kce^=Eh#k&!vUJvpJeHk#M;iNhub5RG*9t`Fht+d`~qed|F_FMG4fN*ak
zIK9@MkAcq50iY+`PM$x7{9C3CPdu{j%zGK0`g_VHBeQE>BRx0`+r0IP00IFSaPvBd
zQUs&aTWdzn*y)|@AfJh|M7Jf-H!N7sU&$(Wn5@1mG1<|jVj|XewzdbkC@SIhQq}i*
zxAWNa*(vzn2jRZ}{H`rxzZr&1##86+erR@*=-r+M8$?8D6y#!;K$_$O`@6hveF2<b
zF#Cr+Y(`(sT}gIfXTZOoaBI^wX;5sk00TyUES0n+#PltkUl6@AHTb{Z$N>|w;X_<D
zA%IGp0Y+!{Zw>QuP%N%bS|!hi*ldFFRhfb{-`yCRyqS0to&v*E7Uh(DSw>Ga5*Zf^
zl5&{)mIGX97wdO$s?VM^E3$6H8hEL^KSzH3=FM!N!U0~nN;<$tnwI-_8-r|h1?cUm
zfG-D*0*q(`_ExrT4J8vtD{Nx~8?f(Wx-qH5q5k(FkP*XnGF_k9EQ;sABRcEc<(n^Y
zg<yi+YRwY2udi?Xg&tre3j_4ue!vk{D}K4C<U-Qc$OPX^^YI~@aGOsK3=JKubKB%|
zUDZ{Ld+=nU*45PS_cc@noPOd(i>-Vo9`_3W{CGZrX>PGsjFp@Hp@53p>BE6+D=*Si
z`qLiuTfkFRCoa7M+Bbeg-1|Yy)s16OAj5<<n_UF{&u}o5sQXzKFlbx^V+Dc0rwp)t
zjc}&-UKAxrcsImf?@pCy1eUU>i&X4!Z6RZT<%$8$nO0ss|5tHW9u8&Sww0tu`y#Ry
zNleJT6NT&<LiQ9{vTs?&l1jFa?8^v4BuivxR74nJEZMU)mMo2Rtlu@>=Xu_5J&x~q
z|M<SY=C~dA+;h8s*K%Ih{kzUHx=~k+VGl)Q_7pf-Zx{V6JeC?NG(Mt>$rEOH4SQ#&
zLp{CEOf9?v;j$iYkokSby4kJ$(P&4F%ir}b0!6dExz-CCc;mRaY%U`+pM#v2#c-;S
z^-J@6b{{mJ9cQ)o^&Jlv%~RI8{^tP93{389OlPAzJ#O#)u%lqGvNCaLwQ^GYcd#<#
z#JRU;J53`**|=!VU%wfa6{Yo{>%{5P8NjodRF;vRUg9_^zvNzEQj_o9+I<h7rQY(r
zd+%x1saHeC1EealNn0RUv}|Vzn4n4QRED+dkGg%c?%o*{FYf~VuVs44wSfKHCWAe4
z3%L?*Gx6v$`ynsJxI=rl)9Zdo$^hE*s=fDC(c#}nLhc3B{)`v+6BU8-@;b0rPY?(X
zhGm>5o|8z5%36Uy4gH443kZFm24!y>^X*+@@asQ#gDYx$7|s!Pi+8Mmkivg9gM?&g
zO%})Jowmt4OBP#u*T~Ms*4n-|RdFwT;tl+#H^UB6Q4JB@{sYyo+x(z-MS4pdpQP8J
z@`JtgBuDk+<GuA2j?(0hKab#p=|SJT_BpS?PGe3t2e(A#fzu<LZH?Up%JTA$tE=se
z{lqf#`8QbI=lU_!ERU`!D=TmODsIpF@Q=pcwV%(!)JtZ^DeCG%It;~px5_KrhQHIu
zK3X(`?a`OJw*vwKVp;2>qC`<I5PJFX=v`YNz!ef&jzuWL5RLJM>ASansJ@eb-_d`$
zzh8VXe_X^T_%|u9(MsYYiw+wtN`#`r7;OFDby(0y%gSq}_BXw;uYv06Roch{3LjHG
z(Ox+1_y?W5de^60+R7P15kXzpkd#3c9)9Vpu~^2@mx)<y_L1@-=})Y9)65>Xa4Fou
z?t0qe=oV4_G_6Ofu_NLxmhm2z<<)TsYbdn$!cu0cw0Bn7uor^arImmBr7CaEQX=@w
z#3uN%cd%TCz9M$?8KZB09r-QxnGRmlP0grrKAT>i#Dc|AiiQhU4I-MDD@S}cF~O%f
zvt&>knYQ^AmxQgprM1mUxK2eL=EueJv$yja54yBV$1T8BH)A?H;97+SV!s&Q;SG+?
znt1T3SML-Sl$luD?br3&pAniM?d>ixl@{1p+%A*kwK5Z9U$fG~q0wjTJ@)}W?7fh}
z3TkXAZl%XrWu!*Hki8q$nBbCmmkjcIFRsiD&K$1Eb|CajBW8vFzUJ);iLvMGov?3Q
z8`!t;Kv<519k8*Ll<aF(V!K;Qc+ed%*xZWezt`EVXPN>5G!`OU;rk6x5~k2SyxUua
zCzv2v3pTOC%z9o){@qDqs)sAaLJ*yx4RAZDa5XbpBiAEap|%4lKY&{8<D|2w+#<H%
zUr5f!do52z0i}O5j2Vs^ecjoZEolEpeuZrIH8HRI>d;~!@AROoy4vSm5n)`4srCYq
z6wk#V*YQZYj(CFJ_@)k;kBjQ&tV^3X;R<qk_I(R)i(JQ{JjH85mI;b=%X!6ZDnO3A
z>Fjm_u6ah`fTUmFgQ{gbiy=nxi@Lg|T4Jgt?oQ;}cBR*tCN3M2RAKs|Fy6C^VFPg;
zSifB#^7ipq%>%O3zQrgBpQ_!wI-^I<r|Lr38uxZC+!EWr_X_&j=%IgX5q`>kb?@!X
znHPITLGgcjLf)O}gM|;Zv(%J93_~5}*bI0)dSNbd3HABeQN+-h9aXdrD+-BPR(9)P
z?N<8hV5NieuLIpRnFIj~6&rjOPKESPP*HCm4E3qozWbnSU|a)?=_JLKZ-1R^ysY%^
zzPYUY=K;FAMiaaw5y;ickTO+r>gwunt^4cADuQ=mz|~?iPh~24CPOnfLMDfIBV*(5
z1DTD?zYj>n);(4w3K}J|y}hiLnF99q6{I;H*o#B{pHBXD!tK2-X`18z{u}?iWb?d(
z-=<;ZkH?3RXc-g|=1h=)1&HCz3BtCzm7DWbc>jHrNQmc1vK%g?5&SX9Uy*H+3)N(e
zx7k#h^_2p@6fCEqeT7B8S>RD5Im7=<a!9RRt69MOaT@mj(0D@(*KUdBSz6HBT%AJ<
zCCkr%{LCDGX6-=WaT)#TOJ{pPQKi#5J0&)P%eJ7#z27P$yc2#S*>|-VeY?{7senz_
z8;q}#N|{)Xwh72!ss}N<>-W3j)$s<l?_$W_NT%4%$L?(CXlrLka{pNH+x3<pHnHO`
zB|UuEUeRA_m*l&g!HNNi)R_qGDqbd$hx+6UYv3{Dw)EQqZcsBrDWXS{b}AYGP!^(~
zT3}^iMAohtCt@8g+|yJLF@Ah<A)4y&*-TI|5J>Uen9czcvxdmif_*U8|3Q^A*-_pL
zQn;(CG((pd5ot-y>f=~RNcEnPTELo5ZtbjLH5-{djC`4>OYF*qM7C#5cbhrscj52&
z9z%x|7LZJ2I*{&TP+}D&Lz;*#*<KyU#)%AEkzIqCmh7+5oP^LfC)pJ<VZ8<_Gv&t)
zEPi2hXvG>kz5m^BTQD6;b3k#tY+7=Jq){toFqo5_npiquFS(5jIK6IC<2Cs)5T>cS
zS+p-{B*%kB!<-Pz$DojxU{#yxv{w>j{d_CIyqCs7t~SfTcPVKDqqei&D4PWUNNP>)
z2z~tzgCm#f8y@<|f(%QXeZ}P2Z7s#$%u@i<Qm>pK)G$lBtMSz=BV`C7*Xkio5~X9X
zyi7t?x5#mBDa{a+l<^=65zB&F?$}BNSp!0QrVq-w&ms<k-kRWaOZ5X47osP_<Xm()
zOR%!==v&im8<uNUK=$vo+V=nt78gy4IWDz$tsioQ8}1X^RhmiHk5qJB$!<M&gx7|>
z9dOIjcv}Whd!`Yqlv{G(@o&XJuLVZWlFOTxz;xgCfr&ZqGC9?sq_s8Gl3wZ37KR~X
z>l6amcjD%KSiSrNNe_F4eqGlHDdNrf!1dvJRF(T2_fV!hh=&*s?}FrsA|~mRAE0M%
zVHkaSbLT;do6UR$Ayr~?GT}jLQ9*7!<#DM<tSk(L=HDqalfxuw(>o2?_r13mUMm}P
zZebf3lX{pDF48=p_=4$9k;qvb7}U%59CIuh^1_Gq#<j5$yhcm=8VD1o+Zh?7I%Yow
zvHFTRIFMx*0JqwrS*5*P)ge9EfZ^*djRvvC=B&KU=IiHl%43BGz9Stf6TF~Oy;Ic4
zg0QX9dtjQWX#%-1kwx08OA2JgLYW3+H-8l;f?_XW?SnNw%d#z5++vGPN4DcKw}x3s
zWkayymcODbE>*g!6E})wJ3+Ti1S<9KoE9RsJ$co;p!^fBNkOHEP%<moNPaXHOp-iF
zDW+5AyS*`4D={7>$UXE*KH=(J`QZg-3D-9sn_St+FUw3HjXt$-Fw`0Xzx{v`@Y~r^
zC{<WYgQ<GY&Gp~oh@LO$`aN!=V4HDere4z+)vb9W=dT=yikJqXLP0kSS#w-9!2FIb
zf7S<qhUl#n&hP=*Uz+>!-WmPeCP4<v_SBR(1thaM7s?9M!!SumF>pV7vN9<Cwx03r
zf#cUy$jfb#$Sj^4A^wxTDl<eOF}Cx4bw-3tWhaj7Rny9<C-{XArtIl1X7><0GrhKm
z@<Oq;1$dMsCzR?Pt_A)}NR}tHsLh@}6R&wqzl~`70IwSx!S71@xn)x!>Z3{`h3R%E
z>&Dn9bR_u0CVuJ+tBVf3GVz>@NtVreb^RIf(eDO2e1Y%ETc+h;wsQ`(q%31os{ESO
zeksS(bR|xo=qlntEJu6VlD4hfY24Xlrpb_&bHs0F35^G5OkTn&U|-STZh1y!NIcGv
zoGa08!`vi2ENVC_&gaI|xVso6JK>Xlm~J=t<I|&}gIAfIn=Vvh)W)h#m}B{PZf?Uu
zLQD=>0JYflX1!XZLv3$Uuc3q<<qTizGDM>8pRAL92NVM^Arn9Eg6iD%U@?<^5pV7K
zn2{@&#^8857mJePD4dA<TEaE*wH_W#5`x;)wL`((n^qjK5*^7!=eq1{UNJG87(AwO
zfd-^SE}Jd>_$dAyRew@xDwYO8Yb;<`vNcwY`g~M$Vk}r|pY*{2^T;Les+NX0wp+}!
zWk(g`G!OL4bD0&EBWVd7cG*%{Y6&kF;&cumbP@I9{ooSu)YIurM;2wB=I9#}*Kq@=
zwV}Dhr}`?#uW0Gyg@%5Q=aB#%ckf(z7O$z-J|}5oMA$ErV;q6f5Y!n~l+SIimSNQ)
zo8SU$RGHphzv3Nsu4@-!o-@a2ygD(|bc^j>#m~fP!2bEn-(O3OnF|eqa>q0bWvW4i
zgX8?cUo7#syXXiJ#B6*SWPPi7bJC{q*#w%llWC_j^TYHLx7Wub2z?pt(rZSQ5YJtx
z2=Ob!kZ87~CZ%JaY%XABamnH?QFdAl;+C~Rhf1}?S^c)0YE2=i#I7eEdT|g%6`CmF
zX2Sq(?dvn_Nk~{Mp%2hXGl8(JqQvZ`bKk8kAPt$X)w~d;#PW6fgj^73>La%HE7K6I
zj!|gU-l2Jr>S;N=0Oe=dz}p+i-y0Tm4xCi+j5gOD1KH@5GBn^uae5_^<?SGtAfBuh
zpU#XX<~^Zr4IXcL9mJCOvn?fwRa>0DPz3yy$-nqjzBB3@Mm4SrB>I+H1=}b5+aV?`
z{pPTYoQLJ}{Cah=19&H@k4SFZ#cr>vw##fj^pygA;w{3u`r%LlE0sQNeeP!{1ttQ}
z`W-Hx{@~Q9RKDF<AbCqE>_uZI=}`Ula<;6x?9T6qISluSmO!=wi`I$ozVsqBG0Us(
ziAR~luHq5|Iq8hdyUUxlH+r$DG7!_4T+^h;I$ZsYE3~HE(sY88Z<t!95VL^Rae~=~
zkW}XZ1v8xwzhloo<p~x^;8^7kU9OzXf9t3knjsf>P<+822uGarCyd?uIQTxlz+~~y
zN+0ZtjSYN7WVvVlwCO#u!9el&?n%l{{;SMbyC_N-XG85cri?l^vM4%}&T}ahr<2}a
zIpV%wzkLbG$OLe{BE&{#c<YO3t=9CVcdKJ#!u#=|5rv9c37uy0P?;=^57<}XuH<o_
zkb5TfN0`OuS4yo%cz9f{O#U*|A1Jk3LLFdu6V{}?4U`Q8itDWmueZkNPtxV`Q`9V)
z$t$1X3caV1cS0QKG~Be#`C-{`jqn6w6eCzt^cZiX2@&fQzX{c&bCQu-4SyDF^e4h8
zO6x9fJ>bwhQm??@%Iq=7Zz}qQ1~GGrp2{XB_JqQ|@OXPaoN(`imTRtNtI!{UmaT7G
zwQ1NjO5=p^Jo_^-b{I3R?x=<LuN=Z+__&jU4qdJn_|b59wV}@N4Iljt&l?)UCmPo=
zlhgMmxv1PkzMBPlmBpp<Z9mhJi9$<Q>NeQjJ$d;kX5TID4DcdS`6)sz|M{9e%Osxn
z(v}86pzv5L&+}x)nfR5H(8UvF!)>EmfARRt11{;v28Ca8)XcAzxIqd}wPA@{kLDAM
zXXkgSb3JMLZ7}jqCr4!C^|Fz*E>p~DI(4lf@f*Wp&7w)1M6JfPv|70*oh}#(?n&Bh
zq=9@k18VXWvGPmU>c%VNgjlRj5Oilm>9Aqxq5NsrChOJ8ny`%X)k|#>0~u&}n89ut
z7I`D0#W>oGC}<^EYF*0*UC0=F<n7b+RL&=#y-|~No@h$`ED(EytcH@BlLq=e5_)dD
zw1Qm0lO9^k(w5uxf0$p%31SO5C#7|t%NKk0EbX`B;uDe8ne!kWs0PiZTz$sSsb#!o
z`<m8M-%+81MK^>)nhz-NBG?ZeW>eQ_ea}rrcNt6n<XDl;jt6#gh;3j8%s)$&uSQ6A
zexR&io+~5H#4D#QBqDx@ahsO5ZG5feR9ACoKlLaWP&>&>HT{<E#8mh>C(46I-k2SJ
zO&k+DrQmh%Ja5Q)Z0D`Q`>~zc?x3RQ#~^V3<{UaBP5HZ9udyvUG+lt2$<cq9D;kks
z&PLGT=IMB$@@Xa5Cj-MVm}lhlo=)84o*&eY@i`}A4sfc)M+P2MPZUxH1lB@p_xgGI
zV;3K#u}nV8r(YUw9YC?I*&7Wi@|NGEmiJtl?d98^<nvP&9dx`t1G0L&CZ|+q*&~?|
zr=c`1muS)9a_GQJv3Gw!aQYUQ|2W^4Gv;GE_3bsON&u7@nFfRRb&N;I%FID8fcBxq
z?;C#5?pbapqkfkQvH<W%9*BHZHceIlqhSjQXP(vo8g*%_2PibLRv%U#PwNNpz>wGI
zr%dqdOZrIO1R-l=ZNx|!=&s7jzUckptxrOoqU^{{^|JAuw>8}~I2PGM_<k<}*ATyc
zJV1*Zv^Q$GKOUClbTIeiNp8$NbN-#C&g2<-o(TJ)O3cSVY62#kuXf%1Sjd+v!}<nv
z#Wyv?Ctq~|fDrg_FjrIO=!;Jmoqj#XWdD{tOS&;G&$Zv72=^<s`T1cyu%58D51$jZ
z(P_KQ{P7v<&SKEx!?dS9rgRG6GhRsKB5^;k<g_eh<=A~&Z}MZZo{1+1U1;z<zauR5
z+$_zAkf?_DBs!Bv7Yh1=_seLVw*@se=TO}~w^55Y<JgE5{v!7M=}x{(`|yX3G^~XX
zSCyGeXS`8oHW7VZv+vwg6E-f|u+^WJd;YPsyqnYc(&4Zj&A`M?6LL#{;_@N!|6GUu
zv#KPY@ZS`w|I!Ki97519S`~pD!cjX9R`CX946#vL7+559>`ixfwxO`6@c#q>jKVC&
zrG=;Liqim2bR?PE4r&MSMNepq=u~o1P+SQhcO>41Jp(P-xzYjNAwZhe0IJ<e$tt&d
zX&s6T7lnRmin`qEaIgNin<1+v06I<}LkNihHZuv2`9aq%Ev4I;cF<9hAeZ9$m}M|x
zKJ5aBuRc;`(C*F(JSJh4gZ>R(oe6f9Nd{rU)}0sKroLTBar$y@8sKK`QosH&RzK4#
z5omzP5{q?|OPl1L0c6!!h~G6$v%t!e`a=9?{MI`3#*8nD+W34KBj*{{v0%<Db&<Y{
z!uEq=c2#qw(~!e9PkA4t@aHqf@h#g>P`oLG?4J#Q5-~)^E8rh(0pAv(uS7^!gEs-L
z27B;g$8?7nXAQ8-8lrt`0FErHOb%Mc0Mn=QtL9ZSrGDS&e>5IGTkSAd?qvO=E+EIa
z$~{M~z{I*UQ<?N(WTU676I|Bin&2<Ut)2;fK0nFL0rx?t#{PDzk=kuG^tpiVL+%4S
zyOQMk{K2O$5024aJ<p?Gc%Iq&R}sRoeIG^PRYCGYoUBKZKw%XF6>b+-Q%Q-%^2s_W
z5IJ_ax&o!F3b`DsghlIw_CV}0>E&-^`Yoody!LOeue;n@0fqb4g>$mLK4hRoZq{}x
z&>8D&R>pf8&{(nfEPnKiwVE!4YJiuRur}zT*%rhgHw5v8J)B8g;3)J79T)}fH#yI9
zK(9-2Z{;;WxNqtG($ly2#&P`@EP`Tj6CsHFCP98pD9%e-c&oZ(SkbftJy2Ll*}Bej
z<+u%3HL`eTYHNsFL=o7U7|de{aYfL~BVa{$c3vLJ`tl3UrJa=tWE4xPC|(MRmP^nl
ztK%li%1--J9=jPKvti}6HsrCS_KobvsI{sQTnvbSf8|8y@%$($kL5AUf^O{3I_oQe
zrbZ79jev&?ugGZkDoYc+gV|wDk@RRo7nPIikP*MWcJPJ1J?rFXcu4|@NrJ^3MqaHY
zS5X$irq4*J-2gc&`w>z+W**uCuT0It9fz8gPC%ozj+=2S33pe2^_kANz{-d;0B?pq
z#~e6`=g+Bd(cyT?)PaY^>TSIhQt8fHFY}7NgrKzx1!PWB__sGE0Q=S3%%+xeRMDyM
z9%#AUZ^tE}SmAS4l6~UB2!s{*S!XZ%(mqQ>`3DgDVkCF9bnlSOvaO>JL{z<&p7G{G
zQYY;|iSe%34v0mj0f;siD`tG_B$5leTC}Lcurms%%n%WK9-Vi{6$)5EYGLxjwW#$4
zOZ6mekee7n_Jig91a>7Wo!nhWtlH!j7f@iuy*0)p<Y=9sq41x%NbX}k?EpwCbiXNb
zc?rEM1$JgnRxR@^wbpr!2Ke3Y+`@wgON-lF=!1;t60=F}UtsTr@{~61>to&eL2V5y
zXL@1xEZ9%PIcSKUX$B!<JX9ocWRL#xf;kCZbVV)2q(b9p8u|pvjL=DN-eo4INpi-W
z0Y)*XAbdb@TEB9&-xd#`TCWKU!l#qHX<1oWmQ+4u>NYT#&td;l8}MI>t}rY0&qm_^
e{}qrOTe6MsG0eKS2{Q2;g|dRijeL2t$NvVURS$Cj

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/common_cleavers_classification.json b/modelling/data/abingdon-all/resident/common_cleavers_classification.json
new file mode 100644
index 0000000..5e163c5
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_cleavers_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Common Cleavers",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "weak",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "autumn_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "weak_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.7055202826282726,
+    "target_trough_value": 0.04800273395860682,
+    "target_mean_value": 0.21404045898897828,
+    "target_amplitude": 0.6575175486696657,
+    "baseline_to_peak_ratio": 0.06803489734013847,
+    "autumn_to_winter_weight_ratio": 0.043859649122807015,
+    "year_end_to_winter_weight_ratio": 0.18771929824561404,
+    "decay_to_growth_ratio": 1.2490450725744844,
+    "monthly_target": {
+      "January": 0.14001506374381778,
+      "February": 0.14056245031522496,
+      "March": 0.17567176356656627,
+      "April": 0.45532036764911293,
+      "May": 0.7055202826282726,
+      "June": 0.413111540600952,
+      "July": 0.16778419527638797,
+      "August": 0.04892130367703883,
+      "September": 0.04800273395860682,
+      "October": 0.05035251321000985,
+      "November": 0.07248100910281964,
+      "December": 0.15074228413892982
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.104,
+    "GROWTH_RATE": 2.618,
+    "DECAY_RATE": 3.27,
+    "SUMMER_DECAY_BOOST": 4.705,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.565,
+    "PRE_SUMMER_DECAY_END": 6.845,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.964,
+    "SPRING_CARRYOVER_WEIGHT": 0.092,
+    "SPRING_CARRYOVER_END": 7.115,
+    "SPRING_CARRYOVER_SHARPNESS": 19.888,
+    "BASELINE": 0.048,
+    "WINTER_WEIGHT": 0.57,
+    "AUTUMN_WEIGHT": 0.025,
+    "WINTER_PEAK": 4.885,
+    "AUTUMN_PEAK": 10.865,
+    "AUTUMN_ONSET": 10.285,
+    "AUTUMN_GATE_SHARPNESS": 6.434,
+    "WINTER_WIDTH": 9.585,
+    "WINTER_RISE_WIDTH": 10.904,
+    "WINTER_FALL_WIDTH": 8.511,
+    "AUTUMN_WIDTH": 7.598,
+    "AUTUMN_RISE_WIDTH": 7.374,
+    "AUTUMN_FALL_WIDTH": 8.79,
+    "SUMMER_DIP": 0.144,
+    "SUMMER_LOW": 1.945,
+    "SUMMER_ONSET": 4.47,
+    "SUMMER_GATE_SHARPNESS": 5.689,
+    "SUMMER_DECAY_ONSET": 7.16,
+    "SUMMER_DECAY_GATE_SHARPNESS": 16.458,
+    "SUMMER_WIDTH": 19.493,
+    "SUMMER_RISE_WIDTH": 31.448,
+    "SUMMER_FALL_WIDTH": 10.02,
+    "SCALE": 1.028,
+    "YEAR_END_WEIGHT": 0.107,
+    "YEAR_END_PEAK": 12.118,
+    "YEAR_END_WIDTH": 87.851,
+    "YEAR_END_RISE_WIDTH": 165.426,
+    "YEAR_END_FALL_WIDTH": 8.774
+  },
+  "fit": {
+    "score": 0.443
+  },
+  "warnings": [],
+  "summary": "Common Cleavers is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/common_cleavers_consensus.json b/modelling/data/abingdon-all/resident/common_cleavers_consensus.json
new file mode 100644
index 0000000..12e8a58
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_cleavers_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.443",
+  "INITIAL_Y": "0.104",
+  "GROWTH_RATE": "2.618",
+  "DECAY_RATE": "3.27",
+  "SUMMER_DECAY_BOOST": "4.705",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.565",
+  "PRE_SUMMER_DECAY_END": "6.845",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.964",
+  "SPRING_CARRYOVER_WEIGHT": "0.092",
+  "SPRING_CARRYOVER_END": "7.115",
+  "SPRING_CARRYOVER_SHARPNESS": "19.888",
+  "BASELINE": "0.048",
+  "WINTER_WEIGHT": "0.57",
+  "AUTUMN_WEIGHT": "0.025",
+  "WINTER_PEAK": "4.885",
+  "AUTUMN_PEAK": "10.865",
+  "AUTUMN_ONSET": "10.285",
+  "AUTUMN_GATE_SHARPNESS": "6.434",
+  "WINTER_WIDTH": "9.585",
+  "WINTER_RISE_WIDTH": "10.904",
+  "WINTER_FALL_WIDTH": "8.511",
+  "AUTUMN_WIDTH": "7.598",
+  "AUTUMN_RISE_WIDTH": "7.374",
+  "AUTUMN_FALL_WIDTH": "8.79",
+  "SUMMER_DIP": "0.144",
+  "SUMMER_LOW": "1.945",
+  "SUMMER_ONSET": "4.47",
+  "SUMMER_GATE_SHARPNESS": "5.689",
+  "SUMMER_DECAY_ONSET": "7.16",
+  "SUMMER_DECAY_GATE_SHARPNESS": "16.458",
+  "SUMMER_WIDTH": "19.493",
+  "SUMMER_RISE_WIDTH": "31.448",
+  "SUMMER_FALL_WIDTH": "10.02",
+  "SCALE": "1.028",
+  "YEAR_END_WEIGHT": "0.107",
+  "YEAR_END_PEAK": "12.118",
+  "YEAR_END_WIDTH": "87.851",
+  "YEAR_END_RISE_WIDTH": "165.426",
+  "YEAR_END_FALL_WIDTH": "8.774",
+  "SPECIES": "Common Cleavers"
+}
diff --git a/modelling/data/abingdon-all/resident/common_cleavers_observed.csv b/modelling/data/abingdon-all/resident/common_cleavers_observed.csv
new file mode 100644
index 0000000..07158a9
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_cleavers_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,3
+3,14
+4,61
+5,69
+6,44
+7,4
+8,0
+9,0
+10,1
+11,3
+12,2
diff --git a/modelling/data/abingdon-all/resident/common_cleavers_parameters.csv b/modelling/data/abingdon-all/resident/common_cleavers_parameters.csv
new file mode 100644
index 0000000..e4a3fbe
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_cleavers_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 15:20:51,common_cleavers_observed.csv,0.4419872054990400898924119738,0.254,3.265,3.664,7.315,0.871,6.36,13.71,0.211,6.71,9.251,0.073,0.621,0.001,4.41,11.45,10.37,5.992,13.732,12.545,14.918,2.912,3.388,2.436,0.247,1.32,4.56,4.354,6.74,21.645,20.008,37.081,2.935,0.892,0.293,12.13,48.746,83.448,14.045
+2026-05-21 15:20:51,common_cleavers_observed.csv,0.5495779194567951828772559506,0.064,2.019,4.376,4.29,0.407,7.37,10.626,0.075,6.58,10.119,0.057,0.729,0.026,5.44,9.71,11.05,10.904,9.318,1.434,17.201,11.196,9.067,13.325,0.07,1.75,4.94,5.814,7.18,23.627,25.669,50.839,0.499,1.679,0.26,12.006,104.480,194.977,13.983
+2026-05-21 15:20:52,common_cleavers_observed.csv,4.024610240918527927475183786,0.115,1.866,0.138,0.432,0.233,7.29,13.828,0.153,6.68,21.844,0.035,0.273,0.026,3.51,10.86,8.36,7.83,6.896,1.438,12.354,5.074,8.414,1.733,0.057,1.09,3.55,4.202,7.34,21.731,13.971,10.923,17.019,1.047,0.257,12.045,103.998,194.797,13.198
+2026-05-21 15:20:52,common_cleavers_observed.csv,3.270852230520808994825397207,0.309,2.499,2.482,5.528,0.334,6.38,4.293,0.188,6.57,11.362,0.041,0.345,0.015,5.85,11.1,8.86,9.862,13.474,13.605,13.342,8.200,7.384,9.015,0.024,1.76,3.88,7.11,7.18,16.953,3.110,2.617,3.602,1.689,0.303,12.179,78.412,152.231,4.593
+2026-05-21 15:20:52,common_cleavers_observed.csv,4.374652912313154077077167235,0.081,3.261,2.591,3.354,0.061,7.09,15.894,0.05,6.56,21.62,0.026,0.023,0.0,3.74,11.16,9.24,5.12,17.189,15.628,18.75,3.846,3.616,4.075,0.025,2.43,4.02,4.817,7.5,10.833,30.502,48.375,12.628,1.649,0.087,12.187,81.452,148.132,14.773
+2026-05-21 15:20:53,common_cleavers_observed.csv,1.556140733936897639956538542,0.034,0.356,0.527,1.357,0.385,7.25,13.638,0.113,7.5,10.697,0.035,0.288,0.044,5.58,10.55,10.85,2.305,18.551,17.102,20.000,2.140,2.006,2.275,0.168,2.37,3.57,6.228,6.86,8.171,26.554,46.108,7.001,1.036,0.165,12.003,97.418,189.906,4.931
+2026-05-21 15:20:53,common_cleavers_observed.csv,3.618519871528074469802636051,0.143,2.087,4.55,2.616,0.763,6.97,4.787,0.035,6.86,9.679,0.01,0.049,0.03,3.95,10.08,10.52,4.064,13.201,19.457,6.945,5.803,9.739,1.867,0.005,1.95,4.6,7.444,7.54,17.11,31.369,58.711,4.027,1.397,0.198,12.298,112.014,218.682,5.347
+2026-05-21 15:20:53,common_cleavers_observed.csv,10.77075864801047621581665547,0.333,2.629,1.201,4.663,0.791,7.11,15.558,0.179,7.0,10.569,0.066,0.055,0.039,5.78,11.88,8.33,9.593,7.340,8.052,6.627,5.570,5.011,6.13,0.219,1.82,4.35,4.137,6.86,9.8,13.023,8.425,17.621,1.703,0.166,12.007,60.422,114.055,6.788
+2026-05-21 15:20:53,common_cleavers_observed.csv,0.3370404500130411760254149518,0.12,2.238,3.417,7.222,0.656,6.5,6.648,0.003,6.71,20.357,0.085,0.639,0.009,3.54,10.61,8.32,6.505,7.399,10.492,4.306,9.596,11.827,7.366,0.065,1.86,3.5,7.667,6.94,16.384,37.338,62.889,11.788,1.217,0.259,12.161,72.190,140.07,4.309
+2026-05-21 15:20:54,common_cleavers_observed.csv,1.044621797030078786330163834,0.299,0.936,1.783,0.901,0.752,6.47,13.408,0.155,7.52,10.258,0.053,0.561,0.009,4.2,10.25,10.92,9.172,14.790,17.067,12.514,4.224,6.41,2.039,0.226,2.19,4.41,2.532,7.02,15.323,41.502,68.157,14.848,1.229,0.063,12.168,108.641,211.904,5.378
+2026-05-21 15:20:54,common_cleavers_observed.csv,3.730066170153138297086537536,0.05,1.131,2.105,1.519,0.437,6.64,12.764,0.064,7.28,10.818,0.084,0.055,0.028,4.3,11.44,10.53,11.405,15.581,14.283,16.879,4.985,8.032,1.938,0.212,1.17,4.3,1.854,7.0,12.651,27.728,43.46,11.997,1.69,0.191,12.225,54.674,102.922,6.427
+2026-05-21 15:20:54,common_cleavers_observed.csv,20.05946848234920276213987556,0.014,0.514,0.56,1.574,0.913,6.76,6.441,0.184,6.99,14.538,0.02,0.288,0.031,4.42,10.15,11.06,5.41,2.979,4.471,1.487,4.074,6.56,1.587,0.176,2.19,4.65,3.563,7.36,11.32,28.772,56.709,0.836,1.661,0.224,12.075,61.708,111.389,12.028
+2026-05-21 15:20:55,common_cleavers_observed.csv,20.83651305290651651162048295,0.2,3.656,0.331,4.052,0.863,6.27,4.513,0.037,7.45,7.813,0.007,0.177,0.036,4.58,10.19,9.14,9.618,6.890,6.573,7.207,8.364,10.104,6.625,0.246,2.0,4.75,7.338,7.19,22.425,13.412,11.378,15.447,1.29,0.031,12.275,99.410,190.625,8.195
+2026-05-21 15:20:55,common_cleavers_observed.csv,8.056773598971097664571203647,0.318,1.136,5.622,4.519,0.001,6.82,9.387,0.171,7.06,14.842,0.03,0.15,0.032,4.38,10.01,11.31,10.692,8.962,1.508,16.417,5.798,9.174,2.423,0.182,1.05,3.98,4.665,7.21,9.384,12.858,23.739,1.977,1.783,0.16,12.288,101.468,191.036,11.901
+2026-05-21 15:20:55,common_cleavers_observed.csv,1.074859096790140590090647898,0.031,3.921,3.831,3.861,0.608,7.6,11.664,0.158,7.58,17.511,0.028,0.227,0.006,5.04,10.78,8.61,10.053,8.286,7.659,8.913,10.087,8.600,11.574,0.029,1.31,3.6,6.87,7.57,17.757,17.422,20.105,14.739,1.603,0.038,12.112,113.848,220.442,7.255
+2026-05-21 15:20:56,common_cleavers_observed.csv,1.139908919796474433587093158,0.283,2.862,3.47,3.862,0.725,6.97,13.566,0.115,6.83,19.563,0.042,0.632,0.048,4.05,10.64,11.15,10.936,15.882,19.577,12.186,12.030,11.948,12.111,0.161,2.48,4.63,5.729,6.9,16.066,34.915,66.071,3.759,1.76,0.022,12.099,91.450,178.684,4.216
+2026-05-21 15:20:56,common_cleavers_observed.csv,0.6372996037505541364964948226,0.062,1.934,1.973,2.545,0.041,7.17,3.752,0.15,7.1,10.96,0.046,0.158,0.028,5.03,10.3,8.97,5.886,6.856,12.011,1.7,0.843,0.896,0.79,0.133,2.24,4.58,1.968,7.39,23.845,5.836,4.986,6.686,1.227,0.028,12.027,65.320,123.629,7.012
+2026-05-21 15:20:56,common_cleavers_observed.csv,21.19160344347136880951518613,0.07,3.79,0.765,6.43,0.086,6.78,3.864,0.182,7.22,11.492,0.041,0.268,0.004,5.08,10.1,9.38,10.73,4.554,8.352,0.756,7.564,1.509,13.62,0.08,1.37,4.76,4.691,6.75,19.305,17.607,26.873,8.341,1.765,0.003,12.033,42.701,80.061,5.341
+2026-05-21 15:20:56,common_cleavers_observed.csv,2.178022039529023669105689688,0.347,2.557,1.302,6.3,0.645,7.58,4.276,0.011,7.32,23.614,0.083,0.474,0.024,4.36,11.63,11.13,7.448,14.628,19.539,9.718,9.170,9.468,8.873,0.021,2.27,4.39,2.923,7.53,22.87,14.194,19.227,9.162,1.529,0.072,12.207,95.476,180.668,10.284
+2026-05-21 15:20:57,common_cleavers_observed.csv,1.845464967393186761628824154,0.079,2.469,3.285,5.097,0.282,6.82,14.636,0.165,6.63,19.39,0.084,0.24,0.044,4.02,11.66,8.81,8.472,9.954,16.765,3.142,5.458,4.282,6.633,0.221,11.6,3.8,7.701,7.37,6.707,31.655,46.217,17.093,1.661,0.26,12.243,100.122,190.966,9.277
+2026-05-21 15:20:57,common_cleavers_observed.csv,0.4524945712445940785866137264,0.176,1.164,2.036,2.782,0.623,6.58,5.425,0.067,7.15,10.781,0.063,0.591,0.038,3.88,11.64,11.49,11.277,11.464,4.494,18.435,4.876,7.36,2.391,0.187,1.92,3.62,2.707,6.72,9.593,14.048,20.519,7.576,1.136,0.059,12.026,127.174,239.427,14.92
+2026-05-21 15:20:57,common_cleavers_observed.csv,0.7940816090378210632728655487,0.31,3.145,4.613,1.057,0.231,6.37,15.621,0.175,6.66,10.228,0.013,0.488,0.048,6.01,10.29,9.61,6.934,4.481,3.604,5.358,12.692,13.631,11.753,0.14,11.61,4.3,6.835,7.5,15.355,30.156,56.196,4.116,1.149,0.184,12.294,117.658,225.361,9.956
+2026-05-21 15:20:58,common_cleavers_observed.csv,2.149861607067444292308033083,0.26,3.547,0.832,3.359,0.446,6.7,4.136,0.063,6.65,20.126,0.006,0.522,0.013,5.49,10.78,10.49,11.919,9.304,8.215,10.392,9.088,12.921,5.256,0.236,1.53,4.36,6.342,7.29,9.513,3.760,2.18,5.34,1.641,0.103,12.263,91.908,168.924,14.893
+2026-05-21 15:20:58,common_cleavers_observed.csv,1.110200604430976189979992326,0.275,0.28,5.094,6.261,0.137,7.66,9.048,0.034,6.96,6.756,0.059,0.528,0.04,6.18,11.51,10.23,9.925,6.106,5.874,6.337,10.560,12.93,8.189,0.118,11.72,4.49,5.929,6.89,21.072,20.993,32.864,9.122,1.06,0.202,12.131,57.536,105.518,9.555
+2026-05-21 15:20:58,common_cleavers_observed.csv,0.3688889291281836129001408314,0.089,3.697,1.281,4.648,0.815,7.33,6.051,0.202,6.83,27.617,0.011,0.668,0.025,3.91,11.0,11.02,7.075,10.912,12.83,8.993,9.536,13.932,5.139,0.157,11.86,3.79,2.941,7.22,15.897,18.329,29.197,7.461,0.933,0.076,12.077,108.746,210.137,7.355
+2026-05-21 15:20:59,common_cleavers_observed.csv,0.3659680398925919723701783044,0.058,1.362,2.272,0.651,0.744,7.17,9.1,0.19,6.68,23.941,0.044,0.428,0.025,3.97,11.18,9.52,2.246,4.719,4.208,5.230,9.238,5.821,12.656,0.039,1.17,4.84,0.932,7.09,23.506,42.226,64.499,19.954,1.004,0.113,12.177,69.910,131.069,8.75
+2026-05-21 15:20:59,common_cleavers_observed.csv,26.43145382860156242196414830,0.274,3.935,0.099,2.169,0.704,7.11,14.502,0.086,7.02,20.479,0.081,0.712,0.016,5.99,11.1,9.19,7.003,14.800,13.366,16.234,13.266,13.671,12.861,0.093,11.9,4.8,2.269,6.85,20.755,36.588,60.954,12.222,1.332,0.254,12.137,83.958,154.66,13.255
+2026-05-21 15:20:59,common_cleavers_observed.csv,0.2249960438472740016525169137,0.032,2.597,4.576,7.442,0.791,7.55,15.11,0.135,6.56,18.462,0.025,0.606,0.005,5.14,11.12,9.42,3.844,8.542,4.818,12.267,8.258,4.766,11.749,0.027,2.38,4.52,2.186,6.63,15.561,20.777,37.439,4.115,1.018,0.025,12.275,83.902,163.77,4.033
+2026-05-21 15:21:00,common_cleavers_observed.csv,2.678750906062837260162301175,0.275,3.723,1.565,3.839,0.367,6.59,13.869,0.028,7.04,21.622,0.036,0.228,0.023,4.62,10.53,10.31,6.096,3.998,0.69,7.307,6.542,3.143,9.94,0.143,11.56,3.85,3.998,6.86,7.998,36.563,62.161,10.965,1.032,0.239,12.162,65.630,127.068,4.191
+2026-05-21 15:21:00,common_cleavers_observed.csv,8.767505003806528866586791453,0.227,3.891,4.502,4.912,0.756,7.68,11.746,0.071,6.87,26.571,0.059,0.121,0.021,4.11,9.68,9.5,9.644,1.535,1.427,1.643,5.464,3.084,7.844,0.02,11.64,4.64,7.528,6.95,19.881,16.114,30.85,1.378,1.706,0.182,12.1,62.916,113.007,12.825
+2026-05-21 15:21:00,common_cleavers_observed.csv,0.8802701740741605377043249352,0.023,1.764,0.552,5.445,0.789,6.53,9.677,0.016,6.68,23.255,0.014,0.258,0.036,5.91,10.77,9.67,10.957,6.650,6.583,6.716,7.562,8.884,6.239,0.016,2.41,4.56,6.366,6.73,11.414,33.423,65.472,1.374,0.825,0.214,12.25,107.103,208.302,5.904
+2026-05-21 15:21:00,common_cleavers_observed.csv,0.8700436236594776036257487906,0.01,3.974,4.726,2.069,0.902,6.43,10.969,0.181,6.58,20.805,0.011,0.741,0.023,5.96,11.44,11.44,6.716,7.309,8.819,5.799,5.050,0.843,9.256,0.137,11.93,3.58,4.649,7.53,23.129,17.212,14.818,19.606,1.793,0.327,12.087,122.018,229.968,14.069
+2026-05-21 15:21:01,common_cleavers_observed.csv,4.032497860527499857566539232,0.108,3.932,5.76,2.75,0.722,7.33,13.705,0.097,7.33,21.47,0.015,0.074,0.046,3.68,10.35,9.26,11.439,10.793,6.296,15.29,1.676,0.835,2.518,0.193,1.79,3.74,3.838,7.2,19.365,39.703,73.374,6.032,1.243,0.116,12.146,101.790,192.033,11.548
+2026-05-21 15:21:01,common_cleavers_observed.csv,0.3796475793556102007277310019,0.028,0.928,3.599,1.272,0.922,6.56,15.831,0.121,7.18,12.224,0.03,0.571,0.013,5.37,10.24,9.62,11.266,5.266,4.308,6.224,9.214,9.619,8.809,0.08,1.02,4.02,6.278,7.19,17.871,27.284,39.675,14.893,1.562,0.316,12.142,55.070,105.287,4.854
+2026-05-21 15:21:01,common_cleavers_observed.csv,1.264691328377442213867861137,0.013,2.156,1.56,3.533,0.193,7.38,4.894,0.119,6.58,7.615,0.047,0.012,0.0,6.34,11.9,9.92,10.235,5.545,10.737,0.353,4.522,4.146,4.899,0.027,1.03,4.79,6.561,7.16,9.337,12.766,7.195,18.338,1.074,0.245,12.206,101.888,198.705,5.072
+2026-05-21 15:21:02,common_cleavers_observed.csv,1.201210308505138247144974842,0.099,1.622,3.617,1.588,0.811,7.4,7.897,0.169,6.74,7.196,0.018,0.462,0.019,3.9,11.77,9.04,6.686,7.342,4.999,9.684,4.161,2.587,5.735,0.152,2.36,4.24,4.017,7.14,10.523,12.501,11.862,13.14,1.695,0.191,12.212,109.574,203.589,15.56
+2026-05-21 15:21:02,common_cleavers_observed.csv,2.141041446837478760581814744,0.266,3.823,1.073,4.11,0.838,7.73,8.411,0.203,6.7,12.303,0.036,0.569,0.045,5.17,9.68,8.81,8.66,13.548,18.126,8.97,11.619,9.446,13.792,0.069,2.15,4.75,6.618,6.84,14.69,32.415,49.304,15.526,1.52,0.346,12.297,67.701,127.462,7.94
+2026-05-21 15:21:02,common_cleavers_observed.csv,1.079471100841672846066365903,0.272,3.665,5.17,0.28,0.575,7.35,3.719,0.106,6.55,10.607,0.062,0.523,0.017,5.75,11.78,8.84,3.767,9.684,11.748,7.62,4.470,6.25,2.691,0.026,1.06,3.79,0.881,7.26,16.064,32.684,50.562,14.805,1.708,0.119,12.278,72.414,135.45,9.377
+2026-05-21 15:21:03,common_cleavers_observed.csv,16.68219585817925178443152210,0.266,2.611,0.166,3.97,0.011,7.11,7.125,0.062,7.55,15.04,0.017,0.457,0.005,3.65,10.78,10.35,7.939,8.406,5.047,11.765,7.776,10.763,4.789,0.21,1.85,4.17,3.533,7.56,21.219,24.200,44.453,3.946,0.859,0.151,12.147,75.846,138.313,13.379
+2026-05-21 15:21:03,common_cleavers_observed.csv,1.208154762034756870559991922,0.268,3.979,1.7,0.464,0.079,6.79,15.419,0.104,6.6,21.536,0.0,0.396,0.022,4.46,9.99,9.02,2.823,5.670,2.931,8.408,3.619,3.976,3.262,0.117,11.95,4.29,4.341,7.0,6.338,28.089,45.593,10.585,1.136,0.186,12.218,77.672,145.993,9.35
+2026-05-21 15:21:03,common_cleavers_observed.csv,4.211667913380731488317678904,0.345,2.115,2.229,7.63,0.54,6.56,9.211,0.068,7.55,13.842,0.04,0.127,0.03,5.72,11.58,8.83,5.491,12.248,12.313,12.182,8.850,11.343,6.356,0.106,11.71,4.85,4.854,6.72,17.876,37.482,59.212,15.752,1.492,0.08,12.164,75.495,141.445,9.545
+2026-05-21 15:21:03,common_cleavers_observed.csv,2.134918042936996492732560978,0.321,3.598,4.757,7.222,0.308,7.63,9.423,0.145,7.3,12.442,0.083,0.198,0.035,5.46,11.0,9.2,4.692,13.348,8.594,18.101,1.086,0.920,1.252,0.099,1.7,3.98,5.854,7.05,12.3,27.574,51.049,4.1,1.309,0.159,12.189,62.141,110.264,14.018
+2026-05-21 15:21:04,common_cleavers_observed.csv,18.09403648014283869996982014,0.241,0.786,0.32,4.081,0.092,7.58,4.063,0.005,6.78,20.451,0.063,0.613,0.038,6.36,11.02,10.37,11.761,3.381,0.411,6.351,9.800,11.606,7.995,0.072,11.99,3.79,6.679,7.39,7.137,15.268,20.42,10.117,1.062,0.308,12.221,67.530,120.681,14.38
+2026-05-21 15:21:04,common_cleavers_observed.csv,1.190663297141377614587716879,0.108,2.376,5.291,0.12,0.489,7.38,12.548,0.108,7.01,9.395,0.088,0.535,0.003,5.95,10.58,9.68,4.279,4.868,6.926,2.81,5.108,8.428,1.788,0.2,11.67,4.6,4.235,7.06,18.739,43.790,68.276,19.303,1.745,0.234,12.02,82.306,157.535,7.078
+2026-05-21 15:21:04,common_cleavers_observed.csv,0.6722090406118156744373180190,0.181,3.801,4.615,2.923,0.553,7.64,14.943,0.145,6.58,6.611,0.07,0.508,0.004,4.58,10.64,9.63,6.259,11.783,5.098,18.468,9.112,7.066,11.157,0.103,1.6,4.31,1.148,6.99,14.842,12.760,21.066,4.454,1.352,0.171,12.234,114.690,217.924,11.457
+2026-05-21 15:21:05,common_cleavers_observed.csv,0.8761338861543912245589221550,0.191,3.038,0.846,1.727,0.673,6.59,14.112,0.064,7.24,27.232,0.006,0.728,0.031,5.77,11.5,10.18,11.243,8.436,11.476,5.396,7.883,6.903,8.863,0.024,11.83,4.98,4.661,6.77,10.822,8.564,14.729,2.398,1.025,0.317,12.143,75.202,145.099,5.304
+2026-05-21 15:21:05,common_cleavers_observed.csv,0.5107553652104211317504885551,0.072,0.941,1.768,2.128,0.322,6.53,9.92,0.168,6.76,12.157,0.025,0.346,0.016,5.23,11.96,10.21,7.517,15.499,15.455,15.543,11.488,10.802,12.174,0.214,2.0,4.99,2.132,6.83,15.926,36.906,55.712,18.099,1.216,0.194,12.045,53.728,94.238,13.219
+2026-05-21 15:21:05,common_cleavers_observed.csv,1.056408122936245368008349709,0.189,0.962,0.977,6.255,0.228,6.89,9.296,0.213,6.75,13.932,0.07,0.499,0.005,4.76,10.51,11.24,11.133,6.756,10.025,3.488,5.320,1.907,8.732,0.007,1.19,3.56,4.355,6.62,18.726,23.110,41.282,4.937,1.489,0.21,12.033,98.824,183.345,14.303
+2026-05-21 15:21:06,common_cleavers_observed.csv,8.253953290035090753293584500,0.085,0.714,4.075,2.786,0.729,7.01,11.433,0.029,6.77,18.544,0.029,0.07,0.045,4.85,11.69,8.87,8.758,12.804,12.404,13.205,4.900,1.358,8.443,0.049,2.09,4.4,7.434,6.67,14.204,21.790,23.888,19.691,1.622,0.085,12.006,86.582,162.758,10.405
+2026-05-21 15:21:06,common_cleavers_observed.csv,1.028432482308740405027571651,0.323,3.544,0.759,1.769,0.224,7.71,3.967,0.205,7.04,17.258,0.084,0.407,0.005,4.74,10.36,8.68,2.773,11.432,5.979,16.886,5.194,5.404,4.985,0.104,2.31,4.48,1.953,7.55,7.003,27.590,42.55,12.631,1.113,0.299,12.232,95.974,185.432,6.516
+2026-05-21 15:21:06,common_cleavers_observed.csv,0.6844184460377762656294704173,0.058,2.092,5.268,1.515,0.895,6.62,8.155,0.181,7.29,14.707,0.029,0.459,0.033,5.99,11.85,10.47,8.526,6.003,6.389,5.617,13.079,12.586,13.572,0.116,2.44,3.84,2.77,7.15,20.843,12.251,19.598,4.904,1.606,0.055,12.159,113.780,212.248,15.313
+2026-05-21 15:21:07,common_cleavers_observed.csv,2.210120251808350704940033360,0.349,3.335,1.919,1.666,0.556,7.22,12.183,0.019,7.36,12.002,0.003,0.175,0.007,5.57,10.65,10.91,9.174,10.392,1.249,19.535,8.913,4.394,13.432,0.164,1.46,4.57,4.218,7.06,23.073,23.000,29.221,16.778,1.063,0.077,12.057,121.278,235.516,7.04
+2026-05-21 15:21:07,common_cleavers_observed.csv,2.933423002987663225189758347,0.237,1.457,2.225,6.771,0.563,6.66,13.383,0.098,7.22,27.205,0.043,0.329,0.049,5.04,10.38,11.18,11.894,13.638,12.943,14.332,10.523,13.864,7.182,0.245,2.09,3.68,5.615,7.03,20.099,12.550,23.066,2.035,1.598,0.153,12.113,102.692,189.875,15.51
+2026-05-21 15:21:07,common_cleavers_observed.csv,0.9713511214314459782407786542,0.062,2.237,4.384,1.186,0.185,6.33,8.561,0.065,6.62,12.478,0.031,0.162,0.016,6.38,9.93,10.51,2.545,16.756,19.612,13.9,6.322,8.72,3.925,0.157,11.95,3.72,1.003,7.21,17.733,26.486,38.342,14.629,1.191,0.242,12.138,102.464,197.737,7.191
+2026-05-21 15:21:07,common_cleavers_observed.csv,3.626714384317690764434441798,0.302,2.489,0.994,2.075,0.415,7.54,10.409,0.125,6.69,20.572,0.044,0.166,0.024,5.35,9.94,8.97,2.769,7.062,10.934,3.19,12.226,10.811,13.642,0.137,1.77,4.88,4.077,7.52,16.157,24.700,48.425,0.975,1.093,0.331,12.011,89.964,169.967,9.96
+2026-05-21 15:21:08,common_cleavers_observed.csv,25.07910262789884071903496640,0.118,3.891,0.08,5.184,0.919,6.28,5.776,0.214,7.37,14.004,0.036,0.413,0.007,4.59,11.24,9.16,3.186,11.266,12.272,10.261,8.848,8.605,9.092,0.182,1.77,4.29,2.264,6.69,15.269,30.400,41.726,19.074,1.143,0.012,12.247,72.324,140.357,4.292
+2026-05-21 15:21:08,common_cleavers_observed.csv,22.66674927954070202057716430,0.157,2.735,0.101,5.578,0.297,7.02,3.261,0.191,6.56,15.935,0.021,0.193,0.031,6.29,10.89,8.54,4.575,4.096,6.381,1.811,12.242,10.852,13.632,0.15,2.42,3.94,2.885,6.8,9.288,48.515,79.98,17.05,1.057,0.043,12.066,83.044,154.883,11.204
+2026-05-21 15:21:08,common_cleavers_observed.csv,17.92475562329635711789265225,0.177,0.796,4.085,5.369,0.387,6.28,6.425,0.131,7.49,27.472,0.075,0.224,0.02,5.88,11.87,9.16,3.05,7.807,14.707,0.907,8.579,6.679,10.479,0.003,2.45,4.19,1.172,7.52,23.317,27.825,38.378,17.272,1.246,0.049,12.222,111.615,212.972,10.258
+2026-05-21 15:21:09,common_cleavers_observed.csv,5.404730060452434355474127284,0.342,3.304,2.751,2.535,0.33,7.56,8.24,0.08,6.99,7.185,0.066,0.208,0.046,4.36,11.8,11.27,4.072,5.441,5.19,5.692,3.832,3.472,4.192,0.03,11.56,4.68,5.252,6.75,14.27,15.132,21.571,8.692,1.68,0.23,12.12,102.475,191.31,13.64
+2026-05-21 15:21:09,common_cleavers_observed.csv,3.267082897693265355247489789,0.182,1.322,2.097,0.398,0.315,7.39,14.014,0.201,7.51,14.374,0.075,0.16,0.012,4.91,11.56,11.05,5.065,10.598,16.997,4.2,4.898,4.152,5.645,0.038,1.41,4.04,6.406,6.94,15.631,25.578,38.041,13.115,1.753,0.24,12.185,119.459,233.605,5.313
+2026-05-21 15:21:09,common_cleavers_observed.csv,4.472857734945021692882553288,0.336,0.983,1.568,1.122,0.472,6.42,7.788,0.085,6.6,21.862,0.028,0.121,0.028,4.5,11.92,10.29,11.571,8.968,16.158,1.777,10.022,9.543,10.5,0.221,1.86,4.68,0.893,7.37,23.163,37.303,58.17,16.436,1.354,0.238,12.115,54.817,95.814,13.82
+2026-05-21 15:21:10,common_cleavers_observed.csv,4.885218630167657620981459701,0.246,0.858,3.409,4.383,0.577,7.17,5.599,0.207,7.62,21.367,0.005,0.23,0.031,4.0,11.85,8.38,4.13,13.223,18.404,8.042,2.668,4.028,1.309,0.236,2.47,4.6,3.229,7.46,23.631,34.701,61.798,7.604,1.652,0.321,12.271,44.555,82.745,6.365
+2026-05-21 15:21:10,common_cleavers_observed.csv,1.451550480740656762751190241,0.331,2.715,1.529,3.745,0.135,7.59,11.374,0.017,7.39,11.254,0.063,0.66,0.043,3.77,11.68,10.96,7.225,9.620,2.653,16.588,9.646,10.944,8.348,0.025,11.62,3.72,4.439,7.44,10.948,27.860,38.837,16.883,1.375,0.068,12.294,88.916,168.704,9.129
+2026-05-21 15:21:10,common_cleavers_observed.csv,4.210316426317412993718747886,0.238,1.444,4.337,5.433,0.35,7.55,8.849,0.097,6.89,10.898,0.054,0.161,0.009,3.76,11.26,10.84,5.867,15.028,16.94,13.117,5.942,4.388,7.495,0.218,1.54,3.93,1.646,7.22,11.86,35.424,65.568,5.28,1.757,0.046,12.074,93.065,181.656,4.474
+2026-05-21 15:21:11,common_cleavers_observed.csv,2.073143932849636877279977593,0.219,2.168,5.887,2.508,0.904,7.49,5.3,0.162,7.53,27.963,0.026,0.099,0.023,5.02,9.8,9.93,8.628,8.347,6.563,10.131,6.484,2.083,10.885,0.12,2.26,4.38,6.097,7.58,7.747,28.352,37.498,19.207,1.055,0.019,12.168,112.162,214.363,9.96
+2026-05-21 15:21:11,common_cleavers_observed.csv,11.46993926900863003425126272,0.175,1.885,0.686,2.682,0.522,6.26,6.013,0.124,7.05,25.088,0.062,0.078,0.049,3.79,10.23,10.54,7.415,7.208,1.46,12.955,4.025,1.245,6.805,0.208,1.17,4.76,1.833,6.95,11.62,2.449,1.642,3.256,1.799,0.16,12.24,97.862,180.545,15.18
+2026-05-21 15:21:11,common_cleavers_observed.csv,0.6159644266915264601733301012,0.338,3.77,1.641,6.642,0.597,6.62,5.865,0.179,7.32,13.579,0.06,0.555,0.0,5.81,10.35,10.48,2.458,8.162,7.161,9.164,10.650,10.048,11.252,0.144,1.52,4.82,5.872,7.48,19.781,26.850,37.578,16.121,0.816,0.348,12.218,87.644,163.385,11.904
+2026-05-21 15:21:11,common_cleavers_observed.csv,0.7713168675551480937240756695,0.262,2.239,5.103,1.977,0.481,6.65,13.133,0.114,6.5,20.711,0.057,0.547,0.044,3.83,10.61,11.31,11.523,12.819,10.841,14.797,6.289,7.503,5.075,0.066,11.84,4.58,5.33,7.37,21.677,25.898,45.83,5.965,1.281,0.161,12.298,122.380,233.06,11.7
+2026-05-21 15:21:12,common_cleavers_observed.csv,7.217499050126101638349812897,0.269,2.382,1.705,1.979,0.606,6.83,12.129,0.096,6.96,18.441,0.019,0.048,0.04,5.36,9.68,8.47,3.442,3.411,3.624,3.198,5.124,1.96,8.288,0.214,2.32,3.8,3.351,7.09,21.715,40.822,67.891,13.753,1.719,0.119,12.116,77.918,142.755,13.082
+2026-05-21 15:21:12,common_cleavers_observed.csv,1.024578185350412414231887630,0.273,0.82,2.42,4.101,0.133,7.67,6.15,0.184,7.24,12.589,0.076,0.606,0.031,4.93,11.73,10.32,10.76,2.300,2.228,2.373,12.859,13.400,12.318,0.152,11.77,4.7,3.886,6.72,7.443,15.918,21.754,10.083,1.294,0.327,12.157,91.139,169.926,12.352
+2026-05-21 15:21:12,common_cleavers_observed.csv,1.140189637890327481866518462,0.026,3.442,2.903,6.968,0.369,6.47,11.247,0.014,7.36,8.834,0.021,0.035,0.049,5.89,10.52,10.77,9.269,17.962,16.496,19.429,7.002,4.685,9.318,0.233,11.61,4.93,3.197,6.66,16.039,31.249,44.942,17.556,1.232,0.216,12.058,61.072,112.102,10.043
+2026-05-21 15:21:13,common_cleavers_observed.csv,1.011146559449488648163021609,0.215,2.833,4.623,7.345,0.207,7.63,15.825,0.049,6.8,22.407,0.06,0.082,0.009,6.02,11.68,9.65,4.162,14.432,15.271,13.592,9.420,8.127,10.713,0.071,1.65,4.81,7.151,7.3,13.15,32.124,46.458,17.791,0.975,0.336,12.029,114.890,216.174,13.607
+2026-05-21 15:21:13,common_cleavers_observed.csv,0.6407451180785692342489046398,0.044,3.159,4.847,0.863,0.099,6.93,8.502,0.139,7.44,13.722,0.033,0.54,0.009,5.82,10.04,9.76,11.664,17.166,19.058,15.275,13.114,12.247,13.981,0.244,2.22,4.39,7.013,7.36,18.307,14.830,24.122,5.538,1.787,0.194,12.039,94.286,182.719,5.852
+2026-05-21 15:21:13,common_cleavers_observed.csv,0.7027327255882995464642179623,0.157,3.409,4.56,6.349,0.057,6.61,15.388,0.115,7.18,22.543,0.017,0.38,0.048,3.74,10.92,11.28,5.639,9.910,12.927,6.894,11.573,10.348,12.798,0.021,1.4,4.35,3.947,7.34,17.206,8.340,6.466,10.215,1.398,0.014,12.288,116.590,226.784,6.395
+2026-05-21 15:21:14,common_cleavers_observed.csv,2.395451450059473698645091478,0.269,0.962,2.166,0.044,0.397,6.29,6.889,0.13,6.6,21.678,0.004,0.423,0.05,3.8,11.13,10.87,4.347,11.665,6.392,16.938,7.204,4.134,10.275,0.117,1.61,4.98,4.235,7.36,16.323,9.113,1.603,16.623,1.573,0.093,12.142,70.362,128.824,11.9
+2026-05-21 15:21:14,common_cleavers_observed.csv,7.971475888597895042311197763,0.234,2.258,0.396,7.077,0.723,7.45,10.039,0.025,6.5,8.0,0.024,0.148,0.045,5.49,10.93,9.36,6.362,10.389,6.395,14.383,6.190,10.933,1.448,0.121,11.72,4.24,5.657,6.71,15.812,25.243,45.188,5.298,1.427,0.22,12.158,59.256,104.293,14.219
+2026-05-21 15:21:14,common_cleavers_observed.csv,2.354735351823233374500247394,0.201,0.893,4.883,0.653,0.245,6.42,8.194,0.172,7.18,21.014,0.02,0.271,0.002,3.88,10.37,10.83,3.487,13.164,10.165,16.164,3.476,5.591,1.361,0.105,1.41,3.66,4.304,7.34,17.479,19.671,34.678,4.664,1.412,0.329,12.143,53.738,96.634,10.841
+2026-05-21 15:21:15,common_cleavers_observed.csv,4.768571707603529174607501560,0.212,3.502,5.836,7.233,0.201,6.82,15.164,0.15,6.55,24.872,0.022,0.03,0.028,6.45,10.02,11.03,7.023,17.911,16.575,19.247,1.966,2.137,1.796,0.026,2.1,4.35,7.886,6.93,7.111,42.002,75.286,8.718,1.209,0.071,12.195,87.797,163.9,11.694
+2026-05-21 15:21:15,common_cleavers_observed.csv,1.679867461924859293196118994,0.125,2.327,1.304,2.232,0.067,7.27,13.86,0.024,6.95,16.36,0.013,0.263,0.042,5.07,11.41,10.45,9.468,8.224,12.611,3.836,7.640,10.247,5.032,0.112,2.44,3.99,4.058,7.25,11.993,39.059,65.482,12.636,1.736,0.106,12.265,125.598,236.752,14.443
+2026-05-21 15:21:15,common_cleavers_observed.csv,0.4248057708478885473060140735,0.07,1.749,2.427,4.633,0.581,6.28,10.985,0.052,7.09,13.012,0.011,0.704,0.02,5.84,10.64,10.79,9.08,8.716,8.496,8.937,8.938,8.833,9.043,0.164,1.38,4.99,6.849,7.32,22.773,44.686,78.565,10.806,1.609,0.078,12.095,116.374,227.595,5.152
+2026-05-21 15:21:15,common_cleavers_observed.csv,0.2811618384775172533319433733,0.042,1.386,4.751,6.708,0.363,6.68,4.618,0.091,6.73,21.134,0.065,0.327,0.026,5.69,11.71,10.15,2.793,8.164,4.313,12.016,7.750,6.730,8.771,0.139,1.84,4.48,3.788,6.66,12.854,18.176,22.295,14.056,0.864,0.215,12.162,121.200,233.23,9.17
+2026-05-21 15:21:16,common_cleavers_observed.csv,4.682287606961507498964810718,0.264,2.936,5.859,2.852,0.694,6.54,13.863,0.215,7.43,23.974,0.003,0.527,0.017,4.82,10.24,10.37,5.92,0.723,0.687,0.759,12.288,11.632,12.943,0.112,1.45,4.35,6.41,7.31,20.495,42.618,70.9,14.336,1.665,0.256,12.246,79.898,150.141,9.654
+2026-05-21 15:21:16,common_cleavers_observed.csv,2.380758853867529390478218205,0.025,3.165,4.496,4.064,0.736,6.42,6.227,0.032,6.63,20.95,0.068,0.171,0.013,4.48,9.89,11.27,2.342,4.171,2.705,5.637,2.050,1.115,2.985,0.199,1.91,3.55,2.368,6.87,21.832,40.405,70.507,10.303,1.575,0.092,12.215,100.658,193.798,7.518
+2026-05-21 15:21:16,common_cleavers_observed.csv,0.5622863556074163583569028375,0.145,2.64,1.093,5.068,0.678,6.79,11.901,0.073,7.38,10.311,0.082,0.549,0.042,4.8,9.52,8.82,11.679,9.458,7.299,11.617,11.726,11.128,12.324,0.092,2.05,3.96,3.558,7.38,15.604,21.290,31.113,11.468,1.62,0.319,12.039,111.904,213.808,10.001
+2026-05-21 15:21:17,common_cleavers_observed.csv,1.531134393388458397749844655,0.314,0.324,3.179,2.091,0.391,7.15,10.566,0.014,7.06,15.003,0.008,0.488,0.038,4.77,10.03,8.39,8.983,12.190,6.089,18.291,6.088,8.347,3.83,0.155,2.47,4.92,2.71,7.48,13.739,44.718,71.31,18.126,1.212,0.287,12.25,47.148,86.772,7.523
+2026-05-21 15:21:17,common_cleavers_observed.csv,1.714660585573210126645857315,0.348,1.547,3.895,4.766,0.443,6.94,11.887,0.184,7.29,9.094,0.039,0.497,0.015,4.48,11.13,11.28,2.421,14.334,19.622,9.045,1.880,1.273,2.486,0.034,2.15,4.14,2.881,6.66,9.105,31.983,47.026,16.94,1.533,0.248,12.178,58.518,108.367,8.67
+2026-05-21 15:21:17,common_cleavers_observed.csv,17.40597480039395706769389872,0.195,1.516,4.853,6.249,0.03,7.33,10.766,0.129,6.9,23.452,0.012,0.33,0.008,6.16,11.38,8.52,8.978,3.244,2.629,3.859,2.048,0.358,3.738,0.226,2.41,3.61,5.627,7.21,18.911,5.994,1.911,10.077,1.538,0.011,12.044,66.461,120.344,12.578
+2026-05-21 15:21:18,common_cleavers_observed.csv,0.2874148325582702160967664103,0.089,3.286,5.215,5.831,0.071,6.79,5.886,0.027,7.27,25.109,0.028,0.285,0.018,5.62,11.69,9.6,10.298,9.712,9.306,10.119,6.448,3.213,9.682,0.231,1.9,3.5,5.452,6.79,22.017,9.291,9.835,8.747,0.803,0.009,12.159,102.926,201.443,4.408
+2026-05-21 15:21:18,common_cleavers_observed.csv,1.119014656689082302702498306,0.164,0.452,3.255,5.314,0.171,7.73,10.428,0.207,6.63,18.931,0.052,0.126,0.042,4.1,11.9,10.37,2.654,3.082,3.06,3.104,3.960,1.87,6.049,0.059,2.38,4.68,5.712,7.55,23.587,9.573,8.037,11.109,0.957,0.32,12.029,82.248,156.747,7.75
+2026-05-21 15:21:18,common_cleavers_observed.csv,16.49168452160756785240935045,0.21,2.985,0.692,0.854,0.395,7.46,10.85,0.217,6.93,11.518,0.034,0.395,0.018,3.93,11.09,11.24,5.787,11.779,16.619,6.939,6.230,1.238,11.221,0.2,11.51,4.23,7.169,6.79,17.379,36.112,60.918,11.306,0.808,0.003,12.047,82.542,153.874,11.209
+2026-05-21 15:21:19,common_cleavers_observed.csv,3.969239405806911573961287020,0.004,0.339,3.085,7.283,0.358,6.82,6.235,0.131,7.37,14.934,0.083,0.059,0.043,4.81,10.6,10.13,10.416,4.344,8.075,0.613,2.769,3.791,1.747,0.09,1.08,4.17,1.731,6.67,6.741,9.424,12.422,6.426,1.15,0.044,12.2,69.356,126.558,12.155
+2026-05-21 15:21:19,common_cleavers_observed.csv,0.9696610899067795558734841748,0.203,0.25,1.083,6.876,0.794,6.35,6.862,0.022,7.27,14.13,0.027,0.704,0.009,3.97,11.62,9.64,5.403,16.083,18.061,14.105,12.787,11.747,13.827,0.065,11.54,4.98,6.892,7.35,6.596,9.024,4.54,13.508,0.821,0.26,12.218,121.304,229.262,13.345
+2026-05-21 15:21:19,common_cleavers_observed.csv,2.333117479426874794606048793,0.338,0.901,3.021,6.717,0.094,7.01,6.977,0.039,6.81,12.769,0.011,0.312,0.031,4.55,10.36,9.87,2.189,10.700,4.751,16.65,7.421,11.71,3.132,0.181,2.2,4.43,6.405,7.39,20.234,33.015,46.243,19.787,1.669,0.075,12.23,48.240,83.304,13.176
+2026-05-21 15:21:19,common_cleavers_observed.csv,0.4136591758484829904398353055,0.167,3.064,1.59,4.762,0.226,7.66,8.279,0.217,7.25,26.582,0.038,0.668,0.036,4.66,10.89,11.13,5.699,12.168,17.3,7.037,6.894,5.078,8.71,0.178,1.73,4.83,6.018,7.58,9.501,16.070,28.423,3.716,1.143,0.246,12.07,96.010,176.877,15.144
+2026-05-21 15:21:20,common_cleavers_observed.csv,0.9711233884503140507389535224,0.108,3.122,2.617,6.002,0.318,7.1,4.18,0.14,6.78,17.333,0.082,0.349,0.017,3.73,9.83,8.29,5.894,2.624,4.502,0.746,5.668,5.894,5.442,0.034,2.24,3.67,5.548,6.97,19.636,23.672,42.438,4.906,1.139,0.316,12.17,91.106,173.055,9.157
+2026-05-21 15:21:20,common_cleavers_observed.csv,0.3463607069256860006290504538,0.099,3.904,4.327,7.058,0.408,6.6,14.581,0.115,6.76,20.119,0.075,0.289,0.038,4.86,11.09,11.45,3.096,18.278,17.629,18.926,9.418,4.851,13.986,0.209,1.02,4.69,5.76,6.71,8.177,10.053,14.22,5.886,0.835,0.041,12.119,77.758,146.72,8.797
+2026-05-21 15:21:20,common_cleavers_observed.csv,0.6409383876180135342119634964,0.302,2.118,5.958,7.09,0.14,7.08,7.217,0.215,7.22,24.872,0.006,0.637,0.01,4.31,10.45,9.69,8.818,13.185,15.518,10.852,7.246,7.63,6.861,0.04,1.61,4.55,1.136,6.95,6.79,25.140,48.8,1.479,1.183,0.105,12.118,91.385,171.83,10.94
+2026-05-21 15:21:21,common_cleavers_observed.csv,0.6820532318202411200635227577,0.166,3.225,4.695,1.889,0.946,7.22,7.173,0.121,7.2,20.454,0.085,0.558,0.038,4.78,9.6,9.47,7.664,5.316,3.179,7.453,2.592,2.231,2.954,0.019,1.6,3.61,4.732,7.28,18.053,29.317,45.119,13.515,1.532,0.153,12.073,79.740,152.541,6.939
+2026-05-21 15:21:21,common_cleavers_observed.csv,4.771913504302793974620385760,0.31,0.759,3.805,6.622,0.474,6.42,3.971,0.121,7.55,15.688,0.048,0.106,0.023,3.69,11.74,10.96,11.176,11.540,11.444,11.636,9.814,9.85,9.778,0.118,1.34,4.69,7.202,6.97,6.156,32.796,62.706,2.885,1.541,0.228,12.159,92.202,175.31,9.095
+2026-05-21 15:21:21,common_cleavers_observed.csv,0.3454009046922025820234782275,0.199,0.55,3.322,2.947,0.336,7.23,4.075,0.039,7.58,25.179,0.048,0.655,0.028,4.14,10.49,11.1,6.331,6.464,11.125,1.803,2.286,1.633,2.938,0.148,2.16,4.65,7.379,7.26,13.419,17.605,30.204,5.006,1.012,0.292,12.249,67.495,130.478,4.512
+2026-05-21 15:21:22,common_cleavers_observed.csv,18.58239813608016560601076354,0.053,1.571,0.741,2.006,0.181,7.74,4.288,0.067,7.26,9.107,0.051,0.4,0.001,5.8,11.48,11.29,9.162,7.660,10.957,4.363,11.408,13.191,9.625,0.049,11.77,4.35,3.646,7.02,22.423,5.952,9.343,2.562,1.559,0.151,12.262,107.768,211.482,4.054
+2026-05-21 15:21:22,common_cleavers_observed.csv,0.7885728931077717110475509347,0.006,1.363,1.611,2.979,0.741,7.22,10.781,0.056,7.07,21.359,0.051,0.586,0.028,3.77,10.2,8.86,8.011,3.656,5.985,1.326,2.508,2.492,2.525,0.1,2.22,4.06,2.596,6.88,18.302,19.666,31.147,8.184,1.279,0.175,12.088,80.508,148.816,12.2
+2026-05-21 15:21:22,common_cleavers_observed.csv,3.122895428680572946451976895,0.297,3.698,1.555,2.682,0.188,6.43,13.633,0.077,6.58,15.476,0.049,0.239,0.041,5.26,9.84,8.96,4.401,12.241,19.161,5.321,3.972,7.135,0.808,0.231,2.01,4.45,4.628,7.58,10.941,44.079,75.161,12.997,1.354,0.247,12.217,107.817,206.431,9.203
+2026-05-21 15:21:22,common_cleavers_observed.csv,0.4449236065279282006521148307,0.108,1.846,1.793,2.975,0.852,6.29,8.766,0.206,6.56,9.208,0.082,0.365,0.011,4.45,10.88,11.41,8.931,6.724,12.415,1.033,1.980,2.496,1.463,0.184,11.63,3.83,6.063,7.59,12.145,25.662,32.444,18.879,0.891,0.16,12.02,107.841,211.376,4.306
+2026-05-21 15:21:23,common_cleavers_observed.csv,20.61024863513940933880171981,0.215,2.262,0.148,0.859,0.938,7.41,11.029,0.192,7.59,23.857,0.035,0.495,0.008,5.45,11.08,9.31,11.795,8.144,9.016,7.273,7.815,8.023,7.607,0.182,2.02,4.32,6.573,6.76,15.559,35.090,58.057,12.122,1.038,0.283,12.147,76.302,144.647,7.956
+2026-05-21 15:21:23,common_cleavers_observed.csv,1.264963303903052046526181943,0.35,3.636,1.903,6.605,0.912,7.72,15.468,0.207,6.72,24.635,0.009,0.518,0.045,5.9,9.96,10.71,8.576,18.294,19.217,17.372,2.108,1.222,2.993,0.143,11.7,4.72,2.311,7.01,8.971,42.084,67.553,16.614,1.006,0.074,12.196,120.338,228.881,11.796
+2026-05-21 15:21:23,common_cleavers_observed.csv,1.827347727683043169823060151,0.193,0.504,5.35,7.644,0.469,6.71,10.522,0.125,6.75,11.228,0.057,0.594,0.015,6.39,11.46,8.63,6.535,6.425,1.933,10.917,7.596,6.597,8.595,0.149,11.62,4.1,1.191,6.71,19.821,3.656,1.86,5.451,1.798,0.302,12.031,67.350,122.673,12.028
+2026-05-21 15:21:24,common_cleavers_observed.csv,4.251051655883943152082401401,0.235,3.706,5.26,1.932,0.289,7.14,11.791,0.084,6.82,20.314,0.029,0.039,0.049,3.7,11.1,9.24,2.425,11.514,8.368,14.661,7.579,7.768,7.39,0.013,1.65,4.5,4.136,7.55,15.474,18.378,30.442,6.314,1.566,0.059,12.164,60.718,107.203,14.233
+2026-05-21 15:21:24,common_cleavers_observed.csv,1.109003110571393847316286635,0.212,2.665,2.562,2.972,0.781,7.49,11.561,0.104,6.8,13.852,0.006,0.313,0.04,6.03,10.45,11.11,5.557,13.926,19.889,7.962,7.342,1.208,13.476,0.157,2.37,4.75,3.091,7.51,6.914,28.068,53.066,3.07,0.991,0.031,12.057,48.046,82.031,14.061
+2026-05-21 15:21:24,common_cleavers_observed.csv,0.8327331670696682106637240456,0.108,3.975,2.614,7.191,0.855,6.74,5.353,0.14,7.32,18.464,0.077,0.357,0.015,6.03,11.87,9.79,4.697,17.862,19.588,16.137,10.826,8.07,13.582,0.242,1.99,4.98,2.351,7.2,19.758,11.935,8.579,15.291,1.429,0.222,12.035,116.480,218.748,14.212
+2026-05-21 15:21:25,common_cleavers_observed.csv,17.08908779631401818223333740,0.073,0.987,1.344,0.879,0.856,7.6,12.133,0.085,6.89,23.094,0.007,0.483,0.039,5.13,9.9,10.39,2.461,5.376,5.498,5.253,9.740,9.655,9.826,0.122,1.63,4.76,4.273,6.94,13.366,46.446,79.376,13.516,1.661,0.078,12.255,94.168,177.502,10.834
+2026-05-21 15:21:25,common_cleavers_observed.csv,17.10135180961216990154675793,0.042,3.011,2.294,2.062,0.774,6.86,7.384,0.152,7.49,15.974,0.02,0.559,0.002,5.74,10.23,9.01,6.582,1.377,1.321,1.433,7.882,3.168,12.596,0.043,1.98,4.19,7.223,7.45,6.794,24.732,43.251,6.214,1.049,0.094,12.167,100.029,184.748,15.31
+2026-05-21 15:21:25,common_cleavers_observed.csv,0.7438876633043520093977200404,0.171,1.466,2.088,1.499,0.096,6.41,7.719,0.027,7.23,13.7,0.071,0.374,0.047,3.52,10.75,10.08,6.495,7.150,3.159,11.14,7.433,2.172,12.694,0.09,1.59,3.53,3.339,7.13,9.855,27.200,48.416,5.983,0.875,0.084,12.153,82.442,150.97,13.914
+2026-05-21 15:21:26,common_cleavers_observed.csv,1.163242686757773547115483285,0.27,0.877,4.99,7.688,0.611,7.38,4.526,0.173,6.63,9.89,0.081,0.256,0.018,3.52,9.97,10.44,8.692,18.012,16.58,19.443,8.188,8.877,7.499,0.227,2.49,4.35,5.042,7.42,22.462,39.132,72.992,5.272,0.817,0.343,12.035,97.256,184.806,9.705
+2026-05-21 15:21:26,common_cleavers_observed.csv,2.725746661243126592409901030,0.043,1.615,3.966,1.096,0.116,6.62,3.628,0.006,7.32,17.187,0.079,0.203,0.05,5.08,11.07,9.6,10.979,8.571,12.213,4.929,10.386,12.455,8.318,0.157,11.81,4.95,2.967,7.06,6.229,45.044,74.551,15.536,1.649,0.04,12.278,91.978,173.053,10.902
+2026-05-21 15:21:26,common_cleavers_observed.csv,1.501003378384381023513609949,0.249,1.357,3.835,0.056,0.431,6.38,7.463,0.21,7.45,23.912,0.014,0.497,0.002,5.64,10.41,9.01,11.376,4.871,4.295,5.447,5.858,6.632,5.085,0.071,1.4,3.72,3.246,6.67,14.771,6.626,5.428,7.824,1.727,0.108,12.062,123.022,231.287,14.756
+2026-05-21 15:21:26,common_cleavers_observed.csv,2.769716822396564016545591050,0.269,3.824,2.948,3.128,0.265,7.65,7.092,0.211,6.68,24.398,0.033,0.707,0.038,4.29,11.46,9.59,11.086,7.494,1.133,13.855,6.138,6.902,5.375,0.194,1.44,4.45,6.362,7.47,12.782,22.402,27.494,17.311,1.509,0.092,12.247,56.282,105.259,7.305
+2026-05-21 15:21:27,common_cleavers_observed.csv,0.5621774860361565851619655498,0.305,3.288,5.766,6.587,0.11,6.84,14.553,0.042,6.81,26.726,0.062,0.666,0.031,3.86,11.57,8.49,6.619,6.391,8.735,4.047,11.940,10.934,12.947,0.132,1.52,3.89,5.971,7.39,20.187,30.670,42.736,18.604,1.684,0.093,12.119,83.632,153.411,13.852
+2026-05-21 15:21:27,common_cleavers_observed.csv,0.7174984448694291756293801691,0.303,2.793,5.234,6.086,0.019,7.15,7.966,0.181,7.34,22.962,0.086,0.339,0.016,5.13,11.72,10.49,10.975,8.302,6.283,10.322,8.166,8.536,7.796,0.152,1.87,3.53,3.304,6.67,13.482,39.117,58.928,19.306,1.109,0.027,12.275,115.466,215.951,14.98
+2026-05-21 15:21:27,common_cleavers_observed.csv,1.360329143030417318359486170,0.304,0.41,4.066,0.172,0.132,6.72,7.471,0.063,7.54,23.921,0.06,0.328,0.017,3.76,9.96,10.39,2.241,5.542,5.507,5.576,9.338,11.425,7.252,0.037,1.41,4.23,1.474,7.05,11.295,22.131,40.693,3.569,1.068,0.157,12.15,113.299,215.583,11.015
+2026-05-21 15:21:28,common_cleavers_observed.csv,0.3518562413379183815102031147,0.081,1.509,1.706,1.591,0.907,6.38,9.306,0.09,7.44,23.622,0.073,0.269,0.046,3.82,10.54,11.32,8.949,7.434,10.683,4.185,6.316,0.79,11.842,0.051,1.79,3.98,2.149,6.86,20.625,17.844,26.297,9.391,0.856,0.326,12.086,98.546,190.598,6.493
+2026-05-21 15:21:28,common_cleavers_observed.csv,0.5104614805428056494265814515,0.058,2.65,3.172,5.504,0.099,6.59,15.781,0.159,6.52,22.669,0.026,0.497,0.006,4.33,9.54,8.6,2.215,18.712,19.783,17.642,9.576,5.51,13.642,0.088,2.04,4.36,5.503,6.92,16.25,7.884,8.123,7.645,1.38,0.028,12.142,59.929,115.191,4.667
+2026-05-21 15:21:28,common_cleavers_observed.csv,2.005809769697631627897162722,0.019,3.877,3.825,5.596,0.946,7.49,11.813,0.022,7.24,26.902,0.079,0.328,0.02,4.28,9.98,9.35,2.355,13.922,16.953,10.89,6.620,6.993,6.248,0.219,1.21,3.51,7.249,6.76,15.8,42.924,78.347,7.5,1.611,0.264,12.144,80.411,150.392,10.43
+2026-05-21 15:21:29,common_cleavers_observed.csv,2.389003008781756749807110845,0.322,2.088,1.583,5.121,0.781,7.33,13.119,0.01,7.17,16.617,0.006,0.223,0.011,6.19,11.51,10.28,8.667,17.816,20.000,15.633,6.575,4.609,8.541,0.028,11.79,3.52,3.227,6.94,13.055,8.478,12.54,4.415,0.912,0.098,12.266,114.145,220.435,7.855
+2026-05-21 15:21:29,common_cleavers_observed.csv,1.285483856615498601785348687,0.044,0.609,2.507,1.631,0.873,7.6,8.555,0.094,6.71,26.411,0.072,0.45,0.018,6.49,10.76,11.07,6.846,16.454,17.659,15.249,0.818,0.859,0.777,0.172,11.59,3.75,3.205,6.76,12.174,18.632,23.343,13.922,1.588,0.318,12.25,119.856,231.735,7.978
+2026-05-21 15:21:29,common_cleavers_observed.csv,0.5014147111333643985856329032,0.32,3.096,4.768,6.553,0.667,7.45,7.166,0.067,6.71,19.639,0.087,0.578,0.035,4.05,10.77,9.23,5.648,6.288,11.131,1.445,6.931,1.898,11.964,0.145,1.65,4.24,2.835,7.23,20.018,27.686,52.979,2.393,1.197,0.118,12.149,108.978,208.734,9.222
+2026-05-21 15:21:30,common_cleavers_observed.csv,0.3654300176591654990987728667,0.076,0.968,3.218,6.592,0.724,6.41,14.723,0.053,7.26,12.756,0.004,0.406,0.028,4.98,10.05,9.64,8.176,17.603,20.000,15.206,10.530,9.314,11.747,0.209,2.05,4.93,7.097,6.81,7.07,23.550,35.429,11.672,1.038,0.128,12.137,80.517,156.854,4.18
+2026-05-21 15:21:30,common_cleavers_observed.csv,1.073166754215539557172069052,0.219,2.026,4.655,5.561,0.662,7.23,6.242,0.129,6.61,25.58,0.031,0.608,0.003,3.8,10.44,8.55,9.038,7.994,2.183,13.806,6.906,13.409,0.403,0.14,1.05,3.78,3.807,6.84,15.591,47.545,75.104,19.986,1.075,0.117,12.095,111.032,208.256,13.807
+2026-05-21 15:21:30,common_cleavers_observed.csv,0.8181683397894673326658077862,0.199,2.901,5.03,2.706,0.877,7.15,15.131,0.146,6.56,16.287,0.056,0.405,0.006,6.18,11.48,10.6,9.612,15.364,12.475,18.254,5.446,7.434,3.458,0.221,11.61,4.41,4.421,6.73,12.809,15.109,28.134,2.084,1.079,0.284,12.206,101.523,193.443,9.603
+2026-05-21 15:21:30,common_cleavers_observed.csv,0.4542723002183303641726593948,0.047,3.381,2.051,3.049,0.284,7.01,3.589,0.103,7.14,20.901,0.004,0.575,0.014,4.83,11.69,10.06,2.507,2.615,2.816,2.414,1.681,1.965,1.397,0.225,1.97,3.89,7.381,6.72,17.424,1.906,0.839,2.972,1.174,0.004,12.11,103.660,194.184,13.135
+2026-05-21 15:21:31,common_cleavers_observed.csv,34.06551012128386472396143579,0.06,2.393,0.104,6.219,0.578,6.49,4.256,0.145,7.38,9.447,0.046,0.194,0.041,5.08,10.67,11.06,11.971,8.633,8.145,9.121,8.138,9.644,6.631,0.18,2.25,4.47,1.491,6.78,10.152,30.086,58.785,1.387,1.735,0.108,12.268,112.476,214.596,10.356
+2026-05-21 15:21:31,common_cleavers_observed.csv,5.141081750352353806303963497,0.01,0.619,2.514,3.66,0.035,7.35,9.044,0.083,7.53,11.015,0.059,0.071,0.024,3.73,9.61,8.85,5.58,1.810,1.03,2.591,12.393,13.079,11.707,0.035,11.58,3.9,2.088,6.79,11.598,17.166,21.047,13.285,1.642,0.001,12.016,122.102,234.896,9.309
+2026-05-21 15:21:31,common_cleavers_observed.csv,1.445744500463108515664326833,0.176,3.648,0.933,1.764,0.524,7.41,9.501,0.114,7.46,23.894,0.057,0.24,0.022,4.72,11.02,8.96,7.188,11.996,4.887,19.105,1.348,0.723,1.972,0.093,11.95,4.63,4.786,7.6,12.561,26.141,40.398,11.884,1.702,0.047,12.065,84.312,162.573,6.052
+2026-05-21 15:21:32,common_cleavers_observed.csv,0.5243591477796534563289275512,0.199,1.36,3.77,1.903,0.087,6.51,12.602,0.092,7.22,20.087,0.052,0.56,0.041,3.86,10.23,10.67,11.326,10.623,14.475,6.771,10.074,12.339,7.809,0.224,11.54,4.97,3.149,7.07,21.632,10.886,13.932,7.841,1.081,0.1,12.075,61.200,109.371,13.029
+2026-05-21 15:21:32,common_cleavers_observed.csv,17.26558412425246100050315326,0.204,1.978,0.156,1.2,0.876,7.13,3.54,0.045,7.58,11.116,0.013,0.549,0.023,4.1,9.7,8.57,9.472,14.745,11.517,17.973,12.150,10.818,13.482,0.226,11.88,4.01,5.249,7.17,11.601,10.261,1.8,18.722,0.959,0.205,12.279,99.140,182.956,15.325
+2026-05-21 15:21:32,common_cleavers_observed.csv,1.596696454949969062058847869,0.346,3.713,1.805,3.808,0.189,7.44,11.034,0.078,7.65,10.471,0.041,0.215,0.038,3.93,10.92,9.8,8.693,13.582,13.788,13.377,7.587,7.215,7.959,0.134,11.97,4.32,4.638,6.71,6.918,37.654,60.833,14.474,0.874,0.199,12.144,117.823,229.655,5.991
+2026-05-21 15:21:33,common_cleavers_observed.csv,1.951248061461690275986188703,0.134,0.721,5.839,7.715,0.439,7.72,12.696,0.173,7.13,6.589,0.032,0.277,0.011,6.0,9.72,10.52,10.342,8.408,9.368,7.447,5.802,7.999,3.605,0.242,2.45,4.28,6.855,7.34,22.333,13.786,8.211,19.36,1.757,0.296,12.245,85.428,164.274,6.582
+2026-05-21 15:21:33,common_cleavers_observed.csv,2.930072996914727886600416987,0.348,3.415,1.529,6.373,0.385,7.56,8.813,0.212,7.01,27.552,0.003,0.031,0.025,5.32,11.22,11.31,7.669,14.626,17.753,11.5,1.306,0.356,2.255,0.085,1.42,3.8,4.137,7.11,8.986,18.964,34.626,3.302,0.964,0.239,12.108,118.619,226.729,10.509
+2026-05-21 15:21:33,common_cleavers_observed.csv,0.3706000044938747275737438023,0.173,2.181,3.71,6.515,0.264,6.87,7.022,0.161,7.26,19.688,0.028,0.568,0.014,4.19,10.02,10.49,9.586,13.072,18.215,7.929,9.384,12.405,6.363,0.185,11.54,4.27,1.481,6.75,16.58,48.505,77.029,19.981,1.011,0.043,12.118,78.071,149.246,6.896
+2026-05-21 15:21:34,common_cleavers_observed.csv,2.386803620331549632742373643,0.056,2.509,1.635,2.499,0.156,7.04,4.44,0.158,7.21,11.092,0.04,0.045,0.038,6.47,10.91,9.54,3.584,10.908,9.828,11.987,7.454,7.379,7.529,0.099,2.36,4.03,5.956,6.83,9.839,34.499,60.347,8.651,1.341,0.274,12.162,67.204,124.127,10.282
+2026-05-21 15:21:34,common_cleavers_observed.csv,0.2194123049194713851424858781,0.086,1.385,4.841,6.608,0.891,6.95,10.197,0.028,6.69,23.564,0.05,0.554,0.011,4.91,10.93,10.87,5.349,12.100,19.571,4.63,5.836,6.338,5.333,0.16,1.35,4.81,5.413,7.44,8.676,24.036,31.838,16.233,1.115,0.056,12.242,77.924,151.007,4.841
+2026-05-21 15:21:34,common_cleavers_observed.csv,0.3572400381333178172225812450,0.086,2.275,0.7,3.834,0.694,6.95,12.266,0.153,6.92,15.387,0.026,0.58,0.049,4.33,11.98,8.49,5.801,11.942,17.666,6.219,11.702,13.217,10.188,0.141,11.87,4.91,7.714,7.49,18.3,20.252,29.855,10.648,0.91,0.319,12.065,107.315,199.735,14.895
+2026-05-21 15:21:34,common_cleavers_observed.csv,18.95511653274705931838884475,0.192,3.919,0.259,5.212,0.823,7.49,3.293,0.061,6.95,15.38,0.011,0.733,0.026,3.98,10.67,9.2,9.144,11.292,4.828,17.755,6.378,12.356,0.4,0.247,2.01,4.52,3.305,7.27,7.231,15.732,14.471,16.994,1.355,0.121,12.07,66.131,118.527,13.735
+2026-05-21 15:21:35,common_cleavers_observed.csv,6.824203645198689096341622674,0.332,3.502,1.093,0.606,0.845,6.64,8.904,0.101,7.15,20.569,0.04,0.207,0.047,4.03,9.8,9.15,2.76,6.866,12.651,1.082,7.188,13.525,0.85,0.032,1.28,3.88,7.313,7.29,12.55,22.176,32.266,12.087,1.353,0.286,12.247,52.573,93.807,11.339
+2026-05-21 15:21:35,common_cleavers_observed.csv,3.633059045607437091548162150,0.025,1.53,3.137,4.936,0.469,7.34,9.939,0.036,7.11,20.124,0.075,0.133,0.047,4.24,11.61,9.41,8.113,4.345,7.02,1.67,7.845,4.017,11.673,0.232,1.63,3.66,6.985,7.16,23.043,40.858,78.697,3.02,1.224,0.084,12.02,121.103,234.069,8.137
+2026-05-21 15:21:35,common_cleavers_observed.csv,0.4340905524140472280772618945,0.112,3.688,4.479,1.841,0.624,6.85,4.433,0.068,7.4,19.539,0.0,0.445,0.034,5.9,11.95,8.4,6.289,12.102,12.255,11.95,5.074,3.461,6.686,0.105,11.71,4.1,4.122,6.8,13.39,18.138,31.782,4.495,1.261,0.033,12.072,59.526,105.772,13.28
+2026-05-21 15:21:36,common_cleavers_observed.csv,0.6508675836629054681999523908,0.024,3.558,0.996,3.215,0.038,7.36,4.767,0.117,6.8,27.502,0.041,0.265,0.033,4.77,9.75,10.87,11.327,7.988,12.655,3.322,7.380,3.284,11.475,0.006,11.93,4.35,7.19,6.77,8.177,6.886,1.067,12.705,1.16,0.163,12.127,91.866,171.933,11.8
+2026-05-21 15:21:36,common_cleavers_observed.csv,0.6323402714654678812641279089,0.184,2.011,1.333,4.775,0.004,7.37,11.983,0.146,6.81,26.709,0.041,0.618,0.015,5.07,10.62,9.52,4.519,16.279,16.779,15.779,8.731,12.02,5.442,0.073,1.78,4.55,4.219,7.08,21.045,6.814,9.082,4.546,1.588,0.163,12.067,78.531,144.609,12.453
+2026-05-21 15:21:36,common_cleavers_observed.csv,1.650239860918415982039841935,0.31,3.765,2.752,7.041,0.172,7.61,7.809,0.02,7.31,14.366,0.016,0.168,0.015,5.71,10.0,11.49,10.04,12.034,7.222,16.847,11.392,10.192,12.592,0.238,1.92,4.14,3.632,6.8,20.604,35.686,70.217,1.156,1.083,0.218,12.18,48.518,82.511,14.524
+2026-05-21 15:21:37,common_cleavers_observed.csv,1.964819792189719683099129473,0.218,1.347,5.659,6.514,0.632,7.36,10.716,0.073,7.03,14.857,0.05,0.006,0.01,6.01,11.23,9.77,3.271,14.938,14.968,14.908,10.351,13.36,7.342,0.15,1.41,3.96,3.072,7.3,6.43,13.446,21.817,5.074,0.937,0.141,12.281,120.986,230.488,11.483
+2026-05-21 15:21:37,common_cleavers_observed.csv,0.5992659305784242552535933229,0.274,3.908,1.501,4.026,0.549,6.43,15.673,0.005,7.06,12.774,0.043,0.708,0.01,5.95,10.87,11.11,9.978,6.027,5.403,6.651,2.704,1.371,4.036,0.029,2.25,4.46,5.786,7.55,19.59,10.017,4.38,15.654,0.927,0.068,12.024,70.861,134.906,6.816
+2026-05-21 15:21:37,common_cleavers_observed.csv,18.92676470237063694725976736,0.161,0.577,0.333,6.306,0.203,6.73,8.442,0.217,6.66,21.77,0.062,0.043,0.006,4.39,10.95,10.42,10.686,16.073,17.498,14.648,1.529,1.817,1.241,0.013,1.48,4.54,7.894,6.63,15.178,15.571,19.652,11.49,1.359,0.1,12.286,75.370,144.943,5.797
+2026-05-21 15:21:38,common_cleavers_observed.csv,0.6189981996216548847641122766,0.095,3.685,2.998,5.217,0.357,7.34,11.889,0.079,7.32,16.171,0.058,0.32,0.021,3.59,10.16,10.41,3.631,3.776,4.877,2.676,8.281,5.054,11.508,0.074,1.39,4.78,7.971,7.16,17.577,32.322,52.481,12.163,0.934,0.274,12.195,95.262,183.987,6.537
+2026-05-21 15:21:38,common_cleavers_observed.csv,1.114360425552047598090788850,0.135,3.802,5.402,6.115,0.39,7.45,14.319,0.154,7.41,22.699,0.048,0.449,0.008,6.36,11.68,10.01,10.528,9.727,12.815,6.639,6.848,12.376,1.321,0.183,2.15,4.82,5.635,7.39,21.321,29.202,47.071,11.333,1.556,0.234,12.104,63.908,122.989,4.828
+2026-05-21 15:21:38,common_cleavers_observed.csv,1.472615105526188572283177325,0.225,0.841,1.934,3.027,0.84,6.68,14.019,0.121,6.72,13.399,0.068,0.535,0.049,6.28,10.77,9.92,9.384,9.450,10.367,8.534,7.868,13.177,2.558,0.123,1.92,3.86,6.46,7.02,8.624,20.014,37.363,2.664,1.555,0.066,12.218,89.316,169.935,8.696
+2026-05-21 15:21:38,common_cleavers_observed.csv,0.6639160814391191752461292346,0.091,1.954,4.331,5.399,0.655,7.16,10.456,0.181,7.48,12.857,0.024,0.463,0.014,4.56,10.93,10.89,10.14,10.870,11.695,10.045,2.848,0.941,4.754,0.123,1.13,4.83,3.54,6.74,8.886,21.973,32.835,11.111,1.534,0.192,12.052,61.150,110.038,12.261
+2026-05-21 15:21:39,common_cleavers_observed.csv,1.715401514957962513337817687,0.211,2.777,5.176,6.569,0.837,6.78,10.221,0.194,7.47,10.581,0.047,0.296,0.03,4.53,9.76,10.55,7.495,2.728,4.253,1.203,4.280,0.483,8.077,0.065,1.72,3.6,5.09,6.69,19.789,10.626,12.137,9.116,1.37,0.27,12.237,94.072,184.06,4.084
+2026-05-21 15:21:39,common_cleavers_observed.csv,2.230647335551467700599138169,0.257,2.488,2.569,1.723,0.397,7.59,6.734,0.199,6.65,6.767,0.086,0.149,0.032,5.31,11.99,9.52,11.384,13.594,13.192,13.997,7.893,8.026,7.76,0.233,2.39,4.74,6.26,6.83,14.092,14.095,12.203,15.987,1.173,0.147,12.266,101.832,199.501,4.164
+2026-05-21 15:21:39,common_cleavers_observed.csv,1.159907832793356103710584874,0.213,1.692,1.119,4.703,0.398,7.06,11.775,0.133,6.51,13.77,0.018,0.622,0.028,4.47,10.08,8.29,3.387,5.802,5.167,6.436,9.132,4.636,13.627,0.101,1.91,4.49,2.949,6.86,7.334,38.642,75.498,1.785,1.639,0.315,12.171,99.520,187.207,11.832
+2026-05-21 15:21:40,common_cleavers_observed.csv,2.153408492034892201585965322,0.275,1.429,5.845,2.381,0.527,7.03,14.932,0.119,6.63,7.52,0.073,0.012,0.031,5.43,11.87,8.72,5.747,11.678,19.304,4.052,11.546,13.639,9.452,0.193,11.62,3.6,1.355,7.04,18.927,31.916,56.41,7.422,0.86,0.197,12.27,64.608,117.182,12.033
+2026-05-21 15:21:40,common_cleavers_observed.csv,0.6231262590173428009292421540,0.25,2.724,3.117,6.165,0.013,6.88,3.036,0.077,7.36,12.216,0.047,0.657,0.049,6.27,11.44,10.94,10.744,6.771,2.114,11.428,7.447,10.089,4.805,0.156,2.09,4.52,5.618,7.16,15.038,7.777,7.651,7.903,1.438,0.269,12.048,95.631,183.458,7.804
+2026-05-21 15:21:40,common_cleavers_observed.csv,1.366150385387224266578663427,0.308,2.691,3.749,6.41,0.697,6.35,12.265,0.151,7.27,20.028,0.026,0.27,0.041,5.72,11.89,8.26,10.271,13.033,7.138,18.928,11.736,13.305,10.166,0.237,11.63,3.82,5.448,6.87,22.302,32.430,62.217,2.643,1.015,0.091,12.277,45.841,86.818,4.864
+2026-05-21 15:21:41,common_cleavers_observed.csv,0.2630140544758295811148163191,0.16,3.298,5.434,1.236,0.858,7.62,10.776,0.117,7.2,24.531,0.078,0.626,0.004,4.96,11.68,9.84,9.629,10.366,14.702,6.03,8.554,8.174,8.933,0.23,1.97,4.27,1.383,7.16,19.709,30.452,56.793,4.111,1.073,0.081,12.006,116.952,227.943,5.962
+2026-05-21 15:21:41,common_cleavers_observed.csv,25.35043859895746702826801595,0.274,3.773,0.054,5.716,0.092,7.64,7.935,0.069,6.54,21.589,0.019,0.238,0.04,5.35,10.17,8.3,2.754,10.607,18.047,3.167,6.480,2.844,10.115,0.073,1.32,3.9,4.294,6.91,10.941,9.586,6.213,12.96,1.767,0.109,12.16,67.836,128.135,7.538
+2026-05-21 15:21:41,common_cleavers_observed.csv,1.548198580875376885782860002,0.255,2.849,0.979,1.731,0.127,6.48,15.796,0.092,6.86,18.331,0.068,0.344,0.005,4.61,10.33,10.76,8.144,7.612,3.735,11.489,7.829,13.92,1.738,0.19,11.63,4.89,5.864,6.86,17.367,30.928,49.468,12.388,1.487,0.133,12.206,114.244,219.711,8.778
+2026-05-21 15:21:42,common_cleavers_observed.csv,3.314460993069889057385296211,0.301,2.986,5.32,5.237,0.574,7.16,3.534,0.043,6.85,11.272,0.037,0.219,0.039,4.74,9.52,10.19,6.867,7.246,5.402,9.09,2.366,2.828,1.903,0.157,1.04,3.9,1.199,7.1,8.815,28.182,50.416,5.949,1.758,0.092,12.074,91.152,166.432,15.873
+2026-05-21 15:21:42,common_cleavers_observed.csv,3.883579974915780108213595032,0.27,1.107,2.717,5.226,0.693,7.55,3.64,0.038,6.68,9.965,0.026,0.058,0.038,6.25,10.26,10.99,9.366,4.492,5.847,3.138,5.550,7.427,3.673,0.017,1.25,4.91,3.489,7.08,9.589,13.514,21.813,5.215,1.22,0.272,12.246,57.193,103.744,10.642
+2026-05-21 15:21:42,common_cleavers_observed.csv,0.5419453199057915431426646019,0.324,3.032,2.537,7.387,0.024,6.79,14.233,0.012,7.51,20.864,0.077,0.594,0.01,4.92,9.95,8.46,3.2,10.706,14.541,6.87,6.712,9.431,3.992,0.129,1.54,4.51,5.775,7.29,16.531,16.100,13.826,18.374,1.716,0.094,12.124,122.624,230.181,15.066
+2026-05-21 15:21:43,common_cleavers_observed.csv,1.003102991015025694102060261,0.272,1.309,5.415,3.704,0.217,7.68,5.308,0.084,6.71,20.864,0.063,0.198,0.025,5.3,9.52,8.72,3.48,10.300,7.244,13.355,1.548,2.708,0.387,0.165,11.9,3.92,4.311,6.66,19.18,39.982,77.588,2.377,0.872,0.221,12.022,101.142,189.165,13.12
+2026-05-21 15:21:43,common_cleavers_observed.csv,1.417229856868638324745656945,0.317,2.875,5.646,5.883,0.558,7.4,7.328,0.144,7.55,13.677,0.056,0.359,0.002,6.15,11.34,8.34,10.834,12.078,7.129,17.028,8.292,9.37,7.213,0.123,1.28,4.58,1.38,7.22,12.283,22.374,28.884,15.863,1.52,0.033,12.034,123.106,238.414,7.797
+2026-05-21 15:21:43,common_cleavers_observed.csv,18.17879842224582183610030160,0.2,2.881,0.632,7.665,0.603,7.42,8.964,0.187,6.71,24.353,0.069,0.493,0.001,3.57,10.68,9.05,7.011,9.224,16.374,2.075,4.498,6.442,2.555,0.024,1.15,4.49,5.735,7.0,17.033,14.000,13.434,14.566,1.685,0.044,12.294,89.851,173.839,5.863
+2026-05-21 15:21:43,common_cleavers_observed.csv,0.4971583652055320212428088548,0.079,2.877,1.902,1.948,0.143,6.33,5.442,0.052,7.29,23.362,0.022,0.206,0.02,5.58,10.47,9.73,6.363,15.980,12.027,19.933,6.960,11.088,2.832,0.08,11.7,4.36,6.408,7.45,13.543,18.837,35.175,2.499,1.139,0.101,12.142,101.384,190.65,12.119
+2026-05-21 15:21:44,common_cleavers_observed.csv,17.37109046490297992175883983,0.074,2.444,0.29,4.731,0.852,7.15,15.875,0.064,6.94,17.94,0.044,0.553,0.047,3.57,9.54,10.64,7.046,14.636,11.964,17.308,12.064,11.441,12.687,0.135,11.64,4.21,4.589,7.5,15.57,8.364,8.378,8.351,0.977,0.191,12.122,113.482,213.035,13.928
+2026-05-21 15:21:44,common_cleavers_observed.csv,0.6982697943890558040705705897,0.192,0.706,1.794,5.122,0.383,6.57,6.423,0.202,7.35,6.583,0.056,0.63,0.017,3.61,10.7,10.86,4.782,7.012,5.803,8.222,7.158,1.898,12.418,0.029,1.92,4.84,4.84,7.55,19.966,18.289,19.9,16.678,1.349,0.114,12.16,57.962,106.063,9.861
+2026-05-21 15:21:44,common_cleavers_observed.csv,2.251514889868655663251188302,0.011,1.726,3.652,5.946,0.577,7.72,4.5,0.133,6.68,21.243,0.071,0.45,0.031,5.93,9.9,8.28,3.873,7.800,12.353,3.247,6.648,7.118,6.178,0.037,1.79,3.88,6.354,7.34,15.442,15.824,28.415,3.232,1.628,0.299,12.044,103.504,195.234,11.774
+2026-05-21 15:21:45,common_cleavers_observed.csv,20.14897201362633747530583751,0.089,1.446,2.608,7.108,0.471,7.27,4.805,0.046,6.7,9.199,0.064,0.537,0.03,6.44,10.69,9.74,3.317,8.837,16.728,0.946,5.636,1.58,9.693,0.063,1.61,4.56,6.364,6.98,15.612,34.697,51.209,18.185,1.027,0.21,12.249,61.758,118.79,4.726
+2026-05-21 15:21:45,common_cleavers_observed.csv,0.4655036203510193642670212968,0.133,0.375,5.617,6.114,0.42,7.35,10.177,0.215,6.84,15.693,0.033,0.665,0.026,5.53,10.86,8.75,8.17,19.972,19.969,19.976,6.988,0.376,13.601,0.036,2.1,4.94,5.853,7.24,11.941,9.968,8.175,11.762,0.987,0.126,12.048,76.538,139.483,13.592
+2026-05-21 15:21:45,common_cleavers_observed.csv,2.439843556985174104862864346,0.307,0.341,5.958,0.919,0.182,7.65,3.772,0.052,7.34,11.131,0.08,0.426,0.034,5.3,11.68,9.82,3.518,7.409,1.138,13.68,6.092,6.641,5.543,0.162,1.03,3.8,7.452,7.06,16.425,26.870,35.226,18.514,1.706,0.09,12.247,73.510,136.944,10.076
+2026-05-21 15:21:46,common_cleavers_observed.csv,1.189775330713328392331536549,0.297,0.843,4.857,6.148,0.819,7.35,8.171,0.111,7.61,24.505,0.025,0.418,0.049,3.61,10.77,9.74,5.015,14.038,8.948,19.127,4.397,2.421,6.373,0.055,1.28,4.16,1.759,7.53,20.025,34.191,52.416,15.966,0.894,0.305,12.195,87.497,161.866,13.128
+2026-05-21 15:21:46,common_cleavers_observed.csv,1.207144608799805443352706015,0.054,3.314,4.441,5.817,0.469,7.23,14.569,0.182,7.07,21.27,0.042,0.16,0.04,4.69,11.23,10.03,10.284,7.060,4.683,9.438,2.448,3.612,1.283,0.211,2.22,4.02,7.575,6.97,21.187,29.887,59.18,0.594,0.824,0.229,12.035,102.760,193.304,12.217
+2026-05-21 15:21:46,common_cleavers_observed.csv,0.7833625131656076687729960880,0.076,3.311,0.851,1.09,0.564,7.34,7.214,0.051,7.31,25.392,0.089,0.131,0.026,4.46,10.48,9.29,11.512,15.556,16.046,15.066,10.352,11.932,8.771,0.006,2.44,4.83,5.551,7.5,8.344,29.994,43.853,16.134,0.855,0.259,12.086,89.982,167.748,12.216
+2026-05-21 15:21:47,common_cleavers_observed.csv,16.73152080279352429983929491,0.14,3.759,0.329,3.727,0.582,6.31,9.76,0.052,6.62,27.921,0.084,0.734,0.02,4.6,11.69,8.72,5.067,9.616,7.94,11.293,12.845,12.806,12.884,0.146,11.74,3.53,2.742,7.07,22.6,17.506,24.778,10.233,0.948,0.313,12.275,72.858,130.086,15.631
+2026-05-21 15:21:47,common_cleavers_observed.csv,0.3147435077798922127983740772,0.213,1.949,3.463,7.184,0.787,7.18,6.021,0.109,7.01,8.146,0.075,0.703,0.014,6.38,9.69,10.87,5.637,8.324,2.319,14.328,5.775,7.388,4.162,0.148,2.24,4.8,2.158,6.86,8.267,28.667,54.407,2.927,0.857,0.049,12.013,118.256,231.536,4.976
+2026-05-21 15:21:47,common_cleavers_observed.csv,2.913757879220426883376961480,0.284,0.54,4.365,6.639,0.942,6.71,11.651,0.19,7.51,16.472,0.015,0.193,0.036,4.79,10.2,11.25,6.561,10.422,9.521,11.323,10.532,12.803,8.26,0.201,11.86,4.77,1.995,6.75,15.068,8.044,11.782,4.305,1.094,0.126,12.205,75.646,136.715,14.578
+2026-05-21 15:21:47,common_cleavers_observed.csv,5.613164595927023128510915610,0.286,0.595,4.583,1.424,0.831,7.27,9.748,0.071,7.18,18.256,0.05,0.326,0.046,5.72,11.83,11.18,4.568,12.708,13.61,11.805,5.762,8.505,3.02,0.109,2.41,4.21,4.214,6.76,12.205,8.652,13.909,3.396,1.578,0.199,12.045,43.405,82.024,4.786
+2026-05-21 15:21:48,common_cleavers_observed.csv,6.252238983471077152988136643,0.349,1.194,3.988,2.061,0.688,7.35,13.926,0.07,6.87,18.5,0.089,0.041,0.009,6.13,10.42,10.24,9.092,5.052,1.317,8.786,3.932,4.083,3.782,0.058,1.9,3.69,5.265,6.96,6.443,19.223,37.607,0.839,1.719,0.223,12.111,50.842,94.991,6.693
+2026-05-21 15:21:48,common_cleavers_observed.csv,0.8671749661710637958149764075,0.126,0.959,4.63,0.997,0.267,6.91,5.266,0.082,6.6,22.122,0.064,0.46,0.003,3.86,10.07,8.48,5.59,8.178,2.797,13.558,3.430,5.874,0.986,0.125,1.2,4.56,4.562,7.04,9.082,40.556,64.694,16.417,1.441,0.105,12.179,79.691,148.018,11.364
+2026-05-21 15:21:48,common_cleavers_observed.csv,2.981158716795177601948392947,0.27,0.832,3.49,2.352,0.513,6.32,7.78,0.028,6.9,26.148,0.063,0.106,0.029,3.58,11.46,11.16,4.949,7.132,7.404,6.859,2.398,2.695,2.100,0.025,1.25,4.65,5.399,7.24,7.484,38.581,74.473,2.689,1.304,0.235,12.186,103.430,201.396,5.463
+2026-05-21 15:21:49,common_cleavers_observed.csv,18.21288727112441674289505908,0.113,3.626,0.284,0.878,0.519,7.66,4.445,0.096,6.6,6.559,0.073,0.683,0.009,5.48,10.33,10.73,8.625,6.072,4.903,7.24,9.782,11.918,7.645,0.217,1.56,4.42,7.55,7.27,14.178,17.400,30.556,4.243,0.919,0.255,12.151,98.225,183.304,13.146
+2026-05-21 15:21:49,common_cleavers_observed.csv,4.549460955327170602437188612,0.16,3.057,3.465,3.143,0.238,7.13,8.685,0.081,6.87,13.761,0.075,0.147,0.011,5.68,11.29,8.97,2.676,11.158,18.91,3.405,7.258,2.873,11.643,0.053,11.57,4.09,5.963,7.14,22.028,7.998,0.651,15.345,1.772,0.266,12.132,59.074,114.135,4.014
+2026-05-21 15:21:49,common_cleavers_observed.csv,1.971175514984434770574314088,0.213,1.562,1.815,2.016,0.092,7.64,4.402,0.208,6.55,19.416,0.018,0.148,0.012,4.15,11.32,9.78,6.533,19.302,18.633,19.97,6.882,5.949,7.816,0.157,1.29,3.83,1.773,7.28,13.402,11.794,16.296,7.293,1.075,0.086,12.207,47.780,83.02,12.539
+2026-05-21 15:21:50,common_cleavers_observed.csv,1.416695211897131507240943957,0.21,2.862,5.691,7.223,0.416,6.95,15.121,0.089,7.61,20.026,0.052,0.235,0.029,6.44,11.47,9.2,10.794,16.512,17.157,15.866,6.626,2.742,10.511,0.152,1.94,4.04,7.08,6.75,21.328,9.983,15.966,4.0,1.338,0.162,12.212,74.616,135.212,14.02
+2026-05-21 15:21:50,common_cleavers_observed.csv,0.5156011986342286017927590049,0.046,3.988,4.077,0.507,0.76,7.02,13.024,0.182,7.62,27.825,0.029,0.22,0.027,5.51,11.15,11.04,6.126,7.927,7.769,8.085,4.162,7.616,0.708,0.182,1.58,3.72,6.571,7.16,17.023,18.978,25.676,12.28,0.878,0.071,12.185,81.050,157.526,4.573
+2026-05-21 15:21:50,common_cleavers_observed.csv,1.122085905634453372439665107,0.171,1.871,1.032,2.167,0.117,6.39,12.739,0.121,6.62,21.334,0.055,0.328,0.027,6.04,10.53,8.74,8.079,14.010,14.970,13.051,8.316,5.789,10.842,0.198,1.86,4.42,1.217,7.36,21.039,17.567,16.709,18.425,1.531,0.101,12.284,62.268,110.269,14.266
+2026-05-21 15:21:51,common_cleavers_observed.csv,0.7912029569469588131210258984,0.055,1.009,4.532,6.036,0.685,7.38,4.715,0.051,7.41,19.506,0.006,0.426,0.029,6.32,11.56,8.93,9.058,14.404,14.994,13.815,5.571,5.048,6.094,0.193,1.65,3.94,4.311,7.27,14.292,34.957,55.377,14.537,1.481,0.312,12.018,116.228,220.836,11.619
+2026-05-21 15:21:51,common_cleavers_observed.csv,1.561633259428892833789455209,0.004,2.33,0.811,4.59,0.897,6.82,6.788,0.021,7.42,22.222,0.084,0.486,0.029,5.07,10.66,9.18,6.513,14.462,19.574,9.351,10.170,11.416,8.925,0.002,1.25,4.54,6.861,7.59,17.986,10.306,9.584,11.027,1.262,0.112,12.237,88.114,161.141,15.087
+2026-05-21 15:21:51,common_cleavers_observed.csv,1.858308784809481725540165078,0.268,3.523,2.565,6.514,0.575,6.59,11.929,0.132,7.26,20.238,0.064,0.345,0.036,4.32,10.96,10.21,8.25,7.358,1.294,13.422,2.838,3.669,2.006,0.044,11.99,3.89,3.824,7.37,23.238,19.270,26.467,12.072,1.127,0.221,12.112,108.196,208.622,7.771
+2026-05-21 15:21:51,common_cleavers_observed.csv,0.6249318967818030339707637939,0.296,2.833,3.076,1.152,0.117,6.92,10.009,0.0,7.41,25.289,0.01,0.324,0.026,4.27,10.19,9.87,5.972,12.032,18.526,5.538,5.529,7.597,3.461,0.044,1.84,4.29,2.188,6.82,20.765,4.539,8.517,0.561,0.851,0.077,12.056,88.058,167.083,9.033
+2026-05-21 15:21:52,common_cleavers_observed.csv,1.363159297982793947207084011,0.196,2.612,2.184,0.257,0.739,6.82,10.074,0.069,7.39,9.213,0.076,0.43,0.003,4.34,11.06,8.87,6.716,15.071,15.705,14.437,7.178,12.328,2.028,0.23,11.58,3.99,3.467,6.94,7.138,12.881,8.705,17.057,1.632,0.257,12.048,48.349,85.258,11.44
+2026-05-21 15:21:52,common_cleavers_observed.csv,0.6017182885060652781707568440,0.027,2.474,4.942,3.001,0.082,7.27,5.855,0.18,6.75,23.189,0.067,0.286,0.046,5.76,10.55,10.36,10.197,12.705,5.983,19.427,6.822,1.828,11.815,0.107,2.46,3.61,7.083,7.35,10.788,10.198,9.132,11.263,0.92,0.261,12.164,74.720,138.058,11.382
diff --git a/modelling/data/abingdon-all/resident/common_cleavers_simulated.csv b/modelling/data/abingdon-all/resident/common_cleavers_simulated.csv
new file mode 100644
index 0000000..6b650dc
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_cleavers_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.104,0.1,0,0.01,0.0903164
+RungeKutta4,1,0.1,0.112293,0.1,0,0.01,0.103722
+RungeKutta4,2,0.2,0.118675,0.1,0,0.01,0.114039
+RungeKutta4,3,0.3,0.123588,0.1,0,0.01,0.121981
+RungeKutta4,4,0.4,0.127370,0.1,0,0.01,0.128094
+RungeKutta4,5,0.5,0.130283,0.1,0,0.01,0.132803
+RungeKutta4,6,0.6,0.132530,0.1,0,0.01,0.136436
+RungeKutta4,7,0.7,0.134267,0.1,0,0.01,0.139243
+RungeKutta4,8,0.8,0.135619,0.1,0,0.01,0.141429
+RungeKutta4,9,0.9,0.136685,0.1,0,0.01,0.143152
+RungeKutta4,10,1.0,0.137550,0.1,0,0.01,0.144550
+RungeKutta4,11,1.1,0.138287,0.1,0,0.01,0.145742
+RungeKutta4,12,1.2,0.138969,0.1,0,0.01,0.146844
+RungeKutta4,13,1.3,0.139671,0.1,0,0.01,0.147979
+RungeKutta4,14,1.4,0.140481,0.1,0,0.01,0.149288
+RungeKutta4,15,1.5,0.141503,0.1,0,0.01,0.150940
+RungeKutta4,16,1.6,0.142864,0.1,0,0.01,0.153141
+RungeKutta4,17,1.7,0.144720,0.1,0,0.01,0.156141
+RungeKutta4,18,1.8,0.147262,0.1,0,0.01,0.160250
+RungeKutta4,19,1.9,0.150718,0.1,0,0.01,0.165836
+RungeKutta4,20,2.0,0.155352,0.1,0,0.01,0.173327
+RungeKutta4,21,2.1,0.161463,0.1,0,0.01,0.183206
+RungeKutta4,22,2.2,0.169376,0.1,0,0.01,0.195997
+RungeKutta4,23,2.3,0.179430,0.1,0,0.01,0.212250
+RungeKutta4,24,2.4,0.191961,0.1,0,0.01,0.232506
+RungeKutta4,25,2.5,0.207279,0.1,0,0.01,0.257268
+RungeKutta4,26,2.6,0.225643,0.1,0,0.01,0.286953
+RungeKutta4,27,2.7,0.247229,0.1,0,0.01,0.321847
+RungeKutta4,28,2.8,0.272106,0.1,0,0.01,0.362061
+RungeKutta4,29,2.9,0.300205,0.1,0,0.01,0.407484
+RungeKutta4,30,3.0,0.331298,0.1,0,0.01,0.457746
+RungeKutta4,31,3.1,0.364984,0.1,0,0.01,0.512200
+RungeKutta4,32,3.2,0.400688,0.1,0,0.01,0.569916
+RungeKutta4,33,3.3,0.437669,0.1,0,0.01,0.629696
+RungeKutta4,34,3.4,0.475029,0.1,0,0.01,0.690089
+RungeKutta4,35,3.5,0.511764,0.1,0,0.01,0.749471
+RungeKutta4,36,3.6,0.546794,0.1,0,0.01,0.806098
+RungeKutta4,37,3.7,0.579000,0.1,0,0.01,0.858159
+RungeKutta4,38,3.8,0.607303,0.1,0,0.01,0.903911
+RungeKutta4,39,3.9,0.630723,0.1,0,0.01,0.941770
+RungeKutta4,40,4.0,0.648545,0.1,0,0.01,0.970579
+RungeKutta4,41,4.1,0.660497,0.1,0,0.01,0.989900
+RungeKutta4,42,4.2,0.666473,0.1,0,0.01,0.999560
+RungeKutta4,43,4.3,0.666745,0.1,0,0.01,1
+RungeKutta4,44,4.4,0.663432,0.1,0,0.01,0.994644
+RungeKutta4,45,4.5,0.656653,0.1,0,0.01,0.983686
+RungeKutta4,46,4.6,0.646396,0.1,0,0.01,0.967106
+RungeKutta4,47,4.7,0.632780,0.1,0,0.01,0.945095
+RungeKutta4,48,4.8,0.616041,0.1,0,0.01,0.918036
+RungeKutta4,49,4.9,0.596508,0.1,0,0.01,0.886461
+RungeKutta4,50,5.0,0.574581,0.1,0,0.01,0.851016
+RungeKutta4,51,5.1,0.550713,0.1,0,0.01,0.812433
+RungeKutta4,52,5.2,0.525382,0.1,0,0.01,0.771485
+RungeKutta4,53,5.3,0.499047,0.1,0,0.01,0.728914
+RungeKutta4,54,5.4,0.472099,0.1,0,0.01,0.685352
+RungeKutta4,55,5.5,0.444760,0.1,0,0.01,0.641159
+RungeKutta4,56,5.6,0.416886,0.1,0,0.01,0.596100
+RungeKutta4,57,5.7,0.387705,0.1,0,0.01,0.548929
+RungeKutta4,58,5.8,0.355981,0.1,0,0.01,0.497646
+RungeKutta4,59,5.9,0.321582,0.1,0,0.01,0.442040
+RungeKutta4,60,6.0,0.286502,0.1,0,0.01,0.385333
+RungeKutta4,61,6.1,0.250399,0.1,0,0.01,0.326972
+RungeKutta4,62,6.2,0.209926,0.1,0,0.01,0.261547
+RungeKutta4,63,6.3,0.171668,0.1,0,0.01,0.199702
+RungeKutta4,64,6.4,0.141002,0.1,0,0.01,0.150131
+RungeKutta4,65,6.5,0.117581,0.1,0,0.01,0.112270
+RungeKutta4,66,6.6,0.0998923,0.1,0,0.01,0.0836763
+RungeKutta4,67,6.7,0.0865840,0.1,0,0.01,0.0621633
+RungeKutta4,68,6.8,0.0765989,0.1,0,0.01,0.0460222
+RungeKutta4,69,6.9,0.0691292,0.1,0,0.01,0.0339474
+RungeKutta4,70,7.0,0.0635596,0.1,0,0.01,0.0249441
+RungeKutta4,71,7.1,0.0594215,0.1,0,0.01,0.0182548
+RungeKutta4,72,7.2,0.0563584,0.1,0,0.01,0.0133032
+RungeKutta4,73,7.3,0.0540996,0.1,0,0.01,0.00965187
+RungeKutta4,74,7.4,0.0524400,0.1,0,0.01,0.00696911
+RungeKutta4,75,7.5,0.0512249,0.1,0,0.01,0.00500488
+RungeKutta4,76,7.6,0.0503380,0.1,0,0.01,0.00357120
+RungeKutta4,77,7.7,0.0496925,0.1,0,0.01,0.00252774
+RungeKutta4,78,7.8,0.0492238,0.1,0,0.01,0.00177008
+RungeKutta4,79,7.9,0.0488841,0.1,0,0.01,0.00122095
+RungeKutta4,80,8.0,0.0486385,0.1,0,0.01,0.000823936
+RungeKutta4,81,8.1,0.0484612,0.1,0,0.01,0.000537328
+RungeKutta4,82,8.2,0.0483338,0.1,0,0.01,0.000331385
+RungeKutta4,83,8.3,0.0482432,0.1,0,0.01,0.000184929
+RungeKutta4,84,8.4,0.0481808,0.1,0,0.01,0.0000840586
+RungeKutta4,85,8.5,0.0481424,0.1,0,0.01,0.0000219846
+RungeKutta4,86,8.6,0.0481288,0.1,0,0.01,0.0
+RungeKutta4,87,8.7,0.0481455,0.1,0,0.01,0.0000269957
+RungeKutta4,88,8.8,0.0482100,0.1,0,0.01,0.000131261
+RungeKutta4,89,8.9,0.0483637,0.1,0,0.01,0.000379719
+RungeKutta4,90,9.0,0.0486823,0.1,0,0.01,0.000894739
+RungeKutta4,91,9.1,0.0492861,0.1,0,0.01,0.00187079
+RungeKutta4,92,9.2,0.0503272,0.1,0,0.01,0.00355374
+RungeKutta4,93,9.3,0.0519259,0.1,0,0.01,0.00613806
+RungeKutta4,94,9.4,0.0540758,0.1,0,0.01,0.00961340
+RungeKutta4,95,9.5,0.0566076,0.1,0,0.01,0.0137061
+RungeKutta4,96,9.6,0.0592632,0.1,0,0.01,0.0179989
+RungeKutta4,97,9.7,0.0618045,0.1,0,0.01,0.0221069
+RungeKutta4,98,9.8,0.0640703,0.1,0,0.01,0.0257696
+RungeKutta4,99,9.9,0.0659758,0.1,0,0.01,0.0288499
+RungeKutta4,100,10.0,0.0674859,0.1,0,0.01,0.0312910
+RungeKutta4,101,10.1,0.0685920,0.1,0,0.01,0.0330790
+RungeKutta4,102,10.2,0.0693051,0.1,0,0.01,0.0342317
+RungeKutta4,103,10.3,0.0696506,0.1,0,0.01,0.0347902
+RungeKutta4,104,10.4,0.0696760,0.1,0,0.01,0.0348313
+RungeKutta4,105,10.5,0.0694931,0.1,0,0.01,0.0345356
+RungeKutta4,106,10.6,0.0695458,0.1,0,0.01,0.0346208
+RungeKutta4,107,10.7,0.0707070,0.1,0,0.01,0.0364979
+RungeKutta4,108,10.8,0.0745423,0.1,0,0.01,0.0426977
+RungeKutta4,109,10.9,0.0827237,0.1,0,0.01,0.0559231
+RungeKutta4,110,11.0,0.0955112,0.1,0,0.01,0.0765942
+RungeKutta4,111,11.1,0.110273,0.1,0,0.01,0.100457
+RungeKutta4,112,11.2,0.122616,0.1,0,0.01,0.120409
+RungeKutta4,113,11.3,0.131558,0.1,0,0.01,0.134864
+RungeKutta4,114,11.4,0.137614,0.1,0,0.01,0.144654
+RungeKutta4,115,11.5,0.141213,0.1,0,0.01,0.150472
+RungeKutta4,116,11.6,0.142711,0.1,0,0.01,0.152893
+RungeKutta4,117,11.7,0.142329,0.1,0,0.01,0.152276
+RungeKutta4,118,11.8,0.140152,0.1,0,0.01,0.148757
+RungeKutta4,119,11.9,0.138213,0.1,0,0.01,0.145622
+RungeKutta4,120,12.0,0.136426,0.1,0,0.01,0.142733
+RungeKutta4,121,12.1,0.137251,0.1,0,0.01,0.144067
diff --git a/modelling/data/abingdon-all/resident/common_cleavers_simulated.png b/modelling/data/abingdon-all/resident/common_cleavers_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..353697d46cd8f790c6a9399c6b4cec1dd92a9add
GIT binary patch
literal 32731
zcmb^ZWmr{f_Xi4tNJ@%GcM1}UbayC%bazR2N=ZvMN{4iJhaf2_-O}Bi=U(ouk9+U`
z^}grB`QU{Y%r)0N?-*nJV$499*J3D0ct}uCP$&}O!m?0M_dKDXpcfF}z;9TFW|qMZ
zPCF50J2^{3J4YQG11KpSJ1a9wJF~aCBn}2Pwr?#hm>HfiF>pL3F}Aa_vgKrCH2-}C
zgQblTBbDfP6>t|sD{&QDC@3@?$Uo>DzU;S9P#$6u!UFP6i91Q~P6VT)eqk<qWd$a+
zY_&?S7~wiSThTdN7w$hqptyhQ6L}vYjXjOJ^?2|hCp6}#R#qGs*4@S~5r#+uh5WO!
zyCV(f=$NOIhc1prr~PNV15@=GlOMU}6O%Y>cWc)!IS5ew(FGAmebA>DEFEAV{}Bvu
zOoI`J{7;v89qJ+Ej}yq8p5PA%q^#bkBtI|dOa1@+5}N?Nn+@s3wY70_o)V%l>aoR9
zB`t+D!_hniF^#k1@6t+)-aM|SIeWVJMH4<;PG_@@l)Su}dHMN`Rnj&!H!Y91zhEh;
zlg4Q{e4Okfq2h-RS3V^(Yq$pkLrG6BRaC#rIoa&dJmJeW|4uI1Wiywkc)r?l-l6aM
z=7y4$RZ%pQ;0fQ|#el)Z;Y#OdtWmOambc#W6C(F>osVpm$;!CWm8G9Qi|p3#@m`D;
zyHiF)MEKwA#3*ULL8T*T4-ZGTZ!#K4o+URL-<4_Jtv%}JS^>8UE6{453o`OihUWBa
zFT1`N@QC%e+0r_ku^s3>-uS*Ue|KA*=rHwGR!eIy;^yWc%p<z4j`KhP9z7VBS@iAc
z<yLWTB8TmAFmr!+7~ie(YxW=aYi~}cH7tTcQ5WL0+;cTMO)!&9$ou6S9I9+4l3H&E
z`0n0aY)E_1qWTND-(Ai3mJjgKl^ga&8uZ3?XG%m-FftD8><qzfI_h_X64GH(y$bIn
z_LzAI2I<RRj?XXd*s{^)i>U5#a}pUJPXih5O7q=Ku~^+x^tbK3aRQmg)O;5b{sx2F
zdHF?=)G6;|;ZX1>*k<jb-tLq?Y;A3gEkhJOf6ci;VUL=0F}vqZeY7^9w6@3Ad?DrE
zOsX5OlIgmgqa`I3A}lO??Bu2{od!#E%qf-<*u->C{GFfNYYvf{X4CN^)ZS|IX{tDN
zo4`%H2Ph~CugMdIjXr()w0wKDr-X_=CLt~!9wp7I^7yH;Rr|YQKR>wIovP_frDDy8
zSXh+U>Q(~PLyzsG$tAznJ6ev4#Kpu=GB#h^_}f2b)GRplQZM!=auFZ?{$0VfpL6T!
zWUZ~ymCO3(71(PAdvlFDvvuo-w!S4LOjuYxyc5*v;&6q9g|s~ZRq2GrSB&ll51!D`
znQFmb%{DlfzdPz<+cCH9PoiUFRAL(o4o0@0fq_Sre@$JrgUoxkW9cC`J3N8?;$|q!
zePqrzaA&dOWXiO-au0s?7K-!wFs?b8RLC!9sr91%c=%;~-)LT8p+cwENqR<xLdCa>
zc;t|zunaoRX<<k6Yp^Fquh96eOM1l_ZvBik97*y}s0}tpatUMG#*#g5ojI<y%h7B#
z`T6-huTQI+6&&<S9ClPs_I;K*`Ut8{+R*syJ{lg(I?i_&d)%1XGlV~f>chjwALZ~h
zw6?b1wC^Nzv@5|U*E%fiB#NrFU6Z`Ky`kjhR`2InBk1nyQ`q9&Z-L3vVAsOdbV?)O
zcG@pFZTsQ5(`q3rC%3YiV5xZJ0Jmn`9)MA1(EAu`sKb4Mg72`4e0I~B`_lgFT8c+e
z5ua6_6(Rdx!_kQ4myam;tTbw#k4yHJm-X#=Xz1z9wbpLV=9TJxRFB|RV0uhfy#4-6
zV>;M2(0q|CGCF$1om)XcVYB7{->>5wze2g(P|Dw28+Uu^!bSYJv$~D2T@i=PbtW9y
z3WGJB%5l~{u8zO0_7jI~R*z}zdV0{5<?{MN5ef_q!<d+uo`V)&bnNEcmdkY)(fd2?
zn9|Y3O_!1y*IaVS$~ko^)}&1<v1%hISZpCFH`_)gT1l3?9v8h@^2tONyjWORn}!Z2
zqe|6ln>RnuJY;&UVVKDtbsp)5?g<8Y+#aQDihf97Xh9)nLtl<;#h7Sxt>(Tt{@xRK
z4)!o54UITQfT$+k6zl>GUg+bxl^@r-YHpXu5uabi^?>!Ehest?AM{0`FJWY-9;~db
zRcX38Ra;41=zyahW#<!RTla*98M&iVDw3ZT`NC;oQ37k{{e`3Dpyi1b+!_=rN<UYf
zLMcO{cpJ21%<fcxEgJlJ2-}=-H3!VoHcq*$R~ruX`AWr#q2o2yOPo*rQ3SG0i)ypP
zcG~u!Ly;2s*v;8Jte&P~68LmSQ9CLVuVIBE5rtY2X*&IY{fuAHQ7i0tW|ZPa6~=p+
zWAkO<kpnMl1^%>`H$0c<i;Zv01M;fm&B$o1cjuja(S=-m=s#w(o2^_hVp#hz`zv)^
z;jHEkN~{jPV(0I)MSQ6`V1jnt4AmPguD5mHsT}VCt3Kk5Vn(#n4nyHi-QkU!n4OqN
zaH94;iyeCq^G--@g0P72obU&p?|cX|*h-<78iH$jwN<z+7j5=ybFO;|{RA}!9r!Vd
z=RC;7yy_eoR+rTlvs0~O`)ur+gN;WHfgS7!r8vb6he(1bp}r5WIX?si5!Tk$hMvuP
z%n#)&F^Y+c2V9z2jj0%Mfc&tLQ(SDRH8wT1$$rp|N$3rSVxq<Ba%|k`yq4tHelzDd
z?`F~rw>4HMmjc-#4$6BVK+5)(Hnk48pE8R{N`A=5%*<@7Q&P9~C8wh5c%!D4&kMrr
z_-1{ZABydZ7cVM`&#Iemr0C~sto5#*SFkZNmv`3b%#sr>fjF0YdN3qLoI5b@epPsR
z-GOgur)+t9ec?|((9>fBNh1E{M_%wmRv@afS6R-_>0D?y&aNOJAXsfrS4+FyZsr${
zutLH)aTQ7;BaGP=2tYh$ghG5qvGi(LRTm(x5F2tWb%r^<U}ddh^jMA%<0Rl}IbbLL
zzB^k#$~htG$ZDO*I_Gva+r!)2+dCZxwm%2RuUr$7N(~@v`6qc;O`BKeu7KEWf9&&-
z*@*MKw>M$E!;XnoY)Z;rz=sbui6Ha(Z@e&{szAMz{`maskF~Wm$RbV0v9PgmfnZ!e
zg48Urw&V+^96GNiCntAxNLSn-TiJV_B#8ZvcP-JDfS#UyXNw1%qRlHvIKO(nU47)-
zVM)!wF?p~=e0Lt;LXhw7$H2}jqoA-75E5cPW7UR2I7UZ9BhzfUwxTh)u4dWzxvE;f
zI}%luf|Bxy1_~+x`@;U&nIj}Y^RAjE46TCsu5Dw5o^k?#{cL>#9*t-_p4ZJKY>d*S
zg+W_a1s%5qlb(!j9j+CVsg5sr7e$x=JwiwrN`sJ+l5*2GTb;XbZ=y8AZG<Tu&ndm5
zEctyGJiq?8kNrd3c8)&+-*p7zZZ-~~HVmQ)A96a@l1MHjdK=nVlD}Vg5{y7rac{5j
zEV;eCJqIDjHlZ_&xOhyYdUdFUb<jcBAgS8R);}WdW$e>8TLQ$w{NY9;ACrZb(UYup
z`#U*Am6-cYjm)9bZTm4OgyX||jS}UgJ=bw$;n1zELpMq8jdC!SGmEmN+1lZgxF8Si
zIK4<^gR3MF^sx~4j*fnW)hfE&IgxBDKc?a#jG)t|ygMWH0l{3UD$v4dBK+tKI&_@F
z@nJ8<lNat`53m{JQx4PwDP|V@@GWG9US{&K!?@awp*Ir>>x7-Uay-7NyZ462PD0Ch
zC5CVt|I<Qzq6c|D>jwt60{<>1tE!=1#%A>oA3n(Yj6kt^KSI3TQ7$&`pGwo{UpVv9
z^u4~m&LGM^z^6L((r9TfBdIptUuf;|5*)`!L|iV#Ni{`e%Xi(a6>F@!hplRtrY-#J
zFua7vt~8YkaaJ%xG-T7^ZvA<CU-!D-3x1+c%wNBL-K6r`C2FWM^=Dq!wC$)laO{_}
zr4}{kSTYPqK&TMWl#!mA!J2@xNm<Atev98VEgXt%^HH6!JCNZWa&$|`00%Kj=OFH~
zi-QBn0)lf{)AV4PkilYmV4m8DRq8&`YpBH0<b`+YQ2pWM-`y#+{nwMX%~G@{N_2W!
z`Q4L;ZsubM@%jmf>NpwqdRW6&u39GG+|^QT)qYI0I<wqbc=|W>qamI5wVZ~wm#&Xv
zb-<9<RfJWzwY?RJJDs*{cAK#5oD{X*@gj0!=Xa-SaSdMRJlOzq26uCL!evHi*PU^N
zw+4geu$Jsv<RWA3&d=0x+n{n38IMNDudA}}V;Ou;R33(dEkK_{34zT{FC5w?XkUH?
zt0UxWL{3`ab(a{iTV^^1W8-mTPoYpC?y?;rnkW}~TFcieI!>-nNhu@swoo&H5$YDk
z?;YAMyrYJ(W;yKpwebT;$mR>^g7K#g-V-phdj#N+#-Xyw%oK!UPB@nYeq2~}*($8g
zn~@TRiMaAj?8)$IrS<b(<|cuDO*v6xoneDMBjxBYF?v{JcBI@iKg;U!K7X1^^9FfZ
zkci~)l5>e*MYsaBHVVf+*bR4_hW#DbME=U^15DZo-rC`O!82UTY7TRj(naPPA|y%E
zJ_tOgzFR~#91)%8t?<MIv0RALTh|N1$9||J2Z&ZMOq)|b{61tFFFkpz;g%#O?EsrD
zz3%e$!4MO>uek7DKlHb6-{i4%*+csykl0iEamam!V8^2zjvqPlhAcT*WAal#4Uu?u
zQPnMm8_$jQWl)>9vX<;*5VDP3Ee0{lM=y)NY1uvXW_Zp%-e1`>*f-|fo@2WVSEcL8
zsw;y;Mv~0UXeIu}@}RJKPWH{qiL9Z*aZE8-Z!4yfRw%Z&6TEO_gytkL+vwgpoYUFQ
zK0O-R?vLOoZ?SxkTG&5CWA{J^#_=XJRHV6xDgDk#hEq0Sfty~nLR<vu8A4lXeKh98
zebLAzE}U>^v9Zb5p(j%g6zCTnP#6v9EbR+u@-S8oP!U<4>r8nB=vOTS{EN)m6y)je
zaa2Ae@G<l#`@IRRsdXHsG+a>s0KKq5AUzl`Z0B$7b$vB|H>cygw)m~4^%|sfMQ4kC
zN`g9*&Qj0B&Z0WDFf4Ymnv2$pFEpBMUIKPdujzX1?cmt%8?7OkZ}d!lVU?M?->+d*
z!dnHCie_O`BS7@z!}nSDRO>ZkG||}f8x5}_r)4BO?GdUen@o%hp3n8H_eSzwe2674
z`>>7{ONe4OkaksmR6t}k5kBp^juKkU?8NUS7aTzTLJ;?{aBWh39fpqJ6FlL;r240Q
z_g|xgVmH&T9esGSS#nV%I#vG#a-ss71ek@_5_fWsET;ox9IA$Pk!qLD4@i89v>L25
zY<Iu##G0x(E>sU)Tzc)0VPzcIqmge|ONo4j(Iv)#rr?FGQwnzqwIQRi_T(0rnLuZ0
z^(B(-uldpXq*Y`#eh$F^)k@%N$YX5H8RL*cgjp{O0t%0e1UPJ2b%KNTUG?ID+JXlU
zzeM1KI%s=X)r4P%(5NY~42Hr@eMo>IlkB4R{{F#>O6=Z+wH0r04mQI!PR<({8Irp*
zkGpKiN}N<=SYGn7I*VD(6>gG6&m7n$?@w+x@AN8QUypdB@#YX1&4`C%`yP3Dam44|
zV;L+Vl9Wm9MY;Tf;RWMkOpquuvtR0#p@wXrz0bD9y>K<S6-b>d!$v#vDD6pAm<7At
zji6ehR)LXSk^@`>#j;YXfJijr8oI+`D1w-yx!o=ttKC*l?Jm-YllSce!=XZwm-l;`
z7jWchTd1lecjog=Zkybsb^cxCEf=jVump5uyzA*cm|pnq(wnQ!4}|I7&?2DSFM&<O
zUgB;Y3u852Rc3#D!wIv7=72UWvW&cywsXz^mq+3fN`zS8PXud>EQV3*Y{iMuw~ch&
zFEb2x@&3FqHCfll#l?IJb(x1O395=66kzr@o^EO1UazU}X)^~95$94o9zrkoC&e7b
z%_wN?iJ?Qg!j}|9#$n=b4331Saeihx_Eh0984XQWL~QIT``z`C!Um2vJn_51XK#lo
z6oyHkKK=I0Ze6BR2#seXO<r7yl5cZ!Q+^}T$LGGntsY3-dB{?0&zVw7N@QZxySln$
zcKBUodVcs~YZ_~H(!d;n+SC5rLWxowuoDX1xD~h_T&fZ{*MwU?d}WD-hKBOqJ&;s*
zs@2pmy_e=jlW<Q%hT;Ba>fM?pR0ZDl+HF|LZwq@9O|}x~(LMYZVO}usdBa43fq{AQ
zU-iOx#sstyi$R!{e;alpBY59{TCrGjwyD3$d|JNtVFm2fv!24}m>3Sjf#kv}LR{S3
zo;Ym{f^u7l$88Qx7pwT410J`wV(RLNs&}9ubcl|Pbzrwp>TR(b7hQWuIl(At)#C2b
z112N2Kj95$C$6!-?6d4dn-5bA+YdTXr8wi*Rmu%RhT%I2iHLUDmx7rIUdA!(3|W3-
z*NoP(f$K!L+AF~7&t{&TbacEDn#7)f3C(ugn+r{_sFO%CHL?oT?o1L$a8aeo&Azl}
zfLVH{KKN)J1)%%!l&zxr{!)|Cyi@zb!$SgW4ZDcTM%~7jjE(X)esy(<p0E!dSKKKk
zy;S4)9t95R)E88bv-<hmNbd95#p@q8%mduE6Yf;f$=m1M((c3L^ntwRKZwhdWCRh0
zVC`7Qp9dJz*S&B>s@q1N6&@+ejt~+I#TLH9m=(74rG~@9*!n`iFNk1Geze*r$Dx{J
z)W?q3MJ{y4Sa%y7$>ZaMmsy;e5Z|A2qkTUdU2p~pX*ZpLFx|1sbvuurh15qGRul@6
zv>ipe1j>-073$--mPgX3hk{R0$bWHX7~t-JJxdUP2cJhEZ8t1IKTb2*zqq(C;beU6
zCk6Q<vw$z}qa#s?C$E;)5!azU(5wy6+Uoyg;h??^1><UPLlg32U|lf#RQ0HTtn<#D
zpn4Ur?Z9jXbCNYyCpeuo$0@6#l6z0i&tnmMUYDjKCFLPZKQSTyo@WVb<tfofg6bBM
zd4kJU@I2{VJEj#n!ZTl9w@Vr4%|glw^UXr$3QIRY?!D4k>Ijifb}>bST#LM;M*IgC
z*#7A9bm!$tZguQnRc>|vVAF{gD#<h7)m1}U>BdT*Dyc?$ztciAJE*`X%PT8y{&nlW
zsKsl7c+2+H)CJvFuY%>}<x5zT;*3p9B2!aIEO+`(Wi0mu3L77sKptlUw%G@RUl(b*
z$~@z6MD3;V^oW{~@%$wq_~Hf4&FN#Z=Tv__xX{%YJYd-#k&%<<a-WPnoMJs0!=0+;
z9fYRHV$yDb`p@71H<#QaXGx!CE@zpP=C%bx_`em37fj)G%lX%BAS7rhF66lYq6+&z
zKdQq4Z`B=1`CP99Swcz*i;s^Fu!ovq%~ycXc&V+O3TVBK40DRkf%Tz`CmGmjb0exs
z;E5897oo;RMskRcXKHQ3He6R$R-S_>#j#aT&OOGu$m_5(CBo5&@N1FVS?+z+eU-wi
z(HI(oZ`tsssBV)M5dnccD~I%%|K_HN<e%#h8w6GN1%N0r4h{~RdAGBVvyX;_zO=RF
z#{BX1523jg9kwS(A#BOJtDS1vyJBhpNOR%@3=BTQtBKd?t`DX?>IjmtG%2J58%4@&
z9jdCLBFAF>YOh%f4vlDLX|L}ivzS{pbG~9>WIzA{E}KQ7*=(Hx2%QwPw33%6Th#ch
zW-?p)hK7=+ruoaOt9b)BR%NzpudyC?Iu3<anvUl+f6mU%XV_?TJ<A&a^?M{Bd};id
zU%ZenD=X7K*&N-p#5sO%5TO4agIrWxQ!}~892pf=@k*ss*Y{G*#-{93IQ|tZz|v7)
zz6f$S?Wfwj|B0RK*$IXLnhy*LirSg3&bRkR#!VliV_<mf;o<R--8!Aq!uVr&IEjRW
z#O6e6s(`n=TB$jc^PxT@(!F3|$u&>!OJK9KNFgq(s!{}4F_l+3o=Je!e2U`a<m4eH
zX2u79i<z1?H-(n-O(w)TIy#%o$8%NY375Q~52l}I;XnTniuV~locKc`@p=fghx+vp
zm5?O?A4r^Hq4M+jIXN;@f^r0O;t~>X=GhMYtr!lEjy@L@yn6rsy?jC}qgK)F7+^31
zLqiqO@crgQL_}m&RrC58L+w|3VtN=-9pAlc&^I#5x7R_NpgQhI&60?s%C()FnJE}+
zt3qi6BvMXjerhVeTSpxrC!#t!L<2)Y6guIh1OTxYQ)SHD!qHjV^1K2Ik8Aqr6bwqs
zM5$g356S#v7ro{QG)R7P_+eIF@3<G6mq%;gWVP)#_xA1E9@Ya#A<Jt9?Q&95(#`t8
zuO%wiyvU9IXv9UKm{k)hmJ=jq9fSC5HJO>hjmQZs$FE<#l4qO<(<x`4XXi^Yf9#S$
zs8(h6wpztldp%@FkeQo6(9&3E;%N~yJKELRo@MpqZV?7MyfJ(+MyF#)i{<_CmJAK@
zeYfj=rx5lg)BC&7esf}Vq6=3wVf%PLE?Ls4-F>W!4=LPHoe&?xvV8*-sf=NN;^fM_
zb%q!D`-Bo`;jg4RlYlgT0@!`SFfvc}h#Kn!e*tbZi_;no%su|bM)=B8h7l0)#KEq2
zVLHszTKtZ|AE4_r4>!Pl6#Nb_eTRU!qYJC2Lr-c6iib~@M?4wB_!ViC`=NyqM%Jh9
zuWJgf<Ib|Jlhs`9)++>@oQ!KJ%?hlK*}~0=i8>OOGVt_`Q;bZHr~VyzyjMh_Gv@Ix
z;GMhx%F}3UKAUqLHChg{qQ#r<?D|eVqQ>?s>}l6BecQ-RDY7}QTLKCR&*ItLaW-Er
zHbj>}IA|3h;iOcH4Ap)?yyfVOwkcI;?+b~?nZpm<16S%i19`OBcu&T#evKFs8$Gk}
z1RL%D5w>we0>N{k{JM$>KAgid%QNq&AGQJf9`^6wJ8Gkn3_Z4dWh<0Zjr%(lXtey+
zik|rbLg7DQw*-#lUn3|n9cTF0Wr&dHF@poB6-h-!<=>e|u4`Z*`#;G*MFsai$p9Ro
ze?)OBTK3nlVvrp4pfz_PpbAuBGuu=XNWW$((6r=1{9oxAGB<<Z-2H20flq|R#N_^!
z)L!Xyh7$gJl)tpI_D6mw_@e*Gm+9$b|G70N$7KI~Yf=&t&wu2a?DtFZRzGtQdLmM&
zaWANF`z+oUrvAz$HE{Kwfln%`s{V7UG@y<Adz5kkVPXHBO9uzmf6e6|tJ>-f|DOp+
zD<}y5$0#972N;+CeBJ)h(LeHdOYQ<Y76D|rpWe@YPd-)Va$-`RpiP&<R{3+EQWdoV
z!VRgfukSy%(q;j31<6J~%a)Qvm>T`=haaEm`DJEh<>`NSK3XNTzCq(X=kMpeGGpP>
zv9qgq_3^n#)A{0q;>x%hQK0fXN%|uR{>;H$ATt~6&eZZa;QWAcKb<t9#fHdlGN{W_
zm8Lv%ii@0T)fS)MY5KUxnQA~vhebRu-Dg?SDMgw*E4kUpoBJ0({E1@$Coax=d#;De
z<xl{x`cqI{oCX1cTT@j{?Q>q<W`HviD0??oxMw~&#eo`M*5;2AY_K2t-F9hbW?h{s
zL;ZG{#W)~SLuWkhZv5%BDotVl#oGlad--ZX4UHsW5fO=I_ZxkX_e_$$eS5W{zY58%
z0H;JGaXIF>E!M|V53ReumX?n5^n{wMcPzf-HW{IrEH?_XVHXk-qNJnCZ}fq-Au4@J
zO)cg|^i0<Wlx-5u&b9a9;qz|_luHF~=s7r4KwUNJ-ddv5mI-hVDiJr0mzURb_iLxh
zqP8D0wGlu%Ds#JXsN4-F6&i8LS>4^+W5lF>E#EmiJWPg&hzJpG<~~0+9wZr6G{b+D
z%&jt3ph7MsC1sLe3`*{V(Rnyz9Foe)N}Gii=o9BJK8R&+zf<KF7stiN<7|A-4m10m
zVtF!d23<itxOv6SU}g%auT9HyqKRtDluP0bXh1j1y7>G1_X288ApyD3`g#y2n1Dmp
ztvEeh@a+RB>jDx=N)b2W>3i(hklOoG1}Hj5vsQZJs@HHxo9)0s-f_Xk!jgFVHkY%R
zeJqAfiMHNz&gs0Xzh80d3sH&GdPw5f&lDRPVW*5X&3fG7i`A(hBa_OjH*3E&CZVU7
z(caOKx8$9b>T!1~saAozkhr9-jXQ-D0@B{v;2?g4^#sf?eJa~&(2Xb13JtLPS?gWT
zEKX#w9zV_sogL%?iuEMbt;KrCJggZj1%<F1b{!6D(7b=z+5V5VQR^>{xwcU7efn@*
zmI&gaqjTbP%Khd5Lfi!K&+PFU{#tf<pP*%hUT-Y@4(kIH<i=7BV?TePbrgE!gs&`6
zYdRqD@32nKvfSg;!EX>Hm}j}yjG+z_<^a+x{+i!-z*4>F0+IH*Tc+v#<Bq++@c`wx
zVho-G@?h5(^9KS;evmER^X((EYsGDXWz!S387uG2d&!*ko6kg`tjVmGTF|_mh-S8}
zZK>wGTwKvib~JL>PR1g7dL&P@mnE8o6A%_aqN4{Osj&g%Ix)LjsB}yxjGqw`qc`N9
zgKzbm%S#A`z2yVa&NmCx4e0ebiaGCJhb}!3CV<y!84u?Iu8Z-DD|z!0Q08Mn!DhdH
z`gIKm+UoXC$Wq`LeWU{IpY=1Q&D9A&z!3x^^m2HLzZ1Tf_vXtA;8d0N0M)K}f{WPh
z$BY0Gwql+_#N7OL_a%EkS$=XrUS20riFNv&O9QDmJhM~W>+l+<2!T>);y)0C&3G!9
zA5h;)^Ky~rci8$Q3>C=3UwiLAxwSG6;g8%3vdqs={u5TDO7f)5asC6%FcD(>`&Ypi
zPyWo#zwh84N{%&KjyM-@_tEbD*LoNjdL=(uwO<1oi;!eIrwoRAC^ymI%>1w5-u@_F
z{8i&$wZbp#R+69O@)uV88~@3zPggVk=Yy<f6a4?mZIECd0P%>tB4uWd`cGB>0?vOz
zc~@`mKe7TqcYkH!p9$LtDI_H1ApwC|f4})}5X33l4KjF<*?iONe=>Nypp+EKe}?*h
zB15YM{{N)m0=4SUe+~OLc8?bn6@~lvtqIzWvNzsX^8AL9dtcfgo$k*58zuiWGYj%o
ziAepAAjk+%O^Hd<=)cMj`^-qWRt$|vpc79@m0<ls>zL!(*i6rSLHYfkp_W|5{jo~%
zFkJ-va(^RfTL%lFKURMg>Y)Y%(fsGee=HY0eaOF_TNep9I{vd<+B*z?WZvIypr>n4
z3@T;9hTq~zb8~ZnnTHxgcCJlFV7Pb+2!$wMlfh-TN^Q8@%-4KNXPp#5E+)&%DA<@=
zSp@1wwxM?Dg52DQp$xHJ0E1l#LV3a2|LJ`JVYS=R{RqGI_Ht__h_PwkNiA>-K*&Eo
zZ5_g2it{~NTB$f0;;(_^#N~rdVx<&+6nrXxdy}{?mZP4VPrX2^iY7n<2>a3C|KRKk
zYpAdoh(l&1SB~qc_maQ3w&PFyYx~uFQDaa;x**NbT(A7vQKRXR0*koZ%lsFMqcgOv
zUbi-jp28ey9t}SC;r8un1xy#+bE+NF<}MeGP_+dFypDl(+V&i{T9lNO##b7AZCAfV
z0LXk-vhp`hj*+gh-%>oe$;qL?(wQmI@m8f~W|jj*!gM_$pc=`!9CxDuq(7MjRaY-4
zK}P3+N=ivW!Vk7rK5rNvi{$C{WX9BEJUm)ZDMPBK6Sie;U6t3bLoc~?+Y!2Zd*!67
zaU8<_mB~YLjC6D$_6->z;Tl|@ADC$Pw~;owoJ7{tuunF*)vG#og_D{zE-vaGoSnr5
zVp8WVS-gE40Z32@NlDpGRN(r_ocdty4ZH#Qc~|i+h||IVCC?SyvI4Rtx3Dk<7+`V+
zApRn$1Xc+*w??36iUU?fAMAupOSh|2g)7yjceR(ujlkxU)fBe$rE08LtN7M$&kOu9
z_b!46f(t%7Iyu!K6LMC#Q9-STEcthcTA(*6y?K*X;hV*-7#<m!-V|mIofvd|{SNqX
z<m5)uq(rZ@r2)%Yrq>zj&=~aLLuN&Ve3BNy7O0bBH2C+<&z-velgfXi<%s4FOYfy%
z3W6&9{(k~xGhJQXtAk)dF2zY91BJ?`^ytn;FJm4lu{c~@x!fiYAfg;cMKr$GmrOyZ
zUH$efvfNzHm4|5}>lrP&%aS8>!dIz#r>Ghr9q+Xbx}NX<*ksoUN;>gF`C<r4me7}y
zk|Vt(Du5-x)+`}zGqi59cITXadMwISWi~l%Q7+E$?6|`r4VMTt%~4cTw7zc<&-17R
zR2vQnJG*#Zdp{cX@vPsCBV3DGp>R)u?Eb(k>UUN*S0~@U@|>$-{h_K4DvaPGH<WQt
z2()khdNNc)b%a+sYQXoUMrqQ4L3@UY?|NV8BZsYF^%j2)s2O{KFJ-oA8<@)EoV{w4
z?N*>1u%O#T@YztWnF7{Y`-s?#7Tp>TqV9BUy|@oWs+J#(=NN2Q>)7<9YCe3p&L{xw
z{_xQP<LA+kLwkpa56F1JzHmK+-~GB2qL?XL=EJi0XjCx=gc<?+H)h13oe~DM7&sRo
zgS)_df2-#LCg3$wu++A=kZsWQ;k>E-P*oLz$~)nb>&<UoHlxeD8V*NQRh;^^?w_Ad
zDbl1^u#<3o$XiJcW9@a#KU!}6NUksMQh+EXfIup|y$kgkfB})~M3oY4FV)utJ2jYl
zo3q24;nVXf#ff~vm+tN+9w#4=P&Q9pZ*Se7Kj#r`bhlq6akjnC#NwC<S0cskztJq>
zAeGxaACd_~KDc-pIQ>6F-_w$cMo<eU+5~O$V1KS_k6&r8K&5<YycxJ16y|0K9cR*P
zgp-|Dah-vcaiwb7f_Vq0Ye*m&=76Zn@p`Et<Zz<{CNJphvnh4gT@v$hK);sJ;EHQs
zbW_>--Rr22da|(H<i(8BbV^P8-qDJ8#R(I;zd(4a4Jye);t0<V*fqc`IC|x}*Qn&?
z@cI;1yx<zx+Z0C7VD8JHu6~Zw)J4Pz(nE$LnfuWi#@3@oXY+MHdO5eZGw&UrlEeq3
znCv1PI!kpv6?;<487<N{p5|AFy<0O=hFU*q1xTq7yH(8r%oqxhE{=9Az3@$X!3~r?
zcFVq$^~)JM=KYgx*dftJqMvI-(xc$0dg`0w$;xkQ)g7?LyC?@3VmvhXRN#(3EI%Rf
zK@ZZaMIb4Kr-2dV9=Mi*U;Z&LC7C&Mk&$Mzl37*8xvQ%!o7v#_J#e^L$!A$<q}O18
zK1%9}uD$=)V?$_Y*o;%W1A>?nDU)`F8X7u93r;srvD2u>_*8p0x*vkYgJOq2iN;{o
zl;=op|0KeH6*v6Q+KVbgS7d4*^6@gYbbZvhTgsW8DTMvH)YuY9mYA0^^U_o-oZKqq
zM_2<1e<ykf%#FYCatgJtT{$c!o}xYBdtvJ%>;vbjZV^o5e*5WwmaL{eQ`G(BR8_&H
z!{XOiTZfsw*5$1e&@G2%hH0_6ZyL=wWS(G$NJUXI5-%wnM8G(8+rIqVl&j!wZQ@aT
zHKU_B%SY;S&KaY*{}L#XS=!&OBxeTlU!KvdF;YDhzqOiUD&FEDqZcJ=)UR;4yN)FI
zSY2g)t6tCltMCObUgP^F2Rx<P^)4Rc$7zu`xVn;DhQY66w21KRY}PzjyZjn#<fg#s
z$TS6fznr+FWcne|!fhDaOLM)TS6#tTz0~^gd2EJw9Ja=hFJ4sl6j~NX)pa~Bh4}@-
zAw?f_ElPW1!K@OMmKj4dzXzZ5dU}Kjkrwkw$B1<o-!>s(I-D<eDT&%P)F0x493UOx
zV;q?W7%UPrEmtRA;6@S{AT~z$v#%{iY~JuSPt%*8#svP};$W>w@k%mEB%5Yrb5<`K
z4_*vBdgl<s?0*^?)R~1y`{jDK@kDlBKdeX_koM0Zq&>(Y(LMDMM$K=7Zl&;(3$l#L
zKh2%><1jR)3yvhVdZ=YO9*>(9?!W=vp`8UX0W?pZq#at26&EPp)-z}|?pf5am7j#7
zpvA%)h05%u+!@9d42(L;mrSZoqijkw2AV=Rqn4nmD<^A-&==L5%b8w?&pFA*%3P#-
zB^6h6<dycXwmzq+3>0b88JklBOhi=#<e>QX&3sY=gwgVBUDI^7qgPtVyn}}>^Bw}R
z6vFp=PrsNrpIq^zlPeBQG00eMN~wD*(dr@rY@K;%u@JN8n9u2&@m+7Z9U3uqoQs!C
z87l`)+M`mAqohs;t8nMu@263&wV{mRd!4tLuzX_RI(n7xnwZ8N=iWAq%bk;Y9pq@_
z`58JN4i->y>QEN$K>hxpvAOx@!_Mx6-ZKdWw{pA_*Z%!E-V8P*`FYzptCQP8tSgH8
zR7txplB(0tzo#KQK3;q!%zI4HzoGP9ip$-R+@)juNgMWY@(iDVdvr_zoDcW;#$#)C
zg7gQ9-&GxdPsTmQsm@L`j?ZO#+J(Zt_j@if<lf2d)ejKTwnE<??u0&6Nz`~+r!7)w
z@8<$xUm#0sHeD6cLk!>1HUFR^Q_{&QReCe&BRc7L(uh){*rSqMk+32;I+H?X!0lp=
zgFPA$_D1nL%@G?`&Y9AyZStmX^hT)i<lfJO5Nz-O_2~3dNCE|p@QQ~1T;0v^#4v4}
zT>7Z7s@516=L>NQF4q#5uqTTqc%QzGm*xTGtudF)8U><0(bCf9G(6BQX`iN>s`Dt0
zkG5_fW^777i@{{hv=po%D0pkeXu8y^tYS(C#GizkpA;vc^yTMZ$JP|Y9du%R?qBx$
zW_+(0<YH>ka<?~B8`%cIG;^vm!&7lgRqWS1p%X7A#h5$WtcAXch~Fm}@_o>mDcRhP
z@Fd?nay)jELj-VY%7~C50ZH`LN*Km+=MAV{T|6$@kqeJSAMKBo2h(VWep+c)Dy<u<
z6ZriEfR+(j35$?sBMAT0@i>N&tyZhS!DRp^i5A91L|jB8s^PM6PZZisz%&U^j(<Oa
zlvES`k7q&EX!duSyrt4%@E+%pbI`Z$hg(8#TCkh@A|#1J?p?kg<NV+EEG~u7zc+An
zc&yO<$!(=a;_~1;8SQqTrE!2bCU2FssK7E-sp+VXCbihO@WHQzdqv8@@v(;(Ms#=n
zt+%U$tb9(DOIs_84YbxJgP1-16<$+%<==+{qDj)LRmoiF<=mVd_`z)6z-Gu*j$buI
zJb7N@m?=NXcC{R!tu?F)|9eV<$~l^49pXlEraa{Q&mPZ$!Z#{m04Hazxy~+Zgsn1u
zmI8>$sE|noWEKC4YgZ>eSmgn{Sc(Wzuc|@(H!Z>EOe|bouK81jya!nCq)fH^e{a%}
zkr9~-B8NNovZlf-$BrEN>GhC0PqxHitwxU@(*$oV-ePIBj#r%8{~Axcpnw2$%pNq(
zMSXL_YqIw+%fV?9Rl`@q2e=Q3F`m}KZ!I55HGOy28kvgwwV4E;e(T(t24m`$j2%pc
zD#g@kg|^v=ZrZ%Do!^!nk^wk&_orM73VPX#j6qQENV5@b-V!G1zHBs->W(f+g<?Tp
ztxuv{d~lvO)`avs3IG=yObj1VuVb8~wSsrM4{UcgjO(QAUQNKlsdHG$9hKNSXsyvH
zrC%e_h47p5w>0nG8Si%<V{|_xShrMbEav;1LW>@Pu+Y(fRLa>@Pziy5Y(rhpiCm6F
z$2-$Xf<i(Dhs)h%x?ew#7u^9@S~nmR0ZxAP{Q2``P$orPUb+DGmVm3Yv^07L;YDRd
z&ssug@p(CeOLnJkZ}1y)jfDZmNlL}exXM!z$W(q}_k`GkXWXxLAo^$bCl*uv<Mkm3
z6nsKUyJ>R+X$je_+hVA^9V=8@Nx8eup6b~1xN|M8PC6!F-^_GH-=Qrwk8JNk{|I8&
zcF`H*Yt#I~v&jyaNY@g@g5YA)9aBhP1|TxUX%VsZhabK^0A<hLom)ABHX91yo!4}~
zSYa5~s<X>Yv>TSN8C6iq&H2HxmPoFo>AdnL!>?VP)ncYgZqR$Ec`Z!x&1{OpxT~^c
zMdEXsH>!kW#f;^r$5u^6mBo<bGt>fYW@Z*Wny=Ig(CT#D#nn~*0HFG|4!Nk4ozgEu
zf9$U;FLyzl*$^M#_>@!t*IP4-7+5u=(W@g=d$)%XDaj+!-TS9K>bVxiS%84DA*f+3
zj`j!n4p?FyZ_L&&y~{ptFrThsX!h<RZgM>Arq1Wo0UW%|QV1JS=>r^zw*J62V4t_(
zMjFPvJTa~R7*!;8r#Q-%zdL{6wm3r;f$EaNS`&9H9UPt*iFYxu$z6NeUWMnSC<I^V
zh6u?LaHy$tPc<8qAuTq}s~?R<JRy8_5Aej%qH*tg0tnBe;cnEQ$YFDLb4FbC4s-%N
z#K0g0=uz&%$KKu^G<kexU=q#s0-X0-bMu&)nW_tk&S2b(Qxy%3!X_@KeQlL`hr&xW
z7ni#G_wRSjHM)+jy~z;mPUdlqZVQBF0C1Vs1ranYj6N4;Y7M|32dy#EJ-xk@?Ci=r
zodGsf)YLEa^)sg!aahgbA3c8D0}wbR6O&8_#E<JMH1nsV{7e~c3kw@Nf1TFE_(#nT
zCu#}`aaq|&P6wvH32%O_WdqhfwB)ezpIWjpehrh(m-~|yZ=>*nF)=a8f&KsOUY>vw
zPgO015yl14t@F%UePRp<=%e%dJSCR%yeE7%f{r^=pN~aNTK?a$+_H*_R00A5c~ZS`
zjFuiyKuV4!<Z`Ik3P~Ip9+tItw=RG*5ja3ME-fula&f5@K5%VeO{-2xNqP0@g+!7q
zcaAoX+4P|6LW|dCjpkk6PD3&ew*-Le*<?%NcAW<Ta)Zqt9-rx_kgfWy8A_1NeLMPD
zgKqF$!XN+{CTsBh+{9j;{npe`t~MaMgZ4lJN3MV(yMxePMa2t)1b}7P+_6h00YP-4
zv93Gu)ScLGPJFKg8MWkVze^jO4zu4Jd#6)Z+g7k0U-uIXXNMtH+-)rqiAEO*2oQ%M
z1GM*a7p_B<%6f={*<{)0S;I81XHoav9}FU+`48f&0{Yw(s=w{_=4#r!s^0W|DCSz+
zPejZw^pp4oc-Vb%0}trWV_z-D3C9tPjepYLFIugYPw;eR#sMsME16;;D~EUY(eY1i
zAJ9oVyhKOqI01riFQCGw<Fs6NDtokfFV{2LnrwTXWOpG_Cz1di$oQ(v12keC9;Mu=
z2O{dNOWa4Nekkfi40phNPP*hT#yLE-8IHO7G%`I8&e`Bpm_sjM>wEJ?j-!-N`7k`j
zu!km>KtJACX>|+IdU|Cse`9WSsJx;gE%kVmd*EjqsDn(;>}Zjo$CZrUalr$SwvIzC
zC$jDB<sX3$?AE3iyJ6mQHY1eY+dAxtIl{($NJEXvemm4$hk@~sM(MRl5K{ADV<o&d
z;A~?`qhSza?yY{s)`}k2bd~azwyfKr!g~KTN1F-QQEGvjJw2WR1U7EaVsr@D^L(bG
z_plG-#~EYsLrF@B5W=F`E_7|xl-h8Gq9`Z^-A?nP=HiJ^VKUy(QiBq)!0)x{)jdcq
zmm+9^c)y8Ux1ZGl0YIUd{Sb9^AZ4DH>HY<tC@SJPaPrgqv_0O6^|wI!CluKBFV<4n
z4rscDm~2$L?)cj;d;82UV!xNoOjqVc&Cww9(9@|jdaPVk&5+ThMU6E<3RvL`0g~z&
zn;;i^w)Hk#isN*I7n<#k{JKv!x<b=UCN*TqK~ZT_mtb>eH+q##eHJyqhSddcde*y_
zg%aV@g<gtO_tyMpLjK9;x8%?aM=*jSC;0`FzzUS?-tNb6Tx#;~y7GPP)ru7%w-rc#
zA|bEJdepU`)7|;1U8&7k9-6pkSD96uo_Du8DKDxkJ}CTR3xM-T7fF<dVz}e>kaM!8
zSrEk{o^$5rvy|P))l9^bNOX*+urVh)%-PD&gq2m#e-%RkzI7hd`W^YW{9QwcC`jSG
z)P^}{#f+wOk}rY3EC`hZiG@+6ter4{j1@X&u=~e~R=@Spy4LJT)1^;UBvY@Aq=9Q1
zi{zK}yh;T~){b9?N|!wWIc4+_U3_d`Jd$ttF29%Ma7XJWQI*oG)Xu{@yD=_$)>r+!
zBL=sOLBi1Xqf>d1%=gL;YOOCJJCXO1xjSfv86oh75V3M~I_^AzoO<89#DyQ5(?=`%
zca=mNcL$)I1yFEq@t8_ZYlowaElVggUX0@>RaTKf9xTch>RBs`;X%v&+4uyEC^0SD
zJ{FVb`_mTng>J)!g5qM2&CL^{X9Dyi^kC#xQP#0YSwiR!Tk%eL!3KWf&Cm1_K1;9d
zfm~@4XbmW{UJ_+_*$KKiHg;z*h+)ec&?Ed-A740#l}74rGMzp4s0x~+LDUn5*3zoV
zp5|z2^zBzw!+@lxKva@C=R0s_yTG<9erPlAy2o?TXX#E35e;9@gLa{w`n@JPNR!uW
zDOWl);AvmfBgQWHCwkM`#5}?xBbU|Vt|A7L?WF!m_&$7B(ITEoUH-^O)p}9o=+Da8
zPb~`{V)_ZJ0ad_fAhf3UQkOCJvkU3!>HWOt=;){+TkFH8-15!41v(OoVLu9p1RWbQ
z1ihCRtv3MOaN1+~@~le&22;v3XjfJ3CkTZM+yOZFWf4(Ob{q)VJ?b6REEgSgQ86$u
zs^W+=VsN1D_2X?$Uh{FSgEh#qfx@<+m-nrFCOCn-omv?K8Cv`VY;Y@)n9VK1#<zu5
zZ*#_;F&KqNtv8Hm0=GnA%98?n0*x8^l6Uu6(k}~FR{PM*;0p`y|11^RF@dEJn7O7j
zoyjj94_ky0AE2hrSu9XfS77P5yBZX|U`>z<3;Ul-5b;@{@AOnpb0SOdiq;IQq3i}0
z78&Iz%Hc|E)uaNjY7n48j>pEvMwMbyPM+r2T5SHA5z2}B1$O-gA>a~~2tE;?&-2AI
zGY4o?R3ZI39j~BS$acPs`=@(k4C_%mnL4^CcNo6vk#HNiZlNhHFYmfKf|-^ur33Nw
zZ|ruuTiMZ2Xjr;GxJ{f)bYm*kD5ux9{7tCt_6mLv4X!k5Owsf2Y98_6`H2+$;cRH+
z>7_^ejXLvZbEYm2u$RsCm?^1z!e2v}045-_Pt!J=Ddmo^REkT!%F+KU>S~bU@ck;<
zD=_jSI)lPV-{HaKyW-tx3)KXa|5e&Rnm3Qp(thMY6q~tPdIIP09ltzJoh3KSC2VnU
zE|GZRAD8D86jXdZv=VNb+PpbrbQrlBM#KfhHe<r6QqN@rQt{4ssA>Y@@4J_5eS4;c
zDlaKu(C7mTo1;S4;7fQC8io*iB%0;aND)j}$%^?u6dw~~@Ny+&ojA+=0m`9fEqeXt
zO%&!-ofqF^I3rf2l;&i%MkVWm-`AG_{XvbkImhi3Z7=k;GJkIAvb}q7nI_lLBnEA4
z)fqhf=+x6+00*7XYomK?t+Madx&uAd;{Xmv-}Yp=ie>>&4bJvVVC|K0Az%yCXy)11
zi`%+hchAV^RU`Ep5~vNu8c`Ss60&R<93Lt4_V5@G&8H+)vcmixigsuFPH|ObjK?#>
z+<hvCk!ccu+!+YIuSPf4&K!9QY!_7G{za!ikRoU;RC_W%F+=;ZiuluwUd~y)$4-``
zQ4!||%JpQ&Jr3pX>qBmn8m5*)e{UBbC$AV+R7rcGatcwuuC59klU)PR&z-ch_-d*v
zH>0&9Dd@Vc5E2Oo7%B>*wd``PdvS$aa#d&>LS~P7WgqPqV%37oU)xGDGFAV-fi!UM
zMK6~iX&EKR-F_`{ar_EUE9G+v830SW$`WP6cKlUcv420LjOLso>Q~g|M@n?r<TNeP
zuZc!_qgf{;_I3jh5Tifpg|w1ffhhEs0RI=+Bxq$-Vjg|BDRZ!fc}bmv5RD5iC$}EW
ze06e%o$w$tCvT4YDs^nm_cw5bm{$ERJXWzhs-ot^be&8pf_E_K`U+8<En|%8zUEc}
zz3UedK&Mzx;(G|;U+<TEyzp=suBQeY7aR^QIv!>mpFhUl?)|R5QCK7a(7)l|d=N~`
zq5JV;$lj28L5QEHvnya?z)J`WeiD(dUsw4a236sed&F~{6>A*tBK~N_L5|FtYpxu=
z@fOJWa|EC>e~NB?c+-mZZt-Sgemm=|)aq*{^2uEsc(}~E*23wmKOb&;rdG~%Wqg+|
zs%(lX5EUgF@uPKC)mKy(;s+|Z&z^Jgh<;KfI7}JcB}5kd%abfj4sQhvLc`UTS}fgX
z%iU37pO%9-WdMpS2mPJmpl1}Bh+CQWYMUA0)bJu@$jWaBMN%-eMDnqy*{-Cul2{gh
z!}4#lWrh@8Sfw)>8%d6H5fJMi<oyB=kv5o!M>R_-fl5Tgob7u*XvplDG)kd&J>8A~
zy{TGd<>f1o8m*$Dihx*G3fRl29J=qAZI6qSj(HU!jBdaJltSi}e_~a{)UM~>lTL-Y
zfGN#Q3NdSZOXgAYLnCGw;5ke50bUtUi_NTDD!cD52mrrwG6bX2+Bi+U&3@7up&a++
z3+tM=k`3Be58xsZ_s^of!zb)PZ5CDMGkdEutqy93W9{Pqo*fu?^r43T3!L8F?0FdU
zL_f)UPy;#wOmz4CiQSb|RaF}%Y-|cz-c}18qt$vm`ypV+Cg$3xvC<>tEwE}y8(#KF
zwAw7{?`MER)s~P5w3%7x;_x1Tg@x5{rv|1a`<q4AuB&>0b|H#y9OzysnZ5z?EwFJK
z_+uY1czLb93S8Z}=A*N_n-Z{8!u|M|TqSo1LhIeBEG7T%1h%d1Ar%%D0<RJUW5fP?
z2y8q*STX>1nZxyrusrTBMe+Za5lbKVYGsv_sNcMKGhD32H~CA&-C<^9t9HX93l_{T
zDpH*P3Kjj^<;=P>Td(9s#9|WNqu}!kjV}I$M%gQ%BEB^=aI>_)+G^<Xb!g*^GzxCO
z=pEzRXb+;ir`AzNPJ<p3(RD4>Y@}ddcn!LJi^d3_>j$V7*VHJBC{e#o%n8LuwG$M4
zKm71-q1ME%RGT05@Oi?gPa~{Dz;DHt-;4rUVoXd;S6aMaHjjJ|G4;P^Nr5*}Fg|<s
zY&ct*coH<`UE<emSR(_}sFad+26{|J{)t7k)UXNbPXGU6Q79O{eK)fQ3+l^jYcEw)
zKHi6g&1J>iX@e05mb`7yC#zw(oEaM%n|BnXr%`M3x$MC@;X@4iUWb?*d+IE|TwA2Z
zo9k=+;Y^9mL^d|Im%#8mRh4!I#yx6{i^iqwI9q2=`<w_LKR*=h(|dsN=*))<J#9m6
zy$p=$UI0*N)Cg={`P*q(S)v;uH@bWz<m5t=zU6(pbB$_wd3g|eiLgG6?a)jo;T-$~
zP*erE<BMZjkWTrz8;%QkBTOfv+I9h(89J-pdWdbXzfi-!EX|_*CI9eTWl>aitzK7I
zEF45&?YIa%02(ezi;cP(astmV%e^(<ztmW^_omv?MHmxVj2h(HL0wAlHAdPAhFauS
zXiUevK)1cB{?3xV5I#4-@InZE!>JfU?1&th>lk>PAE0=6JDs<Zrn3P@!RZP>YlY9_
z0oYtG*&~@p>nOGQ@#WMY#pAX%5tPB36!t7{*khLrps3-0K~F0g>x1Eliv-lJkULFs
zH_R_9Tl2|944Z}-<#U}c72Kj;y)#Y&oM#VwGxwX06ON`xp1<-`Avxr=3Ed|^B+F&c
zW;b<`RH-n2bM@S*`#hMtxu~TD&8c5`07{y{$pxa=IvskZ_A@SOJUyQI;qchvM(e<c
zj@_ef%dG(@zum_ePd0B{^Fy2Q<A0xU5`ILSXlrNi4gmS{<E#V=SyJU-Bsj<`OhCb1
z@8)(*NV*7GxD`0uQ`|3e@$SDDAZ@Qp#TOP+eRky^ac6XRZ0RsKt)b4zt8sJJefcie
zl)DL9|L-LGq8qy5`mk4lp}p~JF8^|Nh>h3d_WIO|v}>H7xEZ?6q8YeDA@329=Y_UG
zT|k}#&HYqFupD?@q$3gb&MUI2-)TUOdS0s4pbV>V;($$kEFFGa!_-ZeAH~RuT`_>Q
zjr8lQ0-@fkS=5S9#*;~-Nu-Dmzff*)DutL|2*<?E_JKb=HBv2t{}S|7YEsTU+|oss
z9ICwT%@uNy2=_I-8&t4#{IR!39Y^rtUQ=}){j+I>UwO{YepklFxFuca!b6T;_SW|}
zkvPoM7AkI+Hm0FWRZ<LL2oF*=$%KlsExa(J%X#R*SK7W!T(`Aj@qDpu1t>-D51!wt
z%qsS@V*R@3Pa%R+aZjt}Yy1tl<|0`gk(b3|&dnV}hNS&w3vJ|eYuG=_h<k9C>m70a
z1TD5@oc;QGuy!NUnAbFPA}9;3+Tp|wadj0ae_sCnNZf)jC&xT;rG7fy%m}SI873!T
zE}85pJAXg%tRm*V8@A~^S<}70l$1HFfG66Lgh}VL^)jlegb==7pGr7jbWqAt+GfKC
zBy*z#)EpJTP^^D^2iq#gG1Y_M-T5Egx*~Spr=x=V0%D*W$wo%3QY?%Us!x^wQP*fM
zT5IH3nnYNZ1<_C6<b&bBeLvH9-b9adK2&$Dcgy=%H^5KD=oRR45WruF+o6pCs>lW*
zAsImZ?H|@NtJ&hMY0%JN1dwPq!#3*wQOjjgn2vVacCKp)-!WzQU=2xFT80y0GhjYn
zl9y_cW+hO26#n<F|EV0703#56v{+${uYZ;Y*L3=Y2j|9)6a!9F-tC>!O(}=xA2%oM
zY^`gsc~WE&-WARd{72lCBLTKzS>m3}DFp-h;XITqhHT*7PBTal>;zs_F>G?Yw*hvR
zxVEP<md5cZRbT|Ei3$7uyk5ZnrX8|rXzA!GWo~=>U}K3OQ!=;uekgYbH5CTYi|1D%
z@pG^;$`g+{jtp!*<Qphihupus>fR74;OP>CZ|u{a3eZPHJ&sEf87({ER|sno`m1pI
zDXQ8e&Nj=zQHZ}%Mz<dcUmqmlI10D*csdK(26XKq#a=wObJ+mhoo|@k-DY|<mMDzg
z$l1_8)(!Y5I<jN<WZqB%NjU%Pds%_ntq68w-}1LK36tovTbsnAvWz0>KfV-Vi939|
zvSw)#bepDZwYM$<w1=YVk3Mj)T^#=D4Llog|0oLEzka=_I83oLvxNf2<AmqmHqYzk
z44Ic?*!HvWQN?XvZefgn{<DhA%&MA|af?XraZ#x~OLe)+z!=-RJ+W^rZ0Ux<q-5Y0
zmo&vQ__|wVJ5Tt>B0lp4dHCvh0WI1GKMI5HZK)0rUCQPZNoZP{-AV?og}goLy#LrC
z%QzR?GG}|W<Zk4bVl!<Zc<x-J@Zh4nLLgNHt?kczp<&?8GY<iHE_>(r7T&)Fdtafk
zussk4bHsQ7u!|}Q)2#Oz=>Bo!f#aGt_Zrm3u&pT(Z=XeC5HmErFWxk#WEy9d{Nf1`
zgk3$+p9kSbi`TAYs^aRA5Zmnr@7T>&zKdGOhCkd530g^gt=AuDK+r{8MJnUz?C98y
zYY`yL9-diGh5vK`0qIJ=*Gm%cR0k?Q*PKb`{lJsEmDqc4-`aQWM;mV>;E*=?Fm9TQ
zeDQ`^sc3EFd<3(H{O2%qK(WG`-M|=jdm_?U_yN3IAqhtO&m{+MYdL$eLT8e&e3eAW
z%W~z<xMgn8PcWr+@8(8d>`mqN(>&hoy??9*aGIyk-OkKxhW|gcopn@IYuENc6clMx
zq@|?=r366?Qb3T9Rzj5S*u+*!N<vBnrKP(hHlUzL2!cp$N<tb0giZ6!h39$BdA{+!
z&luky-x<Sy&JfvaueI*`p7Xk{-+Yf@GrwA>up;86V#iBOeTJQj?3Q(9Xyd+WKE_iT
zsb2*U;T}l|dMRyr%x~l#2r@)-)&&*LE?!J~QZw_P&l7mpyDVY^v$EpNC2Z2rf@c>K
zoaVNlkJRD44Om;FMp}N3<gR(e|GWUlQ_@CBg+KRSN77E;`Ir<utq?{M73@7xvq;G4
zPmy~a`Sp;v_AcCU%d>Mm*nTxq*GoDyfS>-)=kk)6*pC0IByld{iK1Kgctak(zb=CD
z4t6RTWN6UxZ0lj@BK(i<0M4CBA^Rztc3`X8<f%)o6pT7U|MsW99ID|1f52kfKksif
zz7xi$Oki}n1|2*tZsBgXF0%$H*t)~L1caK>+SOcKoT8ELYoq}-&^T!OyDmg<W-;`Z
zWDL>fUWW$APxB8l|M`JI$^T+ejm|XZP`+#bcvHA8xl&O0Jh#R+hn#|`axPzofJWQ@
z_53ngW$HeA8>hYH+=y>ejm|HqEJUoQ(`K~84K^PCS~M>?;Z1kE&JDyp4Ge6BqRsqc
z$muKFBT#hZ3$$Le==kkUA3T3UPS5jlIR`d0Bd<d7yQk!%tG=6;wfnH~5*F_IV!!&Z
zA?Ybq0eYUa5P{;PllU*XqUF5FY&hf>Kii>q^d+WZ?$q{bkJAwlk`$FWuaS}NzYw~7
z^9TXo*2OL*JL3n|a(V1G1F{$z%xjdg%j5sVO5$ouuK;Msv5{2l^TI%>Ik*H5jjdpa
zM2;}SKA8ZdD*y|6)xrKw2AKbhYy>4-L6ou69pHh-zU}%)Z;S1jq58V?%EF1|<;=H%
z7pwpEenQ|>6spR(@3{y%Y_Sb6c;BbN0PC`YK`?ko1thaG&>3DG0bI50yu5{9tW9H$
z<sRK%hj^|>r-6@-B!ET!7(qaTFMmLH$cM+Ud^<oYH3s4c4~>>b7~5>eoZQkdbvsLv
zThlTJ+)yITcS-+jf0@P_@LKmzh$XA!2!v^30eKf367t+<Z@UFb*`CWUU%u=f9OMBK
z)7;t%AyYHBZyNtq(#y8B6i@tY)85*u(IKFqqN3I2=;+up4JpyABbngz1?za;hUug%
zD0;cIGz&B&^rE+jPoA8D)+W{2v*&?%q%)ryZumczQxd(0DHhT%)KpY4)Xz+bU^CUQ
z`B;JPDAdI<+S8L>5iDvqQd@<gCv52_A}b?Jd;yD@^<bIe-26NTC#T#tfc~T(NjgfV
zd|#bv`)&dCL+J9vyCVLHY^G6yosGpi2W*V@`U(t{>}~`+C1cDP1Xm^)UGGhPj+*lX
z#*&i$!w}PB+}zxAJN;)Gsv!HOGgw=aevMy}C0lFuI5za(YM!(I|EA`h2X8EjP0Z!6
zgfiVYlK0ex9!1U|ew$H8R#yKvgx}w;+&=ZEfI4!cD&;?wypx8ce-}{v%|6dYRpsOY
zOHNuO41-f$Q%g(n?%fxc|0U-ARYCnN=5<u1h_UX7tIjZ<I+bqS@R0dmWz_r;qrfk8
zC@xOUoOlPD$6v<1=x13wL{DP6!oj&whUL3-;g8LgB1Nq1g7uj`yu_y<;K>EL)yah|
zMRWg<^|6$T+*@Cn`?udUjI|R&p;yt?-}J%$`bH9)N7i?Ih=2qW;ry(@Vj-z7sNb|&
zjv<%%et!zric^Df5yb`Vp}TPchCHC0Ju>zI`rT(}<$T-syV&sTgxD*{ipnABt~j7+
zxy*51f_p81dva3Bh|u2Ap4EZ!FzRAZ<nW}NZr-uY{O8azhxk`x?R}q|CV!$}vb$P#
zuivdNmgm@SYE3+!{L#kwYM23g=*dHp`b=R`v+;KYjs#_TND0xZa}jub`sQiz%Q-N!
ziuU4zGC@BJ(qHLMGxItWKLn|c-E1dN8`gGK7%}QPb5q>yMu})gQtWzfKK)s;vD5{s
z)86uzp1Ly)Rv`ZKdsPfqow->wF%P>^$;cR`CFPHjQjEwSKl9_!gv<M5G@ofL5>rOl
zO5_#P8qRkd6xhuRRGDb#_g!SUa%}A;o1?+qZ#)A5TBpJ(Odj#k;2%AY?*tWDPVI?F
zajEs5J3KV_X}<5_B&I1Q<hT`9OKK5$692LwS1-QDW$lUR^(_r-KkFVfo0((1d)Eox
zxqNy`mM4y_4L5Yl@)ge5a>t~!+~QgxEVF?V|N47J%B%KUQ}J!Ux8MXhuuv)d20H>b
zTO_zn;VViN9BgO8uB{(jsa?S_X(TOly=F-g{z*1Di5JK8BMeGo-jV-x(JjZ%y+e3?
zxxA1$@M>DFgKCS(^0WiZ*+nys3Z|@>^{OeVnPn~+rX+#t`yv>ZsrLJdzVbx<8u!gH
zzr)EyY7_^rgJJSU+VOK;%rQDeRLcw@`z*eGv!l+9mZ*6pa2%1Sl4vi}2ocYmeu#xG
zDZ&jfAwFAcdU`HFZ_-c1LyvsF==n&s)BX!ldcC5Id~Ny_zCYLb$Dn#4_w=Uq1b#Lc
zoXYwy#5NVOX?N?pX)tii9W1-WDuL=d@TH3h*<lcKU_V`tmFLz@#Y?_|M1S22zv*^m
zYt>MikIgv!l}(*;y=u~4WIm=aQACbW4KX*h?`<vll{`Xc_!Dlmfv5VWPF`vy<JHBk
z>_)O@gd-oi8r}p}Kpg827vZt4US5OpXvNI~A1MLDakjzdIF}|K6c+!XO^n}`rG5&?
zlwWS$kjfNWVd^=AK-{^&X(|>y%pp?pP#+uPCv&ALX(sIS?~0ROQP&<MHU$zX>e@u-
z4d~dqMwbPG$aCn4te66uVrV0a<Ik_`v|o9<7k+{Rh~!uN#i#7qI0iVr7PBHQK8Wdc
zYfiOU(NAHtY%+`s`lPlkj$s!4Q`R+2wIlfhEQ=^t@<y5@Z~tLb;D6hC*^<D!p=fv~
zltei=j+=n$hFg0tR`sl2(&cyYM~ODu-gN5?Xc?HgmX;xY<v;$++v@7~U#*_+Tp8@X
zve+dv{By7T)rf23*UQ4}MSDMvs9zn|#RR)0kNhD_Jk0WNO82Q2GA8DwXXoa*0nOFZ
zlK0-i59nH%Ui$SR-x&{+BDNy+*SCW-`?+^+3dE^zoA<`tIzd*}tk%GXSqv)eJ$vtH
zFLaqhsyV6kGXy~<RxxN~a+5KU(9YL0Z}q7k)MiguTNm85K7IJtvy1NwU*OgN_fMN^
zxeBE`au5FcE!f91qtquWa&dic`gP_%bT(a16wb2ondOj#hu~V?;qwUFh0*9V^z$`;
z3$g+%%wZ0^U=L<&bS_(Y&m|kp9l#++m+aF?6m=)OfQOE-U%%`NmkKl1(Ooj_+xIJH
zk}B6LF1{`YzowDzkzMw}Jk^c3-dDW>f2CdzIT(ZGZMi!;X4mVi1@q#vzFw``pWHVQ
ztIe-`J)7qOK1?tT>nzs~t6OX2{{HtZ82kp7XSDvi>zIQr?mZ4psm}|XlnD;P$l37>
zFouN!^78l!7p+FBy;``lqu%{G_tM7i(J0*7CFhLtD57_usDbb6)mI+xKPM&Rqd;rX
z(_H4=z`nP-{_ka)Ow!w>7yBvgW>u<tFY}7%U3si2cB!p;$gy=&?jNr$G>DA`Iz4k&
z%|_qrDTa|~2P7?qRQ~2Pv|5DL3m0?95ucjZ9*>v&|9)pEPEBq})rJgmdMvbAukXia
zl54hXx_+cbMYCCbK|Ox+<nO<F!FEVIVws?06a;kIm{Z(+{o>ox{Fs)ga#4l`QfMX_
zVHK)|j@n>B|M`Pm0s1i0@IH9sws5PMxxFMo1{PWT4N(`hd6n=27o}S-P-owl*(<xn
zY6y$TVgXj5&%EHR!>)%|NMwA<6dA~(zz5nIgMZ?ISTMy$ZaJoN^Y~QPZXH&K;DGY9
z#x57M#=<IS*|f~u!T7UyZ<FdxPr`45`8$NnuV~yoPh<u-QUASM1<cGmjIgfEd#k>G
z8J&PaV+Z^=xG(px?W~AMWr#_L=5ygf<HzvO1I9*NHOiLfljxIeK%e@9e_817(oX0c
zMsgrA-$fA}u&VbbflO@*@`K;Y?7b&?cI@twed7OGf#f~Fb$f%}=QDR~rOuKS^CsoP
zwI|F?uM$Py@sry-h$7d~?&qdpLfjZwB_>90E@JCx@tSVaVauQ7Wsl%UJ{IRPlrQFB
zIDavaGy5QZDn`lB^kjyV>OXEb7;SB_ag9GBB@aqv$uxVE51NiwxqY&)w9%&-$`+H5
z&Q~Yq1cL)zg1)(~>WQiU_~DF<rCh&_pCR6>AAepuLHsMa-cU%J)%x;iAv`e6ndRV?
zN|a8|r{A2nSs;`)`p2)u$H%uF=m`J7<1rS^KevZ?OQL3lYzGQ#-znRTGv#-l?d~Pr
zb#bL^d(Xi2kMI5jH75g36xmjE?DAu`-)f6|>0Rf-xhZ3vn;22lxJTaO4M(-eIN{ZF
zJ*{(RaN_ab&t8$^RO>{?j_0p${3ZFxN>r@AQ!8z9q4o7i*uhNt=3Fs{!rt>l7pu_N
zs~oNb%*_AzwY|N)6WjaBqf2q<gRk1FQ^m^i${MFmN_%S9jr-)ku6YtX|L+^tbP5z-
zWnZ^|gM!ZZr_$J*k%N`m`-|oxK^DI`-*gQYVG)&7%bVKVmGaLXeF*M>4u0FmH|U)u
z)Vj}xqW6>q7tYD4?RS$FCV0ARDgG=AG^8`KKeCK2PoB5YN%{Mc0?-Nbnp*{pc1x$R
zF~>9hd|~e!CA%xNKXTFuSHeb`*7TBmvgqA~YMvPWwa?w{{hz$0wte0}o`t$hH45@>
z>#rcYOxed(CvT*iZ-84RMmA><0#_%eOxYj%Ne4xkIun#Kkgzmi?{?#RfyHGK+)we~
zhf+gQ>}m25agV;eb<uy~wKD$EaVl1)6{5}j;K_`JcsJNQoy<T&GP0ALrS&5sUn<rd
zIHt8aVG*w+{a_mmEP@@c&ZWraSxs|ef^lVUh6IhS`R!&DmB_+@CG|H`Zvul1yytwg
zc+&r+95gIA04D5bLG+d~oE*a-?4W6cn&lADc+{18^YB;0T6aZ{{KRU!bfxAnEV8}y
zeQI&<g6_30u)u~_{>iUhk$~#EXE@<T?a1UNa)gv1Dk?5k2f$c<wF4<qAzIwPp#Zv+
z4^$kNguKD8U(bOSz-ZJ|bBc!9n>a5(pLmK(kY8uG4)QXS82U^wJ-pBvw2;RHOB~*p
z7aosCx)K<ek;@T#WC>DUSy`C^a2O={ny0~Ty8e*fZNwuJ_zkZ1tgrt^=)wP{wcVs~
za&m$X$mq5-#0|!oxtik<g@!fSd;C|f7^)<cx-A>6d-P<fmsoT%P1&<n3i0wPOVr>k
zek?(#!XALDejXps^>?u-@?Y(rH;c_k2IP$<Hx{wqtFH%=sL%h9Cuv3j3UuyWiU$a9
z0G7@E&svdun(m(o$tibch{9s@c0uM%ud6cx8)Ld!k~HF2f&izh3G4)a7mM4tWkEHc
zvTH_q#{BtYQPewfZO_>DI6NoxV#y9ul47YJf;LlCz$NMPkOX1bLtPmi5<;B8f9Yef
zFJM^K|E0g>W?~WG0cV<b5eC-wfnrnnnh^#0hQt@*_2Sy6<O2+^+DW;e4el-?vZh9v
zHnajWzDL5&)>eD|J~nU!p_=~#c98uvwZH$ai`UmvSJ@s0i4r6_C7$HFuAfp|`UM<b
zt_yd~$wfp&l<XF0cJLLF9vg~d7a$M|{0pTIA3pRH)1#n=!HsPiCB>}NJpK~s@1M0y
zchmGQ)vY9A!k^!@mtORE0>m99KDpovHa;N5fKB#$+dI()NJTz#rnE>17<t$X2;)JU
zGjwNBrZr&r4End>(=STf5g-P25o_JwteS$ZcV_2q#3<T21Zc)juF-W>7H&TqqwD_;
zikvNQBo<K<)qbOw$3#Aq|AQ~I`Q;bT;a2|>Fm&Wo2z^_3hB6{(FSacMyKf87=Yw`s
z!z=OiyEmCUCMjcSg6MDSjQKu^$4_KPR2UNf)p+iwy6z}Dde=TWXProZHc7xqfQefc
zKklS9^|+`&;tnRSlRtjv0ZIG-S8*97i)&^{iN=-Vp521r5jd^37L;@LPl>n_<qmj|
z7=q2Icw^W3UHltd=d#v9-D%iXXWMhG5See^8ReNKXY)dPcHHy${aoF7Un*U!IJ}qU
znWEMK`du7BAMC*njId3|IpK9>_}?yH!y_}j`qb%0(Z!(cE5LUbM(=y6YA+Hbdp0L$
zXK1}KC^8iA^m(};SQrfv2RP2Rz4W^~-ARC=o`2-MKcl(+wUnjs8iYAK(+v+nbT_Dp
zD3XtoSngmp2CZ_)_Yfhk>iF5yBoDs4;s8{(+s^jkY=JkPOX_L<QGJhhkJf%oQq4QD
zS{&*9YwG8bmm57)Ti8@ap3&v;;zz3kg=$d_-sA1IsoF)T`tovB=!SkHtW;sabzPRj
zzXBWo;pNaDJt6>9=-5kW;5zWglbv`Tv_MO6J#rz`%-#<y@!A~5Mvg5Uj1_*DebL+B
zl4?hM9Gye-KTMGe?w;dyW!6lZVDr`5{}y1{eLjh3Mk*`huG;)d({GcxHaBzVH!HIJ
zJ|+cpT*(2;81n7WA5FC?;h;RdqF-8g%V^&=!mGO2rp#U;x&Bor?$b9S1?Ptp=BpHE
zr2;66o2vEtL@GWvJw1cChLoPX=#P)$S3~k#sQHQbyTV5lejgDNb+*FPSr=MMeARZM
zytrv}NkGNNvx7qMnYoS3wGR*hk!O1j_971+Vg*1Xj3Z@V#O=`@RyY!VhECk-Y#>3-
zi&Dy!8v9#028pM+xJc%&uVaqRxl_(td3W_+n!+0w^NR_JysGLkqljrKzJ7T4chJY#
zLYMYcwM|zqt4OY_imCF>=uXqqHZ|25ws@7#k^R5MHds@eB=224MeI#&W#xVC;HY9a
zS*&j>Y73=b9CDnhb5<oBxdU((SB8jW%SI~CzzZD~=>N9lV2HkZVLHa-TvfI0pp#m1
zi#9U3)!^(sd-9wVguCT^-D+2kf(7lP7~Za5lSG#Mbe*%A?C?OCjtw$0H!Piu`<^rC
z6|^+Pl&2-q3fsS;x>n<lPm{}Bx{rh$R~wGLjEm(1Mec5M1O<&8K_h-s&^@V#AN`%|
zPqAnxy|*-el)u2AuZ3%W`%@dS%6>hEK5>FLGAr^bZ6X859u+H}NOe-$V;f=Ovl1S$
zE-J0JdFNhbq!y^RTE0rpt59#XN|?N7lNO^XqM+#FcS=W0K~XEMM`W+?WF>F6Nu$|A
z$C$9Tu;`VS4&WHl<|x7Syl)zMhm@+L-P`hN{82Wr<A1%$HaXW4X6vD6*X@*5nYA;M
znjf&b_323LhNd>QhiwreK4yr!N+C4r2X~k7B?&#k^>ED&6AN+T7tYC58CtFL@M+$v
zll5NWnI;X?QSVzhCSRCSr%TJ7>b_ZDT=ktpL_JxQU*J~vN(gB*D4((K$>tb2qF4%u
zB87^@IT^Ts$FdXGE5j5oK<-_kWu#v%Uy#_}tf5YjivUtal8dXfRPJog26}DTS_EGz
zcg{<W2lufz)d#IQ&%3uD6IX*JK*`%Fv|7!AMl+{&GuE@UrwvbLvF-$=FuQ~jA;-<u
z$LR{RFHUh|t{K!=FrQpFQgQsk8RzmPL92P&VPhlSW2bGp-hogC+U0Ha>WS>Zpr;_t
zhmxI)=`Xq$OiHdnAUsaCH_FR%19h`vkGxrso2RUq5@UKSpe7iXJW`jjZccr%XF(i$
zGS|GTf>pv(Jd_bmrrk~pZ!6(s53*{ceEsJ*Zz3yfe4}E5G^;L{=k+l%dRNmkzOzVt
z{9fXK4nWyR-sXVz7SD_5I~r+5Ns`NzE9jloQ&7#{0`G%$M_~*jsFx=T$14ujc;`H8
zNyTkf?1xx=IYjvsrjCCcJ19CgHI{wwedlU0G3j%te9KkM?32w|Pe3dQJiFS+ji;;s
zk(3z8-RWJb{6@F-&Ra5N6R}L9b<Qizswlxu?%1a?Sf2Sco*s*%@<@!lgYhLFL3C=k
z$732)$FFL415}Mu@HsVC*;o`yGn3#Zk@?fiff~l2c&MU6My7+ed#6h*?Os~9^Tw0z
z@UmyV`x&%_KkM)#r|tBXON&s-bMPQ5cG(=T@jQKKc<(VsroA-hg-WLzH~a^_6p{8|
zab*HIIq}g4+vRg8)O;Xyj{<630;AYj<Tvu2^a~OP&O#-A!fZh)9XYQy%k|^^n}~$>
zLPM{OSqZwM#i@e?p9GEIB$X#?7&%t2t3L9?pDZ9$J7*o1SdFhp*)1caadTtgd3!BT
zoK#0|V9J{eE1sPSYvW9Bt4H@|rapGYyOJw5OItmU$xN4nV0CQB2Np}WsdSR6^}P2y
zP$!QOv7_#z7mm0R%=F2JH#E<$#deANE%hmSPnbK)<%KClsAs5Cv0^L~{3%AKXfnwn
zE43$ED<zdQzkGr63MqhXwjOvE@6LS@;j#BKs+=yQ6*S#x3NHAH?@Sq%=j~=*@T!zr
z!kZAF1eRo-kWbI)3+e$%to5)8oY((A)#|cc<h<UspN(Z*>z!&V9bJgAC}3Kyu$eys
z>E)WVw)FrGiPgR>Z2ET=;R>}pse|Yho;@Xt89XMo^MSjqIM2ypttuWhymPm_zzi*c
z)(lCEj?JTb*AkUoxV)82<G2ft%J=QJ--vjKeyyn-<N0{>5nGcJih5^u@0W%C)JHqF
zTwJ``=SZ2(_L7fML(X`fpDTQowsuk(h0%AOpswL%4P2aWs&gFqd@4BN_{P|y?g)Tk
zw0!=2p@y~s-u8mtEb>70hLe?NTGmDvp34i+F2birve(Syg5C+=mUf55Oy3!}nHXay
z$G_oA5odL+HThZt=Ah2Cc{xTl*l~}0Z>mQ&xI*aEwIGin=WV<xJl3hnxQm3@zNP+=
z6BB7JJ5%q~DsymdD$G2kYI7F6in@ev6NE3Q@aL}<ntM)V2Vk-CtEn60as)qu6B(Ex
zNJe$`^EA1gEXLb--U@gCq=XVK_JSTZ8#koAP<QQ8D@R6``J(2HbW<Mue&MZQT!q{H
z5x1@4Vag*Ot~%qJPsB4dRPPP$d$Ul-{lJVHZCDu@S&n<(ww%ZTLgM-@?)ZAeQyU~g
zjkE!uFMiCK!-L-84P%UY5{~9TFF&y!pah?<OzXC7t(|eklYDj*W%W_|r3B7XtK*o{
z&X+3pbg$Li=qdkwz7KP%&bQbhc7er}FOBkQ*h-rwqtFM<`aQLy&=<1t+SBvR*0QLt
z)*v010uqdr!@$F~_Q)xl8NAC+T1VZ`Me1~~^rymDFlO%;Gh1S#x3kpinlSD>=_*;3
z9TnaavwIon!sFc8wvqBb?biBzyiOP?XW@$5J6z_m^Xcz$WC?NMF*FZUiatIZT}mdH
zX|kX{8B^+p`<=4dX~pGeR!B69tt{jcQ_HH1t9X|19gqu}%cFPe)U=oRscRaoPOL9+
zXH6FKWom+$uBoKsoP|-Y=)!kSb#o4?1^Kxr5$#HP!ZQ>G@w^y5sxOOK@1mPMA0KX)
zaBCmOY^_PqyFdbu3(om#^Jx8G%E$zZ<vptTN8R|&;~09im=oR;m|Z7U|47pb+%(yp
zE2m&x%@IAvlI|IjGpE&82z}p=O(ZWRM4ved9qFe$<Fvs93g0fih8_P(piT45qixWL
zdOIQmTmq1HscJsJ2bR_w8MPZR%3OW$lvBPXN#OHpiAiq&!U6t^9u-_^y)*9cD2Mm#
zu{remPrU(MO@3GZKB_rycI2!Yw`AG2<GG#VKt*RZD$D#DW}4k%5fnUx_O8U)q}dMm
z(L9R;H65Wk6rgP~V){fwhR4eNQEtsUfC`x{bj!iD??^HrqtC|E?rHvVlA#p@j!8*o
znYPc?Cps)SF-z0g-wu7~K|-^=)!+E-JM%|Wk4<NA>nO;>G$jZTz9?}&F_&N2izVin
zYVPDid_z?zM`jQEpU1K7)`$f3dO-ay2aQaPCS>x>Kh0=vVW&*J3QFWT0EAeL(DV*L
zh?OIH<SOBDNVjQhEk%0F_@~{Si}VBdpb#ucjpM3yw0WlOp!qI^YB`_ev|oD+!9OBl
zV}vC6U|^%?2j;u~#@Lpf<K)4JzFp|jJ$Sq--$PHbYQJ2o1fs<tu4lcJ7N1EwG^_`O
znNh0F<#Rn4+*pX-&JH4aaB2JA7ay04d5<2RdHn;vBfrx%<gHcc9c|G`Ed>Mj$XZ86
zi?z#i?f7P7$=rzV7Cg`rl9enySR*|&CSQT{c(#>gRM)J~>Z%Jh2a87MXaYzE)Y{+Z
zUH0E>p)#ea>}z;}dt`*J{WQ9w8kn)^DvjoF!V4|{5Ld?`+{;D~nq;ro?S?Msnl$>E
zc^d^7{Q8Y6an=c*2|E0zx+UQ{3bv*lJ-lQS*4$S5FKun=aP8EtP4geYRB%D;*~ru&
zN!;V$6Set9E-yRo-fM&PamT79SUH;`0u|gZ2<|nBWrIPjQ;abZX=X7yD#cFFoH=!l
zyq$q1p5YZ+!fz6zV?o?zW@d-qtagdbE%$@1{LI$tNw%?-+6&P-@k{F8K3#F0eQ5LZ
zO6Btr*D(c@=~s1g!{{EdN~P;}LNARS{M3dht_^dnZI}uUw|1v0M;71afM|Os^g2WL
zV2BHY<%m((B!6C>P9YqvA)l5uw<A)%Yv;d{UbnLP>myriezYmlB0q*khs&gnpiD%t
z;Up(wBxoXHn4c-cNsf*t6U!NI?+RBvy!C2#E>G67EM3qPgf4<`eGi-Hg)4V?tB9=3
zr}s^=^>tDbOHx}2MOG_P3lw?g6VfZXB)^?AQAHpMtzqif;00QW^`1M9=v$t+rC6BH
zl>=ny#+(Z8!7-!Nk2aaD1WDHFcg(ztT<g8cq>UehD@Ge9iQE>Z_WDLymNQZ(XO(;1
zvCWbLvVX{#-SvL?f<Sg0CZn8(%8d^|2bCD#BRvNY!DD@@v_gA&i{gistqa(za<`fN
zByQI-l=Bsn?MECZiy7%k>6W~F1J&%Wq~x5Hc<F*VoQxfJR<M-F3u;1b^1)XVw=BYC
z)_Uh;Wn16C$JHbe4`I7upDKIj90O6I>n_>F_67SLMyiU>tcQ#R=AC%WCiaO3o*QS&
zJ#!;UERtUNLDgfx*0}vPyHimeVWXrj@LcA*y%!PWbdEvV#N#eup!vO9DFp?p(79+I
zs3L{TLp3j==+yHMvV@j~V&l!5p0<26{WjG+(Vd~@yI#}x5G$WqQLNj$$QzGXZLAhY
zgtO;TrQx7hPofkO!vYy9d&d}_>~1lkYr^9nIQYaLqpY+Ep;^y(^-h0@c_<0<h^Q4l
z004i4R$v4w4MvQL)uadPujagF@XPCYi0qjXF1H0~lV~#;j^_RdMR~sJo+H$)%Dkn$
zB#~v5u*R!JlY0?DTf(d&a&m8*KhONWOB;0tvHM2QVbVsn#UIBl9(e=Ndnt&mYQU%o
zq?L)@onRJz)SYhIhZND1P@zX5P8J|zPr}5wT*OgqWOH#=0z$koZ3sinoBfknQ%;}v
z#gfU;FUNB9Hvu2e>d-Jh@Uey+#3xRi+U<@HSz%|vcb`^$(Ee$u;+ZVnS;iWa-Afe9
zhsx5d?V@!J(`)8lqwXRy0*M|Z>Gm19y-TQhe-6e5Xb8&N*6+C@QF=2V1FRxU02mI&
z4msuL&!3a&qi4G_4tuW1q{Q8|&Uhrx59DWVtKPgQ@PNE<B$@nNw9^M7i{&tz<O#A!
zsONifVPCBqR_9Z$plO3MV|v+J^}0drbR$A=;USgGGj`bPukA(9I5yrMY^3jRsra!l
z1=Jzr*zJK1ux>5X?9vZwT5KO1i4rchtGzWxQ@F48%q2qA71Uh5fny|@cF+!71>RC_
zCu9n8Hog}6tn*gElmjyTgVi=c9co`R<mwmOkfDx9%hr)KpTd%Z@zEa+e(N|#RweGM
zx)ljszhkn-m&y=)0{Yd~@8^7%mYD4KQSt!_!g98s{1pqcC=`Q^LnC)=;~?$2A3M*b
z+k4EkbTcK5V6e@~(9s({e^YB63Dqosm^RE&4qKQU$OXC2`CiNRNxj{rkEi9L7RIJ}
zeeGvk{C3MO*Q8Bg4B%(F7*zQXO#5P-lTvwoSqoZhy;E*Q43yU`D1;IrCDM#lHX!KI
z72ih6+~t(C-m|B}7=&s`U^COiT}XVMXd=!n^8Ahgf0ell&nQV0PwkCX&oc7%pA<|C
z$*GZZ=oktKO*wXUisd~H_6B3$U&PkD3?$8&S!0iXE2>4~q0uL#G&RK=I@QW08Vd6l
z<+|=~zBn)9+iA0mC8i?K@}0cBMOk~XHOe{Q2kryDXvi5;+Hr38h>2$9STP6j^b;Q=
z^#_SrC%%6jVug&ThT&+QqreK<!w|}NF<06zPMlvy)na97qv(cxROQld@;<A5624)h
z0~Eu!m>30R<<LWTpQ9JB-1Xx}W#8P>nK$)ti`E4nJvsK*yI{AgO>sasom0ub^8Q!T
zIoda8xrF%&ymi-7j%&-BzvemRm0V)vEl>zrdigUA?QiKLX%!4|sUKK0L<i4lOjuqQ
zjSEq2XbFutuF-WTtf?a`BJ$R55`_T4b5?Sv4LVD!NwnLg&JR|>ZWop!-Yle-Clbt%
zM)JBJ@(>d55Cbo@_(;tcTfE|<85tQly!~g$?wOdRLTW_;AoNeCHirz$-S}kU*1IqZ
zL*@oXMgnl|Dgl5%#0izl(gO_x9bdkfcVy5ckBt1~GIhxSNG=$b*j85FB$Q$u$?ic|
zER0#k=nTJJy4)(A-_>7Rar(9pFbA`YI{E<eu;1#e-}@f3^w9B#=B<v!*scRb5bkj=
zq%h}?|HXHTs4C!}#yfIjx&X7G_Y&MuIeSlqArbcCif6_44tPk|fp_aN<%^j5RV5cM
zdF-w<Pt~q<L|2ab=z}`Wfn;%7<Y5norTz-&AgOuE4i3dbfHku`N7P!?o+MN6olI11
z`5H402`BaM`#VT{9Hy2oYq2~G!+SvbXRrga10H_0XU+VoVXgbh{Wbx}$gVpcb0!*v
zcBG-}Now37cJ8l18r4+e$LgD&2P7Y&$b+VfM%qUX8Q4u}|0b?FgJ2E+58;$kzWkeC
z@}1!+#NaOM)IL1Xx^XK}Ts<{4m7SYg@w-QR2atYsE5<;j34Jx+Q>D%6APB7c_@v!Q
zuIDg<0B)PG<D`OCc*r}NTc=SF&r$%4WlRV71|x}>+#AyFJQxV(P>%Zykvw)05iP@u
zx78bIXTpdXLGM>O$i9==8qO$r%c`&gB_<-$0;#g>0uIRiS~AAGZ|m%IYpb(a#;b$j
zv^h)X<goXi&m*i&SWDBhvOe=4i9T5QA~yON{_p|y&yS~vbOM>Ur}<2NTtd6RfEz~3
z)`roEga~^Em6Qle%%(@P!w5_1gI%Wq*sF4s>1c5E5{|*1oAbs8Je|@zdC08G5`=EK
z6(!FUg={M^{iI{4u$^;9*bMRW5B72OZGidULh?o7Czf8qIE9|kFQ~rWUY`1+<Widl
zFx2R_Z1hQicUOme8-D_eqQwE=yp?DGQ96J~bQ$b~rj|7eSJl-inFbg~z1Dzk+J%fM
zXok&-;p7=Udt@+TI6PS27dRgw-^Z*tP(Z)f2J$1*M;VZr!;*Y8o8zI3I>z4Rk8HY6
z8zjNCH*O$Hb~qe(n$ser2kY``YlkSQsK(s^34F^kL)y8w2JZ0PlwNF&+p@!QXD?;L
zUkfJjefs2vOVWb+741D01Lg(S$6Bh$7Rgu(UNANfd<x##0<cW(1A%M&8tGyPJ<`Z)
z<)+di{_RcXJ80X{Izw-xdLN7zAOVHFx1Hw}@4GIK<a1is*S)z%td*|1@@5vZ!&x0-
zYHGU9e{_*lNl8glI#{SN2w&O`jI(8~1NiOBVP2P<6C6IB>3qyh*=6%s0JwHwht#ZO
z?^e7(PkHHJy%3%MQ?$7(uE~4IrOyy-Xx!JIlEnfX+=Uc9lk#*D1_QlqXCmxio|${|
zX!n^rnR6){*RNLILd`WHX2A+qyx^*+Y=C-ZbGeQCID+cNFz~s&X^eAxi-_(99y9P<
z)@doP_KU5i&)`+Z!^@>J;yyttvS*>K9S0|R)hoAHW#8yg8zMVhn?TJi(hu(&-%1v_
z(AdN3h4SU&<69_VNQ#b*R<Vj-x))NfCcSl|ZhzZKQB6&(MnccGhmgdK4#tZdB_zzD
zA^dU9gMOJ(gk_0<jTNR(jNFI#U1Lw}R1;=*$*um5dIN94yKB$FYk$77Lij;<v<QPN
zgqA{UEnZFRA|bphJvD6GT&`|-T~{sw&OBCae3v}}!DtAT+g$eLq7g^K6{R4vA9BJ7
zR!A&fyTl<V@|*HuG_0C4oQ<ARn-sVwnt>f0&mz;}UcOX(IZPra$Et&+?Y~$s+*CUD
zij?c?)|=oZ_b|erSH6{YFe@$c8N9n4`_hr7V)=+%2U#_#y;I_)N6!&oo#kC12bB(U
z3U3)#3Rc@dpo>lG<k!!%vQ$EIij+8fZ^>!xR09G5ruHglnV_rp?T=JHb|{wP?}A~x
zvX~%G*)NwSch_gX$-Ceq>gOBa5h2r{m9mGgy10}>*tN8=fn4g6NfFZ}dAA*Szs@6m
zRx%c)nB*Ns7sFuBb-B(D9PtLJj#XV&fp6$1>VoUpf?Nz3aN;JUF!gQ!#|*I8*#MCf
z8-P&2+ijo6H4IgwFsrS+55&HlDIy88*xH<kU}TdEyUigKNX9tl4wJE@YUMo<zhf)y
zk5`OzbaOMK_4O0v=uN-0l$7@iZy&t}y?l7eWgBLa+6W$lH327%!Y$=n@8y+tID+P%
zFl^1g4*nIlN}P(<vinM-O!M@$!?{Ql#vghmpay{5!PWo&-+c0GpB*#|4ES1FT2_BG
zl2;1q1Ih{b_-&~-L$d@~njANgS?UAN&iPXqPXin^8nkPkW;-D03O{H+TlMS1$tf7M
zcA@4Gu$Imu+eVYh5OBsz?0;NCHbmrsLRMG^8TG_dm`ET#uAqdh+}vnn(v7WcL7ovt
z4`f|Mn-eT?{>bHybHYp@4q#CrPHD&mrxf^8w0$@Z^V#1$fu-mrJWj29*U852s9njZ
zeiHrs`QfKL+_}Vl)r{_`j-U^`bz!Z!At%@RDDyQZgg)UknsnRvTF?~GrUARa1z>Y+
z%6delqhe&_-{0S#+k+jM7glz@bq@c#WXQy;!|m_iGp_zWe*duf|Gx~PHxb-t)>E%U
VOJy(T;=zB4H&t&GT)XG{e*hGa--Q4G

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/common_cleavers_synthesised.csv b/modelling/data/abingdon-all/resident/common_cleavers_synthesised.csv
new file mode 100644
index 0000000..d0e1268
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_cleavers_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,0.125531,12.462898497433011
+2,3,0.14220249999999998,14.118069031404334
+3,14,0.21100439999999998,20.948820767075492
+4,61,0.48852519999999994,48.50148553774096
+5,69,0.645407,64.07693661751078
+6,44,0.4548736,45.16050621728453
+7,4,0.15092824,14.984373067339611
+8,0,0.05352424,5.313963644615624
+9,0,0.04828479,4.793783501604134
+10,1,0.05620187,5.579802607928921
+11,3,0.07117215,7.066073569827986
+12,2,0.13021902000000002,12.928331875753395
diff --git a/modelling/data/abingdon-all/resident/common_cleavers_synthesised.png b/modelling/data/abingdon-all/resident/common_cleavers_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..e1aafa9a8cb687d998ff02e19ef5d2075f572672
GIT binary patch
literal 77863
zcmd43XH=70)HRAADx%^!DvC()sG!nRBy<o99t%yR1f&TeAcPhYYCy1y6h%NF6h%Sl
z5E2N1fQ<;DNJ~gUQ-lafKw2V%a(6u6_uf0k9p9h(>t+mx51KsL&n|1tHRoJBvbMaq
zee3?MVq#+3Fa3M|nwXfRxtN&v^p;KFUv9o@_XmF&gkEqAwGH$R4f6<riCK7r2Kfhu
z`upBgM#DmozJUSSnkP?a>Z>dJgoXwo4Yafn|ML#bz!12Wig_;-+(jzrUno*cZ13Nq
zKO5kAJ=erGh>2Y~Z+1N#%N>$@;cT}|nH_P27fuIU_m#f>&RPr6eKzj<wZXFHYV`#5
zYSQ}W1QIFz`)=m7dj@t>)6-*1rZX0S&w}&3p3Sf$CNiU*MFm<;6N#6G8`#*R$&|6b
zz_*HC=Tm;VJN$PkCf2q;&gOqz|Mj5x=zo{DAD(mH{om!8PX|wkW&^yGzwg{9`QPQv
z;4M$Y|GRvsx6vF7T=Y7BK)m3;E3toe{QvE?XYM-Uyc1u&dWAK0-b7Kzw7}|h3-%w=
z+O%!oXrI7seL17;j=Q3#p*g<}-QJe%o|pYTCR%wQOE+*DyB^rIimogX7dz@vb)@l}
z*qO<HFJJC4oM|WsBrloIv%Bbg9?S0KSxFuL0c(tq-+ynf>)SYq%^|;Srq+Is$u#nr
zepv>nVu=4h{`2R%`^%gi7N`1qgDDC{F{{gypLSVYPgSuvTc|VG{B1nLZ94k>g(W-1
zt|n_dyi3t|zFoU>j#oQUKGk2M_UwqND(8-j$yXWEm3#&cZa9NO$Mly%ZF#KPuwhRv
z^6#4ps6Lzb<;Nd?F)@Y8TfI18=0`8@pB^Hmy?F7~JaPZz@3CY$1D;oAYh`Q~92|VW
zQ|#eRu!i{u_UQ&-%Nyn{t8N)BcET6WADOObS_@fIw+?DMR`jz`Fl<}qgpYS}yQ`W^
zDX=Lp_g(neO=hXzX^B53d!}-}H(n~RaWUOI>44m|OdT2Hg_QY`YRQksPB3eHZSe?}
zJ>HLQU#B*`1gCsSN>kAOEm1J-_c7-57mX86RW~oN2kzm(JloS<!g3%8<`0sFiOF!p
zv~z7hf4YYA>6n#p_QiC+ibi|UGg@;JJ}{bMo64KkA~6fy7d!Ev8e^`P*jqf1QKCIN
zas}HIHiB``a3+Mt7a2z`jGmA<voT-ISnO_{mC4elR@X|c)%5OP%bW@@H!e(4SViiE
zTS`APdQ~A1T5HH816M>quw=Qn4sA1DUFap}_hrI!-}&|y>a+86lKHXy#deWniMpY4
zt*UA&Dk=m0iCg$bhGX^-mnO3JOh1lVW1Ot^gi*HL>urn*8%YlO_A|}FHMsMb^kb*O
zS!u0?d=!VK&rXBwW+tbAmG8089s1EgkNN%W!Ta)4Ti-J)9V%SOXwqoB^a3leX^BZ+
z3mmNLUW$f6*=i2ueG8Ml`YmER4}RGvd3&d~nH6=n#g!|)RTRY%x7bxX)Kp(<O=tH-
zCEmtu_qWNt!gU&4QL``odSS22YqyxCBR-4fzpJ)o7v)B_K?%*hFHU+^mw66d;dOOF
zsm&Yo)^|?%|GP;#3-0Bm_wmFN1w&fvKij;9iV<J-3rWIh5(+%{rZVzTBl$J=?pGJc
z`FtWfHyfcKpZ>GBq&#G}$u(vP*3v6^d&}9Dqhfa}!AGnf>`(})pU3bSa7O&AIQ5b~
zny&1b)oIeq+@N4?oSIXfnkcV}<_8X4Da(es>wYLz_v^2(M*sY3mUi4Ogn-l9<w8QE
z0`l~c-sLPOOs78kfGVe-P-0VXfBwkAn+(^GmLO{2&CI^O>&8nzQm1HT*}X%(0ku+Q
z>QqWP;znhI<EDp(5nq0^rs9SIU4nVPQPYErrEA!flzdqYCq1|4TxmO3_1;hQ?oNeI
zjdcwR9c~2Q+x1$r_*uBC>FPo%uCbreQh@)qm#e>B!Qi@;(d^w+Uk7VLG&d->NPp~!
z_MFQ|i$C&BQIR34(!hj2;29ABmy0F1g7IU^ll3j4J=oN-WYh8_1w#Y&OFTW_?9KxC
z*_)M@GZwe2Wnf?2^lWugLw&!qkdg7D8QnOM<rhsksB3S^@%BrG4b}1n=oM}wzP8k<
z&P2)7G8c7RtE-ailPY>cBErYzW7F^N31=<HUZ!swmZwTO4eVuDdE0RwF0Z;w*Q42v
z>=qRt+||&iGKcaTj7dv>(+`7a7Q#}+#Z|rJtN34h>=3<MqjvCn=ta%q@7P$$%;;8Q
zD{fQOd^_`fr-om``#YNr<?h5$L~D&K$MEZ`7rFb5;GNh598V#2CR%N3V}$HioZnhm
z?eNsXz96?58f{f52#YsDueP@(of~z`Bpmq7++t)Yx^;clIxjGGzR`3bPs3UHWG$g<
z8H+GBq?Br+rw8h)(uW+fGK<58BZ_)+A(my0E!CSY;Hm|erE@3H#^i7J<@@SUe(VD^
z$bu^wnvvkp-~&g<2Wnd*{Sn))%4-h}J0p~MOgyq&+Md$vKK<+4$NqdX3AUaBvi+oG
zdI{@-QAsnW2vb-|kLS@{>3qEm*T{GF6|Omxi+n-Tx(k9?6FlW!F<w$ZHW;A?T{2pK
z<r;?cq~8$K3!5cme(c-5-D|Ou?f&t|?sPo$NXCs<-W^%`yqoN2Fz5A|*!5mf=pSrh
zeykU`p&78LzIUm}jxbYas63mW`&WCH36$kOJxJ`-8DX{!!^JBUK1V2t-##_ALG12p
zi)={5tAYZaa}s-ws-^W6A{5LBuD`qXnKAL)*0MEp1SEkR7H<aZ9e$YuF$89H^X97=
za+Z!?q<2?t4q{|}qGP`At<A?;*Q-~b*d{%GJU0Xh`SHb{rC<>HMf>KbEh7ee2mG!6
ztE@#XqZbF_pFfK~GcrOHjhw{3yUQ{t-P6+(lWgemVPh9O4>K|73Nl+)XO1D#7_z=h
zZ^AAn8B86uGB-Cb6t*PFv){Qk)>oK-Op<#!?f6m~VFs+6DrJ>fwbe)yt<HN<-!-3V
zWimSiM_5~b#<+sSU|s0x3L?H+<DjWwj3h`6kP)<CII5zkQZf3M8JtBcbA}tP#YHas
z{8k#)p+onoZ-nB!J9%Bk0&JjyUr{sLi~UJHu;HmM$vLpG-?qZlc*KBaZ;xKDM{y>c
z=}8Yr!@p<8FhT<TaZcDYX1hFO!GECgAZ57%ifie8dG5hgRIz=TQ{h<5>LMM^3K$_{
za>2>;W_EVAHdFAPDJ;KFNrCw_HK)5$4xT$@T;6}k#Kfc*p&zlnD$p*2Q{(7c3>86O
zuuWpE{rV`ANx*x)NJ$x0*Y)|@JU@{gII%SF2DK)cdk5WKUG0|<wH=wk8z9jy)vk2t
zj)XsZ_RQ$qgB^>FCK45U_y*ZJe)fdbrbU`Fk>FuT|5-|Z+>F$&;0=1_E@C;X+6tt`
zj!+sD9&w9a&U2=uOSs9SW6cytu4460_UiN{T^bFpq7Q-CHeV{N9f{$*bFM9)(c6@J
z5v_q2<YVi2cF!wxw7uJZA%tHJC5J!$SiTsCA|O>O2VY;>)%E>z0uHe^+`nmkEoy}G
znR((DW-eY@Gl&+;!_%>X5p1~z-!*fWV0o!syDL1&nC}Q@D60NKAu6o=lGD^23}#dV
z3<vb5%RT8cjZuPh=DgMvN>>Y{m*SalMZKVA+w0ROYv>{NlarI3Q5H1%OMI$x0E<vI
zzm~$nAN;lYAt`E<Jl!zg>Ccj!$62{&W7d|~o#<&!U#FU2zcW^FQ0(ZH8;``4&tt$@
zC(9)AVGa4B6fp8&uCK4}K+|pJ=H9U+!_Ik%QmmeU@c<?rdK$s(BaW;&=c{~uq?-G4
zkpAY%-Y$?fF-n!Gsj0@)bd7nV*-yK2DT-0*&KOPNkH6t0kO;y}eve9wWE6jVAQMGi
zTlQn4NwL3weIstdaESwXn7E*(!I^=ok4vZA&9>^ESn9c=H6D4x34d$6bRGl-uX@bd
z$`V=Yf$S5URsi2)xYUJ2LxOa<9RH6tytBQgOrfCJlRw{ODomo*`1WGOpraW{A2ymN
z%r|hU8S>Ygz*88>>jo?g)dJwBdd8zmtw_w$bx@1Szt^AZ=P|I?NpR&AW~t*5{$5mR
zHLYXy+AYd!fW&f7dbWgLyLJsLTwCU7sn$*Bs__rtj{kc??-w=KxKj>}{RXY}dNgBH
ztF;!8&jsV|AT(koO_qNa<Onwd1iUe!R3Wi{@?BBx9A>gs?1Hj%Tb=3E=-JPE$vm!f
zEq;VFL(bN4#5%Yy030|kY3drgieg{f<;iA)!)gp*#hdv%7wl=}Ab>B$2!_H8*`)~2
zSTq(K*&8E!-J>uYotk1Ak)$D|a7-23eM2vZ9Pmiv-S)wqP4Sz|%VN;R;p1rz(e(XM
z!=hY29XQ-TWP_80W={56nW8$)3?XPT!Jp9sEee|%hV9>nABzFQi)u+y$Ub)FCL$o&
zZ^IE*00@2eBHQCl)<7hP<}t~bsIKS7Y@-DhS*Kg2wh-B9TC@G=7|X9SDJLoiFVK=6
zbZqY2KAj%wzR<M3S`o;)C%rfFaa)Ws^3FN_0j|?Tu8^iVjjTj|!e~r{`t$U1W7n3*
z^z=r`%9zsnuc5$2JcT%(?u?~ZRVnS^QEW*gt|X9_I_yma%f7-|<bbQGy>3(mZrlJh
zr6<S(u`w55@hI@qkA^OJLkf?{-o#m3>WUQ|oHlT9&^w6qL2P;0kv;nwXUIaVP`z^f
zgS6If*9T}WcS(d>1WT<+mz1NlNStyKmfit!v-YZ9fN4-YrQbwLa_a;<uNi_H^Lr1k
z?RbJwQSTJ)6nm}%O0%7>xYP&2_qY?#zXNW6Ub8QCd^)!GE7-nE<m-~vGA#k<e`(4^
z!VOIE7)hAh;~_0+{<yv>|IKiR^$WwWfFv^|Ax_JINSv<cU{R5aQ)y$X_V6%MYKB%<
z=m-EbSQd{84;Z|fqTOYr-OF1Sj;u#R_vphu_zySe+d_Oj#0x%0xCW%(%7!3}j<lYV
zlE4{p6JB9#@X8~7?`$#e8wMSJ8J?IwrY5aNbW=nMuieU2iF0cf*WNmGRjmXbEKwk_
zc}F{6l4d02;yPFPky}>2y*FC<^^x41Enm~oM&44-h=^l3->)57%UfTe*zO}rng`Z>
z+r;LB!hz5%tY-Vkc@T0WHz7Uaq@CFWRsePOB$7l{cdTp{9BDdgR{A|RR#NK81bS@%
zfBIJyvMpw1k?w{Ouux^C;sr}p`S%fUI#g&@oSzK+N~zuEqx%*{ZzvU)n9v;xwJlE$
zG(GOsaZ3ly>*CeP>YkWd3xd<ru&y(bC{QXG3agZ_y9ZHq;GGBD_+uc2=W?p>+<NS(
zDUGAta^zya1DrG>?ldj4SszBOr(2N%U>KRx>Ao}5Bh~kK4=AP6P3tjkLAaXSSetTE
zgjDp<8kl4Lb948;P7h&s*HpT*Jx;QY_uwFF4S<*9ePhhoY95y|X}!eVHQ+7#Z<s_e
zbk8_ui&%WzN%IZL=Xry~-dg{$lY5>getX_)BF=Dp1<7@?hfEAS{Ob^QJlS+juNMO;
zFJd%AAmcdSlN4Z{R*Y~D{i>7i{MF6FuC`+b^iUt~Z>KH>`$wPl#C@4KUCxf0X=Ja|
zo|JF~agj9CQX_8~)1ZCuqf6LO8fOi`)$-is#0byS6zpTXfT6k7)xiv|<6b+PybP8-
z#GDOwv)#2)1)jchb|xqo4N#R;N23JOyeFT1#x{V&kf$FII7Y~<ATPJcebnUq&YEdj
zC*%Cb@DnYaR`Q%vYVsK!Np}p*-GYa}KprP0bq3$ittCS&11;G?g|NYIPYTj^$!mAE
z4B^<OQGD*rM)KVE>8=)x`ce6Fy}79_=lqS{uei#@RX8LV$AVRhaCP%Pa9*(d_mlYw
zW&f3bvl}!^Kta0f>IvCkm1lwh#nV^>bKv$7)Q<Gs@)-=~$8t#k!qmDk&ZOAo$s#hk
z*3Z?R<~of!!4Y1jRhc07%ku%23vRipBQ2}`1>KaG9dVdZ@O3e4<PdN1Sudwina^d6
zMQIG|D}e;S?IAG*hO(~{RWs$~>DooXH>?aM50A{5uFWR<3n-sH{RH$uyI>F(OqLi?
z3t=`TmSy(BcZ4a(<4*m;yg8ir-&R@Kb{*$!k+#Wjor{dKxa>3L%Kp^SPVkF$%|nJD
znZ89!CYv|LtZf0o;|vXK|Fk|3H8x5B7U$s^h>b;zfRRzsEM;hEx*E!EvJm%lbB`7B
zbm2X>S5*E9k}&7r)2}rZe&ua42)SvN+%T{zTX!NLNF(T<1G?^GF<-izOtTw4snoTW
z#qjS@1~SY93F$og>ND4rG3f3K7*`16j%2O+7h1tZ8RPYp`OY6lE=V2lf~6iQb;4gB
ziCu5pB~~N$6f=ozs&UFu-#O3ptAMf4Us4Ws&R?>$q=}N#BpFmXgG=#<U8_HKzX)N>
zw<cQHdu-KycilsYf_YM!?78bs9lOH9=_!lomHMVGHE3h*%ru9}Y*TTS)Aqhf7!CFq
zIDbagz3S3U^-8bz4;xhMrK63xLnL}cF41^%_Ld`ltBCKig7D`w&dWNso7n(?XmP@8
z*M>}RkWDB;4ZYE|6Zj}WK-v+K;=ti6kg6<vj--!->NO?-ksT=B_-yyUG{np<fQt|0
zF3ah)TA8^bWgCK371bZn(U)*iwS#_sW=Uo=0j-oi-Oy<)J<a%}7g3f<CuWSS%^NgH
z(5w7VzDDaGT*J=AMGdWhvoODcou@emjxXy|RPd3%-fzwkE0lc0!-lz$_>4~j?6OjX
z{F5$|drQ&w&jF0uvguD25Z8u;2+w4tHoIRA$Sj0tM+XcF{Z+b~wUi;*buhG(H5=f7
z5bu5Xc3tVi1Dltz-cL}bVl4j}{(IBfrq{0z!y5<1%k*J+uyJoouhkIu4ZEWh(}TUt
z(y&u-w;glEZlfnr93NpQT&j~3Ue7>WuzSviLHF||KgCNyN=iGn1jv=8+rYIWS>zDm
zO{bmd+kM?aa--)i!PA|E&-~qz5D;JCSvci$^*NmPG-L1Ku)>kjIJIm%&C$9qzJM5f
z$6ddQ0{I*fuw<Mh+y_-s1u!Q^D<a1VO@<kd@FG~VI8QGq3Z8>X?~Q?w<^jL*{1~Z5
zS>4@7`ygv+7Oa?ouy(%hRBc7w_pKH$P8?)GK$2&tIjjz8v1K2I660!nVvKjQSJWQH
zW8Gk=9kS0AqDVVfNJYSr&EI(l8-k|L;-P%D_qQ~!O+?|qJ%pecAuc&qS3mO<Wbg`V
zkI5$Jh_f_u=-Bkh<6lr^m2`4-^cqyj&@?VD?y_3`l&dZepGHUZVtBAstS2LvCjI@}
z10@;=XVZPXr;2#U<VLha)Q0heWev{%YY7L{H+Z@&OWzWek+IU6I)1d$Pg9=nA)H89
z+(U32Sgn6oYN^RqR>>^LHn%b_bn+q>0qR?-H<(z2yYz%SbJi`xk`FlQn(E5`Q>m5-
z`vG-7QMAm+NRIF8S_7nKdG+<@>~ZgDNAGl)w^MorJ{cw+GvA@xX;S9rY5AV}sxm);
zHv?F)SxG(KK)u|lxIfHccE>5lG7h0?{FrT_9yMUJra_A9UFX&MOg!gGhFeTTA!cCK
zxjyvW+I-%+UYu!E2UPH7uUmAtR5UbW_Cuv+5_*RbAlxi<ErsHKa(DO!xONM9@qbQy
z88z8VWgh>@Ik<cG#ESIA0`tU>YP!aj1%MC@;%uay00S^I`QcV<K#R-U8tB_f52q)v
zDi%lf+h-FAqG=5=FY$6#)KHDb&aELGSiRs^fzHx@JIid4ZVv-&nUptErWLX+Nm7M}
z_j`ZM!Lnk+J(k}(GY|C`c_5~|50Kqw9#(U&>QdPWTI8c&A?Y2ya_6S?!sDQ_adTTA
z5(Nx`eq!smx0s_c)ucTZ6qN>m0?N_)F1t`IGp`xeKpd?9l5v>h`V&1F(zMgjn+52}
z3{QvZ=4Gh;c@OP(+<`i`En7p35{i#@QSIJcJHoz_irD}q_-D?;J~1^99(<p1$*HH*
zWLhsy_6N1C+RYzJYA&@A!~*&<r)lnJkpJiJ*cr$UY~n#5w-gQA!RkkYRg>n)ioDQE
z>f59rLeKQKpz!oUlqZTJga0PYy_iti_44SVO#A-h9rSa-T}|%66`upp(U#l?2_LF&
ze*lX$DS!Wcb!BzZysufx_ia?`ujsCl?3huE<m3ix`@vxS#76VB@B4o6hn-yS&CS<R
zrsx%UIDatF2A=hGbPE!hh2}%Q1O5^fvy+;olRfeq3tMFr9o;%_vQg~)8K5wneV%yX
zr=^~|i=Xt|k&&3EwO1uX<<dmGtLsq4pfJgBy6%Q*N-*?xN4+=6t(|wJDSHV%D8u2$
zHL2IRiTR(}Dep#Ib5==_9P=+NDIHvfj*dQ1iaFZn38kMfG+$D%qE>5g*lF^d58ezi
z#Jn{4&d(#Q<WWY1$KWHMknFpy<eiKRldy*Fo_1LjB~iWXi9WS3nDo@iKHyTNl6fSb
zJ9$7gd-vPJ%=Va1m1k<ArZ-P_HFhw)Xr<75%o&@D3ggn~=lnnU;6$CAGmSUkO445f
z;bm*18+9w{PFcE6_AZhNTQ+4o_GjVIio|C0IslYNmo9~i%xWh@wzbEYZ~a(+lRGhg
z!;j_wflGbptO6zefJAn_YLkFAcepRFY5RrmYrot-itV{>_P{=<BAdT5xBTspDu-SX
zw#KSFM%;dGRIwI7JlntLA_0-)t_&2LgWRVV6@#nuxDw?k-8RmZY)qYqC&w@fr>_?3
zS6wm)VP;6WX>9Qnr@XG7c8$PX+Je2L_bY)Q|I?{1$b&4mAsz3o^fO@$)aA(dgXtO`
z?~mz5eef>soJ@Fu(yFbx)?vE7)D^8ws7|t(P%P*&5vo&~@sef$%Q<-DIRwOIl=AFe
zKwp$0ww_Xa(ch(Tr-yuk{i!+$aX&=(w=d;u=jRm_m*bl9GP<1C2aj~*JpZC1Ppx2i
z(~!q1AUO9tL$xq7R_RgpZ5Q3a%!INibW8=Mne842H?*3sC#$<Q41{5hl|D0CkAI(2
z#*9zahp9NVG_F?KJ)dW8UuK^!EOsIBnCWzW`Kty9w`zzps#ekP%oClR2=@`laUch7
z<%WNkV(WNk`lol~jtFnVOzNS7E%zIO;Qp~IvlQfkgl=XFZ|SeclzhFjt4q%AUsaB1
zL%3FE<z|q>7tK_IaJi?_GjGw2<O7YHI4=yBa^KmPWzCN$^lBF&c|c*=PV6#~wA-I|
zK`j4t&>r#IJC)YCVDZDqHH>{B>3?~7evyoc!)x|H3~{gk=7Ru^{UXQ!69%|y)@qOU
z!yJ8N;S9ANc4Qz!Ua0IRF$T!}#Y__{YqPI(gHtmlC-jSB#@j2J#7}e-DRzC0Ec9p8
zqwAsavi?<aZ(R6}keGDXNv5Ma(W1@fg_aM%>Bw|ZQMTN|3Zaa)wIaKW*&D~XdQRxv
z?b~<0SoCm-<z2atBG#PzRPAlTy!$ub$e(XdO%KMEs|%?uOX^d16+r<<a~ZDx0d15Z
zL7a>=Qa_O!vKr#qPzDh;76+|ttqv$18VYXX>N|xsKTwSPvh>fyrW=FhA^LyH#`S5v
zf+dUk>o;T{>L>xOuRQhN-5Id&PAX4wOl7@lw$(I0>gA&ROx+#P$=gwXeQ8;20JK=n
zEL$9Wn|14bqsl6C3p4Gz8bO|J1H4)BioJYEx+^8X+hJ7S-ECUqt?#-9^=o}TGcs<h
ziNT@Ms;(N!3s0wP-{3xUM&pb-eXlO3&vh5X6PJ^^N6r4a&GUsN2O8JF!*t6&k}GSG
zR@Ri*>ra3D>c%=(XUyA$5u<U4-Z(KJa}7;)G#tR|*ZL)7zw`F2-sH-Xo*IstLGeA=
z>Bh-G8d{ph`K1kcv-4r;!(e8Q`$Ft14DW>54ES~5e^<%lMS2-;;12F+Kr{WCb2Ctz
z19}S+XX?kR>CYwexu{z+1^gI9sfNGfHowh=1jwDbD4w+H%e57r_EU>9KB!9N@1OU&
zai3%;h9huQ5hD?71-Rbc63@{eArV#VP(VuxRo>NbNR9j({1>47K*m?|Kc;GsxLNKM
z79?}0MlSMUmET7z)72jvwWLE_GZx`_@yFXlAphQGv7K{3d)jOTc8JFJ31JD?#;OMo
z9_&SkNJ@VeL4$%Rb!}wU4g-RX`|jGC$G96J=K1sEJs5#qh3k+ua-#i4Exzf+i+xrd
zSvtmhj$i*Z<W0@P@Sy~Xg{39`24=B8lTb@31%i#Lfq_9UPafj`r3SISwwl8N`{2E}
zQc0C3#hb|nvQ^Fu#J2G2Y+r?&Y43cAT}is?$&)90$=nDp7^N*Kla!=zB`SvCPx<{H
zt4yhSyA|+f;gaQkT_2fh$B(y#Ig`*lqio$k&0k|mM&V!eHT82g1AaO)paL+X@SfL~
zBBldph8zFz)r3sIzUFdt{b=pb8K7RYp>m!cx@f=|ST6<3Ydqo!#mMX2`oYBk)`^T#
zx%y(%SygM=fDmIZBI*_ZhhCecfHX7(d~(+0K0vG=r?B_dS&YtBH34D{7S%B5dT5$A
zoo5_FGkCJ^<cHMU++0MS8)h+WW_eUmE6Vs2g#u@;f#>cZ0FgH)+t-+tEHt?FH9w9G
zxMKCMCp8o2yD%;TRma+iwl6p~uI$M{B2pV4=h8F;DR-#IWdpoNU37X%C;C?8G$TJJ
zHL+r<s;Y7U#L(@EG@ko%D3gHbdHo0{s-E5QDZ0B<EklP>2T`Raaj5Ef{UV4|bYLrI
z`2_&K1hr{;79bP#*gm5~FND{OT^!xgun>$ZiooMxbbc9kGYx(jGm|)fXk&*IPLgpT
zX(Z`fz??yobjWHur`|q=aJ+-<ma;rf8Af&jk^Cycmr5f;O|LM7o;1Phh9nPj^ZV>I
z;Y?ReAZeO`(&nJ3CV?9xC*Ne88Vbx)8eHxxcQNdZigm4cTD`)x{R&b0Ltz~`B@(GC
z{m+M?Z&4d6w<!r>Bd1QQM~#bQ$5SclADdf>+mc~LP}!$2h@*oh)u$5U<ls(SsFbUe
zU|=AV39x7<@3_R+TSM>Faiu_~w}iZf{R<Z5AC@O{uRG_NHv^K+@MP>s-|oR;z22Vw
z*DPRl_2k@%iB)#{($i$ax6QS^2!ghx!7LmzE>oZ3xYE>s%BwEaQ&mqKsi$k86}W28
zam&N*i?yD<ls@nHJZ*SV;7WaUv@7Ip97?iAGa>z$FEkR;Tb79QVc77EN&}#(zO4zo
zkM+xp@O=Iajgpq!BGh}_n3r5|`Z2Fe2NAiJ{#RxiY=Jl=Prcc5#P1w6rfQo)lxDhu
z7xaFFh3vJyODgKDxq@Vqkm@=f{-#`U`mE1bij#e^!g{G39FkNCGjc*FCBFCJI73ol
z*PI<-)Y4<^zr)kFdu4t^H&*%wCa5`XdfwkP1sifgY<Y;SKjD;~>=Ib&{5Gd4-Oj6G
zGpE?s<wMzOnPFWA1e*q18z90mv-!&ewuiRTNc4P%B_YCwlA%61ueHyg=1V;smYfLd
zW$e3+Uae6-MM{^wr;q?jY&|(R!IV`2n|5N9la^d0G{$<9vR$ZL<Ik?U_{=YXJsD?c
zhRxon+EQPVx03=FiyJ3R*HejFyIF@*5+@OI-TW97kdO^491LsK@35Fu*X;E*K~oMY
zWIw;zwFvSq2PV%HVqrg7QLpi&Mgq^cC+T9{)<t&UjDBA9+#{qyHL|BOEUIy!j*A|4
z9^ztHE$3^y%<e^4RhL>)x8S?PA!HJd+NnS?VF;(CRI#Hsw0Mg@y~9bRVM!Lxz4GpH
zoj5UyxLk3_#<<0^TRwN0yjcZc7Iv)dRRL`Ip~xe{$nX}<!Cg8KEAM--;Zh<$Ovr~W
zZ85R@cBuIq$qO0@MW<C=MCO^>gMa)quv_D8Y2?=9rScxWmh~G&A0WO2Rt2%6yC7t?
zNbakWMr=DPzqh9)1Q*;P`v3gWrze3ar|quARJCuf3jEY#k;cDE<*M>gkyl6A2N(lH
z?-LW-8T|ja{Qu_J*(J~2dOmA;k;55%f9DqPa)^vDe_nTMaty<Y0Xetd5bghHCi_YE
zDQ~lGpuyiOSy%{V%e=gYma?e1;`7So>@MElSw0zG&y((|Fpr$>)_nQszyErC7p))u
zE8o8S2K2a4#k1xKG4oY|tj0AxW|ilI`6e`v`M!Ls_}Bk=|NrS$Prqscee)<DlPa1R
z(d+-KTS*l%u;;%!WJVY%vbFw(d3kv)Cx1Odx?4Ecr)gtj)9H5fe|e(LZ28y9iVl=f
zeC&G6o7b<8UVHQAjs7~%Q8^S0`CSA4%Dt_7uD`jw2lz#<fF$<5{D0e`&K^8kA24Ka
z<j9d@J@?L5Ze)Nd5xxKN<;S}|8G{+gf*|%UEI&ZB{QUH2mrl@Vb2L5b=gS8Re`F>e
zNE9?siN5`uu-EV@H`h37iY%P&1sm4-v5v^8CU*X~^llMXvJv=<Y~Nf?+pVCG*&F}5
zu+U(A?ECk4mpvQvUC!D@+{$?JWSgoo&`Rvtk#Kq=xY&fZ^pM|I=GH_8MxIQLR`4Hw
zb+9&Y<f>pOM#$T599i@Cu3b8zKdp;i0uiSuFLn(I{t)lWD7mUEZvOM_J2)nR>PMZ*
zoOCXn(p5h2F7BK4h5zQSyStmrVHH|rV>ya(-Pb}uO=6gtr@sV%FSgkScwtVvH;aw%
znpWl#cJ0Oo?<lm&D+dabVJ)k=EbQ|h2fg(Y;Ei$W|L-aHWqY+M*!G>eut6DXXAqKu
z<K()m$Lk-o{rMpEN?f)^Bv6Rp2EVP07oX3M)OV1~Y<f!^v|Ip=X5!$<!{K9z%6<Dp
zBi>mq4$sq)fx3xVABdw9n>lVL&JXUPx19P7JVH6+SF{@Y!i3*GKF|R+BzVN9hkr2$
z$Uq?=AKFUGMV|++%NIXMnuBp)QPpD-k#OKi7!DKmyt$Hw#g+oK=WXy<3xmMvd6O_7
z3sgdwliPnE6FZ`1aE;Wx**hUiWC~hGZhc%orZh0{iWD}(-~M>}fA7kV-pYbbBC8|j
zy;s4A9zS~24LoKqCdoh$(OU=Zo);Xx>;ZhRIq*_}<u+0(0nkl<m>e>GStoG#2Jop^
z>j9fnU}eee1OJE9RA}uh+6|%|JYr{SYkMdL+r6-`;7{=Z9780)4vVXT5kIh#FJHcV
zZFPCEzsO3-C5nfi0xmQHVv~$w>7`T^Uq&^oQxLSf9XPoP51zZPCk2a}Fa6P{xrID8
zpeZLO*E#UYJ}e=5T$fN?2B%YccG}1lC}9?!B2Vxn1NK_~dD@*!f0Gn&^d|u*>SyBp
z`oX|~gx`M2vD)<|_~zc6u;Iy#&SLo|{yFY>x;9{;Fl4-~a~(YKczt7{#jQE2tPThw
zZQ7|d;4WL?-_};z)cz;zY-b5nIjNbP(-D)h3YS~07uyW`a2GUk=w*+lu0N7NF9vO_
z_@786NpexouSK#g;rg1I<$c=bLjt;~{Y+2XkJENZ$=h264u-No+U*l5tX@4PK#Hno
z=SE>!E&#y>N8U9N3?e&uz;gC_hWz&J(UBPOTC?Gso{ca6F_b|X1RS7#y`IZFa_G><
z2n>_xO&?h)k9d=&vEL@H`^c4aA3*L|iiHCGnK2#6ta&#d3-CE{(}gm5OyYi>t-D1r
z{zAs{tnvqB=<6<cp!KbK)zMsutcK_Zxl6E2^H9XA%@6PnXKzemti{EYPYt{6c{Wo)
z>qr0i^7QhhOWjRti&{gm>#Gb}Rr!MH`U+0lV-85IWuSP`r35UB?d*1$903rRy$)*G
zoH4yu2o}LEI=X=nI8qMmTHd7CPON_CI?$}kx80H!JL47WE59_c4RhKPL(oEKl2!}k
zIM_vh3^-jeGZm&QzwV^|=&STNC(>nz<?tbHVEv?uYRYn-t<^a5P7QFPSQ_OA4AomU
z>lDqb5t3z0em6_i(MlYwq@<*70RXG*ItjdUDPzkJ|37l$`Qy$bQ=V~y*vQvA_MK>M
zeeMh#o?s2msXp{;b$~E%pB1=dMdQdH%QrN%X*41j>8YUr&pz@(&lQkYGXP{S{`BcQ
z@XKB5GMayabPF(c(Fkt05EFSWVgLnjLrH$i#lQaAhnG%s2@2tu2XbF|>^(IPrUOP=
z2QogOU-VQ!I$m&8NkH+`wm8qc43zCXASQPAn~($GH;}>9zpm6vxd9=)GnT5@VL<!2
z%gX2_Rg=^{X%;z=2{+iK)&vZ4me!~ID!KuVch0yG@(8$z-iUl+t#)P3wX~I``9)ya
zggem{DT;zu37R4GE6&PuVAfEPSd)dX=l1Ib<?m23!Fpmu#l6Aoqpf?6|6J&`qMxK3
z81rgW1iTM`^!K%ck(TN{ex*s8QBQyaW~xO#FjOV0nhisi3~cNJgldmI8=J~|F))u?
z6nP(X0tN@(-QiKD@@%he+~NSHA;&19TKfzVyfylL7q+gcZs2w&z^8&C6U=gG<6N6s
zr<R_B3(79DPfqOizcq;1XT6OTCrt7hhvn2j9J@;wazLV(T$up@oy<{;;#OIv1cN%v
zsWB2&DC7!PMCO%tLI5L2)~M!oq2vYNuJs-PXt@#Q<-~stD|Slhe^%;0R|HH_OOdbY
z{f%r{d9XOAZ5|))N-YDs6#nMtt*U7E4VKa=6Q9I!gb@&t^o5mG*CZqw0zw>=rPJ4D
zDN2^V`r_Y~i=br$7c8P1D0f4qjL}@jB1PGsHRBF$7#-G5$;~?se3g(f%9oUu)k9Uf
zPl9(=0H*rn$k_I~2|xeM3T=(~-0FA6;Ywl?kHEs3Rq!$tuN<pQc-RpHf5#RXVRsz>
z2lUNYZzeHphMHKmK3TeWT1rg06nesM=3C!CtBr;T#M5E7ksNa2mt@~qd-nGr)z`(g
zMV4d^^ROoE$RKy1>QFC+ofDQjKQs(u6ct=dMgxQ3*PzwN8TLa^zZ}!ohXRjlAK)R=
z5bL!5LD<Q7;Am-YHCY8a#;z#_GlG%L$BUH=d2eVfWn{I87XedV7dpx{&PLa{&xHbN
zdy9%jepc_$$W2)g+UJMh8-{g<!#}=DM&ZJMMcO7|ua-TCr64yeQw=&w)J%5<e2AGl
zLV8Oa8kMl^Kzfb^0-O<ZL=Na8$PHDu-)*0Z{vf6L+$?c}*uxu=yzd$PGbQM$!nm@_
z4JKd@JjPt|o%;Q?3%2~CE79%S%AWo_nH_fcPorJWG4Cb!dXdV2FUwLe4{Ffg-h|q!
zi)GGB4H5I9z(?{EsD7yU2l`dBXEen8TxbaO9_)P%?xY1mPmHR9kFXHW32u?opQejf
z%SOF`AhPE7#bv(Kmo(S-l9`oN4A=rjM0=^ap5M6*j`nX+X|<?Qhcda7H_s>GFs!P|
z_Up=j-^H}NwRj6cktRE%INlN)x-_0)c<cv6^9%57<ZQ^3dMqwxy}aXaQQ9OLK+I6+
zubzR!txHwgEQM<Uz@3#dNd|{^yv_nJFgfcqi{V930PD#Wiw-8X-Nu<xpW}Q(ImIH^
zOZ{b=%DJ}5E`>unew#{s0jw_X`n)~5KF-?n<W_m{=9|0X7^MNm>VBtdBY~JGyQ^y8
z-_iMwnL4qj%3N*WxIeRGqi;gES}P$Y_L8b%DzcaF+TC8U`R9jw(rM40eGfg-#oSIl
z;qUsle0FckVZ0nu<4|vl1l~0J(-+>;DRgpRe{ou*VA>^LEKoVS(L@(w{}aH<>Co<4
zsXYIGo3YgwBsd<%ZoKgE482Xt+T;tMVo6DPmj3e9jtey01-_Oj&ZQPhRaw#(UWFri
zjvJf4{N?gJP_FN?gP?<`7GcJ@aR8$E)?%aA`+uc(PUvVi8mbhblDiCQA6m3vZDp>J
zhEDqroIo~~*rO(nR+-KVXPP*J$gX~H%w7W2Is7gIMbw4-)dM7ivS(g#eW{iPtx}y%
z?zEPF@XGIuW2Lh;g>bq741wS1jraMQZ&t|8vkRz|_;!>_>X8t;{Z-emLo;V>(8~h)
zw6O#l^Zn+lP}f?OH`lbp#LnJBJtE8+B+P{|q&lzy>W9ijElz*K|2l|z<Iioe&0_%G
zF2=44Vu|Iop_A9(xjUm8fFyB<wVD^R>`P#kIukpF16V&YW&s4UasdPex&1m4<PAf{
zI}o&37a9*sT7K}t(E}OPpQX~hJ4_TnsMfZ8D`|r$?T!ypeOi4c&~n!~=uX*(yG30T
zXTA<R!3$#WXAZgMmcyK7cKa$Fs)yL*91q<tA*QU0Dmm<Pp58J(z1n}uv`m_0@pxtQ
zj?5I`;ghw~eU!6be^EJ8{pen)kSKW)xBMg33M2tjV8~1cM3nygV{FXwBze|^Ugpg9
zid6*FQZN6~rAt{SJmPWwxF*t24{#d=@J5>4fa#L}PGK4^SR-EuNU%MV#5~YY(pfqu
z+W@M4T_o2$aKFy2*MLv&k@M?Qv0wr}E&=85BgRVhYreg~vN-~jw2=VXYnKVz)GB<I
z7bY(hYg;RJrzwhwJ=f0`8zo6*FMiccz++;oXV6#F_1Ay5I8`m?dzUR*=BH#RUhMC?
z^O2bmg4iH-bY1ZP&8&o=)TdMumR2HgptjdsdIFA>(JIgo`@j?OuAcG2m55}OWe}uu
z76XXmvc|yNr$7DCJENA{3tBAnhrS?M7W+#a3|)R|^!C9r^F;pc0DwOL=I)p*40vxV
zO=fPiMrTW!xj>MO{qN)RfP>hU-I<d!Yk?@WrQURD2(RkBH_`#o*cKHd5|(%EBW$yj
ze&$qpT2&O7#S3ItYJzPL4K~tzr=hYPvitA|#FOi~qy8I4LC)`%(qmamQVt-W;Bph$
zqUHgEbNj@e-hKkQZ>$SxGX}5KMsnX}n_{z%9c2<+_h4dHrIwp;hEuC0Q9nOSTg>zL
zVVp;0X*>7YZo+R8%a6thsA1*YT(+=eC_uo9e7Ue@5dO<u!;O4H#^~4W)GFVxfFwEX
zmdty@@kz3E(SSF>C2CC7i!5WMRN&JzV1bU2E=H&L>p0v;mimGSq^8>VG73aqzQU`S
z-`j@+Hb6NLCB3+(+1<-vb`7B=vi|td*9gy4wN;US8x|#d!TtVQ$x9lJS-VK9KzaKr
z>WKk}%cu3(5zETncr3tH-RESCUyFQ}y%0h!?EVe_<Ri*GDM@zz{-xxl33<4Yo$|Hw
z5$Z4rSRsJ$o$D78WbcjJj8uIzgxmm&aOb~b^*;uoCpA6yrEXC<t#>S)6LhP7hW~rO
zN3}Tu(Iopgp>^dR$Z&a`P8FA85ww@jx7n3E&$lz&;nSOYn7!tzaci=`4;PksjxoCU
zzu5>-^z4;qcc0p3!6G1#+kd6)7OXA`><m%L`W9(po;i=UA=;<i!}4^e9Wx^=2zRS5
zipp3}$=qw0Nb^=tEMEZduWywYle{)NF0L`$pw-L6IMZnbACqlxPH7>7on-9L>B_WD
zQ$qbr0;g|}VdyL;R&RW=1bvIyreN^$i0PLNV%FBv!jjbuXAU0{^;%s{guOJH?Y-7$
zh)FypzWlbY__~=OZ`c)%zUBB+&d<sRN|h6~D;(lY22-)^-QPQ-r9s)GTzvwxTZkRq
zW2(V?_1<c&u(k-c<8dy%tSW|B&~!g6;QDL#LIjeM0wK?}>yUI{_iEJ+i^{FtyX8RF
zR{nX!aFnA=Oyj?%TEkhBd|A}-NmIB2=ZS~?4P&RiYkBr~%!Y2&Sl5Z?t@{D40b~9X
zu^#=~_3LNjq~F4)E-F@Yp?vGf?)qT&D?=yp-+cGH5^$eobIwU9UNBFa>HhSFrSt1&
z{SiW}=xe_vin`5?5-w!(r-mzJ4N}!5tE<keV`x>k>}o?EDUFwR+$xUEHdsb5&_yeK
zb+G+k2|J*F`pdT7{qxc4bH{umCo;w(J=<=ndiL3AoU~jw!sm4IXm!^m(jc_A^7~vW
zgDYAzhKpY+Ol2^Ezg|pii_)KAKfUT$Zy`vAzTHlef!AZgi|*IYEbxn6^vQk6{uGsd
zojMnn)oQP7+nD8y@%@A4xvvT`UxMHzc4k<_qTN2rAedf~iN!gNbdF#r`QG^BQ{CSv
zZv#07u*ma)N`ozX_qkL@<i*^mxlp9Y%D>7HJ#zlaAKqx|;X@w_lHuj__0`Jr!e=X~
zYM;$7PBLROLjN3ahmcgYJ$)w=izk2VSj@ToHX?HHR8HSZ^35-Q<~?PzsL4**jY^oN
zH@azlEya_xhlbzyqE^{lPgLk?v6=DXS{dK6JlVjfltUUL=rbc41EtyqkZreeM1!~s
z`SW>)OYbHlV^+2{p7MQjt#>t5&F)ch|4`9^vILUu_D8cu8YiNdRokP7gn6Kpv@|Xx
z-}HQS$3;hUhl7s;!G=@5XzRfJ+S+xsXMUHx*Ve~QVsmsuA*Uy|<Lp02r|L05e#Cw#
zel@>kjd*OpPQ)1Q{P2g1%;Xxpcy+PKxm1ho-yRxOF!d<%cl!>5DwoC-qnl+@_T8B|
z`zK3?!;#5rDB^vT|69H4KMjUI{=~}BU*Sf}{<O%P-#<QGHM609XsGY9S&q2gl(PMC
zy}$U;u%0(~Lz&4E_4h7dkFH$>?Qd)>GD(!KKv^W}f4c>&=bgZnEHavjI={|#0ETVP
zo;`1<T1_`z{<E7?<K3~p$Wmg{wxemQx`D%kjM$^q=*oI1={dpLWXF4RQEQ}6KVPE$
zC*E|Swu|j2czJ!~FMWcIPGTc5dD^hC@%ZNlF&9${ZaMTobL5xWx{}<=pVvIer%3?>
zg>=t8JsCVX^sR?;r*U1?_*<j#Cy|A9|7o8TGGLGFKoeV0UQGS{9SWl2lud9BAYQnV
zu6}GjvT>Eqvdo_Zy^0Q*rjQh!I)BrB&+UWs2k))v0x)KM>sfElVq0JdHu$`R#KS#m
zpMI9VMCi=jogi;(pZiWTE7S3wHh%*PukjFgU?5SAn$z9t1O0#+_<c?0is_0=mf+>{
zZ|ev9s&2)fo?U<4x%Z0dy4B+=)|DN(#w;nLmd~F>R_uPzPoq851f$9}uCED;T^l36
zPC4d=&I}Jp{o{OF|Jn-Rr!HG`gp^-YPC7R&IxRb2dY2BriE47n-^1DgO!7gb$WF&s
z+e=i7jcz%WyaET-QK`dm=6Rk{(^-Ib?4$j!R+elMI}>#0)l6~<&9W7vAf4VB<IJo&
zTmJ)jOtUUeQvFch{bl``hWTpA3l@M9LV>P9$u|MxHb9d^0pOwbtj3>lYQS!b)PV<s
zBG_?z3r=8NJiT<2+!+OnEX?<5ES`;AdZro4t1cghfDIdA?f3a}xVDS#j71OSV*G2s
zp{i4Ncc>lR|Ai);Rg`3b7SEh@kk5{NU2bh{1?B?6F0ny?`;s_UvmqUm;v-G5u_K7|
zv|F`M!EaDC{(Pd{8PsyJ?E1TBxLm}pFZJqf!JqeZ&Vh9J!=JOpFsTOARz?7DC+qlp
zJu^EyYcTP`Q{-owST>?nxK(5ak{MFoM-Cr;3rdR4o#If=U%#>HL4&1GZTPzE2?F<P
z)HLxTC{w?LJ+YBCi3RSzsotVwKy0v$yhTJRfCG)cK1eeZyJ+h_3zD%1cX0I>%c91p
zq%lAMgkUU1eNVmVG!v2Gz8aGd={kV)8zDCycPQt2H4}V$%`;rkncnR$p3V$p#f@bt
z8iiYj4F*4$k4A*w*L11>35GaZCIocIyNk(+okVxa1TZ7^1DX`q-^zz4+x`7fvprka
z3NRtH$S2%zXg0y8`z$Cg3qXJ8b6*!$k#X2O0QWG1y%H?_ij(F=fb0d{@m_%=A;2;@
zZIM{&Tx+@4CG;sSM}Y*GA(#PrTvF6n{Lfv?!_~-P^PJy(=P^dTN=IwD{yh|>(_3e_
z%=zKD|L*5zZep?ORQy=>a+}sw$Ct1B7XF;Rd`4403qw9J5wmmQ<V6if82R^iX#^`h
z)<ylTcF2!^RfAx0WNZUy*X>*fj&TSJgY)jV)|G3V)6BS}n)4bE7k)rKHUQ`nAN1|)
zNTh0BbTufVc<N!?f$oT_f(meaGx@$7nBZ9Wg8F?5FiE%}VBC09QeJ-<w9`f=nH^^p
zNghUQiR-mA?2vlB20*&VIb{O+7O!%gmD~7!!rEpInA9>LEEv8YSYMrq1!~AeGNmIv
zNJJ0Kukfl6O8h}~S6&4W<c)gk0k2vQ`u}on542}$_rJ4M&54|PXL-9j{*%ZrFROQ>
zF%rM)E&hxTDDiWYv6A~WQoy%a6`uf&Uo#tz^N7%|VIni_3!H4eh&d23y?evmjvYH@
z$zl?3@&aN((?e0G0Y`lmuq=_l)SSbH0$GC{Ez&;#Uswd(=1y-W*Vks&u@s1GDPhbn
zZ_F)n@`&p1efuhF#sU|0Wb3vY?M1Lw8bHt>&r?)R;|R6%r^e}$k9apa9yOXLnXZMa
z?nD4zkiPu#2k}3IWZNE@w(CMZFQ+L8j}fB(Z$)V<9SyCW&u91OuKhYK6xL?0Sw=4F
zc46@(qi+M6*@6T7nl-k7%wAspVfV(q>EAu&6&Z6$|4B|;)6kc!tOOzh(GqU_0L&}g
z=mB~!Zzkh`aqi|4*|iz^#m8$e_;8eFJm}SC2ZB;27X;$udz!`9-+h<U4|&bT(_QDm
zOjA<R)6>TYpxa~d{Dlh<259aJ9vMLE$m8~<Ki>hX0~>@&vdG_H#y-gn1l`h^1R{vx
zIV`Qlg`TUmqK>al9s#sr0#^ZxExGr`=%ve-=Y|CR4sQCjx(McJ=T(pvMjt(TG%K36
z%;{`k39_AOOH+#i?a33QMz^MzPO=F|Wd117#(N(Q`q&s#UX*Sa<sfLD)+d+P!`4cl
zXJt)gp7woK;g6UbSzn_wD7QCAi0l#kp$sgROPne$0ewS2NQE=IT2=G7gE62H$3PgG
z2wHz5%F%AXq+u*MD>7Pg@&LiYa8*O!kX3g~nIwqX9yyx<eTT0=Y}&s6hknrL83Gys
zhy`Q=uZ{!>82l;fMME~_WXEwKQKi@)=yKqq;n6hXT9TD!fL3s&ki{j6NX*V<P?23I
z6ar^``pn7pNj-4%J0mbq`DkFK%v7Wr&yY}@^f6>r6DTpXZRJHS(M}%Vz&h}X_v$Co
zY}6A)rPK$<Taou&v+Ay$%U!cbO^+ZIWZtdw8A7&oFHfYKObyoD|6sFvORB!^fvMlZ
zn@4J)M~`T{MTv{$e|g5gyzXaT)6{CUn|Bg1vHZ%Ua21-9@V;Kg+59yu$*FKuRNMHK
z6I)unaGLY9p)kPlWD=?ZKBwb-GGo)b_x=1RV;Wi?>6{V3S<6X-A)Op1&wx&-Jc0Gq
ztn07Y?sCt7L%kvO9=p2KfGUnJ|B@cTuAW}xM+bo4E}*KWodVlB4Cr{vbT9Y4p<#6!
zIQ(27`$Gwyt|0ZWx0$&Q@skav-d+`aZfP-K+${&)iK-uatBo}bd+WI*fBR5sVGYX_
zvuLM^>l69rP1k-GAP?k5P91~im3w@=?+awB<J$yFPP%J9f3_dg;PfCU_<a8;>XRDw
zShc#nVJ+wgdYK(i-wK-f?r)c0X1;mLK4&(t<j2T^a+ZPe_!bZemT35;$|vKXL(b6i
zH}ltDamg@f2|rpRAsqC%G6;C&IN&3!3L%x>l+=*|!ANXabud+0ggNiNBXZDw14!G2
zCZ+Xj*NS6XmSPZ7K7()9>dCQJK7YO|xELqDsU|eO*_#r#yHOW|s4M|;_}2IJlTImZ
zDmUvvZ(C0OTS<CpLcJuuRBaZBYuX4;jwCu;>tEeSPnT+3F>niMx4>y){$>olr-bCv
z!Qg`u0uI`YFx{>neCK)Gm=AL;Q8G$nCwJ3f>0*#lZVlE|X_voAWckLm54PtR(kHWG
z0e|TwJt!v+@0r2@KR>9c2Z@Nb=f}w3Hv6l8E!AxJ_2Fzk9Ydyl9*M`vp3pijf29|(
zIYV;UzmzuExmlW){VG>R5)V|PMsULG=Q|B^JofrGSPQRMSfHkHFaLh*H}|8pbG_6o
z+%s-PB)9ZN#`#CvOW)sIO@AYKb;uxn@3&RN764jmOpn>gL^oQ)n@(HAB4%S9OI?WZ
zxs8>$VdD32op(^1r}+VC8(nBr)17P7rn0^`FA-QiYNambId;@Zxv%A9O{tkPfqPm$
zs_#_4IMlolrperBHvQuquxtgd`8Ra!P%!xMTTfQG{SnMXR!2g!0<)h=3nelN(uw=^
z9wiCka``GjgVt0gF4#;1M{Aj_@xMr2!}&MAe*Id!zx!0M2CJuqSJQ4Iy^pys4X8Zl
z3Ks{Lfj*>3S!RrY)SvM#X*&ExK;_AjK^65jHEWYweMjL<ve)tX_(c6%nT-*WDCA8>
zhJKY)P6%nFQLA$3a#l_)`o<qWIhA(mQCT9lOTn*JZ-Yk$3(|q~l@Rd3?PWO)J5Xx}
zyaDblXZ$i3RlS=jnmsg3rs<O#1C5WS^@%yfc28_y6U*JC8`p(S3YRa@r_a5MgfsUK
zojx)DX$#nq4R>$#j3f-qdoYm~IF=(bf!8Y9%_wK-#NF3{t*vz{zMKqs+I3fI7glo)
z!Xj2(N>G36Wp<8wyrwl|@KI8!T1-GSx<gay9-}Cm=Q~7|Acet2@KczMc(H*qZ3NU}
zjF4B`+5SWJFuqAd&1beBD|*s@hNdx89fFAB@B?skkpR>=0>qaB5Fd<eSN-FUh0VPi
z{2_Sp+2j2OK-gFU{D9ZK^bEB~P<M(V%U-WB$T-h>-nV4^LVXzYNG*G(#sVz~+ghuB
z#*b0gQjIFJX#AL!UjEid#Y-cRez{U)G*RB>&qNNi{=EvjG$H5g++S9@jzyK$E7{qO
zKkK+}$X2j(F|n~Zw)xHF{x=ht*P0oZ(m1j{d-2C9em|r-a;oe*N>c47dt5uN>l~bm
z|0H%hq&<H3qy7W}Lg4r2UBR0teer?26xc)MZ<C>$)bru~gdmR7%qH`p={bnyD^y->
z=4V8-jXZm9WxmVdZMC|QyliuQ4aucN`a}H*=i0zpPOT(e{e=JfYalq@_K4vQ3<Ou3
zdXAlUa+m_Y^5aA1<dC;{7;dA+2_c^qxc6<q_Wh@S^&e9u4&^Fkn~8pz1bR(fo7NJ%
z${JZKln<zT*&NsX%<Fx)uAzR(B8R>=+!S4^VYmd8pB}{j#nxAcHQDxm&%{J;0Tqx?
zZ;(dm22omSl*E`yx728chy~K!NHa=uG!`HrHM&(8uu;;v@t)Uwe(&+T;c@VvyW+gg
z`hM!fPR1>hzgV`+wfH}N4EzZFr^PL_>*>GLS`57o`Ezy+6fG}sf>IE)aM7QLeRRL?
zTv=b8nKGlFhh6$QJ*~PlPiUi_H>OdDtgZK0R>9eLUbT>2d4^?eirnP@xBXoA7BP-}
z#ntA6zBJ_{rst$#i0IG+2>NAsPTD{_;~%b%-Pf+|Dt*UAA@x%%#On~t#pk_P7wa5m
zjEvYnxK~Vp%2Y7!*^@t&ViRk04)U2%0_NW@&mRGHO0S4C;tDYeD?I!rH6N7^7C>By
zprg%C8T(te81D>}!_P~!S^#HS%2C`qTN-H#3;M<u3mO|k*1o`xB0mDhCmVQ1&Bkkz
z#6yd142w@$%v8(`=}ofxLNM;T)R2{gD!|BVS0C_*L3?`(BYu;AK>x`|F{*JcecgOl
zFWk3&guuQ+9L$XKZzwKxlrF3KZDyv+2bF8j1r%Jn?90Zjnt2=1VICykfqdQj2HV@=
z>6@*ygJVAVmkogyD#j!4P}6qqA{^g2B)Nw^CzAYXvK(emvbnu~#(aj^$ivpm%+@mX
z4Eysdxu6)9n0DM$Xs;GDyyMSB?IR;XA7$Zrx_fD*{L?THw8n6b*z`C6OSiZsGib++
zav-d^bI||#)){ld1d)gLLA%H^Ctvv9img1G>C$0ZiSk-)-0`(wtQZh5<mIp(H$pi*
zVVeADd_NQbrtOwp9j$3q86QHA**@TnsUnjOB#%IQ^gY5F8`sfj(FIA;4*;g3^d;3L
zONo+|y_8rI#}oR(ZHco|O?zc3sX!c)`m<6}q^N9T1ri7|_Y1^tFp7L=$bv*&_#dBV
zg`}k&6Q@$@jOdTOqZQ_AC8Xz74T~cf@Z#)R-w%GR;(!4+pmNK<L5V>`Vp^}1I4<v`
zZk$C@u^CHG$sNus!lgbKzuMdc+L6ln9gZ#CXIgaLKVl<1e8_J~K!KNoAwJ_tMM*n=
zrH26Y{OjcVF|5<7IhEtc$NNCp{zmYiD%8Wq?B3kBI<&D?Po02qwHZLV)ruVBv~BJ`
zVnp{_E>w?pI7}!kesP?UyZY+Xrv1bZu!9i44?kZHrD$~js{_#P_ALAFuuhJu@h+&Q
zHCG!u`3Ml!sB(L-A=L!D<d4LJ?<<`l7XGH7@U0`{Ca0L0Ck9`Q0QTRcXg?dQ;pG7f
z#IQrF*LnYHyWwu}ToIaDi|a-ao@>8bBvxu>d`ELz**nV3p3O8EeH>(uEPsc#uigN;
z58C_<f8<|;M*=D5e31KUbzAjK*o2><Tu+#i#{G4iC4C)=Z=}}Ry)xiW;HmQ|u03fp
zKrQt+gY-CJx~^)xrflVLiDN_^pjx|~E340%_Y4R2T%D-g$N*dUZinjPDhEfPzrq-p
zdbQB^4|IzgPn+_i(hQA(7NO^C?`ugQM1^rE`6J5p9;Byb59gT!ptV1z4EWmvfa=1e
z>1E~tR&_&$XF_Bf-`#qvOR4Ic7@{Bhs?>gx;K9T*cA)}%y78a+qy*2lXEwbgc*qO*
z%uM4^u|0O2bn`N;@X)EL<CI!2y4d<N|9Kh1KV6nju=aomox@9<eg={~_@hhztxyO(
zWzBopVsg5eI?jC$5c*=r+JB!m;mxo-rhI<i5bNF<Rq4#STstyzfmvz<ONJ`7^L#a*
z+IK4rXNx=QLdCt?m^`e397*G&5dYOrKEUpp`m@9$+#m3s8n3h5+pzY!KE9IMeCNqy
z*^jP%s+w=|-m<m20UvJ-duOpb#zTC;V{QM!p0Ro0c>T67&&y3nK`r_`Irh{V53tvv
z91>3Y*cZM$^%>kvdiBZ2C%K^n+qS;$7eEaq-ZsRpS}ynezM))yw<{y}U|62|+bZ++
zE0ZpryxlUqf<kw${;Ygb>5j*)xh<PiR(JM*q#vTx6d^BtMJlYZ35Xt+q?#;#oz~c-
zE6J3yxED+3J8{h68m|#;oRURb7!%lH&D68j{1qPNYB|IgA4F{e+G&#%_yduXG>lnz
zRN^LI*o$$BRQH~s*QxAX>NIISlzqIasj4^K#%|pc>9{$(<5b|IarWqvZ{)W3JGZ}j
zMxFf15R1B6M7aYz@p;l(Ee8+H!0gqNTpZ`G8ubp;Wf<!}1<60E`L81jvd2!b6-rgB
zDc&sg%Ar>aSt{fO7%CsYfOq_ng#f9K<K$qtMw4TFx(XML-8rA0k#8ti^>&=DXwfe=
zNDMLFlP<j9T`4@)BwK484g{t0N$!2s7g~Ty{R-`=h}*5u+WwGKWswe15M2oDo&M#?
zq`_WvkBolt;;W}a4?14Jryb2p=elRrBroMI0NTWK&mji@m41E9*T61_c2U)SMtba_
zlt^v3dMoH8J16UnVDc1RASfYwz>T!p*6g-lp(Aigp^*KX#IZij(nY$o``S7mTnd~F
zIAw+i@~h?VCmar<g12h`G@L#1o*>fn8*FEm9(4o4a9WJ!+%Y)~2>xXadSu#!I6Acb
zFtjWYL)d=G#7HFfj~6(`_9k5TFd($bTb!g7w7gGiyQKz{AKcOUHf=A=+43wFTHbMQ
zl?pbPT{{K~ST6)4q5H=YOzW~a1TY@wk@Glcb9E;$3W8^399AAMHn>qb&$o1g3?zSh
z0-SXb&Etw~DhNLA0rq!v&)jBU=%Ix-=%W6)#y978z%v6iEfkReI~i#q<SXIYsNuUV
z8k&f0_wae-7E`h~EH4{Q%zNRmsHnlnrW<|5j@B_5;G?nU(eL?)eY#tiR>@9I0zE*~
zgXLFGfUC*vDFB=}fYq>UIiMT8<uOTW@m-cqA=WpV&Db*dxH^$$22hyCHv<(L%N(7i
zCvP%Mn7$3o%$X_W#eHS_*0M17qSzO&X;nPD&jW};@b3%~VlFt$+HDBl5G5etT@GMX
ze0`&fZxORZ*2|`bGOUD9(N(YI^@9*x!=*#~m_x(l>_*H@KT*{VWq#a)G!I`IVNBWr
zPhPIi=9iODrC`Ai{1Vud$jJLNurqe_$Nowmq3vSE1yYl3o(8?NVHO&(;x>%}97I~{
zWS{13P3sl6tZ*@I|5*Q~9;D-#TAe?}jWUm^+TfH5wj|VePfJ*&?ggSJx6qz1F$$Mi
z7_*Y8_9_%*lN;~bc`)+~=^TS)eB`;S1%idF_I}=<dIJl>zEmo4MNOVZJrN4rpFak>
zEL9Kss_Zns^Kqva47zI1%OAc$<(Iy#a?RP?ql=nX&Zse>AvEk{kDQw-dvGwB<G0N3
zu>!%e=z2YxoKxvu@o2w?w$i$o{%R1GmuY9#DCYbM5UoX<7sAs>?yu6MO3m7(L_vX>
z4|0ouWHYbYagrFrt%u28SXg-5&3@ZQq!N<xN>!-=!vYPhdnxpM6#67)eOA?M&S4;H
zny;_>C1=z4@|(WM#-zoP=rIYz!fkz=DIp6K9qRU(ZlB-4@e+GZJ{@K_q6+RsG2FXc
zXznzjBRwbK3sX-`g7u_CeieCp&o}RIaN;7womCa-)GBKNt{^iXl(RH<p{&7Nb@EyI
z+glsaXHo3*0$GrD*C9SA=;VCeHT%fD4H_8C;!~YDa(nJV=>BXE*sgA0#Mu4_Z3H7m
z;vq_Fp!F2#H-k+Z{K&zo@n2!Fk|*N^MVuEIm-(Gic-4KXmG#66U2ik#)kk5Cm<glE
z_-i(@fEm;S3k_HZi6_rZIBrF9NlQ=eJ+S@&-P|r7uqk50;`LLb?))RScE>>%&AH9S
z`=C_a6n}C!s{asSbY<q58=xEOGCf>dTK|k^x60n)J!(h)+$X6MpX>jkMvd!ahh0-a
z`!Dcn9+nQwnHQKI$S=2!%~aDEFK%njiQ~)AjxLr(P6+<pNgo(2@@wEpK-asIdCvdn
zIvFAaM6KUtf~W%_Tn}G>0MU-}d=;?}HOOYYJ%*^;>3n5W=Z?-Dr>ZW_debANsBWu2
z>zRBiT}>x#n<b<=Pvyi4?^v1mUh~wN;*L`kPAB``u$sXUSIewumY?NU36TNUnRq+=
z_RI3s4?TzFCj2H7ueOiFPAYJmzT6QkS#6sgR>pv#tS+>d4Cn!K`)TTH!T!9#d7<BU
zLSkU1JLcQsUWmkES7-Pg4&s=Y(*8dC(dWW`4T%G~16_m4m+6lY5;NjxuZ{G?mnElY
zX_#`xsjzFY&Bh-M)kIdgjs7xrQqaUi`_kR{z>#bT$`Mh&KW!3s`g`4-!*loXVPpwX
z&Fg=X*CM;f#kjU>YBnlUF3&C!zFf-LeTFi0l738dNo+nGKg#Z!YL7WLQ)$MS?;y9c
zm)FM2ZQ2OUEI~Y!8}z-NeB(AKS>e|I#<da>W^9XWaV>^0dK0Ftm<ny*y;|&M8p1{8
zX!5P0yhOF{;c8cvg^go=kl&DvF+<<#QzGY5b7Z<?33~S*Dk<3vL<}{p_k>_=Kfi8d
z(*fNHta`7Yuk$JfaQMUQ#khz(cAG=wxG%P?O>xobPSqe5yQw#9DJ)*{f+u!+Tr&Hj
zpg{P=u}pM3Q(h1zv3|e_!J+Qm&|5EF@W9XA`thKF|J*eSIT-N#+pHQ4rmWFAe@AfG
zW*x^X5fk-+7)$d%%3dJ4u_M2h-fxRPUumr~S9a&15>u@7h9zsRirZPrb-k?<*RVsf
zSlpf>jYY}o^HQl!mPA=L{^Hg2$4R>SWd&+xntx?}&oH5A&<tjJ5Q8QHR$AlK<ROl|
zeTdvV!vNYa;BDN0%W=Iw!9GZ2w0C-ljRpc<s}J#Dd|~e__a<1(JI*{Vw#+$KceIIO
zm@4>Z=Ixv%{v;s}z2B+st(qre^Ursj&A`n|YTW*j+eNWbgektQVfCnIq+=_GDI+B%
z5+WtJvf*x7XuwW;?{uu>=up(;_wO5c!{i=PDJV6GKLC_kIvWSk3X2vpOZ6u07&HnC
zyJ~Gtl!R_AGLhW%=UY!IxK@DKbQC`Y%PAOpEO8{wSskdV?rUMQ8$w>+Zq9yp#5=&3
zQq*^oOi#SSJ6>XFhl(}lg=qAX^niwu`&Ry_PgegL&q(Z*%VG}N^-(f)xp~a8*eqLJ
zt`->5E51^5e?gwpCLDVsnFI0Xg>J1QK^C<k0}o#$;Q?f@C3wCngzP}fSL-J>t?T^I
zx&$sAL`P{!ihR_s>0`-?Ym9$QW2tvlksjC9IYxSVT>P-AWZb?JBRO#3qt58yuWwW&
z!6_es1_V*((lsu-&9Ivees~*h58M5Y)EsRca81~K$Zmc)QYJOgXJ@bB@oQ_qF%}GP
z7CrLRHQIjJJh7ueNO0|_rl#Xk{faEVoQG|2tra5o$uDPm6dDozb=8r3Ky5L*MoVsh
zUjMQ;#B1Jy->>hr+B)D8IK5Hz({<JUPl-sL@`+U)Eum%3t-5w(8ac2M<$be4kz^Ly
z{kTF+$KW|N^fbR%mri7jW1RqLIhg~He6D-<v_XV}Zag1i6WdJUZQE)F!kDeqX(XVN
z+{qxKHUnt0N`5R}gmECKqWU}B>fe^xq-}0>kzG==aw?FqnJ;%E&3gUd4x%-L$fhQ3
zRq@9^yL_ti@#bN5X$;tyA}HjS^+J&Q6E~1811S}uxQ!OT=z>r;T|jUF7>N&xIvpK?
zpd`0edMj(7NhD6zV*#+A4cuE4MKRD<vBb;+*#;93$8>_Hc>W}Lb4>w07U?WSgHgNY
z|1X>FMaRb9R~iw-tT5lD(JIybtzYuX&jy}={Z@**kC5}|c2o%)c$ffzt4!UAnGk^n
z_VGo48Z$b7jc))DT17znX9@x>oCDKe#PK1B=5eiUZ4m9Y4@@FLmOrj{0ZtJZEpY&j
zu6))KoFUBulWQmbbJx-Q>EmrymxwqXKbLovPFdI+bhlFvs?qCNPwXbtiGIn=hhUr&
z+fPk37;hvIhjYV9e>?_LE7+`EtA5c(#o`MEdiDbM{)+hv%R#{8Ji_;7DRE0nBZiUa
zMv!;~c3VJuygx5{Q~=O-D<+tnr`YN)dvJ)j0H@}$(fxUMJGiYo7uH@Nb9E(V=;&AT
za`urjFBMnzh21y0d8y6z2x9alTF;G7Ws37oBZbH~du{>)G=FeBcuIf0il+|%=15RE
z;OGoYv@;wgoF6K^zaF_Pvm?TY1|680sISudwj}g?RoB}Rb=^Ew--5w{iKI1*(2g{^
zc7qKJELxXmGdUGSYJTsr4OXc_D=&^aO%<rPr+T^}kb4EroiUN0FKj{Y>_r#%q7TF>
z+5mosI8j?6_$$gi1WKTDgT!ewZym=fIs5lPLQ)@a1*KSwvlp_fC*=b}g;71K7%&nB
zmOUq6T6I93_u&(Q=+Fqf26-ywM#9?rYb<1!Xl9&^=BV4s2d^RqRNVd)fxpN5fsy!!
zPs!ouzB5p?F{TYU*>(Vhg=M@CvUuVKivDgWztI*L9wfE~bW+>nOaX&vRn!Z#hy-A7
zTrXZdtzb8h|I0jaF5B76Nk8(G(lOYtn>YCsS4~C{UnPZqR2&?>noO2h9Nj<jB>K9a
z1bjW)r&EtnWxjE~>&FEP5}AEaatKM@x8y8%BJ0cCpP!^b)ao(t_nvV1yN<YU@#GCn
zHu_*U(15*#Y&K9@FDQu&pa@&bc=YdgcZ2{@Y}LB2kt#v>bZm9^8Ss(+a8GyqG$5dT
zKJ&kAHxu+nLN}Ht>qSTO<f#7^p<x<ZG(vOVU0x+{R29*cV&2gWRH^8tdf6ieF|>In
zd^`$&W@*1}&W|~P+1~RCRv(**k-oP!=DL1fRWmFy$|LA-k<IcaT94HKE4V{BdfPz@
zHzMi&q!)d@av48KB<3j?r{Z&rcNS-CI)yeDzNf^5EI$5!4R{Lj_1Pe*cC8V2IgUOH
zvgM$Y?-Ic9Le=#S7w9Mf6Sph7SvjkXtu3bF0_@YO9f^hgb!AEJe2;y}wQh$zZXXes
zz|8MoqCa%ZtmrP4;G2@S(|6ITrHm1;=zrtvu>BuqoVH_WuA(tDRW#=-9Tp|%gtLp$
zXI>lRIcQ0kg+hHEukqOOJ+S_bVpIBO)llO=cbYrxf56+nAE%v^4DdCHqe2jUnjyhs
zRLRlv2+mj`l=A9e0|-hXf6mEx^)x{{k_oaFnJfXU91P1*@ko|P{iEOfJM=l2J0=A#
zJKpr(>6MO|m0oE&MIvi5gjNFlS*WjQ<H3L@soXwFirJ>C<X`pigrW+GYmNe?&%e0y
z{FgcLKW4)(wTNe`oW?@-f{MI?1Ir9fiJ69m2B-=UTRM;K&sFzB{F#JV>r))<PGCmZ
zwd?d>7K`}JqokzLCR)s}#PzEB6;d@i{ZIUO3eUwlBp&`KMd*-?GdB?1fUek_X*@Mn
z>E6gCQIUnVAM0!8F)*sbwm~+=fc2X^ASC<8I!LwFcX4s4KJZu`i{;d*1XEGd&xMIv
za?#CU;LJ?Dcb}KTsEP}j0DN$uzMjPT+RqR%NtfeNIaOQdWOMF`?sry=t6DX)E5y&J
z6cDT8Pal3ok~ba@N>|TU5{mCsqXG$*UEL4%T~=D*7)Tcw0J;VU)^R~Cjc7B6w+$m?
zB7Bk=<%IK6QArz+`K712$!GlI)32&!L$H7+3FTj8wY8duevOl|N2u+iW$KhwC6{>b
z=tlD$DyyD($#OxnM$dMj3rXHa5h8Y!1{x~!b;Nac_N>r|65am{zT4n!=O{q_G!XQR
zHF#C5Zi7Of09a|aI7mD(y^NhiB@0@923oBmkP9~HaRB0@w?J~OF>t(hOTYsDM1ma{
zJrGlVlqo**evX4zVSg5GwT)8Jt#n%%hZo14JAbcCscxXnr<1B$Rn}8hX?7me8{Bis
zV+&yayER&LyA7I?<i4LD|Fi%_W&@nX_H*DVTOf>y{zt;Pmlev*C8(l7F0EKae?18I
zTKoZbLaYLvLLn5X4wz970ZosU2@s;?tqKy;&k<dZ!(xgO?NFTJU6Op}Ip^*XCxnhv
zJZ^<`@okb2IPatI*9`kk1$fq1u@Vm1G$&eB5q}aZJ?)#4g^TsH=TTc$p)#`mwLspb
zRu~5!4yLL#a$2zqWZ&jMd;nwtfn1_ytry%0I0az6t9JF#ha5d4WoAJ1%&(p%W!OyK
zF9fq|E|gf0op4dpN;?6JOOFg!Ru!j#{Y~%f#YJpOX5wC*&^!~mw!a15!$=$FJ;fnR
zAn>ClRV5Z=m0VmmGW3H()+|FE$C9%(txEX2j3{f@&8N~|AL{DHMAO@%0iEzxAdUm}
z@OAsK7kx7C`I9Cw)7dQK6@JkbAjYq3{LIBO`Y-$|GRBm+%%rx}OHHVk%-J}8{HwUN
zNmgdJY}31`BfnG~fB!G%QpbzmUHRRymaPkYk&~>z+j=>&dR24ich`Y0zNvWeWR=WK
zt6^J0MI-<Ouz$EN=4?#IKMQ~VmA=G&V&L=9di=HU$gBR5tCpe{?eU#rQ+51?EaYDo
zqbOT;1O%x3V>70TuC{(@d)C%453aRH1CQEKV?qAQG_}mz#;$zLmsPJI?`<#1sKAf~
zJz5S5#V*(A(}P#swRduxfJxPW`25`8>FmRMP~EWJQa8HV8``AjV6{u9-0?l4sX=3`
zdIT-j?P+Q|z~(}&=~n4Bw*jAsd{TSrEl`Umzva3lN^M=Rd)qKelKS7p#_8c01)zHe
z72iLUJ@%TXR8sk~`qByP#mNOfcCvxderof?0g6!LO6P3L%y!Xl1X*n+aMUj)T3{@E
zKYq)0jvJJFTuhHNxc~EgpxC#7w-wLEk6GPNHdu`VA^zzRWeeOkI5V=#VsthQi`F+H
zDt6#mK=a|(>1@B`jfvShGH<M>IW7l5rL(y$^ml-2L73KMXZBM+6sJEt)f>dzn4>vI
z_ib(um%vB@a8tIc=|=YebAi3*E5WpAF5R`b=xx>Mi8!nH{jt~?iV|@hkcc*DxUJ#9
zRp^`EgqWp=DV&`r>iPs38{MANdz9x4JeYbJrKMi?^Y-eIvO!~k8?Kpz$IGg0$b5H=
zUfi$J$~iX`untOXZ`X4aMX(&lEg+nJ%K@OVeZN6IWUbTUSg^GXCoV5u#b?;3Q@aoM
z7Mnd*9Ehms?ZXQc3_d~cwV{=LL}%-~LsjYAEYh=l@er>v^}w96GJSXreag%qhV@Es
zbox{AKttm0p#R{X&bpxSn#9H2JtxNXw*$m)PlmXJ>IW|Q=m*P2-A``NWbjc-Ll8?>
z`sMYmJWIs`#s)Bmm~sq2d|?3~#teGM7ZrUTvY5ClVUJ>HA}yQvy8OqHE1r=9i@8sR
zINbE?{!Lv+lh-@e62lQggWRp+pS6dRb%w2XKF8qxZk*+ze5bb@I>*^fiQ`;>^?jvj
zJS5NX=861dxBdR9CFR+onOE>+okM*3YBZ{}Ys(tZmsg8nYZdPVwZkTnA`yTEXvsq#
z^B#|x6S=jq$z@vPABO9bjjfU;){043lbjcBpQ+#`@*nN=sp|%0Z?oy{#OY8gn>ob^
z2)LLu+RCStEYJ5a`1ueSz*=XbUj=ExBQ8-o+C2xn#`MPsfPNG@G;#%twNqt>^F>j!
zBnEJ?PchOK!(~T=xmlLPQul+J8@!{07DG)8nh%5KFop%diefh2v_9TZo=+(fj#J+C
zdUX6j+qLC>Om*h1;_(^_5r6m8N{7g!YQgk)2KS4W#U1HpO3KTx_c~{oBT)DW^(MG)
zQOW8mcs`GPBZu*L-K$kVN%B9>_jAotNc_2P-_SoJp=9il3fgaxKmB>3+l1HWBJDl%
zV_W@caa=>|aXOb&%p5za)JQqf$%QDqr<J%k?*o2~f9-$(7<T3qW%hUq7R|Am`RBRs
z``(uC+7Yk;hJ(fzBTpZ3CkS&*a}7so_~4MHqU!rI_!|c5MVGUH!euj7Hl<7>d1t>z
z0bB_7`95V-O)fat_toj$w$A*(dp^6gWGCLPDz4iL5gc|FykIl6l?qe$Ho!EM$I5QC
z>G7{XsIzy4q7ILp+ws4n;3H))1-)HXL_dGyQO>rw;_$mr<(fYa8*`!|Q;QkRJw40}
zLPIU8b%NC*+sc?1?3|%_ksB@Lnkup+g9Bbx7%VUl>ibJMxmF81v66mxnaC^G)zu<p
z8Xt|-cN>QV$0;^&4sKH|Xg!LxRmqc`;de^7sg9Ou)9V3KH-r9$B^L!=4oay|gJ!Xq
zi%_5VxHG>m4cN;$9)q{<^ux2l9wpJN_#f6+qA<-;vrh}QeuB;~RV9g#Sn)-B9X97U
zpe>AfWkeK3FWD}0qebjq4lVzu-LF#m7*TP$*z2N|K*~qajf*xz$>eqCYs!s|)Rv)N
z#@mnX=#{J@G&HwS1)4jjXHJAJj6Dvu`&XjVhMrkk(%;K)82W;r{(-*WQ>Tt#rpUoi
z|1Mg>n|cyn5s~vWD<?l64DANJBF@ycqUHvhFd^ZL5Yj(%&$8SX-;s;@fONf=$VAnN
zp{&NoA-p`O%1@;r3F{wTI#Ie6`Of9b;7Zk$vw~olIk(Z(nLQR|=czJY?clMLf8Fc8
zA=7rzxFLm6eaU*)+rp)KeTLnCl(W!=ihvmWAFyI5w{)VwEks5I8Wv-s`IwKfzH<A!
zw+OwF?{c60&N(j=gAqA{>bljYaukOVS?9CLRz)KCbMh>W*hJWkuot(jLj6he?8PJ1
z%|&+5cJd(vBnEsG@!CU8ub<_$<CKtiR3B|+?%7r~QP+!3c3*a!5KgEHmU=fR=ut2&
zfJ{0xuO94P7*XaW>bk^9GZP5N>y*yVVMl2?2h~sC)Sga;`r~GBQDx+E^~!;@K=2`5
zsu+0O8>L*w?a6}uT=)94f##bLxmUlJyfqx>XJH7SI*`u+_12)`t$J!3Fou4~uHk-{
z;l3T2Q~$W=C6*xkrB^A(R=u(9bE^-Dc$$-!t>0OkG;-Qjr?kBE@W)?IKtTCJXy{b4
zQ<;YtVezjAY3NY)E-Z{~IK9GHw{Awb+oQX7uXed`i9HA5U#k^xPDh<?CiaitXdg4o
zlI0uAe8srqvIHI`K!7qCR_7LtFi%Y`Tv~~dsgqNcUf^vrh~+yRk?dv*ELA`gcI^)F
zoSJHkR#ry%Z0fB+z9;e@tr94{5Dq~~i?my2rq?~oYi9H-ybJu|f~jZ`_*lit_lw%N
zx1u>?<k9Ybj-NhK!}LwmFR8@0PH^O~TXZlqn!N>b#CW!GAtzGWlL4r6{ykRdsm<rs
z#xWnULBp`nFnCW~6|Fu{1sDmABAM4C2E3K;+6AS2Gl=W<?PIJF89(ZfVlHaY7#|#T
z4lUg4&<r<jErX`L4j8nNc$`!|F&)~Z*3W>s!BY6~-XgEf+#(n@^J;e{7=AF^<nQuP
zlXm(OpC^5%IQ<v5qJn~ruH4XqQ)jguK+|tPFj__o<(rYfM;B%!B^BUyJoY*-)+>Ki
zG<M@nsFL?TJ;^_4Pe5#&E1Nk+z%L!FF!$z$Nr-NRUp%1wJ4Y2j7N;|kRMGuHR+Elk
zrLH-t=pfan$sa3#YruDGfo>h~`^rm%;B20}g3YcPd>}I1RMJ4XStg3pPUv}&HY3Z<
zjvo1*3uSKk+o3nwh^eaTJ7S%BG|${kX6`2BNaHg$`xI~=ZhtOMIEUL?RnucUU2n;e
zpDUehDtge_+{{s&8fO#uaiz=7vV&pEvtj-o)C;1NpzefX=iTtglKo)e(DE>T!*TBF
zjf#?C<7>N46)PL+VV5k6wP;TqaSoyc9~2{;HcvOYUbk~=B_filqbMj_MkQrBNaf@{
ze9_nB@Fjzhl--uof;{Mqa~~mOJ{dZrKo`$?5j{Gc<G*7|h)3_OtPGaNX#iW70sG(4
zB~9r|78_GvjR1WJc7A$Hv36=rvFwNANJnvHhC?mz;eXps=n(}wkZEg}O7E!B>j}aV
zKFf|)ao*rfU~J*gByMk&<z!TmnKXpScd=W1Mkri7v`8NG{gw=WWDf>LRPWI$d~%z-
zJ}j!zevsNSlRW%G=;=uRdtqp{h&e}@Ed<zD?;4d@Wyw~m?JpeX#4B&x`RWnAglB(a
z_*_D-DsSK55x2i^`~HgbVs`rK&LorA15!HUHgTA3Tx<ngM(!--iv!%2Ssn4u=@)&Q
zx`h7DY-zjjiOX!M8?SZq93r@1Um5%uJ+Q-v_S!ba1tU{iy4CHhd;8q|Jnjtv#sH?Z
z4&kj|TEV`*a^p#Gg*{E*j;*1_i7eSk?&8EH{!9K^wt_+l!tyo*pFG{8$7rvmVmNNf
z-Y^U0cvNZ4y$r4ai(#d_P)cZ%Su_z7cRkO=YI}UD-P5EkjeDy}8v1o`@lQZu?0>JV
zb9yOymyeL3I4D%<*Z9aR)JR_lTp}QfvQ`5*Nj2A-(M-EMwdqrC#f~F}fW_hD;sQg!
zrV#yJ=;taK9Bh<hA#0WV!JjZh+V}ruIR>%995*Rn_9mw=LU3qlJ@%lwAj`#~$D0tX
zmi=DWsTPhP9A3(<`SxV^g2jg&j)MDl(0j?oIbZ7sOYZBXqU=vhcR@rH;qNY$jj~en
z{CM1`#%V*}?SkKZ>~0H3;1xUW6K2lmJWvuaHRGaGFm|*{Ngs;7eN(k+TypTK0HDKH
z>F(bSFG1S!YXf`93@7r$!+NNV*a9evf9tj7(ahZ6&pO(TQ`&Ba)@qNHe?pHFG}YAW
zs4Dc&yslf$esQ!JKab`iZKaM46lMZ{+2*9w{xDuuZHEli&#;Vzj&`gf47M&}Gm4sa
znI6LDGm>WSWVe_d;?qP`Q~A$YhF*SjXX2Ky%oLJ5ha&XyO?p4GQ($RlKs3%|G$qyF
zv(|%VuP>0}L#`GJ;v~pp<<kZ${dFmi8h|VVx2r_LUp<j?GyG(Q;+g7&>(F#zABgpR
zp1et#9w^taxVXB+V)Scttut2jZ#UwBnjb$k5a76Zv5+laVOjN@*La*V(sYJ@*#2gy
zXTRjozqgE+hj8yM?RK7*jlYU69@nrhPPlE8wdlb#bge@4WN8?9Cb{d-zLaB!oqsyA
zfYC2TQb#>s;y(i<0BiCg*zH#vyd?<?5P600#hl#6L%fqxf#KoJ&;{IxN5AWg0f#uR
zwAdEZC%#Z-=h`{2DFs7~VSRF;zdyT&FCJAY?(!hUt$PukT7AFdx_pTmDUn~<nXVE4
zKr&}_rMK&ZF&AGe<L-3L{70Eog}*PTOL@Vu@?t8$pOjbFzsqbie&zXOa~`c)h~9`V
z?sOZEerb3+2xG*X^ZC+Vr&=qfJ(mS?#Wy9JUT>CHDfrv96rg^tRibXXk{(J<cs;0F
z0YCMsNPJZl-LS;ZA}CK3<O1U*Uy^KF;Dto*9n`z2?O-sMXGmwT7RV@>q%uBF%FA`!
zgT|bTLr1U+F4TW=6^HfM?Yt<VY9%$V?t03FhKV<IuR-@iIo8(`OVr$d!$({Jn|9~l
zs!SR;|IURFHyPm4$)2|7H>d&Di~Q4yJ4Nv_wGTU#x8k@5WBGQqFwe~om09_Plhhut
zti{Ls=SdQ~^n8nU%qF%;?cPT_RW}|$9Wnx%Lpq8_?L4?Sg})kVybsX^WFxH$oLU8{
z_oZ-n+1x-k@&R1<Xz90HQ=RF}s_Q?w^;35>Cr8-&4E*=7u@VU>tuLTXdF}-mCm9px
zz+`fuEldXl4iUfCl#$c_IwY<(FIVPe=Sl|}a>po%%zmNoQCrh%#Ai3w`5(EezTfbV
z8TY!Yu=)r|Ga*4iK`&7Hx3D<)_)(J!c~We=`#9u^bK?LW2Nnyw;TAhi<!Fs=#^5OP
zjuG#lSY&FY>Opkag<<d<zz9nD;<%ERoJKV^rC_aaXL=QrBdgqe`u%yE$&5E-N${b>
z7JT0g*uE|G>}a(b#C&nI^6L4Z+bA9Tcfrb_G)ztbH%d%;P<@hX%~ogid(q^FC*w%m
zwc*D|Z>QQ;uz$g3CyaoJ>1kgM*^u)?lFoaL(b8eNhDFI?)8qzKpG(n{WrOx4<#kw)
zm71UkFAvb>5c@kYESkZ<D0lm%^mkx<Q5bxU;|$*m?%E-L;GVf7(RmPs+iZ;)yk7*o
zj4&;KXcdi-WDZx-(GU8$n@O<2%^N7!Pkz#+jEPAU7!zN*!S2ODbBk{Eofk4Rt6IDh
z=xmE8sdNG#i-T)q_?}t(v;fR5DHk#)$WWlq4Xh84V*_T#Lk}d*0m^LvfOHrT-Wuyg
zItCLruA0dZSrK32-f^V6^`Z}y&-z}1J2zggM31Fi0b3*!!`GXH9_4q!DbHTL|LV;}
z7FOVV0BY(KK8R6)tzZ4;WooKxx41@xU?FgtTGTHCrSkAXUlw%qBCy<XadN7FP>FsZ
zj4A?uCIBkr&oVjzJBJG;FYN2-VpZk;Tp9u^hpg#(ykrXRR-+*Jcr}G^O^L0ugpk6N
zXCAz`oO?5yj{7R!K4T1s!Fdh<!mun+V7Qyyw~l8)C)0uW_Ow;+zY%K1Ktl3g8EO{k
zkQTH12#P<tUwjN!o7f=rt*);${idH}2eJg6;x>1Fsz@e7h{-jqa@WqL{c+xIcun}0
zv7%D3dO@iHVC@_81l~jQ*5yb9;rt?KKNm72^KZ(?CxDAW2Qn^?Rwy|&tSMdw?2fW}
zPcI07*{6OuJ>(wfqqXfABh&O)RaPL^EJtFhJ&sHFf@9-ldY)bXF&%h|k;Xmkc5kT_
zx;!;fegClaI63>t@MUnbGlnM>!^M1eKSI7Co^U9#^M%Xb0Jd^J7|ig8adR8}gFfB2
zq53;nfnwu6#HWOrknERJDo(UacT$g<bc>z;5QDz!)P@0!r0LntLQb8)oDy4(<pOX4
zy)=T1&8#sB4-LFK*Fm~!9yo$+Fjt+?Dy0`h)ma)@5pX%G8XEek67B;v&fENzh&nfC
za!<N!^AF-h*!Oxy(pr}t$4x$Vu{Z5AfPXa{lj=c_+i0q)`<%{`d27GivxzE1?!MAF
zG+w%s6w#-`a`;a%K(cg6wm0umgE$h{<!85UnE~ej%OJ>_%f4pnc^^W$!Pz`HO3YsW
z_Dd`d6}yt>X=#N4Iq1@Q6{4tsc@N3HbsA<a>b1AsyPzn$MQ`(Kp6s%-m|b%Fr2)$)
z_GcK~VR7oS+6CUXRxCiU8v$tO#6-Z|<gzW^Z!ZpO0`#~_L+sZ{$bkyQiCe~D<p@yf
z5irt7ynws@{B&#{-4a|Ie%9)<Hlx+R@hm-zZu>@=q}xKo%rZEN(v3ZEtn6$08m-3m
z$|U0w7b_J-A9>CR4NoGQG`AVZ<br5Oq~>`XpL1bbA(8)5d#Vv<jx+!AqJ-+XemftI
zpIh*|bo;VJm}%rHkH<UH4|dO*`jZ8_d%fC*v`82>*$2}9zwAg5_z2Du3x3C$nilvp
z_1-=>gl#cOjZYh76~!bZEVyMgg9GJ+0a-jxMw1qiAa)M0DNpC>{5t-4#@qedicy~|
zPyfkbIeboU&nqT#wpiJFFn0`%bA>-LNgO`)ohzs1GFuhX3itFs2Z>1*MZ=8EPQRZ(
zMMq@Jy`*F?m@(jFQgG~E9CX0z#p`$Fz)@(Z70@tRCF4vWba*cvS)FfKX|0`>m<`Bv
zeX;X9^9H7r<V(&P**i|#ygLp$2JVXkoZ~3*2IKudr#T15JLTxOxaWRr>K2+V!V9U+
z_40kU-xb7#pp_3qxn;Q2HCr2tHm=GPY2R_z>Nm>SFgyPLYnxvaeD`u<cp0|ov%G93
z#}3#~8<wl__8tPcAVqJMfwszVQy7?Vw4fz^J-6tOhu&&`-TUcXXx~v1fht~~Mr{|u
z8@E9M4Xf-s;q0e9`@u|E1_WY$nYZJiOBfT>Us<1>$P#%MCFz)N0}S=QXJ#OWro%+d
zz43jDwTJ~cg)K~UU;)6W88Ni7X|=V(3ufaQs%$-)L;Q;!6{U2=8CIbxdM@{-Zw3v#
z+vj<cMAZvDJbjwM<za7oKjoj2y`!17#N$E0wd^^WMNl&ceK#a8RrHjD1QL-%phu6j
zK^%jbMjPycI!6y%4pf3X^$!GB9}sq~9pbmY=J<Q`37v7cLsCk^gr>Bd(<XRJ&9O-z
zbw)iIhANyh^dRXHoHd&y*dEnoLT3$FPl?5%ij<Nys}$$g45E%p^{e0vg6HJ%qOH#O
zgZgCkbQwfx!+J2rptJ<|c`+B#Pr*J3TX@Nd?(647@Oo3M{dy$tY>c0XythY<5aF!N
zXb(;lyEj~jE)qIa;Ot0^W<H~Rc97P6Zlmehn}sUdx<97?LL-|GeE2}xt1zO`1Uc6c
zV3x*!49;je+xuOh``7~22FP7>VZZMUPURDD5CrD#NpONEl*S3dC9^@)A_p6r0$5z4
z+h+OzF@#^Df@xI)3riBi-6rd15w`2sfoFyE$HPhAS`ou_a_ZWM`;=}GFXB(6?q|sh
z=P$1tQNtDEJL#n79r8TQehhoBk4L-p#9ljD4=h$7ndp^6t93ZDwA<H<qWPfdlYkRd
z2AqG$Yf{sD))O)>cRN5?I@OcFz&&$PZoJBF{^Ubm<ALM3&;hr=2>Wu~1jdT%n*OK+
z7Wx!?O#;W37)HPSl)^O2%`UIDv%zz`suJ_=1>Vt7UiKO9AEs~SQ|oV{3c^EFhyMtN
z+Y%IydLd*)F8ka#FudCX>vo93*fuaEdyqi})^KQ(D}Xj=k@8N+IL<nh>M?_D<&ZWY
zzKHu_cEW<KDfmjamx}l5g*;EUO>fely_dE=#(gq(pdtP17T|V)l)%hI?nxz5rAx6H
zU5GvKefop+N%AVER`<8crBY#D{_WT|EBjj9^Xlg)Q5peHD3z@Z*Z};+GBg(@*eYgf
zSFdIq_+G6hr+BE%t-TN!+MH;s<g9y9af1f0{o6xSr9h<;T0d`Hg*Hmc2Yz@BkjapO
zw|(a<QLSASHM*8mpfFLAfmnUfdnHxNka1u7!v)P49mj+^jqz5Q%S*P<Bj0}jK^3^%
zlYok;*W+z@=<`ydCC(+o9(zLm(;7*$f8?8>AAan-Y3vZ`p8*NzC!Z-87ml5OrzdSP
zPw%XImM9%p{4z@J%-i5#cxXRMU&jTf_<d_HkcsaO@A&Y<0EG6zI9#C(=1sf)w68|B
zqztgZ%w{(g=<>PdTrb0BK*f4y-`zUXz?Q5|0IcerC1c)DbWk<;-QR=5&lu_)x6E=f
zEzC?BD0=K7x$2up%VbdFU{B(Uk2PTmV6_NM^C!}K^OD@A9nz+eT>CXp9V#bIVVcU>
zsowLC<pHCEdaO4*FXS9neLf_o!(FYKS?==V?X7G@13N>-+j%$G!Z)`<;lZ*G7{QOv
zcu=006DaHpUH}W&4dj4($5FQBsU`SyQMlXsk!lmQTtvB|6SMdG71c&lo3z_3R34>~
zt<uUsWeQ_`M!|2gTatHdhCkC<jap`|4wmb;%PN~>f-U)BeUC?@N!{#uPQDMbi?EaJ
z07xywX-{s!_vy)uR!!{1`=KJBx#b?dy@&#&$oKZyfHeh4AlL&6${Uv|S*4iUTlIm?
zQjwDm!_9@y_|2uaqfu#Y7L4;_erh`a1hccT6+&X()nf{!J5#$`UAWNx>|L(UB~bi~
z76#g@%j0J8<9?lf#_{r^-W9f)m3x}#y&{83{_3WR$MvYQ;Wp=jGFFrZb;E})x(x?2
z3gvzw1&64{Z<j>-H)#S>(a0dw16An|1n_C+pR3kc7LTUdWG2Ax3A6s`xBaMllz{WP
z!TPO2@tRlC;$G!1@Mg`t#k;}@lxa$p3F^Av6U!{);W)t*e8*ZDaU|QjUG}X-a7ofn
z{+*`cS(XzVRCPkdAAn|l;nk*K)!nSxqp&ipvWm}3Luj{^p-aIMQ`$QZ0rP>&sYzJC
zbzOBBQLvrDLO;H<avi5{6Fit&FwEUTGt=litw?C|`5Qr#F+ll5DV*G>7)R0lNxN(X
zq(%4D&|t2;wqqUd%oq*&Beu6H2l{n;vQuZ8&87};<>`TcZ~OPBF~F;^IUGl7a!J?E
zxqLm995}m%8Z_v-3a@|4c641%T+sG8<NOgf;j0jT)+^}2Ro{@z$j}`9i-NkCS12&*
zX%1*tamOy5xG}-m<<*0f`E`|ZUwQZ`YhabrW4%0PV<aKC4>6Qu>O3V$Z6E2s>+`V?
z%14e7gKF9c0Sm7=$4zav$riuXLipIzRhJwIc-wh3)RCMx>fonHcm5S_snD&5#4|@s
z8?upczKlOG&^TrbgD@HpTfnSN{r&o~4sIqS_r~UFMTB%o^zSQb+xG%oiqspq7*Hk;
ztoF7x`ztx>ijTUToOUctps)V)@ALCa)*(R>u4HFi)lj{~St`YOe^#a`JR+>{UnaDB
z`wGjM6WFv7qdsl;>rD5JUv{y~OskDEKT(8(`apy<xK745%11C4-8W;@(*ZQ9s^dH;
z(l+N0@g?zU?}SwykK_`p!Lt0?!*-UZbX%x5<leP|Rg=w}%7wz8dXNy3<344in!)4N
z6x0TO-@~Q3PvI9H7tCK|t4Fi`C|5M&anQx-98lR9ckz)Wo9lHXK1zGWQu?m4y~;9h
zNdHz=RUdvoNM1V+6umkwR0A`SxiT{lM1h&gp549_ln4~QgcQEeO+wMd^~dr1Ckz&&
zYwBrZy_F>@b@ula3!FXl5cjmTMNm#TL^#l<#&>3SxW7bzssffF2U%8vg2ev|GKjYv
zRCAo?Zc{V9y4%_4#9Qlk;wdrieleZTzW@eqA|{OzQAeqr=s0#M%(=xp4#!0ko57Pd
zhqrM$%Q;St(eUU%183;k0hEzk!syp?6#@`+TqM&a#+oO*^L0xfv@bKB(E)Px0k5_L
z!NOJ3srzZWwq8y#kz8H=#@<IaIJce?46Z;eNTK#4?pnM;|M((PtoD(Slv|4<P9Nf@
zu(1<OFYbD5eA0(-nHrGLxEQQDW&H8tutubRL!KKq)D>xIppo3WEEQ1%xRBWHZ)z__
zGehfCy1e6|Uk`uu&g5H~dgxxMbo&`Qo#RX`i!xPpto|VQX}~ke@>f^DO^W6lEMzDh
za_5f!5#~`Gbrqc|ZY<OxX?ZIku-5qrH-dI2nd@QBwUr1%EC}s!NdUe0ayj(+fsP&P
z0E;Uoa$vFp<NJ{jQd4JBbt`h*Hf`7{kgS0Ng-IELwncnnt#-LFZtl=suTT~~U4RQj
zpI|rTDs$YVs#bHI?vbMLb33cCaPnb9ZtS^4UZSeF7ETWuE~*rKMXPwiUn_ZseXpa@
zI9BV48#Lk~N%|OWCXf5=OV{4YIlt2jsebzE3d2>XdvQ?M-JAWPO^BBmj1F7VuB5um
z&x`NtyiNIA*l5wsa@n?~-&8u2b~p)1;QzzeUPFU2|9E}h4tIg$rt5Tc)b_66P#r=~
z;Na9Pz4^}Ug_<uQtiYqTsL~cfkZ2hxEuRh1ta@a6!a>Z#CqmMLl7y(jMLhi3*6-D8
zZ_V|HoXa)mQx(GRtm;i3^h=ojt5;%tnlb=_DL1s9D;dvv$vLHh;QFSxxH~5t(%i3r
z1fqun!6EOd$A^B$dmq@u6L#LCf`dB_o{W&HrydlThk$vEwGx_tPj*48lg|x3owLp@
zDZ*3m!Q8Oz_;5*0%uv4P!O0AVgXqn*iDibwbq~J;5oOM_31nfRAW?kLPs$@1C~@W%
zKohf?Q>OB7yP1Bf&qVg=npKUj?RVapfJ3*>6CCCip3E}W>ut0#SPYt--+D~+N{aC>
znlrD&{eGX@lr_L%`v$Y{v4Wge5oYcLwf@bwP-AjzGpi0BUi48#`Sum`>_XzXK?eiq
znji_%LgJjHt~!72rD2PLqux=@ON;Mgl&VH&n9gO%>(=qTrC;Tt3cGm$Tr7y9%+E-u
zc6lQZ_6P^BcR5v6h^+FIoDegHn6wo?pS5kOPxEpvMrlg7)ywu-mmebcevcsO3M+k~
zcvV>7JIdp*m;Uj{TAc(UgshFkJ~r7GW+5Uge8S6y4Wwg#3U06@ulDVVP0DUtzsyH4
zT#>Gq8;82z-(A<{yZB(~riJcUKys2@R>vE3%uaCpBO-3(U*tpbpeM8ZtJq2|O5?Td
zgO(Tw?Eu~^$K~#qM$L;KAy6;%_ww`o4H33Rk6L}Zg5`piqMHG7^GwqZo$u`(jr?&O
z)0%eaSzxRCIO<RRFSvv}Wp}9s3L^xzoM@oNvEL0;d2{~I;;a`uw|tR9<v($vdnKa7
z{i+*+Ve7GWeBN(fgCEO%|DAjr^ybNhkW}9NHg4cq@~Cx@Ce&<%7)rv#y`DdQbKI>U
z99K^u7io7LJ(Os8a{?4p0TB=#tCfqx2?_xT2qeRK2J~OPa!Gqh%@Z4^IYpWhgil69
z2i06}bhYq6j5OM$O%iD&)9+~hj)d6~Z`w?~xdBDM2mK2zkOIQ!8PjD=Ro6J)8eEnF
zIl6Avwp$X8GhKCg#RbQ5tL4YRT+WA)cb3eAm(ysru+d`}r3#F#G4@%mJKrk0GPBNP
zuKBZn!}sq$1E3y13oTeN1z^W96M_PA9*~fB)j^3+fZGJ+qN9QG*+JEe*RXY+Jk<tA
zh7nc%lyMCf6I4-H39`jwS~H~D6P^85V*Q@$FqaM9lbQ=^W#~Kyxx}RM%%Ik5h}~B}
zbnYQ8(LEl@ET@&?`^ay49sEpHI7!7pW3BY=%-~O5s7HQ>j#ZUQ98HhGh%X+}lx^DR
zeOptIX0{<(qibjO;DfK(v>w0|oZ(dHC!0N6K9ydpPYVu&$#ii?OI=W?G)(>s<q7~2
z=gYAIwF8lE#_dtoEtDTp22z`WoygD?%*}wzk0qO3wtH<1Bp_Tfz7SzsCF2sJl(cu6
z3fMmXx^Xgo{FMOKLu}`~Ooe;e@d}0UG_FA#<KtB)v~<CF7m4MHXp@>2$Cx_gBGP8X
z2i|d$S^#>8)0BruY?zQ;gQpKEEGafWjjKcj1995+m3;bu-{&s8hg=W!)Vaz`{1IHb
z+fxaZ21bAAsTiQUzXXFS<B|P@>*GSy4Ic7trcU}AzbJuIcv%~|vq@^Qt^vTJyUQ;o
zu60Hg!{zk~W?qqFEgR;TZbOF1Gsh@{WGa-LKNdTXor{+Ga(ui@-e|oTJV5mo3{${w
zaQZK<mwL+=pMK3@jqjw!mrC~+l`9_95CkTFobvPuv?HNS`J<WrX<Hh<pV?w#$5Kq>
z!R>LAgk@ngD-dj+{-aGIad&yfz69k^Km=qY(IN^6NF`N&VY$9+9J8jd;}lCi{0=6P
z!kqkAt&7KEg1|s7u$2c;0*FhVj$>}8y_6CJuvD9AOKLH2@4zsp7+3%tYuzuiEE7ZI
z8Gp1XZ9K$vs6qBLRMlMLGq7Q0@^L&nd_~T=rRAaBb4j$vKFj3FX51vA_??INZS^FQ
z2o+T7+=mEjEh77=_x!drmAdM0xhJTjwp9eD|HS)DakO~f@j7<dNJFA^I@SLRay%v_
zj<4k#a5in03LWrrE`PrSAvtmplwncF`C=yIY7QeQ#Up#RaSFeSfe&}8eMG@j;mt$t
zF_-5_Z*9!pYZ#aH`zXan!hb}v2vOT_p$ec~L?AR@XXt{2mHwrw`Vg6>e2Z9hbRV+1
zs3Hi%_V@vejk8St{prerMed_nR9>mBngl8ct-$^ij7qr(Xz_@_fKwIVs@|_FOxR@f
znHUZDC#bLbvM*21BEkw-w;Dds+Mdn$H`VPuI;GD!1j{A;b%xiixwRR$FPp8tA@&D6
z#9s%Nz@p-Gp#^VCEA8*%JGUPsZ5K69tQ{{1Mjy(<KG^j3ZP79^;dxf25;B3A$!pbm
z#L(8a0o{^Vda8gj^PN1U2uXK=QkIL03sUcPxK4stdgIA@4+D?{rUwpDhQif=E7B-&
zkPh|*RCn*<&jAU{UJq`&IgB<lo5qoMwBr~D-Qbm(6c+jNE)6GW+?f8Ubz4xT02mx*
z|Il1-1gSt(W*~)%Qxsgjz62aY3!oG&AbLj~&jv7#PP0D=cwG_%3b<iGA;7m@X}@?3
zno%WQjej2KBjd9)qiwN#pT~}IsNbRbp>ed4S-kEU=9cG#&ebJ+uVUp@NjhM@2v(qg
zjJIz;Edcd22An;wG;Bh1w?vN`82qn=GD`z|c@UQlGWk!+gJ1|H^&}w`a7>NHCpX{-
zve0*eoyl|D1i~qdVR7)OX;0Dx8-!f7|LV9}4d@n7iA9TFRxb_pp|<<g>Nf?X00Ubt
zN5O)~cmbRZG||P>e!TRaS;qG<Fgm4z42n_^y3gI?o(>|Z=8yb#Ci8}hNro!GSc3!c
z!mB40ron+M@KQloke#SEV|TXlXr{VmMAFIkYG+ty2aBUJO4RMl(^IG18s&q7*Z5Wq
z=b1z(n>DkiEZ6<O={S|(^tHyr_0HgskWRq>iT{08%ZdkuDo`z}hFz8^8efW`lMERO
z^*;~*@^{Kk`S~&|=2f)BK#x~SpKWM1D(|3E&@|^hcm=JwFA{ep&}3g}0C8zt+imhY
zn5$j+zm9cTSp~<sIHkh^4uK878FfP$700W+85HpD@jCv;L$tZn7m4NUp$Fo#a^jcX
zmyDo3?R7d|$&H=KVe0GzO$pFWH-JQTegEDIlHZB}H?vsQ#@y*a`kw<~l2l{4#1F>)
zgZcm7Iu-DI1<c7n;%{0e|5;=LYnXKO4$OM`oD%laB>^9YD)kkr?6idES2nx6)!fIe
znE!IA56aHz0C#_iWp_#ecFMam@e!vi6}6|}buRrMe$OtS4;vH9x_Z4Bo}-#}u-N<I
zK^V5wq!teBR>NUT<g+SY+NT;p1%7Ha061=cP4UfK11PqKgKpWU;l|+pH2s!MS}XBJ
z7r$l4yK-D#?JR4sYF-NUG1Dl5hb|rO=u)aDp<Y&W;n1w`U`5Ru{ecUd9B0^_aL|PE
zXt<wtE>^9qHS)#q|8-teuCjGJI8Dk5z6lHooMLe#8yXJC85fUazPrc?R*--5EUZ^v
z-xkzTBlZ;;y{HaRohl7_#j@M+M$(kCh4yYgt(-E$NL{Xz*IL}mvGN|tZ?9EsU2_Gv
zJkj=H8sZtdIY_FUFz6#ZdYX98yI)<DlZ~w<@p(Z8m%+B>of{x1eb}9vS!&_1hu?VM
zuN4IcqC2_&w-<#rY+1l!kD4vdtL;qj<C}^n!W~M^m7Ut<btF>3J0kC$nJFxAX=c<D
zmpQU?v^mp;Ity5mJ-c|LDk)o2yPTn=P5;)UDshE)to5uTr+cmLK1m@@*K6$!M(U^j
z>ZflUgQ)v|{*P08bi}Y~k2oztUOPP5gbvtkJ<$ll(F7;cVq#_wr)!+EfMxI}4|Iwt
z1R_Hg?if+~kqA4jfx5n7V4ITzYu{UQ0GtC=?P#X{=fF&xcHAoeUS}JU?Gz`+xr|v5
zXeb_i7o-EnI-&MEeOU0wU%Q2VFSH$w)QkiTB`_@Npv3~<*MLXF?EVkPwbORMBS)N?
zKdlCmv<r84JsrS_%x6<XY-cS6Ji9<x;vRa!xh>Xv@>oVga>EZ<cI$NgQ-^pLavqL+
zdnT&&o0_!1QO&80LkYrlG^o#rh%xuO3c}n>^z2#sYCy7W)51Ts{@&m$C>z0755iy1
zVh+F4)(nNZ?_ljmaURL)LFUlORKTKPwO7$2(^=gENY;rxS^JTX0)Bijt*Irkh@uuH
zcB6ZwF<REUNs%|zeTI-LZXa}WOgRTH%NZ^X)YK96-+9CdO5ylJu$HDD4ywp_fWmJV
z@y|duJ=QC)ES^;6gKQe=`6FOS!{7lg;0U6Y>P)@xba_5xJp%;YH-_VK3(0j~(s_-V
zZ3B&lI6qzJ@AQvB@kqkoMtM)dz3EPB&1GgaP7)9xwJgf(ROj{LU!*dlv<o)d#ug?I
zK*K%+Oztu0NTqSddUZ*U72Q0IR3YEp=g`svg@xj9xJ?kX3bf%cxfOQ)OACtAb=87R
zPnrPsfpipogqaL}a3Lu1)2DpI9dKI3-s=0XwJ>2~5~(_d$g~3Kb2xZUDpq(xsbMf{
za9XC2<Am6q|A6%_$8*5hbfcHqL~b`0IxQY|%R=tdSCTKGYj+%OJY&7EWv#6PEpGUj
z%?s)#b-Ww@i>j{<i>mv=J%l1Cq5>i%DoTfxNE>uB^b9H89nxY;iKL{$4Bg#eAks1n
zor=T&LrC}Chwpcv``mwhWbZRO)?VvfYrQW;Dqs8)>c-C3-pXNZq@UyAyL9_9?X}8v
zS%S*JJ6i64Mymj(A1W{`Px-h2bTkWDf_5LWr?@`)I6w_`<j0Ls*>*|?$Lp_#sx}CF
zRRq@>vgEo|BY+EM_Ac!0;9J7teuoTS7dEx&i5h5oII>E90SoJK$bm_K?@**f1ZwJS
z4RkBH{n=6N169pv%+x_A2y@K|e?wL_sgFmq00V3nH&bv#@Y5MbyKl>a1+eRLixTz$
z-+nB+wXvJAm$aP{T<h$gyLAaka?avt6sPsXD7-x2?j7TPz5QbP$g^!qYW{njLZ;mR
zorMple$$)Sic_Wx5Txm*Hi!;aD<z#M%{lgks^UmLjVr$i>kFwm2Ewc7tF29Q{Xs$H
zSAO(!!_aIn{R48C51iw&#~@+wGmT62FyONHaxh_Cr3?zz0_81y`c6E|9v69uWQUhG
zXW|`ok$&=Xw2{}@bfwGG{oV=BrwSI`gn!0qh1A<~{}rR8c9j@0PqKFVfwls#7@C>X
zLWT#vjG+A!&>NS3^I=x)gDJy{FQFbTdcSOz+)(3`Dhzi3>lvbW>f7D|MNKQH6(HB0
zQ9ktnvF)D#I(v=zGHFB3X#tA$M&w{mptoQDmOH2TV10wj^NQuyf(8HYGfD|!u^D@e
zJNq4hsCj`VTV&bhfy(i}b$ylfIJ+}99@%7{Jng&sR5GoLTPK&lQl=jiFxt}(!f;?T
zj7)wS&MF+|6fM%KcW(fZ*PWfXlS2b>SIe()iN3jQTNThH^H&wc^T`fQ{gbzO&+VGG
zX2X|sAO`Ie9A|t6I6Rjw!_bm)1!Eu}t*40_TmA=n#w%=&W?{mXjgO7j9}MSe-!Yj;
z+GDppu+zFYfluCizsR!0-y2XEZV&v~5XH;57F&1svU@I*1%Mm*OgRHUyGr;<V8p4T
zobd>|ib>^e0Bt3R;$*Sy2QMg6Ql;D6<OyW)Ed_l~S(KE-EaQQ-fMz-G?l0yS=XuQc
z0PffiAfs3S%MSTW0d@6UV4+aldQ5wNE<oq(04oX>w4Z@$`&zXI%RoXlz%Z*N9_I~|
zU9dlQ14oj{UCn}f=cK@9dERrm7V#&#3yXU``56u-LjHl&9-!ehv`NJP*1Ly*D_jfQ
z=rYQxDZm;GD9z-7_N9`c9wnqnJh3n~n4jUNOYLsrHsNXaO%>efLMD$Jp(21vlEA35
z6&H;3v|RoT&@jZjijc-v%g63u3TT%1?mnRHTUsh^9^}kU$$&GGpeJr*5a_*O;35TZ
zp+EBg&Tfv37U#`cpk<evdDPi`pd3->-u3L9&p&~!jq5fzrr@}({2jhAO{RRdSS<n=
z_|i&;@ZEh-C6f;blYt!TQLh@z_uIk=@F@(&#ujw&?~%z@^To#>E%5KuHeRqN`y}a=
zo!)F-d~ao)s`IyYW-VY234VGu<}TR!PfTa!K@)u*kf6A45jNMl0^Xo05o+jC((yRR
zJI3^<%mRUeMK_)96#W$Vx=#uqI;lHzUO|rxll|hnbevA+zovV1G7y3yf=7ZZM;f!h
zj9`sj^|PM!)zsVvf{nBFlOQ?(s*Z7jxzx}n%ep?F|F8sWQ@d4pyD!<N_)fVR$s1n~
zJTr`bHkmB%PX=|0$ihe(No<$st>a<%Q&Y~!gKB|KKsv_Z1n^igOFaP(CtSJ%^0_+k
zx+GBS;BE$}RJQUhSJo}e#r@`q6oJxXNb34~jmiO$(`_3W@xDInIw)oLn2bYQbfW>I
zY6cN!!mQrjAcg^(WdbOi#d?szz^TCle~v-S-SYGxC?0%3h`1bG2fedP;v@Rv4Jhz5
zG><Q_ak52PP_|@S0M}AqWD@R5Xy$1*2iG0{h;v1;`T#A3{mOs;9oRVznP+`~B3lpe
z<o{A&2}A=L192k6#(aA4V%3<lHsE;M1cKGJfL0o&rtU1W2cil4aIO<Y^KDK(_geNv
z%6zb5gUN^vqE*0GlG}-4vVlGV<`Ao-7x-+sT2guHJSArSwFH}nTTdH?Zh$#&{3Xc*
z@yR~W4)y|hXj{;H>$f$apE?HE>+*r_UJpHLGs&T-4{#x;2mlK^o5^@YUT81zB|;Su
zgPt<oPAFt_eA&Q0MRMsQF-fL&{OYe`H13eye6;KVQYQ0%TOId}haSUy^X5aqG8cNh
zRUB;h=lfeEkd_k^6a>{j7L-i)H9;W-&k`3A^v<k<A{gY1)n~$v_o6*rlYPYQJzR8S
zZliw?2~%r=1}-~LYKKAF*#5y17zPDi_rCBNQvx@`fz2Pp7;#D4(>bt16F@3&42z}I
z&ZjXJye5NazU>>ouJCJnXj-c=xGpDz#n|=kb*A!1bIl5hQHQ*tqoXdQjw;ILpL2AL
zY>f)5`pa}pWTJSBOdfPRZl9p?{`B5IMT*J*>)?&UGC35k2rWNAEmXWVRE;f)o1D$D
z%^m87-HqAq_O{*U$<!yOuVjk8qko=GW%PeAgF5}dC9v?nvs8uT!5#liT<l;G4zm<v
zkbrcdZ}?hBQIlbP-<TzbcG`Nv7*&G(_14d4-?P`p>wsRT$DDZa#1BQFuyEnK_f}c)
zHEM3JdIZDCo8S-CO+JbOZcOH2@E6WzxF58YA=&H+^s*D=3CrLNgB$C}wx7%G^LH{L
zh@fNF&jed4D+38=R`-z+fD#HbSLqzxI$#IN!wlz1&v~>h!zm>vULuG57vb48VugZ-
zj`g=<xE8onSnb|0!DfnV4r+uIOLMie7qgO`5!KEU9q_p%hKVhO9=>}E_gGvN0dHd>
zub)nEuDMMlZwPU(Iv_D^10o_7n-^Mt{Jr~6dsZCrx*W5|0&gIk0|81?7sDf&!~}Z}
zSbV36q_&4G)DsTC<*4dfJOgoz?q;MW>*>e62wBNTT~+4(vDX>sJpYTBqvV;wkgkzx
zETUg(G>}7AXlPllIKI+7{Y5)vcu_K&li`g4nfOc?b^0f<hn?`5Dg<A@1UMxry>%f-
zEV06|-lbL}pJ!r$#3rK}k_&qV3SH0WiQH6Yuh@)20kT1lftq|=Nmw%|ga@nf;OWKi
zB#S61Js?g=?hTT#hD@sJ{V87cfwN6cpqp^C+yuE>3*ty`M#&_LbDw^e_oK{&t4r~L
zhM7fs=^z6-#14k}WOP<uzsLwMU{sjtlR)oV!w2e9_=>WW9~DG8=yV6quktI?D-=x(
zB>UN9l7&2i<x^Hg<GTH0goD3Lj_a?u#_Oyr>K{~m!;Vwkp9CXvq(AEe0Lv0kb;1FT
zLmXh<Fw-XkBco@Joj2Jl3TD%3W`FV7ZA%=}`cK?yjm6&`gucqAa;=Lu8Fq(yWk;#3
z^=PgFn7Mn=utNl-S02=G^t%-DA}fAw!4j#qz(A<`<N_M^qn+jx-cFE5r7-JoKl!c_
zhyo=B;!BjATc3QyO0#f#Pa@evZZVF2PO~l;ndLdDu?<_1-dg})?Tr!MqHmA6Nibn8
z+?BHzip>OUH6gz`t{DSNs3;i7AnSrk7f+yKZa>%c5zx{-cr#Kas?=G{yaww0r3IU8
zK~3UL!V&j&je4FY=Q$D5OML2!(=0Zg1KZD$rB1;s-1;uJDy0Tshlq0sc8GpwfNLkT
zFiHx|4*mssGBtZP0L8F=>3zzg{5sO|!w)v)HdAUe1MxXJkSx@B{YtkIK#JLiGhcau
zo<&>(yZQbSYW3ecH*8NFXnnWRL4iSI^>2y*rJx(0Ko#w==zh4T-KfWLT%8e@uDIZ3
z3SfBJ;pQmb(WIRYg)M+FZ6(+=eJKTx;DaXEulg4k{ksp>(qfy>I<b%t9_L-W&8N@`
zTJPp;i8(H_GtW?k^9|SNGkUXh1X?BkX!3thwGS#<V_9de!&uFi1!WmKEc%JlRIzFE
zmHhLdPaxiLB%7HGkutl$ksRGr^><wn*pg!K-sQ>*T@(tr(pTqfRheU~l<)0Jk|M)D
zn#X;>6nAhIK*~W+6_rQ$@2tkn1#@}ThYo`AAGi`{f+tBc_9)a;7E}n{f$h{fXkRIE
z^U}?~#$K3q+bM0{G#9u%CeWQ9(vL3^G)?(Ws<5IGfoaeBcDX>A37Wpx7hLU_I+K-d
zHrR-Eh~M=au}YxjhI^M<*X0275>?k#Cjm|SUjpYuNG|oLOaEZGmRf0@0I(lDLdSZo
zi|gUQamxZ|IUBV@Y)t-d<wY^T8i4|26_1_WlkF8^$s)mnnO*)BwIuWkAEy`HJ6uTX
zd7jB9VZ5H^gx;?V%f#F~bt>kcTMNTfC@Dl1)9U<_gyU*X(s$GaV}$J(>C;!|fiRo@
zs-nq?O3X)(UjK_w&BGwAxA7|-1*5+BH9xzy>PYs8l&?mRYu#kwpMeG~^u_cpeY=ms
zJ{Czq;xz=k=`VCX;Zb+b)2bt@VmP9KTI~7)$RStxP9K}Rk{aA-BsrB<a}_x@W1d;#
z?#B#fd5^0^_l;d$-~Y%KE?@0cmI~OWqul#w;onb(ZGYYc1Aq3%4ed{fpp^Dd<t@3_
z-l~Y<_CV~b6S1_re;(TJ61jd{=Zsw0469<%)eGwTX!^@4B~~*{7pZrvF!9GS`1_V4
z6}$$!sHi^R*zX6PMQmIgMzDWmmnQ2T9vHB>x4(%Xb?R%Ci(!0w)x5)I!p{6#H7Ofs
zTCC3cDC#`&OpKhrnp=X_*{DJ<l}YnzoP<taLKXIjHCGdgQ`k}uR5&*;R4M^~>C*f0
z>(@lQ6oS{oOc(yP$81}$-9^?aX}3y)$Z)M-vw+wM(4z+iIwxPk7m6}#T=Q<G`4jEn
z2ocNLDwh1%w9TUD-a#Fd-(!*n&(MNTx$tT+!mTMbhR^BHXfZIt|17*5>Awdtn;-}n
z00N87XQWu3{=E$A8H-B;Pw!|^zZn6{Q{krtpt?~Eh=wLoACo{hGcAnsChs5C0rUBK
zgjNyZf#(O@j(iUzl#r}xCwA1pt5A^TYD1ICkt)<zYTB0zR|l=>m~Ez?9A?wfh;%Nn
z1RuHqI*3;BAfO<+2<o&EfXoF5yFEE0M+VTLp3g*3Pg(eJsCp@dAafe`g<2Fv)La9R
zYi+dg2U_OqPn_nj#@m`>rqr@U7S!9ek7u#ZborQWf@uPxQ6!l__;m=llt2YKoq>gl
zl5#-ic%4ebX;de8_Z!Q&m@w4Bse1P0D*?ZKwDk3=Vy%Lcgn3^TLl885Hro8Acr&WM
z&MVtxMBiTMduj7wGamySkO#zpkw->GfJRe;N)GzXIn?EV{*ZR*Pt#_U^n$YIukyIg
z|AL_GVei{0JNEMhgkPVoV3vz?P!%V<RhT?znr#M=G*Uh9tgP*(1b7UEclp}3_vsPp
zd#&*BEfdfB=DL%)g@pQ>rZVKtF9m_JYTY!Ow3vj1Hd3OH1fI-hA-l#$>dU1B(wB<g
zRyM|4AX4=CI#FHUH-yZk((zloV}xDRr${Njm?s@VYAO_H(18MHA8t(7irfVVtq%}M
z?rxF+SdByO+|=>5=+dMCP!0t0>=FRY<(+0HgCy;KSG}{^w5qGz6lx=BEQ-IvG;#t>
zUv!H$XP6XgZ*r;YPuI1r5q2%J2;Or*;0+l>!AZSgRwH~Di9~w6?Z1;?lmWt0SZjOm
z7|4L<09e-HM>xGb5Z)MY#e+bt+QcRa#6yyqpK4@PyhqDQUy)_!Jzcrl_MG*)84~hs
zkT@#93CG2c@)e}_g|s7FbDR#oOWQ4}(nZ4VUekBXGcD@nfZgA(D*@lH!$~~KxleQ|
zz(Pd7EXdcjq-lSV8>oZmDMT`rrqMAo7qX}MJ`$bqjNyKL7P|jj*FTcG_-DMXm+3HF
zB$;?rbW-}aT9WC@7Jm1%UEez$thEOeO1S=6=C{W^T6D{`2p-`sV!Q$74S1(Ql4)mW
z=LggZf#&@KAYQM+-+Wl+x4oPTGft7G0mW%;P!x=NMnV=F9sT*_p!vjOwgiG~N<RhA
z2P*$^jyQ*0^)>tcJVgS!9>c`=`5A$FX)yH|$EGULoPg!F`T`!I8)mh_ck6(nCvd3(
zVPR<?RFVVA>}8q7Jxk($X(Zn(R2KD%;j~W@c=_T*jk_Wgf;6a^81%&#{o-dPLv6>5
zM*TS?TFY6FOXzpG?^vuIEbsIh)Xa!&C!7q)Wr8U}_}%QxJb@%BESz4bs#$J%oGo*d
z3pgr;T_z<b+}fD+5`a!t^Q2z^`o*JNXqqx|md5_*8MQsLr>qS5ao>8&8%~7g9)ljV
z_I{nSdwEPk$i3o7aeKtnGRTLrslT*&&Y1HA9VQQhd8WVPi#FNLZvt^>EKn)2;4KaY
z99}S08tv7qi_fW~e_16MX8~!I#V=$mIKY@QA#fX*d7jben=v6?3O|P^$hmsI+mC;?
zkB|oQ4Mt=R<m<8?9CwX+W{dXJ%D)S*cA~RZS(0|`I|q*9H23(GYlU4r9|22UGH9aV
z;f~q-Xp^P|QdY5PX+?1J0-(Xt-C3E~N@zZ8odD)6(Q0!{5NE*dW&Cp|azo&79&s0=
z4*8n<>_=2y2!GY4c;s9(`XcvU=NdeIH89GBU7p$Lf>!TfO%lMl25Z6VA`l+{M{C~H
z$?;Aa69YtgTRY$7OVx!5262?u!<SXh1=P?@qP~8%kfudyA0?T(y{R>*q3CHD>#Fk`
z^Zub{H$;^JJm(N-uCK-RO#j;;P*puh0R1^>*Dpe(1;+GZ9g;z+)i1idnV9|waq@J;
zd?OCw5*LloZDSMIJ{n={xA%GVL0rlBhxm3vW5-AESe`Sxem;C|b{5~bGkJP30a=;h
z$4tORUoI#Qi0p!R4a>f3KPCwY0T~;$pH#{hxLmBSTxF$fnCOQG4-E~?^U5x+{Nf{4
zRUN>~Jk>b@kE;23#Uw+_riTgEeA@>SQE@Rb7R+Jc;kY<`lU$(DqD0N6s%e{pdJO`M
zYFme->y&$=ZqjGRx#Za0gCJk4)V`B|=5M1WP3+ou!!!0*=-jsH0J+zo=E^W%Zh;PR
zy-s*8s)*$-I6V!Ks9WzrFGoe_=PZ&&ys}H^=Q-sQ5QsX6JW0Cmmcbz6?n!qBsxj44
z%4HxNBAi0|3y-j$G|x~qCgeiXaemd2`eD0@%;M25TbfDroN7Z<&i>nUXUSBauf|#f
zSi^MhmGFKw!T{ab242Gu2&wEM-np|pq7Aa0gMeEt8}vb;nCAhhX0tswG%yC@Tu-<c
zngLCp8C;RdQnE@P*-_C3hH})`Qx(!&n%&IxGEjG6=y)kNR<$9B!9|JnfgeKj6Z5PO
zh-|0=ZKEP=ptOjHZZi-n9mt|Its-hkUN$_ALxk=O?>ttJTIgGcT1LWE?5w9uDx@B>
zZ-m+VU^5t08jHP_`BUxfrQN=QgGd|>>=8`;2kW5&?cN8lO#J@ND!-4Q%tl^*5dvUM
zG%PH|Z{C~(h?qK{RSE;jZNZ~Mpiy9=!#yG*Lifp&48Eq_C%iyys?dTA@>yyih#YLE
zeUC<z)36bR=rfK>Yei&!D<A-YhwiZe^fv!>&uoi>UkvybWx8<K7!xsGgEhbltd+lH
z#mA5(-Z_{G*odGV2P!n@z1r_27(}E^`YrLoEhs>`)v9tRv1_nBhTY-YD@q0->u}l|
zB9xh`Qab&>cRkb^ESg=^uK3YpDtJf~6-fr!vkKofu<#SkpK{-yYeajqG97f9{6+%{
zMtZGRmS^HGKq>o6E!rx8wG0I5q(N9`0SFx@=;-L6ffn*(Kq0w3-wSke@?Ivz#=@O0
z$Y;Mk3fb5LQh5q;@>1fgwkVdJg<xu^=FxWbNrg+XzD?z-XgoD#3%lyVY>v?WQM~6Y
zT^#PXHH%#PB~AmqEN+<s5RsPoJwR3oB#ZQ3E#$5=?w9~{L<zhNqX2=4!|eP3*%y1>
z=Hk0RL3#qDlJzt<D~Fg=)QDR6Emw5PkII+pRZx=|)0di$H=vfN@P(9u#I;Kf64fQL
z=c}y1Y!kt^S}RMO5@?k3CtdqEV6ziJyq)Y~kXU$K*VnhkD?K408?bKnjHcapdr~>C
z&vfu7jDK8Q9dfN@F-4Rp7j~y&x@o6&+||XQ^vm>DGdAi(3&AqJziT(`6nQjTta2xE
zKo)G^nhO#AH4zc{?hk%3w8&_B`|a}-6gadJbtTXr8g<}e02=4jJ%pJvP(r)9K0dFS
zP+uHxlyTXZd21hPp$pe=<H=43*Q)hSRhU#I_C$|!*!zo-AsL3(wASneJc0aY3Md#T
zg2Vxt^OO`Or_qY`QD=b60;oVL-#e$&XVqk>DeF_tWoqio7cWTjt?l&m;{W{lGrm6s
zL42jlv}Y3jqLT4e>&OY;P$ZkITN%-A>_)wamak$7g^IG5WVK?ax0Su`{NK^W`$ZpP
z-CtH5vyL5?>0{C?d*HJY3W`~Kl0;NM9<VU58TclCfc3qwXOp(9yu9!L&}sKKMUh7)
ziDy=lhi9SDINt!k&JQ!H2?{Q1o^-rUx$pM1|M3ILM7q_#>rXkmwEkdow=pFB@7QxR
zl4YBZj{XX5gfa;5Pqrt|S!s^RBP%)wZ*RoV)(?n$-Y%vjc&A?BBF?O*TNsX)<5F5=
zGo4l2ASRn@l>mS8_UXEMSC|jQi>Ck#EoHwaj(Wg@5uKRp?C2<P)aW;#<Vj}%T{Or4
z5}M(sV_G0OSz5>S86nEn+Ymj;SF8DWtWAg&3c&6eGmcdU52xi~%gT_=RW*jDv?6$`
zsVJjW4gnbLKcT%upGn(=*aa$Cc<{DYiFeBYC<vhbDKLlX@UX#>SZ!@>c3`97I~SZa
zeWPJfaF#0e?_VU}>OZaH<Ei<4`1ePH@BA<*R>$9ra{ui9d`7s+g{)Pc6qo+0|IbvI
z&l8h|7}2iIxaWU1heqmkkZjEDeAs6Vnp+M_=i<`_*8DNOE0y;$s{-<JRMKKI7T<d>
zzHBfz(PZBElM06a-r&m))@5&_;YAGxO4v+L-eFNOc*1MQ&=5^)JO?0Xhl$mx=97wt
zTIJzQK&1gkcV_wkArq~>Tz)UC<I$$yI_Z|nSmGxRC_Rpb@$*9hHQ}Hf(Z9HTwz23#
zMu(|sEO%jGZ#yd~u=LgBKU-{P75)7D>b#~3QKE9PvIYl0u`*}-5D?oM?f{&}dqa_^
zrM>GPR<3u%M~0jE^EYK|4&Sl=%gYa@0nQ)iH(Ynl#KBw(ae`tx02acIxo!-cxR!ZR
zN3%_!I9&q#>P5>51vxo<=y|@9Dw+M9hTWh$Le^a+EBuX{i0VjcD8>1p8ZmnIU<LOl
z-C&0mWRTa~X8gs#ff01CAiOE8wJxM=P@~{F@lC0HJi4A5qX0WqE`O?@^#LtvJAmeJ
zNzEz;YiUKB`2IcvYkKM3#qs18ul;&VWw--(+=39*TILuK$JzrCG`$E|v3?@rgch16
z4oj<a>EXp^J6RPDa0u!&q7J-yr6Ak5OBfHNSklk#an~AWc8r@u?vh+22*6ztzz`iK
zPI(XCebx=EI7(#>1Z$tr=-XD7mbO6XR2+0(-eP4H3EcOrwCn$IoFriJV*&Q+;CB=h
zr`QA9QZ61IT#A@S0mc9T<mI86&~*95f>>|<l2vuyDyuJ1z!turzCm^I0+eF$sCW(;
zJpCe2?1+TUJ9munLX-CBzc?rVF-K01?AYOG&>#Y>Jq}715ck`(mHPLSRgdrs1Tu!5
zGiq1uz~dHlypfI~!opzZ=u%qXwjnn(nyEm=eZ#&?POZfgyaIK9-f>I*n<9qPwR5W$
ze!O=^nhbW2TGLBG!2;5lkAV_f(@KQSuEH@!Pe~2symMLcN}Z-2D-djvMGo&-Q~+Oc
zzti*>Q9PucB-~y{6k;k?_jq)-HgIR8A?(gbnXH1B^Pexzh(b0zoq=$#+LH=askSr`
zzqTB4%Yd_Il%B7CXxfW&3f@9t_nKqAW`1M?yDKwOO%G~JwGVeQcn_4Y?TOn-+Ttyv
z&IvSyRZ0QB$)=kp@Jj`~8kjYMG4Eq?yTGj<DX^&x1Vx88E?EMe(PoROBQEcZj*b)3
z@a2?c_yZgk!}SbG=M%Bz6yQEYN1&yLB!HvH6*t1i1Ab0RFu+$r9+Y_I={z}qA-45i
ze>uL&QOiPyF20XsjXz5$uya?@VeGrmyrXLVL2@FSDlK+U#XsS`+o_d53#M+FqP0}%
zG_73C+Da^_Fhb46*vZNiXn!ChBZGSAXlT%Gl*Z~)=wzIE1sqnXpGMUUaDI5rCx5bJ
z;HS{nnN6?na@()>E0i<?bQ0%(oQ0fogz9`1Ua8N~4IHVdQfE;lODCvbcgHS(A3RM7
zK)(<fZq5%u0qvzSu4PRVsV-Ai@a~D^1X|qr@d7m_cgHHJdQWj;3cW<i*%aYaUtxe0
zn`qC3O#nMw-4|T-I~dzeQbm})J4;!k(&@ueE+d(DJ|Y3y&HnY?ECSz$Ym)JJEEV7X
z`h_xyi^nnmX=v%h?M{ETFvtc>7pt~K%k_$F`<rH4DX{7q7}*nk$iK*QNha-$pn}GS
zQ;!dL@g4kJxd+Lc&2kiPOPp-7N8)j?rQnA_t>8+hNKea5i{S4h$Qs^>CW#7*4__bc
z3V}VLT#fzDH7L%J-KZ81A{#`imf@D{+l~blge1Tc?A~j-OcK(Zm%=+rc#{9^U#JuP
z_G6w*vgy@Z-yV4e`Lwz38|K<=`DcFd5wF_ejlNju_4Rb=?BES!A(-AI7%mL6tbdBM
zoORgv&2#WM8W`0}W)pZAr_g#^n4*|kvB+P^urSOH*J=Iliz^lk+q{!+BE~)=D<-0O
zN4ah)Gsjp+3f+TTSz`nkOib?ml{JZuCv+4{F;X^lmNp)<a#p9EijNe->>Y<{KfLYw
z6C#f;YZugabS@}(tLtfMzGs&wgPg4xx^;Wr7wh}@vCdL()*S}E+rSLCNc^|pH1LAE
zT$OP_V#lgt>XnVza|#Mn&vOsa5f;x~fkK*30jTAO*SbjLu|yf)BUUs~4DcIIxZ?&h
zJEg#iHNcg@YwU)0*wG!PgKsSFL!VcQ@S+sTC<-34X?e=BgBgh1UP>i#)krEy6D*$%
zF3XrSi!$6dq$u;M9a@*dR*Cg6-UcI$!@W+sF&KW8J1?sUHCGX<4u#!k#;^np{D7cI
zgvD1Wkw=hgJ$m>Y<;r{8sq{Ex@9gG!A!a4vKDc;)Ui87&P8&YL%^W{J#5d0kv-m|h
z;paKG<P`cqm3D|vc6#OS65S{0FKUV20S@^~r+6J)$9~w_fk%8HAM=)F_2+E}{d0wP
z!V7m?(V?aY-MB=OSsyiryd%GeIa173ipr}5_4?3s%;{a>;EN49thNZAc0yP-RMxuh
z2mt>UIi_WPli^oUX|_B$1SG+3DmS9Wg81*{NHlWdBzM)@j+1=Qp?+r#;c>K14~}Ev
zO)KUKr`Io39<Nl%RG8IU&>y{zeEaSkuL~0~^sFJJsmV(|Vsc37^6bOG&=_nTRmxp)
zux2%IXUUou1_Kb=ydZNI+}Ec15=3BMbgH2|)eTqOi{Z|ao`?fMkEI>?%cY2BMrPpi
z$1S4D;qKb&aC=R_MAZmlf9_xE4ZH8pw_gi-P*nb&eybdjkmPF?0!=f6h`7>Oy`6#C
z^R<OUU`&O-If(*D5I{a~Hms@0y~=h+1^t&V@^zKXa7<#-54ju%A%zDZp6c6;wWcf<
zvcK*1K|IQBncpAtj1}C`kb2lkm{z%btnewdXhu}oR$6TW6w)&374!f~e*cF<q|AL)
zfVsV+_$2xCtnYE-zaO8Cgp(vIr<-*LRY7pg?KV4bHZ=Tr)lsE-HEQuupcb?+kQa@-
zBO7;;7CQ&5>WPv7eP+a1!U>i)T2FO`6imK*2|n-n*y>TiSoIj*Iw4jCGL8F!pXGn~
zl0yYudv0;@{k_Ug56pz`qwNd(;`%Xvh<iZ&dq~s`_}AL6Z?FMvx(ReW&T8B)q0h(V
zdUlpu^vd;{kS}1LY#kHwyj7fY>@v6`&xwnFmN$NZb4#23G_qTP>um!1+8=|h%d-wU
ztA7+{@|6Cl))+5O1<{_Z)X+hw)>IlBA+w$)N8wKX%Cajr7K2qw?s$6^JVh{lVGA8^
zpdlA$1yFL0^;0YO=L%x<pm8@~PCr;}LS}SVn9u@JDY(?hYj9NAqHK4f+;b0nJJsp8
zvz@%C_~X@fT;h+>M9pcx9Pp3g&Mx^rdXb89aQfogmFssP-%9dErcQkDa1zktocg$h
z&8WtCCjwwHpOOiNRL5Z=oLz?g@yuzolf*5P#bAfZY@ULO@F3R%S-Dp)Ydl^+(_626
z)De!dIhCpUIvIO$K`w)x)5?aKjK}P=_ZKB$BQ0@y0G`w_^Y2Aj1pgu+EHmvjP$d)V
zF9R$SEPWy_LILu!wr_e?C&5qSu6)*suQ%mtjko!ngkaB~w4FYMrR?DaNhmnb>=3sc
zyGWk!YTTH>$?hIj;XUPcAiX6=^vQZgo5@Rl-dVMLQD`Wc(@yXdV_iZh31kEOyd~`P
zE3}YYyg`$tQ}ceDJ?ogJuTc_0I!NoWd&UVsP$5l=0(#%GG>FUl=9tpOKZs5JNGZWf
z!lv}4YIaY&)^v2AG8-tt{BNjIudLY8$^dpnhT{hj;P-Twh6l;cTb>~!tF;3c38fm*
zr<KY)D{q|@Z}WFZ-^e3(ein8Eg_n=O+D;?jAEeLYH&{9`!;WyDFFz}v%TEE>+-pMk
z?2qKyaTO}o78k?NkxzF*q@y)RMMDiV@a;e2pP+aUFTSmyn!9JG;87_mG}I*X?uQCU
z>wsuqTkgqGbOCW;kxpi<$>;@u&&~{+9&-u7b7Ei{#&58hVo^V#n7h@&kX~ixUl&;K
z(Qi=sCd$2S0cx=UufBug>)Qv%%dfn%sVMT2MC#_GI8S81O;Up)_~6&4!Fd0wUFQ&Z
zeW=p5bI(_a$M?nXQb1m->M}xGB^@0MH7QL)vYdins*Gb<3j@=0!5^+Yf`9KAZyxS#
zlbuFx=P*OMo)IFiRRVm{1LFu4Hyr(hhp;{hTgKph<y$7^SXAHXs}8c`JNR2)diWN1
zt6z^D4Ac|>b-MipU+PHMJq4SGM=zcy&npwAfn5D~sWWidUJZf4bFa?wWs9DjbRHZS
ztBP_?@DA*St>6Dfi9b}};w^I$wddWc+po|tHUJ!7Csh%&)Rz|{FB6AM!GTHA;F_rF
z@(nNM)nQY4YS^W8flX(F?xdSttMKWadS8M(bGl((LQPoreYMx>_N#s4uhPH5jzV<+
zEA!a53V71X@TV8*smD-sE{%U=yME*%MbIuk|E|)0Rp8+GC!gB5z$0jlF*WIXo=U&L
z!Epgtby0DX8+W|9rZ{8t8V1*PNWq=%haDXk9V0W8ys7ywX2gq`^9Q-{%lGsCAW(F(
zyE%7L`#ZF_sUXdr0<HekrZ1t-^Q|L_{It0`EZ}FO0VZx*lXsX(DC=|>e<`c@ILP})
zHvjmFfxJwH$A?Fu4$i+wq5F;Gaf{(eJcq388;n79`$qgPTZgMQB9$1A+fG-I9R4v*
z$|{)FUWx64369o#QZp)ZE-KY7QOjL|eo#(SY<vWc>t@F&A9swki{~TitQ^wZUa!a_
zjJA^tY|x|NS7g$<a|qi<n3Z^lEjj4j-F)7*Q6VJN)}%3W2g*tR^yw2<Cq5NngS(~!
zl3~BSu*b7KPhkxlVYoADjg2kLwy!+$C@n!ri8ex_XELHG5K%FDTfW{Mn4=*$ap`hW
zGn1qK_o~RDTJl!xXp}qr8vR~{>mbjbet_j_l&;WQc}d^F1RWE3nRm{c(61XLW9(d<
zY~!Q%)Cf&ue_qUP%FnW?=B6tfs{6sS<4&Jmwy-o0$K>S<J(8Z?O)OTBcM>+pWh!Od
z;FS#O6)t8R>yH)@_jn!?-|tf|Yme)wGDhAm^!p~ZdLB&gcRKwor_2hkEa0%lmN!|>
ze2(ep;;ab%$TG;;9>+==5^@(d0W4Kn+{Gp6-!2SSxF{RCOPl|A<$fpc+yp*^rVD(R
zP&`3jN+${uaC=|Hc{5kX*d9jQ`eq~|4xPL9P2vvcy<51^9)7OM&`k9{04sg3QZ+Sv
zjqWxTpAUqG;D?7`Ou2uf@TA1vsqfRL@}>g!8O*640rgzE%#Z;xW0kAD-g-X!!)%BS
zUD$N}e}BufSFM9|9E)^e#TY#uOh^P}lin=lt5F$E9MJvlT^isz*Cu0ibP$UvqSpfw
zEc|<K;n&X2H^7WYi!hzKFLF}AZq^fArvvo+a{jlbbxS!Eoy|FIaxd~Ul1cR=uRz2d
zPbZQ%Byrn-x;dyce%VvF&f)za2|E4=_%-be08L*z^=O?(6wrIY`kB4Xx`ztX7=8Zt
z6y;7)aw75jQ;7WP+=lQV+w9vfU#@X8Ln(LIZt2YHb$s_h`s{0$%MS(G);|DGE>t~(
z5{7D2w9+>BNU%aunAJ4R-KLimDkxs76;Da_ra~GTFcwOa^KJ(?>aGO$eULNIK_cf;
zMDNWaGGZLZ<Z7`=KB*f`V6Yr&_^K3rS{S3o=(;Fk<g$Y&e^+A1^vBYI&nl?TIjA7x
z1A}!E*m{_Fp$FK+>)kY0935UHr0ISdI7o>dp}%Ukq-k19uALiWp9t5G4Z@~dB4C5j
zuJ`Mx)R3ghoJ;R+?8`Cck&MDC88~Uqy3YWXNy%_it$F3CSOHS^Y95nf48F-UI>%av
z!+fAvASD=lm?(Szi{j(-cC0?+Pn8bbDr^<p_o!#%=J*-kM+&)4xch0_R1|b6b>gW<
z6({(-0c5_IvIAE7K_UEt>Z6Y4J|^@IeU}U#NEVT{Y>L(IxyC&55qKoiT&D@z9qT#!
z4RZy0>g;>wqtXiEb>E(@!gWsNFhzP%mA{shss0AmUmJzP)d{I)EUc-|Qc6OQ`p_+D
z<-pO~HCYmYuRSn-one?&Y_$;_)=P=c`o_nN0{8LRbs%Lj0HaOv@?30e@`3xCeIO}r
zV`XELzFpa$tuZwH<vA@QV?L+`G7ea8MS}D!s*S3pm&RIR%L}|zWpe)2@2c&mi6A4J
zN0`~oazyI2Ya;s9XQ%MPrbksei8Bp5a5>EM8TqNe9b@CCvvGb$TSK&0u4Hub)vLm~
z3q{8Do3CXKA3i@ziH&9*aM)4%C@2@ht}*zEk`YeJaX%0Txt&!1m0G<|w9w+6`vpP8
z=c5YO*Fr&{R)1TF6PkW9!_Av5s)FBP@_MpX1_KfI$GpFg+fBUg@pl26L~3Ft%)_JV
zGvSp0(wDXq(uZr0yFqpo1rP<0h^u(IVa<IGIRePcw#Ger0raWlFjQ1Y{CQ4fW4^aK
zG@s4P?{L>G>PVDm?P2Xl>~b4AP-SUnf15R*8N|_j*i;3=0SHr}p{3#5ddA7Eb!-m8
zx6~K?p95SWKP$0fW0D1Y#WUJ#FdilX3K_OQ9<5{jDlc*YsI-<<$sF%mfb8Qai$7>G
zC^!HmqB?*yt(1l3o@3%l(}6QL$Ns1TE|6IB{L5PG*I=dIow%zq{BdzO{!Wn0AGlaN
z?xA|76*K7V>HB8C+5^`}0@V~tG-^}UeJc&TtvmXd9<D|6S?g?B_?Rf3DgW@{v&id}
zR>rd+7gxX9R9?ldo?<`{p=|>^LFcO@X+xqoIpg)z6HFHPyN@zsgTJmD*y>D7=1)Z+
z9Q*BG(>Z$ZWU^pyYF++(lafIY`n2+_PuD+c>1TVud}<w=F(z^zhH}2b4|dJNmeVdl
zJ5y(uByM`^w~gen_w2B;0LCxcP6C3_Kz|3&wQblE?UI)Nb(@*THosOjmE^Euc9*<*
zncsNVA5WKys9#i>aj;Ai{f%c}L6!haLaIz9<}7H*)Rf@lWz5wLow+r%9AVcZ<@J2k
z-O*+Lk@(a1x!|O`mWG@UPZH1g0c7cEE?+ixTAipLsw?K?uuqKKCMPEs_g+pcD=Qnn
zkAzHIhKTXa7HBG$_(*3DCaSmZU!55Fxkd;tnsc%#)!DrgHpAkR1wPKqttTI|zm(JS
z-?jCAhM-ETSWQ;}53OtRr%yN37G^V6Hsy!b5do;ND$XxuPm(;Q;JqJs!4(n!4!&Nh
zW(@EC?o8BJl#PuIYNxNSFFUaC6z*rc%Rr|;DYkh5fk4<xHd(Y?taO<&p{I|WEjj-C
z{jIXf>)#@Ybo1xihtY{FCq-*gGCE==S7{1DSM)i3)}C`kIB?F!E7!&yH&XelJ`7yZ
z`ul^5w!$VlG|ZibiMBXH?{VzZ1~N{LU4^}C_4e2*ro-CFTiDqC3S-ub=>RKBnwsfm
zzLNFT(?kI0uQ@B*B}HAG6w`*89PbsG0{Q5kgZs>J|Fm0qj*}~m>kdV%vQ*2AZSyl9
zB-5FG`41}pUkc&bU4Bsft!Lq>e=e~l2QLfPRObR*1kSq<K=}WOFH~bid-Fpu=aZ#*
z3dBIsmov;iID8hqfqaDDkDa?;dK;eYEXpP@79Q>H?jnzt@6<B~uf3`Wt1e3bL2Q4$
zRmzpj$8jG~1s{ONFzlw9fWBW`pcEA4K-;(}b|#L7<Nj*St*Tzc!|KkI?PIY1=UQ48
zKpjK@X2Y8E@G+GX8VHz`bj$!DoWVe6=M}ptR(AHbx?;7eoam$^zaMa>!E#S1_+)iM
zw@ZcOuchL~2_J8;8W(TgzQLF|Hc^HvgP<u_V{6hSmr8puIJ(o8)}OTJDRA6)nld<p
zZ3tf-c(lqpX5+*^nVgAI*m3<+&#p3W#9H`tY&2|aGwqN3xZa7+`A<*R?|_U8$W&1O
zmvs2syK&`DhGSnyjzH4KkGUYLU<VpZlO&&(9j`|P>-ejWRaN<^AMC8kIBDW|GF`@N
z+zLrDp+nh+RhvisSdTz7hF_oZ-97wG<C7-gJ;q#uX2L}a1;5CPsji+6uJ?@upDYlC
z6nkc$m^;+{qfkjXAc2kbWV5Px&1mf^T&LM`E<9=UGo7(#G+gWf$lH{QoA&J^R5a?n
zmaIjdC~Ig`m#M(2a$HMIphL--UKHZjG~(b5l=EvU-aInJd{q{anHf{mKUAo*iN+Cb
z^+$i3{gyi((PR@QuN+yZ;mien`uxgAS<mQ&Q=e{-RxT}*S6+M|X7D+1Lynim;U^>H
zgiIdf{yc%YwgV{MVUP)G04ci0{;WyBw*G(f7Ymv8QN4)*-|Ct-u`0%r_Rw{GBv)bj
z%|>Cx{W*PvI)=YND+1#d9KB+CbF1+og}1TzN$yo=4`EjZIZ;1oEphFaneng8+@-pH
zM%Z!`pD1>8dmi_K6B81AR$i?-4{i(qFIOs{D8)p{92@-p{o5uWB3H^@a{W6s&@)Ot
z+6Did1InbiKovaPp4{1XvE^|`2b$o4(U(^_sW%p{8Uyw-R(LT1``iKZdq>4Q+L;+?
z?gqdI{DPv)2iSG%cHegq#TYhcr{>KA$*ZSpmFNe^t*rly$MIMI9`py`fd1bTerd1>
zJA=ED+Ab9t_X(hSzaUE$?o-_dl1d=?oL5q!2{;8ylhRa^?{!l|60bcb(^K|1;UFZL
zZux4y5uVnw+jK$SZ%Z)qK{f6qx_3GZ%e^@3pm`u06#*otBUVPg?*|%b8s)|8wIa(l
za(W1h4J(@zlnG~5Kg^wUSGh2pP@dGH^tr$qkrFpw2v1tspyeV)i|oy?oETsnhCmkF
z;f$P`*#N1mT6`{fqBNY>lMblqY@=-H7OYa4k^=R975f&P`pR^YY<Il=?N;!d22M4P
zGj4s`eR2UxqoKZ>r)8XEyOJe*;O>`wRzBic4Cc&9Y=<(M+8<L`j$WaY*s*~>;C{1_
zvI}t<Tjz#jHC*-NPe3ch0HH&QeCkH>k|2;-C6yxzj`1?sfAVe<JH7a@@8Z0&PftwI
z#}(R#S{6Z={R~zZK{7Fa#NVbI`achJoaI*z2A7ElJg_RhzjFj0lIe61D&=S$ljFx^
zRC>4K^wi6(e(TsyqU!J#`1oFo-cjQmY1&U-?EX<3;ehQiIW+wgfCsvYuJ0>TPn}RE
z?sy~Y3%hwq&cOVQVBjD>fPm}RazZ<+5@z~7ZOH-^Z;&$YTj1u8UmQZ$2fY_J<v26a
z^w%$}RYFiF`b8`gW6?_YjHJ|UC<Ogt!IhG*kh3T0@%(&Ue>EeY$kHr8B}{t&q8vgE
z{L1NOWfk<msv`e|_tr98v$`E~Z|!awA5!6)X0c+_7_-$wF9QIdz3FME;OkW<hJ5vX
zU|?P^mn~b6Zt2u}+bGg`KRccd`-?3NLV!St(!43r`53w1dk$ajkBK>8j(XXqJb$9@
zXBI)|%)%cowO)1BsCFq2zYaBY)}%$YEKGJ8fs)YBPqSh}iqY#;gs(hygoB<FfcZc~
z@4&G?Df4-|xlf8eTEc9qMb3ON$G-PRlMN|n2J^~&?-(P9C1nPFjI=rtHX(*qv69k=
zz_HuIJ8C|D+2^C8_a~NzO}Fz1#5cfj3~&H+;%XVQIk|;hn!yCBa7kUdz15_?zej=3
z$VMkx?!ANE#d~3uO(7&uL$ySs3UTI-mNCcR-tcf<Y|&oP9!!Hw^a_kK<sFc|iEqRP
zzfwUp73~|$mtrT*qw`HlMGXH5oUay(?~7Vih0VvdcxEz{jh&Bt<VLU}f<3p>pbaGY
zQ%+!Ti1-pXF-@GJ+DTgyC<~0ps-hJpvJFWY%NBTNLin+LP-K9Xn^Nvo7a990mVs6u
zL1UsD?>!YGwW_V%ih3ECL4-GEbWWJ=EZBfwH$Zf`8~>Hb?pOvrzpp6M#1Thx|GLWJ
zE#sXk&o-mnBgMV4$^#9K{7<I{4i-S)Y1gkn)50Kn_Xsqr=zocrxme}oA>i7&)CK$F
zB=8wwRDS1ZN}RsRAGlMa<BDB3FglON&SL-^CdC&Q+Obr!SMoA$G3=u4kU`(?&)1o$
zpy|yY`guZi_N#7~)GnW6JjKQM)3dVmO6PBAIshjxJpgglnse5M^J4a?CwKg)qbT+*
zH9ddCUgqY8E;a;(xpYE)oi9hn)KiCUF^o7wbZI0b8YvoCw%R+HIG4nN+d0e0Gg_7E
zucLhQT|@?a?TrTjt(k80KEBcD_iVGT5MUjVGoPceYh-A$K}FW!n=ccBl{Tpj_vDa`
zt2Ke?`=A(V0u+l0e@0Me88RAGq)6wL;tr5)(rStDS$P5Wc-6zUaC1->o1CCTrY{yr
zc1GpMxytHIq`%R-?cTa%6>sZ2bVb*w`kRZ|%ALL%ROFE6>)A~e@9P8W<Bx_?${zxx
zJGnXfK>w~N7;+2X>LEKn0kvI?agtwA#mrb<l-J4I!dDBk{L1Tve|x$3Gg<mL4R3yF
zG8LkQ4vhgq7RSVB?nIXmj~`Q0Fxq&YwDVy!!gcwS82l8F@HN@Kj9)TU;=lOeURMrq
zJAPvc9_aKYRuO#G1I^m?E1e5OEux8G1{VHxpCuZ#YRO}Ah3t<b;pnyp-i4G<9=l0X
z%>4eSpowxAbCif$wDYcJ(qSde+O?$%du&lV`Z3yKie==^NahR?gqwV!{2zEd{#7}6
zD5bq1<Bfy)7$0YaR}Oq+QsE;L)OrT{A;F2Lk0mYs9n-T1t<`ZwDO?kc4;IBIJuA-T
z(8HNO0WtYP#shr|PH4^Mn>ZUMpCE3OkArXEurLzKp-y{+?G%4G1o(^GLj$mSGV);c
z4r1e#m!xA&m^iu*BVw1%5p!{AF`S?`H)s**>B?Vj5{U_&uaf8?9|4<-`ug~}m-$ZC
z_R+_pMRk|WW?hPl<xV!tu~h-Hb%19Un$89b;M!OwXg9`$(#Axs#zwAsNnX9mn|i>F
z|004t1@ULzJ+Kt-<IiKdMu5S#H4y-KcjB8T0%TvdVv6=2x^<&tx#1cwukK!O3D+#Z
zC9D}dro}QQD6gu<Vh8p23DjJab&r7o^!$>EuncJFm0kQoEuMz5bonDtpp9rrrv}4j
zg5n_A90IGiUQlV!_*0yhjN_VdBmtO|iin~EL$ClrFel8A;uKe)Ys}`<c_-6BE|ps4
zI+u^0?J`dE{3Sf#wp5rVleWsm^GB0HyWtCKnyF)zZ~cMozka)N0U*-qu%^KSWB8&N
zu~R9h%iK8f&#AzNfpaLSQMcrePqITG*n18+uR3}N<39mRX}5?R&eo`_l`CUvUf5|G
zh&gx?4iJ-WLx()@roczq<1cf}+~GsNru2$M%G`qQ>jq&>*zR=Y>HxON<u>}_htB4u
zdMjequmy{DB8Ap?>9%d{<75Q{%g$H$70>L{_ixo9-`P8k@pZ%vHqHOHIW}N(Y!fpi
z?fN``zlxFTRc_sjY-8|w&(_2@A*QkDDQ&ZV0kmc4Xuajl<lqz32}Ejp&_V&ak34H$
zd8xW<`0ST(<eu>ACf|*#&G`**^pJG&txb@g%K7jFrPr~eq0COD6UdX5>pAIyKCV{2
ziEA&2ID=x|lIu>u|GHF!A`0PWOvkF8uO17k?j7|tXs$=U4(-DF=wI`#uUL4hWQCZ!
z*c$BmlI99u>up7X!YFZeshaUdIXDIZ*MMF3($-^hI#%A_?nV5F&jatE66^KYSCg!A
z-`%a3%zk?-1ommgC3%DY-Cq+s=eJz0<KS;<op$fKcy4SwACl56Gz}zPsSgS!N-m7`
zRxYQo2cE>@Ku7G?eo*@9@B^&>^mDLEIgL_bPF}J*{P}+4mY555j~TX9IDeFSUaE}o
z7Bofmmk|y!#o0X;p_Vog2b$a<Cu*?jh4ffZus%d8ucnk-%|7}(LxhX>1Bm8<?<Lw@
z!rKfkGbAEUgnNX{+w7^tR)ndOzdNfGSd;*qWHsLppKPUghvy9Br`QCP2_G`{rmjGT
z1rkR*`UCVwbE4R^mzDlSPba&k>a1by0qHllydm|~T@!pvJ?13*eN{JzkP_CxgNflb
zjc2Hy;knoH)hW_ylT||0&6rXg3PD8_(_EYQ5RU;R#63quAn~2#v$UNAoRtxU6bTsA
zW&wn@54^+_Fdw6U15+YmAlS{sRdJn1?O48U{c-M7{vH#OxcE4`-`knnM_R@Pz<)c=
z2y_px6ODp<Y`okD7ZydGI{z+xg+a9*X7GbUq5xXf^7*d9{_j=nMj+-6ztWwTk!>I9
zm4+HwC!|sKqABHbx5xTD;-Zbs4qh_drd*Yc0QKb6Y^r?c!&gjndWQzw@vwK5p1F5r
zy0;5atLu`}SG7uO8JZ?QjyQ-0MOTi@j@+?{%h94h!jsJ^TQ@MOCLX(Y!oF4ekm9%g
zt8(564{TGQ`V#3K+1C<BHV`C<vf12osWu$Ty4?Spde8p)D!OOw<;Y4PGd$7F4x(Mw
z{?CKL7I(ecl*4rH;Ho^*HjlJH78<jzp^R#dZt{QBF>bgeb!!HrMFlE|GyDr<FgCOc
z&u9HB%{t97*WGc+jKA)E8IhrYrp=|0-wh+Swyow24?ON&AME}%Dly;v&0^vJ&S=Ph
zgv?qSjIZ{Ne;&lqp~Q@lC(%xO0aoCleP54>)<)<2;A3&V(GCEw^d`lD@VEnA9Yn6P
zL#=4gcxFQe;^;Rv?cIg*>p!o7W*IAn#g7Gj`gF@>+csI^0(VD)UJycUQcXp%Vln^^
zX=&54pji`T)815l*w?{DCigrP1MVqRLHv*7x1Vy(hh|haHK~H|S>Hkv$HB?l@87wN
z>=o)IgLX}Q_U}jtfig=3<?5>ipD-FGy`3TEiJP>u5;kx>f;8|1r!~s3j-B&Md7bz1
zlNhX3uSx{6?ujK)ujM<wi8#aj4YRbJZ2o&^55-8J;J#)j3z4^BC8ngw_4qd)lb~o5
zxAUs5*_lueJV~@F>MA#|te?R7*^L=+8I5lr(gl?!F-1k!F5d=O_UicFp;oXM1xPdm
zP0=wip-ZKbYqKPd<TO+W@`H_43!f{oxISzaf2!zJ_;AAuEn;Pb7&NzAy<$fot5W}$
zKFO|DFPn6-v)?$sg5+ydXbh-1-0Ym!Xp=noMtg972AXD9P3@!DsLtZ9E*TbcVY&+Y
zkPLV6o1Kf@ZX3Ig88Hui#3Sia-b>eL0f#deeVtAZHdajC36M){@FVdm1@S7BcvJS`
z_Ie|tG-fH3)>>lcNK?)!;a9qSdrxNF>S0fc8nj08SOR{qbqx1fxxkZ6g~EFEiSee;
zF#%u&e>kO-KdJM(>L~?RmzIHQXki~X_2}WOs(F)tRJjv(@f&1J!6(51TBFsfb=FBV
zQ=?)Qz#UnG+2=Gk_})jZ#zd}Gosm?V?xzTecbRALS@q@OFMQr_MMqP=1t?2bsjo8>
z2uLO2V+P2UC-A9&V96{ref}81?yp|v9TOAd5M)xEkC|)4P`SiKqDLbMrfiLp%60p?
zxf|E!BSA)}MFqGiMxQHmI>dEEh7H9w`X#gKcngcz@=9ZWsoRg6*pK&AH3rvKY&X_5
zC$zIY>-;YNqV9BVVd>V(*N&X~FVkL4KoV(3DX!d_5YXS>*T*JRJGK22#8k5*zv!m!
z1S4GE*nm<nsE6<14R{wtMz<R)5waqMG+zwY3mJ1<QhOUL1`=xZNgs5(?|k_BDs}AF
z&wnj8PuI$y)c*m^t@{pjC$gZ2-kCB{bwXexjG9jf{W#;QV`t7#nF;_t?pHfd%e^|o
z-JGLicm`nZtdHltHm2zk)@<?b5*$^Qn)fj}DK_=44)*cM$T|IH>!kny+cYSER7<xD
zT4WVDb@Yu}=KmQBat#1Eq%mg0MHnggga~q1J;OPZ%g}^_gTb#$55FKX2jfCh;{;{8
z1097pIdYs=?V1`k8^6@q>p0BOvFXPcWdZQ6&3*CuZL0I+*h-SI8cS6O>V0#OYM>T`
z>Dxbq9fI}jlWa&bY4;~?S1#M2kinkGgyEGlSe^2UW0Bl%92!xeK40fMXV+q+l#T5t
z$19lA7io+^I0^apJ}+_RIU~#+Q1=F}o1+bj^KS1O^}Hm4;ZupG2padKl~PK#zJ6>U
zv(2%b;pYj(G2PoWvJc(f1|2j5ix%T0;P!wKTw>Su8VE`g`mFEaZ|2$a<D1`~cP13%
zMKdoo^=;#CO^9gh|9NQl?ZmOItRF4PUoPUsu=k#3`LoptI5<Bn-wn>yH<_o2Zd6yD
zjex&tZEEzYb*;a%_0y8_S7#O2w}+hCpQ?S$aQL}hFzn1N_g!qMIqRauyE0>1!DdLm
zS$iWm(@<K&zEOp_mltR3Qiv;4X2x^JYYbZBk68E!_)#KaNb=9um2MgaCiEYypp_+^
z{lKIJ15Ub6!unf)vjBYt;gyQeNw413oC2Nw6}K_$e!fX`Mx$i`06UTjgvb8v)!h{!
z@^}`bn~@Ek$tL5mucYRMvnwK`(%s(X-rpu=IAq_s7(bpam)sCyt6k}wn4o16(SO;+
z-=gc1=Q<|IZN@xDNwfr&%-cq?X_ywJ;>ETtfR~ORS=wJ5ajCZZ(GkeS#hLH6*U(NQ
z^04pcT?P{<MCM)8#r_g?rR~vvAyKC7w3Zxm=^@~c*pHa*FX)ZU^H>}(p@#MyvQ(VT
zKJ|+QADcGdGALEs3BSNqKi=g4eP&-Dr?3xC@PCh!B<hn1DVwi)%~bpQh40(*i`d_J
zxw|GqO?@c2lOR6g@u4y~C1n|Zd9N|fKN8;~s?Sl5Fz(Ags2+^bPqpy6es6~=f{;h0
zzubS={W=z9koRI(F~9FaE@#KTr_fq3NSlq3WR@eSmikouIDU@tRa7nVA2~K{;sdeq
z#g1)VHf46y=+Y>a$E)i-Vc&q?m_HG=xL5a*RKB<6HLLVm7`*NE<j$kdQ?o6D((d1g
zixYNC`R$hN;%XUR|GEv7oIG<kEtEjNmNv=^ebVOsl$!Kt@67+<?Jc9CZojtS5m8hw
z!~jtcuqY{sp~C{CLAphnp`;tcKv6*Hp}Pm9r9lOxYZ#<Kq&tR=ch7bG<G$B=KE3N%
z&wQG-bPd1U=RS{pL|l&N1hT$!zhfnLp+ox1)>+My_n%!GD?)o851d{w>N+xVlM!`&
zTCLsCy6_ko;k_5MIr*U{R{WP(X!sS`q9et@O3ez$y6+)vB7;kwy%O;2ZC)xKLIoyj
z2Cw9dhWyt4HSetscX~ZHdH8L+Usfc#D}DO3RG{!LF>Gizg32X6LC7Z~e$Uh)++@us
z=9iAf7OK6R1fkkptem=6BHfi;-Gn(D$nvk|xn~*Gsr224qlE5`7q3=}khyTp94QQx
z=LY#xuXu@w$^e9MA8&6}a*1wX@#PLBQHq^`HEF2H>R~8;-;FWReV%(eU`dia?b$rn
zH=Y1l8T@{y3Vyk#I%w~OvSGCQ1_I><W5|pJ1%r!M<IwJ!<bey*BTU&#N^?*anp|Xr
zYl>)vOJ(;~Gy$MVI}!Tz0-SUadWr$WhgU?ImJF0@x9@pL+G)e-j}BhRxO~wdenRWf
ztJ|Su+Wmv6zBI;DRC7lz8VmlIAnh{i%PC0f^&3u>-_!&Vb#sA=7J0Sa);bnnfJ-Ud
zTh!M*bnG0J9?IYG>B@mh^tOi1w2bu2%_$0t&gXMX$04_>4r*b&G<dd$u{ywBxgc7V
zXUJ+LzhM#!-oRhWB;TC%jpr$FpU%))KELzn5z{)a+n~L*SgeUSF5lYk$fNZ>LxZHN
zqZKS+{TwWkBQZ?_$3bl}^1Y%nyZ4p4b9=5GqJVKX=i?$kZJ2kgBvh<ku_d2n;i4D}
z$l91{)NPFSkowqA7@dfkYDkz%@zzTJilmN;X{`F{96gb)Qpz_+fx~8=o_8c^VXUbU
zUS|Wo&7{(aB(dsit1>XVuL-u}N8=uy4Io0yhat7=9W%CBXgfof^_fd(CIli1B;4_y
zfW5_E2kfneiRpVO^`rqy4}WbQ9mSG}WCfmdj*2GLxkQ)R7KUsVk$?3kT(~N6SWK_n
z*{?iARAW6leY;|Miay-Au+DqYEJb*}VPT(@`=fRl!ndOD8s>}X*b7>*&nr3^oO$Jr
ztusA8{jWF4skAG4GkP8Qs)o%p1G#kkklRJZK-7x#-O*}sm`mH5rqVm?zR=K{pD<8!
z63{po9AOh}n6qRJE!L0g{J}B(uO%v$#2YjU!szh5D_7?BGZt{Z?+34}zOX&~s^haG
zqLwz*j(FtvYICMl#c}eJb37e2qK*Wewwca{2ka5$v(@;$!bH<!H|&#=MH{_UJ6fzp
zwxtXi)|1Vj`YI<CHTo$;=<jmn8hJ9u3jc`Tiz7T--HVM)lG-kZcax4K$r|4uO~)1~
z#uRrfY|$5UcbHG{!5hJIAEdu9q@bgd*%I=RL@AjGUrnEm(OA*Dqo8!GDyOBHxUa{^
zyF1l$>=%HPs@l=WC$2xxogLx3clO-5!a_*{bZzfoLU}z2ESVKSWlor5^FqhOD%A1>
zp3p2(a!QMGZf^opZ<Vdr(0jkEC)q4*gfv^6uJ<vueHrg6AB)i1;)>b->W%d7nIAVj
zb;piLD5?w*d2{A}dAwaylr5uF?3VJx%W>NdM1sDjVc*+UQ|+jc4kFsUWi6x@duZ+F
zx5JYH>QM|{t{<R-NPA9y1lHn-H2@Fd%Z_;-y3fo5aQ;J~M=?G;-RcWbT*<kBZx&}h
zCLhV|@s+TTHvxx#vsWY1+%)a&RZ$(@o{a54rOt>z5g|Spqs;cF7exP%&>Uh&Ga)D*
z#n^duD`r`SF72%fG_9o_e@@rCLp%1*6C!p>t0$OKx)Wd0HzpRMjbBqgnT8q*SvKGx
zi<J{qA~$3arG5)nSY;^K*rKO+YS5>xTj2MBjr`^}vO`Lm`g{e1uLCg&iG^;bsk>Pg
zW`7ZO!g@Sk0#_17;kB8bc|t#WHw{xp%Oks(5fqXaYpLT-4yCq5CNx4mJmOfRMO^uC
zE$?#bMRFNye{_XV{MDOxCx%30U%?-}{lUd}cDYP_9;h>izvLec%?C%OGxNTF>;Zoi
zEtEp}vU_)^CtO7-_o~m=GiK2oBV1B@)BHgdo9RQ#mHjdRRK^`=V%z|)IJ#j}xj9MN
z6TO`p;y2%(>0!VMLltbXe}?2c>Q!lC#NFMomczZJrUg~i=O|HIj`73g-*gpT#w0n?
zgvOH(DEZV9Z?&oZockb)|BiFi^Hd-`*3xqv*mznw(GywwDZt*kiRws}(1`CLvpy#r
zlo26_dTXXi-^#?)a??g+i<!2x{1t1QQ%gJ6qH_DkwNHD*2=!NW+=r+Rb<u-vZ4V{h
zTfCab<ps6NSNlFEG9&6tzCH9qru(Oy4V_b1aoIait#F7B8*YDL)p-lrl(;budt+dA
z=~-kIo1|~<N%WwMfF7kz7SPBS*?1uB&a6hgP5eNa6TrUvb*#)B-QVf+`W(h=iV{Ag
zM%h*S^ef5FN?ajD)ZrV`c*|@%hdh7m4gGP6c8**=P!O8YZYqd%oNH%=y|w9n$XSFh
zKPyL=dhP8)v#8Bcr=HOUHG0M6yLwy6ye4tH_5l>vR<b_d>H;%3jXbQ1qG%dnj0vQJ
z(!y%XqQ9K?Hs`2CT)#XwG9ttce&DRp{6LkkE-r+qeQ~SoNm*5?9DTmnGjUv&^v6E8
z8iS!mI$9dU4ZDxagO5KOmIhD%-Iq^h9z1=V>)6LicrhN{Y9Wu1-Z;8d?NAaHIxzvA
zp3=$Q$A4p7)u1yA@8Q?*8s>evH|Nn)Eem{1*(6Gz$?>Iw(#Ba3L*;df?dK}wqd~<T
z@3AZ>0g2Ku*=_0U><4ucug8{Edlc6r4c!-SS{q604!7vq`%>px2`oQvEAytu^3@iJ
zzf-<Pf#P83@f&~5dgb2m(Wp3g%^4Ted;-t25X#dE5!!gDGvcMK&Yn#!J*_FJsB~#-
ze|JK&_JoOCTK4!hCW?_VR%GfUvGfS%=eOcFN@%|gtSb}rOduR3I5iP`?VM)2Zc03k
z71S1YS=MD`{+Ez-zE@GauMN$E1ovO?0We?x(+rlvUxymW>q^v@MAKQ1t21SkHnY7k
zo72{h&cHGyf{Uy9wg|=wVevh6^<%}ew+|OdvYOI@j6khvK?Osxd#CC|1%(jzZ^(|_
z@^VhtTof#o>u!0_{mBlnzaFnvz``FXVVicX8)t33H)4cDk3m>puuSi@sSI8oX)?a}
z<;oS@MyGgwzrKe&x%k1C-llVP)iqi^PgKM-p>LC7FJdvOn5`$R>@tRd9T$}&D!ps`
z1|?wf<_bxGYo^!JUOM!Ulv^r+A{0@>*6yu(mp!6I#%jpJJ1oytIv}~23{gkccB;Hu
z*6L*!W=z#b<d#0QV<qn&v!}6>&lx>q#!NrrB=q&;38oe(4=_jTqstfAf@$toFDpds
zklRuCuCU`uWzOP*?k}Hih&ou)%U|maC%kSca@Qga<3bK9g%9T<aOBle(IP6A*ufW`
ztr~<SqP{O4Nab~7=xLvrnlODDCixg8QRczSaNcFk((@ZeNB5Pmofobm6Uu?)1caYx
zUW?~QOCh!6qeIL-sM5-P-Xa7fU;;&V==kbr4{y5PQYHC03D>imv!`+F0#%XeV?H*{
zTYcVeAz8o9oaae}$4jhR?&PmE(NfOrR(%r-QAAyNz<OG^?GsM25C9$qYjfu(<=vlX
zRI!PEk)-ynrMTGi*Un9%l=Ks=qt&?POyJ%8`0;}o2IU}WRRLYChuN9?uVC}P5X7%B
z8<$q<vmhDsgW1b-<=tI0jN@Dfzs9%c63a~1t%;=3iIjA|O8B4<21AUB)on0*&<GEC
z2on++n6cj-FA_i`zFZHICOxvqq2Fsb2}2?^dRzXd6%)7TM(NXP`el<QV(rDJ%aD=_
zw}gd<DuRQ8#FiZ7?6ABB+yuYEA_Ime($ZOLJ3+L<*cvYn5E1^QkNcO{mdH)Nr|{h7
zhu|_xlzZNxX8si}_vru|nKK<4l9Dw|jaPnd{BHk`WOP@Kc{TP*fwoK6*6wELlyIL&
zvix|vY_JaHU}hzCySq|-`CO?H%~8hh!<;bW1Vi{8m(cvR4{mFZ{-J_|=6A~4;T}j}
z;_}{Mw<&f1n14fsu{?Pb$H<(29Cz0S*W|o9tGr8OkPtb@3_@M%lu9B{=pEo9ZVN_l
zDp-am&YsevUYJ68+~s0yOEEf$7<c5D{S7`TwnGKJqRI_0nEItyt7^DlxMh^o<icXu
zs21>x_dDT#?gV}M$Q}^4A&c~0@RY!~VW59tyQAw?ZPQf{GtIn^Ohx-ZnfNbmNrr~T
zMs23s{QVb21l1IRmgp6%3nc=vSS*ie2qP0yYr^inPeT5=R5x_l)VpOLpHTaAvWrdL
z&NfnqrVm|CkwoSzZ(e%I%USdKAJOr1{n&-<`fm3v5}n=1IH?WCWVWY3<32rGbw{?$
ziva*~-s6?h*!bU`4PN^+4YYckdIv5n2b(!HRiAy@J{%kVL!t3}t}hq3JVI(sJ6+b9
zb>wR72gWw1$ZBMj3*;#n#%3;WJXOqVxq>|NQ3jlIFizYM4eB$Pn5iWRUeJ@;B$6jw
zJBDPpX2}yWvQx3RFW-JVIQDeo9N{gd?Il92x?6`P_oYbOwia^i8GSuBx*^2+?3Di#
zssjZ}p2vGT3M`zx&YtZ<r9t@qnwtzRYnz~!A5AQNJh=IW{f4`p8omjLG2fRX0Vk2b
z9wy&DAeWtEfY(v};>C+Vtmy}mQg&RbT8`Cml>7Gb($O^{B^0!idkg(Bxj?jd&`oG3
z`7ACxP)7JFUL*8!qO8dF6r(k2y~bY^xEO@Ro7-7EtTS48sS}73xy*{%N70+#5OXOy
zIV2J>akusG26Hd_db%oM0})i0nVOl&tY=q$3U_vQHYM0G`x=iG@*_v}W{+j?iPiJF
z5)2h9BWms@M+*A|(}B0}-6P+fyvx!Fiy^`Z2{6n4)}U9D)9hn9rtWvP?DBgp5lbpb
z_jICP#BBC)62w235yT<Ga&!K*vd8lbUieRrRvLXx!tqQan*~eXv{z867u@9&L61H~
z=RSLL;pjb6d>06W7nx?8=zXx*ES2z2pAtbKd>GbCQb%KKOf{R4&(_UPbABio&G0T^
zm|s^^hi`rM7chi_ZQ6fhIhvJ)9r(0T&QHrO?bJR2a9`qwa1f`Dn!8t(qZR*g?+M>p
z;Zj0d)>Hd5)lKn9`L&=XKfg464Oy4N8zbvz?CwLBpOt%Zbsjt57oL+}(*wp$OJ(1_
zJzQ{|GMW~o1n-~}Ade|Y1=FdG)p$8IP-@JA*#QnbKyrTneh&64f3t2lphI0~@!{-=
z_G(&c0ujt(`Vmn%_TPs|ulYa|ck0wBi-!TXQI4i*AAFemCz*OWy+3KI&fl=I3{nu)
z7(75`oJAaTCpq;TFMo<(VInA(vayead0Q+qjoBj;b}F!i`Akyh=qJkBBju{Q(qtpm
zh4pu%+!Ra*jRYly*IEM=5_q$3{QY%K^b(9dz&OOE_3H`jXh@utQ-2IALGIzb*m%<#
zpV9i1g8Fw^zZdWyp6kju$g^`^EV6P*2Q6Fp)yvCshHjBR&i7asrD+8}Vbw39Z56*+
z?NiNraANM;SdrBwglF8`z1j^AokwYL8?Z$QX9kBe-dP0}#^%enUz2YP)y)DaCpV^2
zpQNr@OuxjSc6UsOGW=IG8#?@AurBtI%g6a=CIc|?f|OrrrQWY+Xq)eTi9Xjc5|)l4
zDP7zAQl+Swx*2Mg>ij*elO9@It0pRO&LthwR_XxTsX1lX^Jb@N4(?>Z8|JEqZ=xwH
z>x*6XNTFC}7C(tS#iEArlmVq%d|ag(xz|@59Yx?7GF+|gY`$>k(i0^L#5lj-t5>{v
zf9r(UGQ?9H7-d|%IFU<p0;RU^d7Z+F4|S+IC=hj7=NwYg@}F>Sh90?i;1kVZ7W%`Y
z=a4n6-sKX7#4Ez=m50!euS%iti@H*;iV1zKOTUtyqXKDg5OB6NqCWlJ+2`}od0R+&
zeacAb6>w#RYr^-2#|0uhRNeP23G@1%OA0gy*PPhDhE^<l4Ub|Bq?@+Yy{a~@&fz$%
zsOsJI04rO%W&ZWzG1ZCHvmn{pEGpA5Z|;!WF91C^uXWF}5)8HkLTh}uQ;m{;18{IF
z|7XSho$nEjdOa~8UYZ$4sOay~L(87;!$LU|gJkL<R|Mts6OChy0PFcY7NEV$Pb<td
zMW*)IMjm(M-C_Pwdh6LvXWI0P9mj+txHYc2gCf$Y&*zHT*?{v)QJKLj*B%hAV?XQ=
zoD9jOF4!`*&Y|*wEw%{T#vmhLGwIVYEb0FleoutJj=WUskqS+vI{l>eSO>{W4F*5e
z8o;!LMw(b+f*WQ9t|g$Zn<KnEL7VH6=R)%4`(<oL`5v!z8~$B-mhXwBm3w&rC~=qB
zRL~WJTrttHAJ{n8RIvD+Fr6noW(bcEaw`R|tEGFjUU^H~t2r~WSqV=}!o8`Qct3Nv
zs_r$Mw)htM^r4Odvu;4zCZY=0M&`dczK>E>THJXgXd*`?>S{<84N`QXM!>k4@3K91
zlVDH}>~0teo<CS-JC$GZQ?duyn`V+PQ$+V!=0j@XC5vTxYuSbTonVT%*%r8rVHDCd
zViCa9PP5MR7L#+X)#4xs<=8?tPL<s>qVUylj`wjoQW)9jxC^^2wmVObtI~thKhDX(
zwY;E|{Ou8_GcNBRu|@Ru>nVNW{lhW0rS;S^Z7~JIla@6jv#%j!R)|2Tfy!O{NXI=d
zf3sPy?^QD9^ppM?hLKubY5{a2^Kj5dWrTj(*Hl%XgIj90oG%=2SW#Td&f+J>0-XEz
z)r{vR;N@Q3f;7FGk*uv0m#+VKjSb%=Ix3=1Ra_}JB@uXeKefL}cJlZZ=t-|UK7|k<
zX!@&@B!_A=lnjF?LT{ANv*2r|Hrp55P!S3xedpW7_5a>RPmuqjo?7#uq9c$A`tP-#
z^f_9-+ddRxBaVaVaxWv<)0y-a{~UyIM2G)rlB}=Aa#A3neeRO}*71*@VRe+rhPapF
z-r6aP<pe7jcCGK(db2NS-O=0fgDu`7T;(y9FeWe1akN+BR+?8^f|vfsFg-}F^W#$K
zSUzerROVcEje%Vh(13<QcGE?NcMXUL*d9WEV)eb}2%lFu4CgJxab@y=<}KW3X!-}u
zbJYgjKPWPB2bj_i{)`@Bb>=6DNn~N#uT36dDi=|Bejv#9Ku)Mizhas!OTspzjTW(E
zrL?*99tPzZK0)P~#r75KSKW_p_w*b;iK*dj=*|}76j7iSkfyc|rWk9PdPFksN1cKY
zv6-w7t@xcLq2`xNg}2PxUcOFv41Db;RiXzv8(^c9!^lsa2{Se`($t_C!61|6up?nf
z?cKK+4{ikUtxy*C^h9%$X}4a^2tF@mc&&zXsW+JBl2k2*FT-mUPGAIOu9RKxMsjlE
zCPH_&j9lV|lsQMb#w-aDtX7R%R;HZaoyT3{`L5gPDm^~=gYUD=o~F>sv0NnM5LeN`
z#s`vA#pMV&QBlO1J6aZ{Qycj3VYP}y35ymXi$4@Cp>;U~h7i{Z+epgLm}XM!w@X8u
zsW;}<Sl#D7fAC<AdJ9OWYBw*()02aIr7OL0qwoD5rEYk$jvTzFh+7n>S@xRiBTe08
zKNvf6!!Fmmw^Xhs@AuFzOM$UU)p?&H3K?l$S8<R54d)dX%PD$SOV{ojzmk!$mSunb
z?a}5S=9S|{mvbA~k(kXY7$hajipFO4f)y}nYU%guO+Eaw`LUds{dX#4b>d*=SNNDb
zx42JRf8YCXlqstSd-z<3)~rsd%k!+S4oJ{vlgRsL7w|!x4(-$uvv}!OVLc(|!8<Ru
zc?b9$zjNeqTU)mWK)BGWsSwSBv}76COWPco1engcDZoB8c;$-|CSf%!WuF_dL!@%)
z&yN#xKg2+WEmO9B7)p{F@{s8u*2?VT6+2eK2~C5NVA<8-jrxixycyMQvFY-3saMvN
z+d!&l*3HPJ4WL>fKO1lBoG|}Vo0~%^z?q8)silvsog_C}#Vd1TO<OZ7w#ZltZqLyA
z&V)xi(eiIS8M}`<?>SBD(5d;YT!~~1=FYx4Q6D3Q(mDG99NjPI){B`<quFQW^D~eD
z;D!NJeCwW&FdkfD66!Kr9V?&g4S3F_NcYsMl^Xf?ORIE-!j>022p7Eh5Lb7ZT3*E>
zO+1$)3(w1>HFOASTm;brO6O!n%Fx0QNMq1EJJ*vhB6MwFxV$%@!|HUaQ@L*cKkdfD
zLqMYEwaqpS9LltZP}>Pz^^<Ov=(-ltNQ+^G3Tt5ga#;+h4i)%a?jhlqezX$Wc%Xca
z%w?n#>_%h)QbS3sWd~TzT-9qRe{sA<YT9LDRNq;AGWJW@(xJ&xW@V`fPw}YA;@`^;
zt3W<GcRqA)?00Mdkqw~`$$AyK*LsT@#RbS%$wz!VuFR}l7Ai{t#-PAHTnOcU(*nx`
z3e1R<!;)4?sHEe#NJYq8uIJhqG$5&+-W-&s13{c_(u1{f(E{=^=HIU)?3h`L*bU44
z;xf*9n$mJBI(BG%kZ~jy${`kOwJm5*9se{~t)a`4wL%8Sv*q!|-&#-1_UZ{mNVTYA
zXlZHLJSZDly2cK|?Jq}8dIkhMuLF1)cw-K>pp`yd6`x-gD+-Fwu<}py!lL7DdpYKW
zmDW339ot*XGtXsfq;VLHATQO4o6r~dy$CGz%D>TjkD0N)RAk8bmb*?DhIuSv&Z2WG
z_vWhBALiS*8#gD^ctlu9L}<|a>Q7xi#?HeCCPg?^l(h3`*!gzaSw-RPnUgjUg6-Q2
z)A0FYG5!2w%%H7!1jXe%4O`mGBWoIm#uEs;hjHBjb+d(fXpmg0KL4w=eB@Sn5inBc
zVhm(+MvG~Av<!hNCn?GnxBU)~Pv1e-me88rz~X5=)UI>*n5poL^q9Cw>l5DkvM*1z
zjXkDQ6GE2UWX5@B-fej6!*~#eU6;1`o;ns%EKXlCHdOAB=SfA^hO5J@wa~rDb2M&)
z=qtjf;DkVU)@}D~9aj8gN6MBFZOjkzz0`Wk7>f3R(}=pWd!-6WMUod~gtZcTxGk0&
zdG&<fr48GVUDe(41Bw3T)T5^_;+J;(d}Q_`qzQcxYT4tOoo|L;vaO<sgK6^F7ECOM
ziB;LDg|^!IxA%^($k%N+>J7IWrJwlB^IAe9f6l_hz0`i#1Etg*J0qJA+HoA`bTbpi
ztqa?lS8JQbr3ie)XfJemw1`)E-^-eBpU%H0%*YrXhc*zw*y|t6dfFY;Ob4U%c|)R<
z_-B@@C9^0U?F40gG4pMrxhdry%44YQ6QXcrW!&iG60JPzs2TKMl9zLZ<9aT!2ru#K
z4YzJ@aL4iP++fL*Xn)xmVAYw~n0`9IGrIhp!!oB+;mjQrzo6hi?`@)30@FD|vuNe(
zva3-!@b#9O@)rAL6!pA<ZaqY4{ec}GHcQw`;+Z43Mgl|wWg>Xnraw2saYkhB14$Yg
z4-8T->A-kjE;jB2$<D3b!(m;KOwyv<%6??2+)^}ALVBx*MS(*j6`dI>SKWxpC3I=v
z>AABG9i2qu7d`EXx}L!(85c&b4nzm6_aeY><}Fbij`1XjIthX`F|535jp^V_JZ3AH
zoUm!ryu0=KohD4coxfWTSTO{VHYhavo;>KA=SSt~xiL=f+UoYKCeTv+K4TZZeC68M
zYQo9Cm!z)5j*Wcw;j~)M>gH@ko7ZoM=bCfeQNMk0v04a(E;HNTu6{-Q!n{;>&wh0O
zq;*$#);SA!_)9tS@h8kIca$9{YJPfNyyx_ALs7MwGB#{IIKlqFxbM)YQjedb==EW-
z-muQlJc6XCknD^j^siW1z}1d68zlEHiQNYFYc`Wm)nz0QzU=(L%(-s1s$D9~K=s@E
z?c!HC^GDR7C(ML~6ZT~_KAu4)v8eaenLbc=yRq@Zf(RW>6pIw?)ROH-vHx_w_#2)%
zdB)7<Kc{_*fXk8CVSg?Fzp<^pP}wfE*aRHvp3UZ0*m8^OW)z@I6(rC|-n?N3uO7iS
z3<MfUb!fBidM3=ew=00Zt6s|hdi43gw^BnDT0^!ObUgc0otUj?nWi>xyDvq@tX`4L
zR=n-r2U#o;7JSC!>bMKVxm@FJEt4ieA(~=IlWsli3GVLT{(>M-B13?YSSD|fhkeDg
z)C7)6T|TzgG8tc71XdAZn3<dH@r)BH*_Q8m>6V%G6P1;XOrCk=Hv@Q&xGdTEY?Fqh
z&q2P~lp><C_wd-n#jJcme3XUQB&lARJfWL1TlQUkpRUOuF?9ll-)%gmHn<C`yxXI<
z?tD{^ENa0h<Bcv(ZO7DxsLSW?cUp+|P^OSvAf!fTmVlLj_JeL1+2*iKcx+X82b^OP
z28ysEIEjK0-#}QpLF~}Oq<XOnsp}dO`d>ZE1jd|OTOHf?V;K3i7W=eMt8`xV6`cYF
zk3*rpeEKZfFBxwgpcdvMb8o|ymYZKuMnZ6%+SJDKFJqito4fwQz8NgCwN!%MqFvYt
zRY!515nr3uacqH5B50T`r~EN<6)SOSEgW`O@(Kr4lEbZJx^ok)uwkQf@ZL^W-}nyp
zmL}5_mP;?$$jp1+U0Vy=x@{#}xL{dl43-z*Z_Qp*aIeYPb}7L<_n_up*>ux~jX&xp
zQ?liH=yG$v6txzTScWKV1_aG*N~$NQ(Y&EfU3>&ZxcUByu*$Tl^vkNZXBFc4-npee
z%Q$PtS7>rvq4M9giCSgeSJDI#3nY2pB6pWLebKFf)8S!*+MO{1vk4rs-M|}k*aA}5
z7s=0t>XVNgF7`&1v4_@WGT|#F_KxN%%<AHf-);DbrlpmR&uYEODo4^6ZK2%d-4bzC
z8E3Clgzm0z@oSh=<9;0Qb9gp-iE}c4efniR%nI(RwYvK-Rb{ThX0fBA)Ka0_P+)PN
z&nW~Gtdir!GP13ko4M`Ld*1<#ngtll^^v$<SM@bB;EZyDJzBZwy}h-;+cKhInAg9U
z$(Ev00X;}M@0w^*hc=mEl<gUQ9x`>Q;Y~@Kspuo6Ei59JsYpNWroblK%eL1%W;W5>
zf4%(0+-i&m27kI^{d_N54nGySCx+z;A_3fI?gy@akl9@IN8$VS9&H&B`oa<&k}QoJ
z*A8j~LVuIrV}L{Iik_h~8b{BKBy}i$rt_8nIb0?w?gs9U1rp^)L;UcxuKCxcE8*kO
z+xb7;MN#+ga@X?0^+O}HYoDQ1jdb3>il!!si!Qf_SlfSi`K~Ql5F89>Y(NWkuB=@J
zc3a<`U$P2}kds%A=san60-mUB!Dzii;W6DLkl+plJAtK+MJP#@L=}yY1FS6CBoek>
zUg!w*b06bduykIw1NuvHoj95@GDd;<^Tu_8{0n{8Myry&OAK^2F?uH%1^mx?$M4I=
zEebXd$}2c4H}W9DK&X@$Ksz@OEn;21WjZ|=Oi+nwi_uffO+Q}*+~(uaro{ZUSIOb%
znZvmcf$r<s4gxvL_fN<A@HTJ{1RxN#KvnV`0iCo{|395z|IAweo@NNZ(<NVg5Ij!L
zr3%-PMpH*Z)uzBeayPfqunelWe9f+Agrb#g;xuB1{T3~PEg?@VF~&egoq>7Jhsvqn
zp!?xZ5ZiG2OFw>~nl~!}J0=9@=ES-ejvIJVoyT?!VnBCW-AmVWnpjK+twBC?!DsAD
zOibJ-hODF4>!~Rt!nB(}PJr(rJH!`t$5A{!;Ral~r~l?fD$tXT^T-#-73B=B_Q5as
z3c<5T{N>y4r-zn}LWd3=>iY#h2r$o#l3q{c8>uG3c$Td)@vDA@`Tl1sYuVO9jv%5F
z0~DybJ44*N(NX`_4_A1+h8msH$o$Xvynek}`^(f9ds5l(3p80tw4shmb$sgTv!b^7
z*x$54xu1iYxzuNNouw7#kHB|Bmys{on|_Ks?q~lmpZ2n&<zRV>bnw3JD|7M#Fe_F}
zvTmV^g4Aw)yM<7Km3P1y&X*p<>ID_p=(m5Vp@L0Nu&xt^y%PTZv&J>IdyVb<A6MHG
zS`vQ`<2DeH*bs~lj`I5ZJ3d~QKQzp6LQzvC0lC!zAVRW*C}X|*rw*v)3w%%e<a;_V
ztIJ>SlJxmnoB>8}0x2-VmOLSTFzK|g(AuHtlKZtd7sh`9HSGA!AEN<hrh=jSulYUr
zz<P7IY-k?q+kEGZv-OpncK@QB>*675i7pY#B{nZECJEJgs07Mdq;FIpF)pTe5p}h-
z8qu}lzzoibn;USSEUhP&nh4zqJGpbsK_Z`{{i=J3RjQ9(e<Y(U(7K|)Tq;^1v1C+7
zeV=2apUg6cDPKrxKX}Trqmj2=LB6+e1bvsqiCCiu*3sR;S2%W&JDRtJn6%KTAl@@-
zzJnlsSK*n@+qvIMMT4p3^v#Exzw`OF)-I0Qzv35g*gq~ltO5VJ@mEK776H!bGuZjo
z94&X-2w`drjTCDA-Fe)Srb1E;Xi9*NhC0GIQc^??8mMSK&34o2!3^Dguz*aoHp*el
zYGzDh6a<UEJ<t5u0{a9y>Y?zJ@Kr$ya-xHu{;k`67J_kx@y8PZgJ#h{B3?1HtUynF
z0Q2aaFQ1}gm<X!$UUmno>z8dz;%nSn?_-V*HRY?_eDmhVWY(0`DxG5(w^+BX_ZrlU
zrgr-r>rWmd4LaLKlfn4AYl04O@WiWDqo&3#@*Jz4?n%!R*HU~Fm|0nS$#r@c@PiD(
z!Sgj6!ops1K$FDFed%R0;6)2fKc4~i-TVkrKu84Jat2wJ9P*TXEIexf7qb6d$n{q3
zVD@DPkE6;Z%kT>(NL%iF8f;C$!$&`Bfo7$wt(|@nTxvu`b%cYA7nT@27Vu)nyN3Qw
zJSExf68sLbAJ4Paa*pvgrF;*kKvnYZPe0Us$Kprk3av(+6k7Y4&UrJ7hIl#lq3|rq
z%HX-x=4=B^OV-M|?sxEZ>@Z$F;H47E7iOv-R8&x~>Dqtuh8X2KW4vG*F>Whh_q2$g
zt~6rURz7F2s@XFszQ(o8N%r0O-ZvxipNi3vP8P|TcG1E_zGb|s+*2BNi4uj|yxfEO
zM6&F!g}>#7Beb?PwZX*GQ`}*A9CztHd#z&jnJ<m62To?0ju9KYY9oDlnm`xtqAw`f
z57LqS6|vHRZ4qq>Q_CvyeAHzPH1OE>yX$TW3$6=Wt6yyf!#^9De2%v2feNnGy2yIH
zlO3Fkm&$BD8`e{gl)P`mTjh~@@PhnBfQcHRTNScuu3+dk&LcInbfU{@;g<T;SpVp^
zk8_$fpPh!XVzsLoc?B|`B9L;@To-YNS?Davm#PlKV;tE3Y6B+R^C?cir9=Tywb(Bq
zT_v~qv|jD;>pnz1WgDj=$PWhRKV45r2wXNEkqZqfrwP^^Nc~Vok6CwP09rDb*yhG)
zF<MaH4_p{%o3|h1z8P@&JOZx@7F1qM>vv7OO(RJjI1t?2^j8MB#bA)vsLgs#V?|Vd
zreCrA%ZEH#tR!0SjZlP+d1WVys;SLq7&bVvWn|79mA`SyGto}^THJQ-uV@`>^am%(
z6RI9vn_=Twl)4xSO=J#J6_>@lqCu)QSz&g3trh#Ph$OQao4y|>taJP5kbPIA)BvN_
zw^!@bt>!tQq;rF}Xz)@=bQI@R@QSbip>s}r<lK3Wfe)k$n@tV8#`iRU0)d!MvCvJm
zx!QxPFacg6IAp3b&Ox7^9k#$_;(KL9z;fhhr$I8V_wMMq5W<dJFS@bt&LxE9Clw{#
zngdZ;;h;aiUL{uY*e`?&T&BBZr8hi}<&}(!`2il^fXicyxGt7n_*_1Y{GGKje^9;N
zn6#8D*D$ER!#(z@ee5jjvuG4)GF=IYO6y7v@l$zq3&ZLn{q_c-jq0IcOI8l<VoO9{
zg$vt$8HsZ1wtO}A85K?z=(#!u2I*;)+=~0xd2FF7qQajD=uJupz$`*Ub$F1M_1=lD
zsY+|vN%FX!u0%%gRh%E=cyMxv!4j%H-a7Qz@uXV4W4M>C)>36#46AhN0Ejrv-hKG1
zH_c01y9}Hh55f8=oL$JwD4M%4#}uC{ZuhN%u<Vs629#3s6Kb=!HFf2tEZE=CT)rU^
zqV}xwDEH?9?@-BZyyj(<m4S1f+V!1RojAySOKq-u;UuM|{UU{HG@`lLr&r#Vm&ga?
z^`Y7%_(Cu0h_aU4`eaEOuTHGl-i{T<aH`aF3~yb>=vAvaSjrDXHFg`S5oL!LDJixq
z1!5jmtNsV{^x1o!(wBHK10vq-PCBTWjT~K8M_`E`X<!S*GFf=73m=e_+FG4@=uvF$
zh*Lch*NuLzr<~i)DO(iVp4tzmETBVh%mb^sio>Y@eUOnxnd-F8lcTm-4DPibVRwZw
zI`&qt`zA(-rTtxG3P(v02M@qLaO*nKNt_m)puUlEdjNlK6s@Tp)7U+ay^}72uq5@4
zzL9yh2Kl<oJD>N#NWcvvYl5;MZJvASrK;51>;ZA)PfNdSytSm7HsiiWbUDVl)OreG
z*~h3lHIOx3TPC+>-f$!oX!fsuC?u)F7ql%z1eZSh{JASWZRcJ`Cz@MF2u4|*9V&Fy
z0i$KJOjL$wD5Gu9RD1Z%4cRa0Q{>ZBoJc8np(~^Q>N>G>2{UBNIiF`ORfw6EXN<ub
z2dbNL%eG&-@4%zQ3p=#uCZW+Dp=!j4(GFwYWf6vr-eDjcl~@|#!m|PgxCXAQ=Ke%r
zG>?|EO?r+ttGPvZHRWj}w95utSlO~_s*c0<GBZwVE%21R6)a;k`ZXNeUbXGdx-~~w
zKMt!8C6v(318;{?Q&Tm!v$C?h-EchI+`0SUwsGo`j+asqo0v+g3vCfFKp7jv(oCw@
zX^Op)PZ!%-v1{2es=OOKxD;EvdqHo$N-6QkW6k-$&KaK8`se97iy{VNAifZ793hSS
z;dz37lw|<k*0}-fTtbX)d;c_p(mn7+r<!gElM;scXXCV#lf@ZTbaPZ$p?FNAdiL?P
zl!!HDI(Dva+bu;rNhRQckdYOvZ7i<uHg~)>yoYSg&QaD2!Q+-5{b_xwdsX(f5k+Pb
zeH})sFn2If{T|RN&*KWk%pn4bT62^+3y5RtS6;KCsX3=xx}0Y2xE_*#M&&{jlvEx6
zvN9XftjV$%E81nSjI=?vWX9s32cd^n#KQN=tgTk;Yzxy7b!sNv&h+hBJv%=uXq%Pw
zm8GjA{K{lMsyE5NW5;N2pZhzdnuj%hCEUzR-95Tdb{eN&vL6G5*wTbbgIJN(ELlA#
zE?Ot^WYc<X+MbhI`Ndn=(9g%dvAF)l`}qC3&06WR%<@aBF?)%OG}ux$vF>>~pVGZV
zD2XrIcyqtH-$%i!$;I)@biq#CMMXQjjk;*sdMe%sx72LQmxC(Oge73Og>k7b`y%b~
z33?Om%i@|f8l<Jyo%aLyFMHY>dkIC<t$=B@#=X0YBB|Qb8E5@UWdjN#oKGg*td|K0
z{9;q`Vgn^x@+^iurh-E^?$gwQfN&j48)b}|hgIC~c56%)x%P)|tsq8ht!&^gB}$@Q
zP^O1YAHk<QaZ{ZyvmBjEU8LQ_R>t4DEPpMfr8M0Hg&K6O7O<_<Zj>6-?=M21c6##X
z8}ImSEp+<O7O1rpvrN#|r~F`l*2hx9CZBaa)Jel>u9E$XCHLlhid)LhY;?j@+;|K!
zV0`~ZYzuFBHej#1x^;6GuS(PjJKj=kbsi{uAb$gkB@xw`(o-2tGi#Mpzk$WEWxa?y
z2eL9~pS6(Rg&4H>FJF}wb?vbnH7=Cqr_a+K8VM7KCNvy8vecZ5-PjgJT3F&Ktxk=5
z{awwS8<%GoH7%(N(QhTwZ*~p%r7%ub+4s8)^=w-$wfxM|D0`tY`PJ*G#Egs71uUCC
z6Ak&Y{Zb;I`|^-AlJA>P?{OvLBsHNDp3tCo^l*1}yMZ-+O_vk#!mfhD7Yr0M<wNB7
zGP5XUG*sadZu79(yO#u%*#JF1edL;;`jxCK*^1|#1$U{ww#y_2YtVkNncf)A<dDym
z>j7m})(bg-UJ}<6|0%ucvU>zk2C}mGCr2)B=O^)f)CO%nW8kevtWMtfKaV~t5B)G-
zAR-%=PM;h9aRP%ME%Yk!4s0%VcDi=X01ngJfZp-@OG3TomFA|8XeaqoWO1F=)HcMJ
z`=R`{>wFy?rE9`gGgrmNa1gE?%XHuziurz+yd<Tj`TOTzJb|%th`wRDjmsN?o!C3H
zLq%u+!nS68PF~0a6KNfg0scM&J>*f{izU%$ot#l}q(%4zwX7pEH%9YNO@^koMF+I{
zOXQL1=4S2+7!Jm$v~APyQym~9JjfTD9SyKqYbrK9UeoR)L24jasTt5Q<#(TWDZx>V
zJuiF?xo{XK9z9o|Um-T9q-U(fl5=JB+~nixL8OR@X%^#==a&EEs4K(cgu2o+b05fp
z+r|A<%h|n!&%PVKfnIbyx0B~Rd-}>FiRldX%e<1{Tg{SlBEh8PNtFGiY1@8ySS=5>
zjUqaQQy6U%0rg98-g)fpR^~cXxYO>h7+)fmIp>c}al1{n{44_Aj``Po!5Ly82KN=`
zaysUi8~Ij&MzjSB2WvY?%Qwz`&h@+7iA2h_FQEl>FmIzx%d0KMu^@qDt)!?!qd$-_
zN;B|e+(!#e*C;jFlUi>JzG-R0eB~@$ZpW-Q1iXFn@oav?u7wSTT54^D%Db6ZSYGhG
zf1`6B6nTrI=|?T>Y-$g!Qv1xCu@ok|o=X?6VjckfF&<)-tB;TN2P<9j3Ayuz--tzz
zb|xW(ON~~6Gggltiw!D>Xoz(AIOemsSYmYRp*8*i#;WT)R3flpi~^~#FT#+!Np6F|
z!Q)_EAD5jBp04VNj%Jby;WNvE(K!UIsg0=?CQHhao3KVRZk#?*k6q?{Aj|qmi*8&b
zTJPd4n-D{nMWuMWh9i!c(#$gEYMNQz5(+8K{ZjeH1@!og*Nh7es<h^Qb8~Y%U5MhX
zd+q@T2c86ily;%<d+lQLq*l&a-Ab1gT(L#(=2WDCc9XF4;w*Y#{dszPFG=gRWqrhV
zh03Rfd5ihtcF7_%SateM*X4nQSBz16iRxuLjp{dwsqhbA;HtzSAn>z=7+E$ZH*2cr
znxIB^N3ZhuarlNYb!AnpXM)p*v*g|2)~NlUXQPrIgMZ_!;i(|`9h{}2&M$4<pJqYF
zO64q44J2sj&Nnifi55dib$^Js|LEdX(T2;4B8I2L{mE$32a3#C`S@@`M{PWvvlIUG
zIP0>JbjVt&sb?BB_(K)0sYfhdznERZURd%EUR8pF@9WTE1ZR<3ww}?00l_&-W%^>L
zNoJ2S*UNt)TN&F(^x^3rmy?s<?U0|$jcKkBbiCDxn-D|FgFy!7()AV=wr-6DaxH$9
zT5HV=V^njs#V9scIaOAi>ARb!m%iNk&li_}=H86b5}eg?J6mZXGR-kPCOJ84$NHh@
z_vj$scDG^azD%&!7te(FeP^9GpP;kPPx|r@hoeQ@G|!Qe_7z*G05$VrjymQk82Dw!
zqQ$)S%ttDmv<sfUIsMmFrTn6ZkdWsi8R_YJ4gLYpB&#pjn5W;jn<A&OVA`;j{p}(+
z|0)8P43m}Vz{Qc@@_}72Z|&IWTti*Eb`2+*g&%$MZ(8ENoVjKMKI^2el>YKd9kZ3z
z&{uA@NI=OTVe!+25xthI2hE<~wY&-Iji=hmkwtHxrL%Ww{rNe~R@<3vMzytfZ>(Al
zQS`!5GaUZqr<-M0@36mCiPu8U51eBf{TkNA3E*A7{0}}JNn<8kdqhVyt{L~EA}OdE
zdwyQU7<VU2s4Eq#WGM9cB{%+fe;HFZOJ(4xyi%7b&ZVJ^+DQ6#uhV1aJCb@J?R~Y_
zY)xC0cHgVQJ`!sylh@$i0uLYDF}w1e*?W2e`6W&~CraK7ap#`jcHmE&`^7R9N0>a1
z#K)Hp%zM((T}ln~FSI-q9B`!K3*;Tw8#9>a=42dW9?EW=`#CP64QFOC;BNCde0Q#c
za^c12B(;;VI4{k#y7b$>EVgJQ-jr9lDffPT0*H_{LBqY!AN5fm#3!+D>dYAk&Wg)m
zUuH1boGoDEm-4bhcYvo=asGD>-XAlB{vn0lODr8sWV||<qgHk6VYxfO5ulSx>lGy8
z71=Z}q^U1?gi2cyrI7?_RR5|yeBvB8<^vtFx{INo=qUbhDur_25#&%9Ybm}A%ti$z
z0&{7WEms9+^ay>rNSbmWI)hCyKek@$;vczp=gUGAssNpp@9x-))izs?<|aXmvk^<O
za?#EP;xIb>u7!7lRtAcsUM_#1+K*lLuT^^(CQ9Q7n<uAqLXkyOX+pN8+E~{x-M%!r
zwTNR6-JKE7ug+S@8QcjuO!7MEbnMiEUR7TP9A}N=YHOpYi}-6x+om$^!4_TnUN5mA
zD~XsQnY-j0|DC=!Br2tK#<S5Mh>`7~T4F2hB?c#UIEYfhjm?JgmL;X6;BcNlf1bOa
zo13fMFD}scFQ&2w*%<?q3VxiFqvjV5X=(KY^%wI)cNN-c)bdDG65HB{G6FB2Pk&5Y
zMgG5XZMZm>``C0V$_<j8hI~W}$Pa8kY|*vmZ|sAv%wlAGsO{T^q;itXm$7fz*8F@!
z-9eLF6E{n8Tea>`QnAb!2igDep%W{6!$|f7XSM+NKuWnpnk5Bg-U(~!xpjwV@cxw>
zU<%4w796m<@~_7^B;?YY*I%cT!FU)eYh!pQMB^+IgtKjQ9M6T8scxlM;hn1I9fN{{
z_bdei$;yxMH_ROIi5X{IqlM!0@>=IQ<yJRJlQ51>!I~&>F|pC!M?~W@J2`sNR=G=&
zwl+34flRDSP0o58930EJOk0j|g?G87y{dIIVM%H(!1OP89@dUTzF4mQm)YLG5`MTi
zYw&{Q5QYL1&=v+Gzs=_PlY^038{1Vp*SZC@Y)8aitIXa!pxYpXBdyQ4oqeHPn)%>a
zaR^XVwYT@T`*p)Af4f#XFHy|ObuXM6n%6&HhkXvpcf^63mpIe0qY}-Ci?><i$Fome
zpL{yv@<7EYo*FX%G}FyYM~Hl`HzU}o7S=*)`h0=WN*CKx6)2LDf^*OM-?$wS)Yeu2
zydiuu)&vJ2qzU00eE}*0A?=Ioa_<d`_Go0E0`B8Ap4@#|&T7?{d4OXuo;TOa=#S#?
zlmC5}U+3=wAx#K{vnE1ho_*OZ^X>b0r{lwIouTa!mxSu{%r#gY2<4L+!kq}^bF%p_
zUZ1bL4cd2AX{Ox>sBUW$a8VGh)c^Vw0T4T>i0sX#P;(o<yTYlT%b`~>Td|PW3v5~Z
z>UZ)S=}<<3(Q8iJkNcF6_r-5Rle<7tCc0GU?l3H312LkYSV!y#i!pgHO`k&8Wha6S
zXQ8FkN!@=p3;WBJgJre}|Fc;bsjz8nQtS^ua@1S!Qgc^-DW+SXxWP~V)W$HYFR+*5
zE<aKNUK=;4;ND|t9aR4fwED+hQEw-9k&x@uxWYxqcKUaHJ@c^wU3*&c<Q#n}=YM?|
z|MO`4I~40*|3qY{PuTbwv53M6z{l4YMhgFYy<Z3L@IPN~i~|Dm&({lfFoyi+>lpz+
z#sB$Ad>uwN|9ptf!}#={&k27R%K!cOfAO;f&m5xm(P|Gh2&fASqu5P>_j5t)&Yd5<
zj~@JQSIYm>)lj+72C@#1zEW$Q$SVG8DK=LiGVRNkd%HQ1Pp-r73ft`ektz0ny0R=6
zrWwF>I8MmPzS)B$96sfL;x2x=%WbHlq9Q6vq5AEA*^2&mxBnld1^fZBN089{|KplD
zrhzXE;d8<6=l_L!MOJD*B_oQ*s#MHp=U^+GP(bn4;&)ZBvB?uV+*BFy-d~!>VPYVU
ziV`jpv@5fnK1W56`G%$=hg@p2Tpw2O{8je!th#mU7B){$c*MSyT^ndh8^0NX=tQ&A
z<zuvKTZLSf7w0C3b2mDKJCFF&(uY8EB`W&EHv+Om4Iq{cH--jAKU~yopW~ywzI^Yg
zxujFE(C;06JXXJJGtGk-w%uKys@NJt^%a`PzIpS81=KhM8)j%|Rn^rS!(4yDUvh*<
z)NIJ}!p#(btK!1Z{tC!kPCNX5Ge!#;#(DLxNC-{ko`(al%u#E<8`{GCr%iwjzXyr&
z7<l!wfE|DC{Q1&&+atPq9%zZQvrmy;neDGVDuMEn`1Py6f{RXuLYyPiA7}{l<k~HW
z!`J$+k~tFS^xz<w;~aZjA~I8Ze3-vnwV{9-I!K!D%ZXHo7qRei{n^s;ln|Kuom^b=
zCH+?od;3CrdwVPtPVgjc5sH9hKT!H<8$^hKukzs^CUHY;kv7kt9)z5|F{A14Kj551
zMN@srK1PqJX&88w;3Z~N3Hq=O!I|s9AKAOm<nxnF!DSq`0H^wO++j8RRT(-KjTbKp
zGW@S9@!5`AdA-P%mX>}$>b-A`+6N2e-rbpmmFezNrN@UWJ{8Lq3%PFhsLr=F@Hr^g
zd%7Wy6>PpvoUVqu7Efnd$8~%KBo<Fu(RH32%L7Fjd{)1ndC~FI`$G(McZI);r%UX=
zWPl5|Km<4$mXMGS5(u1oJE6*NzxJ4!8Zb-f<MdwpVA(X&9%JU^{c3-v!P9`NnO_o8
zz%is}Z{EDAU226se_i0&DVbVG<P5wn7&0dq4tZ{5YoLb=C&>9s5`2!_29h56x4<LU
zR{K;Tn*_o*s~7Vsm+uaJh3Lph5^_4Wh5q~mq&Okjv#F8l=M@fJ&4|cIjint}Y>eAw
zi%i>F0s;a=xcPpyL9%5u>4xpkVV8OAdzHzXDN@0u)6d}cw!NehwEy!&3+|GZqoX4n
zyqEgY8fX^Wjde2z;HRw*g)Jd}P0PZ9C8Ig8ZES<^w9g#Jxr}D5N9}%$h>9{7-GT&S
zE>4>;2zT`w<(@f$N3Hts>+bd%<el{hiP;PbO#hIr5$-_qG`Wkguw+?*uk_aB2P#eu
zQgU)m*(Xn!VXJm^V`|!s%jY-)vb_&&cs8CNwMWf##_$K1uXa^gLCB&NWWt$1G^2HR
z?e^~Ou1P4Pe4&0ntn-B+0hykqc$_~D44>+l-3x}^EYWUvnVDBN?Udf1twWb<RXVfJ
zG(56*aKO0D!fnOh46e&GyLc6^us!S$jJN%++x2q0a^fvb?(W`_t<S<-5^*ekp<idF
zMyJdMDRxwMl3X)b{BX0^hF<4}#{#BoaRaQNpH6XIzGn_chTn-sqD1%_@7tHI1QE=6
z@jJCg`25}@n!P6Rqlw?jr{gQUGw8*=MP4d%29-pu2&}EG;ZX4EdqjS0j|9V|GxyRv
zGL@B-p0U4ty?sx1E^u|#PLZ79+2Nd`PftgjFn+z2b7<zI?;}`)OW206n0OI4?u^D(
zbPqeF?5a)8uBjq9(|FXNP08o5us`bsiIyxECc!YhWd4@A>Csm3RjzM?c^12OhmZN2
z!bI;e5=_O{0*nki*G{RNjD5-SsJjHEf!YU4`Pdwl*YWNk4(EB05J2voZYNmvUB|XM
zja{cy)5-9z<@dU3=)N<2ATUq;OA~LyuWAo|m2n1rk0s>7!=POvlo%H6E(`JD_{}dw
zJpq)gx!Qf{V&S`=4%_+1%pv$%y_%ngpOVaUoK|kc^78d1c!t#;U0m)fFp|nqDB0aV
z0%@o={xK{65f{}pNS(}O&94f{dU1Qh_S?OgBe|FJ5YEcYNoRVr6lEO5C?Ad0+~~tD
zVRrr^8Q+vMN*DFm`n3?847#QJzFcow1J7P&#0rI;=-7sba>TO2SS&V%Q_6IR`10SW
zqEGmSj}0e+gqObvojQg)Ke_3Fh7|DRmYTWON571MwfMhATI3l=O?x4c#IAonOXc3*
z!uK0=VqISbq{|wAaDTh&anwj-t0_+@zwO|#)~<UXV*lq|pJy|1j(mnShiYZy*}`j-
z5ByZr9Bsr#ChZa+EK++r1NGWOoinP_2E>*{9E0d-ZbUZE7+3ok-NwG{&gw*LvdWh*
zx-&P@N#l0EK?EUGpBHe06QQAO-77Q}vVh?N^t8F+nkP^HwYu3w)I-Wyl{nQJsdEAq
z!Rt<5)YfgRvhu6o`}}n)ZYe@0C^IjwDwOP%B`WuEvFX-~HK>Xxh=e4B;O3GKGJYQ<
z&TTJjf;+8-!sS9$UW9g0z2Ee5>}{nbK~t?QD8kQ7g7dUXWavFtU-p#@7}o{U3gd*%
zZy#H85t7tFl&R|0=4ivGwfgpKaXn%E{3kP2tch5PY??H40CF99O<E{W`>?$7G%F(k
zF(ZE09>c$o9%I8D9*r4Sl)xyvHiFkbru^Q6x4RoNI@j(HDwUs@oe$qPLR4<tF)U#(
z_Nw3Qu9|w=qU#<=Sl<c#yfc@PpdEY+CfvnDFYIicOO$nWt=c;w%Nk`uAN4_a+O`$h
zubYybd<#VrZ^BU;9u}rq&mYn5=1g~*oGzEode9tH$?Az_P?vCHG@%dN>rYW>%D$Np
zn`{g$ig*@N{&hC_L$TEWH)<cmZ^c{fEBuq#J&3(Pwaxzk`Fcym8DsUmVF>UAY)a#I
zndk*XTc2%_<0$b2K|CkAGyV!pUt7>q;_2~e&C|$%WK)YT&APAmhatKhaxROhIqF?%
zu&^d5LC$a)5t&^A<gD&H%eP0~4MP7V=z66U=q8YAs(#uDmeiVqby?Q?mW4xY4P9Vw
ztu4DKe}xd$x;&S3It;w-bB=6eWCGOq-F|+$iMwP~RE0IJi}_$<mi^$|_HjE`j%0^A
zPlU<leYNR_CFReoy*tr^tLZqTrDULTU8jkusrCb66{coS!$U&#n!A~FI=!misb9~`
zNd_5*Bq5{z;bwn%!=#TmQ?c65GP+q+S5si6Y9n`Pd(0=Hjg`}oh;;f@ycWk_+g#`*
z%2sOD`Asz($aWV-iK)f~)1C3qFJKb=nlHRGi>kdg{UNJdKyNqs;i=x-wgWP5R;lIk
z8M@$)T%UX*(INB+p6l;n7h{DHyZ7>`3Mr0Qo~($xGuyoQE3{F)rzP4Yo?iaJc<-F5
z-h>fH8=4XAwZBzTV-Ve^k$DZK=)r1i7rEQH<<1>~V9-*J!QX}Z8iOPxxn}rZvTO67
z?=|^~Mp!f$QPw|oRm8Lg3_iCb?;RPw_kg(QU>nQmJ^egZS>?i+Wh2WC>S^0!wB<&9
z$z4A|sNYC2{TEfgx33MiVsrQgRHxO^XTzu|sU#)@VYgOv)DhL$IQ`HGV6bcv8}7V7
zXvaOwU;Dc3?RNUugxhnOWXjo+h7$Yr!gggmqm2p&@a1rJ46pZrYen3?Z@@UA2@??w
z^L=hvjdRSIl|fCX{MMA<yDrk|`GA`?j!cE={Brv!7c#rO)<2qqQT2MxnZ$30ZNsW;
zktsCQW@=bx<iHX#i#hK5*p-zRJFA8{T<I1+%sJTVisatLWPL|@Zgxxc(eXQ&=t2>&
zp{E(g$gR94<N)Bz_<H5?EPB)7VeW^4)XvRbt9r-8LnzF-d*P<iO0KS7GyEx6Atb}t
z=|!Ho{?mH4A|AbN`M1Hl2y=+5eA!{V7{w?%y{%=EzP}4m?-uL{m5YU~gx)(ikW1+h
zBGOBj<*D{s(*9~IRPB{(O#E6q6ZPSAx@S;xZuS}GI-a&umfzXJkD*ei{D0M5`%_cb
z7Dh~Kp=vGMlo}ChwL+nyg2?bP_7<g<1g(T1R6!{uCOiTSuMiAAp(2tZg%A)#86GW3
zQ9>j|8mSJV2m}cv5`}<FgCs}<K|)^Kb*O(q=gytE`6Zdj<V?=qXYciW-`Z<^f8G2n
zu=qvfqMjr4OM33l&fE4={F58k6wYf3M_~&~_Vm2-=y0lfJuVA121Tkj)NhE}yBl%*
zh(fD0!^>u7;<;1v+p|J(?veE4Jv$A2r-0M$FzA>`q=XduJ0vJQ@why|S_(Ed+l_PN
z2P^VZd_?B--g?rZ_L(@ThiFU9@QL=Bcu~c|cCxy)l%9au%8f%wHztCUEirMUo7*Aq
zV`=u5Tb}Moj^DKy(Y3;-5KR^9N{+E%oW)(G3R;ctd(X7l>k@h=2L*EwFzU#X3gSH*
zLDMiw&`mw>qiq!^`Us*s6PLM;EmUUl!cdIsCnb{aRDvf6nlqJorN62~_wTU#M%$us
zy|mW-{=H4Bd`UrF<QVsWt>H~K)SqrUBI?zzCyAR&6q&E`wfQP#4#nO8ARtU=192wy
zkNeSgxhof7UT@-_EPov(zFqSE02+bJLuJa8OBj#FTix{T*pUjx4!gPyEZuR<;hfd$
zc@`A>lxS>q{aRc5_ww$39*BumTOV2Y*u!?H{s;cAx$rekj<>9ua)0ZrD?21boOQqa
zw(wzWaW6NnV1+~ao^qeG)Uh8ev@tEHGSX%h?Lt@rmDRw_xULE;uxjCUJWx&Bzuvp#
zlYXlQwh`Ju!>(o7S51>-)W3Wmpi-QRi-(h?_zHXLP7}cRW><$+<IE%3`Emr7;G??8
zmh=z*<h?p=;MPQw28{|~EFbMx!(dY`dqBjYUd$Lx>i}pg(;H})vA8|`nXFyQf^FBh
zEs96X06J;Z3^BzVdW|_hg}bzFynPn8-R}LB5YC@bqtuSJAM>5-c+b1u>H~XDRsJ(t
z`(IZW+Uim7yfa7xkD4*c)p<xED6Yz3pJh}5s~pBCp|sc64-r7FoLSN?T4nH<(G?vC
zHDV}cC#3wg@ePZ*fCC>OdPoY?-@sdh<L1r&<5%eUyLBVW(ROyBOd~krlzP!?^z&M6
z!88m)+dNd0fxHshGJSttQ9;4AFaarq*@ePg%*};K@?=EE!G)GQh9MVGgz&3aZU#P3
z)qNA9+ELcRU*t@7!yR+@_Z|5m5Mj}4*Zu+?@)ON>O#J)}*oc?Ele}6N7$k;KKc`6<
zjNybeT)c4MG5if-`t);W2^NCQPR2}htl>bGKDbCxr}7Ib0z(e)AwrhIL4W^q8FT7t
zgcmuG;m{|Te5rp<LuT&^4~oFO0rSrR{BeO+6V~T2K50`;rEWu+ue)=Rwi6l%IQ#v;
zA=-M?DxqZ=q?;hOR8YavQ%=r2bS%YYi2>^qU#7SadA$(tVUzZz7<JQ%R)%2i8KAI(
zk2u?!ElUww8(xfA<!6|kr~=@lP*%~$dqRe#s3^$&kW6WL7>~}*a~@g-Y*F=1O@y>(
zNjbI>q;D_vEYyX9ptn^(*zM^VieNusHjW&=k7ilI-mR}g<Bp0Fuc>;<>tUfpK5eGS
z5paXh>OUo=t>CsnJeUF@NCr4Atm^aN8Ye6^GRyE(IVo}H)}ohnyZk1)+iAlW0q<<=
zWU}52l8Jr<+kO*hgL6RSC{RW(`yQM#(w9r1EYL!I_U*%i<Thf)i*8HH;sy3Y(TNp3
z(46N)OqAI;j+Otk@vF&>ZYH<m`t|EP-eU;DA<UOQez<8Cs1w19bcUDxaE8YQtBx?N
z+-S7kQbKJ!073zxN69ryHf>o;%VR`nV`G#2@H5T}Xe}@>dM}5M>xDJ`q84lVW#D&n
z@<(4BK1Lf!Ml=^H5OCs1{}*SmMT|)TaQ<&_xPI8i)pN=n$J#73enA63YBXZ;k{z8M
z0vX&*1F5)+1Mu&W!UeOVoWITlf(hRMs)JmY-afs2#cBeR2iup2c#ErR5NI$d4vT}s
zQYR;;I=KO)!b<ZAF`~9Mq=LNi9k+@mUZ_F8ntWW96Vf2qh#S{QtyZV9rcSvmSxBzB
z=eQG@NsnNTbSEzSj|^d7Utdq@Rw_Wrz80l`eBcs0w0|~k;MbzU062YO5s7$C!Wz`7
z%4oN!$<V7qe%N!C03uN1loH%UsO;+6T4Y{{vN}pr|C-U!QQ66)q@=TO>IvL;AZ3sI
zT7vRMj_y>FfFkthjUd-b!o_B25ER><i+(d!v#)M~aFxTUMfxtqE1D?1B4@W?{8xxn
zr~8PCD57oJl@7kZc+Dc#{B0%W$&KUQ2*8UAmY!#UmZa{hz8C?Z;oZe6Fy7%ur^sC;
z$4z;V^9Wxy_%z`*9%*RMnT6cZk-r~iU3Gv1!#|R>P`!`szz3qDfxvr9U1SC%AnU6R
z9N>is-d)Ul@Zjr{a|59mpHv?5@PhiT5y~T^Ksd{1lyEf*xs|hviwk|!067WdbxID^
p+JArif0KCshk|tFp4W?CYA$%06Z)amfrZ8Xy+QuJ{rlLN{{SGOh0*{3

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/common_kestrel_classification.json b/modelling/data/abingdon-all/resident/common_kestrel_classification.json
new file mode 100644
index 0000000..3465b7d
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_kestrel_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Common Kestrel",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "late_autumn",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "spring_detectability_peak",
+      "late_autumn_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 11,
+    "target_trough_label": "November",
+    "target_peak_value": 0.7649842854269909,
+    "target_trough_value": 0.16444544724193405,
+    "target_mean_value": 0.3882718232372166,
+    "target_amplitude": 0.6005388381850569,
+    "baseline_to_peak_ratio": 0.3686350234535814,
+    "autumn_to_winter_weight_ratio": 0.06880733944954129,
+    "year_end_to_winter_weight_ratio": 0.6192660550458715,
+    "decay_to_growth_ratio": 1.1338199513381995,
+    "monthly_target": {
+      "January": 0.3303514809352735,
+      "February": 0.3528718668252337,
+      "March": 0.5526928871315183,
+      "April": 0.7649842854269909,
+      "May": 0.5127955885404,
+      "June": 0.3441731317515394,
+      "July": 0.32124930848274114,
+      "August": 0.28200004348626295,
+      "September": 0.28199951218647074,
+      "October": 0.2661563066243525,
+      "November": 0.16444544724193405,
+      "December": 0.4855420202138818
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.964,
+    "GROWTH_RATE": 2.466,
+    "DECAY_RATE": 2.796,
+    "SUMMER_DECAY_BOOST": 4.038,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.526,
+    "PRE_SUMMER_DECAY_END": 6.875,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.56,
+    "SPRING_CARRYOVER_WEIGHT": 0.048,
+    "SPRING_CARRYOVER_END": 7.08,
+    "SPRING_CARRYOVER_SHARPNESS": 18.536,
+    "BASELINE": 0.282,
+    "WINTER_WEIGHT": 0.436,
+    "AUTUMN_WEIGHT": 0.03,
+    "WINTER_PEAK": 3.945,
+    "AUTUMN_PEAK": 11.135,
+    "AUTUMN_ONSET": 11.96,
+    "AUTUMN_GATE_SHARPNESS": 7.997,
+    "WINTER_WIDTH": 10.67,
+    "WINTER_RISE_WIDTH": 10.864,
+    "WINTER_FALL_WIDTH": 11.249,
+    "AUTUMN_WIDTH": 7.47,
+    "AUTUMN_RISE_WIDTH": 7.179,
+    "AUTUMN_FALL_WIDTH": 7.54,
+    "SUMMER_DIP": 0.12,
+    "SUMMER_LOW": 10.83,
+    "SUMMER_ONSET": 9.575,
+    "SUMMER_GATE_SHARPNESS": 4.854,
+    "SUMMER_DECAY_ONSET": 6.975,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.392,
+    "SUMMER_WIDTH": 21.988,
+    "SUMMER_RISE_WIDTH": 40.029,
+    "SUMMER_FALL_WIDTH": 9.831,
+    "SCALE": 1.335,
+    "YEAR_END_WEIGHT": 0.27,
+    "YEAR_END_PEAK": 12.105,
+    "YEAR_END_WIDTH": 85.708,
+    "YEAR_END_RISE_WIDTH": 162.576,
+    "YEAR_END_FALL_WIDTH": 9.071
+  },
+  "fit": {
+    "score": 0.549
+  },
+  "warnings": [],
+  "summary": "Common Kestrel is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around November. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/common_kestrel_consensus.json b/modelling/data/abingdon-all/resident/common_kestrel_consensus.json
new file mode 100644
index 0000000..10cf22d
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_kestrel_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.549",
+  "INITIAL_Y": "0.964",
+  "GROWTH_RATE": "2.466",
+  "DECAY_RATE": "2.796",
+  "SUMMER_DECAY_BOOST": "4.038",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.526",
+  "PRE_SUMMER_DECAY_END": "6.875",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.56",
+  "SPRING_CARRYOVER_WEIGHT": "0.048",
+  "SPRING_CARRYOVER_END": "7.08",
+  "SPRING_CARRYOVER_SHARPNESS": "18.536",
+  "BASELINE": "0.282",
+  "WINTER_WEIGHT": "0.436",
+  "AUTUMN_WEIGHT": "0.03",
+  "WINTER_PEAK": "3.945",
+  "AUTUMN_PEAK": "11.135",
+  "AUTUMN_ONSET": "11.96",
+  "AUTUMN_GATE_SHARPNESS": "7.997",
+  "WINTER_WIDTH": "10.67",
+  "WINTER_RISE_WIDTH": "10.864",
+  "WINTER_FALL_WIDTH": "11.249",
+  "AUTUMN_WIDTH": "7.47",
+  "AUTUMN_RISE_WIDTH": "7.179",
+  "AUTUMN_FALL_WIDTH": "7.54",
+  "SUMMER_DIP": "0.12",
+  "SUMMER_LOW": "10.83",
+  "SUMMER_ONSET": "9.575",
+  "SUMMER_GATE_SHARPNESS": "4.854",
+  "SUMMER_DECAY_ONSET": "6.975",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.392",
+  "SUMMER_WIDTH": "21.988",
+  "SUMMER_RISE_WIDTH": "40.029",
+  "SUMMER_FALL_WIDTH": "9.831",
+  "SCALE": "1.335",
+  "YEAR_END_WEIGHT": "0.27",
+  "YEAR_END_PEAK": "12.105",
+  "YEAR_END_WIDTH": "85.708",
+  "YEAR_END_RISE_WIDTH": "162.576",
+  "YEAR_END_FALL_WIDTH": "9.071",
+  "SPECIES": "Common Kestrel"
+}
diff --git a/modelling/data/abingdon-all/resident/common_kestrel_observed.csv b/modelling/data/abingdon-all/resident/common_kestrel_observed.csv
new file mode 100644
index 0000000..19b2399
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_kestrel_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,16
+2,13
+3,8
+4,18
+5,5
+6,5
+7,7
+8,4
+9,8
+10,9
+11,2
+12,11
diff --git a/modelling/data/abingdon-all/resident/common_kestrel_parameters.csv b/modelling/data/abingdon-all/resident/common_kestrel_parameters.csv
new file mode 100644
index 0000000..d2736b1
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_kestrel_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:49:39,common_kestrel_observed.csv,0.7911272661233028661643314239,0.64,2.606,3.83,6.426,0.158,7.34,13.535,0.08,6.98,12.631,0.104,0.52,0.042,4.64,10.52,12.11,11.738,3.330,3.759,2.901,1.886,1.823,1.949,0.081,11.28,9.93,0.887,6.68,17.612,32.156,47.491,16.821,1.332,0.118,12.055,96.456,188.769,4.143
+2026-05-21 09:49:39,common_kestrel_observed.csv,37.39318870677380641545135030,0.807,0.704,4.895,1.278,0.161,6.74,9.712,0.007,6.83,23.479,0.092,0.346,0.043,4.67,11.17,11.89,5.004,8.912,8.645,9.179,10.960,8.222,13.698,0.173,11.78,9.21,3.204,6.81,21.363,11.788,12.357,11.218,1.266,0.262,12.174,95.430,178.531,12.328
+2026-05-21 09:49:39,common_kestrel_observed.csv,0.9846832781600730707793947763,0.686,1.602,5.255,5.44,0.574,6.62,6.168,0.027,7.29,23.819,0.418,0.246,0.036,3.68,11.51,12.06,9.901,13.454,7.051,19.857,10.351,11.688,9.014,0.057,10.25,8.06,1.327,6.81,20.25,8.542,4.255,12.829,0.992,0.164,12.103,73.896,137.281,10.51
+2026-05-21 09:49:39,common_kestrel_observed.csv,36.87243526235309685537273029,1.219,0.725,0.477,7.17,0.498,6.38,8.582,0.004,7.06,9.016,0.455,0.29,0.007,3.93,1.49,11.9,2.899,4.867,8.591,1.143,11.836,11.034,12.637,0.042,11.86,8.5,7.226,7.56,18.807,33.105,63.672,2.538,1.524,0.166,12.2,66.214,116.601,15.827
+2026-05-21 09:49:40,common_kestrel_observed.csv,37.29567886216500925638924956,1.096,0.44,3.761,4.26,0.525,7.12,10.838,0.077,7.26,10.8,0.145,0.629,0.047,3.91,10.68,12.06,11.479,6.263,10.677,1.849,5.367,5.041,5.693,0.247,10.63,10.02,4.63,7.45,12.999,21.847,32.121,11.573,0.91,0.012,12.026,87.198,163.025,11.37
+2026-05-21 09:49:40,common_kestrel_observed.csv,0.6909726844212693344385420599,0.83,1.313,4.345,7.845,0.412,6.65,6.367,0.057,7.03,17.915,0.27,0.222,0.049,3.93,11.73,11.92,8.12,7.354,2.077,12.63,11.289,10.232,12.346,0.042,9.77,9.6,6.457,7.33,6.976,31.028,43.335,18.721,1.464,0.344,12.09,54.888,98.645,11.13
+2026-05-21 09:49:40,common_kestrel_observed.csv,36.86610570821671465815689300,0.811,2.087,4.452,5.421,0.289,6.52,11.871,0.085,7.05,27.308,0.326,0.15,0.047,2.69,10.96,11.53,4.331,19.374,19.871,18.876,10.130,9.904,10.355,0.107,11.51,9.06,3.554,7.58,11.571,22.734,43.822,1.645,1.1,0.125,12.178,110.522,211.964,9.081
+2026-05-21 09:49:41,common_kestrel_observed.csv,0.6655539214546195221464933688,0.873,0.624,1.01,2.061,0.155,6.49,7.201,0.042,7.06,20.383,0.398,0.425,0.04,5.41,11.07,11.8,10.63,10.866,10.88,10.852,9.854,13.732,5.976,0.02,11.64,9.5,1.968,6.71,18.891,12.310,12.861,11.759,1.213,0.112,12.027,61.652,116.721,6.584
+2026-05-21 09:49:41,common_kestrel_observed.csv,36.55173328413100918969426206,0.848,1.171,1.768,6.118,0.159,7.42,3.079,0.038,7.13,18.351,0.159,0.597,0.008,5.14,11.13,12.1,8.081,19.162,19.541,18.782,11.465,11.977,10.953,0.16,10.91,8.18,1.34,7.13,6.205,17.396,27.645,7.147,1.193,0.203,12.253,83.055,152.4,13.71
+2026-05-21 09:49:41,common_kestrel_observed.csv,0.3433243904509493573503394079,0.656,3.006,3.533,5.083,0.898,6.89,9.274,0.062,7.48,16.657,0.188,0.527,0.025,5.44,1.24,12.18,2.546,16.812,19.948,13.675,9.097,10.144,8.05,0.188,11.93,9.16,3.955,6.98,7.317,10.730,10.748,10.713,1.144,0.291,12.249,52.626,98.941,6.312
+2026-05-21 09:49:42,common_kestrel_observed.csv,0.4978495952825133934098715206,1.162,0.728,1.286,2.177,0.539,6.75,9.117,0.075,6.58,18.36,0.096,0.417,0.011,4.7,10.91,11.79,11.418,4.744,0.99,8.497,3.618,0.988,6.247,0.116,11.53,8.54,4.959,6.83,12.884,13.282,11.392,15.172,1.378,0.211,12.112,79.654,149.108,10.2
+2026-05-21 09:49:42,common_kestrel_observed.csv,0.6592355953992202300387678497,1.143,3.277,2.448,0.287,0.045,6.5,3.954,0.048,7.64,7.947,0.235,0.399,0.032,5.44,11.89,12.08,8.863,10.770,2.924,18.616,6.313,5.101,7.525,0.14,11.47,9.65,1.516,6.96,11.951,15.223,29.507,0.939,1.415,0.159,12.076,49.274,93.708,4.839
+2026-05-21 09:49:42,common_kestrel_observed.csv,1.692675919693115416353639465,0.717,2.639,2.716,7.276,0.172,6.67,14.841,0.076,7.62,27.309,0.14,0.023,0.014,5.36,1.31,12.18,7.058,13.062,9.851,16.274,6.290,1.568,11.013,0.032,9.97,9.28,2.729,7.34,12.437,29.608,52.848,6.369,0.91,0.088,12.129,99.492,188.227,10.756
+2026-05-21 09:49:43,common_kestrel_observed.csv,36.72442365225317366749000258,1.183,0.802,5.639,7.496,0.378,6.98,3.34,0.05,7.28,27.189,0.274,0.348,0.042,2.76,10.69,12.04,11.877,10.136,18.929,1.344,12.266,12.409,12.123,0.15,10.64,8.31,5.972,7.39,16.345,39.764,79.155,0.373,1.425,0.246,12.261,62.724,116.064,9.384
+2026-05-21 09:49:43,common_kestrel_observed.csv,36.83779314978320579752061719,0.892,0.467,1.656,6.086,0.856,7.14,6.659,0.034,6.78,9.456,0.051,0.504,0.012,5.28,11.32,11.7,9.39,13.624,14.891,12.356,11.267,12.439,10.095,0.182,11.06,9.39,6.702,7.01,9.934,40.053,62.436,17.67,1.511,0.199,12.126,105.693,195.874,15.512
+2026-05-21 09:49:43,common_kestrel_observed.csv,37.13986367666097323303231201,0.708,0.83,0.7,3.773,0.009,7.64,14.487,0.029,7.32,12.58,0.277,0.167,0.035,3.74,11.36,12.12,10.523,10.986,11.258,10.713,8.253,12.504,4.002,0.248,11.69,9.02,2.733,7.32,23.585,28.810,48.622,8.999,1.622,0.002,12.165,72.680,136.043,9.317
+2026-05-21 09:49:43,common_kestrel_observed.csv,0.8619985298981811330357536171,1.087,1.461,3.535,5.672,0.517,7.08,10.293,0.076,7.48,9.321,0.089,0.368,0.021,3.57,11.91,11.65,6.955,14.241,15.761,12.721,10.386,11.174,9.598,0.101,11.16,8.5,6.564,7.28,19.692,4.492,1.366,7.618,1.261,0.242,12.109,88.107,169.86,6.354
+2026-05-21 09:49:44,common_kestrel_observed.csv,1.542163521772610924303425569,0.93,3.506,3.242,1.331,0.668,6.89,14.919,0.044,6.81,20.063,0.286,0.64,0.049,2.85,11.31,12.18,10.587,3.575,3.316,3.834,6.404,10.448,2.359,0.041,11.89,8.3,4.557,6.93,20.543,16.532,28.693,4.372,1.714,0.018,12.28,69.492,134.925,4.058
+2026-05-21 09:49:44,common_kestrel_observed.csv,0.9944982780571720448399411663,0.68,1.428,5.623,4.417,0.043,7.47,13.949,0.027,7.06,22.331,0.434,0.652,0.044,2.96,10.92,11.67,5.435,9.044,2.762,15.326,8.212,10.368,6.055,0.227,9.95,8.98,6.593,7.54,15.595,18.572,24.684,12.461,1.235,0.231,12.026,117.292,223.275,11.31
+2026-05-21 09:49:44,common_kestrel_observed.csv,0.3775267128090395184095312474,1.117,3.159,1.975,5.115,0.418,6.86,14.998,0.007,7.54,24.628,0.367,0.476,0.041,3.86,11.07,12.0,6.965,16.968,15.255,18.682,7.882,2.903,12.861,0.099,11.13,8.4,1.136,7.24,6.219,32.518,46.56,18.477,1.354,0.157,12.147,89.429,166.041,12.817
+2026-05-21 09:49:45,common_kestrel_observed.csv,36.60075427111090278130320680,1.181,1.213,0.605,5.814,0.501,7.11,14.085,0.027,7.02,23.985,0.281,0.591,0.041,2.92,11.48,11.72,7.533,7.412,11.917,2.906,4.643,4.605,4.681,0.035,9.85,9.27,4.038,7.58,21.207,19.957,39.023,0.891,1.208,0.049,12.298,108.666,206.833,10.498
+2026-05-21 09:49:45,common_kestrel_observed.csv,37.83733731927701621517001303,0.856,0.598,0.129,0.24,0.389,7.15,14.794,0.015,7.17,7.575,0.36,0.688,0.03,3.4,1.2,11.72,5.696,9.811,15.751,3.871,12.134,12.088,12.18,0.008,10.17,8.4,6.801,7.6,10.641,11.098,13.694,8.501,1.354,0.137,12.135,92.658,176.075,9.241
+2026-05-21 09:49:45,common_kestrel_observed.csv,1.762441830000645369524036033,0.955,1.77,5.766,6.954,0.223,6.76,3.558,0.089,7.6,26.071,0.059,0.728,0.012,4.78,11.29,11.76,11.363,16.588,14.204,18.971,4.051,1.233,6.869,0.166,10.07,8.25,7.487,7.55,8.818,16.394,14.058,18.729,1.063,0.275,12.279,70.029,128.969,11.089
+2026-05-21 09:49:46,common_kestrel_observed.csv,36.71216905539526940541671433,0.713,2.933,0.951,0.049,0.235,6.92,9.173,0.067,6.94,24.512,0.094,0.64,0.004,4.21,11.66,11.87,9.157,8.402,11.615,5.189,7.136,10.792,3.481,0.193,11.02,10.39,5.386,6.71,8.431,36.982,67.287,6.677,1.668,0.096,12.195,76.250,138.269,14.232
+2026-05-21 09:49:46,common_kestrel_observed.csv,0.7264273274398457653249604994,1.151,1.9,1.184,2.991,0.004,6.64,15.876,0.069,6.79,6.322,0.347,0.009,0.026,4.43,1.3,11.86,10.385,15.940,19.254,12.627,7.968,10.323,5.612,0.046,10.39,8.54,3.956,6.7,18.163,26.180,36.692,15.669,1.499,0.03,12.15,94.849,180.053,9.645
+2026-05-21 09:49:46,common_kestrel_observed.csv,0.5442727776468204421717084887,0.983,1.604,0.956,6.157,0.73,6.64,15.261,0.02,6.76,13.11,0.297,0.576,0.01,3.39,11.32,11.63,5.43,18.850,18.18,19.521,7.396,13.602,1.189,0.082,10.17,9.95,5.051,6.86,7.324,27.762,52.204,3.32,0.99,0.275,12.009,124.156,237.169,11.142
+2026-05-21 09:49:47,common_kestrel_observed.csv,1.117000240267507484476279984,0.995,3.059,2.94,2.147,0.587,7.18,13.874,0.063,6.69,14.844,0.119,0.097,0.004,4.14,11.05,12.21,2.641,8.882,11.674,6.091,1.968,0.999,2.937,0.152,10.94,10.36,4.128,7.16,18.351,21.280,30.298,12.263,0.865,0.217,12.142,76.266,139.786,12.747
+2026-05-21 09:49:47,common_kestrel_observed.csv,0.6940245331425101956587609060,0.837,0.638,1.17,4.666,0.675,7.75,9.042,0.013,7.15,8.271,0.296,0.539,0.014,3.38,10.84,12.11,10.765,8.256,7.64,8.871,10.405,12.111,8.699,0.026,11.87,9.37,5.103,6.95,12.705,38.144,65.759,10.529,1.445,0.217,12.09,82.492,158.778,6.205
+2026-05-21 09:49:47,common_kestrel_observed.csv,36.56088539586018510772912849,1.051,2.112,1.504,3.078,0.592,7.21,9.028,0.014,7.57,19.68,0.371,0.432,0.037,4.73,1.11,11.91,8.438,8.324,13.7,2.947,5.238,6.641,3.836,0.229,10.51,8.39,3.511,7.23,19.676,36.124,68.566,3.682,1.096,0.075,12.078,60.586,114.296,6.877
+2026-05-21 09:49:47,common_kestrel_observed.csv,37.96071084936641763496187689,0.762,1.987,0.361,3.574,0.738,7.1,11.184,0.044,6.66,9.54,0.157,0.031,0.004,4.91,1.32,11.85,3.684,13.457,8.298,18.616,5.180,5.197,5.163,0.135,10.78,10.12,1.236,7.0,18.267,31.106,46.553,15.66,1.569,0.209,12.255,77.158,148.908,5.407
+2026-05-21 09:49:48,common_kestrel_observed.csv,1.034728709893366789995766684,0.755,1.722,1.916,0.382,0.304,6.94,9.175,0.038,7.36,20.697,0.252,0.664,0.013,4.62,1.38,12.04,7.867,8.166,14.395,1.937,7.612,9.217,6.008,0.158,11.78,8.14,3.54,7.52,6.23,11.342,6.862,15.823,1.028,0.274,12.054,66.053,126.247,5.859
+2026-05-21 09:49:48,common_kestrel_observed.csv,0.2954240979506790400503489258,0.855,3.578,3.685,6.666,0.652,6.89,6.498,0.046,6.86,27.761,0.123,0.513,0.045,4.06,1.03,12.2,4.96,14.786,17.923,11.65,8.684,13.991,3.377,0.155,11.58,9.43,4.82,6.96,8.619,31.684,57.509,5.86,1.665,0.312,12.124,52.090,88.715,15.464
+2026-05-21 09:49:48,common_kestrel_observed.csv,38.12289986027768048438031671,1.026,0.304,5.084,0.772,0.023,7.16,12.556,0.014,7.34,8.907,0.362,0.271,0.021,5.29,11.11,12.24,10.364,17.725,15.450,20.000,5.102,5.62,4.583,0.068,11.81,8.42,1.531,6.88,7.254,38.886,63.992,13.779,1.172,0.03,12.135,111.685,212.153,11.217
+2026-05-21 09:49:49,common_kestrel_observed.csv,0.6220906863805792603619060350,0.774,1.024,5.429,1.39,0.774,7.44,6.652,0.071,7.46,18.845,0.318,0.563,0.004,3.74,10.87,12.03,6.497,13.715,17.03,10.4,7.588,7.466,7.710,0.052,9.64,9.99,4.828,7.37,12.081,41.130,74.834,7.427,1.534,0.3,12.053,74.758,144.372,5.143
+2026-05-21 09:49:49,common_kestrel_observed.csv,0.5150438806849839448271541961,1.191,1.522,5.704,3.196,0.614,7.12,5.176,0.037,6.59,22.969,0.145,0.097,0.01,4.97,11.12,11.63,3.86,14.884,13.154,16.615,12.433,12.58,12.286,0.21,11.02,8.59,6.836,6.67,16.632,28.190,53.739,2.64,1.61,0.307,12.011,127.708,239.541,15.874
+2026-05-21 09:49:49,common_kestrel_observed.csv,1.261792042105691781447363575,1.068,2.565,2.247,4.32,0.228,6.25,11.609,0.014,6.81,12.732,0.311,0.722,0.006,5.19,11.37,11.68,4.104,15.861,16.641,15.081,2.621,2.766,2.476,0.197,9.93,8.24,5.738,6.63,11.897,10.161,16.652,3.67,0.965,0.017,12.126,99.358,188.745,9.971
+2026-05-21 09:49:50,common_kestrel_observed.csv,37.04748273622781276327413984,1.069,2.342,3.685,6.133,0.147,7.62,14.619,0.079,6.8,16.88,0.369,0.134,0.044,3.78,10.96,11.8,9.823,6.938,11.602,2.274,4.224,7.753,0.694,0.118,11.52,8.88,2.075,7.59,7.532,16.130,28.629,3.63,1.121,0.061,12.058,116.686,224.982,8.391
+2026-05-21 09:49:50,common_kestrel_observed.csv,36.44151419705324526388204915,0.972,1.502,4.379,6.232,0.74,6.58,14.15,0.033,7.24,27.278,0.33,0.368,0.026,3.25,11.49,11.82,6.614,4.606,6.49,2.721,6.406,12.083,0.728,0.191,11.97,9.63,1.656,7.02,19.016,18.817,20.953,16.681,1.068,0.287,12.177,110.221,209.107,11.335
+2026-05-21 09:49:50,common_kestrel_observed.csv,1.032677256339346816600934091,0.794,1.82,3.24,4.041,0.038,6.32,10.988,0.091,6.75,24.931,0.422,0.221,0.003,4.15,11.11,11.51,11.214,14.546,16.056,13.035,6.352,1.32,11.385,0.068,11.53,9.7,6.021,7.26,9.384,27.230,53.702,0.759,0.886,0.276,12.063,79.057,146.849,11.265
+2026-05-21 09:49:51,common_kestrel_observed.csv,2.043332179012303319816252346,0.855,3.374,5.701,6.047,0.304,6.74,7.742,0.082,7.64,21.661,0.064,0.114,0.048,3.42,10.97,12.07,3.968,15.721,18.078,13.364,3.388,5.063,1.712,0.006,11.92,9.13,5.485,7.46,14.568,28.978,56.144,1.811,1.142,0.004,12.131,120.098,230.636,9.56
+2026-05-21 09:49:51,common_kestrel_observed.csv,1.060257320362879510178373722,1.155,2.899,2.982,2.359,0.535,7.29,4.109,0.009,6.81,16.808,0.3,0.191,0.001,5.16,11.84,11.8,5.393,14.220,14.736,13.705,8.308,4.841,11.774,0.126,9.53,8.19,6.25,6.95,22.579,8.387,9.583,7.191,1.772,0.312,12.01,63.431,122.335,4.527
+2026-05-21 09:49:51,common_kestrel_observed.csv,0.6229242270394842975787758409,1.208,1.391,3.664,3.013,0.756,6.53,4.699,0.07,6.61,8.33,0.364,0.564,0.043,3.09,11.03,11.55,8.442,7.464,12.344,2.585,8.292,5.187,11.397,0.024,10.05,8.1,2.978,7.22,15.893,35.854,56.341,15.367,1.381,0.164,12.058,124.258,235.323,13.194
+2026-05-21 09:49:52,common_kestrel_observed.csv,0.5258643068894444274594866336,1.225,3.241,3.119,6.636,0.205,6.28,4.656,0.05,7.21,18.858,0.264,0.448,0.026,4.7,11.94,11.77,11.556,9.546,2.823,16.269,3.930,7.179,0.682,0.141,10.69,10.08,2.884,6.62,17.807,23.048,45.297,0.799,1.385,0.284,12.276,115.080,222.289,7.872
+2026-05-21 09:49:52,common_kestrel_observed.csv,36.33274350966649777850104748,1.204,0.356,2.663,5.062,0.019,6.28,15.087,0.071,6.64,25.033,0.336,0.596,0.038,2.71,11.23,12.02,7.816,8.356,11.1,5.612,5.582,5.18,5.983,0.23,10.46,10.45,4.645,7.14,13.199,36.644,70.257,3.032,1.758,0.348,12.218,77.371,150.321,4.421
+2026-05-21 09:49:52,common_kestrel_observed.csv,36.47023052125566850070508011,0.937,3.836,2.068,0.063,0.732,6.86,10.75,0.064,6.87,16.28,0.345,0.502,0.026,5.29,11.92,11.51,8.76,10.755,10.305,11.205,5.568,0.533,10.603,0.163,10.87,8.92,5.579,6.83,15.956,11.400,21.2,1.6,1.327,0.106,12.046,121.756,228.454,15.057
+2026-05-21 09:49:53,common_kestrel_observed.csv,37.32843488549332380827323711,0.787,2.848,4.359,5.636,0.178,7.12,15.154,0.066,6.51,11.871,0.173,0.703,0.008,4.4,11.98,11.95,4.326,6.910,12.436,1.384,8.920,9.388,8.451,0.231,11.87,10.09,4.117,7.47,20.766,17.032,23.567,10.496,1.734,0.22,12.095,110.856,209.713,12.0
+2026-05-21 09:49:53,common_kestrel_observed.csv,2.113846405500593207290946653,1.198,1.951,4.483,2.44,0.145,6.47,12.931,0.067,7.27,16.24,0.121,0.118,0.006,2.99,10.54,11.64,11.131,10.248,11.277,9.219,3.015,1.862,4.168,0.226,11.29,9.1,3.791,7.23,11.796,6.369,2.342,10.396,0.854,0.258,12.169,102.522,196.061,8.984
+2026-05-21 09:49:53,common_kestrel_observed.csv,36.56129571224219659548993761,0.86,1.023,5.027,4.107,0.673,6.68,8.446,0.086,7.06,17.908,0.233,0.047,0.006,4.91,11.59,11.77,8.201,15.113,15.950,14.276,9.316,11.226,7.407,0.163,10.53,9.84,4.837,6.99,10.356,23.410,44.888,1.931,1.749,0.03,12.162,92.116,171.451,12.782
+2026-05-21 09:49:54,common_kestrel_observed.csv,36.30280577329625731111784039,1.141,2.486,4.602,6.763,0.666,7.01,6.269,0.021,6.57,26.321,0.292,0.067,0.029,3.39,11.06,11.73,6.084,14.042,14.81,13.275,5.202,3.87,6.533,0.218,11.55,8.22,6.207,6.99,17.077,45.575,74.596,16.554,1.56,0.068,12.038,108.262,206.698,9.827
+2026-05-21 09:49:54,common_kestrel_observed.csv,36.71848406615614386033287581,1.231,3.063,3.872,6.025,0.041,6.5,8.449,0.056,6.76,20.542,0.178,0.45,0.043,3.1,11.92,12.12,6.396,15.282,17.074,13.489,11.472,10.036,12.907,0.174,11.97,8.06,7.433,7.11,17.253,21.514,40.996,2.032,1.646,0.048,12.224,68.976,123.773,14.18
+2026-05-21 09:49:54,common_kestrel_observed.csv,0.5266692417978939421595031371,1.123,0.966,5.666,3.032,0.931,7.44,12.825,0.01,7.06,19.015,0.137,0.253,0.039,3.96,11.82,11.81,11.823,10.163,12.989,7.337,0.955,0.896,1.014,0.082,10.8,10.4,7.715,6.94,17.105,28.632,52.992,4.272,1.098,0.32,12.215,74.663,140.396,8.93
+2026-05-21 09:49:54,common_kestrel_observed.csv,1.294460138596790761037372471,0.858,0.558,3.796,7.379,0.425,7.02,8.057,0.057,6.72,8.423,0.391,0.07,0.033,4.13,1.15,11.88,9.977,6.268,11.554,0.982,9.419,10.398,8.440,0.062,10.06,10.41,5.715,7.17,23.042,20.581,33.271,7.891,1.014,0.11,12.256,63.286,111.866,14.707
+2026-05-21 09:49:55,common_kestrel_observed.csv,0.8577165890698335122716488120,0.793,1.635,5.08,0.073,0.786,7.38,10.151,0.079,6.5,18.152,0.321,0.088,0.024,4.83,11.44,11.62,10.608,12.396,15.837,8.955,11.442,11.852,11.033,0.025,10.67,8.52,7.882,7.45,17.535,17.915,26.997,8.833,1.062,0.072,12.078,102.692,194.887,10.496
+2026-05-21 09:49:55,common_kestrel_observed.csv,36.59192147428740942967555050,0.657,1.128,1.194,7.809,0.108,6.62,11.697,0.075,7.54,23.99,0.056,0.539,0.008,3.31,1.33,11.82,7.318,18.360,19.02,17.699,12.048,10.332,13.765,0.242,11.66,8.45,2.105,6.98,11.862,8.871,4.773,12.969,1.576,0.022,12.129,113.284,214.98,11.588
+2026-05-21 09:49:55,common_kestrel_observed.csv,38.29690148842159237592672989,0.812,0.576,0.242,6.716,0.481,6.44,6.536,0.025,6.84,22.077,0.261,0.705,0.017,4.73,1.39,11.57,4.886,9.692,17.23,2.154,1.539,1.317,1.761,0.039,10.33,9.23,2.464,6.91,22.956,12.882,22.685,3.079,0.968,0.192,12.27,96.806,187.359,6.252
+2026-05-21 09:49:56,common_kestrel_observed.csv,36.67458596426558034585162945,0.962,1.432,2.233,3.466,0.23,6.67,9.338,0.008,7.27,24.492,0.287,0.135,0.025,5.37,10.81,12.23,3.952,15.146,12.543,17.749,7.130,6.405,7.855,0.234,11.0,9.27,4.524,7.32,10.683,32.362,61.182,3.543,1.119,0.013,12.296,83.367,153.712,13.022
+2026-05-21 09:49:56,common_kestrel_observed.csv,1.490267621493036388687407745,1.217,2.183,2.642,4.389,0.492,7.44,8.751,0.046,7.14,8.114,0.191,0.122,0.001,3.2,11.8,11.51,10.931,12.946,14.579,11.314,6.246,7.279,5.214,0.001,10.56,8.87,6.572,7.59,13.206,40.492,62.515,18.47,0.947,0.317,12.109,58.121,109.226,7.016
+2026-05-21 09:49:56,common_kestrel_observed.csv,1.586379858579322858326682991,0.789,3.182,3.393,4.936,0.87,6.48,10.316,0.098,7.44,21.51,0.458,0.477,0.037,4.81,1.2,11.92,10.898,11.576,8.991,14.161,6.073,2.669,9.477,0.016,10.4,10.16,5.513,6.84,7.796,22.838,30.798,14.879,0.872,0.047,12.028,84.510,158.865,10.154
+2026-05-21 09:49:57,common_kestrel_observed.csv,1.415669522670335625280180560,1.219,0.798,4.337,5.687,0.521,6.65,7.453,0.029,7.44,17.201,0.248,0.26,0.031,4.39,10.89,12.13,7.361,8.992,8.606,9.377,5.554,9.196,1.912,0.063,10.09,9.48,2.289,6.62,10.127,39.702,61.514,17.89,1.127,0.263,12.151,52.166,91.212,13.12
+2026-05-21 09:49:57,common_kestrel_observed.csv,0.7153288345965555522692197944,0.818,1.616,3.718,6.494,0.13,6.73,6.657,0.059,6.83,18.021,0.305,0.158,0.008,3.15,11.33,12.05,10.732,4.050,3.519,4.58,6.510,3.415,9.605,0.217,10.52,9.52,6.801,7.12,17.817,22.438,34.432,10.445,1.446,0.147,12.21,116.636,225.23,8.041
+2026-05-21 09:49:57,common_kestrel_observed.csv,0.5539136545454437801010728561,0.659,3.829,0.188,7.125,0.379,7.66,6.035,0.094,6.94,17.945,0.293,0.178,0.046,3.81,11.94,11.55,4.344,9.226,8.763,9.690,4.782,3.278,6.286,0.073,11.01,9.63,5.967,6.7,6.629,21.548,41.0,2.096,0.868,0.322,12.17,125.438,238.616,12.261
+2026-05-21 09:49:58,common_kestrel_observed.csv,2.670858651704913737596446678,0.837,2.4,0.831,1.205,0.881,6.43,15.444,0.05,7.35,19.907,0.248,0.213,0.031,4.95,11.83,11.89,5.336,12.762,10.061,15.463,6.258,8.123,4.393,0.133,10.16,9.24,2.705,6.74,9.585,9.708,10.952,8.464,1.729,0.157,12.285,76.116,138.492,13.739
+2026-05-21 09:49:58,common_kestrel_observed.csv,1.226328809990487043984775207,0.73,2.603,5.06,3.799,0.444,6.69,6.83,0.068,7.44,26.09,0.291,0.354,0.011,4.68,11.37,11.7,2.084,9.280,2.715,15.844,8.698,6.481,10.914,0.237,10.12,8.03,6.757,7.18,17.551,25.620,31.28,19.961,0.941,0.17,12.282,122.422,228.941,15.903
+2026-05-21 09:49:58,common_kestrel_observed.csv,1.139047492545566255995854758,0.655,2.843,4.085,3.844,0.767,7.41,7.436,0.002,6.76,22.523,0.382,0.714,0.041,3.98,10.7,11.61,6.06,11.412,5.057,17.766,6.614,7.343,5.884,0.137,10.68,9.97,6.545,7.41,12.296,8.542,11.723,5.361,1.232,0.108,12.23,48.111,91.526,4.696
+2026-05-21 09:49:58,common_kestrel_observed.csv,0.5098539899971616404712553386,0.86,3.156,0.869,7.201,0.731,6.72,8.388,0.072,6.68,21.231,0.128,0.188,0.023,5.14,11.85,12.06,7.267,7.896,6.257,9.535,5.012,0.633,9.392,0.198,10.49,9.69,5.203,7.37,23.448,16.543,26.986,6.1,1.106,0.271,12.087,88.255,163.712,12.798
+2026-05-21 09:49:59,common_kestrel_observed.csv,0.8328589550705817153543075878,1.202,3.064,5.754,5.905,0.38,7.29,6.461,0.075,7.34,26.18,0.168,0.51,0.034,3.07,11.12,12.01,7.753,9.108,7.991,10.226,7.782,5.445,10.119,0.068,9.88,10.15,0.897,6.77,9.92,28.150,44.474,11.825,1.585,0.286,12.201,85.682,162.585,8.78
+2026-05-21 09:49:59,common_kestrel_observed.csv,36.59384896217814242621966031,0.643,3.689,3.113,3.87,0.53,6.66,13.492,0.032,7.18,15.171,0.384,0.6,0.018,2.61,10.73,11.73,2.608,13.605,8.074,19.136,7.278,12.505,2.052,0.201,11.38,9.97,3.655,6.85,20.765,0.401,0.444,0.358,1.61,0.137,12.053,63.777,114.075,13.479
+2026-05-21 09:49:59,common_kestrel_observed.csv,1.186441378418398980966452460,1.029,1.011,5.576,4.745,0.343,7.27,9.052,0.058,6.77,8.639,0.175,0.371,0.001,3.81,11.27,11.73,3.441,2.861,0.577,5.145,6.280,1.5,11.06,0.007,10.95,8.14,6.06,6.7,18.943,15.244,14.742,15.745,1.057,0.157,12.258,121.147,233.851,8.443
+2026-05-21 09:50:00,common_kestrel_observed.csv,36.43701804605356468713517588,0.947,3.62,3.993,5.243,0.667,6.99,3.134,0.036,7.21,18.942,0.36,0.511,0.046,2.73,10.61,11.62,5.927,7.904,12.074,3.734,5.622,9.802,1.442,0.222,11.96,9.67,7.114,7.15,22.936,39.792,63.84,15.744,1.403,0.12,12.261,99.544,193.065,6.023
+2026-05-21 09:50:00,common_kestrel_observed.csv,1.338380879346131356402316618,0.886,1.287,3.807,0.828,0.303,7.34,11.416,0.086,7.05,8.921,0.32,0.003,0.032,3.57,1.32,11.76,9.373,3.274,2.980,3.567,5.020,0.484,9.556,0.079,10.82,9.13,6.453,7.33,12.495,24.716,34.644,14.787,0.954,0.106,12.159,60.383,114.566,6.2
+2026-05-21 09:50:00,common_kestrel_observed.csv,0.6377033410061571578391481633,0.87,2.978,5.616,0.23,0.542,7.21,11.094,0.048,7.15,8.433,0.367,0.053,0.02,3.45,10.82,12.17,9.255,16.210,17.212,15.209,6.296,11.903,0.688,0.055,10.77,8.79,6.49,7.06,19.592,45.730,79.409,12.052,1.456,0.276,12.053,94.806,179.805,9.806
+2026-05-21 09:50:01,common_kestrel_observed.csv,36.84855714508128892468159305,0.785,3.605,2.876,7.477,0.262,6.51,3.419,0.026,6.81,6.783,0.267,0.221,0.001,2.9,10.64,11.95,9.138,13.082,6.365,19.799,10.759,11.766,9.752,0.125,10.21,8.95,7.306,6.96,10.886,30.252,56.35,4.154,1.145,0.023,12.154,68.662,122.076,15.247
+2026-05-21 09:50:01,common_kestrel_observed.csv,0.5580407541358798717644218004,0.966,2.306,1.755,0.492,0.502,6.73,10.684,0.037,7.46,19.717,0.087,0.223,0.027,3.5,11.22,11.7,3.603,10.050,8.454,11.646,10.550,12.074,9.027,0.225,9.55,10.18,6.112,6.87,21.687,15.508,27.124,3.893,1.252,0.221,12.056,103.232,197.903,8.56
+2026-05-21 09:50:01,common_kestrel_observed.csv,38.69333310093326762116422943,1.089,1.332,0.319,5.599,0.464,7.2,5.922,0.098,6.97,7.976,0.435,0.437,0.044,5.43,10.95,12.25,4.237,16.717,14.902,18.532,1.686,2.779,0.594,0.07,11.4,8.78,5.886,7.37,23.912,47.811,75.848,19.774,1.788,0.065,12.108,60.572,115.953,5.192
+2026-05-21 09:50:02,common_kestrel_observed.csv,37.17663917334792352135608846,1.233,0.759,1.437,7.789,0.516,6.76,13.598,0.007,7.09,12.711,0.381,0.731,0.005,5.06,1.31,11.65,7.347,10.258,16.425,4.091,9.248,5.49,13.005,0.195,11.44,8.48,2.643,6.81,7.545,38.202,58.098,18.307,1.74,0.094,12.17,73.210,139.948,6.473
+2026-05-21 09:50:02,common_kestrel_observed.csv,0.4050906846274294184981870211,0.647,1.456,4.781,3.52,0.332,7.0,14.469,0.033,6.76,8.487,0.211,0.316,0.048,3.89,1.29,11.69,11.501,11.756,13.549,9.963,3.986,7.179,0.793,0.177,11.18,10.47,7.611,7.27,14.892,14.998,16.73,13.266,1.154,0.336,12.214,67.156,128.863,5.449
+2026-05-21 09:50:02,common_kestrel_observed.csv,1.146107292316019471839503930,0.891,0.513,2.848,2.416,0.797,6.81,5.774,0.051,6.98,19.325,0.188,0.724,0.01,2.93,11.88,11.84,5.608,11.308,13.935,8.682,3.914,4.746,3.083,0.008,10.58,8.44,7.235,7.41,16.056,8.952,8.641,9.262,0.801,0.026,12.225,52.421,98.586,6.256
+2026-05-21 09:50:02,common_kestrel_observed.csv,36.80851117508199871685111094,0.882,0.655,1.299,7.192,0.217,7.35,9.099,0.091,6.82,6.051,0.19,0.017,0.025,3.79,11.89,11.89,5.349,8.773,4.571,12.975,7.924,8.265,7.583,0.077,10.2,10.19,3.832,6.63,14.869,31.490,57.095,5.884,1.093,0.104,12.112,57.537,103.522,11.552
+2026-05-21 09:50:03,common_kestrel_observed.csv,36.62883013800426954789052161,0.714,1.27,5.556,1.377,0.07,7.22,4.554,0.084,6.94,8.292,0.32,0.507,0.001,2.59,11.2,11.83,9.792,17.880,18.007,17.753,3.988,3.347,4.628,0.126,11.8,10.05,2.85,6.98,9.307,15.988,15.953,16.023,1.164,0.147,12.295,111.386,218.166,4.607
+2026-05-21 09:50:03,common_kestrel_observed.csv,0.4544291302627232266133776277,0.668,2.913,2.952,0.365,0.701,6.89,5.049,0.078,7.13,15.89,0.077,0.139,0.013,3.89,11.81,11.56,11.657,11.142,16.085,6.199,6.928,4.892,8.965,0.122,10.79,9.07,1.182,6.68,9.866,21.500,41.874,1.127,1.502,0.218,12.007,102.178,197.618,6.739
+2026-05-21 09:50:03,common_kestrel_observed.csv,0.7349606019448933745903781761,1.232,3.984,0.898,2.013,0.564,6.26,11.403,0.023,7.14,21.515,0.352,0.417,0.018,4.59,11.42,12.07,3.227,7.628,8.596,6.661,13.200,13.456,12.943,0.047,11.43,9.76,5.108,7.43,13.689,4.974,5.322,4.625,0.913,0.268,12.039,113.326,215.495,11.158
+2026-05-21 09:50:04,common_kestrel_observed.csv,0.6496786640810544344216248671,1.216,2.393,4.303,7.853,0.776,7.36,4.389,0.079,7.27,20.419,0.255,0.736,0.036,4.77,11.8,11.71,6.055,4.520,3.025,6.016,9.349,5.453,13.245,0.217,10.17,9.47,4.885,7.37,22.686,24.805,39.277,10.333,1.202,0.322,12.285,119.083,232.725,5.441
+2026-05-21 09:50:04,common_kestrel_observed.csv,0.5872704226164565555647836291,0.766,2.997,1.94,3.226,0.452,7.2,13.547,0.018,7.51,7.301,0.291,0.668,0.044,2.85,10.8,11.58,8.777,15.799,13.823,17.775,6.110,8.126,4.094,0.078,11.45,8.48,2.774,6.69,17.959,16.434,14.133,18.734,1.325,0.082,12.002,66.279,123.729,8.829
+2026-05-21 09:50:04,common_kestrel_observed.csv,1.122896171044589941566580356,0.887,0.952,3.452,3.156,0.238,7.24,7.962,0.052,6.89,7.172,0.348,0.103,0.022,2.82,10.6,12.08,9.292,14.433,18.988,9.878,7.008,2.318,11.697,0.155,9.77,9.81,3.603,6.84,22.789,22.610,38.085,7.134,1.121,0.083,12.178,96.734,180.513,12.955
+2026-05-21 09:50:05,common_kestrel_observed.csv,0.5675064918824487504280685059,0.93,3.393,0.677,4.231,0.521,6.98,14.921,0.093,6.78,22.278,0.315,0.488,0.029,4.47,11.71,12.11,10.937,2.521,2.682,2.360,3.650,5.133,2.168,0.032,11.88,9.78,6.327,6.95,23.865,12.186,14.072,10.299,0.945,0.176,12.031,45.803,83.951,7.655
+2026-05-21 09:50:05,common_kestrel_observed.csv,0.9800882785375132351436879501,1.202,3.394,0.92,0.406,0.489,6.43,6.974,0.045,7.26,17.869,0.079,0.376,0.038,3.49,11.77,12.14,8.78,18.452,18.004,18.901,11.708,13.757,9.658,0.115,10.32,9.47,3.296,7.3,14.942,33.936,50.776,17.095,1.65,0.276,12.011,105.780,204.061,7.499
+2026-05-21 09:50:05,common_kestrel_observed.csv,37.45458099640946066219279560,0.662,1.887,0.346,3.972,0.565,7.42,15.272,0.012,7.33,24.4,0.219,0.121,0.036,5.26,11.28,12.06,8.701,12.356,14.505,10.206,10.500,10.159,10.842,0.157,11.66,9.92,7.894,7.53,10.93,6.695,4.62,8.77,1.423,0.12,12.217,60.988,108.737,13.24
+2026-05-21 09:50:06,common_kestrel_observed.csv,0.5880524635118249928293090243,1.202,3.73,0.658,3.844,0.139,6.75,13.14,0.006,7.1,13.67,0.256,0.461,0.006,3.47,11.46,11.57,4.678,3.050,2.271,3.828,12.252,13.587,10.917,0.023,10.92,9.12,6.174,6.93,22.034,7.052,10.293,3.81,1.255,0.141,12.258,60.606,109.668,11.543
+2026-05-21 09:50:06,common_kestrel_observed.csv,36.44970522428943217953102163,0.959,1.353,0.275,6.828,0.034,6.68,12.886,0.033,6.86,23.678,0.188,0.583,0.041,2.92,1.09,12.08,6.547,10.694,7.43,13.957,6.726,7.129,6.323,0.199,11.8,10.21,1.756,6.83,21.072,23.227,40.989,5.465,1.092,0.097,12.084,51.608,98.483,4.733
+2026-05-21 09:50:06,common_kestrel_observed.csv,1.887188554893819971529986754,0.922,2.963,1.624,4.752,0.843,7.46,11.492,0.018,6.89,19.185,0.052,0.038,0.017,3.21,10.82,11.62,5.028,13.605,13.441,13.769,7.710,1.556,13.864,0.144,10.53,9.78,4.97,6.85,21.679,23.512,27.514,19.509,1.79,0.286,12.054,45.571,86.79,4.352
+2026-05-21 09:50:06,common_kestrel_observed.csv,1.345274806827664872008821306,1.137,0.901,1.573,7.072,0.138,7.36,5.296,0.051,6.68,6.352,0.398,0.111,0.047,4.87,11.99,12.24,3.711,11.011,12.507,9.515,2.342,1.903,2.781,0.001,10.8,9.65,5.829,7.03,17.266,7.763,4.978,10.548,1.041,0.127,12.173,71.204,127.251,15.157
+2026-05-21 09:50:07,common_kestrel_observed.csv,0.7702899307012814083419059671,1.107,1.558,1.65,3.852,0.866,6.68,15.61,0.031,7.31,24.729,0.223,0.112,0.039,5.23,11.06,11.58,7.097,13.826,15.739,11.914,1.635,2.07,1.2,0.139,9.79,9.88,0.934,6.95,8.353,11.114,10.666,11.563,0.936,0.084,12.244,107.426,207.865,6.986
+2026-05-21 09:50:07,common_kestrel_observed.csv,0.7770838679732576046190722579,1.117,1.355,0.443,0.138,0.246,7.1,5.752,0.075,7.16,27.337,0.314,0.233,0.008,5.19,10.69,11.93,5.956,10.928,9.049,12.806,6.818,6.687,6.949,0.147,10.1,8.97,7.473,7.14,15.642,24.643,40.57,8.716,1.489,0.287,12.262,99.894,188.725,11.064
+2026-05-21 09:50:07,common_kestrel_observed.csv,0.6187558682177157023798578782,0.811,3.107,4.449,7.029,0.459,6.28,8.459,0.033,6.5,27.717,0.221,0.737,0.036,3.69,10.73,12.01,2.553,14.072,12.884,15.259,5.910,11.404,0.415,0.055,11.68,9.93,4.879,7.42,18.802,12.014,14.054,9.973,1.68,0.325,12.125,124.018,235.178,12.858
+2026-05-21 09:50:08,common_kestrel_observed.csv,0.9111299848110554272915695561,0.754,3.892,3.237,0.182,0.295,6.79,5.144,0.023,6.75,6.481,0.063,0.164,0.049,4.17,1.13,12.12,2.606,11.240,3.596,18.885,6.748,7.474,6.022,0.094,10.43,9.61,0.805,6.62,7.378,2.881,1.129,4.633,1.394,0.074,12.0,93.137,178.997,7.277
+2026-05-21 09:50:08,common_kestrel_observed.csv,37.32115238022636799444262710,0.878,0.638,3.369,6.878,0.178,6.74,5.906,0.08,6.79,17.587,0.241,0.341,0.033,5.04,10.63,11.71,6.982,7.599,8.408,6.79,7.404,4.131,10.676,0.216,11.89,10.09,4.915,6.95,11.76,7.806,13.378,2.233,0.837,0.221,12.071,116.513,222.577,10.449
+2026-05-21 09:50:08,common_kestrel_observed.csv,0.7986847436907648562543193254,0.794,2.017,4.951,4.624,0.34,6.66,6.631,0.053,7.26,13.49,0.329,0.566,0.02,4.45,1.03,11.68,7.187,10.244,11.709,8.78,6.466,6.967,5.965,0.085,10.47,9.29,1.312,6.82,14.538,7.966,4.084,11.849,1.595,0.341,12.273,59.686,106.298,13.075
+2026-05-21 09:50:09,common_kestrel_observed.csv,36.57739805406067914159586015,1.082,0.754,3.418,0.659,0.387,6.28,11.104,0.032,7.2,14.984,0.312,0.157,0.044,3.16,11.55,11.99,6.575,13.959,14.631,13.287,3.651,5.182,2.12,0.22,11.05,8.59,2.475,6.69,11.725,13.123,24.298,1.948,1.314,0.019,12.196,66.047,124.651,7.443
+2026-05-21 09:50:09,common_kestrel_observed.csv,1.021607902660368832017262862,1.077,1.462,0.531,7.563,0.162,7.25,6.957,0.06,6.74,26.524,0.152,0.746,0.01,4.65,11.27,12.04,6.278,18.372,20.000,16.744,6.663,4.162,9.164,0.049,9.51,8.93,6.774,7.53,12.271,4.816,4.151,5.482,1.552,0.199,12.141,113.082,221.432,4.733
+2026-05-21 09:50:09,common_kestrel_observed.csv,36.70507137539290092781308730,1.213,2.025,1.098,4.963,0.6,6.72,14.838,0.039,6.68,21.308,0.295,0.498,0.032,5.23,1.34,12.15,9.864,7.483,11.864,3.102,4.108,6.639,1.576,0.214,10.97,9.01,4.223,7.02,12.026,34.518,53.981,15.056,0.843,0.018,12.197,71.692,127.793,15.592
+2026-05-21 09:50:10,common_kestrel_observed.csv,0.5191325241420776560601606645,1.206,0.443,2.487,4.766,0.054,6.82,8.661,0.089,6.89,6.062,0.397,0.522,0.028,4.35,11.88,11.91,2.178,4.557,0.422,8.692,0.776,0.715,0.837,0.204,9.66,10.38,5.54,6.93,23.818,33.652,64.873,2.43,1.138,0.19,12.25,83.149,161.44,4.858
+2026-05-21 09:50:10,common_kestrel_observed.csv,0.8804095134757791419243794063,0.716,2.348,5.384,7.414,0.438,6.41,11.921,0.059,6.7,20.689,0.35,0.193,0.039,4.17,1.15,11.59,10.131,4.270,4.643,3.897,6.382,8.628,4.137,0.182,10.68,8.95,2.268,7.06,18.448,12.040,15.605,8.475,1.492,0.087,12.095,105.446,199.642,11.251
+2026-05-21 09:50:10,common_kestrel_observed.csv,38.05041142172942993756474376,1.166,2.442,0.099,5.389,0.582,7.34,9.97,0.076,7.57,24.914,0.414,0.325,0.032,2.54,11.34,11.53,4.342,12.642,8.547,16.738,0.574,0.383,0.765,0.218,11.46,9.41,6.11,6.6,21.345,31.120,48.989,13.251,1.176,0.197,12.147,55.024,94.659,15.388
+2026-05-21 09:50:11,common_kestrel_observed.csv,0.7440083211903540148990818992,0.755,0.42,3.027,5.949,0.417,7.12,3.321,0.054,7.32,23.387,0.159,0.478,0.031,3.3,11.57,11.91,4.59,14.954,19.283,10.625,9.951,6.58,13.322,0.064,10.48,9.88,6.082,7.28,15.039,8.256,0.534,15.978,1.29,0.256,12.0,69.719,132.232,7.206
+2026-05-21 09:50:11,common_kestrel_observed.csv,36.99139447718427267338861588,0.856,0.762,5.504,0.698,0.118,6.86,12.91,0.005,7.37,16.578,0.207,0.146,0.008,2.5,10.74,11.62,11.552,5.806,6.891,4.721,8.390,10.408,6.372,0.039,10.74,8.47,2.388,7.29,9.829,21.477,30.567,12.387,1.791,0.027,12.272,75.929,145.517,6.341
+2026-05-21 09:50:11,common_kestrel_observed.csv,0.8103761804274234859782683195,0.784,3.434,1.708,3.865,0.037,7.66,14.152,0.022,7.51,9.685,0.408,0.323,0.02,2.68,10.65,11.74,7.34,17.962,17.976,17.947,8.540,10.215,6.866,0.14,11.15,9.24,3.245,6.68,7.779,15.502,22.245,8.76,1.707,0.298,12.052,77.485,150.77,4.2
+2026-05-21 09:50:11,common_kestrel_observed.csv,1.075716970312931015926061670,0.836,1.039,2.525,0.027,0.142,7.47,5.59,0.001,7.0,7.458,0.161,0.203,0.048,4.02,11.3,11.92,3.637,7.725,5.992,9.458,9.024,13.851,4.197,0.231,9.79,8.33,2.025,6.71,17.935,47.370,79.668,15.071,1.193,0.071,12.143,102.499,193.825,11.173
+2026-05-21 09:50:12,common_kestrel_observed.csv,0.8357817321913290176599727045,0.822,0.561,5.978,7.132,0.617,7.48,13.234,0.006,7.38,23.199,0.456,0.491,0.004,3.67,11.63,11.93,10.558,4.176,4.708,3.643,11.829,12.756,10.902,0.107,11.08,8.41,4.656,6.65,22.003,35.150,53.998,16.302,0.837,0.348,12.02,70.454,134.927,5.982
+2026-05-21 09:50:12,common_kestrel_observed.csv,0.4539947072658436460735596708,1.015,3.121,0.663,2.128,0.562,7.09,4.612,0.027,7.43,11.653,0.253,0.203,0.018,2.75,11.44,12.25,8.97,2.611,3.275,1.947,1.614,1.790,1.439,0.242,10.41,9.65,6.028,7.34,14.495,22.427,40.781,4.073,1.0,0.315,12.136,96.778,182.799,10.758
+2026-05-21 09:50:12,common_kestrel_observed.csv,0.9057676486936868764775330960,1.165,1.194,2.504,7.13,0.926,6.97,9.43,0.026,7.19,11.521,0.377,0.585,0.001,4.02,10.63,11.62,5.479,8.968,8.594,9.343,10.920,13.694,8.145,0.019,9.73,9.68,5.765,7.32,16.417,6.454,9.78,3.129,1.422,0.098,12.291,55.519,104.405,6.633
+2026-05-21 09:50:13,common_kestrel_observed.csv,44.33648393540791430831754809,1.124,0.276,0.094,5.076,0.799,7.4,10.206,0.042,7.62,21.698,0.221,0.625,0.027,3.6,11.39,12.09,2.343,14.988,15.434,14.541,5.972,3.365,8.579,0.074,11.26,9.37,3.933,7.47,21.675,19.813,27.037,12.589,1.732,0.134,12.045,66.658,127.363,5.954
+2026-05-21 09:50:13,common_kestrel_observed.csv,1.115385208058625947211680244,1.134,1.571,3.53,2.024,0.129,6.91,15.613,0.075,7.12,24.544,0.395,0.264,0.02,3.04,1.39,11.66,8.395,6.606,12.684,0.529,7.802,3.856,11.749,0.018,11.15,9.69,3.401,7.46,12.082,38.987,63.802,14.172,1.285,0.081,12.286,85.956,166.471,5.44
+2026-05-21 09:50:13,common_kestrel_observed.csv,1.141706921957950136132075705,1.1,2.701,4.015,5.384,0.116,6.81,4.565,0.086,7.05,19.778,0.129,0.581,0.028,3.98,1.15,12.15,3.79,7.336,1.597,13.075,6.910,13.309,0.51,0.122,10.82,10.22,4.872,6.63,23.99,25.644,38.864,12.423,0.892,0.058,12.062,97.928,186.184,9.672
+2026-05-21 09:50:14,common_kestrel_observed.csv,1.347042511691262939945652567,0.767,1.387,5.31,4.999,0.715,7.7,12.839,0.026,6.56,7.461,0.37,0.628,0.02,4.65,11.24,11.81,6.251,18.814,17.869,19.758,7.128,4.074,10.182,0.123,11.99,9.74,5.873,7.57,17.908,37.864,56.592,19.135,0.963,0.211,12.114,83.668,159.58,7.756
+2026-05-21 09:50:14,common_kestrel_observed.csv,1.581951560738513781659267912,0.923,2.186,5.093,6.344,0.211,6.26,7.523,0.052,7.3,20.499,0.296,0.372,0.039,4.76,11.37,11.63,11.147,16.218,12.701,19.736,12.148,11.222,13.075,0.116,10.07,10.22,0.876,6.69,6.802,45.313,75.948,14.678,1.102,0.23,12.196,122.308,229.811,14.806
+2026-05-21 09:50:14,common_kestrel_observed.csv,2.096054384450578915172222773,1.208,3.295,3.914,4.472,0.177,6.32,4.929,0.012,7.04,10.495,0.197,0.183,0.011,2.9,11.4,11.88,2.847,7.430,12.694,2.165,3.190,2.991,3.389,0.143,9.7,8.86,1.44,7.12,10.34,45.182,76.433,13.932,0.878,0.157,12.082,104.506,200.712,8.3
+2026-05-21 09:50:15,common_kestrel_observed.csv,0.4466212866066707353883732161,0.814,0.74,3.135,6.057,0.339,7.12,9.07,0.097,7.42,21.235,0.266,0.341,0.021,3.36,11.04,12.14,10.584,16.964,14.949,18.978,3.756,0.675,6.837,0.119,11.1,8.47,5.003,7.45,11.533,31.648,48.416,14.88,1.163,0.269,12.107,68.752,128.704,8.8
+2026-05-21 09:50:15,common_kestrel_observed.csv,38.33400260836206303257199042,1.118,0.726,0.169,1.776,0.941,7.21,15.397,0.027,7.65,25.166,0.31,0.325,0.049,5.27,11.76,11.72,11.289,17.650,16.560,18.741,11.430,9.777,13.083,0.174,10.25,8.92,4.613,6.72,9.85,39.679,68.327,11.031,1.129,0.243,12.044,62.196,114.306,10.086
+2026-05-21 09:50:15,common_kestrel_observed.csv,36.55157399788946798867223425,0.725,1.157,0.53,6.391,0.76,7.06,8.733,0.069,7.33,11.489,0.191,0.583,0.041,4.16,11.19,11.76,6.997,12.224,11.991,12.457,12.964,12.883,13.045,0.032,11.51,8.12,4.807,6.96,19.416,32.524,58.354,6.693,0.894,0.314,12.236,52.244,96.142,8.346
+2026-05-21 09:50:15,common_kestrel_observed.csv,0.9949751979744066887262916299,0.666,3.997,3.939,5.48,0.088,6.48,13.411,0.067,6.61,27.86,0.107,0.374,0.021,4.5,10.84,11.69,7.967,3.943,4.271,3.615,6.072,7.404,4.741,0.081,9.55,10.17,4.803,7.3,22.293,42.001,76.814,7.188,1.238,0.293,12.149,71.626,135.551,7.702
+2026-05-21 09:50:16,common_kestrel_observed.csv,0.9116041076182281292366832511,0.735,0.27,2.158,1.924,0.353,7.09,14.111,0.076,7.4,19.23,0.355,0.615,0.043,5.07,11.34,12.19,2.237,8.096,7.084,9.107,6.141,7.77,4.512,0.11,9.61,8.15,4.801,7.38,18.762,42.766,73.617,11.915,0.998,0.293,12.264,93.080,172.855,13.304
+2026-05-21 09:50:16,common_kestrel_observed.csv,1.329891688114718131893703507,0.755,2.435,3.242,3.123,0.418,7.18,8.469,0.049,6.73,11.325,0.059,0.513,0.046,3.2,10.78,12.06,6.19,13.215,16.85,9.58,4.423,4.832,4.014,0.162,11.16,10.06,2.352,7.07,9.071,12.318,6.124,18.512,0.896,0.22,12.022,69.112,123.737,14.488
+2026-05-21 09:50:16,common_kestrel_observed.csv,37.57991082131490173580544109,1.138,0.804,0.245,2.954,0.168,7.59,5.574,0.074,6.96,12.168,0.415,0.722,0.005,3.82,11.33,11.67,3.626,14.622,12.467,16.778,7.182,5.801,8.564,0.173,10.68,10.06,6.897,6.95,19.941,8.308,14.548,2.067,1.381,0.237,12.261,96.929,183.751,10.107
+2026-05-21 09:50:17,common_kestrel_observed.csv,0.8254052890421243193368647334,1.107,0.563,1.637,7.711,0.592,7.18,15.227,0.044,7.53,12.873,0.198,0.637,0.016,4.64,1.33,11.98,11.18,9.382,9.987,8.777,7.990,13.165,2.814,0.055,9.97,8.89,2.035,6.89,9.375,30.972,57.947,3.997,1.66,0.306,12.222,89.248,164.624,13.871
+2026-05-21 09:50:17,common_kestrel_observed.csv,0.7724945028829702677016195819,0.788,1.745,2.156,7.712,0.516,7.49,7.486,0.031,6.91,24.635,0.403,0.339,0.03,3.43,1.49,12.01,7.072,14.032,17.729,10.335,7.214,4.019,10.409,0.122,10.94,8.27,4.589,7.51,19.033,6.098,5.249,6.948,1.544,0.26,12.17,109.446,210.395,8.498
+2026-05-21 09:50:17,common_kestrel_observed.csv,1.365326179818328995444990269,0.859,2.664,4.369,6.353,0.06,7.05,13.404,0.024,6.69,19.031,0.286,0.65,0.029,4.43,10.81,11.72,9.054,9.667,13.21,6.124,11.092,9.832,12.352,0.147,10.05,8.11,6.21,7.33,12.199,21.170,24.552,17.788,1.283,0.119,12.299,118.252,228.579,7.925
+2026-05-21 09:50:18,common_kestrel_observed.csv,37.23648540333882488272391103,0.81,0.517,3.538,4.298,0.299,6.34,15.69,0.064,6.6,20.955,0.277,0.699,0.01,2.89,10.84,11.81,6.813,8.740,17.035,0.446,7.326,4.094,10.558,0.16,11.76,8.18,4.713,7.15,13.367,17.998,23.357,12.639,1.301,0.024,12.175,71.632,135.424,7.841
+2026-05-21 09:50:18,common_kestrel_observed.csv,1.080087068759758427706221381,0.792,2.454,4.753,1.315,0.521,6.34,3.194,0.095,7.05,8.23,0.235,0.714,0.018,5.45,1.07,11.85,8.912,14.908,16.579,13.238,10.404,7.321,13.486,0.176,10.04,8.14,6.083,7.48,7.881,9.548,7.499,11.596,1.401,0.105,12.085,53.550,97.187,9.912
+2026-05-21 09:50:18,common_kestrel_observed.csv,0.8567476751121820957138912724,0.76,2.928,2.78,2.889,0.359,7.66,9.059,0.026,6.71,23.988,0.229,0.569,0.046,5.47,11.56,11.59,10.441,9.237,8.048,10.426,1.404,0.816,1.993,0.053,9.93,8.73,7.115,6.89,11.584,38.690,65.293,12.087,1.519,0.346,12.241,82.974,155.345,10.604
+2026-05-21 09:50:19,common_kestrel_observed.csv,0.9995949652197584707759312792,0.717,3.431,1.326,5.567,0.941,7.28,15.272,0.095,7.18,8.143,0.172,0.664,0.038,3.77,11.62,11.57,4.393,11.810,11.674,11.946,1.436,1.238,1.634,0.046,10.66,9.94,1.525,6.74,8.68,45.064,77.537,12.591,0.818,0.193,12.147,85.363,155.522,15.204
+2026-05-21 09:50:19,common_kestrel_observed.csv,36.99693800011207155297954871,1.027,1.298,3.36,2.611,0.781,7.5,3.749,0.005,7.46,27.375,0.345,0.737,0.042,4.54,11.59,11.98,9.844,6.225,10.017,2.433,2.460,3.361,1.56,0.045,11.74,8.48,7.343,6.71,14.25,41.472,71.0,11.943,1.777,0.003,12.022,95.630,186.425,4.835
+2026-05-21 09:50:19,common_kestrel_observed.csv,37.15117021786592812819026992,0.979,2.04,1.414,2.945,0.846,6.76,4.548,0.047,6.6,15.529,0.206,0.02,0.003,5.45,11.5,12.08,10.984,3.140,4.926,1.353,4.840,3.033,6.647,0.185,10.09,8.36,4.763,6.62,10.429,39.968,72.333,7.603,1.497,0.014,12.084,66.050,123.342,8.758
+2026-05-21 09:50:19,common_kestrel_observed.csv,37.22274434618634238824659193,0.93,0.448,4.24,5.636,0.033,7.56,7.108,0.013,7.18,25.319,0.426,0.193,0.042,5.22,10.8,11.75,10.568,15.790,17.875,13.706,8.166,4.328,12.004,0.094,11.29,8.33,5.057,6.68,17.159,36.437,62.723,10.151,1.259,0.137,12.227,94.072,182.384,5.76
+2026-05-21 09:50:20,common_kestrel_observed.csv,1.123461576657327049045216815,0.993,2.805,2.114,5.411,0.772,6.4,4.297,0.099,7.12,6.971,0.24,0.422,0.009,3.21,11.15,11.54,9.119,6.708,8.561,4.854,12.395,12.628,12.162,0.09,10.06,9.22,3.195,6.6,21.788,16.510,19.884,13.136,1.559,0.244,12.205,124.396,235.413,13.378
+2026-05-21 09:50:20,common_kestrel_observed.csv,1.300090269898734453645018004,0.845,3.537,0.114,5.74,0.821,6.38,5.235,0.099,7.62,25.164,0.165,0.615,0.022,2.91,1.29,11.96,4.505,0.676,0.568,0.784,9.282,9.48,9.084,0.052,9.63,8.79,1.014,7.21,19.567,12.586,10.355,14.816,0.825,0.269,12.169,66.304,124.475,8.134
+2026-05-21 09:50:20,common_kestrel_observed.csv,37.02270641058255291921918328,0.692,3.296,0.257,2.026,0.197,7.28,15.995,0.039,6.91,15.112,0.301,0.673,0.043,2.53,11.24,12.1,6.056,4.222,4.209,4.235,2.360,2.550,2.170,0.138,11.16,8.62,2.518,7.57,12.049,12.178,13.43,10.926,1.405,0.074,12.242,58.502,107.178,9.827
+2026-05-21 09:50:21,common_kestrel_observed.csv,36.48607089907487063923115405,0.903,3.856,1.196,1.115,0.318,6.7,13.411,0.07,7.08,20.397,0.417,0.511,0.022,2.56,10.78,11.77,3.667,14.408,17.054,11.763,7.581,8.281,6.881,0.113,11.91,8.6,7.639,6.91,23.564,13.138,7.735,18.542,1.582,0.106,12.078,109.904,211.323,8.484
+2026-05-21 09:50:21,common_kestrel_observed.csv,0.4966455357065234576218467078,1.18,3.73,0.729,6.677,0.865,7.27,13.996,0.005,6.83,18.711,0.326,0.635,0.02,4.21,10.75,12.07,9.696,12.263,17.332,7.194,9.932,7.364,12.5,0.05,11.57,9.24,5.618,7.45,14.54,34.132,60.242,8.023,0.9,0.31,12.039,80.414,153.165,7.664
+2026-05-21 09:50:21,common_kestrel_observed.csv,36.47677326777824300269323957,0.955,0.905,4.753,7.361,0.89,6.76,9.281,0.055,7.23,11.257,0.26,0.286,0.039,4.87,11.54,11.64,5.308,16.918,18.437,15.399,13.110,14.000,12.219,0.236,11.42,8.93,1.03,6.66,15.631,39.580,72.41,6.75,0.928,0.33,12.032,61.925,117.405,6.445
+2026-05-21 09:50:22,common_kestrel_observed.csv,1.128628233684931672992087468,1.208,2.152,5.013,1.244,0.308,7.23,10.105,0.02,7.04,27.39,0.079,0.18,0.03,4.0,1.32,12.23,2.689,12.353,18.858,5.848,9.964,12.676,7.253,0.084,10.46,8.47,6.606,7.04,18.669,30.932,61.059,0.804,1.627,0.322,12.013,70.346,127.545,13.147
+2026-05-21 09:50:22,common_kestrel_observed.csv,36.64358741129501416304803914,1.219,1.234,2.587,7.097,0.216,7.62,12.544,0.04,6.61,13.267,0.143,0.07,0.047,3.48,1.38,11.82,6.365,12.018,10.154,13.882,9.678,6.954,12.401,0.177,11.47,8.56,7.514,7.47,7.999,14.234,23.711,4.756,1.43,0.135,12.129,59.651,111.746,7.556
+2026-05-21 09:50:22,common_kestrel_observed.csv,36.61497510716955409124911925,0.779,2.007,3.429,0.298,0.143,7.11,7.096,0.013,6.53,14.982,0.18,0.222,0.009,4.85,11.27,11.54,8.864,13.324,12.442,14.205,11.634,10.233,13.036,0.088,11.42,9.14,3.657,7.13,15.024,22.960,38.676,7.243,1.694,0.024,12.112,67.325,126.339,8.311
+2026-05-21 09:50:23,common_kestrel_observed.csv,0.8075317021663002662660818488,0.694,0.293,2.922,7.972,0.211,6.54,6.675,0.015,6.63,25.297,0.18,0.583,0.019,3.68,10.68,11.79,6.525,17.097,19.446,14.748,6.192,11.45,0.934,0.122,9.66,8.91,5.589,7.06,18.238,12.556,14.012,11.099,1.36,0.149,12.198,112.128,217.452,6.805
+2026-05-21 09:50:23,common_kestrel_observed.csv,0.6475202118919212636711382202,0.718,2.114,1.791,6.128,0.714,7.58,7.749,0.079,7.61,23.622,0.295,0.157,0.009,2.98,11.79,12.05,7.291,3.078,1.709,4.446,7.736,6.851,8.621,0.149,9.62,10.27,1.027,7.1,22.361,9.686,14.316,5.057,1.1,0.108,12.103,87.283,167.507,7.059
+2026-05-21 09:50:23,common_kestrel_observed.csv,36.54536652708647864694421831,1.045,0.518,4.712,2.595,0.059,6.58,5.315,0.069,7.63,15.234,0.385,0.501,0.032,4.35,11.16,11.91,7.974,12.560,5.219,19.901,7.090,4.125,10.055,0.215,10.62,9.9,2.397,7.43,23.116,6.474,2.6,10.348,1.582,0.342,12.175,87.332,165.164,9.501
+2026-05-21 09:50:23,common_kestrel_observed.csv,0.7287414261054574797192757928,1.168,1.247,1.675,7.667,0.23,6.31,13.025,0.035,6.68,18.677,0.063,0.208,0.004,5.38,11.67,11.73,10.432,11.231,17.263,5.199,2.970,3.716,2.224,0.152,10.18,9.76,6.042,6.91,22.024,35.376,51.08,19.672,1.651,0.208,12.18,84.073,160.411,7.735
+2026-05-21 09:50:24,common_kestrel_observed.csv,0.2804403205954423968774169170,1.052,2.327,4.88,2.877,0.417,6.35,4.28,0.063,7.05,16.676,0.273,0.352,0.03,3.36,1.23,12.02,3.863,13.564,10.848,16.281,8.742,7.689,9.796,0.229,11.07,8.89,3.781,7.05,19.863,18.973,28.206,9.74,1.549,0.282,12.258,58.563,107.914,9.212
+2026-05-21 09:50:24,common_kestrel_observed.csv,1.083726009370136650452002337,0.768,2.852,4.918,3.101,0.107,6.58,3.529,0.073,6.54,8.471,0.204,0.17,0.038,5.06,11.82,11.73,2.895,12.704,11.5,13.909,11.022,9.447,12.597,0.099,11.09,10.49,4.99,7.25,8.891,29.450,40.983,17.917,1.114,0.165,12.112,65.100,114.334,15.866
+2026-05-21 09:50:24,common_kestrel_observed.csv,0.8009231861016968394383407004,1.205,2.067,4.65,7.748,0.73,6.42,10.152,0.079,7.1,15.756,0.124,0.411,0.033,3.2,11.85,11.75,6.279,3.472,4.624,2.321,7.734,11.214,4.253,0.14,12.0,8.1,2.845,7.0,8.036,6.280,7.688,4.871,1.013,0.208,12.019,98.975,186.216,11.734
+2026-05-21 09:50:25,common_kestrel_observed.csv,0.4912393418342284362782865726,0.642,2.539,1.492,5.197,0.594,6.64,12.629,0.036,7.64,21.912,0.429,0.251,0.044,3.04,11.56,12.05,4.355,7.362,5.896,8.827,5.990,9.865,2.114,0.036,10.64,9.14,5.384,6.91,20.684,13.836,20.82,6.852,1.181,0.134,12.26,108.469,204.687,12.251
+2026-05-21 09:50:25,common_kestrel_observed.csv,1.053121461953374781321899787,1.164,1.066,1.828,6.389,0.262,6.92,10.381,0.054,6.56,15.917,0.199,0.216,0.001,3.98,1.41,12.08,9.897,7.650,2.756,12.545,5.036,9.595,0.478,0.232,10.32,8.46,6.602,6.76,10.148,10.135,8.267,12.003,0.974,0.109,12.189,108.245,204.285,12.205
+2026-05-21 09:50:25,common_kestrel_observed.csv,2.162247107539629619442632906,1.007,2.765,2.137,3.155,0.934,7.51,3.422,0.033,7.26,7.371,0.346,0.372,0.012,3.36,1.05,11.88,3.212,3.819,4.016,3.622,5.059,6.692,3.426,0.015,11.06,9.47,2.772,6.61,19.874,44.340,78.718,9.963,1.781,0.074,12.093,101.605,196.758,6.452
+2026-05-21 09:50:26,common_kestrel_observed.csv,1.682610395598636014580028857,0.67,3.369,2.382,2.391,0.41,6.76,13.206,0.025,7.17,11.089,0.397,0.534,0.004,5.46,1.14,12.22,7.655,12.740,9.378,16.101,6.222,3.304,9.14,0.054,10.44,8.96,3.735,7.33,12.733,23.161,45.365,0.957,1.141,0.117,12.063,98.024,183.097,12.95
+2026-05-21 09:50:26,common_kestrel_observed.csv,0.6293607851862574920964884532,1.063,3.299,3.205,0.638,0.841,6.49,6.315,0.038,6.99,6.56,0.353,0.646,0.006,4.34,1.05,11.7,10.87,10.570,12.308,8.833,8.544,8.284,8.804,0.023,11.56,9.81,0.903,7.04,6.476,36.604,63.287,9.922,1.406,0.27,12.205,112.117,214.083,10.151
+2026-05-21 09:50:26,common_kestrel_observed.csv,0.4762042915200733093303112135,0.699,1.563,4.521,4.637,0.53,7.35,8.301,0.089,7.21,19.945,0.389,0.229,0.022,4.55,10.58,12.08,7.874,10.428,1.36,19.496,9.120,10.683,7.556,0.187,11.81,9.48,2.504,7.19,14.717,31.614,54.024,9.203,1.345,0.317,12.037,107.100,206.819,7.382
+2026-05-21 09:50:27,common_kestrel_observed.csv,36.71511674780368193199128716,0.781,2.191,4.793,3.076,0.155,7.69,6.486,0.013,7.38,24.913,0.11,0.162,0.047,3.45,11.47,12.2,7.237,8.826,4.286,13.367,9.764,13.068,6.46,0.149,11.9,8.19,1.827,7.06,12.776,21.062,29.952,12.171,1.474,0.177,12.268,89.845,169.054,10.636
+2026-05-21 09:50:27,common_kestrel_observed.csv,0.6198520688267239348786251385,0.963,1.242,5.519,6.371,0.676,7.05,10.558,0.028,6.78,27.494,0.404,0.278,0.038,3.49,11.07,12.04,3.143,12.286,11.13,13.442,2.024,2.096,1.953,0.229,10.44,10.36,3.726,7.49,11.1,21.316,31.992,10.641,1.081,0.237,12.213,111.091,215.36,6.822
+2026-05-21 09:50:27,common_kestrel_observed.csv,36.63705296334889543615728658,0.966,1.602,1.642,3.37,0.565,7.59,8.485,0.01,6.83,18.407,0.114,0.057,0.005,3.43,1.32,11.54,6.778,11.742,10.533,12.952,5.333,8.148,2.518,0.088,11.98,10.19,4.907,6.86,12.208,22.036,29.43,14.642,1.396,0.068,12.208,50.740,87.074,14.406
+2026-05-21 09:50:27,common_kestrel_observed.csv,0.9123653483368009912267493260,1.211,3.498,3.645,4.959,0.888,6.26,11.997,0.024,6.75,14.337,0.42,0.742,0.016,4.4,10.88,11.7,2.909,4.570,1.211,7.928,7.130,2.538,11.723,0.218,9.5,8.37,6.464,7.04,7.036,9.784,18.389,1.18,1.305,0.043,12.067,55.960,101.252,10.668
+2026-05-21 09:50:28,common_kestrel_observed.csv,43.94713850466360185275631674,1.096,1.552,0.061,6.902,0.112,7.61,13.69,0.032,6.94,14.936,0.245,0.15,0.002,4.5,11.8,12.1,11.041,3.355,0.717,5.993,12.460,13.81,11.111,0.195,11.99,8.01,6.962,7.01,15.107,26.240,41.987,10.492,1.741,0.308,12.2,81.497,154.575,8.419
+2026-05-21 09:50:28,common_kestrel_observed.csv,0.6800877688405539101675825722,1.134,1.332,2.641,0.963,0.487,6.51,4.527,0.048,7.39,9.119,0.427,0.53,0.039,5.39,1.3,11.86,9.5,11.918,3.998,19.839,9.893,6.827,12.959,0.067,10.17,9.71,1.705,6.75,22.97,15.906,17.582,14.231,1.394,0.134,12.048,84.132,156.025,12.24
+2026-05-21 09:50:28,common_kestrel_observed.csv,38.18390158427825700742110659,1.059,1.843,0.173,0.185,0.651,7.44,10.995,0.08,6.93,8.921,0.072,0.239,0.045,4.87,11.88,11.98,6.958,8.646,10.968,6.324,5.688,5.664,5.712,0.184,9.99,8.52,4.919,7.32,18.319,5.288,7.712,2.865,1.52,0.084,12.254,81.206,155.325,7.086
+2026-05-21 09:50:29,common_kestrel_observed.csv,1.632321620611394646920260034,0.744,3.36,2.0,3.401,0.423,6.83,9.957,0.094,6.62,21.861,0.232,0.032,0.03,4.2,1.16,11.66,2.077,12.258,5.467,19.05,11.062,11.696,10.429,0.195,10.18,9.04,5.116,6.65,16.575,10.186,13.255,7.118,1.673,0.136,12.124,84.451,157.546,11.356
+2026-05-21 09:50:29,common_kestrel_observed.csv,1.563727614830276537466194426,0.78,1.128,5.703,2.962,0.18,6.38,15.704,0.038,7.08,23.211,0.285,0.446,0.035,3.84,10.57,11.88,8.421,12.112,14.124,10.099,4.190,1.199,7.182,0.089,9.88,8.55,4.904,6.63,10.81,41.628,75.196,8.061,1.058,0.084,12.081,70.462,131.817,9.106
+2026-05-21 09:50:29,common_kestrel_observed.csv,1.440769895983055724790839768,1.065,0.278,1.411,5.041,0.876,6.77,11.558,0.002,6.79,12.691,0.46,0.64,0.014,3.78,1.43,11.89,7.921,6.340,3.567,9.113,10.312,9.749,10.875,0.061,9.92,9.91,5.825,6.65,13.959,14.066,14.571,13.56,1.593,0.317,12.076,96.836,182.561,11.11
+2026-05-21 09:50:30,common_kestrel_observed.csv,1.385878199227774523998570205,0.838,2.935,1.558,6.351,0.696,6.29,10.349,0.099,6.97,17.09,0.137,0.575,0.048,3.51,1.39,11.69,2.114,17.572,17.832,17.313,2.621,2.214,3.028,0.176,10.3,9.01,6.648,7.58,13.894,23.348,44.748,1.948,1.666,0.348,12.062,82.280,150.115,14.444
+2026-05-21 09:50:30,common_kestrel_observed.csv,1.408242586054979742358634806,1.028,2.917,4.594,2.165,0.153,7.02,12.198,0.094,7.18,12.143,0.05,0.174,0.046,3.06,11.07,11.71,3.29,6.240,6.777,5.704,10.141,11.953,8.329,0.022,10.48,9.28,1.163,7.0,15.342,37.106,60.377,13.835,1.277,0.316,12.256,91.568,170.487,12.648
+2026-05-21 09:50:30,common_kestrel_observed.csv,1.708125090948432787839410932,1.172,3.337,5.445,3.648,0.126,7.23,5.935,0.041,6.53,27.022,0.267,0.206,0.048,3.25,11.36,11.68,7.666,11.505,9.385,13.625,8.814,10.429,7.199,0.065,10.96,10.17,1.813,7.44,23.27,24.854,35.823,13.884,1.231,0.098,12.277,115.386,219.286,11.486
+2026-05-21 09:50:31,common_kestrel_observed.csv,0.9789296847447975370748426535,1.075,3.743,2.773,7.706,0.491,7.19,12.278,0.087,6.97,19.681,0.314,0.043,0.006,2.52,1.16,12.04,11.128,9.075,12.462,5.688,12.390,11.963,12.816,0.146,9.64,8.75,5.427,7.13,14.31,7.016,6.353,7.68,1.536,0.24,12.026,58.655,111.018,6.292
+2026-05-21 09:50:31,common_kestrel_observed.csv,1.201300666291562870621000026,1.044,2.374,3.326,7.498,0.213,7.64,4.741,0.001,7.52,17.119,0.437,0.71,0.026,3.21,1.06,11.83,6.857,3.694,3.759,3.628,6.440,1.49,11.391,0.199,9.79,8.98,2.817,7.1,13.561,21.960,27.349,16.57,0.835,0.082,12.082,88.324,164.914,11.734
+2026-05-21 09:50:31,common_kestrel_observed.csv,38.57036079997893213478927536,1.053,3.827,1.369,3.138,0.933,7.55,11.247,0.04,7.52,8.001,0.209,0.421,0.001,4.81,11.71,11.52,8.801,7.390,8.486,6.295,10.246,7.817,12.674,0.236,11.6,8.78,7.403,6.68,8.534,29.198,42.502,15.893,1.666,0.265,12.253,119.299,227.027,11.571
+2026-05-21 09:50:31,common_kestrel_observed.csv,1.543593843465245624942986933,1.008,3.156,4.137,3.493,0.936,6.87,6.999,0.079,6.59,18.522,0.154,0.333,0.017,4.46,1.23,12.2,7.033,15.698,15.795,15.602,11.366,9.639,13.093,0.24,11.27,10.06,0.925,6.67,8.269,25.122,32.098,18.147,1.736,0.295,12.124,91.474,168.288,14.661
+2026-05-21 09:50:32,common_kestrel_observed.csv,1.099209542149253223916489751,1.097,0.335,4.54,5.671,0.047,7.03,3.242,0.055,6.54,10.257,0.41,0.286,0.002,2.67,11.8,11.62,7.146,4.884,4.473,5.296,5.682,7.74,3.624,0.037,11.66,8.82,6.692,7.19,6.244,7.352,9.155,5.55,1.216,0.196,12.268,72.908,132.723,13.093
+2026-05-21 09:50:32,common_kestrel_observed.csv,1.747930781216947310585211185,0.662,0.85,5.826,2.468,0.07,7.38,11.058,0.017,6.87,12.177,0.186,0.16,0.046,5.36,11.47,12.12,8.023,13.388,11.931,14.845,3.688,2.801,4.575,0.066,11.55,10.15,4.225,6.86,16.743,23.756,32.94,14.573,1.101,0.318,12.165,47.630,87.27,7.989
+2026-05-21 09:50:32,common_kestrel_observed.csv,37.20295965860406480144624032,1.112,3.454,2.318,4.336,0.473,6.61,3.474,0.001,7.37,12.02,0.097,0.672,0.007,5.39,11.5,12.01,7.29,4.366,4.251,4.480,3.962,1.589,6.334,0.242,11.82,10.36,1.2,6.99,7.176,23.029,31.847,14.211,0.924,0.018,12.258,63.086,119.882,6.289
+2026-05-21 09:50:33,common_kestrel_observed.csv,0.4889606597734193016533354690,1.233,3.863,2.281,6.917,0.333,7.22,10.014,0.076,7.34,17.279,0.174,0.671,0.005,3.98,11.27,12.1,8.661,14.787,16.687,12.887,9.828,6.215,13.44,0.162,10.53,9.55,3.641,6.85,13.987,41.626,65.226,18.026,1.605,0.268,12.018,111.748,214.876,8.621
+2026-05-21 09:50:33,common_kestrel_observed.csv,37.78449946798615924531057197,1.215,0.539,2.981,0.253,0.488,6.98,14.23,0.003,7.1,22.131,0.097,0.037,0.047,3.03,11.09,11.78,10.093,14.268,16.637,11.898,7.238,6.939,7.537,0.126,11.69,10.12,2.436,7.23,9.736,20.838,26.941,14.734,0.839,0.234,12.052,59.032,110.671,7.394
+2026-05-21 09:50:33,common_kestrel_observed.csv,37.27622679636042094988875862,1.083,1.722,0.354,2.652,0.492,7.42,5.526,0.063,7.01,19.543,0.274,0.268,0.018,4.25,11.89,11.95,4.965,8.764,15.688,1.84,11.482,9.43,13.533,0.15,11.13,8.83,2.256,7.02,18.878,34.263,53.183,15.343,1.51,0.031,12.222,91.136,178.104,4.167
+2026-05-21 09:50:34,common_kestrel_observed.csv,0.9677618137021219860417619236,1.109,2.456,4.059,0.094,0.079,6.64,10.72,0.011,7.41,18.236,0.169,0.499,0.032,3.04,10.89,12.05,8.057,16.444,13.532,19.355,10.918,10.28,11.555,0.221,10.46,9.38,1.492,7.59,14.117,7.643,3.089,12.197,1.361,0.348,12.2,121.322,237.427,5.218
+2026-05-21 09:50:34,common_kestrel_observed.csv,1.169541627594007043159818684,1.007,3.917,4.017,1.703,0.443,7.68,14.968,0.058,7.37,12.935,0.398,0.691,0.025,5.01,11.74,12.19,11.684,1.566,1.607,1.526,6.186,0.499,11.873,0.094,10.14,10.18,5.86,6.97,13.208,12.700,21.784,3.616,1.426,0.33,12.16,115.094,223.472,6.717
+2026-05-21 09:50:34,common_kestrel_observed.csv,36.35050357870763851919046477,1.223,3.029,2.639,2.392,0.376,7.66,13.346,0.075,6.65,26.399,0.337,0.087,0.007,4.17,10.72,11.52,5.627,19.092,18.651,19.532,8.692,5.848,11.535,0.236,10.96,8.82,7.619,7.25,8.912,21.526,31.12,11.933,1.601,0.004,12.039,68.711,123.569,13.853
+2026-05-21 09:50:35,common_kestrel_observed.csv,36.39263608887554722395660227,0.798,2.964,0.241,4.863,0.164,7.04,6.164,0.016,6.58,27.145,0.071,0.017,0.031,4.21,1.08,11.86,10.496,9.750,10.978,8.522,6.060,4.335,7.785,0.18,11.64,9.77,7.213,7.31,8.55,39.576,72.257,6.894,1.198,0.155,12.114,55.060,104.94,5.179
+2026-05-21 09:50:35,common_kestrel_observed.csv,1.043030326261628820786264349,0.868,2.691,3.492,4.9,0.59,7.51,14.274,0.086,6.86,26.611,0.381,0.729,0.035,3.72,11.19,12.23,10.235,14.465,12.293,16.637,11.947,11.3,12.594,0.127,10.7,8.73,1.188,7.56,10.164,10.269,5.146,15.392,1.183,0.096,12.268,110.273,212.271,8.275
+2026-05-21 09:50:35,common_kestrel_observed.csv,0.6787096595981633435592610429,1.23,0.592,2.567,4.286,0.554,6.79,12.265,0.088,7.61,26.236,0.263,0.316,0.045,4.3,11.15,11.66,4.659,10.880,5.214,16.545,1.435,2.088,0.782,0.08,9.95,9.6,1.683,6.94,20.768,43.474,72.309,14.639,1.37,0.203,12.127,51.208,87.352,15.064
+2026-05-21 09:50:35,common_kestrel_observed.csv,36.55291112903021692275636989,0.99,1.1,1.303,7.198,0.81,7.25,4.856,0.008,6.54,17.849,0.286,0.296,0.012,2.88,11.21,11.96,11.853,12.590,6.43,18.749,11.308,10.238,12.377,0.151,11.65,9.25,7.424,7.47,9.541,40.506,63.483,17.529,0.869,0.17,12.029,81.758,158.873,4.643
+2026-05-21 09:50:36,common_kestrel_observed.csv,1.446691419955720864204321498,1.138,2.476,0.652,6.792,0.163,6.71,14.936,0.052,7.53,23.347,0.219,0.658,0.021,5.46,1.09,12.18,3.638,7.850,1.529,14.171,13.136,14.000,12.271,0.14,10.63,9.96,1.454,6.81,20.315,31.133,42.472,19.794,1.644,0.301,12.147,105.840,206.555,5.126
+2026-05-21 09:50:36,common_kestrel_observed.csv,36.60330629254440663394388804,0.961,1.705,4.619,5.854,0.581,7.06,3.141,0.016,7.16,11.213,0.398,0.199,0.047,4.23,1.04,11.84,5.288,15.576,18.65,12.502,5.780,10.522,1.039,0.167,11.98,9.76,1.401,7.57,19.504,42.195,71.016,13.374,1.341,0.158,12.217,91.626,173.418,9.834
+2026-05-21 09:50:36,common_kestrel_observed.csv,1.121961361741557792043191783,0.984,3.179,5.221,4.289,0.268,6.58,10.545,0.011,6.74,11.323,0.18,0.723,0.023,3.27,11.66,11.85,6.438,9.106,16.11,2.103,5.454,8.826,2.081,0.022,11.38,9.66,3.59,7.25,12.392,18.332,30.347,6.318,1.664,0.162,12.137,116.182,221.376,10.988
+2026-05-21 09:50:37,common_kestrel_observed.csv,37.10116804748192328200591221,1.071,2.195,5.374,2.871,0.262,6.76,10.58,0.073,7.09,9.501,0.184,0.294,0.032,4.79,11.97,11.76,7.021,14.217,15.477,12.957,10.546,9.104,11.988,0.176,10.18,9.79,3.378,7.0,9.457,19.746,37.611,1.88,1.294,0.07,12.066,110.067,204.706,15.428
+2026-05-21 09:50:37,common_kestrel_observed.csv,1.801159083594049016036522634,0.644,1.986,5.716,5.728,0.36,6.83,12.895,0.065,6.74,23.835,0.269,0.351,0.03,5.47,11.69,12.06,11.886,11.579,11.556,11.602,4.930,5.856,4.004,0.249,9.96,8.77,3.786,6.6,6.216,28.562,52.422,4.702,1.5,0.06,12.19,58.462,106.353,10.571
+2026-05-21 09:50:37,common_kestrel_observed.csv,0.7736751111524786697852627571,0.807,2.869,5.805,2.818,0.717,7.34,3.337,0.08,6.75,21.813,0.39,0.453,0.044,4.72,11.41,11.81,2.115,13.730,14.954,12.505,7.262,2.412,12.113,0.218,10.47,8.4,5.78,6.87,10.597,28.290,45.145,11.436,1.263,0.054,12.23,98.889,190.659,7.119
+2026-05-21 09:50:38,common_kestrel_observed.csv,0.7066990269958490880812744898,1.235,0.769,1.518,1.673,0.088,7.46,11.028,0.057,7.4,21.246,0.329,0.261,0.008,2.8,1.09,11.85,6.119,5.956,2.494,9.417,6.790,10.556,3.025,0.214,9.65,8.07,6.195,6.75,21.398,47.692,78.705,16.679,1.317,0.304,12.264,65.057,125.445,4.669
+2026-05-21 09:50:38,common_kestrel_observed.csv,36.44605054103042653867972845,1.017,2.661,2.452,0.2,0.224,7.41,13.969,0.038,6.66,22.176,0.381,0.203,0.036,4.96,1.27,12.14,6.12,12.264,5.053,19.475,12.586,12.345,12.828,0.227,10.1,9.97,6.915,7.58,13.79,36.160,71.184,1.135,1.404,0.194,12.167,116.853,222.25,11.456
+2026-05-21 09:50:38,common_kestrel_observed.csv,1.378907893356728985476495796,0.828,1.121,4.821,7.276,0.168,7.61,7.33,0.086,7.44,24.677,0.287,0.667,0.021,2.55,11.59,12.01,11.695,15.215,15.738,14.692,0.431,0.474,0.388,0.07,10.66,9.23,3.04,6.69,17.778,22.310,28.748,15.873,0.821,0.24,12.077,109.878,209.52,10.235
+2026-05-21 09:50:39,common_kestrel_observed.csv,36.56492298860021123274610989,1.033,2.776,0.369,1.548,0.347,7.11,13.178,0.035,7.06,14.904,0.221,0.384,0.012,4.74,10.87,11.71,11.229,11.926,16.007,7.846,12.630,11.259,14.000,0.236,10.48,10.29,7.68,6.72,8.328,25.444,48.901,1.987,0.848,0.186,12.111,63.934,114.24,13.628
+2026-05-21 09:50:39,common_kestrel_observed.csv,0.6032546108608158551347605981,0.856,3.417,5.446,2.466,0.311,6.43,14.485,0.082,7.01,7.721,0.363,0.75,0.044,3.6,10.55,12.19,9.496,1.578,0.694,2.461,11.550,9.318,13.781,0.196,11.29,8.84,1.69,6.97,22.179,23.354,34.876,11.833,1.396,0.188,12.009,125.127,239.819,10.435
+2026-05-21 09:50:39,common_kestrel_observed.csv,0.7300018001629730609939114110,0.686,2.91,4.428,5.437,0.537,6.79,4.551,0.099,7.1,10.893,0.103,0.613,0.024,5.43,11.12,11.71,10.297,14.290,10.983,17.598,13.134,14.000,12.267,0.041,11.39,9.34,6.702,6.97,19.682,11.428,12.224,10.633,1.547,0.311,12.132,46.560,84.528,8.591
+2026-05-21 09:50:40,common_kestrel_observed.csv,0.6534546043843823490469801277,0.751,0.391,4.897,0.618,0.512,6.76,6.317,0.012,7.34,8.484,0.331,0.491,0.049,4.26,11.85,11.52,11.833,8.206,0.493,15.92,6.780,12.057,1.503,0.202,10.42,9.1,3.509,7.29,12.69,9.894,11.568,8.219,1.135,0.049,12.234,77.323,140.036,14.61
+2026-05-21 09:50:40,common_kestrel_observed.csv,36.65218754067659696352144755,0.875,1.332,2.123,0.144,0.794,7.55,8.64,0.092,7.38,27.344,0.408,0.71,0.045,2.7,10.7,11.88,4.11,8.258,11.649,4.866,9.800,10.669,8.930,0.064,10.63,9.52,6.243,6.73,14.967,14.118,24.108,4.128,1.343,0.055,12.117,53.440,96.198,10.683
+2026-05-21 09:50:40,common_kestrel_observed.csv,0.5296670940069232085405933745,1.188,3.888,1.713,2.496,0.243,7.4,12.099,0.046,6.83,23.038,0.326,0.478,0.04,4.08,11.6,12.21,6.574,8.825,15.351,2.299,7.544,6.131,8.958,0.17,10.86,9.83,5.705,7.06,10.872,10.140,8.404,11.875,1.588,0.283,12.092,47.960,88.426,7.495
diff --git a/modelling/data/abingdon-all/resident/common_kestrel_simulated.csv b/modelling/data/abingdon-all/resident/common_kestrel_simulated.csv
new file mode 100644
index 0000000..6700ac3
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_kestrel_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.964,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.885361,0.1,0,0.01,0.901400
+RungeKutta4,2,0.2,0.816517,0.1,0,0.01,0.815081
+RungeKutta4,3,0.3,0.756275,0.1,0,0.01,0.739547
+RungeKutta4,4,0.4,0.703599,0.1,0,0.01,0.673500
+RungeKutta4,5,0.5,0.657593,0.1,0,0.01,0.615816
+RungeKutta4,6,0.6,0.617490,0.1,0,0.01,0.565534
+RungeKutta4,7,0.7,0.582639,0.1,0,0.01,0.521836
+RungeKutta4,8,0.8,0.552497,0.1,0,0.01,0.484043
+RungeKutta4,9,0.9,0.526618,0.1,0,0.01,0.451595
+RungeKutta4,10,1.0,0.504647,0.1,0,0.01,0.424047
+RungeKutta4,11,1.1,0.486310,0.1,0,0.01,0.401055
+RungeKutta4,12,1.2,0.471408,0.1,0,0.01,0.382371
+RungeKutta4,13,1.3,0.459804,0.1,0,0.01,0.367821
+RungeKutta4,14,1.4,0.451412,0.1,0,0.01,0.357299
+RungeKutta4,15,1.5,0.446186,0.1,0,0.01,0.350747
+RungeKutta4,16,1.6,0.444100,0.1,0,0.01,0.348131
+RungeKutta4,17,1.7,0.446028,0.1,0,0.01,0.350548
+RungeKutta4,18,1.8,0.453140,0.1,0,0.01,0.359466
+RungeKutta4,19,1.9,0.464917,0.1,0,0.01,0.374232
+RungeKutta4,20,2.0,0.480791,0.1,0,0.01,0.394136
+RungeKutta4,21,2.1,0.500178,0.1,0,0.01,0.418444
+RungeKutta4,22,2.2,0.522444,0.1,0,0.01,0.446362
+RungeKutta4,23,2.3,0.546886,0.1,0,0.01,0.477008
+RungeKutta4,24,2.4,0.572725,0.1,0,0.01,0.509406
+RungeKutta4,25,2.5,0.599122,0.1,0,0.01,0.542503
+RungeKutta4,26,2.6,0.625186,0.1,0,0.01,0.575183
+RungeKutta4,27,2.7,0.650007,0.1,0,0.01,0.606305
+RungeKutta4,28,2.8,0.672696,0.1,0,0.01,0.634753
+RungeKutta4,29,2.9,0.692416,0.1,0,0.01,0.659478
+RungeKutta4,30,3.0,0.708431,0.1,0,0.01,0.679559
+RungeKutta4,31,3.1,0.720114,0.1,0,0.01,0.694207
+RungeKutta4,32,3.2,0.726988,0.1,0,0.01,0.702826
+RungeKutta4,33,3.3,0.728842,0.1,0,0.01,0.705151
+RungeKutta4,34,3.4,0.726957,0.1,0,0.01,0.702787
+RungeKutta4,35,3.5,0.722060,0.1,0,0.01,0.696647
+RungeKutta4,36,3.6,0.714104,0.1,0,0.01,0.686672
+RungeKutta4,37,3.7,0.703187,0.1,0,0.01,0.672983
+RungeKutta4,38,3.8,0.689534,0.1,0,0.01,0.655865
+RungeKutta4,39,3.9,0.673476,0.1,0,0.01,0.635731
+RungeKutta4,40,4.0,0.655421,0.1,0,0.01,0.613093
+RungeKutta4,41,4.1,0.635829,0.1,0,0.01,0.588528
+RungeKutta4,42,4.2,0.615178,0.1,0,0.01,0.562635
+RungeKutta4,43,4.3,0.593942,0.1,0,0.01,0.536008
+RungeKutta4,44,4.4,0.572567,0.1,0,0.01,0.509208
+RungeKutta4,45,4.5,0.551454,0.1,0,0.01,0.482735
+RungeKutta4,46,4.6,0.530945,0.1,0,0.01,0.457020
+RungeKutta4,47,4.7,0.511318,0.1,0,0.01,0.432411
+RungeKutta4,48,4.8,0.492783,0.1,0,0.01,0.409172
+RungeKutta4,49,4.9,0.475487,0.1,0,0.01,0.387485
+RungeKutta4,50,5.0,0.459515,0.1,0,0.01,0.367459
+RungeKutta4,51,5.1,0.444898,0.1,0,0.01,0.349132
+RungeKutta4,52,5.2,0.431623,0.1,0,0.01,0.332487
+RungeKutta4,53,5.3,0.419633,0.1,0,0.01,0.317454
+RungeKutta4,54,5.4,0.408832,0.1,0,0.01,0.303911
+RungeKutta4,55,5.5,0.399078,0.1,0,0.01,0.291681
+RungeKutta4,56,5.6,0.390167,0.1,0,0.01,0.280508
+RungeKutta4,57,5.7,0.381826,0.1,0,0.01,0.270050
+RungeKutta4,58,5.8,0.373765,0.1,0,0.01,0.259943
+RungeKutta4,59,5.9,0.365802,0.1,0,0.01,0.249958
+RungeKutta4,60,6.0,0.357580,0.1,0,0.01,0.239649
+RungeKutta4,61,6.1,0.347345,0.1,0,0.01,0.226816
+RungeKutta4,62,6.2,0.334533,0.1,0,0.01,0.210752
+RungeKutta4,63,6.3,0.322471,0.1,0,0.01,0.195628
+RungeKutta4,64,6.4,0.312767,0.1,0,0.01,0.183461
+RungeKutta4,65,6.5,0.305303,0.1,0,0.01,0.174103
+RungeKutta4,66,6.6,0.299630,0.1,0,0.01,0.166990
+RungeKutta4,67,6.7,0.295333,0.1,0,0.01,0.161602
+RungeKutta4,68,6.8,0.292082,0.1,0,0.01,0.157526
+RungeKutta4,69,6.9,0.289623,0.1,0,0.01,0.154442
+RungeKutta4,70,7.0,0.287764,0.1,0,0.01,0.152112
+RungeKutta4,71,7.1,0.286358,0.1,0,0.01,0.150349
+RungeKutta4,72,7.2,0.285295,0.1,0,0.01,0.149016
+RungeKutta4,73,7.3,0.284491,0.1,0,0.01,0.148008
+RungeKutta4,74,7.4,0.283883,0.1,0,0.01,0.147245
+RungeKutta4,75,7.5,0.283424,0.1,0,0.01,0.146670
+RungeKutta4,76,7.6,0.283077,0.1,0,0.01,0.146235
+RungeKutta4,77,7.7,0.282814,0.1,0,0.01,0.145905
+RungeKutta4,78,7.8,0.282615,0.1,0,0.01,0.145656
+RungeKutta4,79,7.9,0.282465,0.1,0,0.01,0.145467
+RungeKutta4,80,8.0,0.282352,0.1,0,0.01,0.145326
+RungeKutta4,81,8.1,0.282266,0.1,0,0.01,0.145218
+RungeKutta4,82,8.2,0.282200,0.1,0,0.01,0.145135
+RungeKutta4,83,8.3,0.282146,0.1,0,0.01,0.145067
+RungeKutta4,84,8.4,0.282094,0.1,0,0.01,0.145002
+RungeKutta4,85,8.5,0.282018,0.1,0,0.01,0.144907
+RungeKutta4,86,8.6,0.281863,0.1,0,0.01,0.144713
+RungeKutta4,87,8.7,0.281518,0.1,0,0.01,0.144280
+RungeKutta4,88,8.8,0.280779,0.1,0,0.01,0.143353
+RungeKutta4,89,8.9,0.279315,0.1,0,0.01,0.141518
+RungeKutta4,90,9.0,0.276637,0.1,0,0.01,0.138160
+RungeKutta4,91,9.1,0.272092,0.1,0,0.01,0.132461
+RungeKutta4,92,9.2,0.264936,0.1,0,0.01,0.123489
+RungeKutta4,93,9.3,0.254537,0.1,0,0.01,0.110450
+RungeKutta4,94,9.4,0.240739,0.1,0,0.01,0.0931499
+RungeKutta4,95,9.5,0.224225,0.1,0,0.01,0.0724441
+RungeKutta4,96,9.6,0.206651,0.1,0,0.01,0.0504092
+RungeKutta4,97,9.7,0.190344,0.1,0,0.01,0.0299629
+RungeKutta4,98,9.8,0.177658,0.1,0,0.01,0.0140567
+RungeKutta4,99,9.9,0.170126,0.1,0,0.01,0.00461286
+RungeKutta4,100,10.0,0.166868,0.1,0,0.01,0.000527865
+RungeKutta4,101,10.1,0.166447,0.1,0,0.01,0
+RungeKutta4,102,10.2,0.167284,0.1,0,0.01,0.00104946
+RungeKutta4,103,10.3,0.169160,0.1,0,0.01,0.00340165
+RungeKutta4,104,10.4,0.172184,0.1,0,0.01,0.00719325
+RungeKutta4,105,10.5,0.176656,0.1,0,0.01,0.0128004
+RungeKutta4,106,10.6,0.183530,0.1,0,0.01,0.0214193
+RungeKutta4,107,10.7,0.195102,0.1,0,0.01,0.0359286
+RungeKutta4,108,10.8,0.215198,0.1,0,0.01,0.0611257
+RungeKutta4,109,10.9,0.247448,0.1,0,0.01,0.101562
+RungeKutta4,110,11.0,0.291408,0.1,0,0.01,0.156680
+RungeKutta4,111,11.1,0.339490,0.1,0,0.01,0.216967
+RungeKutta4,112,11.2,0.381058,0.1,0,0.01,0.269087
+RungeKutta4,113,11.3,0.414192,0.1,0,0.01,0.310631
+RungeKutta4,114,11.4,0.439683,0.1,0,0.01,0.342593
+RungeKutta4,115,11.5,0.458300,0.1,0,0.01,0.365936
+RungeKutta4,116,11.6,0.470782,0.1,0,0.01,0.381586
+RungeKutta4,117,11.7,0.477835,0.1,0,0.01,0.390429
+RungeKutta4,118,11.8,0.480144,0.1,0,0.01,0.393324
+RungeKutta4,119,11.9,0.478368,0.1,0,0.01,0.391098
+RungeKutta4,120,12.0,0.472620,0.1,0,0.01,0.383890
+RungeKutta4,121,12.1,0.454972,0.1,0,0.01,0.361763
diff --git a/modelling/data/abingdon-all/resident/common_kestrel_simulated.png b/modelling/data/abingdon-all/resident/common_kestrel_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..c12541bb6d34792f605f5ba975592c285f8f44be
GIT binary patch
literal 33327
zcmb?@WmuJ4)GeWOiVD(*fV6ZYCEeWu0@7X59g@-#(%q8MNT+mnNP~3aU0aXmcs$>C
zpZnwfIFCG=&3f0nVvae-81n?lN{gT(;UYmnL7|F?3duu3!FWPJK`$b}flpY5W>>*K
zoOUl%?G!8x?HqM&44|ZR?X1i!?aYkzh#d@UY>h1~nCKXu(Q(ia8`;@e*>cj;oB#a{
zI!l|^^yI=LYG4#ZD^WFDC@6GY$bZne&vT5Spu7^rg!mPml6I5fo$ilab~GK&BV_U+
zq}>tNCw}_&tqrE!4#A6d(<_advwWuqYwD$rcgh@F{88oj6XXRg)39K?e0?M4%fGMl
z=;{R``j*y}yL`RjL794=Z1XkQ@^vG}I@iKM>695Oi7$o#0!eJk$PNtT2VabJ0r&{W
zPi=aG&`%)0EW@#bLWF#c29AL5$5(>+|G$4F^Bwo?`O5Or(on8_8R0lZaXUPbYihBS
zjm;tA1OcaAZUV~b&QwNKJ8yy>)~U|dzW2k0YD|<*pIS{b1i4s`NU@0t2nh7MIyh9_
zxqG*JXR2I^7TcO<1L|J2TOeLkb#--x$(Z=u`RV=wz4B7|7v3lp?KfFN+bd~0Mqf8K
zDVLU(h8tWQKkZh{=wBSJ<tWCoEw~=xbau&c-yDxHnvT<08{jK-^z?|o*(vK>{eHXu
z{Run!x#dE`_uH!;T|b|V_4S<Mv&phocxyZAk2dU<{IGA$FFJ`lXtcGp55qmK1;xe1
zXUD@xNlDknH7sL9h}=dgJ4yFo3HX+)uJ=8@E3j=Ek7RcTVv?>#$?(1_AK>iWV>9&;
zA$%kBHaNIli-2#iK!rYQ3jE=dC<>Wa@D3X8=S%P$yA>n)*XIXPbirY0izQ9B`PosG
zh$1nV6UN))MLoJDsA1^vU%w_=K1}Q<M}K}@Dw)iw)DiNCR3eTp1{xNwtI_RhN1HJD
z;&?=640)|ow{^7g`0UJa8~go?Ws{b2i8gK1_uIOWFfmOc%W`BsQ3bD&iISJkPaav;
z^e3{#y-smcZv1}h^69XLdY6vI1ef6xQ!Zu0?d5j38eD&I!>Rh4i?uj11_rskniaH>
zo^|o_%gfqmsZ{@c@I;k~Qr7PmUp({&k~p?5=NuQ@I$Z;B1!*Wk*MsRBBk(Ni<pwy`
z@h|r3_ILKKlWF|?{PGdc6gOr+mD_EPOEqLJ)gwR`LO+>)rr(8e;<!GL+({!NCibqE
zzDbiMbjc7c2UA+lyr;L<U^r8(2l_Lo5i7?^2-9lyf;*Q*y^67M-mJ&>o8j~q$cTuD
z?}F)Sb6ch#GRtJdl5=vZvkckqPAkp3>^Hm`S1Z-=;)K&{_~5)n85A6>u*PvVYirOM
zM!>S2mbagi;vP9VI+|cOH*Ni#LXeNoGyj1vFFU!(JCywVd_`K)p0_rsJKwL@pOaBg
z<QNj*JC0;aeY9HoobYipESbw@HPA*<z1pH^piVFVt!J~X(bVTc<)xbvi^PiR;Qf9}
zVJz~~;DDt7B6n3={Lx{k4XgEJNAVo#<k5@8OD*g62UHd%yl>yW9etzIFgPfyq@jG3
zgc53+BH}h$8RXx??s4mSasjrpsG1ymA+4&IM798x0-Z&^(yOT9WL(2${>}PL{{^hk
z=j*ek??pRZI{gVOTWg5xq1pPA;~x!rw@}N^SHhpKesI~7n}8vK9V{#?l+;o%dWeac
zmJLtnw1`v3uuS&SY3c5JMuWE%rW4XIu&`^_M_=M9Dwr$xuw=N?di=KS58APNms$h1
zi`4vgTP)P8%qSh_?Bh5c%&kHfXU*p8)y9lg*sUT{T=qCP)V|fVBHud=auL#6M=wHg
zyE;`e=-6M|DkxE2S4iBQsqQt1(;{bJU@&n>A|3DT@8?M)z&rJ|ZIO6X(eAdPAGUx|
ziaGjtqEWhSy2jBSj->J#;c1OAZZr4`DMIHBk`waK#OsZrjJ55OrdSEOPnlmkg30AZ
zpQLxw(9_Fs5E`+zgqD+(@>=xNsG$>btFn}Z;By>WZX4+9=Nc-{&h9r}S)B0QT&$<8
z#cEi{b>?4vbN~AOwPF$>;k=X8qOQZ7{lr+?)(u!urQRhd92Rc-mCw>}X2`VjZf9C2
z-&zE*7roG5LzU@U-Er8Tr?sp<@V9w<dwnExaBv`pmW~<cZv)N#)<46~@C|#@q>8I+
zJ&oE&A#%xhVt6!s_H0Bv^+i=H=~UAfFZ^h<>s2`@tfrSTaVI*B;LH~q8!qc?*2F7c
za$_7c`_ZO8x{q#?gr4L*y@=bK)?zPGPBrd_Wz4=Pm6gW0JlzT{Jd&<!3#aOD4~L37
zy6CP_q@IOe!s~X4UyjduC)uKA$zM1Iy$QblY0HJri2pV`{5{SVFCuoUMTYH_+RyJ=
zdNGSzk2gnRECz8W?n%Ah(EJ8ApPB+iT6fM?@KYHPyHn|_(SeMINb1ke7k#$czn)CI
zRH@Rw@<W(_>+~B5RySVZTvErYdJVNsK#v@!?VLCL9bAB{)6h7?NrhL<H&9JwOkcPa
zIK-_!n)t+#whifiujvRtBamO~xIE|K!%o`%w$wTnoR&sl_8mlB#V}J<)k*8!Nho@H
zr$>H`{;lKjD@5q*VKpkva8^YKUe=h)%Jm?2*N{$s9Y{9ivfGHDrKRmZ9aDKZrCwpA
zdvtW9a0Ivh!KJv!<!rAiGBPs3KuJlds>KI><{lQ7Y3#|))CjB1YS#+kSy?BcLMMxA
zokLMV)6oD|xZ3`-X^B#ASz`-r^{ifSXlSK@fdN7J9vIsk85z0!!Gi~R7Z*qC1?F6i
zduG(Mv_)$B;CD*BY-W?P<tS_BAUI^$x7K!Yb;iAPS0h-d+iz4j3dW{aK1y-F++^79
zf6ugT*<0tZYr?f%Sbkgeh2n$L=ZE+2>(5k~&oJ~7fzzEB7Z+!~Ki^<-d$!=Aa#auB
z<hBZ3lOA?wy93YidWO^Ay;7~#E^m4r0Ln4j%;rpWNfEf!h8MP9cpUpa!6wP<+D<pP
zRI9^Z8Fi6|sdOM>kw3lSwpkVJ|Jc_jnOI$Y#!w|sv|oQTuu%NG1}x>+A&cqwByKCX
zQ|670jaA89j^i{EGBVYEzP^(K+(&&)o6N4~-(DRPF&jnnx3;!AT<um*&=ln6mbSOI
zj}<&{kE;BFjjO}qZn?I$#?o8z=_{@h-HIcU)-#XWi}e{QYHHJQmz7Yq(bN5gGwpsx
z{OUdX4oeDh@(zb7gE*Eg$Dxk~67~fCXapwIG&JBHT~2r8PA^9lWC+UfCtznD^;#3i
z#?m)kAJ%l5bqS-mcoRx-@HV?|*U>|6)~*YH#ZFqhGBh(7atmY=IN2!wga^zA=?>`q
ztira~Cit?X0c>BduU)%)dgQT&A1~4pNU;c)=+^VB^yBp62ES8=W_eYar;!-I<}^wd
zg3BWA#@geBxW*?%Xo73%gIhh#U?hBWTC7#qCWpfkIEds5kTJglh9$MKHzeUsVX$F8
zmX}-VPHs$51G*;Hv8Gmq(K~hY%ha!^45s$RlA)Tr)40s*E4UeXk0vUMtDsouD@`M0
zTYXh|MY4PNc5zJnWw{KVz3M<w@=;-<E2m>msjZxWs_cYXf~SCS&QL%$X&QQBih+k$
zU{X3XYr0e7P-JF)BPWP}*Ks)A-<O+K^o3O}>MmY>15fkCcvy0q&FF_mO`V@?*Yn?8
z$I4<^JhPZ(S8@sZ7BJmRXlfd`fMzm@d*#y705j2I6j|I0a;6M{`&RUM=AF4qf>Ox`
z8qWq!z!8?KT*w(V&Y<jkPUyd@!zBQf=ovKQJ((Uxz(oa*Bqd@+jzO*OnN7xBIA}I3
zi{uN=*BEyQVSAw9=i5PU@2^jo3r@hPYFWwX#z4=h?Pm)VEI>^#8NBxS$|Q*zlfi1F
zU9kUEi%q)!1J0*4l-Do=&niOSzBN&NzYTk(+T`9~Ga6ov-e&%|1KC<i3YtfE$TvLf
zp4DTMPL4-qDwQpQ<;AejBDrbt{4NpE(NAu!&Q$u-{bBvS7!mrHPvdNLShhUM->o1*
zpCn0&tUWchyXWcS<;0kA(ZtKejE`S$H>RbXV*a7;w0RQVT_e>(ZE3RQ4ND`N=Zf;#
z3+SdtliIKN@SpU&B{!TT)|1<wW~eAJWrOSJ6$1BF$?_6}J25Sd`fFl3oB?BVk#ixP
z=TaQ*ugp5%zo8B?6@-tdp>=9ybB4}PhHV+n?dB`QAlwk9fNgu2mR-af0#CnewCI~U
zL1ZEZV4UCqz0ZB7z-o>MAvTL7p7VYuauY*BMdEJkjGitl9ig2@-Zrfltv-dkxHelR
zK5nUSm<NU@&;c`q#Pdi4L?$5^5&;3Ugm!_5g)>ualCsE7;I8FQN{zxjE=FUBp@2zN
zLV?e72tZ?x(P{NZrD_jvFz!Oz*7*7UsJj^qldn8#&<4*cC$tp?UhN9)m6A+i>CtU-
zDes=oV83*gv)_8QM`lFQ+>2OjziaBqy)`cIq3;0ivsLjsS}zPf_y{9ti?_nsT(ez6
zORYv<KhIdt%}1Shv3W2z=n0tPBnfce!L@;!sW8s4=(EB%oltCsE(#qI#F4TJr4)Hp
zww}m6fX$;Q$K*3j?3p0N+@6Ld<<_qkN{M{x<(9HhUq+bFKX~7<UcK2r%*RlPeZuK{
ze2+t;y3=SE_rc^_=$=4nN^DIlFZRRQW|9}EL+dFX#U`}6i7Hz5V~A(Q?9Lm$K4GYE
z8;ejgA|jbs_IJDp(wQW+u9%&BGFa;@`jgZatMAH=Pxp@*J@kh=y(W0Hc>RtDi=|`3
z6^4uXGnY<^6}cSKM10&sO;X7&tROU|bJQh+!)}Tcvti3K{qUDWgQz%7mI64iq7~3Q
zkL0KWKV&(bXPhGS4)$WApIs)jZFQ)Qxn~GV;g}fXe%{au#PyjTl^O_vXC4+H9_Y_C
zFwMoMfYl@1Hl62ITMTS|<9Xz#UEk4)cpz-0{;oKKE-)^CS2K;~ghOKzemJrDQvvdL
zr#sYf3oIJ?{L0uevmL&XW_1-j&l9=ZOFji|y}PJ`#{nOit2#FhjB-PScZ1(m;IkAU
zuoy{(qAb%5U8^}NqO+R?1`A4I4OG)P@p~zR;EEXeGSlR~&z~C&CEOBy;e%_JAvR^U
zxVYqcFq7}5H6%g6`tqfWiwjf$K0TJzq-<gcVI5RMa2nB0d2zDte2oXO|8S`>EW5WA
zo#}!^*lW_0p-F(>$4^B1op#CH^~_bl^1z5$V>*S|Jx0hBP9i2Wt3h1h51PKi{cSON
zF|Ed8j<ZrLj!rAOJP@9C{`w%b-3Mw@02fBeVnWk4v`5K5;NEa^Un1LnysKN~NG-7}
zUd!H7_%QeYWP<y$y~;1qDzLmhrei^yL}O^c<vbve3WHx>S#-sz)E0f`9fk{!P8jWR
zv;C4vDHwXVT8EIOz;vQmX#kcmBA2I?H84tG9WR5%DqXe}y7SQho4nhibLuNJ;e5Vw
zoN+-kW@a^km+X(NJZ16VDej}Y?hu7xCShlKwK#UzH=hn7Gbjf>5(-6NZofS!?SMs_
zUcS`h$=Ix*%M}xt#l}}0Wn9AjER9iOpU<q=G2P$nZ*jsgapL7_Ge~sxqTa-OaWU;7
zZl%%&4HWI5?<dE7ZTn=|x_|@`&uyRCSay|FDIpP*dg2xiWAS-z5wB_SOeF7CSdC_T
zhGHzU8=+)F>ARzm=~0L~L~pos71((z1mEkFBXIB+@tTau+J;HLKw#m|VVb1c<Im0W
zVKPFY42VnWm=<+o@eJj-J!rP?yzyf2%!DhiBf+xyh(k%GT&#Ify&u7t4sv)C0cRx7
zXzW)VA#%nfuCA_TMe3CwwVamxsO&>pK;3JM_e{r=mYaL_AqIwygt)kT-UE{yq&)gH
z5o_x*ajkog9_7h%L69{oEiVxcPG4Vta<6uqP6L#>N*uC;nR)Md-JJV5g>mC+jh}2u
z@XO1}rpgbb_MPtuQR;r<8E^GfBuq<7qjKx5v0gFjjia};;)+H$R!Bu2_9HGDfJNs{
z9S*?3=XR3Kif=ia^w^CizPPxcx)A}XrlLvs*Z#x;W^VfWZ=V@1mz{aOUmuCP6b9UX
zOe!2w3f?5&FgZH<eoXNlgBI%$MO+RJj;gX(o%wF?@bCr4WUAQfnp|`Kx?ITEbQN<B
zGv-x+fe4ki_7hsKdj|%1zt$%vz-6Z~j!VmVuROj%-^nR+J?dxMs(qAaYXZ9)L1ow#
zL1NNWN}t5VoR|36@MLRDoG8grM<;c6r~HdDr2y^`9@7B!W}JzSt?$jm7}7*JE9#V^
zV5i_T_9W~81t;gULnnb_uBjHDCh4TL7Or@}@Z_;*sqtiCQ&STa+xg{oiTUd!Yky7^
z$)|YkBO28fN(=kbmAwvN76n)6Ri@*G?}xD|3vgeNqHda6rLVBr&1+Pd<%uP~2=s!#
zz3L?Ze9^L~EVZvX(P&4iSb1402VP}jZl#%7KM4s`|5R6`r=iX`)IHb^sCxo|SnpX(
zW8YpCa+!1l@i9G4@W33`$=o4X6(Z)vP(vN`m0S-W^=I(}L*987LUcHsc8X>lenOT@
z?u+rd1s5<;)-W4Sd@w}@`QbK&0beBvLIQ-q(qs7h2SEQo2rE?-a&O)Q+UGnxT4dw;
z^pud#;t?5-*VfkyqUCVJIxq*J@5>FO6ohz*K}LWX9v*%|M<<OBO~8k#bo3fwm+F=7
z7Mj2M_C!g_RC_7PXrlTyl6j)@wy3uDhx~ZPYb+5ycnqyH9`0xytJ@7IPIyIA1=Dr@
zhP=w+!K%FK0Vn(u8GL9iFARmi@bH|&Q4I;BnNf|`Mhlk!@8UoEqvGXqpN!v|W<42y
zG+oX68}k-K`Q*tH**9B7WEJLHMNAczZmF=Ml4<Gb-aQJIv}xuFmdR;u+ki#VL%KTM
z&G=*JpG2P1<g@v}cK*-prKQih`}++nI4R_`wdr_yc?UR?*3#w&eAKzHx1<{EpL{`d
zM>K^BqRh<9{O>b!a|8eL%$AlG#ShM=h>*oV+0`HdE3RO)(8v>$Gp{Z%lReKVcr^~s
z>DhLFyhuZ2Ew4KE$8rodo_L`VLpa62cF60H@bZ56W9Yw$#`w?k4K8{A<Lc0@L(!>M
zhzf_|lF@2Z-A6}92S-Xdqx$CP%k%b`84c%?t+heMNQIo&Up_<+1<6{P6j6g!lw!7q
z0%h13x^qu7B}L`jJ5mw-zIX<ky-(|$g=TH;JF}mnY&bEuq>AkQs-zmkM!r47e$^I;
zX~L;y(RAbR>2%t(y|;He(*!k$<Np2ovd+J4j@2jJ=In2`SNpvn%U=bBAyeJc%y)O-
z;N+<(1pYb>Y(trF-}I*%-RiiH2L(Sm9q2vyK7k`HAu*;O5f``Kd@u4+R9rm$nY6F7
zf~gi{i}m>7OFw>;XStG2U>4(a*qPkeC71b7Sd}MXWAhR4onk4xZu-5kwDOvoG$bS>
z!&T-QY9Q-X&yh-Gl~+<CGd4ChAtaCnf0&lvUPjwfX4sE=qNS;sWD+SYC8c!4<9r;!
z<8t~mU}Rz8Wv#<5Re^Gm{6g9Ya%>to7KCRz-JQwN!*g?U8?#m}R84CP4hoWkwOOf2
zwOt>GeD{td0G&u#+G?TEZLF3xQ3}-0B$$|(AI)c2D=i=-l{1K*_he*bHW!+jI4zAH
zJ$ghbCnvWx%de-GPDOo+3WtXOv_PdK_VCcAQYQKhD1TX21Rp+l(Cq~aKkC}#exnaE
zS9y8)$GW<@RBtxGbs2R8eBBlfG&Hmcp>s}VX6~-F_GBExY{WaeQBfYxbJ@0QKFj)x
zm9OE9kDOPo(-=198|tR%*w|Ezk)^DQiCI~d%`Mx|m((+JawMds!_Lpoa~Wx0Hfp+I
z6A;h>gxE4@9pqwSQutV2K6cXnsaW%q{M6lJ3lIX$=4zFSkX@R2)7Us!P;s8|X&t?N
zi&RN?YQ8a-CJ1k@4N?QeBUQ)U=}LKJWpcnQZ(XNS8ch@@4?i@3tNB{<P}TpVz{)gh
z@F5@UV4b6-0eWDy-#j~A7%YSW+)1zM-<xmHI6OKUJNf(x&$${9*Hh$;Y{wn@Fs$2v
zX0Gz1^Y33i)7_ZMlEAkAP}*MW+zO}5<Ue22p{Ay0!e}-=Soh}WtBLmw4r}ms=(fUy
zVH#Uc8Tbe{(GSjlev+QKwU^}B{~;KK&~v-g<NGacqWK1)m#L@CH$rQZGlXklD|GH5
z9+;UG#}1daygAZuD9?_0=OG_(e0C8U*~bh$APspPLwZo!B4H)>t@-+N#?s(;W9Y;^
z93B-PliL@Sm`WP4*Zt;1g=0O*7FP*25IG1Q-W{jyU{N<bfXNzdbmon$={mR))nTh^
zYkAnDB9~+qTCfOmDEl*u{cH=-3m)IK8ZWn~*Q_VtO(>pW9yKRYrOk8x9aQ3Mq2%tG
zFq^|L)2D4c>Sr^09REz$J74c+BO_eV79-)r#OEt%#;5Qay3o*xC!;fSsei>vpWYJ~
z;X1Zu^k-fNE1d;juqdPzj{=F7WSRHEF>^$6t1W)TsFt;ST|g$}>z(5+`=Il(@12G}
zzpY7tK!iXbo&(Gf<zys2vhxvxN8C~B{HVGLB&drVCN0L*XktApgEQ;MnXmnO!jLHV
zO<6FvI_%f@AO<qrC8cCYo3G{n6)QWS7~ux*N7y$yz*q`2*n5EhWbc2viw`LW+8?#f
zVr-ei{XzmAtY^Q)P*&F1KVqmJQXjNv!;c^a#wbF!1CbpP-2V95KcQA&qFC$CP@5g`
z;e+%ak(<FUDG8rSrlHdJ=k$IK4erptKx0wX3Lhy90zq_l0=!A5Ke}Gnln3ij=CW0e
zKLAiiF6ATD3{jX!9{PZl@Y~oh`p=lY{{HfRf}bt`x<5e&@(!vfkR|4H+>`vzbOE98
zpP}_%zgGBj=$78z;D4=7fcJ{56=aUqB<%O`hhk%>RT8xBNc=)}He+1C6=lmRDZTj5
zGau5b|7$sZ;I>-1;h$4in5?y@{sS+6TNS{O{AUG7C@2E{HBAWogBY9s2mHr-2L!<X
zYiP8)ooS1Z1H3F?^^`rG76f|6I)qs7Uq~~|Jb6d*e@-v@$Yp*zOaI1R#g^=H!+y@a
zOCXwsCOOW(F>(D2bcjcQ=(|4brI)6rH^v<r8j2qH6NIw>G&36XL<@6;SV4iGi}d&h
zc(2UX_=?raJC+Q{q+SD9i~jP@pC$NL*WiG3TUO!Ko3$8~u=gI9n>lNMAdMn&Kj(Ko
z+uQZL_ao`6VFOeAKm|D4$dnY1S$4nSVR@FZJqxKM39wR6IetsGjMkwVzkNmqwE{6v
z1r2<*B|mVhkxL~USFd$<ci+2z|B2h>v0OhAU@7n2yZ6|9rYh!Sd!oR88gLLveL&%0
zSpd@9RN1QlPV%aD_8{RSTY#-jZ{CQRnB*ty4`l=ZJyL`t>Gt+^xYBeY;XYj8o3@Wy
zbq;wK7IU@TK!98AdPlmvy<HGiuGfxqq9rLAatD+QE8YXiToS^<{`kDEs`U*GS(Xcp
zCR&O8*?Od;j~_$GUXwZLWX`;ki2k{e5rxaM{gQz?kS9DQB_*Sx%Fh;qsBSS2uHazd
z(W1u+R3zTK`7}+@Q*S&%exd~~QC4oQC{Pkozh0eeQ{b^#L`O#6LqtZ7IzM-sD%JJ5
zq$45WFM1tK^f$mx)Y@;4I!>bP%+;yfyl`p;(~Ft+^74v|j?V1S-v~Vl=tu=@xk=sZ
ztY#K1bNeUn$w}2pp3}Qlw8JAKW6wlD%9$?-s;-hC1_9SikX4u-5A^j#@9db_yIB`g
zs}w6bKsOv5mf3GBSJLf3U-`}l8WVtuu=eYQSiniCrJ&`ks`dXnz?vFugeF)|!hWVr
zWeW>l@dQaIbzQD`d7b0FGQAQ=9=2vt8#F3Svdpj+@SIm1p%YI4?LQ-c-D-Gn_3U_W
zI4hV_W>Qb9LD#4Bk)WmKN?{=l%Oh6Pjk)?awk$2~D2eSS9VdCF<%4)@li;J!egRlP
z%N^{5r8Nv^LF86LYxHLO$tDkv(0*3Ca8Kz;_<hVAhwx_0J7>*U099u?DwlYcNB1zD
z;BcIY_6fneyDalOuJ1kz>^R5lDDU|glzQ+txQ42KhX~i!D;;^{i@L4;$%?4NbWaHJ
z&vh|6eFAt02iiDfE!X*rl95k9;vE?mm!lnmzZqww0DIn!{j#g5dY<Z~`^B1d@^jB=
zM9Ci^M!9Xx8Jf-S%k%G=9bp6ow_*4k!#m3n!k%BHmbw3q(+TXJMzA7<UYM4i=Z{@k
zm$@Js6e!_2vZt_*=o`<|P2`2R(a9AP?@hGVH2OMk!~H4;GzXxC7D-`bL+{hAbcU;>
zP)H}`e#PW7WB1XyJl>>IJuj}?llQvmumdDxf&<!W8?kCEJNmE8JBXaY6X>Bz4Jvp)
z@Ym42#rv-G(+6d28wO%Y@F&^hKhRYu3YSk0HKN#4){@{~1(9$u6@XBme=zEA8-pHF
zm%PlMNQ@#P^yf#fT*d#V5&Q#ooy5*)yqVy%$UD7P=jP|>;{4?`el6JeJ8p_|GN4Ll
zmx8PIAK-Zw5%2u7eEd~0=_qiW{D8z?)n9f*L<HY|5CsICKM@NO%Jmq2R9z$4sQ(J}
z5HJLi$$#*?)N+CMk2(FdE<eC7TNWg(K)(5kKkNOgVk#ni1CV^92dGPZblzFNa-BqG
zR90v#g{L$$nSTP0fR)v=|ICKdZsWf%1p?xq`1adN&DFB}IShX5QRb$cCC}emo$|Tu
zzPy6MpDzkI;AJ>q-hwUf1ps?==gysYTPx&WRT#)StpNg3gIK`&Uj!t1{ygPB2y1qm
z^;<soGgAZBg7(hN&LkfVj9<sr{z*84r;rM8PMAAj(%k)ZOf!v35#u4*&JSlz_F%pe
z^&i_1L<y`Be=dfk*QdJN>Yp^i?{%{k2fWo#`U^&r(Wk~!AG4gCoVp6t%B5@iz3(Dt
z%B1ivudh=8<4goP?|CyN0MZ-~n12V-pGENB_^Tokj?W<v!Cp0>W6lC2hRt?Sbq^5B
zmcM<B%#MnU6~0J9_~%`mf`b|K+7MV+Vu5Q#3_#Huh%t&sK=X@zetRyc?S5hKh}X3S
zRzh6bk5nW~mhX@97ot6);IZz+8(3YJ){}thS1ERP8f(&}W^ieZY%KNDhu`A>izh`d
zP+rM6IWOZ4;sX>^G&ME%Yy2QS7_lhw8}o~^;0bZv4($grH3q#8E8Rpz1M_t?e=C8N
zMs^_f83;y$l3i3*Ho|UaQf|CZEu%3wI2enbo?h&?LOA#1#nqJrNQMo@@|Cu@+PL+m
zKsi6^T5U0>4~pEa-G_5~)=3Yjm2>y?^z?ucNR?nB_oT0@E21?3Js6mcj(2BNicHI=
zGG7EgyoZTN0@g=i+hJ=|tjKX=kmTU_IQsVH3R1i)Dl3cY>t_nRc#&rd9~2anUpUEz
z!)}$@QyZQZSNgLS-l_vYDIq8K4xinMum5a&LWb31_9+<|*}aDk$$?kkqi!qQiI#wX
zH|O}_TJIS5v9y?&+{{XSX^H*zc;0>~!DO9d$z||2Pp~;u4Y07VWR#S7hEJe=;I*(B
zMinqmC`}6}BvA*3hAPdxdI>f07*J(4Ha4Re_D`eacqbK%jB?F@r$BfgB+}gj1IiQF
z>$SjMV1PYX2Qu1^|AlKHahve$%nafk6tL4zGB?*Em_DVZj{5e^%HDnOKExnm9Lxx-
zX{(7$BdC^UZJua8U;n26;&^XPW9mO}jZoeU_3fN?34rxGbd)ONV<g}CbFF5>1KEzM
z!S+(MYhILwI=jvE0jw%j70XFtvyMT$33h5~2`T@6T<4YgXa6^(zKi)^q;7Vop{o~3
zn&yFN!kmSbu?uhBhq+q)9jU!uEwZ(`2suUlDuoR?VLD)sfW;<eC_{v;2F(|j%b`#*
z{#lyg6iEJ*G>I)9o^W{9w7g>UjPgO|*er-)JoxC2#*QVA&AoGAMLyu=%!O{UtC`Do
z0)dZ^yE~^Wo=zETCb=lj&|9`_Z=p;mwoF+kW8d$W+Wbs#kt~Q{*^LH?-?LfHGxWM&
z?Xp!~>rXjHprtYqIR4+@dvKJ?urEI0#1gPs57^F{VbODO-U01a!Ehjn64(X4ixF{=
zmMDhZkC{3!6BQ&L@cR8Oq7lOoVS2tr3?X{1?e>A)Iz6F;U<VmP^<qTkd7k=nI}AR~
zcu)c4bW`e7;p@<*GCkvj#aQQSNQSR;pc_qe#*)&50vUL|a|x@ETZXF+UdH-vUZl-4
z8Mw;uirz*@@E6d;j4Oa<PNap;w}rXa>CH^s_U0EBNhQD$G;?N_k_IX~vnj#cD#H6!
z4yVGZ%E&DCP{m1w=Aw#1N&XAWb!e~MxU(wK#T{N-i?WOO3=swXU9$rm<MgZ)4MED=
zL=eD7_U|Sc@cE}8+JG8QSCA~d><uFh>%=*WVTa$^<<70NO`9M6`G*@gZWVA5pMIDm
z(;4ibwymMmU^kr7)6<iz?h7;|qyNf=z(|h|a$(~?XgvP(V$DzsO9JEJL&JY##2|Fx
z3sukX3M6#dlqt-%GH~tYT11FPXYl`Fj7!myUrnJ%LRP9F4OTTEGhX&2j?|kyHZ$`H
zJdu~IrR^`S0~RcmU09I=6l5rU0|Sn81YhSw*xx2ZvT20%Z5#y+ab462%Np#@Pi8wR
z8&HmDi0}AKL~9}ssiva(NtW>aaww#}y#H+@Qa;;%J3Nk%mPFXK0@cU<xeuTxVE)+;
zrzCd1Y;S9Pkl5QT&Lf_%qW{Bi7Y1bFfZs8L0uAjsT-v-L-!BS;)AJ-kaRiHfVQQk4
zk=b&7cIUAw(l2lo8v)yluBEQb<#`o;U&4Xk7%Pjc(}&F*!X^D++d)kZ_JCw`L1elT
zK|W<-zt=pyV$}&kX%qhgLXa=vrM}jzxvaBTct<WS0a?xEgh6OCPeN<mt^HbNPR}r6
z28JP$E3(lUv)>jU+PMm?#2BV(%50#XJeHU(PHKBpL+1A{)VBG*t<DM1$BxY#AZ}~a
zH#C%&|KrKc3!M_21pV+`VZ@L;WeAbevoj5z%bPs}P@bF?>tL4<{@EqMfDa;E-i0!+
z>Ju8&8k{TV&ct%7sefCr&|K)*n&&F{`IDG!AEM*pX6!wDo$HW(+X;M5Vff&t@SN2+
z<*wpFfpx71$b-N^`v)I`wrKtB^f0=ZHk=ifiKIdcAX3>r8sdoq=5O!!4l!*CYqAme
z^`-_~0JFyO+iAmUCRu{4WI7&LUNzVn4j!2v>VhO|DH?uIaQ6Q@dF1q@ASPiH6}WDI
zT+AxMKFjpJOgcZm9mN&NU%50OiO?2<?i?QL;HSc}JAF$fb&$xd-u#C`TNGP`)tAwM
z5I`GH1kF)6nEG?PVF-Hk;6PedyJ2qaivRxQQ7DVvuDIoo;vz4xBud?Hoc~+_9nwJ5
zqqv78?(%8|QT_0$$VTWOIobV4B+#IR`s?`CWWur=^xPK{6~*xI@OT6OyHK@kxn{cw
zm|%zV6eti85F$Xa*?V)gKo5Z0fjT@OKtzh^+cY>;r^MX#waWhrBSy<m1Mv)k9pOau
z;XJ4Dh1w13&Zj$+Aeo5k>+5r#_zncV)wBRY`EARok1rth!OC#p1)VHj+ae%JyDb*y
zF`Kwif55&4YOlYK4XC|bH?!jOXKSn(9d=YVK`|?t$SMUfW;UG77dYOKNyK(-=A_U~
zXuA~Uvv313b1lKNm_xT{seAZ&+IwIilnI+OW3Ahpd22RV+VcA?41z<`QB!+gs9q@!
z$av-QK0rV8(`(gM%$viZ6Bbr6;5Pz#17gEo^G2pCy$U35)c#=ev`JCEJb0(p60%ts
zua{}*gp`$IAt{iZ-7!NiLrP?%{61^$MXLiuhRlBtoM90FQEzIbni2Gh2)YvD;v7GN
z)Xa&J;u!~vi1H2x4Pw8K^ww-wS%vvbY$W^Nnhj)r3aY@e3vq8B0`qe|8Y!2<P6V*>
zs(f%-MtpNTB(gncc(~flXgr+RL@OgL9h;g;yg8B+{+5D<jxIJL0>j>iKi^Bakt~wt
zaWLzC6l=_;NuqXxbKWapw97RIqdf(JsN4b|g@S<BE;Bnj|ALUmx$6UuOLS`x8Xb6l
zrOLQegWgz^M<&ns|4JQ!VG#4+<V2~H!Gz=0U#TOu-QKJkBO~J~a4;_K?$Sc6uG^nU
zEQZqkgoK2;K+!c?yFue~f=0lZX`=FO1aTd;lZ%m29stbfC!e-9AtmJ<JieE02C;E*
z1#anmiLB=NkHX9UAa@j#tv`SM{DhacF*^@V>SS_#Z>|pHivB*~5b5OK%#P&74`v4e
z73fg%28_oY7lN+_fjz!b%fg~~_+i4bCcl|k;WXhDOwGg1&CSTDDAK=~oj1^ksHic(
zpF6P;8bA6EvlE@4PnG2eSVDcE)thKd!k!{F481pM_JrO_Sb1@GTX(^K9@Hzc>jwJM
zowX1%1<MM8UFQYA!eFr$R~Bs#idDZgZ7GU@Ux%=B2&?&Y?g}2D`ylzE|DZQSK6%x4
z)=XzILsQlJ<%>#kq1B%MJkaFjtBiNBopZ9XDF03F2s^?5D__K+e-n?A$Z~8kU;il~
z1Y2m5rnnlDNpt4^K|3h|%#GEDn#Muzv%u^H(o~W?FN#_bKFirAr*QU4mpjbNKg5$W
zsq0gxa0JUk9vElA)|I)x6qHZ0e0Xg>)@~<bDvZv@8wqP{^G+Ggxvpn(jvg}*&EIC)
zIHwy(nlH<DAe{j-7IjiVLGZ$_OrWeu4i=lyGf3QJx+4;wi^f*<`{>^`1$<bZQpfv|
zRgP+~{S~+epxqI*L!?*ZjIdw>r|;Bf0qaYN;iG!}K6G5>+<EhF!m1P9f<-7sUDYpk
z@7yWkVexM~=x=Kk)OS=)dwcgsCy2F(W)JioQRpL}_Vj}IlbbKI4?O)!sG-^|IzT~X
z)cx$6a3TWaScM$v7(fgOu)Med-_75|?nM<D)b_o5DVno^al-KieWWD`DVLDqpFAsF
z3}sPCMJsDLh8%E2dbWeCysrn662eFVk8-tE&bmm$b0?{;U(9gnl`dZMoQx`<Q4$Te
zWa9U!5bz7zh1+*A6hbAr0G0N)gb<X-7_)9?b0#LaBO>M)$Kg)~<CFNCd=W03)bgL~
zcU$)y*xmIi`&ZB`Mw}dbG+4z+a-4mvN%^$sSsl9tvhxctEa`7(8rkN5S5#BTQ*laY
ze8+%RM?rUw?%xTBjDc#++z!I9Vu-8g@4Q^5@gOw!U3d%ven<=ypxK0aEO(UtBDjqT
z#Rw0Caw)FI1`m`Bu{&w`$?X95^tZy|U=8&y&v~*`*93<grPmO}FP(Z<<Bo(-YIt<C
zN_WSxW_j>REO86l?;2ShyC=AC^3p_+tX}}Wgfg&0O7={=j>S>bRe~MIibwH?X^H*}
zaF2fz<k%QE;4l#58Q#LfZFH!5;c#F2<5@(+(rWYoG<(TZT1R&*lWPH|U6#n>1tE^~
z4x}N5blKK2-OsXS5bGR33;tTW&BuT|__#5S`Gn)7RFQ-Ng@f|hXJl)_UnwRQ76Bjg
z5s(NcY(TS2KGYESx;*If;1!dRQF(O<B9IEC9{GN?@LdSIwh}3d?<GBlykfDxKPd(1
zyWo2I9t))4KSa00c=r36AR-~5G<;1k)o*|M;H2?gvfJs@Jwigd+QpSMO4u3Js0$7B
zZXzx;vAEbYL+tLNr%#_g`<?jF(?caraFCl}19Ajh!OGJ0E>L0Z^hEWLPaF?UY086_
z9e~vS{&)3<p$rZqnWwNTqV4O}{@b~Ltjv1(Yq$D7y2zQqvR5L1q!y%JNiYQI-ejDk
zGUC+vPu`%rz^0%84B>dN*)0a@gum(|Nb3FV{t@);7>etLqQeWwIay}jfSS&G6mRWG
zA)=`{n<oy)ONrl<#hk89f_#GJe)z*D1*xNi6K(g1MKYDF{J7sK56_t8vi!7_OlDyP
z#uyXsP-y81#=xGhhtYhhQK2pmUVRAAOB{#}8$t##QeVxxBTlYt$Y^s!htaUb)TPUu
z8H_M@D2fvAio2HcomAUO2BPfVCxdPru<o-Pol!~~|7B$vl<se~f*L}RgdcQ{R#EOQ
zWVtff@=pFpT~Io2&v+y;RzY=AG9V!OgtySPB4leyeqd)(^SWM5LIkj498MtFIGV|k
zBnRym5U2uTy?~$$ZyFP)=j^vVq#(qTxGbyzxn#kv14;nVo}N(Ev3V8g@`mL5QO3v)
zJ-4LoCTgH|(j4Rwo)&@=+Ya2qZOWB>-rYwX(-06GChd3F8Ac<<rP+XraBvp84OjJ!
z>x%__+AXgGeF2(t9r9=b#Kbbga~;{yjLXLrioCPFO9_7@t}kNf^+Y&e@>R8Z`Rgx)
zo1poqhI&)v?OIiMl)=hveS)l~wcvD*eNN>&ou;Pmh3SGfSuUEY{oM0)<GZ~vMB`b#
z;oBo*prp>Gouy=o8d<&74YE1$bYhtfX|Qr^m_s!Aq4Gjx)Lp21eCS3qk}S}#(qSiS
zs_`5Rl(uv));kNp&PpcSz36FJC+|_Z(MVBzY&ClC%!Hsg`@8m_+E<J2h}T~;yNU(<
z4mTVVSAED_R+o@Ddp{*-v~M}r;r)C!4WdcpN$Di(3btnnr(Hn@pwCO<y<xFrR6!2C
z!oW*;$v{`fiA|f8MPCKnyB#AVf&=@wq)oGq+1%FFDr<^++=@@DUE^u68mCf)-<Rdj
z?;%wF<?-nN=d;Mo*7<|xw`sixlT8lG7t7mH3ztrcii&}N5z{#N=60CVe|VeXGI||o
z!EpHb0S{U3hp+PrWF?uJ^XF~>^$kvO!~)f(y|V9}wO$5=qf~^<@1guPJ_THa_S<AW
zbJ-)Emy}cm(PJ(gG_ygfl_oJY$bl1A3+Ra^NljP&WIfTQSL|&Uup4*0zb=GZ5T=^I
zvSqDzcTHgTS|&2lq*d1m76Cuj4<a?S!T0z$R}86Ncj<V!=tbRXYgXRY5w*%m<dwg@
z;>665PJBzs9*5v%TY!YSm|w`%Q#I{#g8~~-5cMJyywFk!IF2@InwxU0G#9ZTtq0cd
zjaub0A1*jvxVayHremzFw#9Pm^uOB`;(->aF<?~ibs@e<klej`GgAcH8oR;XQ~huI
z7MG2*d~~XwQLh&_3(_6yeLlU>)!X&nlPxCsdK~Haa(+%6_LMK0(^?UFhbsnohs_h)
zN}B1?&f74*c7W5<;mPAJm9;x}a_*HF+;!NUCM)jixcOvr)mf04-jgl7760t>HNJBf
z>iJ<zLtF2NV554a%-)4wD6XFne1pCBZ<Ddrj@zm?w}YCCBYj~&HD6p>C=XW|9F1MP
zu@oKO)Zt0KK{;{ykcb}r!uSUI(@K<*gBX?|xWnp$&=pMUjzMxBDmxs7_=xh)=W6Y3
z#f%4AmRm|Ddc9`v8P9Nw&f|_utaWVMh*Yb-cNcula@jXa`<~JL>ogWCd|f{9c>J?P
z$^6BvnZ7Ns7iZCuF8kVefC;52?s`pq+C!hnsE9gas&eMgRa1YuxRd$x%~{9o^7a~K
zIU9a7h5M}Q?0idces!3v=`Y{h2Gk^qs~*s}9v63<hPbYYdcpfs5HLBEP}>OW*}hro
z`LM<0A11hL<T$LM@+)W#Lfh#uefw-4fRi!?1$2>RapJJO@4PQb$<~w@pOk$v=5d#a
z4R)@I4xks6Pf7WZ{CJ^gZvP>OB>!v-TB=5YY!K>^N`^PhRCk%zc7{rcHW+B)WlxJM
zOG0n3%BkIZX`)cw*$4;5)8jiQ7Yi?oqsUG|M0QR7Jy3INt51J3g${tYWvae~guDdV
zmLrwp=v)ks>hfw45r=okwVk4GvZQV=x~Zm;l{P*)Z=?M-k#N{P?oBzoz@w)$MG+#6
zbGf_=%<TLFd-vC34>LLrv#4Ff7FaP&CTl$0lL`ky0X30_&gqG!r!ympcyJV3=q;}n
z)d6)~+t#MoDVEUR+hiVfBl0#&$;p%ZTe$S{!1<L^_vrSeXfVd}saUyGVPpnpxVpFV
z%D<g-_@(XLJb8O4a=%+HU>{sY%5bYcTemp5=$5DzOD(Cc;gU<c?Lj;~EtI~0Gq5~I
zmr<>h`VYh)_BS_K@NRUq){uc3?AgirgBT^or9@Qk@e5>^wp#NMOSfYQBXTSed$|;f
z@AWV2kr*^AsrmmpQY~Zz&6En+qJS;OwR2u<_M$-He4(9Qw^u8n_v%&qmoGBFUiTD4
z`G@6?rt|#7pVn{7rtNgmfHW}kArYNa4C<9F+2}%DhuUxup0p`x+^KOE{%qazm!xVh
z@acfrB@mg*lgY3z0$7WBUxo9KLu_rJB<umT9T`*ktsF~FPtPjonTi5_yDre-Mh0xQ
zF`ye&L%q_3%n)mNpY*kzQ8BMa6W!d-a?O1}*|Y9W241)vOcZS$36gTwX_YK=oT9j2
zM(zz)8sy^B(L`<HQ7aZv49!#(0exm(2n+sOR-ASukcqoNJ8~9i^JO%jW=2Foi9VZm
zDVaYhy9RTCbTo5-+E}T7N$quV7QTpzj@`bA$bCfTa5lxbv97MJXS<W(Zq;IIMmrPa
z0>yg^>UMXN1+ujkRP2S-tDnEreqT4Y^H>dr$$aLmtR?VNT0zMr0;?L;BUUrjenw#S
zV`;M69Coh00A@&o!BqZyM0U_pi>e47DkEWFkk#7;4R`4*X5#R!(7<vLcd;Td=E!m{
zcB{;t;^p*Q(LG)^zwv&UwM~h-f-edWcXae@Ld|FL|9VvU$B)q~a3aO5@z0$~Z^Q0`
zRycX7rb#qwk8s}0-1_t7;6u<w&FYi{Ods97y<CPi_czp>Z-)km7m5s+O1-M9k6dPB
zL530~(s}t}ps8&GqYNekTw>c9I0UNH{gg6g7DTKDvzZ>q0~7pb7V<zJ?-MF2@obqC
zI?&NQTy6Pss>!1X!kSQpmGS~RCQTH%)aA_K>Z(2>5>h1So$LZRb7oDADrij41fG$P
zfNZLi2F3X(!^rTkiGMqPNv^jyOeHO6DiH33-LSE-b9$oh%g#Zs2H0P%9i9@(t45S?
z*4Tj_<S{32Fj&5Ul@YWF;~6kxa@OeVyuk0=K=I+0+<0qw+#!I1lED9sJS33>h%H7o
z{~`~PIql`QL2WHMRt);zUnaBRZ*+BuW|0jLJRv8iTAwu1;}5|9oj#CXsI*+r2K~gV
z&0er3jW3(rKU%K{Q&LjC0}kS#@bEZPJl5R(LCJ7i)kfD(2?6uqSD+0S`?L~tU7Qe9
z!2+#O$z!OZ$#z{ji%kF)bWbY2M`^IW4TQftSLdiQv-b5XmAT5-yS)Q~e)qPvN#g8K
zWa;rIv70MJWn|)jxeU?*YrxnOfE@vBM8GQR5;`9!*8d;niR$5lX2MdLjnJBUXjr&h
zQ*Al9wDHzP)CSPcnL5zxG}ZDKlkmU0Fu8P{;HM6|4aL4t$9R0vBt1JrE*!$^Y`5kE
zJVlHa$c%sTI)E-Ad;a_-3=GUDFlCYsJgf@ZM{PK$^XyM&dib{`GxQr;5`|e=@q8)&
zWJnrYF+=eK@>WCChD0{YV)Dsw-SV1w;XW(#M8El`onQOM=%Gu?L8^<}Q1;TuA6sYx
zl@?e^c%UYr&mOiKhC7Bg+jG2k5i)PkZ91P*yCL*iKo}@tI78SOAv{AcdTV=kLosl-
z$R@n`gas&Pb=4o?uX(rXL>ABMMSN3+d6tFTeRTuE+FHK~co}1$KW87^2qomHHM|IA
zo6ohdSpcQ+LKS~Kk$VWR@fN9_0*;~gF1BW>#p(&FX6RZxiWO|DUz-%va}*b!#VaqF
zFHt+68839qJRarC^}NgW4nVii9)PLT7EDQ@e?#^l-?pt1wtzr_dXoS@?ny?@HKjp}
z(&2e7oz2Lmc|TojEISBMXdp!W@}{i)@JS}I{6<EQ4wUc?9>9KJ8fR)wM4q4jDSQzd
z?RLL&a(R=lY3teFJjQ<2088rLe6fv>N2Ovsd$8i<>}dRm3jJk7=2r*+Q^FHqU+NfW
zZX{3N`zv5T%Qq8;{_mW{0Z#(;9_T4uJBNg)d@KY`znXj4M7yZhz1cqUiX9B<LnzBM
zfT50)iBn-Kld3Nbb~2uaJa~Z}z^Bw(`AW~TFRBz-4~mD>#3_=DXMCNx@PL!QCJEMQ
zOi861nZBMFVl>@d4&;hwdMz#0iP2_?!|()3sv5MT2EQ%gyYAyTo6SgS2_SS9)eM?1
zYR!_;PZfXuIc-U(9iF4WVKIn^t-!a7w6?t~_4J*dK?CNi<30nPOtpv-GmePP(PwC*
z2@q*YGxx_+5%xfP`U9P}>^yg-9+yt)0O!nM3p^2iId4Kh9IZySw+3eE)wfpkf@TdB
z81(sImny}S*F||~_bM5Mn?Gf|uOm~qoqU(oVd#DivrWEHROARC{Q*4Uyn2m7<k>Ux
zpo|LgumES!H&BF5w+XfNb_k{3$R$=E`+5w~kDYF}cXev4Vcmiwqo^lHB>zIB8s}4?
zOj7<Mg6Fo$_oEqUyf6d`?-1}&3^%?gwX=Lc9;3v1Vchz%e^U8Q9yxx0NQ^P48f94=
z=Q%1GRNr47yYHma4O4ORof6VT=D6oOL<hYB6Y%*t0XwMVzV?RvM6V__^Ibz7k=Oeo
zq2tuH1&PahJZy5Iy=DemBV0fb(ymF*adHZDZPY8d{_vTk4?l~=8h>==lPsjGVnd&9
zZ%n+NhiA0ZDskAhJ)d|pkMw<`QJnsRXt9~E{IR_kj*Os*wvSfi2%7i&1dc<#O-=wZ
z1j;`{V0b>S*9f`1-aOpuJ5jzvio*W3um0W}7r7H7M0Aw>C%oFsM=P5*`%B50f{La1
zJ@hf1O(letUNza~SX<_-puJ-;x#vzX(PVZuo0YrRCsj-o`n9LpAL_K;_EKj#y4Gy%
z@P(CBH-*QUAPGCSshN%#40K#}&XIqeVFeo6&u$BHEA=`<u&@z5h(=@4&%$umtwanP
z`&8Am%HLMdi#7>L7dn=VFWFqFjS(0SzOUp*O%_S;XX^L{#2lI*Jt>2C7Na#CD;{F>
zH!I`!Ai#!mdB1j_&zDb3S|C%uq+qt~Vwio`vEjB~Dzu41P^d>i;jY4y%55Do-sTQG
zXaWtOzav#lbDT{YsIFvdI*o<m{g?%qkBq-#awzZc(%4q(=cdgQo{OBsS7#nLU%heZ
z4pupqzr3lr^}Mc_pU!)$*<A%>rw2c0^W-y(>uP!isgLW&LgyrPYRm@@3?^>U9@-y%
z8T+(TyfdM0Z$eB_;&@i`?9;Z<K$}R@%u_W<Rf}4%s6hUKbep6GX?m#JGkx1Zg{Q@~
ztuzRB!$SZ5ky3DchvzXgueQziQXwF8m^d%ENvA()_kEh^YBw${;s3NI^7k>01Cdoo
zeWI0=yW_fz4Ij1_<>eMeuDgrLrC1USE2j(G^wULZ_*h51tpAwPqjGW7;gin+JU@Zj
zgV4<Hw`B^X<*%pSHpu(UBR?cz7;>+)V~RTK1||DF%nj1&<f#FRtICh_S{nY{TCW{t
zQ-(<HaKJ#$c@EqOkj^39H3@yWA85(i7Bqm6qQB&@9YPFRMqbC=+>g0oS)KWw+)A>r
zlgEbNJW!Svsh~KJt%GHjC~K+W`@{V$MLsy8VXqEl30Mea64F-Qm4U{yPK)k7`WTRE
zt=48#=C$!UXHcH|Q9I{mFLESK-rq5sAs?N2@Uz7Tdoh-2`fYez0L_fOs`7rNws?HD
zw=~koLuK@f)BPi^JZAE?#!^b~!pFX7smOzj+<d}kCRw~q91FOWp1_34z2;VbaD@hF
z)d;$>G{$@pdvO9ikA|uHJFbw&DE;-ArPH+CyBV=0?+(U&F4DO`3eB6ft5A--wqoEi
zx*j0>B!~j;BN^IIorS`;v+d!$3Lt1F{d12WS6E`wfH;}^WrPL;SyfxxU3}&_+v|d8
zm1%uZJzI|QSIBiS5-QS4mdtlEqEO?{=g0v?RHo2<yrNhMrV;bkG?oX_#*EoyTO%E6
zMD55QKThwSc`SXHg9@)0y4i|tS7rLiZcXu+wdQE&l*-b;!upfsxgji;5SOg!uv2a|
z@CShAu0g+zaVp6%BPHdj)uI>96EIa~Qx)+%A>s$eGGnB)n)4LWS(GGUBXz92+D1rw
zlt3n9q$g7Vm3jCum+0>Uy)cD-H_OiSa>1|)boH<p*S%yVh+ZAVKR7#x_DEjn-dh`v
z$==e6lV%{XS$H!h)$;vHw;aEVwyM|N{<F3^xCn25UW8z4NOa)h)$F0lUu}4v&&3g8
z0yNsyDGrUXb&W4Z6b!ofhy5rPc*D}pm1uF-!$@xy3r@_CK;Io3*w$c>N|87c6y3dc
z+9d3z8ni_y21R+wF>4C#0(D(EQr4T&k}Vb~`~pWoCl{sg2M`V|xcYUTE(+u%Q~3Xi
z*jf>`k?D%1Zn|n&^{ke48=`VU-S#%!)Rb{5;U?DmrD6BLU#3QGc6V>h#cOY)Uz3Wt
zxgU1YexxWEEWUDly;H=JHeY<_N6%R;ahEaMl6Pi;dWlv5k`Nm(HCqjfr7#?d)IH?4
zvH!l6b`-dBY=QC$o}w$&;hnsuHs#qDO=?g%);~cTPGCm)b-ikz`pmG!*+!)U!i4<G
zfEXrq`H`$w{dY)tI`mFU(Nb|4m!67Vb4me-)&~9aq>T1n^E?xXBtjJDPwaI^5wHn2
zE)qzn&+s26Z-D<xQpSYaa%Vr)=FwELde@Yg92#w0aZ<=Ug<!!qs5i^Y7F$dS8x#9n
zkCi*+AUlNgbBB<la0ni&oB+RU%7=y*1@p1Mn{77g+?1o=<y{oe*4Zma*iahW+M7ik
zI#x%iIa`nwvV&P*Qm~&`ru?>-s=bF@-c+EW|7XjGR?^iMiD<x`kF~M7wDJ%6MMh$+
zv(psi0*<6m`qK4i(>zNnScf87QU*8UEbmy;!^Dm)2<adStmNAJl!B7?O4ga<z>k3X
zbE(<oNN#Or-tUgCL*m{Av^_Bm&5rLjSfdXa#xJi|_iXbORxmm@-Kc!wFM9wtp_uYq
zGa=u^qUdb~<aSB^4C$yiY?;Xw2nSK4JC84{f(X0QR#plUtMDE(l?Z7+PdHs`@vw`;
z@F1dyk(80ntma`ac!m7Q*vk9zdY^uxz|`nPQX1HQL;fG_g%*4fDb?5O8>O%5Z>pqD
z4eLBUlz|cj|I8)i+>1MqM<bxuz->86nNEx2-TdiJjqkzxcOT*Nbo29%gEZ_}ihwf(
z_D9>L9Twd_UXFi|;6Nqf!WPf<cx1BL;mMZU*3n8vZLS?@8_&11gUE@JO<I5%hwEWx
zZ%l{i%7cXvNHPgGplT7Vygz)Z2mmBVKKypyDzo+Ld-w7ak+$XKwJFg(6tsM7Zj2AW
z)%)B{HWKB3>~IIj0S3b_w8qx4J?5xPPrnAnSY?B?{*gKY;)(QL0(^JVK!F94`(X}k
z<WdKNGBDPi(23A};+cAJ4{Pfs(<qL0(tOzRTX$=lrJ>PhXRc+!sB5nuBo$ST{W2(7
zbWDz5Wxm#oUyW1j`aiwBWmr^i`|d9mCJ2a#l(e*hfP{dggn+;hQc8%D($b=&bPNrO
zfHX)qDAFN<bPP&&3?;p<g<qfN`5njq`S1N^Z(n(c%&eJNv(|l|*Li+U+5(<(GvyUX
z>OH6|8VFBd`4PlJDs-zn)+2x1TWrIQj+wiSeuSQ#Mg+wF%tzYxMJTnt!MUStF!0}a
zzYeu3Csb8>%lPjNO<gdvI-y5C;9ZTm4(m74fxD{T<_XR0LYkNeul%IV)&8Lg%c+UR
z4cx-nFY;%o`QdtaQTpv!w1BtjbiLEUZa`@Cvg?B{kgni+dQc^7-|DqrMmV?37NlKA
zAWWWJQZPeAMNPy$lO-g~?c|qLEF$<`<B=vYL{$+R(9FkS2RkQtypXKdoMpQO+)6sL
zI%hv9D=8TZ(Pm%l8hRxqY4@->*LQr~j)(VM!h2)eTM26;?{ZX`^lTdBvXA5vWFBXu
zyjNLe&|>RC*WaOuEKfSxEpxr)A3n5Y7rT?Q)vkV|^_99L&k2f<r<Rajr(B6{EtjpB
zx)%yot}WL*N$!pLx6zL@!GBQY`xNhIIFqu9z4gDHAs-$Nxd8iW&YjC~{aI)HCfn=D
z?N+C>4hs$p8>p3+?5XdRI%?^5?`310#No;^Ine5uW+Da8rSX_9GQDpLwT(k!(Gl7g
z7>NBq`_#mY8*G9M*ZBUs(!{k^I<yF(lY{+bx7J{4u{vh|8A_HzL4MU0w`wg$0nYPv
z6p+)cVjZ-*|B<~ved^a<k@=Npc6o)T9Ah7(MqP5)=`x>NGpVtNbkJNU=jbOcEG9(E
zdjaI15nM?_02!lxV<4JcyS%CJ`476AHx&_1+Ub(?tgP_)oC<k}&(MKzAt0{$OZclm
z`a{v1HiL`rvO;T>`Z~mlUu<6^6}HaaaUS{nvh2N6)__D;4474YSzbsl-zoc5$n)C&
zCcLkz#fB4p=B00YRoxwxEk5|3PzP^1M3zD!{m{d@w!W^i2J)8Ki;6>dnS{i|^d-Yq
zt!INCK6=FL;NZ|Gx0G;gYQtpbzD?S@44k?*J!k>X$IkssnOGEVgnTD8cE)pI!-Sq8
zaPEVS`Z*bviC+9LdZ{&eWZ?D|49+2Fbc*rXhoqqP6W-fij!yfljZ|2eP__&f^>E8D
z>VbVE<KrjxKN+Fqu5+ef&H+{*Jsq9+V6hnsq{Y?d;mwgmq$9R$#~a09A8CfkW%B#?
zB4$G{AO!Dhzz#bk%_}P_>A1O3?OQXQV%*AKe~FvwgZmg=a2^<G>EMe-#h)nyp^*8@
zEQFQo`ufx;8hzgQLkQQB;|@Cl!y|8Q3a)V6ZY6RHZy9DIwffOLI=STfg^+@n{wRs7
zY0EJLQK4p_uT6eW6l=*_`V+;a1fW9Pvp9kKa&jt$?M-Rs8DgvqF%zw=tvx~yr(mJc
zbNlP{tGl1w=kC<G?(a0i=bn<BEdGy^<mshV&uG_tp#m-EDsl7qDS90xdNLkURm6PE
zF`i91<X+{pl~HpBx4+CfwTrB%R$5v*L(U5We`Nj-3?(h6BRF(*^qnA%n-8X#YgGh+
z!SV6gIUL_?CtJ`hko|r}4WPQPY|WAk+b8(_jO&ul<F9Z|baOY(oKnZ%<yl|)p7@48
z_YH2QwSb;>|81SOwO_yXfTiTsBlBl|oNpj`m0{v;c!Ook$YhAshWlHp{W7M7@*IT2
zt;qX+FBY1QJQ|QNiyZ+D*2MI*EO7n!?ZuW=vmY@H)opnlnUMGQ_PYP&LVj0K8m6@^
zpTBTdi;h=L^TsH~J|{~)M~8&xOzf@o2JQwIoUkVaUKju;s)bovylNkFB>P2EWOl_d
zi5!uL@-&`3o(b3&<*K|cYVqtzKkE`sDc<hZvf5f>h16rpzWSaeg5MP5B|)QS7EaC6
z@bQ}V!oPgd-IMgE>j2YpX|>bI^#&n_Bil(%ZsOMJ5<yg>MMLM-nZko#cOWXfWnf<;
zRp=8ChHa7I3w3z^#mQqe%ZiSYheWmmU*EG60bv0HPNiVa9hWlL^E^rK)mJ$Fc#`X2
zqG|y+Wp{q8dAT%cKS-8ycTclZGMpIx{DS()<=;<AxsU~l8CABD*bD8R+#<Q^!isBB
z{pc3nr6g1a$xK0{ZDi(-n!wAtyq`E{Q~S^&Ys(-qs3e}hy0zWhIU<3p_0S|9ZdyZV
zJ}q^I8gu>|L!9Rf8WWEXgoNbgQ@^?-Z1J3!;JPJ&dsn%}tGL+9+4)a?MqjKsDW5~T
zPY8x#kJLb3z43sqV{0pI^RG)zRo)7^#+?Bs7uQ$3+TC^C7YQ3;aTzH17?~dFRF#+P
zjZSA8N?OI7{O#DRpHyBdzC6h7WIgdsL5*d4IqRixS-!3b?6OD|1;&i!r5k518D@?P
z$ww$eETVoL<Gmnr$-a@esFxJ3`Py&?QgU!wW#4}JJmWGN)mtI&`rH#Srx3k7?6@0x
ziS$O_1)s=YzJa;^R$xl$sZYyD;I+_sz)W(-CaPw4sp7C$D8n^?S^bFj*>eGc&zTud
zJB(pn$3j1OcTyL|LHH3159NQJ_$m-RcM=A%*LmGODNXJQAnT%RYqad0lsYXhTVK`q
zsD#)86y>gK7<g3D4B=81h{z1Hes&p=gJW3Z#$0RDw2T2+|8o&|QjEG53ev(#tk3!C
z^Ep!0c~YmFgXX&o73@Of4)`Pzb`$FyAAAOw3c}&UIL@;X<8HLD<TkZMbD_wD^gaSF
zEh)yApjC~E(fD|dA6Les_Mc%eoNUUPdl{U$TM{8nVvjnT9REO4$5(4-ig3U!S>3V0
zv)O1|o`^%!^Q{rhHylghoD5#`d-$$ZIxxs5a-&i(q`E5lP218i+ZF%_7HUtv^vZE_
zlJJ+hgE7}?xy%<Pr7B6xf^S=xK`5Wa4q&VDpHAaQJ59=X@6faNoxiGO+k?W^p66()
z^Cd#PpnI(_-4?C<<JL*kf#mgD&!grQOlZT{=a|pn?CBZCXzgxVr3R73sVTAZR@Er+
zxup%dE`K~AoS4=onvsor!!jR0Hm)3L6Imcoq{v-Y;`~Xe=V}E@PF7JMEQ%J-Ip^u+
z4r8C>TOEK$1-)f4$1yr$TOK#WSKgVe?Ou&xW<RK?=m>_Jc;3^C?+ZGMPJi0eY(8|U
zmc+_3(=l}GehivrxjR-%;W~VxtUg1m1=c`ag8d5BW%{4$q*NK5B#kK7t7*P{p;&Ji
zTIT){*<9{YMo2>Neu193d*8Tg_?}5T1hR(YOnG9jb<S;!W;zY)4pyKAtu^p_>gMNM
zePsc;vddYh9PUW;e3a%s-W0lt_(w!W3Gu|ZwSjk#ALh3*pBsU@5cW&|0rxj5k#kqZ
z1c&cgRPI+hDZ8PR{iCjSlTSy6`&InHdo+I%^xLNoRUgtH#+2nWY*$Rj;bF(ncNGS<
zt*>O^6pCDYyg1drTdmGgld3W;JV!*u4sSKX$aw97W1L0bLKtoh=DjQV%)s`yfc*oW
zHZm)A>JlPLyrpD&W4lBx9$R0T%NSv5QK72>BAypZ&o3nx;lbN%b{d7^;l}pn#&RKp
z>xAm$SnVG%d8dQ>(TZ+V4o-5y4$s6xPwqH2&s9lHd|+~G^04U5)RIV*k#<OtgH6=Z
zyF7V5x3BzCt$p@*Irjd#v=46_J!@>!^~rV5-%hP9cloSZy;)L9-EW`E@ez2QeFBy{
zv0pU(?3kuI`dXDSReA3;rwVO@9A)%)S3ZJxwm7-vb`kC8RHUMx?^;dsz)MJ2_h9Sm
z(*bZ|*WZrI8sEZDRTwr|uk{2S9|jpyt|l?}WW~ewi<T6Koe6O#EEo;seC1q9GB7j(
zBNdOV{nOU98kHbc>~9HeR1{jEmf`VvZk)cxmb>1QdCNS_QzzU4yoYb`tFtc>F;3h1
zM*M#2J~oazbUNPfV&AUaHM;yoYKzOsM_${lZc=s+%gzMhdbQqTrWzw3MlDa=^)_sC
zVo{;#Nrc^~Chs~oJvxNA&`u2&lXeWz4)j)EOx)7MJ7!kgqlBd<3T?e~MRC86;a&gS
zL_Wi`*B-Nvg(ZKFvt~uZCtLAXg=Un=UYX78tf=vlCD6SpL+7-l-oqq#*wzlWtkOa&
z>G<PY`LZLc3BKbmjH)6RTOwjHx`|447v{<7EwqND_FT03&e|Adk08tDcnJwZwAR))
zD~;;iPZ>9&ZTn_3)?#QsO(?#o+y2}vmO~>~RzJz<^c4qHP~tjDu<>2usg>MDXO2Vg
zFn_Xk5{2-I3!{zR$!qXb3MM2>%b0%M06H#v*^fH{E^@+=7dc-1eWrT98Z$7v1m{M|
zRaNJHjT1Kdg-KzwV`Tj-6(HtwwknPjD{HWoC^`_YePh@9Ej?$y0{8h6-wWZr1n$OB
ze4^y-vlKC{yZXDWrTAfn&EHJRmKF^&lJ1KKbJR0>+=-(X$TygKJx90Pp@R_{EIDK6
z)H86hjp4EK4Q6J&1NJ$Wt}I!B4>517-?sFW#!!uND(cm0v1r^z{QmyLixv4T479qM
ztl&JF9CTmBuG5cDxXOKWryhL$Ywyg4kOt%rBBKw<lO+oW5;U$yDrnMx?4sQge&qDb
zdN!(?JD3_*qv&R_-LV}nP7-z6E9&@h&9fWk=X_z!JGuDASn@*IM7uCbia_m%FVSGU
zsjdEqy5q1M<#JGCO;~hJAQ7lMUq(lZVis+rc&kFR_F9K<Wjji5f&q`6x3WSDJVQik
zBD~q!6!6(mG{d(f{kD;h3l&#sz|2YgW27gZokOG1W0UoGbltn%B33hQE@kqrkK9Ds
z57*l4u%CrPRXXenj)DVup)OQyY$1spZE6EIF_k&s-`fAZZMJw;|Cnzv9V25bIPMZN
zF-^F?cY3NO6Re3$FujM{tIXU>MH(|1MVSagB<ba^zU-Fmc^Fko+V~NSAY_cXY{=OK
zuTI;BtK}}GSUvnU5=xz<b0~Jv1Taw#o{S%8Z98rVZEV-j3J4e!;ujz<nVP590X189
z%~5wa6Fo-_kTTF&C%V#QCw@$(Gu|!UNY^`+t$h}G&0i+om7FoBAlWcwsv4&imqIeQ
zpB_;%7396eR6X);RoIG4^z#22>~*+rmo&Uv|A^_vzDd8Rls<8`_9^569`0^|fUvr`
z9(;JAk8x2}8+nBOvI71j{zS|sgWz{H4CN06%If#!Tuq>Iq6quo3mi|wV}{Ht=FBXF
z)bpkGDF$d&4avU~^8+VqQKa&lnNe{hX-PZ-+t)o**b3T$4Q=EqAJX+!rod0?jOD}p
zb25{=MYD5j58e=o8zE0PGgyScC-72rMY*=OtGOogg)Ef}iK2^Nq-yOoyvt`Av7``x
zHuTLCZpBX6dJwNwHBuxgy0|wxULnwq_4PSkR?#Yo2VlIbd}*lQFz;1ONIH?}W%HWo
zcP+>L)yIc}B7?<9T53oK@dP%uD)mg~#q=HEAOU3v83Osrj`?dvLsRb7JEp^#YqZ2D
z9tZscJko;}8jZ^RVC^8Wp`+l~kl#CA%5eWmrRM}=)7{A(PXR+8^*SgBAC6z15x%7#
zbw;HShk~AHrv3?wm-e2+TlLq7clE(f_viRmzr3sH8J$1fkQw)({A=P*KzdL|(A6Ys
z>Fn9YI+xl6wQLcOEwgRm&)?v^U`#8dvopGPmf9_kebGlta1yx8*kEBQeyI<lZ4^IZ
z#l8@jX~6h<K;qNo?%idN-@8rYB(`V``vmrpN1ig^7~5NJY`6N7={Fg)sL?(606E*8
zRzRiUNOCN^JpwmO=XQDz^=s>!yGuD-2H2F56l9p!!5Tb2s?C15cSmFMDM_@pps3Fq
zkmy6Gde!XZDm#zI3tvD!IG@14kJ#=ZLy_7Ulhbvrdu|s|Wi>YsTR&bP-Ru&L7IgBP
zK!@`>>J}a)qqfpHtqo&90Z&$NE_I|XJcqDg{=iihtvpVt@}56*UcN*c+OIWv!U;4j
z(w)8IXvz;C^5;Bu-<uuL!4%NTeW<<z?Yq}?kjb6ixuFsZK$#60!UTwhYD7>3Q<Gi;
z(mS2^`PPX}4Kl;JOh3beUb(!)zWXP>7avgxQfooc&u2>#ajp_XW!zvnDiXMMRelNV
zThZ2|(VVj%atJABlEzLnR@W#sRF;SqlQ$)qdzA8l9JDWxseB%N8zTdFw2$A*tc@T(
zJ#swR<KE-nwQld&#=Qzr+^0ZlZa$UE7J*y+h!JjSjadqRP99!jz~2i~F78=A!QUqm
z?(;-W-alBF5q6=K8rq7c;Z>vNCdxc!`=4zSE>@f8&l|MtQE-24>HKr-55VdvI1r{y
zcOaC&nN_gC&(H<O0UOc>5Y*Qsq$0hcoU=%)J9<kUk<DxKWgHG7v#l_#=V3zkCKTPX
zPX2mg;#XB&*-Y{lzLd$~w?%Tcd#)HgZsgNk!D0d4GL$_##2|{S{3>k>6@2kF!V16E
zTkSGtPBaUz(J$Uy!{tAZk&W|XcT__SOf)8~y4^o8m4LGt@H!rGG@dEMoVH)&qpM#=
zhND!ZecqJ_+CH~0OH1XZV)ZEHZ+60Ko%|6Y^XXj)oiL{y+<sg0CKX?ZYXYG0`B4hd
zj`f+)&en=N=hi_%vObqZGe>r?6Ik8GjdIYhyUyWKjSNDT3Pj?AyEU?ft$c3ZUO)I;
zcR3?NK29-G(Zb#z-`V+o)UdVrhnJ2%&IOJ&{?2B3*PbQZIgK1Oo}(H}L12E;GyU*N
zPD(1mv4eax!o!i4vkCVX&P{6jJ$?N-G3E920ST)~P1(tkcG9OL4`g3*Bw`p_vDyQn
zD8&pbrvyx5nL1qZ>MqA{n@GaD-&;Hafu*);d!M+l%k(M4C~QYi*yI|qQ#*Tt-HMKA
zRqWudy?Dvh)s5mDGJ_E=#*av3SqEn>yUI-8z<ri?9nG>^FO7a+P|Hg;(Ni`QBoI#i
zyc|=vT3Ugb1QWwrLsEOqmBsye?2))f2Vj)F{e465kLBytzdhaO0wilgh-yIAJMklk
zQxx_tfDF2V(MiBA7~Y*Y{5Jc3N;je6!GVBD(pxbak2{fQ_%K2~SovPSqTLs1*w|`h
z`Tv`mN7nYc`tg_JWr(%?U~fC$W>)F>NO@5lK(X`P4qa0t<8KEdlptov7`FFZ8$WkA
zzbB8atJkjoDmGCt=``7kua@uq>CHMr;Mb9j0~gsMDoZ=1@Ry0H5uTRP{~NcM@cz1T
z89>cbz_AFJ7dqg52hOEKDpT<2dBLh9GYQxXlV>hp-=9Q`yWHy_V|q_u(`5~G@xmkp
zWGwXDhP9VRmBF75gO$2DutfYL<0-Y5o=!+eFs3YW3P^;w60j7=F5t1Vv7w}|m?+eh
zk@MU5geqIe4sHsA>%o8Mv^01Sr1_#al2TbixSd9J6O9=vBNdk$^5+%Z7h0GvgCUiV
zwzIs-?V^_XihzF-;Lw;lI~(!Z{I|oy!zCBT!2uBtMk>m2@!tQ>@YjD+@Os!krlh1h
zbn`Fu=ZT#=cdolQjZ*iocy}>2EG8yn%4vOu8Uc>uG3t?lA1xzJ`xW+oas&Py{u;aX
z{~P|I`A*J6c!{L!-vGVR=e7SK+5Jy?-X%X@28TO+{r^GsL65uq{EWjr3OyYIrItzX
z;_s`gN7XepwjQzbd=~3~6cCx|FcV<n_dnxbnj=nxzm5TyUd1s<^(uGujj%-CZ&cUb
zfW0Vl(aPEyUHtv>^f~ZK_H6!R*HW`6ISPMCZa@A{rS8?OTb97|xi5LX;uYrQ>doUR
ze-t{dpGOK^Zd#h+zcXL9E01koarQ!HF58jm96r9<H130Y@Fs?P-QfDn-B|RQGo1KZ
zU-7`;pTw8glP8H?h)3&KE#qU7A~QS4fdS=-<G&Jpu1PySDfsPj)iLQQ)%01-tV~|h
zOFa7U>iu_*|J$E6jyVQEAD&tX2$8Kz^6^+;wDb$UfBsIk>-qHMJrB(H+D{t8Ctgta
ze+q^4)~CBUtst+_&uUJtesRZQnehigP&8`tnl$$7XF~)eH>dB8&HRfX@CsA9{0FWl
zc;Z48V(r@e-CjC=cPy2nzQ-`|Y<T;;YOGz*Gk>Zlf|;z`m&yH!B?}Ci2?3#{*p7vY
z4UsGCTI%}8F0Qt5bu<B^KXvT*6Riz*Kkw#a@_7GXfJA)?yn?^_P_G5@$ZB_i1|XD?
z38AZ%<CpY|a$KCESqGxoh&UE#c;9vQrfd|!-fE@$VWwU;Kj~x2gzZ(p@REd|_zis+
zJTrSZl@21`2O$zJ+0K}VQ7tyRK+Ovqsj}S#JmZOA*vd!#%4H4p9J)&L>r9oe?Z!8l
z+!9ydXLd~6J>7c;SF<#BNtEp(9=W7<;2`&F+k4rgPy<43J=ON`fmL16y)`^YDp}<h
z2PF7hmHM42a2lDXSl!GOH+Q!1Y$5gWzLJ-Vsf%&sz(ml)iV#sQAk-19O&<Aql3e7~
z<(o~5TTqCS!Lu%~R4P{VHA(H}Rj#N0N63YJq?CrzW&L4~>{ZK)&vF|*Hf_dYZaN8X
z^rAlw+P(XIW_vb)+Um#8liWcM#lAV4SIg-ZD$78Djh2kd&ngc`UM~lxp6s{Nc0$E&
z?r7v9nUR^J)Lw>IxW0s(5t3+6=)86EOSPoYiJP`_D#Xr6$4%x>SN&Qc9}}gLFnmDz
zy<je;_&HA>q}z=WBI8v=!susB5PO=@U141zjR<DQdD*dL;vx4Zg_EH<9Q}_dRNWIv
zef@we$c>N%`PbfW5hKa0{lc8IETvoSxosotyFn^jI;L=s?8EbqWZ7wuR!OU&keNR~
zZp^;w=os3_2ii1=2blc1&NUbn)6Z82ehG~iffSJnKDE6>O)qx0rXy4uR;p89Tw4g7
zVUfZ)6FoZlj*78$FFTrCDKMC5Ww&!`w18it%yZ3XK=4)Fwd=W;;nUKy7}{Lh3<YL&
z69iCN73T5N`agpOVcSsID+Y<Ce3xf4P@jH=I4sU?7WA6MZxPP9&`eQK90Vk}k^2=b
zU9K|}!KI)}V1QsEx#7?O7;iL2?{J&7HmL<(kMY4LiD>4{+{!#lOMbzWjA@@JMjFz3
zvjhBEPTs-DV+ksn1QOT>Kb_4AWQ)s+FiF~qcQ0j~NeM8WffSz?muZE*jgKHtMy8<i
zJtJvM80}iIL7G7q?2jjdC^U?Zznr13_mJu6ePSFdAEhTs2b%^PcX;5Ds64mbV&7n&
z>$;4YlY>Y6UEWixa&HEuGG;^0S2TSSJB4lBWF=k?JX=H+i$9T`&J%L48d>zMwjWQi
z72g<*_=Q7AF~<ngal&gqv%T2q>PDg~%J>hKO*aqr$retv>3sh9>f5yQXP{JB(hmtm
zY0_kFO*Kue3l7AD<i-SUfw7Hf(sgBH6U_X=lQ+C@cVr;kw?jrbLrZ-iL^w9hMty)G
zTv%pvua2th_PEUxwY9c+*+Kz7b>^pxqb81hmq1CW*3RASSj6apsreQPbH;k@CTmd+
z1iGv&VlH*zjy&Kk!P3;|vE6!VM8C&CQAL$nfb0A}VJ{}{n{27-c;rkGZF@=^-^HuH
zxbW2*8#6z1mBhUwOr<b+=|gcB$&bzsj1Fas^!n!Bd_iPt>iaN;2nRikShubMzVqgt
z9n#&LgY!~!^WUj`0|PTO*ypI?6gF08Mr)>46RRitOS&KFSjQzze)eJeZ5oGrKr=-s
z&*8QHM%lmS#oN^Z?KnF7;$<TD?`Q6~Q6#+?X@PwbvRS!qi9{R6=86NZl`mO7G0wpE
z=SLFdd~f(X4Z-X5kx(hKrhZaMQHgq+elj%oK=uAZ2hYoqD4B;EDVHPFdb`<G2gKX;
zt?mrj`?3659%t%IJRqbP<9L|p3Uca=czv;C$R0sHMV&8f>22nay_qZKrQ$xMRBCiy
zHR&Roj!Tr3M<~qF3bUjVOOv|OJm*c7)*e5XK!-=DNk5lJfheZ5v_wkAL)P3n17)`W
z2mkMiI)=*9xh%|PO3w?@4I5Mp+lEY)QX+i&Pqt<Tc`gHAmi~iAa*X$~@5TyA;0>Yl
znqtQYig@8iR_Pi1n*!uy?*hj4scs}$QW{EioWQfb_uTVxglbyNZ@lUF7_cYT%+E8$
z>xmk^*uB3k)pvE4fMiOw$a6_=w3O1X7!`DI>w~8MK)t2((Vo%I?}!kcWjgf2;HQWl
z;i_fJty}WWfI})h_u>rKnhZT{jW{P(MumJTVL_DGyKGXVI)gwv(oXz=GRZ=C|4lbi
z47Vg7(}_VIYX_t6+6!dTU8|hPd_(#cHH22_5fSAHz<L3@g;1e~1|7d{qwZ$W9_qY#
zJ6PAfAgWQa?9(<9%Cx4;IVoc9>-@<eC<fUtL3S&{**0hHOnD3@;Q4_qiml!22oXJY
z^3rZ!j>M-J_F0Nl<MScKM&CZZ!H)0PXvEryn>)ItXx@39bHT>b`eOgy&`t8oK~bWx
zaQKVU7K$FMeWLwg5*%$UW4PZ!Ag7mc_1;&4%BA>8tLr7Rck{B1M}79iQj=AG;V?IZ
zcH<*ETR=AarF8Oo0tx~<8lr8`dBUhQ+o%wgZXL1E7D1599x)ooz-4!8_)GOPx!Hk)
zDZPmz85}dBiP-!ldnugquY3JadkP|SHYUUwN-Ic;jPlSm%y{rNnOcd(dfS1SY|&T2
z4+2hyl#sN6NU)DzXR$-DvrFS+6xo^Y(i5S)kxdv!rPkmY^?WYb$yD(G<I&$|WUR@L
z<eQ-qj=zAk&EvG`?|D}CV|Oy2Y{R}ej0N-PLxVHVd9{+|ni#hv6G?mO4QLaIs{QyN
z_U{{1%xlCb(X6m_A*3$tadQ(3IurAVK@)$<kF+%3g*NdwM=Y${3CQ=yJ&-TJPdxWJ
z{v-IQdVTS&oHY`Vn&68=pZQ)TC!tz}XQ{*1kxxrwS=i1%TK-{~_{p87&&BO+?18Pw
z^NK!ucH{5C2GYQ_SBQ#N5#~WmQqzMak<BqxeDcJ@=*8VC;jOfqB&QNW3yyML#@FWv
zl<(ia|NbAu+)xPOD{3sk3$He#q03DcZK$lMO>h5_V>~*<iA5a<d+Y~LXpLBUky9Z%
z#NJ$8g})%Zq_Z1aAt1Y7-zTD>t0@$1sIC#^T$5on8(rSd)7*zWtz6aDm5>@ZRtP>>
za=qTGoLs!MpRB!hUAluUL{msE;zRzqJeq-1DOga$=hoQ7)OY*Tk<a1Tf6({7nc}&+
znYul{GQmQ&Io)#iU2aGVbL`~8?vF_))bVE*c6)O#S|4&>`2*-{?|5cGe?&XU9I}IH
z1Pn8DSK%g5rpY-8mTyg&Wl-<7pFPjmac(6w<69q+K0?OB==$$RXvgC+bUQ3EcLBwv
z*M#e)+W1xDOLdKIY);o$oyQJxoo{Ck)cn)gXlX6E>4U~S3`rIeUj1=p+gd7OCb0c!
zn0=7lL8;}7*S~LWv`QnonkaNf{Uz%0_ziU!Ge&Njr;Ht2-Z3o_Yq)4fzpGQurKyBB
zCHpEUQcK`E2GU9t$aUIus5sy+Ij>-4WhFS3V=;$Nf{KYbatNlUwO!}f7Rid-lu4FU
z-f=9GF+On@f;9Hx5gqr_r{KT8$_2j0&=T_*MmEtsmBs#=8ZAbY-2&+X^XC5c+uItI
zcV(R`1t+GsqIOc4jxNpQ<p09{viOq;F78w#SwLY6!5bEBqlsvjWf++r?plWJ?0sIL
zgR6Yg0!<k`a=<n--`)Q{tJ*QK`n$KvGk5m7EQTgh!MOCvVq&*q*{=vJT=c2-J}T+D
z_rZDu7dgOt|Gh?3oCC97WbA3Rpb@9TwxZC==}$vLTdme5>B)V+V6HYsTvbQ(<}j4u
z&u7pXE(L3FnBJ&z8<n_*vsT~{`&8tcsujx#46f>9=|@n?ywCZOLj(Uo%)bt;76xBB
z73C%CrW84jr$^ThWYBj8MivB8Kgl(8sI&0I!lLX^>lp?YA;Tj@Y5iZ6L^ayaeX_{>
zs?hw(btin1W;QAYSxb$Sq5iF6e`nJDsdtEv>1>EQr=<!>YUDks-<KIa2FE<QYe)MJ
znmXtH+GFAE#|y`Z1xi2+9X@Dgh7|4#hus6)ANR@(THb}mXwz8|;BdkY;VgE|&Y08&
z1U3W?fCB@N2>XV0WU#AIx)`j*<q~c1PSpAn?Y*U1wP|xWDRk&P4bhxw+R4stTclmL
z`0ExvJb&YTakh|6UPmXv!_!k5s3V|N#%PnvDgxmic6m=pzH%yBAUOZUFe8+4;PB2b
znPw(twFeng7(o%(CzSbP$hM|i&excuPif+(JFFWVEH{0NxHiuV6$iey-E{2rOCvoe
zUK0JmMJ(d+9j__Z|75H*0s>!Tb(uK#`B<~j7jhs&in2TJ<4^8Uhiq6!ZUi@S%o)Q#
zP@^>KgYrkY5D$-&5TcF*Xj98uVwS*)18BQq0+);NK5Up<fqxUPs%nJ=?}#$bUjkGt
zhJ3F*{!I!jHeh&$B(KBL&)X$@vi7Ok_{PQ_x!k)HX)>zAfUM)!N+=1FH!DijWMRX?
zHPLd=cJ&Dp?hBZ^bGq)mM5;&)pa!I?z(@gsEdpq&x8fj_UUmXFJ|UXsWfA~5q)n0v
zQvCtGop>F)t~>pE^MIH`_}g|rz~mW8dPq)ZWM@iUKZ(XJ#9ii_-`>VH=c_Q~W?A`Q
zeE5f8U@xRoE@l4GzHHrPjJIsduPEQZsQ6kR36qZNVV|PI#vCTJ>80>|{jm=Xxj>S~
zLc3hrHn3jMPBTbLDuONA8QOvNB=oiSJJ8IRrC|p=6X{%?Dg)prGYV4bAB$H2Ffq`>
zqh1(*Z}o`cr4SF7%(h1bx)(`tr!Um;o>%#rbrE9mwv{46U&4CGmg*Dtl#ub4$&bLa
zvk%&%w;SyQL5OCB@NtL<Zi8&=iv}-&Ru0Ru>TW3C%ZFfM^vx%=w;a4d0AT>rShhVG
zt5m=fGe!M75QX%PjJ$oZd!e?I@n0Oit@IPqOZnB7R!=(AxAi1qDi3z?&>Smy%e?8!
zVtbV-YR;wWfkDBQVzZ(B)!DxtoP6Jvq^b;<hUzL=+Q6Au4uAkyR;wcnh368es>XRz
z5(Z?<v8}D2Y_`^5D?%M3@Cp<vr6ZB5vyrvY87g9{hM;`r6QndNg^n5_j^Pijl=@nW
z1h8$`{e#XJs@Cetj=r$mF9lP$FkyRx)^ZoV&{#G4^So2dwE<3<YL7HV1WInbAG=iK
zIP%C#24WGj;6ev1S^7kGj|x^p5x-%rGbEr82-*B^n!^}dlcmEBisQuY5CEBJ^Hh4$
zyhRNyBaMK7Cif}LS{xvKl_4~1Ny!GFG*J-|DKGP=yK>GaIh5Ijt%4&h8H{52&@<$H
z_CcUafqOxGL_|ZSpZu$TBMs3&ghqmcPupYo7Oukc?(FQy07}yku#Xvxxt(WEt^sn?
zzG~>gwcGby+#s6P!wQ<}Xg79e1(3|j+CTSh5frYy>V={FU&Pgr!yT&yL+Am(F`hQB
zT$P-Kc9sj!$DrddNlZL_3z%0M`%$;_lTn$f8B8R@U{AE_)i7#?UfCN!Bn?OSG(avg
z1Q0R9yCVXw&-|}Yyz5=%pgZ12C^Y<5*W+8`_^gfj9p9%H7pn=rTzR~WptwS$C_{jM
zqYg!oDEyzm@Q!|Y1;Myc=lFu~ajd=SBKJ1C`lp{3tvRJ*=eW5~-NvPzwQ*^$tvfhM
z$NW<Zlk=PJ3x{R1`1hmVt<!^v(h(V}@y~tY4=5J-8B)P4VE}C<p~1n|fg*0~JP7d7
zC>QO*lh2)ibH)LsA7Fn>!3x5$^epIUyf#X3kQ5XY3~WYAFSG({bP~#aA|dpNfXNUk
z&qk%L`f=KK=zdfIt74{&Ie0+@SL=xIC^%bXSpQwBqOx_tpgZlNjigr~puAHKp&r-(
zKyDw=YDQIH5}X7<Rb?v_&{;)zT|ZM&Q->z|BkYeEwM8Xj@jjGXJWaejP>_0oN=S>7
zi))eQ=C&U=%38GTN9Y0TuIyX>WEkqzs#{j?lQ*`YStbEd9SRIB#izI-fRut#-Ez1p
zGy$EO70hv}4$?q9Pb-Ue*c>o2oa;_UE;UHTwtElcFh*!T<}WHfQA#z==kqpX=T&cR
z)n*I=JOdA54mpt^7qm&G)x>YGGczjz3hCv_R;)$!Lo@@4woOR?sn~i_z>F^fjyfYc
zH!G{K$aJ8K#{p}g+-i6V4t=%7T(k5=;($bF1k^ujLTw40o2~`%w!Ip~a9;H-&^&L3
zhKOeZ&@J4??nQr<&nkHl9CJcX2Ox`W4Ds@LIhL@Tp9g#Jd%bOHDAWLeV@=_eIk)G-
z$=JWQw`cm!?VwCLrQ5sQv9A$sCf$zd>FKG?g0g+bBGBmO3{<8HaWM{|oWAR<5}x*=
ze;%GYZ6kjnf0||e%$*{$xc+y`HHSI@S{_=-XDntQ4O$88rSL(V>#M?E2gAi?u`#+O
z=J9*rVdVr0(A?r<D4oqdZItFB{N+-{nfNiT9}XQ4ZWDWZd(X$786*W-Wco`&eGh^Y
zZP2e0rOM9oYBio9$m=OrVE@?Fn{+fW7r&pBBS(5}R0`;7rEgv%xLpG+quu>eS9?SI
zgOD5}7K^20Vv+`TYxmu~^wfk<a0Ul*3S7P8_P*Na<0^$E`Lm}|azDBIw2~V1g;1;j
zKe0CX2z1*t%&_miw5+VMz5#77VSKF5xb8E>6Tcywnd#7dthSnfQ3CgSbz2;tvJlKC
zxc7_@Rxhl`<_rmOu-!2;GH^rDf_{JuB0L?QMfa50SBSe3bDfKmGf*RNJ1XkxkCqgH
zt7FS>Lkfo`R$1Wn57c)OdhoobRfaO1I%p4i07ZX4&738(&*o9h5DY+&UO&PXNNoX{
z@(ZnQ2WwQQ^Dlwfm5B-A9e(i!sgY)GJ!Z+;U>(vSXB}75-L0~rWDztdoL7FrXDS-8
zn!XGjw7^Co?WgI6KL{$zK5y>=9cvOPXnjuZqkji!l!i{l47<80MKRB(oX!n?_<2-k
z4AWw}&fGFK8!Sw0vpap4mLOA`te<OX1bmbU7a2coauKz!&RlFW`luf-oIDsUV4owy
zWyrxgdeT3N;x^gOUw0mVK8AE9sFW-~8`<Ck1FTvBM~qqZ?veod{C6MHdzWrur3rR%
zT;>~8X|zw6Q~H+`3a7b?PM^GuGyXI{>%)&!1vR2Pj;3g@s2b=7=s8&l{Xq`E7My@n
z{A0J>d+;+uw~(b=BYx%W4+WIBrL1>>RK^7K$QEkxw}iKAXmeRW&3&d(3T+T5R^CVL
z->vioc~|c;=gIpjFG*$Lz_+)YO-Kkc1tkbwwXB-OZSa*k+m>BD3(zUvif0k8o<AmU
zh5GWxkjjpg@eK(NH;5H-DSs36>;ar*D*Uv=1^fH^W^fJ^AdSmK=!l3I?b~co!fvir
zTeIL_%wr&KO9~P)_6rPDEp}Zhn;tASA2GJeE9!=@`p88g-n^0YG516HcF!Z$8TFD!
zivFM8`>Zqn_j>OEBr^eiY`BroDhTh}wC4kq(I+=I7wBw3JA|TIc=)mHPq`{CfsJ#i
zE#a=FWDsRGc?~$Zkp<Mmm>)+3xbd48J`jjDjl#C%47J@DT*E@4u~i1CO@gy2A2`jc
zYimi>9+x7aW`)|L-*;?GZx-Ig<dhWTs*((^zdPd6Sm@2uu<c!_1Mn6-;Ge;?ZqSi%
zw;O$FEdSHdPeg$Dh}>W652#PCpw)C9wtt2er|!s0V^**O^SC6i^6qd?3hC_8fC~*2
zShNCKf*vZHuuvVYq$}#v`h@{FoqQ5kSk>Pf?+G3J)(2D|F`yzg99GBbIYCIDlRaa}
z_pkc4fBgmaGsuk*DR?=$RU&;cu(|lt9)|F-ju80&Fa8Tn@7N(uaiiN?3Fev8$Ka2&
MguHl;=;PP_3sUJd5C8xG

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/common_kestrel_synthesised.csv b/modelling/data/abingdon-all/resident/common_kestrel_synthesised.csv
new file mode 100644
index 0000000..2f4665b
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_kestrel_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,16,0.7062589,14.375354473733758
+2,13,0.46279519999999996,9.41983888449761
+3,8,0.5862451,11.932566260035085
+4,18,0.7113693,14.479372719029595
+5,5,0.5634924,11.469452623188143
+6,5,0.4075139,8.294630716120803
+7,7,0.3156667,6.425151892675295
+8,4,0.2842186,5.785050104187494
+9,8,0.2816551,5.732872041449571
+10,9,0.22779449999999998,4.636581124382212
+11,2,0.1859877,3.7856359973013465
+12,11,0.423126,8.612402954572424
diff --git a/modelling/data/abingdon-all/resident/common_kestrel_synthesised.png b/modelling/data/abingdon-all/resident/common_kestrel_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..a598f4f1c4d17eba746cd298f2ba7a28e899733e
GIT binary patch
literal 89184
zcmdRWS5#Bo_OBwSAXrck5CM_Un;<CCM0)SNgc5pFdPh+~1c8JSdT$9$kX}Vp2%sRn
zqtc}J011J+;&;yZpZjoM?zk^EW2j>w$=-YIwdee`nMf@SMJfsgiZf@<P$?_P>6|%3
zrf}vA$;QR=;3w9oUKjAsBQJR)FI{&#FJCJU+cWA`UQb=zy<8lvS$u3gJRRNLg!%6Y
z@;~Hdaq#kb>iI}O!1X`B!SC*2FVJr4{T+M?`BNoh&ogIkQWO82wa*&RIdk^R8D%*c
zJ-_s|=?i|kwv!jOLVZ;^`gO1~T{CZ8u3pH!$S;~(@wRnC^6CLo#j597A=@`<*ItJ`
z?_y#Ntn00f9+2EMKZwtq&(9bCc6?gSW9X@&f#B#96I0)q>Ld8kQ=UKf=07iqH+6Zp
z9?Sjv1#_p2roQ&C7rfKTGU0!I^YXd8fB%}?{4+W_2<yLJu^k^d|NW+G{*31pBLDra
zt~o(LmH)hpDdL6pzu&{U^YH(_L;d0A&`5udL?RozysNHYn^ujQe9D$3e{%;MY?Mvl
zC!8zVX&zR^7R1i`7xbCE%ZpW4l$O3Wp2d?T9QlU0Vji;e^z?^|Y3@&Z`0BFVrW-F(
zP(1PTduUSa@ZtiK-x=qT(q~@RF|sZ*&GgsV)wDV-92_`FNJzAbG;VvX43W=u#&%Xa
z4qm-^^MXA-jN|4B=TDs3_MxW%QUEI2@?gHPsHeC0a{`yHV9?>y`z~YsUO~gf+UE$k
z{f;#E)=2Pn@x~Orugn|^Q(8kl?`}OXn8etZNS_`L-XSzQ{9xS=NobRk)AMOvs28|)
zO)N+H<WM&Fm$dgvf}^>SQ8JF&_vgp6-bWivn@{K7J+S^7O<!zMgO;6C-N0B1{*2_v
z{AiyQY-hp&WxdPF8W$Ir9n-fyS!c5{grXC+Q-edFth?^aV^%6)twR-1=8Y#IY>p$P
z^sIO9{@UmcJXU5_hAL;l;iR%P2Vci3ZS<igx+opUu<wS;c$Mv8U+Bq8Vf*jNBg$HO
z7WkvxrDq#cVxK>MF3wIoraKxogo;(Sz{CR&Hokm(ac;OZ_U+qG?rntd%eNmr%#VVw
z;O1hb(Vk<jb<>M+qF1jqoU;R4y#e0fx%9g*%}oc2a~?*&-fTN%x+!2Gr=x@DW}R*e
zm1YV(es+k%S$}y;^Jk>&*6+Ew+tV%{vROepkzAZ2u&%2vQ}x=nUwTM%&)Rgx{EA=>
z`Is&9^5@*#+@HmOSIdJ%CCmy;{`1%Bn|7E&2NVYk2kiA8nKydfBV1gHf!z;h)TO42
zUz-zXJEpFztX!#Y^jb#Xu6ay1dM7`8mWzXm2Vz|mAEdazdXo75jDIL{oUMSi%~;8R
z2dV1z-zy*|4^Sy|(9pPSQs?$=xWur;<$TNHx3rSy?a$Aidx~GLo9lw#tv{FvtaKXY
zj;KkS5;olgOJOhy*@C$yLtmb!8j_D0-`n%LP>q<P0c*q=O4vtIq%JKipw5gVAgV)J
zPLk5n(q`btD?4i+`hJ6}T)h139O5kR+3kdc8~es92eYAu?ckI=f_sU({5rTCp@D&c
zp{K3jHbH4_49A!1j9Vz3@jlvFke9;#>WCQb$4t~Xmvkb36<m=z%>E+yDU8ioKfJ2e
zX_%tDy?rG_#Cb%nGv@X%uFSNKHUR3_ciVR=r^;d>B$3C^0Q#iu1m_I1wWSfSRP*r>
zmBRhGtFNdP9@rg_a#gN%sB1q*HiGsjAeKqe2`$V{e}@dCWwzXgU7suw`10b#3-s5i
z;DhO+@Nt@jz2!lti-kcsh*9?7M{ZLOY4Z7bOq<KWQP6nRz+(bI|A@?AT?n?-aYb4$
z#Rrm@oLp>CRKGuB8Z~X<^wY`1(^LOe{yVU7Lf{AS(bD4@PIw3hN7_iwmT#FtI->w{
z(AL?BTGx^o*>Pwv9;@HMd<kJ=CT*pbB^9hjfFN_jhkH)qSt>%>W<pO1g&~~L)tces
z-JX~&*Jb?5a7jrpxAF9AxMkHEa$~xw<RF67W?pi(%2rjRbZ03mlz(_$b?0Sw-E2rn
zE!?MTPC12&o;rBc+!xi#kDked<@N+hva!igaU^|gw~3W36k2}EYW(`HLbO(eaUioK
z?oXc6Ll5J`r9&Q!9P7k0*3j3C_EpUDV~F4%ZK0uw_lh?s`=n3JGVt@kkV%Y~AGjw5
zlXqhcr?w47A}83gIhKx3PY&9gK0n8XAcLn%3<Zv7PYGF%LTT9uEYdKC`Nor$oXsMH
zS}U9Ew=Dlf`oYr+4PD;kY_zqTms;({HDc~LMlp*2`0=A2ztO~VUw0o>l&ORNU{d3>
zB55GVX%cr_k?_;eYH2QlDd3`d>V56bY{pxN;6vPM#awqHkHMzyd-v0$CFUv5KFO8P
z5{dAkfyCXgYHjA;M5_@UydG{j)wx{TxP0eam<VpSD5x;*AWWjXxnjXz;T?mmwz&R`
zd!OV1W2&etdV*!s7PV?R6*xv)(N?-NJ%C_7n3v>{(e`KVIql00%e6hC%zKA}3n_Z=
z_J|otwJDu;`Kw`5V31Y3O!$vWM<t=sPFen?>$?6_6|Fcl?yUKVuZeg>*F9m6d8MHe
zL(SX59_gy=hk=_dMH`xO^FEYva`QXi)5UDIu-GJbvG7Wp&ZIw57z`%7zhBEc>y~@-
zkKeVRY?thN94!}RsZG9q^@=VmEKIFVAEoo<J=jkrOo5~2=HXx^(rS0Nx3zmLEG!DW
zZN5e~tb{l^I)+<ygs0TPRYCRsLTL0}wX65r{;hwoK3sxqBs45#3Y!J4*Q_*FR8%bc
zkCqzSBuj_3nrv=vy4OGb^&}^F7xXmLI>UVj%dVcD5B2M@(kFtTpC?buEiKt!ynI=d
zugB)}a4yz>*$}5PD=>f@D4JMJ7xyh+79GC;(VrO=@!x?(Nmb~f5GeBrd0a(4sG#Zx
zf!kkhQWc0e4zPL8va6?>4W9;>H~HvKPJ<_ac6D{Qq-Z4c<Y=kT6(+q5jc2?reZ2MZ
z3*iJmd&-cTm#042)rzoPA3*7H4Au@XPx#!scdxKB>EJD+?}RI;8~4*6d3QVEHPatj
zISiu{<<mZObnxK_?H8DvS3(TS&F)pZPLBKz@ladIGQ?%SKX|iOVWFWBWA*X*S=v6H
z^@|rTzBjV})|(>CR~x^I^L(|}30Ajk#uxMe+Ji(XN=iz-QRkszt7IWt6?mVyc4yWJ
zU4j&k(s%O-F|{WC;ED{6nuP*YB!iHU5aqcGm+!Yo?=MmKXSq(+uA@7%9(g<E;QJ@U
z8h<uC33Z|MmM-hN#N;^&4Q+XJb9FidzaHMzr8Fq&VSYLjH>tXFY`s2FL%XE4d_B0W
z3-1PcxqNLf=!fA>!{`*8b|@pJLGR>(ao&1GRS?-km2K2=t9$cyc#g!pS%v!tMseK2
zBkvVDQ2Km_346i#)rz*%8G))R`==b6t$4Q@g70i_(aEWacwN`2igWeuQc+fjlf!gl
zO(TC_UMRE&uZ!*ck*7F(dfipJ>t4C*-KEX^{CtW)g018xt$b)S2CvlxU6wT-ZSr;Z
zKH*dIm+FYV^<V>iP`HN*$-r8if&&iWH6~AY3{OK6qFi*JW`!L7iU==MPfPu-IDyv+
zoSK?4+YfzjDPBD)fVBITiaIqf5VNPgCMHfql2aeo#y_Ytn=JJBDNjG^yj^&ub$oo>
zppCH$i4t|4pc8eUDRql~oJjg;Wu&ac4cSK4#<{mTsyRK9BYUA^HuTh$!p+vsjsd`c
ze5v%d(-XX5js1KVd?keHmgxQ7RFR&&0&Ypk>Gyuy)-@JxZR@p@6jZn_XLwXl%8%A5
z4t93*^BhvH>W}l_4w*Z&-FKTZa@}1isW2%$1?5)_dKp5;0i9wiX4A-&aP$M0rY-{q
zJ<DXu5T`V24-VLbf{MCL6_dblmNJecc?<sLJ7kKN(9%cq@!^9-nrUuLK}S^-T3xGE
zv>&<NVr`9E-*-FnQ5`)g3BDFD&^FT5+K)q9PF4%N7~rUJ8W!R;sqTtPOe}B{fBN$|
z&KiB2XNTbux3ZwoDVcfZ(uk?M$l7e%tXF!^%}_oqQKzBel8r0`!rEb`xna4dmNW_`
zP2o7$$sFo}8xS~4AxYltAgy+MyxUiZ#~@9{L%}JvaT}TGS$Y9@S12$Fmaql)L#}Jv
z|K!-e<J0R)!$?9HtgXB9ZYTajpHxYVaYL+GepbX4W;Y7TF1)M&Kfgv9a&mv^rau+6
zV3~PS?H7Dbb+_kn;(bBx_4wWP2eUyok4C#zH^wUS8e2jLxNt=#f4TJ{|J_BDjTTNJ
zW)u`=lxum@#-pb53I(%@(R5ZuRj|k}v7A+X3;vL7wu8XmksK=f>5$-)u`#2;5ZCdl
z0#N6u3MWU(OpC(!Co0Va-xq|2`1dK#IxZO>okFBdls{@*+L(AGi2E+SnY@7q{hFa$
zC4?oO*{PZ!uq3oTh9u;+oEKB5KFF<UO$=#XEpJlW<U3;C{d7qn*$s*9-jx8oawV9T
zjfF!xvwMAKM$&KVr~dlj_pF^m56T|A;spEY>U@BnUP2=Q9OJ&%^1zq=a&z(hP>Zg6
z{7X`N*#`rv0{UaC0zLk9)h~W%N*#T^F_f@`=wp@VTD7M;k}g?~2QaPgcMDe*bY2+A
z*n~UnBMZ&vdRwcx5UR4jGECKWyc4w?nwx%IM^|@v9|;XHcIA+M6m+zJEcEHB9XJ4B
z`$2GRJfWZyFtP@rzt7L}prd}NUL?EflS}Wr7629m&yHT1$?#r*ie^}tiH}k{OA)O^
z!gHuH25G&1t|7?3Rzd2cbBesU??yGl9(WEKxO+oScA0C`4>qRDX82u4n3lGFb<o!B
zuTL75AqBEt|ES^%r=+*8v}j#(FlHDLvihDW=?qslN&V>HZ-GoI;5KHfWlMR5E4_YX
z%?{OrbaABcng~`1?tIbCI?{_HO|KSkcpXfhK*_eQ>e(Lsgl|w`!g%JR13*aSI0Pqv
z7pJJn1w!`eFPY{O+-l*+G%Q&S3%QchxIYfB8eUf#3Scf(fwqz5UQPs)&MLFt&ll9v
zNzE3Ri}846%lCrRYH_Yifou0l`i#epZ2K}L3x6sbhZ!wMo~TgM@vR-gJy9nOWwz4g
z7A+HAP3fa+G<1A1qznro9+`Y}q*d~kdP3PX*-7cU6ayD}0S7etv)dC(LH5Dqbvpji
z>gdjSg_>++x?yR{tg2Igw#>@2`3P=4mV!E)&da*kxeLreS`M=+Np&^R0pt|UlWNI=
zztEGAk0`=ZOTJxw@z8GnlAouK@1$TS=2Y!+NjE4077`8B+P}RGAlQm+(kg-~drG^G
z`|~3&D!6nfDEx;MvyzX$V}ht4xAa4mQ(ElAg3of@C!uo4A-}W<#zy(6ek`Ec9=4_T
zROIH*^PAOMHuBf}R#9;xHwmPaL_xUshbR!KHsF!b9Sy}Tb3{$%^Cvw7R3maScUUkX
z;N|P#4Ft|gCrY~{((&C8>XwAx)11D$`#(Mt3u;aIQZ&8r5EMl}R{zXqFaXsKi5KYN
z?a-7ac;&=O2kbfQ8?sj;0#X>tV#BX6m*dJ=P(AFy<_5OG<`b<5h71%6^`2%tb|=*~
zD>9x#6D_L5*A1RGjbXF+faguVo3#O<C`pcxqlKIL9p#q6-%^C_(W^QYHG&>NDrG%k
z`LsoQFAef4nk|C1<^2Mo1h~q|E2s6uM=c{U2OL>JI>U$$3M(Wk(~|y#$vSs|QG5yK
z#GLYUCj!Bcx|2H3$huD&6)62@wt_k^$s|BN1Dbz1*C*uJ=WRo39cdl*3Z7!^JcYu8
zWVMfjd5W<BR|jP31oj(rW|t|M+l@1O@Q>9vBh{HrvG`{HT{XP<cYiX>$-wuQWTzE3
zO7|VhL`#S46H-yuV51pM^NY~#UYAvw4p|S)Z-x@L$nTwnp2CB$A)~~`3^L_)r!tGZ
zbTLngU|!U!V_D29)q^R^#uHF>%)FaoW3S-$R}I%HIYfl^PkBluPtIMDu-q4psC_qd
zZTJ*gx$w7~+^=T%=#j1xta&sG)y}f2_Iy7iFdFLiUL=K58#l_}@80FvBdQZW$$(Pk
zK1II8Q7XvIza<J1xvUsDkuTHi(DJ?OK2sh&d@B`dBzK{fr^maRB9XG%`D1O^g(t0V
zZur2T=h6OouMoy051)iQy;J=&Re@c;pG4H;agik+wnLrrv+z9@gQU0vJzpa*uv0&Q
z+(Ycy8z=00V_s2EPa#-L0Zaw34_b^-?WTUnsl>i6=Cei@LfAK?Ig@Y(9#lEdTCI}C
zc6E2!ch=l{_UyUy#iQ{lDUpCfn@-hQwv+6WnX=<5X_E)KR=J|pSXotsQF@M9ih(g<
zeRr?Fbm**58`B@FWQ#9wxNiO@)_0u%!K<)az$0ZS&c~|CveUrNM5$5VeE}g?xFJ%R
zdP0axNXWOax2lj~f5J5ul2R|f8v8atI^p1uhrGev>N+K6o-5aL>AQhD@@E3JV+a5`
zOHB`{IOQamwaB<Hb@s641T{0Wd+Ou9q&>Vjdog!(^TF$M>HYZQgn3Dhb{^N?GN#RS
zuIgc~6Ad+N!CG6P&h4JQ+MO1O-1<W>J9$^#p-RK4xtrcWt95WsZ~5kvflOajRs6PE
zh+yN<Vp>#&SFuEv6`K}cJmdOQgDxSNHCB7963QeWEHyB33R>9B@e`D8k;QNbE2|-~
z;=^zC+q>LII&yp`m8@e_i0Va~(5;K6oHaZple4>yEWLQdy1m`WTtXiO*;OYYk7rk}
zdSp{d`vyMlU@JQLiGQNB^fj4DnQazLlDV<qbI!9j{BI+kvB}Ulug8CM&|V)rK#eH)
ztGOoq%*E;Uxbc)!HS=Ti;E$6@uVXi+OYBII(FT~}_>`v$l@xeu6KVt%S9@)&6i(^e
zJP#DH&{NsV&L=~;d=qn-FS&u^ECWV?n(UmRP+((Rb}^~qr986s(jQf!-MbTS1DS%u
z;V1rkGKyjrZy#mO`|<cS_pBzJ#7iMc8z<e{%-5w;TKs;0j-(wgfZRDNo8oE|6FVD%
zSC?#MEJEx9koK_D_`@O^?@%FQVW_=6N+Ll0X2{`1-P;i91i*D85sXmmqw}gNIE(Kc
zJE?%eT-ks51~#o6XAoxW@uO<XB}JxO(%12z=|n0Z=8qwGb{S<S@Kw3^?4PG21L?lq
zlZp_ribU*`ecvc_t3g%u1W-ZQo;c*Ll6LzKP^00@X94yL+&@)Q2v(wPC9PT5jXv(P
zX!fgA4=Lqc*@cgU_|M)P4q0#3nu?v4lPiA(DmLo_7W!zih|t7WFpi5yf)*7Pl4&)H
zVXi`JW+d18r0}KPI&lI#)bITX`=k12ihf=db3GgbxYU(l#b`)AJeVdaQh(q~F6HiE
z7296NH^^O0l9wYB94}rXsx|rdS4Sfx6BoQ4Q^XM&tSKpo1s=Sj&{-tEIhsi~e8%{a
z9r87)`TVvNVNX~0xh~G2=gE&-(jm>=cJY)3N7mf)xNxdlL*9H(SDf}_AqShY&|DkG
zwXsUt*gFK@t)DW@1nlI>rKaYk{8yh0p}_?tP$5|JeV9=R<2j;S#=y-5&4$=$&DbLv
zxF9ThGUwMtltv7cXRmzEzTcT89sn?%9=4J6s8B5>mn4t6I_XX`f}Z0h-`sa&Y|4i?
zA-*S7V++Bm8=6Aj7ScKAPh+Al!mETw5)Oo;Dcg~}YM8|&%i?1}$fhcn^qnObSKA$#
z(H+jeE6w#o3xTZwP}I!z4yy+{QF(4Si}^lO6%+z!CiS$U5Hp*NQdfW3rxkk|nyZ6u
z@%ZldEuVyb%wKv98&?{UT^%VKzWIziKpFc&q2z&m>@Q<PWDXVAU|2X}yf)~_qom{8
z{(3xR+kl;p@~i_?No61l8)TmP^QR>ZX`+C0#O2#MGWW)Pg_<>c*lI)^V+}a8!h*<@
zY14)p2JPQDg^K&E74w%XK}{<qI-7=0;~Byb*LYKYBOLRGL-9a!8|ptCh<lz)s#j26
z()_@duEaoEulr`#&6BW-9NzU&dp`Ynd`@#`R-VI>HQ$F`hNEA()okxu0EgG5KaV-j
zZ?vQvc6WiRM{9s!F(epFaD~vHwG=Qh*SNEJEpSi9>eSRck*768jHCNVuj@+8YcfUG
zZF&WZlA&)&@H0eVva=kJ9gBCD<Cs&Sf$JiAHv&V>-(~d>{bwmr^2O>8S(uAecOcLz
zmg*}9SEP@h=1dyjQZU`B1uX5xqZiQ%BrZbtP4U+JP+U!~bPm~G5})b$!2YmTh<A5H
z4(2OhB+7ysPW-g_HJT(BcnnH8hdnV@ZI|<Y<8-TB)(MRicRLs%lZH;8Dfr&FsZ#SM
z%{_6r{^N!yc|7SNTbg>w0~7douE})Q+wSCeHEUNo6l`H4>{xK1%=E#qrVv*gA2#Lq
z&7Btx>tmzRnY9{NOs(sr%6>f+!+k+Aac&$zYi6$RT6L)#y$|oExig@ZW-FbEYr=eE
zCS#<$9vb|-EG1cg3VAoF2qDmx0PmbhM-e(miT=hMZ+>Q>fv+w}4}^+kHDcQLPk;MR
zEM)my3TaXOX<7MaeduZEDIOXGcG?Q=>$_X}!82jwX*6Jc!^hfozl#@|Opx_0n?NUi
zhbE4MEaP)S62K-^{JXM|4`%#iZKW|c9qF+qLr78bwHDAB3SD$ljIsrVN_!@3l(+Q5
z1fM|bbezIy^h4F9<KLe|)zbdK0ZEomXs{F>txk?h?9A|;L51BxXmho5@pb6fp=+`7
zYT-!LGQDlUNodk4_22WSjwtRf_0=)dC$YTQ^Y%}~dehMQan-k}2w(cJmX=Fm!Qhx>
z@KUE$(Dbfxr;uzzkaoOOf=y+;GO}BB<ri)G{m&!S%8@VxRaw5ga%@2^HiZ;lZQP*R
z*w^hr32I|nrAfH`&4ZAkw)5l?J<m*rj%;UJg9~?69mjVLJxN^^9LRl)dejo416}>x
z9b=vO{<xPFqSKoerVNG%BDO>f<Gj@F-g=}!He5C=mN5BBjd#&S>Uc|bpD8}t31cU)
zarzu4<zzhdM8(2ExHfdF{er>j{qEKu3Ly_|m=hv++D?c>^P7f1=QdCu^q%Uqo%Za~
z7nYtzxE{5sC~PZ*m#4=T&<1JeuYXZjke8cR`Rm!_;p}yqp{>=*RAQKm2nG+_m0lq^
z6DK?6#loQXi8-Sm?ECn=>}*{R3wp0Md9NA_BE2!3aRLu^tSnY6B@chTq=k|~-f+G!
zBtLYBzf4Y_Dh|ZJ!G2d%N&$RTs9Lv+REXLIPG2ChW42=}S4CIA<YX1^k+67a;%EEI
zVQ)-VzmtcP_oFg+^fmHsWoZ?k%!Kp(_6A-3P;$BMI91f3zTmDldqUjk9ocO*Q-z+L
zxHSRPuJH)DWcO|(tiE}uIKgK%LR3W@GO5?v{5Cgii40Q-@#cbzvBkS%LPl4R80UnX
z006`d+D+DbGDKmM4D=?P)sOPNs5k0aP`{!1VD}CEo}8WSx}lKJ!Xca`50<^mp%H&j
zcKrMf{YRaZCz>k(D(B;e{J^EhWg`+K;(j4>^XWfP*TV(A>;&O<Uy}+i1ee<SEXSTb
zBH@!!KjJYCmkh+}O)js-b>j_d;cDWjU^EBh3~cAd5jFqPO}<sVnd?G4RgCcfEIlzE
z!ySHjAg0-Mh2+WiQIFQ)2?6ia1vBlW-K=K&>QX^}Gfda;cQNW-_?$fUWqR5r@j8c;
z?>h1Np>6`Go6sO_$rwh{okwhVjk`<S#vGm5u%zy*)~4|$Ejy>>#i#!A@Pk~+k|cc3
zk&*&QS7n*BZ+GBh3nXQ`+e9^Lxw!y-kZ`O7+0;Ff=02@>y>^K!>JDB8XHZ2}<C!J?
zY++O&&zbEH7an@zzWOq6;fV6CjNwtG63HjrK6OxnXR)YG?$1-J_0UAh4@lhP!W{yk
zo2Md~y+7ep(!-*^OKKdj3G{UV>9-hfR@OQz7VuY<^%n}+Z>b`X-*%0!A|h^)oIA%i
zLdE#7|0+P7`}bm)rQIerfKn&)Dm)y$dgsoaaFs;v6t}21Zv<U{cGr*Z{?ggmsa2pt
z^Rlh2%`w9)OFHyKzb`E%#W7jXD(nkkL5#<++y$u4wML;ULtIgK?8>leS=N0=ok+YB
z1_7as9S7XTdh>%-$9Y*GJ@8pThtc{}GBPr>v5<;9mSvu0Vb@#Bs{X+q<~YBNsfNPI
zeC8hX{R&l_YFk<J<#Fg=9h%RiS}<KQu=aCbR%$95_hsVQPaqsuwgPoO+<SF|=EzT3
zSvefE$-!Vyjt%Cq;841g>KTt}`dxwilvfLHBm0(ouVc?_U<SMg)!Dq!xT-b@u-(^c
zb?s_b7(PrROUe~kb7_vZmOaI!K7IPciz|LM_tgNJbs~j3f%jb3lz2A0OM_+lG2(pF
z|0K+nPShp&&VvUB=+5H>BvftbLRs59;p)|^md{RsG_{My^PAT8T8sNLt_SPoDNuC)
zJ5^<<ljhm6<L0I1v;ju(0x@P9?{sj@gVxMlN2ZgVz`O`w=t15LDCb-mOE`!*F@m3r
zVzYp#ZiU-hmakoX_h9CIy?e$Z?;))3w6|eoCbZPN$$+3aPz%TYnPltyP!pVcI;%5u
zR9TF5#+NrkU(oWI<i}_eD%tQ#Cx**?83RQ?dOy@ZK%SQ1P9v)-_D}N)pg`{dqOOX^
z41AQYPF4CwVewoO+frZdcW21BA<Yp^b)farpGotf)l=-GyE?u>w@4#g70I8tDja=M
zKeUl|TFQcCk_@2J(b3_Zc((mpUKXfVj%h%Ct~s6G0UZSCl=Zf`S)zldqS^WxWsjKg
z_hqs^)Q)j+e&>yA@DDa$0q01AyU4lvIANOOD48)T@sv~;iw2-9>zy9}s`)h<8vV67
zWuH{oHD&B$Kfn5JhPcjzoR5g*JHnQ$7+0a?D442}LBWu8V(A48uQL$xy7S|BUja4G
zeBVrn)X0fJrS=^Rt91S)Oa()*9XL<leFDT+G^HS)CrW~iM}78!yls>d+nkD!f~`^k
z45N&Vhdop-bc>?p(^DvgF?5%Xk|{$SuTLo93j_)@ZP^cRi~A(6jE?VmW45GIGEBpH
zRj`q;W##qzC{NCD?VU&Yu4EjJTyG`9DMb=_Z~B)BDI=OSFs1MiMD#<<4McBAN5mCq
z;x*$q*q*XoObfd?BAAoD8d1YhA#b;l#M_a}eu?W+%9>IY-%@W%URC`<3oAVuvCZkN
z1lcvjwOM{m8M>Aft%y-eVu-G4fuWRX5tRB#z3P|*UM|e5q+TmAs8Vg+XBt?2ZMEhE
z#8^#-<kLid5Jog{_Z?+R!kl3h^#Xxqff1%uzZOb=ng7GgO}24O4;Rpnn%fq<<rEc5
z*0?aD0?xt8rp%!+L=7?#Ubz1bHmICoDHf_yn3S&C^8{xN9A$2CbtX+FLm^*V<L^yh
zGR{HfbaCq6ZFi*QXRhzeycgwd6+{?wd}vf1sZJLzpz`R&?1Q3XGQAj$m(z3#P!-KS
zZew`lRU821U<mzGRoi^a5fGqJuBC~RaR(?hCk}e}PN+r|`9f&^ny<fm&#BV#72k!G
z3aHd+S1Ynt`zVMF6zZhBQowU{cL7Xdc55T}+y~%m|FsV@rWpA{TIfl(rD)x8R?_Je
zkIcBvc+d1^<^`RkM>#tIY<Kl0IL0fhuFTgbbtWz~Vkex38_X=Sl7cnl<}Ww1JzDvr
za1|s|XcSuS_aLR{o%r`J@Ob?GC%Ll2Nc5^%S&P`|6RB?`_WpRA?)6V_MdH%msLOnH
z46u(=uRdWvLU$=6|7KdcK0M`=1fM8&8@1_weE3YiNz3V~in$WXkw?V*pLe^wpeF`p
z=DlD#NDx;jCTE5{c?(=ALC$}YFrr_g|2qZq&q@3fi}}9}(oBq()y<&!|C6+tuQy6X
zwp$A7b={5E&&kQ@`u<%ZPvPB|?0<ek{>{60@*rhU>APt$#vrVKDFjCL@ayzT2T`8C
zL!N0&34D*le-V4u_K;)a=F(@v@AP_T`t|?(=fa%ncf2l_@+(t4xr9l2HsF%9!Qt>2
zH;Uz_|A)8y_vg)%;|ugl3}~=p|4%OezamT9-d_KXH+3P}EwyfHCLoda+sO2D;M_e5
z2)`E=3i!YO<=TJOoFgtRE$Y%ueikt?dShebEj=+Yv6YHFGO;V*vge)fUuI{S!2*Jq
z3wKaZ5aaa!q?^+3a5CJw6%`##>G#O~Vp9JwSfKclb!2HNFU@Clb#>zE-ku2|W;Fi3
z#F9xV*f_am!v6emAiZ#*V{%fshz#@nyFn=7_?U6}#=tMI?B&(aot+)M$9u;|yDLE)
zOD(|U6RTGLPgF`QnKJ7p^$n^kS0XqDNj_yV(D@jETZKu)M%C5TEg$<V_R@RLczRh5
z9R<GoCxzAZ4#TEuqOOg(0g@T^?MF*uVw++C2(kafv>26`>7KqW6=2QX>CamF?_gJz
z@W~DN|7@B6Q+x}q+vK;+Y5`awF`@*56AD^dSAk{x{GQF%pTK9S4ak~l3GC?UxdfE+
z_kn@t;~@E=-}dgd_{b0SJLsowx9Fx@gT-fp56mfVKe|!lJZj+X)No?~7_ffxaK(P0
zF_V&#X6qEFI1Cn20lWCs{5-6wCgWcrvuJ|~i?Y@t%}fbnGO>!blK@J3AyO+Vt7NI*
zN98S86N!_<IbdGfAg^ho4nL{4Y=6CF)a>^xvQ9eaP>^Ucv9Ymb0~e}(A;~lj4u1hs
zQNQ;`p`Br5mxlJYwzeo-AAsjw;fV+PqT9PKxR*<DNr@3};vRcB8`1dspkEgEpV^=V
zd&#4zPckhQDyL$1`3Xr-2G+9=m{HFL)gRmu7dH)lK=iYJ0qoNl3{>~}rOd#sar><H
z&dv+W!FzC!ppq;9;(9J`y2;mYJTpVw*Wf0(kDZ+zZ6g818j8Yl0ihQB>w{cJE2*e_
z0vV(Cj)Uw$$J?DNH@U&Vnd!$HlAFB*XkDaVubI8vNV-ufo&HAC@b;(oG2ViXPgO~A
z^rsJq#js&?iRt0O64T4}?C@@TTU(UXUPbdxxBlebpC9LdWF`K{>(6swPLYB(r&#AU
z%{XAe>LKYSo?t<evEw`dIEi*kz`k`Iw9YL9$HQU5$H~nmy9X{tgrEa9%f|kKWp4ss
z@(0KUTHpeMv9!Hv>4Zit2XTeu%MTmufr~x{f>ll<rI7%dSN5+H!*7w-Ina;MZ1;_Y
zJr~uy*2c6GdrJ(;QYq>)rGjzj_4#|i7cL+v2SDp0C8ZnyQvD#DLiD{1>av9GFXOQ5
zB~Dr0*a0T;`NDz%8sh^m?Akc@n_CPFZ{NJR2t+E`=@GE8o<LWDj8R_ezk}i68(Es4
z{|Ve_17&L+>&H&-Yn?|gXNBNUjo(sR0uO%IPP*x?Cy6RWh5=o%tbd8!LlNv$K0Xwe
zNjh4;WTJpiP7cP5xOYdkOXW#zTC*4Qbsez-6tmX<UdjY;u%rz^hGv#>|MuqE-61H3
ziO<M+4}^$50~_ZWHFd62{P_zPN+$BD6C^;s?n^C#P6Y5mm&sZxkQ30~O}g(mKni4d
zkdFF!F3NSmf8Kwy<-j6Q3GzaT9!o^i3TfEo!3)dF%LbEpU^rS16>D!D92gcHmp3dj
zB<@c%`+I`i9GPM)Q%!(0`2>Yyo<gS0&yO#hNY_9*YG{=~(DDp0>Y_L@{YZSLo^|R6
zvsP%<##6r%5{RmnVN#p`l;M~apW2lnD443L!D`|<FlDwYU?Y@pLO7T;9PNx{-h2}b
z$^#9Hl$b2lU7mMjlXH6N{KUFy_#2%S=(9OfcG9i3_r(!V5(=Si-$RgOF`dGGdoXKB
z4D{{xN$dL*kzRphbIE9@JU70(8?B^J2-8$4M3WjrN`%?j71T#0Y`#)PbtVQB?)V|d
zxObBP^gj>k^=J59#iz5u2dFdlRttx0f;_Q2d4>!3@(s{ZA9?yr<49E>fM7sa5w+Z~
z1YvJ*rD3yim7h`EN3A9hup9Jk>OTpq;J&WwLnr|H-2#x3=+>aAsCfy$qXf1<nviC4
zR&FEgh4yrXhzD!p_2<1l4_w9s_oE_**b{H~DmNjafp6Y)N%l^f912!_>cZ~Ue$h8d
zBNio!yX~d<duu}Gh3*o@g?*BPr&8LBO9@fc4HCeL%RW(%m#1ke1MGl-nxFdmbw0Ny
zpaSVX*Sb4iBxD><S%S>AGE3jyod%_JXo~F}gUAyQ(kl-LqIW8X|5`@KLB@-u348JK
z<kIB*D$n&tlpj}F))vNnbgZywDK~-YS?cxB4%c4W-rhb0NzI|Br@$mIQKREKJHs4u
zC{v>tKJGkHZXN}~LpcCva|@z5jEm%{7C1Z}xQQR>IAX|EH7*OKWgIuMwrjo1|E|i1
z7$D|ohWB?a#gdv{$}FCKef&uAd&EEZAgNahO1pYF{fl|oU6&aqZid<a4LZ#8;^j%~
zsU6~v_+eOY_stT|<nny`ytzr|wTbdRo0wu%W7p8iE1$yNGLg8y6Md_DsZ?cFsVyO)
zw#6q@If&aY6xG4yEejFku6*9K*=kB=U~6<#Zr-%jE8J)K=@mJ*pTj%K4CLni4xK()
zuVG~y631<v0pfur6i-B*M|yvYC})pMI3t#jk8(h|sIL2=>uhVwvZ(Ud07=V4uwj`=
zL3t0Sk^lFwST4v}$dPK*6UY`%jpD-oTcXc!JCN*L-OeE*g?n{BwusqW^?L`+fvSZ?
zW`Kaw<U%lPJ-vuya(U@o6~r!jF+Sjqj`TdJkm#>pfnB6$(sF}4DXb5K@iH1gH=dF;
zF~~IER3vuPg1m3L@VGdwT+8C1*wI-{-8wh(k^^`?<W9{)5rh>NJz58;7hb9wtj$$o
z_*93LFGYnU9sze;XO+<oUM$Ik`Ozv+*S?~3A9a~+HK!UyW}~Fi_UAG2g+4b&E|d4F
zTwVG7C5pD9&Y~s2Agk^DzTCze`aB^y7I9NT7@LUfydiU$K}0Xb!I(`fs%uYIQ?fv(
zcj<eEX>Ls7`1IRuws+Cduf#nMMwih406!bKSEM9LT!V!AKE{aP&HsjjF*5=P$pW%I
zSaMy>8W(i+dX%^bRJzTYL!JArnqBp?IfcY_;Ps7Jx4k6xo1A&|G*SIv&JT5$+MZ10
z?0<meI@YN!77Q&Wq~=poCa$Sqh7zLGtgC_N7ll_5Eo9T7k+-WGWr8}#Q+f)Ny2FGx
zB4v8h9%v5VOI#YTz9zJcI0*p;FI2h8P#d<xMc6I~oen_wqgxc5>yY+YI$xd@5D-XY
zQH;6R$o#RX*;fa^87a;yoOPL~RwnGQdduyRMT-cX%S=zm=M(}hGNPOcZAthwfD~CC
z=@&Zp0zA}ROrJ=CD+3YF27V6U+@|jZRTl2a{$^gEq`O{TCza5g@5+CL-i?3vxssrc
z-75j^t-Rs+gpYRZEKxB1TE{`66*Zm&Xh5}#uTe6EMz?$vy^`5a(2Wd?vj_O;clg;#
zye6t0-$O8dEx*EV={+?d`JfY}x02kwiX>0ktM&oyS$0^2FOosT$*B1xjKWlNKIUNp
zla}n_>sF=8%vuZ89?)b*eeIVXZSCGW`DCF}MaamYV8#-+o1QjX6SqWHg&Ok5=m^i?
zQs$58RpgP_LawcF(lAgbib-ONG_$@EAFw|@I#>-mUF1?AXp$9;=0XCO5LOF9ZEvQE
z>ZAKWX59)jniU*C3MD5#8&k$#C}4$wu5TLomN~2t<Ewoc;zeNvWId!^Y(Eg{95O?Q
z5vyT#IO1_dO=J$+Mb&vOI=XLJe#+u0>>M1>VP&Ca3ux%8H*d_KHT{n%R~?RDx8#R=
zmjYPzoWl7!z$@DFPlx*?5l3RdI4^w;&w+epKalp&=hK#?capaJcqYH7XbzZ~hBCcj
zFghI29MpSu=rkp^NkK;D8Hm{@JH>td`W3y_S6zKS3U3dCSpr>+wnpY03CR|4R?u`|
zYGXkFA(Uhqk~9k2^>Pk6GYi4qFt`b{_i*VJnu*+MDKscEL7zttNhD6>FZE@$Io;x-
zVu{ULo^Gn6c-S-F4@Bw0FSS5BdY5__*`*68V)omch9w46pac^k?AChSEIK|tt})N!
z(+!;nFjO(sncrUal=lt|K#aUU`tiyyO(zP>iFc}Y5p+&AVNZ~hb}HOMS_F^-^NgGb
zWJQ{AFV0<fA9&zaGo2SJg=SZ)S_D%ATH{4TDYc`^_Uk?|DSBrQ;fRL!_5lsd3K*n+
zhEVYgh5YTh<gMMLT2&fh*{MV)r$#0$3y5=C!d*R|m2_71s4HLtcj-S>*rp|gH%q06
zSdere+PP$O$dgQV0k%VZEGCsM;71SLO0=w~HlJX5q1{k1q%=(Oo%+niXhjyqLse9m
zb9sY;Yn|()sKoJB2l~}nILFh;Xl=1)-2(Cx@)~MS+B9mff$;T;;WaKCH^*(1NWi3P
z9qPXK5e+etgT@x8?}6tmm=t&Pvvb?Lzr`x?N!|87_LHRf3VIzD_!n24Ox?|LrnqGw
zu$r;$sd;)r7;a_}x>E&nQJMZGA4QAu@TK-j__#ofBtPMJ>W^D4(jTz}Y5vApVmBqQ
zJw|6$T3DYI8i&L5RIq<QoUIZloFb}Cq%hmD<|Mg-J_mE)(RQ08T9%M<EJ#t?`z@x}
ztBq&c=JZ`nWI>UtmcjRdJM|IBac@8yvIeKXJ;o*Ty||cDEmMLX@SWB#!7y<Q<!uSS
z_W@<9Nxa(k;Gh|x1JH7rpL#3>>3)XKk6t+{DB=WiTut)08>qS~H`!BQ$^(56^ETyp
z_7x<TGDcvHO^;!sbno>ylg$-?5;Cj}6s!Kl!#ndleXN%^gjWLe-Z1M3dBQVYOY8Rb
zJ{J1ryI;Rh7kBu-6L|Y^0i7jnAxe3m<G;<wX=tWK2;XxzWfZ;L^gN-L@fGPInw-5L
zsWC62?^2mTA<ws}b#fw^<=H?s>tyb73neYq$}U5GqOJray~=OtOBE^kGy%5icMkCf
zS3;ShAMi<!wn_PXhS*@So=!(Uk8WJ3jUkpyEZd=2rKXMd9o8KfAP|`V9JAGCHNWDa
z|H^uDA~o|z=K-UuQ+Tr5?6VzeaRd=Nz3HO5M;sYqa{YGJv(}+bL0=m)d%@NDb?Qh)
zYkJHF<>kvxxBns3`ZtIawkxk}giHZ1Qc-xK@cJ;%;8jEUUQ9gl_JAmHzp%2R|IQh~
zJKwg%h2Py?WXKKPJ(riOOXx0Koz$?X4xIdZ)HlV}{~VTQ@uUCXKKt+!ts)i3phsuG
z;z!Qae^K}b=D!EDS&sOz`axbkqH*!#pBZ7pxXeW7(b|8`N&Aa6ab`+F$I0%pD07pM
zgJre<zLv<f_%4j_&n(?i;eRxsd5ym`JGT0l5^I&m?$G}G$Iz&p-A|*Px7JtWl9TE>
zEvf=<{i7!p|Nc8e#pL+TjV`#tZdi|{nq`Fk9}UX`N>m2motPeB7KNL1>xPzeErl=n
zqrC7KRY5vRA4leYEtSOIGoR~%scd6XRvPPW_Ln#&46pB97c^Jt`C9o|uc-$9&q8q1
z62-6iXM5wh)W@ZaYwq4nTP)J|-(9ZkV))m{*TF~PyqAA^^0_7TQGD%tsc4IiNB<fQ
z+lVB_7<M?xF)3rg+?eXAx;R|!Ncf<z4Oo^pT_+=@#xKP;>d%27Ygk*GG`C@SG@y1?
zhg-i60q%}VfStH3@d9*uNkBj#`nEXj_fPbbUcWz+4;KOr!LVy?v;qp1Y!yZjSX|=?
zIzQ4Im>J*wb42IMsS!U$-(Gz3;ZHxceKb>yri_k>&+FP)aNOcg1)tBYN}Va3Js&hX
zd+0kI@pWHg5wLtkU_n*_mmGL3b4jLd?O<}~+Kn6eBgDA~z*5_$Cq-N*?$bB~tk;aL
zolMD*z3ka}DI-sYoX)8DJ2(f^yodkBe2Bjv%Z)`2o`<&=Q?JEFp^TmU6{jG3js{*y
zT;LYKb-Oh#7)V@LOQo8pIjlSwW3XIrdW^sJG5g?5+vA55Af2uM^G9FbmEFZ}9biJq
z?in7;B?$s93?8$GrSHn~fo#wHhWD(UW@W&>6U<(?@&!Tb;Xm6EwlHr+_(eMC(YE;G
z%ZwsPkx+WbaEOihz-<otzY6C~s<+=6&!<mm9g0%(PD@cKNsvUFojD|HhqK)s0&`n{
zJT`N4a-$6^Vt~3kamUqDp6I%PbNQtV(8l~9_J?Fx*<TNd53t17q`8~$)WnkV3poG0
zz&tdhF)QRDq4s)u3i#hQW^u5$w8VLz^^icOn4~z%V;OO7ZnWH_y`3GakdO}983Aak
zi+36jS<uX_f%_}ACLG47Dvj{Y&G8Qx>Sh8;&^8Q=jHR{l_&=Dq1<=D#t3+e+V3>c0
zjto@hYgZ)qu7XVSi|5bJn0bB^A!hJ%D(>?0Uyha7c|&1GcK&=Wu)@%<9=H4afyR@@
z5Qhnvpd?=rw{aljd=~;K7-Ptz4$2g9rVZHp^8$!*`{~{*Lo%R_Zv#8XVn3*g0MdAR
zk>{2<##=#4K{F2y3{V8C1N~G7uY=VD12Fov?#8i~{9XA>Yvq)b-gG~Aov7wgh-G>Q
zesIIoR2MpWUqplkXejvsEjpQiY+p8N^g=mKf?=pU=h5;Nqqx?i&Ct`Ry}iAX3AR{{
zKHI3OOHDrOpNM&CoDxnI>j*@mZ7^~)2ShO1$!?o&=bJ!4D*94cJliKfOh*9WuX|wl
zY|s-^JCa%Q(>e0pyDu#VGbI}w!J}X-BC6Gs=AX*&M$D2)A=Eri33SzjM}mz!8$uo)
zyWIIi-Y!SOder>vFvxK&ePJs#kGhl^Oaco3o{MsiBK0P^ZzP7)e?BY%P^cS9jMSF6
zP1d^J0z)K)B=!%co}Np+?-&M5yc}p-$RRL`)F(lf;^JSjGgIqox}QE#0PY`cEZ5ly
zFt}s`Xm>pb?+z0#Gd_F{Mt!ajgXP04i4ujRYz41A0#Trp1O-e<Ie-Q3`EHm+twXLt
zVtHZ(UW|ej%mr+fn+`t{xOwN^y~?qWc$O&;WgcEdE+uuwjh=uJrJpaaNWC8u6%e>W
z9Bw*W2{QP(V5p>ixiC%dxpvs+VBB5<_ftP0+S3##K6U^DF%+Mav$aW5fB<(*<*t~R
zF&XzljdH&)7z05smXbOUgR#e8$_Nrt3N+ms_XQ(3fgcGJx;fycbpi=!3&W9BJW9{N
zfR2d(GYrIl2QXJjxCg+Bm1LSKy*I%bhW&ts5^5-<R?a02oDNvrd0|SZ<UHW}4(_XZ
zXRMk7JKkbOamS3BEy-q>!9Ugu0BW+_f-4Kj@dG!hvrmE0@=J#jW(YQx-c8>`Fj2`r
zZ}tx%3tm`QpbuzewkbZC67o)ISeA=CPz^AM$@y`qNBv;hbEPW7L|uOUriaA;2>9_I
z){x*#J6ePBL-OUOiAa0Fd~@ze+u_yo9r^DEpayN)*uO#rWmQ$x&;n4Z!n3nkUcTag
zA}dP;W{U0w9ZdU%0|SlD!^5L=<^WLL^Po`6f_+iZ$j8Nn(E{_DvJ2gbR6v$0+y?<e
zoxVFr5M1m1Ed>Bmy@|Bb5NFgr06zMw3$36ReE7PT3<gl@?%ciG;WY`y26IP7%S;c@
zSTMHQ0j4NzlEpj=zqp##x#_Q8CMUo5xwA8E<X~-FS8@dCv*k`5AVfq7MtU01>I1P1
z%MqX|47Y(N^h159k58=?kl+h#$2m5ecVhygK?Au(45l~o2@4PY)s7}J12@E?I_d8_
z#F<Ek9Q*Ajr$SVdibuKYfDPTFMXg(?rad_uuv%u=VwevFilR*=NQehG1-1a7orYBh
z&4Y@Ii_36*6vTQ;PLe`K)1`tZw8~6Gyqg%)0;)7Jds08e(2QTHvcN`JsHsK&nriT*
zU7fE1qawzx(jcT5H3{ZY^jw%tRwKY9!~O{(m^g<LwKNce*T{He9L(q8zk({_#kPZ3
zbM6S(O8c*C^YoS^#J>zAgKW1P(=Q`yZVd~;E9+d}NL3KV6X>J{B?2~{Q9~0v-#$rj
z(q_X77vw&3(z=-KBCblR$SnWc0!v2(<gSj8B1Cr!%z=Cco2)`;9M;uLc>tJ1DS)p=
zl`uY)#VpwUm2a7nrd0b$ccz7on^-W52{{7+;4W2F@{E-63_8bAVgy<bpV<C#WGm6A
zdTh&C1)Fh%`L#4>g3mRxwOvsz{0Y3{+$y$x+5Q@jb3$t^ESNv>E}gk%4Ic7|EOAzN
zP&3}we;XY&w7u>GHkDp@5iC%}r;u`dw5#+FLY-^1m4G!(H0F-EEgnt`c<y(Ak1l1>
z753Y*q`W0cS&-9WLH~7g-Iaa-ac6p<0s=We_A2>HGGMF|ZB{{zAkNXQ_^Jcar;aZu
z?UYsS+U6P0BAdhk%`X=aJMN}IS~eRoNlEkJt;C&cxFtlXzJCis{+KxL;|&!vm<hqV
zMg_AhFtd634i>6&-x}5b2a#D35m^+2RWZGGBZl<Rh{%;9`@a+OT~e^*a#9qGwU8M7
zCzFTNv&#-aiXpO*SC}Lmo-vPWNV~MMb^LiviQz8>4iEaPeft>~W#tSd|LCyl#yDK(
za5ziPQ#<EsmV(xpLW$Nm%L>x4n&&WOV46`84H9p@0=FVkp-Ue;mo!A~pMoj97Vf7U
z`QP)amj(({9|j%1H>m@>M)&9}ip->6@?c6AjdiLp3_nx_y27F@q~?ANAshZUYsiUj
z%`eWfg>!XVOXnuP*~cN2?)H$bCaUU^j({FNn6z3E<x14DSRJh}483&z*K5)p;-F7u
zM&^)xqGf$%vjD^rUGwAL3$h>LX;}^3Mc7A~ln8hK{Z;@tLFtUb3a1K--U^+{NVXYr
z?LJD9JH;sg0q07I5|W7%J?aPdc1V6D7|i~5uk0#4?`Oa?@;aY4(~jk0Gu6$rja6Ah
zhfv>MXQj`60)3!Yh0W(LhK;D)*2MTEtVv_e_jYx0YTtrfH>@JA3M@wDqn49ixl!dO
zYw@z+(BtihVJyZL@M&7tp%p8q_OD?SY43}RA0L5aNDh->7#c)PQ}Ynxrg~bV44Bqx
z1$Hm)HJ^1+LdXXZF}DKf*I4F?Di=t+5f*M%ZPK(re$lx)Shp=MIJ-<5Xc7%E&i3}-
zt=NITp=&5qRk{D_$Z%N7_F}XT+Wm5LCLk@I%JjudA^TT(0UgPuxJGwb!nexhVEWL1
zJbdsV==>iydM{q@G#>CZ46nK=5_4LG;DBN|4_)<7SvTv-m#5Z4Waq$Wx?y4ya*9GX
z+62iW>?WT$GU@hU6Mik=eod2!xX(;^nRiomJzYvprsFlORr{vKFQe1Y45r<jggBh(
zO9F&=&8s{XPK4IX?JB@nO=BYv{BIk*w|pUwhlO#u?w~&1I7nZ()Bfr7cu5-gW0k3F
z%HaX3v}Mf}<lHK0u9faC-VzDyQ3phcaeN-=&$=Q<Nu&;tTZT%t<!ib&#)EGc^t*Vm
zH2W6M{vl@TWzq?6(k131BDmX691J;fhhneYrhQ{_O@^BjZToI!sxbW9B#{rn5=ptj
zR8Hv?mUqr<joLr9@WE`(t=l(4jk5+Xg9&3;?NfS_3NnS7UpqP++TndYy}xy!dMjo#
z-lOJE4G^z6Y|p}!nnYpEY_N+TDDflVA*xT+Njj)`6M41B>1Y*k3OHr{Co6K@S}R$h
zC&u6Q_=WSFjl-yuGeliYA}0($$VWG=l*=Xf8SMN%_yPk1b2edvm3pb&USYpKIT0$1
zbTtt2ug>EbvM*o0BpyD?uYiaXr*Xf6d1{~G^@4A2`Q9GCe+nYdHCIY)wVmldy|x``
zymUam4Xj@p>-`tIg{v)T3hkXuTTtn!PrvrSHP0iS<h}6u`rI(GhWYHPgph=Hd^AWJ
z4&#^!tw8!G<s7ng1?2@W>Tbc+{CqZjRc&SozAI&|xoS!<o^$6ZwL(LI_vIlO(~Jd9
zqK5e?fL}d(bfDeodaLfo-no8FIYSGh!sqy|2jqK-+Ypi5*ClD#=vx*b*BzBvw8P%(
z*vZ^-bJN_J(lHz~aaG4S@o}O0OvbdlQ?{0m{dW&icbK9~zD<aEE}D6#k=g^*%e^wA
z=`XpRGI7g18_IP5y9F1nmJ@#=DC(mFuYDoW;k)TE7x-AxCJt>>HJyF%(?RG`6YMNF
zgFW<Q{zeXE5v`8yho5qSIOSw1F#Tv9@dF8&)VPs;h?1D!?}8~Iexb6)&F{Xb09uU+
zsrW(-FhajOE#`<0wQ_<GGB;jV<=P)*+QJ0Re(7*EkZm}t9ITqc(rtpxT|?3f+a)Iz
z*r8xmDq4CQJmW1mQK$Ag1aKGO-FAFRPJJr<T29YZP-KCC5+HGS@GTrBrO05E`eS|S
z378g$YREY`q2=40Iz44}@}9#=yYX_fZC~KZ8DQR8@2N=%70-M<ad3IqQ)SWPneBD6
z+YtlTufa_xgI9$3^BJNR@Bx9paO~Qm<k1_F8Ly((%mC&d%g+FJTaKn%;38eanZtE|
z%O&2`juqR(X4qR5t)af{nju?<9kA)bfy1js7Hv}Nf~q>FnepiLx3mW(;}r!n1w+==
z3gMxuTAJZPs<k$F?7HiSD5f}prEq9AfxgkU)&teVDLYnh8D^~XSaZehGLwW6nKGoy
z=bOlAv2r2XAy>SjGUg11GjZP<eE9~qsSdlP(?EV?chz)D-~-}VEIT`5@-1sh*4)>3
z9iJnw>oY4C=9116XI85OY%@q@M1;J|?b4Ay?TMMHtZub=gcYaEZ=!t!gnW=izH{AH
zIZG+Ski52=O-E=uw%6x`NL_ja+IXKaD-(3Z*kOKk5_Jh@`k7Qo0tT2z!scnzg}fGw
z;%u}hIM4n9prhDE(_#(`4d~}~!dcoVoso@|CVYl`O4A^`G#p#yzBj+GvSl2W=E3Oo
zr(dQF#PeJE)WCM%2DG6#wGaf8usb2}IW?@Umsd4Kf1@}tb^$jv^<<f`CMnorX%mt*
z*j>pfo_D8wrSfecR0A@e|BiTLd@jXYKB4sUVD3Ml$+lw7_OYLX8Yk_0G+if^e@*!U
zd4@<c^lNiT+t?1-+8?C6Ft6J7S)b5%pps)|X4YlT;`<=~8kE7SkdD~`DunkDaCnQK
z!~D;cQ)|Va$tNYi#u{PDD!2a^UvC`{Wz=<#GIS#<-K`+qjY_DL3Q7qK(%s#nf;1wX
zf&$Xg3^jn#Db0}5A>H{q1Ny$-y}$3?=WpfAbDned*?X<E*Lmd5xg&9YdMIoSyb99h
z05A8FB8@Mk7GEnaF%wjZ%%FInBe};JjJ}05vmlv>S?_;`N0y7PKoQP8ma}vA>yQ%X
zqT`FwO?b?R4^nv)sJ_AE%}7zt7XnK~4`Yes+*f2N<|tC&dz7t`qHQ%(L67tM@!~h5
z^(P7F?l$HD=#9p0uv#01NNCoeQ;g3i!x@l~KlSFg#qyZG>I-xF-PY>CCovbFaK0aG
zPDd!vd8<oi8NJtLf~ergcRuy`md(+cv0n2#lv41C<TPjHL`JH@ls-uFSC3inG^G3E
zYIgWW4cR&P`f-uv-Uz2B3oq}pb570achn(QOyOv&a#}%aeQAq_Jon@v>fxc4X5qQR
zrfX91cFuQ~KF5H>xzAH!R#PVI=RORrGylafMLT_>l!UDxRVcB~sqjn1y)$|f-1J6<
zg{AQUPGZLmr*?LH0)p~qc#_ct2Y6$#{{yxhGt~jdvZZPCFXj8s`m^1S*=`gk`+YN#
zTS8)MZ5KvC6-IZ$Dfr*tf5uo6EQo{?tqVk<sZQVYhMt(+CV92dx(+2Kuluqp;_e<}
z9eagAmvB-%xwlVi%t)Isp};!l4!+!2x2zG#6>e7XnlM>dcXJ>=Q5iL!W;GryGwxT3
zy#y}_LFR*w^D5+$Q}^LBgbiwZ(hlPjjZm6kzJ*IntaW9fRLzpWdr`#HqMe?hAF@M~
zNj4jE*7rplo3J%IzC`{S%yA$DeLNaW9zj7*-dz1)&U5c|)L*5JL;Fx)Iw$j|KTRSE
ziuhqn2Oqm>uSIJ?>sQ804vM^|bIK#00v}}kiXyscYoIBAg=h|vS6~4mYF3RGtINON
zr#sX7<S50-zyINqTI8ox>w#8ebO+f>FtW{zxS9s%B}i;+v^ORtI<g|B>G{ZGIF1uy
zMU#;jP{%{*`$l?twBpf06WXa85~d+I4xIr=kj_E;#HwGYy!jcYKwnk__hl{TYN&$<
zQcoANTl%gmg9}hLV{x+c!_Rkn9UYJ|rcb5F5R3RAYB%LnXX}XQlD94BS<XEZ%esbA
z7f67@1IPhp&fMpg;(?CX&C}D<Nr<A<GzF<-1A;Fk@AoES++C%|GrZ;M$Hyps(<1fn
z2*wR{$+zqwpCoam5UqCK+TZTt=DzwoAjy6K2>`+_fCFKs>T&Cdh((9qLrUQ^Cb^LW
zM(vW>8781{ZHy;p(dQ|osp#1SP(}vviz1iI)x=Tjr&@^U%(bdT?6|5Qqy~a1kq7{d
zoJfBHRE+Ur57n5Yq`d1o9tg(Be0_bLQ=@lNk`JlFkkY~VmoJxyY{|S6<r>AM-OMfT
zUr3p~;GnLV<4R(M!m?ieL^lAdw~hZ%WIEC$g;5Kt%^IKmSV>9Umx+mq=D$j^+S=M=
zuF{yRnWy4QKJR^qleJLaoyoCxY$Q@gN<QiG`=-2Wk^bjiBqg2NOo4`dkTLXfe~>b-
zC-`d1ej@7S13yT}<%gd9bB_wx#^ziYtup(8hT3`8Ub5dcK;2e;RSwx0mfHxO6cXgo
zGpE1Cl6T4>Gl2P=IEeMI7^^SuUgOYFfByc{ZvP|Pv@pFQdAA!Da_9-MUwi&Kh*e`=
zfts8@bd{Pv@7{GG2n{B@E@qKA(-mr7S-hAos#Eq%ooDq0K}F{-_=>bDz5f8{!t0fW
zmv@+imU*tNzHYVWk+Q16t2^z<iUUMaE}k}5OPP`V%3h*v;j8h&%%&lkQm1#~m??Rk
znV#hB`#w^u9xjED%j72|2uCCd324Z%D}sP)vxtc-GA25^Fc9+uNh5&2r%z{Fme+ih
z)`58}Yymnh(01GkP@oVbas`fyt(~3calegBP3HzwrR6}!-3?OG_mPn|1VC#PfD&3k
zkL#abE{u%qDOZ@fr%>3Nv<UCZI_G(GBmxW`u2wReRY26j0jsa*oEAdH{TfJl*mJZ&
z^126F@d~6J=CQL>QgYv90%$!qowTOn?YvUgBxT4xRxbl52N5xY|MGA#`^LID*0ax$
za2s0UYTkfGzj!p*Nrp>eSbZ^kIeb(xSDEFQ7s=g#hr0Dzkfx9%WZhToXzKh;zd?$R
zpC4~hul@%im5>sK92*eh0T%*_`ufEU!0^X+(6cD=wYSZG_52P!z57C^_a4R?5!>&9
z7lAzahBQi)6F2>j1&@M)tjsqPI7EDZy7|Ou8rg~ulMR)PbSwGt3gWSGeffOfsCW`_
z|N6aImMZ-FL5^Ffj_6I3rUM3Pjlg?g8x*{{&Yl1ywH_5a#0d^hD8WE7sZLZlu{~oq
zLkw~59@%@5VJduRTLeVLpEcR^C&dkuo}w8ar71P=8l#SGm)D-pvmn<R@<~oc43l#f
z0NJ|Ax%Xbb0@y@x3<()>7;^hYHSLOrFWi!X+IBVZGi{0g6uUT;<nU{kI5J(YY0+?m
zNoeeQrK&O{k?5qys(S(mR&`8sFR$9%yJ7&PMcU2ucRR6fw^LXEwDsO7Z6F(#fN?iC
za}s`hQd*aC9xIz@g)}b<(yYE{QPr7Kx>68>37DS%WO)%?B9J8lpxO%%@@^|%<065g
zb(NVy`x2?$K(v`n4OgKG%7w5YdJ&|7AG|3`sXnx^4$~_6F<h#vGfCXww0J9)Z@Pbr
zhej;z&6ho^w^+xb`I6W3t1bX!5U*fHUF+3$v#5G*vlvM7)(wD8H)v@KO)BDM_kkwv
zE~T(dDA4F-FoTF=?0k+igpqyv;ll?zW4==_t$cAiQrB`J)#ncmqCS24QRwnuf_tIz
zbtUgZwO2aQN-3>0<@!xf8Mk!qk9-b;J874xKgtQ*>Pt!L|EH$-|0NJ+5f&zsk|N>%
zENmHynzi1SoJ>98HWzlZ)5$$#qzGd4&!g?RZD8t?gP3+-O2Hk&DZInU(OY=P#K?XJ
z5R*wN@qzt^X3L}WU*h7(#s~3vIWHZ@MToDrGqEU}Nhm5d4zF(%jj+wcixdHub<LQ&
z9w&R|)S?cu#^I!<n^SdiCLiVH<(p#U{%T)dotM|}9n=AZ^xdQ|g_}`{mxhXdMZ%cn
zwn6m1bb%XjHp*Ov=e&l+F21iZ53Mm~{y!zu8@2jg?00n3c?@sM06C=+4P)~JUatDL
zo4GIeRhAiU@e%ix-;d#Qepvbb#hACO(XBk^(tdqJPOfr5Mn!yrkH)(3{5+o`^1KCS
zffg?hZjN>a5=+Yw*0#$z2lB(B4z7J8SC>LGX}Y54lL{3LrD`ciMTL8;APjCcP1<jV
zX>FkZA3?a;D0O%I^ml9zxA`koCVAuE?}a2|P5>z}o+oAwV6V20jt4;33xJ82n))7}
zEI#{_4}W+0wlR=vB9id{jXhskc3w1`<;#rb>s<3{TSvo}4VjOJE%Fi#vKDB*Yg~@X
zUoW^GfAF_K<|zWK)voLSWOC$9BH|EbCz%ik{<=9Ufz69thW(n~Tyud0t=6u4HvxCs
zZyX|2L>mmC13OY0r{<N)G^4-Plx<qo)=(z^?jT!$Rv0PLkSc@z5z=!2+(&)<_$F1-
zGee_Dk3FOe*vpK<oH>x{R;0^{e^J}<U!{SaY8>nxVO|`=R|d$UX#JFC1(CFkghA`e
zn^EH0jyzK<C31o^*Vz}yVQ_53IlLb{Km{G5UPB(|Vq@~QXGhy+qs0tJ1#`KshX+jC
z2gH!=y#ZAw5s^_YYuECbW$}kPbL|jiB<(&-BN9@UFClnZt5n7;C|ByRYd0e7J2&{%
z$vN$@;z1JvftLwOV5<Yi!MFKPD=R6NeiqbBhbeJi7PNi?e?sfOE7<)h6ewlCuRhlX
za@Ch)>@?qK!~okqF(meYQ$b!{dqQgI!lvpJp)BG(Mo#T*+~2^Sq+X)@A?S%=^Q`Rr
zJjLLC&=Vgs{SoRQCrrVnfT#QtH%veB4ekK?+|F=~GTesrI>NbkJoRwka?VwM-q=q$
zyO{rtjC7;1w!ogynvA$QbqE|F-ia>)R4?vr^?Wh(c04!!4?V4dANp}}u)qR8Ts|;?
zt=Pk6R{F^O^zH@*BYRY>1lsWGYRG|oiNRiCxO3Rp?rSPG==Is`@C5uv-JuBlmyORT
zJh<^OXI3z3zMCzXZ{RSp4@+l9N5;QSR#N4Y^A!Bx(4n`c*_+G@J5;*KSK>%BPJ8_~
zV3cT?My??3R<{%2`$0|Z?J&i4Z_@j{XFyQ!?b6HIpUes%y-qG^O&r0Ni%g4vrKVWI
zQwJXZcNYMfTU2(=f+619S3{lPK%<i{qGQg{)!=7p=>(IkdJg#{&xwzUSg797v0J8f
ziroO;Kc#>uPztmgB+3WA9zNH7CMrG0A>8Yyu(bZ8qi(56BWRg@=_B9P<_bsFf)8i1
zFi);=nZ-Zdy@M2Z^@oB*wC}ZU!5A2&MG~V;;Y_8j&>^W^J1s`W@A7e++SyNTP|Cd%
zac*_`HAFE9#1r_>g@J|&`6OeaWzO4iTD~_}^wuRNUAD|^J>1Ht(R74UqcboD_ov)C
z5sY{bJWSPGpLkAo?U6k%wfp@b@gd@GZ%8coA=!4y1$JG@eI%cc8~gJoB+g71UC!L^
zH1;bqF|yH@!fZv7&9pb>e(cK$633jqkTfO;9JpSTqGaI3&C9;g_^-^>&@<B`e|{iV
zmTf8a`x{ZF<6dWsSCz_>3#sLCxP;PVf^&Z7zs#*C*#DUW`=7O!EfI6#Orz5ZoTiKO
z22Fbfqi&xXpE0VEmQKHNtx}i+R3=3)agT~LBzo|#4uWy15qztZ@cmrq_z@R7hmw)e
z(rmpsqWE|eLqRw!h+2k~Q@bFKdwc}reZQsHGHPbv@93ycsek$okdk;n&{Kd}`y@6}
z^yaRiI8$G*TTsW1ar=Ra*N6`x;Wm`SV`Cs?NQQmdcn;o~fGL3ZS-Yxk+~XD3pSmti
z(bqG7hYtLWGMHd~@LfYOCisY3e3tRTYoLWshQDoVUM`g@`bP48xmczO*VdN%KU?HE
z_}pqW752>abOSgSV7>?QUxlWWywlQ<rDbk;P3|r5Dhv?p2hm*~*EN^}Dfk})HT92g
z*V7CUUr4ny3ySh%W%`VUN@jngo)lorg~kn(+$;HUTHVLvVR?(^PjFpm@`OZS1+o$W
zPbm1paeXyff@jk?gj>7Y&pX>GM9GhvP0l<M!92SjEPY0wUj)&iEfS@ykc3cUpuz>+
ztF}%_YZI%NO&s?4I*|W>->JSy@!)hQD157%h^KA6=O*=}>tb+blDsU55t157GkKP4
zlAVXMb9n#y7=Ynx{@vfyCZQh{Df;**^(PRGpS+z#yUD2~-NGp}WjEyc<VI+p@NgbF
zH-f-G=)CXzxAFzC7ZbdCCxw%;^V#OcLDtOj&%t{Wr<1JIi(BfTXO{oq<H`2JM--q$
zVVuns8ydloH~df7M*detShX^NmxG45S*8W|7n9l4O`*9*URS?Zs6<;hwB9lx7n@+u
zajbqw6@J^5mu6dokNRIc0odoO(E@AB-*e)KMh>vB<3E1mQ;1;85`&q`8lmx?I`7Nr
zx{=rA5YxU*ob}H#Cd~f(!6c9`TT|f8>BW;@a94yfE%}3I{p8zdGIDAb2jgt6uUcJG
zQ@uZdEGdA?@)NRLLq4sBV8E&3@bc}cKB24yM-4s@$TnVsohm0=kq}mIV8pYkfLY_^
zx*9l8`nP<Fngd0O&1_GP^VY$i0_9E+&g~8>lhlVPK%geqg$~A;W^&)-IoVuc20KKo
z>~9j78V+_I)uBs4h_FpfOPLp_+BS}DZuPuUaW$(6%5nNt;;=Q+j|YlJ&Iu--@eFzL
zH)mdh`=HMRH~czfh(a1Y+Zd}?dbnBJDTa)tv50tZec+e5RUI6rz(vo&rm9OsuqC&2
z@?wVY%&WG)LZ!+)!TE3YO&tP;7dI@j^oz5#G0>KBXHdpam@DEDc`}dt8ma0zw4(fq
z8ocp9I@t%&u1IK&cfDt`9n)-+WW{b3+6Ix?TG(hyrN)DkhLs=uzb<^tfS*4Uy(hlZ
z=ahrWCOU3#?XP;N6$<?{F^ncjH9K~{Td7mw)^pz9HQkSt+MST^YIoYpI%nmx0`y1e
zuBCS>R|^lE0V0C;O^ZGAZ^sces4yKYi4JW-voQq(IqAYxf#XZaH!b9Gs72;DQ@i4U
z7$*+G$Fa*R%%xtBkbl;g_1_~AG?2CbksL3=p<NsKQRcPf#V7C8KoN&r3SxQA&C93N
zV_?^U6sNW1-$%^^b4xqBeWASdD6J)H;oP(cI!}}o^(ppGp9^u+*gH@{1lL$;Zy=f^
z(K1t3UwqH`D>IV~2Vv129We9~g2i`f*N585Y(U{fE@;gE@fQUc5z~^0RVFDU$3v4|
zdl)-Fd^Nq3JO=-OgF*u9YKn<PQ9(@OWfnP^NH?jvJi*Lz1~qZh@?9PBczOp^UMx=2
z%(%mRaSL*aP>@Tk!qDHiwj`Ds{RIYmK%|La^p6E!$KQTrNVot&<4R$eZFT>NN%%vA
z{Cs<f<8JW=^o@CSQPMCO$<&nI@>2~B(@)JS*MEQ-v|sGB%`E3tmi<`X*jHKuI7Ca;
zH=W3inLAMrtt9P<+mAP;ef4c$ja238Y~q}wEB!}dM_y0pp~o1ArNA~lj$7@H*)>j`
zH*76wk29BL{j<zI<ym{0Edisac4ku8#kl+nnq69@4_Gc|LB-9MvoSHa=n5$No+vc(
zXbctI&>_>%jnKL;J#tc08(Lz1S5Xw?+$RrdX{fyo+XUI^w+Dtr%56HgL#k}Yg_I}|
z6acgdw_%KG)hxgZ9rq^pb`dN7Eeaj6qUWZ%I6;ILK!)q_%IF~Y9z<JsW$kJe1-A-O
zKRaAJ2AO!HW4oEwfFxVebsTVbN&Q5XR@vgb&fC)xe@zonwgKP@yURW6wzeK;GenTY
z&ksM;sTCgyavqw$?5@AxpU|wHm4hx<@NplJ4dLJ9v9U$_NQ`(whCNB^+0GiFcpbl4
z0F*aogS`qPx>4bV-?T)82Gnu+r+rmZ7;iE+C;KrUB1ZTM5O&POmkHlfz`-CMgiOQ3
z2=Aw`$E=TRe!T19@UXoi1}MFzOjNCTAp;*mggjqe|7dm!O!;qK%$^qQzWxz9sJymK
z(l%&kJ(~iA(qZn+RX!_*GA{4c4$JV(&!KKQ_~se|Wg7sVa&sFdG+N|w{M4rB-w%+g
zKO<x9OJU7RiiS(~lFnx`)BHaCD~%7p&##`iF&K;=?jumkX=9_-%n0STA65Z!IMFg|
z*$s9Uek_0qfP=)+pw(bcJe$mCgFV!$!4TGsmT6BmK<xXo+E?c9919~)2g3UWcj~34
zj`j*&s<snXvz+q|(vVVHdhs~$`Z@?Z5y)6Irn96(8xcShMvJ0V&t9~g#%$GUgeDT-
z&mp!+?J~#umjaFfJb3=&!>1e{(;|c~Tva{st;}hE)i`XrOB@WS%!A;jZqU5!DID@#
zT4hxEWw7_AsT|h1-AVL+V6{}_IZge>B4TEl?9fHVcd~d&|1i1v)~*YPa7Ik-?wCKQ
zAA#4iwgIo#B>kiQurwpn2bJ|7sIiXBr`j2E4rVsj!nhTjWWafx<*ewM);O^1$|T$?
zvKJTBVbi<9%$#MEyEdgKQ<SxMn5aA0P#Ai+W>CuNgygR;JWp`>N<_z~u0w7e2t{1t
z=tH!qUfx^#ZQ)h*kH45tX6Tx3b)f>Z#Y!}^UagKj2=FWoD&3tJTxsm*=e6GcgqhaE
zp`?OMH<nG$G?HVI0)184#@4@I@A4co<f%@0zdTMxn$AlYcB|0x)liwuZ1{ki!K}2!
z9UkHsX`b=cRFFbF_jk|qrx|$St3NG6U-`*cHux^0zoNpu>F&S7wgj1Z8waM3i;J9`
zFZTe*E7*Lp);fFZSB4~h_|2I6XEFGKpY#S)HF_(X*us-s`0bzx?kW0qD<xCDwHQ?n
z!zRkBZ8-5)dprmkfY_4`G9k7N&uOiFglOJa*n*uM&sV_@8x+P;ShD)ioTqs4t`Xk#
zEaR7^V_!0-HU}fNa_$&Il7x@+mbdgwm&z`TRTw4W52jc+=UFoAnx(4{x4s1CnaC))
zQMo<TNnxEORrPwfb<mg0p44ZSK3Vs*M)j0fCMd-;rQ-XOi~4xJLVmFoR0@9KpRad*
zdE=Yhh-q3q-zFW)05%&W2w#N}6lr|)kH5Rt#HNWRB&o1Jpkn%BN>mdqpW>FR?#Z|~
zc>;E;JbzeK6JyV}+iMyx(0`>8^)AkWjW!mj0zTZ;3aX2LxzWmey&;GQLv5z(X#gO`
z1q}3qLBnny_ax|^2A24~1LrC!?9I$H8yhW$ejY5;l=_w8Jj;?*0g)*BN;D%Bf7TM$
zP*o6asJ8bIy)$>7;TSE>ziy6_9dMWqF64$8V)9s$N4m54z9X}17Kba-p-9y){+SO<
zN>!cfh@^`W@PhDoL}?41rw`2Gr1y3%{<%enG7yOJjjUs+wgV^$ZX46~{0Htmm<9MC
zFiAq=uH8aKIz|Eo7Hse^O~{%O^abl~Ybh0WA*t8&WrmzYZ5l{}OjSsqjP#jEJ>K{*
zp>RRc&WL?&>2H*POxd5H4TKS-Iz#*P(sWLiW~rlHSvxy^Lq%wcw2&Q#&^50BzZw(N
zNjl692cOM-{Ju5OU57J0Xv+=yKd-A3JO0%%2S~^gP+)U08hVYuKi}?PT?;fYe>$qi
z!NEZyYdm%{GJ`;#_yDm&+SuRpK7F`hs&;bG*6&BN9h-r_PrQ%5#w#_BuCfh;bL-Yc
zM*wo++6kSkQ7YuNcUy6ZqiKpjG%usvb?pS96AtM=ITt+Fr?^o@q>c5YDzW12#Up*H
zyNKGa^f#ckIbUhH0gGEo9WdVe^b1)3hl5TSul*s7Wze{xj992BW60rb&HV{%Kj=9K
zj!HNpZ{y7yqcupOg`Rx1($ZD|jYCBIn`^<I4Tw;0)39cz20hQ)K2v&b4p4pt;fS`C
zHd*65qU54cgFU{o^K4K5D&<AzXWjmuOOTkgn9J=2YSwZE$5Q{WOa4Of8oYSXLAP)`
z0n?9hEIb|{|0y&w%A?c2-T^tktE^khw1AVGZM>wXke<g1i-5&oTYtB`^+k-|ecPnC
zhyus~_q&=8Ir9+-w_q7ST|WT3{7Kztnm57mFt&{}ob?O+#%qtC81mfI7(UCk6t}HM
zsmL3C34y*jJ16*>Ol4sAnu;x!$rH|j`RCHFn%i#dKMdg^_tX7u+$(jRBW8RwfU2_r
z2`^G?oG5G?4*2<sx4MtyEPU|#a*EvD7eZQ;o(rq7jM9NHDL1fuV*sZ5lBS7_7knua
zq0ssl-8||<l?H!iqkYk)57D@2`HL*2Z<2pU!RAwqH5r&$Ca^`*rR6CSFUN>?W{Zr`
z&JEl-ICy|H`PSxN_|N&x%ae=rnf?tZ`J;x*Q|Y7AQ^e;}Nk4Q#8?R{zQMKpP#j}Q0
znYj#*c)`y}Ki7ZJUHCjAC}3mE96FujVAXNzMTMRe$egh3!hDKQD}5kGM=#Dq3+F_3
zVWVO2^_nN=Op&0n4A-1oqrckq8Mw0*g7S)%KtFi|I-__@y2$sy1q2fjBe^d)^47p*
z3c<jPl!=#@c;gPxdUlL=<P6$Ku>U!d=cEwwdavk=#lW2*H4&z+dcG5$<p$mG`JvbG
zbZzSN4+`JF08fb{0ULsQ-Ym63|0BOc@t?Qu2M6JTs2#ps0^~Q!&N<L+`7UQ(Z*40$
zG#o|^Iq}%dzVSX#tRy4;m>LZC-VN<!8)mXRp{a7{boH}sFL_O+5YP5`+<u3#r<D!f
zitx7J15{s~{ws|CxK#Y_h%%2kH@|#0jf6oHI>>}(0AZgW8Ghhop2Er~Tm^$|#KgUe
z+_!Dgm3x0Qce!EZFGdW>a!$LT2oXi}ik9ihh94Y$V4kN89pS(_&M<a%ba76YH(_92
zbPq{4(}Nl_PYN}Y-!5n4w*9i_jz`fQnE3KIZ9J%0pAOxDPjT-?K`vG^n>1l!VoYG>
zhYbyvYuu(SfyYq&&C4{OV4!*V4XzR4>B+J|1DBa_@<k86?48Rm^zn{@huNaxwdAo}
zMqA!+H{j@7m#<=SKi;Ly4XvpkdpjD^GSi}9slq664?VL+oJ(zZGD2Kq;qIyN+KO7%
znzxR+LU~S3iL~a4F?32~=16Q8#vV2!`C5uGSIA+)r+U|OhD;wC!Rt6E?IOvjAq|-j
zMB5U))O;QvE7<&fscf5UI#a{XQpcm^`!mYa9Upta|J5WUT6~i%4Yz}oB%c=-y7KEQ
z;J%uW%~C*qtMjTSh2P|ufKKWaXJ`Jtx_rTVR05C0I1LFbBdWlpnoP>s`|-On!h?m>
zM%ss~zw6?wSH6IHcODxg@cEKvh1}ysa-yptdSW<dJbiq3w86n+KmyH7H%o9oMXB_*
zmY6mtEJ9z5KyxTn)G*y+{+EosV8)c+1vek%>r@h6>F8Pb2Sm^v0IY4Hh4<;X7Teup
zl&v0B^?I+HM{E3*8yx^?j(7AG-q+aO$?)ACh}8_N2x*&g`KjCVRlpG1H-f;EO#HMx
z(xrw7<L_mo6)37PA?L9me)<hJ`Aq~j&z?^D&w@o~tT-zE#Solump%-6QGO)P4R}P*
zA#@v#bijZPj(-Je;@r&Nzkd(zfctJZ+~TULExP>+i4x<C-+Q!QI2Z!ZwQ2pdCPTi;
z9W|EBXDq-S@tb;_i_tS!6xu`j=T|yz6KW@q+S$cdcv+JFAo?yWwHL+Ji|8oE>J3xP
z_BPta5yZ?T+I{kZ1>S_^H<5hPIP?ic_>s|JckW+w0uVs$7ao#WZ)K^9mW)t1^qo%Y
zo)%f~m`qO-^c%EL24JFXP4r$uX9*p<<rrNnJQ_rK#w*?L2KIMSnaq*FC!Wcu!0c0u
zQi+alE}xe0QcY4EpP)5oLzFQSNB-zy-}AW9)>-aB*3LC@8B{ViZ|qryYy|?W1=Ih8
z?mq%Y`{A{bcA<F`e{d6na91Z*EF@5)`n=HWhB?5G-z5fQs`gHY{j5<D2Y?I7YS)4j
zwMg8n3V4o@#>I)i)~Vu7A#WibHkLdW`gp|KfoPn#jbw<xs;OS3sZ{Y1F+F$D=<J^O
zYc133;d3&otf2x743H#YTOnN|^4h+lXzRB7;}hn|_vA`{YtgrA_70^82IDp+pVlz)
z{m|!JqVQu|+-UkWX^Mo|YVb4T=&&i}-+fvSPiTj$9-`<p2p8cM;Y}Qh_Z5@9dXK-`
z;7Qt7T<Jc!F$Vv2sZ9_Lm}-z$iQD(<6<p_8J0ieRB1Sv?-4MYL7t1#?576mUZVm2x
z`18vqg5jaQ?Fq_Ohcr4jEyl$KYHGTD`O_FtZI)30W_xXL<&Qc70~My+Ent*x!qP=r
z=YSdS!DM&jx(iFB@jKO^vLvaYY@nan5S2M!>t1u|LGkhKh?mlPl+y33s()X;V&CBK
zx)fBG0zZR=>}j1~-?7i`4vfg3xi_bJOhD{5@_1W#(t=~=u#4~J)T5F=;n@SmEcv#V
z|LV+{xxZ|pNDc=zbLjwOdY}JdNT30OyoMV4uCe!X)8G0yRZDE0R>#(Ap%lBY8MDqr
z1MEHi3(ua8?&c}}$Kht2*EIzK0A191y&*DRAI<Hr3qZdP67S&y&eCA<Z6P)hAEtui
z4!)bw0b%~Q>lAYAgoX$fM*dcjR}#!{vXnKAyC;N!mnd2Is2`mdSYXnq6QYyknoiCT
z26)i1%pa~rXPtUMl?QQj)cd>J@=4>wSxJCC`YV0O2u6bZFQ20GKug@+rx|BPwcUbW
z3O2u3G}BBk((dUIoSD@UFP0bHi*M6?->*N-eDk7S?hG+@g2r<SaIK$J_r40*Twqtt
za>5Z<Hca%lfyysusK3@`Km$%!l=vp|WOnbLd(R7eu+_H5r|<?>jr1;Fu)gkilU<ed
zQp99pgyb`%KI?PoWkNNLFYWJn==}H>DaWphqu&5u!3kp4@j8z7V`xat^2N66eU-k8
zUiB4j2c3VAF0Zo-3%f*nJ@vG)Uxn1azcUL5{V(|90?Nl$;FnQM#3I>MmF#w7bcaCV
zF+z;^XuF=vBIkQsM|(5c08oh=I9kgyYB<ik;_G2Hj*s=!Npic(K@cxJ?yytdM+vVY
zks0u}I}JU4781H2E4U_&I$R%e083c8rN&3>$~(zxeZ7_)3_%&^m@`JZEYMS1d!RcL
zY});6>a&e8$hG<3oQFMp|CMX*?TXI#?K=UP^C!*AEJt)Cl+fz?Pb9YHIN=vx7oGbH
z{BiR9DXnLS*<V29IWcp~`HD_=b=Ai%C@AGIl3rSiyZ7_{0auHG=W4iJP~P15l*Ym$
zh<WLTk(y;##~v?Mi1+3!w6Q;QU1CDmnhJDb&MapU$8dn41+6e^x<7O317G>G=p2TH
zGN*wuTP~4T8IXsXNrv{UyL;{R)DN|om+_?kf<)T^n8l@z<W=GJ+FDa7yWiYyiCn-N
zpkuTLtmS&ifl^0aoAH-c;*Fua4m4zHrN#Wi5=kBnq%ipMwlkav&9C$OqI1dy+QxCa
z2yYY{?gvzPZb+^WZvpK1>~dBrZDCdH%4`g5#0r3Dh{h3S`cwYt>IB*M{33k7$yS|2
zI&>w}?~I~$pu~aKq=OVwq0JbOF|^>|$B+xeNC&y*TvOo~JQU#{`sIwX&d=YL!ZhuW
zcX)JP^K(Bu{;N#P`>Yp5N8L@DY14Kf-~Py7LNhLLHHnO_KzAleW=m)2Cwr@bZ1hA@
zqTe};X?t>6WviDcJj-O^_4+5yQ4-fNu<_W3Eheq@0M*B@Qb4*(TD;6a&wbfSI88s(
zvjQ)VK+!vnE^>zzQ?|^Q$x067j+|u~zCEP#+Pr3l#>fF4;$`8AIvydwUF6;=@;C%*
zbxZ(vI&>A=mu^nyza&PPl{n*4bV^d7bKp&-&htcB6g)bV;X2!?J0iFsx|q4=8B(rv
zHCdt=#zAJCmGh?dl7hRs)u_jj`g-tOy;Jr@v_IT#Zoi8Io;x!0jTy1A7DY3&WZ0FX
z*wfb7Mkh2kJ%Atn(ea~4yar#W*5_wZ=F2tv((qLGMFPeo$gP)<a&fW3s2;8iE*_V=
zAJH<D^G;~pu|`EZKX+db<G_Yo@3`UUC$(03Q-XLw2vpUfA~}Kj+DbI9y0FH6ptK<Q
z$A~z^2p*UAkL-#CvfM9fWV6XUZaEo2J1jtFA2IDE$#(FjrWK%C!jBos5XR@Zmx{ff
z+F5_S&PyO5Xt+C563JGA-Zo#{w$69il%u&~^;MOUUONGqaRXqj2P}Q00Y?&E9?_4?
zfDwj!dueYeMYFqv%cvlsudvZ6(7e@aO*jz-vIiVN!m>HW+~j_8M5vym#i!S0R|n|Y
zb<pE`xZh2e7}tA_W|fAkDzuzPc{Dw__+OSq3RLr=funflW~oP5i$@Lba`j+y&-vhi
zUN}c5;wA1}Y$9;7`+|wTQ}g2@q1gO|0`nA>6&vS2`@8?{S##u+<sk^n94p=3_o-x7
zG2BX$5QFem*9tiwtJ_E}vez}qo>}TASZ}JPJoE-X5l2mzj_7X2R3pbnXb&5(JS3YF
zmO66`Cp$zea^4YZaWnj6Yd9!jAUkqLE%r?)IH0{gRgjlgCQti~KrWxo?T2>4SKGIo
z9*z$+DY#a=)9|qq;AK%W4yRRBa&{VMQ(G_rHNIRcQ(Dr?ucvPzAQ)J`7cVm}EHpf4
zU)^MQNOLx_Dd>3jO)WL_LUU%uHr$&2dXx~r3MK2C3G^*t?CylGfWWflR9RURM)W=*
zAQQA&S1keh-QB<OSxIRqGj!Mvx`aQFd&|9FM8J*V>8AEZxWlSu@2hCRMF#<{NnSea
zu3qZyPRzwHRKlXy($^a&<|f!UlrRYt+444h9+b{B%$=Q?6=0DO<{FsDmLulM@({2k
zTv?zrnZM7~3Q@y^v<}C=wC=PF?w_*#{9-Mf&^oauhk`a})xbY%p_{_l?^y#1<X8}t
z<bG)z7~w4<g;Cde09O!L1_V+*0F;T3>s>EyQ`t3gbuJ94v;|mKFSGH?hOO}I;8y`=
zX4Bsx@y+ofzS1q-;~~$aty<zN!*lj!7hFu(0O&>UlV(2jYr=*+YM*gj$P!<l?jqzn
z2B0BA^80DN$N6c~_($P&8_PTJ`->i;v|g08J6_XB?x;SNEF=9h9y5vJU7dM)Xur6`
zO5{}LrV5?6TOwa(EeymB*f(dd^_`~-9c>*x9QE44JxEq=JZb)L1YNlQ>U6`Rw%Cs7
zN(Nx#V1N~ire=%!yeH|U@;+_wrHS+#rK3#!T?<0%)S8uayigly_jb3hDyGnRR5<r&
zRdO_>tC~t=J1#)`n&X_;2GM_nZ-&6}2K_l>@gk=}Wt(~Esvcc5W~BgUw#gzRTQAfZ
zvHl8e(dxs`c)*HKfBl8n6WkiWrWbE83aI1;tr=3R*#rTQsjUN455ch4z2lKmhEBcT
zm;oqune(iYisv=$43*KVSZ~ICJwxH|m)ECvFd%NKW4E+ricGsZ5m_jvuHs-Gj3=B4
z`s!6=KU7WwCY_aAkSKta{kb03)><jtwwKEC9QT`}=xd0N(4L_6FgSVD2@gz7$Dac7
z6`6Q-A``EM?4o$v{Asi*SFV{P{XhY6l6X=4AVi1v^(C<C=pfqcJ9(1ljQ?<(jKn%S
z!DoBjL6(;6@7v29lPgYU6=B%@j9t$pm{-xMQ+UyN*4gjW2a9t5eivjn@}!<qBy?&R
zN$_P=94kc7jN5rAH|xPA9Z}Ly<{Vz~@i^YG^9bxlJh)nK^IXX3om(TC*sFIJwc+3D
zeWg&*X5NLM%zob<_ufj{R_E2b@(&a6m{L&P_&wz4TC=FYV$BD6!BfcbWOf(ixIUj-
zdlryoDP_;~tDou5Y-stZ`c&8~l0aLmyZ%-<?C4+vB{HM*{eHQ-Lsx`K@wM}llLDVW
z{XJlS0o|>LOcH4zJF0ImwksIxhL0}Dn3ZY2^5kiBQY#3e7YOM|yPIN_Yp4szr8ol~
z&12#(?I_^H^Q%m=*XjuYz~s`!!qhc@!tMw5kFId7b*de+Ag$&up@c4Ax`5-8%|;vh
zOdypXNA^8MEo52Un}$vx({<rCurJk}IkT`}ycz2;frMcbf@<PzyqisgQJb?-^`u%B
z_7vfJI{v%)Y}Z22FG$*>Fi1?MH@mA7B(^4%?!^Fit(l6L7_ImQ&le9XXMYzbY&VAm
zPj^MxJo8KXRMOSneA2ua3S`}3T3?JjU%WZ*=lMk)IYp}@``#_25nfE!)!1K#2hQ!L
z`x}&3r(1>>h}4#A7k8dk`)|YUn{@eL77Nu5K6J8v`c>(0ZMZlWd_*pGZlWW@o5kz)
zbDmF*Fwk6kAuuVsp+%i=eOZfGd+`LpI!`8A#e)vYNj*E%tT)<|g!t#f<b$N&aNrRE
z{y&&V#^tZiQVryC7iy51k)M=RV!K4WIHyQm1uXW=k{ZmQ3+ZFDs;-&T_Rc69;2#iQ
zZwo!L=QQMp9DP=iLpAxs-G4jW6G|VqABbt8%X5?Y1`ap-Aud#(`-FAgT>__ZNNbhn
zb=isJ$P0^BWYSl{78j=VG5K}_FFoS_BWU9XN>$l+n8@+uzObT7PvNfX80l#gkl0;X
zq??H6xkk17z9x)c3pucU)=kT~Z+4QfLX=wbW<GTN_vYXM7qpFRabcbxUe*ZzdW&T6
z$@LqKfI6cZ>zn6tG~I-v6yDjlPR4y65JuRyBTqoR0UR1TacysjR=<4+KRowS)9G5H
z+(&D<#C%IeYbG5V9~@2g3#m}%<<ag3${+fBeVVsKdQsMcIqnbVm;q?<EWurib?{?X
zf2Tdk;PdM-myl~Eke$GfHX<ob*n8o7bZFbtMY>kkM&PJJDxN=uf_CQRM!99iCIr}n
z;x5{C5mFErZjis6*Bx0dk<%H(e%Kw99&B~DUE12V2uO{FqR%}B0vEweF7Sv-l*id)
zmDd|Nikz6?uzwDRKBI8kLyxfdw^l?-&|^R&;#-G>^&U3!3ky6P@h~vcWkMej{_tZm
zrF&oYFy(Q}L_rt%u4c^=>VPd8pOaP~njV(T@$Ic`j)RT7!?pMQ!V$SSFP}qb)?#^i
z*kKby_#VBr_aOE-;d-Da1aw@2C&G|ALSdfp?2X_3O;qVg%U4nrq@$JOX3kU+F@uCD
zquIP07Brt@fiiw*8nk5H8+Vr1y@W16CI(?*jO@qaWd%kGI{}Spn-I%s-lAOsbeqep
zADeL;6l0?vzcYZ6ad$b`>@JC#sS{FixkxcHryKlu1SW|+Z%nnui<c1e`2A3XF5z1T
z>8m3wY6;qMr#j9=7!r1x6sJ*-ZuAv-f~~wu(xxAs7V$j#T4v?7cgmn3{9&Di4Nr3~
z()elFb7meBt#3ZEn!b04MW4?<XV*eM&D5na+)82B0|i@_jG2Q8Az^ErK}oeG9mYw6
ziC(=OdAtut<VR?8?DfehDhvX5otryExSr_fD2a_+>oO`+XTd3>8FkyNfi-JED@pbB
zbOHxZ502eGVSz3_g&tDx!g7`UaPs`bQWW=}0t6p4u1pH#I#GnEb2UQh&7Luptv9di
zFDRVMn}!9yMT74#fQ)T};cDJ@ut9`4{Wgxhd=cahnlIq*GQ+K+)F^#*(F8*A!R^A^
zo8>H?23viJ`LwgY?PpFQ@DKZo&ifuHhvzoQwfVP=mJiafx)a`c>(~i-#O3nmj;v9n
zk2o$a9M!=?8DtWxl~Av9EM(W=gj#R5f3bGUTD2CfB(a*onRngx>P&3b0w){S>vkK%
z$!8Ay_B#HXr&NK8mg5ryp(hwQ>R$(mDo+QEUp?x6KEk55cfy+N);`rC!Cxm>r;p+x
zVg8RSDNOnVjPt>B<vp~~E=>-~`Q4qU7w|@XnlZ-gL7<hwH#1MQS}0gJjry1{*C!Me
z_D9z!*;#_KpYMjt=_RDzILVGfUYN>z=_H1jR{aeBK;8ZpPfBg%`?vF5J2CVthq>Q3
zau(OQ49DJuesQSyi-5U<P_&V^U@a4%2SQOQR>=TzyuFTY&KCzcL8?7JmUv<L4;*wq
zGMtZ?!q0eRRNmXCRMOd<R?2LGpjONWU_ipqgE^}`!e@YY>^FcQ#kLDwlreJ#a4MOR
zz^*H*gAk3clc)MRos7am>R;l#`Wsfz;E0hbFHzFbt#8Psvih>%EtaQ{0H^Ah9W{`}
zP>-{+XHQT=$8I5!3?QaL$s~hVZ?ca(OjCXW`nVQ9z)l2Ay`L!ngtw%Pa`M^K>|P5N
z24)?aQ~h-9#vmzlI7Q~A#W7vl_2jk#?s$VUm!eNO4pKgQYmQmKXcjbly}(Rt12D_}
z*HaPV=)8_9)UNtlqf$e)g$~|xUAz09pH62-sCiUj>O~eT0>OMLGjazb-vQ@2M8SC!
z@VwQ2(fK=-|ClR8%e=y!@M>u?vLTNX=>&VxFR*P78`k0-Igq%mpdX*kd`;4ckG%x9
z9ln5xeVk|fsDezF6*Q7YhBok(GznydzPGFWpcb)(O=W8d##BEF|J+M{zT|Y1&(Xnp
z7ha-jdqHj{-BG*o!(%4fQ#1S;yPv=X3C0EL1Al*80Nmcpdf0$W)>c|9bLU_!FO)lr
zxDg?tR#X_;IloiJFuX>Hf~GCCOkKO4(~JCKRb^;xe$TY{IQgV}hQ~v}LW>C>a=h<f
z>aer5Y3}$Tz+v|Q6Z4YD%rnA$@_RXaB1*=^r(65_J;^|TcYhBKI**YA0HSwtA7VUO
zoVE<mX&gbsL&$-EZMsn0WMop-*l9}`x~eSGA-W4&qs4l!jBysqa?@%S2uUKNQnCxN
zPEXSn(RQEOlt?EC6j=YkMhsJMl2g;{u=IIUxle+fP}?t~l4YItcb`B&;?|o!)V;gI
z%cU<ycy?ZmTtJDkfv>yD_mw;K3nbsD#c68veY3t0@(pslm=|#fCAz>T=NTg(E%{8Y
z>;4W%^oVDYE`1mSSJJ6eY)i#5J*K4K)|Xgiu*uquttZe65qe?7!BuAx=nx0D;e1>Q
zvcYh2hu79_FwHn5GwIBKqFtLtk79tV!i=!$&)0lFOwDia#PIQiXl~;}c}(n^q;He+
z(k+V&FM6Bsklz3jSn@w35{aij+gC$vBI?w6qqB~WP#-p+Y2ynOiC0l;@}vTx2l8=1
zR;s2e=Mp!ljcZe*dp^YHW8>{LgC50%Sl>xULf@6uCm(OMJ;7KEM-}om)+2jKRb|W4
zSEc_>Vga-*iFk`nmQB>SUz`R}=RVZkeR=|#agt$1Qwl;0b669+82=AUKG<F5YS0W^
z(4giXn~n{Iuf^)GN3@6_mr*!jdA}Z+T|$`=H;_w}-faK=u@`N?M#yB{+@cJFHJ{H!
zP9t&%HnxlyBvdHxgX4N~u~!39(2Sho)%WHV!TJmMmbpx{|Dv-e8EObEp9#-(AgCq>
zC&q4BHC4{!&)T!KQW=$4FsDwnb#+@O1tU4X@_#?_!u6SOYwGXLI66mWCH&&u-u-*>
z(Dfo2%`n_QX@W3=J?|t(A&&?Uy_cv^CPdN921jabdL^LSOfs~-64xiiNE3J~+Jwl(
zMIz%^%DJ6)&G5w{no0KT0ho)(#>T7Gva_+=W{Vsy(YAg;0GatS>*`K$T|zceG0@+t
zFRST4=`O*p;^kSbb(XJu;RIDb!a#NH#iZQhD?&(8X`bi<;mK9>{t5tnC(s}5225&r
zotB>t7V1&~dBo~#WzdZ{T%;cXXk1cYUL$K}b_W#|wJ+xxlLWY)N5to>Y7(JJqV%5D
zmC{yE@08YV0l%isFB?nfApn74smTcehd$zPDTlW-{C--^eq9{L9JL_bfC$&wCJWZS
zDG*Qgt34C-25k^_%H3PIzAEfG(7l;za3geav(>iGeYm7FWZxrx<WDl>?Br9|;EU~E
zq&*8**JuEE_nr$A-U8P>&VWv;M$icsGI0RNpyjbrHl+14vIh~gTK@!%&Y@jhN?yC&
z!e)pHP9dvNXk|ro%APj`cJAxi)D+ya3%;7EC+AJsn2Bt!wTsVhyZjhuU<wO0GTX^*
zhu@^gN|tU6(`PZP(5uAyGpq>u<AAWzob>Ax&d6OeYLYj7XLLNwes$tp?NX}i0K0eP
zdRkfIK3Q=W9&8G<f>$dvZsz}%HpD=*$=jJ}fSEMXh#fT(w5GKHTSfc5<!49(H*l9Z
zIqz%qlF~ns?;akgeZ%d$6x`iukVb1AaU{CUlVPbVP(*8?om%F`?NGjVKUZXo0^WNF
zp^_3R!ux>Pa*iu7(v7dz2u!Pr57O)F&B`WIlb*<<4$-WRfA7gj{bWzhJ6&S48*A$y
z!_6ylZLg=&3p&@3m%8iuo;%~yN{|nMYv~<yDEN?<Cgv$UJGb-1$?^dT2y7xE1uLt2
zpw-<hFg9AZoDO4f9jbS+PeC6Cv6BRSeM<F15{P5a6%b#ktg-abihCcG$2-Wr#a6jI
z7XEffru)F<&o+QG>{*)Q3s$eXBN_jkoT>Ar0BgN5@jUVWK?uaba~}hJ05YkGQgcMW
za|+NgFg}Cc8W6vtKPIXE_*6_cx|4#8q%fiUU>(G;0H<&94*kbp<T6~PpWL96SlBue
zn6tZq5Rfhpdz-!ToxQX5(3jpO+Wqvsx8HUHgm|&Nc-{EQa6*^r<^4x~_H9C<wkiE7
zY}^dJQ(BY$v+%ZeEhpWH0A7AQ1+}|QLz02z-_OVo3BZ-;TOnDT`xCAwCCOr;eB4Fe
zSdWCT0@{{;CTXXCY_QKr12Wg6qlkd@#9zSBF7}M<sEXyrF6-Hx5Pb7YWoDGp5M^bK
z6s|Gp7t-2wxWY3oqOOIiN?5$;=R@u-7+B^XJW`>8UiPbq@7eh5(d|=L9l*R;5Z{;_
zueCW>fRDTWnMPXagGS?<P-q#s<6_r+FE5FVj0`*AzZd&OwVh<&lK?xEM=vg+!5I6F
zRt_y~kiv<O5NGeG)6LUfi_$M@AKql}2SUVs(06cwI1wk-q135$ff>4Wi9#nG=wvtX
zQ-E5`marHZPTrt-^=HV(o4X_0L&EbWB|N@=-wRmmb$#((;5zdxosDl}{PFYWEYe?g
z<g1?fvs)r0gSj!)teL4w%jyk2-ps75O*AYlW9CBhxHm@kao(OK(A}7n1jO(3`((<L
z8A7XaeH%;K_h~{{j0ex(C!U}DOmm$@)M#rCF0!mWc&#Tp(@qcx>0wzZ$R8j1{UoFx
z{tl0D?H7x9PeS2H(aj*}L$RB;24**2?Mn=oXx}(U<-O4SzC9y4(RXLmz<L{I%-%#6
z_IC4Ua|;QtEu$b4-U`jdoc-y~$^ZT4j?`j(aL>o=oFR3ig=H5xC$PL=2Li8L)cDFt
z7b;q>tw!82$h-uf_GCcvBga^^wzMLMdo`hTbm{itev6v-YC^1Q>XViZv~awMYTTkh
zbaZMSl`rbQZj?+X6l^_lTqnBYOH*S7^YMP@NTBGT0*pK33ojj6$39#0st3#dilk`!
zU}mOGR=e$uzLEGF=$Ega6<))^;PrJYd^#y=;3f7DNKJUaZN#63foLG43wTjGZ6>7X
z9_&w^+~qM&hpi@6(M7SvqUde}))fErp}0x$;p-{40WdxM)80Fh*7Qf0GVgP(dXTpo
z9-Wjvc2TXBy5x8K<>Ru4FhNcZEQCrzfTeJGQD9qJ?iO>Q3+>ua?#<$}92l*u=q+q~
zIipAI3Sy(ld(%hy{^r67tBdcg-0&Da&&rHkx^?+%-~RuXJ#>+m^Nj&_F2iDQhgTW6
zQvg^uzTh8-4$MK2n0Xd~GX2M6=iU;mh3yVbWSTGH%W_LUU-b7ft7zpd-<WM5su?hc
z)qeTO63&tWePk)C{Dy;LLxt3Dmw6oNom$%!?W&3?k-W}Z(E)0XRE!Fr&9;}<^LQ6O
zlyqx3Ga?r!E>Xxj7}%(Qz2y6Vc83~`6%BG69dE=8$<uRm3Q1O}%WZU<@z}jFwmCxA
z{2d*u>&+kblIQE5(o{iL&Gx1PcaDy?rr(uDYd6rWC7_KW3{&WN*#FTk-D|PZ7*=VE
z|3(I4r9;q}IhR*d{{ZRB0Zh7(-RTmt63-q9ruT*{E~N1LsUfJ5<&9mMJb<Hf3Qd<N
zw@ymDdB}|{7+}E-)d!in8yYGlbcTfFiY!4s-R@jYBs8n5sF`fZ%slLjtEh&tC<f(S
zYq3&<z_IY}$WeiYxKHbm_f^=|?UN!sEJ17Nx0yTc#XW~;L)zLV!uE`;crj<*+rPRO
zrL;YHAbGoM;m;xag&aC@gPXIFg`X0-zskPZ+ClXYHiQnoSmu|%6is>CMa`BdQ}_gJ
zuK1*n@|Xi3{`&)bqngl${A#A%*(*~xk)BeZBUM<b6WkoLY76elP+HS-Um%$Phcvh$
znk?00^=^6L{QyjM8H?_>IJX9kl;$B`Uj9i^0xFb@JsYSlN?2lHj!vD)9m)lHnV!wL
zN2l@jCLZmSfBKnk`umV*kdG}GnWC7w#9a7H`N#zJ+o5|`n4O9d1C!CsNSCK8<+&7v
ztCvr_HLD**>ZHl7+P$EH7{*fc7TkSa*oXp@7h4AqZ6Zgfwd)G3`M-*XdW$-r6e}h!
z;KoUbdIs!+@<ISwcW43~j2>(tG?Szr<)5yq_2BDsz<&BII8$d)U66o{$ow6Zv`)l?
z1lnuvtZyEf5qs9Zm$O8%5~|jas=vHmxt|u&O`5}vkbCd@D}!7fQRP@M-x;rP5vf=t
z0z`IvGCTN=R8;&5*^~HRSW(_fKxfhXD!Kbsg%m2UyUrzo5QJap#9i`nT}YjytjqjN
z?GdY$Y(z*9KBaX}u|;dO{lUQU)6fl@RC{fc9BFUSl)6uLH;xL6jGqed)Eb>XFTw(9
z)WAIhaAS*08VvMBG#l)3WgANFMhGKP3`{&MGZG=0aVRmllyL;r$Xw$zP84Q*4P@P)
z5aM}abjv`{Pp>y2u2Pv3QEVoB=ysVEgwIP@+0)k3jOaXU&ZN;r^O8oX^7>U<*i1gN
z?du<I7}h)woS_{~+tMJ?b3a}lR2)Dh%0$a7-eP6Qg*^={3$OwZ66jv(5x=YLqzK)6
zO@F7M&RrCK_8s0hO+CqXb?oij09pZ(?6m+Hqk%IFw5_!P89mxlWi}wd>?H&pE_(G#
z_k?I4?{!IyOA*AoV?`!>YG~?=cb7Qgr|0Q9I&AlrnbwGWk&RW7i9jPb%`q<5vvGa;
zR6SqRj8=ZS(p~Tcm;WopKo~J81w5Ne)E?7ye;A%4w`jFmYXzOUGqc66P#Jo)RwPgW
zE&X$QAIs(hUh8GSQS2#nTHt3uV*zj}N14U)ubxpUYxg1ZwXbFl<NUuyPy}M&0VcSR
z0`7b%sIplYHU3#LttEy*n$i3S6}rb*zMhkqL79+mI{8^P1XSm#$O`2K#rhejPy`W>
zOdkkpQ)p+kR?B#;g5kgEaBu|E5hL3?C8Id`h2B>Q^;fquIS#nAuxVaLC*ikmU{5x*
zWg7N*e&ZeoNxV4j=ux%1?jvXD8E*PdXjQN^8y6!Bzk)8&)_zNQ7$eOjGdt7yTSXN*
za*}c}R3<Xii{r0Ue>tcT$lY!D|J4d{-CmtT4a!~iZ&XvLXY3S3*(|7*Qzp|SeIS$B
zSl0yAOFLcQ;8VRymxX&g`|>k04!f}BVfZ;ONDl2-{<dwizd7>;on$4-DbM1tLxaUq
z00D;5aAq}<jBj{jZ;n)^D`_hNfzq%m?r&%rdTZ8u;#d6Vl$6=!*sEeK3du9(d}*?z
z3KX}j@WDzxjXT$Xmj)y<-0RcORqg3&JZ+${o0bwgjj&%lF0JWaOC&@^qQ@g|@;>wf
zd+drJ7c-qU7yo{=rNVeV{}jDR8+edA;7U?-?<z7x^Jy{dKPpeGA5(dy5OekYkvXC4
z*Zy<j^e0Sn&JR;T5H(HN9`oNPNTW_yeu>dF?Sm_BsLO0vAV64nCBEs6A9401uksYS
zaRXJu@g4(4>n%0q&V26G@kDjJ`(_tJx7{(JuE}^Y7dg{tW}~I^h_nfmvjZ==imL&G
zCT=4~oCRg%5nzK3Y@xkg2L=$PnxTilxM}f2eC)bhs;udRKYG*UMTh1kkGOQ?@&ek#
z88Oc?4ICjDm<Bw#ji-l#u^r4jbIt^PbqjlPSdS&_oRn8KN*zfpuQTsw-vH#MuC086
z)@>ui-KjKBp)ndE2D(1n{tN?taWeZOkFRI)+Tk-B!s4^L&;`7k41$Hx?XNddu$)p+
zG%6O;ZOA1}GhJ(D_Ykk{^1vKn_VHfkZ3p668tQ++5oP2EqybZyUb~hvUz4#eydusu
zWk4Uly<!q&*21B$c+i)!=a}NjkL7Rjc#0JN!P<pw!QkEvQ~?WI_e7bfk|J~kIQe;2
zef*J$d$r2&!H0$pw+4a=8=R}dry6;8S4W0}cY5os#f9!mtRFSo%nyzCesy!+m^Y=?
z_F)jjOUoBSk8@gK-fEVaF$;CqEl`1<=lL(k+BpM54n{U<Gty`6M1Pzg7PmW>7u<r_
za>uhi5T{N<jf;$VJ$-sLOjIj!(d8F<;s@oJ)^e4yIx=SE4Pp~DF?mxZ#hO})eKTou
zxqF4WLU3Sk*F1#(_fEe^3p=cn>yGdUQe~z%(wj3Oi$l$?ih6Q<gS@XVKar&c9e)`m
zJ9wy=b(VTk-)Tor@lH$qa7Kh>&U0f1_rU?f$~lD>pah-A1yoSH3xDMQA?vNfs_MR|
zQ4R>Gv_*r0bR&p>gpwj59a7TWod*%=ZjdA0oze%SySux)^IOOF_uc0{_xd+JZ1!4v
z#+YM{k)W+PeoVL!Lf3Y?kEZ8zs;1#S$PX@;63?h()1$a8E#<cB(_;J2|0TL!#1WA7
zT0BU=1Y{GpM;$9x()CDM<aIm~??HAx3{*MmS6%1ddu>&_hoar&^pb1%Pv11opWS<C
z150<*ycPcaFX@ju5-~N*@u~F*!rV2V6h7FCI=0k^YnR^|EngRK=v`x{G35T|j<%9H
zvp&riPU+-KSSIRz6WrZt2t6gY(Rwye<y_wSgWvMLhCC;pyKhp4J070u3ytII-TqFG
z0%!)idtSBvlb&-FelIk0q9AlOCZu+!I$)`E>7#^4@_f9HDEJYkRrg%t`K*5#N;m@y
zl4P9~%^#>=YaJi8v4Ew4opEH%`V6WY_n@p_WuFKyY<lt5x6{f4;V0A3S=*lNTn=RF
zeCF!|O`0k-Wvy~@-@)3Xsc7#nOdRmjpTqMPWM7J&2`xu1L0g|@ycHIy1eRIg-wY=B
z9xJVG<prHcmrp@{Xf117oY0dKU?%|5UD|4Q9=F!N#3k)vWD(kxlBLgT2kWGf-#k?!
z^q#laP?tjkt%}Ug(IOvLNoo-T0K>chW7^s-E0>%_UK_}Owb>$2!E+bZI6e}v^_qvR
zSO2F~B@qPnU%ws{J(xL&alSOdw9+QLu7m<nlQdDM<Qf=Q9U70_wGH9tX&}335U@Io
zbJnQEgJ)|&B@`D5$2O=na^<NW2B*HutC}7sw2uywWqQYR@n+%wpBO!sl#)Nl9J^P#
zq2!NB1^hGR5k`!^{mn933))zA66Q4@lnzZa@*rx*B`GG!ZZ`BKJX^T>^3W@Xz6S;~
zXnN{zi?+EQ5gbv0Q9AFK)Tet>uv@P*>9gX2STV1ap?by8-ug4qR{_O^KbS$tLwM)_
z6}};2qFQi{@n8>z1;B>6yM9M6DJ|a8*8d6+3Xp0_pFg6X1wnAaP>!*9@#&c*q^dl}
z%L1!cH7+uCPe|0E@b>zX30|QKQzP@YJK--4Uho5QukGI)doo<q?hT7pU~Gl69avLf
zYVz~%{P@Mb=J!<B{?|<f4}Kt1dZMK!B#w86U1`*)HU0aY7Syk}pK7&`w6$DbvssL3
z23>tCOXwCFlkWsyk=|!nDX%@8#Mt|*9vi2(Ir%N)7UrnrmbwdvD?S`I#fyL3T}9cQ
z@q;Qb)zOtv+U_2g*Yr}J4P^pk8AcvfxU%nEh&5BC2hEC1HkzJVEaZa78;f^h(7EFk
z=5f;txR9vq{jZW&6p!e}z_@R!*e`7JZ6t4Ai&QRNH+wurF5QC8fRlU5!Z@=W_uw@?
zSUe9eICVpNSn#b5miXxA4Eg#G6oeSo+^>AYNBC@FR%<pj?pJh|?^$;ZwC8n>YfPBD
zu9Z<LcwKrL)Y6DW=hLiTBj36q^6|XY6=@+mcqE@u4(zg6a_%3m@Z$uq-!=3NGX3K$
zl|FjpfKV5*t!#P4JAU<}ztp2IMx}z(JFOMaR<kL7+GD#7*ST$Q0ann?Ix>u4;F+R#
zFz0(J+rwS0b7eR3q<Pa{&UZc7$2D!YUWW`!hE)!>Xx@-Kd$8b0BD#MDWP{N~tCIet
zhd`<nD)3lMUg6?e+*zCS@c}YXhy@`c6w6jiY1ZKXvx=!KO^PZ^OGU&tyuxafY|nb<
z%c^zg4(3^fv{M*4jC7=@yl&@r*~RsSPr!ECUr!`~8Kl>(@#FRl<bMpoY<EredJO=(
z(i-fB8>J1|hWbHmG=^$Bo>lVood4sZ^hrPruu+z9-u<sC)_(!`AE?tZ(Odi&mF*>K
zMr`1c=63kU)gAfLXz@VIZpg1|po^s2DkJ=E=AD`=D@yR7$;3ufgZW2#RO|cXmdkh5
zmqPIN@#V8X{;wwqYTx{@G3-E^UK08FAlYM7Vo%_grhFB#)wtxbp3^427hx4jtTfO6
z{q^jYri*{qF(`q)QRZjt)I2apQjkskimX8ng8RLnRu={gT365N+`*Z->b)MxrW=Wc
zf?v%IFX~5TfI%=XA<Fl-3$WkN!h5f*fXO0qQS#k^%CK9zeC5`98g2UQPoCNvRY#xw
zthp~SS(o3wY<0W&S9MhfL|~^>y**@p4))_y14gd7kA+`y6T-XjC+AVi^PYO~@{Yb`
z^1Nw(1vV&S8h^7#di~ymRJ!ScaR3IvJ@LQ^TIehe5MwCTh-I1xJr&^-6`Qqk2?Yh9
z=}+V;HyzCeC(JmuXX1@J|N8`@)&B8C)`3S7RjxQd>)`+K;Kh_m`Z1gwzS#aiBl0b$
zF<e>jp2v<U3jL4n<?G2+ls8HCN1#o`bHMx7nHB=pC58{S#wvO;Fgt9K)2{n9Kjdb)
z32t#<Z`>z1U*3>upJ@mxB~X6-m%kL~UqKoi>VIc}$zXPBMKwnDaBp4R68Fn?G{SHT
zVPrd*6H9>5R`FriE_cNZQkBVc_Z+X^a~7F`i*U_=t40d52rg^@EOgo2Ul8Y?z&!;w
z;XXxNXSufPip*Ao4~A6e+EYhT^(c;usH4+HFYjN1k;peiu{F*gLdcT2R)cZ!lSy5Q
z%tU@x=?h9`63E?M#H}Vgd+&6BgGX3{ivX$|yCb6MVW8{3`xRNTo=}|IQj?}BY;hRk
zdED{_CP7`P=1SXCJ`?+QgD>Dg)3oanARpa#g06XOmC_Rw+vpwL_W$=+ul$c(((+>R
zu20&2;;#t!+dIfi${{?nhMJn^kTAOh_oC(X<zNu*^wna51`+o^KlF7(&EiwgDZQkb
z1qB2CpHo{ft9gQ_qlGd-=tu~T`uG~L8X{b(^<J{QhKz(Dnmh+E8jPG1ooDBK;73_O
z>$v|qJsKq@4&1*y3G3^${@+Nqfq-Cg^VAA90n^LU*aj9z^bv~eq%nM-rDPxDPo?Z@
z#Cmi2&738ASd<0k%5#aI&CJdZR8AB0&Bwzrn9BY>WCODp4I+gPM#<!^t=`)~dw%r_
zSNUej>$|$YavEf{j%#-1y+(_8OBMgcd@6QhtGp*TIkCGyZ>bZ;1Vm$m&z>ku+8~G3
zHv&eU-aY=okQ68<*V78M#Cw~w^01%JiEYM0<AuDE-t=zMb0O`0MdjFOZD4w7@ZUlR
z$8|eOMIJGvAU|Ky&f)bdRI+w1q(7$AUupxLXMcuzHS*j3@9hUX-&pqsG?WkPS3c-s
z`gRNdGkBs0iao+-BNh+7<V89=x0VT7un~rnWf}<MQlA;?slo2fKasqTbvyluAA&r8
zjxL=KuKhG=TrrU!yUdEPC=k+ETyVA(IMa2P4SoGa4k$*gRfG2Ot_id{f}FOO*f)pt
z#kXQ&{}njdDo=JWPu}<*=lWiy*$3mQ18#r+%m60w?|om#pOpq*MxG<5#mC3Lb3J2Z
z)~ws;Fu<J*9jS@(j|=-<8f}F%af5X(2tkNX)F=i;Qmw8L9!y2lvu>Co!DftpIcrjv
z4wYA95Y!VqTnln-?G>G8WhXeL^md+cro9D004vBu^(O5FQCSaXHyQdF^Z)%S0_^BG
zF^EGoS(zH0ZFMC{2Oq!L+YUgex@BfFJP>UJYWU@r^JGm;P1zc?Z($x+#>3_aKg@v?
zA?p=C=7kR{(kAvuJRxiVy~h{lU+;Lqy~?6}rAF&XUJG4y?IXf>=ts@OVZ%-vKk>l(
zb4$F8t6FMO!OYq<xxq(_lE#xV>NOY$4cltd7a}`2egL`$?=$RwS!nQX!cmh7*WV-s
zVkFP-Lt~BJYY@0e%m5orgidy`=e<X{(O@$>2BshYaZ8K_DSDE4$6;V)qsSvNXi|cL
zVe;LNNXFW15soX4Kz63a3N!N3dnc5ORme-O?mt5`NPm{mlh1A22(vnK%kxPBwVn|Y
zoSIz$Dt(KBx_IXgu{`y80+P|bPUlIu3?=jr)Bp10prXeumw@p@c(Q5k-^6(z4I0*~
zR<O%<xYYUw*!@}`t$f;<EL+bt2W~b$fK`Jo@Sr_2BMNs{%tbzN2h-1f_2mPr(u1u9
zrGxWBQKZs?k5|42*V{rG<e~s{L@w|x84oBq>_7$D0y*1YRbxXzIK{%ovw{I#6|-m(
z&vi0o*ZT3O8WQCTB#%of>e68_CiFUXCH)_)6PaFa_HSFpZJCpEg17J)0Z<+%N=-{s
ze4Bj(3d<NK#f7Mj0(%mS5hK%o<0r26a3&ibEDG;KqbjSOGf#}Fs~hu%SEYmq5}Jjw
z*xP>n77`Aew0*#!ziasA*bhD!=M-IyF~WL@U1|7i84|hYvQ3-5cH1tzRo7wuzw&l0
zf69|=vbrsNT+#b>Far{)+0|V*9|BAX5LRZnQ>h~1(@&o~*%@P|@CC@B#gM)r>>hvO
z48`%M=8cEs`y+C@6Mi$b3a(;GtNH!5#UcepI^`#2^I)w0cXH#AVAd6I#KM+=L35Ht
z-Gf%S>y8A-Km!bPCDhq)5KuH2tVcZuk%~)Qo|J!%k#1eiOIAQYKu=HaS*->b!~vU;
z-63iU-`rtTBd(!3lH(U)I@mhS<&=3|<Y>*jbYtZvO40(D)i(rVzj}(;BwD8&&mQ+_
zu)!QNP9!ZgW|fZAN$o(N24Fw>3PE<WRV6U^>Cv#hOlPy@*rllbr+`F44SMWt?0Db7
z`Ic`dh4=*Kqq)y3E$2g4R#rY%`G<zKgO@P?gr|WFXNUDwBie%>#6^bGkUVNzOS43s
z{QX#Gky9UtW*nJ|fMyqAD9Hs_$*=F|>C_j9h7*Am33F4im+UR-UnAZtBXo}<9>;S#
z(?g|sNJSwi^Xx1%JN*JQ8O4c+B-rsv2fKxmVLWc&OLYW!&D#}LmspIT5F*aU2r~xY
zXyXU0XY$I%WPZKFGd4CRcw-R6mngdO?v<?Id~8p5t%1v)S%-5qyek%}FN5^+2A-uw
z<uuEOk+knV$}v6Xk70cA?XPuv<)}zL!X?d`fNvG!;PgYH+ND4T(uBkJ$uQ;WGrZ*W
zH*2fI)6i;4=r2jKe|JUCv2l+LCyjifl;_6no#PLti3)sjrv=E#-YhX<EC;OQ6rc(_
zbM?fbd}joRVFQrXCj`>;aNu^lGs!{GzGX*_>mKZUIi3~#;iC*iyo#+Dvgf^kt0RQ0
z^|S(V6I_c+iA!NrjPz(vdQeX7acj;O$Ly;6nppbVt@1DV;;0yV*pG-FKJmkSDKX=C
z%;!iwIVlM3uuwX>gBf<ub?&S=P*3i_s@H!xcfE}jg?ldwZp#`CcRU|<d0^7OVL6Se
z-d$&F9CF3Tl!e>=Br0Utd+LI~j$com$24PDtgWoiC<CnlV&^VQs5Jx0cZmx=LYzpp
z^y-Tk?RM1+{C+=NEf_=|Ge}KU_1o>$sne1_jn!(`^BdqJHFTCH7P<r!UL#Ec`w}=Y
zfYCzH2xn~eTyZIys7GN?5g9tgonU=<{KFf5l6SS5lWWtExC$(z{HReUYa`b8zg9v9
zoki%~%I|_+8JM!SkoU<|e|zPou{&59o|lp(EUIS6L9tgek{xLAaxO6Fg5+Vf)}(_0
zR`D74;AD{RKcs1^<*ckz?h#|t=p0dfg6m<&ws=xeZADd8JAm^;yJK0Ffg5@=aP$fQ
z>$e18?Ue>BnjQcF+E3TGqr6`AQ0%AChn45sVr8KW?NBXrlyPbL>F;7)3?drD$`hl#
zgJ>-C&+`e3_&re3nKMUM&7=y^f*rVAG_6v<77$2v(F^N{^5cBbXJqnn^*~aa%P`}u
zc{p)G?F}@Hfyy;avyA5O4EfZU@-Pe3q@M_FX?HjHdVgHa>w_?S;2gSfDk%Fl%#(ED
zikWqd_?VA<a2u)^iqz`dRSA>nZf_dO9rBgjSPG@`U9w)X$>i`bw0}0nKa4(>UnKXT
zL?T#YJxU?)Lq3ZH7jE#M@9#-766#m;L=!ozR;+V_qOq**$>FKj&<ppYx3Xt{Qy>GD
z*rETLsZA-5@Z9Fq*l@|Tak`&z{z3kMEUXKP`XnVt;z2(q@#wOz8&G1TWWT4rP=aq1
zL2LQz^uH(+mzTq99jk_e(u(wT51TG(;wnCIlO%@hG(XvF_>(YE>yw2zHkdRyVLMM+
zmHzfaNlmnip9<=eo)^k|uzyUL+<gbwXHk!m8Sj?KJ|cHD_TV`^<)8+jMyWWbobJ|e
zI`-8i2`5~3>yE(cMCK)xnlP@{DGLP0GG>^&*DF`$&NJXbW71%qzNpQF?T>^E9?<~O
zGA~zCmtXgg(_Us7!E6fN`=s3yPSeOTjqL!PqBWRRIj72ZBtmDN+xc++p<7DKpt<;Z
zV%AggYHFJ)ROjg$Zov4!W!G$^`R__)oT?e02u)qU`>w_?{IjpNP9l$hI~*nId&|*<
zl)Ag53$U)HP$d6W%ngmP?kgD$86<=WxjFOi%Bmp}g8?#r6~pul3beBu^84+mORn<I
zs<t-y@pQ#-RaB}AoncisH%s){{z+l;(Z@mT!LVF8!;_v-#+>PlNK)^Os?{AV$!q*L
zPy8^d?_C*ifzVETCpD~PoPXjoo01<&9)InBZQMrrk?3$^OC`zU>hjjH;JJ?4hzaMD
zCr^r<j}3NaYw>0HPM_7-ZOX;UQ?fJnUZL!^L1gbcmYMdE%-cFncO*woRkRNuygbb>
zE%>Co;FV#MoRUzdv2$=UpycGaYiwM%V}(p@k0Izwy_dbOBX4WXMy33Qj9^E1;4<vc
zWOErApVxE~*}LZ1J6M>PCR1F3t=Qh3jg>+^N$+Qr5i0nRF}&P!MbzbAq0Li#?M81C
zxWeHg_LbqpQt`IGPfyru5SUfWoNeD<&)**achygH=b`*pMoGPa9kf{2xbLbS(e_0P
zI9Xof5}cw+%H4d>p45BEqBuFWr?~*TM=>KYxhWrZMbnu~ar!0G7v2?fx8F#6b1Te}
zgKg}dsS#JJC}eoyTAYHd*w;0LoP<1+!KJ>66-Pi&K(Vg`A5nyp>#qECrb2~B_``cD
z1k*xp!VzFcsv3rXbHzvM<a(^(4g21WfENunN8Lt4>5mXR8X*~<j^ddc=p75)GG!w~
zSq8rHOZ^cefjk@S)V}^g!@SA!XV1;@85uZqcw)l56vJ(12d^Y~S$VSUg}nQGg0x}<
zae8n4oZf2Z#<Zo_2vO&iUbXqC!hfG5=jfmQN8vKbE*1ucr^Y9g@uFG+$Y~$N#UBFO
zE&0545Sih?1M9o%e!cSJ@_>YlRZdCEbr9GD!Ps?SX9p7p2PcSx`w5_b<&CQQndG<2
zLk%%5J#y46)a(L@>P5wRY}>QoxxNs^l)B!o7X;@|SvRnfI3u6rO^g1#Flqa3;U}u}
zfo&`ASMw8+x~NP-9E-mkF1apAvV-xOOg39NTi>scp1weOp|8B(Dv~U)4`E-;RQh+u
zoF)4oiApgf(y!0n#t`84a9p`OB?$KS|M1D*?Z|Ws*lV=|f2N-x0;Bu;D_&b2fdsM)
zgo|5%FFPyHho%#x--4ZOkK=$WVp*^zq(C`VX+xQ5^9UXK)RXYOiIFZUF?{Djd~$68
zB6*LqaRKdXoFz`1lJKPcG4hMTt!(xERvzEF{FnR)l&==pZy%l-_A1uYhum4v7V*C#
zif>I{IS5l!K6tnQBagB+_)bF7tH><(Pxw-?-KBuTWss|RFh)wQm!H+;_R78o#zzb!
zKq9|KR1B6G%G80dq*Cv~37pR!^VXJfRDGQ&)yHVKTqAaJaajTy%yKX7fDkug;0=88
z(xJvcF}Yw(Sb-8Wl?7r9%TksQ)c7`6R*{$5ixUA5^^&dAa3&X1iKX>DXck)e7bTDV
zz}D(?vk|ec{j|m>O981B(X#bDk$5&GRUe9r@(kQwhism34q5B8VyNb<Lq*P!QB`@~
z{Zlbh`28$zWWp|Cc4PZvl827PSpFoFB|kquLURJRiJ+pRqr2T4wpUzf7S$aEjI<c{
z#IYTmDh`=ht^#+Gs5^JSrW-8P?|uv!Ll~Al4!8rtGZhI>WrMNq35qLY_t&Yr>9*Qv
zS4j@GU%vEcEM>}OIXEzYmsM*vp5}Y>;(i&^6VG67<;_d`VnVNvZYP{BXep2=m-3EF
zR?!YyLFq*xnxulzEIA6A(WrQ%3#JMW__WtwA=q@O^wZ>#KYQG&g?|-PPzg-Of7a%B
z`}QoR3b6cu)Qc`K0|!1{Rt3sIN@5-!{FUa@)U)KkrA|tVWxf)4rt%~{l||iy2+mJ-
zT`YtO4jC`=h~qmVH)25w+v%r2W+BVpqme|fF<(*C9M^N!6d2U8P-87-6{hfW$H)1P
zkW|C+#Dn+d12~Pc4eUj8UR*U|+IfB?Y~O__y?>a!Wx1=1sMm902l5g`^%v^vX6+m<
zWe<aLN4LJtJ;uPuK-vTjd;^sQPiC?)4Etfx4UJV*RU_G(qTjxK8)~GHj?)&iVkfVM
zp%OjlJpZiNHtI)b^G&rYTPff^%n@3<-f1tl-4XVdABatp7xH@FP(0t#<#HJ`o|!G#
z3*n2GF}w=QsTS{NV&8C+OfWie8W$66@9e6yU4(ne1af`+`RiXckB2^qCL&HNuN|D{
z#z-&;X<bJG9)X|H(@K-G7gkmtI66A!pqV&0+~$837lpTx5!@NKDvD<*5!#3z`QG&2
zqbLcWWOox~s`7%58`)hm4CR4+M{_f>WvDR*F~j9GwZY1=FDd>PpzVqhFDf%SknV+2
zrxB$#qt2=JIVJ`^I}d3}i!!H)fe>qQ!Z6ej0YNVcTSH=;Q33b2IeL|`(FR>SXJIR9
zSR|$6g1ueT_R~4~cl2990r2d=z;03;GoZ0eKTG!XsW-4%OwY`0Ch?DWm@Wp>SO9LC
zl_fTt=%YW!!xtw}Gb;P+Jv9T47fYSr?l4=7n91?FP@0bP(;jXj5o{RFj3UR)OyXl;
zcjllA>;*L?8%P^1X)2|S`fVK5rLR5vlykD$>}K9`W-mIwwY{z4swHODAM=@Q$6s2Q
zhMa-mY2<qr6aimTX(F?yI33GE0<ZATI`+>Pdwf2@VqKu?t?v%&2xwsV%Pq$`znnC;
z+U9*(jQ1RI?1W@PXycU{`vWC1B8buw)wLDu?23XtZm%}Yn1$CUvi1{=!iv#f<Wi`t
zQa3GjoOf)WN+k6)QE(9!Zj<>)9ewJpeA2J27ku~JB({yU+}HKu+wG=8`pUC3am4_Z
zs`kZh>n2u1S7v>qJuaIHkvB5v-hIB3GVN{56CRp{EG{=)=5x-nqpH)dTt{TAZXJot
zB35nQOZzr_$Vp;&%+t3Lju0qFeJo75cyzwfyr6WoKQ24J$;rwC+~esgD&FEP)-3EW
z7FBk4ch|1+S65dLH7cqy(F==+%sNoz0P*;q`0D$6!l-wZ^}o>_+^MlhLwkL7`&FTi
zc{SWD<I>1^)X1v-U6n6{zVUhRzu(dL#yCeZi`~z}OFcXPJkm?v*aY+8+dk&qns+R|
zPogrFg{C<pOsM5|N2<n48q5n0PNl2Mdp1q0t?bXkc(jR#hk02v;X$5W^I}Ljh8awK
zwe!AZ%1@J*QCRUa9W}Sm|DQt$dfFdoz2rRj+Z%s4EQW?_x4g0({>P#>Z-%$|SASqM
zOet`SkCg{lpQ@pXZc7LXLQnRAG&~T+dTx9I)Z(*kw4=m}gm3$nyP-W!)s==9pF!<%
zsx^E(BdWbBBp5zsQfd*}87!I~l*isaOG>PJ=;cHbAQjuTU%(x#*;^mPJ|O?qhl+lu
zIyt=;N5@?@*Xzuqu(+aBI9wvQ`3a}AR_{j|Pe-!P8dgUSGH+3O$e9~0Fz)#uO;jTl
zRBVMI*s!woFFdvq);x+{XqshzML!|xyZ|C)+K<0`dw(-D^o@#ohG1Ft_ZKyfgDtKM
zPhPtX?PS6yv+yxIf;+r}aRp~LYji6E&H;z~JM7V>-(5t$QTB?J#ZieL>^(<lWkUbZ
z9{0`evR>8Beu?c$s$Ac%|IvQU<y+0|#762Ya`f00otWXoXw7(oF8onxS>;FZr(D7<
zojJTqT4<v79lbblcPy;;%rCi6X%!(1WDhb6A0(98A=0O;dzMlx#Z44Y9wV59fh6?(
zk|`+{0<sP!5r=q9qfTo;Vnc(?s>J3zn{M04<&2+2&Z$xIrM7<EqJ8ql*y>9YNk!!R
zM3f(m`42=y%CbIr5}JQ0SD$VxjGLnT^5)KA+gZJv5z6fd1UZ{A&fd0-a`;M$#lq1N
zu6HDh&|$q^Ii4sE7Dp<I4;hmlyzau+Mlj*C?|2fdNI$9Cyis8IjDcy|4mZ*OblRRk
zmIm6}YfyMB+*}?fpp*l=?gog|TRA$m0}(8B8XBK$3E`<5zka08#LmC$2`BiJtI&&H
zVyN)oy}Jo4?X7rpFd&*d${P7jmId3~2QB1??MWWJ0JZ>%t(=-#K*8Xr1h(OgoVU&8
z$Z29rLm9tWhDt<9p>*Al?NT)3RE|#2k3Flt`{(pBDzhy^Z+ya+;0*tpV^SfK<A5pm
z><b6?RD*l%GiXm=U*U;&thl%Pc0rZN4c}P7S6|T7YQ15mr;oVX9Zd5zNOZcBO<S4L
z6#9wTWZTc@YuRv#mc(P<3~<nlcC)!U)r9%|#(QQ|G5??dWsKzUVK}U4<*>ohOFD8@
z@l!=K9u8yt!`Hu+Dmk$M*#JeIs9C}9<0#AQC{fY9tsK$4<IdwuJ0QA{xi&b<LQRGK
zX!A0G4fH<5-yjm&3hD(75voW6=cPzwo6>?f+DjDLn<&s4f({w<7jr1@>+q~%w_%7O
zlI-oPCFw<)XpSqqU1CBz{?kuM=%OOCgZP?G5WpII?txUE$PpcC`jp`L=|=#>ISo7P
zn(L68BV2=@Jxk)UggwKpsHliW&eS0TJ`uTx>V7A=`y>l3Hr1c&avwhQM2#y=bqJ1Q
zCJ!IxwT*se4i-8H&Lh?5M_MFzwh+y;6}_y-th4LC=2=WahBb@h${|=|aofNW^fSiC
z4kbd#S(HmdE2Si2I>U?OIXbiEL*X$(P*+c6r2w-ixtG@gKySzhWnt&<U&IcwLMTb&
zFFGa(+!nFR+Bi{5SkB4UO0)2xL6L!Dgrj;tj4xxCLh&{uR`Vk;j7v}60FXm4u)ZGO
za_#-aE$>n|J=?+`&9?`P)#PZdfU_v&`}e;-$g*2F^udd9q7Hp};gbgm0$L*iaPl;I
zG?D8%q?tzeYwy(W51|dNj;_5Ipk-v_CP23>J`J*g{ZWguODP-6l^r7-Ejv4hq%|tE
zZL+~rUA=BF-8~HvMGQN|RGvsJs<Sx8iw?kQuwCzq{+>z^teIY2Wi}}{#cw*si11eN
z3kYaF?iXM|72yT`(}?!be78+;$Aqz_9iL%yRFOhL&5tMpbh%XeSOJU$UM2G=LURyC
zsoK}p>u|I`EcyNhH?5hr;{DN|&Ej%<>U2oxwqG)XX=P2}8zQ`-8@F(no%2J2n@aWu
z2RZ4Iaj`di|DKLVXK~JD*W%=rWLnW@d!kK*eXGK9nQnVXw8!k!6p@zOA*!33+rini
z8u=5y?8m`z{IMwUA4N%u&l7XWD<UWs8nd7U`*hPgvtGvcNGbBYYa5O16a;+^M{Hd^
zEN$z=Qnizvg~xPXa#o3YVbYZw6F=<3a?WZV(0L8MQ7#Mrs?z*7*HTB(qsTDY`o=^1
z((bY%9s!2+sEtJDKX#}5S!KxOQic_@wzBf_rJymrwjm7*)(fmSj;E#N!smOlB|xaI
z<`+@;=CLuBou@is;7`eM-Tj+Cb#@E=*6@<nu1Yj1FR@AmbsrNnH}##v8(im%n&KU+
z_tKhuKe$KmNpW{jKEKJ1m-sn8)Q-xmkB=+7aC@PjX+PfCT9C32Ng1Y(5xG3K7AzRL
zKmVs&=B-*3EjmwC3?Zs1wfr%OChG3)9u9*Q5^|ZmX2IbH=jU_V!hd-=Dv3f(k$lep
zwN-6*3de3-Je?+wE+<$Re<e6WrvFutWg)x(8v8_$gXWD3YKl*2S*8noI#1?<M&;H}
zlpl07q)bBF&WiZ0>8sh%mEC8_`TPb+gFKiaA(v=Iyh@V}CeMpKLT+^a%~99lMT=&G
zVa6wGqy*-(HJp9F1&Rm*rT3S77l5&Q<lXbL-DzL*>B?8{-u+?D64fKy(O`J1!&8fW
zv2Ok6jtj+tp{<)V)X^QX@*1VY6(Dlmz5HGFzaB{5<69m5s4gujZQ<3OGHwe$B)nKR
zqLAz@`LX>6rp!27Raq|hJ4W*->`6SHY-E-C4<*vCLvKDaEX-*^*Sw?5#nw=!=hjmY
zFOFSkaJ&>RF>@rwkf=T$Rdm$E-sdn|HqB~th>C>APMiqDAOcbzJ9t+#!{Yin4W~NM
zJFDcAcY{Ct{Y+l2cqD&v)OT~EGkbalr{1KsvaY>>xLTMlgt7@XD8Y3H62Yny(%9Pk
zt@HytF{4rQ%XjaIR8eih1_3?D(R2%<>`DxZw;o<rlYqQjsTe0L*q?_+LsFB}M9aIk
zV_{{8?}363q`Q@UYyn4fGDF+PK>^z9V0wetCo+By{C0o%`hM<>PPeo$_6O$k-!=wP
z#HFQU&TQ@MT7cU!G)KNSYY{^>=?UFQE-%Lp?Q_oUE@pL=DdgpKlv~XRdG2k0F3}3F
z`rw-<aS8H%mQ}QQlTrl@w6%kgh5lUnt1RdMs`C5Px%i>*bEPyqY84t<T0@#Rk4%Ao
z^d6D)<HJw03XS(dF~1E{m0<)?Q&BB$7d46kQ?G#rch?(GyCC+nzJLEt|3HSzYyt`Z
zd{Dno05#E~`m+T7ED^oAW-Ulz7d~Zf`s$bDTlZ|s1P-f~r?+2?+B|mxTYdC0@P4s<
z?&*k?W9|YxkD4_dOYeoB%pkXJV!=}&th<)UUPrJ;rZ5!gdqclT#50A5B*}EO`RM6G
zn*Gjf$jR8#;2TZe=m;n0rs-+oEScYJ;2A?Qr4l9RP8#p;TzxD~bTYDy+Vu4GGy3W9
z;;VLEFHA&i@vYrZSFaiIov7R!7!3(ZE7HowE+vg-ah`?*PdXHgrb^ZS8tD0IK`oO0
zS>wBk;mCrz8wfebefoLm5~J{3F=(9mPuRc4Y;@=<vdd%;SAgrn_1#fi!dGpu3sHCh
z`s<A7WD5N|FLW}fw>Ju6?jlC!EW9NrU_A7C)0941e3vR!jk^Z-i*lJ#<^<3@Gn|@M
zSu7Yd=UnE)mn&hDxLnqIY<z;^JsAw!O71gyPs~afBqpytB>=6jeg7guE=CIV2{y5X
zG@=z#FkQ?7z2TeSx%}FpK*eNA(IA9_TE@v0D#i=#j<8p>^z_Xj*ZKe`pE#J9s|`^~
z{Pn#Q{hi&Wb3S%p?Yg!5fqbm;)m6pOSkSzdE83+<n`??_kNLijLa&n*F`DQn0UmTG
zqdhIjP7#+qQWN~hI}S4pN!3Ra?>d*4)U^+tUeX1KA*=&B9{3a8O|1@soVn&DYfho>
z0b2ZtKh|mG5hnnRKx`$-$;lneI?ktvg_0S80KyNfxN2Y^tTJ@vOt;5FFfcIc_%fLQ
z$i{KX>p4M)qFZsVL;v{mN}Fn*!`KE<`hy}ryUzK)5Y0Y^1ZzDK<zS*HPXKYYLZb`b
zGj|}}k)Wq*vG3F&LVNbqTO&>lli?0U`f$<H*Q~ixc3A+STDM;5z(edDf_jSjJs+R-
z-VFE6zUTd$l@UM5$O7A0{ys^LbB8ve`b3j9&}M%4=t34WIQB+@$bCLWv$*2zM)$k;
zOA+rrFa6DF$t*7HUUcO1TQrrZ+qw1E5R7(YRSBXO;Kt$+HlET%pIcH+gR=<>T6$Ws
zA>3#@OuZQs6JxNki5p*-Jjdy#PCnw;k7@CU9N*bqUDlsyzlaY@my$@xm`hWK%O!W1
zCrzErgk)+CE9g>*(69v(xQBW)gvHH(h$6YEf6CQ`H9Cia#C{YLyVqj|t*x)?0zpy&
zPLpRhH#h0gX};K`5lTV)w<p8ztQMdtnWB0%AG1(m-j2EkO$eCrZ1IN2+)Z_iB^+iB
zf0}S+Mr{)wNv@7iO(w+AUZxr<>+_Px`MLavkXETvpQHocoC*0`E`d$;8!bi>>G8Iu
z>NCV+$m11)M3tNJM(tu`AG6QpIl=S1q?X(Pu;`ig?eEVx9((%czkf5<Btd;E05&Lt
z8I%jflXgVJTq$y?V}A-}b&k49Zajm>W4Zls<+)5T4J-Y)H#;gjv?Z&%BRW4gPdca1
zpzeQ?QU9C4tYD?;acbqRaRI}$o_0M9?W#|<EfxpGQwmk$@&8^+jkgs*{N8Hh(s&K}
z`8})yo2NrvUj~yr22({kdV570J#G&`tXKjHr7D$XgrcEjSf-}iHE~bEFNqH6a8+7I
zoJ!^oWKQ`gBXe^uKwqUzcmA!pbwvH9;XFbXO%&a_f_4<bYs&D0!+JO<UfNO*t^Sdn
zvkDlpVduL5Y6s?j$5Z3eJ$`I;W0Ps{KH^`-e4exlSOb9;vo(u}mJQ*^$*IdXz=ih5
z#Dt0&kRnG&F{^86oN{BOUbVJC;%c63ygwc@KGmtcxEfJ}2D@wY4`f%E?)>bWMd4Vs
ztb&Qj#Y8k%&~8?X_ysA~d<Sr@VuK!(CrwSjTkioQBQ#tKX}6tWx-TDX>^;qp9VYi1
z#BtRKaa|eANz2jm5yoi78X{&gLyZ*X9z*G$<hI;YRO0v>sqmuF#oFCaFx^o6)csPA
zr@zTYVGz?eRu4vG({-I(eof%xATX6t7ZKHDvk6qVc>SJ8OKL}N;CDgNdIYC+$j?Ft
zqwzTWsBDWLs7An|rs%W2b<36s`x5{s{UP^iW?Z<TcAg#-fS@~SZ(Q3PfF;ci;dDLx
zrJ}!w6Ygh30LZj*tP~41fW-~8{?<?Lz^onQTDmr|#Q~{uquh9y)og-QC4g&BSfNVz
z08HogDw621>g(#9&~lT#BAM1OG1?OEVG(WjBvMgI;SN}GM1vz01%^=^S6)s0Hz*SJ
z)Qkffw)bjEUL#07{j*+%@Hmx8q;r<A+Tr&7*s9%YY%3$AlO*$vN$?%d%7U@XexZLe
zm_pGi85{DgXrEsyxYe(cv^k!&PwP%K&$R`JMM(~g_P7bR85)7<jT;sZdBi5CTD8-m
z4%qkuwLb+rcVrE!f=cw|nWyZR9IVI$dLFO+_pzyjI3~RSh3DmGK6`jzH4>z1I3hmD
zgB%$HX?WFDS+EcB^?b9E55ie4XqMRSabw6N{=A~i#hs2N3y3{?di^xsg~%QBH&btQ
zUL><EuuD^<N~ox+E!3Cnax4!kmldyksrwKT{ZLpRKT7;u#P?v1>CaK@mJ)sePg=Nj
z{u`5W;j5dGMo8#dSEYTKS0ux~uPAl;34;iZrbN+@?33&I+BJ?)+W7Q?$Z>kRG(%_l
zWx&wJ8)UM>K7rS#cqAOoNEur5RdpoKZn$!s|A<V|%uB|deJxoFd5V(Oru9+(su5~>
zX{t<j(60-xF1<obPeosI*9uDfE((dpdnCssM<E~aOA-3lx(gKwrj}epfGUSK+m=VE
z_P3f5mo9<Ly<{{014^1V04UM+Bw3VX)}MDW#C3{SqazL9p_1^emef2@;V1QD$P)ky
z(t59B$Q$ghZVLQvW63`aO#kvb`KCL<DfLD}wn(6*KNx*V9P}*0cEtRJXHE`Q7`-a#
z!@nhZ^2>Bz#Kr_-baE%KZ3jlYDmU3ktrmP~vP&kDT{{oSef4j&1T6@B&)kU~Bl(~Z
zwt&F7(_}}VT@jQ1iOW2$#@!r7j2lYSqKr@45I(J`ym6CxbP2A!pUztq8>*DWQp#^^
zv`7nIm~Sp)dKOT>6Sh~i<>C<BlqOG!MiUmzx29z^rqkA^3B`D`+IMQq_OI9ow<|eS
zGx!i3A}sx?Ou54jfSpSVR8(;S6zSm~)`gyfB1+f}y>cwZX?@S(xe4Q)Ek{WoN}4*8
z#Ls6h;5=#6ImTKGcLGQl49>q2ks0gIJMt69SwS!`H?gO~ZqHm!8kOBRJXHEM-W8M^
zawPeJLcW-e{?S&cJ!kOD&R~vz=>ilp6!GWKZ%hvnJ64!x6MB-61@C;<sVA$QLClk~
z^LqeYI4GmfNYCx(Nz+eB;q7oZ-+flln`JM7c1X3P5WpyJpT;YNAC4d1O$~3{ZoZwl
zU-q~uVX0KYigMv#$V-#bLvEJQ7@Z-Xo5PQZd4ZOMqX?+bc(TvyxpSFz@>gS}4n_BB
z&GAoMcFxqrMZzVRW*sZ43UT8oa!o0s=Tdk0)D1k?m@~)Be9#HS+tHzmzv-7p%HT`a
z(C>_}ClnMzpIJ{@Rx#b`?l7<1YDmxT=J{_b*Pj&5h4EPGLln4#^>p>U9%<az^Jr1H
zSHr&kaA)gk-9X$(9>k4Q4A0)bbh=+lIK1JDrRNYGsxU{yl)EPW;>xAZZwW&J>#@EQ
z*C^1^eW1>4Uxq`+qYk6f;H8~{*1cP`h)_a+8C(<L-~U!v7mm+sbzWD0VLUGK+F(U_
zLWVJBd$<|n_YCoON=xikl-XST6_WW$@;PSx(=z{{nYH0ha(o(1?XB2J6<zY-*4p2&
zDN;?GbOdel1L}f6rjbo$Zml&<Ej~!G;Mu3A9g3<-QbbPk{(61zKD^0au^V(noL+<e
z8Yq~2RJnzBMM#%~@FwyV>m3X2Rd4tY0SH3_(`$;<EnZh9;%#a5rm3gO)@+<rL+&kK
zSNEj&SZjoI>7pmPRUer(@MV%RXRava2-Q1<RJE6{8dF4;fTmD1bRQTd=Qho?Nl4^)
zy2<|Fm~-cUPMj8z&gE3|%%1AAyyGWz#r^rN#C8853f7tn?K->rhrn8f`mpn)FckV7
zbKyeHd3y2`zLn)wa*wWJqt650nX04&_83`XKm|?VOr@9HcruzCtDUf`*2SNx`J>y@
z@4hvQvz%Ea>=cmJ+^+4o>zb+0*Z#Nuk{=8-+0Hb@M}x%5$E~@pe(AlmfvETILq%kn
z7gn$zoI;v2QTo(X<Q4xNZKP52NL5DcvuDrwRUC;>zSrAdQJb6E$@y3;VEr<4hIK5I
zZ_flolY(q}u+X2miPzL$yAI}lHeVEQKghXqX<yL%OJo~pB{|h9jz{!kB#o(^FRK+b
zZ16Bi36}yzEwB}NLYCZ5+RuM3w5Ajk--shSh-isuh7%Q+H+Qy38viy`MU_+Yu(dRV
z5wkz~+V|QR`4)j?jEx9!$*BLr`O%0>@)bEdP<AnLsdX0~A_E<uvvGG$>|zlQ12!(;
zIy^BxrdTz+7_UvYa|u_vU+yD#FOVMH7qWV0L>27ua(JUt{DITE=I+TCIou*c7e+Vs
zm=?nW1H-8axW>oJp6D+^V~00=yakZ4$>30BCrN)l@rW=O4XRLU*MPi#mBqw(ia)Wa
zqtR>57~>&$Nt>9=2)4V4Hijgob!;092K%$Ut?@4Qb&<rattZJ`buDQ>cDy>*RqfPu
zvjqO^hR7GYL8q4%{RQW;_$YXu!0-f`!vIOl)kw}RienKGRzP8L`*o<j|FZYOmy~UY
zSWH8_j~Ra0eH3l|&5AhlL)fAEvjI)cE;LDM>HL>*<<E>ra?Pd>@vIJLg!;fv59W@9
zD8I+7JDzUid|<<G^LCoW!Duv*>9;nm-G9AHjx!)Cw|3<3r;3~lzNc2X?6cKp9l=}`
zTl80+#cZ6o;%*8#d|-1(k{{X-+oBKF%zsv|@kJqV!t!rk&1HiDVs9sv$i>0xvy@m*
z^OK4wxgreSRC$i`+Zj@NJ7gMmpfleal!U>m|9l~%Vu|lYf8m1t-*auL$SFZQ=3O71
z-xlN4^H2W78B1z9{1KFR_H_TVA&$9^dD*q@t*!gv3iQRp6T6}9nKqxRrdDZbhhApJ
zCIPXhr&qUrcHh3*u?HxaY<i%G5!+d2dUIUuyykXq;0a-lF%2JLVvC0PW&c#)F+Z5{
z8*{S0v^Hi;VBO{a{k?&y-t<<id<H%?$FuJwlb#3Irrn^V&-td?x}8tm+xax^>>vF9
z=EL0Cek3%BVZbFl#SoC>Tqua#E#BEbH<eazU7WCsQkpw{*jtyBo{*x;!}0Mmih8kQ
zX<6F^v(&-$oQiRsl@?>B1I~i09=pju==<-~)z;eW(V&k_f}6eHEm%jrT^qT(PNegQ
zctw%B`rK?+a1b$9R-n)#%=d4868%h_iR%yNHdlnT@%RK*rM~6P<ABk3wx?sKZ5==U
zTy{3eW|d;_X3%T5N-oH$-U1;bc8pZ(r3mlCxT9@|-MtaU+!f1XU*=hoXILk8E%GRd
zlsDB46IVK(Idl=PzNfBco<1Cz5%~Sf`xbu~^DTZVZzmIDQ%G5tVGZ7^h8k|85?9lU
zKlGV%<MQfk62b}?I-Ki(67@IE*)^RjijA&XrI_VK*%fEr;4x`~9ci@){boabFqO;O
z^Oeh2X%sbWmFKo1dUd}v9bcdE@Nk3^zYg<1Hi1aq5?|<Ye2IIM{n#rb5=xi{X=D}Z
z2ixE#v~P+Ch|>zc_4+eR;76iG*BoV}ND;l$R`3-i7*1iE;&kB5eI5^9`Cw5rmqSvd
zw-m;CYl^Zhi;zrUw%l|-_2-PS2g<Idv$y##R!4T1w;my^u}pI6e-i_KPgr3C#=IF{
zXh{;$-}cdlss0L1o=>)oj<zgx4@LCMTIe^A;6}nX_V0gW0$^=ZA`Kh9(g+2~n(7h|
z*NQjz7gDgGj;x_?@WTB&=xN*5vR~&U-oP+&Xq6PnFwIvCLS<hCv)1V9+L<jGC^QWa
z_ihkoKMJzoamVr}yp-efpwNBlag?xjH&EG7TrnnFT8Zec3t`&ye0bs5bsUTYdm(R!
z+z098?e_BvhlYk8pNgQD5c3hz?H=KUTaRP$;17AjVel3KNO$S>`sJogGKWyZg^;jt
z+owA8+kF)ZGF7Vw8gujCCmBL?uP37tzo+suJH$;gJj{b__}3R<HYcV{r$#o`%A$+-
zK$`du&cjerbOyI0ysg0>JScS(sPLSBICw;ns2+Eu_GjpJS}k|nE5s|bL$nbFIPyyJ
zx9&hH#d>qpB?JuX{XTaO2ce@~AIyZwJ|2D?q}j^|j}CGJfZs{->KE-9nN)4R_k9u%
zz=ULl_OukVH3vrl66uO5q4$JdefySew%sA$y5nC<aqZY>_EpLy^)-_1dZ83ywedPu
z39Sp_sHhP+vMMA-XNdTyrG3VsN={Z`{ve{q_>WdM*`HCC#CcUd@~zW%U=x~AN08Ok
za`$c6o(ug=i-HRU1!?>Y6Vhj#wq-ljHwpK*_&%dD=izfLimjDzx}sa(2CEOo<$Taf
z2lzDJ!lK`W9d{Txo@0_g(HgDZ`!8XS@?B-gvf7aX+aPboAyhtsE69If^N_$)b$F+S
zX7I~7C*I>!Y`k!Of9-{kvQ8D(CHhL3>~~f!lLaI1#a)r!0a1{uP{wLD0?f6a)?DcB
zW!lQ!iVliP*xfa7<@={(iKLfkG6Z{w6O&J<ZWnVTd=^R`*4yM$iT06RbS>ir3o3r%
zV!}u#vn9J$_o3Gr)+5o3jJzbFbhFV6(^c}Xf*b5r4UH%$rL)GdgF-eZCI;jw+&8XR
zzl1@|+-1nLcptfqD@qqB<NsB1oe!M$BK_TA3HSAUJfYCo$Bu`mSO~aR8tZZ;do9n+
z_><C&$DAn#H}sucwSx8rR7{qPb<vu>nD2#D{>h3YzvGE`8H~RZiYRKgQd<H3)9;7(
zD%kE`O4RLfiy10A%e?bEod3v`y@u)Ejmb6*L*LsRA-E^2r3e<7cX~lN%@rZHYf1B_
zk-%3sdgS^;0r62?*kIQ1y)B3AQv#|tW9uR>?|F*%d7Xdd)h#yq*AVz!porHaNoqWr
zD5gWhla+cNon3PNF}IvufrGe<nKs8x05J0~&BwoNQP0=<#O@K*6XY24p@6y$fHd!7
z!d{JvQ?ZxNuFG@cGm)4V3^YcQy{OfDjilO@JMuNN|M;VQG@?~V*DVS*ORJ9f9j+Wy
zo!GzR?fTK;Iu87|FBG{QC}2-uHIbLyB?%>pCoR?ON4E8vQFqmIgHIgG1Xui4Z%M>!
zzf`oh>_XnwJr24QoiC%LU}vDB=R9jo|2FHNH-T#}RpX>dNb{8e(|G!e8sSt`2L6t@
zU0k8*%G7mr%4cm961rN}S}RXRo=ZpelX5>?kE7f*T1=DOwCnlqA-U=nS>s8OC$VjE
zglVaPuIWRfZyC)MC~qDJfd|LZ*gf1?h`IQa|K=7E_eYqJc8O{g>4H538Gvvj6%~7w
zwibR)a@__rPcC-J>0@S8sh9yh4dEZn-n~XKd=!*<Z4Cy{mf?De;b=<!or+X0SsdZa
zaWK#)G0SJo4h~g#qhM!LBm=^k)c*7IM?r;r9?va<%ur+uc|p|Oa;^^iN8dXQ7xlD3
z#jX8H7<z?l#P?YBRnE{r_h(-K+2SGY!^uL^oK(iM-+^@1xELSiRY`qTLr;JBs5mQj
zCN7d1MoafEVX=glJZ-ujKyswh7xxQl?1N`>^VWQkjx541@dVZv^Ca%Q0e&5NIineJ
z+A?-g_`Pa!wvQQR`}?Mzpm@8p<_b|_S}gzF31a^{ec3$SicL4^Lo1h40@$4}qKQ;y
znOCx?*Uah0T^bY9DmsG2A;TNTZ=k`Jw987A>B+RCWMCOd*yW`OZ#^jJ4SED#2jjGB
zwtKc0F2KGtCZ6$ma0`{O3qDA^s?=MiV#oRh!Q$`&Ge}O`e`%5rQ8pW+3WZYZMWG56
zQPAZbX=fKiQvn>gZ38<v-Of2Y<pUQ9rRitMy%$i+N?2@LAWq9-iAS%txj}Dchn?U2
zrp=Ph&%V!+=GRCaOx^6|4q=I`;nD}sWBkNrgiCf)%!wsVMSViYe&?L@?p7iYSWx_1
z*%mKyzlz+H)RN98cus!7sEXG7{y8H1foYzwu`!*rdSBG{lvIn2=$`Kq=VdX>A+FyP
zeA|Yu#Tv-#$^dwFaC?R!m*iosUiIr!+re1_kASbRqg=k6uKc7Sf4yCrOwa@D``n=G
z#s?e^SNsS6JI)Qyv}v97>SsB5Mm7$w8m3(|P5RQ!^OW2Nn|4HHsMF=4wIi`&BVPEy
zZOoZ#sbJ0q;@y?@wt7`4_&yG`jX*2|*|R26IV=pOwdp}2pRH^wW30cSvFo<DXY_U5
zmh-gcjsllH#Mb#KaJcNmJ!?-lCd%+1?MXe1=*w2L`AgLi?6Nrec;hl?5B3}EPf`rg
zc;bk?pKIi9VETL<-+2Cn+U``$){<K#EK0)<j6FH7aYk0jWhwY<E2=(N3E>NCb;q=U
zWQG}(ke56MZ`~dBRM)n2@A>K1LF=7j7+IPjD!47J*_tsjBXR!J|2g0;NN@^?BuT!-
z%uOP!|IXnx=+0*R?srsh43>t;Wxnv}Q;#hZpZpI=F^%uo$^Y0W5QZjTs2o!SFqa^S
zQDKww2R(X9oov0_R$NlzRa?t@b+#Kg?|H9r<t-+xKnj*F5hJiokCNPH`-R*E&P<cG
zY(iyP0L=n`$>Bo8r$@sQS%yinZ(i__7UzG64=vmFS}}6(0eO{HUA(VNIkErShH@?I
z&Gu|u)oruX2ib6qL8cCr{a|xnlp>tA2vt7T4A+<5sXPN<jylC*Ga7`y7dqTJ{6taJ
zUm`eIc4~IRUZw994dKL91N$B;p3zjOp;&vIgr_%<So*fq;{PQ_;UNY_ByuVp9o<B|
zD;J>ZdNX~kMC@JF@Z$*UwUL+=9IR!(b<(j;=a{o+M(w}1#~d$QUpV1h4Ym!<ghe|P
z(6AdMp%7_zHaTtbqof)1WV{+MX2-2gb_uP0^5|v)ed8E;!11lNZcz~-fEWTd4DQAk
zop$(Lv7ALr{_swJX5gl=JB+PKnh$yC27-}@8lf7DQ#QUB$q}S20!ksGrt#n+&#RYn
zy!{)5e#-a!biv9Znr)x|dS~RnNUgEjkgLfIFAR=GMXNH-uBDkjq5cv_H(zCo^3y%J
zcAXjvO|&8^Dr%vV=64j}3|w$KAL;du_x<Ab=6Ao+?u?*vS_v0J7&`9y0!%I@+i@f<
z9vxd<GPW&M=r&kMR5ONX95J)mG0%4r?tE?cNKPrJEq!Il#R8A$9b0`nqyJu(F`M8F
zjCX%~19c^%>wL5oUf2)K_Jp!&p?q*Z;a8+c{Ypox1iE-x6+&y(t`*t;H^SPud8^{4
zMm7eEBBu4fN~szu@lPbd+#L{)WD~yPtc?6Uvci#<`~d8l+>lxmzH#MR{g%aps52TY
zKU>bCuCnYROW$M!p*NzwE89unXN}hUY-h(25gCa`LZS|)V*pM@lh2YKO`m#-rzrN#
zU(F@WftTK%E`}_iJ?PRmooiP(^CkQ*o@SrK%M+t!dqlC<@&AG6F=XNCjY#9vUE@Q2
zD4s#cfO5HVy#B*)3+CiWHD}1g7iA^%Md4LtY$JJXT!i;;$5!o~I=+qbO9!{gMYD_#
zgMhDc*mW>AaeE|qb8bi8vo#*{VUVY<FJWS|@gq;YTJIC5bkC*Z>7Vjyvm4Xfw80JO
z4^_Cn5^`aq*1S(oT+d9jYR!JZTRWX48FhSel0W1jEWFy%_2X%5_t49|g@p{e9PCX1
zJRBfJd`d6&LFIshflq?n)rSK6xR1hZ_#~vqSgZ$FFKu20^jZ1>gv9LE%xZM<x8dkf
z%%;Dq=F<WXu<ss5<*x3AV|bMjL-Bqi?e0Yf?&IN&4qmez^5@aFczCbv)vb<yy{-|T
zT@kZ43d+>X$Fnq&cYUxl&KLW#>q1Miw{<Q~!T6LcoS)QRO3Xw$#cqCT2w7-)YlH9L
zZXY^gtB-=AJrWD0dh__yhe5Q0!*mR@H<7D-vdl0e%GsPE8Zp8#8c2qK4acmiryqsa
zXb>p!c<w(Gd6$7gejpwzZi^i6W`_%1RTux|@m)0h#53biicS+yZw^8MLjwt`g86KP
z8ij!z84R)5SBNS=J8|Z*BZ`0?Zo*<Fj&uafoEpesWFrwDWGV4BHh*|Eb<HQEUQhh+
zKVi8U;q1NDWU5=(%l5XB8`t$p`pvLh7>eZat-@2Yh6;R3DqxqY={u?%{uP~kW-?&n
zI4yXgvl<P&wEI77y;VR}T^qJbBP~d`Al)63N+X@pNH@|QN;gP{NOyO42+|$W-QDpI
zUcZ0ueXvhCS*$hZ7*E~z_3Vs7$|SRQ0IApN>gv~ha?rE=z8PqfR_aLi<#|&a!-f9$
z22@rb2CIBAttOs?@^Bg3$&QoWj=N8d>QKvhiqCNq^nDw=G6kQGh@tXvpC4QVr;D*X
z68LwSINL_iMgYAGTY%9miF|7K;-_!&y=K-A5N!HBO1Y5_aQInF;Sd!RvEQAj`NnwM
zw*Ek4-jVss$MhFNY1d}7$=T*$u|Y`#3m*@U<}Zw<rY15Gud;@U1{T=WR^;IR=@T*-
z_(vscOh>i<F*H_XP)Xdw9tqVCw$9_Ipu3}`45;7t5O8pR@GNK*yD~38%DZX*EMMIF
z#CB@Bzh68-!T}_m%7^C|e6aDYo~zC446~H69A9aNp*dS4*7_;>@h;Gnm*Uz2$@qWb
z6u#kO%Dwd}j;n(<_6t@t7nP8fp15t6aBgF=;-_CZwhr_Q`#_WPlyEraQtJ(YR)Koz
z_~|Pj3jt6B2BgQqj`qytPJbm{2u)daW7J|BKDwkuw3qf-ToAPJ<YuCclhXK;kEX@q
z_B}^BAyc!?`sDh$4~Pk(fBg6ko|pdCpQOb1&ZX6E)#XvUB_hg>uA+Oqo`ee8RaLbj
zDFITRHE-1HTrhUxC#@m-8}HE!(H=3(-6@dzC^s<|6C%H_FGX(Z(SQ>7^fB?as=B=W
zF+(c6?^!li0>?7=LVuqpN9U`Fw_5%C=}H36uf(ZNZFzXux0gctMNJmhsmc^uEQOmu
zzX$+}a6lAQ?sTZZ{eG}WTcg%8INj?GL9J9Px^^U8kVKB}wA%{JQdxP@N-f6C)wLrv
z>HayrV9k{U+1bP$f``M6a3pE<WL8b?dTS}!$JD_*dMSbg=xGbbTu;4lUlGAuy1n79
zRi8IhDEziQrn~B5_J;Y6?pM$2zjC$2tH&?GTNdP2k|L5eCbqkV)j<B>ekRqoRli{F
zF_2g?LdPq9BHQcykpVfElNNU=-ZBxk{JlZttrZZ|c`T2^)n0qRGac`7yk^@z|B{n8
zl?kN=Ea70}8WI}H0)+oE^2!SU8kp_vd^n%;-*L`!pGcmfI2!wuZH1nslQ!00zYmv&
zl=NC0?Zp+8`wY)+T4;%bl7#&i9!y&MC0RC*gZn?7JgPsgZ0UXfst;yS-#jZ6Ux!L0
zMCcB8$NhoYZS{w>Rcq3i#*q<#K1k0Ca~DK%sVm&1FDS&towB>FT+A6A8Y&t8uF?vO
zAzmxwnT08%Q@Vw1>O^0>b^cN+VPOA)5$hr7p~Ev0T@NnIoP${T{V0@<11VkNm-~Yb
zoJlBgoX|}?zIYL30}nw}!4zgu?cX235CjZnwx}Mm#~lhZqu_!4%KXW2?Qy7a&Zn^$
zA;%qJ)HwpxSW=~@Js(?FmuJ9xqd!^-ZF;pUFvnZ;95mt!&%Rdl-3-eVI<|v3W7%I4
z^-SKab#pXtw44PO7`1Rk$2o3@k4tdGe-UmR6>7J2;h)?w)S2NVLRY_1WF|kR*;R-y
z$4^O1Z{D*^OwP~LbRw?$-y49*BrDSw*t7rSc;V*Petij$U)|$QgGL}V`{wznRFI&v
zG<qY5iX`KnR|83C3G<=hQC9%;GUh0fM6lIOJSk|e1vLGO><|-Xj}KX__8(cuCni2y
zOi=^vs6p$YZy;BkC-W$+6=oB`P211*QYN1mGGaZl!uaac52;eccLTz$By3h}ZZx4u
z)9KA28<sqWN%^(iv>Sd76l~@$_Zrz_+c|?Z(}Oj{C@^Sco5%%?;89^<V+ZiqZ%_;Z
z5azr2Ivb`btiy>sG`H)caNyAAyW7daW%Ub(2+DT@iAecMhBYV+SK|Mho;S|Q9mpAu
zJBqD;b_y`>7)RWBqCS}vCUwcK)K+<A=}vOfAQ)vE6qp!PC{n`MlZw?BoywrATu}{C
z+~ZB#ac!`rZ@Lh0;)sPJ@B2lCCZ0%&`69OeQ;?8*1EVj>X!*f*u~@fza<lSnYdAUc
z!yBSMQH7z}yEZ4c+v!<qWjZ&26$*wwzEvh8ojpCUkN4Mo#h<H~&Bn9MNes!zgkjzb
zwsOI|2#!GzC<m7*n13rKD36&+PGTC}@g-Fb`x0Z7=5AxfwU5QyaO7hzCPSdnLk<^1
zPPf5qX#J?8N{90zfOGJK!F>>HUy2J%3bNj<<4-7mEFSMa3|FxF>fG1sA!ytSWHl_{
z&D*jTpbEz!3F~?Toh-c&Y#t|8hJ{O{kivd9h~6H(9QXBE4Z_*`Cn5AoUYt}I0heqe
zI{NPSS6%`f<*?wMmo@-<u82)pkvdu#Z7XX&SVtp*bm_mU>q(@BY`&$og}`(gfSws`
zH|i>xVxa=PAv0$n$pzu(!?t`WGgAnq``hyfGC9`YT6vtvACs!9tDih3Cb|F8glPTi
zq@%%-9IFx}qacYpl@WhQTA&l!8XrDe-8`Q+R;1ECzrA_Q`pwzm*R~RGGKC5bQv#5O
zMazPbH)*V+n56E(U!O5uC^V~BL7~{eR;ULKSanX={>ILAIT4`K>v1tQdnYw%cajmE
z!Y@FwtbiDz_^2MnEM+0O48^HWM&$HAVP4LuX$|2MR=v{)P~T&eSFYZ&ynZR`gCtBk
ztM|hy+4y%q3Zbo3`~?6TNIFd;_X`a@9j=v8rp#ZYk^Bn$REj#fnvRMS??huUAGdtv
z*=@(&{*qR4X%`_(WJvFF+j9*5I)6J+`!vZ>Vtv7(#gOcYGJECAdc=+QYOmz`oWcuZ
z56sEk%-S*0y|v9<gtP6ZYlWT@e5kG<eKklZLn?hQ?R{>YA%B~=tOV~>03CFNtcBwY
z(npO9O{E-c&MCBvr=wS=_7g8P58IAMzr%kDx(&i17m<7Xc%#`HIC*vKUv<v#0j+si
zc#8k~K;Ad_D~xe|n5<_ZVEmULo^a7uM8RypV0-OsSLoR=80bTCKS0MCg5&}hw3oDF
z@!7>@$ZV({)Utd$<^ICkA^~p)C_f$J<>NiOv!f@u_V5uYTY+&vk*H|--{r1~J2{Lh
zBJLVRJTzAV+pDcPX6FC>tXhXwuNOx}*^GJlchhnxUUL$;+`Sro5-@6N#GSq5Ir+%6
zGH(6zRi+zRSw4&$LxhNau$E%i#BXd}xr2989l3XApZa=DSEy%f{xGTPi;8>$Ze>d9
zhgc`BJN)di1k8cY44V(U(E4nS?C%Rf(ev^wZ5+kO)lFjeLaNZ1y#$zDVOOw!S;|F1
zVu!&!xg+*VZ{L!#+S@$i_$OjgXs!+hr>(4;+l=x=>(4Ey>wi((Jnl?~UsK-;ETo{M
z5Z{x~1=&^0GL#w4#yxgCa8_@GHW}LTA%Vx3t&~>texgrzdn~7M${hCu$V|5<&fp{M
z#Bm_c8=<JwLQ3iR=tPVqvL(xc>WlFNK~aBK_a&JYQmGMM0;S%szMAiVFTJztgG#M%
z(XL{OSgGmWrgBSGf)~Q<qd)7>74>L7`G`;SOAj?D=wjMO60=~WpKc93x6x=DdGYcs
zvjxG*g7DnW1jJ%DTy;L;`e8Uik*y6ybH=5c?QCO0?3IYQE)6^fSwlV%{{9XteDhu~
zYrqFI0gY)34m*Om)?{E^{9<`CC?xrL$lgR(Z-s#O=i8|luFlK%^Zgm2C{t%AzRu?2
z_nR3%5UQ#cx=R4UvO4*l)-2S6E}Gu5vrnO)Nnn3BR($@+MU2D-c0qPUQ42?F8YUtE
zo!25oPuNf4<oox-Ii&F@WCe(8<96s^Xk654$}zDsQVcn4qu9IFS<*rm*@C{RiwM*U
z<F4@PhrGavp*|Ch+&_T7a~YPZv+Pk`*}{zmZ2BjILMsCbABUrYfT#I#3=0Y;J^a{*
z62*L!CHarWG4@Z>t;6ik-E}(<Z16k7oi*b-nj8*dNF>{ZB(<G{dR<^u%bZV0IN5LN
z7qtjDi!ym8(3Gr*DBpYvihz3nmarxEa7GrQ4H=5F6%vyMMKh?M-7>5(K(Kl|Gw&L?
z`y`oNEW_>Vs;c|c&KWsEKi!vUh`&1Zs`#EYDU62?F#S@o$C`6c<l7-6BE)v&U{fgw
z6T4bCC1675_X!w3`34MK*19AD?|t*opwn_`7o?}!pIqCo`F+k)P<TF)6$W&Nc{Del
z`57<PM$_q#%mwsCS??|}3v$nCNM2VVN}ViM(D4BpZ$jDj>doe-As0i(@tq%;K94|{
z;Vy{gQnNC~`QfFJhaNp#b8Y`UJkCRuuT9;5r)Um*HXk9sk9#Y;aWN!cGR*?p`eyGZ
zP&V1cynJ*c^w*BVxg7E6BwhM&BC8T+8$0R)tBqec3PxZCX{)<U`Cl$ZjpceN;=Ciq
zG{79Bd`GKL<Xgi8l|xHmk#ii%*DDqRW~$&h@|<=k!-x-xmJd_oW#vA;+;N`U5b@Ik
zS4u@buG+r+{&sJ9$yj-HtpwCEln3FjtHs%l%_pC-+@xbQsc}3R2tbEDojg<1Im_l<
zoI!rfy0niU^nl9-j!!r=T4^-Ee7>BDOnV>IGzF(zDgz3Ed}J>q7fY_u?4rsRQfT!@
z<dZ&A(#vmeO(aCPW<3R91rNf;!j6$FzPWeBs`!Z1O?38&ns+N(cX;K9F(@<?CEW&1
zx;^ufb=R50Q!x?EUc|Fn+jEWDQKJ>3gPFn0$1VHN#Ha24?&q*X;;WX_nbP0Sw2WMU
zei%iXz2%WtH0%fc9-oZ^sOFOymZ2}!(Mxwrvrc@R$_x`V$;?)Kjwmy%NG>qD@n#n<
zhYMw$cJ2%{O82UDrWXPC2_dpL`hTB8_KA+!jiL%djrGhm`*;0k4XD4yka8qY8j-5C
zMTowKBoKm^uxn`eb^#)n$r{=rIM2KhlZ3Zq{=k*nnobBu^}a+AS44%mz6R}KadUDD
z12jJfL$<$WAp*cf(P((9l-UJBpie*SfXj-7PYTKZ`^lLZMf}O^@_RI*y;T7?Nv~#l
z+o3~!gF_*3N>Hn5#@ZkB?LPWL<w!H2PoYE$v~7PVG=7-gsWnxaQqdC8C@ul%h`5h&
z^M)Q@h}0yX*gMH#+IIbtyBqSN7_l<i=w*`Fb2E4c?^N+gnExHY3DNgJUM2|_EosUI
z=dwpSdWjC9K_?pV0QYAfE>*`$c_>M-5{boT!IiIO4VhSr(BG_$sQY?>Nn#=R)8FV>
z2akr^RAau(7N%S$H7HGyDUOQJw(31~i6I)18=9Ok)F~S<kTrX14vp)1tAQeFvpYH>
zG%jhxcPHIGAm;t!T^iWB3LfrW_OR(Y=q$q!kZ&m1gPa#~$tw1cXU1o9!pBI-=a0z8
z;n%P|w9Qx72p4yTbgi=vsPOBRwrA$3PU&(z+XN$03%d9B+0`V`Gz0x~omJA2A9CW!
zvB(Hkf86sbw|rz*pa7r?=G>14LoTaN+{9Ed#WPY_I7OnzHyS@2VP~H*SW(juVJ=q2
z*wOzxzY1xSctBg^|3C(3+%IzL3{AWMi|qEMyi%z)T^rtGnTY#_?N{l2x()h4>OUEw
zP(|U{RMD6F@sFqDUSLyj0SyBKNPelZHKxAR<iNJ3U?OtCmv(2)r;O2+e=r^_5Q&#8
zIPTtC{hlz+zK;G@gTm3;sLMh~A;M!Bi1s)5`G=z%!v7uU6d>mZx#2iF7x!15@8T(+
z5^5Mmk11AyJ%!|TjocMDUq4}-EHIPO6w2mZ93@i|HfK)?HxX4VH(AK;d&-J5Ui7u9
zTk`zK#%ps>WBvdg8)_|5GnNtjp7*xN0tBYMGoNYul*}0UT5h6$3bnIyg#si^pNVJM
z^|!}RvOn+A-tE5dmO*Tq*@8=hisgzGPn4D0YA=FiHb7y%a&On!hgMocU&-@ok9YQ6
z^JtMH=V^kVBWG0GXQ3m<P`8i$6rkR6eR^j)<RVngWqfI63?jd48UEw(ESA=PuI>Kv
zYKtLMn`0#D!G-KG92|&!UBzCRMquW-;QKhv@h`_H<FzO`&`(ofCCFS#%zt}zfeuV2
zAgO_wJ*Rj{YSv_1Wc6=XHS<Q6LuS2iqhVTxf+f`K5T##YBxb>e?CQ%*+ugfw0iGtv
zT+dK~+=X{e>KaLU(j&aMPek5B_mhTydicWpJx7$6LaU8F1(#N(VdBu_Nf?MG(K?Q(
zXQPXeL2Zmvq2#Ot!%G0e45g$Bd89#9*#n>B?+gvRsv9Z{Q!R~!$sfG4pmE~RJVkmX
z9@1Ra(|-iX3{GeT-rV`hDpnDay)-~Nv#kgAuR+?w9^RVoHRk~o1xGzSxQC(lT#})X
zPTmD!O@gR50h1l{k~1$e3No@5jGCr_6j$R7to1MEjFH?)>A-tOg$B{`6Oz7q=?jS_
z@}GUERCUHoeqLP#wS-9WLOQw#t$4-cL4LM;3OA1HH3ZU@q(y!RRimP4Cf$*~s~tn)
zLpM`Tm5H66<?~B>2$c*zCo>pikCF&u$wshY>LrTC?GP>w^yPe*Q6sA|+=oHFhe)g;
zGM!Wa84%n9Ka#owQ<Rsa$@1{raHA}VxH8T#mC?F)k(^oY-(<IyIbjBu6Uj3CruTa4
z3jxWepfo6SW<3vi8ODOk<I!q-N3<#@(Q3furq3tsOef(JsG471HD`U_Vm7HuiFMg_
z@&zA#5-84y0jJZqd(UoA?ro6DHM%u(iwg~6k^5s|f9-yAV__D7r<_Gi9lsyKX<OY<
zhvp|0{t$Fw<u*b(^auvB=s#k*zUxH3oP>e}2J_*NP}Vrweke}U5>zVzTvK;BqM?`z
zUvGVIBS{?dTEL3UCH>rkrLzETP&+rz(2Rkr7!SSkXCGZSh~Q`rH*<yOgS<2rbq~_g
z`N*2u%631-Cyu*Tk-Mv-<O%MS*b=;vv{Cd{>npw!WhyuJbD^Su0oXjjYqe*N_&-?$
zkJ^Wx964ClmFotiO_sWJ@AWpe?cN%)e*WJL1SiJyZkv?6EJ!?UFA&bRJr)bRY>=``
z16LMQzQF8NB#T(oO1lekPRfUB5|Tjita`X1Vf-c@iK3IBupyv0EWeO%Hhz#u&&8e8
zkhG#4=R!gXMJy6i6V)=7*>WRm`i0vxOatI4HgRI!moT;`;zo<tqU}|#pya*)8@^w1
zi6&AxaT<n##jzV?V#h+kZmF24({`mmpHZ`cD@6|5m1m#leaO@WmxVm}BI(n<C28E#
zp;AOgx0W<3^x~S%UD>sXb7uFRuTEN&Ss3Z@fitRUlVR^Uzjh6FX%aZdDhq}qU4EDT
zOtb~SNDubxW1~u$yyXnMc%rm9e&W~0aoJ-<Q|*m&XUo<dS$L!Ou0KiGUgXlCQ~sM4
z8Dy)L?IM>kS@6tG#GtBLDVX|1$p)#;3aQTWreC&kS07>56^NOHo2#~}bFVUO<??!G
zAHI0M3<W;zVM7oU4Jh3fGceF*lZRR_zpR52%gh%E&r1-K5~dc0$pM!(oTi1Ba!%v6
zp-K3ucCzV97N4o?KuT3r`;;9cCRkj;WJz0O;c+3ia`x7U?+mFuAV=U2<nufzqZQKf
zCfJyzE;S}v+t=NFy_lfmHOvkbo*|Z<Vac#1=#;txzea2DJ?v}Gdb7w>rKo#8u1_+1
zJPJ`S5?Sfn82CpXqja>Y!LR2ueH-H+#d;f_ItDbA>`Tw{dIyPY5S|(?W<S@Dvw~e5
zrx462XrteH*1pB3Vl*-DC0WM#1|e6HYb4@msSznO^mzW82TRBM_rt~ut85Mv6s<uv
z6z_8&HJ4O-0q=+bZe|Qwa(RPe4IDcWM_gQfK;*%QOHK<Yc)}?91lIyt-G-xnP8ek?
zzoY}CEw0$2(bA`am*nbBzcV_!0_x6t;MeE72Ir1)^Ddk!x|E<b^}Yl(v0t4jLS=L^
zO*E}!2%=gDY=CNvo+IJLRO=PJ&6MFciO5<}s#P%0U^l2Zb9D&p<=Zlp|NrQ-jQ-PS
zorjd=84A><%ZTX*r-rYZ+i2f5V9UHY9~_vSZG>?4)at8x=eZX0^12qjdFy4Jti1g2
z1uL_RCM_^{k0G72{X2n=f-aO(Y4T8Q@crpgT;ECY)N;8f%OauW$q;nfN!Mh#)b~u4
zRXq#;Wn(Adx?HKlYNNn6C)3_}iL_FVN9M)?#!P~xc<@{f9l)S)_9;psaZKqmM<c+@
z0JSlJgFv?6Dpi@;5t`M$yFFfH{bPHDD9G;iefAlW*`g)?<;#1164zEUvodS~7%9W#
za_?Hm>tGrM!m5+pU$4%p*?&5qmpaKDlCpGmMOvVm)wiS)EYPvB;-1%7zfRH~6SaW7
zUi*IP0-$E!vy@FldfS2cY1K`qg1xq`qPzKb#`rP<nE^BDEc_GkS%{~?SHs^O+#ltF
zFG$-YC^&Rzxz2jo-Bei0k3@|Q2%sF?W4Am1{7V7@3fKmQFGTQxO1URWcX+M!f{M9l
zM^uYJMb+^RtFLRltjU*S1o{?_*NpM3@8jRs*ra)jNJv+Gt1UHoc!W8;r-!vj+zyfr
z+*eC~563DqkRk=}P!x<snx=QgKO#_5tAa8(+x`6rh4kl7-~N+aHNOpiYDW_~Gc)4b
zqiYYrq8UQ@@4{C$sa7ix?Two<CoAkL-Ns%`$`L=EjFA}HYZ%&NbQwHW+i>uB<ui>q
z7PRbp+ypRPP&EfJ2U^&KhdX63;@-;yp+MfCZyS4IuKS6$b-_u8jd-De<!ELPO4g8`
z(&02v`?H3lo3(=f@TMX0v_;Msn%O$^dy5j4{iFn-Z=zl=$Mf-?c`3wU|4TRWhyBc8
z#Y9^e6$~QsTj%X~5xQEJ{5kr{Olx^&)mI-Y4o}X>zpwBe(XFfw`9!Mz?MZ#7*MqFL
z`|kE*N^Pp4-psb`qYd1mYS@d-|KRS!k`4l}w9<Rzrzk(yEiyGRtxll4Y|Co_8FTmf
zV1(J)o$$|y8(S@j5^0gwyWg9#7>;%~)bx$`lh7)lT=tXRfuq}x;`ouP84+`P;F^fv
z_wDiIDRM#SzlZ6V`>%#*v=r~15@1N|pESh6G#Cz9cQIT=2c97FT4xk<pOfvoFB&7H
zInvGQX=k&HFU!v8N^+&QJHd|%4etemXzw#M0;O9ETk8q2;KyGs$&0A9h-&GsyTr)5
zjDxetjx#p7I}+HGp>2?JIuZHafZ2J12ToivZ*otuU{29)Zlt*+E}sscvP6fHRdu2|
znVCqgzr6yc)rJM9X(W%VPC_=zxw_`Vv+B|S&WIJ%aIr$~$7N{3I1DaBoquUg*A$)+
zFaH!<({Rp8X_=G0kzeJ!l0&<vy)ps4do|U!=2UC1s5lfb>VN6}m<fU`7`1#AOV675
zbpwR_V8IO+`U3eA1Q=~#ZmTuYnvZq;9h+AxIOVpvhxMpZk#wdkEYWq+?H;zLNj|k8
z*UV~}Ha8+Oc;_WnGYG-3NMZqC2S<JuabmcW^WtVtluxn&ZP^F7qi=S&lLD8*{<Ra~
zEZe(zvy=tFt-2EKE&Ju};bVPrLGj|jY&Xh&`r&u5YVJp}=VH8xz22QUfN4Pl!eK#Y
ztDx73%c2yEKvQYbdu6}>R)fC+>`#2H2DY&dq^wW80?RI{Y{c`mZ;h`I*D5G}Fl+Cd
zI3AuBNen8e-u*D6rB~3eQpJCiIAp*3Ywx>n1Zj&z_uriNqsdm7$;(;<u>9NyV>DRm
zkBHZ2{5R1JytXVTU2Svz;F9K80B!4&aqSNEOA)5(lL9d=YlYB?3B#3La-o!_BEh7r
zP@B*8lM{2Op(c*v(j+EBwLsIh`s}2Y|8)J9_D7N~_y}UrU=2q4`Pm`j^vL7(#!N$2
z5CQz_LbV36C31QzyAXgLbZWd6$*iA|I{IkgMJ{Fg8Q*iyRqvQ<Ac8*~2H$+@ma^)_
zjRFEWO>`-pIS<0x_p{)^;u+Dch1t~>jy#s#1ZW8fHO1KlcDo*Lxyud^Q`+YX18n-z
zntjBG3ZJ>7RY@97;&rcRks>(HRTb|97i_Twk3$OP_zHCBK=D;nB)f9vc)P7z9P;F(
zn6KRG+pipCNA;r#*7QX?l_8SDxs#gj^xrjreC3-}QsdGAH9Z8UEP95c_2}~yXYx79
z^?&tg>?;_5xO$7;PkB`KGDO6;L)L$m-6bb{HDUaJ;!Q$5^G^|2)g%*5sUIxi3s_%U
zwH>T~iOi{T`&FRYG7&i~z77Tm=2wsTOBxQ$!~m*g*84J`U=+60`;cp5cMYMQ5ceK9
zMSU1dXmwrXddt*vdUGe@9I^y!5bLXz=Dyxg`J}}N3vYovC@*2oKCNbamwe7A_)oF*
z9BBTtJOz5zCnguoEp_(cc?*sqRRzLI7ezW`7S@Q`IGEuud&89PGOS#93r)wRIGOFx
z!iz)m6LBmo>AK@1T~(aEQW@H%`#e7KsX>6D`9$P-i_gO_rrTl-$hnePQkauUA6d*4
zgVBT^__4zifVS1rLwl}Zllj*WZkJ5VUaaF^ulL~JA|pKr7``C;JN{u(_8qH!9tInW
z`|a0MnSp7`H-ghu;4r8TnDH*{g;=4eRmK+j0@h|ps<go`$%INxwO<NUH;p_}9b>_Q
z$1|}|E&xD6&%nT3BK|AliK<^KC7i#79Yd7DuCXGailH@iR^e{$EvpKEFz6p5@W8t3
ze!>SeM^=t%7cVQImc96hN}5+KO;C!TU-#2!ike%Yh24C5f|k96`WI@pKh&s(>5S0z
z=1gj_pBpz~Bw1@LfzF2BQY}(49NUMeJo481wyY<`!0&F*ICcA54V7gOCaQyVXR^&G
z3mIR3Fy53oi}Te?V8B=6|H6!S*<V&tl-hk)lI$)r|8%X3$(Y+umn&+yS`?g?je#PP
zTMVR{1!5OTMW4rCdJxUta_&F@StvXi@E14dZ}<{Uy&dukHb-fh$46X=c*f1|f6p2a
z`b?)r@wQ_&lvl{V&fwuv{BU5TAz)$@3{VO_gWt4cbAwxpLoeA3K)u7@C7L}gSd=d)
zq_^@34)v)<5&}i}89HfI4C-JG?aDmDE@fw<G^F9&`_;rkyomVP?q2W6&I}j&qg|rR
ziDwE{Pj7LZ-opOD<O+%O<AuuNb+%}PH%Sa@HIGwma#9AT_D|y{diC=QxNhdkqJfM#
z<os&Zr7uRWjt-snwOu<(|CKq6ok#je6aIf4SUeE`J4tTO&u8P!2o)TGNkWcm#1uSk
z3@YPH{}`?6`~`^CJOo;y-D*z8pWkWWL#0tdM<W$JC63Yvot%U$RF?gQ96u8>`|?h{
zcv75UJ4EZEiZ|FR>O0iz1CQMmY<q*NTzeTkN}IlWdooeqeo<m9Ve{>A0b<#CW*AI#
z1Mb3aG?Eg*@5SFRHn0j#oV$(w91KnQ=YDBX#c!$CTgR`#l?an}0_03RE0e_E(H;LH
zDcl&(C^XQFo9=~SB!z_1@FZ5Pag(jH(OP={DiU16oq}U@Y;ZH}&J)r=eqFacd=Ga8
z8Q|@9?u4WJYsmDLGG9eVirx0MoRAueizPsj@>i<8HJ|N=#itl9^*PA!_cXqWU+vFL
zN^0GJD&0RXfiUiy=w=e+vMi#14c7f*%&l#CO=oxM(~Z$Jg$(cG#ZTelbPF;ZcCJ*#
z@ttEcGiXaswYiK(mtS)bU7sS5|FwQuUsc59FWznt8g5~A4Mp#o8a9KF3`~L8=~iK4
z!WETL)fq)Z0u5!*aB%mNkJ*-lz%t~EQU-?ZYClz(#<zQ<6woni3O=NXOE<LUJM8l*
zEvZJqY6ZuB%Wl9y`$c;7nlIY*+(5-&s8je>b+|#lN62hlzC8j(`cJsJsG5$u!i}W|
zycsM<bVJfS`Rlf$2ETE|70{@->dmgy@<ZUpNQszC{jl4b|AYTw;M$JMtz#Ige*a^a
zY!q^U@0e6}cJ>Ou|MVntSiB}7K?7tgu=7^`WToQ<FfjL@=s~<ldOMcb+x1&jX`hC5
zwNW2RT0{lNasm@niTiv*cd=?CkuJLc_5_bJpXpncK`SI+Hj6NdjNKlVQxEuu|9Jm;
z68=>RD)-Ep^Wc(-j^u<TMCu)+TB(u#)<_Y$vMpRjJkIEERyd*(1AUdxda4e0{7tg0
z2-xvH&IA<l^VxJOQ&On?F_QDPdxh0@rHg-bgzJma%D|{Do5}a5?D&10)!6TGmyT9$
zI58Qan*xjEdo)f-KdVW*&Cu^lu~k(0I$!iI;J_ED-!E;7ijNO)I-J)(n62m^80Z8h
z|I;Zo-T$(S>@G?;AQCR${1lTr4AcOImQvEvIWcGeei*)3iK*WKhIJ$nNF66vVi&?v
zFoO3(!m66Cad`;|PkX7g7mhtRkr6%Fy7*sYteMPG3?vb}2#$Py*5VBA#Sz1m_ANc=
zjct(eNVUezh}SqmK780DHM`v#pNF$A7-q!(Hw7uJpwl6kOBPT6GykH1YTudOdAEDr
zzT7niOl}K?9)1Z^I5oluKZoyyZ@*+k2+fGQ9PF{ciP@;r@B&53#`g9)fQNJeLWTCK
z9)QH;myV!;CfesWyBC`;+Gh#_dk!{|vSQv~;3J^5BpF-6Az7Rt{yBWvB>b_w3<;Zm
zk?4mvzfV~6myLoF7ORg4UWvS@AKm#Fk7H8`r)GD{7iSCPCF`cC2jCbFV{A4Tp{t>C
zw0*^hW-+_^!NkYKX-=U4J$%K`!r%2rm!8ScRGZ<_T@9En=zf_v%Z|Mhg<l5-FV29U
z*nd06{PraVVkUM-Do_J8Wk1cS(Sx#)#USISfu8c<f=yfa<fO94^W!xatf)Vr4oqz}
z07`SAnxj}Gh2bxe9OEoh))19UZ*j`CG!BJ+Mx>iqt{<*8mhS<evZ8t|$)`44dvj%n
z2|jy8J-885jxnNLZi3f9em}tH2hM9gtyTncjwm--gjk)3D7A<Xm29qopah#dRhk+_
zQQK-h@anOR{-Pmxk2ks~vu&$fgpi~z`gd~hca#z+d*j!Z^;jVwG}|Rbgq7p56Q|i;
z0rmw$_%m;+4^BY!w-yv8MBJ=Ps!et`!R!^Dl(smXZ`#DM&++mtz3rxW6;cjB3utR+
z*9j2vVAtLUKthpoFkOQqphLnelFE_o1%B7DrI8`<+}-FwW4G+tQ>rSaVR2<z;O1uO
z^-aBMhN}WUxt9qJ|2UD77e6&@OwTd!K#Hv;;AsQngmX_C0|R9G^cjOgVRH#He7##S
zy*w>cuDB0j4t8olzHTz^+hx?pcQ*DH#kka$`^dBB9NCNqd<ox3oa4(Hp^lChVXpn|
zrhZ>jvckPEtZ@iN$lBB?N|JRw9}q!h$8}Mi9}}9k3clf8ofURxtFjIcB9#p&ZCsjz
ze8=p>BM60^oH*|;cF8$35z)~4wuVv^<mG)-OEmO5{SZtS>sh=FLF()vQCw^as&owo
zji0h3?bLV!ppSMk-Iiy|FK0%&@x>&(uD3ewn}8ODn*~vF{W_?E43b|(V8{OgnQyVb
zIJ38y+J%{Gphlk4u-y;puWv+j%vCcnsIh!U>BN0wzNL_)B*3LEQ!l^6wj<9w6Dqh-
zV|S}ub9=2V1*SEj-b52&nm63*z_SA`o}jR_ellE~tw0LU1bWe8J!tCt{ZER8TpQNT
zT=Z%a35<maWB*VTw%wp+gqfDUyScep`RRTXZ60Rs{&+ca3f^3OK%;Q<jt5`w4_}%N
zKrCmeMS*$#<tLyjUb;KRoKA~Ui;exyFdcCW0pjuZp`loZGv_`MG{>%sWmKu~LNHNs
zap};15U8SatH~E5r&h>qFA4Ur;F4X+rG<;h9N3E$>wnJG&fn<B5!(BF>tq?-{JR(3
zlrR@Yss~YNMy&BRy);mHPm%9=h9!FwThidYh4h~kLPT**uj=f(IllrvW_(8qB*3b|
z8i0vj4W7!pqV8_uG#YyHYZnj-3=T-e#zTL)q_qdavfX8{puKBgK&p_<4ID^vCMLA=
zt)VU)T@POX%Kjyj!nre9FhPV?ykn}Hl$eMMVu)nTry&Jn<J^oqp|}-S7Fj-~-r((=
zqZ-R!lk2=5G&SRG(cn+N35N%Vk!DWEa-}6EG${7;41%}s;8$8B1j?y@i<+A=ehPj&
zBK_;l$xus&i?Is(S?Clsy}~+ZZmp->e;b=yu5psHUVt&Bw6-gs%p`@Lmh8((8LG(|
zZ;SVjduYSi2I8;{O}sdJ@>uo*Ka6ErYV2pXI%vxa0tl|aWt`QS$6(-G%*AWtW`@w2
z7Nxwu?bR9%ZD5HzUo%4S<M=APv1w`cFc?wwif{^QYe0E8)CvD_em&Tw_l|_UB1$()
zilHQW>|Q2+Ja&df$;5m+hf<j~4zp+i9!_j9U-YdD1O)}f%}E#9>BbK^bJX$ebnl4z
zdhTNNiVux#fUeP!iVVo7cllZAp<7Q=#bobHaDYdC`j<V~IhDD-R|Ny=zN{MZmLKQW
zj)kriFhH^ho>tDIWK^`hm{T!Pkk5>_9(ne}Uj93yahF^gJKvPWUEby}n7|p^$x4pR
zDcPsTU_BGj!OMV;ZJy(+%2SkDG(N;gspZ8eZIRFSUEzQrBqo4JVUZcr{F*e4-Knx)
z+W&F4Z3VXuExxCr+`;x^g|0JZb()W2pLuaM2b4II$?CRe0?<B{@Y&kHlYAcz?jNP}
z<D7&Mt4o#XJBJQg+3db%>0Pn3BR;5N{1Si2J5>81i}rDIZ2Z?b*?K3q`%FwshJ*`>
zZ)0XDp|SwTuXx-yJS3#?P)d=BX~OM|vi8=~vq_<g&i~k{1%n1CHx1(CEFTfANICnU
ztWs2;oc#dpHfi1!UB*D?GoHW2XQ?5nXw(N#WxM1%D-|r1^Du9?;%#mE-<Fn+n~#0_
zQd8}A(a<*XWwq<?Ws33MAxiZ@VOZ$7Z&4o|r_+EUl>4U0$s{j@RO71QXT;W)_oLa;
zpY5qmZA{w7vi9uJm)}2Nt;}LHe2v8h?HOC%3x?Ocu((e&dIk@^H~S5uH@Y`p^9LJw
z?%lap27ha>nA<?x>zS7sT>8_bCfwtL&SY9bP8$uyo}y)ARHzAjinBL{5;s$4YZuK;
z`<?TwM*aqhHKZ-!6DOfnnqI`G&E`qJR@G2M<gj=IWaQW<M+XPLI+u@*(9utf@2IHu
z4-G-PdrFN=UXd7=AH$u9{G<AFqytl4Im`>GIVW(#&32RbuF2r&kthd_HTyl-KCwEp
ztDVD}MV6y8N%R6@dGe?y_yE0^50@?xiMI20dB8{;7Gv;R_8KMrdn`3Y#tc&E`f}0M
zxN}pT>DdB$_4#ssJtHMoV1d6u+`Z>Q?-&mf^qE9zpNw;p+bpx<-2=MAuN+FPiF#IM
zzQ>gQNlx<YRCqyJ5HsiR^#Ff|yI~Lo5SRe609IPX#K0(+<}Wm}^Er=M^Nk)M*vh9h
zFB{<bmsX$_nZIPii!}y49m*IVGbh<VulkdzY5s)`Kx_l5H2}`4tqSGj<t<lNz6`P*
zvZUpqiv_$y8%fZaW*#ZWb3o<nVz&8JtCbOc1r~%;fDphU-k(99et;;#$s~UqnP}3R
z{zk5t=Z2p8Q{eeEw&1w-o}tZaU{l)11qHTiF)gIxFtx8DI=c)H9hY6Bf?Jr!`-)G*
znhVh3yr7DxXjEno2YeYD9Ly=otA!I<upI-p=+@n!f<xmo=^5}rC{{82aOjd+LPQwB
zse^tmz)}#`Y)DAF1AJt4Y2v^xB>CBY7BkLIfygC#CTh4xyEhB=+_&;w)Pr%?3UIH3
z+_pE^cZ?Mh5^`s@f;@smkTGWvjexVb)0b8*g9+`|i{RzR&#Z(v6ttWG-sg(*PC6;$
zj=W96e}q$P{ko+BtG3Q+Bc$OCZ>CI^1}9AB`@Q7>0zsMmF!5(TGFTK5&zXWY;%?wD
z8U;zliTLOM{s~I7jrM?)IhG+*a5R=${FchNR(>{w1UKpO0FRqm>+vC>HZrnD7quGg
z&-zqfxy}*OUg+;Fr?%<2%#y~nF$rOTb)iIJ{_LG?eH)?8pkK|(Y_4}pu;g1O8t>5d
z+Q}C8-2Y_-M~FpJO*7bAFy03C)O3Kr!m$uZ^gf`$ep~9A#QWj2QQ&34jd58`84{t@
zrci$Vh~rx2t@F&g$Izgri0I{`($|<ZmDOOovgX=yo*NsrMj%}6RR@|9uXK@vKRr6(
z;~}Z6ZnR)EK9M`uuUnyC%hE5#@B~JP5n|}0dz780`exS2J?tTsGeufmE4TM#xOJOE
zK%GZw-4?UveTW%Fh?3m{0n8D9L`dHw^h+mvuM>3@l8l~oks_%?3OW5Vo~0<HX}V(`
z2!7urYoev(;th(z%-xoaGxyH_)R9vXy32dtyI(of*GjSREm>lZ3NfZjIFOg(PO$=i
zlI46g0una;%Mz}!A~hzO8n5M6Per#!Agi?n;dR;JHBk5EJBi>|NenK6@PuIMXrU2K
zNhP9zD6M>Be(w6vOeZ!$EoQpAPG5q-p^oUx&y{WUv4C-NLYgcGi4@PZ=Y=Rh?^zA6
zagTpHpgoqhlvUt?gvVq<M*~xuHfes~fZHEbbbAft^Q}`Z5vo2pHCpGBii>p(J+m55
z*R=)&u^Jky%37SngY-fbHCU77o!Sf!s}<gIHR(lr_e;j~PbA&0`84SA*t_S(mEhsa
z<+r{6@UUphs?b^w%&~+5tz6xs6NTQBw3rX~d<TP!@@Z=K8Dl{S$ozDyU%;A^6~I#y
zKVE7%1?8tcSZ7dPUM{4rj!W!*zyg*4bTON}{02YS^~O=dFs8bH4<;qHtl<t*Y?{^v
zs}E#7Ca?OxEm6<xXb-5n?y39nAx9+$$aqUbUlRU`gE3;$xlvfko_W~<1`S3k*c(rn
zD5ut=ZKXme<u%p(A9-)y_WxYVeGFD83JeyGg_p9xI2e+MQrl7uoE5ZtJ8Bcr`V`q8
z7Bt%d>M(GfAecQIkBKz%HghZz%G66H(eSd8T+y8IyxwXO43BJa6^^wI2i3IBpY8$q
zuV7V2X5$;|e4uCvYh!eLgXNt7l=q;+*ldNv4BFu|E2@nB6ABs>^E^>>QQ<xPQDWmf
zZq{=OW}-G4*65URu;Q9Gi7r`6CN>SXiZW1HnZVi+Nf@S-06}|NCWRNO>8a*LC>2X-
z?uOG8=&Mjz$wEZ1o^@%G9V&3!Lt7jq(N6A}a{6i-tAf>I|2}zjxlrH)t!P#-U`Onq
zSWe;9xf)a!V8PVKCWjg?Q4+t);6?XjKmrR^#V1iNX-%#WV;W7~$4-?|tRoWVOG}@2
z>h@)?n3~JJrF^y%LX1d$IQEpcX=rkF40g+{(@dh?3o?h7vO!K=VrMMqZ5^nuuYcuz
z)Z!DC3Z<?Y+dkI|^`^^X^_>8Zs>@O3cG)<eR3Rs$O4m-1MyZI(JA8531AHG6=U$0*
zLEy2?Sdx*cV=OC}16Duk=V9Y`-nFbX8uhW(=nNB4F|g_rbUs-T$)<|I78M!9YKc6q
zTL^?*6<~=>ch>EmNg2tK$bnIQSR^{ReIyz!YQP!sK_>uBDT+eHKc8K-LT)KcaK4N)
z!Jo`z@uP2S!u-H`Y2uk(j@OC~IL}@z9Fwb#hQ``{oye+FO>3|GqndnrJki)mQy*b&
zSvWONC{JTcD+P@?L*MVV?(%#swAZjVvb)Ek2YBp#zwJIUMt90N5CGw;skv5P&ZhqM
zEhcht(Q?M!!J6#KhTYJ~c}(z$^+sfF?!&d;9?XB;QA1@%u|eo8vb3is#wXCs$14C$
zHM6*#3coPK1uDn$KCn%sb1uThUZ%q{Ek#I0BP3za{EWhgreh33PCW75e;h)gjc<j5
zlnx;Z>^Gl5krq!RI~pcxwZx0EqpkrJUklMK(`TpTV@0C;{Phdgeu2u_&>YSVv#>y$
zfR%%wI4jZ<aRlyS?pw}u*_fBHJ1cXc4TUJs0wk|~b!4MgK<Py~^t^m3`F-&j-wo<z
zZoSzF73<)}sh2sBKb3Q1H9`^gVC?J<XgEduPcG$j0<Cq>-!mzVKj1tgrlph_V@q_5
z`CafO7K7OC>seS^HfwW}$6P%-snrZNM-J6zwY>-EyMVdZbgn%Ei}U>ra0mC;H*Li2
za*w{>1tA;kCWOd<@dD25=$Jc!?9nTlICy!ma(;ME5vf_>;q_#BchKwHv5B;Qvm&vY
zFV(5)JjqGAL#UmG(`yrFC+*;w19lgvAQZQcQ7*fBx9{~Kl(1x`v#lXP4R@9N6)eo6
ze0CGMn|TM^DN1TkX(mg&xKy>FWpdiEv$I`M;Qn<n-c{JZ96<T0bx^`$qeyL8GPJY)
z<yLBG4^D}S5l$nr^_DLL^Zq2kx1poGlBPYW=B$u|45CHTB{QimwUa^0pPu)1-+Cq!
z2r$~|76IOc0V~R8Yz2Hjesf)9@pcftZ2Dov&qP%Qpqzq~B3t$+-tXFe<Kv3-0=P_$
zcSCfFW)VT4Coh1H^G*LSk=6t?_v%$_<5XJ<uM|F2_O=B+D~FxEk0jjx9|MszKT=C+
z^40jZzg*YInqlU+;m*W8uf%S<v3T)@Oeo~qm9iDZasSBXFUORzGk{H^^EHs(_+`qY
z(8lgo;$eRQ^Wg}dR~8E2F?PRGvBgkd|7{6AgEzmX*E>iiR10u(1?V|QiKNZ6A;)4$
zbnRmwC2Fz?Hwu1}NyrcRvx7nU(opPzM>tf;`jnSPhj*I@Qn00mYi0jmJNZ#!vlkz{
z;Y5f2gy{&oSU6}7sk1XCJq!xJGx|;9CKL0@>ni1YaRpM8>$8;JU7OvtD>*`lHBXw~
ztvi#7DIwdq)`XlzRm{xqH#<+bC$q9EzoCW7Og59V=Fi4`02WH{8s2LM_TUk_zcqLH
znTl28I^eeBx2pAYoQnLn=Ll_<i`YMM7rZMEVnZi~oizR5niXd(b^9c?|BXnqFn~Bq
zGE_*af_07c=*}DmXd$Nv-#CjCcyQ5RF3TZ&5Bx!lUmexKznDj}gj>K~+Yp;fH$^Bj
z%(=RfkFM*ISanu!yf{CT^FeQ(KCW!T^OT)=hXM2UTKH?1{I5A7GkPl=-8OAk=rI?w
z+52{2%Z*hLy1$3mC%BRmK(X{fx~W7dH*H>QE=UyYx(p6&37^y}T?B24@nz2O=u9or
z2dp9H3Sq8d)$5p}P*ymyxS#p7^${<N48x>ewmW%_Y2}IJOvYs23B$CDyh&s*iJ`M3
z8SjNB`AYyrg3~o^@a{2XstiwRGUvwOV>NqgVhmjgA(q)C;MMZM@{;OkrfWK3;u+;g
zztARZ>~Mi(8q3<a%!9&aAqns!28-@S^o>xe3CWhv*npT3sxKZ20iM>Wrmg&Q>s$lm
zVIL$B74*~JL~~s<V6q7Ezu&ye1f8z0+*iDf94brO@(c$LnEj3P%XQTqRM=>ti{xh9
zm7e4@VAUCI{g;=7KTIl+(z?7hcKJ`pq}i$Px4lT94$zxbYodh_)jlXb?Rg|R9lT&f
z4w)vGLpF`z>C!Ok#fh<J-c0x|F-XI{)BLB0OLIh8IN1)^?EAzhYF1Ym^Hv0#(OoDp
zcCJ}hu;ss|cYY#WL(_X=UTGR`A0F`yyV3B}WVL4S(8?D3w26HX$+6?{M{L|o@A*1e
z-zg!ld@Cf>n2*e_rmtY{e{TwzDqYPv@UD=r$Dth=wvO9}o&Z@z0h`k;B4>t;G?S%A
z21&28b>|ex<><tBjkVji3>@oKl5;QGDXkHs>*M)Z_qSN*wYsBWeg1cnZ3fxoV3&lj
z4a5i$(6dLY1<m(6qH&BH_yBdZZXkqrSbPdE*47DTV#Y52clK+ppN#<)N%RHsbeV)5
zFP1$K;wJbNlI`GRCU`gAOe^x4c~7)Lwg3II6Ffe^cKky|VTSpjC{5jYt<X3ns{~7c
zaE2I(WG|rih;lYM)nTilgW>egFYM$Bby3D|S$M9<5z``4PH%rc?<ZnvzD{=IS$%Y$
zKkxi50HTe|J><F<#8xWw(X9e;Le9N;_YvHaC)7<Q*2&0vdrz8AvXSAR9?;A@p}T)i
zDdk7c)2-53W9LEhx=ju*@`lht&V=@3?wAtC|L$_}CbmcP5@k77rli{*KnG*tyEB1N
zw2viC$ZxA%ZSYDQ=a1^ZkMV-jA)J?zDq(WIGsn(-bdtEk%PdqXlFnJ?K_|qr1cGfK
z^G`jTb^CC9kO~$}Y+z-Nq{9IItqZl_M9i8N&ra2e^-2nA`}DPMHSXg`_{G5d0EUtq
zwGmc4VVJlA0`xLROaiK<n-X3farlN9v@JKIc9q#Xuv8=Ye?KN_7}!We&XYpd^=AlZ
z9TfX++sNN=EF2Uw<V4I48ea<e<YftOiv!QP=WVGTfVm|ZF93Spr*!XEpJ9<BRHx*c
z7{35O>(C8wzKxbvC^q`-1vLr2sE?Cg0nv-lHaze#%(K4n`Kt@D><`(73LEh!fq*Ys
zGI_R#q;}fwhJqvSH5kYuBNPSz{;I3lnJ0lb!28YOI?7Z*=@kD#8KdnJQO5e0367mQ
zR?TFmAyAc;L;h&!r=jn#@J{ar-~d|&>4GY3{FR8yk;|Sg&*aX^;#=&o@Q$$=vFiWe
z(zQTh66F<NiAUIy6;!|fvOI9;rql@~Ct}V}DAS^LM^<plf@jL>;aF%;-^X92=aG>F
zYPyv)Z@w%MA$0*Je_)R;M)Jg=wkr`eoMZh=_EH%oA+mpHZ~(<crLn*KX`=?QNE9%{
z3;)gFS?^S`z<>GHpJx`V<yzG}?o=$fGbf9?-dycaKUJ3l&}+_}hyI&jv}T)d>+g6P
zkS$rKcrGW`UHuG(zjjoC{`K@=JPWK?Fj86ToG`g|G=%6#oSlU}Jci9JhS1@I1|r)N
zGqtZIDsNw3qLpuWtrXR^_j37UQ-2&vEHo1<Ye&SPm8GC{WZ6aS_J{cT6~ajRW6J^r
z|Ib*}Wn!?AZYsPL9gRW->}UqLks*|?LMbkX(XA+La}_V*4=)}cK)K{tSm1E#NjAA#
z`3=dCjc+NUf)dec@BIGLRN<WSyCYuWhjr$&5M06*1>j27(Q(wGl_q<^;Vwv~t!$Zg
zk#HMqj=$cyL_X=(S*g$#x~75<9|^hNcn5jE4Jmj5<#m8Wcmvt5GVm_yba%9yDDB}d
z$NE3l><_yeH873-=LCRz(VjcC!2i>p+j#^Rh8zoldaHj2I%`bQm73Z(3rYzSJ>jL=
z?j^a8Me~`C$5zZc^-kXl*VD!MJ{<Xpi~A0!&sYjl+Kd-K&FgX#Nv=rx6VsbGsH-<0
zh^DT}Rd)z?IzAfG7F>n%LXitV8mGe&t0Pw9L8~vlp2UXC0#i`??|>-h%Vyz&F}=lk
zrIPhb)bwq?fltmk))DLf+6fOR{!W!n@iw<GNuSDxmp{H_5O_J$t&HV$wIag7_@Jrw
zN!J0<i&%DN?9Uqj?&@0T86H(Ct`ia8Z$s@fxSq4<r&H|uJNJ}(t|(vJsirx+nxKut
zQN-h?iju~1{UrO!taIy?^7~Be!@z65Um_|YSm+5kR`*P~`qQ1{H;!UBvkQyzc@@MV
zfPIQK{c|krzV@PX{n2{IPd2w>0M3+Ou{C&jkxC7!F9AX=g7!XN+NWxNBjr2%YgXbN
zZUj?8TKLbuSHuF?W4x#)>_X+$GkbxZ%B5J)o65#wf<Q>&^Hx;Ld*%br-O^XI$Dxu%
zwwA%>FGNg`2lA5T193C;?#GV}p=P(^G7id5Zi75w#|M$X#B6lZ1+i^p)NO=WRGpdD
zUtp`#8_3a7<elDrYna1Xypwlf+P3AQZz?_enN3f$5h=pUP8U93O8V5<Ftgff#9#U4
z7WMi$4VL8z1SJ=Z(DQ_l#Xa!SGHQ76WV}&RPJ$Lk`*ojn#=xV28ue2h)zHF`cSH^z
z^^tzLS#uC_9Q6&P8eAl@<ileM09n06tKuE6Y#X+MZdesEV**?AI9B2_)Rhg2zkh+y
zUWse&1^)^i`-wbr?**a<o}>1Oj6;%+8+Ar=_mhl>ye#_(I)I-RSdU2e{Ms4X-fShg
zR(Tb|d1==f(&xT9g<gV(Ns;yj(to7SxqDVts&5<2F;BWPUtz{iF3$wkJ@NYk%-y(W
zh5E^Ua9aKN65(w%TtF*)^J~~o+OX9mXzB}Ui&PZ&vuCx7<+~&9n^U<xQY|Khnm?N0
zO`$R}kFJ0?|L3;>OyGssqBdw_6q-dIvgM!Hkre-b0{c5~)OB(^d%RwlKi518m&2j8
z@b2*Xk5!&@lVKF&9O#C??jRm^^s6{v!HX02#p@Y8J#c>ap?L4<KEL^!s*AZ0(uMWg
zvPv>GBQw})T&S>Tltg<}+;fK4qg87HIp(Csbme>cE1|0GdnP{hkC`76GK{sEIGmi@
z%WF|M)?qC>l^Z;lp>|o$JdvauR%3DqI|u&I^)4YvRaKxLHei4?d;i`Z{NHo1<M4NT
z>UhzlQ_b(zd6_!VlsZqY5}j<zOWJn-C_5LI(C4T`lYjK!Sf~X!DbPPs(2AGUApv}%
zXw}g8ef&uXz~wL-<xwE2a)#y|fgqlT;B&{^c}83ze#w;R0dwW#-gad{UJq>VyyX5_
z$jjPd61CMzE&Aq1rs3z;J{O_DLm&Hb?2x4a{c{q?IN9gu{=>q?qHN}GsT=&4)b*Zq
z)yYn@VpTkw5M+L>Q^jZ4jo(St{CiFon|F#aWn_Di0{<aHQQVxj!iG1^4=CbZdOrFF
zMrKzOOd_P*ZN=R|O<Ca%eBEC&+y=7nm`@ykJr@Z*2&~L1u3WSUMXQn?-BIZEiJvi)
zqm7zjj5^WlZGY)cN~s|p;>$Mn16rT+lWiap0(bF8xk2tAtUvp@P|8L)Eoq*c>G}+S
zv~+BKJcwVSO!vRInJ-ybOUkR5;G9Fb{&nRGK0uarj!yh?6N3?KOTi4F!V#CC6Z1b&
znmKuConYl`5x#rS`)ekmOSiv-EK#E-I?os#`;Bl?yfyp*nY&8Wdfwq{UXTb4JhgSC
z#~a@QPJ@kH8JYXv1$WtO*x1<Pg=1WUs?KF0^<g~Duw8QzZ}C$<qiD@$5*DwLKwg!C
zMD+i%U%}d5^WPrJSTDx%-@j?-SuQXo0$l`t%UhN(oIb`fBO_l;TWSLQp>Y{^>FyUx
zYhaV>$%H<|+Pg=cDm0MD*58M5NPPtsnYyfEGT(UnY@^^*gq(v_r;y%D&>lokmaaGw
z{3GA<KdygxTv5b+^&jO`!_jxYq|=i0LB(j%5@Pgd39-pCR8~ykvuiBiyzDH6nO!Kq
zZzdE5p;0U=myY7Vihgz9?IVuPcoN_SQ~#gdzB;O^uWOeOP*SAZL>iH96ane(25ITe
z10o=eKT=u_-6&lL2~koS>5%S*L!7$~_`cuwjr)!}?jLtt|6{n%+H3E<)|}6rYtH9k
zDD{h!EcJOH4)oo?8Wmg|5Pg)*cC=*npqPaPnaAm6I(q&<n1H=Z;4?+diE{@aR|oA3
zZyo|N0bdJrUxQmfU`z93x(){M8>aI&Ptd%Z<Lt9IYhPE{L+IvOa=ohNZ#oL*Kyn<^
zgEec(ZPDH@p)aX%^Fe!K`0;Ne>rxeon>Iv68cH`hI<_gB9dq>;fI_`h2@3AKa7Fg?
zs8%0Y&Qu=&#8YQ2S}Mh<*whn}UkG>`b`L81Jl=dG++^G^VyUkR&s@zrarMukxFscF
zT40etE8+GcbopI-qqMP#QBr=_tKFZlBA<p0(>c9by=b*;uEZ{Gn<t@Ce<p*+{O1Tk
zGD$4_fj@~j4mSs=%A<egCBlydyb>T#ErXv0dT$Xs%wd^LtzfhiEyyeb7V}L$X2aEc
zl9t?)j|v%sN0I*AQf_sffU0O6gQ@)rxW)}zh4zD&xpdT*W?p26!`Q>&$?ZT*?VdH~
z>mr27qBfv5_!S`vaQ_Pf1<W*}PkdC~nbUkmT~2cyoIv_3Ab5*;8_I;HfWTr&yY2Iv
za(q|7VJrKy`P(nao`O(A=A1vBt-g-=iNn@L)8R6An_t9GlQ(@k{`!-F<s+w--d4$m
z{oPM4e@mw*fo1^tY@Ku!EobvrQNS>A$n$i;^TE){f3*d$*8gn_P+}6epTa=+7|A!@
z>tR9$iP-vM0s7fKIa=L5^rG}IVc#9M%j}HxU&Q;CKSey(a?%p*>rV$qIY$uuP}Vpa
z*g}%K*1>KX2*zOIZf`k2Zv{m-u~$k8RcBB}V{V;jWl5QuVsd`<sVXwLCAqZ4u>~qt
z3h$l+g29rRl~+RSZ{UEIa__vSboE~Tu!Nq^GuoZvsOLZDECE6Cb;m-@p(BzDm2)-q
zM-TTp3NC^?i3U$j2eYzHw-mjAb?tHa9=9jS+CNx-)N`H$1t(WXlLKWf2m$|X2GR<4
zeyx6u$mJaL6wuy08HJ&PUuRWw@i2baqhRWF?m%qRO`)7*;&J`|P7or*{z~1}?WSK~
zuJm`c5n!;^^`6Ln2L);IbVD~>knJ5D2h@uP^dZvBrlE&@U6Q5j0(*)^$J$1q(b#Y$
z3;>ru0y*7z=!TWZvRpPP6nD6Aw=|}kFa8+9yv4S|!)RU@81p|{=Ahk`v`VrYFoXHO
zGbyPrUAF6<6!WY1nH|+Gb<_<7IvO7h-Sl3uE{U)L&4c=H*guhw*yUCE!J@bL?!qq(
zEs!s2$SQkS_8Je6{S<tTMk;f7rjunQJFwwIDV%TJjY=F@Chk=P-9o$YA3XE}gkGRf
zR3$dS$t1_Jyeu4?ksZZBv3}Vm_{j3(P#a=XBV^ZD*ofbtgh1l$4NCl@V*LR=;Vt<>
z&~YYq%G^@%1jzr9jD9wlVsmFENJGO#sFem-o421Q*QNAHA8~eI5Da);&XljmlRlT;
z!vam)T^=nqBoMYrWa}zOl7!$bzqa@b1D?FgP{ey15c*($osFHn6#p3}SRCts0|Lok
zp9J4{kt){{SAF^A{9Z8&E1*U*g5pQf)+Pl59?78yDR;~FSoL2}X(&*4jEsH=wq(}$
z%L*>tU-?ue7OK(PGwj?l>K*`Mw_Z#XP@CC{)y*uscsvEK8|e^hrxRPpFk0`D*-%V=
z?k=S}HT07JLL>dF_zmxQOMc-iyIQrrJepsZ6*BH5%$7Cj(nxh3uEKB%72$74j$QDt
z&>h)_v(h#VqRS%lNzhG@t*-k$S%Y2UAK{wKe6<iIpyUy!F-GNlKXLtmEOX}B{kdkt
z0R9#K1{gY;*L1mRLF2u{9qpE>xk)UEs?bY7r0UEiUvwu{tJkmitwh6bfkUDg7a5A^
zD;2gOrBKiZ_)+(9-hkkQ&SwboPJQx|5%g;(3Ocr$9&1>!desW**yMcfpY%foe9r`?
zkKR=|Yfww6Xnf8c-3OgE4i#lWF=B6sH}wO`*ILBqTfTPsUzMS4%b+NIrK|)5;ym5S
z(5=fUCaw_OT2WGSW=_KKtB;_;81vR)?b0^r6tdnXu-<Be?`Nz2`^F<JKS{&s)}rQu
zWgHGSSXcJaK4M5gCY=jjN-b*!*GPuY%MdX>gsuz_lb<G2-%qQfy`AReta)B|H$ZKx
zKF<7&R~hJWtm-U#$ST!**Tjvd8IySF#|aH3AT?@QDg~0OZ%4th`N`!q2nzIoEe5Aq
z1_vP8UC^E$XzkSgYP-Gcd<vr>Gs1nPvvtiU^R2{p7o4U7!>b$#y5L_l0Rh8VxA-~R
z4h@c@nRZ<Jl_D!P?Q9j(-^O*z`P%$|67VwPIW3%a?vH2p^ojm!!2cfVGCTAA9{M}v
zuIsoi_XmXn-XMLa^}I+B7-_4h4hyQjg%y1cOko}*p^TT+<1lq6V`W24Zy!I1)F{c5
zgZuRZW3Nme16um~mk)bFL7P3jJI=2NGP)1qp)z=11!gx^7)%k{VtEBMzCVCo2vU{C
zq0)@NaqyZ-82PBLRNs(!v!son%QwZ%tx9b`bGY2ZM@W3Pc4A+@P7IVvAZ-EoZGK)Y
z@X++3>6@bB!O{efbpxF9lS;^}8*qS0wql`cdFhJVv?w-v-S~4d=BU-F98j-9?`F)>
z#HMr|EmUZ8oaWuxmlZOR@_8UpaCnm_0H<%y0nctuJTz<3yY6Hx{rfv#*V)@<YoBiw
z3w|z6@bY`j>|(S2%~@huJbQRdV*+EY1%V2QLKne9OAtb#zQX(QA*7%g6VHCf#!o(J
z(8OQZkZF-t5v6&{{yYYh7yRg9A1%%$iA?<Pw_hA=D%Qv;>heQy>^Ru+;_KGdi1O)y
zm|hx99+F|kT|Ulys;KTMfQau_LVILaU0Mcny`n2BG3$kJJ!+cIY&tw!>KuT}Y#Dpd
zaxxttZ;zJfhWbR}83`w7<=G0CZad3<n^ZZdVl@3$Ox+D%j}jf-plPwKRgsY_7+$j<
z{FMfTC?_|z2}mRbWHbcEX|P|ho`5>K^23-b&Cg3D@pEfWq?ENDj*%X^eCZe?68u)k
z(v<MyZ7tU=0r}Dy(^tIbfO$xf=2p5WW1eXZCF(dsQ6slXR)Fs;D$aM53~uxUdDMrb
zDB7AvJ@vPE!~lm&@?PtutGlu!d)5^yo1NzOHc`w?J-hR}%DS$mfVjrXjD+<g+YNvM
z^^JD`+bbjA#E)KsukynedZjB01HgN>1|cbZw%<qXI;t;=z0m;l)VGccCYnuPK>ft@
z1SNB$t>uqdOLw9_P|_7nza_-1t*;-4_o@tIR0zlCH|FVQg7PJr`*w7h|1_ji0Rc9g
z9^mOI%EB61xJ@{vF|?iV#+_J$QEWSB_Ka`J=M9Xlk>&HYl<Uq3YSI6ip9>CZx|0Ja
z*G@B^WCkI0;fHQ7esctkZ2SJBE@#nE7zO67ucfq~IH<6U)@3pedUW$f!nYPSR5ej~
zYHDBKudX3yDU<Y}M+1pu@;!=QCJaXUKTZEp07w+gj}Fym1{d_m@>SpZ!4YLHWh!{~
zZNxx<rk`15-d?zAd3E|Y+CSB1-<MhNELCgD^XMG8uYmNyytQHPKRB<{+tKilpybu7
z8gOFy7(?pml@AKwOIE3C<Y$hSE!YCJnroZm`ZB#88<33Q2yyf&4hyYk{dgnMbE`@A
z{sHzVA90jj`~+FToQxO$Egv${C^q+7uh|uX%g}{xa)PqL`?Ds3N@WP=`I3vhBN3%5
znhrj?4n77T9!k*2x52O0NE#oZgKaivOXp?GaNbVHRZ{`1{d2z*yJ~mdo~2F&$moaR
z<yF=X*l<H1{-qEA=3qPXQ_WXmYTvmP^w+%~1EHXmf*wPv)8(z+#-gTHRx79MqmR1T
z|9m&e83#S&t>43>{nVmA%vr$re^?8uQUY?owPjCRngETqKPjh6Bx#%7f!P(_s7H8K
z>zdI&YxFZv@oD#E)Cd_sSGmLfEB(Kv@Q>xsZYtqrik`~9(_!WP#uRV!qz&2ET*oAQ
z`1)=Ap#Za%u8xtVE`V28H}DFqR183-S@A~0T@HSRGUybZ$%c`Rkj0OR!nIN>GCc*9
z3aK(ZgAt-svo8uAWnKx;57sv6bk(FQq6YChjd?LD)l>Yae_$poO2b$8viaLfgBLo@
z$!f(cRl~C#;bMwUK>+rx+LFHs0&3QW?nKb)-_{c;j*#kYa;11r^*)11wh8N3Q4kqu
zN<QKce|YCQod~|X`f%ZA9MVJ#sj?LkS;mZhHeqa8930#-<NB4{e4A5K!(wxx5~=&a
zHD&sl@gE9*^if=ArgA?0wD8AC0oCRgeqtrlNd?5Og&xkj`P}03?B<r!#YashK%=Hy
zy(m`%tXDw(AX4GwORw}jL$06l7(B3&h{<VYx(p`JY))9JZs-D1-O~L@iO4VxyePa9
zU;T>HkF*Z%aVY_D`LcU}^Wm*X$#8p7A(Gjr63Oh7`;i$mZv?Ld{!l8CrmButZMG=I
zFlfFlr*-?i0(vTQ-R{Q}G-^Y%VxQZm#T3sVeC6Jydb+B&v|Td|W$kZyb_FQy#f9U~
zDAA3O+g{Nr#XOj;aYfyR=XVhZ->7I)HfcqQ7SjODE5CnjW;J<Rss<C#gUGE9m2f!x
z*+Do?s(&<R32FpZKpbY?tT+2>U=$l*;ntblZK|fb%1;0jO0{V~#ex6tffmySaMpr~
zDvTOV)ykNakgH`}e<VDY*W8k5>yJpsR4Bv5j(biq@+6s6euE;L0^!PsiqYZ3Y62y$
zApj*c6a-%A4kd8xQ=p*81qT_1x%qa01K9uKfDhK0K;eQE6mGMbeH#Fje6$G8dxHHr
zYHNFjw)`QW<%oOnq_Y}OVOyl*JT%pppU4j!rp6|)MKK6N{oao}ex+u%x)<+D!Uum^
z?nAk&tvVMy&@yBHNA1$Ol%8g`?hbVqThg09B&J7u%+F*BO@QCH?m|veUkXV~NO*XG
zY^8tqL?R#m*)uOHD=Vwry}f{-APk*KOJ%Z^K%@u%Aon_iep~BQiI;Ek=eL1}@swXl
zX}_f(0H2?F3P)^x0Q5q52W_AlVb!<!RraGOT5wY7?<k7q+=mXhv(OE&F6w{CCs&3F
z<Ww{)5g!270+2c=_N4t_z|IS)N9V<&ioiJl>~5Rk@$WuJt^gPOGp`$yv?ad`rKqr`
zn%|F~Nb@<)A1PfFcMiZxkCMVZ{T;~6eoXc{=jFOtey|`+t`;DmWCFJjiP6n|2?Qt!
z*!d!6E!-r!gV|0u9E995nt~f2a!;jg5iYC*n}yut3jYpJkaUqm=#N*SeTRO=`?f92
zP6wZpY@PDX0RfATnOW^)PSg*l`pw$E(E^&5*iN!0n=EknnY5&da*<`>=gOL2?owm~
z^aa%0AFG-E?PKoaL_w5}cwujiWKF*ln%gqT>!!G;9u_d5J6`X~Ov<9=52O-_MG+SV
zC2q(A{)Z1=0=<ljJtf|rB*<;R{!E;Z&#_e_KA6QgP-pNla9XEG+P0YGnY{{mYL`ap
zy^j<Q`)C4kG4|FZG2{>2>&OBIi#nOMi<r>Z>=Ny%46!J0{X|t6*b>PnFxtqsf{!*8
zVBs6cBqGUXC^e0^E=V%@6q|Qe@8FKE%NSyqU~FD9XsVaV%BWGv<&?bw<(0_Nt4iBR
zQc#vxFoH^toMaXp=viVd_ithg+IUta7FHexgS;##t;r^VzIv0(Qi6i8b0W&>bVK{v
zk7|k_u;j%rcW&@RY*e&-&IovN(p@D@7Kw#_g_~{I9$_Fulza5F>><Cdf*^0LGgZK9
zRhI`4P%H?rzFTBOG<d+hIKPDyjRmA^@g67B?v8s45=gyXK)+r9RlTt}xyXdep|yeZ
zqXb<*@6y&_(`5tXR(?BM0ds=7jX?J}d$?=F_iF_s)A&d4c>*yC84vnAJL+t(N&E4@
z>A2$^xK{f6pu*QoKaCwEJX_$2agJi_nL~f9MI&z?CT!drM*-l`m0LV((xmx2o<b^L
z0H{n{_=ZLI3KZ!PQc-!IKYD$${3MI#CY(Qe`C@BGK1NDnX(>kMHxovNqIv(Ud9Z`>
zDbz_`<)ahC5lcy}f+JP}jv?2IA@@Z;yirAv`Zp0;eD`CmDoV^+Eb?W9@rmC3M+(jM
zR(KJ~x>k|Hg1G}W?obO#;Sr$cQk6eqEwumRk%PN?r$vUZM&e4q^$zW6*>Af8#B9oR
zE3cV%gt*ItW|k#h(YN#}+UY#Ddm<s$ipu|*X+1XgmFD=!K-S$$nP`-a4xoxdmAQ1c
zPNV=r&@!QcIFJ`6*u0daIPth=IbJ=XNaV|^t0Qa}1u}MtfVy-av=hzm&bOU{%EbA#
zHSHqw$x{6WnVQb__WKMBKi)P>TbP?udSR>G0UXKg2PUciF5N~}{Rcm(?;mR~T`fu?
zUno5|`?a-q(!saa80Tn(^FDO)pu9)sz3qj<c>6ZW!f{J!W%<GjS^h_}$G%uqk(^<d
z-cSZhlrVJoi>=L~^8*zf>@h@oKuNt8Wnn7Syw|yuKV`ds22Epe-E8wmqD>j6kIBhJ
zvHW9LNAo8VIV#^k#{zqQZ;R!p(^HSev*nc4S(vDKUur>Op#1eGTxKnMt)CbDC=1+R
zJ>=bSY>uwlOC~@4JpxQE+D?>iQ%k#o?9Vs}9sK1DwaWE(o*39F5%Zx)1Y9aFP%-5-
zY6eOeFl{O#Fgj~}%USw@assJjw)Bj>Jz?e<Q_c3M)!a6ZYmW4QhR~cwm2S4Anm(xL
z_FON>Q&LlV%&j*Vl%JnJS^D^BztHQ2o9dfw1SB^MRJQLml0W?)@6xzdFg*CdzZsFK
zo~9>u9UUCDlX=4zF5B@v=!SM(q-1-nNZIqII=2&2c&sWEgda^)Kk`EXZf!a6Puw}F
zIEqDvZifGY52z9Wwd|R1%`9`02?A_tevXu~GNl4}>Kqrd=EVlyki-zvs*I4H^OFu4
z#Ucqn%+Ot|-=I;*3I|(JlTQo-W1rp9#N;6+F8TdwL%@gZ<LmmB7%89(+Fhhha%lno
zT$SYXCeYGrZEZyx^2S`qiGP~CXP?LV%w|*EVdE-k>WPS(qPFdzyo_nK6UHa8VbOhg
z%VBB!f5K7>$&IXXZb^_uCJr9&<j>VpM^riHAK%e~s4$A&TUfya<v|5e9M1}$JbHwV
zY#uli3q`Ry8|w<px&ETBCV+@UC#dkyEJBS1q5+^&X(ixs78BJ_1&4?Z1as^l?4x0E
zYuJZdLW4CFMjN+3upKRE=wN5-E4>4d(%#_A^C-z@@`z$??m^i@TYlo&@+#{W$`3fu
z#zCRCWD%h%Nl?b%wq!qsrP>J#-mY+@3UHq}HL{6p(uVdkjdkWJmgzS$ad|{X<{hy!
zm92wi?qdP*Xc*r!x~Cj}&AmB>(tFyE?x<8`Uwi+N%4Cxcns5dhAc$_fha*%@yn1ne
zPUq)_nxBA!6aVfB%Ut`H^|VN6ctGkOYvIQ?T%C5W&Lv0A(_abPu=9XiKR!rPrp2ik
zl9<4ds)l<{v#e7Fg;5gB%!C&Q_sb7_y0++yR&Xn6??jwYg4F)*A5=ijE~YeV&HJW4
zR4bISu3U%Uw}Xr{)PCp(iF}jwXk%zT&%c7o!9AH$4A7kfO663Neazb3_FOA6#xp+T
z*S`|(`xoD)#^pB??gB-s%oFF9o~o8^vVc1{0l%#L<86Btg7a;4@Bou4pg#hV(&@N?
z+&5W~4=!^5kwN&x^Ir_Ygd?MXT5}v6A=bkd^{`D;oe9-q;{o-#?_|Y3>l4aapIUgo
za-8at{^AYiCMPXnE0@=ETujLwv0)+-SBdNN%ZEbQTcR11<7h<UQ#lohiDU#13D@Lq
zcr@Pwog0<190{z2-Q`uCgq3pF(euTBQ)*^V`YC4Vm|P!Of>TSvk9WS5m&a&CCJ-?X
zAB4$RpJcyi0?KP5>NDJW%#rExi9cfg_1eG@t}>`HyM%bVqdie~rAImC=^cFg&j0=w
zNwv5RJa>s_6k<KK-`hXbN-VbXaYQ%@@tdnkE10;@J4!zP`P1^Qd*|FeiHI=4TMjRj
z(P}Fg9-?JE^d55FexlCvivdkveR}7-Z*6F2q{z$HGqKQX2XX>~Sk8E~>2=VR=#Xuv
zR2!YUd9-Lh;IcgIFd)i+%xUW$4cCZj5gK@%w_U&;2Ui&%1}LMTp!f?Enn^%+tNhXq
zHhASzzxt}8Rd3#Hy=rS7x54Lo^qzDJ=D-c-!xNLs2{9og#{fUcZ|f6i)b;aRZjEjm
z=BIl*iyvY@^RlKyE;71b@Oa&}SaOy_9t)-8;WKP-wNl8|K(iTBdz|x7HveQzo20xr
zxu5&(%f8=EI=((ac63)OcPZ81j@Zp!I+%GF&wROn|7vcqGZZuyERZ2U4$ztA>T$BW
zxgk5a-&V$gizBK>;${naX}ei5rJ`YM?@j%PTX9TVlgDTY%xpyNL?+kFC|NT0G1kYg
z9dPFixZ6y!9In?6Ro4)>q5OU3ZD#Kpf;1goyd4%@iqVoX>>Bw`WNZ|bW5+vun4;0m
zTt34asg)DJ;n~iNh!2t3sYM!43U|=Q(}D?QM%if1+)s7X8oPko#;yc$Z;XbhRIEbP
zjn}7g&W;wd2UO8+Nuq))*8_&|*Y8pCPTgJCZuD{WSdCZ2p&^-UD`Ue|SEou?{4v^`
zrbE&oegEc7(N)?GJf?>2*qt45#4ZP`aFps$`cktpMW(A5wKIV6#DpD>38(kF`};5N
zH}3a^d>&s|9r<Z*%YaLQw>4RjzZF1z^MGC^vwbCPSNb|DW1VuzL}6QHWzA%xh)0pl
zrbS`pkQK#Atd7SwH&v91oZ+>7aXJ^vEn%y8RHqQV_0<N*RTTfX(f-sn(}+(lM-J_;
zyKc1U_xG~v=$a_GEl|nwSX0Ge|Gj6nblbiI{DD4LNC;cI{GO#RWaE!GXSxwv$E+#u
z{q)`0WCSxo^A~s!l%t+<@rK}iNOm#o@>|#LX^(`2RVSa-VcfI7gPGTi%D2rK(ClyU
zl6<~B6v8|jY+-1aYDhOBMJb#kVMGiD$)pw7*xf!`$}`lZp7DTqzCc_-ArSWBlBpO;
zx)mYeKeD#i@RRw2+YxBs>S6Jatr_~wk<Su-m&?-5;Tk~GEkpmH;8Ka{@7MbL<;#~y
z$;hj-vzoU3kqzwq8c~BP9wF}YAuc%btG@etT|q3tDzOfaRZ@beK@;25!Ga*hSp$(d
z8@3J8Sl&`v3O9DhHd|!+;G@59nA?8vS*n-P$^|?r)cK|QNU*1<%~0)HM(zN?`p5$=
zCbD-~ho^>jz#NsL(>%3mF7|E06GEiz*$PHrCqLI+=R>u3R>ne()xns5zgqNGvuwD-
zp+UnR@PUh`AIe4d>kw;{O~y#he#tWC`y$n#bLm}P@^`{@UkMN{!>fiCEVy97Yui9J
zKCj{M%0TU>luknj|3K)$t;K|S%Pr1-<;V|JHa0W8pQIn_%O8lhVN#vXp&nUfH2eGA
z^gIK<L@rY{`F35DTiY(-BLo%u42U(ZOku3aT)0wOj9`vWuAe&wb(Sw*)^b0(@;E1>
z_;<e3MbvY!pf5F#t>~C2<9BvpsDfcF*UK8S(r%P5wGxtd0hf<;dkbVM0^sAbv)yF`
zTTt+|<*&c?{YQPp8t>O~&bnJG&$`{ln=|}u9Z%o%26Ms9BfHyL(i=9*eZ_6>UfZZ2
zA4Jl0f&%Nez>49t>cgKr5g$=Gi2kh$hEu#5PP|Vb%iHfPAaMpyHlb{0+qcv}lY+J&
zL9&ce*frp0V!_mt-ecvm-Sk$T@=I`s&f&AkrvA_}_B(WCI*AF)l-x0rifK2yH|9Yk
z70>N9{Iz65*pa<+TYcBjWL5t<$u`#ZhzOVcphLqkR?y!|Ioj~IC@FauWV>-h^hjtg
z&$Dc2#wNOs=F2z>)uB5L8~9d_hIwvwLd06Rssvwkf2m;h?V)Vmg!crRrM=OTm-{nY
z?yspnSKql_+;4vU9tnFU?_(<MvDFk^V<k$^v~NXuIpDp0Pe+4m;=xwn1pUodd4c6R
z$-g<|2;OxP(AC@(S(wTufa#P_HgS2a-@UmfE)z2|js@KeE9`28YzCjMWFqDstSYy$
zii_p)jl7PXngMC^7sU{o8HIe-n{`3qx^R`&sz5@;^rK8mmEyYy;+V|qvew$_P-<&{
zt<oCUuzK;E_YO_wVI#<+nKFaAz>hYHs@JRHH;P(MH48PNJ6g=P?<a2jMvQSA!3Jqp
z7Y_@p?lg9HlPbJs-L=10o062>FfD<KhXE(hTN;{YcjJ?Ol-t>+gqV6&_m|CbIc|hK
z6F%%}z1W`@o(LZ8r5uwv&#b<&0&k|Y!HW{+IcRzYSqtm;@sq2eGh}_{l?tBz{@*t)
z=+&?P@}#<V&`DkWc8%QCrZSYh&ybYVuab$CmjP#RwIKFpV?8f@5%|Snd4Bp}!(Abb
zPNSq`YT<w``O1nL-sWacHBoJ;vSIt4=4So+J6OZ|K3hTeT^=WtXi;rLtX@P)<rEfL
zL(e4Cp?RhEt{3k8O6v)RR3D?fi;uNd3#r7n0QZ1BgnUN3`Z;T-^|82Dk)-1EjS*-u
zmq;?u-&ICB&EBY<T1^posA#Qs%CBa#AgEN@%|&8gPD%xX#9_nq5U%fX$zMGwFAuFp
zR?j!re<)krteqJ5W5NtlV@lr3>GIV@ypa`W=<5|${f~yC)rwM5Q3A5p-_5`AMU%jL
zefNnNT3GcLrYR0HKfg)wk-^n-<a(Nr0h=bV#gdy@qxkm8jJG}CPUFGL{&Zn+2?+_y
znMTiXd)Q^Gx~4u!0=uC>V>;3xGx$p`;k8nPxb>FJ3V7OSY1WD43`7?tNQ$a~!BW9s
zHPddod}n`R+ah^q$h*3`+wMF~y$e6tp_}pADB1m*amhmMv-`~$a4K|cu!0f&(N32i
z=!--5zf@k#NENkx;)UG{j{HPBqjMpB#V>v?1J(->c}cD^RC4|u4%=-`^PbnD?$fTC
z<f48)N!&IXd~^Qjtv#PO+ddFJ3LDb}L!w~(0tR)w#C7NbZWFE<JT_za$uRoC(8kk7
zTJXJx>4vq@pd+ci$G_(ZAgAKvAX4WMcugbdh6|O9l<79@jKZ@SEoOYnj>H4RuW{Yd
zeHY`Nx&O?QNZ?T?d0Fe*)p#iMO?jOuV4#F}g(6a;%z!3=MO!7s7x{{mxHPYpMxLFO
z<metvoi;Kfo<m0`Z&kf8a$#-)f$f>gIgjncu#5$AqQpa4(V9UG8IW_FrseIGm5>ur
z1AQCYcVIu&$Coy2*B_pbn?~aSF{gqmeB^8x5*l**2yB>5vo1!%`(Yb(XH}#0`K)+0
zw*5yxY8@9_@pyqF4UeMccPcU%YH;77q=PI*^1eLTo^D&{2p9J~1X3%c4R?mcU~%-9
zD#?ekR)g$0(*N@h;<2Hxq;^9a>B(nyd?of9G&8g!x}-Dg@$vDW8yg!nj&0jlS3bnA
zh7i!v78Vw^a*yf7X4qVN_h#)1bKe(+SRHTLS1mkN(%e<nFR<u*?y}YW`DgcX2LdS~
z*aQ+U@K2AVC#!78*1y89c8ZGr<1GHp&#}@@nee4nvwYc*MTcrew67;?Bxz&>`Sd%W
zsT2&vltMt#C)l}Pm{-qxtEy@g>5@@$fIfz;?zc6tqZ`^L(W>N)Dlxkg*$Ko$@bSO`
zx}BHmBy+k*ham6j>auR)ME)dfjS9>CPGlEM3-_@If(pyEpo-^(Eg|`I`}#;xTj<kt
z@?5!3_kwXL?%BaEj{&DK4)~E0(?m`2?Y!fSiy#AMYZ#kxVuHMNiM*2TElJ)2Cs+7d
zUI@@7e1CO$9#Uc284T3K#wNaDfgdt(iwZWMXygrdu3T=O8dS~D=i`O3t2+Z$iV*MZ
zx~HO6Tkf#)X-Wc}RQpO1MQh~E-e^id_Z^06@b73|nMu~3pPd=onyE*w9XMuN;)Z=+
z5!ZkGOh>+0BqJ6lX7o=ObLov+T`wWuyjWuNZF>@UjBGy@72-aaE;s3gtNDtM>V!Fm
z$z<e}5|K|oo}++(yP(`=JoOyl@P0o8uT}^V$7DSU<-Z2T{yjHl8|AswwQ)iDaRXdY
z?mORD*8i^;<QZ2`#c%^^3mluVQoJVb6Z|7(Gcz-|zJY<kX0B4CAEP`xhiffyFxyZj
z_CNe#_Sq27oRHN6%`4_}9+S$JWL|q(N^Wc7^&)=f<!m~c@c;0m|1lgG0r?xR!&PPG
zbG9O|5enmlW2NgpmV@<eU6JyV`~NtB>#?e%39q5G*z%31L-}-rKT+O9U4t2v82%ey
zEw-G09aw??_`m+ee+}8?=6!Xx(pKhoROHabnD@RfO)v!D=0ov4KyUGI%6q42zVV<B
zN7(xqmxP4mv**FGF<9d`n)<HlTFpLn+l>DpF8UF2JMqFNQ=FC7BTQUYgO6P{Mp;u`
zN41RsaSS}?6^r(l$CdW8BEAV*6`iylb_(Wr)O^nnX(~hgr+bUx)9rHJpkcZ#C($6e
z*&><8mU5!fiU?n5w`F$+akbN7r?U)1#)vY`41Qj=JELIRuMZc@Q_Y@Aj@#BuzXW#q
z<;G}<IO6KEE#vAiPf1-pM>g!w4g}%Nw-~|s5;P?booOMB9PDZX7Tgg|wh?=;(T!Tz
z%Z2YxjQGoNQr5wfUdK)vGJ1v7{IalN_Jfsv0<gh$TKQK}iH?6;Wc<o}5qNlU>ifzO
zZgvSjnqSMyz)#e7(_S4bGqn8u#SH#-V*o03+UMR(1Uwn5{#Oh$_2$Um3QyBqRBCsc
z&w0G3ASDZDvxv*t-7R~FAZsUkA<(saA1wlBNE7n8*y}XjX*$6NqEc_LFO;-^*d0!W
z&%X4y`>d~co<iE7DRR{$346PNl&PTG+tU@umBqBmo4v>OpvQX6nI&DW@e01tVW(n_
z4&D2@Zew_^Q-612n80s0@K=rfY*r=f#zH7O=7IR2{QH?E?-iJZc~27IjNkcIIbdWm
z;pI>T>C{hbsn#mm+7xzmO9_=ifZfNThoh6Y*7f)CiYS6V)osG6fNmi&(BmuXjM@jX
zvOVADZ^z3WHcDzp8$Nv^n#Jj)gZNO&-R%$eK3XR+@LY;_5g`pEh^3d8fiXtfbP_(2
zd=Hqr*rwl833)hZRavWhY*us*+H5zUZ&xZ}PqM=<x9r<smy<BtW00W~P4Am!@PV~&
z#PglfPq>ch4@JJ;-`{^`))lwgC%BU>wuba*%2G5r-aI7e&~jn0eht+x{{Z^mdc@Uv
z(TwlObRoTba=Uv$pw26(RCH<m+&i2?@Z1#xi=b;iUjRS@6-25Zd`-f}FhTgBhf|$d
zvvg{64}ggrzqMbV#YZNpY{Cb5csvdVq*M*tPn0gEp;81PxvxRWGzLCbQZqA%_2dlz
zE9yvfLhI3D?GbR(n%~DiW1o`c=nuc0s&!oR9R{wb@MvR9P!59_)<0QepAm%sKdm3A
z_J|tIl~1X(1w2ad9Dfmji(HyXqAwL8@S%&vy-UZnoW$HtECSkMMVUVndmp7}r6&Q^
zfG)T9@#e)M(Nl$DYj6W~u=I;WPUp}s)#v;|XAzGiBVK3NRv0dL(~BU0<kuLP#CqbG
zA*9I~EMoO&;p1`1*^?rTl0t!%ROi7Bq>ZaG@1^vuyfeV;#uqR!NUHd7A;e@e4=_5A
zHSntup*vLA8+fff>CAbpQLOb5{uyYAtvyyWs;s>wDLWKIW{@;PwHJ(^V?SPQTmbVs
zZ37U3@e`*n{Lp0+%v5{vIGnwi&lUz>FT$CrW@!L0=im~ov$}z5@@K1HHBN}wPE=-9
zamb47OgOIo`fPP>?{|>G+8k2abUdMBXLjr}U;}?39(+3@!J+tx!6MSeG#vw{n;&02
zVzx{k6cKt5Az7qZrob2z7nLMK$89%NJ1+mTn7OR+Ir6w*{se~bZ5H)cEYYibo@3VO
zS=29lq8F0e-cg|I#OPs>?rC0;63g#sS5q=jZ9A!Bk3*%1agWCLaKOr-eSN_l0bc#5
z1REK{oZVS|$BDqzVO7QHx8B<ou!|-3dQ1`V)L@gcrem3Iu&f-4c?KMYu>9eyn7&R=
z{TvsZWZHUpXQ|D5ljE0ze)i&t8#e*cjCs+kMNyUVr=%T8oEA}R41~N>4&wD6iP()6
zrS((o3xMD1u+yLiCe_)hbe&IBUFfIZ>gSNwN6|w6EPIFh#xg$>xB76P(K)w@ibWl>
ztdw2uHtT!BrRaL$2ivNi9Q4T=!9ldA;0o?EIwKLct2}DQ$t&XMOACxbL+~{(f%Rx2
z!gAjH(#^)*cSgCg)tlCas!NK)*_$TFD~e#CB0|1cqC}}qaGt0U{l=)XVL91GWgy4H
ziIzQT!3mds3YZV8f8Jt4zBm8}k|*;Gc6C%nb9L|FAOqn8J<_^!`Bd~w8veQ5#4(3~
zbf>7`e#=s#VLICHybQnkQbyFeELq8LQmG3O*jjFiigJh6rO=E|IIk!ft4>@Pdxw#0
zapjhzt8vGD-8h_kZ<#dfJY^>tQ-S}<nbl=_Px6&)p>7hu#~8bbj)mtf%M0A*7u%s3
z5GiWM_u`dz3Jzl)RAB2j8bv}S0EwCQ=JK0~HUiO9wgi(Wz2wAOK>rlpx(@7jMM{D+
zu*(RVT!pk`v{4mGSt&W^2x!5q$6}-!KVKB}SqHlxAtldSazFS`#<KmP65rkeC(_2W
z0pHb@uM8awb)z<>K_BG+qVQk)@rQEdhgc<!w;OhH3wt^Eo+{}Jaj>2PVPiR{l%dCb
zkOM%z;C~!%T>!5#xJZ1}@WgBP8x|6R^G=X5^L8rlD&tlv>j6xv2utC%sqR>5pR>${
zWtt=X5^{fc1Lqt6O_}>H_(Vzk&gSGIJ|3wB{1^}?=SUT5;8ZNv!^z)xfCH+*+y9`V
zV`gU(1kpwA0!+(CgK+NS@0@3Uu=j`6&#t58g`HhC-^0Bb?;ZKcvf70(;t$YrXc5$P
zV>IXLY}*}{B1zYtBDmMEv|)(w(rR$C)yb`0=&c6OnAj(lM{~;W+Jz>v>9_v*8LOIU
z0i>zd&grA>U+yQuQdIzN5&+?O#GB(}NOY~5D<|EJbO;-J2don=SIYkN^yW{~ow^v;
z=#_d7&w&3_-K39yoN*k3y0`5vmlpk^R+g>qu@B;WmfbD(G$iSYXyt1J)N|2tAc>M%
zicN)&Oy5OW>#MmuQ|+tix_sf)%)r(!X5A{80j*ZRF#FZzF38q(F5Ko1lcn_C1NOwm
z>XvJR+g2+&flv%uwxf$~BLzG}^x{Fzc&BnU?~I3OMM^Rwz=~E^)4(+4dBze5AO4Da
zM>8b5c>C02XzT0peWVrOu=#Va91$-`Ko!ngxQMrL%1^cu9PO;H%IO^OQn<!tZIJlY
zhl9r*IHNXYP1WP_S(uJqfkO&{tm-n6@!SL=r$(IxVhbJCxJve3SlpzsKc}_G`5cUN
znir!4BN~|qIm+)U9-7oY3nG#VULK@$J~&h#1330j5R;4{ozMLUnAD_q*pBaScM!rj
z7lN!B`SmYzUn;O@kir5@mVW@NtQE&&e)g3`;mi>jyZ50)Pjfc|$r&P@zkScNA|7Kb
z)%)C0GwbIa{$ju*mJ722L(+H=H^ak}jr8Xf1aUcZWY*K1WsU|_ie6HAZ&DG#_x>sx
za$#C8t6&xONG1!AzQBNqP4!S|$|1Dl5KEp+z)4UMaMoX5CWSsTaXnzbBs78V<VsvD
z^w#F*-oG0}w6YutOsPe0uhdo-hO-Xv|DYIpv96yJo4HSuMoP6KW8EZ^t81D#$HVJ*
z^Ha0MLY-ry@^pb}USxGA;n)Cx3A)*&FRkD+C(VhuPN73e9TTLEcW>*0B>sAV$2YHq
z(5Jbcu^<S`n((BF!D&8P9e{#4#_^5W$cxq$R#u2QMK4LVDeLW_F>1I(EeJUhyB#W|
zLIs-Xtm{9;c(ag+<?Ncw{ux|SgR+-SO_e&jc*{GfuAJI2(%_J>$pvwkKKSlo8n6)d
zXlg;IaR6yFY^#Nj)m;F7BWtu(Dm2-8KYO|DzLv^L8fyc}3@TF8_HRjkrVZ;LHNltw
z!Cv+mv#E^I;`hk#>Ea%5fGkx>R`mA%Nlh{*E6VC56xqA=EO%IZw1ZHv;)lwGP!XGk
zs3<Vrs_-dfqC~)bTd$JGe8enKKf$k)>2M_P`3I|liX^!=PKbq2Uc7}ve#bZJY?)$?
z?Nr0ca`A`^#92mUHGowR9N1Z}{osB<Ub;@)vDt6n8NX<gzNVh1I%m<~jm|I|RFD-f
zj=p<&u_CH?aJ<}ZqU~5Z!*_2RAb(~PoX;-pJMmgQyfaDR9e&P3%Dca_2ft3!f>g~j
zr$0X~yjV=`(YTEppLLqN_=JojqTB-XAeTp0ec5_mZpD;(v3#?ZY`!TIWQxlRLS=hN
zoiAk_xn36E<pUsrSPvYY-v;<hA>QV}hRMkCsbA<*H%B$g#@*0w>3jtCjY*Ntu#UAC
z42{NZ!9hqLGoPDchu!3LB!eMqV(p7--uX7j9&$dJl9Q`)nk8G2p*F%+ditBh{(k#G
zi3b~x^>F@Sx^}tI3+(lFsvI&shZm=L5P06h8ZK{>jCSXxaVe19kvn)O3LxMbCyPN%
zd)*lW0Ia81AA(HFK%Rw5a{+0oZ5CeF^1ZwQ@GO>V{^6l)qgyC%p)(RV`*rr$r@2iq
zvUaX~A5%*53+2s+>;}?hcQzm9u;-vy$@hVZA+?B5#XAvS#8oJ53bFMrIh^T9HIC{E
zolpmp+Y3|Bph28QE&dK?ONn`ELy3ld{1_68uV<28l1YW@`RsKV1LVeF6rSnQ!St<y
zT>647bS-z!nYHgJC3~33FIGFw<UEgspj9MNk=#HAOIBCw<VL57kTWvWpod{E()6s?
zK=DWTZ{n-@WSdfHUIIU0RP(3=znb^TNSG|}zi14-%jv_=s1?VO+Y37!lx2iICEW>?
z_#zoWZfrLI0;UVFj#8Qti*wQBcOzH&IgBXLU+!H>%%4B;n;ky9(7Ir^071+sH^ye7
z7UzQ*mJbWPHK(eve2_0KtKYi{ouu%Q8HD?fdN`2Bi2osq{jZqx|HTDj(u~Z^-3Ym4
zF01hV1`v7d_iq4`&L9B<t6y2qg3wNNGZzJ={0=fnEHjFP<Q=v(Q%<rB)gYG3Ygr-D
z)Kf-Yv5SFBt13Bxe5E+p)NN_*GvJ6(7vTISvI+0^7CS?LGbv}-LPyEmCIUI%%*Sbt
z-zkju7CPoZK5gc$E^ZPycjUpP6KQ0y{jZDgsCZa%3dZ7|)6v-gSH%aunW!@zunjnY
zn0VMo+=kp3$go@VVxFK4cr_kxJGqc(2zzd)Vupxtszd9YHCG@^Pk@ezdmDrUQ>$k{
zBpG)l-P=y5dB2O9H<^li+f)^lG~kgLco+i;I#WwPXu3L-r&zo9ovLR32YC8NTvHFc
zQBnM9iotdBtI%kCVA>%du=m7%FKOR=X3o^*vi!*+7~ogiy(1*xZ37^V7Qmq-v=n5V
z+AnhcwiaOfHh@)$(!JITK;RV8YXE?2e^5AEJ;UMZz$09W=Z||*`8kD8m<`Wlk_23>
zu`MM5u6!$V5Pd#{Oe9~O?_|s(k!Hn!i0S=fz_h7|hyt0hypQFM82~RCXu<q^`9Rs7
z``kx#6eAmQu!h8bh8651)6*a)J6(K#$RcN;6J;5AsYPNrUohuZXtW6BcI{%+E_|ab
zqzrPoVGPg-<EeHmGQ!JT?`DUk8gPQx<C#hOhjQzY!d-xI1Q3mU`&?wdgx0cS2N?#Y
z`ay(QH6XInu+z*%XN|i)10qo*@$Ec-cM6k|QPg#5Qg=}NZ6AQc7_pxMN5iVB6P`!w
zhmQQY&`!csT_=#V%lnu#dp>j0`Z<I)83Hs<>})`KgOXbSa&^&b;Qi;LR4{Po9?(vc
z8168rP)&z|;8xs~-NiXSM-rt}MqdgqJIG*Lq#Wa*v{YX&us2n9(*iyq-o*n}K})OF
z!I<)n0LV)3_S*Y#s+Z3G0}!@=VT+aO)?^JqAQpi_z)%t<tf1Cb)poKP4?OW5kdxTv
zxfBHFHHpU+1ppT@U(SqPqM?*;A=7mXRvc!{U%ougsanD2@HOCuW8jcx&rUbEmpOWG
z@43%-T70!l1KRX^+^o9QxZuWTty_pjUt|n6lY2c1u^}2tW;Tucl%v(3RUjd+(&C)q
zdn|q6Y8S1=?<Y&iHNIzxWo?>)g7TKm!V(1~u9A=4f+gv2A)GxJoHpz@ONC1|Y*p*R
zh26KOC~H=h4>tibExsK%6mShfX1|{7^l<jeIlEMYNa?$$IPVAyf;c=sp0uBRJ9)kX
zqoegZo#(RVBGs9ojRe}!uraV<_0LgJGIy^Z(39g=oyXn+@$lwo$>fR%A}gFtW^Ds;
zWQZUE9KdxKi;hvhv<m!|y5i^KR2A;%*Sq{Kbz73m{r*k~96YlwBe(esKgb@n{`mN)
zE!yu8>To(A5)y!pl{=7Ifqi*#cF+a}qL7TFteS?bl(*r_s&6A-`XMheP9u)F9Ia_4
ziQ-%MK(lWTX61IhpqpHP`47RO^|+5q{_MV7ngDkMjUZ32rq^$?#2}DV2*IZjczZI7
zv<pZGNzP@dl*D7JLk==owe!JLt)Q;f{Ra%}<_T2|b?`6z9GOl=Vc?g%K2!WZBoP1K
ln%@5p*8RWT;_jDa1nRjSEkfAVXA$|l(h>@<N?#hi`(JjtZTJ8H

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/common_starling_classification.json b/modelling/data/abingdon-all/resident/common_starling_classification.json
new file mode 100644
index 0000000..759ebe6
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_starling_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Common Starling",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "moderate",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "winter_detectability_peak",
+      "summer_detectability_trough",
+      "moderate_spring_carryover",
+      "strong_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 1.1902003786424675,
+    "target_trough_value": 0.43480445206900903,
+    "target_mean_value": 0.7756278512637006,
+    "target_amplitude": 0.7553959265734586,
+    "baseline_to_peak_ratio": 0.48899329091444604,
+    "autumn_to_winter_weight_ratio": 0.06467661691542288,
+    "year_end_to_winter_weight_ratio": 0.41044776119402987,
+    "decay_to_growth_ratio": 1.225254394079556,
+    "monthly_target": {
+      "January": 1.0986372154294322,
+      "February": 1.1902003786424675,
+      "March": 0.9358653685452204,
+      "April": 0.8099791607582273,
+      "May": 0.801069673094801,
+      "June": 0.8008277169314825,
+      "July": 0.6652442621258526,
+      "August": 0.43480445206900903,
+      "September": 0.551284393855851,
+      "October": 0.5952835428037899,
+      "November": 0.6141104812924193,
+      "December": 0.8102275696158545
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 1.038,
+    "GROWTH_RATE": 2.162,
+    "DECAY_RATE": 2.649,
+    "SUMMER_DECAY_BOOST": 3.684,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.462,
+    "PRE_SUMMER_DECAY_END": 7.175,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.584,
+    "SPRING_CARRYOVER_WEIGHT": 0.219,
+    "SPRING_CARRYOVER_END": 7.105,
+    "SPRING_CARRYOVER_SHARPNESS": 16.184,
+    "BASELINE": 0.582,
+    "WINTER_WEIGHT": 0.402,
+    "AUTUMN_WEIGHT": 0.026,
+    "WINTER_PEAK": 1.79,
+    "AUTUMN_PEAK": 10.82,
+    "AUTUMN_ONSET": 9.81,
+    "AUTUMN_GATE_SHARPNESS": 7.708,
+    "WINTER_WIDTH": 10.058,
+    "WINTER_RISE_WIDTH": 6.978,
+    "WINTER_FALL_WIDTH": 10.7,
+    "AUTUMN_WIDTH": 7.958,
+    "AUTUMN_RISE_WIDTH": 8.313,
+    "AUTUMN_FALL_WIDTH": 8.341,
+    "SUMMER_DIP": 0.186,
+    "SUMMER_LOW": 7.425,
+    "SUMMER_ONSET": 5.455,
+    "SUMMER_GATE_SHARPNESS": 4.504,
+    "SUMMER_DECAY_ONSET": 6.915,
+    "SUMMER_DECAY_GATE_SHARPNESS": 13.182,
+    "SUMMER_WIDTH": 27.942,
+    "SUMMER_RISE_WIDTH": 48.424,
+    "SUMMER_FALL_WIDTH": 10.286,
+    "SCALE": 1.174,
+    "YEAR_END_WEIGHT": 0.165,
+    "YEAR_END_PEAK": 12.13,
+    "YEAR_END_WIDTH": 92.974,
+    "YEAR_END_RISE_WIDTH": 174.256,
+    "YEAR_END_FALL_WIDTH": 8.912
+  },
+  "fit": {
+    "score": 0.452
+  },
+  "warnings": [],
+  "summary": "Common Starling is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/common_starling_consensus.json b/modelling/data/abingdon-all/resident/common_starling_consensus.json
new file mode 100644
index 0000000..0ee00e7
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_starling_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.452",
+  "INITIAL_Y": "1.038",
+  "GROWTH_RATE": "2.162",
+  "DECAY_RATE": "2.649",
+  "SUMMER_DECAY_BOOST": "3.684",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.462",
+  "PRE_SUMMER_DECAY_END": "7.175",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.584",
+  "SPRING_CARRYOVER_WEIGHT": "0.219",
+  "SPRING_CARRYOVER_END": "7.105",
+  "SPRING_CARRYOVER_SHARPNESS": "16.184",
+  "BASELINE": "0.582",
+  "WINTER_WEIGHT": "0.402",
+  "AUTUMN_WEIGHT": "0.026",
+  "WINTER_PEAK": "1.79",
+  "AUTUMN_PEAK": "10.82",
+  "AUTUMN_ONSET": "9.81",
+  "AUTUMN_GATE_SHARPNESS": "7.708",
+  "WINTER_WIDTH": "10.058",
+  "WINTER_RISE_WIDTH": "6.978",
+  "WINTER_FALL_WIDTH": "10.7",
+  "AUTUMN_WIDTH": "7.958",
+  "AUTUMN_RISE_WIDTH": "8.313",
+  "AUTUMN_FALL_WIDTH": "8.341",
+  "SUMMER_DIP": "0.186",
+  "SUMMER_LOW": "7.425",
+  "SUMMER_ONSET": "5.455",
+  "SUMMER_GATE_SHARPNESS": "4.504",
+  "SUMMER_DECAY_ONSET": "6.915",
+  "SUMMER_DECAY_GATE_SHARPNESS": "13.182",
+  "SUMMER_WIDTH": "27.942",
+  "SUMMER_RISE_WIDTH": "48.424",
+  "SUMMER_FALL_WIDTH": "10.286",
+  "SCALE": "1.174",
+  "YEAR_END_WEIGHT": "0.165",
+  "YEAR_END_PEAK": "12.13",
+  "YEAR_END_WIDTH": "92.974",
+  "YEAR_END_RISE_WIDTH": "174.256",
+  "YEAR_END_FALL_WIDTH": "8.912",
+  "SPECIES": "Common Starling"
+}
diff --git a/modelling/data/abingdon-all/resident/common_starling_observed.csv b/modelling/data/abingdon-all/resident/common_starling_observed.csv
new file mode 100644
index 0000000..8c45df9
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_starling_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,135
+2,101
+3,109
+4,106
+5,127
+6,99
+7,78
+8,79
+9,87
+10,98
+11,99
+12,121
diff --git a/modelling/data/abingdon-all/resident/common_starling_parameters.csv b/modelling/data/abingdon-all/resident/common_starling_parameters.csv
new file mode 100644
index 0000000..31fadb7
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_starling_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:50:41,common_starling_observed.csv,1.479866319289708378274451226,1.173,3.076,1.812,5.644,0.213,7.17,15.924,0.259,6.68,24.453,0.33,0.569,0.041,1.14,11.63,9.43,7.416,9.423,9.290,9.556,7.731,6.672,8.79,0.027,7.07,4.6,6.66,7.56,11.78,36.774,67.941,5.608,1.548,0.099,12.211,69.883,124.139,15.627
+2026-05-21 09:50:42,common_starling_observed.csv,0.4667263375591893524218249555,1.243,2.116,0.307,7.803,0.766,6.39,10.577,0.054,7.01,20.205,0.524,0.446,0.021,1.98,11.07,11.0,10.421,8.797,3.848,13.746,5.357,5.704,5.010,0.076,6.87,4.1,4.961,6.69,19.381,19.130,24.726,13.535,1.051,0.16,12.008,78.124,144.135,12.114
+2026-05-21 09:50:42,common_starling_observed.csv,0.4386561956316971367195053717,1.037,2.182,5.357,3.683,0.144,6.27,12.252,0.071,6.69,12.856,0.483,0.195,0.034,1.11,1.34,8.64,4.259,2.434,1.436,3.431,9.048,13.774,4.323,0.168,7.34,5.28,1.307,7.36,15.562,42.498,74.349,10.646,1.787,0.136,12.085,103.854,195.225,12.483
+2026-05-21 09:50:42,common_starling_observed.csv,0.5272616005193552458110762608,0.778,1.435,0.371,7.539,0.655,7.05,6.42,0.262,6.83,22.261,0.578,0.105,0.033,2.13,1.14,8.35,9.039,4.050,3.918,4.183,7.767,6.675,8.859,0.045,7.46,5.28,6.095,6.81,23.299,18.770,32.565,4.974,1.172,0.161,12.106,112.390,218.042,6.739
+2026-05-21 09:50:43,common_starling_observed.csv,0.9896525184477761394593491183,1.01,3.892,4.787,3.107,0.123,6.31,14.194,0.433,6.82,11.856,0.341,0.143,0.042,1.6,1.45,9.29,11.235,4.230,5.121,3.338,6.121,6.483,5.759,0.017,5.53,6.43,4.594,7.42,18.699,25.566,41.151,9.98,1.53,0.062,12.019,85.565,166.326,4.804
+2026-05-21 09:50:43,common_starling_observed.csv,2.020217152305267778772214474,0.756,3.67,3.662,4.339,0.708,6.5,10.882,0.166,7.34,11.935,0.426,0.73,0.032,11.55,10.8,8.3,9.63,6.486,8.188,4.785,7.998,4.546,11.451,0.049,5.52,4.38,5.176,7.27,21.74,7.688,7.598,7.779,1.22,0.325,12.111,50.324,88.855,11.793
+2026-05-21 09:50:43,common_starling_observed.csv,1.259839824359673710383376474,0.818,0.908,2.74,7.785,0.238,6.66,9.392,0.404,7.23,16.963,0.729,0.105,0.023,1.61,10.64,8.84,9.261,7.617,3.875,11.359,4.686,4.422,4.951,0.113,5.57,5.87,6.798,7.47,11.45,19.826,27.379,12.272,1.126,0.254,12.144,127.838,239.824,15.852
+2026-05-21 09:50:44,common_starling_observed.csv,0.6908503484079382102626585637,0.808,1.554,2.421,0.77,0.267,7.07,8.698,0.091,7.11,23.345,0.533,0.501,0.035,1.1,1.33,11.32,5.219,12.114,12.191,12.036,4.421,4.49,4.352,0.021,7.85,5.72,4.501,6.85,23.943,13.511,10.767,16.255,1.355,0.279,12.247,72.942,133.866,12.018
+2026-05-21 09:50:44,common_starling_observed.csv,0.3451408651046101716125354023,1.182,2.936,0.655,3.684,0.111,7.29,7.369,0.142,6.74,7.553,0.374,0.265,0.001,1.09,11.31,8.44,9.282,4.668,4.665,4.671,5.164,9.678,0.651,0.227,8.19,5.13,7.263,7.03,17.991,43.106,73.401,12.81,1.177,0.108,12.012,60.264,112.59,7.937
+2026-05-21 09:50:44,common_starling_observed.csv,0.7564260509038511834419206789,1.137,2.856,1.806,1.642,0.861,7.24,6.563,0.337,7.0,26.735,0.806,0.229,0.05,1.69,11.55,8.6,5.189,10.518,16.422,4.613,7.315,6.044,8.586,0.074,6.78,4.24,5.692,7.46,14.605,24.020,39.896,8.143,0.928,0.261,12.089,92.066,176.763,7.368
+2026-05-21 09:50:44,common_starling_observed.csv,0.8472561072017482238830668297,0.809,0.574,5.94,4.226,0.806,7.65,6.738,0.279,7.4,7.614,0.46,0.442,0.004,2.02,11.94,9.04,8.761,11.618,6.126,17.109,6.488,3.879,9.096,0.026,7.83,4.05,7.723,7.21,8.561,31.506,53.911,9.102,1.052,0.305,12.252,77.322,143.928,10.715
+2026-05-21 09:50:45,common_starling_observed.csv,1.717628317630398145882158207,0.788,3.282,2.709,7.121,0.599,6.83,10.502,0.179,7.21,11.17,0.848,0.45,0.034,11.57,11.41,9.06,9.555,2.498,2.678,2.317,7.626,3.375,11.878,0.167,5.52,5.67,1.016,7.45,23.013,22.346,33.779,10.912,0.866,0.236,12.008,64.676,121.603,7.749
+2026-05-21 09:50:45,common_starling_observed.csv,0.6170833972590496020399434394,1.155,3.107,1.698,0.659,0.031,6.52,5.864,0.058,7.53,11.892,0.402,0.132,0.045,2.2,10.94,10.28,9.285,13.932,13.435,14.43,2.954,4.43,1.477,0.181,7.67,6.49,2.817,7.08,18.241,15.870,16.016,15.725,1.324,0.309,12.035,44.473,84.729,4.217
+2026-05-21 09:50:45,common_starling_observed.csv,0.5459570937684982257051130837,1.073,2.746,4.053,4.757,0.25,7.13,8.442,0.437,6.89,7.495,0.846,0.637,0.048,1.59,1.41,10.75,4.41,10.585,3.773,17.397,12.614,12.869,12.36,0.009,7.41,4.87,6.564,6.93,8.423,14.418,20.952,7.883,1.361,0.199,12.064,100.970,188.853,13.087
+2026-05-21 09:50:46,common_starling_observed.csv,1.127262800945916761035449121,1.1,0.834,2.916,3.334,0.881,6.9,11.782,0.209,6.6,19.446,0.426,0.349,0.049,1.7,11.94,8.36,7.393,8.494,12.126,4.862,7.823,13.523,2.123,0.212,5.66,4.54,5.387,7.18,16.709,20.590,22.807,18.372,0.838,0.009,12.243,51.777,88.951,14.603
+2026-05-21 09:50:46,common_starling_observed.csv,0.7663547089162893307734647860,1.315,1.62,5.809,3.927,0.611,6.34,13.313,0.126,7.19,19.671,0.494,0.603,0.039,2.19,10.68,10.58,6.252,16.200,13.078,19.322,2.160,2.169,2.151,0.062,5.65,5.99,5.754,7.3,21.012,36.167,71.951,0.383,1.352,0.211,12.116,119.144,231.125,7.164
+2026-05-21 09:50:46,common_starling_observed.csv,0.3713817604794792241217434456,0.753,1.298,1.61,7.665,0.152,7.53,10.07,0.001,6.81,9.575,0.557,0.492,0.024,1.38,1.34,8.76,6.681,10.105,12.989,7.221,9.159,8.86,9.458,0.188,7.72,5.45,4.521,6.66,7.634,24.169,37.132,11.206,1.194,0.256,12.07,54.516,97.242,11.791
+2026-05-21 09:50:47,common_starling_observed.csv,0.6376376322587612310593760832,0.934,2.09,4.407,0.413,0.856,7.49,7.175,0.246,6.81,20.2,0.544,0.653,0.002,2.08,11.5,9.22,5.509,17.680,16.01,19.351,8.267,10.047,6.487,0.101,6.74,5.18,5.914,7.33,14.279,42.801,70.609,14.993,1.705,0.166,12.02,123.720,234.094,13.347
+2026-05-21 09:50:47,common_starling_observed.csv,0.7078817458315071076716626603,1.237,2.91,5.434,4.903,0.92,6.31,4.107,0.239,6.87,10.035,0.359,0.109,0.032,1.46,11.85,10.16,7.515,11.772,15.26,8.283,9.344,9.261,9.426,0.006,7.98,4.33,6.662,6.89,10.674,28.352,55.38,1.323,1.332,0.042,12.267,114.154,220.793,7.516
+2026-05-21 09:50:47,common_starling_observed.csv,0.7178293653458027582816355678,1.19,3.033,2.939,2.403,0.184,7.52,14.493,0.278,7.43,10.453,0.609,0.526,0.043,1.47,11.17,9.7,7.588,6.226,4.948,7.503,10.472,7.118,13.827,0.047,5.9,4.74,4.86,7.22,10.996,43.096,75.338,10.853,1.353,0.163,12.02,119.032,233.608,4.455
+2026-05-21 09:50:48,common_starling_observed.csv,0.2907445880710169261692748997,1.085,3.556,0.458,2.669,0.862,6.42,5.347,0.239,6.76,8.915,0.861,0.096,0.037,11.81,11.24,11.15,9.225,17.044,14.122,19.965,8.122,13.562,2.681,0.237,6.24,5.95,1.243,7.26,6.114,8.786,15.445,2.128,1.399,0.287,12.212,67.956,123.248,12.665
+2026-05-21 09:50:48,common_starling_observed.csv,1.205463940152146714019852015,0.91,2.067,1.266,0.404,0.634,6.79,5.692,0.408,6.99,12.408,0.826,0.735,0.015,12.0,11.43,8.35,5.207,3.916,4.333,3.498,5.899,7.022,4.776,0.096,6.53,6.05,1.904,7.46,23.999,8.090,13.796,2.385,0.969,0.278,12.019,64.026,118.726,9.325
+2026-05-21 09:50:48,common_starling_observed.csv,2.400229075801173942871427977,0.819,3.594,2.933,7.038,0.924,7.73,13.549,0.223,6.85,22.244,0.448,0.648,0.05,11.51,10.97,10.3,11.657,4.746,5.218,4.273,12.400,10.800,14.000,0.227,7.93,6.48,6.554,7.38,16.412,24.355,32.146,16.564,1.502,0.202,12.012,98.072,185.073,11.072
+2026-05-21 09:50:48,common_starling_observed.csv,0.4748636205771625528429626744,0.874,3.244,2.119,2.31,0.826,7.54,9.832,0.137,7.28,9.822,0.682,0.599,0.021,2.23,10.86,9.08,2.635,3.520,3.804,3.237,9.190,8.278,10.101,0.177,8.19,4.1,5.202,6.76,13.173,30.939,61.28,0.598,1.476,0.273,12.144,105.282,203.399,7.165
+2026-05-21 09:50:49,common_starling_observed.csv,0.6068763236116351776241034191,1.028,0.579,3.622,5.497,0.45,6.96,6.306,0.042,7.05,22.065,0.487,0.545,0.019,1.37,11.44,11.2,7.2,4.737,1.463,8.011,8.626,7.866,9.386,0.236,7.07,4.81,5.208,7.29,22.188,39.264,76.223,2.305,0.918,0.038,12.265,117.568,225.99,9.145
+2026-05-21 09:50:49,common_starling_observed.csv,0.8249508282943993950948657239,1.004,1.598,4.667,2.195,0.587,7.57,8.304,0.32,6.7,15.985,0.536,0.635,0.037,1.54,10.63,10.54,2.274,12.877,5.963,19.791,8.176,8.479,7.874,0.154,6.83,6.24,7.823,7.57,18.147,11.050,7.559,14.54,0.943,0.035,12.123,106.090,200.102,12.077
+2026-05-21 09:50:49,common_starling_observed.csv,1.315245408562686669777997437,1.017,0.687,3.246,5.377,0.479,6.91,12.326,0.418,7.13,13.507,0.863,0.346,0.031,1.8,1.17,10.73,2.829,8.812,13.727,3.897,5.545,6.391,4.699,0.094,5.77,6.39,4.808,6.73,21.796,43.893,68.955,18.831,1.344,0.161,12.026,108.282,207.508,9.055
+2026-05-21 09:50:50,common_starling_observed.csv,0.2241274822735554650575803749,0.762,2.273,2.042,2.404,0.249,7.14,3.231,0.004,7.05,22.057,0.74,0.072,0.005,2.14,1.1,8.92,9.495,2.290,4.028,0.553,10.548,12.516,8.58,0.223,6.54,4.47,6.677,7.19,9.085,26.950,50.05,3.851,1.048,0.044,12.167,65.903,124.335,7.471
+2026-05-21 09:50:50,common_starling_observed.csv,0.9927879459928579432913369409,0.861,0.429,2.625,0.681,0.512,7.53,8.727,0.391,6.56,18.182,0.496,0.691,0.02,1.9,11.16,11.28,9.432,10.802,3.938,17.665,5.536,3.262,7.811,0.111,7.23,4.34,7.267,7.32,20.212,28.490,45.581,11.398,1.014,0.009,12.294,53.836,94.302,13.369
+2026-05-21 09:50:50,common_starling_observed.csv,0.8555944294328106526731699168,1.32,1.17,1.258,2.316,0.666,6.54,6.505,0.125,6.54,15.639,0.404,0.228,0.037,11.9,11.82,8.34,7.143,11.666,13.996,9.335,3.474,0.505,6.443,0.235,7.94,6.1,4.259,6.74,8.011,12.065,11.701,12.429,0.892,0.145,12.042,94.493,181.616,7.37
+2026-05-21 09:50:51,common_starling_observed.csv,0.7833101300999088268662942565,1.035,2.678,0.928,4.006,0.467,6.44,8.719,0.133,7.52,16.555,0.601,0.244,0.049,2.15,10.59,10.7,4.158,17.506,17.295,17.718,9.318,9.206,9.431,0.051,7.62,4.02,7.313,7.36,7.725,31.814,62.244,1.385,0.904,0.188,12.133,52.744,91.924,13.563
+2026-05-21 09:50:51,common_starling_observed.csv,1.871542545716809962088036343,0.796,2.233,5.732,6.764,0.418,6.43,13.493,0.038,7.41,10.724,0.841,0.078,0.006,11.69,11.33,9.58,4.667,15.048,19.915,10.182,12.493,12.838,12.148,0.181,6.07,6.16,6.249,7.08,12.497,41.836,68.276,15.397,1.096,0.201,12.297,54.268,102.915,5.62
+2026-05-21 09:50:51,common_starling_observed.csv,0.7591479824308419399437928451,1.265,1.923,4.884,3.711,0.336,7.42,11.406,0.095,7.15,18.844,0.684,0.539,0.021,11.93,10.67,10.25,2.83,5.742,0.651,10.833,5.664,4.896,6.433,0.028,7.31,5.31,5.153,7.28,23.435,22.478,43.467,1.489,0.923,0.236,12.22,90.106,166.482,13.729
+2026-05-21 09:50:52,common_starling_observed.csv,1.372736047961466874776445924,0.903,1.281,5.058,3.042,0.055,6.75,12.425,0.072,7.3,22.4,0.679,0.192,0.008,1.21,11.79,8.92,9.098,15.184,12.672,17.697,6.310,5.556,7.063,0.225,8.2,4.41,2.745,7.2,19.582,20.739,40.728,0.75,1.552,0.051,12.025,69.850,130.382,9.319
+2026-05-21 09:50:52,common_starling_observed.csv,1.040366298399652208231073206,1.342,0.982,4.389,2.746,0.735,7.4,4.619,0.273,6.76,6.545,0.879,0.019,0.025,1.77,11.33,8.96,2.64,3.325,4.015,2.635,3.960,3.661,4.260,0.228,5.6,6.5,6.125,7.06,15.026,17.646,31.948,3.344,1.744,0.134,12.094,119.672,235.22,4.125
+2026-05-21 09:50:52,common_starling_observed.csv,0.6113072558628331978327234692,0.848,1.157,4.209,4.2,0.883,7.01,15.655,0.359,7.57,7.343,0.536,0.518,0.016,1.32,1.04,9.39,6.338,5.098,4.657,5.538,2.552,2.6,2.505,0.194,6.75,5.69,7.337,6.81,14.853,28.130,45.346,10.915,1.135,0.039,12.186,71.208,132.666,9.749
+2026-05-21 09:50:53,common_starling_observed.csv,1.124740156146570126414782586,1.068,1.698,3.339,3.97,0.428,6.45,12.428,0.347,7.57,19.498,0.488,0.327,0.049,1.24,10.76,8.39,8.921,6.442,8.948,3.936,1.588,1.338,1.838,0.083,8.25,5.97,7.585,7.12,12.224,7.750,13.647,1.853,1.516,0.306,12.104,50.184,86.482,13.885
+2026-05-21 09:50:53,common_starling_observed.csv,0.3209321048433914939391329229,1.02,0.346,2.609,0.746,0.942,7.12,5.146,0.13,7.03,15.962,0.727,0.437,0.026,11.78,1.5,11.27,2.83,11.280,4.206,18.354,8.940,8.399,9.481,0.135,7.43,5.57,1.902,7.31,22.704,24.036,30.291,17.782,0.932,0.34,12.089,71.882,137.543,6.222
+2026-05-21 09:50:53,common_starling_observed.csv,0.7430367348290907465637909390,1.067,3.0,1.487,3.996,0.695,7.23,10.075,0.287,7.26,8.546,0.797,0.272,0.003,1.13,11.87,9.33,2.402,9.818,15.1,4.537,8.896,12.119,5.673,0.139,5.55,4.59,4.628,7.57,17.983,29.610,56.807,2.413,1.482,0.16,12.133,123.450,236.06,10.839
+2026-05-21 09:50:53,common_starling_observed.csv,0.7252341128224778461789459179,0.889,2.912,2.907,6.871,0.363,7.69,6.204,0.159,7.63,26.011,0.409,0.101,0.021,1.89,10.75,11.38,9.505,10.600,8.408,12.791,7.368,9.923,4.812,0.065,6.77,4.6,6.442,6.61,18.295,29.324,42.532,16.115,1.23,0.231,12.194,72.219,132.97,11.468
+2026-05-21 09:50:54,common_starling_observed.csv,0.5973753897934416327120097878,0.858,1.277,1.896,1.233,0.422,7.03,14.57,0.415,7.35,7.276,0.438,0.505,0.036,1.53,11.49,11.48,6.439,18.492,17.344,19.64,11.676,10.244,13.109,0.165,5.66,4.12,2.859,7.03,7.681,39.812,63.713,15.911,1.416,0.186,12.161,108.606,212.541,4.671
+2026-05-21 09:50:54,common_starling_observed.csv,0.7811120415111034721538523098,1.019,2.933,1.061,3.936,0.542,6.99,14.133,0.298,6.86,10.164,0.818,0.69,0.001,2.36,10.51,10.77,10.951,4.208,1.869,6.547,10.376,9.195,11.558,0.049,6.16,6.19,4.455,6.77,20.656,27.368,37.166,17.571,1.122,0.256,12.038,67.438,127.517,7.359
+2026-05-21 09:50:54,common_starling_observed.csv,0.8533608630175390730508939776,1.294,3.185,4.019,6.542,0.204,6.75,6.516,0.128,6.83,24.851,0.556,0.44,0.023,1.94,11.41,8.53,10.312,12.846,18.135,7.556,4.530,3.202,5.857,0.215,7.45,6.14,4.561,6.71,17.641,24.531,48.089,0.973,1.798,0.187,12.205,91.409,172.939,9.879
+2026-05-21 09:50:55,common_starling_observed.csv,0.6837167256361520318940550985,1.27,1.47,0.969,2.073,0.411,6.31,9.732,0.08,6.54,8.212,0.586,0.149,0.047,1.65,11.61,10.29,11.619,11.850,10.813,12.888,12.370,11.059,13.68,0.09,8.13,6.43,2.696,7.37,10.226,37.392,61.286,13.498,1.128,0.14,12.213,60.682,114.262,7.103
+2026-05-21 09:50:55,common_starling_observed.csv,0.8811207731826908417444730143,0.82,0.71,3.318,7.389,0.821,6.78,6.663,0.062,6.69,26.583,0.556,0.386,0.03,1.99,10.98,10.64,3.851,3.869,2.728,5.01,4.594,7.098,2.09,0.233,5.65,4.7,6.876,7.03,21.351,13.874,24.361,3.388,1.558,0.311,12.295,47.278,87.57,6.986
+2026-05-21 09:50:55,common_starling_observed.csv,0.6133769968799631342987560348,1.235,2.972,5.355,4.579,0.472,7.32,13.3,0.194,6.58,7.575,0.507,0.505,0.012,1.82,1.5,8.91,8.925,8.590,11.902,5.278,6.090,2.68,9.5,0.115,8.29,5.34,2.191,7.09,11.077,29.996,40.228,19.763,1.38,0.244,12.076,87.720,162.341,13.098
+2026-05-21 09:50:56,common_starling_observed.csv,0.4938776507294270893406548641,1.328,2.141,5.056,0.182,0.785,6.75,4.99,0.162,7.48,8.656,0.881,0.652,0.048,1.07,10.83,9.68,2.467,10.010,6.718,13.303,7.793,4.791,10.795,0.113,7.61,6.21,1.924,6.97,10.831,34.752,50.004,19.501,1.265,0.197,12.054,63.286,111.178,15.393
+2026-05-21 09:50:56,common_starling_observed.csv,0.9751439790929311949219263024,1.293,2.99,5.133,1.733,0.93,7.41,8.162,0.036,6.51,9.218,0.41,0.688,0.028,2.26,1.01,10.23,2.045,8.654,8.952,8.357,6.291,9.131,3.451,0.071,7.79,4.76,4.154,7.19,7.115,27.428,43.825,11.032,1.605,0.035,12.009,121.848,233.599,10.098
+2026-05-21 09:50:56,common_starling_observed.csv,1.158814356569908462453217616,1.163,3.693,2.047,6.386,0.948,7.54,5.861,0.373,6.91,11.92,0.405,0.433,0.039,1.44,11.26,8.64,6.258,6.682,6.297,7.068,4.404,7.805,1.004,0.063,6.14,5.54,2.21,6.76,14.428,46.293,72.96,19.626,1.465,0.078,12.156,87.982,171.366,4.597
+2026-05-21 09:50:57,common_starling_observed.csv,0.4271818622867583717863006494,1.112,3.37,5.335,7.371,0.24,6.67,13.995,0.237,7.26,18.307,0.46,0.717,0.041,1.25,10.81,9.74,7.821,12.316,17.329,7.304,13.356,13.328,13.383,0.205,8.46,6.28,4.246,7.02,16.218,39.036,67.798,10.274,1.204,0.139,12.2,57.208,99.647,14.77
+2026-05-21 09:50:57,common_starling_observed.csv,0.6036364212726255227742025251,0.995,1.917,4.935,6.602,0.66,7.34,13.723,0.162,6.58,16.36,0.584,0.044,0.009,1.07,11.91,9.04,10.464,5.772,4.944,6.6,9.629,10.324,8.934,0.102,5.91,5.57,4.037,6.91,10.205,13.395,10.917,15.873,1.459,0.242,12.248,81.818,152.895,10.741
+2026-05-21 09:50:57,common_starling_observed.csv,0.8609252686191984454288016603,0.809,0.997,2.053,1.517,0.596,7.27,10.717,0.205,6.76,12.464,0.355,0.674,0.01,11.57,10.55,9.42,4.418,10.718,11.906,9.53,6.495,12.585,0.405,0.08,6.92,4.38,6.764,7.55,15.135,3.856,1.317,6.394,1.014,0.158,12.296,86.860,169.675,4.044
+2026-05-21 09:50:57,common_starling_observed.csv,0.6234054834665579357858271467,0.773,3.163,1.539,1.379,0.047,6.68,13.809,0.367,6.63,8.149,0.779,0.075,0.047,11.86,1.23,10.71,9.469,13.774,13.606,13.943,6.278,2.99,9.566,0.091,7.99,5.18,7.84,6.88,23.021,32.554,55.205,9.904,1.545,0.012,12.143,82.324,150.838,13.81
+2026-05-21 09:50:58,common_starling_observed.csv,1.240345281448815422109697566,1.268,0.708,2.941,6.857,0.66,6.73,12.339,0.103,6.85,26.265,0.704,0.169,0.013,11.51,11.56,10.21,2.547,19.229,19.067,19.391,2.544,2.634,2.454,0.042,8.28,5.62,5.773,7.0,6.043,18.072,24.923,11.22,0.965,0.326,12.038,72.820,137.77,7.87
+2026-05-21 09:50:58,common_starling_observed.csv,1.483546397567328884679766263,0.789,3.473,5.887,1.313,0.417,7.31,11.187,0.131,7.21,15.891,0.514,0.738,0.034,2.47,1.04,9.14,5.333,15.918,19.463,12.373,5.198,7.034,3.363,0.249,6.48,5.86,6.82,6.76,9.795,32.706,52.067,13.345,1.366,0.077,12.225,78.468,152.791,4.145
+2026-05-21 09:50:58,common_starling_observed.csv,0.9342379378925952877630405332,1.2,3.624,4.78,0.042,0.837,7.1,5.999,0.03,6.61,19.904,0.56,0.011,0.031,1.08,11.56,11.03,9.379,5.554,7.855,3.252,2.645,1.006,4.284,0.061,6.7,5.92,4.61,6.67,11.007,19.346,19.73,18.961,1.261,0.153,12.28,127.308,239.02,15.596
+2026-05-21 09:50:59,common_starling_observed.csv,1.000214174136917067465549285,0.777,2.38,1.067,3.103,0.522,7.56,14.097,0.253,7.35,8.106,0.598,0.287,0.019,1.45,10.67,8.89,3.361,13.365,14.118,12.612,12.600,13.877,11.324,0.06,7.69,5.67,2.548,7.49,22.754,14.871,18.555,11.187,0.847,0.169,12.242,61.462,115.208,7.717
+2026-05-21 09:50:59,common_starling_observed.csv,1.149260942901605206135051105,1.259,2.441,3.837,2.591,0.902,6.96,15.653,0.034,7.53,27.872,0.745,0.564,0.013,1.99,1.28,11.23,8.722,12.523,17.768,7.278,11.500,11.255,11.745,0.207,6.73,4.88,2.757,6.79,7.831,24.078,32.588,15.568,1.677,0.306,12.245,64.373,119.883,8.863
+2026-05-21 09:50:59,common_starling_observed.csv,0.5428723404033222052665232707,1.205,2.748,2.689,2.788,0.259,7.41,6.143,0.349,7.48,15.855,0.564,0.107,0.02,11.71,11.91,11.19,5.322,10.664,4.15,17.179,10.782,9.827,11.736,0.231,8.07,5.74,5.141,7.15,22.462,40.482,79.463,1.501,1.009,0.155,12.271,92.441,175.643,9.239
+2026-05-21 09:51:00,common_starling_observed.csv,0.9692257578580656451337213887,1.202,1.511,1.521,0.484,0.897,7.36,13.934,0.225,6.71,11.68,0.731,0.309,0.042,2.08,1.01,8.46,11.767,11.548,11.406,11.691,11.642,12.126,11.159,0.154,5.93,4.31,3.39,6.64,12.306,23.060,43.467,2.654,0.806,0.134,12.227,60.390,113.222,7.557
+2026-05-21 09:51:00,common_starling_observed.csv,0.4770773496135060941462692172,1.342,1.086,1.605,3.079,0.475,6.52,5.75,0.251,7.06,11.117,0.812,0.688,0.049,1.13,11.04,8.4,8.727,11.176,10.675,11.678,4.878,7.009,2.748,0.176,7.71,4.65,5.922,7.14,17.939,24.146,47.311,0.981,1.073,0.255,12.033,107.330,207.545,7.116
+2026-05-21 09:51:00,common_starling_observed.csv,0.8037965710251796021865783998,1.005,1.169,0.726,0.202,0.149,7.38,9.237,0.023,6.63,19.457,0.467,0.741,0.029,11.82,10.51,9.66,7.076,10.186,0.556,19.817,3.199,3.566,2.832,0.197,5.98,4.44,1.438,6.81,13.046,36.896,67.559,6.232,0.953,0.175,12.211,60.026,105.662,14.391
+2026-05-21 09:51:01,common_starling_observed.csv,0.9583350593455392627106821479,1.077,3.425,1.871,3.546,0.202,6.85,4.215,0.092,7.26,27.089,0.375,0.538,0.028,1.55,10.78,10.98,6.13,13.910,17.807,10.013,13.528,13.993,13.063,0.109,7.48,5.66,6.654,6.76,6.894,2.394,1.115,3.674,0.899,0.084,12.079,116.718,225.453,7.983
+2026-05-21 09:51:01,common_starling_observed.csv,1.472538566535315022954142111,1.178,2.627,2.309,7.133,0.006,7.19,12.377,0.059,7.4,12.702,0.744,0.004,0.015,1.61,1.01,10.09,7.81,13.348,14.964,11.732,7.078,7.961,6.195,0.033,6.41,4.16,3.736,7.45,13.776,9.424,2.833,16.014,1.254,0.329,12.134,113.823,222.977,4.669
+2026-05-21 09:51:01,common_starling_observed.csv,0.6037988462546957546580799925,1.221,3.261,5.708,2.782,0.02,6.84,13.948,0.242,7.25,21.936,0.877,0.451,0.048,1.65,1.01,11.42,2.056,5.336,5.551,5.12,10.894,11.830,9.957,0.135,6.9,4.51,1.673,7.54,21.756,11.996,16.317,7.674,0.973,0.322,12.084,83.608,158.282,8.934
+2026-05-21 09:51:01,common_starling_observed.csv,0.9731406583296319984110410464,0.759,2.195,2.142,2.354,0.195,6.5,3.801,0.361,6.82,15.578,0.536,0.075,0.033,1.59,1.1,11.5,8.686,17.259,18.935,15.583,12.192,12.731,11.653,0.224,7.07,6.08,2.635,7.02,7.983,16.762,28.033,5.49,1.579,0.234,12.142,103.417,200.586,6.248
+2026-05-21 09:51:02,common_starling_observed.csv,1.785980821976869962521404881,0.874,2.946,3.011,0.318,0.127,7.14,8.049,0.18,6.93,26.518,0.455,0.746,0.02,2.5,1.2,9.29,5.641,11.966,9.47,14.463,6.578,11.396,1.759,0.017,6.14,5.47,4.261,6.83,7.98,14.772,28.503,1.04,0.99,0.285,12.206,56.194,100.481,11.906
+2026-05-21 09:51:02,common_starling_observed.csv,0.6348113404779955950931700178,0.886,0.688,2.816,4.911,0.311,6.33,9.781,0.385,7.5,9.104,0.695,0.384,0.045,2.16,11.61,8.74,8.909,11.732,6.248,17.215,8.640,6.531,10.749,0.12,7.16,5.75,2.693,6.94,17.109,23.242,45.416,1.069,1.792,0.033,12.211,109.024,210.029,8.018
+2026-05-21 09:51:02,common_starling_observed.csv,0.4013033330804986575519919559,1.057,1.184,0.078,5.342,0.464,7.45,12.057,0.235,7.51,26.579,0.64,0.007,0.008,1.56,11.84,8.9,7.595,3.588,1.603,5.573,9.866,10.158,9.575,0.196,8.17,5.78,6.894,6.89,6.309,33.890,61.572,6.208,0.97,0.268,12.0,105.990,205.154,6.826
+2026-05-21 09:51:03,common_starling_observed.csv,1.198238320041604662844377559,1.314,2.666,4.491,1.134,0.652,6.74,15.933,0.113,6.51,6.415,0.62,0.077,0.041,1.46,10.56,10.92,8.165,6.294,11.359,1.228,5.012,1.133,8.892,0.011,5.66,6.03,2.639,6.82,12.853,11.317,8.392,14.242,1.15,0.292,12.226,106.608,205.55,7.666
+2026-05-21 09:51:03,common_starling_observed.csv,0.5723496807388496152914462256,0.963,2.797,1.736,5.286,0.702,6.58,6.432,0.246,7.27,20.48,0.429,0.09,0.032,1.32,11.8,11.44,3.148,5.500,10.26,0.741,7.670,3.382,11.959,0.157,6.37,4.95,4.349,6.72,19.732,35.670,52.079,19.26,1.117,0.291,12.181,122.654,237.237,8.071
+2026-05-21 09:51:03,common_starling_observed.csv,0.5188954042190420544621915651,1.074,1.405,2.133,3.25,0.458,6.83,9.898,0.055,7.12,9.086,0.634,0.101,0.045,11.98,1.46,9.86,8.331,10.135,19.336,0.934,5.236,8.361,2.111,0.129,6.8,5.77,5.793,6.67,12.294,24.361,41.109,7.613,1.658,0.211,12.253,48.664,91.334,5.993
+2026-05-21 09:51:04,common_starling_observed.csv,0.8304494444688732179882367734,1.181,3.098,0.061,4.834,0.579,6.44,3.063,0.315,6.81,16.415,0.472,0.08,0.038,11.75,11.24,9.38,7.671,9.900,9.680,10.121,9.456,13.914,4.999,0.102,6.14,5.39,6.689,7.22,10.775,39.927,74.942,4.912,1.374,0.129,12.011,84.400,162.771,6.029
+2026-05-21 09:51:04,common_starling_observed.csv,0.5865237174838385038164161561,1.146,2.928,5.776,2.455,0.812,7.35,13.915,0.189,6.68,24.976,0.598,0.691,0.003,1.1,10.61,10.23,7.984,11.852,10.248,13.455,4.426,5.030,3.823,0.078,7.57,5.48,5.359,7.27,18.335,22.500,38.025,6.975,1.235,0.1,12.024,46.548,87.634,5.463
+2026-05-21 09:51:04,common_starling_observed.csv,0.5881393108103138769369459520,0.995,2.804,1.575,7.009,0.237,6.36,4.309,0.298,7.14,22.337,0.356,0.614,0.035,11.66,10.6,9.78,8.233,8.800,8.702,8.897,3.407,4.151,2.663,0.133,7.99,6.15,4.569,6.7,7.138,41.120,74.735,7.506,0.927,0.114,12.284,70.920,134.02,7.82
+2026-05-21 09:51:05,common_starling_observed.csv,0.8211437785583796001923677549,0.839,2.061,0.323,0.75,0.183,6.7,6.576,0.38,7.09,9.398,0.556,0.406,0.026,1.93,11.72,9.76,7.557,6.467,7.087,5.847,8.392,5.653,11.132,0.09,7.09,4.71,1.02,7.37,14.611,22.125,39.434,4.816,1.78,0.228,12.277,62.474,120.021,4.927
+2026-05-21 09:51:05,common_starling_observed.csv,0.4197307092966783043348891558,1.304,2.009,1.531,3.504,0.891,7.43,6.629,0.433,6.98,20.649,0.673,0.384,0.02,1.68,11.46,8.86,4.232,8.773,7.067,10.479,3.325,2.873,3.777,0.116,8.36,5.37,2.013,6.71,12.017,14.326,14.021,14.631,1.049,0.323,12.206,116.218,226.08,6.355
+2026-05-21 09:51:05,common_starling_observed.csv,0.9080383398463577682512703412,1.096,3.032,4.196,4.636,0.949,7.62,9.892,0.368,7.47,21.186,0.796,0.552,0.026,2.1,1.12,11.33,6.206,6.028,3.592,8.465,5.894,0.97,10.817,0.026,6.24,4.2,6.095,6.67,12.144,12.344,5.988,18.699,1.768,0.086,12.284,70.587,133.803,7.371
+2026-05-21 09:51:06,common_starling_observed.csv,1.112925753279873382038607591,1.076,0.304,0.866,4.323,0.591,7.7,4.926,0.19,7.53,8.235,0.72,0.419,0.048,11.84,10.74,10.73,3.032,12.236,17.314,7.159,5.706,0.475,10.936,0.118,7.78,5.56,1.89,6.98,13.006,14.319,27.592,1.046,1.512,0.348,12.137,115.815,227.507,4.123
+2026-05-21 09:51:06,common_starling_observed.csv,0.4309821685021962114214810682,0.913,0.746,5.054,7.26,0.74,7.69,3.651,0.097,6.73,22.206,0.796,0.408,0.014,1.71,1.12,9.55,9.875,8.000,12.562,3.437,4.533,5.808,3.258,0.213,6.93,6.21,5.923,6.86,17.138,30.583,43.315,17.851,1.682,0.206,12.015,103.988,198.951,9.025
+2026-05-21 09:51:06,common_starling_observed.csv,1.075752468194518438327307333,0.952,0.563,5.249,3.341,0.628,7.58,12.012,0.221,7.24,23.63,0.867,0.321,0.032,1.52,1.23,9.61,9.937,11.398,17.252,5.543,7.740,8.463,7.016,0.067,7.45,4.21,6.608,7.11,15.536,9.078,14.632,3.525,1.161,0.029,12.013,81.274,146.908,15.641
+2026-05-21 09:51:06,common_starling_observed.csv,0.4003055235990060527908519454,0.952,3.3,3.751,0.862,0.305,7.47,6.926,0.379,6.68,20.198,0.439,0.195,0.001,1.14,11.34,8.4,7.138,11.489,4.214,18.764,9.775,11.758,7.792,0.236,7.36,4.4,2.28,6.63,10.678,33.580,59.983,7.177,1.321,0.258,12.136,115.520,223.76,7.279
+2026-05-21 09:51:07,common_starling_observed.csv,0.3639751169877630318118899827,1.186,2.292,5.833,2.692,0.908,7.47,6.257,0.135,7.11,26.178,0.514,0.159,0.03,1.11,1.24,10.51,5.615,19.508,19.589,19.428,9.852,12.331,7.373,0.233,7.51,6.34,4.979,6.88,12.459,40.614,76.129,5.098,1.344,0.116,12.007,89.622,164.961,14.282
+2026-05-21 09:51:07,common_starling_observed.csv,0.7724780153474586894925872264,1.063,0.907,1.793,2.102,0.919,7.56,6.887,0.279,7.38,27.678,0.441,0.065,0.041,1.21,11.2,11.03,10.184,13.308,16.258,10.358,4.666,5.266,4.066,0.08,7.61,6.35,4.17,7.1,15.345,26.617,51.956,1.278,1.418,0.203,12.076,50.608,87.09,14.126
+2026-05-21 09:51:07,common_starling_observed.csv,0.4985603095429082376461264597,0.922,2.534,0.778,7.448,0.265,7.47,8.353,0.318,7.52,16.406,0.363,0.038,0.028,1.23,11.64,10.32,7.326,15.938,13.15,18.725,2.834,4.51,1.158,0.247,5.86,6.29,6.228,6.78,7.674,28.698,55.101,2.295,1.022,0.076,12.26,74.255,144.23,4.28
+2026-05-21 09:51:08,common_starling_observed.csv,0.6132414987665539093896843646,1.143,2.355,0.211,6.363,0.223,7.73,8.356,0.353,7.22,16.676,0.808,0.341,0.04,1.83,10.85,11.1,11.238,4.700,4.144,5.256,3.512,1.334,5.691,0.103,6.71,4.41,7.096,7.11,15.051,44.806,75.084,14.528,1.136,0.219,12.109,85.093,157.086,13.1
+2026-05-21 09:51:08,common_starling_observed.csv,0.7053729333909714851261390913,1.034,1.243,4.021,0.442,0.506,6.63,3.619,0.191,6.77,11.195,0.729,0.698,0.031,1.33,11.7,10.6,6.964,5.477,2.731,8.223,8.576,5.964,11.188,0.058,5.95,4.35,7.516,7.17,11.227,24.610,31.957,17.264,1.227,0.265,12.249,98.896,184.491,13.3
+2026-05-21 09:51:08,common_starling_observed.csv,0.4895397101822310934402426598,1.214,0.455,3.178,2.256,0.425,7.21,9.884,0.101,7.11,14.501,0.698,0.676,0.036,1.57,1.21,11.11,9.186,4.018,3.506,4.53,7.124,7.112,7.136,0.179,8.03,6.3,5.41,7.53,8.47,27.186,35.888,18.483,1.151,0.331,12.152,112.159,216.856,7.462
+2026-05-21 09:51:09,common_starling_observed.csv,1.067246531768098012263887840,0.875,2.35,1.997,7.158,0.341,7.38,8.367,0.315,7.39,12.283,0.401,0.359,0.02,1.86,10.94,10.54,8.193,12.509,7.379,17.639,11.724,9.603,13.844,0.205,7.51,5.1,0.916,7.14,8.49,24.178,42.782,5.575,1.704,0.04,12.203,66.742,121.54,11.945
+2026-05-21 09:51:09,common_starling_observed.csv,0.9224454320907903107737397841,1.347,1.261,5.239,4.843,0.781,6.61,11.618,0.12,7.15,22.366,0.593,0.135,0.018,11.9,11.67,9.97,3.747,8.924,14.325,3.523,6.435,12.105,0.765,0.002,7.33,4.26,5.975,7.12,11.284,14.593,17.461,11.725,1.382,0.127,12.265,91.401,174.924,7.878
+2026-05-21 09:51:09,common_starling_observed.csv,0.4850174729494972337068803016,0.889,2.566,5.641,5.95,0.656,7.58,7.809,0.268,6.65,17.048,0.513,0.473,0.048,1.79,11.53,11.23,3.04,16.610,14.718,18.501,6.836,8.348,5.324,0.197,6.37,6.03,1.547,7.29,18.613,29.918,49.537,10.299,1.396,0.184,12.074,116.726,224.651,8.8
+2026-05-21 09:51:10,common_starling_observed.csv,0.9214264772426670122185359673,0.833,1.347,4.478,4.896,0.455,6.68,9.488,0.125,6.54,23.782,0.387,0.25,0.04,1.66,11.66,8.97,7.541,11.390,14.715,8.066,13.573,13.867,13.279,0.024,5.54,4.28,3.034,7.03,7.327,13.479,13.502,13.456,0.993,0.266,12.226,88.901,167.621,10.181
+2026-05-21 09:51:10,common_starling_observed.csv,0.7171515356385039305999621952,1.084,2.267,5.987,5.961,0.107,7.29,4.944,0.354,7.57,6.101,0.548,0.562,0.03,11.77,1.47,9.49,10.61,8.715,7.597,9.833,8.900,13.546,4.254,0.062,6.49,4.35,5.302,7.17,22.12,9.619,1.104,18.134,1.085,0.182,12.068,49.136,88.31,9.963
+2026-05-21 09:51:10,common_starling_observed.csv,1.070669977403462881232514557,1.202,3.382,3.805,6.226,0.425,6.49,14.947,0.155,7.3,13.774,0.461,0.034,0.025,1.46,11.97,9.17,11.065,15.326,15.554,15.098,7.462,2.841,12.082,0.137,6.36,4.95,1.339,6.92,11.016,10.190,6.706,13.673,1.334,0.275,12.253,89.086,172.94,5.231
+2026-05-21 09:51:10,common_starling_observed.csv,0.4566086263346382467327783046,0.794,3.898,4.574,1.361,0.231,7.63,11.131,0.26,6.88,22.067,0.587,0.229,0.021,11.63,1.19,10.7,4.188,12.532,8.051,17.013,4.274,6.227,2.321,0.183,6.3,5.07,4.488,6.68,10.56,19.306,19.658,18.954,1.391,0.261,12.037,102.636,191.807,13.464
+2026-05-21 09:51:11,common_starling_observed.csv,0.8771976008453583189170087004,1.122,3.814,2.853,7.966,0.342,6.72,9.075,0.333,6.97,20.946,0.597,0.515,0.017,11.61,1.48,10.61,4.975,10.294,10.149,10.439,10.025,9.832,10.218,0.003,6.72,4.26,3.339,6.69,18.945,19.275,25.396,13.154,1.078,0.081,12.19,87.860,163.588,12.132
+2026-05-21 09:51:11,common_starling_observed.csv,1.203363906493106085855096259,0.801,3.632,3.616,4.795,0.338,6.89,13.975,0.053,7.41,17.86,0.363,0.683,0.031,1.23,11.07,11.2,2.552,8.058,4.49,11.626,5.144,6.642,3.646,0.058,8.38,5.52,2.794,7.24,21.086,33.742,50.636,16.849,1.649,0.204,12.156,98.422,189.844,6.999
+2026-05-21 09:51:11,common_starling_observed.csv,0.8693516801690068252539869452,1.052,3.077,2.054,3.966,0.662,7.06,5.381,0.354,7.39,20.257,0.743,0.701,0.016,11.87,1.01,8.28,5.219,11.368,16.706,6.03,7.702,12.338,3.065,0.19,7.15,5.81,3.202,7.04,17.331,14.552,15.033,14.071,1.643,0.122,12.134,107.002,205.614,8.391
+2026-05-21 09:51:12,common_starling_observed.csv,0.6272973533979729408308835449,0.976,0.262,0.602,6.457,0.23,7.28,9.826,0.382,6.62,8.032,0.863,0.385,0.03,1.48,1.3,10.69,7.111,8.354,4.157,12.55,12.620,12.296,12.943,0.176,6.23,4.91,1.394,6.63,12.739,21.524,36.572,6.477,1.482,0.225,12.177,47.102,82.607,11.598
+2026-05-21 09:51:12,common_starling_observed.csv,0.8304848114651178694259630741,0.888,3.246,5.776,0.469,0.311,6.52,14.406,0.256,7.16,20.013,0.725,0.315,0.01,11.71,10.77,9.52,11.028,14.075,15.522,12.628,8.209,3.436,12.982,0.086,6.48,6.44,4.085,7.4,15.161,46.157,76.619,15.695,1.161,0.044,12.066,105.944,205.087,6.801
+2026-05-21 09:51:12,common_starling_observed.csv,0.5632102713681835528826629286,1.344,0.979,3.75,5.782,0.221,7.15,5.358,0.354,6.54,10.476,0.742,0.005,0.04,2.45,1.21,9.41,2.48,13.494,9.47,17.519,4.930,4.34,5.519,0.044,6.92,6.41,6.234,7.27,22.733,37.524,59.023,16.024,1.585,0.175,12.224,77.122,140.971,13.273
+2026-05-21 09:51:13,common_starling_observed.csv,2.451627088345647121145898414,1.159,3.834,0.641,3.985,0.29,7.67,15.73,0.125,6.72,27.182,0.692,0.292,0.041,1.41,11.29,9.52,10.449,16.184,18.911,13.456,9.721,10.895,8.547,0.095,5.9,4.8,1.179,7.19,9.975,10.879,5.984,15.774,1.794,0.282,12.201,84.264,161.103,7.424
+2026-05-21 09:51:13,common_starling_observed.csv,1.554574098971479615290638663,1.163,0.538,5.504,7.354,0.816,7.68,11.69,0.246,6.75,6.488,0.88,0.708,0.025,2.02,10.69,9.73,4.704,9.364,14.688,4.039,10.836,10.519,11.154,0.115,5.67,4.37,7.136,7.48,8.47,1.693,1.781,1.605,0.995,0.252,12.21,108.377,206.851,9.903
+2026-05-21 09:51:13,common_starling_observed.csv,0.9649361107280322314184232282,1.129,3.279,3.253,6.569,0.58,7.6,13.625,0.166,7.32,21.925,0.636,0.595,0.036,1.12,1.45,10.7,11.043,13.526,11.687,15.364,6.841,3.052,10.63,0.165,5.84,5.02,5.099,6.97,8.691,35.340,52.379,18.3,1.4,0.263,12.182,92.965,170.574,15.356
+2026-05-21 09:51:14,common_starling_observed.csv,1.078568770628405535545479456,0.978,1.155,1.75,0.457,0.083,7.34,12.056,0.228,6.72,14.863,0.679,0.532,0.007,1.44,1.32,10.37,6.447,12.900,13.551,12.248,5.087,3.546,6.628,0.18,5.5,4.72,5.461,7.26,18.106,36.304,67.051,5.558,0.962,0.153,12.122,120.940,230.722,11.159
+2026-05-21 09:51:14,common_starling_observed.csv,0.5881583773384582166325758019,0.888,3.298,1.287,1.944,0.851,7.33,7.675,0.086,6.56,17.024,0.776,0.219,0.008,2.11,11.57,11.45,4.578,7.880,10.11,5.65,10.064,10.874,9.254,0.033,6.6,5.45,4.684,7.36,17.522,18.837,22.948,14.726,1.541,0.098,12.043,46.653,82.059,11.247
+2026-05-21 09:51:14,common_starling_observed.csv,0.7865982701340987529732884409,1.326,2.17,4.332,5.709,0.354,6.27,7.901,0.232,7.47,21.759,0.371,0.059,0.011,2.07,1.13,8.59,5.854,17.349,17.019,17.679,5.982,9.255,2.709,0.125,6.52,4.53,5.493,7.45,14.728,11.551,8.833,14.269,1.78,0.188,12.298,102.860,193.366,12.353
+2026-05-21 09:51:15,common_starling_observed.csv,3.591546539471182060944558405,1.217,2.045,2.448,1.084,0.306,6.88,5.414,0.017,7.14,21.915,0.592,0.569,0.041,11.81,10.98,11.3,8.863,5.476,4.694,6.259,2.894,0.987,4.802,0.211,7.96,4.58,6.292,7.12,19.011,16.300,26.608,5.992,1.694,0.119,12.112,70.796,136.546,5.047
+2026-05-21 09:51:15,common_starling_observed.csv,1.102057223282598907642006916,1.107,0.935,3.957,5.732,0.719,7.37,10.663,0.275,6.63,24.956,0.436,0.246,0.027,1.94,1.05,10.74,11.226,2.314,2.212,2.415,4.294,3.307,5.282,0.07,6.87,5.02,2.877,7.48,18.0,29.447,51.638,7.256,1.627,0.241,12.103,58.676,106.801,10.552
+2026-05-21 09:51:15,common_starling_observed.csv,0.6350922716421023283888101747,1.002,0.294,0.809,3.804,0.211,7.31,11.059,0.168,6.75,24.858,0.483,0.525,0.034,2.39,11.93,9.78,8.831,9.441,15.751,3.131,5.646,5.879,5.414,0.078,7.4,5.64,5.844,7.29,13.142,35.754,54.584,16.924,1.373,0.348,12.188,70.599,133.592,7.606
+2026-05-21 09:51:15,common_starling_observed.csv,0.5591888509253954958580142226,0.949,3.737,4.544,7.842,0.269,6.45,10.837,0.428,6.94,7.773,0.563,0.055,0.009,11.87,1.47,11.28,10.602,17.170,19.477,14.863,7.415,6.3,8.53,0.114,6.99,4.84,1.983,6.79,18.074,41.080,74.185,7.975,1.267,0.231,12.068,70.245,129.751,10.739
+2026-05-21 09:51:16,common_starling_observed.csv,1.790872090479866634450045621,1.048,1.243,5.11,2.592,0.239,6.97,7.065,0.097,7.32,20.879,0.453,0.0,0.042,11.91,11.89,11.06,11.786,9.817,15.877,3.757,9.974,7.356,12.591,0.087,7.2,6.42,3.485,7.13,19.314,38.080,68.307,7.853,1.089,0.265,12.243,110.894,215.701,6.088
+2026-05-21 09:51:16,common_starling_observed.csv,1.029618407695325052554194468,1.02,3.498,1.517,2.531,0.64,6.55,4.775,0.164,7.23,9.361,0.72,0.293,0.043,11.63,10.99,10.09,9.728,10.196,7.057,13.335,7.358,11.071,3.646,0.075,6.03,5.63,4.459,7.12,15.098,37.880,60.204,15.557,0.888,0.126,12.128,87.874,164.87,10.879
+2026-05-21 09:51:16,common_starling_observed.csv,0.7976064061450756906416184967,0.891,0.775,0.568,3.194,0.604,6.33,3.246,0.377,6.97,13.092,0.368,0.43,0.026,2.3,11.72,8.61,4.297,11.775,16.396,7.154,1.265,1.334,1.196,0.117,6.04,5.0,5.774,7.17,22.265,15.136,16.047,14.226,1.691,0.284,12.162,108.634,201.315,15.952
+2026-05-21 09:51:17,common_starling_observed.csv,0.8345357098510022662496605025,1.096,0.347,3.324,5.78,0.664,6.87,14.24,0.412,7.18,12.662,0.584,0.723,0.02,1.58,11.62,8.33,5.217,13.260,18.272,8.248,10.412,10.955,9.869,0.013,5.66,4.07,1.914,6.62,6.67,12.684,9.656,15.712,1.654,0.05,12.174,120.515,227.57,13.46
+2026-05-21 09:51:17,common_starling_observed.csv,0.7595947285368415478179042838,1.046,1.833,2.041,5.475,0.283,6.41,14.68,0.285,6.65,21.247,0.429,0.35,0.01,1.43,1.02,8.29,8.064,6.664,12.928,0.401,2.190,2.31,2.07,0.025,6.04,5.15,1.956,7.18,10.158,27.489,47.96,7.018,1.239,0.331,12.225,95.976,183.398,8.553
+2026-05-21 09:51:17,common_starling_observed.csv,1.447730692275034327841461792,1.084,0.764,2.426,5.407,0.039,6.98,15.315,0.094,6.68,26.807,0.557,0.071,0.022,2.22,10.6,9.58,5.901,9.108,4.416,13.799,6.200,0.598,11.803,0.19,5.72,5.09,1.574,7.58,7.986,38.190,68.446,7.933,1.091,0.002,12.13,124.542,234.962,14.123
+2026-05-21 09:51:18,common_starling_observed.csv,0.8803782280076900583235870340,1.035,0.34,5.36,7.514,0.805,6.54,9.35,0.035,7.39,7.271,0.633,0.609,0.025,2.1,1.4,10.6,11.593,4.565,3.855,5.275,9.880,9.007,10.753,0.046,6.66,5.66,1.221,7.33,9.912,11.098,18.265,3.932,1.048,0.248,12.021,91.542,175.396,7.689
+2026-05-21 09:51:18,common_starling_observed.csv,0.4716573549874329647116895690,1.265,3.396,0.455,5.528,0.756,7.29,9.508,0.134,7.34,18.54,0.47,0.396,0.024,1.22,11.85,10.95,11.9,6.332,7.556,5.109,6.383,4.272,8.494,0.183,6.06,4.41,3.627,7.37,7.963,20.998,27.016,14.981,1.17,0.087,12.221,51.120,91.701,10.54
+2026-05-21 09:51:18,common_starling_observed.csv,0.8997264359944522291718711623,0.758,0.328,1.399,7.849,0.175,6.89,8.875,0.091,6.88,11.573,0.459,0.29,0.046,1.27,10.55,8.85,8.127,11.327,9.515,13.139,7.333,12.076,2.59,0.102,8.36,5.68,6.226,6.63,16.888,29.714,44.411,15.016,1.488,0.195,12.055,64.257,120.873,7.641
+2026-05-21 09:51:19,common_starling_observed.csv,0.7151866292575609943112669525,1.287,3.555,2.304,2.451,0.949,7.42,3.195,0.109,7.62,9.044,0.884,0.465,0.028,1.01,11.24,9.35,7.497,1.940,2.677,1.203,9.256,9.819,8.692,0.089,5.94,6.13,4.611,7.05,23.569,25.416,43.532,7.301,1.366,0.165,12.106,77.464,144.087,10.84
+2026-05-21 09:51:19,common_starling_observed.csv,1.423384267117234166659974143,1.012,1.883,4.233,3.84,0.536,6.45,4.519,0.433,7.41,26.72,0.692,0.638,0.014,2.45,11.83,9.04,6.622,16.310,16.504,16.115,13.047,14.000,12.094,0.05,6.64,5.37,4.493,7.37,9.981,17.380,32.278,2.483,1.237,0.138,12.043,111.575,213.193,9.957
+2026-05-21 09:51:19,common_starling_observed.csv,0.6555727406978750877139305491,1.133,1.291,1.392,2.467,0.25,6.83,10.791,0.413,7.25,24.07,0.889,0.15,0.014,1.24,10.62,9.72,3.299,17.580,16.250,18.910,8.866,7.458,10.275,0.225,6.85,5.07,3.4,7.15,9.282,8.134,6.158,10.11,1.535,0.336,12.003,78.046,143.531,12.561
+2026-05-21 09:51:19,common_starling_observed.csv,0.3550538016472581503774201280,0.813,3.228,1.189,4.121,0.767,7.45,12.529,0.061,7.17,20.355,0.557,0.548,0.031,1.14,11.83,10.13,10.149,9.459,3.885,15.033,4.340,7.228,1.451,0.126,8.32,5.95,5.369,7.34,21.77,45.525,76.356,14.694,1.303,0.14,12.232,90.751,173.092,8.41
+2026-05-21 09:51:20,common_starling_observed.csv,2.255198433196715464599954828,0.788,0.255,5.822,5.302,0.808,6.75,10.002,0.389,7.11,27.68,0.742,0.43,0.03,11.56,1.16,11.22,9.685,10.915,12.381,9.449,6.662,8.912,4.413,0.034,6.51,4.25,2.943,7.59,22.275,15.618,13.667,17.568,1.108,0.056,12.134,79.236,154.291,4.181
+2026-05-21 09:51:20,common_starling_observed.csv,0.3560474484638923049863167415,1.037,2.102,3.625,7.489,0.425,6.98,8.727,0.121,7.56,14.44,0.421,0.487,0.031,2.09,11.95,9.59,8.247,17.786,17.479,18.094,1.998,3.099,0.898,0.204,7.77,4.24,6.74,7.46,17.692,32.372,54.646,10.099,1.281,0.095,12.112,54.570,101.938,7.202
+2026-05-21 09:51:20,common_starling_observed.csv,0.6289117915989729140358544632,1.086,2.699,1.692,7.546,0.849,7.29,8.234,0.321,6.98,18.18,0.458,0.305,0.005,1.69,10.61,9.0,11.962,10.832,10.403,11.261,8.287,12.64,3.934,0.045,7.15,5.48,7.588,7.38,9.619,8.558,5.508,11.607,0.881,0.349,12.023,93.132,173.181,13.084
+2026-05-21 09:51:21,common_starling_observed.csv,0.5734500751967890098142141061,0.754,3.645,1.629,6.503,0.441,7.71,15.985,0.435,6.63,12.844,0.893,0.613,0.038,2.03,11.3,11.09,7.986,12.768,16.339,9.196,10.361,13.25,7.472,0.059,6.68,5.26,1.085,7.5,12.388,6.296,2.437,10.155,1.326,0.233,12.079,91.650,168.334,14.965
+2026-05-21 09:51:21,common_starling_observed.csv,0.7939306653083847643093814985,1.325,1.503,4.431,1.978,0.505,7.23,8.663,0.327,6.68,6.43,0.424,0.076,0.039,1.14,1.23,10.46,5.581,17.376,15.666,19.087,9.768,9.102,10.433,0.136,5.79,5.64,6.827,7.5,15.844,7.981,3.513,12.449,1.344,0.27,12.061,63.984,116.192,11.777
+2026-05-21 09:51:21,common_starling_observed.csv,0.5724785448157395836625011033,0.901,3.883,4.785,0.198,0.043,6.32,14.528,0.242,7.05,13.56,0.33,0.613,0.019,2.13,11.32,9.49,7.01,7.854,0.794,14.913,2.001,1.323,2.679,0.019,6.68,4.92,3.642,7.53,19.702,6.770,10.927,2.613,0.991,0.258,12.28,47.138,89.266,5.01
+2026-05-21 09:51:22,common_starling_observed.csv,0.3986325253123063871556858003,0.814,3.984,3.136,4.114,0.192,6.87,12.418,0.426,7.58,13.587,0.578,0.027,0.008,2.34,10.74,10.77,2.28,9.194,17.795,0.592,4.148,1.248,7.049,0.241,7.61,6.07,2.243,6.95,16.799,13.550,25.561,1.54,1.157,0.102,12.123,101.671,192.874,10.468
+2026-05-21 09:51:22,common_starling_observed.csv,0.6856862462027419986505619453,0.829,2.748,0.883,2.948,0.216,6.57,7.517,0.205,7.53,8.004,0.758,0.633,0.048,1.34,10.98,8.83,2.273,11.413,8.048,14.778,9.437,7.981,10.893,0.053,7.86,4.36,4.147,6.82,7.296,28.094,55.579,0.609,1.048,0.208,12.032,59.798,109.504,10.092
+2026-05-21 09:51:22,common_starling_observed.csv,0.5319418971946297453410891103,1.222,3.933,4.269,6.479,0.43,7.73,3.131,0.266,7.1,11.222,0.637,0.67,0.02,1.82,11.34,10.48,6.564,18.608,17.752,19.464,8.212,7.79,8.633,0.238,7.23,4.12,5.494,6.65,18.392,30.742,55.425,6.06,1.123,0.031,12.077,121.153,229.317,12.989
+2026-05-21 09:51:23,common_starling_observed.csv,0.5575602928866820302318562238,1.039,1.205,1.953,1.622,0.744,6.43,3.731,0.128,7.17,18.255,0.421,0.461,0.037,1.33,10.73,11.26,10.911,10.923,5.519,16.327,8.325,4.704,11.946,0.098,7.22,6.32,1.434,6.82,16.393,20.738,36.246,5.231,1.055,0.003,12.077,118.422,223.81,13.034
+2026-05-21 09:51:23,common_starling_observed.csv,0.5993270450449848559596447561,1.269,0.744,4.681,3.715,0.78,6.9,6.907,0.049,6.87,10.171,0.779,0.025,0.031,1.99,1.23,8.99,5.685,11.862,5.777,17.947,8.304,12.518,4.089,0.157,8.31,4.36,7.158,7.58,6.561,27.683,41.264,14.102,1.736,0.308,12.055,121.346,232.306,10.385
+2026-05-21 09:51:23,common_starling_observed.csv,0.4472297813378516185459396969,1.127,1.019,5.879,1.693,0.27,7.23,11.598,0.202,6.91,11.354,0.633,0.673,0.049,2.45,10.64,9.76,10.64,11.777,12.632,10.922,9.732,8.653,10.811,0.209,6.29,5.33,3.84,6.7,8.46,23.784,44.58,2.989,1.63,0.169,12.166,93.769,175.358,12.18
+2026-05-21 09:51:23,common_starling_observed.csv,1.436386331200255639193099017,1.034,3.487,4.273,5.735,0.873,7.03,11.939,0.272,7.44,8.934,0.82,0.638,0.007,2.29,11.86,10.47,2.831,10.128,11.236,9.019,3.373,1.124,5.622,0.244,8.13,4.42,7.347,7.56,16.99,28.126,44.34,11.911,0.83,0.266,12.153,79.408,143.383,15.434
+2026-05-21 09:51:24,common_starling_observed.csv,0.8613041734223709992235492951,1.275,1.064,0.823,6.612,0.628,6.65,9.843,0.06,7.63,25.613,0.77,0.615,0.013,1.04,10.67,10.58,10.156,11.744,9.141,14.346,8.012,8.237,7.787,0.151,6.19,5.52,3.543,6.82,14.317,33.136,57.671,8.602,0.833,0.111,12.089,54.246,93.098,15.394
+2026-05-21 09:51:24,common_starling_observed.csv,0.6447106829729155557681572099,1.281,1.146,1.073,0.907,0.87,7.15,8.37,0.282,7.51,10.882,0.767,0.054,0.012,1.77,11.91,10.35,6.159,16.441,13.830,19.052,11.360,13.671,9.05,0.013,8.11,6.01,5.411,7.33,11.815,44.368,71.193,17.542,1.243,0.027,12.103,83.726,153.333,14.12
+2026-05-21 09:51:24,common_starling_observed.csv,1.126641125771058867358239108,0.851,2.777,2.318,6.305,0.571,7.18,13.524,0.281,6.79,15.13,0.476,0.131,0.024,1.23,11.64,8.32,5.721,16.586,14.307,18.865,6.912,2.643,11.182,0.107,5.83,5.05,3.388,7.26,6.932,37.540,64.686,10.395,1.433,0.221,12.2,98.399,189.113,7.685
+2026-05-21 09:51:25,common_starling_observed.csv,0.9651122236647296002898887093,1.157,3.616,5.313,1.643,0.013,7.49,15.259,0.405,7.54,11.738,0.714,0.281,0.045,1.53,11.13,8.31,2.788,9.015,17.612,0.418,7.550,9.74,5.359,0.143,7.64,5.65,5.714,6.87,9.567,37.023,57.452,16.594,1.639,0.007,12.011,93.938,174.253,13.623
+2026-05-21 09:51:25,common_starling_observed.csv,0.4273773705554588697194286363,1.308,1.154,4.338,5.269,0.671,6.81,7.24,0.32,7.13,8.748,0.409,0.465,0.002,2.04,1.48,10.85,9.063,2.001,1.157,2.845,7.425,6.662,8.188,0.232,6.85,5.07,1.581,7.26,17.615,24.204,32.194,16.214,1.027,0.325,12.121,48.088,89.043,7.134
+2026-05-21 09:51:25,common_starling_observed.csv,0.8606667774586865769195044797,1.101,0.984,2.929,4.694,0.943,6.41,9.123,0.333,6.59,10.761,0.521,0.085,0.036,1.93,1.37,10.43,8.841,15.680,16.965,14.395,5.932,2.02,9.843,0.168,6.77,4.14,6.055,7.28,9.621,42.806,76.757,8.856,1.457,0.299,12.077,98.962,185.262,12.663
+2026-05-21 09:51:26,common_starling_observed.csv,0.6217507546325209007838729945,0.833,3.096,1.777,3.8,0.638,7.29,3.824,0.345,7.26,16.539,0.62,0.545,0.022,1.82,10.76,9.09,10.834,5.988,5.524,6.453,9.542,11.001,8.084,0.148,7.27,6.0,1.254,6.92,20.96,46.434,75.27,17.598,1.705,0.007,12.171,96.506,188.232,4.779
+2026-05-21 09:51:26,common_starling_observed.csv,0.8658406126318379357876203943,1.097,0.981,1.861,3.535,0.716,6.85,9.536,0.269,6.76,23.576,0.794,0.53,0.025,2.34,11.82,8.89,3.02,8.200,14.49,1.909,8.748,12.365,5.131,0.038,6.27,6.39,4.025,6.6,13.453,47.328,75.074,19.583,1.765,0.289,12.085,52.135,96.034,8.236
+2026-05-21 09:51:26,common_starling_observed.csv,0.6999827919855138848997380347,1.102,2.378,1.859,6.214,0.269,6.65,10.575,0.046,7.36,7.858,0.688,0.264,0.027,11.98,10.52,10.58,11.671,8.888,16.244,1.531,12.054,11.271,12.838,0.237,6.65,5.54,7.517,6.71,14.427,26.456,51.464,1.448,1.611,0.245,12.257,108.833,210.341,7.325
+2026-05-21 09:51:27,common_starling_observed.csv,0.8273798065635178308738848644,0.967,2.777,3.166,1.951,0.646,7.23,11.522,0.071,7.49,18.251,0.466,0.341,0.005,1.17,1.41,8.49,4.212,14.480,16.715,12.246,5.588,6.105,5.07,0.014,6.46,4.9,5.643,7.57,19.324,9.072,16.479,1.666,1.239,0.304,12.091,89.592,174.498,4.685
+2026-05-21 09:51:27,common_starling_observed.csv,0.4837789375454801669210256459,0.968,1.773,1.412,4.623,0.459,7.28,4.25,0.361,7.3,15.004,0.824,0.323,0.026,2.06,11.27,9.62,11.967,11.734,6.89,16.579,0.713,0.806,0.620,0.237,8.15,5.78,1.183,6.85,22.977,38.159,63.658,12.66,1.178,0.104,12.143,93.506,182.218,4.794
+2026-05-21 09:51:27,common_starling_observed.csv,0.6038953773474796866083111030,1.312,2.324,4.377,0.648,0.943,7.35,12.053,0.06,6.6,22.372,0.598,0.617,0.025,1.29,11.65,9.63,3.678,8.993,16.684,1.302,10.254,9.804,10.705,0.059,5.66,4.48,3.71,7.21,19.158,10.038,14.388,5.689,1.162,0.18,12.24,82.546,153.553,11.539
+2026-05-21 09:51:27,common_starling_observed.csv,2.186404170262390407773532051,1.04,1.736,3.779,4.013,0.929,6.82,10.205,0.426,7.61,12.644,0.514,0.298,0.035,1.01,10.6,8.5,4.296,15.820,13.469,18.170,4.479,5.472,3.486,0.176,5.76,6.0,2.124,6.73,18.821,27.381,38.485,16.277,1.793,0.138,12.126,64.291,121.823,6.759
+2026-05-21 09:51:28,common_starling_observed.csv,0.5207316918234953342923629244,1.215,1.709,2.606,0.419,0.578,7.74,11.419,0.406,7.37,26.551,0.518,0.098,0.001,2.11,10.72,8.83,5.767,11.806,8.299,15.312,7.449,3.609,11.289,0.238,7.39,4.24,2.885,6.71,13.191,36.286,62.159,10.412,1.094,0.011,12.231,46.156,81.137,11.176
+2026-05-21 09:51:28,common_starling_observed.csv,0.7312126188784239685527529847,1.177,3.56,4.731,1.152,0.848,7.6,14.636,0.02,6.93,12.003,0.513,0.252,0.046,2.18,11.14,11.12,11.467,15.141,14.8,15.482,8.396,7.779,9.014,0.121,6.03,5.17,1.1,7.12,10.709,24.350,44.765,3.936,1.294,0.137,12.232,123.650,238.611,8.69
+2026-05-21 09:51:28,common_starling_observed.csv,1.023147747744898070727027497,1.304,2.134,0.148,6.771,0.313,6.73,10.984,0.426,7.35,19.113,0.715,0.451,0.014,2.31,10.58,10.98,6.605,14.863,12.419,17.307,7.946,5.269,10.622,0.048,7.96,5.13,1.609,7.48,20.534,36.281,68.547,4.015,1.025,0.014,12.228,103.480,201.76,5.201
+2026-05-21 09:51:29,common_starling_observed.csv,0.5342481351409365363762306152,0.97,0.677,5.394,7.701,0.827,6.5,11.86,0.153,6.6,17.811,0.423,0.424,0.033,1.63,10.86,10.19,3.879,10.932,15.122,6.741,8.692,8.043,9.341,0.175,6.0,5.46,1.718,6.87,13.01,40.396,79.301,1.49,1.19,0.133,12.087,78.015,147.642,8.388
+2026-05-21 09:51:29,common_starling_observed.csv,1.257363462673751566798312634,1.038,0.259,5.542,4.644,0.718,7.54,5.842,0.069,7.07,25.18,0.737,0.136,0.004,1.82,1.41,9.57,8.71,8.932,14.796,3.067,7.150,7.741,6.56,0.064,5.69,4.28,2.682,6.99,13.929,26.195,34.163,18.227,1.07,0.026,12.145,118.202,226.873,9.532
+2026-05-21 09:51:29,common_starling_observed.csv,0.9428609398814960906787229901,1.186,0.496,2.64,2.954,0.562,7.18,14.431,0.205,7.01,11.092,0.775,0.603,0.033,1.81,10.89,10.07,10.497,14.632,10.967,18.298,6.708,12.348,1.068,0.146,8.42,5.61,5.495,6.74,15.884,17.230,32.537,1.922,1.685,0.178,12.016,57.192,108.766,5.618
+2026-05-21 09:51:30,common_starling_observed.csv,0.8301759586500093362253478602,1.338,3.093,3.573,0.144,0.624,7.39,4.363,0.056,7.21,25.517,0.839,0.157,0.047,1.68,11.43,11.28,10.447,7.971,9.834,6.108,8.198,5.905,10.491,0.109,7.94,5.5,7.524,6.9,23.03,39.468,77.398,1.539,1.004,0.322,12.255,51.034,89.586,12.483
+2026-05-21 09:51:30,common_starling_observed.csv,1.046563413673813787805142104,1.251,3.622,2.971,4.934,0.525,6.3,13.906,0.049,7.45,16.046,0.851,0.478,0.047,11.59,10.84,10.99,8.849,3.066,3.227,2.905,6.002,5.19,6.813,0.18,7.97,4.42,1.581,6.96,14.513,3.932,3.452,4.411,1.037,0.084,12.048,95.898,185.336,6.459
+2026-05-21 09:51:30,common_starling_observed.csv,0.9039253196321734714833636472,1.282,3.744,1.776,5.215,0.179,7.0,14.679,0.026,7.06,15.768,0.417,0.366,0.01,11.95,11.61,8.44,6.471,8.210,5.604,10.815,7.823,10.251,5.395,0.151,6.56,4.97,3.509,6.91,7.111,5.504,7.348,3.66,1.17,0.067,12.087,115.962,224.043,7.882
+2026-05-21 09:51:30,common_starling_observed.csv,0.7883089590450613554386003089,1.135,1.693,3.289,6.115,0.63,7.45,9.056,0.379,7.48,25.884,0.639,0.485,0.022,1.18,10.57,10.85,8.47,9.314,4.76,13.867,7.499,6.725,8.273,0.248,5.89,4.06,0.868,6.94,11.927,32.989,51.306,14.672,0.905,0.203,12.009,69.567,126.107,13.027
+2026-05-21 09:51:31,common_starling_observed.csv,1.927681284833066102313034755,1.254,3.996,2.929,2.473,0.599,6.26,5.988,0.286,6.53,11.503,0.707,0.225,0.035,2.18,1.43,9.76,7.104,3.807,6.203,1.411,12.800,11.600,14.000,0.012,7.13,5.51,2.087,7.15,7.344,30.318,58.514,2.123,1.731,0.006,12.083,124.268,234.505,14.032
+2026-05-21 09:51:31,common_starling_observed.csv,1.152824976023123786386852639,1.073,2.589,4.764,3.589,0.178,6.98,9.721,0.396,7.0,16.058,0.366,0.623,0.038,1.58,10.89,9.43,7.404,6.518,0.374,12.662,6.428,10.907,1.949,0.034,6.01,5.58,6.424,7.04,20.747,13.922,21.148,6.695,1.568,0.287,12.234,96.788,188.998,4.577
+2026-05-21 09:51:31,common_starling_observed.csv,0.8621543361838414946314224853,1.291,2.658,4.245,7.862,0.175,7.68,6.813,0.11,7.35,11.028,0.849,0.606,0.011,1.22,11.96,10.7,7.521,15.092,19.606,10.578,9.845,13.76,5.93,0.207,8.15,4.08,4.243,6.86,8.465,38.233,67.16,9.306,0.822,0.02,12.107,63.776,121.376,6.176
+2026-05-21 09:51:32,common_starling_observed.csv,4.607482795841062758491679963,1.162,3.587,4.8,1.985,0.757,6.43,3.045,0.295,6.81,12.019,0.899,0.626,0.0,11.64,11.81,9.01,4.468,6.690,0.543,12.836,8.379,3.344,13.414,0.146,7.63,4.73,4.395,6.82,7.768,15.970,15.886,16.053,0.946,0.1,12.004,105.502,198.666,12.339
+2026-05-21 09:51:32,common_starling_observed.csv,0.5937524763602553363780993436,0.899,0.495,0.225,2.822,0.292,7.44,4.146,0.173,7.22,23.578,0.524,0.052,0.046,1.71,11.11,11.14,2.736,13.235,8.117,18.353,1.826,1.885,1.767,0.175,6.35,5.42,7.761,7.24,21.7,26.371,39.418,13.324,1.215,0.135,12.128,77.505,149.933,5.077
+2026-05-21 09:51:32,common_starling_observed.csv,1.117161448208666819338458095,1.252,3.27,3.051,6.407,0.817,6.92,7.919,0.172,7.19,26.482,0.343,0.447,0.013,11.61,11.28,9.52,4.567,12.181,6.159,18.203,7.250,11.577,2.924,0.234,7.64,5.2,4.997,7.37,13.945,15.318,22.224,8.411,1.66,0.346,12.257,106.215,198.588,13.842
+2026-05-21 09:51:33,common_starling_observed.csv,0.5696852756654734164186764759,0.96,1.432,5.771,0.916,0.936,6.49,9.713,0.264,7.35,23.313,0.73,0.616,0.047,1.59,1.2,10.26,3.611,5.383,5.843,4.923,2.507,0.69,4.324,0.23,6.38,4.1,1.492,6.78,7.141,3.502,6.397,0.606,1.106,0.166,12.178,92.067,174.387,9.747
+2026-05-21 09:51:33,common_starling_observed.csv,0.4400979434725425442915310645,0.955,3.175,4.74,7.886,0.848,6.98,15.111,0.264,7.17,13.99,0.423,0.537,0.021,11.85,10.72,9.29,10.296,4.940,4.195,5.686,13.621,13.242,14.000,0.157,8.09,6.3,5.82,6.77,13.159,26.270,32.659,19.881,1.05,0.131,12.293,114.014,220.595,7.432
+2026-05-21 09:51:33,common_starling_observed.csv,1.659200345515592248655643687,0.773,1.994,3.311,4.705,0.128,6.3,12.512,0.374,7.15,18.526,0.617,0.595,0.002,11.78,11.83,9.78,8.015,12.626,13.373,11.879,9.029,5.078,12.98,0.238,6.2,6.31,6.333,7.3,15.427,24.898,31.665,18.131,0.955,0.226,12.14,119.610,231.371,7.848
+2026-05-21 09:51:34,common_starling_observed.csv,1.612194411759398083391375998,1.307,0.978,1.613,3.169,0.599,7.03,3.73,0.227,6.66,6.416,0.349,0.078,0.001,1.81,10.89,9.32,2.629,16.083,13.169,18.997,7.291,10.894,3.688,0.082,5.62,5.52,7.045,6.91,22.366,30.348,58.668,2.029,0.82,0.082,12.281,94.449,178.232,10.666
+2026-05-21 09:51:34,common_starling_observed.csv,0.7987183730524522568504817303,0.785,1.374,5.37,2.038,0.018,7.05,11.802,0.395,6.94,11.967,0.358,0.191,0.044,1.83,1.26,11.23,5.326,8.428,0.748,16.107,4.606,1.079,8.134,0.077,6.23,4.44,7.862,7.21,19.41,9.784,16.393,3.175,1.571,0.016,12.285,76.193,144.3,8.086
+2026-05-21 09:51:34,common_starling_observed.csv,2.236470174528931270320856164,1.322,1.843,3.064,3.097,0.104,7.62,14.22,0.007,6.81,6.983,0.779,0.68,0.035,11.95,10.75,8.5,7.961,6.862,11.058,2.667,7.346,6.574,8.117,0.053,7.86,6.3,2.896,6.97,9.263,8.722,9.74,7.704,0.857,0.082,12.008,85.410,155.6,15.221
+2026-05-21 09:51:34,common_starling_observed.csv,1.457353698396372352405593412,1.176,1.678,5.224,1.75,0.45,6.74,7.148,0.055,6.82,16.367,0.676,0.088,0.047,2.27,11.92,9.03,10.901,9.144,11.917,6.37,10.918,11.04,10.795,0.09,7.84,5.52,7.206,7.23,20.399,44.624,71.157,18.09,0.993,0.282,12.14,108.862,213.453,4.271
+2026-05-21 09:51:35,common_starling_observed.csv,0.9438514413456996934708569764,1.335,3.466,3.276,5.498,0.261,6.88,11.002,0.222,6.81,14.12,0.635,0.601,0.015,1.37,1.09,10.7,7.952,10.967,11.950,9.984,5.302,5.402,5.203,0.158,6.05,4.26,5.336,7.43,22.36,42.102,70.769,13.434,0.858,0.231,12.143,66.761,117.579,15.943
+2026-05-21 09:51:35,common_starling_observed.csv,0.6437774766886392130852286556,1.054,0.364,2.203,6.555,0.209,6.83,3.945,0.086,6.88,11.609,0.602,0.037,0.016,11.94,10.62,10.86,5.002,11.090,5.315,16.864,1.066,0.969,1.162,0.244,7.7,5.83,4.863,7.42,13.483,33.176,54.539,11.812,1.142,0.046,12.278,121.024,226.381,15.668
+2026-05-21 09:51:35,common_starling_observed.csv,0.3897083202321161227811368010,0.936,3.654,5.49,0.119,0.48,7.72,15.929,0.401,7.54,23.393,0.891,0.363,0.021,11.92,11.47,10.14,4.431,5.693,1.577,9.809,11.493,11.298,11.688,0.232,7.22,5.65,1.798,7.26,12.355,10.758,9.073,12.444,1.056,0.063,12.181,94.496,173.154,15.839
+2026-05-21 09:51:36,common_starling_observed.csv,0.9510899294931870115884820332,0.945,0.938,4.427,5.582,0.884,7.65,12.458,0.391,7.0,10.6,0.477,0.329,0.014,2.1,1.27,9.62,6.013,11.100,18.859,3.34,8.484,3.612,13.355,0.181,8.23,6.13,7.648,6.64,18.02,27.324,47.166,7.482,1.728,0.202,12.15,105.209,204.718,5.7
+2026-05-21 09:51:36,common_starling_observed.csv,0.5985612695777503889761531617,1.165,3.466,1.695,0.02,0.841,6.36,8.268,0.412,6.98,18.277,0.775,0.686,0.03,2.06,10.9,9.63,8.989,5.618,2.024,9.211,7.272,7.843,6.700,0.078,7.07,5.45,4.387,6.75,15.209,10.128,1.818,18.438,1.167,0.002,12.137,86.844,162.781,10.907
+2026-05-21 09:51:36,common_starling_observed.csv,0.7029619752023612873944105591,0.776,2.132,0.299,0.985,0.816,7.53,3.576,0.049,6.64,18.108,0.739,0.291,0.049,2.02,11.31,8.25,6.233,12.413,8.512,16.314,7.654,7.013,8.296,0.114,7.01,4.39,1.076,7.42,9.985,7.461,11.161,3.761,1.259,0.256,12.174,65.218,121.305,9.13
+2026-05-21 09:51:37,common_starling_observed.csv,0.6141979142969793961219926969,1.312,1.519,2.764,5.781,0.22,6.78,12.25,0.256,7.09,26.85,0.476,0.532,0.044,1.57,1.24,8.79,9.269,4.933,1.964,7.902,4.776,7.099,2.452,0.048,7.67,4.56,1.764,7.15,22.045,10.206,15.453,4.959,1.003,0.135,12.241,90.290,166.179,14.401
+2026-05-21 09:51:37,common_starling_observed.csv,0.4391600820476725002429369018,1.02,1.353,0.918,7.741,0.046,6.41,14.869,0.339,6.6,20.246,0.63,0.424,0.026,1.79,1.04,10.12,2.975,9.980,7.855,12.105,11.034,12.842,9.226,0.142,8.47,5.8,2.539,7.06,14.0,40.031,67.395,12.667,1.39,0.213,12.167,61.572,110.438,12.705
+2026-05-21 09:51:37,common_starling_observed.csv,0.9073847615152668681100311057,0.811,2.272,2.095,7.644,0.7,7.06,3.893,0.284,6.88,10.748,0.385,0.09,0.049,2.43,11.57,9.22,10.702,5.208,8.591,1.826,7.002,13.434,0.571,0.225,7.68,6.39,4.405,6.9,19.884,28.330,38.962,17.697,1.536,0.03,12.197,102.956,189.917,15.995
+2026-05-21 09:51:38,common_starling_observed.csv,0.9198706346027762343056687713,1.015,2.456,3.931,7.469,0.653,6.58,15.087,0.072,7.16,26.867,0.678,0.576,0.014,1.34,11.09,11.37,3.097,18.854,18.533,19.176,4.010,3.698,4.323,0.216,7.05,4.14,7.715,6.9,7.369,16.074,25.629,6.518,1.572,0.097,12.163,51.787,88.277,15.297
+2026-05-21 09:51:38,common_starling_observed.csv,2.237763087000162871431178275,1.336,2.268,2.442,2.444,0.197,6.72,10.797,0.032,7.57,9.211,0.422,0.13,0.004,1.79,11.07,9.26,7.553,5.781,8.4,3.162,5.870,4.925,6.816,0.137,7.56,4.89,5.373,7.33,14.908,38.668,67.345,9.99,0.805,0.135,12.24,50.448,91.398,9.498
+2026-05-21 09:51:38,common_starling_observed.csv,0.4956821748484521678396182957,0.911,3.301,5.183,2.5,0.036,7.11,9.287,0.176,7.15,11.951,0.806,0.065,0.019,2.43,11.01,9.36,7.842,0.836,0.900,0.773,6.658,8.64,4.676,0.107,7.49,5.39,5.53,6.9,9.714,10.202,14.866,5.537,0.987,0.261,12.275,44.988,83.48,6.497
+2026-05-21 09:51:39,common_starling_observed.csv,1.901108413695844718463727119,0.771,1.038,4.352,4.869,0.698,6.44,14.592,0.233,6.8,27.182,0.756,0.66,0.045,1.48,10.94,11.5,2.017,11.655,15.86,7.45,12.998,12.682,13.314,0.031,6.37,5.41,7.953,7.57,13.158,48.346,77.127,19.566,0.898,0.278,12.034,59.183,113.811,4.555
+2026-05-21 09:51:39,common_starling_observed.csv,1.428450181270685186398744744,1.193,1.302,1.614,7.082,0.627,7.36,8.505,0.101,7.53,23.666,0.338,0.476,0.026,12.0,11.68,10.03,2.139,6.978,4.942,9.015,8.656,6.118,11.193,0.192,7.65,4.8,6.922,7.32,20.642,37.072,70.854,3.291,1.745,0.242,12.128,53.249,100.343,6.155
+2026-05-21 09:51:39,common_starling_observed.csv,0.7873031399718891730653952502,0.973,2.02,1.379,5.445,0.294,6.57,5.427,0.391,6.6,21.981,0.446,0.285,0.038,1.3,11.13,11.21,5.601,7.404,1.953,12.855,8.177,11.728,4.626,0.163,8.37,6.38,2.721,7.47,7.769,21.204,35.375,7.032,1.429,0.227,12.234,79.216,147.907,10.526
+2026-05-21 09:51:40,common_starling_observed.csv,1.057370666262104772452098691,1.117,1.322,0.776,5.656,0.737,7.32,11.079,0.017,6.92,23.938,0.58,0.663,0.022,11.73,11.58,9.93,10.623,17.331,19.306,15.356,3.060,3.753,2.366,0.004,6.46,5.29,0.881,6.6,6.589,9.916,5.546,14.285,1.247,0.257,12.168,82.228,153.945,10.511
+2026-05-21 09:51:40,common_starling_observed.csv,1.011584035466191655947777349,0.783,1.918,5.114,7.594,0.29,7.23,7.166,0.08,6.97,12.33,0.703,0.049,0.04,2.24,10.9,8.26,9.979,10.941,5.386,16.496,2.144,1.687,2.602,0.103,5.56,4.99,2.206,7.49,15.691,22.390,31.527,13.252,1.417,0.261,12.05,49.078,82.585,15.57
+2026-05-21 09:51:40,common_starling_observed.csv,0.5512758245847539051809640201,1.172,1.12,0.056,3.396,0.032,7.02,4.983,0.203,6.87,26.677,0.722,0.069,0.048,1.72,1.4,9.22,8.274,7.018,7.61,6.425,12.111,11.079,13.143,0.071,7.42,4.71,1.978,7.35,21.576,42.031,67.793,16.269,1.158,0.189,12.278,111.376,211.071,11.681
+2026-05-21 09:51:40,common_starling_observed.csv,0.6544618826462869701351020116,1.084,1.606,0.485,1.567,0.791,6.47,13.704,0.12,6.74,17.85,0.695,0.257,0.037,1.93,1.41,9.04,4.251,12.514,15.245,9.782,2.563,1.242,3.884,0.243,6.31,4.72,2.184,7.16,7.978,29.442,52.505,6.38,1.329,0.021,12.255,99.667,191.381,7.953
+2026-05-21 09:51:41,common_starling_observed.csv,0.8753884684032096084618804763,1.1,3.544,4.85,7.914,0.088,6.91,6.601,0.092,7.48,12.155,0.446,0.194,0.043,11.99,1.02,10.25,5.155,3.180,3.044,3.316,5.038,9.172,0.904,0.026,6.4,5.78,4.583,7.3,11.062,23.806,40.408,7.205,1.554,0.039,12.136,80.807,157.091,4.523
+2026-05-21 09:51:41,common_starling_observed.csv,5.291999231838337354021397006,0.894,1.479,4.973,3.665,0.033,6.74,4.348,0.366,7.53,6.135,0.408,0.739,0.004,11.51,1.1,8.78,4.466,14.726,10.541,18.911,4.356,7.625,1.088,0.187,6.48,5.52,5.383,6.92,10.789,34.608,56.06,13.156,1.207,0.178,12.145,116.764,229.225,4.303
+2026-05-21 09:51:41,common_starling_observed.csv,0.8469891299218423465869261200,1.202,2.562,0.231,2.806,0.48,6.64,9.949,0.054,7.46,26.374,0.455,0.185,0.019,2.45,11.46,10.43,11.764,13.879,13.693,14.065,6.534,4.268,8.8,0.15,8.36,4.58,3.96,7.16,8.407,29.190,43.515,14.865,0.809,0.321,12.057,77.892,145.604,10.18
+2026-05-21 09:51:42,common_starling_observed.csv,6.211031508686823346468430357,0.946,3.983,2.698,1.867,0.15,6.65,12.303,0.316,6.7,27.467,0.48,0.718,0.0,11.73,11.05,10.77,3.807,7.286,2.966,11.606,9.520,13.121,5.92,0.091,7.33,4.31,6.749,6.82,6.248,36.624,72.56,0.687,1.327,0.029,12.254,87.157,161.822,12.492
+2026-05-21 09:51:42,common_starling_observed.csv,0.6490016617968017115505471370,0.805,3.746,5.649,3.313,0.608,6.32,11.589,0.362,7.02,18.055,0.619,0.605,0.013,2.1,11.16,10.76,10.642,3.726,3.488,3.965,10.669,9.601,11.737,0.023,8.42,6.28,4.269,6.7,8.236,33.168,51.233,15.104,1.219,0.205,12.281,79.052,144.281,13.824
+2026-05-21 09:51:42,common_starling_observed.csv,0.8123123535973816303220989229,1.046,1.051,1.382,3.276,0.5,7.46,15.268,0.046,6.72,18.94,0.343,0.313,0.015,12.0,1.45,10.63,10.342,18.969,18.798,19.14,7.814,12.47,3.159,0.09,6.38,5.13,7.663,7.21,19.196,27.179,39.669,14.689,1.519,0.188,12.262,72.701,130.616,14.786
+2026-05-21 09:51:43,common_starling_observed.csv,0.5783858237759435257138396588,0.919,0.458,0.903,4.669,0.596,7.44,9.839,0.192,7.1,20.767,0.389,0.413,0.013,11.53,10.63,11.08,10.196,12.234,19.932,4.535,6.118,2.778,9.457,0.056,6.05,5.47,1.598,7.3,10.408,11.943,6.883,17.003,1.08,0.209,12.272,47.219,81.534,12.904
+2026-05-21 09:51:43,common_starling_observed.csv,0.6666968906995145150612256537,1.272,2.542,3.222,4.781,0.223,6.77,5.305,0.317,7.11,15.013,0.737,0.393,0.014,1.85,10.91,10.94,7.925,10.282,17.453,3.11,10.878,8.697,13.058,0.061,7.24,6.3,6.602,6.7,14.568,22.740,30.531,14.948,1.047,0.232,12.035,121.203,234.836,7.57
diff --git a/modelling/data/abingdon-all/resident/common_starling_simulated.csv b/modelling/data/abingdon-all/resident/common_starling_simulated.csv
new file mode 100644
index 0000000..51c15fe
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_starling_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,1.038,0.1,0,0.01,0.822853
+RungeKutta4,1,0.1,1.05204,0.1,0,0.01,0.841302
+RungeKutta4,2,0.2,1.06748,0.1,0,0.01,0.861591
+RungeKutta4,3,0.3,1.08367,0.1,0,0.01,0.882866
+RungeKutta4,4,0.4,1.09998,0.1,0,0.01,0.904298
+RungeKutta4,5,0.5,1.11582,0.1,0,0.01,0.925112
+RungeKutta4,6,0.6,1.13065,0.1,0,0.01,0.944600
+RungeKutta4,7,0.7,1.14397,0.1,0,0.01,0.962103
+RungeKutta4,8,0.8,1.15536,0.1,0,0.01,0.977070
+RungeKutta4,9,0.9,1.16436,0.1,0,0.01,0.988896
+RungeKutta4,10,1.0,1.17034,0.1,0,0.01,0.996754
+RungeKutta4,11,1.1,1.17281,0.1,0,0.01,1
+RungeKutta4,12,1.2,1.17195,0.1,0,0.01,0.998870
+RungeKutta4,13,1.3,1.16832,0.1,0,0.01,0.994100
+RungeKutta4,14,1.4,1.16186,0.1,0,0.01,0.985611
+RungeKutta4,15,1.5,1.15261,0.1,0,0.01,0.973456
+RungeKutta4,16,1.6,1.14072,0.1,0,0.01,0.957832
+RungeKutta4,17,1.7,1.12645,0.1,0,0.01,0.939081
+RungeKutta4,18,1.8,1.11015,0.1,0,0.01,0.917662
+RungeKutta4,19,1.9,1.09222,0.1,0,0.01,0.894101
+RungeKutta4,20,2.0,1.07311,0.1,0,0.01,0.868989
+RungeKutta4,21,2.1,1.05325,0.1,0,0.01,0.842892
+RungeKutta4,22,2.2,1.03308,0.1,0,0.01,0.816388
+RungeKutta4,23,2.3,1.01299,0.1,0,0.01,0.789989
+RungeKutta4,24,2.4,0.993331,0.1,0,0.01,0.764156
+RungeKutta4,25,2.5,0.974396,0.1,0,0.01,0.739274
+RungeKutta4,26,2.6,0.956418,0.1,0,0.01,0.715650
+RungeKutta4,27,2.7,0.939566,0.1,0,0.01,0.693506
+RungeKutta4,28,2.8,0.923953,0.1,0,0.01,0.672989
+RungeKutta4,29,2.9,0.909639,0.1,0,0.01,0.654180
+RungeKutta4,30,3.0,0.896638,0.1,0,0.01,0.637096
+RungeKutta4,31,3.1,0.884926,0.1,0,0.01,0.621706
+RungeKutta4,32,3.2,0.874452,0.1,0,0.01,0.607943
+RungeKutta4,33,3.3,0.865143,0.1,0,0.01,0.595710
+RungeKutta4,34,3.4,0.856914,0.1,0,0.01,0.584897
+RungeKutta4,35,3.5,0.849671,0.1,0,0.01,0.575379
+RungeKutta4,36,3.6,0.843320,0.1,0,0.01,0.567034
+RungeKutta4,37,3.7,0.837767,0.1,0,0.01,0.559737
+RungeKutta4,38,3.8,0.832924,0.1,0,0.01,0.553373
+RungeKutta4,39,3.9,0.828707,0.1,0,0.01,0.547831
+RungeKutta4,40,4.0,0.825040,0.1,0,0.01,0.543013
+RungeKutta4,41,4.1,0.821854,0.1,0,0.01,0.538826
+RungeKutta4,42,4.2,0.819088,0.1,0,0.01,0.535192
+RungeKutta4,43,4.3,0.816687,0.1,0,0.01,0.532037
+RungeKutta4,44,4.4,0.814604,0.1,0,0.01,0.529299
+RungeKutta4,45,4.5,0.812797,0.1,0,0.01,0.526925
+RungeKutta4,46,4.6,0.811230,0.1,0,0.01,0.524866
+RungeKutta4,47,4.7,0.809871,0.1,0,0.01,0.523080
+RungeKutta4,48,4.8,0.808691,0.1,0,0.01,0.521529
+RungeKutta4,49,4.9,0.807665,0.1,0,0.01,0.520181
+RungeKutta4,50,5.0,0.806765,0.1,0,0.01,0.518999
+RungeKutta4,51,5.1,0.805960,0.1,0,0.01,0.517941
+RungeKutta4,52,5.2,0.805200,0.1,0,0.01,0.516942
+RungeKutta4,53,5.3,0.804406,0.1,0,0.01,0.515899
+RungeKutta4,54,5.4,0.803441,0.1,0,0.01,0.514631
+RungeKutta4,55,5.5,0.802084,0.1,0,0.01,0.512847
+RungeKutta4,56,5.6,0.799999,0.1,0,0.01,0.510108
+RungeKutta4,57,5.7,0.796689,0.1,0,0.01,0.505758
+RungeKutta4,58,5.8,0.791284,0.1,0,0.01,0.498656
+RungeKutta4,59,5.9,0.781464,0.1,0,0.01,0.485752
+RungeKutta4,60,6.0,0.760670,0.1,0,0.01,0.458427
+RungeKutta4,61,6.1,0.715026,0.1,0,0.01,0.398449
+RungeKutta4,62,6.2,0.636194,0.1,0,0.01,0.294860
+RungeKutta4,63,6.3,0.549984,0.1,0,0.01,0.181575
+RungeKutta4,64,6.4,0.483877,0.1,0,0.01,0.0947075
+RungeKutta4,65,6.5,0.443773,0.1,0,0.01,0.0420089
+RungeKutta4,66,6.6,0.422787,0.1,0,0.01,0.0144322
+RungeKutta4,67,6.7,0.413664,0.1,0,0.01,0.00244413
+RungeKutta4,68,6.8,0.411804,0.1,0,0.01,0
+RungeKutta4,69,6.9,0.413114,0.1,0,0.01,0.00172141
+RungeKutta4,70,7.0,0.416242,0.1,0,0.01,0.00583175
+RungeKutta4,71,7.1,0.421098,0.1,0,0.01,0.0122128
+RungeKutta4,72,7.2,0.427523,0.1,0,0.01,0.0206556
+RungeKutta4,73,7.3,0.435309,0.1,0,0.01,0.0308867
+RungeKutta4,74,7.4,0.444209,0.1,0,0.01,0.0425818
+RungeKutta4,75,7.5,0.453953,0.1,0,0.01,0.0553859
+RungeKutta4,76,7.6,0.464263,0.1,0,0.01,0.0689338
+RungeKutta4,77,7.7,0.474862,0.1,0,0.01,0.0828614
+RungeKutta4,78,7.8,0.485496,0.1,0,0.01,0.0968350
+RungeKutta4,79,7.9,0.495934,0.1,0,0.01,0.110551
+RungeKutta4,80,8.0,0.505980,0.1,0,0.01,0.123752
+RungeKutta4,81,8.1,0.515478,0.1,0,0.01,0.136233
+RungeKutta4,82,8.2,0.524313,0.1,0,0.01,0.147842
+RungeKutta4,83,8.3,0.532412,0.1,0,0.01,0.158485
+RungeKutta4,84,8.4,0.539745,0.1,0,0.01,0.168121
+RungeKutta4,85,8.5,0.546335,0.1,0,0.01,0.176780
+RungeKutta4,86,8.6,0.552265,0.1,0,0.01,0.184573
+RungeKutta4,87,8.7,0.557695,0.1,0,0.01,0.191708
+RungeKutta4,88,8.8,0.562837,0.1,0,0.01,0.198465
+RungeKutta4,89,8.9,0.567863,0.1,0,0.01,0.205069
+RungeKutta4,90,9.0,0.572798,0.1,0,0.01,0.211554
+RungeKutta4,91,9.1,0.577543,0.1,0,0.01,0.217789
+RungeKutta4,92,9.2,0.581981,0.1,0,0.01,0.223621
+RungeKutta4,93,9.3,0.586042,0.1,0,0.01,0.228957
+RungeKutta4,94,9.4,0.589706,0.1,0,0.01,0.233772
+RungeKutta4,95,9.5,0.592987,0.1,0,0.01,0.238084
+RungeKutta4,96,9.6,0.595917,0.1,0,0.01,0.241934
+RungeKutta4,97,9.7,0.598537,0.1,0,0.01,0.245377
+RungeKutta4,98,9.8,0.600894,0.1,0,0.01,0.248474
+RungeKutta4,99,9.9,0.603044,0.1,0,0.01,0.251299
+RungeKutta4,100,10.0,0.605051,0.1,0,0.01,0.253936
+RungeKutta4,101,10.1,0.606989,0.1,0,0.01,0.256483
+RungeKutta4,102,10.2,0.608948,0.1,0,0.01,0.259057
+RungeKutta4,103,10.3,0.611034,0.1,0,0.01,0.261798
+RungeKutta4,104,10.4,0.613384,0.1,0,0.01,0.264886
+RungeKutta4,105,10.5,0.616222,0.1,0,0.01,0.268615
+RungeKutta4,106,10.6,0.620040,0.1,0,0.01,0.273633
+RungeKutta4,107,10.7,0.625965,0.1,0,0.01,0.281418
+RungeKutta4,108,10.8,0.636104,0.1,0,0.01,0.294741
+RungeKutta4,109,10.9,0.653084,0.1,0,0.01,0.317054
+RungeKutta4,110,11.0,0.678107,0.1,0,0.01,0.349935
+RungeKutta4,111,11.1,0.708571,0.1,0,0.01,0.389967
+RungeKutta4,112,11.2,0.738556,0.1,0,0.01,0.429368
+RungeKutta4,113,11.3,0.765842,0.1,0,0.01,0.465224
+RungeKutta4,114,11.4,0.790865,0.1,0,0.01,0.498105
+RungeKutta4,115,11.5,0.814011,0.1,0,0.01,0.528520
+RungeKutta4,116,11.6,0.835575,0.1,0,0.01,0.556856
+RungeKutta4,117,11.7,0.855775,0.1,0,0.01,0.583400
+RungeKutta4,118,11.8,0.874764,0.1,0,0.01,0.608353
+RungeKutta4,119,11.9,0.892633,0.1,0,0.01,0.631833
+RungeKutta4,120,12.0,0.913533,0.1,0,0.01,0.659297
+RungeKutta4,121,12.1,0.951772,0.1,0,0.01,0.709545
diff --git a/modelling/data/abingdon-all/resident/common_starling_simulated.png b/modelling/data/abingdon-all/resident/common_starling_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..2d9242f07056449a83a04125be02ce271c2da61d
GIT binary patch
literal 32987
zcmb@ubyQW`_XkQzNP|k3l%Rkh-6bhVBi-HIB?zd5v~+hP-6<vA-CasIZym4R>+jz0
z8{_@)9K(SF&)Ivewbz<+eq!$TGSZ@`_wnyTK|!I4iwVm?LBV)KK|wDf!h_$i49%{B
zADs3t-`LAr8QMGP*cw1d>DXJFTiKhN=#n}b*xH#`S-zlWd`{2tjMUiP-rA0nfx+VM
zPtaT08Zl6bjHrOCAX$s4*g-*|>p=cO=kR5lKtXwniVF)UI4A5SA~-)(y!^^H>;~h*
zEQkf;GsqQ~6POnGq0G$cNoB=E#ooevNsQvNH_93hpE@eYz-64t2zvWr!I)&6+1?Gf
zE$c^o;zz7`!DckSaD+0;6>Gbmc#w3l&b8s59nrRAjY#H)A&6LtYN>?d4gNvq_ZgXp
zAMz6;UI5_}<TvexgU}Q|KZIuwg#`JyIsE_cANlmi`FtrLQ$Aa|a2R1m$8A}){_gf_
zd%i%mV!LD}$$9y`DdS{~UG_9ir}0Ora)e}$(^&hh;g=siew5;(W(=sVX0KWP@N~P0
z;Y|tu)T3J`DjZGc)C8~F3uzvNEnF}IqIELMXT-$B!wqguiZ1(eb;`S~og`k*7#fa;
zF?qC6`etWmDJUp};ZgA^CN$j&pJ_E-=ky#-n-#Oz1|@Vvyym5`TmOcs{8h!EAU8KG
zfY?>cvhl(Y2@#Qf)9Rq%EXnrG5~-`3TmBV~$K|mSN1bC<S(%)s=Y;_ttNCZRd-rk|
zI=rD_M-LuzaMXC#QA$QX3E<=7)3RSqa@!AMXu6ggFV?bhkPYmB4Ax(i#6yAi`n!<J
zN-&%L;cEBckSIy_`Hz*%`ubU#jXJP6nFR%}IP+i;{n3c>n6DOn(e=Lu;W6p7!d>jw
z9jt!V3kl=euTJkX7#f1UUW?Hhwas8%DqvdXwV10_<e)-rxftL+dR24S^R#2hx~u8-
zgu&(JWWr#&+@#EYOAe36wLBv`yUNYQeksAOKaA_3ULGEe@X2eQlSuBvE^^yeB<il$
zd^Z%m(R603P|H?^9Ntf0_vygGTf2*f5Yi0r-POwv2&t2x=OgornfZ(ad_Y$BI2jwR
zFjIE9+{#{?v1)RVh=6|_{DzY$FjCWXD>Hap;LAsb#y6VoKVFK9iGA8BZkjJUtijUM
z)TB4S4*VWWz$QJ{=0EE&p~2*|ukLVXS+`dy;w99Mu_Jy|pk5=_cz5gOvizPpa%J|D
zvX;l#RzESJV|~fx<t6bkoA8#0yL&r|j8?1C_s0{=wXb$z$-Oh$Y_ETG=HEH(P7WFK
z#M$)ooT-m7``>>kO`g#1ub`-yTjj>iKS{;RtPsMr&wg<-p@lxRke`+&XxVh*xHVoF
z4+jt5qhgderdximZzOQoFCZYFij(<8!_|IWa3$mAO-eBivBc2OP#!mRvU{2NLSus`
z7xT%@_cru0vx%ZhLk;GOihJDd7!Un;*{O*o;43OBXnO+7(g>ei@!kGF@9yo*Ux443
zD>sP%10^{zFqw2hLziWz;&DBenV73{vRboWo<wbNV(v&)!QXhBm7VCQ>VZuaq9!Nz
z`0irBYkNTNIQA_X+pM+k@!pKG2KxSj%SK}M<sOTuiAioPnt6aBpKvd}W<;t@+m3Na
z7VD54p4Z)t)5!%`eoNNyk4<E%6Ij+*i>p!z?4?7llhg55jWpQ_wmky<B-Tz&F<!Sv
z$vq(`<3$?znn~7k&XaAG_#(CVj$hu?JD1Md_R?)@rkFg4OYMGe_8`t-e^!OgX~DyZ
zypHiwlJ{)Zj>&HQ)%(y;9B>pkPDbSo29kJ8XF7@9UPU3F?d*OTh=xT#BUJEYrzqi>
zlu}TLoONCaM&K~077d)Yn6FoPS#Cqj-VJtg5FuK6k+<Glf@2B#3UAvGJdfLHK~t5#
zM+*nvRz?KHvuCfOD!lG)Y46WGxK_d_yt&v&R^;(B>%1`wS-*rL?ygv7^SSI=SkQ_>
zK6%hTquwMqiN0H@;~}~$+KFa`p{A$s)tMBpnUOJ#>TKSvI1gn>T`G}N@x<+7X5m&z
zt0i6hL6|Ue?88ToXgl@#;#l%*&5_JQvy6lXLwHW#T<ldXtOmX4XE(0<_U+Z!w+}sM
zS@D)~=nBk?8V+NM+v-vz^Tr<p;h@kD-oAxVY|*mqrabXDxjneMeO(v;t1avtvff8@
zCHT>4-bIv0{rliO=fyTWek~?;7!wl{S|%9kWpLsiyng+9jTHZ8ScV=-bjZ4V@EQ6B
zPUnaB?`5S-&gPtwcW0`KWwBYyn`;&m_$RivO;yT`!)&F$m-t1P&XT0#l`9u(o`ew+
z;t)+QDKtO&4)qlld%_pNK*$<>ad5FQUFG4-vX2S3{fva9L3=|0?DfLkZPolbN(tIb
z5D`~p$4ZfAgDQt+TL8LMIWa3-B7NO%nNk#b6GHuymJ8nz|0@IpIL;Oyk{5=r()Vn%
z$R9r*?Zw=0D^U3oX*r00hSfL6cYB`BeYN|ghtWrV@_1Utk`Munco%nwid}LL|7PI3
z?orRv;wNfW=YoE2zDKQFFBPV%Usq4~@8LDOboRD_@i;kLGc=wH5)m+9mt;o=1_u{1
zP;bAFPOD+Jl#uw~e%MXDeda$7@4djtU-LcQr|q3yN)0gsg>$aY$TWs}=Sv)o3{Uh4
zb-Q3!6Amm@yF%;r6h=?Is(IJ^+5qRF=8s}_%{uR1+}DVorY^-q6I4$Cy8%5FzO&xt
zh;V9ZDg^91_QvyNWYH?iIl}q*`R%%vZtCP+TxR1>>Gk#Xo*EVwg)5VKp$;I~j206x
z=?AVr_Qk3TiR&hrgQl;;&Uo$tIIcqJd-RRxx)sDT1nOXigmiU@iAqaLr&}=8e-{+B
zwk}C8FIVumyE$7JYrMHUu~Se`7_~Y(>}AM55f>Lf*^!x_oSanJ@wY&C2nGw1#@WfX
z;GW*dpjs~Gad+T#H)C8^W4A$E?%C`O9r9zPlf?cTICkHb4h{~)#Kld@Z|B_(9IET;
zxEv4W3mflFXRNkASAp{^(Aj*$)Lcs6bbaVs$#`tmHJm9q#>jWR=<924)E<Z#($mv(
zc>>8T>1GJkN&XX&(a~9zEsUyV?}eg%G+yn?pT;I9Yc<h7ecHRUv^3PE6t@Bn2k+*s
zFGvX*g<5rvh3PD>5;@0~*4EZ0OZ7x=YJ-AMM76b3R{XG~*~PNOBdA!0y>=%{L!=Wq
zIg0A`YcCzf#>PT6H#ZF{TCK{KP6S~KIu8o-^71@yAkVYM;95ErxiQ&wJ2xaQF79$q
z)8j<3;;!zXQLPDW!@@QB$ISb{Kx>faI08mtCk%H<h>44O7(ry}EYhe$n?9W~N>-d%
znpV~G8l>mty-isl4e?o!k^f%h@2EF=@BB`z_ymL#<(a<N7ulW~Dk`z$jEp~0^ze_j
zMmiZ?4p$8w9-n$kHD|PWcR|fJW2y*XGo-m0PqW0;Vc75sqgi#oeEBjwA|gF{c2+%>
z*(BV2rn1m;^m!V7V2HMcnZPP6Dbx6;tRZe@C$edFgPsQ`Q%?{cMZ$)03*!^K4ODC6
zH5NH?G&Rj*M<#!ZSlGOg>_y+w(n1R}UGj}wBuHka@`02wVu()}Iql4M+-fJ>np*26
z!3v^dfmPI-PjSO>f$D9%3da4NJR<Th_RZuipwsM7$;ASnliBLc${Tra;?|;&>gqjr
zJ2ijUVm8h2g{C?wYskWTlac?-w+*_1G3VZp6>~Sfu!u+=B5Rym@Cr*%59=rirr_lB
zaW-?>mwuHTGr}*p&2yG+p(bXYPy3$)KEQA4bU9kjJvgT$!?N@a#7m3WydA`t)DuGe
zF(dHc)Vc{rognTdiPyDFCf#HAz)3PD=azdo<+bSALRW1Ec&s5^Z2h4Jr~=qbo@W-B
zEE6C0VT@1sg@>W$Xj8N#ahqgywI<<SaiVOhjb^_lQEW-uLhOgTT)<5+K|;?*Aa>@b
z>kEsD%A}PDdLqI{L5MD;Vyr9hWqPs2SB;x54&{e6Qydv;9P5_8kx@PZQrtjExk8A4
zic2BcSKlTRzKYZKE;=K2Y-|5ix=ZwmtZ#ijdghZQsg1b>nR+P<k1m~4Np#hkjm4Rl
z(it8l1p40$#qoMWU%Ik-<g{X%<_>7Pefs?QNxDd|Twkz1?7IPDV*fAG`1qPQ-Y-T6
zP52&^2r+lFO{`89Yw?Y#zrS@6Ir6e|G-kJR-ZHIi<e1?Ozwxm_xvu0NDQlhbIWoPT
zgJSTI(s}?Q+8z<wDBfnR_dTgB<NKmo3ic0MBw=cu3DKAnm)Gvyu&3GxX?vk2YO{Nb
z3Yir>yiCzFt({BVMX59}l$Km}g;byL^(Xl0-k4*}DX79sgPri`_IjV7FCSGLf3;8u
z6sv%uUIj&ftZaDIf~VTaiNFWE<1J47Alt>l8xVi29OJV>sM2T)ZJ?$jK+VQF47cWg
zgg~9ip=!I0|5lImZQ!k8A9O$+4?oEZcCSF(R0bmAYUj_XueC>7sFdD5A-&X3J)lbS
z*;EeTjS6VP4T3_*UGhd_k0Pa^5zjm~u~IE-TOVgLiWe>OlI%1_-E-ishif+cgbyF`
zJc0jMl4n%RYLoz1%-8KlD>B2AjYlE0Y27(Oano9M<es5$Mq{WYg;@+D?V6COVkvwO
z(d6QmVO(r8UT;-%9~p}1^V!6X(<~*$htI|!8d9@`8hYi|Lxk?_A9kNT1(i_*F&(Lh
zWzCpw@1infrvp)uyB-4-CXh6R1}$*~{cO-Q_Zd5Uh)4C#S4ZOyLSJrD)4b^t5&H71
ziwM@4+PbEq<Gy3W`W51)1O?tEcwTNTf4hR&fVp@yG#Z#gX^t%w9MEQc{2UP>@dkBp
zi=;C2$=DM7+h#OI+^k#=eDXESK1=-AFZcDV;d`b_YViA72UB>wMEiWM-o`LZBE`LA
z3{1<s`T$L0y*_l4q0|0_MS~(Cmjs@VC3u_V8^s`oy%7I#l}-d>DakIZ80RzG?!X*U
zk?7^6(9MVAI+5hW`+Y3$S@!e{yb&Ki*2$SvYsIxW1L>k}=rXH2_J_BKF!arA&=WPu
zHFm7QjnbO+KJt4ZhzSVnTE_4%h;cW$kg^|camKl6Gus!*M6V~%5yJNATJOib-LoNt
z^7vlTnlm8ul2w%xo!Jr}x}{4lvWa8xL1^P!c-)TnWrU{f#%3nDK~U+U!5M3T1!?&{
zjA_R*DGQWo5>iGd-fjM#8iA@SuJLbi9<X-=vI~-D=m<pC>BzH*<mmZ5dAunSQ8w1x
z(sr_3HTJzxH<Hu5u_o-)0vc@|;5~HJ&?|(xmm_(YTVFj`ZpYPyi%hCug)<6a=!iG(
z4?UlIxZMs(^HY0E&z29m^!ay@0YDJ)RoB>b4l#`1DXNn`!EX0OmBr?Mf+^Juiyp;A
z{Nd}dsF*L55hl8-aLV_TmkLN*f~qi5mSP*;>IOOAWnKD{`I@Gx%rhJWgrO4WWYH4P
z(Qx3OkoJtLqm{S$l<8tXKbF{3gU@~lD}{EC_`XOom2iX1551JHw>MW~=7?faI^NQ|
z=OJC&wGKOxN8VkC#Bq}dHyO{*zdk`ucw(Owu!6EdVDiM8?>mOz{)^SNHb*g8A1cXB
zWKlRYj5Hf-!5__?KbCM?Tm<lOuluUeCrMmWb5T9uhm!BdEuV|Eyv@=w{&@9qFDPpy
zi!|KNkc&MhkZFmyReG8nW>^l7fEAXYmSsbo4T1B!kQX7&jUoXI0=ld*ipb@5esSa@
zYxTv+MP9PnfG+ap8-XG=^{2y;DJIwqV$MS*QuEwjyhq+C2so2@(=9gQo*`9wRtvl+
zyw~JqPv9dT(jsxbx5D<8I|L68Z`+{X`n$Cjv}Sk;wI}j<!%}0jN{7+4=J&d{>F*Z!
z?HG~_y=_w{;ZCq?2~$i67zjmlx3Y#_O~R$M1xUEOH1{5B`-H?nDDvS$)Kg^u_A-Jt
z$MR!TKPADCu62}~j40&6fznv?Y=4f(D9I&Df=KWC`AR64NGS0hA`+6#`Q>GvJ<@CL
zAHwMhWPO>}{HFIZ=#fxS6}R}ZUd5&j4>C)^!ZN*hLBuxioSrTkN}Nad1buk)TO7+y
z$|!oW*R4ysN4%tfoVt2}Tz|^9^O+^NR$Q7VC8SZJGBTee7Hs=iCfK7HwC0yRpO6e^
z@#AD53#cYS>W@rx#>pnHCJ9F0rj>J4`L_=qKFmEPX>dDJ%H^qb+{+vO&J93P@NvhD
zU>>S*=-wwmI1?JBVoi-EDO=kz3FWtCi`*j9LG|_AouJqlD}{xDQMiw0KEqt$ufyea
z{Ucxn5Eu^j0Crh;byLQ$+uGR?XgH~jG?y!U^*7<N*37u`xhan>ZoHJ3V<UHv7D^$K
z>mUSQ+^#NRQ0HPciF<4az>EZmdR20AvR<nnQV3u!%D34J)ft8vSl}iQudMPO?i&fI
zmK{X*2b43EAgH4cm#cf-oNQ~d!JQ#G&OV6TvTj1UrUK;`jRQ)CiJ%1WY<z??XRhqc
z;PXPvZFDxaDiIo;#+y^MPLO?xczJn40G-o0@|v$uZj4!qz%EDORiPB@$h4W1l$7Ge
zTcYJE`;9~=&c^FQNr!I+z0oYwj^92rhDZV`=aVYt&6b~6fukT2nXvNUXiyjFV-e$F
zb2{UG5qoUe-f<B$BooBPai1~a3Q4|3z75<bZ(&y@Phk8MXivBag(Vn>Eil4XOQTJN
z!u*8<$@oyTUy%90wqMD%y0HNj!74R$p+u)`^dp=h3*&Q<9=-M#rECyZtQ|=kpKsMv
z=osyWI9^glO3cm2GZ;52D2Mp+N%{dp_*^;z=_L==@B=g$z@Slk3otn&uJ{BANcge4
zQ9M74ZC!d%i|!71kwOVB;awzhZwTQ=#_H?xZ^o^K*W1frKom>n)j~&iDTI#GrR*A1
zR#3>06VsU%G2%y%5$5nJVxp#kFm;H{34MTkSVq}|`jFF=Oje%%EjX9!v#Z5wSC|q`
z8>@_!Y2njyi|s=4ckkZOJ~ue0?)OI1_I1Hpx*mdNM)0f1t#JAKGcOY3zOBqASz{oU
z!cjb<990uFo*7j$GG4gkNBHzcP)-gjDtlg4a3*V>Q|M|Of%Eqq&`3-Dzyqay-B96I
zDb?WMe_Duc5A~i>L0MVeWxJ3Pa{m|QRvsy^V$aBUcoKW$t>{uM<gF4@J$7J!GmS&t
zJ{Kb9Xjt^{2ndn_0?>9NvBHXqQO>TeaSog_LJfVss`1Dt;MQ`+Z?#$x!7W!;_5X8A
zfJNl~b4yZE?|<D=7pcMZB<*liP4dqfwqBm><Z_>kV@<Q3jN?sL@q+pRvc{!=7ky9J
z-rg?ruS-K%RNWU~S4mDbxUv1u#c5k3Y<`D~(-TP}PeDs7!RfF~0a!+plSaT?W;;7O
zcMYZrC8~<p9;4tf`7y;Io@9;JLRMH98=)j4L-;1es6W9)_-buqqZfp^)zygCj;d2)
zSEYKLXgwy6N8?p@?pwsWMpQ15(SKd-ju^AeP<NVhu>H}2^Rce(3iBoEdzJ?{IP$K4
zJO=9;L~S)^z-UsiuqYA(P@4ZyQ1yLsGD!s!=C)L!!#nT{-&0{WlN-!bTG)cm^`yQ0
zsBqUbE+Z?O`pCDnRggOR6SJtU?&Eii|9k<Js5veUe{A=vi#${;nb$+LVIc_b#VD_o
zN`-0E`PEhL_oX&)l<DM@l&E}se1^Xmy`C!3@tvk(WmPgYGlTF#+g$JofI!oD*HOyQ
zQ|h><dQ!EyX*@>JU^YR2;_-d4rOa+add>Rs{JaYgt@<b1W7}4^$8Q}1_22ryB1pKp
z)^5*iuB~PEf6?u@e^M0~h{!_5){hLHDs^mZtnFem^cq|!E~B8ujx~FRT9xH+jhzvI
z(y}wBfH<>=Nlc`(w6tV09ev_3H^>AS!PeH+(F$KbKR87tLIN-uk?{f*az#bO?axn+
zvZUg-Hv*o~(M5S&o#q~pi-tskQdq*pr3MZGA%8U$TzA{b#>Qrwu(7dmo9h@Ld!?(D
zTI*+ewPfU5Ibp6)H$p=j2(BxABvE`l`kTQ!0bjKTQv^(#06mmR$J|lz77zjzO+#LY
zXOGFrg$@r7+eb#^qf9Oi*S4(yuEu)sAVZTCrQu6i83h}g@|>3XPEXX+C=LDtdX3ty
z@j|t+$`S-ZY*#&*k<Fp>F`nY0BBhz7N&k6B?wJ5gndb@7Op#iZH0{%;lz<l3AYs1u
z<HrvPwMe|hq!mqVqMrM~1k=xYU{RYvK#b%`X`(y+>S9AYm@bNLfP-qmN=GO4;lqc~
zo7M^fSEqw{jVY>I%gx}0d*<UaGirOt8YuA{2W^9OfRfwh)cGiN;*Z*Dh|*vaYG-RZ
zsykVb>NHWLF$QzRX#VJo;4C}0PtYn-?`Xa6gcTVTd`#WgKSpR1l@2BTC6V`43All4
zyhUzEGY>z<8&N_HBA*4s?dG;I%t?}_7vq?s%A$*S+M6CZoG@1_9Ic#bdk(^8*N7`B
zYp*yt7AdQrIBR<X@|($Fd(`kQ1Ob&0liLrKl$IW8$Ma$hhXe43st=*tgWG*!`B0YK
zzn65j#eRl8VMRB!pdXEQ-4WB#Np)qk&C(i9CHKbY_}+-B>9)u6lkx+6whXb89Vw^J
zyEh2)3P>m8n7^Y(bpmW4M$S+<(qO&c;EOn`L1F6!kF#8i9Rw2hlsMnPf(Z;}61+Z-
zb_Wv+FDbzWF8tqt(z-^r+4xN44))n1V5Mb}N!-5+oDkiJvOkpS?A**2&8e~+tjw+I
zA8b5nS!;bxo#dRh-8O-B&~$f8cIE|ima(4#k09qFDMlivTKHFOW|AYPScKof<!20C
zwv}pbCoaKDcKsPbc2M@zNFbrCSq(LHp7W0=-;NcO(eCHE0}let&reMveDZ*zgI3uf
zp!!ZVs)q9`hORgBdJC(4`@HTiWA!xUcYKfc{##PgMG6ZGQ%G_(L;8Is$o;g@__zPc
zQNMG9PG<<wzdr_<&?E|{cRLn53NHUzZdLT}74U(iA3z}eCl{=)t;zl?U_Waa8HxBm
zxgh)Pih?yH$lH*yKO`KAUh9of(|}VGXvnQ70(W3DAuxxb`X>nh`v1Qv?a7nC|8q?u
zeqAIGI@AA^Umywpr`8rd2tfaThO2L2@Sow5v9ZPc=hFN8`~PQkz__#Dl7le@BDdr&
z237*4WO)1W<o(~VTzp0w`+2F~^t9@K?rFa>9{iu{Yt-7O{%h!OT0ubhe@~5|G7b38
zWn5fb{?9NW&$_F>KkMI@7R;7T%=t6xTGO&i-xG!8R-Cu;EtnQ64XzbqFH0W&lk8fk
zv~`gHBlw@|YqNp}{<GeJ>?Las1nZ^NcT9j#d;j5sT%y#*w^+Nby{60UryOgM@}t*&
z0s;a|j=OIz0J$gil);1m#MQ`t;T*P#@rU3PQ^m1+Q&Lhg>33noa@ZN>6N#{UL-^}$
zWQYp4#t*o|@ht;N3nP%$A_xBYnnjzCdQf)+b$(_={qeA5a3kNvYQ$k5+d>ymMyT8T
zQSAhgejW-=R{9MnVmcrR$tft<cX{4_`0$~r3Hxl^XUT*41{#h(N)h7?D2SQ@5XdvY
z{&{|!0R^!TvCC?h?|89lg~avEjluc%r972XAR5BJ!e$x`B$es3!B<F`n-|zJo$XGg
zH=+}9DpXo66!pLNV0@i6bWKP^L<jZ~kg5JhcHNf8O&K5`&&<loI{*qz<ngh6_rL%S
z0|SFY(!-}pIZZExg~j;!y*U{+CyJBx4Gnuh3T|&}6A}r+O|5ibC(N_b-{?;S%lFb^
zrpijIf~c&fuBN6tM>c)bVPbSt%-A@`@7=pGwp>7y=ael^YJ&-t8TR4l=H<zC3dgcp
zOlRDV=PNVN{O=Si`RY{=1tn!}Q%6Tf?q1NL&;ck1EBK0#J5`%J8!ib>Ve6a@l<v~q
znnQ@VBIi9lJ;OhL&iQ{&w0t4=tQnY?m`0gJlaiA1UiHQ>6d&mM-DZM=oIk<!^r<93
zR%16E6-7XYoVs`XwYT%19Gm`n=Vy-X6yr1x&?9h7*X?lFTWHeq=&alsFO2Bvkw8L1
zlAS=15^#5~AAV#2U%gR{^CqB7aK)eXqnq(&a2NY7^c-CZTmQ!+Z(<(TCw0cgUx4hh
zo!K)np{!At>I8sol*RIa|NOZ|vtdI+!&u{BM~TWcFG|DJ*+Fp;cIBjk)g-C;*Fl0a
zc4}%-I{!X=SEs#cMY<A_Hba{x8?U(OXU8HOtXA{tR$m622MIdg89H<L%@4MgsEk5a
zqr08$7gkM0ZzFE{>6L`A*K)!%VUGF)<dc7&`P!gEWMl6DmjvxUACO0$!shw9fLw4|
zU9|jb=<_7SN-4Ntg!Kt6FFK&@Ta29oLbp`iu8$=T$$7c`z37AgFKIPR3hp~VgHid#
zjjFtN*GEE}UQk0w&mdu!%&~n<1iI?oYu*dttk=m!w|qcNDWFF)xo132vHo|M9%_dc
zCSbqB#|4~P6Jm1kEfGWxdlk=GDEoz>kq=xmPaN~crG(U6LLF!27HhkZ;O}J1fq+3o
zG6X#)wq)B$<didj&U>D68G_dC{{j&}<4jKE1t3Z0={1$ky6zN4Yrt}FZ$6X!=IbhN
zrU5}QY2qZ!*sr-|gEcMQpDlPb4V~RXe)L&}c6eSpl9CbqcN7K{HNP(Ury_3|E22NZ
zk1mo(5v^c@gYQ4U>5qKbCHFd~D&)^h2lq-;_}{<M^OX2sR}i7@Oby?kf_p)wK@}`;
zXo-#<BPo<i_dAU4h@~QV0wCIs#cDAv{O^nk=SYz?{}YM)!g}pklcUlNKf%G@0I$8H
z<3A}&2gJ93$K`*Lx2~Svztc#xjJ&+izi;mc;?2LZ)vsmwnXsc}R8(kyZD2fM78DzQ
zL)?V>A)69F1pFV_0tBLek4h2|5i#XI*$4#Q|BSH2a*p$Vj|P(Jfl~jU%jh{<GV^Q~
zQvcp$i}Ih}w1Rx`e-ho_@Dhw$zC}e4=t_X7Qnj-s5d2ksRE0dSrDach3Sxm0PK(m-
zsY*@5$9uo01YFX8mfxqZX;e-5H>w2{*)FUx62L6WTU#c5-4=i2OHR2iP^~EgM5E_`
zX@2i_Wtd@6g7o>1LIrqf{x$LUl+G?L|GjNZT}~CGVES2<f|3kEP6YP--wYfM<h<?#
z4m-5Efw%XN^+CQ`-rJ)CcqAH}n}x`-@X8m)gQPu1f5TdADZ=LPa4bBap?*u?_%gP%
z34~N3s#l*$Az^jKvQDa~@zNBMy%RN+h8<6Lr-UwE`Taha!>rux9iO>f%2ZW*39RbL
zfN&cLa;K)p0mxX-H0yu*P#|g?wxmRe|Mj)|edGUgXL5tB;Y=o*<#v&s#d9*ONvxmQ
z`Lj(OxxA(#IZf=#@cLr0N`r^*>*C|#E?mVvg=WKDxk^;=Tj5QU3%hgAbtv-N@%&Ls
z2cR85?Sr(?+SW!;*yhCUU|?X-*RRH|_Z0;sa#1wZCetz6A7^LEH%L|HQ)#E@C@2b;
zUr`BIb1cBQ$*iobY@E{B984|qxN@YSr&qc<-5L>v_%d!E{f|_x$Vx&&g7;k8y8vkR
zH>e)OrSt&rdyueOrvT$mew7+ZU8jpu!JE|EN0^vo98vpBJ7<OAk&2X8lBOBsHpYqE
zbHbPYu07qbX&G7@(pbAsu+W{H@K{VEYxe=t2kdE7Ny&4EJyJ3<fhd+2FXTOd>>t!q
z8=4!#>9k+aQ*SatbyB6-;3^J$D8QKT+Jl6{Hp6_jTDGURmy(_RjjpaP1rU60=;-OC
z6U`vF_7_Y>fP>4?E7WSzyg|M40T!72yCEKJfC(h5fQdx>)vJPJBq&!mXXhuu!Hoiw
z#VINLCdg7Yg``YOa(khA(6b)_8UVf;dHK=QS0WeMuR)bpW-(KF`NU31DSCB%J@4wH
znMRFmX4yx}xmxiUdJTQBolMmxVMAgQ6ALfPLx_1)=Z=7TqJk*IVl((QznXrMxw&$4
z91?ZN$jG)YQ)mK1LzSn~zG(wNeET<8HV24yr`Tw+L?=8vJgruZ-zouT0~&+}3<v|t
z`qA>yXDH$(O7*%_wnLv5)?itmL4qda$!Ek^lQ^}wtREKwQl0K@Z^j&m*{v5z8+3e2
z@Pw>pR}vBkD^ko$RD`V5aUM;E>U^nQsOFQhc;uQ+7|&)^RHb69y&1eB_@bUr(8^e6
z^4T`jYydb^<1^-x4sfS!9;LM*%?%wcr~r@Sx~{OnxV2QG1qe+&^BgEa8vI$BnU4?7
ze1N2U^@XKvMB_lcvY#cu*~H+Lj00T1&jQL$;3w7z%)%e!K}Jy)8!%sCkAQn9I#)is
zvKrMdj@P4h7L>LpJD%4+M8_B~qF&meY1?7)&x&!ge{Zu^w9dbsO?rB88%xzhIl;4t
zQhV+u-qgh}j)?rAN;)y4q+a5FZ{Fyg2?u4k%6Zeyz0y=q+qrYi!?UHij+wUWE>hxC
z=QkLC<m`2r{qLCk^;`H>$?)fBEpc|YP-)mibU_WqYL(nS+8&9|Yh^S#ZBy9V>V8&#
zPAlRsjF4}r$^MOwBZR9=QvXM#xk^2ca&+c;PtmMg%|Skei;3n3bvyTZb!JYH>jtiR
z4oD2lcxZo4eG424itWW@O}Cf%s>QH@i#$JW9>q4~(JSn3tkG`-2Sz{rdJ>tWaiivd
z!tUSD1~dBhM&fDy+Q>sU{qa_XDXlm3p?4)OHE%rXX4yDo`$?wKUy7DB5IN}*|IWl9
z%<-4|5Zow1UE-u3KwloDgd)bd4t>3CK_JO#(gJ+mArNDF=A0Jjlr>#4uYpzL5I7dP
z(fO`Pi4qqgz9>YZN#j>9PqNo|=#n6v9&zWbT)Mb)MRlG;N`|}-<1jnx*+F*f>IZY(
z=%t9QvuWaX=+{O<Kg2Y8>xtIR{SV+-g%<7<wde1E*{@zfJGlS@P*@;vJiWL12FVCr
zmJbDkpYt;ih3kZ}y<2kT>v**oMi#Vk6Pl`J_%3!y^wyTXz!O#+O<)|~2w@*ybG=p=
z;$v`PyYMipOt@SYyfB>89JAkj7SsaOPMA~WB4cKkIzJk3j0Mg8qa7Q4%bA(27vYpq
zWX!?7?0)ZB9J*5X<uT0Iz(J1<&suW!=|e4s4b)L<ryYtr+yzN03jglJ<iePYhI_U<
z**mKfeX)nTH9`rlmXLbmbEsq}%(zLpl-Xo;6+eg9)%_mI_5pd#I_GM_nY#R3gPgqF
zs0q&nvf}GXsXQ|xrVP=*db<m;E&RboU&BvIa6&8ZIb^JkQpVRoHU^0}ZZW1>9lJzB
zV4?14{!Ly&ljhvDK|kusE2mrU?7H|_PDTOVhEv=%zoLZ*1~0e0*Hd8{vqc+>w#Ars
zDf8<Bg?;Z_<*kNUH=$~wtQaJsc6e3k3=~;x-365|w*76eCVDU%`*rozaW1wm^(eDG
zChu~{P;JyV3M=h%4_bDLrm6h1V<IXA5C(M(ZyPl-b)aKHgQL!ha5J;4?Cves-Rn|j
zBh1eV>t!emmz>w6=d&_R?jkbuBK@aWHX#5-feuM?%!Wk-&c>KjlYJ+R$7*y0cKbt`
z{DLqwK8>eM=KT*|pGh;BO^d}2vVGgu#RO}r3aJ@f-`cPZ+?7?#U({WdH`4E1LkGcl
z-V9^ft}lw^=Gk;PkQ7B{a@mG%fBsru{O40HM`eXpTfF9BVN=n(D5Re{xiLD9Adudr
zD?*d&sCRCWiJfG4MVn`~mUmYW$x?SzK>r9*L`*{w@kh9r%(J>2g({p}q|)51ZLh3k
z0{22|u_m|r*Auj;;U4^&<++DtH0dc)o%fOTu*+iqsFaBKu`dR~6AursEw+!^<S%=V
zZFn-%msYmut)vKO$o04+bzCacPy6pr#md{ZcM2p+{%f5no>xq_Em+7UTg87SRkr8f
zC|*);J&-1$gsns9_6e65BUFE*=^)%WSy|YRNwv=Zw^Wf~F$m4<!zWiZ_Q343-Mw5*
zONS+Bl0wR^PWky7_ef#5i>{DeteUNr3ONmVGlx<L<uQDJ6N(cLC9*k3<yAhbfmkFr
zvw^pLD@7AN2JtGnl@_lYC@l1KBtV$c)8K6z2PTuv(K5_!i-*5U%@o*8;X$_jyffuI
zJYMO|5ve3TtHA1-t)*)`lwIOy3`u+n9-apSiHAQ9=L)A8sHr=<Dal7?@PF5g{0M{M
zt1(JFQ3u75^~1DyqdadkoAj%lT{daXRt3UrH)uRYHxQbpo=7?p&e!Ns>H>=Nw+fM(
zEvn1-aE!%vFCd?iC0n>Q;Jk-RIp~3x75Y$Yy!1Am5$bz6sku$`>f)5$PcwBjL&x9#
zsMpvZs&l=rc`H1C`~An*bOYAr9+{T9SHW>G;sY)jP;)^}1FOM<JZ8pZb+@1%A~CRH
zpT^sA7dc7qlA1I)ygqa2ty8vHtX$)9z-ZO!SKGQP@AX7%c+O8RS3XrPVy-ZE4EU!!
z#7#2UQ1|+J-58q4BZGQfLQtA|d${Z3JGQ}wlhsok{~~^_s4|*H@6RD_LRDg$Ic;=n
zXqn3-7xR#5(i3BoJFb=cgxRiXy)QbrHctfS)^(6oqt3A+MgJ6>`M+Qy<ltAr;$0Zn
z_95hFmendzog&A$N$Z8wxlvR1lzhfu(U=V;DVBxR!*7+CQU5z6Tlk_a%F3y#&?(;;
zMXf$i7Sk0@skdK}8M_<UCtd5y$3c(5;CnswNt1Noo5d{2a}JKFva+eabs6!Q6j<j6
zqvM>br&BxnM~#A8_=}l_9f*V6bG>2S57@;#QRh_>vJ8=b7VIa3(A@Vm&sko2&PUQ{
z?pq$N8<11fe$l#`!;@mK(W+K=d{uDizOk`GSye6QAuYCfenjR(@#k2z2`*eMYU?kr
z98X-nE+BLVPSRWOM4n#n9D5FPJ>xI?NV}TE5TQ^cysG{Od^aJmhni{5OGE(w89utP
z^Lm$ZBPh@^{ra?dqE|z+(K_ctWdBS!4N37Nor;Qz5>D@*Scs^Z9F9in_Q#TGZb5F8
zIBe@$k^EJqtg9O%Deaqm-a_g8&c=mjTkpn{aNdKwUP_m6e;+YRorbnpPChYH|52}Z
z4(Y{pZRzqxhX9Evld<7+-BbM^r-Ydc6Kp~9>F*%O^N^4IVFI$OhWt}DuQDYLFCCwG
z({_f$Ci1qv!U%4!TZ|}t_@jGGhcm3yb9BRzEN0^}4<i1`9e_hdX)1?7QRV-#_O@_p
zd2fjd5_!T}8Z9Dc=lu{ay0GODatB^`Efg8bko9Nh<$Yj^hpS-4*_LX6Jif{M^Qw`w
zcPh1#9-d3rsUT5_5v)-y2DOASk@3oy5`Ct%Y=~53O``NG=hLXQj;vMrl~>DAIlTjx
zW=`-9S3@1XC|xgX-9#P<h9q@np+$ZtwG!{63CrHFRl+dB#>8AYw!<*BxCep=0GC9~
zLM6{wly5JlTu&}O=&h`7ueepp8V*M`n9Qth*}>-z9577Lcv%jlib?AO&1Q6hBB!E8
z#_F%{KAMbHp_uS2$>W{tg*7^jkxpdqv~si6U3gxj|0?LxePUxLvn1hW6cX-Ufa#&Q
z9rdn$I8%}UaTp~ODJ+J8kZRx3{&qS7fQPXGEUb}^*G%_&)`kvnGi@v9+b{l@o>bSf
zXEBoVs#yum=S8=Nr)%l$og)pwhvCsrXlP{buH4+ZkT=jV;gp-+B+?&M>B})wZ%ZYh
z|FO8<v&;8u&I=97UQ{Whab5L@Du;&A-)dS!MiYLxxjLKhBF39|S;SjZ<h9nIMJeuS
zLfK)LHs4<J#~@Iv*L@Ys$m@h3`+BTKn1zJpV60!h_{jBo?`cErg`}hGJMQZ}s*!$4
zFyl!~>3b8}JyFC}9#l&jT)jqjxKDZNF4a7&%Cjmfm1bx0o4iPAn6svZJe%3*iO8~1
z^|!H%z?fnG8nZ)2NtFC3F{=Ax=9G`g+3xNqxSU>8K%w*Z9Y_7R^=u-zn4sXhmlky{
zmCG`B!+X2G_n<u#!T0esa!NApl3=-T^3=36myP}L_ejHR+%mS3v}-L^lMi;y8^o`K
z{;E{c!eH4U-u;gsu^~VbV7r1hrOTgYngFFe3}C~LlanaGRdxYyFFi2win`A?V)i3_
z3HL=pGV$c(u|jupxxFS^UK$to6q}}AC>%&}mmZBT=Np{{!R;rv{>5k@8nmzoK{RNU
zFNVQD0vD!|ilYE0ywCCubVKwuoXzJ~E|eL3tUv1K+Qz-RoM?K*z-7W?J*uXweWqPw
zBWQJU;bX-rp)?f6b(C@98gcsWFPi|+&%eLJ(fnjqR3id-LwfKiV}Q9w==%D46%^7I
zj#t3u(p7D<vby|{K}ohv{xy#xeeGsin+WRr3P3Cq9UibHj;g^6-vf_4>Ut-i!iJqN
zE2=NV729-9_9yS>1N#Qx!F=W7==a#v<Hc=VFWt3j?M=R15xVV`nv%3FNlHmY0XkGx
zn(xMbq(^F+<h2vq*n{1*eX65M{q7jEQ#nHj%1Hc<f%6!Uwx*`06x`hPL$2<xrKK$$
zNrZ1p7Hm3+veSft)L}d4FhNv?gq!G3;7It@+Dw<8$8DU_llQ@UOaa>&8l=N-vxSFU
zRq?BnnyKIVHif}+<p1>?ePAaaJ$m+r6i}!c^{3Njrp;YI@Ln5Nvx<WBVGuhn`WT+Y
zGV1w5`hE}!wf@oT6}?)^%9xM<4e>B2%#;);^=paKUyMR8dF?l49Qv1+bt|lZ)UUrc
zU9oKiv7zkm)7Lrf$t@tD6F=i}+E+lMhOb7!ea`=qK>)ONs0JWX;r>NGNP2oU0v;*%
z2v@cr==7k;N@n98aJff-<_Qk#MQ?~RA`p{&w9-1T&S8ftk;^GMGV(zM9el5L-R`dW
zLk%Jb4`InZpPHJA_2^Mn5z#Lh0qQbM%MkcRIH@26MAqd6yQHL~!9t_Q_ElFHxxvcU
zVAJPlws;-w?W1gCDY?X*uOubq7gE^>-FHKGT1!ETR`D$>Wop26b-xztK10~fyavUW
zVm?h1xP~DXQbtDEsO~|63H0EW6aim-z{=BxVwJzks#e0l!^=HgDAfzN3~>W0CmB$`
z0Ogk3Q|^9oc!`6tsxw__q1G_J84(vBpTEyg<gnHg)kB}+^e6j()W8MoA;5m7bVkTP
zJBilGdJJrhRkiebhOp*!fP;L9Co1Zs{=bF#eydF$^U3E1=${3VU03SaLxBU(acI!6
zR7+Mi3}6498Qbyxd_!HC)JpYF)}f%Ps%rW-?Z8&+wD^BS`XAu|Kwl6#0F-53hqHiR
z-?Arxhd=NG{1g$2;_dJq;s2LRZ>2$T2`Gai?6Vk$_MtJ%K@5jQKq+hnUm`a-czdpt
zK*V|_QGOwz1EDd@9JU`bdPJDR>zrvUo_;?H%A_6}2O_Lof+MNFJ(_#61G?sHPh>9E
z<E_x9H-MopMlXazB+27+>e7M4<2X#+ZLdP&+j{r{D-Mtu><wFA4&!p~{;;-0<tqEQ
zb{vBv{?eh4o7W*l-SyS8HT$&r)y==*+%z2~a~hJfWGtVT=MATG_c^cQ?xf*a3xSS2
zHM%U`V7S%CO*lA<YK)0Y<tnI}jdJ0Wi}xgzUHu7I`5%QrB)2zK?}3IBgFXTWsT(v&
zkv!yWxV_v_#Klj4+XC_GfL4h71yA7oIlSB{?#)j2%!^9{E(GPV<Buo)<YMaRex0Fy
zPeXzuN`IuvDJhaWxmQZ(nVBXku@Z5}H6T^&KY<9)K-s8Ye2ctVvyl`5i~}+iAJZ3F
zW^3$r5d2e;1BL?NW<fWXEwIbw-3=9Q=H(a3xxg;CA4wq>zXcsr3u<OIb~_XUiG0E^
z4LtgN`|d6)p|y?r?Hs@}^gGZGk$#G|tQDuDL%lRc<h&tAVtzDi!{0ecp6M1?%x!xL
zRkQNt<Z!s&0+Pd{nB&+*0gU~X@R{F3VYzwB%33U0wbk~n`e4dw?0lLrDvmhJi*sa%
z4=Go)5-ijpf~cvWk|o`esj2%UvG%?RHQdr?zKkyaP0~#b{oH+<koncF)SplrluHo1
z74F5SX+az>2AB2OmhB_1k0YxCdmMXjn0Pqw!P+<)0JstlDR44`m{P4it20rFczn%S
zgr$u7RpiCM1`78f<ItOj3Sq{3zuFY-1$Z+CV0OwcC4&1Gwn86WNW`x;rBo6AO04hS
zp^-8vzD{75m1^@dnF`94K{P?4IOkP$Z<t+Mz(K`^@E8tuS?=Zamb6cn2^++Bex=sZ
zLFj}RMj^JBpUPbT1#KGA0?~eH=AI)^lSwhI^K+|$EYiypv15qja(&eo9<Cx>nwZ1J
z!Tl=}K01Tm1&xMr9kAH;dX^%uh&`qZVsg8it(tC5FW=80nOJ3!5KymN*~{DATR7}i
z&GLuT>fear-l}juCn9+Cs>2cZ3MJ*_!s9YmI&iei4@Sb!?i;$8FpNGU+dvH~0<PQo
zCb6VTnwq(gLgc+%w$$+=IAFoR2A#mnN5BCSW4j(}l!sOWjIK4ajx!eFVPUE3$BArK
zN$#LE=5RATw6b$65FXOps1X`a?>&&jChXzq)h!)c_rq)CUij%md^yVRWt4Au3ED(L
zs&O>z!$8H5HpNzkgiR#|{<tNC81viMl*-GsU9b2#yV&XE&7NGqZ{grk0OYmjnG_QE
z;+Sf5`XR(TqN@XkAypT6+6RdL4r}g&rt<RgQ+A>uC@-%KcEh`bQDu>@j?rl!Oly{!
z%qB?&yImuE|K31}gs+mQfa4L1kg#BQ3iRey$V%8!C@3j?h>3}j7oJg;p)$I5E0sVC
z)*t%J*}u;&4|ZwcPxE5NAY7B*3m**0H=s{xB!mcW_bEdHpD?Eb*2Tf$++iQ*dZvBW
zd<NsMhX>izL*dw0{@qg8uK5FJ9#IrCUnUVk0M20i>38JhoZi}~w$LTPBOsy8jQR<U
zGfHL~#k>0k<7Lc#8f75Z5KEFjL@YbGtuP{vmY!)+RPKx9YUS$*af?Ep4P;g!$oRa0
zMhF1}V$XB{)0~xnZ~<+k!75kJGrL-~`pji%;z237;g(cR#S|oP{5(ddC?C+Gv-@)i
zkgm56X4X0>sNMrNi>?*qez@GuCAk|{GbP3~m(@wzN1#`kq5BHCL;7=JRbuM+KhDqA
z{zNV*zKw<m?6q^hB2$?z7LtPSgys9C$V!_Q$~i25n<b+uYnTbpo!DH~(sZy0wyE9F
zBD)puR45IiSacBz24{+7%>HqLwsdxOh9CK#yL7uL2ZaL+tI|ZRWqD&?I6A4VU!v$b
zgK7H9OPX-MKZ8bDOfN4#zoV_KjY$PCVx%$k4eGS{W(Jql>@LPVP(yh6CzaTvaS(^n
z4B<~J&se^)n(M8sjmGN5k$=v>!A*_)yhZ{Qr(VUp<6G5V_EVsvS;R6?NT8xXhu)N^
zc<Q?1f|`u=r>Q6>=ShsrEeUmdZ)RtEU>lijZ?@T5Xr%cNrt;7X+8=W<p9`x7>i1!n
z3hY{tK$x83$|o=PYKiFV^$(WSALbps|GHbekcemO$N*@&e<KK*xq6?3a`<Z1Yv&|H
z;!>?CR?zaGh#>CxJ>4qg`aKU%u^#J74)CxZKh`9+Je;O%Gcb40d7!M&TkfRX747jY
z5%^@<)qC<yS9{0Y5<Q838l=z&H*I^aoNIe$VnQQz7|G;hlqh2wzNpJFeH2Dem$lOP
z^>F()I$UVNlRBxi(`dG~ww6Df1Gsdh929*UCJ-*KPJ>flqYyrfoRPkg=emPf@zeI}
zNKY_)v{v|T-F`|34$Q-|ap$xY`Sd6<v>1<ED9x9$xLktX(=4`N+J&E!si>gJ^4B_T
z_`FBjzt#2Cw$1B?C2yYs;%D?CzzxGadOg*lMa1OkE45;>FMl#|7j|wT_6q76R*5Np
zZNvVRU_M8&!`sJOyBjoTH&N;1u|HixMo2)($keuR=%F=RokmygPP5=}fPG0%OpkpP
zASs%jzF7$SYb`m<d!L1m+%<@0lDl2BrUK|ZxFtWz1OpCJ$A^bRf-YLcwLWCo$LPvS
zF6_P}^m8;s!69i?zaI0!X?E5)nUhDU0EZVfwSTvY&^Phf*9f0JwJq)~70I<Husv2i
z>2qF;mpYt0iysS(2Irq+I%~nf?T~VCMu_-shJQrW407r~AEGD1#A*A;oKzBrQ^_n#
zZt>-9|1xvUZTc95<{|P4$#N3)|7*uoF-SVC_8c{tD<+eC9@YZ*vf~-#B0#y`wC-6c
z-2IBw07*{rH_%>F2{btUs#I6VJso3Pfv!#pe;rJxt1v|cdI)Jz@htHLw`v7bEYeSd
zT9ws7Nl&`h*G}b7S@H_j44kgm;%DKM^t^)A<U4aizgB)v$U&-b7G#}nnxapQOFoC^
z3P*9C8q?4~$ISxzf3A3TXAqv<q;z(dq&;|*frP$(hO?WSB!C60;Oz^{h4t;8K|wo@
z?JNnYZ*C=UJ+`=d4b~54GNW%`0IyQ6TN!GQi_pFRSe`ojYJ6*Bh$X5&iAN10K)7tC
z2IzzCgr5#9Ak+ej97~;tfk7tdPN#vGfiEDHA`tHmK@BDjs&Od@I0P_a=euo(|7Gt4
z8{yN9&;kO&!`%Tjh@2oUU=mf0&$&4#`)hil0|(tIOh;!#+eh*nDAAg81zTw=wrGpU
z4E3at9^qHXyc(Bh2MkvAKm5-xF1kTW$IR~O8!zA`js-bC2)wc2C0b`FNim`5axHK{
zeL&N`T{P+^dOVQu;tdGQ`kuDYJ!|Fq0cI>nJ84d$zajw%(dG-!E2Ev!4HG>*gAd{~
zTI%!A!pv5{(hL!tFCBmpdHV`9-p0>ufTr0fVE4|WTKxXqnnm^m@}deB78a`L1VS3?
zX@})&S)SE=f{>_58NR7_Eh?O*3U%UJ#|R0Ez5AP4RZoQqe`@kGXtjuQKc+alfh^!N
z=ev5>Us7rCHIuLzsEcdWEn#MejRy-&O;a9n^74u!45va(O^_bSB+&Ze0$xm@#{K%`
z%XbeRJz`Z2tO4N6nEJvyNBiPO^vYT|Bjfhfm84@2-kl}|phi_RnCVU&6@Tr%nb?Xa
ziqX4W54B!9U7WpZQwULcy7m3_JK#n{LPm}Nu>XBsU0o1xWuNZPJsse^D%cjCBz$4`
z?UN{Qx22rqD-~jSd3oXSx>uV|mAwSL#}v<>%ebEI(h#tk%gnTY{hDXDKlMe_gM`yQ
z2mhfW=+HUsfQqazo5*W=DJq)J1hA>32MI`Z+xdtA*s$urKAQ44i4=J83w?!<F}h#9
zeyt3v{`~B5zaEOe05KIx2b+jq>TCGcL+2N5q1gD^YOkh73f0)QW^2A=WMt%6T%GRa
zSN8VzD-Dgwri<k6_`?$6<L8yP|8k0xuZBW%Y{sZ4DrSbfXR?|u7r!Y4UH5XTs<hyn
z@(Yl6XArPiMjjs8vLs6VcCn?#5>J%4U)Y`yxl&V8=ik_9u#banJho6m0$K~IE=i=W
zxEyz7T+_|?b#>EdBU0IlNbr3HeBpC%o=2hmM4;Z#LX#w&Fx5Dq-6}jLhWe+CP2}P`
z%-dY&N{bn#Vz$eS^*_XK<V}wWKVqzvBnGPjn&{C4ERKy6N~W5a(1e8nt*@YW>Zb$_
zED#?#D^r30x?#)#kAVxI(`ZNsdzZ7ASYR!$@%`nMm8i-mFPeEe8=5&IAL6r>Px-r|
z6R^IT5)v1GKTH5}41XvwPoxHO`BZs1GYu^*mX?;5!=C^ArV;W?`vPjik2>!@-RF-^
z-_iT`EuZOZ2JaJ9OHb;`{}#aY>Irojfka&g-lt*ea|49(D~n@1OXDwt1Z$J^E_Mxl
zg0MnXgg9|a_b^?BklPGp5f*t<EE&yD0TSIu-U&<xHZ}qQqRBW;n9f}>2RL)gn=$Al
zJa(#W{UDf*gLxo*4?qbW05>^19}v39^T;LYh1RBO98N~}R?<7N^JJnK7Dm%ZbS6_R
z)?xge&s)gS*npM%@+3yfv&J>Y{iu%(VbAy0^PI6io~_t(4)Wd<fcI+iy5i%j@pnpb
zo4Z?r?bj3BG8nC8WL>sU;C;Ez_e3rXH8k!K60g#oB@b!!6B3$ST6=MA?$Q30F%QVI
zGtyN1-3>}J)*`zAvNAQyZR3GmjF~j0*Jd~Sja=&)m$)u3SP<Yno9(_j!aLiw%&6J*
zlknTayk%7ntf?M!3m8EJ`5D5h9!Qa7UcwtbQp(9l7Q_3(lRr6HHYs4G?DJQ)A>j!1
ztWx3d3TxqIS~>82g$`wph=4(Q4`sOedV}vyc4-8N{+jPn8EJ8WvrY=Ug{JXx?}rmJ
z`5Z9D_58S63LqIJ#Xz}FR)icUu-od_sB?H^LEW{7eU%f|3fST(aR$0bFONiu*mvvS
z9_vy!6#hzcBzSz3dl6Ilr-<&2I1IS7WS)HpSq05&mr$D4E%)*m+I`V^b1v~xEZp~J
zYffN=2DM;syio@2uZ{-zdIA4fbV-=1g_Y3awqMiPnok-4>w&ljH{1b{WN%pu>bNg&
zsA8)qC3!U))f!bJ=tqDqz9YSv`Pjd|)zVcB>95Mhl4t7W!|j(O>U@ncgxDmsMShYe
z(B=1EOizpJ4Z7eH9q;vgD2F{fp4C@r$hY*f{uCOZ?%`hFgS-~RCS12;LG@RmQRmQH
zQM;c$c6gNaibZdfjV(mpuB+<N%n39_JAKgp)XT<d%Yu3yi;OsgvXXjLh}aV1vCZbP
zd(~G~obqk^F_s{r2|4aH!o~o=0^DBnpU7=*zrDre7Xg<0^xCjW@4(Sf&ebbayu+^~
zxn%}g8qyL#skI&dv~PP+TFS(Jx#^Jhx7@5u{-s1++QTOGL8M|gQTB0|nzS_gvfgtT
zvGR9Qt9Jo)YSbKV#!iqxzIwBjzWVu`9#XwBOl0(`6yMSqHPpT_ES{yyj2auQgXRCL
z^NZJg<iJCVl4iq722ilK?V8JZ)taxuCt*;I$$|w;y&+&Idm=;;P@Y8ilt4u)BWvK_
zzhDyo%FUs*pBzDv??}wPtbj5)!~GYDuqWYO%BkTg*)QjCb_Ce^*G>}-U(_uhJTFB+
z6}64<#Umb3p+iqlNu`YpRo;!(sL4DWDw{KXzrXv`2t7DFSEx=>(3$kak?fa*N%y5G
zMSblWwkmm8^s+q7vJ&eQTAze}Sbz$%lQ3MXP%0*wZ9gWwC+@PT!|5nS{z|lq=BCZy
zO(=$qon0_RIsi!2Kuw}$`K~7xig9rWlp&i3LwqkTp@yL|fSvC12F8(IIC*wKnaH|D
zccj($UK9{{6}<#}0jB}j2sRG-)cByChqS5C^P@BRzed$}bd+^-7>cf(FWa;*=bj*O
zW6S(`391a~^BWi{Vrq*vpmb%Syq5!Vbkubzi<&1W=#ay|C@c>RC}rl~LkYYezJgUN
zvC+dMjw?gi(%3J_Dz%+r@v|vTNnSyd65ZpAxJTou-+8(t*f5Z;h(Vc&p1^roq{ANt
zPVoOvZ)X`+RoC@<5N`p45Cs(hX(bf}Bm@McOHxV@K{};dMWjm_L?t&ZwUGt|C8V28
zOLupivG9KG=XuY2uJ=0U%i$|~?Y&~IIp-MT|NjkU2$s}Ma#&;<BI__O>6|=5%^Ghi
zpL2BXXJ?uot^eA>L4z)kV(+}$^-=c6;(2qV2Dyojo%WCnJ$yT9(z1<CcFjA>g<XK(
zcadm#DvP;=J`<${!k(ll%BP{Rv}NlA2@dyRvwOy#F!Eu0O@|<d#6?;h`btwzX$ICs
zB$<VX1IY{Q9TE->H|by3o~P306f62#hzk~rfqa7|QaRZv{coq-CM>@vcE6sDbKat2
zG_{{>@GIn3FJ_c~bjF`4!@$@iN8^0kJ0vMLOHPbB6FqwO=-qRlDMK40Bg~0ZLq)l}
zD<j^+>gY(I+@*}i;|16Sgv}<161Z+FvVJN}RRztSw4(DXv%WZpcm4F|k7y<@Sv0dK
zN-NR4cBKR5#m3Bd+EFn6W&}!C$M@`N#L5jSu$5Ay$3D~<XJpD63d)xp2OM>@gRdga
zleLLqBt@FcRL(*~Ba{20jNzs5rk=yM`F0+8$uG#HP2_y{1ak}LLiX+F=sH-dHDMD^
z$5Jo;?M-<^r|)su8OKcG25p@3E<-ALH(K96Rs3b%+dBJ_t%uYg5Lp{^5}6nzZtq9{
zX{OP+fH;Cr^Rt2d5>Q*um`tu+5%b_vP`p(}7@lE3c+{G`AK*tMM|<Y8{$&-^qvX+$
z>D6r;s1UQyE-c^ra9G|oO{62wDb@ev^_Lw-iBBL|+;c=N?~Fv;oyYlOTymhe>n@|(
zGE(2yV$-s+)It0VagRV=9x6dedlVAOP#rS?g=2Dm{WA;6l!azyC6dpEq$(0zN9<lA
zPjZeTm6WM@=pz~*i_*-8HFChF6g1o`TUJUzx}FXnUOw6OcrH#X%R&9bwSum%Rp}8!
zC~bQ{J?)<X#}zl3Ub42hcfNaWbwwSg%m1ag7pO@mP!Ip|N!4a~cPdEF`ccsYshZSN
z;}no7q}S63kVUGb<9Cs>J(}$HU{%>H_^7PhEA_}a1*+wg);z@O=g)0K`sh;4_7~M)
zMOk29yu8r)jM+xmhex@$t5Ia6XY!!T(KetlvF-6QDxocGy5#T5<@A?16_p=PU-=g5
z^?XN=F>k4CjQ?B7FZRsv@-U_bwj71fpCYeNW2moe91H@=KQ<N;!%9kDYCI5@z!A_Y
zRifN^@!mN`Yo(PWrJyS6J`Q~A0OD>y_Oab{UoP;@1UhlPIs9^c*Nnl3pEOcM`o-fC
z{mZKL!v`HzXNtQnSoKF}W}GR}6}!xW)!bls-Y?u=>}UPx%&4k3u3cLxEhyiM)vw=7
z51)3IeEjj)$%HEH&q&t;weLI1$5JQ<ms8Uhf@mWJ#$MrKp37#_EwYAOHpW#xPEg@n
zR~B9EjBx3CP1jErxI}G8IG^)Ehv!nEIiknHup}HCWSVFT%~#hw*GowfLGl&g<p5c<
z{ngv~j*c>hMOxgIQLqe!-@WfLX|Zel+r7U$SAlb%|Jc-ze{;LWW}w=KH24wbq=wzB
zt0eZywOp@w?_eeTNW+%!GvWhgV)6saP}E-$`%tkmar#=QSgBE<CZJI%&3RR4yWOP3
zQ6_-jO6>TBq1fj?liZ7yF8KzNAHjEV#WUQ$@s1AQ7x|#g29&w|{1hzJaCy$=^5>-e
zs@Oce`*X*!XzBN4*<_X)SyQCjTU>MbKd17cInlg7-$*mav81fwK^nau8=}DuQ5~He
zW7w8mN@H*pmwPCa<goQiaI$RkYF99kY<jjGD!FyE<GEh<z39>tBXsW53ea&ch3J0U
zE-9u21&w!l7ss}H$>+zyrUPiC4!$T;sa~bFiA}Jv6@tiKcu#UZ#>Th6BTPa1%ak8<
zRac2I>h!2e5FbXEoM}U!sKX2&2RXTW<Vf$^4Ea`c$w-_W_pQ=xANjo%oJR=)hF?ss
zJ&g`y)ye74?CJdbsMYp-ZKhHx;t5){p!r*+CtSw?iRCX?CFXjs_YP(p;^;EJ#A{qk
z#QrNqWv$T?(>;xmmo&1k^$>rDtP`QM;)rYduU<+j_BW-th#+cE&@c(2vTt)V{bzgV
zyD(SFw|?43Y?R15dd5Q*!4_W1JTGv(o*WmQxD@je*Z-X+BWK`XoM3igsRa799sZ_;
zWxikI<e{KLMytgB>yfWPGfpbClegFnm9B2~;L2RE`|edr{Ms_-mr}EM?e!;7(f$-0
z?jZ9@N99C7-pWQ%FM8%IlB@vO5u)C&gB+{0E4Rn3EZh2Ea-RAI7UY;EXT!@8nKe|S
zXkWK3{_#>_WW37AoJaiFuiC3U$Op9D5~}E%=EnQZz@?Nui0Qtu=O8Ss)_xU9mw{Fn
zQRN4{-+!BVd<@H(jSunk_tIJ|+aA7i?NyU@?Nyrca&5eOxR7}fmf&k==TH!K8%oZ~
z5Q|)@Ps#DJ{W7EDq>_Dpk(dUO^dv(k!<&sQ2!{8fP_3@3Flvuqkf#%V{?y6O*Ry4y
zf{&<+)0Wx=PsWp-9Vc?G99&!qhsT)6ti9PWpLJbrJ+{)h2c}~Lmk-JH-p^3|r+eOa
zM)`(7f<@S41vbsC%j(+K7oTYhR|H2wQg+uWrXtb96H(w7(mq}KF!6QRE(zD;`Q6*p
zY^@moj=3Zc#sRvMi;=z};Cdf^d0+s2=bEECM`um+XYM<MLmO;4sL11^?(O9tBrg37
ze?BWACx=+~G%*Qn#THwhkl0dLzi6E^T+46U>9W=MKvDT=cGy?>gZa8<<fV#K(9n<q
zR|gtRLA*c<N;&)=o(C;AKXq<0OnrVo+|60Ewlsckb2s+)@4Dt@fp)<tdn~ZJr+aVj
zgS|WY&U1ap%4H8MgDpsfdJu%hycGe-i>FVYRuCZhJUnIUW}~NlZ;YGQGj&Gx*F(k%
z56~EZjwIRCGwQ(n$q<Wx{Wp4w>iz=5CJKi^YQhH_ApoHh^FDu-<~@UKSXP$Ec3MB+
zMi16M9*6%9791`F_dz?@&7{D6fN{;1UsCHmUw)fjlPQCT*{1+b`jh`K<QhSVlOZ5a
zPR=Nhu%ySW)q(9g_LgiS)-)${wlhr{#M_gB+`~j5Q+ERYk>+4pYN{Ap$;3rO-cKhW
zFx<5kMr#Q9sqkhn@$7042AqwAEu*5MIxTYt0qg@^9>Nye{2A<V%my`4id@>xGFg4Z
zQ7^HWnVAj#TXINqa2cSXhzh@CE+dn`CCJb3>@5}+vqB<a376MLqKu3^kFcjL$BcA^
zwS0?7dmbIPkhhC~_}Z6Zm57WMBnOYyzkMeU{!z0XDMrN#j)-BWX$tjX3+>F7J77w<
ze9NpcLnX5on28r&A}WmVhzLo*v~4W(D{-0ieM0*N21Y<42k!D8NkD(4TN%&>GTrt!
zW@#Z>SMl%<3L<rIaOf|}wD8#l_=n0}&g*g;=GVcNU}Jxx35bf-FboHWp)$VQ`uciZ
zQ<L<EpEI~uiHSe&JsU0mq*LV{787#|7?DJTgoIb`=y?s0QZFI8{r}=F)V8-r+hmCc
zUQ5X#kA3Iu&BS=Em*C>Xi^}TOW}cPNMq#=C*b0?LSUg*5{`XuAJ^?{wbaeEdWNmvf
zi3Y1qrIy>f;jhJgRK0JXU$xu>ROE1l=3(#>)=3(MmMQ-K%1ube&MwdY;DJg^z*^1L
z>({UK!A-d7oWv(=VUbf>^|dF0S&ga8a~K@Aq1l?n8RpLj?=x(OjdZmqiD$Y5neF{s
z1CRp(mdxcoQm(+L#E=joJGZt=HySUPKYroq66EsA?k4j+Bq7rMH35`Bw_FhM)4cW5
z-^HE()vaIqKiUZgUy4|YZdrf$QkUxd{miqw-osyiqR75n;WC{W0;+4#6+0X->tklv
zI@(@*=5EXbyqj~}+cVz7_u1}!KS#6SP3qm8NKoz82h`GvX0)>SDBse#LLd7~a%_If
z=cO_Ph7{IxcBkEG#lohc`VS^V{r_|pu259P1Zjz9NjHU$6u&s<?F!+weCNDR&kpgA
zg2otIo3DLZk8Z18X%3^8)(1M^=KONyzQr!Qy>l0;vBYp`ofnIG5tOdU&}B8P&*#lr
z;(3}AaJUKmvE#4*u_D}P!M)5Ce_M|L^sd==s%B7(Q}}1dEZjHlX>Q%M;eyS#Tk_yx
zo%61lN~sLx73y3aUSTcb9eOL953`{DK24Oso5&>A)qpiJ7Q_9Q<vE`nnHY`~cM5(}
zPa`6lJF<M)<IOnd@(9YaJF%08OEFwxWQk6*LXs(FtxS=ScFkr>u>ZpLd01Rn^>N8B
zbxpF%6;r2Og2}8(1U&J`Xq6v$936-eP*idU;9a}1;ZMZ!t@DRXkGf%l7d}asq39MA
zd(O5kj4+n7ng8fHj3<jG%G}j$U_)e&#CabKU}u(hmyHZjCA@^HZl(au4DM!!G<&+e
zW5C%novE@)&9yU4h8v3}cmq=pJ2z|XgmeUiD;9MzZr^bX)aS4z8z8>*26daQenk_M
zRFbMv-O8qR67(Fj*iPZGeH}gJv{W)Zf!G2*&=NPq@i|x=Rug$01P0Y6Ki9L}0A`E>
zW{Lc9uZJNsg^<z)LrV(n{9#?JEs}PQW^=cZI(}0Y-hUw~0PFRM<e)iEx8}9T(*Du@
zGGDrKaz(WfBdD)2yxIF=U-0{6K)*JNa_;TnolA2ov(bwGiZL4~CLqD4+k10~#mgB}
zgC_Zg(|ruu{*+Hyjfsl0=jJcY4PBdJG?dhk^M%l+-ieln3kz9~JZtz)4tV3rPtVjR
z?l%16g>KrsY`nC1_x>VsnXup7aVazVotBP#T$k=F?0N{$LyU=RXY1WPr)Fg1#l^e$
zZdC|Hrcn?P7R%Yx<yote{WO4e8IM{nby<f%_pDM4kshxldyfCn2cG+i5a~JL9wCwV
zX&H5x@U_jz({+V7{@j?Pq}dOlIt+qlsHST+o2y%L2ZNW8?Z|EEbDxLp^A-g>cs%R>
zn$at;w0C?GrLZirI{eWX5m!7PFSBAuU^uy^*?qiCw7>Z_!8wI>?CA(qN&D5~DQd=+
z_PG1OLCM^S9#kyZ(g&{D&1r6?1PHHZTp#4)^lV)^ZgTx2ch*tF9qo>*y_b*;SG%>g
zzVOKHO#k0D$amicD;`+?%ndL<ghD0`-!eo=SR&^!RlU5>#5p^+UXjL_;Z!2|9H~cD
z+q%QeZ9s$Vny#fcu1|A0%|j|u;~kQ=<ls*&=&rMtL_T-(=1s6lVpP%QqFBW*^6~r5
zSNOVZJ}sqHb03M#PIW0WRn&nK$VX0K^tTfC-BZZDFsD7`(=T+J{T8y_NN|20eyAj9
z{`ez1B?ay3(A?BG11=Jxe5-zi10f1J!u;pkJ>RIZxNy}T2&XtYn^Kswq)`qchzxPQ
z^BhuZvf$yVp~+l8u;Gzkz;yTLLMfLlI+(NAuGM(8Ar~RP+&HJ<v^AYQx6a8}D-FKB
zO#g`vIK+$Sy~Mp#uirx8PWbTCqmQM`MmojRvsml9x*!2)D*nZ}z_g$P-90sV=;LoW
zlkCqN_GdiUl>GQ{Z~w;X_LP~@JCF|Korb*v^6Q2eH`=*a&#Tz?#4Ys*D|(k&-tSip
zqXb3-@`7a+s4VP4c~2v<7?}6oz{V2Ok0!<*4Ao{);Vfc^l+t+;1@}BF(WV44kBaI_
z%xPPMQE~Ef=5W~g6MPjNqzj}xi{B}C-=||u^C~5=34bGCv11gd582>dw9Z#u)YoSn
z<{eDPW4dx%7Yp`<=mK*Y@ovU=+E>jTaWk0?PAY-O<fvZ6EPu+4U%$tIwyWu~@dM<v
z^!4=tj$|&4;fj4#Y-lY;1VWCz*+8~SN`^<bUiKK^rS7;v)m3I^@XQPwiFAEa6VNd*
zk?5iM+!%a&ut_|!OpF?S*|QV@`QhY?8SnO78vM!5N098<78J@*Tt?muSV)oQn_`}n
z8%A7r10K=LX9o-GxBPb<GJicSf)WrpRR)d6vxhkkI6p9-3<+Qk{W*l3xEd-P>FIVT
z{CVH?4F(F$W!C+(lNExU$}ic^xP5Ba?s-o#G4=l94u(ex_$E)jtxY!lIn-f!fq9tH
zV(wXFf|`j&iS1iEUw7weFh~^7-<?QQZ_;0D@}DSBnVs9_xX=4UpmOgDL|s(89*bBA
z<V%mnXJ>O^E_Vt??5>p=N^p}AeTL@__Y!N!+gm(q;!=@WnD^{OLC1$r<;bs4s|ESL
zAG`CRTf(^mfloyeQMSk|c3~=!ab$&c=i*MX=n-jrHn%lJMW(5VfuTjZ%}!6+bkp90
zU2wlBFlCT4ipk@h3sKs8hiDe0lzo;TN5<a6MaCq!AR&gr^q`NqFGe?f0`*CBE_b3c
zB#xv^?0x-gpC6gBU<&+IUM@ZSxw#r*T~XG!BQVs3ddln8auOwig|Y!Q<|qN=8ElVB
z=qhb8w6vF@d#Lx%H5nMn`6f?Bb{&3HVoK+!%jYXr&Iq(0WY}>omDbb$bl#UB^z#E@
z<&ny-3LY)v&p1v7rM~m=Whi^rj#+)tA+c81{b;pz+m1TYK$3oKt4AfDxmeVGGLo{(
z7Sq)(;?cWfaTIoi7!~$uI}k6N^26cGLJ1Z!_BQ5wgOOKafQ!;+rYS*3gC19kiT++S
zCOm%@Z$516GvsL>Ew!=R;l`R5_^D*jh;BA!n8aFWA2&dTz1DX1J(Ny;=jU>-3$V;g
z5fM*_h_}8y3F4TU{oNc;#pdRipPkx>I6MKzVD6PPZd-}-`yX#^6E$G+t0WZL*x3tm
zEQb@y6|L`$=w*tHe{1kRxB0$>vYR7WE!<{nr2=Ghj$iL4X(6esJTG7X&kmJwcf$)-
zWG*T(ibXR3Ii#*XXDdQj>-n-666Rb6y0?^lBQ#CW7gpDmhe&QqQEVCC8`+u}XH4+m
zajM6;|3W7I{Sw0+66D<&92!DKYmxcyhh@5^Txni+B`x_vpzxn*Kh-cW<ir&9v}5?x
ztz6!|{`GYmHMg}ks$5IQPaC`Q$33En=_jbO$lEp(63AR+j`<;>dk>prdOn*rTJi<#
z3)Dj+nVB7?(o=_0k$mA}Gz4@_o;O(@cC6nN8yrx#96C`Yfu<F~XJx>5m|`|dunK0e
zVm}uXAhm}MijsUs7c|RoWYR?@?$bE_7inMXi?VcN+N$1C9WO&$I$!1k;S2ISyL!;^
zynspI>*Lx}e^s$-U~)P&mn@FsL%M^wY|U#juU*Z2q^_Pd9KpzW!DjxM)tN+>=g!`Z
zGYKCIM9s+Xw>E7}Vr+Xb7RW2q2DRHi7o~krkzDXGZ6ZQ7eS_R6fwrZyEXi}CF%#T8
z@{;=o?l!57MZH9#8$r@DOg}f5n0{`YjkrNI&Ffk^Z*GW8i!&W5=U`gYbHIpQB62If
zeKDHg(>j#8iMlltBAH)uFR4kZK7MpKQa(5op2VG}6D>1Co+>t>;Y;BBo)`IozEV5p
zG|R-3Zx9r^?|B_hFK9TYr@ZWiL#1o6fJo)Y7kL{$=4%%Q@2BW|jpw}~93(%(bTpi^
zj#@&2zRj8<)8yN)n7fnU{)~Wtpeck}WFkWCX(+@C++~ZJmKF4Xih6~3tlg*}RN@Ej
z46B7a9(4{D?(4o_^O#3#n*$X{c2%;K*);ska@Wxqhm%5bz<jq#Ie)ZPOdm)YAGn|g
zL3Y0OgWM9u9T@f0SrRn)$;13WLn9b)uX+8KP5UFVhP<DY%m8v++vt>UN>58*isLd5
z1F^EE&4r0J1P63625-||Haqaujc9xS`#P4)>+5c1Y$8)x7-sTqQm)3IxM|A^pNCYc
z1Zey7nLCL$7_yVz<5(M!;mA>W#{i-yb2BN(d1HnepymaGF3T0~hN>W#Mx5na9|2hL
zteBmJC46*L_twpuqv65~p|P<{fG>OTp=C?KvbW3G!6H3=Wnr0VpkT7SvkN5$UWn%8
z@(eMgs-lxE8TANbGbg^Rw={@UtNKNf^!2J%2)Oq!Dw{ol!XyV5qx`W{RaG13x-%yc
z9k0&x)D!~=qg;53bQF5-N=izKqKZnlo?$nH+(q{;0kFs3o{O1yj@7<+ap{8_xRzyQ
zn~S(}W%Puz7e_~kty4-*uZF9Xt$|K!cI~^j8zh&tkBcG6wO0IWX!2LhW0TX4;&l-l
z46!_(JUl#1ugNGWhm9Uof*PQB?h259f<+%ax|Np4^Ws-DbucLPAI_^~YtSDZ9dWqs
zSoQy(gL4()27n%*mPOtXL@Z*8r9pc+KsL7ek2u2krTyYSN+lsB{}cPA!Sw5L_f!Z$
zt<O`2HCe}7uKnt7s@}x(v_I%3d0YK1Gk1;9(9qD`xFPg`4CY;VV5UyOzH5AJ?DL+G
zo~E+cmHc2MBS3Hr0BNYwgzvy-><Mj$-@Nw}2=z03DgFt{X*tRu9X_e`JNo9`*#3u*
zQVsuI0f+3Ft<JnxfBH0M81Ml9<^yE^j1R+d{ynVcp+y!{<bLS9$-RJ!fa{OMJ=!Sv
z>~B^a9vsm9S9yMyyW^YJ=(bC}X91wseRQ9+x}v_mJ_Jyzs~a221{{sJnD69$AdQ&Y
z{Be3C`pu<nvR=Ol)R%KJfn<cXYFH=uJcqe1$xZ3Hf8+C_1xb6~y60k@u=6S|z4h`!
z&EMTCNj&B4{XeT9uxJ*)_<M83MMg3J4SsxnJ~L;ijeLk%H*N=j0PbX8)GaM7i`Z=e
zh*w1@vJ8CS%y}<Xu5NNJytq3XKOTrxc>Y_Gk0RIof5QO$bTc-mXs4~!L{En|5c;b%
zT}}(qr&v|{2c*|Vz8Mr@C(3xtmanT8<6870cY%FZC!sv2(t<;vN6mu&dGf^4AWczG
zOxQ<tW(&3_|3Tb4_%{$}p-ok``nD?nlSmeIn&&@*vUNNl6V`;-V2<CI`lcl~OC>l>
zT?I%0;in!kENj~S(=vE>;^G9JCW*Z|0*Bf}EXfu1*_%+psc((rm|RzJL9BRp5|U?n
z9riv+@EAH42F&)SXd8~**!tWSBwOtmC$3!Q!+Uj<Z+Mun?q%zPwCmN7nJAh$z!qiv
zLNs4Z&NeK8zlkn0C#QWCbN0veieS=TzgB1chSuulY$IwhSS`a&v@S@f!WMx}sdzS&
zO~_`LVx;&j7z|9izzkF_BKWN6S~Z&*r!h$QxC(H4!tO`AhH|Py*h1@P0Ptaxj2>#b
zg8z%>m27*N>@+G}rM;3caw&Y$7<aB$9BjV3v`LeL#1G6mJ>J_D3ji1pFXYq|pw!iZ
zuJ7HyapC+P4I(r<q@Z<amkFqJ#WL2R1mxc?I3850&Lnx9-ec3H&cQ8cP_oqKQN%1A
zs+|rY_{8H(g}<8;u{PWIV67(X10;iUdOklQyK93$4CEFtvi!V4bCFwK$S)@2AaH#Y
zL7vsz=&#RjCjK@Mbh7cjAuk8lLdN<e7z{8o_mNB~|G~=l)Tocw6H?!}`ane}C({m+
z?h!|SHT#0Pke;URr?EjNv0>j<0#3@>)HjNZnBwvb3k7jhRg@M#gBXwdW9mvhwI@+C
zZ=`uWv6?GbId}DdMIS({o&4Lg{c*gUkMn$e=m0u6t&Gm=FGSX<{xN}_xaQr`yiAbX
zvdAm<=v>x5wvntRR4b;JokJou*#CWjw`jVHfx{Dr`8Q2SB&$c}E&A>z?rjLj87_Rn
zG2+tPCTpnjz%U3hEM`(Qy9j@@usPg$Y9r%H7Lo9l=wyR}?UaJI*%ONH+Zv^;;c)4u
zyo?RuDn{4RJ*Ip`+RwF!t73SSFU8~Q;Jweq=Vyt(X|}gGlk}cM@O0&(<HmqlN@7Jn
z`0DbZAhfVph~CPuwxPs%Izl-kb@-TNh(4m*&g~$iauU4s%J12Ybt-&K^>W9gYYlFT
znUDa#!aQ%WlK9m)IKXyORPy(Q(v=!hn8g#hJ4(vS?#nh;9rPsLn>_gJ>(CPTdty^s
zylvOi5WeF(9%S>M1Vp`y+weadw&}8FAmaS0)_YG=n{M$*WGpjM`A5GXO<(pUer2;f
zA$oNrjhr^8HWJzYcpd}+yHP^Z+{J2pwCZ}bE2y0_hMEl2D(;?ZnnWBe#q;x1wXn$y
zFJq){{42>BwZWI{w#h(&%Y{uMeVc)lu}hPCzy$Lq=}q@B#LojIqFY_auK!rOQd-Xa
zh;Z`Y*^On0HtLrh5>RWq?YpKr6_P*S0PYH3Vo(-fRfXN?z{hEETcoJ#wzdibIS!DU
z8Qh=r-ZRE{Z{dahOd|+?H8dY@)?p7%7l6Qe_|()gc|sMN$=T?kOij-nrxIyNgFvL3
zF6^jV7A5OY(S0LWuybNpM=?3ERMqvt&}5FJ+vM8w-!lq)4=p?LPIm9Sys;1#uo`EY
z(~fiBW_qH!!2c=s)hrfe%rFG(6KL>5FD{j8`5}9~yGH^N&bF(jorgEx^~Bk_o`iru
z0?A=h-4m9SXP!iL<IL-jp3v}cx{q0XtnYQ6CdXF^SrR%;#n-HjsU*!F@L=~0?NuWW
z>MP!xISL_y)5aHg>MpMh=F_Mb2}-(&%T-OcQZWsQxPEZ{h}Vvd?Ak#)_pcxLg@2xF
znORxVFO(|eUhB7TGw|Hlfe1T2%;@-~A{8j~9j%|6kfnVq{X^-z$<CgJu&aW8pr4Bz
z($)VIIop&;Pha4Zq#E}*BUSann&a<aia8foGO8G-{+keTUCb)me3ctjdy#`<E-W7*
zpou@nMB_NF=sXtU!l9CJewwbeGS%TcP3Uw;$<y+&<)iPHr9YJCabc?)66*)$##Ql0
zYc%R_UQr5AB4YH()$}*DO&<!Jh&o827YEBTpy42Ox`y@vNKZ@z+&DH}bAtp5hv_pD
zw{Ht-?AKHUzeU;kLW$H(7u4h5fTD}k-olcKkQ|SICt?&ZydAt;XUUrBaFoNFljeF9
zoEO+p_J!>Z*<3bZ0BoXl#r1&kC~k@YnOX;DwPwow8lzFje%1xC^oP<GyXLC~u3cE!
z3NdV@V0n-Gh_aAk{vu3b$g|1w`t%7&Y86cwnUmu@^zOS)UHE-0q?c?VM0(_DPJC6Z
zkI?SY)bCikBdk9Moz&;Fw64RpU!#K(!f*@S*&wYvl1Gy&Hbdf>ld~lait|J~4x)vw
zZr|_E_IFp+xj{|x9F#Ya2Mkq`6IN;AJ9GI3vYaEGkg)7{8a_{fV8g1tw1e_nO7!+W
z_$!UJHaBeqC)~57f4z17gT%JJv-jwX6imCE<n;%v>WO?{pjBwm0X2!}U;Fjby@3&+
z2S80(3H!V}DGYLPMV<_HLX7wCms6uRH+MlHrjh38G*KpNv(9Lm0_93zWvCn;1~9Dj
zR6}_a^(W|4P<p<+LHa_Zf-j-RkRXSAV?|sF4H27h%=jc^Hzq2edb`XW-zP2b)h58}
zj3ZUM^@+}A^TZ<YH>NGQ!mLal!byC>kc?~Z4)TqwW@_`hw0M4x_#1TR@Z&=nTs<l<
zq)cA=l0z}A<(dH$H@i*-vapZ;TGfkDw?t{bDD`s=_4G`2(r=|!*A|<9Hl*XwKsJsV
z4S_+GM4Zx-CpV!Etf-(+eO;X4F<5T_0C%$AUk*yQGqKN$-#DN`?8d4`BcihlBi0^w
zk=3!awYRCf>P(RgXwl@4+(LGoD27~5pC}#ncIc4-1>KNNc&7uM=-*|3NgUVTNYAmW
zA0!w&Uv42^X|ncqeH!Ee@(1RhfKt*1;;R1~8<LXvCu3t6?KTxsT606tw)%zcz1tPX
zhOzP6KQ1DQY@ivfb#MM`q<^l5VXcD<H8L7c29}Tzl4jHBKo0(d+AFbcx6DZj(bS?w
zSP%RMLoYZ(CJV8Nnd+LVm+U$Ri^%>NAOJ9T**-z34q(vFg%9<uY`?@_TTBb2NV<9@
z-ISrCP-2R)mvdL(UP@KD`>Yj6z|6K^=KXn#kRUrtvluB*vs!zblk;F#=`0UOerC=v
zoyc3}Zkk-qQD|@U`hvAP^~0LOO-nwld9LQ45d&D(>42(^nyfx2A^WMXFOK_*%GM`-
zd9X)1kfx<CcY-3DVZ=SO<!X%t9?wbG3v5hW<T}UCW0ok#nUNwn-Qr#qkEDs!+e`&j
zb=qK$D)km8H(#?RrbuwBt!)*CuFdr0)cx!nnw>WMXRMf>Zw*Wpuh^_rM<2q!!RarH
zaHT%xN;$+_eIV!J^trs^zU=1X1I(ADwfV*0271R<osEBw^_5#NKY?uunV)<M%=oyv
zbdH=%bT)VMsJJpqY_m_@(ze*u&(^wc8ne*I8d0xH<+SYgn5p<<e?x})zusuzvplTU
z^`m|uoQx{hpo}hP-$)(pXf$yei^{g?czJFDU<<FUDae9-LqA#yJ_JHhj0UN2eLHY@
z0UtpR^;6&6++0q^Vrm%u*~LrjVRv=ZlWpcJ>>I3j+!TiJo*62tYcuQQ%0`iS3^D8<
z`|$^XWR#M>z@uz>lTQ(m5{jSY0Z?&7VPR?LYgpO63(U(bML!K%>1pTG0G0(c)n`Xa
zf4O^YD^ZzeEM{a9a2w(4WJCRG2*u@B<<^y^4}#UDUd|-Vv7S(IzXgzTSchnz{|E>L
zu<Lc3edsf%b&-Umd+W`a3t_NvZ-?4AZ5j&YlMgX{kMuk_!$z3E7&hV%>UAsB*t#5E
z<U&<N<{=wuEq}~_z^-`Q#~u#b9A7=uAEx+iu=YtJZSv2_#~Drh&*qLpsO?Q8`m=>)
z=9EeS+Kw4)RVq!e5F^eG3bP|lSOubbhAEfUewB#SLX;huLK&i@qjgg!OHMFD;1!~8
zY497eIf|1u7*wiiXj(5u{QI?U_ZkAK2*chw$cJPG2XoUGHH9K-R?#E@PoJH@Yn)O@
z$FR)`ATUf)mV)1S5}KnuFxo%I_Ekt$;ShST_2%+TML*XE`W})P`6{Z(XDoBlo&bGZ
zsF3W0Do)U_Y-I}L6CAlQzdez;%t-Hj%aE17K1~IOw`Z{>3PS&`d^7PJ<({sdV>g*r
zHk;Wyc^Sc<%i>H$_hV1!pNR9Y7RbSXi$##f2vIF?jR3kbK8|G59#{}~672I#gy;_9
zHSKJY9ymi&X0?GJsvZ<AQIOu$dCIN&f>kOa%6$kZYlaQJt!yE~&#+Ah#`@UY!Hk!N
zZf42~Sr|XNc?_9K0Ho1zN(}dU!ipEen^hLiNhg&k%=_a8>)+gC$U%S;gm!E!ki>V~
z#m2^_V1EJehb-n*@-Q(mb?IRdVphKT^4!pq2Hp|qzc*99f1ijp(%G%b<!($35LVaG
zqMKJDtfJc6yf9Bp^IcC^U&a+>b8{XQ_U#+fEFK~U4Z3us^6q{?XwT$zp}UY;{+mEB
zeTmzPh%ZlER8?IYPgueqLH4EUYTow*rp{$h6Eyt#WmZTz0^J2;hj8bE^<D0<bDMFr
zw6;d|^*!kayF{lKL*R(nsM&IV!8<oLSx@J<zfHb&DF6$Eyh5^c6q_91yCxn_SVK7U
zYVp7YUU{v-^!%xsZKzA8_q+WFqR2dQ$Cwv)=k7yO(C)pdm8~sRX{FHvYa$;fAyZ(p
z*!`>7#m~VeFfE-Dora!yHdg_17ytmlr_QtV-L22}HfHCRq4N43l4F^vT2}Mf#f{MA
zbrP7BQ3%XZ;BZ3;>5%X%ma}P`88P<aSw8?>iKs>ta1NYSYH+)S2$EmMAeB}j!h79Z
z8-Bq^yGaNQC!uH><#9N#6BZKkNeqkd`u#Q#zn^@AEPTUhqb2k71_wyk;bud3*Y&Or
z(zfdX$(_xd=iYC<b4GN-e_BnHj+?*M84vUQbV6A5X-++XiQ`eXKz#~1A)n@x5+{UQ
z(CWgk9`cX$Kx}k%b?v&Iz^t0}Wv|i*zhf%^ULpWb(?cK5NvFY5yUgyo{J)THvbNyl
zf1D%JQMmvudD$v96oDLh87v@Ip<$ww_@e<bnag|7Y)JwdKt!}aTaGZKOJTawi+<n#
z=$p}fwI0<@G!t;10^kZ##{k@Dgv1RCb8d^Xnu<!pgYChjIm9PabfII^KwrPGsl<Hw
zWTu&<s5K&&VG=+X-hUiqMgG+j(EsKql?~X{8bNlfoM>@n8*-Q#HvAW-^K2%ioWRdv
z0PQBi`z3)P-vE#hr1gUP-YjE(xl=)-^Z@jYFd1&)Kiud%vGxPDm`M|D_ITtYWHy{8
zBh*lKe4cw(S|6Ski^b76-XA%RM9?G9A1LQK3IE-urlxcczIkm8jf{hf<twAdNOPXQ
zWLtRWS&Yf9a~W>Tv<CsNH1EhoRyL59iK!9M;z&0c;O6J&uQV>flNZcl^Fssul?N0q
z*AXz`^Mjq$AV~jq&(RnoH{<txu+L?&d9&UJTJm*(1{x&UdBBNKL}}Uh8W?n3?rPQX
zIJ7(52KA1(sHoR(NGNCPM1B0Y45Qp0>7hv)p-2@wH*_5yumT1=RP(4-!+AVi@ZKRf
z(YIeNgy>!y0eFRpasL8GFSXT_);oJ#VzpmEoozoP_t(LckrCq`;(uv~-1`DKgJs1g
zX^Q<RiG$#DK_x}SuI<hF-lp+7e*;i!bYU8jQ&Q3!u3qb5j26DEowoDq-g1d=>Nv<;
z+(;hAJ(QCRnv>W2bz9GKxuKyUGNOq<*WGYKT%_Qtp_w&7^hM(4Ge)NvTIhjp$|;@5
zhyQ~1^%OL+^pC|{@6-s}`VCWg1T-xHaOfqNJXGEZ0&5VuuSO}nV8odwytn=9-jP^5
zZft)$;|i=iitBf%Skd-azD1$wpl{6JcIY@-0E1a`XkcaJl|j+?W8pV=qhP{IucSSN
zw=X7mi`R3p$?&5a!|~y=NB71@oHOS`5QkKhq-{uAkEj}Sshl`iZ&iC^wUXaY*;k7H
z6_inP7a((50H~K>AD=H-TBUDp9U;w)cVVTW2gmr_xDkFSm+p;DC}4u+S%me9*P9m1
zP5=tuSnxJYzQ^%VU=Q3v`DRVIfhg#YDg6i==^Dz(yO!U?_8w`oX>j#MOPwRzT8wev
zdND$HR~(^i7tAZe@tKMtrWHdS(OnpsSapMPa%7~e_{!9&>1BlIIpV%An__*VWegh4
zL?$QGU8cB0DvD~8@osforC!7><+vwn>?L55mzNh_@}Z_)Vx!vvZ{eyPw>2B8VC*!P
z>x)Dl%A{Ajzie~X-zoC}8cNAHb>JL^8#}3$AojwF)pck)jWF>|o@_yt03)jpn}3~q
z7{o!vME0rO@bm|tP<g*Xs<vX|5vgQTp~)J7s6|2=g)8x%47$oa_4K@^JuF2bTYvF%
zwoS7$Fo<zt=W3U!K6M=X3+Z%y%Z^V02>Ae<x4gH4!yb4g3%9v_@CaTRX<^~lHh7_l
zr<<4S=cNYJEDKrU!7h}+&aKhhX7ik%d)47|UXWiBrFa&0Zuy!YEd#?3=ueu`@r^|j
z4Xzwx{9oB6lfWY?C^bTR8tcY4!SXzf&}^i9LxI5;&1o9>zST(n?74F)ytG~YNRz9b
z9mk)?ha<<xf|<n@OL_nkc5_cBn8uvkn4-a6SxpRmNX-tBraopvrQLISrs)nE8XEqs
zvI`D{w%-KBr-i`{1dO{Nuk3vgpPule{-f>Ef192Ed<5ELAgcg$m-;_U;Q!-C#3eyT
zCn_ph593?C%Az5RetdG0eto(%t<sAqDhcT){{)s~yxExpxTi>JbaH1Cn&&`^awd2M
z(B&)N&Z&|G5(yJP&I|;oBuGECUvb>>V&Hm&mN@w^yRL3+r6S*Ua&m<vz(D4(8Wln`
zgviVS-PuLW@u}JHk?WP<L;4&wK++yj8J4_cw4?X>$^tPP{0Cw2BB&g<<2Kxtl&GhQ
z&DGDIJ?n}h8b{<SULp3Q&^R^>8siEB(}x`!8=J%Zz!6dTL6?+-y^F$H1d!emu78}b
zTXX92>OS=AroVYp0(!)EO+WG{ZGe|S&JE53_n%H(#6rmZCyF~!SO49~1G&vecc{PF
k<p1hr_5bT5d1S|gt=Q3`dwTYrSnwzLNKQ0ISoih+0%jqXS^xk5

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/common_starling_synthesised.csv b/modelling/data/abingdon-all/resident/common_starling_synthesised.csv
new file mode 100644
index 0000000..1f3c492
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/common_starling_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,135,1.105133,141.66857488647972
+2,101,1.146743,147.0026201109246
+3,109,0.9869733,126.52151448016305
+4,106,0.8570461999999999,109.86597429076217
+5,127,0.8147527,104.44431022683384
+6,99,0.7997292,102.51842634244433
+7,78,0.5250893,67.31194600029066
+8,79,0.4518889,57.9282823606018
+9,87,0.5404923,69.28647853074307
+10,98,0.5899449,75.625877830584
+11,99,0.6196821,79.43793189567322
+12,121,0.7954699,101.972420602851
diff --git a/modelling/data/abingdon-all/resident/common_starling_synthesised.png b/modelling/data/abingdon-all/resident/common_starling_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..5038bbb310b0bfb3b4fcbe0ca8c9ac867675ab07
GIT binary patch
literal 78015
zcmdSBWmr_-`#uT?C?yIirE~~L4GPkd(lK-n%Frbs&5%0C2PB3L2?1$G=?+n0NNH)1
zl5UV0;w=3BKHuN}yf|;pb>5tPU80xly=Skz)_R`%x$pa#2yM-$6r}W|czAdeD#{8_
zJUk*LJUoJ}YsBDxo)`5vfxpCGDjL1ib+viv{mk7OPvhCk7f!A(o$Q}8ds(}C*t@z2
z^9u>`KYqY$_wwZn4{-qj=l`C;@9J(V&}Qn{2kt`hLfO~@508fG@(;dk)*uuQ9}iDO
zK~~QvV`G}gN7s<y>Q2x!x53mjq7_*|LEA3!QhtRzMQHhpC2m=oSXU&VlU7{BvbNz4
z_f`UHzMRzTe&)eUo-@?d>SA_((SEB}!`*$W*LiPQYTHeimYn#;&3})&8{Vd(!EgRO
z3O@-6sw(_@@P~)!u>O0vi;+iB{d-wl_cP0ce=mAtcKu53zt<=%y3^8f{Cg2=a(nCj
ze=oXOcb8Zx;@_(}mjwU+_fe638DdvNMMXX1*7Y9$+>W-IuJ^?Hf7N-p@l&VjxaoK%
zjO~*(lNu9dUo}gN-jpf5IxvtGGB^{ym)V1HR#5o(b!e1=ne~0>O&XeT`=JldRtNJR
zznH`OXx>2V>gt-nYj}NgqN<%OMlw|Mo%m;5QLFQ8^F5i1Q(+O;nJ6+Eer6UH{Cw3!
zIdI)Tp$=Q6>n!8(jK2VnL8+anzdYI9Xj&lx{bIe(o*tdwqGkL&*GKsR&JM@cu#p1I
zZ{90Leo6e+(P1@OYHalRIg!`)OxbyV*RFn}kK1sGq1IW<JxL$IVuLb=^$*bNuaU@K
z;Y@+8*u(V^$|UctDOn7PW5iefs4O6QZK_V#VWc>5IgkpT5P3Qqd%>ij0Kd4Ld3U)I
zgR(CRF)|-R@zPio|0xu3dm6*2PeXD`a;No5ijWntYQp_zLq{kN2raqKYJT!gujuUW
zb#@8GP;ROxu?xDPBrRu03`k0*=-Hr)dq>Z|ydqgc!^y;TEi0k<s)gna)!5MOjXl3p
z6($v!N>&`VU~!Wu`)?~g!L{veG`265&$ODnUvi(E-@HB#y}!GwgFaguDXDc|A_e2l
z4TSq*R||xE_u%Q($>rM>{nG8}uFVm7dF+UHch}udVa)+_xTDSXjq!?s9Qkna@uczx
z+c)caXRhQ<`0GU*v$7g~&pA*~(6rf_s{1|D)PNlXm-wFUbqmzGEfBM^vFYDgjbnSN
z_aUaBprFg$e!BkAm-cq&X(x9%7~(LIF=1`GLA2Uw{C%{n7~|4*k#51xI=bb(X^qRy
z&dw)K5A!bvt3xA{Y*yc+LMpn~cexPk2o8jj*igB(+S${`wg=$d7F(%?zDL=go*mCF
zOx1a;)z<s&f56^!Z%0zlO8He{VZ5>r-O0gv`C5W*E(WJ+G`laUCi3y%9*Kw;Aga@Z
zZLfoQEl`?&4B3?8**3f!RTS9lT&%KMm|KaI2NVn<UxO~r!ee7&A5IPz={_YQ-)gxC
zlsxz$|JdypAtT~Ir_`cp!e*0mrDqfe20!9SBFSe`dB0r*(x}Jp-qS^+#mX22-_BzX
zBka|MLiOgH!1}p%{kmqw+vMbAdIvrllJd9okGgC&^D|C<MG6eh5>wC@_G?r96ycJ2
zOiBMx+5AsX<eN@0L92u}oe_;^N0U6cvdI13EEySj?coe~V%L$J^r-->S#qf3IvJU6
z`xhR)!fZwuGCBIL7^GM5%K>|Z9I|{A4P(N`$6pJCE>!yNFFTy|y^|=LF`O8xafKan
zC~O&)8VMb8yzENgE=HOfP<OL)auy3b21C)7pQ|JxX77IbQRZ}~J+*lzo=a<un%Zfq
zR;Yawa?22l20M67?K2uJP^@2q<jV9R2&ZJ~JNPVM(O8JIRQ(XwD6%@#!RW6}ROG=c
zV=>lpabB_|uo<UL%iY3^E>cV8|8u(Eum8c^OHo0gaE#mUa4m7^C@?S(d$_m=A0f71
zD98#-TRmf6(5faQC6&|DOK7%0wsiZ^G4gdplD`E{@>%@4b&!g4ZP57%SNj4+$VK{D
z)bO=otQvnRMM?4*m#oG98FpA#YxT_XZKW1+yvqZ#<GhN4Sa%g7c#Nk<JCohV1-xew
zHGV<Lf=V;{&<jl@^5SGAODruwB~bfhwIFL)WbnGLBzFZ%JKxpocMGu-^hIr4slWFu
zD9Oq7<b{`>rqEdU$XX9tD?yU-uIDz|Y$6V(Jo<~~JL?jY7X&2Y1?)Q_MDz@zg~ut~
zoiNR{+s!z=@7cbyfydL{Yg1g?yyKdEZT?3apMNs?HkL-$Olb~t;!BCGfUvjk@HO}-
zFd4zu9+dy_eTK|Xe4rpYk$bFnmSOoU;T<L!UU<TbZhU_c6dP%l{N#NVBJ2E7x0idA
zis|CdIBX2nC!S9Akz`n)@upUhF7Ni|1KELt#h`pbt+ID9S%@R!;ZkGWdtvTQ4;@Fz
zskt=2Zcf(l&2S-RRVmzx==d*8mxR_v%S!slmfKr7QYH(um=gF*4G!Z8&)B>516#|#
zo}O}NaW6J8$M9}D`euT7@e6ET`x#es(@|P+4Yzab@m{=^bn24-V;PGem;Q#)PC;Lm
z?SAkWJ$(!lpNkUHVkh#Jw<*hH9-%^bR)+Df5En9)=ku3sq<1CqmN1pnI8WLf`VM8K
zFFsDV7;;yyZ)mXfcb9UE7g!p@ZGa%PCLDKEH*i{Uohyx<wc$B4D{H}v)j^K1hK7cK
zZlNezAy(7lh=2Zp5E2m;;Vwh4y^90_TWKPYEOY)xewJTQ@W<TBO2MoFNCNF!(+$Fs
zN6iQv`L};=57q4N>}YqpxVT{J=i9?=Yhg}Kr8%&cK&*&6H#AQ<4OitdJ@I1U`&;tk
z%^x{o^=DOM7Q$farPk^}=sRz89Q*jFCrbuac6@XsV%8Ek?J(O2vXw&v*e>)?D0FbD
z+F^u8e&D_0;gOH8FC75^!GX2!2G~``0cNYb`+;%I3DP4LD<HxhPQsbsh8D1~S0vPf
z2X!qiEi?R^tY^vQ^YioAvzdT>4SCJCOfnYJH8#Czbl6!lkc5W4w4@I8(hd`O4Gq>?
za9a`xhH<TBv`TaYEa>b}?^$NhxvxA(q=(LM7^d9Ie&GG<=CXtE>glvcjt3n{$N${*
zo^W33N)$G$ebM$D*PkI~RR~6(CPH-eYQgF;i19YHvtYqcyk!v8^pFwb?9DR7wodpf
zV8_g$P}KZ6Zd+@=aqv15Q`W=v2dQEnHffuS^(SI-*aeW;s(fZ|^BUyUp$~G<Xmq_r
zwUco>h_k|otx)mvo*3EHii5?e{CDk@>x0J=zED$(`j<s4{QP}C^3`b0&g=s}#vYFY
z*Z`3{cWpVd@nkX)e_9}8n8K8vI<2+7f6!sp;I%ni_j5{~QVM?GxIC}<t(j<$Yv<;;
zZ{TN_>H3E&+N;#y4IfW`f6E~3j4QY9CI`S`5I1o880ArPN?EQj39CDyue9p8e%8F*
za?#8puxREwV<YC(lgta?#x)9x-WM|a&1bmnmc!%74f*|x_%LD$=p@*+{c9KKe2>Ue
zbftnsP$0k`NF)VA@%o<RGT0?SUFVN|_wuko?>DcCeXnv}JiSLpXKaa<sacus>2!?6
z$zXryiq+57d8`cMo=8M5UA#TP$@A|S^PHW0JKc{vSx-JY1egKt>q0N#RodJniIhw_
zIgzTkm>qTLjyWDr;xir0pd1PsO%-*`9NDM2sq@SVpw&*5o=hpzi&$>h_lgqN*=B6=
z!q=|~kxWrb-Fmr7Z^<WXTn%efvQ-K0CGzM)Yr0`1!zm45xsEvZracmNny%NUbOGRr
zA(~0X<uYzlWCddFkw@fo5QS;9NtFZAxWZ-?Rt!*ql~JS5XA^;%V-Wovemu2^G-I#L
zM%2Z;d83UlPXe_I!Eoz-FxpI}f8<c;JcBr%ez;C~_i=WRSb}9nfLnYv>aqV(>9gTN
z9Y1aOO5Z#CEnWnC#+KLc<1kLKSwT6tN75)ZUVzNk*PJS2D0FR)WBu2+NUU>>%QO_9
z)Ym+T;Bo3e^MmeWHs3Na7MR@<S?1Bw7}Yq92`t|={pgzoHZS0052+Y=hmMMhYS{S_
zp0#;y8pVyJSlGZg`4F<nE2|?V$@86YY*;sb*lCpjQa=28?~9AyzwPATiF*!j-jnds
zYhxXck()SJN`|e$*g2j&(+q`7P*Q_LR1nw#(pS~R2d%737NZPf%a`Ay==^pTKp57M
zNxLQ{jkaiVFsgl#gKcA#8b`Ztbnc$7m7t5Q47S*4R#(o?aO<#FOJ~ovPEYn7nx<R=
z1LMY+@rOun^W^!;Eb3WAw`>qA<s;ms|Lk@!9eTWN+*<BUFPSXSD|${VY!fx1MRhIK
zN*k*bJqBQ3iStCIy>4NM&gyYn*j0w42ga!7r?<ve_8O_QQMjgqK{YYIz76RX!r00)
z6SRd?`v;BmgGmvmpO%+MGtjAk(kWG@rEw*1yK=wu^a90H#%@_a<h?H;h#h#!w0bP{
z@^>st&Ei!ENrpWR)@MEOSpcW#PvIVAx2>p#;5`HA{>fPr$A#65&jQ7nmpxjt9|XvP
znGU%?y#yw$B`@D?MhUM6^0><V0?FpP?R)2O)tC$MIz}q0_byC=mccpJ-APDJjkLmx
zeYt2iv15Du?=>@iC9NQx^fegAd3-*SF_R8cPTyN^e5Tn)S6-GumNzZeM^T{p4$`>u
zg^cG1_r;atjd80(vC0cds<|Yluve!7u@|c+w`qHOaU0;>VK?_uHO|8wvpg3&h)#6+
zPp>`)g<9w6UpP;-w<M2?O^ts*!q>{0405E=sioO_1(GwhL@^RlhjEtGundzOZGymY
z4%k0S(x`XLuuQ%<fkP9e?=wyQe8h-FR@lc<-{n->VUbIq@oh4{cVgky>(}{pWgaVi
z4ov|kl}hE;t<%BT1;!T`uB^htLE9wAGk#ceMu7lX9m3os$)U`oiu^<cLQ=Id6e_u=
zs2>`TF6ufO<~ypqGby>xEk*L!zRlYaw!zV$h#Pd$Y*uhcH5lw`Bvz8}T!ZhD9n{PQ
zmbfGzhn-MTKL7PK0!w4ZXP2Hy$X>M}xsOvr)|6iCv{O=uJ>wI^ZdCLaA8N^*y{u+Z
zvp~aNVa^uSnjcZs#yT%{H|MWZdIgI4>|`@aVl-~>qB~$-1i7QpOk&AtGBx=d9T(>~
ztrqh>$JgNH{zLd=G0;6TktwenmobhA!~~BL@Vob^^-Eex`yJSo^b5%F<n=q;cHgQQ
zMf*}jImk?5d^rm6g*`x3sT;#4qxbFWS9q;?=rfa}1=}oyO_eK0_as!QiLj*7IWu4n
zLtdj6tc#m(g)WzPohR%YU@t=CAe&Vk$?D1{^FmGDGrmtLUG5C8_xJjW^6p(p^j)@3
zg;?w18A&fF2WtiX=!$8zGg$nY+~NBxf~!<I{K(42W{>`IRjA|4xG${u?#YaOG*^p9
z^noINoZb=C|6&pAW9ap<d;>Et6+T(Dm}i;}5vrTT2YJgWJv}_<e->gM)~J|kxt;7S
zIn^kZJiC8LoNtlB0nJr)5OR1V#1|*-Ddm4uiIs#hX@HPA^4z?iPS~cf1uFbW=`B6h
zuPCC*rk7sd8$eq(1E!##pPsFu)$KSAA&*R$4!37vhvt6JWDTr%jXSQs62b9E-0J!B
zSQuQU%P|S@VT2)GM47Kk#Cf97Bnn#Kba8%mXIr3Z<txbd`3^tx(P%M`Wpz*UwJH;~
zj)LKObu9-sRT;ZS*u6E7PxPv$2jj(aO#JgT(fJFAjh~;3GYdGNG}>!hnDyBvfA7p0
zSn2?y)|#|U^6-y@G4_=kMO-N(xVF<Xo>>ft)9I@xifhacD>SBegT`47+431J{YFX*
z$7Zb{_*#?I&caS?hm!eQ7J>J|z=@FV^H`4%16QGz&cG~?sG4V&GLkbl1U4m8&M#E4
zCRs@i?a~0QVV&l$QZn|uXc+cY*SL;x!&P0x?FD{52<(prCFANgQPF1}Pl=)Ui4l_~
zyHxyX`l5CFqG$lU%n#RH8+VnElTwnBFSeVGZG1OW-ns5y+)iS=0I<ILPpbT+(%PG}
z3mB$<EGvEA#b6P^eOQoRUGAlsU}fMitLp3^<|_GTF3jHH8V#ZE_0RT0oF$W;j>%Tp
z%uCA%&PQ9Xhd)%mJng(7-@K5x87F0V$qALS!-&i4HJZ&*wSErdKBYV~<P3?U9EIEr
zQU4W7m&z<hMvI}baik%6>=1HYjs15VU7a}rjU3s>RIOLJL{62#n%E=EA_t`HZPgLx
z!G>HjxdSY3$*oF&a(uOas&jMQVZ1ya`<_*{+Mvwj*<hZE1N8M2;q}3I0VNRfz5rxZ
zMi5NJjEX>23X~0Uk^qRl-%q#Ye{ptPGDgkB6tg;1P*CUG7D}{6R;_+u#Vwd0H)i!#
zot4!cQlzJu_0&K5pr4I8%&r5iuK8@!2!(;Z&&?ISyFGzZJ4#e<EVmnYPu{kW5gVbz
z-pU&PwUfqzL<uhPIqd|;0)arAG#$~hoN_9&fvL5M>oK8zGK+_Qy06!vt4NUWP%5`E
zb8q8D^HALhN?piJwP&dP5cP6)>gvwsc)YR`cA-l+OXzok325mi)F18ihjpF|1)#Dv
z8dny>d7Xc?o%*=0h^D?!lc=#Npd7q#)d<?^+xQtzf`CIRda5xSKfBj<g(aGMYvMdS
zWgE{kGQBI*Lciza<TyZCNgj0jDr2F_ri%fr_`@I;)A+KiaGu2Jb6Uq+He^s&9%pC7
zSNKt?{umgHQ9a=<*cKM6v7^>jWiqz1hf1)rnqHEAohm7|PDb6Qm0u-Op7Raq*&u6_
z8Z>NLA6>k7P!XYKQ$Xn1e7dK0$YKPUWsemMJoSkb{_YS$oBGzkMz+c;A~I5U(wMB$
zW+gH-$vjm$_&&^M(Nmf86`}rvDlLNC)T;hQttyc&D~Ad~+tDl&FH@JLWlszZgya<_
z`R<7vn{cR_QVINfXVlD|(P(puO*mX$_0uMxw^{*^9Z80txId_v>PqHarNJ<&WYuxO
zu5&P`<WZVoHdf_A-&5VKQX&gAe&72zBY7-oWIv_f!RcIbS@x-z1w<lq(MK()v3ot~
zJYE`AS|85nr@SeXI_-P#d%(V2twNpvnH8`XAui2ss>%q9*2PRE8NUMiEPY;j!ZCI%
z(HK|N8cE3d$Yic8dzR8y?7W;!qQmgny|8f(guu!(-(FCYKxN)2FQ*dPbEI(4@R13~
z2zOSk^sNSpw#0~;9+Vu(K%-eU5yn3dvFAaKntc+!o4FeqWA1)iygg%C=XD-(Ggqj7
z;y|j}1?#-1U;k<JU7fZc!NGV{y#R*C0I0CEwrkD)>a>+-g+q)9L#e*kqAuOi>92i$
zVROj%;CHs2OEk;4;e;~XKAxvv>ZU*I`!C-?bdQUVrTj^M68p~F|9DG3Xz7YCD17$I
zq^O+YpRG{6iDj`v_1<TC&tWO-_DkV*tBQ<*CQeYwy6YCA(8`8}j><j)ZVnd>zTbXY
z*(16?zl@42KnSVKN}mj(-W_2;VZn1>z0TL%WH}mcqhj*`e$sUwC*S}W5d9c#c?LeB
z3J=_CUB+!dgpFRw7_0#dpefRsDd^NKv6qvsbmE6%-A4+6VS<9_?~PwW1IGLMK0kc^
z_07W=mNV~-pF)S<%n5?_GUKU80YzgFB0vYpq=uC0M~9%Bv8ojF$pX`;GWKm@ObUwX
z#xg9pYK)mqaU3D@Gc4n7P~Y$TWDDr{I@MyjxMwkGl<E)cM3tk%&rfER!N{f!VSg5D
zlUMN1-MA#P$OP+D!DpderDKq9K_^SecV(gpjh6!WJK{1-IfV5C|DZ1F_N-8iSF7fK
zr(*hS@0pe-X=o|HUH=25Q16PYPfh{1GF~48_fY*FYjCw+vipmf4ZhH(NF7>axChFa
zMp(|?ZL|C9o88Y(IapSHS%DL(?18mjV+Pi&EVxgO$f5-qy{gUR-cmQ;bx~2*Ecl<L
zhw-XdB^*`!yYmM<WBG9pXh}j<nK%CIF7Vvv#PyAh8TPaHx(+gy1*Q_748}hYDe|z*
zd{lgvI3Morrm$Rfd*8jWTU(WGjhn7*&)RgYTUA>(V82&%jVwS@`H4C~F{+n+TZ8U<
z@d#z&9?@Q|B6ch`{V3g5{PrS_1>KQVX1DU3Phy6O<o#j-VKoiESz+?CSf{xIPiYS2
zjO23i@#*bUikl)WWrF3u%GFA`xfi9Nv<S=1ppsm7<d{I4dYPAvOCN)Kb5fkp9$WtD
zpZlprtLr|?c{3GKLKmg+#$rjK(lyjKmk2La22DAKn-0|1JAX`U1Q;dv2&TSx8U;wi
zHLoP(z=xJHom?dYuGj(PU=5^=Bdljht>xq^fyonr8u=l2RWhosucS~KwR2VCaKeR3
zti^KWk;<GUpgP3-`03t1KqTk~sU|r;Yx&rNtXHW<55Ku>azjc6Lvvq@|CPv14ZjI?
z3aXTNfk>04fzX~iBM@^^9xF{qL{-kKy>E|YIw{%8Olu6z*y9P7I;7*7gxGJC-NP-%
z6qLmy%0WWDE9Ej$tbb_vRJMf)(AVRkNh5si(MwH^n4`@}kJDPz?P4NR4#!a{F)mZG
z&NQu;@#)9NlfdM8%&47b9!H7(mX$zW<_80BU4rg$3g&dm2G`Nj)R~y^)i4nHY)@K7
z;vRRekEzz?$++5~`6`Y(PWD$uV5xJM!A0F=^z1;V?LEE<6UehN%!bIn`<^<^&k*Iw
z49m0r>1YF+VE=U7c9rS(_=gGd!lX|2dr6FHp=hdCH<vwm^Er)d4##?g*?L;+978^W
ziZCCeUZDUH;rN|QbA^~(8|J{C3k}sZLFV`9Ij=^hkPD1)lKZTe)s*-ARE5!Kth3Rv
z+H$|(lfALJ-q^LeUVg_%rKQCkLRPVn-a}wPZ=Yol25lBJWi{@A$k!1%=20#g^*9XX
zH=_J%SGg!Kt`m6*knt3QLDq&2s0~g%6fxn{Ha=}zCq}&3m}9Mh+1V(aiCIR=67;)g
z*mwoTVYDju)ijq@c5TV1$Ol7tlOWU_3l@PtyL#Qqh|c&%^b$R4GA1DnEu5m;6uvH-
zk^sKSnDqP;|3J7-qx0+Yqvid68N+QMOktAKQRz9Q@^Ws{H@>{Z*CJN9OFaJBpn8MB
zc`;n-NY>&fC|c{>t&?Pf?6Z!}Rf1+Z`!1sA<}42lm28Z#H=oZoBT}UNMegdi1fC7U
zQl~V#uz6g$40{U|*Kg_s{!OeAo#+GTwrX>w3WXTv8j9Y1nd!$;SZz<=gVb~?$=IB+
zJ$%Uu6K%*T)aK1}okxL5k^lv&ml@{5p3O>K8Fk5d)5wyrs?O;XNKfR+%ORJq18#z;
z-dWnQ$SgVMog8OuoMmLsL~-28M748z*YgCw!coqpP7F<Drj&p2Iuqg`&LUp7WXK)^
zz(GN%`(O;}9albnPs`8F9YGR>uGsD|3x7WO<y`gqENFR~kI7DSn`9~QAeDFhQ<}fy
zlE*mOm-3bJD<=c&aw~PqHI}+dIv@CCX5KZ0Oldbi>{>J}pRGzu*rT`pQ#I@mZ&`L^
z4P_{I#t8RI=AJuvDpjPt<VLgK-~|+(wI>SQh*CGhbS5l34UIyD*hssjHM%ZcCCA_;
zL1~urKCXbdL6^Jqbc-u%tEe(6m+8b!lRqPwQnn}amEPZfO(?vCD7E%VWx4|Ss^2`-
z1;ap`W}BNP`WmknH3nHTU@GG$3YPN-gVi@!WOc+^?2HTcGGpgn-HjhDFCxYL;dOG)
zjAbHxm4RLgD5-+2J?ySy6<v|>?YB#9-m68$mAvy<yvi+R0hh6h?=}*zu}kfP#*ds%
zWtzJ-pM3DUD^|Ve=`>!h*rL&=U#=M~i+O+mL|EKxUUja>zPC%KzfPB4=h;#KI~)Gu
zPZ1gKF8?PM$qD&|`Xxz$GlQM}s)2c^<Dyfh#EUVxqu1mWNoULm(<VR9v#AyJjg!Of
zi#tUeJTecvZ5j8O0@z~(WR&eLN|vU$;%kkuvn)%tJu%K6=JhXiWFQ!S%bmG4>?e2U
zSK(8c<9SbyTzXQ3itjX>y2kg5gL-aEX1()7vG2G}%=^a8+q741-V}QWxJg>TKyziu
z9jd)}@u_WWOtiNiC~CAo%i@#%4nXwbCMfqP<+ZhA>ltZj?RJij$6R?$Dhr>1QpjMN
zmxhv(QXV8SikX=itazPt(D^BOKLZn!tIr;WYiJ6VSpg(SVsG!`hwB1nwXw_1_rzan
zuXn^SWo<T_l*3ihI!bj5G?R|UEA8WR)Kek$7O)5^4sxK5*fXkGJoOti9JHMf8BE^8
zF4iCH{-ucXm^^s7&}!K308`(4<t<ZFQwN?v0exiF93VE?&qPg~i~Tm}Hn+5tXoDz%
z=94psICUQE0>zF3=tEe9*XBgx>d_@zJPEWWSA!Zl>44e^rSlJ>R^Q3b>hhYFx|0oK
z#y@B<AkwQG$JQp{N|Q>}THAnpLynf2u1_jwb?@rrDaSoT078)>65W3)y?n-&oNVF8
z-M(+^A7i&(6)72n6**WR>yORI$e0(pz^)6Non{{<H!=kT1Po4Hgi%U&zL*6#E`MB;
z@u@#kBA@A~py%4K)1jN}-Jl7a9F~)-LsPTwY3jWKfYdZ9C>Kx5HWvo-)fkclU@nJd
zapRx4x9{y+DPm!hL7ADENH9~j6CaOfgJgOUfVVBIW_tX>vN{u1YFeXtrZrd{ca&12
z5^bx7`+6FrX0y`KGlAZ0Xbhw<skDm|SL%)77=OCg(seq;jlcqt&Zf5I6!z#M>ppJc
zG^p~x(az2eiL+j5WJ8;}BnN)ttXPncSn2QSa~vNxBs#%X3`sloT-0<cN_%%oYXnKh
zA4lc)3r0jlAOXf&pTr>YWtN^dpE;tNl9qQD&$8d8U#ib3j~tUm#!|<dyH#Y28u(;p
zY#BsdhGi!6E=t+9U02CAt1|+snOS+R_59VF_sE(=B&y&R%E*{gcL6$jRMXy9YOO-@
zJfL6Fu&}TgOJ~9hFz8cM9jAQjVsfCbIvweQR7S{^YOy*EPDEUk7N$4>TL2k|hZ|nX
z;MQTPUMP{Nt_*Vgq%<VTo+VWZCB&Kvbq`9dltq>UC82@mih8$M7a2xXcss18T=5ag
zje{;1k_RncWXGvMGT3zi7hBK6W&okE9$i1kLsybG=ba5E4;DbEPeH6bz<Rzusn2^A
z($mK$e}`jIvHYMif`wf|)gru-?~I)<HLfEz=L3{d&!R*f#g5iRzEhP^QObamsx0dp
z85tp?IuF=$waV>C9S1qa!%?!l#{PRI@MRYaq{pc|b}AMV%|7W4tO`7lrZc>#9G+Bp
zXt*9EDF0%}Hbdp!GmK9{54@=D{-jz`8XVfKZH<{qP{(Yb)a@{LllEW3{ky$w=sxmo
z#(QBt8F1r2v$t!8r+1y$oc`He`;%Cz;47mnc9o8b9|uE*b(bEmst_07HAU5NZ@c>5
zL)o*_Jw-WZPGV6fh|_VocuoyH&bm=iR1T+S=+Y^-yz`P-8p9xsgx7|4KKbJAq8o>V
zM$%Ga`iPh|L^^+V(Twv#cTtLE`)!8$9k$#na072lT9U_yO4(?!I%$`w$DZj@Tht!V
zAydfvrHhevN}19bw7ZiEam|K+uj~1C(1q@#5syFfwl0PzAxil~hKmlnCj&idXslTZ
z$~y?JC?6XWxR_ir<MJF^+K(KrOElSV59q2>kq+w&Ox#C;<+(?{c*?tSPb>(t%e+ll
z*SSL5+rbo6+Nb5-mjLB(KTjHD-#bTnWM%l@OFi9A=og2ODqBPbjK=k=LLjnzC*}Q*
z$}`_|CQY%6I}F{q^x9a<Ha}EjHb$nYowbE#_*{BmNTW})nJ+r>Gvf2b^Ar?bN6=kb
zXyC_}5b8Zj%p^9RA6%%@7I#y9;tf6BJougCUjt5@dAt+qlG-y*R%s@6AH4M1bTM!r
z?}3n2g1R<AXaLEu==#$6)dy7lJBNq8g1)zJ#__$lF9q&5?)<iVs6eY^;x#l(dreMN
z!*rC5jg_?=hPuh)x%@gkJ-yhN|B*ozbJ1{omWXp&agI9p+{|hhJaBOw2c)PwUoClf
zkp_Yp0n&6=Ht_buy;~p1y$X~lBnY)d5e49JhT+ao-AWL>eRjXmjKH%M6pn)b4(~rE
zp+$Eipy>a5{J%C2t>FQ^JfHu+#-opUhWOvVO_39a<vd|b-P6$4zClGztpif#5f6C!
zzeimZpqz7njpT8_pBK$CBEm|TWmJ6p$m@-(#}Q}q(w}9fxQ<@q+RtBP{bbsr#<e4!
z2i0nAQ2zIqbt|diI4Db8VeS1lowZV65ZXa%Ne}GTKWOv(@A+iM;s4$&9QXDAyjcb!
zYZwh{X=P0RzrB$E4=hvvGf9`j%(oV#9sV|wpO=?+qE_7j#&Fj<tG2GLC{pUbwyn<V
z>|9(6zytE;pMT`!<U-5Rt!Pjv)G%z7rkoPIgpRnQh?*MF(9lqAK=%9i`24K@Ujx{<
zy!HXexNjmOD?D{K{*fZoyw3+lzo3j`XJL^gdI3mT?II{gdd<84j#7j(gn;B9)!6Kp
ztAp3BT?=lIC?HZ%SJyjRSX#1PH&-YEuQ?`nBR(PF*6kZjeuu^4vlw5rUJ+Epnfkx(
zG7--9mDhxdVPRp;({~$kh{EaEtC=nzR_7=J=-q*V4KG(w;@jimf)2A%O8>Lk7U3w4
zvJZvue*k-35j?z~k#X!Kg}M8`H-$6Oemag4V13^Rk?H?G{cn1me{^sCXW@XK|Bvo9
zuT4;X`2dFX$9qMxTf7FB7^Tppis#b81PVfvMy-zMd-Kc7NMYN)TYmoc#_K)T^;+K2
z3Vj*XVBvZ3Ut3+=v`K{xg~M=R2njW3A+s$IaDOy-yWZl45`sP3A$2?zMgt4D$<57O
z?ZR_Yj8^N?xwoPG^6@8I`hQ-Pg_+8c-_X8QIC#fSg#6kA>-EvUkFFzKd*^mcokagL
z+$zJHXf3(y7%me--Vl5~9#;0wj*nO$Kw<qJDWL(IMF@~Pjpx|)oxQz5*V#&YYDVA1
zo0nVwa3-~a&jz+FsyM65H5B|+qV=D#U_?bof`U)_F{Y@hwLT`~Ls*DQ7M?}(hR|OF
z;MH5nDN!V9lvZt9WXkFyd3DZKMug24h`VQLhF||=9?q>V;hO?KqR;7WM_g=dHgce4
zzfXd$+J3T{&)}n31gHb%fqzL3@c0Auo{s62$#3pbh7VHLiIe=(w^0C5<hbt;S2}wp
zAy|QS^Z)yi?zP#!cZwtgZ97iLWp&<`W>qX?OlVfuQ~^9Y_j@4szTwBamu`WQ$&oTs
zn%t)`1|h=&EvJLOM8M=I>@WAuZ*Rwd_)s*FM<Za-^XZ-B_fq2uz1AwQY(X$p1YCjJ
zEaG?`ux&N9XBlE1Kk7Ve^>KRD$w$h}q9P(9L-hp}w*3aOQ`y<fxA;tM0bh$wO_jq)
z*P7$mR>StNh*d|lMujvtH;L{C^|op6*)mmfWr|TC@XZ18%b>>C{m;%b;30WhWjevk
zL3)0&!c@|)u^0s+gu5q-+s{k)s5)`;+_x#)^grwSL>;1N{X4*`(~CL@IT6700M=}F
z23!fQY4iI@<cyL=XNemF2USYIP2&L&FL_8vNU@0hlPAH&8a%QXU=hn3KN>NFeT!w0
zAHH!8R`SApIFk~Pyxrzn@dJ*=ZSAWQSK?L>2Ln$(d#q^QezP&tB=P+Db3LhHU{Rd!
zyVo7T0V>Cv$m{n=frSxprB^8EA8H$;0cvfFz9;cwZ&4-kI6k{9R>WaZtp4R{DBx)3
z0XwzkISl|>ZNLe{!f%yhBxn_<V3Fli<For*uTWdIN|y2IgbXMe)NyH@slY0_*!BJ+
zeR%)M*BRsQCV79yzIfwH?yupUlMJIzxW-~d2Q}RBwqX#5WlG|u-GJE&4rkZQl76>b
z4T!{>-AR1yAl&JD6%bN#WOK_72w8pqJ^Ah1x1uO@Os1s!;v3R(Rf7Wcb1>5!pgv;j
zT~L+M^_9dBP>_+e1GxJ6#k^d`V>bdV$=z3^FI0nvsYrUd7F>RQl9fUZt3IOK>DvFm
z)iwxTeaT#rZ&nmAg-9K@hFo!58|EI_;!sN}^is~&{djROq-9@j#$hEQE=~`uQ2f^!
zB?~8*+XhwQIiKw<VvLVO<0^oX(wVsV&IR$O@lp9%<|@(1-_^}p{v^~m&YQ}^GqriC
zbYy;iwDV}FCKGe$(WN+%K{JMi83xJA$(2uy4h`v2kkEhtVDG{JL}bz%4(vERPDj+U
zL#l_8LFbJoLAWF5uN@t^Aculj<$&x+&RM3X%RC3lQ1QkPum)YR?n)SN1*!z0k@Y)5
z_90tGQj!d>-#=K|u{{L2Ce?-2Z?92OcJ#|!lp=8#0DJ&z-zYeL8{KkVJi*q!@o0Ut
zOy17!J}~=yAjn;2Uw>GUbE?pXj2F0BS1z3H;oG9|1m|`#P5*aj<-felsOYtfj0?~9
zr_-p{P^P#JZ`n_<W%)U>_H5ZONGY$*`&aaV&2|H<2pj(*DW3MO<ITzNF<8(&Al6or
zGMca+KH<RQl^@N&WA6uD&~->t6~n`DmYFwrrA_)Du37K8aWMP$OC4K+rLZQ}BP`EH
zq{Pvgnv(Jcfc2skb*<0}DCv`OIqSkkrwX?PB~Mep)y&PuxuN)0$uR01?nI#8aMvHx
zBDmS%;XV86_o)lTe?lyBF2B}m(<DiXjV?pfbw+OtK!VieYEVC$HfjMk$uNwL6P*h1
zRG0SIV!W2#a-kDjd!IGyeGiB)%BadAF^wEEs8|x0CLN})SFDFwa~vSZGGW&16!hlC
zXO`97cQPouhkE2tb`OF<!MA5>-Pn59dy8Rj%<zSkBFr#VR!@FEUszhpnUab2whXNP
z=P$Ure<k(Q4umuw5BINcZl)gn0QNLs=gdZ;3Ydtqs38rF!^;V2c@X&qI9ydqyRMU6
ziR{h;?MeIg1xJvCfQ$;~ZFSVNLDwibyl(#UE7IXjv-+RKtt}TJ)8WQ@klpwLLmN=G
zLYm%n-UfMdu_y0?mQNu!t>32Ixui>C^~wI@zxy<SPccAh<j29(AK!Lvb(8dcmfe2O
zk0D%>#*C_&(;_Rchlvs+g5h#(slV@6q^?$_Wk4h?2qKpIGNmGcDr{XFQ%VEm2(`&A
zR>fiUefOI{OqB;oVRt1f=ohdi8Em3hj^#Mzu)q!*m&G0nHml+7jKtQ`Vb(<EqQ*dy
zw6vj#fof+{{jrA<T}gcD%ZCNF&Qfv0zqI{WZOM@qGnA*IH&ccQQrsy&ol|$q4xp;=
zYwl(ePc;SGwC|PG{bv-9=&1M(#XUUeytJ%+d~25q)2(sOybb@|eUy?r!NtA4yT23z
zKt4050ToV4nud9%D^QZ@T!6%Df%Jrwn%TG}<KT(A00cOa-xJsCSHJB&?U~%AnV7m&
z#j*yJKPt}DrgN}#c#P7dahE8%ShJ8&Cx6t=%PwA7C3|e}t2Wgu4)@ytH;AbT9{h5#
z9BF8+(FkUmyu#3e_tEr^eyx+$+>CdKP(z52MDU02K|AB4F9mNH@yw=a{v8QXiC(M#
z_K~Q~9UH@z<=Z!@;FCFHs1t7CvhLEgg^rjGVEZm~h)9c9`3FwGo@%6w%u>4{+yo3+
zzkuvClDs5z8L_{9{hAG|Lw-&D08<xj^#A<%^Wkw!WaMS69Pvy&GiOM;wDqv^@Q_l<
zoC<<ukvQ+mku3py&1OwU!0l0Dyu{%n=DDU9+5TG*7zTC${aRv@3$Y&rsyPtL^YItm
z9$q?)Qa^HOWq!TN6cB4Oc^S%q?%k`O9&z_3zye}CC)V3vH0L_076eZ^_eX2^X73h`
zF%(Xc-Ov0u(|09{mg~8A1NZvM!4CdJOVV*Q_2rh;$)TUEkk&MhY&#k<wiT@|Ho3dt
zKN=<lv|XY*0v4sns+Pl1(?8(xhY1xR4Ok##e-63`teOViop2EHrhZv<ZtS5D6U_+!
zM^R=rW-`E1NiQdm`hgyE8nE%XLl77|4jUor=Ai{t0f{8p@OOl=k02gRm9n8(piWX8
z`k<kY&@J-hF)qCnXRoy+Ij2$YVHy2?v*=IiK^}7`^Rz+LnopJ)Zqp{t6$~pT`sGq>
zBvz|2unY1WC(;+0v>Fq%0(Tmk^s(CX@TGHl6OJkXskMlTSmEPkxfRXMLHD?V?hj6X
zuEei(n7?&YB`NIvZBu-68A1!mYm!yOcKdSQvkQ0jt{@-arNszdkMCD^m;7YM9-DDw
zX!4(^?AmO>m~!N!COKG+8hLhDZsC%=3HSGB!EgNZNwD#f39-^$bKy6sRPL1%kbO#G
z7Kq!dp>v3I06?OkoS%)2ZRE^lwz+JJ3m>{aK5u=;ugIE*E)gZgQ>7v5Jdp=>LvSg1
zx@cCba;6qRGF5G2sXj@y>I>)=TRd;mUKg)lwXI8v?Hkotz0mxmPAq_NmcY<uH&T2X
zn7rSIzN1<sCn0GAuFxHjxjxjzIB})s0EdYl+7r0VcMcA|0%}ZON}ttm-bS#K)~ww2
zaDB`$h>}T~+!jFloO56Z8ywa6tVQ)ovSB>swjZ4P2DOW|ylA$2`f$$=#wT%=L|-d7
z#P9wTzDM%RaX#tB6?E|X?-5C;Um+AW7s}hd*MFnDI*D#SX#QI!BIeIOUDlBQmVKt1
z)J6OE>5y^`4klzfOUaHpyD2s6lGX3(qksQlC&c=^_pG9#{qg0fePw89&BjJ#m+ChE
zWhrHcW9JB8X$*~ubh|GVC#9-MsOc(5EFZ&v<vH4PMw3&sc(9L_ylm*oHJ*1hD~S_1
zn;r9BO*idjZgg#PjkO222hk<h1YAvUBz-7&{TpxvgQJ6`t$*O1Lm}DCI9}k0?6hF#
zz$+L{4b5?@dEmOTMWVMEOHYotaqa#qScSC+W@h%vSTz28&Ueqq4m=jm;KA=Omw&7F
zyCk4~s!pK2nqg)|j$|~&|N7KqM$;k4VB3itIU0z!BVh59kEroVaENe7mIS_A+>_@I
zb~-HQR;z+xpTD?L{>__UA2I@Dr}vZUc?fmM+qNGI7kDHCqqf0lw=5xAlM>!J!&@ST
z@5Og^1X?%nA<c}nzVv_gx#tGzf*a0m*>e3I6ktC{!Lz((k*2?9YEO;?M1OVVpXh@t
z4l}N#NG##_?0L}$(eHyhpF}+O@~KOLJ(=*|%~pGM|2vfOw;?+3L#ezO9-j-`sP9Z+
zNxNn1D}lzdx}g`ELv<^WW&P;mba!ihQ|srY?@JU}_}1xop8h}Ut^dYS@MHW->wTTT
zdJpQyM=?Uez+V2uJ#=ZaF)XS|j)T@@!J@Uh|MO8;gT&4c%GUmOZ!1P3Ta*Ym#_(9G
zoTkP9XAJKjfCQRgC^YsqH9kizs-mla-DIXul(z6J8@!1o>bcd0pNMT!LfVIuw0AY$
zKrGIEZuvO8-4*$t>scj$im&6M0J{>+|HuZJIdhE`#pk+WIQ6*EEHp=d;!5UB-^eWL
z9#3kn$5n=84*!<}6|KQ^-%FwYy}>td1208${OCMl`F<B-a_*!WvTOKjM-PeRd25Iy
zGftg3LuS1eg5PE_B!gurg21l~`Zmf3=%c?!c^8IFM8Wr#Z`&<$sTzvlwmq*9>tMg8
zsJ0)f-dDC5KaL!}n<3=i7S@DtjGp#Cri)kS1Z@w04|q5zZ&bIJjX@Z<5<K{#xqhab
z*C=#@Cz+Jb-2ZniVJPmL;B@$At?zf*C+GVlb4688BG#&1?)|%rh(R)pSm)Ac`=RDv
zcC0d>TGaMK`bnM5$9v=&{pb`o$OqWg6)LNcT4l>E?KzBouy=5o>C^xD^aSE7xr_Cz
zUxI%qez*Lc7&cnNYtfrP$J5?EJw;lP7@hwTkv-=9-AU(WAgz%k@o&+@v;W~16ue%q
zx-5#56EmM)`?O_cxi{UKcc(Rt^1)R_wc&@Fj1S$ZccvKUnva9sHRz_gqmgI9{+Ysj
zOcvLiPWYL;+5bL%9SS6b9AHSk4?0;Io0@b$Kg#e&bA~hAaYvp?{0%xf5`U+P^mGQL
zC|Z2~XEDy=9?MY<x`0z4TigYv*Y}LGjF`aKYD^%v-O&_fHR$7UKezlnBLBTqyH4S5
zO|x^6--n(bvEt;R%io%|@sla>3dR_Kl5w?5grN9#j|_13fTJtq_Y2GZhjTqP%q;Xf
z*9nU&iP9*p5U7po8wT#QT}^rH_P*Yt#>KqSVT9De!s4;l2JIbwvo}O!cd~(#*bZ10
zbE?;Y%+O&KBZb^u=vV;VaJ<7SoT^M_9|0LMQR5nOxUSn0rdthGdLJEmBCy&C9xU6h
zPbS&hk-r*Ew6rVx;*{^Pze9*UBR(C*e<Mjr3k^Pr!S62>9ku`4QuzK$vd>kcUHVV1
zBC)8HqiS8px4G+S*NN*91U@Gd0hF6FO$?V-b<$UT>7tYf?17304(K_8!1V`e@nIY1
zm+YW9>??5Y-?)31-0;#w!y+U!{dp_&C*|nnW3g}$)z(T>+5Dzr-pe?2wjRv$YYMJ!
zdTiw<OL`xlJOlr9;<j@1)vYPK<?Hy27c@J2ygv#!|Gqym*@4uv;EME8@3(|%-WS&u
zGVqWOKAo(1VXi%*CI1a-Gh}w*eccb_ms)*%wHRwqP!RC@U;UT|O0a5|P;*NeqYnC9
z_~bkTgS33yxAvQoElh$<l%M837O)$aTaw72@p`~C-k(Eh%XM}DQc3wj_%E(lJjRo3
zx?_i<3VZ)rcCGyA^m}E1ugs?n4l4tJzw7HZBj#4`gZmDe)wmVUp8%YV4bOryz{!~j
znBh<yYQ=bSfTeoiQeoYFN8j-?(Dkw6bfg07aGz7)m>wuG6wvQ@$jto2nd?}H>rl{|
zwkZXeVCvCcaUIIrm&_O72y{UA!k<5XK%GXM0$emBV{YfCzEO0-N<<X_2!sx3Edjg$
zo4iC1ES@kL7}-l1VFce%_psP?G@H1%csG46RY2w=$2&lmjsyw2WTn*TGb^A=qyvC$
zk1kWI`T{8PmsHD$R(Vr`SZrX_+qYHNG{89&ALVakUHZSBW~Ufw_9lSkJG`~^Ng}>!
zi2>gw-vMBFXL<DpU-O}q6xyhJ5(Z5cGBPrk{XW2bG*a_UCa9TbmboMJpce?rF%sTe
zaJzWPOvz*pcXiM#!B_Xmbym6&yH-*hlh*>zGAJ>i0L=nl01ZCq#2dri{`(u?8V2u1
zF5|>1=yL%wRotFwI$S|H^GO+E$K1E3#3VsG!&=~=H+1kz<Mv&mOUk)jw9x|+zy|PH
z!?(u@=bcby>_3TIZdZ7w--)X?bKNj&#)I9kF2=C6=1a9kXGL}6R%k1{Or?6G|3+IL
zavj6Bvn}q=w;yB=nTnK&@wD;mf<kz{tY${82%1`>7%JW#PT2tr_eBH<Kyvkc>b<Pf
z&!x{^e&1#Tydv~CE*K7YKQJvix1H(%j{M8*{I~_Su{;z?b=hqSrZyLF5?CwHh``os
zr5bz$Cd2^03&^A_tgLcU%hXzuA%L!xJXwsV3)Q2P{=@7t(^$lrf?B7#b_ycFF8IvC
zu}8oFkMJi^P|?;4O{5}kTFLYu_CUUVJrDY#+CYba{*It9)hpa(Bix0`J5>^Xwbaln
zSFg`~ji9#2>P$Sq?*w&6aYv$M3gOfIZFc3x=if+g2PZyBT?Q;!vH4yK)m(h=`nO1$
zkp-iPr>UUT2^ym6t1c#e*{<m0=U2@9j?i&wH=n7T4RF(&roIn+rze_yf9Hhj!PH{S
zuu7o|?vkC(fYiJ95!UkYNM7~?)FGFp<$Hjpd5p@4)C$y7LqUuyYUVfmm|-H&k*TiE
zIjJ^h5UugnYqqB+Lrj-QJ3c;s04T#F1($?hKL_1pxd5Lvo!X0&j}2RLKqFt1UkwuT
zS~5zo$_DH11ubzopd?0gX$oR*I0~w7x(G%IpbizQ<2U1}D3H{S<VX$yTJkJ|n&vZq
zMGE9B<3rl&3%KA^v(via+7F<%eBeLf<ZiS4Q&nOQ)41;<m@%Fa6thjRhse^-bj$il
zvqkxTiWi?pq*XLEMP4D1#gS$;_c^{<zG+Hr=w6E$$6Zf4-<!qN1!>kPr|-`#V&aLx
z_MmgIxkgF~A!m}F+5y{w;Ry5(D66WL`(y$7k`4&#<e=xN?}aHGp4T=zJF5*+R{J{%
z?}I~7JsS42Bm)ZsXD`AcU{|p!@b`}#`_W5+2=sD{p)Q5<7%{sa%<^Vt8G)0R&g@ac
zVm)qo94O2k0naQ5-luS{GuViFo7c(7AHE6?Utb4wCYsR^cy{R~K7od$c0jTTSE^uj
z*v{q_7ILx2AduQ`Wu>G5*W5GtG*8f(Q{)$Q{hl~2KTHI%9UT)RD!KcWdae4>ztW2U
z{QHMdKyfXs2|WT#jSgDhzj5O-ZcQ{BqAloVcn1Z5<yyVsqx({qgTF_CR@UgT25>b{
z3=9m=9XW!gRlOj!7Ds-IM!Wm^#R>K1(Hb7*nwi~HjvfDOTs0QJeVYO;WaNe)%~UEh
zE!IJCGJF&xb(HdLjIAT|Q4)3@XeVoD95_p0kFd{Flh`t?w0pK&)wu+EX*4S+o3U%W
zRn365GMJ3Z^{`<1_ANz7^++mUA>8Z9hNl%mRc%T#xOnqzYL2HLUdTAZbJ^ED?PR}Y
zdLPs24qG#GkfexCfq&jy5HSCXa1tVFmFMESUQa4ANDEuIuUAzB!?w7TP#ZFsJBYQS
zf?@5;mb;?JSd!#RzP}N0@D6Y4m5_SgYr`atqoq2=nW&KusZ##c^lN;^X^>M1DNIUy
z&fxM)AkO)+yPU^VQ1qW$+@T;^6gjECg^#Eltpct|Z~2`Fp(%0<v`5ncjvYcw$(XV1
z#xAUDQ9_POdeCy|i_oaU$9z%mKdmzL0EDD|=o91@NBQzcs0eQ3kMtPS86ZnXKDpb6
zk&lo0`1_YQbpa2?WmoJMKv7)t_V&&Y_f)lpsmdsGq9s3ku<g$*4lIRd*(4wNS<|*i
zHjB{>zMC#5liLzVjob5ki28=@;zbv#8;>6kZqs816VCPk^<A_e8{Hqu+=0%oZUz-?
zv1>AD5)$a&?-pn&EXUiEM(y2P?&mNrfy}4E3sh|?8%29CpWkm<y-f%LsED=NdGbTK
z+fvF4!qWdtlb;c&svBsu7Xq`#*yj?dTR$m2iR_@gRpl+4AA&C&h12@_>WW7=fy!>R
z3*FxoJ<d%Mj8R{Mlo}#mt5GPEe8jwPBXPiJ{{p)$AJnwA(oWJ6?Z02=&$n=>CTKsB
z=CDj<fO0_@*`!G3NcTI;>)i9Pm$qQjfCqfa_7+cd8DYw2nk0nX+Q%8OdxW=n^t9!x
z@?8oDA!TtaqmU^x)hnH!HV@!`8Y`c6;dN>UezuPn5>iF_sPX+cV85SCJ+XcU`e25C
z_|lnVnNr1$9)&3pAfP296T8_&@*e(@@MQ9_i_Mx@y;!p@{>~TPb(dY!lX))A7S2<(
zI%gV8uV|<`w`W^|(l&ck5TgenTD~yVRz1huTtID;_Rp+-H@@!C-p){Xi1%aV>Rh7W
z0(nF)lHmN?enX;OEYA$lOHtgnlVALn-%2(-{^F~0RRTfiu?|5_gZH+9ahSWggDEmR
zyhQzx2P%$xJj!FaXMl?dm7QtEUTD}7h=}ZG!<SRbi+&GpT~e}%;bu40WgE|xE8p+o
z8W`X=Auc53dW5Rt^3=>9EgT+Az-FV)xW<Fs+}y?;a^dr;AM%IU6S2iqf(a&NP~O3e
z(PqF&l^~uMy+sK*%qTe%F!B9N$*dxYERFL^Lh<p&@XG3wn5gyYV77W56gsM$>?N(R
z4mgyX)SEZ-2DB`Rin-*&7%%<I*1V}-O{y#JZnFyDKYLs4T5L3ab;7UcYI^d*#0;qQ
zZ)XB-+`9#O7~F9|6cD-S9ocz@y}^*vYC?Frwh`yOuyNQs)EA}vcWc`OguRs?^04am
zZvEcx5!iBs#`7+q5MQqCC3=D!P%|hbcTO6w1c|-`+1c&1@};|5jVO`b?!NJB$V&@?
z*K)`u)A&F;ufR@>mBV-@q;V?1$J=i?e!def2AMKez4`!rl>#t`8OlQIIzM@*-spgS
zcfgjK(TVdPCqLVU%=cY>Re>Vsk?|)>*|Z}Jp)QqW-$s@7VTLbD+ZWqRU*bp_0RveR
zIuJK1_xv~t?>qO!AmU*i@|xv7{h3lF{hR_Ecj0?{BtIPDjWO&7<yvp8HOP|E6OA{>
z)|#I4l1D-3RRqtW$yPJ?<o}4LZ)IIElz&T?`)k`Uc#tBP^aGafKLw;x=&ic4vGF~7
z%Y9KXhBhvaPm6)Rg*Q!puxE3@m7M8J&_qgA^LtP(9c2Gye`#@Z;c(r<tbyqn<vW=P
zM6oQJ6S2D+u`E514O0dzU)v)Ra<xx-<xhZ^bbFOym8<Sr5jD4bk#+SxXyRv>Ztxzf
zAhiB-a;bF?{4gF^Yf(*q@VQ!=7o;}>;qTpw5Uc#?l3`*5z{VB#XnVB=X-vG_{h&;u
z4S8q|3186N<TL-81~Qd7RQj{0ladTnbGo=z=$)!07AL-nQRBy2Z<05%ye;QvVm6Ws
zC<QIWZ^W9=N{F=?xjvkD{NO*|*s@nQ6GUy*$~y^4AW*2i6on_=<}!|!Lwa`KaQA?`
zG+i@M<;)?kh>nWVtGd-2R^Xd6VwgY@vDXcVa`buED_vg}^kvhw?wECG!4#<Bs)|h=
z&S@bDu(emJy_k*BTBphCGAwUuA!I<;4>gc(2#HG~q~f^7YkjA3e)+XZrs<l4NpTss
zaoIS>p>Y|7elkhcM~kL3*N*oF6<)xBMCTGew*mS%hn!YQX=(Gn=;mwiZ`(@7q2fvS
zT{DViq#n6Rt)bjLU>D6sbN=(SG3$(f2n#cMw++h8YqXqZ(jjCGaIH*9Ur4(%^jI6I
zOIB25Z%^#x40v)y$&zOWb(m`ERj$A;GG8eO9SZK#wXv`oZmBl64yrp1>WzdkucfZr
zk*VPm+W!|>Zy8Wk*ZhA|f*_?R-O@;xAf+G(g0zH`(p}OGA`Q|FN;gP%OQ&>$fW)D@
zebxrA>$-o>|Gd!`hqKpSd+k{>-}%g}i{8X%_L$%S)-t@*epAAlA?kUi)A@-%{2Tod
z6AC)MHk-5DaSsSv4)t<W8RGJR_~ZYHs&>3CSZ$Z77MDpay+johT9rQFj3oRjZ~U#;
zc5U$a)zyMG*3bMH*Boi#D3U2%StyY#B_$Q_HX5>exGWCer4n`Zey&k9Od{#>@>0=K
zEf0fnxyl)2)kke4e_NjutS1EzBa5v_Qy3kvCnShYmA`1>g_6wcC$*M~UZY#-$v){(
zuZOf8aU`2{a(+Bt=OodO596=Zz0hx+i0UVPva>HVykE`K)Lm&dd1EUnSC>}|65HMy
zU%b1}q=Bs*Q@A5&HWYIa#6LNr0%^It&u@B=q}Ufjbc?$-$HOrgj+irW)2R0aH12Jb
z8xA2zCvf*wR!E3tAhBg!1MPrGWIQ8!9n@7@U&THcjHrnVkD`ArA9pFH>8)GSoi4)u
zJY2WgIIaZh)nc4&Q>x#m7zc-{BB|vH?vg=_A}%s6takwFgdtFYbh2EnyPpdxLUQ2J
z4-?vyI3Hw3n^A$84?OhV#35*y`}!PlbY2Vij`6Es{7ZCkopTNt%p$f{s+|tkzM)i>
zzTQZYbXD*_INY36D9->15@Q4!)HMlr6|`_X&aS~I@-*T=>qLnp6~_VqWsrglQq)#Q
z7<nVQNleXmYtx>kS3(j^iZnzKglX$tu&9Mnq)t7`!uPG8b9ChN%Ljrsmq3z1?kM3f
zqpm1D@&$lVMg${WY2eiiR?9qxKwv`#>gqmAKCk5Te*1PAF9Otjvh--@j!b{yDNFa^
zF&=r9l-|<PGJ<Zdn&hD#;*B}~6=7_H;Oh|i@cuEG$CV@5o98!H3)d@6pb@_PGeXil
ze6B45!;Ib~V-JwnE4{yFf1%iYFcYR7tjpMqZH_AX8F=oWsJhyLBb+iy=toLQ>O`aE
zrXOhBT1nmW=5r&+3w$QG<q0JdO3vzt5?%t4yOMt9$W>%lB-LyA4dHH+u+=as<~{&+
z`+^`nCrBplrRE15c^lBV=sVPb$QYCotRF~-Wg#_FRWVMc0Wd(3AcUP*t3+<)EMupS
zb~enF@;kQU7Vw7Oj;{#*q?KP)(3j&;E>PnFT(!oQc+MThB60RtD^}KoJYoL+R0oRe
zcGRrQ159RL;7ZU{W5&(yJ?M>$FZ>y5jh?SoE_qZS6-h;Xx8$`~qIKfy0>yQiIBXaQ
z2pzVoS4VWz@?Z?`Z%`lf$hzfZF?OVG*5*U$GJzB%trf@RE8Eq6lB3ITOGCk-m{Mzw
zhwX}QxykQ*rruJ)6t3=MVcOf<n~bl1Z7ko}AEPB!_M%Mw36E<q%9-9vw~TO}vO0ot
zEjcRJcN>PCMNh+>m@R_p1_KsI1zqqlS@tklOUWz&XYtu$qKhS}5Xd_(uB5fHvV=ne
zwQAv%G4W#rTs^_&+|5OwxM~mQ(;!3l`v1koOv`1cbY2sMGpXwLb1vCvQqvH=Hq$dm
zO*y1ep?j`C;N=E51JIP?k?=hY8O>wVN9f|ywDi3EtB-WmdyNJv!rS=)jT42bo+%Ya
zJbUs3PfL+@uq%Srpe8BZ^R;Z5{mz_`d=K@kO2QG7D_V7rP17Qg;;W7yO>rJtR!i3M
zi9qy>4f4smZMapk1c()7f&li^i05*YB~-R!I6q%aRi~5m$ht^4_XoXAd}}P2egaHc
zZkd6^N_6TE>!hC;^N?(A!1thKtc8gJSrh(cFb<Q1v>axNy}%C!#H&mM4l<w<3or9(
zH|sQg@$o>BQM!#dxCkVl_{+10E6|*TISQvU)7%extrztBGkSdt9~yg*=7yuL9!TJB
z6g}jvP{ezIhV@#OvxrM9F&ar|I<$3bZWw#g9iG)ROif>Q#7AidY33x^=<LvGp%Jyh
z^j7ob#g1ds*kCMFua=kgDh132y563jAE#6+`vH(Ce)Yz27)O`p>$62r9EOF3ZPb)U
z<mbo4wWW*YNc95A-g4joQuG%agL>XIfG2r}Ft%Iiwk?_}<w4-nbwvhIML2wX>2iYs
zQiy=cJ@(@^(a;B_phvLl>ucOf)Vp^F-M@EZ7Q~u5f%K#zt$hJ@Rp}5yuda}3gUpna
z@KBHMqGM~UnVAYFS|$JM$JM%KRSXF`INcr>Z4H+0|H~JK799IaiBjSqbv@Z&_eZ1E
zVh7QBMVBB2?1qZlf~dG7#Ls2#K4_>W9q2ye6~aZr%#hhypiOak0F;RzK&{XuCy^HA
zT_Ew8p3Nfvk>#iM@pX+iC8JmiQ%Ljk+g*XOo2(cA&hF8;mJSf9axo=9imY_hO1??;
zF~<ZR{Ri}g^deP;l4lpQpxp~cA61|EG;vgEqoBC%uq)-j?1{4WF<cjckN7fgq{<(@
z-A;A#K&^;Gg87?t*Z=R9WZv)KbR~yNcz=qC!Q&8P`r<}$(Q->70xYqquMY#j=^HKy
zO6`Wv^#akxgPCK)KJ=D|fc6WY0X39atzK>Y(rmcV-M#!t>DWEgPsk`Jc`#62R(x7D
zbq><wcvB`6)(qt}a7lBVOuhw3W3IYAxHoHK<=L5_F)1rKrL{i2{wnXmK?)PA4rkN|
zHxLKBM?;|6m-A;I+U~k)fYvpmuIYkCz{LMFWwCt^6ayqJEv*rNtY{yThA|rQU{;l3
zJ*}9js#{d}s*dxu-}`UKCfD$#$wLY*5#SVJq{b3}bLgj|vHet@c!G~#j>vwmo{N1w
ztd{}sOK0e%145vPnt`=OyBPs=3!&;W0{{w;KZv3I%qvYa@^!fUpPSr}C+vN@?Y$KE
zWHrQ3yW%L&Q?tgD_mciRtX1!%l+qg$!5YWj6DwgN^gp!Z!_j`5NhSf+FR^U#DD3Zt
z|6HF4J<+Vg2Nt{y!lTE0eSMcen5#6d<#x7mIjJC8*jss*)i9dvX*@Otl_<Oo3Zl%l
zL0vGE5bJD?qLX`Z2c4?<H_%}#%tJJSw;xvYGd#wDl9GNGZJ?Ym>BO|p$Rr5#XCMZ`
z@fZs`)$`b*2($fEhrM5rigNx45Uy@(Gu5TJFV$-8%phnA1hPuD68>~#pGLU#LyRdy
z5CfB=QW7WXA$zgBt7{zwIRwI<=q%J}pm~Tb#YHo;Sd3Djs2?DkJ80JO)KyOHYrw%S
zcD*=8hxLtjaXXHJ9$s9D*Pv=b*7g;Ee~!dDf(X39>RmnC^Y4_JO>U1*BNF0aCeuJR
zJ%3;*6f%2bpD<;-kU&kUJYE;va7mN8s;KCvb4Cv32-gKb0Ed*w0D)_hId9YmF^yd!
z{7h7$+V*#E+>=V6l3={eR|#8PrA#&bqPoGdgZL(&o4M!=j&2%1+fk?%ba?UeOZ+T=
zjBWZnue94K@7VhW|6NWV#>}9lq+QvDKfJm__m<k$2mTbKvD)d0c!Hq60iT<U>axRS
z06d}ryykWL3J`5VDTH4H6}<Z=+l1)_`Y~Ed=@G)!H*hfdk|E=UhOM8PPBQ#`y{)l9
z8Z2zdcmk`+Imqa2_XWrkysNnVd2j)!esXzYI{{A7%tB4`h}qJ(p6M?{C@PBS0sXcq
zX|izRyvIU7yPgPI@dDez81K8ve@3{85B<O?f+PZ>0UW7d`^p5YX@)}h7s>y8<stMH
zVqj05+|1M(>c~{Mqa)aEE%yDem(cJI4EO0Q#}zVHu1Y<V8YfEr%>iaX5cKNLBayE^
zXERsaHBtJ_%k={Pj=mEUq-R9?e+(0?31Qr2Fj0Raf$$px(Oj$K-$ZU_2*@Ri_S0r_
zf@o=BTTeX%l?Pco;+NSh```H~!GQ)~lRNQX?K;lrtmTdN50iiP6Trsbhnk)^mOG#u
za`%?iUGQk1aQ-)Yn>VvJQ{#>qX<@E*?M!U>KIXsKvulF-I*!{iF_7BWC%3liC}Ssl
z@k;e<Fw`hOLN3ep`$A6kjwdwH2MXnocNI{`e-nO5gzF_i<1Z!skJSY<eK5EQA7*AY
z0-R{lcCT5yFR`YqwbX<}t(3b*8%t~Bb(HNV`6yZ}SlblcwF~?0aT{4D?EUg&wy3c}
z2>2EFyRVYI{?lVq9nJTr!Z(zczB03(ywCcx?ghkmo`e770E8peMJ@wlaK$}yr8L1a
z%A(Zf?;ojyC#aZBrSK8Z!jn^PD-w!1%bKP|nbSu(gws4TSGI)UE>@@hduoqCi2e;V
zG(e$s)#gL<_CYQ#y<CH(4Wg3^Mx>FhTIHeR!oHgw>+KQ<3k2*iT3=n#nD4;5$I}DT
zwhc{FqRgGsWcW{Ub{Wmp-vl6D<0G`GSN{7{v$4U0_o1m3SsR|V3xH?rHn{aX%yY7u
zI&GR#LJ_+pHjV#2V7%rgx<~PAr|B>1$>cI~?Gd&~EYt+cF;zIilK#QLDM1+e0%vVW
zHT&dow|oMghm)&RPeLO+CX;T*--TKYhb)#eSe6^FHq7P=Sn04GGm4+IIvZC4vbo7Q
zBDkUOg`Z2j|E|nLK$0sOBF`w@*CaLPtqC<1`ug$*f(g!j7lhylwlgH6XOG#CW1rzy
z*#stu+*lvc<u+&x3Jjfi0EF%way{oN0t+Ms{85;ED&OFVfdmB?^Ze60Ph8MmNxVn-
zJ1Sm!Fe=&L9aW)ekqy1tJ%PT@PjMclt7&+?v51dueTx7S(oeaen?U{E&3Dh79JQyG
znD$=vNXB92v5+nV8->nhRM0YTZneXg*Cs@dyCV>5^pgnx9o8pkShUUkp`_-1Ohxm7
z$~9wRdEGAui%rSn6`$l<*gU3ze>O0;Jol|-WgC<K5K%Vuv(apefrlUKHtOF;Knoha
zP6mx&lFa5HH|%KPHDVNozD%3`s?isIzBOMY&|EL#Gr)t7&q=h4$;nJB3h$1N{41@B
z=bzcUi<qXX-2RbWZ^P`FEn@A!T(OaJ=S!czy9T^_@UpJd?QlikeDahlVPwj~6%XwG
zak#QGo?HgL>odBATIM`i=JJuCc>VQ%FYx|-=$C<IXRRrvH~H8%WJ%oc&}f)D>>lh8
zS9VEoct0M?qj>Z`d$59oEY`LCG5?X*`AWcAPsBKzNu+7pEaKY5J=uK84K&2v)upCj
zg&FF<!@&#z!x_kzD^*K#C#wrm7*92uqOpGO_QS)o6pqDx$y%Liw*#A;qWxcHB9$MA
zp_}sK=X$bCRKglO_#X7Vgw*dChT+zZl8ksSS&Nr>mzpL1`F(%z`>#p2&GAQvBDv1T
z=K`x7U?I}r-7I`Bw6M*Vxgz3@@UF4)Uz<sX1uSaqXsrZqB+EutA#Dc!?y%DsAvIC0
z1%hmOy^$l}26K-7=Y}7E8LF(~pV^c0H9p@bdp5A7rdS7EpuZJo?Su$heW=Rx6*4YA
z@(iB^Ec)-Vl!Gj@otbc803E?vT44umhW5tq;R^Ey)ioaBO-%$IzI#=oo3`59*yLdu
zq<<eXwAty7yVUdV>el9-?*|na+$Tsd9Ol0NO<mz@hjL~}RUMYfH9M`&KRX*adQkW*
z(a#$8fK#Vj*wCItY{OAdL4qg}Ckgt@QDhG7aUX)+bxShHOhO-MCk&sxcevN)$DNrk
zNAQLWCq)<hJUw9F7%I4J+l7h{4Ju1){uvG&AV9E5YqQWU>jg%R62AM#g1Q0d=N+67
z5i=2=>jl?`g(LNnVa_!4&i%bci4C}h2p#T1aB~5}dXJC=zt3qpXe#Uf3YEbOJ*38&
zASSH{;ovj81nTB3e?@si>F@?+O(}U-`tE(HcX~$ZzTIF5qq$F@WQzLn&&UW7o*mqu
zy7qssp#!ebN~hF@clAzjFveZQ{eeUmJt&C@D?HN?9{!fOqM_g^Fg$syCy0vL1$fF?
z(>;Es=<8dXP~)~O_9U7_n@PL`$J|`_WWaO3PZ}28h^{_i*7Nr7;|l{EX}Cy^$_!aO
zQOs~mqn0xQJv}mX7pp7x&|~3|KH<ki;CNJvc&u64{q6r8mITZ=aepaE9&Eg|CGGo0
zr&2<NFJ17$zVM%Ucpj`J>k(@0>$~K<VI+TdcU^I?6nzy+KVsL6vZS%dXgVVxBbJJF
zg(w=``*<~2=3>WDyifAq%lZ?#z|XZeT!*j=7SRvG{&%4Zc)uNh3r3EQu9Sg49?%p2
zdk2%K;60__%Et~mE`RZJgpj(Vwk!5#`!NLD&mFM+y!#78`}xU(wTfv{rdlv$mSwJe
zGD*a3h9!qQciq&a>Y>H9Wc`z5NmuGS|J%Qtp(#MatW^qfqnb370^;<7Ap_(0gyAj0
z8qXuk*8;P1d?-&Gh+j$Q`~EW)Y_O09#o|T@HEcMEeOX>kl?jOAD(#@pJew<XF=pDG
z7qz<$QtpRgKw~M;DZn0KQ5Mxot_x93)6JTygByYAsLfq+S)Q`|J0G1H(0BX#`k4CA
zk09d`absL4^CH-eu1W9an5b16a$0gllKkD|bP=It15;~6&-Fpdh9M*FLX)j|hJ@g)
z4=>o<zS4%Ty{)~_&-Ab7cGHa;bD(t=BaJV<MC{L$^L;$?_Ng*y(YI0An1@%Y@~?t>
zc;3L@OF@>GpD_Asl6?HY{Gin*M2eiHx@|bg2fzziJk<lsSyefYac~b~*m|O|={$5&
z=l^_PlXM$@@>_hvWk>%3s7<l}@1<Vu6{GOhcIL`a3Y_>K{j9&!`RD<7v_^*(a`&kb
zT}O^i(;r^ete1iJQa9-arxQk1Ah>&ZgpPf`UGp!8#()HFeR%h1ze!;$ccX`+GU=tR
zX(}*ck@WN0+JmM|&jzcA-HA?hSh2}|ggox1As}HjlExPs5c2BKCutwls$9A#r+sRC
ztFV`}HPP`#H5V{Go)~zo5gH=XQdVGKI!l$>>obCUF2%+qPK<~va1S4SlQ&hWjhbdD
z*ayXOpySWtK~%^0t4%ZFI^y8q_xDdX=XH#)i0)zKZrxg(Ct!UiN`gu(u^EMzTFEtM
zoF9Hgm`>58J{g7Gx!JvR>A~)0M;!L(!6vbwEz0lBr=e}SJwlX!9XNdATe18#c(1Y^
zd&;?6VA)>1HBCMLAf<c4SAR#balGtu{-Vi$R2bBUEpj|m<tJ`FxPTwNfFly*DWtWQ
zgZ#_mVV;um0#hDP;p<s>yXJ|pzzY5taK}N%GEee+Uxw%ng`mF(eOG_AGn}hCe1H+b
z0J3)f<E9u}PcE{ii%S{@joEvNYWMOT$xcg1ix2ORv-P)Q&@!km%2|Q3oEIV6rP?Qs
zW4FUiMTdras90;fd(28Yw<x#Ad;LIK7w7tiC)gupgqEzW5x#uLcql4KS$tuyt*=GC
z_vRaSL}&ExtujHEIl@V|xx#}xW4FMSwG?>L3Jm|RZIr8sG=fvCV!TMQwZqvRfNiQ<
z6HJo4NSUip7(b}LO&BdtKqKKQ5wUfss?C9|TFf;6M2vx+Z2n7)JN;&Tsxn(iKjPDt
z*;8$JziFE9+`@wWfndR_Jqo-?vtP14-(N1L4GRx1U5pX+G2i(J0QAH!TPIR1*|_&7
zqlC!@fERkRka=0aGR_I!P$V&LPnY}TBd#+VmIro7x!?V!{Tf(FlWob=F@w3rd+M`A
z00%ys!@b?aOraahlViB60gD>CG0nF|lUfvS`^t~F*Q1u9rRVVxUXf||7D`#RiniI!
z-%)lztF|7HzH8%H>V9pRIQJnlmsy8+@5D_MGZVo7q~^x)>MYOxb3AXyNdv~Y{@0Qo
zu1J`?nE>W1F83#mJ&9rl)3a!Gv9F=x6_o|54A=mdXB<4fQOv@0K4?d(x2%PX9>Jz%
z=9>yRcuc2ADf8kn5ohYH$DWtCmcHLqv_}0yToa_llQI-j&i8Yy&63;cX0#<BsI^A@
zYhyEVxFmIByd)8&N&6;UH-wOoq8Xss3<lm5oB1`oYxUc8;e7Xu$C~SEL<J0Z&s$48
z4V6o&NG;yoQ6u>II?U?SsFi-2EB@v++l<aCAQDzo5wp$p>~NdTDJ&AO!vID()va24
z8?HnM%LPGQ2sN?qx6}ciJ-nQ<2l=q5j%Ys(HwEfI|BUzA2>PHfnT!;{PvWQmlx(%1
zh(x$bFaV6?Tsu`&FRlh>jUIKu-h9<MK%-M08TeduYcn=60OF<hKYruQu93h07qc%G
z%%AJqJak=p$XbAh?HZgU`KC*ob)ldUb8%vn&UMz{itwA0-;qQ|a&0AzB(hT;%*vns
z)bPj93nRwcr-TWfk{&4M&4~MUy(1E1wXaqN**7E0vQ?g@3E8g)&t7Fu;QD7IAdK?m
z=+(LOo+{&5p~ub<`RQG$TMKejrnG7~vuyOpl;;JY5JvYM3chryAHjC+`*{^pyu>*V
zTKR*IE})vLBh8O`zB;|~s4-`S6Ux^aqnqT-A(?U`Ha|)J+<AS^<9*;rNd+m1CXX4B
z+XOywz0Ghm6HT}BMgM$DTZZq^O0-hoQn|TpiS7J#A7ko!M}@9PP!IZ;_eYb!?Un%0
z?Pd9y+1XuFafPvLU2=^o0u!(wtVnc>dsgU3_b6k+agZYaqMZD`yldV@r9IL+3o1#G
zIYhi%Sl7cccMmNGj(Oc(2At0K7hhMhS&W|{nA~EIytrVRRu0YOF;^657hXxSEg1B_
zl?v(Y!>BsZfZS!<m}5AO3;4ZEry$V~G4^L#r#eOPN}7;8_-dF#*}&_Rh^rKkchK;=
z)IF49|ILSn%9xvFbz>r}fuGD)BEsc*7Miqb#l$d|X-3&?V_DXNBHUvj1!LZX)5m~&
z@L{5Q`AdVUD=~=Q4_C%(N1x{zQ(GUY6bZ?qxM`9);cis^@mYEI?8f$XT7g}jImi7!
zPkLcoI?D{$q&gIFvQs3(y(*(wkmlR;6h`QI`9(+7=8&O5!{&vS+t=p={F8;og=9sh
z#bjc(`GqVp)7HqeEpc+v&@?Y^0Am-k3|sl8&o$ONV}~2|omfrc4L0%C^_{_wenzu#
z!A&#G!l_nI*~99exj)8b>6<NLQD!9Ykh$RUN+6zh+*Q0V&X(;}6w~`v@|d;riObE?
zTP}fqm#fNF59z`&=f*3qxbey(?YFmu2P{0ryrp1o3gLfa+zD4<_u71?{((I?sr+3L
zJVWbz7P?Ugxz<uOUy+bs{gt+ct7Ge)iHZ#;|3K*Ln_mxsY^|!NU^2dy%p+Gv5LEd2
z%aj-;`0e}Dq6`|a4}L8&(wLCczSa?D=Sb^vtFK&U#nh-PU~!+Rq%e*_?XK+D0Uppc
zcb>xeb%|^nE%oa3(oKAPQ^Kqsk0f?gAB<x?6CmA|NU{pq{>ytIf`^Y~D`Sjizppf<
z$iQ`7!h38E)FrKs>N><P+AE9g(5xIB@#;RkKGi&0Nakbs(|e?HSrM0Z=VoQ7KLX47
zC$xFKf_2|)o;lwVMc*_7I_rW_wzk$tW9`F2k%7lU(p6m{OpTznXMtGjJ<<%gKi*-D
zF@9OiRmgl5e{gO8$A^MHfa|7Dgr7QyTbK8fP2WA5OKz`x;h@NWJ!8|na`7qAFN<gJ
zkNwy7t4v#8T)04SL{J!RN)SegGcTbrbV{|fr^4Sv6oJAsJkWFJ{pMA<?8v-IB_|C9
zLCUpFkn@dx(Rl}2az%>wwa^Xap6~dQjirdnvm=Tvi}Jfdr5nacQn2Fz_~`nk1-eN^
z$pCnr)veYuBKwgNbgMshvI>!m#)$$AUmqTwyls~219DaI&Se3D>ziB4E(GK@c!x|^
zTZeSqqzIO^*I4Qw8o$`=?cYJ}L(VPZD46CTIdvx1W}PU}TW-nB7xMqptN+=(`n6eE
zfoh3t^2Jbelx&CT2imw(354?7CC3Mr9D?lkDj_Ex`mB>5U<W?C6PFlTDYV;3CY(_#
z4YRvKyF5VlPE%at_IbGw7?nw}c``=tWAIForEK-&(6XaeK+0B%TIb_XL!i&`<;}0^
zI)jmB5RQK5n~^tQz`PgQ-aVMNNn|Z3=-ISzChSuy1*?#Oe_P+W0OY0DmD>wvLdP#&
z59X`PU}<3*BG{YNoW8J@2@YR-+ZfbvxfhTI>g*XtxNmpIEuiQ{=8ENze=IOK_u_Y)
zMa6&G7MmC*gU#vyFI$*nG#kC+!L`HjRPqip1^t~g{jKKUSfr)Jwe=8s?}W!sZQ0XX
zj>o)hhozc$9Jf#t%5Ie>G%_Hy>WkUue$x`Nq<8=f%!JT#;$;AW2rhyiVf>icC4$PI
z9Hw_KnHSu9M24k49=fF<8_Eh!WM(KP17=j~T5riHv7S_?^mZ4QTLeC7r&KFiv!NEF
zsMd9IoXB$TWgwym9%6=+E$;Vi5gm`nY`7<L_V<S?l1F1uW|i(EswtK^Y6(q$=j(pB
zr!<ZeuCUv@{}^~SHyhO>1R$vXB+!ZGs<}GE*yOYEb`|Ys{EEbCiYi-DVKnQG6D$Jr
z-yizUDCclB;C*iGz5jAov*_GzsN;Gr*&)rD#MM!0P019!Rv&B$&_}Krlr7OELAy#J
z!;eEf{owH7d+6|=S>OW_`tCODn`vK!R+v8G1?@RR`JdVFY*W$Xt!N9eC@GJO_aGjp
zDlb_Z%1wUUPO0L2=zkMO-wyN%7-&g0SIzMR7jX@KmmB3Ot|Bsi!$Z2aKg!I1<Tdqc
znN2cSBe46==H0_wQ2dl*zB-PWkUf=r+y)X^z!maMNU-94!cWLi8Ta|>#>Px0K&4(~
zH0WuoWX(FIm^y1k(@NGc`B|ILG<#u|zZhYa>5H_bos?O=^y(q<PHT>mf<=ekIqogi
z%j;~us#)iJOI(x6A~au(%r{DZ$GLz*;A?fx?{($8kR>NhAw_7C!(9DeOSOZ*Vj(&7
zPwOgUsLsXY^iv03HEHsz$;OV6a~@n$#c8?U;H4=E=jE(Pqc=Icbs0D>0ur@`B-`H~
zz3fgHV{*it_~Q!}3#Rc!4h(o3a<0`tv2$2#P%Abl`j{6?P9|e}1uC=~)NN<Rq;FpD
zpAyA3rz0dlDdB$*fr0BRHa0M6^~S7Y!SLpCsU}zK*`yD?780QYQ43GLE|<-Qvsen~
zX2ol&3kwJ!^Fb_ey7e?Dt`x6}z8%YC#mjZC?`!6+r3^`)d6p#d`GU`d@kY<SC;Q<~
zGayJn7WNg#`}Ox+avyKI9h4lf1Hm_}oX5A8D4DB=P^0XGl6fXb&pph9PHq;T7~?J*
zGm*T9j|}3sK#&EnhGRDxik);mni2z2Z7hE}Zvcuz>wWavTD07ZYgQVo*^_9}x8?FT
zS2CsN2Zq2-3&^v$n}P%JX@&Usv-QqAg4d@y{NOm4Y}s#KgoI3ZufaJM#h_RmDiJW8
ztK$U?Qvj0e4ayL7mOI0qx}JZ`94L1@(EqqIM*<*qacymKwF*;z(3J~skTI=g<o~F1
zpA}}{m-${8!?#AmT~i13eAd-&UTPX@1cNWJksmkgAQ&#1*g4J*rFj(CBIn>-vy?=7
zbhtv2WwEg1oynJTW6Ua8EwYYoS_2%|C9xE9^YUe31T_Fi#bGI!XBR3H01eCH%$-47
z0_gZCa0&_m=<D_goQksqT0e@qxbVAO?um1n&)_F;o0T}sgT@g!pf_6+_}3e-G~Ymt
z!(Gr3VRx~W&3vW`!O2!p<$rylQ5H^7=CqFj+7lm|c(}5ofNVyD{HXxsX*%Cr*{oT|
zlZBBQtC5PR#YwNNkn@c)`}FHah`OGh+@F!q-n)qjN|H7)zsXok=fFTHWUvUJo7$ZQ
zqMf<}Oi-=q)f2;#hc0VE6>$g-*ysQ)B(f0F0A|?U;&aam^qK%Co*>A{$>D>OtUyPT
z;hCEf6{x{TVqy>|R?-F)4jVh5o)^IV7%reckueEx#WfQ{ZoCa81^vsuVyR{MZce1n
zOb9Ms!9Dc;O=RAl5hl<B;9!@StvW+FT$#%7-fi?HR3Z8PerL|DxR3#noO!Osn~W#1
z%r*jArJX)6J7^zmT&a5ku1m{#i%Tl;>3vX?DjLT=g+v+M_2mo{CFM%V9k5tDkV*n%
zo0qq@6{r*e?E<O$u0WC&Z>GVOsNVVHt;jJKs5EH@z;kZlYs*ODgrXRfWMgF|t>o&X
zCzLwF$X))4n$?+2gFYViU#xg}Nn;Q0S~{hHl%XBvZ4^`Bz7`%g>yAG~d_C7rFh?R+
z{zaI7to`HlpZ8Z1kH~LSgc6^dU^Ru&a;nMDZSUYf1hm^9vF)Pas&qNCKB@%ST!L*{
zkv&&e*Y8e8#%({W*2>d}W@^~IuIfgPVn69#HmpEmtl}v{87O*!1NziY@^wsBXL3tB
z#*@#15&r&jDh}8kMPe|RAZ#9A>2)S4Bj#pxKbI`~;8P<-^$%!*=NEq97oZPwuF~kQ
z>KZMWan6C5EU4_$e@>&%2TsJONftc#2vH*z05D^p8JM0Xf;x>n9|A=O21lH_tIOk2
z_fHguV%(>#3E8Ax(kd(FaIrd&E*K?7qWiNo<zF|QC4v0?<Y2Fv!FPw0^^R79DP@sL
z<hal=%ZJY!G#$!Kz?L)V*)!2kc;h(hA|h_*-jz8?jLHfBDGPSHC(!GJELO^D&`%5s
z6CP7hA)U<Fgo0C<2F1n1a$)SSdg>`BreevEt?%4Q3p-oi3g>})xw!?omz2|>H;;oZ
z=0ccSEiVOH>?B@Qm9KN#oh@E_9Gn=R%(F)qQHAA;QXne#5PKwVvWXB|%=xg3o;LyG
zrd<|Y(F+7u*#;Hka7peX6V3Y+&&O70t!$sLfAK$99aw@0q45mOoHL|1LqnO1UJ#|S
zLx!zQ{DLlmM^F6f{D`SAM&fI(Vvd)e-`%H=K_GGWoSVUipq4ogCR8Zoxm}L1xU}xl
z$nx~3pw%P0N*OPrmb{CH4^;&pnA4*QyHLqzo;=r0iF<{agQBc$f6<0)-cIvtlE4?_
zDA6B8qwltSGLN!?>2K@zl&xOveYn_naH-hieZex{UStxwu-Kld3d`9&L0uvKx1H8M
zb<+L6yceH33vf?Q^W<TFVmpbnJ9Ut^wr1z&5AruY>pP?5I|G2Zm~=K3icE^2E35VL
zt9Ly9n@tP2dJ9Q>B37bOl+h#&`apS{l=`rO>F1>V0DZfCeqv_n@%=gneEveRB~2^%
zaJI9teVi)7sISp0Bd1ma@pJ^*`5o(~gi-fe5RatF<7h1SLZ__~XK&tOw2mA<6_@iA
zBT;LAIF`KD4ZSOoV9CW=H`_$^I7T5hoe?i^e$3&{JQ*mcdI4Heuz}Ja^l2ny<c)D1
z9UagJ@_t~m(*1{#e1SH&m}G*9Ml?nMxLNEaUObY(L7A~7;ix3=9U7Q%eI)ZS|DFui
zD*w>a7C|d6F!Pd_NC=l6XOH1T*k_i^Qzya~oBURU{cJF@>|$NzUp1&WqCe}O8;hA=
z)5JUBV(VMj4!Y2B*%8hc`i}V>wX4dO7M0^<uBlc)<FN=Ii~5nkhXFv0{MW_|%zOIo
zjKr(<X%5WCg7hz$@D5H|N>-<vhi6H^uF>&1E$04h0^2y1I){Eks&!QWjqaV|Qv*)g
z&<G|BGC^X{OHvp#_bdLmF3-i`>h$0)1}66y5k##1==eDXYG0~7-bwqc#~qI@hMnj2
zf}o-J(8H+ZK4pwz5gy2KHZdJ(N%nGStI3f6`UDKto#n>I%6qef!`EAL#pua~CKq1~
zpEKfY20}Vk59o5!?7zDi)pL`4=`Qf^!CX33Qjq8vxZn|+)E0Vl899(Oe^L}Uk38NH
zM5~sgXMh%f%ZV&D><Hn6pI(C&Of7)?4FqQ(s%_PQ+P1t#@VLIm+B$)jHmB$3xgC_N
za(}}LC_nLlKJk;cx`uaya0(e*I_8RBgE4x@91ypo<piJE3qT=q7K`#d)TXQ}!qz?}
zgHjzn22?oZC+3&Uob*4w(tKdYe|rDM6MPhual!JwKjh$iKf)~U*IZ4;<m?$pU2=eP
zo49FYl7j&G@*XsXrc+`#ka$GuvitnV9;$RQe+QzuU%!4?0u(rBfsQvujwDYc5FU~b
z_12WY^6xw*#6ohCVP_K8K*&5oFei8|^JOUz_=BaTcCd1;t9pUmr7yql9$F=J^Mf`H
z4tcdkr<d);ck{vfeCtq$+3-0FAX_})&t~B%#12xf9sO>UkcfepmIKuwU4mwcBH+M~
zVqo(h5%+b2g1wy2Bj9j52rU{J|36rf*Oa}k2$$rYZ||<y&-YJEWLS0lUU8Bj9G*^%
z;DxPv&O5_};Y|v?(Z2lE`qZUMQTZ^<mnc<#eRFikjz$9(BbGpz=^rboLK<+JLxZ-_
z#6Xt@Vh(4P)TLkv)aQc9r`uuryT5fM&$^8i_(8YR5P;%pX}x*H+8;j+x~aI%KHI5F
zD-i@;fwE9oL9hK>g!D0lZ|npSnYUmP12Q_khuhWpHvl8ifo4Kz`Exb4_aHI}*2x>Z
zp@PVWsUbIxr5U8CDzatbGf|@|S~32Mjhy$s%3grg*_i55u~XcaoL8#vDnqP|w)<^j
zYkN398MFx~4c1CH#%#*a6YZLZp08bRiBV<YTOK<-$u#HlHhA{7(sua9Es$_2`4t<$
zWhl5YjU6R<I$b8+-w7BaP@d5WI)HQJ^Jvjd-$ngkeAHZFKAX!N{p!mwKP$ue@m3%>
zjS--kf=!^-ND;0=v)&0h=qSF;KT#RPYiqKMNU%_%&@>4!?W~gNMn{}q!tY*QWLllI
zOK3Z>=vZ>H9<WpEy8l%iU_E^dkA5V~!djw6nQ=Z*6fnG>8Y?w+{29-BX!e#gBcRv?
z6N-yg`ZfmhVr$OI8ZHg<B-e&IImb~~$bd5$g3tCsqeKKD*)i_vH^7P;<AM|E*ryY4
z@n@~hk?oSJJ!^9xR@#>OZMM#)c`hSqA33+L_$>hz>v1$ZJhj;@Uw7ua@2L2^Hari)
z<wt;dwQv!N6>(^LeKOt>eidWM!F`_%wd-^_Md$Q`ht&r$DBeh&srm@RY-gG%Vi~8$
z`DE`LYdoWH{UKN`mETac{ONYCyc9^H9V1;tbgECsc)YQQi!LI8&pd(uU{RbxEPSh7
zboe9y?V^@wck8jV9QVXi#@al_jh*1{8pg05_w8zr`c-o%=LJ5?RpB6-y-cjHdX$hI
zeO1TLx;~U?j3CQ^52S(>k+E$3t?wqro%HwP)^`~O1<U8MtDLZ7_pmKjacjH!yV|Tx
zLgMw+Z?ue@W>YPj&>1DUtAHX$3!`i_x*NN&GBTdmS`5oy_dQ0fhvjvp<Sal+fw;Uu
z+4D2X^L;2b%o1If7&A=3lj?~%f#<kDu*xLp?`i-M@n;rgvhkRmymy2Hb_>fd)*YRy
zbX*3`&-bqnDt7@I;8T%uv*dV9(E^)JU{YzaWWedZN>DB~N>GOf%E1}yv%R&D%>1E7
zERA;mUBhEWxhWnr%Xy@)M|8tAfwdm0SDp?HTAO`8-r0{}lNMasW&FC%wacsx%E&_B
zF4RPrC5j#bM+mOcr7lHGC_qyd$uyq&Ywy>L>-p+VE;ZsV&>I-$gzo?uFV$tR+>JmH
z3srV}MfAAUNk9039{Hb<TDQA1N9jhhXJ(M5`Qpj5-Zwy{(;3MZFn&P+T#*oZk$8%U
zfu1qxQWFb)S>>as<7T^`gky<N0w{HJ>}cNCZ_S~6b8E41BLMmQ>6Xj7oe#L$rNiUu
z+V_#FV{57Pcvg!vh#&{+ordLt%t>UfW)E^g9gl(7=|xsjfE7(5*V=rvB8VZ|s9r2R
zy?mDe_oRbkD{s9=fhVaw&JX`@;JG;;c|`l2?FkTDVa+v{ml}Q`r0%AzkB=1b`OqF0
zA0dwpWgd>1!hZbW-xdxn@}%*WhP^331bqU+gBrub%`VGN5cEx-<*^9;EO~HVncX=X
zCjI!?Tk%P4En5K!-aBMZgjyPIl9+jRN!6Y#%5fX#_61smt=omYq>Q4_s>5Nyvgg;~
zX6piI#$$elkgM0adyS#b24T;>zIPw4!O8P<Z1qe>I*!92uD2$-HS15vg7ySpR$9v*
zjg_=>YnsYhny$+X+{BITf>h8fqMQGq$*#Eu5qL}LO5pk8a6_=Fa@iLk3r2?OwpRge
z4UCTdPNO+r-!*l~Iaw#-+5w_$QK-@E-lHb34i8-&*Vhcha#sEhcE3s6s57%yQm-{*
z`Kt&3+);JUI@=(vq$*F6&DHT&i7XWj(M1%rEMI{$sOw4=;Fw<$M&$6%%tEi@{mp@z
zYagf=iwo8BPXLh^jWIA6$aA|xNy*61@7d4@&MS!>Bhf&9;zIc9cmABu@i)_J_{28_
zzVv$9jieKzqrK^g5pg0NC;3I^a*20C+k*-+_mQB5DcWek>#g)n`6vW`JcB!4nft2h
zjSo26I@RUaFt7W3vkw@X*a{ylKY#X>#XE-=7}=AfW!nIs+@m9>j!RN*a+`BN`$ODt
zBgWA1jWPdl8}LS6@n&0NRxleYdP~-EG@^QQvUO)UNe#Y#=(S)jOJ&icaQz1|4C>I6
zD+PI^psK8ZhRf+_AY&W+CX&nKulIx>_S`s$A0vsq_r#I()gtS%SIO3ht;_zvcTTeI
z<i<)GtTC5e>zJv#`$vl7X}`jEeN^RKA!BGQ4G<W74(HJLY=ua){pJ`%!q!;<+p7DI
zKy>1d)}&*W+cZC|lCbmElv3Y9sKbq>J0OOI)eslrer6lun)bi5&m~;N476BuyzkvC
z`!Ux@0A`RUwT_Ws%^R=RtJlUZv32ov*rpnEIXvd~N55OVpV|m;OQSNL&Ah4rl$RVl
z9Wb2~1&mn)xr8yD6wRWlAjd^|hL}CmUS@t`0s4dD6ZeU;6AZ3RI%9|N)lE;gYDiZo
zK50roF%l$nlX-Mw5U4AJ-b-Yk3*S&(g$5wOt5WhOyx~$ki?Aw7Oai=r;7wy-m8mE|
zvyfS`zye8QkXJ@<PM~`R+6#%VB0PE*H@0<pU*(M3I}NlVcqIP)pjX<}(WS`AQ2jey
z=zz=bmBkQyr;*_p`^0KbJrw5B6iDGw@7>Fj!*5(JZkQ=Cwu&w;!2#X<7|1gMPCp0-
zqMh$!!DJ}u%R}zo*K4M|i_cF+H$PKm4x<7k2<RcdhvrdOmSUu{j#hjVqB_!;827$B
zA!iR8t+$nmP<1_ow2Xzj2+-6iQ>0v_7aFRkvXRR6&flBIG)9xb`n<dee}W(f?*z2*
zdd+#TDg8|E!;!;v@%99jT6#nYV`k@QDkp5U%rS2?1KSx7PGCK@-AIe>u7oYpXvA`!
zj<w<f4vzR2r}Daq=ihDsUG>&BJzuL!W3XHQ@Mx#Q*#vpCFo0Q!-pT%8<qq;-Z@~7r
zO(ic+%SVxFy32@+u7MP3uB}#it)ty)u-QNy;4jnCNl<$~BEA5BdC8ybGpDcChNzXI
zWo|Tj(~?=<M$ZHMddp#zk2gC@Vhojd-=vkGbXR@9tt4<|B5|Q>nJRW{7+3IGQSuWq
ziWC(O_*=I$K4mp!!<O$TGw(xb`fV{0I!T3dUH5&LyrpIMT3#a~-Rc85gM$v==%4{{
zu#9B0IAci3H1vcLCxHFsx>uiR<)d9U)wlT!WAYBPx>bVZpWiC&S5py*QL%Jc07(Xl
z8MSfzSb-DX1h<cC90mv&q!qe#bbUA0KG<oddf_d@e8y`=$6{j0s)Ee23QJ)(mymUl
zXHQNj#RIR?xnaQ$sZplPpwzLq^QUa=pbZs~Mz`G$RNS9l7SH=zGXSvIg<iHU-e?xk
zW6#|5we&xnOeUOaJ7zby*n=)!;~BUYy~yX>d0*M@aDry6lyNIckhM$fr)3Pu*}0An
zz2JV4@!%TZTdGjECJI9p3Vae{pS2!{i*%#y4yM!#ZXQaFl7?NAqHHF&UzaU7edHG#
znDTDZ)iGQ8`O*a#%0&3#w;*B4+Mw*}de*rzeX6s{n^5ixU1)zk_kSEVhhjNZyYeKE
zo6r6dw5{7s_}4jWZU9$WKx<zx3`5JbeXRv|+^6pzA12kd`e!1Lv2tmoB&(LF!M%*&
zg;$U*a~F5K62oU-z>3BQ{W-y>)WNBKc5_or8Sm_OyS=W?t&`ZFJ5-7bfH#%B1G+6E
z;Et)ir7vXRFo~qY3Q$58dveFCOiL4^DOIk?^K5fWQLB*eb04h~*OU28O+2RF{^z>S
ziUed)uIETM&if`rUCPg&+C$iDnD=YRH_Zn&$G_fggwBD4Y3!jP$Eg#6&`FppbYIwj
zsnBR_*aosadmir#QC_NYF>0VPe}w4FaSl-4qu#)%?5nASQ*Y$N$q?8vrD%2L_8l)H
z@HCU)C9BS~>L-n0D5VHKbfDE8$!84%i;W%}=W+31dC$$a&u;D~oG%Td8*eCvwn(P{
zc$@U9!%yGUyGtyUP!OCRNGx=+$81g5jO*<EtaCjtalyYxw|ES)^OI#7kz+V!d8zVN
z?)96^ZF=8W@q@~>p;g!U{l+WPpWnH0%Hk8Et|@Dw_FEL;O>Ksy1RKi4HC{N2Lo+C%
zj&iw};PqKh?yX9M07Q7=KjSOsT!0UMY_Kh+s2;8sy*MR=ZuA+B477s|{uxH0WFe%Y
ztTl&^`wi^~@-xG9szLu}ywz>*V<P+VaCnDC8AKYIr+1+@Nfkm*1ps;)gR>fGo4HsB
zYEeLSfe0Ra1AxRLMFF(A&}JO7F5kuN;ygt0NwcA#C_-w8FvH7qin(O_+9_kGP~W(M
z!viat>^XRoY9UM1`8+)xpVe+oP*k)dPtQWe-sQwl0g0Wh`8{xN6(=nC?0JINA+dgk
zvVY!h#f`i>&sy5!n>)N<&I&^~j)xF3V%Au#=zRaIBPkHz2V*ia4F}p+03Frs^w6_c
zeq+)6iH#*d8{K9<#?L~;+cG)G9p;E#8|sS6URmdK5iVmx2@g+A>F#eY*o5jUW&p-y
zC4{}=yWi*8d=GACgmP8Fswwe#Q(WJh*+vu=(O<LFfL6eb3d~Vm>$)C&Lh|Wb0VAv@
zVl1&~blM8MuuwdtXEq*3bZR|n<yviW_0vdjJWL1b(~EpV%%TjVAKBO^i90-Oyo<9E
zC|LluCV0(uf3q+6_j)(55~sH#Nn9AY;RpJsf<L7{ELUeAB#Iz4%k1Y^#@DPV!VNfc
z&Vd2x1_V86e-mhWdjywfyv|Cg5p-H3SSiP5y)~(re)I8urs?hnXm?Tf<;JPMHZMkq
zo@GlCErbcd$!INEe?Vu=BeQ&8IXuc4{$dBud`_;1o$_K@JU&&*asx)=i@mwy6H_}f
z7K684?e|}}qg!9`2Z-C2^gm-~me;p4Hv+m1_^kPX?=opA_Uk`y%$73MMZN%$)sTB(
z(M&z05u?}TZdKWUQH{gTDI691O+fWYj`LMz)flmpSrdnr<$tQtQ-CcYI9PPOe{^~S
zZe8qOM02RPF6TDz7n+!H<|+1Onx)P_{Rlsknkf-9yR~aYeRvSgX4a#+jg@+-xTLAQ
zAk`#rG(HWww~3K0bW`~5tYUN&E#{48#*1leM74KfjzX(LAkM?+h6K637j|kBYQ)Y2
zZNMe<B6yGYhUPO%#6eKMux@vWzTF8ek8i*y<FYCHUCESnA19^F^+jZgvF#mXDa09p
z;2wK(gkfj+MRDSa6qcEwANSlheJHrT6-%PJy9j!41ruw)jH!3ETT9OOY5x$5D5^t*
zA@mX3uQu)76nOQDd+eCy(XuxS3g_qAky1)u@Op;@2UlgGA=ClF_#GgO>#rcfc-dux
z|L)<{BTJ5kacpOj*s*(lcfHg6WhC3zRGlq3#_(AWj;uQ(Df;BvVz`16n~7#&O&!Ch
zdrv6&G^1YMaK+Q(k6d9zBEUO)%T!wpuZ3mo74F&YD00J-=<2+@s%J~L)pI?|3eLig
zi8Te%4{ye~tB0=}(v19{qaU9Thn*0{Wm>}O8lNa)l#X2%$+U8o(|3JWqWc{hMv@D=
z35C}G357aG`=)J4Umt7zj7fp1N0eVBL6tFf3;q>Ki%IbmA3+JsJ-gCE;G`IikgZ+S
zU$&d5ht!z%64yJnQ}DSgCf|##?u%3stWu&rG}CMb&;F9ubI7{6VZ-S|3H+aTq}}Gw
zGARjLQch!a>w526tvCA1p}_`Y8;cgo_K`p|G@@Fp7m*ME2HHkys6`_O;`z}Ip~hzy
zUTijpV~(}k8;@fwmiihoH+q5@kd`z`yPP^5PaT~Xg12ptRz}5JzF(hm-G+9Zk7gxa
zy|sP0^dNYCAn?q2ar(LR;(D`XeCa|mRSC{OSy7=rH7<COn&nG5T`9W_`g{?w+}^7-
z*!Bb9$t-23cKRmxF~34om2+p2BAr1OOwQp_=vqHCRD7%V*pP-<pqH!{+G5ZqKV|%N
z(N;WY=py(^d=n9&$xHpe9-4esB2DV0{dk0MWvFxyj|`FTsJKRX?TekI-&-;YYgY-+
zrInZ@tu@Wf&GF|;lc(l?Etlg<%{z^a^+7A%nm}IRFf=JsP7fly-q=b`0`Ke(wB#SB
z@x2{yL`ng{QTHGtFf(B`CRa}^|6F9Qz}`0<Y6?psZT<kZ^1WU*y~@R}`treVZ~ef^
z_DKW89C}S2aLYjvQWYu5z&6x;lR?{n^26@$7YYP<?T-R~MHSjk?7RU;Fy%A(G{sxe
z+r9BPy&Ly&D#FNbM*yZ}u9%2>uGf1`5OMDu7tj_hMYxA-^pKeNF7V<y+0!r8jJ)_#
zlvP9eDCX0EGHK~;IxSJ{KPSytRWMN6DLqH<Jv%Snwi4wtj+zJ~yIOC&$KNS>-Pp(d
z65n1}3Hy!%atw>WJI&sFDqlj`qGPd|*ZHf`2xLdKFbok+M%3Dt2_=!v7cwr4*L&C#
zVS_(j{ap@mu64h%&zTF)z&5UQ9+C*1K4F*n{A_`<RTt3lEty*s)&wM4C{rO^Oj^8f
zy$<+(jF;q!AFR<JN6l{y3DP4V<>H%)hyAxoA5)99*(kX*#jiEY-gk8$z=hC2FKxGb
z-ixANm3;<>E1-Jdn{#W)rZFvW3d2YUb+{GnI@XCM9NUjYoct4$AD-6#2dtHzBksxh
zTr(aOmS&oc0^KN0&L`Dp3b}*~P}PtZ=IXc_m!RUbP;zUKmQ9&wYrK_lH^*aOk*F=t
z^i!HUc|mZm>k9-kVy3)@<1ukul8S!KL(F7wOet&y&l*W$1+ZWF(MQred1i?U;{F1b
z6BA8%@9kU_x&i6qJl6v38Rbe4Wem-WThdZY0`3i3bGV=`!NILx6VOzOJ^y-YjuSOT
zicQecQ%LJ85gR9|ZI8DW^&ud3UBLPJV=2?tfCteA8Q$L>R2P6Kgs#Nlsn_ZWB2ewP
zUCh-}#A#d7cBi}$&#h-mUhcZ>AX`RohxIsLG}q+jdsPt=_|n5<YFttv&Su3I#Njd=
zA7EF47>Dv=%QH6@-7<+51ysr5N*7GUBr<#O6?w@8p71b5rfn7v+&nj8Lq1CW8Qk0|
zPcv*ob74eHyYHg?2)M)#maLB=*+7WRYlHPcz7$UHxCg{T-YGop88m4OK-+Sd&ULcC
zth%Oxc!QIh0W@b8-<8rdIBz~%%v>4GX0pbBc2D{)Y@%6EuT%4D@KKbsn5a+NEXmp#
z)1cuOBaIPi@*hv@Xb@E!Z(wH~eIv|HQNAJ;em~&+o!5Z9<N3-1_-b=OUJHzk8zn}N
z{tnrd>&PvEVXg94Z!`9KEmxrH(Tz(zeq$kTz<*zS#K+dD$tBy7&@Q7kBj6zz;rT(S
z#66`n!NXm1U}zX*ZPBB*8`D`rH&jSY#yLhKsD6Tu#J>QrdAPEI!lDD~g56ZEq!LR?
zuxW4Bx%&BqDEG`IZ=Y@tW!~N0)77fM25#hLY;7%(7$}cmp0dBcYGFA+CHF1BAC8jc
z_okq;fnM$Jwe3=#-NqI1!xiV;n5Kyfla;cl<rlgR%1Z$+k5&K>num%A*+;sIbj=Hp
zpm04)LV-b$uH84NV6e0Q$XFipQNURatcxD`vdmL8t&qD+2guby$?iy@eSAUR8qGUE
z&LR6q@zwF0%3D%=;P44ggjSY#-;{Uy!=;HN_LnYuKxSHu<7>tYD<|ulgQ?1B2|7`u
z+1Mo;7~J@G!+>1gUCCWK-$%sg)&>aQrVw76g{G)oe@`pPz{l)DmVsGY(nY!Igc%=V
zaR4)dtTx<<%O#nhmLu`>z+8KC&(H>5-@vs%=2+wR-LF$2XcKXL)phfkQWnwZjjQ@Q
zKSrn9$t$7wifjg*8Zr3ju|NB8nLOK}nST7kg`TJmOGa+bB*>?YymQuj2;^smy;q=m
z%NK->@&_(oV9<2HA6jTWPceObBg^rd!D!^*!?jm$Pd#y@qRDy-FC+dhiv$0fRoXA|
zF^>%5cb@#Y%OAN*6HeWVMEhG{h8<TvR68?UOBC7W1;arF1p20wAP9oesNgfn6?gb?
z<`S{$Awd=`?JJET08)Vv!xW^hC{e)CEuMe9!e>3b<g_$L2$d-nq_P~e)6y!0Y71u8
zMsuFkwex)(O$J;Z1Xu*VqX~B;lt~-B=wWX*dIX4KT6dkTS(|b0d&s|ZVav3Uu4e)2
zXrPXA>I4tuNX1Dx)tq-Kxt@WP_)z|X2pn|+V2Ck4SOUSWNCgOX8=t@_c->S_CR{1R
zPgIL9_)S7^(;3XH-L*v6Ev+#?>72kT!taX)Qi&FX`dX!m<brNh6u#TCh5U0BXbdsC
z%Hw)ZCxB$4M1us~ZHDdc3o60OY0h<{jwuR<Tn#R}h(O3GeU5bM@asEwW>CpIcgpjR
zF5$qio>|Pjfwis{gl(;E{c2;plex~?B;YGzGBX4J2Rrcj&v29W_eqQNQYYtkMe4_w
zI^2{-FB0f@T=)fckG(;ji#w$%B<fq{le>`VL`ePhfK9)j^s4r44mp|2P~-Rbk#Kb)
z=x%jEZt2j;8l3pS=6s<FQhxiYcD{pImA?(EH2D+vRb`F7cBS#w%9Orus?urlYxInk
zLG;x7IkUMQ?R89wve$4Cntl8ZC$M$PzXaA$lQCGRFX4LTz49$z0Fv7xCB=s8j>ahf
z1(+AD7m`tg!u1^Wjgus>TfEV!*K_zkYf2g}588(>_hGu$33uu)Hl;_%{$M$|H>&pO
z3%SAwAgE9E$JvUfj7PUwX=Q=w_!dsnZ0l3>#tQ?0qUReQ5xL21c;$UgRmH3{_!4RT
zLSL3-zLb<-o`bZ1zRFvR$0}S9ngoh8SoCINx_$dWlF6^+jZCtru5znQ(lBqwR5PW^
zij|=Fq-!-r{@*(d9^dqv<*jG5*ea81JQc=2SYP1-Kz_pgI=Ut{PjQCKwg>r}=A`yf
zrTHW!K$b(fm~2{lu<%RZPFHQUcb<?_vn_G6&or!S>&TAu@bpQeFu#0%NFzi=724F6
z{vKa``$4-hmUl;3hVWrj5a@gM#Pxpm7<~30Y}qW71ucGGair>S5CF4oZg=PQ2AsNW
zp@O6tyq?!EX&|(23zttv>4LPZRkX~N%AY1Tj&nLv1A<o+^Xa|4CfrA(o2|b(j%eA|
z3Ilfcwe`@&G5jQ@n=Jm^YYpMJ!x3~o6Rcu;c2b<PtquGjv@c_f??kbp#~4VEv{-a<
zkV_sAZ=GQbt}{gq#bH<AnxnGqqS2u#8krCalBqDX&YHJVElkEafBBM_8Xbso{{GN!
zahL9wNv|kq$bDA>=@aw&FOmDpKQ4^l?=`%xx*y>&@ktk`&2lbW#i-7ZGOzwK>630y
za=AG57r$TdbEo>U3a*hDVNjS0FEHCcsK4_x%UDvg$`R%DvBrz}-;YdZpLD+${&=-#
z!a!cLsy>B2khs5Z*%}}7?3a@iLWp`p@Zjsp(fKsx)O^g0(16!1A;UZ)FCUX(=SHE+
zK9^sjzI)XD=y?vgeqsh_PJg^)Svz;PT%{!a=>1brhFJI1o(!N>X(xN>;t8o`NH2Z3
zXEd2-1@*ygP)!Wn1O8%rf;)*~kNZ}Ac6SkHk$R8-1dlTtwES$ndoOe>Mz4fAB=g%L
za0aY}p|TyBi2YNWfji|8hRZ)v#&0lU^Tp%;BkQ}Pss8`?FHuqWWTXg{5JFb6sqB62
zEql-GnTjGiduCrV^K#9S?0u1ImOU<67njTLb?bY6=XcJpKRc(}`@Zk%^&F4q<N0_L
z10f=U5ghG({+S>E<o(&ls83tsoiWCF?<E7OT_H)Y!h+a=`-5jZaxgQPk!2<erEM|=
zxjS#=S53ZQLy9Cie&xs<19?czr<z~Wf-gBB6~1*2PPG*}-}Zj!yvdJzZCj)NLwF{O
zkM~bSL`oz25g^6r^id@<{xHo${kZ^+t2Y{{PbBuiMx0%Iq{w*BQ$!@bkiK&0*tMb8
za71|h@&c&w%dWSCI+OLH5c-zyh}d<*Ogg<CzPTR9^P0U>wf+=T;h|DnW?-aJEEup6
z?Kq&$Bj|29N}~kOLUq{NHbe>&J%}W30)p~>F9-{DKTZ`u;S=$oVs*S8sZJXO4;Qsh
zB1c{-Fc=p2IUm_2RpQz8ZFeB}rC;!?a#MrAyM0MBL<-3*L|Tby`GI-~$ae}ld;TpO
z7VR;H<JD)78nYo{z#<=+P{B{JIH>>i28&neMjFgD1WUrY!7|^6J6Zr(^8xz`XMw{{
z-TLzD*zl7<)nbcqf)SeVisF!BBBrrTEm5MOSwpG;j?^%OV&;%t4E+1sg3kc<|I0KD
zA5tnTCX(?mpw$YSt}oGfW-I`T&!-GG@~Zo_zG#IlnYNa*9#_BEuu=>W3XFvteW|1i
za-oYhB}$AuZ8EAyy-TmMzuI!<dJm6m+u-O|w{fYnckL7@UH2px-$_H0StY-K=Iv%5
zxsgsEAj>P`+OF;`Q_zBwwKVfPAs!#CTk=!-%m1#RV3soOSpH2;0Q{!&GdmdWoc{UW
z&DVh93vP!ZLsIKjJBzY`$9)xJ`hh@CrNt9}ha3&!v0-ly%B{1tUtzcWgSq-aPfZ_f
zBJ22!6ihNpKL3oz(NHcWxCEkMd{S?a1@I{&t{Wq}*#81ZQWSBcVE;4jQ#`L8C%4QG
zSl<S7Aru0@(_&55?oav#74Ho&N0?VA3JW}!yj*Xw|FG3$JB2U*cEpmLdW1Bzw@?T%
z*}1{2J8pStPa?@9t_=T+xmz<;J}qgbcaT`0mQTFHT>V41Es?VEJs5Op-_<I8d5lW~
z`WdJcOA|$LdXi@u5$}6k{oz=v$AunbbvxD1L$mWl$J^V(WNI?jitc{8ejweHc5lO+
z@%UO3UAax7J<z<$b@|XA%|)f0s>a9iAwgTQ`-PfxvEh$fj}mk2z#KGu$S+BG{*v{f
z1xveek#gKw@cqjQ>;O%}z63b_v0q(PMh9}BNE<g|fA95{5dN7J|8E-w22r2=pC_f~
z^@H|iY2iV4A+fA?2JavrcgI7RD+_B;@$DS^cC$@oS7D>d?|?mu6F@*DWtGzD26<V_
zY*MU&GeOZf`lIIU0uFV*&RdVfJ;Y_1RGn2PdWHiVZS{vxkAq2)COGLGucsw(<=UtA
zdWeJ)H}RNZFdlXiAH|Wi&%R3XzR9=z3g*Wa=M~rR>-ii#yP)v>v-!U1r!M~Zyjt2H
zY&bbRw7UHngL#v*YJL}wna90pDpho=ErS{n%e*66G0<_c+q7=Hp892NNSs!yttcC9
z+-r|<G$IF667}cE%v4L?B+iW@?xS(e^2(SGYS21um5$vgDscs13LWo>KqJXKM|==X
zur$Pv&&P%LPT~jb)gC-Nn=rMDY;GItxXkq9)`J4ApgBgL8h_)DSuJv07v2I!Dx?!t
zPi!ploX}Oex}$FyE!eA1BzY*5{c822!J|%sy}~%ETeFRqy_9D^S14iDK1aq)F_x$_
zGI#W>q7fnNpaxG%Teo?)J)56FM`$|R8D4(**au%|ZkS8l8=s=DvI{Ms)KZ?0p@Z3Q
zeAQ|^tDCHC)rti(A#f5*E8f#(@f<?0r3YN~_nL72&Q?&oZ2otgoQmc*zWu<{7qAYb
zOG`SdaJ9Q#VITUQxv3q-XN2Gv?=pVqmd032PNie_P6O$Rzmw)};nNmLZKXaXS>Kh#
z1sMzD=RGDFeEE&#>C2yfQzr1*bP0nNj=Ew-mA*Tn{|6Z5=_Z(Kv)?wWd4dv6{cK`w
zmmKLkkPWCR_Qx&0Xei7oE!Oe+lR{cXnwUSu4u0$;c#;CjYIK6DT=U7pU{(pm|3?7^
z`Bv{ML2Co$?V@D$*in-C>-Ht~Vknx+3dZr49x*%mOyaH6S5x`X$iLXlWwrWJ>&-%Z
zDY`uMx0CdSnkMa7;L>QHv2(i9;cK!U+WC>p5{o6}Mc1BSa#KKvdx(6vJktTcrs?=B
zzJ%eV1FLBtX5#_a?RcRWun0DIn_@qwxJ?KUHl7*xJHQq1vY}t7!EfBiG~4BUV4=w>
z!Iym|uk~;x+|SR;?uKWJxm(*Em4gS;yZEk5Bo|sa@<3$3YX~e*V(OF=w5M2<q(?h~
z3FML>Bf2Wn1rG?=F8EE7Ku$nIkUN)<>jcL&NmY5VOeBnU`Xn{b&H11jk?VnAWxvUt
z8l3+Z!Z#Rc!oe_NY*nE6CS}NxzmOSQ{34O;;^Ly);tw*shk%b;(AWFDk=%#9#lHvv
z05C2Y26~2HkpxjwFy9A)d^Vs>$QH`@c9>H8^{ESm_jP;y8=yIJ4xW0g`mL`cg@A*W
zWGN;1Dxd0sWr?XD*pBRdU-M$4t=9^mT5GgRi?C{ifj0$vVoCNl6x3gV6$Y&9Qh)c8
z>Xr_q03SuX#2=D3`KlYs+;vs2E?8!wm7Zw@P)dN=m&EpT_dkTKmxg^v&}%zL+^%za
zj3EI`4HbQFEWcHWP65i}e~lf1{^Gdu54;FJkR~5@!fSB>NxEI&QIrcf^!2ukaUJAp
zNgq3__CNCPa)G{?XHGZa_QytQn&kKEhC{!Tqly6dtM`36paGLt&H=lf-A8n~61b`n
zok+ST14FgivBt%j0sjw!90A3l$59bV)yKCe@1T5F3K1!4DJ;*=4$bU@E!q!CwYzF)
zsA;NaK>|Gn$tD_Z1MZPQ=cVS|QCuCeihX5UBnCiGc`u14^6<cG7rzxw!BOPKXP&lw
zGvmXl%<hUyc|AQnz`=qE(C-O(czBS&Iy0PtNwr1=FQE2hAYG`-(4|E?Wq{e;hwl<L
zxiq@8zhQ~`QV_~jktVA!LnU|rbcO%ebBsMv-%8b5=*}pDGRxjng?OdARX)r*k5pz{
zhFP+;=T!PylKu0&q1ne1msHgFRMku(HIl)=eigxW%`3YL00;LTbiWSg;FsTc6;@kO
zrWpFRAo@}4=zsfibD4SZl=uTyU%%N;cG#l3FZG6R!-G6-_KGZ<O4?hndXWeG(vN}m
zod)8ST|-k*rg#G|-r&%D1uQ+m<ytoXS#^Cg$Y$i8IP)5wnO<`BjgNlZhhV_rivpdW
zM(W!YAPxe`eh!~%W9^A0kH?gMfNX}TF#^exz{-65lSVT~;J}?a+PE>Q;YA;n`0^*@
z-Av&1B<t-SA4hRLUS#0nYU+Et?#k)$>i#)|<ps-uvpI(*Ub@3_XMQ>>yGECV(9VNI
z-uLeLuoC%=TR5Q7tNr-Z_Dti|t6wB6Jb+5w7w{dvInu?At<5(Rw&Hk{2Qo5aKZTkC
zt`ZmwfV$9YQ&u^Yj$6{H@Amfx4~iPOhP$Ykw_%}O(>mH6>OH<hCw`x05`S;x#!=|n
zR1~Qm<ZmR?)hJiaME8w*IEs4C`V!`?+<M??>*SF19e1c`p>5wXi|4Z>;ac=#@M>IJ
z=^roC3tiy3JCfP{h^Ajna%uPflC+qw=oDv%#xRJ6fqfE7I%*pCQ=ryHT5kMe@JYro
z%u9Rs*Sy^L9w6WEf~wa3hYMd^`|c3E8tnXo3hjSndxzf_ok~iSzDQp5AV?{^g#bN7
zE15B>cYV`82u^Z^r!aF_LNs^Gicys1vI4{CG{r<G)?yOh>=0f^mWh4<EWT;L*#v)5
z<3|EZV^UZ(0}H@}sa)%0i>z<F*ByU?1VpZzo4(B)UI$oOTKe56>wTLCRQ9%QX$m)&
zb_@r9A{4w9H_%U&jp!o0vMV$M^#<PLj@t0dn_f#d-6>;bf2scI#fZ`6E|$fg1-8<o
zS0u0eU?h+|Bbzy-{!dQ??ZvLp-g6PcGDMI)Nn|Z{eJhpxyS0luXKzz43!#?Xe*-b}
zs=t~O5l#4~#4IellMkr<{l0ak%Ihjv>lgr7>Z*G2JZfXIvNEh&PDVzbEC7g{Tg<lx
z0&!-~mrtU)VgKL=ZJ-AB7?)hfHm&W^A{CX|7w4^|gUrZW)&4->!KZ9;4kK@As#ZF>
zp+8Y#@8)=&f50czxV$vcb(Wi}UwQPe)ekj^;T8DXTX%CFsuyq#JKp+FucX~1H;;ZC
zcKPO3YsjBsACQ0-I@)5)dSh4Wo$<OQ8khMb+f#)7wHSgm5br5k*XD0+Z)Zrw-+5&5
z3iv!U1mQ$vqwjop`<5uOW+H}BoUW>>>Xt-+5B|y5<(>Kg$`n|5I5j==jRtIbN5aoV
z-jionbO2F}F(MhI%YKXH+n!bHb*d#ZkT<!OJ^us_Y?u(1r@*eb`Z<?%Joiwx@+dGL
zj$eJvvq|6}5pr~*@&|#SeOh-@Z@<+IH%c4weP;Z<r<Z%HKkl^%b}!<&?w4iD!C(j;
zcIQ|_<hq=DUbU&DmxIecI@o-zqH%vXoIx#`_EsQvy=bJ$LJq{~D|i`i0w~_{uldin
zYsK27H_y-Z)n>r55!fqo{r7EDMnK8AiP!y!YWQATCy+VSxLE}j8859JPl@!Sf>g&x
z$MD>&Ch?7zi=~;nV1+v4)muL8|H*!7@ci51IQwEPERTA!BMtqZsc~GqtuI?QcDC&j
z|0x~3=sH$_J*F@*Vxtdg{h(*d2*^QQ*z8E;<Q1bNqc29O;?<u6mE*a{T)qE@UJz?h
z)93vBa>lje5QtX10laA(sc#V7h?`Tg9rfQ4Y`GZ9RH!B)`R{IzbM^d?uyB*NwU<Y#
zQoWeR&OXGo-c*NS_~0;Hb2`QwRxzPH>tl6u&&v!6RO5lDHFDwW8&6<P90-=CCNSU)
z*#l1>9p{m7Mn8EV!kid>MKkxcgJ5x>)rp^f;Z6Fqh843`NtnN?tnKml!;Q0F0l4Ok
zkl$43<(snW&(8f?<czrjDr&UtB<}jka=8j$piL$XpxHDl4HsUO9SQ?Ich`?iMq4}e
zMY~oS^m!gLrjorb3O@`M?VQMaiM3k}8l-_hTuG*5-mQ<Xr$eX9OQ^@cY?g@DsdWdt
zi>GF_wYB~DcsozmG*BC?$4mml$;6bDVqob31Adhpnm;s1Znf79y=tn__r-mgF_FDE
z2{lIa8Qjb$oqXZmIk@<Xj^Cvy$kbcj&ir#y^}9;~`5xL16WQ59U)7C-gPC{&kEE`(
zJPE8}Ef<bWn_v63yl-7tOcIf{=td(A-M3hNV9e^2=C_-XuWOGcg6%6U-5Ge1xA(4m
zQZ~T_dHiPwy)pOYW8DS>0%_OJHK!7I^{hB|ky3N>*~jM6s^)Ia2*;IL4rY+JCK<eE
zewCS0G(^dX=u}xlQd1MI485>JAv!h!-}QwWPu1tWq!afJw{{fE&A(=@O%ri*cz96T
z(|^$&#&7ew)G9R7<*1~xsA*!jvXsL1*93FKM-{DKcY{lZ<9pb9_fCwi$D5GUl+8Wr
z+<7b}>X))3Hd$VHKI8M^Miq$&{q3Tdi@AzPKct5j90CcU_jkgwqMtHmq0Ya!JWqVI
zwu6+o7o2;>7dw>536&D3OB`QP_kS{6wC}xv`C+vmK-@L})cy!GG#@WLOMFf!SnDBp
zXsg9)IvD-VBXyzZ<igV?P*li5UjFLy_;l$}b_%6c3gZ)xat0onN1QYqY&6_F#L02Z
zsWhq8h=twFlFdv>xB+^X6H{v17g3_m@w7>f8Uk6U?&pw7xXIPo!BA4{F+iCiyo76C
z1D4uZ%N8opBf2KOEOMup8m?)&1@@xeOnmG$X1jkdS(t}_1=%gj&{JfM6*r0=9Ibrh
z?<%=TQ5)|zkIJcSCV5YI!Y^;|rGK1Qc4#ZE5GBLp#0Yg|hpGFD>e&-3b3WZpXS(>d
za_Pg&SDX{)`fB27-H}#4C1paHJ{=XKqr#v!1QJ_{$@(}PsrjT(>6HI0EbSxVo}3wS
ziAIoMDF51I6RQ$?gC&OQ7IC#&9i=n^X2L!&V>?uFhd;OoG0vG-)cU7lHdr=qbsITT
z-o?LFs?Vnv;|VKF-%Ms*y&gM%a@lH(ibdh2+*bA*PM*D{&@mzvO~T@pCnrI!c0HWI
zk6L+8l1&@yqAv%+QT9Buo{GUvBGxUs;M^^Rr5qE9V>F8s=en+9jwaTc=o4;|33KR5
z4g>?q<5Xv%&SdgCPjkTDj3JOc836{u<G>AlW{WO%hiqMoOYkvv=kvb77u;Ks<=4ws
z9Wa>_-N9b=zc5s{G2`6E>S{*1Dndy1#8u5pknUVXr-Ir2inCWVm0Ty66<5g>f8Ew}
zwd8oBEK=2Z-t#d$S^SNlXOdmof}P^sah{z=ay!t{w;~e{om(VtxeUydsR~AFDqjar
zO`0&#6`-rKYqE2h!?YG+!*s&-*bgkp7`tBtpYJn)VCX*)e+mp@o=#$k8{YU?UDG#p
zU3IBx`x7MMlB{$^HhD+FYWY9o>V2)Sz{9?qqabQ*Vo@x6$TD5XRL*Y8=$SV<R8fC<
zoq1MhKqFB?;)hAJOK83g#ZUNZzf&*n4K(0jIa`SR>uy8jF3$rRgxQBy8UYpZjLV7f
zV#dt0)pZ7|6CwtD=AX5{?6j{x46L(-Gj2j>r;IN_ASW3LiI{=-78shKoMUO~z@^*J
z$Qd{3F(h6DI-qs1#fJo@8kw^UcTIVTEue&XoJUy`z2ZgVx$YW`qzSSXQx%$YyF=uq
zF0_0nR#^=d2$}_!yQB@Ug?MOQ5OmF3KUjJ3JUXZN7n+Tx-2B4wNB-G|r>U&!eqYN;
z3T3nUQ9IERY%(sNqJ`b9tgfOAYE;Mi`BdPRZDrzPg0z~IGn0k!ttQP~_A#k&CD6L*
z!k%fpCWb(S7l)@Fl4UnY)ESp*eKBb*ATOfdzI{s&U#tjwtUPU^muekrhH7yBmqz*O
z4v3uwTF$>H2}a(Ds@fwZMQg3+Q?H+<>pU_iele{}aqli^dxd(ieR8eK?(&dqrxz6N
zUAa}3nz|<4iO#N8;ge+LRur+Z&fNCy=c}{MX1$^|@Dcg;XWs=k|Nh~Y#Hr1^Of<Xt
zqeUpLRta+{(#9d~AwP5Q2I{#8&5hFH2BMbz)tgZbrEU}1ch4GV8n_!QTE)zn^V`39
z{VHQUDx^>czXhB&JGPiD$e`3i17n{<*lI#I)<yygSeSb~0_>OAB_!siW+8j%vXMmp
zt!K=vF&VHulQyG!MZ_;wokX3%5ei;#48w78($*2?mY3dS2H)u`n-tw+g|x%aTCZm-
zeH#PH%KVy0BALK5k3x!j<6GJN4_Fm%bR}FWv<oeoP;(dMSbUeGER$6o9R1W9n!mVg
zGxSKs@D_(tRdJ|Q<=P!;(mx}A=p8mL;yJ&m8hh&<)m9W2((u%LYbT1l2rw}?$`fR5
zwL3~}{<1&cGsQ~)f%pz~dDJ_2ruFc;926Iobk>yqWR2}2%(EHH7)f_&g#oikd;%QY
zCXeOuEM_!cUYqe*%NRd@b*>utB*(7e$_o|pR1FXBe5H!aT&Fs7zh))Rx)SIk-BaSb
z6uhr{wwVhCc@#d+b9!}&Ie6v9l=iC%_&$H5G$pyr4OQo36;t_g5PGM`8Usu9wBJiH
zQGNFDl^-1E!TXwpZ$(JO-!R7(p<fi3o;Z2Dd|JEy1xJV5s2#ut+D=E(BKW08b_2P^
zBPWTzOa^df&e&b4AGk#beyBRzE|NfzU|str-Gu6m+1d=vQ=+4U($^y#+9gH-<JvwA
zz+c*mSecNJ@Bmnity)h);4j@h$k9gHG0_xtsG27X<AaMYOLXq9a<Z|pvaVOE$O+nS
zt2znC^WL>Dxku4dfm*g<A&?@aI@@||w7Pk{HtpWMd%mkP$HWRO_EVCn3d*tHqOG$Q
z1z1ApEKHXWkNEw^&+gQlp7Q@;kFAjUr2Cna&ba7{iI|_xm4s)thw9CsFeq*v=(9QZ
z;nx)4gppnM$Vf#y5Ke=H&&5CyIicBBRs(IK*N(ViP$Tm?fZ^6`)1=1Bt!EMv5*((j
z%_3e~#duwJ&y84H+HQ6bNUdmo{`3`_@nh!GT?ad454(a)pP9#7JByiXr_KjG66-kM
zv`-vfoYaO#a1ub`ef?N?;&}Ymf2+c3l*hQI)X1~K7~<k7d4d%e?-wLYqq8kn+%ZEv
zo4=?M#9q0}-sr3><=FXTg?-2Q6K=gyq%RT7qD)G}Kb@SB2Z1y&@V{JHH=WqDY{-n6
zot)ORzzS;QWGivm57Kv|g9h9WgN<{0;Kc3g{m|}vnI#+Rrsx3Awo1{mqKeATdotH7
z{qLjK>B%<}8b#|iU%Uvzfp28TmFle%tqJMgKf5+1$+BtPDtS*;B=~q#3A4!8Dq-3^
z#;m~d%0R?2NXOW}ZJ-)Eyi-2a3SMAKK)qS=%^k5+RM7H-NQp5bNAvX4YV5T5^ncM;
zX0(pNtPV!zr#=5De-g~w-+$M1U_FGL+M97B`Jf|Xp?Mgz1M9wi>QZ5<7~@${A!6mT
ze<|e7@-j0G%oYU9NA!<naz+RF1mSkco8e3YsjX;ZWiwD@2-Vo{*lqgTMx<{fj)o-B
zWT1+~!e_RpBHAA=6b3Yl9olx4`1x+M>6}iEUlA-*@=Sc_bC?)vu}F0|jd}y>$z)8n
zD${?0g5u6j>ayU!E=((Mm&j&^+`ZNxS;O9J8KfxGeGt1=EI)g?>#|2Gna?Lu;MK|O
z>7V#O?!UuN>}jzXcefP3TPv4?OR-nUf1`>HGiKmm9<5O!A2PQ-+g|eKHK&yGQ8U#o
z;|AAXg5s^f&U0#l7IOR0&OkNqeCqS!OI{uI{nAeVgWm&nmB(70-`Q+`Z@j@eo^vyZ
z&?h=)vzyK2Y3P%ojRtxhNFm*ZXO~EA&5pR~_`Y(_2%My79T%=_7?r*aY(EnJo6kQ4
z`l^8+#5m>I^pGklhj}%(ydGW@F0nrO;vHc?#%x_P%hs*N*?p)P-phWH`b14$zI);v
zB0n_Wr9@FznG3geu0ky)@6@=*SZlvB3JuctY$tusDDKkswcyX*!7w@s9b&s2E2Sz9
zS$b)mYFNr4Qx|Y#SBm?=ls;Z>@Lv0obRx>c*sK=Xw6*gPv;+$CkETk64WkR{vp01T
zemCh_ppU#NFr3oP-mAp2pjk30d~u1p!nBW+4%AqKvOn1Qo=Csx3g_VcI-`cKi$S<k
z1_4TU*Q^cM^`et?tt;{L5OfC<j$^g`iIV(Op7KTZCF+m-BZUbd868Gz=PpMGgcb6B
z>bOgjn(SIrf&Za;I0tmmzu;uYWGeiX8WXIiMR>{zl&SZh+z~5<U(~WK-paJUIr#=%
z^0ZFPcVdo3_vER2lPJq$EO1p@SsJ_4eff3J9HPidCMpX)X3sMn$T2YI%7t=+GOsx5
zW&@?nEiyp?_Jf>Oy#_<J4vR7In9AfL>=PcFWiBq=w;>N9OG1SPWsNCMf=+@;ouE|*
zjz&72fKMNV1;N`2*F$%d92%ee`w}E1fb)@vYRpBgjvI-W$w)jg?%)>#*|ME`#l0i<
z+JtFb?!#812H~1JL3Ri;TiF$rt)j$JLAOJKPByk))t5;c7zYjMm{(=Fqwfga8$gR-
z<5%dQqGB5SVm0?S^-ZcuigQ$<_o+avv)?55H+;I!&Nml@O*b`;7=stG)SSz6j;X|C
zR$tps(_8CqqAS&lwGh1T&Mqg~ILp(UaPc<8AK!D7PkFN{brq6DU{8JQ)th<^&WvnY
z{0xmlb0G_tBZ#mY>lK2~>9z{toTw{93K9gPAqvp3*BHK&$lX8jeu4K+j#pK~2_PY3
zDSp&rlT4~kAm$?yOUNeMm%Q3ay5gp13#>oN%F5c$HT$BfEW&|>Pg&{J)a7cw<wV_#
z5%G4XJ0NK13tp)_b~~yq$$2?BE}!g84Ow8s!pm|<I5BpoRj#Qqu9d3u`3f=hN#P{X
zUQFzsK?<ZelPb{_;Ew%Ff|ykCimrlN926SbveddCIe2aZTB<v>IK7m^+xOnF|33Cf
z-pJT@kO5bi>6W0cT(;i^JFuvg@JuK9SXge7J=&Voz6Q)C55VrT!*Xxp#1JrAgl3<*
z<4%E9B3@|b1njbFm+JVPEGLfxGmS_IYalw{w^<Ia1zH}RKYo;eMCrFx)m8ReGlcWh
zbNn^Zh(|Y9>oWxZ9t)dW#LAz6d8fh4x`C26cAFHXa(UGl0#<L^@LwXPHaX+hNl4;u
zw(<-Fj?K00U4x;i;$3pa&dDH<yQ?YYEzjBBa)@w`*wd07)Flo3$LSuRQfIacHWb1q
zt#Q0dUf!7n2Y9DGU=&=Ivl_|MT0Bv1XgCd|Wjw@Bw`xjs%F}2X1f)AbC2Tyl;|Bz5
z4uUU^g7J3(`X)Dde<?w21E{`Cf{vsV^mZm(2DM*8OMyDgFo4<l1N(t}={SIJ2GRtT
z@X{b~=h?E<FGsW9*<ln+K`IxQ?-rH+^uU%d!q51G6$l_FhST=<5LM1SNX#@poP+Pl
z`ELr_C-Qp=<Zop&<0hhq-kE?nYvbdI0v+%6L&}4f^I;tNu>vAfzZdM+|6t3Q)SSI1
zNk0Z1{|eVpM?T6Edfm4%j<!Qmh#$nx`K~fJp=x_bRnu~8#|l*{*S%A7N>klLoKOM`
z!tO7Ef`XFCP|<gUp#Xs%!yayyOBIuNaT_(L1AA?qcHnMRv(D&&J+Kr1(|$=&UVa#u
zfeQqm2W)x)2QQu2$us|fC+*try1uV&EP}S8OG#+5iuBKIxgojDG2bTcAlKKqUgsm!
zN|JGuK0E}FyKN_dv-fb-SSkC{IC5=dqcuqphJF6M1docJRJ=IVq(PuZ)y%ea)5(^g
z8DHb9G5ceL{Wyn%onJ>78UO4K8eI-7ex-o_<Z$rC>AVBh7})zZn*`%LJ$L4eftv<m
zYnLhTAkNbvX`qP6QIoJNMgm(*LyZF-&tu{%rIoGKP(pwhJqIwh;;c!vrNZAvEs*LC
zv5|Icws(aDIV3h%>!FSmND3LKbMp~rhNn)tnFCs-U*m1|PP-a$qlNSCpOe8+gKvr7
z{!ClssO%)fVXD{RQq}{pOujuNZ*w$tBraA!pqXDJq-1QO;dtT|!8xT@GCE~%IIXhn
zO=^PBF%u9IGXjQ~@=itlzXga>prT9bFko$FKawlcI8j+#{BR&sbP_QSe6FsaYSyb{
zONh^6Zu46k9q__u+#}C$xboCuU<50S^jJXEmKhzCFv_t=Lqd4-H3btN*#>7tMyVkU
z`Rk3&zEgAaj4SP@+V#jMoMlpxK%^x8qsq?d3L@2h;TSqj{;%Wi>*CbyP(7K%W*0=Y
ziJ%y=lR0YLm%Mg%GY4mR6%gJf<Ms8-N}#$bPHnVH$}W0njHvZ&0v0H*x>7Bazwp6<
zMV|^UFE58la|5u&Nq!j&R5{9~fnq@Zv~$u-(QI}S`;1nli8$v&zh7+>t~7z^$;mOv
zd4KeEQWj62aAsQs5<-?3K(fKMrP~+P+c=4o6o{&soDn#M3vV+`KSWpaD1$7~Jg`K6
zaTJ@^jqz`xFAf+XR7GpHy7|Gy4FzQ0O+fwaQA<7Twm>+j?Ar@=<pOU_$DT)`YOtGa
zKp?~cV?B`8C^YMLagLjCvX<6he*9Sd-8I^YRDK(%4LptI0J!TmEiFRpcczoY#&5gw
zvV`Ksi|ke|f_Vzn#`d)GuR!uQMv6bCX+6w91vz1@JJ}wrwj$Jf5YR*V(IGm}p8BG;
zROAlPqoA?&H_%3^9HKwCHpr5=jV@g&__<`R6Z9_M#8lBFAKu3;?8iz)MO9v~YnPlX
z34DPKfPJd=E)KC-QNz)g9x7wimsDpRn-=kB#jWtFrZe}h5Gi%T@%VMBJA%HlDrN#t
zpFTb0P4>(1?SBU&<SuZYMWi~<*EuAEUL-$(jfeLVGlde#;|}4ldhP<J@F9+ah2@Lv
zC+xIkU8qm}@C#bw+rexV;k<5KAHzMwr#_c$(+BIU@Ez4#yhL1VT19;PplxZCOM3aZ
z#O@??L!<3&1TnU|X-<k}j(0j}A&Xd~#y5*n5$V0x)-L|X`?udMs>zO&2F4%XJpm_U
z3>no`=RUNKJUUKeAr!Rgs6txUQ}g7=873}>T0CL@au7)Kw3f9luysE@B8noG`&cz=
z{z8?KlCtdEnlJZb`_N3F6f_n>a0%JqW-;r((^8_57p860^H^Flp~z!6M_Pw_5Lk+r
zsDFOu2c%WXx**-Y=Mq_T<4s8t8F00+3-Qm#-#?zrHH(WQTTI-@cAy$TJv8qLAo3bT
zTCvU*RJpg)(G=^EUfC)h?zwg5^S*&q2eCMl(Z*Clr6-?;ctu$>UJvt7PdEv%Q9&TI
zGz`hb6szd*gJ3n2KY=4bF>1entkQ*N<qz*4j=w!zVT8{ly))1vfi#Bbl`TKNC0VnB
zpH&ugyykBYHG%ukEI?LtazOIiTMsP)!ckD*SxxiniS$@T1fi)iaOU=Oz`F8+*~Ub9
zDpwkYmpz74@5_P}lZP;nKSL}jkH*ISw`_BQn_u0K*w%f<6V|x~iu+pE%^Na5SW8@E
z+q7+amZ-TH9cd>+Ja+&69N&DN%7IEY`fZo#-mQI^4LDhs=hH_flC}PdX=1~uZMZ|y
znb?q$Oz9HT<?H;1&6mnX6c+d&a<!$4f&mWY#5~>TG*X_rPpnnxe*5Hf$yu4rG~y`>
zZa>4ayem$t3~}Zk9otsf!Z$U0uG;MWST!Y2vkh1ieFoKlflL&zZ!e=Y4bT8GWA#bH
zcr0%{DJ6Y*&6+*X`HD;wDGi4n95`I}ziK0KO|v?XiJ(>>b5D~hPM!6Gbrm>P>Q$MO
zAKvLUVLcWGXl+zuUVZDjsjlR8d%HT42to+=a@~45H9`{oXe5%~w9I7IM4!W8d@lCW
zLoWIblFN{Gnfb*UN@_u`%=cg1qZa8>>BPnu6TU_NbOMF&(B!C9Xs+wmcH8}x0YQ7@
zLy*0@4fuj5jlJ3L-jxD>IR=zYY_(x+z>B#&kkvG#CgqtLNR}dQzu%5eUV9f7W&mde
zi<2P2DZ?ep8ycQ+nw9{tKT!fens+5d7;ly<IPkT}2k=ror{FAGH|q+kTP*lPH8n4c
z$6|MO6DIBqfB1515L>5rm{{vnm=}mEh1!Xpzuija>>(U@G@R~?P@rN}{sR0_K<$7y
z$8OTl)0YDGEE)K$S9<R!b_*J7gF5>}_jHm8ul3PRgrwW=@7GUN+#cd*%<J{(=1{w%
zqQfqx;D;h2D6Dtd0%%L5f(|xIE=4GHr(|QH{kv4T)AFx7(PX<LqrE)tg>OJ59PxmK
zg&maQrd%iw?VVj#ar%nUs)5n1WCnD}q(XU^tB6OeT>J^s&V#NPrpXw|^WxpbuA)K2
z!Jj|sz)QY7AfKn@09udZrpoyE;X~DVJHJJQq$e7sjju1Nt@_F&Zmk4?KwG}Bo+a+D
z1^Po|SB69&N|DU<{LEJ+OH3c1nsMHBPSZNTe!bSZ%WDI<o`%hew>U5tmfuHwB3(TZ
zq?I-K{x{kjK4z_Wx9gha-)iz%Ms!qHb|3;X{`}ziq0H!v&=%SGyMm%83PI6g+ubH-
znfUO8{|6oYB4<|PL0l-WPuMHE5AThTJ7&d1O!|7H2h5{xGF0wsVCugJ9F^mEqZj#L
zJ^ofZyKf9ka8wPY4G-7*xJP%FUJ<Pj?kyBRV~yKqGEJK{R?LhZ$wl%QN3+)+fb!5l
z5-4%iSbqW@ayq~)a}prJ*$$*1)0R(Mn&Zx-4Xdq-=s=QEoW%eq@ccon0Ke$K$MHC3
zIS}S#bz+f#V%&C79|~h-vq$9=Yt-6m0H=FZkZ!es?pPV5n4~Q2ZfTDK7F64&9_j!S
zXio$sm?>^CjUxVL@T1N!r4bu6%V9a=07ilkvZqtUlrTB^=$ERbA@2<0KOyr$FVKmb
zfLRyY{LPaOAJpW@3=H6Qp&9FhS*hDGZ5u}`TfevFvuy@~I&V-5`b7^w)v0}-K2Cd5
z4Fm)oH&;QOJGGa=YFf;G{_1n>bU&|M)Ggj`q!B@TJ#0Es$jQk`(v&oaJ&0X=IB_5$
zI00l44_DG%>`(TVbspFKulRoj;Bu?JHjp;kwTVxB!Q&G~$g5mY?31VxN;9N-bhy_u
zrwSflS^c23PfJSZ>u9#l_T)CzFYNZ~o7}W_1gT2#v#LwUn2!UWQd4O!i=v&pzKm5#
zvPx)dA5XQHJ7uz$V@F4x^sSbf?({P@k`>`xq9P(j!Q+=(9ax811q3u75}Fs{((bER
zv*YS+J$21FOrVe9?_0Sz+aKaQ2dyE**SN1&rqZ50u#}@Se&>3U&c{T`#R88j`6_J+
zWLWE9IZ(lu5F&&JwWNZZba9U8=jP_|-z-$V@Cm2*#w}RcyYeSkZR}1~lZ&SlpZb=X
zg~Wv7(9@wS6Z33`L0>%Qs|G~4PtGa&FdK`)q7~=jjQSquUk*;y<(jktn-(bdOwEu)
z5&*)bx-KX^0z~s1(t9p^PtkCP_7H-NiSqR3mPQ14&RANo$!NlSG36%Hc^kk$NVvXl
zlSXldR$FE5xm;6=Wxm!0d4i8bxZib1w;IiG_O`+E&NnzH98@udm$`WQKc{+ORywVn
z!a7qF4BbggvKVi_Nj|rGlY#Ma2u^ciKON{-*}tQ^xt&CF(9@i$d%+mfr=<KT$p1xz
zV(Z-nO{ooW)jhAXY}vuy#H&l7JuEXThDo`UjHa6vvsWWOKfmH&UEDJST)Mx`tdW8z
zuGaWq7L134B+L8#h*8t@$tp)II!=t<M6xkBPBd1o<i{Q_#FeeBLc~>@X4pSkzf4MU
z2dSS9CW7uXttMGsU-%Lh3Kq{hZJciYIjlBk^IaF8TMAY=VvJET6oH~@hDWwB(OS)y
zZMfQqWas@hxk_{5*~>mb$y&Y8D4oZ(!58Nordg#|@jvryaMR@YHq{M%lXF{ExqQv)
zXf2$qU6-ks|L#@7JjjA|HI~u+^K+ZLL``M0J@*<up1S$*z3i0(|7L|siwN_3k>nL|
zE3NCcldUTD?mR_2lEktqBlq(xd*TuJBvP=ak|xm8V@d*gZ6oW}<5a?1tdr^b6Dd<4
znQG#BSe8-w!*A?O8sBd_ntXMWnr6H6dZZ;X|G7hcwTj1PHh`3>w<;{1Sq;((mXdpm
z*1O?$^M$iaOFLXlJZg<iWzAjb{~P|UgqyimyeCOurKt8OqbKfDfJfa=R1doLG0m(v
zmBFurOsIP-ffhuKkh9)^8+^o%l`G(;x=h30%H^nUrx$;dKG(T%xhCMeis?BG;-bv+
zjI+%JI?MM?tJ3k_DG5h?T(4j<c}4ZKlB_~to5%0AtKjT$q)tA(op0k(mMHPZZqEVh
z*SAl%=Wu@$WRRkVeXEtj{Wb;s{#&PvS<oGxf{^=X@IIH<8Z{po!K>fy2;ikdHKuKs
znf|m7fBQCnn|`eAgEK>&UeSGX8v5*Fxvt6)rWm;9FTz&LbrODugJc5CSHnVuA}@u`
z5|PbpLP)m^0I=;xq7!t_8UR_R#33_Yc$Cc&C(fvA*73p)rxxuMZiBw|-IcV^4K&kt
zbw6=a=Zts@)hCV9gE98{y6Ge*uT@mwKzf1s_|~byhtX=aTel(ItI9Mdy!&4E-}VA^
z&-6HQn1_U0<gknEa!mnBunv#Gt+;9C$KWi77>yMgybqh#<F6C<-gMi%R@FJySD~J5
zjwWJ1dzyC%a)Jc2{0(uh)VT|X^xr&>`jd&Zq~x;V|6@}LQjZ|3nf_mAAdE<%PnO2R
zypYC?5pr$MK&P(iu9y|a$y^4uE!j6s`8i90B)lM9-(rAt+khGG!FcX09`-AjG+WJj
zqImffrUP4eBz}cvIBvB+SWcuCHL`tPrInw{?@t8IF$B`>RCw!0cp!a=c@?3KD7yk4
zyalK$%gM147nA3m<~=2L)(mOFkO1>}*wxv?PQDgli%9cPWhyk_(^^Z;YG{VnkI!;(
z==Ck}ThyoH3ZWw4|FYTAf53$u9&r|sDw&*46@SLJvWb7wlQdv>WP?lJz^EnbnSLC4
z@x!kBtvU`X&v_!~-+sRLA3e8BcH*<PWCMzqpCETB_)qfL%6=AI49t`iH@ron?@0&g
zbne#@e<}`%4q(}<6<B`h!T!^kwwz=3prXeAoh6Yhm^Up@d-hTz4dIiMe?DxM*XygE
ztS}iK$PW1d@GbhcQr{1GF2?xgfLrX4?l=7rA*-zAlku5FqfR@3{b15oUICChYoF`j
zYw)C4@s2Sje<Pp%S0=`r#@6_USuWiISt?}gz|LUMfHL)W`10uiz|x_m_b|y<7SE*D
z=h+80A3zpLK=HJmtbOXa*mZ4;SSFJC&qzv;iU4-|N9tuTT(KAs8l8~5gWf!6PPE(V
zXZ%I@@8PvTCYB@XrBQUcnEw=oqN8~vxVHJ!wnyH7f*5jF?Wvc90YyNQ;*i>0@t>4q
zBpS>tU{h+ING>u((Yj!%Xwg>fw8Pvy<ANF_mRGeo@*e(3LW=l0`TP4ne<R+yojc<8
zflf?9>zB$EQF4)11(a}?Zzd505V+Tnb>Xi%x~>VjOn*S4iE%B5yP0H%C*msQR(n#d
zH)**5E)x+`Jxv^;0FM!*d6+rNZxnI^yz!8+L>>bv=55CZF-!Nq1Afg~>Itu6iJJvh
z9~`n|Pd+i(m}t{HwqX4t4-GfiwCMOF=K;!=7B^wv{N~|HCsXqmRXiJoYbUAHM!l)x
z-(>##`-+v;v})dldBOm(!(oh9<(gtmM$pdv^#!`sSL6Ux=NDqEvi^`ZxlJt{H0KBR
z4h-b~(x^zYw|f1XxZ{PA!AWD@?4AZY`khGw_20wpdK=9DjTs!M)tn?-#H3z!ravXu
z<NGGea0z0$q5PsO3|Fi3ob~O-s~3(Nm?zqib`uF`Pn&(xe#&>JS4BBgR1!#wEydTd
zlNnRYMwee}fcM&PT}_R`K_PJJ8-b4KJq=*Yei(hJUO8D6?QU{~00KLoa#t4ms8<Yd
z%OdA%e|ASV#W(EFa*{Z7^C33ZwwZY~u;?4?d!J@8<gtFiTqlnWQHeMHeR+1uwNkZH
zp}5LqoQ9{O<t2taj^t(`1p^Tj40j3Q?JXgq+QC*anX{v_`9e>51GADCu{Okp+MJt6
zEW2hLVyOSb03|*TlAa{&1(yxxs=n0UNWxw8^5h$K$H}woRACR<y_SAQbQ1UQ9h0}o
zDx^J%YbNNKP*Afv=tz`jS2oeGWEWU@Hj{I?;=R|ZXr=|~@Mi_VCf>CU-pOfmLuN|^
z{|;?Dwyrp5PGu`KSCb00?gM@4FZb+Yt$CS;=oN@Fs~D>Z&w0JZQM4fp3}ZCmLXULi
z`NQkR-k?jnBlUA#<#>PLF_G^+O$<h|8xo3pW)rVW{`a&!9UaeIFl9vs1)(&YOi__L
zD?b}IIN4eIQ)e$h;8g)f?6U&ypM#95Bt6q(lEbrFstQ>tob&8iLNig4?XdFzRguj2
zi<##ehwrp<9=?f}`**bZNdFv;{v=SL*;*}UqN>o;i#PtHFtVCIypuUA4(Xl*^rr*V
zfeK<Xa#_Sxgu~N6bCg&RUFC&OP0b1W(wCg=79ZHn63I2;_@T>~!L1t=|5ciS1L11N
zYB~!7>P9o6;Jsf6Bw7K)8xl8FG(BWV7w}O=2J&vMr?dEL!cz<OIuKf8$j?sNO|PVj
zFchu`{?mNPEce<z!DNw^1rQQA{`as=pPkvswzah9zXK2}KDlmS@$8;|;bq9(=@(rr
zYiLRMT6C3C-Kyn_4a^2h=)rXC6F+QNnobo<dpXPZX<r$O!D*+qQ0PwO10E)uqwBiw
zb@{=gE|CnqD*p^1BExqn&=&(2@`{S?_H6)`{ps^30}*3VHblFnW4@<U3M)F0@8U>1
z_YoC*m~2Eu;p%;DE|I+ARjmt7j|18RF0A(bzll%m>rxfHr?-U)`C1}^YhlYPbNcBR
z3`ZE!%>6_{g9+DSEG}uB%h1)K3D+ejL4KE;Ub}EE;R<H*ua{WBV7TLM1};1$Bil*Z
zIC483i`V^o6Qr^<#D1y`ku|7zP^K3;iym}|D$1v#h#(F34P&x&hj^6)HnJJkO_Z+G
z!}3!*P^EUA_cJu^${=ss^*)C}b7#2?WDqBTgKCVje=mTq;#h<X&DdTQ(kt^P8P=}X
zvIs*0*-JZq`ywh8K4u`&cGB%DhfBFnfL;Hr<9Aq(ApK*N^f0zJe>?SwGN14unVO4e
zWwGgFHg<}C`Ce=lv@?_37YG>Ie6wp~XP_$s#Rlo-^kSsY-Kpw3I5(Z9PF_f1K~-82
z5BOETG0^2&L7o$Evmc1s^$Ex|^>IS=yGU;?sr<c6v8z5lKE+#HJo)u52S(*_ZG*^G
z&1lkINXS7y^rZ48dV(wOrXB8e4QyJ8c5m{CqIUSgxw7)Eq>C!O>u0Lzd`X6EQLV;2
zr1h;;cBZ@kewd!N?eYjNqXERudR%_c?%2WFvARqb%hM(Y$bx(SyS%1Wy+R=yM-Alw
z_n;RFfMZi*{lTkPV+Mp8Bb|Vc0(P;~Ojhtq5sL6&ZeL0$SYMUFpCFa2tUdG}OZyu5
z<o!&sYEvFHoUQ^Z#Vv@`hYt$apeYki`YL%qHd7F12Dux%F=vfkhz{eRUg$_A<hC9x
z9j%Ir_8L+v2rUpcJt6uVQJ0L#u!_<JWlcehZggwnN+1#;hf2wxHrYTHUV-w=zI~GO
zAbVbjonyceyG_=&wo@dsh81DKU-xD7v7x~^EN}MrOW2AExRlkm|M!`5LD15#umS((
zm51sY*qxp9+Fv=$!HkdwDt?D^z>zE0&sFly1XBQkVcl$uOD-q}b>gH<i!e7_eP4Fv
z&og?~Dk0+#t=s*K_pbcCl~QvPTR}aQIiBzwx%}<Dw9=n%Uyv~}mDI#l4Q?|)mP#yE
z^E@x$r3c?WMUjGysM#Qk*?8<`4>_VyLMh~RpQ7@oLJ1C;tlH_hb7;0(yc&d!C;M-*
z2EcY(EW;fYOwLjEo<=iyX4Gf`AZF}s5`>8MQ{tS^(w;cm*DEffafp_jHn{A}l)S|i
z0qtEgN$|Mc{QY|;#vTl4`uTW8q?dI}?DMN1@wL~EgRtISZDjZ-%+vB|v1EfI6<4!^
znM~E~JCLO^s+YWeOW}fk8_9<vOlWXYVb*Q~K_z*9Pq;ZLC@8`Rx+6L^w?dWJ?dR?b
z(tmI4EBfDu@{hlypG!prh`1(+eX^Zp+8y%Z`njDVP7FEe`A8=BYVrNMw3ZXSje2lA
zTc(>@TW|j~Dj+?<S1MVQRNN|z4_JOop%+F+o$^??A1xXFy8)85zV{EEry5!iHN!fa
zLD2Yv??Vpd8~u=2(~J-A#}_5b$A_7ody0IEQ)>i-ptM6v|JkW#!kQPaIR!U~*R^^T
zsVHERv`{nNK?{k0xBle$E*-`lZh67ZXLv4w>6)#HbE6Zvr^UNVqPle#Vi_Zx9<v^H
z<C<U~?ibRDK*Gc?PtF+kM@k7$NJBKqj9{R{cL;W^ofc=&-fs8pU;Xz2E^Ieb1PvC}
z6r<2<SKn4h`lwc_&2QyL6SUWf($W;!1Q}OeX)|?NrcoJbhTg!PyzrkLL&S@T_pp!}
zRn?pp*hLTh$1$z7adw|=l<eQRI@kDIpw+5vUo+N|jcl`ehs3<4ITiFBkY@8Fhg8gc
zL$e{BzCTkT_iPRWwC0UvL;KCuaKlol{M{nj20D`6(WUVG6px-@y{~@*ep4~?p3uKq
z-xMXj-q7Y5c0T<>j;xPHarR&o8HI9RYWBchhUh;0|I@Uo9!S%G5%4!nw~rehynbcY
zm>1X=4jtjh&=C69nw%&d(ig<0^+Y{5skoJ=22NreA*MfOtpQwzHrds@1kORikVu32
z%};_#2VFF$n(z}J-?b@v2m8Iea_#aLv6`n>mV8f>6t2yA*3!?g3pS5|j)D7MXg%v3
z)3g`uA2GQA=JlCl@0;lQn1v7L<}~Bz&Nuy7QsWOH3+DJ_y-}-zIPF^&@nHqYdX|q^
z5V!j;S+^XEP#8@!q5f|+fGQwPE~%EJ|4PI+RwrsW(fox`4DPL-U8kOBnTC;?i7xYD
z>=ZZ-fTfc;DF^BPo)%c-xnC@U^;(}pI$6Wcs3x^1@p-#cOL~yrwY>k`$hsQfj{-E=
z1$HzUFBxpQ9o7yIR>&TcizICPKRN&Lr|j5f#vP~%pjfEQp3Rk&Pe8Q+zkLnR0&%N1
zXL-F+F&Q7_XHD`fV++acN{bK^u@vAuZ&i6U*ZP*^IdKdpJN%gPeEz=+BFOOYgk|XL
zaiTR~rGXMOs-Y&X_a^z5Cv2<=F&ESz_%INwfU%^Ln2+kL9M8n+H7~<Tr7)1m0U;<2
zqbEA9rYS|<E-2FY9J?<p*97&4Ii-Dza^?Kr=cg{a4lugbCI@qLc9pmim_{)SYqj?9
zSE`0}*{{7-?__zfdh1e%5hZBIW2{{?ht!g7yLSH|(Re!b?#L6rUxfyHN4w@?AzPG8
z%=oq;vUZw42F$zUv(7RbIscu<HUqMx<^c5ROS$|gs`4gl%(#R2Mj>Op-~8<sagWj(
zKazGbCt-IJ@vcWBfD4@%%cr6>3P{a%D_=17237Cz2S@3mnVVsD!S?7DGtHyLe#Wmo
z|GSu^+$@64eIq6!ii)*1VRPfn%~%1hWQ4;^yg1gP<E703We7b0JCST2-fQ)0Hy!rl
z_F>a~v}D6W6!1|1|7eHs)J%pr!absEx2WWrrtZQfxH4>o<o?zWCx+=S<Hfd4+3FQV
z&#Slne0<ghvJSPHYV!!u9tlruS9c%V98yb3*qE651=nja_0Lr_5P@%T&c$gvLB)V9
zQRD>$UpM@lntU6XS8e2El5;>`s(5JRzjS@ZmG6hWeNRcYa89uC^ar_Zu34~4DZ}mb
z9JwI9ygw;EHV5Ftt&)0!8(rbfjCFdO6j@5MCWzR!*5I6XbBLB!LfqEmJ;+pl8Fi|N
zUc^&pc*|M7gsGB**FD*W|3!lfl*F%ww&2v-U>W-w^D3!8BwWMZfAYiCmdCzt;^Xhs
zG(r~a(O|4CDrs7Xr$j|?6+DKCS&L6eGuTtFE)fcY3uCuBAB`b%QDkB8{qbw=f3Kc%
z{#nT|YhcBQ0Ahk22AFq+^%p-~U(9pQrl*S&#SQ`EjCH_B@*L}y(RmH02EgONVc@{Q
zR|YcehwWXkK%%`CX8L^L3(s1InFn<~-S`*tuZ=xQ7esi5y)ySl%nr?{YdVz*@13>?
zT14vXh-czITJ4S)6^y{NayYoi394oEYy&e*mo&1)Cc1_|{jCtVzRSudTu~sY@)9ln
zWc+T9S$OB^zfQwB4@(B!HRy@Tzg{ETA|@`dSMh^GdwAZyi;dN8E#|Yxjhl;a2MN0)
zl}V$sb+>ilHzI3aO~R09nM;9(`WLKppzft1Iq<Y+B7pO5UgRgR(@Klyn`A4!rhfX|
zum5jP=l|zG82~|!9Xz8a%<JSNBzt2i=PFBRyCGI#FA3QW!23NWk~5KlboY;Vj36$i
zwf$c9{&+<^<6LG4t;ycVN#96b`A*PiHKqk>N4X~SW0)e_pd{blQv*5DxFBb5_!v0<
zsGOhpHurF?`HhwUB{ULKJzI3}Ykoa>_L3AzKUeb^#YR{Rt?hX|6>Rz%*5BcKW|V-J
zl;&pcwGbos?HmE|fp^1vQGiqHfsJGT*EloHwL&-VMPoMHpa+fD!)E~@JMr4%PMdvi
zJ4|6-<G2#U_pL(R?jH(=gM-RVPYD#SQmx0pZ|v!M^u|;}nOL{Y)upWOM0UL$(MMkM
zcR`TEoJz)${QGbomF<Kx(y1ehK_!RQ0oV5=md&%JttH7<!APXPa<lHp@`W>oI^<e<
z)vxy;g@E!J3I`*C&6YVb0cSIhMCC!<>vw6nu<9uI_mS3<OE5j{FbJ*8-;284*_MMm
zBarhyv4IBsAXLJW3LK?0iLrkA=r1Wg;vzv&x#kQsg#-=RfV$|n)umqgbUL-W0f|PJ
zyj!a*5-E1s-|MF&&Ukr2YIiOg?bRXy?P$7n&4}_}`=6ckhNW`J%JXjs;}<V8_;9x+
zSgr$!0UJSnb{n#sMRy@b7S`cjIG@kwKNlX(++0{J5b~QCqj+Ob?Dz|UZ~F|b*Uv!v
zo4*v9{Ekx|9%Pvm0;*kCx4FS>kU}7_o1sdIWIJA3WyX9^`=3J<M!~Pas>Q?`G{+`j
zO_pIk4L{d;T?j(UidQAUl3B&DsSX;ram&&C!*A`i3sSI8I4ggD4H5w*$z-8R_4)aj
zy#}m!t}X91$IWY&ju0DOTFwg}MG^SCv%il*OP9iVkDW(|(*MpCa>b4Pz<)nVQKZor
zC81Q}=}{Oi5v<8oF6pBKiu)>5rOI@fpA{(#APbE%c91D{5$>;~KB@*D>TV=<Hlg7T
z0F0&MwP`}>TpLO1SoM6=ALrgNG_5%_r>99#TmDE*%{rezwQgH(eZD8!YxN?bSI8Sw
zuHj!k{e^_t^ATE`H|3`L=~}J=d^>Qo^24*xvobHoXSrd@SL@u#2)mo4M^1l~Bh@%5
zjQ*qcd_27hs$=elsN#T^1GgqjDC#SpsZ+bwCx{lL4vC;>rWMdx_|mxRUw?gSfAneb
z{Ppta`7*6IQY+;=-_*jFWr$q#)e}Xvvuah64@>mKd-wUlW^UG)zQo+wx+GXfViiZB
zdL^&7_x!df=y{XhaJ30-s<(02xMWAGLR204H~-J*Hd;eF>-EzF?Nc(|40)HPqD&fa
zZ)I^c%xwNw?_L4?z51jfQxY`_irJCc=H`}TI<khhjV|(X6T&EQi8#_k5Ac{*b|c8a
zK{%SgkaXdk_zS3}xqXkHqf3hoXQ41OV8+|d)h`N9J%>zfO={DcN(A%ng6_-nkl+WQ
zD{<3`qLQ32N@XY6-W&f?<^I7-{-qPz946Bvs;4rXRE&&_eml{ZOYTsn7+gPsnNF;?
zuXkr`vxhjkvnZ{N{U6@mG9b$C+Z!HGL_k3WM37Wz8KgUvE*ZL2l$7oUQBk^w&KY4y
zk!}o1N``KvYd~81*#rL1InR4Oz3+$DFZbNH_sq4g>)Lzmwb%NEe!~%&DMZlVhr)8D
z91SKi2_1HZ9aqr5pW5D0mauj{!3H(Bx4e`e9f0kBJoZ_O=rg}RTkt~pQvwlW2-K_A
z^Jpn(Nz*YtIQDp*18u0sh(D&TV;wpx+vRfx{(T?vrO(%F?vMeS?w~lyM+fwl8mE`4
zRUBKcn<t;Vjh(2oYO%^xXZ2;nglcy#+f7;<A@9>XTDrN#RE!U}S8ZPg%-@dQ^~3j?
zdEz-Ybi&SG!Ze1xoN7jpB)>5#tH)@s4vRYlaLI(xQ$X2Md4SI_?Rd|0c6a{Ugw_7K
zX#HucS+ntT-`+C3VTfRRuOD)xSa5W}E>d6ooBeds`HX>te%e<!eYfUx^R5}bT<P?@
zfptEZ`{8^2e&q*j=Gi!H#%9Y$AUf*d^n#tUxBX8-zAu!HlVsOMTioCXpFZTpeWU`3
zJVCqP_W(u&ZF<s=sT65L((`!e|C{0=pWiPBXuKa&vx)eJnMDi|)B)9_aK*JnKsPgx
zxuCZ?H^1ZgReCSS55C-PL8J8|Ivd@id3`raP)EwP(^43=eDiE>ot+dcSq7X7-{afA
zAK_GBt`r)rjEH*^%yYZS>^#x)2QZPSy68)EzvYnE8(%Ju$8u0-sJjWMrdEB~&_tvi
zxYXYwEw-(O`sX`AxmB@1-&(hYmB5j)!fzI=xZZU;@<D9+JBAeXj@C5weYFAl+R!BA
zB46uCr5DY6Jp1<?eaL}XY7Bpb(m;{v!$^+v3<1IlB3jtGYf1!THsZ&RhpFj%10k!+
ztJa8$#n(cgN{HMXYy%AKneJ)Rbx)dg-Jszz59*c^$!o<w^t6=E$<sgfHb0r_D%UXg
z0m$3sT73Pb_1okHueK7o#=3l+QiNzFp(1YbNqbe<Mm3rJ^AguCeYwuK3zm?7nZ5+H
z@IVz7?Q9iPcA^GyIz3^z$09m?qnFJ2K(i+Q<g3Y8f3D&4a@6f_LRTD{P=D?Ksg(#{
z-3lGhX<Xg|UE9^uintxg+MjHOO#*$b$<G$Y>Q`0))OTlf<&u8Y?gyYqt|izu#a8yx
zG5Cu&t$p<Q#s}-Cti_PB?9wvlKf4#Ha`7N6-)Y8Jxxp)xOF;w8Oz6?d@^U5+)<bh-
zQ!Gy>vLwdsU{TOK@5=$@=`_WhJ{cP@@;W0-8cft3mM>+28a-dG5&8Ak1`6+R*Tx&+
zrf<?0zO|(8Vx+AY7z{fhDYl!ffUz3B*R?US(JRUSf>jJW2K&qkHNkZ{T?ULn{JfK9
zu73o`G1*M)j<WZF!`Su2&$1<(dIr%X(=*|z5rfu!0;rSP?SjNC%fPI6M1RlEZtX-y
zJ3n>@N~y{4rr!`3L@%85^cIaNS@lnW!<+cU=3Dg?8~t3vD-!uU@mAtE5CWe4DmFpu
z68WH`^UdQ*5&Czj`eDz;S>B1)_6}g61uHmZX6j}X8&{#?Z%a%yC+$+MsY#Nx^=0)a
zfUHfSokE;YE7JBv7e!7S@cIYL6Wq)6i&9yQ_&<rF*{zj|j8?A>3_&U2&ET3yHfUp(
zje?{z9|&eGRlI*CI3;<TMvw;8b9)W_V*sBF9vS=mpcchF1<G>df9CT!BJDcwKvO5o
zr}qEEdipWq4O>F}*IH`v!Brv?SB#LiToAL#m_2katcOd-xyX1!T`ie7z0x<7g30bF
z2KF`2m^;CV*zj9}#?3?LNvI03Sgw0afj}4lu=7@#YE2Ae;l|Ab9Gji=pj%96FyWl?
z<od#;a&3#ciX`9~faWoxlx*z`vcu}f;P;iAS9=Zx%7ee&i7FxRbUvm6unwp00Od9D
zn?*T(MmbPA=r7KE5(H6jJnLLBHmP`HE@J&`?B`{ffa8UJsAUUJxa&K9SkP}!2^)u;
zCoI!1R(9hF<4ZS~TNK#EYiFFaGIeo$yv?)w_lihwditWTFft<3@$jokX<ENwt1d1l
zazwn0JCV20m!EWy6Z`^m-TJgN)kQ5o`0|s0V-|7kq~i>-yS9}lL<;o{k)rh}6FhTH
z7r`ZDb1O=p#Gy>bk6k9UerDUn2ovpD;8fnf7a9iaJll=CMaCxwvlsbxTAxlldXWjJ
z&AOI4T{;i7B{z00Gd#YFEQ57Dx7szNLqC;tCb4Xvn?2zZt65bC+Lr=S;n)VuG%RVH
znZsQzSe(82y@GW^)To$C^Wqw+h_7tDNsnXF18vnP<`hB|%Z>mI635fuuKYCOIlX6V
z{RJv=fV+C@R&HyJW+`Euhu6((cw6-oM2P15)EK6HMHesdZtU;Zb%3it;4>5tKv3>A
zK20Q}@M&J`?C5)Zf5Qraes^40(Vi*@sM6s<fFq3KG4MXne0SO{-=!nBnet86fZ}C6
zzx#fmQwp4U?z0e91%A*##|AMns!@=j7+kzsN9y0)y*S($s&>dd;FLJ>{mWH*qfd+F
z_FN9vNpf3j$9F3_l91k6i6Sj;>3gRB-W<+nloMxNAU$rs)ivVyaH0WpNBBOOkaqcg
z2?VYJ)<#bN0YSM4GZm!xyPZOz&Ko&tqSO%3y-qoP^<o-0zEPA9I}#aHl2iDoL(%yf
zmifWBx?I)D3uHK+etY~akOOpHeU3}d5PSb>A2O*D^Q6YdrGu=0ai4df^Et*vDG<H&
z0FXT4S|$o(XU=8CekyDeP2i+<_g*Wu@)1d1NEf5+XUe%RQm!$|uaW1os+B6Dp(o-z
zMX6%sHf-hB@T`&w&Y5MqtH^b`jUpZ+j8s2c`vuM_+-p45F6n?qTGP+QKtf^`gloGz
zY-YLF5$;;Pij0rIz7~y(8CJlet(E7LTz23FFfDIElDN!<E5dYVr_p$~98~dbByQW<
z+!c4Iw~D<6i<^-O#ot085Dz#;Eb*V{tc#^S_nRerSLkoiO4ST_)$0$Tib*^EWa%lU
zBA?&(Z}YUr$aJ;&92Z{#_wywWLmGYrs1iqTqupxu>D9uXE4%<DE~di(>SkE34mW?=
zreqq?hwdp?!+HsWJa7zcyFq4SjQY?*VufN29Lv>EG5d&X+tW!VR?_T1Wqa1Cs&`2c
z=lq4x=l|r7V=H$ngNN3Aa?&YxkDT0?ZOf^^=q4B+Vocb7U9J+|KHEv>Xzh3EymkH9
zEKYhqU8S<oCGG{bOL4dxHE5+H_Es+of+*y{jAx-Z$s$HNmT;J#Uj%%{QE^s`(aWhR
zaV6mf88-E!yq@1GyGpCSiM4i`zfEW#Rh9?!BVOEOCt;lqzC{|dvmb9d7=54;)MGw8
z)!_L7l&*|8*eF~S&mdK~+d&w%9acrY$fBbNuo5p)q9Xb7Rm3e9<ZSZVUbOlica!y>
z@i4w}um}ssO*y4}eGZuhI1S{(eo~m(Ps4C}CC<e1dO_;C+WYz15w;<W_XJRJXJSur
z?4N%mK-)#gtGA>0y$R)gS`;RIu~U~?X&KvVW`7O}5nX&Wn>x$mnbyKVlg4R>bL%Z^
zw6Fc7LY3svk(<`e!uR4!0{R#qFfH%91YwKNREMS(?=zNm%axY)Gi`P;CmdIUaobW9
z#7fOGvwiw%Ve&5Bw^PE;^F@2)%5F4aTqTH+N*xmQ3r@OO8I3JF*7rEoYJZ;mcIx$<
zSuEFnN@)Kcw2V{;#Bz)1IDe5!6!(SC{$Ab#j`oOC_qx=En&N6I?pn&GW@^LxU0xl%
zMWB-DO|nP?4fuDJI&Z|F<rbpwKs#8`#C-vr5JJz~Gz$Co0J?+EvD>u;znTropx#&{
zp0O&fp8-OC@dWcdv`Rt)Qpytak?O@8a}vR}`eO-FRh96_a*O`xUe<Fcn=9S(#smn|
ze?|$++opj>rA7;l_W`cr#dqX@i4rEgdcjF3*XR{sFSY!fw+KzD)d*uF(}wFaQZmow
z4*vygTd`b#b6J^A%ymBMe6oOTvXpcWXx6`cbRUP_+Uy#<d#z-{%U!X)Ar`mo@wK6^
zq34m<3J_B{XdTPo5pgqF#RrDis#v}Fbxp<xk6gw8wR9+;FDjJO@rknc8(-Z9wbaS<
zoU`OFTt-j(5w1%Eh=Nn!nrzw0frJbe|AMhU`DMS&<!Zk>!I}qCr2aMVn+B{lKg?n5
zrXmE>PKl=ZfJ8v=uvZdWQ)`D+dPs2JG=Vi44ZKO0VJzWHZ3;S)9lp^u#IA8xzBT&k
z&)&|{DYN;Vo<5pg^(omrebEm*B=oDQ8&Rk3qrK26#g#t~&2K=1E?!Rgn_#7|Lu`Ch
z`Zz*bSD?<VyRlQ0K6<+U%cEY{Mx#PhVBFy4>$(R0G6T$1a*j@p-C*x_xPLC_L9g4Y
zOKrb*Lwos9<-w8?J0Ova|3LqbYB4(UD<{Y~8GgAc+EX3Smw^m@BYUpD9Tp2*<VRU;
zQW*xSISjfjBV=EZ*KC9~7*zCFodJ;&Kr_e!%v~O{suwr8Ho?l|q*xzBeHeB=0<LBN
zqp;;!rlA$bLESWhXTQ79$U&ozu}FTQ^p4$L_ILC}t~r#YtA*OLK`)?Oz1pv$T=!q+
zR~?}_T*^+Tg$hNU>D2qp@B3-xC`;u9-0%37HM?{2#b@wgFHe-i^4@`mmp;!EI*hIs
zl8`ay9mGGs+&r^v>Aqa;CIn^7+0ATtTWOi61h8{<F=INfe#S;cL_`o$KnsA2<SO8J
zs{>E+_p_w8ZtZNg(&YokOTw#HpKi`H7q;2~hiQS98{k27pC4}l#LY*k6oc}q7u&Tw
zV`8IPvMx8BA?151o!f16V;UFw(y=c*rS!4QRAT=A*=RfzSboi-@W-?UvlfL{2gX)z
zk>S~6?x`th&_=~l3$SXdtn5L}Z$rZ<vndipJ-)2hZL6{mk02CC+37uJeh>h@mOSw4
z9!wE(;(h+@ZT~FbVYsx?xGhxzp*Y-JEWt)KO%$aN!(<7xTapCq()7zLqQ+*iIInTd
zijSJrfnpjhy4<k5e*Uqv2Ib$7u!h=_^#jj$w_*?{Irn!#J#1&bzH4qdQH)0;$}c4>
zbf5}wT|u@>81hlAve>^EzHVcr07?`Ek@ONdyEi4pO_`!pybK9NURR3wAi&P;OJ*Br
zZQ5c%wYj-T#r^UFIT_#A9zN^ACAf)i?|8LS`Sb5r$T{>iB~JflldmZQ6Ldj#7X5lp
z7n_Ni0m2X6=@KTS%&MAzW^lN_VJF539`?A!;8J)a!Zf*be>wl%QsP}JP@^63G)(6h
zjw@`u<T1AVLAPGOI-l>cbN_hi@|!Fy#HPTBkHfbi1Z3y8rPLuK*1Lk1t90ReyJvAf
zd1oGepTBuW<@;s+2s()(0Qk%U9^K2TnwZgYzGqGT{m4C5@x!+6)Xhn+4HSSuqQ(F)
zy>QI7Rs{gN`vJl^t#1|!y)@7FOw~lI%NQ%ky*etsGhUKcl&^KK{N(qVjegzi%ZfAF
zIS%G;FLoLe4f@w7st=t{p)x<15bH#MyM%4a%q)sn{|)2Q(BOthRtPo79Ind9)ml-Y
z2A--u+5(t2%fAP&Y*-aaUNjes0sOMA#}gG}_0qSe(msbfCANTKl_r)A;9ZcRS74V(
z<*RYXa$bK{aY|VF`ZT*COf%C0C*LN1faJ)dFgzvX=ipRe-S6Q8i+XXN($Pi%9g~OS
zg>Aezz0x@1fO2}B!y_{!ZAJg_JE9vm@a)6BMJN$X>3p5q(8&DggV^v=+@6Z^tyc?<
zsEA;_ac`H}dh)a2L>p-vSCVWTo0ev|m6pv|MVCHzy6a#rfqyuigfZYn^aAFgt&KsW
zZ@r5F;85ku_q|gNhkbwe9UN2q@8*ta94@*nkNdK68S9@WI?o!69I_LV1JvE6q}-t#
zB|xP#J1Apq+3EORSSYR1cBV}4y>@JLXgPq>+`{~6Ob6i~LA&x)2GmD#pPhwHsRI%~
zvy6hDIA`IJx?-qCO~=Dp8q^gIF^QNrH2Ib|I<3q(ymfVTI}>hGdNQ%fw!Z+wbET+u
z9R`OQ^=C+30)!7$fS-<tv+f^m^lNmnt}thMb=2T<<mmeVi`DZs7Kg3!cHo0HmP~5<
zo{2`KGDCfDsj-z8=Cst)T6S-N_uZ<HI}?oaq(Yr$D!F(g9-~A-cAa2rAVgs3i{l64
zWz8_KW2_Mchi}|}=WC89!wHJun$=?Fv>t>!vYfvvYz#PbKQ|?jQ&CY_o!n_?XjmC7
z&*#hMm2r2kaxuv8ua8}p4hRSsw9(bojlYupKgm-swQ74Jx>H3K*Pzq5q5q-9=-(k3
znjJKSZJLqqdKsi~nInhoWggxs%r$%b<z&biMV67a8)CiELaIG>`DY%*u6E@pLn7_Q
zpy|vDRhb`_D=oA7)r)2KW^ZXdYSK~ZpwNssWYm24X!c=Gpn3K#Cir_&!!qKQ^66XN
z&dvRDmO|s}ifw?JuKwJdJg&T$uI=&#S*s|cn)9dM)QdzN0CA=^$B>8=<f7ErvYhsc
zVw>jY_Zwq?>X|jSsp_+qB|P85W#)2=Ug`M`_)su8d%^S~2+e%<(~>@bDLS~;n~;z|
zO$oGYAaj?*@yI5o)B4St4(*VCQx1;*uDQf%<|AhBoh18VdW&MBgtlt!F#v79JGeGc
zGrwJa_<B>SP>2l0(VBhEo~rqqQGQZ5;#ELK&~nPt>xt<xS~=PEWQU~jv*>dV>-4yy
za;NBCBYahq3_u`hQ>DGhJXh%w>~rSW$~1Lom-sNE?N|s!bU?}@+Xt9aLF=^};&CkM
z(tgLAL2ur?DZmWm>kI)UiXtFqX)x9rb~gv8Tjs1sgmxZ(H-GZvt;=0%>J;SH;WEoU
zM)T<RZ(sWEN;I}@oHf*a;BpYVc#lN0zdgrYm4(Gv3s2B&vcD-^6dCZ%mAck@qD*$@
zeWYq!c3z~01Zy~ZXPs_DOdOt+R8SZxVk%5$UiLZ=Pzl>2wbz7vdcoclvorR7cGN{!
zHZB-%CE|KeA+CWX*ore4QuFiF`W&~mneHTM{1w4onDq7O!dAy3=XBJaoEKhak;2z{
zN^HNLU>Q>u6}ewSdwG3N56qjJn^6XpwkWBdvco-$^#owx{;DZ_n)$}X>(8@=0a=X-
zodR91BROnQxQPAH6D!fC^FF7u=CvNx`H<VcK8V~!R=A~y{sO&77S`oAAE;7R06_{$
zNv2}`{i{<_g}BetGVfjp7Ll=VeFFh{2VmQb+}?v$|7_*xUQdGvy>GH$3h0!6NBGL~
z3#=kt$dvh)-SFp3mm?6W^>GG>kaNs@?~=g)rp@#vm^>c%jf>YCj2_B`pX7CyD_ZEn
ztxy<jieF5z(OxnY#O@^eP(NnyrFi0uBO5t;2FbcbZgr0{I<<?vZ78|e9^x2To$Cs;
zcU<e7oo5Hc<O+-;@Y;ynbyTu7QLsVG%0NDkm>#gu{$i`b@E{v#rsWycR%B&m@tU@T
zUTakYX!;rq5LDZXpax?yH0b>aOHB*ko4L71(M`SeW0$YLp~jS8V$9FBJou>T04O?0
zIuPiH?^X7577D4kmBn`*xo-|!mn4?|5JOxT6(1JmOG)qZ)QD>0$)QiKb9uG24^L4O
zo*}uAY~NCEb`X|jY>hfLPxmpKzo}9Ji0nSco2`Q<;y#B6TR))NxBKfc$#V5#ng-y#
z6dWU3Vp%nK0nHll;JZAH!4Ru5E50LCTz?bN5XS+JUbga%D3kg5<;*BIzQIBO5&Tna
zk^i&@pj>uOPP%q`250rlFu50%MH8SarvXw~Ezx04xx?rw&`xC)<u_i;o^cju1OJ#M
zyPY~7UQzi@Ca0QiR<N7eiGS;-;|}ss#6A-}A-zcRTZQv;tkMx2d{A;2F)ZT@nq2fx
zk$lD*#-x&D@%PW~LtyUB`?Bpu7$uLa%SwMqFqFffLiyvzkDef0xSZ?`<%ll?;M4vB
z(uBKXc8w_QLj9WcnpNkmIRy}GC2??Ys3d$rKSQVs+^a20*%aj{XW4_>TF^^<{7n}N
zvLd#~6KR2#o3W%_4Z(sU*-s3c|1UL(sdbkvADL}%#uAC7Oy&QaDDLhd{@qt@nn#pL
zoSFH^IQF0(Vz1Io7e)Ng?Xq;&)?dVr4vC^CG$`jwmfxSSE)zPw^g5JRS+D;Dy;S}2
z!vx->-<gl~!Xk($<z`(}*u6E6Z3>X{t<9Fe_LaKsuBN7@k|L;nUoN~XZy-5u7wifv
z6SbAbUKl?1&sZ3>0LW40o;fd0p+R2&w(Gby#0Ti!XKqe5*bHExL07crvZ|kcwMnho
z+f`7Pu5z~T*92l41!Z<LU%RWW9raxizi;aF>5rBw(bnuLl|TElqUn@zTYO0k+)VR5
z<5LIY2H40a*gI_)U@%uNzyh+`kB$K<^~+>X%L$U+i;*Le;*V<bNAS!i4%^v)^sTi*
z{Q=lWA!yX744c-J`i~dO7O0^`A<yUvy6YWVC7)o2pn$uIG2V4Ta4IM$Xg}MU>FDWu
zt#o%-nJ0vYU!15k*-;^*82;wONAppW0bZd29o|vS_<qGca>Q;AsAlNS#=m3`bij$(
zf<T~b;<CbD#8v2>tI6WtjiXQBA+`#s1D=-Fd~KE3HnjtS8ZBj<L~#r36)`pS9sUez
z7qzXq2P7mYObmKX%JpbU0S1R7zs)-p;2zHXV$b&%x9kF54&}0+gyd9wyFMp$npu2G
zk4v;Y!wXQ0+344Le{Yym$er>TZo(wRW&W5-qX&O1ZHt)}%|`%6^Z7voJ6qG-?ELfj
z06c$9b@Q0*Kqh=?m0rZ(rH=FrY4Yg6jP`(EGv%FILk}D7;K^TNQYbZ!98`_GHOp-x
zZf6#pl(E!|Ti_pZj$wt&@oJ>{c3Y#XPhc<V%8oTqV`D;F`M&kRgi8y5L61>0@!RP#
z93|JRClizsWx~TVnMRBH+EG@@&w1^&8P(rwf7Bz3D@Db`9P6h5XT0#|mPDaw<a}$w
zaWPpd?)Z3hU^wIE!rt&Fr3dl~zZv2R;7m7071=b`M-QLB$)1o?Of`v?Zq!)|_t^Rn
z7OD2^xrki_Ruj=<PW__hm9j9;QSPA(U^}(-3nHlRrQy`JBW(}E8mW>aQYw8Nqth!F
zk%4e{VmamXEF%dIhKJ-3sKJZ^n`WiizAujI`7E~~0?`R9sl(B}ddJld4V5?d;6M4D
zI<Ig{jT^J2lPdoy{cfLH%=63Y{oA*5of|lgH!q4*0=%^JU4E_IXSXRB3QtFg!xu6Y
z7nmA9(NsBie(MzdoOs|XVK>C_C$>-7fn8(n=bRHCiikUTz&gGsIWdcgW#wn{XUNOI
zDvM=%izLY<Le_=xc{+-x{lxyCE=wy3#Mb#x-kN4R?<ztZ1MM>UXP#Sr6>;@yUWBc-
zt}zBfpSIUY_u|%6x-|DUnJG&0yju9=F`3_9On^_i#w$~#EI#!A;4Wn{#%RROZ%c}k
zd*};){&w@KSe>@whx+5$U`<uJtJhJs%*t2()0L`5Ha|v3N5Q;f$sDACj#<BGHH!v6
zSI1`xjG#wzL~W^uhuCm~V#OX_BG1>J%+&nl?!$M5{2l56-YpNz#A`Wye1DM|aGnX0
zsG&3ic>{iF!|YMxOI*_x7YFca#z#MlVT~(Fwe`+r{mvP4i9Q{lj`%r?qt4bcaD^dr
z@josv4>vAf%6u*dJrhjF1py#j(xTcd+Qi;==Z+-zd3#XOmRlx4*|!(*WVw^pvcnl=
z+w<DXlP%+tBymVsBypj`WoeRv=ojCiXH`wNuv4u<)2F>7=r?Z4hx5`#WOA@(^vWdk
zL}bL4lagUzIjT@-HrJmRGQx8F7Qp-N-|&1{ADi$_+O0V+hve<;LTTTpP0bfIK1Tq1
z3UA6~Z7Ok#(yV@5Atpxt3ul^YD==*`weEqqhu$$N74DakQ>j^_ekhr%kdE7g{P#8u
z5@lg=s_69t*D<n}KU<n|rSO~~ZExNRE-$^`IgnCusO#9g9{;n_{<2gDf1Edw{m%f=
z3k==#HJfzj%d&3WQQ@cTad~h|<9os-$QI(yERYst!;0uBtM)W~gCSjEF<!`wTRLZT
zT+h*8wZbKrz7D_)=fDgz6c)OgM17S*Pr!g^5yzhRqR+~cK$(rC8s>?EnT74C7HN|}
z*4dznhua>O6A`c%Dc*hSV`6GaXW{)-jr|y-_SUnl9=B8Z!{ZD&fzjp-XpTE(r(=dl
zhhBmulH}qpQ@)ZJSRK9P^@yC{7m_RXYChe%4q2xnqnVN$t^7OF`k)1LDB@JtW3MPj
zd*h-P@x`hqN*+v(r;T_WOs&qd$63x?eVfF%g%@nr(@5a2bdG_92r8wfp(Toy%=Z-(
z2mluinLPPi6jH^^qp<^%>MiSZ;7Kos59VBvhAXM(aGvR&Ny84b!Nf^y(M$Frq@TKo
zz=9$0N&w`rT(GaDIZW-}6f$GOv6pz>x;DS9^8!P%*E3I+7fF3th4}65Vnz>7V;3Eq
zIlA+R12MPiH%Z!;@QRONg?w3I7ZD_ctiQzU10f^ph5rs<(7S0AlD<#QTln@&Q@F4W
zImCh87>3*wqld8EUciy`t#oT25bOS~0nlM8zP}dsU>=Y*+=Xy#eZ70|n4w)n=mwRC
zqQ1b_5iwl<adM~A6<YIPrU{AfP-C4FPap?WbkV+O8o>=2!FvLGNW;O%Bv>j3iQER<
zyvLd79cJYB)uMHw<2R+XI*{?J=M`g!&M(j0RFi(q9Enn$(c@apVtA<+9%O`btE|i+
zi|nx8d2Pztt4I;^B_Dj}#(Ah~A}2$!4AdJPx<yYIbE5$&1`9y9$J`=C`h;MfEiG8W
zq&v$ca&puTNA@80?=Dt&Q5NQr+_RlFVapzAl%kyZJ|O_?9^7}GoGX_YF8vMI@63si
z#Yq{Rc++YJKi1sK*_WpCE~bv5%<_BK02EzR9j=!R9{U_0s2PTjz?MkRpiYDM5!!nB
zHk@kG2LH+9ys@#Bz1Z%xQuBCY)pME3(#8$QIN`;><H~%#-Mllg8{zyiP_rfgd#7+W
zE4UbsGnmzXOG1x;9F5h`*w<fF6Aw7kcaD5;5jZgjJx+ORX8Df}iJa*IJTfXz`&-l1
zaqRzfsf!Sfa$XBdQM;~Q%PgpUo$hsV$V(_xag=+ao5m{soB1buJk+KbR_rs=5iTCX
zBsl7W=s#dw6*6_}jFEf&)*F{->|MO_)42I<$QOct<4ky=WHz{jz+c;I)IdOshno`t
z^*do?jp+_3?Xw;lww!=msL%i-`Kfw(cG=@qkKLPen)j>TsR7zN4<0;77AA%eU(8P(
zjoKhhM6^-v16C;j|92*>-hl`v68PJuSS%9r;mvSs)K$=2v$4-1(|uU!brquX_B;|!
zTh-Me2O|`Cg2rrk*z;$%LAC|@3=p@N*asLBvqoZ@B(`R`SE4P<PxGb>tQ^xdD^OzF
zG>|RGMf_mLE{n4YG7rVzkXUVBRu|97k$T)|=(mV5Pzm8eYKZVid@>|LwTr<f#uyu?
z$JZGkhCKhiyTw6Y?*0TcHEZj)oKRh}d#;c+0?_y9_5;}-0#l0k@fW;uvbghCuGDV^
zQ2Lht?si~?!Lt3TS4(c9P>t=I`s<J{G41Ac04MDFhRjtk=8`BPFBLPM$!8Z|cOrNO
z*}}WHWInf$j0*jWX5I7cXUA6rpA}*l^7js?;kmB=n%D+|eWr)ngou>OMFpqWK@N!1
zbHT!d=nPtYxL7^4YNK0V^;Cj6MPDpjF+%*__OD*BaEwD^PNf)oKN*a>^odw~O0N>6
zjr`wO&CDzZRvB$lEGprlu`7F7D?I)MAp|j}sW0%KkQ8<wC%hQIP_8ifSv+;<hC(VY
zpqTb9HtF_&_gw(rdl;GL?C4qysrrI=usqFH8;NdgRB*US8L>(HnX`_!K`!rCFcB0o
zPJA(`2IBHKwdz$zcOxc@MF9lMzf&e9cJS<B;fa)R3E#HqPu>diprkVD(|3X~kn!8+
zU!pJWq*5UWT~9Obq2`$Qg?)vDw@5KVc%_=YtJhe$ptD>|kkM%<c#nI{w;>mObb7Vi
zaVfS5dEqbJU>9ZFJs8D)PkE785iBF?R;9%~b6;iTo+|@#v{F$Vr+VTsV1}K8Kp|VW
zAQhg7LH`JF_3E=jyA;dIunB?S;;7+W03az|u1l&sA)>6aTvA8`$oX3?A+ogY&_SxO
z#B(6pVXS_{FLJ}vtT;B7p5yNQiQ@+B>kvp8Hp73ca{8++hH@W3`1owgoPxAh**rE~
z=pfJ_9Yyd}`r<!3(W9c!F83DOpi_DmZz;lu3u|dOZ3HDZ(VtMRk~>XXoe``s@Lu^>
znDO8*s3FsY7aRXpwCoAe!)}acJupZf0(nHI@I*?pWhNV;WulmBY!6=0OE`Ez_PI3I
zCIt0@uXnhIRyK+Sj$eMlUJ)lMCUgd|C%*`h9v@lL&|B)3lga049e`2W;Q&fnQ~3u`
z4lqsdpG2G_A8;|QDyeM5tn5eO2HQ7)4C5k3ZY3=QBAV&2YIXgVwf9^)f>I~gAv$ba
z>Z7%7U@|5`8GpPKZ7I&sJR`=gx@B2c27XWmzJM{#@!<t40;s9Bw^=1TEIvt0vV@$z
zSkUi@zJQeeQJ|4B2M_t^u+seM&NEp-$lQ&8kGtRVL)jKlt?<dn322?{ZRtabSQ%7D
zxyI6HtZZX$@z9d$8d|wm(%iU?S`RhG^*8u;;E@5Er2)ULHx6SM?;}0y^~{K>k~C`9
z5;IqQW4}eb8sGTMs#QBl{C;qW$>TsU8xEO{|M!IASZiW$-4Uyi8WmH^8*K&?>jnj*
zO`2H`@dQXBC<Lgc*!fnN$=N!DE<u?8-J2G2WrU~8wcDYSit!PlU{BO8cIS9+f=qA%
z^Wi|T+_v02NPC^d!&4Ys%Kw5W?O#^_n%YfE>j&uHF0e#d5Z5Cs-_pUQ8#TVtY|r1k
z%Yb(~o~^v}Qi2pC^kg`<6x|rJHj>HoC@FEK90?$B*VoHJa&RDqxEBkFGr!-Mt?!92
zwN)iNJo+%y$+g(Ou5|9CXAyIp{?TDerM3t0DdE2ps;LrAR)x{Ze(>r}je;Y7{vB_S
zg4G+tVvc~!LHijI1o|&!g?qRUm&!6vnpX;(Fu8chu<4JCh+Q(2U=eQUX?F6b0!YCm
zJ0w7Nf}Lz>8-19*_Chho)$BCEkz+0KlZzev_>E)15yap60=?h13NTl}n(=_KAAJk?
z$`oNBj-A3oW@f?0Y%EFfLbl38%i|2JtPHcK{#gL;i)7lDXS6c+(!qfU1uFNPFT=%U
z#&VDGUSkpCU_p?H;}mhMCDePLDyB^MNj>fV4s~^Htwi$}AZ^b8>I33&?cxzhSoEtA
zKD3<@I3U*XU0wrUvp!Fx^3^}5^ly4Bf80fjHI67P)SrB*4FXC67Xh)2#2Xh8A0ar(
zE&*3|v4K!xj2vCek(!T}+pohGDUkQbg-Rijt^Za@h*{u+bjc&%eo8L|G5^pP-;37^
z+>b_4?11g^?@cwbJk_)k25^?ckFhs^8VXKPy8w$D9X?=Hp9gOLW5mF-_P((OKift?
zKPmOPT$L7VQ?%|7H~PvAh^wkzq<L*>gmC!Eu0t6`L}YX{U`02Tr;M=M9Bu!kTU@@+
zS1rKoc^P7V>tZGO_PHj^o|c4x6sLRb`ZQH19&U`=erW~z_b+xo@7Yt>(~l`jl#nKc
zi)C=2axSGt4VF*p$la!cd#VbJ*CKuCk{bTNo^2M0HJmGU3Jr=u{GA>!(_vewk;P>`
z(qLsaG@1txs;s^03Ay_4^`Zi=(woGSD{h~CDrjzm39b(>n8?@cnxYoE&;=BTa#F;P
zs!sU7^XY7Q{=^l?oanz1YkvBuN&h5R)RNC9ywGj!{5U|2LpNtv5(Pw%KsP;S$`}wW
zw|P)c^=c>1a~=ScZeCAdju^grV2^_X8UN1%{}>X@G#*7o2E=J-Di;iv=Tt459<(#l
z3wT|fD*#PTU^0;7DqP`lpkQPYqc3{T!#Gl_yEAS5zm=auZ$PSW9I;$J$U#?nkJ8a?
zbBwN2ik{-NIeftSdb5uxuK7d~9G}N2_C?Z)PtX)-0Zmu9%YpwNvK8~$6kS7CyvD`U
z_`*HuI7HIe*$Td+B49ab0E0<y$(|Qy0-cbz%2UUIbYT9!AjWLn*i-kR6PYmkxUmOC
zizCF&+OA5(RZ;J3A7|>7Nr*n-!OU+@Hh@vlU;6jZzPPn(i9<t_HgI%q`AQ#Fr}Lf=
zutL9;)IXQ7{BsNS;;#7~F=ToMNVtN5%`un!u09fM(yKUOJvr4qyl09dv&OdV;`s;)
z@$dLokzsC-(%BcZJ6l^Ph~#<k4cTZME8VEnSij-|i{OHNMW=W`B;zlz;%#bd<@GhK
zH2U`e%2QF9RsT{|#-)5j&sYu#sPmk5(Sh<0DH$Hb@aDhKqW>DV_bvXUqo80_p=0vt
z-CWs@#T8;?P)$0D=Uu<DykpzChYmx?-3HKxXi-s+Px-T7z?9q6uqf6;qY+clzL&$o
z;KaLUW;r9dymtC}gVw%Tbv?47K}!E`T5PO^-S(f@Q4;u-6Atp?uL|Jm<o~Yj1du1q
zu6iPa)B?_NnvHgcm}K7=aZB4Cbcl)u=58B@f&x0P7*T>je$NcY$gnBw_e2+Y$!zVt
z5(SCb1-v<O>hEQ2QA-8i*julD#C9*aF0?sMzP>S*Hh}|3O9(QFkES67Y7)zS>xewX
zn|lwY!dnpp5U1Q!566UUM9~^O1d4HjpqD_Yb&jw(rlQ7(!&Z)?!P)4=e`WAWaia<<
z>v3-s5q_Zr{9=MSqkl?y7qwWA6Y9m*KJ(5qSkA-IDjV{zl7;8fFAJ2ss^PUsAafZl
zDU{?w9kHPH3cJ@RA@mm<SIC?>)8CQjRoz3B7JQGTrJ+7`IXS7>Wv*_Py+P<NTrlZ^
z`i*HtAg~3?K1I8nMZHm)|0V&kz0U*+UwD=ie|N_6r&xCXJ}{-H19ANV3JRe-z*8D(
zWV>#}Fi`U>ezJxDz4Qs46@jR-=%y{2IGsnE+w|ef_z(h;#lzjBcNr`Y`U^b(h`obM
zzPy`C<obybn|f=B7{B4+BHwafJUU*YO(Hm-l#cymyJn|L1wG;uj$tzTem?|ZMj}s3
zn_>i!48Pcer?>K)zg*I)^k%^$b9fDonuo~7of8{$iAsvX%ZZOR=%Jx8*1OTSFgCQt
zu$;3P+P_MKsFsn-kU5s~*#P;{(qUkAnz7@a+rOnQ@*(a;kF@1$k=kJQAFSOhP$-wW
z{$}-#2mW%~;ZA7`epkG3J-x?){S~k$UEr4d*)=k9o%?FhK#Obu8jdj=oC0&FHw-y%
zihL{B{SYnUr<?T402B^c#Z`PqKkX|;K;wV%&4%JY9Iu~mPY|7)CmfbdWXtO&Ya_m_
z0CiiMRvEIqmhye%oejuUa|)4wT5SH{b5;L_4(jM?yFerl9;8j{BH1?-)3}pkCSch{
zh+4fHZ6ej$5Hp6@tVhyq#Hy~(J*;IXWl7)q!0V7f<}+AQzrcZxoQH+oO&t*ded~)#
z$MmSjk)lnILPT*?(zx}#PvJge<_hT*(PoXW@!O}x_n;-_#CCs2O1hYz*4O~{)n(R4
zKN9ONL8^rQJwdgn1R_hjZMZ1uyRCaa1TB{>ES)thyWC(eaLvUeLL#Ef8t?gdg*dPK
zn|f8>Mo%}p{u%G&2l{{?FE*VvU*uiI{hruE@B8Fz8^g2?(n;dVhgmUYcC6;&62cXF
zhg-sy%PbmE9g_>o94;PuHD^6L2NpOG`+FB7aD1P5Q@0qtGt373b)wz;O{aRVqXh&;
zJeYgd%`a~S{&-?Jaz|vz=XJKJSIG)GqY+8mqi8(Yy~Y56EMMf>k)>d>5AOjFA%0~l
zsswhx+=cWwi+OSX&d0iyajE4XTC@qLA^}%8ri(6`R*xmlW~Orz2NHQf)q*(6WjX@l
zF9P38=@peoMXQ_=5NnVXh~Za`jgE$!+_xJRR5&aMD>KhDHF&CkI(xYsPx4?2w|k8S
zNLyauwk6l|e!)ELi~46ZMEv9LVHdZQ<#-r6lP@$lKScPx3e^KZ+?GjqdR;tWL{+Dp
z=UdO?g%4?Zb&-HX9*K$}!O5j{NFI|0gm!3-hzlYc*6yj$+<Qm!%Gt1Y9S<x-q#v_T
z#laONfFw9PrN_JNWVQk1h%RykNJ=ZGZq2Ed<q{!kuyA?5FquBgmW|_7H&`vE@>Vw~
z1xJ^s`r#@6@-ai}9$_K!s}e%?WG%}8>?aq3BoIN9UN*E5DZ<MSuGsJJI^sHfp^h!g
zlELO6@Ho5M**SaXmAU1?omPG|I+4#}_V3Rnk-#mGUrfX%7tQ4dVqfF|Q<yd5gXvLX
zJ(}|bx#1<>$}dtHw9d>WrO%C4wX+xPs^&CS@?4@5A%Bwt=K-~aCasIDv#H$OLkVmd
zv?Ou*;%puWf*On-eV7e<m%D7RD5lf6CJ3;<H)@pp&g2w7xV*OGd*bQdpjnf7{vi4O
z{RYt3!73Z^x}!A9LrlG3S!FBimYSxP2fC~b-HG*`>Cw@MU5PQg_&pAX*Cf#U6Fgcg
zdlhq}Ksy8%V&8Q!r|oSRtrRYOl6O0Mv3O7ArjK^gZXHeC*a3iUCNw4_R*~W>Hj3SA
zPH}r(Jk|mItXW=)9fM@WzcK74DlYQXDm>PfH=2s{4x~9!wT)@nkM^xo5-#rmV>oi{
ziW9fKZ<Dq%ya2#$yU2d?6tNHrAmV;Of%32WKBi+OqD*z0jjwv>i89Sm#TjduC2N<j
zUa<ILr}2WAgF3o%5kY4Q{}wJ-p<`v&bIaz}5V7hdNMyvn6|sLgF4Fd{4Fx3c*Jz0t
zm#V(7KGlRK;mKrCZn%<2o$6s-cG;FwD?g{n@_PZKSB}EF4kr*74=zZ05D%S1S@emY
zqEAB<A(CKPCMEKd7}Td1d-O;Yb2ehKs9SoxoWHu}e3@0TKaMtux!l8WYmWUsg#K*C
z2-{?roHUDfA6jL+ZUl-v>RYNB94AXxmXnhaANQ5aNd!ybMf07;;NO8X4*b?^jDY9x
z*Iz*kipUkA>Oe3jFVacK7CtD7<}4yxb(D5D<Qwh!$d+Tw&~;}DB{v-nz(zm1iCq?#
zI%vj-;$zm6Z8_8TH{Hxga3F1b7XfyT^W9H{`o`#seSMggj)TKp=MYg{<`7Nuz?u1G
z4#MP$d?N_}deV%o?w1oi)Uw?;4-KnVLydoYBxUCH{%a5Xk~BbjmQBAbH;LCW3v{sg
z`(^>|sR-y(<~{rRW>76hH5J=cPoWmUrjBq}CUR%m5Y?Ikdq&W@w;hB4WH$!^#USa4
zS?cw_28RXZWxFJ;{GjTb?r^T>_U$~Ds7gKKCAA(bPzMOG-QPiUKU-Vn#5{MNf*!sz
zkPyeV%PGU@fF`bOEry@Ns74d?W3>QisLXL*al&)8@DNC6I+{{rTbnOi$VjZlO+3BB
z`u7xSM?Hftu_HJ|lr(}ApSNx;9)yI&nu*?5S-Sr&=Rg3QajzRQ4Xk3YH$JU7*?qEG
zB&1OW;1t0?>=A$$Z1F_<xN&;QDs0Bgx*qOsZ}-)CZ1>l=SX&<fL<|t9zbm%euQ9j{
zI`tenXCNqo*6JTl78f5CE6;S^qqrR&=Ake+zgnE|HMsuusJfG_R+LDYY|_?eXR933
zWO%v{t-h#qvj@a~%oN~mPLHO}R)7e+=h?|V&t;jg+Z_4`>j)sRPC!85xzj7B5s0;4
z<=a6kabn$lgs*_>`4h1K$r|f7&OMqacbit%7$+wnm6Cu>Mz(-}`dfF)uU=>!Baq4{
z4Zvyj=*y{;vAUn}=p1vik64%(=v&vEogS6$&^=&`umCcl+-piBW?K>1vx7Z@mI!v^
zw>_04WSJTEHH+9$@>@Ql1;VaBom4T=4a-bjUP_9J@{>!?b8bF5&{jeaT)709UeHxc
zZvik2^4qsR0l`E)JUG^X5bFpU93Ea_<_{ho7Wk<kb_!(TN3l?^Mu%D60ccDdr-?Bz
zt{JVgO9x0qJMvf9QB2<hwb$DuBOd&VjrR)=f8JCcFO{Sk)3)N5Updaw%*ZuNO8iZA
zn992<bAEPsiU)eyux9@AsRjMmWI>fIFsAcXDV8M@D97ppREFnfGsP}2Q(XmMp^8yf
zsor}s!Mdfu>!`?3$l9`jAbhacL?Wl<Cb)Rh0Jl_6@>EQc7=4!~sIv4-rp2-p9>PWi
zdx^u7PK?Ei+|s_Q$@c{*jG29!n*5v&k}6kUEpWiZ3FzhRP7yMlP)+7n0iyU+JZ7Qm
zRkOr0va<RE^AdljF99Hdk9PARc&DtQqT|91k^#6i39<gD#E+gr!04#U`KZXK7C>4U
z*_)E+QbpXlM~s^A{!1^r{1GiyhFdID;kNsGc>y2Rsd^{!s=pi_sbl7L5#sD82Prc;
z-lz|*oa{x?B5+F5DX}vai*=%{P~p@Xj^5(W-$WXb!&VcBKf0`<e!dZH1ph5`%iI{D
zAT9ldJg0+z%tY}%7gui$A6^U=$a0;M`w4LM(*dfyg)fwu<f$kq%qPxSPb41hEEQWW
z!hIWRGG!i8AH}6mwRLJ6Pctp|S^q`^&3m{;Xw;&Hui|z2sN<Q7ra)P!3^D@;+}J_M
z0|Na>nQeI)Pe^>{rM7qb>tsQPtlJNDBiG$|vUgtGySH{M{`KouI4yy~g{(C!rkGcv
z<9~y+&L56pz}-_dD<1izqxWQofqDjZHhW`75yyL+W%;#k?t4k_Jd@1?YF);Yz0bhg
z$uzmL(fNDwmd$BKu!p;$hF{avNA{WW4y@iUb7S~N9pbLrd<k4h?-MDLzVJ?VlGR7*
zb=y))_>N;?R?;iCj$<K9?}%wd6V|J-0cegviV-m;t3=WRr0`u|tA)nIheyi_L;<D3
zTN-Rliy3bPEho=FRK%XYZ9(GD27Mp{mZbl~`;U@j6<-|y4gcmJKVAyzfk3M&piyT3
z`y1+OFL10h6FhASxTJ0Tl#~p44@=F942rXSFmaXxc2UjGDW+aO2rNfu(ePBHPlx0B
ze)>48k56FPv=J+-(ACx7mOZ*Y_CV8Aw)?~u9P&X1XqiB74%`vqVq;@#48;p$ZCG(M
zXX6cQOKgGXaP05Du{IO6Zat?_*p^#lZRhJw&w6C5wnD0LY~3a5qwoSaSpF(?Cc<9y
zN51B;Xl%amS_IT}O}(NN(I=${D5sLK_{jbdh$Hte%X0o1ck0or1Sq^ApjQm5EH<cA
zrStup>2lU9N2fAz`h!$Wx0<*moF*T@4s&b))+T5Y2(Nm0c^R~V0YKWAy@}*g)8Mow
z90QH_Pa0G-5Nb&yN|UBMYL#)XfbJ6Aks?o8)J!(@*xjl7Vl}#XzqUrx=l~8!ZWBqg
zvpS?!YTh#lR$Pv-%Sx_FGXEg@5UB*$?^vbtTw=%<_6Y_+WPPm_;DK#fZZ~BNEY#wP
zi;H)u7aX!>!(ioB1CCyX=P$TSdLAIH6}sqRPrZ#nQGb$_&W6*&M8tUIutuzd*Ji!v
zf3%zb@P7WRiAwFCGZx7~mCTb^9zFsRezOih7jZ&Pq1^7(Yp`cuxh%`G*(ETQ3-+}`
zARx>Kj50icuopm*d(K74o$DP7o}zNnzPw3ilB}`ly=QFz#NZ1?aw;c(27x{Ugx)0o
zm!hXd8c^)D?6!uzH7d|rB*F3^*&AbP>N(<aZSbEComi0DZK)hl*DfjmG%?jq9OzJ9
zmq4D;4A{kbde2-<!3D=-S+Er|-LNuypOjv}?ePSN4}qVrVpUTE?H(*8Ad3V!pRPzy
zve$5_12dx>z(_6C*O{QWzsiJ|TF{WJ+2lYipJ=AwL+F#EOtGptkS`&AQm9pH>=90-
z_NjHA5}pi?Mg?l8?H+36(q$QN|Njzk`dadQwuzH$>|Un3%kEbfl+*84M<!hlb^*tW
zmL;T(RZGOYz%ZR$;iGFe3`|VZi_BG0b+mD9g|^bo!F3-Lix3xjLl8&UYxi~F%>j9N
z(Mp80DKtodA`<u_<3*xG&#YzT6&GO*pAZ9Y*YYBZ^iS!(sP)jAhTA#XsqO-}`M<xR
zzHJDz>fiWD+gH^{rg<+1R4pO@h5)TvHbT9)4R1-Ft*KA$6T^ixVM@+r2_TM1YW}>>
zqWhhvo8be=7_&3~_UH%+Q(TB7@pkvJ3HC8T<ca^c<xapmjI`3Z67GMecJu;?)8_we
zX!H9R?6{X7BC$aj{F!#W7!CMnFLH5<;A0id#hDX){MY{ipCGmu3>NIi%E#x;c<{-8
z>>`^7ADb{2Hw`}i|M9a}5eujtaM=hB3DE$K(cAOOz&Yl#ZGBx`$^`iX)BpGk41II|
zk0Sf|2KXPWwddAR!rD}$3Ghd0i&`{mv7o(i=MD=U9o@VRAP|)MP7D9<&GWy$d+}Fk
z$Kp&NBgz8;`Qf6Ka)62g3m4^ylwsw0E?_hIL&)jo|Ap+naIU~^75{S}j=Kq5*i{4m
z{J(pG=Os1l*Q#jD&WpF;<Nx=U7;IPxpo{g}-69|rg9CRJW+2bDir-C2Nr^&f<X8bW
zj6A*4Prws~{LY=+_t)>PfRsqb-Cgke>}9MM&aN8_@ItU=Gr+$fPq!p%9hi^Vj8{c*
zIeY<TXs9P2Zw;>MfWVkCK~o8&(R2FuBRhS8SIYbvw5AZSNU-40K`%u~N&n#69C-jO
zx-?>*?&3N${`2@?oAW>*ddqZjHL4ciL6HFDpQoJ2y|uZi{`=dzfd(HhAK?3-sHpft
zFy&cCJjcpZW1}J*YU8tzr-_QD^;+Xf74?YTv@h9sH|2X&2zWM`85#7eC-XpEaS)AE
zqGV<cZ4bDFzq6c^ZZ+K$fJFcUoL%8;*Aa=MpYknIQUGwjC$>NCWHnlbdJ`B}I8+LZ
zr&hpTGysysJMqfy4>r3)3<pci)lPtC6J^D=Nv}u4;R?Ih&acOVKHKlL0ignTTTLGN
z-vn7Mm@k%J-{5KAxLVEp;K37M$N?U2z|VLNYn!n$%a{tgDO;b9N!+i3ZR>Zn-~UkP
z#BT!Ui%CxmHyyw0`gpspAj2ao<7ChMbsHa{nqNFUqS?Sxi3h6s7vcwer1U9Bu!`-6
zX<vXx7LBO;Q^4*CRe+Avxa9A?V&ehl11yBr#czGQdS$$tXEs`iNiD5FWTUQ+>XOsf
zCPPCW3erxv-u8YkNNiOS9tCW+$t>7qfK@U05@)-*5(w)b0#B~O9z&)ZC9g-gS8sQp
z8UF>RDyzA+s6m;^yS7zQz%}R);OGlll>va-Q*~}KA@mNHw3^ti=6ekAy(ksWVQ_2x
z;Z4UCV-*TRD(X?(09+632@PwJK^O~CVGVG+Gqpf-2dL8vV5g-*aov_88UXL3fsa)5
z+~T77X%^*W=0jkC8AA(PsSsVs0y$&8U=|@-!tNT(IsrcmkwU+9E5HU*P*+!{tcalG
zX`zaVW>jJVICvqX-MTHf%;24b#=A}ifD&Ww*3RLwHry+G=C!xx;Hne3_IGnu0UR(C
z@CeD|55akaCk0N<u5Djr_yeGm3men7<~x`fnV5uYMQp#<*}+-VzX|UHGY$F59&ciH
za11WD1CLmBHM{oXhYz2{H4?W^)6b5XU1|?%fl+)_`N{jcw)R$Z+xhG##(%*BH8=_(
zXOAxf1`PceB{)=NYj;<L&9KTI4XlG4QTqpdap505iv585LE#V&57UBOGqr@>WSt?#
z&DWLD^b2r0MSvp!)5&&^#PZ}=c6N5m6=G@&u_A!AR{-Yp)qgqdeV$}b1IU|E@<GOP
zW63T-kUI+2ipZPcI+z)PV@!`w`>Uv^sKJ9`jhygZoXDo!?HhMo!~*e2Do&X?@u;gR
z0K-ntboUz(r(i9+?W@_AutASvy;8GJM?u%`nqjaWB2M*o>np&KSe^#3MBX|dDgVg;
zFL>}2oKb`dBi3ger-<xomYJ;2fM<wzZ(}NO+M*BgS~f1)sXYu6n3R9kFEh)$AflWp
z{jQ)Doa-dy4&!w|a?r#Glo(`{l|#!P-YWX~5Gmm8<C8i;Ub#JLU2M6(K0zho`g%nW
z5(%LD1;`O5xn1zWdRQHvGpQ*3{8Hz&Ufnt};lR!`WS~vPuKlp}2v_cqBpX;pYWw~u
z>pb!XRvLvzi5#zF)*D(AV)13q&$enK{62@y@A2B+Do6m&jO(kXzrP0w$yvJR*g%@z
zDMMK112YwDi5HJR8KTT)jGx_4S&^7>E*$u^EPW@DD0?IRNxlV;2ZVN^)4;>60y>_+
zS+;N~y}em8QyS0QtpihFTtE6#$!1GCkz~s6^dRT-^vI6=ESVA>E6rms9+N$KS?;cY
z?dy5ilXVmf85{>6t&2GOI~$=b-don}*V+6I97dPG5-`_w{CHsSsMDiSGt%?qa2GH_
z5*sOb)U(|;XA&2@_zpZZ#Pf05>K^rh;0fD~_y)Mb{z}~KU15Ng^vWat(w8AXz_24X
z;-(w#f-^ZyU8cYid)O2C9XG!JICrTb_62^Df*9x=$UT*Z_y>NOc+8Wp;#aql>2ND&
zHgpo=)%~3b(Y^s}2sX@gQywChZk5V7rF%@Bg8xu3^YIgIP4%!D)R7jPhS(Zj;tqV8
z;it%UiXbSXWW@<2LTWlR4ExT7pB(KQR8p|Nd8N&s&|?9td`qC{#Ctpt>P|PgZDUj8
z?a?yJ?<j>p<PHS-Q?r1_<VDx(UV%yXK%V&rekZ%|UB;i9qr6hRfQzJW_Zp<`uaq5o
z0kZ;ZJ#6exyKc!1J&PAhqU^7A#e88SNFI4$SHBxyS6{!2U7Ne#h#i9txUH1IDIDa?
z=maj)0+MMnvvLCM<X4ekcBcaqzt%{>UT`WYAnaz6l#3h{>O`;M5#81;m3#d7@oooa
zqb_+$SHV75iuz+wwHu6p-N^&!3+-Sjkel;tPdxg{FQ|6G5R(iDp*4MzeZ>?H;Wpib
zBX%$sGk7v&;+IOGMge+1^ctYLGywdml(o&-Z^TAhlU3VcLzZAd#&_U#Qkcj{BjQ?y
zE7?}BN66WD{KaJwpP0JM((UF#V5&zdx76F%It4TB8LSb>NpZtr9(m~F^{zbrnc3OG
z5=ub#<YWJ8*vYkV-)-C>Xl7=n;K-iV={W}j!&kzllGtt!(_dLKMA#w=yLQ26TybDA
zQ#onUc?}IUs?k+?A0=X2_4|r7Wd&sr)<lS1r>Jb5)1ac$DtU-^_S<nbuxm)r3IaAe
zU!cbc<YHKdywch^M|T(e$bf2L+xYHe$?-lli9+Ty_cx_;xSd<{z&)mOj;~avi~BiG
z;7uXBrC*uBVPWNjPzF2icALS1#O^dPYdo4r5x~@fZJ29&v%X4BWW`^6PFe4S87}#r
zBt&!TRu<r@ekY7f(z9L2S_C_gEk}t!sXSnEEzYIYfRu)WeFMyRmqNpKz&k06f1Zr|
zWHwk^-R6p-Mzl@r-zk-zb3AyVCrdKiiD&8be6+42k@^o)B_B6XpYV59O&7PpBUh$n
z+-BSZi(>j(^_`f}>28q?z-mnTnGCidH&^(U*!KLu<xiY-->iavA`F$6`cW}1XJ9O5
zx8sQ(NnP1y`1SCv?D`{~#~SfMpXSz-^05K3kbt*INI7i<oZa<tuJBl2uI{OmOW@2~
zz;zxCAz)RG;@(a()&6h|)D9SaHV<*eEX)EXaUV!u3J0z*J+<0uO3FYzAGJ@5%?bvF
zS9KOo`wegK;k?Gp_OFj_HT=NS{OB&9)k_~cUiN}WEbJZyi@%YGOJ!Db0@%KmMlwOG
zTs$hFAQQue_V3=q4a3R;r1UBy@LLbxS<lrfw+p;aF=tD;%arjf9>+xYbC01r4>!>j
z2DgNiy7wLtjhboVb1AVIsvvN4Po#elo9DY$-8z@U&y(M&rVj>)Foe8w>Mzji^EBZ~
z_vyl020l%n#_Y`W?*jiydl(7M&=v@61}KC7Q{9!nvze}8r=_Q&W!h>@?LD0`;uNVW
zN>QCI2%SnPYF|R^hZ=_(3^S@2OD&C1OI7S^tg+U<gxC^oQ53P(5?g5<^L(8D;an%b
z<VvnD-<9wE-tT?x=f2<Pxv{xYI7$<itpUs+U!!$>%hp_fb64IIfHwMTqpg{olVF~?
zuvA#Z6+5LsNsZGk#|!IMWYWTd*NL*aWGcmq-F9IczfSZUVy%c%!jDUh=pV`MFvFYb
zC-gn|^P`VGn@T$WIZ;b1rupe}CnevFY=dtD{AO1L_$O5H<fP69Cv373rrBR!?+yeO
z2xx(MnDSF<dmFe#N}`nbqt`!i16V*dpj)1`l8YyR(Uj9n@l~A=2uaHFdS$kqr}J_>
zwK1{$_?=fdk*@eXB3~$8>&8SR?Sv@KwzJkh(+-^mQ1mnN1r@1O26t0W6S1*=@Ncsp
zBcV44gWnS`<&v`_ZVm*@$_embNy75o=u1_BqxLeILeM7`$n^x*aljv&Q1<?K`|HMh
z^Xl~Lfc-ti<}g0_n&F6-Iqt6J4Msr=e&ns+)&S?4Km;Ia8cW<QN<5|L&?hdr^_{!g
zx|(&^28rii<WM(lL6j-<!H8MJ(}?M?oL($<L6N>cu#durb&Yy-Uyjg|f%WNrezLZd
zPMPkdNgB~FLrSMAhC+LGBX)|B?1ppbq&<|2=TvkZb>I?$Okoo$icQYC{LR}It(4So
zYCWA!Ln&B<VEfvqKPp(b>dGj^@^V(^K|MF=#?y-WugfZo99%ov+&Y1oq)}m<xC*6i
zc1Gl|(aTiZw$OzSy*B1Wv_FonCwBRLL<rK&N{=tAR?<~AGNEeUR+|y`vRChPwr$#)
z{mxyR!cm_Pqy^ZYTEh#5FR$0NOwR|eHwcg#cyRo`08lmTZ9$gkD2)6kTK*Te`kj!O
zrfO9Q*3;+J;;*d1ca&M+^DFq{rFo4DJBbD-i=FYju$yR~Qc_`1X!;%%jc2|6yI5Hm
z<}I{=)-(P@G>)Gr8|g?Q)(o&pw7H}4Z4YODkRz!e*5=?(*KguWg<^W?A06>)q)adT
zxz1v%=7%u6rVA%0e6b8m9I>U=o0yr!@}f<jQLu=^PV_9<{1W9!lqCbtQ;uJurK*p2
z8Mp+Uj8bJEf6FC_dHX8Pj(qgk33o%q=p_I<l`?`6A}UNOkpf60&nUuYMNxo{h8CTc
z!9~#inFOO;SMJ!(zlz~1P4Q!Ed4yBnZ8x2|c*kgE6L0;DJCsCkm#}m^a*MTss#cL;
z?Omcw>6SF`L)^4B@*rTbx}2UdjdB7bwEK8$ukDcxUQsP6dvL=&c#U!@BMvFZ>wnB1
z_yj$Bc6Wgei;Il!Xi>v|NWP}v*g74?qNloTx<Pi=yA0`e;K+ZC1?-!C=N1@K^#As6
z<q=p<ow(F2e%*vz04dcMIOK(VLSDjVwBe#6#1;>7sq<T@*S)k6e?_n#O&(B(Bd0|U
z$dl--jg@f=$@?io76E(lR;k>?w$@exIB4n33&BzB!}^d89As<umvMCG&f53q`1#+6
z-taYLE8}~Ub6`g1-i!GMdwcs482chPdk#d8^N|YOlRYc)-Ba*rWy6Be<7;YZnTAX)
zASKBv^^jmAvP{9(qPi^;>S#7gSq729PKv4;!2t=Wsi~0EXCY3*t%-1#8sk^%UuPh<
zOH$gRzV`Z)xirEc8IcuGzYErQuT+FxL98UvKc_X`7TX7Ox!5XT5m#ARdG;N6BKJcE
zwE>WB0SP|<Lkvo7J5NMCuJbJq;T6e6^5Qljw;{ku1vW)B%hzF!ccB~vA?8vNc9LeD
zq1IPW!7*-En2~Fsvz;vQ-3Ulzi{t%}#XCvl`}E!nJ|>01Jb<*o@>&Ym7;?O6J?H{6
zt&Gp{gH97<Y~qV_@xjc5{v-|-pe<)EoPex(zOpB44niywYU+_L8xEkk8LrC9gWOmW
zlq+=2xmc9qI(8jFSfDB~!Rr%DO%r`cr~6=hvlMi$&SU|HJD;)+c~~Voos_l=Qzy6D
zbJlU-jTW;W7Q`t*`f2z#GJhOw@n?gZ;I2`3@1S9p;&zY66ZznEYqg!}Gfon$sVMbA
zFxe%$D$?z?xHvhDD0ldTm7*t0;5lZ%Q$OG$f77s;#;z3v)L7<Uw6iCLm1EG<#z5NI
zS{{39K<9z^*?riiTr~?Aed<iY;|;JNo&y-m#P-2?=AjWnDSFs~_WE|XK97=FHqa~7
z$q=FZ#vJ2g0T(DMnjpF0z~<KrR=T`hZ>SI+@{QzSWIt%8)_s_T$=wJ|HQ-Gn#WsNk
zB!p4-2OJ7xRw%d!8BW27c0AgSs&4lcJT|W^0kktEM{)D=8ag{Ko!#E|pc7hJT1*-1
zz_d=V54PI{s?I}<slZ42gBoerNI{Ix>U*86(CroxS@v6WsgCEfKz(X3SGAB<06s4|
zy9p?X0<#*!_DGSMCFchjz~?YOLv8}l;l&`u`F-j8QP_3CQ6+dlMRriYe^pfauKm4x
z_sBlCWQSn3EN*3``gawtfc^}=%MJO)8RWi!^3~1Fa@VP;siJuw_<6MF0lz6uzw%pe
ztmJ)@n>~;gm~VYSyhFQ(@BS&62?hUIu8PW<x|zG6rGU4j4k!u@WdBSWR)H%WPBB61
zIN;|hVKjN_*4l)8=QCd-vMy9FcamHjbNj@U+%=HC0gx;d?rfJiGP-g-)CmJWEP8_+
z*NW;;15;~9aK*0phFp=m%OT%a$^H~By8zafKf@3p$%$^_mDa9DyC8fJ;O3!?OQ#j~
zc>@9hdWe`?FgF=guf+`rs0(ndOwdFrGvjc!K&ROlkYwUc(vNcNj~9yc!JU;mo)o|s
zUhC@;N5*=B=b&vGNA$%*l2EznNBH*t@?$aSDCdj`!E#X>DOljpx~=z9p{8ZfUz?X}
AG5`Po

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/coot_classification.json b/modelling/data/abingdon-all/resident/coot_classification.json
new file mode 100644
index 0000000..d1e02b4
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coot_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Coot",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "strong",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "winter_detectability_peak",
+      "autumn_detectability_trough",
+      "strong_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.6497519376515021,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.272580850304194,
+    "target_amplitude": 0.6497519376515021,
+    "baseline_to_peak_ratio": 0.07695244462174697,
+    "autumn_to_winter_weight_ratio": 0.06976744186046512,
+    "year_end_to_winter_weight_ratio": 0.45930232558139533,
+    "decay_to_growth_ratio": 1.321614063124251,
+    "monthly_target": {
+      "January": 0.5159699316858576,
+      "February": 0.6497519376515021,
+      "March": 0.514911138280055,
+      "April": 0.345908698138493,
+      "May": 0.30779982331631744,
+      "June": 0.3060090129623142,
+      "July": 0.2962015011240162,
+      "August": 0.046591044294640206,
+      "September": 0.0,
+      "October": 0.0,
+      "November": 0.051543466033475316,
+      "December": 0.2362836501636566
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.85,
+    "GROWTH_RATE": 2.503,
+    "DECAY_RATE": 3.308,
+    "SUMMER_DECAY_BOOST": 2.998,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.559,
+    "PRE_SUMMER_DECAY_END": 7.0,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.338,
+    "SPRING_CARRYOVER_WEIGHT": 0.256,
+    "SPRING_CARRYOVER_END": 7.165,
+    "SPRING_CARRYOVER_SHARPNESS": 19.539,
+    "BASELINE": 0.05,
+    "WINTER_WEIGHT": 0.344,
+    "AUTUMN_WEIGHT": 0.024,
+    "WINTER_PEAK": 2.04,
+    "AUTUMN_PEAK": 10.51,
+    "AUTUMN_ONSET": 10.86,
+    "AUTUMN_GATE_SHARPNESS": 6.876,
+    "WINTER_WIDTH": 8.069,
+    "WINTER_RISE_WIDTH": 6.578,
+    "WINTER_FALL_WIDTH": 7.812,
+    "AUTUMN_WIDTH": 6.883,
+    "AUTUMN_RISE_WIDTH": 6.788,
+    "AUTUMN_FALL_WIDTH": 6.294,
+    "SUMMER_DIP": 0.118,
+    "SUMMER_LOW": 9.185,
+    "SUMMER_ONSET": 7.185,
+    "SUMMER_GATE_SHARPNESS": 4.706,
+    "SUMMER_DECAY_ONSET": 7.08,
+    "SUMMER_DECAY_GATE_SHARPNESS": 17.162,
+    "SUMMER_WIDTH": 23.89,
+    "SUMMER_RISE_WIDTH": 36.011,
+    "SUMMER_FALL_WIDTH": 8.19,
+    "SCALE": 1.144,
+    "YEAR_END_WEIGHT": 0.158,
+    "YEAR_END_PEAK": 12.129,
+    "YEAR_END_WIDTH": 88.313,
+    "YEAR_END_RISE_WIDTH": 168.751,
+    "YEAR_END_FALL_WIDTH": 9.57
+  },
+  "fit": {
+    "score": 0.234
+  },
+  "warnings": [],
+  "summary": "Coot is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around September. The model indicates weak baseline presence, strong spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/coot_consensus.json b/modelling/data/abingdon-all/resident/coot_consensus.json
new file mode 100644
index 0000000..c295a9b
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coot_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.234",
+  "INITIAL_Y": "0.85",
+  "GROWTH_RATE": "2.503",
+  "DECAY_RATE": "3.308",
+  "SUMMER_DECAY_BOOST": "2.998",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.559",
+  "PRE_SUMMER_DECAY_END": "7",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.338",
+  "SPRING_CARRYOVER_WEIGHT": "0.256",
+  "SPRING_CARRYOVER_END": "7.165",
+  "SPRING_CARRYOVER_SHARPNESS": "19.539",
+  "BASELINE": "0.05",
+  "WINTER_WEIGHT": "0.344",
+  "AUTUMN_WEIGHT": "0.024",
+  "WINTER_PEAK": "2.04",
+  "AUTUMN_PEAK": "10.51",
+  "AUTUMN_ONSET": "10.86",
+  "AUTUMN_GATE_SHARPNESS": "6.876",
+  "WINTER_WIDTH": "8.069",
+  "WINTER_RISE_WIDTH": "6.578",
+  "WINTER_FALL_WIDTH": "7.812",
+  "AUTUMN_WIDTH": "6.883",
+  "AUTUMN_RISE_WIDTH": "6.788",
+  "AUTUMN_FALL_WIDTH": "6.294",
+  "SUMMER_DIP": "0.118",
+  "SUMMER_LOW": "9.185",
+  "SUMMER_ONSET": "7.185",
+  "SUMMER_GATE_SHARPNESS": "4.706",
+  "SUMMER_DECAY_ONSET": "7.08",
+  "SUMMER_DECAY_GATE_SHARPNESS": "17.162",
+  "SUMMER_WIDTH": "23.89",
+  "SUMMER_RISE_WIDTH": "36.011",
+  "SUMMER_FALL_WIDTH": "8.19",
+  "SCALE": "1.144",
+  "YEAR_END_WEIGHT": "0.158",
+  "YEAR_END_PEAK": "12.129",
+  "YEAR_END_WIDTH": "88.313",
+  "YEAR_END_RISE_WIDTH": "168.751",
+  "YEAR_END_FALL_WIDTH": "9.57",
+  "SPECIES": "Coot"
+}
diff --git a/modelling/data/abingdon-all/resident/coot_observed.csv b/modelling/data/abingdon-all/resident/coot_observed.csv
new file mode 100644
index 0000000..ee85a19
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coot_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,6
+2,7
+3,5
+4,3
+5,3
+6,6
+7,1
+8,1
+9,0
+10,1
+11,3
+12,3
diff --git a/modelling/data/abingdon-all/resident/coot_parameters.csv b/modelling/data/abingdon-all/resident/coot_parameters.csv
new file mode 100644
index 0000000..535e639
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coot_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:51:44,coot_observed.csv,0.4451754177669453314953584989,0.818,3.403,3.346,2.637,0.124,7.35,8.106,0.218,7.61,26.276,0.038,0.206,0.018,2.2,10.82,11.02,10.921,0.355,0.356,0.354,1.704,1.358,2.051,0.075,10.35,7.89,3.441,7.13,6.544,36.824,55.878,17.769,1.709,0.032,12.147,119.536,229.496,9.577
+2026-05-21 09:51:45,coot_observed.csv,1.143377759634346774050545311,0.713,0.938,4.802,6.984,0.09,6.71,13.536,0.044,7.13,9.887,0.025,0.007,0.034,1.26,10.38,11.42,6.105,10.366,7.518,13.214,7.761,11.067,4.455,0.11,10.21,6.94,7.688,7.59,7.865,27.701,49.967,5.435,1.442,0.307,12.076,103.494,198.118,8.869
+2026-05-21 09:51:45,coot_observed.csv,0.3352350743829518635072083212,0.699,1.322,2.13,2.467,0.296,6.69,11.207,0.109,7.38,12.507,0.04,0.671,0.031,2.45,10.54,10.47,5.603,10.452,10.379,10.526,6.712,11.161,2.263,0.061,8.47,8.05,7.633,7.46,6.641,22.464,31.182,13.746,1.472,0.08,12.244,94.683,176.057,13.309
+2026-05-21 09:51:45,coot_observed.csv,0.1857051247383432302843213291,1.188,3.383,2.42,1.481,0.848,6.99,3.914,0.365,7.12,12.45,0.074,0.378,0.026,3.12,11.64,11.46,2.491,12.585,16.203,8.967,3.886,6.37,1.403,0.234,9.0,7.81,1.766,7.01,22.134,18.046,31.809,4.282,1.096,0.249,12.155,73.868,139.823,7.913
+2026-05-21 09:51:46,coot_observed.csv,0.1810751614788130916737977032,0.91,2.284,1.418,7.319,0.058,6.49,8.15,0.387,7.36,18.958,0.019,0.029,0.039,3.23,9.84,10.82,3.024,8.990,7.63,10.349,5.736,6.983,4.488,0.117,8.66,7.09,2.523,7.29,9.16,40.752,64.216,17.288,1.224,0.21,12.083,124.266,239.266,9.266
+2026-05-21 09:51:46,coot_observed.csv,0.9086348070597390225607883997,1.179,3.026,1.075,7.367,0.505,6.8,7.474,0.353,6.82,10.193,0.014,0.116,0.019,1.16,10.24,10.54,4.778,9.102,8.682,9.523,13.175,13.942,12.408,0.188,9.35,8.24,2.755,7.51,16.114,38.309,57.31,19.308,1.655,0.02,12.05,46.028,84.685,7.37
+2026-05-21 09:51:46,coot_observed.csv,0.6211805844056757135631835088,1.203,2.709,2.347,0.199,0.53,6.63,10.318,0.238,6.89,12.808,0.028,0.375,0.009,1.88,11.51,10.47,2.001,9.057,10.281,7.833,6.664,3.258,10.071,0.023,8.38,7.02,6.692,7.32,17.289,6.766,10.393,3.14,1.595,0.297,12.247,54.184,101.783,6.585
+2026-05-21 09:51:47,coot_observed.csv,2.167134446773466963399268478,0.73,1.087,1.549,1.705,0.586,7.4,10.901,0.432,7.51,21.186,0.088,0.243,0.04,3.31,11.51,11.05,4.783,5.533,1.694,9.372,6.340,1.975,10.705,0.184,8.71,6.69,4.361,6.83,22.781,28.534,48.555,8.512,1.693,0.253,12.003,56.069,104.962,7.176
+2026-05-21 09:51:47,coot_observed.csv,0.2693310157205649674265729407,1.176,2.736,4.387,2.71,0.437,7.2,14.323,0.273,7.18,15.651,0.041,0.279,0.02,1.25,9.94,10.99,10.849,11.314,17.626,5.002,10.170,12.844,7.495,0.223,9.84,7.77,4.255,7.24,22.663,9.938,13.901,5.975,1.365,0.12,12.109,108.395,206.004,10.786
+2026-05-21 09:51:47,coot_observed.csv,0.6075568207131427012096018201,1.146,3.946,0.892,2.443,0.053,7.5,9.892,0.237,6.99,12.067,0.064,0.35,0.026,2.41,9.58,10.59,9.937,9.146,1.965,16.328,12.016,11.487,12.545,0.168,9.43,7.26,3.519,7.16,8.403,29.172,43.246,15.097,1.563,0.0,12.144,106.112,197.646,14.578
+2026-05-21 09:51:48,coot_observed.csv,1.153099426248851709227791148,0.959,1.859,5.5,2.074,0.524,6.33,10.344,0.022,6.69,16.44,0.027,0.231,0.003,1.2,11.38,11.06,2.334,13.482,10.892,16.071,9.985,13.435,6.535,0.167,7.95,7.95,6.304,7.54,17.003,0.402,0.427,0.376,0.978,0.314,12.001,107.050,207.497,6.602
+2026-05-21 09:51:48,coot_observed.csv,1.886526978072274565813424745,0.761,2.79,0.41,0.077,0.746,6.86,12.831,0.136,7.16,23.2,0.037,0.59,0.005,0.67,11.53,10.37,5.88,16.140,15.928,16.352,4.006,7.393,0.62,0.213,9.44,7.66,2.786,7.15,13.793,33.178,65.183,1.173,1.425,0.08,12.022,121.884,235.009,8.76
+2026-05-21 09:51:48,coot_observed.csv,0.2282453064348044484032714498,0.853,0.789,0.057,5.512,0.464,6.64,11.794,0.26,7.48,12.816,0.004,0.297,0.042,2.08,10.14,10.8,7.759,6.976,0.459,13.494,6.328,7.189,5.467,0.062,8.47,8.26,5.807,6.79,18.22,9.068,5.566,12.569,1.04,0.047,12.226,117.494,225.034,9.954
+2026-05-21 09:51:49,coot_observed.csv,17.37323810338932381630501971,1.177,1.952,0.285,4.447,0.686,7.75,7.835,0.382,6.99,10.857,0.074,0.006,0.009,1.68,11.47,11.35,6.016,2.160,0.798,3.521,8.078,3.992,12.163,0.127,10.19,6.05,3.969,6.7,18.161,35.736,55.95,15.521,0.88,0.092,12.085,49.252,84.538,13.965
+2026-05-21 09:51:49,coot_observed.csv,0.5586667516692179749605878517,0.911,1.568,3.824,4.819,0.071,6.51,10.789,0.066,6.57,17.049,0.065,0.052,0.018,2.13,9.96,10.69,10.468,8.538,1.513,15.563,4.580,4.185,4.976,0.06,9.93,7.76,7.763,6.67,14.143,35.752,60.364,11.139,1.577,0.29,12.218,117.512,227.132,7.893
+2026-05-21 09:51:49,coot_observed.csv,0.3274324135583505388755062714,1.117,2.835,3.018,4.631,0.297,7.15,6.607,0.372,6.92,16.908,0.076,0.393,0.011,2.66,11.62,10.59,2.445,8.660,0.434,16.885,5.135,7.889,2.381,0.055,9.6,6.32,4.471,6.77,11.67,16.935,23.361,10.509,1.335,0.077,12.073,86.162,160.245,12.08
+2026-05-21 09:51:50,coot_observed.csv,0.9713189970039385926845420762,0.849,3.979,3.632,3.932,0.222,7.1,14.813,0.262,6.52,22.776,0.047,0.24,0.013,3.39,11.66,10.95,8.752,14.110,15.602,12.617,5.542,7.69,3.394,0.016,9.41,7.98,5.912,7.45,14.31,39.141,63.802,14.48,0.861,0.035,12.298,50.937,88.632,13.242
+2026-05-21 09:51:50,coot_observed.csv,2.003970032455120439719772373,0.629,2.347,3.274,4.973,0.808,7.49,12.876,0.297,6.82,23.819,0.059,0.113,0.041,1.08,10.46,11.43,8.454,6.226,11.862,0.59,5.655,6.087,5.223,0.088,7.63,6.55,6.075,6.91,23.565,25.158,37.283,13.034,1.727,0.003,12.217,48.630,81.925,15.335
+2026-05-21 09:51:50,coot_observed.csv,1.573445621236322268170458495,0.828,3.074,5.125,0.693,0.592,6.42,9.734,0.017,6.5,23.927,0.004,0.072,0.016,1.2,11.33,11.46,11.365,3.197,6.015,0.379,2.366,2.753,1.98,0.077,8.34,7.01,3.925,7.51,14.908,18.851,35.227,2.475,0.823,0.2,12.084,116.072,218.793,13.351
+2026-05-21 09:51:51,coot_observed.csv,1.023740266157749727006965743,0.838,3.476,3.446,3.463,0.569,7.34,4.208,0.264,6.99,8.345,0.019,0.717,0.027,2.06,10.62,10.49,8.199,9.372,9.043,9.702,9.396,10.856,7.935,0.082,8.92,6.62,2.217,6.79,15.919,43.258,73.194,13.321,1.676,0.028,12.271,89.224,171.858,6.591
+2026-05-21 09:51:51,coot_observed.csv,0.4424228121733798909372505100,1.043,1.062,2.695,1.009,0.446,7.19,5.527,0.366,7.56,22.284,0.088,0.251,0.035,2.09,9.53,11.16,10.684,16.624,14.286,18.962,8.911,10.023,7.799,0.077,7.53,6.97,1.994,6.72,7.129,7.832,12.228,3.436,1.564,0.338,12.04,107.204,201.536,12.871
+2026-05-21 09:51:51,coot_observed.csv,0.7978137881036066530912608902,0.896,0.443,4.657,4.385,0.752,7.36,6.53,0.253,7.33,8.771,0.059,0.547,0.0,1.05,11.67,10.47,6.75,13.530,7.796,19.263,13.327,13.473,13.181,0.228,8.35,6.12,6.997,7.55,15.232,37.243,72.904,1.582,1.455,0.239,12.051,118.792,226.313,11.271
+2026-05-21 09:51:52,coot_observed.csv,0.3259792772917301111795171127,1.065,1.186,4.879,2.174,0.665,7.17,13.491,0.399,7.34,13.628,0.054,0.493,0.038,0.85,11.95,11.11,3.113,18.224,18.992,17.455,5.653,9.905,1.401,0.13,9.14,7.38,6.593,7.01,16.732,21.623,23.312,19.934,1.259,0.335,12.122,91.797,174.62,8.974
+2026-05-21 09:51:52,coot_observed.csv,0.5348878706264452600090719584,0.714,0.749,0.786,1.552,0.596,6.54,6.73,0.425,7.32,13.889,0.034,0.226,0.014,2.98,11.38,11.41,10.188,12.687,10.812,14.562,8.926,11.739,6.114,0.143,8.58,6.97,2.736,6.89,18.22,36.486,66.314,6.659,1.304,0.163,12.062,120.386,228.42,12.353
+2026-05-21 09:51:52,coot_observed.csv,0.4419328162368639437413602225,1.02,1.983,5.81,7.792,0.277,7.68,9.979,0.182,7.05,16.575,0.075,0.379,0.044,2.46,9.73,11.18,2.966,11.522,12.246,10.797,5.408,6.136,4.680,0.085,8.78,6.19,3.947,7.21,12.183,32.624,63.872,1.376,1.268,0.022,12.115,103.988,195.015,12.962
+2026-05-21 09:51:53,coot_observed.csv,0.3305547483182248112587085529,1.203,3.479,2.715,4.557,0.194,6.52,3.794,0.183,7.03,6.731,0.077,0.221,0.035,0.57,11.11,11.4,7.344,1.962,1.43,2.495,4.890,3.66,6.119,0.03,9.25,7.56,5.512,7.54,14.013,10.136,9.032,11.239,1.497,0.233,12.056,86.628,159.374,13.881
+2026-05-21 09:51:53,coot_observed.csv,0.5366017148908923850893877975,0.934,2.969,5.749,1.471,0.593,7.61,3.07,0.333,7.64,19.514,0.069,0.499,0.012,0.98,11.34,10.76,8.432,14.148,13.623,14.673,5.200,1.863,8.538,0.145,10.46,6.55,1.395,7.26,18.659,42.604,68.673,16.534,1.273,0.081,12.173,42.512,80.238,4.786
+2026-05-21 09:51:53,coot_observed.csv,0.7243398774641755522212996889,1.026,1.289,5.823,7.709,0.931,7.4,13.399,0.382,7.4,8.159,0.053,0.023,0.011,2.33,10.15,11.22,8.901,17.114,16.204,18.023,11.398,11.910,10.885,0.015,9.68,7.69,7.198,7.51,8.384,25.226,40.825,9.626,1.561,0.065,12.191,109.688,208.314,11.063
+2026-05-21 09:51:54,coot_observed.csv,0.3178032645681262728317894504,1.152,2.056,5.17,3.873,0.357,6.78,14.341,0.072,7.38,27.548,0.015,0.711,0.031,2.23,9.6,10.95,2.193,6.840,7.933,5.746,13.052,13.863,12.242,0.233,9.72,6.75,3.943,6.68,7.621,40.639,65.895,15.383,1.413,0.175,12.271,104.394,193.282,15.506
+2026-05-21 09:51:54,coot_observed.csv,0.3988105103175523812706174337,0.842,3.059,4.008,5.502,0.891,6.41,6.99,0.041,6.96,20.316,0.028,0.272,0.042,2.38,10.98,11.31,8.322,5.951,4.137,7.765,2.849,3.122,2.576,0.162,7.91,7.69,4.279,7.17,7.674,38.038,63.744,12.332,1.326,0.155,12.007,117.079,225.2,8.958
+2026-05-21 09:51:54,coot_observed.csv,0.1918059940451740338402465151,0.995,3.507,2.278,5.035,0.904,7.2,12.711,0.244,6.58,8.2,0.032,0.565,0.017,2.45,10.69,11.31,7.026,10.710,7.235,14.186,5.455,7.013,3.897,0.061,9.07,7.65,3.121,6.88,8.574,17.986,21.438,14.535,0.883,0.138,12.065,49.144,93.398,4.889
+2026-05-21 09:51:55,coot_observed.csv,0.5081872905178047924963090729,0.718,3.96,5.951,0.548,0.345,6.44,13.23,0.137,7.59,16.822,0.081,0.067,0.013,2.34,10.57,11.26,7.564,17.114,15.375,18.852,6.166,2.707,9.626,0.116,8.82,8.25,4.424,6.74,16.976,44.912,77.07,12.753,1.154,0.24,12.102,66.848,126.746,6.951
+2026-05-21 09:51:55,coot_observed.csv,0.1806827673188864043617768075,0.732,0.363,2.706,5.975,0.56,7.32,7.986,0.108,7.64,27.977,0.06,0.176,0.049,2.66,11.44,11.25,6.432,2.630,3.849,1.412,6.444,8.614,4.273,0.094,9.19,8.34,5.289,6.61,20.082,38.370,58.758,17.981,1.237,0.277,12.102,46.104,85.995,6.212
+2026-05-21 09:51:55,coot_observed.csv,0.5280907852045406077668207471,1.11,2.945,1.265,7.799,0.136,7.13,3.216,0.284,7.51,25.145,0.066,0.619,0.017,2.23,9.56,10.42,3.105,12.128,10.529,13.727,3.860,3.508,4.213,0.165,9.02,6.61,7.278,7.15,11.349,23.426,40.454,6.398,1.479,0.317,12.177,70.058,131.724,8.392
+2026-05-21 09:51:56,coot_observed.csv,0.3316486393740574071334311327,1.127,3.625,3.706,4.343,0.177,7.42,14.182,0.345,7.64,22.418,0.078,0.542,0.05,0.61,10.69,10.48,5.709,10.741,7.921,13.561,10.438,13.886,6.989,0.086,8.02,6.13,3.473,7.15,20.665,27.944,40.784,15.105,1.305,0.156,12.226,49.480,90.803,8.158
+2026-05-21 09:51:56,coot_observed.csv,0.5143484860400111062772558511,0.768,1.726,5.372,3.967,0.903,7.24,5.118,0.034,6.75,13.325,0.025,0.26,0.023,2.44,11.94,10.39,2.603,14.772,15.831,13.712,5.948,6.176,5.721,0.039,8.19,6.43,4.542,6.81,6.43,29.466,44.716,14.216,0.915,0.161,12.051,124.026,234.882,13.169
+2026-05-21 09:51:56,coot_observed.csv,0.3096530558314995503652759407,0.761,2.748,4.435,1.089,0.598,6.39,7.283,0.35,6.91,7.982,0.038,0.498,0.011,0.7,11.17,10.53,7.782,13.592,15.146,12.037,2.133,2.116,2.150,0.038,9.49,6.57,7.019,6.64,16.69,11.747,16.621,6.873,1.105,0.226,12.138,64.724,118.593,10.855
+2026-05-21 09:51:56,coot_observed.csv,0.3952601698526848856683225800,1.043,3.201,1.695,1.66,0.171,6.67,11.448,0.253,6.87,21.893,0.02,0.065,0.027,1.69,10.1,10.75,7.387,13.326,15.883,10.768,9.532,12.05,7.014,0.018,7.83,7.88,1.729,7.56,20.816,17.054,28.18,5.929,1.202,0.056,12.169,58.416,103.813,13.02
+2026-05-21 09:51:57,coot_observed.csv,2.011989106240398856675316445,0.977,2.269,3.633,3.096,0.896,6.33,9.227,0.379,7.63,8.057,0.082,0.641,0.03,2.75,9.8,10.69,6.258,0.572,0.567,0.577,7.976,5.745,10.206,0.072,9.87,7.48,7.79,7.18,17.893,36.398,61.408,11.388,1.667,0.185,12.194,86.762,163.313,10.21
+2026-05-21 09:51:57,coot_observed.csv,0.5310398929139419244381367790,1.179,3.663,2.916,4.85,0.477,6.41,5.611,0.049,7.42,17.323,0.041,0.345,0.05,0.99,10.72,10.41,4.542,15.310,17.822,12.798,8.710,4.824,12.597,0.209,7.86,6.89,1.132,7.03,15.787,26.776,38.578,14.975,1.517,0.333,12.075,109.022,207.805,10.238
+2026-05-21 09:51:57,coot_observed.csv,0.4453271209816598093103572631,0.916,3.3,1.489,2.029,0.342,7.31,7.652,0.061,6.84,17.212,0.049,0.452,0.026,3.41,10.08,10.61,9.154,4.872,4.467,5.276,4.292,1.302,7.281,0.046,8.63,7.03,1.297,7.45,15.791,36.148,68.453,3.844,1.642,0.3,12.114,66.710,120.415,13.006
+2026-05-21 09:51:58,coot_observed.csv,1.279170678182163141676907154,0.853,1.43,3.605,4.494,0.849,7.66,7.72,0.268,7.17,11.699,0.022,0.372,0.004,3.25,11.56,11.34,3.43,6.795,12.277,1.313,10.408,13.059,7.758,0.206,8.22,6.58,7.21,7.42,10.064,24.938,39.255,10.621,1.799,0.02,12.181,96.766,182.94,10.591
+2026-05-21 09:51:58,coot_observed.csv,21.09526428579303489523429762,0.761,2.494,0.235,2.211,0.948,7.06,11.256,0.001,6.62,22.925,0.02,0.148,0.049,1.36,11.06,11.33,3.142,15.706,19.562,11.849,6.528,10.381,2.674,0.064,10.06,6.43,3.917,7.43,7.382,8.728,12.749,4.708,1.62,0.075,12.151,97.286,189.184,5.389
+2026-05-21 09:51:58,coot_observed.csv,0.7195323961414791144722863506,1.173,1.478,4.364,0.502,0.22,7.68,14.711,0.212,7.57,11.716,0.007,0.441,0.004,1.05,11.58,10.95,8.137,9.322,8.556,10.088,12.032,12.596,11.467,0.172,7.82,8.23,4.289,7.09,13.18,19.769,32.134,7.404,0.944,0.111,12.062,48.030,86.441,9.62
+2026-05-21 09:51:59,coot_observed.csv,0.3476047749358520081382150145,0.98,2.384,5.547,2.907,0.461,6.42,10.95,0.086,7.18,14.593,0.056,0.433,0.03,0.57,11.33,11.06,4.367,13.460,8.273,18.647,6.841,10.785,2.897,0.156,9.48,6.29,6.654,7.07,23.81,46.112,75.591,16.633,1.521,0.227,12.092,65.786,123.983,7.589
+2026-05-21 09:51:59,coot_observed.csv,0.3815242304556609290093553179,0.681,2.924,4.746,2.303,0.169,6.71,5.598,0.079,6.74,15.307,0.08,0.33,0.001,2.03,10.31,10.87,4.03,13.258,12.878,13.639,6.242,2.464,10.019,0.08,8.76,6.9,2.171,7.15,6.437,40.665,79.971,1.359,1.054,0.079,12.172,69.142,125.129,13.155
+2026-05-21 09:51:59,coot_observed.csv,0.8339588493206384319234211917,1.001,3.476,4.46,7.075,0.766,6.81,4.513,0.436,7.12,25.78,0.022,0.663,0.037,2.45,10.19,10.31,11.609,8.662,7.205,10.118,3.982,6.682,1.283,0.055,8.03,7.43,5.776,6.95,10.991,28.277,54.126,2.428,1.607,0.075,12.172,113.464,215.265,11.663
+2026-05-21 09:52:00,coot_observed.csv,1.460052656784637890269089133,0.99,0.363,2.136,2.919,0.657,6.73,8.205,0.377,6.5,18.607,0.063,0.649,0.045,2.0,9.53,10.97,6.852,6.337,7.785,4.889,6.950,7.52,6.38,0.156,8.79,6.76,5.441,6.62,11.343,28.909,43.607,14.211,1.626,0.263,12.224,46.950,82.358,11.542
+2026-05-21 09:52:00,coot_observed.csv,0.2129268697891767543839744162,0.954,3.885,3.7,2.343,0.084,6.96,5.475,0.222,7.0,20.23,0.034,0.368,0.047,1.77,11.36,10.92,11.266,12.470,13.136,11.804,5.809,5.051,6.567,0.053,8.82,6.09,3.192,7.06,21.191,32.090,61.593,2.588,1.302,0.2,12.251,62.591,114.247,10.935
+2026-05-21 09:52:00,coot_observed.csv,0.3246667183575179919980121759,1.043,1.047,2.549,2.528,0.568,7.6,3.51,0.203,7.07,7.067,0.057,0.643,0.013,1.86,10.25,11.43,6.333,12.593,11.987,13.199,5.070,6.426,3.715,0.023,8.37,6.74,5.507,7.53,9.443,24.266,36.188,12.345,1.291,0.124,12.197,51.860,96.142,7.577
+2026-05-21 09:52:01,coot_observed.csv,0.7292915745192685253375933874,0.686,1.55,3.533,7.818,0.084,6.36,6.767,0.236,6.53,19.746,0.021,0.723,0.028,1.67,11.15,11.17,7.725,12.420,6.733,18.106,7.246,3.1,11.392,0.037,9.39,7.91,1.521,7.55,13.956,30.206,55.901,4.512,1.396,0.183,12.007,113.479,217.589,9.369
+2026-05-21 09:52:01,coot_observed.csv,0.4035475333188436289806132175,1.04,2.163,3.392,0.534,0.471,6.69,15.419,0.351,7.16,11.835,0.064,0.158,0.04,1.21,11.25,10.73,10.158,9.234,0.375,18.092,7.130,7.878,6.383,0.073,8.06,6.66,0.916,7.08,12.195,42.156,70.457,13.854,1.025,0.224,12.213,116.540,227.071,6.008
+2026-05-21 09:52:01,coot_observed.csv,0.4167474490933994175689284650,0.863,3.677,5.296,3.51,0.617,6.57,10.189,0.07,7.33,15.493,0.044,0.748,0.011,0.63,10.67,10.59,5.542,8.950,8.778,9.121,2.150,2.133,2.167,0.137,9.77,6.71,5.307,6.65,8.4,35.518,61.132,9.903,0.942,0.118,12.216,55.689,102.413,8.965
+2026-05-21 09:52:02,coot_observed.csv,0.5257318265386183194621572382,0.866,0.461,3.253,6.039,0.365,7.62,3.217,0.299,7.03,15.085,0.011,0.605,0.006,1.37,11.27,10.35,5.508,11.239,11.995,10.483,9.113,7.697,10.529,0.129,9.35,7.54,7.976,7.13,17.373,39.538,63.013,16.062,1.288,0.337,12.147,53.302,91.668,14.937
+2026-05-21 09:52:02,coot_observed.csv,0.5023162626715132074746142800,1.028,3.577,3.933,2.662,0.211,6.32,4.596,0.05,7.62,24.477,0.086,0.208,0.001,2.12,10.08,10.84,4.781,7.926,5.356,10.497,7.217,7.791,6.643,0.194,10.31,6.6,4.999,7.19,22.077,25.218,34.846,15.591,1.395,0.139,12.199,91.702,172.134,11.271
+2026-05-21 09:52:02,coot_observed.csv,1.695786074933502957028259933,1.074,1.898,3.982,2.118,0.904,6.33,6.869,0.266,6.8,16.449,0.047,0.637,0.026,3.4,10.43,10.88,5.091,8.868,1.066,16.67,8.948,4.238,13.657,0.133,10.36,7.21,1.384,7.42,22.982,42.438,78.95,5.927,1.607,0.269,12.178,82.682,151.235,14.128
+2026-05-21 09:52:03,coot_observed.csv,0.7572143209468194466156761910,0.871,3.914,5.806,7.125,0.264,7.17,6.878,0.2,7.54,14.638,0.02,0.346,0.047,0.78,10.95,10.39,4.044,11.008,18.323,3.693,11.019,8.413,13.625,0.223,10.31,6.67,6.948,7.01,21.625,42.548,65.623,19.474,0.822,0.077,12.133,106.500,204.351,8.648
+2026-05-21 09:52:03,coot_observed.csv,0.6661992444048130934524496438,0.934,0.259,3.321,0.701,0.561,6.89,9.265,0.123,7.27,17.845,0.002,0.69,0.031,2.34,9.83,10.4,4.654,9.902,16.454,3.351,10.212,7.889,12.534,0.084,9.61,7.75,5.833,6.94,20.242,43.612,68.163,19.061,0.962,0.016,12.097,84.688,164.457,4.918
+2026-05-21 09:52:03,coot_observed.csv,0.7683830411708521257604203217,0.901,0.356,5.622,4.526,0.883,7.75,15.927,0.187,7.51,23.111,0.051,0.292,0.041,0.62,10.06,10.67,10.757,13.793,14.019,13.567,6.596,6.111,7.081,0.037,8.96,7.39,3.724,7.11,7.905,35.896,55.206,16.586,1.627,0.292,12.234,95.369,182.602,8.136
+2026-05-21 09:52:04,coot_observed.csv,20.73694945002697608958912799,0.739,2.733,0.339,7.812,0.54,6.76,15.545,0.334,7.27,14.443,0.026,0.022,0.028,2.74,10.14,11.48,5.977,8.909,13.757,4.061,5.790,9.325,2.256,0.073,10.29,6.55,1.458,7.41,21.112,42.610,77.221,8.0,1.716,0.027,12.006,78.339,143.324,13.354
+2026-05-21 09:52:04,coot_observed.csv,0.3222501014233472455750360762,0.951,2.322,2.871,0.098,0.24,6.83,12.839,0.287,6.69,12.156,0.002,0.269,0.016,3.28,11.93,11.19,5.289,7.082,9.959,4.205,10.076,6.286,13.866,0.122,9.55,6.08,7.218,6.7,20.679,5.368,4.137,6.599,1.286,0.287,12.288,62.038,112.503,11.573
+2026-05-21 09:52:04,coot_observed.csv,0.4973175282986403398010117261,0.613,0.583,5.339,5.544,0.137,7.14,10.716,0.33,6.96,17.239,0.079,0.574,0.009,1.74,10.88,11.37,3.479,9.910,16.513,3.307,7.952,6.197,9.708,0.207,8.12,6.55,7.426,7.18,11.277,12.124,22.263,1.985,1.511,0.228,12.217,54.412,94.134,14.691
+2026-05-21 09:52:05,coot_observed.csv,0.3939968418613306915695486756,1.19,2.015,1.577,1.816,0.546,6.92,14.666,0.248,6.58,24.076,0.035,0.271,0.02,2.12,10.45,11.35,6.681,12.127,16.567,7.687,5.750,2.389,9.11,0.209,9.01,7.25,6.318,6.92,7.53,7.592,3.255,11.93,1.42,0.328,12.274,91.870,168.91,14.83
+2026-05-21 09:52:05,coot_observed.csv,0.2979105005054545301025698572,0.872,3.112,5.904,3.799,0.791,7.46,7.771,0.149,6.55,26.807,0.087,0.141,0.019,3.24,10.14,10.37,5.528,17.630,16.594,18.667,8.472,6.918,10.027,0.165,7.54,8.39,3.02,7.47,23.534,43.280,73.636,12.925,1.439,0.149,12.035,114.176,219.873,8.479
+2026-05-21 09:52:05,coot_observed.csv,1.270719377455368702669079578,1.134,3.164,0.368,6.881,0.629,7.17,8.711,0.17,7.63,20.269,0.013,0.428,0.039,0.75,10.94,10.69,11.235,10.425,14.545,6.305,5.199,3.13,7.268,0.045,8.81,6.02,7.468,6.75,15.239,24.471,30.639,18.303,1.506,0.339,12.287,85.826,159.079,12.572
+2026-05-21 09:52:06,coot_observed.csv,0.1765693002298588636092836531,0.626,3.849,1.238,0.87,0.425,7.7,7.376,0.361,7.43,16.081,0.051,0.5,0.029,1.84,9.52,10.99,4.822,15.124,14.381,15.868,7.322,2.644,12.001,0.23,9.21,6.19,7.945,7.01,11.628,40.938,72.969,8.907,1.142,0.314,12.196,92.454,179.033,5.876
+2026-05-21 09:52:06,coot_observed.csv,0.4865076932527349154450794597,0.911,0.331,3.505,0.653,0.338,7.38,8.716,0.412,7.5,22.377,0.079,0.092,0.003,1.55,9.55,10.68,2.288,2.808,4.045,1.572,10.494,7.762,13.227,0.07,8.8,6.16,5.327,6.75,16.785,41.155,64.505,17.805,1.657,0.14,12.09,50.723,87.146,14.3
+2026-05-21 09:52:06,coot_observed.csv,0.5024956870855115094773935198,0.682,2.965,2.997,7.819,0.45,6.36,15.579,0.208,7.07,9.721,0.037,0.62,0.0,0.62,10.77,11.28,2.135,7.510,5.617,9.404,0.550,0.502,0.597,0.216,9.19,7.15,2.138,7.43,10.136,25.024,41.321,8.727,1.195,0.127,12.008,47.789,81.915,13.663
+2026-05-21 09:52:06,coot_observed.csv,0.9595578459995106000133066615,0.746,1.494,4.431,1.015,0.629,7.21,4.637,0.053,7.49,9.99,0.072,0.089,0.046,1.92,10.25,11.35,3.652,18.996,19.398,18.595,3.992,3.87,4.114,0.123,8.91,6.71,5.966,6.69,18.791,34.946,52.499,17.392,0.861,0.151,12.061,45.818,80.381,11.256
+2026-05-21 09:52:07,coot_observed.csv,0.2364603452316275534918449377,0.847,3.897,3.359,0.9,0.609,7.3,15.646,0.307,7.65,27.676,0.026,0.043,0.001,0.92,9.8,10.65,3.669,9.735,15.073,4.397,4.607,4.029,5.185,0.141,8.59,7.51,5.239,7.52,6.393,24.166,34.841,13.49,1.415,0.272,12.018,94.946,183.721,6.171
+2026-05-21 09:52:07,coot_observed.csv,0.3919563711391729448171581220,1.163,0.884,3.468,5.669,0.138,7.69,14.407,0.372,6.64,11.33,0.064,0.293,0.012,2.13,10.43,11.44,3.539,15.418,17.3,13.537,9.586,8.267,10.905,0.054,9.46,7.98,2.194,7.01,20.739,44.723,75.294,14.152,1.789,0.215,12.209,104.164,197.407,10.921
+2026-05-21 09:52:07,coot_observed.csv,0.5791641175611498462789284039,0.71,1.139,1.07,2.71,0.648,7.22,5.576,0.245,7.34,6.328,0.003,0.204,0.031,3.4,11.5,11.15,4.395,10.890,5.901,15.879,9.100,11.866,6.334,0.017,8.99,7.39,1.891,7.59,9.667,12.312,16.147,8.476,1.503,0.013,12.251,108.802,202.838,14.766
+2026-05-21 09:52:08,coot_observed.csv,0.7403557058842468339688958215,0.8,1.026,4.957,0.903,0.293,6.87,13.367,0.02,7.4,20.31,0.056,0.652,0.046,0.51,9.81,11.46,4.5,10.055,13.51,6.6,3.131,2.726,3.536,0.188,8.77,7.99,0.94,7.15,9.059,27.570,52.256,2.885,0.805,0.274,12.081,74.832,136.141,13.524
+2026-05-21 09:52:08,coot_observed.csv,0.5684315982009086509989938381,0.806,3.273,0.631,1.608,0.274,6.87,13.56,0.028,7.02,7.559,0.039,0.435,0.012,0.51,11.79,10.36,3.656,7.149,6.457,7.841,9.003,10.252,7.754,0.216,8.92,6.91,5.994,7.09,9.693,23.678,44.228,3.128,1.342,0.125,12.058,90.459,174.892,6.026
+2026-05-21 09:52:08,coot_observed.csv,1.505345426499108178100469678,1.056,0.334,0.43,1.249,0.169,7.31,6.639,0.215,6.82,20.253,0.051,0.448,0.012,0.69,11.82,10.51,4.795,10.936,16.447,5.424,5.840,3.513,8.166,0.021,9.33,8.04,1.71,7.44,19.992,20.916,25.699,16.133,1.713,0.213,12.01,71.626,132.582,10.671
+2026-05-21 09:52:09,coot_observed.csv,0.2440086389072606326018527549,0.653,2.863,3.494,1.947,0.137,6.52,8.389,0.317,6.73,9.024,0.026,0.396,0.02,1.06,9.51,11.29,6.726,3.274,3.143,3.404,5.326,5.784,4.868,0.241,10.38,7.71,1.963,7.4,9.082,19.136,34.841,3.431,0.841,0.143,12.287,84.172,158.469,9.875
+2026-05-21 09:52:09,coot_observed.csv,1.541378253913754607446225018,1.076,1.573,1.788,2.022,0.111,6.83,8.732,0.366,6.82,24.289,0.083,0.416,0.007,1.7,11.26,10.32,11.384,4.170,3.218,5.122,1.300,0.549,2.052,0.139,9.74,8.06,3.063,7.2,23.516,47.744,76.781,18.706,1.671,0.329,12.174,48.984,87.033,10.934
+2026-05-21 09:52:09,coot_observed.csv,0.3596126355109758954313877886,1.149,1.245,4.994,2.61,0.784,7.7,9.075,0.066,6.9,24.124,0.012,0.349,0.015,1.92,11.68,11.15,4.545,3.149,4.449,1.849,5.133,6.648,3.618,0.06,8.82,7.6,4.807,7.07,22.366,16.794,27.825,5.764,1.441,0.217,12.257,49.176,84.911,13.441
+2026-05-21 09:52:10,coot_observed.csv,16.30031929670853406372181552,0.95,0.688,1.231,6.283,0.669,6.49,6.648,0.25,7.43,27.854,0.001,0.525,0.012,3.24,11.46,11.09,11.211,5.585,9.624,1.546,8.896,5.589,12.203,0.067,10.37,6.99,2.093,7.58,11.826,47.752,75.539,19.966,1.242,0.052,12.04,92.594,171.819,13.368
+2026-05-21 09:52:10,coot_observed.csv,0.1699482919565968628827658224,0.832,1.055,5.433,1.791,0.413,7.46,9.513,0.441,7.19,21.867,0.088,0.423,0.02,1.14,11.25,11.06,11.733,5.870,9.202,2.539,4.989,9.039,0.939,0.027,9.68,6.35,6.278,7.14,20.017,19.912,20.605,19.219,0.997,0.345,12.19,81.117,150.947,11.287
+2026-05-21 09:52:10,coot_observed.csv,0.7159495079706145451011517108,0.942,2.954,3.337,3.322,0.91,6.59,10.621,0.082,6.89,10.142,0.049,0.258,0.013,1.01,9.68,11.49,4.401,4.902,8.491,1.312,8.124,8.188,8.059,0.11,9.55,8.3,7.634,7.09,13.503,26.470,52.54,0.4,1.411,0.337,12.138,91.243,177.491,4.995
+2026-05-21 09:52:11,coot_observed.csv,0.2064601225411961505044777844,0.971,2.186,1.748,4.989,0.609,7.69,9.062,0.264,7.49,18.781,0.084,0.666,0.048,1.6,10.49,11.02,7.645,11.156,14.539,7.772,11.124,12.679,9.568,0.075,7.56,6.39,7.911,7.32,6.035,40.333,79.802,0.864,0.922,0.262,12.204,70.916,136.918,4.914
+2026-05-21 09:52:11,coot_observed.csv,0.6649803790411935693064258342,1.182,1.761,1.396,0.191,0.206,6.79,11.577,0.082,6.55,24.974,0.063,0.533,0.012,0.93,11.91,10.3,9.275,12.789,16.489,9.089,6.673,11.436,1.91,0.183,8.21,6.66,3.726,7.54,6.892,31.250,55.423,7.077,1.501,0.211,12.112,96.588,178.012,15.163
+2026-05-21 09:52:11,coot_observed.csv,0.9118249026728743886436539968,0.899,1.866,5.245,6.705,0.292,7.23,9.409,0.168,6.72,27.202,0.07,0.595,0.032,1.13,11.76,11.07,3.409,16.158,15.816,16.501,7.696,3.529,11.862,0.066,10.16,7.9,2.009,7.31,18.316,28.256,50.0,6.512,1.422,0.271,12.065,97.396,179.26,15.533
+2026-05-21 09:52:12,coot_observed.csv,0.2380830229077549393301925345,0.985,3.874,3.256,5.457,0.814,7.6,12.624,0.177,6.65,12.39,0.023,0.346,0.046,0.73,11.36,11.06,4.081,5.706,9.311,2.102,5.626,5.230,6.021,0.062,9.43,8.04,4.555,6.83,19.906,28.452,56.111,0.793,0.989,0.264,12.131,60.892,109.24,12.545
+2026-05-21 09:52:12,coot_observed.csv,1.414407723321521682659624799,1.152,3.017,0.088,1.305,0.028,6.87,6.231,0.303,6.63,8.988,0.01,0.525,0.04,2.32,10.18,11.15,4.648,12.676,12.107,13.246,1.234,1.273,1.196,0.226,8.71,6.5,5.122,7.38,10.687,6.057,11.617,0.497,1.459,0.267,12.073,76.076,138.91,13.241
+2026-05-21 09:52:12,coot_observed.csv,0.6815324435932190305011544076,0.988,0.791,1.651,3.708,0.138,7.15,14.123,0.027,7.55,8.645,0.073,0.263,0.019,3.37,10.56,11.32,6.2,12.549,15.578,9.52,7.672,9.692,5.652,0.14,7.55,7.33,1.925,7.51,17.433,13.781,14.723,12.839,1.178,0.056,12.139,80.619,156.822,4.416
+2026-05-21 09:52:13,coot_observed.csv,2.035924073276706166773512958,0.617,3.792,2.176,3.35,0.252,7.44,8.524,0.396,6.64,17.773,0.053,0.227,0.045,2.55,11.21,10.71,2.244,9.122,16.195,2.049,6.598,6.499,6.698,0.084,9.3,6.52,6.501,7.05,14.77,38.066,67.613,8.52,1.786,0.18,12.281,109.671,210.109,9.233
+2026-05-21 09:52:13,coot_observed.csv,0.3089404638201608196246095987,0.655,1.652,2.991,3.799,0.402,6.88,7.564,0.058,6.76,13.318,0.077,0.066,0.007,3.09,10.99,11.31,10.983,9.998,18.418,1.579,6.390,3.065,9.715,0.208,8.71,6.25,1.931,7.24,15.851,18.979,30.058,7.9,1.374,0.102,12.115,57.012,105.994,8.029
+2026-05-21 09:52:13,coot_observed.csv,0.3164715949164625370877834182,1.016,2.873,5.96,3.25,0.595,6.69,11.856,0.311,7.11,27.757,0.017,0.226,0.022,2.44,10.82,11.08,9.153,6.906,1.028,12.785,3.950,3.095,4.806,0.109,9.6,7.83,2.013,7.52,9.571,27.158,35.965,18.35,1.051,0.301,12.066,63.022,115.308,10.737
+2026-05-21 09:52:14,coot_observed.csv,0.5256395122250366527061551367,1.121,1.844,2.47,3.052,0.532,6.38,13.681,0.036,7.3,16.189,0.089,0.147,0.037,1.93,9.65,11.29,4.073,4.498,6.046,2.949,8.224,10.582,5.865,0.248,9.67,7.73,1.082,7.15,19.423,16.914,24.779,9.049,1.05,0.331,12.079,103.334,197.146,9.521
+2026-05-21 09:52:14,coot_observed.csv,0.5897674021378853149290241051,0.904,2.572,5.805,7.843,0.648,6.43,10.219,0.16,6.62,26.63,0.003,0.747,0.026,3.28,10.92,10.26,9.79,8.154,10.855,5.453,7.891,13.592,2.19,0.24,9.02,8.04,5.437,6.83,11.605,37.986,69.477,6.495,1.178,0.088,12.262,79.290,148.365,10.216
+2026-05-21 09:52:14,coot_observed.csv,0.4876789510951107766155205435,0.799,1.119,2.131,2.183,0.428,6.57,10.285,0.406,7.51,26.376,0.019,0.568,0.003,2.33,9.97,10.64,5.765,9.442,12.399,6.484,3.941,6.65,1.232,0.085,9.74,7.92,6.986,7.54,9.452,30.447,48.589,12.305,1.496,0.164,12.056,56.930,102.112,11.748
+2026-05-21 09:52:15,coot_observed.csv,1.090824632075104952804491105,0.898,3.806,0.694,7.613,0.405,6.77,9.682,0.325,7.02,10.3,0.027,0.595,0.023,1.32,9.88,10.64,10.531,6.516,6.192,6.839,7.338,8.245,6.432,0.221,9.52,7.4,3.489,7.41,23.025,27.308,39.755,14.861,1.398,0.138,12.16,122.444,239.669,5.22
+2026-05-21 09:52:15,coot_observed.csv,0.7136521845631996532090076374,0.976,1.995,3.603,4.326,0.852,6.38,8.383,0.074,7.18,14.057,0.088,0.166,0.025,2.13,10.52,10.98,4.594,6.284,3.468,9.099,5.054,2.739,7.368,0.223,10.38,8.34,3.703,7.36,22.252,19.484,32.446,6.522,1.565,0.153,12.225,93.432,177.309,9.555
+2026-05-21 09:52:15,coot_observed.csv,0.9178656571479659037411261490,0.63,1.142,1.339,0.165,0.591,6.91,14.003,0.163,7.24,15.651,0.038,0.489,0.031,3.17,10.45,10.97,6.7,16.112,12.911,19.313,5.220,6.308,4.133,0.174,7.87,7.8,1.563,6.84,10.477,28.885,52.963,4.807,1.632,0.213,12.121,80.118,153.662,6.573
+2026-05-21 09:52:16,coot_observed.csv,0.3432175239641469048881922216,0.997,1.576,3.979,1.089,0.452,6.96,3.04,0.346,7.48,25.483,0.047,0.333,0.003,2.22,11.67,11.22,5.682,18.458,16.917,20.000,11.624,11.282,11.965,0.039,9.18,6.41,6.193,6.95,12.489,35.274,66.501,4.047,1.003,0.309,12.03,103.594,198.304,8.885
+2026-05-21 09:52:16,coot_observed.csv,0.1714105859879616431324082315,1.056,1.532,1.042,1.41,0.558,7.49,6.361,0.361,7.05,6.43,0.087,0.042,0.05,2.1,9.6,10.9,10.593,15.229,11.365,19.093,7.800,4.261,11.34,0.244,9.34,6.72,6.028,7.43,21.617,11.524,6.492,16.556,1.141,0.121,12.243,80.978,146.555,15.4
+2026-05-21 09:52:16,coot_observed.csv,0.8388932946512618408420471034,0.921,0.532,4.329,4.489,0.644,7.06,11.208,0.329,6.93,16.169,0.054,0.597,0.002,3.15,9.85,10.73,7.17,8.252,4.558,11.947,8.271,4.551,11.991,0.099,8.87,6.23,1.087,7.26,11.419,4.894,5.374,4.414,1.672,0.11,12.122,109.406,209.647,9.166
+2026-05-21 09:52:17,coot_observed.csv,1.735750613836874588837594748,1.096,0.523,2.792,0.577,0.434,7.54,7.22,0.429,6.8,17.582,0.06,0.595,0.003,1.41,10.43,10.27,10.862,8.888,9.463,8.312,5.602,3.467,7.738,0.151,8.59,6.68,7.394,6.92,7.376,39.274,76.83,1.718,1.69,0.166,12.206,95.688,184.596,6.779
+2026-05-21 09:52:17,coot_observed.csv,0.3996007760083417879820560346,1.013,2.064,5.558,7.835,0.493,7.51,5.785,0.211,7.1,18.631,0.023,0.209,0.046,1.79,9.7,10.64,7.53,9.569,18.695,0.443,10.844,8.763,12.925,0.116,8.55,8.38,1.295,6.61,13.103,14.718,24.015,5.42,1.238,0.141,12.106,51.491,90.686,12.296
+2026-05-21 09:52:17,coot_observed.csv,0.9397797791352763972500305728,0.689,0.799,0.689,2.414,0.297,6.46,10.277,0.429,6.73,20.943,0.005,0.097,0.039,1.13,9.92,10.29,10.689,4.857,8.486,1.228,7.296,3.884,10.709,0.037,9.27,7.37,6.892,7.27,9.519,26.580,38.607,14.553,1.445,0.323,12.263,52.815,90.25,15.38
+2026-05-21 09:52:18,coot_observed.csv,0.5769004229672106275105791633,0.818,0.947,1.862,5.955,0.735,7.67,8.596,0.084,6.97,13.464,0.054,0.259,0.034,1.97,11.92,10.97,10.102,8.277,11.134,5.42,7.937,8.698,7.176,0.229,9.4,6.67,0.903,6.94,14.087,20.478,27.312,13.644,1.496,0.227,12.226,73.970,132.497,15.442
+2026-05-21 09:52:18,coot_observed.csv,0.2659955556204433691196510333,1.188,0.708,4.158,1.005,0.6,7.26,6.997,0.128,7.48,19.431,0.087,0.111,0.048,2.29,11.35,10.43,4.729,6.014,1.544,10.484,7.680,9.97,5.39,0.091,8.81,8.03,6.295,6.97,12.735,46.082,77.896,14.268,1.699,0.149,12.03,57.834,107.012,8.657
+2026-05-21 09:52:18,coot_observed.csv,0.2298373772390603353124105819,0.959,3.77,0.987,5.243,0.522,7.04,8.628,0.319,6.64,12.396,0.067,0.613,0.015,2.86,10.77,10.75,6.004,6.679,10.888,2.47,4.346,4.433,4.258,0.183,10.21,7.94,7.318,6.86,19.643,10.328,15.341,5.315,0.924,0.253,12.209,115.648,220.89,10.406
+2026-05-21 09:52:19,coot_observed.csv,0.3154733978470775702534257634,1.012,3.985,1.412,1.427,0.223,6.65,10.223,0.171,6.78,26.548,0.011,0.283,0.037,2.67,10.14,10.71,9.302,7.490,7.884,7.095,9.756,9.388,10.124,0.115,7.9,6.97,7.565,7.2,23.527,15.322,12.927,17.716,1.488,0.199,12.22,66.584,121.658,11.511
+2026-05-21 09:52:19,coot_observed.csv,0.1770919980020041533479611892,0.642,2.561,3.076,1.498,0.431,7.22,3.961,0.07,7.29,6.453,0.013,0.625,0.009,3.16,9.61,11.04,8.606,0.927,0.973,0.881,7.384,11.946,2.821,0.195,10.27,6.28,7.397,7.13,15.592,22.133,33.948,10.318,1.035,0.307,12.106,79.402,148.576,10.228
+2026-05-21 09:52:19,coot_observed.csv,0.4110364177691438895319617407,1.144,3.202,1.513,6.085,0.688,7.45,12.077,0.275,6.91,16.838,0.053,0.046,0.007,2.84,11.77,11.31,5.393,11.384,8.095,14.673,0.375,0.400,0.350,0.126,7.74,8.2,4.408,7.36,9.08,35.104,63.309,6.898,1.458,0.101,12.008,104.498,196.917,12.08
+2026-05-21 09:52:20,coot_observed.csv,0.2629367211624406966616035461,0.788,1.914,1.437,5.202,0.029,7.34,9.876,0.235,6.7,26.835,0.05,0.57,0.014,1.97,10.08,10.7,8.969,13.697,14.378,13.016,7.858,6.62,9.097,0.079,9.08,6.85,1.845,7.13,18.306,6.958,6.444,7.473,0.908,0.052,12.183,54.794,96.374,13.213
+2026-05-21 09:52:20,coot_observed.csv,0.5822038178721958564760685618,0.737,1.324,1.08,1.345,0.472,6.87,8.426,0.086,7.51,22.469,0.058,0.078,0.039,1.41,10.19,10.47,7.792,14.290,18.667,9.912,8.167,10.156,6.178,0.04,10.02,6.73,6.719,7.46,13.856,22.503,30.09,14.916,0.869,0.057,12.004,84.047,153.191,14.903
+2026-05-21 09:52:20,coot_observed.csv,0.1933720859031907920225641107,0.648,0.274,0.964,0.359,0.234,6.84,13.54,0.357,7.56,24.365,0.032,0.66,0.005,2.99,11.86,10.44,10.369,9.554,0.582,18.526,7.802,10.771,4.834,0.2,9.38,6.09,4.671,7.34,19.973,2.478,0.812,4.145,1.063,0.25,12.153,105.577,198.879,12.275
+2026-05-21 09:52:20,coot_observed.csv,0.3886176080093468229982954937,0.715,1.191,3.141,4.891,0.066,7.61,8.719,0.101,7.48,25.388,0.073,0.506,0.047,0.62,11.91,10.35,6.153,17.550,15.513,19.586,10.366,9.938,10.793,0.049,7.74,6.85,3.337,7.16,9.602,40.417,78.709,2.125,1.114,0.2,12.262,67.758,122.406,13.11
+2026-05-21 09:52:21,coot_observed.csv,0.7146365933608545461193805788,0.847,3.872,5.383,5.553,0.049,6.88,9.822,0.029,6.51,17.288,0.078,0.466,0.024,2.16,10.45,10.31,9.034,8.232,7.083,9.380,2.814,3.857,1.771,0.19,10.27,7.29,1.397,6.96,18.559,1.957,2.018,1.896,0.992,0.032,12.154,119.822,226.122,13.523
+2026-05-21 09:52:21,coot_observed.csv,0.9643066225513376117455059913,0.771,0.547,0.103,1.824,0.502,7.35,13.312,0.339,6.76,20.142,0.049,0.747,0.046,2.85,10.59,10.34,6.004,4.838,2.381,7.295,3.602,2.455,4.75,0.145,8.97,7.38,6.768,6.98,23.948,18.383,24.857,11.909,1.168,0.226,12.064,103.030,198.053,8.007
+2026-05-21 09:52:21,coot_observed.csv,0.8796713738151372636332279847,1.161,3.478,2.453,3.225,0.506,6.98,5.901,0.011,6.67,18.384,0.042,0.51,0.021,0.89,11.74,11.12,5.54,9.615,14.435,4.795,8.236,2.915,13.558,0.196,8.26,6.31,2.256,7.13,6.309,5.322,3.747,6.896,1.636,0.084,12.164,46.948,81.322,12.575
+2026-05-21 09:52:22,coot_observed.csv,0.2752741731594551363700792968,0.657,0.974,5.429,1.529,0.345,6.58,10.758,0.419,7.62,27.389,0.016,0.22,0.023,3.37,9.79,10.46,11.917,5.306,5.728,4.884,7.956,8.083,7.829,0.212,9.96,6.47,7.988,7.38,14.284,6.300,6.654,5.946,1.162,0.29,12.007,61.635,115.688,7.582
+2026-05-21 09:52:22,coot_observed.csv,0.3474348836682282489526342138,1.018,0.629,2.325,0.191,0.015,6.35,3.065,0.366,6.51,9.368,0.002,0.278,0.005,2.9,11.2,11.36,7.181,16.478,16.162,16.794,8.607,3.778,13.436,0.117,7.61,6.7,5.446,6.76,7.569,15.326,23.074,7.577,1.757,0.046,12.136,115.489,217.516,13.462
+2026-05-21 09:52:22,coot_observed.csv,0.3963280720985281324794933755,0.964,2.66,5.83,4.418,0.123,6.39,3.696,0.031,7.51,18.603,0.074,0.59,0.011,1.13,10.14,10.92,2.236,5.070,4.890,5.251,4.600,1.018,8.183,0.192,9.57,6.31,2.077,7.5,11.792,12.876,12.745,13.008,1.361,0.017,12.278,71.351,132.362,10.34
+2026-05-21 09:52:23,coot_observed.csv,1.494141372825903449689914731,0.788,2.827,1.061,6.742,0.092,6.54,9.056,0.182,7.04,24.217,0.067,0.388,0.003,1.73,10.27,11.06,6.536,10.876,13.79,7.961,5.750,7.949,3.551,0.029,7.84,8.15,2.181,7.47,22.73,26.174,49.481,2.866,1.686,0.28,12.134,70.854,135.893,5.814
+2026-05-21 09:52:23,coot_observed.csv,1.739329394161816527604281017,0.735,2.255,1.852,5.491,0.442,6.99,7.429,0.099,7.61,10.373,0.026,0.621,0.042,1.85,11.81,10.84,8.473,7.798,8.001,7.595,2.328,0.428,4.229,0.214,9.77,8.35,2.238,6.65,9.943,30.024,56.403,3.645,1.65,0.063,12.136,84.908,164.293,5.522
+2026-05-21 09:52:23,coot_observed.csv,0.6169520515349080277971554520,1.187,1.021,1.99,2.976,0.334,6.42,6.625,0.037,7.29,25.419,0.071,0.495,0.008,0.85,10.63,10.32,6.437,11.894,5.956,17.831,13.344,13.530,13.159,0.189,7.61,8.16,2.798,6.83,17.494,24.437,29.281,19.593,1.002,0.261,12.086,79.817,148.336,11.298
+2026-05-21 09:52:24,coot_observed.csv,0.2437586563049982558124256003,1.065,0.404,3.436,1.8,0.803,7.32,5.176,0.239,7.26,14.765,0.0,0.445,0.044,0.59,11.55,10.26,11.565,9.932,3.547,16.316,5.870,6.659,5.081,0.177,8.95,6.22,7.282,6.92,20.61,35.369,54.698,16.04,1.179,0.029,12.044,108.452,203.769,13.134
+2026-05-21 09:52:24,coot_observed.csv,0.3384850031970898553853588069,0.797,1.925,3.83,2.492,0.741,6.77,13.458,0.274,6.98,25.023,0.028,0.6,0.042,1.88,11.9,10.49,7.002,9.932,14.595,5.269,8.580,3.536,13.624,0.017,10.38,6.29,2.221,7.06,15.15,17.606,21.939,13.273,1.247,0.264,12.227,75.374,135.416,15.332
+2026-05-21 09:52:24,coot_observed.csv,0.2490021668674466633015221088,0.762,2.749,1.069,0.647,0.877,6.49,10.03,0.247,7.23,9.823,0.069,0.312,0.035,2.28,9.83,11.05,10.076,5.355,5.456,5.254,8.866,5.778,11.953,0.24,9.9,8.24,2.62,6.98,9.715,24.860,48.123,1.596,0.991,0.292,12.108,113.552,218.075,9.029
+2026-05-21 09:52:25,coot_observed.csv,0.2931059879428004666225619123,0.719,0.319,5.333,4.121,0.652,6.41,6.302,0.413,7.35,19.647,0.005,0.134,0.004,1.88,11.53,10.37,9.921,17.688,15.377,20.000,8.312,12.891,3.733,0.05,7.66,8.01,3.043,6.76,15.235,14.024,17.743,10.306,1.363,0.106,12.006,57.218,100.264,14.171
+2026-05-21 09:52:25,coot_observed.csv,0.4134601683843506251567187942,0.703,0.609,2.406,7.535,0.599,6.37,12.721,0.03,7.38,23.806,0.018,0.045,0.035,2.86,11.66,10.6,4.566,10.278,10.895,9.661,2.314,2.736,1.891,0.081,7.7,8.45,5.487,6.62,20.238,18.259,26.723,9.795,1.348,0.27,12.061,54.070,97.273,10.867
+2026-05-21 09:52:25,coot_observed.csv,1.004521681687277872425522800,1.144,1.948,4.431,1.388,0.399,7.63,14.765,0.125,7.38,25.381,0.006,0.499,0.005,3.28,11.46,11.06,4.763,17.658,19.172,16.145,11.240,11.001,11.478,0.015,8.77,6.87,1.189,7.52,6.511,7.790,8.226,7.355,1.218,0.1,12.101,66.124,116.253,15.995
+2026-05-21 09:52:26,coot_observed.csv,16.24851337557231598741921597,0.875,0.758,1.097,3.58,0.042,7.4,7.123,0.433,6.84,12.232,0.065,0.201,0.044,0.81,9.86,11.07,7.271,10.971,15.167,6.775,1.662,1.595,1.73,0.218,10.06,7.5,1.279,6.8,22.214,27.507,53.16,1.854,1.067,0.032,12.072,86.964,164.973,8.954
+2026-05-21 09:52:26,coot_observed.csv,1.257306625248010277579697051,1.093,1.349,3.06,2.328,0.765,6.5,14.984,0.259,7.46,8.47,0.057,0.71,0.043,0.82,10.4,10.31,4.779,17.622,16.567,18.678,4.801,4.815,4.787,0.005,10.14,6.44,5.341,7.26,11.329,16.372,13.408,19.335,1.537,0.336,12.056,59.969,109.985,9.953
+2026-05-21 09:52:26,coot_observed.csv,0.3540919122048217277108963547,0.744,0.353,1.195,1.313,0.354,6.57,9.937,0.092,6.76,8.114,0.07,0.11,0.025,2.74,11.71,10.48,8.675,12.462,19.014,5.91,5.046,3.272,6.821,0.011,8.52,6.23,6.753,6.6,23.157,21.358,40.114,2.602,1.534,0.129,12.155,97.012,182.909,11.116
+2026-05-21 09:52:27,coot_observed.csv,1.622561531629686571290734831,0.698,3.957,0.421,5.382,0.58,7.07,3.271,0.338,7.33,8.3,0.019,0.322,0.034,3.2,10.37,10.3,5.9,11.140,8.392,13.887,3.316,1.144,5.487,0.113,9.99,6.01,3.135,7.3,7.862,35.292,66.42,4.163,1.227,0.275,12.147,65.806,127.151,4.46
+2026-05-21 09:52:27,coot_observed.csv,0.4114181991156071740820311826,0.679,1.617,2.089,7.936,0.911,7.59,10.78,0.116,6.84,12.028,0.059,0.327,0.016,0.93,11.15,10.99,9.003,6.451,2.01,10.892,11.724,11.871,11.578,0.2,7.61,6.1,7.799,7.19,7.117,33.242,50.225,16.26,1.127,0.149,12.021,114.392,213.374,15.41
+2026-05-21 09:52:27,coot_observed.csv,0.3117487383167734215052445226,0.882,2.505,1.66,1.507,0.29,7.4,10.391,0.169,7.46,8.905,0.001,0.616,0.035,1.32,9.69,11.19,7.343,12.336,13.607,11.064,5.372,9.01,1.733,0.236,10.4,8.4,3.578,6.95,6.172,19.645,25.552,13.738,0.934,0.282,12.247,77.757,147.056,8.458
+2026-05-21 09:52:28,coot_observed.csv,0.7281171721953048622547011301,1.07,0.612,5.609,1.158,0.076,7.62,6.315,0.047,6.79,26.252,0.025,0.22,0.028,2.07,10.39,11.22,7.235,7.485,7.422,7.548,1.921,1.162,2.68,0.241,8.18,7.6,3.528,6.94,10.73,8.775,8.608,8.942,1.627,0.207,12.018,86.280,167.913,4.648
+2026-05-21 09:52:28,coot_observed.csv,0.5054257525117765936537921536,0.719,0.362,2.566,7.247,0.475,7.1,6.39,0.207,7.01,8.118,0.062,0.175,0.004,3.17,11.95,11.48,6.847,10.824,19.688,1.959,5.095,1.355,8.835,0.156,9.54,8.03,2.69,6.6,21.072,10.470,19.242,1.699,0.999,0.075,12.022,49.654,90.69,8.619
+2026-05-21 09:52:28,coot_observed.csv,1.639850034055178032103444454,0.747,1.799,4.826,7.409,0.89,7.61,5.27,0.357,7.21,24.174,0.066,0.746,0.036,1.35,10.31,11.37,8.325,12.618,13.329,11.907,8.172,13.201,3.144,0.192,9.96,7.85,4.908,7.11,20.4,5.427,10.496,0.358,1.743,0.055,12.141,110.978,212.617,9.339
+2026-05-21 09:52:28,coot_observed.csv,0.3284150838606313661795696118,0.677,1.786,1.298,0.524,0.168,6.37,7.133,0.385,6.61,23.439,0.031,0.561,0.025,2.21,11.65,10.91,6.594,8.566,11.324,5.807,8.056,9.201,6.912,0.25,9.35,6.28,3.01,7.42,10.156,8.218,6.232,10.205,0.938,0.197,12.077,106.548,202.892,10.205
+2026-05-21 09:52:29,coot_observed.csv,0.2349687472676804856844292654,0.687,3.312,2.182,2.469,0.664,6.49,14.082,0.188,7.26,25.84,0.043,0.386,0.011,1.16,11.64,11.02,5.722,3.854,5.135,2.573,1.917,1.770,2.064,0.01,9.71,7.76,6.51,6.71,8.421,19.848,35.137,4.56,1.052,0.198,12.094,115.842,227.556,4.127
+2026-05-21 09:52:29,coot_observed.csv,0.8633628575381695978258929073,0.986,3.618,4.531,1.773,0.546,6.68,9.945,0.207,7.62,26.535,0.017,0.48,0.029,1.61,11.55,11.34,9.739,9.980,1.175,18.786,13.106,12.296,13.916,0.227,9.83,8.21,5.003,7.4,7.836,30.628,48.211,13.045,1.586,0.123,12.098,76.884,143.037,10.73
+2026-05-21 09:52:29,coot_observed.csv,1.236829975150637896675921334,1.092,1.91,5.982,6.982,0.487,7.63,11.259,0.391,6.53,24.467,0.07,0.427,0.024,0.51,10.0,10.86,2.05,7.138,12.733,1.542,7.371,13.096,1.646,0.025,9.16,8.38,5.058,6.91,19.469,9.982,1.074,18.891,1.647,0.125,12.257,61.523,112.728,10.318
+2026-05-21 09:52:30,coot_observed.csv,0.2234421576641679396619161270,0.963,0.819,4.577,7.843,0.209,7.12,14.129,0.334,6.53,24.249,0.068,0.293,0.029,3.42,11.69,11.47,6.145,8.092,0.356,15.829,11.194,8.711,13.676,0.125,9.18,6.66,6.814,7.52,17.889,31.306,55.59,7.022,1.03,0.027,12.284,53.348,98.571,8.124
+2026-05-21 09:52:30,coot_observed.csv,1.110158998398688923721246813,0.926,2.116,0.761,1.914,0.258,6.85,8.334,0.191,6.8,13.945,0.002,0.54,0.016,3.19,10.44,10.9,11.641,11.060,15.755,6.366,5.820,7.584,4.056,0.037,9.89,8.16,6.487,7.01,21.212,4.999,8.706,1.292,1.766,0.279,12.285,117.269,224.284,10.254
+2026-05-21 09:52:30,coot_observed.csv,0.6548800497753046904831047924,0.815,2.868,2.422,4.924,0.061,6.53,8.301,0.128,7.31,18.746,0.049,0.532,0.033,2.76,10.32,10.6,5.88,16.236,16.789,15.684,10.422,6.967,13.877,0.006,9.73,8.07,5.774,7.57,14.325,31.500,51.057,11.942,1.044,0.298,12.084,69.410,126.797,12.022
+2026-05-21 09:52:31,coot_observed.csv,1.047549760492384515198839007,0.738,3.342,2.032,7.11,0.134,7.16,6.676,0.084,7.1,8.802,0.068,0.482,0.022,1.16,11.58,11.15,4.853,10.470,2.395,18.546,2.317,3.206,1.428,0.093,8.59,6.77,7.183,7.31,21.926,25.262,32.688,17.835,1.374,0.11,12.229,92.310,174.718,9.903
+2026-05-21 09:52:31,coot_observed.csv,0.1999221468942723992153418414,0.687,3.952,3.574,1.704,0.107,7.02,8.302,0.241,7.62,26.602,0.053,0.201,0.02,1.8,9.85,11.07,3.337,12.734,5.92,19.549,6.114,2.336,9.891,0.021,10.33,8.18,4.37,7.59,23.02,43.257,76.699,9.815,1.238,0.118,12.111,49.598,87.902,11.293
+2026-05-21 09:52:31,coot_observed.csv,0.6171006165491896615544439120,0.755,1.703,0.187,2.419,0.319,6.53,13.183,0.168,6.54,25.748,0.057,0.117,0.002,0.66,10.94,11.45,9.589,11.543,10.033,13.053,9.536,9.972,9.101,0.163,7.52,6.34,2.987,6.68,23.66,13.805,7.95,19.66,1.344,0.04,12.24,112.869,217.687,8.051
+2026-05-21 09:52:32,coot_observed.csv,0.2706033472296805570837438946,0.666,3.077,5.908,3.972,0.831,6.83,6.919,0.029,7.16,23.237,0.084,0.349,0.048,2.88,11.03,11.26,3.264,4.272,4.42,4.125,6.021,0.887,11.155,0.118,8.64,6.29,5.953,7.07,15.85,25.542,48.131,2.952,1.391,0.125,12.028,118.146,223.085,13.206
+2026-05-21 09:52:32,coot_observed.csv,0.2973602712171525538407811484,1.019,3.889,4.8,7.989,0.887,6.96,13.239,0.212,6.54,6.247,0.06,0.004,0.049,2.0,11.25,10.45,6.143,4.222,4.071,4.372,8.095,5.066,11.124,0.113,8.09,8.0,6.926,7.14,22.985,45.620,76.128,15.111,1.065,0.005,12.262,108.286,203.487,13.086
+2026-05-21 09:52:32,coot_observed.csv,1.138136956301754596909733277,1.188,3.469,4.884,6.199,0.025,6.33,15.586,0.179,6.95,23.716,0.034,0.626,0.001,3.48,10.11,10.25,10.402,10.810,18.404,3.216,10.956,13.198,8.714,0.207,9.78,6.55,4.814,7.26,22.216,47.076,78.947,15.204,1.163,0.274,12.241,73.283,134.329,12.237
+2026-05-21 09:52:33,coot_observed.csv,0.2821151874355025654837729565,0.79,2.642,3.686,0.589,0.247,7.58,10.537,0.253,6.73,23.221,0.061,0.744,0.02,2.42,10.41,10.57,6.051,3.591,2.154,5.028,8.712,13.976,3.447,0.052,10.11,6.75,2.701,6.71,16.434,34.088,50.147,18.028,1.21,0.168,12.182,79.394,151.307,7.482
+2026-05-21 09:52:33,coot_observed.csv,19.68366762583843458986202047,1.166,3.318,0.423,1.617,0.56,7.42,10.609,0.366,7.4,19.475,0.016,0.642,0.041,2.97,10.07,10.47,7.268,7.496,13.699,1.294,4.780,6.948,2.613,0.027,10.15,6.19,2.175,7.05,9.766,34.813,61.449,8.177,1.616,0.05,12.205,103.450,197.528,9.373
+2026-05-21 09:52:33,coot_observed.csv,17.47183651899983382898080211,1.097,3.46,0.131,2.231,0.299,6.47,3.158,0.439,7.14,21.113,0.062,0.179,0.017,1.35,10.72,11.29,11.67,0.557,0.585,0.529,4.953,8.078,1.828,0.147,10.46,7.35,6.645,6.94,23.485,42.366,66.66,18.072,0.897,0.114,12.109,101.731,196.313,7.149
+2026-05-21 09:52:34,coot_observed.csv,1.819944802696862312653600562,0.876,3.555,4.756,5.447,0.18,6.76,10.801,0.049,7.24,18.221,0.008,0.085,0.008,2.23,10.39,10.62,2.582,7.669,7.415,7.923,5.476,2.317,8.635,0.063,9.56,7.47,2.375,7.17,10.886,26.610,37.39,15.831,0.915,0.175,12.092,85.159,164.478,5.84
+2026-05-21 09:52:34,coot_observed.csv,1.957206237474771575972650423,0.651,2.659,4.153,1.749,0.27,6.99,13.954,0.394,7.59,8.83,0.072,0.25,0.001,0.53,9.67,10.73,2.366,13.560,9.266,17.853,13.052,12.282,13.822,0.037,9.29,7.38,2.548,6.81,10.143,20.603,25.793,15.413,1.688,0.242,12.076,93.052,175.46,10.645
+2026-05-21 09:52:34,coot_observed.csv,1.052174733732070981259128037,0.7,3.393,2.124,4.351,0.781,7.56,9.951,0.344,6.59,23.393,0.082,0.458,0.035,2.46,10.86,10.91,7.26,13.780,15.729,11.83,9.988,9.633,10.344,0.225,10.12,8.33,4.493,6.93,6.436,42.579,69.419,15.739,1.674,0.023,12.144,52.276,90.149,14.402
+2026-05-21 09:52:35,coot_observed.csv,0.5015983785610356561955343701,1.09,0.416,5.313,1.256,0.163,6.57,15.79,0.19,7.0,22.953,0.016,0.131,0.048,1.95,11.77,10.99,5.056,13.303,7.061,19.545,8.262,5.348,11.177,0.152,7.63,7.66,5.925,7.37,16.073,42.220,79.478,4.961,1.611,0.097,12.154,50.914,91.278,10.549
+2026-05-21 09:52:35,coot_observed.csv,2.222852318253494792180434367,0.987,3.693,2.038,5.518,0.392,7.02,13.129,0.443,7.35,19.154,0.085,0.355,0.025,0.93,9.73,10.6,11.422,9.271,6.362,12.18,10.854,9.784,11.923,0.0,10.36,6.97,5.21,7.23,17.081,36.516,61.604,11.427,1.76,0.282,12.188,110.794,217.113,4.476
+2026-05-21 09:52:35,coot_observed.csv,0.3673815571483204476723499062,0.806,0.5,4.066,2.163,0.883,6.48,8.23,0.006,7.61,16.574,0.036,0.682,0.022,2.36,11.52,11.24,9.695,16.158,14.497,17.818,6.154,9.238,3.07,0.106,9.88,6.4,6.056,7.41,11.412,20.759,31.075,10.443,1.349,0.166,12.287,121.570,228.171,14.97
+2026-05-21 09:52:36,coot_observed.csv,0.5747353944456133822457893747,0.888,0.294,5.091,6.391,0.881,7.24,13.186,0.016,7.48,11.389,0.01,0.093,0.032,3.0,10.52,10.91,9.647,10.128,10.877,9.378,6.964,11.774,2.155,0.161,9.29,8.38,4.288,7.01,6.018,20.837,36.401,5.273,1.081,0.025,12.207,62.775,119.055,6.495
+2026-05-21 09:52:36,coot_observed.csv,0.2571225535544086995526942489,1.143,2.377,1.905,2.604,0.861,6.59,14.369,0.01,6.86,17.032,0.054,0.121,0.037,1.54,10.12,11.14,8.986,13.472,14.652,12.292,5.152,4.759,5.546,0.099,10.03,6.28,2.432,7.13,20.131,23.614,36.885,10.342,1.176,0.252,12.127,77.076,138.409,15.743
+2026-05-21 09:52:36,coot_observed.csv,0.3306992400564946510769889101,0.916,2.029,0.667,1.762,0.85,7.62,15.07,0.429,6.92,16.34,0.024,0.735,0.042,3.0,10.51,11.3,2.411,10.702,10.154,11.251,5.084,0.475,9.692,0.074,7.8,6.02,1.991,6.66,11.755,28.882,41.683,16.082,1.014,0.22,12.298,110.085,210.602,9.568
+2026-05-21 09:52:37,coot_observed.csv,1.057312833657923549543101120,0.787,2.78,2.691,4.575,0.323,7.35,4.723,0.276,6.58,21.802,0.008,0.464,0.042,1.95,10.12,11.38,11.714,7.868,6.03,9.706,7.076,8.332,5.82,0.031,8.36,8.48,3.552,6.92,23.451,38.005,65.343,10.667,1.455,0.221,12.118,57.632,108.948,6.317
+2026-05-21 09:52:37,coot_observed.csv,1.299501005167234909018726475,0.628,3.938,0.712,2.801,0.528,6.29,10.102,0.099,6.74,17.633,0.078,0.118,0.032,3.43,11.24,10.28,7.503,9.704,3.177,16.23,6.438,11.326,1.551,0.108,10.33,6.19,3.13,6.73,11.119,26.674,51.684,1.663,1.533,0.089,12.27,115.168,222.434,7.902
+2026-05-21 09:52:37,coot_observed.csv,0.1513925446708320345893208353,0.902,2.445,4.444,3.449,0.666,6.8,15.121,0.439,7.28,17.395,0.083,0.549,0.006,1.06,9.9,10.55,7.301,2.310,4.238,0.381,4.038,4.44,3.636,0.183,9.85,6.63,4.74,7.55,15.94,14.122,26.711,1.532,0.904,0.05,12.184,106.608,197.656,15.561
+2026-05-21 09:52:37,coot_observed.csv,0.3941045207361589801470585654,0.726,3.289,3.971,2.061,0.916,7.46,4.517,0.414,6.97,8.749,0.081,0.749,0.012,2.78,9.91,11.11,2.695,14.812,15.773,13.851,3.252,1.238,5.265,0.241,9.69,7.91,7.741,7.5,21.966,39.944,74.384,5.503,1.666,0.272,12.152,114.330,220.185,8.476
+2026-05-21 09:52:38,coot_observed.csv,1.145556176885686106961207220,0.885,3.713,0.425,6.94,0.271,6.96,13.276,0.08,7.52,20.243,0.04,0.244,0.029,2.36,9.71,11.19,8.359,13.949,15.131,12.767,1.725,1.869,1.581,0.246,8.99,7.16,2.476,7.47,13.563,37.830,57.855,17.805,1.728,0.088,12.276,119.059,223.862,14.256
+2026-05-21 09:52:38,coot_observed.csv,0.5846185750236040389820900532,1.205,0.871,1.221,3.379,0.606,6.49,7.625,0.182,6.88,18.881,0.052,0.252,0.019,1.83,10.94,11.19,9.254,8.724,8.291,9.157,0.906,1.004,0.809,0.173,8.36,8.31,7.721,7.23,7.221,6.664,11.73,1.597,1.516,0.165,12.14,105.940,200.323,11.558
+2026-05-21 09:52:38,coot_observed.csv,1.730220419621018823124483721,1.042,1.882,2.572,7.924,0.918,7.26,5.083,0.265,7.21,18.053,0.021,0.226,0.014,2.41,10.35,10.39,9.852,9.180,0.382,17.977,8.772,11.771,5.773,0.215,8.66,6.87,6.096,6.89,17.549,31.647,47.955,15.339,1.718,0.185,12.227,117.050,225.901,8.198
+2026-05-21 09:52:39,coot_observed.csv,0.3864496186693348196093437586,1.128,2.455,4.318,3.22,0.763,7.59,7.781,0.225,7.6,15.278,0.008,0.358,0.05,2.62,11.99,10.71,5.188,11.753,5.456,18.05,13.368,13.878,12.858,0.104,7.74,6.39,3.357,7.23,9.146,11.619,7.444,15.794,1.501,0.217,12.072,55.780,105.08,6.48
+2026-05-21 09:52:39,coot_observed.csv,0.7396168623670497520842131662,0.979,3.345,3.591,3.177,0.367,6.68,11.391,0.173,6.86,19.116,0.035,0.568,0.018,0.93,11.99,11.28,2.153,13.086,9.612,16.56,7.053,2.757,11.349,0.176,9.01,6.5,4.881,7.17,20.26,29.205,40.266,18.144,1.509,0.104,12.103,63.304,119.092,7.517
+2026-05-21 09:52:39,coot_observed.csv,0.3963073050676565761606662103,0.753,0.937,4.794,0.349,0.642,7.67,14.835,0.232,7.58,21.072,0.03,0.439,0.001,0.9,10.83,10.81,3.577,16.926,18.606,15.245,3.783,4.078,3.488,0.167,8.89,8.19,4.28,7.44,8.58,31.071,52.659,9.483,1.314,0.043,12.07,75.680,144.283,7.076
+2026-05-21 09:52:40,coot_observed.csv,1.091386398605394562174648430,0.748,2.542,3.547,1.589,0.291,6.68,5.686,0.254,7.58,25.029,0.017,0.733,0.02,3.4,10.42,11.14,8.713,9.284,15.766,2.802,4.686,6.618,2.755,0.136,9.83,7.1,5.757,7.38,12.274,36.671,72.264,1.078,1.001,0.158,12.119,53.170,99.619,6.722
+2026-05-21 09:52:40,coot_observed.csv,0.3589494843993772472845529743,0.912,1.866,4.11,6.641,0.924,6.8,10.355,0.332,7.4,21.723,0.005,0.395,0.032,1.22,11.52,11.28,11.99,11.780,6.249,17.311,10.018,9.239,10.798,0.016,8.31,7.87,7.327,7.35,18.177,37.032,73.575,0.489,1.215,0.017,12.224,72.480,133.565,11.394
+2026-05-21 09:52:40,coot_observed.csv,2.301105613086631841669013822,0.609,2.566,0.946,3.704,0.854,7.26,6.431,0.183,7.3,9.47,0.03,0.285,0.003,0.7,11.16,10.85,5.831,5.585,10.143,1.027,5.832,5.219,6.445,0.114,9.64,8.11,4.886,6.99,16.295,26.626,45.574,7.678,1.592,0.115,12.156,57.966,107.188,8.745
+2026-05-21 09:52:41,coot_observed.csv,0.2971795550347220516598024395,0.729,3.085,5.087,3.286,0.867,6.6,9.162,0.363,7.17,20.04,0.071,0.586,0.018,2.54,10.53,10.63,7.949,13.818,19.786,7.851,11.008,9.82,12.195,0.132,8.56,7.99,2.479,7.19,22.39,14.864,16.504,13.225,1.146,0.07,12.034,118.324,231.458,5.19
+2026-05-21 09:52:41,coot_observed.csv,0.9234661133277681736090487319,1.207,3.111,1.899,4.636,0.375,6.99,7.157,0.072,7.09,27.009,0.039,0.491,0.014,0.73,11.24,11.38,7.0,1.265,0.529,2.001,2.170,1.025,3.315,0.233,7.73,6.62,6.289,7.0,13.834,14.258,19.393,9.124,1.206,0.113,12.071,119.766,228.243,11.29
+2026-05-21 09:52:41,coot_observed.csv,0.9366591783257649864723217244,0.998,1.849,3.549,6.135,0.604,6.39,7.907,0.275,6.63,9.106,0.087,0.661,0.005,2.42,10.69,10.49,6.036,17.082,18.109,16.056,8.684,6.056,11.313,0.071,9.17,6.6,4.102,7.05,22.377,21.011,28.991,13.031,1.747,0.307,12.043,118.614,227.216,10.012
+2026-05-21 09:52:42,coot_observed.csv,0.1988119643390777811541284668,0.962,1.198,1.332,7.061,0.768,6.96,3.702,0.083,6.74,19.758,0.028,0.342,0.026,3.31,11.3,11.12,2.728,9.763,18.737,0.789,8.132,3.838,12.425,0.074,9.53,7.79,4.415,6.94,16.101,4.816,7.403,2.23,1.15,0.281,12.16,95.483,184.447,6.519
+2026-05-21 09:52:42,coot_observed.csv,1.405819267274009026469398694,1.085,1.156,4.69,0.942,0.914,6.36,10.16,0.311,7.09,9.293,0.077,0.55,0.007,1.88,10.38,11.25,10.137,17.247,16.381,18.113,6.032,11.601,0.464,0.231,7.54,8.42,3.083,7.47,21.227,24.514,41.136,7.891,1.665,0.222,12.019,61.422,108.805,14.038
+2026-05-21 09:52:42,coot_observed.csv,0.2494639906004445511005585896,0.673,1.831,4.06,3.682,0.343,6.77,11.28,0.225,6.97,19.732,0.004,0.144,0.006,3.47,11.74,10.26,2.881,12.592,7.845,17.34,10.368,12.105,8.631,0.18,10.03,8.31,6.215,7.09,19.108,14.666,23.418,5.914,1.478,0.263,12.097,122.132,233.118,11.145
+2026-05-21 09:52:43,coot_observed.csv,21.54613351712416699614704273,1.072,2.149,0.142,1.112,0.166,6.63,14.854,0.4,7.13,24.596,0.084,0.421,0.034,2.05,10.69,11.43,3.531,13.424,11.958,14.89,12.850,13.397,12.302,0.052,10.18,6.23,4.017,6.66,12.517,26.318,34.155,18.48,1.709,0.254,12.098,85.862,158.617,13.107
+2026-05-21 09:52:43,coot_observed.csv,1.703044703041586605411994326,0.648,2.374,3.567,0.061,0.883,7.68,4.297,0.044,7.32,23.056,0.073,0.707,0.034,2.16,10.95,11.35,3.66,10.518,4.074,16.962,11.365,11.259,11.471,0.16,10.28,6.45,2.328,6.61,10.225,9.568,7.672,11.465,1.779,0.038,12.161,62.678,110.74,14.617
+2026-05-21 09:52:43,coot_observed.csv,0.6862312708231663426963239104,0.849,0.832,4.082,1.167,0.864,6.77,6.818,0.116,6.75,18.121,0.003,0.097,0.044,3.23,11.32,11.29,5.098,6.044,0.829,11.259,13.618,13.922,13.314,0.06,9.8,7.2,5.775,7.44,10.949,28.891,49.34,8.442,1.624,0.106,12.106,95.137,185.534,4.74
+2026-05-21 09:52:44,coot_observed.csv,2.424079962660050245168169708,0.661,1.513,4.597,0.576,0.485,7.74,5.304,0.184,7.23,24.405,0.083,0.343,0.024,1.35,10.01,10.96,8.502,11.450,16.272,6.629,1.421,1.65,1.192,0.185,10.33,7.02,7.285,6.89,11.733,22.357,36.594,8.12,1.754,0.298,12.05,72.392,132.9,11.883
+2026-05-21 09:52:44,coot_observed.csv,16.31995154677306917860607729,0.7,0.288,1.019,0.35,0.748,7.23,15.802,0.437,7.38,21.131,0.081,0.391,0.041,1.58,10.08,11.1,8.886,17.764,15.528,20.000,13.090,13.387,12.792,0.128,9.53,8.37,5.859,7.15,14.787,10.388,13.099,7.678,0.981,0.139,12.266,81.282,152.831,9.732
+2026-05-21 09:52:44,coot_observed.csv,0.3944996026689986730343392335,1.099,0.94,4.259,7.343,0.507,7.02,3.48,0.166,6.81,21.882,0.044,0.013,0.012,1.01,11.45,10.41,4.318,8.466,15.889,1.042,6.730,10.777,2.684,0.215,9.83,7.68,7.083,7.17,6.795,27.364,47.247,7.482,1.604,0.008,12.208,59.125,111.792,6.458
+2026-05-21 09:52:45,coot_observed.csv,0.3191528286341280198750723244,0.703,3.078,4.665,7.692,0.742,6.81,7.474,0.102,7.0,15.972,0.027,0.022,0.049,3.27,11.2,11.48,10.926,10.772,17.49,4.055,5.160,7.887,2.433,0.139,8.61,7.74,3.018,6.84,11.129,36.089,67.297,4.881,1.516,0.16,12.147,97.144,187.092,7.197
+2026-05-21 09:52:45,coot_observed.csv,1.852835243737053073354101726,1.114,1.223,0.84,4.621,0.831,7.09,4.479,0.427,6.75,9.334,0.077,0.607,0.016,2.33,11.29,10.44,7.514,13.258,14.386,12.130,11.074,10.755,11.393,0.243,8.33,6.29,3.335,7.21,17.568,14.350,22.436,6.264,1.689,0.008,12.149,97.445,188.271,6.619
+2026-05-21 09:52:45,coot_observed.csv,1.363178556513710187555499510,1.206,1.468,4.079,4.825,0.17,6.92,5.88,0.009,6.82,24.896,0.035,0.084,0.033,2.36,11.02,10.77,8.734,4.715,5.243,4.187,10.148,9.596,10.700,0.231,9.26,7.91,7.452,6.93,11.898,36.824,58.463,15.185,1.246,0.155,12.009,75.729,146.874,4.584
+2026-05-21 09:52:46,coot_observed.csv,2.725515611395565312009953755,0.695,1.846,2.493,5.918,0.841,6.43,4.205,0.112,7.0,8.531,0.038,0.658,0.047,1.09,9.63,10.92,10.543,9.350,8.832,9.869,7.972,2.387,13.558,0.212,7.58,7.32,4.176,7.19,6.995,38.192,70.908,5.475,1.676,0.243,12.036,120.107,227.526,12.688
+2026-05-21 09:52:46,coot_observed.csv,0.3066613108257367786584227805,0.767,2.748,4.122,1.829,0.275,6.31,7.132,0.341,6.86,19.662,0.062,0.116,0.047,3.44,11.96,10.25,4.763,17.384,19.083,15.685,11.714,11.971,11.457,0.22,10.39,8.22,2.569,6.95,16.966,30.110,56.108,4.112,1.409,0.183,12.129,120.747,231.577,9.917
+2026-05-21 09:52:46,coot_observed.csv,0.2768526903505884146355277146,0.795,2.985,0.492,6.672,0.528,6.45,4.08,0.292,6.62,23.037,0.042,0.182,0.049,1.72,10.85,10.41,3.394,7.468,1.76,13.177,11.507,11.345,11.669,0.182,8.45,6.41,5.25,7.05,15.947,46.959,79.757,14.161,1.182,0.028,12.256,77.818,147.786,7.849
+2026-05-21 09:52:47,coot_observed.csv,1.495348506773377467524034450,0.678,3.692,5.201,0.8,0.921,7.01,6.871,0.279,7.59,11.688,0.071,0.704,0.024,1.23,10.1,10.56,9.011,8.292,10.56,6.025,6.834,4.492,9.177,0.08,8.22,8.03,4.162,6.71,15.737,31.938,60.591,3.285,1.532,0.346,12.127,93.270,181.927,4.614
+2026-05-21 09:52:47,coot_observed.csv,0.2324678736848905857208476134,0.756,2.432,4.884,0.809,0.099,6.92,10.456,0.328,7.11,24.855,0.01,0.223,0.008,3.21,9.68,10.37,4.717,7.790,5.547,10.032,6.430,7.72,5.14,0.074,7.65,6.49,5.434,6.78,6.645,16.330,27.082,5.578,1.507,0.039,12.06,102.962,200.242,5.682
+2026-05-21 09:52:47,coot_observed.csv,0.4530010389121908457466107627,1.172,1.158,2.501,7.115,0.397,7.69,10.104,0.224,7.43,12.328,0.038,0.094,0.001,2.87,11.46,11.14,10.941,13.782,14.648,12.915,11.081,10.802,11.36,0.187,9.66,6.91,5.631,6.67,23.222,20.556,31.044,10.067,1.215,0.187,12.06,99.854,187.192,12.516
+2026-05-21 09:52:47,coot_observed.csv,1.001176632116600193302401915,0.97,1.856,1.144,4.427,0.64,7.36,3.644,0.166,7.37,13.01,0.042,0.316,0.016,1.38,11.05,11.47,7.29,4.654,0.402,8.907,8.951,7.662,10.240,0.08,9.54,6.79,4.326,7.34,12.395,2.767,3.301,2.233,1.54,0.218,12.255,123.668,234.778,12.558
+2026-05-21 09:52:48,coot_observed.csv,0.3068266173265888162292664648,0.741,1.929,4.413,0.863,0.748,7.53,12.647,0.193,7.08,22.191,0.081,0.71,0.018,3.3,11.59,11.46,2.865,9.239,5.561,12.917,2.006,2.424,1.587,0.167,7.92,7.01,0.896,6.85,18.238,11.702,6.049,17.356,1.27,0.23,12.283,72.226,131.918,12.533
+2026-05-21 09:52:48,coot_observed.csv,0.2412107163129679558109853178,1.026,2.444,2.08,3.944,0.735,6.25,15.984,0.126,6.7,8.013,0.055,0.525,0.038,1.07,10.34,11.45,7.208,5.164,5.264,5.065,5.404,2.201,8.608,0.027,9.21,6.3,0.813,6.69,6.994,30.692,56.45,4.934,0.951,0.248,12.079,102.527,192.837,12.217
+2026-05-21 09:52:48,coot_observed.csv,0.2141208213574313575176726511,0.652,0.345,0.141,1.812,0.853,7.61,13.894,0.098,6.99,26.458,0.06,0.29,0.049,0.67,10.11,10.38,8.573,8.046,13.7,2.393,11.874,13.873,9.875,0.012,7.6,7.28,2.432,7.35,10.728,38.724,65.8,11.647,0.922,0.114,12.187,117.206,228.898,5.515
+2026-05-21 09:52:49,coot_observed.csv,0.1729608201903225571169654418,1.185,3.021,5.902,3.643,0.378,7.01,4.991,0.41,7.63,16.55,0.014,0.428,0.006,1.44,11.52,10.63,9.67,4.183,0.971,7.395,5.341,2.665,8.017,0.241,8.11,6.16,3.095,6.65,21.668,33.100,63.811,2.388,1.165,0.006,12.276,76.760,144.595,8.925
diff --git a/modelling/data/abingdon-all/resident/coot_simulated.csv b/modelling/data/abingdon-all/resident/coot_simulated.csv
new file mode 100644
index 0000000..4eef432
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coot_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.85,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.806056,0.1,0,0.01,0.948301
+RungeKutta4,2,0.2,0.770772,0.1,0,0.01,0.906790
+RungeKutta4,3,0.3,0.742880,0.1,0,0.01,0.873976
+RungeKutta4,4,0.4,0.721229,0.1,0,0.01,0.848504
+RungeKutta4,5,0.5,0.704769,0.1,0,0.01,0.829140
+RungeKutta4,6,0.6,0.692542,0.1,0,0.01,0.814755
+RungeKutta4,7,0.7,0.683672,0.1,0,0.01,0.804320
+RungeKutta4,8,0.8,0.677361,0.1,0,0.01,0.796895
+RungeKutta4,9,0.9,0.672886,0.1,0,0.01,0.791630
+RungeKutta4,10,1.0,0.669596,0.1,0,0.01,0.787760
+RungeKutta4,11,1.1,0.666914,0.1,0,0.01,0.784604
+RungeKutta4,12,1.2,0.664289,0.1,0,0.01,0.781516
+RungeKutta4,13,1.3,0.661227,0.1,0,0.01,0.777914
+RungeKutta4,14,1.4,0.657323,0.1,0,0.01,0.773321
+RungeKutta4,15,1.5,0.652263,0.1,0,0.01,0.767368
+RungeKutta4,16,1.6,0.645827,0.1,0,0.01,0.759796
+RungeKutta4,17,1.7,0.637884,0.1,0,0.01,0.750451
+RungeKutta4,18,1.8,0.628386,0.1,0,0.01,0.739277
+RungeKutta4,19,1.9,0.617360,0.1,0,0.01,0.726305
+RungeKutta4,20,2.0,0.604901,0.1,0,0.01,0.711648
+RungeKutta4,21,2.1,0.591160,0.1,0,0.01,0.695482
+RungeKutta4,22,2.2,0.576332,0.1,0,0.01,0.678037
+RungeKutta4,23,2.3,0.560644,0.1,0,0.01,0.659580
+RungeKutta4,24,2.4,0.544340,0.1,0,0.01,0.640399
+RungeKutta4,25,2.5,0.527672,0.1,0,0.01,0.620790
+RungeKutta4,26,2.6,0.510889,0.1,0,0.01,0.601045
+RungeKutta4,27,2.7,0.494225,0.1,0,0.01,0.581440
+RungeKutta4,28,2.8,0.477895,0.1,0,0.01,0.562228
+RungeKutta4,29,2.9,0.462088,0.1,0,0.01,0.543632
+RungeKutta4,30,3.0,0.446962,0.1,0,0.01,0.525837
+RungeKutta4,31,3.1,0.432641,0.1,0,0.01,0.508988
+RungeKutta4,32,3.2,0.419219,0.1,0,0.01,0.493198
+RungeKutta4,33,3.3,0.406758,0.1,0,0.01,0.478538
+RungeKutta4,34,3.4,0.395290,0.1,0,0.01,0.465046
+RungeKutta4,35,3.5,0.384822,0.1,0,0.01,0.452730
+RungeKutta4,36,3.6,0.375338,0.1,0,0.01,0.441573
+RungeKutta4,37,3.7,0.366805,0.1,0,0.01,0.431534
+RungeKutta4,38,3.8,0.359176,0.1,0,0.01,0.422559
+RungeKutta4,39,3.9,0.352393,0.1,0,0.01,0.414579
+RungeKutta4,40,4.0,0.346393,0.1,0,0.01,0.407520
+RungeKutta4,41,4.1,0.341110,0.1,0,0.01,0.401304
+RungeKutta4,42,4.2,0.336475,0.1,0,0.01,0.395852
+RungeKutta4,43,4.3,0.332422,0.1,0,0.01,0.391083
+RungeKutta4,44,4.4,0.328888,0.1,0,0.01,0.386926
+RungeKutta4,45,4.5,0.325813,0.1,0,0.01,0.383308
+RungeKutta4,46,4.6,0.323143,0.1,0,0.01,0.380167
+RungeKutta4,47,4.7,0.320827,0.1,0,0.01,0.377442
+RungeKutta4,48,4.8,0.318820,0.1,0,0.01,0.375081
+RungeKutta4,49,4.9,0.317083,0.1,0,0.01,0.373037
+RungeKutta4,50,5.0,0.315580,0.1,0,0.01,0.371269
+RungeKutta4,51,5.1,0.314280,0.1,0,0.01,0.369740
+RungeKutta4,52,5.2,0.313156,0.1,0,0.01,0.368417
+RungeKutta4,53,5.3,0.312184,0.1,0,0.01,0.367274
+RungeKutta4,54,5.4,0.311342,0.1,0,0.01,0.366283
+RungeKutta4,55,5.5,0.310612,0.1,0,0.01,0.365424
+RungeKutta4,56,5.6,0.309974,0.1,0,0.01,0.364674
+RungeKutta4,57,5.7,0.309409,0.1,0,0.01,0.364009
+RungeKutta4,58,5.8,0.308883,0.1,0,0.01,0.363390
+RungeKutta4,59,5.9,0.308288,0.1,0,0.01,0.362690
+RungeKutta4,60,6.0,0.306925,0.1,0,0.01,0.361087
+RungeKutta4,61,6.1,0.300104,0.1,0,0.01,0.353062
+RungeKutta4,62,6.2,0.272513,0.1,0,0.01,0.320602
+RungeKutta4,63,6.3,0.223961,0.1,0,0.01,0.263482
+RungeKutta4,64,6.4,0.177868,0.1,0,0.01,0.209255
+RungeKutta4,65,6.5,0.142396,0.1,0,0.01,0.167523
+RungeKutta4,66,6.6,0.116441,0.1,0,0.01,0.136987
+RungeKutta4,67,6.7,0.0976443,0.1,0,0.01,0.114874
+RungeKutta4,68,6.8,0.0840014,0.1,0,0.01,0.0988236
+RungeKutta4,69,6.9,0.0739740,0.1,0,0.01,0.0870267
+RungeKutta4,70,7.0,0.0663762,0.1,0,0.01,0.0780881
+RungeKutta4,71,7.1,0.0602514,0.1,0,0.01,0.0708824
+RungeKutta4,72,7.2,0.0547722,0.1,0,0.01,0.0644363
+RungeKutta4,73,7.3,0.0491676,0.1,0,0.01,0.0578426
+RungeKutta4,74,7.4,0.0426871,0.1,0,0.01,0.0502185
+RungeKutta4,75,7.5,0.0346198,0.1,0,0.01,0.0407275
+RungeKutta4,76,7.6,0.0244326,0.1,0,0.01,0.0287425
+RungeKutta4,77,7.7,0.0151480,0.1,0,0.01,0.0178195
+RungeKutta4,78,7.8,0.00902458,0.1,0,0.01,0.0106154
+RungeKutta4,79,7.9,0.00517043,0.1,0,0.01,0.00608106
+RungeKutta4,80,8.0,0.00286340,0.1,0,0.01,0.00336690
+RungeKutta4,81,8.1,0.00154715,0.1,0,0.01,0.00181837
+RungeKutta4,82,8.2,0.000825897,0.1,0,0.01,0.000969833
+RungeKutta4,83,8.3,0.000440597,0.1,0,0.01,0.000516538
+RungeKutta4,84,8.4,0.000235939,0.1,0,0.01,0.000275763
+RungeKutta4,85,8.5,0.000127226,0.1,0,0.01,0.000147865
+RungeKutta4,86,8.6,0.0000692883,0.1,0,0.01,0.0000797030
+RungeKutta4,87,8.7,0.0000382123,0.1,0,0.01,0.0000431429
+RungeKutta4,88,8.8,0.0000213891,0.1,0,0.01,0.0000233509
+RungeKutta4,89,8.9,0.0000121740,0.1,0,0.01,0.0000125094
+RungeKutta4,90,9.0,0.00000705547,0.1,0,0.01,0.00000648769
+RungeKutta4,91,9.1,0.00000416734,0.1,0,0.01,0.00000308988
+RungeKutta4,92,9.2,0.00000250967,0.1,0,0.01,0.00000113967
+RungeKutta4,93,9.3,0.00000154095,0.1,0,0.01,0.00000
+RungeKutta4,94,9.4,0.0000194736,0.1,0,0.01,0.0000210972
+RungeKutta4,95,9.5,0.00103442,0.1,0,0.01,0.00121516
+RungeKutta4,96,9.6,0.00362660,0.1,0,0.01,0.00426479
+RungeKutta4,97,9.7,0.00753083,0.1,0,0.01,0.00885801
+RungeKutta4,98,9.8,0.0125596,0.1,0,0.01,0.0147743
+RungeKutta4,99,9.9,0.0184946,0.1,0,0.01,0.0217566
+RungeKutta4,100,10.0,0.0249959,0.1,0,0.01,0.0294052
+RungeKutta4,101,10.1,0.0316463,0.1,0,0.01,0.0372293
+RungeKutta4,102,10.2,0.0380950,0.1,0,0.01,0.0448160
+RungeKutta4,103,10.3,0.0441521,0.1,0,0.01,0.0519420
+RungeKutta4,104,10.4,0.0498028,0.1,0,0.01,0.0585899
+RungeKutta4,105,10.5,0.0552306,0.1,0,0.01,0.0649756
+RungeKutta4,106,10.6,0.0609814,0.1,0,0.01,0.0717412
+RungeKutta4,107,10.7,0.0683278,0.1,0,0.01,0.0803841
+RungeKutta4,108,10.8,0.0795502,0.1,0,0.01,0.0935869
+RungeKutta4,109,10.9,0.0973255,0.1,0,0.01,0.114499
+RungeKutta4,110,11.0,0.122632,0.1,0,0.01,0.144271
+RungeKutta4,111,11.1,0.152432,0.1,0,0.01,0.179330
+RungeKutta4,112,11.2,0.180410,0.1,0,0.01,0.212245
+RungeKutta4,113,11.3,0.204514,0.1,0,0.01,0.240603
+RungeKutta4,114,11.4,0.225447,0.1,0,0.01,0.265230
+RungeKutta4,115,11.5,0.243820,0.1,0,0.01,0.286845
+RungeKutta4,116,11.6,0.260134,0.1,0,0.01,0.306038
+RungeKutta4,117,11.7,0.274805,0.1,0,0.01,0.323298
+RungeKutta4,118,11.8,0.288176,0.1,0,0.01,0.339029
+RungeKutta4,119,11.9,0.300528,0.1,0,0.01,0.353561
+RungeKutta4,120,12.0,0.318723,0.1,0,0.01,0.374967
+RungeKutta4,121,12.1,0.364717,0.1,0,0.01,0.429077
diff --git a/modelling/data/abingdon-all/resident/coot_simulated.png b/modelling/data/abingdon-all/resident/coot_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..0427746b52619b16526544f0a1870260b6c0f3ce
GIT binary patch
literal 30503
zcmb5W1z1$u7dH$dp@@jmttgU1cZ-BH5=tY8hzdi)&>^C<fS|M>VGz<WlysNU3|$ff
zGjzUtjBDKc{lE9U&vWnGXHT&AIeV|QezDFo4K)R#)6}Q2u&{`3C|<vbg>}LQ3k!RK
z01u1^^o-7c7g0yK+m2e$dyX!5>@BcV?>O2%f;v93GGlbMuy?S6+VDYmxFI4OjQ1TK
zZ5>3pxUB#A1O#et$;B++rw4xJl&zwk0~QwX9n8PjSyGu+SXj<cH?GTQyC$rR;k#<<
z4CAi}RZ{edUA%bi#On(|EU5&SrlxX&$gVdOu`gTRxh2#8DQ8TF^rO#h62jZ(a8J@i
zJbrwh;MB#(+KNn-vAapz^<qyVq$%&sbtdc|?}prE)>=J4wj{cAN^Bd_B&uaHfmvX6
zpD`$+!2AzZJ0UJ3c=2gW!8!?EyD3S1zzY_&|A}+pMcP~g>jZecf9A9_c)<#l!6pDN
zDLgD#*x;2P@BjMCL@-p#)t1J_j9c5Y`|F3b`5%lc^*_XqRk$Q?R#BLEd@N-NqZ4DM
zZ|l0F7|;ErOL9NN!^0!1xHyJmY;(XweZa^iaX1*;^gQ^>+6U)uLAJKGNU5onN)T@B
zWaQ)z?j?F0tT%16vgdB>9X)^ke6RhHwROwLNc`0F^kSzN@=bkxJz76T2;n*%{i#_y
z$#Y9jzuHSek5`M++`xc_Q!oGVYW1;~y^D*~ipzW5?DM$n6i?OE)XY4);)QZ=HRQYw
z3JSVT0(U_o`n<Lm(!zVeq-FNER``aNaI$c58GV9|4w2q{_zWJ>?7AOP7W*>$0vWs%
zqnK4w8yn@L;E3sPDK#P@qPy9+j5LxSrOl5z;sgpG4e`c_!+1T>9YXvzqr&>7wy$g3
zE}3KRfKLatl@*`T;$+IrY;RZ5%yVhX^`3oktJk_@OkOlG>}a>kyEh(Mb;Dt<{dJ<4
z%gt-oPLPq3M!Y>;ldc@=Y=9L;$>S#<POr*UwUc_om_}N4>s^(oPorH=69e~hnAj?#
zl$6vS()(E1#QU)5hO>m7I+Mu<s_kfm2f8D3wDHxL>vZS_s*OuaMdi$x=l0k;&g3h0
zj*f*{g0&JJ6o$6Gw*wO;4%X@lt@@Zh9?`okyw>t+l6c}#p}&KSi1n>zbX+MqnRjmi
z`(z#?g|X}F9U(EX{pb-sUfzYchdCq_jR}c~ay`v*W|o|soT*p+2^p)xb91>=6NH}&
zLJ=N~>&B|8s)eStCs5nlSBZ&<%fG&R@3w3`Io3C-e1VdZ#kq%wUi>A(9a*WhTHv|w
zyiP6Nzx2v7>2+Qn_eb$qV>ebh5&P@jQiw0xV=m*GHa0n4B@iTv?{RQ&@B-P4$BsZ5
z#f=^W0^&vm(}Rh)4jmtDS8K`11sq8pl;acAze)B!(yQi3Z0gj})eZV|SzO!@jyyWt
z4^E9ruHdUW`uaXMXsq`@KVfk;)+A><pry;;)-45O^>NjalWU38H0^5HJUz9rZHlWD
z{3xe#OP|LkS8Q{0bINn=P+USn4yrf5{pRlIuBT(>!}tX&suJrFW-rXImanwTj@v<v
z)Jt#02g6ylG7{{?N{YZn4~A4M=l2Ck-Lte*INtU?zB>HetSd=ks_jBG6w+F1y)s<1
zRM<o>;ii4JdF9iWFFG6N9paZpb(=z{n7rnUI$HNvMlZCtHNYH?#7;!`I=SFtDa!BW
zA^S4Jj|3qq(Z*3t^zI>}qoddD1RnNt@JKF#+4Orypdp&8H)f3Pefjbwbxl!Km5jkm
zVsamyW4S65&wb~_;YOc2zj<Rw-|8(xLk>ylT^v-^{_2H>j_q-8^^$R~3fJr$2E;Mg
zul2$bM{7Cn-lfhbxrf=5FEStAuJk@!GMRFQU`5j>p%?E=HrbOStM(!3nVG?U;damK
z85Rz(k85y<HPqD3Rvzswr9Ry`+#YYKt(75t+FHtQ3~3BVy?KA#1_trkExUB-(*33|
zy2ATCmqfh|c33O&L<qe&A!@<{{r$RoAdJY_eUcNSc-y+C>Fh7Bpb+dG6&2NhM)~3!
zF54PRjHMXXtnW{r$lx=^7srbn5JT$D?%R{RC7pQk)rtx>=74?Bqrk8@lHdoO-Vb4r
zs%n~7y>a99+}u5C5&Id|5(k>81e>zi7-LR`V~I72E0804*bK?Xqf(!lgi;>{G3O6e
zmG<s)n@vlJgcgtoyM&$d$=(n|U5bo<J$Fb$Fh%h8I}hyXCf2E`sp~SG*6B<8czF**
zvA8RA-s{>?ys&AD;Vkd%y=mm-Rke!lk{a0E-(N~dNT_#eNRKss7aSfwARs9C75Weg
z9Z-GAEkkkPLRz);VBVc_D!zLO>rSy8dY6oEeRM$@+Z`skuZqlifpC~snuyFTJ=_{`
zs;#Xp&(F`-T6I6%99V+G;f|Qyx>syHQg4n=ME&OBg9p9i$S=1{$VxKP(-)!BvnwMd
z&|HV<{iH>SssmKplz`x)LB^cpy`|i#Jp~3&$JRqZ>tV;?6@Pr<e$_bs#lm@yuWvIQ
zZES4H>jH_B?f1>YB{B*M3i@VeXP+%e9d1OqcH+~!P87~hY^G1l$BDVDT5W5hmLAP_
zCQgYAe9&{yAE6R>5S>$2rsuuy&?Vv0>TY@9C0d=CkU(q4;1!lMT>mP@t|wJ4)l*kj
z_bZg0m9=MRWF)y)w;T<UKtl1+kRL8#{fhh6a?fVt2fYHvu&}W5<>g0*)^c)kq9DqQ
z$x#@+sa|;<NPoVo&01PhODk<@AU7Gp%X<@SB4!(9H8n}js2sdAlqvC&o^H7@#5MY+
z6x=>Rt}c|@Z|u5GBd2B&5{RPr%d4U=)SHFp({_pi0s`8)y37!;N`C8M{?^vkUIu~o
zN|{lyPbHiEjiEFR)uXb#dIJb?M0#swD4%5~sT6x#Ers#f)t2d`#?I2FY&0c*x=Vmd
z+pC~n|7N|9PD}mIV`F0%uvg&iY4V}xw`a%VEbF>z+d3=r6O;W1=orfO+PJEp?%PR@
zq8q0h%D<|H({A%RAriZmUb+aN-B#i_r|H>O4{xrOD$uuOe$djI7;6{5>*L-{`fwnJ
zOv2Tu$-=n-nfVYYIE^rGtRwDxf}Zo&FWnYnV^i{Wx3$e%s6ARK8Q<t?60zlCCid4@
z6P+I|b$Q{g<F2f?jm29FF~uU|G^t7eSBmj83%znv!^v<St+kgTkkTaAsZ(}~YBz2?
z8<c3T$Uj2GRzIDm;l2Bm(!H_b%agNo!_!M>h%7?&{qhs-HQ~ZeC1vFX;nElEw}O<_
z+j^*wY%40e6G&0Dj+fD8v(aXL!FM_Z85vV<wT;qwg&pp12VXl>>8hO;l)ZMX-jz>w
z?Rg%YFqt@dBDD%FEbm2Zw0^s*v$S;bT2>~Hf8#kC8urHab%+UKtYgO#A<^FO0P5&v
z65=xJ3>ofvJaQ4)yD}_Eh3uT=dAYm0Yql*_Vr}7KJFw4lBypU$;ryyY<klr05l}yA
zkZfzPC}2C};%)2Ns^f((P7yoKGUCuHG)Y*GX-c|sl`mY<eEeuIPi7+$4)&wjBRX}S
zI`i_*z<k=#Ha?ftQ5$4mQTI&kekChb$YPBzPUhWDZ5<5^6s%*5Z?l#{lKtJ!!Qgr>
zr4xd9^#08a4BJ(x+oG#wGpYVfC!Hk*ud9v{?o9X-2YrkmrD>j~fvL<6tx<~45=zhG
zh?ZvEwX(7@3t~{NZyPO|z{_(6r4+|W3YAv4^MP+Gz6VQ1nd>c+fwZd?b(QMyr59YI
zG>vi>87_BgVGou-O*9Q{CkM-J1rT<3Ml(HzQ5ZsF(n>;x-hV>IhHK1@Eh=#lZ$Gjb
z%9o?P-Up*tD&ruO!k5|}LI{l`K_PUmVx{Xd;b7m=nvD)5N32VvNukre>!G?t)Tk~g
zJj6qzmF$+GOokzsVFbz}IN1aBY@ukTSOgr@0?Evq3+pn%9?^w<#4jg{yYMe1u1KG=
z3H0Dr8Q6MD%i2{r1V4IFJl1y@J)XQ$$&0A$s0{L0Bk)n-#yeNzxAr__l)YIY1{El^
zZM<&n5zXXX>QbWoVTqC*cbm~(opQT(<FS;-_w;Xr6cyp~mOfsAdS93xjW#Y$ikUWC
zd)c(=3{7H(TrYK<m<kS`(vkcOTfR(@tuC>tUBa-O7|d=Qvl_(dbv6m{IJhEb=jcE@
z1U-pRO$wS<sZ5fnJZm{x<g!sTV0@u%oDM<OWsXbcLCVb)oUhiUpx)N(nxkaVYrm>D
z`x?(<WN58anf}7?<_CJiypCiklMQ|J{z_1Fimhh5L|8)4=eJsNTrTrQV;=Qf>T-1w
z3#||f$m6KUNVQjSPcj`QM_q>*B+GBXazA8lx0&PaLO-IP*JANX6Epe*Oy01At@0+R
z&E!<9o}WIs>mTZ_y5k?|j=PH!E;YC#t0|&N=AB~qv6-Q86sH0F=Y4%&z{X>jvN78_
zBC|*XNd1ni%~F4MX8XVZOrJvXzF(8hy8YUcU2OwCi!B$;u}6-p-Y(;bRn4i77KVi=
zUuMfs)6=Cp8g7+4IB~?Eh3%$J9!@hHpVKO0aor=Y>Xdlzk%14PFKr5P@7m!Jw`5@O
zNaG-+&{UT?EM!S2+o_s~RIcBfz;W17Arohy9}g!yg|KMZwZHfY_uO`)9Z72gzmyb(
zydivzpZh?}LSk)NBo`EZH$teELCkKBPEO7=oiwUW;LJ6tO3q&@WKX&oFkd}=;)Q#;
zE1kU<kG#5$dfOmOC@<2$rNPO?)%bd6a&m0bd*?=6`t57zT16AD-SlR^rjR+1pEm0&
zok!8lu7_(09tXxS#C6HFfNI8d3c92RinS68qslD}Y*Jjus$edoI4vf3OG`8s%Vu$`
zU9(PZ+dIfKBVUa3O%F^NH}R>apEP~(S@H~(ba3=rao5v9Ij(L&3k&z{tgNlcO4g$(
zKuO<&i;KHROH1qc`t|E__FVW)6}mLny~RwYQ>RXeLZQ$^P{l$71$DRE`MMH#brfB+
zy!iR~pT1T0@bqlhV8G;%zHY}vyeDK76icg>+r~z&uBErn8q+6b+?#EEvA56CSM$N3
zWHq|USqS%rwRQGO`zNulyj_Y}@9b=QNL39E4laNywPAx3J>NBOg_(J4N7z_0Nie`+
za`Bq0exd?B?79j=D!8SOUz$Df?&=zc?U5!)KF*Y09Ivi^=~v&?rLIzk{zS-?5XqIB
z3kn_MyItGUR-UeV5z*14hn~E=y!DP(;2Z~{t&Z$uWMt(q^xU&~XBU?N)p$YG(b#c^
zc~-sXVl=38mR8|tHKSxn&-z0sC>o7muw7Q<NVk=#o4!1*I<hXet?$@&e=(b@`rzgV
zA&ajGox);CY;)jmlXkVO1doeZ_BsW<{QOz_IdL`g)~#D(Gc8e0V$RFLD<ZqdISd$C
zX&V~SJMi?_Un$8P3(xF)794z`Z^*I3a(VD$IRIH@14xn@{lT^4&yZ`_ST$~IIrmnn
zW)S*Gt`#M&E`r-O_PG{N_p@K>D;ve_1h(xBzGAasJ^4f_jfEwA71R$D(~_`TYh@EW
z9`OCxKmiu5t=qixTQwEsng_li-8cYKSANP|pB5o0+YW1za2Apgz`BjU0id^Z?wSm*
zM<a=(^gRF<6^UwsUgLiU=HI^c8xp@DbIjA{p{e=&<w?@32j7T`^)sHJ^e`*G0-}q#
zEVkn1AgS4d=K!~3#rSl|(vg$ji=3AS!)`~>DKF59epc&NtpG8GzU(*&izm((<eCYE
zTWA{@af)U{@70rPV4+@jdnX7d1xu0o%+-z!HxGM62<69+4GW@TUUe{RK4YC=Jf|Ud
z{rbsB1;ov3Bk~Ad+5H&&)6yDp`ufy=jbWyNp%dOc4GFo9YBo^1KhkV)@BTPS8jRhy
zwwC*QjD>|o`mZtY6Dd4`qLSlJ8`mEP8yg#I>*xfOEw;Z&PY(cRr+w2tE)d><uNO~&
z0&{sMC~M?L4<;iokN4MPG~_%zCH@`@sHhP8drZ#Jk^k?phAPkf2ys-*dCYa78ZHt4
z#hLuq#rS98&24S6|Ft0UTUbW`ck?^UshmD_>LLvd4PYufa~byck=0R^l@de@lA~|h
z2<D-nvVYnW^79tp-8fxSUM{+hU+J-na&R-Wu(;CkiZ2jSxp6a!lZH~=*;#OkpJ^ua
zgGE4bD7=<?>+YQl^<)TS{wqiasWedd^X28`&bI^SK5H5n1TQ=<iS90bUeexOHG9WS
z!sp5Dq6cJj5^m8k9D1o+snT3!<>i;y`K}?F^>x9Wqq)3@Eq+T+Pj6$;JiI5j`iQOZ
zcvD_WE2@;`-TU{drH{K42M2GTG?#Ct(Q7+xO#}1CBdjSd7W_Ekve=u>Z(8GHECp%@
zizyzX6+~q`z@YbMnx8u^bYFaM|2`wA%fAlfGOUbOn~Y{c$E!Xg5Ne<ln-XQPwV!Dw
z>EY}QpPd~nungZZx_$fQ;FZMqc=jA(I?-qhrF2@&($bPz+?6~1&6}s=>oQy(G~0Lc
zFUmgAkdg7F99dXcU@^YR%6j7f!os4M5D{+@OGM58G$=TD5rm0U0(yWqN^=2k=I!nM
zwJ(#HPSWG{sLMo+@03@1divdm50wG*B|*j)Y;10(`}kn3BlJ{MLT>AN*$6r>-&Rsp
zO^=BoUr&Iy14`j@GDCh<RZ<v(6eK5{ULx)+t*~@xXz0xB>=kBWRb}N1)xjYlq`8w*
zQ<ria5L8rDQ|kv+J7v**M66L^Y+A%?I~w%pIv85W8?l4tWrd;l=R@>7Jm9W|Iyx_!
zWB6vbTmAg~8>U~Z%fcamugXeI^#kXio)^ULpmAJ0yvWSV%$@w#Ge$RWUIS>v>=5Oy
zs-{N1;)mW^Uw;i~COZ=w;)8?)A%@S<5fP02u!j%dmoi9|M7kUw9X9NXf@ojbxeZ7=
zE&(B-sFIQrSMLPY;Gm%MLnvN8<9Rq_N6=Wev(zDec6Rd2;8PN&>+Tcl#R)>ykm|F9
z#KaUUsSfcSEiJF(;;27X?NqYE0-rnyDsHL1g_^4-v?&05+tkN|;NE+?NZA%K2t*C8
zZWC;To)c`gmT!q4u+!6fRmx(m+cE-@i(%;@i*?L^P;PRLbqsoLR#9DjphT}zx+Ok2
zmT#IXFhR)jb)g;tZ_SN`gX43_P*O1o{H&`;UZ`-j^~vMVHNmw<BLrUJ$BB1n?7T(@
zj?QSHB>M#Y7`l>~2IVQMLKjr&UVG@iiVO{Vf0D3);iZY^CK(99??=Yb_(T+!4laI}
z(Aec%x0X8EVKTCBxl;KRdxorqf%YH}JEMtV>tOQCobPY3Cnty8Bt%6o_O=r-V_>TG
zco2Zz{$6{FSN9IkU2+X$bgPLIgjs>rZ%?3NNPY$qjvTBRh=#=g^YobV=w^Eb)Rm$(
zRWA5C#ZsKW!}?W5MD_p`Qu3zrw(soM6<1YhL_Z!lT5V@m4Cu*SNV$>QbL;pXcL*sU
zq*7eQ@Y{y->rBFAp_^Kbi`b|bqF;Z7W^O8&i`;z2E#GbPE1%?1%hhDkZ}f29Cx7X?
z)Q?VOPNnT~d&llFLho|27h2D7raj>Me1*J(kg^cFV*Po^ho7Os_ry8v+VKZiur`99
zGhxA!A!~h8?*q5+2XV*Z$rdMZ2zEWCw9eWGbmG-DycteH%rEj4LeVvp(h)HtY7RKf
z21Gy8K@9+s;Gb`)g5c~~`M)COyBb=bW&=zJ`X_lbcXs~$Dewar&RT{HFcE*h_l|{)
z?b_eJnw6FHcd~hBYis+*Sk2oBTQ*_v(|L@-WVDLxJUp5!a^0lABJ3dUnScJUudlBn
zJxux3?^h)$Dd}HhAcX!k_LFGOGV4x}`RhFyvMX1v{A&!H?0=0pJ3Id|24<{=iw~wp
zelpV!$Lh+}tM4lb;{4#xi!k?6h!U^DM}}-=W#x}AVXolO(b2!gBqb&PHTLS&tG~v6
zEu_W=`>*$8Km|zluQ3o{|1~BkDEP<NUkd?2KI`8L$<EIH<4c%@yi}!!eM?2(&&wZ4
zm&9LnAlJmZao>A)Hr8>-BK8^jf}5LL@6P)4A^@}8BPhQ+Cvb2`5~(i!I1xmVq&`kg
zPW+Dsx%I0&V7Y|y5G)~^QI<wOl_YUJ(g*-#d3N*tCePA|KHh03fH6JPdu`1G<qnb1
zdkM6HU}b0}s+B#{(0gmh(yHzW(ME^RcsB^3DtV8=O~UH$m^xj9{sQtIsOT(dGrK>3
zz6?nuF2O^89j}(U^jo<V=!iQ($OV@!Dk^dua~jxmO}1!@>FG^ZR<H2fULBj6o0Df!
z2qUc^qo$^AuB-Fk+gwuE-$qhwFOHPtvhbqO=!VV7y1>5YObYc6QRchi&staK0i~W_
zP>?n{YG~)V(EZwRd5}lbR#Z%^Z=%+JQ;Tx#r9#!pLQmS%Uc^P&tdtZVHg@)wo*qrO
z+RdAhJ4PBB=gKN7f(I=8@rY8Vrpy2_b{Vj8eOa1m^`1_miIg-$nd%Ip9y@uZNI-ft
z9J&g+7#J8(^W6(^9k;f&o>^K_#>U3pGh*Z6;W5+OEgKsAXwE7i@Iqf-zup1G%OLKm
zaR3n&jr+Q^v<Pm|)E<}%hCcZ`IH(A!LQ)bE89;qZxd2^g%BvOiTWZ}}8M*4!6mAZK
z!KO^;=_3*oIZ@6|PU)an`KY3VI5-k9Cud;bqQ9l1b0vRPWw$baV#0LY)eF+Nl$w>L
zm@wB2m}m|yGqY5$5R!1N4nXbA|2w(PaWR17FjX~5zat_7rSFTw<W>=e8%^8O^SY=x
zBKGRs3s=>iE_sYsx^LffaNvWvy9aMKy~@wZVtLNV#W(HLxdb?8i`fvd5<TNUCB!IS
z=ZbHjfi2>o{6LfgC=-Rjoz{X^uPS)FwYRe)K^nD)@$+jJsvcEF3LP8S#yi>DpAVlk
zj23M3W>7-d+1X8b+8Zp#36;p$@F^kSVQsCg^>S7PN(e76uc=Qf3RVU1D%hc;bwPp<
zmx7yHc~yr!9=ICt1S)Tl8Mp{xdIw6-XF&GOo!3<zTZN$$2|Ir!)}xU*Cx7euU2CQt
zKIxWyl@Wr@_~WEJkak^Zdg4W|?SAN8zTSP{y9?;#9>Bx8IUR>f9lf0EO6GFLR)57i
zo8X28lSAR-AK&p=To07+7WRiRLeVn)a{=(@B_W`uY@lG$>c7&vfd!IirehPGOLw``
zQs?ah9!w$yC&q_dZ&b79$<9oa`h5f(HZ=}7@T^MVZbG>Gg?9X(=P%+7){N(bc)v6i
zv}QVZ$I`;12_)G2oe3hD%UiQc80~B@y?Gk8^Jy%@v@Cj)u-QQHXRgUBJrRK~iNeyh
zI2{{6ND-7w!DY;mgT^vTr@YI4D~HrS010q6Po7DcI3VTTRpJYa(Q^>a`TvZuioAGh
zn7pfyyLET->z7Q!@hZ;>s+iLuq2c)_(K5eP)+ene7Ek{xryA<~o>PD6w%WA?pK*Sx
zA~dl4*mfMRgAYIcnSe=sQclkvME}S4&C|sC-ndiW35$Z%y>&&|fQ=ac<fi`5vb`;9
z_>9vjHxNESIr}fzRwHdT^SwR**&GHKQ61A;VyN!`@jEc`W4pw}^!!h-<j1y!91oxQ
z4RC-e0^C82`0U5Fx3v=d*L&JM{ryk=9@Es&@cC=(+i!prop4%>tfQl2W?><#Gx*^-
zlze~wH*or{@$H1PZXhv(t~&`o?$0g3ea0EvpY7|{uYX}WKeo}av42f{ZyWjd)U`1R
z%jIx*`fryTOy!%Vu1!KuANJQYKU=vL-*;;^Q2V*DYBIUAE(r-yv@k(gF-hXpYtJ^E
zA4>a#wyiK(0vjfHH#Ep4QVcNutT!yQL$zvsKiJ#be>Og;`p@<`<8M@x5(EnFzh;zj
zdih8W@%=(zP<kVl*_jkJ5K%D^?XTbE@nL)q=#wG}8LfZNW*tyHz@okx2Xr1kd2$Ih
z!+GULA@}Xp3yX^WYs_>N^5+HtztBw?%#H=}EJd7%19QOR#}T2SMA;_QM<2q6syxL)
zX+<J|#FgcJd{pSR`JjM<of0A`Nx%Mz<mYW<yn%fi2(KV#rp>m+ZkLO>HHJ{}!%%mJ
z0ZftD=$8E!9Ehb3Oi>oNb+hyHOp?D~>lt%(@_Tz5i&MP@7}ehEaIYtrtBNIu7(hU;
z{S_fMkpHcQ3$2(9ZwfQKc=3Xu`!~GphSl|@Gf~W{HJTL&<^c@jh^UMVW}Y_ZdBXP}
zpn|)oYxoEw;@=K@FOF-DT7s|)C<eh72FkJ?-oL-F1rGqaUK$YXlbrX(#;^8-2%GRE
zt#!Yaom!`-r%w&E1K4Xy(sO?+eQV44&?fLlcE)%kFgO_$Q-zjY^y?M>k)%I9>g?>~
zcU?18x^aV~dYUKPW27fdp<(j}`rUDE3mii)UA}VV**M@EpI1~=xEiGo6qJ^}R7(=S
z0W22$4?eTlnIx(yfU@uNpGg{sGA;f6G2mj$R=6ND0GLPp7Xs#4l1z4cmK+tk3u=Wa
zm!6&;Z4(pqrf>#|0R`Yrz&}fy0{jsu6e{)UQv&dtKQQo%moHg<$H4z1Q6Ij-5{7ym
zCw$};e9G|OiTWuU8(Tf=SJzk3v(sBMi;FivnY{;BR#M7>!wo-}c;&XVw4@r@B0wP<
z{puC#YTJr$auj-wCmXP>W{D-m#X<Y)4(u@Wj*gefXa?0d;PCkWHvry5qx-6pNtooH
zZq?Lrg83PF(UH^BLx$z%1>5R4c22Gxl+=Sf9Y2pVUHq1otQm$L$1Tx2(wJ+qhbYC*
zRuf-AmX->yOO|mucf^k{mQY=R8aG*3SWKlB>Ro|)nRrZYr4{NKkHfvni}gC=W0@o*
zjK=SY;DGmxJ431&?GXt9z4u@=HA}z{p)r2XeOP{N+O^X3JKCk0w4N9$COL4a?Rxe{
zn)V_(imw&?G%{g*9r~4Ewm_+1{=^({dv4WU5MUs`OnVAv0iqTttic;4)}y7GA%rub
zaxS=x(23pDiA#aEW(0C=UON#RKJarnVe}t~yTcY@`W}fr1Km&}e&LtvU^+(T9pZkq
ze8f7!aryEKZK0b!nFTE|81yM^tt*9Rd$6-!2;@#Jn-Msyp!Cqt&Sb&Gimu{n%|?LO
zOXA;xK=XbL?1L{a!l#L1y{mQSEaHopWhd?7A+mf4!eg`gT!Eg%{5r7z5bZ4&bltD@
z!^NvS8rT<YRQ9o27slsi_!&oKB7days=QxW-GzR+&DC_)W!&?s+u;rtcGB6oL>C0l
z{nL~NG^rA>7t!ANh^I(`@-*5rSij+Z#umyN5KnH?Rt`t4cA{#-HN)T%4Ca?SS<14W
zR}Gn5-!>dQh9?t))z+NXGbB!lgD~{+Kvv>CDe><=5GNw|wL(+i%t|yQr%>D~7Ia*2
z6`*5%%fo$hfyiQ2fSY*6TC#Z<9wCInt4qOJt{?gG96~+8<#j||>BHP`0n7g%;7;^J
z279nUr|w#P_4qQo==AOD!crbvzpwripKlh=ba8eRd#Kw3K7pd*zLIVAHy2+UKj5MV
z)4Z=(MAdoHkG=*nnz(G$niA$fXs#yRr`frG`nPpsCOh_0gyZ%>#U1FyqQW8?N>1=)
zAB$_)gP|=Sv1jI26&t>&ZcNu|b@82PBsq7^ho$2eC^~bx#zuH(q$l(g$<+K8G5a$i
z<eiV31bzNohJSqHCYi$tW`_4EH~~6%jf4^{t*zID?>+umU{T`Xni8LoNL&os3H#{t
z-b?D9DIClKD+V8Tf~viO@ut*OQ$6dbvi@hx^^J}1{)CO-BOy;0Wa~avzAej6l)TZ-
z$8ENtrl&{c$MYMB%7WEphIkxiTtn<UYo<iW^htgM+=lO*IObl66Vl@^ASbV15l}7U
zSt<49sk0*LB3JE7`1K)>(JO^#Ti+YxFU)cVT3vrE<muFfiziP6W@_sUl6^p_-J_Et
zgG1d(aHZjRleb$_iWfyh^#0-+hzAJagsyXW=ho5h4bIX~3OM#7!nBrOUHExKF!!W#
zqvi^anc0H%tMo!98il+hE-9&MwAWc_M9gn|jXP^^SEvp3h@D&Mu}8AZ%8IB~4#naf
zCO`N$>i8RlL+Ud>ainbC+|d)ZMWNkOB7A8Fe)sO(gz*blsA7$um5emD>)C_R#D$z2
zJyY}Z-pwf){eoKA->9W18En@uo9a9UTvuVuqZYiq`xKpL&9Yv;r1WPXY#xdHRrpMZ
z*gF+w;>Hr4ld9g*BG(ZrerZ;z7(Q=!a)y)XSH;0!Q<V0JWq3T4?W@84hOI}_xnx8v
ztgM=U)^?|*aRx_*dd>UrpCykUat4M)f2O9C!tBl6No`xaBzw8czMh2b$c2FqywvBv
z-Y`LUVv7u?B>_Rj2koy_tH%xac(=*nJ2NX^rSVU{U;L6SEZbZLTu}l;<=8XX%>PWN
z?W_1nH_^U=TTQ{q<AX`6H$<+678$=8==Jlrj3`O?#h9&$8<8-mc+*hHi_-P@6}j7K
z+j8yh>?A-pY|loN>@q$?1D2iUjQ@#lf+RRw*r&ZxjXM@N61$r+=Hlraetv#`)qCJ`
z;t6yMvqN<){ZAI!K3^NoE9s_GXD`~=aQw4`OTprg<asXX*wt{@&_$d(qAr%-7P9#n
zb4KI?PINz|k2^2hhlhXD!9c9T+goUbD~o@wPx*>y`E)|-pV&b@iE;1Cl0x_6`zG%m
z+N2rWx?&!=K>zv67b-qCVZuMc6F;vdzL>s<B|i}nIyK6vgMWVPI@`NP+*@t8D*+1r
zi@m{3IaMk))b|y3igXq!FQ*ggh^~01t)U4Gip3aHg)PAWIi+6qNy2*oUM5TGD`^u}
zc+mKqUvhZheiyW3cx0rdpL|>@qQv9J1@FMg^eeExh=3HXuAZ7Qtc8ocbU$(HIEkr~
z>4Os>LT>%JU&>8YI6jXANLD{QVI*-WdU)7rV@7Ck!+U8<%UqepN)JdJ!@()6Kk<?O
zb=(QmY#S>tZzQlcS^@bmIy&01alaanJN&j2(g2;mUR$%(&ojjaR;|b@bd;!Gr@Do8
zD*yVsJtl9+yI<rU%2(fe5vdC(fIk>H#hX|;MinvS5JN@f7>?JV9H$n1L<zLgP$ea$
z^2*~T25*&ciLIBV$FF4r7l7lDtZTi?`zVUz8K|en?Cy|emsxY{mWu=}-m!rRJzF&_
zh)1;+x%d!JeEl66f?C|fZShK+l(%F@yihoBqTO!@BAfa8RS5%TOSZ>9n&TVU*5W!&
zhYAH5*S*!s>?IN!we2^SEm8?tPfI?s<LRhij9h+Xz0kB_7KcK0Z5$9&nI)v?0#WYm
z?;%!E14~dyNJ~lSwCXEfId2*U*46=Fff-scXI6R1NS{XP0qVo_P#U3Lj58#rwe5><
zOgpVgJUu*ud22guuHRX|iZi~Eb3}=7U^V?S{4^~KW=AlCivG=q4<W<D!z|p~YtbXS
zZu0W-CE=4vQeLC=&o0RId>$TFaskvBl?ygHWwH||aM$*sK>bO#Zv2v~PmOB^yhX2B
z1?X(dCS9|eWD3lsp;L=JdzutKvN^+~+Uo(AU&c=soaj8M&yzs_QY7}53pN^Qpign+
z!)QgW5likcN^E}C+Ni&v?zsQ*Kl!)mQ#9ZBH`zy~(Qokp$Yr0CY3=Hw7yxh-Vq8#M
ztSj#Pzbbo8TNE|~u-W95u^z(psOsz8J*|TJn+Ad_Eca7!0=_t=tTA#TY$Gngm#rGt
z2u?rX%3P4#BBiHRSzTS7avB1j!>m8c{2r!O+>h1OQk#o?foB;cIab^7+tv<2MJ|W@
z`jW@Iet+)M$iP7Ci4!O4-7S9*aa8kd)4T>47VgR8$KAF5_?z>AA98aur<=lqm(mo%
zGjQ<FKJ~YA4Ql|!{b3F@LZ_?iRa6ucsO$|V(9^q~>khy}sD2Q}&;$@beYH3<znGZ8
zOouFvnYnqx?+O=f7qS^fOvQU0ev6!zmV>^ltHITXl#EPMP7YT@Soo=hl8VY_Z|uq4
ziv{`l8!+_C&nT4rN3Y#V=BrnOooiwHJ3AWp?q!s6mEe1+b;dXOGGD&@)Tz@%d&lcw
zR0#o0V-!ebkpk>-VDPR?wM@V-NAFLo=xJ+5H^;=jS{I#nsx4X1w{J`w;i#^P-2N_Y
zY2CN`#=y1i(A!XeccgMMGURFRHhkybqG{>qHoMwDVJ`=?SP>DCXP~s_03zdoCkqU{
zcGfF-l)PfD!#ZLlBvL5X{3x=CBE5qRw!gdkEEt9Re1szxYSC^B-~tS7|0XkYX@tWv
zWu~L6?bUj$Y-fCd#xMsI$5n!qoc!y^BXyu<CBwZ!%R)^Lwi`><jn6i&l%=Fd&vY#L
znkWoi_=M~mE+I*{SY2IU%_OX4Ecl426G~G{#Rf~ZqNyEGJsPR|z3At=AmiXVS}J*b
z-~g1Sn4_&Shxwq;(I-SSYVPd;6vm3vjiG56Plxvi#^mmTfMpUCRJ1&)SOOxL)$+3x
zA|1^Ejxf@rbyJ>|PKg^UiTx32iJT1quDxrvP->D%)w)k`)=y0@9__A~v3~+`*&XcP
zm^GD?)|wJN2b?k0>5s<Bbxg4AU$hS(E09$-40YoK738pk(6~+Q5qsoG6Am2)AqBg7
zZWFep_{I6U^bIZfQ-^Un%x6i5;!Ri~?_C^6#~W(H@J^QZ)i4rMQ_kG@IAubNawr+y
z#&j}#{g_2B-KbS+8$NCTt-RvwyH4w!?78)7;b?x$0@!d!Dw14<Anu@dq2YNQAoV^Y
zPXKRoh1|uKE(_Kd#XM{8S~+tED16*eYzy7bsO`?(aB(evh3!k%VCs=Yfyr<z-Y#|<
zABSBjNRWFtGn_O(wXSYMV#at0_hL%-eAjg|9>KuvQ0Q>s4R2F|aP-3H^fu@K2>z&Z
zz=d?5U*`aJo;Q|BuqSuxkbJ#es)qMM3CK!{ii`R_qTE`=HDzC2eJ3a5T3Y%9rPi+n
zGvZqj*M~q(-%=2xrk%RMw7>QGRF4-wb3SpIXk0bb+8_Zv^5k!qJFk>pTHv-a@kCh`
z)P^id)#1)duLNS2x99O=_#H)X6DzYrDb<B94##GkJ$t_4B1K%r6T8b8BKDhB1lZW3
zK^%g{+DbRsI(UOz?ffN4eSPKq)9+Z;?~AN7Loz?L;teMnT!b9&FA{8SI;FEu`CG|*
z<lP9Ckz_mli;Lwx<A!x*1$#OBAZoLasUoD<GN!k<{rrPRyAI-aqN{1fcyqXn_}D_k
z6GFv|!-+%Zt>kLN|0$3R<iFg@Qs(%o!f5I>DVf9Xu5z*xhGtQM9q_sxHj+5Xd7Kjw
z8|>}r71iHU6%BQFW|#PQgoQy-!%J-Fi@v|;<?rHGS4T@y4lVU1NRevx#+RgPZr)8i
zJTYtjMrBj>dWMXL=3lXbh<bI^SwUf_64Hy)+*b@N&|HnKY<cHa)wayGk#o2dJqj)%
z>2K|P>kFD5sc~g2<{l{#dzA-<z4$_Pa3Fp`^cTEKF~e@&&&pJJbxDn|KGQ-=E#O3d
zIPr<Hlxl|T1im;gL+%^2w4a(np@Rn3W2-j!4$<%V?dBpK8ZLPJhVIzNeK2k#IR^Eb
z_9!m22wo;|c&IHlM#=lp?%|jAq2lFxF>tO0=deMuf#K@hvukU?(SGz@@LsxE+NY-U
z%_ANWMX-y|86q}@lb<eda~YOuB&5X8TTDeMjN7+yPTid#B<JW(9;Ev)9-+adFTmw1
zxxepfH!LD4F(%c&l14MGM%vd7PL_`a-=1a-;CV7Z9T7~J9JL+9o|95o$Pb(qX|X0=
zLxWuSY)T9Bvg4yt&*>}0b!i3KEosXRUYJ<z7Bi)~tf}mr;WCx{r?3jbWkk*$0=|3!
z^!SkC*bihIC=g3*oCCUH4=~248x%hxnMWUPS07u4#NrT6nOZ8ln9!<9N%B8qCR)p!
zD|U7}3REdyOf+(YzkA)(v@Q}~`;UDIk1W&o)Y-G-ICjv|Njy+cechrN0``xVk^QcM
zn?8n@JdCV1;XE614=#eF>f=l&!5T*HwF;GOV4W*}m)($K=J1abMw<f*Hn0lJp2~oG
zlRyLpR|9jpIh^+P8cCf;f5dYV#70e~dwp3T@_<oJ<tjRt%D;K2R?XW)NJvO0R_Ea#
z$dFo!Ea5GGQE?BU)ZN~ZYG=|zrc3a}?05xDAIqlL$DsAV-qBGT##)5)lfI_Xnbx*7
z%}!WeSuo+7y8i{vGqd<e9mJ=_cLUy;hqy1Mwt*H2P?5lIjCUvQ8D;^PDVB99^pf0u
zMbERZ^5xDAYQuRH7Xomwu(D3!GQKpFk`mhciXdEw9K?F?z&aCOYD{^2b|kT{zQ@+<
z)2C18UcdSURnE14>KpP!B=N<q#*uR7<PI5eFo)Y%)v->t`_9jtL`#1Ya==LgKOCBv
zO(Y>G5tCGXk7a21oaZZjMfAXO#@?Ln2iyy79UXFw_xwI|5W;|33fj=PD;_EY_SH>`
zHw?*w2oa>!yuLUC_FIiOH_@34Urjk#S)BA({@xYjRV@ooLb=_Fp16_oEFZ$(ixR%^
zg&P?fel|X%D&7ChFEHn8Wh$)?T1L_|J@>okT|zU@aaoG$>njwD56i)3Hy?1t6~b`x
zzd17SFpPKB*2<Gj;<Xg6)mMyRq>vAfQij-FZmQ|g^#?se;q}S>T2@vn+6u?N((wLD
z;&hg`j~HF<gEvFal{ZXR1a9*&x6-H(ez&EWQhs+s6c!gpRvy01OohC+PK_VG@h0Sg
z0EQ-E7~=`U!-HiN_)s^~L=>IDz?hJCc5K2CI!a2dRwcV-Vm(dhCQZY<t1rF?_7Opm
zsqGgQPVws?OsRizLSW*zNkN|6yL%)|O+9xd<4GCj9K3m>yV3w^=7`f6i=LvQVt6&$
z-YJFHhUPu;)XXLB5?cHxFWI2nkh|8#&A_sC2k0?!XGh89CRR@IGj=Biy^jZ|1()pQ
zrABR-|N3utU)yeDp{D@RG%)r|5^l~RcgQ1mhQhb$J#~A&hkiR)h5$x@!7vi0JtxEy
z8hkI3NajSl<QvmoF*F`|vt<Un0=ET#N)-f{>W#fB8DqnfVd<t^maUL%47k)%H4nZK
ztKJ6gO))bd8!+hjoHmevY}K~s9Zq`N?%%eHw$;BwHnx6b^Wc#c-w?`50xI3#e*$AY
z!>of1NYq`sJRTVl+w)f<DxxH=%q6^Wmr_cPDRz$HNPcvt1v5+OAG1t3t)QUbPfx)x
zCx>jOQ&rn4E)+<6d;}end;lGw^4z^^ejnlUfs+ncYVhiQNHmV3bVGxKlm|Q6fkBH%
zhBq1yE5d9N&)rbI*O)kfZdvs}<K4A>``hijd9xQLanvj0yYZ>0uD<KN3vJr$NEoG6
z%Zy_cW}({O7iv^vS_JZcdc&>8XUQfz>)f7^(V1J9Fjov0bH!3p7}LbNtS{{MNKhyQ
zCm(O>P+N=Ieq!ljr!k);Y98)Q!T1iqNzwoY$BLe$rAaFstE~mwDRUY69Y^Aoc8Jih
zL))j9m_K>>pKEJ3^K`v&dA*jX%TVHRMkDS`hlgTgW%q>ADRgL7b}dZX;n;cx=Rt8p
zbe_zoEtV^@xmnRJ68X`*Dak2<s|&{oz{i`mw%ni$?(xCKxep4+dj`fD$(4zmhsY-+
z(cN8v590K#R^MH2mD0=oz5y-+FglQ9qznv9Z>}iEXgqkpMnoeRlA#(e4{R@Ei0ZPk
zSD+=1SJZi#((`C{9#Ho;pw)+h0Z*R9c@Dka#v`J>yHT1zx4f_-lEy07?634N?tZ8H
z4Pj{BDfE-oi{FWr%dGz!@y?H^11$uk)l5Q2sq_Y|S{(lk(lFC9kjGR}aAU~XjU($*
zq+eIAiC8%CL!EfP2oy#3zhVQs?SU-VK8!Nh&6O}#R#twCR?<W3;^N||Js=uYc(xCi
zc&h@SL{Z^`gM-uXtQORrdJi7f!OS?RC{{AgFD$A&v{6ry%sE?Fof5RV$1N8^^qE&{
zj;L8*6?0oIvtR+){`zENfT5+wVg0k!%xz(}jjX}Vw(w~?Z*}qYla)JD!5g4CZ+k}+
zv{IVItaMUvbGf^_M@f1YR*PlF#Y#iYI&VDGeKn^}W%(68ss1xw+&;{_=I$<rd-7y=
z>kIal&dxCTP-?k=fPf8PRtvU!Jf>Ith>Fvwe4}s#z$I1C&&6*)qbTaQa87`qKO!&?
ze{*Rd9EiGHt9_txWIYb!)!bW~tZUG`4{Rw@A3d;IlO){hksxc-^UluA1ue-2o+UFU
zE1Q_XF~lRL=Wr9(Q&fCf8cL|&DDes?Q&U(Jk^@(&!|b`wbh$TZF|a69uTxSYh(3)!
zhM6~0t$FT}-uO?2>L2WSVt8QS*4-9lVncoXQwtsEk89W>;*f&$bUE>>Txft?8<44K
zX>b4Aohe5`LJ}Pl!|c^mvA8R78JH=T5?tivpSX%wb9v<eW$xMd`t)sM<EG19@P|_W
ziD1PKm!`1v^Jj%UD{~b$2-Ju_kSP$Mv1Jc_dPy)6)i*OqRKCXnZhc>06zIkKZy@{h
zV^+urj?~rpj@<bFaB1GGT3*9gec0U^D=RA-{y$*sqj|VO2<63LStFywW?*_X2@D7f
z40i4*>zJFF(NI+-Dl090x}7uAG5x5_8ijlT-$nY3a4>{4{PK~A!~MsvmNewR9B5_)
z(*V?bSxt-j(?+7BqqE0T2cYqMN89tHq#S5Lf^Vdd6qjYA$vF{d=QUt7A)45%86i*a
zNCH4~33ucvdPIJ0oB)dBUJyDl&+kZ68$K;qH)4WVMQue`S<}=eV=Eyn!Dp7tX(m05
zN1hgZAyE?h++OA*B7WpQO<$>3aBmTsEasB4qcN0sr_L&Ta^35osnnv4{Lp&b`&h!r
zu7S)<7BTkh)2?$BOKI~YSqlyJQ5{wv=nD}tp34J*g~ZOH@nM4Rw%V$?zIi9S=&as1
z5k5X}t`oPtf!bSnsNCuOkzh{bu4p)V=`6!e?F+tf_1ba6oe|JT!Z3|Eb+!<V+uoKi
zE_TFw(52NVaV(p`3=WyhIQmWChaawLO<cxlR#R8%SkNbH;+Tv8J=Uo-ap9-$VLH0y
zg2@+=UDfkrihxZ@VL1S(Q_Suh0R!oYm|z$Gmlu+GR}n445*7(%=ziY2KYW$JG&sWU
zTaS3i&DN(H%o4DXG~<O<QAaiB=yPkQeMsR;TL7)6;1ZHQ<xvoaJPWP`O`6&bF4&fJ
z<^&xp#~EkepoZ`5@rxwW@7yKMP7->;ys^#1slf!zzV^LdLgi)g`0yeh25PNOSkb3I
zZL+Ob9Fa|LH|lE5>>Ucz!so-&?o1+jbLopv{g=K^%bGrp28X~jOslcd?T{eu+={YO
zhxJsnonC_g0Z^3qLGOH)UuK#nVKT4HY(h`!d~SYKfQ^@s<{ldF{i~9G#)sd`p%_nr
zY9|7@dRP5DlunihdsW+T>~c^|WSo5Di(%NqQ~AHz4R9G2(ux5SyivPi&iWyoa5iS3
zj}v)WQ_hI5rTILn|Mbrb2J)p^-IC+w65xDHSgadqy6F>m!Ge6Cn-h8Erj9IOOXE#c
z|B0WUro|0O^YK-rCE#_Rg^216s4y|X<+@VhqZ&FQPXd33MrfLkjP9Ip*JRn#Qyb?b
ze3Lr2qT_DeD5*|X3FWlDOsL#uaIcyAyFqu5>*TwM3*iQFrRUW39YDR})0~rbb+ME9
z<{Q=%oIFsyi@(;bv$MCSe-~9(S80W*=ch~+s%atV6_U|u1cjf0t>?#%!kBM?lxF&|
zCH&dOYZoY;YUkPFLWzRtBZ!Q8%9VLenx8Ad)CnNu>N%n=q#oY?l6@-m>KY(VbgKbE
zM#ubiDShZe!nY(WT-FW*DzeK7z$!H`wjS^>h1+td=~NF4Dw_FvUjb0o&(i#t;`CdF
zZ!05sf0WnXdO14m?s7H;UE=l~rCnLrW}0<utLPWfD-@WuUWpL+*)ZY92GVIZ+wNm8
z$&E=m^Om*-nf42=hpk51x+B;7KMkXb|G99WYthZ>`gI2V{cSr?AYTs*yVd8!?tD|z
z0tW@K%6lNv042vZ%)a&O!ko+bw|V)#*D8(fcdVQuT|tJ?g7zI2;0cP*1=WP!doM4W
z!quF0(%E_DpqlE+GXI<Q>XBCp=HS^xKlc;H4WzICVTmy)=NjDTI*BmHXgu4J!9run
z1*<;a3wPgskbpk)`|TF=0H4Hrbp)pNeI*r>app8oy`0PU(?~HCLjHB$8Eekp7k=&9
zwKs~0FFi@RqvAm})HE_c1&Yii?&TX#*D|OG<9NmaGr;-%#sSt>DGCk>Ckcs%1QPbU
z(sqX{CJqZ>+fi@Jd+ePnTBA$SWq+Jk&`e``5?E$263=20jeJCbKc{sYNBaBNV@Mb!
z5Vi97F<w~U%DBla<#3xIdw>7r=`H(=<zCUfwx#N4XoB~u{cui_pBDoI6g)jE3tO53
zVLeawAt?aPYL5*nmE<U;3YA!DRRm3+u;?7={q4}|&`Nn3ex1P)Pgsl+Yw7_a-P5J2
zW1H3#vHs<Zpz?b<F$!C7&foSN)&;x#lC=38Dy6m~YW1+KVhpF(u``|v&XR9CHkP!`
zH_vZo5U`v8S1MDs@NI3mZLeshrq-nvME?^&CdAkz4~ByWfV89b^xF(nzn{4gam;=1
z_r<|iRK^Q*?GXY*2$ih=+ae={u1Dh6g{nvFB=0zM>mwfgjCR0#t|4b`o;DY`ZR?ye
z0HwS*cgE2!FO6<!)^WG3x;yqQ?we`7H>!%ku=lv%a|FhymG!BuO}PM#ixAJ@vi4ZJ
zhT%H}RI>}$3OpUR1K(;JkKD~4`0@bp;O8*`zV{GpZEH4c(45wr-w&vYrP#C$)Lfle
zNnXi&oI`Yw%vAFo2x;i4Kl`$RR^Gj1Lv3vEw>(V2Kd1dXCMIKdW|!0+lem_Ul|E+v
z;#nY=((igmbr_cg1Fe%0%8u#&`61zAvC*6#27yN^_bHh<PL#b`@5U|fbPDhGHvoJW
zQ2<-Q<;R$qLPhm#M$9g+AYF_rD5HarD^=MHCo5f5A@|VnF$6Ygxpygj0^W7W@1K4L
z46;iJ>et<P<aG5zID4g-3x6f7Px189^tG$+Xcifkwt95hywi*n+Mbt?VL%q|&qgsB
z8SF?THUk!~gyhR&j)d#ss^M3NueytB+y;*9Q8^cQvI<aLBT8^Fwe^p0VG+(Qn<}`d
z24z?io2Uqd2Q!Kp&<xvWJ<jo15sIt6S0WR@2pEDoe(sle@?_v?BQp~dKGmNbB8>Ev
zbB`S#3odhBwosg~u=7n-r2SGtj4D0{3T#Y2!FPTDG~xi+=gYG#m&{m8;!Fk#l~lbt
z*{7MOM-z-yyxkq}4>v={t;~n*9xP3olKduiVh9647&~PK!2gx@hXliL)AL3`q9L>^
zk5~nABUg7>UO>F=&{U$AG~Z=Clt-}1{8&_A133mnQ3P&_0h2Yx?aa#h_Ez{lDCQd&
z_dtd7%7d!b7AQGSy9fd%90ty$jnl`g5F7R;@0E&b05#ohuR@l8Ybe|C_^SK;rsupo
z0cTKx3_o!Eb@Okq3R7l~vFkpaLcX|V{2F*{H1FMG1~vc2PN{iQSP#(3SlQTuz*Bhc
zAMS0E7v$2ZNxc@P*ftdhxopGY!9~x6X!bB_-Rpbhy)V{%HwH9GNN2-8jePDd{zleN
z={(#7N_OSOdC<n3Jl7Gg0DQ-(=Vs82Roe)63CWD?>`=@zK=jKU-?CuU=3|7Q6}bph
z)+9}ne0RyViQ+gy>NzGL0y@?413bxiJV`bdzQbp<JDgjHihTq`V-0t^^ndm<K#TG5
z@vK*_1Z1eZO0Dhy&-^ePFLSUA58nr@Ag3EXz=m4|RhX`{tQ;{Dth-{BqkOlTw0f%{
z=@hwi@^v_L_58e}d^^jHXX4h9lkd+xtnR_sGE6ne^d`c<4&uJ(p3e<DSgAr>Kcq!<
z1$Xf14Cuyc1+o`W>F&Ns4ZM68Bm(|ly4WztXtDV@leU2YJH41`4c73FPBzM+p&`t3
zYf2>@7c@S`#}TR_4n=^OPjfjxBI2CgKUTh{r-ayl81BP(&+-C=Da3v9zuoq`vSZ`p
z$-wX^3v@>EZ94FHno<)htG6s4Fb|1A2wAQ!EwKmP_d;?oGs|<ZO9@Snt-pQy){Gj<
zOU-x=WS*dLIq=+++S=a@eCH}GOKHR|UApFd-j05xMGw<$wv-^0Yv6^!N03<qW~ngH
zlk&_vkcdVetmzVTl`JeYl&tN|Ob0TV@80_Q`jp*hK<AKs#(}XOc(#PAxD>^-lcu)z
zb-?bLxltQ4TkMvu*im@s>c&VSBO}kVadA;B#g0F;x6i*%ksw4YH8FYm2P87rx^Vt{
zz3BYV#_lg=ZwYMXDbexR5q@u0)YcX`GMvw1w5{WhuC?1%1r!@A${)34-)6z%oXG@x
zs+91RTC(31eqytO!P@SioIa*c`iAktG|q)STT5+?yyp3{neG3_biZWS67RmX`={p~
zR#Edy@5{HI5NunDA5b6oCHFl7$V~DdH{ays<ep&L2$nH%Kmc7?0su<`uz%cqn#^>V
z<~8)(e7)eOHS3e!IqQ}_-&D$aOT1%GTLj$trliTP=y8YRkzt*nU#Hbi7yf5TX`2rR
zwfW{vXQ`#U;741avHP*t(XQoT;A20jm!;TM>y0%0o_mgVBiSVgHp$0s)HuyFuHS%D
zs6-=H95FPni~z?8g`q8z&%WrMlWhQ$0;@oA;gWY#U)z~e>#3&>Jy|dIDzx(~tbBc{
zV`18Fs^1K3QYGT%Se!Zd5!D?Ixk0^4Zzh%wRw~(7H7DqkU-4Ofg-*A|*+I{3*RPc{
zbe6jKai!276^9Yu*hFnPxTG#MJ`N^i5YGoXkyi&>+IV<$&*YT8Cvw6-%4I{b>11i&
zf+7PZ@d8aMtGZfjXhd(6;C!&p&*TS!1uXWwiw+d%i&8HLDI7fxF%WCz2=1;pWS!y)
z9wsK&HSs>Tip^~cYoZ-L-0(aN3*^I_^5<S%khH|1*+Q`rzp$8oP2C&Wr5=%=Ke8i+
zYGXiIp^4G`PH(07$|PYpQbRgUo2V05rcRFc21Op)RrtKHGM(#81noYXF_icXeKj7S
z;m7O@LHMgFRx?*2p77bF&LL-PmjEl%c494|+v<qfBGu?fpq{y-*%wVU1-=LtB{@qW
zoM<Pfm3Xk}K}{>KIW?uG>18uBJ;%~0{Q&z%UmxrsDM{f1{`QxCh^Zh372fy4pu#*>
z;)v1jsBqP9u6Dw-(se+B!4*3uxg@vZf+`*DWk|@?m`>K*v_ikIvHDk6AFxbc52d{I
z(!iJtVjvp!um^3MpJ~f*>-4rAiQJ`Q+U4167ZIJLQ?u6)IcIxGpZ-jp>*jlJ>n8ZM
zuy_$;BV!PgV!)H|Njig02WEXXZgR=tQy=)C;L&S##%5LR)Ff_7>K7^e6_g$}*i0`=
z9dQC`JuX96Ny?ZLGG+&AE@}0vr`K#VeAJHjfQe;2sA@GV_1x?dylwcWRV?1v21e)k
zyw~n}F*Bib1dV#_3H#X&+~LPZ9_wPW&XUb<Qc{zEKpL#|#p%F69k9`ht~xk?G}n?<
zj(?dK$7MNv7pm-ONGF$j@px%=iV>0o*#cs*Wz}Htjl8kMm6p1e|5Mvp2UXd2Z66F!
zQIJp&1S}Ag5JfsfN~I)jM7n#kDd{o@=}<yax)I!TE8U?WY&u1x_6BKq*TsFm&-2VX
z?>FDfH}n1BFyp|6eeUZzuX7#iIDYHpNZjw1&Q@(rP5R#w<QBI~u}6Uv*=#zEpC#X0
zRYsk5?$F5v5_0pxKhcD!pn1>ZGo2@=-eybP%C|}l|Bx=q5u~C%Dq-}ZGufoDswAdu
z@k3@>CtvJs5kGG-waEl&=-S#&2E2~{sr7qnP<3R^5G^fFS~6ofz9wiRINrS0y}M)o
zE6x7XXGtv2JxiI;QZ{w$@IuL^V?U>_Olx;xkW#`<z@H|9S9?yj+6k%Dp}f>eVIEdf
zw#<84@5w~6a?v0CcZ{<$(I4C3i<K$)cx29&&YB$wTv>|e4zWL;+z-lA860`?LN4#y
zf%JY0o`I)?n@-qm`Te?GU+<m_QLm1VulnAy`6XQqumrBHJNinjHS4hH)Y`BFdA4B+
zd?CJ(dyMf$U!m)u*kuXZ{4y^~a}>3=uDczUF-o;?xBO$d++Mr)$F0&BPpg!sfne;G
zi3i(ZepcFa;hvqlGF^NwIvuQG-v;t28_kS_dsB2$d-2c#i(3n`$CuS4N1Z1~y2;2i
z*Y}H_-lWjQ`Oh7H5`H|jz5xOcm{7h*h~sf294e$640a3J8*wwVHxduvqi_-LBj3T*
zJ?3g!OY8Jq2wIZ<8D>^!k8SXf^7u>lM`ScLj;98_N!=TMjy^-y&1v{Sh1;V~G#`x3
zqh(I2)SH+QLRM8I^Ns5^5x9lo-kjf=4QpNhwei*LQD(+ZF*oDss{%@|u8+$RVkyA0
z*R(&i^@S|Pe!ST=6KafSA*a$@IYc%(jM9-qb$!MP*a0lCbFamm&Q9=d%B8kX9cx^k
z1jpsaKgo|zV<~1(LFTj?KfA~r`WLamev6*9EdJVM4$;r&#U%m5sC%u7%hS?@ZD?q?
zCsMreofGEr^W&x?y?yExJ3;iA*{7%Zhq3-#o&otZH%chyjt=sSj7V68d6-8b+Fkr%
zGk<I1sMDk0e+c_$&!u};b(49Xo|y{qeRINDpdV?5<w$4VV`f0~8HIV`7LD7e-Fg|~
z(AX6ErQ4aw=>FiGBF&;NB`2IU`s*1=t731Y=OR0<&bTKbI3H9|&Pbod$yVmUn7SGE
zfI;4VFg3V-v>Vli*g!8t%F6$Uyn>d==wJA`q!aA_TKEHY*lc*>0n(+iX_LAC5rhUl
z!5r*rF_Cjl;s!mn)LT3~wF-C72l{ej&1>a|LsVv9AU`E-JT)MO;71<iwS}Nqspkzh
z*8a0VR6Znoa67cr$Z-F;t%xwL(F12+Lap5BRH^^U6x8%4-zwLFw7mF>xzNsBUZMH3
zwiPI5zuVwZEzmc3IU`e&>`JCSsHu=2wa7;uqEu)aiJbkE2cheN9+(ZkP{P!Lr2w0B
zuP|ep|5SH<mydR>&6^)2x?N`4T?il3D`u6O%*~wd&)0g&7WxMd;q+`j|AA^aPMa+q
zz=Q3k6}G0Qp3@=)6J!e^rE`C%B%|r1zvt%MGbNiBDKU{xw2u}_Y4F<<yed<FH{9l6
zX;B>&@L_Hy3T1i-*Sz(M7YHyT0wq}2|6G=^zRZ_EHkOx$8Yg16#=BX4W7ruJ2Zrs1
zeJsV#R|g)3S;$8N#WUoY1}w1&wA42a_Q_8sJ;xDEi;W3~Y)>m!E_LOdCw6wXc0I<l
zj=w7712=VDM>^^9k8@S`Dg$A|3l;UcV1cs8AQl-CuVrMVrmQI_cV`O%({v;$Tr>Ks
z6ZOcVm7wqolgay|NWqA`C)4@QHItK7ttB1e9wQ}snT=UmP{YNw%aoQOe{4v&>m;Hw
zC@PWzXybzwR+-rGH&Ih>-CQeO;Bn_f7ay{OiEaG5V>WLNEqH^IPG1z7E4YoUp1=PY
zWc5Z%GWHb-th!n1vnD%2d1;7o2mN%|&kLjDwhi5f``D-Z<CtP(pZF)w-H&oL&5Yu^
zuc>862W}PKZQIr}aP#H)tn>%>!=~e(m{@i<IRDZGsR8&nGxdQ>fxN8>6n1#H$H=qe
z^wzYPEV03_s(QXq-roA;Tk2awB4N!{B-a`jMsvxL_oA<V4c<%YMoFG5@mD+{PS^Gh
zYRvioli+A3M~OIV?_)5%-drB*1-FU9isADlND8-6teKfKR4^)*!`x&v7$RVE&#$fZ
z{1oe-P0QNW9RwE{WN4qGFBw(KkgBrZ`D8FieFe>4iV{)CwEe*Hn~299`3)aR<ug(w
zb<!2hwbP=1ZpW9WfV5W8T$BR$mXnJM63|MsLt*;`<cPmA-qjthn%pzJze46X+ZUDP
ztzQu}%Nvvm4yGbtg^6AGC!4;YiT#uM@&F`5HD_TEOQS8z4ZTsPaXiI=l;79CIr=tq
zhiEa#P&aKwoJCM5nSKhip1q8WEOh<yx>^Kkp+0jw6^GNp-$sVzBZznU>8aJ{$!kXu
z77Pt{i%UpckyHz|=yT1r8Ux<dCd@Rm+TZuOG8DD;ZMU+RJjrgl91QCj8W@NdAs-~T
zyv2|JzYk`K)#l}lu8Fwx6LVIQ%9nBpyfpGM&S(MaIFTnE*YmfvYpnR7VIC%nT>fqC
zHgm8A-xMD%$@u)*LzCR$c&rHePMj(Z>FZ02j6;B8SF)FztI4Hn4Xc5yz&|Pa)}9h~
zNw-g1)RiwgBY0_~NSsSc7ftJjs}U&-5(5j2%EY08$nQXKI!N5_ED9TS?#vBWIPToI
zvvP*0f9{-5@58Y~=6PkMuE*eSPdU^Qjk}!dR5X7t46pUF5jcZ?rxG<h2DI}@?ZrGr
z_utOdW1xF&*j)+7&`9@juG#iOIr>NL?xT-Xk-zSrxc-9M@Sn3rysLz8RR&j0j<hCh
z_M!W;(hJ}F_&E2DoDREj4{nz;o}T>7eVB_aSb?G%HjbxpW)nSY=54Gw_kO_*0Bv%*
zc7;og>!SzLQ|Q&9oax5eyW+6ct7~gVYdzmzvRlUA2Y&Chd!$5MaIq~Lc2?$Ry-!f{
ze7ffb`zQB}ZvlpI6i^9^iFu2xL02j2w)AmNPl9QJ&M@9My61QgXS^QQhD>HDi7+>l
z52j9^qz)o{%7%tF`2Q_?H1F0xiETgWO|66=po}1GXHq3f;Fb1ar`c)(tgi2#X&3yN
zB6zg&K<`5Jrfcxl_Ck(tXikc-*-OcbUVt-9gB(v^IFk$uM8?6wDAk`Xw`fCz1Hqvm
zyvq-;C8!hxpzGwsCl@d9{tO98XU*>(!Q(_N`~~4@561=~is57&6!7au=O2`MSQzZb
zaK_zr`)Mz*vst?EE&uulezrHvWM{ABeQG(j3MkIxZTx(H6}ZnhID%Dk)x`4i^Vb1X
z`@;1wL}bVBhzl#?#@E=?)F-%7bv;;R7}`lgQS>eu$;rnQA=y}xpKC&Tj{MN$!#f4k
zUh4_wPC88NrotsA{Vvg)t{Upx!jYH;00Myh2MP97+FU@|$^x6q8&beAD#l>e`P7QD
zvfe^WTA|#_`F&*MHCsq$8eo=ke0)PQJ`2yr=VmO$4D)YhU;V@`Hs)h)G1%+LYvh-R
zuD%iuD)%E9HY;gI2)jVLR#8`Xg0&RC5f~VJ;RO%80Tu{p#wkfSlmNUK#G3`PQn1Ya
zACW!dHu7}<Nb(<R+}m@riFc(B0f+Qa7r09Bh+gZcr>8fC;V&;QpW1=Y;{vE%$rCe$
zL5R7zkz;xmJP-`RxAMXJ`{vA<Gnqw2;oz%nTx6N1ef{cH%jl?96$c%+>3QIs^|wac
zY#kd*fMzw*a=R8*Nb*=nfY5(n1yWkQH~zLVceuN|vtGIKpvv(gCFS+V_ldD<YO-TY
z-HrD}kJ`cX(sGE-@nsiq0y{%fWd8#7{JRxwAh`Xfp+UkX9zXY@J!F2fvAY;OF0v-*
zak;&{o$?T8?FC%XFy75Gb|IXc5#hYGo?X$6&CLPL&=Y-Y$*=5Dz{ba?CX|pEuvWox
z>lVeh6+MFLVQp_lb^ojTYkflGCUXG<6ovS2m6CMD);h5qPb(K*wX+=qRsVly^duXQ
z^3}jc;@TK>4M=fo2YkvGFI-@{J7Z*A)#a?UimJ+uvzh0?@~<4l6Q4eNb`v)@I6J5(
z<n{^+@x<7O2yviH%m9UGtTNou)HKsHcF&aweNZ{Uvp6$zgCR$jwjC9DDDtkV+$8aT
zbbw1q+!Tj%!%Gw4smX#RvI3C6`^jtnw+3+1+1va_@SVk3w^H&b34#8dKy{amUH2L7
zrL^)RUeB%|_8);`Y7bC89`CEV0X)!*9}hf>^+Pq&E?C>JmkSO*edU_wBw}ZI-9=fN
zCGoFx!<1=uualEaZ9&Fh^Wyf{bJ|}D5yG9?2PeZ0QBTC--n{7gh+X$vo0lVH6<=?M
zaGn|STJxWgs`sQJATVzieXc+)TpQ#>Qf)LT`AxJ=d`a?HsFb)Jot%fBV0@-ks;3s0
z-<%GWWaOJg3JzO2ApDGQ=;nXhrYpn+Db){_-xZAj`n4F97l48cLZCT}X1HuRPZAx~
zhd&J-+$M7@;#M_!+ME!&>1e-R;<bPyLd{m2O9!(YI1NW>G;K1m7XfLYGN3%C0#A6k
zjgUUx^+e^Ac5Oz2i$CynQ{P7Xr6D+04bU8^CQB^-fbYV0>a3ISDALEwzdsG<(_PKK
zzTNMS#R@vyKLp#Vt;475M=!ZXbw{Xl9L$rPe?E>w_gP<5i19+lTt|#}z(w}H@x$7~
zeNN%E2FfWGJ%+)$-No%MyZ!ZdTLogPkX<omW6M;B_WV!zjZPHC%CUKi?T*%1Qc#u7
zxPwI8isREyH#=z=o~Rpzot*eR^to|)1OXh^hY4-HbN%z~xVY1&g1e#7)!TEi`m3||
z2Q{w~ZQiE#ApIn(MTSG_EQ1o1i1j1>tNXix!Fo?<DCf`N<~vPxw{%UKL;ai6o5S;F
z=68!Lj)g+h#eIt9x`^6qvb~9vb}Bco=3n1)HU_sd`9&hr7H0uwq++%(X$j5Jdaw&`
z7`t!yJ(WFe&{QS1T%~i!8i14?Ztpm?sHUaWjSJz#P7un+{{1)C<Td~Af&%G$$Gq&C
zGgMW4l=fipdcWoyA<tT&0;((MOEJl)?n{i1_nvQni-r%)8qI?ay|;3>|4uS*Nua{i
zOEf4Lb5IyK50L%LW5hqNpr6A};NRVOc5abRcqBrHkxE>%&ffX8n=>POUK*#epv&P!
zZ6CYdqX)E+@rwszMO=SjJ=Sq*wjhCwmS0%ks0scoNKnEwXPk#!K16k16UqCNR!GP#
zG@`N8Sa=HI^5+sHW~`63LgLPZmm#@=xg+g#4;^&dF_R&jawI*w8OTGqe!l!9#OIVt
zmIOHhldT!4L7qtFEpd#Sf3}D`5=`)Ik!&_k8qHoGhw3&ehVru}^0wRFHWE6wH@!o}
zcB`#61oExnv9&W#L3c5uM=ms3Qu>1Ql|F&Fb5bkgM>U4il+}Z=yLVq;;fxW=5x7Qa
z7bCop_oBPi_$(APD+#OhN>C7<7wx8@l`RxYFqUsGLh3#zSA+8$xX6esEKj#qiJ|f3
zA?#6=3*GEDn6q#^AB|x5ePXI%%nHHCiI#CIq$~Z#+xsd)A+W<N9S}0uFEVEMX{;O3
zz8~NYQ`G~hqO!kdggISSsi{k9w=$NWwH;Xqn~6F?1dU*rU$Q^(j>aG7m@*A1vu<ft
z<b10B1`f8%U9s2@Km37@6Mz4Hl-kP7ccg+Rs5|4#C)k6vlZx;K`yixH)5h)B9SBTE
z3yTEQ*YJvKcuKJ7^|O9iKu&_m$;k*%BAg$~vohea;WIhKZ37BMZ}VH{)ceR%<P&=c
zZFh><gi<lGz1R-D@?JfC7CCX5T3Q}~Hs-9bQ4K_WaN=X}(8g^L4!i%pVTRn^m7hBo
z+;ml%Uoy%R(6W(!c(shIAk~FQ6;*&rm}8b)IfBzKt<`_)OHZj3ktMIJ!yH2joQcoV
zZ2QbwdqRg_Sp2`dWHdQ?Q*Ab!&G<pmv>#W<ZsnlTEmVIeVP4%TrY5PgM8a<q8Lk_|
z9wWZTMZ4Ohngu)V=T}sG09JTrcDBEeFqdK~|B;bZm}u?;32s1Yfa!h^H~O!;^laJ8
zAZ)qd=M=fkyhK~i!U6MhMvYvCqi6e7X;%%X`PFE@5BlalFTV7PVjb3tl%at<0Qvh%
zmI%m9cGkOWxC?6;zw?&%F6Bflw0}DmehInaz>lB2Wx%N|*zqes)DEd3>gs?dcDoqM
zqd<lq%QN`N`BfZ|Ur0o;(gmnaipmzlREIHj12boQjP<+IiH9~r1aN+nSduKFMXvB4
z--D}+j83Cs9bZ?wjaq;3)DyMYZv?prjb2X5ouUm7Vw%ZgihSqT^wzv$Wg6)Fo#RqI
zdL!fffcu0lF5*81>r^IwiuO%aaqNakC4M0b-ItY~^&Z-Ojh7@2JQS&hu&rzR<9)cu
z__UdQ&;{08=6AEQKYBO)!G9#PV!U0m)sjqWKp>|2uRx*&@8Y7AZ+{3hUlH^EOj-9~
z=;LR#g|EYzVmNz{R~mNaEp~{T-UO?u-xOLcn!5T$J4=>7EQ&q>K{&}DTk`2+&R$h;
z`b)c@+FN|vp-*n*cX;~w6Wg=zzW3^k{}2PmDdnKE-`9#t=Frldl;Hs5_jkyMLFpN<
zLFienN^mn?*eX@jn_5@nM7Jh)E8`Zx(6PQ777z7_P6gWbY)}BMu;SiLHS@6|rRyso
zFsg6ta=FY8rhuR*1=8xz#zmjEpC`N~ky`>HdPlcJTImvjf{FT{L8l5wTkh&Y;n;yC
z)id?B{->=okY1pU^qa7#oa4`r%XDk-%ym>^(jUvN;Oe^!l2;8*@4Nl{zUUjEjp7pp
z-dZ*bOQ@^WT^WGvym+SPuDJk}iy8J%OO`h%=n6HlAe4_6GWwo4Igsp6e|87WEN+<H
zZHESfD#y*)DX%`aWY9^JqCDKC%-iDEpz?H!j2%Q@7EA14^quN{gdkUw^fXV2*u4-E
z77&i)`OTUdLV*W;{G5B3`W23kV;tNT5~q-y=nk<{W_8(>tfFCN_1cWkfhCTl4*C8I
z=SViwcW-WH$Pk}Y8(lpi<7=jS=Um{e53#YWz2wIo!%E$9t5J4jvgX=Md2(GTEB*3*
z3kFo;4~0P(M2_x>m6XqqS#)EEY3{8+6+P^hspht}wQZdhT^6@SUJY5@-g5?D%-k>q
z%p|qu_hgTQE&62AErc^E?sHag9xPXo6A<Sv!SoJ@GeNB7*l@!3JTay^@0^xUPvU{V
zUD@>xNZyC3_mt$_MkipLr5!H07iWZe@L4|;EeTnB$1xa4nvvt<qt;2IV!=UBNJ68c
z`0SZ4Qr{VxW4lNlxD8A{mBr;+q$5HqHS0-CL6U#T<y+*`I=s>qSFgUZVi=49vsGtJ
z;N4l&xwD<Sj~?gID6Rfwel<Sx0B>&#ADZdF>Qk-`0`arRaGK07qoec)38!_q#C_zl
zS=ZJh8-ArP1}8{180QMmg4c)^73e4=@XQi@(DC`q9+m5?k!{ynnO^8!Gxkg(5mw%P
z`~42KTJ!SHwvYAtnhTjV?%d@8gA~x6cOcA3hB_%Oj?Lg~*hR>7qRxP$ZQa17Fglu-
zb-w#_+D(bwzUxuVNNg>FIHUxnZPFgw9J<VznXC|wlURFp*vz2~ZUY-0S`m{Krdwom
zpNPKG9A{DJvCf9#fL73fO`nSrECK4B0@axx27U`k>7-xuSMDloCnoMal%vz_({fes
z)L<8$?IgB$t1bu~_}!8ATJrl2Hf4Xb;rz?mvt*!mxGk)(2NHt&D(5`))Z@c#?9+;s
z@Pl=DMDN@!_Tr%z5)(~NOd2w{X4-q9aAqNQ>E-@i@KGx;F1Mu>SK_mZY9u|WRsy$l
z6}N)kHgIUmcyobZ20>)x$p^YrC;m*0_0pZ4T}j3DFCj6Aov%>P+ST|i%lVt<R(XFd
zf_vU>y2_b%1@Wj=kK36pe$-c*J43c<^HHN|Bh5nETbYqpw$tF~QD=#=p`Zm}1+zrT
z^^#$IfIX%0M;+)X(qParTXubHzaMSAGZ-i~qnA4NU<Ng2_L7G|;IU3_d%Ae@;Yeru
zd{ly<NH}PleuW;o^vF(OYiGyG!g6ZiI(i`qmFV9+y0ib9y4OzBuqS&wq&K5=d%b;9
z$>t9^2Tf?{>}_bYggDIhH9vL+_ZXYiv@-DlN`+-q;3MM(SzXwVfm6sCFZx|T3O#!a
zzgpbrWLWp6@>r|Ohf;y(mv0m~8DI8xs?<HF_Vbe7)~OYc0T*u)ZbI{So0{yraQRsN
zk4}qD2%7{SQ~i6h*G&njntfg3ZVVlh^<M*QE}Ny7ZB$Po&pXp6XFDsC82Nw1@AjOZ
zL1}&$avUGK1{TW@QmTXU*eJ5OXu+%D9R9d#3XZ(jYj4>jeZLd^b<sL5E&`2>jajR0
z!wAnJt(8wvP9azHL2L7^h7A@^UasKZzrsGw+hgtwm)N-MI?Su~WIWzp*HR}(I<Fyf
z`|Y33D{h@Tz434?{5#V{K?=`p+$`0lOOGLxq~G;1H8u6#nCEE43o4j?u*}HFs6fYS
z#f>fcQl68QC1!cV&`5iG4wqW&7@RR*aOqapU0Vz$IMU5Mlp<m1A+Q3ZAyOovXA3km
zpGiypX_Fe6jJJoQQiJ(FSmnPrHR{NE2@2a7U0zbRXBGBby5qj)TQ#d6_P6r{G4%i2
zd1BU|{<rfaPQ=s+iZuJL=XiUHjM|Z)S1Lk<1MrL_m=NY)^qJqG|9x;DxYW7qVR^7;
z2?}V&JzQ=FF*vjy+P~^iN`LRd9Bole(vF&2F3(J{_VO9VG9nJ)9__a>7)cY7AdR@c
z;`B@?F=1)v%_&;)<<aSdA!tUk*`B>Z?G7;Ck6_H#(uB&H+Kz10^Kc(Q8pk^v4t+KW
zpj7b$MEDLCW_C!!1QTk>nIT>3PurllguXt`>@7Kl6T^xeYK1|vuGi75Ijg+b;92S`
zlDg;zj{Z2i437gVswF^fGmuivEJ;}fJMd*#-V~|{ziB3-sVNQ(UNdP2et0^+#R^ip
zL+Cv9(wZ2z*#j>=HR2`gT~nOw6~LIi3lDz?^_hTCLI%tR>N(01oE`5H_KCL%nFN}n
zTuqfO&2oI>LhMnr(xR?f9)L3qvoSfoJ<A3cFn9=M?xi?QGTg4Q>}C^QDg=}0%;MY)
zhntmxLlLoMKf-cSs-ue<>c@QIep@!aWG4MnVu-f5K9}3CV`<qk(BxA#9dJ0C^#rvg
z8mk<oP@X+<FwY*3UhH%g-gK*2%r~<{QJPF-n*S_Q`F3B~!HnMM{kNaZxEBM1gMY>4
z#E{ek5bs2M{#qU%L5-zwR?{R@Q&p7$%p(;IjZ@o_oACAPDcI&XKAU9hE`CWkzT*Su
znfy=h{pmVhyIO_;4+D1TARl7>-qob@6|N6YLEBQvMejbn;B(kte*IK)ZmxyaZf06g
zX3g8onvzJ|cWqOWFWwx90gk#!zAV|!@=aaJ%iO%*6!D3!FI`VUukNV`qg;8!z|@%s
zb`yoKWTH5PmmK1hARlaK`_7Lir~16^CnQaNTaEH$Qeq+_V#~3ySwlpzgs#i=rHSqP
z&YQOLT1@~5`v!rBw)XaW&wH$Y@zQYszaB5gQ$iS8O8ejZ3ExdwDG7<tkdTm8?XU1F
zAz4Iw-<%2sMuf|)IhRj-8T>oxd=IpWwOwBZmq(sha8ETZjoR4SQbgsKZHbHNi^Sc>
zf&c9v#ySt9a>C*;yjD}So!xv_8Zf?;A3l5)P2|%|-x15Ju;&3lLztF!%VD+%29$*|
z%YBdlwBfbRXs*{H`|HZX)vmmGn&nEfjtD_P*O{$|V8%=fqW@;#7?^rMn$Tqgn(5AQ
zVW(%P`D~{zZ%*qk*8*@N4jDqG1h{LyV>EW4^g{&cF=307BU+)-trR`(F^n42cFilJ
zdF4pV`Mf9<JNiY}4RL<_1IUSd9|4E`fVfk%@RJ0x&HCL(z+8g#fAjy4*F=WTT?42p
zKY-iAVOkKMC<?Hm!;6wngizfe=OGkRgi0V30+3B}&PZmEbPmbqxt4^UG1ENL)4Mtf
z6U`8YC<g}z6~H{xQ;tnfDSL~6vhl4zM>NdN-kux5H82YsMMfeS-hasJ<k+(biYfQH
zVoZJlc=+NrU@5&JlcA!a9fP+rGy8~`=PhLb!PemJL|c`dd@ZG_WR9e+*kaJ%nRwfj
zPNa1M@&~3sk5f@n(tqbQsUUi|cW)F1mSHRgIk*&gd6xm7;m^-dZyz2Ju>kg(WI%UZ
zGp5YS%uIr;kr$x5e}X!b0o)cYPBRd{L(9XEfNL7>xLbs_=l%;w+=P}LfO^$yQBduZ
z8{}2myvN@{e|>Z^_Yl6X*Z;z87N8PSG4I7d6wPlhD9#bgyO}auBxHxXFtyBIJ|ZW-
z!awj~h7EwuD&Q}B=2@MWCr3>|kqmj-nC$knlaRF9d#|+#V;FL(S^BcGvU(vw^Ajet
z<;HTGg)i3=Gpe|TrLMz7ykE@nahZSgO}_+Qx@TWH>VRb}-QOti{61>mFPF_8k?XX(
z2ei+H0>FkZ0=34zTlBE%prozsNjyy9T8>Z<Q8Z(n?Y+OUjPU4oAr_RdxoB2F{0UNC
zN=ix+)FrQOM$aw6OemEXLm1n9apN{SdUN{CGTe}jK&j208lcXr$CdldUz?pgcU>wl
z2}Y06DaH~g>~&`x9I3!HpwI5W&>~atzqMc+fRxzKdPxASutk+EWPc_xW^Q+6Myqjb
zYz!xV0!0cwKYgLMwm#%1b-G(xo}$VzUfnAl)4fimm%4uF)4Dy87(>-ndevhPdD=k+
zXH6kOM{aTev&#JJV)16|^-c_~zqzvW^V0z)3$0d4>?#uBM=XyGmin4|h07xM-jBar
zShaFspmc&~o*$kokyDP^E6J++8<><EcpdN5AewowC4)sPG4IQT+8%4NiO=04xAX1D
zu9Tt~ZUUpHOl0@>y&YKnh6PbTa>}}HE?>}LcJ>k~B6<#wrJfgqS~p3*OmfCHB`s*x
zA$V6h!+-WJ2nv3WlyPwLuLWadB#ilz0wvy@Gx(j8>2byuB+*q=T1rhVa>|z&jqe_@
zIM(!4TB513G2Rx7Oe}M5uP<Zp*wX7Iae{ea0V&tf<+B$7Z1XbOh(K0mTeHC=U7%41
z?2B7U=)f`2J{Q84N)tqyZ;G%#VD26S2VudlqE^4!a_hBC1Op3GUv8w^5cHR=_sOub
zv&*dqvrsR8oEkOUyXUz^I6e9CtX2m16qh;ph$K6tnxv(0YD-;Z!uS$8*?`g^%@Ym>
z9W$eAZrpc7?#XHFt*Hnik??-mO968LdWoioPm3`aE^}l?q~F(~`Oa7qOz33yXiXK?
z7~qlm91n~-PLW-k+fJ=>;v3I5xb0j)H0Gq+k+x<-M#UHhAGNbVr`_9p*e5mX%AC5m
z8SvEP<X0UCSB5_OY6CN;VyOgszL@;mz(60sljZqWU)OTu>RsaaSFAjNQOgRBN~$+P
zlBZWZ=AE_b%bf8E-WK`gQh~E`)y7rxQrjal<90U(ocUL#{g_sVEeaN3oE<WsOkX`(
ztI{E>`jOJq+`y>O_w2tQmdvb6OVhtI7mK!s!j4>79{^^*RP!~>rk;IE|Mkn9E1n$v
zIX*uAg`%Qj1u|l<0?3rb)N*H_*|q2(DD1ebxvz2uLV|BN?%a8b*^uF^R*8y<$@-%&
z6XOUN{*c7jy)wMf*F(Wt3JPR*&V8HSe6+)xLPs0<kN@{kp#SrSyOhn$SRv%s3zv3I
zEecM6Kx%!YQEDYwL!fJ8X)h2jzvK-`1qV2yrh@nR?H4qRU*LAzvfgReId}*T<M81C
zA_8l$Pyn~e7J{aIk?b0#kU)mao)nNBXJ%&JxDnP(fksGhC)~$}i1x1GDFA^Y>>=pL
zT-PA@^oRy(d)*uGWLE*#DKt_M#P!S>f{P@=$cy%jjL0G=$lr`1gl;f|v%zY@%Zp%!
zgy14E)Dm9gLNEt&eS1E!A39yol8Q$jumGN3ht1}i4#6irgamJ$P=X%kaM=^tnm7)g
z{To2IUc<wl^#onB&5S!q5b&De0W1wHEZG(K^8bAz>(Q_J-^RHTn6)1s&+&~T_kEi9
R1ip*lv8232{zKhY{{@WFYU=<1

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/coot_synthesised.csv b/modelling/data/abingdon-all/resident/coot_synthesised.csv
new file mode 100644
index 0000000..3e19b4c
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/coot_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,6,0.7322167,7.2309797114388905
+2,7,0.6501069,6.420107331841013
+3,5,0.5350146,5.283517458593328
+4,3,0.3939404,3.8903442654560068
+5,3,0.32909740000000004,3.2499895488416057
+6,6,0.3113708,3.0749311474792864
+7,1,0.17958277,1.7734631925139055
+8,1,0.036164990999999994,0.35714606916964614
+9,0,0.00061812727,0.0061042936448419014
+10,1,0.004328079703,0.04274179559395935
+11,3,0.055010760000000006,0.5432567837784007
+12,3,0.2252898,2.224841324971317
diff --git a/modelling/data/abingdon-all/resident/coot_synthesised.png b/modelling/data/abingdon-all/resident/coot_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..eceea2fca7cfabd291ef306d9141507b31eba6b9
GIT binary patch
literal 76816
zcmdSBWmHtr`#(w}3ZkF_N=iw?&@Iv}-60Gh-QAc-cQZ;i(hXt&!_YA>w9;MD;oYO(
z@9+NZUF*L4zqw~Eg#~kF&e>=0=lRqo{JEMu(anc9F)%QQ6cuDNF)(oDFfg!oZs38R
zSQPg;fG;8*vicrc&ek5@FWjs!R9|?wI5>Ma*jmtfS-H8}Iy>=l@^EtsvD3cv@NjV#
z;o@@qpI2}?yV-Dc8hH+YcOh_5FmT7fAR|Hl!?b~oXkuVuU?|E+Y5Qbu&EorLjbGsJ
zIeRM`8GcMO5U6HR_Og0{_1OOj7S>J9nO~R1H_lI1G037}Vb!t*ki?%@EYinwiEXx_
zJ6V^olh-qO`5aWX?g;^sg9(LAg5H^#?(Wm=zJtO}a=F7d9{<ll_RDD(>(1T(9!Y$7
za^dg)bM!28b1TXG_uzaNs_{Rkxd{_SlKl6iIK&I{#Q&c3-uO0l?tjmbS#l#MXZ)YD
zQoen8^52v0Hc|fn@S_@BH^x{Ro0^K>i513o`gv1sBFjf5=%aJoR|iU3cUuo{Q-+Ff
z>Tf6vuz9Y$+zND@y0`>`ktjGg-Kr)dv$UtFsmX1RWG~aN!ty`a`7vIq_j7wYsyB&^
z{_$fh>36qfQ#ehwOjO)3jp`jbYi&nAyDrLQihAF+wY9xLL?rv>=KY~sTdf(-36sW)
zotC=~9^kcc<KLE#didrczujbu(2~Uj%yhQV6&n_KoaT3Zc{oTfBt%}p&d-1UaHaoS
ziB9Qf%kJAp{<;;F)mDg{7vJ7)cyE1v@$Gqywdxw~uA__$!`~-Xc-&1Bybvc(ts#X`
zGm@`d8vN@vjYJtW$&)oy4f9H0+AFu^UQ}J{Qf8zay{XSn+<@z|)hQ7;ZG!m+oI6YB
ziRND;DR{ZvmK6Fjg-QK*Tz|<NX;tH9v2Yuf8}g5p>Jih?(YbiZwq55%=T+nl^pKGA
z2Ma7Izna0y%~wj&^jz%=x;oMmyFOiPbom)pKhWJR-*$pX;aUV2b9%Acp+kF6)lL0v
z!Yr6b+y&|X=<eP7ge@bacjHFS&sJfs^MNPD!RMvg#bN8Cg^N>l_V1&jbPV#|-KNq^
zlgQ4_W<}&XPS-cOEq`c>P*qzSRhJwO(+s>g{!yTsF~<L7BKK0v^%qY2pKJf$Ys1*o
z)YQkE70RjN{`Kb;OY4QOw>4}VN6elKo{XMyxTDRU_S?!rHovzU=1c6A!gAtmFUR%F
ze)gsDZZtOsT{WMRxLutekqbIyo|{}O#z;=J^ngiWz-<XuO=difIHMLHJw3K+I$x(*
z@YS1xWrPi?An59x)qJSjNbvXWJWY2DO}8|$_-n~Om!nS0Osjp!i=_nhF?Rwn4wL5J
z$&Pvc#bQh8s%mQW(kyU;{qx*kkEJ0BLo?>wMK8#cxy+(Je*DNj?c?iPOlQBe-^*6H
zP+XX8@#@aqxQc%lF_Pij9-f!SFrMZ7^Xr=i9NBV3-C_qWhLH1V=Z<CHEz9oc;)(>F
zQeB<yl%0Hav3;3jr`IS&WQm8B<5<z%%d4yLAV`-jBAH|S9E|I7b7i8<!k19iO`T&l
zt%AsN=HK80G%Oouoh;IR|MpNxgW#4M)@ja)TeYd&cx)hX5bz}g)3<%TsOX8~L2OS?
zkCACgMWbeLe}<smpL-YQ=Q+CNhCaWC<z2zMip2z8U;2*YYC)ow+7z>*sl^R(i*F$w
z?ArII^V<cp#6-%oedFr!Z$6px=kYy&CfTN#4G#}*1b&bRJfHFMmz0#;_O-SyV11Ri
zpBp35>n;gDP1wf5#=c8KQ(2zEnNw}rERQ%k*zcyH7ZWo!c{gHe(&F`FW4zQ^INNv;
zN!ryz9=dWKFK=q1o`1#AV?SE~#%FwkPEb=~-I{GRerH<q<UX6Owj-;-Y*U<hb**xX
z*Y?<|bQsS;T1pjBzWwR19}&0s&f)_;9n5;q7dz%rx`|O(OE=3%?tQ^7sW?pMQ-KUG
z*HGWN^Rbx}k-|MFev;XnhlqgQ?-hzX$nJ;b+GP96dCGH^<roK_r3JtPvU=3%CemtO
z85@l}IGJ&e=_RkNm@d{TEb)g0R6s?W@ONjLc)JgJ_MN=j?tA435Ujz)|DbGOI^uYJ
zFmKyUwJedJ!GA7b&B4~pN9N+X1!4`?4*C;XK}=@x6)RjFm(|A?Qq%{=Sm8}|fyXE8
z({O$!t2lf4uBgDhPW%Xdt)u)DQ_XFb#j#!+cK_#mqGu*7oue~5-Rcr&3>(Pu(h8|2
z0mIstp^6Dibex==gNsUBcTj5eDOb>7;b=<r>Q9co&Y%V|Lm3`Fc7u>{8gn<dv^-j#
zm?_f8J*ZO;2x#Tu=6=3CT4OWFUYRB4t684XtuA?$=SX(vj`{Dy!%<T<qxv$}?r5q8
zN>Ev6yC7D*FQ<Kde2T0D1qB^vd*bMwQCuu6aG{q&w2qH_6FE&p5J6zB@|%K(lN>1O
zxshiYd^D~XwLRUSHz+PHUUyhw(t-rl=ULs{^z<}2DQSZJZ0q5Gs9j4szx_iZJn7^K
zP@ae_U0govQgd-}<#u#*)U$VI^V{o2cPBMhSCADe7i%3}T!MmBH<3qlP+GKW|Lc3W
z!A7fgv8G{DA8~QVWiu#2_4ALMTVJpj5s)$!1%i&^uY6@>KUxqq<+L?fWq{PHG&L!Q
ziFlUON7W`A`N!M;0`+gOdcI~*!oKYJr!es2B=!s%u%Jfjlg_!FPfq58?Yol)KNx$j
zOt9)zIEZ=g7)LKldTu0EY2?Zo^xnI7FEM`(=JPAu=r|%Gg7@vacQz>X3dPMsC90)k
zin#N-<hZyOTgY;w<U=LlfPjGNG6a04$-Tybd9Zx<t|pB=vJCDz56XcRN^fImVnR>6
zQoA^Q{~b+G&*97u&npA7SDH2`cpD;sm{&5TS#X}YAHk+u#$Aw?N50#3V!C~38(0}T
zh&tY$b{4({jl#|GTjtI%YWF^J!rJsAZBy)mpX~14Pdh)5=O??)gaib`^>M367?H2I
z<SH2$A%q)ol1Nnr+1ZS&oZO1RF{qp4<PRT~jOQMCGMs3hQ6-YP``=$N`&w?)V0Y0D
zT4h&Gtbdzl+VWJD>Fry$c&WvFxVr;ScITbT4C_kj%LA;-D#e8da%3ZJ2BPQTYBw6H
z2xrj*Uus;ulfR}ItPI7*xBEj`SXj7vN?dd~Is^LfVls!(m_12R{8RZlyYaEj11&6m
z<WBpA(~)7s1CGcHL1$!`QE_o`SFU`_LuU1Chs(9x7$=s&y`SI4gTNV(fegVx@<)$K
zk<84@k5V{{3Xq6R&?*r8YxKLa)Fj5-f81%PsLHY4lH_sYGj*J;WEgMegSBdx(J&t*
zia2lcKe3adA?SijR*-0u6sp4nB#y?k44*@%>m3b_lSHa3YUYFgn3SfdW(X8xq<Mb+
zNE<qw)5=9KkoIbWtNk=*|MKi`%3jcE<~im~Uo&A`mxIThdWVvi2d1~4VTF^Z2;x(@
zKX!akQMzTti!Yb2R-#>OVchId%)`N<+U9k-_u{^>pc&f%bqzwDds5_-eigLanEjzo
z(o>$Cp~UW=Exy0M+pq<TjWsVb>uC3D12~CQpJDq+o(e4BApC*D)mF`5^%k2H#UUAK
z1Q{3d7}3|Ky)Ec}yk!*j!xvX>wJ$9fSHD0VR?*IP*DcVrJpk1Rg_9h;k@Xs>aNF)V
zx(3~>$X@q2?%mkoLg%Zxr%3@4Wm)3>y5%Vo<-1%5)C}gVp){L=(o*-A&k@e%+P%yt
zubexsbXz8RE}T%+`F?G3Q4hNcVL^s<qhYwWK=b#cpRnJasv8%e67hI4{H18@0sy2)
zfIS8e7(diDW$Iy_RnOnzYJL9EedXlRW*~ETsty3DE}};QFDuK<I_C5%O~tpT2Cm<P
z9i1)nGJD#z5BBbIosB4AZLBO*lw;@qx!Mh`3uF{B&_BRU3(&B13T{eCs|>UyJM@pW
z|9)vudo6C!UcWqd47zXe)oYwr{U-th(JS{T2L{`s0A`>;L+mAw>qFR|mw)z_lCzRY
z-9u!l0ZbU&rx^mstaw4ei{xG+;S&^-f9xowSYn7-5M1&{bqo{}E;%S17rfD*CJX9b
zFV7l1@!2XwFh=saajF2cIpKCrD*>9-$tp_&)6J>6Qo}#zo0Y460r0*!$MfUu467@!
z%8RU`mJ<m)_J93gN9ExXL_Sy!Osmn}ZCt#a%c02h$@4)vjxWR0CsOTEj|A;HTW1vZ
zjE?<5pKuQ_!BSgU@b_BzQiOxw*V(&8@n)q@hQ&q$JJ+PyV>pZy*?#)#)=_f+by<hc
zodhP;5iIAGkB(j>v3xeG2D@AobJf>ZC-Z_2WSl~WnPCB%<-uE3-3Ni}z8&$yY!`~=
z+=3+B$&T6nJ57{>Y13C$^X-9#dqvz*WjUt7X9STeUROPBW9Ku%R+8686J}GJZf0!7
zU)Hu2K585%T$BaSCC#IsX*{OmZHHcQF44`9vqslNH}Q^u;#l!got`$y20sov^Rdex
zSu=WW=dG)HG1TH?u1gUm-@ku1GM#U7FHF9=0>Ht>cl#Bw#PiMN8ai0q7J~~brZ1`h
z6!M1F0d!#@h~@#zN{yL`NzR|s^2c&YBxC9*PZ?Z42a;{*Mf8yG%SWkKV~4Pya~6a>
zq@u9VXWyb7VL|=vdDo*v*N5(p7k|PhU#{@*fbYhRc4kE<4kO8Vo?Xqf`npFi`VFM<
z%3me&U~i5U=a#4NY+qkrIP)X+PWKnx#jn2+OO^%ozSf197Nj*r;}KJrZE%WGSZZuE
zf4+Iq-si|@>A}Rr^i?;HYFS)4BYd<_y%f@;p9mJib4#9HpAfJ%;jY0HZ0eT>2rj$6
zo~=dufh<uy@sxc-clwFKNYAva$R8|6w8uNM5jlQ~QGyFQL7T8th+0uoD@4s%ZQ>$=
ztG%e}uurig=xXdV^x)ciYf>X`P|vilJHeIaP`PU;@r2<dmdCPd=J?S3$~Wn>Z&312
z=IT|x>tff`)eq_kv!I^SIEb%_SDpO?Qo<5~sSf(SGfJ-OFtO^TqbJeShe!nbHr+|s
zY>W5w@5zy!TMyWWrc8ExQHuU)yRT5el~9^Z-omOE;9iQmRPJ9KZzEhUks09-T+WU&
z@4Nt0^t0^-v$u9IEV7Dqao?KRQZJ)BB3m*zD0!j}_UO!^$A&?a!r7q9_C7?eDpD3a
z&P1xe%omrIbbMxq|Ezn??`t&Z)Mi(Sisnl+lfl<#@~VWMEvTS=O!~8T!VT|mDEmXB
zGZlvDxel6fIA04lT8rO}KBG~0f6DBC20b82TVQH9fU|Es!@9K+oVVP#5<GIK1$(10
zc`^<t$NiajTB8gB$Gzngvl6)SO;VvAHKy&j@Ta;J#>H46B((9tGyR><SQ2n70IBgp
zw9htsYV9%uCI~Rpz`+#gb=o0POy_VGZY!o;W<ki^)F(Z8nz-UIXOyTxdQ$APO0%@j
zYz_9sn)yl!3JQ(OeuBa6dF5|!Q+>!+PMISS<Ghh}LxIUWPSJwlGec);E0b=`wV1+!
z?3|6$t`yV9UeoIYW_7zG4P)3l^zx&-SP|%qRl#A{0Vs;n>|}3ms67?%BN3(e8DeNW
zW17C|lp0nol62p=$xSxn>0ol%v<XvDZ&bkXn;A(fSXjWyQUu%K_gD3&4%6u>jaKaq
zD}}eqf*X`t(q65dq4a|EmIXQiZfFufOA9^g`ZnP!$!BS#o90SRX$2780H?l6IC~rN
z&+A@?U-2jwsVsm_W%~8m)0{~ZQn_C|i{|yrz~+HGs_YZUoTg`Flyyuo`p93nRWnn~
zR)c?sG34>CG$fj#C|>Jq3D)1*YhzNl0_o++k1pF}XI|N=|H|5T5x>Pu@LG}k=a*1y
zJ2@Bl%cMw=v|*#@q*3<qGe%S_i9-g&>gHp5dYz|Q*9Ix5JjVBQM~_jTP`oD$PY)+8
zV~ST%*m@BE=Gc!#IP&h6x5JiY1~@((%sF{e9|~8)x<%HWOemX9Bp5rRD!qN@HG?(f
z<8>xFf`b7AV><%Xsv4TI@(zbk@^VkwGqB9G&5+8hLJK}aE$+vMtT6FMNUWUD?y^-L
zWV{L@dC$j-KlkC{@Ok1Um*jzaVA2?Ws+s1A8%^@bB@h6LxMUbEG{S00`jXxWKN?A<
zSXyx>tDP-Bsj`mo<Np(#Xy0?$#J(f)`FfUBvcK)l2g6{{m!|$H2=o+@*0}IHs5<+U
zbC%A0K%b_|#7G<xoK{KR$2tYZ_doelru4;nBu|kwB%v+h;~7o6bNiXx=0@rSU_vX&
z;Ysrt7TVg0$!FHHv&N7E2JTd?GX|Gf*a18jwCpE}Z+y*Gw&>w~@qH@rgQVj)l`nvF
z6<I1x3}l9(-q1;r3D4QU0t;}3@||q@Qe6@CF=7Yrd#w`)b=R9Ymd@T1JsNX&Ul<$K
zC$4f?8~PMrq72@**Nw2agI+#*0kj#tP|34C_??>oUDn+UP)ykmi*;&qBMLZQFD$v$
z5zt9X@#;W0p-+_p>#N8RG>AC9DP?}}74^NPb9Xte*1fP^(-hiyV#&*oSh*y%?S4lk
z50#{-S5$1;YST=6xH+CxPcFMFg8?i0&w!!QR@h-bBFI+lY2Yh~k#vVbK1h@!^5EwC
zG_!<2K&~_FnbL8p84%W}YO9wcdEw{s#$l%M8rIg-&YTUL2ld*ex*X+*HsO~~(i}Uk
zj*X&c`^yo`6hXNCdGXCW_zs|YFrKyd0lKbpM;q&fd<?aY6pyW_nVA_!!Wc47Y{eCe
zu_q-9T17-D#I1}hI<rAD`fqm)V#@UsH%+>#0<MlGbmTrmKOj!4NyhHMg0Gu49-7@D
zxswo561m9=Q(dpOr<T-y%N5JTQQh(GYvQ~}X^W5~G0=Ioegtp{*mSSvaa+nOnft@z
z8K<}j<B2i@Gt~)5$gK3=Ue^1Y&i*bpL#Pvn#Jio$dfN{!^J<cKnqReypP#&^N7CHA
zyN>@4`9Rs99m;Tx)CoxbSyHx6RcWNp_S+~nZa@@2ay*_$7jR79#DQ3om?u=AR)YJM
zVL|RIFmC+cXh|s%$36Br6LwtH^im-dOOacx%eZgASb~7EC+`6+ok?PTw38kz-pXiX
zmrZa)N2@x}DpLQ&?VRcO%LJ~8H{9wn3DXQJB&i7w0*5}iKhikts0FJVAu9|ClQZ{q
ztKA%>+R1IF>&r`+)9&>=aAY#GP@tU(*fydWY*m|rf<}WY;sj)hI&*c`VCoNkSEyIQ
zrAEzC2pd6WAo;QExiYeiQ92}*p)z~Kg&RW3j$TW@Idjl&xB!zdY13=PHIK1W=Xm%Q
z1($9YQ~*Eu@X^!y9k2Nu*<0n*hg$eQfBu}>)!m$@2jy^pew7W5R>p+!{?<d5Ho${e
zFBGrilAS7juSS_d+kir%ju6-eGGxVcF9Ve@m2y}m$?LnwMcv-im%dRQ*5V1Dk0hs7
zo=#j}UDQAemSrFUjB9%Lq~8*1bl!m%B`zcif77%s8DQyQn?+caY45}ST&~tr7@?T2
zxhICdzPaU2XsmokW}~_2=6So@tyZXWWmw-=cE<$0F9?-h8|qh(3&}mCK{w>08pl5G
z_OfB?Y@V_#<KoYoa5qlQ6~%C9HP2z}gR{2e13O-V<20M)0q2bSD-UBY-ukY1u4f0f
z4CWsB$1X$~7y8bc-KG{Rnl-!Gn>+y%SK#iWZ0%*?)qw0QN0fgxo>=*!uVz`&+h(-m
z=)3K#n>zS5b2@<L5@2kd=i-G`_RIWqq!H`=OYnqo8x=?iW5$(N2R?)UXyy+NXivn>
zY)k1XV1usFmR8Esss2IGO6;bXTL1^__GbEp^^ng$Yrk>p=1tc9zax%8fA?-&Lb{-H
z_VBlF(wb6{fGqO|{kb~n+MKAgucQ%n`+oZM78g0t8O8<BOwhE|XFqu{69^k^oG~9i
z(puJ7_eUBvIO$YU5aKO@4}Jkkd9$B5J9{4>j2TvD!aFUy?e>6`7xIXUoA^5pW{Y<L
z99DV-R(BK+50AlssNe6GN9h?E8T&wh5R{XZwXMtt1YFR0&LQAzIVEbjH;Fe}++P6E
zo+aX`d7+ldO*enU59E<Lb+GK~PFk!G$;J)y4bCtgTH2?MdL2Q5X!SJ;4u?-|t`21J
z4rGf@PuAJ%EvE8V0utxR;Q06gS)}ppbQKm{(tPjF^+jbB(0jTT7R<{jHDliB#Gdd2
zA=naNX6>f(P3?^f@Iu{ft_xx+5x)7=n3x#73qI$$86m6Qd*eG46cihEeSIp6K*ov$
z(t30iP)+Pwz!f|igh|3S_Y2grO4^8h#f~Q}eY58S90yW)=qDWIqA82(<6tPywIQiC
z0hfiRmKGKk(HE5_ExK&#rhU^r$EZz(shLZPgcEW=t=l+Z(@AW459K4tUpP#Devusb
z?c2AgL9xR~5$k8q!s<;o_JH1t9BA@8+6V}g%ez{xVP36iH|tr|lITA0O}uKqI-X{~
zfb%=FrvSZPj-xO?-?kF5dIAJbo_f1+C93Wzz=@+mLqqM%nmQb&>s8BB2EPLZDRR6-
z2XWy0<c5(k=-~(HV+K+cSz$9V2hD1tURy<`K)jA`o=-<~1YUSqg2E969!LL?Y1~Ae
zt%Oq&t4?I_)lo_b@nIX#IGp5YXlOj02g;4BVXaIPu%kBdj@1<Z$R?9V{C3cpM%Ucq
zDbVjC0ke2s3BO3VuyyK4IcSz#(WzXiXY1{FZ5DKvf1DP(`Mb2Tz1M9waWJH{ay8q3
zU~P4^P+}hGwKe(T_rZbYg|h$FY>QrbO8qGiyCcEC=~j+cm>8KLkiUNYisZLPjs<li
zY>+c=-6)#`miTSE0Rku6n3I!{8HhpqM{ahdy5%F+Rn@nh&d<-S4ZMLI^sv&nDSnZs
z><{J@80uP#w>Y@{ojATdl8q}Na%va7(pYr|>J<$Q4fSf-T*i%i$%h361tlRlN7rrx
zK;<K!ot>>I8@yI`e}R>YX6bG!1YUE|mxrcR7C+c`)xp`spO31l@#Wr(C3$|9-x#5M
znIw|@G>-!-7Z*SXjMy`}UFj*rWlV<{gMOSAhPdDXaf9$v*p&!3K2BfE(9rY6^P|l}
zv22{A{?3QK3NA%L*tza2eZvEc%Sq<3lv-go>u*NhB<QMhoYtL|+c2&mCKxlA&;YB-
zEg%?qp+6BLwsb3Y%k3gEbs~et?Rv{9*1Sa+!*V;tENFO#7)Z&3uW+o(PJ+Q;IH68}
zr_o=XMcI8R93Qd(;KTDG+GLIjNq>Af@9n9ie4?dmN2kS`_gRZD48a{ApsLz+^RD~1
znWdc0!Wb&u6ho%{%+4%S>Vp?T@ee$Ms+?v;wr`R7D)^Qm7$)4+9CK2>6vcA=SbA93
zo}3r8<ehZXrnRBnzJyQ<sx<tgmRMhZO~rBKx3|zqImjX9;2ts+V7h59JH=QyUwPKn
z01DforJf)9S&IAp9<nY>uJC{)fAWw{b{g}ZamA+&{H?){hXOPFd3(UwG_|^QRx%Hc
z)t1tFGV?6Qa_Y!^eQUvFiqGY6d&qi(M`aQZvDKy4`W$nD0-wX=oyD#wEfWlUqK6)c
zro3C9BW)XPN16C<fm^Q|PtC6GP<c#ef|?JyaO7u+^o<0v9;&r`^NU!izbVu~HZ4=3
zS$ht+V<q-^9?FS3NoXn!)HWXHIWhiCPcKcq6#~b+OU)F`LI~+4D3^8nn@R_P@H==A
z(FPAxBIhPBpPm^TXFgng&a@nVLT81LP*gTuA|Dyo?!rzwVNGCwUnDveYO15XkXc2m
zu#aeK<Zwy0Ie5;0w~bL?J-+r6p%m@x>2h07-z)_F+>|u?-dhzf21}6vn50=$2OI4E
zx*?lMrxoSMT$_LCxfv*{$yZRypW&p;C2(^np&ZJT30Vw^{YDA<B5}|GocWBid#qS%
zT*k<)BbJVyA)9TsE<Zq%a~;Vh{d8%J->jJcab^AWHNnPt(u><mhqT{>6;fPmgV%3!
z*38*3OZ)WHG0whPKIGWVefH+24?wTudsuI%%tnx)P4d|zRifzaDjrc}%XASWU#x;g
zH{MpuoyS@4G+Xi(61xa@#m2@Sub%OC_9hMhbY8m+-lh^%*kkid;*qdt#Gq=STGm+E
z4kV~*hBu$ktsj24zt~+m@q3a9302u8WmYSi*Tcpmd=ArVs)weM*>asZT+jcxf=w|M
zz93$5XHA$A2QvD`NhYBUT?c*s>~akU_#)x<_{0`<lI1<8F^veS?x0)^XU=|Jx%~U0
zjsa~`<~ci&P}O<Up?&8k!Ar0p0tQ6iCgj@ORju`}{k+tdiq=?UmYy=?Y64GA*f2AJ
z^RN3XEc(xRrj*gvzBlK$$#G=d9ImA2_}8aqrS!^Y2H%YcQ(*4`EMT|wjN;Yvt~ZH1
zj#esq|9Oe^U-NrCQw7iM=T}^Q0_{K7S5;oyhIq1n&GQfMDgL(w{_i^eUX;xL2^W3Q
zb{9*i`on#;$2>fDK@+L**7zUyJyT6Zh0w6UDQX#!GJQGON6vvo@S&iv@SA~^wRH*p
zI_b20$E3jdkNRP*`lz5P$KMf-xn>TJt}Le49{u~(@=eEt)YSJyMMW0E0=#k&Uou(z
z7QSE#<*u#0JmO_w_&z85iSl#c|2mOuTJHaT&-SW+zp5A#h<eD+T5rjVb~*oZ{GZ4M
zbdS#A(*BDS<dj9q<@z;}yy}cyW?sh!mqA(VI5RUdCawOLQK4To5(*#$5a(zmB&dOj
z?!u3T6@_D%>$lJ^FL!KhYr9KM{vK$iouKj0{rI0Kg95SCFt5!3Eh8gtg%Yt8NiW5}
z6GlcxwC@Q1XXO3Q(*8~|@Nl6vBu~(soq$!l2qQQ+xUr=LSxdXVzP?eIl9JLE@eK9Z
z@i!uFstcI1A#33Aj9;nk_<#EJ$%}*ZuWp2%AYM$ft8Z{*UxkG&eCP``*SmE?6bn2j
zVa;jqcJ?O?x5zk)F0$LObI&XJ|Bb<8W~K!8wC;OJDxkaCtOOrQFrSF~t3&?!7wG98
zM`eJIM@hFC@xJIu*{=Kl%5B_D;tskm`)^)?|Np<HW*o4=yok`*2E#hLH=yBu85|@A
zo&Gzp)T(?BS13=`fwu^T-DP8}n1rj69>9^Tk_O;3p<15E{D}Ua*vLqE$MyLw&yBIp
z@8P66vAiJh033JO^^trY|6_+*=Xq)%^NA7Sy=se4lDXZ5e$G@%jaXZmZ$`S2og5r@
z_lWWAJa7!f2ytFdwRrryaBUpDMXmkAdfrL5gNG!VymuBB!|UsMUnrDvCldc2)|qvh
zt|tOyl4fLdl*e|2q4jvme(&I5#B~1i3v9HM1wNA!`1`34s}Cj!Wtr$Vp&Hc+>Ug?s
zH@B|ua_4=UZgx^D!$k&S@X_G?KE1PdVAcOG!y+7;_*+HA*cBtfD^uF9fCph8*PXME
zg30p~S&=jScDiB4MLd}?{8HOwc@)eU!Se=CYmyyBytdv0Plk%au=WdZ9X@ov!p{XZ
zq!$a<U14fadz7Dh?9e8$uu2V6!q2IALz}Qwr%C^QV%#?zS^4YF_YWJg+ZdnNF>S6o
zi|5uSY;QY)A|T|kb_aNUk%DtR^b^|;`Cf(qv9$Q<1`x^P7X^UrA`39RMu|4d>$h)9
zLN?D1SDjI6(dfQ--=+NdC#-<LK#(SR3xsogv%n*r=xKnlX~2Wmv4r&=Yf=*|F)=bO
z3-7E0qo63P5un){w{N5Q#<;!XR4x3d4VY3oj)%V@xU3CeadDwQ$-x61TT7a-hrA5%
z-EU|m#uNbuCfZP?nWT;r%PT^S&j3>!52`Ljg4Ie2zbD>C7hFd-T^<z0FaP)9F3~b*
zX*Un7zH<<C{UJ38%#f>sAf*RIo+oFSgpUMNt`fI~w=AR7vc)I>Oyb7E!Wx^*yS~1*
zbI>GE$`<wJMATQd9^8COOcM=EUEt+Yf<E*V$e>l;yQTq```rfhNryeYG=6Jz<I84P
zaU<K3JUkjv@22vV$rzYdGqr!u|G6fkmx~N(Xb{}#_!GqEG^20ThO9KB0drhdTU$H&
zLUBk}fuetj5-@2lph2)uiu-A|RXWW!{{$Yt&(Akx+%5}Wj5cKEU=9rqD2R5sp-z%i
zH2tz!qsxnIPt_$AaPPF&)x{S9Qd{XZ4<r6lEIqcB0zPa=nB4)BOUE*9Y7`K)G4-_Y
zYp--Z+Z>=tS5*mtXhZS@pdUt;z@kBOE^V(u9Ad_gEK<X0J8PN~2$)t-rQ<wkiBhai
zwFuy2&c=-{m;k!M-Ha&)wWFC0J_6zV8;HkL0aJ}qGKexp;=Jgli&6+5Gf8UFVue|U
zDV21WQr+#nUf-Go^L5~NYVT=>6<IHK$LOsF0f6c9>pOwY4k%}(ZVDf@vV*}=YarB!
zjg1Wf4&@_2TeJY!T?arnyb`Sb`XkjPc5uh$6I(MagR64&^THW*{~oqB7DMX&j7-y_
z?k&|q_iYK-BUI4wiq;#6Lb1F)*}J5qxj`Vwa$P^|=jT_#`SY=ehzP<StwUfw<AqBk
z!PE1M+Hi;f3ob==|M)=%WNu&%$bqTnEZpwFFPN~iP80Y$u2%xhF`idh$Zqo!3@L@^
zAQhiN{Ob#1zt{p8<75ESGat+3u$z+u5;X2;fvVQ*70?bt0U-yk-$N7l60wo~IR`L_
zgnagB?Z!*;v2u|Nn|zfOmofuy6S(fW*jfIx`#FZUP_bVo^|wanSUgCH58VszNO>u)
zes$64cMq9OaPqi^YnOA6@n<JKO{<kjliRZP$sv%{?RcjVler`10U*QRvt2i_hn9pF
zUZ_FEo)dggO7WzK;1i`-)av3(`ia4iQES@fXJEPuJQ|QV2yp<zT?Npx=k3kDp-dn;
zE~%)i1CdXBOt>atp^Olh*5K2Kj%j^(WTbW_K*l$ysT<U)89nLJie)N7C~|S~7!$XG
z{?%2P2D(mV*Q1T`X=D=A#k3>HM4Xs_0DfQye&jw=2n5)TLXQN&41W9M-se|)--vZq
ziX7-?2do}Hv4{A^pMsdv7*s)6yw5VvdeHnnn(H35rDDTYo)*PA?Lcrsa8%1{4EmR2
z%Z6uq=@Qr#k9WZHs&1X19={dGX5RG#a}JZS1xSAAW7x50N&b<bleU!9Cj6~ib?~2{
zy!`y)iX~J_C)w*hPA*IL-qbvZbPE*P>+|s-Rx$DchhbhluXjwPR^e?CkG0rJj7t8r
zHVHw9?%Ls?WM%Uj;<ftD&W^Bkgkg#_Q&9YQZ$wOtdUhpg(_=h2f}&wep{n`?{+~Z_
zp#>R1|B{XxRV>?^#mxm|UA0Hdd&^T{-r>Oo_EeGKJxy%BK?vh}5Y8fCZgeUT+*#r0
zZSz%8Tc_p<m9Yn|yd0QG&M0|g1PJ=saCone*cJHtz7PI$MfM7xxC<1DDz{}N9nN((
zF6iUDG+vvp$qcbmZT{Z(Gn2lQMar^DY5M*l;j6Reln2Xoys_X+19&p*yOJ$4NK#>X
z&@?`teGBoY3(M#Z!f$UY-Lp*m&n34jq`ai4tl^G%H?8+B<(*Neond`&qe;{=m=?9>
zN)E{K72XsBrWQ3#z@AjaG?lQMOn(9As{j5EGH2hw&M@4DvIM7Ph=0qLdrRbCz2h|6
z&o{I#X#_DC9j}r;59gg6CuL*;H+<^|Bo{S1N48Lfz{%BEe64gxr|V%q@gajI$y&dy
z#S?<BBuzKL*xo3^;NuM>)iu|<jm5i*oh*j;-OR%A-}SDmy!^<8SI1}dU}fTC@{1=l
zFXt;J;?G!2CarXjKsx5HC~p~Vn4tIpip7wouh0xrzQfxBWM~QyNf}OFCI_-R76~b-
zD_E%Zi-Fm~?s8VapmSNFBms`IpGfyJ=-t{~aau?Bg<p${Jmz08GKE}!ft<@z?}1F=
zH-5VSlIYa*D(@Yj(=1hw+KM#uZ&Ld%-Q`CXsib?H9V{Ew$9=+F60*(`_148)1&Os*
zQ2Pz)fehq~hC|Pi(t7Szv5BYszP$53981l)F)-?N9cJ%1rk4?3Sl1jZ^c!0!r!z)5
z4Yrt%?Z5fG{^Rvrl*=!>$Mu=5fnJsw=~g_SyrtJdq1L?&a-ha_245f2plt^`tjB34
zSAft?*4V^M?WEaccLI*$F7_6z0aT&)tY^xG94BuD49JL{pHft`c;T0zA@OxZJ$eTM
zbj3~^Bw|Smr79SVn+!MXn0P0YDHu*sAEmH?>Si3}%xamX^k5SJ5*@N2_j+5Yo{P=-
zj*gpz%6Nr1ij4Z{2>>e@<H|9fvMlEG`s9*qB~^nr;AXw(B`;nHslf@^1<{xLF3F#6
zJ`{8+t54WBhJlXA{~Gh}f==@}!~8~u$sxZyS8fV&F2r2;=Yd3#XSa&R`VRaI#Xhfi
zYMq>qX6V=at3V<@H<v>VVrsjFkmGLKx?G#fo**zb5rKv%=&l9eKsiLfYNj7l%@Tt(
z#<eG*2oP!cm0Ts;-xWhsS<Pu_X*nL`>gsAINf2u|c$=$cNIeZAYo)DpycW->3_=}v
z{QfOC(ERDvBOJMvNF)&0ipz8e>XlqHkK^D;ra@;`9Md)2WxO(s3ap(YnLX!#^}j%t
z8N3`VAi7N@k{6amvczuIF2<ym`5tu6CkTn^Ea+Qcd>ge*fR^}ebd(gto}MojgQ+i=
zJN&ZNn~qWkm`r1X*!Z`<6f+oOdJV`;Rn@sDE5A+&=6;?_KlJMbEiK<>{aY3DZk2^f
z#izYdWtIGach&^pV>&PgP7x8qD-efzvAsd~zggFRnVg^FBZ^fG2%&77-;o>99;$cz
zRGWP==)s@t_fpU7@UQ~JhU;~O32m+BcMey0AcyJD@U2&X0Y*;>yv3S3{J?wNbv@w0
zMi4Z|Pwh%1KYJa6=S{pYARqcRFjR6L)5{<VR(-;}(9^$j<Q;8w0z@G6K^42O+Q{iS
z_Ue645}5g@x4}1tPLvmhB||@`a%^fXhKyHY&U<31xntP;I|0x#{6eD0-c))gC#Qx$
zm2^J%oUAA33vaBLa_pT9!c#m0q}d#C-x}uSL0)mG#J^R7<}$*Ldgp-oS}gU%3AZPw
zrG+=Sua>NW-!mFR$Y^Ibjbd;g9`kxu&O4UaTMfp1`8gj_@dwjTym#m54JGl~s-w*v
z-zAdx5yBg{_r`ztJpE6zlZpOri=BJ4InfP5yY2z1*7gZsiu$aXYx*^K2%ZrCzPR~P
znB;U@c40(f^n6U;e4Opefbi2w_|v+2hp+$z#li32@8f@d*)5!BV>p<W9MWSse7ZH5
zOFjl6B=r*<8z+qa?+5uU)tamyS`0j(5^zY}P*eZGUdF#SDOs>{B!QgWJi(Ooz)zOI
zWiYnlond++a`3J^wd2U4{$tUbGFZn^<dj-HTAV;1IWtYh=6ryM0$i^(h?cK+e>Iw(
zoZEO|^uM(VbUYC=w^KGpct5p%+on`xAJ5Xfyi^z9$TqEN?D}~U@!#uN>M`czZU*S@
zKBePatMEeshnL`eUY?v+hRP!`?x*V`OLvaAut!C(Z5pO(UN^flO2~S`xZcZ(4wO_W
z{CBUw6Pulisi<sJju+G7hu*CtaY?KIB_kw4C~w{yJ2?uQBzN23*{uF&j+33krnqe~
z2T3CbtAF<abVLs|(KAgoPSe)+Xo3jH7`ceY%k~rdu_BG=&D@-v=ecr3GV-D}7+eAZ
z^{48Z{<Jf!o?(Bwh!^~q$Pniy?k|KIDHR>fo+;&iDyTT+RI-L~MIOE5`W4F5DZoX%
zzEmUq=Ij4k@ffk6CMU#$LZL-}bVf%<f9~wK39BesGp#BOv7srq1^U<IQF1z7;l;B%
z+04`Mt16+!v01O{%d-+li|6KBFb}6%ggg?ev~Q3!t9C_UO48>V2bP=8Xf58^8^pok
z+9DoQZZWQJ2h)wQ`9DzRZXBCSapdq<uUtvsO=PF#p>y!ojK|l{{4k<+FzZ$Ek=Hb_
z4-0kuO~peNWM74>(1-ZXVP0mnwAb7^IKhp5zHk+W9guZBH71Je`0u*^r{JK4nBPc&
zc=7uHEob}t`ZhUq6{P{KgA^@Y6gv{)VFQ}Ju)bcr)7{XrdS9=;$R(|1`;+v$&-N3X
zI5;>Tff#wrd3(9*8|ljnoW0*(AJ<<Qm`(F{^ZB>os1Ze{u$q$Zv#d9!KW|h_oI<kN
z93K34?}+fN6oSaVxg$z$a}1><R;%4#L)$pI7<d7<A`J;%8%FJ?yJ4ShGnyNcEzEco
zR&)ohTDblhBNB3BY5#KJ=i3M<`)3Ol5a0NF#PPa>e<>ndI|o3rWHmEtu5)Y+L#&;8
zZ69-i>ZL)jD>3(#lld9%)0|>NIIl@1uR!+q5NCm39x9rjqR|Yz7yo>+)#2YXXLJNy
zlw8P#7Q`2^oSmH$S+wu~j{OD#gZm&ov*D&$?zxF9uJ{USbC~H`l?vbjnpPXYT&toq
zW9my@+>EPzm8d$E-?-jHz17c%l^YiqClq*I+Z^t-JvBb}<I^+G%3u;7x#kJU*rU3v
znouqytm$Bv4?9PK@gsYunN+Ebzi3BzqwKO~TDm+dq6GL6E1Tp;tT^V+cHjOm*8IB^
z-1G_bLXK##Yc4QHcX_UiB~i7eHcYDNdDk&!)lh=4urL<@YZigd{00Vt8J_g<4i<en
zRGI=MOXuS{P)b?$-AS#8IT2)dKkgfQd1Y7dt&d0(i!U9#(ig4$^5IL!ZpZ_A)!FsR
zxy$900IJg?T&>vJiF+TFl!bDr3M&^;XDu$*a@F;md_(v!@kzpM`**aA;##;WWZOce
zxT@|X38`<FYE@4C?$0lL|2wivAtMQ)I+a*0!8nBL24<pF5A;tkhXTll7Nx%^GlkYw
zQi*yMeaTf}tugNmGg`UT<gp%q9xN#&H0fmJ!2paaT`4F5cgqL#x?f*MRd|wp_jCFA
z<)xh+D;mLP6Vph{%>AG<0;BtwWb&Nq^Kr-1seT?It}U#BS)y7>f*EnlCrKTI%Kp6M
zk*8i)1S;28Hy}jGA*&|diQUZ7U+<EbZ;)_>4*a?OGK{QcHWYVy(BkT6gn|-p5o&ew
zEuQ&6N1@IaJ`p;i-7=w&K^h0AZts7RSo5t915`MfbFmi!B<!<1r0*qe6Pn@poONb1
z&}+Ya_y_`3h)#H-SEhd#aN!1J6lGjrgC@}O8{+|;o^H9(`~}=e#cv4-iAJyO^yV}H
z$Eh*&t?ch%O+{g6&*AY=I2?ry|BeW-yJdbs7%sBWJdjJO$z!)75YTx3`N6#-7w>PS
z;v1GLMWS^di})!-J&aRCPVHQ<`^b?u+^HR3HTVmDWt-*bSV-P(4;jDUN?!A)`#X`S
z5>$p;!*Y<&mhsBYxeC*^5;S#|m=D(g#fBBb2UskW4X9e%gbl3uVl8IJENFhO$U1e0
z^Ss3G^-=jK%Z=UL%KC)BGR2hT;avIBRUqPPU!>ExMQ$-L?Sq{sIUo_nDmUEdYIzBm
zUsHPwNR<5oyjr)D9b`!oIgE6P=wjO_k-Lgm-5^__*PRkl1%1~Jq&IYqY@0lngey(Z
znHnvHp?xg(w{PD31ewiFJ+nYh#2NGgs8gkMxAU^07kESui~LlSlzNZE;h9_`$s-aR
zM)hNUCl6MdV^5HuUr2+hRYW)`y3>e_mVkg~;Wu5yU*65Hs-p58oim)PBpe(9=?Jjn
z>e;jx*xUlJTU7IdJg4lyV*>_eBR}7C`2Lb{J-OElG~-@Q($l6=3{=cOmgwA47eBhk
zY1|lVWh7kC>b(!pFSO}F`Lu8)j~p=3BijQn>{jC)-9_|{Puy1eD8_k>juV>g0o6@z
zcE6`aL(a&o*G$6gBEo&3_px<c(5%G&>ac(yePH*q4S{=|Fe~0kAa(eWylTgmY?8So
zyH6`e_LlLZogLgq<Y#fw{KF-F6pm+-9b57$&q`DgDt}kp?I-^u7M<|OGwL%w;4+P5
z({nO=K(G->DXfWG!7!APU^`k+42uyzp5&->oNuQB`l3!~4RCgHfiR`t5hRYzsBg`8
zm`zszc>rXeUipEpTQOi81bilD1P|lW=?W83fNUv2Ew=0U_KtXQSf1twm>lkens6RQ
zS{CUWzc<E}aWyB(3|_VDG~WU{liZWH8SgN5CoL*3c!J$LFXvjDZgvHo{(Sd7I=bDl
zP4SMJ-(>GaiaUa5scm<*g$y00NOmN`!v@B50hR?wtV@H;gA01+7Dg^kc#FrnoASaQ
zpf{|~*+PfVd(dbzaUL?p3WIdOJsGee<feA7f5J!S2B+Dv)EbhHXkq6w(D4Ik*g!bF
zuH2YyWaj|zBx10IAO>6?DM-^6`@w*8x#8E-*Y_RVDvxy^`MpA7iPNW9Mhc$|H}t}W
z=K~I-Zb}&9v*%yuw?4yaKu+Xr`HKSmbi9HlZAfLxR6^d3lYj(Kmri;XIpe#U#d?Rs
z^T|XeVIUpmIa=4f{X^jmdSV{A=z_ej4)MFVIBPzqOgp}7Gpk(JXSSvCvBQm*!nr&=
zT}Aj5X?Tl;!IV76fNed?BR!57o|<}!O6GzG#er(Zs@zC__k6ED<`oCQhlFn}e8{wi
z>gfW_r`P@;j!V#bog;*oHwvGaTASE6oBpgtV%_g2b+B6Rv81L1O>mphse5m3$e#$b
zWb)1cB<h9-2i2RA6u{Pt0!cSMwG4s&M)y@UOF22Y=x!mmrT4@A{r%+B)IkV)pfh%X
z#ZG}pWU*9HQ$r%vQ@N$Gq^SYr_Dv4V2LIOu0ZG6BIhe{LU7ix?UJY!p?Nl(NA9;ZM
z=#RFzH8x9iO1+fNSanLEzxVdIfod#>um{guYx(w#8{DQK>}eD{Vd7nE2{iGwWC#$~
z#>vUZyp_}PsQdG%!TuBNt85|H$B1j-rgQ<2ZeyDP*p>oSE_f_mVAp`%GzbJd1oEE7
z(G<upq%R8rWBU0f4Pfn_Dm7?r@`SY#_zv(?8jy;7HPx;TlV}Lg%`*l2Pg1N*01_BK
zMgkSNxK4GV!X%1-fS{q)9=P|~fy!+eS(3qX=&dEDDfXl3WeM)f3=O~wmqIGH=wE<z
zZxoO{daKpuHi4%xehl_`fMhMGna)P<gvY-DDQ9d|dCDBb^$Z5A+INiV?2;D!<GPi(
z+7k1LB(8pI)k%PgJ>hn5EnDx|zMyqvyt`+m^B+Dm^xFUEFuQ4kp=E?6YK^M%zglj*
zN0@QVC2?^`-uEpW0H$JtrH)6#B%S%K5gwQ6bk{!R?-<>^#;=w2t5Qrh{z7v~QziDj
z7e`;kA2XBfWJ25nUktJkv$)??IC%kopV+4Xzn95x|DY?HsuY6CL$rFFwE6IC{t+E1
z*ROuSc&H9}SbhbRypqxekM-o8d6c3+p+{2v@k)ksdWpr=`Li~Bcq}>vuJa%}4LYv)
zpvXfuxlfdL-IQy06=aU|4APJcT6^UUbD9S6NRy%dZ$t_WCtD1;>eW<-BxGcTZ)szl
zE`XKPcaRSD)$}s)A$oeg$kPPoRf{u<YBg_Vz{}R+RarK{1|HEQ16H+6p-|9HO8rjJ
zyB~S_{Z4kGq+XT%@$L{myhw7o+}SaZHXO+}+Tibi2E!v0Pb`@X%G?~OfUb>B6&yL~
zHn~}qo80slUwUWU5r37|Rt78u0RRefszn{8Ajt^{3FGALkbu`mO$_!rbCuA$&NGes
z$$`s;z5sdE)P@rNp-pQ+=bC!EJns>Lr{z^i^IM$T4fl@bV70{A!_U7A7A~9$!qb%|
zo9XqmC(eS^jYp9>TzWSnU=A_ERCX&ObMjK+GZlDK$Z8d_qvPtUMiQ7sg5^JlCy8Ob
zfK7@u?fp91?3U6Xs8A&HB(PJ|`vul16eV9@vm*e5IsJat47Jg#Fc#+TvN^_Z2!ad6
zf!5r&_{@-IVg}csnRoR&WnL|{yjC<9!z5d%x%*Q{$1`bZjXFCW{)+s_X_nBwnXRch
zWzT-+`SvT0P*J)?6(wIF_D7?`44#h!9ERS~#8y46c?5V^Xs>-x$H)(}uo@C>E_Mp#
z(V5%UBx?y(hVCuY4EkK?!PEnuvo%o3Q%wC7iCSnE-}KUhNLm|{G~+!TC^YXpP5cHI
zL#(9F-U9oyLBhTPBe|2RL<$Kvf6A~1*kV3Vx?=Jr;ZZ2qi9Uy!e6-qtJ@1Jb6nIyG
z^}K({YlN5R)O`F!WO@}5Pk6Gk>W;G^L5IZXUDZ;&>E8hmf%WcJUw`gye@b>{$X|?N
zyckPm_}eIDqUEr-A<;QF&#Wk=;SUp6<FlA7W0VTg`Qbf@eX?n^Jz{4=Xah^S>%sxe
zG*{y=UZ^o_R)3~&@ukvIs4qwp_Sc5!l`{|XNHSn+>&HA|HSh--FBI7;lpVkQ1Qi@l
zlo}u3fkOfRp5&lR(Vzv9XEc9esa;`M$BOV;IY93N5l&X8MkjHTA?e-U`0yXqARNEu
zv|=rz<G~^oI690kIV_`<tes7zW-}Fzt<<2;3TI3OJFI7&>X|0W#}M=}VmZ|gj0yTv
z3e+oAUJ)dB1b7=%ql~A%v;rP_DBE0dG!XwyWvOg-Q&j909|ca?8L^8wyq_%c%kggL
zE9FqY9n*<Y-skkI2k-ciWM_5U5*^gHmifK!(JdPI@Mov!H-}`#bQ67)rcbUOHa}*<
z>EY0Qc9btQw$Vz!;XjI=bx4F|DsIvkD5%O|?0w#1iZ^9NB=VrK?+2}rkiOL$B|WpW
z9veWhN+MeOyf~pFj|o^6hn`p8w5p~&l#w5~FDZy>v7UY=6>U3koVc@$oNcKoHJgV7
zq!aSe&Ss%~DYS)UXYEE1-z(kRhJdOGTa_6mIIYJgv0W%Pc&D`m9dDsFcmQK&H>`c4
zd<G3;Ib70eYMK>}coy~sc#=ZEnJQpXjIWrBmu1`43;UpHZB!doUhysrx}Pl(XqcgT
z4Yo^aB{(aF=vKSFfo>{gB+L9tFrwc7@awc}@)maP(nBRZJiI{+!)P4cc0w5%{&MvX
zn8}is5B<>;$&EK7%dJ0D*~j-M_4j<}%T2qKlWx6lh984|j6887uB&(p065)2>Uu`A
zw=U(=cOrB}<Q|*)B7di1o;yk29vjrT1{s6-ND`lL{cOH_7Ex>VV$cAK;UhD&-euj;
z`F3P_3j!e&J`!kZ{UBvu)+!T$Pwj)@$7tXKVGr@J74)VUBwqi@KHJ`J(!tos6#9Z7
z8F-;MgwFCCavO@&&$_}BE5<-K)a7kM0F9enil7fD+Pr2~=pdnPLFQ8ZwHFlcNYB()
zR-A!Xx63sUgh0_~enphqPMIW9(1zK@8w_&*jr@jTbpqH-76TH1JINEb((h-Gomu<@
zet!v(TW^kl&5hM$gH85K=I_dhG<71_>Ix_4iXkb%^*cvdq4TC#@s(u7oLan){ec5)
zpMZgAcB$b`j#7&syj02zPwcL}R=<U+-d(dizowU9#IEF=LvSAb9j6MW&sal!_x5@l
zR=$OVJf9rhuKvY<7@iq7ZH_fcsF;RS<U>i61UDxq_4$)?Jojp!^ewXWzLu$f+$q10
z;Oe-yE_5)5cCU{D{sd`peGRh%LF|VOW9Q_MyK#}EtOmtrREyQ1#%&Zrb9!aeQHpZT
z8gLmy5`{$CGQt}39VgTHr5Q+twVI{9lCFIa{IsmeQzwN0#%b2>P-8zVX1xv8oU^ZL
zSPckb^i^loSePdo#}o<<{S;nUcYK<At;<Co>Nu)eGqIa)RD{}8mu0qC5X|6qPq4D?
z)SRO}g(?V1P*X;0&M{`>nFvo3J0Cd}ar|-r%^Eb9{KvWUZ%n2~5jY1$PB%4YlN}}&
zr6)7`zH%CbXlQ6Ov@$JHD|y?|S=w2{ZglyP6o3uTzw2k$ZY4M}SF2xY-#Z9`LKxtC
zwb`gy6)ZFKE?ttX#1k)&u%P56?l;*!MAMX{D;DXy`U&hR6ggkO$k4?=U-q6RL!`9T
zP!S`X=v-s6Ri7ptn)I<qg@FOphP2|tpFgk%Z^D|vFG}IB8}=50S43F%d_)B7nGR}4
zyB|npqjctvy~Kym=jf;bNZcm-@tX~z;3-(~Rje@5&GR;@v@tlqow$YlmfvnR?acWs
z5_zh@joW8G6GTUwtiwHVbujS;aSUg+OljQvM%sc<jTy6>%-Bg^4?P=~{W*&iqe(P5
z=10aV$%~o?CODn>&$I{<RK|5KI4!p0O6|_t=5K$poV}yXVVU8q^cVf~VE(flO3kpn
z`Vmb=Z62@`6%B$9eyHFZoa^c6ec6@=OK?{6F@V>TsC;&2gdI@Tvi(6EizdDLk-|;D
z&(MCZ-V9N$w*-GZ!%<fNB;IKYB0E@kJrEAdkewWl7b&i^x1_QBAWqi1b8R}Y+F=f0
z*O+dCisGIYQ%pP^Hbbs9G6Eg#b5KkRDF*Zlv<6^O3;F#nN>5cV1$+8~z#lMph{h+L
z3~3)oVy6Kw?`==?B*EcNaJqg+OrzU5h-Seez*l1Y_B`x6!1*%3Ppos$q9e6Z%<2)U
zBymVm%!B@-N!z{zf7jtFV9`mtBJum`%jvN@vu;ilSYHCz3Dy(?m+moeImLfsn+P+G
z&;(B0?sS8?iT?pLP+v9!sN};gN6JmQqWEK$?QUxdf?VKuZfz95ZwE<0@<M?zJ^<&>
zH=$;>(=%Y32@yzOmOmWTt`J6<N^rSlDH`b(J(t3LnMK7b7jEZ`nLPtde+@^l>iamA
z76b86HGw06*(xP7Iea2zODBQd0AE(Vwmdq2QDl<;iQSIopUy7@Hx3Rp5t?%An$FxV
z$^Wc{lv~lq*OWf{v_nT6A9cw-Ze$g}s@Z`PM1>>!#v?QZV+MF(I`ug?9So-ooq}nh
zCe{01yK`Ba<nIBYHDrQu)X2WUc?o#w?0i09yyqF%)l(V*)xfSGd7jXxLU69w;0cdU
zbfpDpP2ZiSRcglzkT(AXJb7&j7$l<A!ytu6-Yj5W7M*&=RX%)-*~+3-P_$41jo~z?
zma!62@(zH@B^@fyW+?9IF<Hf9RJ5LeO>ZTx3RX15r0~5YgRyeOA$=?qB&Zn2Yxzn6
zZyjuRcY4&=uNLML@5@Tj0#OOeH0q_5a#^qD+?}RoNM*5XRub>!-$U=eYEBA|XSkDT
zMlzJRY22lhbe>311&pWH=s*8Jr3I08e~hU{Ag8PsM4_%%A#2+*O~GUFT4WyFW#s@p
zta51y>KO$8T9>_sFleGswqRvrwxZ5F23yly<c5a}6#c7X#(#}j45nFErl2;;lWy`v
zDL<6pLu?&&b9OJT(|G^vS@v=Kzvz1Fpe(z#dzeN^0ciw9r8`AZ1w<+74yBRqPNhST
zl$4h4PH8T>LrO%tyMOz<)aQA=cjn^{XYQGM&g+c5k66cAYbS-Qoh_zjRTl-Cd@^Y$
z9~jnJ*}EL5t5|lt;Q1clz#UZJR@nPkm><XIKU~7U4Ql2@WrP&3ZLC?mVn@888_TV3
z1i~6rPmI?-AMv@OSym&JNJvPGKQGl%YgA#^ILwe>I1MoNpC-JYGY_;OP$VSbz$Dqj
zd{Y=^;4aTqyh*Psj=PX%0%+Sa18D=X<Yg#gt$ApRRYnhk1nJaC+!K^K8n79SVLL?v
zA)M@Loe_WFFdL#_F%6EpFT*IhQ|a)Q1H9$Z5=Xa9*R?%QK7hJuz`}d4PA1^;CtiJ(
zF=ylmGctMjnkoTiigCE<@*$r?w%xazrfcapSy5{mkLWK>#at&dli`s%(a-KNC8uEs
z8K+!FYgD(>FIqe~8NhDo3C+g6vq#Nl!8n*2UOC-o+^jVbyTF<f%hv2J=yN5och#lr
zba3srdpvsbGS@8?cWz@sRAbI%pUlwgslf!t9|U|Vs5g#fi4kabcT8=PA!*y~j{yNT
zX*+Z{5tJzYEl>1$uFcM{Wyly!^I&!Div&A2ZzVJ7tLs8cIvigP=9xS`V!JRtdYf4N
zMfX3~d=5yNqk~4klfcx_G9Jr6fQ}b10%yg|Y@Q~6sUpzhLHp{u?te<>ek(F`ZhAwA
zxDsK04mIBeTO!at;M}dsQttyw+}sOOKg1>C?PoMb-~NrGh`%?}$x%9_G<a+4h`s|&
zs3{+|w(0^e%EkE=BG;<<)L`6gvoo}~X^hDO0$r~4T5Z_5>(bSA49gM!z>ntgE&{-V
z{PW;=a<4#Mr9&S+dgt=%HrBZzLBE#l__$+^0uEzJu*k;mJ}>m&NUcQ32Jh7zr0S6_
z_n)vW2`%g+YE5i4gfgUg9xzPr(>77Hm%#S^_o9H>Ntf_G(8S4Z+@bzt=7By)HQU>0
zAx$SZy&f6Z&yn4k$tN1noz`_yHxj(EQw*-+rJHZ4!Sr&Y*7b_Nf&A-p6RINt<`J)0
zqU~qmSuJzze{g$xFvXm<_4W1)Cy21+RGnSP-|;+dZl;SMjL*Dk9C)~QvdB1H8<gq3
zH=?(-Yd2B5`{|a6OxeWz5eJ(E=9`;qunKRk$WHfVba#-n9ExxmmOtX6agD{CBnP+i
zZlrCh)4+d7<)JsCrR4|(LSSGZ7}Ma%m2k|j{Ax7XY0k;k8j#5#;Mg1F-3VLyEFAXT
z1t+cW=mop8RW;e?gUTL7bjn0@imQ97M;KOD87A)E4RpIzp%HUqx5!7o!Otw<|IJWR
z0<&TnX3xD7_8+sUNMy<^<~wQdZ&DM|+$;iEv<twT$aHFco(gbhSmMPx^3|^1&aB2h
ztO#w<1^w!QJD{{4cQn)0)HCkUJMFCqPFe{}@3#OX`@P`CQUnh7VzNSvvG#T~agH-_
z@fzlR8;nm8@6<hA9_}`UiOkS?%M>9sp5GQ|boP8<_Jk-DvxHt^fGd~f2-acmRh9kz
z>H$!a0In@7&@L$;`bI_F1%$R1gB6!M$Nl%yH2|L(CO6Xo3`u5BHbdobZA|d7q6!bj
zpAF?2To$i(ACnNs<t;pu<7CxI9bp7B*CQ8$E$yZ=7^pOe*Rx#RO>|h@xac%BgzVUH
zbgtcd3;zr$Z61SclA~Pk1><g9-B{fhKq)@D4}bFXicla-sU7Hs$h^lLA#ygaI9djc
zJSkgMHo}YorH{=t@u;xOg6<2m&LrkYVe77jHxF_1)=i{v6v$SiFp=u5YtO&uxHFA#
zJYHgP%dg^_pR-1P&T`SX*jJ6#AY*y%t~oK_M*^m#xA7kV3os?zZX`}4pPHamV}<WP
zmL2dv%;LU2X~*~i087AXND@MfR(8HuDoj+^4;x$-Xk)Y0n;-o=`!qLnFK6oZ<SAeA
zA_17}l1t5Q%m^Ubd0_9B?3|KW{+K|xp=b!Qo%lRfoyW@jBb0E!?n8L?RZ}}WmfAda
z!McB!_aH8}kf$>DAsmX#GIpwZ5W7F|6}EcjtRItVTyV$pa$nIk#8@TW>1Ov6XbN;1
zrW&q=U@kBGGF`74#T>S@cXpNn!wYIhsTvZ!WN&n1|1t@vZG^z>OG?1l78-PLe-5e5
zSU;rK(wHw&Ghp(}dPt_k(z5*%!02wes{<ld_OSEQ;O3t%z114L8U5d~Zkfim<{WdE
zFYk=Me7iy_c|ZOy@4Sl?zzi}wQd0P6H<kohmQTJF931R7zx4g`a|Hd%gXT_|hp$IB
z-u6&#T|Qk{)Kl|hz(3VNUpV3Q9zE4Kk*r3_zahzt4HX^y{;YY^qxrl$>xgIHH2geA
zt}x2Qf(;3Zg|BOuuzvr+=tV{C_`zc+Xw>XbySU>83a-4Xum{7wcV{E_*fNyjt~xjO
z_BlhDpKj}<TAYB*&nu1EXokJ1W45lHl8nXVNpza=VE4pzSEvqAJJu1Ab{xsG>AiZ>
zPrmzCzfUv87FM>ryM0^V7A6y@5bW)Jc_=3IN7(=v657y{zA7c3*Q~{r?VAZa9mO)g
z8XSMC`m_*vUAcJY(aS124NQ_s1d?-tJDPo^Lf1&et9ZJGthycU&HZX#EgW}6h)T5$
zYf|_J?}{>~DRcL{GZSStKl2ZzEjjvCK}{9=_oYhUf>f7HV9$+s)in2^<|cV){FUPw
zs~=CNCpwqX)TdgdB3dW~u8n~wl(j@*+3cNX*U!2bE1Jr9!s<|mTmietTZt?`-%k^i
zcwL6_<sX@Vf)I4$iZPo4{&Nbv3xn-X%(a#nGWRw(?+ww`b5Qu$747VI00znl(Kbol
z?<xIWIl#1*A|1xs=B*n|348S&J#Ukj{qEmn5>WuXk!PhOK&wMcEFqq55P3gd%YE<j
zmfXX(sH4?48Ln3^FuiDAU^Eul<<0ZW(6k#95rxq5PmISHSqg<pccz=$n8D*O_{S9_
z5sJA*N$b^vWpSoyYZ(od=?Q}QFylbSb1t9o?6A82`LJG(D5nami{xqDvUdWmj#{Hd
z#-y=F%VMs0DUmSMY<RB={=xC`ma|b6Psam<?q~C?ygyH)QOw<gO<PpYG*N1Kb8lsT
zig{Cdu`J>P<B)7v=@U9yv3#_2742{4;P&@^(jq~y<$Khv>~@?z>*U@olwn9xek5y`
z8=698>7Q%xy2Zo^9dJ5pj5QzMl65RdXC9b$A-bVp*5_gT_kNPt*<Rxq&DW^@5Vl8F
z-mFP2U|iV=jZfcc12MZ5*4oXoL3R(LM(3qQEXq>t=(F^m%!*|d;w>>Vj=IsmDLZ1x
zy7U%4pX<aKDY@*sW?u5K%~eD5_t8pPEBq6f9~Dfm*%r2yirs$*dK2N!)YIYHC38HY
z(5B2{Ig0%$&t}s8EFs1J@4CvVhHhw4T%L?Fp$wTog+kONOD-XH^~`ns-CSH{&YNjs
z8AbpUY<~6GTKbKnDJaj>{!OQZE4gU}$J}|Z-}dxiVfh{3KO%vgHTYz9mYr)Gt4Hl<
zmv0H(FtHC?>e<Z|z517ae-M!=Sn(G*Lb3}TkV5`_i0shM67y5QLxuT+Kk9o}(M>7t
z1i?tqvgW^!*6!^sH_YtY5@0zl_O`1kVT@_jFln2vsJ6eV=pIt+;xamz5|>j%yH>fV
z>68(GXrj)ej{r+S^zbBL)1NMXl02O0VWr^Y`o-b_P%f~)Jwr@L_Wk$hPn?N1h5|9@
zpFSXDWtsFnQZ7rDG+c$vZY-7rs9QOHWEx8JNpBEFuf2R};FEPv1GB1J)aeX8fkr)&
zT@3lTw=KWd87@+wiqwVq7mPMhMC2?)p~{4BjWWjfwHvD_uPv7!RMfi-pdNy>B$%LB
zI>q<*mji+T1eU>{kp6D>hiskIV<9CCmB*8~I#}j@F=Mdl3bWe#EdzBO4+|IRDoF4n
znQbcpxoC5~`SNS?vU`^OOJyYCLj=n6+qZH}%hCjfOK8R^sy}RH7v(MU#%{md_+lW(
zvS2vQ@Ndn@0GikusGtI5Z=M9b9l7blzuQpt7WMMj>?N8QCiN36Cw*?Km$I;@w<BdX
zOnc}m@Vb9qIaxh%YmlmnjBDc}q~Io#CeZ(TIlMIxF)}b?m*f>i4iB2bTC6y;es3*?
zIlAz+RXtRvu8yi|2wru{n7Q;l@N$sV7=NsZW;lnwsq?OEWE5+!^S$8udsyDF&i9}O
zV)Os*t)HNTo0<hU{@}rZ#HH)cFO`KZHS(&L`mQ1CZwM?bSe_*36jZw+%--OxUZE~{
z*!~I$xvM*5ypRH5J_84#KPW$z?e70U`GHj>I+}R51%zzx<h~%`)*~-`oMp1%>aWsK
zG+-zCIro{_Jq;5+e9-$WkejJh9SiDq>xsAwA;)o$j{hIH`(G~-5MUP!lq<m?bF=-L
z={r46A((zjCF|(MmU_F<shAYWy<w80Qu%;oBtvR>U3Gj*1EF^v`;jK|{$guS%y;qz
zGGmx0Wv$O+{sH2%>i=Es4AvaMXYMI4-%Z4mPuD*Eil};Qhb}N#OIFuUoNZI#&F=Zd
zC&O^1@(YbYty^)Izh{m;x9BMLP|UoVH3G5T=U_L@f6-GzPdDndl&Lt)oSFwh_`sBR
zbri@>3o%M1muomVU=M4gKRS&@^kYR-4=K+N7DRUQWVJdxp}wcy;d^DJtAKJI*TESo
z+ui&=c<OHt77%a<jA<G0veO9IcN3)JYSyAE3!|#gh1~B`P~qadq~A#(K$h#?-9>Wo
z#If_#`5vETZ?e~XiSFfjqmuC|o&o)0v0x6nV%alHyM17$e>!dS-^23&yIR6J06i^S
ze<LrxaZ9W$e3m(^x+nGW&{8{^S(nwqLZr^RdGO53(aR)h2qE8t5Ksi~b2be6$1p8`
z>bqk3#DhPhBl_{*=O4yI6aO~(DBIxY(PP)W%}Xr_i3+<Us-eoK9?rRfrm;<=ArCKd
zCkUMMvG3e9RI9o|*PXk6e~JUg>{;FDjiU$w%2_<kP~@?v!H_ly*2e+Se-|!&3@)rn
zQAZKpsAJxISrEfA%CY@xqE&ri)*}?qXj{Had=3f)UkXu4U2Qx`72RzfJ0Or@^Z{ek
zaeJFkX!)|V9D7{Vayj#B;70=gQ`83)j5KMeI7A<9X!_xm9!pSuwD=aDoVMS~2XYsx
zcoTZbH6ewftB;FOp=QlvCr-b~d2wv6Ogc-hG#E3l<4lsRhi@*Y{x4ZkgGg*9UMtyD
ztsB11krZh$I36CF6ZkQ_>IIlT<eN7f>?5Oj;M#f2ma?2ZWvinqesA%$cC=}t=yp#O
zhy6EMnSnMK=6}EZCXkeu1|k!`8!}o)yDZ(PuVkr?B5tIb!nj!*yEB(uKT2ULpVeO!
zkCZ_vlx6Q{r#tmzA^f&i3;tn$_`bIg!xPiWqfzeONxPo$%s(v_H8sN>@w}Wat(6rs
zp^w)(mfr)7C5hL@K@~J+i&tIeok`Bk7f0g@9vty{nR$c91C5CUF@rFl->oPs+R9S_
z#)d&vAQY057xR_qUu=E-WdvQkNV_2j2xHTMVq^E<-~|{74*^<AJs6)JvwUd<CbXRj
z2M#|A4A4Ktyd8|hPFYh&7Y;M`ef<nD@~8=wCX<>co4nt^9=(2Y$+-Ih_x^a~y+o?d
z=RD#PUR5s1U*0yKesulRt@dZ`8xYVXBe2*8Wc%KL_3@B~1`YK6&w&{l9x<^$&>Z{(
zhPUkiU^3gGULOV=;mi6hEb4I0=ki|=TM!$KHS#F@$}tpX)7rPocy|xO`K`BIN-K3F
zyl{nFQ%RqWW0&Zyb^rFsLkurOBof4+(9lzNG+|{cU}UosdXp*Eh@&t*Prh?v>C^dp
z^9`)7AKu?Pr74*6kl{u6UJJr$x4*gslK2$L0RcrqMy3O}5f1{T1XGbEnEqQBjO6`)
z#C1dK(I}#n!5yHnYELCnk}EKympWUb<H#?)dOAw)FH2?YHz=Z07nKwgFPln#>-<8a
zxk)D;#CascALxfSRD(G>jX1WJ=|QXW^+7yDTL2vpn>hbko&H?cItG9_W>+U7FgB^x
z**lHel=&Lag0)eVnThrQs%k)AQC9mp<(rlUID!uJvB@{L$<A7pd*@wvW`v&+m3mxP
zmYrJl;W5*#{})W~P3!NUMPA(#vbr(yy6D?c<cReC_|W_4vqAHe+r8gObD?j(meY^W
z!NG*hXD)^<G<M)e`ELY^|I6~VQIsJiiDnuC9Ov(#=LY10N=Iu7AALVFKIa0F3q_`_
z;1tUD{@HcoAN@roy1C2Au(5RD<msy`mR%Tui1@m><A1?~r118eaWO&_lfZzSxNFK!
zTQr4Fy3XM-#D6);dkE6V0hKJ|xl6zT+(a<|o1Pldw7DHm89^@04Z%5#DnAtz9cz3(
zv8^V))JV7QD{WV187@&zf`SXcW5&0xZpV$GON2CTZELOjzmv$zo!%$*q-t%!v~E`d
zk$@qq37rVg2|K9aKWrlkJz{sXsIf5}Fj?>i4mGmUm4|)2^9vt|wM764gU$2W&6QYz
zm&gp(P^W33zcG)i%~Ht`fqd)RdyKI0fZ}}qiy{;GEJlBex{HJpUeV?IBXQ+6R}JM>
zxWgP!dhCjT9`=7Y#|$zud}qUeNHR76vGiM8k-^Z25IEt501ITu8YND^nFIKU1OnVW
zRjtghN-(+CIOQ{tdVo3ci%^60F8#`>@2Z}s)Re~fW(WIkuG=~~*3)xcJp8>pX_`+K
zkVf`HN7$sA(D!DWL|l$!oVU+YT;J>d_};pH_BGi0bakS^DJ}i+=TW(}Eb~<&ID2=J
z>W0!v;PS^ma!<!GT%uj`d`2HAw@<aLt$IS_d|RUIfj2AUqWg{I5ZwGrh`gdNh5txe
zR#s);HsCczt$O^@7pRXITy}rt;B-%%y9;R{ImT<aDa?CkZpwLkI?Lq_nxDTZjI%Pa
zvqkcDyS6?xbuHlyC0takvJ^#{j);gjeUJ#8f9=7Ts|`@6J{K+B1MJxWso_tb?mQ`7
zKv?Tfe3NrUan-<&JX`*(YQn2HtNACphzs?P5HythlmM?^m?Gi02;qsAyr0of^fsoB
zp13lT4*MR=&dV-M81aAaEOTnaw&||?ssU8d!RC6xm#)p$d$#{qi{5L#BqueMCX>L<
z5dSp|_`fhHaPhBQvlMF9$p17LN$2^PDDus`z=nqvldt;x1Tj1x?X^lt{tOTHsWscD
zNL!btrf^yz%DaWkRCSR6Xn3NGp9$6-<E5(?6r43f70|>Dcw8b96GKKvHH=<206H&o
zd}g6pSJK<veKvdVe%2`uh?mSrz*qcQ+PlOPIa)(?T<i*4Y6ne|KmPqEcSY9`VxpgQ
zM{<+S9bC$6czDrRe*;`$2R(8+U<1Bza(WUXt`|1D+_%w-sHj3rwi^758IxzR53X@q
zRRC0YbYfLJk_LR^(fLxA^8k|$po6jbu{=h3B*)pNBgjkQy@z=WxVU8*ucbtP?Vp|?
zK&5XDSvFQk5H!%e0@_UhK%mblm~U|9&60{wOBUX1BXD3$nFB$MZeD9uzwUMeIgx98
zSBvu*BC;pK(*{$uST}62S0@E;V*0M?1=*af6sl*Xw1x1J0>URK=v$D0oBE~TV5v*I
zn-a?3_3?70+<VBM(&ZK)q_hD7<RF-w0VW_OPzs9yMwgPxd5K<U?$la$+XM``jM60Z
zYeC-fG+ggfnq($xr?I^)63gp_I5N6<6!hSp>N(2pifFTLSE(~>-GH4ZEvE9awd3=o
z%P`j=DyWl%&#oxtcz3)n1b_T}W<K=n#OOJ*ju28nTSSJ`ulX8PH~@e(9!f){1e8KT
zu1t*^((@fJ8mE$(d#c4(Oyg9I0U2DrUow?DyrS5}rreV;GS}|huYS5a@<K$u++@~I
z)+<g=<i--wQi0gz!NmN$f6)Ty#Yr+Huf7YaUb&&XcIH3Y3JQ=QmgnSPw}g?J*Jy3o
zu<2(ktwul6l<j}BQOjGHdaVuLK|sxL&*YOxj=o=y@4l>03TT;IkfnXbY$PP+;vb5h
z$rprzXhlVZP)Ny9z+aA3ZH)$?m^ZbhM5!qpPbiQZr#?ve;u#e_Ui4M+Xa8oYr_6;X
z$F9+MfmGO$KvQ^lY}YyZwa+`sDW8wR_vX??vtZt1y_T#~>$)FaXW8h3yp<eamm_7r
zFf{M|be3s@Wt&~P$L?)aC4&GHiL70z-M5s6GcF#=rg#(JkkS6!Cutr)V$8V4+Nci@
zvjT}UR2T~in($MC^i=RCF`#nr*Dk<%(ju2NrlTHA|9%Cl1-M&Ca&yb_bgt1(VemO2
zGJph#w#3|CKh*$6194EUUX<LM-j56TGJU|2SwEO#v&J+7SNZWh1@;>`znq<r1ceb?
z+>xqh6T27%Z>zE)1zd^_$1E(-myP<jj?9iK9bAU$*Ej7O5(BuSw8kWYwtPivJ^E$R
z8(6GDTKZUq6nU7I0VbqCh-d|!MZo3?P%143Bc$Ai)i%)}Nv0ri$PZP&zLUJI{?gUt
zdc5p(h3<xwmb$c}HTGwzzIRw?F_zIgBDw7PV>ej$dw@C?!~I0Mz5)b7^jN8mk?pr^
zYDgxG=J@hf?>73Qj-0?|GL;g$c{lqZ?KYY+NkO~_X6f+q5a#J(c@u7OcZUMgDDUv>
zHQCOLa;Z%L+oVu<se=;=Ob|+&_8sGZ&GcML>2@!Tu8WG37QY|8Z$b;Kbu{x@UK4|+
z;E8clDLx)wJfk(eYUM?J<>jPSg-xRM9N0?*?_<Vdc&!rQXK>h9fuT)=P!t1Zh$;pb
zxrLhJ)m^p*^7Y4N?FT16z7}ZLA5dHiI86yHKLTdzWjra*0fZu0boW=Vwlw2%t@($s
zC+QKLe28%Lh7WSfln@qZ@NU#WI*~%L;?$t$CW_-Fk&RLh-YwQOADQr+^4|zFIc8+U
ziy)AA4Qu}4IbaM+pPulFeYx#P=}=B)WVcg8ULDbP0pcI<n`42lsFQJF*ty~jMm5@*
zQX3)hyQ<ujWehAnDcSUSYo=}tG)%&}^U&i~f1DXGS>m~HbzNu~AKU-Y=+Q3n0mUhA
zMf_ngJwujg&nsvNDpG(YNbPQFCA`~ZdcU}|lEG;n_f+tZ5rz5{GwZx9V&1V<x!!}o
z016d=E9~&9(rCFX^qYdAa*r*Qqa&|fj^0>O@)F#+B?1{*E{A#Y)nF^W?kiV%JHfNa
zd*diKwiTrAVY}wh_9$bz<ddjq*jl)6tkv%?Yr!;*yt;P&WM|Vw=}NkGt$TUx$`Eyv
zI_)Pw;PBQo)?PQSDv7i<PUo7&XP5lAU@o`g_xXcVyiSp!rtYaSiHI>9N|t7LkiXft
zC~5I9t<WHGsB9wA`YBCB1vnf80D^&FnG6f>$Tz3Pi?lhJE2&jEU9MhvuC6qKr-R^$
zO?g?-C>{O*&CalqiHhYCyo&t>%l7*^qqngKW2TbeV@U`;75zo>W7fNF9_ic@(<zST
zde<7(Y&55{^mqU@uGo&Xuq}JCE(-kMTQFeTI!og2NmWy|@;)9I{?8lo1tYis3dvL7
z<}N~!Z#H0`3&j3x2%&c}8sc#PQ@`3!aO=e`H;>Jor4RvUf_hyYDLo-AZA=vYD57D0
z;8|=0#-@?<u912sCX|o%CxgIg0Kw4-4l@<TqM|OeoI?pqaojI1tz~^NP=&-3)R!0N
zIe8ERB)gmEY<bPJq~P!O9pq%fmsQH`{nFFF<al;E*Xo48_^eYzQ?PQZ5X?q~^CmOw
zK$ohl;gO*y?eqi7ib&KeoK{_tF`c=LUl6_^fv7vM%lZthW$P=dgz<4sWiIu*H|L#m
zY?SJ6C%}knZK%E=J0dFPTXHP@^2cY)xkTrx_X=u9UQ&ivzB+^Vaj)^A*E%U6fH$~9
zuxWfr!x56D@g<xc_0$=qc+a-E%X%juKvdliv5Y5am_g5JW_|bIxcHT>-9-F`gjAod
z7_`|UUVs)jAn|#y_tKto`^}5QAz9|SmRpy5JjItL_aFAnwLhdTts?}GgN<gc%QnEU
z@V0V^*PNvDP#z3UC<w|9aJ_?dlO#lahVCgR13=rNGA(_5*scD8J`ol-{+xdMF~kmi
zsJ{=<BMYa>oPec_0T&rN^Ztj*A4SdvAJEQ;*5Z;Ww~ck`5-Ta3LuS_?)V-?&exdZ|
zCORRTGssuNbM4A61Ywxjya*$;NGjpe@C%jgIbq@G1Wm+rijJ0cTR&V^Zw&Z}0v~z&
zGKMy1_HdP&!H=mN7QgHU@Ai1S7~;Ydl&pDV(Si!2y?}tt?@u+#NA4|Kzx*hYK*9Un
zG;s(d7%O_7cA8FjGr({g3Tq?w-#m+S2u@=eKE@8GH2bgNs%uMyqW;D~sdTp-pvK3G
z&Pk75+8Y?ko8DI?HwX?|U%tds9_Oko3lK2m!-c+g#2ggBWwPB;!!g2o?n=$;AGa)-
z3_NVT`mO5HA+=CN>^)Y5>?h?)937A|DP7e=Wd7zG*VECG5KL3ddmF0u*~0zS@Pm-L
ztl@9wo65-R>LxHzcMJW>?U&IIiggndgMEEP7AJgHBCt#cgq@(N=+nDQv-Zz4D9Pm%
z48~_7?H$iUJJa8?k(j%{@%pr%U`CF|SMbW6{NbZ!4Z-<%IppvQ4-~yjD;QemI0BG<
z7N%6fuQdcbFd|}1-V6YMrsYbSapsbOgR_BeoGj^6j6vj|nY$nq!xEL%JT2?zb!tZw
zF74+C<|nSmay*+1(izdc*Bl|qW;Tdo?T_f0k!`C~8&65c8foeU&2O@GtmrMd3h*<S
zEuZ{*QgFTocxPL4;)Lv}&V=S?=}rAVjaQ1i!&udMUe{yv)>BQ^4GMjHM9qK}?3maZ
znqhZT4}dmGQ>}u@^_p}g$MY^d3M06G2?a8=R}O&*PDbq~j5Yc5;qUGeJNra~JLJuP
z_$X({P^^zteC*!bwYLWrp8;9OsYmN8b7x@MgA!fq+{B1BPQYd^=!{LjmiQwKTIz?8
zd!UUAKGvzOu7bJq{F&;drPkfS%?G-_Y?_Pm4VFBGP>2MPGH7SAi$z6wc2~Z_o)CV{
zNUp0x40p&^%Rib<b78xz7Z^Pl#X@#SY}C$QflpOSQK882*zOx~5W4zD6PV7WI~F=?
z8{*guvfd5S^X+0YH{IK8WyE(pr-VK}re;W6gQ^fgG8IvPShcHX3nfz;E5P<26V#2s
z_xD3x@KH27Jhv^qdY(0|JG*4z0U$rL91HnPCDHCGl}G_gOz6N4LY6%$%T}3=cVGa<
z+mk8sNr#@u5<Z$V<-k$B&ZjZf;{S3p5_Ee8QO8H$U;2KpSO#^=-tv5>6sAW@bFo-+
zk{%O(TM}~P4i1Hyf&VZ*9$`OMp4pJ{7%Ww+g5$A#G@d>4QV3=B9e+T3cx<B$52)Xv
z$gUaGn<!9UU|{$gOq$<<<ei0zE1L?4t}C5hGkr69F4SzEbj2nNv<B4Fv;3~iw?TGg
z+B1^_dl%sY+83JI&wQIalq;KuP~OV0g!V1WxxoneL-f&zp@oM@OL9IZU6nJIlktOv
zdrr0=@lLO#b=%8C&^S{AB$_-Xo$%4p*PM@RG6xIZe#GamN=VQc-#+Ywq6qkNhnBWx
z7}UE}uFHFFzD5G72g6vGvf2{_y=w#?=Bdm{KJqwz1c_Q@AJEYCq)h$-DZoKlBPM=T
zQ2+Hg{#|STqbKP@Y_HehCyqtPKmmaTY86Rlzxq{P&Ysh43h2e>i{3Uz2stCa^<GcS
zkpVx>1NV-5J&L5HsGTb`lzaDu{z9;80Ml1pnR(B2LpPe;<yxFWMw~Xri4<Cu0s8=R
zr?ycmvMUM)0*v(<JHdM?4U!GF=x_z<DU8p(3}!3nbkAp-13h0?w~31KNy6B4e|IQM
zmxg3&_RN&E<uP&%5+5<58FrJwAAFb*{=LtfU3K>tve-_z1phQ+HTEw6W#OhuWP+D@
zL*62;c5ElkL@m||RrQAbH7j{w>PKI%sVlFe&(a$p5)D~iuq?=H2Eh|Z#1<3j-s3)(
z#G#{?q<>!T6~mb#5|Hhis5LNkh>w1++K@FSh_$m+!~<1kU+vcfa;piLNKI`st1JR(
zx7Pz?)jbNUvpb(6P&SisNro5A8|DKmnrm^r08N*Y>Wfc4*l~}RoMbdS<u$fP@;RPM
z&g^K906IgKC0q2$JOMl4a5Tew=iA|1<a)PAk=n+Y)vgZN{yDOuV3)uHXnroQF5Z7M
zoI}Ot^7zi1p;C*D8z}-#(qY@Vm*bL#Yd^e2TuNaRym(XNzjH_^>PfPh!vk|nCKxOf
z$`X6j32%QRowPmn(}KN#7GxAT^ct7XT%2`#7Oc#Ve{)Vm?zZH%)=Wr76G1p?kTiy}
zBgk%fI<{x$G}JR+h)jB%i1F-SylHx8QirQBTneOjeETGSceN0-dQk2|-IGIZ!C3od
zUv>$5(W@6exd^^Sl2jKyWAla16t+<TX1`CPo$>{3lr%gx3)O3LwAN%SJ8s88OGTmx
zTHLj3@pT*e@zQ6}@M*B*iIcT%iCrVB>eZ_%mo*1jQGMi*hs=7xJy$T7pATIldzH#&
zjV$l86uHvF6I&7#r0qV3XQO9f-S%JUWBE4|wkb+cAjed3%;qWX56tN*?8tuC-G2Zz
zVCq(%1Ap43$}QhViQShU;KUZcBq!9{p@y!9H|qlyaGKdoukc7kVWoiQhFU(q&Eu7)
zuO;a;X9*pI0ajuQ+6VQlXM(uchtE=WduqQ?k(SlGFn7p?ry=-OrAx@J9Ti_<i0PKp
z)~LrV>E^RTKH}-q*U|kr8y>Kl1w_NWXD8*#R1aq+0F9^dIv>W-Pe-c@?RDyV!xK7#
zqM}b1mKVdIc4(&6F1Y?~tj{Y(oVnV!p*SD;pM{2rF+ISmscq*USagY8!z34G#l?EB
zfbF6uIJXwKD#|Tz8~%2Zp|=y|>q3aU=T=p#=5xoBqCU|+{WmW1wl-@0h6^GyrC}0*
z+*eX8@yp^Cj<w-W%1U^eJsOVOWXhFyO`{kyK|XXCD_n+?U3wtvx-?AzA~{Sj_n6)%
zZ`y1<YU6^Tfw_kvE@A%l`VVB352fIB4_-fY6Eo1oh=0EZber}X3FEVC5C4|qc2FUl
zrs)JoOpCiUd=@Fa2!e0Vyz|MA0Lxq3t8kBY0_17<RkFmA2a_EwRq@7PXB(9~{NwaR
zg7bF?(@VAB)QCg)w-NxgelwT|o4{Zvn$5ZH#LVRXW2`baOJH@tCMYY50_vsy9sLFZ
zIqxk&M`R6I?U9(yIVH)7ipfF;KJFI{)iH5?zQjwLTHwGf@P`dDwrCZ5?F;GhTy1fU
z>w)2`02zrsGK#G$zTKbCQa3atFgF4YG5WmKwMIF#1yHaw5S)HcAhU7f#Eno@mxtTS
zilTBb4|7x+0|tY!iM{1;Iv_oLP{AJl*O(lBfZoK+C$nroUIA07LIc5u3OnJD4l}Li
z2AhM>ba{uV4M!VApk9$V?}(#v_0v?=rd)&#a@;I#wN2cStmv5y5V0t$8{~(F4mwum
zsCCxHY#)+`*&@NGH^aDK+Xw7_6%P>B-jLJL(5|?NTvyh)f8>JX>rrf%CmV!jc!KyY
zZ4yn?P6HSQJpbLt{xmO|`J*ejl3jp$aPb!}lbP-f2^m=VduM3R2J}LEwkO+vW=y0`
zeYt$OD)wG;baj-^m`-aW0E`S+Oh#+~l}_1m;heq_8E=_^<?%gXOa44&;o+}-JPz4&
z+?bf+Ug7i_LICJ5$Y#>ZfI}ctaL329hPSnKi|Nm#7kA8iPD8*12&}NW3dyT2u6tOA
z@uq5F{J6dA$Zg4b8h7NvJf>aHK$Kf|HqnvAvLO7;#=Q(S46r&hg^`Dq{ONPnpt?&G
z^$u9fbE{(_8rP7PXU@5C!G7``%HaDTgR>431uL#={2AYXQV^7LEDjA@r<MJ0`mm&4
z4wZyu@(cdmlnqcFlj8-7J7!p%Gaz9!w@?1^nOI8F^V;6gh$#|__esCqn?+5H8E>`r
zF5hGlhZUDM#8jtsF}KqNDGSso*4#q>Hj>SGvoY`sU;O<$W<w7E)?lE8$9KQR)9pzy
zJ(8uNS$nqr!dUyqRe4sRjNeYyRSOeB>Rm&BWQ`?6?NeJM6)f;oNo;4g2T(sI7IU*4
zoIMpWN~2tt_KfRd;H(jeC(6S4&&dEp4LkrX)O0dm6V^rf2T<rN>k8M8)jiNwD_3DI
z5_VBSWgX_g3J|cl{mKLl1^qM)st1M{u$GbCZG=_Zf<?p`b_dY2mSGp(d{^EPFvR&(
ze3zG^882^=tNpH4mdc@ydm%@M?v>;DNB(}3*|iJqmHD?&%F)+h!6O0Z(s7uMTGd+^
zfttuyL%IFSRqXD>BBSXUVC|HdN2Fe#-Tc=U=0j1e$<Hhez`g5|K;-c-RBx;XHO(!O
z5|rKBOurqUi@I>nGH59J?HYsTghC0d_2yN-B^4!}d=x2oK-g^m1|4}xNPFggy)}ou
zxR`t*e7qJf4n|XG4?QP?q7Hk1;Gq3Dz#05~8&+$p;Y~$_G8}29X+v#;(pmJ#Sf@UK
z9p?+P>3EANQWnhm+xiteC;VBRV!KVAX`f8G<|orMWVBm>zm4s@h)=qp5Ku@}=JPio
zo~}K(Kg+d;fmag-(3VoM4W(OcTFRdr`O-ciP;r&_I4%FF4)ra;o4Eok=Dkq`*+n4I
z?jY82^9I(clXViJzfb@cp*z%P@%602xO1xBNH1o=xJcH^u$5^8*lrRDVCiQNek~XM
zC6PuTU*fdlY<@Nr@I_{5OVbaTZKnB8YVGRRq-Hw@z8H(ZbR9Ag_y~kcIFQjOWRbt~
z4$K@iinsFDX>{(CUioYp9n5vj-dp7)G!_^v-JT=^lnpSn{{-sDmmEe1CfxA}pSowx
zdGfG~?k|OWxpJizcMXR=vFP!_=x5eh;4V$VX^1slWf=}^P8K((%2dmZBQT;MBX~Nk
z+H#DjIT_$1Vxvh#NSH}u9~2hm#~BnFTH%OChigW4@p)<mQx8~BIHkVY-Qo>76-J?X
z+`Q68HnP8{6LCI5*XDSEVl`lZPuoKv%nOWqOC(<L>W*i9p59O0-4AH8zPBec$is~s
zvb$#oXxMnKOyX6mcJ8Ww;M@Knf7~(f&(zn_j0!UKjb$vCHZ-IW5C~fF)XnZEN#ZiW
zhx{;sm1_&IafST4AterzR;^;gbwB^keLlXax%NlY=+RMzbaPh%^>^m4I5U)X(hBzZ
zjv0}zJ+Rq0U_o7K1p*|Y<lUs}HR0L(V4Cz@?bM|vT`gL~+!<!Fa`OTXL><Duaf;j8
z0#oxe;F~qs=+0khHsu2(mn$__zz1}{_YwAO>&@;v7M)Y`Dd~C_ld@J`tX?0UZ>gj@
zkY5w9-8>snO~+S#QjgMjo#}lc%o+OXH7fLkH7>xLNBpwfwW(4dLy2VlgOU#?kZ$`$
zmn_>Qx->4iMZ&6Tn5)lM#0UO(9rIR(Lryuc_?eFMxKgnsAw4cuFw9jFX4S4Y-buR?
z;cKc;X7=^?y+)p9i^J|dD&-|!&KxL0JEe3h^uvhELKLWnt14a=F0_q_9%(k7IF;*3
zKOx_+7C%X@^PYSZmIOyZju%V4hrsy`c`3kz^q2($k1yweqhAXwU6(YWv_apCFwT*F
z;cJRlZUOT~<t6T^Es}4#sEockguwyfLaKPc!Bx_5>N}IDgA?TeY;j$MDBG|xIG%RC
z66rmZr&2`C!67ebIh6LXA^3$T4g=^Opx$Iq$XDI(8)+71JMA5k##=c*ew11)t$+$0
z!%={GI2t(Z?Ck`;pWdGY#i021w#Dk3&PZ-D=R}Z?!CxsZ@Zz$VE`KFm`iN6S4V;8|
z7qU!fYZC>A59msHL`*r)MD@*|?}(pm%j;BxP=UT)wH)IR8wn6~7`Q6)FIJENk(=DF
zE3i~7;Uj9g!4Zd*GAMy~DWE<M{B5=ZcP%jJS3-Pq+wB;Pi(37#UjPrcAz(dc_M=)(
zI+4qKn#+~=a{xtRQ7pQl;4s+>4V60cs`FspNId(Bh0olxX^LtKiv}WR=P~x4(nvg>
zN{4y`5n72&5h3%(TD_6X>%ZGR=ZUGJiVtW?evglP^fxtVejY&+2bwBhV1$bg&MW8u
zCWghjEl9xqf(r7b1y(?#wZP&Z`tig^PtNBNrHj`p>h^3-T#OYOxV|W2ytz3Qo~giL
z__6sk#RNrLy%^nu)GsY%RJiRf1+&IXsYM@ov$DtHi(dhT76O4%q*e!p4$ddygbTe4
zsApdtoMETmB07tvD+Hhr^6QJhV#XuR!;PY*N=Np9u8&=lU;jHH3ZQ?OYu{%>a(zW~
zbh(@9Bz1K`qFr01JtRv4#)CCTaYF>v*3;z{%TCQB#K!DttDUrI_<&RzmQtBK7DKi6
zh9H?z=3=&jCe6ZGR7-lab_Dmm!t9(F^p&ZJmo7c+3Gmi*nHm<&^8nOQ6#N~+S#5Vy
z8L}3P*BD~#0Zs9krMPb|FlX|rev9d+0_W&~2q-sdIC~$PHl&ZCNF}7bD-ThFE|(Sw
zp;>abo&I$F3Ioe2o@??ck;(Qp)z29fX75s9vpF_!BQ*&iQmC3HED^|+ba!#-c7X18
z|Al!jAYGgAAL<WPI`BEwCUnS!g7T;FpyZeZULe(wK$YBUum7Fi4qOWu))7SIVT0D1
z&Ylw)7I&M;<L;Bv9*33t)Cn3jH<4eQUP*kiQoJBzQGnqiSZMcg9R^HVh5W(%<+>r<
zBj-bTff7zSzp4-Ad_nm4e$EMVN1ws-tlROIJ#jJEq|HA5-b<d-+Z3YuoPe1-@=(?o
z=Kh^A?^U4YtIns(6)V8wc}txLdI2_q0QJC&PF1O$c-ePnM5>n~aqbk=^;4o@I?GYo
zJ3ZYtRxepl9~zSFj<7BKa+yi;4KRDR(fxkXwSU;%O-htGmcn;Rs*&z>J>MT@q}(fb
z)rIo6{jcWBr<4(;eYd~!(#$oorw@#_5O)wpY{W5kmyny+`YHu+@d&%iyFO1J;Mn(k
zeY>2XV_f}dH}{$8clwBA6UCNy&~5(vPVb>+U){j(s(3GB%NOx&fww;qLNagNauzM(
z0UGj(!{o7ms3M)53IPP3u_Q4w2nhZdYINW;kN*P_=RAVCV14vIjk`2y5>V<jS%q)a
zeHvdyz)He(I*p4N`RNT}d$6mSD<w5U@t?B54=wfJUQ7v(mNckfP8t`V{3$WhBB9gZ
zBkrC4Y0{m3Y$|yER>v38be}w?&7DPc(#2WWHc*!dL^V7?W}zy-stKUed4~^*fKEOz
za}brTu9>CKX+;$Ss4b_<p$!sCXXfPJP4*Nj+e<%#;g!JDx5`QZ*8>wX0d1@@j`^W`
zBm&5wLt>`YK{h-=O$(p8)&$Lf?Tw)CC>C(R!Cwe%?8~jTD}X#3lwhZ7rQ&>lYU}7b
z(30F-ovPbN0|P4aza6~A1p)UeHdZ29^=$nXtu~_J5n5qVF?6#k^lR~P2RroUXNwNp
zifA>ApUtLj<xQ<U4F6lLM`OXS*fle9Pr>g)D*(984|pT@u6tgz+m?19gK?ZB$@g*!
zPdqTBueQ!|>VGL(rCPfokVY^(YOBNQh-ImfRPksjWW0pZhzm`e)GZ#0wK;L{&tw$J
zfW8=CXkW2>rZMntHi8jc)9?kzq7~2y#i%crSndv-1xV<zk+9F24re}N&P&U0;(dSX
z4d+OLzgnn_L_3(@<`Y9Jh`|9`=xfaiTBhmN(ZkdG?}JYs@YImhjs`2IdnZ$=#T2D*
zp}r&tq9>6Q?Gb)i1QFSfG=01P^4k8T=37V;?-#|}!|T3(HzItMOQ6>a{9re*;&gJ2
zvw*=#;9~6k6!X8WQ)eE*Y<k&8K1c<!w>!#E6Z3+uGHXW=n<3ROph*js&U>%GFgu(n
zEN~Ti-hfhQq#{APu7uTgFw3O1PP`-FFN~wj(n#RogtNL&1>2AIZBFzM*+2TpPa6?D
z?I}c*kjA7V5E80eY3y*XfJS%Pg+p9g5pMgXm<TPM;fPLZ(+2`fsu~`EQ?Dt@B|R$7
zwCzF~;M85}28eEscRt~(xUD?0c{Wl|3fCa^lNoHPQwo}@HDJL}<|sR4hveU}Tu{tc
ztcPC{Pj)O*h(aiNd-~BMf*2~gMuHv@f310>X+d)}M-Tqpr91bTOHTVGe?4dEpjnz|
zAg)+u2i=BYvPl3J1T$-u<yZD@!vR;tAMh*212V2tjjN!!^I0;cYQ+G)VhP{v!5<ft
zRx2d1TFwM-zy)9HZg<qCCT6!?qSq%0S$76TQ-J(EG$%G(a4T>7FwqO%Nd%EYjpI`;
zc>8a$W_pp5d7*S{T!Qw})dP!*>aCiijo|Kq)%|pm0m)y#fX)8y(m3bz{wfZ)qT!QS
zkHn!X;&;K0ba>Emv2nhHB?d_N3;dV`l#*(mxw(oqu6n4^7grcpE3tA!2TWWp(syc(
zm$JHxbfENx9=gqA&Vgu;9`v`V;k1<1oW0-<D_jVX<b(!a3dYXNcF^_9$U<+k9ngKL
zsgrW?euhuDj8DX<Y&B)njuA6D;-=2?f&pv{L`DzpM2OE?z`<LV70*HxHiO6w<_g%}
z0QPSb=$g#Kv!DDkD}9Xye{P;MbNli<B^eD5*C|BJKuP+!&n`|#$W7?$vqox;R`fu6
z+Wbkaeuc({IuBR#`x$wbwTs~FEL*NSwkvV>A~YuqW|@<6hCjXue7D4b)60d(M(<wF
z0gXdR_nOmEtb02Z9pE7Yk^A}&J+-P6qlJkTMBlGYzyTlS7w1#v;Yel|&ym+T6q`m9
z9DG4x%A}zB6(ansKLK}Hj5vT2n8eC=K-czk;U0~-5wJrIc1&iyCU8AR!0kmf6$P~J
zMC^Q*cCJ$@yk*miwG9XptrVb1BYMx6@?7#Fw?w>;hoY{h7Mgvey=#F2Ffz&XQ!G5?
zSxMT$CtkrNSuC~fJuqCSRijjOeps#fh}ZnQzEu<*?tFppSHajtHZqml@7xK${t1e5
z)=<XkdPei;4A8T=^C~{673yedB5AFEtP<WGL;}`=u-ZNyAYW3s1aD7-Hl1J(WEW70
z)|rBeD2$S1mVz*yrWAT{)TP`|Jf!##B75p!DH(fy1R_bcxsl}WUyYd{_W{tBX@i;;
z`NmC?V};h{KH#i;4ds!ms~3Jck7v3=&6fyV6~E849vYdtnW7yhmSIW4$rt*J&<ElB
z1VY@;?em!XFxMu^wyF1zx!41BNOjvdQr(bYwG}(SnS(X{fPl{nFdbCOmo$NmumL_d
zL!A6vvay_?s)nH>T%*Q-1HYPT>^Wp92oSD{#JHG172=(bEpMKGesC6xEY5=7Gggs*
zv1G0bt9oqfL7kLvv15{vkx=U%dvGFt^IHjEZvKS8&f(Y%xsw#a{nOq7sR8&D{gVRU
zEFYRXD=1?9w&2sULA`YgglgDmasKD{b;n+&8jd?_Z(h657@AkQ5xp$W!vVslx|r?=
z`+Pl8BfE(y@&MUaRezwXt}_S={pEH3K}8%Cqvgvtg#sZ8LxGP~yoRH_BN)9>*<iJV
z1ITqNv6`d-c7|u$m;mon8gLhwWe2+fEbFh_h4>i;okn0dchbh~N(>JaiCEBv!I{py
zzB%W824;^HiHXU9vBX>SH7rNe)nDjsxr&GT2*q`$6q>KwAFH5IC$W)*#x*W}s1ztR
zP>RCbEqNbLk>p=T4tTrS|BJS+z{>$&jN7{{b?)TvVKXvXow($(F=h{X#yJea&gT>F
z^cW)$g`?sW&`sIgnVNzU&FV4=00hFgx6~<(0Dc7s6<te14$PPkj=@I-Urwrjc-gic
zG`m147f@?@yFV)6Q*CoA456ts%RrB&*oq5i3?iA)BkoBDm+J@5joiOm0YfhqG`kO{
zXaJ3!^`bb(Ml_Uc%pf$E8l6@xJyMWCo)gQ-q=k~3QYSEX@D5z9p|8%9fh>%Ro;Dt1
z#uu=;(EL%=On@>S8dkJB6h{=7X1;0Aq&JT*`!g<NhH~|<g`U&DQs}yYxn{==X0ST5
zY&dmK@tgSv%M;@<dZ{oHr&ae29xyzcf2r<QY%KrymbvL%Z!%57fXu+3oS-iWUzpwi
z%WU)dtyI1YNoyX){*-LIucU$4N`$1%%UKUt$W;CaMpZFxY5}jCGbisd&D(;3HG!Oh
zbeMQ0f!qW~|7yq5&}05?$oUVC556N4+kiVcpeuiqbXU)U>%LvGzW&0LZ@9;HNZULz
zQJxrs(0dO>b5aSqLqks9q~{%dB3jG$b$(2=ar|bT60e(HUhv=?cVlM9MrZ9PF@=^=
z7Y&rdZ1A6D*6#xIhv|J#{hu0YMY&@r<Pq#P3pBURlqZs5_O9V-PFtqz-y!sE8^yY;
zUM{Z`09ne(c~_QE19Si2xsz&fWxe;`_Zhld<Va0TJDjOaM`=u$1*FUq?A+`jTB8l<
zBm$ULCtRTJLkD$VA!UiIbAXvy%W)Z?o4gr7b`#hWc@HxRH)8~}1UZ>zDAR~mLLE-T
zXXk@!v>g1+>|{w|o%l>4=2jf7b+M}pFYgh=s)Qzs$TV*?cP|otgHrq{2|zuf;!&s3
zA_GA+)4f5psXZedkgYUiwO)XIyYU5DLqQ?X8lojw-S~(LNnjiAhJW*<0>fakBlPnt
z+~&S#NCYg1WiH4QvQtG;qGIL0n;$1O#N;QtR@c2%^#77S@@}+Vo$azgaMboJ%?NZ9
z`Ib=pWZ-}neBztV+6N?am0v0^k80^Q`CMB)P%%6aRu4WJ@NL(F{dt^t)g!71gphbp
zNM}AVm45{r&ieU4ud1>Dq`==#zy=3+CMJA2eVcIQ5veH6EVpO^8bqzSlu9R(YRl4p
zKyoB>sayOqI-M4ItYl!8_)aipkXXnNbV+I}&}ASQ2?)OQo>a1K0$szI*OSpGZs#j<
zbuqUKI+14QtC)0xIi$Oyy6&U%g~1t8Ac&{E8oOT?)2Sp1x_Ml!kX9g2_}k4>z)!xH
z$(Q~+#}zQYx*fe`sIt|8=-6bg*62b4Mg<Z-<GeFGfgot_q6Ie1Q6?rSv$c<yqdKjk
zF?Y9}RT26IIdH;?jm>{1w=K8o>#cAjM>Yl0ZQCS8vQ?O2u_uVO=m_*B$4rDn=G{_<
z;$UK3uz$U(E*w>%{2Vwb|1BcSg5ckC<&P?N(Zg2$lwc_E)Ts~8l^ApN^6B8U8f^cg
zR`ZW%BBu3%l44PL<gZLrt7kdhPNv^`|9$qdB@KT^rfE^N{L8Ii_{|l=w+13}UTpX9
zvSUZq=SdstjzR;U1oA<1{K0eU|AM)jY8+`4eKR&_-MqAHj2k<l-pskBS+7<7p8~Kr
zv-&PT0d&bBhNK*v)A);8d({Db{R3LgN~HeLep&-yCKY>Hl>-SROfJSAOhknRQ8Kb8
z%k)LnG7R<K{mug2dO+nEq#;sgc>4fR2w>6WmAzAN+E5N1{66vU+u{Lpm6EsaI=Lq1
z1FrJDO2-nZmLcsFq(xjvZiLC?MA9WuX4D<P1#{FHG<<dfNUQ-4V`}_Q*ZvfBimK2u
zsrmGuj%{UrWYS3!-5b@>F?A<aWXU_m9x!BrsSr7~631S%$aa(@Qaa1$`Gd#J=@l#W
z)IIz&W-g|OzrZ)}8)F}s(}Je!rm!NW>EP2SyUC<F^uZgA)a$Dldw*qwCIK80simj*
zQ?2KELr-j`IOxF#VO~0t@2)EoSBtJ-#2?`(+33aQL56}MAqJHCSj3Sq{<mB6Y`W*e
z;^c(rYlvW9r!l^zgTmyA#>U1NvZ)7g>zskgWLmXBzv=BW^$EH>DB(p*KZAD0M|g0-
zG*#rgHDFhe$9z-1#Wa4e21#r85Y4X_&D6d!e?|}&2+BtC<wPH^4z^b_5nP4@=5(J=
zc!w#2`Qi~9#VzQ*_#Q#qUUL-Qo)N+}`-_<8{3rGA0Zxl{W3#U?(ilIe3*!*;J(61F
z805zFf_ZW^$+k?R^)OdO0NJE@HMxxU&~^t3A=Lixy9(alx9W^)>08)(d#+?f&w>gD
zKwcJ37s$9*Sc(lJr4}&W<`e=FicEZKJ{DBiNh08ciI4guB$(X7C@u1fex07!R0Rp+
zfu3~o5%jc*y6_KN3?I$%g5nP743_}6@+-NJH(;`eWE#fU18cN#cijQ`h~T)2wY$Td
z(yhFT82e%%e}jUlwtIFKd#j*S{2^aIoYFz)149u9XS?13-kcnQ;OH^Eou7B`);jd?
zDh8SU)456cTAZRHKlJzyPPtFu8WWVLDX)(9+nf*N<?S~w4Aee*K%wRzyOseZ_6+kT
zGgkY#9T)lvEp<=-Nb9}N=>DypBZrI+fHc>VbwV!IMJ|_#?HxU2{J32d*!;U_OO3(i
z9cER^NJjzI?p~X3LEcoIL{uk=RJLBE)v-GM2DCB*Fxr57I5@eL*s$-*N5GYz24|#+
z)+*9+A+S1Dq1;p1tnrGzV0o^B)Pwvm7IHWlFL1s$$uparNlhDN!uIn5JLXj^=#QZ6
z0(?PgmB5H=lwqfc`6cBN@dEr+vjOX2X&|Wr&go&mTld}N=^o@35@8X#{f5ACoGzWY
zsm89UhjJ_$c!C3VXR*@poFywF|H@>U;xGN{Cr-DGEDWh!s_VX49R9im?82ujn4k;)
za!M3pdkPNl1t+E;-CWGyEG)O1;evw*BoJ1Yo-OVIAq;E+e`NPJ>&08HFElAbp{cq5
z3oMo!ed`KztGfPhTyL}#l%t*%1?U<z8>&ztytGFWy#?1EM(N1hBLSzzvH}%@4{%Zi
zt;%=cn@v63Kn7Wy8o8T0A9+ivHm)GqWlLc%EG~<Pd`w^rX=V*aMvs}U(fzdw=v`q+
zMi#~}y@&aJ7WZdOH1hJ#<zIHi6<-X1_bmZ`7Li0AHd8hdHsAn^f{wnF9xhbsXdMth
z(E*~}P@yuP`Pr5My47PA)LH`hP5|`Um*saz>F%XBM<^Y$kn$C;L2O<i3#1lcnk-!Y
zT910}^0h{Z+}hz!mvBq=$v5C61-Tl7!;#T?qRTFQbx42+ugBUQoH}VbnzLA5Hrv_3
zvGIIhQs{gc%lzPc_N~+Irv0N#az&zXN#U(#+N&L}gamp{N!}kX7KV(7d^||ePDWLm
zKOrs+;65yzsFEo1h*hWzEgOC@lUNtw!;Q{j0(<c#+ID(=FKnF0*+ee$Ze>biVe*ap
zE)u2j&!;VB4OO9xdT{^XdGM>yDUd403Bb+7$tljyt&BUnmqgI^H`binfwbNF=xs2?
z`twp`mhV#u%-7Tc#^_Hp5B}5v1UW+q<hG;u+rExo>JFS4Uk`g|7wornT!}*|dN1$A
z>Qbhas*~#cP@3T&C0$cVSbsKsAh<&CDKW<6Z!^0D<V-{0h`I;Bt692Q9}^viqKor0
z*P}L$hq;_K$0sYR&}&&W=d66sCz>4e@)x^;h+R)D=jvQN8o<?`IX<sN%Jf78*x)e1
zVoZEc>O3W~I1^%Sg?(+Mwc)X80w4wF7h_z9Zz-aGU1lb@_~aqXo758}mO3EUmTh>y
zRkv-=iP!F1_CRT^`plgf@qyEtq5nH4;$Z`}lufxMVku5P1DQ4y<fZg}0Y6|$=;)sT
z&+|1}#eCHv7C^Ee=3L{sS!~W)y<T%6v<d(UWyav+cgGJ4jwUj-KUARkF(drOLE?y1
z@=_G^bRxY&f%gA%s^PB;<b%p&@!>wHR-l?-%Mnuojn{rR2tbgz$qqVe-ZFM)+E6B?
z@C3AsGY;Th`QU^`G;jbkFkT<e>TI-LLc0dmb`(0F5x$*q+ZKZnjD-?pHh5wY06H}#
zSft?jNM#wxbnO?RJV~FV7oI2{Zg;w*P=|kdlg=Wh%Y_QBn>TFz55)^fyYZNjcS`9G
zySax0F+Rm{&z(`al30%Skt9F>z@J2wUWf-c{SEkj^MNDCA+y;KDq(F`^X|yUB;ZJh
zFz_F%OXQ&)6jZdb$%;k5X<0*q_A@OgO}5c0@`LI&G)jx+E{^W^YfBDWMvrY{V8vrs
z&t7h`a%!Q9+3HK6JM==Nmf_Em<#8EQjK`Y)kE-_$r23Ek$1jpMy`_wlLPNNO>`f_q
zcI~ZXhcYAADk*!fZ1>tL+r>qS$jG&?y<J>;&+qfr`}6tzK7ZVQ@9R0w^PI<dobza!
zuhH5a1L)~J?4~1$eBak%i{bb8;%DF74>R@pLpAFr&f*Iuh_e#fT+aN?cw+rK-H$@e
z;1U&88)zuL38cW{U-kk4S$d59StCi(?Vml$Tx{7EfU9$H`+=aRRtcF#x%pYObOVvz
zsll7LPcBMlmlLmf$QZ6o7E%xtCMs35UJG`_%EX%eI%vBY#&7p$EnKc$KLu@(zXHL(
zoz)Q<P}kZDYNZ@T<jO=>`t#m{Y-sGC&r)R|;k<bzHs3_Q9zG?6{6&*u!HxfdSg#cB
z)<r^HOso4@A&14+?EqF!fN`>c!3;PjmPhq{`5(py_d_w~1r;sOe9z*2N6#2gP}U$-
z`}|2knh^Mh%f+=XpVe(WRFh?siFfM~a*gKsXT*DPb%x_AuD?Q|@1c06bHi4y;ho>W
zhJ9PHrn??0!30+>`O68ayC@faOVl4I7vz4G-M(95+Tb~`uo%DjbUu78GsF}`t{pe@
z*LNL5%FeQ(AyIw&o1m4;&wlgxBY(?a+hhAuS4D-kFr%QhqpY|_VGtdZ*?Htzi}hdj
z`|<^M2)ug1!N2TG2jVOf6O+Rv(lelC@z1|6TQ33%_lFAyQw`psmGkyF#pbPY%B?95
zfAs0*BC-ubxv=Rln~D<SZZPgl=<IrEYwY_9i~l%j#-wsU_WT3To&c(^`;HqxU)&$O
zC|RJC^S-_SsKv-RPSTPAgc9sln_bxL<@|2qpb4UYQJypEEAGvM$UBTE>NJ0gIxc%j
zq0H=#AXc_zHJ=cgKea89VZ>QL5%Ljed7S!oh8*-%pBJ$^t$8yW5fk$v@}7JgVPkV4
zth+XdGI?3hCyj?|_<e}Vd++5^xxjCD`ghk33ZbPZH*T|nn)ADii48abjDtxzo$~R_
zS$3S6v}o}sf=d<`&8yJ$^FJDr!laVG!y_OBm;st=CP@28Ee{mr5F=iIK9X-i)56zn
zjP7QeGe4FFi*ADVUMC6^MPw4Y>4WEk6}ts0xXV;tn7el|UmR<os4nrK&gL;Bx+G5$
zzc+$%d1<9+b0eYd2VeVa?q$I#yndz+^)p@@{j7gMs}1|aD2FCcXrlke*2EN0pYk+;
zVp&ez;_uPwQlCL_=oBDWXs!Tl?f~%E0XqqDy1_t>t4#dn)yQsFJ3S&21FhaT>C@TV
zq)s_{VopdG6UQ*<Ekfd_qyJux<h2<&==;@F-`tewV{f8T7XCxL8#I1Fd9JPF{Xpg5
zS7<V5K1F6QR1re=>n|anohOz3IU0>VSS~2p0E7iIf)XRhSOaaFe4U~oZevuslZBhb
zy}M4dG;59@00AGksM@Z|-Zs+?peq&GTaTsN$Hj|**=rj)+q`{VyJ1ZmKYYK4m+o7c
zwd6Dj78LKac?(PCSCZW|AzmJ%v_G<QVo$ty4?Stt?!e?^b>07jBGFg{g;#4lTLO({
zTQ;rhU#t@o9Pvnp*tcf=g<gkS*CpPTHV`5kp(|P)mk9m8diksJ<^h9fqYK4OXbE&Y
zR1(kp(CcdHk)YX-geLvrDxwa){Tvj{67iV!p|0Ii8ObJ#C%P%sj*UG7)nXH@=`S>I
z&&Z}fW^NkKnwy}Z8(}8nnblH>@&qmHBrqAQb_1W;%&_iK*Fe9T{tafr>+p00cN+-^
zQn&QuJu}{>YbR8l{4i~MJtgzN<*`4Zjf{!JKQ8b~HqRL&O)^9^3W5!EKx<8BjeZsX
zlu$BAxIAdG_k~Zk$QXO+!7Wm+0fu2wvY$1sGLJDie`)YHb!7kz-i?cD#N;%{4?Fkz
zPsP^9fxm2s9s=70hOTyXc5X3rY|t(w&?-kk<HL*jzm^Ygw*P#1ec-|Fue7z?G;(`l
z8NdH+FY}_E{a3V0e960T+#Anw=zA?t-SFcUS)4Rw;W5wevm5C@T70X0cpJz$@{O&E
z&FcnUN|@hG;93rubNu-Ub?3lh$fL4;`apZf)}Z~r9(}r0AsscDTW$H9=OcAgOYFhB
z;j@i9a^zP$FEzL$6^P@4{VCXql`7xijY~YahW4tbD&y^PKHa_@^eHnlofe9Dw=TJ}
zb0ocuZg(KgNSYhpI!!KT6EFYL^{|DtuBV$n{O|yMWkINAOwEiIQZJ9&xYFRHs!Vz2
zk~&~gzL+p^Xy3qus)+QG!>hsYo0v6=y&H%EbR}rnE$@zn9{c<oEjD(ivQajOeR1d0
zn`CuMRL?cZ5;xJxydMmQ`87vtO-r4-<i$gA5D3KA+^-jik<|b8*7ULgnx98N!$<%~
zC=;kjVnC=_$;lexdsk%0@pYTQ(Tg>qg445*&?EWi4qI)0Z1n<Y-IF)Di1A}XjyNhQ
zx7PIVs7l>d^?96h8s~DR3TvxFU}964cv<YF6AGDiSKYdPaBaFK(o2h4xwK`_+Dk?h
z4qtb3CV@bjnwyq(hfIAsMuD`3O~cW0flkM%ef7A`i&<g_ZD`v&fnMen>I%GBnfB>%
z#-{S_spK09s?BC%S-NG#hKWd&6zl0>YQ=^#w1s;)YscK}waeN$Lg+oRdtYh(MGDhb
z)8kirmKKYwh2M2PX;o)mD1__J^G)08)y53sRV%Rk!Yo&=lY()OOU!KuR|DYyEkWD<
z-!$qH(>odvh!vFMfnLi|l}n}Ys&fC$zQMyiiMS$e*K=vy869lMM{(L>yxIb(=mY0y
z7}rU9`=!FMGWy=Gp*)OFz@gbq_jsX3jDqhzZn|$~S=Yrlt<t+O%bW--ztvVvQ!b%<
z2OyCA!aavTx*rFk=v>UL_Sb%fpARDf4k;!M3Uetivg!&{g)t~ep4g7+d%SGQ279qP
z-tso9w{6;F*yNYpTRSJS5jzi7JY8OXI;twb?L=r0s}N;NWb?r-b=DG_2z$*&CMWDL
zmJ6KpoIoOoh<v!opq{H!&o)2q7ge}ve#}@?OwT1w`<(8{Y8BKLB^2e>JUZmX19$o=
zkQrZL^D$3ksbAq##?!LuW6#8lE!CQa;nfVOw-qF6zcU;>0xpb*zYj-R+Tz0Qby9=x
zNeDmmT>5=Sa_9FGgR+;O0n2TD=QRYf`13-l$;yzD$4JK)nka$QoXRu7v^&!n4`Idq
z2T?~}ceQN|Hukz2mG8Y%PBXe&bT*-N*Tohgg+I2at5~$oca;=i*LcDs!mUA>Mt6gu
z5b#!OvE_qoB4SM7qX!<FNR+F(36T)cUj~tYhMHO!03&uV$~>`izabFWLQrpw5=0kE
zotQ@toOyLy8V?qh#oB^K@BYZRQ^dlM!b-Lh|2ZfA<QM$7I{>5m9uX9ZtRY)HCJhh~
zeUbLuMAJ*cxx8S!&Q(yGgK=#sL1PQIvn|A2QQU(qHQhhWB2ot9fLOVOIE<9dBjQ1M
zdoGC38Tej)y7oY?DeM_!gNVw-F85-rlKzlt>%l#mI4HDBJzR<W-xvl{?r}a<ly{ld
zex`r*y6HXmwmL4Q3Ud;U457`DTjuYqjVf?wcCB>$EPY5;v7!2ga*Q<LnxlB(Q=ijQ
zaE~C1Bv~UPBWw-8o6sl1T)iikYtuK2p(KKsKqbDb<@FRm(BKl8oV^J>F?i&wl@lzm
zV~88X!J<=19i{74kEWmFy5cZ}!bmN5Gb*da*~C2ui!9}qAX_b@faa2wffi3e+10(v
ztDUR2y2jr&;qHJ_-1Po!|BWmNWU?>cvSMw?pl5(d(7nLYajH;SdAABvX{zAf6>mTp
zL%c;ts)S`zeJAHxUc0lh4Wo8;6B=BX%)Vi_Ux%%39fJCwcWnqQJW0F+*nsN^Kh_C5
zI`;&aL5<b52818O;%L$S(gzE%xTNOJ#k^q!)DZ~|eIIr_ikR|RG|Og+v_!Ku^co#)
znqnduJ4bIEuuP6*E}WYfonBw)QvV_Ny5zKTcg;)`{H;dekN7j7NYc1_3RGsHWnUqX
zWEzHBx#xS1$cgptDvZ86lUi@ECV0o}49XrH$__<wGqbvSJWV?GtC*sJatX&u@yjOd
zOWQQ(zzXb;-Bb#^yNQi5tI~1Vj@Q;*DpjwRLYzMkoxr@{`=VJl_t|XrBWbm{ZcZ;H
zfX`2n`So4`(hZIcSKB)}I53;w^L>Q|`s2=TNE&$UQwEso%<8!9Ol0W=^S_tfD$%-+
zWA0ISvp?G0D?J$><*bP-=STc7RS1?>R(+?uNu{K1$QyVVa^xJ0DK9HpiT(8<&#J(-
zGn~0V`wpzKL*BsZ)=mB)w%l_M!4#%zU;ti{4}qGohMP46VzgGDo0?rTQ7|tau7__!
zn`Ec0ujiLVy1k*j#a3TPdmhn0eOdgv*fAH*+JplhR<Ue&3_E9rjlGBAFRjj~c|W)>
z`Ae)#sAre{yMcJz^yJLV@76o@_Jh0n7v#YC(4h9~oo)%FUu+?P)T=0Hq-!J5i{j;l
zjPQ5i*|?E)-R0f0q7<eit4pCVVq>h8b&n0COp;EsW6aj;D_<p8n%cTmxJL-p^gEIu
zOnI;wPulkmD<d-=GxVdY`kwd)lFF%WR<Ew!BE5LD=zIap&EZuB1QL@gr>(Sd=0ItL
z{~YYL9IyROKY;)0Esn|?EaRf;%hF2uo<@&6j*W1?&M@aQ$axyXt8=la)(dq~Df8T@
zml)(o=)YN-4cF&?Jf>nn+U=%}mA?a%nHu^hgczbUX20n=fU>M8I6e42FBTKit(2VC
z^eE4U2Um3iGxZtv%By*FpF19n*7w|(u$le`%HPGaFnFu4RP;_e%E8}E*tK|eCt~VO
zhunu;3(EcVThVG%VC1xR9H;FpY;1N%J2-<z?}ji&@$BT}WSTYeAR)=!e$B!wkc0H8
z+jUB(^Nw9w29{OS)O|ZU?wq^bzCvnLU3CdAhez?l@%U|IVu|vKx67pW>u7;P6Ps3L
zSWX>Y>!cL6rJdI4vVN_hP@k?~>2id0ig){73)rcf)H^-Jy9u|zAf$C?{GK_lEs;=3
zq-V*GLseKGCN+A(O};d-Lk@~P>6CGizZh@<(1N19Ib>abmIs~jL}q^9lWjG@QDu@g
zrFXhY<r5J)UR?9Tu_LapszD<?FdRijhj{EHt8836k3Q<Obiq+{$##<3bf|Z;Y5V&?
zc&~V)eQ9yeq?bnC4SfnKawktcFqDmWts|g7h66f5RsN~!5}O}@QozeyAD{*1ITtCf
z)#wf9WcLJE!3xmi;B3zzg4}v-z9=RpU6ovLI#<nEIG%NIlS4SV`0y#pDx-f*4$9sS
zH|)6cZhz?u7a}b!CJeusn0NMefpuuNsxot+xa#<v&a5I&yPM;uMMBE5kG<&k?_eAU
zwbYa$XZwxkmHwHmp#)4s_x(k;%}|0f%F}pKrc-Q`2PB*(DT1o(hKgANFG5~F(lGP=
zxNDF6G-hl_7LD1R6Xv9ld_iiJ=VhF?_yq(1g}Ag9DU&%?jbu}Dp7=_Fh+dDsjMDtw
z&>Qxo{pd}A_|JES^lrg3PcxeRmi4Or3nZOSy|c-Ix$TLyHgf@r+RMXVvjF>AdkNp%
z-0TSy-a%KJ`;yz8{P#r#Aihstm}l<jg|`;(^~b*38OInG%0Gi@YNK{Yaej1|fN<rj
zhi))Sr1B-{_z4?MI6OGz<9dKpT7#_qh}**kw*UoKJA)s%JI(L=aNC^-2n}!`COLbX
ztY5sy1X}g;wt)cw`lhPD#URL_0o^yt?quA4FbU-Bg+d#4ImVG~s4rT_cCuGXzHQFA
zGcl81igmnE2DKxb=YlRb>e5I2YEx!5x()Y8G5*=Ed`q?Kx9+8?I&3y|!^r1<lM5l5
zsoHhnPA+8NyJ>{)#&T%8Y^2vclo`n1`%(rt*K{>$wdzVrN{W{$Ayes1O^^m`H8Rtw
z=UhB0Dx-~!n+=H;Nyy)!ALAOY)>=NS(kfPK9#z#oR<BcRDTxs}vE{hi5gnS+sQTF^
zad5Zn>YZhG6Uv;x3sgFdFsL@Sxz9t#&WVVrrMF=Jr{w*5f%LWA>CtZS9x1(%SpyEf
zJD_Xq=)KsPm<1FJQ~@B%@#p;MlzSo0;If*!$3ue00?(%}gZcOQw;<exl-<wo8*k@n
z)p|6KR(Hmrm+rw`GAfqEq2krwfd19bjw;O3_P@&-%8?n(VPWK{UCFM@x{a9ylEE&X
zU<{2qg?_!OvlCB^-~6D%)_asM^i*r^aM#XJSH2p7(Xgs$fP$DJe`R`Om&jds_CGX`
zrpAA*O*M@fQ17qxsG1<h<$vC0*LmCw3r1t`<p{r7L=xkr3G}<q0uG;cyvb}ft)ZMx
zQeSkGjbq{8rJU}tus<3yy|Mz#lm%|5T!^KVpAnqCa5_7){tM#Fo=bPQOzMYisTjqy
zq|Xkrw2j)2rv3bq_$-1@t}EF<{9J!OI3%PWymIM42%LTqcwbDYFDtQj2DvUZ4J+$<
z2H8w0r6EnS?JDU04L;mL8ser;%<_5G6rOwqq3EvUSRJ_lXGgOAQe^F$n@#*;gf}V5
zFK|kHE#G!w{kNzo5i5<}WQ}xtFL*p5P4XmJ@AlUQK;1?jkd#*ky~l>m&-SGS?Xg-w
zdXCgTM>9ul0Av9wfj-@R7M3L-sl?O$oCqSJH&Axf^Qa@6ltVr|ah<#PJ+;O$vCYO1
z#=cQmwS@1P=Dxjrm9n%HN5hCr(xEAI_tQP)t;K8-gW8qc0=V+Y8!IF++q17O2@JYW
zylsy`V_GdSuw0ry7_O%XJEpFoR=Bkb^_~^z6k$L-kpT>t9(0GGdgo`mW0{i+ZKb7s
zNk0K>ObHrqyA;*x=H|CK6Qhmw{yoAN<eg_=mv{aTZjBW7r5R?1-WHFhL71jRPgrxS
zzSB{9FfxT<;}@n^2z7u}s(e24dRu)W@0RfAyd31bpbP=JdWW9J`0ApRbXJQq)Jn1D
z)2AP@)zgX%9cq8%!=%lcAS+dcg@rS>C?HM0V9Tb<ec$r=99WQ6`q15xkyPV5<5oWe
zB0L+dbj#LX2h!e}MswkF1y)>fT?-hhaD~8Xy5rYEtK!*{gR9P!j-e%ntI{;+``o5t
zr(>#QMKUH}Yc`}o{rJQxF}^n|P%fOw9yt_#omb}kpiMd^HMO_|eWV05#$lDV11><Z
z(FPc{`@Ad=-@pPbR-+!Ew07Iovwy58EUbM!w&>38TYXQnfd2Wb(89uZN_?8gL*@~y
z2yf@W3LpEgszW*DV|B8sN-k$F#F`SVO>^pH-s9t&!38%cJAFt4Y{^uh63fG+G{r<_
z;E#I)+}(~12Y~rvfJ|Bgbk}n+#l8QlxxApmm>%d^_d<~h*p}y>mHF9gfXj>JIj@m3
zq-KwqsmZ;Ln_<I4aMG!<nPY8C?BbdRN5~x$GF(A3rdu}0yYM?4!`z}}iP_~4N0$g}
zap1y-R?lQuSh8^|vf{@0FSE;f;vs(JSDC00+vdOMM1EZdD|MFhoh0ipad~Hd(uW|W
z!c%0@V4yB_h~Uu5O$R0q2Wp<&Ku8XuG9xzOF&a0T&yp!}Q<95gN-WjVNA$n@xWNY-
zJH?#-Li{p~&a|7a<CQm%)IU17D?VK7kqy1SjuyQqd$eYP+s(!}^02!cKL}Vgeqf)(
zeY#gaE`2Bky;s>3ertD82We$l7qqkkIx-;6DmQrF>~5#<D-p30%+Q>*nLv2n({liM
z8^#0mc@fE55MQ#-P`YgTV%s%ao?$12v>vw{SPRLArwVw-*fo6?<I@bSuWx|$Ep`4L
zi^&;B2uds1C}Qa0NZEUc)sSz@eLFn2xZ!U?8K1_+Bt>dZi3Hr_{-mw<Q1<2<hb`vj
zQkS-?jH;6D=dxe`2M^kav!GBY1JKJTu9>0GE-@L$ii&~ees*n3<L;A1pvj?_Ab0@-
zYwKmTcVEp<+z<g#CbpEPx0g5L%Hun*f)#}LSxoUUEPtYS3NL<5!JJINQ6RReTdW)^
zu>a*K!F3mGlFLKrIEv{iHR3Vj*1861w_0Dmg;8B^7x#{|@Yb{hc$XTX;9UX%W+kT!
zXd#wwR9gl*{}lo?(q4}4{t{DZIB-mWgm1id`-D~n8RT}4b3>AToqT9T=POAG?>xRd
z7JMQx39?mJq56b_GKFOT2O{78@&_*EZ!5~e*9LO<$HfDVQ*@v7M!IQS5~)7VCPJl~
zkm|m>wg`Ms$UzD<c?eLI)u58t@U7(U*UCAc3Fe83i9rDDatYw7y{VG#1l(5jj6LRK
zDK1~;{tTkEdX?H-jfVc5fCBq`1s?(D=q&SZHVK&ut~@ct=W3{V;k?b*MInok8`zy~
zGHi_D+g}o^swpcEPuVdpM~TV&6yOfI2MJQxaQq5qk~9F`PNiEggKCn%*L(~WgMb3i
zV0_TcOa<BC9Z%BHNvj$V<gMm7{L)xBbU&1{;8`q2jfyfyGb_bq+!`0{fC)Rak~F<x
z=kqKb3pMmZRoGbkXno4NcrZG{P;=>_y=X)so-A6s+>3?(68JD%kl@23Q2PfQ5A2CA
z5lLbHAt=JRwitc^a!_Mc{3?6oCUwQWbrOhyc7Gq-KU(PSrXb(?<moR`<Q0qSk%<nW
zGoW#6a9jAE>!n0u<3y5YWDiAEomLt#LNk*aQfNh<3}oHY5@zkFyy-Fc@dBlF&qyWV
zUS{f%WU*eibqh4{#33mJ7DI_38^W=n|MqeYRrFJ)@swgY-IxZB`-GR#J_2SA4Uet!
zoX-b+9}JKWbK?2pWrBnQ;-t9s7*@~@=#OPISJ;B=uFPHzDQ0^}SWk5@EnCbI5ro~A
zUML^2(p{4G^-`4~-rd`<#7CeAVL8yjH<HR-RbFA^xhdgx#A~xoaSThyRU#$H8646(
z_Dp1eU0F;%&Z;@$WjI{aSvgt_CD#c!N`K_W1VDiUk_iyF)MFY;tTPi=Xezc}2l16V
z@BFSo9<8m31YC^HnCiv;8*5qrf=)|J6DRr@#ex?c_<Z^IVgo01>8B9xw+?PY=XfQ9
z3-+;Lc0DF)ZzP^^&taCB*dI|g5I$<buyQ$BPMbw_Qr@*tx0&KYlJC;=+`mO*u1~q_
zo{CF804o>+AqEIRiI$ke(~>>=yvJ#s<ygDDTYaOA#X~Lef=-^+BC(iQ<RA&K2;EBp
zuyRL78691FU5jzrNv+4K6nS!v6cVh=KPlrJzLFphNpirGJd&7m_*@?}k=R2%yb}p?
zDe|vV*<P2R<Y_^@%j28AV{6QBaH*Q947)%=Pxw0I%nw8`O?Ixu%vpCB?d<xE#3}dQ
zPYN5vt{4uytd5so*$i?q%c`i1aF*HTecW3+qPp{HK_ix&O6PprHgztH2&NSR&+A?L
zK3ZOm$P!l{vq*B6eA9z#OOAYiH#Ik<pm}!2viPM{$-+*lIV0!%#%qBTDV~S6-8ULm
zGLH%`0+Ydf8|?UoZTPNr;p7m0sOo*Y4#(<~+4$w-cQdq1)N?z(U-R9$ikTwE^tT~?
zWL;7%=pp~Nm&G{O2YDHmB;#rxhz+6;Z;R*hdt6&5sam;tK;zh>5P8|LhyFp={_bxf
zDE=qTN3P@XahctlJHi(gEb`M%y!v3;EJ0dg`N}QV8+KPbS5V{;*$6A>-I&QcU|G;%
zgk>p6G#e>JbGeSUITwX2Qyx?Aw(_j(9L%dGGcl;q-@+fpx%4)I-HAneqlhulwA6H5
zKU#4)za3ELql|;b?@35pT1dbC5RVI@#4A6CU7jDc_cTgEA11|mCoxCdV;p~OTGcJJ
zxsd)4iduNH_+{ZzvRq8`J?edZd8QbB=@x^V^Tnaq%dtw@Q9L%<_Y9CN{;m(WG;#VP
zN!5qG+H;hIk%kgRy5gE^_*mFPLq4r*;#H+|QmtaVP(h(v<u7qbf#fjqQdbW>`7aY@
zf`HN!6CItkKjBJt<sEp!IV@UIz9`cq2*leKsn>IfkE;EU)=xq!PFJfbO9m7Q;F>Oi
zTUA;Ht33h3qe>qvBdL>ZUrj#+a8eXc(Re-SWujpL<D|{9e#?mdQ#$DPW>=_8^J71q
ztJ$VHcvoZ}4FN;mfD=#;sc8@-+Z<ux*yM<p_*?L|Cw!-`9VKw3Ce{-R?+ws>DQItH
zFJq4f(Zr_NN$|XJ-1kxbKEyq7ii^tN5DVh=bIf6f`wyyl0(kQd0#Y3fM%AW;<;jy(
zHFkp0Ia22Xx8S9(Yhp^9rKmG<Ny;yOb|hF72Zh(3B4DN1iT(_tIhpLhpiyUezfrWK
zJCg1;<6fVE<al{r-;);oqn8WW#IkRabhc-L)|;Qh0zAPz%9BU7j8c#%FI-gT*Hk;_
z?+nv+9+6uAK1%!^Kcmi;>}b%2X3}rwHi>OprIl2D_JH15+F7kol)9NL;oQz+a8)!L
z-Uidot8iTX1lHowGyyH~BG7hS?BY>J8}8zzdxyzgs6u@U&H<*0=d))|RSg?@2GIA>
zVO|DrZ{#UCA3I5u?~2;^pv`a#{(hR}G=gj^{o!dTiO29gUK+N4K0B@Rg%+}N9nP$_
zItE!KI=_HVb@qz!KFeof%t#5uo9(PplA}<nAeI9o@O?4Y=hq8T3&uba90Np$DuFgV
zGCMmTR9r7(D+`!_v~#6(?>F2XVo1<1$+>mzq|SQZ5&W~8(&-0elBa3BbBT2r^)Bv#
zJEY|KJZu?Tnt5LAJJN1L9JT=4J^|OSqvDcS%Boi%i@Wb3f-edIFIfFm`_N`LSk7Sa
zyJwxRFT`$WN!Q1|8p}WQ_k_4gopNuUpRJ!09&4aCit<kfsZh`oIE(OHt0s#)1Fcw*
zeJvLtv>6)_w@<5mIE_!wZdq6?S|2ylO7hzvUzpz&bjCB?&#~e}Y1N1g7Nwsp4ru+r
zJnw9LzsIcH2V!Y`J7)nwWxKumwGMUni;L+BzbRfItqbO*W0gE)u{o+;{F2SgnUpuq
z_lu1<OU{VI-K?M1j4z<+K>8oZhSi~I!KN6tyi`cGC5I#{npG86=Z2?cGTHFT1<t9d
z`?zboL+$)E{P5Q&&CODhz)f~H82mJtLO<9i-Z-L-W&@HYW0KTG<7SR(hB+XzSx!t<
zE%N11QnQtdOHHYV(Og^8kkgsg9;J7X%ryZSTA@V_0a$+jF#1-{s~k1an42tJl*wm@
zsVOL*Dh$m$r`S;VSE1!3+=%-F)s;Qg{6D?~@Cv9ri&|H#bG{16a%xBwg1k1{1=&#X
z^?FSZ4);woyaR!SXm%I~^sq&nu5@pb%yK*;g)Ps7jL%2BR!A=@eN43DUo>BEl(y06
zKUgkdEL45N+uQha3$|MY+m?cjk-+9<x<w^vGLUne9r6MB`sf#?{6lF^(t*b={g&`;
zE3isEV3l&Hsi|MUDJdykJ=wv*+rWeu#5#R!?)LaXwLH@9rJ)1sTqEIMwDPZnKK`20
zvw1u-r#!P<*Hf8Nd8fG-Akb46ObR@>2eX$BEzJ6pc~L+CUC{b>6AHk!ztHA+I@q3(
zgwoe_u4+_4^men&;L#?=Q-$^DnU(gt<$5W4y}v%R>+$6>2Uqm?90YRSY$w?B14~QQ
zC}QM1T>4z6_rB&Q8?Y*ay8ywl=}h3IpqNn+g=`4UUP~5}t$Vm|#%Ow^{n(H87^;?i
zJFYevj}1Att6M|mdVdYQ6s4paXFwHmEmUM1_s>63VfZ*D?X5)UE8V)}Z~i2)af$YL
zG1H3OQn7)8shv__g09ww?HSdFaWi>?t_>h^A(SekfImDm2=rfzzNuJc0vbiY9uUTU
z1|oDNg^ezO0+1~ck-U&hyfRy>cXKf@Kk@$V3zGY@;evIp_QBTKbv2bfS{D0-&wdtr
zSh<}S3RqAz!a!wNaVJO7JSVoFy{Oi3b?7mW$jZKGA-TOz?Bgf_Rto%APwSCL_)ssp
zjow7w%EE$fv{kNA0huObpXB7^1l;#K1dU~#BQHQE+67*;n4|#Y5wC(;kEIFxUpoUC
z{}xxokd=~+TZ)rfl#b(3pPdU#ZSB|3riv^Mew-)iy1{MJ-V8T=u>OXJ;ABimzwMfT
zr`M;s9n6^Jk(rf6$IM*9?0xVU^dZM+s!Jk)aJ$wbKmnkQJ&1`kTQ(b&kmCm&rgJOj
zQjTp$Z@C9sMSGFo?%z+<q`(6w^FbVM^Ii#P^D#a6WU(S!B1cK1kqY^J@&7!?_H+gm
z*5X<jtgha>FKtdjVQwFZ`Kjq74_R%RuIH@<Y`Kja1}+y(R_hPxuB*aczq}zU@9EI2
zmU=TaxN_5|Fx1K%p4_rx-80`)lJ!1l^SVkSMaV*lf)BtJZKuBlBuRK|f%1C@WF3>C
z=Fw&3v)7hvG*%O}tjnSOz}z37DM#0XBQ<VAC2#7@sBDz~Y7xWkTrBYTc4?Va61jqo
zK{LEU_H*9TXBam{?On>7Ms8V#7R2bN<UPF4k_}~(Pb%N^<#v2FfCIRU#_C%}eC=CC
zV~LZyvFL{$JZt;wlk0?RtZd==p&%W#i<@jr=jm~pZgeHPWnpMIFVXMEvxo?VI(uS-
zIT^N2u|e<ABVTa8-fu2$JqCti;>dvO;6ZTYmKf^gh8XJYfxQ_a(5^-g7U=fiK*}IU
z4~dyx9xZOwhpSJz32J|Jxo-EYQ|~78OV}cr4_823)#%6#Ow9^N7R+_cFlZ4nxqeg_
zBFNdcLDA#+@?YsQt}g9Ut}dG!BTY-7orj?7vX+Gv{ez~+$jA)$2@iR|gM<M9CKd()
zB*~tgSC&ZP6msWAD^DS=J>KS4>_Iw~Uf~Iw;&iQSuu~bL#4++(cwBW*!Mc=~8L<2y
zV?IZ~BiYG=s~9m!<89psXW)YAgP*6=&FjV>W8k^7l+h8(Spcvw1_A2`?z&aJ0l<#~
z(z+!;xLwfe;PpVEB9;YmkO>}^(3-r4ixnlVm<rE6M+f13{(UmL_l+5H;<%%B*wYCz
zYEcYA97&qyIbWdzy;*$mu=^Hk3KL{%1%@f#*{DG-@YEn(-fk%NEqgHH|DBknl}zJ8
z_gC8KN`jW*IvpoKiXkQ<!i@BZxw-j3wWBGg2uNzca{|dB><jdld3J3w$m#_9YZ|Lo
zzy*&@PPNyz6!_r<z+yy?`1{JuXWE8}!e_Tbm+s%kmmg<Kuv=s+rmV$Of3~}lwR=om
zv;xw;*00;JYE<OF+-_rg>?)zn-4PEre@_dimKe-uffMu`oS+I~CnuF6)#PB1ht)R)
za`(7s8f*Xd0G*5gc{BL`7>FO(gJCSos|dNhsIWDcedCiD?fHo>Csmdu4h(1Ut_>=0
zORq`8^ZdKZZp*%z@%Up@eqi4U4YrAH3p4juGN0zv|I;g7*FP{DFZ^b_8~c{qNAHW}
zkLy0$BU%IiSA-=S-QX;MimO|%UPMls#H=vJ(=Tb{_^+^sW#uIrRLz$5Jt2mq|Gba1
zSf1WgHulL}(d9srp#)!MPty||DM<QKY;df@$ukbqp7H&*0t}D3hw5tqKu)l?jdiXR
zwW5Vg1)C(I<VG*E8V;#ie)l=9oH>CXQ2q&j*qJQshQ;MMh1~YLJmin2uR_H~IV~ln
zOkF*lyV-$v{c`W)h0qh{f&#ewkSBrR(aTG8|1)s8!PQX5abPGl5gc4&@Jmv0tdpD;
zRvxkd{RamT_QD`LYnBL-o_kBV>vtASTrC#d>cNJ10W<$;-M{00EBixXNIfpU+IgRg
z=|0@KE@pnjuQg6Ev*??$oTXdXg1y+(P6RmF)aUyxws?u;7sgaV(4A95s6fKQt0$Mv
z!T&=vPVROnK0(LYx;pK1F|(=GJnK-|AEtX~Rb;Hu(_k0l4E%1iSt}OK!0%I60Pp!h
z*$+~x04)|F1bz^RlHA)H0N914aIc{UCKYEtD%{93iByxeBO%}^^`nt7|4Q!dI_cJV
z?DC<uGrfLL6G_W}>@x&%pG`oCK}0QovTMBBAzxrY3_4!?X~kw{8*u#rBV_HK8x}-T
z6HB%21r>|Ar+zQ3HPX*UODbjj|DkG@-jrr0{0AqC49cOR|3JxoG8>0kLc_4U;fA4D
zx=gJCFGPW=t0%;_`p9Cy1m0jBSOE8_z6g@;6<OxQ$xr`|fk#ATS=h+dJG9Pm<&{nU
z0IcJAxZza{jtDZbrU64Sr7fvtID(kB`p1x~i;8dGpOtUA0RXSGaOB|oF*rcF?!8lN
zCzG_*o>{5u!&x~hXt=qB5%zBCmE`ug60pMhLoNO!yC7zuU=3jMCPapW#Q1fVT~A%H
zbyoMuH6&((6Y(9+RL%#uC1$>G$veEpc6)D4I;0^Gw(Z%i@goNux9%~Be)7DLFqP{k
zOn%S6e~55C)IiO+=FO(8q2UFH9-jCx)Z};3yjL$j8T5a0tF*EoUMH9~5lzeZrN&0%
zY1=erLp5Qy;+6}<tAw!1SN@-WBDjyGp=*!bC;fIYi;{?z(K#F34oGW@h=G)L_fr7H
zr5?EjTxLZY;y*>)rd%0SdhB6y#W&5ojW7)fHj$%nD@1Ur%RVFaE`0EbSn0D=Enl0n
zh4)HbKb>3vq?a6~n0Ef=2b1pcSEf+9n>0VZ6V?7*#&Q?<)8)PTI=D+<icX_XQFIn;
z)L@?W2E$8Z^<SNX---fnF@g+kPT9J3erjq3W?)UL+W(_VVHbkv@DH`fcM<1R(r=zn
zmr~PqIc!aTZ8$>aJ;?xgNOiveyxx~B=eP7`mlLC6dnxu=#$(S)M`h9|87kUGe>Oig
zuf-l#;;s_bFs`N+@zE5DH<}xc`1=OcrV^__AU!*~nJGzCo@oWA>zqmXmWK-9;J>~5
z=jLx1*#|1=`mmGEp<k&=J_udqvj4L9^Ysh>bx}@3&lnX{oL_>>Z*u3_J*cPKRtK?9
z9e5VnKM(~F;0o~HgUbea>x(e6(s4C$j!={VR-*iSASRuVC!<-g?U{I+{=E(4VDex~
z=exU3jLKaVSP;MOb_jCOnNi##79sj`2Hv7Abrpxa?~n#y@gXcWE~Yju71WF$J<LaH
z(eH+q9uST))5}$V{E>Oeac+FhJ0b1LrGE(1;QKp`%b}hMB&|x#wT>GA`sXD9II>6_
zxW91!N^t=0=MZ>i^k~z0TT@I;6re#7xEAX2e->~e>+C*&RbUD+<K0T}t(1{E-kL9-
z{A@IL8H&`hS5n~knnnqE^t`NGmEx4|K1hGyK}OIsPyG^X$*=G4Dy&oAWTQOQq2M&H
zF6T#*3o9zO#r+Hin3fSRcig3Rz)-Nkc^wND=EV1pYA3q1@>FWT^{xMJ@@YwU<Vs`o
z-Hs7_@+;hzQDi`ivP6nED_9!e_f<>^7-i|gH<dhgI{FO;+UBah{C{_TBG2F^?r0sE
z8&u0EikUk`craf(4iB@7*yl&qe!0wkkF##r2LST{$lua@-ia{2RobJiXBnQGwqWG^
zvVSLEpyZ7E$c(^fkHbMCtIM-o&*#<g@D>GSnW++BsoUcAT7DdD1M}NyRW59I7Wck*
zZ@b|OXSUY$Xwu|6e;40@?xqrWjbn>&YhU(41ZL^-5;$7rKU~Ds5043W6ZY=%aE<h{
z7H@+UTho!U{9^0G_4hK6od1SU;$<u@Vo)4b=h%9#*eGTAs=2quYcZr7`v{~J9<{f3
zboaK*#&dA>Np<{Kr53D{B}!)e`(eu7N<wDv1q15Xvf+*@yim_SYjbyeF@$@>TTfn-
zKj_2?ybTHAXTyjeqhoC~CzAtR+T0v5?Zn;Gf6m=O7@sztU!GIYdB5v8ZReCETShkW
zEEmA4xkfKP*)4XDg^~sBYy$kX6V=eR18^@Ryp(<Z3dT}9;lb3czt`6hs{IT#{Vvbe
z&VBM*4^q)xal~z4BJ;}i>*<%43G5Aa(Hr_Bp4MY9q}2%X9=I6UR-OyT53e-o-}!Ti
zCTa9dP-o(Ka_`(HF+51%+m!`z&r3@An7K$2-k+c$GJYZ3!|r><d%uP%v_{5ONg-C@
ze+;mf=39N6pHK7LlItAjpW2M=!YmCU>CLb)5eUY>sNlIbfX+A3VJyG1SF&P^x9cg$
z3ue%Mk?Gs`_ucc-)w8kr{Wfpn#~Qj)69E9!keJ5P4Z#lCd^MGrg0A9ckVkJ6dMY%R
z_{;Gx`~d{MGZ(9x@M_BO?%$DLV}Md#=M-F>UK@R=$}q03q<k_;#T?I*;=OQ@u<^3%
zDU*YCU8&~9dmvWP!o3DZuQB-V&`n<_^!p(CE2`@pf2rVt?GRe~`u0A;Dc;>5FIX(D
zEdalP{lVxPz4e~qCBP}vD`=Wzf-L@hcut<Y&UNXsg8i}^hmS5Q-7ATTqDtLvam&|z
z{Me6ZaQ8|34UmPkeij1EKhpB0K6FRFmKim`!JOCjE&|w2y1xgA`EfHw`#c(Z*>xXp
zz(Q~*Qw$lr5;v|?=06)8NUeSD^DG2hUIOoGaNU{tn6J=LSvG)_pa0R-zgu@seVyI-
zFs}bh$bE8R9<vy)+_sn8_oP)gcL}9NIKI#HYIY-}&dj3=;O2{Z0H5@0Ck?vt_wZT0
zt^l4I=|1Y1dQd5CKO$^ZWF;`T$9-_r)bKL&zGOkJ9DszMEUf>$2hRWc@G^k1Ja@`k
z)u=9Qi2fl^O{EbNBOH1ZjhUVI8OL6d$x}H<6$AnY%>e17d9$y)Owi|7ZJIvF;FhKh
z+G@%~30_^ezA|)F343aNg@%Nd_wO>SPc6xYE5}RBu8G%osTHW}`Lt5eP}Amy9b#@;
z6)h$|gEZA9R^xo7(q_+m*9H$zwz_q<`p9WX)WAuEKxUX@WbPvJYU|{~@n!F`K$H^u
zCH0NiX~n?1q7?v$7~Wxn`1&X-{pu%B8rg&c(2tQY&ve5l0EbhLsZlo&kg*u-(Rkz;
zMN5E=M@U(fwVga&Oy2)FCuT17Pbe-&qkWoE!x3<TkC8D6NNp)@VKZCcm9p&N#RFzt
z5V9q~5Ylwx-C>&`*6ra4ii!5R8S-~vV1!J#7at74e14zn5Z2MHVSP3#q#AEo{{Yav
zTzzCI$gP&u-v9B!Z}$MEsV@9Bcnek3MA<3Vq4<N93TKe?Q5xt#P5O3DG=cljl*sQR
zEY~%@3>YkxsjeRdHEy#X$(q{b<dO$n>-aBQ3HM3<YhZ3Sg2aWLR3x#J`x1gNQf@D<
zs#|nkg7m@#+F?N@F-gdj3V0L$uWL;FEMf$Tave<U3aT}oxcXQG`e&D#Hj_;6?J`42
zKMvz}p1xZoVC=~SH5ciOhk%Pzl3f2}1~^Fp^f`rt-7R}-=&2?M0UivvNK^J$s%;O8
z+qN>_v_5_SOQ!AN1G|>~P_;PbVo0RFbKfj~6q2VTcJR~%bGU5OW1Q%{-YZ}~9RG8S
z7@}rFaGL?=@PFNAOG;8MCXcP1!)V@pQ-P>N3DUpgYZq8zrM$%!@Dz(L6d(|gcjsi*
zO)|6+lC(KzZO<PAH?|3SOR@d8IcO|ZX$T0T;yn3n$<t2_Ez?E|Ux~K#zmxv^B#6YK
zjFERH6*7?Hbv&)cJX~oSOXJ&V{9<;e-V4_tuVFoECV7(bnnf!a0Ar^+inuK!$o@fe
zFo&hFM}6ZJ$ZSE>a&+WvmRO(?!j*s&eROoqW|N+6Oc0GePVNP$8;2zSmqSuW@)ThI
z3BKu7(>(@!!2VpNwZPX+n=;C=tNVxKe`l4L+pC5;dk5uPztwxo24jrzSEm@m*AF{U
z{NhT8Oio40j$Y<%g!mF)zK>kl{JchcG$@$mYUpKbNzO(;dN^juCKRSG`QH*H=3`-~
zX|g;m3-`&GK!o(9vtY{;|9&)Z_5P-A!?pouFE%2<(pZ=|JCXLt47T)!!~Ua^U$d34
zyx$$zXh!D>^v|;c>6SybVnU^rEb{A)y**`)%o7T3q^&3SCf=k@FopR3qWa}-w}mk-
z-n$ns2s>3mh|dbBXb6a`u4d<T-OkgxpS?%>$AN`d705{9TA2|`*fsQ|Nhy!0XwWbB
z?xiipKvx#g_o5dedUa3JPTT_QSi8fya&C$bJ-2*qtDlJZa1*hE;7`lLzJcxQCXD>&
z3nd3TeckKsrPv*ZTMjMtsOP_#hXq0DY+WrD6`Y02fG>1nOmN3fEdQ@N?neajzo`yb
ze$0aO7=C$i#AYji_Z06CaS`AvAL56vGz{o7sezq^G$CKP9(VReHXu(6@M!5tZ8OXK
znPtlUYUTYJ4DMY;ZpU{bU*=;FY^WOBoEtx6TItpM%KHour%Zr2=SpRO^0pnqPAWEP
zPdQkQ1Agj4ieQ7XaA3JBUUt*oho6O9B}5gFvoMf$yqT?#<*EG6iSu8cgQxog66xzM
zp=ERmz_M>RABSZx;}kiK@oKJ|)(UN2ZC@b)Bb85&)|lMuoG#@J)xjS5GM=n%m4*p5
zG^3!bt#GvHiA1cFsHi^Rg%vrV4=q6{fx`6kbWl(b46uN9#+-Ygyu7`Hj02=8{;76E
zaoVe#s`>o#)0+)UTWJ3nq&-=5CH_%a){_emk$AwA0Tk1y7iq$bbPNdH<0`G&&>fLj
z#09`Lfm!B{hq1F6?+4H_wAa(!N&7d%8>kMVKmo<>h*cVton3*zt?}}z7jm2^v`Y1m
z1DGRv4?nuN^AH5oQ_7t;<G>B96stuQQzT`%Kbg?^#3$(7;w>LY26^2&1c<Xkf@{~m
zgVb?;(mc7tG;J9lVpCW_zG@Wj`zUYn^|6;TEfjq9<A)DRRih4l`Pv1Azd#L}06@Nq
zjO%plu@${Zf_5(Fr~BfPAWDH8ByI4yeSI%xY-}v)e{IR<j-&M&);J7s_%ycMm=$}=
zqsO5;o0KmE(&4Ic#5sH0nwYr6H8%j5py>JRel)R>WPxN(gVf2!6G0mc;*k%K#oGl9
zd-aFd)RJ>|T<WL^6jqIwGFb$I+r@YkiksY^(C-V=GaU|jF(O}S;3kVbPYgp^8sIU{
zn?2`~;wT<2J|Si+e;FdMPU2oC>yy`K+^NgE+1|92m*6ZHT2UbYBnz8x(}Y7wAMinW
zC``w)h11A5rNRiBX3B+Rbanw%GEuy4&2C*rX;Ze+Ai<U|EC29Rq&6iO(Y{|hs%@Yo
zIawCWm7#ZFZ06FJty=7I3{p|zfH?zJB!5bS)Kpxi{M&e*BXX}hUe1^cdCQIPpEH%G
zfUJMu9a{iboK*tI<i)<QXyq|SdczK-^3g~-#EP8etGt9mW3!#2>WMP6+xmp@^XJdi
zs6a3TK|f%B8r<_vc9w74D$KTx*ygD^^z-U{$cF65h#LhQ<{3A@ee-H&{87d20Hz#h
zl}m$*OV0S^f513phh7W@>6f1Tq>?^KSC>BR$8sH=Z1<#X?gM&9;qSB1o5CDILOSH+
zYek#rIe_M?Q4!@d{XwmrzY6^Yle;E|>R|~E9rfBa6ul8sHg1cl79A%Qbzw$=N}`dx
z0I;3@i=i!WuJAi-GM(18pH2_mqaT8qd1g{m*Y79WnCjnDr`tXDq5bMwRgiLhzXql(
z9NT?+Vvfo#IyM%Wo}T`~<5lAbuPsL}6_doU*vVUv<tQ#EaL#>a`VmS{*?@qhyw01u
zik4KmJ{!%h9O7?$iD~vha$@RU6|>U7XrrThC6BF!TD)NK)KbFK$TuBzjqh8}irs9p
z3SzNa7Xf!u{p3a45@<DC)PMLS@G`EMjJY4aKQI1s@83eB+N~IIMe`TkcujA|>HiP8
z|NpH)U#)kDw?VBg&&$g?Eex^!7CrwINFQvl#-<4<FdU_56${zTn!lYO;Qi$uD@QLa
z7MH@veK-X9M{VQ7DF#aIMxog;>$heXi|l5<x;==ol)yXa+81r0nb{@gR)bv*x3CxJ
z`W&7$4)c0$Og%OR^b{=0wZNf%Q?6kTYezsvArNoY;>SP6?1((24jFKnY~#XA0RHf<
z1zZPBK*^`|>#=ei^ydmR!V?Hwnvb8+el>p=&RIokPH!j{n9kmvqE049Lqju=B~Jy!
zT$SKQJH0^hxAQp&`629Yj2UX&-xN;9=Smi>M{>iP;elD=t5Zv8!NSXsw;7?Jt0iDx
z6}$E547hj%=L7r9^nibyyUOKN{P^X6<Bq~3ItE{RzVvRhBFVC`u~{Ckt6u0yEBVD;
zr()h30v#->2487v?=QZBOqw4Te`IN|5W!s|kCHGIiWaqVIiSO&&a1FM-bQv7zLFGh
z$ip~kE_HGDE_%|Le7{k8vQtxmSKohWv=>Etvu#e~_HW$+ZOZEpA2puteVLh^6$DKv
z0zQ5e`$JMW_*!%1f!o0p?jGYg0dvi>!45fW7)67a)>RUx7Zp%~G>sg+U9jXD@g5%V
z2G~Gs@ZF1k(Ru<fgN@I1<DL<xo{+GO_8H}M^l>rzaN*|AbU8r%tuprc7ekM>rYpcq
zHf|A&8%RH{92HWM0e*rx^LD@6Ct5&%+g69NDJ%VfXDAtX29}q0N{JvjrEWdE4V%Bj
zbnDbdmzM`C_?$m}vp2o1>hW{Dcu)sGYVGw*zW2QN9@^&jEVf^YxV9jDen|Bv^oaR%
zX<55;Vt;N<f&8<L0Vp0!(&93o94<?vy~Uwgqu<dTfeBN}I#M8Mj9UI)E(4kJ<0~uM
z-8euh^^|EYamJJP@#{v(ghz{1$ukH)?NF*7eMX10YmAWjmdHnT_>!Z6{B4r@l)C%p
z&`?*;T*B;VdLuJH>&n6cNjtbqv$z1>zVR_dhiYS|LX_NotdI)lbR;pP`}_Y!x`c3X
z<mVMussMUJ24O9+Dsj`V$Vk}8a%Wr%m=ghfdYf6}HGs29B35a$>mQ%E&yZ}G3+2~l
z;D2PmkGvpH4iQO-tqWVin-0}shf+*60fp-O_l(y7=de#(ba404&xaG0&lCOif-cjV
zB{d%U!uZS7>NOjJk<B!S-!M0EPWSlsj<I{0)ccA)|7s>G4i&5(pfNuS5Yi^)$3&1H
z+>(98GHHn^=9LBV@=KGt0?!wo)ig@QU-MpbsJ?MG#phD_{2i~Y5CYQKL{nMBSOoA#
z<ja>(!Fz_mRZJMt-AmAm3;;el)H#}AfZ{*Jq(DO(dy8Mx*{8Z*w(;|9`;x89ZxV<7
zHwxAG&BFqs5kjc*bX9XnB|P|qfcn`#+rr0z@&u<zQTHVNg)-9zMgpnn5jpv#%dkMy
zyn2dSTFwGcBc4>eI`1Uzgy1S)olyba)uq7E=KheFyG){xCOuGkF_HGQSMbIYu|b{1
zZ&FjlVQW>vT=S>n+}ipmw;0-6tz&Pm{BepOkq7<Szj*WkEPTPB0qS`Wt=Ba=yXx+!
zY^gnAxql$+A);sBwK94-R5MDnrC@;5)cJDyX`+prhQON=aJRn(bH(PhzVf*KKmX=9
zC1vIEqxha!LX7va<EN0Xnz)|Unciek3W)4#sLe`+w<%z|{|Ua|$lM8wj=p!gQCeZ{
zSGT^Ui!@+N<e>VCgtI@U<cx<QG0%(l)ymal)f^u%dF=T;i>|7+o}0XWA9A}fz>o?z
zD=k!u6?O~L1{IYFEXhkHJrrk@4({(=CR96P0{<c#G3ma(zU9g}lYGZx-VvhVw2+Nz
zBw`f0Q+s14pN0l0&vP$;DPZ_0XJ<BR%`J2f7Oo3MA@>JVV}JgJatq-9EbMKs7$p;3
z+_4M#qC@MzpgttfO#$u4nCjmMLaF1`jK`hS6k=tX48r{>^Uv}re#F&7{@l>?5A&0}
zC_u<tp>)rXQBE19`tuJpoue*~(t1W#Z6_H_bwR%l^N$)Da{0!upf+jamnmY4Ph~ia
z0}{7h|A7a5sdWI-2-xSwW<yJgKis6MnW=BOJ4}*6N?AZADU$qG;dXi`s5iv<IZ!4t
z(!M-<ui~MAt^GajerN~l+D?S>{Dm4{za3iY)J);WTISMTcXFe0SetZPn!L^knVM%F
zvL0=IX?NG3n52;QXyXb9SdvN86qM1gt5q|QZbSU4CjNio_^A!iEN5XR4ND!jY4-=l
z`nHlAt4#H3^m$syMo}5ahH1Gli#6bL7w<6|ujFZWSp#^N>Lmq>8oYD7c;wmgSy1%7
zZ~A|CM<o483Ize93}aUQ)sJBeRQFzFDp9EHxhv?stzy#`au;m&L7I8q4NsSEe7d8z
z;7;rJDQ_{-Nc@guBn79hn3WJo2Z~AZCI1c0d`VPfXHQ5a)DqR0sqavx-ma{hp0nBY
zYhD{I>jQu?(tbP0a~LwUZIWDu<p{C5Kz4Dd@lO(JgM6!9Arj5-;6B?NXO%!l_m;2j
zbRvP2_V$t3X`v>m+%}N3n2cgFx(_mk7`s+zmeb9=HCY`)s^Ylfv<Dzw-tQq8!Du%w
z=z<R^<RA=Zw{HW$?&3X3dSQ)nTMI@o@X}$-K9y44wYuYCuP6C$QlqoJiT<}3EK;Us
zE}MHTI!6mOiRDk~Bnq<{<d+m0$uYkji>d}p>!Mx8<M+Dh?%_WPEZf>lF26X@h4?y(
zL?vgmq1|$RSLd4OxSMG8^zt^7bRBB|zIq+}tO%49sD=IGL-OZ1Hr=tLhq)k9&QfDj
zvH-Yzc1l*{9@+2sfi}WWRCGR_z+-P}Z9E4n)RKDYjof2WEieAUpRNjm^Re=DqM;iT
z(vs7uAqMmc<EAg1>aX{_CK$v!0IXX!;_(qXJ<If%YK>QhOGVL|RnzQ)bku0TT>zUO
zfV7vYQAOVXy3vqCFdvqb=s!A*#~iF6lONO>XQTRkKG3>El{Ze){WarEPTfnLlsTeS
zJFhC1ICnkU#-+-P8G4n)s;ZZ~FG3D{pD5xyy=Fiv&$Y{X{2Hh-<87u1=As1n;V?e^
zAr8y4YW`|!;J-Hk<ktan4x2WY|G|g_dpQ!-IOD)P#vY1NQsVZHfkQT~s{2&K$Ug(G
zS?_hac7Rj@t>+w1mB68t%|2{DdB;mLe<DtF>ks7)0wEiCz??Ts5h<Gn?C~rfb6>q~
z^jJsHbSDxPehuG41mW3f*&0u(cZn}J{b>=ZRq_H#xC8wABsL?uYi@y~fCZa!>*{~-
zVN)~)H$?wj44!%rh^QeO#~TMDd5)EFin8bBkS65><4kq$x^DwgpyJJ8)u;{3v*p#1
z@zJ58d!1Xd3+@uwT-lJnH?y?n2%t!duO!k}SCcc(?^q65AN!z2N6%tfFGum=cR*z_
zo2aO$=hhcGV4)o<@5%TJ6gqMiurry7R%kQ$JVC!u7DRZrK&$4=|692gtrGvOiQq57
zxB@r&CrR%f`Szb$<aL?-$#5RrL>7i*o_j#1n$d<RWli0+H<ir)8>KU`NRDt<#YDYh
zb$?ysk^=tp>^2ShFJL`Y3X(56baO9MbA$mwKGjjV>!{{<P%RSO@T8-A{3;1V$^lfC
zNlMxv3&!&tNGWl8qlB3UalzfgE39hkdQR|#gRSk)G7|oxC=!p1NcOp7^lt{$Ks3Gm
z9)pZ1;-lmk9MqsqPC7Q;xBy{R&+q{UhEegWJ0N*o#0{Xi=oBa<w@&^aaqk_~RQq-f
z1{6^&sDMbfQbj<DbW{ZCNSEG(NJlz>0D_8&^xkWL00ANN0HKJ8H0d=2r1#$2+!24@
z_rCAU{4ulEtjQlftmWeY&N=s0_O-9Q_wtKPd_Ba4NAH(ZM(wSs{0+Gf@~g=OkZw>k
zN5rXo6%q7%w&>V3@8rD0Nz0}PPZ(o`BnyDmucJ!y|2B>zFIsy%7oCM$64nQJu8`0j
zO5VS@(T9{9xrwOvMJ>$54#r`HcJ$DHu3vw6`R3i;#o6Wfop*dkjem|RAY&o87pj{h
zlN$Lh(I2V!L5tjXrc_cl1I(g?23;`LoX7&U($^<8AO8XOZayI?Pn`2~M|+b>Qe)a_
z+PJ_Nn@=fc=oerQa9i}zHJ+e}Qr@f0G9`XfXzF@|a+zB-0%{W%Nn+}q08q=<N2x3P
zx<ktTJxDz{#Euga|Bm0Cd@qGHY9nC-Fqc?;tlG%DTw`$(I_<6Z2#mVrYGd|>FCH4e
z!BSO@j(~54Km2`b1}3ALV+7rKfb(Udt%sh1FQVTd-SfB?B`2?Rnh%Z8cg<(ZRQD>E
zYnT|LZUjG!O(usl0>b0#YQe_DXWsuhV8<)Ni)9&+_;P4^Hx8__wFV`hj_2Gy!Kl*J
zORURt#h|7amT39qv_e06u|&4Hj*hyz%5yMBjogH!d@_TA^e#K+@)YxTz(>xu`Lo10
zZgT;>JeTc}x*6<gvnzV~Q2e=}IH545WR}WIKBq8Bjb__;VoD0T$UY^`!MBhn*J!|&
z`|*fVZLe3pE3XFo#4&`-YjG^ow=pWsN**qeH4v73IzDg<DL)5PH}bYFXx4>X*GNrb
zpbun)5{8IxB@v3eaxU~>o4`g^rmICF|7{88ac&w|bmJ)q>AJpTB9DBrPNhrBDODM8
zt6t*Y+blEVDI&c?uh{$J=<|JvPrnoiFsiZHqKjr6pLt5LjX`rT36PS|bO|CX2C>nA
zz_kaqKJ1+xbAI0~8|X^x65pvnSI&ze<t~~xk^g%bGJuE0kJ9;3;j|CjmSxT~$=(ii
z5xFZ120lY2-(%Mxwc5L$+vc1D4nKRn#&f3oR<xd=4Wcy_9h9HX902JAZXT~Mr=iC9
z&jzAf<i<^YOV=>4XG2C-GHmf8Lq$veKvU!~Gej^D@XP;OTi8mMv4xevimxPnhEanV
zMMLZE>D0o96ad1m-9!lJ^o@`9&#D75yzXZB+`=R}yrgxH1TCziDX~xZ&(>dkf2W5#
zJDG#`_w@?QTd5bZx`udbhq<LeR%#BgcS#v@uyfh#l+H3{3_#9;-$n-rm;)^8hMi-U
zpK#jR6bK9VNCuX^i*@}R1quS~K^GxG8=b9+V0-La?vZNp4R-2C%mTwP$5ITROA2NH
zOp_C@JuSSCJ)JSHa*yABI{&gspT@QC94XkF{U5ohzgdOIr)5a2X>*zj%<05!a&vXN
zf3=2Sc^jiZWE;X}8WkdbE#5mPLVz$J!IWBfNpNTjmaZZXIF`5T0=u$vGba6%g2*5d
zp^+&6A6zQ1sKjT66$&v)6=Aj1txTQ$8NJ~+wQD;mJ&Tr^=We(VNJ9`tulCuZzc{ZX
zW9t9NNWwzw5U=H<Il2;)tb?83|N1dPLi)DMGFL{8TiVBE1SC5-JYVJh7y1CQLZk6h
zjG9a2#lB;>{~|5_AEqMLk;%c5SNlcSh@{EMY{)K>(32(NN7y$1^<<L(Um?0KAY+LC
z^RQICCf}*8iBk93znn=<3C5`HNij;vO^dWPC(5oK!^vF(PgTw1!qbVzpk2J^EwHZg
zi!b?>EP>_iZP@vJ&bZEkIiQYGSFQyoMX&SgVJW3b`&?*U!|55Rx|KM3myCOg`syub
zZ*5E70bH3yCEu|$TZ?4ZG0|>SnYVrczeiBT5MdpqYdqukLCNCZsr>tr<(gda5cX@_
zO`rcoJ9a|lweapWpcgy{2BW|&PhHEtCR~}z7yYBhA}!6KM5|}y%b5B|v35=+{!V%N
zMp<HqJxmRYSSj~P(L4N0Q<I;@>i%6U$8zv|Z|=>hin&c`qmZ7NyGUblSN!@~*UpZ-
zP{m9o(UWWPZ9lufP6#^(n4xLz$%yr(^K2}x^c~)6+m&#|)R}dCP!<%r<0kkocLdnI
z>~x0reLPy10bC#KxN2hla*fno1TvU{p5*0&(U?*ty6yXwO4~R4z=CwWZ>)`XsdpmZ
znt&_DQ|!P`Bpe4xIC~-jUK9xVjc6`Tr|pkt@^LDREcf(ixutUkJ8_R!&RFaRfcMUa
zT<3ocIwwe+ds1ylz^meqU<AD$VkYS^ozBp4Jms~e&7Wg`ng8J3%QLMeBfE0xTRsz*
z34KX?F<A(pSwPgxL6IeG2`pS@c|lU^pOFEb1B|!G9U7Iy7*;U{?Ym%Tm=(Yoo0vx0
zhdJ2yWYw5FAyGP=hL6?BeIUtIM7`-iDS20|7Ilr;WqjGoIZ-+Y<~uPZT<^uD0}GS@
z%RTM>HmG#LmKEaD?_1!4EJw#h#kM&Z+?Jv01V;k>wW{-{Wp6`cuPX>Mj@AB2ym5x=
zBo_ZQ54kv~L#jrq6iGM1;zIs5N`F2FXvhE@>x%AC^(Hu&rEF&hws=@xoaG`&l>iXL
z{_SNGvIJCgL=;=FR^=CvJk&EkVpcF11QkUhJr#t@%xgtV)EMaipej0b!0<cn{0&}b
z*@HeA{9!jP|F@5cyr9*;)7GB@1ca}Y<#Iw_PrU(DrFAkuhX6d1H1@$IddDjxsIDPT
zwqS_;IfAH5DU(8BJ}Jp*(<1tw5{8X*5G)%|O~VXyIUCB2n<X&PR9*V_OOue2<fzqr
zY2oen*cD3O)5wOd&<FlhbZu*o_;EQ>pbemMkgD%snSvH1x?K3ohpnEXb0Fntx<nn_
z9<B>quCWr2VlVQ$`H!VAM)HTQvV$hEr0yaiYB{J`{CuqXYFQ}>%n4hcSPYA1y*O9f
z@ZScZp!2bJQm`M`JPGeRS+q6WeczMqAAZ-D`tB+8^KN&4*-^TGNwMenyOVpQr40ep
z2Nd7L(0hT)EK53nHh)6gzMT$3L6Wn#C4;}=PQ8RJnHRB`wpw<X;6OYKCY%)^uXw`y
zZIA+l4SHFr$1OXCVb2Y+Tv!e+m8ZPKB)UAObuIy_P2G3TjJ?Y&z-562Jj~FJLD!SE
zoJhc?v;RG+(e=0tGt3j10ipx(1)K4ay~UHH4;QKDfo7IwvN&8lUHUSZ_`aeB-=~%?
zw!dg?FQ?lB5c#wJ(?apxKW(9&)S&-BcB}6;)4&$3T*=@8^JdOXAGQv?3=TDa-Np=r
zH4AXp|5CNSAXWd+X3h`naJz#A%VvT;6ktCy=X*&7#@ekU#g$H{xX|mQ&Z=G`2t@2B
zYpGGm`@1(;Kd#Z6-w55@;>=X9jwpXYJE&W^_JXZ4v#R&l)MDSVPM}Q>^P+if@XJH0
zWw_NDx1WwPPgE-j&73XyWwK(`SxH|{7dvVtE$imPYQbWmvb(h)x~e6+H{hqy?>dzd
zg^^}0QNkyO8z^~e>%6Y6MZ+BMllhd%g1}XfyHhztGbp4}GrX7}Ta?p-6|zYLTr4CY
zIcvDdEZZt5_oWp?gx-O>mVvGf$3V}iuRU5SKp6I3xabP_Oe}cL&!ZIrKBS_q>zJ88
z`#`0OZ{bgYm&el~?lxS_E?%{v1sq<_PaWr^PqqrYg~SM=FDXBLN&CG841pAr=p0<(
zrE%*a7(Pj;+_kk_VIV3mmCV?@XJNT)wc|&JP|=cotPpyqrG;*HaR|b=I?~MRDCujv
zq#8XFB%!kx2=?1uF|x{R$Hw4PGc|}if$P^c#4>0=uZwcG9)a~0IfL~7kw|~h?QVi=
zt&hZZI5tTv>9fH-vM~CEpY^Rj@AI%e`*)g4S6<~rn!^N`AB@;04$gqg8TN<Ksmzr#
zs%Ft{g?Y=!t5Dzx&sc?Dx14y4t~J}Bt$)0Ud^&<VNc~CY`YDgNminvix1)0Oj#9^n
z_xA+OO0YXsC7sno8S1HS93Wl@Iy&_q(PtuiW-hV~@Lr^j6%vmwq1owo!8u=(k{rXf
zZ|%@_FnF_<I-#B3$b+UXS(a*ENR)dQkOiSB|JljtWS<Az?OTRUlRvLz`TMB-SE4jw
zT;ZN6w^8Bdx_@rrk0P;Cs=<}f6e~aItECW5UOw+vcDUHL$&cW(s1_zGmxZAlol4{l
zTx%k281I6$k+t9%rO5;>%8IqeS|Z5q206BVo%POv7W@=Bw!f&Th>}uWbjC4Uj-ZI+
z_HA<0dM|*UWPYtxmrp1+J$I!m<pYd!(wi(|rPWUY#r86ygD6R)hRX@}TI%8c&t9cm
z?+VqS<8IIpmhH7S<u|^W`W2ZqB1=m_ao2GA|6)oL=$Iz|L0&Eb`%^Q8@n^Z(xSUp5
zij*c^<Edjr7=<~BA}T_T>6KcNTD!?{^#<YIF?la9YJ;8ma*RGQwtgR;_wAc%;|?$U
z6W58sMfOZw+PTvZ>*t)UW&o%$@cprB>i&L^I(}K18RWIDouR7QBF`1N<yM(LH}KLT
zx@wGv>a)bYY53^g(qb^j?5nb8g<nZmZ*b;Bi)G=hL|qS422{<z;I0Hm<sUq|!}`VK
z6oXtfI_fAumU-!WYkrV>=1a_%p_V7-@Bh=|gN)w~0<u3mqa&8;4bT4l^HEo$@-K=@
zbLzS$2k;4P>QD<N-I{?PXWc3R(DO<vqCIM_y6>bauJIAG-~$ddT5mrmw|FoPjM(>L
zj@<b}zB9%zX!<w38AZzZ=h|Utp<80`VZzc`l6Lb^-g{|TzaO$1x)le<H<{aDlB1OZ
zKYn*iTh-SyfJ@e@f#tQ?Hj4$m)rkr@83l=jm7Q3;m0)KvG@}iR8IBgc+lzf4`|R_-
zUalNO3$*Hd$NLIAuUPyq==<o%bKZ9~tp5P+A(O>%(|T!1b9h)N!oP{D*KZ<<m5mcU
z@Z+4@m+BX4{JY`qFvlU7*^KSCD_0^cwLWcj;H~U+1q}8#^j$I9Ovnv*>s7h0AbMme
z#HIm>rOJnMbK5Mcdk3v>@Ww%usevfNwZ|p>KHDXEPF?jeUXGZG<O;0v=bT%Yk4lYn
zrpU?V175Vm_f7jfwV`5|6CXADla@HYxBLJ#3NJqU;!?!l<z67s)RP>4rF`EqGPviv
zh{!_L0cLk)g<l2}Er-V~C4K(Y2BgMdtwLR^<l-JbW{-~!`0YlkDE2pYVh;#E$Y||Z
z5`+2fXXGwcZxTCpn&NPBN*$#+eDS{brWeJMm3TSzrD%m^_w)Rn_#R)zRi$3}91^#)
z7FS{cs9`%n+IiSgu>Bmr&4S$VKyPhED)MJba*|xV>J$9)=dZp6Y+g5*!`zs~7MW=r
z8G_~}+~Zu4;fcWpRF*WO&=1k7j$u$y0+e<5d$O0lV28q?eL2IvoX@JSb-&VKN-jAe
z^8HzioRNaU*KWzDw_h=VWivu#_|N#$3nM@(AeZbM4Hm|iYK`WGI#tt`*P}|BL9+%l
z6z7g;=ps*W15}(j^9ZXEqPr1?Ln&_-MHA9IYV<My-v+Y}_R6-B4ceS=d;H4#L=dnP
z_QlCYp^y;2b<HaQo|nYhi<w=KC}mprpHW1ce8uirvx^aK9g})$Qnh2x;=@Np|GMl+
zPG3LbEdaRjuV-!ps>=L)a*=0QzNbf2l&vdiIK*ya<CmD`yytPso9ZtraZavK4$dU~
z&fi?h6@F>bWi#i$)bpGMakuFI-f;UAFMUrh7S;Cj`?5b?<EH<zz&F<ppygXfczXCF
z$8ectzsIsItzGDFt@%=wi_Z7%H}vAm^e-#cuqXxQPKq0j<D-Hir)ySh%Vt@ef4R1^
zzN|lO7FNao_2Cs7C_vuoJj&3QpHyUzywaZ?FEX2IdzmUGUOyo;GMzdzuMc(iq$~9v
z=F@|*=F)rj=HkewXEz3Q_257$4OZ>VQQcP%c}EgnT6LlQM}A}1q$kx(ZgB{#MzQd|
z;Az(mSyBIsA*;T$6^0F60~-ciHNET10KBc72|GvYX!SyajbeE|8F0)WdV6Hvuojw~
z-Stt61xRMTCp1cPQFMOZN)J(7B44aLOsl|X{rLb)k<~}VnS}Xv8aQij|GRx$YI*7S
z^K7?%+Gf#5NE?_@TdY4~nAiNKy1-?r-q~ArAd{1S@FssWzUJxRU{BkJ8K7U>H9--*
zki-)Z851=(&ooj9`sG~oyvBp6+1;_H|2QeG12!86m3Vs~>HsRu(>8Ey3TP^B?ftA8
zE*<{tkpb954Z~A50O6bOUg+q@a@nPgjg0K)Ez(~G9Yg+!XAM}Mb%cHLAxPQ)8Nfb(
zWa*(*gde<GA-Bv0<8iQ#J3`J5nV4ZgpwJ_ZZ|5$m;__QBixQu<>~7c_aD>51`7j{J
z)ODJAOxX~hIYZcdruFt<A=I7o$ra*ta;W5Lu<*H7hgE!4E-8kOMU{92SM2NbvgWew
z{8(7Op~1jFC;IzOXIIrp#V}_<r10qY<R>5Ee=o&l8-D<=zbzxTjgZ#Af8S$<CK0Uv
zpnVl_@fvTpVj0r?Boedwy$y1~MEpe)=}A~b6p|FHlLlg?2GEMhJ&7t8ru9A`$<cU+
zzVkLA@gib{$-XSNGz?ZFRe0Zx@^4!S@qE!Vj0i|}DBD4W0jVlP<;4cKZ~&R@8`<lM
z;W4q#{1(gXgoL_=u{OVJm8UH_LPwr4KjG0SS;&Uf@XAwAuQ+W<z4$l_?sIpzmVgGR
z%Sq^2-X?GMUS;Fh*$w`A6W}MGJg7y-F6=H5m{_%CPVTS1c>KnV{=*UO*->7-nsPhQ
zgnzC5qB;xnuU-l7ji*~~3*?H1=nioET&E@{X9Fs9oqG?^VDszfPza#lUgeJsqWO@E
z;KfLN)Qx!CFaN^z#)DEy{qDI?B9_ziQoEzKUfgq>yu4j1fhhFLP*~wK=&6Ef6HcU7
zN&fV_NJK&^oj=#_lcR4sbFmqH>9YiZGMwSVzHofL{Slt*e8_T5cFm8GA(h^=!9D-*
z-MI@E!}PA019{a%x6F%-r!W%)Z+b@%X9&i+E;~SEClIUh>sLq_JJpT6$N4rW!erO&
z)4|fn3vX-H6Y`UuZNKKAAo3bxz{aoqvlJT#;!`eHrh2yYXpaH8VV_K0MUyau<rSZt
z&T1hBXPE-{$joGn0eEvl#Pd`$O6l3KL25I(;)mF}%3Ngzm;dmL#^~TdQYQ#~@aO6M
z>czf3FwV6+>Y-XTx?x|6+(>R6$*4JrPhTQc(>qFB(E3fj)5uZtREn9BrEG%BLaxSC
zA*UoX-_y@Te)Y}i`Q6R0y@l*}q1wQ>Tr)L+SXn8{z3E=~F;d>DOaE=<vgb|(Pypa{
zKA;ZR+{~boYts^<7fb~6m`bznhA`t_mS(R9I|6GVbK~-KmXnGM>PRQS@K50)rCR%z
z-y$My%hK89z>dg=)su5c1i1(B!QY@Xp+3&;?!}e8$>7_1TR<Kp4fYOzFy}mKL5G8#
z?`N;XdIxHL<CxxNC>aE$F$NHv-Yf|m^BdkSU^lBrp`WkRl)v*;cuy&4R)|RLDjdPh
zzpGO{0ZaqhRvOXM6(vYb$D+=ELp;_=s&%#ccXoc{YL`69uK|K|IY79Q&qCJL?9G_q
z;Ghu9ZvUMAPA6Cw2%DeBmcPBv;anq$BWtBmvYW?dEIHzA9BUkxF2)GCoz5R2hmvn1
z_}(O_mqcP#f{nXc`=>6>e}8WACy{#g<3$sFxa^#ErQPE7BdhvHh>UO@^0K3*E~lfJ
z4FXvD>sP6(5-FHS;-epTvPgEQ0ZcdZVpf@b`DQ;9pb&1Z$DFP7Rj0Kl<oIq?9^Wn<
z(uBelU(g}9As)tc{^FG`;P=>la;{7*cGXDh1c(x76}UnzaHFQ+#Y-~o+dsSIW|e84
zuWY{sqE+fznQIp)TG>N-+!H<nQAsv(%y93pZ1f4BAFQ(fdmW;)$-o2>vF=RRExE(V
z$Z6PF?M|gw@z}t|QVO%*w<2Hcn{LQCV6MUBe?rLp-XJvHPHt0sW)hc+^<OxV7Xnd=
z%fYFP5E?`pY+q=k4P37ZJGlFt@bFiu5xInw*yOE{pyh7|H5gqoLX{KBm8~tVI&nNG
zTX0mR$#h)PJP%;AK5UIaz7QSxY-6r&w)#!G3rCG$rK!@c^?DoL;dd`JEoF9AzI9q1
zgB8auA7Xjd=YPa4I?qRHOGpyU$*QUstLKInZ@*xB8w^jby*f9fq8e+daJ%Y?Hwgic
z-OZZSA+Rg{Ry1JX()C>z5h8<BaozI;V-~T|^v?tx2LB(Ny>%H*x!zr2`Z@%*1;c=5
zTW+*7EQZw_iyE{-oup2V;NW5NKc3GezO(7cqg@Do_BumG;#gj19Z|wjT>BXvpGjS1
z7p#?`vqv^eWbpnkZyj<B2)rIMZ=Tzdy>-dtv&{yI%%06sf$Ves9uvI;ZZSUUOf%sO
z1je90^uU-RlVVW-8R=4NIAOm^S)Jp|4|i3jf2xuo`j5%Zp>h0LP9sX^vJvxm$-mrU
z7a1=nSrc0SYk<J+ZiN8UW-kl~r)*7eGB|<ZdPFpTVp1duTBC~`#=gqFyGION^%^E;
z&c*wC&jXD<efaq8cZA)w>bEvlK`OP)0KwCRCJtV@zZ~fWOBj6Le>%;E{4Hz-EjFd4
zi})&&i>*E@w<+4cOkrH?dzo&xoC1jcdPfqdk=z!15)#ycLc-#dflSdWrG4G>(IHtX
zQ(bYMt_cA02;X@A*5Q=*-awhp3k@YU_;eaIZkCA1_QTmorjjzF{{!!Iv~`ednQl(N
z*S-L`l=)$IL8+sYoh<P~czO{Usk0IYh(Vh@WgJdTvr<517?c{nYrxWOE}B;T;Sz`|
zBsYRZ;roYctw+>>5Av@OHU6udCXuHY&(+suYF7w*Dp#yGD}+FmnR)GTX@5G7j*azq
zJF26#y;EKyzf<w<joBwAaov*NwFdw~p@o%rkv?tfyd?$Zjv$~d0B1m|YjFqOw1SbG
z=nfmN(gfpqu`%P*NA$!ikSluM^B&vIt@hJF#rTr=W94_CO53R4r`_oY%Fz@U>6I{D
z^5UTKSk62HPBwIUxKYG;N(5aD+fmUn+?Y4xn;Lc7vei$t_#P|oc)}#iG55LkQPt@-
z14Pgupav`(jx60BUK-05^6nrl$<;TI7@-DgRLI5oVGlmVGZIO;Wtk|g8^|q2HX$*!
z;ID=`2cX87+<c&Qa+&)3{DR2Cm(~gq=@Wj@Kbu2K+ahZ)T0<q9BaC;8)m4JYSg+OH
z-!LVd@7k7PhC2urS+x_he-#amTk6XLE<*|inw((&((V~_*(`!di{mcG3ueasAH~jn
z?JD76`pB;yT5Jg=fE|b1nz~~%Ff)qOVipA|?Im4iZ8?I%0&brhhBFYR2!v^dU;Oc?
zY2y#7-fW-ijX?yG7DO;Ms7#((V#;<!_ddMyg`8NElNvcSs5j#O%)i21wu%gP+B&J2
z^MO_It9j=QugvZm3G7V0Sv<6v-&)Qie%dKel7`a9o|SqlXYtvEY7bBZ?Mg#3vAa8d
zX@42~3Znn(c1AuVmw!uMIgGg>Z@69N8or+m7N56{s^3<onQ3U@-(@&mKC-SM>}`V$
zvY?<2Ljp!xZ5lmW__-xAYR<sV+Xa>T_GB@Gc50-~y7s<^?hv13+^+Im$vMJ)J|}N*
zd<q1qq%}8B4)%Q8ZPx*fOish3emqhJL0|&=bXQDTh+Gvuk;GIlDHC=!#<W!JW0czs
z!46clNJ^k^e*hp}YgH1zWojMB-UD(aOGGy6V#4)v#`}R(KouIfp-X-bvrnj-fmXAV
z@m*h4*5~!-EasxSx(a|47Flu{*%m_cOh#0{TqplhO=dMhQWt@OzO<-uNdQtwnM?+!
z>tK)srN0~jw!5-AhadjUWPrdW8|!zd+5)LdHlnm7-MN2OYN#APdLLuIa9jVlPl3?8
zRPsAhTR&UNXb+A-OMxYETExsSau}@7atP|jIvR!={<>|^`21kxH^W7;<oMMhRY3pO
zJcFQ}8N}k(FMbX=ryP<gZk~mMLMfBP?OeXZrMx*0C2#OJ9e(=oUi&-OkyDP+R4V>U
zHK@=BAS&g}N%Y1*xf~6lG*njB0TAU<A{6NQJ1zXgI)Pm;Fq|o@_l57^S0V^_?(2Hh
zqbkdS+>Y<xmaEI(5md{4iGwe`sgp1>lcV#FjPhhd9jW}16Il}{da8QlErTMJx$Kc3
z9%J#BJ@jzDtoThvSHH3rn7%(tOIvy-KdqqBH8XzZ^zhflKB`luINK%@+IRG32NiSc
zgR~sA7#k-e^3ekH717zfSCHF}_y&e<4*^z$7{A4bux@moms;a-0jK}wa;-p){_S7j
znO;J3?2PgRlmOycZh`6?ceT5|mHtbvADxADl8f5LE0^>Il;noAcH!)g%haZHH^b$U
z8<uT1FuDH}J!mKzPQ-R^oHh#f0t!Q(*l`!4%r@*WJV1JgZChxNtj*gn+*V@3ELl#d
zI#d60Ne&GPgVoCbBR6e$iz{O%m0d>{SabXx$(bu8_Pih}F)=;Z+_noWu(5N9H1*;U
z#!?HSoiVC4?wOqJFaLO1?71B*{uXPwh*f_5wWkQna1}Kah9prsC5%84I4Q>Hxut2}
zMix8P;G!MF<d&vAYd$nAJ!7375f4wBp8_H!2)mW}JkTn4Q9G7t!+|Pj<v~j$L31Rj
zrU+RtDT9*GB?WrgV?Y=Wj`Pw=mW}q_?ULSyMpu&Ea~_od>Jz{lK>mjeomXfPuX2_0
z%j}+Sm>yV4;-i)H8OAeG|H{>bfZwcanMoqtFyYL4G@Ci#hi?!uukO`raP}Z=zcK>7
zz97V4T^!epO?Mi~#S(rbhe%}1?B8{qAi_O%DcojoOeWVB6Mkk#{su*mH4_#Pyv6cj
zsN&}+P30deOtz|VP8r(uW1NXx=%EBr`;EU~BSet8X<M#^B>}e+L)MWQ^O-zBh&wr4
z1_I%*mwo<JJ#OYpltynFOdBU=9vZbIXtEVcd62Zy+P9&_uLaaj5*X87@XoET9F`i`
zom3j^J(}r7S(t$xdezQQk}FW30+Av$;5q?!c~f6mzoJ$d*E6q!$?<Ibcwg*UZPsbG
z?c-SJmXXNpEzo+@=ANO?xQ!Gl0Q&P3w%8{HO8V)_z-@Y8^-<9#U>L`td7gIc*yd+*
zk9slMt#qp6BwRlKWm6D}v?eaQJc0tK58G36e00(S)ZS=5JJ#ak;6vCSxbNKzX0fH5
zb?3^V4`Yx+n?p0gkQ;n&v+atu;U9+ZhuoI$&ymhIbHwME;>cib^{Na?rG7sssF!-e
zmi)JteM&8LP+z+nHg8VTcM>||GqQ8}HA7T)Q0|s0>3Qj<k{5oqN0lB~Wc?~gxQ7`2
z(5mzjgHB|}7nf1CZ;-NDo>snNdKoN9!&NqkcdH$f)XQ>#n*t@>iW>CHak_;W5PPdy
zW&nHEHYFWWBgGQ3TGbN6?7#Q`0*4*F5DUilC&yJv0E#tzcg&%y*$W(zvz-K`96g8X
z+Pb<5U2+b`Q6KPGdU*_&Y@8F}3{MJAxg?O8JH<T}9mDUow$18T!ia$)hr<~JwOom?
zoU!*rq1Y3!F&|isN*_%qHCSmIFzOAJ?Pw)*t>3;}s&-Pm7`fH}8EbD~tDI?((kWj0
zmdo`(@a4%|uL2m;cNd)bA<ns#4Fvu%Iftb}AMh;2#XXDc;4!0=uAfl*Tz~p^zzJ!W
zvW8l8Z{CT)&|7poI(Rh0z{dR?uodA!DT69H6P|1X2V|>fNlE6%feM5qZXGt3dtXkb
zSnWsF13U`249q4H+4KOjh{MJXj-6RRP<6W32!Ch;&H*7vS?YbDv`7w5G)tzoborQn
zZ177#2!zXbs<?|wcjN*KLZ01CyvcSd#1HC+iZ{IKacjQ@sf->y?TGgZ+s+RWI59R1
z+oq}tb{BQrPN_INE~30{v2u&|sVX|RSWdoxz3MtXCC#gxYn1&FA2eP6HG$kpfa{KO
zJxp=*T1{E5a+zl4bAa|rz|hDxcdWD|JGN~zf4&@zI*2&30zXH~57{OcDzD@iX_spV
zkoL@SA~(+yO*YsWftL{+Mg+&OML~dc!ro3X&Ar|?P{Sd8E{-No{QStRxs|RcZPlSp
zUwn9|HMR94>bs&kUjostaj`}g3X;Lf7!=SHNVi>1*~zl|4Ukeck*0)_*uNkj5LG5{
z@*)G)YxE1V(D!f4x&~`!P>JBIXlZCO06>*5Zes<CAIj88zpgI@OFpytQs6PBCG=Dk
zfRNeOH<66?!JeWZkeQq&j;?osU47bFSi2=bKr$gYP_WN%P&?>ab7A998>&_x5^cB=
zWgE|7mU-hasi&bUZe=Mzr80-%R>?zs#B3a6MbbZb&=QC(FVkV3djt)g<XhzK%&nI}
z2~~uXSKbO`DnS!OjOT3yu))=b6U1RW{DyK2q*lZwZ-fE#ZcAdg?zgi9RgI%4_bW?#
zq`nMt+)UN}rW&c+DR~@XpAUAA0a+gzEF175`JUi)lNCz-r=20IY7z!7zj?f{IFwYC
z&M7vnVYr9e#1uQGMucmudH{{GD7cy7R|jW@i$YULDzsD+DhtDaw7^kvocdOt55DA;
zYqt}sPH5r922iQMyaW`|qnP-I{CDNSKoY^TQARb()Kypt6x}I4_`7xRoEHol9JdiK
z=briakcsR5@C(U=T6$Mwm+-RLnYSGh5R!lO1eWgqLNYTletpy>TRo>sNZh5|<MC{x
zvYbUz2Fh{q7V<*WvcA`!9r~dMoP5#aE*J+#*O20E64mmJ4_^O)E3?o73z0~xh}gvR
ze~4wI&I#<KFXz?JflI&5fUAOQph4bWEK$y%WFZo$dH&tFx$NCgD7GD&%6zNRPGfwB
zO+(vq5I@SGQ$f>x+3j=z7V?tve+zceP^euJX{?tUW~-Psxp%)jKroh9j@(vw%|juT
z#WD6EiSp__4Ld7RxwiZ++9hRdKuJuDerlNuGIztIWe%XUB@-d~B_7lJXTg1Lv(n9V
zgs%+PL<22OFyNg9%aoB}<D;F!fY?yYn}V{`NEs^c=fRZpD}_dVE$rB7YZhM<e`@T)
z?~WEJUY6PpvV$0WfN~O!l^aKR=5SRooac(2E2%8__TR-wR_wY~T_1eo;x!ESZ9v2^
zj39S3bfewuvw*dCoP%A}F~4zaW`1!K=Hyk}Id5U*9X)kJ!eAc=cdo0;TExQUhpFPq
z-JtJ|b^pxIb}k1}(Joe)zPOECAD)qy$3|#+-bFC5d46ei{IPh+#-)VvS{om+!6~N}
zvP-7s)|>#fe8~JW{M+c2FrDaFm+{O)1>>x$;lOW?T=u;UZfD6U%4NV@20vYebC;uP
zVlWyV-dG(VY}&VqKeq9kwiVAVE3isuH%lBGgt6zkF!TbTu`BcaJuO4v<^*JfA|G0)
z4t5rfKcF9F<~;hP6e&?&xOxzQVk@a^zw${lyJ?eH{FHqU*}X&YJ8$53O)*yES9{p@
zgO1DZkByTx;zIRSJ;1JymG?I;X>}>rkRDG?!>pVBbOd;{x70-lcQj>U(|%c?9T;$k
zjqXdHEaBy-ALlRfAUD!Mnc|2qP=#fRH0~b`H~{%rft(u*<FmW==en*VdhvrAQ)R6W
z4#jV)sCJL4E)c0M2|6C1QM<VN@9d6|6Z>UYqL$<VNwC$)V#aX!%MNq3xJdfg&b_5*
zO-~!cud_N8PrF8*Sj?r7s|)06YKE_T?heO4=r5CZ(T4kn@j7*{Vx4rOD`B7>3(CwQ
zP>H}mV9tNagY0|CO69kj<r9Bs*3m)rqP56*Lekh*`enbe>3lI{{<}QtoSY&|&KPm%
zH3Ts{otr`qRqV6%5u<t!Jr(4X!%B~0b=QtvEp{HEAFqFpm}pF23;>#hm=Lw4b}5%p
z6XZ7|0-mA&QbHQ^0I5BfJhY|(Xj|kGQp1}PXc@(|=POMhfZ<GUSR6dXyo|V}#@<6~
z1qMR*#TgS)&(JL;rnc0C1zB?)icc*Jib(1jK$&ETYPn9!CWuU`3g`s}sPFEj6q`k1
zV$|v@DWDc7v<Ht)B-w8LemMG?%3=Oa?;`65>0?ySK0)epA+EDeC<*9b>Kw_JGL`1^
zk%LMN7q7)x*t4e$wdvzf>u0^&!th{O59>=siBcchXqVXXVDm>rQh?G)WSUx>!Pso6
z-Yhf6GjKzGQdA$3^x+gY8G9Z&g~+U440!7ltzXMl@aL$Lfn+5)oO4O%wIL8-0qQ-y
zn2mN;)TkyInb1P4?W>AnW*k)(l%=3&fMnYiYl@7mJPMGa9YU5Sl~;YPm-PK&LqZPr
z<^jWNYatGvUjxwJI@`+x&I{FR+SN;7%lrp^F=yS%E2OAPsVexwSo|24Ev;wPf$e>Y
zz*xs=?*maPP~b=QmTWghe3d9~2CgA`VdRum-kO#0r1S~}Zxu35v#h0=L}i_dJsN8C
z=ku2d4TgFajB4}y_bEBB(zgHNxIzP1x@5SLma5>sNO|9w^yMUV22N8$@O!<zS_p;m
zQO4iWOA8TP>&gC(#jc1%cC2SrM0wfjfx4x6)~~Wz!w1j_;#H;70uTai%AnWEh8nhG
zWHnXd;T*UR38n2(T}wT#)ZGRrXgJRu4w=F=myqJ+4}jO4rD(Q{tE|-N`=+*_wJdD8
zg&KmZgXs_AWTCshvYPcZbY>RFQO|D~_OWpcCklJNosff}3^^i$$vDH3{q#N`WJujr
zH$S>W5`(r)PeTj{B9~r*y_)(gHnzGe1l4UuM@HM*ttUJb=lO{`**Rq+N$rVGn=~J6
z)8b)XSAC6Br97BHxNy2qI}C|;j6RJ^9yG25hE66C$WWlTic_(4$-a>WWMP;`-QOAP
z8wY;u7zC{XL&i>^ej1Qh-vskmN*dU*o%0TZe6OD&XK&u+3;6^Y3PLAr8<cCB2>)^?
zEcDLNE|*AoY+@?$__Sg-f`&`p=A10fuuyH3w;SQC2HrvD+N4DHKc?qC$^=#pYfRBO
ziDXUCL3YWLuYAqS$e0DL>0JYbrX@DR0+C#X2EcW-A2<#a%=ZRNhyMkJYu_qx=a_pO
zbZuP|ft1?hV?x3&#KrN-Zty~*;?TF-8nb`bGTh@Ak#CF5s;Kw%%Y(dWs-)VSeUA{1
zvn2ib<ETV3pp1b~iReJXla_+MYcEhZooLBNgv^S^7fDx~uNL`+(l|>d_46=!H?08R
zPR%RfiMKiFZBM+BeSKHbvgp|lYo=Y)o&#@WlH&r1kKs9KH8nNowMJ^I<&laUost~b
z&N7Nqw{#Z#<o!Tu(r&9CrQ1Je{I_3O0ieXZ{%gZ^_K$Xn6XNMk_#6uCOfBr7XpABp
zW49t*Lj13;NAv(doj+GodM8NVn&f#P&_3*4z-hxuwRpGesM39q!EDgxXfoE<FHG9M
zMpOMZ4|&7|m$f^p(O*%*8!;ru&47{OrfPB&J6&CV!yTy0mn3%9I3VS=J>`bTmE&xy
zC_9rO7Z~9A3F4UyXc2~P<0KrrgGe=&Be3<&uJKF!(*ba2?3W}L%ZRtFl;t&VwTHzJ
z^6{AWoixOc=;7!phD3Latm6LBII0OQ83Yf?sAzS6L3Sz1GQp0@AxAqa;0LZtso<zm
zn*h~Ux>`z?CLP04hYq(t(q=y3H|~8#GPx|Hhp|o-7v2tWaFEObwnwn}UzxNcsW*@t
zjpG9bBJg9qvoB;6^Nambr>%!-Q_>h2AQIO@!oyECxbY#tN(4wc&w*uho#Hp4L&X+q
zW80c29gD#tGlKPY4{)}2JQe~zi|Cqsy$aPD*4uUBYAnpmKju<XuI2^LnArSpA;^C$
z2C1>%H(YPCZ17v)kt<Bs*?Q+Q0ue*=b5lI~ycLxO=a1FT_+{yeJW+Oj@Md($(A*%8
z<&m8VE{3(5_gf&4L*c-hFxMvx#>Sc_lUl(Q(H&b4R{2ksK8$qC%S&wSEE{q#40&#w
zT6-d#dP!B?V*kVtB@ko#MWZG1PRR_DL7jtWsP5BF*w%dFRZ9N-?IkM`X<&MNSoZH&
zo4kD3R};hgM6uTPgw{30spSFNl1$wJ^qxGOw}#kJPG{y#HMfjA4yt+aN?IIjE88_s
zu~r%rn5|b>!ALTWcV)k{W3#UC#Sv?IKbCPXI-sVl;+x5V?bfh4ia&U&0+IR&1Q+C^
zhoHg5Hp8XAhd1^W?Fl3xu+yV3S)@uq=oCa!%ArWipK7-Gh*+I5-Lwd626>pkvol4T
zE58dU3x&2?&jhht<W5?x{vi5etuf0U2EgX)K6j?V->Im*8wIM@(y3)LTXs0uVFf?o
z+K}KIln*rQpoV{#iq8ZM&tN)Oacj{L;XwD8p>Up~Suez{MiK#p<ONUq>-X2aFQZq~
z#;j_FPxjU2Ub$|g=`H)O5c#D234ho5{rQ1f#?PNWpV<X}`BGHFDB`l1*ZxRw6qq?t
z(a|jkchvRAOq?I9_&<?X@&dsdLI1Myb5EDvG16!AIl>F}AqTn?Qr65Ph46hANpUlW
zo@3X|+)&v)Ib5`lM$F4-cCO=&An7&#9d`EdE%b3shMZ00pY#>17{kAZs;L>}>-#0^
zcbxLMzYKrKF&j&9#5T$I?8<g=?zkLo60J{S?%%jq>50GY)nu(6yr1&A97;?)MXnmZ
zsWo}%N*R*)_6I(k;$~V;=23vN9^^0>TuMH&sH~rbg@qdCp{g3TRpK<)1>JOG$%RFh
zh4(~rc<(h}JBACz|B3wmw>Mo73RAZ#5h|L@!>(Y8&h(xnJq|Ea_}Ns|WG(hmhwsnV
ztotc#w=}YQV=SC*5`GJ=0>zg+OE>sE*C(=p`Ixq$>mutRMSayV!RTbR{O{vyTzM6~
z5Rv5QVwcf&L;*DFN_oZw#SB6%n-T|$V-B3XKd_yBISJOghjKJH78cT^0?4Yx3b24v
zdSCb<;R;XIFh!1Zimh{&`W?+eTks9r<QRA=%;0zBS!q&vnfH8dzCFw5*tj!RWqFRK
zx9be$Z;va```nocM{XvHxN3qkkNP7cAN4?Gp^xOGTrq~bZhr_3RrUv4%izQM5HQ%R
z%vxCZTnBBPFX_R59mEYib416#G0SCf(x2nLfynS9EOY)(IQBm&_kQ2mCxvUx4C$$<
zsg(!I7}Nqm4}C#FWr7eUf$A+m0~ZKgx7Vo<LOtY53)Z8o7t?Fd7adET%!eA?j336M
zw!a+XFqZ?yDJlNS$80mE-aTTLk;Ik^os}Y@e4ISOV=1~f86F2Ts;7a=*tyHJtm5JZ
zx@ES#Rqh+=g(gz)?Lnv#`8C3Kc&Px&tj*@OHJFP7Np-b-#r~Vh5|3i_Ctt2R-pSKX
zqi_y=XxaZPdDGew#{?NO^c3KxWn|2s>&{vrB-&_0FQgszNOP(sy8rUykrbd3V*pfZ
z>|vh>7xyuF?VCtY>pjBJT8<blZH@kAqG>uI?ZI-{)9{X5<d=+&Gd}qB!P;zKU!6LW
z<k1d9%faU`{DRl0vkF{)_|A}J)A#R!V!+yobhVlH^!*2MMEzfN2PVBD|H>*bYCV<y
z`+J2er|>5D+ROj6LIq!9PpS6cD<AwnU<^P(EC1?ga9P*??=M@YL|z*YqM{-V4UJ`A
zUaY4IINw|RtgJu(?^6ol3|gON8xZB&fP0NPkOTrUCN5u(FRQ4ikX^VCS};^(7U292
zYVu#CiT^9F?ypYw-(+=YY?GFjre0uBZQ{P@1B@aQOx$0)RaYf`19k#VFjm&He|6OV
z2QTk$XcMLT&tDyi{nb|`-0S~mcP(d=@NdB9@X9Is34Hng{=rER0T=k57A|a_ID9`_
zI*^v^{P}MW?KK@7ifWFwb#a~>ZI(URq4f<7R8&+5klE)dW|GuQOzy}}egld?IM^uP
zo8M1B4AFS?D#o%uAC)TUZ@ITVr9@6%afMzm1r!I`*#7zcf{rS|#rlg}PDhDsi;sXz
zQI`Mg&h`qvz@N!$V1JkbyuLu1Cl@?dg2UvYmu&(!&>>M1hps=IE+I-NG^!)sTEQCv
z*&#I<nNMk_%I?5JTMw+xJ_zvBEHFSl^*e_I3j2Kv#RCJcaKHshPDaK^Uvw8fy*l2|
zTLbq1UWUK+>70O4lT~|yP+qK`6&ilvQhjoKP&xjQt|vp5g5=yeot?+t>0={9uc1&Y
zaQ<PNoiBirw@Bne{h@t*tpWovoY%n;@B!p)alB3>bofD9Tua|Ml36j%sXk#9|6M!T
zbN#bz^_J#B<=#YhmAfN@7_0}TV!t@RLvT04o*ZMSR^RcO0F#tc6N(&AWN6}nc6f;`
zPIw`(^ZREC=c!1oBGD_nTw~Hf^cF`-yj<4>tOtNl^W@4ql?}{7oK=3|=qmk6sz0M@
zzzt4%8oEX5iD-S7*sXWZfZc|kw+DDm2nG=sR$kt43wC259#lAbi;9_pL*CGH?Su1C
z8Q!Z~idtX2KD_}vLzGoPb)U|~4I<w?NV{jb(P(zuOiS&%GyJg4H_X3?riD5|47WnR
zbH|N<@(%T?upX9Z?t2+n++}T1C2fgs93QOo14~XbIJfH@BAT6_Ujw+P<!*@qbHs0q
z6!)<Lb~SsMjBaD^DE70IlWnU@{dlcRNBd(Gg{8qG$s?!q_4VZgMq*1N72RYJ$EywG
zUjhP5KL<gH)1M@P7%4P^%u4#Tw~SeF08&ed6gO^|C%sh&Y4}Lal;k*UQ#O?cYW^oD
zpwx5#1*j>i6L?h7(=j<X0O9e-@USq4di5%x#NM~Bp06jwa`&zu(&2ZpMR#5acgOvW
z5`$`3o__-{eXv9|PPfG;GLi+M?eH}TF)=X-poB?~4QEc|me`nXGi?`b1<FiDV#$QC
z6P}p3v}u1Bv`1$M{6DQO1B*TVF@cSJl;_@hpAA9h#?*9EOIB94Z-JZl1gJR`=i)_`
z8NGImb5DRRwzJdM<1uSI^mx66t8a;lUHzwanQdaOH+V6HKzbAE?Cccszrw(t+Idil
z)~DO390PZ`%&R}Pgr|ea@dRWLkoJ%22J_lJUZ!&Z){jvepxnOU#t;%07w6b;`SB~f
z76@?(o12^052@Wq?-&T)Cr(cSr;r;v*{Xv;AcVx|DeKRUwbF9xS4Ql;l>sNd<ceav
zK#4)^wVPX)&Pt2*Gq{cziz&DIi>zJ&j&sF*i-k>$jxbg*6<nX{JA4cR!|&mh>K%iH
zZGv&i_onF;5J0AM;(@avaak<nDcDkRJ_x%nPfwRFA&fg{WfX(GD#Nb*pkslH6LgXq
zMdePMN_l*M>d@EPZ2u-`t4AtG<2rZ|aQ01T;vY|ZRjF->Jyiqaz+Fpf%IKm4cSni5
z(N64O5e=SpIKdvaqVLR;aaC2-ya;Q@sI9=qqd)oFi5w&34RUZHw<Qx8gA5<dlqY^B
zqhhB#cxC^m@RoG+L;XDT)eYW)3&O6;*7{rz^r_m97#=k--2@JrV&mIYHO=8H(Ypf>
zyVpVKZw9`lI>UiQg%Www#90x*boLIuusvD*jh8g60sR%MJQMub+C7>@Hc0MU5jvk0
z?-MH$HwB`vpbPzWmT|gUS)xRIfXD7tTY!LLk}8mMN??q_6B?wvjodaG_300r!4k*W
zhF*J(!ozKO$_B<XZdV+GN-hMIT6F&q7P)r6z!q28H`qIEcMJ}MMIuWab~bqLTdH1#
z13`68JL$T465Yqx6E%`t@T=*hP1HBX&V&wbsuY?uKI`z}hwe^S|2Sh0%jE9vL+R?z
z1gG61PWOohzW^O*@g*j3WUS&1A1|Z7JdC9tpAHPEuq8eZo<ZRitaLN>eEC$AZeC6;
z@Qh^dUP(1@8~;FTqegNBPG!+UR`<;EFk`ZPDwo+4V6<sWf+oFmvv%F>Q&pP$;tgkT
zJ|s-OpU?fBhV--*58-9{v^-qa!Cv#4xG%F(fXO6UltPbp-IutjCAY`3Xjo+(<YsfY
znD)~L;hjbX!wkYsKlg8SP(~8jJ4{z+?|HoTVluF=BT?vm3rH4KF-UgkXhIw=4P=6<
z?uK_6$zJ=-Fw@uUW`Jj~G*p6;cn<zF^`c*G7g>1&JT5hB<2I!_OuJ~?^5=n^nogu|
z+m%piLr)cgm+$^umOj&A%Inz2aX(z~@GPWS)_nEODB3_F9@oeG#zvLC0DBDM)Gm6D
zSc70(R|q=+we)qC(AbDYy!Q!iNUZWr=N*DWt!AV-nyv=ajG7V&d%C6yv5%xKT)04D
z%NrTj7Ub4&c3_O=It2x)02oxTR0m%OqRpeTw;V3B>p$AT+v$5RSIi73Xq+cJAsw`N
zAh0*IRx&8{6?caQ)@uVDJ9OXovp0Z^I=NMu40tV3M&xo{Wp%)M(4y@G)RDED9=A6B
zv>r0@*7;VUgIjICgCeu9@(3tY1yjA3Y+flAc*M(#;;#gbttf_b(|(K_JDG-9uU|iZ
ze#>ugpKd72%X`4FDh*56u<8VPvo}v$4a7gRugF3l3VnPIz*69r6-F|C4RZzoUkBN5
zE=DlG*xQ)V?FZ{=%DFaP{WML<5@e9k_SZbybKOn*FMqx!B4kb_^5(m1!%VBsrn_yz
zh3$Op$i;V4Kx7xs@_#=Ov&ra~gc$6#atVlwFhV<CyFZhUSyqL?DmCmcjP5XRS8cR+
z15b0*7_potQWc@sf03gmq95w=qs~2})8pgTLcgvE5*Uzeg8QgTq>4^&^L(;D?$4yd
zwrx&52Tg`gZ@xTI0{$e<SL{Hh%;Sv^ahf$k7{oiNqUlCG&%5UE%8ZZTZ-*;7RH98~
z(@Dvo;@<_B%;WJM(<5$<$NXeXG~l5Kxvi#9@o~@GihZ0_P`wQ(W%X<^rdRT-w{>#w
z<RBB=fmJoH;r;JbJp4rS6B0E1B(K-SjmlT+FQOJqn}W=;BK>*l&Tc$w&$y8O8h~}~
zY+v1>8&lMDbXIVFA`-!t1hZ<lH4~0cMlQa!Lends+$k)@%iB-JpE0Txw;t+08ocK^
z^49;ZDKJv8n%)ft`BmC+y0x(AnnFrX0;!d6=0}SL-bpH>kwViZS--UD1~rOSW^OXd
zq$5-DJYEt$@MhXnlk*R1v(mp)sSTJ!Kw|4}n#&&oeK~75*_94+m*ATRJ1edr);CqX
z5g*JKpt#kB;pBQn)*&+UXyp=51ijke2=}`);oBab#u6Jui7KyFN$<BLbXvvqpUn~u
zAaCU2@=+_b9(-okvCwgV`xpjoFA%_FwceMYVC7#IfAC?0mf!OA(GpKVVjJmTZ>|=X
zJ!TMYQ*1rhm3oahX(`ELxiH9;r%64Q_NF=dyi$-l49KoL&Z_p<DQ%akTr6tIc375L
z_q7AYN`#cun6RZYaKB(bPdm7(ri#IS^%96;$UoLGj^i)aMVwnJdZ#N?21qZu!`+G0
z1sgz!)uHd5O^kM}$sL?Ch^d-z+Vz;w-d-FurE29Pp=~3*w0g-L8ZQ*ye^bKi@IqNU
zKQC;1QTvbS8PP;!;VMYRx&<=|Z!183D<pO=7$^~}5@%-nBKZ!6?XcQ2nsE`yzkk2X
z^8cWRhIW*)Kc1m_&}^zYub|<CPH(EJ<z?G~jEFcXgx=pc;FM6?JDkrgDD9dAwIBlA
z7jCmFZlLZ&6=agZk0&lEu;;MdF}3%>qFen*r(ZFk!`ZofATu%K1((CwPk=NcWw{MN
zK4BAqkMkBl{&Ifpd2HMGg^K01e~f;OIZi>tal<2!Pp!jbp7kbI)vB-aM>|F}zLtbx
zE0<bAg?}aJ>Z<6pT_D@O6?i?Q-faXSYLTIG!Ni$hQwubuqrCzj<i8SDw)PdS#d74A
z`^IuSC8+H=Gpictlp?R{-E<s%V=yEj7vx@O-tNKgXh+5wt52G_jt50O%IBGzTRAA!
zY&DQ1MuZT!@uSL~7xS!*j-FzYXJ#$#alv%nV@JL72|V^=PYB>AEsx22(12S~vGE|c
zm{V*X-2^3dA4QkSxI*WBw5EEuOVXa0xws5>L1XJeF{tf2V9Sd`B`su=G33g2m?eRu
z38oW!ShiPlUVuBNP2b<XfTkH7`6936*d2lC2jXsh2MQZ{JS66L*aGLm*Y6;|YU52^
zYGWBTfIpPbT-_B^pu4xJ`1f}3uV@!?_i$R73N#Cq6$N{Y5hFw3<`cZQa|^&)uBJ~h
zciD(TfX3Ggwr8c^KHE1jrt;a?d8=g7+~UosVF3O*Gl%(IXITG#JbGYrpv=ij$sX*q
z>Y8e85Aj&3)&jxH)#$a)%p;9=ibU5pb{aEc;_!~sqADBHO=m}1Z5Bu0M!9znRyabf
zpzU92c=LEsiZ92LPYzk0p7oD4QZitl8>{n6WW3^VnNFZ}|LVB+$wBhg?GAttq3XG(
zoqhMX>t3JK(qsz8%ElX3Iw2$HOuuZ$JktgUxdb!-wtCR|81LB)(>D_M9OIMi4!0rB
zWWM@3$;#f`rWK!3zidZFJZ&*j&eNh+Z)Ix95kr3Y(#E@l3d$b|SqetQDLx5Ru>^5w
z!bhTxh9Hth_#FQK3MBYk2jtSR%EP^xWR_|?P{`HW2?z{~WQpT3{m5TKXIoxJaG-*W
zJ@^Y@_@sj>9^N%vv-{_wkj?JuxaQafA!&9?0wVg8Yo{FQ7iURGkWv9RK-pCg5gY4X
zzeIY4{&x>jt+&)h_r(ta^AmqM?hK*<R#3p4ZWEM$iT3dqV$5H^ezQ7O7xeXixoScn
z^t|Am=TNNv7UABlm7~tKwTwH62wrO-m&gWDnq4bD0rcLz*(!I%wg*gwJ$F|x?C{U6
zPS3;wlhBsvT+osB?MO*UAwdZm#|u?@cL2r+A1XnOjaujsKd^p>R%tV(Ujc7M<wTH(
zdWogRhYuf+?i<tli|CGaW5N#0%MsszBNp%lghd5yuIN11B?TP86A1;%lk7r^ZsuIp
zZcs*3($Khf?RkKNzxka)nN?75fXw>G_wR2&%!Gl4b+hd;eijt5FTvWc@@@_20Obkj
z+<b3t7C}^$(1R{}G~bW@TZKL8o*k{mL{8f=qBU|gEpe443p@ZLFdXAiyj2Pu<NL68
z#l=U5E?6;cOvl@4y10}QTn~>4em-tj|EjChsxWJa1F>fc7A4WtTiwX6Sw+Z3GfQ%@
zFA|*BF3{c)JRNNYzCAtK-|7baQQjET7zh@Nab#Co4?bG(h<c!%cCdmqL?V$eP_gOn
z@QNsJ5XTXk`4V})mFv{hT4OvcigB+K{VjbfCw>HWgCZ*P0tNG{GBHr&csoWBZe7n`
zysK6PMBS3E_6@D9$Nh@Jm4kKej|kzhgkl5aF%{6q=^afMw%P!Yt}nlHX}BzTwHg4X
zeW1A1P3btReHq=dp%=lX_G7<ddS-^FP91&VG+b%}0I3!sF#<IEh4e2PC&(@=tfQs(
z_Jh~ame$fBx@qVF!K_dp+-S|I{qR^J$IM)x?lpFeoD5)e*F%;N$G1BXI~=5y`iz7y
z%>y;7c$W7IU@4i`BxnHYeN@5BJ^?&tW&Dc)jtPc8N{);)LzK)=nF#Ci@9Se+v<-oa
z*hK&od(X5dvW#c~FSTdbEP!>(DJx4XtR*k=0IB9;N0=VC3?=y&E^tz6-+~^cqQnvG
zu!m~aqCo@Q=bq^8kEHj0^zNM$Rw6}^kpleRjs9A8;6L^WLebrn3OZG8h1<(Gk0D%|
zH1LkhD*$gl=jL`5uNdJS|DI0pBH}t_Pz7_p{&{ubYdh%BpLJXoGXOf<Th72&k!7UR
z`^4)A9JjuF6}2~WE9Wm?E~zm$H$O%-fgj5UdJ0(v8v*yX3l~lR7bl+e>T{x-UeSZ^
zLeKkheu{fzawf{i(l#ZP;rvHml24&GZqwe3*LgqAh_R10NJ$u}Ubz_kVNllFd`60f
zKfY}`ctts@dwyrD*ODr_W$M7){lyz0<nfx@cQ?@>>GZW8S9qcVC+Ra_TkTyAwzz#H
zkll0N9V)&ynp~?k;QH8L>^xMQ@XQ;FPsiCd!K%GriMD0BiWT@JmtI<wW-eJ#c=Nse
zqhtAPVt}$bnh>sFC7#?gZvUyy=<3Xd(Dnh``Ttn_%N(=r%P&Q~R{ecxnzc1brvJD^
zuUp~Xxa8e;kELzyy#4muBw&~IgPgo;ph$j{G%&~+9_Y>iAH&XYNf10D+)&a2UY@TY
jn+Tp}@^Bw=(wly=<N@~xvTw|)2Kms_)z4*}Q$iB}uAjIy

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/cormorant_classification.json b/modelling/data/abingdon-all/resident/cormorant_classification.json
new file mode 100644
index 0000000..7b95aac
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/cormorant_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Cormorant",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "winter_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 7,
+    "target_trough_label": "July",
+    "target_peak_value": 0.4645468966315792,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.15966405215719734,
+    "target_amplitude": 0.4645468966315792,
+    "baseline_to_peak_ratio": 0.11624230059775015,
+    "autumn_to_winter_weight_ratio": 0.082687338501292,
+    "year_end_to_winter_weight_ratio": 0.42377260981912146,
+    "decay_to_growth_ratio": 1.4839527027027026,
+    "monthly_target": {
+      "January": 0.41156285373699997,
+      "February": 0.4645468966315792,
+      "March": 0.23329056358938222,
+      "April": 0.113994817406412,
+      "May": 0.1021644544250188,
+      "June": 0.07169554838666081,
+      "July": 0.0,
+      "August": 0.01391969522807205,
+      "September": 0.05184172899060768,
+      "October": 0.06575676647597495,
+      "November": 0.09409221485618724,
+      "December": 0.293103086159473
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 1.094,
+    "GROWTH_RATE": 2.368,
+    "DECAY_RATE": 3.514,
+    "SUMMER_DECAY_BOOST": 3.432,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.52,
+    "PRE_SUMMER_DECAY_END": 7.06,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.742,
+    "SPRING_CARRYOVER_WEIGHT": 0.048,
+    "SPRING_CARRYOVER_END": 7.005,
+    "SPRING_CARRYOVER_SHARPNESS": 16.631,
+    "BASELINE": 0.054,
+    "WINTER_WEIGHT": 0.387,
+    "AUTUMN_WEIGHT": 0.032,
+    "WINTER_PEAK": 1.67,
+    "AUTUMN_PEAK": 10.985,
+    "AUTUMN_ONSET": 9.95,
+    "AUTUMN_GATE_SHARPNESS": 7.453,
+    "WINTER_WIDTH": 8.942,
+    "WINTER_RISE_WIDTH": 7.232,
+    "WINTER_FALL_WIDTH": 8.734,
+    "AUTUMN_WIDTH": 7.538,
+    "AUTUMN_RISE_WIDTH": 7.237,
+    "AUTUMN_FALL_WIDTH": 8.128,
+    "SUMMER_DIP": 0.138,
+    "SUMMER_LOW": 6.74,
+    "SUMMER_ONSET": 5.115,
+    "SUMMER_GATE_SHARPNESS": 4.326,
+    "SUMMER_DECAY_ONSET": 7.155,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.867,
+    "SUMMER_WIDTH": 23.735,
+    "SUMMER_RISE_WIDTH": 39.568,
+    "SUMMER_FALL_WIDTH": 11.154,
+    "SCALE": 1.424,
+    "YEAR_END_WEIGHT": 0.164,
+    "YEAR_END_PEAK": 12.156,
+    "YEAR_END_WIDTH": 80.72,
+    "YEAR_END_RISE_WIDTH": 146.312,
+    "YEAR_END_FALL_WIDTH": 11.258
+  },
+  "fit": {
+    "score": 0.154
+  },
+  "warnings": [],
+  "summary": "Cormorant is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around July. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/cormorant_consensus.json b/modelling/data/abingdon-all/resident/cormorant_consensus.json
new file mode 100644
index 0000000..056ea10
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/cormorant_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.154",
+  "INITIAL_Y": "1.094",
+  "GROWTH_RATE": "2.368",
+  "DECAY_RATE": "3.514",
+  "SUMMER_DECAY_BOOST": "3.432",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.52",
+  "PRE_SUMMER_DECAY_END": "7.06",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.742",
+  "SPRING_CARRYOVER_WEIGHT": "0.048",
+  "SPRING_CARRYOVER_END": "7.005",
+  "SPRING_CARRYOVER_SHARPNESS": "16.631",
+  "BASELINE": "0.054",
+  "WINTER_WEIGHT": "0.387",
+  "AUTUMN_WEIGHT": "0.032",
+  "WINTER_PEAK": "1.67",
+  "AUTUMN_PEAK": "10.985",
+  "AUTUMN_ONSET": "9.95",
+  "AUTUMN_GATE_SHARPNESS": "7.453",
+  "WINTER_WIDTH": "8.942",
+  "WINTER_RISE_WIDTH": "7.232",
+  "WINTER_FALL_WIDTH": "8.734",
+  "AUTUMN_WIDTH": "7.538",
+  "AUTUMN_RISE_WIDTH": "7.237",
+  "AUTUMN_FALL_WIDTH": "8.128",
+  "SUMMER_DIP": "0.138",
+  "SUMMER_LOW": "6.74",
+  "SUMMER_ONSET": "5.115",
+  "SUMMER_GATE_SHARPNESS": "4.326",
+  "SUMMER_DECAY_ONSET": "7.155",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.867",
+  "SUMMER_WIDTH": "23.735",
+  "SUMMER_RISE_WIDTH": "39.568",
+  "SUMMER_FALL_WIDTH": "11.154",
+  "SCALE": "1.424",
+  "YEAR_END_WEIGHT": "0.164",
+  "YEAR_END_PEAK": "12.156",
+  "YEAR_END_WIDTH": "80.72",
+  "YEAR_END_RISE_WIDTH": "146.312",
+  "YEAR_END_FALL_WIDTH": "11.258",
+  "SPECIES": "Cormorant"
+}
diff --git a/modelling/data/abingdon-all/resident/cormorant_observed.csv b/modelling/data/abingdon-all/resident/cormorant_observed.csv
new file mode 100644
index 0000000..a1e1c84
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/cormorant_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,24
+2,10
+3,12
+4,9
+5,6
+6,2
+7,1
+8,4
+9,4
+10,4
+11,8
+12,7
diff --git a/modelling/data/abingdon-all/resident/cormorant_parameters.csv b/modelling/data/abingdon-all/resident/cormorant_parameters.csv
new file mode 100644
index 0000000..c95e62e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/cormorant_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:52:50,cormorant_observed.csv,0.7538192522625874378783138736,0.842,0.586,4.614,6.919,0.679,7.61,4.037,0.023,7.48,17.058,0.065,0.278,0.008,2.25,9.93,8.31,9.146,3.724,2.109,5.338,7.376,7.541,7.21,0.25,7.05,4.57,6.95,7.58,9.631,22.924,38.337,7.512,0.948,0.015,12.138,58.204,111.248,5.16
+2026-05-21 09:52:50,cormorant_observed.csv,0.1827857819532154586562010797,1.228,2.56,1.897,6.392,0.718,6.73,15.61,0.013,7.5,25.242,0.015,0.02,0.037,12.0,11.55,9.92,2.317,10.423,15.22,5.626,7.728,11.676,3.781,0.053,5.9,6.47,6.77,6.79,13.393,11.836,11.415,12.256,1.295,0.305,12.173,78.804,144.886,12.722
+2026-05-21 09:52:51,cormorant_observed.csv,2.178920723363750010378739757,1.197,3.233,4.706,7.681,0.21,7.42,8.879,0.045,7.06,6.751,0.031,0.539,0.031,11.51,11.13,9.52,11.988,17.610,15.436,19.784,4.838,4.590,5.086,0.073,7.07,6.05,7.851,6.63,11.136,40.934,70.103,11.765,0.969,0.19,12.163,83.120,151.399,14.84
+2026-05-21 09:52:51,cormorant_observed.csv,1.658686705230682404996690133,1.149,3.989,3.005,0.439,0.8,6.81,10.196,0.072,7.22,19.747,0.063,0.654,0.005,11.55,11.07,8.32,11.177,11.182,12.021,10.343,11.814,10.222,13.405,0.035,8.46,4.18,1.28,7.4,17.024,28.691,42.147,15.235,1.525,0.328,12.259,69.501,126.005,12.997
+2026-05-21 09:52:51,cormorant_observed.csv,0.7122286605627874014852537130,1.002,3.905,5.544,0.407,0.053,7.57,12.34,0.004,7.49,10.879,0.048,0.27,0.029,2.5,11.45,11.08,7.268,4.386,1.81,6.961,11.913,10.949,12.877,0.184,7.25,5.72,5.811,6.62,7.774,27.897,47.467,8.327,1.464,0.055,12.174,71.790,135.817,7.762
+2026-05-21 09:52:52,cormorant_observed.csv,0.4137780833587060372897829542,1.298,2.094,0.052,2.708,0.781,6.48,12.273,0.056,7.07,16.593,0.037,0.688,0.037,11.87,11.78,9.87,5.875,9.534,2.894,16.173,7.128,6.596,7.659,0.123,6.97,4.12,7.523,7.57,19.305,44.973,78.264,11.682,0.854,0.308,12.011,42.934,81.797,4.072
+2026-05-21 09:52:52,cormorant_observed.csv,1.638673306896255030292646622,0.975,2.009,4.236,7.161,0.688,6.31,7.061,0.014,7.61,19.652,0.055,0.584,0.019,11.96,10.54,10.08,10.68,10.297,2.264,18.33,8.718,5.55,11.887,0.195,7.44,4.78,1.65,7.49,23.408,18.310,34.19,2.429,1.313,0.322,12.019,107.697,200.965,14.429
+2026-05-21 09:52:52,cormorant_observed.csv,0.4885433406955828295630594392,1.109,2.922,0.819,4.456,0.339,6.94,8.645,0.009,6.74,21.848,0.055,0.089,0.025,1.18,10.16,10.14,10.871,14.313,15.481,13.145,4.029,2.579,5.479,0.15,7.41,5.44,3.816,7.1,7.618,30.627,57.53,3.724,0.992,0.107,12.26,79.214,152.328,6.099
+2026-05-21 09:52:53,cormorant_observed.csv,1.354244252891159354352977428,1.3,1.492,5.673,2.604,0.035,6.73,4.607,0.085,7.18,24.135,0.059,0.605,0.008,11.66,11.78,9.22,7.599,9.198,10.45,7.945,6.796,8.502,5.091,0.192,6.83,4.6,4.372,6.93,16.929,25.570,50.426,0.715,1.359,0.207,12.266,107.108,199.602,14.615
+2026-05-21 09:52:53,cormorant_observed.csv,0.3614486902159122569380421625,1.207,0.512,1.162,7.137,0.259,7.46,11.46,0.095,6.9,8.301,0.051,0.64,0.033,1.76,11.05,8.9,3.914,7.054,7.262,6.845,8.904,10.914,6.893,0.117,5.99,6.29,6.455,6.67,16.546,13.232,10.162,16.302,1.013,0.268,12.234,45.748,85.873,5.623
+2026-05-21 09:52:53,cormorant_observed.csv,0.7419730978236591756951772035,0.968,1.88,2.826,1.769,0.942,6.79,8.091,0.097,6.87,15.459,0.043,0.227,0.013,11.79,10.85,11.18,6.126,18.528,17.055,20.000,2.746,3.948,1.545,0.045,7.23,5.72,5.334,7.11,19.751,15.643,29.79,1.496,1.595,0.188,12.031,100.645,191.661,9.629
+2026-05-21 09:52:54,cormorant_observed.csv,5.709882493385001411160280825,0.83,2.769,3.796,7.432,0.759,7.23,15.942,0.001,7.01,7.658,0.061,0.512,0.044,11.51,11.79,9.52,3.795,7.348,3.781,10.915,6.116,9.192,3.039,0.221,6.61,5.53,4.326,7.02,21.516,31.216,54.801,7.631,1.72,0.207,12.298,71.895,128.252,15.538
+2026-05-21 09:52:54,cormorant_observed.csv,1.819992421568912769603131270,1.177,1.346,4.26,5.182,0.054,7.08,11.345,0.059,7.32,12.064,0.035,0.611,0.017,11.79,9.65,9.43,10.618,14.220,12.523,15.917,6.680,6.538,6.821,0.044,7.12,4.56,4.488,7.44,8.433,35.264,62.21,8.317,1.036,0.021,12.134,106.762,204.385,9.14
+2026-05-21 09:52:54,cormorant_observed.csv,0.6779004210332359498698651433,0.885,3.378,0.983,6.695,0.79,7.57,4.267,0.035,6.75,7.465,0.06,0.271,0.001,2.3,10.76,8.59,6.086,0.422,0.476,0.369,9.770,13.572,5.968,0.116,8.49,5.13,3.441,6.98,10.165,14.824,21.867,7.782,1.441,0.123,12.068,57.886,108.24,7.532
+2026-05-21 09:52:55,cormorant_observed.csv,1.115020221496945411816836042,1.27,0.738,3.552,5.812,0.271,6.72,8.38,0.092,6.96,14.121,0.026,0.101,0.035,1.06,11.07,9.34,8.44,6.818,3.24,10.395,8.891,9.14,8.642,0.22,5.95,4.96,6.547,7.38,8.747,32.984,49.805,16.163,1.214,0.074,12.186,94.926,174.499,15.353
+2026-05-21 09:52:55,cormorant_observed.csv,0.1167646716777506380301162518,1.32,3.724,3.891,4.475,0.913,6.99,3.153,0.029,7.47,11.724,0.068,0.027,0.002,1.49,10.9,8.5,9.513,10.033,2.381,17.685,6.812,5.602,8.021,0.175,5.92,5.09,5.727,7.33,7.079,22.200,40.593,3.808,1.334,0.063,12.212,123.519,234.991,12.047
+2026-05-21 09:52:55,cormorant_observed.csv,1.140237415354388317872491179,0.759,0.86,4.761,5.716,0.775,7.27,14.244,0.084,6.66,27.011,0.044,0.08,0.003,12.0,11.42,10.94,3.115,6.525,9.297,3.753,5.876,3.614,8.137,0.153,5.85,4.94,2.324,6.85,18.072,25.970,51.241,0.7,0.815,0.172,12.126,103.757,202.354,5.16
+2026-05-21 09:52:56,cormorant_observed.csv,1.078608191707386099313711083,1.32,0.783,5.688,3.128,0.65,7.43,11.028,0.045,7.25,22.456,0.06,0.057,0.044,1.63,11.0,11.23,4.367,5.235,0.711,9.759,5.260,5.276,5.244,0.077,7.53,5.95,4.906,6.71,20.905,33.508,52.921,14.095,1.129,0.187,12.275,93.998,179.315,8.681
+2026-05-21 09:52:56,cormorant_observed.csv,0.9116472703810030843995084305,0.986,2.211,2.439,7.726,0.729,7.4,10.902,0.018,7.37,15.992,0.07,0.443,0.044,11.63,11.2,10.13,9.016,15.008,12.947,17.068,5.323,5.291,5.355,0.111,6.62,5.82,7.588,6.62,10.96,38.408,72.576,4.241,0.805,0.003,12.067,71.744,133.687,9.8
+2026-05-21 09:52:56,cormorant_observed.csv,1.397295997047509812956960877,0.882,3.686,4.884,3.744,0.267,7.02,14.298,0.056,6.74,15.674,0.017,0.038,0.022,11.53,9.93,8.82,8.044,9.532,2.136,16.929,5.224,2.488,7.959,0.209,5.55,6.47,2.484,6.81,23.819,38.296,58.446,18.146,1.363,0.065,12.121,109.048,205.649,12.447
+2026-05-21 09:52:57,cormorant_observed.csv,0.9674186487677091096454674330,1.243,2.783,4.309,0.045,0.5,7.61,10.091,0.046,7.5,24.355,0.007,0.138,0.043,11.96,11.13,10.77,7.653,4.857,0.806,8.908,2.022,1.479,2.566,0.054,5.78,6.14,4.794,6.96,10.781,8.538,4.427,12.65,1.252,0.117,12.178,91.184,167.003,15.364
+2026-05-21 09:52:57,cormorant_observed.csv,1.256823191220864011404117374,1.241,1.61,2.712,1.477,0.915,7.48,9.151,0.088,7.5,25.301,0.032,0.652,0.034,2.42,9.97,10.61,7.392,9.878,11.673,8.084,2.921,3.006,2.836,0.224,8.11,6.15,1.895,6.85,17.447,32.770,62.627,2.913,1.774,0.257,12.079,68.042,120.089,15.996
+2026-05-21 09:52:57,cormorant_observed.csv,0.6748540132590124985486217957,1.262,0.951,3.153,6.853,0.033,7.58,7.009,0.074,7.24,14.551,0.006,0.396,0.043,2.27,11.63,8.26,4.341,9.856,1.316,18.397,5.796,3.946,7.647,0.033,6.15,6.18,0.896,6.89,13.47,27.946,36.001,19.892,1.216,0.129,12.008,74.676,141.099,8.253
+2026-05-21 09:52:57,cormorant_observed.csv,0.1570744048723387281702069400,0.954,1.959,3.509,1.908,0.794,7.17,6.657,0.03,6.77,13.727,0.003,0.013,0.007,2.33,10.44,8.74,11.08,7.141,6.65,7.632,4.548,4.036,5.06,0.105,6.69,5.16,1.036,7.43,12.863,39.372,70.526,8.217,1.511,0.212,12.022,87.655,169.589,5.721
+2026-05-21 09:52:58,cormorant_observed.csv,0.2882856758286783762641149095,0.809,3.629,3.617,0.325,0.245,7.29,12.809,0.086,6.57,11.521,0.019,0.746,0.036,1.34,10.03,8.41,7.5,16.085,15.498,16.672,6.686,12.179,1.192,0.179,6.08,4.45,4.006,6.76,8.824,38.316,74.483,2.148,0.874,0.191,12.29,112.691,209.455,15.927
+2026-05-21 09:52:58,cormorant_observed.csv,0.2517269516321530897062441318,1.332,1.0,0.68,3.188,0.452,6.38,6.014,0.028,7.64,21.865,0.041,0.337,0.031,2.14,10.33,9.74,7.88,9.432,15.978,2.885,5.726,5.043,6.410,0.14,8.41,6.12,6.566,6.82,9.478,21.974,34.83,9.117,1.135,0.132,12.253,101.680,193.633,9.726
+2026-05-21 09:52:58,cormorant_observed.csv,0.1626121403509466621671145081,1.209,0.913,3.0,3.899,0.301,6.89,5.463,0.091,6.74,21.953,0.0,0.67,0.019,1.45,11.12,11.17,10.159,1.704,1.808,1.600,11.277,11.333,11.221,0.114,6.95,5.14,6.537,7.51,22.582,39.314,59.36,19.269,1.461,0.265,12.231,70.823,134.92,6.726
+2026-05-21 09:52:59,cormorant_observed.csv,0.2269509024667012903619473527,1.035,2.483,3.145,5.746,0.281,7.63,8.059,0.038,7.5,7.597,0.02,0.695,0.009,2.35,9.69,10.7,9.834,3.440,5.054,1.827,8.836,7.456,10.217,0.084,6.22,5.3,6.868,7.08,15.611,8.674,4.078,13.27,1.371,0.131,12.102,123.176,233.772,12.579
+2026-05-21 09:52:59,cormorant_observed.csv,0.2202679378136787370237910925,1.122,2.955,0.753,6.753,0.786,7.55,12.491,0.021,6.91,27.937,0.019,0.445,0.031,11.54,11.71,11.26,4.337,13.576,14.551,12.601,6.573,4.621,8.525,0.064,6.8,4.34,7.635,6.98,21.412,15.952,20.432,11.471,1.215,0.34,12.162,69.530,131.176,7.883
+2026-05-21 09:52:59,cormorant_observed.csv,0.4999813666297706831225128646,1.111,3.035,3.396,0.281,0.608,6.96,13.954,0.085,6.67,15.617,0.051,0.349,0.019,11.9,11.24,10.11,10.383,1.520,1.310,1.731,13.439,12.878,14.000,0.075,7.5,5.75,3.097,7.02,9.558,30.126,59.077,1.174,1.013,0.092,12.022,47.233,80.319,14.147
+2026-05-21 09:53:00,cormorant_observed.csv,0.4420692974423751148412822571,1.069,1.988,4.897,1.509,0.153,7.52,6.282,0.04,7.39,11.444,0.038,0.637,0.018,2.04,10.7,10.75,8.719,19.080,18.159,20.000,10.660,13.671,7.648,0.089,8.13,4.63,1.048,6.61,14.404,40.342,74.849,5.836,1.43,0.266,12.24,70.514,129.204,11.825
+2026-05-21 09:53:00,cormorant_observed.csv,0.1851001164919722440834498165,1.319,1.47,1.348,1.25,0.144,7.69,12.307,0.02,6.51,6.415,0.014,0.623,0.046,1.22,10.52,10.38,3.485,6.295,8.786,3.804,6.925,5.057,8.793,0.135,6.08,4.99,5.012,7.16,15.907,14.735,27.324,2.146,1.432,0.11,12.297,42.934,81.805,4.063
+2026-05-21 09:53:00,cormorant_observed.csv,1.334086451962885170403380741,1.011,3.177,3.539,6.07,0.494,7.67,5.775,0.077,6.61,25.112,0.071,0.107,0.004,1.19,11.41,9.03,7.875,16.052,14.984,17.12,8.964,7.54,10.389,0.221,6.54,6.11,5.547,7.14,16.286,32.562,46.408,18.717,0.804,0.249,12.119,102.526,194.549,10.502
+2026-05-21 09:53:01,cormorant_observed.csv,4.015764612828672780820007131,0.804,3.883,2.735,0.416,0.581,6.94,15.85,0.063,6.99,8.366,0.084,0.601,0.017,1.69,10.73,10.29,2.549,1.397,1.247,1.547,8.227,8.173,8.281,0.224,8.11,6.11,3.504,6.65,13.825,38.360,64.477,12.243,1.612,0.237,12.165,95.856,183.442,8.269
+2026-05-21 09:53:01,cormorant_observed.csv,0.1604055071096412508789071184,0.981,1.683,3.838,7.543,0.524,7.06,14.337,0.024,7.43,17.121,0.051,0.718,0.014,1.38,11.62,9.6,6.966,2.856,5.073,0.638,12.538,11.075,14.000,0.246,7.69,6.34,1.641,6.98,7.845,42.706,78.273,7.138,1.188,0.226,12.176,62.814,114.403,11.225
+2026-05-21 09:53:01,cormorant_observed.csv,0.1203276534149881981011848268,1.067,0.756,5.001,5.983,0.893,6.76,12.068,0.016,6.84,22.909,0.041,0.427,0.009,1.87,11.17,9.27,11.437,8.702,2.774,14.63,13.016,13.125,12.907,0.107,6.42,4.67,6.654,6.8,13.533,5.630,5.288,5.973,1.326,0.313,12.008,102.257,199.534,4.98
+2026-05-21 09:53:02,cormorant_observed.csv,0.9916684779561792255652658870,0.989,1.265,2.761,0.363,0.753,7.16,10.077,0.029,7.3,13.401,0.072,0.699,0.029,11.88,11.42,10.92,8.557,1.578,1.128,2.029,8.760,4.78,12.739,0.026,6.67,4.57,3.554,7.18,19.772,26.334,46.005,6.662,0.978,0.144,12.194,61.488,111.926,11.051
+2026-05-21 09:53:02,cormorant_observed.csv,0.1974815196623025443547154083,0.816,0.268,0.542,0.732,0.044,7.4,7.555,0.074,6.8,24.407,0.002,0.065,0.043,11.86,10.76,11.47,2.678,6.943,0.352,13.534,6.723,4.878,8.568,0.054,6.27,4.95,3.19,7.06,12.172,7.960,6.723,9.197,1.275,0.301,12.092,105.240,198.897,11.583
+2026-05-21 09:53:02,cormorant_observed.csv,0.2279853995058986056765498313,0.917,2.594,4.181,0.314,0.161,6.39,7.593,0.091,6.64,13.776,0.027,0.492,0.018,1.62,9.67,8.61,9.884,6.426,4.128,8.723,8.898,8.37,9.426,0.192,7.22,5.95,4.524,7.41,22.909,10.574,3.03,18.118,1.099,0.346,12.279,117.564,229.572,5.556
+2026-05-21 09:53:03,cormorant_observed.csv,0.5911620707744728382796143164,1.275,0.819,1.036,1.93,0.066,7.61,8.041,0.1,6.79,20.452,0.041,0.739,0.039,1.64,9.69,11.19,3.132,9.937,18.552,1.322,11.771,10.424,13.118,0.176,8.02,4.22,7.861,7.59,17.671,39.108,68.372,9.845,0.887,0.227,12.266,48.466,85.415,11.518
+2026-05-21 09:53:03,cormorant_observed.csv,0.09043080861246147481864267854,1.056,3.126,2.014,2.469,0.152,7.36,8.532,0.075,7.04,25.415,0.073,0.58,0.02,2.29,10.77,9.1,2.208,8.214,3.47,12.958,7.908,3.824,11.993,0.094,7.82,4.01,3.426,7.46,12.962,39.716,63.491,15.942,1.344,0.03,12.223,50.306,95.4,5.211
+2026-05-21 09:53:03,cormorant_observed.csv,0.4644545678590945843888637434,1.331,2.758,1.272,4.259,0.378,6.3,5.94,0.008,7.45,20.48,0.079,0.066,0.048,2.38,12.0,10.03,10.734,5.186,5.567,4.805,2.232,0.45,4.015,0.139,5.92,4.44,5.119,7.19,8.129,21.593,37.744,5.442,1.122,0.033,12.186,74.058,143.849,4.267
+2026-05-21 09:53:04,cormorant_observed.csv,0.7756935935132242645463602640,0.782,2.252,1.846,4.969,0.905,6.63,11.807,0.044,6.83,11.57,0.026,0.03,0.016,1.45,10.52,8.66,4.958,15.986,15.783,16.189,8.028,8.927,7.130,0.176,7.3,6.42,1.404,7.13,13.562,39.944,61.061,18.827,1.612,0.317,12.29,55.086,94.327,15.844
+2026-05-21 09:53:04,cormorant_observed.csv,0.5948649292516528799218161765,1.011,1.566,5.776,0.644,0.83,7.52,5.74,0.041,6.86,26.744,0.048,0.487,0.012,2.34,10.35,10.71,2.366,4.194,6.85,1.538,9.630,10.14,9.12,0.099,6.43,5.98,4.148,7.49,20.757,1.746,3.136,0.355,0.984,0.018,12.082,43.824,82.962,4.685
+2026-05-21 09:53:04,cormorant_observed.csv,1.840778735724808293243169693,1.311,3.204,3.697,7.001,0.158,6.26,15.43,0.017,7.45,21.997,0.002,0.237,0.042,1.6,10.92,10.18,4.674,17.788,19.708,15.867,6.212,0.513,11.911,0.113,8.15,5.59,6.647,7.01,19.197,43.208,70.093,16.323,0.902,0.349,12.023,106.936,209.844,4.028
+2026-05-21 09:53:05,cormorant_observed.csv,0.9211742396127384592785322702,0.957,3.129,0.996,1.872,0.76,6.47,13.752,0.071,7.45,8.75,0.078,0.636,0.038,2.03,9.77,11.26,6.616,18.684,18.688,18.679,5.894,5.643,6.146,0.149,6.06,5.68,6.359,6.84,15.951,22.216,39.25,5.183,1.633,0.243,12.219,93.967,176.013,11.921
+2026-05-21 09:53:05,cormorant_observed.csv,1.385451130227757926334529338,0.897,2.857,0.248,6.778,0.106,6.51,4.17,0.053,6.9,22.755,0.003,0.685,0.044,2.22,11.86,8.44,3.484,12.270,13.868,10.671,5.733,10.235,1.231,0.018,7.68,4.13,7.524,7.02,12.354,15.845,14.717,16.973,1.796,0.011,12.037,112.895,213.216,12.574
+2026-05-21 09:53:05,cormorant_observed.csv,0.1547855695818462528554913416,1.346,1.708,1.083,5.587,0.671,6.52,6.333,0.078,6.91,14.135,0.08,0.636,0.046,2.31,10.42,10.57,2.892,13.178,18.247,8.109,8.492,5.815,11.17,0.141,7.51,4.24,2.949,7.09,10.885,19.251,28.256,10.246,1.306,0.219,12.147,95.213,184.903,5.523
+2026-05-21 09:53:06,cormorant_observed.csv,0.3516680371752488072193085987,1.218,3.169,4.35,7.658,0.413,7.69,9.571,0.084,6.65,23.78,0.063,0.2,0.026,2.5,10.98,9.17,9.938,17.312,14.937,19.688,11.655,10.659,12.651,0.232,7.51,4.59,1.349,6.66,11.563,31.452,61.841,1.062,1.715,0.104,12.171,100.954,186.368,15.539
+2026-05-21 09:53:06,cormorant_observed.csv,0.2188567481803968101625177399,0.775,0.703,0.379,5.947,0.609,7.65,5.121,0.007,6.72,13.508,0.032,0.358,0.035,11.72,10.95,8.62,11.436,4.372,4.708,4.035,6.700,5.242,8.158,0.028,5.51,5.91,4.563,7.32,17.677,42.816,70.749,14.883,1.001,0.088,12.131,97.598,186.973,8.222
+2026-05-21 09:53:06,cormorant_observed.csv,0.5008596286973223167643772894,1.053,0.356,3.79,1.699,0.783,7.2,15.77,0.028,7.08,21.227,0.015,0.06,0.047,11.89,11.57,10.88,5.26,16.129,14.822,17.436,10.583,13.638,7.528,0.132,8.39,4.31,4.652,6.89,8.144,2.461,4.103,0.819,1.198,0.185,12.199,108.108,210.51,5.705
+2026-05-21 09:53:06,cormorant_observed.csv,0.5593500309999312909318570924,1.097,3.4,4.609,6.405,0.032,6.88,13.248,0.056,7.4,20.46,0.089,0.141,0.029,1.24,9.79,8.91,7.029,14.483,10.667,18.299,9.912,13.319,6.505,0.04,5.51,5.12,2.039,6.89,19.779,19.351,36.917,1.785,1.703,0.312,12.266,59.480,114.433,4.526
+2026-05-21 09:53:07,cormorant_observed.csv,0.3459712922118512394975488190,0.955,0.359,0.702,0.154,0.462,6.46,14.438,0.087,7.62,7.453,0.025,0.073,0.032,1.7,9.91,11.47,4.989,7.652,2.301,13.002,8.764,8.834,8.694,0.013,7.97,4.11,7.436,7.05,9.521,32.500,52.074,12.926,1.607,0.176,12.085,95.696,181.629,9.762
+2026-05-21 09:53:07,cormorant_observed.csv,0.3988245890147122962933413850,0.919,0.502,5.537,6.32,0.693,7.28,10.78,0.06,7.56,8.186,0.037,0.705,0.033,2.23,10.38,9.79,8.908,12.062,8.201,15.922,4.252,3.679,4.825,0.099,8.2,5.37,6.147,7.48,12.113,44.370,69.725,19.016,1.096,0.068,12.195,97.405,179.551,15.259
+2026-05-21 09:53:07,cormorant_observed.csv,0.2469450103081868607716177295,0.879,0.801,5.705,2.886,0.284,6.26,9.074,0.04,7.4,26.254,0.023,0.69,0.033,1.67,11.5,10.34,10.478,9.410,5.454,13.365,7.372,2.896,11.849,0.059,6.51,4.85,4.987,6.78,8.855,37.041,64.16,9.922,1.416,0.299,12.015,76.810,141.677,11.944
+2026-05-21 09:53:08,cormorant_observed.csv,0.4681642081109030766404574602,1.234,2.966,0.82,4.992,0.552,7.23,15.464,0.049,7.41,20.01,0.048,0.384,0.04,1.51,11.27,9.85,6.404,7.404,7.256,7.553,6.910,9.654,4.165,0.234,6.86,5.4,5.171,6.95,16.515,15.498,16.093,14.904,0.857,0.205,12.073,111.978,217.924,6.033
+2026-05-21 09:53:08,cormorant_observed.csv,0.4794585022358063659819587824,0.966,1.166,2.809,7.436,0.235,6.68,11.556,0.082,7.42,22.85,0.024,0.054,0.042,1.97,10.43,8.25,7.768,17.570,18.532,16.609,4.097,7.244,0.95,0.066,5.72,5.48,2.219,7.0,19.789,17.888,19.987,15.788,1.538,0.288,12.076,47.440,87.276,7.604
+2026-05-21 09:53:08,cormorant_observed.csv,0.4919196593139119071423765259,1.294,0.555,0.099,4.838,0.345,7.18,13.391,0.074,7.22,8.084,0.036,0.122,0.03,2.0,10.78,8.32,3.05,16.454,16.689,16.218,11.070,9.068,13.071,0.155,6.69,5.57,3.173,6.95,12.056,30.328,56.147,4.508,0.911,0.113,12.19,106.797,203.603,9.991
+2026-05-21 09:53:09,cormorant_observed.csv,0.5466870984641110573891020779,1.195,3.347,2.603,7.532,0.63,6.62,11.853,0.09,7.21,20.03,0.014,0.68,0.04,1.51,9.83,10.22,8.289,5.570,5.285,5.856,11.000,10.47,11.531,0.16,5.55,6.28,6.681,7.1,18.438,22.251,34.304,10.198,1.591,0.127,12.27,73.551,134.088,13.014
+2026-05-21 09:53:09,cormorant_observed.csv,0.1983271220979792077216553736,0.872,1.745,1.619,1.182,0.841,6.4,5.792,0.076,7.15,27.939,0.076,0.045,0.049,1.06,10.55,9.11,11.307,6.142,10.434,1.851,5.015,5.005,5.025,0.02,5.66,5.51,1.572,6.71,20.552,20.304,24.006,16.601,1.367,0.187,12.207,75.300,142.984,7.616
+2026-05-21 09:53:09,cormorant_observed.csv,1.187208104882220245380682822,0.808,0.314,5.545,6.679,0.455,7.61,14.899,0.087,7.49,11.433,0.042,0.099,0.032,1.56,9.68,10.58,3.343,10.666,4.585,16.747,4.670,7.224,2.116,0.226,5.65,4.99,2.9,7.04,7.351,5.720,6.629,4.81,1.099,0.073,12.057,67.678,131.326,4.03
+2026-05-21 09:53:10,cormorant_observed.csv,0.9344202009132173327026787408,1.344,2.448,0.13,5.613,0.35,7.32,13.634,0.041,7.24,26.467,0.083,0.691,0.016,11.77,11.19,10.46,6.466,7.858,0.954,14.762,10.697,13.165,8.229,0.068,7.07,6.28,1.422,6.72,13.75,30.946,53.848,8.043,1.154,0.225,12.075,116.760,218.359,15.162
+2026-05-21 09:53:10,cormorant_observed.csv,1.026275160213991240894242518,1.01,2.206,0.78,2.567,0.659,6.41,7.52,0.032,6.99,26.22,0.063,0.57,0.003,2.29,9.9,8.56,6.212,17.030,14.123,19.937,8.974,5.669,12.279,0.121,6.55,4.83,7.25,7.32,13.115,37.012,65.779,8.244,1.74,0.288,12.121,122.956,232.473,13.439
+2026-05-21 09:53:10,cormorant_observed.csv,0.08659503532388380525550203867,1.018,2.716,2.012,4.739,0.394,6.58,10.781,0.062,6.66,11.482,0.072,0.388,0.021,1.45,11.6,11.16,8.471,17.784,17.551,18.016,2.653,1.932,3.374,0.135,7.13,5.59,3.754,7.15,20.205,31.128,45.716,16.539,1.407,0.336,12.08,93.212,171.503,14.92
+2026-05-21 09:53:11,cormorant_observed.csv,0.08858108319503653523765263308,1.157,3.479,4.901,7.585,0.415,7.48,13.813,0.056,6.64,18.873,0.073,0.386,0.043,1.28,9.53,9.45,6.794,3.045,4.133,1.957,5.412,6.987,3.838,0.209,5.59,4.25,3.16,7.59,17.513,28.668,40.751,16.584,1.735,0.003,12.087,70.542,127.26,13.825
+2026-05-21 09:53:11,cormorant_observed.csv,0.5758600205735606912707641888,1.155,2.552,3.961,6.953,0.622,6.84,13.553,0.055,7.21,6.593,0.069,0.379,0.021,11.63,9.79,9.63,9.546,11.448,5.485,17.41,5.189,9.05,1.328,0.072,7.78,5.15,0.904,6.63,21.404,19.764,32.803,6.724,1.203,0.13,12.141,64.640,122.771,6.509
+2026-05-21 09:53:11,cormorant_observed.csv,0.3511252445842150607506387780,1.262,2.382,0.738,6.408,0.677,6.37,4.943,0.073,6.83,24.493,0.081,0.566,0.022,2.17,10.72,8.92,5.132,17.524,17.2,17.847,3.780,3.173,4.388,0.135,6.09,4.52,4.58,6.74,9.815,42.654,75.262,10.045,0.974,0.091,12.123,63.251,121.5,5.002
+2026-05-21 09:53:12,cormorant_observed.csv,0.2838421012530037043050760150,0.898,1.793,2.209,5.904,0.63,6.98,8.636,0.04,6.73,27.452,0.012,0.235,0.011,1.5,10.98,9.44,2.712,5.829,9.014,2.644,9.030,6.243,11.816,0.122,7.73,6.15,3.486,6.7,21.567,27.918,51.425,4.411,1.597,0.295,12.109,93.198,181.564,4.833
+2026-05-21 09:53:12,cormorant_observed.csv,0.1025022560490932219661602519,1.238,3.265,1.907,1.898,0.365,6.35,14.871,0.089,6.51,15.146,0.089,0.077,0.034,11.92,9.81,10.92,9.448,1.974,2.038,1.910,3.551,5.962,1.14,0.22,6.16,5.26,4.689,7.55,11.641,38.272,62.725,13.82,1.479,0.023,12.165,93.274,177.984,8.564
+2026-05-21 09:53:12,cormorant_observed.csv,0.2758103916072297666929972614,1.054,2.672,2.301,7.055,0.116,7.45,3.733,0.012,7.57,22.923,0.042,0.616,0.041,1.83,11.26,11.2,4.647,14.273,10.22,18.326,6.890,4.518,9.262,0.115,7.48,6.15,6.969,7.2,21.724,27.618,43.574,11.662,1.233,0.006,12.069,58.536,108.132,8.941
+2026-05-21 09:53:13,cormorant_observed.csv,0.4769037510811599616906006513,1.133,1.139,2.994,2.767,0.831,7.65,13.349,0.057,6.97,26.945,0.038,0.376,0.002,11.84,9.94,8.87,2.589,11.563,3.956,19.17,3.944,0.514,7.375,0.225,6.98,5.13,7.072,7.4,15.258,28.829,43.723,13.935,0.932,0.033,12.157,119.466,225.289,13.642
+2026-05-21 09:53:13,cormorant_observed.csv,0.3571652973140074011535717398,0.826,0.768,3.149,2.359,0.36,7.56,7.766,0.091,6.89,11.59,0.023,0.547,0.048,1.87,10.66,8.31,3.754,9.540,18.606,0.474,9.473,8.157,10.789,0.136,8.23,5.21,2.388,6.86,6.05,25.490,36.73,14.25,1.176,0.305,12.214,50.842,90.901,10.784
+2026-05-21 09:53:13,cormorant_observed.csv,1.517328196092148136296302673,1.312,0.934,5.781,6.128,0.105,6.57,14.651,0.068,6.9,18.126,0.087,0.697,0.041,2.19,9.85,9.03,4.417,7.851,13.393,2.309,4.098,3.881,4.315,0.167,7.19,5.18,2.405,7.48,15.965,40.489,67.854,13.124,0.871,0.219,12.063,59.238,109.07,9.406
+2026-05-21 09:53:14,cormorant_observed.csv,0.2886830377396111619724808287,0.897,2.356,5.451,6.535,0.063,6.72,13.638,0.029,6.79,25.763,0.049,0.513,0.013,1.57,11.05,9.18,10.202,10.608,16.139,5.078,12.605,13.505,11.705,0.237,7.84,4.82,4.258,7.28,13.513,22.898,44.49,1.305,1.257,0.153,12.166,91.616,168.634,14.599
+2026-05-21 09:53:14,cormorant_observed.csv,0.1594841677925091531889503304,0.968,3.177,0.898,6.199,0.839,6.82,10.703,0.035,6.84,10.783,0.016,0.143,0.024,11.5,11.92,9.19,4.29,8.365,7.372,9.358,11.395,10.286,12.504,0.096,7.58,4.14,6.753,7.56,12.381,20.699,34.905,6.493,1.173,0.326,12.164,47.532,85.779,9.286
+2026-05-21 09:53:14,cormorant_observed.csv,16.44488497279707576721577434,1.094,1.197,0.073,5.653,0.496,7.47,6.928,0.055,7.12,8.754,0.063,0.003,0.029,1.99,10.02,9.04,3.272,15.476,17.058,13.894,8.048,7.516,8.579,0.004,6.66,5.83,2.707,7.22,23.465,33.894,48.158,19.631,1.193,0.049,12.061,55.270,101.631,8.908
+2026-05-21 09:53:14,cormorant_observed.csv,1.573952555842227749106731482,1.225,1.422,2.206,0.508,0.037,6.65,8.159,0.049,6.57,9.303,0.051,0.728,0.041,11.74,11.67,8.57,5.687,5.152,1.775,8.528,2.543,2.971,2.115,0.104,7.39,5.56,6.247,7.19,12.753,23.925,46.709,1.141,1.4,0.049,12.128,107.958,204.227,11.69
+2026-05-21 09:53:15,cormorant_observed.csv,0.1857831816290070270813161648,0.912,0.459,2.01,2.222,0.053,7.25,14.242,0.066,7.03,6.608,0.028,0.348,0.022,1.46,10.28,11.1,10.463,6.425,3.238,9.612,11.836,10.345,13.328,0.148,6.46,6.5,1.029,6.63,14.479,10.060,10.443,9.678,1.704,0.25,12.252,116.422,227.533,5.312
+2026-05-21 09:53:15,cormorant_observed.csv,0.3553876671583162081904915097,1.065,3.248,0.276,2.827,0.3,6.27,10.908,0.058,6.82,6.136,0.033,0.155,0.001,2.23,10.93,9.59,10.984,11.868,4.592,19.144,6.254,4.163,8.346,0.04,8.23,4.42,7.227,7.43,9.363,18.876,32.824,4.928,1.437,0.084,12.188,106.762,200.723,12.801
+2026-05-21 09:53:15,cormorant_observed.csv,0.2785570820735075995364481569,1.147,0.762,2.785,2.801,0.507,6.36,12.614,0.088,6.64,20.31,0.001,0.257,0.029,2.02,10.53,10.88,6.63,12.760,11.745,13.774,4.924,1.371,8.477,0.245,7.69,4.92,6.591,7.17,17.784,47.926,77.377,18.474,1.44,0.256,12.182,89.525,168.774,10.276
+2026-05-21 09:53:16,cormorant_observed.csv,1.245298442370360366604279455,1.109,2.584,5.46,4.276,0.613,7.39,13.206,0.053,6.84,12.679,0.03,0.56,0.006,11.83,10.9,10.4,2.911,13.284,9.683,16.884,7.604,3.53,11.679,0.148,5.85,5.57,2.422,7.28,16.859,40.754,75.67,5.838,0.936,0.267,12.247,51.298,97.536,5.061
+2026-05-21 09:53:16,cormorant_observed.csv,0.6316829562647715349723698165,1.048,0.811,0.338,2.065,0.368,7.41,10.099,0.018,7.15,11.463,0.072,0.173,0.044,1.42,10.63,9.35,11.676,10.072,8.496,11.649,6.396,5.511,7.28,0.024,6.44,6.24,2.738,6.97,14.0,28.626,38.454,18.798,0.861,0.121,12.04,97.802,184.924,10.68
+2026-05-21 09:53:16,cormorant_observed.csv,1.174880420944676077637700003,1.16,1.259,3.613,0.602,0.651,7.21,8.026,0.085,7.31,26.609,0.06,0.067,0.035,1.53,9.86,10.58,5.69,3.900,2.575,5.224,4.867,7.024,2.71,0.133,7.87,4.92,5.702,7.11,6.392,24.746,37.997,11.494,0.87,0.069,12.276,111.099,207.353,14.845
+2026-05-21 09:53:17,cormorant_observed.csv,0.3562358804240168384683955853,1.209,2.625,3.271,0.409,0.607,7.18,11.415,0.051,7.13,26.671,0.01,0.527,0.017,1.63,10.17,11.45,11.517,4.315,3.997,4.633,4.442,6.929,1.956,0.116,7.0,5.21,0.997,6.95,9.916,13.962,23.537,4.387,1.7,0.118,12.081,58.638,102.443,14.833
+2026-05-21 09:53:17,cormorant_observed.csv,0.4976284499636570500638391698,0.781,3.01,4.47,7.359,0.406,6.63,12.793,0.042,7.59,27.144,0.001,0.606,0.033,1.96,10.13,8.37,2.987,7.094,3.971,10.216,8.200,13.32,3.081,0.143,7.63,6.25,3.048,7.35,9.247,36.320,53.528,19.112,0.899,0.004,12.027,87.226,161.369,13.084
+2026-05-21 09:53:17,cormorant_observed.csv,0.9541617257343595912117240016,1.015,0.608,0.273,1.264,0.503,7.0,3.693,0.095,6.96,17.416,0.073,0.072,0.016,1.63,10.24,9.81,10.79,3.960,0.638,7.282,7.382,4.66,10.104,0.0,7.48,5.6,3.797,7.38,19.089,26.486,34.582,18.39,1.678,0.196,12.002,92.891,172.217,13.565
+2026-05-21 09:53:18,cormorant_observed.csv,0.7632367723002245040845709235,1.313,0.447,5.633,6.854,0.532,6.62,7.798,0.015,6.97,19.761,0.069,0.68,0.016,2.17,11.68,9.79,10.395,11.090,11.001,11.178,11.890,12.716,11.065,0.109,8.07,5.82,5.851,7.06,9.716,40.504,68.592,12.415,1.133,0.277,12.122,72.802,140.624,4.981
+2026-05-21 09:53:18,cormorant_observed.csv,0.3190283098592190087278449739,1.284,1.591,3.689,4.107,0.359,6.59,3.17,0.059,6.55,26.482,0.058,0.746,0.003,1.74,11.29,10.7,11.033,5.620,9.158,2.081,10.233,7.133,13.333,0.082,6.14,5.03,1.027,7.13,9.402,38.958,73.55,4.367,1.694,0.25,12.144,109.796,203.662,15.929
+2026-05-21 09:53:18,cormorant_observed.csv,0.6620726408945789283470601377,0.908,0.987,2.868,7.531,0.482,6.94,7.81,0.027,7.03,25.875,0.069,0.091,0.003,11.63,11.85,11.4,3.864,14.873,19.244,10.502,7.356,7.974,6.737,0.138,6.97,6.13,6.194,6.76,6.329,4.084,0.512,7.655,1.18,0.211,12.165,124.072,232.293,15.85
+2026-05-21 09:53:19,cormorant_observed.csv,0.3007442829375712138015241110,0.95,0.63,0.612,5.316,0.625,7.47,5.661,0.088,7.19,26.94,0.026,0.283,0.002,11.87,10.55,9.75,2.665,15.176,14.326,16.027,2.226,2.836,1.615,0.094,7.71,6.33,7.179,6.93,17.609,24.066,44.892,3.241,1.447,0.012,12.016,113.990,215.699,12.282
+2026-05-21 09:53:19,cormorant_observed.csv,0.1267580139659091511030163452,1.036,2.73,2.103,0.472,0.128,7.31,3.571,0.04,6.8,7.133,0.04,0.626,0.033,2.07,10.99,8.9,9.691,12.560,17.227,7.892,5.902,1.462,10.341,0.225,7.26,6.36,2.666,6.73,10.461,20.295,29.73,10.86,1.534,0.289,12.241,104.046,195.504,12.589
+2026-05-21 09:53:19,cormorant_observed.csv,0.3145470620554521926410285508,0.918,2.348,0.105,5.68,0.373,6.61,11.867,0.045,7.59,23.746,0.055,0.084,0.046,1.43,10.6,9.66,4.191,6.922,1.283,12.56,11.818,13.596,10.041,0.217,8.42,5.87,1.484,7.29,12.445,14.836,26.748,2.923,1.149,0.118,12.222,65.100,119.274,10.926
+2026-05-21 09:53:19,cormorant_observed.csv,1.723267484896342491609145606,0.983,3.178,3.202,4.83,0.003,7.56,12.47,0.001,6.82,17.472,0.057,0.287,0.032,2.35,11.23,11.05,3.811,5.574,6.194,4.955,6.098,7.187,5.009,0.13,7.09,5.32,1.222,6.69,18.613,39.663,66.891,12.435,0.848,0.01,12.198,58.266,107.575,8.958
+2026-05-21 09:53:20,cormorant_observed.csv,0.3315992123299369062360366323,0.795,2.356,1.444,3.348,0.501,6.67,14.984,0.065,6.69,25.139,0.089,0.557,0.034,1.75,11.92,8.42,3.764,10.770,10.251,11.288,12.376,11.346,13.405,0.115,6.63,5.82,5.46,6.89,10.789,30.809,44.904,16.714,0.834,0.241,12.278,106.733,202.166,11.3
+2026-05-21 09:53:20,cormorant_observed.csv,0.5545989720107591165437849722,0.863,0.381,4.096,1.553,0.71,6.42,7.684,0.069,7.5,8.611,0.067,0.054,0.028,2.26,11.3,9.41,2.814,5.412,3.957,6.866,4.470,3.801,5.140,0.073,7.17,4.24,2.318,7.27,20.87,36.418,55.194,17.643,1.172,0.05,12.105,95.578,178.935,12.222
+2026-05-21 09:53:20,cormorant_observed.csv,0.4166447050688049191747936529,1.322,3.811,0.598,6.358,0.089,7.69,3.451,0.095,6.81,19.799,0.024,0.658,0.013,1.51,11.55,10.8,8.568,6.498,3.16,9.835,2.612,1.325,3.9,0.159,7.83,6.45,7.053,7.45,15.01,32.859,55.871,9.847,1.475,0.159,12.129,60.386,109.304,11.469
+2026-05-21 09:53:21,cormorant_observed.csv,0.09400454154140665894670677852,0.798,2.831,1.559,1.966,0.376,7.6,7.509,0.037,7.21,10.113,0.063,0.283,0.031,1.6,10.35,9.76,9.695,6.111,6.274,5.948,9.780,10.355,9.204,0.057,8.22,4.31,7.59,7.34,18.316,27.359,42.229,12.489,1.322,0.29,12.202,59.640,109.214,10.066
+2026-05-21 09:53:21,cormorant_observed.csv,0.3620187438932901428830614497,0.883,1.744,3.33,2.086,0.857,7.26,5.436,0.083,7.16,6.684,0.062,0.671,0.026,2.18,11.44,10.2,2.104,10.066,19.383,0.75,8.710,8.499,8.922,0.13,8.27,5.89,7.958,7.31,14.938,13.230,10.581,15.878,1.097,0.023,12.084,111.229,209.938,12.52
+2026-05-21 09:53:21,cormorant_observed.csv,0.1099200838143811699111907509,1.224,0.426,4.937,7.887,0.9,7.56,6.462,0.093,7.52,20.237,0.003,0.366,0.01,11.56,10.81,11.1,5.551,15.990,16.086,15.895,12.489,12.855,12.123,0.007,8.27,5.14,4.314,7.52,14.272,20.058,23.862,16.255,1.422,0.116,12.147,97.942,184.051,11.833
+2026-05-21 09:53:22,cormorant_observed.csv,1.281569484702073402068770884,0.886,0.45,1.266,0.386,0.382,7.21,14.931,0.034,7.34,25.81,0.03,0.734,0.038,1.45,10.56,9.87,2.839,15.139,11.304,18.974,7.844,11.959,3.729,0.129,5.66,5.42,2.741,6.62,15.616,23.898,46.647,1.149,1.798,0.042,12.076,75.113,144.367,5.859
+2026-05-21 09:53:22,cormorant_observed.csv,1.463780140852040463675321989,1.212,3.48,0.699,6.361,0.808,6.94,5.081,0.034,7.35,20.311,0.029,0.682,0.018,11.52,9.68,11.27,6.48,13.422,14.213,12.631,12.247,13.467,11.027,0.018,7.07,5.4,2.235,7.52,13.503,27.212,41.664,12.76,1.475,0.172,12.139,79.905,148.742,11.068
+2026-05-21 09:53:22,cormorant_observed.csv,0.5814204824563686242048475351,1.199,0.801,2.047,1.343,0.424,6.5,5.996,0.014,6.88,10.963,0.075,0.563,0.031,1.34,11.8,8.57,10.75,14.966,11.818,18.113,4.086,2.81,5.361,0.106,6.52,5.96,2.702,6.61,23.059,18.237,20.929,15.545,0.921,0.21,12.29,92.159,180.05,4.268
+2026-05-21 09:53:23,cormorant_observed.csv,0.5100404596028308058471045383,0.868,1.487,0.915,6.417,0.177,6.89,15.404,0.1,7.63,25.528,0.09,0.082,0.006,1.24,11.37,9.33,8.937,15.502,16.258,14.745,3.127,4.437,1.817,0.111,6.68,5.11,1.492,7.49,7.245,30.978,45.77,16.186,1.024,0.182,12.111,96.840,189.308,4.371
+2026-05-21 09:53:23,cormorant_observed.csv,0.6354128473612008706224351852,1.102,3.738,3.518,1.722,0.806,6.38,4.022,0.07,6.65,21.641,0.066,0.584,0.025,1.88,11.03,8.35,5.538,11.402,16.057,6.747,2.514,2.175,2.852,0.118,5.91,4.03,6.094,6.61,23.882,26.616,44.012,9.221,0.828,0.08,12.034,106.122,199.775,12.47
+2026-05-21 09:53:23,cormorant_observed.csv,0.8422623115513191268456778101,0.756,3.205,0.341,2.469,0.139,6.49,12.631,0.04,7.55,25.555,0.057,0.718,0.018,2.05,10.17,8.41,10.429,15.723,17.68,13.766,13.080,13.188,12.972,0.143,8.49,4.95,5.028,7.52,11.557,41.439,74.829,8.049,1.595,0.17,12.196,100.352,185.779,14.926
+2026-05-21 09:53:24,cormorant_observed.csv,0.4647060338920519093480986207,1.324,3.43,0.228,2.385,0.896,7.05,14.136,0.098,7.17,27.659,0.033,0.201,0.011,1.81,11.29,9.6,3.385,16.273,14.681,17.865,3.254,1.294,5.213,0.163,6.77,5.01,5.814,6.75,23.171,12.590,23.693,1.486,1.244,0.332,12.26,50.530,97.041,4.019
+2026-05-21 09:53:24,cormorant_observed.csv,0.8802440051832039266675281597,0.858,2.123,1.08,5.036,0.789,7.71,7.354,0.01,7.49,19.073,0.082,0.568,0.014,11.57,11.95,8.64,5.098,9.086,16.149,2.024,1.596,1.630,1.561,0.216,7.88,5.41,7.944,7.53,22.78,25.362,45.007,5.716,1.216,0.214,12.169,109.282,202.746,15.817
+2026-05-21 09:53:24,cormorant_observed.csv,4.532674583326400675483343410,0.809,2.485,4.294,4.48,0.832,6.74,9.232,0.045,7.28,8.037,0.047,0.625,0.034,2.42,11.34,8.89,10.238,0.650,0.644,0.656,4.936,4.926,4.946,0.033,6.86,4.07,3.727,6.95,9.424,22.026,35.235,8.816,1.744,0.2,12.091,65.570,124.446,6.694
+2026-05-21 09:53:24,cormorant_observed.csv,0.1809703139562275956508755633,0.991,3.028,0.942,5.394,0.144,6.3,6.215,0.07,7.02,25.195,0.032,0.693,0.012,1.19,10.74,8.63,11.243,8.349,15.877,0.821,10.360,8.851,11.868,0.151,7.52,4.05,1.718,7.19,17.017,38.288,73.482,3.095,1.119,0.262,12.057,122.077,229.722,14.432
+2026-05-21 09:53:25,cormorant_observed.csv,0.3545682048773519900184327671,1.109,3.432,4.219,7.419,0.853,7.41,3.861,0.03,7.36,12.265,0.082,0.117,0.019,1.53,11.74,9.06,8.276,5.160,5.936,4.383,6.488,6.749,6.228,0.094,5.51,6.07,7.62,7.24,11.798,35.898,56.379,15.417,1.099,0.277,12.298,66.087,119.215,12.959
+2026-05-21 09:53:25,cormorant_observed.csv,0.4973586344548011411023970362,0.958,0.964,0.899,4.076,0.394,6.38,12.3,0.092,6.57,19.354,0.029,0.649,0.032,1.07,10.86,10.35,2.485,14.380,10.229,18.532,6.322,1.848,10.795,0.103,6.34,4.77,0.898,7.59,19.773,8.328,1.511,15.144,1.495,0.017,12.236,49.158,87.291,11.026
+2026-05-21 09:53:25,cormorant_observed.csv,0.4906348697449271300435180303,0.995,2.949,0.711,3.292,0.47,7.31,5.439,0.063,6.55,27.985,0.055,0.11,0.048,1.14,11.19,9.63,2.032,11.084,12.79,9.378,6.780,12.607,0.953,0.175,5.61,5.29,5.125,6.61,7.08,8.049,5.214,10.884,1.647,0.168,12.001,62.664,110.993,14.336
+2026-05-21 09:53:26,cormorant_observed.csv,0.2984745187310249317284148504,1.222,1.685,0.256,5.399,0.175,7.74,11.726,0.073,7.0,23.195,0.028,0.595,0.045,1.69,10.83,9.95,6.991,13.433,11.828,15.038,7.242,7.088,7.395,0.032,8.48,6.46,6.306,7.47,12.005,34.968,65.903,4.032,1.298,0.348,12.291,110.332,210.941,9.724
+2026-05-21 09:53:26,cormorant_observed.csv,1.404983473777868523393229464,1.339,1.184,4.179,0.026,0.501,7.04,8.405,0.092,7.39,27.159,0.058,0.139,0.003,11.83,10.17,10.03,9.582,17.572,15.666,19.479,4.470,6.803,2.137,0.171,6.27,4.94,5.12,6.74,22.706,12.385,12.233,12.537,1.023,0.053,12.053,64.812,115.949,13.675
+2026-05-21 09:53:26,cormorant_observed.csv,0.6974676095607276382320345268,1.347,1.841,1.959,6.044,0.195,6.74,7.686,0.081,7.37,24.103,0.052,0.625,0.049,2.39,10.56,11.41,9.372,6.232,4.683,7.781,4.308,1.708,6.908,0.076,6.74,5.22,1.263,7.07,16.405,35.340,67.44,3.241,0.952,0.218,12.075,118.622,221.595,15.65
+2026-05-21 09:53:27,cormorant_observed.csv,0.2551640068665079968511937380,0.921,0.265,4.527,0.434,0.358,7.18,10.522,0.005,7.09,9.612,0.046,0.397,0.04,1.94,11.02,10.98,4.715,14.786,15.283,14.288,6.168,7.096,5.24,0.124,6.82,5.4,4.916,7.6,23.557,12.942,15.87,10.015,1.636,0.281,12.041,103.004,196.535,9.472
+2026-05-21 09:53:27,cormorant_observed.csv,0.7794811641232181633545229212,0.9,1.069,3.019,4.314,0.446,6.29,7.094,0.087,6.64,27.166,0.076,0.325,0.0,2.18,10.19,10.07,6.307,5.932,8.573,3.29,7.459,12.172,2.746,0.066,6.67,6.21,3.298,7.59,10.631,31.227,44.989,17.465,0.966,0.054,12.291,93.310,179.573,7.046
+2026-05-21 09:53:27,cormorant_observed.csv,1.077151847627130034126346099,1.015,1.566,3.278,5.771,0.178,7.61,12.068,0.049,6.75,20.751,0.016,0.497,0.007,1.66,11.89,10.05,9.43,8.280,14.399,2.161,1.763,2.342,1.184,0.114,5.63,4.01,5.376,7.26,15.291,30.377,51.024,9.73,0.861,0.075,12.187,52.496,92.042,12.95
+2026-05-21 09:53:28,cormorant_observed.csv,0.4969593554595243140796362370,1.225,3.601,3.372,0.514,0.117,6.32,3.983,0.069,7.6,7.117,0.078,0.156,0.011,2.08,11.56,9.38,10.598,8.753,5.686,11.82,7.468,10.475,4.46,0.066,7.1,5.88,4.466,7.23,16.469,18.141,18.662,17.62,1.643,0.162,12.067,49.697,86.522,12.872
+2026-05-21 09:53:28,cormorant_observed.csv,0.1749589847181642473223585385,0.895,1.53,5.729,1.464,0.224,7.33,15.865,0.044,7.63,25.69,0.012,0.62,0.019,1.65,10.98,11.41,6.768,9.182,3.339,15.024,11.824,13.679,9.97,0.162,6.03,6.16,3.42,7.25,13.185,41.032,75.368,6.696,1.233,0.119,12.133,89.434,164.92,13.947
+2026-05-21 09:53:28,cormorant_observed.csv,0.4827632399501138920822541371,1.109,2.465,4.997,7.861,0.881,6.74,11.135,0.046,7.28,14.057,0.051,0.173,0.013,1.38,10.17,8.53,8.238,16.240,16.452,16.027,5.119,6.973,3.265,0.173,6.3,4.67,4.889,7.31,8.261,34.558,55.774,13.343,0.962,0.157,12.048,52.300,91.982,12.618
+2026-05-21 09:53:29,cormorant_observed.csv,0.1528605386038054647002287297,1.312,2.245,5.632,5.009,0.338,6.76,5.991,0.089,6.61,14.525,0.07,0.735,0.04,1.97,9.77,10.98,9.385,14.894,11.55,18.237,2.769,3.626,1.912,0.059,6.77,5.83,7.913,7.16,22.12,38.713,60.642,16.784,1.449,0.171,12.097,47.675,90.305,5.045
+2026-05-21 09:53:29,cormorant_observed.csv,0.1107838612550607511296237701,1.149,1.093,4.599,1.064,0.919,6.51,15.442,0.021,7.05,10.962,0.059,0.307,0.005,11.69,10.96,10.61,6.559,8.148,12.543,3.754,7.032,7.187,6.878,0.055,7.52,4.18,3.374,7.48,23.173,44.476,72.617,16.336,1.216,0.0,12.276,94.028,172.534,15.523
+2026-05-21 09:53:29,cormorant_observed.csv,0.1426429489859446605250047035,1.024,3.667,3.371,4.281,0.08,6.66,9.558,0.091,7.0,16.469,0.036,0.398,0.045,1.93,11.84,8.32,11.451,5.554,3.734,7.374,6.339,2.984,9.694,0.056,7.71,4.29,3.684,7.07,23.986,19.664,32.114,7.215,1.425,0.156,12.125,60.500,109.71,11.291
+2026-05-21 09:53:29,cormorant_observed.csv,0.2681923522237860321030877397,1.217,2.426,1.401,1.868,0.819,7.36,6.942,0.043,7.52,16.976,0.047,0.509,0.011,2.08,10.62,8.47,7.685,9.060,13.675,4.446,6.578,12.771,0.385,0.153,8.26,5.08,3.943,7.43,6.877,41.972,79.869,4.075,1.111,0.003,12.005,69.542,134.2,4.885
+2026-05-21 09:53:30,cormorant_observed.csv,0.2753525629560188377234767316,1.342,0.395,3.444,4.391,0.841,6.81,12.807,0.054,7.37,8.584,0.002,0.395,0.008,2.01,10.6,10.12,2.589,16.830,15.951,17.708,8.913,9.573,8.253,0.105,8.16,6.26,7.436,6.9,7.988,15.278,24.117,6.44,1.6,0.329,12.222,116.148,223.488,8.809
+2026-05-21 09:53:30,cormorant_observed.csv,2.254147845089967395302733081,1.188,1.862,3.192,6.26,0.041,6.59,11.594,0.095,7.09,15.376,0.001,0.748,0.009,11.6,10.7,9.84,8.606,2.094,3.531,0.656,9.524,11.28,7.769,0.138,5.78,6.01,6.233,7.59,6.272,25.414,36.505,14.324,1.608,0.119,12.058,103.898,200.304,7.491
+2026-05-21 09:53:30,cormorant_observed.csv,1.672667872593545246769571127,0.88,3.196,5.505,3.309,0.395,6.66,6.144,0.016,6.97,25.491,0.076,0.025,0.042,11.67,11.15,10.08,2.867,7.869,12.914,2.824,13.494,13.254,13.733,0.248,8.16,4.37,1.589,6.94,17.679,26.353,41.258,11.448,1.064,0.155,12.22,62.029,108.247,15.811
+2026-05-21 09:53:31,cormorant_observed.csv,0.6503554930717679824825754795,0.902,2.986,4.863,2.957,0.45,7.34,15.556,0.081,7.09,11.364,0.024,0.38,0.046,1.53,11.12,11.18,2.181,10.136,18.45,1.821,4.078,6.619,1.537,0.166,8.45,4.84,0.853,7.32,23.693,13.154,25.463,0.846,0.983,0.327,12.192,115.722,217.536,13.908
+2026-05-21 09:53:31,cormorant_observed.csv,1.533156551416920749803779330,0.983,3.614,3.357,4.729,0.72,6.44,11.466,0.085,6.69,11.196,0.04,0.535,0.025,1.32,11.29,9.42,10.473,6.228,4.626,7.831,8.302,13.173,3.431,0.093,7.87,6.1,7.235,7.07,11.943,40.229,71.676,8.782,1.776,0.29,12.009,53.026,101.463,4.588
+2026-05-21 09:53:31,cormorant_observed.csv,0.8826435850172601518032629637,0.802,3.752,0.496,5.244,0.626,6.5,3.023,0.018,7.03,11.18,0.086,0.609,0.031,1.32,11.45,9.37,3.547,10.568,9.094,12.043,4.484,6.115,2.852,0.068,6.82,4.88,6.846,7.18,11.058,6.496,1.39,11.603,1.441,0.111,12.258,102.852,198.605,7.098
+2026-05-21 09:53:32,cormorant_observed.csv,0.1586463052586010910717296608,1.171,3.555,5.58,3.733,0.676,7.28,15.431,0.002,7.49,23.332,0.044,0.262,0.023,1.48,10.23,10.54,8.255,10.268,6.165,14.372,8.490,7.710,9.270,0.101,5.77,5.89,4.964,6.62,21.508,21.151,24.584,17.718,1.754,0.176,12.197,71.329,136.064,6.594
+2026-05-21 09:53:32,cormorant_observed.csv,0.8494480847069562830721449503,1.247,2.78,3.777,0.792,0.063,6.66,3.561,0.023,6.77,25.342,0.082,0.376,0.043,11.7,9.98,10.81,7.515,9.740,7.653,11.827,10.138,8.29,11.987,0.103,6.78,5.04,1.166,7.03,21.003,38.615,75.99,1.24,1.619,0.143,12.01,107.466,201.101,13.83
+2026-05-21 09:53:32,cormorant_observed.csv,0.1593650337864924717673193320,0.764,2.337,3.518,3.786,0.407,6.76,12.566,0.038,6.71,8.022,0.006,0.438,0.042,2.27,11.25,9.2,5.621,2.545,2.861,2.229,8.902,9.569,8.235,0.228,7.94,5.09,1.917,7.15,13.114,5.434,3.375,7.492,1.418,0.095,12.044,90.394,168.828,11.96
+2026-05-21 09:53:33,cormorant_observed.csv,0.1725916448351415823388546879,0.93,0.504,2.813,3.028,0.682,6.8,14.939,0.009,6.93,13.335,0.067,0.388,0.016,11.96,9.72,10.33,10.265,11.716,4.536,18.895,10.039,13.489,6.589,0.085,6.71,6.29,1.39,6.88,22.118,11.660,11.872,11.447,1.227,0.075,12.015,84.689,157.42,11.958
+2026-05-21 09:53:33,cormorant_observed.csv,0.3284543090427977449532999268,1.131,0.378,5.703,0.544,0.894,6.86,15.258,0.024,6.72,8.178,0.055,0.049,0.035,1.04,10.72,10.01,3.559,14.612,13.365,15.859,6.494,3.691,9.296,0.147,7.48,5.74,2.729,6.89,18.29,14.398,26.772,2.025,1.75,0.324,12.049,100.094,188.266,11.921
+2026-05-21 09:53:33,cormorant_observed.csv,0.9971806323706797252481470203,1.287,3.27,3.083,7.874,0.42,6.33,13.025,0.045,7.05,24.184,0.007,0.311,0.031,1.33,9.86,10.69,10.385,3.100,3.689,2.511,10.058,7.327,12.789,0.031,6.38,4.48,2.024,7.41,14.104,13.285,21.494,5.076,0.948,0.148,12.191,70.850,137.584,4.117
+2026-05-21 09:53:33,cormorant_observed.csv,0.1732558516102802916563079916,0.967,3.758,2.541,1.968,0.455,7.49,8.4,0.052,7.63,18.644,0.085,0.1,0.037,1.07,10.54,9.09,7.218,9.434,4.885,13.983,7.348,4.383,10.312,0.236,7.9,4.32,2.094,7.13,14.017,22.282,34.303,10.261,1.425,0.059,12.092,93.050,176.176,9.925
+2026-05-21 09:53:34,cormorant_observed.csv,0.5504667354768261062214909627,1.041,3.313,1.642,3.02,0.884,7.18,7.672,0.009,6.86,13.385,0.08,0.52,0.001,11.62,10.71,10.42,7.836,12.826,12.156,13.497,7.007,4.876,9.138,0.059,7.16,6.28,3.141,6.87,12.226,25.106,33.788,16.423,0.8,0.111,12.036,47.701,87.33,8.072
+2026-05-21 09:53:34,cormorant_observed.csv,1.282118282188227589743198892,1.243,0.662,5.106,3.97,0.438,7.35,13.789,0.05,6.63,12.586,0.016,0.234,0.035,1.16,10.87,8.84,10.29,12.060,17.172,6.949,12.411,12.966,11.856,0.093,6.61,5.4,2.964,7.43,9.362,22.207,34.957,9.457,1.092,0.158,12.146,71.537,131.247,11.827
+2026-05-21 09:53:34,cormorant_observed.csv,0.1776050411711574285879074339,0.894,3.331,3.072,6.033,0.11,6.68,13.385,0.085,6.88,15.081,0.053,0.22,0.012,1.38,11.72,11.46,4.544,13.962,8.298,19.627,5.908,6.873,4.944,0.008,6.19,5.16,5.105,7.43,17.229,25.188,38.543,11.832,1.787,0.264,12.229,87.792,164.923,10.661
+2026-05-21 09:53:35,cormorant_observed.csv,0.3709233285397091393793423781,1.225,2.079,0.684,4.945,0.387,7.63,5.665,0.061,7.11,23.554,0.055,0.696,0.033,2.06,10.91,9.04,7.259,16.188,15.183,17.192,6.147,0.791,11.503,0.113,5.97,5.08,5.246,7.53,10.774,25.963,32.701,19.225,1.514,0.038,12.169,78.995,146.07,11.92
+2026-05-21 09:53:35,cormorant_observed.csv,0.3848665985761650381942472194,1.318,3.837,1.983,4.171,0.91,6.36,10.027,0.013,7.21,13.794,0.078,0.38,0.011,1.3,10.98,10.34,11.91,3.649,6.636,0.662,4.044,1.967,6.122,0.232,6.65,5.4,2.922,7.19,20.784,19.914,30.784,9.043,1.403,0.048,12.059,73.763,140.033,7.493
+2026-05-21 09:53:35,cormorant_observed.csv,1.852549359589302544502925975,1.254,0.266,4.9,5.366,0.207,7.53,10.058,0.083,7.09,6.408,0.064,0.282,0.028,1.35,9.94,8.52,10.569,14.375,17.576,11.174,7.160,7.54,6.78,0.215,7.8,5.62,4.772,6.89,9.55,7.006,11.349,2.663,0.841,0.1,12.259,105.422,195.96,14.884
+2026-05-21 09:53:36,cormorant_observed.csv,0.2795724990317333827730029768,0.783,3.861,1.859,3.771,0.906,7.73,12.235,0.059,7.4,8.67,0.072,0.38,0.011,1.31,10.88,10.94,10.362,12.808,10.759,14.857,7.640,3.937,11.343,0.204,8.07,6.08,6.959,7.21,9.861,40.974,76.422,5.526,0.9,0.196,12.278,74.332,135.068,13.596
+2026-05-21 09:53:36,cormorant_observed.csv,0.1752399995962305079989427778,1.023,2.378,4.004,3.359,0.666,7.48,7.142,0.076,7.0,27.617,0.058,0.009,0.037,1.87,10.34,10.2,3.843,8.594,1.392,15.796,7.894,13.599,2.189,0.115,6.27,6.43,2.679,7.15,17.238,33.381,55.305,11.457,1.63,0.045,12.198,104.790,195.394,14.185
+2026-05-21 09:53:36,cormorant_observed.csv,0.8570459568307482266796265845,1.229,0.296,1.086,7.304,0.224,7.2,4.835,0.058,7.02,20.907,0.012,0.333,0.046,1.61,10.14,11.48,4.689,4.160,2.522,5.797,3.638,3.296,3.980,0.149,5.82,5.12,6.28,7.58,15.233,40.284,79.174,1.395,0.883,0.104,12.165,63.340,117.627,9.053
+2026-05-21 09:53:37,cormorant_observed.csv,0.1637931213967330932992434229,1.265,1.695,1.633,4.234,0.806,7.18,14.374,0.094,7.53,22.318,0.005,0.739,0.034,1.18,11.14,9.98,2.408,9.992,8.406,11.577,5.814,3.232,8.396,0.244,7.86,4.76,6.782,7.34,16.89,14.462,16.46,12.464,1.186,0.023,12.267,63.716,117.923,9.51
+2026-05-21 09:53:37,cormorant_observed.csv,0.4109011865414385805906589256,0.964,2.35,1.083,7.824,0.572,7.58,4.988,0.086,7.52,19.012,0.068,0.577,0.028,1.07,11.18,11.05,3.445,10.752,10.593,10.911,7.762,3.534,11.99,0.222,7.42,5.08,7.356,6.92,22.996,21.083,38.123,4.043,1.351,0.304,12.139,84.786,162.622,6.95
+2026-05-21 09:53:37,cormorant_observed.csv,0.2168280182705779994706284777,1.023,1.659,2.177,0.046,0.014,6.34,9.952,0.076,7.12,8.153,0.02,0.467,0.049,1.37,11.73,10.34,8.742,1.572,1.663,1.480,9.990,10.159,9.822,0.03,6.91,4.86,6.471,6.88,11.552,9.034,17.655,0.414,1.606,0.005,12.164,99.934,190.863,9.006
+2026-05-21 09:53:38,cormorant_observed.csv,0.2676626102049893695715581914,1.268,1.354,4.682,2.938,0.797,6.33,4.28,0.083,7.62,11.193,0.068,0.583,0.049,1.31,10.48,8.26,3.869,6.290,7.17,5.411,8.029,10.921,5.137,0.238,5.87,4.42,4.522,6.83,16.507,24.820,44.864,4.776,1.021,0.03,12.034,103.057,200.283,5.831
+2026-05-21 09:53:38,cormorant_observed.csv,0.4590208964087694057759629312,0.839,1.596,4.918,0.209,0.727,6.76,13.029,0.019,6.68,21.143,0.02,0.274,0.046,1.99,9.65,10.5,5.697,12.566,15.052,10.081,2.744,2.980,2.508,0.211,7.03,5.81,4.783,6.88,12.971,26.025,35.608,16.442,1.163,0.316,12.093,87.022,158.514,15.529
+2026-05-21 09:53:38,cormorant_observed.csv,0.2047246359864550813150259602,1.125,1.76,1.608,1.892,0.505,7.69,9.906,0.016,6.96,20.548,0.041,0.408,0.049,1.38,10.52,8.81,8.459,15.952,12.118,19.786,6.108,10.638,1.578,0.119,5.8,6.3,4.667,6.9,8.275,10.617,8.155,13.079,1.165,0.27,12.065,100.150,190.536,9.764
+2026-05-21 09:53:38,cormorant_observed.csv,0.2123173593093986255905336129,1.216,2.298,1.928,4.25,0.775,6.44,7.987,0.039,7.21,25.288,0.01,0.342,0.006,11.75,11.46,11.49,10.153,3.677,5.212,2.142,7.782,10.171,5.392,0.248,7.84,5.83,6.538,6.6,17.173,9.696,18.627,0.765,1.474,0.152,12.117,104.222,192.836,15.609
+2026-05-21 09:53:39,cormorant_observed.csv,0.2689781071476764671560617522,1.329,0.842,3.496,6.66,0.95,6.35,14.479,0.036,7.34,12.021,0.015,0.495,0.025,11.91,10.7,10.38,6.018,8.772,13.582,3.961,5.086,5.650,4.521,0.021,6.34,4.52,5.997,6.68,18.921,43.603,68.624,18.582,0.982,0.147,12.138,119.424,226.613,12.235
+2026-05-21 09:53:39,cormorant_observed.csv,1.292252295514465266960664881,1.239,1.084,4.812,4.24,0.282,7.75,9.951,0.097,7.35,15.532,0.025,0.745,0.022,11.56,11.83,10.15,11.576,10.506,16.258,4.755,10.050,9.439,10.660,0.201,7.38,4.97,7.61,7.56,23.924,31.111,44.672,17.55,1.19,0.213,12.24,99.490,188.61,10.369
+2026-05-21 09:53:39,cormorant_observed.csv,1.622886778823588667898194489,0.79,0.418,5.771,2.69,0.16,7.06,5.331,0.03,6.72,24.618,0.013,0.077,0.038,11.89,11.95,8.68,5.237,14.392,16.353,12.430,7.249,7.217,7.281,0.228,6.22,4.35,2.501,7.17,6.508,46.622,77.656,15.588,1.553,0.099,12.105,115.070,214.685,15.456
+2026-05-21 09:53:40,cormorant_observed.csv,0.1245789105177391457931122223,1.155,2.435,5.133,3.505,0.689,7.53,12.706,0.027,7.23,27.917,0.087,0.184,0.033,1.69,11.3,8.85,7.77,12.850,19.394,6.305,9.837,10.745,8.929,0.151,5.71,5.3,5.739,6.67,15.827,12.178,7.798,16.558,1.64,0.056,12.063,67.214,126.521,7.907
+2026-05-21 09:53:40,cormorant_observed.csv,1.609156584614641663636103826,1.046,3.949,5.922,1.626,0.184,6.27,9.297,0.029,7.43,9.872,0.048,0.285,0.039,11.54,9.57,10.27,6.021,11.532,19.77,3.293,8.708,9.053,8.363,0.158,6.21,5.59,4.336,7.22,15.886,35.117,58.803,11.431,1.372,0.094,12.288,50.824,96.63,5.017
+2026-05-21 09:53:40,cormorant_observed.csv,0.1985529925745791161247956603,0.888,3.784,4.272,5.505,0.882,6.71,5.741,0.07,6.83,6.048,0.052,0.573,0.003,2.17,10.29,10.05,3.435,16.630,14.503,18.757,10.050,9.969,10.130,0.131,8.15,5.54,6.36,7.48,15.376,33.732,64.906,2.559,1.278,0.13,12.116,70.986,127.127,14.844
+2026-05-21 09:53:41,cormorant_observed.csv,0.6959961110215627555461789826,1.307,1.064,4.189,7.472,0.563,7.19,9.807,0.069,7.46,22.814,0.033,0.018,0.035,11.93,10.4,11.44,8.259,6.429,5.815,7.043,8.028,10.493,5.564,0.027,7.66,6.27,4.609,6.66,20.402,33.524,51.779,15.27,1.388,0.187,12.181,58.336,110.669,6.003
+2026-05-21 09:53:41,cormorant_observed.csv,0.1162249115738975245057961892,1.175,3.002,1.369,2.677,0.29,7.1,14.532,0.092,6.71,22.288,0.057,0.342,0.014,1.88,11.07,8.47,10.309,13.978,17.572,10.384,8.107,7.734,8.48,0.17,6.66,5.58,4.288,7.12,11.106,27.548,52.616,2.481,1.475,0.104,12.226,81.842,147.737,15.947
+2026-05-21 09:53:41,cormorant_observed.csv,0.7121406494641021477142005212,1.014,0.729,3.656,1.774,0.368,6.69,5.557,0.006,7.6,17.029,0.079,0.356,0.041,2.23,11.94,9.39,9.015,8.010,8.377,7.642,8.376,12.606,4.147,0.157,6.01,5.87,7.843,7.05,7.55,24.340,38.574,10.106,1.138,0.144,12.129,48.856,87.614,10.098
+2026-05-21 09:53:42,cormorant_observed.csv,0.8139976808213516208752530339,1.282,3.041,5.186,0.562,0.084,6.82,11.257,0.075,6.57,11.691,0.032,0.536,0.033,2.33,10.06,10.12,7.568,7.768,1.371,14.165,6.224,6.662,5.785,0.002,7.74,5.25,4.91,6.62,16.304,42.090,71.822,12.357,1.073,0.014,12.066,93.640,175.308,11.972
+2026-05-21 09:53:42,cormorant_observed.csv,1.018254352296170899929713223,0.779,3.051,4.142,0.807,0.165,7.54,10.419,0.02,7.44,19.069,0.079,0.61,0.017,1.57,11.76,8.57,11.776,9.636,7.404,11.867,12.950,13.236,12.664,0.053,7.41,4.66,1.722,6.89,7.229,7.452,12.806,2.097,1.679,0.025,12.049,65.900,122.57,9.23
+2026-05-21 09:53:42,cormorant_observed.csv,0.7838560876977738811552618651,1.3,3.659,5.473,7.826,0.792,7.27,12.236,0.03,6.87,7.04,0.078,0.694,0.046,11.97,11.79,10.88,7.651,18.554,18.168,18.941,3.792,6.104,1.481,0.085,6.05,4.79,4.486,6.66,8.382,16.934,26.3,7.569,0.968,0.339,12.085,55.052,105.151,4.953
+2026-05-21 09:53:43,cormorant_observed.csv,1.813464924941130060404424234,1.186,2.409,4.892,7.022,0.479,6.95,11.138,0.015,7.34,25.658,0.059,0.238,0.037,11.92,9.86,10.24,9.54,14.038,16.559,11.517,11.524,9.1,13.947,0.131,7.96,5.63,4.807,7.1,15.039,40.873,72.633,9.113,0.881,0.317,12.012,113.438,221.23,5.646
+2026-05-21 09:53:43,cormorant_observed.csv,0.4613088911678995623839163991,1.148,0.56,0.878,7.627,0.002,6.33,12.826,0.072,6.77,13.412,0.012,0.199,0.047,1.86,11.52,8.45,10.491,9.784,9.557,10.012,7.434,6.472,8.395,0.139,5.84,4.57,6.149,7.1,21.777,38.348,57.341,19.356,1.157,0.057,12.258,84.491,164.084,4.898
+2026-05-21 09:53:43,cormorant_observed.csv,0.2406615118138423795002587607,0.764,3.993,0.471,7.388,0.028,6.56,3.242,0.088,7.45,22.673,0.012,0.632,0.013,1.35,9.94,10.7,2.676,17.065,16.963,17.167,5.260,4.531,5.988,0.053,7.92,6.16,1.903,7.17,22.51,3.604,1.534,5.675,0.888,0.336,12.067,121.355,228.882,13.828
+2026-05-21 09:53:43,cormorant_observed.csv,0.09266342128008499785364555545,0.86,2.916,4.075,2.936,0.601,7.68,7.325,0.057,7.53,14.143,0.069,0.172,0.042,1.17,10.6,9.75,10.685,7.948,8.0,7.896,9.722,5.805,13.639,0.204,5.57,4.07,2.56,6.79,22.338,32.320,54.626,10.015,1.564,0.321,12.136,72.188,139.547,4.828
+2026-05-21 09:53:44,cormorant_observed.csv,0.1660883425148688508837980555,1.118,2.385,4.869,0.984,0.516,7.41,10.793,0.013,7.39,15.259,0.052,0.383,0.047,1.26,11.01,8.45,7.688,17.575,15.302,19.848,6.970,12.355,1.586,0.187,5.64,5.23,6.51,6.9,9.23,30.696,44.607,16.785,1.538,0.269,12.193,72.730,135.388,10.071
+2026-05-21 09:53:44,cormorant_observed.csv,0.1398301673086535761041755350,1.315,0.934,4.159,3.141,0.675,7.06,3.956,0.097,7.06,19.315,0.055,0.624,0.001,1.19,11.63,11.28,2.36,12.946,9.161,16.731,8.581,12.415,4.747,0.161,6.5,4.01,7.269,7.13,15.393,27.282,51.087,3.476,1.311,0.188,12.103,78.056,142.278,13.835
+2026-05-21 09:53:44,cormorant_observed.csv,0.1557596936217981424959723075,1.037,2.359,4.374,2.038,0.34,7.33,11.561,0.011,6.71,22.661,0.08,0.316,0.047,1.34,11.17,10.25,5.495,8.052,4.429,11.675,10.408,12.805,8.011,0.241,8.26,4.6,6.05,7.34,9.699,28.032,46.617,9.446,1.761,0.349,12.211,84.892,164.043,5.741
+2026-05-21 09:53:45,cormorant_observed.csv,0.9644072404980159932366604281,0.761,0.51,2.982,0.044,0.289,7.58,6.436,0.042,7.47,13.533,0.012,0.37,0.008,2.24,10.6,10.0,2.408,2.934,1.245,4.624,4.568,2.521,6.614,0.01,7.0,4.14,4.392,7.13,13.342,8.487,4.011,12.963,0.815,0.342,12.107,64.528,114.136,14.921
+2026-05-21 09:53:45,cormorant_observed.csv,0.1450191327895411016396974452,1.281,3.5,1.798,2.323,0.712,6.29,4.256,0.08,7.01,17.794,0.069,0.656,0.003,1.9,11.96,11.07,3.412,5.009,7.092,2.926,6.280,10.674,1.886,0.228,5.64,5.98,1.285,7.48,23.804,19.284,33.621,4.946,1.214,0.258,12.09,109.850,204.481,15.218
+2026-05-21 09:53:45,cormorant_observed.csv,0.3485532758560150269625745452,1.114,3.491,4.201,2.44,0.332,7.61,9.338,0.093,7.16,7.542,0.041,0.426,0.022,1.59,10.32,8.59,6.566,6.375,12.048,0.702,4.586,3.656,5.517,0.076,7.72,4.9,5.098,7.33,23.462,14.090,19.621,8.558,1.21,0.194,12.127,50.968,86.438,15.498
+2026-05-21 09:53:46,cormorant_observed.csv,0.1644489985700277090170674645,1.065,2.009,3.918,2.298,0.939,6.4,11.881,0.004,7.15,26.359,0.012,0.633,0.04,1.1,10.2,10.03,9.556,14.966,13.994,15.939,2.420,0.667,4.173,0.128,8.14,4.26,5.312,6.93,21.813,27.498,40.884,14.113,1.052,0.094,12.032,79.599,144.025,15.173
+2026-05-21 09:53:46,cormorant_observed.csv,1.308936778866065947313023054,1.043,3.727,5.949,4.508,0.089,6.87,13.452,0.069,6.65,8.019,0.061,0.355,0.027,1.06,10.62,9.61,6.93,7.040,3.865,10.214,8.066,11.233,4.899,0.012,7.4,6.2,5.664,7.22,14.011,29.976,43.904,16.047,0.898,0.214,12.107,114.326,218.171,10.482
+2026-05-21 09:53:46,cormorant_observed.csv,0.1505644161117038950938957908,1.187,0.988,4.992,3.072,0.381,6.53,4.471,0.074,7.15,11.778,0.013,0.471,0.03,2.22,11.72,10.8,3.912,4.358,4.375,4.341,6.294,7.091,5.498,0.104,6.86,4.07,4.867,7.55,23.606,10.929,8.834,13.024,1.731,0.095,12.178,57.482,100.488,14.477
+2026-05-21 09:53:47,cormorant_observed.csv,0.2416685652272025889671291637,1.002,3.929,2.969,6.257,0.747,7.57,4.756,0.007,6.9,22.968,0.039,0.357,0.039,1.18,10.3,11.49,9.45,9.041,15.456,2.626,8.172,3.047,13.296,0.099,7.09,4.31,6.291,7.13,11.288,18.332,19.678,16.985,1.524,0.208,12.232,53.056,98.62,7.491
+2026-05-21 09:53:47,cormorant_observed.csv,0.4620425677758404006296729006,0.784,1.135,3.752,4.595,0.693,6.71,14.428,0.001,7.47,17.867,0.002,0.411,0.005,2.31,10.28,8.57,7.307,5.584,5.561,5.608,2.477,2.417,2.537,0.17,6.86,5.35,1.396,6.66,17.773,27.548,41.313,13.784,1.048,0.301,12.261,79.226,154.08,4.373
+2026-05-21 09:53:47,cormorant_observed.csv,0.9569395238754546594513067568,0.875,2.812,1.066,0.17,0.907,7.65,10.835,0.066,7.12,10.601,0.068,0.464,0.023,1.29,10.55,11.15,2.825,8.020,14.908,1.132,7.091,6.397,7.785,0.191,8.14,4.01,6.853,7.15,19.035,22.294,26.077,18.51,1.382,0.349,12.044,59.257,113.464,5.05
+2026-05-21 09:53:48,cormorant_observed.csv,0.8583464879286877226258749159,0.834,2.21,2.476,4.01,0.535,6.74,15.585,0.088,6.86,18.011,0.024,0.644,0.018,1.56,11.39,8.89,8.923,6.687,2.77,10.604,7.538,7.514,7.563,0.236,7.38,4.31,1.996,7.52,15.242,33.745,52.934,14.556,1.521,0.032,12.04,90.296,168.811,11.78
+2026-05-21 09:53:48,cormorant_observed.csv,0.1552263687588321546093030468,1.165,1.969,1.06,2.657,0.275,7.18,10.319,0.043,7.54,12.165,0.079,0.02,0.04,1.48,11.71,8.36,10.437,11.901,11.757,12.045,6.181,7.287,5.075,0.025,6.25,5.47,4.338,7.45,19.262,11.462,22.383,0.542,1.661,0.203,12.165,122.352,228.991,15.714
+2026-05-21 09:53:48,cormorant_observed.csv,1.100074484596012975073929216,0.973,3.328,2.164,4.98,0.915,6.64,5.312,0.012,6.59,27.237,0.085,0.215,0.007,1.27,11.33,8.36,4.59,17.218,14.744,19.693,11.548,9.626,13.47,0.12,8.44,6.27,4.343,7.52,9.885,38.984,67.719,10.25,1.725,0.003,12.267,52.632,91.393,13.871
+2026-05-21 09:53:48,cormorant_observed.csv,0.7608445069345182887100219775,0.843,2.022,3.444,0.169,0.895,7.37,12.302,0.054,7.57,25.809,0.023,0.462,0.007,2.12,11.78,9.69,4.276,17.804,15.839,19.77,9.374,5.46,13.289,0.144,7.43,5.55,7.603,7.22,8.337,28.652,54.548,2.757,0.803,0.062,12.09,104.966,197.387,12.546
+2026-05-21 09:53:49,cormorant_observed.csv,0.6983067185973456003713574907,1.046,1.252,4.192,6.759,0.506,7.16,6.675,0.05,7.34,26.986,0.054,0.066,0.039,1.86,10.67,9.37,3.992,5.066,2.036,8.097,5.949,8.042,3.856,0.066,8.37,4.42,3.58,6.94,23.985,39.909,60.071,19.747,1.301,0.077,12.008,62.342,112.413,12.272
+2026-05-21 09:53:49,cormorant_observed.csv,0.1104005478792455958982461711,1.07,1.605,4.634,3.876,0.591,7.32,12.34,0.022,6.62,15.73,0.044,0.738,0.043,1.22,11.41,9.77,6.388,10.234,17.983,2.484,7.250,6.92,7.581,0.152,6.55,5.87,6.125,7.14,13.793,5.226,1.506,8.946,1.24,0.028,12.002,68.012,129.808,6.217
+2026-05-21 09:53:49,cormorant_observed.csv,0.1890871614079155304592617281,1.028,2.235,3.34,3.958,0.496,6.85,6.097,0.084,6.83,24.477,0.005,0.478,0.005,2.12,10.85,9.46,10.404,16.726,17.223,16.229,6.974,13.327,0.621,0.166,6.15,6.15,2.404,7.59,15.898,27.640,50.088,5.191,1.699,0.004,12.057,102.908,193.584,12.231
+2026-05-21 09:53:50,cormorant_observed.csv,0.6957555372767661972805599634,1.146,2.904,1.224,3.28,0.69,7.52,8.93,0.09,7.33,15.898,0.033,0.292,0.047,1.76,11.97,9.91,8.927,9.666,9.036,10.297,6.839,2.779,10.899,0.01,6.01,4.98,6.886,7.44,8.505,14.048,14.67,13.426,1.712,0.16,12.073,58.036,109.966,6.105
+2026-05-21 09:53:50,cormorant_observed.csv,1.128446531496268090095759491,1.04,1.381,2.276,2.045,0.098,6.55,9.537,0.018,7.1,15.601,0.033,0.313,0.024,11.9,10.46,8.65,5.159,12.320,7.024,17.615,12.901,11.886,13.916,0.074,7.72,5.11,1.083,7.16,19.851,28.464,39.646,17.281,1.019,0.341,12.023,109.214,205.22,13.209
+2026-05-21 09:53:50,cormorant_observed.csv,0.3364340653541903322634311735,1.219,3.641,3.141,5.785,0.932,6.86,3.855,0.062,7.5,22.092,0.078,0.147,0.031,2.11,11.94,8.3,10.186,6.782,6.070,7.493,9.121,4.409,13.833,0.002,7.91,4.38,0.821,6.73,17.423,26.519,42.684,10.354,1.461,0.158,12.259,105.392,206.662,4.122
+2026-05-21 09:53:51,cormorant_observed.csv,0.4286915817293184683906662291,1.028,1.441,3.225,6.573,0.616,6.54,10.997,0.01,6.55,6.663,0.019,0.361,0.049,11.57,11.07,9.72,10.133,6.318,5.569,7.066,4.388,7.866,0.91,0.126,8.03,5.08,5.844,6.98,19.019,21.004,22.633,19.375,1.608,0.161,12.12,78.132,148.82,7.445
+2026-05-21 09:53:51,cormorant_observed.csv,0.2410734146304671326498740590,0.774,3.67,3.721,4.863,0.114,7.73,4.415,0.067,7.11,9.054,0.076,0.56,0.041,2.42,10.5,8.78,8.145,1.290,1.15,1.431,4.141,1.012,7.27,0.013,6.31,4.76,4.093,7.29,7.362,45.493,76.001,14.985,1.153,0.321,12.162,121.216,228.789,13.642
+2026-05-21 09:53:51,cormorant_observed.csv,0.4773690661546928103581788887,0.886,3.758,4.491,6.043,0.2,7.21,9.764,0.004,6.5,26.761,0.058,0.413,0.001,1.91,10.13,8.46,8.311,13.638,14.343,12.932,6.490,6.458,6.523,0.071,6.15,6.13,1.69,6.86,21.411,44.426,71.209,17.642,1.304,0.308,12.17,95.914,175.946,15.883
+2026-05-21 09:53:52,cormorant_observed.csv,0.3517199712707222592281920263,1.315,3.056,1.088,2.726,0.079,6.39,5.591,0.031,7.53,27.993,0.004,0.532,0.001,11.75,9.93,9.58,6.592,12.924,13.93,11.917,11.851,11.827,11.875,0.047,5.94,6.23,0.903,7.56,12.384,0.772,0.367,1.177,1.308,0.153,12.046,122.606,230.7,14.511
+2026-05-21 09:53:52,cormorant_observed.csv,0.5597589714911419224867196991,1.179,0.45,0.226,4.144,0.86,7.37,5.18,0.04,7.57,14.739,0.039,0.324,0.015,11.78,10.94,9.73,9.3,18.648,19.733,17.562,10.806,9.843,11.768,0.182,7.27,4.99,6.12,7.06,21.869,15.152,17.42,12.885,1.353,0.186,12.007,71.400,137.917,4.882
+2026-05-21 09:53:52,cormorant_observed.csv,1.338586206098839053252017825,1.323,3.731,2.139,7.199,0.046,6.6,15.696,0.068,6.73,21.902,0.074,0.078,0.048,1.22,10.51,11.12,8.83,7.908,1.142,14.673,6.074,4.074,8.074,0.206,8.38,6.0,3.666,7.45,22.131,35.523,52.62,18.426,0.968,0.004,12.182,77.509,145.06,9.958
+2026-05-21 09:53:53,cormorant_observed.csv,0.4691469209161271446472368141,0.939,3.427,5.422,3.897,0.723,7.69,13.201,0.017,6.6,8.375,0.045,0.345,0.041,1.21,11.45,8.4,11.501,2.980,2.034,3.925,11.590,11.654,11.526,0.062,6.95,6.31,7.49,6.77,6.44,15.200,25.972,4.429,1.707,0.098,12.102,79.818,148.816,10.82
+2026-05-21 09:53:53,cormorant_observed.csv,0.09754445691883531873051703248,1.2,2.309,4.82,6.141,0.726,6.72,4.668,0.053,6.52,16.793,0.074,0.357,0.042,2.24,10.84,10.5,8.091,3.455,4.842,2.068,0.752,0.682,0.822,0.232,7.56,4.05,4.017,7.05,23.928,19.466,19.295,19.636,1.451,0.158,12.145,58.178,101.591,14.765
diff --git a/modelling/data/abingdon-all/resident/cormorant_simulated.csv b/modelling/data/abingdon-all/resident/cormorant_simulated.csv
new file mode 100644
index 0000000..8e7812b
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/cormorant_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,1.094,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.989673,0.1,0,0.01,0.904604
+RungeKutta4,2,0.2,0.904429,0.1,0,0.01,0.826657
+RungeKutta4,3,0.3,0.834924,0.1,0,0.01,0.763102
+RungeKutta4,4,0.4,0.778261,0.1,0,0.01,0.711290
+RungeKutta4,5,0.5,0.731934,0.1,0,0.01,0.668929
+RungeKutta4,6,0.6,0.693786,0.1,0,0.01,0.634047
+RungeKutta4,7,0.7,0.661965,0.1,0,0.01,0.604950
+RungeKutta4,8,0.8,0.634851,0.1,0,0.01,0.580157
+RungeKutta4,9,0.9,0.611012,0.1,0,0.01,0.558358
+RungeKutta4,10,1.0,0.589264,0.1,0,0.01,0.538472
+RungeKutta4,11,1.1,0.568661,0.1,0,0.01,0.519633
+RungeKutta4,12,1.2,0.548476,0.1,0,0.01,0.501176
+RungeKutta4,13,1.3,0.528187,0.1,0,0.01,0.482624
+RungeKutta4,14,1.4,0.507450,0.1,0,0.01,0.463662
+RungeKutta4,15,1.5,0.486083,0.1,0,0.01,0.444124
+RungeKutta4,16,1.6,0.464037,0.1,0,0.01,0.423965
+RungeKutta4,17,1.7,0.441377,0.1,0,0.01,0.403245
+RungeKutta4,18,1.8,0.418249,0.1,0,0.01,0.382097
+RungeKutta4,19,1.9,0.394866,0.1,0,0.01,0.360716
+RungeKutta4,20,2.0,0.371474,0.1,0,0.01,0.339326
+RungeKutta4,21,2.1,0.348338,0.1,0,0.01,0.318171
+RungeKutta4,22,2.2,0.325719,0.1,0,0.01,0.297488
+RungeKutta4,23,2.3,0.303862,0.1,0,0.01,0.277502
+RungeKutta4,24,2.4,0.282982,0.1,0,0.01,0.258410
+RungeKutta4,25,2.5,0.263258,0.1,0,0.01,0.240374
+RungeKutta4,26,2.6,0.244826,0.1,0,0.01,0.223520
+RungeKutta4,27,2.7,0.227781,0.1,0,0.01,0.207934
+RungeKutta4,28,2.8,0.212174,0.1,0,0.01,0.193663
+RungeKutta4,29,2.9,0.198018,0.1,0,0.01,0.180719
+RungeKutta4,30,3.0,0.185292,0.1,0,0.01,0.169082
+RungeKutta4,31,3.1,0.173946,0.1,0,0.01,0.158708
+RungeKutta4,32,3.2,0.163908,0.1,0,0.01,0.149529
+RungeKutta4,33,3.3,0.155089,0.1,0,0.01,0.141465
+RungeKutta4,34,3.4,0.147392,0.1,0,0.01,0.134427
+RungeKutta4,35,3.5,0.140712,0.1,0,0.01,0.128319
+RungeKutta4,36,3.6,0.134944,0.1,0,0.01,0.123045
+RungeKutta4,37,3.7,0.129985,0.1,0,0.01,0.118510
+RungeKutta4,38,3.8,0.125739,0.1,0,0.01,0.114628
+RungeKutta4,39,3.9,0.122114,0.1,0,0.01,0.111313
+RungeKutta4,40,4.0,0.119027,0.1,0,0.01,0.108490
+RungeKutta4,41,4.1,0.116402,0.1,0,0.01,0.106090
+RungeKutta4,42,4.2,0.114168,0.1,0,0.01,0.104047
+RungeKutta4,43,4.3,0.112256,0.1,0,0.01,0.102299
+RungeKutta4,44,4.4,0.110590,0.1,0,0.01,0.100775
+RungeKutta4,45,4.5,0.109078,0.1,0,0.01,0.0993928
+RungeKutta4,46,4.6,0.107595,0.1,0,0.01,0.0980368
+RungeKutta4,47,4.7,0.105966,0.1,0,0.01,0.0965472
+RungeKutta4,48,4.8,0.103956,0.1,0,0.01,0.0947093
+RungeKutta4,49,4.9,0.101263,0.1,0,0.01,0.0922468
+RungeKutta4,50,5.0,0.0975392,0.1,0,0.01,0.0888421
+RungeKutta4,51,5.1,0.0924312,0.1,0,0.01,0.0841714
+RungeKutta4,52,5.2,0.0856524,0.1,0,0.01,0.0779729
+RungeKutta4,53,5.3,0.0770705,0.1,0,0.01,0.0701256
+RungeKutta4,54,5.4,0.0667959,0.1,0,0.01,0.0607306
+RungeKutta4,55,5.5,0.0564496,0.1,0,0.01,0.0512700
+RungeKutta4,56,5.6,0.0476488,0.1,0,0.01,0.0432226
+RungeKutta4,57,5.7,0.0401552,0.1,0,0.01,0.0363705
+RungeKutta4,58,5.8,0.0336791,0.1,0,0.01,0.0304488
+RungeKutta4,59,5.9,0.0278636,0.1,0,0.01,0.0251311
+RungeKutta4,60,6.0,0.0222306,0.1,0,0.01,0.0199803
+RungeKutta4,61,6.1,0.0163287,0.1,0,0.01,0.0145837
+RungeKutta4,62,6.2,0.0104676,0.1,0,0.01,0.00922432
+RungeKutta4,63,6.3,0.00600277,0.1,0,0.01,0.00514172
+RungeKutta4,64,6.4,0.00333469,0.1,0,0.01,0.00270204
+RungeKutta4,65,6.5,0.00187055,0.1,0,0.01,0.00136324
+RungeKutta4,66,6.6,0.00107244,0.1,0,0.01,0.000633456
+RungeKutta4,67,6.7,0.000630253,0.1,0,0.01,0.000229123
+RungeKutta4,68,6.8,0.000379680,0.1,0,0.01,0.0000
+RungeKutta4,69,6.9,0.000632015,0.1,0,0.01,0.000230734
+RungeKutta4,70,7.0,0.00259262,0.1,0,0.01,0.00202350
+RungeKutta4,71,7.1,0.00582442,0.1,0,0.01,0.00497864
+RungeKutta4,72,7.2,0.00986022,0.1,0,0.01,0.00866895
+RungeKutta4,73,7.3,0.0143262,0.1,0,0.01,0.0127526
+RungeKutta4,74,7.4,0.0189318,0.1,0,0.01,0.0169639
+RungeKutta4,75,7.5,0.0234590,0.1,0,0.01,0.0211036
+RungeKutta4,76,7.6,0.0277531,0.1,0,0.01,0.0250301
+RungeKutta4,77,7.7,0.0317122,0.1,0,0.01,0.0286503
+RungeKutta4,78,7.8,0.0352782,0.1,0,0.01,0.0319110
+RungeKutta4,79,7.9,0.0384266,0.1,0,0.01,0.0347899
+RungeKutta4,80,8.0,0.0411588,0.1,0,0.01,0.0372882
+RungeKutta4,81,8.1,0.0434948,0.1,0,0.01,0.0394242
+RungeKutta4,82,8.2,0.0454669,0.1,0,0.01,0.0412275
+RungeKutta4,83,8.3,0.0471155,0.1,0,0.01,0.0427350
+RungeKutta4,84,8.4,0.0484878,0.1,0,0.01,0.0439898
+RungeKutta4,85,8.5,0.0496395,0.1,0,0.01,0.0450429
+RungeKutta4,86,8.6,0.0506436,0.1,0,0.01,0.0459610
+RungeKutta4,87,8.7,0.0516084,0.1,0,0.01,0.0468432
+RungeKutta4,88,8.8,0.0527001,0.1,0,0.01,0.0478415
+RungeKutta4,89,8.9,0.0541400,0.1,0,0.01,0.0491581
+RungeKutta4,90,9.0,0.0561219,0.1,0,0.01,0.0509704
+RungeKutta4,91,9.1,0.0586769,0.1,0,0.01,0.0533066
+RungeKutta4,92,9.2,0.0616430,0.1,0,0.01,0.0560188
+RungeKutta4,93,9.3,0.0647854,0.1,0,0.01,0.0588922
+RungeKutta4,94,9.4,0.0679158,0.1,0,0.01,0.0617546
+RungeKutta4,95,9.5,0.0709270,0.1,0,0.01,0.0645081
+RungeKutta4,96,9.6,0.0737770,0.1,0,0.01,0.0671141
+RungeKutta4,97,9.7,0.0764652,0.1,0,0.01,0.0695722
+RungeKutta4,98,9.8,0.0790156,0.1,0,0.01,0.0719042
+RungeKutta4,99,9.9,0.0814700,0.1,0,0.01,0.0741485
+RungeKutta4,100,10.0,0.0838848,0.1,0,0.01,0.0763566
+RungeKutta4,101,10.1,0.0863286,0.1,0,0.01,0.0785912
+RungeKutta4,102,10.2,0.0888819,0.1,0,0.01,0.0809259
+RungeKutta4,103,10.3,0.0916480,0.1,0,0.01,0.0834552
+RungeKutta4,104,10.4,0.0947765,0.1,0,0.01,0.0863159
+RungeKutta4,105,10.5,0.0985396,0.1,0,0.01,0.0897569
+RungeKutta4,106,10.6,0.103521,0.1,0,0.01,0.0943116
+RungeKutta4,107,10.7,0.110925,0.1,0,0.01,0.101082
+RungeKutta4,108,10.8,0.122758,0.1,0,0.01,0.111902
+RungeKutta4,109,10.9,0.141311,0.1,0,0.01,0.128867
+RungeKutta4,110,11.0,0.167577,0.1,0,0.01,0.152884
+RungeKutta4,111,11.1,0.199414,0.1,0,0.01,0.181996
+RungeKutta4,112,11.2,0.231536,0.1,0,0.01,0.211368
+RungeKutta4,113,11.3,0.260552,0.1,0,0.01,0.237900
+RungeKutta4,114,11.4,0.286777,0.1,0,0.01,0.261880
+RungeKutta4,115,11.5,0.310591,0.1,0,0.01,0.283655
+RungeKutta4,116,11.6,0.332280,0.1,0,0.01,0.303488
+RungeKutta4,117,11.7,0.352059,0.1,0,0.01,0.321573
+RungeKutta4,118,11.8,0.370088,0.1,0,0.01,0.338059
+RungeKutta4,119,11.9,0.386480,0.1,0,0.01,0.353048
+RungeKutta4,120,12.0,0.399366,0.1,0,0.01,0.364831
+RungeKutta4,121,12.1,0.404130,0.1,0,0.01,0.369187
diff --git a/modelling/data/abingdon-all/resident/cormorant_simulated.png b/modelling/data/abingdon-all/resident/cormorant_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..d81f7db4d895f71d642792ec4ffe58ee72204800
GIT binary patch
literal 30214
zcmb@u1yogA7e5N3AW|Yy(t;pe(jAi0-QC^Ytq4d<C@G!NU4npw(%s!15^o*7_V@np
zy)m9++~FO^eb(7~#hmjObB9Pv3M1Wla0dzs3Q1H%P!<a6hBp)x^z3a|@CnoB$wlxN
zyZuvTdpRpZdnX-R11Jd{duwwmdvg<ALPrBzI}<BQMjCoL8a66IV|#mRJ9b)Hi=S7}
zSlJrUk_ru|fKlMBMO5sdpip!m|3PQ-WSKxgIoOH{^2s|VZ6(7wqbr=ZHy%!li1^)g
zMM&=7eB6~bUs@Ym?vuT_KCgPZQ!`INlSgUhq;TJDti1Ml4MkzvD6a@VEj$-AKgC-8
z<n_TD)-e*2yDjyMEJo8a2hVJcwxbz$+?|#a?HUg7P=Z?L?(*Lz^1rK#!&yKB1^$Qs
zHa#Z0H{@?3W<O*?$S1))DKH}6E@E7Tx(B&@6!HK6ODtQouJ$qac6V0?Ym`wo&`#!K
zlr&{VNST<9sy5y@46B$jj5c~Tj$?dXeJ;W3=QQmi?0UFLw6wJJ4sT#PU%7<e*U#?}
z56{ec+TBDxxQGa3{Q369tu5+$*P}?Y!fGL8Ja&DY`f29{B$tc54vu=ynFfzUrh~)7
z=-pjwY&P4Bi)EI^SLJ3SZ{$_pc%H8*hP}$Gy1x2qaJIiR-&>U%iiCt@+sAeCamVZ0
zZ7HJca(gLGOA(n8SCEH?$Dw|uH+h2GD9+xzmFMeNpZ;u<PpN+Ay)MCL0bmyKc1Ieo
z6t2$tyt+yay7k*bvG<F-F2#E}51!=|7CMF)I!!sm$tx&0sKMP0#by*TIUYAF%7Ggn
z%#mAK2<M6Ij3Vpyy@gPtj)8~QbbWQwXv!{=Xsv*4lgz-t5ZyX`5BItSfi~K#s9q5l
zIcU;lC3*i7W8cTkvG)c&2}}$&^MY*7yD0<R={Oywb2C@RmHV6T`@~dKUau`ZJpM4T
ze&g<ZVbhwpq@?28qQ)!Nkmt`M;qaY#xzAULs}H}3Cwp=ZKG9w8O?h{in^$OBj+mff
z^8tN-R4=?Uh0kxX9mlFH-+kM^sHjM7?563dB-fF=1CrW)2hWuZlid9Il<P)8L4&|c
zqF4^U=g;rJ-??Mk)lj2`?Rk`^m6I^yG~=PfHtrt}Z3YFuMw0c`v*x_fsPBzp_rSow
z()<frMG3vDtE(;(|EST(ni_VMI_DBw?_x=P{fs2Xag+TIm|D1u(|PaS30c-|F|Uoi
z&+_;8|M(PBV^GHeAt7sTH#j6jM#5fHRCND~IBmJA(NM0!I#%$}`NYf>X}#Nt;u70R
zlAZp^_EgVCYR*oS6!)u7pFS-cYCJh}2=MlXQlPx;Vf}3IA@&ny=3G^wX!IrCF&P|L
zdHKOQ<gi+c3FfoqM5~1EFAR=_RaMGtr10?Y>vf-#V6)J^TEZ`1?}dA18=BxEB&417
z7`L=}&Oz0kujlo2@V)2pMsEB%wWI$rf@s~{`jV!4@g92R2!2dV%sOYWrm=B$F14A9
zWMDgWUpm+LxS+7X#ra0j&<YCoY06ZBx_i)gO&D(hb5fnjz`Jr)WHo`F!RnPaZqWyD
zb#--%C|;+2rNn+nILz5`WJxRukveKTSEqWlIv7>&`kC0-Yg`EW_1l6`OI;2O6&CQZ
zu(Au++;-}-8akMxNF`)Pphp(EX&X6n)ydQXdo``}2zV}b{c`65C7OLMKG1r8rg*pG
z%p9s0{(wo0`(n2hxd@f0_nn&(%U#`v?L9mXAEvorTdoTgbmBQprdnQE7aH~?Jc4Z8
zA-^W)h;-5WOd-Y$l+@G;VIAj38$+$-#KqhRZ)E%&yU4RXDrtE<!c@0zmf2WZUd}aC
z<W#n-StC6nJO`V0v1X%CuEX@}?$y_s>%#fN-CY`T@>g&K?$U*I`(4Y*^*q;SeWq-<
zQ0akL7V4uR-WI7JUeGo?o~X1^LMHHz@(+5f+iBTwW;j-9^_KH!P;MPMEGRcTJlyu~
z%c>{Q2u(6iaH(10tvySMxINB4t`FrI%(VpAp6<>mN{sg3=<wBp(%9J8SgPG=kPCxO
za%9bEKcY|IgG0nhxys7O$iBQfA8AySykQRAlj0n_;69sCc5?)ZKB8*dSn)%RH3cGE
zU7o$Xkh&Xd6Xc}5@4?o_9)8VWAQtphLR>s*d|VZq#Zo<QshDWh{%A<aDcAj!YxXI8
z*vMApOkp7buE?rBt0lEh)GalQGUHda=18+t>0{Wgt$V(nr=fN})HBwtNb4+n{Q@XC
zaYZn2$k~`AMlo}OMJ$_WC$|QJbu~uu%xA$^iZcY=fk^G)1UtujS%QqX{t=3G7yI4W
zX}0cXOL1Wr7w#QCFmSj#^(SxA!C^!OF^<W~x|eN*RVWO1ExWMLQge88bd_}}S`OC_
z7RgkT+4a!4;}%%9XPG<IEBFrTelKxYa?fTix19=xYv-R+4%+5hSx-5Pu+7iU<KDV;
zt6=!@sK{&UHUfg3yrN?68JG@L3l8&9I$;S3i38W`(+-}&eQLFeC$s`CXlQ607I?}h
z$}6WJ=;Y|RpUwrDUP0F205XetM~eB%HiP>a86+LAjo!Ena)bNU6qc5b&;wz)Aa=&4
z0}q*&mR49%F*f0PJ+Ekx+p6JgIsMpY!@%34=QZO>wgcj&YN=t*gYv!+O}DMb6WBbS
zb?Frq6)tCfDBPp#lhD0cOKe*cl~M(M9`^cZ9TW>K0SGZ37?_wWwB6m^cFt~Ym8CJq
z&T|2nVKrB?6%&?n-7My#v#W^j4SQ@)&(GP9H^&C*s5m$#Q19KFXI%(o4EwTHHXvy?
zI5JW>4)>(l$*OKo=%DoQ(7yZ=h<tk>?laR~UmWy>fBA%M!1{TE%VNAt(edV#wik8L
zQ(<Ov>+8#tJP&Y09IKFtdi^Du{OzF<TBRAi6VL}4QXEkvYK0g-zakcve~CK}jasK6
zEuHeNrG@`Bw@1z9czIs+2%V{)G^39}^3s45kHWPK<8Wj}xr?#vQ;UU9uNjAo(sARZ
zkp~x3-<3SdwlTx@GkjvTGgUicaI8H@_`qj7*y#=ef*ex{b$4jO-TW7ZJqtb_DVy0I
zCe<kF9Ea+c#}igVuKjRKR@td0;zp*6{fMKbYy=}%J&{#~7Uj3HlLdOBpy%;XyN%T4
zl)McM{SmPwGNG8HvzyIu;>IwNq$b8KyvOyl2Mh5KR$od|XJ2m5G<qHES5>hpsGVG%
z%&_eAX;0U=<YHG-S6yX$F!IV#mEkj+E9X7nTzIcj*-IgyROlqm;VY3wm3_2D6?j~%
z#sA40GEGfiGQ|ycXPdix_^I%c;M?M{2@R2vN2Z)+3f>)m?CzH9X<e1MICy)lzJ;<U
z5zHm<{=vK_`wbM7Cj$?9BB%)hsrm9z=V#xzZL={s$cM$I<doG1Nlmaa8R;&@GA6;Z
zw)SJ}NhOopxoHywqx+?M=6euYGIDckejswZb?E;TjhkJpDaQ)CBiPOuL6>WS{fRX{
z`*Uo2Sb-qq7<e?&Y(v>6PB8952Xsksz5V-jPzf@8My^>c$e&4OhPk0}S=zMIa)yns
z;4aUP%$&5GJ54v@7Yv|j^(^Ab%hbM|_ew@jsdoBLpT3H0BH{7!vqRY^3ejp0K28~c
zHATHU5CB*6xf9C9KHJ0$Wue)v9oy(J*-gIb>{Q4GmN&<f{Y3a~L!Yk8NA(Sx-Evv2
zq?+*ideyjNTqvVbhmB#ygp^6^D-hd+g(Wq_i%|v%9}een&02H7v{^M{^KMb<uFX2n
z^1W2etw@&0zgg~GIcfXi`IMjq;XDqioC{}vXS21ks^hA+9DIfOSeonwYho;uMRJLh
z(x`<SWUp_9+G6)UEJeDj3u_Omf}2&%I4)beyibEr(nH`SJS^O#D&S1t_8&fnFW0fY
z^I0^77><sfUWUtjmbD`Pvp3B6z4Rcugd}#ku-^Gk3AdAIU9;0*;h5;5m=af;LnNQz
zvEAsPL^$^GAlRuZnO=G8RhY09u7EK5*``1L&dT{KVSJMzI}D~GyrE|;iipxe_F`<{
zD1L|;xrKbkH66r`#9R!73YRg1I6SAff$2e#tgDYKypb7;J?sV9HHGhv60r-Hl}n{(
zahkrL7@lRr`MD_l_`O<2n(nu4U_+rvGNMx82u*K&PDeq38PwFlcEy^Xn~se&Aq>T$
zgc&4EBSkEKg69)N>pUMqrb=y<n1qdDyof50lql0ZEW;*wvyHQ2WYQt63DxHSY6XFd
z@Fg6PF4<h!G|1$_7JgObu_$WMne{=m$3BOo*4yL0M<oPM9@02|@|+#HnQN=8{Z$qg
zy`bXB>6*beelENj5A7O}M%B*5h0RVu><yzsLM_}w!H>i)m+oIB-sWF{Hw4prPj^w;
z?B#(4f~NE=NoqUlgJe*P=f>6=$g#L)6Qd)U_P-=GP@2nUNLoGO9@{WHY~xmxvfxib
z0_7bWbi{p36Y>bjn>ml~k_89dF_qX&5iB6YXSNpGm7Xj!i5j;AskTd{%@2b~+POb1
z7CPr4`wa=pI4#fW2YgUrSYMj*)vHSt8X96vH2O_$@a;W@3xf+nfZoV9Xk9_OW$={j
z#^7V33Pedt_5@snHu2^&I@9_H1{gdhTU*=3>#Ln>`CJT`469~NQ$-fb$!z?|>=OPh
z><YeKZu<uMt{Y_Q4PUqA!Wffw-uH2<X`tAD;_JG**xKqUvgAW5zKTEwg?!g^Vb;Ip
zb^FyER<jG=11xtVbvSdBdVG&V8Fa?rQ##}4m&CUa5^khY7t#(hCP+^BMpJy`f`daZ
zm#GRYMq9MuRAHyk>o(LDs60;EIOf$9Tn)c`s9FBVdRH3ZWv|Fi<8{NA8}ybcDk|&j
zsfInP#XcK;ld-Hy8A^N|n0176PvLR`KQ(>J2~*hYr8>ll=q33FD}6irSMY2)N#j}Z
zcai91IWjUbaE~+u1pM@xyrE4QWQ7T*+5jTJD=8^KCLkaXF4C;W#ng086~oiBp7A(g
zBb7{Ay^Vt6bo1s-)<9&u^;1wF4^t?JxRLYZ=H|+;M}GV$5_6@u{OL6XlElOlI;b_`
z<-WH&A|fKvOS~=-@0LONX{OmB0&}okyHhb<QGcHVpfidk#IDetu(*4$GkRRl@bU4(
z`unA0&UHcL4g+Azu?nv%sEoY-Rt|fF;tI$aN;w>eV5#JvW4ni6RzAy;QB-^<n}UeT
zDxG;9{QSABi8H?E>73&EyerpXzkrxqeoz@Vqv0p(jLgh(F&1BWqQ?kfdKqfu6co0f
zk~x&NI9ORn={?Tv%V~P64a6{79l_zn>9F!Vz!4S{^jE#^qAaq%kAYFazEk+lXDvGv
zR%FL-;o&99X4d;Ufd1BNuygEGZ)`<SEFTU?DSZv_n43%$ow!fGF;b*-K3fL^1A`}*
zCFzi_Szj~INN;?jcFjD2XcNwH=M&@rSk|H}I0arOm&}2(L@4HcS=nKB>D_q>&fS%^
zDItKRw{IsT$S?+vtCCD_QyEVST40(|bEw&gB(;u~=qVuhybl~A&S0d2jkwGI<VLzE
z;WnB?Gue&#>Hdos#jwN%C^lSJz9>5ISoMK-8Fi2VUN?pc+!MgXHr=^<GOF343-G-5
z_mA1JwA)baX`HvpNAhWqiQ0O;T@Hcw-!AwA=f~eZ&oVzA8yhoarABU(fPjBWzQBgk
zQihl>@B&yhH`u)&cAeQBVa0r73dmYOt(f7oGd+K273z6*0*`>PQn-R>LX)&{XJ==0
zD@k^xi?o?t>hz$Ru$Z{G!iVU&w^d+_)jO91vxnAKt569rx#c<KF49(}1(anL>jjMX
zJZEHu-pRbdj}F%cg1Y3as8cQEtddhbHem30b>Y=2%v1LV)x?b_2Gxv=XU=)yzy#eU
zYBTJICW-B@w9=xGsxSAikf?VEJT5@7hYEQF$}BmT^@2y=MlZAS0GtNZ+-$R-{2Ny@
zc#A~W4a6-qf}i{b3S2u*37be276u0CqeqWENf_O8aB!GkSkN1uGe<dMMlrRZ83bPv
z$$|HTHv_|GWM%y`d}?WF<Ue=b+}!;4Pl{vFX+y<iO{?-xyqjhh_&N;7?%j5e*<xI9
zDW@{Fzapoyx4+@Y=QlQnDpl$&_us?(U}oCxm6n!fa~=)f8)rTm#vZTa29p9=rxI+-
z6)4ZITa^rU%g;i>!!c1%P*fV+U9u`K=Yj~@CMMJXF|qK4Au`J7aP@QaXTfZi@?mr^
z2x$VVH#$1{I$XW|+84BO2+lR^dqWLib69tmP*TSmF1N>7AwL#Rq9(Ai3LBhB>46a2
zRwR~>=t}BDnwpwq@@69WsdaTpUw&Inzlk9z#{dxCRgSl(C{HHs!iSy`C6mz6MX0{M
zee`a)1~MmtQ4gBX3`PnyY&-CrJ_5cVYyO&DKtkeW0wUN>8p`}%@ImF2Nk__GpHp54
zCXA&d6=t-*KPABflU9?;4-RGf&`~^=N@k+$5fhVwudlEEWR*>+UI%hcZf;~m#ND-#
zqPOPLbt(l>@$rvezI<sr+XT%Nj!ahTw4*pQKZ>z5TCC%DUI=!0t|&Vrqg)RJ_a5)e
z6yZvGd3lM7iA9!`JvqW-uh+&lWoQmYC0+zOi=yK5$cPf2(NvAYdhO__G7}+77(yTt
z4rz6Dwe8|Z)TNu@1U#Ar8`i8D0AbxjMJ3{J+Lqry#%2&Kh<p2%_RX6&3_2}09j5yM
z$s?PVo<3CV$L9x|Q>r_o{Ut-R)br9cCofO#tKjQOi-}=QZhZrTOk8ev<sLFJvhLvm
zwal6t)s~hP`Tc%?qOy0+kGJx|Q19MNSx$9wb*&l4UkUKQZbiZt6@EDg6O8io6Ut$G
zB9G<O<ET`YUV;aH06FAtiHV6tSM=XsxdTAk;IYuf-NL7ijurRO(ZTi!rx+M7Hyd)I
zr>DR7;6bh?Gh+S0{(eSrv9yL(l9`y;^HPM>sdQnK&W|6ZH(KzEr9c%gfkq}NKT_Aw
zpji;)f#Zq-!g{ijq-0n^M-2{(Wi)`l@F*xsD{vBg*H@P@6^|L4m^#Xv7^2Z1RF<hk
z!#(gW(d(da<E^7UY`3w&jfjXy*-Xpq*#@|*tE+49sHGam^<;fWe2lb#<*<F{2J^<s
zN>)VxO<>RbiOwpQ`>D0Vo8k`@uC1^-jDgct?Er?FGMEqdb5Kx-NfZ;b8rsy`c#Mxz
z9SX5kSj|kEzwdAA$N3sy=*;Fn-QQBIG6`di2YAFm^Y?gD#MVgC$kW7<+xR{+x3_&d
zYK67kE_$8AS*zV{zJU&$?x+DDa0)wzuby+IF?#y%<=Z~OM|Os{yn`Q4;J)kgDS;_(
zYG*IShuAl$7+UZHxz3o^^;a#nubb~V6kvi8Lg3&$vD%Jib;5%f>EYHb@CV1$vssRY
zUw!!^d!)N4)|jC-0>yv7^((XU`C8UeUQt8j$+Vl4%jA~NIQ+9V_T6`4*_B~GqDS)<
zF0Z`L1Bpba9`S5fp#!9Z+ZZ(J*}2MEZd*)4xc-Lqu_<RCjkk%n#f=u2;E%Q~e|^&x
zI(-Uf4=%n5P>_QwPhVi<xU_{^KTg;VN6iw>uKexFT%BI_4J!235!52U#?V(@cWYgx
zkwOB~-7iQSKCAc5MOFQ#-9OD3;14FMZrp*yT}TKGnP7rOb89kmU;i)s{}-U4t(g2>
zH*WtHp2g`R@1d<1;QR>V+K7aDP}I;WD{7>>q=Rah|0RUwCM@1GYC}Xjf$U23A5Y=~
zu-^}2yTl*h$bXUq9US4&w}|&6Y{nKF_2K_@89am(H;09!AwVkr9fid|_V&K}D>W(e
z%gCVq6X4z5-T#Qv){j|{ZwW)@ip5u;8P!6i*0EsdX)*ebnTjfGCe{8nmk@qing7`{
z#DB)*7ZAw#EAqz{n~l)?-#<cYAX552x2vg%|Ig3>?f*0M?9$THKXQ~nv&~~x$URn}
z;@$}}76(z_pGVMz2NCw4X<Hq8PxjAm0*0UOkMWTSOZ-Da5&!QW2gLgSceB5LaPaTr
z%+3AzbALaMs%pajc$}l7qkkSpn;8@v-%A;=m#sPAb|<VFV_q{FiMhMi-C@>fa6h9T
z@d6Ca(xhFV!U9@gU|?4?x!mGG9}i1GU4~g(TbndH8mO35mB5xxG@gf2l$Zaw`Z?WT
z?Mr5|Bi0-gkSMY!F!a|4bGm#cL3--$7OUwE!{d1T_J3qzIU|VZq1H14esUiq`>qZG
zFDku`Fb6*PZ`-+s1(XJFsKCO=Dk?gDVhu=0c)(P?X({o^04N#JNx#)dWp+>mo~JtG
zw6t;JwDo1J4zW}!4_{!?a+|uCn&#fTb*r<=W<mZvzk)&xAmT+DJumeSmU~Q-+u8(|
z^zm7(d3(Zv!r{0xT@V&xK`)v1`C_ux$!c$ZKl0P3XG}b%gOA66&ST4Zd3pJWoIHmu
z09qHn#C&JE-qaKD)wa8{eB?AV7+P9d4oQHC$l1}=(|g3qs*Hz;h{OEM*3NF}<16BM
zp!+Ozgez^Z<07NuVE>U?gUq*oW>z5S+{4Bu|NQxLj|2svF=Y)tG&E<3M(G1$MOH~E
z>o|nLYNA5IgGIXuDkncbx-|$T?`&~Vf2_tKPhLq$Tv<6Dl&8WF4x?dXqOwS}?=jDz
zq?DA>#6n$hkwhYM&Q3Aj$F45fYgBwlB*}Er)=ojhW0#NV?8jL_dD#r^b;uDEm||+i
z&+Ts6*w~o5Z6eI7>Khs5>4bp*A^&=~P-6mD&;Rs`My(^$Msi#nSwKL*`uV)NoUClL
z2Cr3}yS~1Dwu27JDA}RVvyHY8v>_&8DfWCwdR=ILe$ds~DRZFgw9x)iR!xm^Zf<V<
zB87Z)rm^u0h5>BVautShU@8AXEb|L9<JFf5Hlr{t)F~`sFBZK0{cjpzQd>9znQT3i
zf{>6mxi-}aV8&>Rc{c&83mWbBo}QkjYOA`VRGtKZ(_m_pR^Zjl^H|L9GV86rG*btB
zBWbH4Qhj<_+ThKv^yU~NI3rmFJ^WVDdS8#XdYBQA5bH~{j058YR*|R?6F+c4jm-6@
z3iL2feCE2ru0v2KoHWUGqY-ryCfq5!$qHvA@FX~@R(KX$d(|V~?Iy_YAt%ARG&98P
z3&L1^6cePr?Jx&`t&LE5Z|Gop$ujLMu-ucFmEfHvk?6?J<XsivY&{#qr;dVu?97U0
zmomM~SI`sSDrbd94ul9=p~6G)vK(mlje^QWAhg7RGV>(9mw<Qc=Jy1~G4ELKUE7jq
z)j)2y(yMSyTQz$l?}Y$6bOKArPv9c)#0Kg!Y?v|(@if%l(^K;{Co1(SX;3Ur<&I$<
zgmdl(o5~7uqL9ib-aGkF)c}$k?2qI&*$XW=OMFB6<$W3i3@YijnAEBn%c#8OtbVfq
zSj#oH0EDmPbJ=d+O<k$%h`e}8s2m#)_p3z4YI@(xE`FrB6|AJ`k~wsdtC08XF}e-&
zs)6VyKUX<34G4fr6Gb8{ffG^U{jD?rz@p?Pu@ZXfbPeAx0P-tS-qg<_1HkP!sHJ=(
zkoe(WANkUAKl)!Iw6@yhXSgvphw{aVnnl!2OiXNjkv2v6ao_B+roLJ&4?r%RsId4a
z5#4|Z$*F`C^gj?#$xY^RIje7v@)HYsd_B(mJA<`=mH#`ue}_O2EJ#91D*HDUOifMo
z`3J1Qq2OoyHS~9w`7Ku)!Izhp&u?s)^)y@j#47BvU8%Fdg`1Pr1M3e*@2pD{I0OJ3
zDmtQ#Mpxnw<j=oySIDEAaB%-XM;#D#|H&z%RW`(brO02a1Y+&YzlUZDToD~epLYF;
zE4c$g9_bqz{{8TfnnRb7^*(Np?|c8;TnhNxw~Lo&nf-t48a(nPX=_2H<E;rJ2UPQ0
zKh`e8tQbCCnO{W(`>(rdyEl3vUjOa6zv1stXnn+#M}tE{5Y)f~S4s4vq}dQ5*MkZv
z%-3q1{%5ivRn|A_0adC}k>)>>v3qp%&#K?BbCUUEb9}Fs<{Xh{D`z|@8I5|QPfwkJ
z#~@;<JC499Q6WzelC0YL`lMiyaUX-4^*Oo0BMqa)kFTQp{zktHK;TlTu{X)eONSi&
z*X$0t=95)2mi0%9)mP^mOCWPQxu}SauvyPSEit10TKHWI7Civ0P1mWqW2vJ&FV8!P
z!#UHIg8&i)>A0TrcvO!85LB44(MgCOK76>}|JyGQLcMuxHk|+Jo5l;<fzr*9283>d
zF-ta|d}4GOT3VAEJx6VvzkoXA3v6s`_t4M=OtF{e1{D+($~i3OA|HwC@6CS@roLXS
zeJT4YF>@Z?X>&BS0tFskhAA|W#Y%Al911Z#Jw3bkt?~4F5II~{Q<H{|kB`B5S9|OS
z{GDG~di47BYg5m`Y?)H8YflB{-|_F?iTcR#h2;rrZ;ivopc7yn@8RO+hnWq!E-x>4
z0d)C|a0n+T8g^jC{qo*ODkL~KBALS}*C7ZIJ8ihTuMbm7O6oP8j&H`hcVd9X6ciE?
zv$ro}ccL@yCsa_}#CewRMATraqhEZKtg8+P@kdkM&@dULrLxEb-1*B<QBejP!v(S$
z8q_*EI$yG+2*yecUYr+N%`~hln~fAI9Q1Q=acNkDAG9<8t|g<P)sc{rQv6cbxe4$Y
z(bGOYJ`DD&{mZYQQXqI3r-W~`Fe5|I1VO^4kdTH((jwdgTK&c5ra7P*Wd#OPp9!65
zOMxg-3dT14e?-FZ!y#y7xn`PLT1CUH4M_E<jn5B!C1CPj6bJqvLGW01cJ}fCHiu(=
zDV)C=uN5w42Q+XTbkV4eQ?*dhL2-JDvpNY_EyDO&JgC2s%HoMxtil;xLTwN7ZzGDp
z&RlCy-hn@L#Sjkj?L_*+b|#v~kENq@-Um*z(mwk?Az;4$fq;wg3K4ct$spPJ=1J4S
z6!C6t6SvFn2zVCjv}YF|b$ZE7(CFg!f{MXJiT7U9#jGES{&2nuULj2Ca&Iyv0w#^Q
z=J8tA+uSPNNvd%>C>y^HeJC<G%>6efvWv8hVvfzPBP#wy!m?=XH@1(Nyq(ioOtTT`
zP@2c>uAofG#?6>T`b<pkkV2y4=hv15Fsue$_f@KG4e|`M-1h=hJ=64YY3y`6Kknf=
z>Hb8bXcD-*Wj@5iO~EX@?x@^2dw9m{$y{!Z2j?u4)_%_uYk{Px5c&~_rPMoh2Vs+r
z6BcCdn=Q{(J1O%V=f@(#c#~l0QGT5J5K?5q8w9A{&*7<*i+MdXfm)wng}sSzSNW`y
z>}|FxkNsU<_IL>Y-c7DuVe}q*6fv|HstxxiRhnpg55{>|#VBVw5AXBzV}jB4RTsBX
za~^dHBcu?=t_DcZ=AT5Z%!4j_FboLPFWz?#QhwkCdn9&mi&2|+i6%qsMNQ&m-ufOt
z)kKhWr!&m@q0L*TeedMt7wn`ZWxOYZru%i*q9Z9VqrTbNT70KELdXNnRS!b1cz=}-
zUzk>*Dzrt+MeKy{&a2WrL;m}lsU;Gv1;xa{8}#iSkN*DEX6fN?{;@V#a0|^5Rqse=
z4_ghs^pD!m@Z0VS3NwzRz5Yca!s0bykR0ERgd(8L$u*0(3_#b2j<ydhE~dL<@bE_h
zi7MoSE54=q2A|<DOO>}Bx+WHs$<?Q~{aw{yeiT;VmUWybrSSMh(c&T5JAogr7^!t(
z3~dw<$Q-6!Hn)$Maeh&y<}hYZJ*g=vO&P?f>lQRWhz2k(k~F+hD6cL`AAkj~Sk4`V
znikCdy*kmxx#3=)p(P)2UbjFO<Zt(S&gIMDr=MB$3)AU+%b>YE339Pfv{8p=@pR1r
zZe)WK?7u3jVmvIkRaaSA*=MYGQm2;%ewAY#tMGNywQZXlIyet-a0+OA3;tN^ExJ-A
zIkesBi#z0n`CDmai^_sepUM#a0+5gmvDHufQR)185LMqpQ3f;fQHL*!1%#CU4lyBD
z;L&l@^Iu9$Nx}7_14g@6zY$C%(yxhh<h7k4g`=a6`p!ik`XbNTm_o7OQN`B4Ix1T;
z0|;e%&JBO$2>07F!JG@<5_e7smmgv3s@RmZD|(Lfm|O?NY`uW&x5<4)2Ntm*92L&F
z?UR`<!v6k#{@)MTp?x7`<Gl(046^l;cdc1*kxSSzGc)gDV7$w%5D-X=<n=3eLs%+Z
z@r+)*%cJ79!ZtrQr(?nffw;O_jcu=sVRx}YC2wOA(4v4feC794K@xp>``_{-1;!ci
z!lRCayun01V(?izG<y_qo@H%^OItbl{8AOd1@@)ZwBu3ws{vo$+UZ6zIKh?jQ>JKI
zXhP*v7ce)^e{uXQyR!UO8LLg^cEe~fR@8(kkvjPUD65hyX!+}>;D2pGPUO!-S6{M(
zQ&Nf!1M_w53h#U?hY(U>oFCeFKfAs41Qro%wk{cUeM{)~aj}e8y;YtTHsDvJrlqy~
zSyO=>3?J$B97Yh$+CxAOGn14Wh%>2#zew}72lh}L&9kd_;r9+=yT)Nf`^Y!a2EUb<
z+t7GTy}^rXM0#GPu#!5sDRS{3G21zU1CaO|Xh_z#y?)pBVP=QIdg-Vb3Dgx8HMc8#
zf7FqX@ZlKA2zMfXt+YcPop2sV(<OmuYHIp8@E2$C#1<-!MuP%W_2{6sc>TmAGGDE7
zJAMP$*A^J`Ki&n!X#}WstG6m9GHPnZa||BfV^VMlTx8@H^2wgOXW8w%hmXG<y}_Sd
zS^M+WD(#?VJil6~6l?nczJ&|Ionv#kmOXpRtpRr0xW@HMmgxwN?J9wSMxY9~?0vu-
z;@+-1kj#qhZfzCl#Tt}HIPK|m&)S{{Ym)gL4b6huGCiD|0#F=L)pjdgyK}7upw765
zh4q-W{!q4d10ZHqh#|5XSfJz!=72Sm45%GvHfBh*Eh++@wot%S`-TeWSvD=`M1vET
zKlYEG8k;wO7m=~Cqyz6H%ruwR)^e6d@>K@5nX{5?pO3d&pF$Lqx1Q%YNnTfHlC(1>
zFzIar=_cy4t&bEWXL!DC7;NVkI5N`Ggb<<wQWCN)18dR56fBe1=r%APp#`-P0rm=_
z(%`;_$Kq?Hh6xfE7w1rD2qx6RPQF`skKe17QHv(AKWkt`NOhn{i$_fNXYfTs!fh%n
zHXWj<214l)NZ*Qh5MGBGV)mE>76jXqDW}TXo}aa+l!Qb~N(vz`xFtO&%m1#tIQY@a
zB87&dNF&dFHDk!ITF?Q?Q7F5ii%a#mBe3X{>a@a^TLSjyLwC1010&<mMYc@3J`e}G
z<^<v5fZ<EQ4IapHLkxr3zNo}PADjK)GJ!nh?%^?H6RO$^WEXg3WW|nKfaZ*voK$DC
zT?__Rt?tvkg`pbjV7KE<a#U2*Qo9w&avJt-?RwyQQ>cBOB*|*UI{oU^t9y8O1-*EP
z51xp`pnrw!$FzA3R6x_Wj}Iy=CK5V=^8ccQ)<e;NUg&XtXky9EE5~(QZ8gKqgi=2@
ztLK)4d0cKXKzf8%0Rz$Xd35<tHpkKrg^Zg3<)QEzvEJsYA1f4>P1Zt5RyM6H;2o>d
zT};fZijD@Te<YVgEndL$LiDg6S7OrgUxEv8s8ZCs0ar9OHnyq8D9kZ@J*qG}aQ`~=
z?4|i06<Z1H0HHSbfI*1438J^iGcDY%Yd_<Y>u>b(%B1ef-?Y7OcAzdsGze%9>>(v3
z&0WB84aeh99D@n$_nl^?3DavkX@ZoR6_k{ea>@DD+kw--UoBf<vWe+R0Jy!e{I_r4
zj$_ndF~67zN@Z!`u>M1Daqeu@AI(p7l9!K82*nf}r7EmMWt{wCn99;s0uH=kVgPL5
z^eF9<)^4K1Kn$ST;CpXaulA=JCT^|b`y8|#1z>oe1Q$*brx1NpTzIV}8^0?qPo5ld
z4|Cl(k+?W^4!^y#&vnC9pjB^*IMgVHa?iR++!~D#KXjx1WI774Lrk=98I8hRvmrJ@
zVGBDzq;@ZMMlGcV;hSn6LyXy;2Z=L}>GzsepCJ*_kl^E<>fpXWQhB=nB1=g;xUtf_
z>Z|(Rv2C8>p(V^WGU=BfVdt&oi<#bg`bgtLK^^8G=`6LuQddk*_v|A*PeAZ)S^BZG
zR7m2R8t@7?P@9qw8h7Ws4_(Kjne*Y6Rn(xxLAmeb%JB`hIyD#I@_OH=>*KkugII=h
z&kupoT7Ia16&(?xzJ4p3y?`6zo7G#*sy;Izt>JVYVd(J1QXui_vpP<$Mf-PtY$noN
zlD{grv=A6);9BZzMd6`(fk7?1H6P5OT%!BbuH$Z-3l=@eY+>zo<n`CaYq@JwC3|4k
z%&GI~<Nli8EqqIdyQxsGtseC^<}6KyEF#geMpOdN;oKPB_v+Qn2T>|X^pC|ZXWWYg
z?{t}wP>lAK>22J&p$C67jQS(LRcRn;I}x%EY9S%PHOwezJJ{4bT19{Q2PdVC$u@w6
z?%&$t0KdG=fcc}Wh7_pIkv85Ux2Hx|nP1!2API4k@Yg%|{mRO<A5YtE#~>6Jrzy%Z
zzDROY_+BYbK?|lWTQy!PZu*DEWj&L6uJD#;d@%Yf(H>u)pKO`$r*zy8E%<I70PY-}
zcsi;?`uoqf)t|6yUS8XahYhkkQPoJYymikVXi&sIsu%0$Fjeknwo8XZCI^7!FKEX~
zqSp(2@C8ZFdcBJr=HVlTk4j<kgI()f0g9MeYC54lBEPF<CiLE1ZpZTJ&f4CVq3FTQ
z=|v6arhqAlo3N}caM5;3Zend(2@jQn-0qWE=5KL*i`_>%8X2)85MH1p8H9h(Re-@H
z)}a^9MOs6DkYzaASGg=A;o&#*VU1Zk8WT*=PcwuhU?@L*1x*ZUG<CcD=n-FmTc@j_
za+(5S_joo#+jt>6?XrS*wxM-RQS&MZi^xXjN>)*hHjiPyfJU-X2QUMQn9Yhm3w0{o
zJ2U_e-wM?9JX<QYoT_o0x%*BsnF3JFX*h4*;M>k+v$|Z>dhGAL+gyIryf_*i7bo}d
zS7oZa3YBJZ5-CoD>g9EfJmPau38Lm_)F&{l(CXF1QWRzzkNQWbgOnX9fo}gtO{hG2
zGqe}K!}iMFNWX|qG!!v9w+8l1*R2pdH3lL+=jfmH&#VZcWK(NvIvd$+M<OzZUflS5
zkX-U!XjA^APc;0HQ=;5pyxucPiBTN&ctF}-BDPWRc**ElNd*Jj14T6a1h{8n7xJe}
z#X(Z~rw*sdzU599ldg`7vKUPAYfnKctK^R#7TjJ`W(8#!Vsut)-ZR=(<p2ropCKek
zNC&k%nbXKoW_d>Xo4+l$8$Vos=O?zzqVq=g1tL)5I~;G9>i`bskCmtanj|J75(^cL
zeD21BrKv%`-syVg&6&oTKPMsuX4N;z+wL7nZr}9<z1)Kbc)i^I7}2q@sv0-dex3u!
zJ!>@ebsR=Yds%g|%jWFgh)gdz_(-qF`{Ss5yM))fC{CT3h|j~*fr-PfOjuSnk}`t~
z?@z>OkE$dgc^?HO6fu(a>m3Sphj>fzf5bFCxc;XkLa?2KM4#6g<yyWmt;yhK`3<iJ
zu@|QXVPs|GcDe){IOZ1;g(Qdu)mVO^jQ)Tm`s}R37k45{6I_Rg<1bKPEg^XKyMY7(
zdhLn8W@PYM=RI;6V{yyKuj!2m+ECmCj^=-6N7wLWNZb{dUq)4_q~?`RXZSY&!3E|c
zv@$MhlHH>C{NlpNEi)ss+*=!nQiZW^%Di0@;mVmooB~vD3XJg$%&^cXB6=ba)QggM
zAKLB`26Zx`{T{`PWvON@R*+@iYF+8P#m&h^ua#3*H~*7g?T3C6vL;#*d7pp+y&P$O
zlf|uV8+gh8S|@yDP{uLC`Go`p1OP=k#6K{wW|NiDX|c<p=-u<i@GN(?uks<tB|FYl
zbQ~y%F`zOw`~e#F#Fb%;9~z;&jHQR4lhqh`EahdfquK<NHI=_NgTzfHO)plf;PcS7
z{x!BtL;N?86%quirZ0(e|It8{Zbs^7A}5bxg$FoWV>bwJaLoRGnlf)ULsHR{qBzJI
za5Fi676drKf1bI_`*ato+Cf!LHU2Blgid!E9q{4&0VL91!Bp9=$*uv(?ZKiOFvD~p
z?LWoOK08<uS65FuJv-|J{u_v`9o@-rJLgj0*gW{b!|k27Tg5f35Ij?Y3gpfPz~_`|
zH{XDC%|HY{2*C?6$1g4|mDhS&SQI3=ZC67`P8ZNkKtfC`@W$)PWo;-gu8NUc^NsCH
z{=2#UX;H4nIbXwrld+i1<A0Zi0h!b!OyD68bO<sa7sUYHts4YsU~H1sbY07I9O>96
z77qKkztp`nC?}=B6a@T%?`(0Wk{27e7E2dz9-Z|On8(xv3Y8!LyU-uU{E0P`Ok&*s
zzy$;zhp(Q!W_Zd3-O<*T?b8g5q@E_m#u3|1c#MH!f+^wpi?N+winh=&;j)sYt?+(0
z>L5@9IAOYM{D?>HeOg&uEUWFAu6I)ypsf&?oB^(QYKU+(2?Q}b{H*`zXO*Xd5k(hE
zX(UHyAu+WiA4nydr>Cd?xX&7)O0PRC%*+tdmJ>L;Alxw!W#fQVt5X1lD`WolgkERl
zqf+O+`Se&Yt{CXo2*qKMble;z0<`tLd-ooKRf+0JWXW>?;AMy&xP?-dJ3_J3T~lM?
z;_@s$LmPmye!UjlYaWAvp<(WsOuA5x@>ABN)!E4C=nPZNSEyF!5!Pp%>B^Sw4h5Xn
zj#ba_S;Ua>IkVZTwDZMrJ5~|>>Xbx0v=2Q65D^pjb`1j)iJmmoV3lV5FH2UDsS??<
z_>^88WP8wk_T}CRGAz=Aj4snBB`E^P^9&p7>x0}23kwE7%3805hJh9NAC4>}qk$h(
zG;+@&YY_0j=DMsVzj;$w(cz+_mB?%%JEOx95fhVnm2TqI_l8T%${+S0$rwuv&NbZ;
zYvoSA4wywPsF8;p9BR*>KX2>k5RU15OrXh2cfYStqc-74=$WaGPHIg9>qvC;eFMz?
zTH$bf3Jmn7Z+<Mn+5h3kirXvobAWiGP1{>rTZewZ14Qc{oA2O&+M*(J8rTOEj-_Q}
zQva71i{!gt%rbATlXyDakJE@SO2w|H^HVOqz0>5<f-$j<gyY|X<+|`-Vd?HS7FtF|
z#?<!`z=sWsHbmh0T77A2KGRS?W|-=e%5sd*v+H}iJ~cq+eHGj+`|Pyt=w`__Y86dy
zoiNnJbTJ}rJ=Agj0Yo%T(lXjc9VPqDP9HHHa!-R#v8Rb!q}K6mIC)x}6~_#zw1b0!
z7)%dAZ`x3udv6lkI_U}UM&Oqt&0p?9o$YtiCdPRjj~Ursovq~IxVXUt=&_N)Og32)
zX>eiemOL)Xi95L7OV-EBiAE6m&?y%eKIEFO&gniod-pd$P&}pFWIenaTWY)1wQR5(
zNgvMIc+A^@;@qp;2W3T*J!jH)29uraokC5P2Y-AJOGZOLIsFEIzjL{D-!gX^K5c5X
zz7^wVxdl!?v}_aM%Wh!!%FUI6Gz}>rz0_>h2K_~))^jb(M|)fel$O;?7)z%f`<-OD
zXt&t|>{;4L{JVV*VDtJ;+{+}67vo+Ori=m3<yQ=t_yDEpIA%a`tp7RfDMc@o#R8>b
zzVSAeFDpu0CRWPYG0?Xl6{*CBK0+G!-r2WThh%GElh*A}XP!zv`O|Wb8@=@WF21(Q
zku;5n+r#Yf{qEeFq=1!PsW?U>sw`7Ayjb915}XW3pI;P3T7X8~4fnSBRl!>zSG<5G
zk!bTj?;cPJliTyY9&=ZIqd7Ea7x}Fqzy_IIj`Sov`U8(u7s_e>3iket#nuYnW+CCw
z&D3f3pIRrox8<jpsC!H6ogwQ77FJf#p-Bv%Zy82qO@H&0vVZs4TK1;BZZ)vI#+Q|u
zARK9oefSi;JPl@b75K(}dgpwQQxX>zmdK^F*fj6C-u&o8tiZ5SE}v7lfxm!D@FJG0
z8i1Rh<XtglG0yP~%kboC1KT~uyv(v1&0aiw;=YuqV9eylkc`P9Hii(7g%}3^YQ>1`
zMNwszdkL4)_La3-Wv{nYJ8KZ&T%mt(uF3&}FXIP!WZ#?~VeyGIv5XjWqERNoy6%K&
z&q8MHXIXC#Rg2AogG%Ogd3O8gtc2EyLb#X%m|IN#&cU03giN1$j8Np?USBk0oarCv
ztXT>Q3#<K|?rX^_lR1=W-o_KYM1G|<Jx-{VwIb@I+YyHMXOss#z2%*D*aoX%k!oZ6
zx<MB9#Xzsj&IAb9c>!6nDJXXDDJ)tk6qm&>pBXHaLk9<0x{iw8eGJThxP}bKm5+ZH
zVA*_Wt67Culv&83^63GeTuhS9`)FdeBNl>x+p)k0j<kESCkr}x$b_;5KPxp>DLO9I
zoK!XcoiHJFvBd4equ98@*M!7w0irrj3)J^oRL2svEFDT9=x{#J`f-&d!+mul^4#p0
z?zh)6U+lU_m<P3{&$jNbp<x?;zwC=B(8$?z9{Rd3X^lul`h0GVlvAZvs@qM+r6{!J
zcr;R^W%cKD7sD$Hr1@ShzT6-ao%zVirY!$RiSs&rF;?*fhm4ZaUvhds^kDR=w3mzC
zwEh|%D&gyZ7~3TTv&@t_p~-;Y;M@N|mG-tExQ~ekq<P9sQ!Y!kL*Uw~QpHIhAaeh6
z?J~*X?P!)|3E7^ORV;?DnGUk579Iy1fXMm-Q$bV!<`l0!ZI{b)(R-+?#EB@eAIoX8
zM4n324}EwDil^YG{m^Cb0=fc=Z$~5`*g&+0D$=DWQ_Mlb&tM6gPTSj{qk{N%fu>(5
zbQPVnNRvax*S%i<=na4M+RG!^k$z)Q6$(m9YPLd+KST&-J@dD>U37YH?j0OQ(>g77
z5=>8#AiYE$=(aiC)foskG5Q0qA-!fGl#SJ3(yZg+T5NqeW;?Q9FmD~da})Bag0=^&
z_md0-nv-u|k0nvFG*<ITL!VACo_B+a=y_035P65CvGHBd8Y&kC=!e(+75^E6n3`#I
zkWyY&Tg%r`oh^wRosC(YbPePk$2)Eos8uF7Qt{XK_*Z=E0f0zQ{mbgiso|3j&2&d+
zseO!#1r93ja4T!Z>jU2n;Qe0oi!7cGeC@u-kuXu&zR-S=Ke~R7{2+Ur^iQZ5GLN!?
z^h!%gM0(E~+_Q}04!Ly>@CY2H?*GZwhulc!*-m8Qe@FH~#6lqbV!8aum}_>M!Mgca
zX+T%vPg4p6|B&=JySa4ncycL{p6n1UF&)|VbZ?NnFZR8I3MLA)Fh`WN%yfvqd7Dht
zy1)-MonoO2+tWMUW=Vyzzyp?3_lu&394OoSL|5GVU6b%%C^>nL(d9n^tRbdQVAp|E
zSX7kt*L{lC3I?6$+4!}>c<3+q=$>6B;$%#REWi?QI!F9{n|KU#?8=()$rl6QB$uwH
zTi`N;fiUtJ3i+1NLh3Ag_wxca+l37i-#OoFR*&FMZ`pS<PE?eX$hf(=CCLd=r?+o@
z51tda;I!Hxcrrg!ykcO?aVd*HVZmo#^LUq)#gVG-?^;XngTMjSoVELQl53PBZ-=Ek
zt`=$&9~oS~ijpmaG;sWyML|Y5Yv8`jb!!BFAm#&LvLDIWns(iwju~_YdNvJh`c&1y
zg-%aM+Dd(FuIp{5nAutFtk{>o%SM)K|0m>uXIFdq^`x8NY8Q^}@^C<cGB0`e@Gzo-
z7Kbt&tpyx!$>oMR$>$WNwPi)nFbVDWq`#@Gg2ZsUpM?oxTn?5yC#&rYKr3CT`4|H{
zB4Tu$rfW{C#e)YA7D2;P^oJLi;($Y!pe{<jy?Z3f<>w}R^W#;E*jW#cTxQL7o83*z
z@v_cGOT>c{rav$?P&%{$C<1*}on<Bi32`p2uDNGSX2bSXQ(D*ON+Drku^WIqtm??l
z$pMX+s*)K8hlqPoaYe5QiLRz2OB+Qn8X5!EbRd+9r9bEp0gxk?nU<9F-H`1kr@^nQ
zUw0bgFtyxem@OwqbM&ZGN(G1RSNwnI*WfYygf&+0Rtfl}JPY95qQYS|m!3J=o>BuZ
zL?HRmwZSCUIwxqZ2UrSQM?T=iRjqK^(PZM$1(e}z*-zzw^&?OY(1Uyye05p_MJ+80
zaoKDI>+0(bE>8DMH2~ZOj9oMc$z#=aS*lLp4GyLd>0n7&DxQunndM1%XsEp8lV8d~
z@CU&t&M#2fZ^JK5t1gyb_UtzY3fx0mB~l6vi-4F)9e%l03S>8dr!>o@-?7b+Kkqv{
zcxm=R+cF6=!9KL|nK>M2?-}&+hXK8O!fP*8=TZfNav88)7cNrivA}Cg#*x=NQmCJN
zsP+X8_j0b|Th`R2@84%;XNzQJ@x2b+Z$6H|H~y|2;HLi44*qS{7#;j(Q3?BuP>g?U
zvC3sV%j=*CyhWz?8!hklWbfnS7xtng+!(YKP>aT%O@J6>sRdM0ZNw7;3fs>@A+mwM
z)29KdVG9o$lYeuQ0*5gvG&J=3BvQTG(R!vi+6-{2IzcBM9URC_@MD4|j2@(VnfKv;
z*i_m*pnu{6hHa!`6?H3O^^D9PZqjv*QS2vlhwYxJ*qV1!S<2|lF;1Y=g9L&ST$>0s
z@O@m=F{goL(F4iRWcB5Yv(XOf=}RopH{lN9-qSx&0%KGESLKu2pB7kJ-2|QEc2JY|
zAo4-MK2(eHp0-N8YdHYdnJ#DG?Flq9?gtVF0xeJ|q@2d!WickN0pY9a*uylE9n=pn
z{R9`R<!(IU?BXmx1Ild3LHjsW^?~0zf+jho&=>^a4^E~Wlf`rXzf<XW<V-|7C7>H>
z-U7dzLZ~1LdU@}78Uu7}w;KVHA1DYaFoUqEr0*;u=uFAzUPY}u7xmD$@~p1gz2rV?
zbYjlg^XoVcVcm9gR?C7h{>{~*3-vj}KX*NbQmMjrm2Rd~s2{3FAlvupQ5n64{pY6)
z4(swq*i3G1<y4$r@y~EDsF{vLP@+iTUc@higTQNJG+78gDgp!CbGR-54JqIbf>#sJ
zKrArNq4_=yf^De4NUwV~zThm;WHBdgO(q3u1@$`fmz%8W6asnzi}g5Cue2M(DC1Fs
ze5*Khkq0L@v&*ZctpJ6dN%{o3Rs)H!YO}O^5n!)aNO#Gs$lzjua!FdX-tF9rm%O_3
z_&3j7x?k8uDxl0ACNWeW6}$wdk-gf0&)DAaFh85|&?I!BkRWdgVJhzc=GU<5Ey|+0
z`83&AdZ+~WgnfOIvE6Sph_$vq#=!AN#RV`1me<m_a-jY)%^1tWh}6*P-D_D&6&K3u
z>+^iCG%aDVzC4YQp-uExh8}>_x|8m`gh$xqy0XUvCY1-jnPD8#ODi<-)jxYq>lyLG
zMO68#^<k4>hK5Gfzy@6$zcsO)71?;xEX1Jm`(&WyIbnW0>}ZS`8GiC;!RZljs+u8o
z4+!8l=$D0VqLT_!m@d^Q$pPjv%oGizY>TD?RBA(|x?)9S+?>c!>5&zRcQ7LALV%B5
zzYm&Z$T;k}mzG&ro}3`IM?C#y65QU-@1uxZ3-`zq8or?<u}w_yiDzi3BNKdA%sjr)
z_Qs_L=h8-~d-e4IUQc@2FIQ15$H82?!2SlXS8PU_t_=`NPsg)}g8D<2|H4Dv(;Rdy
zE<v=caCHVD56``?9{bBRR7~y!zf3~4#4leWyBs!R+jgtrWL7lDK#<YfDchPP2Ewi~
z22iBDvu@62Rk7aIK04c8QZrEVq>dp2<_(TqQ=G+jEF;}$T3d<-ja=^=Io*bwnNoaT
zL%y^3^*vnIr_Xz`Gpi9^846tuzISr1?g4%+V|Y*%(j!{SA)~BG+~{ff(!J)9uzMZn
zV(JUw9B8zDn=j^|=W}3p*O=k>Gax`^6=+B5BOgAB*~B)7#o~Sy5A&VVtwjiWp0^lj
zV5UFNd@tno;VaNENEJsyrmTn$o?8CGqo2{aPVkm<7cf>;?;SnKF*9CNu%^e7PWm|l
zOzlC};=GY!-ioGsd}E!{0y#s87K(VcAY4Seq<wJXq=#Yj%`?|dpb}A#_RkrMp$Mq^
zH8%2OGQoduHm&6V>R?_%W9y?KNQuPe1>*{<ra`r5z1vCop9^N1L_k2Gpn<d^B{h|=
zVN3xa+5`#_q|=pypw2qRb8vOR(eeI%X$@9|x9Ycc+P9}4@d50mh$%;6sBwy~<8(?p
zyuI&$(CE(udQfHM<d!y5>GxL<0`txQ7fW<K72BFO$6p`9_Pw8XLPMoKi?`5&=_#96
z7E);B$cn^v^nnou*t?nPZl+q*wz33#2z2{I7Tn68D8Z)9P&-(d=C9t40r1%@I!C~@
z>%|C(cyXtRW*8i#qYAV@^l<rMYDJS6A#Rf^I3U?>QRdhdXGbc1c<PEaBJka@@1!@?
zKn(tceEqfK^6Z=aPYMek`X(;<t-)f7-$q0<zuMedA{Q^hq6G0L1K_7iYq7l7`0WZ{
z2>$<uc<6AA`ugiW`_QJ_dCFs#<Mlm?uK^t3v?{j%|EFq?-efBTFVd%amNHhVd!7^>
zJwsUlPri{dybStGD{G67q(jsXY@f?t+&?(E*wn9dxPrptoo9xCvKMxwB7o+0Z>;6L
z0x0`k5Cmi%>tiT>WTGvK+D~wOJ=qvE!Qtf%X=nnC`i^no03v}KCc{EsNgnjuKaHz>
zMw=LBpTUwkJcS2@(~1OOJbQilg`NCyQB20E^wPzx)0)ZyILH%&mb2~M+8lxOrD+x7
z!4<Fk$wyZCOLT^XgNdw|-#3q%sEb7XCl7;Ua1Ubq;ZQCv+c(j_4B|oBpi{H6SL0{2
z*vMrpx!qFE-ADGR_dgt~M~N9q)x(!>fAilf3=Xq&AzeR<DhLvT=$Th8TO>?h6r8>_
z4-mXvXe63)+}5t9V&i*x-*y0J;}P{iFuB3|ylH<`CrInS#2v_s$@X@7C^YeGHnPt)
zaL`Gn;6X|MC4w@;4Cty|R@bjdDF+TnIQxaCYjvI@h9ajX0k}z}2h^Iyowu1U;<AFe
zw0+#Ydj0?Fj<d)b76@x11FH;THl#E*Y^;(*Mpvq?b9Wp{l-}5e^j0MHD6LiRH$AsM
zI-_L_;+Q&PL|}$St0e0mQLEQMTE!+Ado%<=&I(14?b-IsaV4g+$I4Q^HBOU0CtRJ0
ztz<$I5EyOubaizljXe-kE{gz`FWQ9~Q<6@tnT(USDZ8t*CQ*a@Jy7(d0R&#?#iVd_
zkvv!wbYWl^`JlI~7P77Qm2{~WT5c>Jf$z%~zXjPbH!w6WzracK%-*l0;JXcPBH#Hi
zae9>SD*|Pvlb|=J#}ez_(e^Zr{0R-$TE*u0Q2EWiRfD6x4N|e}#>xx>j2z^LOh-tP
zv~Ml#6|DFRzU>ueKjDVavB?F@kT=ABml?GJa1r(#fgb|8y6wosyu;(%EAx0QFGgJ1
zeZT~(x8#O$x)>@9IIp8<aH?|o*?-%Vpzci`JYGN}UJPLCoL|`@*UDV!ycikD%SdWt
za*gW!?<6Wk%E?kAOpj%7YjLs3&|smH)qq}nWqwV~Y0;g9K_8j@`6T!*_zPR%H=n%x
zBvUAlNR$6_q85gJtvxG1vdu_S4D1N#dQ02C@iYN)9>7bAvNl)B_+%*XVVbM3XtqzR
z3gc>Ehi}%1S=qXOFCDfhu1aj<@+X`GA)LZm%t9N$uJ*o=Ru)>?mCJ};tVy{ywXSui
zt}b0G6ShOeHk(-U?Dd@`sozg8<tbn-IggGkkIt^N!lFH=%;PJ2n^I>1UBK*~{EDp6
zgIdBA=fTn;pUnQ|(1OA}6G-rSe_vs+%O%_^4;Ht|UDp>-1CIwjEP&n!HQ?DyYUs-m
zNE-?!657#5#8Fc1(f?fdC9w?U`^HG_NeizaU$N4*FP>y%6txeKXllFn07nBYD=5Cn
zOM^#-|Dyg8(|eIZ=PO}ys+D3J@LgP_|GxWwwRYa&SpIJxPh>O*6%i5<h3rj)+bAO|
zyNuLrlf9!vglw6~-dk46CNnF0Z#S9Q&w2U&e&64-j^{X@=Xn0>IB<90*L7c?&*wbf
z@AvC$PSql8ZTwhJj~oZS7#7)Cxw9l9Pp+{-|AjbVk$j)Zt&hzlSEp}l5rwrRcjN>w
zPcr9o!t<|aavPC(jFl91>Fim?GDOB4W>0~$i&X%=6pzINsfD%6k3avp>p1s@iG*yH
z&3XOyG?~Kj^`Qc}x|}ji_(o;F0&7LAXYE8#MTCValOCwxO{*POZ<U|CfRxmm)<E_I
z<Ghm%?Uuk}YdMqYZX=WFkFmS@s2`ok8$c{=#%o<Ern{yl?;V_-nrb8buZUW>esmid
z#nLW+nZCI)q<(OCXoRHN!9YOR?+P9F8Q^V1K#9c-F}jt=CDQ#)Xf*J9D(|6WCC$9F
z_htPmi&<M2^`U!VMY=AVY1HL2)HC<7o%$A?(`#QUOF6tXIH`x9Id`Q=cxRXncpVX4
zNvKw+tptDksYYCDz&o2+%KaJ+MXa>A_^TM;*jUeZ(*A6f7ia|i@L>q^of?#GmEETU
zYg4ut&tEoCty%>8h$uufNcjw$;oK?_?1^?-@_)Zw^+$9l`E!Q6)aKc+UF9u{JzJCi
zu@E2G(sMtw-5ptVV}xW#Fcfet=h!L}oZe(>f9c*V2x(VRQ8CO=A!nKnmP56+8S@^N
zMYvU=W~;){AGz3{EtwgoaRb?5WO;umb{7!}CKqVeYjUN010%G`C0W0%v=^0>sC9RD
zt8nIcrlzJwqgHf{)4;4&US3Y<<z<3Kt9+;rCuNT~aM>{UEhHpl_|5UYO1~SQH!Q%0
zeafOuIl~-XRJS)vZl8QY`E4DY{_F2VOc%EV=R&J9HWFejE1r^^J$v>uoHJly)MRON
zadL7>1(uxXp$z!(wD^NrGztuT@90+kNt;PePbax_i5@bDAyk5P(*I2|RJFq41i7Hu
zI8tFRhnWAa^iKU<zh6)ejfzU2MFmjY+}~MMCuG#84EgXOwD6pw?wz3u``l<6c75+_
zLJo?4@7~oT%!S6cCjJ2dNb|*3`z|2mn%mmK;5hiUw6xS8VJ^JWeJCC5QP%XYxJhjw
z`TH$z0@5DG`y0Tyfo_J{Kh!-xSL{0dPcqc)+$U+!zDvC9kOrM`p!u(;h0j3cK%6*R
zRQiJXE-Qn@XlkdaLH++|{(ETUjE^@^XdKv0S^Pcix8#54{p%l1!;0zE!|VykZC_Do
z`oZ`$1ka6K`_1c~j8ZLN_oy-?x#U#=Nat6viF)BEKB|WNb6GW?I(^b>BogXC?zxbM
zw@m6(ixtaf^{IRoJf3Lb<)Kbzh?Ol?0$!&_sBfgqD#?lI?7zb;yg?j5)cx1`Pq!+n
zJqKH!)}pZ8@?#?+V1LM-Bu((+J#>nSet}g_2H>Fp3QDu#-Nb+-UhvSx0t)LhrhSm5
zGBcrHcn!n_PZK=F|6LjXuTUtN#NVONZ}_+Q!P+-8RlY`TWxa!cAZ1A;1ah8}K|JVw
z9!Qs?3IsvDsq#gqz?y$l@uq=OOO}Cu?46RA*|I|M-4*!hKB=s9_@CrZY6;D_FJ1G$
zELG^Vg+}0u8|&cP(m}9Z&#>p;emy>1U5AJYq*2J#oyRAia(IMzog+x9A@Ul)rhglE
z+~BlpwMxu=JjA)*O4ClMpUH3vJOy-7uP<9;48~;5T$6;Xb{``ZVi{@4wX=kA0;7@s
znvB>#YB@!(5Q!e-S)V!ve5Kv|0am5sy-s)%$&zM&%HHrgoYsS$`jY%o>TLYsvs~?i
zA81>H&I|UPL#&G6m**51;9aabTJPeSIfxaw`{>zwKT?RL5?;@Er=&VkfbG+jm}C_2
zL`!kW9xMwjewS~n*a})%bXHCfBE8=cGQtQW^#Jv%*WlO>Mx@Kiuhr>H5@f@Y7J~P(
zA!IrKWGvpIH7u8Ny}q&a{?XnBamK>P`?6SU{GijgUk-I$w^V!IxJ?D{X4pAwp2aOR
z?g)Q<j*KVwxCWc33Bl(%5zyset!zbh#>o$p+P97#7ZT^M|6)mPt#cDrsjfM*YWe|@
zlIp`iWW%JCwx4{ek&)`#=*5{_8s7TkqgnqWbj_)X$#BAPqX?apXd5I4`-+a(#V=Yo
z$pHVA9W(^i0B)N$-U?jL$7e7Uq}yV{AtkXcpnI&Ha<myW-2G~Um+4s}Ivkm;FQI07
z7@uvcK8yqd`v4YHUg0VVCkMj_l}xeI=FtMu%l<>Qr@OcZJ`~}`I(FXwsUy>R=flw0
z(B}qXTu!OFmdSWV87R+QqK0)WViQhYqR`cNI<)zWf(zpol(Say1u>jITw^t~>`v3x
zQIW@!)5Z_GltW|sUN5e`f0GT(q1vc?b3rdY$S0q$%Phu<UEWzAwNp}0^|i-qKmi->
zQTYh-{%c^wfz_Vk?tF^!O(qeQ3zs)j-7SLS*$&0JIX*sWd`VXBHCldhn_jB#yICBH
z$^6oz#}d)C?vRvGBWq+iIm!##c8b~knb}YX6O9*rAbwD3)S5`L+skP(-B-#ZEiY62
z60baDbc6~GXrvUuL3<_1>^r+fOi|m273sITHyohw=?b0fv6>U-V!QOJ_i8n)HLPD<
zH>p_<_{Fg`p}Icq_p)@AWq4#0^N+jNRZa6am{l^&mV=%_Vm59tbSDfx)3o>e)k#Jo
zZ6R5aX!mG(Mk#4k9WS9ObYRR;P5=4;nIH(G@BK)`-+uJ4j4gc>{YHC#h)v4!bLy2m
zvb)Y$TBil#?RTa>^7$YNP?FwqD3y;~F9&@{^-+<Vb?>x<FaG*vdojGKigU;o^}xPh
zwO~;oYIk}ET{$Kf;@s**78s5ZXL80O)nUiIvf4h*;DA{pho7f5ci(Pk_J|Y9NNS>k
z*Hu0`3LD;-P%FKvCjYOO%eUamuy@N-<#&I(TLCS7HL~WFwUY8vb#d3NN?9G8oSM!g
zP4+y$0kTqd!=+KTG8J8&5T@M2NT#1YjV;Sez8qiNKWp}%ec3%U^4It7oomvsovDYv
zCRY|{6|_avzGIK1N;c>qca2s^NLz3wm~Cy&z^Pd>Y03yRGO$cm6)@B3shPGaDeD_1
zAQn4T>VB<H_uC%c%1#=^oGk`e)K98qN?LyR-Lw~FrK0jQpVrGiBt88LiDDp#cjk;Q
zX88w8h`Rc!dTmQse-E#qpR$ictE9oC(O}+lf=$~)=SZDRJG_(Qgng-n|CZoJ`l^wI
z+v^za&#9GM#;=T6*ch=Pqg!G+Qm(pOGah+y7j9EaxoA8cR130IzC2u?Hl%Zg4`y+%
z+OLvv90zQnD<?7raU;TNS)D4dPtFg5L%fqm7~N{Pn)!)G>+{J5<;l<_Fg?vshojhP
zFJt{G+HNL1o#I;{ud&>-r^zk_yLr(EmBKTjSi#oYozJ5LxHO$mIO~HK#ibczzv78@
z1nux%Bl+X<c7JI?DvErVm<OwnV1NXe9?9U_(chu$>${)aLhOz0kXDw_yW?f>3SLSn
zW20&MNLZfvZPedhJ@)ohJ&{p{-0Wr*{R5*}%P%P(8C_VpX)l~dpk6BK_JOoL+Obm4
z3|H@Rv&68g*v*EwsxLUMt2*T%wU^_A+^o@DDe9|ND49w3w}SFrzZ*ReFWX!o9$0YE
z{%4=lc}ZuiGp*tI@y?#tqR4Kk2HgzwZnId`N>3^+h>*%iODF7!Vxi2XP2WbF3z>LO
zXc7wh_CFcax&>V$RrFQ(f6NDQ+bAt@LMHDUJ=RV;A9zkx{;4xNThGT5gfp_gsG~J@
ztF*dGOl0Ikl0d((b@THm?vjY!`b8di8tX2I*{tr;P4(ccw`3TtjM5c|WJ>cGUT)o9
ze#HMsX<s?usqTiIShX(4Ed~i(DZEyXxNo9|L?8B~d|n&h$ER)Y$XlBuDv@qEy77B!
zJrt?A!SBbkK>(bchEtm2uC7%M&KrkGnV{|8Vzk`&MiRDhmfPzpztJP*u>s6p+9m&U
z=M=fUBf&o*?c(5}d4&eUmjCn!3QJoO^-%H?;dMyP;<Mv!V~fsu_s)LLJ2PmY+^IlU
z#;`xmja+|3s()(XR5w<UH`D{o^Iapx+6|af`cDz*F{jeH*RYcD>w@T`8!Ek2qV?ya
zLz5s8Wc)T>!sn0N%d~h2++A6yxg~J-WetPkH5qR-`Ls{6Czydnw8Uq0e*X7DU#<0+
zyPdTB3*~E*j<p7cT|Xu?pFOx`#CY-3ZOj$vEbLL;xQtyg<)P7r<HK!~?}KYMG*HaF
zFUO_BuCaboVfj_BnlXFvVM`=92i`m1;o?T&>@xdYZ0i+1?b>sU??Sj9+%(Q$OiV~G
z;)C~RfPsb#Q7Qd@ZM%+3Cs#(;DcY{{J?;r*!pbIp$0qw|p+LI-Ddn|%9Cg(fA=`qH
zo4$k*PhFj*t;eWQu0(kGX$A7ua+x=Cv!vGD_Tu%_lCFLK?nl9NCpYZXIz=%xiH3R)
zkF=zj>c)j#hd&OET>Z>9#BN8&SdliaIrs*Pbqn6O_fb>w#E`E(#EU^W$Vf7l1@b)0
zl()pCbsM!_d2y(M;&-PJ#*nFfXL!PcrG)@p;KcXX#*%XKPF2@=Wr!<Ch80_XE>HtG
zGEDicZmZ>$-t~Ai$pqIGwH{d+)e)<mcbgYn>AVabTwqkfrYUvTZ6LhZ|7F{aF&lG8
z99CCkr6dYX%fb`Iu$YFCUfy}5j3?22v$;x@k*I>tEg9B`a)eQi<iL9C^DeY^Q?`{o
z^%Oxb-WH3M@AVkGU$>HA$6i__H8Re5?skv#Er+4pEHlO5?;?XP4V@B>RG=bHCec?|
zph<tfggJ4&#`wEV)nBw~j_h<aGqLmiOv5V3EOnIySK7)J=_S6is!CSpyM0a@>!Sw&
zEo*)Mkn$E^LyuC3f}3N2(?!!(^TjTRVoLCPIj?_YF#H3=ChD`CsK!><5L7}qXzQxd
zva%x%&x9?Wv2cHyynMV+Z*K4Q#ro6`T}`80?-5;>u<quEeW|nwPG6I!q<24hu+TCx
zqVx@-3VogI&qs&34?9bM;vYm~M|KO<d8&OJRzVIMl}c?s0o_-J!*fqhQf(o&ceN-E
zYgG<bzkQPB_gIh)%V=(N5p&#^kHbQ51jS#HStVW!zC^=t`016(4dZpu0h|X#$%zwx
zUdX(y+LFqhj1PFLO4`Jf9^O$x9UjPIlxa91y3DHbb4=tHZG^mZkO}DF1j1PgcwJP*
zu+>}4fjc;X1DlKA;h{XWIFEmaV=}jOWzjmZr$~kk*)_qJo8m5PG1Xw3eq1;wRn}p`
znSU8n*ihXnK0~4{jL<y4&`ysVS{#kf_e%PLr;rbu+gAl$@IJ@z3aRCYR_Rq##ikd>
zt?61%#<B*T&S0WaQC`teW}!x}WvJkKOnEYBZ4Ni~+@5qNm<<jjVte`&3qzABhaelv
zX&sv2xTR<=WaHsdcv~;v?Al1qX^ngq)I;*i<ALC%2(GHlVr8Zcr+@9kSxRK(aOPob
z_BNTCwAxeU5Hp?H{H3+K<x=7j3D%fss;ae=-2+!a!@-3RRVSwIs=xNrM5w4CRhG?P
zb|K$ul$>(2esw!tQ_Ns_Y6I2K^2)|1ZI-bx&#MpP9lIq(!QlVLi-3Eg!Mz7VWpZG#
zS-_26B5}+3W)e-L_+HN;LBWSGE_REDl<-VyaOY=kty1$aNUteg3CRl?O`CC8ZjCJf
zqrVkjw1EEsTHE5w*6_EK&+x-Oj0eUkDMCnUnY}ypNm`@u9~Xb!;+l>j<@(XBfU}|1
zN@9yPH=@yW*uCWAIx8;|D@HM=1wAjCrKkPT3zQeHiY1`74AkL~GUv1L5IPt;kHjS^
zKiVmZ3`eqnML%>`882;OLHmr^koL<i%2>7_)-&7=&PpMv-PgJKoyi?j=_YFrjPAY6
zJ3s%cr}>k+O5WzuReGz$Bi5^KN@P_8a8!`Q!TZ=xk6KRW?S3F6DyY$Ce7V`{cDJf*
zRD|0AqeZG=vu)~5#Fx}f)v2q3l!9opn<HWtJ(FQ-y>hx5$~RupOQHfb!vtnh<;fqv
zp;+2p+ul^HdO_UMDYSK7iBK=7nJEZP!k=vbiu$l7Tv1t>&dqJaA~F}_H?q}$O&%*j
zy(e_P<Qnq}O!M1`<Q(DRc=QdMD|Y>Zraw9>UK}hrrKf%C>D>If?H=EnvGn=Dp~aqd
z)*Doo@_o8V(T1NnIVM6FEAhjs<YNVH$F#0mX+F#Cphr*;DGy@}mh#`lRisOlF##@9
zYvT9=Z>Qr9;sfYw32pV7b5G*m%i4$CL&Ygd=FlnT<*F2P-(!0#auStnqwjsvHyB3y
zD+dtBH2(hD?782ZSnEEs)|;7lHWsTp2^^2<N~WEKS7Prvl}aad(>3+4IQMr~w|TO|
zJeEm`HA`W4!<ZlB#F@BYM6ak?x0R}PsfL^8N{2o3VH&6R1&$-0%#P*aL?;z<#)td$
zVIOp~S-u#N+n1+&Y3BZ#CB^T+crIGMYnozusdsa%Ln}a>baHG{bbuz_m0qX@we>jw
ze^d2%VxZo8?;R8)%I#4XjcXX5^uhiP&_}QqYr)ztUM2WU-8{<g!ohO`JDWUV{kdSd
zwNG8YIm{gVz4z=z@>z=QL_p<hW=(%YMeoo4EZ`U~P({}E@b^dcfTgp>=R+o9UgQ0d
zeVh=O5$i?gV?wnaLYEpNFf-51?=r8kgyDXf^Jd$OFbj)*aB^XR`u80>Pbd2y36U2y
z)?1aV`_I(Q{ABS#!Yu{n$HW?8!MO~2Yzq9YilG_&-XOv$5vFZ5rwT!KIgHAu)lJs<
z5rgwO^XClAKwBQ9gy}`D5xhH8HPiYz&B#uBL~?nOQR$o8;-J-!Um;$AiUn%jWASIt
zQtBFb0)7KPQP6{en(J6!oZ|fqWntKTd`3efr?}`&9KJ*gB7Wn?MKQu$nrD_vUzd#R
zY6|<S<j*|uH5GY$1KOwb!l_xcDVp?b<}D`up&hJBGbQIjzh~*J7jiP>JNDB5lUh4?
zs?q%07q4D#Vkr@@y7GHTf3J9Ekr<8HH}s)cc3TX3&Tk^E5H*mC7aL^Y;ZPZ%QC~1|
zFW<C@`2%P%$(1Qb^FAL^eHO6<xmYD|8@;(wg*|`HjmRqu6r;8u*^8H-GB|Y=`#Aw(
zslPbBr*sv6%Z}l#;6Agk!b4=!<xXMlZi#_zg8T{%tte%$TtLYa^&p-zZDlW_BtMjY
zm7dYB8z?gSz4JSC!YYv?!@i8Z-lt^^6sYB0NBinRoYkA4hqZaWc)~>zUGxmlUL3&L
zY|$s_8QM+QUaW|HX!T0Zcv?nR<6-9NL}v`=9jSJzD|FDLMUOZpWR!^UTzhW44HA0r
z1&w-CFJ@vB59QM|ATq(hK&vgq=-rwyKW=BTC66;$0-gbzJX^+~WVwhIND$D283hS#
zID*aDXtK_iD(4u<vLS&5XcI;NE43M$Na#Ay-K*1$7-Cbiviz+9Dr+Y)PbGlOWF*y)
z-hOVr=oD(LHdMGEGflU|C?aD4(hMrb-i1C5P5hvzfq+3WK2-J7^LqAK^iDTNpmd8H
z*Ic-?Ytqy$*YV|>jN3uKeTg{)Xdi54+42-2IEB4&Xk9=%i3KQLK}N0N={WI$qDN&&
z)Eqdj^a28VX<Gm^VnLARh{*{_;W<J}1p%TUxpYF!m6W{Q2&W|+^iHRX@4{x2tnaF*
zM7307FqPx_N{&m|J4~Cc23nk%n9uX=)d%waLBv(xhXvkbr&NpamueB-u*-eiUEl}S
zzV);%{riVT-xcOUhk3=JaUb116~06A*PCSbu-s#K5P4lecq=s8!qhYrEIPY~tL|*}
z!&Z$-OL|}iM|&(DAIyoiwK6Eg-GNTElKk}VC!~41f03LvOt9f%@(#g*8C1OgzNv-k
zOAD=#inguFsv4gs_-wfY@jVm2u8sYO78g3Z-fCiK&-y4gR8ERDMr88`i`nI+=Uj7y
zz5pO{j_l;5pwoQZ^`p%htkl7e1bMLf`}$-dAqM!gJk`-eh+{TKbDIo~;I=9m43PAY
zv+7k3L!LwjySOm+YPByP08(T7(nbVrEETv}s+$t8Wv<#?kw(uF_xk%KHY*msNoOIq
zx*^o5e&bcNR2cq+wcvX+Y%}C=W|Fgw^dR-k*JpQhc6=M*<CEda$xu1V%Xf`=>ufaI
zWQh{--@;j2by;8cMX@1uy2?~v2@29Qi)o%^!h9~z2Ze*D2XYW2HZWhFh>3Y}adAmM
zc<>-|CK3Qf7WR~N1SO>+;r3jS+zi+b18*81{=nicL5joD{pVCPx2%6f-r`Q|Te+u{
zEE`zB_*Far9jvO79v-I7i@z6kU3=R@#t3yrS6sqF*2_!fPVJ<)p@d81CR(dPUF&9Y
zF=}VA_%w2m5AKe~(B_zawiU$dJb&?a*-5S@DJtrs`0|7Bw+BybY4K_OKwIm*WO@$o
zE)Z`KTO2QMDPq6lvc?IIZ`ymVYyQhnTU+~%udnZiu&^19M42UCO1>dH!fQ_ksYw5Y
z%+q0lsXH(rM;Z~3?9KyT!PV6jF~>p5LAE!fe;()6E(C+qN6b<lM189My49xzSqi`^
zpdFndo|T@?VtEva*C~|14M>{5J^KdBM(|2l=s7Sv(E*%-d55OE=6bsUX86nE{;xt~
zIe;msD6^K$glkPh3osN#?I^(tEG|c2_R#~_85zj&t^)~p(bgS;0Ce$%4zvV}AkdIO
zhu8fDhJ=0kl7ttH)^e&x7z!<i_We5c%`m?pokT1NZw<K3cZANtAA4WisbitK=P^6_
zKH5b+Thq3uK#ui`#6umdwr>z*QmAPAUbhQt(LZg=TIvT6*5rmch`HcTL5`xzdB=J}
z+@>`rfZ-d+3nIwYllKLL@=L+6fXRZVwtj3(FJR(}`G`Pf?z`~oW*s0v(9_dP0P9&b
zt`Rt=neU9w9l_M3%*0B~*%tct8Gr>?_o}MPK>P@5u_nMrstPbqYTs3vM^-(EODPKw
zk>9<Cf$=vHgi%I}ka5$B;<rhG%{$W>mjhjdBS3c_1sS<+_ranUfU06`ZOJSg1**Y1
zqTGzgLB_U6K-w!JHg+Y{U}zM}1#sc2qhgyS-x4O1P=Vp#OqA2rjZ?;9IGzF&VlYJR
zT48xhBeAV5>kwQO3Y!Wpdk;w?#3^P30oBl7l0b`YPEU<v27m7QFXQ-T;GL-Ic7w8q
z#u!pNjAJ>@Mj21TFMI%PC~X%R<rL?#E`wgdu@r5vxp<jw1uHw=VUj?j#55{Pr$UXN
z!Qq*jy1KGE<C2bsM*0Cs<=Xf$ct>-YAF`Iu->^DM_>mKk2aN~28z1K=DJZV}{{8#?
zO}X&Lnyi9B5fMJ>c8$DaE(W$rMafxNKiGjK)(EcC3BHXVoKy(8qF1u}gXrOc!uy}{
zf^CcX1Fz1pmep7RHNQl28*s+mRx@GhnraL>-wu({K+oe~>3mt&&>%qVG@m$Y1OPW=
zR#GEen-@w<TZ!4DEBSDLi*=tpo0XyI=;Qte)FUM$??TWMiVc9f<rkUSU0u3ZW}S7v
z!ixeNp+CDDd^dLIlLC91B%37t*4_a0x&`7l3h6qhNRAEWI}q7w7ioj+jJdM`Xgy(+
z^%;Df(3Wq)cSz4C`gJmiaJD&{e@f?r#^RVn=QBlMaZbwk6HA@H8y^>EuJL90RD->g
z5JhwwpZ+_OnxMDOdG3+kwPJDJ!Kk)<z-RpST%z*;#+s=ad^C70Hz|ZEn<4~AW*8`y
zei0E7<vzzN7VaTnulvAJLC)u%P-UF*o63sn`7_jmahQsi(_kQ?VY+gP#Ka_}#C#-U
zbl7(Tuy`I6bd>qw^TQI_$KqZTHE_@L+LCZDZU^u&33#;6z;hVfujj6F;W#QZlpeuT
zu!Z0UrS?gvFD@=l!|XQISj)A7h4ZE(IM*&;P9D8(V`HNQ!Xp57jApv2&i~$lL<_3=
zXwPI}q@uL9zKg`0CxPxK0{8>8{lj^0uW>UMscZr(>Um;*mp^N2FaV1(rGbU9eJ0TT
zASvU_0nDSyc0z&5(Q7?qR+@eXyRMkLLsEn@+X@WioV{{Yoao~^4B_=?V;G#3J1L`C
z-F!lI2oHaVTAMvRw~Ek5A-yk~Y;`?nBF3gY7$L6@5*vtLxE$TQc9l(}&hdI^qM0mR
zUD{1xP(EYyiVJ?*Yfi9yb;o>C)3W0Y>A-rF@2tZn?kwle;&z%xE66l1=C;tnJXg}Y
z`gWbB9zIimc%Av(NTWVd0K=`8xPqIHqg}g9H^4oaq3t2{1OL_AU<E%uqWK}75|RZ9
z%Z(>Lk~hRIToPbRARy;8nI>_?e3|Q!h&gASLOYuaie(0Y1H>rT;rrH7+^;K_9(xb;
z*X7Zw3e`rUO0G|Z)LbZ=eb=24Mg)*cNc$)>VVBBL$Jb^{s`Wbz-^<ef(uIB#PC50(
zcU8&P_EF4BQT+=Ja3rIGz=9Q|l{1R&0=p*(o-2|_E$5#wR?gJ6%M|NpO<6ds90Tl#
z^_s*0C?D@3h}&L|Dq;jT8*?l%<`<0pdw+DeFL(rp5JA8MWwAzIaXH-TUl~oE`w{gs
z=Ikt-_v`?bd`n9dh7nu??1>tgmR!}&%25A=4e3zq9qK<e)~xg=tMY>UfB-T^1NMgZ
z&=Exz>inxPTnPCgLi7GF%k=;8SNLUM&$-FNqlWo<d^Bs6sh*3#ih(|NbL*ye85I)N
zeu`|xpDQ*1nbVS`Q5ZVK3tS_FdvgFEGy-D7J&T`+#ha8)-X<fv`;iM0M!d<-4{PAB
z8?g0G&ds4*324p1G6&lY2^{S?;3^`I7-G+dT_K%?wvGiF7qs4dzF<|ChWZWQFfDK~
z({Iz(nVpRO;PV91U=--XeuwwZkAtT-C)zV9DJh+e7Fue^#83Hg<hiH>s(b;UYk;E@
z&e<WP3?l`mVaOiQ$)|z#oOe)&A&gYaXjp~EFBP)qe&9IRJAnPD8Gil#$=ig{KYv~3
qzyI<7cfJ49=K8<BYjwH@qQNSDMmvHr^)Qn4l#HajM2`5ASN{fXtf996

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/cormorant_synthesised.csv b/modelling/data/abingdon-all/resident/cormorant_synthesised.csv
new file mode 100644
index 0000000..8637142
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/cormorant_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,24,0.7934835,23.880705960871637
+2,10,0.494665,14.887454388320071
+3,12,0.2778432,8.361978242052482
+4,9,0.1479121,4.451567509790741
+5,6,0.11003009999999999,3.311469570501847
+6,2,0.06252855,1.8818613326044717
+7,1,0.0062949298,0.18945241784880026
+8,4,0.020816436,0.6264921542405141
+9,4,0.048445539999999995,1.4580185925172298
+10,4,0.06907978000000001,2.0790273698466337
+11,8,0.10225743999999999,3.0775433351184667
+12,7,0.2897354,8.719886291089264
diff --git a/modelling/data/abingdon-all/resident/cormorant_synthesised.png b/modelling/data/abingdon-all/resident/cormorant_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..4338c05ec47f5a0dc977357ac838e8c37f0a41fc
GIT binary patch
literal 72991
zcmdqJcT`hr^eu`AHjZ*UD2OQN;Rr}okWMJaE?uOAju0Y*fRuy|f)%Bx2uKSEN+*Fp
z=mAjyAwZ;t5Q>TrAOxg^5(4jwp5GngjeGAH@9&o}97a?2-rru|T64`gS7OXet{yya
z`~VLR&%x{0F5Tqe;lIMe!#lrk5BQ(kg`HmDFRg&fHUSns?g4==elQ+mmw>xoJ^@}H
zw@;yAe*PXl-YSac&naripSlweaMxc;NeTJC-l6E@2UlvgLv@31*?;#M)Srh(<S*`@
zUGS{ln>@RCc&=YExD}K!H@f$=h2>`3;`lB1Y2vl3&+}w1zrAMeTxK1>e2TP`zgMyu
zNSVhHogKV}%CmE(|8|&hxHLn&zOdVfyc6tmEw!WnpTvy_jI`-Iv370hM@D+*kFL<}
zn7g(1ir^sJhrZ}vqI0~zpY!NvA3nza`?=ZFpZ`C9`s#p~nwQz7OAq`jU}g)S=Te*^
z78|eLcs521)t(IBT5PjC&Q}p%8b23Y+I=J4*(tp_B7%qK&$^uZ4q(}+&tJWIo1nXS
z&9yCl;N=;^N(4o*rL}eTfslz=f;c2#b-<cYQqg??ecpUeXQsCGLL(dN-knjXU{@t`
z=FDXRf?}1ah3dyTXs^yuEy6cf%s)OlcvMy=>SMZh-F4%%3;WT&X06yJGeYD}1aWh=
zxO?eq^L<N#r)3hXy}f;Nu7Z5QdqhLQzUIq@HiBZkIy*3sXDmkdnIljfi}Q@r_tY22
z@UhL;KMLvvBpZ?vuJf23=ibs+H8Dccvs39l=x84CBsptz<EK)a@(;Dp?5`vK<N@id
zu$<$no?m2T(26OB7a#r6^YhzBB2E5&XY^TN{W3;h^nS^!@%?e?W78bo;|DN7-}lqU
z@cbXoo*OPOmn3*mZ>k~&Z`H`nuEJ4nC>UywlXL&_See8@KY`d}C8x2%`n#-&1ijgX
z$esG_O@`7!mEUBCCN8`!{^W3DczvEx>UX|=?<NkKxH@QOprCX><k+hH0^gNg+3R1D
z#Cgne8n>1VGXuwhyHmC|R~ZcA+E^dBW2mq1cS%1B*jSo0$ukWIs7##feP<}b9H~vT
zGAIw7OtNk;D14^WXj9?d<%cz>7iUI{)}canIBTeGO}dP%>{H==_Y(BBhc;Y(%-1g*
zVs9$`&jmb+o*AjFSi4$t_rmQ@`{-%->;l;Frj4oe;YyE0e+MS5n!It?5B%f!g*(re
zt69rrJwfz~T|E0l-C}upZp89K6f7<%C>ZBw_&t>}#gy0*JYmE6mc>>k@3WnnBI;Ip
z4GHdD#~u8;RMRea{H1XJcGqC&#$-w+Oh6}2R7HxWJ4o#JMt6xrLS7B;rAYjXIoR%O
zupArv2mIJ0iHLOr%c5KDm8M2Uu_|tHqvAndca5Sb4hC{cJUnk6#hUZz$81oVw%>u9
zrZKwF2$tN-z&tY9(vvMFkiEUqXBvzN1+im7Y2S13xCXs?{$1dR@6|l-2T<r>5ekN+
zRh7!#D)@Q=?wWy~8|tCzMs9D}ClHqGBQ_>Y28&Nxm)fe*4X0^7P0ZMD=!O{BO$&?F
zUPGlqi+mH4KvSBxP_#{Qf`Sv83JY!=17RN`Etsks9#Yj-Du*3#VzZc;N-e&=zMg|6
zsou4d!U_&`7s&oTqjdu_(H^N+Si>bIdk>wM<|`B^)^Mb(FHU4ml<KI7mmX|##+^NV
z+CZssJtxs4#i>4U0qvMyJDu|^zCJQ6tRYYn0vSDfKWTA;o<&~PAgxz$WG#!{UVMBg
zxY}+lkmfy_%M1zr_E02XwlH6d@`ga6!m~=VBDXbZ8*|6kvd*=(?px_k8C{yS@?pXa
z9Cy$}W)-br^|_c_7OH|k$IsKO)=-Q=)Nnt(&fm4!4UvL%sMlH$6lfg^9cxvq#C{tO
zTQ-i8a>7g88VjbMgiFXh&LlsgmMQi`vT5TPb=}3JLRbzhlz6-4sY&2%_Ti~U_PoFH
z%+hV>L$yP>M0YZK8WTG2TPG=EWsYsyGHU!$Yce-BgmPy(Q<4dn#~Z^lV-0rd!a1vy
zOtNmM6E%V*+Hj{Q=LE@>u06JDHMD<8J{z93u{IWp>vMg-98q00KTw>q%^u&;%F2R5
zA?pcA9;EGsgF7J|<R6BE16vY1>yOtK?vHv=d1Gn`;e!+}HdWOfR*q<EjU&z$72mjE
zvAWG(2psNfEhMbj3})Z4VpaD>=huddj|bB;J$rH<`X3x7^t`#a7qamqQ7h=Db9|dy
zDQ!H0-4(oJqdgot*mnquJI!ur`uRa1)6dR<HjXV>@L<;?^wNguPl%6A^*90fA~zi8
zmN)MU>fY70VETX5WzQ|Jj#}G)d!?$ru@UO<ia{u#JR3;g(U{w&)a`^y@R;pW<l(vT
z-YJqZ`7|~*fSQ#ClIU5dwi8+bpDhb-o}s_?CqvZxTp1KxU=@uC62Z@T>+;)|twEry
zmCp_o*9$A!zh;g+6H!8go!M3IbnDiu3h~2-zm1|N;?&)>=Rd!Y#O~U?CuptQZn7gu
z<s=1U7YfKb6(?!M)=Kony%J$x21@PJ;hI`n!|VnS{3z~y>1GWL*-$W$P`}djHi^g)
zD$b)X4;vdBYm{J|q0z%l=RU!=Z{M~*DtqfEmR75`Ih}igj6h8~DOsgh<zpxy5jcfN
zRH%K%<uqcYF+qP@WTt>DYNtr<npJ8-&yUPN=D$6bKp*XQO@K_DpygbC=C!)85UbLC
zmsJk}RvGCtQd3?5PQ__$-j(@dCv7e*2&6rglYtAwwYu5<!imwg;f_H_wMnK{@ET$B
z=bSpM<H$lSlX#nwNiP>N(P$>XNXaKiO)ekzSktPIDoKSml4Mh7Iq_gs&?C+F_d4Wb
zLOk;(=F(Oo9gFXej7eHGZTI%}+H*EnNh=Lj@gTv&hLaP)t-a6}Q8l+C>au!1Vr%_G
z!bx>+`#jguLlfV>XH15y&erO#f4#4hRsR;Nw}bdHD=){MTMBy=oLo8&$x6hmmb<pq
zy?pu7e*gacV{7?4@P|aQu)NK4<`&3porHt_o3Y)S&~K5*DO5&&cZH)rBxL2T?lX=<
z$jm!znkph>tsJ(q_6UN>qN_K7B9ccoD;C-bDPJ31ndw`WXM^-VUF1+-RV~iJNwVb$
zO$M5amDVne$zAE{<j^?_Q^=(30d~onQiX%|Hshd}S^%i!@-*LVly=C<9lC$lavGC3
zQR~RTy$Ku-r)=z;$|t8h77zJM-RZe1ff__Mm9QH)EShHHBMy75K4fh^b7rA|P`oqF
zaQXOXGRP}p+figPL}7OIcGl{4WHASas;7=0;L-o~t870Z>+OuN1slRe$vBcy(+C?T
zsj8~lrgVgL=B-0L8e8j6*Ghn9ckrH!JFe;{UL7jXzs~5(Pgu5jeCVWo1)R*<Q~feA
z(V^I?)Q`CS{TY^?6{%|%jIE#7qSv^0rPYFMrb3C@y*Gn-H9;H|4uYf`9lG_>P_cdW
zSu#<$o+@&Yobqn8K2UqtMS+_^jdMR(F!BYTu@P!pqx_~F-YrIb+O=7O{oT{xOoi{n
z6^cXP=p-jv9TW_sHrtaM6zYThLJh0Rh(UR2{V54~nQP9KGB{GSKPG$g%bSZ1cGccp
zD=ie>Bdj{V17Cl%MB^|@TP$0F54<s~Gc=)q&KSbOd@Me>OXwIutI(;b5z+bjJoeSA
zBlPm4a#kA6C^F$T?tJkU-+j*RBP<;ehkzFdfCt7HBfJtAeJa=iS<LlMpDtO07075)
zsBv!o8*$YY76P^yv3bziDO|O$T=>=E*15$l_3@wtLsQeh;ROIyx`pMt<<4!kOJ`}&
z6v~#yLKigk(vH>Z2F?wA+hoyvG9~2kcr*dghF#k$9`wG}oq4Pt3UTsnIXd?KK2dKA
zIo3d>dMB_W8;1~O_dM?JIjBsOI8Y=*af;ZTYo*K9Id=Z`gSCoQ$3TFAGTYKGczmy8
z&(~+70qDbJfPK)4r3jho^icCd*XDN}jI|{?g)#|PQ2I~zCCCg;u^NOwS5G|pL-b}g
zy>nsNXSlMRhD8on`gXlO|B*dZ>CtBo0(Hfa28}fP85t2uhK>g7!kG&xoI9{xDATf%
zn%%i%o#oiIA-$cgK1&<c?o{b)4_vb@Nr%!%ct%$pQvDvRG<B<*wQ&~|vS7WySWftA
z(<AwPcXkB}{GbZ%X&oN55M*tK&)3p3$h7>dh+%f{9la`yf4An?dz1;-yE_tdTR0*s
zjRC-9Hw%D@TJOe<DV^QL+<cxvLAYR3CivHP@jU#PFUymCX=^!aXJvbLmL1yGL}!<9
zeJQj;3Pif9XaC)3Nhs9pOXHtZUFiJ`%-1*kTT7(IBee6$11?S&|JzP4by6=kaaeZo
zPL*@+PC0(dYfU?&)O-X5tEuY^V`abr*hv-FX3te*GI!P@cTyM|Oo0NX|6+>>eAwGb
z7vl7{e+M64DREm=mVbY&@FXf2f6G*B<{xWcywSfqCE@~0Hut_nhpE83SN1IXxi<S~
z&leSAI~IKfG=ifSpuxPk$wz-kT=-eW6D6(E(*f;&KMjRvPV%YZ@y<~Y?}fcP65^eS
zrn)l+8-k;&piuqZ#7uf*11yNf+S#J(VWU4QoC~3625JFF#bJeIksNWbm0@4uW1VsQ
zvB)eC8A@&RPUi9?$X7r2BpeWWEi=2ClJ)+MHzgrFc~dXYgqn~jZOYR1&O$^Th!s!Z
zkJo8F$2O2{BBzeitN*xTn%$whj9(IbEqMHb4251Tan!HluS)Xv$Sk2C%A711$f|wW
z$A&cN?7GT+(;;NEQhlfAZy(m0fKtPA#3(2^RQ5-ED-7bZclB5ZqN<IlK~C6<uHa&U
zk8kM<rJSJeKHV9bW3K+8JE6S!tc|2q+m3~C#`ii$0e>RMW%ph-AIs&r_g6WbEWUt`
zBPKbiN!ggtf5Kg3hHKoQ1n*JX-FyDHo7@Dllu-gz!^Itxoejlj@CFqzrLI<w&X_o*
zDbY1j>nHHc0`6KkIkm~a1<u3Cn9PY9Ojg)ZjK7cT9yO4f>PK5;(v@LPRY*U}Tt50i
zb`GkKd>x@Zuu|Jjdz>HdHK$r!U*Z*extQ@mc8;-BnH1L(y#CYWs0iX}XxE^-`$TJ;
ziKv%+$NXr$w(I%fb?>H~?a=r(+ED0J{X(OEYiy@h;}i(^S$SGeX>B>9ueGkTqxDNg
z$T`Dgd2@5f*3XYmV>`EfFmXb&XK`_T>3yrZ0n=u1ulE`De(h(vYwoi)MHKCA-mY0Y
z>d-5EC6-C8Un(hXS*O9;GJMAcw->CRK|)&<xi|brqA4q)k#Ay?Bq*lWD}^J?eiAZW
zX>9Z2#i)>VRA{<tx;b%eHue-}-*R8^Qpj9|^WyiGmJn~m8m@7(gEr4fO-Ul8(EZOb
z#*<21!>2B&&DGK|j93GY?e&QSuLRmqdfQ9O1NIT*@oS+?KUN~h37}Gijti)@7R61b
zCdKW{h$@Bj7ns*#Nbw0zpK8tf>#lscNUfs!f(F(%8QEYQ>f{E?g4Bkagp4%}I@S_*
zvO;Fh(#Le0q)akw3YsV_D55YcWEam7Jzfw3H`}BvHO5?7@7g1I9|$Pcysxdk?mQ>Z
zj%(VUHTnb9K#hRxl4O6#pmp)aWAv|@$WOlz2_4}TX%(_x&f3?u{E#g4rQKFH{f`e)
zHSMKgY6A7;N}d>{UbG`Q1-sP`cR9jBp+Lay_l7=a0!;Kp%%|a-(G~O8?+vWfJjit@
z#!Ax;hrFN1_TFcy8%ulwrADk4)@a~(7rMll_cl&iQxhr?x#gSJb|pca$#={vCo6;3
zLYx)i=PDGH8f_$N`Gvlyb9Inj9uuWQ!5I%F(FnJ2j*v4_QttI*kOd_~aWSsZ*0nXZ
zU06qPU;4h!Qb)?K-<CIXZhqY$WwjiscS7Ut`{2x4;-2(-vWN`|&S{}E;bn;4kyUV$
zwbiQkKk~XQ;wm)s;}fq1Mk0^Jq~+`5$-C1lTcxZjsw#L&cRnd=2hOjUWLsx!(MF{T
zI^u|Hap4ie=lO%lR6%P@%-&}cM28Wt4+>;BB4YLwV|*}rt5jv6*m`Z-;WP6%p$V>b
z+QO0TM!X^-Zv(c5U{WoA40Er3`jhs^oevF<zSlS!GFEwczCC#_12XeEJZ36+BUNa}
z`G$9D9!5zm7~)>BvKd)eM*YMTNaRO3Mr^>~du&O%<@z50Bu$<$8pY_xcC{iZ+NRKk
zH*WZ`ND5!lELc!)Y7%t!6Jh;wii_w!!nfKB!-S7@6^Cu3X3yqk_RW57>h}BI?k!jH
zp+S)pf!BW>u4!KvP^cnV6aIz}tCikE>rSGHEN_*0T@$FHmV8uG!Si2G&~UEUO-s31
zEJ8X25DnZZ2;@*SToduN!`)O}_z2<a9d8|jvWy}B^qhvO2}lB66R(>P`K1S&(twq&
zAHzE?u<A;;OXB5==RpsP8Ya6}i(j~7mN(bCRd(+iXd>wL5}-;}_(#;6DENndeIJ#k
zh4QR&)xkA8T02gz@!gXDbLQKAw^u9dH{1gMgT8s7U-h+<)f!9F3rEGT&+R=d;01j?
z810N+=Bs<Ea(`rbgdZ8W<GRJ4>j;UIWFB8?P%^ALgx^LgOpn*Sth)liN#ZD9ceMNv
zZ4<;tAc<aNhVSEniAHf-`?6R;L3VGJ6Q~sF{yxp`TI0k-?1JTo+()|={#<;&TTlaf
znl<^6SIty+<E_y9_TkH4`j}hH>Twnt)yZ&o_}l+w7WN^A=ld`LK}_}89_><)B=g?a
zOd>ZvnamGEBYNM)@D`rKkrHd&QlZJI9?-@?-Q@im=s6pD#vnl@-x=*PlwzYj4#Ir)
z;9c9%_!FASv_|#uu!_W!ZlWcFDB93ctf)!`%=Bwz<)XxG7l6n%>XN<dX7Y^aWt(=j
ze($zHvDb*w3nf$kJm5oIO%}TLxe(#ySYn5D*o|vgdfNAJoL4wG3bvp^8mT;eYHRmi
z48=LsW+PnhL3Ffz<hMJYpPx2i)$wnD?qRp|7dHb2fWw*>&kl7Z&YX}%3d@$zs>|ik
zq2qh(BDMz~)=d!iV6A!f=>blO=gfyDZ5lY+M4YR9dY{UCO5A;V*65TH?%r$qdF{cv
zxyj@h_b7Q1egm|<sE)Jw8cv@SreUHmam?bBALDPQ4A59iF+b4vAGdX<fez=DYoPzm
z67-Rifl6VCw~iCfvPD)@n1lFWQg3v&@IE_&XOhqnuyYsbI;n44x;iFA*Sey^pirwX
zpwYveMfCfRm%Co2TOHp>D7AUT7;P=zYT9AzNlOkXw;;oy0-kB#K0elVm;k8wwy+t&
z*MUj&7!86<>>d8e&&s_#NHKf8#D>Qt{b0W-pg5HU={|!{7d6Wz6c2Rpa@+9Iz+-zz
zd%Cr{^Z8?*Da&7sph0ln<n4q>X*p#x9aq2Op$U9Bhy2*I<6anwZ^JiXodl7*llQ}k
zfXdqQJLJmuL4=4ll;N$g_Ug`a>37>k0N+$QpJJgtT#^6?9!1K2Hy!!+?hX|Yr+_)b
zCh28z5O0Xy_IfUFv(P`4?fPDSsMJ>*of2rJzJ3M`?tnXe0%2>NO~)&CSY2%^HYMQ?
zt}r^{P%kRIoWvvtf2ajtF}Eoj!U{~JK9Q=v{#yPVoa%*Hyke+q*RSI3b{*CUl`78{
zD1uE2?`6BZHB3=7fl%M-xAeHPBp>nTKq!qn8#=TSV?QyybLz(FYO8xfZ)|eR`WZ^c
zbfBYyaYJMEnyK1>-ce)(^bN+j7}hoQNjK47;PYm}8R+Y^N0IfW7#&RtM`z-iomKHk
zAz7~m8?i*HPyxwDzq^SR4*IKx)z?{C8ms*l3G8asWAbvN%iCQ@n_Z;&wXK>LG@JS}
z!9-z8b6g;ge)qm#tY8-pf@;dTJX}YdT7B2W8wx_FQk}N4wM-_XoYGfL<@-Z_4n&`8
zjU2flCZvE{q-?<-t?qpPwm*Oa2(47*KEK<d>B1{=Pvvk8z55^8TzSWzuOphQW`Qzs
zx>Ook8<*s{y+Mu?S9g_T)ZE2rZ32Yk|A)QZpPy#y3Jz@6`3W?*A#u^2AH0x>*6&Fl
zJLsbKdwKV0mY2AuzZq%VvOPIW2x_>V^0cG%qiXV`{Y{<3zo>4mn9~YNp$d}&?!t4+
zo%oD#HMvez=PWTyDy6iZu{f5njcev5qcf*gH}GCm<psK-!BP6E$REOgEc3bgbr@B~
zhO%9X&rt}{(^-A5i&#`-7Bcwcf;m`ZNHyL6?x!b*P0S$q<p}0^SD|MQ(?p!YdV&+6
zR|v2QiG_uGFryHBP29oYo~Fo1_{KvK$IrecUI;N$a)MdOZt}R0YZMu9T}o}?;^8ai
z^s$InBt%Z(%R0wrMFkXXo>TB&J6>x$HQb<F390rd17<UH%x`<=i=Bu^dL~s_T_MQX
z0SD6ivOV026#%ag^`n!s7C3lssyu75n^#uNfOIl&<i*UhZ2rRvKRtIzkl$Wxt($TT
z97T;`X~dA#C0%#Ypk?<EpR%x5x#&B{T<uh6>V(_*;h=(A<EiIPEdJFG0!jhNS;14H
z3$HUUzFPiE;KpbhXck{3byvLEwN+s`XPCqPcPVKS&|j|=mV2af$|x=>6uYYD(gH2`
zrnzUXF48M99Sr>ZlG>GbNwg-rw@H0?V<xG-T`mZd<Y1?!_>Mo_Ye@kSNPhi_b-a|l
z3Yy1n96zL!KE$EQe~H@<)vm>=g#5a@yya6BWL*;KB`ybVWKa5B$!Lp?O^%w<^GzfA
zF!%mJ;;DM0xJ9kOa7jc!`KB0s)Uq*af231Ze#JOK<$=Oo*Nb*T%Nvo7Hs|`r+Ay7J
zJBasn>$YZn^9qP!fXKTewkMtsvni}{uk&K;{;Y$$oP~01%=&embfEbx%<FS5(f-Cj
z7;t=OK0<NIrqUm9PC3sl59|6sCaZnZm=!tavLacSMYql2U<FCaa;mG|HR|eZ=5yK~
zlPv1@_JFGMP>vpLnZaejx?L&B#CT|hd$2?WS(fHb$%Z9!5vr`WniUSNw)~-NE$5(x
zOB;>;VwJB9LEEY58{5sQ^RjuGXrk55uAOvQILm&~F_zB??B8}2LkNfoe;jU}9du7z
z3u8SzPRdyQ!~b@cCTnAIqond)HRq?R9&boQ<*J+e-lY%)S%fw@!HCs#6q?IpW@OL9
z^Qz2uqP5mU;~U?znqVKm)BCoxv;ZpX`SY*Cwf^vUx=m9AF|Y|x*dMqoCA=0e!Puoq
zQm90+Eujdpy|qy*j;Jmukm0I34&~+LW5}v4z+=Ee$A0{9qm)*UrOgC|c6$yK)&4Ch
zse&BG!wmCW0i8eT6**Vlw&Y-~xApU4o`03+z-&z$U`sw)R(p>c;c!>tj$_x?*Ny0S
z%8R6dq=8hpM6qFLc$F7w>o?yRB3}~SpjfQ56V620gkHXMDX1E>Wy1u}xrgcPfD)7$
z(mtd0BqpZ4l89ywV*#r<8Qi#g@1Yv5SO9Tvj^+=ZAFuIsg*UyBygF4!=ITXru4~Zn
zrFQ8tI(}&o=QOSfUz;B#vW+se2I@^6b=X7OP$b~}2LQFYpld}(hu^~5Yg(LC^%>J?
zqtGK`BRNAzQ0u7}rRudO@OrvCIg9WIw^MwVpAXlj1JaGo3H#ZfLX_x8l1rIc2Ys0q
ztsE2{*F4Ug4ra|9>`;4&u%8Bvvo-%<^~mfGvw5c|CI-3*OLZoZY-Y6)(m87!qlUG}
zk7s}ncdS<YjYIT}X>U`W4m9O+a&mJWxZMC|G6ZM_$|q@ME*IfDO&q4rMo7dm;N&zS
z6Lr`&!CNFZioXf+`%d*49J#HbW5J_7Cqh9?#XZ(PZqvzd@CvKC14Q0zz|XJE)cESA
z;_XPG(o)XO6+5EhFGg{LGg40RX4^RYkisE!^eCI#9JWe0dI-_Ax%v2@Sn@>hGJCB~
zhJx_5SE?TIGt6tEa5+B~XinM7^6EUN0)I(Q88FEZ_x!5Z1EinjB^O9$<$pY}^R8`a
z*FUZo(Ex%5HL?svr@>%0Q?^O6mKjFE+WD{tHhItBCFcc0JEg+QV@*j#m5Zjx9BGm~
zqAxEl@t`MF94z=}mVI)ji|cXQsyG<SrZpCJgSw~|d>;j?o)1pmHPvn}dw_If8F#+{
ze;FcwzeV{<so^_VJCv0O(}3oAGX_gDV{J$mDxtUveBF}K9oNa~x=JlV>Q@m3+aD*J
z6rbZrkIt1*YfDLaup73?V}N4L^gX1Y-QoB+NrCZJB)Ht)#@a$mu-~!R_@x`JuP)OT
z0=<#}y8)dV09<|r?2<c7G#s$RyV3*NhrcM_Q9zI#pLLBOp^w_q@4U_S!b_5>PN;gm
zN^C(c93|D^W3P%m?pKa1-L7!YplW<bUc8gquC^za=>zplzK(QAQt<CnKC?_xexu+&
zq^l%PqkXR(bf9&>C-L6IWKNO=C5)s-Ag8y9hj!LRD3C~Ff@&G}QTwY|)$?D~7~xjQ
zQJ$1!nD;Q7=6Dr|z5#2af!frmhbNuzHMk~c4Q6FuhLNA?s7+o5>UtHK-11CBJL}y;
z7u0zW`EZ%t+F6+t<v`@9ZeYTi=pE54D<2lrJ<?(h;<6BzQP)Cm4cR+XGM}u9%u2P|
zQ$OVuJXGe=?fPa&YTL`mhxDYX$vVXWow^)BK#-JcN{MsC4IsYKsM7f^f^*@XiNnw<
z1)R)^Kf>8!9!&2AB=~FfaK{`3mZhq8;t2;?#rV8!MH@drk|KPQ*MS^5P+UMkm=l2l
z8UjS}%(;jPk3K1S2>gRIk4(e9XYs<{f_QlDDYr%M5x!Q1ol@I&zHZXM2V4c&ZqLsH
zLxq`svbl$WIq8H#`}GvA+2GX)zy$z<MH!lD3t9Rs*^M_|vV58N%b_5n8Sri|56|bl
zV&ncmPv{<csD{mm6Yy{y9)6AGe)xujGQjaXOU+WK4F;|$<9fCtapflbZ^7ss@T&gI
z<yIN)+qh@+7^tDYAFx9J%Kq<9O>FjDNjRaIbKbReI@!+KoRq9^R752Iz){)hehbq9
zK-v|4`t-@GO$X2=PoF&byvq7=QILO<@ZVR-MD!fE2o%Ix?|P;hycURqbwG{;yWF5F
zP1P^~!g>wz?mHk-Spt;YjrIcBZ=fM~*^8!)o;&s&zx(&s$OOBH9*c{K=>c6D7KFZb
zlz9S3yE6b9Qb0F5rQ^P<zr>rkYBd_rXS_@C{O?cQ(?39ZKh4duBlsd~9A*q?kKhE1
zxsd<n&6`KW#KgYffk0*bSWv<$_evb^X2b6f>U#ibKpc=HP;RX#&(fA}JJ$6qPQ?>w
z1({C|UJ!VimzO7N4^phQ`UBzNGZ%Uk-^8Hz8&?|M$#M8si1}CAos=(^>K{n`eyLEt
zk_5^F0ThM5Gy`qiW2az1Xdjzr0mgyMT7PxcqB3al_L(zh3Jvb>(OMhve})P(H_e*{
zYW>l8^uic(gi-=k8M+)L@&DyehJY9}oEw2Dp3@3jzf0fF@b5OS^_#>)wgFr3W*hnA
z#nk|SSs1_rajWI&(cM-i|J|xH`9}O#b^sKb;jE1Z;x7Z1st{0(Mk~MM<kQ2TasgrA
zv@g%NZ?~XMwol_m>vh9z;0$<rqN}QZT*^2tNOJSr)cdI2&5FE!`v2?l|8Fak^bmdB
z)YSUcty?h}^__fItV?X(FtGI|z+$1)@H0BF#2jQ?r-uiQ26U-Xrh#vy_iTO!HxBOr
zCUq7p&OO6JzfV28CMo9q^kAu7CU!ZQUki|lfUXMP&>eKgOK9B9PBh*G1_ZkHxis3b
z9E?%#U2*ms`G&^cr~mg`_TM=lprd1C-+1*XpO@nRVKeFZ^Xxb=^^n~e`~x|c1?UlA
zsn3}G```LS2@gi~04)XH`2~oBGkB6>AK*iapFDZOo7JXl3>jtoXD@mc;X+H&1vDCf
z^5s)q>G`0PApnE;@CK1^{yHR45jFkg4c`r}&x%K%wUC3Bd!`H?qmmcCD84DYKrp;?
z>C&6Ogbi;7)O1^+fT;%2@#^esPwwMJ!0`jW%~ahEklj}Xtes{aiFup7yOE>}%Qz&a
zX5>%rwgi!vSz__)lyA(|&jA@WVEW7HcW>XmqTVnuH1wY@Rs2&6gzv54;WKJ#gE7Q`
z0`uHUZHE;4qI%TFf<C5CdfX?Ef$mmw9zGE_JOTF3AXx2EAnIKM_@GYZ+e>~!Zqc&0
z0jlx9bWg5jW7q~y6R>iDtAXx+>OEX}9Xw<i|DLvqp8M}eXU??55TNo{^V};2N|7Mt
zKwP7bo8G%14G8@jpl!*l0_b0$=|6R6pvV%?3(0-wK+`&4tUmho^u<R75uD9kvJmbO
zvP;VKqxdf~>+gV~lA)>ix8%nV+voQ0^76FS&YwTutaxDSzeT)q<&n^zqvfuTmxJM1
zp&<Jl@=X1pe9m*1Y5io%yPrV$t2kpT#r;kmKi5%u9RKCwTZK3C<T`}@R4k7AW_G#$
zL0)ga;)@qA#>mx8+nc0~5dpOGg%!j>?nmyOb5E2HZaqRUGUwR`KN=t2O{F`QNvBGl
z`+Zyg+}OM4#>GJqo+A%;=qLVH=G}KL;^}|Jv;U*n>@;#=jL0o91BDjSV111j7Z*K;
zD+|3F7O!++AlhxNKte5j@?;-!sO<FDNrf)Zo`~d+aj7L|5q=q8Znp;>`k&Kug7InU
zK3w_y!+t;3bk9X@Fv?nEOTdcTfFS7u&Z?vrFAmS;@XElr_O1ty9Ui}2o!l}`YxJv+
zf9qD@*`k5+u)1iC_AIbX>fo;j6%Jgt{P_43cD(r0j|-OaA}8_SU*s&@a<{f=VPRni
z0J^K7Je-x1YGtnj3XJOrL#+S&_VnpfKrIrF^e^$sIP8nfx%TpA-|DBKcgKl$pWW<p
zh)DRyb8~hy1l22haC*or!C~l%?|JinHSPf)jI60Y{IRB<LYfRnGQED?x2{JI)JrN$
zbGcJR)#U>p*h~go$_!ic{QzpF_l(RWzu6|RO<ms14Vl=xe8F>U$}92~#EV@JoSwn)
zisXK&{@0||1s@=E^nuO;^<lsCH0Y$dQB5GlAiiW9n4DS#EkU<$7GNlDozzC(0tB9A
zJsK(f6|m=nz#pQ?)s3aU+UA>_1l>&`kg{iK)i_Xpx=yS~0Fc$K%l3lLS<uEiT%$&S
zQvXA9eg;U-^L)N?z>ia8Sqxkwm%Clz8NOGrxK+^I1hPc60`BB7Jv=-@04N_IAgtj}
zc8T3zt?V=D<MNC;$%*d_Q)YoO?c0Hbm7P8ivAsdJ&l1~rmG6rA9hPA(ig->HrGG!C
zb$a48d<8j|+s$z>cg<k7vO;gqDSL`>FFSgR!wmX&lFcRUevH@&7euaYWY_~?wVMb_
za6gGyX%TVi2WnCF)1z`)u8CF!X3e7M{n0P&s=V4O7q~@%o4*Bw<-Zi>V~R+M^+pP|
zm0y4na0PVuZo?Ez8)hvHf%UE1vOCpV$C1zt8xj><<!1Jt+^hcb3qY~S1$e~~bai!K
zqXhy$xM)LhrM84#00}BV`8<(OkzHD@95Uqp&p-c61DU=TtW^eO0OzC!;D9mLna8CJ
zOHJlhsS)FmJ4E0=`}(T6+jVjWPzuW>h*KHh&OgL2o4xGg<Ye4jv01r#{7+Tm^24c-
z=5wN}kM~@S%<Y*Wu3Q>E2x70|5lj2*kJb|Ip1Ftr$tgYc?>9DWp=oD+gl4qT=FjCm
z4O&5mcL%^Qt;J75#DutG=l|u>dO|BIYK}9Y7G|EB;HF1VwlrvoFJETF8j&!S^eX5A
zM4sWtnxm#-`dU>8UgjiT0vkk+7Oj-g#D5l?d$_bd*U;!LhvRq8H%iTMB!<9-y`!we
zl;7j8R~$O&+}z8xH#A!a<b?bIk~^^142*BH)aeAP!kaDB2$0nsPy?2mAaYl_wHKzj
z)|3mE3~t}f;W9z_vEp1_IWb(|)ls+D9J9u>Cg_Wq_Dva<rh^bf)y}N{W0jK-q=iam
z?RYl3d!FFN$AQn$(7o|_!n3T!lDJxQ7CDZ&vp9F~VT4INH1*kSG6vEe4(?Wby$^63
z_MI7-8zXA>xmr60zf+g-lxO!#A@JU-!WTvws2s>D$S*fcOwiFq+Xm+3jnd-U$m|tB
z;|1bPfyOD|W7cnTZ;-d7s*Cp}v_iE@p?c({g3N5zhG$gI2xy_$uQRm+XTi#%>ev9D
z_KF=*75+;2T9VXOM-2t?w~}p@S1Ol>=DWgy>Z{|hTlzJpU5`Ax?I0&_QEB+Yk2+rW
z<jKeyp$*y8mZLXVgA(-k0_`e9aj#S6-u>$yTB|Ypca>I9@=JWZAFi@p_ZR(@6)3W<
zUslpy;@MyDEkLi@%beWFQezdM<eVCU%Ed#bPme~hnI=EaNvnw$@H>~1>f$b^CB-dz
zxTX!?<tettSpoE{0*UCkEHWA7DDW8#z$n*ziTS9fav}eH0l%igZWh36z8Dobf$m{5
zp2)4m$9<M#EMN|-TOPW%Yxj|(N#QRQiUmkU{2jc?SIlL4uA;R@>Bf!*<~wbBFL8<r
za_b9xx!3UC7y7ezZWy(-@FKan)@NK7UJDE@sp5!{8sGS~3m(0nYIne1YoO_FPD@H(
zTm_=1zw%Y21Ox3YWUx`up4j;*MkurWxnEsy>$R@5W=~*%eZ@d5^65gN%*d~^)glV`
zjX4!i$Yfbb&q#+$qCAu}4=|Dnacp8hz)bl0`KSMCDj{!TN9q2q?5q^6>%IK_THG@`
zWvaH()0wK0nVr4kc2RQ!V6)6}NU2=#p!ZLHmkJUNTG1++*zbO)I@Sm@wBBklJpe^y
za&$%~(m}-nvNK)oJ%j9yBge%Z<=W};pEVk<9}yKzb*(Ch)b#o;U5smZCD#@vp>G9}
zpA7txyi&if!{7JyDo%5c|4J=sA}13&^Kfy#5*6a=*<Al=+#l^fIxI=Y{@76PHy^6W
zRug^BFR7san$o#~Ij>n7+Q9!82RTw>&KxF?(6LB$>5RMoPWf45=Q=O=r~})>2?t<p
z*#rjSU)t%}6jZIc+Tq^E5)lR8-J<#dzSC}o3Um(JycPb3K=CoKh{X711W%=Q*W_)O
z;~a@bIKASLs@>n7U{_>bg)DkJ)K<jaZR4gLeW<%b4zi*9!-)6vpv`&nHqqS*0<@h+
zSmOhn40MIENDEi3<`V}TR@y}8ytte-wx28L>Wl;XPz7WgfIt|{eY8W`==IkV{tdBY
zMTfd+kPFw`^V0fE^+wxGxHdSVL;thHoqvqfLODQA&2;t{oa?LT)*^{Y_eU3~4c>_e
zl6ryH_c0N=2>nx7Mh;YHv)kY0_O57f*HiynKlVueu9Ksw4>we^T`vw49T~w=k~cgY
zhLBdPfB-Ps0jzsQ`6UkZpUY~yUK-20jgl3fqz(XcdEw$jTPTHjf}6QPi-c<C7YS-(
zj{p~OA}9FA=NCq8(r3<i07qUozH57aCV3mkcK{q;teeA=D!oVRyvT@Mqg)-&49EHY
zObP9tRQ+`l_zs`Ds)txKMTC!nlG|;QtLD)ge^MLIbiKHHC|CzTBqm=51?y1EWyAU!
zC9lMOnWI(+Sh{Cl$dQ8_$iE)wG1~v{i9jjUUk%1C*3d&F!JFdJ<q)|w*Q%0cMR66W
zGM6dqG)n(8-64nT*W1}JB`$Tyb@N?PtKS6GafQ9mq|F`$;%Epk(fI2;?o#xj=0ieR
z0d+5Eu?()~vhIsrUg2X{#Gw-!X2Ab+Gv6dL!+Ta(hw!!7m<L9a-#5#pxJBjHsdXp>
z!DoC-biBV+iy%J;nhQ;bbqF<&-vzh8Rb+WTCO3N++!RQjasyb(#JN8@OHHvTPTjNF
zQLa9znKu_*68B<uzlI%8jcJyy$$RP}Sq<Ps&E$CLQ0nLFNTMHjWCT7RyZo)P$>3@1
z*{=h_lBk-f<A7q|xySSDSxoO$^}xY_OtHz~(y=PqL{%13LUxnIEC%f>gX`i`Rzr?-
zaSL3<7rQS#yeYucWLs5!8S?0$*p!=tI8gI7=Rvmb_7y(0nssu_{Y~V|yOfOB8zgby
z{PR(DZT$nzLJNGhtq$JVAFCr;$}QZ91kYwG0h8hLYPG$3+lzueRdAPe_!Hab{n76<
z%b8qgc2y$$txC7XMN*1VV05PNj}pt`WUlod0>p~c_;QZC3Kw<+I5GtFwz8+E@5G(d
z9uze_DkJx|y<&>o&_fx+;VL9!M9HD<*1IvmwHwcLwdTFiQJRrx?XiCxG<5zvb5WS<
zpq@tzmRuiw@aO-j`TqBvgIC5?(zy%3P1dRU-r630^2VUGfEuE^4syfD#G=KoXSTQG
z5q9p#*8Fm-ij})#qQdE)+@|L^?M&{ytl%@EhPfc*7DniAA&7TzDoZ0>`=6@mT4>QV
z|HEXR(OLJqJ?BSwvgNt&RFZP6^RCnux{%<#I`j0UVx;NQnB1ygsGjG~zrfC%ZZ>C#
z>jk6+uq1DI1m)diR8r<`;nM|jgVZxOW^QDyiL3tVP<ZY=H*h}El6xCjNI!S7VO{cM
z&F#wXKAfzv?wWpf8Dc*2T`s#2$=%@qW%Kdo${ar0aTyU_QH*+TIR;HIF@7~gyomhG
z(46|`&tsQkW_<np!(T_l2ac-J70zz_`Fs2D+{>0c_w=v6d=ygpT-vmsY26XufUFBy
z<-dCoo<GAtmcH$IOFm!N`1s7k3g37u)aTmS$G>Ya4-enbDDzhZ57baAj>ExP-(~4z
zcipNhe_r%F`TN`qE;}DNQxr+78!qnHlqV+mOmu#`Icx4I{@=?Nxi7n{E_piO@MG7t
zo!YU-)>=QE?9DMP2>$&RzJpQbd~dZmik5u^D-~g4@J88pXDryiU)*<qH+SE)zz~(c
zng714$r%w7^iC3vG-3XC;WA*!KM}Cj*AEu8AksbW1cWG!?^bb4?zQmveN%Y&KzsM9
z2J~cSDt+N`jY$#Zy#exwfE_81cI(Pt$2eup1#bYkV!`x=oSK>yXmTw8R6w;HwdV3y
zUw{MkUo4B;%hBt9a+_YW!%tzuWiIzE@<7Q=`Mkk3NM`6Afoj`OOB`<4%1|zr9X@th
zf5peHt#<r-(Yy1a@J;d8+b>_eFp=XPQa}5j`B!<wQ{iDTD~?WUoJx^V+C{DduMj9-
zc3gt2=vHA4a3ARd%J^wQLSPj)m)SOk1-~b)0z|15l?SZbI$y~L-3}_!1oxadYJVuO
zr&*Dw<57HEabd_q8zv+phhm{LI60Xo_pfO07@;?7{00-d4}F-sET<aYi6^x}rZEer
zB}rxOjJz97I&y?2D-iZ)rA(Tu?tc4M`sXnrp<H0nx{+e<cRjDI+GiZg?YBVJd(c+Y
zFtIyRTid`*;9Sa4;Ow*Vl)boaE?5f!?cS64r?;}K2&=0f6o#jZiZ_zFt>_mMM+8kG
z&9yfC&c5Vx=dOTEdG>Vv?zeF&e&cP??*#N-p>Z#;VhSyv_7cv^OZHFt&49$-DSSi~
zbaVs2Cl`IQs<$9)V+m*kNgXeNe0YB7^1l837w4Z`I{mexFFpTIhFnT~oKHF8Vdd6d
z+h0xmji<1uQ%8@i!r7cHvoEyUpyd1l$V-GsKR-N}?wH}@Sz8#-n$YE<z`FNqvy<t^
zhVVC$>8OMq;Ia(>Kv8qzHMh^AlH(WQ4$0iH4|zS%X>^xk(laHCiJ@z=0NmdKDh^i|
z$_!g--~4)C&@cQXfJ$6mhRIj){rh+DItsoos$}wKq_MDuH*mlEM+h9VLr-56guDgx
z?L_=}&t^JVmu&>c1m|%L@H%iXdNok(<HY5(sTeYg+qSBFiW*2{j)QuXFAhNWO9rA2
z%+6$1RkCJ=%5xK$c0-I0j&|v4$Xj5JKzcXpZK6ppw_OZgo;n%mWxV5SEGVH{^5)`W
zEga<$9Mtjqt??%rqiX<%4vNAvzS#>{sdF{ecyUNtsS#Q?6#M-c+6DOaLcT`r&CtSc
z;?<B~Bxb&jp~yuosVsv3FhU)0FNi!uPgCadan}IQQPly9B#{hbPp#NPok(Eni_0Hs
zv_VHvv;Ai+Mw5j3t{grGuPP{9KeqPCF!F7GANCP_UA%G;sjPhGS89~;evGcECyRXY
z$>I<1G#9W+1!U(H?LhG+dEx%r#a6M*_euPleoKJ+)LN?^j|i=51E%|I0If8lDgf9k
zzWhu$O%0j0xiXUrr1QS|aZP$gF4r$f0%HM1%NZEE<*6=}%s$>qV9Occ)+aE@q|pXu
z&i)13)iYqHCZ4!|3vD8BZTL@KKnyerT{{W%sSws&p;FV9a^JS_6a4b<hQiMfDlDZi
zoXs*h#{xL84;&)F&PVtGsOpRiiVqn{FQYWNwf{u~lO?IFuFs#pfI&D0-zP37(`TY>
z3@o)6A?M0di@=SWq;R(;f)gTbhKTwCv_fqI4S@@`r<UKPINmhi&W!B8HH@gp_GyaX
zWSoa9=(7PAFdezWc4{Oiy?pt-veZFta30MD)G-QFchBCp*F(UBSq25l9W@ELW@<_S
zcNuHvL$o|I1Ez{l7@AGl@GK>|2k`e*LSZX{HntqQ;5dG74(_rxD@d2KVzIF5DwGDL
z(b%6cr07rR(y32ll3a>W=t-4UC8GOLV;K(z*ynE*)%<D3^>%xI^W^R@1@*|Cps3=-
z`+8c{)_R=Q$&eEKLe*B=y<~#CrepmnjsF)p|36G`5|@k)<d*STs$aaavOQLkeIPJ>
z#cgWAaf4_aQS_7Sp)Tit`t94d8r6U;touGO;UHXBaI5eoqgBi&fCx;;Sa9EK!IX!e
z4jK%^U_r{K03sxfS<V%KJ5rPuimXc07@(OMV{(;`<r8Qz-LRlM*FA#bb6y~f87fE#
zO~1Dlqw!ts{e>1pdIOj*vIk`8SQ{9F(uRiukpiCt`h^fI5Wp#5Ez)MnH<szzlUSSb
z90a{PbBxKwnBA%&E7M-E*XlkP1^`~v4!6~5msK;6Ao3$9rFK9D?(e@v0Venc#-J3}
z=I$R4%1C_`k~S4Cuc=8zkrb*m5+GpkB()p()#(~E5dZG<3~?Zb++Vh3mV+~>U7Fwy
zBe9x*oP#G?mpF3mvPQJy>fUp63qF7k8LQF+6ski^Obm6H05X6{xE(Rn3uxI~ri|`e
zug0OOg<>;)pi6DEhtLR-NQ*opU*vcrq)#oh)Kq8jLB$TBPgEd4s4torbTL^i<4S5A
z81g5GF?fg~88r^(=}tI38=VIluMzSm$k!UQ(3R;I2+ad4sUq1n$3=7Z6>Lk_!}Ha%
zN^t*Jla|8-w>KMz#vX^c72vb%%)J%+i4UV*j*mZ-VZtAV|DrM8*9qEPc?*lT&HKtl
zm^APDu6DNy#buC90o@OPrFTm*;ZAB~a?kVvXk7#ALhMq!8QYmjFn?QXkI0=(O4Eqt
zd8F+d$NR8rjUZW=2xA_@2B5+PsLNHI+JX#69~>O0+$L6edZZ&^K#s|fzrLe5jrq2x
zgcfR*+yke^2WtlX%vRxxLeaqFf=6B(P}wuR{!OT?ydeFt4-Zk$?yH*%9V(elHuj)#
z=jfy>`b+GpO+c=xun+_p0`G5<0Ica|K$kW%2y(=sCK5W8O=D0qRUutU+GEO+%+(+p
z;bI3n0Bw7+4en=ztZ96EAk@ITIm9@vH@8WcBbUI!S9-2mf*wk`zCy#MbqP>(ndifh
z>-%=-_!7%dV)A7j|EW%|wqe3j*3Oo+h1k$f!Q@(P&<jh8Rac$@g;=W|cJlJox;Da4
z=IfkEh54V58f1Cp)X)PX?(*MLCfCi_KJSpaT{jW0osnI@Pbqm;$4@AcTLkGx1r!?k
zI8s+{bUF^z-dzM#!tP^P(A{Mlu!&2<n)szyftg50QxP{tcZQJZ^WMl4#@bEg&N%*P
z$gcLSA~3SVrT$_O9usKWQ!46QFKC}?6BwtV@&>lHrdBS^0VxYGGUzJqM2Pm*y*U1~
z0njWvWG{t)^;)d{TEgEcKx*w>sl5M~f77dEa0I(oU@-lIqu>Ssh=Xw_G;gkrM>eU<
zMaPMFR)hUSKQAWxrXbHWYkmZN@PnAZ5AL)}Dr*@&QDJ*-B#Wq|;5>WQ)dOJeU6${{
zV(Ts}bIgxbR8;jhWclpH|Hi@*@;t5+GPbAsThCXP7}!<KT@VZHS031cUde+g4)Ymc
z+8+x8X=TK#fy~{kHci5(I%8lC!fLw}asJ0igDXGX5^Sf6cK*@Aq{HqV-|@W&Wd2ru
zLZ_`*TOa<U0-KEA1xUyx%PXW$1TRCe>OSSG3eI<2Z^etLEA~ZTmcRhs`L-o06Qq`o
zTUW?IuQAT9R<*`9udK7ffX$>kSfRkv03qhzuN=C3V0P*gUdjKqkk%xthJJnrE$59M
zwIz;#mfIw`6!w>$7`01f(A%8%gE*$j<E5ckP!$+qC0wJR3YI6&?cVkBOI5skiEre!
zc&9ptowe#nncH2L*6!O)U1vllrLE@u(sSNRVxO*jZT&FNRzeY=WH!?E-eObl$MY-t
z?=Jv;pv0q|4&lhZvp^=$a`=I)@^?)XhMKiUKT5W|lQ<b9rG>|?*R~I<)@vO3k%93t
zWjM}{6ScvxlWlMc^7Sspybc)b<ABW7-T4DhGc>TF7mTJ}S+o}EF_OKZwde*^Xf>6=
z^~=!FKs80IO!uUAz=e#0rLsD@7BLkv@;2*0GIikgtSZ-EqE@TqZ9|E|w<?uIuF{TB
zR?VKvk8veKcw!{bIx^d<<@FKNnpQlj)Ohq`T5`z~d-rms!nGS^pnrP5im<qv5Yf~R
z9jl=~v1&ozG!%G%Ww#JN;*_}KZr~9q{PqdXwnl3vtp0+3&8rt_JFb7bj<g+RY3_c{
z8`A17P>o&1yf4VFZ-`60GfGFg`-(aBx7Kda#<%m#V9+2n`FkjjwE$7FAmfAAXd}d-
zNukC)%0(dAR=9xwkA$|_*4cLN*4CIxY(JRPjZ^8X?~0vo|Eu!-9N@BE<M3R?+Ac5S
zM-?Z?YtQPh(JrWaN!-L{Lgdy(Fn|tk+@0If9=(W}`%waBO)?giZ5-^-O8`FyjEAqm
zLL0K7<-z3=!d6)OnMwl_Xg}tUZzIZxkC)dU1etsG7ypH`5L=JX%qR<}?_b_Een<>{
zO$^STf0ujhe|pOfyfE?K+ptv1A>3>kK9Dy7Yk?-`<`)xDr`O;P)ku3o(m$2ng8(Go
zZN0f7h!K7W54)WHyr5=<K^J!iXsuDMH+YVq2MSyF5-=q|3;Y9SdRs)R`*%*L9exof
z<Owa@I61M@sX`8zR}dPI3hC%j4tdrg)r;59;dep4<~I#o*2mMUd{zCA+x6jX!DI@&
ztF*Yzc)b$*<iYKFVTkKs{Bc!TnyYXI2e51^OcCt9*uQ1|8s2ori8XoE_rI<0uL+&{
zuk~%20BwKk{HXz7Y6M+JWF@T{I;0?Q7m$op@d{tTQf)%{dDRLNz6rhkeZbS|H{!kW
zu)RtJDjgwvAQYk|`VtnjNuHZ`iNXOI4SoPUjG#4!hsLKq#$Z{&)L$f;$Hl|z74k-6
zIq$(Go=z~{<2GS8%xA6%Q?jiG&4Tn8O01$^8LA-T*=CEzMT$b2tGA8=S5{&dAg&<@
zgNtIj`ybivs{|Eaa}Bg#0eQ^9WX%48rH?A2{UA#eeS9nkFR~`DW+ZWBoJEUSx{J8+
ziSp~203Kz2t%Q5oxKc)e)nHC1AEqebGxVT09=o#dDYu*d5VR)oT(4TZe~@$4a=aC{
z;g%Qr7-jKJLE!D4%sZ#Kw_K*^b<j**PcK>UdQ*6^e{~2$*C#bc_()ugKuD$?<p-b)
z832a{@Lu8KKm6`$FKP}~6sd5c1*ND7yPA}+tNB+;<SJm=RX*d5Lmlp-Ny48h7uAuE
zywgiZS{*7C=hP0lx!CBFTe}*#<JYGO`Kczl8*cEIX9XgLf0(Pe-GjXvMlXY@A`R+G
zwOtm^gcUO6X<)nm8XA?7!nZBmPR#-Uub*2-weUul1wI373#q-a5-H5LT83q)O*HW9
zfy%?|FYLPHE&53KA4i}~fZ+mqmzt`YdGbI^+%h1$(l2#LZI@HK7eIHzZMrtFl43jk
z*!_$#BpG>;C#V~?3sRhr5&h##mvR8pwhYnJac9>zkeNQ#vgTA9!7oE>XeID(l-kwD
zi7`Y;143_gxhATR%Bn>;juK549;swxgHiu(HSNJ+HFaQ)>wR)qGUL24Gp&Nd<lLsD
z5@1}-oCjGW>3YPVrvZIgwRlF%C?p4!U+sHEtOic?f3EsVy>1aZLA+aY;TOkrv!Y^T
zym@YH5Lpiq=QS{Qb@-~l1I)h^P3lwOE&SI+{&BB8Xi}?PLy#}l_0*NimxEO{o~qdW
zl6TApIinrU&=er4H3~hK_k2IV>nVJ%GCK=pS1o^CY;UjQGl(ge=_j(e=(rA`;fz?*
z^vh#)CA8PM;99spGLqr!;V6G^4G^K4%?`gQ#mqmhGU9!x1*|QrHF4oB!u3@7dk9=O
z*DIy*79Bef16v=KpWT+f;}zv4*3{2i&kB*h9{}j)wu2+?FasTu4k6Y-OsW|}>u@%>
z%fNf%w2#TZ_HeDUg$%2n^ZkA)-y50pj{qM%h5rImtGfJVsV?&0l1WkugZtYA-5#lL
zG|PGN`EyI<n&QBeWe#C<(LR#1+P&;>x0%0td5F#J0lJs%gt0r9oW99^IQpcp<m;s9
z7xc`{wI3J1xvzPzc`ZZR0^8eFCXx}KaP$3aY?tSqex}1)OQE-9+)rizTd8+{%UZD`
z)bcsn;482+{BJIsBeKlfsooexs#>9uM%TLivE==pegeFcDf|KocRU@wC={37e0QVe
z)(3oH%`ksU@r5eGE4%cTZzv~QRp}uQ-`bB1n~3eEm07b7<zG|SyuNC(%)G#C`Fi9R
zCvH{*6+x2B8UViC|CIOhVL+f6vmaSn7QfU!qX+r;u3Zj&<M82^ajLWB->-Uvesk~n
z#h1NO7))9pwDUo=8ih^2d7RN6G$+pE_pkF210hk-HxbC$Ad2*mMlLYU-b4nbRk~^c
z+c0?Co2U@&Lx#2N7n0IQT#f}qZmQY7-=7<3D#dAYDhKKVE}R+tJMX4x)2`Pk@h{M|
zZ5Zw+c}}T=-;MEgcQ*xEqdTjr{Vw<)KmgoQo4NVUuczDZrspG}6R65sn<DDckfWl<
zreU+(KfgZ7^8q;G_$<8w-iA~cF&(nX0v?B+R+jZ2oR)Ah3?1C_=E3i`aV7S{0UX+9
zt7vA!?Z>^nDkE}8rNkn2f2Dfmx1vgW3;*Yh+ye&?O^V(P$*jGr*|}CUg&bl;oRYPj
z^=<lp2z$?{CbunI7_nkkuz(_1s8Xa#ks=5}klw+7igW>$CLI)YOI51$8bYW_Co~%%
zA}s`vt|CGbic&QQeDh6kpYx4z?!AuT9{yPS&FX8;XFl_pF3qD2PnVo_>+vD@So%%i
z_}q&Z6OG^sVNiVj;m1ny{Q93=+W?Bhqwa{1duvsfW)^aWN3-+7hgw<f2_KCg(1}RA
z(ua@!6CUm!2T;ou!_7M!A4k%;C!4coOkD!^KTlbUkDYlE&n+~V(JXXp%-{7=qnhpB
zXa2{(j{L0D#+-PY&A<4-{2DSgURB`05`ZF9X7yNBH(Tl9PEe8%=<dIHv*Qs$dyCES
zXnFts_WjJ%4(XMlU6Rl{CO@;jxW<cUA$!VNmKnA0V#?Kqkd@cnMX@<`yzE2#7_6Gu
zV~q(pj;T|~hERNo)6IIsd`=C8A|NEd9LHX3%iYT9p@O1WXeE7nr}(NWsR>u%PanQ_
zXz!3NKih~?&T<%8WYVZyIT0qr<KECwSwDH2^wiSRht}iq%*;%nQk~|}`AjmhH2M!k
zFSf$t2~3Op#MFGd{PO+qFx_C{)WWXwGp=zw0)rVDOoD#<JgQ!&NO<4F#>Aaz^VTG<
z&wf6182M^Q!d51L7N&;;c72RyGU|o6_Fy%HDQ#YaGAaP+k6&~8;DG}N?j{t%0*g}1
zarx_iTppIz-dH*5G~{X$?r3mZ;V84PdxLS}58-9%{e44Lkw!aK&&wkp4_0P430X$@
zaXlhN%7<v&!OSoE+fHWLx9ya{X*DK;`<mh$_krVBz^TQ5#8=uF;`bx}9|Oae`>%MF
zoISiFf3A&%C4Sne*H`05nIDObnA&rVL~pWR2+WV{Gi5)wsvdD3zygCuY_{{aBwtaU
zkM#IcanDPE8arq$18*x{V>vngjT-B&6f0%h-^7|$dqKmKdN(#($n$saM7<yv`|jJc
zy$Nj90RWfPUcPQ*o+E3ywEwCxC@S%hCIyPmrZB|)?OY&qPD?3CW@J3Uafw$%T5x{v
zPeV+5<w~#9!JKdJ{%we157G@zZr9AuNBM@8CP$@aSQ^iKsE>BXM&dqO$m5O8e)tD!
zFwuKS2t&T=W{^!SD@yV7r0$f+?soZE*x`*vNgqr<NT*JvmjMj?G%dxS9Fl@kZ+%~{
zU+I%Qd2e~{3!0D_$!M}c*o(1&)r#^?G0?apGSfP*b2ssO!C<r>Hl!RAasGF&?cR93
zXhstheIjEZlzbrSt5p^;OQo>3raNh78KwJjW?XqNyD@EB?#2n{ZG&il!AC8HJN<jD
zZ&sDe8vNdZd%LH8k+m3Q&$o%6X4C*b_bi+gQ$O=Q-J8KaUK1HN1xHF0CfIBC#hn^1
z{X}_XW8ZQl=<h9r;zAnt@W0D*?It5T-}76oRnH@Wz41yfw&4s0yEXmquNT6v6XDmd
zn+m~(5POU|pgS|}cPv}s^7eE$`Z#!@&8cjzvc+&QJVZ1L`@MK4*z?cF4xmZqX-k<g
z&rSsXokj6eFpItEW?toT86}>6zRtrW&Bzrl_G2+_9S-&+&rQ64hjSWw=mi&`C${7C
zIkVD-ZgbYAC8}bms=q%Pj!cU?cHM8@-$~(V%u2i5qu+6!g7HRwOx|GVffPmiORxcp
zty54A26eTbem5+l&-K`!F0b#bl%L+(GS2_yZ@<b;Lcfk2IFPaCZ<^)hfjuv`{>6Nx
z{*swQ{T2-*XbJBH0Wxz@54SYjQMD}|&f0ug&vmqV1V>Pxp!Q<rw0k$`&!X@py$rZe
z@^nx3nrgM)wkLl`@#5%g6?Sx^DA`ZP92ELHL}rM89m+g)nphkj;7PsE#452Ui{e@O
zSt$1RV}HPd!zClPYfVf{V(Rjyx)VPHT@nSIp6lNKcZ~4TVN@%b9rKiK#gzJ<;X;e`
zO|`ECs-m;G<wPUt))ja<M^)?(9%06e2s--oH4DpWc~T2ZvnW{gr0+308z);Q5f~PF
zgDL)mxfE2#?Qy?A>oCcwujcEq1sgPO_zIsDYgX5@1MPDoZ~4rs?pTg&zjWzlYKH&x
zP5ah22ZgxkdqRnwHH+6U?_F~)<%z`3-jop=tU`wJcUCg;62WQDfzytQ?yM;C^m<b=
zeYg7R@Aqtr#~j^yr0fTy4hn2ckrJHa7#W(?;5_1EaJGU&X6+(R%IO}t#!9V?Nm5LJ
zq}47UyxBqG4Sqb%oCw)D2ty8@78%GCT!eIfexPagSs}!0gn$hyCI*Y-9(O>w?0XAL
zHwh}t8DZ}xYdM;fUmGR~I+kHAdne~OvQt`d4z%6|it-C=&O#XH2<P4J$Ls9~xlrW@
zIvXH%gs0^VSwL=75*C3=`y-BBxc6e)-s8Cdo#_LP?#`Ia%%f!hOr{jYvr4WWROGnL
zrW+kmD<AyTi>)(Z<odf^_rpk@KR=2veh{va>k257EC7Ds2+*&?XnmbgfytLG7gxdh
zPzN8$80>8tDIiEk)&?*=t=m0}IV;Pv`vx49Y*tsBSkV>J>5{W@cmME*gvEFd&6-<M
z3(I`=81AC4!M2Ci*A@V0CW6gQ1fJNHK}t_P7P54^P1hiZjzI8!QxHM)m|0&e4!{8r
zJu;2N79cn8%N7-IS5^b-wtbs^XLiW_M&VAlMq1|*BnFoBa7{0l+^yBREi?1ztNkJU
z#qO~0jj+K%QE#BsHnP-rVNzE!LA25I#JOvVkk&m2K^q{>XEKy_PuM2wGPA}?JG!;R
z6Gj#dBxs#gWYz!9m<1^<^B$FzEwN$lFDn)8fft5&NVl4SZv491vgD?EphoB)4{Tb)
z_2Q*7+!Mubw5pZzdf(Meq2g_-N*`|QJ&%~`SGnP*9RP(s4#IrxrXz^LT$;WP@l)6m
zLNKoPTY)cTFvK19vNvuBAscv9UVo&KSbJ(E*i1SkB(D89+1&C1YM>$E10quiMvZc&
z;iEs0?cv(QRDP=q0x}<J<U~Zes)a4<eT$mSZWEhW%U{_6YdT`(DzFOM?yP{X)|0Ky
zJUvop{$&zC=}mt1Cp7cz7G`GxCnFo22>qI0=RL1I@Xs?MZBb#TYJ5=Z>1yd9-!A51
zDPkNJdjJ36?bC_yp4_U!OxE01M4QY82;Y3WTaC~c?lrTika}w#`bcdN^Bmj6uBqNJ
z8l?MDX5h>0NKciuC7-BB8nYCAveJoXnOU>I({#tTn;ZXvI2#$l2CWPCfaagFg3wI8
zBVa4aF8^*hECCt8ZDP@7zzN%F8|3ZBWSE~%h;(%0<<o4j7ZMy!%5c>xif(w&QLAkB
zt0JZfeSpN5SN~O?lx)k={$>?_w(x&NQT~(tz|uZ_&`_yA)B2Q^8&H-}YHFR3&@6HL
zvm&Ci)W2j;%zftC092N%4>Ehh>p=kU_ujBm=Wb-3?!g*5%~FFgTi;W|o<z4FpE9>R
zr-vFc{K&P1zPosLQeaE4dxNr$Lw|`iLIqj?Y={5UsZ)dg5WsQcz5xpsAB|1~l749N
z3h+j^W)JZ`-_p=e;t?FpATEUc;TZa&ic=C?zB{06zeF)mpnsWle??FiWD%l$e>MU+
zI+eOSTMUf!@kH-q92~_E86PwSH?+7^P971rT7%^g_@b9}4oryFmg5rJqY2_Jt0R9n
zj+<MMJtAHFMtlg*7?1CxeLGN(PxPv7J|6UoBmi<;1j02EWxru%HGiS0>4XG8D`iH-
z7SqG>K1;U{5-GB`f%K^N)%x;lL*65WC))h1?5~*M>#p%kx`na?+&YLQz9l4A+R=A)
z;JG7l(ZY4$j!|JQYX6I(@4XERX&c32eBGck<UU}J1(_&+l)8Es!tYC%x*TzwwB_=F
z#DfF9UEdDLri?SSdQAQd9r!MFODW=mVGMqROVewhPTn(^xaiE6x<voE9mbH5Q{F!z
zcVQDD8A<&~u$lHo08W7MjRZLzOmhyO^MlX^vCzEopz!&f#o82^kg#9MtU~sKL1$K9
zE(Q)r@G4#_ou4KY^kK3$>&;#Cyj`~ZK%8#pDL&uXTC{NZN0~s!*f1zSMooW06hMJl
zeA_0ol7UinXKY7E9HYe9IDKqW&#v>bbx-n7rQCT8_;NQ7yFk;1slXW%Y<-Qzx>B~T
z`PcmjF$aNjZ022c$z_&_>lPw$8_6RX!LNAVs46AlN5*?(naiDxZ@kvhsmBw4OO8^f
z&S%HGZTxF61|v+6W8n@l#`*ZzT8bo-eo%k5hRFDE>*Xc2U8;wznCRzlKR?)51!u|@
zt;4l=uOLP$M(g}auWcPS=7eAlf!>JI0N!U4b-S@+whNVQE9LXo^j>Qdrcdz6wAUq9
zDVr^*i~KdEGr*L7gBoP!&-d@SXWKs>#VsU!$&-q5$Lu{%?WK`bj#zD&=KF7fooWO}
zL9`9*K>L%7Svf0ydIkkPzdsw<|D0$v*f4&B8DT84$itIT?oqjy3v>9-8AGxL7ELiv
z`&klW@y|SM+cI#Tfye(7iCC4G7aMsePQM$Sh`($6Ma%8`em>EGy4rx~vTv<71U4**
z`%j>!8|JxwSwBg$yh*Pn-<Q&D8Aa$0`PX4a97T<_VN!r;wML6Q>7lG{WQN|mmz6Ce
z?gWBM=)e9lH_}edjA-C{C8jj_d2)`a<1)+4B?+w<trMT==Bn-$%*M5VAm}C`p-=QW
zq8$$Vd3blbK5z4!wHT?>Gh6c$iP>;VUW1isohiHe&RRC+*%$tyCl2K?16QZac^p}2
z15PJ`@9@IiBYz+y#Ld=wM(awiOVaY8wVN~}^Cz~<;p%_B1=ig4e23pADP3jWKi#m!
zJ|#pl<0!SbL!(H^CY|n#a882l`_T={(co5dRfWk$#wz?oDTKjn^bY(rR<D5>`l7d3
zlYMsXk=*4nZ`&JRv^|u3a4Pp*QZ|gaK)q0y*#RcQF?ZA|Kh6I=G94_(0TyNgPvLsG
z-Nc4jq64$=2?TB8C1mP(!3lVT)oAm!ZD*q^7%Sp{40T=jwM%lBLdA(r%azE(U_Lb^
z5FRC{$a2tEoG}7^$s%;%P*0i7)>-O1Yn6{|P6V{W&~T-E_}}gj9wCiDC-~qW?&~G}
zq|ky11>aVR|1-%BVXE}TF*pajF77kG!o_4fS1qO$qV&p`2c)w0Xe}2;Z&<oIdC=X2
z&id;TJq0H1rdl1h?LUO1sK{Qw6ilRC9Ho+(2$l_pUdGUSwu1$XaAwHrCKgxKbf2F+
zo6<P~&Ou{l8Z*7YCJ3%sm&mRb=X;RsP~Kgos;kXx=$~0-s~wps|J?>L!E<j^+u2I<
zNho(4&+=2%%~N@Lr28x7|DACHoVpKTce`}S!zFQ^es4<HRTOa15;7kv>)pc29Id-L
z=%!iVLExWRqm%~W0%>XW<Q0_5n&ffvdudQQ{_@Zft8n@@h+%}u$Vu)giMx?`DtX-R
zvYtf1+xpBjaZynKl+v;=a*m<?7W84n9EEY}^EWo;4nC2nqcF!EdONj{Gi|N6XftDN
z{78It{Hru5*&=^XTfpd+UR}j^Yn$Meh2rxkdBQ{DXy)VG!!j4E|8x?W8m&>u@)YUl
zj{vxrFBCs$bp7fP5S=G^SJ*aNUCe?nb)MeW^iOc+6ZC8Jk_XNgnAHNgDfcMp<H`EP
z#x(Wq6^A>j>FcXg06Y82hoO}E=U^>j(Ps^dW-YX|pV{mcu6Lzx$MjFg`o?@dauoe?
z^{M2vwB7}t2taK(;89<A=9c?hRBz*3w~%i+n3di)BNmzbfuG#lr*Vi<72h3|ZCZS2
z^zTm!AcyILjI7_wCr{$>!xVGNA3<*SJb$KaY+e;r7^acZpp|J#)OVMm{NX1pjh=H_
zn=x||L#?>W+5Ijo|9<NxtcXpD9@vbAPh8^wv6`E^@sTaOkkh?xuu^^&O?p4_RhDiU
zFoeJ(@u7gm;rnSF9wFQg;M=^D-c`fpyQoa@<%UKdfBJ&3u)%`Zua$Opn3S47X|ac2
z{|lk~F-FPg_)gG0RK*Nrj(e-^-3^~0_bNeD+^MJNtKWUGHKEx2DGM!m&Nd(Hy^am*
zK?$x1Q9*8gJwLOarJ_hneBHe?&iXv!Zx48+Dzm@6`|7vxoUt5*4tPNav`t@jw;UHV
zLT^_WIW*LIc^S29M0nnv-VAvrbiXfNz{Pz~sTtk*IEo<dxtjX5FnX>BAR2g7>Vz=I
z`Q{flT3<n0$3})5MIJ6k70K3-ydzoIXD#GwHOv-t6F|ZR`4f2U)VZBENq@nQkV*^w
z-YA(p3xyrWg)rQ@%k&Al2$$wlVx>E~ifUE<jpo-k1^d0ze^D@lb$SNU%X1k{gs<8-
z8kWZp$a(VIPPIIXlSbI{IE#{D(%HUfnX9wrX=@=daZ0Q7Ew*J-knZQ_!4>Xx?jjjy
zkmv3ipJ-E^@9ofq6<#uZTX60GfthAN!2tB|KtPWKlRxhI<r!`RJpj!JYmn^A=-W^+
z5VYPS>`m%w2Z;Gog^^6HC|<{fj~RNGVtl+tw~-=??diW7$N-6a-$Z3sgE6wG9Ot|Z
z0A&pT6fIf$K)37<(tV{J01(6xmyzP>?NO*4fA1k-zBhHXw&7(9vIF#=<P3zq`J43=
zW<Tl~gTo#luhVPSc9_r-5Acp@uiZ8$db|Cckh`Y<C?m>_IS^jfj_dW~=vK@j1p*DC
zWMJ3?6Z<|(c6F-U$L+J7Lkm%Nx>t`93XiYF)2l)Q^nP<Pz^|FQ-MXqN!T(OC)t*&o
zwdAgCOOI|xz^}MU;b%tSSX$T}Wc}g#d#Yk^GniVj_Z3_}7P6#lS3gRF{N=yCJiruN
z?>_D9J#w@>tSg(i5S5R$07NE0FsfH8N0UAYDA<jh+lQ0-41Ry&wf%h?g|{gjM&DgD
zXvlKA!2wTY*x#3c03DP52cGZQxN^qsl#vDRSCzG15oOn9rs=nm&V6W6t!6itl;Z!j
zgdNqv`<iv^nESKDg&&3M)C>Q=R#N%aPAZpGrCNRVV(q$e{DNB9ppTlacE@Pl3OtC+
zl}hZK2-*9_o>}TIh06F_XwxRUtfG4N4Jrl$YBzL!AK)2qluRm=g^Zazu#x{f^`^Gz
zxRiFgn5wPNhZw`an5B4v`WyC^{p^9lp*y)ZDU^4m!=*%@D?S-F)95ES9h{q;-!hzI
zrBVi7<azr2N#nX8TNf=sKHoc;cZX0hs<E{3Y<}Q`?*-wz<9|qHea~Lg8}|55pF#j*
z`7A}PT->S}zvixEzQoSgFViXm2*^u9gf-VnGQCUI(Dlz!iG4-cHs$;fQ4tXQ0{2zV
zR=sJ-`bCm(+#lDCN9p7i)gWKBA4$P{oWrEkr!gm%S9;g~7!B0nzoi|aeJeeT^W09B
z7qY9hi$3MEw^1#9=7Sm-Ho=I(s%(;Q?7v?+fP6`+{Gwq`kwLp@`)&2;xb5k(em4!i
z7j$u1s{8cC|Jit5Vm3k3Kef7mr3rUWEo|BmmZ)F!G*9A=a18+i(UR|8^bP+8Xw#f&
zFjlZ1oO*=V)z#1b#)pQqCrjY(#gqlOwkXiwK*i_CQPhvOkubnrEh|k<j?1vm_t>5@
zGl1qYw4bzSSBtf&XL~+Dw}5t7Asr0~k06>BI&Amw@MdN|n<D)Qf(Xo{&lRsOoTrUi
z@j0v(3s@50#${s@Qx80+%1+DR^yHTBdY6b(%3odh`_o7>#p1YfmSf}ogU6*3^L|s7
zx8<ze_?kVl{JZyvFDKW`?vERfVK5luikl1sjug(cId1U>3w6T>HH#9bEWVQa`_pjg
zv1A}O%i#FkYDWFXFUK*?%fEUj8id(Ln4eE<IACHh4n}e}KH}7=q1FI)HA0&CzHLQ&
zWrt5S8hZ+3PsDw%Jyi9#@oA)So*^z-MxyBOFStFbLm*h-3&DbC5i|RS=INJ1FcWm}
zBwUm3V6BP=2I+SH_TVcD@sa+W4v~UuX&aa6ZaDWlPi8oQxthoR#H?ZE_Gfa}{Y={-
zl6mFKg8HVZcKVjzzYPxT!_F$zt>t;<Ej98YPXR!Vm(BiU)saSX!Tx?RJqA{gMNjD%
z*rLBMvW(`DKYOy<D*=LUIEmSE&hZd^CvLPdAC<}qm7MNwS5^-yY%O|_{d{g_{IpN@
z*3+9;{?PY725z17rvs@vri=MavaLe#;`aURuX?Q?ChB36{3sBB!d>2MzTr6Qg}ma`
zQG<(>Jkgipuaw@*Dlt40n>jYr`q&e4LiYNy(m#qqmQMt{D#x}H>?qWpTYg4)kSEhs
zDL-b&Cn){Gn%<1}A&gq3vs&HVP>^Fx0Gn+)35YPGW!ms;bmooW*2im6hXW4(5~a6}
z5rvgGMQ5yoL$n$01e~6w%(U4kHOx4Bfx)(D<D??(ZcJ$@xHoEXVKLk5wK|TUQc<mm
zUv`O#^JV?_bElBck^3{_zTOye!9Wsrn?()J4|lV|m&6(VQR+f`_CndKc=~du#~?>r
z*Y{Qo^YJ|np5EP7xh!|41nWFg$`%Gc$80oW*)jNP^3B6ti;#;-22BHf$W>wi5%{6I
z^FW*OS#BZG1V76D@S>@eg%osZ)vd?Co(&Sd6wZv%FZxla?W6nQ{SII0jadw`dT{Vj
z8lY|{044o`A}J$vH3-(?<O532p}3nnF56b-73RL*fw8SBqv(|Q57t_;A2Z(Nd(nG$
zbeu0&3)i#-pWwQMgOB~^){Up}>l?{)0QndLEmsRTDR@^zq7k$@B7KHH4=NAQz2~&P
z^eflsq)|$eLEn`7%uf{v`khFAWmg!TT@kOQ(coIVPQ6d0e*HT+obMhwU0Zm)onyDh
z0i7l!j{<C1yz;)3ZvKuh$52<`y=2UijYpkb=jkCI{B@T;y5JWt*sWN0l==IQg%yqZ
znK*iIZ^IrSm&KZ)Kbx<U{0-OEwi*8R4qW)jHS_W^v*$J}QZonsoIG_)Om!Ec<6s7v
zq#)>?te(^^w|uqfh)O-Nn5{UPV%!S{+}jrGqKnnL?NB@@M+o5<ZhbO%D5+|A`4b*T
z5bi)t7ss}HX@xx5rNv60nfw2|vO5ggzv?-Qmrr<If`q$jc>vZ83rs|wIz7<K4FJ^R
z6`Z+2iOGT~X0O;PViw^Wc5Z~{w4vFrj542aw_!UzZh4)J_{9#UEvk_(6DBQvVg8iM
zK*(#L(j^TT_Bp@=Q$z@3gzoOeVbA6!r;m>jf?|~)aGBaK=|CElk(A8s&w(FGy0v*H
z&=w`*fooSQ4c*VKRBTmh<lA@Fd2Dx5yoFczZSsZsJC7nFSPS0TuF3{-1z$D|Xb9&2
zU%6Lw05YefQ;0+&0m#q)%vG#uQUoN{Q-BfdUvA&63Kaxy<GU=8G9n5A^^moj0cmQ8
zd<Yj|#|{pj-Z0|_dG(5uW#uc3)ISFvd*X&dT!vel2bVwj4b8c*+&Ob$^CEqLs!v)i
zNP&<N7E*C!`m+(HE#9qVbZX?kanvts)VaGBHB@ig0U2Ab?@gD6dxQhsU*5{DN%Gxv
z>1K9b(<2T{>RVKS$$N8C|At`E|I4s$JICi9{BT&}X4rRSgmbh4P;{(`GN<pEGTazC
zwbZ$I?{Pkp^b$46j{@KBh=tUgp?CCT_$xd4PxrE#@Sip}ch~EJXML0+fVHg>w;qpp
zWoU-FaV?U5w0SW*!cIJH9iP*}69Fq$EMr1d!?|0WZ)Ia&w`JIz_43eWA6niwgCd{G
zH3I@7Dgr64WXQiv;O7w$(FMXE_IrCuKExxCt6`UsY(|W_oqk`<A4(n?h0@&jk@-By
z;{8~=z)Tdqcfn;ZQhZ5pMhQsi05qc4Ftf^|?Tv`ifM5Y4g^uXFBO(zbsKesPeYNBo
z2~gZJpxhc3ni*zYjx++Xg$HwHI#f4D3*|#MvfQM&(3kbQC9D>m7Z+Pk35ra+JoWb~
zy2gA?rAdw5nYU%b#SBh<0Xp&5x<%zm=SFQ-o<lzKB%E(zvb1ZNLk~Z~*-H4C2cm7D
zm60TV^ZkBARUm!*GRa6t232R?)2pp9#Ox7niI+PU)P-`-?k;+E*e_<?YQXZWVF5Y{
zL%*nZNMAp8v^+3pcrFXrHQr18wi>lpczsH{eHgQ%<7RctydPy|F`n~otnN_v=|vrz
z7wPtOt0gY~j1r~;6pH^`57SK#PVUL8_=^;jUmL4`MRdPX3#Sn`ra9w0=cO*oujwOl
zZhYfM5j*anp0toETDyP*Ocn9K(r)wH3va#<I;{!)k-V5M38=zu3kQ$5(ju+OUrQ;g
zIc0Z@K5s-s_A|bzI4ifGf0%?Vyc=mPd%fR7?(RiLl}lBnYMb9Q?VXmsvVE}Xacr*X
zyh*y`Vs6=We3?(|nRxN<LZtQty;~1o#nLkhIsbWobSp~g9Qmd7sIK6k$2oEGpeRb%
z%REGC>A(w@I&spIYw<J&83X4vcqX}WJ;tTVT?{0ohDnjwi#)iMYopZK0|cu5YXKTX
zpF!~z7#k=P8am6=s>FNF!CT=>kMo%My8qJ{U*6|j8xybt-ex9%z2F7^UGZR`c3Ewb
z=;c;zg(hbWQC7~YGoN7cz|prL3hc`CV2OM~-8M(#1;m$@D<l62?oMV(tUVkN(|cvF
z&6EGM<a}kCb+QlKk)zy5Aam_)ogN|RS{$7;k$wr>MaB#5llS-dl=Fy4myzXUdWSLc
z;D7qx4i#Vf@^`f9?_d~=pJS+o29<Y{OOwAuaSM;KdM`S&X4RcoC|qB{l{qM#)1V`n
zIyYcyHth#KRPdEylJc!&-AJ*=YCyj#jI1-3!3+N#G%sRvbGl*ED!eQA@?alY3}05!
zh+i`f32`sx7~l@~;r+C+DS17hC4+R9sk>oBsK;Nhp|fCRpb%5~r|Ae9u%fTne@6xI
z&sN4WG_YX>-yLbmmI;Pir4MEscBQv@ga@q9j|b`R3kwh#6dAY>dI?YQCmcjpIt$j{
z^DYZ4cFizlx!sEwpW%2dM7Q4*UxHz~MF-GXKFNXA3fY*LoNCI_Bj?q=TPGL2h?Q#-
z=LrOne;1zK`XS`c_Gj9VCV^&BrR+fLsa)&U;S;&ktV%cMc@gJpzb!V6Zgpe~ZtKOY
zeLar>n{W|q!n8+fMf-)sXv?W6kE}s~Hf10r?6$Cr!t-o^KzB?_=HAI9E;Ef%=U&b@
zZ(R0>{mA(W$w<}G%!^N*S@^zSj^UQ`r6>#wv-58qr(2Hiw?eD;H1F{A!XT$80am^u
z(?`y}LEPgUnjSn?!~r<C<NlhH9~cDv3AyDp2bCMx^CaR9rp^@>v+=C1sr<X_cF1zt
z0rp_lmp=uExQyjycw)q6jE(K@-ex&o_D^j8PWw*y<ul+SM*WmIeJVS2^yvroU1V;K
zr%mu2dDBL#Lx#~RrOU3mBrQ2Mzs@Ff9X4cBTU{SBw-i&SPDlT{*sox-T_oTwxFm89
z&!W>z*toCH*#)E!Pra^On}17K)BJZug5Zny&zw4?#N<SdE9xh$)(|a!C9)Vd)}`K6
zqpmsQiL`emQ18Jj-u;*8e7HJ@EpTJvQkQbCYRfEd9i>t&F<WQ1mtLZuu-^dJ?a187
z7`2s_7{=hvdc+ki*?D4!bH1b0;LDgg$^+9=wAO*X$Oh7-k$>{gGBw>kc%tQx5Ejd}
zx>WB^F!`rXf7*!7zh{OC3bw(nTZ6fb$pPUegUd4OT%$nIBh-4{|NFtty<yxuJdTjo
zGf?B{axQe!mYxJb2Yz|(52o_TQAPcZ%Q5wb?R^r6-*1dkvzq~<{kJcjyTa;0)d&gn
zgSuxr)Csc#g+a*E0tqg(N58dMsg35jkZoJ8UcC~7#0P8SulFwz`gX$h{1Xpo<S@nl
zGDgG`#flMFp`VW!R;Xi=gT+#S$=U<O+;G4r&4=Vu;9DdtNdq}T!sg>qKgdA{5@6eJ
zu&TWTt_aYKFt#`SEn{{bazGuaoiZQ2V4OH_^mj|`XQOF$DI>`Vh&72QSb(I+<qAKo
z3qLP`hUituqu+J2D=?j&ssn&Y4YU5jV2&TARHZ<6wPmv}B|0t2qj2}%EAc+Z(bXSs
z_Zfn)5zjH=j4O!29pkyZGv<)thvr<3QZ|gIhj+k49jD=ir8O;W4^N!7_O8Dd?|rbK
zLE5}sYHYXdt*+WnV>KSrJ58zsbpS(Jwt5X#Xz3m?U5A)rA+*#`Wxaa_c-nurDQ6Xp
zYyld1?4Avv{Dp(ZbrT=+etv2>+&$-Kq%#d=4;ng@Uoe(gWE-Ulcc{t6ZT-8;UhfJ6
zW7KHZ5h29RxjSqN%n!uO){>nrQ#`z92j1K8tGmMk{)7@$jdIu2XZ$^`!dR@D)yz|Z
z{sS~Wee=EAt_l?xyr=t1FGDf7$Dkj0H@Vy&#GqvEe)|XHx0;YIF)=w&yyJNU&W;Cl
z{mLV#xcus^Touw>PAWe^`$~Gj7F9%je{p8m9CG>eAjdm}0rwk8nuPQS5|S?ql#VQr
zGb0T+7Vm+T0a@I>l(mk+?d9(4y0H#|R1~{2;!{}+RGj(y5bW^1CeF`~T8A2DZjjMQ
zhJF%cXKTl9t%F?R0tBpOtwKjU2AvRIKSTx@O~pCSh!>-E+Z?FeJV`nOz-9{$&@g1f
z$BPk$N{LwOj-zyt8eG5JC!wL;NiOwBjmAlkb0tC=I2MwGRgsD!lFmc92TrR>tuR<W
zTjlKRaG~*Ka*3h&0_X+2i(hlv%ttyIDUdT{Z!dFSo}q^E)jKLLQcvtKg<HhoT`?tj
z-0Rqq!{`?l!~FgEdeiSpv$ZPKc8z!z51M2Nc0`jscX+hW=1!6I(2p=(1~13a7kLhb
z{1Y^r)~m7oM{bF~Hp=i=O+1=3BeaN9|NG$ZW-%s;P=Qf&I9KE6>BtLund6(3bZ-Kp
zS&qx<m~ftp5R*x_+8paW&X0<(<?_2%@8j3ElN4{8?XSJ1<|ci?cJH*iw(zr=!;>);
zL?fD;<(P%~#{doQwZ$%PQN<RHV6yl~A(7#FxV~>!NMW+s)$8uX9p0J_?m@&K3)kXz
z(>@a;0%sd31JFFp%E~%W>s1P+KXMbqY#m?&LAtd*XXv)z7-ybd1K=df#3bir6L<4S
z4Kz5RA3l_iRL|#8^XXGB+U*%nmCex*`T1Iij!Ez;GqN2;V*c~Ke?W+%2gzP?tA<>+
z!OccOoWyskm-9UH2iR6tEJylDZ@D4*ZGr#hM0(&Vpm24d)GTqXjJQ7fpN}ay&tVWp
zZV#JyC!}l~pUPyo*wcXEJU|SHiA&9R(UluYbbspNx0FO^GX487@LDMeopaEV9%q46
zy3?N;8SdxxsnZa#&>4lOJXqdG#-Yip!np71%|=%V&ubv2eo=@XZsk3zBzg`H8mAZx
zW^2t+MIFPCP~FP!5|EghB46<7d1fz0{_Cga&iX~d8Jk@CuCzXP4i9=p!@y}mPO*&V
z%<-wO3>TqH&?H24fj7fq#O4---?voQaqMJa+To2?Gf?zYdbBVU;uPp>KFG|BB=Pb5
zU<O_X>}Kw#Dw~z`(t67e9XM%v!R^1O%WqJ#kF#UPveB)>l+k@rGs#@B`PsM20hp*y
zZcy(wcJ6x?v)i!nC|0P=Ve*649>aXS>T5@609c^t$@HKusEPKCY66ug*(7h}LKY1P
zd=3Lhk*A%)9uUsi8=hzXrOB@yC@+I=h0n2}weSm0q+$7}v*>{a^~4|lxP8grd0rhy
z^1d;p7j99df+MZ<H#|wK_pY=^DMM|Rkt8B&G*_<}?AM^#){4J&*%?!zp59d#pm1q@
zUdW1+KgCOnR{Xks%$7J7yrc)wgT;rZF%r>-oG*4AQ+STmotLy_3ZZ^lf`3S_^smu(
ze^{8vPR<&CBom-$=#JVkkH@5s({hj0-L-!fuHP<>aZ~*AMpR{@Xf&zV&#8f@N$BiP
zQJQ6_69+b=($((7LvDI0Aqm{qcWQLKoG~Szwi=>ruT&f3Fp~P@#oI!Xx7?p~#Mz_i
z6y2P|+z#uq?+%fyaRUZkXrX|jJ+OFtA|%@9;B{~}?-=3{J=-H-Ro3@_K*SDH8vOXn
z>rG_%E@JwP=Ur#z(~b?U=Wk5{FylLykq~VNA4(4H30s2e_JAbD<0J+v)^y_9!2x0q
zMSm!$>tWK8bVBfTS)bnt4<M3)8a!On*F17|Si(G{IETRBfSxQ(EOp+uq0Wf1y0!p%
zn!I|~SON!I7SB?G`R`CEicwdQ$RRsE&o%2uK`KN_3G1lS-Y60u0b*HIkF#4<bIWAz
ziI?j%b8%x2`IyqWr3iK_6f3)~o_c~;Y-;->h+i#!DcCbIvjFa+M7g<!t(<_S_fTE^
zw_Uh46}|j<!$cFCS)S7Kb|lN~yWD*n?{ZNO(3~#Cgr;vAihR#Hb0R#wz9-6kNz?o^
zZGn4Ds$YD$tp0d8SKOrLtnT{qGzWQYh^0=_I-DT7Q?fqya_B(4dL_LxKLN&$Ihc}U
zWE^{MIc%Db#7eau*Lqk^x8(24EWWMDzO$~A3#LdS(Dj^G?gdfn|KzK-4Q9ubg`G;7
z@0LEc_&RLy1MkgibYte55bvruA{z{enGV3;1Wneb%sTIJlpk;r9}N4t=_H>F63p!D
ztqiS@fe`mh=hkU09h3ZiC7G22_HPu1DFOaK{#A4Ed7`A^{YZm3&bd#vyN^_<xl$_U
z9DQ@o)W{`APi}IOl~cSWA4y2=_n4@rNd;PXx0K<Y{CMG}D4H><Q?d2JIft=`y{w{_
zw(p}h4VAviT|c9l>JDzhQa?#9s0$2E8P+E+yRN7H8XngI&n3yGrZ0evUt&hcu;38!
z1~BgWCLbm(j)W}^R86Qw41ac^^j|rW=5han%4I%22{Z&@+WK}c^7P<x<({+*xPFqe
z?@o62ai94?^8R+e7hj^U%w10FO#0C+;+dlMgfqi;TLs(WsgP1>0vt{Eib&vlt^aCP
zAl7=h^6+|t6gCBN>vzEOua|*brANm62T!21x~JSRRv+6=dEy#=Y4UwHsrdFxj-ahP
zbtER8rI|5KSo<o*xkIb>^r&##VHO}(;Z;Z6@J;(>NLxf8zwhgf%!RJD6nFOt)sQE1
ztNXuofR>ZOkY5h>-s!@5EgZ$~V^fUZk0b@R*2}xffR4n}fTC@WH<pTGs+Qg)E*@To
z;Yn?|MT0#cSp^Eoy-t<G-!CBbaw$REPjrIGkp=bH<lrtvJ^b~FchOE)gE@Zsc5mUX
z%B>o2EdUR$*Z$RX6fNI7T(}mqY17#^c=Qu3kID19DtV<_KV>{SK=8s6yQk%naOekl
z)v0gqXLVfl2mujBbxXld1@>nvNNT7@c}8JKuqRnD&%JJWYUR5G`@-AV0Mav&0P?jc
zpOQkpvmX3kdhET)U!&c>;I7NZ&>?~^2al!z28eefechtsDsaWE%mPqMC?>3mNHIX+
zy(GoM`*<a2K#hmXrV_Q#j}L3QU1H<bIh~%*SO9p7Ye~@KvNW<*H>tW)tojG9#T-BT
zJ}%o#Uh)Hz&B$GwZpQF+`_~;8Z6*3fweD=!h1~jtG5;lHLL;`Pk5$ug^0iCcWS?P8
z^7Kk%HaS(d!Tt|nT5H8Pf4_N5JPlA#Okn9OS^&iaKq{Yk)?JnMw29Gt^-WOcW;S9q
zYo_@N{My7BU0+C%VhypO<qbsny-9n)!pevK^N0nwZK-9JY_e6C@WjDjl)`#7I=)Uq
zKfXcEoH@>VZ%A)}iPrk$s9xy_8S_X>V#PZil{|AUEsnhx(CgI;EIdakKgXh+w3a4g
z4$Uai@%kNIuk1h!w%oJW<?A!3Mk>7wxziuY(xzP@5gIIBUI_u&7f4=$ds0gM$K2ja
zsCyqO>m8C8R*p1!cqeg^;AZGq9=CLF#_lTTZ55d3>CH=@5K>SPJ8_}4<yV23{OyFq
zI63b&*6@XSKe?XjC&jCtAfeU9A=LRGD}GW3R+O8z3-{j$>VmXwd$>$S7D4$<I$97B
z`f9IB05xE!kewMPXuhq)P7#-sGGYZZb$)%By)lU?<K`U8>2B8?pYa%YyGLo}imR-%
z&0~9K<&#N25h1sg^B#nEC+ij}yN^ka1#HvEVjGtrF9}g6yb2E;n_k(me)qLa$~@Vv
z&BA;e_cz*B;v{a)0<l3JUTOIKa*#|xYN49WLRnFWL0~~9As_5_G6>?d%TNR+sz9zh
z9y!T^w1^oV{kYr)>mn8M;>dw7GkTVgI3xEvP<&}b$sJe8Fxk-b=gXE$mMLXsKKrou
zI7+|lY<Dr%w%X?27auU2CodU%@t?49wnMBLgWi(e+RMo}eX{XS=TZE6ZjrxdMC#ER
zVv9fhDZRKe%<RQHRA{0Jq!*0de!B;>Ig*hyCjYtjYO8Q+$$iCXNVVK4W6*W7^`L@y
zYtfm|Z7~je@?wn#nIpDt;|dqn0PH7ro8J2Ruim~ZQT{7uMjs0gRcU+rmgv|vEQHFZ
zl=5{8%>NY8#pBGGS4F1;Y>j?(vwfFu^?gyEtFJyf(xdrcr9!97veV<+$2~H$<s`G(
z>aZ{c8hJ`Fw++=`)x4Kh%e@esT|`gF9prj)K{7YtJ{E!5!EDZi^jfKl-MP7+-SxMk
zLf4!q4)6>DRaK)>*2*G|Z@SpEL$AU6zR&8!V~kB5Ca<1p<PYTEBqxlIrc`L{lALK>
zy4M!+QcH1RK#VOu&ve8p^OQu@tU9?nFXEAZxk<h!x3}06;Q*hw8M0sIjC74kj`K2Y
z+ocDKse-$h56bK~*nSAp{{+0-5>5j|l9IyRZ||>^cA4koYBpWcVd1^!Ngb^`-dVBP
z`qmp!ieA8%+k7)7#&a>sgk?`#ik=JlgF;e`uAjx4VZi#$>lNvCrDlf~rmQ712>tk#
zslyn4Uh-_rHbe2HR55p-4jZkW=L@^zEz(L<<7=h$&sNktn56ZIlOd=Jv>VY#@z4tA
zVX|9717yasfGG>FEg8wKw81q1(Kw}<(9ODUAMZbL?)*62#krA1_0|t2p5FSuw~&S=
z{3sx^aJY6>VBlWHTb@FrWn1iI+NgD!PK%94!0aQfMDgtSBJ%Merr40sx<`*Y91DeA
zW)n#RCXlEg<n5O;vSwY#EI{9En-XJ3N)$T)V(<gRTWgsbDNj{{bP7WhDg>!bj|L?x
z84wsjL;&oegiG13r~8nI>ukJ)+4m;aMZ4wmxbfd3Jz-3dljFk8`Gcj=iyyKL2coT&
zFz__x&(4r@if1PC>YbEql`vn4K${A$DSlie_x5~&BFg(w>WbIHqT?dw$4a(5q1m6j
zp^WmA$?gf2FIAf(Ic9H0K`&Ynum;HBm_Ew@G#c-w3s>0!<N?Tb!h@B9Fo;@Rd#AgC
zPUHAp3r2r!E#@su_KC`VPdrVoSP<dD=6HEN34KD`gFfa+egTyz2O=Csa}(d70i&cY
zW3ZE1NwWD`<98FdQ)N7Vx%pl2c_21J2M??bb!^98Jc$FHpMtHs4%<Nl15{$xFc5-3
z^vu0MXyt*ac)G!4XKtdy@ng(lf^Pu`^UM>t!);(zp=|71VWhklJuy7Ob+_6%Eb%k3
zt<#^!eo5JH;aek5{+;lh{EkQ(8}qhh0v9&r^RS1w1R8WC49@$W(+-#xwzBG`U0k=X
zs9n*o^;ve-e17hAH6R&0pBguz!jYJd<Jf45f6WKRBprKVttNTpLot4OY%3UhX-zh6
zJ=&y{x|KiqL&k~jK32nn*afXzgR6NlkzM)5<$Z&F9y;y~_~$QeDya=Jnxg_kr;Ov&
z^JzPEhv&szVUTxY0AL3J#C?lF-%d6m3&gKnMOA0(SDf1t#CS|#`VX!5lLFA?txRl>
z^8Fs`FHpbr$jn#sQ5#&=JMri>D{IxsB)oErUJ<_ZaLTjny9y(M*1;}*EW~Os7=FE$
z6WiLoj|)RuD-P%zRWQv3+TTS%I$a@%h5bEGX;}6XW*#yenx5w(R&G$u)Ykm!)np_?
z2nsU0%S<G@vaqvv-q?gO+epsZi_NB}0b8l4zfiu=FR1wT3;T`(bqZD~^=2;`N!wE0
z|LJla=<O+#OT<}?IS@*WF~!ce6{@_7#3uxCgL1F=?(IPM79-X5S@ou6hT4B#7(9*|
zwtA@rR3f;Kx&wsdOed1B3V&*(f&S_5ww__EMpW;PI*4@+7AzdzUCvtWvouAz@=pBP
zD+WW*ZrZQ1>5UcwCsq~|rmcPYKCQ(e6x7w2v`iVcr-;vVIDL@O)~TLULwDhVoaIUr
z5{V1PWXswb2`!r;1F)u#M}ez+Qn*Kk@5RG?*Oz|F0`}o9_wvz+qpLMGMR)dHFIm1F
zGV{yrnUIsEWu)b&UebM<8>?8w-}NfDO<)~VyX+yiY2+ux48#n!C?hhT61P6RIFojQ
zSAQ6>rPW(K`Q_e@hbfqu@fakQ+`x_`)N9T6&bBR8g+H?w`)E0edFf!V&{mP!;w7wh
zEJx#sZ1%!U`;Y8|Hs);JlCISr2z6^a%PXg~59hA`ajA~d6HA^RU9B)I?VIUx-8>*2
zeV%r__eY?_Q9s_Fj+9ykQMWG8?U{CqorSohx;&Q-HxRkpZU&2q)mg6!!c&!!gl`@Y
z5WIDZDAM56Q`6mN@09aWc{q{CJL?u-dF66zRGa>9GGS{m%JS;8#VB4UaWRo-Wycg-
zzX0jZoqNzp;4GQp*Yg|A%Iq6T{Z?L|8UFS90@_FQw4ASnqap8Q9U2_7-vYIeRJ2uD
zP*(ip$&1gPT}+x_+TmmP)hgM!3pmD09#~<)psv-+dJClFaO&;ersF*8FYhS3P(Td%
zT&|+&i^BG3tvWNRUyRQxfKbux&&XwbO@zmhITB|lDYAG{iallF!#hKix~FZVzocih
zE4t2Y94Aw!PO8eGA2;u7M10rg9bw327SzSmT0ya#sPt%x+HIJ$JP?ecfP8<Ov{r5m
zIE&7+_RRc;P9F7aFD2kDvmuXlfd%j-a~=)du#^PmT^C0CS1zUW<i$Pm{aq91B0G6&
zv~2kwxMT;JboNbq5`Kz#&~MtUYGYg81aCbk2ia?R<AZzoSOoh^EFZ{QW?Kkf>3Li#
zd2?q7{C2Oq&s?Vk+Z{h_=2jI=Uqe!6pC4t=KR&17YME=?rb4n&@A3mYWu`Q-H9Fhz
z?Im+bl8Vd6P9QyOsriRCIu<DJ$$5o{JC5yUGg>S%@3phj%q>$6I3{9#q)tR%L9pdQ
zt8e+72)<Z*SDWwTt<@ERKC!^4@vG0=;nnP=KHyWz2|JnV`A+Q9f7$hnt+xSFUtOA%
z*pv5pxZdG%rjVCw&LeHJLZa31G<|50w#s;260%2t<;ijjG8L!}Yc^c9GMeWDsuW#I
zKZ=f4sd~w|x3nZK>Tv8Kc}6*Wmu&UbU0jbes1EXxKCQ{-3c2KZq8*292F~Z@q|J~r
zf`*gsRra5;EWTofX&p_)^vEiSiP5%C;24BAf}eqL;~gLGBs&>4#=3iZL^in%=jis`
zRe$l-d5tm~+Z#E}gXi<|)-C!j>d(v;QfkDFd~Y#Dnz9<3;(zTKrA8<WCuF@p;+O`x
z{rMd(vdX}K@~IT=zpFUWAg?^DX*qFoE8R0rgmBKA_fN|C$(I_OJDB6PN;(o5UuuV;
z^NPTU+%;zG(3kP;3NwHI$GNQ8$vl_YsT@cNGk#(EJ(NsCX@B)P6?7GbGA{qQo(@Fy
z#re-CsOH#5BTjtwtlm`YIG#K#Jy6CY6+|lx!LSnv3q1n=>WT^5^E;~RpYAFyhfy`_
zEdQvSwsr1&7PD~0%FtrC`Wg40X^f}KWH!X!&c4aae%(2%j&nG@Tyl08VmuOjQr3JJ
z;Kol@Z<=0M3r{h~k8+uO;6+&`Cx7W)_&ua~xBm*Ad>SkTPX1BPjSNH3jtq@<Pf5k!
zz!v%2MhN*@J!)E8izlq&^^FBNvV1z6i%j>W6xs^OHn!O8!QVZE2_2m)oHaYSI(Oxq
zhJnMPJ^C^{u*BcfWUoq7#XnzW*E(PAn{aHt$k>i-&%jP3mL)b#Hr7q~FmpvdRA0;D
zW$7;-1G5*VtClI>x4g0`9*idaRPAY{w1f`IZ0Z8Z0S#v*%o~RRWtp+Pqtt@F?6&y_
zrkQ&AW)Ds3yfnAh`Mdk@?4SAB`T>o)XPsDYSsOb=gVPn?17H)J@c#V{TY-+RsVQr(
zx(w<TTiF(0FvY40caa5{`4N`s2)^P$&R$C4F}$Si?@x9Q3*;kFJxSH^Xx3&tkz<bs
z4pq2ITkdts3Audh!Yh5PewG5g=^aPxXTQXx$I&6oWMq@n%C0Vez6R0dW5@l0lG%S!
zkJmr}<Aj2V01I4-KQn&<IHZ&L4W2#EYw)C6eZ~tJde<9`o(g#l<^<m@o;4NJ^pg36
z;qP%Uj_BTgKBdT3SXKpy8?}S$%gr7<K5lw}JdAXJ<l{C~sQjI4o91VPl;=Vu+^#G|
zr7>9|tfl{z4$LQ}bG6;hOgZ-J5NlG4J!@j!7sa5CpA)^C@t#B%^5Pp|>b39Q>`Q4n
zeEfRGDI=W;I;6T|vN+dnPOxE2!trY8?Fi41&*@v81&ha?t3B1v{7($&+lm*?4A;ww
zm{$7ND!#2>LvN4P3tga-VOZk#&rr<70SJkyhvIUK>|&rnzlTHqD%4_uJVzZpy(k3T
z2dxr2aFX%gqBKwiwTgF25<ah#<rRvAuHWrVORK$@_Hi^P@6Z?#W4Z_3kGr13+9-ER
z@~5ToG(onz*S>e)qt)X?{+}ZFdJU`L&cc@t#vx}{!#$Q7vO(ErIDe`~!)gZLXi__`
zN`^#%g+-P#CG%OS<mB%(W2x6(V%}d41NHB+@NPS-bDN{yTiO;)-#Pfo4kR*riqNtt
z{!~(Xp?WkoN~_(^V+Q^qeX$EMNI^jrs*gM@9gg#XQZfkLX&I5+{hZIRlLz3gnm;yK
zqkd97)$0EPf{xK6h|<s)ut>`8HfP+LaMTgBs7&oQFissgR|Zvta-ZLWS7v#ox|wab
z(jsvo*llF~wUDVvn7dDFf@TjToA%IB{X%6Oy#R*Cf3K@X980--T4x(q+-qnN0M4gx
zc;7th2Z+ohebo|bYfr3Mu2bXB^OBifjNEBv_nt2ATL90O0)K^<N*Ej2S?Yd1@Jg)l
zcPU!Q&Z&WtFWiMAchu_4dI?xpNr&dwQwqn+9CcJGmv7~ORcGjC@I0cnD?OUHDsSI(
zc4pD*baw9%HBFywH8-zkcuj{;zqdPkuf&(L$$OO(M6b3l?Xz{dT@r1HpEGc`GZ5Uc
z>0&NkXCv`G2g;HI@cP>4pnOA#+)Tfu$JD35_&vP20GGFk@seF$H~D$nzsb9GQJ3;)
zy>S}7u$n%DPakIbatzW$R|E74d+Qfxx2w1Gi`nW*d8`g~V;?r{CKrKI=T%t@B*V=k
zsqO_eeqVTY&=1kMHx~w;DL^3rH+(-t+*%WI`SSO&%SbJ2#0fAdkplk=0`kt<{PNr_
zB}{|6L+%r0Z}MuAmS@u`L3c0-jNGJ2gi6dmR>OE8mvUb?IHmV61^9<u`<C7M*z2?m
zzP;3FJ*YNHwJsF$x5|lIbwBq>g=WOY01b%?gt%I8VafM1b0DX`{Zr=3(sXx*^37)_
z-TWj1O1m}d({FA2$+|BUGqJ5qe^*0Tz3BLV$0OkWdtm^Ct9>bhD9h0<!*Iu#WoJuB
z9uo3*eKeAcSG6b2v?S8(0bcd%vQ2gu&v0|gERVOY)Mrny93O57Xkb2CXh8ZEl=VLd
zh_B>c@4RnC{V@Gd_S|XBXM9fv>IPRWcuNO{vhy?obQWgD+a0LSFAfAON>zV|z4D?;
zpuv*O_^EtdMYu&$g}SBi2<cX7`Wifr<OweG#b4EJ#42xJoexHFgIqEHhazzQ5)}Cp
zp7^vNZ|<|0u)q^XJTh;%=g#iBtI||u%v_0k6Be+&#^8FZO?JQw7yUYs^jNY%$fEPQ
zm3d~-?_b(}FYRhXuWs!Kq;XF;72Y3>MMRddq5zLXIjXQjDV^#L?TTDeyqkS$LN<iC
z45W4~_Z`UtxU}^6q!Rn(BzFDM$B<QLPwsAa7@8|S)VGErWp9a%DX~~SLM*_Ya5^T<
z{MfI?F27VzT2NV7t3TKD81v$vKo18U!R4^ED81f6E`$HmApb*GL?Pg%J}XiaNCE+j
z^Ffw>7M}jyl16sdKV8!J;rjg=Zp0o5PoOR@>#A_&g6@k&{hWAsRehF&!4K=mcC(tx
z6SXpE0DT3H^k>not{a!G86e?u#1R5csfKwazBKj^loxtm?E*L2onASesiF&Y88<R_
zN=DaC2Uuetl|5>pMPp>p6!ymz>SHG|BN)>`CZ0_p8w*tBvEew#DBTY4r4xs6C$P!O
z=*P!o|IzY0GhfHt0m+a(GzU7<w)xqB>d7u2vAB2rCs9U63GU+Vz=%CN-9Ey9A>t=J
zaK_xaBCg#V@(8}|vTxKT>N5}#u(hrz%i{MSE{|p6*iUN^>L9Ow5MM33d2E`#fkhd!
zns>9y5UT?~kD}ar(ZOXa6!9{LdK5YU3m_`IEOkvm2a)m<^TU{tC7-D`l4a`7_>t2+
zv){})WKCpB;;B0WAuSC(P#?s-n}j<d=xa4TB^#A@F-@3Im*wBRcABq@hS8*V0!f+*
z9xx6Vt0U&9kd<9!>ym@bS)hxD2Ui?nSf+Rk*dy<i8>nsIpiVJLL!<lsv(qV`dH0k5
zD|}GxkzYBzR5fk8a{7pF7sTAV?lf;ZKEk)^a<u1=;$q%A%2<*tg`}ZnR6ANu1#q74
zORPPl4fAZ6)iEzpVn>>GK>;7<is`k%TO0wP@}9@c;x`t4UL4fbpoE>wrf!6=4AAo~
zwd$a+*Iu`SVWy(IlJf0}nV3_fB)fXcZJV^pCvmr~=;Avj^dVuYKT?f(jbyPte+;*%
zqBp2fWwQCXoHshYN$dOMs^x0Y)?>rW*QYPU6a<}~ppe`5EOyKfLJsJQ)o9w0;@xyW
zDChT{T(~u4mSKtvr3UJJDqSs0bBZZv??-y@Wrn$t-p*q*ONS}rj%uE5vHZQ6Xhs3h
zI$O>u?$%&7;^UHgTT^#^@m`(OXM>ck0@Y_}50?LTMMy-f%{l`;5O)py(i*~M#g|XQ
zqJ;eQLn1tjIr>kpieI{0o%@X;G$gEZ)F&mEV^&U|r>}TwxZZ147ri)hTyAkp6nIVD
zv>0dL7+8Z0zjenh;YOM37ssuJhsg(6ARd(suvwAMO4;rEn5M79*$$K9T^4B>T;@yN
zwCsbx3lO6X{3Ej}iBsP<O4VN0cwC_$aPc7XAyQb@%5=)G8=@344IFkdq0)vl{v<z!
z+&4@ovIIaf8fU|)(_kb&y>S-b7rmrmwY?i7|6a?<#83fh2_SF&fdlm~)hv^0&1mpt
zCC5&>_CLc(5a(fFxm3=r_eQ^d(Qqt#v>|=(0|6m!)H*&rTy?ltWltXav0c5}Ce|qF
zLcV^FAlTB&6i36bK0_WW!_K@hMVzV2D79)kX0ti2d4DGuQL7iKuthUN?`zs@iUVwh
zcA^*CZ-M%jRPH$KTnF!kf~q<?y_PGP=d<rN+o)*EbB5Q&3oV|^ghXID*M2@W=^t)L
z_EL@C+9N-ii5?R5X1i+jtsHLTuqq~idC#yj%Rw2p9^gxH<OV@XCG?}GrDnao!6)V1
zyKp@BD%mwP`%YV}5%+L>?5@~+S!}uicmgBOOUxeBTNDMQ3HB_`cJw6a_el-X{L3$o
zk$Es$p=2Lss$Wdwh+A^Wlvh^knS1FyO<wYzPu!blB;Qoy2c_?5_Wz1gXhcpnX}unu
ziNyIrnT_mcnjTQ$g(&TSCrM^-eRfa*w1-X*`)G5;YXPg2&Wk1s9~Wvgyi<%l9#!9v
z1S6jO<FP32ucp1|gdVJ!*3nBue0;o|tV-5*CnE>%_F;+>QVq`y%H!>bKt82-6ns+#
z72W>^j<r)Br4Ph@U6|REvhXI*BhNr+pvG_X8PS(r0n)wYL_AEH=mG}&)sSxF4y<ZA
zc%{1dy~zTl7^342C>Gm!D20tYaZ;`acc+|@L&5utP1AAYvI;zhta3<}#wvg^Kbsky
zaF2)4WHHg)!Tp8}4z+-F=D%t-t)vzoz9saGPB>tM{CEbI$H2>;w^%52Nj}-;^BBM9
z`n=?nAn^{sx_nC|$TBi8cAS6D#*l8ORe#lN?Lpa;&oU7E)*I?p7$Wmb)}_`oW=|^a
zkXRT=a=U1-U-uFQ$8uoGyKZtZFMv{RQN3hwQBn7z&XmbTMeo_VGj2*6C*^)CxN1dd
zaw;B-n&Mtrz0mPIxn;&i$||aKHo?mhr^|u6yScq!SBSRO*`5hx+2O1!2oxq4bUL|?
zKa1kr`cU27M{WAD`s;|yQmOOECQUXc7ke8HtX8`5tD-bwY=*gp=Sshk8ofM3URUot
z7uz(CjO6ou3^z&vKDBoBgIcW1O!0K`={7%Ihx1p-=Pl-bP6VfIHz#dMm)iPJ!?=Mg
z6=88o&_CXF>b^{0zCrecJI=EDQ!{OwY~2~+FZs!g&*6UNZ_(AW-0Eq2N;o22kxQkq
z@V6pv{95x*jt<o2io2=kkDZ~X#>d8WCnp-Ya`**P-k2d>K_!^-Igm|Rg1v^OE~C6J
zS)TyP1TWL7Wz_xrfix_SM(Iopp+%E~I;HeSqDr|?Nnv)?OIBjC?%{yHRQ;tU+5=_#
zkL*pCG~qBq{pqXOQa~(b&^gF>R^9mjqwB4sn*QT|@!20yzySG3sx%0QfHbIxz~~y%
zDml857$_<zNS8FiMvRtj6%lC|8yzA!VB`ieVBFXI{J!^h?mg%JDd)I%y<X3F#Pij<
zE;U{I(Bu!#(s;X^M7Hv)TI_+pG{w4fEI`kwS=#dIwKcuRk8RIK{hjcj5#!l4R@<Ky
z>37)0pWfmLEKU$^6g;@FH!^Cj{y34&c|Nf5QZR>zCi{?@qz@V~>`cm=2|U_R@pn`$
zWy}LTr2lSMWW!c&d$@uRnn8ssviL&yc&k;}-{M5=bR$1>_2hlEl|4)Nk{SQ{%Y@A5
zu7#~6`p)jKo%M%b2ahdgp!7s|F}^!j!gc3F2DDS>NqMWGJ>0%S)$sgQCHny;=3YaN
zvV{CLNv8cfuPH*^hfTkAWC{PiD9v$HId*%KFK}9q`c|d#6aHWjnQ4C?fj>LPtJf5R
zEq<<XZdf%~j&nauz-z+H56Pwa;F;bOyWWAWp4;i2SuUPGe%c$M%)<gbGIaFx{d?}o
zl4WSiRRiqR%Hh=x?{md1ZxXx&pO9C7DEV)ZVd4LfL~s?<2+6k;_*#9>&n2XU2+_eX
zlVZmsy;#%Ca)T9kXO_=wOIJb1rB%o~#(3N!X74ybFaG0ICL{izMy@khE!W8b7~@IS
zqTu7nz$XZcwET_XHQ$v#)Tc-g^KN9?@{<n_;93B(We6W_vcgTj{Y*vC-EcLG-D@QF
z(PDdhiqOufiD7Kn-X4})6FpDN($K&mEQ>MnS!LL*Hw^hvR6D?Z=|Pu-dE=i6PK#T%
zcDMR~aSxIZD&0RJ{rJN3{*&-sPHy>I4Dsks6tXo@8J3B;VOf?=;TU1pnE~&&zc);3
zgnCE98mfkcx-;M8^QYV})fwlgHwAYOL*lZS)}@Q`pj%<;4v+X=;d1jlj@H~kaI!$9
zQ#jo_nZ@As?5P!x-PH=yeW^dB9Dj+EU}?VDF@nEIV(A}Kpr<Zc3``SDGGPj(E<kRH
zTM02gp|8l>HNyUfXxnX)&*A%wmcTM{vx4OX-|ueg)QG^K^|(RYvzVb)q^M14o2YQG
zyHA&kx-7=c5&kWcsy^a_Hy#WB-nquGr>a9ECok`{+D;-3A>^?Qu(#<H1n(8^Ar*BZ
zagPNA|2{M7t?|8ZsLAkT>oAfNkuUE=+r(ZOQz|r^P$LCQR12|>^3lF{oo#<2gS+V>
zgzp~z7V1E*?oH_Bo2h<AlFgF7Vbh0JX_&irODNiu>5|qO_CZ0V@d9%~cpv-UWN1{g
zuL7qCM$KItQ8Qn^x8H=!q!*~!w=a^FlbiIjy505!oN3P8D_Q52buM{!ZlUl%*b!;G
z=Vdg9j@qB}<9hIV+O!}!cq}KO>f(Q&_GN@jgA#dBtHb@pReWkKA)7D!j3CGwNE|_!
zkgoq`iNyDQ@XL9V;o|I#b;75Spb0en(uRR;p7phu7J0iy3Rrh#bdI@sxQ8iJk9Qrb
zzK+-UXTIJU51o9yyA0RX%7jURj{j{!&)v<gvIKohRji&zvDIu(c|VupwE+g+zh7@W
zGHx+S#Owr5ylUf7K^!Y1G^I5<84yci=F?4RiUcAuCo1DJS(5!7?q%(@Wr{+iw@Uxn
z?d|z>5pdn~{`q#v{VluV(ITvutWbiG#ZGPeGHIsP!7WTxULw2RyCmYdHB9gDj+RW*
z*FnimwnC_tmZzwdpgbg@Dh91Lkw&wZ-g6PIeL3RZSCqLyZCns#shxQc<)f8VKX5p+
zCd9l=c}NIXbNg?5U1ezY`>ltl5GPk<7re$FKZhrfq{1VvRoZZ<JLXGAHBJjw*Cic`
zszd(nJ)@}P6(XP6Q(}=RvV9|QzTg+vgP>{u^>JA0-Mo18Tk;aI?1RiFifhkEf^uVG
ztYPta>S}VfMJ>mfchC@@?9}DA&OG^T<-s!8jT}2(lDfCSDH1%M!YMEU!1DX>&GRvj
zdtzihB*`KAwpqqh959yKMKQQo{@$QRWRg4o>yz>ey8S;4iQRRX4K3!q=`G)}Uh?~d
zvyrKF1_#<)GTwpUf^Ldob8*FlowuS^%2kOG3`~5KcjAZyPFhnp3Haut&IpZ<+;6G7
z-`36R3k&8H3ramp2Wm}^f;sczHk{c^k0gU`PLb0LzE<>_T$qV#Y0-qvJ<OFuUs}#J
z3aiE)aE=#w#JFl5hY&;?epmYqE5q|TMX4Z0LI}RQuLVJI>Y2+Ii59L9t$#}thyM`L
zn+#H!djBb&fOX;%rPec5XH-<>ISkgmbjnCuhl)ESc{`C<3{zFDf)mj-9&&a^7vU>U
z`SDykhFT;?WAoO@8GS^WtZ?A(xFO;%BS)`;e8IX?0Azisr#m1-%s=oUDG;L6e&q$}
z9_<%b1+>i7ZS3d~gq4G&8GxG~;->rwhcXR{TOoN638}mYjAeLl!|Qh*ymF)393R%Q
zjlybl-?dsb_PDap<HJF?Tk-}cCMi&#D0r(AuIxWOthCiIzfiyOXL6&#xyz&Zc!W-9
z2JzvW#+eFy0DfbHtwZRXdd3DHMlRb;6(pe2E=2=o1tsz>JABHkabv(AKc|3sm!kJb
z-!A$R_m{RdrIFe)6xda(vnh@e!KNQ@!MATJ`)ZmOzH)Y4PH{9bG2H~w?d9)lYrfAu
z<>a2{AC5!}UE~m<uP!!zz~*3N(9yt%Ytd3xej`N_)6o2pfRXf-)>2Be^`W^(PhYDj
zfqDf#aot^4OMC-8a)3EX_FY8)>OBI*(wea1<+=Nh?n8$+XPy|YDw;N_h#Xdp33OQp
zHu|?-+mJ(Vy*62m<1xlFffw-dIi?<j@U)$`y8J&!8d9<>DT9W(yv4g)A?7ekYZOFK
zXZ({3_o`LA!_Dn&ueSS7p&{Z3WWp6Yj)PFuHih`ZkPP{|wbYW-EF(W3y9DR2$|LS5
z`BeMIJ9>3hW3r=>i>ET=A0_}Fe60EE%J0X9#Imws`}WK^*zu=P>qv@qipz?bX*9_-
zFZ)7M5fxguE@Hg)WI6sB>@DSPX+CN2^!?-wX<PHg()S7}p05>am#yBz(yIM~`vh<`
zvCmd?@^f(G!*u%KeAAhmHZ;XS$J+SK$0{?`8_-$W3~7PdHd%fMpP<Z)ixF44Us^(@
zQ!QRn-6)FpSVP)KQciUUFgVeR8`z>&7ek<zz#Z?$f!OHtsO%!VNQ)#O9q<v{6W?5m
zMZM8+W<||FKg;AzJ;R5G#r*-2k>#neshOX8&;9l|i4xpn9ihal?Jr80m&^Zf2pv<N
zMmnf!Wn-(x6Hk`BJ+<%yLyz*d1cB#R-ytYcOl3Za8W)V8!@|xgt6EOp;La#FicU2|
zRvaL^DOP2|%JtSY*QUmbUJ1kXl<750b0g0^FA4I@M~sF=csWM<lZ|G0w)eI?c6GpF
z(m9I|cg@c{hU@oLjE!Z+0?u?#o7O&aV<fOi4u^)FDVoAGXX0v)ALTG|Ri8xZc2qwL
zF2-mdJhl~GSbXgcOKac~$k%~~$wV2Vcw7s!e6Kg}Mw;9@+Af%@TW`mpv}HUWxlmh)
z1PSj3s8vv`0*mz$iv%S|DO~;rZD2>AdbmdsyjrKXA-{2&;+Zy`(%9DUPMj%<qjv@+
zZ5s82kzhJP<GFi>db5wMZEaWDvm{qv`^kEezr99~zW$_3t$3bgTl}tO`%Pw_Q<|ip
zvZhYe9myq4VZ_kcs={Y%Sx~jgn#r^qaGx(k>*p)i`y<|K4~wwS8TW4X(ln&rfCt2v
zRe`C{hDE|clyV}jSMPBuf>lq6Sx$HR)}y71>D~~&2n}VjX>fcVU4<ZyCC>wKcvIH6
zw$MJ>qkCjRpPuNPqn>7nYt1Vgj^aEIJKk;EYFM9o+feJPG!+0>TBV~-fN{HLTXeuF
zHUeMlDn7$x{5DpBZD<U-g#Dz&EkBT7ktY&8+|+x{OMqMH*;mSnUhC&jA1|k@)=RHi
zrdP(ZKjVP>T!Zl8egFBm)Fec6TAG?j;t|QoTi~2Yd;0iDVL_C)AX@iL1fw@pJKpv~
z>~Ff!j!Xs2K&RdvWy6fWq1`Y~??^~dZRoLT<Kh^ikrJnX7ok0d(v+;PUCw!va+;(#
z?OQ>S42a;NI2-*D7gU}3W0eN#fKf1{zrf)iYLE0%j4Kbhn%Qq;G7>qKYDkZpHx<@<
zR1mC{bv|f%sPR*1^=Du1w_#z)%VR_$QK#+Qr6StKf*PD1daA6e8Wh~qSE11Ao%N-f
zrDgsiM6*MdH|z6o8C*^6jBl}iCwY>=-y>BqGs&mlm(_ABgkh}HZw`zjg76I;3aYl*
zL1(53s*?!&4DnCV;?MI8Q12^M-d(Y+5t5hAt|yC^p@aLM<TiI)EunZHXsw_@HSx72
zQldr$G18z<9lVq;<1V0V#VgWZIgXj9Ia*$f5;mr7(Tgb)c7)*^#stkJ*Q2XXp?ID)
z9MsYM$TY_C3rlN)dgDp&o#gMD=(i^IP|a-YX$?oii+mY5S}d)J*IMvWE)oVSUZ$PF
zmg!fi6;`pBv~t;j4o%_uAEki1CaD8P4e(Th#t3k$dQWTEd)Y_y`;W?XErla$$W(Uc
zn|2!M;76OkpDGKkl=UaI+N`TT#e3Cz=R0cLpHCrwBm9~n=?5*LOXH??{9UxB^+()~
zg3Lr-oIztPjSNA$bRi%LKJ=<iEL<j~O%rVP-Lc;V>5LV&2hC&tt~I}E3oe@+DrZDF
zCE8BSNk!QU)4nhlh<tgw56l*XB%I4*M$Fg|2&Bs6{!*ALdRY59A1(Qb!@VzKoR9eL
zOoUjlVoeaH2Dmn{5xlC|XI!h-o+v56DwDkt4T7*iqu2U7(CvI#_?S-Q;cM7<)7<^D
zu0kJ~*;r$kGX2cD)YUQc%o9RtagNscPWW(AfUJ(gISs4$&ot}{&r4J6T&3)**8(Xe
zjxe3D21d{A#L#n=_l0ruFJzC5q3MV<CWn!?o3sLC#~d*F?99t;WViWl*I=1zGA15X
z#RVT%Ej(6t8gk=IzE^^_>@dW}&o~e4IqsSw^7SyJQOVU3fy`qTtO-s)YMXi_RQ92m
zv`mMFN#0yOE91;YW7VhijiEZTX({^c9a!zzSy;F5O4Zyub1c8CPJ<XvR*n|@`tXQm
zH>}np+kAlE@c@zg?x`Ttil2=wbmmAYeC+pf<2s_y<Mng0(eH;;{BJw2y;@I)5#P;%
zLdNf|3}&$>Jl|7GmT&i=mDCjl?cLO9-}p7spJI|stoI2y*VW4;1VKbztQ>W=rbJg*
zBm~@L%!s9F^m3oJ5ud2Ul+3;4m&ex!9!mNat=`M;I(=93nck4gvNe;p40Bd7NW376
z*uI5(jHf7P_;ASERF@gqGJ0?C!DK6sKs6w!<4{9fGR49>4=|x+Y#s9J$*C5GA;(aL
zYt)?;z2cMn<M0;Z-cP!B%oi-;pVO<3G}$b1zcsCE@TT=fo2o?zHVfzfE*N_#?lSIh
z^m#TLd|H%%<<H?8)TLVGYP2x~LZ7Y)tVI*lBF!>YC1<UjrG4!dW&Uh08kQtAn|RH=
zdICx#4Z++f$Nlv=ne@a=f!aExxZ~GX@K9s9@hX#o#C+^&=)_2Afr)$3!q)0s6fbU-
zo7CrhF&T`}hjbOav&D?gAPbd{Z7gdo)s~>AL_W)c2HosqzX?@)RM5&ZIjL(YG*e_3
zG+OY-TDBI`ze?{gwr=G=+W=dc$YI{0=8rxNv-0i+O82$-RTTYWAA{(}ySpCqHro+3
zkryjdpMm`oSZsTM@DY2Prd5QuW=ngChU;G==rU#uXj7sK!`D{V6S7w@)g0X;5qHvy
zo;`+S%N6P9Gw)Oq7u?``fsL+9toV2eX0r@=DdgGuH>VU1e_f<uGi63>*nX?e3Kpyp
z818cH_4aIa87jXNUaAw!VMk9jcrg7uO{DB~Ujx0Oik9WV4NHVax3YtIHy!!Y(~*H{
zfwLygPbX4gS;p4oJmg29Iw-y^A*fpEC#dOq&{8Py*)t)}+8@4L(O88?F*@iA_H-FK
zlnKx_W@nh@*<-70bW>Xwvb9jwe78p}%~y<u2clxpSH4A+hfqPOg^b`c@b4P%VRH;Q
z#b@SgHKqfxMiGdlR$w{QX8UkhIJL>X*5c65Q;QCjBDm);81-+nI5M(9()tW|vG<J=
zftgLE)i@vDy|+kAaUf(x5s+lVkPMlc?Jx6JBu2W&MtbrJhHBb;ba{tloDs$uL-&^C
zC@EFCCK+Qo(Cz`uR7Y`ANze-&@NDyf&N>SqV#VnVkw6bFZq;sq%3HE%U@qIAcupj5
zm;%TPnaMn0Mp3Zfc01d}1p3ThbWKOdRmB>?VG;j{b=m9OnrnhnQkv+gF=`mQ%Vb*X
zRhFL_S+x8L?^rB5{R5O-%#^Jwkt-%D(Pm=?uUgEgjd%h#kG;>vQW5bWPe~e~S@hO^
z`=b_`d1V7zk+|fz%7c4Y?4!R)1E2Giwlrl5Lfs3Xi`}3+5e&xTeSUB~={+qSsT1rf
zt7FobBZDomFS$e8Wr*$U+33BR?9eH!;zsh~c|vZ-@Db#$xc16^9rT=IqleU8(ALI>
zFQEofF(T39xRtBX>iVUzXEkF|%?ThgC#1+?#5UH@d&lFSBq^gwo*iTJ%6H$-TV5X@
zZU~^FX(PVd256Uz&l=r66Q*^v`fqlCau)p%f{%kv#tLDI16Vr@P0_f~_o=fi1@l#2
z&Z8WThAon3GLkl=OF#Y*i;zjVRp?pET9G=tfd6ERQ~G=ol}J4Jp|o@{e9@MD4}1gC
z%&IBlOlt)zb-k?Ttxoy447yV7yhsp($<!E(QLdE<@Zz(Xw#aPQ!#rM@690yVHS9l4
z$F&|T^V9kTe_CJ0-JcV7<x+I5nWaV!v{Ho{v&6H)8rIKc3m+7Ei&jclCMuqni*t2Q
zi<H9iyA_sa8h@3zW+RpfHil?P!f*tEwLBntLYaE!d5i&C_T68>-2=zA!%@qVB29~`
z{DHRAid!ZCFx2Q9{EJnt7c7uKIBw+A-&W%nQzCC!>a7LgF}xZ{?x5{L6)Q*5kawro
z{g3vX$-m0jhLuy`JkO5Pd&5Xw1NVllz>WSg=}E%JUQIH=4OP+-o~VnMjdV4fkGhhS
z!jA|jW2nRp`W~IrLy?zmuULB=r};R`HWuic>7j=oW%bY`u#c=1Tn$(EVel59spNDb
zZ`)4|HO`)C*7BqBACrd75h&40RR38u_X9%9e%a{PLC5L1rcswUm!6EZumcI)Lhl+b
z*A`ds3>Ir~&^JR~vWfJvD?4lU6lC4Hchv#f_C(%puiH1d^EcMjnU`mb#4AEv`OZX4
z$KLDnV6{91`>E?;tH!(5Xn%2<T9aLeLFcf!;*vev3l!~DdOm(qj~r^L^2L(w$=szc
zC8r>6c7|!{wG?4xabIG|{zG!$$7Z(EE`>@NP%=J?X?3yGdwbG3Xn&-HnMk=skh-#g
z-J*to)K<bfmqR!A%<ScOBgqk^qtq)5LPCwlNkIV^ceB=7>;%@c&W)$le#qeyKwqLP
z*oI-f=&);e@82SBIJln*^=+8HO~nW)s(brOk$nztYBoT_Jq;?~1c)-?v)D)VvLXq^
z%#5sz8k%PgsDR4%GmQ!E{#UrD8#f#Pq$3~Ix)WmJT-X8v{FftH#vL@G{d?}i-^<@X
zNSJh0E!}6lMaZei<c?2Mlrr)rV_sx7Qla3Oli!fBmg+*Kp6QXN9Fgaf)kP<ym0Wt9
z7E%zw+O!Uqg83qVzwbXR*KJd@$Z75%5O%>O`Pkwq)2QH}`mXUotJ7qlI9ZMmFE7a`
zx`MhPkE09cVXcX74n%#5M`d?$?+VHO4@=--B|r~4IEd495GMP*UUC4d-Tb2jP|-3p
zf2f@Q@$d*y{9BzPYAt*7=}bCBSvDFyv$`YUY@A?dOdV*$-C^e1yuEtuXz3sl*36On
zJUd#UwIsq{qV!v#h^Fm9An|#}R^l8gl?_TXrEBKXQ?Pj3&Em+eSY>7XKC)1b`oup;
zMql+;_Cm0Gekzu~Md8~J_>OiuzvM`*vcwVSo=csKg|z!}!t6?iO5&4O-JIg|JAhC~
z#{z}2TOM>B#+N9vHP$<Xo>?xEZ7g)Q{;1!v=ri0KbFFn%%0<>}#ZCQv@Wi`I!L;kY
zM%xW9y_S81hQ71>pQ}rO(_<>P=d2C$wAB;xXp@t)=bh^7yS@hb`@RThRwyocc*M3J
zP8kKjw`Ep7$ME`pz;{;~66-Z3?~Q7C!kjTQQs+=^3#>4-oFK{EtMz;lPn<$T%{i1H
zi!5U0Xlmms3qXd*`C_`#JD15EQ}k1K8w?JC#I(X*6Pj{^jB)g0Vn~klWJ+M)+T3h$
zy(m3Bz4=6GUQlyuvj5_EjrVT@^!ia?B4w*xfUVz<jhdvDucjrS(|Cn(Wh`vUy0X~9
z0=%!6VYS(rySg-S&rxtrB=+>dXlsZ#QNNQn8>`g{a890RJd#Bgr?6V%Kjhlt!fwYN
z?U^gi2>G?PLQ442lcd0MyWOVbboySL`78G?t8qrd;d*u4o}vo-NfE?-44?e*98X3U
zI-Goz3e4F%1r*7GYJbT{x4#W>7gv1V@}hPUsQyROTe?#pFB8(n1-~S}G%CD%L8+zL
zR3^3P4uQm>mbj9*F7-Ji_qe$wk$rjS$xyP2<MiSwnZ&qH<xhi)2I4yTyLR_Oz|=s9
zR4rNv33^=x7B03ir@a!2Mz|s$ZOZNa3Pi`0Q8e9#nTkAf=;~Jh$BeB5I3~8vdg?Ab
z#ifo<FWPd->}!yj2Y6Ks*!7R6Bh%|14R&1dBx?kzUA?rk^?b**(DYAI6+WQDy*~{3
z!{}#<#^z4uG_6E&VusZ{0CgA6@fZDppM<1azBK_={`eFtVj?)1$DF&JWAWlc(Cp&7
zCmL5OD82Kmgu13b9>!Gw_t%c_VO_WlVi3a@GJ=;%g87By_!7}&$!BYM_*O19E~>XG
zE=ak!rFeC6YF(!Z=Kyu@{jaAD5*`O}N^mSM%a(&KO+}{Rb>%;Pe*VifnIux1qJM!+
zZ}DVR+%CH|Hj+bVSZv0%Dx9j8yAgb$wqrSzo@v#-G>{N&iPJdtwGng7r-K@=1p#2w
zr}<3oLudFvM;veA#jXpWHhCGcvz2^SJ5FW>zbxA_K^L`d-k0(Q<&L|A@bvXP+WGt#
zRxUpAz10_wmRxewB%bdBUj8reAQRvFxr)Ylf9AzkM<<4q%IKVPO+`xk>peoN7~tey
zy>FKfM!U6{WsGTVKQVlfKnqY*$lJs2S$<N0?#fPa?gmyDj=^D)#?m#PXsj0<9EcAW
zH#QdOzTu=N0HC6Q()`wcVMGX==+v+S+T&k~3g%5Jdx0%_{P<mx?#t+8g@*dvQdi6F
zF(psSRs~^#`HIx~ahySAvzW@8E7ZDN=Y=hc_TB+<wfA0JaTgK(9+NBy736V$9Gh!c
zLPMr-$a_t+lZua>KM+4?G?SKm%=gx3#y##tRRV@`5@u_gXK~<Ml=-oGS|HHn%^9-&
zigO08QSD7-*iy@I5Vz3L7xzh*H`rNQyQqJ-!Nh1t_Oc0m?Bkw<K&3US_<*H@V5q0X
z9V5SV<0prRCgP}JFKNNqoWYp?#!|7<C`Zu=SD}G}U_yBa3VgWr?`Fqx3XaXwf2>Tk
zEJ-w!RChb0>N4Q&u<~>ay9b?_S&}N9e!O!0nfiEOtUbi-*~(trkHgz%j68`)5*Flj
z3x4^;$_UmBFg$QAco(ag;kZOhAv_nMG#M)?K0!{2o=+D7FY;R45QY>j0&`f2D@bn%
zz5JC*14(@NY2x(~lkBCJdha1r-iG5KOid|YRUs<vfX|Ye5QNRDVVIIuwOLJ8M3F*#
zOOqP(=IEKQ8;Y*YZsvlT4GXsnX-VC9%ZjDC(m<;g1@o$jalIr0=*g+T+4{aiyh}>M
z15V!CgR-7Arbpn3ZFE5y@>ts}FKd{s2k&Skt6@1cXejaRpD)sp^=C7@YrULQU}0hA
zuUej)FGZf`27~G$*)QJUl0aZ`@bxA-AK-+$7_tmIFaPvVi~r|HrZl<K*_3lBohvVI
z^}Va4Jr+O|-dq;Pdn6O@fGzsw!&R8j*wrHMbHAzhwFTKG0(Ts2S*EY&AhQJ4bi(z;
z#dTT^;o+PN6;Co1pVW6H6o)@((PB%RI5_Zz@6bmLxpi{t<tn%Yn{>%i_s;LDPt=&D
z)d3zcSR0H2Y0^vlpil5=5g;B$T<!CH!)lG%zZBoHh+{l#I>faS+cEZ_S;z{&5`!zm
zp_1BWP&ew8&+Dpa!#58ul*p})mAV?~b40Eb+_!YikLo254%NwX*E`_$qbe)=F%wzW
zeE%-(rocng&3Kentt>feBaVldxLf+mY3|~Yso@A<RWS>_=tW`%H@kl*cViSDzai-X
zI{|sAK2d&*EDd)3w9DGtWzLVUiCD!i+;pCwQ?~z6sI?A|xrz&&wi|C6DN3F3e(vXb
z?n1IpQyN~V8Bw$w4&f>@h5y30ahPFCsW~a7#7l|@arEm<)`6x0JG&p@_8wI2NOHA(
zhwjwo*XQluWj&C`Gl`lcu<jS|_*ra4eRGvHoXmI796r0iOM8T!K7X$E@59`clS8u4
zAy<2*hKoxc<TcDOfqk0qHXPf3e3xA&F&(xnW>tgJwq)<U4tA!n-7fhQY$dC%*pXF4
zo8B>TnXQ>wD!~3uke|VL?WDVKslPIMFv)Z7F?HQSVQJ4m%gZ%$=|D=%oV?C~ncVVO
zQ2A9=vZY)hWpskdg&S=Ge4LuR^)LjXaf(7F+0FVK?Ya&KEw3wVQ>)gjI_m9%E3rXb
zOFw!6&I3tkI-3lwJ>)tg>!Iqfet}AmV=lBlytH5xcp3J=;wKf23^xS<gvzY4AK7Ny
z{XBfa;GfM3fqu&*!F-wY<zM~>&8jsk&IE&}ZnD(Sh|2YMgs-{ky|7Z5>FUH(&FVo<
zRzlRvvwRB`0E3V%1^S4U!i{^&xS5(oqTvP7h>@?4VVKN(iP!n}yhxDVs~#OlW#@>m
z={LT+JqgaTgxtp$K2c%biC`ET8?5!N5%+tU5R<sc>Qds_oYVYlS+CWjA{xBU>^mSJ
zc+VskiQ5cjrni8`SbS&Q#lcKMu!JF9kdw;O;{TKu)6v5RPB&hWpS<$-r|&Yds~`j=
zn#TugUEfj{z7ucd>|&?|13yREH$yuK<%^*{A8uEOQZpY{Nk1rliF4zpq`~RkZQ^r%
zF6ismzMS`BykL=7Ls^qrKPtd(-UVS)i`sVRkONO5Kj|YQT)c@X*~@QQFfEBa?^q)K
z*%I-3aI(_Ic{lVm_dU=Nzw~?$(DF#IWoIVX+HVBhE6wQ#TNe7DC0)*_!YWF9$*;pb
zR}dM&;kEeg*GcMfNGCG=R0l!SYfL|?<qanWS%h+K6%}+@D?A}Y(~P3LH(n);yPB3f
zrzTSrH+htwHpunUFhMqDNV43S79oeu4f*+MT}JDXx>yG^<@&CBdjp2Vp_=)oeUj}M
z{HOGeHl>C?C-CEY-2KJBr3=qvmfDbpS)yVtT{9i(@f}{6$P551n>OQH(S{P>J9gs(
z=Axbbe@~ExX#fxRGOh-HznHp70a}(gB$*c=-+ZsCB(V8>ZQX~z`v-3@9B$zn3}4Ro
z8RV{$ht`3oDkDVdxxGPrjk_XZlczp2&DqW#<F8<UPG{EV|1DDKoM$Mx@;m>C_lktW
zZ#`#4R#*9r%646uq?nwM(CWmj+T_Y(;8n^_H~G9%06KUxcQv>)f}Z4<)95b|b8e)x
z)Ml3xLovfQlm=;{rvWP*a)BxwbED<K?*lAfKTLHiY^_DQUkwm>lrmL|!%h#C|4Xp4
zLt=h*g1iz{$}HxW0#nW?CxgO5r{ii8zD<{n;rGT|g8M1R%k9-<+H=&L#n0V4okYOj
zY<_`oEPBUf*0a)&TDZ#A!R8V>K0V)a`D=T54GZL#47xV<2SvcpWqH|DRE?U^+?{k!
zdKCRTUsPD@GyGR`A~fy?9J6&#RDQ=v8-u4D4XhW3`XXv>@$#)K5efkU$Hli2PFI{5
zR5#;pmJ7UhFTes7rivNARDXQ5Y!#H~;O#+lJ~B@Ah)noZKs-NxZF#jM`mr~bL~vLn
z0vx00>xPJdL1~jESWC*!XyjVN>>Ank{WCrfrG)(nSRJa!z~%cHYN3nN<b*Xj_)*+r
z9VZgO%I9)b3G)9!?S<UrA0(o5XP}y;fCo0`(Ol+an^@?H{rYzQh2IJY-P8icgS^Ws
zZ^NiOT0W!84^9WjzH|5PT`Dw1!ibo9kbww`h|4esx)yG&yrRyZF)b}hGA$DdyPFAT
zwG+OndcPC{z%ZnaXXZY9G+(bnG^)i)cJ0?P#jua{y4lD4{4ju}*HbpS@}v=>Tb&KF
zuYoc0HDd?3kXujEzWWf&5%aD1MjDbl``~XSQF5&d@1?wB8C!Go8|>_l*z8&{mD5br
zo&Bppt{JpIiNc6)gUN1>$nyg5gAM9sCP4^)Ql!$XA#qyGy%XNBACF3Hro5~SI}3qy
zy?Zk+9+}akF;g;@H8j!yJL8D5w?^I1kD|4!IHHI5?L^J}FoMdn|MHpzXOx_Tn5Bh<
zVRs(De>KM0!EDIb)A*fdK8b3-ZlConK+&uC#I#1+^@T?_=9glZ)N`clKuwe$^@Ddc
zFZ!AzrRHOL3p;HaY2Vr0K>DLxqA(t`zn;aN|2T3O74w?!wT$V_uYnJ+72E+AuAjf+
z_u@r*HIQ*nNQ<3;td~x?;q%~e+A)aqSf1Vn_0+x3ouM0RgI|@+hl|mM6$;oHI&|9e
z^U*<-TCS9eUV$92G~61RJG9|H4<f2;%Q#i`U*3}tcPA>->~=Tk(vQTYa%pndFqz+N
zIt4IgwG+?!*sq(hDh}F-+7H|~bM9Q$AkZx5jtfDu6C|3<8WvRGE0+S)o41xK0g?oe
zuifE*U*c>l2AB_x4RGuml+3@5Mmz{oZ3%3B@c5$rvjuLD0`AnXei$lvukOWnPkQOi
zhjo~dw#8Js<5{EK9VNfjOBY`#p@%UkoDZ)*cuKr&0W3H;aL|{R9e`tkB*xXOsQs8V
zlhxfM?U>*6YOfWN0#8asNGZ*sfx^gFGBUmVk!&>A69fRO2P@t%G~ca?JZw6TJ_Y%;
zo<vZ{tB6nHzsE0>zX9klZy;tHrqin{Fw9aD<duyQX)tsU>!Dux8_XYae@wqHlZ~}x
zY;dr4{~UZ<0#j&3T|G~F%OSmWm1*OTWNHkK%6DJ>&@w6gW8J}W1AN+`pqUq{oC+3k
zR~aN&pp*cFAfP=tLvl);jveq}X6=bR2d@P!+!o*I{P>&NHNlQcYpoU3w4G=)0Q{It
zOGgUl>kCB;^T1$9C<Z9)JW*(rJ(oq%%*nX~MErF-Dr~kjM#G(N^Q5C?IujrT=cYyr
zYbwJ+Jw-3v%8O3GRF=-3Y(r6ZcDU82U;li_Y=3k9suy+g&vd{BjyiC!fKOob<jd|Y
z+NyZ8@4tj)*#=E&+gJXBdhrX}JHs8hG7e8Cn57Y`yBSsCw;yrHE?_G_QHQaj5p4k?
zE}&I|;qxBmA}=YrYF-~wJ2HV;378o_4keNZKHUCoZTf&SM&CF8mx1opVC4&NoE{Ne
z8xKZL4k{k+YXfVyPQSu|(@kv=NcML>KcFHNCIw9n+HFS$VJyeDc(1+;Oi8>^M(bQ8
z3MBDFph+6Y-n-^7^y*0;GX%0=_V{sL=7D?skN)ZOAtUbZ+CyM~1CWczdOPvG^gE8P
zIbM`%SyL+v647F#iTtgej~}bdcWEZUz!(rsT#=EHmsgc-&&OwHpwt28Z$m>(USW3N
zgE`7AN3uR^<>5d*`Mp3+#%~*08TK;pj!5ZyKYm*wm)I<ocOgr10?|EQ{M;5P`eA$&
z3{&DHQDzbKL9j3@xv{}OH`^|CI+MehjU!5ZIA)J&rFxaQ$h>6W%6{g;`PL4zt2@6_
zKQfJcZ>n2rLIMa0Z|SqL6bV{@TWyEL;a_>-o0|N!8zbG_{Sp0{tqd}I$~MVu(9#(d
zcg@GDE;6pAcSX4Q<>k#SEV%V=Co<;d`z@x}i9i4T511%zdE&$ghsnAMb_7wk7mS=H
zlY=Qc9NauSNk6Tr(nOD)ui?#PB^&Z-lMeRlaGL$22WN_3%&Y;S_3w*$-`1A<B#3_)
zNyWD=JP!0|09{n&qDy`Zkhv^qK8H52|FLz<%(fpwzasznaShD~6dx6{hjLcAjN7Y6
z+c5~|EQ?R2zeNH%&9Lrd9j@Ykg|fl<nP{tyD3g}J`lQ>&IqD#UrAN<{KWmdViVF=3
zE0Po3IBxkI?&q%AqwbzH@Kvvxj9F4bz2Srz4df&<B=|gR@MxMhE|-n$iEtDs^sBG-
zty?iDDGpGygfm*Gs`X=)W?U-KgLIAWzFp``WitDBv0Xxx`nBAn{iHKva)LEX^KgSv
zj6PG$2E*q#W%<6(<UeUO@>{IRO2%@*7Zp+S#rr$w6Gk+%iaZQe9JqX8nZeP1i31M0
zuNiaS4uHeHSLc9D5$XWcPVJv;1K?|A0N##jvEfh~Qc)``CaX}WWV?2U5A0nlVrCTk
z^u>!snP!lB4bwp}nqYpQ#pM8ct!f!SRm~WdpjYEfg>Uhhzz&H|r%x80nodA3X8pLt
z$9FRKt=r)r_f;z$9i3;HXCZE9uQIS5q#0Dc&UM|P$0WSM@Ykqv24}1oVyLC~qj#2C
zGwQ8QgJOzKRpH{GlKX5o@kxqWKKih#{lv43p`xanDl!h6)Lpol!w17VF=%bJj*Rsf
z6Z%<(xsc1?>rju%1@lsdm%tH@t(#)>5I(;LvzXo)^~h2;qOwRVkHyW5chAqplmX$R
z#7?OTnrXf6GP!f6Q38;kD5Q<sFhG8lU~AH)pz^@HidU0H>{(7f>A&c7vuy43oSXB3
zk(%Psgu7W$Ja$hSlrszeyc#sSCTwQUXnYq}>M;R4Fr|&_GTdBT%c+i~y5JO7Xh0??
zUKUumrZ(%b6k8R`9vD>__NqGFXkPHMUbgMzm|=;d;ZHo6?h!=I(tt-#mjGG&rJ^JU
zW;2>;)%rQw+i7J-&evJ}XlMH|?8M`Q6SnyyRl0iqpAoDE$^atT-u2%7siUP6$e#=n
z%Sw`|i*B_8uGsL?vuDq!hth(>bw44ITt#je6%NFF)7VJ}Lu7KT_%B)@%@W@`(<nm8
zCaMMFL;I2BWKeUW65|;goJ-~Ot{}7T6uQtC9`W%@g@|p03Y<H@?@TmMxoi8cyZ;us
zQfmI4B5qwl+$G;Kr1>2J9KS{qp6wR$;+`d#O1;@X{(dU}s$c1X;WFgK84Q4McL#>I
z9@Y|}7lCi`>e<uw-3+G%uMkY7EN)zH=tj%5I*r{G%rEHV9j|dVrM-UlJK5y^{rg)P
z2+)p+7M&FKdqPtpj8N3-(n!|(jnqD;282ht5vUIa3+KK6Pf5Ssk4cU4tXiI^7FBu;
z%My;^@ph(>M_J|Jk{Teq1J+e008C2wCC<?|@rfyDJbh_nKP*?K!1VRDX?3F+*|Di=
zj=p1SL0gR^>;tkJ-Q|CKQQ#1J>b$uONfyv(*p)y^1OWK}mFKp}Q)?u!V)lWx0HzW5
zyhfeVR#jp0hNmPoo$ZABpjqdOIwN+UAV4Cw9|+))8aD=t6DjHq+}EQ5Wru#13Lk65
zmIB|LJAh+^m<nw)Rs2~KPM8K)oXQ<brHyHrTI#v{Dg9OlD4&nSTOKkWy`EnvkPEU1
zxTadk!QZL-^{t=3|FYsp)xc{6%My_-T$38C9ro9)wAg^gH%4zrjH;yEIj!tyM1$>V
zYyb?7V-x|1J$v2F>SM(>%>&N;tJ6a*04MeBg#u&|&x%tWmTtW@y{pW;-dq(+P5m}Z
z6_J|Iq0Q*z<-N$Tba^={&<7$Z7=-fHwsbOWXr#%%z;+U62+&+<khy?d9T158cqC%&
zDj)5E!8ZMZLCzy;oluu=sE_>c5XK}qv0|jfUwHY`2OunQZkBC&UEMyds?|NfmQ^x9
zTo~+Q2kFse>3bnV(e`0h8k=NUBeo1Fvay`=?$UN!GJi@6Ci*yzuGEugzLUfNhJ)lj
zl%~>6zcPJ}&A%@R@vX;ZUtAgaoN5@z|Gi&p#6@6QLENfj`q(inaR$trO=tpg9EtfO
zWs~dP-?k(hlqED9Q1O7M`55x~$2`eW9_K!}FI<Rw3bwloIOPlSMIQB?iQsntQw?st
zNwDO$Vek-C=t`strpMXL4Y|L^77a55zMynycKy5|MFY9725cKzucyrmoWs~gyd=F#
zOMF9XlUt*icw37_M@AJD=cS_7ZjlhfpaD$F7LW&5*gp%d&{=_T)gI3RNFuPjko<uf
zU2Qf}jb_6(b>tshk8C3x`<;6nK}^8y0coa8YD~^Ct&0$c$ohj*5S>YwGTVqyd=mb9
zAvV2*Dkwh?akXAJt#Uoy%^>w26slbj{rVR2W;~Y&>?mjcZwHg#FonwS6kd~v(^5?f
zE>F8`W{4gc0%PH#8CMy)b!NvMjOef+R1Ym{CpolHo)m4Q86E&`Qh6iNzU;oGa4iU)
z!hmTWHqR<Cc#dxN?D+m5t0nL4WABn~HQ|UJy5bZo)M)WHV|EK49r3D$N|m#cUlV1(
z<5sh9_p-S%83^!cyA}=+c41k~-TlQ59Kot4dx=vY!o7FSLSJ)+@6AAxpVbTn`vou+
z-CF;~rc%;ERoiQF2o3V)is-f9u(YGU{4$>Pz54L~A&QuRwu=ISEYpDXsf8OQE7`bc
z7Y`^7J|RJy$mrxS3zlJ+QElm0ykOB{Q;cuL!z{bCGZ*jkZ~a6*ykAIl_mkY)LTLq}
zpFe+I96dWb+s97h@yvo+_?&EM)Hac>{}sJ)$Aoz^^vKU6y~-}OYE`6hp)}L)o?+^k
z>AGf2m6k96jpAi1Uoo47C2naU^F3|TlK)WKe=j>RI-oCK%ihi_?ulpwzpA9?(2z+9
zdTmP;#S_JL=+a*H{i2KYcewAlee<q}OW6%YkrD^kPkn13&jnQCO2InqK8u0vaf{Qw
zG5Pn|4)>i`n3zsvp2u!eo$>8R##{(w&wJqoewhxgeL|r3ulr&{YWG4c^Io;7j|*~Y
z2W7sqb{{`Tuxt4dtLbC9-7-JRZ|LfHPEE5M%k^=O_V$lp*7UFa6Y4<SWRdv#-ttg;
zKyeEpY>rCDz}%{IahG_`y2an<|Eq*3wX#EeI8O-#0Ih8FcSoSHIIWVxRBJepl|1=i
zu<Jn!Y+)Z(Es%iW(_QP4_%q@w6{T59d9`tgLAfyZ7T`t@`=?boZAS$k$oI!hP7%|}
zqCfKQ|H(S44iNx6ZenSWA-RJFPl?1-Z>T%F#65J(-2VeS0LM@u%SLIJ#s3(IRjBWp
zo_2-h<k@g%sie#S;e*}Tnt{4*mIWf4R0@)s-NWTO0JjK1wG{`-8pZHR{*P4u<c=PD
zki}=C@V>etmIs5MZ!aVOEqy{DMwh{R)Nc3NsqBP`=ODaHYq(*ZqBo8{R(XW$)%3=y
zKtlpUJ`42Kau`-kW`hCq&aPFaws~Go`OR@&OP0G`7=0i1F4jDneB*kD@ku7GtQ&<|
zMk+xVhZ1h>b-N_Syj$zw1_gmaT|2OGnr!(CB>vFgrY9S;8`;yEost(4jQ+~}zx<W?
z1ETL^dM@`nKYqoXIB<yDQ^kkZZIbHw$g@HC0e_X5FSRHE&2(vjI?<ps2;}L<Uv~ZH
z7$*X~ww9Jf7xV-r%S}5(^&W?My|97>Vf--bt*C^$rhYZen3`i3NzUvXwgMmsZboiC
zc9IY{_1LR07odX7dkdgSvf~4%z}9LRmjVWEm_%@t4tN29ej(Zn?k}p!G41>TCK!~c
z{E8?q_k4V-ub9Y!wS~qk3OKx|%_;Xi;e_mktH^3gng7fdQTlZGRM6`_Tue~0sJhB@
zBmfC41jhm@H}ea)_53}im$=xI?;%_zIg$Rb_JiVUurxm}T>#V@J;{!C$@=^d==Guf
zKe4BVMwab?0BhBFW~}X$P7h5bw^Xg~(t0_w*#*#{0GT`VY1Qp<klFVyceoQ=Fbl`-
zi|@c-VPGB0NUmk@i=FaU;6w4K4XU%gP2Vj^xI46?z`Opk$|n^>AQJf7%5FkPk<>y~
z$f396rBX27FK008wxLE-hT`si);)0WlQ9q*VaNUHvjgu)-iK^@h7NIkAN5lf(<99N
zLStgIxymZ%_s>Dk10gBIO(O4S{CT(3JYFR73BN;ZMi%z8I(>=kj&z6bnDc`5fmBXC
zry_i6Jx<ZkG^50(mj)18l2qG=ZikjJf}>{weg<mEiiIjz%*UMRI_1G}@-Tf?{5l@<
zK~!%|;b3&gl=-ePP2rEikRfVx|AN~OgGQE>gZaC@`d>OvgS}0BqF^ebNvA)Q)Wqxe
z0xB^seG*mOII5hlv$7I;4*tX39H>-n#=UL~ucXy`ltpDh2W2Izjb4^9Rh~?6X95#^
zfntm1sL4H90t4`;gr6U8P;C;;TOBnIvuHryvV>AU>f*l3o)Dv$Rq6Y{W_737+?v4+
zoM?Cg!si(Bjle}3d%vQ+-aGD-#mE;qk+rv#avjsc=wrHxo?j4D_UY@=9#=<?Wjbr1
z_-=i-1TAsSME>oO-x)r_-#~dh{O-KE`0Qd7%>|-R?<|Dx@dSN`BLKJG24#Y<9_m}z
z)*E|8yh$BY6}|zVXpTVFD=VTT`#5R2PUpkDV|&YBTSxb1?1HeCsM*<o8j!wL1+a1B
z(_8?iB7S*{pJv1umO*>ZK~E(11qS+uH~;qP+rfNq!Tf2!U~gi+)gpnS<ika~L%~UC
zL2ES66b7IMQZ+Fpqn>6;)0Rk3SWrXE+vM2T!t)n={u01*uj(Eu1_OH&us6<OlQ%UB
zzp^<nu1NQ&cUoC=)#u70UDv%>jo<>Hnt9~nU3Uov3NoF{j~9A3Lwy?Ui`nMos-`P)
zy!vPKpn=m%ALpD~$9w-N;KMbK_PIO25@0Sr&p4gm+}py)woR;V0XQBg(u!OsW?#_y
z`+my%Kqv-`CHI!|35LpLt9)uj*jMnFgMBSc--%!b%&y4%v*LCZ(69QZOzf9p--s=O
zURHP!l@3*l$%{;gBVZqF(<X%m3GBNgPK|sE2LqP6#I&^w{T&M@nlYPrOj{$WqE)S#
zqxN-{#eT64R8H8LtOaygm<cwNQJT8t%*~Qi2iFOeimh$pz=e@&EF$?{4}K!}t{Qk_
z1%|pE(nBvVbocaNlht#v8zeu!lg>Oh$b$t@CYzh622de7PPhhXwC<DVMKg+7xcU4R
z<<fR~o9eDDqFB3n5?VOGfjhsJ8+XltQ_L=k=4Y}>-hM=s-cXM6h1I!G+WMde37n#$
zJ~{iFn{IaWXX^hVA?}(kk|Krg^@vwMJU$X6q$8K~3R`kx;^90?@bjKwekq^rYct6%
zuSpi){@L8Z1aOW6zszM1!}U8NHkWtww&^-}@Udkh#`~{4S7*?vKtr1-a7NnW3<oGh
zKn<H(yZ`b(edde+tCa`WXT-GMU&tgOzEwnBF)qk|z<rXyp*OPxec`p<%|=<T<@@>s
z97m!DP+yS!Tlu<gf&El})WnsMuzUNnU|8zY!m-d`1w&IA8fhG!XFu$&h%&Kl{HP&#
zd?o!B!*nJ)RdP<%yqLvK95>bREuyRuwYIH*jkn;vs_#jDc+^Z<s}}OsOk>`bQeT(*
zADDr^ZRbj}0U6nv5KEH9tmy!DcKcR*uKp70gQIT9D_u%I@O{xy7?C_jYqsAxDlSME
zOGA(2q6l(3PAR_%;Sn>5a!p8P!sqSy-Gp1R>Ix^672E#*mQte>{l8nvQEwx?YdBnq
zBj4>WM!ta!X6O0w(C(kuI(U({_)TT204%T`LTY{FZYoCyH(Dr`%E#ol8qEnXD;89v
z4L5zqM<HLhKd%13OUj1i+{B^2UOgZF4Mh!h5IZI_We30JsSj5NqaJGU=rAWs-p}sw
zg3ov~_6E22J!2m0)cx6cTC+Kjrl$QEjKRfanKF$;X%@!$^u;c=@Kv)2lUPLd6Uv@G
zihevx{=F;Qun=zpyN`VV+|J>EG*dDXmtJ)chj1?eqbzZ=$9wqRjMJ+Y3t(Ga1gn%w
zF&Pq*$<te>96sTibwS$|{&U{LkCSEL0wDh&I&RNmeePq#<1g+k`v7A!5Y5AqQom`|
zqj)Ed^6=7~lHaFYTw(F4PvMU)G~UPJ9}M=NRS&q9j$pOr{uZvL*W&~K{^5dY;!23g
z2+a@`nVx^cJsu!8xDw#HPRAChJq&hMTrCqx>=ouxa)QIu$B!*?uCw)8-h#$(VNk|f
z--3Mkvy)Q1+I-un=>~4Sr~XwpRUZTi|50pq(bc+Et5)s$b<8Jk@b&_(K?~3OWyN3N
zbv|f!d3>L{aJt>NJ>6d|k!4g+xu21tw^z;u5LquJyQXdrU!cc;-V(p~UcH(s548&s
z>$svv+SMc!Jf}@4e=GZ(xKTFjFmwK3@y+Zip)h#QIR_LAo!#-c3CPp2KN&>dQpbv<
z*MOP#^w8m<c8ZYpw&KI$=^rk6WP5*fl`ASYMxS_ve`=aJlXL51)s|`F^{+VOn<m4|
zen*@^;hxokM-dFC6Rg>oTjY|~WTx)RQArM(@%m|^M&2rjFt}L`fuDykKtY`iz}8|=
zu4Lr58urrod)u=}pqam2Kl9Q_bOLGYE8C~?$P=F`NnlyNfBlQXZSdjlY6$CAzD18H
zVU{_NVSA&7Y5{ULaBDaG<~^@p3D)WA;hWqOr8cy>eug){sObOj(aTyi^dtkEzVs8v
zZOo@pE<n5Rxq|M@=vZ=T>3q0<fWQ6ZLL`wiHT6&U$@?yOcNVK+ccX5!i5M`G3+GwB
z`#ntgN)59*GJ&U1XPXJOAO!dv6Zqyq={9H?uy?X>>9s%^RUk9Hx$D1{MoO)b8(*35
z;L{puZ5*IUy;pE$ZSCes8xyEWD3wm1&S*5ho)SfQeEBPQVpFh_zNWODf-Hsq?=cI{
zLO%U9$zv#nm{`rI4)cRj1~3Ya^9)TSXn!GYbjLJ$LlmFxmgUS*ZJC<f&9cNRW!rrW
zX8!Ivf^WnAtYk><O5d%g4{K^w&HB)y3MlJz`A69r<AHZz|DR>eliWi$Fd<x8c8)C0
zlO+P#v!QvOI=NA#SnIR=XOS}AC+){Efk?+X-RGyjROjY|0z5(K*ZF^Fi_EK**r&OA
z1IGG14Wj^gM3uzi^iQP%#6w+mkgDZ6bXG~1xtCq6*8j5#_Kxm_;{$;45}>bAeFBW+
z$6K#I(1onCF&sISSL<P+re4B9jL3-YjXt&nS884Ia<yQh*}h*)@bPgV%)c?0sKo^D
z3q~oiAbZRLo_EKZHjE6hNLD3AC!3G{GJrPx0B#eieSdf0<=tmS8X=)gtvbhP&EVLP
zsF|y6vLnO&$4yTF#_0hJ$Y1b1&_VeNG`pko@fg?WWa7J*SExQoNL`dqE?57B;wl#p
z^CMCY(LxemLWkKnuJC-CSa}2grA9(xb}@osdDVt3?N=Yw>CYRy;judaNlpZ%1%HH3
z(J{+T_1%?6TERFSMe3}Ee#;T)gCJ{`Q@<8}(~V6mU9iF#$O>KgkE4N<aw5^#-8|sw
z-}lzr=s-D?^c|*l8a4cqz_+O*B~8>@<#?1uBnB@ho|9)W8eFRN)@{G9a%Ue1VOAC_
zYxpYD&xE|XPz`*8k2THEyscB&-?7AWisQuaK-rvsA&AlG){r|eP3hy^{h^eOvh;8J
zN-1pw9RRnPl(LGjP3e{sOuhY8N18?U|EM=pgxDtdoe#Cfi5XR{%F`X0@8YgCJJ-gn
z_`G^)JEH2{pq9Cd?*3c=w5R}E(#++#T^%lZ-L-$LH1~X`zt2<kBKxbq`g$}&fO!Fk
zb?)&AOAF<<0_Rs|YYnQ@$#AN0?i3{Xxl6IjL5Y3;RP+56wNl*#p}(KoaqF)I+g9<p
zYj>Axd&ro}j7uHXwTX?P7gpGUwMw4?QiZgZ+Sf?kh~C7OId}JSNEFAoP(e7BC?Kn9
zQkFmO{mOJdBl|(()83|{G?&ae15>(oV=x^ua(M6$@S9u7()|45%mylf+?nDbU^rgD
zZwxh|E$T`W(Qp1pJ3B#sUD4B0J1~L{s;`+#EL#2Ey43;;bdRRvbN}xa&#Ihjx=9M^
z8Ba?5>>LGP+4-vsJUGJ5Y7QHt3dQ7d)j}ZIkC0vdCoUCtF{Qo+!^;{A)A*bg{E<_2
zJiB(@+$V$wC-BFS%w{g(vwc@+#;WzxzW3Zs$JI@hTp9Gk`(qdWoMie9JkZ2ZU|dRy
zi5mj{DghprPY(!=U2Sc`7H1(Y3-c|-H|$}uby{6+#d)naTE4dL$lT|rdIlh7$>)Q1
z19d8TRZPQXXJ?fIGGZL`@+a1k+ziIIb3u%TFIoB-A$c-lVA|DbuJ5qOEH*CZ7xnWj
zd`3n$2ULKggi3)FD&Ctob17+EChr*tmI<O643|?Ky@hnNGUO7``7Nep#zlKe_>JlE
z&lJhJNFY&`0&h<TjnOB3vD<~}?1=ifb|Mr#cbNICs5mBM?~1{gg}Z~v@AL3gCs`5v
z?hJ}(-7yD%V{gl`Ufuz^sCyiI5-kt6FT@tnY?3g5Pgw?K9Q+5(L2o}WzycBcL%;<Z
zlfJ#CMzHUP)ueaSnHFKs*%Z5h&dI+jSS)hcOeHh3_{tfbs0<k%g8AY<A*q3@h50l!
zm`a!m|L4l7Zw~4kK0?$P35!3?Oixgcn+F@A1qjpcNsbChYmM&~v2jUoc(%sg$x3tn
zljpauMk`$X8fmKxzpq@+tnY?LeJx>RU&{w3k!K`j4t4A=KpbL(GO)nH3lJ|p7~l;2
zDfyb@KsAF*%5HTVv1_1a@)ATxA%d&jshcK5xaQO+QPT^%ljSl#kSZV84e^})l(&2n
z(_AI#W}90dCpVVVJx|x&pf<yhP~$V>9x+oIH$&KhM<3`_=7>uVyGQk)F(rx<y+fwx
zk#4%U)Jfz6<;fMxlNyxoDy2^7&8L>~dviQR8}<*wUH-VmDzM^or&t>Lp1iv745KXf
z2gj_;<~iB3N!rF9A(&TpGf4~W0=kfeLRCEj*d?zGObDae_I4t=Hu09MP02q5>->LZ
zvIINSReV)J*>has{lA*~&Y&jSZrzBY0*byWV4>LP0wN$C1O=tn1R*r3(t8OliXyKd
zpmaj-C4?S21Vls-i1c0*1Vac&htSR)e80W-x99vhd*;kJ&p2af$@AQ0-D_RzTG#R!
zrWSm8k3t>+R#a7{$LjcEZ0sFU5(T7k>>YQKS1qNw_&|gd?4q5#q%YTt&i=N*?_%uK
zP~8ZU77J4*7^s0_&IRpWkFT6x*GEe#YYVV;@BZQn0krc5@)*ot7@3Q8=7E<lr29BL
zy(R)k7;mXHJ(I^1tF-;(LT^*QQNh-UQKbXQ@r+4@d_2JS%h^7_)Vh%Hh7lPjSO_ZZ
zxmM$;KO`wg(wc2MzMI$9fK2RN+VOnvzIM)2Vb?yVw_yim0}@C9LcM!e>%4WIX6fKp
zJV>_OcfRR)AuF}t<`a~a@ZTCt3j0f6GhQ9R7U{H|ywqCTz`4=1J}~MjCX<W5bEaW8
z@=fh>nd0ik=Ikdbt`>#J*e9jCw7(yn^S$QhdA{F1toSM3{u+0ROTzT87ou5{5lXzd
zT$W?ZK>p?nCs!wbg@tQKnLn!~XzdEpY=Nt*rE8%m&jDWT{+p6dY6-sF{9e?HorQiT
zq1h&^F}4+6CzN<aojZ1xCT`2?I1vj4k8ovOyP%1SQ$UJ%`_cpwam$V<J-t9lGIS@A
ze0K4qLE2yT8|V{+m>UlLMU}*#d(<z=8I?LF8J$9IXR|XlK8f5J$6Z=|llTuZRpD`&
zRb7HLnvG)fAR!+wao<I=s}i>|_H(Re?$kZ#ds|O!T9{;-vwy&rZ_E4my>Nz2e#-79
zme=-kvXO}GM{Sa9g2hI|PTPGT6hs_($=BX`I<AtWnZz33s0fn&oqb4^ty-U7Avv_a
zr7_N@A=QEJ&Jdn^e#l}E5{QiUh5H34L_!SDA8i7rjy|1``Y(?DsZsQWAMOW$br#`>
z-yMEPT)aPz;0AffsQwd5Xe>`7#%ccB-J6euK+gp&PzdHbc;7;&eb-w)B*v?MDp=Ie
znU8QK0aa}pXH5181tr0*WKc5uEBgj!0CS8t4pRL-`h?At^5gRrS)sR&RbT(}^ied9
zgU{`%zNSReJCz;J;?VT*HlJ)mG2B`+E`zt$f(8CkyK9sE>TL{wjw!7k1f$|?p#3!H
z<@t?M9((=TXfyvjoW@&!r?k5n;VA%?6qxY8qj6Xg{=sK&!HV|#Arw-id%N8}OteN`
zs1NukX*}VO=N3%)KG$e3A5*8$N+D@k@zYiVbDnjxe{oxZ+Cw<7pf3jyY`%U~fF0#Y
zhhZ1FW_n7wE0Lr8CN>^=W_6$+E=f$u=M}LIHF{(VN+Ky_CzSBqO@-H*MvUE22?_c5
zI7Pw^n<zmy<W`d=U^xf?0jM|;bjLcx+3Z7>;n)v4_-$@qJ3kjjB`Qseqrp&C@qS47
zfgI^NA+OfMaq+gu*rIFb1TP-~@7N5@&e0n~C=u7+*M}^x@_ic`Gq^$i-H9dpWbc1=
z1cj*}eGF>x$CN-mieYSvigsbT{WkHi9alMeY}X!u{*FICipcpxxUe^s#AANY>D=bN
zt@j~IJzMWK&4cu#P}2Eixkuxe?4qY@YQ@ee$tPE_njP-5TDp5TY<5o6QR_ycj4g|A
zV}?{#8-GJSM8xG9vyLl%Zw??kPpYE@761X#$LRydgzE=`!PzioWv7^5UUr*Az>{Q1
zjE?PNWBg@K{peIhezPvbx$CCVoRd#?rFY2fW0o|O%?Ysv6{rh-!4p5uNd{)s&He1s
ziS<@B*vOyQ<9VW1RG}Anzgl;dhHJHIYkmD&=6+(n>-*w^-8CyTUbg`Ey``1xta~bC
zEbS8|CY&iBgx5H_)m7NM#(K!yjP9q0C>K2G{Q>gCD%rOsmp#9S-1dl-f3kcm8hSMH
zhDy$_`(55mbTT&b$&Ljjg4noMhdDw;h8wfr>nJ0qJ;S?r-KIq*(!}{g;|72L^IS_(
zv0)>+R1q5LeZSs*UH^R6!NU^0(7NSx!ga@C=EnZikR8Lt<?TaBkh{>Je_oW%a_grY
zy-bsTeBvu!PF{*eSA3JDX1s1yaDPDb{?>|o=<S3bPe$M~+>s|J**C}wI=aH!*lUhe
zSy6yVogG%5MMBPYxx}KbJ8X|SP9A8td<7+398V3tBw4+Z?AOk|&PJgogWd?yktykQ
zz{!{|a>)OlOuTf6`^%B{J~tHahtm>*Eq3)yWe2b~2v>*Q<fWDXj)k(mZN@ri>I*oM
zAib<~$=vZww|~z8eAvmanWqY_5IH#4b<QCErV_Rs7N~ujhHHx=<OI=VjE7hgZ+Hr!
zpI7d40Q75=92$LL+1t<{vVmbrxO}4cfZg+bg%VQon*jtAw%bAr*??A-I!6wVkPan)
z3wf*3;~ytd0ozoAGiL9==@)dB-+T<*AIJ`{wDU;Kze=BkpBgi#1k%qB+q05nWSumm
z$BXk7z0h{qUXW?Uf58R&f>-i;{{<Ha^|j4%M^=2Ays7cwHiY`m4li6e8);x@R|S|O
zZK>d#`l<o)6!uoc{Yn$k+;{eYx?ynE^K8wJL=FQf3x5x5y)aaX?kRK9^ne}CY2cjQ
zmfcp*iR>KfIUo1>Ij7JbBKYn<*{Ypg@0flZtL0OW9|rmDC=P+qs9YQnI557_t9bTS
zNbE_f2Uo0MAt}6Es6<2(!f(iT)iG35A&NHerV>Q`;gJctBLt^S+^m8dgcz0B^i}oF
zv1RK#W{D6|Nb>B)j-5M42@bl7KA_H)gv$QR1VuMp^>vAg>Q6xp!iB;{hhR61x^x&#
zY`}j_Mtx`lxt|Syd{*#&K0vnr-dv|-h6vrpXJ<)2+pioSR~x_KyX*I?Fv-4ZE&a)b
z7gQ7~DJYQh-c=6cuNs3EEBPK&>P0$|jYDLki7yj2hg1{yOLU3g^t25TO&Aca=|4mF
z?H#C|!=sUe=YdAdoQ9ktop#|8zK+@@k28J<9j_3}OvuUIg1zH;-d<$xL*5M|FK=L!
zcTO}hu;*qIfdm%e70#3E){y)R2lV0kLdktwtxRWx^Reh#=$zrP+0ciY43A^H`wFVK
zpUP-M9FHRN2Z-69d;`mtRlFvVoBUYxnA4tmNEduj(Kl{{RK>X{8VP&vo_1;S3)$5`
z@lA|fzXrEYhi}<Q->#_Q$37`>zX(|MnR;tmMIQm_<on7(ut&s~GGXoF3v>6EA_k84
z0ro(1b&^b!%=%`^S$AZr;_4d5PpWCyy?cu{pR{>`f6BbHC97-p1(g+{x3q54G*SN<
zxk-eNGRQ2DLYT7ld0FIoXX;jEHk+>20qrKEgsKq{@~uWp{k=%xkuBuHj~YVZ)aMf_
zPOAqx8`9@~%|!=`_#-No2ooi<hyKpuHiRo=(@AySW&0(+3J=~>3o+>qh0K+Zj{J4u
z-IGZ)eyk$Lz8P)K=deuiWpkQrZ{_tE*ZQlwykmTkcm#1xtAlb06w9LLPG4{OM)-A`
z&e-}0>G~d9QRUhWfd}cVZ(%_`YZt7|8yy34H4qv-TVre-cNgAxGQS-HQV2Z@zb+!k
zk3BG%6vy|0$z&kJ(%7fK{U(poHz8k!Un`*Rz4U?oo>KF%G;e1ph(e}|R9}}H@YWfT
ztKBU^S+0w`?0raFmFhpCP@d}A7$<zvcRyRt>x|Z+sP;fQ(5iu<&0a`#Z{6gI0z_mH
zM2}-wYJ<K~{uS~40p4w5cC$l&rdBnm*-U${Du=u1>q;%-B>{VhO3UM3(9;D_nDRz;
z^a;W=>Z2^qF(L!$1o=Wyh=D-tf!<cbfrIGU=b=ju_kd@=(fGczlALbrw!ZYz4!iQ8
z5R{0uEkvAN`FfE{B*@FJAz#sWkR%<Te0X4sVI)bRa*>+520pG2+@Pm_y8!q#>7i{T
z%U(rgeJUeF`U;<=grn;vgXe0J+xq#&gOB^J4l5k&1+qX1CU#oY3^^$>Kz31;_l4OJ
z<^i!T7=N%J*loLO-0(=mT#tc#CxLHcImZOZAvznD1sEg0*}kC(smzDUk%+pwZ4xp4
zjh^wqnHRie`3O*E8VwrtC{?>4{U^Tvy}8lnpcY0^ip&i^_aZA=$I}r%J~n}=RFSX=
zSrK1_Fog%}ro)QTte0RKt2APVDz9~8K&A(C=h0s|o-Ntar*jw|lpd|t7j7Y^SEJ47
zkdYEF<v}_lxUE7z4d$Ihk&z&cwG;<C-@~t-Y*nMDMr}3*=+0^Hjxr3C7Bv)9Jc}_!
zptR?lxj~k89SQVQBD#Xt*0=1m)BqS02@%yqMb41Sd}^xdtmhBkjhU<uZTybrc{JLr
z?$&b0>$gy0`0NbwyE)FaUV2iRuKRFULOLs8MqtmE>H*`CPb$Wl`r_No<n*Q}xJO^e
zv)cTL(}aR+m!hs@#Q28WDfGJ#XHX5Cn5JI@Rmea^0&kZx2luC`G5TmL2b|NzD>>I?
z`OT9F!Pwm+c@me7(tVNsDL5dvQ6$LTKW5~jQ7X-K@S6Jh^w?Eo-mhZfcXnuDlvkav
z`tS0}SrYn!B`h{P{sxeyGY}Cubl9-ktp`G;ff=oTy`z3{$54y1)W?C~h-WwVsJ=v*
z5_v<Au$6mha#nf6K~&j)*O&)^;05f5YnyGO&ArlXSU<cAfJJ0x*ndR!t`7~~f(dp0
z=m81^m<Kkyg{C%LcS9s%-dxPpUjI~eZG9hA&-={>l&Ao)vV5N)D*I$=L%F?YcDtUx
zDr;8nQojiNxELtI;gu~^Wy6{Bh1PSfXftKt!s66R1v9Epjw<UVhSZpH85Bdhv3mD$
z`@qcOlka_GIWS2X(GG5fh!vL@#4$}rgazu;11=GulwKm^I9!r$n6eQcf0=0REe3sT
zMDrg^SB|;X_7H96me~|Z_+%{rs?=*LTS%A${Z325<jh;xdto3j^V78O9<4LhK%^hv
zt%YLXaxj+ecL)XR82^=`KmgoSSjzBG(g45+XO|5Vp&9BZrc2uY@;Z{s@AcI0t4jrp
z#%>ul<3E`zARPp7eY7k;$>S$vr5ki%zyI9OEd5$<#tCzqLJC^`V1=pemvebPNycVF
zR}%7<SJR5f+RmQdqSb0^0%o)8R7Z=b=7*R?Plr0x=EEp$EC<;FmbM-bdz`FkSaef%
zgua#INcq%iJ0U~;!!y|XiiZxqmNwaG7bfWq)Dtq4@rTt~0Nv{DLuyTg94Q;+GtX9(
z9t)xe%DCI(HFwlX+*@yhkfEWW?mG4BRk{F<Pf3+Og!CZ71dATdZprD2Y3m|JgG^Ow
z*<(!%M;QNu_DgMd(HMST?b=x_;EVJYaQDWhX1_ChskY{mv%mMg-}QaJV-~1Roqfgx
zr(N070(lvjP_NKEEXg^kp}@T=x!4`wqho#M2B_v&@nR`As00NSo@v5pk+i%%1m7e=
z_gnz>vq5`e*U(p;bH+VSL4GNYNug9THa;eUdWXd-zAYgs&dPUdBruhuc%CpeQ69>g
z{fWUpNk%T5AvKptinfRYQ9Ezz4YYcX++)qMR>AuE?9curE0`8$M;o~1?iS@Uf`GRb
zqOr)>Gfw}$l9huR+P%i7dc6q9prOGew=D=El+*@x7x}h{s#>}0K;eS)PN`&6k9RRc
zoq@`)zp=8RpudpI;o6lPz^RG|qW~1^Um4Z*eB&4n+Xu_6@{CzVVPWVuzja=f#a;MR
zXe@AMt*&V1sc+Ey6@>^-kgQQ)i*Wk;R@*#5AwreEt1$5)AS<@UP#U}`7mF!sR`-LB
z$3$sLqWy*YL}xu3P45&Pup>*T;>^z3CtbIBrGl?js8IepwdgtMdjE!dp&}sFsK4DF
z2dYzFoBhDwS#ZB62z9GuE;aD{HZaRUayHQ7^eX2dzXqYUfn>N?pv>I(_*h*!pbe(`
z)j!3&x%Z{;seo?EY@x#jo1x+QGQs4AQ_xmY#^bYDO&uq|Dxm(e3cmjbPo*bnKXE`4
zD=|uO8p5WOLCx&uUa~0HGqM_8{<C>;k)0=9o4szo*ETyw_>qYVaE0WI2zFqq1^GnB
zmesU!AG#o5@>WiLCRNK>0~~zg4ja(oX{S?4cGe6Y1%DYh9)HCR#EW<F4nEdP^h84o
zyUTwSQe+{C2G7)4*qr4&=gAY=NmM+^H51Zx)G(feWf~y<dNlFVhK+Li&;_TmwY3Cj
z78(btHY8XtR+*p<%O)0#?Tc?Z1gO2F&Gh#6&hz~F0Btl>6ua-LlyAV||B*Ht<*<#;
zP=BiMM%`=LA~L|xx5@SmE+Tidzl<W22G=6p<Sj50=US-vX_|ypc5gWtmMSHdP7n#r
zyr?fz!GZi-<`*=coEj20SpSiMgK5U}Rn}QE$rf-@>)z?sIu20=eZRm=SJRiTF039t
zX<&;3jGj|URo&h25{in^{<>2>6xN(`l|+l>8@S|ATdl=_zG4-WMMIA=Q@5gP)Q4X6
zSnSMD2Oft(88LpKOeD{Y$z$PZZX~w0pE=RgUf=X!0too!>mesloC0=060$+6I!s~+
zpE$$dEN(^cT9lF8MwnvU@1m3c=1Cb66*W^l)RZcwhB%A=89yJ@<{XeeW<(Bam2g|3
z!It3!WoRTAHoKu~@{&Ez$4w|N?s=FdI&2Yqv;=cvbZ%Z$I~--A#TgaaS3&qn%20py
zGAA#pVPjIb{G)Kw&<4zKDO{-p;2cwKQW}S#Mvz#FMsW{ERM9#M5^Q>V9Q5VBiG&ZN
zy$!#{&{}lB&b~DYB;#gmL1GC~l-gIZ>#tpfd;%QhW4#+DD%>mKZOjG&T>+o?hx@Z|
z{Q+6JxGjCU`wWkO8WkB^=!jiZCK0!iJ87a(p29bNzMD@Lizxt<luFe1WCr&xK$?U#
z1g-(isU&nN-`id~Sx0R%TOW1gqrX!>pL4`as&(r;pyN8rP1BoxR-gAlIqVhcqrHt%
z5O07k2CIvSxdeMm-YBg{<MC~MZTvi^AY4^Ph<2L&-Lbw~k|U&$Ln{V*vTlgMthcI9
zNQF!6guI<4gZ)*|hTFG!YI1gD@o81$K-uwkz5xCKSh6KyX=c=C8_cWCl>~#jt*il=
zoiY9e-ONB75Hrf6$Er2<D%%=J&jyA{P;wRjMxgvpRjD7=(sNDikE8*E7KD54YvUC4
zQi7cU*PW8Zc@>2#myn-IsbwTj`?%NbaPw~4#iwp9fRRr!eNL+9zOQQP@pCp1m$NhR
z%&`+NNBEBX8ZO_xKvG(ejo{c~$fg}w8V|$UJ}t$}?c*Ice3VIwAi(3-Y|aV1i+DtQ
zb4uSq^Hg14U;CpvF#Q>S&Mo;6bEsA2K4(+~vMazJXNB`%o}S6R|AC=UDjT5ab)(Oy
z>9tWYg&Ihl9EkLxwmwS_wCfol{`*^)tK;dhql#|`HEg2X{OzS?ML=^U1y>Y9t}4@O
zrDEr~1*-jc?dbeq=ld(f>Z<i$dV2#Jt{b&nIaNBfQo74e@4BY36zX}TeKM;yZiSkS
z36iFIloWYU##jFV=$`^TqAU_liMO2gzU3V4lO>e3XgRiW;C!8_&c^*9o?+ed6uXah
z0oxD+H>0jx-8{c6ToI@j6j#Dp3U6;?Qolyohwo0q+9Vh-f$9L=klh1Q$-(6VbOaG0
za>?B%RB%tPI$+27ofy-Zik!0lK7VMo9d|reNhLPizMJRoXqMAP0^m5?)7?2Sy7S8I
zl-w;8)BfBW#N^*sJV(QzI@#~~_p0!T*Z2X%-GV;}iT3()$c5A1H?pa!e%L!IK)RmK
zJs8PH$O0AJbx;S(`I{h=xe4~`X(s^<Y@SxL?X9}ev7K|kZ_t<1zIbP%<Z#x8SK0y4
zvf!kzmObKVNlA-S%659Xz{vW{1)rrzP;q|3!vPZHh`A{({f+jL(hnL*yp#HQ_hfeq
zo$srNlTa7?msM2hm~7<@0WOW-`mg@YahnA_0aA|`C6c*ZWAn$F9K0=1vrqn;2X|T0
z1nTWwT^<~0_@`0{_-~Y|ntavH(3<`*V;&6ZCgxC4SxszB(6~{%4^1lA1SXR1>xTYQ
ztAY92!VLAVUTi}hc{38R8d|x12*i^s2|*nnxh|gEUt*K)FR%)tyDHQ{z^ljwq?m1q
z2d0k1eAigy9w)}XuvR}`5w<Uwg-S{{>{Jm4Wm1$6uW6~Tpiq1$R6vMkKmx-DtmIgi
zeb~hBu;d6~AD78MwQG%)@SrDPk-&9I^40Ut^Z;9(=g5xEk2C7G@$%Hlm2NAHfS+qk
zU8(nDOh}1Cbkt)WpMLjaueWcJ>dA=0hcdla9E@f`Wi^EJJ$HCdqZ(KmvuBw;o&o7P
zsy}ChMl(mb$7IDVI4NW^$5iLzUv1{<iYmykxC3&kE-o%Pw7-ypuhsCCm9KBZ@9XFU
z($ZjwdbTaJqG5khSZA7`E2EH1YqrvzS)1$CV#X@cQ2_$aZ;AxdL0Zi|dWZMDk+cU_
zIgn23zlDhAF&vR`8cN~J0Kt=|U^|edTxIk8<?>!j4dt-_tlI}vggABLJwQPx&9QM{
zS#6!LqGJKcY4T|i{5BV!VHY#h^%}4b;Pi|c@6}?rXXR)8AMIR3-qustE{w3Ud~T)K
zY;vmtRuuR|pRL7~$yZPa_&ZnsJg7i93PXT`9O?7o>mqQHS{fI;m&S$=>?tI7y*#91
z<2+~>(D%k6L_*>9HUszFtBY-LNY(ofH<E|_4WQc|+T$++ac_d-E=`I#LA}?6H04`6
z09(+(kO9md<PG;h?@U1ct{As%DTwY7k99P}yCZ1$_xGF#Lv7hsIi`J2@{NnN1%@r$
zi}aM%sz#`pXhF9Q3N<oGVegsEPm3VOL_4Ugo|3Mt#?gL-GfY-Q%b)1>r^+tibAtvs
zu`38yp{oJ0U;PM_hPVoiy(GG0$6^GOiMYyFS-x=+tWha<FsU|GwAgIV7E*?qm81*z
z6`)WE6j2hj>9m5{+rB>hLw<bEE}})=d1kXQudP_%=aw3u?3Ps{FnTx@pJ5u*{w&d3
zUZO$<&Ep5V4loKKZMuW2a!^-j5T56q1y8H5kDxyUQuSvF#jfc{*R^zcO4f^`P5a_{
z^9^}LG!&KG4((3WE|{1xdD*%`-!j>UoL;F45dyO7wN3adf25L?-3`A`I%zx|EuUV@
zZ8>pI@1MGvq?&s|LOLN6%fnR2>*%|^Z>57ITREl^E}n2OM+&1e!H6HtY1)IEC}kkn
zZ*;&0lDobP`Op&XTYAko;+{e~kKt!Q{*>c9R36Ag$x~`>0LVr?>T}rtVvhYj<E+_#
zK^^1j$}5}Z3(g=Ho;Pct<BBgG?Um$<71=D~z&Y44Yo%Z(n!|x=T_=b6HeY0#_LZ`P
zw*gXeY=Eg~xiWtCrh`cJFx`ECciI55I|a)FDs>W5{}~|9t#Cba30?#O?WL||6SN&T
z`J!p-!8RVX#Y51b_rc3QQyRikQR}{P+_NV~nvMh^eAY+M-A~~AmZMLdc=8EJ@rj2o
zBfOd8;^H0v3fCW`envG)8LZuB`<5SlCWv|$9u%vpu2qSTiv;ZHmAas>TL_tSEM?Zn
z&s|4QhSeZA4?J?RA^g!a+5;rVD&DrSfknLl9uj;B<P;(+mU!!eKy!;MU<rZ@T3rv+
z{*iBj#(OZcvKrqhrn~rC6^s7b#uoj<RfM?x{*u>&5ZT-8%<VA->0D96cl6E+^Pa!@
z^es2Y9lieZSs_u#y#8ku6CjPH_W?!PtXWe)QAxO^#Ld-T7pWFTo9ZCj6F)x5X8SD_
z%{!dHFx`1^TZ)T4-VAP?!_5T~k$h6MuU|F=R7Ph1phjHWIhVt^hk^bC7#EqC%EOc@
z)4p)oMMg~}Tj@??CEJj>v|qiE<y1+*-K>kkq-YxN+S52q>j*H3RY#aIglh%uXp+Ap
z;wf2!*D4`w^S7B_h)`0QEQg1AdcLU0<{q|i3VRG|TC*P;?rK{!cjH$H<o3CwZA4pS
zi#(IhL#-Dj?}`;MQAUOd?AZ;Gv@YBNW%lz&h&qHz4N(83*`j@<t}F0WxP5TkgDI=H
zOIaQA)a|dv_b*=cMf)eS&hrmjxSAIIm$o(|&6S&(S<|O$D*Cg^XP2c&Vk_S5eupnY
z5XX~hj;D&h{AL@e(X?ZNo_T6>fDYnqnkAUyfn*%lpHvOR`mUV%#cE;9;bGQ>5DA*K
z3rm8P*t~sO5e9)UBb6S>>DEs0491LFG1(UoyjA~&F<?xSoR*eL-NJ>p6!IsW^QXMq
z+i=2%LE0VpZpDk8GU^ig_ok+@IKR+%rc{;*?GB%i4qdB{H!VoWjESN<U>1@sVy!<3
zNjs8`1WfwGk&FqDF`{?)!ZW;XIm!3E%}d2CC29^8s1`Q@2QG6gP(Gq;`C<nce^ET3
zC&Vdsat#->tqJmK<FRFZ<h}RNhVsYoO~2g=7dt0^7!M#?3y(NME=!1ZD;QN`8mNxs
z@;ITW5fvYwcX+UcBd>lHU|?X#R*vDxH^Bw?fKGJKa;qXqii*qwrMyvj(0+yhLLqoS
zH@K<bOrBcq@rr%XI>56av{U;UUCc_{|66!EtX!5uTqf0Yp3oYq+9U*HznQ086qB5L
zO0t~%>gHk+rl|8os@nO{q-Chi+7!&G5-(}TE&zd)oWI<~&dse9XY7;DC}3Q;Fo3q3
zZhA@ShbFT#dvX7F%Q+ZwpS<BF3(y$|*A*+Qd8i%9)3vx_^b+vkB}&^?;sZ}AlqbaG
zLE%dIxvP$Lc>32lpO|)KAFh@hPuX!W$NSq?M*8mLjo)q7y7(GsLj0*YDRsq>qqE10
zK@pqV2}L&qs7WuJwg&zEHi*SI9x<`u1?0wn-bOKUU&Z|MyPokHw`37La1YLU47N&u
zb!D_C;QKQd6d@#KU9k!BWm(%!J%CD?ul}ykbDFCPllE%9xprAVG+^vmU@B<dV87Ng
z_>AI4Jq8ruvg#EEWn*q`Zl7IJ6$U?rm`_eh%UfwWe(w3|Y&#j;K!sT=t;er#&2Mjk
z=Y9bP>u#vev2-_kVlDL0*V}ufxxSq7P6w?Y3YwN;+<LeV47)PT%bq*P!~H7t6si1^
zXRqcN)p=Sc<u$)LWe2(#l0kz~8VaqaX-Bn{obj6`a>2xPuA_Ug$y!tFm<BL#jHlmO
zffCKIjZ%Nm6(%KbG2r4+hpeRTq0*Lo&6|=+q5;O^lp}=8O)6O$qW6sF+ci)r+p$F)
z+4tR?RrWjwhDS_gVoAZzIN}E@=;rYt;ZsP@os|_&>h7kdCO-{bP0jZkg8ckN4>&6o
zLK$~9mxoIqf*O3Ns_MIrTT$VVqF_q#cc`7&QGpn!jGtf4bHnl=!s8w*+P+MUA`mjo
zJ&Ivg;th-*mV1A^!9NAwYJg2nAP`npc@pa9j<7sPM_OkZkFujr!~V_=YvP7r{>XL9
zliCa{U<^!KpT{optmmpHcWfQLd;R(Z(frAiCod21Bmb&Kk6WheT|HRlMgN=63o6Mo
zh?DOxY_^-@1KnggTlR9*&ruuhzM=BlQ?YaZa!U57+WenK&_Sdy6<;vmvn??bRsnN>
zi2!YGyS5%#ZVlz@<bL7+h8e<jDHUS#=}dmh^Y%W@!?yT<wGGgXColv2Nc^cFDqAh_
z{$N`SuO5%=$UZ1f?%pDTpS<Y%cLeqyN51acpVmxK;EkQHQf2DbdMy{xGVnZY{QxUA
z#(;K%bK+V;R-Gj>^q22Wue+V5%oot7|3f~D+vW2B-)Mb_S=aaT_xD(C*fL0+a>GlD
ziz|fbnfOEPhKiuY#tr@H4};CbSHQ1QuB2dw%o?eK?HTg^))dzHyS#{P{}Uz?zf#cK
zH<Mi@HV+sUl$cA#nia?bQmzN3&sv}J9~>N@gsj6;ynoP8pFC+hSf~#(bq6hsVc|XG
z4I<N20tH$C*R*iqWofks4_>4o=B}VA4kNg@Qjc=Ql$TAUKSw2aIqi8A<Ws);N7ah*
z3R2B-6ed$%9_dn1UVxHVN;|wi*FWbP_~OMFrIzaG`k%gS+t|o)XHhLJEoC(|Xec9}
zE^BsfE}X5QzCKC%((K27Td@CinNtKH{)ucJDJbN7l1ABAM}cI5rJS7H>dJ~10_(fw
zh;GLIQ*iOW`_up22H<aOzop5&t*?A+1+KUC_r|q1m50w>yD#R;^(E-P?XZ7+^gn-p
z^w#`mjzTNSQ2ZZ_UplD2{c}~dP-xdj*Z+L1U79Ji_h2z;4VfStYzGS1ffOma8KIsm
zK`AD;SsX64?ag|-x4+MD=~C8xhtXdN)+t(keo}oiw<&EtH_Cf~Vgoc!Q!XGNpg<=#
zTruowHZV7W0{lOI^<;+p{dY+~9MB&5Hqzn(k27>t>Yj?;8(kbJPnLdE<vIK1FX`>+
zSA$atFJ3^P1-eQ=7hwo@xbI|ru8Y)}EV-2=%RAC#csy;L4_>MIFqj@1c2#6{W+t<w
z<gSt5N-KFbN+UWUp*>oxJx483*l*hz?4F5QRy4e-XsKb#7-)*z<>cR<bm`4fTIkP@
z3VihngA?7~-5UBBM3=zJ*`)$hNhbZbjKWx@4S;?}RBmqWhWFam>F$KMckj-0rOKL|
zlU{!>;r=V_{rmGoFZipIXWi$My==i5rrM?NZLvCZnd#T4UGYHGRDiFd?4g}FzKso8
zIObT_MIPTvw;d_VHZwQJga%hvi-|al>LT|y;uyB&2(;(U>B-9n8dN!AP$G5){@3o?
ze;dTWF`_Ca$bD>4BiS~mwY^heGMZbbaLRnn%nbBh?q-b~JE_>UTp;)Aq`uQ@^)1S|
z2^1V$JBG)TYcz2`LU;=kPg8p6?nsuq%qWs3>hx@EY`R%9;3M^j@{P~jvcP(i7t8U5
z_`|(5jg6&=y6DIAlUChH`OjM3=&zYNGRG%6%;f|k)@%dR9cu|3YRM7<BQ5TdbJowA
zUK|@VqjEDEuSd9HOmLI6tU}Gf;DFI*`+jwqr7i4QuIQw9OD)Y%m6HiOJ3Apl_Mjw1
z$o%seqKH=Q+A273iQssY%|v!5i4SgEQ$`wh?lP2bf6jwpP#(9MzkXE#U0Mf#d`aO0
zf`;sV7OS++UFlq*ms->E_1ix}6Evh&9?f}8`NtuE@1iOzE4!xCq2!SP8l78C2JDg&
zu8BH!_Ti9+2c2MN>#w<i=CcwGeoOYvfz%0a-@dh8$E|fs4%X{p3`B%PL<YFcUy-(^
zkX3UZ_s%3loV_YM-7lsDEN`LsFxHOAZCak5O(y9ID{IP?%a`MKNL5oQD;vPnidh<d
znF6<GvCpgkx)fSjSU97UKkWFj{`J?h<U?@c%<Z6R6w$i*ksDaq!@Vd3w*n0f&EQ6?
z_?Cvuj)gjIXUF?@^C`>$c+h*C{Hv2IVBwU5K0U5KJHgR2w=Q5<eYbCDNL1*~ojYsW
zD>I#X-1yL)U0KI*F``#u0@Iq1IjgL7H}l*_rL{8PM0CpdlPwNb+Sm{Wlbr1Amf@_@
zqdvyqAQaNk){f8YJKrE*dh71OXs5#Ko$Tjx+~VRRBQ0|L91!a{E3n{`m^j5f7NSMY
zbtQ^c@vokKC&BbmYsh`b$V*@L+T0s@!zne<35%|wTM<$}7SpSf!Oqs7Zv=zB6R_X7
zyHwsN6R@|f&6X&+yWXeaHpeb4EsY;iZAx>Ts2v>AD>f!o2-ZfeHF(vpcJN|~ahs!d
z*85j{c7DdGct<bgmMjyBtAEf^W%4uI2`;<v=;oP9do7LEu-~gJd&ivlB2f^b7&bd=
zVMlk{FnC1SX`4)z@a1wO5^_@qyOSk1z=E3ZJOv5<^y!fuys{nc4_Yic+ZrY*O++?O
zJI#Li(9Ie?CRj5;o8kJigI$JkR*l+heQ~6(BQ!p7XKbp$*NeEeS6Q5~emECjaq9DQ
z^DF$ekLMIv7x;e2ylJndu;chJ+3)aRKMCFEojQ3e%}+=!b&*ass+zgzJ7~T<5X%QI
ztiL-_^GvgLu*e9lXN+j2-Hgw;T<5iHMQiv8h(Hxy6Q4U<Sd%BT6AP>cY4KT2_Rp_z
z@R|a(03Npw`)hbvB4r7zHYC)v^WQx_WV#AVoPJ*CNh)Lx;R25GP}Qn#B5pYqc~BFh
zA?)>?%`Gb3tTm)|sg@Xz(zXcTIODd2XUH=yw>rD_!(z_5?ao}DcD8b(xQW{2<f5Gz
z#M+uxh%{2p$$7}N3Si&rD^b<szlMrUUh3UT+iqCzRe|-eySX?{GAH2G?tTvyXe^1e
z$Xpj-q-ZyxwSR*EMphjcO7Y!SnG=<NfqnRTK(kiWg}vp{^4H?)O_>ogw$x=#^(%@w
zpQ$aFjLfikZt=MJC{B&a5FXUR{M=k(%?@Jw_cQc%Bn>Q4d2Bq7--zRjmBlF<^*E!N
z9eb0<gts9fWilz4^RXihrbQFsY_g6M6+*3+kfiqdHesZ1=Q0i~D3=iR7MM>{SUivW
z+*!0fAH|YM_=-7_;!FZcC+{REqd2$>a@ARg=U~C~EJ@PBRqKOrC!3KnOIQ<%FRZA=
z-c1;t@3lDm3`&2W_i+mH0D<uJCAM>>cGmQ~>NTJAyE^5+m28Di!FWv~+G@Yu=Pgug
z8nySW-<bowyEZ5$nVwn96zXulS)6L1+q}~95VR8?T<8J5qwQ#g4Q#-woT^bHRR$)j
zeCQOqG7}-o!@<D;HpEY>a@xteFYk-#`T5mv2;RN>yD&nqS?kpf)hZJU3&v&Uvwo`V
zTBp#R@D9+wvPsQ;vR)sw4ZoX!!c1#;7HNsKE#nRyyMk!$bta194FG*yPk{H=t6r0^
z-`g`0@OdO~>yiSP%=jlem-#M=ed!LffZgu?4?Qa0^TEAFMh;oo*}yOYc^EkQTxS={
zT9xIO_cwqSg_Q|*OGtD8hXd?)n1fq)axggkx$oW6R*Ah+N+k`ia>O1?#xrD50!S?M
za&|80F+Rv>FT@0vdv+|pk*$B@^PZc;;k^JMb-XMs#4>Co*?WIu2rl}vQ$1C3xxR1Y
zp{vqf<*D%(HM<U#-HF%7kDrrD14>z`-K-bN;z_a`soDBncCb(srrGM}O=Z0F)_7)g
z^d<E4g^upT(Qp>Yg->rU!qSdqbBc+H&9Ci+2v}|<Ft|GNSN2Fw0iU~&q5u2$@8s{n
zY=w|~{Ru0_Hvz!P4l??dhq(Xv^tPL|0KW43cggB<<@2789f=^&w6>$G95J?qH6<oG
z&UeU#^d2Ufdxj+mSl=1@^|HP*%+{@CbT37y=DS*v-E0JN<^yrCa0Ge(HeJ1)AX+GZ
z+bb&%e(e{(ei8_8l=EbxI#5hT?tjhaN5_kzIUe|vS#)(&Id(sPWREj6^FR0*XHvG>
zp%C8`So2M2EJ(|zv*X*ML)Zv{>`HM}K)*PqX(<k`jRGjTFfCC32G#ssq)_KI9XB_L
zEwv!~oTmvp*DO54$32FO)URYp9`Xxu%Qo)JUE?#X{x<4wN|nvQR7iumI(NA{#^|}r
z@??Yc*$`A>7RTRerkB3dwX}`L3n|<it8}nyzzNqCzn7%~&lB6A@a59iyDGnA$-iz9
z`Na*R^tH^G#a%y*Jamzq%OKnHj;p>9-nAQP)~;4B`nou7#>J9TTk|aNwAJo1L1C}6
zOY9cz`g!Gu_Aa}4-2Qw=S8!wuOJ}}jx_qMvehGiz|EAY+6`DApoAc9(DqC?=O-oE8
zibJgsCp0%YJf2qs+{={WM1~<n;vgnjSiVVQe}?U_M7t(lSU0CKNdH7&IcTG)sSbww
z_$m5|RSqMURt8;3f#YSboWObQys0@J(!PN*`C6oGH+QQ}z*mGh>1(~*J%;47QJnPI
zbv|vgdG}?{?M$eCS^7$!maz^D>?HqV5uf>vZjvpmYMxWlgB}StYy;6d=3{)$`OKP9
z$oxI<)U3uc=;B6+8KPCuyJN>sMw5pjdX~1F^}9=TgCdFC987=x^?mV1jTB`REkgL>
zX)BNiJGn8qUVEC=jSY{@lJUtY<e>x9rJLV4vdg|)2-?#{%jS0Md1e3crS8IEL50}P
z<??aWjWuFXUH7PrSC_~TaDxoguVvQx{7MfljL4z&U(!8k1ux*{Fn>Qjh3Hf}9wpOO
zSlB_&)g<0|*0#ky1_@%vRX>N7AFVzl>`)>8)H&A0=#`psaAKsE(tRrYE#hWXkeE1S
zX)oz<Hb*9KW!w#~kMJ!|Fw^JIE7qqG^;~?)8GhcGWo|iyd(O_WGr<fuLf~?Cw9js%
z-USZD1~9L4%!xNS6yx}fT*<0(3FxBQka8ns;BGnaT5E4^+Utmj$#P6R-`sSFmU0uc
zUad#DInwea44lr9pRV;F7ETA^a5xS%lm)bidOSIQ)IPwtGbmY~!FF;x-ZY}U#cr|_
zHSWYAeOj5~W@G`^7YdFI*xFndCXn6Au7SoXae}sL!gK5jTt|zn5Z5WC1s$vDT;_K>
z-fZZUU{^}9)8vE^91_RSFDR<)gxmKt3fTFn&YHg~=w?<F)5T1Q2RcIQO`EBRUh#-2
zGa$$(GAW5lJ*OkK874Ye;>x~B=xg%{*Qc?DeL=3abJ}0@{8%5q#XqO$Q3;$PI9u0p
z?YD25M7Oo4Ys}Hz_3_vG56MHg!bYEs1^r{ad*ePt3`~$i?EGbgQhS@uVjkxu8CQ<j
zqVbvnP#Ccz2o<Gy7n@?-;6vzn%!aK*6&ckH(uSa7>aFOK_4!=Ei9>O|v&C*Uc_i>O
z=Ujff12?NoL`~Uoq~;-XECL<p><Z^xSl1LQ0I)G=n_S~IZ?J<_d+|M7a_M^7^dk<C
zWyZRH`uneLX4<lPaGVczy#fx*RBdUw<yS`ZlXo>7cSZl|q-Tqk(TVP~Pc#AW6E?H$
z(z2jJ+2^opj~%s`{Fb+Ydk#k)cKtYa@w~_op2O6ZN`7vhE?ZV$ZdolLLbUa;3`8%{
z`P{7tL6M7{T~saOenNb*9LRewd+Md`mE(c1+R;@_<4OU*DA)fpfZz}AU>Fh{{8$}c
z@w`W$P1K*fp40|3P4$YN1NU-pTQP!_w3rTVa$5Kg;iD`^J=tfl*dIW%u9d*O)qe>>
zq<L8&qy&D6meQ&YBqhV+;^GXjw%Im)Ioy1Fq<6(^(muN7)_52Q&XVsPHD~qz^LCMM
z&ao8%Ufw=Hey#nwPN?eW=!gKt$lQ07j!Bl377!rp&q{QxZ6D1^nTkd9F)=e20@cHm
zHIV=^fpde<_n3hf77ex!O4ugjF)QK`r+SjuOsSP*{Z4?D?;hA)?!an1#naK!YJ;$)
z!uk70sR-O`q>4N6fuE+z?yvVDTr*KaViTq2Z4`e#AFS8awKbiuv3w#fKR(?|0?N;j
zOQ)925Def&T09763as%d<fXdhOKfaT)be4;l3oT135wy&`2bifmpKG+c`-%j5;#rp
zmt8=fVjsX!S7ih0DJK!wDjHBUOnL_KHBMlNa()AN^j8RP(YLv-L`<8p=ZK|2rF{a!
zH(`K1Sv#zW7LVkpUBfzz-Jch^dfz^NUPSGBB|yIhaWg+c1u9`5QA5m<o`ry5>`uf~
zG0r3ayzPNp2@o~{vYKD*V`M?p(s)273enz6w!79qV=4piG1y%X5bjY>vJG(J+Jb4h
zde7qTO2-LXYS}dq{w+V18^GEP8Q}FBe6V2g=K{^a{bl6gSJ1)%fnxbq58@LHG-Cww
zID!>nyf)^9!>*>I(w5c<eH-(sNZZfvKsUY=ut?~nRKR_3fyf2?=dAzg)Va#a<oP0X
zCmGQ(VC%cf5fsolCjM}{O|~EG*rb3pgE>2(6*^eZ^Xu0yp%fs*=rsYNSp-@2{lHzc
zROn4%;eK-C+^)4yvu-(An1@Fhgb@6_M6j9CejR~sO_o7HL4*QyQ7;>EFCBcO0k2$@
z{Yb_&$Li(+L*)Inc|4wb+P(JgzfW(F#)fE<P!7Lyg-j%kes;t_^R?Mo#GKQf9EQ`g
zNIWfesRd6DXA33QQXWI%&tuqFef9J4sl{TX>(2M>6!a`l;ikw>s~ji%a48cw;PVMJ
z!q6~`U+TpR7c!!wqvazG{fcdFb8<2fJOFB_>3+!s-0ce$;uH>tb#?EE=7u$ugF_zH
z*iHA0r!6%s*LtOxh3oAQK<Ar+zSB~+0)N-+PhsjPaQI~dbSK#hkTfzC&k|=+q<vTS
zeLU6i03Bgmdro<K*bxf(;_EeW*Q}UKAt@=TsrvNXI)DveB1`}lbj3u{b@p#y{h90r
z^0+J9ZvcQ569E7argaI*Q~t9xS5?!5I5<Aj+79OH%-2WY=2LtNNkpf{ot#(!laxLu
z*VicJ4FDL_g2lyf<qAS>ro%YFmR26zLYn;zpl%3gLCL^BCX8684wy$s=KzDg5UIjn
z3QI)stoQWv*!Jgrm;~7dx&s-bTKCd|aeTaB3z?M?$x)SoG=~-#(U6~0l%a||5>9|b
zt3=3<^8&WNpW0X$PyrjX4`6W)KY9IuFHm98egTRx*a*Z017i@dxAK@`8_;^igIP*Z
z!p}aQaG0pYK0Tm}C6_pB0=U?>$>0mhHSPNUD~9`j2^#(%z3uzD9i)YeUT3`7iB!s{
NDJiHwDv~!1{9lL-{#XD2

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/crow_classification.json b/modelling/data/abingdon-all/resident/crow_classification.json
new file mode 100644
index 0000000..dc8f86e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/crow_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Crow",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "moderate",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "winter_detectability_peak",
+      "summer_detectability_trough",
+      "moderate_spring_carryover",
+      "strong_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 1.0232270907091443,
+    "target_trough_value": 0.4883750327392263,
+    "target_mean_value": 0.7581203409781896,
+    "target_amplitude": 0.534852057969918,
+    "baseline_to_peak_ratio": 0.6450181059441938,
+    "autumn_to_winter_weight_ratio": 0.1141732283464567,
+    "year_end_to_winter_weight_ratio": 0.5984251968503937,
+    "decay_to_growth_ratio": 1.360093896713615,
+    "monthly_target": {
+      "January": 0.8935750542504153,
+      "February": 1.0232270907091443,
+      "March": 0.896201695169356,
+      "April": 0.7812305784524198,
+      "May": 0.77011770239967,
+      "June": 0.7699997387677084,
+      "July": 0.7542232636890861,
+      "August": 0.4883750327392263,
+      "September": 0.5744662563240791,
+      "October": 0.6489514520238049,
+      "November": 0.6887934952330353,
+      "December": 0.8082827319803292
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 1.033,
+    "GROWTH_RATE": 2.13,
+    "DECAY_RATE": 2.897,
+    "SUMMER_DECAY_BOOST": 4.224,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.381,
+    "PRE_SUMMER_DECAY_END": 6.935,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.183,
+    "SPRING_CARRYOVER_WEIGHT": 0.11,
+    "SPRING_CARRYOVER_END": 7.225,
+    "SPRING_CARRYOVER_SHARPNESS": 17.22,
+    "BASELINE": 0.66,
+    "WINTER_WEIGHT": 0.254,
+    "AUTUMN_WEIGHT": 0.029,
+    "WINTER_PEAK": 2.07,
+    "AUTUMN_PEAK": 10.97,
+    "AUTUMN_ONSET": 10.36,
+    "AUTUMN_GATE_SHARPNESS": 7.895,
+    "WINTER_WIDTH": 10.206,
+    "WINTER_RISE_WIDTH": 9.074,
+    "WINTER_FALL_WIDTH": 11.682,
+    "AUTUMN_WIDTH": 6.536,
+    "AUTUMN_RISE_WIDTH": 6.237,
+    "AUTUMN_FALL_WIDTH": 8.151,
+    "SUMMER_DIP": 0.173,
+    "SUMMER_LOW": 7.895,
+    "SUMMER_ONSET": 6.415,
+    "SUMMER_GATE_SHARPNESS": 4.02,
+    "SUMMER_DECAY_ONSET": 7.065,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.336,
+    "SUMMER_WIDTH": 25.775,
+    "SUMMER_RISE_WIDTH": 44.337,
+    "SUMMER_FALL_WIDTH": 8.298,
+    "SCALE": 1.348,
+    "YEAR_END_WEIGHT": 0.152,
+    "YEAR_END_PEAK": 12.162,
+    "YEAR_END_WIDTH": 78.144,
+    "YEAR_END_RISE_WIDTH": 145.342,
+    "YEAR_END_FALL_WIDTH": 8.6
+  },
+  "fit": {
+    "score": 0.477
+  },
+  "warnings": [],
+  "summary": "Crow is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, moderate pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/crow_consensus.json b/modelling/data/abingdon-all/resident/crow_consensus.json
new file mode 100644
index 0000000..5a25fb9
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/crow_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.477",
+  "INITIAL_Y": "1.033",
+  "GROWTH_RATE": "2.13",
+  "DECAY_RATE": "2.897",
+  "SUMMER_DECAY_BOOST": "4.224",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.381",
+  "PRE_SUMMER_DECAY_END": "6.935",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.183",
+  "SPRING_CARRYOVER_WEIGHT": "0.11",
+  "SPRING_CARRYOVER_END": "7.225",
+  "SPRING_CARRYOVER_SHARPNESS": "17.22",
+  "BASELINE": "0.66",
+  "WINTER_WEIGHT": "0.254",
+  "AUTUMN_WEIGHT": "0.029",
+  "WINTER_PEAK": "2.07",
+  "AUTUMN_PEAK": "10.97",
+  "AUTUMN_ONSET": "10.36",
+  "AUTUMN_GATE_SHARPNESS": "7.895",
+  "WINTER_WIDTH": "10.206",
+  "WINTER_RISE_WIDTH": "9.074",
+  "WINTER_FALL_WIDTH": "11.682",
+  "AUTUMN_WIDTH": "6.536",
+  "AUTUMN_RISE_WIDTH": "6.237",
+  "AUTUMN_FALL_WIDTH": "8.151",
+  "SUMMER_DIP": "0.173",
+  "SUMMER_LOW": "7.895",
+  "SUMMER_ONSET": "6.415",
+  "SUMMER_GATE_SHARPNESS": "4.02",
+  "SUMMER_DECAY_ONSET": "7.065",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.336",
+  "SUMMER_WIDTH": "25.775",
+  "SUMMER_RISE_WIDTH": "44.337",
+  "SUMMER_FALL_WIDTH": "8.298",
+  "SCALE": "1.348",
+  "YEAR_END_WEIGHT": "0.152",
+  "YEAR_END_PEAK": "12.162",
+  "YEAR_END_WIDTH": "78.144",
+  "YEAR_END_RISE_WIDTH": "145.342",
+  "YEAR_END_FALL_WIDTH": "8.6",
+  "SPECIES": "Crow"
+}
diff --git a/modelling/data/abingdon-all/resident/crow_observed.csv b/modelling/data/abingdon-all/resident/crow_observed.csv
new file mode 100644
index 0000000..c41bcc8
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/crow_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,170
+2,147
+3,162
+4,147
+5,142
+6,113
+7,127
+8,105
+9,121
+10,129
+11,137
+12,142
diff --git a/modelling/data/abingdon-all/resident/crow_parameters.csv b/modelling/data/abingdon-all/resident/crow_parameters.csv
new file mode 100644
index 0000000..8b6b201
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/crow_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:53:54,crow_observed.csv,0.8971438642649507632128343200,1.008,3.581,3.313,3.994,0.761,7.07,14.106,0.005,6.75,10.066,0.525,0.277,0.025,1.64,11.71,10.52,5.782,9.960,18.392,1.527,3.493,1.06,5.926,0.237,7.58,6.08,2.238,7.31,10.776,43.348,79.419,7.276,1.638,0.134,12.266,117.260,230.335,4.184
+2026-05-21 09:53:54,crow_observed.csv,0.7895724974888417556652884153,1.343,0.733,1.989,4.997,0.147,6.47,13.699,0.092,7.03,11.021,0.671,0.324,0.039,1.16,11.18,10.73,5.026,12.199,14.017,10.381,5.497,9.756,1.238,0.062,8.63,5.43,2.718,7.47,18.591,48.408,78.374,18.443,1.344,0.005,12.109,55.596,95.975,15.216
+2026-05-21 09:53:55,crow_observed.csv,0.6566129137116156437655297233,1.321,0.278,5.164,0.223,0.064,7.12,15.412,0.215,7.63,11.324,0.819,0.565,0.028,2.48,11.1,11.42,4.166,9.994,17.189,2.8,5.106,7.366,2.845,0.181,7.39,6.36,6.999,7.31,8.348,32.824,58.746,6.903,1.64,0.053,12.152,88.504,161.447,15.56
+2026-05-21 09:53:55,crow_observed.csv,0.4150465516018397118645091645,0.954,2.714,5.09,0.016,0.09,6.34,8.324,0.191,7.5,14.614,0.448,0.033,0.047,11.76,11.09,9.31,6.403,12.036,5.873,18.198,11.396,9.768,13.025,0.07,8.22,5.59,7.011,7.41,15.28,35.537,70.644,0.43,1.679,0.131,12.226,59.046,113.787,4.306
+2026-05-21 09:53:55,crow_observed.csv,0.9844893973483563874660017105,1.17,3.701,3.057,1.28,0.665,7.65,4.592,0.007,6.85,14.562,0.542,0.501,0.017,11.99,11.08,9.94,10.446,8.508,1.219,15.796,6.140,9.37,2.91,0.101,7.76,5.92,5.935,7.18,14.807,21.784,42.304,1.263,1.364,0.148,12.276,58.727,107.111,10.343
+2026-05-21 09:53:56,crow_observed.csv,0.5862438613797181054896264077,1.238,2.066,1.718,4.329,0.598,7.43,12.788,0.147,7.03,27.709,0.643,0.571,0.025,1.4,11.83,9.93,2.354,3.333,2.849,3.817,8.814,4.712,12.915,0.056,6.86,5.42,2.846,7.01,13.745,19.700,27.038,12.362,0.97,0.23,12.051,73.045,139.573,6.517
+2026-05-21 09:53:56,crow_observed.csv,1.126644283773142276653929057,0.893,0.29,1.337,3.043,0.625,6.64,9.648,0.084,6.57,20.055,0.83,0.023,0.001,11.92,11.59,10.62,10.193,11.458,5.075,17.842,9.332,12.509,6.154,0.064,6.84,6.17,1.363,6.67,7.017,35.866,54.431,17.301,1.536,0.254,12.198,100.421,195.996,4.846
+2026-05-21 09:53:56,crow_observed.csv,0.4351195490723343488383383232,1.029,2.022,4.354,5.481,0.814,7.15,11.112,0.046,7.45,17.464,0.554,0.278,0.026,11.95,10.61,10.27,7.893,17.945,16.652,19.238,5.290,1.477,9.102,0.142,8.07,5.68,1.845,6.9,16.531,26.512,40.077,12.946,1.307,0.204,12.278,78.630,143.486,13.773
+2026-05-21 09:53:57,crow_observed.csv,1.776219724886738208264533493,0.975,0.44,2.783,6.227,0.332,6.33,15.85,0.17,7.53,12.105,0.493,0.318,0.033,1.47,11.53,11.21,5.257,3.620,4.528,2.712,7.129,6.295,7.963,0.134,9.03,5.61,1.163,6.85,18.646,10.219,7.057,13.381,1.701,0.282,12.265,82.422,159.956,4.889
+2026-05-21 09:53:57,crow_observed.csv,0.5585200237838195538948350974,1.062,0.681,2.347,6.647,0.206,7.44,11.957,0.102,7.27,15.041,0.468,0.215,0.044,2.25,1.01,10.7,8.449,12.692,16.013,9.37,4.325,4.277,4.373,0.162,7.48,6.64,0.982,7.3,8.926,26.492,49.328,3.657,1.471,0.189,12.295,110.844,210.558,11.129
+2026-05-21 09:53:57,crow_observed.csv,0.6640475595497758682866171203,1.23,2.08,2.432,2.677,0.157,7.74,13.953,0.155,6.83,7.277,0.408,0.618,0.011,2.17,1.14,10.95,6.389,8.774,11.354,6.193,8.769,6.63,10.908,0.144,8.19,7.44,4.4,6.65,18.637,8.035,0.988,15.082,1.096,0.3,12.218,76.778,146.204,7.351
+2026-05-21 09:53:58,crow_observed.csv,0.6412536181607248306833715782,0.834,0.783,4.555,3.739,0.935,7.53,10.125,0.102,6.77,25.254,0.507,0.118,0.023,2.2,11.69,10.39,10.872,5.912,5.938,5.887,8.889,9.848,7.93,0.016,9.13,6.33,6.972,7.46,20.709,25.804,45.27,6.338,1.126,0.01,12.143,71.217,129.22,13.214
+2026-05-21 09:53:58,crow_observed.csv,0.7093285166894727852689264443,1.29,3.603,3.598,0.196,0.881,6.56,12.963,0.208,7.55,18.035,0.713,0.387,0.001,1.09,11.69,10.77,5.966,11.726,13.213,10.238,2.458,2.698,2.218,0.127,8.34,7.3,3.183,7.15,19.529,4.937,9.021,0.853,0.834,0.32,12.16,80.274,154.753,5.795
+2026-05-21 09:53:58,crow_observed.csv,0.6787992731962590254857645622,0.802,1.2,0.251,6.231,0.112,7.37,12.522,0.113,7.64,22.701,0.447,0.647,0.001,11.94,11.82,9.64,6.766,13.954,9.203,18.704,6.635,11.28,1.99,0.077,9.29,7.24,1.286,7.51,16.801,24.868,38.043,11.693,1.548,0.144,12.085,59.815,108.829,10.801
+2026-05-21 09:53:59,crow_observed.csv,0.8429741888854345925749396280,0.77,3.911,4.6,2.473,0.738,7.66,9.718,0.054,6.75,20.48,0.6,0.402,0.002,1.21,10.65,9.91,2.128,12.976,17.272,8.679,7.327,13.596,1.058,0.048,8.56,6.01,7.256,6.8,22.81,25.280,32.064,18.495,1.164,0.333,12.073,94.718,176.843,12.593
+2026-05-21 09:53:59,crow_observed.csv,0.8697141569969663036824148492,1.329,0.442,0.65,4.931,0.01,7.04,6.031,0.111,7.44,19.148,0.373,0.475,0.019,11.56,11.4,10.83,2.698,17.748,15.610,19.885,12.054,11.762,12.347,0.055,8.92,6.92,5.934,7.53,12.985,9.448,14.091,4.806,1.718,0.175,12.025,77.796,147.082,8.509
+2026-05-21 09:53:59,crow_observed.csv,0.4195643783359779458530564983,1.17,2.286,2.73,3.495,0.234,7.71,5.683,0.186,7.44,9.651,0.798,0.46,0.032,2.13,1.22,9.9,8.871,16.656,14.432,18.881,2.920,3.076,2.765,0.247,7.39,6.24,7.42,7.32,10.108,12.112,7.002,17.223,1.257,0.05,12.277,119.177,229.046,9.308
+2026-05-21 09:54:00,crow_observed.csv,0.6919227866396915861371337947,1.137,2.19,5.235,3.346,0.268,7.66,5.152,0.083,7.19,18.485,0.506,0.481,0.03,1.21,10.67,10.82,5.457,6.892,4.913,8.871,6.729,7.82,5.638,0.12,7.11,6.63,3.867,6.66,11.322,29.814,40.834,18.793,1.116,0.329,12.132,121.178,236.012,6.345
+2026-05-21 09:54:00,crow_observed.csv,0.4369824250025840116932024934,1.134,1.305,5.834,2.145,0.612,7.04,8.468,0.016,7.23,19.929,0.463,0.227,0.032,2.16,1.05,9.5,8.219,3.758,6.739,0.776,2.539,0.983,4.095,0.226,6.6,6.94,5.348,7.15,7.852,14.202,17.249,11.155,1.79,0.136,12.239,77.598,148.452,6.745
+2026-05-21 09:54:00,crow_observed.csv,0.8630580635401941354109616061,1.203,3.904,1.638,7.745,0.138,7.64,13.915,0.139,6.84,14.217,0.446,0.324,0.012,1.58,11.42,11.4,3.504,12.001,12.666,11.336,13.044,13.112,12.976,0.034,7.22,6.28,7.72,7.4,9.928,1.346,1.08,1.611,1.189,0.145,12.16,97.510,187.765,7.254
+2026-05-21 09:54:00,crow_observed.csv,0.8810169567445344952776804475,1.314,0.992,1.395,1.276,0.133,7.24,13.085,0.128,6.62,23.184,0.813,0.249,0.05,1.86,1.39,10.88,8.044,13.336,6.779,19.892,10.101,9.703,10.499,0.247,9.38,6.23,4.268,6.67,14.806,16.707,20.74,12.674,0.835,0.231,12.042,49.184,93.901,4.468
+2026-05-21 09:54:01,crow_observed.csv,2.095305460195380428901563588,0.982,2.123,0.998,1.854,0.401,6.88,7.247,0.165,6.84,15.271,0.702,0.594,0.013,2.43,10.81,10.7,5.246,14.506,16.931,12.08,5.518,4.884,6.153,0.13,6.96,7.17,6.385,7.14,13.732,21.409,26.747,16.071,0.894,0.286,12.12,54.958,102.509,7.407
+2026-05-21 09:54:01,crow_observed.csv,1.079007839402818987290001442,0.963,3.403,4.33,0.98,0.608,6.9,8.374,0.132,7.51,22.257,0.586,0.111,0.008,11.99,11.44,10.9,10.934,17.581,19.346,15.816,1.742,2.677,0.807,0.185,7.53,5.2,1.468,6.83,19.078,32.478,58.875,6.081,1.785,0.306,12.23,46.591,86.152,7.03
+2026-05-21 09:54:01,crow_observed.csv,0.9786552897238647131419859523,0.886,2.632,2.254,1.778,0.101,7.23,11.195,0.018,6.56,23.075,0.763,0.381,0.03,2.08,11.09,11.3,8.208,15.327,12.589,18.065,7.482,3.344,11.621,0.057,7.94,6.32,1.192,7.17,9.643,29.698,50.897,8.498,1.297,0.041,12.275,119.629,228.399,10.859
+2026-05-21 09:54:02,crow_observed.csv,0.9677126256081952040595635846,0.895,3.13,5.502,5.911,0.409,7.41,9.816,0.076,6.52,23.69,0.5,0.036,0.016,1.62,11.69,10.25,2.059,7.776,13.279,2.274,10.890,9.54,12.24,0.079,8.07,7.07,6.423,7.4,7.06,44.521,69.735,19.307,1.135,0.253,12.06,121.387,236.39,6.384
+2026-05-21 09:54:02,crow_observed.csv,1.532348977415510532538344902,1.151,2.386,5.754,5.18,0.501,7.52,3.607,0.033,7.28,18.492,0.471,0.515,0.016,1.08,11.91,10.42,9.474,8.128,6.024,10.231,6.081,4.329,7.833,0.211,7.49,6.3,6.715,6.92,17.465,34.787,50.518,19.056,1.792,0.04,12.123,46.484,87.442,5.527
+2026-05-21 09:54:02,crow_observed.csv,0.8880122922898115898599212008,1.218,3.135,2.17,4.552,0.639,7.66,15.57,0.007,7.34,26.763,0.461,0.45,0.011,1.9,11.06,9.39,8.72,16.860,16.052,17.667,2.728,2.164,3.292,0.107,8.72,5.58,6.459,7.52,9.693,29.968,43.076,16.861,1.099,0.021,12.287,123.592,236.184,10.999
+2026-05-21 09:54:03,crow_observed.csv,0.9896654997592566786785581617,0.985,3.309,5.159,0.598,0.675,6.54,7.947,0.199,6.66,13.928,0.81,0.461,0.021,2.43,1.36,11.15,11.133,2.616,2.827,2.406,2.794,2.107,3.48,0.006,6.84,5.82,5.896,6.99,13.174,10.560,9.356,11.763,1.013,0.243,12.076,44.058,80.157,7.96
+2026-05-21 09:54:03,crow_observed.csv,1.052846712652804879881866248,0.919,3.518,0.309,2.295,0.768,6.87,10.757,0.101,7.05,24.538,0.572,0.614,0.043,1.28,10.55,9.69,3.491,7.535,9.937,5.133,7.689,1.468,13.91,0.056,7.43,6.6,2.912,7.57,10.797,46.942,77.212,16.673,1.586,0.306,12.109,53.770,97.524,10.016
+2026-05-21 09:54:03,crow_observed.csv,0.7534201333363647101578001851,0.884,0.992,3.015,1.05,0.535,6.35,15.858,0.04,7.65,11.664,0.597,0.355,0.047,2.03,1.49,10.67,7.209,6.342,2.149,10.535,8.058,2.871,13.246,0.151,6.91,6.38,4.313,7.37,18.235,31.551,55.878,7.224,1.417,0.277,12.059,73.234,133.374,13.093
+2026-05-21 09:54:04,crow_observed.csv,1.108150966499501313937448495,0.852,1.994,0.719,4.725,0.237,6.98,12.827,0.025,6.73,13.742,0.649,0.321,0.005,11.75,11.34,9.86,4.079,15.983,17.323,14.643,6.752,11.404,2.101,0.168,6.75,5.44,7.234,6.9,7.191,8.032,15.524,0.539,1.052,0.233,12.296,86.221,162.126,10.316
+2026-05-21 09:54:04,crow_observed.csv,0.7227401217074807602308020422,1.346,3.938,5.836,1.09,0.601,7.58,9.592,0.19,7.08,20.572,0.688,0.032,0.004,1.43,11.01,11.23,2.878,18.158,17.304,19.013,8.824,11.884,5.763,0.173,7.02,5.28,0.881,7.32,11.521,28.536,56.587,0.484,1.293,0.148,12.139,91.919,178.739,5.099
+2026-05-21 09:54:04,crow_observed.csv,0.5791280036986134780784820656,1.037,1.007,3.839,2.665,0.704,6.39,15.208,0.013,6.56,22.108,0.574,0.057,0.007,2.06,11.38,9.35,6.867,2.678,2.277,3.079,4.142,6.302,1.983,0.204,7.83,6.7,7.961,6.77,12.153,3.938,6.825,1.05,1.477,0.055,12.058,69.035,132.816,5.254
+2026-05-21 09:54:05,crow_observed.csv,0.4782432301317416666318967605,0.76,2.833,1.023,6.561,0.691,6.96,11.744,0.139,7.2,17.604,0.646,0.357,0.03,1.73,1.13,10.44,3.443,9.664,13.991,5.337,9.738,9.447,10.029,0.194,7.44,7.06,1.138,7.48,20.578,38.686,69.088,8.285,1.187,0.04,12.212,90.447,171.774,9.12
+2026-05-21 09:54:05,crow_observed.csv,1.715583722756337921098208423,0.791,3.975,0.727,6.197,0.897,7.27,8.79,0.116,7.5,15.263,0.436,0.193,0.002,2.25,10.85,11.0,2.938,9.494,17.975,1.013,6.515,2.733,10.297,0.115,8.55,6.97,4.521,6.87,14.916,39.830,62.889,16.771,1.626,0.287,12.27,53.100,96.531,9.668
+2026-05-21 09:54:05,crow_observed.csv,0.7386450742565860208325003944,1.045,2.632,4.123,7.717,0.775,6.34,3.538,0.135,7.22,13.517,0.587,0.079,0.011,2.3,1.4,10.42,4.089,1.888,1.539,2.238,5.992,3.551,8.434,0.237,8.17,5.43,6.679,7.46,17.487,28.814,38.127,19.5,0.874,0.056,12.237,46.110,82.698,9.522
+2026-05-21 09:54:06,crow_observed.csv,1.877559863622363220694711556,0.8,0.641,1.006,4.844,0.851,6.53,9.866,0.109,7.15,10.278,0.676,0.712,0.019,11.79,11.82,10.23,10.36,8.040,1.267,14.813,7.704,10.984,4.425,0.113,7.89,6.2,4.592,6.83,23.935,34.376,54.48,14.271,0.832,0.036,12.004,45.276,86.551,4.001
+2026-05-21 09:54:06,crow_observed.csv,1.641939479299810759051647974,1.165,3.804,4.851,3.524,0.465,6.66,8.265,0.09,6.92,7.195,0.394,0.455,0.015,2.36,11.11,9.87,3.323,8.132,14.92,1.345,6.693,1.472,11.914,0.029,7.55,7.26,2.45,7.21,12.696,21.008,22.122,19.893,0.978,0.205,12.23,83.185,161.091,5.279
+2026-05-21 09:54:06,crow_observed.csv,0.4419446236686634938420573536,1.238,3.34,1.097,1.517,0.037,7.02,12.331,0.159,7.02,16.531,0.638,0.725,0.024,1.63,1.02,10.08,8.786,2.818,2.043,3.594,7.653,6.906,8.4,0.234,9.26,6.51,6.038,6.7,16.225,42.395,70.177,14.613,1.078,0.126,12.171,109.782,215.354,4.211
+2026-05-21 09:54:06,crow_observed.csv,1.411955703564717209340153936,1.031,2.867,1.48,4.186,0.334,6.73,9.457,0.109,7.3,11.356,0.673,0.549,0.02,11.68,1.06,11.04,7.023,8.298,4.126,12.47,0.863,0.868,0.858,0.033,7.37,6.16,7.306,6.76,12.223,21.454,33.8,9.109,0.933,0.145,12.025,106.106,205.331,6.88
+2026-05-21 09:54:07,crow_observed.csv,1.395020175502589806919890343,1.014,3.504,1.29,7.043,0.477,6.75,15.152,0.115,7.16,14.663,0.777,0.043,0.015,1.44,11.95,10.68,8.922,5.960,5.412,6.507,10.142,10.671,9.614,0.159,9.03,6.85,5.723,7.23,16.29,21.656,29.401,13.911,1.606,0.156,12.15,104.808,204.472,5.145
+2026-05-21 09:54:07,crow_observed.csv,0.4390899884856402758644405098,0.96,0.782,0.944,3.774,0.119,6.43,13.666,0.056,6.81,27.15,0.809,0.699,0.019,1.56,1.1,11.36,2.889,11.308,10.186,12.43,6.954,1.21,12.698,0.215,7.32,7.49,3.769,6.61,9.942,11.351,6.634,16.068,1.395,0.317,12.172,59.696,104.25,15.141
+2026-05-21 09:54:07,crow_observed.csv,1.247480738053533029009516180,1.102,3.591,5.36,0.709,0.595,6.33,5.469,0.202,6.62,15.35,0.428,0.48,0.043,11.99,11.89,9.41,6.768,18.354,20.000,16.708,6.605,10.519,2.691,0.02,6.69,6.76,7.316,7.32,15.578,21.794,27.33,16.258,1.119,0.142,12.034,46.612,86.563,6.662
+2026-05-21 09:54:08,crow_observed.csv,0.5225769760461327725863869176,1.013,3.926,3.706,6.952,0.691,6.91,4.847,0.091,7.21,10.529,0.853,0.303,0.001,1.74,11.33,11.35,11.541,9.534,10.044,9.023,9.792,11.349,8.235,0.128,8.74,5.69,7.163,7.08,21.504,21.852,24.988,18.715,1.477,0.118,12.009,86.324,168.152,4.495
+2026-05-21 09:54:08,crow_observed.csv,0.8896022172861124819752379887,1.278,0.723,4.885,4.673,0.927,7.48,15.642,0.142,6.59,17.087,0.586,0.702,0.013,1.27,1.25,11.06,8.966,16.399,13.287,19.511,9.526,12.373,6.68,0.147,9.07,5.73,5.374,6.65,10.037,2.238,1.705,2.77,0.878,0.216,12.135,46.738,80.491,12.984
+2026-05-21 09:54:08,crow_observed.csv,0.7476283187252010135549213962,0.982,1.259,4.092,6.894,0.634,7.11,4.487,0.021,7.44,22.796,0.813,0.482,0.025,1.29,1.18,9.59,11.237,17.044,18.847,15.241,6.030,10.555,1.505,0.052,8.38,7.4,7.889,6.82,22.089,12.880,18.586,7.174,1.351,0.138,12.106,107.447,200.041,14.853
+2026-05-21 09:54:09,crow_observed.csv,0.7016132884462160370234545825,1.195,0.987,3.072,5.141,0.728,6.93,11.424,0.07,7.29,25.435,0.804,0.574,0.034,2.0,1.39,10.41,11.854,5.944,5.33,6.557,5.182,4.038,6.327,0.23,8.83,6.9,0.933,6.63,16.835,13.088,24.968,1.207,1.524,0.11,12.035,47.099,90.084,4.114
+2026-05-21 09:54:09,crow_observed.csv,1.097648675281414530576732907,1.013,2.265,5.878,3.82,0.604,7.48,10.927,0.191,6.98,16.416,0.85,0.587,0.023,2.49,11.98,11.17,7.309,10.150,10.775,9.524,7.608,11.762,3.453,0.216,8.83,7.1,6.538,7.45,23.212,31.648,60.669,2.626,1.117,0.331,12.084,121.460,233.182,9.737
+2026-05-21 09:54:09,crow_observed.csv,0.8680011085653995187734555536,1.144,2.923,5.275,7.291,0.773,7.69,7.34,0.004,7.27,6.363,0.754,0.11,0.042,1.06,1.28,9.73,8.104,14.113,15.884,12.342,4.134,1.501,6.767,0.07,8.7,5.1,5.869,7.35,6.512,19.126,31.701,6.55,1.164,0.126,12.223,113.228,216.419,10.038
+2026-05-21 09:54:10,crow_observed.csv,0.7432089569893975828804575447,1.27,2.292,1.666,0.266,0.569,6.54,5.356,0.209,7.42,11.156,0.797,0.016,0.026,2.05,1.4,10.63,8.979,11.248,16.9,5.595,11.860,11.961,11.758,0.139,8.73,6.6,4.764,6.87,10.9,11.377,14.921,7.833,1.538,0.349,12.129,88.428,172.848,4.009
+2026-05-21 09:54:10,crow_observed.csv,0.9426959966727783047679401748,0.773,3.624,3.563,2.98,0.76,6.26,10.592,0.105,6.59,7.555,0.849,0.571,0.015,2.38,11.02,9.63,9.036,12.286,15.129,9.443,8.168,9.295,7.041,0.099,7.34,7.28,2.705,7.05,22.909,33.811,49.735,17.887,1.589,0.325,12.207,118.430,228.239,8.62
+2026-05-21 09:54:10,crow_observed.csv,0.7115651378580487066610532407,0.796,0.419,1.1,7.21,0.333,6.27,13.408,0.216,7.07,26.195,0.646,0.144,0.025,11.75,11.05,10.38,2.209,10.308,16.484,4.131,8.146,6.927,9.364,0.119,9.2,7.36,7.774,7.15,10.69,17.511,28.754,6.268,1.439,0.098,12.22,61.108,108.765,13.45
+2026-05-21 09:54:11,crow_observed.csv,0.7171230094375791079510340525,0.793,1.199,3.542,6.996,0.695,7.72,3.026,0.077,6.98,17.459,0.81,0.48,0.011,1.42,10.7,11.12,6.38,10.089,12.953,7.225,10.280,9.71,10.851,0.17,7.14,6.23,2.33,7.1,16.203,7.120,3.732,10.509,1.127,0.344,12.114,58.958,111.431,6.485
+2026-05-21 09:54:11,crow_observed.csv,0.7990680275365589185482344168,1.034,1.966,4.248,5.978,0.624,6.48,13.715,0.161,7.15,18.307,0.485,0.573,0.017,1.82,1.48,9.94,10.309,12.239,5.846,18.632,3.097,5.335,0.859,0.238,6.68,6.9,5.427,7.49,9.998,17.989,28.72,7.258,0.891,0.272,12.152,122.950,232.101,13.798
+2026-05-21 09:54:11,crow_observed.csv,0.4766771182609198317489041435,1.156,0.658,1.856,3.721,0.059,7.46,13.766,0.142,7.02,11.912,0.675,0.348,0.048,11.93,10.74,11.47,11.185,15.461,17.514,13.408,0.964,1.097,0.831,0.199,6.7,5.19,0.9,7.25,14.781,24.492,45.909,3.075,1.441,0.341,12.131,50.030,94.352,5.709
+2026-05-21 09:54:11,crow_observed.csv,0.6085847519527055443594516891,1.04,3.22,4.705,4.333,0.016,6.93,11.328,0.061,7.59,25.706,0.452,0.511,0.016,1.63,11.16,10.86,4.295,9.500,5.37,13.631,12.780,11.561,14.000,0.157,9.04,6.13,2.9,7.28,6.977,16.636,20.484,12.787,1.219,0.006,12.246,80.349,145.453,15.245
+2026-05-21 09:54:12,crow_observed.csv,0.6024217307177354766235713992,1.077,3.982,1.77,1.036,0.311,6.48,10.966,0.049,6.85,20.387,0.533,0.077,0.022,11.73,11.6,10.23,5.584,13.288,16.896,9.68,7.947,8.191,7.703,0.115,7.81,5.23,2.482,6.83,7.988,28.405,37.579,19.231,1.414,0.072,12.192,67.435,119.618,15.252
+2026-05-21 09:54:12,crow_observed.csv,0.5914260426503505689925355427,1.068,2.13,4.989,6.9,0.736,6.98,11.923,0.082,7.12,26.527,0.607,0.028,0.039,1.4,1.4,9.61,2.657,13.510,13.279,13.742,9.248,6.718,11.779,0.159,8.87,6.43,6.022,7.28,20.13,16.111,18.384,13.838,1.741,0.139,12.285,93.420,177.675,9.164
+2026-05-21 09:54:12,crow_observed.csv,0.8250862729746993133928701701,1.137,1.455,2.919,0.331,0.589,6.63,3.896,0.082,6.87,6.097,0.599,0.521,0.035,1.81,11.62,9.41,2.857,6.646,7.114,6.179,1.877,1.858,1.896,0.214,9.35,5.36,6.215,6.95,23.999,25.606,38.613,12.6,1.425,0.267,12.048,95.272,177.867,12.676
+2026-05-21 09:54:13,crow_observed.csv,1.021526161401013055484607549,1.103,1.247,5.741,5.874,0.79,6.99,8.62,0.18,7.33,6.173,0.875,0.089,0.046,1.2,10.6,11.22,6.167,1.640,1.783,1.497,8.040,4.681,11.399,0.095,7.98,5.77,3.279,7.52,16.252,10.870,15.35,6.389,1.455,0.247,12.213,58.078,104.656,11.501
+2026-05-21 09:54:13,crow_observed.csv,1.074546898617348760087983966,1.056,3.565,3.432,2.681,0.91,7.56,7.007,0.083,6.66,14.726,0.872,0.156,0.02,1.26,10.77,9.41,2.882,9.426,17.275,1.578,4.436,0.423,8.448,0.226,6.72,6.13,1.219,6.99,20.76,42.377,71.483,13.271,1.777,0.166,12.283,110.694,213.255,8.132
+2026-05-21 09:54:13,crow_observed.csv,1.387607386914184076568633112,1.288,2.609,2.919,2.862,0.423,7.42,5.084,0.002,7.1,25.235,0.494,0.345,0.029,1.95,1.31,10.86,4.047,12.477,5.3,19.654,5.380,1.359,9.402,0.159,8.37,7.03,3.812,7.15,14.674,46.463,73.763,19.163,0.917,0.127,12.162,69.030,123.546,14.515
+2026-05-21 09:54:14,crow_observed.csv,0.5833652599616893248907876917,0.946,2.028,0.37,5.919,0.344,7.06,3.888,0.133,7.58,13.929,0.816,0.668,0.019,2.27,10.9,9.79,3.289,14.217,9.386,19.048,5.916,5.091,6.741,0.113,7.29,6.24,4.76,7.46,12.375,23.968,39.928,8.009,1.606,0.232,12.024,64.220,123.639,4.8
+2026-05-21 09:54:14,crow_observed.csv,0.6935385010209304391338447372,0.908,3.483,0.162,6.411,0.561,7.37,7.411,0.053,7.54,6.947,0.585,0.526,0.041,2.25,1.42,9.32,7.259,10.326,2.466,18.185,2.526,4.308,0.745,0.068,7.98,7.25,7.536,6.97,20.138,40.212,79.965,0.459,0.933,0.211,12.07,79.584,148.128,11.041
+2026-05-21 09:54:14,crow_observed.csv,0.4875020978597041669105832237,0.848,3.498,2.568,7.977,0.755,6.47,12.819,0.151,6.51,18.045,0.568,0.267,0.004,1.64,11.47,10.6,9.931,11.162,16.927,5.398,6.424,6.228,6.620,0.131,8.2,5.53,5.078,7.15,15.928,32.045,55.247,8.843,1.313,0.284,12.036,118.154,221.062,15.245
+2026-05-21 09:54:15,crow_observed.csv,0.9060124841935226201704444908,1.099,0.613,4.348,6.876,0.781,7.67,15.53,0.146,6.71,25.0,0.449,0.387,0.024,1.92,11.67,11.19,7.804,11.783,13.308,10.258,8.618,12.294,4.943,0.032,8.46,5.44,1.801,7.23,22.524,43.436,67.634,19.237,1.04,0.296,12.093,63.041,111.928,14.154
+2026-05-21 09:54:15,crow_observed.csv,0.6998040086738769191156557879,1.027,0.441,2.546,4.31,0.178,7.48,11.402,0.17,7.59,7.777,0.688,0.045,0.047,11.73,11.87,10.89,3.547,3.422,3.595,3.248,5.294,2.177,8.411,0.203,7.98,6.18,6.218,6.7,12.248,11.972,9.093,14.852,1.632,0.273,12.011,117.196,226.842,7.551
+2026-05-21 09:54:15,crow_observed.csv,1.343895561419224321460435883,1.216,1.811,5.262,5.308,0.284,6.64,13.989,0.18,7.19,27.335,0.676,0.212,0.017,11.63,1.36,10.49,6.988,8.378,9.0,7.756,9.012,7.704,10.321,0.059,7.48,6.69,2.119,7.02,12.463,34.706,65.938,3.474,0.968,0.288,12.228,81.916,157.193,6.638
+2026-05-21 09:54:16,crow_observed.csv,0.7192186157413825971540812846,1.292,2.435,5.107,7.428,0.402,7.74,6.366,0.086,7.64,10.618,0.37,0.624,0.048,1.84,11.99,9.34,8.899,16.800,17.096,16.503,11.076,11.403,10.749,0.248,7.27,6.02,0.902,6.61,7.548,4.012,6.869,1.155,1.259,0.295,12.193,112.500,220.313,4.686
+2026-05-21 09:54:16,crow_observed.csv,0.8310050433896225116717107784,0.823,0.588,3.035,5.166,0.076,7.28,14.012,0.149,7.07,15.732,0.806,0.708,0.021,2.21,11.03,9.57,8.661,6.638,9.676,3.601,9.238,9.555,8.920,0.174,6.9,5.71,3.576,7.04,12.341,25.754,47.258,4.25,1.795,0.216,12.267,82.896,160.865,4.928
+2026-05-21 09:54:16,crow_observed.csv,1.405375027779914375021653192,0.942,1.171,2.957,5.279,0.13,6.81,4.57,0.192,7.53,18.481,0.418,0.496,0.004,1.53,11.4,9.85,2.938,19.089,20.000,18.178,6.368,0.865,11.871,0.099,7.3,6.55,4.943,6.83,9.8,43.328,76.958,9.697,1.766,0.009,12.183,102.451,189.478,15.424
+2026-05-21 09:54:16,crow_observed.csv,0.7246666177892632717867503795,1.226,1.819,1.053,1.855,0.193,6.65,15.352,0.169,6.98,13.426,0.586,0.608,0.025,2.2,11.08,9.43,8.791,18.140,16.280,20.000,13.526,13.052,14.000,0.03,7.08,6.86,1.15,7.2,15.65,42.940,76.026,9.853,1.325,0.162,12.117,63.197,115.268,11.126
+2026-05-21 09:54:17,crow_observed.csv,0.9667479775033621057485613939,1.005,3.086,4.889,0.419,0.106,7.58,11.377,0.087,7.61,15.019,0.407,0.598,0.005,1.99,1.46,9.94,7.47,3.499,3.673,3.325,12.966,11.996,13.937,0.159,6.63,6.82,1.647,7.13,19.26,29.583,54.499,4.667,1.508,0.028,12.284,101.482,197.295,5.669
+2026-05-21 09:54:17,crow_observed.csv,1.424345742971631173019514131,1.258,0.399,4.922,3.934,0.299,6.75,3.816,0.156,7.15,26.34,0.466,0.076,0.011,2.22,10.74,10.44,2.766,12.548,11.363,13.732,9.004,6.157,11.851,0.162,9.37,6.09,6.577,6.91,13.135,18.296,28.451,8.142,1.172,0.218,12.073,54.651,96.548,12.754
+2026-05-21 09:54:17,crow_observed.csv,0.8355881873443808623773443295,1.208,2.259,1.976,4.122,0.773,7.08,8.179,0.143,6.94,13.019,0.773,0.095,0.023,11.57,11.23,9.33,6.086,12.344,11.807,12.88,8.813,3.76,13.866,0.092,6.68,5.05,3.947,6.71,12.647,34.236,65.143,3.328,1.607,0.172,12.138,72.938,138.871,7.006
+2026-05-21 09:54:18,crow_observed.csv,0.5907364120031587630046193203,0.936,2.236,1.823,2.773,0.524,7.07,11.625,0.168,6.87,23.646,0.72,0.343,0.026,1.89,1.12,9.43,3.929,6.079,10.588,1.57,4.776,1.016,8.537,0.073,8.59,7.4,5.642,7.16,7.241,10.067,12.342,7.792,1.104,0.279,12.012,102.441,197.208,7.674
+2026-05-21 09:54:18,crow_observed.csv,0.5404305216637664191462866346,1.302,0.943,3.069,4.204,0.381,6.31,11.458,0.121,7.4,12.807,0.509,0.133,0.038,2.29,10.88,10.72,6.236,14.092,13.83,14.353,5.760,2.08,9.44,0.214,9.43,6.87,7.839,7.57,14.55,18.539,35.797,1.281,1.633,0.156,12.033,116.542,225.56,7.523
+2026-05-21 09:54:18,crow_observed.csv,1.040435806163007373912551825,1.282,0.521,3.107,0.247,0.194,7.37,4.863,0.042,7.15,11.7,0.512,0.602,0.01,11.64,1.45,11.38,10.109,1.974,1.708,2.241,9.000,8.287,9.714,0.066,8.96,7.19,6.513,7.56,14.737,21.762,41.82,1.704,1.594,0.247,12.059,54.462,103.826,5.098
+2026-05-21 09:54:19,crow_observed.csv,1.141494646508105710207974660,1.221,3.321,3.021,0.764,0.11,6.91,14.704,0.072,7.47,19.492,0.896,0.241,0.014,1.96,11.19,11.25,8.835,6.648,10.92,2.375,10.311,13.2,7.422,0.061,7.27,5.41,1.903,7.56,20.391,34.138,50.391,17.884,0.821,0.102,12.025,97.341,178.754,15.928
+2026-05-21 09:54:19,crow_observed.csv,0.5495942415143165284410227747,0.862,3.801,0.068,5.424,0.328,6.28,3.428,0.152,7.0,20.323,0.849,0.183,0.044,2.08,11.29,10.63,5.973,13.580,14.181,12.978,5.060,9.212,0.908,0.078,8.89,5.28,1.426,6.89,10.375,9.570,16.27,2.87,1.303,0.112,12.053,71.902,137.835,5.968
+2026-05-21 09:54:19,crow_observed.csv,1.057501571755648561087253240,1.192,0.451,3.19,7.25,0.674,6.82,7.584,0.181,7.37,7.704,0.544,0.086,0.008,2.02,1.1,9.92,3.807,9.579,0.924,18.234,9.694,12.139,7.249,0.105,7.03,7.2,7.046,6.72,11.584,31.870,45.381,18.358,1.074,0.062,12.268,93.094,178.357,7.832
+2026-05-21 09:54:20,crow_observed.csv,0.8296695187634104614590403907,0.936,0.312,1.821,5.135,0.542,6.38,12.304,0.013,7.14,25.627,0.559,0.353,0.002,11.97,11.25,9.74,2.014,3.645,0.872,6.418,12.883,14.000,11.766,0.207,8.09,6.62,6.543,6.67,15.094,32.004,51.856,12.153,1.443,0.322,12.206,116.840,228.675,5.004
+2026-05-21 09:54:20,crow_observed.csv,0.7661045405594532979545141214,1.331,3.209,1.852,3.026,0.748,6.68,14.246,0.049,6.8,22.817,0.62,0.022,0.019,1.4,11.14,11.36,9.88,16.792,14.141,19.442,0.822,1.164,0.48,0.065,8.3,5.88,1.84,7.16,19.191,21.051,28.005,14.097,1.607,0.211,12.016,84.674,158.644,10.703
+2026-05-21 09:54:20,crow_observed.csv,0.6509606536775103820516243249,1.16,0.966,1.73,5.045,0.571,6.99,12.159,0.051,7.54,16.87,0.518,0.156,0.036,1.54,1.19,10.92,3.95,17.785,19.798,15.772,9.289,10.159,8.419,0.164,9.15,6.79,1.148,7.05,16.392,32.600,60.829,4.372,1.522,0.309,12.03,74.478,139.782,9.175
+2026-05-21 09:54:21,crow_observed.csv,0.8864220063790932159967339104,1.092,3.505,3.947,1.792,0.542,6.63,13.406,0.068,7.19,18.986,0.762,0.349,0.03,1.15,10.67,10.18,2.144,10.322,17.853,2.791,4.013,2.746,5.28,0.134,6.55,5.09,3.314,7.32,10.748,19.227,37.655,0.799,0.815,0.166,12.182,44.026,83.713,4.338
+2026-05-21 09:54:21,crow_observed.csv,1.403885606043674621825826468,0.998,1.254,5.519,1.59,0.374,7.31,8.276,0.173,6.75,17.951,0.835,0.681,0.042,11.99,11.33,9.91,11.982,12.490,16.053,8.927,3.703,2.92,4.486,0.184,7.18,6.21,3.19,7.6,23.59,7.312,8.95,5.673,1.075,0.157,12.291,108.956,205.668,12.245
+2026-05-21 09:54:21,crow_observed.csv,4.460757875749628796281296712,0.986,2.453,3.201,6.666,0.202,7.43,12.08,0.17,6.76,14.298,0.694,0.311,0.039,11.61,11.85,10.14,4.448,10.042,4.089,15.995,10.572,12.307,8.836,0.193,7.69,6.01,4.027,6.95,22.48,33.610,58.861,8.36,0.988,0.02,12.119,64.262,119.287,9.236
+2026-05-21 09:54:22,crow_observed.csv,1.026703650820905195937164986,1.16,1.107,1.96,6.726,0.296,6.38,14.074,0.19,7.56,24.449,0.459,0.655,0.003,11.81,11.22,10.95,7.881,10.856,4.973,16.739,7.921,12.65,3.192,0.033,7.75,6.36,5.163,6.66,20.098,23.139,38.989,7.289,1.511,0.216,12.288,57.298,110.17,4.426
+2026-05-21 09:54:22,crow_observed.csv,1.038602970630955577826941670,1.18,1.037,1.968,1.753,0.205,7.47,9.202,0.212,7.59,25.803,0.504,0.241,0.039,1.37,11.82,9.97,11.144,8.770,8.292,9.248,6.148,1.502,10.793,0.136,8.13,6.09,1.556,6.62,17.455,39.346,64.628,14.063,1.742,0.313,12.231,64.212,116.081,12.343
+2026-05-21 09:54:22,crow_observed.csv,0.5327669025982258921569567980,1.069,0.974,5.45,2.486,0.936,7.37,3.606,0.096,7.56,22.274,0.624,0.147,0.045,2.09,11.03,10.6,9.557,9.216,2.657,15.775,7.822,3.154,12.489,0.089,6.77,7.22,4.029,6.8,12.895,23.402,39.809,6.994,1.328,0.054,12.173,50.682,92.776,8.588
+2026-05-21 09:54:22,crow_observed.csv,0.6872879942801154308382478545,0.847,2.615,3.012,7.297,0.471,7.67,13.017,0.078,7.06,18.629,0.417,0.413,0.006,2.15,11.46,9.3,8.942,10.190,5.813,14.567,4.480,4.981,3.978,0.152,7.53,5.24,1.64,6.78,18.614,10.659,12.932,8.386,1.451,0.185,12.287,99.712,184.565,14.858
+2026-05-21 09:54:23,crow_observed.csv,0.8458042946654226476433901766,1.108,1.396,1.817,5.03,0.712,6.55,3.619,0.072,6.84,7.117,0.494,0.091,0.006,11.5,1.3,10.37,5.164,7.072,10.085,4.06,4.465,8.266,0.664,0.173,7.19,5.44,1.017,6.62,9.192,36.599,54.526,18.672,1.016,0.004,12.078,96.719,178.722,14.716
+2026-05-21 09:54:23,crow_observed.csv,1.398656236357137059775727193,1.239,0.413,4.381,0.983,0.107,6.43,13.458,0.056,7.5,20.659,0.542,0.577,0.001,1.99,10.68,9.38,4.885,16.978,18.847,15.11,0.444,0.447,0.441,0.185,7.09,5.28,7.618,6.99,14.246,18.396,34.377,2.415,0.994,0.27,12.234,114.417,213.772,15.062
+2026-05-21 09:54:23,crow_observed.csv,2.106718969429128136059800462,1.11,1.364,2.584,0.98,0.366,6.37,6.325,0.15,6.72,26.593,0.88,0.498,0.006,11.63,1.03,9.29,10.886,13.595,12.014,15.176,9.571,9.771,9.371,0.045,6.6,5.37,5.041,6.85,11.879,17.148,16.896,17.399,0.944,0.315,12.093,80.702,154.218,7.185
+2026-05-21 09:54:24,crow_observed.csv,2.583417691521625421364619143,0.914,1.128,4.518,7.466,0.251,6.43,11.974,0.042,7.31,26.059,0.543,0.001,0.004,1.64,10.56,9.66,9.755,7.634,12.445,2.824,3.722,5.625,1.818,0.01,7.97,6.26,5.502,7.17,20.106,26.254,34.118,18.391,1.089,0.105,12.267,94.814,175.049,14.578
+2026-05-21 09:54:24,crow_observed.csv,2.510128250459718595378466900,1.31,3.882,0.607,5.461,0.622,6.96,13.757,0.078,7.41,16.16,0.693,0.466,0.024,1.08,11.29,9.67,2.61,14.851,9.861,19.841,5.962,0.589,11.336,0.021,7.93,6.63,2.503,7.44,18.16,12.986,10.35,15.621,1.756,0.216,12.097,89.226,168.684,9.767
+2026-05-21 09:54:24,crow_observed.csv,0.5466950983734011809584732641,1.168,3.203,3.006,4.244,0.509,7.1,9.958,0.025,7.43,23.062,0.656,0.064,0.046,1.89,10.79,11.14,7.897,5.462,6.220,4.703,1.452,1.231,1.672,0.132,7.24,5.5,7.814,6.8,21.563,29.270,52.509,6.032,1.44,0.173,12.231,53.004,93.979,12.029
+2026-05-21 09:54:25,crow_observed.csv,0.4910538679413975360753768813,0.986,0.389,3.13,7.92,0.448,6.37,13.168,0.011,7.32,16.492,0.726,0.318,0.032,11.86,11.76,10.09,11.435,10.999,4.326,17.672,11.039,9.87,12.208,0.155,8.32,7.1,7.461,6.93,6.017,21.422,38.963,3.881,1.145,0.214,12.243,112.100,216.293,7.907
+2026-05-21 09:54:25,crow_observed.csv,0.9699083788419103908687206801,0.963,3.713,0.139,7.45,0.796,6.39,12.996,0.218,6.64,12.856,0.577,0.692,0.007,11.82,11.5,9.74,2.749,7.084,5.292,8.877,4.208,1.496,6.919,0.044,9.22,5.07,3.286,6.7,15.939,33.006,48.143,17.868,0.913,0.106,12.161,105.313,198.939,11.687
+2026-05-21 09:54:25,crow_observed.csv,1.991961104757219290326456507,1.242,2.803,4.988,6.508,0.813,6.84,13.586,0.129,7.12,16.706,0.453,0.732,0.035,1.77,1.21,10.56,7.429,17.713,17.54,17.886,9.692,8.508,10.875,0.075,9.16,7.1,5.61,7.08,14.835,28.136,51.136,5.135,1.778,0.337,12.078,72.248,140.155,4.34
+2026-05-21 09:54:26,crow_observed.csv,0.7943962925255149055920264860,1.268,2.386,3.078,7.53,0.574,7.3,13.82,0.021,7.13,22.14,0.558,0.24,0.029,1.45,11.11,11.47,11.803,6.560,5.181,7.938,3.117,3.542,2.692,0.139,7.29,5.38,7.535,7.18,14.801,23.231,30.331,16.131,1.703,0.222,12.264,66.142,125.933,6.35
+2026-05-21 09:54:26,crow_observed.csv,1.303743273865261017131982595,1.307,3.123,0.155,5.502,0.041,7.15,5.167,0.207,6.6,13.311,0.462,0.182,0.0,1.09,11.37,10.73,4.636,3.332,1.414,5.25,5.184,1.76,8.609,0.184,7.53,5.05,2.811,7.48,17.276,36.150,67.059,5.241,1.63,0.269,12.079,60.447,105.6,15.294
+2026-05-21 09:54:26,crow_observed.csv,0.6079464666153480964302530413,0.772,3.194,1.821,1.046,0.699,6.77,9.356,0.05,7.34,9.402,0.386,0.663,0.02,1.41,1.35,10.27,2.665,10.850,6.687,15.013,5.956,0.955,10.957,0.094,7.54,5.41,5.545,7.43,6.407,36.492,68.476,4.508,1.285,0.084,12.084,93.064,178.181,7.946
+2026-05-21 09:54:27,crow_observed.csv,0.3041387132340857957699388631,1.167,3.077,4.891,4.257,0.668,7.07,13.416,0.174,7.54,10.453,0.527,0.12,0.04,2.0,1.06,11.31,11.876,6.246,8.969,3.524,5.848,8.894,2.801,0.194,7.86,7.19,3.552,6.73,18.67,31.204,50.315,12.094,1.436,0.282,12.104,62.784,119.671,5.898
+2026-05-21 09:54:27,crow_observed.csv,0.6618730674875812684645632436,0.763,0.286,2.862,1.388,0.713,6.85,11.165,0.076,7.44,17.5,0.446,0.374,0.011,11.87,1.49,9.83,7.633,12.204,19.937,4.471,6.670,8.252,5.089,0.024,8.17,6.91,4.632,6.83,21.093,20.918,36.432,5.405,1.289,0.168,12.245,72.144,135.53,8.759
+2026-05-21 09:54:27,crow_observed.csv,1.218294700962928942221554662,1.212,0.311,1.898,0.169,0.648,7.46,12.061,0.132,7.5,25.136,0.463,0.513,0.034,1.59,10.52,9.36,9.577,13.021,19.643,6.399,11.238,13.852,8.625,0.013,9.04,5.03,5.608,7.06,23.744,35.424,69.06,1.789,1.685,0.033,12.109,124.553,238.315,10.791
+2026-05-21 09:54:27,crow_observed.csv,1.616532658191377400477797484,1.012,2.941,5.655,6.95,0.115,7.08,11.949,0.047,7.65,12.116,0.79,0.621,0.047,11.77,1.1,11.06,6.804,8.354,8.801,7.907,5.788,4.668,6.909,0.186,8.06,5.75,4.691,6.61,22.273,7.992,8.827,7.158,1.317,0.094,12.164,105.541,202.344,8.738
+2026-05-21 09:54:28,crow_observed.csv,1.634423723766250025416786238,1.046,1.121,5.773,6.8,0.255,7.25,10.97,0.095,7.15,11.154,0.439,0.077,0.028,1.63,11.51,9.29,3.158,2.534,2.394,2.673,7.564,10.537,4.59,0.186,7.89,6.91,4.536,6.63,17.738,40.808,78.284,3.332,0.949,0.053,12.267,82.740,156.756,8.724
+2026-05-21 09:54:28,crow_observed.csv,0.4463653792160100502606529215,0.956,1.389,3.941,7.891,0.758,6.43,12.31,0.198,7.21,21.618,0.778,0.038,0.022,1.14,10.97,9.41,6.358,16.889,18.418,15.36,9.430,8.22,10.639,0.123,8.19,5.48,0.955,7.08,21.385,12.966,18.318,7.615,1.288,0.029,12.107,121.228,234.487,7.969
+2026-05-21 09:54:28,crow_observed.csv,0.7307556485617201333202917845,1.147,0.683,5.087,6.812,0.146,7.62,11.483,0.06,6.86,11.212,0.689,0.444,0.006,2.09,10.94,10.23,9.982,9.512,9.271,9.753,10.567,10.677,10.457,0.189,9.0,5.38,6.37,6.81,14.372,9.538,12.889,6.187,1.548,0.159,12.152,74.502,133.53,15.473
+2026-05-21 09:54:29,crow_observed.csv,0.7858605384893209775366780854,1.111,0.423,5.796,0.858,0.601,6.51,6.109,0.194,7.13,19.311,0.74,0.706,0.028,1.0,1.13,9.4,4.134,10.308,12.648,7.967,10.878,11.542,10.214,0.135,8.27,5.43,2.144,7.28,10.408,14.223,25.374,3.072,1.466,0.282,12.185,107.008,198.985,15.03
+2026-05-21 09:54:29,crow_observed.csv,0.7700960652161612065618820245,1.044,0.904,2.097,2.976,0.366,7.61,9.407,0.024,6.87,21.995,0.663,0.666,0.008,1.32,11.5,11.37,11.285,16.012,17.287,14.737,5.854,6.089,5.62,0.11,9.32,6.03,5.057,7.06,23.81,25.700,33.11,18.291,1.07,0.04,12.136,111.468,210.932,12.004
+2026-05-21 09:54:29,crow_observed.csv,1.142053990768022202127889268,1.233,3.773,4.916,7.206,0.882,6.61,8.31,0.214,7.43,25.261,0.542,0.12,0.015,2.3,1.11,9.3,4.603,10.565,16.015,5.115,6.460,6.311,6.61,0.143,8.46,6.88,2.392,7.33,18.66,15.286,13.501,17.07,0.809,0.189,12.201,83.664,157.641,9.687
+2026-05-21 09:54:30,crow_observed.csv,1.425128830369314113681826377,1.205,0.382,2.764,2.537,0.298,7.39,15.278,0.202,7.63,17.373,0.493,0.313,0.022,1.46,1.37,10.46,3.893,16.889,15.272,18.506,8.045,7.779,8.311,0.011,8.53,6.29,1.893,6.82,22.867,38.422,73.794,3.05,0.926,0.068,12.165,45.608,85.489,5.726
+2026-05-21 09:54:30,crow_observed.csv,1.004248185375051962637341408,1.032,3.648,5.936,4.629,0.632,6.81,7.933,0.057,6.51,8.049,0.877,0.692,0.03,2.42,11.72,9.95,9.166,17.036,16.618,17.453,7.326,7.406,7.245,0.111,7.44,5.72,2.944,7.56,8.722,10.800,9.342,12.259,1.5,0.325,12.108,61.932,119.241,4.624
+2026-05-21 09:54:30,crow_observed.csv,0.2881885460963702018866699590,0.797,3.973,4.171,5.125,0.168,7.49,9.66,0.038,7.36,10.146,0.841,0.05,0.01,1.27,11.72,11.35,5.96,4.359,2.267,6.451,11.952,10.325,13.578,0.237,7.31,6.06,3.515,7.22,9.111,27.888,42.765,13.011,1.201,0.148,12.074,70.364,126.761,13.967
+2026-05-21 09:54:31,crow_observed.csv,0.9739850702527932738600317697,0.927,0.831,0.951,2.73,0.9,7.26,7.196,0.088,6.85,8.644,0.603,0.473,0.015,2.22,11.7,9.79,10.048,6.096,8.658,3.535,11.187,11.029,11.345,0.08,6.91,6.26,4.277,6.64,23.532,29.980,55.158,4.803,1.789,0.167,12.11,84.660,157.788,11.531
+2026-05-21 09:54:31,crow_observed.csv,0.5912644507867347339725438335,0.911,0.506,0.407,3.335,0.14,6.41,7.722,0.207,6.83,27.237,0.411,0.075,0.015,11.57,10.6,9.58,6.845,11.888,14.27,9.506,3.870,2.022,5.717,0.018,8.09,5.47,3.705,7.5,12.882,13.006,17.587,8.426,1.22,0.051,12.057,80.382,146.987,13.776
+2026-05-21 09:54:31,crow_observed.csv,6.210260102145411909603097970,0.819,3.985,3.505,3.56,0.232,6.27,3.46,0.146,7.27,22.222,0.628,0.604,0.0,11.74,1.5,9.6,6.912,11.772,6.975,16.569,7.184,11.621,2.746,0.032,6.55,6.1,2.057,7.48,9.159,32.161,54.199,10.123,0.928,0.058,12.18,116.829,223.79,9.868
+2026-05-21 09:54:32,crow_observed.csv,0.6327966077446768106394895892,1.011,3.672,5.271,0.785,0.261,7.2,6.726,0.001,6.6,12.38,0.662,0.514,0.04,1.36,10.68,10.41,3.245,8.371,13.667,3.075,12.076,11.844,12.307,0.223,8.61,7.02,2.459,6.62,8.813,36.925,63.554,10.296,0.919,0.012,12.299,58.194,107.531,8.858
+2026-05-21 09:54:32,crow_observed.csv,0.4907580381495763807552937485,1.272,3.903,4.654,3.735,0.126,6.64,3.056,0.182,6.6,13.238,0.83,0.217,0.047,2.32,11.63,9.94,8.894,15.987,19.087,12.887,11.960,12.712,11.208,0.146,8.69,6.59,6.536,7.3,12.977,3.880,2.679,5.081,1.48,0.033,12.18,68.442,130.603,6.281
+2026-05-21 09:54:32,crow_observed.csv,1.241627021211615318947536032,1.332,2.24,1.818,0.751,0.705,7.47,14.417,0.156,7.21,11.716,0.786,0.587,0.031,2.38,10.73,9.73,7.697,17.984,17.486,18.482,6.386,2.512,10.261,0.014,7.59,5.24,7.96,6.75,13.3,25.463,35.468,15.458,1.018,0.071,12.287,119.283,223.925,14.641
+2026-05-21 09:54:32,crow_observed.csv,0.6590841266361096104149000572,0.799,2.709,1.349,6.081,0.104,6.78,13.549,0.099,7.33,24.383,0.454,0.51,0.039,1.74,10.74,9.9,11.356,12.364,7.036,17.692,4.077,6.85,1.304,0.204,8.07,6.46,3.007,6.73,18.957,44.640,76.261,13.019,1.483,0.238,12.249,56.257,98.778,13.736
+2026-05-21 09:54:33,crow_observed.csv,1.843573963336301278882407259,1.297,0.446,2.947,3.319,0.168,7.14,4.065,0.077,7.51,24.945,0.485,0.473,0.023,11.85,11.77,11.33,2.84,7.184,1.155,13.212,11.278,13.848,8.708,0.053,6.58,6.29,6.199,7.54,11.627,10.940,11.168,10.711,0.811,0.259,12.119,72.591,132.57,12.612
+2026-05-21 09:54:33,crow_observed.csv,1.571211304304993294152326044,0.846,0.4,4.601,2.751,0.715,7.05,6.882,0.191,7.51,27.162,0.56,0.32,0.05,11.84,11.68,9.82,6.825,6.138,10.306,1.971,2.988,4.765,1.211,0.14,7.66,5.7,1.456,7.33,19.224,23.672,37.849,9.495,1.584,0.284,12.276,78.199,145.069,11.329
+2026-05-21 09:54:33,crow_observed.csv,0.6931936767007433322704604657,1.259,1.147,0.996,7.641,0.534,7.52,14.336,0.1,7.32,7.49,0.393,0.338,0.019,1.52,1.22,9.8,11.24,7.754,12.329,3.178,3.310,4.573,2.048,0.047,7.38,5.07,5.43,7.51,11.495,14.742,10.126,19.358,1.177,0.333,12.234,80.418,147.966,12.87
+2026-05-21 09:54:34,crow_observed.csv,0.5477088335650278031285283810,0.854,3.879,5.269,0.089,0.79,7.19,4.088,0.216,7.22,8.792,0.543,0.181,0.042,2.25,10.51,9.59,11.573,10.168,1.184,19.151,12.064,13.432,10.697,0.01,7.09,5.23,1.683,7.47,21.949,43.534,67.159,19.91,0.946,0.193,12.003,58.026,111.148,4.903
+2026-05-21 09:54:34,crow_observed.csv,2.158261782269764106687727692,1.298,0.647,4.985,3.063,0.589,7.38,4.895,0.068,6.65,17.575,0.877,0.716,0.01,1.06,1.33,10.4,3.653,12.890,6.252,19.527,8.056,12.937,3.174,0.031,8.26,5.96,7.403,7.05,10.421,33.472,61.979,4.966,1.693,0.144,12.136,79.847,151.048,8.646
+2026-05-21 09:54:34,crow_observed.csv,0.4458151806290166402798180216,1.002,2.479,0.412,1.053,0.312,6.75,11.996,0.025,7.01,19.543,0.579,0.517,0.014,1.32,10.96,10.35,11.759,7.362,1.494,13.229,8.706,4.372,13.039,0.14,8.33,7.29,5.408,6.78,10.514,14.682,20.915,8.449,1.197,0.122,12.126,121.354,231.385,11.322
+2026-05-21 09:54:35,crow_observed.csv,0.3819100817216447842685644501,1.055,0.6,0.785,5.571,0.789,7.55,11.703,0.157,7.4,18.362,0.743,0.408,0.021,11.58,10.97,9.73,7.038,5.680,1.215,10.144,7.694,5.1,10.289,0.024,7.16,6.42,1.4,6.75,10.994,12.678,22.789,2.567,1.145,0.094,12.2,72.347,139.567,5.127
+2026-05-21 09:54:35,crow_observed.csv,0.5817654739221521474733251386,0.786,1.544,1.43,2.281,0.033,7.16,13.685,0.162,7.65,14.792,0.699,0.694,0.023,1.4,10.72,9.49,7.634,5.338,4.539,6.137,8.732,10.261,7.202,0.024,9.32,6.63,5.741,7.32,13.847,9.360,4.99,13.729,1.597,0.218,12.093,101.685,194.845,8.525
+2026-05-21 09:54:35,crow_observed.csv,0.9983678651693355712585494631,0.784,1.735,3.255,1.565,0.342,7.71,9.214,0.066,7.58,8.245,0.388,0.476,0.015,1.97,10.57,9.43,9.772,9.694,10.828,8.56,10.588,7.2,13.977,0.188,8.26,5.06,0.97,7.23,13.431,41.820,65.162,18.479,1.719,0.207,12.088,110.430,207.274,13.587
+2026-05-21 09:54:36,crow_observed.csv,1.877138395123116578808245354,1.329,3.887,0.37,6.041,0.892,7.51,13.261,0.086,7.63,21.517,0.48,0.479,0.018,2.12,10.85,9.8,8.576,10.959,3.555,18.363,6.648,10.884,2.411,0.16,6.55,6.02,3.978,7.09,8.413,8.345,3.593,13.097,1.7,0.053,12.098,43.946,83.277,4.614
+2026-05-21 09:54:36,crow_observed.csv,0.5405735780133696062426201106,0.823,2.408,2.929,6.611,0.07,7.22,10.412,0.151,7.59,23.86,0.665,0.528,0.028,1.95,1.46,10.26,10.156,8.178,9.18,7.177,6.608,1.139,12.077,0.224,8.43,5.12,3.438,7.55,17.478,11.151,9.278,13.024,1.753,0.091,12.15,79.352,145.081,13.622
+2026-05-21 09:54:36,crow_observed.csv,0.5901977756729425235568442209,1.143,2.662,0.728,0.41,0.737,7.25,8.044,0.153,7.61,7.562,0.514,0.025,0.011,1.87,1.13,10.66,2.763,11.184,5.099,17.269,3.862,3.984,3.740,0.195,8.99,5.77,2.575,7.28,7.879,36.854,56.803,16.904,0.975,0.18,12.16,64.962,125.625,4.3
+2026-05-21 09:54:37,crow_observed.csv,0.8969421835001396500406797288,0.875,3.482,0.907,2.141,0.019,6.7,10.272,0.112,6.98,19.564,0.459,0.217,0.04,1.23,11.07,11.46,11.772,11.034,19.264,2.804,7.227,6.765,7.689,0.072,8.96,6.06,6.335,7.14,11.08,18.274,17.947,18.6,0.819,0.148,12.092,84.429,163.151,5.707
+2026-05-21 09:54:37,crow_observed.csv,0.9329246460282806872487991168,1.292,2.042,3.568,7.998,0.012,6.92,4.211,0.009,6.54,10.912,0.821,0.267,0.041,1.63,11.66,10.82,3.894,19.146,19.647,18.645,9.654,13.812,5.497,0.244,9.4,5.12,2.615,7.3,21.845,19.620,36.463,2.777,1.749,0.194,12.14,95.196,174.878,15.515
+2026-05-21 09:54:37,crow_observed.csv,0.8352525097122441935272837382,1.107,3.455,2.079,6.713,0.514,7.06,6.41,0.191,6.66,24.773,0.447,0.59,0.024,2.31,11.45,11.38,8.019,11.654,6.848,16.459,10.206,9.810,10.601,0.163,8.75,6.64,7.373,7.36,22.074,25.063,49.307,0.819,1.534,0.207,12.218,67.424,121.935,12.913
+2026-05-21 09:54:37,crow_observed.csv,0.9572534586640295999841552862,0.982,3.345,3.539,0.523,0.76,6.75,12.732,0.203,7.14,24.784,0.374,0.257,0.016,2.23,11.36,10.59,4.312,8.696,3.286,14.105,7.134,3.362,10.907,0.071,7.2,5.29,0.931,7.23,19.32,23.414,30.763,16.066,1.622,0.085,12.102,106.564,205.745,7.384
+2026-05-21 09:54:38,crow_observed.csv,0.6315194642510315848825301641,1.241,2.315,1.047,2.927,0.234,6.69,7.541,0.197,7.4,12.93,0.768,0.025,0.016,2.43,11.1,10.83,6.925,11.286,19.676,2.896,10.870,8.084,13.657,0.001,7.91,7.29,7.96,6.64,10.827,24.837,44.807,4.867,1.449,0.099,12.172,123.738,233.33,14.145
+2026-05-21 09:54:38,crow_observed.csv,0.5095043594576015620953869576,1.28,2.066,5.264,7.725,0.035,6.67,4.188,0.015,7.15,10.886,0.575,0.216,0.025,1.28,11.77,9.67,5.394,5.213,2.249,8.177,5.160,8.989,1.33,0.235,6.97,6.09,1.695,7.52,6.843,41.099,77.815,4.383,1.795,0.326,12.218,99.496,189.039,9.954
+2026-05-21 09:54:38,crow_observed.csv,0.3557344493537423833162369461,0.906,3.214,2.533,1.839,0.615,6.46,5.532,0.065,7.54,20.39,0.634,0.277,0.011,1.77,11.45,9.31,5.761,8.423,1.975,14.871,6.956,2.232,11.68,0.188,7.89,6.23,7.312,6.87,14.805,40.129,75.513,4.745,1.27,0.252,12.084,104.112,192.578,15.647
+2026-05-21 09:54:39,crow_observed.csv,0.7685686640631803410522970176,1.151,0.87,0.959,5.47,0.264,7.45,8.773,0.018,6.61,25.138,0.681,0.634,0.001,1.52,11.44,10.31,4.126,11.376,7.467,15.285,7.904,11.0,4.807,0.235,6.63,6.56,1.187,7.45,19.223,28.569,46.603,10.535,1.337,0.137,12.218,47.306,89.399,5.214
+2026-05-21 09:54:39,crow_observed.csv,0.6421367471386082389843732398,1.051,3.655,5.639,1.581,0.027,6.87,14.854,0.167,7.16,16.802,0.486,0.43,0.031,1.99,1.38,11.21,4.489,3.660,0.403,6.917,9.676,12.871,6.481,0.145,8.41,6.93,4.096,7.12,23.357,39.138,71.519,6.757,0.935,0.323,12.035,107.668,208.062,7.273
+2026-05-21 09:54:39,crow_observed.csv,1.055342356352176490674518839,1.126,3.506,2.83,5.495,0.426,6.35,13.73,0.06,7.5,15.166,0.642,0.318,0.034,11.74,11.1,9.59,6.818,18.940,19.478,18.402,5.630,1.985,9.276,0.026,8.68,6.37,7.451,6.75,20.784,7.074,2.082,12.066,1.556,0.211,12.028,68.247,130.496,5.998
+2026-05-21 09:54:40,crow_observed.csv,0.5316004750397590598813556574,0.933,2.298,2.796,4.337,0.36,7.38,7.983,0.016,7.34,27.685,0.829,0.366,0.031,1.98,1.26,10.37,9.532,14.022,17.427,10.616,7.009,6.479,7.539,0.197,8.27,5.79,1.396,6.98,11.595,19.752,37.6,1.904,1.205,0.211,12.265,62.571,117.856,7.286
+2026-05-21 09:54:40,crow_observed.csv,0.9105115208400258777536348515,0.893,3.849,2.311,6.081,0.214,7.23,5.702,0.106,7.64,13.25,0.512,0.145,0.046,1.77,10.81,9.37,7.66,8.364,12.543,4.184,3.884,3.645,4.122,0.132,8.25,5.5,5.736,7.25,16.573,38.465,62.497,14.433,0.817,0.237,12.124,119.334,227.215,11.453
+2026-05-21 09:54:40,crow_observed.csv,0.4986087025181856355247751428,1.222,1.52,2.591,7.244,0.104,6.86,8.917,0.134,6.57,18.846,0.506,0.257,0.006,1.53,11.62,10.98,4.077,17.618,15.236,20.000,7.108,9.344,4.872,0.233,6.73,5.09,5.505,7.36,11.814,36.713,56.139,17.287,1.37,0.23,12.119,70.027,133.921,6.133
+2026-05-21 09:54:41,crow_observed.csv,0.7026478017712652982943614715,1.287,2.623,0.628,0.704,0.542,6.53,9.424,0.082,6.77,16.1,0.39,0.582,0.016,1.85,1.19,9.5,11.604,14.602,19.59,9.613,7.780,12.381,3.178,0.127,7.39,5.83,2.298,7.56,21.686,21.317,30.561,12.073,1.303,0.286,12.28,65.688,122.81,8.566
+2026-05-21 09:54:41,crow_observed.csv,1.848949056795805358134124808,0.985,2.669,0.447,7.103,0.414,7.7,5.837,0.089,7.39,14.606,0.613,0.538,0.009,11.52,1.38,9.67,4.504,11.556,13.122,9.991,8.090,7.276,8.904,0.074,9.26,5.06,4.59,7.41,11.153,37.847,69.384,6.31,0.8,0.32,12.032,122.270,229.836,14.704
+2026-05-21 09:54:41,crow_observed.csv,0.6418638507994687238160539319,0.852,3.005,1.666,4.608,0.422,7.06,3.517,0.154,6.74,10.025,0.698,0.531,0.027,2.4,11.7,9.79,2.442,12.480,16.218,8.743,9.438,6.554,12.322,0.198,6.68,7.18,1.335,7.37,22.422,11.150,16.631,5.669,1.599,0.309,12.014,72.510,137.82,7.2
+2026-05-21 09:54:42,crow_observed.csv,0.8063051703632751746826714281,0.872,0.763,1.548,7.29,0.52,6.63,9.376,0.2,6.9,17.161,0.665,0.294,0.019,11.84,11.95,9.31,8.02,10.335,18.155,2.515,11.326,10.023,12.628,0.192,9.36,5.89,5.645,6.76,7.624,11.933,7.332,16.534,1.467,0.146,12.278,61.852,115.847,7.858
+2026-05-21 09:54:42,crow_observed.csv,1.682560643267294731543995820,1.242,3.874,4.024,6.053,0.649,6.73,10.461,0.076,6.63,23.664,0.723,0.651,0.044,11.81,10.68,9.81,4.259,8.036,7.497,8.575,3.844,4.375,3.314,0.027,6.96,7.01,7.625,7.29,16.579,22.886,35.724,10.049,1.396,0.172,12.251,102.752,195.39,10.115
+2026-05-21 09:54:42,crow_observed.csv,0.8637136034242540752609718662,0.771,1.051,4.242,3.754,0.211,6.77,14.936,0.213,6.59,10.612,0.413,0.306,0.04,1.94,11.69,10.41,9.889,3.281,1.042,5.52,4.108,6.324,1.892,0.009,6.65,5.49,4.74,6.9,13.934,30.482,47.067,13.896,1.546,0.276,12.12,50.750,96.05,5.45
+2026-05-21 09:54:42,crow_observed.csv,3.322663631813675326471922671,1.218,1.778,4.986,5.198,0.144,7.53,11.419,0.017,7.17,19.12,0.39,0.68,0.002,11.59,11.41,9.37,5.024,7.985,14.512,1.458,3.596,1.029,6.163,0.001,8.08,5.61,2.208,7.0,11.464,34.208,60.514,7.902,0.853,0.033,12.291,113.102,219.351,6.852
+2026-05-21 09:54:43,crow_observed.csv,0.9661484672045547039130381619,0.761,0.794,4.26,7.088,0.188,6.6,13.757,0.054,7.62,20.995,0.443,0.438,0.034,2.19,1.11,10.87,7.852,2.766,4.42,1.111,0.820,0.888,0.753,0.151,7.01,6.59,3.663,6.93,17.474,22.424,32.729,12.12,1.726,0.175,12.234,89.534,163.715,15.352
+2026-05-21 09:54:43,crow_observed.csv,0.6945290849915476517926287429,1.123,2.698,4.202,3.597,0.848,7.08,13.062,0.04,7.64,18.24,0.432,0.06,0.033,1.71,1.25,9.72,9.28,10.444,17.394,3.494,4.009,5.773,2.245,0.204,6.54,6.45,4.87,6.63,12.471,24.531,35.649,13.413,1.264,0.165,12.293,61.268,118.18,4.357
+2026-05-21 09:54:43,crow_observed.csv,0.7807352201047711864219225324,1.116,3.372,2.968,2.83,0.05,6.68,10.578,0.11,7.06,8.885,0.46,0.701,0.049,1.41,11.51,10.65,5.102,11.830,7.169,16.491,10.004,8.961,11.048,0.104,9.37,5.14,2.784,7.0,19.756,20.423,33.152,7.694,1.055,0.342,12.072,84.102,163.105,5.1
+2026-05-21 09:54:44,crow_observed.csv,0.7229080040660934351887062370,0.891,3.654,4.359,6.893,0.271,7.69,13.012,0.14,7.5,12.972,0.643,0.121,0.004,11.59,10.69,10.81,3.62,17.670,18.835,16.505,5.062,4.008,6.115,0.096,7.95,5.74,1.188,6.73,17.625,30.594,60.658,0.53,0.969,0.149,12.198,55.825,106.741,4.909
+2026-05-21 09:54:44,crow_observed.csv,0.9155722074289614687118211850,0.865,2.289,1.25,4.597,0.04,6.42,13.02,0.006,7.21,26.831,0.593,0.094,0.015,2.18,10.9,11.29,5.644,14.024,19.838,8.21,3.780,4.063,3.496,0.126,9.1,5.34,5.451,7.51,8.601,28.722,37.545,19.9,0.997,0.02,12.199,98.758,187.5,10.017
+2026-05-21 09:54:44,crow_observed.csv,1.572196582673018100616549148,1.178,3.401,2.144,2.274,0.595,6.41,8.384,0.105,6.99,22.353,0.619,0.153,0.009,11.68,10.85,10.75,7.846,17.750,17.405,18.095,9.349,13.119,5.579,0.039,7.09,6.74,6.524,7.28,16.004,20.096,23.94,16.253,0.897,0.04,12.115,116.278,225.183,7.372
+2026-05-21 09:54:45,crow_observed.csv,0.7772723293260201135243912103,0.818,2.109,4.78,2.327,0.62,6.84,6.547,0.077,7.64,14.857,0.382,0.292,0.047,1.38,1.08,10.49,9.304,11.726,15.316,8.135,6.464,12.077,0.852,0.026,7.99,5.08,6.251,7.32,23.766,32.248,63.55,0.946,1.226,0.117,12.109,46.164,87.157,5.171
+2026-05-21 09:54:45,crow_observed.csv,1.070515194346765599195716714,0.948,3.447,2.677,3.643,0.465,6.77,10.59,0.055,7.54,16.176,0.853,0.17,0.045,1.7,10.7,10.52,10.838,17.308,19.39,15.227,6.484,7.892,5.076,0.08,6.82,6.23,4.731,7.23,23.39,40.356,64.19,16.522,0.891,0.118,12.145,105.902,200.112,11.691
+2026-05-21 09:54:45,crow_observed.csv,1.356357549171682509043685015,0.973,2.223,1.165,3.569,0.198,7.11,8.484,0.193,6.69,21.965,0.835,0.166,0.031,1.58,11.79,10.05,5.16,9.346,11.882,6.81,8.862,9.901,7.823,0.204,8.17,6.08,3.277,6.94,18.931,4.962,7.29,2.633,1.732,0.02,12.018,104.534,197.449,11.618
+2026-05-21 09:54:46,crow_observed.csv,1.275401715306383498760127922,1.159,0.866,1.866,0.745,0.593,7.1,14.288,0.065,6.8,17.504,0.589,0.631,0.018,11.69,10.64,9.91,11.942,11.678,9.863,13.492,7.636,5.099,10.172,0.01,8.7,5.91,6.842,6.88,19.957,33.002,63.883,2.121,1.571,0.163,12.1,46.710,87.184,6.235
+2026-05-21 09:54:46,crow_observed.csv,1.929220134266430866389899242,1.219,3.42,2.9,7.137,0.672,6.36,14.268,0.099,7.2,23.289,0.621,0.434,0.016,1.14,11.64,10.24,4.875,14.942,14.653,15.231,5.423,10.222,0.624,0.151,7.32,5.39,5.921,7.32,7.06,22.672,30.811,14.534,1.755,0.341,12.279,62.694,113.671,11.717
+2026-05-21 09:54:46,crow_observed.csv,0.4186883362370726300220892933,1.006,0.53,4.308,1.647,0.039,7.01,4.605,0.02,7.56,9.944,0.891,0.686,0.034,2.35,1.44,10.2,5.66,9.150,4.31,13.991,3.334,1.925,4.743,0.246,7.9,6.41,6.335,6.84,16.352,7.202,5.354,9.051,1.604,0.123,12.211,93.720,176.562,10.879
+2026-05-21 09:54:47,crow_observed.csv,0.4792875124557482805005770095,1.085,2.285,5.186,3.242,0.905,7.5,12.266,0.159,6.69,13.018,0.695,0.616,0.019,1.89,10.64,9.46,8.007,10.496,14.078,6.915,4.254,6.246,2.263,0.209,7.14,7.28,1.678,6.7,23.974,31.176,42.723,19.63,1.368,0.105,12.227,69.622,123.972,15.271
+2026-05-21 09:54:47,crow_observed.csv,0.4112026004688368979279870818,1.094,1.342,3.088,7.579,0.14,6.63,7.427,0.152,7.25,25.821,0.429,0.163,0.015,2.17,11.35,10.47,7.324,9.334,2.164,16.505,6.464,11.056,1.873,0.193,8.47,6.52,5.071,7.5,18.52,16.214,17.487,14.942,1.368,0.127,12.107,77.658,145.602,9.713
+2026-05-21 09:54:47,crow_observed.csv,0.7638099430364544153498467972,1.212,1.521,5.832,6.105,0.1,7.22,14.842,0.197,6.86,24.82,0.766,0.71,0.009,1.05,11.49,9.76,6.889,4.056,1.106,7.006,6.352,0.36,12.345,0.01,8.72,6.48,6.299,6.72,14.706,14.690,18.363,11.017,1.009,0.085,12.228,47.816,90.675,4.958
+2026-05-21 09:54:47,crow_observed.csv,0.6158070784051767624609213227,1.068,3.835,2.217,7.756,0.631,7.19,10.636,0.067,7.06,17.397,0.593,0.319,0.011,1.04,11.63,10.38,9.142,14.306,10.74,17.871,9.890,13.604,6.175,0.083,7.39,6.63,5.894,7.26,16.264,7.798,13.305,2.291,1.133,0.218,12.102,98.862,193.264,4.461
+2026-05-21 09:54:48,crow_observed.csv,0.4738555951203802343343387388,1.009,1.093,0.65,6.63,0.151,6.84,7.805,0.023,7.27,25.58,0.821,0.241,0.048,2.44,1.01,11.07,7.36,11.738,5.146,18.331,9.210,6.503,11.916,0.048,9.42,7.48,4.299,7.07,9.972,36.286,57.748,14.824,1.207,0.301,12.277,69.508,131.044,7.971
+2026-05-21 09:54:48,crow_observed.csv,0.6514121065267547970275106470,1.121,2.735,3.352,6.435,0.792,6.95,4.704,0.181,7.28,15.787,0.45,0.247,0.046,2.36,10.99,10.75,6.826,8.356,9.815,6.897,2.600,0.669,4.53,0.057,9.15,5.47,5.421,7.47,19.89,23.679,38.89,8.468,1.096,0.252,12.201,105.544,198.627,12.462
+2026-05-21 09:54:48,crow_observed.csv,0.8789274578166000842608027009,1.212,3.756,5.632,7.671,0.91,6.28,3.038,0.049,7.63,26.49,0.498,0.09,0.003,2.14,11.87,11.28,10.128,10.488,9.918,11.059,10.541,10.492,10.59,0.068,7.91,5.96,3.956,7.14,7.78,25.924,46.527,5.321,1.093,0.227,12.227,82.247,158.905,5.589
+2026-05-21 09:54:49,crow_observed.csv,0.4360628711959181765735282140,1.172,2.435,2.865,3.251,0.757,6.82,14.09,0.036,7.15,15.332,0.706,0.199,0.008,2.45,11.29,10.69,6.946,5.571,10.556,0.586,8.640,7.742,9.537,0.1,7.89,6.16,2.935,7.06,11.57,40.906,72.249,9.563,1.481,0.239,12.106,90.757,168.644,12.87
+2026-05-21 09:54:49,crow_observed.csv,0.3225816583587745150309738380,1.112,1.903,0.378,7.894,0.359,7.54,11.719,0.172,7.52,16.118,0.777,0.173,0.016,11.86,11.49,10.3,5.191,11.436,3.627,19.245,2.570,2.99,2.149,0.03,8.19,6.91,0.945,6.75,21.122,36.644,66.442,6.846,1.038,0.26,12.298,53.852,98.544,9.16
+2026-05-21 09:54:49,crow_observed.csv,3.104884020782348794893148679,0.854,0.772,1.972,3.571,0.885,7.63,12.395,0.101,7.65,24.934,0.507,0.511,0.029,11.65,11.57,10.7,2.198,13.718,10.247,17.189,11.004,10.518,11.49,0.06,7.42,5.48,1.379,7.18,22.128,11.808,7.544,16.071,1.714,0.018,12.113,111.100,216.319,5.88
+2026-05-21 09:54:50,crow_observed.csv,0.6824089880243638974940827625,1.283,3.605,3.628,1.826,0.072,6.46,5.108,0.188,6.9,6.586,0.455,0.133,0.004,11.91,11.66,10.84,8.119,9.168,1.839,16.497,12.047,12.600,11.494,0.085,8.76,5.8,2.641,7.32,20.275,35.764,66.399,5.128,1.568,0.116,12.183,115.828,225.548,6.108
+2026-05-21 09:54:50,crow_observed.csv,0.7083508838211577840605307255,1.238,2.265,0.401,4.069,0.314,7.34,4.322,0.203,6.74,22.203,0.556,0.702,0.034,2.03,10.93,9.38,11.869,7.782,5.791,9.773,3.479,6.347,0.611,0.151,7.74,6.9,3.118,6.65,22.425,41.098,72.441,9.754,0.906,0.199,12.175,76.624,143.731,9.518
+2026-05-21 09:54:50,crow_observed.csv,1.290987094503361617070173169,1.211,1.84,3.375,7.496,0.102,6.38,14.473,0.056,7.12,6.021,0.624,0.484,0.011,2.37,11.11,11.38,7.672,14.035,12.32,15.75,6.069,3.291,8.847,0.248,8.84,5.5,3.74,7.12,10.731,29.966,57.611,2.322,0.863,0.252,12.013,116.838,218.092,15.585
+2026-05-21 09:54:51,crow_observed.csv,1.059079151987133534630808391,1.206,0.637,5.15,6.705,0.837,7.72,3.207,0.028,6.6,18.836,0.569,0.219,0.037,1.33,10.88,10.83,2.136,11.432,13.192,9.672,0.475,0.554,0.396,0.205,6.7,6.34,6.223,7.17,19.818,26.652,52.371,0.934,1.729,0.232,12.225,44.131,83.522,4.74
+2026-05-21 09:54:51,crow_observed.csv,0.7820287190272424458277495265,0.845,2.943,5.516,6.634,0.343,6.91,8.795,0.029,6.94,13.779,0.837,0.339,0.033,1.27,11.78,10.62,10.74,18.086,18.690,17.481,10.730,12.128,9.332,0.055,7.04,5.1,4.403,7.21,15.296,13.424,25.259,1.589,1.521,0.226,12.281,51.836,94.51,9.162
+2026-05-21 09:54:51,crow_observed.csv,1.050518420951311161757551715,0.828,2.613,4.811,2.606,0.238,7.23,7.32,0.025,6.71,24.624,0.648,0.231,0.002,1.73,1.25,9.54,7.275,5.909,8.371,3.447,8.217,7.258,9.176,0.183,8.27,5.19,1.921,7.28,19.674,42.426,71.366,13.485,1.564,0.12,12.222,64.840,124.79,4.889
+2026-05-21 09:54:52,crow_observed.csv,0.8221980033400954573008859345,0.786,3.209,1.449,5.486,0.168,7.5,15.193,0.219,7.07,10.142,0.724,0.07,0.016,1.61,1.34,10.02,10.992,12.673,14.214,11.132,6.740,10.734,2.747,0.11,8.02,7.41,4.317,7.52,22.686,44.600,70.021,19.178,1.628,0.22,12.103,111.654,215.449,7.859
+2026-05-21 09:54:52,crow_observed.csv,0.4851605967525697638391184899,0.951,1.495,2.865,0.039,0.726,7.3,10.687,0.042,7.5,15.032,0.429,0.29,0.048,1.6,11.09,10.13,10.034,14.401,17.078,11.724,7.924,7.678,8.171,0.209,8.54,7.08,4.999,7.23,17.992,42.236,66.57,17.901,1.377,0.202,12.106,102.750,195.298,10.202
+2026-05-21 09:54:52,crow_observed.csv,0.7879391852194307293469995372,0.756,1.261,1.98,3.796,0.074,7.67,6.937,0.144,7.64,24.32,0.761,0.442,0.008,1.55,1.3,9.31,9.097,2.238,1.898,2.578,4.678,8.928,0.429,0.235,8.72,5.15,6.446,7.52,19.068,38.968,72.448,5.489,1.79,0.141,12.102,78.020,146.884,9.157
+2026-05-21 09:54:53,crow_observed.csv,0.7933223021302546647274291725,1.164,0.295,0.873,5.719,0.353,6.77,8.199,0.092,7.13,15.505,0.56,0.59,0.012,1.37,10.89,9.52,7.876,11.832,17.131,6.534,10.779,12.064,9.494,0.02,8.34,5.51,1.715,7.18,20.493,16.941,29.622,4.26,1.255,0.004,12.124,73.235,142.201,4.269
+2026-05-21 09:54:53,crow_observed.csv,1.153911933061426785335464273,1.051,0.646,3.865,0.84,0.483,7.2,9.467,0.049,6.95,17.487,0.599,0.679,0.044,1.57,1.43,10.34,2.916,10.046,3.685,16.406,12.501,11.715,13.287,0.015,7.51,6.44,4.913,7.52,11.916,36.870,66.389,7.351,1.48,0.055,12.046,98.620,189.198,8.041
+2026-05-21 09:54:53,crow_observed.csv,1.368563231633270233811523188,1.29,2.575,5.046,3.714,0.719,6.42,7.169,0.109,7.38,27.55,0.373,0.584,0.014,1.78,11.03,11.19,7.212,16.474,16.435,16.512,5.798,2.095,9.502,0.096,9.02,5.97,5.981,7.5,14.254,24.440,42.119,6.76,0.886,0.061,12.159,82.148,153.877,10.418
+2026-05-21 09:54:53,crow_observed.csv,1.473604941109903920960372987,1.14,1.463,3.223,5.085,0.008,7.01,9.677,0.08,7.59,7.354,0.441,0.373,0.047,1.84,11.76,11.43,5.208,8.414,12.306,4.522,8.886,7.753,10.019,0.069,9.35,5.81,6.221,7.23,10.36,49.094,78.422,19.765,0.908,0.235,12.054,63.286,111.049,15.524
+2026-05-21 09:54:54,crow_observed.csv,0.9047428298698872477959418450,1.251,2.249,1.67,2.705,0.415,7.48,4.064,0.106,6.58,9.321,0.642,0.392,0.0,1.53,1.44,9.93,10.467,9.912,9.554,10.269,8.583,12.427,4.739,0.069,7.2,6.52,7.518,7.03,9.0,43.614,75.517,11.71,1.444,0.163,12.235,58.044,104.849,11.24
+2026-05-21 09:54:54,crow_observed.csv,0.9339948383018987343730673380,0.781,1.468,2.271,6.196,0.279,7.17,7.02,0.093,7.49,12.383,0.885,0.456,0.003,1.34,10.9,9.82,5.224,11.460,4.669,18.252,3.253,3.494,3.012,0.1,7.0,6.83,4.542,7.3,12.093,13.562,19.99,7.134,1.091,0.119,12.221,116.873,223.407,10.339
+2026-05-21 09:54:54,crow_observed.csv,0.5049976286822808212390614112,0.787,2.194,0.077,1.436,0.124,6.35,3.258,0.093,6.95,25.786,0.426,0.419,0.025,2.2,11.11,10.44,7.699,4.124,1.568,6.68,2.722,2.697,2.746,0.092,7.45,5.05,1.685,6.67,13.427,29.452,53.952,4.952,0.977,0.19,12.257,82.703,156.802,8.604
+2026-05-21 09:54:55,crow_observed.csv,0.4443743067376084467526503105,1.213,3.953,1.044,2.69,0.381,6.69,3.148,0.186,7.08,23.639,0.876,0.223,0.004,1.03,11.71,11.31,11.902,10.596,9.554,11.639,5.436,2.741,8.131,0.087,7.92,6.55,4.799,6.84,9.231,25.058,48.777,1.339,1.058,0.258,12.153,108.040,203.429,12.652
+2026-05-21 09:54:55,crow_observed.csv,0.7132442624143071376726151958,1.292,1.792,1.867,5.346,0.183,7.33,8.109,0.072,6.69,21.792,0.722,0.674,0.043,2.14,11.56,9.4,11.391,7.632,0.485,14.778,10.698,8.088,13.309,0.234,9.0,6.4,2.476,7.57,20.822,16.540,13.745,19.336,1.277,0.142,12.275,52.143,96.122,8.164
+2026-05-21 09:54:55,crow_observed.csv,0.6106040106592262322468046078,0.873,3.463,5.601,1.506,0.018,7.66,15.804,0.129,7.27,11.483,0.451,0.117,0.028,1.59,11.54,10.86,8.559,8.213,5.126,11.3,9.841,5.837,13.845,0.153,8.15,7.22,2.628,7.24,12.543,33.692,61.117,6.266,1.041,0.325,12.264,46.367,86.57,6.164
+2026-05-21 09:54:56,crow_observed.csv,0.4683642722392949252467494470,1.242,1.452,3.078,6.542,0.886,7.63,10.408,0.117,6.54,16.975,0.882,0.25,0.03,11.84,1.46,9.74,10.964,10.243,18.376,2.11,4.050,3.449,4.651,0.184,8.59,7.24,4.01,7.24,14.123,25.058,47.179,2.936,1.223,0.036,12.075,63.776,120.24,7.312
+2026-05-21 09:54:56,crow_observed.csv,0.6288104505956583302201943996,1.253,0.383,4.103,6.742,0.402,6.5,15.655,0.143,7.23,13.705,0.554,0.388,0.016,2.17,1.39,10.9,5.761,15.633,18.643,12.623,3.162,3.370,2.954,0.246,8.52,5.72,2.884,7.2,23.317,7.545,14.534,0.556,1.553,0.284,12.215,74.192,135.674,12.711
+2026-05-21 09:54:56,crow_observed.csv,1.479431131421566693786665165,1.128,3.601,5.057,7.382,0.714,6.54,15.697,0.135,6.61,16.47,0.519,0.733,0.003,11.81,11.85,11.37,11.369,8.120,1.758,14.482,12.414,11.634,13.194,0.089,9.15,5.66,7.624,7.1,13.665,24.315,38.002,10.628,1.472,0.315,12.261,111.672,215.158,8.185
+2026-05-21 09:54:57,crow_observed.csv,0.5063829238699685046343072683,0.829,0.386,1.59,4.095,0.599,6.63,5.25,0.013,6.6,16.842,0.794,0.42,0.045,1.72,11.6,10.72,2.906,7.280,3.922,10.637,4.232,5.774,2.691,0.078,6.67,5.43,1.727,6.71,20.623,34.718,61.124,8.312,1.723,0.032,12.009,121.218,233.841,8.595
diff --git a/modelling/data/abingdon-all/resident/crow_simulated.csv b/modelling/data/abingdon-all/resident/crow_simulated.csv
new file mode 100644
index 0000000..3d23ecb
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/crow_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,1.033,0.1,0,0.01,1
+RungeKutta4,1,0.1,1.01154,0.1,0,0.01,0.960224
+RungeKutta4,2,0.2,0.996437,0.1,0,0.01,0.932231
+RungeKutta4,3,0.3,0.986663,0.1,0,0.01,0.914115
+RungeKutta4,4,0.4,0.981278,0.1,0,0.01,0.904134
+RungeKutta4,5,0.5,0.979420,0.1,0,0.01,0.900690
+RungeKutta4,6,0.6,0.980451,0.1,0,0.01,0.902601
+RungeKutta4,7,0.7,0.983756,0.1,0,0.01,0.908727
+RungeKutta4,8,0.8,0.988480,0.1,0,0.01,0.917483
+RungeKutta4,9,0.9,0.993848,0.1,0,0.01,0.927432
+RungeKutta4,10,1.0,0.999187,0.1,0,0.01,0.937328
+RungeKutta4,11,1.1,1.00391,0.1,0,0.01,0.946082
+RungeKutta4,12,1.2,1.00747,0.1,0,0.01,0.952680
+RungeKutta4,13,1.3,1.00934,0.1,0,0.01,0.956146
+RungeKutta4,14,1.4,1.00918,0.1,0,0.01,0.955850
+RungeKutta4,15,1.5,1.00700,0.1,0,0.01,0.951809
+RungeKutta4,16,1.6,1.00269,0.1,0,0.01,0.943821
+RungeKutta4,17,1.7,0.996255,0.1,0,0.01,0.931894
+RungeKutta4,18,1.8,0.987797,0.1,0,0.01,0.916217
+RungeKutta4,19,1.9,0.977525,0.1,0,0.01,0.897178
+RungeKutta4,20,2.0,0.965718,0.1,0,0.01,0.875294
+RungeKutta4,21,2.1,0.952711,0.1,0,0.01,0.851185
+RungeKutta4,22,2.2,0.938863,0.1,0,0.01,0.825518
+RungeKutta4,23,2.3,0.924543,0.1,0,0.01,0.798976
+RungeKutta4,24,2.4,0.910100,0.1,0,0.01,0.772206
+RungeKutta4,25,2.5,0.895852,0.1,0,0.01,0.745798
+RungeKutta4,26,2.6,0.882074,0.1,0,0.01,0.720260
+RungeKutta4,27,2.7,0.868988,0.1,0,0.01,0.696006
+RungeKutta4,28,2.8,0.856761,0.1,0,0.01,0.673343
+RungeKutta4,29,2.9,0.845506,0.1,0,0.01,0.652482
+RungeKutta4,30,3.0,0.835286,0.1,0,0.01,0.633539
+RungeKutta4,31,3.1,0.826120,0.1,0,0.01,0.616550
+RungeKutta4,32,3.2,0.817990,0.1,0,0.01,0.601481
+RungeKutta4,33,3.3,0.810852,0.1,0,0.01,0.588251
+RungeKutta4,34,3.4,0.804640,0.1,0,0.01,0.576737
+RungeKutta4,35,3.5,0.799276,0.1,0,0.01,0.566795
+RungeKutta4,36,3.6,0.794675,0.1,0,0.01,0.558267
+RungeKutta4,37,3.7,0.790752,0.1,0,0.01,0.550996
+RungeKutta4,38,3.8,0.787422,0.1,0,0.01,0.544824
+RungeKutta4,39,3.9,0.784607,0.1,0,0.01,0.539606
+RungeKutta4,40,4.0,0.782235,0.1,0,0.01,0.535210
+RungeKutta4,41,4.1,0.780241,0.1,0,0.01,0.531514
+RungeKutta4,42,4.2,0.778568,0.1,0,0.01,0.528413
+RungeKutta4,43,4.3,0.777165,0.1,0,0.01,0.525813
+RungeKutta4,44,4.4,0.775991,0.1,0,0.01,0.523637
+RungeKutta4,45,4.5,0.775009,0.1,0,0.01,0.521816
+RungeKutta4,46,4.6,0.774187,0.1,0,0.01,0.520293
+RungeKutta4,47,4.7,0.773500,0.1,0,0.01,0.519020
+RungeKutta4,48,4.8,0.772926,0.1,0,0.01,0.517956
+RungeKutta4,49,4.9,0.772446,0.1,0,0.01,0.517066
+RungeKutta4,50,5.0,0.772044,0.1,0,0.01,0.516321
+RungeKutta4,51,5.1,0.771708,0.1,0,0.01,0.515698
+RungeKutta4,52,5.2,0.771427,0.1,0,0.01,0.515177
+RungeKutta4,53,5.3,0.771191,0.1,0,0.01,0.514740
+RungeKutta4,54,5.4,0.770988,0.1,0,0.01,0.514364
+RungeKutta4,55,5.5,0.770801,0.1,0,0.01,0.514017
+RungeKutta4,56,5.6,0.770598,0.1,0,0.01,0.513641
+RungeKutta4,57,5.7,0.770314,0.1,0,0.01,0.513114
+RungeKutta4,58,5.8,0.769810,0.1,0,0.01,0.512180
+RungeKutta4,59,5.9,0.768789,0.1,0,0.01,0.510288
+RungeKutta4,60,6.0,0.766576,0.1,0,0.01,0.506186
+RungeKutta4,61,6.1,0.761338,0.1,0,0.01,0.496477
+RungeKutta4,62,6.2,0.747490,0.1,0,0.01,0.470810
+RungeKutta4,63,6.3,0.717139,0.1,0,0.01,0.414555
+RungeKutta4,64,6.4,0.675208,0.1,0,0.01,0.336836
+RungeKutta4,65,6.5,0.631876,0.1,0,0.01,0.256521
+RungeKutta4,66,6.6,0.591391,0.1,0,0.01,0.181483
+RungeKutta4,67,6.7,0.555772,0.1,0,0.01,0.115463
+RungeKutta4,68,6.8,0.527189,0.1,0,0.01,0.0624848
+RungeKutta4,69,6.9,0.507740,0.1,0,0.01,0.0264363
+RungeKutta4,70,7.0,0.497627,0.1,0,0.01,0.00769198
+RungeKutta4,71,7.1,0.493702,0.1,0,0.01,0.000417035
+RungeKutta4,72,7.2,0.493477,0.1,0,0.01,0
+RungeKutta4,73,7.3,0.494588,0.1,0,0.01,0.00205923
+RungeKutta4,74,7.4,0.496878,0.1,0,0.01,0.00630372
+RungeKutta4,75,7.5,0.500382,0.1,0,0.01,0.0127983
+RungeKutta4,76,7.6,0.505078,0.1,0,0.01,0.0215023
+RungeKutta4,77,7.7,0.510895,0.1,0,0.01,0.0322841
+RungeKutta4,78,7.8,0.517719,0.1,0,0.01,0.0449323
+RungeKutta4,79,7.9,0.525406,0.1,0,0.01,0.0591801
+RungeKutta4,80,8.0,0.533785,0.1,0,0.01,0.0747104
+RungeKutta4,81,8.1,0.542674,0.1,0,0.01,0.0911861
+RungeKutta4,82,8.2,0.551885,0.1,0,0.01,0.108259
+RungeKutta4,83,8.3,0.561233,0.1,0,0.01,0.125585
+RungeKutta4,84,8.4,0.570546,0.1,0,0.01,0.142847
+RungeKutta4,85,8.5,0.579666,0.1,0,0.01,0.159750
+RungeKutta4,86,8.6,0.588458,0.1,0,0.01,0.176046
+RungeKutta4,87,8.7,0.596813,0.1,0,0.01,0.191532
+RungeKutta4,88,8.8,0.604651,0.1,0,0.01,0.206060
+RungeKutta4,89,8.9,0.611928,0.1,0,0.01,0.219548
+RungeKutta4,90,9.0,0.618646,0.1,0,0.01,0.231999
+RungeKutta4,91,9.1,0.624875,0.1,0,0.01,0.243545
+RungeKutta4,92,9.2,0.630776,0.1,0,0.01,0.254482
+RungeKutta4,93,9.3,0.636596,0.1,0,0.01,0.265270
+RungeKutta4,94,9.4,0.642552,0.1,0,0.01,0.276309
+RungeKutta4,95,9.5,0.648645,0.1,0,0.01,0.287602
+RungeKutta4,96,9.6,0.654633,0.1,0,0.01,0.298701
+RungeKutta4,97,9.7,0.660220,0.1,0,0.01,0.309056
+RungeKutta4,98,9.8,0.665210,0.1,0,0.01,0.318305
+RungeKutta4,99,9.9,0.669527,0.1,0,0.01,0.326307
+RungeKutta4,100,10.0,0.673176,0.1,0,0.01,0.333070
+RungeKutta4,101,10.1,0.676196,0.1,0,0.01,0.338668
+RungeKutta4,102,10.2,0.678639,0.1,0,0.01,0.343196
+RungeKutta4,103,10.3,0.680574,0.1,0,0.01,0.346782
+RungeKutta4,104,10.4,0.682099,0.1,0,0.01,0.349609
+RungeKutta4,105,10.5,0.683407,0.1,0,0.01,0.352033
+RungeKutta4,106,10.6,0.684940,0.1,0,0.01,0.354875
+RungeKutta4,107,10.7,0.687658,0.1,0,0.01,0.359912
+RungeKutta4,108,10.8,0.693214,0.1,0,0.01,0.370210
+RungeKutta4,109,10.9,0.703580,0.1,0,0.01,0.389424
+RungeKutta4,110,11.0,0.719758,0.1,0,0.01,0.419409
+RungeKutta4,111,11.1,0.740251,0.1,0,0.01,0.457393
+RungeKutta4,112,11.2,0.760806,0.1,0,0.01,0.495491
+RungeKutta4,113,11.3,0.778410,0.1,0,0.01,0.528120
+RungeKutta4,114,11.4,0.793386,0.1,0,0.01,0.555878
+RungeKutta4,115,11.5,0.806212,0.1,0,0.01,0.579651
+RungeKutta4,116,11.6,0.817312,0.1,0,0.01,0.600225
+RungeKutta4,117,11.7,0.827066,0.1,0,0.01,0.618304
+RungeKutta4,118,11.8,0.835810,0.1,0,0.01,0.634510
+RungeKutta4,119,11.9,0.843841,0.1,0,0.01,0.649396
+RungeKutta4,120,12.0,0.851669,0.1,0,0.01,0.663905
+RungeKutta4,121,12.1,0.861389,0.1,0,0.01,0.681921
diff --git a/modelling/data/abingdon-all/resident/crow_simulated.png b/modelling/data/abingdon-all/resident/crow_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..d2916addb4f5ac6795eab1272147f7092e6f792e
GIT binary patch
literal 31970
zcmb?@by$>J+b^hqN*PE<gMfgvfHaDP(%mH`IrK23sDRSlr6L`YLkuO-2nq}}bV_&E
zS)<#%_v`ze?>c`Rt_#66wVw5?b>H_dZr&;>NaJ6<eH8-(1OJK4V-*aH3okG*Fefi#
zgAv~EqqE?LptGcwvns^g8EWikh9Ph4Y;OZ`wy}Ih<7(#UWC^k3Vdvsx7r00B+}YXQ
zNsxoX_U~t~LmVwQ7^V8O!Mj|sm(g~@z#ue6e`98gWm#ficq%-3{7}s;d36lOO-=m>
zdxO7rKm7HzNQ^6&9%W-*l2lSAzV5PmOVX?$?`6z6ONY*<<-+%G0?h_rW*bS|yL|U$
z^tVUrS7^m$*1gVppwnL&NoiguR7LTuufwppqnM%N9*zr1PCX)n&CiOp#2<q%g(l<*
z77ZQvI(~*J0|sVIwJ>g6zkXeSjQGXRC-`I0fd58B8UO!!SirZH+J}OjoxPyCXjE}c
zF?6nWe_VCh{A(gF6JotBf*#rY2{IwNs|5?KD7#{Pu+yh_{r2s^-d>e5Cfy1f-<ldB
zKHCw~z4zC&Z{dp5-4y*266E>Gd8z*j|F|1H0mXyK`^(cG!bCr_79o0<j$2z>`OW8-
zmI5ayjWRMaCLun@<Qj!~u&13{N6SV0tid*Oi&<$cCx_cpZ8qh>E-o%^E5)rF`}OCP
zXJ=<VM`JbXb$M4cn6K3$5dBA~oW_sx0`+y5k$EI7p_D;6s#%G(cOPpsUkGozbbhiR
zwwZQ*g2Q9c{Ux5uWMks|jD%h)SlrC)qrAa-gf!JdNlB~`Ys|YxyUSVJ$CIxJIlYdY
zlU)Y155Qa;Ml7?8w`SXI4Tvdm8>qbx9_lMp$PZbOnTgm=)al<^k#Ao%v~R?!T+B=|
zD%RTYIp6njn+f6P^geOR*DAj73WrciLxZ@>6=e%I9!J22YCYh?L61y%*9JUT=&ab7
zk5p7ukv;HHN8Ha%O`9vFJ=1wbb)Ro(>KX6Se9Tg2UrpGFHh_+~e6@?}Dy*8njX2rr
zl#!GBvI?KD8`%=Lp{S@BV0E*%33{}cmFF_lf00o5g&!_S?k;q_cAxJ!Wrwt5wN+I^
z16xc?Y-l7~`NOpvH(u^f_!xS@=zB3eFy2x$Y)myF&!zV{ZBP~Xar&+aBfRsgs|A5l
z%r}y9b8;HXEc?_j@9bZ}#cd+9NcN@nIoYh7sm;yJ<+SX*<NV_rCitq{_>3DijH0W_
z`WVN^&8@QfURFV&Wo5WDY0RQMl3|J0G=ET4QN%Akp0r$eA=!z*b#(;kCN_-R2iHMI
zPyfLIUbwPljY~~Ujby!h*k=8dBl2Bcoxv`5M@ffcTgim`a>3oZcb_A|5Nq>alZu@e
zdt1yb1zih2eNwu`m?8w#SQnzDeRwNnYgE2{*XMNE&<b9Lh&4Tmt3UbZK$0n3M8v8h
zPFh4?bLuy1-%1Hhmky&^I&C|u0n3T3tc{J1i_6=m-N(hlQ>!(TpNNWZ=-dAu`2qE%
zIM!ivx_QZB5z{({Nz<FD)}@uMc0^_N$#rCOSvmiN=goywkF~Twv8nla|Ks&~!}1TA
zovbEX89(A)%8gWI7Zfz#R225L8>{ABdlWnV*m4GYks-D#vEuqL16$AGy3cvdW<^r~
zVIC@jsdsW}>fIKY5l2`Ov$98TUCpI8_l-S=Is+0PUcLEYaCRzyT0?|VMNi*zv-#j;
zyJvH-{;YiSm9p#Gr;6`axLMiRHT+sf%B_(B%f)S{W`m`k@dV_2cw*-#rMH)z?;nas
zkL7Q@a~sr$=1k9nGt~5ze<I&t`3K>;MJh}xq%Vqa{r!77;r&sk%DoY5^46u(8R~N-
zxGbj8&IW}D`-*9s2}2Nc9437WM`hy*bEN5DVK76@@mftWblm^}UZMrJqx3#r<==hB
zj`g04T|QP;=G}85of2JxKtovJ(2&+W!#WDpOu5F!S2#(lpJVUMmS<RKI>x-59W?Z5
zUavnd40L5y3E4GS!H#(*nQu_5BeJfpssAyM(h^t2Q>Kx2y>)O9K71VGLSsT>R@-T(
zUR6XCA%!`v(W)b*y|04db1)SUV%tpvZ};*ipmgtAke8K}aB<<q#v}c<;%X@o*|!Tm
zNu`syx!7|!Vhkz8#nj2>m*=Tny<T^$rW;lNwm=uoM_jnYAUl$DqQAQ~raQ*CEHjdO
z!eRTRQa%|rpYYWHI@#cxixJJo;m5CBV?j$-1KS^i&fV<X>QfZc4y6!yHeByhKUdl#
zS_+Ow<MiCz$3pUMfdvZLr%wYvmXwriRvaC<cYZQ%y7%_&+YtEfDr%71b!BL#Zp|c2
zB-3E<llQ5+%W0_4+H==>>%uCjG4_4_QP1tKv7wYgI*v|GNn`uDd4(mHu&}f{Iy;fO
z%|Rr2t$QoOeJbkeNVj_Q_FvlD+1Y79nZjnKr*%@2M)%#;H|OFEHHy&x<}TNt9pzP@
zf$hXsGx6CE_uSdT(Xqtr%bV*y?%hnOZl9+Y7A%H~O{7avAmkYbB_$;>@bIYWpC2xy
zA)Us(_Q!nO3A7EdVTI&&l~aoQTwB&w&4IU;1jG&|Ux}5c_+G@($<50nhxn{jEhN@L
zY1gwBJw|GvMb%-#t;Hi>He($+qM38Oh>3~$#$%(ROdOz4$bg2<)*cFSZh0E?B#JQy
zHCUhv9c`tqMQ9p&xs;+pDm**c;P-1z&yLqM;hjfZv6_Y8GM1OB5hR+Lnw{Xf?A`_k
z+ju7Dw|@Kf&3swGbLYGC(k82Bp$&5DhJfJO1x9Y)6@sYL`-|EU2Dpo3QTjD4YlSB#
zo=AG88BB0<!jqEn*kLdjsfhc1*R|1MxBgE%*iVZ5M+bCpiSH?$lh;!DfAHAO2#|Cq
zZw(>O^5%<`U@xKQjbaiBk$)1V+sF01Wo=c&W3NFYnCfx+)2<XDl7|l;=Hiqsa?5gr
zj%vDEr@j#mxL32&!RJMw4RxGd;;27)zs7VZ(~}geEu>@ZK5Ghx^o<>sgqmrV<_~@-
zz11tkR2zp)wtv^;FxbTkw<Jm1HOqT%*dhe}HGxNZcal<sef#;Acj(#}ac>l(=|N*V
zRrvSl&AKqrYclQ^{P6g%ZSBWKNB38bXOL*Q@^n6Uyg0{q=AD6~<jO`}yB0hb$0wd~
z5xq8z!DKw&YCWLp;_X_3hf0yfve;xiOjv^;ZRfJHwYRq`*94d;9Z8btXQV2++O`kz
z3>OS!DW;j!)va(x>l?P%$-D}duwDYyf)&MRzIJK<oL1-e=oJ>*#aG)u9IOURyVxv<
zZf+T~4@*6MTxOM^OV?BEFe9b@fMQ+1bkyA0x$Jhp5V7N({FTD!iwqgr5J4&V@uu&l
z`xdGy-@y6Uj5on9cz8AI;VbMM{koDG-L{?*53NAt!1JTJ*Tv+>yCb@JvT^Ke6>}fr
z=vi2v-uk}f@rr0is`0L0>Pl){P`*$Vd(An&%}~0(B!%_issNNOf~^?i4!3V`DR=0F
zST3*L85(Lq?o3(HZy~SnOes=!%F4eSG(;6YRe9ZZa3|qt24pJ@lN8fHGBR=(mf*Q?
zgH&(;-ZdXn=s$m2^wjz)hBY_iA}@EuT<o-BV00`+UbgkqR0;QM)SerS#6BEYaNai3
z$INFL`|2&dPkKHQk#RF_{CFkbb*J_P2)bdnYnW?&x$Bf$)KcG2xEXt5a=KTByjRJ{
z%F1K**2%LBvs5i$?wVa+DS(fw)P7glc=GUWSQKimnrJJs>bvz=^d^>6=nzvcCaA%p
zo-~?vSu;^*J2prU7V0C{O*JRJODk49cIPx5%+t%@mkWF(ATz0jWu&K<e3Tybx!AHO
zjVN87O!{&sd(Xf<X>09L63Ou*yq&nQMX;yU;7@wy6~#_72;K{5G}^y6i&zL>5dD4}
zd+c?7x^D$P-E_wc+Z8O)RS#SyG4w1RjwtQjcF#|JV#$iFEhTVw4&<u<w!t8xjFP0?
znJ_Vp+Sp#cBE(k5P0=jnAMFnxI7XK}B#4iw;J~3vS@ES|D>rLz);fRWy8P51+(+f1
z_Ul`Y8zCnJR}MWQURh>fL{E`&t4%&HIqB_tUhp}s&4%Kl%q+(28^y(2(e$!&O@{78
zvwR7R5~8DFj5X$AR3>KORF4<0SPNpce4lO7yq|LRh(bi5)KlEheet7JvaW2_XRB%o
zCJ9kf-H}>YNyfE^>4$+F0)c~fjZ9ZEhzhuQ+rFEQ>hw)Njs5uXnQW>=CV#~A+H*%A
z7!~cI%zCC=vlGIg$D}sY)YEzW2dLt5W9u18SPfdP-p;U(Fyk6n%y}@teOtt^C1b9)
zltltxr;nVmIXd`?$WcC($|uF-2g<uToyQ`HL@p{sY0v4Nf7lSIUai~dm0dc|l&<Jp
zGa=)n6`75E=lPKHs>C7po#x7w0Xs|Y#{!Akp`3A4I&_quaKhUjwi!7mOh3xJ8R5Ie
zt)S#8|D@=xr_$4+^c^c1Wjg9WZjJT_>M=w?TMt=9l)yjKrri2%#ck|xFk_t*EQzaJ
z3E1Y}-%Ea-U$z!32%@;pW!iSFoMOve#l9W$YHuf_SlT^p4S_e}?$M?;2}A{s>Ft|s
z2M?G<gAF(m=p+gHA2|OAzrDesT25+uL|nx#lD9lq)CyZj$#T!nh?AkBciL-j<ZmgF
zxxPCarI`C!J8&IjO5FlN0Z!>|HQMc|_EXbT;bAl8!;W|%<`)_K3V}+@nRAC9IU}bf
zU70)9gLi4d;t&~}5vh#KQg>8g-U%-yuj00A3>1y_47s@9Pf(GZ*NDEL?rvj7`BW$Z
zMxlr-jxAoaGopvb1}?|8A>KsR3$K5Vx-09;<QGQ~ywgl#n0?Q*>$$mkrj8;vVdjo7
zmEuI5mpWlCQHu(qquQ|CDkhOw%3t&TDjRQLt)l4R<5PXI8CA2u+sxk3m7(v`2V%^`
zW`!~dMG-RO=G6XjvvR>X!Wu;er&$w7BvQNDWjT|*yu5s=Vyp(L+Y&|%c^ep5;^yY2
zCFrtbS~d9+x4)mupDE3=m)mW_NY>u|Q!_wFk<rnnu%(==MEP62z0uUSZr!r#2>SGi
zllQc>(qX3m{(Wi1i}VE4qBd3A-9l{W8n~0TlfJLNE0H&EQ?%tir_(~W?cPvqCJi$i
zo4RUu8+Yfr!hMF|6N5D-67VH!WR#v*XEy!iZEH%bM66<_e1zVG3m5v!1PMhC(iwz=
zYBog!2q;xlyV}<04wDqpR8&;nXNo_Ok@@82?ydvi3i7@%2V&z<si&Ej$oa`Oi$_(O
z+%k`O7pbg{j?Ro%g)PclV7rS4S<<#l+E+kCM5M(i7oVPrnwXg2cHepKVhHPz&obp2
z>F)g~%jR>8nz%<xOS^P7Xy8%6z`;>8d~COTpA!^zujJP0i&*>4WsWTiIO+}_74VxZ
zC1>6dN?<WR*qB;^ee`Pgh?7fHxNdT<NG{E}EHUwRCqOOt^sAkf!{S_7mJ1e%p8AvV
zm}f6ko$jHM#zd|9@46hnmkc`Fi3fF`!l~UtcS?bG&*RW;$uq8+%M5gMtxPqEA1##J
zt<9!a2O`IYdqHT9Em#$BzSA4!mS6hrTDc~OH;*3|aQmEj@~)}6Vx{4cE!?f~G1Gd*
zWv1vsYjN{%J_#~nHucn5cm?wg-TRqH)x7rPH!7FfD_dh3vl-v-`H28H@2uw-9-Qp(
zm>~QRV9$8s2<##B`vTDa`{!@)uW;$KHF$e?cz7vVQ}{bSU;q-HnEzm9W>)TFZ)d)2
z>x)H`9w;Wj1|GN`@nNXmN9@_NXEs}-_b@P#+ZLB7NlBkarRN9;=xbY9v6vL!oVOM0
z8mWut-yTqQa424i=U%$0YlL|>;L*9m1sL<07RE?`vo(+PvGI79j;0N&OV@(kr=O{!
z;gxtBQE_pxTq?}^t!)x)Ie1l<`W{9*(c<FbA7gLdym^z1hbzu4>FFsPWihVv3}rqp
zXmUJ&gC4WBW&5u&fR+CkL-Qa^GtVNnLmmhu*mK>zds$LaGC8SR!OF@C;3eatI4Acm
zly`i&7Z+r{;KMVaeg?4IssPM}wDUmNifwryDaBsPudrwm-Xjpne~x{gm`M9`?7c4B
z?vE>JCnD#wG1}_VmHoL8HWNoie{(O9%+E|r5`?!0ZlL(K2gp!x(cgEB_=Ra;SC<@P
z52E}_#aDz&%U%KDUldNu)YS$<??bGamJkVN=lgnkdYnFICmLdV@Col%fKCByghiiO
zhUy?3V%YLrx+_V0IS?#%6eE_AwsykNt5hzNmM0<r|6ZGE4QmxxNH!@oqhB7b_28c=
zqo4np@6rrDFvoUu%BUrn>;pT~as|q+iFZ)%B0oPoYKixbQ*>-BxBGknLxt^p0Z#?Q
z>wzAjkuCyYxuH@ELMo3Hu2K>|o%X@OIPKx<+vWq+=v$ZZgmAKbq{@kj3ZQ}$K#y3R
z7+R~TtLFs0tE?RImz80A^7QF5PS-Dpg!00niUfWEV@xeg%`Derg(N<F5d0v!GntBM
zg;Y*uyw(E^Jw1dMvGE!P3Url~m3?2lzyPowi=5w1ZU1dhkc5|)$lm%yQDG-0Q;qAY
z%GmUlmUgJi@<7f+^OrB#`n_aiWJ~U8qF!iXO5NVw!-HNxfXvd;atZ4AEohWcB;h@D
zeY~xsL&bz#L_`F+oUc><^pqXcg(=~>2AVr7!#4v6sinNV>sVgm5Kv^VSr==4dnbYO
z`t@t0)=<i&IuZ9BrF|jC*~@zR`drVy(d^bSbb{~;j%M~g`;D77ktH2YL9`P7Myn&`
z**Q7NJ<Od5*!FzOwnS`P+{|R-t0i}E&Hyd;x})PMz-l?|5`BGr$o1)&8Km{W!9n(N
z<UR<I{WEi3?M`G_<lKyuyqQ$toA0>irMF@sXC<3)X53q``y6CJ(a}V^l>nK?6qvHC
zt2?g@DT|DgirrbJ6A~iF!ou3v*ih;$bDVp+ThrDia|s(emxEktTtGmet+P{gS#x}O
z37Mx}6ONFOkSO*#c6BkdB-~1lgj4k22kEA~+uGV1c{*Dag1C9(M*p!ONZ-}$`}+0X
zA^^f&r=Z9mPcvnyc3sUai7_KC={D1Evn|Pwbm-$_?W8Arb9Q>1w?{K$%K(At!zjO3
zIawgt6Dz<z+<%{u@wk8kwk|cEBIu%GtLhDzW%D8FHAi!HCJZDWzIIFmL_muSYWt6)
zE8LvNd$B)$C53egc7Oe<4j#P?3kV3v3o4@qPdtj<b#hLML6`|t*bMg$nKN9ZhrkTl
z<?1M&jz{`^H#Z}vS)OX}y%=J<r-iz#jZ;D~DwRCK_vlQ@l-%vT?Q3C!v+l}}2j#Y}
zJ+Vn))DUvou(+P<cJw24A<yM0jXgDnBZDM!FX1py$8XPnZ2|?s==A#BE2*p353ljb
zWN*dJRsbA~X_4mTn&*yTCfR`#aAF+3+8$8r`5?-R6LM@ku-A-8fQJSK1tCf3bq5$$
zt8tVbapgjqmW%2`(|pdz(!BN(aw~P|YHvEyZnyEPKN}bP9Sj4SZoTNmvRWA-D)D$y
zoocopvO*WnZ5Fun>=a~#{xzE6g2Ct&QEu1$h#9L@H~DAdtN6bo4aM4Bqv3V78NyjQ
zM#a>8?^HpT+-mk2X*ZU{y&lpm=`LOV-vP_M(k?!NUOJb{vvq6SW1Vt;GfeEPvicgx
z7Ro}xmmg;}#`Y&ud~H3fSqXsgSnH!BC*>{FJ9dXk{f1eJO7b+=&k*!?yx%JDkB5hX
zV-D{gs@rY65H4pd_f+m*pEyY>9*TM2uS;;k`2ytGc(u{5=wCq?ih0L&c;-I;7sS_w
z-*FK@P!Q=IxzU+~QpnZxk64>IN%5jf_g5PF6@4=Sm&*S?C5t97lZfQxuGs{5?7wFh
zk&^QD&oN~srG`JprlzJE|6@$GaZ}A6osz}fSRV8abi}ZJHMo@Z`FD^j$A@Cx1gnUq
z=S>5_3H&48n+7&Ci2v6ZDA>4R|BAn#Fz)<){Qz$L*Y&rxw;TVtCg6OV{5fXt<n$k7
zlR1-M*66pU5xzxXX}!CIH0OA!`a7v7jriBRXeZj;-TkkOM=9w1XU5CCjE`^j=O+%;
zc?tdB?!$LLDE!x@zkGS&zsBgLLplFg4%N!a%KsSKP_qY@fL`fqsaHeGVq#;>_vjwn
z`X}2};>OD<>*{v?$K3<Fp>Y_DpcB&1ojPTYH3@i^mku*6w1R><_<Sj1K4%W==it~+
zjym<IFEHWZ;e7$QVDof;0%Z%!u>}k@Sqdc=#JqqNq)Yikq8DanW<OAH4)d<~?@KS0
zuQp)e5@#3FSfsebvd{qH%3|B>V+E?(g>|O%e@Mm!yB(}W_iN68iZav5QU3)nk|7|D
zqKvMf3#JkN09Fh|b&&p^K7AT0r0^~`_o;p&m7V-vOn7)h+rKvTJAKT9&$t}vWo1N~
zdJfH8>pVcYkW1oQRfHF5mtuQ+dy{e+y%;G_`tR(jDmf265xMJqdSndPfhFF#V#n0S
zCi_lua(JVoqu~(|?+W)9`*4o;R#maG;BfxPs3`I*&Ty_UM^vhaNB{14tp`0TE3TiP
z-^R|4T2ZMLl4Z9hJNxdz@p0bZEwF*VOf>~Wq@@u;p-?=E2TEgu&x*5)BS3*aRBRGZ
z4GE(X=|45)g97Rf@AiF}+V$#c!PkC%v~+au9pauod-h&O17?SYp85JU#Js$`O9EyI
z{E+c{Z?L-jfUW-@5-cqrA2Fywm!O-Qn@ip;Te9P*3R~5%xP6A6a^oiKT_IR<TUVFb
zdFRFpP>SRsyu7?3qN6in+uL-<>rL+gc+)=<7#OHl5t)O~{0`X9T{jpzEjr2Srp&iB
zHA%4bfum2}O4@$V3r;WJd`eW*D+EHg+<UIJ5Kz_Sxb3=io;E-h8q*wkC7d<OW}<^b
zNR>ZOMe&4bKWc$*D;7TwQ6v#SkhAPKvAaC@p}P8ZV`Jme>66U&)`NvCy4vQn%X$NT
zql}#_Wc;?JB?KXej~03(ukhgEh&h)zm&X96sMkCnG2dSs%d1m61VzNY-RxM7Die}#
zZeMDA3rcG{(Ag;~qT$Fjl7Hew3fo^o%GN4c21zfl*(!|$N5J!EMo0Brz@rgRH@C`a
znPc#4K15qg8m`^08*9=T%NAm*!Ogi9yAabg+xc#mO`FtKqXM&p3W#{$hRnmtL&B41
z1%4&dlaMyPjmN0Vhp1SWCfhGLw)C?+4Q<D6sLSoTXQ`DTm+iLs-t)S=-qfBeyZNva
zXCBl?_M6Ql@TD_qubu0R3dz~7m|?ehmoom}lIq9~hWA!GQ{`N&E+=$tbcWdHkvr4u
zBXndA28nR8;^1H=jLZ1*rQLI|$-Wv;SYZv<KG|#f9jGl;Fgir-$*hfn`NKCQw@SI{
zOaKi{D(3B3I#%a+3eLY;4Uw5}m|g}dnj)^)`z>tQ|2M!P(8TCykS2R!B{#(l+cMqV
z?$1$0x{!(65WRXfkgsj^X(I(Xo`bzd9_O)E)mpYM&cyi2tlc}FzjWXhNY;$<Ef_!<
zP@$}KzXyalgVJT$*n7oIDiP)F%CV+m|CIM4FJ>uBt1tYkJV0Y5KQ7H%T#&I(|9}}Z
z#zX7Bnc><?V4iP&&l8<K9R=zBe7%GBQ;>j-|AAj1A)sNEz<7p-!e=Tb{mgmOEjuVQ
zAjw}v_xEg;vxf*=u6TfVOyY-_{~7it#h=apjE6tr14v)0_L@T5Kd<&L5ERJ_YTZA8
zQ6w{;-Duk%0UAWTws!P8d}(gx`ZEjkBa#0#W@={k=h)BW3DScimPO#wk`<sR61S%n
z-uzR^Y^&L4<blc}zV@<$-|t~7a!_}uM#seb`F5%xkn#LEl{<It{6|7UPdVSPKJ^a(
z`S-o~F<Qm*M`q;CnyM;U<bsI&4NTKMn+664<Nc8l!KQw!;Ggw!CTCI(pd(D6j5-;N
zUiqDa0MG>~(77DwZlxrRIh?;!lWmiJgK1!7<c&Yx&h+Zqnc4VH5cd;*w_-Trr8EBp
zp}T{GXn!YB7qu>~7a4iw)`N-vwN5{m7`?$jLI3Q}?Euoif7L9Lqx%0@v!RcwDMca1
z2~cY|?M5FwmX>a6ZpPYP=n<PTiM^-&67wQ<LuV)Ml`B`=z%f}V$?tb%W@ZlV3H|3F
zU2P~S;oezAkpQOYxeIg$9Ce2QZ42Ymqut8=aSsQe5={aj7JgWwf?A!ZPuu(lzxMO3
z*>jq-1S`i4Bnmh&Ry!}g1XQ)M{`zn!Q!JaVf1IH=*$3&cimAxnoV)k#nZEc3$y)Ya
zbSu%w*YZ{VAjMlFe^spNR10X}{r6Dv9Pi6=2j)9v@lBy3!-W5Vl>wN#28xHIF~-4<
z*?HO7&o>c%eOZdFfSo#XKCYiHYGCmCjCA`9M917#oJ*IosaitF`E!rKIRNr^odaB=
z-uv{E^&mSy>z@H!26?L$u!;TafZ3S@f-~4RF13njqC;><nhqZX0=dJ)M9;=1f2z<T
z++pjnx1v1gvA-6QpMP(6RfC`=ZcrO=nMe9+YD6cer^w~owW+@_u;}R67?=H|xQk&>
z^GgCsL7F>vE(y7=DDAI){}50;0bs)<aBBeJ#TYn3vh(sJw6sXUZs_+Q0Scy-_FPqS
zIITo~{;}f{15801DD?b!69B5?&&|y}aN9_)PEAY<luzP&S5k5V2x4zSLL}YYtB>?O
zJrV8&F|3-o|AxZ0L!Ta=Do`<T^Y9?gxrL2Du49218XDeVVBk%?BK{K*lbgJnbpSjN
zi*CExc;1hp;t%c!;ka-YP~wMx>e3}pP@B=@Fhc|j8~Yi^nIW)+*;yJ64#fgPSW%v4
zk;dwyEdqS}=Dk%E((9v0o72;A?o5}B$wsS`!GVF?<8~)<Sm%K{%&<4pZ&cHtS4~rs
z{=oySTCsLD=hYE)GuF;~rYW7(;V4sWhM7!TK4D?R=IPG*gkd=jnH?>xbGc*rO?Qe=
zp6mCruN|DY0+@&swssHxt=Pkc4BOk%SWkauY7Noox#Gy6@8)ysO>H%rMFvY=Pj!U_
zA(pRt&4UqUlne9ox!}<d1Rw|`N5TNi_3AtlsQ&tNyo3UnZY*s|BYh*_!bPTxhSwM%
z?Vq2Qmf(l)+5>UAh0h}&pk9RmT=?~@ijeU7>%-Wo&&g?hNVbxHA!E^t!H6(;NcdoQ
zJ((T-OBCWSAS|$2^<wU#6L6|j9!v*?!KklTeSUofpwXu@wrCA>=7O2YcNNUL<Ze}@
z8Ep}_1P+ReHc%f-rq%}5grq1_(Pjmne=-#crw42F>Q>13k9XW{E{FboDw|9h&_~`A
zJ9GrZ>d&U;{l_uDKBChvKQ1hMClT-rEj-vAZ?;k+S8X>3iad~oswG}i3jbRUmvG$;
zr53B(JcEz9Cf(-W2bejRi>|2tOi=W6M^!HI{$hq9s%h*N`5wtLc`4sp6W7Zhw+Muv
z{v9(xInTYJjGf*gDVHj&eJbp-q~=n)Xk<uxk+uGGPZzn&gmbygnG;ff>Y9}KqUw{P
z^zONC{e6lz4=YS4@Wl5T5vu{(D3Wc!kF_f|03aj0#y%9=y+s?w6^anKH51TmJU)Nn
zq;i*YZ$9>&>;sP+knd!~2nH`c&$OewVDGAODdQ};Hs2V?yZ8y%um6GHR^-Glq^r!_
zNOsRh%TDj!&9gJfccyC@wKk>xoAQ*mZMv{=SE9zBRzUDt4DarNy;+lKrKuM;Cg;C`
zQ9G%)biAkg^hRMNwA&p~YQs@Tb|XMZO!0?!i^hDknsI02vuI6Z<5wisS|K~YkiKC7
z<nFF`kHf<P^kXHv&&2<A3)~p5m70$h=H#_jYQ`C(-rdmat-ondT|zzb;mAEGvDbVt
zl)^?(DfsJfa~s>~1esFk{PYFqu*(fEDvj{o;5RN_nR-KD2jjK{ciyVr;({@zTX6c|
zI>#47!*hAcYg=dXuejcO;FOUZJ9cg~S6_^Wv*R9bvnHN)BP9u3H>KaCF)b~zWf#EH
z3+t%-=6Ks!4z|6{dxfs@r+vS5apqBeb+B+sIN*bS;WacVO!Q(D%M<TZ5Xa>6C-(SL
zl);IKfuMK1Goz;nB|rOO+o`2Bf%$0(dEWjhgwEQB1DZU@dgFBF(KjK%YfqGYH#VKE
zHw7}F_O?=(z1+B;+##X^=ETn)9?`mxT_X?H^@le9n7v!R9FN9t9IXY<DH^;MTw3>&
z2y;@4<GhD_rP+VXh1bC5PMV9(5V*R8#K7+(Dnws=k)86}m4)3vLGwmvnY|B3ava4+
z_GicMZh%`vIA7GM(L6~>U8wH2i5s^s`RMgIGaK~r<1fr2sqyd+zxg8^C}vuEp3CMQ
zg`69-oF#XD0w#F$<x-Qf`$>kynqiQuQR|e7OHx`Ec_H=fF!F$AdX_enRZ)zp%G>k8
zwuYMeRf#9+Y{Fyu4ii;l>S0E@9vA1@YQKF`%44JFf=D<1#nAMy8!23Lx?r*Ura|)b
zy)p!o>PT3hlIB?j@_1_#@WeCSVFS6-91We6K4L<com7J4gkeugtTvhGE+DuL5mX1p
zTM1V8OkHe6GJW9qadpKMHIBCfd!ovn78LT>|NTjTBQN0GeQ9ucb62TGE6c0)ure#R
zltDmb%=Y|A(;Sax_A50{kum#yfwx+F8^e|B2&$z90^KFj*;o6Fc%Pl(_LL>F?lleh
zoCmJ=5{~S+09f5tU5Q&6qhEmAOPEW=pL1$TvTQQro+EH^m9{?r_PIgX&GS<c3CeO-
z5B(wvqM#=qfZ_7_*m&K5pq831ju`5VA#^@>(S(W&g$s6>J#oxHcs_$u3E{s)6fP*H
zQ0TU*;PkNUQFhvdZXKbbXDM=C#5ac5#m#BaF4)bx*j=9atb6G@Choe(%|4DNTm=Wm
zhLA}kJs+K9mcX<F^PnZlm>e@5dVc=F`A(TG6y9(4Zjya6%Dy?h+igCQXtz|3aC_$h
zipW>xu~*d@hE#2tT1Yu-PQJRu;=x8NtsC^Sk#iW{3;OVj;%6{r?#$pPDuZ)05kg{m
zc~=K-PDy<Ms?RT6l36izpOa}Zx3M_8RBIy)mb3waE^X^;;e$A;jlJh%YOJlQx|(4{
ze5Nzy%{8AEWD=^`SiX_(hpqY6@2$^<Z?Cu8ZRkonOSBqMkDf1L^D=zJFV)OxFAa-(
zo5x!3F?92HJ=D)fadD`{Yn3{GC?LnsPD2cOb+1vvB$BgGv6U|bH$S(aDQ>xh%cPy%
zbT%drHJgmM830wbn0me{>}{@F#Y6~4)Jw_VqOZxFK!~c#lSzPDvY?gg1%b`UH#da4
ziw{x)n*Qkm)CZv;|1~l;Vq$5$&d`;j@uCwy&2D?z#^eII`X<TJ!do1v{f3f&?$7!b
zOchDfig=5+{h@Xgmmq|i_r|?1MTzPAbaDBDBBA1VOMvHhS)5~AiF-g4yi6XVEJBY?
zOq}3`^0IY&gyf6cWOKMfuReBkzUD58lS{{ym2ov7ki|Yb`)b1BoYhN9f$G6)WIz0L
zyMF{)D+amzQ0-1>n`D0%4;vGgJ2Aqq8+N;fIlkt0RK)DFL{?D5?;|Q{@ejEue_U{%
z;&l(T)22ReC6B?G1I~Q@c+pkis<s5dP-*w$ZpF8svAo`M-4*SpZ9OP&Zlk*HHrH`>
zaNKIWxtV)<d1FrrC-6Sog{Gz^d3`C1zrk=hek+C!%+SLa#>;0xV&dc)apcqIONZ<u
zA^TC#{f)NPcWb+$@*3VUF*cOntF_Im+P!|HoQ<kB{ZQC9xu)~)Ei|B9OgWEfN|+vl
zb?iR9^V;6U!Ij%q;UTO%v12|50#EnI5c6kpRjLPU47ooZ*|R-5LHvK#b!XL^E?@)B
zQ#0L*$+e`{0re^)ICdn@gaaywZW|!1q(}!J#nW>BqgLz>+3&I8o}aK8Vt9cE)^zKi
z^1K`$SG+_Z;o8yHW$fI|uo}mwT$bJLL`1~gFri3?J74l$&;neJtrkY4ej6-k0^yyW
zNP3i2AmC=(F3Jdz24V?7y+8F#RTTKpnnjcVX^;Mh^r<jJ8jBcWq6}yTQ*4EcCRt4d
zi#}B6Ry^b2fYa7dY1#MKJL7E`3xoaW1IShxS=DaEM}ya(MA3tjsbPb8ebW)P1^P9y
z*HKqWD>&xSvj9BhN_XcN{(c5_!$c=#-rn2{2-A*iLt66k_&gOi&20_4l3+h4qPi2f
z`XY<tiLzLIg&RriYS&!ir*|MW&s#J75^pmr&@8~4z`)ObULPEGC%Zpsz3^DbmsWVf
zFzAoJ&3J6|Q=8yNuMl@LKso*AsvI&>VQm<*u^LmpRpiDIR^c|W{KHhgX9w0O$5VK0
zV}$n<dGbOQO3~<}Y3>*Tgo0sGv~CNx8@uhJ5RBK*<nu&DOl)_Rctt>^qx@MDqP^mm
z42!Nw!sV1TGzM0VLYk%>+#iv$ST7-SrmY_E2Fq_VqJHTmf6WQheTn>!HAxWmFvCmk
zH6{`o*A0$gB!j_V_WypSBdMcQIMex2eU9;f8F73qS|!(+{z-4E_74s=A<O61sloXt
zFtlxxinAB<^w=lc*mZ`3bF4c4B_G9umO4Q#ko-P2?Xqbg09sVrP({6da%JD~p(I`Z
z1!6n+vZH{>@8|w?73%6PT@zS`?vulve}#2c*M(t+_GAvovw>AIG`SOUwE?&bXhcP+
z#>dA=xlJ!?6zI5&9@lSmu>Sb|0mswR^BWMxKq-19CPp~#H9al?f#}-0wDWp;_YFF#
z1DlH-xmK%XrrinrT+4fZ$-I-v0#2NOX%gNWGSRAWWjoqi4f_5;nx2U%tNGXmSR37d
z)fIUPZbl&5kt@=AemZeJ>@}RTo1r8Y;S;>-r_d<c#**F8hg-pIK)xV9(3rm(1ml79
zW?*<OevIREn0_o5&xu*<zWcc=foE!YIcT`l0`7J`*BLhhnCVs^7JqQZ?-5!T*7Mp$
zGOYm3_+wU9+J@+v!J6Ayn0_O5Vb_-;p|Bz2_GEtaQd~zb1^(3rz`kUB{Ak>ttsDYx
zj|g(~0@hGAQS+fs#!FmMjc|(|s(V_WFc#8$>c(P|Y%H`MJ!l~eQ56&08I~f_9N@GA
z6tL>7(zf;N{QUdELV}2hh_7~W%OHAKZ*ui+GldDw1oHr|y^^kO5X!D*wX)`g**E(>
z-zLXO-eJu+c6}YMiGbES#_fCbZCxC#suMQ0!s4%OqWDv8|2kJu*jPro_q0nc0XN%y
z1D{hDmxi`N{Tllok^RZHOsNgP@HjGU0(9z7%f8Ih#l3%|YNeSgtSl_ou3by#<7`p8
z=-}XBHJ)>Nyq~uW$OqLTZ5^FlDilyW@^#?~r|gW3*mibyZEbBzgU36Iue^@;a$c$u
z*gsKF(5Q{01Ioh~qe%Q;BK0F<V_IRfN=;gu4CtPX{e8_MR`<P?x4;@sFD6F4wzfw4
zz&^dYi0BKDWyED<E(1g4yERsv&bCv)E53Kv#KFIvF%BmhH#Rl~MX1uc{vAffT(g)3
z;>e=l&isGt(++>=(-{OU5mmv!!$1y2wiUX=x`B8L5ILOaV9O0=xTOc24@&h>t#6Ye
zML1VAjk*(0f85gY%Sd<Uy-&l;{Ddtk0*>%$*8+_kG{7YM^~0Uvr<q#@l0Za9&HxF%
zps=&Lt-D+5;X_PeVc~x60==q|P24wKO=ZBK)PgXRvobJ9)v4by00_8X#BY`oG?uKQ
z$TN!~_Go&TVKtSNMn92xC&{g<G+}rI^wFc2R?;mA__KAuS*9s6!~ISF|0+=zL1xG5
zeSDBqvqU<Pa6};@lq>b=h$IlN!_dYV9Bni#U+d3_vPx>%{sqhblR)p>Ab_Ry5{Gr`
zj-;27(L=Obw-^-JrIL8J2nY!^NoH{0muYKHw8T$k+G=dY&JC5A$(kg^-~}V*U<^Em
zj(1_Q#8OEywlDGnF5(c}uNXD~B)M0|(H!4&f5r94cQzLl%R<5tX2%RZ%a2+@WQC&Y
z8SLnF>O;cuLVf~txj9G}>dhn{gkDEgnlw#af#-VJYo?H8;F<fWQ@b7G^N*&Bs?~wE
z0WlG@AL_wsS>FaQTk?<Zp?h7>zACkNHhFK93SoM_jIKhZ%-5g7by~2cA*2Oe{kPIU
zJjE8}F1dSfYLL%^u=guaP~H+kJ^t34L^Gj6%%;=tmZaA1==I~<J2p|Ny6aT>vrmeG
zA86RJ*517Fybo8P4o8}aR<w%*Cx~TpmLI?N0f^51-MHekstt(U0bMs>5>?+{1P0o|
z>UVS5MqHplMlON-<K`J~z%-FV5WZ+%-D=<w8v7R-R*l`g)V?XRf6%_Q>D;s(x9=B(
zyRn#f@80<MR=>Du3P_@Vr5b?VH4R`425wVWaw&r9t0Zv_IJhM2Ho}~bTVSLnGGFM!
zgkJ(%i{dHAOrTxep*b&PG6_;=IbD-}ldGjRCI8{(yLit0sTcmtX;~k#UrJ-4xFLeD
zU&)m*gy2Hea$yayGUIsNXLxmHcH?=K(lPBt6V#ILcM-Mqv}9H-S1j2gnqhW`puk@*
zl6S{w7id#fw*BaeWjG+cdNnmE)-MgtOYu>zqCH80;GaaRQj=W6$}395pEkZhLFkhj
z`gzNWl`SFlf#&Vs^*K7bbIwZ$-a^;hg_I}Zsw#f1^;YrL!8URH<^S<sbE{MSBpmCw
znj}VNM>h9Hcj{lgLR0H4Sm|>8CqQY`n#pN<(kAy~;F}oVC3x6MruSJZLcWdlbmG#4
z=_z9I%U^5CNc@6Zbr&=X^;^czmf5uAD7^`lWIU*dt?7C4SVawEt0Pza`VVm?_;+p)
z_(NZ#jY)5@CPBZJ`gf)%z8>IAPcgCYisxF2wsRy<c>jTHLA(r`1ImwZlQgWXsWzIL
zmpHJJXsY69=Y#caa#<fg8}CYzqq;Z*3^*>tgaQxY$w|rzR9>gMgLzTDii!7gHovSr
zt_Y`~%y7TZ{9&7a%INw+Ej=Aw3F;w@V=RFHWs=^knhnS)qP@Ulqb+FQeQ0J~Pf@Pw
z7)xRuRs6!s<fW3HcF^&How%0>6n%@W$bQ|1_AeKdT(`Z?4i_rXM$8wZRZa`jz#k#$
z>RKU~wGMK`Yw%5k?jtMMbj<M8uW{8r6%ZNK+uVvdot&BSpKzU<8k;-LKfApe!?wj}
zzIqw$d`fU*sRZpBxxSU4eSsI$1ITIqlG1KLTp;)jxC!)%TUzGGr^2mqd`?Vk6ot8c
zZl>y2;#=H#{Xv?j=cRETVzKA<&Dg`}DAZqEO#+TDu9}&T2Pn`;!D|qDe-bollrGe{
z%G~Q#2owjndhO7ZGS_N(a>WJ|64pFug~5uP1b3lJ+`)nC<;$1-&V0VUzP7=U3R0jY
z2BaHX;*p3*mXo;{!~T9wc<S&i)$a8x7Us){x7ta5XhrF#0Mv8oQ6^~YNs&*hmv}*v
zT2&Ty1Oo`@lcy$oazep2qq!|HS`|mvd}S_nMKXH4**vBOKR^+>p#2E!zq1BV3|_x^
z(<E*%L9meI2Hi;n*u%%kZdRlobMjpy<LLGJS)TfJUAH8xOI>qYO+4Fhgf>U6N^k6y
zh}cW*btJ`?*Z#U7w8;YS-ZixvDr)IVSBQGpMnhc^u<ZHvx=_Ph*1z0rpoGt||2nA^
zEWh|>#2xqSY*Ua(eS-oC^ali}Z<&vFEFU}?G(g+#PJ4;Iygs1GOTVC6H+0z|5wm?9
zCd6a@w_VRP(Cc``C$T~tLWpqvih<s~fcHU^cEK1K`RO4R&H4WrV3KBg(InGML@|EU
zBgJz&a*dVlS3I1o5Q{JWde+qHs;$lzKVDF);W6})ek~TjJj5VwrVH_GyYh7<{<2gG
z-%3tVsCx7jIWX{fY;3GdizRp2zMZ_Yc-N?S=~lASvgL;3AT*b#bla8j*K1IsXn%@^
zj!t4u(fZ7yKYtPV8yafD{0YN1Ak_PIcXgu@IR9E8dlF88f+0@BljU4*dk0KWorJex
znr4YVi)vT2m*+Yq<?6Neu$Ak+$K9)i-rmk<j3*VWB!Z67h!o7yzipf^O9}7PZRcOo
z>*vsszu|@Q>HD;8f5mx52DTik{nL7hYRwfn<nzHt-!~BtiiKnZ_mdr`xZTF|gKN=h
z1J6Et<T+$yTorW4K)AI2S|wXZ_mbS`ks&G!WsWIxDVzQU!2Gv1jq8@=Xm5&Xz3NC5
zGza+KRasRtthH|Rb%3a%rWoor8l0?;*HW?{0%EhP&f(fiFY-{ly7fN%?4rRLXNS;u
zcws#6Pm8AQY@GVc5maOP^cLCDk-h~(!vK0)faWX;?n4k|kvp7JcI*dyr!<+~<xhf~
zu!XFEVQT<*U~MJ_n6|%%dbp5zPec)lDe`w!d(+sF593#~pfQh@){jr^gn&~ZDS94H
zHD6zEF+J>u`aUk;2;|qlUccKkFHyM@GWS49>zzN%*P3l-K>J~NOy*#=5v8W45~Q2}
zD5tEU9>i>zVKU!4c6q~9QyLep8JY@L_-p<yZK)p<WcMel*5MCbxl>ZF`I8OeiGM0O
ztw8?LKy_x~K0qkPbn90dRdFkF)3WsA^SkLssmkLJE)Bm{Suuse=)h;Yce8oq;?mJ>
zR<rR^rNM^%@q~gl+Fnx*EFEPyH+xnBLDW|h6Wc?Ydsdr^jeOXPgcJOl#(oa--Mp4^
zNRe7|T2dZvYUN!rMZM7)?M(}gQ7k#<3sF)G?=woU*Uu^l3B4<>tC#OCk&^?vnY9^-
zhSAB2`cRB&pg07I@Lm;9jvyr{MeC`LC5J7-^LX0|`=nd<RA%l2n5~$?U5LmfhKGJS
zRo3Z_hkE?AO;F~oQ#VFAJ#GOl;k`*X|9HJ6XSFnTgB)6;1dYP0EHF(?5@EhVk`u%z
zr^%+B+__znpp0p6)flRIsCq9J>e2GoQW)q+iQ2hC@B>+_!mmw*5!&4j{$WHNAJW$l
z&W!F=U5ku+wC?-;iJOr#q08xn*!t(209TM~U#e(Dpjdwe3ol1vNKYd#q(H6N@O;Rq
ztJWo3g2;zJ7o$6#>mu5dlF=vOk0&sdu9^_{qg!bGF{qHI=H~p?#%fF&Ut+oH8aT3Z
zQwCF9zh{14K?3zDNzDqOr+aT6Ytz$MK%J4}Fk`_aIr%|XLE=r?j9mL1urd8_7!f#Y
zW`Lckxz6i&W7s0i7+87SmJ8tDfLo-7L#W)KCshRHqQ_0y6$GlQnmpXP@$is5^V87e
z$fpl-_fnxApMR~5?m`@;^alJq<6U(jmCuvV&q;%Xufwv)Dc%C#B1i4c4dCN=bLA#u
zI;h{{fvW21<;4Y*N8)u3_`<@1$=S)_gVUWp^`5CW*Xh-!WI~rgzwz^Rc1qG$=cB?I
zo1={+^?ONzAH(Q-Y1j8&{)!oCLnSFy@du5!)dmM<5C#!$yNPF+a@&q{1m%x=lj34y
z{n0Y)IA|fyEiBS1e&5{cxr@{!6?D!X!J;4|%TZ7RAF24Eu&_H+R)I-2(3KKzmDnE!
zO%5%b@@`|#Rm<8rbO@TcrCU8aM)fNsuFvS!v6ArD*XykAQ6hP66zTIc&<2T3Dapow
zw!o|W%(ID+%b*{^Y7>2R$~E3|4%}<&-=(RWgE;EmfaZ;@_##zx^^fMmcJ8#tj?lpc
zj2-qV@7&8218jJ6NSCFgi5)Cm5U~iQ->Hs={uLallUA-&AD;4tn4FpGp{P^W2-MAa
z`_{y6EiEqt8-cHOsd?kqulN8vd;v|B=(0Y~;Wb-=sFz@-e9~SPYA|2>BIxYKBjv;Z
zrgfl*Vu2QpZy#kzY(^`U$C%jJ6>5Re3*X}PkHMleL6+RIGBptm0&#7S&X4rv<briF
ze@n<#`R|F69bd?TM$n~AqVM0oFYz%y_uDZwH#5t*s5d(rv?bWm$jMC@MG*+02w^bc
z&d@ceOK7LgGNsv%`JgJ~{NqJ<__dXxVu>+0y1Ck0I+Q}WHt!WSzRJ4p)gQn)9rF<Z
zjfjuWjz#|1io57&s%I`QAL9Q1E*Gb)WXA1(0ybwC{jKo|+az}cf&*5FPtKP;(LVDS
zbnhG)x~_uwuRF&kaWOJ7vY(p_)_EKkED73f-Sw1}BRVv=WA<5QU(mw-Ef#}5oNP1h
zSjD;*z&ZU(E$)o(|I634HiV#p?qSo_N^nA)Fvm~K2#G&hOdD$M`6_z(b?AoDQ3<<!
z(pdn_J-`{M-eWtP5+0sD9=B;Gy;cLdc#%9*|BHbdb$|V*eOgIFBXcWuFlO*Nx{GJ^
zy=4;6`8k05Z*pel!+1>uJh(Kbg1H{($Mv|DrH-7j!mhx@34B^-qCh8h3qbsb!OH}o
zPPDsvyJN!mUluQuE_;A_VV#aP!zCY!zdpqVb}>X`g6G3%1OqO3I-mH!D;wQlJ`aTL
z>wFSBdIejc7t@#E+kEAFl-l<lejN>COUfk4ir8m)BvSiUewnG$fUI29WBb^?)b_Q7
zjI`W=8!L;|(l`Fk7tiZT2rD4Nqw|8Fp9d&7u^U-_*}`EGaR-hIhnZFWQTta%N{67=
z{d|X%Y@Nv`SPZDOGqw|6`;^^c=bq)Xki{=Z#~M96mD#qy=#Up^!}Swi7IF?swozxL
z6t0ZQ5@IxMzSb*B8rA!~->g>vBHi>WWS!@KLfno+6jOMFMx$lXv~fWqZ-cCX`g!Mt
z3$f4S>ptGoDa+pE%ZZ$;4&JtYOL0IOQ##s1God$&(v@va3m?C7rEJk}rPH?#sx@Zl
z4*dd$5^6e$#;6TU?-348pH-3fOMSj4xUl;CS0aQush7J{?uuFF9t06=wXBfiq&R{k
zNT7~!HQ|C(rUML(e&OgpcJL?q-SQX?aR$s&_UCmJq+T7zx9uVAY^5pxn{L5?qg;qD
zJoLv^0p&IeOKsBKUXBCTnTM);>D3FXGJj>@^R^1Ty}kU=q%aH)Xjdxd<p|&L=NuG;
za<zbbL~6YOe+(nn0lNg^IrZ5u1joP44WA6hG+ZA(;d3s+D4&?oLeXA%hZ&pN{Ri#M
z39OVi!L<D;6o<TKa*Dk84H9Wtc{g879DdhHMzP-bNtHg_Ln%Fw7!Um`P@ng(imiT$
zTP{U<euC)n1Fdw`8uDHu1oM87$X>as6StcV_79;xyO)C`>n+Q&uJ1CtFMyh9RJ4TL
zPV_^bJ|m7x1>);p#WDH4F^5b1U3L#Rx2rmjCIkDsKQU&JUzEvU1<+AW5H3`A=+QLP
zP_iV5*k~e1KApbdnHuYN<eqg-CH1(Uo#I|@Lxuppw4@<aCm$Ik=3z`o<AEVhEA7%*
zhSe<-SX;zzK2zm~a!CL5XpB)hbWE%oN6K|QJ@e%!K8tSDIC@1BO5y7x)$V$y1M6C~
zMdG$_v3f63gh+lpNr1?U3^t2Y`Eeu?i)45Cwd8(CLz78l|Kt>qx#Kt1tn@aPxbMk`
zy%A*Hzbxo9zW1}VNUrs&2Xj?FIrOM9Y2m$SqjEBg3&o6Lo)xFIU?LAiNjWz~;z&K4
z-e3n*wW=Rl?QO2&;AqaW-uqC}BA9jGbbRkGKE^{E!G^;V$0vt(w(`;I8uePhUNGot
z>f1=9XkT6Vd{Vm+R$RM*lCYRrbGmW;$7<nxbmStILQ>sjMekB9a1>H|t^es&5TRhn
z{W7aa-f|j3eLJAot1D%6;`RgVa1)I7#%K-XbkhXSMq^-b3)f4a>2UH6X(@1y8!+Bx
zptD-PM~rI+0|mWp=fiac{F$@a22tH<Qt{qck#46UgZ80FAP6>b5T^PK^Jh*cXI$n@
z*n!k++4nFlM;y&6RxW=iKk(jur?F0F{`a-%9-GfRR6l`LR!x3nJsL(Fl#;m8hcnN9
znQ`{CD`bBl#H^xUa<yX<P(YsLXBc~PF?slrdb1djJT=gUHY&%r;sF>O^S0bSyO}Jk
zC$P+rZYOzPmllM2o{I0cVf=UrR*LT4z2Nq=*YVd3<wW5^j3H0IWL|8xx}8wOZ#rY7
z%upvUmd*YiA{WkbS#kNcKV~s)NR%AU-_0FtBActkvoY!)fS$ERnt+jFk4Mvrk@%>E
ze<PnYOEhiLKmU=7>B#h|bhvkV_VBtHR5C5z2yg91V1_+M@<6Rgji92L2f8iGWnOO8
zW0Bh8IGpwY_nKmz8Y)Pn1)~HfT&~z<StB*E>+1HEy)b;`xb}rzaRmp4SR1jIb2U!L
z_V$lZPPPx?`nPQ!nx@CGTvZjsdMB-h;r<w#hOb{!ghU$$RRL@d^R~EV>g5OZ9KFaM
zeu5ylH3&ubFy7w3e*H%XE4GUUiGY=@k2jXa+SjHfuS2ck85)A<{waHhTi&CNTKagR
zRCY4KJJN81vmZCsvgRw6ZZMu7(>0))`uBkb=1<}?^v>M)2hqx_<DTVrb5B7dT;@+T
zj_*!ZR1p5QdR(Wf5WQGE590J9@^K&9b_2{MHezZoQv^O{XXiAv<kPtbBz8R+V*WzH
zMJsA0K}xw&;7TujsqNfg$wJ{tQ-v*~ooqb3e6@qQ@tAclCoQe+jwH%9IdwgdA~hHS
zGA*wMS2Fwh!%h6S%!Tr<HjdU%35KC4U4O4Cvmw^=g&10R+3n_-^1Gs1!38)$VTYsR
zRE3wfw;xs3XC?Lv_V?Uu6s5Ynw<{hFY3lI>zXE`T^>K%#qo;TKdC)dhQV5#-=pq~0
zFU5uD^*N*hGYEY(^hF^WBZ8LO;DZCVOo-$7nq8sQV3D3qV)&8xLo5QK*u3-7tE~2w
z*($42qIxQClc!l+(mE2|%kwf8Gmr(e<!NbILI8{O^V=M1hw8+B{<a@>UMoDR=F6P*
zb=x&=xp2eT$@XNTZ|s)ATH(gQjKyL7)O7EP4=jzUkbTJqTJ^Pj$_J`Rl1K8+2KBS$
zh__%QsmQ;r?Y<u28N(Gp6VR2|njEe}dH2RG`%&Ls*hgd=Yo5yaLafHSbOg5FE#zI6
zqK6M*yjMG|)fAsSF~fg)c2GY~SGvqkl;DV&E2oRAa;Lh6k0@N~A@jLxBXe`kEDcuf
zjt=&r8y(9xT;+%OHJ^pB53}{B1oupD2#^E6U>32Bx|ks#eQwa5oiuAPC1d;dHC!9^
zqSrOh&kB@gKI_O`I{Wb?UlraN|0QrqXSaTbUE}uo;J~}wOe&<yZgy^tgu1N=V6K#O
zEgpu9YUmc773Gv>>!XlcK3*bLvwKJWsEmy=zTr7G>C2fd0W`eqmuiKua;RkKtPJah
z<3nmhb+Y!v?|Dt;n<(T%2*Cu(%3W7=KvmqZ(rkY_G#b7W3;tw;!P*;6<Fzk|NABwP
zb3ZFz{Zj3}jPGYAp{%X1TXa>4Sw@}1%uJ#<(NH6#sX69>nqH1;z(TZI4$6DPT}%IU
zSPiZndBPiD_WAC*QAzKRQL&2W{I#aKf(lSjh2C|$U3QtoK6{@FZYI3X%=8DQ;F_pI
zf?B;Xqk?KV(f?E1dB;=z|9_uUglNeg@xe#7%!CH1h-7DTka3J;uO`W=$jB-}))DF$
z=OCMosH`{~d+(inJ>Nc`@Avb&e!t)KyZ*VZzq;MZ$$PxcYdoHh$NecOZOwQFZARXS
z8p)Ak936;{4eWWix1IdZSCx0@>!qX)S>?i`PHHo1U3ewq_=nBg_jG?Z#md<3i)SZN
z``^Eb2=gWeg)v0;Ro;t#hRF_IoaO8ss$>oA2yWt8ma$kXEcaR(A~D4rb4p8haRTGW
zmJWk%`#^uFM|KK-_|%-F!us}|8yU|cA`mY(fur7`W#VB9U*wlzFv2W8lqhcz=FGix
z)il04G?N#;fa_U4<6R0<15$Dm!_V89WN8ou2dtflEgDUXNv>kmoPU%~AEq;I8B_2i
zYAjcuGWEqORGfbZ&;QK6gD=Kg{2Xr@_t4i?k)s*+&IG}RFUqv?zKYpFuTm?t%^4e!
zzHjaqM=mOw#%E<@O|i@c|7g;3;X_XEeP!;DVj>Fkc&I-U%`l114G0*`O!^h4d-vz7
z$q?d+u|7T6ae4W6bF40-dCIbyQj(4!@{hN-92l-O+OT^)l_$X(aT#5%GE0s5fH`N~
zeZLlcWZ5ZaW18;6IaZZJKEtWIEixiWurLfkS`*?=@;8YwrSvIfvWJe7oBr~DPunWe
zYxA{m@)`2`PP?z3ZZ_`uzQx~G;Z-W%KQaqb>a!WH+SZe;W+eR`p~o%yb4^xr%6uCE
z%V%c3314{;Nr_=$n~t7_V0JvWl+<e&5t$A|m`J{iQm|&k|Gs}ShCTL%S#ONkJT@_6
zDV+BxC8|$MQX^@e$P8Q(ZO5KZA;@POiLtv{WM8v}M<nl~i1?<m`;A-0Cf?VSZXI-v
z44QnC2+TDJ6>Do=<kq{fly$+}&8^x={^lJdKb&wZrbO6+#6P{ti)-K0Kl)rZ>a)Bc
z@+#lH<pP&@QX!h4b2826s&vE^ZsOR@&JNNt>0{+Fg6DWuUq_u?%Z9HI@<s{@TI41=
zg_?;4g}Z9=AL<X>YT;DJeoM&BEFVXQ?chF|eR`AD7LQyv@Je8e%zi@q8eEQJ@e*-+
zfgY&+F5L=0t1w<Jn0cz-*>1wU(*L05RT$mR8e32;1uqrOe@Ln9_lw&&*<F>O=2>G&
z-ZIM&Qrk$D*_wzvKSf2vW}oRqyy;0n_;d<+4gfw7$^C+Nr)+O6jzrC;AS)37w;-TK
z%p$IV5oY1Or*71bxn_aS8}}xkBX5z#d9O@A>G|R(%sZxItd`^LY$uUtr+1pa%9_;D
zhqb01Sa{;Hy1bs?CHWDw?eTB&U=QQW|Ei<ZFD_9vQ|HQrymobo^Q9It3zs!0ub|G&
zi}nXUe{=p1RZ2@Q%bHjbfcEh*i<y%Z*^*q=u>KmYR3&9(2}Pj=N|n7CgmgjVtF;)d
z+mY?&%vv4@&^-^0X4e8_^+yw>;f)N=pyiwUX&&RAWTyoFs!n@|PLh!`BNa~Tx0JQ<
z_U12s5wu5U1ufGS65Uu{W)zxO?_?f9@kx_3a>1MMt5QGENp_Z)XX~MBJNVAy7NS30
zVRxFFoef9g${pFdc|N@$SfrMD0ZqX&L6qlnQe~wQ5>=ZmF-%!kB`-P8W45aE0uA@y
zw6!r`oK=~X%ueCj{e`KBv0+daMJ{XG!Ukqp=17G#rcR7WC}>QUD-%B;qbN5w46f>6
zFyM1S>AIK*Cj9%;_1<waA>Q&%ok@@Uk1>wr@O?0eH8d|8{fR_l6g%Ytl?=<xcD7qX
zUk%QUy%>$iVv~3oYwC04B)>-OlOrd;=je+zC(4}!M|>P4%fvag_4R`t^2<-RW!$_1
z>9yH1{QV_q$6sH5%{=p#_voY;W*OsEBbbxljl^G{$B%CJXjk^Wuh208o9f{@nXn>W
zN>Q?$oSc{cSw|X*i`*Jl+5@{F6~f!%_Y2R?K6{FhQ3iMHcs#EZW{|@En<51GGpE|5
zwhGSVP?3Wb;`jC+hka-vSWsG8nk^$LAyL>pdvC`;l~dRVOFNHWrt8c%>(B0rQ}i#J
z61dRwM#=#SH<=j>zaSoXcHd3#K*XfX9Lk_mir^^tke}ZGij4^YECn@SOSttvnF`W8
zv|)|5VvUN5(k&27O-t+ex9LBRuUAM&=t*W~rVqOn8%jqfnkD$mfA1+sG|h%k8r6{_
zRZy{N_xD|ycsJ)c(s*3gfF6nFIX7Jp5>f}65=rInT;3TgaqC#Wf7Bb9xuBO-RgiVl
z>C)ELF0gCk)6vu822=xJBEtEP#}*{L>VW86hkKJzXWj)<QtXA;MPY5k;?K&r7(Gaa
z^PJc7R?By}ef!lNK8SYjy(+kN{km2pJfGYD!Avk(`Xo1WX2uanB43a=UQ~hK&$R;-
z6a{}731lz-cSeHZoUI$aFUF(s){av!&3BxSEn;l^k8$@87Prky^FP^b+&=ZUR`WjA
z=)Yv$OIhYK1NU~b6(B2=MI3bxuT1)v!yoipMqXatg~dg!`MyS+cBV!)`s+N{_UAA6
z<i^Iv`s9vSf=OWfD(PpD=)88%&<}4l)@W&~5#ebAEDe&>`zwpbL_BO)R9F!{$bFNT
zJ0eUduqMRROA9hXD1P~d&C(&Qr5K?wX+a{HAw5_L5^qdF(5_TudK85{o?Len68n{8
z3DVA&4DCYNoOwo^Yvb<!-jCv8<^Olj|MZf~@CV|v!aD=qDk@WJl^*MtueXqUb;x&0
zb7L5gxSq9|$Z1OXBk7WQc9Mix(FVxE0?TcoigF*kc-Z{KRsQe^0O>UVP_rEkh|e^8
zbI9;GFG`_Co9eh!B66?UomvXMgym;-6sT@gj4QUX6~^Um?krP+!)It3*K+ZO`ipNd
znn*Yum!&$EIShr8R5(~wl>5qF=$ZUgIW%OcJJM4K;d9go5%0$%?UO`%&*bcKT2t|%
z$wg)vr^Kn9mjp^qzX$mhn>ThG{SxlpsPMk__NFMxtiISC!ftkIL=Sg&J2uJ^KA!%=
zYU!fLnPL#pvIoBgRaOR?w&VI>yEf!9dCjxnzOLxLA~bpS_4G~OgGYa^3YvWUsem>X
z0l*Cc0|f$PHxKu{`&ogsI%YK#m!4_dK}rTYns3f83@<$tm(6ov(sp#VB73S%?pAYD
z=0kz51l`nYeN(Ni!N2VepA!t~mzb?^Z(jK?4^0r8TpJA(A*W~WK;$^K)$sDm7Iph?
zljOp$SnnuBZ)XLAup{#rz40yfALSIun-0&rL)%3F(($$ggq=l*{hCj;XW6^FUl|cL
zF8R3l<=Ets44w4bwXAfL<yw4FDSCaHjTVjyY-cgG538wjM3H@f>l}W4G-ePAUs;Pq
z5@AE((}%yb^_@{;4IX}>@L&joo4XwgF|5Lol1P8ZUpao#K?&dcbP|FD9^1M87y6(8
z{~;s)#Ri$xWxu=%M?e^Oknr>jx<h52dfdgIsIP00$NATA{q{NUXgKU*z!xQeqCO4x
zc>Xn3;l(m}kCd~0iZ?-PS)!}Iq$}nO)Lfyc_j_QhifU<9%=bqRL(EqcwVYQla0N8d
z(V6wZ=4;Nr-dxX;mNM32*WdVW#I3EKe$RO~ZaUwggcGUvfVupp31;n?!UGhwRq8Ex
z?{crPNt+EiVnlj|wD*Pe&-dT_N-M4~gH8=QK7fhr94d?#)LG=W-S}O(9QAR5bnb^-
z`?hHl@}DRx({XcuXHB}||52&(z_bL7tIax{jp&J&eY!eb7V9r>=k_E-^2$e;k0xKx
z>FCVqFD)U{&+w@Chm$%e5SS!wWMw{+DZ~v{Lv1wip6S5O24(w0E+H~>icEZzr#rg*
ze2)T8KJC^rp+GbrJn%O<($muh<PUpWp(5!@Jg%|%cn-zi%SASgms@^bZZ=ZQ?7>pj
zJ~bzm1s!<dm?G0HJwNo71vyan1)lQ6MMP(l$|(*pd{Al$xqHP=0WnF8t+M_|qd38{
zEhm%ldQmhOu4w+;nEM}Nc~Njt^|D`}VE!R5Cs<z7*18Sf<l{{+C|}*8DG<*&Hc9!s
zVDjQ|h^nwJm*N$SkF!pN{<@`9`*b7Kh%)g0^g!?vs=y~3ZtIvl*y{mRppS>5ooxM8
z_8mugo$5Z5k&h@D%qc(cNLth-8|Qu#(kW&aKHtcC<Ry7{UD7F^dn=f*!C_|S=6y`V
zt7`34F=vG&d!mP%`=z~-WA2u|-A9`jHDG6{p%FW$u=uUs(XVntEXI+bWv27yRjSiP
zM=?k@<X{ti3Q)ZZNDk{JNA{eJliSV7nqT9^=GR`k+eaN(2(nnzGm>V9J=OS!-gz0$
z>g`p^1!4=&2fLq5jAP>=ZDmg_?skbmT`0q6?N?5hB2s)j#UQ0VbR7^Dop*^8maO&U
zm~SHwxz-vJcAG5=%=>mPH=9H~b(TiSOixB}&*Mk_gu-n|fOwUQySv4c*<-Mkd|E7H
zi?${C6ka9H5#_FZ^W@7c{VI?(Vo2whC?lox!fLmSVk%5ho^Ed*UkU0*$^DD8WxkA7
zGYdLbGsux`IV9`%gQpIkX33oCSDw+{qI{V9?ax{>A63KsLrjP};@pJ^b3jQ@;)T9m
zp40N8OHEw#pT^Q+hcn%eXe;;wF<H+?MS@lHkZOiOk<C#ggj%Raoa5Z8oHTD-^Ony^
z9J+B~x5I|kcgz;Q)TW`k?GAQ)9xGqVQKgnDHT{*Ek4}T(IPdskMFc}N@?hlJSMUei
zW8>;pzGNr`C%5o*{h2GHoT~0CAxEl(Yj8u`B(222pGT0#2!xuKuvr&2%s~^FFV%wJ
zBUSt+Q{MB}F9~N`q_AxWWodcBTIxz9g*^DWhb!EC2UebZJjqc-!0(epz>d04amek!
zj$R{}o6(<&=`x?LvRs*Eb9_DCakQ8>Pbpg;g!M5TTGrS&-D$c*{1`Z-B8q&JKlx0Z
z9?PQ-NdH57hE$&LuM45Px2N=6QG?QI3-6A#2s|U=Zzad~t^4is%9eMEajxIU{Fc|x
zK^SY~`Zr<&Tm{EPZf;86WpWV`N$kwZlQvvjxomq2;v0yc#}2hg8BUeuXR^*+5G02{
z$RQGklZ_}xJR-<)%gM#>|I#8f>o8fD_31maa*&U|PQdvpsS&EdkDK}yf3?q}>4ApV
zgy{8Wv==^mpM(dE&@2AMD9P={TKA@ahXEoD!J&eAYxwhn*!QI-a=az>o%3D;Md8`M
zqc;8kb^61bmQkHhrLjE5H4vw$sb!0qmph}Rh}g<l`7#*|Dw7A|0vColV!Vsj&w1f1
zP%<QgLK-Re(_X$MLnN)fjyY3$ndw#d68a-=4vJy>31^35bobF*>M!c2AFMUv6z&wr
z)9=N_Mkth8Pi-11oF7PGT)jGeYq}K+=DtD8msJNeFeN2SknNm$KLj2l8&SIBT0G1I
z_r2buOiYZATAexTQ6ID{yg##y+p>-PIP--jGE%L6LqLn)9VIGfYf>!^BOj8W`$!b{
z<#IfbkozunMiM5wwTqiz+$L1ZiHe|wb|JSGiij4!6xq>tw!y7kHY8#WZ>p2G7qR2p
zU)&p;Nv(G~80FRj?gG_u=j!JQ-cvr8pD1ORy?O*@KO0e&&*zX6Ef|Xt=1Efz+UO<~
zJL{vA;!$%@C1@_Pj?aFl^cEsLm5G_tqxAMF#SMX?F7E23k4xtJZn)%e82LDxLlfTJ
zIut96d&o-t<v=g31{Hc5&;BhnFL?2HR|1^&QWv=*?HJdtI>zm2W=+z1%hLe(Mti2W
zGzu9W-KqOujxt&eZ_7wLd)@B#z22o=mfr1M7Ts+`o(OlKG+zsUtS+#7zm?bxY{zGf
zRm>+Z+cN47-O}PseWc-k+3cP%$RKf_@6($a;c38M;o|9D^{oasFjsVPaJ()OT}X%h
zLqY{g{YVV|m2eN%Z-QUt5F*Itl42uW{nPRg+nN*cm9@Ov;zVr1$Ms0Logj~+HA<p4
zu3DnV*d98884AhBkBp4$j|`*FvsET65lhj?T2x#<dP;w2o-@D3eLfdVAkCBO`8k_|
zX(3nGGJdxSI3q{lCW1p;^@F%#C&vzKxSgWjtTl2jn@z7EJ)+l}sp%FKsq11b?7-|o
zGR^9TKaY!6r3RhMJ2&6fgxz3-O#>$C{r9AY_PrGwL~#krDRN0m<>(_nFKS7nF*H3a
zp$p%~C$DV{4<uKJUjh;A)ce|lRa&3N@mX@<WXXKQlj>nPvK)%6w?)qCb=}t!BlF6$
zA-~wni(8y(#oaQ|N1QwmdiulI^A20@dzu%Crs6Ppmfb1$`P>~kpc7ZjVYufkBbNEN
zK$V2$vUOu#pOV1;9)`+JQ(}OUI>$rSpt|DFq5SgEn+^3y27l8hxh>jzx+w;^>RZh>
z2}2LLJiZd&Kyoo|mB4{t8TN4Jqn9i1A7<nmuCDk&C)1)C3>Hj8VuslGK9$H3#GJh!
z6eZ$0w~|<ziI0a1dTOxBeD@Jclfi1k@m@#{*0#mI=j!dJnZ4=Tm~bZ;nSUgs`9+W=
z$eI{Iv#i_pm`xz7dUNL~vPDfyN^@3I)Ff0}nW3-R>E^Laum5`5RN`l@j+<I_(Dc@x
zcIAMW2pr-68ZbocsiRj#2kc?mT*hmvsJOGwrQpcdzxBbi*<Nx?2*0jw{IaJMHqsG^
zGIl!uvbrp+t<^&!{G)wGwiRg|XtmW~`Z#{#M5;*I)$sFkJ0Z_{azMRrt75{PY!c7(
zEWKMV;TIE=KDL_R=j7R3>i*~X;5Tl&rl}s<WG(UMD5Ll_>w%3O1XzMp=l%)+G_Q!;
za+wvPj$kS_?S)M7OoDp37a{5GO7b2@NMIgj9`;FaFgtfv-jcM55~h6g>@zcLd4?bO
zsX7psJFN$+y8>z=YSQgJcLJT6AA!Zmkx}(GxOuJ@9au<@HLb1<If<Y|R;D^=pmo5L
z{CrWH*5tmS9i{DsE4{7_>|m(i1e3u6AggnDUV}jzwQil+De&ij<mt6q{A$ykmLqHf
zqY+T7bW|`nU_1UN+GuPoVRMvE{Y?=$_(7P!7D6+}5n<6+{qCe{Q-Y+>-;zXz$1n>Z
z=Q`Xc`y9fTmhQE;x3jr@wAa;r{RUM4Md@h(EQck+yw!;|@_BW;l=YXBckxwII|hue
zFR!8jfP2&;`vaXgQhmtWhpD`yGE~VSN&Z)o;+t)0?0%A>!|lS#_bVU;JLxG)OZ_+4
zATlfjOP)WcK6vopTYxJ6DsfFK(*#oRlu0kZ&C5i}BLK>G8BDA`x%VUU|IRyHO_Jv4
zNwY}%o~g+>LoC*0NR+^e%gGrs;4a7LI}wX)Bg;qt0R(!-I{+7g)osc>%r*Rf%sbRs
zY6Z^_N*V#&@nLIi;>VRf&E03|A2}rNzVPXP<^7*I1W&{2qD_`=8x!2VN;s47hC3Lr
z#bhri{+}TPNnx|mM172L7DkO!=rp>xR54NtTGHD9{>YQ@@$plE%yb`p*PUJ$uTZN+
z<_rB3cKFZ$NY*SzUTyFERI7%Fsl_GZ%bkd8c++DVIQ}tB28wpRuonJ;=#Ldig6&dE
zhycL&a?~Tv0)8Myl%pOz!22LRmM=<wn@FYtmU^#(`QXTuKg2w)nZ#~k%qmU&1*qxh
z^yW1s7{Gk2%luV>#&En)WJKCfuc^c?0sY2vZ+A!6_fJ7V?S1qB6|>@*|7s%f%+yHI
zAx8HD*`WXFCqq$D(NzPhp9XeCOY0UR!U|hUis`}}NyVQo*`2#e0{%FT>mLYT0s4is
z;53m*<madV3w^+xR#1*4eVIdax-N$J?9bwR?!?wf=84&tX`}z(_(p_V?K-6`%`AjX
z@0bMDq)RQhdRCca?Un>wJGC~~-G{**FAVrA{?I^}c4Ix>JBC(vn4(H!Ki`ox@V?+H
zC1GilAP#W-dLoduF9GQF)8dsOgJkb9W~6z6z42Q|bt7(8+EOMI1)tz;=>woeD33ID
z&JY@`&*^hDx1Mz1VD7*~o<+A-^m*N4p9Ei4@NY3Qyp$qC$V+k?(bINse=%zw;_n|D
zWsO=4|H;)gYBaluhb|Y{WZQtvk1*UmGMV(^VuER7MVRSPICU1N5;a1OJj%ogf;ql`
zznHeAISd`LlF)2`r|}H<q{k3gbFyY}G|5(0Ww8NWtOyX4XcOk2x_v8Tbi)rKG87)E
zLTv=t`v)Mrpwl-y@(Z<oSlpStI}PnyihE}^ZoXPn)Jl1G9v#9qv$!xm>9xBRWKx1`
zJ?C#Sg>jkD%ThSuR)KBy_Jx2s%Bd3R@iBV^00zVkgM)Hs4Z=8;IH2=_9exj@BcZCC
z{yOZuLc=U5zemQX!1Ho^EucKRTjyiZ>Qu8ca8!3Qx@~OuIDupoF6Xe8v$2B&i6Q(M
zE3J+Hbhx;0)1~C`#ahrevJTg3K<<L!p2Wr5K5JnVS5V(Ev>MX*#d=ozg;DERlg=4$
z6h{^Gm+74&X!3ikTmry$vr%O(CBg4O=)-=`@hp>9E$8XJn|j-VE3_JyQ?TQ5#P32c
zl0S6S&>Sa5xEiI>2g_3_ckL4jn|V}eUjcM+r!Yo4d^Kr}B71sjv2En|wPy>#=L%Ix
z@^rE0+wwUsA4*O@87Izvm}_P3)Ir-?bcny~=p`;7?pi7)J2ADV4}NkXc-(W6Ho8vu
z^9zzH2WI<>w`cO)r#jBbr^xYp>@^(Yd3>?6=T4meuopY~^=VO|H7T@sbfBj=P!;wd
zaCWhp%e(SJ;1^{}7}05e3%x+b4qPN(EIK|wIrmpmW`u_ORqWTT(9eb?qmQLN<YqNA
za<DH93ST)kG=9Vu84Jjg9~KV^`E-3U8mHfI@yVul_VR&zg3yz5g(@Vl&oV|S^*t!_
zp%IzvzkYLJW_t2PgL)4;yaj|p+pbYsRtCqXAk&Kx6c^m@sgF1)&DVa)FP3asT(2JW
z9~`WYyz!IXNDA}>3pm`Wt~n8F_WmRb?4C><Cd+$Wd@8V2s5gi);I1tH(tEAG#l~OB
z*^PYD<2T2koSY%1A*2B(V)&5lwm6-OmEM`>UmXS<LA3NQKNQ*A|3oHsPOB?@0cWd|
z+SZcib)nZ|pSF9MZ;lUndd0Kgq(yWCADWMrk;|(GlI=;K-B(Kj=MMXoNSwSqf3xzB
zL&dc7_Mb=Fj{bE^8B}ymvXKJ75sCYO4d(Z7>FN8D`3kfXg}Gf6dxe1~89*w2cj@jx
z-qj#SB*m#@_AjI`(Cd(+u0$G|wXI6Xt@^;nJa7HZ_Q44HwvSvp$1e04FK&LOaIxsW
zn<M(~Pt}2yG7i}uGoyX4b%}L6ejRTX5r&tLjlzxyXZ}b48|wBaDN3lw$4LcnwWviD
zHZ4sC{q?rF?Z>yvd&Rl1FqkUOTZj%c{h5<p_hel!D-j3<3v=O*#R^rQbcd>-Jdrbl
z3GUtta2Z7zqKSr{6e;SYy4O-nO1=zWCC`68hPaL`0@c&5bhak2vHnxjyCadae?R?6
zIT4QTr}Mtyz~0tXUVg%k`4H8L2k>>(!s$P6{QIJ`QMR`G5<*dr2Ut*ae}U*~38~sd
z6^Er3!My4Y=RD+0{^YmMz;I<!P(_m5$%lEMuz}=s{N>?ZV-uFl#~ZE$3n=zjj6~}U
zWgAvn!P)!CmhWIx<x!P;_g^44bRH2az?8awWIIP(+Yn&y*z0#}*2|Q3Tf-O82)cA6
zR9e|;2&5h;7a#9z`_6Or3x<%%3bPcFFDUR{wm~3OC>x@pyubl4oj_Ri7EV4%&N-fL
zd?{Y=BTS-DFVb1;%6nYd7YnAbzsA)giV%P~HaimGTP&Mtt869uwrC8hiU;-ar3Waf
z1;4{VFoh(2%GDwuL+IZxS;gF(Ykz3q&}QE=p>|iyN`Jo2X&`NxlxXrqkhIMn9Gdf;
zN8;k@_H}x$Za!!GO5|(#H^A&wH`<6#YHj)c6%Q?5Ab(WHFU1I$Vv<+omk8M}L5ND(
zo|RNS=#^0BS0;}0k6J~}(qO^eS3%<Yu;mK9V%hpA<Wfh<?>8KmYE4mp9L2);h@PMB
z(zBFIsJOEi5oHYNp>YHEH{<X8cXledcDSadSNo4{cLX`Y!O&i(y?wBGj(wr(+hZ_y
zS*%$emy<+ZK}m@$@*GE~&|A%OgH#Lm8r}`vcyE3BqOAk9zblxoZfV<Al~nxj^7T6l
zWAdA+5L)i?7T@%KwKOMZ9~K(%9b4Yp=i*dI!aW=%iwzX*2^nX!y&U1rtRzXd2V|EE
zeH#TCzVN95GwOJ5LBUYu1S@xg=yZWa7Oqp0c+?oO7<&n^5wQWi?=byt8r&HsakOB+
zFJipu8}YMZvK>(ie|~2^!ror`FcOF}s}+6|NIC#4*M~Xtd+4*)ou;OPuaA2Khth;9
zrA8rx<OgIo_iqk%&mK=BG$MZ5-=27^!Z0<%Q8^=<+TtZKy{U7-Z&Iv?k&q>OV=F_u
z0U26Wsx=r^Sd_t{p@40A|9!OM^W9d|qw&fXg9vo+jbn53>3m)>lTK^`&bA<6AioL1
z>h%bfjx7tF^72^3uUlqFejiM5KTHwC28cza=d<O`RC6xRF$F1#SJA~5pED;R^KZt&
z`uO$k_~K;vC=ORTgef}F-U|3;R)&t*X{r`*6JCIbeD89Tk4|U1m6xTgB3KH++<6{F
zYI)$jKUH#{c{g|^1dhmTdFVa&i~RTLRxdf(NhyL4WbLxXxOBkUS^Vm>sr$~_%f1ED
z6Hv<+T_zwc^Vg*pfYEsWA>Bn2YrZjfMo9XQufHv<U-Tt!lUNd;>##PckcU{6lh;lU
zIifhZI9R-4R3#XBHY4EnkY|#fO%IsvQ?F@hSNnaEXnW_mQL#Nt=l*^k>ISvJ8<r&Y
z%;D|mpvQ*K8h!SUr=D~Ba9y?nG$C5db65Pd3#3%&x@qEG>IV_}jUNUI_Z*2Y-pt>T
zAIzytdB~wfJ}cs!B)%^(xv?Y*CUC$Un1-Dt9IodAX;_X|_c!YG@XCSCE~ACTZ1u#w
ze6s?PB7}<Zd%a@^3ECZ-=<~yy`F=Ihhil#@oY6+1KBZJmoHqwHy$`wbUK-=VQOe0f
zz4zZz#kLqnKyW54w~X#e*%Qmba@!#|UgrhSVbKsX++Q(A{=i%dzXY*YHW5rUES3^z
zIat%gRtYyt7Cu{NceS>*9gPf|4T<DS&Zs|o;^l0qfzavlmJ_7Ib#--A)YO-?w2njF
z5eSo+z*Yq|pVLHqaR6I6IuQJ*TVqbQl+=E>6BaNYzUcVig*4rGFTk2e35UNRRX{L5
zr17G&@N(zT<<3kIu&Bmc&Xa;l%b&sO|AV-ePGRK&7@m$+%>Z17i0YwOuwsVu;#}*C
zl!il`v9L#JnOOWGe5Kv15_>vu_Kb5MD0i}s<g!-vw6zTlHAEsSgiNZkb#o$o_aMs1
z4GHZ&C0<?t)Czqh7XEC4*t3Nr0?u&P_Do8800vZTr9G>F^PsR5UcZPCmxkzxuAAqS
zh9S3vsLOom$pP1?PxmUY)tso-+>rW(1&qLS4LjZ4mPEO@3*HhoEs0srD<On?2-tb`
zARRz(VKH+{6k2^D*+(QuPa{%7h9Eyhz;A#6T_IsEJ*x11(KR+4{E9Yx(V?L<9GhzN
zIyzlQA`A8gSG~$gEgVy{Q=IeP=Cbs^=d8tlHZ({u{N?4_<)S3T@a^eNYR5=>XEhdB
z8AhCRa))m{uK+;Z;O8z=?XKzR>5kqjfqPs1iwiaMdy~6xb?N6XtwO)HHZP)GW>OG<
zZ?m|Ulw}Wp-`%Gmx(*3&Jo7G=nax5IP6^TbR~&b1WAP!|sy{f`(>5fA(Ub%v#+_9*
z1U&-VMZ`B*UQ9N<#`rb^Giarv(F>3ZSqxh{vz3ph<Dxo8OEiR}iv543K?RfJUq}R?
zjeZ+rXOXf$1th^ALslamlj4pyd}zm8Q=FGa)3Gl}h5{>1P%hp1l$mQ{VzSVj?msX-
zifK8C2eSdIBJo50Bw}JX!A&tRIhN`(Gjbbd-N!1g8%1(&G0GV=U=nXjxw>g9$REyb
zFl!fOIi4w2p;-)xFHmV+4w*YSiA+sR9b;zhp7AKHKoha2Io%-8jYM^d-y@h|+S?Ya
z3^LupD<IS(eIGWx_#$V*Sa0))1@4d|wU69KmU!IzRboxtF-`>K^#vh%(Oimk*;5M8
z4j&o{O7llQMH4IF)|pZwvAx%);XtC$Xi&9}Qt(I~3VJp%G8?NPP8-oUwY0R<jxo>t
zlML82Nc%i6jL6_jFsdplpMNuz?x5yGaj^+=5+XuE%ErcQzym~|mXzAF;i+4L*o54C
zD*HcfW(;T*$5>fIfsB$+9t6Q85ElTLzy-R@`-l-Kx&tq#p^2h?Xe2Xagf@4eyCu<!
z2>kO8PR=1vqAz2+`CLikAX@2_)G|aH|3%gs?j->Cm3lG>HyFhF0vLwSwl2rc9MxL|
zu9WuqhDgpxIQwLolny};z$(Z$EewT<T0#cqH?+3-X!DH)da)2jJogE;UTlSA(RL;P
zYj}is@+ss{=VPH!qcq3F8JvBBUR_PlQEj(9g{4NG-<5k?N(jAy=Ybq0(&$r5UV!ZB
z%$!1}NI$Py%=RP}qTI$NJ(oQwl>iPRJa?LJ+KPm@LHC<36l3r+w_;^Sl)pm)UwP!o
z_&!*jn}{405d7vp%_+zLU;PlQtX{spIc_&FcRqieSxx1Q$J%~>dx?sQ>Y}pplQ-k8
zkQ=iRjnVcRi?<yZ8v5yoQ7^<m9%-O#8iQaU0dDf*)vMHuH16qF+D{cXC(<T<riXql
z1>MDKD1_h9=c|w{q&zCkdrMqFZ_*>u#%rYsG#T1VAlSyQfq)4Cg(TCCkmE)I&a>CV
zyWn<gZELG$pK3-Gp```;)j{5W-*6-~|CSBS!(TcF;O(oC9N~$HY&i$j_loXM-tL9|
zLcf95-J#s~vjjnwNHy?uw?Ny2Md-nj3V_V8?yJ<))Gp8@6UG_^5;B2K0;yxXM~@t_
z7}Hxr`fi5HkiLMaC<tM3PD3Jt&D4KY*9Lv4P$8!E(j=2z2x<qqHL@aoM8V6VYr&lo
z|N8ao=KinVFo1H(lq(h*_sskjpH4}Zf=*z;aGGBR+A9zM3*7Bh4oS2V?CfX=Zk1&b
zMrrTeyEh_;v!48!ZX@~}3rQcO6JQLq*8Cx1SxZGwSnsu3<F=c87tB$Z=vvQgBO0X5
zB=3<snvvjS??L2^HMT5;Zi_dK_)MDCyaCo2j?8$%Af&}0Sd~R=b@k;?xT;a;vn6dO
zu<ClBB#e+h%gnA`trw_F)?O#m1EeK@LftJ`QIG6OD=ZIbqMah$*r|<@r@wb!kIYGA
z&$MIZpWd3v$#0JjMTy*ICVhv^7=m&L>p6@X3Y1$NN8CcIkiRnTF0^JkXG6P;EkMvA
zQRgK4k{bndtS3$>ots@R6~H}z{P^)|5>*ceG%xJ%Ix$Ska~PR^q}yT$%#9mK))(H)
zNDng`IbP8S`4e{(#VFR@i9p7kt}|<J+w#0>h8{gm?oMuUdAx?LHS|hhU=9HqC<Nmm
zbe`ffC1C73`#G$;{{8Qh!u~cal|00keKXKm4X#~p+)7bb!-VWrse*QbH2QXbZ__5y
zRix#mu$A!W0AJw_Bg-VYAB+poTgju>gooc7klpFZObK{Sue5zDY4;p76+ti~W_;EU
zE)?;ZbhNh*JQu{=q8x0Dz3JdGW%32u1x&Gy0PQ@XPoyg?HC5e6q_0U}w_;<A6%nSz
z#l>wzBVtf@AG0+|nty@(I4&oY?FrB0;!)d4sWa0rdANNc%{7CCJI-E?iE>w1_(GA*
zxBwj<Z>y>To@O;p((ct8>j#d6-^L@h8FF>-5`#8xJBO2$WPQp1#MvH(?j`k6k~@5&
zT}VE0s&MjJMd`Igprv2fhQOdb3uR%rTZ<eeu+g(UYfG-tzn<ZXN*N8MH;kmUmi4*8
z!<=@Sk+C5zPdy?mx}fLgb>A4YOm~c9Q9705X1oAyc=WD$fK3nfcT|=~z~&^s)VJu*
zvO6N?%tbu7qa!u0Kxgq9eXZYa(S4Fn{o|d+mCC+~LgE;F=XKo3S*)(2jukZXt90^g
za42AJXE?kFr))63ld^KLsp?1}je&HhMC=68E%0fs+L(Hjcp!Mj>=_q;a=Y+TO>_`O
zyk)x{nBbm+_9-R5aHT@>Yn9Kd(ix{fK!GE1Lh8%$smdOe1Uv@ShqrF62FWR-{vN^f
zT(_H*pVQa*^pn%kiA%1vEM5>16^8%)H1y1s5^jcWqfYQ8yZ**VE!MN&ziURtjXLpg
zJ+@+Z(?JblgdNdL*RNlXfdppvZ-yjoXp!`$<r=n|L?Xq2E$`0mVq_pf0B$yw6o&U)
zQa8H-B$n^849&m~vWHHTI_RB5x0V9n!S~J7bxO>`SA%2OO`F3r+jt~JTks6R`v0Kd
zIwcOK6J_O=XaBEzIv-C;1r{mS*|XHZued*q1|wH+W+p$Zh_!wpje{kyr48+-xuo1q
z5(XR-(z5UDw$IAML)aM&riO}CtBICFL+9hicfeT9%`J#@8C!$~r)Q+37+@qBl>12G
z@%T8=<8o|BOC!D8&}0Ct3s#^-UxS{jH*QcD@p1>(B6p`(2m(525@{6`9I%>LVU$Nc
zBCZ0|A?S|A1OZBxEq*I9Gw)G`&#cg?;?c&5mo-RhYt$k73kzh5TQlbze|;o}KsS@P
z<w4+BEI`{@F*ELavJf&?zW*EyOQ}BFyUQtiTw-F!Fc{3#xLM#1gEM~d@G@LN4N}Ml
z*!jQz1k3T?ym9zzq~QqiCXhB&fBo41$A6ZM-J?`DD7J}`&M$;^<7C%WG?X!y%^&?Q
DVMzbJ

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/crow_synthesised.csv b/modelling/data/abingdon-all/resident/crow_synthesised.csv
new file mode 100644
index 0000000..9fc0136
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/crow_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,170,0.9934873,176.39914817169347
+2,147,1.0000354,177.56179943270413
+3,162,0.9041116,160.52999982198753
+4,147,0.8051619999999999,142.96095273710802
+5,142,0.7762268,137.82334842935535
+6,113,0.770767,136.85393083419552
+7,127,0.6481719,115.0864948437973
+8,105,0.5035752,89.41255345729148
+9,121,0.5741639000000001,101.94596636608985
+10,129,0.645168,114.55313583539028
+11,137,0.6843483,121.5098141392915
+12,142,0.7922852,140.6746058948512
diff --git a/modelling/data/abingdon-all/resident/crow_synthesised.png b/modelling/data/abingdon-all/resident/crow_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..bda31559fe855c93b4e91b4e146e48c8ab63f2c5
GIT binary patch
literal 79712
zcmdS>WmMGb8$SvIf=Y>^q*BsD4=p7s-7SqWfHcxIfT*Z|bhmWJ(2b(NP(vdP4xQ4{
z=N|XozyGtIv(|Za-ke!$?^&ob-@5PX`qafIbyYcH0%`&*EG%LL`DdC~Sa`BnSUB4^
zuY*5%S<q_--X6KiJa^S{v~=}&;cS7W^1{{0&e7G*`X#-)g|mybqXR!TA1}8EC;cl|
zS0|T8JUsUQ`xo4f&Q?5M4c+>|x8OU;>$_lKQIKN(!?sEv(!|2X!cur9t?ikzIfLh^
z-8p{!xA69Dd3mStdF~vM81h$yxZ|2UWEr!UhKftJ1@vx^y1Ne)4TJBoZEu$<MATWe
zuJkTD2q9UR7?6`^K50tMJF_#Xsr8KvtXBOZtFDh|KK}2u`7x{h{^Mu=y|hOtDVZPs
z_iAi!W4rU;Yl7yw?5F=e*R{>dtN7oCp1FT`qw(Ko9wNkuLP`JoP~^-DvzY%r^l|gn
zwXFYr2<Gws!9$Tngi!E&`}$Sdeoumo_^9#lXOmaug2YR%N3N?GlV^i+bYH0xD#LTa
z7rk;&#h>fTR9vK_?%auNb{6uu2JQo=jIXb_Wna?!(IP$c?}hf8goJO4ia5ICxI#YA
z`BA>TPW+@ZjHYi!8F8)Aed}9U>t*oO<r#@ynTgEHmk)7paBfple!NahonhSQzB*mc
z57ExYQu=~-OD^oer|wve<VI1L)p&YNgU1eSu5w~#3mv~DkuMzn0!2zn%Ii2QUTj!<
z>+EPtOUi2L6rzt{3JeS!LH%TS8kC_J3t4u6+_^J>|MxLt6`QuwX32iml*Ur2c==<5
z=QXQZnszcS0WJJMqc@TNhM%9`rZB|mQR*%8&afXN1zN<NOmCF~*-0NqY-k1I^IP_|
zeZ0fS>$0pILiHa1E=zt{6xS=IH-o`s9GSW$2EUJwKa}_kY^a^epDLb)4qeNd^m%&u
zD#F-oWO!KXFqO-&(vmpM|I*8-)o;eBx35p7`N*)=VPUy1`DfkhtW(Aw7nH;YI{)**
z;w`XX&)NzOo;`ydlXDro>!kHjz8EqsH4;5PnsTgjS-Az)rZ)N7r@O4$x#5+SmEF$P
zqlIKoo<7}bnaiJ7NfV#A9pnA$6KgsA%-xN+`;g5Pl`a)N=YK^r)9CRbI{NO1jGMh_
z5{4Hq7MJ2pYfdix{&(JcxiTT-K~mo)GOdSm3v3kwGo!4}+exJ6_m+Cr8yb9$OHUaW
z<G2iYy$@a;R=QuFpDa5-F*n%~?2$<0=!`sAFbgYdmfywc&+-@7z(a^#NSUm*Eeenx
zFEt))^l(g(@F9PDgQP?1>fF4>J=)%KLnTQ-0nYO#kBmbXCMuU3-_0^^XJnK@WuQ<K
zJWfYO&W@y)-X9s!)(LtsTByTj(&QQBVq|2bjijEK_1@rWIv7%VaQopy2x%{7t2Z9C
zUR{t>R8-hJnu}sqLg31LR?sa-;b97BaNnAIKz9Znw#_>1WN&E{-E%NRVdBZqF7U0F
z$yO&9F;-$oVPayk?x%^a0@uI(Cr!c!(Og!Q=Q!5_+0fb6%Y24^sI;mkb&+jTH{<vs
zF*}>dcfU{g)mU+2(l&dih4gLYUgXZ%!CEwWL&9S_<;8A9iD9i}y>ad@#VbLF>E{=k
zo7>xAg*rvQ*7DLjD$F~beK&2#OAFW&qO6(9R89{H^3pV=*Uupz#}CI%{R_^Ne6ndv
zVoW2(M@kHZeJ>8jA;a9Y-`d+pH|~W?UH*Zij(`8=^-Yh8%ABOPKi})&acN42og=*@
zB_%%w2SXpkukAP+<;wLO?v3i1etFRzwEie&cYUPb?&bMDiZh&bylyv;Pm@u7gJ;4y
zNtXxBDs6&(4L_Q&BEE>Au})X6j9rOZn;JUKQHs|!hv?5tM4BN&l{UsoM$euG^6jO?
zPX<8+eb<I^ybOF5E;GOhwC1~H)9iU_T0YHvMncK^_|Q!?BuIg!p=rFixp~y}<q2c2
zZCP_Jbj|sp{(H?28YY!TlHN<PdLyoj=iU(;Ji;M7*5jXi$(&P>B3;$Y=7Tv(6tR4-
zrfcWm$El~A(Z{hVtm$9Rj(3D7XuX=wj2%ym^Hp%X_Y$wxi^>YAu1%g9cQnAyj{cmi
zq>rvxSq_nOR7011(8ocqrIsvrnG<a;my;c-{Up0s=9K998Y@ueNlW7O9obyYTk<nM
z-(0&vZj-ydQPx`8p|w8J?ZfG!F2H}H&;E5drIgF-!AVMNr>m=L@7|@j(>zuX30)Xi
z<OSpG<Ij_Y?6sTqkg9#ken&`j4@ydFQG%;hNvNoo1*z;OiQH-rBJR;izkMeXZxHm8
ziGq#svW*8cG;Vunr^T+w`UW*^?U??~PPv&CP<Q*Brrr}$jJ%#8=QesJf|{B#Tv=Fn
zQC9*(Mq#eb!fO-kqIJa>wihBOBvN5ZOhkk->@y|b!=8(m=H_l+zkUsJfpO>-KMy*q
zwi#9QSm{sYJhq=}X>PdKs+}9FwjP#+?`&?`dCsaN3$4X*>Su;EHZ-g|%(bN2&-oq<
z%B?p+bP88BwY2!BYy2*}Q_ITAzDRI$bA!gu)7~O}RIFdAELnOG`?^)$R59JA%w;fB
zCTI#q<h&tmI{ps-F7%*2FE8(l@g&Pdyy2HGUxLn>k7s=vny97xni?EGQwt&vS}Q;)
zDcny3>y4<BL#Hr1%>Q`C1DtnCsA;s(-PWs1AMmNu^`eHhw#V(FP+dfseP5Cwe+tLN
zm(<$VXxVo29v_)fv8@_}MbCPvNwW>&f`Z3nWEAX`r^&$-JZWF%Og$Iga~_9;hK>l@
z{p4-GSWFV|Gg*7PIm<ZI+7T5U?FKqe-|wcOTf)M%M4ifsVjd1b`-?tk)XlZ<*2~kL
zMfiA$Vf;eN(1-2q?e#OLMfYm1T6!AVg<|Z`%9mI%-GU|Ec+x82sQIAzNVH(9%%s_X
zf{v~XY?0)J3+r=zhMmf0pJPj}b1HsIm{?G*WEQ`_E~RO*=#1LNe((4+sIJA5A)gPo
zXAD<%b{s|IT7>-^ySD1R{3^Wmmx<E946$}xJltsng=G2Xk)Z9^DrlQT7q5J2kX8lf
zL{ORgW#{MXbw0-q?Qp4+#k<CSRHlaLj?er}AC}yDP>Sf|m28D*==phcMHC8Z-zxp~
z`ud9hayq|r@_G9F_Dmy{Lp16ky27O1*&^;pr_987hGj?U;X?#B2KPkHBuV+VEKty#
zScuo29&OqFSrTDqM=tVY?1dzp?^WB5bGs$u7BUTJRJ@dNYxIqM{JEk(Rjg<#Nx(XD
zs>1vOLtSh{M1~mrv}zmdsWJG;QoQ~ozw4^HTPrAo>!APTg?#*|-iiM8YlO$i*~r0v
z56N0deA;CjsS-#y$#cB0umCY*lP2KeJsDP$vY6tT<O!nl`|~0Q{egr|2p7&o>2dz&
zHJLVPJh$;sGiU}u8C{@mL#OplyXsJvmuHSoTkYmrjPbfc-{N`Uhe~#BM9rs=YsZ@o
zl^Hi$)@{u;`#>Hul=Wz1v9gl-j^dc_8SFpt^NPoML+&ad)A3}ZsMmfNCu@jxsXKPK
z<ax!D_=JRf2Qja`Y=TnT@!+P8Ugx_+Lboov_Qfy%pd0S8s#2D^;5*yCL4a~=QSa~S
zT2%^K&-&3Vnn(F&k)c@;LJE(c5!R?CLYdp)%xqZ~FJ6KI8g!PEot?j%EaBrGXZBk4
z&7i2uaz2_g<{WI-5jvH3M(MQ<Geca4HOd!XAM#V_)w?fx`)`!gjtFubN2;9Go3{D|
zJ&tXX3N@~GmZ2FB6q{TLX}XS|5XWOG*?z`QM!R_0V{fKC$(nv+I9G+=cdTo}VX~^A
zq1kz<yCL4xPyh4quOA_!f^2Zcaa&L_Mnp*@4%8#B%jV2|Afn1NthUh!lFIB#=-F4K
zH{BL?-~1^qVdap11&~3|YhnU|A^WKsP_)2~b_Jh?8cii$Wtg3x@1;ez3`<%qt;C-X
zD&njgIMrrc%S!jZtY2u63#T1jig&lS-f=uJPs81R-xR;Zuiu4o-a1M1{DnVrvcE!{
z&a+25E@`?*@@5jnuqBawA^yC@w;p-ia5U?)RXvU{qB}XE0vJ5*4F<9!40l?uS{C9H
zHxa|igE*XsR0*FkuvP)MgNQ^W;^Hx1Q|w1RSR4ubK>E9f>m=v-HlzOIy`D<;J*DJ0
zeb@Om>}YAaiN*NKP4TPq{q+=p2$GwOCyOQe6Zx&6(_;l%tZwHs9&>$1yUZKvXEI|y
zzkj+r`g)Cjt+Cf(x-OC-S)i;nX8G97TE7r%)e$l#B$GhDauj_y?oH;dV}QY^0=*_8
z=WC}O=iA<}IK~G=ll!8S2}2dh6UmDOSfp=q@oP+;WV{&+qY*1KduBQ3cUID1JWJBy
z?|B=b!wQDqxp?;c(E-_UsaC%J$lr13t7HGGyq=IvoGhM}Kbem%r(IA>rxlBbin3+X
zYB+BvA_FQ4utJYgCg3d(M4g$QS{iAX`q$%!T6$b`SrzQMBzOBwm%n(s;C^DnQP{S6
zA)leK&6-}hccWlh5<Fj1XhwBguJ5vi<pW+i32)aL6pz1lSIQ`4u~Mqh4?fVAfAm4@
z#E9?E55=`LIdn-GoBGIYoiebg<BghDnT{oK!s)p$Xz$Pm{_6#KME(z=%MLfjQBIA$
z?gN3R0OP`+n*&C*Ikq)bOFXAkQa2rC5SUBbo-jfhJ86|TTA+0U^s@Cc&<ri>RMx$N
z?+ZIDHgFjbKP?bubE8&?^!C&Y(J1<49XwL70a!>4Dr-~)Q+SXKX)epX8m2jxW{2ye
z#GN_0GaaAr>loJv&w4UWb;cVwJt41(@=l~K2|qpD$UEicFQ{OHr<$I?jVGTgeC|(3
zpuBgFO3tefYWZs@N2!olGi2|}2U<<Hy=>a~FHb)x&tCnYFx57V=P@m{k+m!>6ZP0O
zdMeSh*>%WX&CMTekTOK_3s53Y^_}M9v_j&9#1Z__Ne(w}72_RHp0y6eRlGo{(@|0M
zx&Rc$C*xR8wW>3^A-tYhP+&<AY1PG#5_g$9e!F|7^AZ(8&egrUpJUSO9fYEAG4iix
zIApZgZRiCx)Y3B?i6f5Lea>Mc`!NPpcy7ex_X?EQ(G2N$H%MqX2Rh?kn>Kk?yqI3%
z=i#T~*>d6CN5%G5OR9_p!9l0j>C=9_*mWoR&~TX4W^dYW%PPCcRJnO>Uy&9KijR<2
zve8{cMrMTfn5wF(et%@T3ztEa`W(;ma{6}rNtD7#qJ<qODM2WewT&#f@WP~tM91-M
zwP(-9-eWdp<`a6t(diwb6Xt%;uVJ7x7nUJzhMwb`fxTMz{>yglWEnYclxafc6w`b@
z-XrD63^~<BcYLFpTy>UBx5LQG2XP)HPO*l>ci{+6RIBN}pdfud;1?O!IqIi?Qt@Aw
z^D~V<f64Wg3m;K!H$e*aShGPBlhm8Hy|BTw{S_1%0A+RT$N0CAPZSKw)hC(WB$)bN
z2=>4MBP}!u=j4X^9BmTSzJK>_9<&0RFLYXO*grR=ZFW5|d&m=_xOC`MwbFGij^K@O
zzvvD$o-kIj=#G&F7%*<b*vB9FoS0hRCIDJpq~iUA`Zwjt4I^b<GL<t)$EA?#^7~13
z{o>ktROv&Ez|vVhGOcs^IzadS(9d%KAl=252`*kHLhMhV3xYC(V?0ThyFJ?+lF5{Q
z1JM=5`G?V*725#)J_c|*V!~B2CiLrgyg~%y4xAx9-8sFfX=RZ_Z}Qt)yxm!DWm0kB
zLpkgUj~$ctjY#^_i&I50seK<g@@pd<TBn+qZLA?Y$U3FpT9PZ(X8C47#pr6_!)PAv
zJt9g1jlF7Gp>NqIERwpre@_fLMC*8e_Q#JM{k{~>jlZr87+OgSN1`LCJS9MH$k>MJ
z$I38Rwt>A!BbTJ4Nou@thG3(qfQp5l<t=(eEE$szum=k2KeW%7c$2iwLeI2qv&3@`
zB44K`W?IxP>G_$&!=x1Gl>_njl&Xqva#NK=X|Qs5_n0Rd<UFcnx~~~%kI>u$wO8k{
zmM%JOG<zxDZ;b+Zt1qRV6+3Aq%|{iUF6zWwlt+jktmq^lW^lXro|nTeec6^DDoa9c
zd4=!Rqwd3~;X|fz!{rTQliGvygGksY24a0S1;`Vy*Hxm4oO%ZAc0i&FH_#}lEA4Qe
z@dB8G)ZvI06%K2n>D#8#l*ux@3#QuzgE)fkFZ?_)+{D=hPBto-U^sNVC(2pob#Z#Q
zPVz9So=w^Sf4Mu?;wd@odi~L~7mWw{jFMlj)kcbOiF#-@p5$R(y3XWA-0MMTh|79W
z?*$V-YgOksLbm$2f?Qy<#iq80?oO4I880Y>U61~GEJ{#H!968^2O1Hl$MD#B%^by8
zf?^3$yJ*uIrrWz?hK>bxvL_ZgI6|1VKrjzWJIzxOy8^V5NQ=g05~i5Vo}2r?lH##A
z;GqoreVz^Vutf#40q{(mB9f1gx&ZFo%Q<i2=JHWOd}89)Lik$vGTn6owQ`*g)L1)c
zLMk1pYh-6K)FPOnjU6s#-Vw^V5=Jekh=<4YRwvhi@WgMb#(v$0%gM$*REe|8bz<5`
ziBT@B_c!H`f1YaUx2ub}tAe)lrj_h>-@qQs$1#Oki1W<)?yI;FE2oL;t1QH41jC5B
z&y;c4G;zL(3}iQ7M^5)_oqZ);Tsp0k0YZ$<#0KeNvLw8LAXIU{AXiI?9dDva*-D9u
zUy0$XEQ9{$q`>iw$mDdL6J~#bNGW;h8<N#!6L_-KWl>0j+x{{14>L16F{0lD7jk<5
z;Ty+ooK$osFO&x(vUd9&S~(TEbno`CL-ZLSK+q{=0eqN3TptjgG+O=Ohaq*i%}iO!
zS)<844#B?Cg$C7yFS?t_1!8(@0Pamnad4QHME>rvWr;obe5B;$a9YV`8sE{=ql72T
zeB1r>z?$q{bcKtDhcGOPT);Y9msLH`H&LNRd#(k}5BqFm3J7DNkS)x}a96t21K+Ia
zY`YP{_#FBpr==KI5F<g2j{Iqg2uQ%y&M7Tw63%%Rq${P}P0>Zi1#JyFubLClD&?Ic
zA@ROQ3^~#-w&+ZL=wH{xfp5oSSktQ>B#n5(KYkKJzxy`EqHC*eML=clPt9~M78@j0
z%tOeRXD9MocC!N&A^!K-vNGjEt>s5qQG5_=t*yF|uGn-cO^)ZZtS<AQH5Zd$R8ClJ
zHu;yDfe_`AzCNClC@L1h?T_&$-t1HR$|_lXzJ@^RLl{4nWyBUrOe(o}$=!Njo9O?9
zaJ59g^16&PA!+wZdQBI#mTsO5($MInkVNaP=(ev7ZX0_CMo=03(^bEVM6WNQnV!ZI
zkp-nuTO5Kf-;+P%ktgMh+js&KHr6(Lr-0)U)t5VZpR3nSqr?IB!lGA!r9vq7Il`GR
z@cc!#PLXb5I@7$yZF3g??-7ry+_&yarMWA2FuB0n&k8hif)_~GG23`x1NES)*ddWN
z)mYsQh*DmDMo5Cuz>+9I+hAW7D~bp~6DKyQ9b)wBx$+lJYgVk?vYCr?w$0hIO^R!N
zM&ib~+<)AUs`5del54I@+qlkwyElp$#mRuaeLUN!dHKZe7FB#7UqAIslb1`-84ybk
z|7ymY0D1dnBGMNrtP_uthI#Bsf1Vu-s}Z;29<B~DPPte_-qH$Z{;G%n?IyY*b}z(8
zwe==-8I#?4NDcXFl#cUf{$b_FP!;@BiI0~TXGLZoVcLpLiaq5qv4tvlUKZZ<LV~*&
z$8)WY9lFc!rK%(i5U@|kwrX7I>@qrS6H`6a3Hc6mY`ji_g`G2jr*$^mfVi7QB`HB%
z4iRSY-Wh*Pp02yvvsEUZHfE%qENaQ<d6mp3SOs56wv0nrPD+PzAbhfLx}K);-00d~
z{g;v^?%~RvV?O~uVp7kz4S_sVJi0UdzNG11A$^&Y%d4N|Ul{(pg79lVx0gr^PwGpn
zGg=Fh3il?s((OfOOrz6}gT!l(L`Cc;1<15f%7Grv$r0~=aP|S!t7O(ZN`q@+^Y~1Z
zJ~6?7+`~j3ON%3tQL5;3kK-#QEhEB+<aG}FNao$IH|P?2ua5?1Xa+v*hTPm*d2r{B
zJ{?Bzy?JDEwOKpor`1}eKrD*98Aa{f(c0F1&sslKA1ci3Nk6>0j7m@6>h7LAP|`nf
zN2N&wnT|0lEk(-FYG9M;XDq#^FzNaol7V|?DP9!+&#RDI_=!nkfVZ}f*rP|?mwXZ@
z*<sjJ_%&TGZ&Q1ff<0BpDO>O%X(sal0B}@3hwC{lfI^^%1x2eLrRMqqVFSX(dcii~
zrAgf;(x{kwsYtJxYt(XaG^G!v%W+6<x}{%l0?n-|<~Ui>UH2vb9!Tp2H-;LU*k~&@
ze$Fdb6l0z`C@O2wJQKx3@kiS#`C-SKMRT?=qf0Md@|0=hnyMx6O5@p92ZRV&OvS9E
z`<uW=*F$F=2Xk&Pzj@B*INM}LapJ8W^@)Qj(fLB&=?QcoltMN7xa1uBDKsEw<UL=(
z#tBA4BjQ0LZjow7McvS})m{{O`W#1CbMi?V>d*d@z{EYtF~nJD8Fu0}m$b?WL_cV2
zvRZ3}YMdeVxGaTn!j9CFkA)cvhE0PX+`SSK=LXsN1aurj<LI=sw65^LmdoHIU)3%;
z+;_evJu4++eg(sv>0~D-=h4TZacdmm9QuKiR$=GTilr1(H%{#Ow<~3OT;r08JJPr6
z4`+RL3OXZgl}tL1wx)<{kyfz}qHWcoN^@Q-H1`AwMmeN*oKF+u?|ShlCKA-Q`qC<3
zX_eZeQL0`ffb=8o0Y)a^>#!8-D@0f@O7q}Bu??1OI8VBY0dEx$!6vSoR=4GmKknn^
zEu7&d+_B&;14feWGdVynL7^I31Fi<g9pQG}CePQYjg3A*<}(d$!|#KFk~S*{DYz;7
z4eOk~VDvlq&em4R{=tF3^zz0=(Nv|CTFr569}wyE5HN+*qN1XO1m9Mm<8h*rfi&W?
zoCuhuX<Fs8Po$6J<T{BufrON_&;t07UT0@GUHV3m8PL6{Xe)t;aNLZlv7d4UYHa`S
z)ARFlS6W(HDq1BIIm;ovA*)Hzq4>SiMV~b^Q1OAR<JVi()Wp5UgLYYR>+%%ED1?Ad
z$$0?!VI<|RtQ@*dp*8*{Bt$6)jg5`n0JMe0Kb}CE{44RnkG5x$(I>GG9nF=#1U^uq
zWJ4*x^hcH@_9gOn{x%w#1;Rl=r|;^Q4@4_=lT}D3Rn;n&#q-`$<HlUu(Zbk;2Wu|%
zlE5E{`x0KLSLU#HNHy14=MTFt=580a(z7j*Ni#0wb=hlw^VY2~pnbr+dY5|Q?@Q8E
zT}B<hO-?opI`cnW%hTU(1O^k)3KIQlC+k1?tw@qPbVJR@RDN!8X%gA9qM<sz29#T9
z=o?=@Tk{8$l=+5@?)Ek5WTM8&d$W8ky4hFNyDskTV|{57Vx8`AK)k574Zl3WbGr<{
zzUF**{&Ii0Z`~@&J*=v;PQ_Uwnffj|ol6uhxjf=$ze#(b*9qK-eA|&f22p%b={g<h
zsY7`H4<Qe$V<#}`nt0m5=UvngAd*F>$j$T1vmL70YkT@hiRZop{a$N1@p}`Dpoiio
z@Bze)n{W5b-pvMy6-7jcRE)MBiE7>houG&)8wies0OvJ0rYpE7!R{z58|?o2p%WJ&
zo~w)(*Q;GZo+RrKEn~`r)<QsXE(<shm=Z0Zg6arqW-$e*88n)`O><ZsVb4^VXHabe
z(Nf&z2~q00*GeLFu5J-vov1|e1ThqPMxSS=@fl{M(2=iP5W^{o^ot^5MUKSU-A8_m
zwWHNPe8j)TVK05(y7eIEpr9DH)&I)x=|w}Pud(L0$GR(Vn~cbq7|!OdE_t05bwt*p
zoBY&XlnhfigO*ATZGMxkK9hn;p0Zf1UsR|FQY5aIL;nw>i!97CY7i)?wGRzl6*|<R
zub6GsOhT0TVmaGW$U~7NiOZ0QI6`txb^Yl*lSm>Rq-V^d?5Goti*!-6^7>7sjw~39
z60xkPDWZ!h+8`IAw44i5T#kc1QF2f6HIc8W{qADXP*bHg$xPUwfPYg<YoA$5Mbfb&
zoUW|Y6sZ_<{5HlVf_(vc38gX8ZAK|W)t4rtdR4sqdp2$o5q$@?MKPjp-_R71foWbN
z`H|hfhEHXoVmYeizJ9dgo&&snkIJ%n+;?V66sfw<NVMW|>1NN$_J!m%X0+C+ie%5C
zRd5sQV)F|d17CNTdqD9zxBl>6BD;Nrt!j%u`m^weeVhnOM|N&4>{$=0ND_XUe_Ui_
z81<D4&Aiixk~~vRjZR10pgs|WNck`ED_B}}t-Ot?iAXQmtAj>AP3CqCe%-82#gBHr
zNsZ>z9HU@<h;X<?N+amOi1DNI&5%`o_)I<8E(KE069{?!8rJ%Z7+Vg2UwUMIOh!IT
zjBGhm>91iu7W|LHecxq!TC_d58_}irg1h1GU%^U5V$;AkcFD@a)%4%%+fXPHKPez&
z7qrjG<@o!x7T-hv+T-^bLK=XbY0QN)3XDBa0zOIq{qsya43GKmwRwyG|7D*&rEdnS
zp%rK{j4UkIF|MJ<-_rvBi=3&0p9vXMy?O)CAlV;te)ACmd36DHcKjL$Gqa36OjLv=
z?t}SDFYxvr{Q~p$?@#|fZ+39ymoHyBZBN%f@v^fFHNfW5I`~;(UM>Ta==Gx3*4Fyu
zC)WSxlmAcOvko}ytMI;mZr9&L!T(>HpkktJwFQ3m8z@N`YUz?}rY+(R9y}O{iw52h
z8kn=PfQ~IJFJD(vQxkYKfCUhioVK=h&9Py#x8P*0WBAJ-!38BxKiql_svScU<bR<B
z$W0+b^MhzL$*+LSxWF%gdii_cDG387Cs8bio-9B+cj)NCL5o2HbwpNP{^Mzj=k716
zZDEV<d!aO9<o*5qt3x><1o@W$Qm$WOtT%$H|C55SsF(;H1lNXsOCs3@Bq%3z2QgWB
zFLKJUwInc;r}==iKTRS8bg9B(6bKk(f~O(kcP;|pX3T;lh8o^?Z2Cg$(-X(_yw-sR
zm{f0one`2YQo~bTs`zi=eC$H}v@_GjNsU^YDAMDJ;Wj>PSy3|6lII;oB9Tr;&}VbN
z{yn_-EB0FfPg7n&;VU6eQwB~&Qj(zUFL35^&d!KOAO81+oFRRxIjEvDix>hVj$rQS
z9pYQJ`khN30J@t}C<W14|2Gfftduug&^Mctn``+;ak-PPLVOI$a;yINRbD<HZ&EJs
z?Gr>@atl>XfjUNwkY#-M@Hco?g*$SesV!E46SKX5vCGeZ+-SA-lYk7;HaABH+=(X`
z$t33AW3Y)q8FvAUvDuyb{{5Nzy$s8j1Zxxsq6c?-%vH>Pt*;Z%(b2{Fz7jW|GNPnZ
z*#~ZBQS7Gw`L5jgZYSL<pxhhyt^s8Awy{xcxj!`o=*85JR0)IQ*fel}hs`2Z>wB_y
zlY~U?>mcY#6hA!wd3uqt*JYNDl}{vMhV-Azzk~itcus3e9Su%_tnKrsPtrev$@*s9
zugeb0(+u?`3!4vQNZaUm>ANZn=c&<=u?dpX(3G@zdwW|>)f=>FUrxr~2gpd!>wLQ2
zCEutXL4cTii0o$W`3CM8xRQ3h3eE>4n74m_5?_9B_oP_^2M-vDHb-C1OV?IkRrUlf
zvYT=C(ujX?#aum?c~nwT@Xw#m$>yR^VkhPiu<+&OL$Wbjb2EXyh4v4FS#l(!gB*IL
z&wzk8LXXkyfFiFWJq(s}7KmcJhu;2M$ezJkfBpKUy(NJkjJRj`sH7kA_Iuo0u=$HE
zl!5I^obD*>IIErR1GI2*mg}<EOw7y$KcY%aTT6A*9EY+$tv@g|HElYYw1q$~PB+TX
zz^MD4DHAecKRY|SUi7S?lJSjB<dn3e`{who#O%FmLva(Q8<n#ETsG!<zwMU)ciG@4
ztr7Ew(x1!AdC4fbOqxVeQcsG!Eu$2a;@<yrO2DoR8yHYOY#yO*o(oidpNMZe@n!KL
z!evD@MbzcGPN6m*$T9%!Tn#>hun1X57?Hm1u`?@(`<TDc`>^oT0C3zVHlqKOLVYpx
z=n9tvI^^T3G?jlpmH%bpHL2I1aS})?gk;3HrPV*fqHVqoUb}G%R*wP|LAwtZKiHWX
z_kV@d;)R)j{Q~pr^%3@HLT2QFHv=I(RdiDJll2J8TpEnf{v!1LfB*W91Qxh|RSq-M
z07lv<o`Y^0`tBX>(;EsigCOHjxRZ0MfUiIb;&#jL^2ADz#*}e*PwH%wUxz}rpW%Ns
ztLJ6qn?WF~V5&tB7ayMnjj$xk%1sXs59MSb6+EaFD($n)XyF2qHT^qdxOgClm7u#K
z84HhA#deya7erz2Ps>_P74bAN?x6V5PxEy@;`>71!K&c19%9liGnwHmOaG@9bm@Zi
zdV>yra0e8MAW~+<w)Xa?C3m4Ozu(;aS<$`-$Hbq=-ReDeUq;rBC)v+7=^svkWA)A4
z%Y0&0sWgKO_5+Kr+j;s=LP}O-z%sB=cR^sING1+gfFyMd4Vki^saNM(r8+{XvLrqE
zqwO^D{S*USfh)Y8;H%zxIA*vyQEBz1S@Pe@_bCT<HW9Uee90LD$8)8ZQF(c+swpC0
zqLN|J6G>4i-+vT+WaF_D;)VE6bZwXlQwuwU0(*Grq&_>0&Gu82%Ew!HN2n(i{K*Ru
zl-E2@aAK!$RD!O}VlO+;{C!Mh0p<C)oRcn8joj1Hu1}y%Gbw|Gg><LFMFE<U4&<Yq
zpltmB%^(buX#pk1h9xf~BxK<T_zDFXYe0<BDQI+TIqAT}lQzJU(s<bYHe1AOW~%M$
z$zvN*qtA|Ft@uCB@di9^4!|GI|LQOOo4Z3i*;QaqC_klqa%3!{8O+^oZ-{zl-Yu1P
zXSxcf<Cq|@G30KqO5X5`k$jCpfi&f;tNFJih?L<Pd&6^3zzff37Ln0|Wu{U(kHSB8
zmD+}qYS0E|x&Zw#A6G^t3VmjY<8ro+V*Ps?iwJ|m5?byPx|<?N?~Qit;x+OV?JxSe
zfPzh<nkN1Uqy&C}5JJyU6R@bv4ps*t5s=|E72x@ECjl)kcfRLWk7n`#SXlb~(VY>A
z*`!XyL`2%QQQG<H*v1X6UjdLd+dIc2B+t;wQ!P9Kv7)WW#}0OOc42O6E2#9cz&en-
z`F(i!11L13_JB|I9##7R=D(iu8r@+bl9rMZn(lY1z{PD`{G3mRpj;zMHUY@14Sg{{
z>nuP74mnuAjbZz<kCLi{J3KV}-o_T$9IZU4H0A73nsRK_A=CAD{dVms<mM}<qKHKu
zzpbNrh3&sC0uW)DAnDj0!SHlM4@s+{qSEJ-T+9sh{o~~6<AeUhnidcrA77{hkwzBj
zm061DjS*5ka?MZr#zV+)yf!RXBH{e!_lxS9k9=OVUbA1{-Y^Fk0dku?1lsxiyV<vQ
z_^UrF7=QgzW{vZ`JXxU>vP&?SdN#&dpjVdG?H!AkVQ~@dveKW}l&*WJHklu}vN~3B
z-^6>3IYkm~&|C^A;V;k)ZH(`&wf4dvmZ|j{);lwI$Mcj;(uXr{nF3xM23LV8fdnPO
zN~88*cxC@rn>d_H^Y3Ft5PZ?twK?@QdAHe^X%m?=4BWR7J$%YpHK4!iMDRU)h(p0`
z)a5h<LR;mQebnc`S%Nfb0grbeCSw&8BRdfu;8Iw?6pykwH<_e$k?S!((m|mQ0~R~X
z)2P4-63(ihVb!1VHCH9M+-?Gj38{gUR~3PiV!+5f{N8SK_b=2Qr6$LyNE-(#IT2UM
zLfRTXjrtgg0WxVmZ2{OK{+CTQ#{dgyi!lwb&s~8e6cxgV*<9$+BWh5P7{VTif{51F
zAz*sZg5VY!ewN&&3qq$b)Df!R@6^|Q(YK!NpPfpDZz=PgdC4}p`9ia1c%_nY1vUGc
zZw|$tTy-Kn-2yj+bLkY0z)^1Q?z&pvWIR1RgQiZ8cgk?yQ6nW|e<Z;SnsJHCjOsJP
z<YZ+ZGB98R`QRzw@d)u2Wx?^Tg9Dz{b4`nMZlk)}0HO&^vtS$Gmv{5w%Ukx3-6ItN
zAt87iS`>)rb{bm`?od+)1G`K|<v5+s{5oh-4s|LxO#pZ_+Jq}tj@!*PQ2~)c4je+q
zY$O4ex-1Zz-Zkd5%ly!g{%S!!81L6MPKC#TDS8_=*_wQKln{FLqN_S&D!|?G-a!#P
z<^gBgJ?mi2T6otQQsv(=<*93b;`Yi{_}+1s7lE$^rHGSRoH;P?ZB9>smO#WYrL?7y
zsO$H8Ub<<&U(9p6entEDz`cSS5bWoP2<~cm{%GoS&0+0sY<VH;5`${!G`QK}$-YMT
zT{YIj*QaV7^-wQTsB9p-5b1tU>s)tcjU}usNmF7qv7*QzT1!hQfTb2r1-^Z|uo&YO
z$+bp^RAxrpAPS8->2lq?s8rwVwG?6Mz%prhyj1fzdLh6g;37;}(^u$C-x=;Btzf4l
zrI)UQ5)^-*<peXnNpN|2`B@qVRSM|VI&)`dXI6D3z|CRV(E=9Cp-wK+7U&x}I0Ya$
zqMbag2NhfTnH4T+BcevGMha+vUI@d|Go1XyYgvHm^d9-*`ziuZ{KddbJGWj59}7Q;
z+N#oKE23Cq!r6JHpC*Pwum89A&N$DrqkuOW5N||bJ@65$xwN9^ZG5LrRN9t#0y>@s
zY~RJE@YtaFviK|u%aZ$T3PNEyFURFj$b;~o3e$o7C3kgkoZg)RLIbd{6<P`Jd!Igi
zvVnLlTmSZADC$wNS1nM0a8xPD=8jy8RUzjiz{l5Eu^vW)@)Gue)|*Wa+r%8<4R_Dh
zT}|LKAGrtD|BW0R9E8>6zZQcnu&$M*)YaE7d5T3!yfljmmSlS*EV80AkQ21jlKA+K
zzS*mr^HFY(9!DxFT>rH*!&+|L#IrKXXR4cn%O#<h?U=?q+`^OScJ<TQOwYR{(I~pt
z<ZrEjKz~f9j*c9h|8eW_@@-|`(fVb&rcHwqxATU0IZU0?XLILs;xZ9ZBcI5LmME8v
zF2=0wlFAFXuMIH+hDF~4U#w#@tg-8Gr{KudO^R39oUXqM%1k?;n*ewF=er|gd>9BB
z`cg#i;wj)1gp2QeB<NQ((}n6X%R|ac19Lm7+^g)TbVmjIJ_EH1=6R85;gQls4op26
zC8&%GK`?dn{-y7YRl#brG{eiNTs#q#(J6s?e+v1J0s107lz4pnH$*G(UA_O{^n3l`
zF#FWqmNvIngB6_>(lU+xZ-q!KO`Y>jZJ*NqR>iflSA`WF5`8VGw$yHn`U}*}I5#8x
zksE=j?=GI?pZROiE66QGQp3Su-D@;r8t}ZA2kWC8Jyp*7&Bog<t)VD@nO}gk?jN95
z>sS`z$|egtmLjw)a(ujsL4r1uUcoXSSC)A`IVvg;{8c8vVfqL)G55{<^>^L%(JU(6
ze4fRF<dIR2%bId~-@x#{kxmd^mn~R*HZ!D_jtaT99}u=<RV)f2BxZhQN$_%+C2K!z
zno6c0Ir{AOzTZR&b1;k680+m<0?$Xi`>Gq7w;Hc=Vy-hX7XSBaIj7;h=jDd2r``^@
z!X*H!ET?*NVT<WoHv`&>aia;aS^%1|dGGmo<X6mTI--04kaeBg{FOiheX%<51wyD*
zBnMgP`2IaVpg?zLA5b$);@aSciEi=u_s&jp5M5aJ(Z4WGj^noX0&9K{FdgM|Nr|2(
zD!?An3TKrbZNkK<M+)~yn_}FPl4N<ZEm!k3vb5nE`T}bp=iY^&jET7};<_3E!K2TX
zVjeyOpydyc^!SUFrGUW!FeM{uiy5Iy6skEW$}8rW_~}W1`fh@x*(;-Pt@yx)E2}9_
zYb<ZQQKe8j+2`gQ%ewn!YQ;Gn>2nd_C+Jfair4p-HFi0F-qE30X@6P1@h$Z%Z3>~N
z5V}K#t29uo&tGg*uc=}iPrnEbJ&N-T(a?Z<#5B)p;<ZGEi4C*RJ=Kkm-y8-Sa)I?C
z;@2rATzbzNDKIL(yrQKh@gA_MqLo<db<&ua`65m%=1!)Yg^{rvIm94DBMl-w19h*>
zb>_5fQWeQJcF~=q_b$(IWtR>yp8BXzERiaHlw$cvOo3Kjp-ckPM~It7&TKxePtMlR
zb^Oq7cy(JoZi>aJKS-hKwCS(sjuq*trLu;IWAb{1@312!Kp-Kw|HsvyN9&YTz!cuk
zTQ}s|W`tMlRJ7ix3e)x6a$1gu<tlRNu^ZA;HRJ}4-%?%s`id%CwE0b>E!OcbnOUR1
z+rL}PgMzh}dKBlbE}dLg3kOTyXwQKc@?LC4eu^VIQ-H^EFO~1vR_*g<@9M(FL?FLI
z8JSoA{0ia81Uz<P_Ug0nth%%cKE0y)2rzPIcCIdWu80I5$$&_kHrFuV6ZrwZ0N5X`
zC*AY~xgPC+QBQ0}d|t(QC{Wj1&-VzAHYc*kgCQE3@47kRARAseg4;)kydB#~LCO?s
zR>1D;3tR)6H@W(imJ9P=-xh8Gy;qY1)ngl5Y+w!$qjusKQoC7%1z~@>6u^^1t$RsS
zl*~R08N<jX7y<^)QpYr$M(ldgks-zWdRib{8NWBNxZ2uAitFc^u906LnVp!Oj4NBY
zzYr<PF7W9~BBLhXLqaYEl|hNtYgc}eeh%+-+sZ8hisD5L?SwH=ay@^4%XI^Suum2X
zp3iB+J}oT(Q2@O0jVE+<|B8CSmYr+4oD`17#R<U<IX3y)zh8SNHG;@d*s7{<{ljHn
zuM}LeGMfqhOV+{0N^@`?BPraE9ufCjCbKjG{71X0C}-t^soVU5Fyi_ni!TgvJtrKw
zDiM=kwq_s02D*x`7&d?3inxupc`n`RZ^2sbbd%RpW0u_a?<0L!88yGM8a6sA`wWIk
z5R#M0bMEK3uqaxf&lsf7SY~|uo;<+ct*s|qdN7m40+;rL6CHf8B8<(D6%e!d(DBya
zih1YG;9JZRQ$;TXn9~k7Ecv1zKS-1knRFpg7jB*xQ7y&R4U04Kbg2pbharAsQ=_EJ
z$wc41DL|c4dnQ1enLeu$_q3bh-~=y!LgM1*!uz%cVeB|gmVZw2A;;G?HnI{qR-D+$
z<!vL;va|2s9PTWAh$b9xWKlm^I579|yC$S;=KrsV7O8_dow$%2yaKqd9zoBn4?*;m
zuHl~3>y?}Od(UqfV8z(R`Pogu%r=CV?a2PU2#r!F9dD@G<C1ah4D?ys<%GO=CH}2X
zd``Q2c#zuB@q0@LUK{hv*NF6Sde`x$9~DZ~ESR^A-gtGAQg4Xyu`sU~uIsW$U#343
z+r-bVf7Wiiyu5rsY`dsWN?G$DVV0)OMb%$<{d0rYN^|btG7OHbac4o>`ynKO{`hz7
z<6VNaPFT(<nq#8zpD%m{iv++uGjPFBn(o0N!NAUj=9`GTH~d%SAO01)x_)8CtMEF@
zlKc#s8_WEp1o58>+^effZC3vGE66cXG05|r4eY1!IHj|v7mFfhCjRr2en$fTUb{XK
z@OAU&V;!#(8Qc_U+&I3Q6;Ka<GjMm){@+J{xCs)=8VmV*yaWD1^Q*;k;f>dN{YdLv
z(j-*>J&YwL3__Nc6pjV=!+S6!X_M)QQ<;wSu(V?Q@2Rrs2|3P&0y33pRPXHM<|gxr
zlv%w<m+N3-oCE~RB*2k45q-CA-J%3hO3wGpHESR<Tc|?w$dxUo6F_c+x33Ztn%+M8
zHM?EhG|6%Y=5VFn@Bov!+?}~bqFyi3kGITGcQMzL_!R8YC60^G(z%A!R)-S<|LJeO
z!0^IQCy=5I0^ghkdacbI&?abnK!noi*R#R+%_JZ_5(r>&doq{P&l2DE?A>_FZQM|9
zzQ<r6#&Ji3!3Ihs{}JcXTd$SQk2+!MK4r!A-|~iEF`E9zj|6&}56ZXg=jVOt1=-Q|
zV4oznVo{S|H>lwn4UG}<W`Ws)1)v)PSCEjL$0QVF7NG50Kq&hT6qALGo;h~sEYMgX
zA33oteJWnGUuR;rXc*hNea7H}x%q>yE=VINiS166TmAQM@|Mx@+KJA`)dWiXeTZZx
z>aGsFPS%D;EAr*8bISDRoM8Do?ecECl9$a_&3o$P<P?{Y&t}{pFzbmXuB_^#_VV`5
z1U;*q6%Y)5kGq^W;6N#gYR_cyW|AK#>kS>3ZC@w9bv^2rD8b)H{9fVzV64tf^d0hC
zo>m~86&R(aM?_%x`}>n&HF@l$Azf-5=Sp+iY8~fhos@Iid-xJ*{Xqs2li)54D*#ma
zk=nMo^7;!&kOx~o!_0e~*(8h0T6%0xe+}Vj`3Rt0TVEeBkmuVE)`lzLG<u~*UokFH
zpgx!rVADrrLl`3JX*$Xja5^y-YB&$JIr0{KCDr3L4GnybI*ZgdP1uokvc^6H%r+dR
zkU_N7wJQDpEPUWZv99m{Y6g0)<^|KrI52Dv&4I*FQ)Uf7nhmFgFGj0C!1sNOyKD&w
z2m)(sYr6wL%!UOsi~=US=4xwlUmFjD{A%cZVbx|6cGN(&!rfw%=1He*faeAf7D{eh
z@^ejKuHs`zNY4<9m$+AHAX}pohEf42RT!S#3R5o9EeQts9{lk#Q<PJwxFxuVkz)Xi
zkxpFH;V!CzvL2g1->{~6e*10YTw1WweQv;Q+7b$cgQ7EqIbgJNKAqDCDDYGMYS)d|
z<7xr9vQi&;&I#Xz;%JIAzrifUeD(hU#9k8@?LeKEU?}S*akIZ6Q$9aX;>hZv9;dSd
zOSI_p6oi^B>g{)Cn_mHAnIJ`CuZs}?upj~<x9w>vkRumN8E^LS5I-1rx_%Z!e7|sI
zq-K4z$jVb0f1n1)lHg*#VdgBhJ@ytA#4iqp{{ZD)`Fg=3A2U5WGcJe&e!(g5zc{1-
z($5F5ye&jbaWwYo_WqE1ZVl&=0I{t&umbS2XP%ya;Abj<P5^uAl$oX((mpjg1CsPE
z7_PDq5f&8G!K1eThCd0lpv~X8Jv>Tg`Dq}5a=vK?5rO>2CAd#Q$T)HXok(BBbp8Qz
zND&ko8X6FF_A-^g7BGpTBWT6^nB(gtPzV^u!(+jqL5FTB8I{Kbm>qZr(y3^Woc{_C
zp3Xc91PzQy*xA|tY&Y)w?&U{i@WOY0P^{O#$1Te7XQsRW!x9DaS+CnPPff{L?vmCC
zwvaEi9P@*aa{D18VG{CZ&zXFhQs8&zlB9<_ksyIu^tkHai;;`w=@Xm-|Emk(;@~h&
z6Ls~7NjshA&l4uQ!aA6k_45e54D#-qa>5C{Wb>31*qc_WoPE<VaN++B9<sBuSHtL}
zN`+2lvq!X3xsMz!Yy2hq|M>4rJKUE<Ub%F$*!y7tNI2}}>AA|}x`0M!-RFDxZX0BP
zMz`i#P2*Ei?DjBz(GbWktWpEfX{qMp$D65OuBa5GB^v7LMA~-&7%f_fum}DR)i#*Y
zq;&HI+k`3%mB9CuCjKl5VLi;!Zhq^5h&q_cajdfkYi!*UxEz&LWy*=rN35)@GoZ48
z87C_g?WlvJqoeVwSNRK`7;C{CSPL-gb^!O>A|oU9Cz&qtBmJCQT(mBHz~Cd%v6`ad
zko^RLxxE4-s7T0y6t|nO!!+*$HF@~~39!o6Yd``?tQ`)<S4+dfL2^<e*AmpR^=g~&
z`1`<6(ObbNLHe^CLp)&M73owAWPx>Gb0B8%hN^(eb_IM{zoXjwaJ{fKXHF2XkzqVs
z-2ADfNdcD5#d>Arwn60U2sD(tL&#w|ztL;oG6)Q>uqr2H^kc&I$}P0@<OuUZI<PZ~
zXHB8kfoIbD+i22l4)BHOGMO51pC#HUF;Pq!Oy#MxmrIk}4`$=;0EQ*RJ504LS_)f`
zPDRQc#`n8(V^5>+&R?~@n^O`e;W@ki)L7a6csjxv?w775WW9eaVy!)j3zC=>#V!K&
zzxdf^B_vuUx3|Z24j62(x^U%!xMCUPd330(If!NJX*F9Y)+%51D<ecL3acuvE_VD+
zOMfDmP0OUAOh91riG80JS^Nlz6I;*~<&_t?cDUya<n*^-x)<j80D12mD8<@w*}L~#
zOQr(~$dJrgY6uz^QYxwf#oJv~aC^m?j)@6<i@P>p%4-+n&)KP2zg3<X?<!o4Qep4(
zJ6WQL)rSC>9S&wuwGP`sj$_2!2HfnN_0Hw@N8T3Hty$(B5pl|EaejSV^{p`3?u|it
za$wqnuKZ(lFiWS^7DR$<DdW#gNa`8J%V7SN4jX_De#8W0Hv0qVsd`?&ehplJRtVjT
zbEBwgNSPku;}uXRIgev)moU@<1Xg1FBYI~r@i99iTYw?&B>syTbBs?bnup&U(m_T3
znM@DDN+{0eCgf}W{f!X92Kg$On8_{8m8j?omOfE4^9q$(GOAC&n?Vb~zrVk)B`C>%
z!^}l#{aLp;j0M~1#d+Q2Jy>GDT`+mJKxr0xI1kfLjyGmp^ofSRv;oF*Q=u)pn;3IM
zV(P`&aZ$mECN;gwysCVvf;9>>mDhkcx!HldZ_wT~O+tZ6Fh#ah&^);j%YF%UGr?It
zVXhXaemx+cp=MKU=^-IsZnAjn-BkkQHV~7c@&pW2X9BN)0%EAC8P%Yo$Sj_ZQQ688
z-~N7ra{~009;Y<E0u<z{llfjtOhCby>_7J+JVcDw30u9z>$GBPZuyF5@^6!exiDcd
zy3sM;hPV+i+p4$3ZweGhKoV^_m>9L76cn7#&7S+p2YMqE)XN-Z8d%chaNgz0k6HNf
z&pUf7GfX5=bNOgP^*&P!4hkW$$U5Aff-uT@pkj$e0h)axEb4-FB4Bs7-f&SD`kHx4
zbKPBWIUkoOM|KIMz@RC4)oSaG-3bXcXwWS9t2Bx}6yV+G?{WB=xhXHvgR#3hV>1eI
zOLCU;VMojNMg(OLJSvfRsfb47#y-z!f+VBbAs);mx_(WR0;f4svaap1G|o3_dpn2~
z|MkgTFb*s+;AX!z<dX2|WAE3#`;-XWgbBhrw`cx#=)8a;k^#l5_<zK%#ubwXo@bhu
z4KL0-PLw2H9kUEPG9TbW*>mHzw6s7tv~y3ppGbn3v8L9dMYRh<2)Tl~LSRso4qM35
zD?%Ei_W33(Ey?)y-d=)1O`bB3aN2CDKFITdIh;fg@M{8=R56I}f{Fbyf~anm;aLkl
zRxPTc#7bw2^}1=(+~%J3!%8cZZZhZQT~gAhFK|R#3~qvpxBanC{|$z(-#`YD7StSV
zX@kUdF8!)KZ|3}bF4=<&b1n7przQwb9^(esa}~et7<QXoF8l#Sq0(2wxu2=E;QGVg
zmLmEfNAC|!_$UB~0OJ>mSnYAw_-XMRHu8+-QMHHC!yQliW*+^8{`=AN?>{(RZcqIZ
zoo_98Y@@logI>*SHT6rcyea=!t;=QsT5UoYYBRi)qnfFl9v=%L*7+m#4|vV6IAdW8
z3i?=yL!~NIDB{F#oWm{E1#_fE(QW0pO3Z}XI6=pZaK;O!<cLR+&{%IUr)QJnp-*Mp
zLmIQTf>FT<9?z*ILM@2wq0EiwV@8gAjJIbK-TS-%eG2;fFOcl$bu+7?S1^4wflLIm
zdCcSCjBu_Aq+`?WbrUed##y@}$RWhK_u)P8lnVHGV`WM#Zd%3b+j7{keph-n*4KEC
z*B4K{>E&sKP8n8bTymw(-%T)v0+LxaiRY35njydgt9Q*$|8>+78_b|qnL(IEt2U=J
z2S(a0umKvTj?$or=P7;FX)uCbLwaqpy66-_s48*OYs<0qqUQ7x)Up%rP#^;qG~{%E
z9M?&XYW_${ul?s95H>6<i~0m1l(1l-Y9>)6ABuXMiTfg_H&AG%i4EzZWUQi9Ey!FX
zSeq?r>#j9w@ih;aZDc>I^GAz~%gv<YrkF$;LDZ3GWdeeEj?VXZ%1FYz^T_tba&VN=
z@l-cLBL0#g4M~Ydck;7IG-u*d#^IS0jRv|e;y01NQ?jU6S*PuGwP6qx<mbUPZ@M`Q
z@XwCeXGy6E_lNu6)JUFy8J-{}s<aM{Mq8%en6Y__o9^AVpdIESd!O1D!c{TI6eM5@
zHE}zb2(=XNQA!1Ib}>>VY0hctLWN_S+0am{{s-+XBb>3yx*)gu<Vn<w?X)b{pEyG>
z*rPsCoT#v+k58>gtj=DoJ_2$#Wi5Vys8NOWJhvfKUka+B903^O&fUAwUrehvMEOs$
z0$|16o|MNs7hRdEAfgEoDH#nSbDqIWK(C83yXf1@PC`|4SReNM(j%s<!AUrwyzQYU
zHDk5QYqqMH;mm!-_zzpBs`tct`ZPdl4*OOwzeI^iE=mbwd|G_b=8rBwf(4@^$joeZ
z@7}#^#5E8b4F(XhV6-e}HfQ9efK0BxlDb+hRM>Wm=<|JH?(!N1*&JNHoXgze0j{E0
zr5TyTZ`^M5`%iJaHH9m|ujGKpL!@g!|0|HmW%|P&BBy}FLbAo8Ujp|J)NOLJLV&ot
z5fZMew^h?6OUPNGrko!prmIOD-jfZdEjg8kk}=cQg5Nn23uo^<Jy<gbAbJ#dL!C`t
z`|5eBG^2S4(s~%BV#IR?+kuQX3{%=&PxOaaHCJ>%_}&XbcqPBQro_|y4&#=M!<i1%
zmXadYX7;8vaUT0{;;$<BClEwY2q6bzZKX?Ptg~?6g#$~iRKn{s08!?pv~q#x&=TYI
zj_ztMX$3C%nS2e#(Qv3x2bhHXtsj`|Oe0`D^o%C@tox^B9*9jP2-znUT0_QDQh0VK
z>ic1w*REaD2^bsW1JN~3HM0oG+YmzDPm7*rmss=bk}kD>b)l|?w^_}(IOwozsghWQ
z?zr8;<NmR5QSMs9$LiW$_x^wp@BD`Ns1mlXJou6dzg2Y2;_aG1w8_%&+91d*MIiMe
zCNiJkRFQs+TH6`Aj%<i&NG6T&9SA7G9RVXafqsaDD42pGjl37vo;Wa^`BJVxwB-dD
z6@{R+bR*;0H#A*br|Vve`2Hy;h+BS!<2mQM|CwN0@n{uz+uA`{%AN6c+FpKZKA&;@
zEtIp5@|%t@ykloc5_6-qbTx!oq|NbRJtB%`dM4qph;H;Wj}!1ScbWFJq3$`#f#S7Q
z(t-0(3otY#D$lEB)1WBTEm#ib|3_;P>QT6XE=o8_&Z$Zz+G}e1w>QA>t0(4HH<(-M
zjqBi~XhNRk?kPza*OOapZd(BuzJB6;v{{fQH){%j(E158;kf4)9>b*!j^Lc))i<wX
zoPd&P87)CYOIzAvS&IL3*__YZc~{EJfevn_U3Z3~Rx*4;bu08oC_a^wGAChY`yO~B
z>HLm)3$O2Z2A!#5pFre?a+Ul!&tT%vUbOs@-pllyO<F54kX!$~q@?vH3Rn%_mv1lr
zFS5Qetg5Z;nnqewK%^9<8>N+yZs~5MOX&uY77zjH?hffjKuSuwOS(HY8@{=L^PF?N
zpMU)0cC9t%J?|W2OiKVN>gcck`6YON=z9RY%Cf%~yzQ}qi_qm8-M)zC?E*GGSWOxb
z@TKdKW!F1m7JVe2G$F$Wfcj!MVP=PXafQyA;jSq>hhW5qCZx&c*mLu*JAZa6E*d8}
zi;PG`y2O+{4s)X*XY~zc3ZM8aOrblN)HCj~L8<>xVPSJSR9Oi+(4>YOc_3b__x5vb
zgLm6w-DMMZV<AlxBR=@o$5iuLK_s_*s-S`x#$&up<#hVKLl~?C**73S3b06mG~MLU
zDGPZ0zPhV~N9t=XvOoF%;S{0)M^A8&AEbHn&5iEP@nZa5$NHj)<rJxV3kt=hRVgY^
zHliZ$#*)d*Cdc_7Wa7~yX{ru_t;T}Bh{Hfk^#(Y*3!RIr!spHP9v5CTcU?F+Qqaj0
zmS7cj)T)liw_UDB%MT-PiSO)weTlL+V7?AfIfcVOg%>xa8@uuA;AhJSi0O)kZ_^h?
zj?U}vO*jgVkW;YQ*ud3F!NrA0@HyyVlo-DF`mHVWu8o(b3H#FDi*F{t^e8l;$!Rz0
zt@%T>4>m`o)?O%xf5H;AQRzM5#onJI!+uf5h<$K9^(r?v*T@nBS5EKcRl>`w%a^EN
z0@eA~0o~n*r+<!duktIFjU7_b8E($ZOX&FEecfJFul7+`&#yB`OqX9-j(~-QWyJ~`
zS1$Dr@9JOM{%LQyA_-YxO73ShV!NUa&0U1|lCXd8;v~!!@Kt)^gC?sTL@`<ICN(!i
zc5`#Hft*-Q*V;>NyE;3!$bEy~O8Bn!OG>?`<rY2&-j9|#&%Li}HK_(R3;Z?Jd-EUv
zoWOd_Nft9iR9z<NY0+`&rNNTYI(3KIkt;eoKhO0N03u5OuF$6~nJyWRWwcYkDscl!
z<fMdYQh;|oTcx69Wyp{GJqA@*V!I~trBBEwV0L18SL<<6+Ix+<bvBq#c(c6SY@p&*
zEKrq0MlUx#Mgk>zP6$0JI8mxYF#xud*UxocAJPBD)_|52FZQaJPItrarL($MS9=#c
zG+v2%*daV*Zx7k85YFf|`sd_PGRUS@b1#tz>-2OXfI*Uz*D|3!Kms+YG;4D?J+mu5
z>||d+An|oHk$!j3J7Qvb#{4KSn`VXQ-MMF_PKx2M>JfE5pN03XyQA>klrVc+4<7^P
zBuTZSny1A`K2TF~asMaP%g25i<D+aGb*#()duto1gD{2lTrn^g;}}!ec%zlLH=AC8
z(I9PT5EPB*SBz9InN2bP-;;zWbNznB@6L$BDPR^B37|(tA!gnJ477Qs2V8;DQY|>~
z{dj6qoqmx8=$Jb2P8rAx3K8DItzH-!zh_u))(_a*eE<be`;?x1nj5ygYxgTYZ1`=D
zMEkp@FC3&r3&kf8b{b<&$I0)u<IY#?qJamDDcH;wg!3EebF$)a_?QSqJMXRkLDHH7
zP=VO?z#vJ!0l)hkrtqhw2MRXx2X7K^!n}u{c)IUDD<C>#4yviMsiwB>W=HX(M_D<7
z|F-1SW}<7Qqx)Aq#qP}s<?UC6lNkJ>RwKqyp^_pTzt<Ofk$W<>)4q@%)$x0VzDzl4
z5)N?{A=K3S_{_CAVHS+o?_wG_0>1;i<;ujcx*>}deQcPJ9&F9l$yScvlayupBXw{s
zO^Dd0WX>$9&0ADnt}6eo1nWaENYHN>Pkj=nI4t{vV3&dKQ#|gzk>x|R(iAE$Di5)_
zu=+flP!a#QyPOqJASl7=wSRQ@*!CAbWPW)g<K+3`w>_iIXBk-=zh_>RDTkmShIvFa
zdae>PL&Tq+gmP&J-}*!$qvmF6wQ>m$?Xwb<uX>)Fu{OUaKMWRFlGBYHaHSmjuR~Hh
zyquw4pQ&vtgKoTYKtRxA#B{@b7|6{^z}pYnKbF|Gu7RmPi0E`?pRzrE1T}Z{M)vW_
z;B>f!w&R8;g1HQRl8+A}@2&#b)vT2n9}5?r0Y0gsPT)b|p;OBF%XJ7r6+*Bm9F6#v
z;+;+Kz+MfR&zi%HP;;)t^HSsmWg(yCD0_I6t<As~ktH)TbUe1n>wQ0bF3pMs;hh=c
z!GrZPv&$n1NG+s&a*}Py<*&7B9bX}BxJ*oPOgA#N6YH@x&Z>KC?iCvBcK4$RR`8>|
z`fJtuc^9s^yA)PzR{PI{e%Wrkd;>>i{M3p2U7^B7DWa`c)2xBb9SXnG4|p8q_SO-!
z2-H`fex&<MHaRe1lNE9s?HGku*g7Dh{6?m&l;Nv96xBT>_;=idM-HB~@v2}xScPYd
zd5dYv6U&phMh|=!md!B&3KK&2D=EH{U4rJ5-QN@cfX``PfE`wH$rWUKRkUV4?rD9F
zJN+eq!#utdrJ4ZMj}i6KJd+Fp@oa94{m+vSz>{dXc)0Yty+rox?ByY+`VqHg@v(*2
zg<spFc@NLaI`haNzXMM6?RdqVO|X9kma86hS-+>(|FrdL^yNZK#ZsEuln{HGs+#VZ
zM02*(Bs@vUrStqS_e+j{W_#%9z$!*iUKM*4!K{L5G_fsKLk`&OM8G#CFFiUqfc^3?
zV=Zw)vboav_n4r=!F~qt`Fq027kj4;3J|oeTqnx~fftn7adoDK7zk#Fg3<6+?MDzA
zwB}C&%~5Ywtp3^TH&0<}dG1`d&@+GG2VLSIXE{$Ef<5zVS%}v&NjL&osE0fzb1{?6
zVL*+B$lV9x01!_ZTA~@MzF1F?A2j*;jsFb6P7JUSLE1_Lls?1+&11+u?#+oN{P$H4
z0>RG+cTaPCXs@(4TobV$*R4GzUy6Xa0=yA!_?97fR4S;4)MI7{+WhSM|NIc>sFV>V
z74^luPQgteCK<k}aQ$#*GQwiZ5o{rzs0~_znY*Ieh(>R)g=StE=ii+(YBDeZjQ^AK
ziAj4~v9+Yh;+pO9!(TtxMr19(rF3wtLmZjbvPU|~>=5tV6&vuu7JXo_J5Zfgtash8
zENVl?Itz|7(a<GfN{=Y)ID3Nu-+zzu0c<t6`eZ_5SW|FcYaLfS-EF5_2%+%*8khId
zaj5fqISIz=OP7nQV`%fGH@|$szuuz;fGH<3ZoG%_o%fi%@g79O>xe1sw(F4SO88)Z
z#IC@9trC{G82*6S38Os%79_ctC-7wz=SVF2S06+GaviX-xhQ?<iP)2bEUz#=a<^mn
zU%)%6ff3<Znzj3xYh51n^Iyd;YIgSnyK+~oo=iLt6`kMT_2Lf8CgW*DP(7yo+HD?k
zyNsRk;GDAe&P`$Ipl~p6k=2m~(p)F7!;TIY7oxi-VxFTopMwqK-dLSiXocn7aFrex
zyyYSH2zJ~2cRVZzAJi4Qj%k|Z=2vy_&{a6RsSL8I<Ci7t*Z-c<ZWQn%f~&D~?7TCW
z8}YW@O7jT_l4W)L(K%Y}g5W~{|DGtDZ0dkwZ%*-Fe<}sM<JPC_{FjtCCP-AGs1=^u
z+Qhu-_S4h7<QjjqF(21rQY%qG$1iZa8-{xS=M%bN$CN09_H1!P1_T(%Q=RtO=QjaH
zE{Vc>fzIoJ(x0$GLR4aHi$3K$M;DF@4ouOP9aXFlx{D_#b6OrqRpd*(ASlW4W`f_q
zCzqL`+BF{#ctx1^PBY(m;s?O_XnlZ%m#dKZbr4=)2GaYrb>PFY4J{@G?Yd8TlE;O+
z7COi|ZLA(b;_p`eH?ZG2g^4)~vLj5^Eo&|kzX=}3Sa8f*B}S0^7*MB!Hcu5Ec>DTz
z_tbr~KLuE7x2Ane5hgD0>=lyMk~zl(e`({94|i|T%?I9{5z9gwUTXvC$;tI@*h5ZR
zx^9?pD`!1pHbk3W%$<`BLS8vWv?A_1VFVayC&vlB@^gK}#w*Ax2d$vCaH7F+7fNCs
zsJ#S<r{e^!J?Y)LER%qpi@xzfb1*NY1oJ|Vf2=)y5TVcuBB&Cc1_I(LqRfRkHrkC}
z7+<H)mMF1pJDO1~fuMhrx1%JJ31u30S4-@ezmr3in+1mF&;tzbA%y)O!!yK^$Hj{=
zBk}fl36JU?qS5Au2u9^QM)b?fddDnVwKh~LI5ex$s_qFsccvdH3S0e6O{)7o8p^M>
zt}l1FwrXPPydKFl4)4GpU8x;>KZeMSc~68PhI0&CnJB&nsPNt)LBFlKpK<>vsXD_B
zYQy#MjqA!Ilecdk7e>X!OEx@(zV*!!@Jw0FID*y@cyq}juvC>g$)4OGWSM4NGv}wo
zZ(qc)6}FqJ>l<IX5TCSk$tAZq9$OJ-Qz|T&v!kzFh+lY&i-Q`Im^-=&jGqpxFp4bi
zzQ6%E7;-q6p+?D!V7Wh2h`oNDmpmz@XhQ0OXL721aTVh8_~8X#_48-_ICzO)HA^gS
z(q51jegO0DOy?Q{d%UM3^*^@mSqcC8;hAG&?}lS?{z<RO>JQ817ArDir$)*UNd50W
zxr1XE)`54GSlarVlQryGy{3ZML=gX(Ll9dqyGNrzH0|{V8#vN)Vv|?HHaR{+&!p_n
zNoB;m`N)|kO_7c2+(O?Mk>wRLaTUJn2&u^1=m@<9!jpF+W<ACw3>S{!-NO6q7)>Gv
z(U9@iI|-G1Jeb7_2}BP|f4+BCB_<y5X(%viW57VBPHt*JI@0l;Prjgp-_R5nNz3Ea
z%zNUdVQ5{g;frg2SG}}0pYNRgL9@|Ik<;xde;_!8;C^u=0A^|n^YbZ{5OE2KpOG{Q
z18Kq-kLZ*!XJ=<~z+4(oA$&nsJGQ<bbjJq(mOqkK2_1CBa&(#+UA_zt55IMKuQ-mv
ze&=SdPdm^OutM}Z6jFm^{^%LD{TPq@GhkDYx7157AQwVRwpEY&LzC)f2Nxmk2XW#%
z0!iBI62PScaD`8fbM6E^(M<j9DX|k^t};+-Zw{lh!8B(932Ojo16J47!KM<`HVbdR
zLjX7r5ip%Z#l-IAftfeJcoM^iek>^1#GR(&%3=s>I!A>#p4KWA$zKzKSc0+1Sz^7d
zXo(#S9<cna(i(T+eZcf0q@6*_rEn@iEXrRwlxojt1M?`k5>d4HeS$X7LAv?l@c3~Q
z+$t)Wn-}1>EC4h-m?ZY>yX8J71VnUJY0xMO18;3GQTE=9$L)+6i0Ju)0fTWDBMGbF
zJwRk)1|*iP$qEdh1oaa%GlvhE)XI>481>TrRgv&*`QOoPzz@tNlKJr?x48>J2hn4~
zTTo>u7pfoNn=EKow3AQKg31HM=!jv)ynIjPkl56F!`K9Ft8BG-4bb;OfKbch2AAWv
zpwqqU+K9x$VL6$R)#eG{CN>Uzsvb&Z0#GRQC2@p>Vi&n35P9gnKhk*wlXB8_zwYIj
zdo*sImNrr&^Ax2b$7KB4^pI<-!O6dsA9>}^_G6^$dXjAGOw_l0#UJnYIctV%XN{aX
zPJUkdY>1iMNJJz%yZDbj^MtwXt6~r6vC8prl!|uOvHNI|R(_*ImZ=eti<N5`20BxV
z03d@rE>A0Qy(xzp1${kon#--bwFsh^F@va!4VASB`PnK-^+&2co2?O<k->>2Fc2*c
z8A20W_g^*IZSD4{p?miBc5@7i0mm->L6hYadlUt2Fk{!SbF3dsz9GM02+aCpw_a~o
zBMC?khW0Fl+aG+i{ROLD{^lhApcg0r9gz4sHN)i-oyK7JAqR4L+Gm3IJv6J-ZNxxD
zbMgBL3TNw-bn<#qLY{*Cht;imMP17~)L0oC<`)FO9C*FBw6w6g>faSXl@6F9FzDz$
z0F&gnq?cL0R?>cMFXmg|Vjbjg`G*39sz7Zih+<D7d&3V3+CclOgG8{3tGLkkC-dJi
zEkC8d6f0Nn=TMwh7V<70YBn4mSM#>JmG0FjQ?D<Zsm84P;EC?HX8q7a3cZVcpTGFN
z+8zc&zL7C7uLCSY9YEZuzq;52TDzReMVh%;V_?LA3^-pMU{Zi}8XP)m?BMLOk*#jL
zvb>zxC?YJpoJVrQ1JuO#$O9-S_3c@FVIkEkiAhAF$Y#EddYdDWFO#0G>w1bOqlC&u
zRcxcol%pm~>pV`L+iEW|*M=JbfSGqwjwCV9>GA9wDSXI+y@x^)84qO&nnWGNLiAMy
z3-{j_R>Bl{OCThob6ATmj-24lrxcC~A%EKazg)Zj5DqJODFH~r=Ho}&$PS}lIm4k+
z(n^WpfQTbX=KhH9a?d9Zhn6q{%;SEl=(uNE!S)>E{r%1ZE*|drrH;JT8MW*0fdP`g
zIy{q%DM^<nyPu~z86Oi0z8h|B$5pr(ew!Uf@iKuxC!5bMl+k%Zjf;;rr|F`xEE&~<
z?9t~SifOE>{s~va<STc08hPsII~V%M=u1{1d9gE?(tn)*#4@F<HNbqcIoVQ+;>w$m
zEt57dFwm2b`odc`(9wZf^8q+1;+Nv!<mvU$LyyG|dAFj1PQR1ML8h2QbY~_WV_Itw
zR(AjCXj8weJbuj!-Tb82RPB#p^m>F?n)Z9AOWBcgdQ0<_T8)RBze~$rzA8_vAU)A`
z*h16puYIEMjq&d1dSb&|dfm+;HnxljP304Gjk5oz;d<A1h5a?Y5yOcmUzwx(i`omw
z-x6{QWfd4xDl8)+APk?vv|g70S3yw+OeD<8Y%7+2g~^Uuz6(ZQ)70=}2<RV8YMvOl
zWcV&vDVsgC5Z@%bFjR4Yw<JtM#zF7W7`2{~voaXSpIKSsnYI_f|Mu7B0Pt=Y$=1Fr
zQA5ebGlTI?Mx)wol$5LcQTK0?q6tzI5enCQrw@v`@)Uv%gTEEFcW3INDeB5$ipQIP
zjV0|+<WLWW*1jwbhA8ss`@xM^^U;;f(r-V~{$k_~Xft%@LLrwn%fnt$A!&6a>VFcd
zM7{3)l|Vh+VO^igG4c+m`JmHEy}@U&<MbG@IW3jHtg$F3E2a*^D9kJnyF!96)bh>4
z(A1{ww?YLT`*)$3+_k;gBo2fXO?Q|g(07^18e6Id4<CXc;|)|A2t!ZT1_j-*(9pU*
zCIdcZ&d3g6R~oZoL={9EUP^DplWy^TWI&j+;xqtt_j_>(@%HL=R2J6`06U5Ep1tRs
zibZ?APVl~t2`%&_4*d%cw%r9>Al@W7O$p1piuB2j>InWr<Dvd&<oNG=I2l=nPLDy0
z=#sU7(1o4afV1-Y;0@;4dsNV##h4$t>r1Io0Rr$B!j~vTMMY;o%R=d?;&VFT9!qto
z90vzSt0mC0RgTT_$0qp+MsY8P@kf-4qer&8PVCUo6^Az1_^fz?8whq`MJnN9g#6ym
z1b5XBd$kLyt>}%aN1EnH_>wyJX~yai0SD;mL7-Z|8UX^PPU^|R!+WnUDBe}cUet7a
zhu@t2&UHyh`g3FgR{@nB;4m%@$QJ+hQXfH_QH!Qow4TS_xv$X)3tc-fwT3~%^di2<
z>bXhv4T>qRf+GI&+L}qZ`4~3ffU2lvfD`r$ki}tWIH?3qmR8&9>S|p;^QVn~%~Up6
zP%$5S0pOM{P^<@%B)@>%d(dTt!r+-s*i*%mL&dos{W${yG9ks+*;G?639oU791U8#
zj?~+5lulbOjn&hH)X#kpme=kbC7~#8MtWHE7dJN%^5uVyNJr##FC*37c-L#Q^=Di4
zHVg{mxlP@91Nwws6p_}SKTCj`ZYyPQ%Dp9nkD;Z29H<ABTGoJAH#QmX7cgwrU;r!*
zQ8GQin<v}|Hk&LrO-INEfK4U3(PH%qbPCDuZ2-hlVlqgs6!Fa>B03&crez?=EOsYy
zy47D)*Tf4OedOVW_wkqs)FSxv(!UNFdGQptccenzBtgsj%GT?n^iY`P74bOK{JX;P
z;acHN#eQG<I^FnOkQD#5DUZ!sP-7_TT>;-<Ghm7<Sf=_vNV>+0W%SQYO?(A|e~+_S
zMsj|w^$W(QxHcTQgpPJjc4XveH4*shHSPYaDS6ylI-j+?5BexJ4j<{`SOROXey?GF
zPL|=BheMJ@-5`{%;3(5QeP3U78K5`X5S{<fgJclXGVjB03=63ou@A5RnF9UCDZyq!
zg<;||Z@&ajSp1@vlXI?7uvZe4KinyMelO&28vDtjn`(L9h$-<SlH+%HZWC1k-pInX
z?L9cKs#TeB+Y4LugxJO^y=w@yA}3%MmCZXif_I6Fk_Gv>@m9-RhZVk7{9Vlr>zJmY
z{$2bVKm#g_)^_pjxe)1}8j?6f-5g)HxgFlTl@<g&wmusR&9S(%6k`(3tSD7#`9?f1
zy&m|mZx_(v7rG1Yz+f>V`_$weN)xs<iX#Cu>{Huc#d=O_zVADA>XC(aNdhYjMv2ak
z=gD+gY)sO6wW6RGQ+N0PGU~To<AjRnIT5&L0{v;Vn6540RAGyCIEv4xgz@+RLbcQS
zX@tI)a|?eAdpmDBb_D|S>H7D*4`X8j(&8fv#}xj|OHCNU6K1zXYZ^JgM$5qyPN$J`
zk6|-!dDfmF_4$eX@U$GrQb^6qGEsCZn~X-TraZO|2**+K7N(wi^q3jd#%^%8V+MZZ
z2!&kA_!E1+=7ZoQb1aZ9x0Zs$2*&h{J--8avj>AkLm*fCq;q5m$H(MuL-P!@RtZQH
zha$Qh3V7{E`uiq>&t5>QYq@zAS5u`2v&EfNBR3Mgd54aInFBlXn-h5Xw@4zgQKK0A
zD45CxxO8w@OF@T34*t)u;&<O0G9fwn6u9L>4xV;-$uH2I=<!LIW^i+r2;FFeeSFg<
ztG1RCT$ic$TeU9t6@}hGHtPHMx!OAOrNw_vTV>%7FW}JzC%%8a=UmE`hw4NW+B@xm
zYwbrY@(~^J@-9=<0QDNJuGS|6mK<T^)~m4ie*HO$AvG7nHy)F2*q{fFU@2YrAc;|R
zPm``ZcLgVSbWtq@%Cim`J3)Z;m)0xfLZWDPyxaS$M4%tru{yr*H09yH50aIj3Btdd
znc=}Mtw3+Nc0o!lOU}N~{)W-P$o+W@$^DH)86&u&LZ^TyFwisU6)~OGZ!KgTqR3NU
zrL{fmfy>w<s4bBf9uq=t)(?J3mm2-69}I(K5<q+!Zj`LaSMKHM9`~JD#RIUJ+_OE9
z%Vxlb45z(bJV;apPU10Svbz&~8+=C)Xf_&iQo`?or4|X{CsV~jMV%jH@~&+d3M0XS
zzjD(cZ=&2?T-y1hmad*6nRtZUUYT4M@~mm6ZRYXNMAq$k35|l@Pukl*8Tx3TmorlW
z#(7GY_FI&YDT&TBHF;UPmYp6yg9=HA?mkALTxtd{(RdywH+(}jyb=#+TR|~O+H+7$
zDR&rU&P+`dj;u66Ha{?O4_01rJYU49YrlJpFHp2edwT@ZViQ%~2IVClNu1}ezQI#S
z5=6&*GB)0A2NMm<jyPpnZ(*?TUST{1-+vG>>oUHp6u&5yPKI~&=s#g(lnFh{(h>Y(
zqSa-yC1vvJljm%xWR(H>zfbXlJ>`W!CakgWpJSh28)X<vzW9xK>s0IP)GlU0wJt7`
zd37D1dS?M4e-$t?(BLo4GRQO_+%^`@m5v|m?3zWx#@h1}hjwj2Zvs5X`ymJUe?I3E
z>_N&EksMcJKSK394|AD+&o~D{t-ODxJz(C8P8@e#FIrFyyLi7hwPyr6=6=0<2Z*3i
z<<^}A23`PK(`VUz!U$t3j8#zbt`SD2HlavOdAo~1@8&6n3@}4R@X=5dTAf@E9(Owd
zWj98!(VWKDd`E-9-PLVE)~BeTD7Qvs^UME%<)L_?Jb)_tMq=$$A;L>o(AykhTR$~q
znLnRDk0Pd_f*HQw_4s0n(c(=+lHRS#kdPsk#a@*=dC&6+hubr+QbCp+8B_|2Xc~%<
zY3b*1#)9ehFNd%->q*Sl!d9o0+E?8-TE&CmCeyqoo98LKBq#Od0|%Syb)Q~Jg*tAI
z6(D#J|9Mm-b3yj(gE-A&Hd~xg67k}$TZE*L;X3S_$TQuh6>Su4&&-e-XTI9P1)<O3
zR&-y;Outfpv<X7m-j0F2BLCEik_q-vG9vKI=m8B_U`j5e*|Tpovl;d4OLkoAkdh7`
z2aT}*;NhvkeiEJV;6H8>6>vJ_a5tVj%E>Y|_ZYXshcM18JdWuKwXI@V8%wNy7?E>A
zfqk(aal9w*zj4Aw$yN*3kPVvVn(!+p@cOom>|}X6Vb1;KujnPB@_f`ax5gM&|J`^T
z&^}HhrwkrbJUD!X^bI7Zu<|%m5Ers~#_%PkbZX$VFBCh5yM)EBGS4vCK#uRR(^1b6
zv?QYW@`_&{ERwlqDH1;4+!J_SD?&4%t2suqW>@>ug5@@B4<drTdrp9J4VS@zmx$kF
zRP=7!;?hV5C$_LjySKTM#}4lc%1!h7S}vZ&v4!3}Cqc_72cD4w=ad<Zo9RCAVKm}g
zvxUm0WS{E?Q1B$PMre`upjki8Y?fIvB#!=(*gya+MMD%&eKfCyt`AiZ>^1~7h0gp{
zedG-~tNOpwe8j{t#?Py{4Elx`21^~_AUbxSRd%81qLTncRoy558h7|s4-fhp_u#Gh
zF!~V-ar}?N2fr9s$PMlsaV*$t)(91DCDGP{b}Yy)BhROSoFil}m=xB|E_;HU+LtGM
zOe*wFMR@9pG+jHRVyPpfb8rH(8K+(06wNxj5>zYWvheNGrEBNPCW<X%HWte*n@%2m
zylqsOC1JObzB3KR(WeBC!AzpTKiEUbS`BWk@M~*9kE)o!Agq+(*pwv-jbhjdg}KRw
zkLxX_5=(1HN9TAse|Q@t9iW&N(2GW`znklM_=aX0Gjlc;OI`0^?T+w$F4?ZTB7s%{
zbPr?YM&xImnneGJ@tdq28E_QY8F^lZ)>Dj+kLw8DYFnfOitEA_3T6Uoq$$WTm$I8@
z*K6|9A&^d^HSMbMh4CE>N9HqNha`#3jCcP#pqNmH$6}eP;U<3B(D0}{;q3Dj26M(r
z@@HJgO#OUb6p*4Pp(6|$QiW;SqhqZFmOs#~c$)_@y>wjOXcmCJyvB#?I&Pi?NJ|LN
z?WkWEA2bhN<FG_6nhT~Y_$O#BKLKDFqm}u2FQ$u8QE{e!&U&?OuTPM;*sr0Nr;D=b
z!i5>%bA}%spE|hCcT^E+Up1F3d&$O@BXa9b{AfP++;vqkrV<6o8GMqJM!U_Hn=0lf
z&&kk3%&Xhj7#<6=D|iIAX;}8?2W?e(KKxc7lJ8Xi;Y~ZvfqmLWs_dh2n3=c!4&&Bn
z{Xt<4PH1g5Ltf;!d-TMZntV2Mb==(C^PX=u=8ucmusVuF+tTOyd2Ei<kvcxzX5_zt
zn<vK@EVMGkw9sxTxdzrf?zkSRHf0#{_W2Tv?xYNH{l|Wrt$n}uES9PY)!7Vo!sqwj
zp#rF`jSQUtU_kxGLiyRhLQ8iM)yKxXuwUzEPzCyhYrt>YhL3UH9>rKxuweLqeUb!n
z{;uXW%8tN;WazEk+p?PY_iT)Fp~8FMtu~Y+7sdya@mSvTKd<K8U)u3jGJ(g8LFDA#
zJT++b1_ap7&6-+B0DIJkDkm3r4m1Ze(;)5y?1`A}dzH5j!d=FFjx2;Pq<ok(+=TmQ
zQKZ_93O~7k*J{T|%~yc~c;G{a5#u-jLs*EQ+Q?m>R^$her=&|7cfLhd=4_n%@pZrZ
zsfeOm%TuKnHnvQ1av@t=4XW<cjx9=e$>XP=z{Gq_)pL=wcVZgR&(a!H_M!(7-bRji
z_c#uEPGWx+p?DnHaH?uqe=cUp77~xH>T|_^$^_Cb8Ms4KxWILR^#o8qwiRTnH-m1O
zb6i4RYd!{!?rf1H@!e>dmK7WlwWqlq<0Wn%TCeJQLZ7~(1rx(E#p^^Y6$}O-nvv@+
zj-5DO#hYZV(mO5v!?I8tiPYn{`}KyE?!L`aVLt5Bq1rgI6~3tl6t9ni_15j0Aw6M>
z9lfW;w@4l#Aw_T_8ATbtJdW)jFA*EZ!6xC|wik=rV1gum6o7g4+U22a@3_x+TV%P1
zZ8MOm)a5@6+R98DSoh=~3SWm9k0H{DBIf4S)Vlf{G^zsM70I|_#d)%voV|Bm`>_57
zas;?f128L2&5Jtt1$pxc6A~}ut2bNJV`LdYp;mT^t{qo}6G(IMG{Hakp$FL@ao7lx
z!A{l$4rr|#Jb0I_a#7kE?A0_kmhH9j_81QM;qfO?L--^Qhpyg)fwqu9Pyzql09jEC
z_BpzO8p=W)>Y133<f1pBwt9mljzd*i&GFCtQ`>ukYIqEGUNQ_88M)}l;eN0~xVS`7
z^x%Y!_mO#9Mtp?cUzT*z@4~Qrmo3H8T8dm(JU@br`ZXq@ZcE{A^Xq|vL+7Wip8^kk
zh*C15^YxH-Z$dnS<eynF8gKDU*`+164y=yLhMAJJ^HH-wTGodIj=J-1DN?OR21L9l
zC%wOq1tSkWwEkRGPmLYqEPC@1vH$mM@OazbPgZw<3rsnMzB4v=kmwxcT95O&u_4S^
zaw57$#O1Yq9_iRG95iRr`HA?9sl4y2shH6sm_?R7qBbpG8;L7z-dC#e2v{U#jDgx=
zlyh`n&V1y?Z1tG4RMiZ=J@7dxK(eqC-7a6_31XZQD1MsO=})w3F<hS!mRZwteU6=C
z0uJ)to=7KHhl#nK0?X&mXER~NTyi;gajl~6`cShkL(LAQtcvj^cRiuYE3slcy0MF9
z9auludq(;;W+B7;3f;ay@l!?mT%8mVGxJalxBDz;m3-}-yfny6eKTS2QHuye+30nM
zgOja8{<IINyrjaA11X;!;k>qHQ!?;jkAV-1+4Q%ucWA3ZBr<pxe8h*6P>mbt!DrnO
z#Z&70Po`2P2s<ulfTk@)I&d!(`vMA5+5JGdLTQahiC@2jzjRniehBV7Qdc={tvA+4
z6;hv3D&zMSfTdkO{5|+s&|{_us@)mKa2Ecqd0lU6k@Z&<n{hhqJJ4T1>k&cbhMs;m
z^fokxSs8g*^8lFVV?i)ZHDTrQPyCrc@wRy#NBz}v9zO#u9|V@A+!b0eDf}XR$&_o0
z<`(fLG9qjkC$>I3yS-!9y&QXXM|;X<%gC@EJ(RT3rI=a$Zsi<66+upSXtw&q<Q=bN
z9IKb(cM<_GK(y!z3E(_Rrfey`*ILRe-Mx_gOnQFj8@|c&9+e+Ndw*ruA*YOpwh*`v
z&iP>weSfpF0>?L;8Sf=w^?HhqgMLTN6!Nt0ts$3D!B&irfJ&4tb9SbE@GB68?$iSp
zOpbrTSYWw#C7vZIN)#Gmp+KmE%JKQfL%y;CnO6Ab=gHZ-{-mfYI7kl;mFeundL;68
za%|NZ0%O`9efi3Y(J|CRf7hs7Moz~RQqEDQv96zc-dWPLuK0LmyB5>j@v@e_<Od=E
zY!QZrtji-Vxgxj7(G^LIW*<xPPkjK1mji;N2m+0`vrCLNR?p%XZZD?iBQYtN_CwoK
zy>st;<Qe_DZ$N~7LvAVqU7A6mJb*lb6y?0+h+fkC$L=2zF!e$Gnf?&7gLjMYGmDm4
zo_d7gGPmcwSA<E8o-0hc%RT&NW=W)328D3HoogxF{%rit%Gh9b7<~47(xWs*<DW`C
z6t)`_Ek6TWu->s++MiTsJo=(#cVC>w8RM1OCr?>_y-w@8`-I6Bs^OQL9#|}SmUy-t
zA?QI!RjyJfW~Wko4o=TXt`MJwy?+{~!Wf9$U-3z2vV!SXF}I&JM?z`rw+FWeM)3@0
zSo#1ccvdg#-g=dqk9%gdq^25C;cq=3tLAz?IRj^{mYZv_<C*k*keSrPiy-%Q5w1aa
zZaDWmji^`g-&XzeREjvi*AF~dc6)=_0ianSvSUg7X0$$cGiN(b*qYUdZhRNHHd+^G
zBV$i&zv^+;IG)nP-)a1!g1;pyAH@50d41z^tSp;KaiB#cjF-gwu2$fp)RPwhC^#Jo
zDlse<eo9x8bS4aiHf|%#s=GYyQjX!evtMD*`yeOU(<`pcQT;QNv$81A_F^qNQzOsx
zI;oYXCzM}u=kVCB<r17jX?suDTE)Avz_<X0BLMTHgD6wbbto8heBAtPRU=)yM&Hli
z8Kg-6=n^U>CPR~Rmx6_3!5lG)Q{7E&KY(x5WXA*IJQud)3$~|JSI!Rrg2j{*U-dT@
z%(;l*x%E!6)4rXBhoxYS>JBB0c=rgAHOJ#t{SOWuT0enz5sv!iXW&Uv2kRWDUXtCr
z^_HD(uwB8Gri%i({oQ%LSgO($e-VG|Nf)}9-Mfm}@nVSWuP=KJ;hMo{WjJAE4ko4s
z0Dz6{X1{>LK!NALUOrECo7Q4>Rm1=YI9<+@xrr$=xnkGSK;(ZqQf0VcTPD5&>>0n$
zfvEr`+%El_F93O=3Tu<W5H*JmTI|I6T9c^2>x=l7v%(qrBWxo0;KTRrTtM5X0Yq}%
z!Da7t)wEUuGf2~359SmsjJMF84uE`QI_L{ir}AA+i3MOSoqpAvTzNFdJB$}qC)+VX
z^$kZQagA0o9|CEdtopP;e`?02;DfLZy;~6;LQp1hTc?MT8P-ueGAHNysliV#kcs8Q
zpS$85S%20mq$LbZY{U!k;M;9po+|zKi$21>D8?+ae*enA9uq<&>!*LUb41^phEJIM
z8P-q+b$)B9zxkQL>`R7)&2_U%hj3q@RqnLte*|@nK8j8MaC&h0E;JPT>@2X>X(Fe*
zZJDR^-jy?t%*+?s|Jgy50n84tES1nm%%WI9D{lp<&tI6pnFpMGW}8WwtwyH~o2@~Y
z%>AhVSo47K;N+{X`Kx<tCu#uko!<NjV5c;b$huov;H_WF)3uVJy-j~GTz-KVy^F6H
zd{-F-!BQBX7t}{!*hsywo_4bIO`h3d|JjSo416`BqM2a9>tx6Ivk<Y?(yQL?r8<F-
zg_Q*M_i@xe*qIP<Ld55q>Je2B9)11RG_ss*siM?CKumH30V91gfh<eopA)CIF2Dii
zYltW+c=&dQnoB&_y5G1}?OTMuKCLM+If9t-^!ax@4t)c$!IRpWg6osH98ZO;9pDZ)
znOt10+c)Q_c)5*sZ_m{ucs!m)VwAa9GqKP|7wMh$;R~Cce|PJaCs;(N11wZeT{4xv
zXRQDrPifQFY+SMi{8aqf8q#o(&JxX-EjDy)<VY!}LB4HftSY8B^dA}cuOM#nbvmxT
zQE$S`3bVk*A#kt!s4qba(l;{66YT}ByZ@dBbn`5x{TnvY^u=Y5-6is{L831t_4X=@
zVy?gF5cCbAVSNLW0Bd*h;CZ{emK5sckcgK9r;aJ|Q%43<O^8?Val1)w)gm;%-Loiy
zYBo2gvNpT`N@VHOl7N%@ZlOR=nw)5Ldj*Did16MdT}u)yJ4VX1w>sf;fbS<e7m`z+
zk`IOvS(qlkMCl05Y{L_6KA@uXqDqX(@>O05&NolH@fi+DP?Vhcj#4i#8F8L;#Vy4g
zozkowa4Fpt_5}|?BIb}{n)%HsSJ1xo>eGx$$<<jQg6m}zYVktN1mx@20-fou-U-|$
zO!FYBCsA}It512BwTWR}b~y@Y%rMcLbJ0e!GB8+EJ#aIRWLnVUJlX#B1BNopka%*(
zG?+jJi?-Efu4R_uQM2d=b^J~$qN?~4k#8p<F`C(EP~b&2a^wp^`_UZyHBG8LZ?bqX
zPdQ{5NpRM5ERqpVmGwdOnNA~5PFWKun@xP4z|Z;_{BY3xxhaYLj7FGj{;oEj0__~w
zGTZ`^chWqk=0e34TLv#>$i73m^kv8jIL%b)>ocP1@Oj733-d1U42J@}zA1sDXl2?0
zjYQII;h+Dt;C3przPO`$>1Gb#vgVwXm(6VToQ`B*{58ILyFKhMJLZvp(@eC>r`%D}
zv|yMMr<|OevbMS@vzXr`Ll_z*j=?(evRi_J_8rhc@gYEfxv|e;FgMnB4mJjjN#(a|
z7R98ZB+kmUE%~G88QNBE@&e^?w_ch45o}|OO!6hx-sLO$`5J>Gzj|?1RtDvf44aQ;
zSZ~PzU{F{|g6Bj*s|Wz$P$L9vnG0ylJ6##;ryE9%Wb)m7Qe+dvGoSwS@Bx4qs-VY|
zFAqx~^8ZpwewhCvL`6k~73dO9wK>q6$e&PG8-&(H<Mh78gMKnT>HQPMtQhp5?@SA7
zIop)1Imgs{XO1ugD1xnzceU&J&I_Q@bjg{4cEL_#&FKL8bReN5;UHfeKfhZmm?`r-
zdiR?o`P5W*oX>8Vv~kXfy#oTKzDpqN?{|bB{jOh$lGJUnEu7!oR?gX`=uX?epR!4{
z4yg)-1sL&j9DQycu0_zCblOPm_A^-hsejXHycf3c^zK|fHn!#P3izGw+VE#>to-%&
zt-8FEra3$O5ZXr_rJLdZa(9aG<z33HOzUw!-h(h@8~^RHyG-_b<?C-g8EKT3b~2F9
zFZH+tssX)P-sbP5PPry-rt##P1tP;RSn`=mwf+HL_DHGu>EgidDoM<nJmgQ^_=2j6
z2>9DI3Cr$(ZdgGJWN5ehSbz-MM~llP`_jXomYOvWv(5Z@*=((|UZ#~EOF8)oe;4XU
zdC#2d`Meq^^(Xu;*z5pPk@<N|=v6MC*GMtEtQ(X4^8+ob#R^8YcfVT+ffklZ2k`tL
z>^b1UK~L=-0}!CvES16)R|sHTFgL1vjf=a3DSZ!-!y@OQ4DNFq%=Spy8ESHNmLeIC
z5s)jxd~mtNhL>}!dclJB?ds)~H`zt5f8Kn&2iC&h9Gnsns*D`G&6g;`LtQtzt9aW>
z5%Q#G=eNNk#|9QGR!4~&!?O<)iHR}2$;pGC4z2iPBSw)*@SV&l&Nr3QoZzHb4;`GD
ziaq?h{4E-9yF%)&!YtE-*<I;Cj??Fik;lCZTsmg-57ZtJ;OGt@JRP7$bb+EadpqM?
z4usHN<gFh&<Cg8B&r#jl68_D(t90s*vdBg@7VXoiKb1(W2&A5y4hCp#1d2Z@Q5_&k
zC~T6Rxs$Uw9Rf7TZ6@6V=3(I^5j0KbrH7Z>2-X;K-g{^;ENDH#5v2B!ZkO2npA$E}
z7ymq{5@4>$dGG-!Fyr(&?E{MZjhCV`L0|^A<b96l9WNSm<kIBEgAZ_HhxR(RkDzsf
zeb;&3k+3sg8o5FiJhREO`M+6nvH@@_C&)XR)McB{KZ&ZZpmuLy&HFh}vx5rn+=ck=
z=fpS5@?A+{Wzz%Znw&HO&@}<I&EqAUe>s``VAV}lq9J_1iz^?en6>Cxw!%qz_3>e?
z?8GN=&*Yzj=C}jv2g+4<JOOlknB^6C9-`ZP=$<m0`si_Ogoj=zErgusfCE6we@=I`
z;Z}~37oVdayDzT6ojKPSad{jVJ!+hB!hh2=<>%ix9<Warrau*H1G0dX_5Iu3Uu%Kw
zeh28;f$pJO(#}Jm{VQ>vAuUT;h7#hBphcOnD_J;*?Bktr_SQ8S(?lEBb$0jDGE+rM
zFiBpj3#j#ML6gp46u=iRAdIh|hHrk+zxDzpK#AWir%eu5FO{F1hoezND*-3CYovRM
zHPgwhIECDlK+fBY2PFUtwKDsCnD!(Jz5A0j4h)-*jFG2->FJ11ROnMHtLnynotKyt
z@OfZ(f*~0+diSRjrMsaUt1@wY5xWYNXnF3Azm-7dV5STlLQoCgfaG257y{RM7_P#y
zOLIjGOfxx_sr8>g#w!|V4wL5(A3sc4m_LF>n0v7qe0}y-Enqhy4<vqW5Hr;aeWERo
zVvNQ$1+qkQ)aDVcrLe`eNJR@?JU>|bCir^FYnJcIpNu29ePUqkvi@%N(Cz0Fn$M?N
z4|E9fiUCT&hXEZ3yz2m15D=!WBfyXHYIiNx?dc*4ke2c-uBuZv5jP9^cv0`X?=H_T
z|IJ%i&}+yui_Dw{f9)WAVwQ>ptqWj`F+IuZe6gqmadD#~w`-K34FeTcPiv8p(?0k<
zprwmCIwSp`di%fH<}id6fL7UKurU4tSJfLn6-c~gG3mr#y`$iv99n_&4j0RKI{ROZ
zS9W=2^9`)L|4}bnKb<hxpiNi-y4w1u?K~GWryW)clMU6Ft4TOvE#;p5`2hVcEnTsz
z%yHi`@BC%_Ek2t%3=|yX<dDThcp(1u+X?fYG$eRwZWl4hgFjus$TIH7FhSu;aV3r`
z%0gQR^`-k|7J4LU9ck>s^xhg0{j{yHWm1uhiO!Em^luJ%cmaz^j7F|lxBg)iOxgha
zk&m<ysNyy6&Uk?|yF)n?1t<<w)V4n0<m7ysW5H4Zs`7^_yT2Bb%iH4(adRSvk0x_U
z18GzpkFq9VJPCw%puaJq-1s?LO$YU+?HZm5sxff0X@o2YVIOrbo`WEfA_@Qf3ml-&
z(N_3nhQqCP`sd|rYg>@BC!#A2ZC}43$wEkff)-=N=cr)`lQ4W2t4|xD_$lL{0ZH@r
zEWsipd6}`th*zqlckCPQ&tgxxNL88PoXkk>=P>PA2D-h`8m#-^T+vRIsSByGVVm)Q
z?!RMepB)D{FSGcAe!|GZ<9G1#XpxmUn)1>!x29aC^803iVd!)lUgj#MuixO>MB!{N
z;AF3nLG32Fy0iFMrUG%~WFmr_xcZ~4PV~_@LxpMti`s9~m6KpIx}AkjeHF*S9B(w!
zBh`^^`B$AudsSd4pGJ#=*fQkZ-U_Ehd*5B5=_53!32qlIf1ONJ6!lf1;#<pIUUgK^
zPdcWXCTj`=MF!APB4<PcJT!&){2$Lri*}03#CgWhgaAV9M+3@@^Gizu9cQ2snltop
zjSWxrIH(b1hGWLzp_&-g1V6fY^GN3lD+zcM1x*ZJUvc3E9d}qSHvOmykNIZC$pk1}
zL^6JPy)6s(;uPt<txSVCK>2PtItDI$0)G@$Z_Mq_D?;qH&xk~nYp2$vFqJXC&v1-8
z$}_N;5li)Z;R<1@7fW*rdVn|IGLUm-*y_wpQnLF;tHQl;Cj-48uQo%#+eCF%<$dNY
zu4)31oWLf2sUX2<n?-SOE1qkr##6m`b)!~i_|SbBr0%3x-8l?26nKEa0c)Y<nVyb4
zUj!GP5ADB)05C1mS#_$U`qy%MHoj`EDG|?`L?+z*#?U%r04wGAq5I0(g71X^)fk-l
zFSv$AWc{CB|3|d=!a{*APc-iX$aw`vpd%-POZFeOTwYv#ug&PN0uZYl%vC=T3f-%s
z9y1^s3{lTi{8}zp2v-qvS1rSsI{^XIF9DGyaM!!Kt~s{psN<v`rHBmftt>*WxD6Zc
z^(7@>lJPG+<39~l=GmSFh2(KJp2}2p5!;7lnF63D66xASD?O5#48ClPv@w<4SQHhg
zNoFfo@5)o%fA9Y0_c`lrI`r}85?OME1Wgduj`N3fCUW^44#iH~qvDXZ;?X`QBl}56
z%WvXf1AJ>>_LQ>R)J%+!#cRSm<?6YQ+{9o??05K0!G7F<UDJ}R=(XR)a?s}Hw^1yi
zLVhwln;VgO^0HSTkmBOL?-+Ubxc+|3<h_8V=sJ(ua;&pM5-9p9d&cKzx(jxO;>xp(
zM;1H}i_E@V*)HN+b-Xa*JngKwS0SzL`2<hGB}L<%DIT?@axPLrB607@liLsY0)ih<
zU5xlE^pu6$+TBi<bYR~-zkn-_2!I;Qa49F`<?T6b&WlnR*W0H`3Hus8Qeih)*QHbf
z5D6%4-XV)mjZh=ws4&jnI;<6dZvm2wGT6US<RcD8MOh2A&AwH-wyr=%y9VKVX`>aV
z>cU2q>BjS)uJ3Db+EEyM-<}zN0mReu*c}N(%L}z7q^ou{dEh)|t^V<XhRHV;-`xcy
zSjYGXswRYinD_95Lfp0VO5oR*lnv|Ste6D;kgWa;kNno?qTnW<7w5+mpN=?CATJ&z
zPOI_WvsjbQ_%^5gQkZQ;&d!3@IJ;x^EC)~rQX+AD3Sn<=Sa;^RfC>^T*asYNhiFIK
zH$8<uQT<IKsG%gUq3HI2JsDlW`;RmTM^RsseChIMb{m~UEt8=i5ZDkKu<XT&BAKi{
z?o;O4asv`dl)D+R4Kge(=FGaZebORLr|VYyl<oMYRP9vWyZ(vn5A&C43DqvE#hyiE
zNZ-F8Z5$z(*&$B5ZPg~bPiqb2>#0>xP-g3o`A(fd#u@Oa8wd%L7p8}*(mq^_s=0wd
zfCPc9Xmko39(9z|I~8NmW3m=lr)JETXM#5wNfI#TzZ~if#<1lf``q*s4IhGU{M3H?
zjkJ7733HLBynix*bjv0Ol}d`4sQcIQQ3J2&WUbR0Bo4A7ISETLJ~@>_-Quii5Q!D4
z(pVGd1cqvOnDTo&dI?F)Q0E=&-i8Xu8GM|DO*)*DFMN;8Zfq+k^mp9iwJ!!X$lHX3
zxJ+LYkH3~{N|E=-e1Twm^~V}Jlt0t|NZ`-p8?VLX?b_@2ac*ELW#-zT!Jt`7VsP)<
zPJ^AO^bep34;k?<T0Q3ie4G|=M%8R@GQt9N6UBO3iYS81CYwIuU0WXDZ`}{kke*=m
zO}Rh8K}2DMdxDKJ?f!B$OA?vU3VE~vS*i%*auRKv8|@ySMoMp`GK`w}yH%+aG!(`U
zJqX+gr};;oL@8|@0@whIv%`PO*-;$E->vzU+js@tzy8Suh|EB+75bVRx7r=Mx_tY}
zT`8AgZ+y%vnCBgY<tYVP^%0qkKAX))hWqx<m(Isd)~m1{ddb^+albj9$jBrT<IdCy
z3rVhuSJ%?6tZsW`@#dl5bs=ZaK+fmae4~Ky!%}N-{MM8T7N+IoI=3HP{03XL1(W^=
zSo6?)?Unir4D-CwCE5Apw2rE9wDNF*%z*#NBk=+N0)sF_*=xjdXFSl&*fjW@2v_Nb
zEM<-=WeInA%xhzc`ZZ4f)Zp*J#%C*g$#hM$Ft=l2Fw>nmeFl4+TJew6K~91viN%nE
z>z@-hUn*yHqbfo&hkDX4vKT9EBlg8RIGX8Q4a0yT=RC>RLjz831iZM-sv<JP)Q;oW
zjItT-xczC@Xm66aO^#wX_c!ugl!epSHVze2EQb!ZjDNtbqu@`hAiy&NtZe&ShqWHG
zRD+X@G-8?9Q%Kiqh_c-7HN3Syr_ko>l9v_O_}O+soIyl=OV_?XI_4e#+d6prDfvd7
zSFB=lcQ?7|D#G-@+x}R?-_eU_)%&42Fsl5zmq|nq(YNAL=ca=YD{42hr&KmEt6e5X
z&MFGz9{^#B)$^OGM8fsPSkWbbctvG0h6+ab73f|p3}#7+)jY#pN;G~pZi=Bv!rI4Z
zzG{bLkPuD&BJ&O93mj1d&2!HMVwiL+xH?Zl8JW~YsY!SiPNr}KRh-EJ*-qqoLOcKt
zo9T~rA1VKFAAe$pH&AvZjm38XER}eb=3y-314X;p_AY@Dn%mn*Ug4ICk2`IANB6sO
z<;E-xoQNLGBU}riOLb&!eNV2=mDG9i8tpr_!)!oaD94^uHxICU>>Jlu_Nu)bt~Ytm
zy3`RQ(d#}LtL$)H`|GO|9q?3RYaF7+DH1&Hl%|EGUb0Uu<N&_xQ~dXiPct<-?|G|D
zf#}Bvx?zW#U0EI-sVh}wQurG-Cyzm!nGtuD-V~AU6UQ>bKz$#;3gsF<Q#p9@JYv{M
z@REr>R4@Ekha~HHsuLv7EBn!Ai-Eb;dXBe1r-`)AaaVZ?V48<NBx(}Y3};FbSd5nl
zxO*;l<3%#*%>IRGnUnE?Yj$7~_CUM;9y<C@Kq~nH^ePDk@&RqCZdvVt$t$rY3L!+}
z>p|4F6smFeV?DIZSOEssL*pfO&NzAw1Kso~l7ylk1L0ggW1oNfUo)k?6xMdoGk6zX
zeltAnd=w~5(uA9fkot{~cFwqCXasHB{QKLgTJJSgI=IFpkxdMtnYV|oo_W?V@%y>i
z#aZsB+(%cN&&FxuvA%eKs~A<mMF@?%e6}l6c#rIDY&uzDYVFqLF&{I-0o4qXv7*F0
zHmXyg42cB8K^He&anD(Tv=Rug66HWLJS1h{7%c{kza?p6v^^P{8HSH`T&rrDLzUnd
zkgbY-YMMKFdaV=bYwP&oXMr38;4Xduq43*MxeJwOv(nWKeT?>P7ftTC`+g|;X9@lz
zP>)#j1AvO)SPGmS7P?Tp+118%9VJN&mj7_Z>k7fdCeKQBD(@|7=1IUUgWbyp_+u&>
z%iU4oUv+CuERFQ^^k9m2gMez50EGAf>x|WT7EsZc&4#IAiW_jI$-M5v`#>ox6<n_a
zlK~w7mxS5@v3h<T*riGdGhR=$jy3wbnwJwz1^%${3uT$EaNulKNhc$Cj2sVbo1Y?d
zvz1Oh&Al|<Kjb}TDKeL)pLIpnkeTJT(5H24m;pxQua^f6HxE~JKjTg^QS6(RzQKJG
z5k!3b0;ocY%yz9^?}XakleHCW?D`hjBMvg;yn3Rt=bLW8c%|d9-*m~gwaAVlvdzGJ
zaWZAS3TXtCIROg`dJk{~nH{(_aO%(lvdtkRA_AoGlbDf&g>`kGHeMb`+Dm;(hh<Z8
zsUPhSX!$bcYCW;1IdgEnb<>_MWV0r@Lg-5@%RK0m87*twnNsx4o4YQqG@e!niaHjA
z!XF=F$aek4`oP4Fwi!CBIOlo3O7mL2%I?I|`KD6o&ISV@3(nMj^cfd+VnC^$NSXrt
zaj<VjCdY8Q^?Yjjc2`eg=O7dCn-Hv=uTXGrS`43OV_c99xD1529|&X>UOXWtPFSu4
zS6VdB%#Z-a4-TMTjljkYzA~)*J?x{_iF`;uWipY)RW=c`evuc$*JZDBgni@R?l@A|
z$uCFMEP$+zPR*FZ=I6t&Tw^O=nL~tM&+)D%-}ZWIKJe13>o6UiF>E!tsW8|X21VMr
z<kXVYqC|;AbHm@GKJmKla5!e11aFBV64KVzHV<UtgaC&DcCY(P)ge%O&1hr?gufn3
zK*7jSDJBJ%u?7Rh(0o%UcunCVMFuD(o9~X+=-Bh9r@6yqBZN>ko*ir(-6D^OYtE6i
zto|2KxffQv${aRP&<5rLrT0?TyPqbnJ%-ed%$4CO8omVG>hmnW1u??EXjZ}d9a=yV
zRxdB&P{#~mqPb+lz#kKx{73aO=*&lyFWdU8yE~wh_?ko(n26~jyq9}|n)Ob&;5rCp
z@7{#YM;Ab4?%3TSf28LF+82osd03&-x#dQOP^dj@J*d~5%Lf9+VLbd2`3~#I$~Y@@
z<uBk!0HYXnd$f1pQ{j}UU|+$h0D3NIixK<VelO3~_G?$H@L?WP&HMA;M_ZhZ8pwjz
zTpk#yaudZG3YFD$aintqpjDnD|A5iA;>>typ?M{c@OsySFO(5n%i=pkO4JO9H$cqN
z00?B7v7Lj<_U5XV($a^nx#!o{O%I5fn3#^)XlZFxeB`Q%)^$b!<uV&T3>}9<`@^_{
z3A|Am@m;@Tl#dddKa<qVRxIFCPo}gD&nbr{lck?v*<esCP<mMB8_BY@c`ILoFIF&#
z6{u84K2nEC@BUh(f<Bn$T3dOpf5I6pY>Xx}h@zlQ%B!N}>NH^cPGkS>uhM0faK5Z-
z#|6@>H?9OzOw)o=`X|Q#Jai!Bzd<q3=z=zkzV}&hGA#?&arcovM&i4AMXl=TZbkAQ
zq}UlIhM@c*0+#(y{`%uzk@E8L^M4gNH<6i{<3?NhUms$+xx2$|CnJy$1r?kcZDKsm
z19RRY_7@$k$KCAJNf3-80`_K>XHdRI?Ak}w+B2!_7O`F#%_3q2qgZH4b<aks(COu_
ze|f9A&Epq|Qa+_n^53o0{G}p0{L1kMEVg&Po&F-#{N2{E^n6QetL{PORli9P{gb(z
z1RU;RYVVT~iIfEE!RykQ<wZ))RdVW}@)Q&KiSGf<XRU9oquC5}A2kEou+4lkJnZUR
zzY&Ywjwzl7o5BKJ9dJ=r1e>I9nCy<(4-y^+`VOf-)0MsI|GjFDor^LP6`>auz$2R5
zEt|X8F7S5JkMrxz|1yn~Ia^*oxOeXlhy+SIl4D~`2=AXQ?OTOCtuLGRy6_l^t*gGj
z9RMZ?ajEtvU6garl|z9{(Z9EQcBpp<0g~EqA!sT|fg{~nvGr1SMvHi`(TGNgsa#<j
z?r=1}$sY5}RqCQKpWtf(Tn1%)67QVTJ<VF#&rMNGd9>(s8j8%!=(<2FoOaoH^#76d
zl~GZyf3$-NC<qvYG=fNpbf-!qAVar`ba#WGgmfb<G1SmC^oR&Z3(_6Z44nf5_rddD
z>#n=*hx6sEbC`GDd49Ej``No#=c|~PYY<_BhuW3mTcj^$eq|-dZPo)9T)@=w{|zp+
z!io2Ri4Hw8Gqd7qw}a}nuOFo(7-C*7{mm}pV4cb_!WuiyE3rr7)p>C()q|FB3i%Lg
zP616<SZr_9A~dfp$Cv0>X!eQw)MpACFcno$*Oxgon}$0$Xa1o`)_RT#tjC58skN~e
zO8WK2>cXrK0aezy^dZp6feqFMNlY8yaWE%YRf+>04Rj6U^Rq<s;oL_pmbX{dPckNM
z1^;|h=YF<9rW>1*eeE$<1MCcj*En#l1;T4{T(_qSTY%x!kbUv>{X21JCa=@mYZq3a
z)Ex-?DlJF<#sew+O2-G&#lK%7T`<~LWLCgHgnzvxhkT&f?augKv+n`nEz6VNxC(3%
z#YDBFTz5XU%;f+MQ`0LHZG$6`72%v@S&&Is6FbO<QtG^m57f$+Uw_35vK4f|cQdXs
zDldr5WNLu1XAFaz2ZCKq9*Qx<M1cP(rLUa%WbVX`j?*SR1>8U5HqX^C+e-mU&5yc)
z;v$u6F~zK)g-Un^AGp4lhb{B!<x5Ubn(rcj#5&I2-rm|oRX$!MKno`Bc2z$!P(iwQ
zU$dla8Zef?k0X3lX70wZ@|fLr`w_6JimujW`aW{F7#R2>uivdqkHU}U&%mwZ(^YwA
zIOS~tGyGo=(8<te-*5oevaTU1i~XtopvU4Y=k0M6i5#UjvMN)&BOrD?X-c_&u;7MR
zrQ6C9qbRj+nr=?D-FcjxXvl}wJm4OD7wD}11R8+9fq9LKC@(LuUGq^Q&_Nk9;`kZ^
zKA}<_Acnz)f9zt${Nt>SUO)>~iWKD~IK*!VHoZaCyWbcQ0sZ^f8jkxZsVC2zZ#Dm=
zkOO{Kp|E~4W$?rl$HIiG20q5)`t%g+>feo0)yb+vH9O-@6sO-JW5TU2T`9YfWw3cG
z+u4Cl?)?;+&;El0y5)6@o!Dd=d!-OR<s(pe*~QQPK5X-S|2`W%S){?%RzW0wDrw@g
zqSY14$mN4}KHQn3ZEbA@eb7zdZN57oaWxM#&mRGIR$)MA{2&mTfUPSEpL@Rp$-f%L
zl^?K$KpzYZD26J*wHkDds9F>n0XXaVw}b|I?SDcVnm$py!TLD3K|$l9nX_7hv3I((
zEDAl-!E>!T#@MSP^$#c5*T>u29l8Cg`S%~h(1vZw{L)G|VGYdCoNjWAHSqnmw9zQb
zTx1D^-#4X&!=#Yryu&&yZITuAu0er;?|>+`P9!C5oD+>Y@J$<WMuTgI>LZU6AjQL!
zK4;5GT<?E|;QC%$nZW<G+uHxy?XgWQgan2x`cVStw;$NseggeAX~8%}!5=l`51%jA
zq@1rqZ;mz-P^Fb^XFjg>@O@Z*hF|l53D`7*Yc6_&YhKT0{76*yx<bNLIuMit0QRUx
z|08F8hygkvU}0rLavQVi&TK2wVdiDK{(c)>{QH|EK-h4#%nqL4O5qqgzS#rp(>ZiV
z)+8wHS7;CMQ$8ubM12_C7#+F#;kq@>HJ-h@Yk!m=9q>P;HE`wbFV+(#$m$iga`&Q=
zmH+tEM5bQe<2QN$w8M@sf?eU)-;!R%xtUZub5+k;gB=tEc}^4b3XoERf$*04oQR0<
zTTI<CYic|m=^VrV>%4p{@>F$Ce%zZCY$K3?egEK}G*msnd`4LJAKWc5Dix$+x7f>V
ziXBo%y57jPT|0p(U-3{vt|(m3#S8U99Jo^Zt|4rC{N*j2;jO$m&(}DmTdz|!kvJhu
zU|OaOKAg%^!9r4?Ar_~F)7a91X(y{9l4XTKuNWrPJGQ8k>`{hkMFQyMOs2g*zw@v!
z=&uhubD6EoPh-p-pXT5Hu&?*RNh*sOeXI$*AA&S%6C@lJEef!2{`r(ms4R)p5yFvP
zZ~Zr~O06vYEiMDPsV5vCH*troqGrY8_Vg#__*r%a9R4AIuliKM7QE)(A2>c?0menv
z?)^@?h`DC{2mhug;A_x#Qz!rQe#(2@M~*8|HBiK$>TUZY-2n##q>hmOnw#^hC{w+e
zv=qE&eukOE-#oV1zUj(>tg!MAZ<I=Wk=K=El|9!Gj{8Fyi%AoVtQ}V`df5u!HTd!W
z-X>_vG9>7p2mBFxK&h#@TAzHVeF>!$EdMHok??ZEGITlWbhxOZDUZo%Y<!j5sLCRb
zg<XM-U2$Y*{K-EcJ~aC_Gd<l5`^*fVXS?=g=G>0J_RNzfwKJZ`46^~({$@9-emjSg
z`qeZJ2t-b8@6MM=`@aF?pDFy;vYb=}n(S)BeJyoIbxCxQA40g%jSk@^ThZJZCx$Kq
zOVB>wNU9iF`=v5w2xNXJoJZQJg^thtMT7mgaFlZwCkwiR?T)Sanf?0wgU#@~kI(k;
zdb7(8&Mc<CIN_<u1kw%^jNrd=v75+-zBOgxgcC<k=njTXJ-p9qb847;@;ouAg8G@7
zrj@jP&1|hkBLwpODD4h1+h~k>uyQ7!m?Z97@e6-bha6lhV)g#{)Uw&|$cVB1X0yIU
zd3@KP4gC+j1Uq`1UN{F$Z*pS2kA6)2-CPQ2kFy<HG0HW`oSb4zk!PQE`WqsOGjNOr
z`FOxn^k?oox7sJg*?I;gA^ucfxQ<s^3rpValyOr#@h~yXC@=Th@NIRTtIefnno}2o
zn@4sBM3tI9Ja6PMk8Y8{lq6E&&T7N2#meP$MPC<9s#zXo{UuwgbGQNdIQ9N>ie2A$
zDa&RQX0vzTHv5#9X4~qH>gopek?FbPN{qCYK}h&ufI(IYVktgxTL|7$u_tgL5FQ}k
zQS`<*)q8!qHKQhM^_S)PfY}x*%_O&f$=!eUVZb0LDQg#J2Y9z{zd7DY+r)-IE<fGp
z&C4H`+eB?(og#XA&W-#n6E|@S#%`7AY$3?oi}W88r;nelNLPe25R9rs_ix8}D#cuI
z=dRwyf_$eA%J%6f8A<uHYUfVN@GQOhID|0m%Wp3t_1_PSP1cUpblujP9+Vo1$hXWI
zu2`xu+_ur=N9>y%{a(fHC@nDZRM?YeGv`@}Zn%0cM)dg{CkLp2j0((o=KwAF6kOCX
z@G%7!rg`ju;(5wb<+Oq*akLzxLcIOYT?pi36)SX1*T=oF+buS9G^zBnj^18Qn>8)1
zxC2!6-73kJi;hkcJxOs-p}_3VTP*18BiDTI8>J7w&Hk_)fzwj%H2-nOPpN<&nr4|h
zc3>`j<t-)XZ8~p3Alv`<-=_FvI0h>_CSUjr7dSuXxyv_e))no&8HvlC5p_AO5h`p|
z(~QY2eF)o<rWWIliY;w5_x5fQcH1t#wjcl|m#liV#lV>+V^JKKGV|}KHG8@=1D}?4
zAyE(rTSdo-q<-cl;!PSIalNB$w(cz^_8-D0eX8Xav=)0^kqv=Io(BQPkP&ygpaLz4
z7U#IB*x63${Lw4zP$a!{kglCu_ib4_XX5XDnsCGB%!-Bs8NJCLDtc3^cAXuWxgBMW
zD<I;OpYe)LPK)~qgjdN%u<v*1r7sE*&s)t|?hHOygcV|Pc|=e?Cq9o!N|%1AdgMA2
z$RN=hY)YBp1~!w`gTQ?+LB!40<H`#A)!t%zUqUvJh=2MBoE{eJ)x@Gh&am@o?j`-6
zRANk5MwgKaA4}G|Dz{`5ttPGNj<B?bplp^%CZ>*!MH7~HTS@JZiAbFzuc=SlCPg=V
zz@jN|W?`w>$F52DXgXsGzlfj%BXB{-_sB8$<_!qM!e+lA=So=ZaP-kYNyF$fb5fNe
zeL8qkv)EeGZ#}*fK8qcFuf}b<O`+%0B9GEJ-vy8d0iBaFpg{kJU<X+E2$dKi#l?bg
zAP{}&O(K}nxt-0X>w>3dMdsCSgz|k%-9~w&QIqv0*6!e3<B`jNrJK0SlK$^+X`@r=
za<AjVL$}8W)H!CoYc@t|9r!IR<wN4K`*rLJmw!73s6rrV<0ZCPSBU*H?#*^h6R3}<
z?Na96&_>L$YqBf!j{vn0eN<v;>)N%!9B>*>4a&w@I_5F!&z-6R2N<8L)`ha&E8K}S
zf_-94uf*Is6B&WGCWAeaRia=u&ym`D+*`tQ^lRau$Z-5c`{M|kO{^EAsrz#it07TU
z!7u@X63_Jx#LTwB@2UF_V_Y*SA&}{s@*cNiQ9Al{cY6I!f5xHW4<e@f>hZ$i3g-v&
z3skKI4yESKhklv$F2EfL8y7df=PP)Wu%H~7J({JoZUPBr(;a$`cByU-HO)dfu|nOQ
zDRE?_56qjQ@#0%8RpW=+x%7IqKN$rKWt8b9>s#L5u<(fzgor_nWm<w~GwQNS3vQe7
zB#;`38Q8J=+yZj(#An&gjq`-yYRu2{^wx*O^U=a{{X1LY7W=P8m8o96u`N6=ljr!{
zraE*4uK_0aE2L+;yStP)nLv01NFu~p0>Cii)lCSb^w(_(%DbxC^)046PoDgZlt^&6
z9AUHRE}B{!G4)!C2}`Ltil5Z%W{di8>xT@)rit9FaW<ra-ff`~adj2}0q;jJf|KE%
zfrFfJBJD6tM4#QVz~Gr|QDhIhRC<!H?{80siFrz9m&_+7^=;`d<oMPbG*7aEX@=^Z
zRu6&eEZftkD-9Z(nVuUg($dm}Dw*QzLc9<N<lsw_D&J8N(bX)B&0(*%w@)2qLv3I$
z5`Inz_XGt)?N&C!%8o|!JN%>dCNVdXQ1qGmdMgFCnv3^y4slI%NtClMvU$hfF85-D
zT8LGU{t-3j+iU3xp#Jc*(0P5xRMK+1$)gHLSQP+E8H;QDW45UtXmKb1doi5N!wuoy
zu|@ebLbN8NCO?!O!R74`p+ydtn>I8q-~pjY_dgP5B0KL&Nn|2r-wisj)V4{C)YS=V
zHaC+*q{GQTS%f^-*w6U_YBSOEngRJ7tz10nWCoRKg&pAH1I!IAcIR6ucud2AG`!8R
z-E`fcH;?VLiWDDkb{Z2Kz=uHUsuzVm4IgB@L_cP^hjCmGcPTZL)Zsykc$)XakAjEl
zF+&T>S3X7@c7-xmhmT0W{}HLET0zmc_^qQ%uweJYyR{L?!-WRv;W9(jgL)Nb>n0GJ
z-ijm}J1i*%cC{RxX-o(-r3L1eSK~{w!i6_0zrN(2f2s5L_eX=6KSEw%RKmzOMuD4j
zJTQX1fsI!Hw3mP>wUH;$9SDRj&|gV$<Ak7-#Fw#OUukdThmU6owaTI0FTvpIG2-=|
zq}&LJnWhw<_W_5UOVF#c(Ip5(vZ3w~NsdELgydoL85L9ge6HkS4EU!=Qi9g!N{+pm
z&p0@*SfXhB^yj8+rhsNBMOJ}>-;)U*t(5a3AL0G6=<Ta+;ZADhws)`}jw`)|z}Zc3
zBNG>V_bjRxSe}&*cMif;+fLwwg(uC@>ddk-rYM>4=qk+Z!aev<5G`?)TTIh?`sE}R
zxQ024llXcRQ}KDm?9)CE4a*bqgF6sO;al0piPXcN6M~8Nb|iU!YefySTeg^Vxnp?R
zBFYawMUotOA3#$s22|N+T%f94ce*Kv%`*mU(^$HX&-{d%U#0Aa90im=cET#08faqP
z`b<R{4l=JGkMYRQpCiG2DC3Te5Tezsp)s){Ay4i80YQ=K)_Z{on^yc_lHNk3Pt%v2
zb)Zi(E1-io&@)^r-Zvl(O$GjX6rtlQIaem?twfhHaa(GWWTZ`oE@fdfl$l~-RV_lX
zz^c7?>@qUg;3xU|YAN(}-N<pzlcUoS;Uww|>hKoK@f5<_XeoT~+SEv?6NJA#19%cL
z-NeyvMgqyGWIg4Lm<BTSW_$jpC}loBMd3=QaQ%ek)meCaS!jI8Z6`d4B&!fDdCpEE
z^=~3JA{Oqamno9fewg<gdWaBi+*w_^(5ZWr?3hWl2InV*ZHgPBn%!#t7S7Ohig1e6
zPzryuY}JHK;Zjn4Zd<17dKc+xwESNlq(Oo_m|3HyMuSYEk8$f3klYY8q!{_FEA7D8
zJ862nI~U8*UIKn(%2oQ(wMG-%qqd?~p=d2S%VIo~QCR`{UPvA_!)D4}v9ohTbJ^Jx
zbbZv~H0lQ|U=Y|}86oDFTbvKqRKXfT1sGQR27a!v>uj+48^m(y0tyAwnvB;t+0jfz
z9R+i&?bzfGH@r7A-Bey?eqKZSTnS}X6IGT(+QMGro+N|~nI}x+yD<pEJzUyo8@rVa
zLUMf&-9CIi`vcE3(0o$&xUhOz%d63nqp+XH;^N;^i2I<Y503?A-CxoA9LCfy`vOPw
zb^hm|R8ZC<+zI*EQuPkpGWe(3E@xqRCQdzbW2y3uY9u0xxJh57Q(m(n<3o9)6>8op
zV?pX7B%Q18hm;Bz_f)Xl9JD6K^s*oLY!Iuyfh?O0O-D+=0(Zuz0ypJtB=T=G<J&iw
z9bUV!`QN}k>}D$y^aKqIBri!fDJBZx@^@gtNp&Uk?ler3Rzav|atbN&G%)?GE*9jJ
zC~INR^Q4Tr=w#s~&m$$8P}70GWn_8@gOy~dUjt)rOaE#8qBMH&6<$e_&~W*S>&5dQ
z>jA2-fO8nAIgYYK;DCKsr`L-19A^EH8o@!jH3BQpHeIznHH&WuPx9u`M)j=13ZoS6
zuxK@bC-S00_Zx`}&*w-}R9$?_Hhu`bmED0~-xI_?`Y<B&VMtz5dE8L0Ez~-Ggzy*r
z(bs1tz5PigVfNi`ov$u2p<!W8hn(QgSmW@sS)4O04J~W?)R=QrIUyVq5+=Pr*wGq3
zXO|xZeG48z*r*;)E&MV#tT#Kl>*ioIonP}%UU(vMTsunOS?O!*R22y>RZV6J-yut{
zGdUvVXvf4w_-LS@2B+u34{QP&QSEETpzCdk7!~-))aY*zC+rRl5SqmdtFfB6^Zgn=
zaz(!<W)1hVob6e7@F2VH`EA)pNC^b|QZ|g&xBaof7e(@rmdU*0L_(WlEP_zB9EsJC
zJox8Z>rtJsxYRA55{dXwfxXi*J*~LXIU(>;8y9Q<)DJr0G$4(Y@c0#u&u%O3ziRpM
z>N>wG>HBCiaY(a06@Nk7Hvud2R5xDP4oXTI-gbfuV*)?LJ}6;7isDELaO6fnAW=>m
z(CQYQCY88RYK_;GoQE6uHQ>wVWt<Re;`q@9M+`2p`x;Gh&4?4!;K<d`9GzM?NP{q@
z5q4e+LYx83{kN?FmO$Om(0flBbmGtdwS>EwH!$9ZFMEbO0q3;}GnN?VnLCTE!4@Ae
z(Mai^414}Cx1tYr`iNyQz6LL+(=HaFW@CQ?Lf4np<g7FIY_`m3l!njfqtbJ;^7|pA
z0t2E<_gu=^<6tn_sj2o<1$Le3)uJK3M@pQD6yS8#mE#uu9jhb3twFheo$&QrQN|pf
zHt%z5iZAvr!|D0_WYOo+@MgP~>J7!hZAnuS$o#0Xep7Kw*onn{gE0u)`hb!g?}jnf
z4=s}TxFQXjDVNpF)X+)Rr|WI1IHjR%psLtYHZ?aNDx_9!?9EVAVFniPQ>rlWx*ETF
zL}yF9XsY_jX2kwja=7cUs>`x!$JJv)>e82F=o-v3pI$ksSL}UZvF%A0l2qY+R%&}I
zyMJl%{(2G(^nwJQ{<v{?iHwCaEJrq|QIZo6d{pWNF_CIjWj(K-S-}JizgJR9d>6Z)
zQLWD$iSY;uV<bOkoA@JA{*J>?ylie~k^;G4DHwWaA`L=@ezl(;O}X3{6ivQ)^kHey
zvs~tdW{7Yc+rrR*0qhr#=G2tR#&KLcrlZDro??jikwL@ZHftz9@N*yO0L3Xf#n93~
zCd@Tc)%#^OVS3n*iWT7|XdIINHYRX24to^ywnW4~;xG`V$DD;9&PQq5<AEMm*mL%_
z)QLqm`ubgZRNdO>l4(DB+ZTYhYtqxCCLfZNcNq85ZTx&PDjILh;cvk_UaL9K5!~Kr
zDmgtpRi`Eb?SLgq44d|h70K|=5!v435NxlJ3SBIduKCU<b0sfpU{A|*_0|bQ%;YvZ
z-k`t_Sn0nu7FI0D`}{Gu7ddcSiZba<5(V~csq~R1f!t=NEt{o_gCa37Ce$f#PByyP
z;oS!Tir_2IVZl`FeWow{x&B_g*h6`|$EI7@Q+qpW+i9rPWXNAy)2p8i+Uk|tlt3lM
z4T0Ep#W<;=Ee8#irtB|LBzgTt@2(`C^^e?<N}ojUz%+~|reISFN>{7D?zbic3<CGl
z+~xf1(^3#k2ZwHTI=QBz_SgsuwNO7;zlt$vt=M{aDN@TS&J8EfzXAbZ(cL!mkr66+
z?*JcSuNyody#WtA=e1dKIQW(BhnuY;z>=jrf@jZPU&Vv>vfq1lw%=gT)AqfntpC)!
zCHTFj17$Zz`3A6ge*R=y%gK!<E~H~lI>HT!jWiWT44`i^axK#)gP!BlD>DW@_kB~o
zGv_b9dVbHOnRV&(a0oWFRl|aKp(nb5x24l(KpR;`q!UO-@S?s1@32X5)AhCt7MR*!
zf<!=Ip*lI5QE~Q}pQiqMT3+H}1PuKNg<?l4r23lrVnLLb<|pLDBs}6$yc@LD1aj|6
z;hPS8ixSr0zBvfad+EYH_WCL=Y%NT4O5n`~zkE0J`yj(7xD5;$Q&7Onu3IhVb+WDD
z?q2tx?4Ss#TD=bNc(-db0%EHeTy)0gdiDY(NN)PCH;AKcOsX1HQ_M+%wXx+gz>ANI
zA4B~qpvqo!1Q1EjDZi&brnx12{y1Q)I-BrTe--3YBynakoSv0G?KAn=sStOr-Kbvb
z`8HSmTLXhEwi}*Igp+Kh*S1h#ppKv5qwu%99!F@n&Gi^Mk9QsQx>J=KT&58dhHh&C
zE7lSvnk4&zp61)Fomv~bGU(cjnotIQ1vKj2`XF|!5sqvWA!PpDaUj6&3^Da*KLKID
zEG2&UrpA6(lH_pBqp)LBq6EU{@@I?Ify$9oBtzN_E!JFqm)=L4V*_`^jDQdQjMq-H
z=@sy8J^X>sQ2-1)O_|X^>C_5{@BNqQ8=?79As{Q5SP`W*t8qEp>9w@vsx1@SjcBHB
zFhHN1tdK#XZI1(kHYemMM=lN+(Z*`sZ>r7Zp88C}DoI7>ei!qqFmD8mhR0sYCrXq1
zo41i&2a6sjaO=uU$ttLbxJ-AORR!yYzDuD0sooYu@CU4g`9PxJAucgYH|Yjdy{2ip
zA-pM$zm-au43;@Y<$4%Bt++l4MKPgJM@ujiQp8aT0wF3tajwhYx;Y42VIBONk41{#
zl{?U=Ioh;JQSi{eU~^JLB_(bPd+dTQ_Z-RJ@8Jv*gl+2@pzf<Ty4q-z>Yp_r&e7-%
z;I*t;s$YKyNFaIt`n7G{uIX0OcY$!3XX9|iB;(|X;o&Vm=q&5;apr)+DiL=l<fA&`
zT)i#>?eR(Xu8}3F*6aHrE4{f325|G)1A>t(RyHXE-8JRSkc^+X>Eg-wax=awbu>gV
z0Bw?z`iw_Xc~x=m-o3Xi0(hJgIDb(kUfcDuKvGa~APdArZs=-C0`#dL?ZFa07`EyK
zCl)YuUM*PAq`g?b@{yJYPnA5RLc`v<VnGVuj}>x?o&E8wp=wd*L8O7lARS1SXK2tE
z1aD!(zvyh)$pwB}U+u5Xzm6UHd^t&eV=s(2Z3;w*2u_a2{@=l~gH;<8a0pA;IoX<s
zTlDSl0d8$+|Hf1~5}{8w52bPzYmZM!f}Ib&iK|jmD#_xuDc{*;j?=NbhY8_8rW4Yc
z+75sIJhJ5TPByg>OIWOptq(YqJ}F8$*MBu*6eu~&{?j1Fcb&zc$@4HKNn?vkMH-jr
zt}SJFB8!>~h|iju&EZ00Qa$uqPE_wn5GePS3qJx`f&G>zApw{JM-JgyuRXYNQ)nr%
zzltX}rcNl?$h`P$>9d8>Fp~FL;T!-UY%S&|quBA1gr(T~WK%oP{Uml%=YlR}B<%%(
zGZ+Jk@41l4;P4rLb9Sx)4ZI#SnI8nnH2WhZIXRs#HGl>r?7sUAh#Xthg6^vbh^kru
zP^vpq0;ywP2*%QtrEvP!Aa9g1e?mqDRaYZ_iTM1vV<YZ4m}Ts!SP~@vUw8Z5KzRGt
zeJqInuiB*~-uYm^;p4DnP|}@4rxaERN5M?CzT;0YTnZKUs4|&tes-llDcUt#I;2>1
zP|P5E%k8dAM7a}~+$ZZCawY%_g)kk+up!mrzH+d$>q`?-yCymTe_RhFPzT)r)?^w$
z;&sT;96Xps(W{XQ)+B+d63lFIdM!1#9OET9Xo;T8-PJtb_pq?^V-b&J0lydTJ=7IO
z!t!L<v2P}Z`yP87llI(Uao)tuO^`R6Ze?$quZG9V?h==>)tsl{9n!EWeHsMJ7pv3V
zg=+&kR`r5!z_m~ltZ3C@=%t~b^Zl+ch#x<GIA5GPq>FiJ0xw=iT|$5_(DjkGKQgqj
zGU}^4o<Fm?JblUfOGC!;prYC51FZV*t2|POeMCuTxTJGBc}V|U^1hqnL{svSO_^oN
zk+n}vsT|!#t+H)m9zi*xiX?{SLUsSh4Foa3=Ti8r4u{oLSj_s<CM%4C4MA=rVb>j=
zektL5aY{V07LkxG!}XMw79Pq5CLlOmk6tQ5akaW8xNjCVei|=J@R&p$#i+6M-i`yK
zEnNP&5F7F}e94+7xm+2A<i0WZo4D%z*7l>LH!gkNc^SGIboX4W-Z8;48|5qHrMYfa
z%85NyOm-CX{9r%!w%W8W1-%%?(VOtCBk>H_owB?Nx~p4l9)mvFvC}LBmf4LSdcdAa
zmk>;(-ya*=s%dIPF^ahJLnX?Dek91*7#fa}3g+lGv#6#V7Z5uH)#E^jYS-7K#YBBe
zwy!(`Nw*ciX&y+@$pN6ogr}vBIFa7UjKS;pLq#{1i_as+`!QhPafF^u{edZJcp8(K
zZ;qB60r%<TsZF3+>IJ;OUjuI~G$?&8b3P|5MlIeHg7)7=OZ1XxUV&mSM+S4mg<JK#
ztUca6^CBjt?%B$({rGmXNi{RK#QuIhY!3I)h-9)AWS5gNQvXe+gVoXZF}7-Rw{Eg7
z*1rSAT+LQ%WoE#%@Jw`{+fe_L7f%NM#olM<A4Pt~mY6K{>_SitRq$lucxrnkfI)Z)
zk6C1W>|xb_xEk<cb^*S&*K67$gT`7Aa5=!Bk)!z<|BZf{VPyy<$CNAuJeO*>{F{yG
zb=Li*r(?NS+T84yRqc4oi2y?L9<zYIA!b`59I0Q(=mo{ePQd#xI4;h|yR`0Usrg*M
zzko^S!oPZn$g6QB2U;Qvs*$@RXG)rCy6^9AFVMgswc2S_x%qg~syl`u_;_m~2h7lI
zG1us&9AACF%_H|Vko~|A;Ij2{=uA`20E{aplM_?;voVpSCW%<z+piZ_Wu)69YDm;@
zn}p5SE90@XP3iOAOTY8g-yR3Y%5%lTLw?xV3HTodPh0r-Fog}4x`~p*OV(#fy6Bi@
zgQhRTmR~{aGcB<(y;aZ76mcs(0|X8sSt8K!(TyCH8L3N@2o?W%r$ziQ>6^;R*66OS
zM)LZwsr8qp9Yy%Y7Ayz)zKM7F{`#H?G|0MF03ukwHtr6Pu10`#<pHGY147DtVzz1}
zh8G}*!>Onqi_JYn3NF90#2pc@zSTk~Cmf8mg)%V5O5tHOa*l9izwTK=7Dg8ujx#}N
zVjQN0^0FYHjlT)B>3;*uK|at`w70jjaB-<Ve*D-p=BaU`7>KjRUu!$?R(1uewRm>Z
z^C%^zL%HVcB6T`=PVkB^w`r1aL_!CmHb9kuF8#84*d?1J?FJ-`pO~*7$G~a#f?&t^
zGc0bDX0Vr?2^>PVK9mN&$;dZT*zmUxx53ZY=q`nZ1rujh{}6oTTG&|z#mR7M^=~b>
z@7<p&FmU%(#2a32?x8LGyLZ)rF!C^5i=)PJM4_c6_XLC;#<@sSatUC_rD_YN=gr9?
zM?D`WFBTF>@n#tKJd|{I6Gvu`lB$nI)-$jy_6M*a+Zq4cG+hx&!^!&d02Emy?$2EM
zSy93*jy^6@WB0hqkgCrxyuOuhh|ymk>Dx>mL_x9^QFJKt$Wq<++F-Mu8=S5F?ld7M
z&%4*L|IQmoT3Ak1dYTuztibj<=PuH-EDfIvXfd)6Q$L~BH6?k+-Rm=g_d0@J2?EJ~
zKtW?;n~5~&AkXHgewNd~=(zimA@{TUbtZRi^x>Z*N(vn|agDxgEl}0D%+K^40`;Pg
zbNEfIwGPi+)HO?n^x4<ME3mox_@~f_JD(!4+X9|=-nx};sV<y<;Z3Fc@Q>K_;2@(o
zH=01NthmQDWak6xOjN*XjijN5&?R?mMqX~d9@H~#s?#p}aNFrl4;X{Q{HDxu`m3NL
zhP{Ng%u1R5NU*^HP6=9}8wWtXehgTMN-=|ZQ*;zS{oNw#1wA*-=#P3P86s(7&+)oh
zT&Qf+O)4i>iRApm?9%rBuEk(MV(UlP4-1b3>#_(W<lrrp2t`Cp3T7aNAs`<&2k^4S
zigl{4>x<9vgc&f2(AB+k0wwQxmUG5imlBIPp@XxFX1uUSm$k3cx)n0ePmhm}N4tjd
zGO2{<A>WZw`uWjAB_VY{l<rfiP~B_vrjVD28+PH6TPz~#Iyn)^MA#h4a535$Q$7TL
z*E+*WQvqZirp;9b<HNp1Os}%8<!P*XL1eSoCN_&RnG+#|(3GkX;XFW&5_#w#8%2co
z&AqBq1YwkN5gi{*9BbCi=yD~EcYFV|u+@*D0xT)*Kk9?oS^E>nCgaPvE*Fa?rP8{4
zdkMl3G29;zlNG8%@xd_d6)Ff7NyzhA>Y~WGV)Y#dD-z#eHW@3jo|p~ePx$rTFVOYy
zquKd~bS~#Q-3m&S(-ha^1O(Tk`i1H;9wDbh<QK)?Oir#&>_gDRi=mry<5O88xk#h;
z{aAGAHwUE~UyZ!`t8he(RHls5Z(15yUR{FWTHX8TQGBWmFIcQ^K5oI4QNXqmc2u|L
zx|IX|G-2%EoYpJd_}Uu3Id^@%D1$}MT-Z=a?xf1Z)FzYMR37&#B%08F?T11Bby+yv
zJ$0FM<~5<aW)-9)^ttF|RyiF7bSEF)U=WSoTU_yPKXz>+gN3GF&joaZOW-5yzbTL4
zn@@*+nsi~EwnhqA1wR$j)iX4d*BFjLhvU`AYAP`C>!KuZ70!wjCc^5Mtuy~WvcSry
znsEY&|Ba7_ccfnNy>B(NsqYW-BT!f#{+`FE0WfFj&JOrMT@6Cr;xZ$9;(9S}!D}hl
z%$EamG2TM$Qx_ln^q-Qt#!2QS#b*sYVM;m&-h6EvH&<)kniZrZ^z^yNv$b48SNDbr
zaE1~%S)S?xApY=|{wBY`yIXhvM*v{q7w4K_zpq<+QXDieXIxs#9S|rfQFMGm4kPJ&
z+5g6;;%!+i4U+$!4T!)D8(ruKo=MdaxkOltUvA=TO2sR+QCiH{!1MEC4_{Z0I-dg=
z(x@77pivdsowX~l4QU17>c>yyaFcL>9M-Z0%!J5DxwG=wnf-=pN|&L!rNj@`?;kid
zqx!Ehhc|rcKk4bXnA{?~&Z_=A_f7A;5X7UaxiRP=qMXVmg~+_!xN_V9bFzF}1ucSd
zZo1IgT|7g7GnN*cYl^>ymlWO7Kh%h9y>ydDiald|s*UPBgKft>LEi0suzmaAqdatn
zDUq|!dCA=QGUU$_gEpB_6;p34&k0_hWp$1xe4a2Gg_wjR6T!k?0g(vj(F~pK)>QxG
zAYts1cwY+gJzYUgZg`qHzmFtaMA?usgr7aGNB^<z8IJ!Nl3dnDbfoTcgJ$(M?SltD
z+V`AeR&(VIN@i$qkl_G6P3r_h48AcrXkk7+WR7F1YEVaLjZ%x-Mg7PzrWSr0^?Tzc
zi<XDic@$HwV&~uPmu)$Hr~^dXc%@~UG#<q5LC9q@DtFSm;&qgYzMm5FWU;kvpL;__
z$8m{APZqO%L>=2uS#vIaaIA1sZseT22OE!09oxU4P+mMEg~dN!FYa`T;X=E1`N|S?
zVaWA%8p08p>5rZpMduwSEiU~ndRo?aS??`iJUusFi3dSE4C$Zr<hwWXmW|$B<G`{0
zXpHBGH&2B?<5_gzm-ckU*YTI0{j6#38dU<YO4L`4X}*8a%@iZz^bLo%TuX+wYU>+-
z7`J|Nd3;WT!T14gDXS^37}TXPvq6gX)AO0vFN(tc=!KIFra|@1`#pz$RmO0#*?U$;
zd(Af28)x~{A4~W%Lt8`dgXFk{>K4mw`1Dmb7w^B%d4DUXquw%z&EXFE!?rE>PCV-C
zEE*e@pi7n#F4rz)UR2O;5GVX-7NR0I9Nxz?Z21!^c65M)5>My8XQLq=Wh$m;ltWXL
zwSRV7Dn`Ne(u72|spt)LA;!L|CyYg=i0*nTV^5!a!<#QxnnmyYB%-qhb;=kV*~Re4
z?`;i6z1vW<kU=#CT|f+6a>3>~wKVGH{H6a|rVO31cVR|ywW^o0Y;Ik%QoCr1Sb0l}
zPeDWXa?e(|!w&+m*HZEtMyFf<($(G&R^6{Ll*EDF{C7&@*7cjef$^)B8YIu&bOl~<
z$w|E1i4Cu#y)Q~!KNK9E8+Wv*CZ(Ktg_<IBI!B%-GK_TI_+E2!a6L5=zPt<bbRCjG
z5k$zH=|bC^&|YtRBDQo4Ob#A|&?f|D#y)k4d!JM6Drs8S`GMsj5+2>~58z4*k3u9F
zTIh|A8oJD<k#0LSCxks`v12T3_c}hl3>*qwaAYiDTj8@jnkAK><q*@(c}o#-`y(7X
z+s|6Glr)oL@VgPe#T@d+pliauW&bxEbb}dRLf0$0P~Ll9I@i6BtLQrZfF9Unb!!Bz
z%M=+S?_P(3r8aB+M$+BEO2C&oKCg03@o5onDotOp6l0~<r$?cCEIGWjSoLLD)%E(f
z*Up&5E|<{oR6;weg#D2!8!Y#{y3<>I<Bl(lo{#6>G-FVkHpR|9JG72_z?xj0gC+N{
zgD_blBR;YWaZ*F^G{L&#GlSA@F9qmt<iVPwxTN;`<$sCb`useK^S#o7Cce}Z;WA7a
zQVDISvfNoW>8S|Y;B+(zMU^6coIcnz3>(S*$b_4%Hb$#<Fp#uSZzPa^Te^=nSYzK}
z)`{TI<fQ0xwwza3u>4g1#1tP|z6OW$K#u3XNbDA@Dp5ST@!#x1L%j(?BmC|}Zoe@j
z2Q8f1^)>o{+=?;mp>Fv>bwi|XN!5KVYabQ<XQntA9sFmhT$i!~Dzn8sTzl)BP)I*<
zh_a5~>ppS4>{g`BXzK_60z}f`NAeK<;SgI54SF)TR19IQa!lggDnuAxtgfFNwr4I&
z?GP9i1S?iklSV;IxCrqZnlZfRwd}$IdcTu{ZTokzt>l&FqF0a>H4!C8R<epGqEF5C
zmx^9_9t@xq<hreW02b&Q9O_wa`eJJA_g}wA%k|Q@&`|j|qu(T}enVTg$om3VahC43
zBCaM&iG(#B|N3D|3Wr3f{NACA+61$P^Qk`cT`IA^xv$tr?&r|eyNjN57^?Hm$(Mc_
zk+IOE9Y$J-(i=m>|E27nIL0?o{LFb^WyUu($1d_MqXwVFF7a+8O^R8;L9w%aVYQ$C
zNXB`J`YsKN5s7Tn>pOS8P#m8;k1+K7K1xP4507asD)jA2s}*0``VBzPH)EkXeXeqH
zA*foLPL2s02@90!2n$X2al!#?^XjIgFitjQ<R%<E=idvkLnt~sa$b7CDnl1~=(<<H
zTi8hK*WO~4bKTKzo{&Z-jw=A*e*Q0w)tlFkUueEd`<IUTX~1!Ea=&g?<zILdyLyN7
zF27q>sCyMmLQPqg&txNaKXj$<LBU)`oq#km+9;@+xuhGra(uGv^^_&4{f&7;|1}P)
zsDiHiFh1vvMB=Oh5S+qV9Nz*zQLb0v!taIBV+_8Oza0Ga2983piJj)e=Ll-uTn~6l
z3{G~J3Eu9=JSof?WkDI0%!Y|p4scYUmSsv{iFLmG$ZH(k)=w!$<{&NBqF17$r!s-=
zUhXTF$S8tydvMQ<uI`^4jgrm4S((32%8~jqDi6G#G{<3q=<B`K4|rN4mMufeF{-!{
zMw0}1CmrOY__zYYOa`oQIk~67kt8&%j|~AZ;Oq%+E}L0}4x#~UC3^SYPl?ZY`H?+g
zN_eO5*U~K5ZhukMz5R=w#EO}Z%F@m*mEPupYbN*|vF!R`pMs5`<KXC6fwQub?}g!V
zKb5;|W|e*9YtOP**m_=n2E)+SH1Jp~EkY?jT_^1b37z7ke4CNIuw%(#!B2Ho5dpfq
zbur@G(20vnTq@JctK6BYEtFSgV$sn`0G+}8YX(9c#E90ec^agEX2&Zb_F12fEaQDa
zf*^&!&B>{%AcZWEKd8(rFcZ5_)xQjmB~e^=P<b4&ZqQb{c%VFE#E2wsF**Xxwr*`w
z8OQeo{V!o-fX^_pwj}L&bYcTmKr@!4!`Y7`4&SXRu*Ngwyz0a=Uy`y|COiJZJfdKE
z$^Y<^v+TbHj-Dc+yU>$yE6^!iBgetoLs>$+1)9$V4cgKa*{(dCYJ<L>%<K|!>XAQs
zR3$@}{oclhqn0)2gr?wa&`RM#$$1Z4TlsvWV%2x1m}fygkP{;4LWc$s3zjrvm*aU4
zld{1t1-43H3-K<UweYR$4OKz^S3M;R7Ny+=t!T^!3J~*JU;X!5Zi8!1;I)J|#YQ$v
zQ&MDgT~Rq5mWwK`cteBjP$(V|(Bmmo`SlAve>WV9@!VJ?SUJ`PAfwCkHL#gZHF{Xc
zn1d{9*)Z%AbsM(lUkt^$s@1u3hiU>M$dGe;iU?3q7G%SY(1$4D<Y)Je4)(aU;yHY?
zV#L?9V<d_D+XVB^#|)t_hwy!p9TjGn<gbT2a?$^i0X|D6N0_iim7T|>^{lP5{uigU
zucFF@iK9a1T7arMDa<%>MQ+SjUV+~HG|_171E>fV@2|YB0aXS3<$aS;cvqygcEf6T
zi=JtjH_>;Y8-sV)2#Xdv!wx&Z^N=KR-$Q9kfj!zLhLA*qj*?AkLF&0tyze%vLCf13
zpBuThak<5TU?=9z`L6{b<H?n_z(yMwjF1_ZGD`_tq4VOA4b3*zcSMss#~$x1q~ToD
z83H)u{U%$ySWcd}s%%Z@Q=4TKhUOji;+18`sY%*_2^-Q6H|9?zoxP!SXe7Cavv9BP
za9~C3Mb>0s&ELQd&lCU9?o7T<-~j0}h%2Y;mpk+8I3UlFiFl(QD(Bz)D=g2Ssw7Gh
z6d3i6@@pQZH+|r!^mm@$<Zz*2!~Re^$+d93Bdu$ch~wdXrfVQuHuS?FtG0y|yUKDh
z&P83+EP5!VLhLF>IU!ykOk-L6`D4`q<;j9w^YgPj$dJH2YCz80@T-=yGhn*MXV|OF
zT^%#)@hxEge#j3U^3MJ(qpy|U-oc(nQr&+`|F36yag%~nOYY6bGY4nu0P*xxYiyh$
z+2iaXpDxyojOizRS91nF-D3G|*W;ay2#x8cm5w+9j8Rjr&3|6izP_XwEGcS=i{un@
z6jvy_Xz3F@AeKbeQ9Uf<>LL8<zb4{`l2g6gCx~BXmrk!MTwO8Sf(+OPOAzL?@yVTB
z7oZKgOcPDfyaljr{{P+&GxK+?0RavZE0r1h*HbF`j^N}#&j_IrvRkMT2ADzB_L^GB
zxSM9WOzAMlBO^%62Fb{;jFE&^2@Km2h2C+djqcFD-JfsHI9c>c_WQ-d87SL5AGei$
zP|75sbPd+##+aR!{T0F+-wRQCbbY>qv;A5cp7WGlse*X@{$*eb1R*<m8*zg*xo1+>
z=Gk8_zfon)L!p;FC$MRfE!4V-LQ>?+X#UsA%dhBgJ@{_!OI?|Yv#T18{IRKoxPcLq
zRKnfYaj`7@ygr~7Pm)n=m+wKgX+k0m8;l6Vb#qTlQNt4<@&0QJE@6{52B(wnNG;sx
z-%9k|WMk~mL(O|bPmG@Ug$A^G-20aSnXfZoY;nM8sLyJ(`vCcMV|!*2EgY3}5qtTY
zrwFCIZbp)FO4KoWxNvY{{>v`4uS%3a=3R+ua}nHbCfkvhA)b1$B(&1>kY_5%c<JbH
zfU=K=2rJjHqQ)+1OAA9pwvN$h?9KMnB9|ZvPgv?Pv@RByOj3J(L$xmSm($Pyk%Cri
zWDu9H?D45IUjGunR#^Ufv~n4kQ<3c#s@mgo9yiwK;;kS#%Lyq05>E{xsx*-l>Gvo2
z=TAoPOnSWDmxg*qa?wa%YWp(Xc()7*s)#CliEaIf(ODN(ecIm1_1|1r+Ydr~tK5<G
zCcfia2Et^?-1mH{TPj{wf2nsA)#3z!{&MksZWoa}8R5jaaAe~Cq+b%G|G#n?NKW!I
zLL;YR)T(Xv_iaq=<#DY8LxTGHV~q_{JC5_$lgPCOw`OM{O`py(zJZ|TBKQ8+XiQf_
zkv=E<k3lR5^VC%e!y`;l+cjC@Rp+g`q7XI*wCAAs$hm!%_=Q(eKNG$b&*|A(1x|bQ
zMf+3F8XKYIyUNIHE6F0x{^PSvq4ixnFQY%#V^;E8LB{`bkCwO*sY|i$_fdY<VM?}`
zc}PdmAQfXQ#h0OKEU1)uXd_kQJ=pWP(&28*s<qDvabKy0%CJW3R=?Nwq+&@=f&Of7
z?eT9GJ!g8IEM|xR84a}+zLZ2pmELuQL6{t#3>p(eNLE)|uK*suxRq_M%7%>QSE@#^
zxg~9gfn7hAfb_rmg%ec$%!G86^AWa)47=F;+GCHrk97a=_%{sP>Yy2je@ksw4hAQe
zNA*xJ5RKF9OD1@uvy9kH<b^x`=wPGI)_Q0(`XH+tMPo0J){AR6^Q1QhImos&nu*Ag
z{ny$*_?v?bqu5|UUH!|$<x!J_Pm;u?)??2sW>b${v%Fx(48@@VALIVZJvTdqqN7GR
zOsyyrB2)}QT|uC0&MH8APPR}t!(hvq77L|+Jne^B)9)a(Qhf8|@A%Btgx>HjDIc65
z86eL^Y_r)}m5DhU8a<m{1qY{}^_j4y(G%?K%>F6kmaoyG_k1c<9oT{Ju%Wev%mmMw
zh;#9G1Ce^^l*zeC_ILjq=S+@x(o)NE03;6iIK1bcvk0(;`&HTh(qSq>kCu@w<&(2|
z74o`$Jy5AiE?@KUacb97y#uounVs8t^TNQ2)Um#2sNNHcea=nuk3c%-lo9(hT)5q-
zz?IAEKIiv1a;&ve5?nspvloHV`J$swn7@ySmW>tgW=3!lZ_{5?U$?517Bx4y6~%lL
zxC6oZ=eys3Z|GqM?ewRVgdr<GYn~~Y`*|%cp+)-Q=k?KYOdYkY=Pl}sUn2G!oYiN)
z>``o=BupB57&%}~@K&1f@i8a-F~Rq3K9|I{5%yFCR1KELsw;_Tu#J0oD49VMLh)`5
zY#&H2%OrWn0Vz}0-+VN@m@qJmyT5mKx0!p#;91#MITpbEeq&=X_L}8c;n#0T2$$T~
zrInF1?DmTPCedj*L<%<FyXD6y{0L6`wiXGieBUjtp1W1iE!jSwj!bqHDV+Co&OF-L
zkYhqVG4H}(qE$5NFLd<Lj<;~p>pj~VBkQRNp%E&>h2`eWoF-K*n+BiC_}tU}v4Jl>
z0yc2&E*k(Eh{o88d|kqXF+xAS6SNy9nj)EP&^ihs8lmP_-?QUSY|i}EE6L;TB(;)X
zV~e&w$2#@Os#%P!DD^UuwuF|z@RofL!?ht~8qqSFq(s{(X1-|`U8lSpdHKxkO`)VF
zfsMtLZYq*z`0g^6iUSv`OlJR#jb^ey|0Ey~;^3k!-~Nd;RfU0BjGj2qDmeS0NGh9j
z#GAvsfPJ|U&-}4pAJtn!uMty$KXuN}4|+Qj&Igihj7Q9yA3QcS53P1vv(BZ-C|AZE
z&^0UZA)C{*`E*j~cqqI{=wyVbrCEV*>?gI2lQzA-(qW&q3ETm>5SAic2@eP>3kh81
z3eCneY=<PG#9;+rZ<!F_@ecI)0IC#7JvyQ*FF%BLJd^mgqeY|n6R8<uN_eP&^lb07
zInd!Qe@SfnU7N+z{j6k0U@@L|)dc=PY@XiT6%6$Arr|aR;3ZknI9ZH43BObuWlF~c
z^447LdVui%K^jT{?pYK&s$5!^<Z?Y?v-S1T4kdItgI}{wRT|W5v1PgT?py;H(wA({
zZlq}dmbPI=t+Y!JI{=DL%=;ENZN$j4OuPm*mV_GnE<xMRw_{d(>uPPsU<Gfmj0~l6
zKa}EeK?S$-nW7SJxsLox)jAbbM&t7f)c9$f3n|My{eOony5fBqSV7kw=N}y3(}Y!k
zL8$25&C2<4cgx6bU?S}3MQ7-KPnzNeZwITwyE^+fXshVnPj3zML0c2#R`MQykti)<
znDP%o#8dmbANP-b@ugAAp~;*To%%83Lls>wsq3+%p^eo1?;<8N{0m|xgD)o&40^C-
z4*t<9B}G;zI=Iw=4FBcs+|=q-U)@y@?U1FEWD&!^4oVGx*qR^95H_i6YcO0Yu_uW5
zuU`vx5@~*`N!Yysli0-S&Qi(!nWDAA4#uta5CB<H+^vzYpHfGhEmhclxhFPQURNUK
z(#8d-UUi`8TqGe(t;en}Q(0sy8-|W9Yj2*PThduJ?N)%sMQkQFS10<ey-2X;^um&@
z!=~8$t^eMWdP_0+Fw$35Z|b&;O0cwu^Xu)WpdRZ}pIz_m+cP^7Cuz?|hA<jiY_2vG
zgb8?KiXN_0>(q|81AH7X%fQOX$+F9q5m7r5dl|r?b#wkHmw2~@VzQ`ON4?8^0c3L9
zK0%&C<)2cy$8sNemug$r&_|nm*5jNmTjQ$Oc*LAWg@|U|D~>yN?&#K9CkGKy7j2Bd
z*#rf(v9PdM4V&s{{4N}*McsGvu0}&i*oO0zC`|@33|_o=QKSJ+^gV4AGsJ*AT#DKY
zYENK@L!Rv|kGuQuyG7*$|K-1K<Hn;lj{tSKwk2SK$9&_Vi?d1v)tFy2B5HVDgvEFW
z<&XqpAyVX0b#(DvVVx*4<+J@%F>{(MPiX@;$1>ygn2A6P%)OoymOlEB^8gR;TO`-C
zx_)@|vcP)dQ|Ma1$T`*Ji$XD0y1qIaPISM>&f0R4(I{}hE?w%hYl&F>?tjw~tlz{h
zPmR+B9bR7hRZrF0xByw62ns$0Krb2HUmi2U6L;BA2XE!gHGP3qqbL`wl`O!ve&bJm
zRM1`WSeYvkP-^syi%ltpo8n8vJTR&#(RH-6U)sAGoiSB-&D*5r?^4SFI((=v4XiPn
z5|?znX(}6>-Lv9ViYe*VVa@n#U&V67x752vXFV@sb&7H9`4J6)mvj77_0b!~SZObR
zl3R4i4()~xRbLM69l2fBhd!Ai#}X7m5XkH_pBOfSy&C#pK*DAJue=lXTErtZd7$@E
zij7bDwRP=q{STkbBrj?XX>@Hs3Mg*ic1hv*cziHnri7nil<0m45LMwb=_Y13Y#R4Q
z0%y|%X4RLOzUaaU@Z-(PfoWQOFD<z@Dgrf2+xxVjfznGk7~VF<*7tj-2((z6NwQW`
zMO9b%v3)S%f$=Fyzjy$BiI}T#m0eR>t)g^%--NlUWj*R=^pHL~bf=oHR<@0~bcdpw
znyS~DH^Jqo%l;|K{o}ZzBjvvPH!QksJ`Iu?d8-2QNbMxTu1wTpfBLWma3;WIofJ0d
zI6H*EkKq^wSysiwXTpwuLxAyh@}dI}y;0TH{<@94@^$LD)BykOC?Jk~@U{MYT|pve
z7cU$)D{GI3#LTKc{A;*1N~ZlZ(_3^3m&iD#&@`obQgg>erFSpI5hq<KO^=t$Z0!af
zF{e*)xb4a`I<h8AwK%%|`rC)M?5!slBQk?GK<Zf+cq(Yo>1?5IWufk4@ka&lY0pvO
zm(XPzz^X*hI%=X=u$L8%9^bTR2j6Kp7O<rgSWRpscr@dl3IGwM1E1CY^fHgM3K9uU
z&Nm0E16t0!(uCkN8S}BHD%OOVAZjGO)_^Oy2)~vLrqtSn|E3djtM;#Zo(=aQEfXzG
z-c5E+(h;p=MjN8ac)#9r03b|&B55m1jm+fpPotxPJc!ZeKm=GnP#kVPZCRP;-Da`8
z@^BZioLjqi`<(<_k4hv;YAK*s+GeMguRm3MQ4i}VQy8#G682^Q?B$wEPLsj!sa)G*
z8*RMg!qJ+yWv)J{eqG;vw<(G7D-#7y$yH}9z#e%_w0~~Sh=f(0^VOi37qcUH=~O-A
zBnOtMj<v^No1Rj6S@5d!FDqb;^S!?`1YFIk5^cqAnTUFY!x&HLo$WX?Hu{+>ShJ5~
z74Hr~{U>Psrz07!^Ra2rMIWLboM_+29~-OC^`Dxdd-i`}aJg49_Zf|~ewZ!ip4llR
zT^^m!jW_>x2<J6V9kw^`Cdu?A&oxxb-S8=~*$35u5^<8kdWP-DvH%5NqzzodBBr1y
z0-N_D<#gd%Ut@d>OmVaxDl>AvSwHE=r+vMK$PLA=EcmZrIh`=a9_-t87ZhCnh-XK8
zw_pOdsgf`F)(0mobuL#r`DQ8|PZask6H`_#39dRKary>Px`D%a**+QKsR-FkqB)&G
zO1he#9ZYK|fHyQ+t%zuGxNolBz8RSqO^3>0$JirzD{HHL1BlHeaAam%pn?5R<k?UT
zK1{)&IQ{OJ@#h?rtlYp(bV^g{*MKA9)W#z9;))6W^N6WC(hC9GTW?8-9KZz=0t((=
z7vq9uydGHjK=Eg)lbpx2X?uysq%xH1QG2Sb^x6J$*_0izKPxmhq(4K9&CQwbZP3Ad
ziXd(2mxF~AL9)`$l1(k1d{bMYtgok1fk8%tAwpBU-};Y?{vI7#y(iWoN3R-|h*6nt
zvZaZ=VGvH#^bg-FJfAM^cxxh7_p)WR_=ol#q(oNO%q8@ty?7GxDF<(FSw!%_<_GQY
z`h?5%%+byKS&{^yXbI`*h4Y^zuLiX)C-bGf?8+LvYi_i9HYnR7FsZ%Cdp?d{P49n@
zlskoTTc5oUPm0uc@_PB!Ra$E;Zw*f@;a>dVj}dl1124s8^ak{j(6pzZ^F6mRQTU2i
zTg)`({E4`@p}080Bk`R5eft^#(7{T<P6#*hCKBEK2nyI9Z#_7wkaZT7706M6tx@Yq
z+hm+D<^4A4(<HTbTElijkpKj~A0EDGXoy{z*UJB54ibn!zx?7mioZRp^_<1MU-JJj
z_ulbThyUOBX=+PG*~%tli%?`Il07RSdlSb&LyGLZ!;$R0XUSeUR<@GuP{t9*_`ME&
zzTfYC{~nLu?{WWk_YW24ywCN%-q-cIp6kUfF)*E{Z1*8=+)_(QLIEEc;JrR}lc<C7
zjQ9El8KcAyKC+rJd5STktLYxLcK7ppCX&^-Q9~8)u^syLlx{}1KHXEAP%Hi8OkTV+
zW+~NE9$a|Fb~U+c(;)ZL@GERG+vJbuF*wmD#>V{+9=8iieWq4kqUYY$tmQH(+0(p2
zN^<hFju?I;VST~lL_`yq#_zQ#ys}p4o7b;f5-RZf-Q@Pl@x+5)x9pVT&kjxvoU;j&
z;V(_%Kl}4;GxM`A+eK6Z8J7l`T0x7r-hx)1@f*%s&Wcx|cg;W}CW>`(9`PlfE!n-d
z-Qa#_e5LQCj}<MKAhLHl$x-n1>7KROpBsPT$4rqw#?Qtg85G4=*yERt?PYhC6qAg3
z3F23Zl_K91<@R5g7DL&P8}v04o-$$kH#5_!?sIUk+|hY;v{Oo{DJI1#$@PLqlD_Ys
zqrH1R10>gxvxdm3s514BIZoZAt6chWpA8KwOPpR>{>&WRz<*^8(DbJ|C7buqieT7`
z6-Sn4s%NCYM30V`-|svn6<{*e<S=dA9GIbh6aRTti*onP7azATu&Kq%*?mYlDae^I
zn6AguM)mmiM5T;6OLqy+x_hill~m_%CJvVIflc+PpH!pO#nmh5)g5dm#z3_EE{HHK
zc=q)<)KoZn)N_}iuqkoa*8%vd%Zl3U)&N_)LE0L6CTYIDB=>9MVn&kCGa&QzjKEB>
z?ySN|CV1t)9C9|a-1W*|@9NgE4!n=-(&Z6JyBIB#IUtugWYi{0cVzS&^2pwFj9DV@
zS?&l94MoS9jt2wT13XQO8Tu84Tb>|@9yD;Sv>p*Uaq?tr5~wKaW1O-y<QpAyXOmf(
z6zMw(yGqxe5(Hs;k~_v{Wl*3gg2LK8*(7HDv`n7G+Pm=7r)rE3ws(2icZ&5Bc$1PO
zwHvP+nv`FP`e4Rl{cZZ`Re@lN<hd}?hi_6k+ouNrlk0UkAref%O%pj&%YxF>jJ^4H
zSXBUBT(UN~m7wPDdP?Sn-t8N)9hP}DA7O*eR85wO6}C-um~M0KZM7UJ&Drt<>E7Td
z4y=FdqN2K;v4Z>!gj1H;&)KP*D7~nX5;)zZrXjmpNST?KEC4VfK>DWk4AOu?1YjRZ
z1D3A1f8@k*1p^j&2?ZZX#%}pux`<2qlD9h|ZmK5Tdd9_lW9cSsGB992zVUvpk?vt-
zvHAAW0H<0kQ!%<-DJQt)Xvn5-UbO>u3m)+_o=kbLw59B8JWGG7G@m??mOdaah*#Jf
zIGcpnqyGFX6ryePp~gyF{neTZ3h1~Wb6)ckb#)bKp4;p5u@GO7BPk%D4!$-)Njj*6
zx%5Gi=)G=c#axsA%ta5st0QLp`9u0!h@~j1v+65T!i{XNKE2Rq8#MSJ6(j5wa!YwS
zgQ3KIVqB<nkZ1qi@(25QefMH0`jMDn#@LE!G#nr{cg8(;nm2T#uaj8=T3ZW8)~vSy
zkwQCcC_SU?+Jxdo9(LZ(o>gA?PTf-&erj}LSlUlzraY(7F+}<4GI3+4nT{Cu*#uWB
zZ1k0^VGD?_vqnKWV`asHWA8`hQbf_So)pvD?x_rYY)wuYAZ`@285I%#JNas1w4#XM
zPo%l&5dC?f(f{(s&RTaI3hr1}OMAOgUMW`=zE<~fscXWS!M^j&9Zwh&C*k;da_4W*
z0BzxAV|LICPtoUQRO{r58%vD!&#}^KU&HQzQOVtiL!Uq{=XQxCKI;6uHtf)$yRnWb
z<^mm{{~6Qnxw+)e22wrm7E7L&p~yY5R^8T3f-+|;-0CxY5`qT;LLjsvC7VCyVT<9t
z%#CPuV7Xg{ChNx>MjoxhN~l|8+9|l(ihqy4^8O-!k9H!rIcP{{MmDZoHCuhu_buZg
zE0;l~`bsT6S2NGh`eeTB)sLWz8@~P%Bv_Lj9ONyTVCw3nkGmg@RheDZtWtD~=$Wui
zVu`(w<gY&QXVK}m6*?!+v-Kh{{GHeDPm{fmklaMECyX)~+<KBj7CUU@?okomQ;QiS
zryPl{o72>=uG9Y568+pquGxH&hk9etc=M9}k6h`VW>0-vI${Tn#WQZ}GOkh&M0gp4
zL`u6dx$BH8!!NpGQGSA@nr|bmuDX%_K9<pFo%9Ec5Q837<g$})f>&xtofiiLv%Ukh
zT%K~3OUZJe^r0VUyXNybsXzphXzgC|HwZrji7wk-`$1iDx?+CkhzHm{Y>KKo)v9t!
zYi6t+H`hPANIacCg`roGAM>)`;tG?I;)`*Vm>X0!g+0`N+hd##T2wXlNWVJkn-aA5
zJ17z>Zn<cw$D8-YHS4Fx#EAD*ZrS0zD)P69<)xpBJox1!s&rmF<MtFfYW`vZ3R(nR
z?(Nd|?&#dz4!No7&Tsk8DpKpp64W<)vL3!pfde<jH-Y1(t)1G3%D#1FB(i$~vtaw{
z0^O%rBT%B|m(=ML8gb%=q`4+@rFs-!r`V~HBx8OOr~M#DPY~%-`<b${33}<dd;0cy
ziX^iIzlmQTqK9|I^o9labLz=jo^?~dS1kcP`5bQV0<mWug~!}~rk}68WJaF%d+iVA
zcdo{|Q&{MXTh@K-czW8UPAt~VR=zo}sIuimjkA#(dAqrWs*sR9C8vD1tiJtv{-hLl
z^Vhhn`Y_*=rVs|k%0e}=`!ioz<~N(uy4#ifC!((1Pp=*mk=y=EpJpbk;7nAxQ^4-c
zc_3@?<|EoRS1nR2jrr?5_5dqEzD&VSniTwLf49P5rEApur0tuI7q#0zLXaKg{@kBM
zRB{{2)a(qi5-xHoyJ`EC`dzLlymzE_yAY|d#hUY7oYYh16|1eL)RzQ$=M%(dWxTZ0
zr&~3t%JSm7J$f1jb+leI6n$;h8JTV_36&KN7g7oRiLIjeMarNt&n#Yg&;5C%`m#i8
zv$cx&@%RgM>@aMP7JzUiKVP7^Oc~QhRODK@({Z=)YmAR}t&#Kh0WENDDI*I5m$?$9
zxtSln?K6M>D`K5&@5@#5CI-uxG=EN@3Jq<HB_+Gr;`zZi<r{c9m&6Z;_e{`SD$-i6
zty7dh?L9JqnQqwUW<F$wd8<f}lQQmetkQ(bS?t7?80@{sO9Km>pjv(E0XJIzG`?U<
z%@Qe6@_dt$Ys4~dX~_a)TK(4R7M&C36Pel>w<&h_o*G27kYA5dM<@3EmO&!%0_F{y
z4n(L$GJ=`W3L7-Dgo%WHUZN}_oBnh`_q5X^@Yv)zFh<Sya>Ja;?-fH!CPheavT{9d
z=ZKBc-=k7XFTi}rQERxIeYpl9azLgdtaQWMb97~v%wlVV9n&kw$NHDfp4Vy);VhYs
zMrFCdTM;zFZIm<&Q3I1FGUQQ6B+ef*k9BZvx|v7snwt&Y$W9k4j}(GR=|@jNARSe_
z0GWYvJ)NHm%=aXT7Mz=iyi|3uW#l>vIUk42xt#rzd&G7V7s25Yvdt4rXTYGbbbV{v
zu>!$*VA%8~`_Y$W-99{Ab>GKw_>D2QpmY{4iC?<M_%e68c7Vu2@<Q9(%E{SMH@rM;
zT^Jur4xgWYBmw_>7oOD~*=p2Kr4iz)#+BVLo3cJkKhp72r@mix{l}lh;_Z63k=IVy
za9K_n*ORi0L~gtDcDWgDl&qTw&POd{KBuwU3VYrczQS>S*p${s?Ze5zlXiRu#Gib!
z!{_Xon<y<5pDR?~Nt}OCQ@k5=WwMY`VLHMlwC`T!;9i8fxp_vJZ#F{oePLPmawJ&O
z#2~rDH_==TIKSHY*B`T8bL{BM8G+H=4m3&^B*G>?OSd?&&YR4J85yd<bX>)xo21>$
z(>9Y}jY<z)uNTHRju7mcl0`@U@iqF!^8T3B&5}fp#0ym^z+;MRT&LtbQ>UM=)xBFe
zH2Tu|)bEV}VezaCqneZ%MeVYOg)!>0I!Gjl2HKxiyaM-}ygj-B07uLHm{TyD1Bqq8
zIAR&*lLCv=H@O7Pia~!mJHykbG2>g9uU!}|K_EgE3R*Q6sD1vljkAj1(sQ@UfGz5m
z8SVL_^==1KdXnlyky&4Zv;X(uiR(kQ6#Ndd1%SWWFHoRFZG&=nkSt!xRH}M89OYXa
z2_J3cPgo3(c!{$D9-%e6IAv{<(H;7^+sX(E3w}vkb*F60Y<<}UzZ+V9x&6b^Q11AX
z__<solMyYybTw!9{&r>L`a@Q8&})_vnMN#J2tR2PQn|-Qo@;Eag_yi_065wis0eW+
zTT$jbf~wpQlBt|4WBAUjU6Ijd**BiBFu2YX=IK=!m`UEoQZ_qfrXhTx<4K9}HT1-`
zqP^Cyg;kTz4?$vDg(a@>=X&#ps%YRjn?Y8CmKM^YUgqS1He@^hA+uYN8kzb0&K>iv
zEKTPv9ci@V{x)rNQFfnA`TEZN3`k5Ec&SfZf8ubED&P0JAB!9AcHc3<l3>MYmj#NP
zfBrOa-g1dJ*n_fknBoZJzK`S6(B>9R?aCESB)*Tre0kA<h^uY(K@#%p$S|oU9j2N#
z9UgqN7hC0CzBn0Hv*-gs_Ml2;-oUnQN~RjyC%v7LS-ikG-<I~&^>?UZNu;|<RH8m}
z|8wot?v{Rp{uP3f24VB5S=>iM;OiMm(o1Q?@lPAaaimdwkAI!Pikc8xjA*oF(c{OA
zHH9`srkBGkaAjqKfuSy4!D7!VlyxFH<Aw%2AGet%R67kN8%qtJ^$*kl>2}GF78yOG
zP2Ce4o<vd)&@aBXW5C;MyP!Bx7Uj|{pr(e$?tKPRW186j5K19_f={Y$O|l%`GHKZ(
zA0Z2&pycxMnSMVMjyyIn|GDcYx*eAY9kPYYW@?JT%VU`w-@4`KvKo<U%YHcAdOF%)
z?$^S5%WcrhwFNs_^T;+@KqwKJEz^eGgsRh$uJt_%KU{fw@Ho<2l`LZkV{g8vH{h~G
z*{zs7@^Cz{ro3;P(fs%QjD8}uz@Pd@>pKsa<H?V@k=@od59$`iV#H`E6qNyp->u!3
z3*pryp-ZLOK+<x|r45*T*R@oaT;{v8sw67QupKIpmPAI+sig%04daz{)j8JcEc*`0
zYYA@tRj%_6*>qG@nsI@{(mfCefT`NlnncoMlo{-`SS;R}`9ThxqCynbr{-Q`oV>Va
zSmK^s<t#5dL-Y{QX!s!oh?t$3o<0cG@D1VY#C3%|-bPK?Lw*gzSW|Ft@F$g-<$;z)
zoZlklE@~Z8qAc`9wJHM|=6%A0hfyrMd(r(8rJAv8eq`ZFgg82_d+2cXEZAVwbIOKR
zINo#oYTr!kPl{8C#u9=hY8oBp5}(|p5f?x|VH-v+QCUlvO7<3LVWr$>_s-08U!Bao
zA~RpQ&z-X;D_Su>JhIED7*VBn=UEr#p3vmggIoGLDU+h@BS_-RW!2a=TI0topv>a?
zo4z}+0TD!0t0NR6b=EE9G#~6ymYGs}Xp5!%tkF&my25$ZtQwc%E$+tFEFua85J74n
z6>}uQD~9`8DL+RSh<?{rc>c>H+-(L6F)QW+MH}L4`Z~gn>>QfJ0eY!itx`SXn-l|j
zn-Q#Jjbo=Jxpw)x-2Knh;BeVKXx(Gz%o_AL+!zVs)-k<#aG%;Ky(zuU<wd_ZKLuQ0
zfPp7Nr`hro_4jmCMMB{27In?vd!EUiJl84UrMKE?x7MosHUdg^7MH>^LFL|)w<S?M
zHJKhYIsLC7EMn1zT`&BZRe+C@Z%R$m$8$3Hi+(?CXeStysToj)hPr%9!>YydsEkDw
zOi>(KwELppQ93_@;0{rSeuR5Zh<(Y~1x1)BsSS^J_;6snzgn}crUmvYe#mx1@%3C8
z>#{~|_CCqBTjdE`CHt}~E_8<6ySt(KG7$jF7e}Dt7IzZTA<CuU0xjwCa$``Uv6khc
zJ(6vh5G58Ak@EIbM5JeSM=zeO-8LbOo-R1j^IFlq?0f!*GUbS-(%@Rl>(*QS?j&;@
zNr;REY0Ol6TCJCY$%w)@oqjPf;&8+k6D`!G0Qa!aJSlvJ;XLFutvJhTo)(X=y5(?Z
zw{Bl<_L{L3sww6py;C+@9a<x+ytTAPS#o0L^*)oJXTM1o4J6D&gB2?s4#?5iP19xd
zfNMkQ67+JM<@#)*rU9i%r{J#Ym%SZ-rWJ@?OYG48EP<C<oYj_E%Aq}W$?g8|jXSzx
zvS-RxZsectV(njI)$r18`&#i8vGiOMf|R`VBAHW@60KqD-2;I>EVqf7{C_t~A1>^T
zEs!P8t#vBRPjy9{lCf=UqF2iet|ULmbkjOu5UbQRfu9=+e5dk_KTHUAkggu-2CmAB
zl&N$RY3F3<GxWk$`+6yp=U{_;vtqmBczuhPp?N^5Hz`tr$1Ep&-<3`GLu8*@yudU6
zzDK8$*}N?emzC1>OapBhho=IPfuJUbjYZA+WHYzqCst40yt(hki?Co#A^5q0*eiUw
zq)Dr5Zx-hDtU_M_lCRb*r!onqqM3Cp+*uoOGC@thWf5~?89WfsAnlpPkM>dm@jE4M
z<6~dPs|-O=iuOG?Pg}_hHLdv`AGLiqHJ|&TK}NCXDZMQZ_`!PXKcLbC8OQhGvo1as
z)3rseg8s7g+YqX<m{8|3XF;1VdE1B(A?5r@*PGKx?8!CEru_x=x~KOEGK!qtk!|DH
z+Ib)bU&o2rW|Qq|v28!wO>r;bO8(Sb6=r-pv_1SGn26R#g)*j|v3ofOC8;6y0}f|<
zj>*=o%m*TI2i9Fh`SPN+$tdHW8-KrU#OALC=kP#2L@e$uEr@Er^j8?{-I>RW5b+1<
ze9~ph%Gq65836$>01B_;UZ+gt40JtBo-;o0Hy<JNI;Fh9`1ZNaZfK&~h{O?YLC+zJ
zWA$7InuU7nwbfNVt>*?N@uYv7X|wzIGlyNNYZTX9;!8I)I+A4SBsJui9f=%GmhXmC
zx(eCKEL8mRpl&R$g){HxBekYtKNaKM#-H7bccwWO-%#<E)0C}pF?{#l&t@tLeyt>G
zNfmD~iIYrbIvI+tt%IVDR}eNt2Yc<Ze81EXIG_#n@W42OeAlZzXyP(eGB}>T%@{{n
zp*q`UFnK}!nz@r`#fI`%XM0CPjaOW*Y~~G&n3z?;!T_jdXim-acV<Ef3P4I#5xh5x
z44Vbbi{EOTQV*Wb@G>Cc|GnFH|D3j#iDq|2w^g-bom=yo*%Eg5Y2|Xi^{ho%qX@FW
z2gLoVvR;<c^vkMtHW`XRBglLGiE66cQHiUi5v!TVoR_6Ipp1)Q1BOA)N}jX8N>~%i
zBw4BJOY23Nrm@}HzH$-K_2S@Ox|XQrsU&<U#kGJ36#GZmn5=nT+$HBr%2Y>bfj_RK
z)MR4-H9bAm89A)pvn`$Ro69DkJ6am@L`OeUW81QxawFyWAX3BU4Re-efRoA2^*IUm
z5?p*~-W;;h{&dZ4HowI``Np>qB18wOrO}9V>L~Tda{~idKp{5vA15SkTc^|QnODIc
zD{I8+lLnnfW}1(A4WXl-FYYuWjBEpz9w_fFUN+v)wpeXv*oeKRv4Wo%SxD_tz+Y~o
zefoQ|CrUgs)=29OuuG7%Gb6@*?v2=GD!QCym|f$lNVe^JVV9^zQ^+P3%QdB{H;U$5
zD*nQV(*&UuVeKyG)ZyEXnLTkKuBP3}R>DG(U)}E;m=QL%cEma2#Zz%f1zKmjA$f9Q
zBR6@WHFJb9qM--J2;rBC)Sjvx<1(voelhx(t@fi5lUSEFwXeOIAb6KU*XWGh?n^C`
z)u#iC*tYo+$<i3?G`?$LBn?lXi3#d;pOjRs^uL~7rRECagV{{UY`NslhOxsdU4|d*
zUlE3k;&1}`J+L$X(G{08edTge^fe~-P{vf2Tlz|Xj_~5mJ5Qab`mfBwuM0e`N$bi6
z>{m6<h;egm-?rGO)zc3mR4sleGeP7Cd(rOvsCZ@ivkOvxogUE`Jjy0h-rJS<c1k8L
zN-@ZbE|&lw4Emy#<d#silxPwBR<H0=n#(^~n!OQrGzZp!$=qtN>JHF}dbMv7pI#j-
zW?j7GC#u_pQLC9<!U|5vvkJA*K6i67*KSrM$X164>t#`x&;n#o$q{#ArF(4l&&Uu7
zGLki(w~A*Aum)O!Ys8SMd~2rJ`^s(;w&tUv=Zkwh-c?crb(we7FrS#oZo!CqN8=}L
z{!cGSKS^r08IEp?@ZO2#RrM?Lds5LrLJT1i1?20Zo_`7rV@msPEmCBx6qEP`8s;2>
ziUJZUFds~_$r|gv8WeaA-1AcOQ{fnxod)(m$^Ew+yGWVyxt29CG)o@m$4BCgGr1h(
zmR6;mo>MMT4-gsNhYyMsM1}eV)YW`o2X!p$pKaM<#~8JrZB`Jd!eW==Q5o0<I~}?5
zVk<V#o;uBgh8AMZ?CfOXmc%kd!aQj&T4(5P7>Ke2STg4%JxU6Ge-rJy7rbzuFA`~l
zJlC>2v8WcsuC^lCA!O!vR9^Yu@LFzcd0~8;V*8gSefg_}26^g6DyY;(M$S%@d^s!p
z=Wgny$};UhGC4^Ao0q@wR)mE`ac7OpX@~+wON&VfPc&C#^YglyuT9l|TeRTwcvM~G
z`ggU(*^3B~18*K;S^H~5xf6;8Bk#Y7J~xyTWXzbR!y|7~I6eAZQL<W(+@$-LZE318
z={iU|J5nCY2dFxgKq6A%M$Nav;zS!MHovFulbG8jqdb=wWSEf;vbP&B4Ml0!PegMg
zE=V8TKrxB~W0W*iYq<1*8y*=6P;ptz@+de=6`~YNaf!Vo&~A<P0&Q59n0?O~8DiG6
zGQOo8IbhbXn=7Aun$kc}X0Gj<B^X=%J`ItFx)zf9tLN?3PaSzKa=5G%ApHPOs8%is
zv$lQ{_6Z}+p*As|DA;#KaP)2%UqwGeg6ZMY1?2>giwYof)c{K=+qT*wpL-!mGF#~B
zF=o`@-Qk-J<56kBeYUykC6^zbs6UjVP6mo=7k$|A2qkYXKhd;HpZy?M$5lwShcxwK
zSWwBd{twpdHQBMZ1t|qmdmyOve^@s6{RFbyci*%l%KqbA$QsTKS>a46KAtbqOH_re
z(@UNs_*Q=^gL7GaEAz%fMEuFa=Uh8?^0srXCvvs{P6nzsUkypjhf66cZuov5k%bP8
zi__dkJy2jTvS|CYVqDsgG9~akO4-j}W%#GR-YFTa#ksBa(ps&N@P1?1NjX3%zLvSJ
zXS7)TGmGk6g!>+gNp+FINd$pACsfW_<5os{k!5|<n@E5^Oh;q-shNDj6)l()`A_OT
z_Kjns3RPHf`Si##PtxN~!z`;_|C>dKxH=;fWRUNhl2^i&B}YwW-1O+(sR++<Bi)S%
zl<d($0B%EKt2x~Cc;pe@{8tG|rh0?Z>uWumL4AaPC7be`@i}1|;bpT?`uiPhZ!k9H
zH7NJ2Vt4eYf^X)Dz5-oOJ^W%LzSv<x2W}Ivv3nb*W$ZWnpC$-oCObW^Kq)#zgq^$|
zs#s<kixA;zdjU?4$z00EvqZF<3tKa30$WL`x|NIQlqZ+M1=+q`FMdi0qIA2ghR)TX
zF`2rXRrB{)#^|nE=@*B~E2Bntz*pS&xhO>OUiit~N`)e#0j)rWK(}&3HVZQS%7p-z
z>2>)+Db3%HnuNP6c`*|_N~a5OdwvFJ93#{Iy+9gT#18Ah1VmFY?s#O{pLWiP?zi%N
z{rW~#ZswL4X1OlyQxSyp30S`EGcMFXx1N6r)|{xZtjwvF2)}nKs?YwCpWm`BYQkl(
z+uCmal^oAuoXwU}V&#?@*?ymTgDzKz?TiBN15C$kT4&f&?++|ziHA|9V7;}cCc@6v
zDvcm8wc|>a_am{>FLBL<<cPA^j5AwBgfp%cR;H?(U{r<&t4PFydo@;dJqO=L>i5NA
z?}I?8Oq;3zTUp;M&wOI@DVZbX=MFvyVo+=TPR29o1GsS7-$qc6c#tdQqlv@NF#TSQ
z5;&?uS;d?NV7`IrZKAfWdb^MP=QsP$3QIAZ0XEMPBt0~eMKQ)oX<s%)9iAfWKs5%l
z4WXY@KwdgF8>)h-h=Yud6Sh_TR&H)?^Hbar5n@FfUhhGz2?aY?Hsf#IBomLhPKKJ@
zTU|i$Ksl-;A51|U=IN>GcOUoj4j>Q`UW%XHZh874%IOZTSvWGayzlo3BtFR=(^Fz2
zXbiGk%jbicrHmxR5Z|`wWfhjrd**>NZH;33m!;&nDu@u5hKI!CPHbO4$JdW{EhTpN
z6cd`@qzWF(XhsD0yMsl)zO$c_ZMxc>!YoC=_ybu|_R$jRa>%C??=63wvx{$<imlv>
zzSRh3<(Zh2^oHE;+vAI>cWNvyyTGz_9P~x9!i8OwwH!#^jD3%cCuVYi=Mc+O2T!|q
z+}cLe@cFVbX;<L>oT_w?PzLm05A7WAL~RT4-*9rpcd9x$`>C#j6{UZTPU=BW+16!q
zE64dSSMloMHjL-BuTOKY{OLVbzi|LkA^zIRK8RRAVX@5gx)B*;Z}Wo6fEUTUPMK}}
z`2p`AcT<e4!8`w`D)0>?FQ;m83XIbEU4ZN}@n!a3a05Ss{yjz-JwYG#GnX!Bl3CEr
zU|~CqEV}XYvE$x-cL+;4BnArLlfv0EURIGrcF=&wIzf1jWz`H2H&H;`z@be*+<uiN
z&$;4M`$UX48t#+#=TIbnk~=GQRrwib4!&zV3WEMDGy5LB{iXaKQIGmf3Xw^O`kdC_
zPL5)S{=E~J(hM76Bv^oZq+7cNXzG3j&#Z`Wxfb#Wj6%dXiyPZ;L1^Uw6WPWy-$<oY
zD*5J6a_x3K8F#C92gxlb5#|S?eR#>NZwefV*BQ3(%rWFyV;ulZXWmPEq=)xmk8@rK
zt<kOG96=7Bk?EHGF5LqWZJ1YrXGPtg*^wDfZ?@&3S60HVb$`ca;X>(R7)_XO5KSf?
z&g4;1Mj6Y^m|t<9EvT=yRSS>VoID0Gj~YRlZIiRcr92S+0>m15(&Vrl5p2sgHc67y
zB*s<o1k9aV@RW@BK*T9R;N7TJ+E?_N6KV(4>k#=BxpS0OTnh2eCyKC9DZQqadKrs7
zKcVESRWWuwvV}Z*e@v@uz|iq`b**8sO0LCbh8_4VS5?=;x+3~PC@x2QKG4A>PvB!l
z@vbY<Xyzz}(JTFW=}CmmAxcq?t=cp{u$brF(PXw1UV9Yq(n5<pFGt*Ck1j|2xnZs;
z1axiuwJGV6(H(3VQQBVm+_rF+ZJ`3NLs{X-E+$TH&EjO|#Aka8fi#o|H1*-rSJvI!
zJ#4|rlV$yylQW<c`Db+%gQw-peB`n?hcIT{{a_@t@FaZkb-kDhRq|Y{mrsgDAB2v{
zh^u+T3+#IlT<g(xNUxgNG+)ms5UM*kA%b)N4R*{+!L-=jC79Dnv$(1;E07`g!t&WV
zC{M<mP)?SU{IHa*hfRCxmrH!UreC58g`X#=`GK*U0Gg2TZej$BOL(N0&B_{aWaa(v
z*cx^>J+p<Q-suM%7{YEgw)X0Y=>mzsx@)@|@ftsdJJs2vHKcVTOG{>#MRML{5w{Nk
z>SwGO=aU-ho3g2Om25-4c@QR^B2m<LyhCIN>_u&*uD@C!FXi7QSJYpJ_QF_eMyH|G
zEWNHd@9jqQIy5Toj~Kse>_}fi4*{!X)L~ng!lr?K_mZD`<_0O+J_ns|jH_LxMem(O
z2Zs{ISLDF-1{LtbWzUSKN=QN|WB4LD+cwWQ^g9@ezk270sTd3Q9hLp+I}dp69au&J
zjrh9BYND@^<q+JgH{GAf+ZOa-*3;7{kEQ)ZJKEQHpd(k55}K8c+|egR&>bG<>&O1A
zh7NmP+cGI0elUx!$g7&po;i2nMplJU$^Jd`__m{OJUbZ{MDE-MrM@XfPFa~QfWC-#
z`7~h4BQZ_%Sb|dzwHLmOYTK?ofgnC`H6kXLO}GFsY8)RIcpzHd!DUu@CnMfH`!TN`
ze$Xp$p}Uh6p!tRY<0i$Pes-xIo+>Sk5k)sz04>W<XVE?9)56M>vbGTjp?Zb8chn&R
z_JoB(5Lbj>-;_Jz_NBv_mob&dioQjTwNAbGaFo0(e(WljVixc{r8v&s(uI}^Hs1g<
zaBrI?r{zDh)T_%YivnMwhBXI_dHCz&=JU;%ulF(2XK{P6L5e6d#TcEN=Mb%jtEoIK
zm@x4qp<0+E%2}LZyQFLT5SSGQq5#JhsUNhG(|^~?UuUIm<snrWWU}^vk<1{Bj|}@j
zIp?&DxY9cF{GcJ`iz_p;F5w(?AvHUd+hdpTfZK^4RQ3opmAwVEoFh0~p-LJ*a@66?
z+3A)~n_`;xNK`%fTwN;zAA`$vLC_`O3lKa;o7o>BZV|mGGWjUoRX&wkp~`F+Uq~LZ
z-5ti^>PVP<8UHTZAiyZ%WmxGFRYZOO*Ty>q&hMk|AI#SP?NN&R#7tD|)E(orRVGYV
z@xiz0yYvH)FoJYInX8=?h9u`9npZh(jc5tQtfzR4BK_9zQH0(3e?!fAqo{9&5sClp
z01{Ihv3A>Wt^3RlCx(W>k&gcMdrn|iSeT~b!?^Jv$ByEvYH_9RML+kzzuM+FB}|{E
z+EV|Tbq!iJk5D1<J$3wzI8wj$?~+j_BT8u_!y}GHu;f-w-!og^?AH>{Y?~O|UR$ub
z`~D<Y-e12i)?u#N`(2Ve2NYSBTg9mP>dNQS5NA+p%L4)7<Cmjl7I<|m)>D3UCT%0^
zIRBahl!#!kzLF)o8>Xp7MP4{ty-><;z@lPWGhPa&U#k_J0K-TtOGgeJufNscx3i=`
z^8Lj>UmP*)?|-k_=SZW&6=1<et7EbPNnpg<*CH%_w1gb-Za=7M5y3)*WFUVuwYA-n
z5zYT@ZB_;8rWQKmwH9k(U`%kl{jgoqw+rkXK+Z$PMD9lu9rgv1_m1vbUYxKM%ET9L
zYAth%^J%pi_JyP#Lqr{fxgZ#@SI8IEGz-cCr0x}%BlkY0!cls@0gRbEN*{&-mE;Lk
z5;&4@xssce(gTV;fT9#xTaD27S5;C)wK@+bQFAk}sDbHfebZm<CHedI5fux31`v{=
zUb1pQ7ZLiG4$BXL9sdS73rVR}#qHjPPw_QNq-6<zvY{<x3R1%jse=X5b}_<SFXCA?
zu1eaH*pS*U(DM_#1q<26sac$oajcS_SJCE)*)Y09uKp!krd2{QTrO}pS<E?&$mbJT
zm$1_fY2OTN#1;kppAJGcmKC<HG`<fa1IBx1bsZ-OTx!-Q!2eupEI*MXe=_?nu17Vd
zeP+yNg;ULlu%+jJWR!#b>kzBDJ#4w-7hd7LVK0@vKFGj+^|Q6v9=IRWtF%Gm)G1kJ
zxibHIWSb@n3a11vvhzTvMvn{j<*Rq8)APjN11|fwfw`LSd>b>;E5VF#`hKa+bq<m7
zpI1M7Ds-4-M9NmZZ~SlSNLMvj?!oAhNk|lT0UIlzhfdk#4tr4=`0jaNrJZgH>97r_
zzoEM5S6TOI4WnX!hGb^^&MP$cgc8?ygog+1O;MPMhtE4k4kAH^@Jm>?JSCE38!^0F
z;qiqq?g(qFLHZX$%*Xy#Ik<Zkew?-hEs8O|PklEuo6H%>Dx{D~t%$!2n@xB)odH{f
zSA7WMF+|x{B?#RDZHWrB9ohAV4U`>NtXcAm-YaD_N0r-W27uFjw&N#lif``s)!_A_
z@OdL=Ikf!nUr+;thDd_|=b25J*Dt*D%$bMMACk!Z2DnImPVS$^j5fW)7<DWC(ON<^
zojtwj#dX4T<|yJe)#0ug?8!G923u(-)svC{#gT|A1?Jcatj6;UXUd|&9USRnQ{-G9
z*M6nkYamCnx@WMwS%a)h<oUu<J@zPQADa9L>0foN)ANC@<oGxNg+V>c6bsH=Lj=D$
z2va~Xp!%QRZ8K^Z7t(BPybCW4%y<uL0%z;U;>@PMiadqiw!5XrgzoE<<z)=7xyNF7
z^0Ouy%@=9zuizlV5b$qZF&dXp!~Y143hJ+Yt_|6BdPY9bG^W%ivFyutQ7_v+H0C#%
zM24Y>2_z)_*}&EA^b^9w8mS29mPy{j-5gzai#!dPR9L3v$(}I29I5q1M8ydrp363(
z(~#YB_nsFPvHXy@M4AROot{28rE3VEC3zjFc8K;RJk~)6AQqyYm#T)zgzG6P{vvDV
z6((kF8Q;;?U(Rym)Lzu>GR$jx04T+p8ozvX*H<BoK6IvzotXudgFmi)BJ#aPU+ocn
zDule;;Y6ZokPPd?@gwoyhr`XdD&Gkbbx-t6Y0}G=#$L=_>98@s_t1Ry95U(8m)ms}
zka|X_B%WVCd@chY7FMX&rq+n>bFuG)>luWA4|RT9L?jtor!*lL(zRT$Np8z=Ui;c~
z)=$D(CwIU#ASSgTF!YE{c2J&v=$>b5PA*U^wveoIp9w$)d@O(r>?~i#Cmwz3TN7qC
zc99FbfVf3>u*@Ku&vbDK?i;oBJ0oY>3`QTWcYVnlZv3RUg1IJ@b5u$8aY5Gm%ZSST
zYl3bXt2p~#a|lE>0X0BOl4Wj0oarkpGrJH84Jt0sW$UPVN*I=HT$$Q~i5qQdEJY<&
zd7r9ZRkXNcJSwYN;8BQrrC={H;{Ho=g4Y5;(><a`Sm5ptOL)$|E&h9~;+6jA7Yq6|
z_15Aa2_avU_k0|p!lK!7s2KxnxqOoHH?@|oZ6vWyvn{vu96{{)9Gn5Y9a{|UL)>Xi
zjRo4t!GH8K1QJfHM!HXVLd%e-8Dl99|C;N&f6yhvH?IyX@W0#}pjQBS%ML&9G-C4U
z;VcpfdLx}?C6gUQIz=eOUO%s>{MX>aIZtEm&B#IkV2x9rO}js&y6D53grbD@tya#q
zacyiV0hQdkhznGMq+Q}R8bCV`c64ASC{0oz71PC%Qlp)X(~u`y`v3nSkYd+Ffs#5h
zRL{89r@%gwYO?rd!b-Ap2+Sk8((XQ7yw{Xdr-KD{5=g_CwN~2y77Ck+F)@AZk^Yh(
zFAuaM6BnK7b=%U-K~FV{z0zM(&DBS}!;Cp0RuO@i?Oi>_{_V^Ka#HS2x`jECBQ8-q
z@?n+C<foL*$N<%RaLi^PJAt@-c&M!3IzC;jIc8Ae_y)vAkSwWv-#S88I26}a&@GSq
zskVPYt+A`)5~BR#;Uw+?YI8s*K&#XJPUWQ^5INp!y{AFdt6yo?G7hXc%!BZ%c*3?(
zek`7saB8i;38{ftUqamYr6+0m#+a1NG|d$;h(i?y{ob3E2)C6d(2__orchC4L80Fr
z%qQsbE9PCCn97w<@fIbE)mZfvw?#_`TzB|)Kl32Y%Dr1h#^#)5Z3u^R$f}0(dduX6
zCp=0;M&UxcR&Q4JT5ZMhTR5`SYhOX;iqj4~-kP#dDWOT*=L;kO`bU)zhDxMt`&AA<
z&G~nyG4Ef%X($zPxKGKjx(I3c#d3z`HP20m-ZWv0E%RIdeo5*9!tU7N5)dC}^Z^<f
zAo0IU&9Tqq0#7X;x-qdyNPG(oyJd1Q6*+=|_HY@r^ZYN+ID(rNy39?s9d_{YjSA{p
zKhODz2vL6GaAb3n8<7J;fp5OcXDOndq`=i^760+2woR%F`TE?vf!JK|8p8Y70Uru=
zVT^-3*LX>pYj>#2?ljy64d6U|gQ_}nAi*+S_5d%acLtX{d4{cRHx-AB?@fohb~3yq
zzy?Cgq61bBF)3PIoh@}wVoy_S=e6@Vo1NIsE8r>N1rE!h`jXe-;S0o24xQO(9)KWi
zJ3*O+@gGwQX*hWZ`}_Ap8-4!`T`K;uzd%Q(|57KveGx}Li)GbVOrT&qiV!(SfI}b#
zr@;9_ZDX4>&XGem50_2;^{!&?N%^xA6}!!cPAUHfM-Vh$!72q&<d)y_A1{0_NIgTw
z#sI-6YuLJb(KqfuRHvG%YH*=hcdn52@H5C37Djb|_pk#`xhYI%c5Ba<-c!DDp8#!m
zFWUI#4!4gR?!0jNaf8%n5mFbadhZR34vo8RWDoDFl_&NsNSjh1M&FN|OkJs73pDiH
zGTDW;#-b1o%q4CLxv%bjfA~V=vk*k%cAOKL?Tkx5d7f$x(oM^kjX&N`$b562dI9`|
znrVs=eb6TrJ65HI+FtJozS`O)PFOL5w`1!VP0qnFHz3sXyuvWYd8Q)Ej{=n;WR;92
z-?!G?Gu(|V<90Uwn|)zNlv5g2WIzD>;5iP<fo$_ya(1=5(D1C{$L?%*QXUDTESp>)
z4H&K>6eF*j<EZI{E&5u{-3!=+R!$}2GtdUm{a1(_89lx2Np#bKdc%BgI%GeKqaawF
z&~Ix?gfRWh8H`;rrtz4SW7)Xz3QV9RdX+ZXMtio4+g(d{&#i3;@|{44+uE!J>$t^E
zX7LZA#w7zLaFB1Av{{hr@^z7!;BO(yxxj&F<ngC*q;lUZ31wRAg)JGhN}lWY-uTl@
zKL{qi<O1Vn3y7&M9cg+`nVO$}V+>rBrK)|w(0C37O{PqfNCGbrA~6u=pD?c=YYzQN
zDH{ik6rTj7ox{nT|9zXp44n}qPZTu_^<5fKZDiY6(rT^j-=RluzqD-##$COtkQICc
zVbf_{hM5S2>{&~Q1fOY65Ob}a!DXTNO*`a!B*8pEE%6beyU(0EC!m!gD<_xU(?S48
zTRt&=TXt+^t&e^GwiolVEar-e%M!i0Qv=jBU3?gCnZY+H(4<7>28a3P^4N?J9-Lya
zKCyeybH!o?&!tz2o|~w4bMzYtTie{!@;O7^q3YC~C~oe&OBm%V4rEbOwU3hgy_yu{
z2Kj^&n?#IU#;%y_bFyF8$$7U*n+Ax(Mf~z@1mct|Gwn@>uRDqa0K6rfJ<P3i&gbl9
zGCDdN9HrhI4`iJ8HXC3iJ)+y7tsCNYY!?4FUGis&;il)pe;UU;S0N!~-rXw~aLf-6
zb{eZerD--mcSy811L5Q``E(TbzGnp5wmh!wj^>>rB<QAI<}nm_)iXKyXvEkCCo;wR
zChPHn7i2!~IO8{0CTuB!M3K1c(Vl*9%C1+IKRwD>x_m8v>X*|IzIfc4j{Q5}rKFSY
zTtbyBMs{<b(I9s(IzA*_KWu#xHJ{Jd?XFfk>oT-`iEl<-J1dVYD({Wc@+cRI?$BLE
zFqzqJT3({3=b@)h64)C3S9%D&zqsVEWmD?X<ZRS}4=s^Cx7@lvdDLWgV~;HPnN@9U
z<+ly6(Lm>;liIu%WDMsDOV#hn$c#NpB%`D>uNBtxXYuOjZ#L<Q-;$(XGlB+<p1l$1
zWkbrIv3;-HxBu_Y@iVrVnuS)EP3BD-C%5j9RxRg7tOdEbgA|>;GDZpxE^{dJAy#($
z3QE_rb1$7n!qaspqvBvJ2t(3rkoQi7Du+Ta|B1R<vXoCps|YmYb!KfnB?3XQLxm<q
zKJl^_W0{pA<0O_XykKhf&MXinUb*HQE43`*CG755wDrRnc2`j6#C~TtVOyYQa*kmr
z@ldJsS0zJC-h_z}!EK-mhHFvBnfHP8Dw-8HT4CAg*d(}udW<R@rpd}!FH=)z!SrSa
z7bz@7idl;Uc4E?<!zt8HxTI{~Q=!u1MTG+q$ZY_)C88L@ODQS@afi3L+5v)r;C}O{
z@A;jZ(kBJYF<;|@Cp_`kScO<V6TdBRk>S|4!4w_$6ZZ>T#ym1|a#^s@n2Hd#cLrL@
zk(m(`%a&>WaEKY&&DP<xzRr`B^==V!518UZxit>N+VCJ@2q#p6qLal9ENh*c1lI*_
zdCW5IgGQF7dEci8ZLxw`U_Fm|vP#H8x5-G7KvjNJjx${(K7YRdTe5U#5D_t5Jl!A(
zylH)%3FkFI_nvV`wQzb)zV^!x_I|Hh?0_PY(Hn2LZNc7HRN756s%rp)aO>KYgqw~Z
zVdb+%`oAmibYofJUv`WrD0G~xe?e$sM6iqz(LKKn4KW|QI(eS#^5t}B)D`#RnZr<#
z*<iW-)GsVHrz=4$F6(}k)BF>g&WSSHB+61Di$1oo{S~+#MCd5KIJ}+1)B<7($fC%y
zKMTf70=dp@y*D%-#U9mX_C|fyJe@1^1j5eKMlWJqgvSYdPlM~Ma3x`*zkf7zs;+0{
z)ncHv!mpJT+mjy&&Kzh2=s4z;{xJQ%ZlzO31;z<_(widmpzo#l?s_j+&sC^)x(V+-
z%9nad1y7=x|MBj82e<k3sf^EO@1<~l=a&N{f(+F<u9aU}qA1{KNMJxFPmT&*!H$&W
zZAH=rW$BgWLel`$$UX(Uj<=I){zvtqq+*-*{f4Ura8`j_yWW*-=p)+L0LSaJrMz8q
z-;Q-=*D-{e&xp+d|AmMHVKSub1x<neT7#<5W6~p~OG(oCKBeEbNvLR0m@euzBs|Lt
z9#&7IMvo{mHhgio&&-%eBgpmD@BVWh^XUy{&j(ja!<>`3MlQ;022C>#(rpm+{NYtb
z97CA##5KPXQIf95yPE{qGmQ~fTZqk370{wQ_)H%UE5qj}Q{CN0RG1+0Rcs+%VAEMH
z=uAOW+PsPae`3T><Ls^9t0Ax%Ltr0Sbj;182=wX0(kqeC@@mE(P8{yzJ7~cJ-Hgqu
z?BuCNq=rR$;P$2WAuH84bvQdtA{YV=>#yI}H*Z~?&Uj`^?GyboSH$6NqWQ|L#alfO
z^#Cbd38B;DAkSHWGaTa9@xzl?_s=QL68fud%)2+8Z1ReC9OZ)A9GRHp{Uw4u7p}<|
z6>m<gl>-|HT>uFOxXC;JK2RbYi*=7JVNH@0&2WVG`ON0B;dt4+^@hSb%_RF7%k%<(
zyP1u=4%Ybp{MJX1$9z`EA`M89Y>M3eiq5}~vGSG0+)3Je!UJjaUsb&bf?@2iO#OXN
zwq#9+erUuuN-56M<=5NM!8i0d*OV>?eaE*I6DVJYC<4%lpnHFKESu#RG2|E<7*E7!
zlDQ3pFgox6)Sc8V?<K+2$Vy($*X3f3i-g#AV6b`^k0bsiwjmNbwFMXGpQ1drUJ7gq
z$_2HE>x*0uuw=LX3-SowyY6$u8RHDC?d^oa`=Ro~+qYfqwngamb7Qv@0O^BwLN(n?
zX>v<p6&}K$=?f<ewdEXPs2?>PgtZ`UaP-aQJV_z~g+Rf1nljd_cXU@n1PY2uwsDyU
zNV9^@DnFc2(+>|o2m($)GO!i(W{n8?LEqphYd9sv>KsN<!^+;Xu-3`oymQ|I|L)gf
zw+AH9pE<mpS5`GbmfgNcTyFPOO0J5I)3XP|dS-I5YhVq}A>D|1)o~S3&we<(^%?<2
zA$*tfCGNkC*rR%CP23z{y`umVtn&GHI5p+0&s}3zIbjO-z4-9HPiA^ESdMIJKwvMm
z*Hh12)@47SKm~Rc*tzF#X-=`dglEoxRgtog&-TB{eMD=74Oc`>_juxFB^gN@4YMl*
zX68nKkGzJ*_yWP#xc!RRcCYU^LPXM2kFWvN*Olz4t`e6@1lBTjy7}C!w3s+*u6}I(
z>q&h4uRLz?Qgx1jw{Axf{~@RUmUV2QO>Kuq^t{4wotsN;d|kQ*+XVszVNP4sHFdI*
z^FM~vBGE-UM-X--hmX6RxFB7~>R^7^zPq8{yVZ`0N{<JSMhjRVVgA~l%xGZC7&8mC
z^-h&Lg{ZeaL_E9~_ey>-La#%&Ep6-6g>6jGE!*6KV`(_9qjVG2e!vMdmS+fe-A?P@
zh{-}DT;M>)4Y$&q+^c3g20tobqD?VA(zsf+9P|<YoC;`a?ep(`bPBjDwCT2Ni(I`Q
z%iAJq+ndm6P!M?G@02||w`fK$;n3M<9U6W$?iCSS*4V$xiu=>eRI=MK4svh+&rr}d
z6W}k)`J@6|?YW^e-;WCC4TGz<_%A^pw7&u10YxD8)1EqJc*r4<dwObr**D|L04#iP
z9zC^)ML|3{flv{)Cp=d2&i{ssQ}=w>(L!x{qY5U_CgVHe>;>w9qj*P~_Q?^qw?M2E
z)Dcoh;Y2`c<VpYYJ1-rTI`_?NZTAg^`3E;<mse%x2NR)^1&XuiA?jEfUQQ7X;I&5r
z>8?VJeaO%vY&1%0)n4f0a2=o3?x7dECNiust^sKf)rrzMtF$`<(s2S5hd|#vTqDb;
z>poNiTgqf>l!XFB=Xtbc*Tjrb8gD21A7>H76|xF>vxJXx`QN390mQR#%hEP)TUWHA
z(Rt<uw`}aqyW1#lGS{1gVcyB?+r7*#Eks0o5gfDs9>}t+AFAwnB#TpDpU>yrQIo1(
z>z+!R!n_s&L|_RedvVy(Z^MgE^XpN><ki19genJ7*3R?l0G9jfZa$_xo7j9zi7?K_
zi%TfCEcs)R^31U}2_Ht}-*P<q?viqvpTUxKY9{jg>DjpUuXoM2W-&p;@(;|gy8uEE
zhMC-jFwAyW{(b(3T#~^@i*)ImUn>>)iVo__8ijgdnLGEB!lNH;Y#o>1L@|$Tra`0k
zITE<C8~;Wi9l~EbCrZm)yMkRh9Rjy*)kp)#KD-fC!vlNHgnq`bGyx+-+&{#@5zDgu
zzGx}uB`gTRw64*JrR#ZyH3>v?t(0w2&c3CZeK&Ie4k9K6{>}T`z0B1}Xzx(Ho9*(Q
z*SrTG7}E>*$$+Z4t{1xy2Vs=|hW1Snpuy(%U=e3MJhmfTInB&7#vO6ESX(qHb+4;o
zz!#N?vao@`LU^Mj+>WxvP9gauoXV&@`3YyU+ZO+%f8W`h2yzViC<#ZTU5r5H3qqGu
z9u?;K0%o<=nR$Mg`1*$~IRyG->K9~HHx?TfmsXP6>taJnnnuoureBUaWcLgGuA6X%
zmhMYH{du^tAk>r!-l$D4<8WVG)0CPqrk<&X^0V>aOH(-#pse4$jM+6(@}$JfOq@W}
zD<AI1w=FFGB!*wjXnA0T)<_%I9*T*Ta#aLS)uk(c(}bN#e6>uyMrC1752|kV!}}?(
z{68U-2=^qf5%u}1kC;PwSkBtrH7%tYFPL4zhm0yBBS(?=z{xkDYPpCXdm9vCTF0d9
z_Eq<tyT+?z&FQW83R&u~#&8`{RNj3v(<bCkR{xX@ABfae)c>-ZONp6x3gc>lqYi3S
z3)5n@O{${jhh6o}!LEwHNXaW?>|I2Td{XtY+QoV$N^_!Z7nS6+M)0t@oxC2RSaL6+
z0A|;V!<)~L^S@#*WjM$M?``8rTNzObNyhC#WV`1YdP%1DDLj<V4};qg@|@5gtm+32
zH=hH|%=e*r`wy^Q0`si!?vG|t0oTO$#Ql2tR-R*n=YakGg)B=VJYfhsQkexs4Wt4!
zt1eb%MTsOmV(UB0{|?;oSEU&t70fojOUlh0RU4#-me(;B(4qSD;kJn`nOTvqGF6J|
zR)AP14I}o9>tWON*UbMw1f+N+w@LpN9Qp4Xr`@|*ejiqzYya+)Wz&Ew<9C6VJ=6+s
zBQ9LOKV(K`Yq4`iWA+F_{vRk8JYZTE?O?g%^#@m0+7)G!5Se-uQJ?z2gTO-~Flv9z
z&3n7cwmuy1B0T|B+~GEGTX*>Hs}kis7pAWY)SmKLB(N#|drRYkB(BJG0?>7v@9<>m
zT}(zAQX6y(mYdiA?pLUn>b3-Un@9gq;_^!W10cJ7=z&B8M`q$8t9NZyc$;>!Htzo~
zZ}Yh#jYAy%2YfnrDlirhQhHeSATW1;TKZB}E;wFplttX@4*&D~)`0{Vaa(uopAs86
zWxXL=XOGOw2sL6DJdW@dn28(MCwyWA13QiN{}*h7nE%h53nTFqx{{Lbfa)}rmp`>e
z3?O5E1l_@lAiSFoCo}wQ(*AJH!MD$84o3;TrSm-;3Apb6tA5mjRvfWY#wZuaCM2Xe
z-5%xIKJOP4Bs_ut`xlxH%YPBHm(VAjZ4k8Q)+Z)>`S-W~@nvdx@K;L+BXlrRjrFk6
zd|&B(FNUwRyIW;>0ZyYc)bT`zQ7VwAQeh|lpJ0`L`6~au1XUS@!Ea?e|MSy)wW0=M
zk4Sre@gFOjTTuKCM=*Y~`;cSuzriYpAj`jhJpAG?t9<~a!+6(E9WHqA?QfC8Ee5{5
zb>Z;&f^UNkWWVqY{HW@G-^Ry{Y=nP<KmYRw{tsU3;`?i3IYxDckU8?OIgnQ4!|fxW
zAdIoKi-+EsyMXj94CW;%MserV*WWg23s)c{r;XUw<v{QdchE5pXvH(LsQ|4UBbb#a
zP8>h}$?nIO1?X5;YBSa*XrB+QkJtg<oaxTH#H=XdE<%^_AXT<>;_4t0k6)>y6~7xq
zX#I7blJDzI0wF<*5HSZ?4!vi2swd}?-NGT2VqzWnYa#AW72Uk$Sf#T&G$fATF_M7p
z!0dpaW*XJiHU-h=ef@fu+xOVgXvITuBu;(2+O2a|U&fED2O6N|6q$89h{rFje1Q(C
zpCI4u%$YNMUUkLhy|SEIxxYkjPR7!RyQ{;LQlF?rX+Ym3HzYD{Q`mE#VK+}fO6p}K
zm)=L{PM_(%v2f<X1tG6Qavno{0!(~??pBLQ#f7}Po@>_<#DCWxi-iW<g1a8<qFvFv
z#_Q0?5SkU%eIxYB18{Whv@GPa5xScJVibM#B1Q$m@~<&6YGkM}Pj@FxEREEnsvw@j
zc#njT=~iMn7^w7<p^3Df9>Vr^hD>e^eJ``6AN+FU^QS*W82}#4(97)$J^%ekBU?LU
z@uxTIZ-6WXjBc?R)mCF&+X89DoR+@xLWeE@yIOM%syZY;=CVRu5-IC_0ZGGhyJRY1
zn+|6MR(K_i!CZq*%SY9Z9#xl{R!2YD;kESeTA%BYmfT$@9b}}XoHz!vTKMwWE8WQU
z2+njsqhh)%-ZMNQ#BLx(_Ex^!d3DnK>syi;e;a7Gs_NuaOmSWNk%TFH+L_tA+Xi7j
z8hjTkW)rJEdiA8p%&ZBZR|I+Y=y)mmuR!*Sajo~{)Kn^b;)TC|rc6~uEeEdmXK4i~
zg~h{qK5q_W!8^cB+<zu{?ZrHYU-;_njhGUP^`E>=%5qPh=EkGjKjGu5ttW}tUn{Wa
z&z#wqhlYC%O|u!1JVuGnAr8xO8~RgOuEqWWw1-znXyB^xniE8_3Fp1|gEFq>fw)76
zEexR&vU=9F|M?XWtvDIe>GS86&z(N4&;j@ICj{-~#Y6#9a6{|<lYwlVnN5|?FHew?
zUb+PBxq}|>jCVzFM%~<m@p|Yt@_zO);7h``dN9ZhO>^dOlRIbCo2u*nG*Op&PT`-l
z1Yb4v@~7aU5tVgyuJXFv1-;9v#R2($hr}%vY~<-z@byegNb<r2e|MQ%Up~F3Dt)Ae
zrD<h*zsz;E;6a})O>^B2lQzj6wA95j<QK_!$fn5@`_zI@NikS(ksK#xdX#z^LLRi=
z|G4p7wed>++qSDmWHQx{a5}uTMtgf9uKoD-QY}RCl<Eb1`|Ka#l4goua~;dJ<9X;I
zY}c}jXxLbcTkXWG8>Y7xi@%4zn?x?YznE8tbFSG>N@$lDs&F(jcW`i+hbTx6nvo!S
zNkdUcmP8uBXHry&7x^*eb#eEt>{YwtvZ-<R1=dew?y9S)U0Pq5^dfuP>p4{I#y|4a
zOfHD71PhNGQtSxR4Jw+WsXb-@7vf^RAugooSy*IZvjD6ks^Lg3bY9dPS%zR6|8kF|
z?**kEFs*9y^t7Q3W}a12Jm866_)ZYRB5dvU`0?XMi&rSjs<@W`3FAuQHI^+&N&uQ<
z@VD-p_6ozSbTs<nl>p4&ce#(L1fD(0>uhh&3UT(==(}>lPBxRDgPEB*lH%Rm2X%MC
zBla!pl4ux<vO|>%)&W9iI7WyO@nSAZ(P^exvKxTz4KY2qXQB%!Qm{UptPxF4(Y4)|
zh3?Z99tOWvwutAU{aU}=b(Q8VXv#LSE1!}5d-F<aC=uWD-;*5eHO&(EC4QH)7hklg
z6kCrBEMF!kF9>MMFxb0{_;l|G!^&6H#!eDI4reOh>C@Z2lK1A^PJu}~#pXg*p6)j}
zWj>dc@y?GyM`3|0eL-#TZQ->_Ni;N_Bw4rcxqs)*i~cmtF^&WeuRo2KmjQ$<+_oL&
zF-)aAt|FL8PE&&|9m$Tow$lsLR+duE)L%lN;>O)};r*UTDcB6gAV717OQOf@PVrbb
z85)*Uemv9d?T%+DP5oL%v<2f?3mfjU7Km%Yro%;MDmuFlc3#!9dGo8;JHl{x*CkGS
z`&$kdn-4fCur60V!=O%Fp6O1qZ7lvV(fSqk-yFx^eHjmjmL5EX2b$bdOZfjO@5=w7
zYTLMkibPt7G?i!*6%$4VJw?`#Y|}`V!C(}|GGvQ~p0czcCK?JeWQh=yt@Owq8M2Q=
zjC~o&)_aZKKjHoDonMUOe4P87`@XO1doAbtT@bbQtqx=&kme#t*8TQl2c@JwgnkuL
zUp-Biwz2*qjk~{mrFIgiAFbvu5;Zz)$b2eLZt`)dc&Sl@A}EMWB6z!N1jI~7h_`bI
zDyy%3rmg8Yx!d9k_IO1vg2ZF@!Q`YyuBC`vN#d(kAL|lA-&e)qSY08C70V*?zD3jC
zrp88lJ>DZqN}Y0P?ao&<Tfy*mhvWdq*u*YG`L7YOoVxk|H{+$U)|PZNJRcj_qg<22
zkmT<`Jn9X`%Uix;$+oL%$7<?*V@se^#k{r+Z>X;?*mbMvm07-(b8HNHnR-%I);@v9
z>G%3tN44c9RA_s(5q?o=Ai%CrJ7{TeOUbRl3**dJmeX~0b&JZYYVns14Wm!W$>rwj
zW1k`CvAbRWx)r@&#kK^9fpQjA_@nt(_^D2?iR9GO`lc!u+Vu2&v%+8=B8%O6M%voi
zOc`C=n$|hSOYTrkEk^A2vM9twHOcDe>K1SbuaeVG-+a&0GX?Vv1K5`QbqwGtPafeB
zPC9U|?r3qqx0-u<AKVQp%o>KtDt1o^Ty`eMQL6V#Y6Cm!H^Y?k&OdkV7krhBzSGTp
z>t!2ni4cm&`Ys|O()(|e#3^Q>UF{Cl3MalX5UF)L{$WNNs8vr1VpdY!2P&oj0F<mq
zoO8_|U?<DOjmL0n$QpGFQZ(<nGPU=qT~TA3e$L)aT=L#x6s}bphsx9F1+~!e6u*&u
z#U{IrNU<y{yi6YM{s{vM1u^4!t(XIohR>953ML3kh?e^F-i}ZWSjy*>WX6Esj_ZqQ
z52*9kR~Q!F-!^)eql?<rIJUIpTN3cgLm(C(Pv%n_@cSXD_qtQIO~rGB=Uv92akkm1
zY`XtYl#*2r$8BK5i%krWz<KTJn5D@d6mzCtSOrsV(KZ@V>8xS3`O7lls-Q2USc_vy
zjH<yP$WkdN-Lgn{HYm)odg`0%yFzFutSQ599@uKPlj7E=$G%+)8LO9ig+DPQD6_y~
zG)&1`<Of??7;9+qCG(tc6I=h>Xe8g%n%!k?ZEKs>cj9xf4b_kh)f3q&ilx-d^XQ#r
zMhq^mU)4M@Nl(U}zS#Z{;MME<0jujKi81MV31v`g#}tQfr)O=>rqD)xcxqj;mKx+M
zO(k|Sf~nkJd9*?*75o&1GjUHPQC|7uS`HSeC%9j5)%za5h^M5EEpn<kQE5`kP8s+1
zpZ7gIdTpCvva7k$7lTbE?unwZm%Q5P3#_Qr5!#2+V-$)avtDpTaYp80sOC%re(s;>
zS;wp|5lKV5M6k8Ow@ZJ%{VB=!n~E;NnT=(h=hgiv!FB00h(<cr?nz$3Ym`CpX-~XM
zMp3Uv!>LU<hlH_ESGG&XnBsNSPAb-Ie)v#VsA}}EcUABvGxOup(&5oRjGG1C7ZLhU
zFfd+*Z`8sNF^ds6b6_6#@sM(vlZlU`ai8*%5?Px~WvfIgMl#h#c#Q_-Cq?DMqX`Su
zv#c__mj4m!d;6oMTL;15b*!2gh$1P$Os5PoYr4J`5p><5bn$U77@CSa31PQ(iNTzb
z{sK=0WGqK79o8pf>jUn5ne8lnI*E<XzDawM3L7Bbf%^>%YMeEJRG2-sX4uz?9M?V?
zsY~1P{<4B^yS>i9jbYm6Ww_v}^xUA|>$za#!O)0BNhmcF7~vHG(9J~6qCGHLP!|)I
zHA>vyR4^ARF!P)*^%89km~*|u9YDi3nS93X?>+=f3%yob9e9r89tbr}G1g5YJnsZO
z3>81mM#t7YK8h)~juCgDY31Q+qQuS|u0ryJW)4LrE#MCt8U&P|-Az3}TbRLunQ3Tj
zlwH9J8obm?kaLKk(ex_=*S@Nv6QRV$FooBq89K@$3<<W$TjN5nf=uze?tc86mx=tW
zBX7Y!3!JO@__1_i!gbt9AnYMZd0ZjwF}jJL@i8_OomHNFAHxW}sv^8}5{YDRgnkKA
zy`{NOf9!a7k;dk?KdCSXkw)I54E`XpoHL>otE#+Q(N-1GO!KOUi;Hu39+#GOSYXOY
zW8vP>lv|(<>>lj058aJGiFT|zcfX-AE?CpObMCm0m0ct*3$GGW(V}?%mF4j~OjFJG
z@Am#txEg1(Rp`6WF3WFOx!5T!9=qt;Q`|&gubEW_-l6CHU?Hi$?xcl`{z&m}K0pU0
z;8PmnbsRUfZ`Zn(&F&De`Ye&_>t|Rp%h>^vC*?K7@0EFoh_SUzOdd6S`jp@P1<<#J
zk!hiCoK>df5pWtrs5;I%y9JNF$gRffr`biATw$wakkZPGOqd1@Py2Rl$36uI-iMq1
zK0IuhgXfh<37FFf71(5at5#3JKu=EqkDO5l3co_lyRb33Y?^@@F30jg^qTm2qrF0_
z={S2`GBhX@I!sbSV#Mv!Gc&JZ6zg*ZZun0kRXbd4Be>I0>Sk4@A&2hdGN;k4v(jzz
zjENS{HFjqqCZPK$>mEguyVZsqc-Xkfp8Lgb>NS=d@=q+uwRIbQqj3X%-6{zN;m_wn
zMAd(z&EU_6Hd>M3_(3n&0)PJgzd!Y$47A>4PdI{uVxZk2c5rCX)7STEJti;T(%}w)
zfo2{Qt2LZ<a=IHe8h_1v5X#0bR&PPPr8qb`Vwj%bz&1|d%F^6OXq*{(q$hV99Bv^8
zovQ--cib@W#71zOHGOTdXS1a`+)K@ljeCwf&SB67_v>9+T6!)1xD5$NxD(>z_kJpa
zjM71G;f<^6>lhdmDY7pgpC`StE+-MdJUIr$06OTEK6;c6<@~a@Z<Qg!QdJ6E_4NS(
z^%E`EQ18}L+J*pwusB8WJo@Tf0~S^i1{P!ZkDuTP1QF=osVhl}v<q&g<=PG)X6ymD
z(!+p!j+kIgqS41P$i2|7(rniN!)0D?M`t=h{)%gp-sQ`;AO!Ymh(F~C0mW+#>O^-@
zL(*A6NmM%{2UF7BSvd#Y5P+>1x!4|V^6cy^sFf250I3OMZRrH4UgzpOmbqqaZe+yd
z_*APB!la3bNiX1uiPE3Fo-qwAEhWJj5D?Y2t+G=}`bpX2kT>b_hk!ccz5fZ}9uNUu
zQ70{o-c-2BPLa}ja4Tqyogks&@%>UShdBCJ%!cekq>64FoJGYH*z3got?#J&!ko+V
zeb~0W`dHY?m{N~)OukJ>PpN07#98~u9uRovRhOy*I7MLrE}KAxhlg`8kED8FuR$`Z
zXu>bakHxEq@MUfyOS9H`iJjOz{qx}Gi%3*{mYmg_PdV1*-5eJ5cn2KLnrQ}0wkq+@
z1UBwF@0*{VoG@*ex1y`vxxJay_)O&s&Nh0V!oNf?R1>$$6XLPnT@L45yf`TW>z;Cd
zA0_Ao;g31~=|s}79~yEb?m^~3121f{aL)njcTV<~ue|FQh1+%1{<H3W)St}rT3cp&
zW}D@BY}v6tKam1D$v#4A3$eu9yylXDKukv!tpH#Xy}#Ta!!&iCiF3Ae0J3@yb1X5g
zr!wfb-x@+v)%(p)>MIDqz5OeuA?qJpD7EoA_|un9enH~^#){q<Ip*3odjFq)CeDH2
z`!|p2*&9J?MfC+EO=RtWrak7@2LUGCZXORR{`ut5qet_k8!*ael1&NlL-_F&eHu+x
zS%yYAOx66~5`=tGvgn26q3rqRzpt;V@FHhZ;It(l<z2AaH1tidhDdz?`Hxp7O9q-z
z7}MO+5pjAS!~-?M)&?!OrX=k5BF@fyvtcfRpCY|Rjj~(!ArOey1SbbI(n5X@5U-kB
zde1O56UbzjLM?{V*ag6vwS+6lD5B;xTqZc_uRo7aFQoa~H(LRGv1`}ds}_VB=}meb
zC#KG&P$(0(8C$PqE`!}Ig<M2wSXh{VmApGHOZ)<7r=pDQID|r}tw0T$keE1@6148u
z3G1{I1j5N~S#k?2i<6$6Sf6CT>t)Q!FF?dR?osJGYr7%=-Cza56Lv9bBW1*KZ)1qf
zpbR30<CwgIrf1Kd?VTIm*t)PSe1Nn5H7R}Q-zZNBC4v`74wN!0cZ!PsfKd6mherWm
zf3L2tE&?QZ2#{(M9S(y3RTZ9n&C1G(w6lMs-~~r)`4l!@?uD;mJ3=@Nx|~nypN9b7
qG)6a;E$5&xis%3F)L;SfZ*G_O(IQ>mh<wg-(79xIG53N^=zjooxL1P!

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/daisy_classification.json b/modelling/data/abingdon-all/resident/daisy_classification.json
new file mode 100644
index 0000000..8ab5d09
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/daisy_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Daisy",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "autumn_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.7609761387962838,
+    "target_trough_value": 0.20000803562918706,
+    "target_mean_value": 0.34079283471359834,
+    "target_amplitude": 0.5609681031670967,
+    "baseline_to_peak_ratio": 0.26282033010438555,
+    "autumn_to_winter_weight_ratio": 0.055776892430278883,
+    "year_end_to_winter_weight_ratio": 0.3107569721115538,
+    "decay_to_growth_ratio": 1.5664136622390892,
+    "monthly_target": {
+      "January": 0.2790669031943553,
+      "February": 0.27933038945560984,
+      "March": 0.3092733217308124,
+      "April": 0.5796870220128069,
+      "May": 0.7609761387962838,
+      "June": 0.44632662916732724,
+      "July": 0.2822175557153291,
+      "August": 0.20010541373650922,
+      "September": 0.20000803562918706,
+      "October": 0.20958484845817021,
+      "November": 0.21586915667749368,
+      "December": 0.32706860198929505
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.202,
+    "GROWTH_RATE": 2.108,
+    "DECAY_RATE": 3.302,
+    "SUMMER_DECAY_BOOST": 3.968,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.506,
+    "PRE_SUMMER_DECAY_END": 6.83,
+    "PRE_SUMMER_DECAY_SHARPNESS": 7.38,
+    "SPRING_CARRYOVER_WEIGHT": 0.079,
+    "SPRING_CARRYOVER_END": 7.13,
+    "SPRING_CARRYOVER_SHARPNESS": 16.114,
+    "BASELINE": 0.2,
+    "WINTER_WEIGHT": 0.502,
+    "AUTUMN_WEIGHT": 0.028,
+    "WINTER_PEAK": 4.76,
+    "AUTUMN_PEAK": 9.88,
+    "AUTUMN_ONSET": 10.09,
+    "AUTUMN_GATE_SHARPNESS": 7.147,
+    "WINTER_WIDTH": 11.22,
+    "WINTER_RISE_WIDTH": 12.734,
+    "WINTER_FALL_WIDTH": 10.24,
+    "AUTUMN_WIDTH": 6.515,
+    "AUTUMN_RISE_WIDTH": 6.896,
+    "AUTUMN_FALL_WIDTH": 6.492,
+    "SUMMER_DIP": 0.102,
+    "SUMMER_LOW": 2.17,
+    "SUMMER_ONSET": 4.265,
+    "SUMMER_GATE_SHARPNESS": 5.042,
+    "SUMMER_DECAY_ONSET": 7.13,
+    "SUMMER_DECAY_GATE_SHARPNESS": 16.48,
+    "SUMMER_WIDTH": 22.143,
+    "SUMMER_RISE_WIDTH": 33.063,
+    "SUMMER_FALL_WIDTH": 11.028,
+    "SCALE": 1.072,
+    "YEAR_END_WEIGHT": 0.156,
+    "YEAR_END_PEAK": 12.148,
+    "YEAR_END_WIDTH": 82.315,
+    "YEAR_END_RISE_WIDTH": 154.602,
+    "YEAR_END_FALL_WIDTH": 8.024
+  },
+  "fit": {
+    "score": 0.249
+  },
+  "warnings": [],
+  "summary": "Daisy is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/daisy_consensus.json b/modelling/data/abingdon-all/resident/daisy_consensus.json
new file mode 100644
index 0000000..9fa4862
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/daisy_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.249",
+  "INITIAL_Y": "0.202",
+  "GROWTH_RATE": "2.108",
+  "DECAY_RATE": "3.302",
+  "SUMMER_DECAY_BOOST": "3.968",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.506",
+  "PRE_SUMMER_DECAY_END": "6.83",
+  "PRE_SUMMER_DECAY_SHARPNESS": "7.38",
+  "SPRING_CARRYOVER_WEIGHT": "0.079",
+  "SPRING_CARRYOVER_END": "7.13",
+  "SPRING_CARRYOVER_SHARPNESS": "16.114",
+  "BASELINE": "0.2",
+  "WINTER_WEIGHT": "0.502",
+  "AUTUMN_WEIGHT": "0.028",
+  "WINTER_PEAK": "4.76",
+  "AUTUMN_PEAK": "9.88",
+  "AUTUMN_ONSET": "10.09",
+  "AUTUMN_GATE_SHARPNESS": "7.147",
+  "WINTER_WIDTH": "11.22",
+  "WINTER_RISE_WIDTH": "12.734",
+  "WINTER_FALL_WIDTH": "10.24",
+  "AUTUMN_WIDTH": "6.515",
+  "AUTUMN_RISE_WIDTH": "6.896",
+  "AUTUMN_FALL_WIDTH": "6.492",
+  "SUMMER_DIP": "0.102",
+  "SUMMER_LOW": "2.17",
+  "SUMMER_ONSET": "4.265",
+  "SUMMER_GATE_SHARPNESS": "5.042",
+  "SUMMER_DECAY_ONSET": "7.13",
+  "SUMMER_DECAY_GATE_SHARPNESS": "16.48",
+  "SUMMER_WIDTH": "22.143",
+  "SUMMER_RISE_WIDTH": "33.063",
+  "SUMMER_FALL_WIDTH": "11.028",
+  "SCALE": "1.072",
+  "YEAR_END_WEIGHT": "0.156",
+  "YEAR_END_PEAK": "12.148",
+  "YEAR_END_WIDTH": "82.315",
+  "YEAR_END_RISE_WIDTH": "154.602",
+  "YEAR_END_FALL_WIDTH": "8.024",
+  "SPECIES": "Daisy"
+}
diff --git a/modelling/data/abingdon-all/resident/daisy_observed.csv b/modelling/data/abingdon-all/resident/daisy_observed.csv
new file mode 100644
index 0000000..6630c8e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/daisy_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,10
+2,21
+3,59
+4,101
+5,103
+6,64
+7,34
+8,24
+9,10
+10,20
+11,19
+12,20
diff --git a/modelling/data/abingdon-all/resident/daisy_parameters.csv b/modelling/data/abingdon-all/resident/daisy_parameters.csv
new file mode 100644
index 0000000..5717ebd
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/daisy_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 15:21:53,daisy_observed.csv,0.5536385447845939405662717401,0.218,3.199,5.883,4.972,0.186,6.53,12.858,0.043,7.23,24.632,0.172,0.66,0.021,3.58,10.56,10.37,11.563,4.912,4.307,5.518,8.350,9.090,7.609,0.24,2.27,4.2,5.063,6.82,11.083,25.900,43.578,8.223,1.468,0.086,12.046,55.984,99.12,12.847
+2026-05-21 15:21:54,daisy_observed.csv,0.2671058260417105935504850406,0.253,1.291,2.639,1.79,0.73,6.36,8.016,0.171,7.34,19.411,0.165,0.409,0.012,4.03,10.0,8.69,4.032,13.902,8.177,19.628,4.568,4.56,4.577,0.19,1.72,3.83,7.705,6.8,6.24,30.472,50.335,10.609,0.868,0.064,12.011,76.556,146.749,6.364
+2026-05-21 15:21:54,daisy_observed.csv,4.909600683247959945878077852,0.177,1.063,0.79,3.198,0.641,7.2,7.747,0.083,6.85,16.419,0.219,0.408,0.001,5.52,8.87,8.61,11.758,13.210,19.501,6.92,9.746,11.367,8.125,0.106,1.41,3.92,2.086,7.32,17.309,21.426,28.145,14.708,1.435,0.137,12.159,84.262,162.375,6.148
+2026-05-21 15:21:54,daisy_observed.csv,0.6799530895624497402378199645,0.329,2.221,2.599,5.928,0.244,7.63,4.716,0.211,7.61,6.841,0.312,0.493,0.008,6.32,9.37,10.4,8.883,10.728,11.512,9.943,5.636,8.547,2.725,0.065,2.49,3.57,6.853,6.64,7.042,9.534,1.263,17.805,1.735,0.254,12.134,114.238,219.096,9.379
+2026-05-21 15:21:54,daisy_observed.csv,0.4378732571972657877141710836,0.347,1.48,2.578,0.595,0.242,6.92,3.014,0.169,7.56,25.323,0.142,0.457,0.022,3.72,9.3,11.33,7.806,7.374,6.366,8.382,5.746,8.46,3.033,0.203,11.88,3.95,5.521,6.75,20.883,12.896,11.98,13.811,0.99,0.136,12.171,81.163,149.096,13.23
+2026-05-21 15:21:55,daisy_observed.csv,6.021664761319661072791316421,0.313,1.604,1.371,3.649,0.859,6.62,3.721,0.086,6.88,16.354,0.2,0.682,0.001,6.31,8.77,10.68,5.658,4.040,4.247,3.834,7.662,6.254,9.07,0.157,1.36,3.5,2.057,7.49,6.468,24.695,48.435,0.955,1.55,0.303,12.281,123.346,235.517,11.174
+2026-05-21 15:21:55,daisy_observed.csv,2.068838436695291806587830458,0.165,3.71,5.791,1.382,0.94,7.28,3.716,0.166,7.05,7.425,0.257,0.167,0.0,5.15,9.0,8.57,2.107,9.216,8.309,10.123,9.417,5.875,12.959,0.039,1.62,4.76,2.334,7.06,8.931,20.761,28.641,12.881,1.584,0.116,12.191,127.586,239.798,15.373
+2026-05-21 15:21:55,daisy_observed.csv,0.3922647517366653104012371965,0.103,1.737,5.832,1.949,0.771,7.57,6.381,0.017,7.59,13.295,0.241,0.435,0.033,6.31,9.29,9.8,5.079,6.440,6.209,6.672,3.290,0.601,5.978,0.138,11.93,4.1,1.277,7.19,7.958,7.522,6.015,9.028,0.959,0.274,12.066,94.740,184.94,4.539
+2026-05-21 15:21:56,daisy_observed.csv,4.472390559027088790121354353,0.124,1.557,3.612,3.38,0.306,6.34,7.374,0.109,6.52,25.709,0.235,0.148,0.046,4.46,9.72,9.13,10.614,10.590,12.681,8.499,3.848,2.685,5.011,0.006,11.63,4.74,1.089,7.55,8.568,7.771,8.873,6.669,1.671,0.128,12.004,124.628,238.553,10.702
+2026-05-21 15:21:56,daisy_observed.csv,4.396111919085519023918363102,0.342,0.842,0.457,6.366,0.708,6.73,5.085,0.177,7.08,16.214,0.16,0.682,0.001,3.6,11.46,8.28,11.871,11.524,5.972,17.077,6.242,7.628,4.856,0.12,2.0,3.92,5.717,6.93,8.825,22.017,43.229,0.805,1.341,0.042,12.164,71.290,138.42,4.16
+2026-05-21 15:21:56,daisy_observed.csv,0.6826272147439251222663064184,0.176,1.96,2.212,3.51,0.097,7.64,11.741,0.185,7.3,22.319,0.072,0.419,0.039,5.16,10.54,11.42,8.502,18.105,19.997,16.213,11.746,9.93,13.563,0.059,1.97,4.17,7.911,6.97,17.231,21.900,40.021,3.779,1.616,0.205,12.165,106.912,198.83,14.993
+2026-05-21 15:21:57,daisy_observed.csv,7.695006532244721717138775037,0.035,1.635,4.149,4.201,0.022,6.82,14.548,0.131,7.59,27.483,0.401,0.218,0.022,3.9,9.53,10.79,5.891,8.012,3.885,12.138,2.640,1.322,3.959,0.115,1.99,4.74,2.364,6.73,13.125,13.173,22.339,4.007,1.589,0.03,12.261,107.414,206.641,8.187
+2026-05-21 15:21:57,daisy_observed.csv,0.2080565387964182951220591245,0.152,2.919,3.936,5.21,0.371,6.27,6.691,0.139,6.97,14.768,0.068,0.5,0.01,4.74,11.34,8.5,8.8,6.392,10.068,2.717,12.757,13.575,11.939,0.105,2.29,3.55,5.631,7.54,13.823,13.534,23.463,3.605,1.064,0.254,12.035,118.437,225.154,11.72
+2026-05-21 15:21:57,daisy_observed.csv,0.8546438579051004044103594615,0.38,0.465,2.232,5.855,0.245,6.9,11.54,0.06,7.08,19.445,0.082,0.709,0.039,5.79,10.67,11.28,7.373,11.330,11.37,11.291,9.576,9.271,9.882,0.096,1.34,4.87,4.351,6.62,22.977,18.097,32.9,3.294,1.211,0.031,12.025,48.546,88.108,8.984
+2026-05-21 15:21:58,daisy_observed.csv,5.224458864166526518291730061,0.032,1.081,3.815,2.973,0.193,6.32,6.528,0.164,7.03,18.762,0.127,0.09,0.019,5.8,9.05,8.53,3.978,12.422,13.562,11.281,8.707,7.243,10.171,0.206,1.33,3.62,3.875,7.41,7.846,38.364,72.171,4.556,1.287,0.011,12.036,84.716,153.55,15.881
+2026-05-21 15:21:58,daisy_observed.csv,0.3814086290520331344597247815,0.318,3.32,3.568,1.616,0.183,6.51,9.585,0.171,7.07,23.247,0.443,0.246,0.039,5.4,10.68,11.31,8.693,10.252,12.233,8.271,4.788,6.716,2.86,0.239,1.2,3.98,1.187,7.32,19.392,26.169,48.067,4.271,0.861,0.11,12.101,71.314,136.704,5.924
+2026-05-21 15:21:58,daisy_observed.csv,3.731890299807244718766582706,0.056,0.91,2.062,7.249,0.455,6.67,15.425,0.001,6.61,8.41,0.434,0.56,0.038,3.98,10.68,10.97,8.677,8.420,8.591,8.25,5.408,4.842,5.973,0.023,1.56,4.74,3.15,7.07,23.17,36.668,64.808,8.527,1.375,0.315,12.19,121.546,230.054,13.038
+2026-05-21 15:21:58,daisy_observed.csv,3.710120157041901752161037546,0.402,2.43,2.823,4.479,0.325,7.11,15.823,0.022,7.36,14.688,0.369,0.459,0.02,5.32,11.19,9.38,3.506,8.186,15.671,0.701,8.102,11.446,4.759,0.226,1.82,4.2,3.077,7.57,13.245,27.722,54.57,0.873,1.571,0.289,12.156,56.025,96.427,15.623
+2026-05-21 15:21:59,daisy_observed.csv,0.2515976613400730343859178417,0.248,2.776,2.801,1.883,0.237,7.52,4.165,0.047,6.8,13.718,0.413,0.62,0.009,5.21,11.02,9.19,7.531,16.609,15.565,17.653,6.356,6.534,6.179,0.132,2.18,3.55,5.564,7.48,21.125,12.518,5.9,19.136,1.171,0.086,12.189,96.336,185.705,6.967
+2026-05-21 15:21:59,daisy_observed.csv,14.16613483591374174945218780,0.054,1.406,0.266,7.864,0.415,7.74,12.941,0.093,6.63,9.116,0.414,0.732,0.009,4.36,9.0,9.04,8.167,9.298,5.165,13.43,11.873,12.189,11.557,0.246,2.11,4.69,5.653,7.02,15.656,18.939,27.237,10.641,1.703,0.327,12.287,109.870,211.236,8.505
+2026-05-21 15:21:59,daisy_observed.csv,2.179618578110243272406312639,0.325,1.333,0.91,3.705,0.058,6.94,4.451,0.216,7.19,25.484,0.175,0.042,0.046,6.04,8.87,11.14,8.723,8.486,7.964,9.008,7.896,6.156,9.635,0.089,2.33,4.46,5.185,6.71,7.86,38.992,62.303,15.68,1.128,0.27,12.102,107.952,202.537,13.368
+2026-05-21 15:22:00,daisy_observed.csv,0.9170909280859573212200422419,0.287,3.148,0.746,3.226,0.3,6.99,8.324,0.039,6.95,10.151,0.365,0.512,0.048,3.92,9.03,11.43,2.527,8.394,1.316,15.472,4.284,1.4,7.167,0.116,2.02,4.99,7.757,6.61,15.555,17.087,28.134,6.04,1.192,0.088,12.275,66.706,122.436,10.977
+2026-05-21 15:22:00,daisy_observed.csv,2.314789027494246481811617342,0.323,0.705,1.96,4.102,0.859,7.43,4.211,0.123,7.46,24.363,0.101,0.462,0.03,4.05,11.35,9.14,6.312,14.389,15.59,13.188,6.946,11.14,2.753,0.178,1.72,4.53,7.106,7.53,17.587,39.478,62.961,15.995,1.74,0.136,12.127,53.162,97.721,8.602
+2026-05-21 15:22:00,daisy_observed.csv,0.4504349272599150161255292677,0.232,3.028,5.128,2.219,0.636,6.69,15.666,0.005,7.42,8.675,0.367,0.314,0.037,6.25,10.23,11.05,8.296,10.788,3.68,17.895,9.736,5.893,13.58,0.181,1.12,3.85,5.908,7.55,16.326,27.347,38.576,16.118,0.954,0.146,12.256,55.074,105.212,4.937
+2026-05-21 15:22:01,daisy_observed.csv,0.7390933442888114316580020766,0.329,0.658,1.349,0.956,0.131,6.94,4.06,0.078,6.68,17.495,0.24,0.338,0.025,6.03,10.15,11.0,3.676,8.152,0.594,15.71,11.504,9.654,13.355,0.075,2.46,4.61,1.273,7.15,23.743,13.112,11.212,15.011,1.516,0.24,12.139,106.746,200.016,13.476
+2026-05-21 15:22:01,daisy_observed.csv,1.315078396666336300997676405,0.02,1.367,2.356,7.78,0.491,6.73,6.965,0.009,7.01,19.281,0.304,0.634,0.033,4.02,10.73,9.1,10.034,15.074,16.260,13.889,3.039,3.235,2.843,0.064,2.07,3.88,4.453,7.53,19.901,10.761,20.982,0.54,1.159,0.019,12.138,68.796,125.192,12.399
+2026-05-21 15:22:01,daisy_observed.csv,8.830715097350467059009790279,0.187,3.455,2.64,1.347,0.294,7.59,9.824,0.012,7.57,27.061,0.405,0.44,0.037,4.8,9.68,10.21,10.863,0.574,0.566,0.581,1.604,0.769,2.44,0.041,1.07,4.38,0.864,7.44,6.75,15.384,19.752,11.015,1.613,0.035,12.056,81.374,146.911,15.838
+2026-05-21 15:22:02,daisy_observed.csv,0.09306405030563779420276255224,0.343,0.298,3.421,2.403,0.826,6.26,6.624,0.083,6.84,8.732,0.387,0.384,0.01,4.47,10.21,10.48,5.053,17.932,18.419,17.446,8.074,11.871,4.276,0.154,1.24,4.54,6.898,7.44,20.821,13.407,8.587,18.227,0.962,0.054,12.135,118.041,225.064,11.018
+2026-05-21 15:22:02,daisy_observed.csv,1.131449616058592950688486700,0.391,2.466,0.297,0.292,0.125,7.6,12.945,0.171,6.96,11.829,0.178,0.617,0.04,4.2,9.2,10.81,7.742,16.615,19.583,13.647,4.702,7.599,1.806,0.048,2.37,3.87,2.691,7.34,8.164,15.894,30.716,1.073,1.715,0.322,12.17,73.598,139.7,7.495
+2026-05-21 15:22:02,daisy_observed.csv,0.6199940592547035417426575938,0.332,1.728,1.744,0.163,0.157,6.58,8.861,0.028,6.92,9.428,0.309,0.114,0.019,5.75,9.97,8.56,4.534,12.228,10.383,14.073,10.364,8.813,11.916,0.05,2.23,4.57,6.756,7.11,13.305,13.724,8.054,19.393,0.835,0.293,12.271,55.075,102.007,8.143
+2026-05-21 15:22:02,daisy_observed.csv,0.4637154734699061836447542971,0.208,0.808,3.5,0.1,0.826,6.93,15.32,0.167,7.48,13.595,0.15,0.39,0.017,3.56,9.26,8.83,10.753,9.570,11.148,7.992,4.870,4.610,5.130,0.108,1.52,4.62,5.387,7.29,9.468,39.112,61.327,16.898,1.592,0.114,12.285,100.959,190.38,11.538
+2026-05-21 15:22:03,daisy_observed.csv,4.025374833670250355215187122,0.41,2.498,1.823,2.569,0.366,7.35,10.841,0.039,6.72,27.222,0.06,0.138,0.036,5.16,11.19,10.18,2.69,6.538,6.234,6.843,7.842,9.924,5.759,0.062,1.37,4.56,4.847,7.3,7.803,40.712,73.695,7.728,1.789,0.068,12.037,118.641,222.424,14.858
+2026-05-21 15:22:03,daisy_observed.csv,0.3461145678778495768773950921,0.39,2.391,5.913,5.522,0.909,7.44,3.807,0.173,7.4,16.834,0.33,0.298,0.033,4.98,11.32,9.74,8.419,5.732,5.766,5.698,8.130,5.655,10.604,0.242,2.09,4.42,5.093,6.84,16.827,23.978,27.982,19.974,1.193,0.048,12.157,70.262,124.757,15.767
+2026-05-21 15:22:03,daisy_observed.csv,1.491044234991375618535984655,0.321,0.85,3.161,2.294,0.926,7.43,7.944,0.126,6.78,24.974,0.444,0.076,0.007,5.5,9.25,10.49,11.657,11.446,17.68,5.211,7.498,6.410,8.587,0.127,1.56,3.56,2.798,6.95,16.163,17.529,20.374,14.684,1.106,0.077,12.299,98.021,188.98,7.062
+2026-05-21 15:22:04,daisy_observed.csv,0.9449070700490985062847969919,0.331,0.707,5.411,5.382,0.248,6.41,6.642,0.021,6.61,25.098,0.084,0.325,0.011,4.83,8.78,8.95,5.606,7.138,3.827,10.449,6.791,9.843,3.739,0.028,2.37,4.4,1.615,7.02,17.634,12.344,11.245,13.444,1.539,0.107,12.012,50.792,93.08,8.504
+2026-05-21 15:22:04,daisy_observed.csv,12.69010885374196628490072314,0.439,0.304,0.469,4.556,0.546,6.91,7.955,0.046,7.33,21.218,0.127,0.181,0.008,5.94,10.75,9.48,6.553,2.208,2.813,1.603,6.660,7.536,5.783,0.23,1.38,3.99,7.506,7.22,7.093,10.766,7.01,14.523,1.796,0.275,12.227,103.838,195.832,11.845
+2026-05-21 15:22:04,daisy_observed.csv,0.5981374253812676080304487598,0.115,3.857,3.988,2.108,0.933,7.22,8.267,0.128,6.56,6.685,0.148,0.468,0.044,5.8,8.85,11.21,8.081,12.398,15.578,9.218,10.130,8.841,11.42,0.198,1.6,4.15,4.644,7.41,14.653,31.894,51.177,12.612,1.684,0.161,12.013,45.058,85.281,4.836
+2026-05-21 15:22:05,daisy_observed.csv,1.236338334323676254620107783,0.11,1.318,1.07,3.202,0.607,6.3,13.44,0.201,6.97,21.885,0.087,0.098,0.009,4.98,11.1,9.06,7.61,7.116,11.56,2.673,10.718,10.642,10.793,0.246,1.42,4.58,2.466,6.63,13.387,36.436,56.833,16.038,1.707,0.134,12.231,115.789,219.164,12.414
+2026-05-21 15:22:05,daisy_observed.csv,0.1854135262502189777864417894,0.047,0.924,1.061,6.057,0.592,6.49,6.16,0.018,7.63,27.163,0.051,0.255,0.042,3.92,10.19,11.26,10.622,9.880,11.974,7.787,6.068,11.428,0.709,0.205,11.88,4.12,5.676,6.84,22.318,12.082,9.841,14.324,1.636,0.004,12.073,69.445,133.878,5.012
+2026-05-21 15:22:05,daisy_observed.csv,0.8535383190965171648617942024,0.155,2.348,5.504,0.999,0.852,7.61,8.214,0.204,7.21,22.746,0.092,0.295,0.036,3.65,10.46,9.29,9.461,11.616,4.947,18.285,13.029,13.25,12.808,0.048,1.29,4.83,5.607,7.08,6.715,35.271,56.941,13.601,1.394,0.098,12.198,101.634,188.777,14.49
+2026-05-21 15:22:06,daisy_observed.csv,8.113036581201913436295242481,0.308,3.231,0.109,6.525,0.454,6.94,11.059,0.151,6.93,23.393,0.401,0.401,0.022,6.49,10.42,9.44,10.163,11.754,7.176,16.333,1.090,1.664,0.515,0.169,11.53,4.84,3.971,6.96,17.951,10.497,15.31,5.684,1.134,0.242,12.086,100.199,186.973,13.425
+2026-05-21 15:22:06,daisy_observed.csv,0.8042534310413726838762097875,0.296,2.341,4.392,1.65,0.532,7.42,15.566,0.072,6.9,12.26,0.401,0.21,0.024,6.34,8.88,11.2,4.25,8.396,1.502,15.289,9.008,13.927,4.089,0.229,11.86,3.57,7.078,7.33,23.851,12.574,10.42,14.729,1.155,0.155,12.223,120.231,233.303,7.159
+2026-05-21 15:22:06,daisy_observed.csv,0.5837581684567647533345537594,0.013,0.746,3.903,4.757,0.898,7.25,4.194,0.158,7.09,25.593,0.168,0.579,0.033,4.65,9.83,9.47,4.916,9.337,9.811,8.863,7.092,11.385,2.8,0.201,11.86,4.13,1.383,6.94,15.057,39.512,74.654,4.37,1.398,0.205,12.024,52.398,97.365,7.431
+2026-05-21 15:22:07,daisy_observed.csv,4.958542767482001001899467673,0.266,1.892,0.436,0.576,0.065,7.3,8.725,0.103,6.81,9.022,0.125,0.579,0.007,5.79,10.4,8.6,2.917,12.774,10.047,15.5,10.534,9.194,11.873,0.228,11.81,4.6,2.286,7.2,8.248,46.578,77.752,15.404,1.395,0.23,12.065,61.732,110.399,13.066
+2026-05-21 15:22:07,daisy_observed.csv,2.058543909374418210749284955,0.346,1.807,0.675,6.901,0.681,6.76,3.784,0.163,6.55,12.138,0.278,0.087,0.028,3.69,10.33,9.17,9.128,4.574,1.576,7.571,12.170,12.717,11.623,0.226,2.12,3.69,7.803,7.23,20.063,43.637,75.188,12.086,1.439,0.214,12.193,96.896,187.611,6.18
+2026-05-21 15:22:07,daisy_observed.csv,0.1524864938806299286417059613,0.189,2.105,1.42,6.249,0.874,7.05,5.774,0.033,6.69,9.734,0.106,0.517,0.03,4.21,8.7,8.94,6.079,9.377,14.346,4.408,6.035,5.342,6.728,0.164,2.25,4.88,1.453,7.23,17.607,18.102,24.159,12.044,0.85,0.254,12.185,75.690,136.561,14.819
+2026-05-21 15:22:07,daisy_observed.csv,6.941798901337029166386547406,0.244,2.089,2.739,7.451,0.422,6.41,9.952,0.048,6.75,23.264,0.35,0.1,0.032,3.75,9.75,9.28,7.253,7.212,2.152,12.272,10.672,8.835,12.509,0.022,11.51,4.84,6.037,6.97,20.216,46.476,74.495,18.457,1.619,0.04,12.106,94.496,183.058,5.935
+2026-05-21 15:22:08,daisy_observed.csv,0.5052457716375917159523151921,0.102,0.755,2.419,6.881,0.32,6.81,15.608,0.031,7.06,23.219,0.233,0.562,0.021,3.68,10.43,8.52,6.759,9.163,3.0,15.326,11.577,12.171,10.983,0.094,1.54,4.36,4.442,7.59,19.447,33.448,49.881,17.015,1.226,0.326,12.123,51.916,99.467,4.366
+2026-05-21 15:22:08,daisy_observed.csv,0.7669219757625184922844075078,0.412,1.206,4.041,2.472,0.714,7.04,3.373,0.068,7.51,19.483,0.134,0.496,0.027,4.84,8.54,10.86,6.548,15.573,17.039,14.107,4.987,5.624,4.350,0.173,1.12,4.67,1.744,7.46,14.798,37.283,60.625,13.941,0.985,0.308,12.205,46.872,89.09,4.654
+2026-05-21 15:22:08,daisy_observed.csv,11.78091582128498040031041303,0.08,1.702,0.897,1.096,0.588,7.59,13.108,0.127,7.61,19.995,0.375,0.264,0.017,6.07,10.27,11.4,9.474,11.276,7.378,15.173,9.156,12.61,5.701,0.115,1.82,4.74,6.282,6.68,8.526,48.765,79.109,18.421,1.629,0.098,12.192,90.466,172.4,8.531
+2026-05-21 15:22:09,daisy_observed.csv,0.2371260423003917397207824191,0.085,2.457,2.889,0.776,0.101,6.49,13.646,0.078,6.65,19.904,0.112,0.383,0.005,4.16,10.06,10.07,6.351,14.252,19.329,9.175,7.746,8.255,7.237,0.012,1.81,4.73,3.184,7.31,21.241,28.400,48.704,8.095,1.222,0.203,12.074,64.067,113.998,14.136
+2026-05-21 15:22:09,daisy_observed.csv,5.334816478787583347613637497,0.162,1.198,3.612,6.505,0.442,7.02,4.23,0.115,6.99,11.871,0.312,0.045,0.036,5.26,10.19,10.82,7.178,4.202,0.998,7.405,7.078,7.885,6.271,0.24,2.48,4.31,5.577,6.86,9.521,39.612,63.129,16.095,1.419,0.165,12.283,104.092,193.849,14.334
+2026-05-21 15:22:09,daisy_observed.csv,9.979330971450519194839986255,0.087,0.742,0.544,3.785,0.712,6.8,9.709,0.126,7.35,17.647,0.323,0.367,0.021,5.24,10.37,9.22,7.431,10.825,7.649,14.001,11.074,8.439,13.71,0.117,2.26,3.64,3.793,6.78,23.085,10.501,8.394,12.608,1.524,0.249,12.196,79.180,146.968,11.391
+2026-05-21 15:22:10,daisy_observed.csv,3.378869914599176633671102522,0.447,3.751,4.768,7.427,0.931,6.6,9.236,0.038,7.06,14.327,0.125,0.378,0.005,5.69,10.56,8.96,2.15,18.108,18.802,17.414,9.039,4.216,13.862,0.236,11.74,4.58,2.162,6.77,16.111,12.384,13.562,11.207,1.316,0.286,12.284,56.680,106.768,6.593
+2026-05-21 15:22:10,daisy_observed.csv,3.521737478706062280441421790,0.27,1.332,3.879,5.569,0.889,6.56,11.033,0.093,7.18,26.962,0.146,0.063,0.021,4.12,8.58,9.28,9.338,6.586,6.828,6.345,8.330,6.592,10.067,0.242,1.8,4.35,6.772,6.85,18.111,30.852,48.647,13.058,1.66,0.337,12.092,120.934,237.242,4.627
+2026-05-21 15:22:10,daisy_observed.csv,1.220609144641006110168966618,0.281,2.136,5.913,3.0,0.68,7.45,7.649,0.161,7.56,14.1,0.155,0.361,0.045,4.38,10.21,10.63,7.259,10.513,2.216,18.81,3.664,3.403,3.926,0.182,1.34,4.7,6.303,6.69,9.196,5.578,6.439,4.716,1.674,0.042,12.006,118.424,229.711,7.138
+2026-05-21 15:22:11,daisy_observed.csv,5.834890455215497350963954548,0.285,2.284,3.758,5.163,0.398,7.27,6.939,0.023,7.51,22.213,0.429,0.04,0.022,4.28,10.79,11.29,8.913,9.633,6.264,13.002,10.210,10.102,10.317,0.15,2.18,4.18,1.344,6.79,15.112,35.626,55.317,15.934,1.731,0.245,12.029,115.350,226.253,4.448
+2026-05-21 15:22:11,daisy_observed.csv,6.838756213843167056732859497,0.229,1.68,5.207,2.247,0.061,6.67,8.716,0.033,7.4,25.088,0.123,0.478,0.01,6.35,9.33,10.54,11.095,1.234,1.046,1.421,7.986,3.949,12.023,0.054,11.71,4.38,7.621,7.22,12.748,22.238,33.653,10.824,1.651,0.045,12.252,95.931,184.162,7.7
+2026-05-21 15:22:11,daisy_observed.csv,0.7199980303565927494740328447,0.382,3.841,4.183,7.243,0.639,6.86,14.698,0.062,6.85,22.614,0.334,0.266,0.049,6.15,9.45,10.89,10.73,14.012,16.391,11.633,1.972,1.661,2.283,0.016,2.45,3.6,6.813,7.46,7.016,20.603,27.122,14.084,1.759,0.112,12.185,51.268,97.871,4.664
+2026-05-21 15:22:11,daisy_observed.csv,0.1102611328436076636222168442,0.159,0.508,3.183,6.289,0.762,6.44,8.97,0.028,7.41,26.615,0.232,0.584,0.021,5.36,11.4,10.78,10.877,9.064,3.332,14.797,4.284,1.71,6.858,0.048,2.16,4.91,7.711,7.44,12.146,29.680,42.397,16.964,1.119,0.167,12.227,99.828,190.73,8.927
+2026-05-21 15:22:12,daisy_observed.csv,0.8203811523483425882131449908,0.163,2.006,4.651,0.029,0.403,7.64,6.334,0.082,6.6,22.591,0.424,0.326,0.046,5.24,10.25,8.94,8.717,7.834,8.213,7.456,6.361,4.482,8.24,0.248,2.3,4.51,6.081,7.4,22.022,37.319,59.874,14.764,0.825,0.337,12.293,119.646,230.631,8.662
+2026-05-21 15:22:12,daisy_observed.csv,0.3908680138559099532620280502,0.118,3.987,5.482,4.647,0.781,7.04,7.017,0.057,7.22,18.273,0.095,0.42,0.001,4.23,10.78,11.34,4.346,9.549,2.57,16.528,6.073,11.016,1.13,0.164,2.26,4.9,6.865,6.67,6.654,30.759,58.448,3.07,0.96,0.262,12.165,109.996,208.892,11.1
+2026-05-21 15:22:12,daisy_observed.csv,5.685638115818230312138582120,0.207,3.344,1.005,0.583,0.855,7.7,6.217,0.135,7.48,12.896,0.17,0.566,0.03,5.81,10.22,8.97,4.184,8.410,10.353,6.466,8.841,7.978,9.704,0.032,2.05,4.14,1.194,6.99,6.997,15.282,18.897,11.666,1.735,0.062,12.057,105.360,205.077,5.644
+2026-05-21 15:22:13,daisy_observed.csv,0.3391317240644028171982778216,0.148,3.23,3.151,0.284,0.591,7.17,5.464,0.109,7.14,16.875,0.108,0.191,0.039,5.86,10.93,8.42,2.401,13.028,10.603,15.454,8.460,9.552,7.368,0.219,1.21,4.94,0.97,7.32,14.354,16.538,20.131,12.946,1.053,0.012,12.014,89.571,172.262,6.88
+2026-05-21 15:22:13,daisy_observed.csv,0.2199522379004751113477840617,0.142,0.692,2.492,5.602,0.345,6.65,9.111,0.017,7.36,12.325,0.141,0.651,0.043,4.15,8.63,9.95,6.922,8.430,7.74,9.119,2.493,1.9,3.086,0.094,1.9,4.14,1.917,7.1,10.4,15.466,26.241,4.69,1.283,0.348,12.152,91.936,178.658,5.213
+2026-05-21 15:22:13,daisy_observed.csv,0.4317174797836163926370149604,0.41,0.388,5.295,4.099,0.872,6.63,13.493,0.121,7.43,25.008,0.353,0.358,0.031,3.98,11.17,9.36,3.225,16.584,16.316,16.851,4.682,1.775,7.59,0.124,2.07,4.49,6.094,7.06,19.255,14.928,18.828,11.029,1.206,0.219,12.154,58.717,109.154,8.28
+2026-05-21 15:22:14,daisy_observed.csv,0.3222826207052620394009297366,0.236,2.452,3.798,7.189,0.902,7.29,9.154,0.047,7.58,22.425,0.15,0.283,0.034,3.65,9.18,8.48,2.373,13.258,13.648,12.868,8.275,4.983,11.567,0.018,11.84,3.86,1.381,7.06,20.294,26.569,36.292,16.846,0.93,0.195,12.231,53.449,95.544,11.354
+2026-05-21 15:22:14,daisy_observed.csv,5.367399177775646784345343055,0.088,3.006,0.256,2.533,0.648,7.64,13.06,0.174,7.47,10.866,0.052,0.285,0.006,5.56,10.14,8.85,5.882,7.370,7.161,7.579,7.793,7.458,8.128,0.068,1.36,4.01,4.205,6.97,19.156,38.123,68.034,8.212,0.926,0.144,12.027,55.122,102.541,7.702
+2026-05-21 15:22:14,daisy_observed.csv,6.954836583814208139718936572,0.412,3.597,0.188,2.642,0.59,6.55,4.649,0.196,7.37,25.351,0.283,0.641,0.032,5.95,10.64,9.36,2.39,12.156,7.85,16.463,5.221,4.218,6.224,0.077,2.17,4.49,5.278,6.68,15.235,34.417,63.121,5.713,1.241,0.299,12.024,115.083,220.941,9.225
+2026-05-21 15:22:15,daisy_observed.csv,1.270596340325728974432660482,0.211,0.999,1.376,2.856,0.084,7.68,6.282,0.007,7.6,27.281,0.315,0.261,0.037,4.59,9.62,9.23,6.977,9.596,6.571,12.621,7.100,5.151,9.049,0.167,2.26,3.55,2.233,6.75,8.886,35.064,53.369,16.758,1.185,0.078,12.0,53.796,92.419,15.173
+2026-05-21 15:22:15,daisy_observed.csv,0.6068007401871060516391952855,0.098,0.796,5.018,7.804,0.098,6.91,14.044,0.1,6.66,25.751,0.188,0.198,0.013,3.63,10.62,8.59,10.533,4.110,1.104,7.115,5.834,7.747,3.92,0.05,11.55,4.42,4.933,7.28,13.641,34.044,62.35,5.739,0.919,0.332,12.048,111.478,209.686,13.271
+2026-05-21 15:22:15,daisy_observed.csv,1.294204080083257728746535960,0.216,2.053,1.33,6.594,0.329,6.37,15.755,0.079,7.32,6.315,0.274,0.118,0.007,4.4,9.6,10.59,8.179,12.767,8.848,16.686,12.962,14.000,11.924,0.192,2.13,3.75,0.922,6.73,23.905,36.996,64.606,9.385,1.248,0.225,12.044,63.006,121.833,4.179
+2026-05-21 15:22:15,daisy_observed.csv,1.803038073476246740338424354,0.344,0.798,2.634,0.245,0.407,7.23,9.399,0.112,6.53,14.606,0.087,0.13,0.048,4.21,9.56,9.79,4.631,5.878,8.213,3.543,6.602,11.857,1.346,0.205,2.26,4.68,7.714,7.49,9.982,37.150,60.427,13.873,1.055,0.109,12.251,76.038,137.067,15.009
+2026-05-21 15:22:16,daisy_observed.csv,0.7529538850432754722975031705,0.078,2.23,5.075,3.555,0.682,7.58,4.693,0.087,6.6,25.357,0.193,0.748,0.034,6.26,10.56,9.8,5.369,9.661,15.766,3.556,3.990,7.584,0.396,0.174,2.5,3.78,6.833,6.81,23.909,37.832,74.725,0.938,1.174,0.123,12.013,46.840,82.264,11.415
+2026-05-21 15:22:16,daisy_observed.csv,0.1641918152365394739732326621,0.26,1.403,3.605,0.687,0.95,7.51,6.429,0.154,6.73,21.099,0.398,0.682,0.014,5.56,9.79,8.98,7.694,8.294,3.894,12.695,4.458,2.568,6.347,0.166,1.13,4.38,4.688,7.16,12.583,31.426,53.423,9.429,1.137,0.026,12.019,85.870,165.035,6.706
+2026-05-21 15:22:16,daisy_observed.csv,8.847261941876772633255356624,0.357,3.379,0.172,7.363,0.481,7.45,11.075,0.207,6.53,11.468,0.365,0.391,0.038,3.84,9.01,9.19,7.691,10.320,16.416,4.223,10.644,10.612,10.676,0.031,11.85,4.19,6.801,7.19,21.131,12.862,19.395,6.33,1.319,0.211,12.188,61.498,107.272,15.724
+2026-05-21 15:22:17,daisy_observed.csv,1.352384608224408753557876274,0.254,0.255,2.669,5.394,0.241,7.69,14.772,0.217,7.64,24.977,0.113,0.488,0.04,6.08,8.6,10.68,5.316,12.338,15.946,8.729,10.072,6.549,13.596,0.21,1.36,4.86,2.616,7.18,18.007,25.902,40.242,11.562,1.569,0.222,12.153,45.734,82.095,9.373
+2026-05-21 15:22:17,daisy_observed.csv,1.981909485571938438293213678,0.354,2.8,2.938,1.232,0.727,6.65,9.101,0.216,7.62,20.796,0.165,0.293,0.003,6.32,10.87,10.84,10.87,6.811,5.724,7.898,8.192,7.22,9.163,0.24,11.89,3.64,2.59,7.41,23.44,20.946,34.995,6.896,1.789,0.179,12.285,107.592,211.028,4.156
+2026-05-21 15:22:17,daisy_observed.csv,5.358593773879449358122696488,0.229,0.833,0.863,3.042,0.237,6.57,7.35,0.0,6.53,25.639,0.238,0.652,0.007,6.44,9.52,8.85,5.748,15.815,19.022,12.608,6.830,4.65,9.011,0.035,1.11,4.06,6.204,7.06,18.927,16.332,31.364,1.3,1.158,0.045,12.028,75.530,145.461,5.599
+2026-05-21 15:22:18,daisy_observed.csv,4.621623630202537696936947664,0.07,0.493,0.368,4.6,0.041,6.31,12.569,0.124,6.89,11.23,0.132,0.662,0.049,3.59,10.79,9.73,4.178,8.633,6.303,10.963,4.213,4.189,4.237,0.246,2.35,4.08,3.758,7.03,6.937,24.256,29.946,18.566,1.156,0.217,12.031,118.276,232.529,4.023
+2026-05-21 15:22:18,daisy_observed.csv,2.819192549219211972571675439,0.239,0.596,1.419,1.514,0.01,6.66,15.783,0.079,6.73,12.712,0.191,0.166,0.013,4.66,11.49,10.8,5.008,14.278,8.668,19.887,1.137,0.954,1.320,0.245,1.71,3.92,7.912,7.28,12.905,37.914,75.263,0.566,1.319,0.182,12.213,58.562,107.955,9.168
+2026-05-21 15:22:18,daisy_observed.csv,0.6878157574869301563094935115,0.024,3.414,2.776,6.619,0.185,7.56,12.637,0.119,7.04,19.081,0.101,0.156,0.025,3.96,10.15,9.36,5.699,3.472,5.023,1.922,10.996,9.573,12.418,0.175,1.57,4.97,7.695,7.33,12.346,36.914,59.654,14.174,1.014,0.084,12.247,114.679,215.521,13.837
+2026-05-21 15:22:19,daisy_observed.csv,0.1513473140432126366402779085,0.089,3.55,4.356,2.305,0.171,7.32,11.793,0.004,6.68,10.096,0.199,0.493,0.05,4.83,8.98,8.81,5.484,3.013,2.555,3.471,7.511,13.516,1.506,0.037,11.89,4.02,5.919,6.95,16.444,19.015,33.086,4.944,0.81,0.242,12.278,88.245,170.552,5.938
+2026-05-21 15:22:19,daisy_observed.csv,1.998282901259431295252595655,0.317,3.898,2.502,6.276,0.612,6.85,6.94,0.104,7.32,11.046,0.071,0.163,0.042,4.51,11.29,8.55,2.63,8.365,8.373,8.357,6.204,2.338,10.07,0.233,2.39,4.07,5.773,6.68,17.583,11.004,3.199,18.81,1.05,0.303,12.064,73.146,137.888,8.404
+2026-05-21 15:22:19,daisy_observed.csv,0.6992668617958643413862115322,0.242,2.491,4.269,4.131,0.107,6.98,10.597,0.089,7.09,12.516,0.226,0.602,0.044,3.6,10.41,9.88,11.492,8.830,4.404,13.257,6.343,11.466,1.22,0.023,1.65,4.16,1.244,6.95,12.423,16.550,15.078,18.022,1.552,0.267,12.109,111.026,210.559,11.493
+2026-05-21 15:22:19,daisy_observed.csv,0.3395471680715481930905328977,0.443,2.164,3.414,2.045,0.208,7.13,14.761,0.155,7.6,11.345,0.421,0.582,0.028,3.87,10.96,10.43,8.372,15.814,14.618,17.011,12.630,11.525,13.736,0.139,11.6,4.88,5.845,6.73,16.66,45.756,79.878,11.635,1.729,0.081,12.171,92.870,181.135,4.606
+2026-05-21 15:22:20,daisy_observed.csv,0.3796019252378186079150312502,0.131,2.915,5.199,1.295,0.131,6.85,8.537,0.005,7.57,15.98,0.333,0.601,0.001,4.95,8.54,11.39,5.749,11.778,6.692,16.865,3.828,1.477,6.18,0.028,1.46,4.57,4.61,7.38,18.172,23.163,38.251,8.075,1.187,0.075,12.053,79.178,153.723,4.634
+2026-05-21 15:22:20,daisy_observed.csv,7.224509155235106477345376298,0.275,0.984,0.267,2.836,0.891,7.39,3.728,0.088,7.64,20.012,0.236,0.583,0.046,5.06,11.2,8.56,10.248,14.326,14.982,13.669,7.472,2.451,12.494,0.107,11.68,4.17,6.474,6.98,23.445,47.133,79.319,14.947,1.322,0.299,12.265,55.774,101.994,9.554
+2026-05-21 15:22:20,daisy_observed.csv,3.289176195089503680359592416,0.09,3.232,3.637,3.342,0.76,6.56,11.154,0.123,6.79,16.136,0.389,0.266,0.04,4.64,10.53,10.62,3.627,10.658,15.029,6.288,7.671,3.891,11.451,0.021,1.42,3.76,1.818,7.44,20.613,39.526,74.381,4.671,1.276,0.035,12.087,107.663,210.477,4.849
+2026-05-21 15:22:21,daisy_observed.csv,0.5416277898232869190168893622,0.355,2.328,1.41,4.598,0.919,6.87,8.001,0.134,7.53,13.168,0.167,0.628,0.013,4.68,10.88,10.31,4.251,4.422,2.014,6.831,3.278,0.658,5.899,0.188,1.79,4.67,7.096,7.51,16.985,14.090,20.264,7.917,1.375,0.169,12.244,116.100,220.921,11.28
+2026-05-21 15:22:21,daisy_observed.csv,0.2556488114000009055370744573,0.192,1.365,2.25,5.483,0.673,6.66,7.201,0.005,6.83,8.609,0.301,0.562,0.029,5.72,10.67,9.15,4.028,17.606,15.318,19.895,5.336,6.387,4.286,0.019,1.85,4.81,4.729,6.98,23.414,40.522,70.734,10.311,0.87,0.056,12.145,43.512,80.343,6.681
+2026-05-21 15:22:21,daisy_observed.csv,7.525826059188227333897662129,0.176,2.466,4.714,6.988,0.059,7.69,7.39,0.119,7.53,18.529,0.417,0.054,0.031,5.09,10.83,8.45,10.27,10.011,12.452,7.57,6.129,7.67,4.588,0.052,11.59,4.16,1.828,6.98,12.799,28.212,41.969,14.456,1.309,0.023,12.082,91.813,178.391,5.235
+2026-05-21 15:22:22,daisy_observed.csv,2.722154960835495055419218223,0.146,1.63,2.524,5.484,0.7,7.59,12.76,0.056,7.61,27.123,0.213,0.374,0.002,3.54,8.73,10.8,5.572,5.014,1.023,9.004,12.180,13.601,10.76,0.054,11.67,3.88,2.645,7.59,18.933,42.454,66.878,18.029,1.793,0.129,12.063,113.406,215.963,10.849
+2026-05-21 15:22:22,daisy_observed.csv,7.621194781237261083723688064,0.077,1.853,2.498,5.434,0.127,7.75,11.604,0.095,6.65,21.788,0.276,0.011,0.049,4.52,10.52,10.34,4.545,10.660,18.517,2.803,6.720,5.648,7.793,0.092,2.23,4.28,6.598,7.35,20.534,26.360,42.275,10.446,1.646,0.25,12.164,102.795,197.33,8.26
+2026-05-21 15:22:22,daisy_observed.csv,29.80786919775808392391522166,0.032,1.514,0.094,6.24,0.172,7.4,9.865,0.144,6.72,17.878,0.355,0.044,0.048,4.99,10.73,9.43,4.294,16.553,16.468,16.638,11.799,10.422,13.176,0.122,1.37,3.66,1.756,6.92,12.521,11.252,7.304,15.199,1.642,0.073,12.295,65.230,124.964,5.497
+2026-05-21 15:22:23,daisy_observed.csv,0.2583121355252961483055817584,0.043,2.111,4.944,1.318,0.189,6.89,5.978,0.034,7.26,12.144,0.108,0.148,0.027,4.09,9.58,10.42,11.134,10.213,14.604,5.822,5.377,3.459,7.295,0.101,11.62,3.79,7.113,7.01,8.573,31.438,56.222,6.655,0.894,0.012,12.243,51.687,96.364,7.01
+2026-05-21 15:22:23,daisy_observed.csv,4.457527737040085427025417413,0.035,0.312,3.931,4.272,0.61,6.45,9.412,0.21,7.12,13.98,0.33,0.238,0.034,4.49,8.69,8.97,10.452,11.527,13.581,9.473,8.312,4.887,11.738,0.078,2.19,4.97,6.17,6.9,16.161,33.955,54.566,13.344,1.232,0.017,12.166,83.903,161.631,6.175
+2026-05-21 15:22:23,daisy_observed.csv,3.326519886124058616821474093,0.403,2.323,5.376,4.423,0.746,7.04,4.113,0.141,6.85,24.571,0.144,0.117,0.04,4.94,11.14,11.12,3.579,5.670,4.99,6.349,5.260,0.993,9.527,0.219,1.35,4.51,6.086,7.57,9.432,17.212,19.55,14.873,1.297,0.343,12.204,68.064,123.29,12.838
+2026-05-21 15:22:23,daisy_observed.csv,1.189119568836933484162793915,0.328,2.093,0.431,6.761,0.532,6.54,13.176,0.181,6.6,16.924,0.306,0.354,0.003,3.59,10.22,10.66,4.621,7.316,11.192,3.441,7.489,11.051,3.927,0.152,2.39,3.59,2.65,7.09,14.995,27.534,37.236,17.831,1.598,0.267,12.044,47.156,83.451,10.86
+2026-05-21 15:22:24,daisy_observed.csv,1.586564631590537872608942485,0.221,0.891,1.57,3.519,0.353,6.82,8.305,0.208,7.28,9.623,0.322,0.111,0.001,5.62,10.35,8.42,3.475,8.571,13.336,3.806,3.392,1.153,5.632,0.169,1.32,4.61,2.168,7.53,17.383,40.692,71.19,10.195,1.386,0.278,12.219,69.052,127.875,10.228
+2026-05-21 15:22:24,daisy_observed.csv,2.161415119921548080797248868,0.405,0.819,3.367,3.6,0.609,7.08,9.914,0.019,7.19,21.863,0.084,0.531,0.003,5.6,11.24,10.13,2.985,14.562,14.711,14.413,9.081,9.314,8.848,0.214,11.73,3.87,2.205,6.7,20.896,3.656,4.468,2.844,1.451,0.054,12.104,74.120,134.055,14.185
+2026-05-21 15:22:24,daisy_observed.csv,2.489026237034503936888930782,0.072,1.666,3.499,4.427,0.55,6.41,15.694,0.146,6.57,15.558,0.301,0.417,0.018,5.89,8.66,10.95,7.346,3.774,2.18,5.368,3.639,1.487,5.791,0.231,1.67,4.0,7.207,6.65,11.861,21.781,26.066,17.496,1.68,0.107,12.293,87.111,158.973,15.249
+2026-05-21 15:22:25,daisy_observed.csv,0.3294026530962149672516109539,0.105,3.757,2.474,7.709,0.213,7.24,14.754,0.194,7.25,9.681,0.166,0.437,0.008,4.62,8.6,8.55,5.561,15.136,14.581,15.691,5.172,6.296,4.048,0.234,11.94,3.9,1.561,7.54,10.613,9.956,4.735,15.176,1.277,0.084,12.096,81.250,150.458,12.041
+2026-05-21 15:22:25,daisy_observed.csv,0.1711550211343305370827002492,0.177,1.366,3.103,2.445,0.638,6.98,6.414,0.077,6.74,25.366,0.196,0.491,0.034,4.67,10.27,11.39,6.086,14.344,17.703,10.985,6.314,5.121,7.507,0.1,2.13,4.93,2.831,7.53,22.589,8.090,4.804,11.376,1.295,0.266,12.158,85.498,155.159,15.837
+2026-05-21 15:22:25,daisy_observed.csv,4.524142105023141612930834916,0.265,1.667,2.605,1.123,0.793,6.34,14.801,0.041,6.92,27.991,0.223,0.557,0.015,6.41,10.72,8.7,3.262,13.892,14.675,13.11,5.706,1.786,9.627,0.16,2.12,3.75,1.236,6.93,8.506,35.934,53.674,18.194,1.001,0.008,12.222,106.128,198.497,13.759
+2026-05-21 15:22:26,daisy_observed.csv,16.46595784225780123142229656,0.166,3.08,0.137,3.408,0.921,7.45,11.603,0.015,6.98,7.4,0.134,0.526,0.026,5.55,9.25,10.72,6.728,7.066,8.559,5.572,6.074,7.762,4.387,0.098,2.09,3.53,4.531,7.6,6.121,18.780,29.916,7.644,1.633,0.188,12.029,48.726,87.9,9.553
+2026-05-21 15:22:26,daisy_observed.csv,2.291451322930659383358764419,0.125,1.193,4.674,7.055,0.129,7.03,6.342,0.058,7.24,6.912,0.396,0.387,0.033,3.83,9.21,10.19,10.079,8.810,12.06,5.561,3.574,5.37,1.778,0.186,1.95,4.63,1.16,6.61,13.945,24.048,34.55,13.547,1.249,0.267,12.17,93.718,175.613,11.824
+2026-05-21 15:22:26,daisy_observed.csv,0.3240763172465579374051690357,0.387,3.328,0.904,7.99,0.218,6.42,5.303,0.104,7.51,19.071,0.397,0.614,0.008,6.36,10.8,11.37,8.88,10.248,1.467,19.03,6.396,6.799,5.993,0.191,2.31,4.65,6.946,7.09,20.535,18.448,22.059,14.836,1.171,0.289,12.125,117.041,229.757,4.325
+2026-05-21 15:22:27,daisy_observed.csv,0.6941134490917793440847531657,0.36,1.589,3.092,2.981,0.462,6.46,4.876,0.058,6.64,15.968,0.115,0.628,0.014,6.48,9.77,10.25,2.616,8.113,5.971,10.255,9.416,13.899,4.934,0.102,2.44,3.78,2.161,7.15,14.464,33.000,47.187,18.812,1.33,0.309,12.18,55.474,103.673,7.274
+2026-05-21 15:22:27,daisy_observed.csv,1.030575497266427481125726207,0.155,3.671,3.247,3.532,0.087,6.33,15.345,0.217,6.53,9.301,0.172,0.234,0.048,4.4,10.04,11.18,7.225,12.447,7.517,17.377,8.210,12.763,3.658,0.154,11.79,4.47,4.903,6.7,13.793,34.509,63.009,6.009,1.304,0.224,12.007,63.584,116.315,10.854
+2026-05-21 15:22:27,daisy_observed.csv,0.1122254196787121434888858811,0.308,1.082,1.968,6.763,0.688,6.82,14.018,0.072,6.92,9.265,0.386,0.551,0.02,4.66,9.97,10.48,4.393,16.677,14.959,18.395,11.060,12.081,10.039,0.123,1.77,4.33,7.188,7.07,18.06,40.484,63.243,17.726,1.413,0.064,12.19,108.790,211.198,6.383
+2026-05-21 15:22:27,daisy_observed.csv,8.942035227559891630320169284,0.068,2.462,0.102,6.857,0.922,7.28,7.146,0.159,7.17,15.722,0.376,0.171,0.01,3.8,8.79,11.38,2.103,11.476,19.692,3.261,8.975,10.96,6.99,0.216,1.0,4.07,2.559,7.51,19.5,14.514,20.039,8.99,0.86,0.052,12.186,51.528,89.314,13.741
+2026-05-21 15:22:28,daisy_observed.csv,4.063029085788826323293485799,0.116,3.758,4.23,2.447,0.12,6.26,9.914,0.102,7.52,20.312,0.16,0.042,0.022,5.59,9.47,10.89,10.858,10.126,1.961,18.29,2.590,1.635,3.545,0.076,1.18,3.72,0.855,6.63,6.238,11.472,7.742,15.202,1.751,0.193,12.111,77.249,142.765,11.733
+2026-05-21 15:22:28,daisy_observed.csv,5.131813022756226531577844091,0.037,2.125,2.1,5.578,0.196,7.61,8.906,0.106,6.72,13.108,0.337,0.549,0.009,5.7,10.49,8.64,3.019,4.380,3.098,5.663,9.560,5.367,13.752,0.099,1.61,3.79,4.66,7.44,19.776,11.950,18.877,5.024,1.207,0.016,12.027,48.384,86.858,9.911
+2026-05-21 15:22:28,daisy_observed.csv,0.2382831614387270766562671951,0.359,1.555,3.705,7.935,0.377,6.27,3.986,0.049,7.63,19.597,0.319,0.389,0.024,5.11,9.7,8.27,7.603,10.376,12.411,8.34,11.414,11.854,10.973,0.145,11.7,3.95,1.97,7.29,21.161,47.215,76.072,18.358,1.262,0.021,12.139,70.972,131.423,10.522
+2026-05-21 15:22:29,daisy_observed.csv,0.3056440375221559302033594173,0.39,2.871,4.596,3.96,0.615,6.27,11.746,0.03,7.23,25.809,0.117,0.657,0.047,5.18,10.98,9.85,9.494,9.339,3.914,14.764,5.623,5.987,5.259,0.071,11.66,4.96,5.097,6.99,23.168,23.674,44.509,2.838,1.045,0.175,12.161,112.100,210.331,13.87
+2026-05-21 15:22:29,daisy_observed.csv,0.3471097343685658609051611839,0.22,0.972,4.133,6.053,0.111,6.35,14.307,0.016,7.21,17.323,0.287,0.462,0.004,3.89,9.33,9.25,9.775,11.451,3.488,19.414,11.886,11.363,12.408,0.189,1.98,3.64,4.764,6.89,23.494,42.866,78.232,7.499,1.234,0.087,12.052,94.682,178.974,10.389
+2026-05-21 15:22:29,daisy_observed.csv,0.2500020973633529758140500335,0.176,0.675,2.048,4.285,0.031,6.3,11.841,0.171,7.41,16.273,0.303,0.465,0.032,5.98,9.44,10.62,4.323,13.876,12.593,15.159,11.412,11.869,10.954,0.22,11.76,3.92,1.151,7.43,19.724,8.765,13.54,3.99,1.046,0.146,12.022,82.484,159.984,4.984
+2026-05-21 15:22:30,daisy_observed.csv,5.876416846125009731630049029,0.032,1.191,1.734,5.229,0.148,7.07,11.582,0.041,7.34,18.534,0.419,0.123,0.009,4.53,8.92,11.04,2.36,2.599,3.076,2.122,8.554,8.585,8.522,0.05,12.0,3.63,3.336,7.0,19.547,40.138,77.249,3.028,1.093,0.075,12.24,44.470,82.619,6.321
+2026-05-21 15:22:30,daisy_observed.csv,0.4732052598068414516707472787,0.308,0.528,5.712,6.252,0.477,7.22,9.553,0.02,7.21,12.473,0.198,0.633,0.046,5.71,8.56,8.37,9.05,12.214,11.027,13.4,7.818,12.191,3.446,0.1,1.62,4.33,3.404,7.58,12.265,13.098,10.447,15.749,1.345,0.27,12.12,80.002,147.672,12.333
+2026-05-21 15:22:30,daisy_observed.csv,0.6625305415515640502653422936,0.017,0.742,1.588,0.554,0.445,7.75,15.079,0.011,7.55,25.349,0.197,0.447,0.041,5.21,10.38,10.69,4.771,3.580,0.5,6.661,11.028,12.066,9.990,0.235,11.86,3.74,7.169,7.28,9.472,20.232,35.738,4.726,1.061,0.083,12.067,100.224,185.448,15.001
+2026-05-21 15:22:31,daisy_observed.csv,0.3475391682196499429613128309,0.105,3.379,5.762,7.348,0.482,7.01,12.862,0.04,7.15,26.425,0.113,0.746,0.017,3.97,9.56,8.48,4.847,11.021,7.719,14.323,5.670,5.73,5.61,0.229,1.72,4.17,2.718,7.51,21.558,11.312,10.127,12.498,1.288,0.203,12.027,78.839,153.077,4.601
+2026-05-21 15:22:31,daisy_observed.csv,0.3051100215800187345751636962,0.136,1.604,2.934,2.008,0.323,6.34,10.992,0.204,7.39,13.36,0.201,0.505,0.046,4.58,10.29,10.4,4.748,3.622,3.485,3.758,7.086,12.885,1.286,0.183,1.27,4.33,2.74,7.23,18.266,36.770,60.656,12.884,1.349,0.224,12.226,70.306,135.801,4.811
+2026-05-21 15:22:31,daisy_observed.csv,1.694748722453548092928726494,0.12,1.705,5.425,4.997,0.458,6.94,13.773,0.113,7.23,25.672,0.406,0.704,0.009,3.93,8.97,9.47,5.283,15.437,14.877,15.997,6.014,10.604,1.424,0.227,1.68,3.77,3.116,6.94,16.034,24.082,28.845,19.32,1.625,0.027,12.246,79.492,148.927,10.056
+2026-05-21 15:22:32,daisy_observed.csv,0.3879361353175498223926795114,0.324,2.234,4.626,0.31,0.522,6.65,15.001,0.188,7.14,15.001,0.05,0.613,0.028,6.4,9.15,11.05,8.803,7.080,5.192,8.969,3.166,3.603,2.729,0.171,1.2,4.42,2.848,7.54,11.446,7.120,9.439,4.8,0.887,0.049,12.282,104.765,197.749,11.781
+2026-05-21 15:22:32,daisy_observed.csv,5.108082822418321187895208379,0.338,3.945,3.536,0.15,0.193,6.89,7.007,0.135,6.6,11.008,0.187,0.018,0.046,5.56,11.09,10.77,6.93,3.058,2.771,3.345,8.711,10.839,6.583,0.039,1.83,4.35,2.686,6.84,22.624,11.226,6.182,16.271,1.626,0.141,12.015,58.934,109.851,8.017
+2026-05-21 15:22:32,daisy_observed.csv,0.3188119612044778156615825160,0.075,0.902,2.611,0.171,0.458,6.33,7.23,0.149,7.06,14.664,0.106,0.201,0.008,4.78,9.53,8.84,2.826,13.562,10.944,16.18,6.350,8.058,4.643,0.053,11.9,4.69,6.943,7.21,11.153,27.732,44.688,10.776,1.502,0.035,12.137,72.830,138.325,7.334
+2026-05-21 15:22:32,daisy_observed.csv,0.4916135685784013124651292099,0.078,3.727,2.49,7.359,0.432,6.58,12.623,0.037,6.99,25.74,0.14,0.738,0.005,3.86,11.49,9.52,8.165,8.350,2.602,14.099,8.712,4.875,12.548,0.249,2.02,3.92,6.567,6.72,20.609,43.784,79.265,8.304,1.19,0.096,12.061,85.634,159.165,12.103
+2026-05-21 15:22:33,daisy_observed.csv,0.3820189429152665529690285854,0.206,1.405,1.158,0.616,0.61,7.66,12.433,0.138,7.2,11.198,0.197,0.351,0.005,6.44,8.87,10.23,6.659,17.766,15.694,19.837,7.028,11.354,2.701,0.088,1.46,4.02,2.577,7.11,14.464,20.884,30.86,10.909,0.939,0.299,12.227,101.966,190.078,13.853
+2026-05-21 15:22:33,daisy_observed.csv,0.4541154199578208301192741852,0.17,1.364,5.211,5.089,0.384,7.4,11.415,0.196,7.13,8.703,0.108,0.712,0.019,3.78,8.62,8.92,11.988,13.120,13.567,12.673,9.343,5.918,12.768,0.232,1.14,3.95,6.793,6.87,19.097,6.022,2.667,9.376,1.724,0.29,12.157,120.399,232.513,8.285
+2026-05-21 15:22:33,daisy_observed.csv,0.3179621817569942987522110959,0.23,2.798,3.86,0.216,0.715,6.68,7.62,0.157,7.52,6.249,0.176,0.378,0.037,4.7,10.94,9.81,4.485,11.558,16.906,6.21,5.838,6.413,5.264,0.039,2.46,3.89,3.925,7.27,9.495,24.600,48.755,0.446,1.111,0.196,12.217,106.838,207.051,6.626
+2026-05-21 15:22:34,daisy_observed.csv,0.1432673178890729280356538081,0.024,1.239,2.259,3.976,0.499,6.34,14.747,0.103,7.52,27.69,0.115,0.554,0.042,4.85,9.35,11.39,8.721,11.703,16.286,7.12,6.002,3.873,8.132,0.166,11.83,4.89,3.63,6.78,12.351,26.282,48.301,4.263,0.939,0.18,12.195,122.598,234.579,10.618
+2026-05-21 15:22:34,daisy_observed.csv,0.7239512209372484174506064382,0.152,3.326,3.839,4.024,0.118,7.67,9.791,0.204,6.95,21.944,0.405,0.693,0.025,3.89,11.39,9.58,8.769,7.833,14.274,1.392,6.413,7.057,5.769,0.104,2.45,3.54,3.094,7.43,15.396,24.760,42.865,6.654,1.253,0.135,12.021,111.653,216.729,6.577
+2026-05-21 15:22:34,daisy_observed.csv,0.1663703885965927642691661822,0.192,1.055,2.12,6.398,0.839,6.32,3.434,0.118,7.28,25.286,0.379,0.615,0.01,3.65,10.36,10.61,10.979,12.088,14.681,9.494,7.312,7.981,6.644,0.122,1.46,4.2,6.136,6.69,14.85,4.728,4.902,4.553,0.962,0.194,12.295,83.751,155.972,11.53
+2026-05-21 15:22:35,daisy_observed.csv,5.231793737079253541929660547,0.165,0.893,2.447,0.609,0.55,7.45,3.452,0.002,7.28,7.96,0.367,0.718,0.016,6.06,9.58,11.28,5.201,1.788,1.978,1.597,8.504,6.329,10.678,0.016,2.34,4.38,4.895,6.84,20.603,12.812,24.927,0.697,0.933,0.251,12.12,109.803,206.413,13.193
+2026-05-21 15:22:35,daisy_observed.csv,0.3301324763054086055888362917,0.105,1.524,3.453,2.897,0.066,6.58,3.568,0.187,7.61,6.973,0.195,0.309,0.036,6.47,10.32,11.35,2.638,10.586,10.343,10.83,2.626,3.664,1.588,0.125,2.42,3.58,1.204,6.87,22.29,37.433,66.883,7.983,0.891,0.292,12.087,104.736,201.027,8.445
+2026-05-21 15:22:35,daisy_observed.csv,0.2576734417502086174477439950,0.366,2.167,3.876,7.361,0.209,6.91,3.631,0.061,7.0,21.32,0.432,0.58,0.018,4.48,8.58,10.26,10.232,9.270,12.876,5.663,10.564,12.743,8.385,0.099,1.05,4.74,4.812,6.82,12.32,9.680,4.829,14.53,1.685,0.218,12.101,66.360,128.052,4.669
+2026-05-21 15:22:36,daisy_observed.csv,5.254662051985959500940843018,0.35,0.265,0.74,1.328,0.534,6.95,13.161,0.048,7.11,20.733,0.404,0.632,0.032,5.38,10.21,10.7,10.291,12.222,14.453,9.992,4.494,4.002,4.985,0.192,1.79,3.84,5.584,7.28,6.314,20.276,23.931,16.621,1.372,0.194,12.238,77.464,145.846,9.081
+2026-05-21 15:22:36,daisy_observed.csv,1.293080288975035575750270135,0.241,2.855,5.443,7.506,0.659,7.46,6.498,0.066,7.17,27.381,0.208,0.081,0.031,4.53,10.38,10.89,8.032,13.835,16.353,11.317,6.698,4.881,8.514,0.064,11.86,4.29,6.91,6.79,14.712,7.016,4.219,9.812,1.265,0.074,12.232,110.263,207.937,12.589
+2026-05-21 15:22:36,daisy_observed.csv,0.3399122347845028120044784509,0.258,2.097,2.24,1.629,0.338,6.72,10.733,0.162,6.91,22.285,0.145,0.678,0.038,4.76,9.71,9.51,4.323,15.264,17.319,13.208,5.374,8.464,2.285,0.188,1.61,5.0,4.207,6.87,23.78,25.323,49.023,1.623,1.512,0.22,12.1,118.789,223.627,13.951
+2026-05-21 15:22:36,daisy_observed.csv,0.4498373737417662564634306952,0.25,1.02,4.877,7.27,0.765,6.36,9.258,0.031,6.87,23.603,0.211,0.249,0.036,5.67,9.06,11.29,6.714,9.430,7.148,11.711,7.432,11.947,2.916,0.022,11.82,4.49,3.499,7.05,15.829,24.199,31.375,17.023,1.165,0.285,12.098,89.499,166.185,12.813
+2026-05-21 15:22:37,daisy_observed.csv,2.836040508239776834031902192,0.322,3.667,3.334,6.96,0.945,6.63,10.683,0.197,6.94,14.106,0.278,0.264,0.047,4.8,10.36,11.25,4.878,3.296,0.873,5.719,3.102,5.296,0.907,0.177,11.93,4.52,3.166,7.5,16.038,49.430,79.151,19.709,1.762,0.011,12.138,64.316,113.733,14.898
+2026-05-21 15:22:37,daisy_observed.csv,1.227234788984350121077222984,0.338,3.542,2.579,5.451,0.011,7.34,8.087,0.176,6.96,8.799,0.06,0.397,0.038,4.42,9.31,9.38,2.764,15.712,16.074,15.35,8.614,13.571,3.658,0.064,11.59,4.11,7.244,7.25,19.111,4.621,4.598,4.644,1.714,0.004,12.098,69.821,135.323,4.319
+2026-05-21 15:22:37,daisy_observed.csv,4.920695461457500668657892945,0.172,1.342,0.952,6.437,0.763,7.13,13.416,0.127,6.84,25.842,0.222,0.696,0.022,3.66,9.34,8.84,6.158,6.622,12.37,0.873,1.914,3.358,0.469,0.152,11.86,4.8,5.387,6.62,21.75,34.641,64.799,4.483,1.474,0.214,12.2,121.580,236.403,6.756
+2026-05-21 15:22:38,daisy_observed.csv,0.3152085896553916025346341648,0.397,2.13,1.632,5.994,0.471,7.32,14.485,0.116,6.84,18.359,0.349,0.33,0.045,5.27,8.93,8.67,7.372,9.083,9.101,9.065,7.380,8.582,6.179,0.238,11.93,4.35,5.061,6.8,7.875,7.430,14.143,0.716,1.072,0.345,12.294,90.166,170.294,10.038
+2026-05-21 15:22:38,daisy_observed.csv,0.2832141026247087728774157234,0.39,3.43,4.702,5.302,0.93,6.44,6.209,0.089,7.48,15.495,0.395,0.401,0.029,3.68,8.6,11.2,7.925,9.760,7.119,12.4,5.446,5.978,4.914,0.086,11.87,3.69,5.023,7.19,18.478,2.712,4.463,0.96,1.072,0.209,12.299,48.551,84.03,13.072
+2026-05-21 15:22:38,daisy_observed.csv,1.164771680605591815676131586,0.382,3.85,3.396,5.167,0.905,6.99,3.453,0.111,6.6,9.943,0.434,0.448,0.013,5.56,11.13,8.63,4.521,5.211,8.17,2.252,8.270,4.753,11.787,0.073,1.61,3.72,4.721,7.53,6.374,20.516,27.476,13.555,1.736,0.277,12.298,82.480,157.099,7.862
+2026-05-21 15:22:39,daisy_observed.csv,0.8100878460397315161432122068,0.318,1.198,2.274,0.986,0.649,6.66,8.558,0.045,7.07,16.068,0.28,0.005,0.003,6.47,9.02,10.75,9.848,9.524,0.807,18.24,11.404,13.249,9.559,0.07,1.0,3.83,4.979,6.72,8.434,5.242,7.672,2.811,0.883,0.204,12.151,78.202,142.743,13.662
+2026-05-21 15:22:39,daisy_observed.csv,0.2790337962376149634348079954,0.358,2.451,5.335,3.552,0.012,6.97,5.229,0.08,7.01,9.922,0.276,0.438,0.0,4.46,8.59,11.07,9.107,9.105,6.106,12.104,12.516,13.708,11.324,0.219,11.79,4.68,6.347,6.87,9.971,38.289,72.995,3.583,1.031,0.071,12.131,59.438,109.869,9.006
+2026-05-21 15:22:39,daisy_observed.csv,6.541238225797940146981419078,0.416,3.837,0.177,6.766,0.257,6.68,12.934,0.154,7.02,11.248,0.4,0.17,0.015,3.95,11.08,9.67,10.557,16.303,18.071,14.535,4.178,5.409,2.947,0.032,2.03,4.42,4.569,6.6,11.683,39.112,73.719,4.505,1.155,0.134,12.091,76.764,143.612,9.917
+2026-05-21 15:22:40,daisy_observed.csv,0.3120517637815740351177477968,0.06,2.531,4.44,3.065,0.564,7.1,7.895,0.063,7.23,14.757,0.074,0.208,0.049,3.85,9.34,9.87,3.622,9.732,11.054,8.411,6.634,9.34,3.928,0.042,1.68,3.62,4.534,7.03,21.011,42.061,78.282,5.84,0.823,0.202,12.277,88.897,172.022,5.772
+2026-05-21 15:22:40,daisy_observed.csv,3.147133430438437054590255620,0.084,2.399,1.096,5.751,0.927,6.54,5.369,0.189,6.74,24.073,0.313,0.152,0.03,5.44,10.83,11.32,6.54,5.824,5.27,6.379,9.052,5.342,12.762,0.056,1.35,3.54,5.055,7.25,23.154,10.306,17.449,3.162,1.239,0.106,12.1,120.280,232.545,8.014
+2026-05-21 15:22:40,daisy_observed.csv,0.2724374880556261037719079155,0.212,3.72,4.699,2.376,0.243,7.32,7.802,0.119,6.54,27.736,0.133,0.512,0.05,5.12,9.54,10.11,9.203,11.586,13.695,9.476,2.326,1.231,3.422,0.05,1.1,4.92,4.436,6.73,6.151,20.156,26.736,13.576,0.991,0.12,12.034,84.276,160.197,8.355
+2026-05-21 15:22:40,daisy_observed.csv,4.723105219028546135697314496,0.298,0.939,4.932,4.363,0.57,6.4,9.403,0.042,7.08,23.898,0.205,0.262,0.032,6.41,9.6,11.16,4.478,9.116,12.98,5.251,6.044,10.342,1.745,0.05,1.63,3.54,3.055,6.93,20.508,39.107,76.735,1.479,1.1,0.005,12.068,79.846,143.85,15.842
+2026-05-21 15:22:41,daisy_observed.csv,12.59647504716914037742980017,0.206,3.377,5.51,2.705,0.404,6.55,10.195,0.006,6.83,10.004,0.405,0.57,0.028,5.68,11.2,11.44,5.269,0.456,0.486,0.426,5.732,6.421,5.042,0.051,11.84,3.51,3.045,7.24,8.552,20.005,30.142,9.868,1.47,0.155,12.225,50.602,94.468,6.735
+2026-05-21 15:22:41,daisy_observed.csv,0.3258913489488462514200976547,0.264,3.42,5.9,7.369,0.758,6.59,13.654,0.017,7.09,17.772,0.113,0.625,0.017,5.23,9.23,9.95,4.641,13.728,7.499,19.957,9.056,11.807,6.305,0.102,11.56,3.66,2.03,7.03,8.335,16.312,21.343,11.281,1.04,0.017,12.142,46.686,82.296,11.076
+2026-05-21 15:22:41,daisy_observed.csv,0.1118522567351687286257221762,0.39,2.546,0.899,3.068,0.827,7.38,4.969,0.03,7.55,12.875,0.388,0.291,0.025,4.22,9.19,9.87,9.861,16.084,13.024,19.143,2.570,2.027,3.113,0.061,11.77,3.5,5.799,7.25,8.451,24.796,33.37,16.222,0.914,0.088,12.157,84.267,161.378,7.156
+2026-05-21 15:22:42,daisy_observed.csv,3.364305838559009413500423052,0.195,3.043,5.92,5.949,0.539,6.79,6.467,0.107,7.39,18.857,0.405,0.372,0.015,4.25,8.7,9.93,6.263,16.620,13.829,19.411,8.780,9.931,7.628,0.078,11.85,4.93,3.473,6.65,12.264,28.145,55.85,0.44,1.708,0.296,12.166,75.519,143.245,7.793
+2026-05-21 15:22:42,daisy_observed.csv,10.81253550949690766212645079,0.245,3.257,0.713,6.084,0.723,7.72,12.745,0.11,7.03,22.23,0.376,0.618,0.006,5.14,9.01,9.09,11.94,8.284,16.137,0.431,6.294,8.3,4.289,0.236,1.92,3.77,1.116,7.57,16.065,38.084,69.541,6.626,1.418,0.319,12.251,67.254,125.932,8.576
+2026-05-21 15:22:42,daisy_observed.csv,0.1757880697769611758844613719,0.118,0.421,4.25,4.5,0.717,6.93,14.647,0.217,7.23,16.913,0.341,0.718,0.023,3.94,10.71,11.03,10.681,5.249,2.638,7.86,9.449,6.992,11.906,0.015,2.04,4.65,2.05,7.17,19.936,20.612,22.985,18.238,0.923,0.036,12.28,57.977,108.26,7.694
+2026-05-21 15:22:43,daisy_observed.csv,0.8279471477117463469306103859,0.167,2.117,4.544,3.523,0.155,6.6,5.516,0.115,6.79,20.112,0.222,0.486,0.032,4.66,10.46,9.33,7.218,1.758,0.892,2.625,7.952,13.717,2.186,0.032,2.03,4.68,3.82,7.05,6.31,31.156,58.658,3.653,1.298,0.186,12.009,85.463,166.59,4.336
+2026-05-21 15:22:43,daisy_observed.csv,0.4873416522475470935435848680,0.352,0.859,5.581,5.765,0.02,7.28,3.037,0.01,7.15,14.312,0.289,0.157,0.048,4.96,11.48,9.65,9.565,7.297,2.118,12.476,9.444,12.499,6.389,0.093,11.55,4.74,4.948,6.81,16.216,21.586,36.414,6.758,0.989,0.192,12.198,48.924,89.278,8.571
+2026-05-21 15:22:43,daisy_observed.csv,0.1598376917812614562255101518,0.215,3.101,3.698,3.951,0.833,6.84,6.614,0.078,7.09,17.395,0.249,0.551,0.002,4.91,8.65,11.43,3.719,16.734,18.445,15.024,5.875,7.815,3.935,0.19,1.27,3.63,5.188,7.58,14.365,45.038,78.182,11.893,1.372,0.046,12.025,57.828,108.79,6.865
+2026-05-21 15:22:44,daisy_observed.csv,0.3457795889648167613382390769,0.405,1.004,5.44,1.205,0.54,6.43,8.003,0.216,6.9,11.513,0.438,0.308,0.025,5.6,9.5,9.3,9.141,12.367,18.455,6.279,10.082,11.539,8.624,0.033,11.65,4.84,1.825,6.78,19.758,35.349,59.746,10.952,1.472,0.194,12.156,116.834,222.782,10.885
+2026-05-21 15:22:44,daisy_observed.csv,2.459170024009298354237475233,0.376,1.077,4.316,1.513,0.089,7.15,15.168,0.159,6.96,12.717,0.188,0.22,0.004,4.57,9.71,11.32,7.428,9.546,4.389,14.704,7.038,7.49,6.586,0.054,1.49,4.04,6.645,6.81,22.016,15.022,25.518,4.525,1.658,0.242,12.261,58.372,101.343,15.4
+2026-05-21 15:22:44,daisy_observed.csv,10.77653230582242540736192251,0.006,3.486,5.099,3.442,0.494,7.39,7.268,0.004,6.52,27.174,0.243,0.186,0.019,4.23,10.24,9.57,11.526,6.806,4.333,9.279,10.120,13.746,6.494,0.208,1.33,4.66,0.863,6.96,8.577,37.532,70.999,4.064,1.786,0.245,12.257,57.851,109.509,6.193
+2026-05-21 15:22:44,daisy_observed.csv,0.4779660769953372715030065876,0.273,1.339,3.876,6.709,0.024,7.71,11.831,0.057,7.31,26.27,0.238,0.526,0.011,5.99,8.57,9.84,11.654,10.210,17.2,3.22,9.970,7.877,12.064,0.171,2.28,4.72,1.47,7.07,12.725,10.701,9.495,11.907,0.898,0.301,12.011,53.438,97.985,8.891
+2026-05-21 15:22:45,daisy_observed.csv,0.6583188302485715832886777853,0.366,3.587,1.222,3.414,0.69,7.74,8.957,0.112,6.57,7.069,0.175,0.691,0.001,5.78,10.0,9.3,2.041,16.736,19.972,13.499,11.648,10.489,12.807,0.068,11.92,3.79,0.806,6.8,14.897,38.665,61.997,15.333,1.408,0.151,12.058,44.070,83.64,4.499
+2026-05-21 15:22:45,daisy_observed.csv,1.004471840732261950720615547,0.209,3.556,2.846,4.961,0.833,6.75,15.128,0.099,7.21,17.245,0.107,0.539,0.037,6.21,8.58,9.3,3.863,9.279,15.742,2.816,4.684,2.484,6.885,0.061,1.34,4.16,1.125,6.99,17.753,25.846,34.077,17.616,1.409,0.21,12.22,51.789,95.009,8.569
+2026-05-21 15:22:45,daisy_observed.csv,0.7556314395874727330625708532,0.359,3.01,4.48,5.049,0.521,6.65,12.893,0.026,6.62,12.34,0.214,0.675,0.035,3.63,9.28,10.7,5.843,5.497,4.755,6.239,4.608,4.415,4.8,0.094,2.4,4.52,3.629,6.89,23.516,1.269,2.034,0.504,1.624,0.042,12.096,102.923,195.679,10.167
+2026-05-21 15:22:46,daisy_observed.csv,1.720005938283388617571465168,0.048,3.262,4.45,1.643,0.775,7.57,3.66,0.051,7.13,20.511,0.159,0.213,0.031,3.62,11.0,8.45,10.144,14.062,14.704,13.421,11.946,12.941,10.952,0.126,1.78,4.87,4.717,6.79,7.012,42.158,65.163,19.152,1.343,0.008,12.048,90.944,170.491,11.398
+2026-05-21 15:22:46,daisy_observed.csv,7.729593739379055292055111734,0.086,0.4,0.198,3.406,0.666,7.49,5.752,0.118,7.16,10.767,0.087,0.634,0.034,5.37,10.05,8.76,3.693,7.822,8.159,7.486,2.708,4.218,1.197,0.096,11.99,4.25,4.285,6.89,20.348,41.698,74.755,8.642,1.118,0.083,12.243,78.658,141.431,15.885
+2026-05-21 15:22:46,daisy_observed.csv,3.047276430818865562814883000,0.1,1.46,4.671,7.648,0.556,7.16,4.049,0.073,6.92,18.166,0.381,0.584,0.004,6.31,10.64,11.08,9.375,11.792,15.802,7.781,10.286,9.723,10.848,0.248,11.87,4.65,6.884,7.15,9.356,18.413,35.399,1.427,1.665,0.176,12.238,97.572,183.99,11.153
+2026-05-21 15:22:47,daisy_observed.csv,1.941164413118337783830478819,0.047,1.538,0.924,7.742,0.841,7.13,5.433,0.041,7.27,23.031,0.138,0.022,0.034,5.42,9.06,8.3,10.486,11.048,5.709,16.386,9.656,13.494,5.819,0.182,1.78,4.8,5.882,7.55,13.299,18.539,23.1,13.978,1.281,0.336,12.014,94.861,175.875,13.847
+2026-05-21 15:22:47,daisy_observed.csv,2.764671658504814258000208711,0.379,3.214,2.062,2.506,0.485,6.3,7.814,0.212,7.27,10.774,0.074,0.067,0.01,4.05,11.31,10.18,2.988,11.134,10.778,11.489,9.954,11.207,8.700,0.23,2.26,3.86,7.866,6.75,6.149,2.568,3.487,1.65,1.06,0.15,12.172,47.914,91.166,4.662
+2026-05-21 15:22:47,daisy_observed.csv,3.614347300104131980154977677,0.428,0.484,4.231,5.997,0.437,7.1,15.098,0.098,6.53,23.759,0.143,0.278,0.01,3.73,9.57,9.6,11.891,8.164,8.538,7.79,8.290,12.656,3.925,0.155,2.45,3.61,3.314,6.66,8.208,20.011,35.057,4.965,1.67,0.196,12.002,75.499,144.782,6.216
+2026-05-21 15:22:48,daisy_observed.csv,1.563635263525731424986606070,0.419,3.505,4.526,6.267,0.046,7.23,7.516,0.084,6.87,13.848,0.296,0.015,0.045,5.68,8.92,8.93,8.902,18.165,18.447,17.883,6.369,12.094,0.644,0.086,1.12,4.9,6.727,6.91,21.481,17.606,18.975,16.236,0.817,0.075,12.022,83.513,152.983,14.043
+2026-05-21 15:22:48,daisy_observed.csv,0.2478281002803906785087433065,0.16,3.832,1.906,3.465,0.128,7.72,5.251,0.134,6.78,14.316,0.184,0.517,0.042,5.13,10.4,8.35,8.388,14.833,14.848,14.818,6.841,4.543,9.139,0.17,1.92,3.96,1.891,7.31,14.01,16.260,22.532,9.988,1.321,0.025,12.032,47.644,84.51,10.778
+2026-05-21 15:22:48,daisy_observed.csv,0.2277383462496250364865571162,0.277,0.713,3.716,4.104,0.091,7.67,14.32,0.162,7.17,25.404,0.296,0.504,0.043,5.4,10.21,10.69,4.74,10.882,14.831,6.933,8.588,7.874,9.303,0.141,1.81,4.83,3.151,6.69,18.971,24.704,33.04,16.369,1.448,0.03,12.104,82.146,154.044,10.249
+2026-05-21 15:22:49,daisy_observed.csv,3.197822202597419367268556020,0.168,3.325,3.913,0.709,0.806,7.31,6.659,0.178,7.18,22.314,0.087,0.103,0.0,4.99,9.63,9.91,5.991,17.106,14.758,19.454,11.423,13.173,9.673,0.065,1.63,3.85,5.263,6.88,10.33,36.872,58.601,15.144,1.719,0.217,12.19,109.918,205.056,14.781
+2026-05-21 15:22:49,daisy_observed.csv,9.020357074557841310809378201,0.119,1.928,0.061,7.268,0.113,6.53,10.13,0.156,7.06,7.096,0.115,0.278,0.024,4.69,11.15,10.31,9.096,6.564,2.427,10.702,1.015,0.905,1.125,0.05,1.18,3.65,4.046,7.45,20.125,13.950,18.407,9.493,0.976,0.246,12.055,65.518,124.697,6.339
+2026-05-21 15:22:49,daisy_observed.csv,4.906179713622232520145126171,0.042,1.61,2.479,6.985,0.176,7.59,14.64,0.214,7.58,15.2,0.222,0.056,0.017,4.26,10.17,8.45,3.991,8.625,0.396,16.854,12.312,11.460,13.165,0.025,1.28,4.46,3.831,7.53,17.978,28.872,53.924,3.82,1.449,0.081,12.116,96.669,182.549,10.789
+2026-05-21 15:22:49,daisy_observed.csv,0.9406573286135059799962321301,0.115,0.497,2.407,7.072,0.495,6.68,5.68,0.192,7.49,7.821,0.153,0.097,0.017,6.32,9.74,10.45,10.973,12.087,9.023,15.151,6.266,9.304,3.227,0.208,1.11,4.04,7.633,7.1,19.571,5.994,6.669,5.32,1.682,0.315,12.128,90.592,174.063,7.122
+2026-05-21 15:22:50,daisy_observed.csv,0.3585345119097738752669130879,0.082,2.249,4.633,7.284,0.087,7.2,14.949,0.16,7.46,21.495,0.148,0.617,0.027,6.09,9.28,8.85,10.31,16.940,17.61,16.271,4.573,4.555,4.591,0.066,2.41,3.64,1.307,6.78,15.586,19.553,21.487,17.619,1.477,0.074,12.24,63.441,118.434,8.448
+2026-05-21 15:22:50,daisy_observed.csv,5.728608528526247990744561446,0.277,1.387,0.56,3.429,0.021,6.81,13.017,0.09,7.26,9.075,0.145,0.458,0.0,4.32,9.98,10.22,2.867,7.203,13.081,1.325,8.142,11.94,4.344,0.03,2.29,4.62,6.053,7.31,9.457,31.581,56.266,6.896,1.711,0.077,12.274,71.678,138.849,4.506
+2026-05-21 15:22:50,daisy_observed.csv,1.496999437898111617324620919,0.052,1.27,0.889,6.733,0.8,6.36,7.013,0.151,7.49,7.141,0.265,0.085,0.006,3.57,9.61,8.91,2.186,8.802,14.858,2.747,6.286,0.38,12.193,0.025,2.17,3.61,7.346,7.49,9.731,28.793,52.096,5.49,0.828,0.184,12.077,118.462,231.507,5.417
+2026-05-21 15:22:51,daisy_observed.csv,0.3606892507934293658867465227,0.382,1.878,3.978,2.068,0.63,6.33,8.412,0.028,6.96,11.197,0.288,0.306,0.033,5.22,9.99,10.12,5.598,10.321,10.453,10.189,0.750,0.637,0.862,0.026,2.16,4.21,2.326,6.69,18.498,20.032,25.281,14.782,1.38,0.022,12.194,92.038,178.802,5.273
+2026-05-21 15:22:51,daisy_observed.csv,2.612997405937368298561776619,0.063,0.859,2.296,2.148,0.13,7.15,4.69,0.043,7.13,7.949,0.308,0.304,0.042,5.55,8.6,8.95,10.743,11.433,8.418,14.448,4.562,5.325,3.799,0.218,1.21,4.89,1.459,7.23,18.49,7.223,11.61,2.836,1.132,0.143,12.179,105.704,196.283,15.124
+2026-05-21 15:22:51,daisy_observed.csv,0.1860397262864592086664480369,0.075,1.323,3.914,1.339,0.406,7.71,14.357,0.147,7.36,14.91,0.198,0.567,0.017,5.5,10.03,10.4,5.914,14.458,19.631,9.285,11.041,12.745,9.337,0.089,2.25,3.66,7.562,7.39,16.7,34.520,56.352,12.689,0.94,0.042,12.134,49.846,88.806,10.886
+2026-05-21 15:22:52,daisy_observed.csv,0.4026184538651122205174838432,0.13,0.662,1.989,1.565,0.018,6.82,9.474,0.017,7.09,12.566,0.088,0.292,0.037,5.73,10.84,11.18,3.825,11.890,11.386,12.395,9.906,13.576,6.237,0.204,11.88,4.13,6.779,7.21,18.355,36.860,66.807,6.912,1.171,0.119,12.014,79.247,153.955,4.539
+2026-05-21 15:22:52,daisy_observed.csv,0.2943736336700904298951527286,0.05,0.443,5.087,4.743,0.513,7.55,7.53,0.152,7.02,15.954,0.053,0.425,0.028,5.91,11.08,11.37,11.265,16.892,16.112,17.672,4.694,2.751,6.638,0.063,1.66,4.09,6.299,6.85,16.023,11.890,4.158,19.623,1.462,0.324,12.273,57.216,109.283,5.149
+2026-05-21 15:22:52,daisy_observed.csv,0.8353083539831558748293979954,0.083,1.514,1.948,5.717,0.361,7.42,13.285,0.209,7.2,20.477,0.207,0.026,0.012,4.7,10.67,9.87,11.761,13.254,14.776,11.732,5.544,5.627,5.46,0.09,11.75,4.66,3.003,6.81,6.521,42.056,70.859,13.253,0.86,0.182,12.134,122.810,229.827,15.793
+2026-05-21 15:22:53,daisy_observed.csv,0.2963431955584611600263604058,0.263,2.901,1.579,2.841,0.093,7.64,6.765,0.039,6.84,8.808,0.211,0.468,0.043,5.56,8.56,8.98,6.478,7.944,9.263,6.624,7.462,3.584,11.34,0.044,1.38,4.33,7.181,7.33,16.515,16.063,23.484,8.642,1.601,0.184,12.107,95.402,177.992,12.812
+2026-05-21 15:22:53,daisy_observed.csv,12.04664863473610292405956721,0.092,2.086,0.628,7.279,0.344,7.16,14.46,0.013,6.57,20.103,0.388,0.27,0.042,5.54,9.17,8.72,2.255,10.047,19.099,0.995,11.692,12.117,11.268,0.235,11.6,3.51,1.711,7.11,17.286,15.464,20.907,10.022,1.195,0.12,12.036,92.886,181.17,4.601
+2026-05-21 15:22:53,daisy_observed.csv,0.4477367001576368228090073423,0.014,0.718,2.394,3.128,0.558,6.97,6.768,0.191,6.61,17.872,0.239,0.445,0.003,3.92,10.88,10.84,6.062,17.476,16.378,18.575,3.606,0.814,6.398,0.204,11.63,4.78,2.938,6.9,9.332,32.291,59.186,5.396,0.923,0.165,12.004,82.616,160.266,4.967
+2026-05-21 15:22:53,daisy_observed.csv,5.518988478015639412733298065,0.025,0.719,2.015,1.457,0.522,6.67,15.984,0.069,6.78,11.08,0.38,0.057,0.046,5.26,9.59,11.4,11.479,6.076,6.884,5.267,6.333,5.975,6.691,0.245,2.31,4.88,6.423,7.07,7.752,7.592,7.01,8.174,1.117,0.316,12.014,93.988,176.766,11.211
+2026-05-21 15:22:54,daisy_observed.csv,5.887864493846802682424087209,0.058,3.976,3.27,1.522,0.323,7.7,15.38,0.091,7.38,13.833,0.133,0.606,0.011,4.5,11.48,8.27,5.154,7.034,13.616,0.451,4.912,7.807,2.016,0.233,1.05,3.89,3.915,7.06,15.922,35.732,68.188,3.276,1.43,0.102,12.183,48.340,88.475,8.204
+2026-05-21 15:22:54,daisy_observed.csv,5.265784137574672313387034054,0.435,1.366,0.252,3.201,0.167,6.49,6.115,0.059,6.63,9.602,0.091,0.011,0.029,4.95,9.17,10.76,3.81,5.537,6.220,4.854,1.730,2.533,0.926,0.004,1.08,3.96,2.602,7.24,6.124,34.342,64.712,3.973,1.36,0.334,12.256,89.013,170.719,7.307
+2026-05-21 15:22:54,daisy_observed.csv,1.036717444616046938633548951,0.166,2.293,4.768,4.172,0.643,7.64,13.042,0.069,7.07,27.203,0.063,0.035,0.012,4.44,10.6,11.41,2.353,11.348,13.434,9.261,6.932,13.042,0.821,0.058,1.98,4.12,7.336,7.17,19.566,15.297,22.361,8.233,0.89,0.216,12.105,110.792,215.933,5.652
+2026-05-21 15:22:55,daisy_observed.csv,15.06909549011810542163959869,0.132,1.992,0.197,6.213,0.486,7.04,15.334,0.214,7.64,6.698,0.426,0.359,0.039,4.77,10.4,10.85,10.793,8.774,13.754,3.795,8.393,5.978,10.808,0.23,1.07,4.2,3.983,7.22,11.412,43.148,71.344,14.953,1.443,0.06,12.259,77.894,145.273,10.514
diff --git a/modelling/data/abingdon-all/resident/daisy_simulated.csv b/modelling/data/abingdon-all/resident/daisy_simulated.csv
new file mode 100644
index 0000000..161745a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/daisy_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.202,0.1,0,0.01,0.00355819
+RungeKutta4,1,0.1,0.216640,0.1,0,0.01,0.0315947
+RungeKutta4,2,0.2,0.228493,0.1,0,0.01,0.0542940
+RungeKutta4,3,0.3,0.238093,0.1,0,0.01,0.0726786
+RungeKutta4,4,0.4,0.245868,0.1,0,0.01,0.0875682
+RungeKutta4,5,0.5,0.252167,0.1,0,0.01,0.0996312
+RungeKutta4,6,0.6,0.257270,0.1,0,0.01,0.109404
+RungeKutta4,7,0.7,0.261407,0.1,0,0.01,0.117326
+RungeKutta4,8,0.8,0.264764,0.1,0,0.01,0.123755
+RungeKutta4,9,0.9,0.267495,0.1,0,0.01,0.128985
+RungeKutta4,10,1.0,0.269729,0.1,0,0.01,0.133263
+RungeKutta4,11,1.1,0.271577,0.1,0,0.01,0.136803
+RungeKutta4,12,1.2,0.273138,0.1,0,0.01,0.139792
+RungeKutta4,13,1.3,0.274506,0.1,0,0.01,0.142412
+RungeKutta4,14,1.4,0.275778,0.1,0,0.01,0.144848
+RungeKutta4,15,1.5,0.277060,0.1,0,0.01,0.147303
+RungeKutta4,16,1.6,0.278475,0.1,0,0.01,0.150013
+RungeKutta4,17,1.7,0.280171,0.1,0,0.01,0.153261
+RungeKutta4,18,1.8,0.282324,0.1,0,0.01,0.157384
+RungeKutta4,19,1.9,0.285147,0.1,0,0.01,0.162790
+RungeKutta4,20,2.0,0.288891,0.1,0,0.01,0.169960
+RungeKutta4,21,2.1,0.293843,0.1,0,0.01,0.179443
+RungeKutta4,22,2.2,0.300322,0.1,0,0.01,0.191851
+RungeKutta4,23,2.3,0.308668,0.1,0,0.01,0.207834
+RungeKutta4,24,2.4,0.319222,0.1,0,0.01,0.228046
+RungeKutta4,25,2.5,0.332307,0.1,0,0.01,0.253104
+RungeKutta4,26,2.6,0.348196,0.1,0,0.01,0.283533
+RungeKutta4,27,2.7,0.367084,0.1,0,0.01,0.319704
+RungeKutta4,28,2.8,0.389051,0.1,0,0.01,0.361773
+RungeKutta4,29,2.9,0.414040,0.1,0,0.01,0.409628
+RungeKutta4,30,3.0,0.441823,0.1,0,0.01,0.462834
+RungeKutta4,31,3.1,0.471997,0.1,0,0.01,0.520619
+RungeKutta4,32,3.2,0.503976,0.1,0,0.01,0.581861
+RungeKutta4,33,3.3,0.536993,0.1,0,0.01,0.645091
+RungeKutta4,34,3.4,0.570129,0.1,0,0.01,0.708548
+RungeKutta4,35,3.5,0.602341,0.1,0,0.01,0.770236
+RungeKutta4,36,3.6,0.632531,0.1,0,0.01,0.828052
+RungeKutta4,37,3.7,0.659603,0.1,0,0.01,0.879897
+RungeKutta4,38,3.8,0.682532,0.1,0,0.01,0.923807
+RungeKutta4,39,3.9,0.700581,0.1,0,0.01,0.958372
+RungeKutta4,40,4.0,0.713354,0.1,0,0.01,0.982833
+RungeKutta4,41,4.1,0.720607,0.1,0,0.01,0.996723
+RungeKutta4,42,4.2,0.722318,0.1,0,0.01,1
+RungeKutta4,43,4.3,0.719314,0.1,0,0.01,0.994247
+RungeKutta4,44,4.4,0.712075,0.1,0,0.01,0.980384
+RungeKutta4,45,4.5,0.700805,0.1,0,0.01,0.958801
+RungeKutta4,46,4.6,0.685844,0.1,0,0.01,0.930150
+RungeKutta4,47,4.7,0.667649,0.1,0,0.01,0.895305
+RungeKutta4,48,4.8,0.646762,0.1,0,0.01,0.855305
+RungeKutta4,49,4.9,0.623779,0.1,0,0.01,0.811292
+RungeKutta4,50,5.0,0.599310,0.1,0,0.01,0.764432
+RungeKutta4,51,5.1,0.573949,0.1,0,0.01,0.715864
+RungeKutta4,52,5.2,0.548235,0.1,0,0.01,0.666620
+RungeKutta4,53,5.3,0.522616,0.1,0,0.01,0.617558
+RungeKutta4,54,5.4,0.497404,0.1,0,0.01,0.569275
+RungeKutta4,55,5.5,0.472731,0.1,0,0.01,0.522025
+RungeKutta4,56,5.6,0.448519,0.1,0,0.01,0.475658
+RungeKutta4,57,5.7,0.424568,0.1,0,0.01,0.429790
+RungeKutta4,58,5.8,0.400845,0.1,0,0.01,0.384359
+RungeKutta4,59,5.9,0.377807,0.1,0,0.01,0.340240
+RungeKutta4,60,6.0,0.355886,0.1,0,0.01,0.298260
+RungeKutta4,61,6.1,0.333572,0.1,0,0.01,0.255527
+RungeKutta4,62,6.2,0.308087,0.1,0,0.01,0.206721
+RungeKutta4,63,6.3,0.282351,0.1,0,0.01,0.157435
+RungeKutta4,64,6.4,0.260891,0.1,0,0.01,0.116338
+RungeKutta4,65,6.5,0.244516,0.1,0,0.01,0.0849790
+RungeKutta4,66,6.6,0.232389,0.1,0,0.01,0.0617550
+RungeKutta4,67,6.7,0.223502,0.1,0,0.01,0.0447359
+RungeKutta4,68,6.8,0.217021,0.1,0,0.01,0.0323244
+RungeKutta4,69,6.9,0.212307,0.1,0,0.01,0.0232967
+RungeKutta4,70,7.0,0.208887,0.1,0,0.01,0.0167472
+RungeKutta4,71,7.1,0.206410,0.1,0,0.01,0.0120036
+RungeKutta4,72,7.2,0.204619,0.1,0,0.01,0.00857374
+RungeKutta4,73,7.3,0.203326,0.1,0,0.01,0.00609756
+RungeKutta4,74,7.4,0.202394,0.1,0,0.01,0.00431272
+RungeKutta4,75,7.5,0.201722,0.1,0,0.01,0.00302580
+RungeKutta4,76,7.6,0.201238,0.1,0,0.01,0.00209891
+RungeKutta4,77,7.7,0.200890,0.1,0,0.01,0.00143247
+RungeKutta4,78,7.8,0.200640,0.1,0,0.01,0.000953701
+RungeKutta4,79,7.9,0.200461,0.1,0,0.01,0.000610905
+RungeKutta4,80,8.0,0.200333,0.1,0,0.01,0.000365777
+RungeKutta4,81,8.1,0.200243,0.1,0,0.01,0.000193421
+RungeKutta4,82,8.2,0.200182,0.1,0,0.01,0.0000766025
+RungeKutta4,83,8.3,0.200148,0.1,0,0.01,0.0000114904
+RungeKutta4,84,8.4,0.200142,0.1,0,0.01,0
+RungeKutta4,85,8.5,0.200167,0.1,0,0.01,0.0000478766
+RungeKutta4,86,8.6,0.200243,0.1,0,0.01,0.000193421
+RungeKutta4,87,8.7,0.200418,0.1,0,0.01,0.000528557
+RungeKutta4,88,8.8,0.200778,0.1,0,0.01,0.00121798
+RungeKutta4,89,8.9,0.201460,0.1,0,0.01,0.00252405
+RungeKutta4,90,9.0,0.202632,0.1,0,0.01,0.00476851
+RungeKutta4,91,9.1,0.204403,0.1,0,0.01,0.00816008
+RungeKutta4,92,9.2,0.206692,0.1,0,0.01,0.0125437
+RungeKutta4,93,9.3,0.209213,0.1,0,0.01,0.0173715
+RungeKutta4,94,9.4,0.211626,0.1,0,0.01,0.0219926
+RungeKutta4,95,9.5,0.213685,0.1,0,0.01,0.0259357
+RungeKutta4,96,9.6,0.215274,0.1,0,0.01,0.0289787
+RungeKutta4,97,9.7,0.216371,0.1,0,0.01,0.0310796
+RungeKutta4,98,9.8,0.217009,0.1,0,0.01,0.0323014
+RungeKutta4,99,9.9,0.217241,0.1,0,0.01,0.0327457
+RungeKutta4,100,10.0,0.217065,0.1,0,0.01,0.0324086
+RungeKutta4,101,10.1,0.216490,0.1,0,0.01,0.0313075
+RungeKutta4,102,10.2,0.215630,0.1,0,0.01,0.0296605
+RungeKutta4,103,10.3,0.214586,0.1,0,0.01,0.0276612
+RungeKutta4,104,10.4,0.213468,0.1,0,0.01,0.0255201
+RungeKutta4,105,10.5,0.212493,0.1,0,0.01,0.0236529
+RungeKutta4,106,10.6,0.212198,0.1,0,0.01,0.0230880
+RungeKutta4,107,10.7,0.213377,0.1,0,0.01,0.0253459
+RungeKutta4,108,10.8,0.217600,0.1,0,0.01,0.0334332
+RungeKutta4,109,10.9,0.226899,0.1,0,0.01,0.0512413
+RungeKutta4,110,11.0,0.242178,0.1,0,0.01,0.0805016
+RungeKutta4,111,11.1,0.261435,0.1,0,0.01,0.117380
+RungeKutta4,112,11.2,0.279753,0.1,0,0.01,0.152460
+RungeKutta4,113,11.3,0.294421,0.1,0,0.01,0.180550
+RungeKutta4,114,11.4,0.305726,0.1,0,0.01,0.202200
+RungeKutta4,115,11.5,0.314019,0.1,0,0.01,0.218082
+RungeKutta4,116,11.6,0.319606,0.1,0,0.01,0.228781
+RungeKutta4,117,11.7,0.322764,0.1,0,0.01,0.234829
+RungeKutta4,118,11.8,0.323756,0.1,0,0.01,0.236729
+RungeKutta4,119,11.9,0.323036,0.1,0,0.01,0.235350
+RungeKutta4,120,12.0,0.320281,0.1,0,0.01,0.230074
+RungeKutta4,121,12.1,0.314072,0.1,0,0.01,0.218183
diff --git a/modelling/data/abingdon-all/resident/daisy_simulated.png b/modelling/data/abingdon-all/resident/daisy_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..514ba8dc554de854add85822f81e4e0dfc9fbf0c
GIT binary patch
literal 32196
zcma&O1z40>*grgqz$yYNr68?zt8|KpiiFawgn%#%4MQs`N(u-_hXP7UcS(bQbPqA4
z#J~^(%mDv0y1K6WzTfxmb-A;9eCCOBo^#*#FYbAzrlLrCiuM!)0wKM9>&ATu<hU;c
za%}1^A~15TXM7fXh&w6hIH|)PIk`S`Fo!5Vbh5L7IoVj5Fu9mJI9kDMukZ;9@QLv-
zSvon{Ig0c1Lw_B?2XnCCXS>;_3(j)V?v}121Va80|L52TnG7ok#7p4z4LJ?B_|*ww
zHx12E;&qW~3_||YiF4x5(pdsnxB{rSd7>tYv!5Rf7F4Ew;9eUY)_hYOU7XDE;U(#N
z&Re%RQcj%vYpEI|KDn7V-3&STtnJIV#KNJEG;2)T8;K*a82G}tV|V_Q^QVc9gL{BX
zeA4zH!2d^Gg&G7uvUvKGEdKu!<c|FXK9a9+K#qY=Cn7>7@ZsB)3^@Tlzh0p91s@P`
zzvE}Xhpff_`OB||DO4rpTwGiZD)@{;^T<chYn7;gp+^f{2^LjrdkabYDgmY~A+N^J
zUT=HZzD)P2%3SvG@p)`%`KcY*)ZE;Q^2SI6j$=qg#$|_$eX14K=;}tn)pa)H4aCI6
z#qZy^@oYDli-)Jb(|Wx}k+CQIvQpQ#27|UQ2t=Z%mzUM<`t%ld@+h$cIwqV9g>MgN
zt8xVK%*9wFrf6nqg+=K;rjwA6SlVb|%#b-)Qk`8|vWgrU2xsu#eYlU??6&GolzI$1
zRp&c$;WSZ09f}B|;!hI1x4F<4p(=gbkBBriDvEl4d&szH4)?GOHYx4k?0n7RB|Sa;
zOn(w~p4{~CQ;8Y>)LgVNUm`c=?l!Rna$!Ny=WsKrX>WhuUEFP*$!llCLgW7Z>*UhA
zOx3$HfoxEvJ9kbI5)t*jAf;;!FIz9)8MRjC6OJq?G;JZH6|o(+${QOTWIJ?raiKnP
z=o&{L;0p<BM)`=*M%mJQegh37ukC?1NlE-Q>pDnhC=^PikQNa^q5JvSNeau>*UVdo
zSd{+k;j!$dp2wjlAXgpdzpRmONUW8~Q!*Xl7G##P@@fiNb1$!1%|`GdKTk*L+loyK
zb*-ew*``JtxxYF`L9vuuxpp6lExN&pE9zw{TaOnqZ$H_TlxD0=Lqk(==}=;h|IWDI
zc%e2$-QWWn0pEZwDU87eDvVW8rA+e574@yw^<mDnkJG7PfsKiyV`El5sR}cG;dvBi
z&d4srJCYsjB11FiQB6{p#v9I2Qr<8!GIDC7(pHm`lgk@xsmy>?t_q(zdGah{c3WH9
z*3K9#$&P+a4%sr5Z*;WVBEumhbl;}?IgQb+k&%&!A!NSQq~|8--2A)?>JXX8q+V8D
z-b2jj$%LM6St)0ImzAZo@@O79w>kwqYG6E+9T*sx7@BUGsP&P7j+f<o=(~p`WPSXY
zLd@Xio0^*1xT$jM)|sZ0ldh_shm%K#rNdrrp-nMH4sDkwklVZ7baZrJOCpxNFQ&1F
zIF@18DivVoWEi~<z@$}3dnm@m#x`zFEyF!L`o_y0RoztXG)pBZ!c=T2yr9Va?d7I!
zZtdI^XKm>t+vUL=FKIH2gAZoH^{UstlTgbt{;lkrZHs8yTv!gKmx$8J*0FCE^tITR
zm}ZGg>c};$bf37kHZ^7USs*x&uj1D1z$WT+9rcLI5X3iFU3vxX`t~UaMcUA8m?8r+
zIXU?~gU&=L{UDi&Z<$#YGOaZHMm+B4)Ya8L=H{wUGAu1E&B$l+dmbDepnOs@p3A8D
z>@TrbtQ2&plp9%DaVp1)-t!bic%Z6N%l5!JEP+2Xp-qJMRlB9J*~8mAK1UcI4Sjv3
zqy3@U#rZhc8bjZ9Y3+fsL01zSX8qHXt>ks6SYRo_J&^38DAOtFW`*#Av8@{H+PnDp
zi|%ug+Kt3G{#qQ13#r4C4?#-ERTBdauIGdOAJv=ur6;wWoUTGg3Z64~ZQbMI<CA`P
zn$@B{v`MNmo*Sh%Q3Wp?uI^Tlpt;h%+<+X@@${_Pjdoo^AE2KQ8eDbMcUvtUx^b+f
zyJceH;Mqb)-m%a~<j}#_6#1D7gBx6gWgquPZ+fqmLk`y)$ScR<pYkJ@@5WyJ*o{?I
zQlhAQ-x74eG-@c41bSHT85)4XfQWFGaP!+hmIt&p;L1V5I!%tpTDhWRM$bFNB(&t-
z_Tq@2n9Z=jJzocXaWNW5+-FnBvAP1Vd+FEO1+on*2i1&>Y+Jj#MY47BKcAtbG_$j}
zKf6FhW8{|d5X7+;QBhHA9TgQ7rz6-^g)gzOxflyO%-(7+k2Z7}ZSlfwv@{{PTu=z!
zu1PP<1iJwWY}j+ro7+^SlirogJUn02?%lKh><lZLCh`jn4Ndv@@pim%t#@_VDtKhl
zoSdAAAuOi$h?lRswRN#3s8ocFEq$_l!&wz`(b#?I^2T{%@4Yn9TKMK8`@;ru8OdpP
z{B<~^+1c6Y(p3`N+r6Z>`_+lSJJm4V;ICSS18<n1sHo_9G#cHwm*l;Fdwc<W!L{9M
zeK~Ck8!G}sa1Px=FI$1Pd`5cG=jcFvv}-uuloW)liRhzc<0J9u@+;obQc3D6Dj{WL
zlZwXB8K<$`#do0rJG$!XeO|h{x-s=VJsZzTdgDaE7JoA|**{cVS|u9z<_%>7A&r4u
zyBEfj?_f`&e509;bb5OFMORnXT1RhRpK6<mpxgR`hA%N!R6UX)dj5uW5Us|_hBEeG
z53RC=CmtBLAwCQwKQoi7hqVP6<o3W*LE*Wmrj}N3(1j};+}v3nu9O%edl<9vpt1E}
z_SqwcZXH#2%=|{K$Qm^MnswB!?g*LmhKrpl115Q^QOZ`TC7H9bG?YQ=PE_g^lY>?e
zIm`OS##t!|snQr%8niRKbUtR?YrVuV&!!tYH53y1c%sNEqKskT-9=Hyg2Sy=d;a^~
z6K`;|o4Jp?4OP3M>`?~Y1axkm7enXNjntK<Cca3TB`@R-&UHiwCU!-%pb~<Ty4$M9
z(ra?r7n&+-%1P17{rXx`+Y6{?Nf!6+^_*Pw^ElcS%qyRdRnN^UB8BL`z|TUF)6#uf
zNw-hC>ofUI26wkE7Im4<mrc2^<hL|_6frk9H;JZXyypq_W&jq+ss~>g$tgwLVZ9l&
zxVZt3W=5rJy2x|6UDQ*Zo0~JaIKG@$%ctT6RaC9YDq^4WJDRnBJpcX+Z;R=L3qGxm
zCH3|72cz?db+46)N^Qz-8I|M=r56|&_?oj~Qp?MAS7K)cEe-lH7g5dK(`J${R%cl_
zd3drX6*b~mI5}T6hcfa9Fe4^9cP$W7Uz#5KycOzcY|G<D8dj^y99&&RRO?fw9q^W5
zH(fs)pBGi~wv}{=Y;o}hn`OpDsx)Q6v0&aH021YU{7hYd+v#uzN`cTNWc{Kfb!dyz
z262VM>tmtskclM-4#uj51lL54>oqvE(*CqR<6@`CB&F$c6t6y8vjpk00{ZceD=<Wr
zQJ$kiN}J!DhiO|(y4#(Y#F%v#M^IhNRxf3JSbl}_BYEo2;QnD~(vkTgnIutIpv;=r
zT)xw|W19kD=t;@F2Nc)rQNstAN&aSAhv_CH9sKTG%z8a_I}Iewf2@BfvPBcUD`UIq
zxy4IkJx<rYw{eU!qc5qJ!nP9Uy4y?#dx>4x@ET_w*5+rI$%r6vfarswP4+S_r9n!z
zFI|~}@q=fbqJcsDF1=6L_QK-rHLn@NJkJ>;io;JxIg}Tbub`k{YS|QdV`8<pf$z@y
zi_BjtCA;T2x~>RX<eii;mcAb8nn6x4u3^wD6=yw^OGVtXHE!-EJoXt=kMT-h=p4d=
z`l87e+qZpuXIr#NKQeF`M6l^+tQO@9#d(RhZMjb&Zc1~^^(ygSR;uAMc+IEtNp|a{
zect8LPBF*%tt`yz4LMQIH(Rns+K7oR#dQaSl*gBH$V%uTF2OFPBd-Y*g1lrdGqq0;
zHP1HIV2MMoN$!JpSI`&2HN$$kT>Et>&m6hWTJ=oFAt?O<$T1Ncxg!xRI-F(1VIFtg
z*BB%&Fy^#_8tf?EZm%uN(ayfzG-=mQdntIyTB3_66utt*%#X}mf98s`-)K_Y;37O7
znlPKX{V^l)+qPe&g?-aluYP_LroJ!EF5h0LMtYJQ=~?C)k#SzkFwep`wBbV1xWqoX
zgFkQ;MT!bo$bWiD`qbM}1-LSCY97=~Qv0$D5u;d_R8|#9B)<d&gKL}Vb!_3Yi5Mg8
zt^l947*f>!TKBih2L}?<3{Yu%a^_MGK2MK0{;<%y^R=4NPZ{c>Qi#vUn)~c^7&kgm
zOD4239_=a$s=Rh3b<Ar^a7A#s6T<IM^WAY1i7z-!rK(up#NzYSft(opEAN~tO>gwQ
zcQ<>2MGzb=j`qyWj3yueOFXQpN$jgwPj)lf^DXsb43&8c|0;zk*yy$hER7^*nPRxi
zpx?~c?3vuQw7x6KCw(4+SSS8eU~(ewQoVXHhuc22bhlKNq}IwzAV0N~*0@J=>Ga1N
zyHj-L`eiR??9C0%*ll>#6VkjK@+1E;t*PWDEmp(Ojg1NmV@A(?_9J0h3r3ne545WB
z;R`BrjdayUquvZXfpx<-+NmWUz1E(ey1RD>KShn$?ifKYcMPe!BqRo9NKbEA86-P|
z^47i>SNYOIF)$>&vqG=#u$)u2Mv57>KlH4XB!e;KajR~A9&5g^nXAX(-{!-PtJrYs
z>=TQtrSMLa#68_E#zrq3AvxVuL<Y|JDyv}y%pg)~>1dFQS~zQwAK7P+$fl3)-pL!d
z%(k9w096}lN=gb5NPO}De@ugwrcrO<Nc7&fl7IX-vwmo3Xlj1`(XBgogm6g4BhiPM
zuMz1uOIurN_2?5PPP|-_dDIzuIXy)TPJ3QUPw#QrLZZj%d-v{{NVs{p#m3@s4pzMV
zsz4He1}95bp{K%MydV;sI}N*Xw02kh^EztJ-Ls&u@QRy<N8pnFTGggX1AsUCRrD}M
z)ws{)ZgBW3D`y7xMP_+$QjGJRJ9iqlm~b97M~QtI{X;{6oNDLJojVOO;fuODSwYh7
z&2AYV5ZBzLFyoFa9yJWA%ME>g@6*zpjoGhU>9Yd`$}8w}%e{0CP!kG&Ns=)hFU`ov
zc-S0tVWxsz)ikvzA(&2t*82!MNr%JX8n<CJdynMJ&F4;bkM&zU07Vp`Dykv0qwmNL
zyOhUYvwOYDw!L4B0B$(xzRW8~dQMfT0lw+@ZM8f;-q`0*g|exs$t068aXyWog6*!r
zxI+i;K^H_e>l3vA1QJh;dOV*fx0W+^G8P-?I^sZn5u>+Lx}c^kSxmzCpuleWvr*{h
z1tass;aHFQauNEvsE4PS@ZSq9M%pJ;1#a1_4@)5qIx4LrKN=PV`9HMlX|LSzXlP(@
z(-sYod40?sAmC)}svySDd?Z4G0ppf_I~q!*TGM5ErhF*01?IicMDrMS&bKKAU}ImS
z4LJeNWFm~4J?gybdmdKlThE5f=a>9;_jU}hG_qPh@iZv)0CN6?s~@l|BCUPU6`@sI
zRMflQ$%YLsx$W(3ll{vc9vxc)DUeI&ni%sWPJ(YGQ&p`wnVG!@;FpjoY;jNh>CVnh
z$*r$;EJh(#<7M_Qo9?_W-Da|0zK&?szv=AkoN9XKqbkoaLMFyjUY_;#e1~cfJz`gD
zR_kRsM5~^b<yfo!BbSzC3Z*(ZrsROdMaxT}RcX&kf~(A5?C_FP`X&bi1)ct54BW?e
z{I7AAjxKOEtn|&-lCaV*Uu))`96zJc)6?_h&#`-IYQBGrfm6s@tembwyzJU|7AP$(
z4Uj=#`BL`#>gt5}`1tH?y9)oR9AaI48uU$sP-fwE!>0_gY6_1Yv4txl?q44RgYwuY
z;!|KuU7h03vF8~X?0=3aczR0yIo6aY<?&h)9d&M07#($Cv{dpRHbYGT0E$13$3Hlp
z9?5L&=#WRZ>fiZ3eU_7G*}o~1SZ;_2bo55yqt4Xzbvv*z-vMS}8(UI~Lz4iCqW8nS
zcRUrr0(Pv5Avc1wo>hevXM?#Dxpf~REG!%#vzVq7oj9=i`0-=QwefPN>E|?hHe+?3
zAs5A-ist+UXSLQ%fwIB`f?2J;fMT_2$>v}q)aQMiZN;mL7cX{Y4xQ=m`TEs&@wXL8
zDQA#XuiEUAaN1hD=MGAp0R-hDyQ{0KnYltMoo>e|C>`AIl9aCnH#c`61AO-EC_qZ*
zkA@fl2AFyOAuFqJiuyV%JUskN5EV1bjF-CzI!h|f0|7)ylkKEJAa&1Fy&u-AvMG=z
za4g;ia5=Nn({iTGK`DO3<o6vNufXB(o@6;cOBAAdMjX@={R0CEdwY8`l8koY2?@Lv
zO?xF(^p!5F=V}9kf+#EBJ32Zx?VV-4`4z<58}&=yzTE+^{!LUAn|BLw^}6|ZMBDxQ
z_dg^j%LYN60O=80=!JFJsQmg>EuTq5hL29%i6b&9>b|CCB*)X15PI%hYk~6|92_q}
zFj`!nZkVZ%e{uTk5H~+RyN8Ddt&De-8zSCZRu)1?OdPn-1?Y^X60}$0NeVVKcX#pP
z($YZeEEG}e<Ad3Mt*or9VPL@16-p-(va>p-$ji$+i$t=rk$1MXo~aEC4yFp7o}Xvy
zazw<$#LVpAs&;GM%)NMXTQTw@v70AH=-zbIUYtzr-li}od~<UlXaw9()9PbuYlV_{
zP8n@#YHBvyydcJzq0|o_US?)xf#<$$(+8q?BkKC~>#bvB`ko_dXg+T4ckS(WHulku
z6Zxk8mNfCDwY4(z;!d{=qQ?j(*%vyAucf7@2Mkr=b5tlwzfFRfSxz!9Jp7z}VqT>O
z#ui+W)!5j011G9ZO+&+8Fb92vi`}%YkKQP8XqFn|fstF(-3(>m9VG}YovYfj-?P`z
z(0F4>BQ<8DqCz$RlEzSAQf0U+NOzWTIFHM)!^$b)<(U~4+m3P$Xw;GPn<{@&I<`di
z(x!;bdEr**&9*pWWI(_v`}?EW;jRxJB#YW(?~U@*B5?ch<B!B(h!6r|GN)4AF4?v?
zRP+@jzkj@lMM{ybH~G|1%BN4CDm!<!8S3+n!H5y8L^}-iKCCzfw{*;3HBv_j(^4i6
zP-k%$l4rdt@FPAUQ&OL|FfR}L&$e4cULLtncIPX{VVyy_!)3s2R1QsU5|h%f;Fz<g
z)b=<x%w=%v1cr9?ga_Y_&C-O+i0+aT@Px{&>@{4-CV=ac7nJbLf=H;Lt<7F@UblcR
ze~CesOyOe<RbI_L*TGhwYLQ9PseAUA7ar`pC%#R?GJUJef5pyDD&KL!%#~5IDvwu{
ziEs=lip6cKM^S-h8H=jrcOl-etxj~qgcVeh7iHBVuN{Mr(Spszd!+~lw_M|RfIxL3
z$#)y6d32b(jmqp&M7xoSpD2S@)ti@&p`%ED2CS<?q>hJs3xR^3UT^@YRXwomiEh{9
z@sX;Ii2Qh%)u+qxFGJ@WaE60^e}|jWpl{h~(U!I}0*eGLNLJYQpc0ef)j>eW^x<jk
z00bR%_UGx<AWym8+<tWo-a!N+MaSt?eTMS{F9m%wr*s!QRHjH<^{M}kfrC#3eVKTz
zc^nB^^+|um#X7zR_&fO?GyftX`7>r_)?M^%)&G%%eninsQHR;T{<o-mOGV}8A5k}x
zgNy6>pJN|#bN_RkorA-_j;p(Gr*n!7+}qU?O7%~Qz&1<YVOu<fzByQcPc9E=SB~RT
zF`n*D4tV|g%pWN*`4kKW`*SQHJDcZ^G5pixsd5cLr$x0t{w_J7pg`z9V_<XtId+Pe
znD}2~JcRyfQ{c?9@}DR#-m(UP?lJ6XF4NEWoL<lOKutkgo92&+R8vq>JM-t*a}YlM
z9BWFE_y6D0ViO4XVgF8<Pq{$2`p;N<N5_B0R#sO2bzX4$QBUzI1Zn+!JEokXqN~Ls
za@wy&3ZkgM8%Wd#2;&c_@7@u#vBEg<sqg1odb|*f{CaQY9SNt>mE$Z2vvnx}T|g9<
zt5^K3Xy^#QkHyqLzH`eI?tox@e>-9k?7Y&^ou^hHpq@$iC!vK?`UVFFUj+=BUWJoY
zEy+zj$WXQ}YxC2)al*=!uR(e$*e!XwM8+WbayR?GdH7>(6pyaM=RJ!=_>1qH!2WWc
z)z)GU_3(A@Xpph=^5b^NfUNsaQ*&5^q}0>bZ~C|}J@~-z<jIpSFT#~h{@hx<RKDFZ
zN0QgBUi}JmgvkYGYJQ`;fz-U>bLa#K*KmJ-;@}HcZmwtn{J_S~&rf^R^2{orN(|W9
z*ltqB;L|D&R2Uo*68e&ClTkyrHC$vAZ{7^|^CJL+cfcm#Ws>m<%hSGrfynTPh{_Cs
zDZx<B5kN{d?E#vMi-RLMHkQ`mUwIY1wM7})@q&#0PFh-;hNh-MNJz+4mlYj*L%({a
z=9~L_dp&^SYjXBKeSsynrLcT#Y^-m01KG5>wzBfx*B5e%jBE{&7XJ1vM@b|qPWi3C
z6F|9rtgbd3XNPSb9$=eL08xGX`0-UhU|`dpJ+ir{#tZu)E$z9drzeNFc&w0+P$SC3
z)U;{)&FVtcl`B`8R`=i=UaKR8intJ13!YG{m6V)n4P#}2fw~4DoO5IEXFI!-t~_e+
zC#NaR%E_S`aY)A*=<4XaEt8t0LE;naEgr|&+1X1aR%0d53DY1qPb)1gEms6!v@~>e
zIgO0Hb0u6>&a6J&oablsC!;?%G`CZSX@hUR9qjMd*ofT>bMlm`fnA1qo6aq0-oMY%
zwdw4NLMQ{ea&~!{JCV_%eP(9nMoCp?kg=mT@2(I+tE<c+Zf;1eEzYC4Tx#8pq$`dw
zn$cfDLE)84Phsc$?CeW^O<P;rnR0Hp;*A?GOWJC+(et$=wuO9rd^08SfxVCRQ1Wda
z!=E0`z#a4@#bCC6<B#4{?On_L@Zk)5S|=Brn20EVqLeYM6TRG-*WCt<+MHh%wVRT4
zjhj0S4)hkga_G<scci`(H-~|E)1M+CsT{L0MxBkPnEWHN9*)fq5uwf!c!W-MLoTEG
zsuk@JILtH5U&axWto!PU97&oL34g`P2x#XT+%B}}UK`q$*<WO>0Ci>)-_%lHMv^8u
zQ|)V9eZ9~52XNfOZpN+$^sQs=uZx|TVY9sNDk{V`np(r1UtN{*P4YyaoUm`9-x{$<
zN+{Vi9hazQ$L|`c-tl{N>AOJvu{y-<%}jRiRo-3geBwPd5%)mqpVF0(2}Q7wPt@*4
zz+l`c!;O@{^Z&6Du4^YNz4mY<{8daYoM<-&Y5P)6%V_le@!wOYHUwR#$l#lKce>y~
z{qc>>&(BGk;0&_alzuB<`_cG4N0l!y2!1jan*fA#rWCR06$T!XUujh2mJrc8P+({j
z^LFMYTqmWbaX_WZ{-pW9*7MC}9rB;4gy}Xp(;|VYHUt2&pLr4Bg-o^i%;U4XbU$<c
zKk{nwsl+sf*QG(fqpJFjvmopLJ1uW>{+^cqMwiW9b``fVPM>K5`5Ioip=}ivJC)@*
zd1r&O&7b2@orcBpiW5>GryXE1tngXh%fDS;^8u3}`g`R48w)+<`jkZv{|*wqr+yBI
z994dP{w;>zVitbP1GA>^M-m1rh*yy1s6fsCpW_n}68<wrNJ#j{*bkJfRR54uRI{kK
zIIOU+P@Fth{^#0vd>{jvJDZGAI{QDFTl1>0Fw37$=jQJIpRr4qE;0Ri+zO(a?vI26
zp60s%u6aX2f%%W)ooN%LVj0j;6hCXGb<We7t(~3!<BWisL#h5FV6$V!$H)8OcJu(J
z|3Kk4ox$IkMMgxt`|r~LrsltEh2j5gtpte9m_jsr5C|3U&o{|3vY%j$_nmmqu@ky!
z85vpCCo7)*M4WGlDt&*l5Fc1rSdRbkz#l%3j9mD0?6{*V^FLV^REyuI#WEK%USvhl
z8G9}8b3;R0S67Huj-GS#n9cB~Cx91{2l4C8>({cV8f>m+3DsQ@&t1Dli{HQ};R91s
z*5Hd`;Zb~sqo}n-u+f7+HosZvib}`JtZQXRvVFiK^VZ}%sKDVofB&-8#oMNjy5c!i
z4vK9?gz)*Wdi^uW3=XJROAARp>3EI$(U-Rm>v^9)`S9_hobSIdcVbSCerfO4QlDyB
z5Q)s%$rUAQ>nzdjcze3+K-VF^3V5lD(|s3R0(zcYnxkf-vOa}|>l}3ydBNp{L>+R7
z!RJ+T4>t)P+`fJC`Lk#7b{CQsQgh48%ZHpvfOPt=yzPHp)op!B&fWuL?Vg4*SCo-`
z!rQm!zkz=cs{)VvIoi9r(gCw)KUVKY+y{i)MidJxYg>K&6NlgMaAQe%Ma6vw2O*G&
zUrlbjRjgTA?0Gli2|NN+l$0-FrJlo5GF<?hHleP|%eVFQsY~YeF6-*)-O<$4oLyYJ
z1(HA2(6#fYDS?je?d|QfyZ+FAf?58>%jL-E=!oiSsbEGKBS}<Om&&QX{z{&jdayCB
zYhsc*tW^UOe)#!>;IcG-bt9&2tjg!ed!ur9*9|ZgsWUSs_TGScDgu^=$5vL%jEsx{
zAtC92Hrl8h9@g2=0V$SZK@9cf%Uyd9ZzE4*kDZmXwaBsjsw&A1esXe9@xN>xo0v!d
zEJKC%@u{l4J;&zuVWt{GC^V-v>dM?g`{&P}8&~&g&eu|de5qk*$Q$(m3B6wuIu=n{
zidUhW7YwzuZbn8%&TP*uQ~+y451%Luct^yY7GIa~l@iyecEz<6rT+^S$F=04H)n)9
zcPk{bQ*v^GfkUKe6M0t`=pn69r7;`UU3rAY&13BsFgArxo;;b^bGmT4sIWd%YvoJY
z(@~diSL1g@)`uc5T;=*4adVfB<Jx#ky7GD67rN`m*Kwtd-G*&(3k1lLj~A(0;hU3$
zrMic&r*^vj4+vRAhF|)B2FMH!sk5D!j+l*T`7Q}AuFT3#v<IY??D_NO6VQ@80DtLg
z`P@R!4||+A3SRe^ib1gMqMo8C{z>GZ&<pH7eTW5fT>WY?5EKQl^o0dl1nXip;%8nr
zBzgN!Uf&eI*pJ)WTmp8Q)fyYH#Z3&DYIV1?AUlHut+3I5CHU$p;*6kltn`RNTp?El
zKgPxReab@wCF9C%50b~0#?!FsX|f%cqN&t+r=fngg3{6kC1+~gcTjzDG=SN>-FkJx
zlLW1ki;)amgh>l^?%apxF)GP)bX%7yD-x)ya95}XuSR4=NFA&eJam$~FYp{&7Qn9;
zfXigt_x3sIRhjp!*CA`E97W!fTlLs|djH-ma{m1{;Io3f3Oz2ZAHk-a>byLdU^fyf
zbI8F*45e9n03WYE>M4<QH&IXEICP7jY_H7tnnPjA@p)+V*-WUyUS%KsLUYf8t8%)J
z(Utgk`c<pddZE~Dbazqh2Woy@nPlj9dXnk(u~uvyJo||d!ncKby}Nyv3^4#okny$U
zBS6qmBIof8yx`5*0d3<nphdo6@LZQ0NF<2A5b6l&@K|2BD43g9-62auPLh&$=oB(M
zH^%7Ltk}2U6Mr|%+xCt2zzyx%isxEuLLq0L)};J%Q36Idgez(IDIrN?Hwg_N<$?#<
zj=AI~bR4YaY_+$iFGQ7i6BsQ_PMr@{CnJJ%j6@jAcY9k)iq4E)64^)Pn6`~=uecz|
zLbp-|e8m0JNl&H@hVbogW_Vb7rEfq;7U@Sz@D&?rc+fG)Biv?_ZC1@zNjvf6O))ez
z<mEU0(Ir(zRB8wxLFe6*Y1R~@sv{F)#x-kQTZ2^_Tdg!6OMMB1PLnN_i-DEw>LxE~
zQi&j+?!_)2JK;5DC0i%7OVU57y-HCDg~v}8YKNZb8$W%5kr21FGW~{jS#>*y-l+vE
z@v$Pm(`Jl^;`c&@!!hs4Ud}D<WPVqgS5^jxjz|u)y{nKC!c(@@x-{sl>2XKyxWzSc
z05l3ac>ehE`iZ&+-iqyXmebMAuUr}96K|QC;yPnR^3I{>tL$f|S7h}=wR%(Yf<p;w
z<;K2KK=oJgrA*a6!CP&MXt|(nYg^R&+xEwthW1WUw@GmJ$3=|`#Jb&@KJxB-r|Np%
zqL6sgg4E(gRSpTfL%xsuN$XXluy2}IqL!@Bp-t%9Pka8v-S5u8v;(CP+%o1pn=%)v
zvtDImH}@!KpI@^(2C+%wlOt#Pa9tNe^~JAchF90Z0JWF9iB#o0<O#ztW;Cncc_uPY
z?DVy7^8C;cVG-22!Q&*r%b<vSU6&!T$yu8jb6m>Ma_#;3EXnkDeo|7719mg!Pxq1|
zl>Iw$&}9&afF1skfaHD)aaV6tVrkBKWM;u5qbZ`Y@ZA8K;p~!<BYRUo68zf*1a-Ci
zZ+tspC={}}Yp2f;*<Y+y7Ro&#$~^iFezZ4JPx)<?Yo6Y7FN3F7;`h}uGfz<y@NXU@
zbBFrnV^B3D6m3mC_21wg<>EaQ+UMDKyuJGFi5uvty1)2Gcz_76Oz^gRNKFYgIX=D=
zn;(`5Z3&uHi<Q3mc2t6Nt2FXLhGExP2&CU1uq$D2-aMNn{!mh$a9FwVa(C~^(yQ6o
z2YGsks;>1^ZuQpAwkIwZv(izRW!E&C-)~JrLxXAWnEOKXML|L(lTYl1f<o7~tKbvU
zW8D`nd3!Il@O=B$Yr)U-v$n(YVe4!{>+mBtDzcpn5{jmZTD?|mmm{*ZV<3zya<K1P
zkV!A=Z<qL99wKCMZpm-BX!V+^e4;P;KW2k5y0YIpQE*v?Aw8svulE-Um{LElA?S^B
zyCef)wC$ieLI_9)fVgul5`*K+pIu(Np~y{ZHL%9=&o{u5Ypx9E6ST!GTEYnq!VPb`
zxZDtVf76N&mPq{~`jzRCk*m&1?%==nkCXFK7KcDaXvu|^LuI;iAj+)8eu;~IN3!Ka
z-O=Y&Qs}#N;wLGAe@#FFyoESX)jt~GWGd&}(P-H@-`UYK;pP2wcP}!j;6t&zj8fyj
z2pSkmx^Be1yVsOgP1++r`uSZ;z$jCsHl4FqDCXU2+wtrr`E8Cg%^p2sfl~|}n2V&}
zOtAk(Q@rWo?2zoicWcpzMTKAS#JhjEAKze69Ro$H@_|`PnBq_<YO<d3aiy)zB|<k*
z^@qw=yed^|v-}_sOH#ZvWMaY+F0wI2ZsaO5+%dq0o;Rw~XK#9$G&%06L1X><X+NZv
zlu)-NJqK^8UU`-p&T|v6+wIt>SAr(FpQQ+ki>{Q$n)(0pdj25qe5k!e)vlA~&{NV)
zsYJ{W*l@v&a%N)%&rVeP7W}qpAav{749JQK?T`Q_iNs^0&Ewu(OdBY2;yX(^3hzea
z2q4KG_<05*r!4wFqp$yF99eW=l11?8(zYs!r`49DubF0;eNnh@c_DQP>uR9g(cQ(<
zieZU~A+y+5p^2-DLSH`#!0!CDQ#4YA5*1OwVVAm&XF?yd>sm2eOa1yn4}uSN?18N@
zij!6im86AEyvQgk-%$0jygEX9JW;8j_xhkaKnWsmf$jIh=gCRNHjKQkAqiAUkJG!x
z^Tu1{g-%l%l&CcIdNtUcIr3evQi@*}Co+K~k&ai!{vst+Kp(6t-^@QRBEmKror;@)
zO2gKgPH(uR^j2u?yCiJ@2cqR=>uTAb&tN}QckB`@ZK77M9h6K}oY&@`nXj6?i_G3W
z4hL!%SV%~4d*0*Jtt#3XU1L5v+x<1;oR}+!vXG6Pc&>J?9BmJf<(*D~8)lJ~W@t;Q
z|5n{>_@088Q0-G`)>XLwep&BUN`3Fn@yDFjQok<SGyJm67h8$N1l*hMo%7l}fwZ0K
z?j!k7o)ck~TAXd}|8o{n-@iZ6mUI&j1UPb86+I*>E{SPWRCV9}>%FCqYbI<dIS)fi
zVyJ7$YdwNbmiT!{o<`I<QV_ItH^i8k!eELb$}gi_L<AtdgFq_Q3}Tc4x7i$f8o68B
zq4-QG4&!Xf+SXPdvNJpMwdS*4_;c#Qs0%>&d_aq*pQ}AEEPK+k8dvXY>G};HNO<YI
zEP@leReZh7`LK8U_+vrqn4j0pw1h$x&|bS6zV@d_8p|MPd&h8bR9q;E=+MEHd7!j4
z|5>b7VH6cOH`BdiWx(DQ5FC72TU$F;;NfxTWX(a*ka2<8Nzw~K&j3IL<az+URsm&w
z{^-u<k<IOG1sia3*^j#zmMhzbR${1=emG9)R=?O$ajOAaF*2f_$ACZwD|?9(63uU{
zLPE`x+`{M+4>&)o+19YDrp>3hxVe|N_Zhvm&Pt(MS!ec%$r;`Q)2GsSi}BIEb{0%x
zi;?D=U1s|Wtvek#)G~3_m^{E_Z9j?Rd?<~(7Ja&EEg`t?pQ{*qZYbc1Cp=4Z6<8|u
zN^CBaS623o!D=U#w@YnCuB)ftO#vF|?JZg(&y6N0WUxqLK9EWy!@{0KC(|qob$sZM
zeRFPF`D~4CMJqN|FwEpt*_UwlQDY6o5|s|!4nX+AUME9rtgYVxf;v{(%N=75RQDO&
zV2-{=btm3{3w`qx1)x~bqfXk2tzM;^k_pJ8$pZ<eDaWIcQy|pG+I!|UsJhN)Rf|C&
z70Dlue@ab#DlQ?xd1<!M(AcvkuT8pq0oBHy^xm;c%pd6AjRmp*zaCn-9@|Ww2GlWy
z$^%1SF~2^`K20SkY!Mmfg-ha{^*SiKwSmeseBR${JI3v2DP=wKeIwdmqAPvaK;%9j
zW3dQoPAcLcGYgA8;3QL3mD;A1+8H*jMm*Y>X)3bpNmb{YEO%swySaURD`?v2_8GWU
z0H=BmCeW@y@Jp|4P7DA(p;s+7mX>Eq=_TC+R!57KaC|~S;Xrui5E0RiXB0F!K`-HQ
zmonbdSINPlV6oZ^cr0gx*6PhTIXN}d)MT$+yEePB!o#4rG<TYm^s=g|>PDH(;@1?7
zKk(_?h6eC<&jN3}KRF}y(43$7t~;;~rn*Khe4Sb7eD3<ETzjP}y2ZTYmsVT5OHYIN
zF4o$_*V_IKOzj0iLPN<F6ct@jnbU^bo=IY2Vl$Ep2{AF8w%y%<C~IKupK<k+h>Es|
zXM5K2j6uxd#%!lN0l=h<{~vm7H>PQ~80?bNZ{HqoC_F9wPA417R#jJX0$ZpAj3Gkr
z-*oa029qK0Pxflr!D9+LTLrJu2QDGEP6=`G#_ipj$SRW4hyA?>1-Z2yjc8Zj(+?>u
zF>4d47V*RtoBta)#qHifyi*LNUVRe%b*75q+_^?12l8W?;g(IIXC-JXuzyV@<9ZqO
z^5tJW!jV{@=%SvEWd{ZZmhmp67U>>h)zI_P^tiN;F_r}>c)#T-yTXk2d9r;wc_PDW
z!W9xQ@8G=-=A<{mS+n%#&vU4Zd%qFx$SW0kgy*xX;1a;A{dMAz7{Oe}<w<^vX5%wr
zu&(P?g*b+~Jo$$YAG*e^E=xU4Vy~_FflMu0QBN$~LjeLkP$CD)ZE1VAl2xInp(Eg!
zU)(`t0LuC9E?fsIm1=>&i8Vo+wI*3j_U|cjtbPq&IZaFJ+&OKJ)XO&^#LKx@G<<XZ
z711W>sYrB)bL^IiW>bm3)eRa9Fy_F5bhHRO%+-HI&^5H}HZ6-eLukZs*B#zX$(;Tq
zc_=?GBe~mYEIlTllt%Rx#n#eGp?ztY4@Ki6dgEx1Q$O1qUB5bt(9-YLV`~M{ClD1?
zD9fX=m97?(yshP2FMR{hq_c6erchGSRjd1XrPHuy>@;v(aNxG)7+Qp!tZ3n+ta5@O
z(LQJ2Zt&KO+2-0|G1XAWH3liHqYEJbv)_Zk{XUIjt!}5@iXhzlfOlT1$IE@l(DfCc
zjx^WX&IE~QKxg-?Eq4QQ&B$Z*+Wu^W>J5=iJc4yOK+oM_{%f>h0=XWyRrNU2#)g7I
zCZl<OSqQZVag9B{po*(r-Mos-<<K`H(d{^ak7Dm3@mDO!qyUsFvYWo1Zyeu3?+H}n
z3E~&)Zlva?Ph!EOseErqsg-;*g*WhT5*>m`)ZEami{UWUt6TIxXclCnxkMQ8&ac{b
zv&K6<pT<r>@0jz3r>JnNRzVaYKC|@5F<}rMd7|6SUlmm)lcU+6%u@`LF`Osqm(r*|
zm*q2Tg1Dmo8Q?E0XI|#3k~xi@_q&jSYbD{uJg-I2M7P}`a*VqlI0V}HtdmV6l}&_Z
zH;IUs#9<;9#Ie_e?&5GU!CfaUxpg~!76@vD^K1K^qkhePGHflxuQLM8#pj@$sO1n8
zkx^mZTL4ts28Ztt3jIp{DPR0g+*l^RKvG8%@ia`NTaJ28X+w^|M5S@S!-o!K&HWqs
zE~`-7x%wtbpVwR3=jGffS^duu(_GcQ#_z}0dg>sMUK(G?dz*l<{9>=2Od&}je&!%v
zlX)I;_w>$t4j<Q9ukn?8XU$-WMM#}%b6Ucq8tQU?qbYygQ?iL4-S@YaOkPnLMJel^
zB24C&tQS$k%y#$jlwpUcH_5i`(>PB)nOWfPg)Sd74i=O+gO|}SfN&~PGwViAON21L
zag9N?ps3^g-Te1-d3nTkLgu75q>%76VFqDp-v#pgFFmy-@tA9-EKRk>D_o0?nvA>!
zP1#U<d6A4hFKaXvtGzKrSOJILG?LsO)Q3?8K9Sj-@|y@0Ch+a4N!81=w4_ix3<(rG
z`o>ri65Y6I=aP)ed^8I8jK2ix>@B7<MrnT0rbr6@CYPnO==(QszR*cSrbQbGVH%zU
z&uAKL*?K)H-^Ii~lNBURzC2=rSnCRLTCzjN`<4`4jpuy??Z7X3-`hELf7eZKU}kXI
zn~M%SmI^$N7o^tf2mnUAG`MA0>B8%^zm%~Bwm>X$TJ|{T=XvicL!Wf`Jld!5s(vT-
z8?y3A?TG$e-qi#%5}Rw*`p@wdTr*E$*Nf-RUp*-UTZ|QyIMqWiGvI#4dte+TFWyQ{
zNqMrBothH4L*4%}DMQZ<B-RC~hp%N6b}Q~ZR4&xvgAKOY^@{6vj%wknEUq00I@fS*
zRUatDNfR3exVhQcxA^;EU|@J}0m^m?#-Z02*OZwNxzs+A`kiA4L`W_J#Y1(+<D-uU
zOHP4psFn|z^^-C%<UL|0LZ1iObV(Pp#jh2M8;RPid0dna8GoZGXTHt*-nk^cm=|A7
z-Svx<m8AkYbT1T5pJ13u{90M50JmnW-z~w{8gWw*8*s9)cGU2Oo<)c57z^;M;0cRk
z**4nVq<|%OomWW_9DtTTv=C&UIz=Z=dmbX&fk(0|tig<n?nQ^YYm)$?wLTe=C_Jv;
zjYXe*IJ@#dHRkfR)2FhKqA!DmCD-t8ofZB&ZXvg-3wCy8E}(auUDp!%Eav#2{G=Ak
zx?{9|UssL_kl+<}Yl?CewoFDw&L)TqizAQB+OU~OMFOAlO0^*3ey$4zC71s`=W(5$
zW_hr4Z{FAsul2uDAVV^4+KyyXTGq4b2s>p)3=x3fu@O+OznY`zLKzP_kVo0KUsS=%
zB^gLswbHF!MLwO@9Xt2y^1u(#H@C$fSJ=-9F$b6JX(r&Q88g1F45fdsP+$h-{{Ft<
zfph<W750{j(y;o2_`{}_;0&MqwSt!gvr+)K0M_B-$DD|oN#pB!my`xeeubLn4B8?0
znvW9V&RZ5Q8Jl&C0mb7{=>4b{ee<>tbPGzTeoYmS*qx)R^uV)s=<Cw1MX#LV%IZV(
zf*lGa`E?7xT)V`z2ddpseVr`5V;t&;{3i@1+5+7tHq(frUqo<P>-+wVM0}}m@rH6l
z1U+8`V5fGP`943X__o_?r<X)Y3p}y-#Q_40b0qEs5_#0Wcn~3o>hSjui}0fdxaFPv
z<?Z*E3(RxA$B*wTxpmd9GOI&2PUGScyD7q(p=&~E$t%oAR*yx0Q12J|nE`ce#cgk&
zd-R&ZC1DwXtiiz>>gIH2U%-A-YRKsw2G8>-$Nbk?4mUTL&rG&$95cB_A`ohIyWT`a
z!HCv&IqXj3DTp2Qy48uyTeolbOm6YZ_m3QKTO;^F$R?B;yz-SKDxa8t(fbh$@QXu9
zX}Lf!7XCPHj8iJ_CeG6+)txXo8_o@O`B+9m+O%1xUe>Q^?C(Dx$T9+L%RPhaoAHz6
zXrDAJUVVKHCD`K~t52&km|cwDd3Z3X_8bU_UFkl84EdSVx|{Q9({Cc>iVCjAXX{$y
zanTRV1<KvqNmca^78#CQYXZO$c2_R++NIIz(5lR57vmwp_j5G?wIxmU(9VhguwkzO
zJDo;`)^^r6>ylurlfRp1YCx-UU?dw;IQVN*@|ZO+Be(b|kjGmG+K!3oPd_-5vqD4!
z`6`ZwdcerI6oEn<Wc7YybZ^I^r>B4J#N-bu1JE!j>zrRuetKz%(-{rO2as7Jcj4bQ
zE_d`_@<2$hsW{1n3ob-*b)V$$7}Nu{uODch1^7a~&BDzCc2o!yu$AgIzV3asi<e<8
z0~-@{#%p}{ovlQr%yPbO%NvAKy=h9E!opfSXsL&vpIsqC&%u+|fF2HP1FWF46LbX$
z<meVQKOQ6bI)sLKZt<&X9*+`%-V)fWkhrJo#eEQO_@osunI9nrHJ)O;I-h(Qd~o)6
zR8=!T>nFZ(>O=OI-6!q^B_+ZYz@@VY4EA_89gu9!RD%vJ%CiqwNFh*KVCZa<Jm`RJ
z9(|NKRNbkfs_H^hu{JbyCuMvrrPCqTwLXcjIBp*U?Xvv6pyA>6=0bPI!-f|<1?C;C
zKvhC`V^@vxx}&u<HG4qLv}}LFnYv*2t^Z@H-HBB$Uf#>P^f{LApMHB}ul5;KA-%_A
zHrJK_2%IrCqIzGGW*7<msx+wg1We*BHHZVuNKcPeIZ3)2D+COr_THdfq8c#|x@1#t
zN3gvztYc<oHhH*?Hv$24ms2)pS5jsf9odU*aXc!QkO-%4jdxXLW$|h(@W`PzEMj}7
z^RLruX=uFs986N4xa)cQHfq_ELCRfYWq)pLqpY@t!6OK?&JenT6o~bV9~{&Io-2vz
z6N7V$AA&!(hWFK4nq%@-;Fv}vZ{7v#6+)b(a)Q{g?eJo)?~pKm&owhQmk+pc(m_)}
z0)TCnfHl<6(ZQF?@#htX<A8;?FI6E>rQGxX-^Dv4xVgDm8O=QN?kg=VZ6kCK@&@GR
zSCa}iZw5fyJ3FZs6obw)H*-1Ew-J|JVrLIzP^AXWEI#DZD0|gMa&k{Z>z)r)%(mPk
zdoc~qbNfaxw<y9u&`>G28z)eE!GXxrkRg!ze-bGJ5d#~@mcWHhLMK^S-`4OX38lMt
zDaSHbOr{AO+zcLhcvP0DBIbd)A#k#(r3EyvQc%&*c^Eba(<x$iR^NdZZS=-Q3h=qN
z<6XPRi7nhk;QjlTYj<a5gw?yH)D&2kXN(cWKA_JdOoW^i^l<zy&Y}y90*$2$SQDHc
zB^A{@(De<#<tw~CS?de>GSt62izL~K3kvR6)!+<VSB9BKpGO-*4%{2vAWwa)1vRy?
zuK*Y<7rm{lOqB;$R3zTRVgs>SXnb>Vx6)og!_Y*vN9p1P%=R`_cjy&!dwY8peZ-^Y
zJh578&kHbai}AwFoi851a+WFuoDTv2lWR93E-ub(?G8e+D{74G$fzyuh_9>@U9aP*
z-=zTH8YX47vq56_-`1jeet*w@nRZvoeEDV?Y)crkQmfk8fXjjMe{vZ;{mo^xTMf>R
zM|DGlKXl02v)<$@-5w_<GjggF*FA(v6&UimcCW~j{B7d}#$InveQ)rE%9UMvLMfS{
z>^%nibn)v}{!wNYQ(SVaqLPPxNQUZ>LJL=8X&6GX=K(O?b*S4mAP>syLGNq{wg6Up
z5XD!$b$^3pyF^XYxQm_eH|WQww%4g7yi6Y1gL8GkD;NjpR>D}Z<2r*?Schf(F-u1+
z!U>;;EK+Vg53;075CvLvAjAlP{YIgXdwKbs^6K$<li=F4Z2i()tWa+Fo@D6eGAZM3
zedHBm)%r<;-7$Sw6C)DFaM7}xLMQq~jqBTin{$iC!OBN0)(8vn^Rt15gjzmp?j3qi
zeA+xg$b{s4;6@t_Fq5iN62f`NFqI@K^wcBAg|0M3Mz135KF(u}rRL}mt1yiLy@oIS
zWOtL#eC0!svS4;)wzZGG$|JmD!Y<xP<O_LYJaAVcL{on|e><vp6rUb%H$%E&t|$gQ
z*8wi#VN@5kxfb-HuMx<*RS}_(+UvPvsM@1MJk2MV=-YD9PH-3WIA`thOx<-monqs_
zO~;v$8g_AY)$-0$;dGxcF;t(uqf4@qzkhFr1W9AOujh@D;zeHT;_o`)7Nh_)fNP%?
zn6r16T#O*L;u5wQ#(O{3P7W<hG}IpMXPqB!C%A?00S|amnrzrE$0?+nWOY$Pl5a4y
z${^vE5~wWh=1SMl?ZyR}Jhm-F6sfs?(No4x)D1!=U*7$t-Q8M}@S<X@cHVu{1J2&=
zU|KziMSp^7RaQdKt%ENWCFz6j0!DIi=w0N5b?@U~8#u-vI1XL;r%rM6k!G}H4}jK-
zA4&0g$q3e`E%$v%2wxBK&6$<kdaU}01LxI^<Le8cUdx4+w3~jrW?lS?;GQDzGK)J>
z9XZHK1Jz$=Wo;_Kc+)W^$txW+OM|)>Zsh4^5&o<W6uMc<&ENXp6@!??-fTH)dxIIN
zSOXPX((0Ge_IP{uE<Mukb<?^EVdm6jXR|Qf`>IXFytCiTR3m1Jt{nsh!IN^pOovq#
z63}Paq$ZR{B~hq#>t-GMd4=cK2E~e^l0q<t$|2;JwArC5GMCg5799;uVSIE9gA*i{
zR==+Dy?URv*R>ISzdBJ1eE$K<%?hu40A%6`87{e0Z2|rMI)1MWj~_28&)TvXxLSN~
zbYmi*?}er7NdaB7@W8H)OaQ4}MstaZUc|!@kYEyvzpwlc@}F$b7B(`HdoX6sM0;`O
zHjtIxYZlBxxuk`#qYT7;I^l@I65(HUI$(a^u)uQ|54iOa1oaWuH&08AIb?F=6||Xz
z`eg&{^l$c`!rA4*4RWSRS-&iwx>ujQCKdsf+}I4b+QE4GI3(E|zvQo8y%J8st>I`h
zZ6CAqYb(-HAQko4<Pr0d=Vv#!u78{H!chDEb51n{L&Jotl|J2c7jLMLjUK9pGs7Iq
z+;m=Y43k*LT6LU7j&{z!`1|<a5}9IIJz%;qTOMTKDUO+_6`F;TNva|v-+cy!h~DCZ
zGiFf3pB3<1rrONg*$@+$g~1VxO-sCe&&(uhCt3}vUin?<IfbwDK!?e&6IzBrVCO?{
z=r+3yxdlL&-DC0hS*kcW`vXVCD=Y`rt`|<q{AfY=p+AFPV7O1|OG8S+tp8vc9_OJ_
zCx(2-Q$lzCN0-!(!gXiICC=!;6r0brvDwscy^VU<0TCtOp>aY?Vz}=xReV%i$9fQZ
za}c<feyTj(s$+fW@m;Dh<|bsah~V?|$rA%IW^H5V+)57=+L)=A2ygs$IE&=C+og2g
zg5rtVlEl)qFJjW{Q{O3QgjESv;kN@#jt&omV<c%#wFBZn12Xy;5q0%4^J^B*i4VDH
zegIgR{OkBS-C_6l;b7Zx_K!urP~2sbpqqaHB)*{FqQ!V$2t@BW(7VnuGQuL-j_i`(
zS7Jg#*@~%3VoTEuMTEn5&2g72?|)gfBx@b5_=O6tUW-|17>spW9WEyBu(8GD<;+7#
z?;WmPy)3N;Sfm*DV`1MdsXw$U4nDq;@>y4!el@rkH@sZ57YHZ?mrLH378{6kmC@}M
z79F>D!pJgz@2>l<zfJLk9wvxidKpi@k--{xp)Cb?PHuo5TqM@v=1UIoU0LTO$~-S(
z8{bLoOT#|aJlhSXthh{E?5pNG*2eA**VCRN0>3XYs8I?(&N_0@a#m(PiNCnAh+~#B
zv$o-dS*u6AK(f@PrZ~%Dp8x(HD=7skU#?|q5PcESatN;!56j6fuF8R0z7+`$+DZY|
zjGVjt7r%P_cGDWuNK<{sMX$mk9f*-MOOQ=i&Rot5@G3RcCatux`qgjw$^CHZ{+O1R
zA;R9nqfg(>kvb)pg@8=3IP<VX<gj}Xt<{ko_HcH7Ru;G^IC)D)XR&g>tv_(EHO#vl
zp?e<!Y-tu~!wD;PD;Iahta}Uj{_6^ML|LJz!|E?LU5~CGO}wTZsP3q(Nu%#M=39i1
zS-|`aWr0hhMGD^=T|AIz0Edm<M?9vZSXBg+UH>@ZwlPW&injS@4?g7*7Z<mAj6sQ=
zd@_r)^-w$-)k8c+ZYRJ*y#-p)^l-Kb;@@W-cu$4HaNnvGfX(>kvk2b8$g1M0Ou@6M
zEv~9^yukh^u{;JkCVwz7$Im2_`ztLk*?qJ}F9g1L&cvSZ*Ot?gcXemJ&|eT=>hA*I
zg)7aE<_{(K1#e|jS$Ehl!+5(+?kcz+D=u<P1TgNmm#+28mwqR-<k@wR3+RgnS=&{`
z^W)EC1J<42RYZ~P+Zwm&PEh~8zthv%l-av0z4!ilU_tB=%U2J?(1o09VB1eD6Zlje
ztdJ4?y$H9oAbf@u8W#~L&_xH7<>b||Qp~aoFkHV94Tpg$mwNK1KmusrO-Ewqck3A!
zNXZJ?ihZEGFy0DVgG(c0XQ3S*&t=tb(fpVzxzyu!d+50$;FZRA5^_pOCEN_Tc>Btu
zFUbW31$~G$0O7XqKl0)PaH1Ymzy9jR#zrjS09zcKcVMjqx7K_cN|zvWX*Zkv*DY#5
zY5;I^0>7uw3w&l)z};R1jGPXxt{M1WD(M~rJ$}8Q;=!9KQ_IRkvuyd}tED`4EQL#e
z8r=TTl5+WT`zNgSGTeHEw8fPm4_JaqLUO$)h<;2Nz=gwugEy_LtiVs^Y^`;ytgbfg
z0n_IWyplc1GyJKaAO2TrWRRvsB_;O_4JS^rLz)(rn#DFBr9TS?T*uR%e3I~|oWmW@
zx#-3$C+hDPix5NVY_4LKwC>$wcHg{yU1bG6z3D~2x(zy~`}ASe3c$9yHe||URHd^;
znfP}@By&2IDEN7&Ya${M(a|)dv{zs5tW9v|QczIH8yXtENrH`EzWRSLfxevRH?Ttw
zH_y(R-CHRD9j5lbdN%~?t(28X#UvyGTkbW>y?F5=z@8uXKkI9TF~93;^g?DY%Z%Xg
za*pg4@CzD=A{Gp1&M*a7dav;a3f{Bfo)kgmzpYZL`KM!}(zRjz!ODyYGPmzP?HUyx
zJuVDmZMx9066N@Xs=ea5vCYjH?ERX7%~c(vM0+M_a^mlX&p40g5&uVRtv7&6FVe`o
z>dQML8`e@O(0J9}-u|sC&Yx97ODkX~I%zqCUgAdORMo-3!4h!(&Qy#ufMQ(%At?+r
zN6o7FD)(c?zjZ>ML*C2qG_>u*rL_(XX-mp<y|L#PvFI54vU_b|2>h}SbS}uFM7K+`
z?H@qZv1cDyoABWSM-QKS$q4v4qRhNJb`cSgjq%7TRu+~UW3!XoKU|)G8nOR@sA9R{
zj@{BSs<wf^lATJ*G1dZoJr)!$QrnEHsr%Ki5rIb3L8FXe=4H3Kg*)JzE*C}Zk}EqM
zi0&XfYvV8Y$jw%XfhG|3&ns5uQauuJg{`%1!(^%$hWdp)=X#IEI$-jI-H4gpa{`SV
zB9j@#c+=<JtT1<j#|a;z|JU1jMm4p4?H)xysiH_P9+9SWQEDiHRB2+R3(}?65Sk!L
z)1dTXP`XHw8hWo%LJ<%GK{`k$^b+pcdd~kn?|bhUcib=cQ$9eFot>Sv=bH0*eh)7^
zWfc~P!B0=a8qtTaz>UB4qE<f01#PxZC5jqFH=JTV{x$Y^KggmpRzS?AKYg{61E>{8
z%bm@4Ig$hA;`f5)Al+iZ4XdzDzul^dP#OrAwtc{OM2h*dui8u^I(Zr}yTNj+uEDnZ
z5h84%7U>zvCx1&$Op}%B8Zo%(Qh<Gg%`aD$_MW%a116ce(RGJ51;{`5F(v@n3Kdd@
zMr&v=TI<G(b7u^zfzO9M?AXIH`6neo2p!9|tlbI!l-h$|*EfncSMqpPKm3$Opz155
z9hda+@Wc(4^+EG1>3oEeWVArYx%H2H=T0@7#K>XcbN{*70H0U2Mrc*eaGt@iFOz4?
z<~|A*NWO}j7ks>mdZ_it(3wONIKGa$U<jgP-Fw*ENyXn<FvAg{O4hwAucogD`BWAM
zNJ$-f3WJ3{*2aMn+PKYiC-Jmut~0*o(ufTyJnM5`I7!+w|A%Im`F^xB3vA=@S&z-x
zk8CnpDs~T7ucZqT_x-M+w=O4Gi#Qs%IJ=zPM@Z<Y0ga8seZSGProV3v@4;3IFi?8I
zx}ptfJA*hYc-E@cYL{e%UsfH(yl6H}^2XjQ;ASVUx*}jQij&KmwYM{5Wm_06Z1vcf
zyfuAF)c2no!FS^J)tX&n=U?5xp`wMrdQSKb-!>qbYgCc8=|BbQOWnh%=4<V^eZCqc
zXD8`s;AU<sR#UskYcFA_wf{iVmz^^3&sP<hO?G~!ZQ#0fX#b(7noBmFMx71J(Ljv1
zH>gMLEFD=;vV+CHYT>|Zdp|*U&1NmVz=LJ}TjkuIgY1YkpQC}tz?tcW%b?oG+L8Uw
z{pz>m=ypQ<0}4=OXMnpOIo>&=W8=kDPJvnbPC;h++X}{l_xpO)<=7W||J&QF*3=D3
zWT%krORI|Qa>S=Z1;M(R7zPW16o`mQC?QvC9DjdcP>XvBEK8lv@7pSj$%f03X)KbN
z>mkWLSJiu$Ys}jFuz!~X)#~B&)pdjA+zSyi=fQz+K7pR0bWky{9~9J#;c%3555Dy8
ziX*z^#~=`HadZ1y;<;Pica=n<?>eB)a}s7VCigC<qW)D;Rc?RYTVG90*AY@@n<?0t
z3!qAfrMo*Rn}2`&yVk_YbzMl$)WZx~)h)my{y?*~xU<)Hy$#H$-?P#DdLKUu?|ju3
z(IZ(ayG~Yz@)AD#-wr%ECDHF2e;Vj$0`X7kb(K4j%intpl!3DDU0MxW#_Yp^+Q!k<
z&VSb+*?Gq+#ClX~_9AaXtDgGMRY*$zc~S!|ADYw^y;x&+)TaDb8A1*uLxb-zf?u*y
zim!)c9aUMRIt$k=fA2B?pPq$={lHe6_Q9=^u#|tl4e0yp3cxLvCxR6fdB2%(*v;f5
zpu1X?4*S>7a@Z~{T<B~P`S&UHSRMO3`dug`>yjJC(I*DmSpjKTFV#hoqxE6KUkl5(
zhaN(D(cgQcM>vAyYi6ue%XguuY2xoV*2wx<&c^nMri3tCg9AejF!8ecJs@d}2%69P
z41}V%{T7MGCj`L1OF6i+QoY?c*rC8mo6GvorT%ABP*t_vhO5DAP!FO#dLz#ZC4w%C
zcd9bZyOHeT##jK@u4b=)pMB8~*jol^eIW<+6tE&b^sTOp^(Z`yJ6>!&Q#7v_;NCn6
zU!p4D^zGOXy5#5}le;swK>pj}3ML&!UTbmY_lNrx&NZOKZje+dHXKC<DcqVzhXuX)
z`vSfqDLG<`9PAxcaJ*LI&u}%w$lcq#yL#K!CzpeY3ZGe~m5T9TMv9SjDng3oKje<o
z)GJ@|4;sh<nn~cj;B=@Va}&^jQgX+Yhlz*&WTMRQ*DulR8nw!Re@^2iuoORpCo8WW
zV}0%q*Z2>08LZ{AUea3C@`yGVQDQ0nHi%<2lK*Xx2HRM2fW7%5(}OTT>bmPmw*ZF>
z|A!sIlN*jTuAUz06lQN!4E>#aTA04_m)L{q8Ny`bFy63?XyHi9%@2+xL<{)Ut~DyT
zxb-@^qQT^4YyNs$xc@N6wKULOY&LspjfFfmpC+`GbOu3}mY=|g@r&boc+AK&t5FOt
zY}6CbA-E=8gzN#^c+wze{>zW)e=FAE;H>h2OTCX_F?eeJ4iI)Y;N*0M$3k0!6lBK}
zw84njOOi<56}lvV7nt8;0thv{r@jzR%`dgx>Cfgh>6g}+qsp>`3Gl^38`jLvA8JQ~
zIKK*<v&U9OLY$DmYe3~A;4uMuIav{n`kOA!>2+PIML(v0T=@OWZj~hbrqj2E%cM9C
zO8OUNpg~~34s|L3sgAy4Vl>m^V0ia+Gls@cEIzQ>kbhI6to0sTapDPviQ`Vs+nuS-
zcF@gGviR%INdRb-^v(X!ru&0GxMO|vxMxXpg21rUNVc(j`EusVQ$%@?`jSz~Eqi3m
z)lq@Ucm2yob|;S|S5(y7EZ;(9oYP#cBkWICEyvDA<r#gzpF`SvdFDZMOiY4r3-VBI
zM1Y!T(m2lb0&%zZNm<VrT=Ar6jySShys|Vcytb29;rTyLgFXo`+*sDs@zlx6OI~_I
zH#e=WjnNWW^6jku^StdB1?=X@L7Vuk)6JHr{_`>JPXc36+2O&hwD{PyE*@#=RE7eM
zJHRwxS>^a7{)VGORWAI3i$fCB3aTT&9u&{==PUieBrJCdT%YfNkZW*gXzIKti=H9&
zZXEx}U7*hZQv8jrb*}gwl9KsMalZ@!m1~O_2C7UsqxkHdIii3|ZthIhRt`6THbV<Y
zknigc-{t}j_lB>$y1ri_9hLGrYEQhrDWSFXV1T4;{(Pyj(UkQ&1c^itP_^~$ZM5Fh
z(`@mVr-)snZJ7vB<?wboFr9H|sBYNGEnvUMM_w=FajCxs`e8Pivj6_97{jfVZv~ly
zh;SQCWs#Vn(jEACW|`%+T$@$dI$KX#n6i@M?P_b666q(<QV;z4!vSmNBdwez+tyqa
zl9Ii3j*J3xhQyt-RGC)3YU;eOGTRi!tZ%NT-@e^ZOtuV!zP~EZ>Kogyi8Hpk5`&@*
z_OUuNp!ZcN%=eg;l74DM{gZ4yB+9q^ob6zHF)OFl<64eQX7`g>pk~p0t-iEqYRvcN
z&2@Bo103qS9cf{nK8^D{`Hadzr(s<s7B0-zIN`6kFeBDGwB;_3K0QujCi%Gk+xH@S
z$-fXW_2sx^!wJ4SaR|I|3q_Mp-By3fyErfVQhM-z*sE}#2oAkJ{zEyb=$p-U59b#5
z6MAR>TUS@tfgblLxwm{^QJ2K3F^misosR9WxeO127uDLjz2qgT!x<>~*ZEkdaFCm#
zsvATjcO4V4Qj0O$Pqtb!S#6h=ukesbSK`McDy{TS!^`6z8t=m;24d2#SnDS<)WCV3
z(Cs9=xJJz;x`X?Wm)q}Mi9h}@g|t_8IScdH7mmm(GR2wJ=4M?zbMI>$1!!{)9Nab6
zK1Ip;`&#3aji1hW<o_vS2^oS(1KOj$U7BPS8l(5mTsExi69tIk1dY^z5q9QZ8*BJD
zB;kVKwwrkT#Vp7Ky>noiw0AaVqNX_Lm%fzs^N1A2-FZ`F!<H#ad7g{VWrGR|*VCte
z<UogaFlfSCoQ{G_8zTbdi#7Yxd_dXpJd~TF9zYxifW>D40uyg-xiL$+T<wk*Ny9L;
zi-X=eq-x1CsY8`HjH?62mm5G*={<e=X%NkJV730USlTQOxive5M8=0vY<?7<f6MuZ
zXZd#VeVl1R?!L9@j-F)#;}S9PYj81nV-N_fOGfxndXYQ|fBL*?L=oeJUAW4QT@euw
z&N3|aNUx<syyLG=o2*BQEM`_$wZNdoqhR<1ObiwQ%{dcH&2{hHyHK+~mo%lC0R(bS
ze6gSW!Db9&n_ssSXP*ITuqo^i0<YI1aqjC~oM}bw>zCfTF6H8-p3KcJ?g~4BpH9Yn
z_3$&g0Rcz*i-=E9bpZLGbP2I3`FF%gObrZJAp7HZIXN_dMIm+%(f~XFfP)WNb4N!<
zuW>(FhM!)#CbTxenBA26#W!4nAJwMq>x9VBJZS*M>Q|qkZw{uYi|6@M#N*?P@y5WV
zu<H}8WzS~hw(<4+!9q{ytqIys74O0>UApvrWJC>&ba@PW<^g%&(4B)u?npTJ_3IQJ
zrJWM54Ksb9pyi8O8>@(tk&&_PiWhMME>GM41D#<@aBhA+96z=c|KWos6&2M~*%++W
zZdh=ms=Zyc@VS<QL%xKZS@T&bkL7q?3HWn!Afe^;U~&{P@c`f^XIU<;U~+Qu?99wp
z$sazn0D&j7;@=L>e=(0PL5L~PglTby8()!qmeO{IUDoHZp(g-6PkA4ybOqnke%y&k
zx<T_l&7H00BJemFhGCzS>h8ncHHNxyB$6T6)7iODLe61KVifJjQCd<GGSZcnmd3})
zsd)6Z4eV+D_&Oc^?Dv1ejzB|6k?i{DV(<#p{fSYvNfh<gaL1}xJLZWD_k4Fv<JffP
zzrYMx!2Kx_C1ur_u<2?6bfQx`DsNe7=l3Bs?S%;kzyJffTd-wDTA5+~-tDg^#vcLf
z(QJoqg%RKpv?wz1cCWlx1CSx3GXNklb#rZD;r#IQKXcPB>FG+z^GmCM`{~2C`LD^T
z;_u1neB<B1qvx1v6$p2vXl|a?o&-S|HrCHM{1@)%pTQ|DEp4j(=331ENkEJ8^+S!(
z1D7fGGMWicA>Qo!zR*@rday}NNlC{uTk`@7a7W*q-l6_)<I?D-T+px-i(l#=Ml^Rl
z71=^MQupUqGatC0=z_sZ8$wA43`)ft*It1C1Jd1HHiChb%(D<I6OOY7?Dge{qpP9r
z0D8WT309->yaVX(#RnrB<lS_WrMo%C6e?7THT{0?{(T-U+VV*_<c?XF0hK)PNB*ik
z`t+JT6%hP9!~<$&4ws9!3jB{XA}D5B2U+}@entg`v-<s2NSEy4Q;d#hKXOCwm9>!h
ztjEh4oRpD#j6dA*7<DT*>^dy{dBqp``E+kl(E)wsW{gR8d0B8KHFYX_?hU63S?8Ke
zY3n_wL@Y^HjMQ!pZ;ckYEGA}u5po!&5*-1c>H(<q{PBNp?@^ejn<XB-oGEK7tG4qU
zVsh2yr^DnZW~qKX^W6r@l`kHb!cg8{pW{qry}wmu)I<^16%u&~Km@cfo1|=zu~$sr
z4ZFB1IG6tmMdrjy=C-v=E5o#V00V^LEx>IEHFEiAUyYc5CXIa1*X8e+s_ijzkwa(u
zHGXQLG^y>UwF&fI7QSGk4kR2p#t)(%ADrV)5|2k3Z{A|0+yWk8v+P&Mq>D9@jxtaK
z{;rrfY2*f-Fn+H4VlXQ*NWbV==noo<3Q2K=>wMUFvrH`V7yw7pgDDvL!Fcy->rGyB
zZ?EOkDe?$!_KyRjeQGDhNnAraE28It2C<J~7?~dGd@9Ew?XEDQuB^zz^Ohi0TW8}&
z!{uqS!o*-MJSo0U1Lyc$_8LJJPUy)HfAh|zLRXVM0MOiNgXSu-r_J7ysk&fLE~aN`
zc4l9o!iJ3znv}KG04A?p&Vf={59L99J=kdirst8q5iZ%I^1bQ(;~$V@bhOs^z3;$1
zYzNtc7Y9#FU{d#d>es!7+pMUX`km-|Sh^Hx;2iw<Y5u-eGLepxvrP-h&GPTx%~7A$
z4Z2Bc(CAp+QB!1l!#BbF<8l$H^OJ1!7v3X5wR4L1>Fdd~H~Jhte#n)sq7>U7aR()t
zdZz<ZP?_Uob%PAhTNQU+ez^ZbPv?3p%j^T$@9{Gu%<iGw2qFb7Aml6Y))w(yw-dCW
z8w&6AdfoyXn6g<-e;lz*Y&2;EZ4P?<#o01qs>pSTPFvR>8X!ZbFr6*$P}QO>+>iDa
zgy;fHV^+72WwW82>`Ml3h(nA%EHA!wom%L@Pbtx!jcvhuz1RV@NCePoW=z^9j<yf8
z>9IW#b!3!CzzgQuWX{)$uO9e%SzZYCs(RlA_5*h+dp+kL4U7g^l&qTau?gN>owE=*
zwF>o8G%2~6Z;G)m8l2M>{&vwfsH{kfd^;1kqo*|bf7P_Obv84GJElB`G{+UMxIvxA
zakJFDAGC=o`ECN&+3EA7xj?7~tbf+?g|?%9xnZ~1uVsB>rx=$W#r6SHWTnk*G0iZF
z%Rv1yebGCOsDxfNKFlhGY{kNNaKTBJXw$)zE+7`eLaIDe{b)^q9=6d#y;HLHYjVm}
z-Gi5CGPjQF(tYu8n%tn4?Gp6ISN)qgpEExnzg&V>NcHb42HG6-no9XQ3GbJiiwns+
zf*qj(#xIF)j#%dYJ#EF?HRtI9E`b`V4|rxf6LByB)P=z94e^k)0B1U<0<TMNkA87W
z>El#YI$4_Qz^JI1EL!w!0T26txM+V|Ys*1j^qxGkTzg8g)(vwhhWDa0`Gd?ec`LbV
z2PVvruiJr<;||7nVE39bR0_I@&K);DI$Q+qP~N|OMAcTTv1;D!c$pT^kP39(E$V0B
zF`Cf^gGv?P;n5&3K_JJ5K1y`AwWC4HN0FI%?oLx<b<5SVqk>}d6NcEy;1+m;^H*x<
z{T!vOB6*46;_HfWSKrAE)s$J|Or=IP1@rCc$@oNTy4!%j>%E=B65TW&G>rJNs^7U>
zV`;${&OF#=%o=8)u_9xpn^ACnfik1tD!)uqh`1)(jxVV}95-C_4BEczXm14*Y(;_*
zuZ_u5Hs5L(ay5Z_?Op5~)Wsk(TReCU%G%WL3IsQ;z~qavyCftZl~iz>`J=vfO5L*4
zUleuzYUx8)v+TO*`MPQ=mef^AfGxM4Tfl3HdvV$dC_(zAUqB&L+J1a`^I;O7ebPyf
zLy~9+y-($9*&m4-b#g)u^(IAIr`NdJvG+*^HA{R{YWLs`cY-porM}#}ME2#Ao4V*K
zyd7`a*H~)0L0wmbRl)GKt7mHYW$iF3;hm|Cy22N&soHs5!(g`e0B%@w8#jtMD58A|
zwjXz|eYT^m3Myb^a@ettf=D&D27$L(50UjE^Xi!emlZf&z^(i1_ELrlSl4SdZH2#9
zOI;Bzo*w7TH{Lf^TRVj?aFHT(%|ducyelJzma%B<U$ZYuNa1#JcI*i76S3AWx)l!E
zJY*yvgYl%k^B)XGRDpHFZI`e}OD_KgG=we;+&*&4ju^6v{UDrBR1|Sv{UyztH#=#x
z?_|x6dOyl*J4+J%$V}pC?)?G^d(<&-O)y_v$=cyQrMf7$RMgV@8K|H^nJ)MH1=);K
zP>(oc?;6ygLvj#Zd2R0FKN#f_={QtB7ZSvzM&o1*pYP5BBaI&7q8kYut2_kSlVWzy
zBz#fE@@q#flz)zMu3IlLZ_Hx(7@?C@<KN|R{cMNFnqOtHJe{A6fCi=zA(OCKl5U!q
z$ar<|**5@{{DX4Cc6bw_AL|nNCF$PfilffZ;iwqqWa9;<S>G~3v7p9X*H(&45n=sn
zr$Tv&9yC{Z!E-U_!?3FPv1w-?U@`7r?xPixlnr3zf?fCufRZ4r;yaFVTpm{zb(3c0
zCm&zg{QW*`-Au2E5S#7LN)!YXlw}#QpxPQlUD?1B4{T!(+jNL>zB&kUOzyVMrI{ro
z1H)^;lz1Wa>0dLe5pg8)7=px2ExLd;f=h(M2S!COSBGG@bjC(00-4HH){jH>iZZMo
zllO#aGyq?+0wz~d^)UQbGu+ti;G6EG*`<I_Ph$~=0>2g(E~}`}Rkj<*&RJt+*!N=5
zWqm>;F>Z_NI^NrJg_c;^k)JhZ;3?hj>KLlO>aref4A$sbE2S6YFI|w_6|(JWn377|
z-SMd0@3v3f!@D`B9}22|G-0m@Kvg-UuZGE$`PVs5+RNjLL{zYI=WIBteBvec>@=0n
z*-Pu&#Dc38rxEGtFM#z*KWv|%Wfmmlk{Aio8{2tqpcBk&cvf9JO3-Nl?%taMUYCff
zr`t-Cu^hmZEb_}f(EZW`t<{0o*v*BGL9&G}2uy>RHhmY%Oi$7<+QiuhCr6+pr3;`h
z=Bf%L6qz~hzU-FiJTVbuzYTQW)}BiA<Ac;$w{c|&H??&RfwQ}CJ^)Es>&Hr+T=Wcg
z*%4RZD0S`OaXhf|Oq*>>u1$1&rTEdsY#<G}XBINW(V<g9-zMJ3*1BF1sIj38t78Y_
z@@_U*GU;YncP?DJ!IyzMEG6ZTa2^y<@hi0!FTi4hNzbjlvm9#fUs=Dmdxn>&+t%c%
zfYCup_ZDHu(3voIu5WAnc)l;)>o`xuiyP3L9{jn)9ft7SZTFrBNXHDL`|VhYy1gev
zp=O}f=G+{s?aIOh3f}by7SosP@;4y!_pl)LHduw}R;SfD#!%`f<+kOT1w*HZez|&-
ztf45@-*ihxKhQ4#zrP<5Ijy%2CJHLX%}@4-t_$BjB_S_k)KoWY**DISsi%R6lc-$4
zlJ%syUJN4j9=;bI8mjx}kUWNDteEQ1CGKv094B$Fj2b{uGShL`-K_$t_un_w*o;P+
zmWr$B=@3!NYan>WcRL)sZC0K-6Uz947V_ZJ?QNPUE-ZgWak1WtX78mLd+Za}f)=Rg
z(s6tQ4MvbYwU2!E&j7|kamMcZ<S=D#{5<Q%4P?fhwTVz2qC_BO`QYGn{OG`2`&~S4
zcI3<JfyO6I=|+{^W8~x!ucwJOW8Y+qdVI{H5U7Edc-1|rLC52;E?rlU=637Gfz^m6
zlgPb*yQ??l#6=<n+3C$@(@SUu!_Mug%AkHE#JK>nTq=!2iahZ2C!GwQB3gI~Rw$Ua
zkIYZGA=Y%ThRqQ7QlR90T^|NBDjt51;afOfA|bCY{{DSP0S#IY9<zfXMl~GcBD5;|
ziKaj!nmI;!_ht2L$3Yoiq1(v1ut?Sj44h;O#p{bqU=>)kr+vlqh~?2tg`KTTrs)zf
zcr8}EXB$G=28fD4pOa4IfSLl`ttK+)vG>(^?CNF5k;j$xcnJVWkq(>+l!2;!zY~Q-
z#`md@yo3~RJO*IlR$tQR<F5a(DkWze{LqF)hiFI7PKD=qGDvLHCH=ijGTTB8R<AJj
zClS!EQqRl<RJ)It!C@N~=m;*yM=HPxoS8K7gFCaTm$N$V@)`=<p8BfV+S+8{7UUID
zlG*)&_NU0}{iwNpy;_V%y~>lvl35o%?0**H9>r`Hyls|&!3J?>j1+L27BGqCa9P5!
z68XAQCTQGNPHyMje`uAoR6>0QeENr=Pq?u5MKl{!pRd%`zpM3%(*+#YPjEk65xhWA
zSSRAinnB$t6-XQt8PHOmcMjf};O<gRBXH7ml^j^yn=+`}j{VX16x=T^o`YU4tgbG<
z>mv{=6vnL<cE0{RCR$2E@{{Q~=5wmQk1G%%p*3FjONPD}@-j+C13K?-{w2El3C|fs
zzm<PH{}7wp!x5!nA*?!}=%@-oCE~p!-y+VG<&_Y6lN*7zeGLa45))saUKazWxS5=T
z&4{$p<-SCBidpR)+$o|iE~)wtvd2wVolRAB?J10of6*UcD*2)DN&DrSf&}*CDfHA@
zhGg18*t<zv$5>7IQ$NU1GMo7)8M=2AuX6=^_f36yZO;DJjj*sV(fRRHo7^?%6=4qX
zgQ@%uw~-Lxjg0LU4w`||&a$w<^Uq%GUO1lXZkgaTS<aZ1_P<U5wc@88%MnVIQgQh&
zD1Be~2(ERPo9y=Us}b2<9XR$0SnfIa5~rPsr<M0?YoFO*P+h?&5BHb4t%;<?6HCfZ
zNjyp#aHXrGJ0qGFt$Jjj&J0g$wM)WQY0G#T+o{CGn-t}x=^b@?Emr}ji{vOa3QYe-
zJWKDz`@`T>lA#zC4sk2;O_xumLJWoaZ<31LM;SSeduqmfoVXeMH5?e<pz4ZW=43M1
z(M0!?)y;*aocK2J-o0XT3b>f)n3-)ut4L?^mdd*EXIzBZ_a6HnbcVsUG(0l)ZXdR0
zrnzBA&ba{_wu^Ig*7^I=j(L;Dg<$js(M&*tmG4W5@z!aEp^^}o{+zDgC|}s#$E&OF
zsKH=U*krm6IL_%N=eY?tx5LkJj2}+FxZrK>`j(d{=Cpf9vaT3Kl`n>wygq6j{jsff
zjK_~~40m=@xG+R>h6sCcbxE0H?3ThZ`!wpp>OTDWpscsOZyE2I0(Lf=QXKPFR>5Ch
z7CA=nK{K2Bh(LYY=S$1@1DTj7@daNN^6>7i7q07Xyw5bw*P5BK7K+uHM#;`kFOA}z
z0^bT|SbYtr=IG`s2r$jDbI1ad*uJQCtd8--HShEA&);8dQiFAIx0e`I8G`-`i1h+%
zkS9wP%di=HCudOt_Q$9i7#gR3oK3^-G7Lf<x^fy^?MPbFBEY2ZiZpkg?)Zl3sgD|4
zG&C||+uz&Mv9}kf`6`RVVG}j_2&-Gi#PgF>{kId7k~+G(yYG3@v>V(6Aat2`$63;w
zpanc)7JMcn%hFPv*9gY_o||%$2Z2Lc29?C4xtt5Pm-^HTc^if}V`|=R%v=$aZI62O
z(kpB##Q&`f?y$9mefL6=w4)$b`QG&}jv4)<^c%rx<z-J;qnoRe_wPR*_Zgikkt;W?
zaW|vv{=ll(V4Po>tx;VgP&~y*UeB)J*e;=5cj(07taem~<uU!nKq2MylZcAt6+AJQ
z1a5$gEuIrGO?i$<L;H1nI=W`AO+MZD6Bz2;9L&xGYjE-B!a)5Vtl<*IvGa3kO7XP?
z;0pW3|5<KUDzpJ*<{a49R|{%OB<NnWZ+Ow5VmIfm6y{e1k=rI_r<dLFVd4W-_QiNt
z8Z!+Qp3*YUP?VCxmoaL%cbcl4r*6ISe#O8`34f!Aj)LObr?N-rphh(?c(BGqNB4rc
z<RWlNXMX?wUAEw4#44rF90^kfX1TQHW~GC9xf3;j%UgT`n@cU&4WC*A9vEH%e{L<|
zySRuvPPEqrJ4f?<LX$}e)BycGW3~rZY62dv@zGZe5~>!nC7jnFT|*)(2QPWpj4%hl
zF<r^)cfn=;9M6?Orrq1xc#JNK%EV75@a=6U0O-gx*?zdOh(UW2g1tguzx*&ntxLfu
zk^eu`2p~u4gHq}`-g80J2*?)%AnhqG#{vdry&$keHJm{xvs0)pSr(8-6Jdy30CA`X
z=&yAg;#Ilt0*`zb*W##d;%@{-E!xDrp$Bke-%T<Rj;oDXZB|@hm!44~TWq)`?2M%3
zkZ9x~*{!|$8ZiKjb<A`Nf4ypNCiSB9@=TTd;f)pi;z+wRyh)3#UME6M+u6t!{+wnX
z1#k}=^}xafigh<#dxSmAv3F0<RPX?V5NQ`wZ-z-s3=VS5u^$Yi5R{NIo9%qVDL1U%
zK0fcW{cCVM4n(EBQ+~tD71mDhC{>27^VP^Wiq6p%fiMRT7ngpAg23m1fxJpXkoehf
zXn1yWuLx`b&4~O=yqM1mYI!k7Mots&@6XIn@@J+`22qx)Zh5$0(SD@j?DT>iduy#{
zM#QN#h$#^=SBq-=YF41CUMfZhUG?hdQv<#{w9oT^s$aon0<!`^Qn1z24u8NF-T+Rn
z9Y1da?8qgcb8qa}6z7V3sy$|2ZabJ$?7a+zg2Kqi7^gLUh6BJkH}AAh3a2#If2&=c
z6c0B4q3qWLA9~ro8_VJT_T~8nSn#$0o7r7`$LW6WrmDF8pBHHu$Xq;KfJPlrXppG=
zjW*lof}AuXQhB!U`P&_jnT2|M-$+yq8%E8FhgyHqAMb+HH5|L_^7V#sYu)_xlXBy!
zl$iMzxs4};j=i<d(YW)g^djs2q^W{UjwhR9SAA^fInAZ3vV)KjE6b^KWm>ila(=c;
zbO{f{ndXPTIM}8oX6_6;)1qToP~fALO;zzQORkf!R=iG<a(9JA%$Nw6uXL=ec!FOh
zOB|D@V7j`Nw{OX4eMK+fXKQRgav~4OqaVu+_|$Y3?bHWj=A9ExMDR}Kva)Vp559(;
z=nGv-A5Y5Yr5L1wW#a4dW4^)9`zv05@EskNcHb^hD!VMhi0<~y?iDjrIXfFJTbrvn
z!n?{2YY1bhJSW$(EL9Uv@?G~!dRxt8c-=~4v8&&g(u0^O6A7&E^L*`M-WPIt_S@zY
zm5{PuFaJ&L&}Nf;9J2x#p8ISM5ybU#kQUCUp^}$~n3xy>N2+URXqP8rc5h;(P5f>F
z^F=4jlWF+-cb&U;DFII73BR?(MiLcru?vGi|M)>FkF$j;c@U~m#*Vwe#KxvcAQ0#g
zlz?In(qSOrvp(A4gT(tsl4oCHCV<BS5JdXZ)uwi7WY*<(E#wG$Y30@85Ubct6oiaK
zKBlpHQ~mD0AhwT}^j(3^1y=!x4SnU#)6HZ4GE|gE>3BK++Pz~Cqr-RQ%I)QE7C_@A
zr};rD2J*T=*@6ooO79bZU-yITu>8#%5VN$G9rQM3@-*OZNdd!h9oF`Sfr>vA1Ml_x
zQPhJCh{!VL?|*VQu?YItU*gXuB8g;^B!9=QY~79mhcRB`yRtbB=2(1jMxNvDQ_sk8
zY)1e!yjy9&*hK?}sD6Jq@I@|#w~bOeLO()pT<^j!UJ0e15{UuW5P0}^D5?^amG(DG
zr?7Pr_(BK$jMAG2b^z=LRb5@pD<Sc?3-7hi`&X&B1_R1>=Sg9iHKszep&B?U7eTP*
zCjiR^w9hm^(+*$EuCMm`+zXlhNU4~wx&U}dRu;<pTdIcTV#mKw=eQeQ%5P8-Ai<QA
zpa1TR9LR+P+Q@tM2#cO75TwEmqDwc7rzR)=%5NI@3FcV|vxV*^M1lYr&?Vijf?dBd
z43bFFnQmC>fcU&8r(aDxA1i+cxjcX8m@18rm4l2PGm$pV$2~w}xlng<EcAv^<g|!^
zDsZ`JCWr<DRLue)?PP!ihY+~h@zGIaMZ)jqHfS-wF^11x0<oqaB~HNC5N_<ZZ}H5Y
z^vJI(C1^~fpQYzO?qr_^tmYAr0gwD5q3gMgjRL{4rwXJIe&;$0etmKbJe^8e9hV*%
zDp)@4tpMolCJ;<C;9FZ<JaC?!-QjVyS78n|gA5=*k7CBZI!`N?ir>)((K)Zc9jysa
zGOXjJ+;b)YJoXVHDt!w~DOq|X=UGd|6&VDpmPMQF!4SI9;*p7O=_J4;KD1AI*0T0H
zaZ?s7-xdI6byEi9AdSZj0(Y^Yp&=!Q|52g30Ut67zuFDH;FfLheUTk`Rj!`;8xGVL
zocHrw<~~FQdN6*gCfB{4zhdYU&KY^V;O#*1o1lFV$NI=@_6jOI`n7ljJ1i0BHBF^t
ze@bRUPUsj8;aL3uh-M4Y5`%!3cj#aM7YJ!#@~%x;zmOy2MxK%|bT~F+)KXhpyQy`?
zo(g=WW-_5gjUj;;D@)6qG9&N$C272u7|#CHB?JDTIHj3!(rOAu{v}}IHbY;f;h7u^
zk-!7{mv*jwPp5w1KDae;f_MuRH8r)FpFc0-njm0hFHl@Z#0x}(%MD?zGB>5avf{dX
z%uhR3ZzvbC<K-7CiO#qqGQkPpsjUdwp9O=>n?>+kE{?G?u_w2iU;!8ze1rrB7BE%|
zPo^W6#~*;Cj71O=N!RJm&BHUWI$qThr^bF6nXB+{Wo5<fczZZJ$Z4-LQ*yzZ!3pGp
z?2!Uyt#{+BkF1#3{nC~9Y(g7o?`>QCIzJdNnC8?--kbVF<#Txe0E^oD`gD``F0-;%
zcgwjJoQtR7par>_UoS#a(d@@))~+QX|NZa<lIqD<EX{rI0B7nt48SeSVo!bLpLL~8
zN%%$Q59<6WjT%Ys6V)|96Gt&gd*m`|_v4dfAh65(94t2{VXm=d;#<u1#jF&+3j-1X
z7KUDv!O<YD%v&Y;;;znygD4@PZZBYeUFTI)me`btEdVEhY3W|OD*Ko5i)bsqHPX(h
z-RFX*5q_4Nt6s9qj427R0tBy|52bd)VK$jvcXq1+;9b;fw|>&JfvX&v7)kIW0MW{l
zg2@lN(phB><qC)}d=#~ONk)tJxo0Yyyw+iU9bQT5hp&&<z)!RD%1XQdw5X(;7_I}5
zKM;N~o&l54YEA(034qBC+_`<>Lba;kf@ev+6$DVjfH*8WSx-agZzo%Fo~y1p1|KdH
z{A_g3Z_;s9AAXp3CjkR21bu$Zj=o52(r)4gie=U{${+LLF|p{+=@71UkaflaUY!cu
zAI$XQP5h4^tZ2T!AdbdqtySaSjwWSN#FMrb)e;Wu6xG$k;xBOW@pY_&Lo?W;-G(A%
z?^-pljpXO&zXHPkrU}B1xFWzWk0x;kZ!Zn+9>~H#gyQOFQ+C9%h@z@$h&2=)_-PX8
zyKNoIqT%y1Gh6!=9cUI_X~IOkx+=6Pf90xVC;pvXt@2OS*8jFlL;v^xo?T7E_;GX7
zg`A2i16aE=4~xL66$w(;fRliF|8&6I50D5QG|F;{$aD#0P$&W-K7H^+<X?)`-?Mey
zKsaVUIQ7{(nWu=7PlE#rNB}|Huo90IeURYHYVqt@FIZdKTUtn<mjc2yBH<_i;Zj#q
z`vhp$;5H835jYKqdanYIH~1S^u|aw(Ey(uj0~tw?*NLp@p`5a=j{stPPfxGqha5X`
z`Lm7-g)C6u>VIA{sP1T12y)nu7F*H4y}kQEZf-|g+v|q~#&3L1$-91~U?egP0B+68
z-bb=~KZ!SYcDRAUVgp<RNsFb!#)`E>A0-#S5kR3RTmN4Y!+*aOT>yCapI=#I?U7ss
WACG%u_PG@3&uVwHl=5$z2L3Mq!n;EN

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/daisy_synthesised.csv b/modelling/data/abingdon-all/resident/daisy_synthesised.csv
new file mode 100644
index 0000000..16e3311
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/daisy_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,10,0.24341970000000002,32.67932569987148
+2,21,0.2767905,37.159387264589824
+3,59,0.3361624,45.13012117610232
+4,101,0.5802506000000001,77.89919363529675
+5,103,0.6912507,92.8010623855183
+6,64,0.4865984,65.32629692106407
+7,34,0.2670522,35.85201124916027
+8,24,0.2030587,27.260823152327
+9,10,0.2004114,26.905420615370172
+10,20,0.21141459999999998,28.382610656031733
+11,19,0.21598060000000002,28.99560048859506
+12,20,0.2986694,40.09665034993139
diff --git a/modelling/data/abingdon-all/resident/daisy_synthesised.png b/modelling/data/abingdon-all/resident/daisy_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..d6a8c1adc6b1bf7edeb57008699427b04ad31c11
GIT binary patch
literal 76069
zcmd43XH-*b7d09XEFj_$0Tn6gQIx8nK{|+Fr6@IYq(piNJp>dL6;KqEA{~@oLkS&~
z0|<eHCLx3(QbG%$A&C$Yz9;8>zw+Z7_s_jQZpL6FK(e#<Q`VYm&bjtW6Qdgfd?)xI
z5QxC7o7e9{AiM?;2>06lz2Gkoiu=64lUks@RiLS_TVRM&fGfn%DbUZ$H_*%dfmE<-
z0K(nZM_J+0MFmwksfU4qeh4*1MeqOh4h7!;xZ*j3VHh~d0l%9t1Oy^_g!97%&mOuD
z;etSJUDq`W%~+k>7i#88@BZZ=llyc^egEwn;pVZi0%eX|!n%aIHJQ=6GS7AINxNNW
z)nfr!M}3_Sfw~_L++5E*d^39&vF397+L0mnIVwxTIBNn)#$|>~A>oOth$+VP23v&`
z@a3F`RQ&b5P2em4eVB~zkLUi+%l+y+2LJu@Q*rM6|Gwetp~v_B`_k$8=kx!0`KU_I
z@#ueE>WrPb$Qd>8kXk)_jQ2k;4+sDM?y!$ek2Uz`pFVv$L(;}zDQ8-*JN~$GOXXXW
z!S<-A!q(kwLi<rZZesW74SK^UJonrH!7WEp`{V|O8{&6*P<mny<dKrxg$uXV+n5#S
z3_pCFj$|4l>8tm=yvmjdm6gLr>V}r~VW0LMJa%}|?exLEY;6bMwylDNzO?*u8;s1^
zv-)+O1dB|yppjg?eVLKlOKP+6$|FVh&hYXZ|JWG!tTZ1kFx)eF@+pxfT6Rc6qbS88
zk_c;K(MjfY9_G))kj7Q*<?PdE&X^b9KMQ{J`_ok{3ym@Z=|s5aK#nfX8v^0s29u>T
zw*9MH@=EyTL+SlL?llIuo|TsNq%D8PCGhg$G#R$7yKH93y?g^5QXINxK49s!`r3eO
zWy{Y=x8p7%cdK<;?Xu%U6-OKVXD<iL-E5`e)cHgbG=9IJlF+=^`;N8#vt4TQ?@Y~V
z+zj6b>9?}W63Qye@IUzD!|laHr26D9TIXKlEnM$a;tw4yF~>G%rKT3i+tgpx*52Kz
z5z?u5WZqG1{Rn<)$0W7So$DfX*B^xF1V>!i2ibo|GHRz9r@pR1){A<wS73A0#@Bt9
z%~A_oe3PW#<ndibdRSUb%^Hk-c{qKwc(OTUUlZ~C6FI3L2X5Pi&OG~|9#Vl27^gjK
z-`$}aw}Qb_BWECv3JVJ_F2p=zOd;`G59Yu@&0&@!EBNhi+r8Tdd52q(A?qoAuJ3s@
zL)IpiShsH8^lOW-ZSc!Y^7lF3Bl5SnT42#y`!4%IR0NZ`w&ZNH7b2yu1U8FPcXU?r
zg%8Qe1#}8&r7%0PH*xTRb)CmN&q18pikw}<uTE=>PiBmuWJR%Q;oh>z^XbHJ#kN0r
zHC~Sk729`yH=sUT@m$y$yMkODtA^AbaTO*=a(^i(T^g?|r8+;RId#OiZ*MMzFBcb%
zRM@GLedQsLPtW2xlN`43Wna+d;=T8>mPXlNIr;0}i%K^4V2bhQ7^Nwl#XDEpHIE)w
zBUU--k^ewjHoL@pN5EMkS`%E$$4y4-y-6hxI%9Dxuh+v0c1>4F@-^pFMkT}|AEsRl
zZuj_JqKe>ZqmO&yPCk~FkxTmUp+wX^^vl*Gj}A@mW?`P{zDqW3bBT9;N3^XFDj6bz
zX;(Z){V^mH+ZFBfJGh1SadB~oh2-Y7rj=UoH5v)6-XtiCRv8tf^m?@smi_v~mEHsQ
zMJ@a_D%ab0ryASqy0w0gHu>opURf>V?5L@pT5M%2lA(qlw)OkMD?QO3vGsdueseRh
zP++tRo{fUynXs;Gim0UIx{FuX*hUD+rz4*d9=6s<9;tS|K~}4!Uh(^(gJMjEbc^FF
z{CA@-K?N%d+gGJ4ooK;qxo;~`_Pf7R+C!PAR7Tr&S?f_aXX1wU3bQF_MU6ayZbCSJ
zaZy)n4W|XzOF}b7?Wx}5wf-?NQDD3A%CxyS6t(>762obY9#YRTta0iH0@E2#SV@)P
zaZX#LTVonUywBI64p15GyLRa+zBuZZO&96KUuQDNt6}1k!6fhTI?oio((?p|$XLa&
z3L&QVs#*=zk&v7jr;OJyRfgmGhA@?F+a=T~c%>`}KlLO<4wmSQTn&|On&PvGkUn#!
zBMiSwnr1J=AKPe|qS!K42*$gNs9kbPlpCDo=-?7MhTiq;XwUv_8qtH6198h|eR?0W
zdLFsfC`~|Qvs6iu!LML8tK-#j{jwDer_U>ymvc5L!WUY|YW+4<S<j{s99Ck)eEirJ
z-%Bm=s-n<+75(?NXP!%{>9W6O>_+df>JUEN#rCaDNrst(y4f&af%n`#ki(<45XjTF
z6cVNx1T2csyA=@M`U$8bM~>M3`t=Kk0&!?U4&yym^@Zr8Es5HE8`6IJy-Z_oisE`}
zc{pvkqBBlZGGz7Bos^~$^U{S$MH!i1Si*}J8$M#H0dxKg_3+Ii&&7e<Db#9Vz<e)k
zjZgzOCa_t|gl6CNNLB`Ey_I2axjxmJIls90aDCP&TWgZGRG6(sa&~sMW6~+uI$t(e
zjjBwrZ2R87efxI49)zAjPN?-oK6voJR#?_zvw~DT4HnSJ1W(lbwBl&WXkiw43&d8W
zZw=y&gFeb0gvFc5T9qcb(HOfd$(8n<@m3^;5y_a2YA?-^i2UP3ZUd1|qhgmuTO8~l
zt}8}u-ASexez@#k-@d(E3eH|*OIy16+*Bl!BFA8ICbPt}@O6l!x@G;^7AFXVIIIZb
zBSB`MN|5YjgD1m$N*&tUJXc1`RqLZ>yIxg*eeC9L`d-Eyy~%u~G8H<(IwYyJx;$3x
zoXjL%S=wzF-PhP^P!`4d^yyP02ufvg37(YmmKC<i-l|(ao(Q5>;aK+iU!#)KQM;(u
z3=lDWYbFTW7Znt6unNn{EKd-a!nA^K*+sDlIW$->eQG{TkSb?0jhvF!TuC}-7;yIN
z*~YyBC+1M7?RLwt6|ccO{ciE7i3b11td5MS{F-*lKMv_(llWmWv9b}Q$^I}!ddRO%
z(Pod)vZcxHWR`<iFfvkNx-a$887#7h_A;t{Y{h4^3>H?8`aRcE0X7PfIk>BaX543r
zy%WN3$*gwk<5^TS6?PVKO?7>iwK;4I^P#Rw8#l8mPce@}y;5a0HCuJa?Kx3V6xKgf
zHjT|(CvV%X(w0@H7W&hvv>h(UV-AElY;o>x>JQduXUQ(=%FrD}TI5wDL&N@GdMT)f
zYXiAYJlQ*2IB$_6w9XAM*qI~>237Str0Y2RDkf-cf=I(Ewue5k>FMdI&}RSXpzToc
z%~>cqadsT>-P}@@;W^dP=(+RfSB2j5L#m_%arFf->y;UlV5YvP-8;{L?yNYLmERZY
zOe9#UMxO_wk7fzRSGLlvD_BE$`uy<hC^j`4R=*1-Why6uch;i9c8TYGUx8t|t;%#n
zjmmkn-^^DzMxEC0^%}{@KVL|S2r@2++lBolI-18I?stpaRq}z7gyYIxbs+q%d+!sJ
z2;@FWZwcW0G1nPgne{nUlMr2{lZX04=MhIdAb%aUB$5^m#9L=yemL-%HlO0qbpQVS
z43b5qJ%xv$Nr=_#Ui~d}kS^#kHp>ai73QTDVU-B}0A%z@O9vFqpP?Nv_o5X16-Qw)
z86na7!4j|PmO4cpHuuWfM{do_F;J`3-7OAxBS09PV!|MuxM}2iYlv;t)ymIByn0^E
zyl1DwSLDfegq#WF3cF@oFa(X%XZpdx_LTAJ6&9Fr{|Z=h0?SI<#-v+lqnhx%odYgN
zl;B;4DDsfVBloc?r(}YjuJHUe*4J@l9KOD<vYp+;Xzj`hNl~!NAf-dSmz!v#Hks7T
z9_j3>U{$}etCY?ROsp}^)<WIBa?yjO_28fV1cF0U=KP(b>STI@$Ttjg(!X1rH@t60
ztBrR=gIs5r4y_>8z>&V`s)&M>ccw<a>`BCSlZ~hdWIt>=Yzj_UPeHl6as?UtsT||Z
zr>lIWh7xzP#;)uV+S%XTF=XG&YU=M^*~(A{$$Hy2h<mB+?R4JwNitZ>cv_=vK+jp6
z){}jLI09lHghzyf>#V|lJl@wLnHYdI!oHOL{6HH-0qie5%U36^Wc;{kB>6{fPcOZP
zeF`h2QTqsh$L9~46I{9GlV3fMT-Hp}Z)b0NzSfmwRtvHks|EAwjVtY216n4>S5<Lf
zi`7g(LAr!9wb{QCY!iH8&+GBeMD0^unIId@dSSF`+OR&|uf<{L2)-l7<a?>VU5c|J
ze)m-TbV+;4PBRv{Sp~`E-2!NLR$yViD|$M(os&|!N%BADwl=aer7wEGT(TTp>G9W$
z-SX;ciXIPg?b$n*`kl5OwM%N8v=?MMXr$hdM2(1rQhB^<Y94)*R>$wMlV`k1*%7~Q
zS?bP-9BW-FNY9|CO!(=wCAi`VO5v19kz;+Yc;mgZ+d&3b)pGM$SHz|$hM*((#r~05
zrln+me&|C;XieGH4mKhtBx^1<PEHYS%U%pWE%LCINo1CxPQ9P*?pvQla{JNk;p<_<
zt$lsIjq}O2lGANw-?F}YthQ=nA_cBHjzlMBwI_+ZQP_{a3E|I!rw|&?_f0!sm1rmN
z(M%#`qH&lR-nX(Y3y})F*nJ)%RkljPC}Jnvwp<Yh76K1OK~swQ!;<a5oMpx~FXSg^
z^#-K(ueb-Vj=f#44_&xeyS3Llt1DwHA`~i`4>#(|7|Za`i#gas^RH;z_8>C=zDS&H
z$pUDpjY?WL2*T{MkmmkbsQ36~{Tnw{Dw@}NX@3Z|h*wk+pEWTeO(IJR9er{%gh)IY
zH%fSBK1QBbwS?Y)KX{NA8<%+li3`SY0!apR%=R5>d((g6LG2bKMcyWPmgU>DbdJmr
zb%>bhJD!G$>=)Gf^BGpZWsPtq6!r(DW%hTvvm8OnQW1V{p7}angFS7WE<G}ApI)d^
zxPk(492b$L+PIh(m!W!rvZZL>(r~k~vL*C2oT{~u(x2;&@0rr80LxLRO=8EPQUuBV
zGn+t-h^l^YC5w@wV;i;QgpenjnUFsw8U1eSGE%2prcp?Y29%eUaXO>Aq2kNW2MD|I
zttv(|00<&0)s&W~-#yY(R39*Z#I4^gf^NIbKi5GS(dX|ohQMnQ(h7&=9NILxw``P?
z9-5u-(lTluy{o(64h2ZFEyQOrx&_KlWji7+BBzABD`r-^UWt+WUV4zb7rJ>NJldRM
z_^6Pq86uCg`lL0=>E)Lv`_$XZ_s63iv9`$BnO{x9(v;z^RUBO;QxVMSNBPnNZ-w~7
z=Q@2bpP&8WA?)zagmOc(9vRW;FfKk>za$%G8DDet=V<9MuWnkzO}ufGh=EhKC1Y(e
z^G7o3#oA#0a}fA<uXf&vJ>%!7k7R>l21V^xF@g+mU$;2lBP3S~g-I>+t4wRGwZSuk
zlBp4iNlCOR<hpC4_s@S`s)cUkm@Z0J-p11-0-T@S<P$18|7|u@;tX@v%1H`O^W<#~
zXihFWhJAbH#_Q%O%}PaeOHT3Hw(}c18{N(8^!O0}535th_~l@ODJ^`ZTkR5u#MS0B
z@Do{2gmZeQ*aBkEP-gx|dqGhD{q9&xw|RU@md6D^=j2(+y?ghj6blZWyqYuQvcAv4
zubZ!w*jNK8k2>`U)N4roKS!l^sXn|V0nU{u=k@I1?C6$-)i_z>nJ+&>y;CkTul2@u
zz;Y(IheSqb8T(`(EZqA~bnFs(Q_ry3J^h@H`B9FU`rYP0tmB95kL0ixPMz9!E@S%e
z8GrVf24FAK%)a-pKueoecTbI!ytHvE<PEZq_@!U?pxU(!CN%@_E3W!JM*1+~&xTXs
zxSx-9R!L(cY5;qIDTi6@UFEvYpEE|S5-b!k>nTQw9P2Mdu~EzJ`QpRd-`ep3KYM&+
z%f4zTVinLjsk}lKWmYq0JeYV3YydiTD!448#EhKcs%KqA0ReQN3|5ozsK9)--eXAQ
zpQ^~})q&MCq{y)<kN$JWAH7L~F1q*lUoUhC@nBzS)?esFs1N>Up8o6;r-b*cgrisF
znKU0fX&Y3l=w*erKM%+|bza2#n2CTp$*V&<RgY#k5gNoR6eAN6(QG7-Kmu0bgBEJr
zpYcm$AJRUoZdz!wM(5*m=?#ma%IA4tf4$9KDXp#evV(5JFr1J$fL-#b&tABy+q@Z#
zZlurlL@MA82H>4VH(Qv~-40bWPanCWhXh-rDCgZjvx4M1^`M04?)f}b15ZG-j(ZXj
z3L1O?3Vc)s!8VxaYUCP@G~NbSsFmdX@u_RMwa(?rRX>Q1ABQR0FH4{4?a<mJ6F^p8
z-l_j_A7IGXa!nDh8bMQ$7gd6&<o<_}7V?hN#ry;{u9N&-ThxQ<QItADi=H@jyZY2y
z)gEJLob;oIl5~wUUv@{o{A`!<&Lt#swZkKF9Ig!#v$?xWA4pKXFt=n^K3MYGOi3(H
z#%1?JM4wTn+WfXtQ;yu?gKp&3d`c^q(Ta^&N!sM%V1A|-6zf>``Em6;$m{CZtk3R6
zzp@`VeJ?TJYD%tXrH{*XSFvqs++KmacT0K$Ua6XXZ6<1$nJomVJ~hkh4=PP{!e_v1
z%pIJ;C?1o$({B$?Zge-*`LpkX2L6i@<2N&W|6blkc5j~gT0=*VJw|F0!1PRjd&=d{
z!#nCI-APL)<;ZgHh|Kq{tzyOo?axt5j+K{~>c2Rpi-U(XWF-1au*A+ZKwSTh_CKAS
zVbk!P=flXhR5T;)=N~jT#6*oly?u>!eIAOA&|<FEL`-(0Z^=1-Qx?pM3Qlit;eL=s
zT5U^qPqaDrffp_3xlmf!b{~{PnSwt>Hqr4)g7^qTqrh85BS0`Q4mC1(1mtVHd*5A9
zJ*2|$&2}9=dO4|gyGy95-#99Hf%?11sya`Ir%or;Rf)JSSUrU9L`=G6JyE8a6~-<9
zEhW>n+Ae(Q6HF@u85y!P)VXy)pN)_enGeT=$?g71h`M_Gi-=kEmaBY`yM5TaF#KVJ
zu9Z$7cL}tzv=!<dd(b#0)zHDw!P+J2&@=b;D2tF=Z4$BJEZ$gh>sXR_wh;4YUXEN9
zrH7~1{g~Xv6jYWm{}EAF>zJJ^MoUZ#b2>TuFUXfZ>XfG(V%Qm*EYD$xYP@uBryHv<
zrw5|@WIrT<DwbBInl3Md>WV*(6O|8^A7efyLm@hgQvWVksAz8CK%78%KmK_H_F&Cc
ze;)|E87q;h0{Q)sHqQ@<2gpm!I&ne8K2WwCeI&Ov)1tbB2GTXc(6^sR-+b7q<E3?l
z>7Ax25|1rzcv^@Ox%vkHdj3r-=yl@u;&qlgOzRV?CBRwFPM-8_p-4GPD%>CKSZycT
zW%}YA=JZ{W)Eb?~@V3FkJ`q}<80`LWMDnSH<F~zFjh$cGjx7;u3Wtp?juu_TrSaaA
zJ4|V$vl7TeH?j*T#CX+wYTWu;baN6THILG^`FV^jFs_Hf(E>H;+EI~@6FgzLS&pTy
z{R{t0B_a5~ZHpe0?epx|ZP^7Vv~i7`c4HiEP0`Bjjebk#eI{))(!M{1*FZBsT{J85
z{2}RW=88W^yz0k)21ior*3*1P3cgoy$f^GfoO*&LJvE8tBKgsK%+nsGEi#7O`PJP@
zEXZ2Ms8*jAR~5%bSBgBn#HLz|XP~me{zCk8xHY!>q+WV}#$0cQ_uR$4boJU6eSZF6
zx^aK>spNa^UoIHOd@?V=UHInNA*gv=TTo-;^8w|0v?zOH^Q}Ny-vvK!-NP#@c`}RC
zUipngR>Ztnkfuto&u_laFe|18!X$WYLbV$um+C0oOL@{l%e9M>mT59GgGy%q>JzX!
zqM`q?Y%CRiJ8sARPFSWgKRv7@fXv7cUN}+35HOw(63as65%PBtRiA6@3d364%WNBm
znC$x|onb8AX!HFlA{oD3R<>&5wV4k}FB0mc7qf>mO6XJG>)v6L)A<)G1(05N=8u)i
z_AF<EkNtL@nB%f?A|<Qg7_Sgx`ihXT##>i215nJjU{y2unL|TVl_n`ZCPSt0^j&E9
zXXTGmN_Q_b@j!B)0VZB*wbq+7T71$|(%$QkD)w5n>fDa@=kdetr8uv&Ga?#Qxdfqe
zcfZx4(eOW?%n#TDK9kYW<ciJ!1*(xwr_wDA$&c}<!?jX*sG^!j35APqs&gAH?SkHi
zEY_R<q*b|!jk}jUis!W{%d35^Ioc9N&5$!l7rcVWJIR~&-22;`Q@G!z#+vh)NyEy<
za3gyZ&0P9Cob`|x2E9C}-P{|)wwC%GuZ$aL1-z^6LViEq4c{R{u<3dyz0!+r_sYVz
zXbmKfP|>-`$p>60bjhzClv*#-(p0bCd|7ZfA=y<NR@D<5H5SI`yXB4_jB(KZ{q2lV
z)u@nPPifI}`2Iq8)}WBEos10sKOcV0c9Tm#Ae^kuRk*s0)0}k;#Ku=0uJ+qw=)5tm
z5R#cF+shu`&Z79@{496f#pQ}zOeMw+TO~~&bP|j7eJqI7*k$nZuZ^vYB~6l}1gze4
zM}MG`l<-E{tU$Q-ZrDu<&68>68l27?$u{J2<PDTN@3F3!Rc4Ab+}Y?5#9di(c;74)
z%iNarrfbdgDAY1Mk?pkF>4lfIjM%R&yF|~fq$SVpx_DbW@-^y|D<Lj(AJP{`Y3)o}
z@<O1u+c9JUi!r@^vb#baDUmfZ*ELn@m2USW85RyQdvOEt<cF-1_0IkZ6ka0>x{i^a
z-TJamQlnxqQ@DZZ5=`>Mw>y3?eCg!yH7uIWdvC10oj5J%70cV)wR%S*R)I_BMF1D%
zZ~@R0Y%E#ZH2I$ktm6BhVr3N+6tMNWPxdwjuTN#pUV?g!{g_+_)k#2ScegqgEX4rx
zB9kvj8;}O=_(c`^Xl-;MVd41_K>5i+p`*?H$=ZN_nUzpcRV4<oXasm;yQW*6$9G%6
zsln=fC!4NdQB2wj*(>VL%ya6br9%`eDA~E*<NNYcMw%wFzSL*336|vmYFOKOYzjU=
z4k<x|Il!{R=+$ktWH@%Tn<EJ@pex;9Wxi3-?BCObtmm1PFJA0luOBV9Y5uo<>NdW6
zH*ouG;fmC`bLX&hP|h~H;WE<5zc{G11SBYiR-A}@FJc!6H&>aj#8earD1+B0msXwI
zYmmDv2H?ag-UB(05q$tQg)-8#P)#A(Eur*kRt>4%JG~T+&zeG&;VIiiwv7SFS{@*>
zzQ*Hswb(3Y?T`uoZvTW7lIK4)lT_z~>{bCl_5^(@ER+oC162Q4Ci};dB2x36tfc~$
z1+L}S?3#Mm?>RXp5pdu6fa`4RdM%z_sip981y60NYP;~Q&h!l<zolXr4Am8^Y8As5
zuUY|EK~Io_8`~`Bg1pB)yLYXt*^G>KKyDHMf06=kmO!pn%Q3u1ir&`j0^TO8vRg&j
zt<R5r4h$sy52mMroPm3}JDuDzB}w&YCr=2|XY<HxI^!Ge3Ar2heivE5y6iJC7KWO0
z8~S+5D4V&fxv_()W2dSGc~q=RHq!L(vDw>5AUd=%1tl~ZOi;X#{c`_`AXxNYn%|4%
z_k2@|kdy6?xkuV@BG`pwCOzH+3%b;z+*(>A%e4?D^47J2xS@^JsdgSWam3!O;~QhI
zLS?rf9M4WRcc*4s=SpMcYUEB}_tvfcEem~{DZo`9)-M<LO$q5`55>MiGj0Algw5L`
zYws?(w1q0A#C}B&?J%V(z3vHO8_@BC|H=l5HLKECKXlm%EH^s-B=&M`2?4C9Furjs
zX1QXyaru#*#ItusfU<B}yD(ZyG5zc3m^<TD=Gb?&a;+WD1=Xo1tqbxr1wC!(r{%+{
zovoY%)3b3|rNXz+WcOh~D{YuThU-bv4$_lQp{a02NgcZ=cKM-6v9KK)@$h(UavdDs
zDHCFo>}1dD%-0bs4y*qp>`*P|gDkg-DRI>p*Z7#c<;hy_c}J@Xdn!LWsFdV=$bdAB
z{w|j^t~3lViqcssRw-8=F*c<rN9z082(=}R!zt)!A1Lp2BRyaF=DsQ4f0^a&y0Ys?
z&9T5k(7z{e?E?ESB@7~LZ;71^z?_x7NQt23kwH)<ExR-e2S@h&Y-4lJjF=h+DfMWg
zoYOL)##OCRK=&C5Q<Oir635Fga@F+s*ss-w<VMdGdK)s2p@aQX8(G6pVx~W+Jb?5*
z`qAW#t4xJ;U2o5add6MPCw7SX2r$j67~WacUvTew&%Q{xnxS#u^(DH>7rs=E@G@TI
z^aOLv+Gww!#A-`DCCD-A#_IaxOd&B<r{f>#+X_W_0C~ZOe}$R^9)MgkeX4(B&*Xj}
zARo;XSiuPHKu0DPB;|U(-hmumvk#r&mA>h1I&bwTWlNt+YV*w{pgNlvSQ&ic)t5)q
z{v8KGTtm&h6It9Zph{13&O@G_`&Ywu{k%<Ep$+H>s$wnXO8<S^)tU?3Ue*VZ({<d2
z>}SGUkleFs0|MZCb!Lb=S<t7$3ktP@D^SIc=1Th@M=M_nNvr9R8SB%PPoMI@)BBw>
zvctY{LB6~MNC)!hu$#VJz3=qe(Z@}He#TuvZ3h<W9DwA6!XBTK&2xQr!lusS)9wyg
z+sI!I;G(=gK=$W6fP&uj|58lPT+~s4NLyfh?9QG$R{~VoK+*pk`)gMliV2o@2nxjG
z&PXpM1HDJQ`lhC)<`y6<scY|-$VmFpp?W|IJbm5T&w2XqZ~w=WD=XvgbLTujsyG|)
z?-8U;13P1dW#Z^-lPfzFuo}0V^ys_)`=kF)2Ld>y{-4)||DRm&znADTAJCYQ?U%yQ
zZB)1u5Jw`e&1YP{e*LQUm#6>rDCkOQYI1}g(`(nF0f)^!nUV7*IeB5HK2q23M+Q%}
ziJEkEb#-h)0*5~Rk3jri_kz^1=scj<S%6RFq#rShKIIo(c2)X|^gG<G+qYwdJ{#V>
zYX-!CJyXG)=m#GAFY+I?G8u{H0bA}K7$f21w_tBZM$8JMfRMzEihc9)KPTwo;&PR1
z(5^XHbv=aMX4xD}c~t-Mzo*OP)<J&7t6yqXd}MKfN5I%GRmy+k-}6+J23I-7zyL8#
zeI5DuQ2gGIgnz%*qzm@;EIuPI`2rur71r6uP(@Dj2fkJPuXTgxO_Zb5m~tB=r)X!I
z{J-oNIu~Y3|GV%Y|2IPiPaPocR~&Y?Q<{P)B|rx*2Er>)YSKWyEOv<8I@`_MT%UIM
z>#x7Y8~mM%F)Hu+Q!jNaVLU5ap#z3ow@?1pE^@dQkc$N(^45!QZ%Ft@XB1`ze^6-I
zxMp5q3j^X@Rybp=oaEbXcl`MA$38NT4hxAda;!E-N3))~pj!ND+{%f?`4^6tSYI&G
zOeYMu+KClgM5wBXKpttZBXQGJ4mT2q&5CUU2iPpz+J|oy8h&tpDkxYUydn7=gr36G
z)MM+E8aRIRy`_CIptke@D-}NTOq6@v{y*p$vS0O9@lv?U5TBuKi+S;qLc7iDhoj@I
z;bF^?C&oX$m5>-R@V|7A%j*IJlDok$)!kwY&j+|~E)L$lb<00yP<wMgubVQA@pWJU
z__sXKSYsc)bQbVpcQujpgEx^}PbFf8fM?_l(?lg;l^fOIi1n9T*6?CJ=ZC5@iEN;c
zHk<4)w<wrt4`9wH0jeIyVqnYgoNTJ|X`C04ezW~EPH~|DzfUqE2Sn<kYtQ&f?3(M9
zRhEF}_nL%%eJOG$RQiW?p^<oJXJ;{Rbf{7LlxfquY?W@7_RfZ$z{#rvY0MEihHfRr
z00c)E4yoq!l}Gx8n51MSkX1c;63^niHN!W*(Hh%;Fon}{?uze0Ys$+T0uAZ|fF|>I
zFF7KrvVi>{9FQfMqyY4TPCmQ9L4Bj<asjCRmyl^x%8K(I*S|QEe)zuJaAypA{yBy5
z?c@8iQ|BO%XuI=lR)&&mER_kwwSJ`tE$K4`@qUpu^oR6D10d~$*&+I`l$aGKDyz7I
zos-#kOa6Rg(8{PBa|-abP0J;v8K-u{)q_XQrr72s%iAntrXz>Je^Oi>kSCE7Gab)8
zXTCl&lKS03#hC(TTUm1X5!aqTpjn<IF+sXp0&<%LaOi*xR2EDbSA|uUTh|Rm^YYh5
zvbImI!*y+(y*I16k6nKF#;0w|jRnMA92JP9HMP#&hd7Fl(XQ*d5HhlU8pvCpVg$t0
zysKudm>kHf!8~#P4rg0EdQ+`_s^>V{^01Joum8gRJrF6|XUo%gS8TFsyS!uQX|Quc
zqT>NiFa!>Oo}h29RC)qobDKjQuNv`7SnCW&=V7M8OGDZ}e*9bd%rIKovfO%}2PR)S
z9INd;-DU?!|H$Oo@rZ(84J<bZAms(d*%f&0U0a|g3<nYH$UIl&bv_93_l^6*aT!Y|
zI~H!!1UJTK-QZt_wy0$FFQ&U%jX)yE=;koIGys&;C~R;VnZZ^$!^zX3v#;b}70H*7
zbKm}A0p5A!_dGTeYE`wVy}Omb1`dYIs`kg|Xiliwe>_{R5B0~v$7|PE#QQ=ulnY{V
zLM}CE(aIw?aw@&K*d$7On(6ACD>)ol)~{dfJFP_y0b_2|;2RiNtNi!G>SVJD);q;6
zI88`uvuf2;cGRU~S^i;zYaDa;DF9%ys;V%K7zcbY!4to{iyEH`7;`)qnXAJITH80l
z+MrFjaar?MjYIiwy5UDJi(I7;DyRKPRKECdw7w=Y6_Cs;fS?JCVJ3*F7@3!t{Q@7D
z0t<)ao*+=eNWJ7719a44paZKv29}wi4+N9QoU&X_X5N1riXr0kZjDE7q}GdT6j1gh
zU3U6Xa82BEDw`RIeI(L31zdr*u`?ep2Sv<1zfak)EG$Pv@_7<Fo|t`#n9}=kr$gA%
z)_<b@#1)UL9eCjIx#R1KOh=ByyjQeqG6R?>+oxe>uXJdtP`cm<cNNrSa^ZA8ZsAX@
zs-d?U1ba>sIIGYTkzaU4=R$4yzky_H!;y3)I<%E97XqeG6{PVXoGSThLRuy-+*<~M
z<*Up6U61F`%%qq@;w42zvvFQ92P-$3!-xJ|o%i9#|K9hyz=OnPJfKV^zbThiB{3u}
zw9O!IBq9{lK+KI!;Z^L<(nK0HRJ!^}T=n}5<D~aw(g#49&Z0g5xpb%A>9+*O_$G7{
zwU7qSkZi7W4IZ!ONGr|R!p2G*0@?K71w|2^eu-n=K>Dv>+WZ*i&KKEF<1z3~Z3YFi
zuIa9qg|WJv=SbvlbkuI-6(BG(BaBBBb*^$)Hb|^pzz22GaCDZ)T&<U}!;fKc9>d$3
zkyfx<#b&Rg!ob{IvDkTt%TP61n5!e$r<2=2v~1?6)46lR=U+shnx|kIRlSYwmk#(G
zPlHMpv8?{e=Rh}RSWGwO;ovo(arIa}B4nFa;$QU(hchV{b-m5<AEqEHzb59fDOF#M
zM;*d00B1xNX3xwE;{y;#jtMcV?bKS@7kr<Wv5jKI1A(`H-OudxFL9`Aq1I3bF3C?U
z;`Uy6k=38DtHTY^IbVEIlycBeF<u4EF5bPX_~*?Z(%$+3TH(CLJB@a41-^9A5k4-M
z?ity@cb2Z<_>2sw#uWEUHqh`sf=cydh$P7ecnP!XCg01dzh9tq_ob^Ccf<$`1HV%N
zFcWsUrwBBvSnOW{#?E{GXq{yuJe$G;m%r$Fyj0}xI<l{>X;fD5CWS;uBV5*A{$83g
zzXeYr1?R|}<_vK_KYi0J+-<LJoI0uIn%BD%X7ZJLzfU|iwyAKqVni!#AgoxtG`(x)
zl3db+%F43H;XZQd-d{~+o@a1M5UGzuKgw4eA<S_7TsUfBn|qhlQeZj!2=|wV9>IJ6
zHrTJ5fHYjmeJ;`KuiZRZQfwpn>bUYk14(;pPDtRm(p-bnyhZEe8X_+q4;I@ph|HrL
z`pBig+OgIK<6{(DV%~&tHm|g|>+Dg|lfUS}H4W@uKv*>eGPsrkGw|~xE}TYg{d$~Y
zTPl2Gti$wrFLx_F1HCU%en0<Heh%(=3acmUrjv#hzb&zU@mx!A$G>$Eu6|M0Q9vpY
z@+D@i#T)xVE-Np(ue`_J$o8{Wh^m{Ny<B@o57i*GYrgP2*!`pRuY=-yAWthzSWI^=
z_0rlYU=P&<6ps;PgJV9B`3E^>n*rS|6c%ZkeXX7$<rd5#C@PwkWu*Csl_iTQ>8YuU
zJa;vzD4(eo7;x?&O2%wD!xKPgHv}#uSpD*PmebN`@;-@BofO-Em!SGb+U6Djh^*RO
zljEVwu`wE%hw<B6t0PVr_<G?62J>&IQ{$`$KkkB9+%5bBUCaei;lf>B$1-jC;UIt>
z!U3;ZV^$Ca@IJ?qa<rjUr-(D<I$UFie<g?lGtCwCpv!0V%w;=OJ8I?6TpEy+xO>|=
z#@ENV{d1wO>aFhk!*N$g!^(ZFj~yVF3%&3^e{a00-$oecE%=T_eMKQJmsUJ~UVDKK
z1$o}%8f_g;sIa4bw{%eL7?<C_1(Lfe?~AggCSJPS54cY=1*!@Bm#PvSC0HB!5)d!e
z4xYipu82Xs{9*=d3W}e*MgjxiZJ=SrQ5&FlC!-TZBI>wJ>ieT}BrF=I#y5aprxb+x
z<&okf<@VzKAP-oXtYt-D%!cT>iyruO0E~hcpmhh0_!F(GE=yOo{Ejt!+7n#_RV?XO
z@%Uoz*<AO9J3rXL*l~m#2i@5PETkWJ;p+h~cLuBM+c3xvt9P9sPxo*Z&79tSk0yz<
z+G`+x_d^d-UbvM{mZlW4XIw1Cp1){FEjogy_np{~OY_2y|C(>nHQI#~xjq_i5-69w
zSr7NGW}`v^Lo}7#Kb=#UN?fV>JhphVHPSrgh`J<Lkcm4xtlAmsS=R1dCo70AWxQ@1
zB-HX-N#|6lKIf#R)zjXJ1hxQU!$_%RrR{nYr=-?3<d?EG;rJ$TERNW;ell|bXyE}1
zN-Qvz8IOJf0F!}|9}5H2l{%NjF1LY*W9{epfm}TraCtuDAfntN0Nqv7J^_Tr@JB?8
zJav6B{_7R*EqSXCLL@c-ooc)vrcew!c|ZZUBSC`B=%vza<x58$5+pP;`b_wt_zYFk
zDE3yN&_8wTI`Un|qcf+!x@MyfkBrxQuk6@YKX}%g$1!NOdybYJUo4OkBLDrz&xl*{
zsJLpdZkw{)s@@GJt-F8V$nfV4aFNU7!9N~WyCIVkUj9xeC@a`3z{3iEyyX?qJN1N-
zq;GQ>K|3V<1oL1kz`EAIeMo6ycS<AZ7SfJ5si|@3QyioGf0n31MTiIQJLNkD#xgz-
z$q{nJ?b%fJMB$kp_YyM&wIYMhf9@C>21SzLYj@ur!rj_9P=`po_nFa>7$5f*PzIk5
zSQR{sjLz$#*W5kG|81*g{gj|MHiJZcB)yn+Wq*@;ZfK1rYfmPv)a4MO(n2eTnAO>@
z)iSA+^Gw0l;X6~8o~sx|U{WW(n|1dSb7Y&Y$Oz$uA&-8tneN(<!#GaLeY3AL+NXoe
z|1;^CjoDcR>*tAbhnGv2BQJmYgVxNPS^X~4K&JJ{xy>Dj9-qj{eM5oWub>Q%h#g}&
z6aMOlVT@5WN-~@hPbZbfKvdDb3<Q|LG|P_2vJ)AqgMD03uIm0zPSltGbakl-QzRlb
zbm0NyiM}-D8^#*Ho&sD$zKfnHFcg~%Uny@|_~04K3gd#@PT^HWq<1K(EGeY0eHXHy
zMcy^8FRYAh21&Q3+~XPgEjSIM67yRu<Kj=pJ?Wt}1_!{kfV`XjdC@sRbHS`a_5~=|
zCez}H=M*FWU`|X-%=ob^sJ-*U%)J?yJzh5_n4@ZX-g!szl={K-{&?jr0DA!kv199G
zBp_0k=R)?QB0D>;FIWu}J%;<>W#++*g~p0MExCvK5Vj{@yL_r#04emn%&k*Lg`ac%
zhcDDTzE^q^F8m!>3l?@RdykJ4Tc@N0FSVNPAO~W-CtBBgEqP()f%Vf9$lkd167xw!
zY8t3vJvpVCv2h6ZM^2QjL4km^Ou|%}_WNx7_=01Bs;-Cc$Wepuzb~B_t()<GY>d{t
z)4e3`S)xz5ZH-~Rs9~>7yxJ!4uH7PW=Hl}^;(>2#z*VZby_kPO$>qiJXgTsL%K_L5
z$QXfi29Lfb*Ql6p%RS(+8v)~#Ij`m0N=pW2%rbt(mI1M&S2%=R4PI+S&c+WI51Yzv
zdpgznTImaBOn3FzYBYP>)p?ref0yY};%R#~X10ew_gS{v4IC5^Hwv&^;Q^=cNJ;#d
z{0ryq*Y4xB?zrDzyC*bH)_4QD7FKTzEZ+oX2H3E%z<8~6&-<np7;)M|i&hiH3bDnY
z8pF$rxJBMua$l<pW_0&f$U@w|tr~*d`H8@4IeW0C(!4bJ1k|f&RV`#~b*Elcj|F^n
za##wx%+Hh)HgguiGW4IIKpqYF!7v7~FJ-K9&yaS}6|ZiW8Gg&=s~&91YhKrAVPXwF
z!H<@`5#gLMI_`7PN1!9CXTCKx88Iuf8ceg<{QP*&ZD6slCm!AgRQY_EHl7Yd`}cjs
zJ&<<|<G=h*jGrYlwk8fzhHlpV#J;yme-lO6^e8F18RCe<vYkIPd5BK#14qyC5_OPy
zapuOvv*R*mMQ>KLL{8R)8OUEe0X*TY#`cUF<}u@owCm&b{f+1U0W4tV&wEJ5nmKIl
zz{NA6en!!P<iD$Ymdq`wqm;oImUPyMPl%4t$?;~RG!*_&9pS~Z!hN+x1;tUTA*0i&
zzn(XZ%uHwNWC`&c`Zv-=8|UC|85qP24GjVM=o8?3^bHa_=A1fT|7FXei$?zaFKD|N
z_F+y0<}oyYhg<Rv_j)}9lA&XJ_hU&iUOiPr{CIAh`p9Uho=vgs<tY0nJ;HVo`o~0l
zZw-8ye97f4$Qi^RI=xTLPga=qEXC*FNLU!Z_wwbM;Jsw|<tRx!OUAMy;wv-bTdc6`
z@4mmwVKoK4Xf%80+F$<($Ig>$XSRdVeLsHQSbJ3$NzfHH>@oR%+utbnY`W>Y8S0m<
z6RP<J0zs*DhV9-#a4uBi&zvmJ;lCl}{KhT5ypkY-&H%P-NJ~0dvknw<aMg3?V&Vr+
zTD40xfFU$4%1DZjKd68G`gt|A@vwHydtDE2xyGFUtLlV`&uU;7kZ2IAfAjl|U)%->
zDeOsx$o_I5J1LKRT_XU3Xm*XPYM*p2;t%&D6Z#A{!*-;=d@@wi-(P+Gxu{m(UTtQf
zr&)GE)2wsI;6IhgK7>|s{r&#ieS0|J;i+=h_N{+gQ7UXzDa4u^K&w%&NJ^H2{oDcO
zUA<%qU=I2MnzhqK7l0+(($+S^NNZ~@Q7sDc=t%Or4;3%tP!1Wd76-=;)Sjx%m~LxR
z$yYh6sVB6+jGhF?hkO-!eD4-er3hffW**uC@HS!PBd4Zle}3?IqAL>=@Y(ahQAyIq
zfGkYJX;AM<Uj+^q!)dwcT)po5ne%+r_nL}KpXjI@cy?G!ytov(ZQ$3U?VEIeNNMp7
z1aj>&Xh8~G`jk=v1i08&uYwE^*3rXNP92-syF1e7`O{$O6znEo)-1l9K1KqKHwJ}<
zAhIdGowYf&;%MkmMRoM9q23>gZj|JH_4#4JCFicI?VMd&Zr40Y(goFLoIQ}+%*(CK
z0j#h~#x;YYKl2m~ICbA^0iXXmol`4wP;K%$AW(*`CV+uano_LUh<;5ImJ~ffrT+-+
zKwb{!{^(|W4P78NZKT2l`8xb|a;T5|k)e<{r8dk$E>PDfx?NiNf+sG2+v@WkCJIPs
zjKMHG(j?I3fN=-H;isvJkg2fl1D9EVSd^i4??vxRq44jy)2H|4JyF%5@NQaOw*<1U
zIV&*{%pCADgpl+EHRt-bYxx&}J+zr)49Nr}6o;6}VD137U_hfSSYH`JCux?g;X$v&
z)h#%T0;qqNBRT*PCSaJU_B}0WB)a@8t$ZIOXRdrI%qmVre4`>^@k_>FZr{Su)+%Qd
z>VxW)uMMhVL4(Btf9NM6hqdk}+?t+}mCuxNZMgAIC`;Au!>`&A_osn4<@<Mk+|W|6
zZyDRN_2qR1%SedBgTZ{J8xe(Ce||if)hay$2g4Z>{Y}L2kSJh?l9azYHRMZvy?D`s
z`V5z?z1u)xle{FOfRPg|bhOSag8xPM=`|4@3i#CP1m~q4(DM=4*7-rjH%sVl-L<<M
zMhK9uFmC)oh>7(MIoE4CCw5%rV0P4L?0+++#iuFmX}fd_!N3{_<a}n%;y%4khBb)k
z?&wc(({Je&NfjT?cfJ!`OskGJxnqXD{&7|Jo+%IvCIM%}<!*Dn1avNdcBM~#0YkT>
zd7BRCK91bqk-G`CeA4=OftEDfa-!ZFXq`r9xA*Kjv<R|V|CRI0gN4SDaBb4`8pdzt
zT67-d@Xyx;AD80JlF&!(t}S|+wxh$L4Bl(<o=1Vo;h2^e#;eaFMov!_>QMhy2CG5V
zfhjF5UFz2V0oWN0{1;r-CK_=M-vUA|3`6t_CAoFXrYJg8@GCTYPV4>`1V@4r3#t^z
z$?w0<BxwAcAW)sVzxja1uqFVU%_{9R3pWs)95q<jNJP8FC3(4ikt>Bg$T#=qd%Q~7
zh%yqn>NE85B_e|Vm`(5^haU#M#|*#M_u>-bCAIBQOu9K}%**KZ0`h6nc{-p_84cYv
zEbZ;ZGldp$v?R)OQ;=t&B!I>rRuD~qD$PW=lMC;pC>YiII#u!`eUjf<fUZ30J)^Pq
z4uH|Lu5$cxfIPaHO&ED_6*^AHsx-t8G$P=j^P{J^@_X(QFnA*5t)_P<zEQ)~AftOG
ziQ^?ouNK%@H3b$cYv$A5(o!;q0hC)=NcSD3Q(%SBXlE#BRe{xi)ZFzP+|?jo>0SgY
zDUSm#m{#?^MhWj(jb5PQ1RPq(8XQFc-G*`~QJG#Z(B|+cFSXXI`AFh$#{BL1yel7_
zQEIjE$0oa3`1~!OP9tyi&>d|I1oG~}f#wMga3%cW%0`Stn=gP;+s`8`;{|V!*IWT_
zh1@_&5@<Xa-a>T<sGJN*KYNR~i4?i24qRs6(XMx-#{xlX#3G2bjI|IBNp;|U0k}Av
zb9kgR;OOU5MRF*BlxPD+^vvLKcN~k;S1@uhY^59%aPU6ylDw3=>He|JD3O~iPyhyP
zFBPuLCTQc(?Yw!b4Z#uoE%v|_&#4K8;yE-_ZOHnR5IvoDhEsf#w@A*UORJ5XUWstf
z1cqKsfBSZZM~c#&_|<EK5=PD>^Bj}Esp0tf(Jc3KP9@4+C$hgzO<v?_jZVJ!EbwZY
z=>Glp-&Y^sM*4_s*0~?{#=-aptgGnhzHL2>YOjAPGi{nJR$EATv@13c^slI!{@u1Y
zbjRq2qL$WFqr}kgFb!}TYBaaoL&L_}6pi|7$2wXiZ@vSPaz*;jqGVMq8}qiWiyOlx
z<V`ZJgP^fzo#xEjzdAu$`6hvl{wKJ6;UD`mlTASg?!nRL!TrP$QIVWoU{*bP-*$gE
zr~NFlw*;sQSO2GicL62ZqK5rGH`Rl~KXH&FXS~ZL+_VmlDP33A4#Te}O_$02qCYz`
zh2cOQP@Me>S;E7cJm-7g;}Yb_=g)M^tA*$IX`4z0HA+<2Ze(Xm$nH3gC)73WAFXs)
zmvLxo!Cn&u9a|Lu$u~_!Pz?z{J-2mtcUPT)_kXxj0c;qSperDunF8`{1)s1?1E*a}
zEqFCGgxMjey{ZwzY5`3Sur&mSZzF+zwq-d|H*i;bVVDapptEtx+1|fXxB`$P>)rrM
zKdWg4LS}azXiW&OC@MNn0OH4+`TA%4qH2^1AQN~3i}Vx)G+H(x%0MEPAjAOWx&eUf
z2;1~BNzF3J-uJTP&2^wGq|LL7i;F9OFWZesU#-EbbuR*D%@dsL6ou2T1K4m}BLz67
z`vbBOIMr^V7HF6yr%C|RMIF^vvm2WL_N5xr0d%=^w_21rBrD>#qmaO>n!#dm`qq#>
zdk>vlR128<=1;EEj}tM9vS~+pk?Q-+n}fZ{!Oc(>5sEC!m<ui+3#+08+wTB~+g}H`
zTshKeqZTkS;n?{GuX=xNjn%zL&)9aNF7)G8u(&TkXLvtftwG?_D~JdMI)a=T;-<P!
zv2`=ChE+RkgslTzD0taV4abfH>cWM}tk<)yr<o*sESy)*JAEe5+t*=q@i|pR-BcP-
zH6w|KZs9Lqn825j`5CDejcrv4?%JaZr>kZ<lI1<p@{=$8S!-Tj27PI9Nj+|Q3*HUu
zuf^5T6WuXpHlum2Y?wiQ`vIYISM^%GZ(;;?aX7T9cTsISn3aJ^VP&|;vZ__g$M2V_
z<unAbB{gy;VzFLnArjD*sVqF;7%KicW8k9t+Lh0mC4^1fl#E_W^N}iyol72s6JLj^
zM*OK#=6x(cVjS$Dzj*yR7=1t!fay)nWD&DQ_llv{ovv8Rr4QA&f=){#x8f}-UYj-<
zGOfzm00fX)_vSHBhABsR>4s)i3d|<N_njC*pPC%4+;U}L`feh%B$7Kl2&15K48+P~
zuCmtdwMU}X!!E4S-be<stm$xiJ;!8k2KtOMR&hTak7L2&K=8$qHveKLxWY>55%O`N
zfN<`fBvibY&W=z5UYsRKIRwEpO4^L06-%Z6iqub0Q>iE!rO6E6aP6zA5HP<4?FC-f
zcLjLXLK3L3zI1RqTHKoCyEF+z79$`MdqS^IMq5MQg@Ww^TXSY^38v%m7sH+P&^4v^
z@?(^{;dF>sBvIpSaQv#=BhQ_LmE+M~9chT42kvj<^WD2uL{{r`s-&gT960UdfE>;Y
zllPu7;&)ka<H&gf5$PwSkUwx^8cCxPrS0foiZz_HN~~!e796w9A=-t_zvuO+ByWu$
zjuKPz<)VH?H(u5xgR?|IEj@h*Pk2`hohqO2jAMMWK@&uw`g+T7TJV<z{<>^X;E<u|
zGPy+{anJAIB%Z2>e3OKFStYY}h&yE>2O03nJN&8P<Huw;9LNvpQy0t~<Y~M;F$}+5
z=cnjT0k-imK|y#Mw=Te&#2*x6?E%WeD_%#hsT=%H$2DS-uRO#iXSyL0tP4J9W53n*
zbpmQ(z$W5bbU58vw-sof3xBSH{_>Zub|TO{3YE?$u%nwBE(z8PB~gEg;}cvTo!AZ2
zllR0g@YXdNcuN>#gKJl{v3u{{zTImnCND%lbH)jKvhGoC|2=p80#?{Koa#HS+Ee_>
zwBT;fkO4j-HOtXCxKUWH_f<bUtXn+fYIj{u32(VK?jClvU$!V+2;0{8QaG@e5{&m|
zlgk^3L7prnPM<w?ROuz<BrySAF`38nR8xao;I2UaT!R7yiGEYXlT5|u$03l#(oZBn
z!cH!|?DZc!F_A0Ldf(vH>ZI8^8+{KdJF>0$@<W|Z<#uL9dkH5OH#Nu%wWjlhOgC1F
z_*`Wzh1_XH?-l2tSU6$=npCA_M`E_EPh~F+7pm*cm5(=8=jn@>p>uLwg{`Yk8t0x7
zi_K17)vJlq(|x_vL$95gXLmH$cz!Q=A3`iRUNwUQ#Psl7PZAC6DRtfZ%xb4~i@pnm
z@!wZrjnKe}HQ$b@@^BWgmXUX?oU%cvb#u=aPDMiy_IS$m1lUm#xgCJzOF%&HJuozG
z;)~6zBYW!V8(+%H%S!**B*B;1+3Y@i&iBez3g|?;(B{fzjqSPu_`+aZG17WCQTXj0
zVP;}@IS(I4I#wcTA7ghcDpH0_{4cG|jGjk+_+D1@xNv0DxO8&5B_Xr*F%Tc6LSb+6
zBEEl}#4rVhGAuvFkL*lKD|MmTziPQ%sCtxD?J)zbof0}mJD7qAJL3JP#asllrSF}E
z1(dk$mtORSmo-FeXzjRCmL&8kF$RT<iL~+S=k5@ZtCKU~KbG}^_KKFoI+iXy6my>=
zIU0QmDUDz2IZ``A_HAd?3q8_$3pDXC(z~RI`s^3xChg=bWQHU*zAns`(_B3nIBd9e
zC|*Q*h2J<hAlRnftB2uVRw=K(1$wiFIGA$QNAaPBm;GwoGthN>l`K^#=V2V<=aW|F
zs!u%d3t0EB-@%+5DG`6(x^m`xli9+nwG~;V4XPxv)+YqFJHQP&JoIzrW?|DF`>j#;
zr)I_V+)LMC{>k$Xy{s?-rx<WOjJN$A?BBIcqa0KE!u?IbERkpMNPXFxX11LB5s)#$
z88UpxHQ>jstl0q;YtiLn08a!i$kViA1m-be*Sv8(J2-zLa5a!Iu6fqEg{yM;n4+>b
z$-GD8_j?Y@g~p_(oI`r0TPhbeUXd@o((V;GIuTQ1^Q91|(!!*=#k3ka$om>=P<|Y^
zCqW^ME?fF9CEBBHQ;V!w_PD3ME|aw%)oNUlYr6agM^#6t@YHI8<(`Vje*2-}iJ7zu
zGn0DvvvG{M6K1uCwnC5$N$*EK>?nTKU!2x@I6msHf)wDic-pbZpX3cki$;PA(y}<%
zqol!-ZAM!CSOJ%XKeAd&t_QjHq_Uu<9)*eyqq=eKV}Uc{VaxFk7o6YFjuD=#K4_Re
zJtUJxe%JbtJP)jjj0#f5r{o?F-FvcsyAWI1-kUtrzgNKG2}HwcY8v744<8~Pjhpd*
zDtBm)#H|Bkss=V#Jtd3VY-{GiUK+6Dp1*YI(w+A33i9ge9WJa@9d%~9UHXB3Ca15R
zr%)5oaiVz*xI7}sm*f$|g%)}2vD<=>M<4ZWm|odZVerhwcnxkiBBWm}51TPiZ4<Cv
zuV2tf&7$`uW><d=Tm*!{?Ym)1B`=3U7`NJA<HM|41+p=B@A1cW{c~Z!>)~(CT|D|O
zxO3$LLGdc_F%Z?h?`%;smkH46PyL;#LSk%hT}`pxi8@b9Kt>jijk_IxFY-_AmP+|G
zjJYf(Ow@aSbN?RLF_D3qFl9h-{N%YM|7{f9ccSpyJ6`Sb(07K%9glyipVZ*^u<Jhx
zJ9-e&pORdgy@*O2=Y)~d>1KJw<SkW?k@J%QSa~B!SV11|+yX9h#l>N~{*FT9Kh5pD
zB|u><26k<ZzGIYaeKr7lu~w>jaunPZ#kan=`WkFh8j3IFwUMWe@a<YHECH#ej3az)
zt({5V9jQ1VHszh*Z3+o}?aHOOl8_NSceY<CkYZisIXM21YX-12>Vz!KZq5xIw$xtp
zZh2cZ_ltQF>Uqy<>MjGl@%z#ZbrtsNmh}cPIz3oC5Oi@9-57O<^mLH#R>1uZLKZI9
zdE)38LYy5uSYc(Pc$ViOR*hrzdb7DzY4iTwGTWjpywfUkxZ;1X^_F2#MqS%528w}*
zgaQJh(xpfvEiK_tQew~&N=gi%5=sgTj36b<NP~0?3@RdBL+400qtw7q-@eBCe%|kS
zkN1~<oXx)WUVG)a&LwnkiA!jyPoZDr#Ai@J+xmOmat_>*wUDIr41;~Uru}ba*v2tf
zgYz1`!g+Lc`x;dkGs|&#=P^m!39UAxvfoI`G=Uu(h9N-~mqi?C&wqUdK&v}u_&XgR
zJOdbqd&7Ucp1-xW7^(fl_(8zoTmNx~ghYEqdHyd}Cb8l)DA~)t$)NeG7jpz!cyd9%
z?T?n7GQM>PRB)B`j!gvAqRIU*>GHYXb$@=G(|Iviq9za0KHLpGA=75!xw6=;x=_l1
z)#RbE%<VA=fczF1h3D%!rt0QptaZKl#n@c2VfWg?S1v)(p-Jk&Z*iG(Qzmmc)+-~T
zXSRn1PMv!*`oY6@;`QV2_doUalX?nYLxqY(Gk%2C>)-n&fnO}<#f@{fvKW4X978-*
z6`cQA-LdR&Oy?8dkC63IzZy@$k!qP3u=x@1TBxTo`dLvC2pFY6|8dn}Ft#<9%Ge%J
zq7?Ir>$^qqQ<cP(7IMX@wCl{<Zy+rRvXd<(^1*K(CFPVSZfH%s@NpXtc=Wte<4T=s
z>Yji3q0G4K{UXKwb<*zIVOZ4E-ZV(x(#!uRr>T%a*XF))zNI2V#5!ln?SY9=c8l)k
zv=xDec8dBeZ=6kn|NgxnN5A0qCYIJ={$^$%!JCum^7J?(#l>w#=exhD!;<(h5*PO5
z&PW&&9dj3&scgMRzds|roc&8T3XosjPnF9Am0!*@$DC9-HuDZLU@O`m>sv-o!%h42
zN|P8Gu)06A$N64L7r|u-q#-H#C&wwS(GTlQf&P$*#5+B64P{U7ZnIFhDnU#I1KZqR
z7Cy~lHB)c+h@P?Yy(noE)FL1LYIi_6`2tW45r+3GcNqZ6{&bdP7fK^8`Hd3A2fAE<
zLHjXc8x9DF#x2})Y|yUKdD<x;A$bg!^HMBjBs(|3S!y9a`ctW*@FRb|d9d$`xH5Zv
z+rw8B%{2eu-G}z6U%wf@-d}g7W>Ef~@>RUX<qlyTg|B$-r36y|p9)g(Gmt|ZRA4zk
z=nbiR-|2cU$X!JuOeh%RHrj7E-uklB)uBd<y?ukS6Dp=41j$XC&-eW-yYuiZ<$c*c
z!GRU0U)wS@7!w_0(YK6Y4n7K_P|+jZio7yf_Dl=OKe%WC_h-#2{D+qyBHZ&Ryo{(G
z#w9qaGYCLA20_#oEr^)O)V-?|t-0sxiBd<zdIfR^msXm<NJiOt;?I3?cb~_3Bd?t=
zy}4H&R$PN}J3%0U1R(DeNS{4myz&m@U=!%*#(VcE6inhj?#kJc5tp!dHj0a$A|mFb
zTUtG6)vzxMm-fv^F^O{KUmHyxRZo9qbQ~&T>v-O+2J)wL09*$WO7<Xr>-71D1{I3q
zE{(W9^7}i$+<tb|5fKqdPS2i)cTNyN+7=Rvc5{rH8O>F<gc}75Frq57zjj`a>HbO;
zZP39oXu>XIdjetrcn^4+Lg;R(Yii=QSMN_xO}bXA?VOa(I}c%a>B8o30@e<1{5esq
z|8a_-lrtbYIaQIH>0{V>x=fZzCzB+)C3IBfimX_XXYSsnplGcCA+{Jm{hy(K71FN^
zRm=P@-u(~O6`<xe!1n{B>Sa4C;L-nR1;8kh{gyL<^ez=-`Z`Y~!_2gw8+8AIt6BH<
zU}d~A*{+U-tR1I7Tse0MuoaE&7N5VR%lJ@o6f-F6lL^9x*Uo1}Uj8c@ynFX9z0HA>
z++W8oJeIN9o}opZn=l9paFjI~RIr#B+L{V4{e$N?P1}QM6*Koe6Ye~i)FB*vm@Ngz
z#k(8%B6tS~Aq$ki<ZT4FAaNY-&SsAi{uXIcmYKhmi;2?pcG>eAjkc$h=wfl3!&3#D
z3_zgtRLKGr32K~nO`mVtN=b_-HPncocaPIEQ1jHflcqmgq?+5BrHlp%ZW}qm#G~^9
zGMgpN*eP>D`*?Old&D!a3dQHh;>RGrdE5Vxi?E(v;b9;nCzQUbNQ+{N!`2y_N-MUi
z8zx+02+%>=+!gd-=1AFypw}<kxLabZpT$?Fy;1SRCBtUFc$9Yps>59?gNoBs=YSCO
zN62r#8VvPvxzxR#{!X!nCPY(f!sAVbRLLsH>B?30)dkRs7Cun4E#Ib80yXG|sA=d)
zQC%QEsmV-Av*ZZ*XYs#$(+qBOYb!l5`Lgh3cz1Mgdv6VUow$`P*HPP6I<VHyj=2=(
zcOUwc*D652=*^+O*h(@q$`-Cn4CP2hT||6sll8-1^Jlf3ky7&&FDe8<uJ2$AGqhbL
zc1Ri%B|K(@RyEW;6P{&W7b`obf>atPBFxJ9$w^ck#S+6dzXFsnbAMKj*TDv-na8!;
zX!R!ONnd;jZPj`ri1Jfi+k9DG9&>yvWtl9`n@G2_-t~SL>be>zS(o!vRlE|jX3EaP
ztGc}`$e$=n{@utI`1{V}4{SgUUa<4kyT_}hN%Z%hdYVyUE>AcrX-WJ7{bvO`2mnL%
z$+3sAoIeM+o}ic(#!~@XoDlw$=Og~$KEl_3gf%pFbDSU(K3fHTL81BYtKyRrKxL@H
z2fBlmc82#C2g-Cg2!oXm*|46olGJN@c#NELXUJ12A@G|(oEmg^Ht_nV$Zc!JX5P!J
zIa)IM?z}Vo_LhJ4?)_3vDdMf*idgGy$JAPFC<>0dejSQ}nhnx7Avr{t(9OB53z;QY
z#-F_nZPBj(=3;LQWxZt<Eet)<IB>AaV)S5;tG{;HDiSKke})j_>Gz=u_1r-<*h+GS
z)@P@QBMo*-K{ThebMrics%I8m$|kry7qQ;PoU%T8VfF5eJ=7ZzsHX^RmJ7aM?4ASa
zY#z?$VnAj&tgY1X<HB&SqMJxxGjoQ;+%A;RU`=StJm>01(WA(xgu~L&fd>bCFV{kw
zUo5`$#;#a_)hIqgL0NjchNkx5&qi#9)(sy$cix+5E)BY(__>3@$^y+B_M0@Y@H;4u
zBK2oRnkU#{nweP5f?f>=xo;-MS$S|`;%;)83%podP?`@mxCsj0?D7F|ZsX+JX6<?H
z4E{>v>Ze&5_l1YKrRE&snwLEs6u3i^GWXClMTm;_4X3<OMdrUb^p=B_9dj3C4}@5q
z-3m%g0XH3S8>NgJVMpJPL2p_ue!`&g<dE0brB2GT7cLB_7u~nWdzP~({X!IEDaOCF
zVZ?+grXfqlV*)9=*5tn%a1f9#Jhc4#lHTGh@1BIZOIo}b&&bq$`@Tw(w;A5WliTxm
zXU#0-wN3we7mJrV1V6OE4PSO=m+{RsFKnL#2yc+!U?V@25})}ef)noFFmf4calp_~
zmU$F!4kY5R9$2T8qL{*cbw1;q$4w5t#qKyJ>=xm0vh${(Y9?tXq_=1|J{?$9{(*nH
zlOjKX)|2&)J=@f|+3*HFAT(zmcU0nJ=C#y_qzY<3J?3>6-rS2O_2Q0)`}1f!ub7*x
z!<^c_wGVYQ!bko}AIz9eY!$nSGcNyy&KYqPV4wm;rtLJ7un$WFwR$*%-UYj8uv2>(
z$4JEV;2MjxvhWsV-imn=UUS#BO#gf-b1Dw&wX4tXNi!ngz+-Im@q@mV^DS8%{;x{I
z0q`}rV`DfDc69AqQ)2lW>I%%QAqk5zrq?~%I{aj?G1Ja~6kYV>9fzmThxVEcz&1=7
z#?`zu2<@Dph6Gd_CHbRWuN*X{FlRrlUH~V^{UJdB?q4T5&w#JkA>kGXsJVmiqP>hZ
zjrsZoGyLu+8Rhbi_f%Ew4AN{SwsbE$87jdXidg|7i$b9Vate6p{PCXZZ55=m%ja#c
zz+cFCD)<~-S|oP)jV_hN6{hj^+neo253Y#jOvhtAK0V+3v;9<NADzOI?V2oeG2o_D
z$C)THJjR*4xgW2<jdVul<$Bb$f*V<X@uGBddl>g+80(b4A-!alqxm*=xkfQs>!sm%
z8}Atq!7+?}=Kra>+`5L9a&nS{gRK2f6jbg{-=T$Esk<x{`~5J>9`vMa5{QtS8@ACn
zGh0pH!JP_^t3uRA24Vb@k3Acca3;~D0b_s8gTKnftcOdFwCNK~xE(eQGm|QOyoy;_
zpb!3g15$<FK+p>_c^5lNsBPKCK0iwT6qKBQ@POGX)!ho|0<zcW@I!8urUacdj~Y{l
zzJ|)f4hvXo&r>P)1_uUr&(RtnHKh{tZ7<1Ea~_hK4|A^7CFe8i0e}+VdML}Zo4-$a
zq0b<-a^A0Pz2jMYV~jpV)S^waPe5~sz?k=A!R9_L|K_qE*l6_J>4C#lKKk#vr5UYC
znmaZ@?H_uzP_{s61Sfd9^kkYU&?i+@=4(o7afe*hV<vTB1vevi?k)LgKOV7aOz|0?
zGE3WVu_rEpJpvWkSNPgRGw`KbGucMHVSt{V`bHPy>O_8xX<rnLo$qgMK^4-Js{NcB
z)+v4oD5DtDWTv6Q5{`XC=4#{}7@GIlnBv&=uy^me7v!+{J;F%mLF|nd6*;o1pMq5V
z#gYrG+Wj;53SbKvsjq8<qW&tQ@p9`<dHtF-{<#K4na71HGTc)wzj^jvwO<T+Dz&-G
zx&%4iovr|J$+bgCfX?qE0N#M}+agDlNs|J`MOX6NMt0BQuLWLkivN{*!)a%@vS863
zlI+|>lcevz5pHOsxA0~8yF9GpmNN|r;ZeAL*-x(q@oAMUXFiZcQ3w)64m0-_c{-Pe
z$PgWcv&SknycP>eQRDpZ(Gi-sLehOcOKrvZF<aEfu(jD|dua9}6M<0HiOk}snPW#b
zt2*ifmGuOkglT9!9y#)Q_LIL(m}2(cc^$N_MV=U8Q#Y0GNa0QT{b@o0-lTrHo<ju_
zns7RWj~d+d-ar7{a%590hQ^E^n=B+*j`f1CtWfLRB0s!8WN%!9Z1IRr5A?O4+t?g%
z-127?j%4RT->e$EaUH#3iRkou7<PU=K*DE?r{A7nmgX0Vd0{{ck|KSWTE}G$!C}9z
z&16SH&+pBC8~`>qji!Cfa7iGvi#ReJdusCGPHGIc#-vr<%_ThNn#JGGeXBLyl7bI<
zaKDiPNz0G$rJ6}Z{B`yUrvtvFp8OiH#bjy~Inb{HaC~G|I9EBdT0`DNrU{NV+wvT`
z1+L(%O@qbdQ52IdslqUy(?Ui?diH8CLUkM%O45MfkncBSy!k`mU~dQo5chPP<X`3g
zXNz~q0uADp<KQi~)rcG1w~1jvWXznj|1rBJB_-=nh5*V&Y~gBB){l?_v&Vxd);MhS
zXbP>_Nk#w<E2u3^PMyU0*3-)lfiDG(g?}_IfmR!TlX_j2Z7%6HT3Q^#_!U*lr3-`)
zzf$-Mj#?@UUJ5VPu%jHX-eSr+yAHTv|KXzN^++RKAsk2MzY<ZJU)AH%C^YKw;zzJ3
zMc8TbTVayNBLznYGo}s(bxI1Obe^6?u@iDyBh_P-1*?s?eoIXTzYY74{OtymP1fE(
zeRWd`tJz85Ji~&Acx-pOiw)q1%L5q|P>-X+ZSrL^`Cf|MIyeiyotCV}p4c|rUtBFk
zE1UU^`i%2gNE?N{*H3(G-#lN>qtaM2NLQiNo5qLZ$U{W;d=;XuTb`bCbpH|rZStSn
z$T1DjqKJga3q1V=SF?^~S#_R%A4?p~!tEi|TS7%7?y1kq@uwUF(VP4_OvxUGE%}DJ
zzz?6}qO4V<XVmK_H<vxxd-BVD!`<&fi>es^l4}8xP;SI|<Q@6UCWdhq-lPmI&Mpxa
z+q!GO!XRRnCKy?{Ee>DzO&9T%lA>aACA@?&BB&NGb*A7nmNM@GP3EE83NQFrGIe8*
zCV5c>NKss}DICu%I2|R`7DJ1h9cKn{jkTpulBjjWW^X3eiNQhr2Deth>Ad@;ImbE!
zzE@(MipzFVuCuxtu!9obrkL;MeCiDqX*RH8U<R2w=M3F`m{3YjP1KShFMIbk!n;Kc
z6&<1#{)<#$a%$E?UNf?WS0Gtb&q1QEQf`Zu_lfamnn4glmgifvU=BOSB2}C?pw+IE
zuf|7)hI28iA5*ssAU?p8Zmqq6L3?!~2mA@617APM@R&~D42~~NL$n&c6dv8rmA|XE
zpbU^+|4i!p@JeaJC9*0z1qo00-m6JQv@N5B1CUuA7mXhDrP6tt#ezF1RxS9bDRn~O
zu4(Q={U_YmDED8=*sa+#&E>4iq!*XH9MW?co+i%%%S5u8OqjCcgtn+e-lBv3A`{8(
zv&)r(_;D5}q*M7jx*5K?ZGuy@49MHFM7K@EJ>?H_iS}X@6k7n+z%>hzWRR^KA06ph
z_~dAE(=(Fn)4?G{rs(u5Np|FAGiy*-R75wZ)twkemDo34#`#{>)Hn?vJtfPLvKK+m
zg#K#N74Sz3c5kj;dv8$7?UB&tWZ`1}PnI#f=bw*X3i<YH(a<fQjfP_P?8vnG7R=pj
zC)WO`=yTu{uOhXQ_Hs8D%V9nxzGene_Cqo-f|=9Pc7@7Yl6}iOTU9-ka?6zVgqk0$
zxtiW7qlJY)0bLEd1)b$<vgDLiuu0}J1+4r9aHXD`>8reMA~>`QA>RL0cV&T}*kV!<
zs^aqL66^2w-wt4YaH6YE7?3KNujW*TDj%U-1iq4$uh0n6;mzETok`#7c_TPcrQgfU
z(3j^OsUVTFqAtY;ca1Fj?SZez)gFtV|Fn75s_l(&^{d6PEch~ue?o$;K;LJmxEU3h
z>oeFCBL=A-gfw|ML{jSK=*zo&o-~A>hcWaPd~EN1(O#kIdE9#y{e+tq@`ky?B_G*P
z5f1Rzed~^R67lFm6f4i4CxCuiv_@B-KtfrMmUDBs@j=%^freVkuJLGFRJXD4ghht+
zbqhrv2bc2%?*jw~?G)}esw1aX;~8d<<9W@Dk=e1ce<L+MqYX1iM^u-WHO*EAr<l5A
zAT%$Kg|f9u)P;f_g%+~cqe;i;xGj`6iY?4Fj-Uqj6C`*JRoNAL!4Z)CN}JaB)zX{Y
z{vdcxus=!jVC`>#Ff+H4$;00bKULM1mQu0aZt@>1HCpT!8~e#mo11(=?&53OeL#tT
zrvoy8(4vNM05}u9w&5hRVTs!n)_l<O+R?;r$s^Ao&u}hGE6Fbuk!tk2!F;%`xK#yn
z#5(GGQzZ_$$}<;2z9nk%6WV?8S=g)$;E$Ik@<IBGZhfv^2<}&oNSJvP9T6kstp${s
zubt#sA!#GvOS!-Y*Ykt(*K<_St~CpNr^rryvthF)5jxYeA!O+s(whR#Z%3@4L$HG$
z6%!MVNTZG)`ATSiY*x(&G`c!#NDo@2A6416$cHDDaif&6&n4<rx3(Cbm=+&=WpoyJ
zbsGQ)03ANr`7yv+7HjR%=_gyWJoU4m4|(kjv(wa$<%){+-;H)Li&w>Y;I%qHHM*@e
z;SPIztF4V_7MCV|!tA$lS+1E0DEmxWuuC+#TzCkr$@y=O5oz;z?Xp$MaKoI7bluxQ
zC=lHdg%C#mi=#%Bb?)QQu+;%@n#20VA)*Vn@uZ~|T$0N<zmGitHIA&eEY>&MW*01E
zBp)Ot`5+%c(Xq=A!GgUfE<=m5BH-=j_BH#qyZDN@&JU_^e#1iJ`?hCI+^-6Wt*x3J
z&9U)v7AvHPel>Iw%X#qKr1OOaVGphdZSi0F@nqzg4Y&%@v_H}~OV#kiNa}}Dr(#GA
zVaq`PSC|kIAP^r;13tQ<S>66mILxZd_n_Nmao+aat9MiuqoWdo3!v?n|916n!!_uc
z&yX_>dg>r@w$<_rey+OdsMLdg^Kc_&v-2_U%V?L;z|*L6kK!{vMy3B8rl+hsnlr1c
zw(u$t=;jFVw9nR@9sAxNgc60X5q+Rt>g_{b#+x4qyypV2!nW0*yGuyA+&}#jy)+|M
z5blmfBuNRQt%V+KCiM~6c&}gYE;z@Yg%>pJNIvAap$&;=Obh|j)YNGA(AcuL_@$dT
zU&F6{vht)QE6*oCj)TnFIo$%n$@edgGrI5nePZ8wr6ryzFgy~edLN;~szZ#g7&?pd
z7Ty_fN*zSA(=S{UPoAJ_J9Kl&@PD+7Ja!&B&xcTSb8>7cCA9oi?=b@D&zkmeaGp>&
zcX-*pvkmL?cMIKv*Wjk6vTFM=+VU1PaCv7SU_T2{C4u*Hfn{cN+8H)s<UF@Srkpvz
zih=jZ`!jUUQEuRKz<<>Q4`(xq^}|H{JrX>_#cZ_#x22D+Sv@{1^3g3d;VJ)aXFR3a
zxySC7mb70?o)aC$*G`h4#30WxXrW`EM6YcrFg$0$J|XKCr8=|n+s1xHiX6#xkTf#u
z<8wvR2j9F-34KjN8bC%N#YrhebPN5pAwW91L<XVW`oJmjW6_ICa57eMO)9-=DP*cF
z4Rhx;mPycXN#R{JSsfktt4U1Gcxg3!D&9FDX36tUfiBw(G<s&a5K5YjXC-<al!Bz$
zAG^af2<v?92)g0p4z=JC!llLZ8eMyiIq7zr${7A9ej8mRR^@f60c@>xvxY&L=+In1
zM?R{|D^iq*-(AZ)r&Cb0#4tWD#w(`GE;yzn4_$3z1f(M#C%DLhWIo$^Ar0aCEz(s%
zZ{4I9i3r!9b!@bp)Vr0Ue~xJh3!qDbk3Sz$S@KMAfzP?&4)+=K!@}R=sOkqBeBC7Y
z1ZCgGffXs}Z$JhjF!Af-IIn8A>0AekA`#n$v^J1`P$H4UTjJLyY*gSO0oOg4G%SPP
z+&SbmY|R%*OSlPlL+;hiH5kf%;*rL&?o9aeXyA+fv@w#SLM!sk#C$;H0t`42vWh`>
zCcEY`_t&}X=Ss0ojE`BiBKy|wllTmV#)@p^7tJgs3{7_pv1_JTuF0povga+>Ww--|
zzd&1DhsIc3yM{Hdu~5?=Gx=cH+O*(TPoX!YC4E!-3YXws_aK9qZVZ$HSiZ77PUkve
z!6(N4+w5pfj(70|c1^mqh^lu=`*fLO+xJ*INCYn?K$oML(l(1bS)ZYW^mJZm&!N%?
zt<ZSZ6@QpKxg5m>M=xWMxgw{ZtCx5`?g~&0<C}k^JH(+KaNW{tbtpUcPDfCaWC@Tz
ziomB(2%@*-KkllR=eZ*?7eciAX>v;@068J8KT`K&kbN~o(>OpVzDSilxP+NoBWoOd
z?w^pdgF(M>4<OY83y4{nvgH>rjk1eibI@21x32)IYXPVkA({a|N?`yHBoG1<!cfP}
zA}jzV5MnO?0RKmzfC`$=%aiwtOv`gcJ2@zVt{yq|uyy3-sjTh<R&ev=rwK*M7;FCN
zz~stRY9VWRRcvjTua|ArS>*Qos9S0Mz=a11MaKTthGD1W+(+?}wo+o_Xqvg*umni;
z@!UP0ISjEsL+z<@2b=nUSY8+E&;e~H`Q96I5W@o0_g}J-78COsntuTJWJhW|@;c>@
z`~Zu!5goUV0jRB%KmPvadNLaYk1rIDqpY#N@qgIP(+uLy;C4R4Tx}Sg?xB1awoIbc
zWA<}|?g)H?ABJN++OAmaY@Z=8(lO*b_YvDFj83Zu4aVFTvdPASC9Pr~g+?y|%&n)0
zLQ^z*5ul-mAgBXn_Pv_`{+t8wA4#{KyaDa^Yjs_Kym1RqTW5ntf73dja=MEtptYRt
zAs|%9R*kqadG#{I?`<f)Pfqx6eBV!vFD!mQB`?2RD3=zqTY3G<8~4UgSmpAGacM-*
z+yUwW5=78G2GX_DL0*^=-y4mMRY!mT`C~>Al4Q+DR>$<mGyMg=R{Ij2Q(RklndSUm
zB}6#@&Ik#!zK{{$+MNuUjcL#q3;~*JM*(aQW&t3K&=d-Y;^9XMD+SLpN9jv#o*P#N
z(4SjXLhXCdn+Encd<o-Z&O@yl&l2}msn?E7nj`5==qkRoS;Wc3y*=GmNZ_P<Xv~L@
zy^I;jI&x>q{*7BpS?1OI9g{`?bU#l7{07P1_naO*U{OjN2Z+!VJOE7ced9eASn?do
zA^@`tWf7i8N61MjlKz~vZ}G)Ci4$i)=t5m{vc#H)I^IFc_OPuIJLP6S-bXj#WZ;5-
zLF$*G6D4#VaP}(!0lFq|@yb?jt+!i>J5B>6dL!>xO{7sO$OAYn;2qZnti{EpP5=eo
zNq`6+RFX<ct2H928%|RUjlIKW+=iR=8T5kMYmwO{PtEDhHfE~leZ8#o1#5Y7Q6hyK
z<)B)R-QxAq$Z1-y)oPReD_vmSAz+dT{xIb5XQzRRS>4_mMu)-Y6H6IDfY(fg@rwfH
zY>$O*MZo^irz?Lj(=O&9?&3*vx_njYuOq(f{ZcW-<BjY77{9E_8>&IideGx}=*mun
zCkg&!U``2g=g+Ry3sTV;89XP)9R`<9i>sGDlAIh@CH|%C$|@W|ckD$aSn)&ZK|~Oc
z6;X+UcJ>~?0I^~fEM!vhbN4nNvmv)f<inytM^u9%Kj?^>F6J|Gw^ic2d2?pDxF89x
z13<k+pzFo~u+8&@gN}3h1+Hr>pd8M7Zhqz<SOyWhCRAgP`7}bhKkDovvHVSH+{c0q
z`lF7>urevmJFGHW(wy7Xy3$qwx_<iS(`UNW^xhR_on<XD3`VcDZWay;FF(#KMLb$X
znG<joszJ=g;k|PwG;~%A2fq~HQcfiCTnV0$;++N+#!x_s^MC%y%1?^}z24l3#Wz3P
zPU;9{_s?D%#{fK}YLa{amTrF^yg_$B0lNfH+Am7f;^N}8W~`tR?WF5sINsBDP}tE@
ztLMSw26y&YQjy{A@`H)=Y%N-8*AZpS6_7ijl{*NWW?en>LL28U3#eJ4a;G9f^EFKh
zEf|<+Kl4lPg~|HY`Bg^U%<3rz7p=hY;r5a(Xw_wwaz!}|78bO`f#M@tvvV7wAORSW
zK`=-qWfdS5`n4s-XX*|XdXhtn0Sl9K{q*$ohKC5C1dg%gvhPU3dN;Oa{I?w|Xh|xu
z)VU~b(&qYgRL_CVgANBN+fihW+tXv<=rrVIr$!lBv)*apVdw$nnM3|JFd25moG<Q&
z=WtColFNsjHVobNbYV^Wu60e#y?IOJQlp3uh%Y}8=e6;#?q}|Y44wYeEyHci{txW^
zAIvxO52D}glA+RYMu;c_dD;f-ABn`Px2cChm=%$EB4{2>!AG)S=9@-Ar$bcA^6&&o
z<Hd!SCjxOIPq4l^HoZq6EA&wHO@_CoZrqo#L@^#yY>lXEY@d(%HM5Y%y*^*vTfIT$
zg8f6(+@qJ+r`2{AJq0md2PxGoV7i8H0$|ah2u!BE(!ue;1g#l=Ri>@<0CZJ#LU3d0
z`hcSYFYffD6kC57|JX^2Ne9qvgteUHuMw?PyW(eph+XKUFrP`4!96HQbU!f2c|cUC
zIRAYKN@KPQpO0FL|8mIRHD0vXZxBPfHmkiC<uKxaH-MZv$l7P8)p(4%`3ahq@icXs
z0vb%fkj{|^>d`p>f&^jJzuZrB9XkYu#oeEVNy+A7;GeCQ3_;DdcAGq7PMs4vIcSm9
zX6MC}4YWLV!|8c<KhPI3z7JS~s&gaJhs50hWG%l_YTEKzWUg^{y7=0WS$kDAi)KwQ
zBuk0PkNY4h{RLLOBQOQUdNCVVIneX<$Tb0=^p?iuY}&8P6Tv)`%yA5Sm>HUP05wRI
z+x7hLHK(AG5U(XRP-35KBE6o|lT?rbf21~~3=bVpxqi|HK7{M`Q2UkdpeArDosRk|
zk9g-Xp<TuTpEeHCuWZ$t<gTU~kKNwAz<aPm%gdHYs;bWxa~oLg1^%}bE4001K|5K!
zQ~jVh1!@ZFT!-LRkmB4312S$55yOY^j=yN2hPZ|5h)l9RWe^8-)(d?=>?i6tbc_1R
zt#4;i6ND`vvHSgbospUIlJeT!j{o8rpmd{(1aYjLgLmuW<`y1xc~rfZ&3GkYIBa+;
zZ*$(=e&iW0yZ}Auqjg$hcdhr})Z#i3J#_1%K7-0-h8xtL0cVzn>Xed@Tj8bw<DU$T
zM@jK@%Y^pfW@wZe#o54bcH&*K#N@bDDZB1#5LX1$L;%sdfOaDLA3<kyJV*kpSD12u
zS~d`_{qqLUYY+?yEU|voLclcIs{4bUp0loUpp40A0j2Sl00TzzDHZuEOKcO#F<PfA
zRg(~@Q)cX&Rqku0Fsl|ry?ac3RiS;}C>QuIecX3JsWoO=+88wR!R31A-otzK&mo^n
zAywVF{WahS(DheQQIS$!l5GH~G8_b;XeqkZ{*H|!S&+0^2ZD-Se7%W$4$+Bo_&UPc
z_E5`I)<n8SS5uY`?i=ks8!ELXjd~_4d$7v4DjS;tis80PVP>bwc(%A8U*PjQh-~-$
z&i~51F=ePAFL`QcanrBJeVVJ8ze;&FQ^~`=n-04rhF8yv7GAe&RZ+9Q7tJ-XMf4xe
z?%O<1f+V5&G~~HIMJ9mM4kIa~#}cF}!0;ZW(yRcuFmZCDy7&NDYYY=ql3aKd+_x!;
zCrJ?1Thv^~JnnV<3hNMXs91hcf;GWrmYD+T6pA2G@^TW-I@nev5i<g6YN~b*2SYxO
zwz169ulrM8@u9K0Ov{mSltIrl{YbvnkhHsabuY)$54h|3z+G3Ph4S&&EFsT2Y<y=I
z+qz;~S+IQ4S;?q123N=a`@ynR4q+90xHB7o>%_aQr1ki#d<0;oY|c+K-O=E;-_Ae<
zcKSS!f_3=C?pwRupj^EW`@X=ShInE>#WTyGAjfw&UPv2j(JJYGp~n-HQ+<1vCOrOm
z;dD^;h{uRsaOgS`GZzctksozD5AvjuSk-Ud+Y($$xOTM>f$a1JiCd4)Wi#Vfy;uR%
z!9^1XobT!GV%)#TpoF~tNW+H1S3Qgb5=dhPJNIx#>kRJ9dAAFX)^CV$_FoVBlwhmr
zB)naq3x6m*)z-Q#nWxPvmTfv=qSN(a5%iern}YA5kR%tAixX>Hk=r+K%Cs4A`r08?
zKjSffJy80gmsjLcRMq1hkOtuwqdNUH`HY9_lHJuwli#O3-$#Y@HBV^QE`wy)Krvzy
z=LjWPFT(z9j`Hc<PA5y_e*RwxkrS+&RrD!c$6?we&H20fI6<YV9CKafoewStmC-2b
zJJF-7>xGeq98j0TD^NQZ8aGNRfIuBe5RhA;c&JL^0YH}k&w639&HS7<zZ?=5t8>>6
z+g6S<Ow+i%dp_ehWzVW~&O{D&3#8EP*Umdd^D#Vi2g#&~Es%C-o=w~&r|%e{n6GiF
zAsG7)!eQ3yV4Z2JABRdy+bXDJS+ZI~i!SB$NvELZPK+h`0epe-BMzRhSUM(7YHyRU
z=6#|QUfRBsziHL807Uxoo~%8|9($7fV6O@nGTcU}C=?WLW}%mRRm=d~+DFvr-o1C1
zE!H3IN4ZP7NxB;3yU*35awFZVI?6l00Ct;G6>uuyEg6mR!|Q^t#_QxZymQ9Uu*kSt
zOtL{<EGZ49b!TAZuTA8(Q;P?bDz#Dre23}H|4o?9y7t7>pyFJ3T-3ER5H_*|GlEF#
znXu!>#QrGez$`!xw`3F4TPr5lGxtCh>8Q-7QhY^QV3nN3RfJN_>CL~oMrSP8aK+d=
zT~89f{-);bN%6>9SjX9WovKj@q&GH^CfZx-=BIHT9GWDgN)=dZ+iISR_L_G_&4UdE
zI+Cy33Uq`g)jz5Cg1?IXWu2)OcR{1na=U<7r5IL3*UWfK&PgcNG<nhN=+J+0NRg1M
zZGF4drLYHN5ql<420oB_`$LXUZ-PGQFro57W0MqSLqQf<Qd<BT)vloLSlc(htx!qz
zr&!9b%U35X%B_eU!XMn#q8Uao8n$9eE9vxcTP;5XH?M)kena7SdUq_q&kn~Hn3Slr
z-RnXBgyV#dHVTL}D!F>H9|Vs_8P`?2lPs`X0GTk#=xf~8q`C+y=jYeF=9~?DR0pcn
zA=mhYDik@}>HCj@_Uo|*H&9<+%+Oy(MouJelptb%KN7O+V7)^5<^iEzOH8-L{G~>m
zGZNQZD`DB2_detLxTTS!?2G&Q#;a%bl%e&0lfToBj&TR5!&eUQ#-{k!8Cqv#(3CEu
z0Vk?D2F$TH58U%bcU17CPCP0YyIkqtzb>8SWJBqz@yynRXO*0kR1Al{P|t{PH^1@I
z1v0h^Chp@pa1J(do9Nm&0wdO+tWi;zNZO8<zCbJ(HO~yK^fgu^f*fp#l0AO~dxjbm
zIYat%il?UU^Am=0mxr92G8-T>)gy_o>A+usQrO4WZM&bX*|XnorCr4A)k*+#PltD;
zPsFFvm`9Z0_t5R1{SVBe10YdCi@s^8@9i@2HptrM@<||S%vlx~kL~Ige{mnk#BRk~
zY6R^67BE#TgYv8{B%ei3V1w>=fk^q<3Iw>*drZ!6m0-SU`BmFdFFrgKCbVk7EqKsf
zIRSEvHRjjMPSUsM7;8lOkU*_aOH*n|AaxL%>d=HKnn!F#2r%Knt`w>uoEFd5zy6Bx
z;W83>!9xq(ghnP^jY4;#>((4D$KOr-_~&aPIE#0@A{$$;Uc`xRNZH;NmxdV=H#<)3
zAJ%GXYP3-qXh9d24rS-{uC-ON;atq%jb<Up;3u0HBlY@#IWxi$4KE)TIHt2%I%YY8
zg4nI<qXf^Qb*zz~f&<W}&s$wBUz2UlRVYPC-wfbswQUwj2Ksq5@yhk5v*dYOW*-&y
zn>u*er-Lth1OO9!iIxwo0M@oiT?px5z?T)Sv!(5O+jCpB+B|U(bTv?141rF4UGQHs
zlyxFC;nArQl}f<`Bi-!+8b5`wh_hDVff?@$cv9xsln6t20dnxW$<<loAp2d=*jKwq
zQ3tSMfnOnn-Uk<;Z2^E|&07+xjsjFcus=cDcdXK!V35=QTcP3<4_j7p+?MI#q~hX&
zKlCu`k_P`cvjOm^?1leXMOb`hpgwjBAX)f?xPIQ@m*|Wc(A@x=Q4f1Z1vWF~wg#Hr
zRfy}w2e@b&sc;B2y0#8ba^+ir7+3N~Ig>wXc2MwixkJ+vki%t*RKm<VI;((8(XTob
zqwUEO6@|aKI6dYU^)3g4G$?I157lL9P*tui<!#`sI|_H1cnnVGS~6szXTk$2?4oV@
z`!hWK?1*Eev@thfpYwhn93LQLWt|aAWkiq~&CHH4_@6}jvYn>s<B`)~g_9S7)%kXY
zRXQnGqYV^Cx9rR-N>o14d`Q}+2Hz4(%OD7h0c?(**4Id5<1p`u1xxPJd|$qZ1`T_X
zV~cnvSc8H*;`ZAaP`ftb%(9kj1BP%Z+0#QAGian6Q*o5!;rt*y-(kpbNxHRCZkowZ
zuEL_BhV-T3m2KxK>!B(r1Ai?7`jX_Y3%FPHPc|EBL=CDJE(+BkVnBxPN2PzOH>^SE
zwIi+Gdgo4-L2-hw)au90j`5lbV>*|D;w|4xVs5K!osb#*K{lhQ0AHT&fr)-KShT`6
z)v#dfC$#z~vHB7R^{Z>&sE=zZLREcT(!ij9(HGw@ixEcUb)P_6U2_gtLE#}(D{k%u
zE>l?lf3h9Ql})%_)T00Q&z?wik5Ni+J&X48_Z<ehDi2rdYOuaGj5(;ZqoKH2El9to
z=R?j<bN}H_dN@d0c){;wU$!va{#+JN=PPv`wsaH?)H{!?xbxxuWpwsKqR$V{t)a~t
zog6yC_$-L{ByWI4s8}EaUY%6+DjbFzS3x>7B6|~^mV%sJ(41QG^3!GnN%P!c5%3^2
zEjt)t_}dfx?{<%}WJXvw3Ii%$eFAB{*><oFl<xsT(#&TNQ1v+6>j1bP^mGhA0>l~X
z`B_{2<YI2a>V1!ogPJyJg2T{d?UARoU3Z#po~kzy5cWIN$eAwiS3p^0gf++hnadP<
zpj73S25jqQ)VI0}-^}jSKZs0R{ycoyLRGUr2@>7kKYvz-_SuGw72ng9u$Zz4ARx6t
zG)NCgT&oDAhp%dXB(yOv2e=A~<r{Ih`#Ma1!o^su%`QkTmSLdHeAQw8E%Xbq7_oYk
zRTC4MJnM8idNDLUu?X^Q($7QZE7`dgbQ3hM8N1uRioV!ccwbte!@s3+;y@TS>jQ-4
z;#E+Qj?bGCP~~DD2ypP5tFs^bS0+wh`S<&*@CrV`hFO8Zyh{KH(RX(IQ4%r9eI?LW
zsv@>;J_=kC)dk=i-Z@&dSWUWR2)}`pX*(yu*1cY^b{+=pBOlVe&7T)yL4_S46nLc#
z!i8AJg%8%*@jhLj&|zZ7hp%6&a%bWM#dQmK#Xg2Fi{3Ud9~uaa@Zcb6fYXHi56a;I
zfNW=&O?R)ZNEHDn#(3LHL)4>6$g;h79}#=1{-#RR5odlH)<QxhU{yeu<b?5L*E##*
z1f;lQAxrzA@fFCPpD^n;0!<O0hn3G@P`gEY1AF@xe3oKBPTuI(MZuy!)#gd41r*rO
z${>=~aHstV(5)z#KnwgXpYFb`ZB{o5;Vh|a!#n*SXu8>AbDs+4G)2C4roC8uYF|05
zh#>HbPdi#AI(`NhwEGExNMc(UfD9}rREGYxJRNL?NHuZKc~ZVEU1$A{(L%aP#nkF`
z%6))#DrPtVok)B*vJ?IbGa}&-EEJKPS*HdQwIALN6o+uVJiL(HN0n`!=f1V{(wg`y
zEFyxcV*(&u5o<!%GFz!pg_$RSgzS{FT`#{oiXlC2Kb@O@gIU5h(_Dyn8L~hMCQ!%6
z?~hoUXwR#zmrdXQ!z(D4+HMyh{SUrX`jf_C_uqBKoke_kN3~cxk6KvobSQY&P{U1n
zRxtMR;fBP@Jea@=qFP87ycjZn!v=z<ypg{g%=eT3md&&#(-oWQ=kyvvha#OT7DK`>
zTd=Z;X{THtZ~!=#V@?ozlinpr&zD&rJ?PkZ7G23566ye@E>W{-q=CI7<*=|bK*e_V
zE*s?-J-59r@&nEN^w&~W{Adah3INju$bWl|aqB+EP`-`ImcyePqQ2H7Ivq|YwGMsM
zb_4WIHiwXB-db)JR=giW#l+wj$E#URj0iwKuL4#$@D|cR1<AO3*}{Q7Nd;MP#8;3s
zW5)iXo}P&TxT>G?GzbE{dJ*qavzg8X^vBGU1&Tw(G9Ddp1=rdEo<Ix0k5Xobvel^p
znG}b8l6AOE?x>;zT=AOOi6AVfQ0Mu1*cLy%SF+Z6C98|kh1xw2{Qh4F=EvC1E(B1o
zD9T%6c*fu=-W4}+uwcf%^MSr4O)_1bZ$R&7dQ)BA{5`?Gq{K9y8#ml)AjkjO&%Zge
z6hDT3)xA%ub1nkfGn(tHl(^KAZuIT|izm`F723OXQ%*y?L4B6j*4(qA=X08K5NJ_h
z7;<2K427Qa8_p1PFosor>8E!+Oy+P(S~ZiO=HR`4a$X(yulItcgnU#MUAqQHZ#^x#
zg!L8aE`TZ+VNm&-N*}-#NPRBYZ?vEf;(FilumnNr4gf3wiH6}t$O>)uIipino&OZ3
z#{EeYFEqc{%>~JSBZTJ;$|3mUa}M6~cDhzCs9WH2J}Y&y<AKv{n_@<<P@EU=U3rAo
zq{$@ey*iRBIz~if!5;jS9PMBH!nMO-!3^S)T!VKH)Qi*GMJ=CPN%4#7%QgePAi{*U
zn4!F|tzly8iyD&u<)O?mCpz$3Jp<^r&KHcPr0=q9`woT@?eagAuAj3XBw)9W(VQ$1
zQ%D?i>Sjpdv*h@aop#8{NeZik_WL;m+VAHx8<nq+W`lY8I+3}2C{&h4Z`yi6Wwm<l
zAO}zyt+iDjc@BoRI9OjcRuA@G;GNz(ePWy}VckHy6+ZrhubY)vg@>5;03>I^c7cbm
z+C9w^Yc%fRfnQ%ds4w)9nie7W%($>?ve*ESEBMn2Psq}FXSR}6IvFu1VEir;r;;^b
ztgfLI<L^IGIWg&)Gr$WeadC&Hrp3pjF{Y_KeU&d;uMn3ZbR5-fvV=xJ*df2k9Efb`
zsS45`t}Fe~M3PU$bjiyF_?SWQF>te`*L}-~$<}sJ{9Y)i<-T?%Kh4L`?<4X@UOv<k
zXWs;s+lhM|oLe77H@xva^UqOB9gyZ;f%xT$BQZ+{n|I(WwsPF7M|VDSK!S1>s{97U
zoY|1rQ%#r1pE@b2)cT_m6~wwWo9znXNlKu#A2N?uCZ_6Q%rO>;!K1iXl*?Lzd7**?
zq~w|<fEB#Rbt$fQv$1HjmK;B;Yv_Eish=?;c-9%9!2>%PRG{dzl<nHj>?5$nhyUfF
zkB+xIRRSgM6kY?H9(e1v{jevihUaCAFyYGu9IVRu3%J^&xTrNZ;U)tFX@VAnBTx9r
zodFIR8ccPfck1d0Aufct*bApiAgNQpl5gSmlh?q0H3De1l4F_Dui_K9F=P0$tP6s#
zAM&ohdZ|?Y;$x>P2*s)L4#%7PTy55|C(%8@OMoS)s5v%su2ASb{1-FOcn^k#j@<G&
z7sh2<QE$!wGINlM+y(;OgSKE^c<a4L(j5t|xnq-o(FN!nbXM+qp;(x@27=EhK55(I
zvR0mf%*q~gMBm?n<Q&xrka1ZT^0J3%7c3bWHA|K>$wo|Mb~(Xz9e{KM-UlpybNl|X
z@OOvp*`KQWIR$;pip^~JZ3c^QX}xIsXbs_t7_I{gP3?>$u;xX2NMxCi|1E^m5ZIm$
zXOvnZV07bc08l9FeBM2r!ph+RCYF?9u0`w0t5NJt)KbkY+hJXNtA*}+w#fmOIUWUW
zAMx^EII-C28oz#9x?Wi}I6`?873=~mZd6Qb<LMF=iV`M}(qfD9H+H%%(Kg$vMs!RP
zgnO|cPyrno2>Bq^A3@DKXcshpfTDLcph^v_$WgG7<3@91kkiW=<Avv-{kZwmou>{@
zofS~KH&f~h;J&QG+LllpnNI$k?d62GrsdNw>=-RZ>J>>_a6D<zOXKz|Ftrp?@61Wq
zrwF63*y1N!S`(S_;Nf4?1Hzwv9zu2l^zI$@$IUw+ioJ1X2v%O)x0nRn9t9ooPG0kR
z$7Jn*|MO=&7VL7l1UG<&>M4D%^ea^i=fV!Y6&Nx(#V403UdOni+{w-aJsl8kJ=Ome
z53E#p(2IPL=dB)dGLB4u?X>~pMN$1PnFvla><m!6JeexUUwhP<>;vUcVO6~c&Dw^F
zw<Ham9urnkfzERsSEf5j%Cfg415S=XQC(|#Fbj>{xHJA%KR+f|uLo_fyOXe7h8!`c
zZyunKjL{ivW?<4!_jlbUwAX$Ie~L-~+TAHK?9k7&Ey=;OG(+h}0wr#Q0AD`A{^9zr
zKIO^s9cj~tTUTv+W?OxYyH?NTrt%x+TAU@LAzhoYv_TOVY9}3?m4P5^p|FaDXV}?O
z7U;O~?~D}RL0@OADuFrIo2h_-Hin4x+#88F#ay=x1I=DS1zeB<k%Bx&>-L|GW>C@4
z+yJ1xJ00n+s~`{eO-63@R?7WR^rEL!(A%?`WMtKd?rBE&ig7rl!_2+AY|S~QKH_@s
zY=RmKdO#H{c8!~Sp)H`f2$VV=H_TeF@N)5;oLF-5TP<sXFKg?@B@t<?!YO8Y_o??%
z@GW8e2lj(`Uh4syj!V`_i4%{sL`)^?@%LqPd4-6+58l2zsNrx31N~9aa;JcrP<SwR
znWFWBCE$q#{Gut=S{1b!zBht{%H`F~0Jx}yky7awa2^DfeGOHPwCbC8{~`<3$FIl^
zn_ziK&&NI8)pIH!OVuoN68DaRVpr_Rp$)<HDDFA%5zl_ddowYa%riQ@Oz5k!1!^yy
zf-k-ePh2_Dz^MD0$EVD$)ABOIS6E4a1BBw=o$DP#5R7-igaG&8J&q^+gSgIFlTwvq
zK@k9FG5@^&MsE5%PKa1Yl#{j?xm$nI415H|4Ad%$piL7R$t^pNEHy9EOooz<io!Q6
zk`7UTYm^dppbtG6N_P{9Pi>L`!8ooj#NPFYFIZ~)_;M#R<R>2wgceE6&;kV|WB2Fz
z3wk^?o1@&g39&?eT3q1XiLq-Gl!h{LI?5Q)_CYLDSYKw&;EuTCk)i1}M+%fg2&8(g
z+d&aXmssr?4PdHs0%|I%3+v7tpjAWGFzGMCrLMu6jMt+LRPuSHKI%u4Bd=E)jvF;!
z8U53H1Lk@h4xj^pFbE;l8VC{S06dqON8V4~g#!}S{Y4yzFg2F~EP?q;{{Wi$HrE!`
zYD#>k=`Q5y-q+Dz`lg0jXeZ{}z@SWoyCI|_j|XH5f38Zp-|sadYy(r+^H5P(OoOy5
zh4;zI1Evr<l*Wr!;Y+dGNxpcdn!OeMzDy14@*-o6tn&Pv<vnqI_ql)+nG4*@1$Y=r
zE`T_`i#*cYlXw9>m_jc%LyI^G^`ZUmz<`S0!c^2qb7<{RR9HM|oDLW(9xlLFx|ncG
z(A|44x6=nO{M1#}iH)-E@8cu3YE}pVhO3+e4E`KWAH~jwD7@0;4c1r4;dn+*q4W^&
zb^+>=uTS!0Vs`T`u-<A>E4lD#)hES(Ga%TEBB*e*(=Ny1KR{`pCnWL3d^NaCeyYI1
zuG?>BNFjfPLLj9f030uy){8B@3aCZfYC;rx(7Q+6tmDg%qH?aKh;wxd9@jgY3-U*-
zV5EY@k=0+uf@~nUUokFOghLK=)=N3)n;{M#1*%WC<V#=0pg{AVN66Px<<Cx|0liuQ
zaR*GP0XW=~>GUQ>dm80@(rrS>O;BTYP1z`O2_5H0aS~j0{%4hUBPB=Kpwks#_O8>1
z34z#>ckzR7wYhZ;5f3R*G!GXaj3yQT3v<|(wzoO``4p^a5}WcxR)|&R8z3$Q1un?a
zaJ0@bmPhdSLXm`YPRJY6sYmt`&#_yNDm58$A>DdB{fM_bS#yg`*S}Pg_kbPobSx1i
zU13SuHR*)xF?li#m12&OyL}9~jXaWpmUc!3X;Xg_ef6a<vPfvFmKU7PMT+f5)+U*$
z(l1$vto^?A+@Sq!an$}h3ocb&QXVYC^8gaKlmGwd!eWH8Ij@F&f<w@+t#X2Rfw#~V
zoX@pDog5ZIyTsC8LfXKRLTJ6Z;ioDIkT1mJ*{e=Lh6$uLIvN2PzB{1jTm&=ZAMCEr
z8UjK~kF_xqz})Q>wWpgTssUy&=>x{Llr)Is7z}~q^j@O~D*n46;fw5gPOjVVWq0^I
z($sPlHqO1_fsup0;_<UiX_LRR87Z?M)#c;;%f`NY8p}Fxzylh^{>h6-^f$W;jDTJm
zaI`K%^mq5~M?e#LwpNDq_lSf+Fv-?^>=0tBgof*Mq{u+k;2u!42hgkIfaCMw(Qa3O
z=Jeg;R5w_NTn^hcbrV~YvLbi#-}JxM#yzd)>jePQMkA0@q&WE+wD>L#ycVooW^c#m
zdx(*=v~@RDtxPf(b6(qD1BcpL8+b|;;5y2|+!gNMR{$gEe6m{<00(>l6hoTOs0TSf
z#t6;824jaZ>Gn4(Z915_OUuAKz9cC(@>oMS7*S&i=o20KvOmkLRVjnnDCdSYj_Gat
zReb|(EhV0u9?wm+6<6nNQ4#ImRO3})^UomxRGb=-)9$aT*$a=|JdaG>_l$J!)Q8aj
z*?R+;=O)fO-T*?VXG3}O774JcXX|I_KobQ4Rr10~Mp=kP)dH{*9y`Y+2ZjWUV7!U|
zpQ;r1IZ+Hiu-KXe%*GodQd0{dX6QPft#xNG4Iysp+X)&TLBWpU(-dLKuBJ6|7Pb8t
zxmvXkmn}vxMj+AVQirdDxmPPxPyq_;%dF^t<k41)oYR(bhh{dv2OAK_U%jvlVJ)aP
zgsKIM1-S?&4L*ekh#;noJLcoFuGYg@0H31sYZlPd<l}5iGNAH2-B(sI2LtTdbfTL3
zLigvU@ws7}jp*YFFL&06DI;kgrv#cB?=8jZC_ZwxC&fX{n&t;LK?5Z4fdj9(>0oM>
zCdz8O4*s^}AqEKkIpz$+kQrs%Cin3{1+Wu@37Yvz`L4LrD^m4*Y91iGvj_6rwCV=P
zMRNc}Ugw8RT!mfFb$~~b9L_g-(K2!iU?0Z)Haa@*W{g(4bd?+d5|DE5QeXAFac+!i
zBy$b`X>_{D`t7{Pk)@%q9)!@9Z)N(7L9g^#QyHWdzZ|iErphu5<VcQD(6spkym;}P
zKuWSWLwePJJLjklt7Ez!Rkq<J4Jm-nELY%wOwRz!OX6nf^PdMmC~=)z#bpIxhU+e%
zFLHtiU8MmLZt_ztX#UY1<7`StKtU#PvyYCxz^EW8&N_+i6W_O!Q@a#AX5uR{Uv^pi
z+(ZBv^`T;#;L-z3LEm;P$igdJT<-pwE3`QF4Rbg}6R_|i^f{VYaGXV8V;{4Ja=Z}<
z_7a%E)8EI+Zy;*doo@d29h)bHL6Oht^o6T0{GlNZVPRo7Fj?9X8YiU|&E`>J0bn8C
zkyoW~iN}9~u}1xXjxqUw-=Mj!rewa_lxyid7_lbaw7NW4WDJPCQmS>^G61zUV03K`
zal3SPoAb+3+bpL1af83pP}<7)M6If~m_Qn18R1-y3^I2q$)$EV6f^M!agDFc`0A^a
zlb1Wy7SiIDG5rG)^{aX?(-5%2!Y*N8q4N<jw{>QDT*fgO-EfYJXBJhe_2v7Mz(F!i
z^nci*p?`Rn=Woi&j=%2>_WNZA6bm4W*QrXge)_AaDX+}hs%rjw=^G6&&?oy&5Ee{`
zbO7wE`VlQ}P=K=$3>!h9P<`iR|2CvaA8lD~jjR-y)~;r6vuhD2urH5p%kECAf<%2M
zp2>=@J)j4ZY>IgcOG;q^lonL}<<rkRw23|wTQta(zL4BH1P+zvW!5OAt6`57eh(e}
zhn6el5zPSEDKi{bO(_RRL<`Vb$Xqbvlg|mvJ6#u=H}GqzfCKg_XhKuziVG9ES_8}%
z^`GbN#(<d&ckgI8VR0q-`SSI8Kc&t@p!(d$MLZP~o@@+TSD}RcM+;WZ*!zHy5RHw9
z_Db8}k|zme)=^$!Hr@3GrAC7BhP66x&duK_>uOn@H|QU%C-inUfFy+1V&pDnv;KRR
zR?$|h2#((4Rk%apfx7f+=OrgMlcr@df#?4N(}hmG?E@xpJjY|<HGn5EK6a`wH(6F}
zJHgEP<?%>ytGY51n`~RVTI(<y+lFD;?`FMVZX4mEpDu+crogPyMoOF_x%oz%(F_y)
zmhGM_m=7uMs`qvG=!@){nF~%$+Ws+Q%7P5uMGnZ$Cr?=%+3e~FO2YJ){NK7{B?_yD
zdY%088k{SSzNXkMAHWNn9dLB0b1YL|N2>A6ha>=wU4%HC0rR#M7(8qXffPlb{-lZ*
z*R|dS8j4qHcjt-e-ktfT4XZF93H>Zr!2__29t{A)x;ys+80o?LbUjnareN|_hC_qy
zGNxXyr3iGN+36~MI4@`+VK^ev1%(^@Qmi1YMs@pg%7_9hv(eu|c{yvehz>@L&vLwu
zL+k-*vFDo@RNb&vwX)B``U6t}u?LsI_dFqf$%*tSz(cguE=WSw@2gn)@1n0C|D!na
zCK+&uBid%yFCdBY!*gfSlK^2JepmM8)X(W{q9colmHL?qW(AXVP|oiB)AQ!*fxJnX
z%J&#S(npsA)EyL89prs-@Q8>g(NH^2TO2tpbHJ;)dJa^=n@Y~$DjNS|{vu%15lK~5
zl361d>f1+v;d-n6PS-+CRw@qgnH2#|wFpsDZJ$B-u2nbf!hyeF-*f?gOYjqM6T(C$
z$R-y460s2cy%%sq3`mmbLUNV^>POkXKk32%v*z}(!2M>zMbZigiG=^K);h$NJxg>M
zmw$JRg0j27-XjG+Vf=1!7(8&hJzAI(v35Dih2R#z0fCHyl>TxCh=*nwdeevlZs9?|
z%9sv(6Jx+f`vBlbQ$BA&1FAv>%~bOOFix5jc`$jP)ye$6q7(p?+If4$AL8%o&rk^u
zl;fuOJgx3(nln)}WQ78)o_`7|nFT=iD|B@)iK)Gs@`Yn)#OC>|E4?hG63g3esj(B7
zZ*>g=l(_Zxuu$-QQ2Oli=e|3t%HOMAPA5M(gr<erw14~zm|(NPR(ybtuWdLwfTp*R
zz>G71FBb-$xE937T?0lMg2^k36{F7Qn%yWaCh^6G3-#|Ye8S7eZRdBIzyEOR?!_UX
zM!X{du}wC1?FVvh3(Q07WR@MXtbMh=qsz-Ve;jI={q`QQ#J#A--f?tqSG;Kf(3Klx
zthOu{3*G_qt=i^jt%V*?sPt!=cyyRzD!-9OF#ML52N4n!svYR%M7j7YQ1IlNoi6MC
zsbW?xd|L$~5L+SUZA}5(H3&=>d0{_10el4nWs4Bo#!0Woo6uB7I`^_ERjI%9<|U&i
zm_QOup*r8}M%{Yv$Z>|pVeiABL5aMN6QYn89AAJerpCb$ZB+$$n^V(IMQyrUe13=H
zQ?|O0j=i8_n5$f5h8h;G_A2>i2Lh$s$P=SbTUJo=0*);s72@>=IBJ#ukE-_!hwJ;^
zhX)a9NKt|)X#_z;?-J4b=sh9I=rMXvL?lG-U6{e>y|)w*1Tk84A<7sf!6>6W`{eVz
zuHXN86W5g&=bSlb@3q&u?|ZEq^7dN#o|<Rk+}OzwP6hjw4>Vd(6B0H3@AjS}(5eR&
z|D?B|ipyx0i200W<RH)If%Twzn}xBUHw4jFcE<L&vYVUGU28>C>HZ3g8%RjHbG%<6
zcz^j+03=tz00)Y?A@*=!5=to{S1XS<Q?o#Hh#uvIonxn_MifJ!G?}8#w$RSWubU({
z>e>LH^+$LQ$aID`XF6)hWm9RGX)zQO^`j#$e6FMPfIoE^V_$6%U`c9g8gCs6A3$#e
z#is30Ia+}mUWUIa+s8thOQ2X^JvmI}z98#8@!}rt^&@R2=^#Mb{1?BUaI%%mb^qfA
z%My#ux+=*8Kg0u*U#L@Tlc+OW26t=jMG-UoB?7#%DdjGxL1fnDI8xKEqPD>GZ)_N&
zLpFU0cJA#9<illr!Z1pK+}7@R?f=Y}LX#Xd27@WH_YD8MNoeS5y<uh!0)9swg>0(l
zsZXiUcC?gAuPXw$UijK>*c=lwY*CdVQxa>2OIh0u+atg^6MV48PqfY|i~(tPO-+rg
z2pLRe`ePm^(S1;VlW3tSqYS!xM-!Qg#PDF~<fW+UICrJA<0_ZwHx*yU07njRKtMEL
zLEp^^U~V%Br)nkzs+$|-X`subUDJJY2h{B87tswpFP$LJ{PANgO0<mYT<}KAwgxZ{
z(gnlosojyVoM8Y+8G$vNxd_M-&?s>BqYqu+L3V=skJcMZe1z89P*HOBBv3(BFA5n{
zo*k2spB#83Cyu}3HQH2p-}96cDm;Uqc3*dzY4ItmXBKmN0_<Dkdl%s#i6nreC(&jI
z#x@766Ly?!*b^$h7Y6sSrX_=3L5mZ-$)-ny?gwA!q*Bu@zFyp(IS7x|G+HbHoN+a1
z-qkJGX$7<V6E-8#`)@-Fw5}4|?VK+<jlT&DoHh*tVt5otI3d5t(NCclyRVa9_5_o~
z%BIhE_q#c|qslhMpFBeBs=`%X`H7Vk4Rcp>3BnRcFTNHoHX4K)2EpAp4K^oHJ(SZD
z&rvEel3yCZ9b{d}6$BnWbURko&;Tw9kcA%bZqZ5WBMlC&c08!J0SYQJfBTRQdV?P2
zPa24i>7Yji8(w@BiiZNbor5y{PK##QwVvfRN2x0;@Xbn_@R~s1r~eB6m@B$SP^LE!
zt&gQkCtmz)4xC2x(InWkvZ0xgd<G>v9_=@wxBjNzUPlp<f|Qwz+S%hH&<auk5&?VE
zoSBwc;2FO$L!=R@OFwa_*`L^5>+Y86O`aK&j+S5W#}`a<b~c4olgc8Xp%@_{Cfv6^
zwYCLn=Ca@ac`Ng<W_op|!8Wnx=cd#@;;nC96}TAO#~uT{?T)3xMcA2QkLGKF0eviB
zExr;m*;%%oM(#1B_m<-eA)NNQgGqZhFCMGJ$~Q4z(k@7#Hgg|?>EQ$)6A5H{8bjGJ
z6J{zeMZr@h1U{_+iABE%F*GqN%e-WrB>3shuA{|WqW*t_(#SId@M!ckfBf-AY;K4v
zl`ibrVt=*fC>Yhj&41U7B07I{1mQrK>j+ZeZgZo52L`?Xa|idC>i;&;C!PnseL`b2
zoDi-#4TgRY{ky>i@(4&LUp`#g;kawCl&m+Brd&V;Xd##^u#I!y4yN<nI26)wfjn;_
zSH_?8X|$`R5i6R*=-TdjF!PM;(mFy|sfy$SV!y=Zk6u_z81<5qzMJuzYSU`Cn3=2n
z@f^O~j2ks80|Yprj)53e7+WvB3K)?wS{Kp<G2A+{C0M4<E^&12x0!#=oxqn5gOm&c
zoa5uMNO0{xkfZb&CAfXlO!hL9f=rdcwZw?13t)g`<5X|0aq}{sEST*I{WY{-zgTDU
z$>$!kv}Vpn;)myFHSh(>LH?{M|9}WPh)97Q*yDtO#_L}dDE?U{q`$5cyV?zq$=e|h
zyf3nqnEj}16BjC5H4F0J;zHL;8bAV)p}jp-#Kzt~y7@~Oc6kXn&8A5QG=aIH#jjtV
z0ZOP;r9j81)-V>|dzbsjg0F&^dM<qvb7t)|NIAXo>rDPqGJSjtMKc&U{^m<ZN+9((
zXn*0#WVY4b*iY<X4g<14r>3=x0`w{VcH=|TF&<4`uG;F7M-Ro?l#aqa312X)dF9Wq
z&qkzYPC6AN@c^Gm(33f>RCMrS?S80e{$pIw!1y%YC16hO`v3)-9i)uwzH#h3?rD46
z$U3^x(o8IlqcyK0Ra;uNMN=6774825MEi#wQ16cbW&H9PDaeHtnC<nBL)NKyFgIO4
zf{q9HA_156A}}mI3B;!y-Bzi|WFB7|{Di%EG2Atir1$qJj(^rSFAL1U0-PL7^n>4k
z6WVQXBgkd%&K>-zO-b@uNw!XFs%lN?`|8_%E+FTUHRK-YSOLxsb7$n8fGb$ER6b}t
z5uZHWN^V~P4sfHu?8hA%sQ+jX7y~Cj_Z^0)z<<J9FbT`&521~gYkZ9*ZdEkIQ5*L0
z-we!NMBCo5i0v`PiE|Nsa{6bz=C>50tExi~N{W9mT{i=r5x%=?7y!B~dHVsk)+|tS
zj+B|1fQ-)-0kjRIaXb@ckE{uf=2H7r^2Y*2Y5&t%!PsV<iKn|8q~b*mP7C|jsILe%
zNSyJir@O!t%IGnHeVjOx)U#g7v@;q?=Q~;c11`cP%c(UrJ$<u5^|5JN?SQh)Rl)P!
z-|uXnmL>{yv5&8P{^m0<vpHFtuM$RK)O)@g<7>Ocjv0~Vyp`t`kS2H_cGwDGv*vy1
zmxI9SSq}s6tYo2i9)u7gPq{(4MbJwZb`td3Ff{;=Z94x4=UvPg@a7S-!}IRSwJXBv
z3A^Rr(@bb!7vBD03pze5de2rU=sXfwIz@k*KrG+RnchZIE=&!{f?IgoK7~Lg@xY@7
zt5#rzJ-PrsMb!=4sCU3;%X$dbaktH=!9<yJ_a53!K4hf1@>qI>AFhK=P30OKYgH(E
zVt)-r-mA{T#aZRA-9`M-E_|<aDG{D&-XC(}qpUK2$PP|D5hUVi4X`|b`W&rV!SqP|
zN;Kq{<10va-!O+kz^2gIY&kO!cJI>sRh^yb`ROPE33Cx=#{k;pb8_8@7w*s5W#9Vc
z>2XHbH(D7B)>dz)fG%QqVSHM}Qn337Q=Ch1>tEf38rL&Ymw@87bBhozIr3hz2L+1X
z31DCYER!rtEx>Ge`>BRXU`SaE7ML-4G8mn2BQ*fVk_LZzz82mp&XE3`C+rLnx2xYj
ze2eAgU8A&AL=hr{3GEg+1(x==+FhaB!?&wStd7@}(`hV9nueDiEk8oa#As|5B!k`B
zqT6;>LA_!dDr<TYJ<FP!H``1=hhSAWw^7j4m;uz<3HmYI_y0V@H^jtThTsq2cQi1N
zPZF#O+`VzVYVyg>2qUA;$5=%kpYRbGm9F~9Ug@^?bmUrdQbFng<on}38GD)Ut0QJT
zd=xIctDsg2Pt0#!no$6OILGy@0yQ}2As=DjZKex`=MzA#$@%ah9N5zIUX{$0^r_Ow
zmM#S!00*KNWFxXwZ3LTh6A)$|?a#9<vDR_GwNZ^o;qTw!P^zBwEE8!o3ol&nrz7dG
zE@rt>)I2HH?iDDGOsC=?S2nQW;;LWbKn%cr!4$5Ji;E6V-T%&aGD><^s3h~2f*-d6
z@C5@9QA#;?fF+Y&lKqYis*v;R@8#v>Y;{st{l4V}RhQeqH@6}<*O%)4FX1jI9ltf}
z_@MIMpecY{e!CWJrfqT;3&0v>wZTK3I;FmixE>o7+J^^5&HFdN>TOX0Z`=ep{6x!~
z{A4_DpZ|Rpm@;v}QEzSfGcdq)%1Cb&%r^IQuuxG^2^1!WP1&r^=oq(bH&`8?^s@*X
z3-aryZI>ZiJEh?7iZ&dtz<x8t*F9I-6OSTTByA27L-?^HE@IRZ^=ih47oj~lXKf0n
z8h=mP3c5`RV5qjq5WXF>GkI*zn7w=V4nkB$z;toFLaj&Oks6YCt+}oRf3hByT(%p`
zPmCz`NxZssPqjV9l4`v7<RiSGU>f?JI$kxH+%&XY>0*r_F7h2yqJC`%jZfxw4x(J;
zJpYa)*h2I#l%EO;2w0y$!`2fxbxLAU5aJ1h`}x4@XC+=!S{qE`2kx>`P_<v?%n1A4
zc+9aN_@a-bi+G%A|E=o|1A*pm0osREY|Ml*E<DN07M#Tc<ogG!oinjf1oFvf#KhOn
z@aPY57BQ{-#9+ZqIbT-rVIvwOAEc#XG-RHCy9}0<8k30gF!0SO1Py}-fMGz+>C@wa
z;A2_vO`(4e3pzAf{=Kz2o>O8=Sj#<Cet{c0BKwSr(rjp!hsE$Ujq;Rg)D9I7suDM6
znG&y?8`+=oEkC*_9jmdn1U4_s`+WUb1%VWm9pJDUO+c>w<o6PxfNecddt4Q0cw^D9
zy<Se};LzvGWEszHLyhZeWb688c%gtD3>Ny1q0~hol9*3DG3&GQzRj#=vh5~~e*a8L
z9GiNdZY6{!ho()I{aBcv-vJ$$MIbsrP`8kqJFu1*eLJYg8lVe~JU0W7h-)4-IY#F$
z#FsAqVGEj`D5?U#=2bNM_0X=HD?esBZ^Id^mExwwPaY<Ct|-E<p}LhPZaKpXLd%bs
zzA85_y#R3!))K5rmIvHqMhkyHp#We-dcf342!Xv*EDCwFmVi0o4&Z<E@A~NsvcLdu
zH7pn)7F1w$TsN9X%W{J)`bvP3@lhkP_45Keb{<-v4PWA=Rt-gp-w*xmW|R&n9$ult
zSYBLy6rYs{*ZC(*4b4y`&Ff9(8@r|{`7H91&<L*ma6=+f45^SQ;Wb*Qo#*~%?h!C}
z*KFFIa9G@Q3DPDHezlfOpr~E;&Zu2m#^-_9+ne|OP*x?pHd#(pwUpJ}D*_w@w?4fR
z+z&U7@({=joE$X7j7|23P?aX?2lg_6;CJu$me2(RS1;&w+?#0esTMLGE(G29dWk0>
zH`HD1VG%B+fo**&^yweW9TVhop*7#SUa+gu+vZ;8<qyAb0ST642U@Lvd6Ry#&iQHT
zm6QC-L&;>u%8@RKqeqUcf&qoYb7v(+02K(kfc9tRCt_9k5C9D}DjF!aXg42_KD_@(
z8x}emUU<#8?eMi#fR-XP6OZ^IGw0nwbE<N-+LnQ79#UBHg{{3Iq`{b1$-qx{Lu5Tm
zY*RZI`RkudR?!oi$>8GmYPJB-2htBbNQg$;0uFb;<a?;8@!((?)^YoN7XAj$M3b?y
z5N7RBqeQe*vVP#Q=_Z&-$@Vi7T))1d>6sW_O8j$0yD*nnO@>ss^ym2jRNmx&=Pk`z
zM`5bMEC6i|h)p$LufZDnvKA`SYBqwc0-kbcGVu`W5|YfdP)~#~<7UtzYY2^wjy7)@
z6|;BW{$O`p<yby^qKz^1T_g@a$7R!t%0a7|=87upo18`8ELv9rT~(BLL3@vAEmaUi
z?UFEh1P1#OGk(+0fiNCyB2=bpDk5CIVtD#=)keNxU)7*>L(;DIIbu?9?_Z{L5DqBx
z-?2k~m5Dxx1gqn=sFBj}9Tux4rZ{X~-4zeCf=Dyi$#b3qJ0%5kutV;@gDFoUGr&R7
zVqP@y(dWnSWpu)wJs}9kI)D_XzhkqLp5WASrPNyuV_^gb?QSH|^Hc?~a0WWl?^?)s
z)t!S$K5n%9=v#qQ?;<8|d)g1Y6UB_B+k9$m{kvj=7*F1CxC1V?1<C)uktuUx7zKio
zt&aPJ^=PiHY>EX)e11=-ZcrAh+g>hVLIz`5{KzY$TW1$jn~@S%RL|}d*CP^}HoGoq
zw-ki_x$wV>-S~I0_)+HJ6P>@KZo%2n8wiU&BvHsdw#KOlc^sa6Cw!hHIHWPwI)B(U
zrC~QXX+zw(-Qp~5t;pBxnvgv3ME3*%k=$XeqN+Mn*eG!WAHZm!HJ<x1Yp@)F!0vqL
zC#aO7Ckz^^!TXAJw$s;+<fcWIP#-&lz~yeCcn3tOjfIWHYd%U*0&To(7Q_Q5BXDKc
zjH~w&z;Y;9%>wo(Hp<P*Vq@jr+FO5fUTMMRZu$oV>{xCpbv5}|oFYf0F@z9!_s$Iz
z0)zc+yPgg))A#=Tdo1FuA-lm{Ayv#H^5wU;>mSl@2t16WE1fYa8tjCYYV>H6ud>-t
zVTRRlW_LPm`YJc!yI^SGvLj-9cH<vyxkUqBQo|*Q=&Zq-$gmsuJ+Go)V#kfvRW&Y+
z$m!obWH8g=>ef~69|I@h{(szC+ES`@iiUKGd_uQ#IQf*i&+mZmCQAZ|A$UI<0HVr9
zcl17U5wC}epF&W6zKXybu`!3e1g?5du={gl3*lT(_B`F`ejGaPdNNC9vJw1sw*FR&
zWc}piA!Z*ko(Bh^BsAmK4fotJH_)tZtWvtdijrF~Q}O4Y0(U#J(WzX}2gWc}nxqnX
z*0}eDGN-Rsj}1mm3Nyk6GPRlb+)RP9;00;@fdqP{#K0E`9v>YOE>R9g_Hp|vSmfVP
z6%bhb9MNLVH4E+LU{bW5YjD<zc30)eWO%EwL-?9UfIb)e(@e^Bo<8sCfJpG+I;^1&
z*BFzMQB+R9=2o)jVxsqv1gCR<+No~<TUokW6<rP-+Pvz|!7gM>8tdt2Ry~U%d<b&V
zN;@C!=?At<&nEhqd-`8KZYm7qPcav->2HqxvTOdMkkekiVQ(@bK;#$GPCHIQw*D=J
z<C>t8fJW&gu+6v93%K2Nmo22VY~&2jn`7LMcS;dhl<lGtq}C254TW}~ma%b~Lf<6L
zu>Au<K9P!g>wTc<L8SY`9`jv7a??>4h>O9b#mG$Ts{WXf?q;8IdP2<7ZG!KR&yOs5
zEOGXKk46VQn%u=Y)}gOt1<ZId3BA4d(rV$=5ig(Hc_!;(<tEO;$cHbs0#A|F3iIK=
zhLNf5szu}KMShXnIYH)0SFNVUl)&5n4K;y$`=E{V5>09z<}4Mr{w$S8og9^vOZ~Gq
z@DY4D2#PRTb0b{W%1)e$L`N0B|IE+hKabV>d}kKsw}5NKzS5lfe=haXDJ)M2xqYRJ
z$fn7_lXjV>@35nB#y&>3Bv-=Z3@r3(%!Y@q;Llm(C@=t2ai~rSZLi|Q>d6999Ne(^
zf3ZpoYOZs8>YhK9OXvwLwkkb0u+lD{tz6l)wiv91S-1uTV;aW0kI4u>6Kk3AGWVmf
zNpgd`-;REO&DZ?`TVwFQUw0k)b@^8O=ZQ|8(p|)ksFB45tL02&al<vE0@u0#r3*;9
zizG19w&qDa9l~2J2QeXaM&TEEG^V;uTh_~u9D)*a>4v7kiy}Ys?@})G>-v^%MYWDa
zKlYrAKMD~0&&XfX81H@5iP}AN17~y2kMlcwBj8X&mJE!$JrNLLO-h^LOmvx-blnO<
z=^j=?FijRDuzD`%4-aoMYnZGI)NC#SM<Ft3w(~}1!JzGfM}WD8%A9*OzE6_$CK>NC
z<6YFI3Q>Zrm@$+7klk`{l>E;62d5}P@)_axCbgPf{dbIeKa#XHRjca_tcd8W-NwCd
zy#epZQlN%?qh}B3Q5{p@x*gF|_nDvgLODUVwsm+;VfiKdSRrRPB-o0E-a7A19v=0)
zCGiMe=yc%v^2@VeS6Nk2Y)t(lI>!|{9xk+=r47d|(Iwu%vuaG|>QpMjqsQ)^KJ~Nu
zeiN}l@n1x*g4Vj}r!^kM8iMP4aB_i4CU0P=g&Te6XYa2?FkTiaD*jy1w9qrS`O;H7
z@mi%a@%dMMjJGxB^Fn_JT~thzgi8^~WjeN@@Syrl(ijXndsw6`{{1+>hPTcj5O2D9
zR70cn1&W^K+WB@BEI8w#$`isTvk8!KGGC|E<oli+cTYW_`@hI=7s8z)etOT<EICQ6
z8nO;!-q`Mpt<|H4pZhg>(_+S_p;hHgyX~V@*$^Pd#d%lVMSbEP`I`xyRRPBgw)KpK
zHmJ0l%Y_2E{QInBkb6{EYS&^mN)*<F6@^tD0zJ#TeDt^Wf-?$WbMmjqj&{__o1zGu
zcxuG2T`PEAAegq%PsSm`fkw@K1D6U`g!&ffUH9Ev^dhA{=R^sWgnw}s*=~m$7qyxe
z)eZ0KLy@WlKFdx!T%z)#i&*iFDIty>w_2Y;!EDS?x<B#nxayFHe%r-;n_tcjz9{W7
zy9!?s-p!LX@e1RKKLyCvNn~7hJGA@Ed#CRE;U<*2h{WRp0*IpUPC9tJL<U9wb@t9o
zS4~KM;`#_+T62<?*WwBPPxVjflFA=ey1FgjHJxYKz6*>8J~oy+-sXHbBo6CXOf%s8
zAgzwQ$g2#+_)KM`q^9;;<oWdY2npW4z_4lnG|fGOUYpNRon^MhS9YV`n=b>KT0LmT
zc6Hzxf+zgA5G4nc_FR_F1<@LKxYUv)d&zq<!gbi3{wc7{esr=swt9Q;JQ18loGlr{
zIOXL>swbM_Rh|ERTQTU`MsS^>9qasD)%u!}5=(hfQzn|@vh2)w-Vv()tg&4j)=Ol(
ziwriE4}W)=a#eS_@+1i9X*b&~idlb(@z(RRvab?c^!YCWEkiRwZByHD6`m|oR_)3}
zr9BT<^R=cgs8glpW$R5t<kWB5Z4eoQRlOS=ct9MlO1c)OL+Jml4wtQPA9=9+Xfj{L
z<m3Y%c%za~=n(CNvXWjYrUact_{}nW-ijQyh}CU3BXM>TYAJTUM)$kCpuA|okhR{v
zU0)$HW_2&N$it1rP9ZYi^tmwDpfJ-nP}r#Q+~nk$@tLa3^07y$mK-h34=oRL-Dsar
zKeE39oC1lpg(cs%<eBkurxQ7X)j#k&-5kdbdzGcwIKCAfa2aZ-^W!0d(14h6jZxyf
zy>>0i;m~&M$W)pyT?dSeKKME?rpRY*GF#bpYZY~3jFjaX)3WF9@R=*AM+qp3LHbl@
zC|F?EWf%(HEs+XOgQaUaEAo!NEPw^nYqjMJA6R0oLC{j4K<%SwFq0SITKs-ipEwaq
zO#e#gbZEi4Tk!ov|JHTD=5f*S<z`W4(AORC@~BVnn~2x(cnwfr>c!KMfc)aXVU@dM
zpvzbo7%B}+a)v4>nVl|3+8tcS&50AQgAfr3K7TMO<@NL9iaR}n^m`s9yg@SbE%G3%
zVd7BAD@$m@ad&2Zo8H8X@|OdJ>o@f3l@CqLW<p)W0)cv*t9#4vY9L0}$<NBTNbtbu
z@GH0|Yzj)4m53hWEb?6(CIMGiewUjV>-WqCDr<mwksOhZJjYWO6ZMjN?Y$zh_JLmJ
zbyP6dRF>x4y6~_whP}1`J^LtQa_3YQvmBI3v7W~5M2u(y36Coz`ED^+u}^EuXdfD+
zuCK@B{&{+6DLioZi_%3!6;_eNuatGg*KGCk(si3{`vYyOCD0WQeJ0evM&qQrnsd`2
zKbk6WXS+&jqT;khcbN;LPrdw7$2=x(9_I`mTm-D$4*YTTNzU$#XrwMpTR|(5Xq6>~
zR7*R^-_e#s^lW2s0jZuurPwi5>hEzICpt}w4j6mkg0JZdzOCzo<;yV1!Az&(A{(5R
z!}#|UR^b;R*zd0xgjVq`tnP00H7h!M!eCl{hbs7rbA+~(=Ffu^|J9K_0vvlv@maNG
zxz)2hX>!ASTK0j_J1Y+*t{Z<yZI#M-I~-IpY#A)2e$uizL$Z5v(ymPM(L9KXq~jWd
zeuT~tnDJ0j12SAR)&n(4ElQoSokbJyLki07{#fGbi%2>ocxD40bLVP^k8W=2O1T97
zjqSr8{lcbYgNn-wk#u2;XESkvDk(fk=5$-#wPwH-tUqkHOG1N3zW>#Mdu%lgW_I1b
zX{?EoFz*&;kKRI^^>cmGzQe|+00tRBYaqxyeH4t3<7vE1Rm5+r2bncx#X=QE*^{R<
z!3KwJSpxNTc>B8}4e-CchoOGS%G=VCLHv<1aQI{xIN4CQ?pEy`s{N_n9uj93>oAUd
z`?jHF7bF=yU0sTNyHUd<pO^0msY9n!n@Nocv|7#n<_i8*KJ3t&RV_WMLTlps2Hei{
zHD(9aGWvfdsk354n*WQ*d}XV$L<KV+XRR7TT3p&5>Lwo5f7&0Y1^UtN4fD{KO&S}#
zD51`7)8nwZw(ibl%_vGOh%xwX3w4Z{LaVx*Fmhxzy26}ijJfPlZXs;j&L$*pyw|+r
zV~cA}N0}k3H~7pfntq+4y7ZMwH<L-_w#xp31a`5T#e;_Bx#p-iZ89o4-zo9v2yN~n
zPCe25#8_hVUnu_b5S$*~cahq}ZS1|Src|sQ7uHr4-cqy1jf<zl{`5nKI8<$vPboAV
z+v0wa!{bfvwqK;tB87QJzO7)RY|BlunpP{A4ZNdJG$>!>Rl41QC|7!CJ2eC)t9(Fq
z9BlCL(V)OP&QZ6@TO_Mvxma{IO^|WgUaVkC<<8h;+-m_D4BAr@H`9&n2tqZr-m#dm
zB!Ov=O&I8)ugaG!0#xkSYhJ;x3nZ}ZvVI3U(#_rgT7zvd8?3`xG~g;lU%$@+XscSC
zHuQ`+iq7o&vu5KzVU+8!lKf#AhyMPc=vJlfOWrt=FPh-ZHlc>yD}+w^sS&VrheVi1
zC3Q;Mo_k=XpMuotfv;P%A5<#M$%7E}M?9!pD(ARhzH|{L!#X|GHgP~LS*e<~pRl8S
z8?kW+|HQd0-OkqBbkwe|BoZ0dBjm1)2eO%Qp~xPLo{;U8wrAHw?seX2+1N>-Ny@^D
zi<zeptNxW@b9bTZa{+vdQEEVpyiGIy0+)%PDE?8{sA@Z9oU}7953{vJj?FnPE)RdW
zuVv=&VSrx(P{)t|URcPZ_fr%f6=8lqI-t6z^yn8hv0Rke^t8FgkK`DvnV9H**H-mp
z8B1&JkIfDdA9dZBYSkj1(BXpC(Y5U=2u~__1ViW0v5*AY#4#;r$@>TsD%idIX}Y{+
zOzC>=B|#57ssVt9Vy{=FO%tQeI4Vg<Tg`&9DQ^-e8uk>b<;hD7bD_U&{lYGFV^^}U
z2Cb-4ohs=MPdsoF(WtI5CFU@tkDaEob}-ow+neSdv^Smx(aJE!7i!u%)ko|Sd?$T=
zyd1$6ZT`#rgC9eEN9C2<D-7zBcJvxsI^pJpHKQ!d#D!99mb?))@0il+9vVa@%wj9N
z!)R!o1k~1x5wwFLnGWKk>S@VRT~=r=r?uQbhWvK+&g}ehaFB12fP>t8q1Q)(HX$je
z`RHV@<(4L=+u#uP7o`z((Wvt3Y5LBbDdv}Y+^l>N7-{Ruz_JFHvyM1x)cXz)OAcG?
zeu{ercTaEaZl&JFPVKGOf+Wx%9LK>1q8>*TDrNhI+pk#0egyM#WqXR^Nj&^i$qJOo
zPU7r6L`L|hMs#7p$>+}Rj0s5L#YQ>G#B!{gqf|S&l$o<#SsMQ6;C_1U2?DSu=Q5~*
zb6h0?WQognX&J_KHTO?S&Sk3&T?sfwvwJB;-%oNreN;5nlgUF4^Zvk;rl*@1-hVU#
zB@DyEf|%oWRBqy0Bu07E7HTBfq60rWG@ijo;DjIHZH4&QbwN#R;b-D+ru(%%hQ5x8
z?w?Ol5BmqjVX%g{^73f&CSlN+>AT4pY0|2B;Zkgw@3ha{(mU*KY6c(*f+e3k-MIzH
ztsh$Vd;=k|)_$bPPBDr>Kmlk3^$iVERFdvv9LgFMF4Eoq){7)(lh`ef3v5&*qC#ut
z9RPw@iGOZfD6QP8T)<+=X?C2X+ww2~v>rE)j;OA#zFEA1-&C6^Y4}2e`4|aL^!zX3
zzSCR~3l$SzZX_+W6z48%XjfVsD$kno^#S%T%JJp{-z%C@goG#-Dc^358^G*&qjk?5
zJdXwtoz#<}05hw%+@DEU&JMEKRD*qMtr0{l-@r{Wp-%C)oF0@n3wCYXmPQK-V%jG-
z{Bv6)!|vrek^?ekPCKi)sg3k_t$c|>qZ5C+v{tcgw&$w@_npDtW<oDoG}eCr&vhI(
zzs3;9`UIdboUQ|s<Ts2t*HbwAuG_n0|7l2|+1yC-1;b3~9|REH1Au0+>Gb4~Z{j6n
ztP8kky&_%CQuEe{3$Hb@B#n?u-($10vuPhl`D{H8%#eU#Fxao>v4z~|@<XLb+vn@?
z@Y>qi=}CLmy$=cnrg?_s4glTSVS;rm=yKBL`bp>_OM-;`nyIqFleq-r)24Bfu1iet
zwHN=EmbZe|PIKVyCFS_ABmeKai&m&j=c?!~@+;S+qJgGRYJV;SG@%azSNecoGw~2y
zYZwg#<GEn8;rh=R;O{B5^FvNw%N>kfr9Wndx!n`fHa=+GK``N#Pq1x^MtcT!ywh8y
zg5H%U&FzhGzg?U*-~~0S36urRBrq1lAKF@7F2NthQK~9~%{s!95@p^-7t~IV!X<9@
z1x`kmf+WFN2q%Nx@EMmFy&-Zie&nqEQsL>2q`BX^(E86xx$J=5R8mq>UPjqW{?9BQ
zz?8~%<gTq_`h#bWXEOOa(xDtoCQ;g%E7I?Yc+*|{3F9=Xxl46#Am-MgJwV#~ru@HD
z9-e4`bk_z3tHS*MAgSiP1R8Vw)eM}?aU37&bNY$_;2qR=ZX!mg#r&cebf5GOUcB|d
zHwmbtRsdgBpWorNI*j`yWg8yiJW~P`42isE#y}S=ZW{zV+L_z0byz>pIcwX-88EDs
zww2-TYmuKR4gc+dC96g?pC;J5S0byF8Kqnb77BeAKaG6Q=hPsBb>vNt7FB^a2GGsS
zhDQkYWKWQmT*cv@V&Q88a@EWr=td{bntBtDLQ@tD{NpWnxBy0J6PK1&1XwzZ_uqL)
z*T_5Wqphtyx^VC+SHaG%kkG7=A^KruWu-;jHh538cC4)9@EI9m*JO9+<E1td_;xc|
zF<H6Z-)i}3?{7P`SAizKF6B_I8JbDsNI=aYnb@9PZobBhGqkAMZpbf@xpzRJEH&%O
zVz*`Qk~;tIDA@ZcB$GVQyEN>__nc!UWD)RagIKgG5FA?=btdqFnU`OEFP%T%ILFT}
zYQOb9t;5cHzZ1zMZ1-cX1xWg5%j`#rATBj@OD$8}qi0$@I4tv8`@*E|^UhOFyI#=)
z6ua$sGUMf<{Wta8ZQZRZl-#y1k^>G4r*vz25T;|wB`C|xMNYdi7SlX%zQ0rK@BIww
zfzM*yt>5CLSG8IjmNsiHdQ)Xqm`C0|qA@J04cE6X?`XYPvd$TFs>l&8l617zg35@0
z6*l&6`B#QFOF#6dL9<eT!{gWMX!<1gC6os39R62A0!?v;PvFxpcKL(Z`N8mHUNga`
z9l`!MM;QHbkZa<n(?G+{pcV9-db{=c@cgsM!>PiWD_^9Lw3ENYY_)bIuYyt&-y;`A
zFiA_)%aL*Mf(5^_QX1phQq5ke*wlR$D4gveEiFETlSd!?%tizjcw)XW=6@xD&GBGK
z<;;kZE*)<N-9sp-^(`%P^;|idKYdy|(gX@xdP$(a6c}AVD?~5?g@5~s687!ebF?<0
z$Fl~P8-Hh{9NF23&$Upa&5#4r7A4`sCl*^yqZS`t-t6h0JkV6lb-&e5RdkkOfAys^
zLGM;;kISPj{FiN44atkkpTQruNf&IUlO`@bw7HbPN54Kcow-{0WSR=zdx%2km8^g0
zRp6?bmgOuFTt>kbJm!5wIkLi#&>!BU%RK0>i>sKIwav6E+l$GXdGeH`c{m`D;p1k7
zRIv%@kokp$(k?)$V;siHMz?@44CS`igHcK38YRxO`te<-5gJ-iO}H0Z+Hr4A53Ylv
zTv!WU`M6DUkK4>*b^rD7ABAqd!+3JFm*Lu}V8V}sHs%K~RE5o00~VTSwI~fLL2mJz
zMywi>xzEN#;+k67N}0JkvlFgrs0zGM36SyhLXyB_1ILBc(;hq#ujN=C=qns}xqa(F
z+Pm|X{aI3nEzH)WD2Bs_uh3u~sGgQq4A7!ll5245m!vF;fqyGl0Hy1HGDFd#?e?mM
zsE9am#qCES_YCZLJbd9r(>hyy2RnO4CQ){i&m>OEF}3a%VLKPvU@)2ocjd?k`-!ze
zj`Io*$6=k?P<=bXX#!s*W(Xe0?7qy$Iu<{I`?Mi}`FCLo=@(Ei>IY;W&JM0=aF(c<
z*A;2q#F^)7+bkcBHx9A*=mTH7E@7Q>-S+^4U)C^x!Qo)cB1ozL*%ig?AhnAd>e5@j
z_Q&*Z!TQq`#Ypt|=xipM(tt$w%{z!W8TfQDl9onDVZbAbuC>bCXyl$#K?}%B*dD(8
zVUJ#WoQ*-aolzdK&!N#4IW81LY*l;uG6E_<6yR);j`2eG>=lAMeT|E-(thoE_KJYs
zJQ)4*DY#?B+IOp)qqGZ})eU;CqSi0c^A3YE*;##nRn&EE@q{5~E?n#uDA|Y=9|Q^3
zoJ%>#Y)+QJ6&u_KA8cm3ir(bpXGtVt;pI?TeV-A+MT<ir0*opX){*?v=&&j=y6h;H
zYm`nsiLmiK9`l*oIPeUIp6gHfhahG)Q16Goprh3fwZVo|qq!~OHi%{b7NJVWiXL~~
z-8)skaL&_c=;Ez>tVKTP$if4k>M?LUj{p@WVP)_$*Sw&|s;+}O&cGtTnp}~j9BG+c
z^YnGimI>#$hRm-y`a42+7g{}dcgscds2)M%nrEH4_ByT4vyMSkKebr&t;*gc4@I{w
z>Rj5+{~}L(G(0A#bOXqHuu0v!FHc+UjNmxQX?{H?foc6nNo8dZ+eg`=L=OdK=UMN2
z_?g>F7;dRjFQg6-r9ZE?EO57J&yS{VDNE)B|Coo@MtN#z=MUIkd^srj2axYZj|Q*Y
zRxl(P?C6l?ehSgMn1Dk^DwnetBINKux1fv<jK{*OHZF46FUvX{x@NU2vr03U|1I7V
zgNkxF>12K)KnOISNe_T*5Iz?8aG=R%!dFy5hW8!T3@GCbT5md~^8y3Mf?QPSZBV~@
zdc}jSqmePgcT9M_ZDad}YaP{g8}-(BIVh{KY~!d#Ly@XN|DxNXj~7VR&a-D1G937D
zlAXO&5eO@%tyM}pd|Bhs(|Gu}S84sMDnI~UMJ)Dap8`nqF8XKr$X4eo5B0pQgDo$B
zz=Zt|!QSbuY8@p~=+qaw425&q@Fq-1+EF~A+%}rp(ZJY|Yk*&n)&C`3?Mi2mIoRV8
z^%SpFrY&kI=oYI^&Q^uZkh}W0%$wvZS?tEOtwHtp6CvCLHTtFlI!bPf=N@BvO35bO
zre_JYorO9{U`s0r>_Ret_=;m>WgHHkIL0Y_R~m4cU1Z?A6YyFIULv?IBmx;)J(oD1
z5*bsz#?s43Q#z>b`~1W363MGv-j280Fb)1NG_6JP%BYck;8nAGGRi7dH78zvJx9L?
z%ezk-72sVQDB_qHGUs>Rtp3_i_s=^H<E9U0Mw>3!(!#V>5;z%4!kUMN4|VDd@m6$e
zAQ%@F89(7~zWn)h*E-qQ(evmBn5mvtN&r+XtEeX?9c2q13mv|(d6Q!a9}rpdy@3iv
zGJui|g%U+zgHU=hhGIRW0(;$2saOCG+IUUK9jHHCA!k+P$m?HkEMi7$XetSnyN@&Z
z*h7HV^8F@v)!rU1{okaC2Y?)%+t@Vy+{4#&s@szIc&SgBiEv=XgSPQfR#i|A8=aug
z2-Ig3O^js+IZNDa6V%^m6+b%LY4bfs%pL_?8~&-05vfk%V*4t0mQbw_ZXC+g-{oi_
zt>9aqw6iy~d{!R6TgTV7k$ErmLL+ZWvrxd$vvo<|ug1HC*bRJ)7vzxgNAM#_AaP)X
za09P1%8LE8-gU=9<{!YmVZvT|Jn|2CGD<Z{W~bh_Wv)IeFQ=j`5}D+D_%f$39Z(Z3
znGBpwe&)MT>gt}nhoISXBZkH3{`5(RZe#7#v*9V`sKqQwa0X#6*Vh0T+yFO;dX=Wn
zyI}~SYH;|_+Kx!<7$}K%!xJulen$f9$fSbMooAYvn#!)uE<ZIHTb|etM`N~~0s8dE
zW-x3Gw=HJv7A0K=Z~7GkXIL(zH825*C*7tbxF#SqCMQT?!NvRg`zvUN+st_UUN*4w
zT(c*v^6PG0tV+(KR@#=C{{kQhs_ygH_adNx;bJyipJLJ1Xj)gq%-V4ZwtC;10!Z^*
zpMD_n7jBzgr=>`D>X<xAp${2F=cJErFxKVyHM$Ef!L=k%4xol8f>(j#XzJ_dm?wIm
zcm#C9siAmf`ZY3GF!#C{d%%oQ+P21MYI1%BcCHiN>LAL>0$`}QNVULg+X}4@>GR|x
z&Bil)v!i#j-w#<hP>GIGcs#EG1G1Wr3JlE14<;>^sTDa^w#O&enVGX=J`F{Pq;UG_
zSa@1-gAaJ?T_rYw9yKV1x}Bae8KD=uL6mE9M(KV@rJ~qS)bs6NLZOuv>y;#IR3&W2
zU-rG$X*>;hw=rO_OL%4GDJ`U&s6wMXaMpTy`VPRyivD8<%x>FGkPM!tH_O%6mgQdP
z{EXTtR|%4|V{Q1QiI~dc@^vo&SfbL0&UJqjyO4$<Lq9ktd_J1mMxQ3TPl;6zVu>WU
z9s^X)1L8OtfJrYD4;`+{uJrFbE$kLZG9aBke8UnSQ^K0`1O&`=EwhurOTiQ{@9ePV
zQ7k}VRzV6q9}kE41ma4a4Lr{T)tRk&Xz-Jw>`4D*YIcKFz960lGoA@AuSW+z6*&fy
z_<M6#bJ3V`rCtTFL#p!Kr_W*R{k&=~L4%&|-JjQ(@G5*r`oZS)O6UGrCHY=ej!crT
zjskgVQ!B}6KN@D2WyE>vtuY=R?#5avP|2$r#<XX(6-8wo2b9*HEEgR!{`k<8mUJ-=
zuETrsJl@tH;O{HKm{UW}oVN~)lweL#rBj;Vv$yW{(a7}Z^32U<Jkr084t7T2<tr{u
z^NH%84CkiX;VP=F`^X-lxFWAud-wRFy7;S>C~BtPC9wGOg=rWsXUqJ7pntNfU7#po
zxiMD<tutql`jV1z`i)UQc9%kQ{g0pFGTqBh^Di{eSNmlF%pNoF=g8?Ekl)C!y^u&=
zS*>36On6tL_)g#PS6R}{Fo0l@hcXaexJELc5t7l4K>Y@4o9OaEJs`iJdizG<`84Zw
zE}>RA<G&uelh5*}8u?kr6MzhB@5z5MEWZf@q=^YYpwBFA|3S|XJh}=yM}3DkGF2pw
zTK(O&RP_V-Jp5i}0GQac2UOc%3Q#F>MiiGl0*zPqQNOeA`cO&&kxNJXMfOxwA3H@#
zBDZ@KP0-f-z<JI@>05$QmyN54=+piY7uBx1$vk;pw7sGPbt+S28eZ-BbhEaP-u?a>
zFcDy4EL;o7iG-XMZcfjOsJ0<Idr}<*sulJ9tt^H~V8O`F8?h&W6TJ2*Mxi#IwFgy{
zE48F=!Cq6&r5-2w@m~8w!Jhfie(+_CJ%z+&dxbYi2)2WzigU5u95!3wshsXMHQx^M
zN79=uShO;p9c)}PzOs0UDqRI6ZymcwLIgpF?Ps-rr&F4F`5SxAgOP2n8#xdH7=LoR
zliAC8k2<MIim#UW{=pS<?m|&yutaBek|$q9NDjNf$}dWKnVBxlqTz=DzWxRn%ib1-
ze3w^w?Byw`kL%}|?mB03W`7a5aE`~B-uR)I{IqC*^yd{wqE=d*sJo!jIXwYXgObXT
z*k@2`8_H9w)BoGhQq5fCJg9!wcLH(c94MZ6;Cg`7Se1AjUbqN8d^CvArkrBh6V1b5
z^);)hG(YJyjBgn~^Qdolzi1sjmwPZKeeG!Nf9b{TTm3!Cs|tQmUG`f|AyFPsa_Cyt
zRbEm`*(>KZCd9rc3WHTBzDqN{0rIW8KRYRTNIn4i8<j+cls37>0t~ZbvVkI74xjN-
zOF&$Zb9a7#Q(sI<vGDvG&!kViZc%rNuLjtsP1BC3gs$`ucfht?_K!SwUQ4S_1G_6E
zwwXcZfUdPdpA}JR3v}m&bx36Xyc-$xz3t6FiGqk<zBN$B+A}~nBwIQ2ETa9T@y8!x
z@U_YaRtwZ?-O_lZuYWgVoMzPOH#*;f`M8~4tW*@?C3CR}tv5JY8W{=4$#K$0rX)Sj
zNb(!3ur6fi@l7SO?8IB;wt|;n9e${MCBUnuo%oKDr~^rZ`DtR>On0sCO>p)!nA%2(
zlYPkdJ?frL_8uXhJWwi;wWG(FS}9nYei~5Cb7vpa5YsAA3U;>Fes@|Ac7m*I<<^A3
zf`Z=E-w2^=54!eDqMehz&TuFCj8Vmm;^l$?W6{7oek(FaccNMp55_v6XEs&kdz*``
zzuAJgk)iT7HkS_EG;GxT$eYyy^B8H%Rs(ma*Z1VJi-W@<8Y7AzF{!Jq#O7iKZm1SI
z`NrY1Uph^yH;$8l(G&l+w_1-rfYMcgcOz@e`S*VFd8t}6shDNQuM%ufmw-@PSviUB
zQnF1e5BiR1eON+VnU8_J>+S4-&>Mr~b8vVZDxi0r4Sc_}d1Z_;eUQczGw=-d6qs`(
zLrDB)Ert7>ZcFWrx#c_%BNk5Y!(hoVbJtMGpUg+p!xRg%XC29j876D|{C%2MI!!B^
zUv4teUct--=9S)hpLSeVa{{<Kb_?Qw*F?1`*gGS*PWfA~oH>aGeMS*O@d|PL?wjK~
z$j=Xkk>OWvpMvGwZ?lw<dgUs^%O9Y1;7dxxo{l%U#5sGt=*|1IrLyfyFKcQ9BeUv<
zDrX9m$rE{c>_FJ!U93Hiuk{aVNpgshR%$b<-|y2knT@=#{Z2>C_zI6oX}JZw30D}d
z+-$is@tV?i`>O&xm5A-L0*QH&P3v8!8=FUHiZLab8FoE8c8>t_qUjJACwNRShi$2a
zqYvm)`x2rhN;2Hn!@&7IH7?!&ls6rs42zdur@d0PrLt(TP}^Eu#gWH@xPQwY`7DMy
zX-%?B$WK!Yob@FiPXSWK`wI}UUwLQoh9VyaG<C}A19_jXZAtl7DKbO+x=4Z(+cdG%
z{b{7sEB7Ib{*b-$gun))qMz{9-3;Arl{N~HUcYJWUDM806t<q8S>weOJ^Q}9^Z1Oy
zuT0D6Nf7;VmAkx5kG$L2Fe*$E=Zpcr+V<{uS1(6<Bvfw6mBPbIv;=2QLAFUg&8NC|
zkMpjSrk!x=LXc6NVo38yPg9=16|N2l#ERFhpiJ1s_SQ|<1H9rhWv10CMMT~sO>uzg
zp;vmJXw!C+hp4Nf>fy|%FTW~bTI54s@KN>3_{+VP^Wc3jfZ#y9nOD)_bD%_<mQV4x
zSw(L`g+$);=hHPwUxguI7B}}Zc>s9$menZ{y<Aibiat;0r-C5|=I&jZo--cTz?+Ch
z&d%J$){m*`O^lPk<Mq#ha;wrIOYp>End+_magO_9FI+37+4w9(_lMS3O}*5^My2l3
z97si=6TU>q6zKARg>0<Ii9!_{M{MuA&1i5>7i$-*r8Et5s)ONYF_ir0Q@7BIgl(?6
zn2jU7iE7<6LVis^6EeH;{ILfs#+aiyJfM~;gAW#b_$50jzm<!JDPW^EX!Z(x#1n)m
z$#XBY8#KQ^Lv)UDHF+fcFJB6N4zR+Chhm3j?5{lCBcvFI&ph_(OT4OKaU}N4dWh_U
z*;?0pA|F0Gqy_m<Si7Bf7Dys~RyO$uq^428WIbP#A1t44bJauDcewHWK4SSX^Zk$m
z7GayR<Kv$9Y(fGqpu|I$4x!FRs}^L6)h{k^*PbQ^Y)3JCPy*`5vSb<#bz*eQDg~#I
z^2^k{)GJvwzWRV;H+NAbp~uJu+FKBZ_jhoA`6>8LyvRPUcQ_~z_OXO-A&Vc{EN-Cp
z??`N_Vt&X@|0v0APCo+%3=Zb|Dg*vluxo&ufw2&5zk}a*Gz+^w2JVR>_DB&+LF+ko
zXSb#Lj#65j^21xt=aa%>W(iO7Ti8lZZsK<zQljt*O0?-ir{6$UY|09$R%-laLZg+{
z<C3CdqnzW3(H=A1?<5e*XDby#`{SaVTK8wSC}X(lUz~l+Ef{}9y0tqSBAFbMk;{M4
zQ*89GzO-l#CIb+aV8<r3o;785n@|^d%Gc6~@&((g1eI(hpytb}J}H|pXZ(|FHs!XI
z4j(36Zd(^v%Qlu;<Jz?mmj=nK)4~~Wq@o4Fs=tzp%kTi+aBJY<{fiZsuZKFM#^%yr
z47ag~I$UJIIFk9*d^|}sD(=eEY*g^PT;ppXVWITYE=!Q9OyC)4A9|-zkwkVJ;9<~Q
z<PMS;F)emU!((GzY_w_y0#VibUT~c-Xi5o+<Y=$*(m!)IW^{!^lhvZMx2OBS_w<<&
za7?#99mZK}S_zV8f-ces!GNGslZijJqw6-V!ydQSQ%GHbqv9{||Ei-(kMLvU&AUZt
zipT0%Kl<TzU#vy0ZCK@Rf^4dU#@nhoJpA0n`2@gh%9ZaRa+nqSpBFz402u}i(0Ck7
zMjPR~F$hK>mx2@1T8ja5vjL)Hzjm360IkfzVJZWsJt^uiNo>z0)$w$Aod?pO&ZcZ%
zgnbj!ad^I74)mU=hHL%nCm%hd@O2?~Wj>iVh@OOXc<2XOX~wtTxOt`DQh90cjDoh^
z{hxtq=~N05qnmic=~BQz=Hxs?*tNBl*P5qSJhDpO6x*yJ0;U+?kmG6MtiLylgM@Ej
zL0gyI<~vb`)4`N8Qpb4vfOhYCbNr+%&@&Gh-Bt^(8BO$z8gv>$rMmnS2!808Wp_Hf
zX%)?8{e&9E)~wbS+ny!r#ip0I3!l{l@XF3zNULWG<UdnV<x0w!A)VcCArE8Y%3aLs
zFR{!=0Alt(T_`eT7W9NXKOfcRV|80<JTEE`L`9@9vzDV}QFs`6u~Q_x32kkiNafZ4
zePui+gK%&N^i?ZEMw2%}FB>Rig7379A5BUmY-V}raTQdHfk*YE#^`$?dTAtNeO=W@
zGhCNAwtW50AX14L^01Cj#dl@<#(=@({8fYWlPv@d9hgN~%d_9Ekmk8&en|n(tE-MV
z&hwdO^iC-a%N25fRHvZ7rU9y7Xz1AY#Tra_rYF9!{AIXu<;CFBRV#zhQ6Mf}?Q0i7
z%ukR-;eTW&Z4AyjP#eC~*SRq`J0P-5f^BL=iA$mTf+pqDs7gIHL>hkyzmI2}x#!`d
z&t=Aud};{@Xm|et!C(B%KP+s7nv?_HsNOBqe3@aj!feX%;Ct<W+{=f)Ga6lPt!}?o
zwTcr=CP5u6QmlLH$?Z+YGS;)T+L=}To0bI&@r2dal&i;oC3(~al+&!(WsS@0cjj*3
zl3dmq9#J8%O|vM?Nu~B_KIUo9gVXCU*^fzSw}AM1r+wEbB==+I+PsR_@gpsoMxezi
z(<znX%^m~tCQ@oEx0K^Hw`|aLQNXyxPp=Mg_fk+e{P@x(j$3rNP0O;D;aGQ|RpWeW
z8GH7$;_;#8gqSk&J4!Kpjay34qRHpIZc`T0!nmkrmmcw)8y6jhvYOnUvmk@rbB%J0
zZCksm9;mMp?%^y#egv=%fLhMFlDUE0*R)`KI?hG5Kg$ZtobU>)J;yTNEZ>}%lChey
zF;<}L;{{T680zAm?b-{s`u&@V6Kw^z3CmxEDBL>_t9QD0O2ai(x&wl1K2l;oUqq!V
zsG{v{DPzh`v>69gh{y`5$g41|ee@k=<ZQAu{@%LT{1gjZ1<?5JlY4OOGNu;?=iYzv
z_|&VSzWHq&nKsQCn%G@V_mM0mqR@qY!?R>|sI2JK(ecy-IN)8&fZU{Yy1eql9~F|O
z>#1KTBA+&s-6U@iAgZV%as!^Gtdz#o76?R}0JFeSo^m9X;HHw3Zj}->7zg2ur+m2Q
zGzCBnTTJGF;wy{E2LoC`{wN}teMJ@ZMucC5#s@$srg)Hk7L8{xx<ug#o`Ln}oOhRd
z0>nMp2aTzy{)}WgDWy=tf;j{p4a%^9@y$db{U?SwR(?RPJ$>5ukaFK1Q^(qEJ=pgi
zhKM&=kC?@S$0%HyN>009y01WNX#7`hZ(5%?z+f!5#U7>cs}Xb4-CZM*euiSWI#zUG
z9{R^c`pakBLcp_d|4)6@5n3>kzHSqAI*ST^+OKufMj_#SkFGn$B0`1h%4$moP-SFw
zkBuopGD-$buMtQzy^PPWkn!uiLLk~j%^dmVSze7po+=(4t&b~2^TrdSV!{nxY^Z|s
zD(G&&lv>(;jl1uu^+^O^V{5%qfvgD8-@L0{aj9>k%J%AT^ViH$xtmMhbEp~~icZ)z
z46l>pqk{eqjrRO-H(n<Jw{8AxH0kz)=T8=G%dN!eF`(E3$1Th)2XL+ss9axLRARtU
zGIr$Ti6){F1OudP!%hqvH3!UeG{;0rQw~3c2eL08nZXxK&?7QRpyNPey>btIM@6;0
zLNT_k#Q-oqH0Dvrb1-sw%M!tDO2lA+r#bFYXOU7sn5s~@t1W(x9IU8-|5wWORH>z&
zL269Qc&EqLS})H%1=`&(w*t>`*8q`<NcM7xLLkzyx9~+1KM$VwonIayI%_9D@tKmF
zt~Y@GkYb`bJZ<V`>Cq@}&kNt|)`8zSCP%3?{_lrD%i4=`A`>JXL+fcAk$$@3v5gg3
z(Zdjql#FI8qmDgIQK9bO5nhui^_h$k2YIt4z{p_asSH<qJ@U5FcAwKr1zJ0iA4u>C
zC2dN7kiNZyJCGS&ed6o<xA#I!9pgPIfEg}HaZ2jw&HwgB3@YLBzG7wgRQMHnH(f|z
zTjoaysD|cm1t_QLNZdx|9kXq!N7@aSfc(RmUtGs|P=PiAqfUs+0NeP&%Udr4eRCC=
zxn(D+9~pId>Xe)S)@hYEb3dTjH91b_p?d0f%2PHB;TUUGy!I;dS${kFw<zKx2lmfb
z?63h!V3#Hc7M$*s$sRDFVZ4imK%?PjZ+Cu3V(cZn>Zr^CYynG_@E12<Fxc#UXe>D9
z(*;SUi%cIr$(|j7&r&&-f<8^=NzKl?IP?qri0v1Do|#w*5>=g&>UBBnLNPk)H1V;j
z#NORbm2H_SGSrYovSqZz$t)S{cZSdD@xn9QVLEEaFLSb2Fy^d!vTuvc*liM1Xk2yj
zq3<u=;(H<5ZH5(Phy=t1pj)}8D?Y+o+6~5tbj}cH>3-jTQSr9}F-;7L*!daF?eRzV
zXz}zW^3k+&1vA?^zwQOj#i``$R?ByUbk=NJZgyri9JNz`gr0H%9qY74>dW9yhAJCS
z2Kq}b;R23d!az3HpzCM}ya+*KCF_s2G}0q)Zc<pz1A%Npi1^5l_XW)>`AdmaYfSCF
z?PcCUNz$3M>gT&TlTW)y<<L~o%F*Re_Z%(fFK}C)J|9J5;X42ka-Iw?o=U+w4mxin
zK^mGxUflO*%exo)&=kv{@UPugAai~qNE)nqT<2f@Pni7y2(wE)X#0Wi$2?cfyJDst
z{Vve2p*7J;QqIvbd?vNUNJ=Ink0G6Ev5!??<h_LSO-dtfv%hgPrc;f4zY+xT>bN`w
z?3&m5V>VcD%d<F@@)IM*@qbG6=Aeq<1rNlWF2?arD`hk!eCkEz=Ua0ER-hQL0(XK1
zz$Z>dXxF~}O1Y6!@9c<*`_Mo5xH+nGwT-{meKrL>;jyDOb5xn*irF5*#t6ad=}~O9
zvZIXr;>eWDkYTl2&A0vO?dM^k9%oiEy!70sq_}n+WN_(twAkkOq(H_5$FXbi&i~ik
zTZcupzHP%}AX^aK3W$;_iiCo+G!{yCr_v1F9U=zZUDAz6cPN5%BMs6F4TCb&doB0=
zz0dQ$-+$kC9N+QGKY-4xHS1pMzVbZJtL2Ppf24vj3%I+L&5F52iQLl_6ekp?Dmr#0
z-{lihe;IyWRqkeokZxJ#F&N!W%F3#jPHqp){D8`;&X8??aT^u@Jvo%B<n^s_!i0fC
z-n>tPkeLps;3h|&B}*QCDbne0c0*DYeol}Wsy%3`GvXdx?+kZEd4~VD{6m$lek0mA
zlg`*VQ=!a@LpN)ucJQyiN(q@tDUBw7FH1U79xI==jA2<=x4ieuR7Ofs%%|r7njw|1
zZk}>3wKyZ`nwL5{M8Eta5!iKrgd2|7=pL$2JP0?)Fj(-p)tqkLJ@PD;_e7oGg3UUB
z@g-fFnfpqni5Yt9J`$p|sQ%;{KhaF|&RU=k!`heTVMydVRP&g;rnPS5sSF7<!a$5t
zDgKoP>H4|~Hy(nFW*cBqRuGz;Qlecq%7Dfi)!3!Pz~Nb;{J#7omcF+~PSJ!MX=%32
ze)bpp0;NY&W7)n^M;trJl21NW`<+b%hp^BS@m)`h+PRDy4hYAcFq39xoaLtgGsDbk
zQUK`MV#enD@mFxFn0@GDjD92KILc<m4U?9VEN#?isD8#&6ddUlXyI%U;E`Q0^DH@F
z0tg~|fZ&aO|Eu!PoZ4*qHZ%HucBiK~N?n^4-M<%75B1OfMVqhBs|-^H^6H)ByEEUO
za(YLZirSty4zr2{N}=wNJ5ulS^g|GK^2&pQo%b0rSctYqMXKd$MIV`1ha8t0)F-a1
zDue5}B@|Y{&+<m($6)B#k$CJ$NQrHDcs%uA0X+1Q&LV(E1(HJc{zRz9--~}+Dhsw7
zIEd9wMxKsOZ4V*LX0Z2&`&E^ua<Cw69e-prq<rFtG+M&x%o1)zSbSx8<ON$pxbDEY
zk@-2RkJugGCFuU{@<LVqc36<>fWUo-bzjyBzVx<FQ_c~(9G6CRtddD{_4#sX9nrw&
zSa$AZeL|-DSl1^eCo0aKwk6@AIvak_Sv@KN+jJN{P*M*iY11<|ShiKQOjpXz58S7r
zrJA6_(lFtXFz~yXTQjIXYO9bq)$TvP>zR&q%s$$Ra+GqOW^Z}aZ92*+y>e)Kd}t1o
z=xcbvg%As1zl74a;A(-ZJQZ{gs<bx_fLopl5)He9hY2`GoKk|QL{VAcl!w}ppn4YI
z4F`ZAB_EUG^w9ZUP2K=Tl24d-;|$;5VWEOPC%amR7pkNgB|DMa2tGXhFx``BM>Teq
zPKXJ6J+a<PY^SPTFL*mIB=UMoqQ&h69}&aYwd<(^gjHX!Ih3PX5!T-JAX2~K6&z6m
zhTU*}K4bqZe5)3Tx?X(fequWrSMo*Uc3axq0^JPufp3lQ$nxVp#n^;tm8Hz5qbEyu
zg1U}`)wTj`!UwbIjhl1<t(nez5<))3xNr3Vui{?PeA~wAaKd*Y*CNkZ9}%_0Up$6*
zg8g!}i*In}e$ZNW26=q4U3fns#6x;5k|zJmHeS*wYFpA;ET=Ah1G=Ctaf}3nKh1!6
zHKzqMRov!K1`xMMYuVguIZXy0q`sJnFA)`DnMjQ~c&e5vv7=BV)>ldcDA*rfGQ`26
zr5494bLPh52#RzSW&Fkc><h0||8Eix?*oPGj3r&6g;b_}-0-xrGTCI^-d3r19o>tV
z%XuA?6}I={T67j?dB&Kr@w+tI^?4p1UDbX5FL^8+N&}sS@PyrIAD_B0byz$TyqEaC
zI8yTEn^SAKy<@O`($O_3vovd2Ns%JUwG46jHK}jGA5Q0{uV~fhY1MJ{waLe3`YIP?
zuG_md6$G1!RHTExubu0=-4<{A2Oryu<-SmK6LDP2$l3EPRJ6t1+rOO{^4M?8>#Y0$
z!@Zz0Ri3~P6EzGJGrTy~D23jCf8-&kyDyP3@4rie_x;Y9z!>l7n}&Gzx-VKMTBv6%
zMw3vj=dDhzni~&|@er!S$!0FpUZB4L&7M~7)ITQETtSP}mn`M$668Q@9Rb5oD=w`w
ztU2kvilohom6H!5Ru@eLQt<hPd%kF*)gsn+6h4^r+0m{tV(ElUa<~m8Dh0|Uac;q|
zad0#Y+vmOyN12S#SETYv-smSV&j?ztk=bNFPNN`Sro|(xb!=c$r@hZYIw#>_Yna?O
zC{dsv_Qa`qc*H}hn6I+Y8{vR@x)!<qI-mdE+MShrAe&bJxS`w6wt|I;YU@6lTWCHj
z4Ad^XQyr*2MjR%O{qApuGuzh^n5wQL6~=zYB#V3}@53gEB_xI#)YIl4HDA9WP^C)l
zlB9ss<nuHkc(|6hkuX>$kiZ@A)6Rc|AHADFI^OY@s{w&y#_c%^mk!&l;J+A_{q=By
znI^Uo>&NUuYUgGlOVJ%GRwl{)gSFYEAb`p5sO{!|yDw2l_hs1_>LrD@m`Db@FO?1c
z9z4J<OvTx5mT1m6on$)-;J%2tDeIPNt&Is|+ekYPgtT%pY-bnkBXA=Y;^>yx8T-9D
zz`IUubRTb6KPxr+A@Pw){`^GR(-)F*It%V2tn#tgNP*K`XI(m4A4}5=E=QNS&owo6
zR}k+{(aF2s<#<eRpVlW*N}JgXKZZRrKZ#8)<jUTAlWkRJIvekA<5{d5qD=KdFw2tN
zZL(kcZUY{a%7Yhy0W&yfhfjs^=4Dd@I7h`>2$nVbeU$=xL)goW2gVb`B#NF}GLKqm
z)CwhLR*xzT5>H^VR9*;Aa^FZPv+bwPmIniRMAL;bmWoC_Ehi(GGI}OW=<7bb@soCD
zoYR-PJ*%tOgH0Oku$3jnR1tG|;GUb(Cc9e_5Ay@EO1JNZ%at7`E;gy(YJjdM@<H8D
zjW+iT!A`4*BcRt%+ws{?lR~C)frx==g5;(l;<5K3R-(|ks#0H{2*~LMro5(R(xQ_6
z(RkH)vgttdN3U^LitT8`IQMmGizb}h52#h<{mfw4&3&p8TEu{oclX+Re~&%qqEm}M
zNoUvYbj`J9bij&#7x{FDT<}sJO;q5D1Wjd(({01ZX~PWJg#8b$k%`@Bh4_T>`$Nv;
z4Fcc~Sces+5RuMh%Ug-!^p~msq0Yw9kWqkB9+45arJ#M$C>=teW$by15{yb->Cx|)
zrve8DYHsxp#R@ftg*$V@Ta%9OQ84&Kbvx+{L?0v`g*gpqi3AUH3%zS!79!KUSdwJ(
zabDwO64gz(Dnj!)vs=51UW+}4eeZ{ADmRN<z(fS>vS9YrJmXbEX*59Tx(-DI#Zk;q
z?hsDI8H<K@-Of;HZ}vUAlyNm;=_T}u?Ue_Zaxa$N;(+=~Ky;C0(ejk?&^li_g^*@)
zT&!}RM?pa@+suA24GSxsg?kXgO1SBE#%QHHAtg=y?v32@p}0kN9zHJ>CQFRRkafnC
zz8qydi}KIr=-KCXQHS2+9639yNga*deaor5M+(Uy-B&#Q5Fcm=&8Ylr<LkKc{FGqf
zNdpLC4gUgd3tCO|@>>Ja{GSpAyl!s+kTVEPWzIAgGa!FJfbY7)Re{HF|Cv}|u?Im;
zSoMy*!lDns6;%wKvSC)u#r=DyD*nDqh;mx^(`E`6czv^>`?*7TuE+-D=t1&zDwo|{
zUD&a}aWC}OE)2kzQXkX35{e)Ik1B4r<!DW1+b`Gbdk^ydAnmfr*<qK9d$$_m%kW`u
zU~OP-heaJDx~M88A;g^7zIfoWcyP3+y2o|uBN@YsaGu|)FGTFB2#~LUg1F4-7HEj)
z;9@^og!uxogeD^e=n!)ufVeklN~OvZUUE4xEwWCh7z>K;)l7}bGW7n8(BT=QYC1Ih
zEAz`HaPABx;RGb|di1odu{=7?Qk#SPbcVV-Hk*TIjly;e_IHnWOV08@;c4J#Fz=C!
z1?3>b@Cb3z>DBkHS*5^&j%QKu?C~c6ka*ohS+bTwxd%>K_BxHO%uqtr<3%wSO|Q46
z$;u2fr{e7gQM5-j*`sAaLF`kRcjI;nICNFIl7^QIveyUqdvBpUDI8@~g@IZ_79-+k
zpQR`kLh4(ElnqflvTPhOC$%3#==euv@8|L|4cxt*xiY(~K6vCk5?iw8$tg}ZJXn@%
z-!WOVP@!e9xV~}YAl0!mYdroz3wM1S^*PVSZ@|d6m(9NL&#>T~LqIv_YJo>XkoK0;
zZ+ZCL=<*l!xGV|BVBLedFe~TZ2c#=P&P8R^zFlsmYgf-OQwFn-b^c+-rQL2*zMkr6
zlad_x6Az{FxBT)cjk3ap4QmOWTtzww&Fvf+xDB2Z2-xSXK?LYw#S6w1DQb6(Wv7uG
zw09kvwG5ztYfSVP#J=6l%1>$Jxn}pG)U5lJ$QJb&^ID?AvhMX}LX^)HSmvntuQ5-L
zs$8Wb$5ZO+1b0F0lYX=5^&u9BO?Cj;a&~Jv*EwnZbu=+FHiKnxV*p$L(3_oChHK=y
z>P}?L#@O}ze<mE}m24mEkhQSElDv=&8}*c}0oWPXVoOzbl`HAL(-hE^3P#Bwz!5?X
zQ^<V8I{RLd+gLD3jyb9z^pmXFqM^N1)(_4GtK@%73Dztb#G0zBvs)QNwoZF01GDAE
zFyNm#3>ukRoKMOWNhyQdP4eN+Q47}AJ=asU%b`N#42-^Zm<7gt$^8{SfQ7<yWMo9%
z<+RH$yT;S#Z(M_m*81>M9A$0Rv~q^`N`lUPeB8lGfxY4~6ia2YV&WQtv}D!U6IXI3
z1KJHoegRH!Wp6TXH$Kh22fT<QGnj7cJFq3l?}yBMGa$WA1^1yw#OLQTj_tq&+}3ef
zjyl(PkpQotYT-%gBXBLbcw>Q8r2$~0enJ)JhO)%7AxZqyViHZ*$(vkjCXszmon3)y
zDYkLoJ}*_0so9h@y@-RqS{|A_qMxvqR<X$Oa*Iuee_T?Oi1GS@x38px;?^gf(tO!A
z#%%@Oc;nyT-4HQ{N;Z>3n-Zg8==|{Yzko^&%Hrq7VlD^?<pNX-;b$M!m<ILrt-1jl
zEelLIW`?=cR{9{v*=3t9K(kI+lwlcP<rRkmM%InP%nxA`E90JqmQz7%Q-@K&lXA?N
zUJW)IPz+a8ytTk-X%#A{1W#6F7a=*jfnq%AieyN}rA#wf%!$-+koaCaDTy81n1{xd
zbeB4f6yO6FZb(DSgXDWWT>q_7PErd!%-{m6^q;u3k9*D=3v{a1pYGBb7T)Opnb3lT
z#`Nx85VC;+jVC1!d06t4@;Y!FRsd}(D7bqI#7!0m?`tF75>fWV^%My8x~!)BHS1d1
zp26<hzJ#1^d#!0Au=irdL*XR4`Q=Bjc?jvrDU-LG<9(t&w@c)n=#Nmtz$8ys06Ykn
z#b_vJ{4{wB;V(n$R1h^>YQ@)q-{UGJv)6zaCoBkqiEfM?YgGQ1^g^l~sWY(ZrmsL!
z1TcHJ9072ndg1_n6wzm_vbFJRW4uiM0!Y><jmH465>J8z;4_S+_B4&D#lA123M`70
z%ufdrPU<4uxz8V=+E%%eS;i^WTMq`87M{D$`hP%$Oqd8ofWquTWlET9yf5c7xD)Gf
zW$=bQ|9K~~@t5QN*!s?xLr_T{T;_zUHDx5G&U3%dIA2k(b!d|?neh3$m@!<}HZt!$
zisL^uK0D@2Z}^Iixym?>*1d3NA??MbJ_wjFjT@2j?*VUvaMl{0QStr@`Ng-(VWtVw
zgROxYxk@>mS-64DA5&MZoGx)Lo>)!Vb$mX^JS(BjVfW=G_F(Gt8V|L2&>4^@rMLNO
zIt4@x#X;0?H~(LZ?k*GvgqgilEhc}wklxEm)s9^2jhDnHiHpwp`La>zV>-~Vm6kVe
zV17)|7#H4zvIA1H!NPX3n`qs~O(k>=zD<#U)jAKW#Z1q|sycPw*ZN-&?gb85@CwTR
z^oFu3N~xhY)Wtf}cnVivt-g}L5VyN;TK(6;7W;=Pn}JtIP|o=oE=+^^7A1;#seInW
zj*<Dh+C`$>elyooa4^g3Vd&k;Tnq-RI(^SnovpZ(WWP;4h=I=zGx6MsC<fq-K2Wl!
zYvlU-K9gu79a&PQE5cB5MOFMD>SSDA#2@9&7@<JmxSoZPD++mT#1Ll9A)-hZpQjLW
zy!xg@bZnPuerz3JPgP8O7`Ki3WtSx-jT}I<nDGwBaqmSFg`#NPu^O}Ium(<}_7C6g
zoQ6dNyPFLAP2kr7d8r4wYVyF)@9KtN{>0s%2?DdUZoKGfJ9vIj<EgGiw{Y`~_AC8q
zuXW=pL)^Z!?#EV+F!#Zu@filfPtQwy+DT-IT57rDLOHnD9T`c7L>Rn*(@=o+JRmv0
z+uu^oIoPi}Xl3dLx-Jc@;+!Vy7t>={0J?rd9TGCFbp(OpxVU9Xg${HvYkKQyfyf9j
zcK`tpv9(aqeGHNiLuCUT#y`FW;D8Jy_QD_%VW@)0(B`Xmsk5B+`;(Lch5!jsVwQu?
zRw#F$o8KM#vi8R`a_vm42eMq<af616>5T`mqNb*K$A>%8M3fI@5Uz!#<)_C_o(!gm
z64wG{#P>s`rQ8my?zb%XKLSERc~G6R15I9|#@BcwJouhtho5(w`WIQgQl7Mb7T6zx
zjuA>v`)K=Feu@OZ(QHlCLDsB*f>j!`myiM=)QZ1O{ML54gbp{o*Fm}!UFm*=TNx`a
z1c^s8yocIO^Q1>0v>z+rQU*hH!seZxyuHwiF!$14T-LN3RP+rBLIk|A-9jfutAKTY
zZ#c2ba+;aBT7Id!%&3KxXkE!~9sK1cD!u9T?nE+|v(q^5QOQ7^S1mxN&5un#B4yeF
zV};2H$+OlS9dZXC7`9+8nDyhU0_i0}r7`mKKe%fu>Zd`cYoxZ%di6>G4Q>~v!>D*k
z5nt=HoNhRUU7t{AQZ6Xji$R&Z1vxh$0U*MHGfh4@n$=~c6Zag}MiqZex)fqnY8<y}
zcyxuSeMMi`FYmzO1Ph%$a>FhJ1Sk}0RJ@fM&jR_p<~!+2Asfm|TTEzmA&4n#h4>R0
z_Doi8M3?-nYFOTEv_6!IGa9`L7F)G&_k)6^XM!%-CKr6Yi}K6tFxSOp7c?9V&-;?k
zw?_@PhS28EPkEdm+Kz#4h~Ogj_fJ0-Uf`!y+phtu@Y3?!_b_q+XItt-wi_F_=`t5q
zoL)W}mxpb#`87r246nj)w2OMS(Wjk*(amLb&fo7yeI@4>xcG&B*mOsU@6Lu2W*+|W
zQ~Feff%r8<g<&<%bU5N95@l&`-h2eSm*Pl}E9B7qb^%?fUGKige^+<x&3WSO71vWv
zKUE}NQ=b^84{Zn~<SxcB01gbbDUo0jHI(GdmnE_+(^4jixtKF`a@7PBN6O2HDz351
zaa1qYbyyWj{t$lGgxTc%u6|ae*ci?exV)E95nAN5W56T>V}^`@;JF;X$YC)#?yLc{
z93U!Av!$h{8;|F>t!&Lu2B?<`Dc942L`EA1no+23q%U>snC1;Yp0yukGY!VM^!=YT
zE8E#G&1HV+-5T26kH1#!8WiD2vUwF&n|kME@%OpQoX*&l^yC|Sy*3I8;aJDI<gAyB
zqjBRYcctQGK%%$l%a@&nyi=8y(+crghq?(6+s5m=01$?XZ&u=x6$4$;rSDy^*8JK)
z%*R;^Gu7_@5($Vc?;o}2ppz~4D0*Qr-t#_gVw1l9UhU@YJ|SyM90N8#Cql;2(zD6?
zh+SY5a=C})q~|w_<)m&n(7%rm@{WQ?&yH76w0G<KvXCe*m7x&tQ2(#|Nt;{Bg<;?r
zK6-9LqTl%zrZ$bW5u1qkfw=lWk--0^3ff3o4$NKel+q~yYUAPrC<xjs<|;|Tpc}=P
zwkrb+4%{DQ#3jZ1Y0wujvm>&+VM`qh<f|LG&v_O5?1<WzJ_vE4n<tmVj|&zeny^L(
zpMCaDQttjsO!L{9`InzoyEyl;OkaVu<M~NKRezN*mr%FAW~w6JB}@^s;+(WBT~rcr
ze7izYHxc`l(L=p=NkN({H}ADde|+RlK)72R$zB$dwCS(kQYUe6=7@xH8e`Wu2%&PV
zkWCa_9$(JffDPd*w}*CqIF5VynT1(7H$1di2u(5==vY-*&ojihhmwXFu_TGUkhN`6
zJ?Q2YL?<l-@x)zR8WO=Pr*{++^F2J=&ip~{)hqs^#5fH1Ys2E`9gLoHpsECL_KlUN
zHE$(HtfYF1?FLhvKR&lpyhm-C@8K#h0AHXSzJT>4xBia)2!#-o(NF}0JDLSzA9Rjf
z#;;NZmHIt6`gE9VPwm(5QJAkEka1?5fvf*U;Nh!tqY1v!W$xDP-NP-HIXD{!H~kxy
z@lIzOTClgop>tke(cpa4+u}ZE+v~-#K;C!Z+lU)~S5+BD<Lv7O{{jBHMovmHJF8|3
zcXw<wpr}G$Soqpky58?cxkVDE-K2z%2Qa~~U{no9Xs%v05cu}(o7Sd7Jde#c=Z-E8
z92PUIZF}4J>C-m^#ZAW>HtBQW3h1ivN*lw;RrctWG!`w2>^OA=-bL@<U-;UV_Lt70
z-`7^g=}kWLdxxj)6Dfhvp<K>s{h=SKKBW1Vg*fRVRp9@==S|MM?a6RECGG0fb>4I@
zA&b7OYIQXy(V0=3)9Rq?@+!=ROeaT<?db$2N;1hj-j3J$oAoO(lf*KtwRf(;^!NRY
zqqvq7Lo+^y33uDU*1<)0?Xdh2pSL{bb4^bW_$708hx?vWS$BP{xwL?T)U)o56Edg9
zft}WEk6ZL;=f7;$@8<C&Cp=$!C@&R_K6rgtx9~3`lFah(w-w@4Mr&Ql5f*zbnCwML
z`E)T-j1^2#A-mukYrK0$Ec`}2y@mlqh|UY;gKFh07~4=SqPAr$hCE9`)+KytKYDs`
z+PswV$tvMC#a+1ZU5K9zaH~j2#OaqRW>5aGn)5H9;n4<Ei@9P6z6Piz&N}OlJDUlG
z?&t(rp>x}!Iuab~Zm2B?=j3`D8HCS#_;DL^x6nKHy4Qd|YGps@yOt$qxsQ9|s_bIQ
z88ox4V0@$GqVA*fCRIOOuX!DVgh0}L9`mH@n{Re#A2?IfIV=Ge_>Y<~Oh+3a({{C*
zJc$PfUP{0UGaSB>YpNB!YQA@%oTu_qfXjUR_vwjCb5uJsY_Gm?xpBF;M9v&ue))*p
zS@VqML>B)9)Lo&%fJ4twbz-;t^T87-<vy3tF=|j2$G+OYk@wW8dBrUFy~a#uJJxa<
zrve)6<g>_+m=Uw6E0j9c-Z;&ndk<}D?T#;JlU*!GbaR#RTbOgO#LCf<aMSQ7<USU<
z<W{Z0DfVvkWc|%<-Fqg-N0QQ%jV{pX1hrUnV3)YP_T5R}h9%W2SFYGj*bN&)5VA5-
zoauhJ)k1i2<o>_JOG%i^2fD_&Z!cUA)j#=Bq?_L&=!Tmc-am7%-JWXL!(H8`OH&Et
zh(SF^k^gpZBBYd_-k`(q*0wMe^!%`MEV+67uMK=R(ZpOvJB>!Q?wU`~dRKyxG<tWw
zMiUWUYo^Q48&S?zcyCWtZJAS5j785>g==4L9At~?3XMu#nKi^$PB`^7?VeZj;a>%@
zQ+9_EDcG>6$ma>4+%+2KTstX$+*g}xdem8*nQnNNmr(9eKHE$q=(B{nYkY2@)xL{&
z*{ioWM`ObMU@ewa_bsp8N*dzKy}ZaS(Z`IZ(mmic{qX>aKuXcWWo0ZH6*4e~tkRc^
zrNHY9{=$apn_*ty%OE_XVL}In`~8c$Am_3>MM0izLzVFu{LXX}68^OH{%+uIFM*(_
zbS*R8C2tvff|=4tZ>oqEnT)C2|D=`lX(pcX1As9G(QXu3k9=NLEw<kQ73$x2Je1>B
z?f^Qn^|Xz%#Pofk*SU*l<?=~ReJ8t65IZZ7uG2H}s53A1L4TB=#=|V*NWZhcNu!eu
zw4BnV&tL?q9@I&Vdo>u*(Te!@(0ClqwC4YAr45QN?}w(7|F|EbBjL+NL?fsH6P6S~
zdOSQjIxAZ~Q_VsR1i2$fDe<;P^E%&Qn`kg48+!4&ar^ua<dcAaQ}Ec^(Fxr8bRW6W
zy$q`$`vLDM=6(=dA1Z?`LGH%;eR4Z#@j({taPzPFBX+y~Z;wkKfe=mC=h~+)JdY=e
z6C>^poc-<(Ihk3223I9xH#cve1R)pgw8W>Dv)5}yweXZX|FSYfVGn6lI_v6(se5LY
z-cX(dAnBO=j@V)XjKFyBfX}(}n&$+G%|gN?B(VDzuAl1LaRPFFF-iLVQfg3Ma@P60
zSkJ8M`X;9{SZa4eN5N3P%OnhziWeQ|`9QII;OnMZm1-aJpw>=aw=_%bwK+Ve!hzAo
zkwSt!LseUevZl@Bp7qNfgu9LRB?og~@;H<5Tm=dx<ekfYJbcA-5ge>NNQE9$mvdBJ
zH1Is4ksll<+1!Vmy>rA?xadQ+lA@Ws@V7ZJJvGbq7-78-VIfRr$DMVjr*H5Ua(bkp
zTEwFIH(}JfVbRGgQTB4e>0WXUBOQSP&@A@p?M;22|C}*dJKib#xOOjD>w3M^bKNV&
zw|(8y)bB$8F8}D*$)+Xz4;vkE2mj?25?hG7KkRq$KrQ3w*G51a|JYtOwcYL#X(_?c
z60<b_UA&NekKN(eGeak-XO<br*-8qu`eM0~CPG@{iGQ&wF7wrJ(zf`xU*&hX(}*Tx
zS}hDaw||XH_ba^&iV|{cvJ;KWY>JEeBa;<!thH|Px*6Q?z(YH(VKG^XQ=wQQn)={n
zdJ1u9{@RB0L`vto6s&nY-Ovm6>Bn5u5A&5<3We^TysS)Vbgpx7!y0SU_2B;?BqTU$
zpnwFC|4<48jI*VHdTzB!Ew<<!CuwX}E>s}G>S+d%jTKy8HF!T&=$u1Oa$yv2&YQT)
zp4CCkD<|vbAGe!*d*)kzDwu`}Mpvm$F^?wbmsll3fp$Y<B36y+%8S2Jl0WubBH+8l
z==pBcZPkCBvQ(w}xQ<I)ro=2DH1^QZaAK<R+#^{q#dC3L`b`|>me1|-=Hp{4?WY(Z
zYHg!8bUWu*4#@=Mn_?4_N$G`T21LGEs)hc?PASETIv<ja8ku)(TriA79Q!-0W1a3c
z@#UmnA2+tFkvE*FS8?UB$OKs5NY2&hoBXX)vCh`&xor{xa9N(>(M=C^*Ui!qyjI6+
z&7m?77_7pcTwPv^BZsPe#6w~&Q(!<1l{gVU=+1L~ngtzBxrvnsEA_Ep2l`#_CMZNr
zKjNa|&p&}+Z_uUKy=V#gpl>y&WafSGs`Jg@qBf=I?D})T(3n?R*7BPtD89eL%A+WK
zSfd8OUrbCQcFwTP|4Xj#b`7U-n7einOZy&>gO4!2qg92vrTk162)ku@`CG+4SfW#Z
z`c(B?sv!hk#hKf;GmYjt)^N59Tz3p(UE~-!WRRXqEk#H&lFzT}XS5By|7-BeRACR)
zF^0;z4L5p*p0JX;tIPY~<6HU?oGv9bfda3O=+j3EJj8#~6zgOPCe}%^F8frnX$+UV
z2GJTpZypp0Jyfr_)i2vMk>9DpT1rH&adYKnMHK`neCQD_FGW0PYo26)965J|_xg!J
z3<!-!7cGA>KeY7{ndp~O6!+<S=`#?2|M~998|<jn92_8I-cQY&M@^AwxvcDzusL*3
z#&1K3W<zo$rSR&if?CGec~U>JUJ7mwh2g5XS>#47W&`A_USM47iMv)h>;u)Y4#{JT
zNY`+t1Bdc~M02dn<})h4K`=6ui@Z;^f>8o?ikcI>RRq~2C=wOq3Zl!gS-@iqfQEMa
z=c7b>MeK$amgMSJaij*3$i&gAo%GA%<E0Gq-uE$Md1iNY!)%8kBQ!~RF)>&WTOIel
zog^wc<)m{oqZ<T#GI|UjEbDC;$v=ag(!R=t!lUjbYw(e3ri0Q25zcOZ^4=Ia{Nmsk
zH>Uv(DZmn3(AK6Am?$n-2`3z`_t4CLGpCTAmVuzw@{RX0bmTpg3ajHjP$JsZX?FP7
zZ(jpO9oR6!fl7m7OA&%Z1D{^8;z)%*Leb4K<U8h~iuRSDr*|Kg#jGS;a>&kpUYM0W
zjmqHydzw6r@QXooyl6X+n%B%@_y}Z`%V<9Io~)ZTW;LDGYyW6e%j;fy)l?`_-z8@A
z1~SPaw;>dC&BsRZQBI&s8{B>Ic?%{2zFKub3}>Fo0QsHK<kJr7a3^Fwae`zyG4)#3
zLA_?dpo^5+7%)=`>Sz~@cLnklGEFOBsr(-PBM#TgP3WMW>dt=l_r8%%3;B@n#Xh%F
z^!`u_+JA_rzq(yZjvGFg5GZYLdTIODAhE!Tkxa|VwjoGZ!h(HZd*+SZIb(($-#}vl
zrZH3|&@yWaRVjFc+3kYvVb<w>-pkH5hQ+3?Wp^qLOc3q(T!^0NbKW0)F-T7(Qh$oR
z1UZ#X_m+ylNsAi7&uHI+e$`4o1;y4pEEUQpRP+)ST#Z7xM#W@ejVQ>3$9yH3I9X#8
z=r2yBUXk<8{z3gpf8acN^l+s%6V%?-7{3y{*OD!~ut*^M5vU}sPYg!C4-?uiPcX!h
zMuq?UVV;q|?_wta&z^5Y8sK1H?4HEMws%zn3TtdHomX2TlynBpzK~3|-D&K1#$<e(
z8+M?T-<bx*?=FVF)NeO*$Fd21(zWZlgerupS1YahrDvF!sUai%@C11V@5+AORovSg
znVP?#$b~``TInBs#_3w(6XBd=QUY7lpcGxI&G*MNn|%EI%zI+uX<=x1s0q=}Yl3FE
zDa7&Fb^d6IsB&K>tIpF6V_^H4<w5u6m>XR!(lMTsMq-$<9s1GBIbAwUF+Hp;0M4-~
zlCjiR(MYws`KvwumBd?yt^tRy{BBkb;<-k|+f#>T&-0CU)GxK@jc7sL2kHKsp~HW2
zpf<&TzSpi(Hz2@nAHYT9+x7XVDuXnyh9AmTOWJT?$I>ewy>RwA6t!G0YwOfW^v(Ee
zc^`3ml*w%DqVq7ZO12Kfg!#31UvaJ$2E^7J>qM?S^FG23DB9T>#xat-!J8h0+gtfJ
zY)ja-LrYG45i69pb6_qG_8SpVzVQ<{2g>x6dmXvG8|~nI<pJ_aBkLWcmA93oWDL7N
zU@(=r^7oDmXfO-L)lS5Y7~pukgMw_;a~Yj+IlLEs!UX$N;ja5X+!eZy%Z5Vk!upSy
z5ZnX%*^>{)Zg3hOEXy&8yf{b;Ru<7&7;B9gE1j3|7py7GRxBZ@jEaoRK%{@cCXBk=
zVs5WnQ1rzBKx;5dj<xC<s&6a%j9!0s#ciZca#Ug~9l170`xq&qwYDQw9K9z8v6q!5
zW#z*eXcy-Ph~C-uXA*L(Bt`-N_Kkao59n-TSAG-4maiE_u0dYoyuRXG^-=Yi$UI2l
z!rF{%cH_LAx4P|kDHEoDEWj*@1HQqY;Pp~c%IW7q$OafuC{@UE_eiUKdsrd{5o1|d
zOwG}7KzyO}hG|!_H|6_4>CcRvL8_m`zsGF5?jPWmU;qKOkjaEKmk7n|*+6f38Oqa$
zX^*W~5dO!sfA~qEq(=_@7E~|=9p2!{#Dv_2)QIW)7mmOrQH2v(KP=9U$nJR@qwVT5
zKz=Tlle%E{<~n)FXDJ(A+Cu9NIu0`VY%h0jqBNlUJAJy+3Bhzj7p*bmp!F}1)}93t
z$C(7Q%K164NT|8Q7$5!Z-QoLW87GHjN}#egl-06$qLSN*FO2~KgzQ*%YV=;>0MqO+
zT7TgCy)mW;`d8Qy#Sr~@UB>&TP|N^uw2Xx33<<nBT-rnKjj1c$|5$Er(xC~QMAVHS
z;CY3DK^;6Z#awP+b{!_G<eNQzh4lFtsjs|966d`drW5e#$Z3Q+oyV|~>0yI%kZry`
z(e#Z@GL#+-5Ow<%!a+5BXe^AIfs3`dmjwW}h~C6Ny`*Aj1ahbM(^Mm_ke?Xg3v6~;
z=TA7ajdFR6v1$rg*C~c)E5%qAt{p)20;4wXovltnl@zb9y&*D>9p}U<WS@POi@K2s
zcUuXs<(k0382SA%w_D;Kw%PJ(P;ColLFD^93By^Gp4JNvNS#nui-4MadD$B8)m#b@
z=AIS@4*Bvb{hD?Dd*kjB06elF&1}n)8hKDVn&}0U5li(kASFS|wJ<U~H0LC)_)E^u
z=;+XuA6opkg`s3SfR$tlje{l#%JL>V>EY~HY>qj6_*eH;w7Tu%&*uVFa~2B<3Lhop
zxHLQL!VH|<Z&MWA3}-2*R}1e}4flc)jNC8i0uX!2I_8(UNG~JC4#as>%e2QTY7lb*
z54JfP0i8^DN=)zcGMVH8(q3R|hmmPe(IhrccqYTU7q<~WL^`*T*+ehM@Jzd7<YP#2
z8H3<=9>*_VUt1W<s-CPXMxjYjt+YT9v+E!WfYxL$h%raJs?$toQs;Q_q!68zOCD~6
zK7jL}emHZ{XHEef<B>K?KQ!ov$`IT}S1K!RwcskW&oqpx7(pW)I3j%zag;1p99eYs
zq*+_lPL_LN|3bC$!C4f+EoMMXCpY1Fx88`m3#QF^Zv_YV<_0q}<c?bw;2;co7DIh(
z?i0DnYi<T1mfUbabRo;Sc{ZQ~NPnA;fdnd4hLd^J1NBCzFJH|vbRLwiUx=VTONiQs
zy;t+t)-`l8wnTJ_C9v&tt=RX!YwdJtuS6n;r_O_hY#qgb2uqN9CQzJ;%BUWa7P=?h
z?>XS+R^0eDulRQ}41^0?R>#gCCWwhybs6mJV0%6H26r8QjWUvVOcSA6S%9LpBst~y
zg5|JC3SYW~uWTRp0+8sRLL<q}-;1yO04MTny4^FSj5O*%rysraH9$%2UYNJd<|U?*
zc^NZcBdncf&*_thI|1#iS{~!Dz^8ZhMutJBE_bx%dm#a;RU6^KQTd5}%1HIst`%yx
z-+8tI;ddC)7Ddr}K8rbLn^h1Cc>$m#{&dA@V9rh%r7v(CIb>fX8)`2Uj5&xQ=$H9w
zX>dYNp{o5+UFXbs&+v#3l&rgpg;+f`Cfzt2dmsxMh5}T}9x&>V0NXiBToPjrcymw>
z$d+I0!`UF7)F8&5vIv7Oq2?fiBsqRAYHE)}q-~(u0nM{wcj#erEao}k?H{NO(=WUm
zF-1+Q!6js^f)F;6r9nI0aAXps+G}kfOG|}=qkNu1n-(`4auM<Wu?bowMqj-8tIWZR
z4%PdpDKRlf2girzfDp*?kw@8*LcGoN+uqzqJheU5b&OFLtke%s4WO3&>|=0jtbyCe
z1H4Fy(>oWQo&KXOj|d?!dGR3E(3A=jUEFw*BM^EH445!B;{$Qjv3iv>ZgZnFXqnoh
z53X)JG?0v&vVFkYz6aC^tjW~5p;l#R;Qf8=nO8aBRS>NY0D33tyJU`D#%&M<R2(3t
zoaB`O>Z{+dNDgE%xl1Om#Bvm8j$(??CHp!hkSQb{9%;mhVH&a@f-B3gS)qD^w~v1D
zYqToUjT5h;LK0*t-~zn#GtyjH9Wn*u%btOm4*cWK`$|KgMs!8A9kJysRyOTzpzyD7
z$-R1<oYTZVv0NTvi>0u!IMr0~9ref7z9O9y*-#GvLwcuO(8leRL2<<SOI^S0|7oHV
zq+t)Fmxb!{d#l_si%sh@WO>kH1loVJ(>MB4Ohf}*N>bNPoMR#^2BM4S-<$uotrMA;
z=xY;?)drwl+VEY|o&wz>)iUk^g^nr_W3BY3bw_3>;dNwvt|W!0NE?_A8Wuay-x*YG
zE3$PAeyasZ7kQ+^KbE5+D*J`d-i*C7Zg>#qvi1lam#yJ(1Tm}Ca~r#YuyQ8>2Wo*-
zP%n9yi8B4(BMf0?LB!%flruhzr1{G~r9q_%Q^6@V;F|q?74Ry%O`IW&S3^(abzyB#
zj&;Gp9sw1#m4eLGiZqgACT4t8NqMKV@AvxE(%M<PGl@#D$G~7Nh~zSQZ5-5`B-t1F
zYje#M1$t{Q4%4HiXMoBy8^gE*;;3mBSJ$CDB=_N#Gv?d36&1dwf6UT!Ob31EO~5}&
zfsMtsn?M7vRf5;$sE|lWHsj+kw?eW<7vYWc^mNr{5fWDE-kGz-t7y<9<20+&s!VbE
z&2kDgM+W4~I7F)d|IvWV%ce6hsbRGN<of1;+M3Y(Vbe?V)yc8CDuC3tR1pKa6d)$n
zpwg8Cfp!~Ttd-^#B64oUAp$kL$KVM@s<>DY`V+F1Lp58950M%b_VEU81?stYI;WCR
zH*?OG&z*NOYjXYv$<oFDQO<wCTp$P3s%4YtNW<e_O?~LhL#j{{g{&X`Ja&5O-UQ8g
zDH505$~D>@l0KE)pRjxECKQwTEy5R#%XmUo!?iq|@)@eB>6h8dFbB=m`LdbUJKp#I
z3mRrKI)fs(0hjG0vkN_Pqphwy2Nia9?H7OY`7$s!0)3^C)XPW#$(`AV0j|=s>8t<Y
z;mk3Y^Hz`@<S<(3xa*IqPQo>lmmd$)AsT5=2+(6VHnA<#R$|en$YxA`yj{D7@;rpJ
zfLUL}SL+_Vv!Em+X|c$M&`iWuHq1ZpzBjo%tYX*hgN6qBh`ZK8vQfZ$ncDHYa+;XP
z89kW&6SX7JFU(987+9Xsz4)duXxGD`^fo=R!=aXBvg;P7^eLxhaX?pjpl|MG!g=4*
z!Z(rg?SP7i;rv=9hmEfNs&70V(oscC%MH^RN(XcYCZp;#6hDJ@5#40(3>#0v<D{3p
zfx1qUSK&>lNk23($`d&Vaaizb-y-r!VJ$6POS97`A1Gy1Nc;x`1B7#@fX34EC=zCH
zploJ2Q5}OjKy8UwH2ZV9+6t~ysB6f7m6zn?q3Yum-8ovO`aWCN!DnDaf6a`ZMd<)H
zy*>Q=C8heS5!So$0CdT<b(HzP-yvSxm-(nHGe3G(YneD^1HKAejvI1(__#P8{_kbX
zff{CSNRjzr{-i1QL8sM%BfJGQ4QB`*rvF70#opM(ZDE>r*JYp=Zj@11#+iTNSh+o+
z-x=C=oshR{!~w1bBAbeU^X?bdmBh=r7|rvaKYeQX#~xKs4%4Bg695c`yccdD2J*3g
zex0_1fbO4PH+i9a@z1Z0Q~+oB=T&nNpdtUfv;aHw@2`bVU?jtzm*+4tSLDy@|Bu5S
zPE4RQ)Szh`8X7u~{K)(9h$aIA!%!-y5Ld^&wv8tS4b?4v_|de#iTwEYumASL=P3T^
zvuB7<=l*u}byhXho40QnZ`=^}ftj$?c{Gj}|0t;<f~tlyuK((){$D>5o7|-U;GtM-
z(CNBAAqYz7#{1iGUZ!o=&R4r1IpaE>fC%ZO#s8*7`k%l4{l|ZPSO;DHf3?ao5lFfZ
zFVEqZU;n?~5z9(|JYZnjZ(jiSWEQN;_m-9xoY%ouFxLPQ8EEi2qgZaPiHDER#KEBe
z9im=LVSNFNr<Dq#aNTUgAHt;BuZ=Q-tmy04uN6v76erw%O{i7d-(URN`LFc0%7!*5
zZ(BRq)W{7NXi_EJTs(+@p`_JuOQj%6nv$91K8llIfF2Yg$Gy-QhnYG#F0YPTP&DX_
zwd);z@hxaS?;RSM%U(Wi?Z>E)mF($>B4yFi0P)>Ekhn|-Aq=T^6sF@9vM^sZvn`6n
z!fi1}DL<ClZC92`z&U(p=H;-D?l*r~Q1T>&7Oq>JhD|4@+9#b;i{FVB^|})Ua4;E>
zQ>OtnSg5UCS64T*wXlO<Aapl7J3E%op&-#|;d-f2@8g-7nV|#K&R9+?U_gvPr8_=y
zXH#@GjEvbHq_WZD6;_L;i}fi7{^XouzotCuOHBoP$hl0j`ZJ}~wI8IUrXrI%I}-)Q
z2u?TJ-MV$lcA?`sr}?-FDU(u3Sw6G|)XPkZm{Z(OjvO>y)=J~AaI<Qo>h~8YFtzQj
zBR|T_C>EQDykvJKZTls;Rmq+kx~ybp4rIyFcKK1%HT+r~>92C?Nq%&u#jx!y5k-l^
zhSr_CcWtCJ^gzCQsCi&NEiG*cMp70>8g@i~G@q!l($bhKpK|YqyKj<k#^y`IxCT2n
zaYu8WliRpe3l;A8V1tK-Sx@VX8*aDg9AWfEZAeInTDf@wHlh9Ot*gu$MgmPo!#@8)
zjPm2ml{M`mKpB@4#KSQ>x-EgF?sqjDqy%wGv;tdSi5E?icx*DT0z?G@cNd($UdUl>
zi(oRG5Z>I`=?}dlUScsN$RvY<h0BGH#>aL@KoK&%eA1a|Ej>z0j6%rWbrd>ueej%h
zFvW&Vi@+Tfb(!|U@8dH45v+f3e00zclTi&4lEy6RC(PD%lt9{A+|SRC&+q_&^w`Li
znU0jCrQI$s=^TUBSSK(3f}JikdMIysoz5v8hEA&-)!QseIdJ1GU!)O?zk2y{$ki)X
zLZQD~VT03$DYv^3?|vU_)aMUN&$mVN%gM`6Oi&iS6fAEKXV68)!g?g>C+$-!eby62
zPx)VGA0HC20FCtP7`}+*Us2lbBSjN6%!%$eWAuTdvgZ5{*HtB+TIP6OyPVQ`g={%v
zxcgS7+MjeDsp;tGsKNRAK?!>%Wr$3Q2NtZ@y*2pe&_N8(-G$OufyhdVk7-8F&&8XL
zmEF$=oQW|!X5HH()HF0nT<|DkoB+%tDlQ>mJ5%4Vb2;Gk*yU?j(*?h`PG>k58E)Qe
zoalVSOZ=XFQ6Gl&?tbuV{`O7ni01lrW4BYcAFK$T6%pwEa!JUvmac<{(y@$hz2Xb6
zGK|~ItB(7r2xHLESeJ<^yYA|fq894nz51iQF=mUna@^jS1=Zs1J9i*xCg#tAJy_}i
zV~EYsspS;|b~DgaH(NW|{Bnuq_o&lG?XT_1h{-#d!z%(VdvMN=Tf{a*@_8z(m`bp%
zZBb>U3UdJGmZj^?3JDI@k@S0G_&|O+0EA*4xSKIGFvxVYNcWxK!76);6Y55DbF->^
zv1H(i%SLS!^Og>sr1-azn(Fnc_KD6dM!I2j`*21@#;LK>hPX?qHj7<K?q54P7G2+6
zq{^G$k<|A=3+YO<ok>ODR;%4VxL!7$l_IpHraO8HRwi#ACN}p!kNIt=b;`3i1|{>2
z>`B--<@&F+@+lK|%9M_y{VCZj1O6ko{#r2O#W!#$OU{=bIPV%^z6De!b87#VV9sDv
z%&DkW)iNCUtgobH5?0>kx}V5l9GW4OU^4H)zIZ3K=fZgRTozYjFBm`7N|G5~;OKqY
zmW%7&qH+J-*mgIz@^?^WrA*4x^Ana|h~lr3u@>Te**$1}J&>zhxDa0v;?x=KMV>Am
zC1_En99GCZTTSk{LuP<LG-yxg<H6ro(1(qWFAe4@mp$jXVNrXqUai!7XQz2WgCj<t
zSmQTn3FqsLT24fLKqe_icuzSkQdLcOU!dT+*It$V_81g;RfR06<TbuO@WFK{(@z6(
zuKe{6up@k#&7Ew%%&cky*p9_L&~P>*mF6Jr>FngP3EKe-qSDqK;w&!G^2+OLymUPV
zdS@?mManksKR%ct|04kJ<Es-hLa@L$`hoavUYu=4>jl(Zn>8arbcc)9!QR?(tOUd`
z)2}6(d2KGE{{XPU6RpD-<TF&rWHb6Q&ig9ms}16G(7h>mi(h>N_veVgXABT1us8Rz
zM;iwjoW<^~jpd6q8E|~3u&BA|;o(txxZNH|!DmTi!)oGBBcv5}S9%CB6)e*RdZp);
z;*5iTjoSplVVfDOQqSODR3VL*^bEXF>JptjQf$~=CK6PjQuJ8p<gi$=am3$wqc`<k
zDOJJIJytrY_^j0DK?Wm+IS=DPHr}2uYjk_{>Q!D#aBwgoweIWGbBhG6Cg6C;VE{zw
zAr4c>KD~SoBCz=349U2GdJm7V!4ZP9`g7zym_MfK65Y}R!!Am+o+wDT=b`@A;1-){
zCetp#xixs6vaNpiKzp_0ApHC-y*Wv?)GIJWSsHzkTUcj;H#=P=J1Amp{n^f(+G*}G
zTH$qNjIQ8w^SXTl*rlrNmNYiH_wU?kCTL)d=yF?329QgRM&;+LELx^`u3#`<xz$Bq
zPE*#f^5N9KR$w)#sI1!msne+fCSjNAeZPWs0?_7Am6J4kSC<e03ePLX&T%$?TaDYj
z!$0vIwR7u)<o3gw>N5}DRq~l<bj1mehe-=&x6pXRYi*+poP)okjYYO&ds7TzKV5Hp
zf5`2)sRQ!+Fs5DR0kbt2#B8`FYLD<ML||Hn?!Iet6kAzLh_xk6MsM}-P`-M8NdM)_
zmtpzp^HAB>=MBuA-H-Pdhe%x5eRtbg>TPYrYu`b~DZ-%~9%iM2IWDtN75MrJ^6V=U
z<9gL97v(DU*uQoBU8zu~lF@sH%jU`Gcr@3B86AGjce4PS5M2`Ct1Uq^<*y0of<i0b
zyMfJGx_L=gj$+&yldnXoDDPAZD8F@cxsQg-T9P`rRldB8EQxQOZ(#GQwF@2X5~qIR
z_dL%Q&EjP+`at80|Ao%zh3JrCmSPwopc+KigZlNrDMz_L!x-;cN7m(v#C`t<WH}4x
zY!~9rUzZ4B+lkRNc+Y>h`6d1qS)E4=2f#hH-d(+?qSMLsz)LO+f9R|vQSrrJ-|2HI
zV6HXcxo4e3vcwH^4+ws+J9Pv+l)q36=-MH>)R>n(P#M9S4rcXfCFyzaWv%}APeKec
zFMrT=<5!e`Xqu4RB423V^AV|vK^cFm^VebEr=8LlsbifJlAjrWa0-u|==bVtw}o$U
zR&_dmYkZlT<LodzY~J3zd7^jL&X<(Qe)8!082jXxX<j;^((9`F?riK{a<sGO=*Lqb
z(imFw-CswWzW~4#Yr8vp->A`eMNypEUyhL;M;L9Tm8)SUZ3B4^y!kENCDQSASjmcp
zH60Qnl(P-H6BYP>Szdos0j|BOnn9~^&QV}WS|nY~hMKKR-{05!Ali>keq!W-6Flj?
z{B$&>PE_$5bdSH4`J)&$+T)}A8Eh3&9g_TO3Jjhe?CYhq&J=%Tr{s6+VRSe4WsapF
zu%uz{>zte7bcYzuW-o3>Zx<xz=grRW2V@6qE@vjGO?66~s)P|T71g5D$T-d1zr3?0
z_yC;C^e#PyjpW+37u^-Thx<GEIbGMACD@{u9Wr>Uu48rUZp1QRJ-OLv9VJ5U>>NkL
zWP7@QA>vk%U%~CI<wB@knIAB@6l0iJL@h~*>oC61L82(H@a@KOy-Rc)9-U<1b^VCT
z8lIS#xSqE$j3@OcM=b4i&-|_~gI_L*JiuaFmaRU*eobJX{o=pQx!A7okb6U0;*p(@
z{6WJtF4O3ULT+z{aDD6D*vnR6y=-*}PyJ#~qRn_wSb5pd_qRdX#|9tP2x?|-tDjGa
z5ICzjLF_fNu`)YT_GkLezt%fPtU?fRcAf~f45K))rbXTD00W5`kz+RPJ&8c&{;7<f
z(CgVcjOXELA0ps7i;s`)h-OuKrrtmiL(sLr`KoR=M)u>vtJbq_66=~aR%q+S7~30`
z`4CJzK?c3o9pli?L`2k@#XAO^iCekYi2>4nY?G1QRQfEcgD0h`>>&CVlg(^{YbM)N
zxkw<Tajnwc#*_t~LkCeWKDDDTK%E?PnQDW0XcnqJ@d!aCQ*M2;JC3{Cd5UfL4xKd3
zxQC{Z7Fh=UD!8Bg_zwckyPpzuMZU(!ZUGdEwBJY5RjR}8L*>ncmq>`5>g2(sR+3d}
z8pzrG=s1bkh8CBdnfSR3!uAP*;KXjoIP+dfe7bziM?K?VVxgGjg4vv;ZGMMS9^2`(
zMco|hE7$A-AdXx@Tw+FIfokzL0^eBK8UvGr>(91-=muqjD`7Svns$;H)RB+=>S`aI
zow?xFF-OcvCPueuu*X`}BGBPujKn0pd=LYDwpNVO`Qm*^@P%cgq=e;N-B@E796vF5
zA<YFawfS-9kRda6?1o4PQgm%+#KN39T9x1OzPx{jM4Wc5b15gfg=CWz?=v9!9-GTv
zs%Ab!094)1?4Q1zecJg;m-qpv*Ug=(*JwZ$x$;bHW&F^73*c-kH4R%S3CXiIVGR$s
z$2z+AqvOAy6-jXIV{=CO!N{xTEYJUtdI8>Ru<)~n;D^Zg*CEWdqEyaT<8(?<EjCbH
zqj;d>Sse#8j_J}rrH<r=eaLE9DmEYw3abvd&i;+SwGMpQx;awDKw6FPgW!UYkPyUO
zFA&cj8Wz?);<5UJRT4%Xb;fZ!h$GD#8OuLK6k#uGm|(L4vtVMuK=2$$G;lC5h(fUF
zAU^hgysL%EL8X77n_GX<l#r0H-ww=M@6;BO>p<krD4X);wYN8tXA2yx7V|o7&+)Xx
zE^jVu#4K;YfDy&1I=B2qpSN#w#G{xYZG99u3q*t*2y}<l+}BEnKhKG9*3X)PqZ$U&
zkheYG&O}fDf{21^0G1=hFA?fG!cxB%myF;mHFPp67vyy%@SzWXZ~1=sP;~m^H^|eW
zD(Ns`7xnn@W9Hw7+*7Xdko(sh9v$U37yz<)p*yJ%0z7rZ`@q<i)X)0ui90p=?UBZt
z(~UW*#Tm|ftJx5zsJ3W1%|`%{Ae*#@1D+#&$sO+cV$m=<lhKmwS%-lfMW*%*4zC|j
zF;G1TluF=LrG44CLHW=!8ImbZqn>2`RiwqB_YLL`Kr`T>L5?esYak!~WkbNGX-Zyu
zUZ)PI7)lT9CTpBxxy)kSam#nXU`fI^E=GbCJfUvGxz-RR89T_*hiqWGrQdw=mR?X$
zYolf-aP}elHV1986Bv5+)Tiw3y!NZn^A3R&++A(&OkP*jA8z{@KxSN|+oE>x_9B&Y
zOf9gIJpKNZxI9m1LTWHnvePlR-1#{s&|Jh)tM&b5+PskH6Wnn9K!zkmi~UY@N8PPw
zzAC9Akc``O+3?veCAUz!+-v6|*5mA;?;fWI^MZBgoa)wjoo%pd43#Wciiq4PP-pfO
zM+S<+?88i$i?lLPU7jJGQ~-l>)My`ZTTJGSnOAq_Xn5R&%*Bqxl2<*3P2Uy?#=PX&
ziH=PTrbfV@q(c_H0tK5&oI{CGZxfEnFjqb^5F0)Ae;oh2M2xhkXi-L~A<3&M1x_41
zt?EILr15PW`>#Qq&1a~cE*8;s5Wl%;39;Bh#ZeS4K?I(R0(Ta;E6f2vXN8toa6#n)
zIeKmhmR=W+A4d3C%wuXOGprANe&ZI7qF*2WPJp+yQrE$#0hsd6=ENh}m=?jLywdaW
zNfhOM6NN09M(6QbmtRi54Ci+9REl0vmm`(j#JB(K!8{~&YwJY>6(?&x8e#^r!w?X@
zP-5{0gy^u{d|`)@s8vyVd3g=#T3c`HA0dUYIhsGkOZra|$vdzum1K}eD~jJ89@L>-
zY>?2gN_*se8&htc$CBwdm?Jg;;VJ~Y+xn$Ux_UVbe<798?x%ss^XC`<5hi-6=cDtC
z57_`r6ti0!9V9n1$?4e`DSi&<VI)^zIoK#M8ym{87P4Pe!B{{w<_kgVq{Eb(32fTL
zLv=WgrPDQ5#JUu2AMSKRsCtZyVJfj*mOBDdq*T{unCK+pN5-NAIU&n|1>!}2e*Lfl
zxdig~0&~m=MwpF$))!Aaq(F|g@7f2i?P+Ld|9J^}HU8Ny$RGa`inRYjOUgB!CueR@
W&8_w1<M$&=CHhS2X~AQi*Z&Lb!>s`T

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/dandelion_classification.json b/modelling/data/abingdon-all/resident/dandelion_classification.json
new file mode 100644
index 0000000..26f4887
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dandelion_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Dandelion",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "weak",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "weak_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.5813595581760709,
+    "target_trough_value": 0.04700187344722388,
+    "target_mean_value": 0.17122105315475547,
+    "target_amplitude": 0.5343576847288469,
+    "baseline_to_peak_ratio": 0.08084497681169209,
+    "autumn_to_winter_weight_ratio": 0.04436860068259386,
+    "year_end_to_winter_weight_ratio": 0.25597269624573377,
+    "decay_to_growth_ratio": 1.6020618556701032,
+    "monthly_target": {
+      "January": 0.08709481169297376,
+      "February": 0.088699996306469,
+      "March": 0.17306065184692884,
+      "April": 0.5813595581760709,
+      "May": 0.5296556709651279,
+      "June": 0.15660748894530968,
+      "July": 0.07949449270923001,
+      "August": 0.04700187344722388,
+      "September": 0.047065378637895956,
+      "October": 0.06463262434817338,
+      "November": 0.05940930789036488,
+      "December": 0.14057078289129765
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.058,
+    "GROWTH_RATE": 1.94,
+    "DECAY_RATE": 3.108,
+    "SUMMER_DECAY_BOOST": 3.798,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.466,
+    "PRE_SUMMER_DECAY_END": 7.015,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.756,
+    "SPRING_CARRYOVER_WEIGHT": 0.04,
+    "SPRING_CARRYOVER_END": 7.075,
+    "SPRING_CARRYOVER_SHARPNESS": 16.555,
+    "BASELINE": 0.047,
+    "WINTER_WEIGHT": 0.586,
+    "AUTUMN_WEIGHT": 0.026,
+    "WINTER_PEAK": 4.42,
+    "AUTUMN_PEAK": 9.78,
+    "AUTUMN_ONSET": 9.875,
+    "AUTUMN_GATE_SHARPNESS": 6.566,
+    "WINTER_WIDTH": 11.383,
+    "WINTER_RISE_WIDTH": 13.532,
+    "WINTER_FALL_WIDTH": 12.09,
+    "AUTUMN_WIDTH": 6.428,
+    "AUTUMN_RISE_WIDTH": 5.649,
+    "AUTUMN_FALL_WIDTH": 7.12,
+    "SUMMER_DIP": 0.124,
+    "SUMMER_LOW": 1.94,
+    "SUMMER_ONSET": 4.18,
+    "SUMMER_GATE_SHARPNESS": 4.58,
+    "SUMMER_DECAY_ONSET": 7.21,
+    "SUMMER_DECAY_GATE_SHARPNESS": 16.496,
+    "SUMMER_WIDTH": 24.048,
+    "SUMMER_RISE_WIDTH": 34.624,
+    "SUMMER_FALL_WIDTH": 8.238,
+    "SCALE": 1.064,
+    "YEAR_END_WEIGHT": 0.15,
+    "YEAR_END_PEAK": 12.206,
+    "YEAR_END_WIDTH": 87.912,
+    "YEAR_END_RISE_WIDTH": 169.682,
+    "YEAR_END_FALL_WIDTH": 9.723
+  },
+  "fit": {
+    "score": 0.367
+  },
+  "warnings": [],
+  "summary": "Dandelion is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/dandelion_consensus.json b/modelling/data/abingdon-all/resident/dandelion_consensus.json
new file mode 100644
index 0000000..d01a462
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dandelion_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.367",
+  "INITIAL_Y": "0.058",
+  "GROWTH_RATE": "1.94",
+  "DECAY_RATE": "3.108",
+  "SUMMER_DECAY_BOOST": "3.798",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.466",
+  "PRE_SUMMER_DECAY_END": "7.015",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.756",
+  "SPRING_CARRYOVER_WEIGHT": "0.04",
+  "SPRING_CARRYOVER_END": "7.075",
+  "SPRING_CARRYOVER_SHARPNESS": "16.555",
+  "BASELINE": "0.047",
+  "WINTER_WEIGHT": "0.586",
+  "AUTUMN_WEIGHT": "0.026",
+  "WINTER_PEAK": "4.42",
+  "AUTUMN_PEAK": "9.78",
+  "AUTUMN_ONSET": "9.875",
+  "AUTUMN_GATE_SHARPNESS": "6.566",
+  "WINTER_WIDTH": "11.383",
+  "WINTER_RISE_WIDTH": "13.532",
+  "WINTER_FALL_WIDTH": "12.09",
+  "AUTUMN_WIDTH": "6.428",
+  "AUTUMN_RISE_WIDTH": "5.649",
+  "AUTUMN_FALL_WIDTH": "7.12",
+  "SUMMER_DIP": "0.124",
+  "SUMMER_LOW": "1.94",
+  "SUMMER_ONSET": "4.18",
+  "SUMMER_GATE_SHARPNESS": "4.58",
+  "SUMMER_DECAY_ONSET": "7.21",
+  "SUMMER_DECAY_GATE_SHARPNESS": "16.496",
+  "SUMMER_WIDTH": "24.048",
+  "SUMMER_RISE_WIDTH": "34.624",
+  "SUMMER_FALL_WIDTH": "8.238",
+  "SCALE": "1.064",
+  "YEAR_END_WEIGHT": "0.15",
+  "YEAR_END_PEAK": "12.206",
+  "YEAR_END_WIDTH": "87.912",
+  "YEAR_END_RISE_WIDTH": "169.682",
+  "YEAR_END_FALL_WIDTH": "9.723",
+  "SPECIES": "Dandelion"
+}
diff --git a/modelling/data/abingdon-all/resident/dandelion_observed.csv b/modelling/data/abingdon-all/resident/dandelion_observed.csv
new file mode 100644
index 0000000..3e6bd84
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dandelion_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,6
+3,33
+4,96
+5,84
+6,34
+7,26
+8,34
+9,19
+10,33
+11,15
+12,10
diff --git a/modelling/data/abingdon-all/resident/dandelion_parameters.csv b/modelling/data/abingdon-all/resident/dandelion_parameters.csv
new file mode 100644
index 0000000..8e59286
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dandelion_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 15:22:56,dandelion_observed.csv,0.5317548742735705120589856295,0.026,1.197,5.398,7.664,0.664,6.67,13.496,0.096,6.68,8.42,0.028,0.299,0.027,3.2,8.89,9.65,2.895,14.856,14.986,14.725,2.625,2.23,3.02,0.035,1.99,4.35,2.306,6.61,8.832,9.537,6.758,12.316,1.261,0.065,12.157,62.596,113.343,11.849
+2026-05-21 15:22:56,dandelion_observed.csv,1.122647780534264027798389945,0.185,2.644,1.545,5.249,0.371,7.37,13.321,0.007,7.56,22.96,0.081,0.38,0.033,4.73,11.21,10.78,11.797,7.412,14.069,0.754,4.326,2.164,6.487,0.128,1.82,3.75,3.193,7.57,11.458,35.635,51.725,19.545,1.259,0.275,12.278,100.016,191.057,8.974
+2026-05-21 15:22:56,dandelion_observed.csv,3.469206104779965011823704073,0.316,2.69,2.901,6.68,0.145,6.29,6.168,0.053,6.97,7.246,0.016,0.115,0.016,5.01,11.07,9.38,4.714,14.588,13.855,15.320,9.881,10.582,9.18,0.086,11.96,4.04,1.892,7.02,21.654,15.410,22.48,8.34,1.58,0.309,12.208,88.865,163.402,14.328
+2026-05-21 15:22:57,dandelion_observed.csv,3.502576408182718843537317610,0.336,1.261,2.734,1.037,0.587,6.7,7.287,0.057,7.27,18.372,0.077,0.429,0.039,5.22,11.42,10.66,7.003,17.866,17.578,18.154,6.548,3.022,10.075,0.064,11.7,4.92,6.893,7.19,23.59,37.352,58.29,16.413,1.708,0.318,12.134,77.548,139.8,15.296
+2026-05-21 15:22:57,dandelion_observed.csv,1.075208978936163472987619490,0.234,1.872,3.268,4.808,0.371,6.87,4.86,0.075,6.95,11.824,0.041,0.548,0.016,4.19,9.35,10.35,7.534,8.352,12.527,4.178,2.740,4.237,1.243,0.234,1.63,3.8,7.638,7.51,15.292,16.732,27.524,5.939,1.603,0.302,12.102,77.627,149.417,5.837
+2026-05-21 15:22:57,dandelion_observed.csv,1.311084058497487368648027666,0.179,3.631,1.089,0.178,0.937,7.04,12.467,0.009,6.62,17.317,0.002,0.328,0.007,5.26,9.11,9.62,3.095,15.706,17.17,14.241,6.122,8.279,3.966,0.24,1.74,4.2,2.253,6.96,21.595,19.100,18.7,19.501,0.878,0.268,12.205,85.534,163.342,7.726
+2026-05-21 15:22:58,dandelion_observed.csv,4.200770814160018603585214184,0.166,2.055,1.364,4.926,0.412,6.9,13.134,0.079,6.88,17.945,0.034,0.158,0.032,2.82,10.33,11.13,7.463,13.951,11.7,16.202,1.711,2.065,1.357,0.102,2.29,4.74,4.21,7.51,20.321,29.543,42.711,16.375,1.614,0.148,12.076,114.848,217.955,11.741
+2026-05-21 15:22:58,dandelion_observed.csv,1.029110164553511911390571902,0.103,3.938,1.497,0.276,0.764,6.4,4.23,0.091,7.45,12.451,0.042,0.222,0.015,3.48,11.1,10.7,10.485,8.985,8.769,9.201,2.895,0.469,5.321,0.101,11.78,4.91,4.644,7.27,21.132,8.184,6.073,10.295,1.187,0.056,12.204,104.236,194.87,13.603
+2026-05-21 15:22:58,dandelion_observed.csv,0.7823459341014763201410209253,0.288,1.254,4.666,3.955,0.344,6.82,5.658,0.037,6.52,23.506,0.08,0.404,0.006,3.01,9.79,9.73,8.392,12.957,18.836,7.078,8.931,13.312,4.55,0.105,1.78,3.84,2.401,7.53,6.346,6.452,3.183,9.722,0.982,0.012,12.258,69.030,129.988,8.072
+2026-05-21 15:22:59,dandelion_observed.csv,3.204802773650209100976444860,0.211,2.4,5.8,5.092,0.32,7.74,13.198,0.034,6.52,19.975,0.069,0.005,0.041,3.27,10.75,10.41,5.938,13.882,18.492,9.271,4.872,2.742,7.002,0.165,1.4,3.66,6.566,7.04,12.586,32.850,62.72,2.981,1.429,0.125,12.264,93.498,181.017,5.979
+2026-05-21 15:22:59,dandelion_observed.csv,1.447968811593821634567452278,0.29,1.762,2.943,2.812,0.625,6.53,11.068,0.061,6.54,20.927,0.089,0.291,0.036,3.61,8.9,9.69,8.511,14.365,12.351,16.379,6.772,6.356,7.188,0.143,2.23,4.84,1.526,7.57,15.917,19.139,21.158,17.12,1.026,0.205,12.078,53.500,94.026,12.974
+2026-05-21 15:22:59,dandelion_observed.csv,0.8785917479607078600131426427,0.013,2.278,5.733,6.722,0.667,7.26,3.75,0.055,7.3,27.777,0.006,0.026,0.008,4.67,11.2,10.47,2.469,8.369,11.198,5.54,6.410,2.641,10.179,0.139,2.06,4.98,3.585,6.8,8.161,32.861,64.806,0.916,0.907,0.208,12.272,51.034,88.366,13.703
+2026-05-21 15:23:00,dandelion_observed.csv,5.370561708310024809916223841,0.296,3.184,2.966,4.47,0.862,7.04,12.802,0.06,7.59,7.104,0.067,0.217,0.019,3.27,10.91,9.35,3.061,12.782,10.329,15.234,11.098,13.098,9.099,0.004,1.11,4.04,4.014,7.57,12.357,9.121,7.82,10.422,1.635,0.038,12.109,119.526,233.07,5.983
+2026-05-21 15:23:00,dandelion_observed.csv,0.2662137224180423003737018519,0.011,0.528,1.83,5.864,0.657,6.99,11.291,0.031,7.44,20.874,0.08,0.672,0.038,5.49,8.83,11.14,5.16,9.190,4.287,14.093,2.392,4.291,0.493,0.019,11.77,4.36,5.009,7.17,19.688,16.778,17.695,15.861,1.366,0.136,12.276,95.612,175.238,15.987
+2026-05-21 15:23:00,dandelion_observed.csv,1.902302373124907260949782180,0.267,0.712,3.08,0.621,0.085,7.53,14.553,0.06,6.72,10.514,0.046,0.392,0.01,3.74,10.71,8.58,5.623,5.232,4.942,5.522,7.677,10.494,4.86,0.144,11.82,4.72,2.689,7.11,23.595,10.446,5.042,15.851,1.423,0.035,12.282,63.981,117.862,10.1
+2026-05-21 15:23:00,dandelion_observed.csv,1.003247359419339721980875491,0.203,2.335,5.16,0.891,0.485,7.14,10.44,0.095,7.02,24.829,0.066,0.349,0.009,4.91,8.94,8.85,6.273,14.326,10.931,17.721,7.648,6.827,8.47,0.009,11.63,4.52,1.011,7.31,20.618,9.659,4.646,14.672,1.437,0.233,12.053,111.004,209.922,12.086
+2026-05-21 15:23:01,dandelion_observed.csv,5.096559361992738682397298588,0.055,3.647,3.228,0.801,0.085,7.39,15.62,0.007,6.71,17.225,0.052,0.535,0.001,5.21,10.58,8.28,5.878,5.766,10.319,1.214,5.470,5.844,5.095,0.174,1.6,4.46,3.884,6.87,18.677,42.894,75.735,10.054,1.699,0.002,12.131,78.998,143.629,14.368
+2026-05-21 15:23:01,dandelion_observed.csv,1.126894976584306137306030984,0.123,1.625,5.983,6.641,0.184,6.37,6.504,0.097,6.6,20.639,0.038,0.249,0.007,5.22,9.25,9.24,11.522,17.638,16.363,18.914,12.178,11.857,12.499,0.066,1.94,3.88,7.41,6.89,19.622,17.966,19.302,16.631,1.29,0.154,12.209,93.774,179.182,8.365
+2026-05-21 15:23:01,dandelion_observed.csv,2.569674642059054668155113880,0.101,0.551,0.665,0.083,0.872,6.68,7.932,0.071,7.22,9.669,0.048,0.153,0.013,3.67,10.9,10.78,3.649,12.900,13.146,12.654,5.565,8.932,2.198,0.168,1.91,3.6,1.107,6.62,23.537,40.855,69.378,12.332,1.635,0.277,12.079,96.676,179.584,13.767
+2026-05-21 15:23:02,dandelion_observed.csv,1.383887521580665417924273523,0.322,2.721,3.337,5.307,0.069,6.81,3.586,0.063,7.06,8.786,0.003,0.457,0.005,2.81,9.09,10.2,6.895,16.200,12.68,19.72,0.567,0.572,0.562,0.082,2.34,3.8,5.029,7.34,7.16,20.275,39.411,1.139,1.107,0.035,12.244,85.895,156.611,15.179
+2026-05-21 15:23:02,dandelion_observed.csv,3.109301689455624131027186954,0.298,3.63,2.313,6.467,0.624,6.59,4.739,0.002,7.18,14.181,0.07,0.123,0.045,4.83,10.0,11.01,4.48,8.210,3.059,13.362,7.429,1.53,13.328,0.186,2.12,3.61,2.113,6.78,7.011,37.777,55.839,19.715,1.289,0.075,12.007,50.846,91.77,9.923
+2026-05-21 15:23:02,dandelion_observed.csv,0.2858407096241945528960532408,0.003,1.379,5.342,0.686,0.578,6.52,4.586,0.041,7.19,11.97,0.048,0.386,0.01,4.43,9.76,8.31,6.116,17.330,18.745,15.914,3.268,0.722,5.814,0.11,1.44,3.67,3.934,7.32,8.403,16.484,13.666,19.301,1.121,0.164,12.127,105.574,204.632,6.517
+2026-05-21 15:23:03,dandelion_observed.csv,2.804730499984153654950274444,0.329,3.274,1.217,3.469,0.839,6.81,3.41,0.063,6.52,15.253,0.019,0.381,0.032,3.33,8.94,8.45,4.402,12.096,19.016,5.176,4.922,2.872,6.971,0.102,1.71,3.59,1.108,7.4,15.371,20.956,28.504,13.407,1.298,0.061,12.207,87.150,165.522,8.779
+2026-05-21 15:23:03,dandelion_observed.csv,0.5962754677008924093166388887,0.012,2.577,4.601,0.993,0.187,7.54,13.659,0.064,6.68,26.887,0.063,0.615,0.034,4.78,11.09,8.32,11.286,13.394,19.809,6.98,8.520,11.292,5.749,0.133,1.55,3.65,7.065,6.76,6.975,38.972,68.045,9.9,1.754,0.237,12.155,97.263,189.65,4.876
+2026-05-21 15:23:03,dandelion_observed.csv,1.148265808818444228469674074,0.067,2.357,2.522,6.574,0.206,6.62,4.042,0.079,6.67,6.425,0.087,0.445,0.022,3.2,11.0,10.45,4.375,13.065,12.77,13.36,4.925,6.593,3.257,0.064,1.51,4.29,3.609,7.59,12.807,42.410,76.755,8.066,1.732,0.345,12.226,94.786,184.861,4.71
+2026-05-21 15:23:04,dandelion_observed.csv,0.4639178384702308597112858518,0.093,3.263,0.689,7.876,0.231,6.86,11.343,0.032,6.5,18.063,0.072,0.725,0.031,3.36,11.41,9.63,5.67,11.288,10.66,11.917,3.460,4.977,1.943,0.25,1.01,4.84,6.078,6.87,23.232,5.740,7.315,4.164,1.684,0.146,12.139,89.210,172.846,5.573
+2026-05-21 15:23:04,dandelion_observed.csv,6.706389382796841101963055555,0.003,1.607,0.171,3.979,0.239,7.24,15.728,0.065,7.51,9.078,0.056,0.306,0.029,4.55,8.83,8.45,8.527,11.704,18.546,4.861,7.078,11.503,2.654,0.053,1.07,3.79,1.958,7.32,21.552,38.104,74.279,1.928,1.028,0.193,12.293,50.908,97.582,4.233
+2026-05-21 15:23:04,dandelion_observed.csv,0.3811699249886769735461873320,0.137,2.383,3.301,2.18,0.275,6.51,5.545,0.032,6.95,14.071,0.068,0.692,0.008,5.29,11.13,11.2,2.302,9.602,2.853,16.35,8.016,7.418,8.614,0.121,1.43,3.59,1.76,6.73,15.125,24.146,47.742,0.55,0.985,0.298,12.263,53.056,90.203,15.91
+2026-05-21 15:23:05,dandelion_observed.csv,1.442407260663114902162862596,0.079,0.813,2.761,6.05,0.811,6.73,6.324,0.046,7.25,8.164,0.039,0.082,0.012,5.28,8.84,11.13,10.698,18.343,16.686,20.000,12.554,13.166,11.942,0.238,1.02,4.23,2.047,6.66,9.361,10.826,15.943,5.709,1.355,0.013,12.132,120.252,232.135,8.369
+2026-05-21 15:23:05,dandelion_observed.csv,4.785822020573462652572783280,0.316,3.906,5.695,1.276,0.491,7.1,3.71,0.013,6.54,9.677,0.037,0.599,0.021,4.77,9.83,10.6,9.815,8.536,16.701,0.372,3.394,6.394,0.395,0.071,1.38,4.49,0.857,7.18,22.34,4.423,6.874,1.972,0.893,0.146,12.212,77.390,141.413,13.367
+2026-05-21 15:23:05,dandelion_observed.csv,0.7256294895152542923665324355,0.226,3.351,2.224,6.105,0.131,7.74,10.432,0.055,7.12,10.032,0.04,0.504,0.041,5.27,8.87,10.16,7.361,18.674,20.000,17.348,3.906,4.518,3.294,0.069,11.71,4.45,0.978,7.42,6.278,31.170,54.087,8.253,1.163,0.296,12.175,67.788,122.545,13.031
+2026-05-21 15:23:05,dandelion_observed.csv,0.9394924015027623444227427562,0.187,1.535,5.632,3.81,0.37,7.12,14.148,0.016,7.02,12.747,0.008,0.44,0.011,3.31,10.48,10.07,9.15,14.162,13.803,14.520,12.027,12.84,11.214,0.064,1.77,3.79,3.343,6.85,10.205,10.592,7.707,13.478,1.374,0.229,12.049,110.064,207.748,12.38
+2026-05-21 15:23:06,dandelion_observed.csv,0.8127822840490877242851562496,0.062,1.034,2.771,3.698,0.764,6.44,14.939,0.036,7.34,16.895,0.067,0.35,0.046,3.14,8.69,8.48,9.341,4.333,4.237,4.429,1.860,0.497,3.224,0.069,1.31,4.37,2.465,7.56,18.867,10.988,20.734,1.242,1.325,0.273,12.216,116.968,227.808,6.127
+2026-05-21 15:23:06,dandelion_observed.csv,0.7175918918014986358410148118,0.166,2.039,4.525,7.732,0.174,7.58,7.868,0.048,7.42,11.468,0.044,0.644,0.03,2.81,10.88,10.3,7.698,14.396,19.112,9.68,12.908,11.815,14.000,0.209,1.3,4.73,4.669,7.25,21.055,38.026,59.757,16.295,1.239,0.069,12.233,72.500,131.685,13.314
+2026-05-21 15:23:06,dandelion_observed.csv,0.7161791025412741984209402428,0.165,0.643,5.592,0.726,0.318,6.48,6.868,0.081,6.83,27.292,0.062,0.584,0.027,2.89,9.67,9.56,11.938,5.790,7.546,4.033,9.042,10.95,7.135,0.003,1.89,3.86,4.359,7.25,9.052,39.048,73.498,4.599,0.991,0.213,12.254,85.982,164.347,7.618
+2026-05-21 15:23:07,dandelion_observed.csv,1.285908167676871241283695496,0.207,3.446,5.473,7.711,0.358,7.69,11.027,0.095,7.46,20.298,0.031,0.102,0.029,3.53,10.15,9.0,11.565,4.768,9.048,0.489,6.456,12.051,0.86,0.043,2.49,4.45,6.244,6.61,19.037,9.891,8.851,10.931,0.884,0.241,12.272,91.084,168.102,14.067
+2026-05-21 15:23:07,dandelion_observed.csv,0.4344447428256239696764980081,0.192,2.878,4.831,0.436,0.112,7.06,9.639,0.014,7.02,16.987,0.043,0.503,0.009,4.23,10.35,9.8,6.608,12.808,11.464,14.152,4.442,7.746,1.139,0.224,1.16,4.37,1.891,7.03,23.882,38.998,73.601,4.396,1.21,0.131,12.243,77.032,141.437,12.627
+2026-05-21 15:23:07,dandelion_observed.csv,6.563229023538418419333874769,0.254,0.62,0.245,5.032,0.49,7.65,9.472,0.07,7.57,26.61,0.045,0.149,0.017,3.1,8.85,10.33,3.131,7.798,6.206,9.391,3.494,4.0,2.987,0.16,1.59,4.61,2.136,6.97,22.944,17.746,27.011,8.48,0.895,0.145,12.282,118.269,230.605,5.933
+2026-05-21 15:23:08,dandelion_observed.csv,0.8088660885878336267823236012,0.293,2.821,4.654,2.292,0.631,6.87,10.776,0.027,7.56,25.889,0.078,0.568,0.009,4.35,10.99,8.61,4.399,9.666,14.106,5.227,9.550,12.673,6.427,0.144,11.69,4.61,3.567,7.26,18.63,42.150,71.387,12.912,1.672,0.112,12.005,107.151,200.291,14.011
+2026-05-21 15:23:08,dandelion_observed.csv,8.285121842261469690625885203,0.328,2.4,1.89,0.07,0.764,6.25,8.17,0.014,7.6,19.514,0.025,0.139,0.001,2.56,8.87,9.08,7.252,1.284,1.178,1.391,6.018,5.138,6.899,0.202,11.63,3.65,6.747,6.88,18.932,6.334,12.279,0.388,1.576,0.165,12.059,71.397,127.863,14.931
+2026-05-21 15:23:08,dandelion_observed.csv,1.454127440009499154127445942,0.282,3.147,2.531,3.678,0.157,7.08,15.736,0.095,6.83,6.625,0.04,0.497,0.004,5.31,8.73,11.38,2.995,9.750,8.997,10.504,3.772,4.107,3.438,0.227,11.72,4.12,4.629,6.7,12.987,27.632,47.827,7.437,1.637,0.343,12.057,57.334,100.719,13.949
+2026-05-21 15:23:09,dandelion_observed.csv,1.352170663258140727606371713,0.187,2.756,1.159,4.349,0.245,6.96,12.485,0.085,7.21,25.211,0.078,0.126,0.033,5.26,10.27,8.37,7.025,11.427,9.949,12.905,8.568,5.965,11.17,0.094,1.86,3.62,1.534,6.89,10.735,35.814,62.56,9.068,1.009,0.233,12.128,104.678,194.696,14.659
+2026-05-21 15:23:09,dandelion_observed.csv,0.3667224513102897043134301229,0.083,1.876,1.773,2.526,0.346,6.51,13.908,0.055,7.07,27.626,0.052,0.455,0.039,4.64,9.13,11.05,8.093,3.486,3.307,3.664,4.128,1.13,7.127,0.15,2.47,4.49,1.852,6.64,12.101,39.922,72.328,7.517,1.203,0.135,12.197,114.207,219.159,9.255
+2026-05-21 15:23:09,dandelion_observed.csv,5.277525824515885398149224891,0.156,0.436,1.677,2.851,0.946,6.55,13.362,0.068,7.13,25.454,0.019,0.625,0.046,3.97,9.43,10.69,7.063,2.972,4.909,1.035,9.720,13.841,5.598,0.184,1.35,4.18,2.253,6.81,22.559,26.396,38.588,14.205,1.636,0.22,12.276,86.571,165.097,8.045
+2026-05-21 15:23:09,dandelion_observed.csv,2.632907480366838964679538990,0.099,0.748,3.899,2.677,0.921,7.4,8.165,0.048,7.41,15.144,0.001,0.275,0.02,5.44,11.37,9.94,5.871,7.367,13.31,1.424,9.578,13.905,5.25,0.222,1.51,3.66,3.963,7.0,10.739,21.603,33.361,9.845,1.725,0.284,12.158,85.055,161.031,9.079
+2026-05-21 15:23:10,dandelion_observed.csv,0.9002880455581091693944659082,0.198,3.483,3.123,2.546,0.499,6.83,8.436,0.052,7.49,9.355,0.049,0.497,0.005,3.35,8.69,11.43,11.745,16.828,18.697,14.959,6.093,4.208,7.978,0.236,1.89,4.98,5.803,7.47,13.713,15.378,25.379,5.378,1.629,0.146,12.122,105.202,200.178,10.226
+2026-05-21 15:23:10,dandelion_observed.csv,5.597734314004531710743135204,0.311,2.074,1.936,1.558,0.415,6.89,11.147,0.003,7.41,14.095,0.007,0.622,0.032,2.7,10.32,11.3,8.734,1.846,1.735,1.957,5.780,5.298,6.261,0.231,1.59,3.86,1.291,6.98,12.979,22.457,31.56,13.354,1.623,0.019,12.04,69.638,134.465,4.811
+2026-05-21 15:23:10,dandelion_observed.csv,1.073711368716817082679114857,0.14,1.381,5.069,3.831,0.899,6.68,5.448,0.001,6.73,25.111,0.023,0.477,0.025,3.3,8.97,9.88,11.772,16.874,17.033,16.714,4.280,5.067,3.492,0.066,2.27,3.55,5.406,6.63,21.015,11.592,19.846,3.338,1.464,0.172,12.264,102.658,200.197,5.118
+2026-05-21 15:23:11,dandelion_observed.csv,2.378754495762448181205866142,0.201,1.21,1.177,6.381,0.523,6.25,10.276,0.082,6.83,8.524,0.049,0.063,0.001,4.34,11.49,10.8,5.572,9.180,6.454,11.906,4.855,5.569,4.141,0.153,1.09,3.83,5.382,7.1,16.136,26.658,41.418,11.898,0.849,0.27,12.037,109.600,206.618,12.582
+2026-05-21 15:23:11,dandelion_observed.csv,1.494655413666049339544085665,0.074,3.413,3.43,2.153,0.36,6.72,5.104,0.088,6.75,11.127,0.032,0.277,0.011,4.28,8.52,10.66,2.108,6.470,1.143,11.796,6.434,6.904,5.964,0.05,1.69,4.92,2.284,6.81,11.488,36.912,72.684,1.139,1.071,0.134,12.092,57.366,107.59,7.141
+2026-05-21 15:23:11,dandelion_observed.csv,0.3673246765275188380175895141,0.145,1.812,0.969,2.986,0.432,6.35,6.156,0.001,7.38,20.183,0.024,0.639,0.027,4.64,9.46,11.05,6.489,17.813,16.918,18.708,8.750,4.79,12.71,0.155,1.74,4.71,6.153,6.76,23.356,23.950,29.066,18.835,1.124,0.086,12.278,91.778,175.86,7.695
+2026-05-21 15:23:12,dandelion_observed.csv,1.014627902049667457320508434,0.257,1.879,4.958,2.209,0.065,6.25,15.596,0.06,6.61,15.298,0.084,0.112,0.003,3.66,11.28,8.25,4.795,8.620,10.692,6.548,7.252,5.952,8.551,0.08,2.44,3.89,1.215,7.53,16.383,21.936,31.591,12.28,0.803,0.302,12.186,98.786,193.096,4.476
+2026-05-21 15:23:12,dandelion_observed.csv,2.613637742426318484476357404,0.104,1.595,3.742,6.667,0.229,7.32,9.158,0.06,7.24,26.931,0.074,0.079,0.049,4.45,11.25,10.05,3.692,8.526,7.461,9.591,8.410,11.537,5.283,0.155,1.0,4.51,0.913,7.23,10.835,20.062,27.055,13.068,1.545,0.109,12.015,122.068,232.291,11.846
+2026-05-21 15:23:12,dandelion_observed.csv,1.387811220846334935651004871,0.156,3.357,2.358,4.012,0.92,6.36,13.802,0.097,6.88,9.971,0.086,0.385,0.038,4.98,10.44,8.29,9.015,13.070,14.392,11.747,2.462,2.988,1.937,0.214,2.4,4.25,6.107,7.13,6.461,18.464,34.486,2.442,1.792,0.238,12.07,62.176,110.46,13.893
+2026-05-21 15:23:13,dandelion_observed.csv,2.343947366658659698783275463,0.206,0.793,1.472,3.792,0.844,7.51,9.621,0.027,6.85,7.097,0.042,0.487,0.046,3.84,8.65,10.31,5.542,9.415,6.866,11.964,4.086,0.95,7.221,0.239,11.77,4.2,1.409,6.97,10.872,13.614,12.329,14.899,1.75,0.202,12.289,48.958,85.319,12.596
+2026-05-21 15:23:13,dandelion_observed.csv,8.561063790818650607034315756,0.268,3.383,2.573,1.731,0.671,7.29,14.779,0.027,7.41,9.78,0.014,0.73,0.02,3.52,11.01,9.57,8.558,3.104,0.689,5.52,9.892,6.799,12.986,0.021,1.29,4.37,6.399,6.9,17.91,41.299,66.687,15.911,1.784,0.287,12.116,66.844,123.934,9.755
+2026-05-21 15:23:13,dandelion_observed.csv,1.386879202309273856422968503,0.218,2.95,4.311,7.029,0.14,6.59,3.323,0.024,7.53,22.538,0.004,0.097,0.043,3.77,11.15,9.09,11.326,15.345,12.216,18.474,4.672,1.63,7.713,0.069,1.69,3.78,3.631,6.73,17.274,32.996,61.075,4.917,1.164,0.314,12.123,79.564,153.754,5.374
+2026-05-21 15:23:13,dandelion_observed.csv,7.188751995839679346169129149,0.308,1.091,0.329,5.38,0.084,6.4,9.868,0.055,6.99,7.837,0.035,0.433,0.016,3.69,11.0,11.27,6.046,11.890,17.87,5.909,12.069,10.231,13.907,0.118,1.84,3.77,2.606,6.81,9.003,39.611,59.597,19.625,1.728,0.059,12.119,73.155,138.288,8.022
+2026-05-21 15:23:14,dandelion_observed.csv,1.590143265092053485987317117,0.158,2.699,2.686,0.769,0.119,6.51,3.534,0.068,6.61,13.905,0.061,0.516,0.007,4.74,9.76,9.78,3.929,1.548,1.374,1.723,3.494,1.387,5.602,0.06,12.0,4.86,3.935,6.62,14.612,27.932,47.059,8.804,1.619,0.226,12.243,75.938,139.097,12.778
+2026-05-21 15:23:14,dandelion_observed.csv,2.267146571714024372106412125,0.124,3.632,3.301,5.495,0.403,7.36,11.793,0.068,6.53,20.288,0.078,0.355,0.032,4.77,9.1,8.63,11.551,4.578,0.679,8.476,7.264,1.036,13.493,0.148,1.07,4.93,1.031,7.47,9.459,27.284,50.877,3.69,1.33,0.197,12.174,52.026,90.935,13.117
+2026-05-21 15:23:14,dandelion_observed.csv,0.3827228714426784245154768518,0.039,1.885,2.629,4.586,0.045,7.14,3.884,0.057,6.89,13.261,0.082,0.736,0.029,5.33,9.75,10.37,4.604,9.584,6.907,12.262,2.169,1.861,2.477,0.074,1.52,3.95,4.638,7.4,19.075,17.894,34.039,1.75,1.797,0.033,12.099,74.558,133.633,15.482
+2026-05-21 15:23:15,dandelion_observed.csv,0.6729153411331650660332283534,0.131,2.217,5.803,2.287,0.587,7.64,15.109,0.036,7.37,7.671,0.083,0.211,0.012,4.7,11.36,11.19,3.933,12.327,13.784,10.87,1.803,2.609,0.997,0.036,2.37,4.03,2.778,6.94,15.578,37.371,63.596,11.146,1.556,0.052,12.248,56.026,100.601,11.452
+2026-05-21 15:23:15,dandelion_observed.csv,3.589901848204653424856522134,0.118,1.085,5.803,3.097,0.019,7.75,15.297,0.056,7.05,23.587,0.024,0.024,0.021,2.99,9.26,10.68,8.27,8.224,9.167,7.282,7.225,13.867,0.583,0.194,11.92,3.73,1.547,7.03,15.072,30.084,50.336,9.831,1.619,0.234,12.199,81.571,148.935,14.207
+2026-05-21 15:23:15,dandelion_observed.csv,0.4070681746346550675783546786,0.108,2.79,4.443,2.841,0.185,6.32,12.396,0.038,7.53,27.358,0.031,0.341,0.045,5.31,9.25,10.18,4.512,3.979,3.931,4.027,9.599,7.341,11.857,0.243,1.83,4.01,6.043,7.52,7.014,18.388,29.316,7.461,0.864,0.285,12.016,117.262,227.322,7.201
+2026-05-21 15:23:16,dandelion_observed.csv,0.2855298036401248073942393519,0.052,2.613,2.674,4.52,0.638,6.44,11.616,0.018,6.9,10.48,0.062,0.446,0.021,4.9,11.35,9.8,2.808,4.356,4.743,3.97,3.776,4.062,3.491,0.205,1.03,4.28,2.619,7.41,12.564,46.562,78.696,14.428,1.023,0.187,12.244,119.070,228.5,9.64
+2026-05-21 15:23:16,dandelion_observed.csv,1.223955306145409050090292958,0.281,1.223,5.281,5.905,0.583,7.66,8.662,0.064,6.95,11.253,0.069,0.611,0.039,3.11,10.45,8.79,4.821,12.720,8.366,17.073,3.199,2.974,3.424,0.212,2.2,3.98,2.114,6.85,19.297,43.932,72.35,15.513,1.282,0.205,12.026,65.706,115.954,15.459
+2026-05-21 15:23:16,dandelion_observed.csv,1.186484250582971146137038088,0.122,1.218,2.821,4.033,0.799,7.03,9.661,0.034,6.63,25.085,0.039,0.302,0.002,2.95,11.33,8.33,6.357,7.356,3.884,10.829,8.536,10.809,6.263,0.182,11.66,3.89,7.607,7.31,13.479,16.319,13.222,19.416,0.933,0.236,12.186,45.044,84.489,5.598
+2026-05-21 15:23:17,dandelion_observed.csv,0.9749620238838991824128971110,0.287,3.641,2.258,3.482,0.025,6.91,4.795,0.076,6.56,10.253,0.042,0.637,0.037,3.98,11.38,8.89,4.523,18.452,19.474,17.430,9.772,10.503,9.041,0.171,11.51,3.64,1.549,7.25,22.007,8.158,2.725,13.591,1.48,0.187,12.242,100.367,188.908,11.826
+2026-05-21 15:23:17,dandelion_observed.csv,1.060318696327065022977156488,0.217,1.652,3.062,1.168,0.611,7.06,15.546,0.064,7.6,19.436,0.068,0.303,0.047,3.02,9.22,10.27,5.22,6.372,5.211,7.533,10.286,12.788,7.785,0.195,1.32,4.85,7.288,7.07,21.125,42.784,73.484,12.084,0.898,0.116,12.098,93.578,179.682,7.475
+2026-05-21 15:23:17,dandelion_observed.csv,0.9626269917797151860748289137,0.135,3.584,3.182,5.759,0.484,6.95,8.656,0.021,7.03,9.024,0.018,0.734,0.048,4.28,8.7,9.96,3.001,6.093,2.653,9.533,0.989,1.065,0.913,0.161,1.13,4.88,2.511,6.62,13.366,24.360,32.752,15.967,1.666,0.203,12.048,121.208,238.342,4.075
+2026-05-21 15:23:18,dandelion_observed.csv,0.9823558990482460749315602963,0.249,2.347,3.097,2.246,0.731,7.56,8.729,0.031,6.93,25.278,0.09,0.512,0.029,2.99,10.45,11.35,10.848,10.510,10.697,10.322,1.929,2.653,1.205,0.174,11.88,4.27,5.622,7.0,8.173,6.794,7.66,5.927,1.216,0.117,12.047,73.974,139.262,8.687
+2026-05-21 15:23:18,dandelion_observed.csv,0.3308413287284898072809707263,0.101,0.963,0.969,4.276,0.904,6.98,7.358,0.037,7.08,9.015,0.061,0.578,0.017,3.43,10.01,10.09,2.142,11.062,10.249,11.875,9.616,12.519,6.713,0.128,1.18,3.92,4.673,7.52,17.203,21.210,29.76,12.659,1.237,0.137,12.233,96.492,184.218,8.767
+2026-05-21 15:23:18,dandelion_observed.csv,0.3554353265424046391837288153,0.055,1.159,5.089,1.706,0.524,6.86,14.905,0.014,7.03,25.643,0.012,0.433,0.027,4.36,10.49,9.52,7.034,13.292,11.162,15.423,9.110,11.598,6.622,0.096,2.42,3.61,6.427,6.73,17.184,22.156,33.488,10.825,1.013,0.115,12.207,64.369,121.08,7.658
+2026-05-21 15:23:18,dandelion_observed.csv,1.605981308038896616458540074,0.233,1.529,4.324,3.302,0.049,7.74,11.054,0.064,6.97,7.435,0.028,0.376,0.019,3.43,10.36,8.47,8.779,7.520,6.947,8.093,5.364,2.459,8.269,0.162,2.42,4.69,5.94,6.7,22.46,30.073,57.479,2.667,1.507,0.206,12.189,60.676,110.714,10.638
+2026-05-21 15:23:19,dandelion_observed.csv,1.782049727189397004835244937,0.26,1.001,3.364,2.938,0.472,6.42,3.273,0.081,6.65,20.487,0.025,0.425,0.011,4.61,10.61,11.1,9.659,6.154,3.67,8.639,10.975,10.985,10.965,0.094,1.11,4.61,7.462,6.6,9.049,14.610,10.11,19.11,1.66,0.06,12.182,89.977,168.5,11.454
+2026-05-21 15:23:19,dandelion_observed.csv,7.479835822781982938084847678,0.321,0.811,0.366,1.129,0.079,7.06,13.867,0.07,7.04,20.87,0.047,0.225,0.013,4.36,11.13,9.5,2.922,13.581,17.651,9.511,5.743,5.228,6.258,0.053,2.01,4.5,1.926,7.19,17.664,31.690,57.745,5.634,1.173,0.115,12.162,112.344,218.634,6.055
+2026-05-21 15:23:19,dandelion_observed.csv,0.8002459592159760036976077050,0.227,2.201,5.345,1.176,0.461,6.51,14.544,0.087,6.74,22.405,0.067,0.376,0.042,4.97,11.46,10.95,2.349,7.676,14.787,0.566,7.186,10.872,3.499,0.224,11.96,4.02,2.203,7.16,16.559,12.336,18.959,5.714,1.094,0.305,12.042,59.654,110.132,9.177
+2026-05-21 15:23:20,dandelion_observed.csv,0.5985877428979670688340740739,0.044,3.789,0.713,0.704,0.332,6.3,15.699,0.04,7.52,6.997,0.036,0.604,0.047,5.39,8.81,9.02,11.699,8.570,11.23,5.909,10.392,12.672,8.112,0.107,11.71,4.47,2.986,7.26,15.842,28.138,43.546,12.73,1.56,0.3,12.216,62.648,112.946,12.351
+2026-05-21 15:23:20,dandelion_observed.csv,1.677918024153695717474819415,0.282,2.959,3.339,5.33,0.053,7.56,6.088,0.035,6.64,18.55,0.063,0.183,0.007,5.31,10.46,9.89,8.516,8.744,9.261,8.227,4.307,4.476,4.138,0.242,11.99,3.78,3.893,6.87,15.327,30.666,60.339,0.994,1.357,0.06,12.047,57.837,102.73,12.944
+2026-05-21 15:23:20,dandelion_observed.csv,0.5328974341327242434810232129,0.256,1.219,4.843,1.071,0.377,6.78,9.055,0.039,7.57,15.574,0.031,0.604,0.033,4.53,9.56,9.49,3.808,12.703,14.456,10.95,5.444,3.777,7.112,0.226,1.17,3.8,6.419,7.34,10.716,25.101,32.272,17.93,0.969,0.341,12.096,111.099,211.575,10.623
+2026-05-21 15:23:21,dandelion_observed.csv,1.826616210242521517715589141,0.305,2.129,5.153,4.0,0.04,7.43,12.298,0.004,7.47,26.544,0.041,0.061,0.009,3.44,10.56,11.3,10.46,5.916,6.553,5.280,6.029,4.689,7.369,0.162,2.49,4.52,7.901,7.4,17.957,41.100,65.334,16.865,1.487,0.35,12.137,66.695,127.298,6.092
+2026-05-21 15:23:21,dandelion_observed.csv,1.292028485184285086008637610,0.088,2.916,4.109,1.382,0.227,6.34,15.921,0.065,7.53,14.258,0.012,0.179,0.004,3.71,9.68,9.01,4.653,12.764,10.809,14.718,6.238,10.665,1.811,0.177,2.43,4.68,3.55,7.38,19.077,41.123,67.706,14.54,1.683,0.032,12.069,118.332,229.185,7.479
+2026-05-21 15:23:21,dandelion_observed.csv,5.866213651985750215948972222,0.282,3.058,0.267,6.508,0.255,7.3,13.394,0.009,6.63,20.849,0.043,0.372,0.037,4.97,9.09,9.18,8.671,9.890,18.916,0.863,5.104,7.411,2.796,0.036,2.12,3.98,6.091,6.83,21.254,16.737,15.946,17.528,0.94,0.276,12.189,83.433,156.562,10.304
+2026-05-21 15:23:22,dandelion_observed.csv,1.906566306153194147000673549,0.222,1.147,3.22,4.302,0.799,6.98,9.139,0.003,7.47,22.223,0.037,0.461,0.034,3.61,11.45,11.29,3.457,9.428,16.495,2.362,7.427,4.171,10.683,0.028,1.98,3.76,2.669,6.85,11.043,35.629,60.106,11.152,1.536,0.316,12.063,111.632,217.496,5.769
+2026-05-21 15:23:22,dandelion_observed.csv,0.7288639587884202435953041554,0.222,1.843,4.642,3.944,0.697,6.73,4.201,0.058,7.41,27.253,0.016,0.685,0.015,3.71,10.25,9.57,4.191,11.286,17.84,4.731,6.200,9.96,2.441,0.071,1.78,4.99,1.676,6.88,7.2,14.574,22.95,6.198,1.595,0.02,12.253,96.770,182.226,11.313
+2026-05-21 15:23:22,dandelion_observed.csv,0.3160914299949293039203407407,0.011,3.557,4.855,6.758,0.224,6.53,14.144,0.013,6.66,24.66,0.088,0.734,0.014,5.39,10.57,11.2,7.739,11.222,6.285,16.16,8.938,6.323,11.552,0.159,1.99,4.47,5.91,7.22,18.748,19.124,32.915,5.332,0.948,0.311,12.291,49.725,86.558,12.892
+2026-05-21 15:23:22,dandelion_observed.csv,1.563494961590456430052412940,0.236,1.004,3.499,3.306,0.227,6.78,12.522,0.075,7.14,22.98,0.056,0.684,0.038,2.61,10.36,8.68,6.33,17.952,15.904,20.000,6.130,3.574,8.687,0.016,1.88,3.97,5.296,7.18,9.084,38.941,64.284,13.598,1.477,0.272,12.296,47.920,85.674,10.166
+2026-05-21 15:23:23,dandelion_observed.csv,3.744414326299923187709365447,0.225,2.503,2.86,7.409,0.595,7.37,15.513,0.097,6.59,6.361,0.058,0.146,0.018,2.69,9.77,8.6,8.123,5.656,5.245,6.068,6.873,7.121,6.625,0.115,1.14,3.92,7.541,7.5,7.484,35.426,58.077,12.775,1.443,0.326,12.12,93.631,173.24,14.022
+2026-05-21 15:23:23,dandelion_observed.csv,1.674434048784169834906063609,0.111,1.433,5.018,1.205,0.537,7.57,7.123,0.077,7.45,19.873,0.001,0.068,0.028,3.87,10.13,10.51,5.635,10.330,5.723,14.938,11.324,9.351,13.297,0.005,2.45,4.84,1.246,6.83,12.278,29.232,39.862,18.601,1.124,0.336,12.084,54.396,97.68,11.111
+2026-05-21 15:23:23,dandelion_observed.csv,2.187471364886124705535734518,0.153,2.775,4.919,0.169,0.344,6.33,12.037,0.095,7.26,16.873,0.023,0.017,0.03,4.06,9.89,9.87,5.966,9.845,18.699,0.991,5.224,4.403,6.044,0.025,2.33,4.4,1.01,7.56,15.028,28.504,42.794,14.214,0.96,0.192,12.045,89.332,163.365,15.299
+2026-05-21 15:23:24,dandelion_observed.csv,0.5377722683085196168090525274,0.142,3.796,4.533,5.337,0.681,7.34,3.355,0.045,7.33,20.491,0.06,0.693,0.011,3.04,8.65,8.58,8.509,14.748,15.908,13.588,10.099,7.838,12.36,0.032,1.99,3.74,1.739,7.29,18.534,24.374,44.391,4.358,0.955,0.092,12.238,62.762,114.383,11.142
+2026-05-21 15:23:24,dandelion_observed.csv,6.982534221080116757452719907,0.295,0.383,2.252,2.801,0.881,7.65,5.177,0.046,6.67,27.808,0.014,0.407,0.024,3.19,9.63,8.71,9.551,10.002,8.913,11.092,3.660,6.573,0.748,0.227,1.12,4.53,4.975,7.6,21.755,4.483,2.915,6.051,1.155,0.01,12.015,74.284,142.107,6.46
+2026-05-21 15:23:24,dandelion_observed.csv,0.2544184470796465847906518519,0.01,3.934,4.904,2.827,0.521,6.34,5.015,0.069,7.34,23.165,0.038,0.666,0.02,4.87,11.17,11.08,11.193,5.836,9.881,1.792,6.305,1.626,10.984,0.238,1.12,4.57,2.425,7.42,14.107,29.172,56.776,1.568,0.924,0.162,12.099,112.496,214.841,10.15
+2026-05-21 15:23:25,dandelion_observed.csv,0.3027225083144145919704420185,0.042,1.205,2.686,1.173,0.7,7.12,13.382,0.021,7.12,7.738,0.041,0.595,0.049,3.87,9.96,9.15,9.057,18.431,17.746,19.116,11.359,10.164,12.554,0.237,1.5,3.68,3.698,7.11,15.579,16.270,23.58,8.959,1.687,0.118,12.209,77.201,142.511,11.891
+2026-05-21 15:23:25,dandelion_observed.csv,0.6256453053312028010020483542,0.148,3.902,0.859,6.618,0.728,6.95,4.908,0.087,6.79,6.716,0.058,0.288,0.003,3.05,10.12,8.84,3.058,10.320,9.350,11.291,4.791,6.774,2.808,0.08,1.5,4.67,4.871,7.54,16.835,21.388,40.626,2.151,0.983,0.039,12.087,48.927,87.176,10.678
+2026-05-21 15:23:25,dandelion_observed.csv,1.000247324013828686381893507,0.19,1.37,3.645,4.846,0.126,6.3,8.045,0.046,7.06,14.774,0.074,0.319,0.02,3.24,11.14,11.04,5.667,12.402,17.204,7.601,5.970,6.266,5.673,0.022,1.29,3.7,6.266,7.45,8.691,8.595,7.167,10.023,1.569,0.066,12.178,97.167,184.061,10.273
+2026-05-21 15:23:26,dandelion_observed.csv,4.666550685095401181544883404,0.334,0.959,3.023,3.953,0.46,6.41,14.681,0.079,7.13,27.7,0.064,0.06,0.02,4.81,10.48,10.34,7.377,13.010,18.161,7.858,7.914,8.952,6.876,0.08,1.6,4.77,2.115,7.18,11.687,14.166,25.398,2.933,1.751,0.064,12.071,76.471,142.794,10.148
+2026-05-21 15:23:26,dandelion_observed.csv,0.2671260909531794098895969629,0.096,3.052,2.519,3.664,0.605,7.24,8.957,0.076,7.03,8.608,0.084,0.439,0.019,4.07,8.57,8.3,5.188,5.931,8.827,3.035,3.855,7.213,0.497,0.19,11.88,3.57,2.001,7.39,16.21,24.838,42.694,6.981,1.012,0.095,12.284,86.552,158.847,14.256
+2026-05-21 15:23:26,dandelion_observed.csv,0.5653172735678383821908586991,0.342,3.617,5.463,7.575,0.281,6.87,10.318,0.008,6.96,16.973,0.074,0.622,0.041,2.91,9.3,8.83,3.38,9.877,17.608,2.146,4.570,1.164,7.977,0.248,11.88,3.66,2.049,7.35,19.356,27.059,50.953,3.165,1.111,0.13,12.206,55.410,96.353,14.467
+2026-05-21 15:23:27,dandelion_observed.csv,0.4746483466893993619230063657,0.023,2.173,4.493,3.146,0.722,7.61,8.68,0.024,7.16,24.419,0.023,0.505,0.007,5.28,10.85,9.74,9.591,3.481,2.397,4.565,7.302,4.997,9.607,0.022,1.67,4.47,4.3,6.71,7.298,42.779,70.057,15.501,1.695,0.003,12.003,95.286,184.414,6.159
+2026-05-21 15:23:27,dandelion_observed.csv,1.048297753098201317702962963,0.035,3.484,3.532,3.698,0.198,7.14,7.796,0.029,7.28,24.473,0.079,0.36,0.023,3.22,9.62,9.17,5.998,5.516,3.742,7.29,1.644,0.389,2.898,0.219,1.34,4.65,7.387,6.64,6.71,25.634,34.389,16.878,1.194,0.012,12.091,80.144,150.654,9.633
+2026-05-21 15:23:27,dandelion_observed.csv,2.353173330813423235939594908,0.299,2.191,1.707,5.847,0.221,7.01,9.866,0.051,7.09,14.414,0.025,0.085,0.03,5.09,10.79,8.64,7.556,1.734,1.674,1.794,11.603,11.661,11.545,0.123,1.92,4.13,5.921,6.93,12.413,15.497,28.317,2.677,0.975,0.349,12.098,122.470,237.173,7.767
+2026-05-21 15:23:27,dandelion_observed.csv,1.333503465715427408322731027,0.328,2.571,1.402,6.021,0.231,7.55,4.97,0.018,7.63,20.07,0.031,0.574,0.013,4.0,11.48,10.81,4.845,9.920,8.459,11.382,4.225,5.881,2.569,0.084,1.64,4.57,4.97,6.83,8.285,25.878,47.51,4.246,1.49,0.157,12.219,114.224,217.055,11.392
+2026-05-21 15:23:28,dandelion_observed.csv,0.6173128669938467615475907525,0.043,2.901,4.798,0.777,0.857,7.52,3.821,0.011,7.17,18.168,0.037,0.274,0.048,3.43,10.41,8.61,5.135,11.088,9.592,12.585,11.769,11.177,12.361,0.225,1.23,4.81,2.959,6.64,17.447,24.829,43.053,6.605,1.736,0.13,12.151,95.647,186.031,5.263
+2026-05-21 15:23:28,dandelion_observed.csv,0.8881588688279984237479785659,0.308,2.892,3.236,2.404,0.084,7.28,7.174,0.052,6.56,11.425,0.052,0.673,0.008,5.24,10.1,9.14,7.017,12.874,17.264,8.485,4.125,3.944,4.306,0.2,2.31,4.91,2.372,7.11,18.723,16.395,29.134,3.656,1.601,0.299,12.189,81.007,151.855,10.159
+2026-05-21 15:23:28,dandelion_observed.csv,1.606642103206381272471405638,0.23,0.478,2.269,3.051,0.644,6.54,14.36,0.083,7.15,12.21,0.031,0.628,0.008,4.21,11.14,8.96,5.662,18.274,17.453,19.095,10.168,8.996,11.341,0.101,1.05,4.75,5.315,6.97,21.311,13.812,23.728,3.896,1.402,0.197,12.103,58.066,110.382,5.751
+2026-05-21 15:23:29,dandelion_observed.csv,1.389761175625150759410895833,0.311,2.966,0.546,2.371,0.633,6.57,8.316,0.01,6.67,14.154,0.075,0.363,0.006,3.2,11.29,8.68,5.586,8.496,6.768,10.225,10.997,10.797,11.197,0.223,1.16,4.9,4.163,7.07,9.211,34.054,50.598,17.511,0.967,0.137,12.13,78.022,140.369,15.674
+2026-05-21 15:23:29,dandelion_observed.csv,0.3111768660422902255489726330,0.009,1.467,3.965,4.959,0.687,7.27,14.353,0.04,7.27,15.874,0.009,0.638,0.0,4.41,9.72,10.51,11.384,7.766,10.786,4.747,9.154,7.644,10.665,0.082,2.13,3.82,3.075,7.14,10.82,2.872,1.844,3.901,0.851,0.013,12.28,123.869,233.742,13.996
+2026-05-21 15:23:29,dandelion_observed.csv,3.284782718442640954905277777,0.004,1.346,5.586,3.222,0.785,7.4,9.141,0.091,7.54,13.635,0.088,0.06,0.043,3.86,8.64,10.44,3.358,12.423,17.059,7.787,10.550,11.805,9.294,0.068,11.54,4.19,4.079,7.51,17.066,6.040,7.23,4.851,1.556,0.03,12.029,64.526,119.506,9.545
+2026-05-21 15:23:30,dandelion_observed.csv,4.881355162475998311570553106,0.348,0.278,3.974,0.463,0.864,6.37,14.265,0.058,6.57,8.368,0.071,0.047,0.049,2.53,8.75,9.17,3.95,14.226,18.013,10.44,8.508,8.922,8.095,0.23,1.68,4.62,1.268,7.31,11.345,24.716,33.548,15.883,1.395,0.268,12.265,47.854,80.321,15.388
+2026-05-21 15:23:30,dandelion_observed.csv,0.4869678092240307630643164568,0.138,2.119,5.512,1.425,0.146,6.44,14.138,0.085,7.15,19.104,0.06,0.692,0.04,5.13,10.83,10.79,3.752,9.791,1.642,17.94,6.681,12.145,1.217,0.245,1.65,4.48,3.454,7.01,23.392,15.144,13.49,16.798,1.16,0.024,12.188,123.525,238.722,8.328
+2026-05-21 15:23:30,dandelion_observed.csv,0.9313757174827787127648123102,0.275,0.875,2.661,5.619,0.691,7.69,6.729,0.005,7.01,18.081,0.073,0.649,0.015,4.06,8.91,8.42,6.65,11.050,15.086,7.014,7.007,7.011,7.003,0.2,1.99,4.08,5.453,7.37,16.959,24.466,40.531,8.401,1.487,0.074,12.166,51.594,95.297,7.891
+2026-05-21 15:23:31,dandelion_observed.csv,0.5388000787707813252220460829,0.071,1.59,0.937,5.792,0.178,6.96,10.498,0.082,7.16,18.743,0.01,0.472,0.01,2.75,11.47,11.32,11.64,11.937,16.197,7.677,6.033,9.96,2.106,0.189,1.27,3.63,4.93,6.63,7.093,38.862,64.91,12.814,1.117,0.137,12.087,122.682,236.528,8.837
+2026-05-21 15:23:31,dandelion_observed.csv,1.805768119171951801616081241,0.344,1.099,1.771,5.05,0.562,7.08,10.051,0.079,7.56,16.579,0.047,0.146,0.045,3.41,10.07,10.41,9.8,5.803,8.682,2.924,5.448,2.043,8.853,0.006,11.54,4.47,3.378,7.14,23.042,16.368,25.721,7.014,0.82,0.158,12.189,86.802,161.69,11.915
+2026-05-21 15:23:31,dandelion_observed.csv,1.129750896257892307943384462,0.284,2.815,3.976,4.28,0.213,7.2,3.509,0.053,7.04,14.071,0.067,0.193,0.006,3.86,10.87,9.33,4.534,9.415,8.393,10.437,4.737,5.313,4.161,0.225,1.51,3.64,1.348,7.0,14.378,9.462,0.409,18.516,0.847,0.07,12.224,104.249,197.863,10.635
+2026-05-21 15:23:31,dandelion_observed.csv,0.2650514076759554123938310185,0.008,0.599,2.914,3.842,0.011,6.68,6.218,0.026,7.21,13.701,0.036,0.442,0.04,3.82,9.7,8.68,10.304,9.578,9.614,9.542,11.832,10.994,12.669,0.142,2.26,4.65,5.125,6.85,8.698,8.954,15.393,2.514,1.779,0.129,12.228,106.148,204.526,7.769
+2026-05-21 15:23:32,dandelion_observed.csv,1.177929106574070790269667212,0.085,1.28,4.238,5.251,0.568,7.3,12.929,0.049,6.63,9.843,0.08,0.003,0.016,3.18,10.38,9.98,8.317,4.099,4.410,3.788,2.534,2.619,2.450,0.071,1.03,4.92,5.189,7.15,15.475,18.782,33.982,3.583,1.514,0.221,12.16,109.024,212.038,6.011
+2026-05-21 15:23:32,dandelion_observed.csv,0.2443548449716672802715185186,0.022,0.521,4.465,3.755,0.487,7.27,14.409,0.001,6.8,14.321,0.036,0.425,0.007,4.84,10.22,8.47,9.984,16.712,13.582,19.843,9.660,9.475,9.846,0.238,11.77,3.98,2.737,7.32,21.954,31.435,62.399,0.471,1.544,0.151,12.251,79.173,149.802,8.544
+2026-05-21 15:23:32,dandelion_observed.csv,1.208705761816249927633305745,0.166,2.12,4.28,1.766,0.87,6.43,8.699,0.084,7.01,23.591,0.016,0.448,0.03,5.46,9.38,11.39,4.578,7.034,12.275,1.793,3.146,2.042,4.251,0.034,1.06,4.01,4.172,7.25,19.126,10.628,14.197,7.058,1.435,0.297,12.16,56.626,98.187,15.064
+2026-05-21 15:23:33,dandelion_observed.csv,0.4292307326233069700332992372,0.128,0.99,5.642,0.318,0.471,7.3,8.966,0.02,7.37,15.506,0.044,0.594,0.014,3.65,9.46,10.34,7.05,12.886,17.535,8.237,7.470,6.092,8.848,0.021,1.47,4.99,6.312,7.22,16.783,31.205,58.895,3.515,1.091,0.281,12.184,55.148,100.939,9.358
+2026-05-21 15:23:33,dandelion_observed.csv,1.602511042336431589771787666,0.316,3.318,1.106,4.422,0.123,7.51,12.45,0.052,7.44,15.514,0.055,0.36,0.02,3.35,9.37,9.49,10.76,9.094,2.44,15.748,5.750,5.112,6.389,0.079,2.45,4.34,7.087,6.96,13.812,20.164,25.752,14.577,0.912,0.125,12.122,66.381,123.098,9.664
+2026-05-21 15:23:33,dandelion_observed.csv,0.5181957946713480509134969537,0.121,2.974,4.613,0.394,0.23,6.91,11.219,0.097,7.0,8.922,0.051,0.438,0.039,4.03,9.35,9.18,9.708,15.651,14.711,16.591,5.193,3.183,7.203,0.099,11.59,3.51,1.924,7.56,20.389,28.162,54.012,2.311,0.956,0.344,12.073,95.384,181.586,9.183
+2026-05-21 15:23:34,dandelion_observed.csv,0.5912172411734351079874642295,0.333,1.15,3.733,5.309,0.106,7.33,10.585,0.089,7.01,8.263,0.029,0.622,0.013,3.86,9.43,9.85,11.966,14.032,14.915,13.149,9.058,6.242,11.874,0.24,1.13,3.59,3.702,7.01,11.16,20.385,28.05,12.72,0.856,0.211,12.024,53.576,98.32,8.831
+2026-05-21 15:23:34,dandelion_observed.csv,1.062082282995521475451546764,0.349,2.074,4.619,1.787,0.471,7.19,9.789,0.056,6.81,16.281,0.025,0.377,0.043,4.75,9.26,10.5,6.345,9.032,11.807,6.257,5.822,3.689,7.954,0.138,11.74,3.76,6.597,7.34,18.661,28.988,53.41,4.567,1.098,0.105,12.0,98.336,190.762,5.911
+2026-05-21 15:23:34,dandelion_observed.csv,0.4047949613105349963015470171,0.043,3.162,5.808,6.852,0.055,7.16,12.031,0.036,7.25,16.303,0.031,0.599,0.023,4.2,8.62,9.7,8.776,12.110,13.688,10.532,9.484,5.733,13.234,0.131,11.71,4.76,1.163,7.22,20.174,45.456,76.726,14.186,0.812,0.204,12.132,44.557,81.234,7.88
+2026-05-21 15:23:35,dandelion_observed.csv,0.5845698458933346880597633356,0.173,3.384,4.13,5.718,0.546,6.59,10.339,0.089,6.82,17.971,0.087,0.474,0.033,4.9,9.58,11.12,7.27,3.966,6.885,1.046,3.011,3.606,2.416,0.146,2.38,4.98,4.132,7.0,19.347,29.922,49.014,10.831,1.258,0.317,12.121,86.172,157.843,14.502
+2026-05-21 15:23:35,dandelion_observed.csv,5.762657190646919349398359024,0.217,2.7,5.905,0.406,0.946,6.54,9.191,0.002,7.12,23.24,0.056,0.229,0.034,5.37,10.75,11.4,10.156,9.886,3.92,15.852,7.592,10.565,4.619,0.231,11.59,3.82,1.285,7.03,18.443,32.999,65.237,0.761,1.725,0.272,12.152,83.308,160.081,6.535
+2026-05-21 15:23:35,dandelion_observed.csv,2.243793003547919485026709120,0.275,0.264,4.852,0.867,0.552,6.84,3.723,0.051,7.15,24.624,0.042,0.057,0.043,5.04,9.28,8.99,8.688,9.494,12.019,6.969,11.893,11.86,11.926,0.102,1.86,4.66,3.465,7.39,10.053,33.272,49.282,17.261,1.356,0.066,12.093,86.164,161.761,10.567
+2026-05-21 15:23:35,dandelion_observed.csv,0.3989087240455979493622843413,0.055,0.676,1.807,3.253,0.461,7.21,6.036,0.078,6.8,16.807,0.001,0.741,0.012,5.23,10.16,8.76,2.156,8.419,12.463,4.375,5.885,5.565,6.205,0.046,2.47,3.79,6.098,7.04,8.776,40.028,78.332,1.723,0.83,0.302,12.209,103.461,197.782,9.14
+2026-05-21 15:23:36,dandelion_observed.csv,1.824298678505104470419692296,0.257,3.867,5.399,3.583,0.31,7.67,15.701,0.067,7.6,26.444,0.001,0.414,0.005,3.3,10.02,8.76,7.773,10.028,7.19,12.865,5.032,6.18,3.885,0.041,11.7,4.3,5.627,7.31,15.584,32.916,49.489,16.342,1.545,0.194,12.22,77.938,146.36,9.516
+2026-05-21 15:23:36,dandelion_observed.csv,0.5661536923835225650608402118,0.238,2.599,2.344,6.963,0.498,6.48,7.454,0.039,7.36,9.981,0.081,0.473,0.005,4.21,9.28,8.81,2.848,12.053,17.926,6.18,4.904,2.475,7.334,0.219,2.27,4.14,7.46,7.53,16.043,32.082,45.676,18.488,1.003,0.31,12.207,55.107,96.069,14.145
+2026-05-21 15:23:36,dandelion_observed.csv,3.692206226661816593261440576,0.341,1.579,4.067,1.807,0.883,7.3,11.962,0.022,7.51,6.01,0.02,0.346,0.003,3.16,10.99,8.98,6.591,8.530,9.244,7.817,9.522,6.784,12.259,0.209,11.88,4.47,6.956,7.17,6.826,29.364,42.882,15.845,1.222,0.136,12.203,96.954,183.149,10.758
+2026-05-21 15:23:37,dandelion_observed.csv,4.418974482656660534223762963,0.073,2.265,0.639,1.773,0.643,7.05,10.985,0.059,7.08,12.806,0.067,0.639,0.044,3.6,9.23,10.84,10.971,9.744,10.055,9.433,12.916,13.134,12.698,0.002,1.95,3.59,4.756,7.1,9.983,29.490,41.798,17.182,1.656,0.045,12.273,119.214,230.832,7.595
+2026-05-21 15:23:37,dandelion_observed.csv,0.2514297638230351347621435185,0.04,3.331,2.582,6.391,0.809,7.7,3.047,0.043,6.81,18.097,0.076,0.677,0.002,3.49,9.48,11.02,10.823,11.478,18.709,4.246,9.927,12.79,7.064,0.103,1.93,4.68,4.327,6.72,20.143,33.190,62.838,3.543,0.873,0.219,12.083,48.821,84.722,12.92
+2026-05-21 15:23:37,dandelion_observed.csv,1.497519127878980600009450516,0.248,1.532,5.162,6.393,0.582,6.3,11.301,0.094,6.57,21.606,0.079,0.396,0.03,3.97,10.73,9.19,10.85,3.696,1.784,5.607,7.066,11.245,2.887,0.032,2.07,4.2,2.734,6.7,11.413,21.430,27.421,15.44,1.208,0.061,12.0,88.583,172.336,4.83
+2026-05-21 15:23:38,dandelion_observed.csv,0.3480152946869597207416190602,0.054,1.837,3.862,4.184,0.415,6.71,11.864,0.065,7.54,12.825,0.056,0.264,0.024,4.08,8.93,11.2,11.371,10.952,18.404,3.5,6.552,8.355,4.75,0.228,1.28,3.67,3.173,6.73,18.761,12.406,8.818,15.994,0.827,0.252,12.115,60.329,107.566,13.092
+2026-05-21 15:23:38,dandelion_observed.csv,1.730386047944627310856647852,0.109,1.643,1.547,5.175,0.778,7.65,14.034,0.083,7.6,13.862,0.027,0.705,0.017,3.28,8.61,10.53,2.08,6.792,0.616,12.969,9.130,9.227,9.032,0.179,1.5,4.91,6.236,6.63,19.083,35.674,53.35,17.998,1.041,0.131,12.092,57.666,110.02,5.313
+2026-05-21 15:23:38,dandelion_observed.csv,4.371670338520177529969848921,0.18,0.956,0.694,2.83,0.165,7.01,6.735,0.095,6.92,6.257,0.064,0.721,0.029,4.02,11.08,11.24,5.525,8.966,16.954,0.979,5.050,9.209,0.89,0.195,11.56,4.83,6.768,7.48,21.312,39.178,62.641,15.716,1.086,0.019,12.293,61.380,109.647,13.114
+2026-05-21 15:23:39,dandelion_observed.csv,4.594507830862295406309504976,0.061,0.296,0.252,0.697,0.675,6.65,7.82,0.064,7.34,21.389,0.078,0.641,0.046,3.05,10.88,8.72,7.03,15.726,18.624,12.827,3.990,4.755,3.225,0.131,1.97,4.78,7.227,7.19,7.514,20.931,34.57,7.292,0.887,0.127,12.005,61.200,111.136,11.265
+2026-05-21 15:23:39,dandelion_observed.csv,0.4341528815914060701077160296,0.061,3.388,2.744,3.183,0.127,7.05,14.56,0.086,6.89,13.545,0.03,0.434,0.003,4.14,11.36,8.32,11.348,11.250,8.267,14.234,10.474,11.975,8.972,0.092,11.91,3.86,5.38,6.62,21.897,24.194,35.208,13.181,1.098,0.148,12.178,123.897,236.597,11.197
+2026-05-21 15:23:39,dandelion_observed.csv,0.2852308746979308976004629629,0.067,1.994,0.438,1.327,0.323,7.58,11.065,0.098,6.97,8.03,0.037,0.289,0.0,4.98,10.45,9.17,6.523,16.555,15.567,17.543,2.045,2.063,2.027,0.058,2.46,4.13,5.001,7.47,12.501,17.183,19.87,14.496,0.802,0.287,12.209,51.510,87.47,15.551
+2026-05-21 15:23:40,dandelion_observed.csv,2.001136775961287536385265366,0.195,1.958,3.315,0.82,0.425,6.59,5.573,0.095,6.53,14.762,0.07,0.109,0.049,5.2,9.3,9.8,2.118,12.868,12.257,13.48,4.418,1.447,7.389,0.106,11.8,3.77,5.976,6.85,6.21,22.405,42.702,2.108,1.033,0.149,12.27,71.864,133.919,9.81
+2026-05-21 15:23:40,dandelion_observed.csv,0.6953954025919545372139909213,0.148,0.377,1.8,3.806,0.692,6.35,4.018,0.011,6.9,10.138,0.056,0.521,0.032,4.84,9.43,9.45,9.848,10.244,12.753,7.736,3.167,2.975,3.359,0.218,2.21,4.35,6.513,7.26,11.078,24.030,38.262,9.798,1.118,0.183,12.12,84.166,163.06,5.273
+2026-05-21 15:23:40,dandelion_observed.csv,1.497063535482796052403856699,0.32,1.908,5.317,2.45,0.879,6.38,4.006,0.094,6.99,27.193,0.078,0.268,0.002,4.89,11.0,11.19,7.662,4.354,7.972,0.735,8.684,4.193,13.175,0.089,2.06,4.71,4.516,6.87,22.115,29.548,50.335,8.761,0.975,0.236,12.297,101.730,197.709,5.751
+2026-05-21 15:23:40,dandelion_observed.csv,1.582774025732741361442430906,0.094,0.643,5.301,3.064,0.9,6.8,9.755,0.002,7.55,7.771,0.066,0.155,0.021,3.56,10.68,8.27,7.19,15.102,11.218,18.985,6.846,7.751,5.941,0.049,11.57,3.63,4.787,7.46,11.444,11.874,8.738,15.011,1.562,0.137,12.038,114.390,223.841,4.939
+2026-05-21 15:23:41,dandelion_observed.csv,5.124927080069155720966623078,0.308,2.246,0.966,4.64,0.619,6.73,14.364,0.081,7.32,9.823,0.043,0.012,0.038,5.29,11.29,11.22,8.9,16.766,14.779,18.754,6.542,2.476,10.609,0.01,2.0,4.23,7.712,7.43,20.389,14.585,27.977,1.193,1.317,0.128,12.241,65.310,124.24,6.379
+2026-05-21 15:23:41,dandelion_observed.csv,1.031002745344918042423685412,0.21,1.608,5.949,2.582,0.186,6.86,5.573,0.097,6.62,16.653,0.029,0.445,0.011,5.14,10.18,10.13,9.754,16.892,18.393,15.392,5.256,4.920,5.592,0.156,2.15,3.85,3.422,7.44,19.572,29.108,45.317,12.9,1.397,0.256,12.242,120.328,233.301,7.356
+2026-05-21 15:23:41,dandelion_observed.csv,2.729660534433743487216227034,0.18,2.153,0.466,5.064,0.833,6.69,4.604,0.05,7.39,25.124,0.032,0.716,0.015,3.71,9.0,10.06,11.34,6.160,0.95,11.369,7.091,0.594,13.588,0.19,11.96,4.47,1.369,6.8,9.251,39.200,66.417,11.983,1.691,0.124,12.208,111.449,212.98,9.918
+2026-05-21 15:23:42,dandelion_observed.csv,5.553460438773271776641805556,0.323,3.203,0.672,0.603,0.819,7.35,13.601,0.073,7.64,24.849,0.005,0.586,0.029,3.56,9.46,9.43,3.749,8.128,4.414,11.841,11.682,12.102,11.262,0.193,1.32,4.97,1.131,6.64,7.807,31.988,61.342,2.634,1.3,0.139,12.217,82.426,154.388,10.464
+2026-05-21 15:23:42,dandelion_observed.csv,0.3208832838071866941594530614,0.137,3.538,1.206,7.591,0.513,7.04,8.119,0.081,6.68,18.833,0.044,0.699,0.029,4.97,9.71,10.17,9.247,12.140,19.167,5.113,4.535,2.633,6.437,0.028,1.46,4.65,6.579,7.31,6.938,15.136,26.464,3.807,1.037,0.113,12.171,108.788,209.318,8.257
+2026-05-21 15:23:42,dandelion_observed.csv,1.347828617290175888610604969,0.095,2.271,5.455,1.514,0.553,6.57,10.628,0.085,6.68,26.28,0.0,0.182,0.024,2.6,9.22,11.32,10.161,8.790,15.935,1.644,1.191,1.765,0.617,0.138,1.47,4.76,2.644,7.57,11.983,23.094,43.694,2.495,1.101,0.068,12.267,63.946,119.184,8.709
+2026-05-21 15:23:43,dandelion_observed.csv,1.913607952925326981356030983,0.119,0.778,4.759,6.539,0.87,6.59,14.275,0.065,6.59,8.307,0.08,0.122,0.032,3.52,9.08,10.21,3.672,11.323,8.646,14.0,5.706,1.782,9.629,0.149,11.53,4.17,2.569,7.55,14.357,24.218,44.999,3.438,1.527,0.166,12.159,122.961,237.459,8.463
+2026-05-21 15:23:43,dandelion_observed.csv,0.3623310584005754119428928241,0.077,3.863,1.435,7.997,0.035,7.49,10.039,0.077,6.88,22.569,0.075,0.712,0.033,4.9,9.96,9.96,10.494,16.781,19.185,14.377,3.484,5.916,1.051,0.071,1.32,3.58,7.372,7.2,13.244,39.466,75.079,3.853,0.805,0.193,12.206,49.404,89.65,9.157
+2026-05-21 15:23:43,dandelion_observed.csv,2.301592276388719655634575661,0.134,3.574,3.511,2.206,0.648,7.05,11.626,0.002,7.46,16.397,0.009,0.39,0.046,4.26,10.13,8.34,5.443,2.491,0.621,4.361,3.824,3.281,4.366,0.132,2.12,4.85,4.748,7.47,12.117,14.210,15.326,13.094,1.197,0.315,12.162,111.617,212.524,10.71
+2026-05-21 15:23:44,dandelion_observed.csv,3.095995379123562200014688275,0.337,3.918,4.568,7.492,0.853,6.46,9.325,0.086,6.54,22.685,0.073,0.066,0.038,3.08,10.19,9.71,6.84,11.304,9.476,13.131,0.860,0.932,0.788,0.095,1.64,4.34,6.139,7.04,18.167,15.506,25.475,5.537,0.959,0.162,12.275,90.565,165.283,15.847
+2026-05-21 15:23:44,dandelion_observed.csv,6.801913329370996897722534352,0.326,1.868,1.498,6.678,0.733,7.24,5.258,0.053,7.19,16.024,0.052,0.285,0.025,5.32,9.07,8.4,4.214,5.752,10.212,1.292,9.383,11.759,7.007,0.179,2.45,4.6,3.426,6.78,18.566,35.009,69.364,0.654,1.431,0.26,12.037,104.232,198.253,10.212
+2026-05-21 15:23:44,dandelion_observed.csv,0.9978220212615464782404249338,0.298,3.484,3.337,1.949,0.338,7.56,6.365,0.056,7.2,15.592,0.055,0.56,0.005,4.66,8.65,8.7,4.966,9.050,1.838,16.263,4.232,1.152,7.313,0.123,1.51,3.52,4.884,7.2,22.114,26.088,38.006,14.17,1.327,0.028,12.155,47.660,87.592,7.727
+2026-05-21 15:23:44,dandelion_observed.csv,2.039789782143115687783634056,0.18,1.266,3.565,1.52,0.376,6.44,9.291,0.035,7.07,19.995,0.06,0.016,0.025,2.68,9.57,8.35,11.163,14.846,16.372,13.321,5.940,10.405,1.475,0.165,2.06,3.66,3.156,7.55,8.304,32.709,55.272,10.146,1.07,0.218,12.28,77.254,147.484,7.025
+2026-05-21 15:23:45,dandelion_observed.csv,3.257023745271889317725740798,0.119,1.308,3.013,5.603,0.932,7.08,9.726,0.002,7.46,18.291,0.055,0.002,0.024,4.68,8.81,10.3,2.162,4.972,4.049,5.894,5.620,6.931,4.31,0.021,2.2,4.2,0.932,7.11,12.86,39.876,67.472,12.28,1.661,0.224,12.161,121.792,237.904,5.681
+2026-05-21 15:23:45,dandelion_observed.csv,0.4631055302831314953512687485,0.052,1.841,4.559,0.27,0.503,7.27,10.448,0.021,7.64,27.214,0.043,0.204,0.042,5.08,9.24,9.48,3.965,19.263,19.032,19.494,1.918,1.662,2.175,0.133,1.95,3.63,5.647,7.11,11.302,22.987,36.19,9.784,0.822,0.165,12.153,50.958,91.223,10.694
+2026-05-21 15:23:45,dandelion_observed.csv,4.290410094928122932176579132,0.206,2.802,3.775,3.132,0.532,7.0,10.863,0.09,6.86,11.883,0.068,0.634,0.003,2.55,10.25,9.26,7.188,2.430,2.605,2.254,7.414,7.983,6.844,0.054,11.95,4.34,6.769,6.83,8.29,37.516,72.704,2.329,1.522,0.342,12.193,90.255,169.575,10.935
+2026-05-21 15:23:46,dandelion_observed.csv,1.334081618196872694846340017,0.149,2.747,4.199,7.603,0.067,6.72,4.815,0.086,6.95,6.323,0.069,0.11,0.022,3.27,8.71,8.28,3.201,8.396,14.31,2.482,8.098,12.128,4.068,0.195,1.25,4.31,0.874,7.03,17.742,25.340,35.441,15.24,1.315,0.044,12.298,106.697,202.182,11.212
+2026-05-21 15:23:46,dandelion_observed.csv,0.7001709235540313913986203701,0.297,1.675,0.705,2.662,0.361,6.82,3.075,0.08,7.39,15.889,0.038,0.749,0.013,4.0,10.13,8.33,6.013,14.462,10.954,17.971,4.828,6.765,2.891,0.157,1.68,4.68,7.428,7.58,9.372,29.637,47.798,11.476,1.206,0.333,12.234,93.092,175.092,11.093
+2026-05-21 15:23:46,dandelion_observed.csv,1.669342803039877512165741708,0.031,3.945,2.566,7.275,0.459,7.23,10.876,0.031,7.14,8.004,0.044,0.522,0.042,3.55,9.89,11.33,10.835,9.430,3.463,15.398,2.476,2.964,1.987,0.169,11.74,4.31,7.24,7.07,23.559,7.852,6.667,9.037,1.753,0.102,12.085,114.062,219.763,8.361
+2026-05-21 15:23:47,dandelion_observed.csv,1.054724567520598455111482694,0.159,0.799,4.239,5.703,0.569,7.34,7.777,0.075,6.86,16.428,0.023,0.379,0.016,5.48,11.41,10.27,5.335,3.182,3.221,3.143,7.688,4.606,10.77,0.234,2.36,4.14,2.616,7.32,6.974,43.826,69.334,18.318,1.438,0.244,12.274,107.246,205.125,9.368
+2026-05-21 15:23:47,dandelion_observed.csv,2.857368494679804030589088674,0.097,2.858,1.081,1.421,0.391,7.29,9.85,0.017,7.01,21.498,0.007,0.356,0.025,2.81,10.02,11.12,8.206,7.511,1.003,14.019,6.691,11.103,2.279,0.247,1.97,4.5,4.918,6.83,9.408,16.960,14.648,19.271,1.162,0.251,12.176,65.220,117.86,12.58
+2026-05-21 15:23:47,dandelion_observed.csv,0.5213396218953935187852462963,0.029,2.896,1.82,5.118,0.627,6.59,15.511,0.05,6.67,23.179,0.059,0.64,0.039,3.54,10.29,11.12,3.415,10.396,13.483,7.31,6.051,3.682,8.42,0.055,2.2,4.24,4.523,7.51,15.603,14.634,16.206,13.063,1.738,0.143,12.281,114.888,220.735,9.042
+2026-05-21 15:23:48,dandelion_observed.csv,1.553271029848065522419583513,0.154,2.77,0.676,3.492,0.478,6.28,3.007,0.003,7.45,8.944,0.019,0.37,0.025,5.01,11.27,11.13,9.09,4.131,6.027,2.235,5.248,1.182,9.313,0.084,11.64,4.65,4.703,7.05,23.208,35.910,59.414,12.406,1.531,0.194,12.116,61.790,110.751,12.828
+2026-05-21 15:23:48,dandelion_observed.csv,1.121369279874021163693233102,0.027,3.055,4.229,5.288,0.21,7.62,14.237,0.077,6.86,8.143,0.025,0.23,0.031,4.66,10.34,9.3,9.827,1.666,1.882,1.450,7.515,9.54,5.49,0.038,1.61,4.47,6.335,7.35,19.051,0.984,1.602,0.366,1.323,0.226,12.08,90.800,170.013,11.587
+2026-05-21 15:23:48,dandelion_observed.csv,1.837854327060416518506127921,0.333,1.866,2.753,4.58,0.476,7.6,3.118,0.042,6.67,12.465,0.018,0.545,0.036,4.87,9.92,10.55,10.493,11.468,10.023,12.914,4.391,3.494,5.288,0.153,11.67,4.78,3.715,7.23,18.176,10.597,20.282,0.912,1.687,0.12,12.091,88.226,163.502,12.951
+2026-05-21 15:23:49,dandelion_observed.csv,0.3363348289230855484440740740,0.05,1.366,1.439,7.233,0.53,7.43,10.315,0.078,6.66,10.892,0.059,0.465,0.045,3.49,11.13,10.36,4.235,7.792,13.77,1.815,8.896,4.605,13.186,0.147,1.87,3.91,7.035,7.32,21.834,28.408,37.473,19.343,1.252,0.172,12.281,86.614,166.518,6.709
+2026-05-21 15:23:49,dandelion_observed.csv,0.3444094954356406357810964099,0.113,0.73,2.503,6.614,0.37,7.24,5.334,0.04,7.63,10.333,0.069,0.731,0.021,4.51,10.62,9.95,10.032,16.100,19.235,12.964,1.218,1.148,1.288,0.012,2.36,4.23,2.238,7.23,17.427,8.536,10.676,6.397,1.182,0.124,12.102,55.869,100.381,11.357
+2026-05-21 15:23:49,dandelion_observed.csv,0.7568244803077092429629691049,0.232,2.212,4.716,3.475,0.058,7.49,10.077,0.011,7.57,23.725,0.021,0.515,0.008,5.38,10.51,10.82,2.227,8.720,12.988,4.452,6.280,10.837,1.723,0.076,2.08,4.01,4.017,6.96,11.122,11.082,17.974,4.191,1.545,0.346,12.295,123.990,237.068,10.912
+2026-05-21 15:23:49,dandelion_observed.csv,0.5271770149553968730006394528,0.069,1.19,3.911,4.022,0.422,7.56,15.949,0.076,7.13,22.052,0.046,0.484,0.041,3.48,9.8,8.57,6.184,14.158,16.731,11.585,10.658,7.449,13.866,0.097,2.39,4.75,5.903,6.92,7.047,34.972,59.444,10.499,1.667,0.212,12.264,104.738,195.049,14.427
+2026-05-21 15:23:50,dandelion_observed.csv,8.095652596370619742725318707,0.151,2.537,0.062,0.321,0.413,6.91,9.066,0.056,6.57,11.554,0.062,0.017,0.04,3.28,9.79,9.93,11.952,11.312,16.599,6.024,7.809,11.704,3.914,0.044,11.79,3.52,7.122,6.82,10.372,19.208,27.994,10.422,1.132,0.003,12.083,57.380,108.02,6.74
+2026-05-21 15:23:50,dandelion_observed.csv,7.580720667065877996188999945,0.284,2.834,0.601,1.262,0.706,7.6,6.588,0.044,7.47,13.563,0.082,0.41,0.038,4.77,10.04,10.51,2.679,7.213,12.241,2.185,6.514,4.821,8.206,0.121,1.46,3.92,6.357,7.11,23.376,29.474,56.048,2.901,1.779,0.104,12.19,62.886,118.548,7.223
+2026-05-21 15:23:50,dandelion_observed.csv,1.185602672301241520893991656,0.082,1.039,1.508,3.441,0.002,7.21,3.179,0.072,7.28,27.293,0.076,0.401,0.023,2.61,10.54,8.49,10.27,12.812,5.768,19.856,8.489,13.576,3.402,0.215,1.23,4.83,4.04,7.48,19.95,43.470,77.323,9.617,1.412,0.156,12.081,123.159,234.839,11.479
+2026-05-21 15:23:51,dandelion_observed.csv,1.138768026273769858824333243,0.303,3.099,3.238,4.236,0.758,7.27,4.389,0.088,6.52,7.99,0.06,0.587,0.045,5.33,9.22,10.39,11.168,13.706,13.643,13.77,6.158,4.485,7.83,0.115,2.18,3.99,6.583,6.98,14.392,38.892,64.371,13.414,1.381,0.182,12.11,70.967,131.661,10.273
+2026-05-21 15:23:51,dandelion_observed.csv,0.6125817301276474431536167643,0.075,3.123,4.359,3.193,0.545,7.71,13.648,0.095,6.8,13.069,0.06,0.642,0.013,3.64,11.06,8.31,7.783,4.794,4.638,4.951,7.116,11.946,2.286,0.058,1.14,4.43,3.218,7.05,21.601,10.922,14.451,7.393,1.237,0.084,12.238,67.434,129.992,4.875
+2026-05-21 15:23:51,dandelion_observed.csv,5.459250280641659672582049121,0.241,2.734,1.599,3.709,0.604,6.36,7.206,0.029,6.64,12.295,0.024,0.005,0.003,3.44,10.61,9.17,5.465,0.498,0.518,0.477,10.178,12.172,8.183,0.109,11.97,3.72,4.644,7.37,18.394,27.476,48.315,6.638,1.529,0.302,12.24,76.707,142.637,10.777
+2026-05-21 15:23:52,dandelion_observed.csv,2.188067110055408795902767111,0.29,2.985,1.837,2.434,0.497,7.31,11.629,0.025,7.18,18.712,0.022,0.103,0.002,3.3,9.65,9.46,8.825,17.562,17.884,17.24,7.255,7.234,7.276,0.179,1.63,4.88,2.622,6.67,11.635,7.025,2.687,11.363,0.944,0.165,12.209,57.575,102.7,12.45
+2026-05-21 15:23:52,dandelion_observed.csv,2.237101877699316896617073539,0.212,0.591,1.794,2.034,0.751,6.83,12.191,0.09,6.7,16.638,0.064,0.318,0.035,2.92,8.97,9.21,10.372,15.140,13.689,16.592,9.162,9.052,9.271,0.212,2.27,4.33,7.931,7.0,20.339,39.718,77.953,1.483,1.443,0.097,12.227,87.789,162.529,13.049
+2026-05-21 15:23:52,dandelion_observed.csv,0.4742049508344321522458627017,0.172,3.901,1.634,6.397,0.601,6.73,11.558,0.032,7.15,20.089,0.058,0.483,0.04,3.66,8.63,10.23,4.114,19.493,19.4,19.586,5.916,4.476,7.355,0.212,2.5,4.72,7.201,7.4,19.165,30.242,49.25,11.234,0.944,0.21,12.275,68.585,127.364,9.806
+2026-05-21 15:23:53,dandelion_observed.csv,0.8535083162531965748106871092,0.216,1.461,1.016,7.022,0.843,6.66,4.368,0.064,6.92,12.754,0.081,0.454,0.029,4.6,9.11,9.08,5.166,11.952,8.6,15.303,6.621,9.927,3.315,0.228,11.71,3.96,3.976,7.04,22.554,27.811,53.148,2.474,1.534,0.081,12.294,85.404,160.871,9.937
+2026-05-21 15:23:55,dandelion_observed.csv,6.896034009236521848888373241,0.243,3.666,0.946,2.07,0.574,7.3,11.345,0.044,6.92,15.728,0.058,0.096,0.018,4.53,9.45,11.15,11.272,7.328,6.821,7.836,10.604,11.487,9.722,0.176,2.19,4.21,5.996,6.85,22.225,42.378,66.031,18.725,1.582,0.083,12.022,89.476,170.193,8.758
+2026-05-21 15:23:55,dandelion_observed.csv,6.135486434672113079931903641,0.205,1.524,1.95,4.747,0.557,7.44,10.214,0.025,6.54,24.679,0.034,0.219,0.005,3.44,10.44,10.0,2.012,14.448,11.005,17.891,8.622,13.702,3.543,0.155,11.69,4.43,6.653,7.18,18.55,24.090,38.755,9.425,1.722,0.289,12.254,80.469,148.306,12.632
+2026-05-21 15:23:55,dandelion_observed.csv,2.752352027670545260332148276,0.259,1.501,5.839,7.36,0.574,7.68,5.977,0.058,6.76,12.835,0.062,0.314,0.036,2.89,11.24,11.39,10.175,4.214,4.587,3.840,1.378,1.556,1.199,0.149,1.95,3.76,3.978,6.83,19.903,46.974,77.64,16.309,1.318,0.12,12.273,53.837,95.353,12.321
+2026-05-21 15:23:56,dandelion_observed.csv,1.569056420997583483678232199,0.011,2.865,1.481,0.278,0.394,7.39,12.487,0.062,6.68,13.181,0.01,0.236,0.024,4.51,10.48,10.63,7.658,8.506,0.882,16.129,6.119,2.525,9.713,0.081,1.96,3.58,6.212,7.28,13.396,19.674,29.88,9.468,1.179,0.158,12.154,48.838,88.178,9.497
+2026-05-21 15:23:56,dandelion_observed.csv,0.8961130468252709434183407408,0.017,2.096,5.785,0.124,0.51,6.87,14.968,0.085,7.17,14.23,0.064,0.449,0.022,3.22,10.64,9.09,7.048,19.543,19.15,19.936,5.318,3.594,7.043,0.209,2.46,3.64,6.583,7.29,22.831,31.730,59.705,3.754,1.428,0.341,12.163,47.844,87.936,7.753
+2026-05-21 15:23:56,dandelion_observed.csv,0.8613440125621221699098345619,0.293,2.09,2.853,3.323,0.029,6.4,12.024,0.066,6.98,27.184,0.059,0.428,0.032,3.69,10.89,9.31,6.713,10.208,15.726,4.689,10.402,12.061,8.742,0.115,1.48,3.74,5.797,7.03,10.574,32.690,46.992,18.387,1.23,0.246,12.02,99.772,188.369,11.175
+2026-05-21 15:23:57,dandelion_observed.csv,2.862223390253640243920858796,0.346,1.742,0.195,7.286,0.037,6.73,14.451,0.069,7.07,8.194,0.088,0.11,0.01,5.25,11.49,8.73,4.878,5.844,10.737,0.951,6.126,5.556,6.695,0.126,1.86,4.77,4.238,7.05,19.988,40.035,72.349,7.721,0.973,0.189,12.129,53.018,90.306,15.729
+2026-05-21 15:23:57,dandelion_observed.csv,3.340249600516935094284038638,0.301,3.979,2.286,3.113,0.092,7.58,3.901,0.002,7.17,18.942,0.002,0.247,0.049,3.71,10.33,10.4,6.781,10.465,5.454,15.476,4.387,6.996,1.778,0.006,1.86,4.18,5.672,6.67,15.557,4.574,3.504,5.644,1.523,0.218,12.225,121.672,235.308,8.036
+2026-05-21 15:23:57,dandelion_observed.csv,5.457905740631751300432875662,0.297,3.943,1.297,6.161,0.205,7.55,14.905,0.061,6.87,18.427,0.076,0.076,0.031,4.5,8.85,10.84,4.167,18.516,18.743,18.29,7.393,2.56,12.226,0.143,1.49,3.86,3.155,7.56,11.686,21.215,38.66,3.77,1.553,0.14,12.072,109.404,211.121,7.687
+2026-05-21 15:23:58,dandelion_observed.csv,1.232177257371549656731091254,0.31,1.51,4.222,1.574,0.052,6.83,8.144,0.039,7.3,22.251,0.014,0.538,0.04,2.52,8.88,10.17,4.044,15.675,14.888,16.462,3.147,4.578,1.716,0.1,11.96,4.41,4.208,7.54,12.556,28.752,40.798,16.706,0.875,0.204,12.257,101.108,193.981,8.234
+2026-05-21 15:23:58,dandelion_observed.csv,0.7009043231308333719384431434,0.116,0.916,3.406,2.293,0.617,7.23,3.915,0.008,7.15,24.604,0.01,0.556,0.027,5.38,8.96,10.55,3.052,9.992,8.677,11.307,5.743,8.317,3.169,0.112,11.83,4.89,5.194,7.18,9.108,16.553,21.008,12.098,1.449,0.229,12.16,92.198,171.972,12.425
+2026-05-21 15:23:58,dandelion_observed.csv,0.7308874796896557981851851850,0.031,2.663,3.179,7.023,0.718,6.59,5.985,0.046,7.48,14.046,0.033,0.477,0.045,3.54,8.57,10.46,11.298,8.656,16.83,0.483,9.622,12.367,6.878,0.093,2.43,4.58,2.094,7.07,7.765,22.242,30.89,13.593,1.55,0.144,12.138,116.010,227.938,4.081
+2026-05-21 15:23:59,dandelion_observed.csv,0.8396216337829781542177716809,0.202,1.34,2.484,3.506,0.732,7.15,7.69,0.045,6.91,18.014,0.056,0.538,0.002,2.59,8.65,8.8,6.819,10.936,18.854,3.017,5.978,0.458,11.498,0.168,1.63,4.51,1.002,7.07,8.026,21.436,24.637,18.234,1.135,0.293,12.115,75.945,138.52,13.37
+2026-05-21 15:23:59,dandelion_observed.csv,1.235934685619213185133563397,0.129,0.445,3.366,7.477,0.926,6.91,10.43,0.006,6.79,24.149,0.017,0.647,0.044,3.63,11.3,9.44,11.537,10.722,19.763,1.682,3.092,1.884,4.301,0.168,1.15,4.33,5.604,6.82,20.24,34.604,65.808,3.399,1.795,0.193,12.112,50.894,93.692,8.096
+2026-05-21 15:23:59,dandelion_observed.csv,4.952197553999652182662914786,0.217,2.143,2.12,2.143,0.636,6.6,8.603,0.026,6.65,6.254,0.018,0.62,0.038,3.21,11.21,10.52,10.892,0.658,0.696,0.620,5.419,10.42,0.418,0.237,1.74,3.98,4.092,6.82,11.1,41.720,71.952,11.487,1.415,0.035,12.228,83.914,159.258,8.57
+2026-05-21 15:24:00,dandelion_observed.csv,3.457887777023974083004302283,0.291,1.501,3.082,2.264,0.449,6.43,7.365,0.071,7.33,11.133,0.03,0.059,0.016,3.67,9.47,10.63,4.55,7.210,5.19,9.231,7.100,10.507,3.694,0.136,1.47,4.92,2.219,7.47,21.253,17.094,28.211,5.978,1.414,0.128,12.194,65.970,121.406,10.535
diff --git a/modelling/data/abingdon-all/resident/dandelion_simulated.csv b/modelling/data/abingdon-all/resident/dandelion_simulated.csv
new file mode 100644
index 0000000..31a7ed2
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dandelion_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.058,0.1,0,0.01,0.0199014
+RungeKutta4,1,0.1,0.0631214,0.1,0,0.01,0.0293439
+RungeKutta4,2,0.2,0.0673342,0.1,0,0.01,0.0371111
+RungeKutta4,3,0.3,0.0708047,0.1,0,0.01,0.0435098
+RungeKutta4,4,0.4,0.0736660,0.1,0,0.01,0.0487853
+RungeKutta4,5,0.5,0.0760284,0.1,0,0.01,0.0531409
+RungeKutta4,6,0.6,0.0779849,0.1,0,0.01,0.0567481
+RungeKutta4,7,0.7,0.0796160,0.1,0,0.01,0.0597554
+RungeKutta4,8,0.8,0.0809942,0.1,0,0.01,0.0622965
+RungeKutta4,9,0.9,0.0821890,0.1,0,0.01,0.0644994
+RungeKutta4,10,1.0,0.0832721,0.1,0,0.01,0.0664963
+RungeKutta4,11,1.1,0.0843240,0.1,0,0.01,0.0684357
+RungeKutta4,12,1.2,0.0854405,0.1,0,0.01,0.0704942
+RungeKutta4,13,1.3,0.0867409,0.1,0,0.01,0.0728918
+RungeKutta4,14,1.4,0.0883756,0.1,0,0.01,0.0759058
+RungeKutta4,15,1.5,0.0905343,0.1,0,0.01,0.0798858
+RungeKutta4,16,1.6,0.0934519,0.1,0,0.01,0.0852651
+RungeKutta4,17,1.7,0.0974129,0.1,0,0.01,0.0925681
+RungeKutta4,18,1.8,0.102751,0.1,0,0.01,0.102410
+RungeKutta4,19,1.9,0.109842,0.1,0,0.01,0.115484
+RungeKutta4,20,2.0,0.119093,0.1,0,0.01,0.132540
+RungeKutta4,21,2.1,0.130921,0.1,0,0.01,0.154348
+RungeKutta4,22,2.2,0.145722,0.1,0,0.01,0.181637
+RungeKutta4,23,2.3,0.163837,0.1,0,0.01,0.215036
+RungeKutta4,24,2.4,0.185514,0.1,0,0.01,0.255002
+RungeKutta4,25,2.5,0.210861,0.1,0,0.01,0.301736
+RungeKutta4,26,2.6,0.239812,0.1,0,0.01,0.355113
+RungeKutta4,27,2.7,0.272088,0.1,0,0.01,0.414622
+RungeKutta4,28,2.8,0.307187,0.1,0,0.01,0.479335
+RungeKutta4,29,2.9,0.344373,0.1,0,0.01,0.547895
+RungeKutta4,30,3.0,0.382700,0.1,0,0.01,0.618560
+RungeKutta4,31,3.1,0.421058,0.1,0,0.01,0.689282
+RungeKutta4,32,3.2,0.458196,0.1,0,0.01,0.757754
+RungeKutta4,33,3.3,0.492812,0.1,0,0.01,0.821577
+RungeKutta4,34,3.4,0.523622,0.1,0,0.01,0.878382
+RungeKutta4,35,3.5,0.549443,0.1,0,0.01,0.925989
+RungeKutta4,36,3.6,0.569412,0.1,0,0.01,0.962806
+RungeKutta4,37,3.7,0.582911,0.1,0,0.01,0.987695
+RungeKutta4,38,3.8,0.589585,0.1,0,0.01,1
+RungeKutta4,39,3.9,0.589450,0.1,0,0.01,0.999751
+RungeKutta4,40,4.0,0.583392,0.1,0,0.01,0.988582
+RungeKutta4,41,4.1,0.571733,0.1,0,0.01,0.967086
+RungeKutta4,42,4.2,0.554945,0.1,0,0.01,0.936133
+RungeKutta4,43,4.3,0.533682,0.1,0,0.01,0.896930
+RungeKutta4,44,4.4,0.508733,0.1,0,0.01,0.850931
+RungeKutta4,45,4.5,0.480966,0.1,0,0.01,0.799736
+RungeKutta4,46,4.6,0.451276,0.1,0,0.01,0.744996
+RungeKutta4,47,4.7,0.420539,0.1,0,0.01,0.688325
+RungeKutta4,48,4.8,0.389564,0.1,0,0.01,0.631215
+RungeKutta4,49,4.9,0.359066,0.1,0,0.01,0.574985
+RungeKutta4,50,5.0,0.329642,0.1,0,0.01,0.520736
+RungeKutta4,51,5.1,0.301763,0.1,0,0.01,0.469334
+RungeKutta4,52,5.2,0.275770,0.1,0,0.01,0.421410
+RungeKutta4,53,5.3,0.251882,0.1,0,0.01,0.377367
+RungeKutta4,54,5.4,0.230204,0.1,0,0.01,0.337399
+RungeKutta4,55,5.5,0.210742,0.1,0,0.01,0.301516
+RungeKutta4,56,5.6,0.193408,0.1,0,0.01,0.269557
+RungeKutta4,57,5.7,0.178008,0.1,0,0.01,0.241163
+RungeKutta4,58,5.8,0.164188,0.1,0,0.01,0.215683
+RungeKutta4,59,5.9,0.151318,0.1,0,0.01,0.191954
+RungeKutta4,60,6.0,0.138283,0.1,0,0.01,0.167922
+RungeKutta4,61,6.1,0.123429,0.1,0,0.01,0.140535
+RungeKutta4,62,6.2,0.106995,0.1,0,0.01,0.110235
+RungeKutta4,63,6.3,0.0921274,0.1,0,0.01,0.0828231
+RungeKutta4,64,6.4,0.0803785,0.1,0,0.01,0.0611613
+RungeKutta4,65,6.5,0.0715491,0.1,0,0.01,0.0448823
+RungeKutta4,66,6.6,0.0650200,0.1,0,0.01,0.0328444
+RungeKutta4,67,6.7,0.0602172,0.1,0,0.01,0.0239893
+RungeKutta4,68,6.8,0.0566910,0.1,0,0.01,0.0174880
+RungeKutta4,69,6.9,0.0541042,0.1,0,0.01,0.0127186
+RungeKutta4,70,7.0,0.0522073,0.1,0,0.01,0.00922123
+RungeKutta4,71,7.1,0.0508167,0.1,0,0.01,0.00665734
+RungeKutta4,72,7.2,0.0497974,0.1,0,0.01,0.00477802
+RungeKutta4,73,7.3,0.0490503,0.1,0,0.01,0.00340057
+RungeKutta4,74,7.4,0.0485028,0.1,0,0.01,0.00239113
+RungeKutta4,75,7.5,0.0481017,0.1,0,0.01,0.00165161
+RungeKutta4,76,7.6,0.0478081,0.1,0,0.01,0.00111029
+RungeKutta4,77,7.7,0.0475937,0.1,0,0.01,0.000714998
+RungeKutta4,78,7.8,0.0474381,0.1,0,0.01,0.000428114
+RungeKutta4,79,7.9,0.0473272,0.1,0,0.01,0.000223644
+RungeKutta4,80,8.0,0.0472525,0.1,0,0.01,0.0000859178
+RungeKutta4,81,8.1,0.0472110,0.1,0,0.01,0.00000940302
+RungeKutta4,82,8.2,0.0472059,0.1,0,0.01,0.0
+RungeKutta4,83,8.3,0.0472384,0.1,0,0.01,0.0000599212
+RungeKutta4,84,8.4,0.0473319,0.1,0,0.01,0.000232310
+RungeKutta4,85,8.5,0.0475344,0.1,0,0.01,0.000605665
+RungeKutta4,86,8.6,0.0479266,0.1,0,0.01,0.00132878
+RungeKutta4,87,8.7,0.0486250,0.1,0,0.01,0.00261644
+RungeKutta4,88,8.8,0.0497558,0.1,0,0.01,0.00470133
+RungeKutta4,89,8.9,0.0513816,0.1,0,0.01,0.00769886
+RungeKutta4,90,9.0,0.0534186,0.1,0,0.01,0.0114545
+RungeKutta4,91,9.1,0.0556436,0.1,0,0.01,0.0155568
+RungeKutta4,92,9.2,0.0577965,0.1,0,0.01,0.0195262
+RungeKutta4,93,9.3,0.0596784,0.1,0,0.01,0.0229959
+RungeKutta4,94,9.4,0.0611815,0.1,0,0.01,0.0257672
+RungeKutta4,95,9.5,0.0622714,0.1,0,0.01,0.0277767
+RungeKutta4,96,9.6,0.0629591,0.1,0,0.01,0.0290446
+RungeKutta4,97,9.7,0.0632791,0.1,0,0.01,0.0296346
+RungeKutta4,98,9.8,0.0632596,0.1,0,0.01,0.0295987
+RungeKutta4,99,9.9,0.0628416,0.1,0,0.01,0.0288280
+RungeKutta4,100,10.0,0.0621195,0.1,0,0.01,0.0274966
+RungeKutta4,101,10.1,0.0611839,0.1,0,0.01,0.0257716
+RungeKutta4,102,10.2,0.0601087,0.1,0,0.01,0.0237893
+RungeKutta4,103,10.3,0.0589544,0.1,0,0.01,0.0216611
+RungeKutta4,104,10.4,0.0577760,0.1,0,0.01,0.0194884
+RungeKutta4,105,10.5,0.0566510,0.1,0,0.01,0.0174142
+RungeKutta4,106,10.6,0.0557856,0.1,0,0.01,0.0158186
+RungeKutta4,107,10.7,0.0557420,0.1,0,0.01,0.0157383
+RungeKutta4,108,10.8,0.0573008,0.1,0,0.01,0.0186123
+RungeKutta4,109,10.9,0.0622304,0.1,0,0.01,0.0277011
+RungeKutta4,110,11.0,0.0724611,0.1,0,0.01,0.0465637
+RungeKutta4,111,11.1,0.0882387,0.1,0,0.01,0.0756534
+RungeKutta4,112,11.2,0.106540,0.1,0,0.01,0.109396
+RungeKutta4,113,11.3,0.122626,0.1,0,0.01,0.139054
+RungeKutta4,114,11.4,0.135494,0.1,0,0.01,0.162779
+RungeKutta4,115,11.5,0.145385,0.1,0,0.01,0.181016
+RungeKutta4,116,11.6,0.152522,0.1,0,0.01,0.194174
+RungeKutta4,117,11.7,0.157123,0.1,0,0.01,0.202657
+RungeKutta4,118,11.8,0.159410,0.1,0,0.01,0.206874
+RungeKutta4,119,11.9,0.159540,0.1,0,0.01,0.207113
+RungeKutta4,120,12.0,0.155745,0.1,0,0.01,0.200117
+RungeKutta4,121,12.1,0.145239,0.1,0,0.01,0.180746
diff --git a/modelling/data/abingdon-all/resident/dandelion_simulated.png b/modelling/data/abingdon-all/resident/dandelion_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..5f574835000b565e46cfc823dc035396378b5863
GIT binary patch
literal 32221
zcmb@ubyQVd)HezuB@H4C3JB6AE!`kp0@BjmU4n#^v=UN+baUuZ1O!1)Iu0$}-FF>)
z)#vefzwh2Zu46c4;5lorz1CiH&R@(OrlcT+af|pC92^{mjI_849NZ0mI5_wj6eRE)
z&Vk7V@DHD}#1m&#J5y&jLq`)hc|&J=YddFa3!}TPCXP-PcD5YMY^=<@jCakQo$a0Y
zSXgX+e}dW0(Ts&g^1Buo1=U_!%Lxt+%MkV#K2PYq1st4@jEuO5ntSR-8nU<g;z?)v
zdXt#6wCD#Ej`jO<iO+c~)*wa}g~jTH--ZWTveg)h8`K9a*DMR?ZXz=)2?wv^9Acsd
zpm#y%FNIo;9KT`T2<mA%N<Di!o%Hp-Tk6i+X^&0buRhQvA3dRvkF(gKDEES}jY!UW
zZQ;NVq9{Ae&Ty!(pRAF{gs=ZIMFja3>|^bw{qWSVkCYSr|Njxj4vMQ|shz#OwZV!f
zm_2w_JEv=<g-(^0Lj`fnUQmyv{E#+ilh;uFXfOlUEGE?FNH;7xI;o(5eg{!ODn0#j
z|9$M6H!BBQLquk&_l_o=qNR>Ry23ILq`PEn=Q^lZS(Q{&RfjN)uP!ej0~^IP&{(r{
zAISHfc~eXCA6r{2<>lq<=KXi;787-zo$M~YA4(+9bDw?C*`@mEaMYOH>(IKK{jH_3
zlT+oR^X-q0on&s(&z`;0>?<UzJA!(d{P^<5aeGFjGDXz-7Faih4`4>LCr2$;Oe{_N
zv5%7<%3SWHUv<?jy=8E5aUmbr3_vD-H9oGL?gH1=pDC7LYS(;{`{gy8Sf9|9_sK$>
zqS~PGc$Ecnjf52Pc429=O0;S<s$w<HlEnnXrn`J^*rS@bpE%homZ79pG%GthK_1Tt
zDIj+}0h{86!gN;*)zF^)`5Zy)>(>wbF4puH=c9!Z!7$?+XJYSgu=J5)zNMcp&`LES
z_m;F=dV2hLV@A!uAZOcjpz(d&?Edq>KqeEs(x$`Y2oi3EG_i)aBmMnK(OU@0gAApO
zD!kvnzgIl6BoMmSjYNlV?|sLZS$gs1=6Lm5-cgP1Q~~pHSK0@Rn+jB^?U09DTm|6*
zw((DB?%fmV<6C1q0UN9M`m370K8xG5PmS}+H;JsQtcBekmZbCZbIgg5&6V_vb+d2P
zR+^}&s4)Qu$lYM#o`dXYcNmq<giA)!ug=Y6<m6O0>b5_inJo3C75CiZ-l+U47&kdN
zIlS3&c%qVapONvgM05t$;fg(vwvd&Dg|f0_75;|sgx^VzzO03X#TxtQR<3-?v)K<X
zift@X_%$^&Xxye;lHR?4UpT)x)llQ8P__Y?IhejY<R0<~^AY(T&Rn0zsgE^LTvC$A
z4Rz0U5n4V(?w=iLxvbvbn9wA{>YG;A)XmvF<jcy<l_Wz>6st1pj;E6%i_3JFm|qS(
z<Z@`_@;%$ASv`@W@EJ6uCP-(}fvne_iKv~0voycjnePne?^}yg6r?kI>ygXn%gAli
zj^c53aTGm<H0}bvSQu*R>grlJmBqB7)#zRxLCh(e)}Ytq`B~_4Cwd-&G2pq5cP4pO
z(sZc(xu=JJh0P@%q1JUn`@k4`2}gJSxWpR_MwT1Ns8t~@A#SLHgM+jCk>XP6Wq5e>
z*jFsyZ3Gk5wc%oZixd<G?q)L6yX`k4Qhc61eY)ml|2QJ=v(M4gd*)O75*o#~j1=D6
z0rl{3lWP4g!P0Zf1KBxQS)#n;R>MWg+=24}iw+!O?-02M!BZ{CT(=NwoXEh)s5a%$
zfq~DR@m1*RsV_JVg+6T}mOc8Hy9D@Q$5UIrw2O<2yT|j<Js8}R{mI`C{H~7tR(*I<
zLbv@P9)|C44ZpZ^bvn}WZ0|?!Dh<{Q_3RH`msPcsUOQhZufz42rF1{NDQ5=`j9a%<
zFtcKkf?eTxUIu5su=U_+8Pz!2oHAMYmg5MPpa(otQL7(<?~D@I{^+mH&zEUF+vIoQ
z2>Fg_*1;nr$^C#7qs(zpwpy15*FM=0jivcG%W=m3(d_K36d6k&yyK!hbfEa9iNi;3
zQhQBaJrak_S-2~3)@`bJ5gJ2GI-<zDCO1m-nzV_DiJu*B&)V{q+E?uuBXYgiXx{7N
z?>4;L|E?HauFvC2;d`9vShhp8wB>izaDLn=l<0GINQaEOu&~e-go+ohE2f&tzraB3
z+JA>98%yvw<K;Io1|Ea20!OK-PJO)HCH8uJXwB2dv&c(W2;2tI_KzH(JAuzYAdzCi
z;{S92Zxa~VdTD@GY1+$Y$;<N|j!V#bv`keg6`OnJZjf`ARcTYOQm`?!(IaYZ&PYm6
z@9q4>(X<;ll%H^LakKPDp1RMzh!P1z;$2-`)t&|i$srX4i>RWaqT!=pbfUT1g;+U-
zyyK5pLPdvGWwuj%2VjRT50ra!{VonxeHiVwLD-v&iH)6mKu5=GIR-8`jDv?apO>Gn
zT-tJRs8ekVA~M;*!9j7)#fF`q>ekZ2LRE9fq3N?{&f~IW>tRtlZ_M5*pS|WVi}Jjf
za+}T{xw_c$i`L!*hlc0J1=vfzK7pf2W5`JtRWuJJB_-)Zjh)cy#o1=VR~&5Ynb8`%
zbkB=k?&&<6%OBh=yrv{P`beY0^4wF-U)Y0vZL}cPZ^nP5*fo1ZY(x;UeHiHP??1f+
z@zQs&9D!7E!g##WELt0Bg6FM#YF^~gv|mfb*NTdY;iH!?Uy=p{1W1j^N}Yq7eDveI
z!Bda_8=CerGc$hX+L`Cs&`!^`wzjA=em6*Sjqio$!KKqzfss?_!sj@$%*@OvSiCyo
zvV#`&Iq3KtZcY_K&%i+5gTD4p`!hGr`pcSpYOeGQTg<0RbQ`p%86G^a7nhLW?c-fa
zHSRk*-kFcCc;B$qtW*7dgO{z<)voDa*ceLN{=E$C^{Y7lO;&MIY%LK2mMpL3afzEK
zq=Md0Bo?qO@`{S$V`Fg-c$}ACJx=9Oc3mGG;IkxDMi$50)-!v<?^bde-t|OhTx!pL
zTC{4XqK8@aYozN;fa~4Z5NTr_YzM29KvQSCEojq(v8$mtb|$|2R?`tR4UMFP@C1Zt
z0EaQ$wl^-oCSxPCzG@1ok4&<fS-VP_3E2nRL+n|uKw4N=CPTT6n_wSXeX@hzgcTZg
znpjmA+=)ZiB1d07tuQx-3evc1HRW!Qxz^cv)8UN!xKxd<K<UPT=m@tp_EJ7ov3*H|
zGy~xy_p+C@M3B(E<HaQXf;>LTMx=|gBhAC9JL0$lL(yB$biAY$6f{-{(#q)&)(HZg
z%ckE7ctM)eV`H-@cSE02)<Z8FYpQ8UIUs?{c3$Wy_uD6auAK^o&*{E0H_O7ewl~62
zvG9&RX6!Q?P@|(B(9^3-eI!(l81Ne<cT9Wb<vJh9U63-h(<+ZJRb^ur1?ORIBSJv1
zJEP}&VsgNv$3On<P;&gRV_HzLH;u4*vA-9223>68-Me=R)pb;5kr*Ug52P-{CxoG<
zAa$w<zAnrb8+Z{NfNQ@x@uOjua2&xbyD9Ew=d3$#;AVz?i!Z$trf&1{CX##9rXf#Z
zTIPmBou?jry(fjwzH-7m())e!K36ZDhwB4n5~JMvcBT0{y5?(YAIa^}$(Yc_`4(vr
z&Lm!noNcAddVd%Y*UKE(@F|#PsER`n4kZEw-U9XAuib=*5f9*yY-W;#9P91HxRHqN
zMwj?de`u}Up}ay-=t|{vQd64+dH8*Iu~-<<0$m!WBtQ0I-AZl>-_zWtY$9;%xR5g{
zttV@D9?19G^7z@S@Xfg^=<1YVh+{`<J|V!Y;TN_gNEH&-kC6-Mx^D~ZLbVneZGVi7
z*a!lo`X&u2%K|s$``u@Rb*}bm5hyi<OZXlMT~~p<*@LL0`aF95SO_ZP^9nlcb*&yE
zmsU~}0%?zi`|RmEpHtZ6F$#y)WP-|%PH!~w)T}nss5NAODJVt9Oj42ZG^j-L5jJNV
z1}^GGrxP3pJNqC8MwIcygPWxN5JIY;fgxx5Y#zm6{%kxRy$B@<H@+-dxR_p#y&w4^
z4{aLI6?2$Iksv-5^Bs=MlHxTNVOjp26Ik`?vrmN%234gZQ$NW!QelTZFDA^0B#d|5
z`9u&-`xT8;B|_8(q;T~?bcjbU=ZG`CCkiVHa`rpLrN*oVGAfr$w~0_*QejPhpO1ok
zvgzhmx~(3;l|$K5(cfJ!%k|MWEn2XQ7lg9*cx*L=ZxaO?qxYih(0l>=b-S%gNF0%^
z0*l*EymXsf5^?Sa^etqOB7(FK5`!ZCc-%F*8aZ1XUQz;*<Ktk;^PZ41jHDDNl2?yk
z0de7x>tK^dK`V}k8+R&8#2hCn;eth*h0j8aRFoF7hm}nlLsbry8QO%f2ObZ}M%(Tv
zroW&)y3)%f@qst<8_2{p(Q^jR=*FjUmS0MhWWY<pXESy13XnyONcxAyDp!%lsJ|n2
zrs)o9lv@aLHNDjkm!@g{V#%gjWTd9>Q(?J)_-MJHBoc}BSjFP&y~}Kh3u&h4y~#`O
zS(me|+0TdJF`c2~H5>Jvp<d$b162M`B{W;}to&mxg4{_Y;ZPj{rmrrK3Q`ff!_HSV
zTU0!r*W%o@blmIZF3h`Yi)}C4j{%Fj)lh$Ug!sx(5++Ke+5yUfAY7bIgi4mDpx`SY
z!H6QXy|cIURj5Euf1-j}+FnZQRu#h8$4DZXqtJ@kll<opBW!p|*)FEQ?=J&rXv3{r
zPgt|W9$-8VAbx$gTGMh-Oh07gzsuwv*+uX8$-Yve{Z<TlQJ@MXp|^1rqQdRn?irqs
zC(Sd@(FRXiTT|s&n$(6qess)>3#qu*Prz-<BOKb%rWL>ux$%)r)ER#&;rI&=))NX(
zfs6g`^k&#G)aEZYvTvf*`(`rru_SWTD@+6~W3GN`6Op)yx`gfeyky|}qPvat1cvqU
zaE#LwPUxtJpEbcr!Fwk?<sXPPfgRFsgvn`|X?g6rMw}6Oobxb3MerXGAea$j^6YMn
z+v4E}kD_$L%}!FeAPhK&bK&H--^F-m?R>`?t(wnavrHd-p$$v$++J*jTC<HShNTOa
zwf*)Z!M@kn6rUcffI_L;SkTJW)^&e%NKPO*IeF0Q0S=o<_iZUh#|o+k54vKKlUHl^
zzsaeu5C+03UpCKub17@<A}U74F9W6eLh7+uHu<ljWPJyRhYP;l2StCud8bK|Zf<vf
z6^kbPEi^Q;nkm;5DggoAYJ?4uH_1u*zI84{+2~)qwwl}q>&X)C<`)#G+&Akt^>(d@
zWj!YCnVnr)S_+Md(pc27Z9XyW++FO6ZXh2Isi5meT;x>JSbFQVsl3RAj!FI~Pc~-8
z$-2enB)+>_R{chf+ZME-O47(Ei~i#tfMMi0EPW$*ijOj@IvpRZaaeq#?pz%z)JYnv
zcPXUb3V;|0N!BHN`=-)4n6Eknp`xN9!=qJD>zR8!k@$?w+6=&pC>`6nPdEew?-N^Q
zgGoq3Fv<8<Yjv3roEo`^Ga9iD!*_+s())I2LnsRNOym1_)AmkF{VwDZL`1cSmm`f=
zm!E7Cb4|QGtiNG?i@&XIZLISBd`^<ys(s2#AeNwgs>`s}Dt{pIxc`Oq1Y{$=yVal5
zYB+B%a*vRle3R$ue2+{niFsp?^W$;ztlfkaiY%AFb}IszrBvwqosWJ$YTp7#{|GV5
zI24^yJN!m(8lo;F)Rxk6Y^>`ZuS<VIWY+^nFE-&|Y`c%7fDafLY!imk)<0K7TxiTZ
zBbcg|v>=%CWtG3Dg1LN-Q)zG$Pz4Wfd_TTNfjPjxAmFOz{03W;5XKusw%#TB!t)%S
z9fowrdhZ22xeZS6Po{y&AI2-(;|j#Q3;RWAufe@#sy)d&w{Pc(W~Roc!2Z+p`7NJ>
zgoJ{4yj+s~o6c|&@q0_FPou8C`1URfi{iI$-yT)i@cC2H@0y`(tfodS47T1jr;>_#
zXRY_#(+kUTLpP86U^wRG%Uk%b+0XG5g^{tvGNT{sVJ<~uX1EDINzwMgT9q$$c>$4c
za_QI#^_xTGK?!<&gGQKkP)EvqVo=A-eEL)v`PFMt1qIB6_fT!oiCie3*x4{L-=7;`
zd-3JVV|vA=>LA!K!H30I&TwIL4>>uNJywhFSJ|u<b5z;+0Ak|tJt3j=ZdE&`OdD0Z
zv`n8hgkOZq>{6>Y6&Erhfw7U%yT-=U>Xk-uW8>_bh=?9mZjg|F+{-PN<NFbCxT>S|
zE)0K7sQtF3rDfiugJIlpu7hEs@ftyp-E*;th-4P?YZCh*`89q0%?AOPciCP54EdkQ
z8D5+osJ->HLbXZpTtnZ`p;(5)h0#Hy=zRX|x9i=u6#g3K=f=VA%W%5c=YRid53hgt
z9j4eG=7z`hE^9QtzP^B1Syw1+c=j0=6&*c3Q!K=@Dso|;i2WIg$v)*^iuT$qaD6;^
z($>{g%Yzqhd7XaH6~nN)YVPA0G?vDGV;ibX<B<~G`0wFLc9z8qV14DEQYkTZypxF=
zoL4&;D)qfTqVLyq^XAP|mBCl9#njdDbN;z=JrZ!bv(+PdaZ?R$Jpjg7yQ)glqGDma
z*U$^{RJGEDZBCZV&26=@a^sLmz*y|UFvxjJpOU_QDLE28K0dkiy_Hbki&JGn7SX2s
z>JqTD+~t`Fqmz?G^*-+v)0sgjxw7xcVfsaBt;%euKphtc=ibK<tRw*crEP4AK}jzY
zO)l{4V=#v0n}`T>z)r+8Ha<EaMo@6woXr0)_k>{MNrP+gDI*h;yo=1zj~@jifyh{i
zO<qUzAsi1Msv%*LJ}A^I)krt&M}vw{;{p63=j+?tZG(=9sd1)NZuH`mk(XCXzAN(L
z`Q^o#oS|VR3=8nKQAtK9_3)8m0$d#4{^`@_!;Oid3IIUWd+-Se!dqHeU=#xxchzHQ
z=~wUGQM;_)1sqW|{sfY7M??&WGSc9o9H$v?wD_Jod~(mq(sH3S0Ack2uumrQ9g!-U
znzU?eYz6M-3JOuDj2s-Q8zAIAZVHC#)Yz)8&DWMO8Q0&-Ud~hYggeRXIthRtFGhz8
zjXztCoDb<R=+6+bY}(y*%wc-?sr-3-{O#)I7@;61WhJG%IXOAFw{O22ukt=|JkSEW
zf1i&}`(l)JpP8OMRxAWFe=povx6U!A0&SU$f`SDwW~x0O$jjuHBSqvvMWwOS2rxfW
zhz*G+U<Gu@M%n_AhpZSI0D84BH-9xc`ozV%|Mvd+n5soM7ecC2Dq3R*M06g)6@Dm;
zz-m3pYJ$~O^8z}`a)|Kl`}YLhs_HQTuS01QlN>$(>BY7N2h~hcjwky`rqM>NrKLl)
z3F-;C!nZ;)k3bnR=<wmr#2N-kP%ok9JZVyVd|rrQWiT`>ENm72jLrJa63Np0re0CI
zDq}!%6my|rpf{E4ng>&a^pj|VQLNzlK7u{eu{m@fK}kiZ3LFXj-XJ-{|J-Wka|zB9
zifIl#DupfL05AW{qcGSnj&Ss-p0-FjcSN&ps=saj3eVD(H4}U?AVu*Rz)=2kQf^`%
z%34$sVKq`*=-Fyv>B4g~=4G{;*tEFZnBHumOKrX6+-7rRc{N8F!_XI=s&-`gd3j1g
z5sy}qj-78}XAwec+Q3P?JMFy}*?4t%);+(8B2K$~_eX$!L6GMf%CGprxCBRe)6&`I
zhBM2({fJExXPimDs|)(}Q-Hk-Ht#yGRU=MGNxD&#GpF^AP!CRwWc*K93|s_N<uu6&
zvb#Tc(DIkC1omHfMxNs+NX(xRdU%3sApO1uK``%D<DMGk^p5+*!H8n*C5%-*xO<%>
z1bI-z-#?Rcd`Q^ad8!Ky{B^p?^0%Ms8`Uuz7-5Y@DmMKL|G(n)j3!1Vl<yyLzWsJY
zR{KA%`5K{%R9IDb=mdh;h<Y%L_&?Fs%>eW6z#Y5CPGWgAM8Bi0ZtL$v$Mym|)Bnj6
zWk`1qhVlOyvCFJRnE(3NZ+_nB76LNnyWK$@xqoFR5fS+RBm-GFx%~emgWI>o{}shm
z+Z^b5U{U@FiUOikl?foiO}X1N{zTTmf879JB~<>C)cE+4|4M2`xA<MxGya<8Z$%-u
zzs1k*uNw@byN!?kpOiEUi1NSliYf{U%D;wg&7a}HCxs;=#+&b-Q;k;uBCj&VfFX~&
z`g&byO4`6q-(q57`p;0y-*V9Yvu<<q^Z!}5GMfpmzh?Z8Edk*^^RJtIEoxyw_n)Bw
z@A{viXO@<v{;ykdusZagEor|E%I^Q9`c_LY3(a2-h5;|K{Xmw4<Csa342)=~SXm#d
zRIEJ@q40embliqDcpfw`Fu?A*{^SHu@lC^ebHut0t~t*C$bw-APjq#e#DdXd-f)<?
zjvEFc@VIS0O+a(JJXvBucH9`RCbwg7NCRn2N$^i9bchr#Cyb+!SBdW1U9bE~esEge
zNgf9hc^7TEHzi1Vd%|eftLIGu%7gcEa&qBn8X9j|6*HTg^#sN-YiOXbqC7tJAGJu8
z6I{CYt_&#qV}UksTH6CtPI48~eZQO)Y81zYhN2J&de^RM<P{eu<mEkB8ORO+w5JGD
zTue-6>K9mY^<3`HtZ-UVs8%cr_rQ(ZT&k*ih>C*pYI5@Ff#>#2TZP+}-lBbQaBw$B
zX*zO*cb9OsHlR&9O?`cRiRb6ubPNn}GcyL&>G%v9d0%7W;_kDvt85VLZ%yk1z_PeK
z`w^Fr@WHPHn?OQDKtKz4NzERRV>OvVEH^JNFWD^zAGl2R_V&iUdUaPuMy6PoUQ0`>
zpm>yvki#^hNUKtkn1p1AYv6}`3RnJD&x6(boSdAFGp+Cko(o+u6%O-~`GtjXuU`|c
zK${u>W1RPuor7b@QSvPFXt-Es=#+=q+6q*0s~knh;HvL0DFqBbu9V%{-nL&EDNVPG
z%jAxtAPxlVZvH`cPfr4*|90ms6&01i)6qMvbq^jqQ2I`ah=`ca#iZZd$k~Z<k^|1M
z`A|b%o-_b4@A_DxTo$_%x|uV$eZ2wpkY_^kYURr0cGQ-NCNJ*emHcMNYdz6VLZCtV
z|2@MxnJ-6n@vOtI-03Gd`{XO^=~-V94&iDr0}oC%Jt!Z@8ZzB1Eek5-y=|8xw-Bwl
zsHw$^(R9&MJ{^7R_iFWrU*$0j-#7@y_+X0O<Paq%D?9kHOiOI5y<Pmk{{m!CfQ-IF
zO*6U2%K@jOk@5m57&^-Q@ME;tG6oYEg%fVc5HQlkTwaY<H=RFlxkvIeS>0@=szrLc
zP8_hs)rV1v^WH78RiL&1Ond|d%mJ?yr<_@zif>+u@Q8lm&hrk8z3gbg*w1maZk8uC
zP)|7+1RX+r<a>Us`VwwVe6Aya1!?C|?b!T}$BhUFhvb9f4N7*a#Z;h{Tn&k#y}-4h
z^aoii3g~w&uYkC?71T!|?0f?Y7MQX5jp~$JOSTUu?0R63b6SqMu6_N-D+T{e`8k2#
zK`xoce;GllBp}Al|D5s>_b&ft%a!jNc9U-9sb=?!K~=?kW{HKpnSe67a^{Yc`-3{%
z|A-UVVbRjUoU*l#Q@G>>{FXCA2Cb;EN&4=(pDZS+S8UtVOy%O9MRumSK`qAFUd07I
z)B5L?7vSEyK|L(@SFclWv}cn++YOegm$f7j71V!{E-0yAjUvP|-2Dq#Jy$M#sbn|x
zEBF6~L_mXneWPFy4=mF^Ar$;~9Gt&?)%H3)_J12;c8N!MKp<r%QYPv1K!&@ULB?XY
zk|o+f?r{BedRLi6Yze{<HoBF<Ws~)H{Jwz~mR|#_?0<tMMAvFnyK8jtKhVwS)|)qP
z{*zNi%M20z3jF`506?|>R~`XKk(*ofKS}lfgcRFg*)Emt;lqd0_V#7G{5AJ}VWu@{
zM3DaKK{@aGzofsRp`rgwH8djPzoi6V`TvunU^35N)BZ>LTUlB8duS*0uj#o`O$Wab
zaU&X@YFBS>&R@&?vnH^o=TSg3yH#CXjeF;gX<wfW%AY*~_ZwOQ5?ALs&FHOPSUt=N
zkoK=dO-%0pwbJdkM=#|5QP6#Xe}<Vs2NY>pC8bw?EtV5pSP2NZ9se2lPoeTEIa&5!
zxfzC?K@#|DEyC!^TnYYN#KE?_oG8%=j(|y<I!V{{jq}>DJW#uz9j=ej>YBAZM`ZUt
zwui~xz~j)fR@$<e0Kpw0dT5Tlxc4^-2G}_CODb>W_t|A|_Qhd-0j(O_v`Lo{-Q95g
zbJ6DWUAgF*gjxkXJ@S8kdj#cnI2+)v4we~VmW2J~0kOB9t8@qTepi<j?mI>>55Tjz
z_Aqj5I$pBw?(PQ}1ewr5ZCC-3Vm=4=mcA#EDGrF#6bIy_LgF`~rF?vvJgbUp<r~rJ
z*FLY5=Vv?>)UMP|)+WWB*`f`&^qt$<qD4^2T8tH;Tjf1C6#R8=w>^+Sf(--$|426U
zqZN+}*lDsp9UkKj^f!V&r)*oL+SRf^$5RuWO=Qv;JXKa!rvFfD_z|i4v7}^h75L-I
zk50y?2EZ|$y1KgM6!=otc(v7#89>gs*w}aL>grYxz!glu!&_hjgf@2j8DXs^&+1cj
z-e`9_fcaKkTwNgxOG}0NHH5Cw7e!CXMST)eQyF7oVk}!E2P@0UlrSj-8G*XT4m9}c
zqK~t$n04!=pFT~so^IA<0*PF|`l*9M`SICVPo8r2paVBIx16ZxbL#u|^No@Jk;Dt?
zqw|x><f}Zs=gO~E0-i-iUOtkP$6mOJoY(Ok&_|Skt_qXR0HMOn%gei33CN@B(#4*n
z!jXP2AjVtzkP<+uVcH?lFv8j4hN@o-ISdixxVgL6?yrrMy3oK~<7G)(>|q8L7R_-{
zRZ<3N85!j@V;#7qtc(m{Q27ttb}^3|5FAx?cCK0<Ezefp%F3eT1^ORf3(s%@gC>20
zKXhkjrvlWq)r{-#6G6}}3o-%ED!wIod3nq0EPhhR!#w)1wL;p;{5M9fs{3>=Tvl{3
z!Q?EbE@yu0)0&)X&w-Y2>>aW^Yc4jn@&or^43gacWb^QcXpiBdw{WAT`biF24N^Mt
zgs*e?9d6X3|MygGM@m3mM)A?qq1nNAe1dUbk{?K@la`hJt^FhupN>d{Ff+NUSgr4j
zz@>%&Ik0AYeFp$xEJ(Xm`-(2rHd!0z_OlTbZ<aE7J*rE$NH~Dq)y6;Ef!{>qA#leU
z;V_>(Y!3b({5*=>%+V;>Uhf^b96@0?S!m5qz-s#%NNq8X-#$92?Get)SAE|NB=hN0
z=wzLfy53#pJ7m26WD;-=ln(Q)1cC14lj{ynH19h~=IGxXZhC5^FRhDGObf}J-j^zT
zVBjPdKKSrqkCfF>VT%a7?{1Hi=VwqwCLUO6DBH1!OdK)~0{Tt*1;LLShbJg^eFsQz
z=n)!&4aj)?;092G%fna#rY){c1T`-oxrGmMLZqF|Gaj+?>M&Exkupsu>ZecZkiV@|
z{$WEGyVNp8mu~&wl|JSz-1-R^KH|T1tVYD|TJ$Ad=qm51`SR52K(HJ#ufX>;#Okmo
z(20v~X{!htw!1jB)P*mm8trf?Y-#<vk=^87<9-}YEGZd%U5Mqv&Q>9HOI2{J7yLNH
z4MYrBu*kw9twWM*hTjd}p6uEZ*4&DxQ`Jto0%Tmy?vKs7CGrHS-4AFiT|m5MfSG_S
zI)xQ5cS)s}Ms-w}uzDSS987xZv3Ts6W#7M_JHHHpC;b>+5w}=qu_S#JZ%$Wem8joX
zE?cmc@}MCk)5eQnRlX^V2J<d1MU4MT<kws_$)1<}Vp#bjHgP`ixC}yP>m2w8AK~ER
z15cKOu0G?k-svPn7gl&|>=ZtE(x;toYo0hDFt_N2cS_D#fAmZ|1nIMo9Wfo-J>QB0
zgPciDtF)@BCtMqvXupf3I?`64Qz|a<lSN0Fp0x6Hbm@pX&%G(F={Y@jOxQbG=M+<~
zOHxJD{m?>!#}v(&A79E%&>g356X(Uex)gH=sMH+{Mgn;1LpT%Rt}w0oLUFyP%MtOH
zi=BZvI_qH#K8o!Nl_6dFrOpa1M<1T+?ha_1)gjOMnonGFFmuE(Qkk%NM7lG6=wVlt
z)*52lwv|*)&!<2Y1)VJlOgUBFpcyEZ<1;hm`-?|#RW@6Io8)%DfRVRKaIZ<zLxiBz
z$PBCR%#4B_Igi2BtX!O-`Yfgj>b}d&m$=+tNyN+5dG-B!vODrB;LU%M$Npm!(w){U
zMe)3AsY7S!O|E%C$jJ5bcIbEC_?`%>Q+o~^8lAYNICY@U3I1!M2Faw~*jT*RQs=g^
z0zR|zFb!{b9!W>MN{?L2d@HoOat9xSdNUAmP0-Vnz-qncY+DSx$pZI>c6U6@_OVoJ
zJ!I{y`PtZ?Y;5(K^wq_MnN`ueec=hV9>%YumSeLpkJ3H(?k3Vg{aGP$XVf=KG;rZ<
zSf2{3UrLRbY{4ZrHy5a$FMurk_#PcySa%K8mVIRMF2<y*uU+(-&tm99qIhDegai5A
zLCpzw!AE(VJEVgXpfLYQ)zfr14KV31QiQw8sD_Jm94NfPA#xxeAwdu&7i9l%oR;8G
z;ow)Nb7b)waKm(h4^d?NdEO+q7*-di68h%8xIKNf$k`-i+R?KpR-f+~$RRlW!D&vU
zILs^q3ikC{0bpzuy0e)W{NoN$0uimTXS<in^wHBn%^MdN&p!8w#m0So05p<Oc-Tgs
z9?U<jLL&6v8GboAyqpgHXdWnpqb129^P3TSoHR_?PS^ails39`|NecoOO#5DA2Pbe
z;phtCF_o3L@&jjyPN}Nxy}i5{NZHt5E#xQB4nW|!ru<cBB-&APjlBG-IgYkEIM^TI
zUaUnx5$YuvmMTH?ztV2(q_QbP`<2@P{r`pSkzX?Tlgd&xd}B;3%va&aIj;+jdd-fk
zBc&6E9=aDX)r<X-O`tEr=m5w3vOBy=@`}dfy|lP=M!qN2jZvZd+Lk0Ki!D7zJLm37
zR&#=RH6XTJYcC(V6Bukty=}xQz3VT9t&~kG4<wKFn3i~!P<(AZ>*ZTnLoRrC<A>XQ
zl<dGm|5M>eOuRF}a5eNJ(DF`HRV{0DlJ80pGzoK)hK?=M^4acsb)S|@D0rkc1AaYH
zVRY0qo~BiWEUs6Sry*LrMHy~N{w?R$PosxpS(#qHe(f%9HAntuTF<9gC=pGnE8O2Z
zJ==^9@q(NksU0-CI@gQ8xY@lqXQ@@z)Rn#Q4X0rOQUi;UwZL9$bPF)y)z!Nc#Z#rZ
z`uy2ujqf@`bY!>kfDhGEt={wU@Z}>ch^*qe?F2L!Ft4yvkII&LIPF!K8a0$al^T^e
zRC^eTaNIjgNmr1^(ZCDB`XoARU{HfV)O}rS^VbE`vMsOVyA>espjx`w&)koms1u%E
zaP~cwm?J9wydu)ngmwTEu-b0}4&c*fppeq>SX}j$g65W$l#8a{wC<btS&8jV+IS<G
zzn)Q}TM`n7q)(Nm2N~0CwiPy7z7L(nw$b6@kY;2h^c;~MN;f#Smq2XpfaHZY0-lLb
z0xihetAdN9+xV2(90EFLTh1cRyA}7Qw6kHt+5WW(#b(?ws&c}@jbG4$hva(Tz9Hnc
zY!iWW$++YnKf+aCr|xN_Il+Yni}hA8DXYx1mw19M8XjNYPH+wmbGvUQ`umXA6VIak
z6=J#rd8XZ+(;GE4a#HK&6Q+NHA2G=WfxLE-W<l<g@LL%19G*1CLD1I}$H`QIBBsTY
zOFuML!pLkU9s{ZHXCxB!Zmiy$el&LB1!4;-=Kc{;lOGSG`tuv-&*m?0jn$@8Jr&63
z<aPP;D2O^%xHSm(BAKW)PdY0Jr1P+jz2A?DMoC1K8b9BRxiQ?%p&h3RWW1ljD~!$>
z+Bl}sZO2j+J1NFVzw2h3&Mf%;h?6P}OsRCLRCWw@C>1b%2jX@#!hx1bFIvyy<4S&_
z5q{-*$q;D?-8jZc4Qp2?z!Id=z|sQ{<a;!_{i??rH}&0?$v{<}gy}kbbHUu;tK~n3
z%T?0VwINyDld~FxyA^-YQ05o=b=BvS(t89RJGo4?5$?K7u=cbQkQ=}D^YQGAh?)2o
zOmCNG`&(UK++{-1ceI+2b2_9=MQcGBQZ>v${dOSPnf&*Z#rMD*0+Ricu;kUhj$u4T
zxz~&Vdrq?@BP(9)h7^)K`}FqX>PZm1u8-bUPxKdzMsu(7cn$7alazWxf(gj2-<LK7
zlp#ck{KSz7GX|b+AeNkBbI<cg;iX#Vx52qrbtG8-{R&_bp?A9d8mgr)E&{>^gxuC_
z(2?F$MmZsPX<Iou{@ghO8Dx9l;s!2qIv8Xy{Xz(ovrni=eurabId;>{0F2TAZ0mS5
z<tC@An>I2or;rAuq74%(OWT-F{BnbPd#9c)$CdB*oA;%;x4WA{7KJ^ECm@Aru4Oh1
zA|U$?w8N)zS|!406>{HWL#;~FNOU50aT<lx2NDu}(z0Gq&o!pHt>&}AT^)#Z49vG}
zN#b|>k)jdm`psh|Z>_Jskv+f2Dt2`HE>Y^8!boU-xgk3rhaM?rjN(Wo$!MH*T%6d?
z^9-m|MWKtTN$<U0c3_evVm0t@1Re}ra&l%sm|BMPu;|vSbwrZT!o<;+#0sxjMM@er
z>*FLb!s-B(Xzq9Gj;&kYYX?^i0(EIE+9no``hbxww>4LnR!oS^ec0(B=JChCz^L#%
zup|=l^<MJ=jOOY=g-H+J)1@yQU)9zKF{go%+GKOG4(5XLDxL~T?Sg+q%b?63z)TcR
z2@qmI>%rz6ePxOm%Dsi#<%93uf%Noka*|QEfjo^hdISW=4SO>2%QC2zS=xQf5HY}V
zFKD)$4xu*q$Fz@g#Z+fyeTbA2;S&S$Y1N%oCH1C-br#L9UpI_xFVktSk6dL1u1Ooj
zNF8sxWXET+-bY{3Z303JdzdhQ+v-V~K>*C&4=YCV;HmiCHskrX8db?X7H~Ya+mQL6
znsr1Fu>(Ti7^+`wnIJAM-UXOlbwR_QvTZ(EgtFybDk?E;ZEb4cKxiW8bIuz#Q&&&W
zu2D=Etblp1wY0U9f%q(KYg^(e;J$4z*5Fp^$ivoZGSeDB?}-Xz@LZ_a&0m^rd_sZ@
zAacf|aTXsdC?s}uNmuK`^btBn#&{qZ%NZDC0FSCD6Iw_uaCPARB9)EG&=VP$nKcH~
z2m3!beB4p^Td?gX@OTp$8EKhfz6V_I+Djot`S~#j$f>-Bz#kDGNy1&w#sjq4Z$MKX
zE+KXvGEM=yymDzKH>r0~^!x|NaH)Q&;73mbpzN=*IEuP$jOXl2S_-%LUZ|x2n)SS&
z5S{p;bg`zMUP;x9Tpo>Az+pMu34!aA5D^K8PfUanE|%Yc4M)e%UtCJ62h>H{2a*b_
zK=2<t`BYx=v`%FV5o}m=(#TS=Ca<GU?1!9!cfyC(bQ&+>f6~dmc?K{b+5ohG)!GQz
zvnQ@o^)B@6QQ~f-6b})vL0ncZ+!E>1jjhb${@UW+Id2kAEE2BAV+gtZ&tYn<@xoCn
z^Y}R9aA8rAT40g=dN6eU+lObs(}bn5o>;D&BWvf)Vo-VS-aSj*WusBXW{O~_^j7P?
z1lxHja`NC_VozEcnu3rW1RTI8+bp2hRBJ6qx`HrXH)NU_kjV`}>)oEm_7p<{C>5jC
zW3**@Y|$sn>Sh$)Qqr|xD=hXDLD4nRA6n~sGR|oP6lzPYNscmkZ>io!NntUuEj(SS
z4AiJ>j*(EHCc9j*mk2aUS}#{o7>;Jr?l`r|m7%a25ssW~wXnp|D%$#7<)+xGa3=s&
zg|xB{bYn1?r8)#Z+G)ot-nsygCkA+sB*MZ-B+V%OYe(lP{jUjV`?()Q4Bt(Q<FH0H
zll0$CsBWeY>dQ6tSP`4FXX_Ux`|tUAmF%zLt_*LS(brEvhBBalt)-`@AH<?kJiVXT
z4d2d!crN=!$j^7pYddzw6Hp6eC4u@u8)=Wu=WcZF+2Ex4XV_2#)rKeD31J*pHhQzE
zuZV+3PCf6*zemzC+I3=wdapgHEFJ+x>Bf%)O}!Y<SRwYJ2^g6*@Pj+@3|N7UtPW_(
zI!P_-6+H`|2=wCtw=DJIO$z|4LkHnU7*emEU^%BRcmF`ZS5Z-CnQen-XQ$G09`;g!
zIQh<h<z)!%tfnFR6BI|DIz>JL{WZHVeCX@2K;{i%Q!#?rt5U;-SN_Q4?!vxj6VnAP
zT@0ruU;Ro}kuK*cu2^>-bbV%Z)OIGn@G>nG2Svb$_7*BaoO&2Z1QOIOuY>Aro6{L$
z!vHHY2F$U$Hfp9z$U8~)2kubsXQ4bKZ+8>kZQR71sq?|D9wEsN__|EQBIio3qTC9W
zU2Z+94`L&6U2qsiZr>~?BjnAeN^ps+ps7(45UNp(9TnLMuTUMF{`v-a*`fGz`JciT
zQP;|iY05=9^5sSh;k_xm51%kS6-h_c&(Bj;r}5+2PIC%vbnt(dOa_DL-)hck!fo~y
zUfxPjmO^T<e^}NGu~Gk3?O<~UREUK~tV}b;UoBzKV9c2t0Om3cAyl*%7<U{yb3^5Y
z?>kS8s;V%Z<W%F5&ajy6KgQ-?@fnD5WG!@*%gM`9SdWN;*qFdZq~Y_=Qxot#cjv^w
z%QfN1m7`p6&uFc&WgK&nz94&x!!X+x0Qts$pXPC}OSJm;X`i~!P>D>JDjNndu#jv6
z@TtJ9?RctG<uP2OWf|2b6GxLzH^qufdvAm7hwxxn4u4vuU&LC1xm**AAUm<UZB!GP
zFeu)-ft(`$xDUSl=E&<$2zbuMwvvy@ePBlI&#fT6ZVt;-pbog4)|fP;;k0r@KaMu#
zj<B6s^uqj{S#Z@`Ef0F#kOGBS<&blYKO(4>>w;$lD16zbEAD_JoowQt%Qi?Pn9B8I
zD71+0dL>L0dxy$(kY7OXX@zQb&Zm3qesVFR_*2#stJm{zh8yTTYeS~!0<OIRT*qmz
zErGhVl7@GHn(JNRw}U?N042quqTgv8zpK<k1JKZvg(nx~d=<5c!x8|02^sR5gEPC`
z-{;|9KL#1P#ty+c>_e(5Dr%IQfc2$i&?s8oCKx+eN{4l^ZH|%+_=CQ<0SCCQH%&#H
zry~=dieD5G-#0^<r#Bd53QlS8ajHrFF;+?6@_5r~K_T_Shx@fXttS(p;Q=<4yOflo
z&Y6G?(AeZHdK+D7ewkjg-zWPr{!5Vkm{*?U9b1M(IV67M;8D~x>j?r79a3t8bxsRd
zN9V=+DDG{ne19L!m1S_NYP`c#CKM&HSvT9dxCWrq$E4<4wg!K`a}b*l$^^4GEhk=a
zLo}ZQS~YCy;H`Z-{JE=D%*&{8jNhMyH6<#<<uu4LPF<|o1m|?hCgox07ui`dMS?1#
zT^j}rUL_{xzStc)kgssnf0Kjk@2+DfF5<_UQE1Z;;8Jd*AMig=DvT~e@*QT;sMixf
zTE`NT&`iyL{8RuwO@+0+*88GB8j{xk3F3qJ`}n*{NhuuJw`;;1ghMHuvuWx)eEcf!
zl`vgNQBt)>juEZ%KL$tT#YiO2zv?`1$p-NvY47ZQ{*t~8{kupU(a=xVE;&Gg3zm9Y
zxCAEO=p%%;Hu=)uV8cro@=<WAm2VWn0;?E*@-?6{WNok8IEdjqSx}eiK3(^?3u|xx
zS!1)V8a1{=W(~o(nJYS(^+eM34qW3(eEhzyH<$-ked{I{yDX;5WH`7F%qZw0jo%Oa
zHMsL@-i|y6vqkW!H37qni|)2%gNf#w2f5I8PGI>{CFHTsP-M`5qD<QmUWka`*STNT
zj9{J!oj-HKe;iejpCNjfH1v{e+hyXA^H&sk{Q-DneY8)uqQ$R}-igaSc7OGRta4u=
z6g?(}XlM0gge&aEX}!(absYx7hg}vt{&{Xvd=nU799cm-Dn9JW%frPfiVQ95(icL7
zNq*(ep?FBtHGRp?zwy@3uR%7fV2A4|aE!7c>MKkND(Mx<rrfQuQNuDj${k`;-P%N*
z{l>y8o2)~+3*hkpnLfluA2|B1L39}1I_O?m%Jv(}XTv44yf_zPSQeO-R$eaUT1!VZ
zhYY&{chFC`%`5Tx%5C*A;mj9=r?pK_EJ>0roWKm(VE_vl?asU}S~$F^ufE>$#9F_@
z1PXGMkx|O<=-d6n_?6WVlHafem_4Uy6TY$($25MdhAAZ3>^@YmubrKojO9M48q=P@
z`2C<MX=wcTe&QFXVoc3Wt>lf!00Y8rTXK|=lXb*3i!!Ry{%keqFcQo^KWe}_Q#&DG
zSP`J-P%!!!_^v8fSz|HrWyuo}EB-%^QZOdjs#7;VDP}quoDpIZ0>b&?2j4#1nbL>M
zw`>rLH~#GV6JQ(sN*6sT^u>&1d5e~cV;&^xmr%Uu1^6sdbW%&Q@|VM|zfKbB3bo|E
zowR3B5b~MAWqJY+e_?nK(utg}MX|M@k|7L}wnMIuX6iaA_DuMqzIXB2h^%J_B61h6
zmTuKsl2Ll?i9ZJoxKvkEyR#d<jr_Q(E`Z`iYKc5#LN>l%yaD(7!5pn~dap<qUFV0T
zF(_m2--5oisdM6|@%`+>r3`(v<64{S7$B4D4gcp$;#9xjT|UhTIWS|&#Ca<tuR<nl
z<A4tfCcVLAB*5VV>x)tPc}wO>c>zgWt%9|CS*pW365XS$ez5K8z{S>=%qa(oXc{b`
z^D>x81GK?W0@HUq=wii8vIF7>#rX^}%s&F_-82EE-EKESsWk8`j7%u-DFSbSk1TWc
z*+^2ZUu6Zf!+eJ2p)*`@ZuKVYd4A{sm+pINQFrnq#bk9bpWUDp&SNDfiTcr_r+PjI
zLzqdOXCYV=iDQ*!J+%(=Y75(wPG8ldsLGjNym--^aJBRiLAWUID2U3#-|8qq#!w<{
zIcTVAm<;w{Az|Ll@&Go`M4;i-G%sy!mFltRK#D%P2wol=!(@Qf8=!-?Fq!Zi=Fj=@
z!;}S*no4g!?(;(T(~!zjEta-`OZFnKqGL*p?+sSY=7ov+Hp4xJ70JW(uxvfh3eQMK
zryNB>S_j%@+XBhl@L_%#mkT3-g$se>nZRA(I`|BX5uTG5gCiqy5)z-3vF3DdARzcK
zU)hNt@t|Vt_JVV`3Zr}+v-PH0H3qfKt|Q9qo@N0c@ML6VV}bQw>&A^6&)P$AD*Uc|
zJ?6q_)yNH{{#W}C=qZt~w6eNSPcQ4azkH8`%UY@D*|TSPK0g*0s};n8l+9u4p)R_x
z)-Q8yH61s%W)nGRE9+Jd`WOb!4BT~UIEwwnI^00?)b^J)1-4q^ndf!P<rK!O=&O2}
z`vGjH7`&{@NNp^JPth~s6D3AWl9+X=nVA(JcGD$^8xu99+9kEMPb4&@B8hXNNHCp&
zO!y7A6BD!$s_8^B-$CyZ(KG$+qop~}D%ERx2O5YmNqI8#qDgsGxNIjMfR=GwJUl93
zQBF!tB|RXjUvWV1Nn+6~{XaN;vaI}IP9M8>NI)V~tp40j(uoz>mLU>2=m~mkWp&J7
z8Y2?21|5_$`TxsM`>e{&S0T{p>|XV%z;a~j;D5ZdrH;z**ZLsLx()g`T>4T#!-wOs
zgYhz$oSn<lj%c!LBP~8rbY!G@C$hZA*S7)*5Oa=J-p;yKFJLi~1xDHljV(aq(0S#R
zlxTPww~S&*D=KQb4h)+ft&dRwlRw~Ea$(}22LwQ(pFW>Ef#qe)&cGl$jU{IH&TT)^
z-t~fcLY>lt6QhEu^Q0*N7=Az}W2W9b>3rwC-xv*fy|YX!)sD&x0K)&8YD0gUY7t79
zf_vXC69?>l_$?Ebag3l?fByp9Kb^-=BCfUY5tK;;^d^AYS}&U%B3pg!TP#a!Fh@cY
z<BoBH$vkm|LSFnZe(rw!;a(QE$L_-LkzM@?jR~vMk1xEYWD93)JU@C<K>H_XRAwg7
z_b%s?A(Ouyb+p6k9~X#+ntiPn^5oUJYms>iNM3lnjaTFBYG@&4$o6UvXE9Q5q7|%^
zhTv;-t7>AzP((}Pk(Cty?@CjCO_Z9N+5_5=INz|GdjHv?S<UYAlRcg3z@&(guDvxB
z^mG5Eh(+}69>f+XpW`K*uZM6y1e`s_{f7CV^#=tieH6JYB(daF%`ept-oEyENAe_l
zpjBf?TN8Ht0L=q;-$1EjF_IgqH2Yo0u1Woc0UJHx<2URQz*TfPytu<F+74jZd&hG@
zptNzK+zb>AbrInXWl8WOdV|AqFQEC&m6=IXq$4X@4S}4zSlqI|Ixu6xf)Wj{KMav|
zzi<aOBefR((~g$ox$xnDdtD>K6fN-ewk^QTPzPFh)dk@lF=x<$8LEkf9Fdo(>)w72
z{M}}rixie+fxGv$zs-FBDx}688<s=>mD)$je=ZI80QC(N+m;L01cR541gL!|Wxg8#
zx5X}a2LVO(qxujqf3Jkemp8u&ozG&??<77UFjjh*0J@y3`20J*;KLR~^4pn&lq7;*
z=4W$*LeOCV%jl7y6{ZLdi8g-tp{%>TKf1!+)VWZh@dA9`v<mfse9^QF$~~w*tTc(w
z-g$H0^2HtX*7io}%Y*|-pHJ_u3)a~C{BmHL6~lZ#x#{WVLY(wZ1O-QDr~7uzSv4&!
z=}(=hZ}D(<9yJ6M7gb07DR<EK%RMirUkZd&6T;1*dFnsv;ys=(lt<3VT=Bb~=8aQm
zRs5&!$lQ>&WvDn2ei1*yCHqV|<C)vu1z(KDh?kmaBei7kHEle#I03@#h&K0ixNT#=
zXG46PZ)_3)-Y>#FPu<_ScjYaz1viAT&Umn27wv|iqiZ$wv)bR99t%~Ri}b*pVuKS8
z+0@tXCwc1q4rwMS1xwbra?2Ir?D;U?pYnrsr&is<()L9EQva*?06fE*jlV}C9_90#
zqTF)M8*Aam|N1m8ZV`!A&zOFRY;1cF;%7LF-K(OK8u<EgTJ-&kf!5}XYK7m6@&fcH
z^w78LOCN0!3Cye8CSyL)+JZcN)U^WVTep(&vi+2@Ijfra&*y<l^@)Z@HsMY!)YJJ&
zTXzd$(A`wKeV6y?RR1`}meujg;d<f!DZzuPGE2&}Ksi;gWOn$i6Mi3`b-p_YUaCHT
zo17IUx@0k3mxCrIS}G@;bvXst4kOFhD?|51o!bgL-P%6|rez1Tj6QkL%Y?bZ=`CYL
z_NROUroTir-_J3W?V*<^Co3_qlfpmuMGw^yPC-T;1RI32*kQh3GikpK+@(zU=do!a
z+G*HnWd+dAEhN`FFD@D13wvYef73?3-a??DzM@ha<m?VUXFoW99Es$AOqqnSGOUf+
zkrXb9CmN~_(?JbE+DugS{j~Y<d3+_nbTW|`cxh!>P}&<fqwQS=oW!Gq2^$Q@$-~W<
zzpJh%fV6hmyLuRLsinLXhySA4{go4ISLd2fA<5`S)uGF;%fA){Ic+gs-;?^vE;V>j
zA5<luYtI2Mo<xFGu=}X_Ig8~+&!63>t>uxU(+5Sy#4U!Qz4BxXxbiG$nxXp<&k(-;
zR6paiH50CW8$tEqHLq~35R2B>_AN)LKY>gTU96?!GVS2BWs!i=gae?*&pBdI&IqM@
zX|@LXgX2km^fut_tBBu~i(Hxhc?YT+NSCHMF~m6=XvYP^&9{Et=QmThP=&p#)mHy_
zb51HWQ?nCGytOp|-5OxfEmN~pFHu<#2*?X$B?-cQLPSG=b846MOuzLya&h-wz93jT
z&FaJ7w90EyVEZwFt;Q)gwSWet*bND(qIXC6jwecH+^nnc<OKx;h4VeyXTa?BQ!#ry
z3w+0k%Dw}b7Y%;J;G^HD*hG<lz~U4x_T$HsD;{qxt3Pn2I6$@hI26I%mcoZjSRa@h
z<`||xr-6~nHG%_9qx<ollP!zYk+}H855&G1NoW>j)f8rsMx>{AbvNbEn|<#-t{-kj
z`gQxNqqPp%_v7`erXF0y=H*g+$1hyopr>OqwDdLDo=v_mGV#{6(*KE(PN6%YIlzdF
z$FMyWWpr=^ECk|aMOjBH+w-#)t6RucyPsz5L)8aFtn{D%hF|UN?XOE7-9jtvWl;V4
zb>I;U2&FR<n9$0J+xxHcKh3UxUi=bM`waK@dSrSXZ6?0HKnN7}bPan|Rck*$#IWpB
z4-5$1p8``=Kl+sM=@<R`EB9z=JDnE^$Uk54)5>ja>Vtd0EFqm;zm^mSxgLh&4@g-3
zVFQ>%FvqesK0%f*hr*QK?0f@!PQhx*LXSLhuPx@ipkv1CGj3{{TyXw2)^bc=gP{%n
z(os@zX;~$WO~=k{7WmzSh&NM-H+{lg5!SM*OaGi&pj<pwhlXB8eu+@6GpRR*K;IH#
zG(OV|yB$CDa;RU%O5gwY+5lggj?pRiR8Pwj2|G8SZ!rTG02+Opch#^bC%ntI@t;f!
z4CnK&rX-t;m58mLjA?zj+FNY9ONe2;m<%*kBlYX82QGMv?$SP{1Q-PqfgW@DdB6zy
z%isjwW8!#9LlO9jhIiV->rTUtRk!LbZ2p|y55Pb!pMJTKS|rYy*NXW%zlJsx9W`Di
zFm`C~NMkW9p<mvr5LWj8WGFzV;bYZHzeW9Z5Wm2^%_YaItZsF#p}ngpQ7(EOrL98*
z%l4+2Ghg0t3~gV6mkANUEbdRrvsBlbfRko!X^9pP*@x~VVQb=&lF5|%$`WY+I%d92
zH_1L1s@y-M233&U);sBZ3-iRWwOj4<%X!ra*LI_Y{~IF1E2#lU>;(398QA-tM#g2I
zW`on4D}B_f@g4(1CR&}>-?fdgNdVP%d5X1zcVpbI<!kj918lNt2>Z`e-}*k?R~zQx
ze#7TdfKJFNtmnCMA9M&NY3lnN)UE-)F6@Ohcfl)>lEB*~Jgb`)2DMszo9HTfC+3{t
zI*;UV`3)1HZ+}RA{6_t-OCLgBR0YP@t%lIU#s{s9!NEu{cVYyEQ1gL+pP%1>=U9bF
zr|uSv5(JLI&tLs6_u@9QK|2KC-lIIRFM!7(@e_aAi66n?mZhsxC`l+PR%{QFo9frA
zhDS-sxT4au<&(EjfSN|1JW{<jz-`_r2sJPL6i(0s-p#@S?4r8w4}si{j!$R(wLra)
z8W4R6_@fmj;h+UuR!uD)W)9`D9?eMn+|>oxv^$@BoT46)0&#17vQD+2pkS~bXkszI
zz*+DWblp<ly({eKl*XM4`sfO6EqPMAY=Ffv!_id)G@1;0HMnhQlvY+&st0_ps9;Bh
z^(3<G-i?ckQ-`7*qMaUXu>kPuc)V>0>j1@}lFTz1xIdgDM-Ubs9tZGKp$V`(7GBF+
zQ3uy%OR>G6pqq>0^P?gf8i|$+5R6yhVaz8T9g@{Qjh4kztkNBV_A~yT0*(vPV<40b
z4h_jXejMQp452RHTo+tL3x7H+NtW(h_aV+}3Jm{`yAt!-UCEvG0d!8N+OY3;?1&k&
zf)|5T>v?$8eS`3@%B&LWP~ZEaPf0A7^X{F94cg4p+qZ8^TUg|S{@i>nqK&`}iQftr
z--rJyTs9Msd=o>gQJQ_pq($)Nq#@qUb;Ku_6I}bS_fGMZ1R|$7O&V#9KJ>l)siUJ{
zJ}?(f+1C8uorq|<k@G}c)~_o<V12QIhgRNhf3+e8y?Bvt%)PH5FRu;>`-;)D)8yY9
z92Au2k{NDT$+Hv;4PBrASEq!7ZtJf`i8@Mt5vWcYOM1}+i(7;ojzyk@Jb{H(Wk1Qr
zXrqTyVXr8Hn4L92@+>mte(;^(-Z^6by)wU+%I$s7a_AoU8$z+Ye3ZUS4FCVs_Lfmm
z{o%W}iULXrib!{ego1Rpbc?hgB}j)bG^l_yN=cUtEz&tE4Kj3hNrMaw9p}6CSLa#(
zb=GrUoVU7wJ$vuj`;P1STn(kluMFrNrdrT90rmur-gNrMK2hI#?!8LpA2cU6+xT|Z
z&}^P3liTODNf0n9n#49I(tmww@(3(CV@sd6RW|wp>{0voH#quuUoXjG(ZlB6keKyn
z%da&+^taBh7Cos`bD|EYU;pi=3_d&hqnUgUS>&em8ddFt>7}R=liA(A<2E#0<1mRA
zt$NB!tksSYzZY+uY-@KT7^$aE2p(0g*$~dECUsAdZR8rRDkUNz4F3MIQ4_a4fe-ua
z$Rva(@EM!i0p7*VHfrC(RB{B<cz`k0&GOAacanvXTE3Lm_7RI0hP^XJN4^#-o60wN
zYR=oA-Q+*CxcD@rYx8GS)O=aG`fkSB(e83pW02ZCqpEOhGMc^6n{3|)S{EQ9+HQ}S
zv51^m<W1=yd@$w$y++t(qPWDPg?AZwM1&j3q-JAw%a444hQ^Bp>t_1Z9{_8Vjbe&g
z_yw$1`9AJpH!y)yT79Y+pmk8Z;{lBxz31Mhlu@}0%0F!#Wk2++rLbg3TsGyaFRCKt
z4pgFwW4$nJR22bpW211nsfs_Va%DQd*^f5G(ZH~!K?Pf(jim^AJPkV7KEVf9X?^LV
z6AqauUAsMFj%1HWk|NI0mD3guO$oT@gRXF_9QYSxx!b6O%^wK_%b#`(y%Ky4=T5T2
z6p$ZGNfps;UCBzRmjUxCu)rq~6N}!peR9!*+t6()US&lZO~_o}thhAO<+N0F>-b|o
zzL3>l3Iv%;A?NA!0V9?dk3(ZQ)b|t5n%Ek;7nd#3YQ7h{-o@Z0pVW_8XJt$LPhENi
zbK5=iNDg(;I^nQaLJCXjX!h>_FIlD>o^aGRGD~G{`{yJ@MOXeQg&y2^1GC(ZBq}}G
zpq}oZczNaY%xo<Y$ue6Idhl2=^g!|ZsEkd)->-UUo45@&^)lb=*0=JAMHZlKsQ)^Y
z)z8TKNG<mD!`cgAl%V)6d`bAyp0s4lv5}U219O7de$_TM=7FrqiZ6$oO3{k)Ms@}9
zzdb@iPRqa}o~m{da)QdAZ^uaOS8N%5U>2XQ9-nl8!EaaV*^<#z)l@kzIrNtOEslDo
z)Vd}Afc`2b27~m~t^}$bQ_K2{s@TUN*WUwm;PS%R@~i3aE91&GWq%jPne1t{4tH=6
zEJC_hFs#<x7Dy})w0y;;9K`WIjC`D;0DHjO_4mO-;E`37T-8kQ){HW8Yeo@MfL_9_
zbpWOxy)k%K07%##Rq!vO8K*-#$JA}O|NiBsHxiIN@7chnveTN35y&`YC+bf|$YJ`i
zNs-c*)$i7p*M7TyQeH4@@o%%(*(H*cAQnG`FdCZ3H|XV*hgJ!$Qe`8uS0}V>%Kkk)
zK(1r7cE0(u^z4u*b#S6HeXl2Fp=@xMFAm0h!%C;9``@|~Ozb_&51l>OYkj3g&(^Os
z6d{4+Nc;BZ{6_in3irsi153-I?tg2sLcNO4g)CoYbLN7)Z^4%6{WmPL_8cy<myL~U
zbvmtu$*+}{4O{$k@$Zv;)LSg*MvjSb2xwqM+?2k2;`#8#V{F<dL6BGE!|fh^OGP(<
zI^R0!H|=mG@Kq_FZVUje{-lSAJ^HkQF%?`BLmT^lE35BKO(I_m-7a7{_Qs~){mfS5
zDRMIXN?;FeJT3yly}!3KqZKysmbJdRr(-s-6N}pqx)#*M|L`t;i`cB1swUoLXBNxH
zWJ;Pb)cML|DN(G1U3oIh*Aa@da{HF#1`Z^~0^?4X6W$s9*xd7T2X|Jv3z&qxarl*K
zXZ4w3mS@v*WL4XNdO)@I_f4jzrZzjgNvu8C0e=0^Zh>reo$G|)tX+e5;_eAkNA>je
z{@zJC-!s#Ki7M6q9xe+zyX*SCs6m}ESkG|L(W}6iWorNW(FTs$3qxV?(^F|taPK`?
zuGJy`&nHQc1WJ;L$|VQ>#VPtJgifTA^Msr0_Y~OrS3kQxry=azBH`mP3v;Qhfd3xp
z17NSIvbE`M)EF}~U<ZY-Q^zyp+4_qH*E#S=VNKGlD^U{dazs)s;KM6`()4eACK$2;
zz0kB_;*8*~9GIQ}IoGYNL46V+xa;KX+009&C;8l%H^x4Z^T!(xDKtY=H4SGN((D}Y
z9jajrSiVu33vtdc1uzll5Hh%L&o-ragiTxdTk;4D)V1b9&d&Ic!F_GU^tucFgTLyf
zrrcysl^xXCY%}q9eHZ5Q&At6(FlC=N@4trzMyYmVNT37-XCYikCrc>A62MKU2~^+H
zg4G58-kvIN%KrZU_Gy59lYi58gQGZx*pna>k+#dEB3w{~Y{|GlWl7|_A5JC*a@jl2
zy|9h^&$$!rIw?r$LpYzfL@y?&fd`sb!uh>ERA`wee3_to4DO_OomSfN_rh)laq*(a
zcw}@^?}T6q(Od?b@UP?8pkLiF(NHsDR`sr!TG~{z`HvDEAoNsh&IH!?73H-9T|%$N
zQsd5E!ctwg#rhtAvDnuUIJi3!zZH#lWX@q5^q*t;<gn698$Z%gh<9;n7YP$}H6XZt
zBc0S!!(PbWCE)&BxA%8~+P$e4A8R^y-LwDap8bWCSE8k%`MTsvV#gUrDWjdgvdfb-
z2Hgjnt%33QQ3;=E#=O!cjRa6q3tE5S4t`(Kdtnp;{Y$RlD>FRcVJ`T=c@m~)Ul)Cs
zl#ak){zszM@wzQog`R#G&i&7QaIesyrauQ=Ndb=n`arGK__Wl-)qS_scLlJC*!yzX
z9pKTEQ#wZbs-a8;PjHRxj}P?EPV-G%oMumvHThZ6BNmzdg{G-VR&Pgb`?`S4dEcX*
zXRAcSnf-X@sH0((62<?1vw(-a>t0FVi&{}5gs}+XXd{)%Dz>pYvuY{?2vC`eDGE~&
zjV>i@<3^Kt=>P5J0RErcdSp`9em+M{G^r!kBavbH&3<B?Jtn$kv~o;Rs|CwFpMz=G
zy&}8x;X8o<Zu6H67u2(wdX1kl0O9sb6n#n(cJ5(dj}qHT8Z?HvhD2p{!j78c1oCkS
zD=P6JJj)~JOP0vwd%!J8L`KF6p+ta(n&Q=%j**89QuO2{sQWb|!ICP?!DHUDzQQXF
znq10C^5clzDj^9zpQvbJ=$%m&opDz?ubVuQf@&X9ML|D+xQqdOhz`JTVFMV_Xj-Ya
z?ad*#BK3E?!Nk{T%5|ipYR2b2<YL>~b4h$)60k9|{ey&lI15PiQj97yi`7#v+;U;(
z>$@=dOK&gTid<EWU=-q!1s_CJ<YFK<$$a5_A^vT~pDS#f35^6d1lZCFIitpG4!W=k
zc9*7NJ*=$<yo0Rk$M1->bsTdmT_QxNXUTSeI&Ma=6Gvr=^3^0QkbBI?kJ#JUJ&6`C
z6f^Jq@Sek1U7Z%_?=*~zIH2#f0H%|v+x9fOh^Lz!P1}28J579=+PTL1b&BhYKd7mO
zl3Z{(V)+m?dcfGD6}_Um#b3}Q_~Fm}V`~l#1v-#Kx}~{VPqswZ1df*a9Rf(-BG*#j
z)|08xR7~>Mcc{>cS6WPgZ?qk(>X*(>w(Y%pW@e0C*Xe3UNI^TFU0S+R-SG`@IoJAz
zFEdQ%R99DP;>&}s{M4qjY_DsZc|U7+*`%Q(M6pTOb?9cz;r5LDRt8zk!5JRvJ6_Y!
z$>6v!u**!m1Nz~-!5m+XY4$h77rT6yIu+4MVQK>jnQ}Ohowc&MvHJOIlk<d|zNpKV
z;{twA(;6`H+Z))nUZgLi6S@wD{;_sbwfAyM=`DUF(1J!=?B|(w!4r9D>DRc_q6U>O
z$LJupC^0dk2y8D35EbF(TwGjQ(p;Q>X)^z5TUR3fA?YY<egJX~BLXVnrx1FRLS>N`
z?A+7@>Mm`zcpmcLd?_nq6caNBPDloR{->L5?Kb~MMP_L5H3bG5vRdG`tpFxL?;)pZ
ztM8?<*~D#l-M5H{81CJZrxa@M?9{MrsSIytt6iKkc>YI?IcV7cLu*7F0FtR*!LI!u
zPoS1d1sHfisv}V;JLYNQMz0zeUW21usb~bwgdP|#9KRe^i3U@hj(0d8M)MmqbV%;k
zxov8|f`Wn+|39)!$o%gkA@O_bckkXkYwwr;L(e)#GWti9DR|{4O$*RuX5MArxB^=U
z3W`p^|LyCic+;09SKvH7IG7#RREY<qqFY4~>%eEZ#uH}<9H__Yx5>#1A_zWS;dk!6
zX^Y9f4EgD7-?ZA=Ru)YI)wbq75Skb5wfdA&`#l!g$SmsK8Y`1yy?-B~HUE#kew*8?
zZ@TACOjbm|BHT6kbIU%g3Dbo8?KFQ|HOH*UXko@HKx%{C9l;!BLsms|^bh|Zjs2Hj
zFe0dk*nABPa#5Fa5e;g^R3BXi!Qx?|{uh}e444At9Pot4c&@;nCmj}JWaI9TIj;S+
z^m7USdVGldMMgL=$78y_C46N1s^~|TZOoT(S+uU?Q@`X9PWjqnZH1ZFG^8TwLA7E+
zC4~5-f-b?eY1>=$Ulzqfy^{2qvEJEifQIsUOE?502DFXQ;e&19htsWgFj-fgcRyX?
z^o<4$rNPp*dCb8vY#J4YI=`Zp=@@I$i#^E~){gB$RmrqKbN8T5{xyq{VZGea70hdg
z9VZAu&9|S~2x%*q2k@>rT?7ee=#FHUw<}@C>-VfPz7NV#c>HX6`MJHFV|$%qRR`Mg
z-~bMwHxe|5JdyBsgsxm)ZBAiggsP%P*-n=b$7=-(f{?=ydwgG_K9ulCm{8THLRr9f
z`CwCWxd#XK9?9)$@Cg)=$*f!ZRU>f1wZU-;=<EIx2xOMd3HaJK?TfUL#-IiAI6pSw
zx~N+2;K`~@i`m8MW%TNpwVQtdloXkY*Z*#Qi>d1E$O&H(Wcox3qk<t(W-`SjmiPfO
zL_BjNmmD9vzhJATUEnyzUB%wXI$h{u=YG&*J%a==fY&DR&EkIZr#k31^EAmZc<5YO
z-$182RbnTEi1&iE={l{>+QpSTH4%V%WL)c$hMiV&R<X5VeS7U1Y|UI1?X>4+_7f7I
zR0XJXAl3T-Mtj;zJTzjL2^KX8X9}hx$ybdV9e%bbQ+;GT)4ZF3&Ia-*)9(R`N9#ca
zcC$4CSW99vLc2_VDzpi<pI~wlFNSzpN%BPA)GYY)#PYe9_2<kbOn*O{;u=}TZn3>y
zsm|!8OW4x;Vg9s__hq=MzX6~zJchHR9@Uvu87LUwd%8f~Fzw^yG){ne0a--5z}AO>
zzt{NFnIC#xxQNe@Qc2!@Tjp%Bucxw|KFuzAj?^(mrKkZyrX_s~vOz6XZ5NSTJ?}v(
ze8?@K%9lMjCW<4!YKmEivEuz80gL|8gr=4*vzR+9x-+kKIkOQ3UVTZuf+s7=liJh{
zu|Fm>7(|HZ7w5Po7wgL+(uyS~acm(=oO(2(&aw!qvGAVPcG2sYg(8ybJR9cX4`q{M
zMt{m4&u)Zw9+3k-U6ljUc%J^qPt}M=y0+zYCm5W2m>Z(ymvNY0A2Oxc^3x1V8<r#^
zfOXNc`DphJG-6LL*7A&!Loa=j<XK)b_7xtrM6q~j+s}&vS<_O@dQe{WHscW*@&#`4
z%zFTzVG9!G3wC^vl~eoEQd`r&VktE~N_Uyy7rvrW#@VHmrXf7kuQnuI8$uLOg}c(~
zPn`-1{4_$+9jE0tx@$+&zzfN!EvIwAoazruh#UC_psVfxcd&X+2NS_2Q>3xLXl{xa
z<md}{coOg}P4pXHnZ&VMc+5mk)i$S+{i?Ds#=Ay~=BtliC}%lc30a0rsX}XpV4?M@
zzTwHxS-rd37lotGu#k8p^jnailkePcy%w;2%SYQ}kCV0$`{(}Y&@UEOXK~7|65g?G
zAedBnRK>qotZNf{D<SrFUb2{B|NA}u8}rW3QuVWff7;KuA|HC}3Wx~g#08<5QkTcC
zTXwQ9?`ic=^K-#N-0^`Mw=`+G$Gc1_mJtW%MihzNU5>eLafPYNM9^7&X1deAhI!ON
zUXWdzp^F59WJFSLyk%1$?AG>+aD%U@hIHBRFGlC5V-^bACJiA6pWja_y2Z86{M=US
zp-xF=2WB#9W~l6k=M}_HOzY8~;E%vp%Z;i{UayJLr(S;3A97HRk9Q-g%~$xTG9G#>
z-%Gc=Apzy7W<M{ok@*Ug5@b7}?^H&@l;R;Z!_+Kge8Ts-i6pbtVksgj3Yv@h7un5n
zS9gJW5cq7?*3F9`<D~L)?xEd_q!fDB@NQu&s=*|8ETNT6&<<|B8p-nyIg80MJ0`}E
zkpo9ovb+Dzo6AzM26p~~M=HmdOR>@YWBH>q@bU~8Mx>4EXqZYeZaWm!*IQNPfl?Px
zx7_%ghl%0!h+Z1sM2{v1;=U0=;EXHqs?8AZ-oNZ~5-7^$_>8N^k7TsEFHc~nc$kpZ
z9~BgOQn1X)HhS+Uhe!AtbVyWF=wi5yma}J|5J!8Aks+Oo4s<*_TlvCA-4iz2wB2O`
zQj7aIPq!midU66a2WfI^Tkm+hEZ%JeV-}_!uLeV6$L++sv<UvXpcP=~n<t(&sMOi=
z@D2PZwo}`;ifWF19CdIe`LR*5Cl&dHq4`9w33=fTOt|DX2PjR=Xm^sQo6A-T4}J#R
z@OZvzgr@NDrS*roosj_*9@TQro4Ume0i-VBr-&}CU1nZhhmUObfY-M?bT*b4Q7)Uh
z9&Tv{+B@HRd9oyZC9A|#2z?@C^}?}T%9%HxriC$3V{xO9BU1?6N^MqF*3n|#Uvxn`
z@&tVxfdlK3ipN(Yj1CC6!n!R3uR7A35owGh+iWa@=ks)m3+M9f;MT64&5fUZVXe~A
z{^UNZVL4sA1s$1*y?lkiQNM<VYX<;DrG_4N+B5H&S8<lIKb(_r>XEiA-9>ayWPFOF
zd!3-_VVm`XKPD}dZVPNCO|ifkuHyFG^r>0gp6Pgd>J)-U5EE}tL5mRGUb##SP)zA4
z0JGAUS}&0M)HPdv7pR6~R@3+g=z^E`n6~8P8q$&wQux|@kHMBHQBY;upV}5|$tPRq
zz}IB6Zhfg(cYScrE{l7?e9Imgcb)PBY^*$lPt0Djp(vvQ%y2sWTl}I_`6!}Fcq#Wx
zyY?X3iE7Z9c?Ig{LCx9`)L+hupH$223uw$ge9&~+IyvR!unP6<qu0)X^V`0eT8}W7
z&`tgi$Y#i_U6keOW*s)^6yeOUgi*$qzr{Q+&=BI;r@ReLKrw1aJ%1G}=Spw+Tk!cE
z?!)gfAVtwbyaH-l^(?p>cZw8@!aBpm=4$);lFyow)a-3ugi}8@wi9FlD&D1@G~2kg
z5{miQ%2f!@SJ#QmRPgY1ZG`#s$eg{5&r-pPO6CH>sx`&kVU#ztBW#EV@@PcTs9f>g
znEcur6<Lc<&JkJ=6|kbbbx<Sn!u_)WI?@~kzT`D8AM@#dNcnXY^m?1Dsy;P_vEGS5
ze2u$J#q0+7aoGd!pO=j3<U5_V3iBE($6_pVg5l^^13c}=#bynv$>c?f)A?7xjeysa
zWK0haz|1V_Cm#*3vP~aIM1W?(quLw>0egx+i<T%gj=HGju$^tSuXxpc!=@21v77la
z6=XL3Q}W2dM%{*wa|I{^#00YH3?4qxrjxRgeO>(>v@Wq8`ZpMXT!`wzv_J_#mn2Cv
ze~s#*UpMWJf2b%>spko7PiDsgr98U8O4%;&-9Gz_^HXcGkNRQ+c&K>bXl_?Uwnv$)
zmgdHCMn}&j6Z-?3ysdH(z2p`1)=12b@C!X!d$ulZbqN=&TRkhvD%6yFM)g_JaT~%6
z(9(G1kgfE-%OzVucMPeSDv~Fi``=l|)Suo<BG7`5v<F!!I=R3NM#bb?54KsKdosc&
z8DI5Io{F`_xKpj!8Wu&L1gU@H<Q!*5c-l9ZF-f<lm*0)7P=y#yCtBOSvU}TaxoZ_+
zUe%+-f_@)=uEzqIl7w#2TIH0n9(_%a4FjZHpvsS~?<dQ%*>LC3!2NkQm5{lqt_}R#
z-J$i6X!WC`qZq(#-rpozv*j%w<waTTV7vrIx|*YIZPd=@0>eGQ!RNMv*Nqh62YG&%
z!xFM-==jC$gf3RD-`D`FX=>LkFgEV={~{=$rp}DDQ%~WW5*dIRUl4T11fYxl0>x}I
z*YFro`RIOT0fo1p+7xuAU9fiqS#Zw|*57szSaL)I*{M?(LZ=H<ymOVoLbS~Sy5F9s
z3FUg#*?3WdWp-%=n-9MGZQfk4sxkcy%AMT%sKHO!qK!sAo|+>YGuA60YVI>nGS<tY
zXgL0KOXwA5Nc6Y-o6c1U4^~re7E4Z%?#w}JevO6i3@l&kC1!!2k%)rg<@os~CVC&Q
z=wZ-4F?T$CzE_MQj#brIq}i>aLj`(GY_T2GBaC7V*WxJ{(<U9`@(#rBLm=LdS6L&s
z@8vz25^euBp=-eCsn{!{U-U^`i1ctNhUiv4o!gYD6r%uBIhv=|ac88nFAyv^72SB{
zgf;BX_$eolN@2g>)0#$xw2&#hap3MfCFWjk*sYV52B&S4rBi>giw6_^$h4|-jFoGk
z);8buck1ZijK@3a0^<oM9t?5K6G9R>aYH)kt($p@p*Zh>RAOn6);b6w-$zSCWM#Nq
z%&ny(g!34nw8(R9CKh1Koz$G<Gz7>o2JjBc(GaCdNiM1l2{}PC9j{M~PSO#0m8**&
z+_Y-L+WB{swB7vi(}PgBVDwQ)1-#xd>{zT3q=q<ZVw?pw*?aQuG<-c7WZ~GCl0}VQ
z{Zf$yAxUG(pNR)2s>&N3Uw(RbEW&S@Ro`Hm2F$(fWh3|%E?P5e(2Z+WU+W(E@_ylm
z!{BE;v+wv#@YBhU$9L9Efr*_puHHevl&gH-CFDl*x4eh>^-bx6ceNjrP6@efj^~w>
z#7EuqWS)iHTH8$0^G$UY-}16ddGtt#xxm+>^Kl41o>Nz)t3UKSzKU9I6RS{z-~v1M
zvATxn2U<wr&+yY-fvzCNL;u|((9xOC?VIKm3c<*73$q`S4saXE9z2dxPjm!V&_YkY
zs2zAVp@bC+z9wEZ`<X#lfBNkZuz=T}HejFG7G={xlq;nod=mClzAXQ^MkxWFRm`=j
zGe`S+OQ+$;u=x8yxgNUgHccF}n(28pGI1M%49>$_I?mXYDU28yOS{J|(ZDUzk=Q`Q
z@a<<)*LB*hxgSO$`3yf)jrH&86Fli`@ik^cr1k3fxIH2Gd5y@40t|eX;xCNYfdOkM
z86A1XQa9i{G;vMPFXd7N`uyz7D6xXeSRsE+f2NHlToEg`{mofjJ{e4@e@l3EwUO}c
z$hEc22|df))^_GsVedV~+M{JALYI1+tKifbQ02aaKS2uJ^(;@F+w^Ug>L?kZ`m98i
zvK#J!)q7d^G7y`0+9>XKP9|d%(Yq~t4;(Z|(ZN;LE;AqH3EFnqIat2wwN}KO`o%Uo
zx*o(5{m@Hfj`XRNS)x=uo}jDQte-{=I3^OA4@`=K2g<9HylJ0{bIc=a=ZvdZ$6fa|
zWjlkz_}>=}jQ3vN@B_lh#k`Wrj*s5vMcd)PB&FH&<HHU{?H8XYasU;JU0gJK^%6kj
zCPsOE9E^l&>yl$*Sq^+YODJ1i4311JrG*}}_w=k~P)O9_fvsM}ReS>2ryHFYeD`lF
zV8xC+f+Nf;!a@7Yf(~cb7#S=)H|6rLbQY(HxIA$K=Y|?#+2?1=Gw>*ykWg&k#C{e+
zKoAEE*#ZWib&yn~#hAQI(pUBK^@-807l$28+EUzLSZP%4Q_Wf+E%+Ay8MzaxYw=A^
z(vS@CRjk7TtC>N^#C)8$H-VniI`AB{=!*;JYpALtAuYqc+&OHYD*aCp>$D?b3OW_i
zA);SHCfq)2xDo5*tzLOWJZB$EwlqGvF?GGcg6&M@OlDj&zWpW-q5sDy8bKxPsuj0v
zJN9YCFzlV`_rVGj)P>0S<;JnRJwK_FJpicr`j&z^&i@7Xq~KZcs}?Z^gYNg9U~PMZ
zK5AgN_wLpg&j1imb{%H{uTvjjP%7-e>>!u?#$dO-rFtxkfbVOm$gM#aCm`CgnGz|?
zvTYjEPt)NLNZ?OTH{d1Ff+uE0V4dEdEYL7b;g)2Sehs%WR7&861xeh5(~=Uc%p8*-
z$pifG9R(wmyYYdf<w+p<4&3%-%)4=>dqppzzI>ELlknJuvaT(vxdy^qEa-Gyn%qLK
z+orUCO&Apy2q`t`^l0WP7W4rnd;84tc9eIJ&7h~eIxVW#90LTmOf|>n{gNcTE9htY
z8d-f}c(g<6y;!`XYdvi+F948HY#5lh>CFHQzh1&qdu7>9n8u!?OIv0IPcrayX;Rd1
zv9OTC>B+WqhZ6P(>#MO5TXMtF;FY2d_E=!{0^UreN)m0i6@zazU29~FBDd(Xbu_Z~
z6vCpynz2{Oi0S-|K92wBB}bA_NaDswSMB<v^w1QBeSi_N=J+{tD_ez5iBL1?yS#K2
zSE>;8HzHCp2A?9s!NXE|>sqbT-fz#hGuDPznBy*nY8n=qEzPXdA2fVNy8fP>s|xSD
zrVw^lgRCb|7E~CO2!Nm>04ov&LIFAfM2-=Vy3aurQz!7udMTWou8dfAex3%TBM|}8
z*x0r^T}-Kgzd!icP4rg?h4VwV${1S6xf1x+<f(~V%H#lVhW6e)et^@712vJ?@!M6K
z%J6X)@&g^Xgm8f~K>?zD$VL_Bl>j(0+PAPk)ya-g*8+EX{-lrGdDRr@A^euYa#ko=
zn*R;(issw6`Q{BgY<6DYL=lGGUmt2BjtX+`5)fHxEhQzQdZ`=V8uL`62tW}!%3lmD
z0<WaTHSIL-eceQU$4rPW8WR%}q3Z)hctNB5FjDTtenrk$h_4Cdk%5W7K#qKYXK8i*
zNN-VBE3jUAz6hrZo8WAZnLutAC5Ouhy#r6K7S`I=Nn3RVs38m*T`KjQ^A2@u*3Pik
z4%&K5^t6($w0e|4R!C<_5S_1ljra>FF^898J0db!hiqr=xOCvlhsJ^_3*>`=J>@xD
z(b{|a9$R17D3UBQEtu}k2LbwEMr}N6@z5Q3vHcUuL0hcCXZeGm0nB-&k^N=j!-|?B
zp7ahQ+t@YST>C+|I_h+{r(guYi1UXB{$33{>@s%l=CKY~g8&Zb25uz36tHdOCqKUb
zTCbz;H@z?lZO;LzlPl(;3Mchh!CQxcJlePtQQx$pIdRlkCoA;+G~6okA=&Ldcr|#P
zuJH>#Qlpc?7-G?|f5n;fVxrpn$skXKo5#Gr6-jda=9}0x4>=lDTcEckO(e}#_&`&;
zY)zG1HCNFrH2MXnIwM2kNr@3V2*0{ecTH`Lq~-)`lywKn`p94t{hJRVn{L~Lq5(#q
zuFAD#h(e0FLMJ6kL-iIT@RS{wS4}{hafr3VT2(&$-B+z4K6!1&_nqqNxObo4%uoov
zn$JbIqQ`qq*LjV(?J!g>9kI)aIXx$k8GU)JChh9siK1VcGYEm374b#T6ZqnK{nAAK
zEKU((ykAgtI7jW&60sOo(IPPV?QmVqSDylj2yUGdIOnb8*CI5*4YqpuB3h8=?)SU5
z``CEU-5O8UDQ;&_Rp0@eo|B|<RMIe?fP&27+w8V{gah20*hq2jn-l&sdHE2a>r)&l
zmLr&H1#5^Zw`zRURUtj9ZEAazgD~!_2{{$t4u0^chW$2BETDIS_ee;SsEVoN#+1C@
z-+nSI@95ER94aTzn4E^Gt&hA*`i`(*C10w9$sps4Ui5{w8k#6H<tW^Oko*oyN2#1b
zdh=`f$Yuwi8CSp?<ma_7kzi#dYu14-z}*8mRkwaU<mElgcH-pUghXcrS^$I1RiIjH
z*WjJM4AFRN18nCmF)=YIh>QE(zC(2uieD0`vq`y~)`?m%vYRkB0HFz_q@-W$XG9~f
zD@UB0V^|7taz+Zo8~Od4ClL#H`w&dHxvkCfB{kqx1_lP21FsdA@3|LG%*frV0V80C
z<{7jeMk(~f+h@e^RYl_gdc?TkK!^@-ctyrBmLmhj>#@o|L8Jgs)j^3Fuph3rVDL&K
z_-a6zuLFbwXm5&r@RykW2Jvf`p&$o<I2ek>*{a`F5dg`ZOL@7eF%a4kq<&KB0_;Zp
zDXNQ!`Zr=U82vdLBlrtPOH0dd2fsfB%Q6Z);>z*&#C2@-OAaCONW}$}`|RZ-5N()#
zL*n_>UwMO<{^XY8#JOC$T<aM*vQ!6LAkU}kfa!U#iMW>%Bzh9O8f90SB!IwIf2B^W
zD+H6A5-HvZU;-;fY}(W&K846zzZtw$Kwtk478LqVC=pf0>|c6}wa+-%X(o6Zm0vaY
zlnp0i1PsfV4<EAEgzY9OyEiPx0uW%*Z#_L&S-}<JIfn2>fG|$6Xdr96j)U_a0x~;k
zH8(uV@5Q3_QUm6-4418;f_Pz6J3UnjSC<MKh*RUJ+u&LS4%u3Z^h{a(bZ%A`psiy$
zYXjd+u;zbI)F23o_fZz`N+_v~1K<+4xf*6kdiq!Plgb7Rew$%7?N>LmY#(%>qiCfd
z?5Bp7*5V!ij*F+&4jGef6SgP-H7t;vda!l<789H-ve_9dvo%1@q;EUe_}nWC0uqi`
z$AwmTAjj|m{O>OwyB6B<k2p9YKGp#`1G)q?AIjMY)}Fv)_)@)u+V|Aa1AzbF735#h
zcMl}4$_if5gL3@h<BeeQah%4*6t^b1*VoqIh$M6|$OiPe?(=JQ8^Foo0ZdTdPxZB+
zZc;#`TmXhm8}F&f$qmRJ43@{FpDMfX0WE%xx$Zeg+p*x2(FYqPO2EI0C_$W$JAywd
z2;Es_N!g6h$yg{XLvq!TR?dQ3%<*)?QcP&Af%<GkE`r>y`dc~g>W$(aC`oO79mrmx
z1fzuz=2R>1lET6tAP{lh9b|YZTjz+DkJQmWDSVm{*VWxEvUxTpcxAM=mj(*qpnZvP
zJE3*myelqooVV_WE4Hw}NXC>zGjZ8Md4=P=59GGwaVE5mrfV<(aA3$As%A~#_x&Q_
z*ck|2*U-o4b@QG17A}BlUE4GPfY>Z1ODj*2Z@2Rwr_75CcpfOb5Vy6quIXcslYap5
z5ne>k-x6ZfPlG_B7n@%&5@tw`tX6mz!q`(UYtm&-Tr&LHTn60E`mTy}DObw~C3a^{
zfAU$|IV;)7Pqu+bPiEji=?5`PfPStv@=NUEsK==Zk5A2l0ArcJ#ii#FnB`(jZM0vn
z->O|7^!kw-S_Gs*c4pQf;bSdc$WhG0!^1k_<)WUc!>yfD0y61K)Sep;(PSW0iVu~&
za;Y{R03LPDPi8LiSH-YEQVD>XYKk#M)2J4O6oZ#p=a7zZ5$4=%+b5yVt|Sg%op*dq
z_vusj!4vnC<m8unbuL(%r{2e_xhMeDPyjHUvF<*iY~E)y1AxTC2x5IjK#p3+gnI=1
zx+C>nLV;&r{j#RlXAp>wRms)yGaw#}^@jUq#Ylc11Q*Gg1fMv+^U@Amt9SH)l5;Ww
z0={QWQ}&6K)?oy1B|`dRub4{2;%}PCr%GixV4FkEfZQquDByy1L0q`$4T%v8V70Oe
znhM{{kmMsxT?is@q<(B}W!#S~U=1F!AI7?$nK3w3OkDA7tw?geV^B7CwX(r7Q-~_d
z-=k-*a5qRp2&8*xntz&nvk6#6Wr21WlN11R!`>r$Qb-mj0*FmjAxh^Xo1u0|fawC)
z^OHql#{{dZzN;o!nGmfaS|W4Ud4|k6k+^yz@K*1&uuvZB5CHz|T9cT>vHnE6TmqJ}
z`8e(X$&Uh2qg_2d``ikfm_WI02JjMcc&A?@WpRfCf3Dd1?)Aw*wW7dl7WIIwSA(vM
zTSMd`I6#Y$)43!I^pSR9CrqMpH`mMgHyxYFAiuEyVAXD60~xouNh7e&L0_x~RS{HB
zTJV^1*)=wd1zpjj#anU!vCA3)1$?!2aUwS6M8@BP<Rxt+_Q(d1|H}beC?&{uy;z2q
zl<?KP(E9~0ubX>HBghccQ~V|j48svX9mT4T03pAWz(mbmH>S7NVA+$pFwIvwy*eLs
zq0;l__hX&5@pX~&pCqXb?7t(F{--DOKalF*5Apx&SnH^PY+&RCEBPg0khbx*2c;+&
z7O{coxZK9qH@oJR9r!6M_yT|&C8frBxf7(T#4d~gQZQHo!wno;h@mTyH1$XlTL2S^
zi<)P$tJ~yF<g-r&+9C}nCnqxi(<dS#lJve#8}~a1t2zYqUmYNC00b651_6Lr3LYnt
zWV;T1+GgdA@e0KoH*RF-<j4R4gQ6k$u{VSuqRSBjjIkhdZtO`A#aG~Zc;bq|%*d#2
zEE&86+)LQBcC#R>wgJj&`2xVgAz@)3KrE>a7@;i=sEXx4p9Mr@fWuV2!}c_t4s_xN
z2q<9Z^z3YC7vNJ=jJ$Sa))cWzDM0cRbSg)2{|WN?e|Y-;dd>d-y@<_5r(*D++?`|-
TSuK#Xeo0<NMY>q>S-}4SEVdgL

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/dandelion_synthesised.csv b/modelling/data/abingdon-all/resident/dandelion_synthesised.csv
new file mode 100644
index 0000000..19a0dbd
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dandelion_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,0.07297388,12.888899264695254
+2,6,0.09221452,16.287247697699858
+3,33,0.21194079999999998,37.43371767102042
+4,96,0.5159189,91.12338182994222
+5,84,0.4853896,85.73119119513342
+6,34,0.22869250000000002,40.39246090644104
+7,26,0.08487944,14.9917004797298
+8,34,0.04886433,8.630587095092466
+9,19,0.048146310000000005,8.50376791746293
+10,33,0.06023294,10.638550342621679
+11,15,0.05878523,10.382850791570098
+12,10,0.12993398,22.94938927847783
diff --git a/modelling/data/abingdon-all/resident/dandelion_synthesised.png b/modelling/data/abingdon-all/resident/dandelion_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f66e7dede6f8415372b4adaeff92deccd653ff4
GIT binary patch
literal 79114
zcmdqJhg*_w{69(-Ei#*!ncDc2m7=BPo|R2knFD8LY7TH~4m53RX=P~+#4`6@xW(#|
zTW~K>EC-4LDGDm0=cdp1e9!NkKjCm)U2zFK&%^!P_xt@?H?NEhuL<uwyb}U}2;aDV
z<qiY_y$XQ{F}H68f4QIC?hgJ_^VPHPHSuur4Y2oigc#WSdb)e~y1U#z>hI|7<Klr<
zlskV;PF42kLtkG{A2oS-)c?Li&coYT{?yeTBsj_r&+AAZ2t;(B;NK=^T=yNwCJ5xl
z72Ug!lIKRYg;@2iY|Ix{#Hs|d>H@YW{Bum_(&JrM2b1t0`V?RYgz-+o?pE2dwOdx4
z6tREoo!>v5tK&)%qsLKvJCbR^bA)=dgH;JXkYF3MGMXzhGkxR+UQ(N;dRsE4=>#~v
z;E|>C<;Tc>Pa%-gs4Z8)1qdE@RsR3}bh0%LVRhi(!AWa(@kR9rgCwO6uH+dRq9)fm
zvo36HT*?&wv@|9^X3i_0)SBo?Q2N1Ne!1r5%Nmdz_bu2Axl%CbsSJTU)^Txh37XBX
zxZw5s3c?Dn&*QSpLqci~Uv&Md`(*3Puv=kY=jY2a7d}+tLRW8WtdPPM$78fzo1!IJ
zo12a6f|l+QLNR``{RU6AiS)0~aD^ELNmtt+R)+tuLRaY_EX%eB_!xh)4SPrb^Xo^@
z{7+FVgU75fy6D<#tmlB+!Kt}u?CV?h{{8#AbwPgRu6;K(gE_s=L~XNv{dl21unA(k
zch4ax<jQLg0^h7+#6M~O7EjY$GlQ9#8Ou_qH$KHW-}FRnz6Oj2UMqJS*zFd4TPsjQ
zawKenA2gF5AJQZXYmPVr&#D-peSZd9Y83aFo=WoQPx7eGzCJ$@Yow-)uqx7kUQN2_
zmce0=a}BX-XIaF>C1=b7j3Z`i*u7qihsEP_gocNctsk-VG9=kCWChxW8hZ0)B;JF{
zw9YWXF}J)$46c8N$xlbh6l{01YCFs=cPKmo(HZ(i5ZVOU`ztL*tNW*@-CW3w2c@!j
zok!iEk9~Wh<~{K;R<Al}$yK^XT1m;wBt!o;A(UU{L9O>x7N2|z-9kz2{dC^pLNLdj
zcJX21HC~lV&nZ4DY@_Gp-V+D*@88dyGTRP@1<#Io7tE}>HaU_|zn&M9SC~ig3|d{B
z8Rtn`2RiDKz<@5xf&1mNzM>Mg9wI$XQFxEIuI4{yp}9Jp_6v<p_+9Tm=eGrNTD=(z
z^;0ZV6Jc^eM&_1Hjej4P8YcCj>%N-r^w^eN&xOS^+T?2V#g*JU{RV6@S@k?QcgEF~
z_Wt1Y6&e-=(|9AUEJsoW^T=0@lW1UIAbeTow(b1tWfhC6#L>E7bx~NJUEt)$L^Z#h
z^@Vss)~$FsBFhp2X_Zj`OV^(JLVHbD+A!Jp(xnKkm5Epl-7cLtQ&*ZeEY&daLUses
zmJnK}=vQ(h_7ss%UhGz9R$i|0XS8ya;>ul3km>=<ytAe`Dix)NGo7)1aXu6Uw*?1A
z@yv_3CD)2vWNC&8>`$M$ouBKL6j%F%_I7<uF2#o^dN+wVBR6p`!2yq1nT!`*4pBx^
zrmZ0Nr`i(&3o5cJ`@_s`5$UZbPn}XLpA6-c;#|ONfR1vBSoNhgyY=oCl@gj0MzD(1
zbm?EtM$?v-2JF-;Dma6pAu@z}q!#*wCU36PFvG_Fq_ng;spqw%=IRHUdCuLI3M>}O
zDEl_N+^$GE@JPLFxs;t_mQR1+Ugf@8BT+Ha#R*yg6Q+PUQlnmYS-g-<R5!B2ESaY8
zN(UZ|T{>a*Vt^rEbKpY$Xd@}2Hhg?F%5LrZfXGTQhd*n#;Vs#g;bBEpe%RR{X3|C{
z#z13H)~j3=t5*B>@88MXkW52ta`rDAhBM@XsDH3w9LOjiNcPE-@DDR{`jJs?i&^S3
zw4*h_AC~I-1{Yf8>m>=fZ9J{wjs};b$ao<f!ST6G7=MZA<4?UtSnVq;3t-tE>`SO!
z-&wl+o~KrfYqWJ%+RYg*DXtugfL(BCe4Sb^7-K9+E7)!*kRw+6u<OfPMlnylZ#F**
zHZeIdp@Lf>tS=Q}#Wpi}BaK1LZ;!2pZLl^}akwg^_Mo<cHC|$Qbo*T9ciCYFWE^3o
z!y|+sHFuvZqP^x>?||c}k^?!1OYwtlO(ho!tELiPHs38@Ut437uvGiTP`e4HIT?4(
zJ_1eP`_lqUe>@k)78f0^G)r52BBJFPvG#d_IsPSdJ$Z&l(hAsE9U!O`ZdjJPs>YyD
zMP8p2oueav-;I(-HdcH*d+6M~$L!Eje`SwRYvmE&*f?3_dlnzQ#1(?1zSV$0o^}=3
z)M#{db#a7SecBKe2k1&*8M5!@TlQ6TfU0%CcVwy~2|Mn;^5=&LhIaDg$v`lBCu$1J
z@-0)I!9=I3SSN4AJ#y{On^BiPb*gbFCNgqCqGn|(iA`bt`)Yqmu|v};vG^9Kni1%M
zLOX5Jw<p`!6n`*e#HARGg_q6^k2ewh-QDw8Uf@R4!GbbM9-p6|PuaX}_XJs4&?T^J
zOT7C`OH0d+Y9`r(u+*D%`^P{^Wu=PI$Frs(Jb$W3-I7@|ue^TeoapSWSrcwx=wjEk
z`dRl~J7@KA1F=S0V!gDFGUlA}wmOTAgZ=dwUPwhSc#CG{>?`RMPc#{iB5UxavOrlQ
z1`?Kk%11<l@uH}%FSN<?h{awzLku~I%hZi^QQsOnFy1MvOS9nb#U&VScTIo?wW?o=
z8K}MX=LxHxQFp&kom+kN&EY`*xxu|9d@H>Byf2fYnq|<JYc4|Pf^u+z#E6#Eq|bn2
z)5(~-D7IYLzip-NT3*;@M@Pp%P{81emHp9ApFT}>_*@GbkuGh>f6V#mQqzE4n8X4e
z6yY7!`Ahcq?|&&BDYCyznk^*Qjyc5l&dUF}_z)A9gz>M!*)#D=bv)G>rcts=S8QC|
zl$cgXC5tb%jI?K!LSgWUstx7QM<=M~cP)uwd8Nnylp{MC6fF`zQT)Qgw`}B*>5?`%
zc5k*xQ$RFoTfOq!>UWL$1SOPZr*qcQjeCSa9vW00D4yRYPgv~DH75<kgcqLR$(B=f
zKUa>M_7-|D8L-1iI$;|;Dkg@@=Tf)Xhz=T|Yc|_m_ODuKmC+m;8VY1qsAz=|7x@*B
z=I<NDo-&9CC2hk~wc^*;XxcAoQMv^4oz=t?P=IYBLN~V7hcZ~Hf(da<sx*rr3V}Sk
zeD45cj~R=wQO^<y<|)`(m|J^2W5I4aIXN}Ur*hKMtSZnc028!S5rs_Q(+~Ue5`60T
zWjY3_Y?3y$s=&O^HbvEEYB|CR^y(CV5CT&$93)ARq!F8`sZ8;F;!^|WdEjU;OOy2O
z#I@w{?Ck86`SB+8CdTS5`ML|#)EG_C8Vk>Fd~aNG^4ykPi0i+$o&vS6FNBv4;0{qW
zMtl8H=e%QE+)9KN{IylN>&N|f6~I+3Q9yI5Pi<aXVLw5;VGayBQ$yHq3hkUoDU2=6
zLQkNX`wwZx(j333Drc=XY!-Rs&!o)MFabU>eEdDdJPTr|E4xe&y<I^IQk!cl#I*Pm
z7GK<V_{A}0;;ZZ)=NlbXM$d^Uqm!jiocK|N?nu07=sAMPAN0|{%1?b3+Rsr*yB5RA
zv#lHEs#P4V5dWugzEPY_Szn$XPuVS@rZRv7?b@)Yxv|S4DJ5(@kSfX%wF@~vjW^O<
z`oNOf56W=@%O9>&JRi(sRIs;1!FIl`2Zf*L1&dtc5;pwSUGC2<Re@4VqT#}rYd?-F
zi<<{C250%dUP$@dmimj=SZG@rHwiBf@=kODSOZE7W{ei4xeYdG(Qxt)-?N%Hv1C5j
zkX2675?Ke3f~Vy+7l`xgM-rC+V*5k!A!!m-Fl+NoM7Pe>M%%)Cs|tUjn2P7U?5$Vx
zsfC2~Akxzv`y<w0-FHC8xP@P+83B_p%rXW!*hIynl02-{{pb@37v17m)nbZHkA^Ee
zSivaT?rEr2eH|^2MIj-1e8-KllE*3Hls8WsviQ-SQu18Z{@{)cfC_wv8S4d#N^<gb
zi=dv`lYjD8d@@+tJm);|PxWgHZP<Y_o|qd>EJl;_NnVEspw)p}_j*GIsy7+%YW`h6
z<3Q?jr&M++dQV)p^YmGmXbEI;^~2;Lkeyfm&S}C1pM|kIwa~VE$4}v+K}XO7ju9UB
z7ub+jzU-&NaE>}ds#Q;t(SJIHLZ3O>MKY8)j&1cCFYen-QQD8Une8~ZSR93!A;n<!
zmivHiDzy;gRvN55J5VT6&8%e;eWEv*0faX0I%2ky2)@65=RASW@F054D$dqW{8^(C
z9}I%j!n+g$ZP9VA0KaJbY^g7+j-hScHwUYRu7s}5U$Z+WuMJ<rlWlxDE*>kacpNJp
zLSn&+94}XWi=c=-LpyyaXX|fHyZmCea6+GB!Y%*0Iw_%z`Frb&nc6Et9?W<)MfT{7
z6Ad~#s!+>#6gp(F(jtE@h=vVNYXX>&bBP+SY1cMgPDb84rwuPE_F>j>N8iRIP-$%o
zlWkb{f-hT(0S-3*)bKF0P>Lrj95QD-6ceX8ZR>$^OFwu>^C0ZPFk{ZAfBl&0V3X|J
zxYgD&@#GRxZG@1202LEZALFrcw;9{#I#;Sq2o=6|uUF_7lXU}j9k)B+)MIE@6pu~Q
zr-lg-z0X?pY(ZNEpF@&RZz>^2ojB)OYEGHG<oKEF<GVRC&eW13C`iz>#?z3adApCO
z?72(ME6R(zm&M!up!`by6cR0=?(b_xxhNI7Y~Sf;HqbLST36GF@^U+5S*MtL8y?wb
zP-^)aZP0F<XE>5|J8c1zEbdX;wc@fwy41H60tO`+XQr4Bic0;sSr7AtRH!j%nvy}&
zpF>zwda{^RXDi*Ynxa(#Rn230mmc=$AJ8-HrA<bE?2Ej0<Hl{TVy`lqyMq%RJwh-0
z=6V}kV`sLov)^=_oXz0{4j?C)Y<84<y{GHdse-~4W(`Y?Y*u(to3mPG8DE7&7|w1h
zbsti|p0V;%Q&VH%o|sAZq6+(FgqMQC#=^HH2c>+r26V>I;AZeTOjJ%Ijccw;;gwd$
zJafEwfuTC&+)N5vXPeYZ2~i8-yyfY%n4N1O#Xnssq<BvN#eTRVURWAuf)ZTM9Zc1I
z;!9MeO{g}}11&Whe+LP}MRWaJ#_e%XXrG(xPH`?MtAol+PC|Urn|Pk;Cm#1^>Ncs6
za}Q91QF7JI**z|C@^&e-pj`Ptg>1d_Z?2ZZZXL;nSSO#Blkv;0mqiyxHAYA{Ma%~B
z4GB~Q>QLy!yK9CkqZQo2gx+2LRVX|Oor}RH@zJ5bUr8r34$7E4J+jfgRtJF`6b`=)
z(W!ET?MtSs@%HVlEc&<k-3crXzx_2P9IJ(?E<JZw_wVv(Xs$m;3n+e^CO*CWXM`lQ
zcoyMlPZ>*WgFo;jgjCtly(>s?`C=$~!3~%H9W7flwl#?nIwJ4#Y=-pZG@VWF$&A@g
zDLHCIt;a02$`q==yboL(Yk)I`%3NYk8Kul^fgp4qz)n`#_2(PFUjo{@9!tZ6O5u}Y
z6ckiF8p>m&&T8=&O(e8J29eX5sUK4qD-%s{A(@*+zkMZ}Fs~^w4zMqkg?3g&GK7Km
zh(_<V<#~<5050Fr!4IHpS4yQ<U_?{q54cbXBpR{BA^fD(VtVScJ|U{ewdf;WDbAs!
zZ}7)0BkLVW%DmOIucIQ)tE)1*YEYrDT|<|2rshgXy8|)$`mb41CNFkN+;J%(ZMJ&Q
z5^+n(AD${~ecc6ovwG-aq{&z%S;%yym|I^=GOFpAsin!POv!0j9APouJ8irz(R(aw
zjNWt;Mz0>f7xk%X=i#Ux{+enJ7sronj7V#=y}VM#W#B#(tcBX)q5--|UMP3iP$}n{
zjjjAz{oi|L0d;yc6~7{O^WM3W1bveL(~*dRQq%a&gzJN@zd6vK5o#pujoQ-t#g6sJ
zqu&(NF6Doi-FjaD)gHu81b7kNPKrJh{>XoC=kLgbe1RIz1rElWz;d3t;-FVyu6Flu
z)u=LFnbyv^Qe(;-{>#}`c8R+#>?!h`J)mO5$baLyT#<(OFBK!^S*AI#wvuCrK@MnR
zE&xaw>hze6<NLlMUfT2T4}Gpu<jS7AmwPdZ5-ww<Ibvbl8<Do+_2k~?L5C#8Ky+r%
z5$<_!ZNqz=UAFSjx|F%4INlPPL|!GWHkZ)lYUUK2*M{+^+!|KB`stdobF%lAD+v6K
zK+IrHyZ;79t-PIK<xyv9l4;oCBhFPFWS`CAqdQ4L@8p#Kn02#WC<gKmUbVNiOJ6!H
zD?1y^JA$XJF)FBP8+(e~FT=Vm&ke|-Ird&oZ);*O)#H+nl62nn7p@eCof~qK>tzjs
zMXb8<Ab9!L3+%2rK98$jXdWzI<M8Y3Ls>)a-;x@RvxC-gH<w;9T8ioV?n$;WPC`8k
z;!5py<d<)TIR0H>7DMqe@t7I;yq{5`>e`6P-r7L+eYY4W*?qVQdVKB{&QWn#bT@2p
zZN@0fTSx`|8a8359=6nHjxmvdRS$k>Hm110`@UrlD)LLx3S4D`qOd@jiK!wx+nK?7
zv}(#8c3n!(K22)tXegFF-qv0wYbP$%wk27`>x&N#$Pv55+U0hF<M8X2e@E3rGM5;j
z9KWMc$mp7m7N^o(X0RiN$SD9mlrpv&wk0;~gXNkR%JsU<#95(tREx|KfYd_=E3$O|
zaw#|Yqw(?pVSRE-y?g8O%yNfE=y>f`+eg2k&N~VGC*MkX=P*tQ4rW5f&smIVZELGP
zJI6b=FPS)7s8PMK&cn|6!Mf|#S7#0H^+xo=Ka|c4`+Jp69d~SRRp8Z@<OPg7E!NE8
zc5@_4srzvu3$NHl2C&DLI;6&9e-xG9Hy;1PZnIT?7RVxNU)uzk6c^Ml3#5NW(j<Gx
z8F!Gb6xZP*b{Q>E+c5WD2MYa{GCPL{e63Y^e}@n<?xJGo+9N;4aNml8qi$it>wOiY
z)?WHm>K_3zUdf=;=w5DfPrBf8r+H>7oKd=q(9`j?q~2>Y9u%?e5ZeNQ)}d<*R>7%Q
zjD1CM>8>Nnv1OIWV2WBee4?#GA*`VCcVuebZ7vPzjGeS@{n9WT>AVnBp%zErjj)nm
z--G2?V307^#CY4FmW0D$YO+V2Hkszmy0Q#p-u>zqDPMqcjG`!{&!-t8?R2>o?hl|a
zegDaq^)DU2TpVVdEC+KB1Ikam!Y=ryHXB+`gst<PxX(r7ww=9y8fJGYZa(_H3RidP
zoJu8z=iiZ{Ngl$7?Xw(dqYy3|Wlnjx)Ne%2vU9T-a?|AwEU|!oePkE|qJ#X8dYDCZ
z+C2Q0(GQ=xRqyy5iBa?!unCw9w#{-Wt16uB&$p_FHCM_uIGL1=$WL*gjU8)>XdM>d
zOm|&8pFG7Mdf7)Q#l;Odd{fD-`jkZ0f*sLMP?#(OlE`T*DQu25q77e$GY@sI{^H29
zd}A@bwJRzX8pZIlr#ySOVD+>`$OnGfbM{T#1ALa1a>>_{GTF=R*xjzks-NH1&vyg5
zor!b5o%;KbB2W4`^vlRV=or7M$z6XTcQPIawAs}Nos;}fm7W1Rl}hADoa(fb_!Otd
zNE^%HTbgBwyO-w;8P6%I5+1vc32EyEdTfd2fo_Ro1)?Qf+FZ-YA51wU9p1KQNr=Oh
z+vA~EZC2hqBa8fG0MulrJYX}HQ>jJR`9tBC(b6#Bj){ft2BAxsO^}mM8URe1O9`T%
zk><73UniFhM3jWe7I7DQjCdsmBYhs1i}lnljl@Ik5ZfJuX3d7<_f^Q<KOHW!V_RsK
z|7II}qWe83%hPeiF1iFouRc?A)o**+vdZKG(9hHJ?@F9)cI#;yd5r^%otxP{*jo4K
z3Hh3mqr%;>;fSOC1I~0`Fs9-0l<|YEedB9`g9jF$ksTR6ZpIvXpUi|RT)*hxdxV7p
z=3(Ja6GXLdMxJDWm)qvJEdjTWTe-I*Ty75z+|hM#`lhA)@b=(&nO3(3EoI8b0aOqt
zdo(7T^i7DwQA13#9s6=j>q+rFrpbi_&uIYn<d+`~)l?xH>-Y}2rwiSbr=@Z-axng6
zXDi)`fP<5D_A!jm-2&}(cfwwmB^idA11##JDJQ7HJwUl;eq)`r5#i)`x6pQ^Lc&#c
z4j0E{P5<@>tRu;0EOdQ1F9OJ22bUlHEPwlszgsa*Y@<V&`ZR=ZnJwu+P@EHjoYoW=
z4))G64eJ7iCUnB=GO@%s@45Aus72CoRIZ}cR0dSUoxa3l5pb;5R_5X@tCNq`*H-G~
zXX9GDe?1db+jP(>buwC=`3LJ^w*~R?p&eazY~0D?P*P&>4`Joydh4N^wQ^*9HntJ|
zw)kFD{%J-@Q=)o6LF~_mOU7&~i_b-Qr^W%gO=b|*CgtlBlhIhBv2Eyzqx5NK{==a_
zv%^Qv)wE_vS{_{hYS_Su7>)PR>@Ij|5zSs^z^Xqg$<J}f&Wu)?`q=x1rabSy+r_i_
zBjF|o^09F!SD8~u5fQYiA-6XA9m}E?IJLwpV77b6r)(zPNNeRQE2;o$O*upUye8mp
zq1Ap@jmoFH6TAt=1fUiEEO~hSblfX9u>{U)@zFE`)NX5)j?oH^$gVaB{*GvPUIDEz
zjPE9`ezqv@3G`#$M0nrfi_bdt;AgmI!`~(4|FFLc9p-5HE0zh_ZH7-2r$+M2WPbp$
zOPvPoKUU5y#5yEcnei^X{Rk=2GnPH=fRjh}XV*!~PTLo@G?-QyUGpNW-%P?7Rt`Pm
z1fp;iXkNZyDaP!;B%3s<h|VY+DRkUYjZ@`_oC&TQR2g*k3B@7M8Kr#>gxB2V^R7u@
zdaI;@QA2Fc%vf<=UWo(eaM|ld>N=<5EZQu0z-Fnga>$LEpN8@yjJ$5sUi&2y2(K%J
zGAZroU=~#FlT)}hPdZt=On!&+>U!yLqgl`oG?fq*M&rIv-~6+~5MQE&KWFU)tweOr
z6`b}6x8VWKTU)%^>|eKpt%3XlN&OHAfxO%U)T#LkuD#92(e<~M=zW^6UcJ(7dM+Zx
z9IEiJYvv8s29~mFfezYfQtoQ%tbXQ9i%FHYBh?R>Eq~f^+S*j|Fwn3YO>)f;M!@4?
zeL{sTv`7a^Dr;(vu-Ui`jcE?&(?z%b#VgmYZIhrDJ6!8Tz1Su8`$!l7>N`iw_n*?=
zUQGfLM)HDEsZ+<og@>I-r&sy_aW=`mlb*^ep}k95`nZ%39KDpTsZGXftph3&GJw>E
z_swX?&lWcLFaif3>FMdMMElJRc9jNmnU}N$R!WcjXWMOFUS7IQvwgX=g!2wp!?^(y
z&3pffkQK<Hd%EGYzp5eYjq+$SHyQXhL#j=oQyii?Ygw{wm|W@QK-1c``^dDqGrc#v
z-e>3U6bBj&??W>*0-j0;%>qZBO#?EnE~XdwQ*TM~f0V-c4)I_yYLmt%xsqNnHKM_5
z6x1Pg|2%1Rb#)RZ6j)XDq-_<1IsV(XZ}<4}GI615BoqPY52@_APzv`pAOo5LDdh8N
z<v+GzOy2j^DPLRlOm^Vi&RO62-#>L7?%}A+LqM3ND!O!k4bhg_8H5@Rmi|+IpU;Z6
z0}PV}fS+8E4Um2AcA}D$Q1oO0#uBB^ca*vGBvWrNRr^yKl!j(idp~ViN1vHy7pHP+
z9L)a;fDG=tH&23#i+8TIm)!z4Bbj?G^ps)p^kU!`YcrRdyVL||csz@C%_~G8W_y5o
znc~kFULh816>}|^q%SbJ%CWLx(@sB5Fu{jL)D63}W!<n`sdlmZ*2#rnV7#3ZSTcKm
zl<Xbp%SLQ&RtS-m>BzWU;Wl8X%^M;m@A?Y9yd}V+nv;Cw^XHDS7E_4^8>O<xYK)S0
zx+i3#N95yeoTKV38Z#YDE%_!^(=7^ZvQdpCx(M|acv5pm2E@wXa@+BecFEi}r-VEH
z!B*G5l{}OTTl13M+}>fWwm<IR{=scf$Ea%A@m7VaKovtu-y)XaWPh|M_#t4;3ilB`
zoo02!j@4G1&c<O6j0?t9=9|1_*>%k7qUt!!x0=*;^Uxrj64&RD@ILOO@8b0BOyXz9
zv%~Bn{G{#I^rQY#_(w5)o6BjgQU46F%N92G8^!H)7HcvK^Wd*81u7i(DScfJe8~9W
zFSnGQ$8B;%26L?4C(&&RvJbmrz7)Nd0TAM+xoi}9R3`4Tt5}TLi(ZAW{EZQPWPIOV
z{OfCN`uL!5|9VG5<f(GU4CGXX<4t&+<0Y%9B8;sCzT)R8_iB7OY1lEr4&c+?-jFt>
za#E6X%A@ar03&><lgdkeVz8rPzG7w!PsgC+!d(jyZIm)@g=P#;$!Al7nO-FwQI>Wk
zm3CpjI@7L+NXJqb;%#$fYTr03RS#PB(Mros=g9+;f%bqh#2?~YPNg!)G-kHeX2f{U
zYKK<aTtH-<^jw{n8Vou#_ZX<?>c}2Wf(xo>AQ`2-*m;@g_fF+hcwPr^RH7VNmOO^y
zNT~FnkQ0z$KgRx?mU|9w6%ceTzD{J0`;xC!biO!Yf1Iu>i}l_YG*5AP9>ytMWR5*F
zj3%h($>+5{|F~F8MJTaTD=nnR)DxT)r!YH<1QA|)S%M5_xIDDfJqV&R6IC+(@Q@@B
zeNri<E_}|j!Hh(5{Ga#Mk9GiWzhUN>!vXNpQ;VzVP(6fC**~H-Lg4S7tJ`0L|35qi
zCM3PMNzw<8dRO?~+V{WDIGojlKy=QRtfrWykz7SBHMMhLE*DYxa4GQ7$IZGxToSyj
zX9E_=q^ywNkYl_HC?#9;K%(IB_A7#y1&_x&U%bBk-&4rJ-2m<X_xL}b8deFvmb0!j
z4g(IHAMm==bH82H(^HK%31oLD_hlMM0i!1y0Q_n|el7-c=7c=hz)@GD4XyaA*YJS}
zWAmCM$ZCLxj@Q|WD0v&8{T$W~4M`b?YK{oZbAd1lu>V&uHDwS818UetollaHHov!u
zMA72SDcS&$ytSpJ3%JatnT8THr57Sn{lMPJa>ilsgE;a34*pot1id*ej7O$^c>n%O
zDM^c5B_M7<tzX%CmB3@F3yUl11E$rVtm@N?M_JJ-Q3ByQ$GWOS$zwDRBm|bxK7Yn^
z%iV|WT#J$P6Z#s5b>%Qea(#%Z*8~<Za5%8!&HtV3<&jCHbBR{>@81s(zn!#G+p+aP
z-JkC;!>Na<ARS`9vD~DcJZID<<fqAQR}2Dz(FLdWLjpH>TFEYC{@MQ15~|)`L4A94
z73I;H8oqx5)t@&cHX`!h(T(GdsCYJ<u~N1F{`5Y9<!$A#==(JzgASBDPdxD4l4wDo
z=0Rv*Z^SOtb)1a1{=LNkvA-{40=EMe2@H*#+EyabU+(3R*Ec5Y^^c1<>_Z-kY5wu)
zie%$I3+GO~dvX4i#(ysv1xm$!_;3IPjQlH1b^H}(`D<j2e}1fiC5Qz$f6kx;Ezu{}
ztnu#1&iV9P@mp=APHSn|+En{?ML=O?=n*wgF!P%kK8kwg1=iUMr&U#lfDDP;D|RUM
zf6iBOPV)aaAGnmj|6WR2&^m=x50ES7opQL_4P3Qk;`W0FE}G`t^>U4pRP((qu=t~q
zHeDyKMFS_9y9^l8EvLo*1_*LshgjPCXen)`?{h@a2Ps(e@J%-SP`+h(4oe9-LPR@I
z?z!GRF%~E19(Ap1W7BC53Pkbvw*Ngjyz#{UdmR4fx=co!{!v%AI)DEBNpI={!SWM4
zvOJp)ef;p@!-Q|+tNqeDWfxs#tuFjgVlr|}bNyS%$u~nUUK!EvUa*w;ZaRvyL;m}}
z1O06N<^K%y|MSHK_u#|8`B!H?yWhUt_^{#kRdxTl?L#-<V`VOj0<;2EMeMNzNfaRu
znxw~QZD7l5$^Wk7@$qBl&SqnHoSWCLcdqk!<)F`LV8J9mPIG2{oU938N%~?^K@1?@
zqWBU3Q?3IAHeFY@{r6#=SNG1=eZBed><p0fdp?{oS!|KUP1p07F#1=)T3b<d?afLZ
zkGJ-I<<$P^mvtBb>04~Llks+E!I}g&!8ao9?~x9~HH~}89kektH0(5bDh0;0we`~#
zK}EQ}Z!-HRt_+^6Z)8N`inf7{ooWB$c{V6PiNI+FGSlpl3dZNlFVw#E02MG7IG^?8
zBN~s4LBOK7EA846kQiowj~WooB3BpzQ@0lwoEQA)cd=ldI`{flG(HTyc)hK9Vq(JE
z29_p!|L@cm%%|^<{?DoXOLD(e;7UXIW)KSbq@bYiz5Ds~*pDA4*IvIlStxS{EPzbe
zH#Y!cG|A}x?eQ#M!t%XWaWkv<c;W?@_X4I#t>@iJw<CnsI|w|P*d-T$ErdqE!WM*Z
zdIgQ?x@*M>hwOp9M+Z{R-UA0N0uiJen5zZ31=Tklnxg%LQk9C}56Tn2ifH_45Zfjw
zyAa4E4yspyB2TqzT$z!rj`#xBrV;XR?CaONXi_@(l$iXL{Y-p3xgo0$#-GW=EgTWi
zaH4Jbn=(qBmMN_Lz2yob61B+$mb&}UxuX-~)?Pmk5`9+zl(Pg=!Eb9Nkm;&vDZ##=
zGRHS4{;gFXl;Nj~QnR2t=mUj?pvs<BOLWwA=kMMxDk{o6_WcH^17~C$-p9s{Z@I!{
zj?9LP4$*AE?E5~P;VpisZZgg)`IZZXn9*T{0ogn7i2R;G5{E^a720AAHClvs@Bb%S
zP-nnF_DM)Ecp>C+w|I7yD6`?=1MZ=}pO{Sk=;6~wKxUkVd~h~33?+gyRK{x^KPL$F
zL39p5w{AVIISzvm?~c)q{BI9B?YJiM_YL4Jf8E=^$NGPsUMT|+EqYAYT3Qg7nV)#k
zE$2@9P1m84baefSQ%8cL^aM(f9s}^)r7aGTJ~~?BK3wKvNEq>ML;OPTH2(d!y@D3_
za_NVNb{23;f&hEK9;E?GK~Sv)u`EFxY3r^-se&%0s;c@6efF`!DJ6<9XxFksVX`(-
z9n_2jH}3S6tI@9ioXoMy9j?v^FzL%r+{2s#cl^LAD*>k@)jPi^d-CMJSLdjTFt}{z
zbXVHPgoJEu{*2Ko!y_ygq!Xx10P=R157_1c>FNe3KS9hY+V^2wh$Boe9y^aA6s?R5
zt+S0pnZ{0d>9NG|#40VMd}xKC1IaZ<`l{cZ`_{WKV6<90sfv-!1ZNG&7<3Io$??Gh
zm7Zy-;JIQAS~BQks~{}~9C&#_uc`*ldS9U(p{Pt$XXwY>AaI)blfS11Xfsa&$?T9<
zo<s8@Qz#!|DI0u~<2R6N!A`9o&InR!f-oH*kr$|Ju)wl_a!lUwRcm97eT)>y9SH!o
zt8=#ZWNVIjVTwtTFO7%|B$o0XvFf<VkKF(c{rKrq79cJ32$)=_HVELorG@?ZwoQ#y
z%T6B7^sg^(5~>1`snbQw89--PTfB13@^io$L9j-T=m&~l2e(S#ni5sP%F^ka&&!jo
zTczjHsRV+_{RY<}&UDvh`TFHAJ~pRi%nN$c<8A3><l%cKch-Y<g-D5?juG5<&z*5d
zdy|fxKZwEJzt64${B`9+$uhScbkt-VNCxP2F0L3C05(L+bc~rQxVQ@J33^5n`p%s@
z?@f}*Kp8be-GSX?4i=x7rhv9=AxHoyJ|h4MSPd?&58w+y`cM#QctR|1DsHM{R?l7#
z#MSl$0wyMN^5oC#7a)aZoSu>K+?{2&z92gCX#7oNOw0fPpnd7LM5SlTfg75r?2)2`
zrW{)EhnHRKzZ$RE2yA^22MBN(srDnX4=cHU0tRe87%A!ufr7bDA`!*4Lu)}H`(5^p
z*)+TXiu{4W0iD20z$$($G^ZXnrLU|mfs>;!dzqlUz1-rs#7Y329V7?uJvs{_a()r7
zfnU=FK=zXY9?*XB<q2zddNPdyO4JdL9&R##MUDbHy`J6O-JSeezb(bOE~tF}gYrB>
zt2GzUZv>WX1ap9%Fw957rva?L2<kTmh^oUy_D=*^Gu2Iou(!|eha+pKz)M!)+Lzzi
zyt$TBS%oZG1cl5yA~PJb(0N%zH3pzQbGM!h1H&3={ZC_MKZLM&KFDuE9jh!G=RmSz
zX?Z-xZDnE7P+Znx6?k6Lg1pTcp7?2b!5ub!97CgNkH~8KuQ$Q)J%wP&4qBX>z3%Gt
zPR@fgYWbDmJepFP-W=m1>c&n`@f>^1E=7-2XKE-bDfK7pLxYO=q@aeLlba0r+*V?Q
zDn6BD=Arw8L9Pp{kkAae3vi|DNOd`g8zs=zQ8`s@8JXGu>lt!pz;wvkDtvgkpcIl1
zwP1XL{^R59b{LktTTI~}(tLza8XBJ!91S!M+&T~`RC@T-N8`e#K&lJCLLY5_Ay;J-
zyKo9zdNN!9%XRI``MCd(@B?Hf)L?R3t2o>a#IYdHu-<WGiorHtZl}^B0%V2Z*Lq5N
z`7Itd%a!fc?VtFZ$w@cbWxjM1Y7{OnJYel(km3NauYU$EMqHU#QBv0@S?)4<D^9k{
zBaCM?0_;D-Kj#kQZgbsakyL^%zwT3d7-!bg+q%g@$%V&ZJSmXU4DtoJsmF7VH*NkK
z;XE&-c=<B)Dxx_7)Uv%NuByZ&Btf0?4?K2!Hhecw-5EGlL_g38P4)Fh_3(M}vWf?@
zwhIE8sgS0g%c8mR*<?^x8l-A3fQYWPW4y&y8bAig3^hOc7MlTJ;JmGH>H6}F-ILK$
zGa59DkiNVGE;T7u)s;3_=3}+}>{~?2gL*#4%K7|PW6_GMuFPF#J$cB|5L}e_vhU{4
zjTu!|J0P&ctxl!YjH0}*wPE`xStN%EWVR<Mtn5|j|9v$#b`+-vse|V7Xz2Gf?e*of
zSk*v5x@{04W0q%p_3CrQj~d(y%RTnFZB{75+#9YkWmZ=+0L_j<++PG;T8&oKGfpmZ
zNekb+4Su#kyxFXf6w|k}4x~ww&#dCdOniNPo87w_{0F}q_1i&jT)%$$Pf+Ud-&TOP
zK&QziaZUv!p5401%)nWeR0FsUJyXQ_{)9x^0~-m&HwyJN`Df-qYVS>`*6GE&3*Yf8
z`W80ER@<B57fPN*@3c%9&2Mq(8ArT5^bkOCIzY)O<Uy|<Ae@f*o99mDUGNZ93}9N@
zfS9VFh+PO=c#vtMG&wqW>AFY#N=9TX^p1S(pG(pzZsEvWJy+d3!Rzn~!V~y$&@a5`
ziSVmH7kZKshF+1_)_NkNdox&AxkPkM<)^G3W?J=)`9&Ep`;?SU4%7YMliod#r!x86
z*Vr(V4Y*#YevL&E>0b~HoamjRRQY7CuMQBVf=7qT-LQSVjCsjNW8oSDVIY?i7(G<x
zZB;jd_Q`oo3gxfPfMoNcV@9HY#kClge`JoFq5nMNx%ZS+T_`C<)3E450A~i|xUp)V
z;aAEn)1Lj3JMI`hY7D!K+yl=#{onczGTncXBg+c=ZPfGwhZxu_h43<a00md;7Djrl
znVU^F6K3_gwXKzX>_?d{0h!_wNFCs?mS4i%-yOGtw7}sdGc@?W?F>QS8RY30<O*IT
z@Yp^AdI=I<t3bja<2zc`H9*w7lhM=NEr6=dWV5h<%yf|O`yoJ|a)dQ+)Nt7u(zvA#
z7aK5orrSqK(dl(*PAyd44kS(A_Dma$H@@*BqbgL(ucErX)&+B?RGV&Y9^_XF(2I1B
zA9y)vbtdx(kuRvmAcA%vyF&;0ub^QY{(5yATkaBe^Rro2#lPEQnriqfzp;s>Gmlfm
z$Ocb_`_ploAUX-l!HqX}Xr9lBJ+8|dt-A<3I%i8B2wn#ZU;t6*3ch+3z^5|bnLD&v
zJ3ie!h%@ATdGtlToX1cmz*znn@5qs}Ny;An8J$)c*=-8if)M2hhC4zWAHLuROR@aZ
z2Y+1R0N>&_)VkEa6&4EOjJJU=>Pt_u%r|MfZv&!iiqEJWN}3X!HG$=viO+WQw0zqe
zk^Whr&k4LroSA4J{f%YOz%UwB)Q~mO@A|cRlQRs01BRSo!w@~gf2RAVDhVD4!ZkI?
z`?l)n=?FB8%(sU`(<;!jCik$iNoao*&M9$WR+m1M_nfuNJmFG3AI4r>UOuSy?%T~J
z2;^vO7-^6yvtp1Nu#r;Co?E+azo~X<c3^hCNh&}=DW5r2={25gI*piq7~UpG4+gqM
zRfF8jG3nU_(3XjRvzQd3(AV(XALO%(W^KI+XA!}@u1Unii*3ld5up+#l$PhF6TuoV
zYs<0z5;Mf0>$e*<Zx98GNz}E*cn0!7xY!r?KjrsaPWy)dG$qJb_X4pyAB5|6_*=de
zbRYo=T>|mxEhCM@()P~VX;)QAe&3(&h<x*=52R$VK{+~ldne~B0}(Ip0s`$HT3}su
zXY#gpNx<z`P&}X3oKbo8m)|clG?H_|!}#ASsC8cN^Zqe;^Yx1J=k(klUS^V`BW;?h
zs5JAF)qh5jyy1q|W3&b_b0pPr13QW|UM#%kUjHBEKtQkd7o0Cvi;1&;n3v%cx~cwm
z$%aL>mTi%ZkFrGPf7o_vCHT~xN<T%I<)a<xQQ-8BD1C23wqoHw<M;K`w?R_(IOUO9
zWHd4}ay<Y=3n8fdY`ikd{EWI#hSAjgGruo?$fsSkezIYQ&B}(;Z1k~wKNb}AagVra
z0^ks-zl+8)`T6%nAz96zZi+w}T((}_R)MgF-^je$cVRsxyqZnvkJM6iKs24;yA5A`
z6F7M-e-!hfUch}HpF0MKM#GuG-eshCt;uZrnEx}o>n$ahq{O;(ag;8*4mWd-M1^d3
zS7Cd%b|%`BDUi@0#?}Af#9Mf&{^BxO>X$8MPiB3weYJ5J6!q)M95<%A)6%t#^(9N2
zC6?-Na`JZ-!N+vY2xv`%i+-ARjUK}E#%aq}%+~qhAbPi45D%~AYK-U#2<gKAs9sJ_
z2nr^`CkL&A|9<Y(iN9B=Z)XQ&fR$q2@@oCJ>O5x$YH@G7yQWrXIywlG;xA$7s4sYX
z>eIb{Tj`5C3T5t1_SE$;ytCw?i+wUpGtY8^r#D7AZ<Xi#%Zs)`^uX+rKa)fmZ<{W2
z{)&Dd4hR7vf8gHK^9NP)E!C#`dyDP+?lTJa+8kCJO8cSK$CW4z$`A>uy&F(lW4tXo
zQ&CHBMq{DBRkeBbOB~|x!GorAe8)`#189v~VNzrR)6Mkw&^qtJ=Y(^Ysd<zihXiz2
z=e*!6>1es1<+U$u3h(mwyO~!gI~L@~%2=hZe>>bcOrZ0_KkOP=CtlKAp1&hu(Doot
zaH`Z#f;}=vrQEoZJ)>!(*>iEH)v`X(qu^h?-rNl0I%AfaZeu^}nccX^ANnG3c>epY
zj?po@?SILlv9G|mJpJ#5)q*#<+Ys;XzW<Vz=G)c~ml(o2>gQqkBOqkp-31#i6}Q;5
zL*`@RJDam8!Nopahy+G6WaU#zZv8_SHyh;}xREY95n+$a!G~d}9%W~bu9F*|vVW3y
ze+)|cdy%z&3jcs7A%+hgxU4&cjd@+?#fEo{^S<hNWDl>pM7Cakm(%;!GWo<(^^Kc3
z=4*s3hcAAlK$IVv7i5UNoiys9bTV@~(%gBrz=u3NK&vnfX(;<U7aFqX5j!D|_k<4n
z8jB6767l&5sA;+p7k&+Nv$0>LQq0yk$VhUH#qb5w)n8{=^RKu!6I@Pq<7^I_4?MLK
z?v;O0=1s>Y9*J3O?G>(G#A&;Bq@=w*0XkniAYK_V1(lb86ln$o5Rk>s27%gHfS!AS
zzVHReJg4`O-J{$_0ZEQL@NO^zuoxAT8rW8HYhvB1?BOp;*gqv+Mfjo04`tVxFFgO7
zv>9C@E+4;EiWGP&=zWYOwf^xB`IXdNV}3m$`($_Kj^gvHBYF}`^YXl0WPWS?c&@)x
z-*kLfZ*Gs$S@M^3Fo@7%v2%*+a&?&OMJlXT+gW2)Q_?;qbk#*zO3NCwfGR*H3qa3R
z<AE5zcQoixgl>9Y?yWi-0fyQCaCKa2!-5_oJh5Ajti4O1)~ID{|63`}z-_CQXT!QV
z$Y-;e`K4bALuK9sW&gXnGzTxgFgdEb%AV*8Vr8O;=iAVHvbozLpI#TlX=S?J&b;|b
z6U_Y6X>+&=6UldRwKy)WP6_5TY?q!gaO=eSsh=m$Qs8pdS(zz8H-Xu=3h0O*(1*6#
z5S&SpbwD!6x&4D+adKe*Xyno_-8W4|{suhF+{sDnmGHss{I}WyL#o-4_iewSu#t)R
zi#{jX)1KM1pRA9M8udOtwct}7ZI-6;opVFWw@~MyRw6TB;+^Q&Dyzx)x0+zG3q^ck
zMGNzGed@6n`^@3C4;DMHx9Ax>*(wa24v}oY9_?N1kOIpzvk(x)tjI4wtgY3Wejy~N
z9Y^EEX2J3axXZhJdj%8N9D^lHGw#foTYZ>G;yr(;A9J<dAv<9x$eprtWN}r4p|x*a
z{vv3hLKYcW9qy`Fv2*tLFap=3q}tC&E+TLz;6phknbG?p8X?P`%|3!~x_-En!h@Hr
zPX;e49F#Oe0aZJ!8B}J{B%sg4K>s8iGZA*bm4_c51d(pg@XVjg6BPnY2e_cVLhpC%
z*g@}3kFo_QDFoL9W~m=ZldGaz_wT<~04-`ebL?%6L^!EMs0m1k0Zgh;W1Pe)nYwP)
z6eFeW_~tfDOJLQj0og;aqmOo8;796rtkbkN5@_>tYrs}E22?er$H+evD9zYV0g9_9
z34o_>V|ODhuaxLrf{9wKE~52kn@9tXLshJZF<jnbpgi(5kUfPh!8_fv=>gig=AVYm
zM0WYYE+Cq9g9eSEg@O)FCs!1*EsN?`mI}l2dwXlc?8y8fhlAIKo`F3u(}H08YV&Ga
zV;NAH1c;{0ZJ;34hoJ?wfXuj)KAk@?U4BS~2<<zB1;T0LYq9ZQS#{-JhsjWom_YRa
z0f0s!t`-EaMs+dfW`b&&`q*WWb}CQCa>M=1glNot<2vtT+v<$Wbw7-JU)~X#x|R>7
zL@vbsc_U)<hM*A~94f9Gonh})+B|hv*21xV`8SL~4xr;LjA=k5@)t6PPs1jGJ`=-c
z1EG`TGXezvUXT)!_VfqojvSC5F)W%91TP{F%7oC~96Emq2)4d>AVM=WGJ*klHR!}x
zKE{V_tS5r)Nq`SePy|~GR)<KT86ayzIQHbOKMwx3Y@d)oa^8QPzdBoZ@zI}q7_iw!
zmu7Xel{o-zYGJ%xXjKqrZf1+a2B(5>Mpbp?1K&xvQXF0REpVMP=r6^g#3QUS1Q~c;
z+7#Gswdr~d$OhPH1}%09HYsj7gt)HZJKd=f{sYVt^>9nrQ?p#Njve2Tsa?$RDq2d<
zj0(W%`?JbuPP$Z}R;ylgM(DVG8*Yh}7G13e>Tz;$`9S2G8XFLP&JpYuq++;OK^{-~
zk2#1X(3aj}vH9RCkpeBt^u2)MsKuaUEl_;7Z`0;>n7$oaTer&QZ=mcI9Ky*B17Ais
zcSkW?8|rKm{6cAQ1^1n19P|~V{BUI5HKG>JU3w1+go#vTF!q~PL2<k47`bh4A<%V+
z>9xazFoKWn#65xReJ4nvq(sw3a-+3p?VUWf?N`_?&ZCqp|JC?`=Rx1?SzUKYD35k_
zIkk?m!W1HfkI$qmME-w4T?>)O$+IkPts3;duBs|YdUaW^CWM>$g|Erxo9Ko8rEd+5
zZ^Si0)h!v;NdbOGkU(7(#IvPHU-Y6hkVxb)k5YezrP1BHA2NaZ6<DASHiBjX{VxS@
zil93tCYUDNqu)Dd=jRr>Z^=VPrhw((6AdJfH@Zy%;e%E=qVyr#By*L?PIN1n|C*k@
zQo#EiC7(PFW=mU7J+J_RfX$`>=rp?1k4+;53}b;6Baly6%fJ!D@>W3<j9q3AoRSo<
zQDw>{b}6lG_1Ljv-)5*l)P;^{DJu3T3byJwkTlq@eWWfw-!%^s_2d8zK~AI;$8WD<
zzPl#5qq+lZL`@$5o8iY5?AU)wh16F^`2L8$G=OCTM-WS^yU#BPSy@PR5R@FENLe7;
zi8`1J^6)9+O))gF0VUM13LnL14g;>62}E?_5@&eVgQmISOD(MO`{VbTP}V|xusJRT
zkfSXUrL<MSmR%YZuz+K@m^%2v{v0V_giX~F+;=s`NJ%YPFlXz*8b5}MvXKn=^DXuK
zBe3+6$3cZ}t&qrEN-)3abzaa!wii7j+e_RcdE>_&zI?o!|MKTr0OFliJ<@XZ-G`v8
z-qlLmzAJq0)M(IDB>LvfKZV6Afh&^2VfN4Kt;#EUhk+0nd3$*8j7LY5f5M7;mt>Dw
zfjr$|_~&rQR`=B+$0*CGEXSSoOZ`@>KjlMzJt!Ia5SYZQ0k=DqJov%2&9baryY1nw
z#dRJ_-J}k6v%+A5*ioX2%JEGVq=!ZeKAlgyPWq<s57;bwP#Q*ZMEb=+T}|F0*hI&k
zS;h(lI7QVUwEBeEqyPnK^?B)A3Z6Twt<Xn%BPZgzoQI;JszHlcCJ_x8j2e>?o8sbP
zL#59$U{9~$j>a;8!GDG)XLWF-<P2lbt*~zDL0lrZ^)tDJ_1>$$z%K3pW)BDroz4uM
zoAJaI8jQz8@80b)^Z`9P@V$g=<@8lkD&Dbp*v$=S9o3+5V?zVL+nbf;^e~zSp4WvU
zc!~j5QXt835ltCvVao1~D^5;K%mH3c>lvxN%NAg_E@`0Tr9jEhs3;$3#ciz7QqLDH
zh{RQaJ-pV^;uU#E|3cxOX<k`g`lq<el!$%rrL8P48m|8KpGoNNPCAiZRe1BoTG(3L
zfn1(X-;e?J<1DW{XHq>SM8ifqEI2%r-Ev3bmV=)m1hQvE7UCq6O}?ZbK=FF9|3LXz
zqQUKo)Hs8awl)5!PSjj&gA4mv!c`CVoBn8l>gO6VwYvcx*Y~Q7*W4jgdFoH-$eCs(
ztm*;f>tYtydYDv;q5+|AXq}QG0ID)i86>LsA@b3gPz81=Fc+O&>pyO7mZ(%TbM7AY
zneIH6Z$}taRdVZ>wOiSg3r!>g-y+zO;RgnGz9O3qKPP`SH+?4hNt+PHEcYT|;0bir
z;I^H}GrzHhO?6=FSP+o=u_Z7w`Cd7o9TNS_&i>NxNLKAxNl@SJA^SFL@}v1ytY|a6
z)bgCh+d6r~JvzSlf5s0cFN`+7Mh}cVz$hdmCyvg<C5-CrvZc%M-5xLg=;<atGs^<t
zj^L8t8ni*<FD^G5-h8>V(Yo>A*X}ouyfU0TH2gZw0JQH}3VGd!Dbva7J71QkOUBP#
z$klXBa1EC|(W4-$y*##=`uj4xw=@d6q!z$Dvfw4Fb12f$27YmKK`QS;T>gxA={1DU
zMbEtw-1}mwr;5;7jtr!YaqdM|KMe%At7Jn~{2T(2Z;UF_w+5M-YHXaU>!!=Ow^bcm
zKcuoL93<aBJk}VM46@M1;v+$y&_(Af*5I<OF@2@Af)qEeJT(WJpAS|Y2Y#Se_-Bdy
z<zgsyp=PvB&XW?EREN&D6WBY_ZT$+bP_O5H_YZ5vJ}zpLNP@4t4i63io{RHhb+qsL
z5hn=bY~|*rp7M~)u-1Vwf4}sczORx4H=;(*u1PG_-lluLDsy^Y#*{hpQ_9_M&T6J^
zaIq{$IGrPUgCYOUa`*fD{GPnX%f7xJ(CV4#Y-`E2N3Y_Tf3yhL7bboqVWHjmo2{nb
z?Und&NYo@R1_tT~^1k29yL`PG#$0@q5;pXY$Jh05x=lT3pB+Gwd>(ty)dYh&h64p(
z&13>q?&A;zM;f<8JdZPd7&Tc5lNh?Ywl<NHXmiAnrZwVjlw>QZQm0-4GJ4DS{PxEN
z0qX!dEdo>875pNA;oDw0CB_KcXXnS_M0J^gjA$|gHC&T#y8#f3x~SD44dj!BU2%wW
zj+>?;QpnkoY<-KOKk<aMbWmPdTU<~%6^>oQ?DEtvHHW$qq7A(2Bn_pb0)UQM-!}nr
z8hXz22w113Qh^xQ8m*WyT9R>6<}A*1?iRgnpPYbas<`w679Hl$TNszhSu*N>P(AI@
z9sZ`f|5Dxs>e`W+-_GfkS3DXNrO8QRuDadjvFQ`mxfCff0`X`h_?6N7;bfNZd%VOc
zQ;yLSZ4(sz<V>mhwrRT_CAt)~(A+GV`>K9^9ByD&VMns-yR4ZAFHSiNC`lmvYu4R=
zseKr9d}zpxR@FCm)RY_=(dNBPvQT)ZBHpsnAU|Mp8q+s0H}+u<4dv*SEAQ$jS6IL5
zs&}^Sdua(oDSZU1V0%dE*-!?i#)N>VbPBhJ#aY6$pu3EIt~Rc=$TiZh4Bw@bw0P~v
znGv(A0i|0|t1AGwX-h*eXF-%^vHZ-3wP;*qe(E~tXzHSEugld61l!kr0j!3rowH2N
zlc&s0P{7Yh*iQ3`>+y3FFC>Gm15ECbGHawPgFniNc?OD;n!}#6QNta3i1MZQ+SA&{
zY#|WhTj+M1C*=O6jra=%?|oaSM*PWNc~)P=wb)zrFij3$GcaH6jc#(=<C)0Q!ofFP
z`|ToIm)umwE6ZGKE97RV<VUmbi7V#CeJ9_%dDUM?^2qfH5V=bZ8g<ce>RCTvGf#Kd
z+~}}$eDIOd8w%>_Dbv|t=Z55H!0T=-9WcynjVzVD=Fn4(+8KB>sT$>nK*V-tAf;5j
z|IJQ6bVx&UKN_QF^){<=m$*{<iVMsTyCaw>*q~locmHSP@sVpFqnTWt9?rElS;;rd
z>Pwb&f79keobR8l(7$UneMY%$TGIsoHV(QEvE9uPPMMiXZ;>R^U7zRVyCCzQIW8gD
zNjYek7GtEQV$e1U-7zepwS1K12T$e$zz{){Df}x<Er_rZW@DdZc5SnyA)d3c?wE@i
zkZwEiQ|{z`?hcH(A(Hq0YTbb&2ZYlN#a+e<)5-PkB`xLOtYr4ue?2gZm5j}ln;9U;
zaH_uwgoA(WuxaFN72fZS^!=l+Z7kbAk>d@-Sk}<m-Qb%*WXwVFp1ad6`@z5y>lvP<
zrh|xJZ=g&E7L-=MP{Iyd7<5oz-?qqoUj#oKlI(pLbGwA0&wPd>KGl@6+SQ_<vDw@|
z068`bA`-iI`Vae%OP!6H+b;*?U~~cE$xx<-^qkS#(_C^c|BCJyW-vk{?z77h0(FvY
zJQSrQ2fX2E52|aN<*8h#9_rY!Hm0z9ns|szp4WJz>QG)4l7WOBwiGs&DK{Q|4g$Vw
zAp*fXnru-GGd}pd=1?#2sB=MpCpFa1j#M?I4V881YdldDX7m&8mvcA!{r+Tsw;zXt
zM+840LUgd4D*3<I`s%1CyQp6fTd@F9lrWG+Q5p$@?v_@R7*d1*CG7wKX^EkRp+g#J
z0}&8#7(zfmMFeID(IJPp`;71Rt$WwH|GIp5o;k74-uoA)r&gpBwGZxQ^wfl7HpJW`
zZtgmmOgbe^X>9rFHNPGo<~_fD4JRk}z09b%3Fr3P`m7;Ao1{@7n$yD?K>ZO`oq9b$
zeyQbvtKv)YQJdG4Y?Zq6ntS)SXQk|QBD|bfb>0PIdiK42<JaFgK4Kr6W*;S+xSzW!
zY}kE2J!{3mUEozt3!=pt8g^|`!O3E8l`#2CeMv+5bhEVqvX!~W2R)aS$}RIQf}YUR
z?<sZYv~^CjGcw;tBD)Xl9I7yX-D6cIFlDl>gkLz-0een0lw)kOy2!^~fR-I11a<`u
z{LnW!+jv%Ey6O(1J-Db_+|7Zau0xRq68c=E%i6`#kKI!IsT1kHAVI4nsmA6wGQRFF
zb&%_i^PU2t&LYnJ9vLdwNf6r_qAFUUJm#awyU+LEds|hy4f*$HemK}#qEIYbbkL>z
zlcB{@^I6^5YKrI@;GV)>+-7Tre%fECZhkI8jNgXiwovmGFK%hkOt706aDHPQ(yOv-
z`)Ql{uXm>VJy$^zWt>eb=4sG&uB<Lz7^q0iIFd0##6Ka0OG@6GS~maPe?M_ScA_UQ
z&hwL-^Yz3O`}TxMP<2!qlDe%uz3c02rm*(c&7c>+r(`i4AqJhv!k&p5iJY_q<4x<S
zvbEX+<sTbHFj_7CX2n;>Uz%oY>r+>xnQ+`rF>0pSjK09CkJMcB&5WVWX?JynXRtg<
z>|)K<Z8J}}HG9=+Fe`rcii&sG`dPcs!aJ^E6`b2UxS+9R_j0Z7+Br*?%#ilm#qp=L
zI~3LqpCP=@Y;1r;NM}g1&7|yG+?EvKC3~S)7Lvn}yqbRs?j2%b8EyM1)ZwCkozZ;P
z<$kJ<^8-68^C9hBYRQ<!o=r}%@t6yW7FsPOCkysu$g}$;0r|PnXC1Uc`Obx}KeQ~B
z8UJ)`t?oG*0CL+hkmB-PG2gfA8*+!yx!G5us<^T0$@h+!Icg!9D_=if*LJ@_@|1~R
zcQOrNf1GPg==`&u<uc=LCbQ39HuXz}9sE*0e*JKUw_?`LufOasoNqf{{@h9^>MAl3
z;i=L#s~qRtbMRAHLSb+C0>={KMb(!-iWJ^wdF9~evcA_n8s+O{TZ(}(RDj^6j(}gL
zeLb6!Oa$L%{;`m^@)H^Of@=jP{KWZT#J+7VUNm)b%Kf_(`{+p3XVW`uV*;Us{F^FY
zk5>VsLpV-8J}JrnmzgQQ37x~JF<f5M-jk#~oS@X8P!!5_Xm~hiEGbCCMv**JIMkcN
zmf&9!sF&mK&FlVK^y`hdX+`y9|I9AcCbjl$YSX7<Wi5q!Ts+M8p2M~)$p7g-J1rM4
z<1E<RJh2$()r}2EV5>T7S2f4=Ka5F4<a;Y|Dt7XhPD_QdT`MWL)1kHGqV~0eD=qE!
z9~~4g7nq1OzEVzZc_gvFLhM2dzw`A-&xDjayocFGNe3D9z7sMWFmFtPD#l(cVE?A5
zj9|)q3Ii~LgzAh-a@{1U#l5}RGs6jHzb>m(1a36#9QyOYe_B4l<Ur>hXpLX~!s^<l
zR|}>oJAyZDf5w3a3a|T2CR6LD1)bFFghP2V+M9M(a1V{OcL}#(s1D|F-7Tlet21aj
z_2a0vIb+}aDUrR|M~mW$rgL`5_4RRoDER!HWq3nD7m|#3HZRk%M5oh<jQ0#7NmjEp
zd{!`w7kPg@g!aYuya_uC!$pLpWdF9$|J%o2t{i83ebXtU{PnH|EBx#3REwX~IE%P$
z(b)afp7(s_GRqA!ewL?EA_sUC)SW!*;a@7=Wwe(6`8xm6EwnpJS;WC<t-E}9T_!Ri
z$0q326`P{3_^f8H9fj|pySb0irO7L=$g!Nm6~x0S0lj8=+yCeF!biF!s;mkz)I7e;
z4k0Q|IPJVPQd#)o*(vqO#t%^!y7pn!&xQH5F?}K2t<IRw<t5Ksbo8qJt)%3fHWlDK
zF({*e>33@%^w$fjNzdz`=qVoUJP5tbjDsTP(n6(7O4sy&lC784pG&dWWMaK{=X0(R
zKG!v|Tbaa^uz>>49^SRMN>PmEm|-99+PZ*^m4U_0$pnRVYEQre9NUx?Eu289kYb;R
z(2bkClHgMfRBa$~^CCj2VA&*UyF#j$;}LpyOK7kEWM^4^?`0?d*w&M9AkPnLUW4St
zUou-1LyCPc|NZpJ<UF?&CBCRn@I>3-X>O4(h1^o7DE&e;c|bS&eh2aw0B1I%Y?RIX
zY5?(#t7nml;<4I1qUsf^t_jI;%J}qY;%6IbUjR!5X1U`;2S#oWfjqGBsmGPcf-J>e
zVQOosbvqf@2n-BKTLBxoyR)r?Yux4hw?Xc&g<%`5EZYd}=T>Q)s(D{qAiHA4(7wVV
zst5}vF4?b1l#cfM`n&FOZO;)B8k=u0OT_sWK(cBzl+e9>94LsXTE$%wg-J<Al?P`X
z8Thkq312wze%wYHH7$*<gj8^L0fOitryyw_V6jzeOJ&Y4lOWPbi5CeA#;?bFdCN65
zO3G%O-4$I{FSJtou9XKq8<y3)B(6ysC1?}dB?RzU_3a9pZHwjIb{h!=evd1N^5f<D
zmb-1H7#O74cJ2NmNIrb{um;!~fW&B0oMFra1Ui373X3R*+Q$eLc||@!V~)|VQADn*
z$0I|krsQ~wVVqZWnYY2m>WqS06=c(5@55R0$q6e8HF5Pg-`GNPd8JOvAq!WEDf1u+
zHf4S`5RbtnAr;VjSsGB7k9msolnS4DxBGk3%gf0nXHNlnP)DzOEvdA#?&b-!wyw2r
zzj7O+_RWckQOyW7Z2RRz<u!@(dbs!lezR7WMAYAIUe|qCwZ7)SBFcPS7`IyYry%dX
zu#OWFw|_DR=lrngf%9c^o>ff+%NaFIO%ixBO(aL1H!0%VlsWh|96_)iS_fEIaOjO_
z)4qrd&vI_+z}K(60nU0`@TV54n`z+*i6i?SAB??Mox#3Z+*qBVu8*naC-Y(Ebz801
z9(Hjo8rsI`8$1aiB#69S5eLGUIIt4|Hj0mu@SXZ1=3p+LG3DZp!GF2(mObJ=dMifj
z$LJ_dOMh4J0MI;@1H(akv&nwzjS$J~*zAh=$cwu8*_+Q;-xaly3N#by*8Q4pWUc6g
z=!e;Qcf?NpnV-$@#bqq8`#s2D_A{w90K&$@s~7GA4_$`6jlr|DQLyCa&l}?oI9bM!
z8^`kjoi;T2a8giE@J9(~jJLt>gy6J3_e}@CxOQJh@s#UQN06;@ii*wq>I|{?9NGF6
zKasVWfO5IBnpk|;=9C)un8mYy&2pSB<qU0i-&Z|$RX{TBclaIul(GpCV+%!X{lfwV
zF&qXVo*C9s>gw~sYXU$ni(uOReP6(zl&qP56zD@y>GVOqdF$5s3y1L+NE3ZQC+xEP
zDp{OwGhw9zJYu4|T{E_NAIaIF={+&(F)GeO;bRW5&aNQJJ?NCLurObGym%nxWVy^p
zqV|Aym61$Jbw&kGceH8-@2s5N-XBawgW|>s3#RTbyx)&xR9#lt2isMNi@xnUa)(r7
z{J&aM3dw57W@$G@M;Wu+(#D7Hy0oh;jwqjy?VguH`L0Wwh{w`;jyqL~KDExcCbkRf
zO_fy^x;p>q`RK60R_|xQ5ea*L>%R7(M4IbShl;y;&6X9jd!AY?Wk%OtsQzv^yNON!
z-gg&(($tGZDkF6mpso3zU5fX3n<z#mOUv#q5K1ANYIY}9CKmvAw2u^JOC5Rsc*T8z
zH<y6tFtmF;<5Z=CU0mn4Oa49bF-pWWezI<JFYi!8^|w?<9=X}P5e>YxVDUK8i=?`w
zs{wJ~ZG64tRgQo`z&A`Rx|u&UnZ}s!WxhmdJ)IZjZ8c)QLLPoYCcTwYUQf-P42`}g
z>-Vm}H-Bw2AuM3Tg1b!P=}M}bHtZ*z*?a5_;|0oel$a51e!=L`Ni*}R`4{d%YP7qJ
z6J&VB^l8~T<-2;0?M|k>+bS1Hcy=E>|K}UJ5k3c}NWWWR#EU3VT@RcIDFJ*q&jzEc
zwfOl$?K~T*<cZDj$voSUUjETphfzkmvD-=0<d`4bb?VHsY-W>P14XNR-nJY8>cP*#
zx~3mkP}*!#@S>r4%VF+{FLU#367d^}B`O$ZUv>6X{c49~YMye}?<~T5va(;J$fG1*
zBn?S@i`t0Uda%NE@s-MP!b;;`q>Wppe+`A@9WQ^)qa~7mWuT`h_w)=$woS@Nuhc=V
zaB50?q6B%&%)EZ|>Eio=0s>=0B)LpzfT=$nT8VJZ{+rHtu6>6%zlz?JSeaX&u6TE)
zsg|{==`!WswQ1@yj;XuajcsIZo)$(a30ljJtG6inG!-S(*UZN@eIb}mo?{q0NdN7{
zyfVszdsa;4xxdcb2q5O~#<(`#SHOLEn1-DgE_-}x&G&`dkuP0+hfNl~J(}&E1pM3i
zUHx@~kbBCM?1ST<-=J^0Pd^+Eo$IBQDi8MP8oVRN)XG`dt6})ET$)d5xITH3^GNM^
z2yqlIJGo{<H6G>QYgX+l;Z*f%QM8|2`{X(HEKII0tmLmNfexr|R|58{-Z4tZ9ybdq
zs<>~SNJ3*7<>ryk)nWD3?k@_-L+^cr<%Lwk18Z~@Px?|CeB(a1rp&I;`vDq-#ps(_
zPtuRZV<&`EOQpCz%7rS(X_~(iUr{rX5Yy>=K3%vm+--r4JmB9vD|@^A*DtT`7Q50v
zc6~+9XLHMTty}(Zg-FJrw?O}C+jmuPbw7LV;vjbn&OP(qKi0+bs*~>-H=-%t?2n6M
zwvXM{nV)Z8dw})m+u9LW{R8Xy;e@Xu<-FZ(+dtD~<uck{%fxN-Kclt1gyFB=Jx^cH
z4-Zo!0|wX3d%T^@WKDE`r*yBJ7bx~UWd6i3$C%f8qqZ<EnS<2Nel$RwGS2a0Jvh0g
zR^wbrjg!94k%BhNRE_pp_N9(aU3Ry=_3M*fXVG8gp+}ga`fT{Ye5&U1#2|w#;x)&^
zJB0)VHB=4GJqY8?t6q-@$Z>03#ff$<MTvIaHsCuyj9HXOHxNJXd+%(i{L1Y&-m)C<
z*Od05F}&qIQY>CD5YSzzm|?{^`(Ys^W7My1kXUR$3whUlk+oMhaqq#~YaYhEKa=X~
z*Ya#LWfaHV{`AG60c1dC3VJi`yI-n|Wc#L@_i4A*a0G;0Fc^!%s_rii1Eb78N#P|O
z^R9b?&C*Wk({^Fy&|_?fNU!u->Uv!e#~LKwID!6Q43%+SSuS*k?&wYP$OE>zcRKua
z{aim`CI%bM+WV%tA@)$JEy{TL`yj3-ydF*wldYO=SxK)ssIKbcTZvC6>^T9SoD^0s
zvMZ|R2tl{x$<o4y4_c-hu@V!G=)D)v%(Rxr)P#|*YCJCGWZ@(*y6W_@TS;^T8T`Fx
z(A9ER;P`;CgOstQR<}SWP1x^M$@yVLPYzYi&seNf%tZ?NE7834X|U%A2+x!-sxwIX
zIj5HQQpM(APhLWHv4e!n*d3bjB|}f&l?CVg^;Zuq=m9kU-=~8fJjI7&ZHCbGy<j~G
zp2|Egmg||8*&P%;ZSzpw`INdqz7`5Ejo~P=f0d1m&4E3<MWpuUc1y1ujABkgP#V|e
z`uA0b>aZ5vQ0toABaulK$)|N=R)%p&T9|%SLZ2G?&i()XLPFi#-I819JG?_%J;(!9
z)$sP#yDRB9l_y2_r19S-Y(!^s`y1qK8eYGuTahfvEM$%{DssBNk@Rr0@;um+0te!D
zGo6J+AHCAUlvUD1C&sYZ%wL^mqP|UPMVG90wM;nALgIqYURQjOb-%v5<%n6Qb-#S}
z^S8xeeM`C(#Uroz&oiSnv(E$Zj-xfX!c|F3oA3_?aY-uNRTBoIr5POB?>@^$M>7^U
z=jj;Kmf|9C_?DVHwf3z`x>r^uar9BSfL5HStBwva>{3qs+Ohh^iQ60MH$r0Nip7Z4
z8F>x%Q%k%xkR7b(URjTijyRC~0Wpf6@}oH$3*-oRvenqQ!92Yz2v-(VzHyQq603>#
z6JK!c?DtagOSI;1GM(r8D1GqgQMBOnt|4|twC1^9zHyvNgDekEZ)%=Vp79~`$C15x
zX3P>fW-a{{<+1ga0Y+rsM;i~7XU}Yh=NRZil|s#TY45+?SgBa$`V>P&ao3KYSzlkD
zW2i2|J?L#D&Y&}KmCq$ngxCG*8F=dM&M**wD!nef+IEa!Z!b6a%!5cCO3(DV8CB-+
zdLtujvr1d37$a#iZbmx2eaAGx7q`kMe99RV6AalC+n+x^1EK~iY>zRh$0ERl)d;V`
z%*-LK=3YDZxU|*74Xhh|0krHccQ%E*SRMLGShogWtP-aj7|W1D7Tk?3o_UD9$s_hn
z^Y^$mKaIXVeZ&as)K+~;ct~V^_mzj3$!!MSCbv1z*zg?Rcc^^~NWq31>ud8MZO8_|
zp02k5O-nmY&J<y{ZdKnOr~dW4b;}EYB=Ws&T%W@@<-EYmD;qRY2rKRZA5H*pi^Q8*
z7<e$gN>{sWY{Yraw2H6nyymrc!)s+u)2Ed*Ehr${;rDIH8uPC5yYo>rRIg5);ot$#
z(Ps!77sa>&R*#tPZy!O=Fq{esBFFv`I{?UIhl4f(v~jXMK8e5?wnA!8<gWz6K50fG
z&?02+^|0{iOaR-#XNH|YPj-Pzo0K5me4h#bq*7CkeMQ$+0=~mYD(I>gw5kivALYYV
zy${+Hat5s_HjaBlhJ#<e0{9IkghfCc5zWQ}&v>HkV0q3$A=oDlFE0akG#fb7^`pq)
zQYD<L0J`;#t4nvA6c`u?lA-lLqH{9N3NG_a-*`CSdf!<){i~CCUP*_OHK|hZ+N5ZX
zX`|N))<(T~;c=D+yp-W>Sfk@z@EE;_H3tR^E(KA6$xqF#^b;?p3<B#2m%_rg)&JNw
zhUo0Wl&FBgO9Opa6aKyCq4lGV78ObQ**qUMYh|TWdBxo_PZBbA{vrRZWucdYejXm%
ze~9^WuCY+L+mJbMV6d5=wv{kUpnfgT2gqP7>KP_tRo%VZPw!i1e$AK6DaI@@+>MOG
zjS}<cA%G9|#)QqpR&>s%Tn-@a9Q#qo%*Ha!{BTwwGIMz_OijLMuQg8L{o7#lOIj5-
z;TeHVKn2>7Ox|Y;*UzOLvYH@|2nEj3d03p<+6m%B@U5Bc=8yoUjc4G%oZi<_FyRzg
zj@ZoL*wk@C*6TQFa>uU6%#MZ@=6?wd4o>1x9Nt-3f-hv%cW`{k408{v)y|r|c8?fk
z_HLV`+Tf;5<LK3b&%vOar)&37X+64{<|4a@`A<tNAmIVS;n$6rYNTde&9{7g>mv=6
zY{7s3ei7R^&a<VsXX;Xal?UFu%rWifjScGOKR=;K_T6pMExNMTK-w^Nit6g)`ZDAB
zsA_aEm8B`=ym$K8O`P=2yJ9(4XCwZao6h$n<I23^0wq%GouoKZm!=hEo4bCksy649
ziIi8Eu==|x|9_RiQ&TQ{@x>=!h$XavWnQX6z)Ci(VCb!<Bz+sN#!|dMCousW8qX3{
z5{aaF0|JVJeMjuO`sqNCTp{x1k{{m7?4Q~k1NK{4GU5g^GY{C-9ZrW#jY^6=p+UJ#
zm|c0u9K{x+UlnAFw6^?;9}h9V3S9FY^8ee8^kX3O(nQp&W|)gSB&GuCK%D0)*irWZ
znSQcn9r#wq<fK4NwQL3o%!|w)T4RKEeL7iS*sRF*>b&4=XVE{EXk-H(6K`HTNPF!p
zI@51izUY7K&aK*Qxe_L!I^*iZCYs`f4<}0=a_p76b)k7{LYaSMsUr5Thm~(rdDnAA
z4a^g^n3&vwnk-F+p#zT(#s$@?B31Q&Qs)20E~_?7U2BJ32*+6!CVy}=YyI@88yF@2
z7dn+pt*|kFJ%Pv7(Ftv78Aa&j?=SHj8ig=)dOd=PVRL-lv3@iEmhRjGMWUg(n$XuO
zQnC4TK|h)kUrjU3+OQw9#{GV;F;uva@@fM2TYNW+meQBs%wm^$N})79Cf6n(2*~`n
z!{W^Fmh&e0SH5pH^7N!c4ZPKcy&@5SYuNKw#+A%3JN=>zQ@!y}2Y>kf&Z(~pSYrvI
zoc<|^a~30o148rF#GtnwTe|9dzB}{48}1sYUKLjYx=B(B2p6~aoBbX4qjdLQRLcaH
zTJo1-yn&&i1bBg*9}j{>(a{N9b+(O<j12xDKXmutJXd99g_*w55;ZOV!pO#HAdV}q
z@xZ99mp=RK?45H&lPveo#!eG!d|40jk?}w(G#5FpetIcZpYsPnm3pcuq=Pu+eyKdT
zyN}Fm<GS6rjLfB-kr&`7;)R~ldYKBWn<W%V&q~hd5<A|(5&g!MqL#NQljw6uKsnCR
ziX)mCUn8~Ps%ueW1BB^}WJWW5n?iKS*|#J*XPbcH8_;zo)1GkMsz3k*7Q_ZQLcU-u
z>G-YjUWctl<w#%+qLq%gBHZ1|yWg(ktv08u*XI~h>zsdzW+bg1@)<F95q7p@R8rsh
z>EQI2R|({%EX^Z9zf(Rx3(~tl9;vP%pX8OciijB{Mzi^46q;%jKO3Hr@n}rMpeaqg
z$a5y44NwaozCq8W-`@vH9l{Ya4}|R+KwBarMP$AXclSLa5pjp8U<sH5gWi!l-xhbe
zkImHbyH?BWU|dcjgI<??{@x@N8&&hg@@UVJ1<$boNH=$HVub`$f9S}Huk9-20tAlX
zN3ShI%pM|BiEMr~yWMZjDoq<)fgVpsw6Bl3JVPoq!_M9r8qARRxKcEBeW2-1(7QKs
zw?ik1SKL>tn);I~$5Oqy)r~J%Jj5(F53@-6pXTg8X6$}34xL$JM-M~Nf7W$9_JKy*
zCyxrDrlyH}6_2jRv#We(Lb({LrE&^?l?%xYLajR1HDvJDGb3U65gTuK+0TF#G$`5s
zQXB06BBW_T*GP*7CJBp5w%DAeZ@(q>?B|0*1g7`Tbhu45iTp!N-hF$rPRb~A1(HAW
zH_+3fGJ0k7V6Z2~WQ!KwJ?I(h5$@#2$819<zwdos_~nk#kwxw}U(3_VxYg2$-;$WN
z=f5TB4VD~KaPyZg991U`)HVClE}5G|^afEB?_sFh)3oby$=$CKP+DbWP_AN-xNDV9
z#CHEFcyDSgY6tPNlO_^-b2END`K1;wFw8V(Oz6Gzu21@M84;EsOYBT!^Ukn^TG({t
zX9nc7-{R2WXHfd@otZ_8+f<&E<>m43vVT1g{=$~!E$PhVT75>WiWFa#BXn{NYW5q9
z$qqm0pX@5pecPu54>RzFp&VYTwPVh)*EcADc&s2-lT!aD<+F#^ZH~uh)8OzYlhR}9
zhg79+*-+73O4-u%|MTXk*lFqf6FKo<weA(YRpoSCSGaG{^Sq;$rw>Rsd99p|o4$2_
znv9LwcqrdSu+p4B^;K#Tl0ESM%_A;4SsTVkY5lS3_kPK0BXgelQoM&p-(wxUp(*)<
zLQq4$AXmgCP~o*Nm0!Y>|A_agS_$=TDeiubi5y)C(2>X^;`ccjKkG}az}`2_lB(Nu
z@LGv1K0b%a2ao9Op{K|)sya8ES{B~buZ2WPLT_O4It!uV9Sm=@z;$0puXU~KEhf$S
z4aVCtssx80Osdujb<@{`4}DD}K^wiT^+Ljc@sA$=*~)bxi<Hy6M$8t2dKJ4VMmEnp
zh83TLW!l}*6#qiWYO{mNNe7h!(V8f&x9fP0rJ+oxTaT4Ap?}%<fGzey^Gf~NoTj(0
zl<!vIw`F%8d)+)2fEIA{Ir<~P&7(vr^qC0dmFj#tqVHKb`O0g~_=jGKPtn;JBG+lC
zcSa^GM3Bq=rj-4x`)^8~(Q7zE$tk(QA=NH_nnTtns!hLdwo#4>nono7n(AC@fsTHi
zwok;$yaf$?eS^-s$}eMUPmkSrQWODiX9(s*rEmO!mm&j%YmtJkNmC6aqZ7ZyciNfz
zyOfENyLe{3R%ZG%h{eOxcsW9-;=`Or=sAr|^ykiAUu(hqjV#1eS;*G+)v&Ogz*e2~
zhiR3pR>i0GeF18zfq@k?Pd9*7v`2RoJsQ0o75ZmSfNWjSRrcGU;%SG%jn>!)gw}Fc
z#L;&GEP74WoOX101JxkPbZX9;D0Fo{!i!jgt|Hh}sUKNe>)EfCEvI&s-b$JloFh6_
zQI2fH;9jbPr-wibE!%B9pZHAE`;L@(%4uWQiJ^{`=-5CtDKx`lo9SOJb|STY0;|1;
zzm=?zknNcB?&EKX-D7UDYqcWV%KzTXWn~eXuj&Zu`r&gjobNm{>fq_+)7Qq0tJJQg
z<#nM1<`<FVM_Ky(Qq_`$g|XP&r3F4w`FM$ezgsudX?<#P2cfS8k1+((oigKJQEuk;
z&dLSe>co3*V=~!3D}Ktd{i4hPHZ}rrXw3{iIy6ZwH&++gx~yyY>9`g=sC0+koBCCv
zd^)?>)I+s$xoGO6xGyV|AwWHFS{uGTj7x^f(tPf9^vu>t6i}m$>C5Tu^ZE70iO`<7
zr6R`x)7)Qs?HL`?u|p@Z7|Zrb#Wy&e5s&ETn}2S9@WAv))7vlnqv*#Sw>I$(voFw9
zcs;H^%W`hb^lT_slZ)2khYO@h`HC+F{&qQ(D`+m$M&NCC&!T|B^Fw6F<1$E$lcsgV
z<c!C@*l)zdwrpd?M+_Yi6l|@joBp;#q(4v^7SgmQVU0531K*jtn;ruV=at<H%0C4u
z<E;%s?Z0DKTMHid2<5o9ncvAGNs$G5W`8Jph?(KhV3^Sz&F3<=ZC2@Qiyv)BC&4=1
zJ~ljYcaq8yHv=Eu99yurgTrd&UNr7-@>Y~IN?%9Av48sav)v+t-*K&91)buYvRq)7
zL^Seid{DOH;1~TMm!hzIyZRS^T6O7z#s*roK5}*qfGa(QKL8RB`nU|_Gq;r7koQz3
zD6b2VePWy{_gK{E)%WBdC^|MxURh{9-9I^$ZK+8<(-j0Y0DW*mP_+Hj&CbapH4?N1
zqSnLEneVWjds^k;uv?g+?tH1!uzqB6!tDb+!F@n~6F8{M^{~5gl$&aI_0ft>o(VqS
zeWBSmmz90gg<G?&tE`;w0ac_kCO5^B+7@*}Bp~Hq3z7%zs;A{{vmO8l&$!qeJ=Yne
zJhaDP$osqVA;E{BGvgS3T@U9`R}^Uyj|ZI!P1ka@P<ig%=ZolvI^3rp4qEsIVX@SD
z{{D1+UWk-`T!SioQ^E*1%SZK3wy4yFoSXc13PTBhj*<es52#^zIsY)F?jBJ^!{kYR
z`MS`RP%gp^y}{~SGntP5j*qQGDWOH*qHLm(lYDp3k940yEbwINa}>Iss^uK+U%~vn
z;NW*zt1(@(++1^B?n%+LY`q`0=~(@~$0%g_z@k6=YC9=+&R`(Iz>O20zIzU}UG_!%
za#Q$rV<KMDmdO;)EuxG|db>ONzSz(jX)@^Ri~P0bTC97|_X9ZwBD3Bmxn-+{ALtSO
z5`CDf>m98)4LY--uiwqCEFcGhJc<0|2^WX)+v0bY-DcT}cNkRWt?`N4%OZqUFP8pO
zy{=N<zT6Vr+rrl145i(|cK3IB-@!o;W2DqO@vw1{TDK{aG;1zAZKmH^fZnEOL|=do
z&1ozHRf<jh_0lU@-<0DZP@Or%x$lq_APg1U=f4jX`&Nef!p2{9J7kW!8L4!g@^Lsx
zS~@z-WpnGroL5b~s>S_7FFxvhtuIktXff9PFH_a&<)JsSi1gp(&9U|yzA(av@szRa
zNeKm^TINfS*dWG;$#c*a__l6Usj)oPWb(%?iz~8MYv(248UeH`N?$yYF*rONe9&5Q
z2ZZ>q^R5UnTwr_hb@S5kY#+Yj>TVgH#Q1*)^VxguFJZZr+@Jxsyv+d1X}U3C{AOPH
z-Wd=_1w-04Gnn$~B#(2M1M~|*4GHfCHD1$$p$<C=zn69J+y_hbJoNjA9~hI>+gBb{
zUb|}-x>YNyQWg()p4E{2?;7RJw>Y2gid>vL4WG#K7M<&tqbK>8@F&v8m-l)f<yCHe
zSft;mj<1#gfq{=-bDELJfcKZ0>)ZT>zs+Vf&8o}rQAW|$da6dBg;D6T#!jD4&y`KP
zKx}(J3E8wi)w=xhyu0xrG&fpwHe%!pqtbP@{tkDElGFu+42=yd9lLn{viz8t<hkYA
z31y9^t$(=kjWnGCb*d7#E<K<8Zu4-m&8`Nw<=s)^BWkWsU|&)9)S)ix<umkg%{%R@
z|H*&j&7L?lvEuK}tS{Q0b}+MXkFK$hl{6j)e!bloWLE?SbFaSuPFigPy>&lQ9P%9h
za$FLetMbKhN9x`ODQ9WE>lfw;C&!F>xzVcAOtUJV>sttay5XSKrjWS}#hmTRXk+Z}
zos!86Xzs$LI@%g#E?&Ke1#ZVpDdvyYy<j$qOlS1X?JIovPU(;XLpR<x&0gtF;X()8
z@qP5U(Z)AOpSmisvWH!>cn*DT_+Pnh)0o?{7d4wnrPOx`0qa73FjYW#8Yq7m_<ue5
zvN*8eKy+Ffk?}%?&h@wbCwXjQeq8suHog^h^1VD#pDUllG<%W+!r6F!pdIya=-G4O
z_7Q)zOX+dB8b;NNSN$Wqog86cS)F8o07Ao_oWHT->DQ1mA{$1n(ie2mbnbtQ250J*
zn{4XysiRh`(xLT3+XY0$lG-=z6n~}7*^~Q2Wc~%zQQaKO=Hj33(@w2rm-%k0Low^}
zAv7hg5{pI6=32X#i6N`o<U;p2MBOzE4tdtgYjxx?bcBwnlW)Ba3fliKkgFkBVc&k>
zmp`{obJEWlX7Y$3NWObJB>XL!-n^<4GoytOAWq$h3i6`}Pd2Lfq88{=IzDo(eC^u~
zR}CGaG7$&`gL|TW2t6q^Q%a*cnHYvT8{Mk#Jl~aJSF>g+IVsXJ{cXf%RkRL`&t*Cu
z@(NPl2HP0Icd=dYp>P`8A-=T=cF`d;Y;TedHyba#586V5KBzz?y(|etap0{&XuS>9
zspqN29M@Cz7Xwxwvs1NnvTRD$UR7{OFPlpa6-A_v)($o=svW8SZ>2v(J}~<v<NIY$
zk6tuvy(Q>X`?A4BW0fs-D$u9yDGW52P=1-)9Wh|@bHwJq93=x)LE95S{7Sj(tMXfX
zMd$jV{m}xbt;{Kn3!D^%JL)!epd{UVF~-Z^=D)9`H^8sqR7UuGL&=vp=eb@9G*7FX
zInM8?;^RIwIQ(k1%4AmIS3}AC9fR_yzVRFCnu^>1?Z}_>M4<OkoaoLZl@YRKjsdgE
zW;>nIfta4s_>FS8z)9H2L@|SK$|@~nIAYT|4YZ>kZb6It%2Da$!kC&pn9HysFJuz&
zyN|G(!3F+^v}$eHu|061YPccbYF(N9H*U1h7~Y~okw@6xRn0`Vz;rG9T}M5ipbGis
z4*b2dlt{NwR?e}ZVeComU6q`FY|Qcq-M3x^rTmMK&=7`k84+K3d8d9YJN5yPn+`EY
zn_=@#IbKbaMJF2^6^Y4=A!iDfE^6$}zJw+{wVPhO$R^sJzwUbTsu8E^xdZ%vH<@Oo
zl(|%%E%jVA^*$=VYqIF(kf|or@ZWe;p$XR*BFn4xEWH<$2$TIb<;Tj4J=&y}`l;rX
zCR0<h??x@OCJjq_`DjqAoy67&-lkWg4A<z08QDHxvsalhL{wRVn}@gO`boWC#+uJb
zcc#~h#&&4>Y)Sb{QQ24syVJE^PWU2=#^v6>S3WPNdFgvK=6=mr3BPqi3-!lQba7It
z*l2w`MA$lnCO~wo7mfc-`Y+3krV0~WEb@O5X{+1f(Nm63d~*}_QCw0!e(d$hTilxR
z8KwIKZVj`;gs=3>1nu@zBS0>c-lebhrzf9s(Ck?~?5$)LcZeOfc)O2mKwq(e)_ot^
zWuOD)8MqxopGf~@x!^326~dHBRK-?D?^k+ljSCzY2#~#XoD^h7NC32QeXU9OEs9_d
znb7jc8L04%Fjt*j;J(Ts-<tNn&`<m{v}72I?vT#Gw=s{Xt9shSpasJ3fesdeJ>?!N
zR#A4SGDW|k#;8>0#NAtblBdj1)GU{(G@ou^TXGRo%k}tEKHCCPVbfL-^g?=S?*!jh
zv|sG6KW)wma)Lk3UX5g`rxf?+VLWDC2#<eIs>0qNH1;$47CMXW28W`d=*~BLeT5TW
zN!#niacLI+mE2$UIH5Q9r;FeDuJ;frp>D~Y@~zzK8d1@)^O6w#L3%D~bmPWYc8BB!
zd9c~pE83|tb5Y+7EYP-yyp49iu8>0slH;^R_Tud*L(@y3PjOSa>l3egzg8Als>MRN
z#ztOpg$4|^d4mVk&**O~o3cnn$vgxu(I)y7v(XEkoGaBX&#G12=cb#nb<dMkU-uOT
z8e<*xdMXu<EgshbR;6Iyf|~<Dy-iVI>>wINHhNBw^VEt)aHr{w#TpDPP|pi~J+3tx
zHxmtAkZRjef?MCxBKtWUDggOK(4h0WZ4`UWYs7ya?3|QNuvUE}mYb+}rWz9zY%(Lu
z;eW9R%7U6WjheU^TLhEd4W<vldlAceEqT1u(t`6mmu3<Ets|ftzEVY#gWL@_9DeVZ
zm(>XMqb;`30SFCx$atn{B|BV+J34Y%pSik=lKqM_$tOBgkdy>3cwMRz7a(kx`9JS?
zhUVw88AJB+@T@=WiG}4!Wo05ITTgUmKu?S~+_#pD$0SsaUH!cScRKEepkF0vkEZjg
z#2vIjqIaW{=|H*LsPFvm{JCkV2|qUZu$@^t2KPGv-mFwqSR_-Q^<;F!EibaySq0Pc
zOTknB9$L)OW#b&fN!FgOPL4FkX@}!4a-hKW=g&~<$JQMRX($hCClM}LXcVJ7OsR>!
zKhm9CX#<sYb#I{arTR#s){}|%z3&E97D$)zl*Mf+pYv0UY6^ma=KTKc#s3g*vF5$g
z`dL&${aS{#>F2@hSAdYC7RRz~R^>pAy!-Fj(|2@RTSS}wO)ni@f7UNcVQH!&O&A-x
z`tBiA>Zfff)Y+KMMXimU3Td=*1Ec3Yv<V%|X!pMztmlCegy@%5SQh`mJg20*moK9j
zxl`}URt8uZYd^<U7@jMght|j&KBI!u<ww5%?}?;NZ;KqxdD2b(a&g2>=ZP3qT(I`x
zmqS+FgnLEYr+y~uxchE_E{uIi^sUsli-_H*cYwa!->+{OWfgJ{c)ynHME>G)NS;|b
zk0iA)|Bi~KVflGaRM`ydj*8UTs_S`{V8=~#M<cm|-Ui%{(NtV??bJS$`dA`r0;6Qm
zU{Y>e>2#mOZYIN}ZCxx^Wn*hg;ObjhWN$cer?%V|O*tz!n!O)!-bT!k<4fM*6;)5I
zx9T7gP_|p>9~;~-bvKlV?lEPa``1uaz<Lh-f7`fn``{nZlP=uUlR3*~?<VbdQhFxG
z-DR?^o)|u$WqCX2EGum&{6hts=smwLoMzN`ciJ{x_jxzt6zi><yxa|}z}v*T!Zmg^
zu1zOGqI&h5z==l+C^7}_zen_+8fmcED^GoaphW0iBNJcH|HTFVO&oc6KIq5$XB;5k
z2T1dmC9)y{WGqLzc_%~bW9n#bML>ePkMr6!jprddoTKilv7qW>NLLJ3PdX%!mf#~d
z`m)T)U!VeIEBqS(6TiCo{UVs8>w|_r31DJmun5LGy4&`0b?-V|`(k_*u8h+M`EKu2
zf2qXHZ%P2~+(G7dDq%-+Os($_#6Rq3INto&oo!s*M>5=3FwfgGlgN~npwn=xPv7;6
z&-tZ?ORWZRLg+L~JAvY%?d7ZDmop~-fr$pKCiulUHwCk;0D2$+7Fe$RB~3d5x0)lb
zTeE~0FH*sa&JhfG;3~W%xc4$0a3%_<S^EH+3-<iPz>`i8p}nnKbJaPGBfa5XW&GBc
zX>E*kx_$P9QP)Glu@V)(Es!irT4?-or=Rgv2&je&BlT|GDp?1$yPR3->-k9%pW_A?
z5*m1WSIkt6?wOw*8S$wF&%G76v#tn?49AZ$WbZp`$X4_H$jD6X`wLE1l^RzPH(xFh
zqqmEvP@vrE)UBD@*Wb|a@*ijdZ(_b`mJaghLXfhggIJ?nk8`4TKinbal1%w}-6V*W
zLGWRyBERHdP4$9@Zu*bGl-X{B&HDzj@5<sW_9T4<-qd~FSBtt=dndZ~W=siJqqBj3
z>t+=u;VZ9{K-OUhmRq<jaW3YoOnc9#*34A5<(#N?HvP?7`R>VHXMpB9Duzx~g0)C4
z+&4T>jm?95kj#&cZeiHp4!t{f+LNSYj?eY#R|c6bSF1<}=74Boi*DAecR4G|?2tme
zsrhVYD=MXscMB8Jqc58kS<54vXyhr4Yl?+?TaB|!9KphY`eqyVQisojbimWSO0+Iv
zy51jQef15DMV-wiTg_-O?u(S9dXCSTIxue0TkuRJDiFvCQ%RPjNuj<-S<4?I4*!aM
zVcU>#x7H`%k|CoA{(`A5UmilTlx_s*06;ID*QN+}+*Sk89>+%UqfVraHrM4fn-p5g
zjL^K8GGm|l3gYCpb?@8t%41Ze+>!V;C%~MGQzp`Rfah%(;=x|i`ca`}JipuB+dr4j
znnu~HXWzP?H!IsxaMyK%i0HAoi9UX7F`~YXlGjMFS3v2Fs17$1`H7^e-s?sI1fOf?
zI;)GYHz|U5a=Q&r3bkD~uonBjotqK-*h+hO!@)t$qdHRQgX3M`SdV9kyo4L`)>`5(
z+JJ$x1l&w&_PphO2GZF|GVok^s}fW((VfIa?kQok+RS<p@pDGra&KRAn!k5`{D$P=
z)TxZe9p2G=7SEh(FVN|p%Bt|EGcrz&cxN}oO?}}@@lT&5Wo^T`A0{lTtIuU>7#En&
zM?WYA#s8*r>IK%AJ0|~mASXZNjGEFKb6Fp*q#1j25B1_-g9CZmA5q)pjQfIlqhbqF
zUhM;A@B5Rh*Iy*Rt_F12bIo)$KQUu6$Wt;epJr+NSdna%B=9z-M@*m-n7;q7gY_6z
z%T|NmqWgsyN8{N`LpgJ?0tt!Q4pQJ(=otv|<WEvtMwsvZssIzhRNB_Nw=iv5%2{{X
zA~O7bl<|Le!MYwj&vr;@{V_JT=)Lr8iXF5!#RI0-Yx(A@hW{wn4I=RV*JlDO%*Mk!
zXE++I%oHRfjKSyRjw}U?2QI{?ql+lEsIs57PJ&CX1}o*T7ex5Y0joQAn2+J9OWvs^
zNr#_a#+}~nxP)g6JF_${=0C>%iAy=e?Sx%PXeXFlqDL#ZoB-NgN>|12Zjk}|4AJoB
z(L_=1kMh5^>VdcSZPRCK$lxGpmg@+-FaG&{hRYR6E_XmUFo=sBQhhKO+bM8VNu7h`
zmF${N-U9iyugP$f@9@NkwS<nwU(wrWXMLmYhj@fsM*<bV9A==-uX1(?#6}1}lo>=S
z^4TTOa8bHtm(b<Jn3=Dy>qp@N$i9uWkqrSb#FW{_&|2W?$r|$mw~+Y#8PP|kPQ1!$
z_|{2=o%XYdz;jKSrsf|FsBzLAj*@*IeL%N&rv3b}f~DtfsBabgw9!!%OiOXdJVL~#
z-V!O=&R*;U&IKF-o$(qQ=$dCU+;C5QfS&^xEcq%re&(_ApKGcHdpO)D5?G5&fQ;W1
zB0#XL0tnzuLKj^-IwsRqm^pF-%iq6}+`%96<2oMbl8~`!UewA8*Nm>VnudJA3w-hz
zQnTR*`i-tj2d%mx=zAqx2gCt<*F~N!aQnvO(avcU?%@{DZn($<)aZuDg&r9TgX1^2
z4XqeQY}*E{a~&PM0Ah<wfcQhWE9oP>j7<h7-fdyy1$PRqfhOf68of}M-i)U7_*0SA
z(AJvlY<|9T-J*}|u$Oaqcc#AW7qgL_!ObL&J?pLPcbH_`gjb4~$Czm{=khvr62<NQ
zH7AF@G${X8XRg*@_EW2gTPjsiU43MY@&g?f1gF}@t0+ok;k$k~<@$sqQ2F&PLnPto
zFGzC_x|rQF>FE$Ex~A8<Gs2918Y!V<T6q*WgKMOThSo`ZV1bjsG0DeVTRIwFa;;BN
z|5hID3cJMjC%M}$pVhA<)}4F-fcq81dXm<rKV0e@;dP^?G=B71S6{z_p$#klR#1%^
z=E=gX%Fvnb@B=K_AWLk0P5ED~^{?HSzT=7)rar4~A@A{4^h~VzI56K3R9kY6`b?fF
zljOd7LAK<<F#VU&%QIpoaa%V#TG`r8CI)SHg{2sjrK)Qn?YHj~D;V?>o>dp=h;XX#
z8i_`I!&~r)-^5WCnN$yO<fX)b8XLQm=^G*DnMdxP>&tbE1muR^sC<81Yax(w=Rwej
zNmge|8Vya+MTA;P2S8aY(u%>$=N15SpessAjDrQWHFWL>8_HFJT3(-TBS{Vff@dFy
z!Rr`yq7vX674qqnq#@H{82HbblJYwc8p0u?o@P&bV<a*RV2FAThq~+I<;8#SI=?td
z>`0~Vq0zM+5D`22$vyd*xx62U@Iog&d3^xI1aHgMO|n5J9O1#oKENk3@NY(s9d`&3
zZNubnCi`-HE!<PLJ^C){^;R@kR#=$zA9H$Iapah>j9Ke(IV<yp9oNxwtO&hpoZJB{
ztfIf9gVvk$Rsrf$@(>$drnWSbBpgWhYWbSps{;Z&dpa;NjsC;#q1xtmq?8)XWW_t{
zXHtPVfTM(npm`UDrYx1Q+sqi#*>2LL-|)|o;Zn<i@`u;ZV><sHGXb`?>9{!QpzbAR
zCks^~k<augqu!LtwtT=tf)O49t7ORAz|ehb<@Gta=O_=oxf89fN03Cjdun)dkB@(=
z(86!i=-R?b$+_kKyfi>qUX#>2vkRP!p?R9$;b<?&gnI6*bk_RKJ+2Ynw5)NRjyW&{
zEdG5!FCBz?PPelV5W5U4EdO}cl%GR7ia)H<=&)ivssMKK@q8>fmK7m+J0bh}JEvSz
zi3qOE8XmH1i_Qy^SIq5)qYgyYzR~YHe()NqTz8_D+0B7GVoiVgB|tv-*}z!SxV_b*
z!&}89tls*y6!jTueGQy7l&yNUA3gF1VHY=@RJ}Fie$l+MZuqg^Is8f7H`VApQ0jr8
z7C;+~o7x><8&yh>onE7bj0ioV7uR+yXwER&_>o9Mn>_jUq^7G-w<^yv5^iXPf2g14
zmOAOYQB1AnQ&v`|ciaBdN3+<n(K+sD9J8cC1B1_nDrl@(^qBYyZ`d$tXwLqU=y_FL
zndu&;no#TSGr>}0bwat>w=#S>QqsSZ2Q8Ijze7Qn`0BbJ!PV0r{8e;&*<Eeol9@F0
zQ6JLB-HSX)RmT#%Prz~YZ!K?sgcizGXBUpT=KinWbMSV_CLIgkDmJU!yIH8y;5c~A
zRqp1GZs>dAj&qLK?4;MRtq0LczF&~=ZE#hP=HkE+P--62ldi+&yNBNn$6;ca=&N48
z_N>kOkwWqOvO!N&h{V_p^)>}z0=>kv+lIO~>jseoky8JfD6>$m?RnYR-vAhl{mF7D
z^jVCr<@ksVHSFh{eIQyQztP_QIFg_q*<6!8uh7$Nt9!&D5kpm4+PqbzZ$>^-!Y}Nx
zLh(5B`t;B8uCQgoXVmseokFGF#}TIuagbU&wBa3_R8%oaiLz9VeWy%5r2COL(Au&K
z?RDZUKLjmO2rKZI5*?cRY_L~7F>~2FD=A4O$mDN=hQ?Du-`z7DQO>e;d<~dC^6pgk
zqScEUiq`*)2wiUXxi@gks!X}-dp1YHEN0eauUoSdRjDd;s#lMwKRgXi8|99JX`lJL
zIYfAkpe=ZGajPntHfgk&FIq?pSIWpxgvXLrW5gad^6&Eoy<=_=WgshAhuc)0EZf`A
zu!J*kM4+0UBnp&2W4w(9mL9nK+=30~fXldzb%JHhbiDE93^aa#{b6G7tuw(wuV~hz
z%7R=4$`CK*sXtm`cM3LCT6KIR4Q+EVZaS(CegFdodymg<+Mc(oMjW&<i@L9w1P-rw
zT)H*Ea%ABJ*=HWYOJ%e<;wWF1L@S`yB=oQA`ZpO1vp=F0;#Hh^M5c&zUxGAlaM<Rr
z&)Y8lOp>bd7IcCswRQ+UqECJV>WcAPQ3)<vmm8UJz|{E<#)|Faxdq4!psn-t=&~ok
zwoi!ga`UWrYanK*kI;P)UdeL{^&~f2Y!pPtkX<sHPhq@u*d1y-@lLr>UT0rz;yIo)
zQk<OozFB%u0D#KC`TEa%CWX*hog8tX_fL6h?-8j~uj%1B3n*4^z*iXLCx07E;vO+Q
z9PC*E%kb%WU@+?x==Ux0%KcS*Js$c7`!IY)^gDe^M~DdDBZ5DUHdsCxfsIyohB}Kp
zq+s<FaLo6#3S1roWAsbX30oQ1EbPrcvkoqX&r@At35fgh90;8m{#YsRIvvQV-kufc
z*mev6^kG-surlhJfzvVgb^GEqB+ev&0U0tTL-#TxjWy7nTSw<M<4ARWKH&4H!yQ1?
z$4D|WT$Nnsu{-J`S$bWFLerWR_f5<l%rnzo+5S|CX|P)#I2I7myu%Eg#WN-xbDEjo
z<dMc#<me16HFyoOSO*&MT=hhHNEw!50(so|P8qmL-2}2Sal6*&E*B1l#(a)h$`c9W
zZTwclS2Z_!v8>#hW==c@kd`RYjUM<8p25{OV=J`kd}wr-nLx*;dCta=E5Cvdgdt>v
zJ|!2X9Rk73_UC3DXua|aT{5R^WOZj@9F{AdlsRz7>zQPdI)`s7(ZVtzSg080%-?~`
zV>X(umbm-TDEA%_tVMF&N9uK4iTA(EgT?sia&Jb4ldj341a6P&<9rp73g^3r`$R4c
z95}S)czjH?qa{AF)U|Z9!P2Dhtwx>O?v4Yxf9q#qqumY8G-ASo!=r{~8{dOtjbK<|
z1Y}bK3=6}z4C7IMtK!lHC4wNa-%Y=!B%!BJONw#7u&k^G-Vf5Y=F>wl8!f0I+Vck*
zq8e?ABL7x2+xatK6XqZSH!DGj-L{wnR~ukjB6-Ph5ek|u!HOv@O#8`^nMyKc&|bnf
z)#VTifXUSW?wrhes30bJ0g%0*ATc_Ar6(5Sbd?JEZ8w;Zdo^?V@Siww;%DwWvTe{w
zl1_sZ_qBK;tg*pZGe|5PNGvQxeG3)yRuV5EAjW@AyC6}Xm-2Hk<%(XfV<+mW9@O+R
ziM~nis_x`ERJXP;h=nUD$Z+eD9@JMjh8(kMuN=5!-5SPO2ktV9hfYZ*xO>#oUt`he
zL{;U$;pH*IJrkq0>D>+3=`)hM8z&Eu@Wt+aUn6mUuDl`Yk$oaLXzW)`(A5NN`Z-%w
zuG`uohw`C2<2Xe1wf38q7+?C)6fzHP6LRIsL31HCj&Rd-aB#3-dnTh&Q%sad!E#rn
zoRr54_ZpwS=DCskj$}S&l#c3|lma#=2qSmJNmNgr5D>!cfgDrmkpX$cn}vmC9xUt(
zk;5}81fUtD3<6!Ju8e1o_i*N_gsujCW@6BIQz2u}8aV6il|L-=r6o8~x~7|bOKWUq
zxnQ1YDTjI4^s7=pltr;_M)K4atHKxcfkv(8zl#vAZSWLdhs~+9Wq*ZuD$u0Kuyc0z
zy<=jqL?z+5MCPuf^5N9%!;s0XZH|7EuP=4R39ABj#Ba>X6~f;;8Dwb^2(y0B0loxz
z1oX}|a&*8$`SQ!8qnL6?gmZuCjU@@IUxBPiRwDmkeFY<bq-M25<dJPd2&by>WjEQC
zgU&T=QpUT%3DgTVIz&hiTY=6%&gXISP+~KeU;bsd%ZhCn*uKR>e2Ta6^G(mVBE#fr
zAh}5!KBu>}Ur}OfMGhVuW^jnqmJ3arG+j3ZrQ9BK*(&`=RrA$kajFkt@GAWE)Z?2~
z3JSBgod0WatjFqROCcYep@bTax~wLdgc2E$6=YahJ!as4mq)6(M{H^Hp@ie*ghWrh
zzkG}~*jA#_5Y$!E@KYZ1@tuK}mO$kp_>=tO_lQ!%w@>`^u<%DW5UeZ=y3fPCVq~~&
z-UJ*^G)plIdUIbCb2gDfW}MGn^fS$(+47E;rPcH6nOJ>!UC*_4-2AYa%zv1eGeA&j
zx-%X)a0vtBHQACOIYNE=GGXWj`h5RwDqywvYf}+&a6{hP(uOl|^~-{RGdqKk8tett
zufF&7S57sr9~)~wL+Q${cH-lGSbm2gxX{Tqsbf}8*U)5YPCKhp>Wq2$y>9QSGPhu#
zpgB2oV1n-O^4A}l;5YgTZskZv_ojT+X1u%eT&Q*X3WZXzZUuczI|RD;502yy<gpw!
zTTc0kz_<kUu4fN;zoM*!XZ5(~8K-LR>0Gl?`$sj08T9JG_9tH@h3J;?%XMzsMS6Ah
zx5L#&*O;X?>H&BXQ)+r>e-!)As^leo;&1PG5gTBnQGinJw|vK$@JFQFj7&@z&6uI{
zQ0nst)IRP$7sfo3%paZ-IA$WB*pvF?-dRyGQ5AM?%r~HU+%R3|YksdTUkInUZ!>K#
zT9&CtL$Vtufc#AT_F%6Q3SA&<s7hpF7&8T;kJDF+kr`@S64&QyZ*XN{jGmmNlKQ4e
z-&qdB?>l!@cC9|9t5Esh?@QezQr``oX8$6&z||^H(({Bj;}N0ybkMRUJsP?N5OuDL
z2h0SH%z%3D9qAN9Q(;ivKyFlY>d(<haKDfa5ktzfi6}}Lmdxxtcr>WjakTUh8+>TA
z1tH-;8Bo^!Ps7zF`e03p9SxOog4=4rkwHnlzfwiRnld;vbh}D&T6b=GubbvoR{qnr
z*V83REG~`I7wFieHs%xAQq&LgX}qE%D_dF*wYSXm7BMkA)JMPdi<RM`$-;C+uA#EF
z^YS8NbO4mOU5TZY(u0bw3fc0iUEQg^wi8iuHiFuBF1JdbB5=<KT6;BQdL2RMYxIHO
zkBmxNQdAVL<AONkAt4&m?aY+uE;HeE80<A%xn%|ra+7I9wdKr6<s=oJP?A9`5Wz^M
zBXvSuDbf9b(ScuIOd-PtotGS2Q#0T`E(}omAXVK`07%FX)N8VBwAUzYjK0Jx8xsgx
z1P3n~T!z7JVZp%gx<r|R?Tuu?dI<;Al^)?{DS!?ENn1$<r?UYb(j5zbaH?gP4Uh8N
zMAnrX7B_R;R52S)v+F;62)mN`n|e{vGsbfU-C87Two^F<hqKC`hDCn*RlQ>t5!CRV
zZf1rtqnhPZ@w*0H|FA-1=Y^x53w**u1e&NL`^pX4U_oDKS6{gAVqEQM=CwN3cjG9H
zZ;d;!wrdft-jT(ln&S}XfZ(+GQA-=@C@2c^RrW?Z1BI<Op{Q4SkR^7it8ToqePg!F
ztxs)4;n>&>4LbQDY9O3{Xe;__b~0zs9Z0c1hnN_G6GY6jaC=PL2zGK(%X?7ySRYCr
z)(et5d}t^-DV<F&Jl8pjoTgi7U_riF+_3uL2c0<#63J_Gyg-*X*|J$hF0A(xb4$n0
zo=oeW%?=47cmL$6x3`jqYBSw~fMLI7B-NquxE7^8GHh1p4Lu_yAdRHaW_oeBMHg?w
zUd0h$rIEtG2CW!~0W5LT2HqVl8(|N-faP28%tww-(|qNEKp7oMk-wIc4#><75SSUG
z{#^0(=ARyhv74^6=Rr&tKHAQ7_m4w+-1>Ba$j_V+<#T---{jsy<!M`0<$P()<A)$0
zPxYc>^)FbI>jlnF6l7#o$R0TH(ZjRr={^~Z4GW?jC`Lpx5x5SOSK~nm)d0<WvYh=r
zV&jjE83ic8_)odvlt`H8y;Jgqh=628TjK1_++)RT#84h}Ks?)(Q`>@Kb=&oA7jAi*
zigqVu?H-YdLIB&H_LUd|XOvLg5|3F2i5ICeaN!)^#4-rza=|CKV-6{NR^Y~aJTg+f
zK=hk=t%`1>MFF6-2+Grf(lr{VD@R?B#EM&JUY>o-((f{6rJN%}Ly8Cnl?NEKW#eap
zNJcDlR%7WDq-Yib$DsgNmr1GF+V~)HP8R*{$EDMObGz2So4E%BLs+o%mAOC!DOeuL
zUdH@6)*zahoPOnTT6^#I=X)@wQvR+?dgRAGZg5NIY|34vdtTQ+V1Ni+CV|HY+(O^!
zRm#|zGqNCuM8MWijnCdY0dOg9GTieD7m@1fo}ar+k7S?3S6Jfv&0meZnB50tx?o-i
zxa?lJvw%)}nZA*lIAfrZ|9z-KE5gLz`YoMC(0c7Eb!l!Cxo)^Cg0C%D&YfB2VC5{R
z51={0Jv)ScaR&YrgFR{%_REWMp}lY~P;|sJPS!#~%tSsRdG~FG>@$eOwBg;u1?EFz
zLANZ^yQc*=)@?IMuqjgg`Fk22LFMBGw_lC~f(I%t1zM!LWIH?5wY5c1p0!-&9r?3m
z!Ho}mS*S!HEY|03t0=^Od1<g_43^-#F*c?>2kM+}X4?IlsOj<BRez!L$l9RXFHKr+
z^i4XgA<{H=<guLBL@EppZDHH)L*IlesOY3sYzM@TeghjM!2f=UiS}=IpQCn|Wgr_4
zLfbI==>gm8|A(os4vX@AzNS%9K%~P}Kw7#(T|ki#=|;LcWNATI`h$RUNXODClF|**
zjUdv^((&Hw_qu-9yMMDh``j^e=FFKHRMn7F!QeSlexlM+dCK_n%!j1^M8nT;<@ui{
z$C5SnZGuUdS%B5G0j+?Cz{shLGB8eK6ZC*o2c7Cb0t<k<t@$AotCJcq{_0nr)$NUv
zNi|BkrKEI7mj#f66DSDDP;$V3PN&fO%==$H456BelKrdwX)VAOWAHwB!D-MqJ=3z8
zmjYs*hZasu>uuTDpa|+IYP={a^)OTnCW@kZ*DpA>6EdN;=5ErLY0VT?$36u*Y~1U6
zWT#&jMm<&Vu=y1IUU74Yb+LiEL(>_8Hkz4xN&kSbAu8Uuaecc3-D)B3y(JTP_&Zt5
zY|w0XBAmOqV6n-o_-z8$C5op9T{M-f!CbU=2PdG_?Jp2HfRT_&Oe`$h9xYe;Zv^qt
z*n%el#x~^SM|qSq62k#!ZH&^+_n@@%_w#kqn%^s0pbKUEkF)i!EP-NXOWmBr?txy*
z6D7KuVD#EAF#M+IE2plg>ISN3bLPYbr|S44ld#ZG)?Q`+!2k1Am_2CnYZ;?7Gheqn
z?ZRw+1yB!`Qhr9=MJ5<m!Fdg|p-XS&+<%3F7kO3%_6jv#W}D&eJS6tMwd&up?|-RL
zmBHXuCIBdRv53C}9egLhbBSI3De49Aq;AiKRczr$n$|08p4Z{E^r(J8>+eA2!etFY
zQ5ln5ua0?QBFo)u>9#}FEV7pJ>4fFp!s(yaZx^}$cPq`j)nWY@O(1MN0VTU4W80wN
zGN-;{8+Kn$&j`R{Ibhw2K^0X4=uIi$cYFQIk`yh@p}6a+PAnqMc!eL;GQel)YmFLf
zI)P7SR(M$0uMPT0{1#CkS69c$f)b?+n+iqna+!!{@vWAODZG9FU2K6^$es5Ms8RDo
z?#!ry0CWn~o(<IHq8jsGw%lE{{IaJ;izB9DMO8vwvDjb?X(jB4@z>ieI93x#V^RMz
zY7=|ev*p8vThCBUTLBFnB;Ke#%Uczsi=tEFV!`8d({4dW?J?9iRv6Oy<~On5J5Zzx
z%4tO<ZqHYLgP1%{|Ix!ipg&eBV6G9>1l(_p_d3ZED+p$mtyQ_-q|vA!?<xzcPg)|o
z-ftfRITFf5^FBias3ep??*@gIgcC4vukiyxV@^kEA5e2-`^miI%;H}^A9rNzh7Q_e
ziVxH+t_kAw%56<!>;T#o-3L)743$SVQ<}!eE-Wm(1Q_vO5jJSqsPuOO%=b!-_-Eij
zQ8uCG7~tLd6ppzX|7`JhUGSKswKQ*lX0@pepU{@6X9gK47hualpzo|jV#xR&q|lje
zzn1f)_F7f+e~+-Wl1wyX@V?rugMk5rph>fEZcdJHH|TzZntQw%Ok+O+WB?Cobc+Tt
z{EtjliQjiQ?Yrxd7Y<(Z^&VQvf>A<a8|Z%~3uKv4nV4fih7&*@k5<dx(vj0}yS2zB
zABXvg`eYc6pmg}pROOj4z5_i23#B#t$XwCMBZ3;+TmYrS@OdKX#55*~E^Kts(ZVc|
zSa<F}e!tgaDp_>vDCDuu%Fc0_O&vJG@CVuGh1QJ@vmYl{Z$;U<B>9g_{)I*hZ*v#=
zbAlH(R8iYY#Y9b66Ti0PwJ%Yk|6@|KxCo>&m7bq~+Hp+)V&5M9M$a_v?fY+1fruw^
zF@tlq<PG6O0WCw+Bs$!Y!o#Y7rK?O$BT5dmBSTg2QEQDzz29>CFFBQSH*tTM+V1@9
zy$wot{a{o;7S(mTM7xUF5_u8NuDMm$a>Mxo_<H*ki`Sbh+ZbJ->q@Xl3IOoOX}lnq
zyQGtTEl}Kn8$V0gV!B@F)mJI2-!FMODT2y2_Q6SkjMi(nCRyCG(tU5f5Y(lkMvAia
zhG6=K*-Z%Fxu@Xg1U*GH!uzdpXFUpz;=AdI&3wdk_6cI=lNh3ZZ4uVRyjx!V_pK-@
z8Z?s)#gPS$pEK_voqiTECR)!BP`3B+MfwhPp<3U4<t_Y*YJFEUripfhQYrm^r4(2A
zdnG|dpb89?Y|ZmPMP%j=DzN;IjJ7#gCw^Fl8L#BJQ;4R3ZZm<@>(wRM)0C2@=zq%o
zWov<3uAA6Y{#O$JPg=EMjM|y|-mh@LKbZJ<=e~WM19dRpIB~meeTI}lf7rFL2NG&a
zC5y!-R!IQ<Ss50(>)ze2oc-$u5_cb1$4o?j?^g}napbn}<z1Br#fZ9|K8^oUJw6YA
zJu{X^$V%roEvvWRayiH2VOE=(1;-SY-#XJ)H0BrH97y|Py@ne(-A#$avIk&6G+mY~
zO0>UQloImk%~cIA9t}s<L+9ad-<O&Ds6g269UA=pZOX!(Z*KZw?m|qtIWS&*4>39x
z9(TqBL4C-&Tc44{e8-m}c>32hy{;D98u=f^nYCH?<bjKfHZhBd-D8p@5-(kw69Tqk
z`ZCTQ*UQWHxHE>|zd4t;xFqZ!lYmc*{qyJYP_-|4qncK@!d|`MUR>QpntZx(@UYo5
z-@ACN4yGK*3!+kA>A}6^Lsr2L{~kT|@6jUteHdH_KLm}Bj_e~MeKRBQr95pj?l>op
zxCFkc$_mz}N1Gnj1p;ZeE6iF<-A-p@s3*QL0e{$&x*$r_v991!Q;B1J_Ju-uzCNUb
zKesC*utXqPQ>F5CC>-zS>?~f>HifgO4|2%ghHA}OLsVRYD4@F~(EsAbzex)7z6g^P
z9Q9Ga!pw$3narqtawq-6qZ{jm)Km?tJ=GnAXJ;r)w&6VyNV|6iJ{RYaUhw*2tG{3K
z5w5MBniADbeuVBGO6VVc_@^zQx8R^{FQNZZJ^4NZMSZZlS~ti#Iy>8jhlw>bGztuw
zF3CLpfMIx}2yMRlhK8U0{rG?y?f~Wk-}fmTj>j%WBiyoAVRaHMXke}R>i$<!5^`B1
z5f3$_n@aQ)uGC{2ehDfq;d}LDM}Jy3L%+BF4CvbpMZG{oM8GJ^Ik2-2Xo?F*6EXn#
zM*)U+@(!g-gb$^O^`mV9=5nM|Ukpr1luhUkhrfPu#DBmjZefHyzRAhm*^$38zZ<fZ
zQd3sgy9|M_J##XySN2gP%X3psR=QhaX^p(W_A+w%F}Ui<h<aYn1|{Vn;4a0UJ1mMf
zg6XQt^8s^p4&7k3^z!a*B%j4lkMss;C|cpMZ!kSQ-Q&M`b9IJv+JX1{vQo}2o5pZd
zwZ7UNOO`bpYA2bv(Tl8bgQ{Uz;>vQ%cCNlxyIvIvYr#x4(5uIltbq&2q2BS|BVRc?
z^P-4BEG(>L(09Xog$UIUU~LIZeZ>F@iFaiVGnGtWY>XS#!!!Y#ucgs6B-)}Pkp}F~
zb@G)L$2M#(`w-latgM2q?JyX*`1q=ug}sDtw(4=b)zRn2_I}Qi#CWJ<O+}8G?V0%e
z1IEvvKMz1JkG7$qy-@V=G%=69et?!?JFtlcfM&P%;3OpXJ%-Rd+WD^_AgiUJA$a<^
z>n~me*g3h<%@YgzC%UPLqwY7-qx9!6^!!EC2`1URkC`2PkBF!XY!M{Cwa#wtG*oQ=
zSMJ-_ii)4h%DCCo3J#``VAk$?DQ1!wB`b^YuMQX=FWHNqFhIC?6b))?F?2LdR+%7d
z>5Itz7x5qIorI|JA@r;yabMq6<8p1?p!Nvv8Wf<y38r*>1kF&EH#bAU6obP;F>Y}^
zE7%v!cWRDKPBGDL`->7C-Rml`;qZb2E=!N>DTVB%Y=Ow;fEE_<)Z<|o3xo~+YcI-D
zrBm#VS>aR$VWKyFg?b5+O?XKueZf;O`bf$Vv;!PS;*%3pg(U}JF^#p&%!n+_!IujP
z_}IYAQ+s=5@5a{FR`DsrCKx&JF|xJ@bC~U$qvbYC69){5Pu(5W(V>G2?9a$uR3w^p
z^EfM=7a81B$FMk(H5^$h_G$9`%gDxlu6{EdR`cloRxa%6xv-h?vFS5|t&EN+8cR#C
z<NZ1Hjc$b#n;_F>IjV<-EO{Z_9VZ8giS+bjW9=r!F!@WK-hqKQ!Xab;RkqGdMpnRk
zfY^DQ|GaM6v4ueN%Uc?>eMH)Y9%$2(udM}*6Qq7GNlKor3}f*SCfS7MCmU=@Z!F{x
z&=OC1UnmvwQO-<$?pLCyQ@&3*ko^jE-DNu?MrlE`@k&Q0*|uKoU1@3G!}6S*9B+r%
z#KdQJlAO9~!XA6`WPERYyye|XTEE=x^T~-bGs6^09W<lu0&xnW$9i2<dIsJnXMGf%
z`(|gvH2nvQ_w{ghkOEG0Nct(eKT*wf`OQx{kwqU)lBQ%e&0W{bHpk^ZjTlnt>h0^l
z^($)AYrm!kgSA4v@<#;);^@%L-#k1LOvuFP4OU$>BP0H9z}A~ejDSNeF+~J=W5)P7
zEHr!uUG{tWL2MzD#B27hBI`@8+wtE)@4zh3wXX1eF5W{*CJ3ykzPL5*!Ju$v+2zXO
zJ5ZB9IpIV3kO`8uHJ6zx`n=)7_963WF}~c7RPI6vX7+t$A-oZ*#mV~{*M!kTs1rj)
zhncMdec%E#g`RuQNEp@i^YOk;7OCSC5fQ;dLt_HQj@J6u8-~IBowX&<+G2D2oFs-x
zNdE{Q&D**s9P|_VPR(6YwrLYl@+6BC;ga^tv9|8Td!0Ovg^F!sei&A~dTF%_hAaY2
zFdA2h6QlCiv0r9{snM{q^w}Mi?c6_8dGwPyTLk*<aoHNkG8|ok8M}p3p|Y<(#m16>
ztkYBOJJ4t$dUu|jU8AQ3^z<BZStlbQpS`H@G!Hk3e*3ax!4z4qPlzKM`noQ4$8JO*
zvl`ZTI=XiP5uWwJJGk}C97}k8>=1bJi!h*wZjCZh&dT2FBekO)H!*4n{#lkz)U=fT
z79cf*T3QysZUB$^+@y;@M8fZ6W3<zU8UoRhYQ&zG%$*@~yDZ?|o9KH~qCQJ#CQkdk
z8~%FzQgCD-YQ~e5nppLyhrkVqIqL%t@mc@f=ECkzG1bG<aEEqoJwdL2gY)0}O0fb`
z@YEP96Qk-xFwY_aWD0RXKFe|>6CF%w4guq6vVaP;r>CbiRm8>AF%JGZVPWI9KITDj
ztc6jv{@@pF#}s%(nIa)W9Ppnb`DUgc`ezD0EzJy(P(CLsA1eHFa=?7B^ijf&74>?f
zV?57`Fk9|!e-QYC;aRvqAsRcA1u<#>j)3YJuvnErmPY%^j)qsHsnJTKh_YJ(qg>Zi
z<-wi~aIKN*yIO{E@RN?AF6!aQ{z7&<qlF~7yfG=onM-Nh5~Gcz&eqRJ(fOAs6p{7G
z<Ty9~0TL>sKblV^;+&%gOddpn>U^JU`NVjpqvLjTJNgFGGzV>gWwj#`Ylc9^vARlj
ztj|FF9yCYDXDgxmXZ!D?qX6~_c$9KLhVJ7&k7{4y`bO+}PX($nKiq;50>`m&?tf^B
z7t0*j^d#eVuD=<<g}W9LvoJ$r`HO*%yV9C_54rV7z3I25g-N{~6C`{r=RIp&f1ycg
zJfSUK6vsT~^fbne1)BR%pD?S^{isLFP=3@>#c=Te=wxaQgv!9X{@9JYxhKx|M#5AG
z2KgmqW5a%8|4vE5KzDlc<dcU$=C()j;o6<QD!yy=XOy*pVz;B<8*6Awwn7GX&`{yr
zGG=ZS-*z}@%;S@ivP~sFwrk0st6%W$7!_qPC(=hFg#7U4oAR<bpQ08ICJIh4T%ot{
z;zBuNIHXCP8E0<irKd8B+OgZ{TpkHY;W+Dd@Ro1s)?ou*9bStI6!UxY7@C~2S?X6b
z1Qot1t3d3(>vR$spaOxYI^Rgg>`nf>{50^Wrf*YC8JeTK(v;`mQ?hxI??6$Yy=F2G
z;&9)Ih<0L(ki0ER_J3bakNEdx2yb3k>jWFsuFd6!w+kG8G$vO(WNGP&!6n;CVP`Qx
zSHQt0#)6?@@qHEbwb%QUz#Q>1ohBC+evY}vQe89zmV!!&$$^6Z;A|jXK*v<V4`;rQ
zErD;$f1(VXs!()V{@;nY{<q@tY;|0}79jI9Z40AH>nX3GCr^E<^Tx`gTxhhlWfGOR
zg}qpjvg&)O*zR|&Y09X@hIRg1Y^!sKk)3YAj~uf(MpnoAMZr+`GpVMn_|I;ju0i)K
z)`|DpVAMkcY2lw&X4!?ChxR+<`|-b@?C`&z9JQBBG^qS-%cT-hC6PQ?QnIuQf%FAt
z{CJ|Hempwp3j5Yy=dUTS=Is8JH&?R8vL@kw>lFNNogPEdwihwJ7~{LTjQZa?YS1ZE
z&_p(@Nt`r$LZQkwKdX73l5Qqx%Pgs!a<%#=`Ku3Uj(bf7lw`Pc|3l6OD6DSEc6x^w
zbX`n!HI9KeE~QESU>4p<m3Hucmc>$|O59e>MLQHufY3Ffnx1=R$hyy*_q#RzQ`&s5
z=4WQ<Ib!}*GM9jU-LUWRsC9uxv+F$;gFt>ohtmYmEm?QP&tY&QaK7xLv#dYibfrN2
zBK@$w61vl8H?l9So~r2npOBs5Sc2SVctlrwFA<&1m2v-fG3Um;6Fb*}HO)p`ySw`j
z8pz?|*%4FC_ah_->OXE9h5uWFhXbfhuPvx*?b8%keXs7{c8pFV);d9KdG?t8G%W;o
zxCG5WFR)y+Y;^~d=^0yf@wdW#IjAXt4^5n=;i5AaUawVBr<e5M?UWz0QS7ln0wtlX
zx3a2U5(+E5#{IWJc|nv$z3&($RH(%2G20W+hYT(j&Gy$Qk!!PN^QOmS5Qxc^+8l8y
zQ6Ds?qgr97zQ8p4QMjR9=J8bW;YH2&{>TTYt4&UZiYL0h#Nctzpo_!bb!E-;WX||I
zl&~x+iaqbMI)R$v(eB!g2$WaDIP%7}p~pgTzaVThQdso!<AWyuHmmbrm_ym&IzqUQ
zNfIKk-QbNozH!v?1BA{ij??<cdOFl)zps?P<im<XtjZg9mpM5p-69ol3ww-2FE{7-
zPd#Gj?B6bl{Cm0JS7ZKT_yVgqPyD~Gro-x1r}iI<fbJdZrWS$B@ozU>z@@}PxCuCX
z{4w3%Z<VAyO;scks>+dmD;?dNd{`sVTG8TZidwCL>FM}%c+Uuz19q)XA(f`>{gX@b
z@=Dm2{#mef-e?`-FCnfjjgK7@iORR>SuM~e+>GaLgiz$RMdG&>4K1d!rd)NwR%Dyv
z_3!OGD_YHG$Pjc2Aq)zkXRCIG=;~q^%>tfrJscn`F`lV#-1+hFb51qKLZcGu(Ifxf
zC1)eNwQp3~eTe^EbXe;$w!dAQFP7C5g&DA(yi8f+-Md%4TZip&3PDh2IG4*b1$FpR
zoncpI*X?<Ohd<(t&a;&cm3>y}4iZKloSxU{8qw&o4yvNlWJ#mjrav!Tw47F$fALk-
zl#aG-2Z6`pMXGLsYr(Wx`YS*Z`Hi>M1wEJ(UC#&K^(--nUoRp|Gg=#XE(O-<<6k@3
z)4q>I0sdti`I7zn$bIGX^WPQBlZ#h;%|3Y3XKzXB5_>+D#WKk~p}!xtb>Q|A?9u0+
zC<F7@G!L`i5Nl7rU;6_#!8Oe@)w)(<r;S-mq?sQ#i`t>nXnQb-EYf@Y#hgow1Y|mQ
znGsTk)eCyXxFZMHgCB>ZTT94fyg0JHT#7yh9uni<8G1msA>@Olx0J69#^y-xTHqs}
zhm<a98ro~NQ)plpypf0IIE)^$I_o%oKnRmOw&8g6rtS_sojksOCaJY(%D*}%OX88r
z8=o|Awp9X9HYCTP`xaekU^F5S2h(nmd;FEDx!LMQWGd@<s;n}U+4Q2~Iv;yoZr=Ce
z5S}IREn95FFZhcmcgJT8G3JN66>#~j|1ByAP#_SWh6a4#vj^+FO>$)o(5ob5@_NS8
zzERek)6(ad_P9-INDuxhy__|MWW8kF7+;p7BMN7~OfMbBvqXNKl)cVvTp~?+mJLqF
zK<bv)LA@XM@|w*0!B51K#M*5<zQWMg`KZ(S+R(TR?XEdT0r_yg5B(Jdrh8Q9h7P`|
z8K%D9Tz_c|)RdI;Js$x~swOG}Q?nLxRK$&PDhhK^_@1!mqkX4P`Cr>XJp^la62j<L
zFHH`wPW!Lv6`-Q+5vW&q-HgjYg^}}zU!l?sBbXC7A8};qj?P=?-;RlImg_UIW4vZb
z|3S!Dl5hsF5W8`Q?Ygag3=}tq@RL6;-iz)r<x!m=WlT%YB@*ET|2(RG{{Wgs1jb6K
zC76Xo_H3$L+QVW>2g1uTSp1QE)0ZN9Wpp!PLCbNYf#A!dH%W|{s}{*l2fWMk$zZc$
zq81txf*htY<ci;jIZBjT68_XtL;iJo9R72^4Qgsh0I<yF>?F5;v6#T>>1sghEp`L@
zk4e&)?^N^S4DN#1#VOYXG)`~Mop(j5(;LZJ?0!Vl2SHqy?Qe*dm-P4+54avMsORiH
z{`I-4j(#~UH-F?de<9IlnVK}5@|;4T6IY<9HSp!5z@@;@9!k`O{gn&c#uGp5F7zA!
zQ=P$t^iTRWp*{2G-$jhyt^UMzV1tSDXGZrebnq+8kc4T(y008hJg%ot(K^7bsztxN
z!=C<bDW8P!!tdeg;`hmV**7%QmEO<u@iwD<1KI71knj=HEWAg|B8K(Vg?rp2?1x{2
zXpoz1uknG`a}p{{lsRs2_K_+-#2l=*^~qey@ONulvYx5=3LhAqYQn@9&o!90-}c%q
zU(b%BoGIc>-LV~?$_3QfXpE!lwV9BCp(6%M`#!lXW@8b?Li1F_t2#E8BKQf11Rs8}
z(jqjP_38jzd|^i>4~h%C+|&cbeKgw3YBG)H(V~%D7I%Y)E*C$#mwy6H=^R92Hh-TP
zL3ly4j!?Mk?>zyd8GLCCr8BLmU#%ld{!K35=z~$KLn|^nW3*UcPC1D%ZXVm}ggG_U
zr`0#LB=9wFlEDL4#eN5J3H)BQE^97%eLC;Wg@>8P&;g#(QG4w1AF^6jF;WggpuxIJ
zR}yzGcynjzbq=Q_6P@2a;j14E9=~taEKCRW>|U%%9CVilPv3mNjj+|n9y+bX_DvI?
z%E3r4+|4)eczpEuQc;XCe}gRE6m{OaS_MO((9Zay2U@%YubYb_>}dVJg`-Cw;cQF(
zyF|8-jpKHI#>S;w=C2IVt&8C?ujTtc<rin$GV;}jN_j8P(*H1IrSNJ*DiAi#ma=JN
zG%y7!e$Y|fjMi@nF`0_aE-J$}u+t^Kq4}CHjHF~|&m3lGJ^9*q<phJ2U%D-?-NkL5
zLPZ}S8L?f64BA)Pf5VjrMW~8$O*joBtTYKZi(qZ?*BKlu+faq}jFTno>!$tW#-+57
zLS7d&EL}0&xW5%Sq@n+JGTEXK3Puyf(gWCo4b7?nc#2^sj>cgN%_E?=G#a%HYVgdV
z`ltz>r#-4sKHlDVu2Lk=Nt0Y(C7+vIeHKgnE=17nV43$Tr1R;@nEK;$vu(2oTlM=-
zbksiOS26diIkRJ)ToRt2F`3aiVF^FSw!CU4y8CPz$|cj;e;2zwH2)H2erlqf4q!@m
zqPx0ERdtGz0gK?I#`*OOn%a?j+tl_@ue6mjjM+fnk=9U>#y>$<bBOOi-gGEgjja=P
zpB+*6nY=sde(Ty`vQx@g04y+kVnLgq(ep%ZDi+RQ3TY357d$Pmt$jJw%IhrRw3<G^
zxZo@)zwnk-@G-fRLsP`&kFvhA=25$%9;*xMfE)ktz<~eO`aVwG`ER8KR3amei6K??
z1+LFHlyIOPhGCvNFd;cz@ukKuh<M$ub`|b9MkO@(-O}o#w79W|&h6zn!gVJJE)qi|
zo_`4;d$vmNgPZ5rVn9=L>03LAI!K+U@I^%>%^=GZQaBEKv~glq@k6YxY?Gxb7ti|L
zYGZyrh_`-p#mj#?#E*316ePLZ!EX;E6EX{Ae$2{A=0a@H{i$7Ogs*_3tGXmC6OX=+
z&g(XZzazYb&@>mb*buX82gmlp;Ei%ZOwwmXi)_<(l24->($~akd5RRt39Pn=h2+GV
z_J5rU_?WHcsklV{p7hDRKX&~}=z*`$ebo>lV-Y%Dua&3MH2BJlqLMWuXGr&&1Qu2}
zJS;4qG87&LS$S4|Yd1K}{ebd$HmJKi{*oLMT0R~0QnBf-!9%(tJr>?Gu72p$c6Jl!
zXynb(c%wiV=RAp(-SKc0X<?szHhx1Xc>LU5KTNhZ8+XK^;V*jDFs2v_wZ&?$?bAGS
zqoDwsje}$R#-=~xCND-s%@z*l{=1w$c9LuSRa^ApQx;oIU;PJUy+%P9-Yq6?xZ6ku
zu9Fyxmb_`yS6agEk)#l3Y#E=L<U@(bf)+9Jw);6b7F$;Mp#?c8R8Ua9Cx`Yn1T)F1
zZ+eD?vKGtnnU;P9OH#ve7$Q4g-vq(9kQNH(2#78YwAFEOyyiPEbzo$(R{n<jr+PhM
zo%Yq)(%Fa38|ofgQCXL@HYxvYT!NNS)1$0a)q~@&Z!HC^SO7MOPC0YNrJhqeYx^`h
zSiZR{xUp1@u@k}Xqd&l=Et<#FfcsUY><1+|x7cLJylFR#mm5MQJs$ZeyeKFx@e%jp
z+?nsZitjM_lE*P*QuB1O@ov9~_DR2D&f35;MhF{0v8{@Dh=PuhQRcPR-n>X06pV-c
zY&|4>*==%!Rd~O3XAdw|X0~>?jnza2<3-a~H`lu%8+>k3yp?fvW-3(*{N~RTJS=!=
zo0SysqeIN-$znJg*7P2l?+~^p!LOqA4Mz#JY|g0Une;U^K5Aes3KztZY5#?n#m<*P
zS$aqbi<K5&9GMU$h0{{aM`g9eVXe;e%x(&mm6bf6$1)dp2A#b_II6*d|J8W*9&`uc
ztq-+76mh#XJ-^XoX}+Z$y{E|TRX7EJ?%yj3tpVDP7Bg111W{^B&ALWb+6F(hShzXv
z12Qu|hapy4qN`IYA`o7XSy|~XP-gQf>(hoWA~3U{z~Z#G&&cgvbz?r6<dz0L7g4Ru
z)}8{?^gi@Jew<=grH&xV;0JrkA4{SAd(pTCmDG{yr-tp5Z20vIM7FmNH^e3i<`lc0
zIKPZqst=*^`gw#{-!*m!{5HteN1e4&HLXSy=QCSH#CBD`94-LD@ohuhj~E$eh$l2(
zDoiAjipYfaR*;`r%tlmmn_F0JsYmabNjSIsg_5?$Hsjt&<^)_5HLax{={)jV(skD<
zwJ_lY83vT|!?Qjk282$sQ@>DvEcb@#-QcVrrzU3=0}fVi<}(r!iL`qd0%cpA2_s^M
z=N3yq@T%>fq<wFwG`KM7=Ad+!ZLKT+5#!IYC)c_}e@bf@As_3JVDt9y+gVFE1jwa?
za2w|v@PdWP05WKwAmSwAnW%rs$`Yafk@Qf6ZkxrvkufD+af7U<^+8gqjGX;)irf0Q
z>iXx$ir0sBEz-i%kDB@8dI)Yzw4NmS6p6CdJ{BfD6`VZZ{C;`yH3x*fU4{#QiE(mg
zDnFAOtcO`-_ScEdczocwf9^JChWz+$70*(0ETQ`|yx^X7oO}D97s!JbQ^}P!H$U5j
zo(tqMi0Wj>`q-FlRjmH?;1TQ~Zx<7k-QHRpC}nShzWVB?Jl}!v`A|=va59Y)xYk>9
zy=W%vBWHbXVryq}ZoD?FQCVABWO9@B<Tt!NA;PMihPwL2!_nBS&@lgvFWDsDw}N~Z
z#2yR_m1!Z)j6fz&!K<0XAkB~V>ScUkN0xZ-z2q<`X3Pggz<_Wxzkr_b*D0adbXj*v
z3Ix2ULf>Aw^Cxxt*;R)3!dl6WPsMOE++zD6@c{{WEFdf-_Y7!orF?KQPK!d`MD0Ij
z(!Ec5p(6p!fM+~6p8Ozw<#$zadcv7wQE4Uj##xAmu*IQ;gNDuL``;a4&Hk!4KKC*u
zv-PY?Lugt?y-<ly&Rr-s*R$b2(9EMLP97CMn|kb49@mqIgoX@>r?Nj|Yu@MbtihJ8
zF35=`Q_UjTT;djdQEa`q<<=i1w_NOIVRk_P$zu5cY}>{g`bC_t1h~BK<0`UQp4+l6
z7o^A%ghvPWH+*EvBFoROl8C-f5))M~I^CBXek?^5Fal#Jn)0X<2}Ym1a+ExJyr>PM
zrt_WUq&a+=WA3<=QbFSs%KKo}`WMl4vxFMXYjx<#bQQACc(;C1>s05hYmt6KhiPo6
zPQ=^pYU$z3Zm~(+CGSR8w3x@VExr^@x6>KL-ZJfB>C*=qH2kC1l{xqj;mhH-iX#f!
zP89S+-E}lWe8Tcj<qnin^!*hZklP**RFLYSplfvC-TEV0>2wAJw23E6U`B$M5!J~(
zw*J)@&>UQ29kX|L(J}hDO|S(a_v3d&edBLqv{|<JYA-*8?3~lxJYNr@O!}<)`^+@0
zjYw+03%JbxzNE(&n_Ru+WdCp$LdRqG@yX0a?o-l$Z-rTl#<+uL4@Z~H4<cSodke1r
zAc#SSb115GnNBZ-xCm%d&yE}79Q1z_-dgia+qL7lTFc`-FXCNqb-VCMNy>)CF`#bs
z5hQN`L5B<YYwf93xy+)!xNc5xZi}o~1RG!P!sw%=Q^G$LjF4X}Ha1$w6e8hg+IM>z
zy@~4rxbBn5g<k=caj?EuY{}<IA!*=*qnWkpsh|+|Os?wYnvURh`@yBM6#Q;Twl~^=
zoI%sednA{cC~80GzRz}6Rvn+bXbk$*o3q(O@#ptyMP|w&udlnZ$P&Mwu?4;|{STIv
zQHmF{<f5+l6)G`$ha~=)6M#H1sC_v=nt0{RhZR3Hu$NpR#GxtS2Z7kxHbbFt2|iNn
zgb8ZN&3OEDB~?B(djobm1Dolr-lOc&lkHC+5Q*agw3F-mS`xBEHc!)j9&%~&aDHch
z#Bg6Tqnwm(H-VvrHNnFAsuxEhiz}CF>$l1w4O?hKIp10EZ)=4WlPOK4QyaTov9Waa
z5pVb}QbH>>(MhpYU``)oWVs^lmh!^uAEi81?g%5WhUkaG{)5~Nr$yCg6c4l;KB4~R
z#I&H4=0^$w9}da|g7#a<Pxvv!YYkHF1~Cg;OR&7)w%S1W0Hzd4D4gEygG9MYmN`eB
zzWdz^iz@*A)ZPE8S?RXp4hxjFu1Z5qpCNHD(S0UfMc*u~RxxV`pIfnb&t?nui92Um
zcXwLOh(pJ1<|%1I2RHz53C4Z12_o#UfxkDVW<B6e1FZI;3qP{r=H`@gu`#O?M@C&o
z^Q>*FqGWl0EytklkEO8ephR#8>!$32Ae(2@+Bn$+QJ7#~A&YfSW<glNOv^_6-vaGf
z^`^Z9y96GSVf8=<e3B$V)S0T5!NDw!<AC%QvmMOqwaRXqBJjy3GrF6euHlAOHASZC
zbPxby8<SK!WB3-Q{+xAnKrQLTmVHX()U0OvVzk)G`ubM3hE<)OhnUMTdKaf;XcV{(
z*RQ5xQor`Lo1+QsGkpNOkEMteuJ5e#n{=ab$vAyXd6P97&WfW*jg3cIc^&*}zdmpI
z+G|PF))2fa+`*6R%#<RAtk{21sf(1yQK7eP`?d`ronz_L-*R*E3R4CAIKh>OXWSGd
zv~~eS&0Je<Qr8|NRcD5Lvw|csn<!KDn&~k$Dv}z$_{L~GLa2))yuHV91_HS9+W|Y|
zdA5Dc^1k|!O*#ol5-o*8=DymX@DV}z8H?xW;v{t-wPx#Ik2&MLe#OzEWRKDx!Apui
zHEo7_ht^x{2k8o)EQok*qc7?><L&wZTUPMY3OlQlhgAEU*rG#p61O0aylnFK11GoE
z6;0htO$o)o?tTx_5x>g-y%`^<46Dr{fEC`~Pic88ou|ldK1lz!xE=Z^D6y~Q&%~nw
zgu02AYY~OwEF6wC2_k$_-uD5y!<fVlY*+1l)F15ymvvPwuH+PSuZ$JpFpf$g16%E+
zs|<LLmbE)3bu^aJfO^-JugavlB_srr((;N^>U+?<w|~;r&vI5MU%Y|o-QCg<du2s;
zYZv)}^;}WGN_MY8Ru(Am{!aU3JA}TG`fM7RKIHzfLWZevx~P)iT%`?OiE$@X{g};D
z%w(3!jLpgRC3WzCaL`f+zjQRC;z(QpBZT28>TWs7ve)me|Mi!W<Ns>LsSw(uL(YPW
zGb|jGa`t7dfqN?Tb5mqIqWdlMYa|t*4zixKU3&PZ$O&9!&7mS9w+08_X;%^tdNysD
ztn;hrz^%66F_3hRDBeDkE=-M8n@N%viLdUaxx`XGXk}=pHU^gVd8N7;5XdtLJb5c<
zzje}Y-&ngWtTbP5(c||b^uMn$pW|8Vv%2GaC`Hz%O<t&|u(-U;ke>N)dsA9N`H&Ms
z#dsN<hP5+d^={aq-&v##%i$EgJ0ky+7;Kjdc2^+<Qu<i0;$c~N<PX(Z*EgT?$@P0$
z=AA|xl7CWXarpv)_ZXwnAFc<)%LAl?zLqDDk!!cKy@Wtb6SH>A__~Zju5DkCmWmOn
z2k9#K^*b}~Gq&>GZEpvzz6|eJvP`nIchyyoIz4MS*Y}K;GjP``0aC7<F4!!rVm04u
z3Uim*`-yv(-qu-gt~WJRwj2Ne3ChJBej#}6@>AD|(0(QQB0HsRL8XeD<;H_#RWq1T
zg0FZwTA4{KTX$TO{<f}wB{|RF&igowcVok%1D1vTc(Fz1Z$Xc(dXt6U`F@g~St-2d
z2t`4D-Th^5G^d&D)TtpoY#3)xBnnA(fiuvs)%4f*{-uXPO(ATxXgV#~R18-%^_8oI
zbkW^zh^U(k*Nz<Y7vGb;?m=u$YOq;GE~X@SQ`E*+vggMf@9H)&bneQ@?&e%cRESlb
zchi+>ZpvL1@DWr~AR)=#PxVN2vM8BYBhoH1Ovh~~fiAkWM?~(BF^O(_(`iLwXO+CI
zvbnM-y&w^tY4NUkpW*5DZE|3rBp0vn)~Ypk_e#dmUga2Yt-q#IWTCRg^!o--=%wSj
zc)4@6upuHsf*s@4BedE+3MTyvw>hSnf>#gtrhKW@04L{t1=1g^bW)h|Qxg$@nEbN$
zsK9-71lXCIrqlEFPG(CD5f8G=@@c4dttgfq^L__|*h?pFl~^;gP%c@Cj;ns<?A<^5
zl~I=7*1?yeB&JmJIT*D~Q$$sAf->Pni<Lv{n{sYanh5$iwyE)TOwAS3T0XJK*xI?X
zSTmm?KV{3jv;=pL)?ZUPJ!eub*Dc%)6A8|>u_h`)I{dIXr{7T(LXq$Y|CWK!9$uy{
z^tZtnR`>g+7u7eV_gAvV@<|p9EOuM+=v!t>ix8@EP$+ZP<cp;D4zVuI9FnBdCo12z
zgxraqMXr_A#kJ+pyY>G`_GZjWyRF>i)lr-cb(l=6Drk*O^z~Yn=P*e2dAQ)W6r#@J
zP{=og1*nL|(QnBE%{NZ(e8!&*zUK>G+1>J&DdU&RxLh0G2BBK!QZ=S9)sW72EZY0w
zuQCd+NW6~&U>^L1YIxgA)`7C*idE^BFUHwcgFlz?hlIqE(kc!Qbb-*n@2>;YR2xNM
z_Q%HHaQKnb`#rJvO#b|UA=A}=h~|xVB}7YUlmwc;awfW6+AjfgF<MCt(%r)Xt5xj&
zRqXgT&k5PTeo0I6@EJh|q)<@c<ioK)Ckg`+AL)Qq{_GU43^~us^L+Cr7Vs1``3~Oz
zF92xGC(+onP_j7g^pe0=8Ipm@4O4;_mqASNJ+O4%YV^fDHT@<oE*`>mbNa3>BPH%y
zwUwZ*dCaLlHkv=u3qC5VZn-AkZ3~pA;y#M7#}UHKU9{IRf7CS~#ijh`LCl&Fa6KI1
z1(nU4ua>)f2OEZ#&}v{C*M+z9KI92|mdUT-)Cw!zxWMa_YdEkX^V9_!iNzcB|LC}r
zU19giD(;J`zLKz0eZVpZ9Vr|h$D|ZJe&DVj!Nn7qOsdNF-0M!D`p!xSg`zDSBnI4k
z(kl1PeO_bkT+}}?u+k+j6?t)=mtLiE8Q8XiewVEI=sc6AdyC3*ZZbH%J(XLbzUL0l
zo3;HUH6=!SF$4d2C4V0$<Aejn7LS7~U;Xr4!QD~|@4j%9fftOG9KuE=KO{y?qVj?^
z?S5)%KGhUW@{ixaQF>uv-Q)V-z7LfOm2C~00F$tVu=DpFizj7&+2>=lo6;9rW2~U*
zTlQ9wmiCUId0UerzEObCA*lU>$Klbu$;RoG0f!WQz&OFN?f65wj86<ghR}Wn_kZNp
zwy$&P_T1z_+t1O#3KX$1RW815my#I}$!^qUIe23HJD)S*060()vS5zv^bNqv{_KlQ
zhGm(}(}7gLW5vNTaNyuy&|D1caq?5KaAIcej#9HLL+MH4y#b#Wv-W^4SSWfbf}I~5
zraWqe3sXlwi`K;H*O7UtO)MuO^B){O5Tr?-Id{juS}f+jS`~Ivu5>E+@tX|O&UGf{
zt#>mC^|{yI21$O=7w$ffB11b6m@b<{zD%M9U!$z}tSIvKo5Mm_lY`}JCp7>qBQDsq
zpn)?#JAUxt6%!dtvOx*;9GfPZ-^C%AO}P{J^!Qxrjf~5NH7)Qp43F#hk<b(kuFq}`
zHNHDHMLAX)o%mG-)>&LWUlPBD##BYGC_sBTJzhfb0D9};?Fh!WYbG#VHx;YbL<{D?
z*l{&vumb$n_hzWiQVZ8Stw0h5*dH9~rhDV#Y*m%Ww~Tv5O7yc`vv?Ap`udm^`weYE
zhuq}X8ze;~$z#Dj6f?LR8Pg{v<Vh=(JW^FOO!6Q|^IHfv>waSDBT3F9aXV3~UVgS3
zb#C_>6D!U|XzTR-Z?$7`x^3P5%)~yRH6b`ZM*F$Sk?)k4`=HF?@W!nJ@uadD(HG9i
z-n+NU^bPDzb<tiRfJrfCm_g^`1dY$P?+q<XVughk{6RrC`Q|@ftt*eEt%nk*#Vm}b
zjaxa-h*k6-NImjhguRj2o64jWotV5ien1kF9y){Nb4%<v#2WY|9Sh-0*fTKlTUD!<
zBiGNs`qS=yUH3@d?H0qIqKI5SXvq*@=NEGG9dF(Dbke#Q&1G!yLZNq?xI7=b9^1A&
zNZY>rwMRs`lr2aUu^%*?K`1Sv%#v-#P9B{Q-n28jP#2JAax;+#JxTFJW3ey4HGWgX
za@lsomsoz==<S1_6}$oP%I~>mx3_8%qn|7d$0+=wEOSb0*m;-bu3eyCdm&k0dMg*#
zfTM*ol;1^R?OB^$oZR6*(>3I_nCmXXla+7y!n3+-99;&(-MaP!(oAW+8-Ifqn=YYf
zbX?!DepU4|mrf8_mHT<iMQm$vYDUV9UYibX&TU-yU74Q#Y965s6l#B?)Zg*x)f6g?
zMfqdnsge|LQ?<F3<~4r-{i)CV{j$2@rW?~{T3b8QY>rWJg|*TRt-CW4gqUh|o~fxQ
zRPZvhg~)iKP<P8M3v0Zktfpg``L<kbc$_s-Dp=sl%+1fH99QwX;SYMDO3zR8NMh(w
zuz?A*%<?Z^NOtNT4)AY=c@~*<LmUsRQ(@PN8PZ91FQ8C!j!fcreu?IdUZf8^WgV1R
z@({k`CAB-IcW(P=aehx%oeeEH3=-WQ4&N^MB1GKqH+9CQkdL_@lcTa^ld&Ev{Wa^3
zt1(vNoW(Gcp?<}RwFUQ&rJ*gIW(nFDF*6*=Avc0K&7#@b{Khb^URH$#s=g?s`PTA;
zmbUWA4yPh>LywW+nK{ik_irQ=Kg(-@_b5kN$@XEzeJje_vk!XViu|b8iJIBEL<bU{
zuEUwuQL1F8Wwgu%Iq*USxUA>CtJp}b@$hZ+GK4{TI2_11x=oj7C6|9IGO}Z83E)sx
z$#J_Csq4|&9y)KcRceprRjGg&*}4?1>!K&*qsNTZ47RUY3LE7tA`7vdl#qC?#v%47
z$|oV~zqqg1AbUS!Bxf3Q(IE22Gh@3V^xVskQX{oKbX=|>CS3Z(aAqatSSj0<x)ECE
z`x6H(^fiez9`iP*`C+S{C&!chAf62Z3?I)kduC|u#SZ4wVT&RKigt@BVOu@6*ltxS
zP7TT3)^7oUN9Doo5#NJ1msz(}_oBjPM{W(0|C&Ng7lA|0`m#A|U=*wIpjz)$=01O#
zN2aDv+qLnawsxkzqf2>bhp*d=TLQcw$MFR1QW5v>nMxNAMF7xggY?~%>fEeWw(^bh
zhJG1hhf>1Cf$~%@O2yFc>IELNeWO3C*vmujWBHHY-OS?LJ=CU%Qp;~s3GDMMtd*OT
z|4YgTTvo)3$Qv{BqU^ND#=oZL5(D#O!JO;ari{`lv1x?C{K)PNL3PT9<?kTb@A%EA
z1<n#hUF_F-Q|djr@ADa05-3{?#qpSBJ?*k6epRkxv(?yhbZdCWNMNnkRxoGY$Aa~X
zuk!E^xQ{6B|2}>2W9X`!(vkc+sto-b3X<k*o_oRQ{f26lFsv!w){##CCf}hQdxFr8
zQ+$u{)nNb{c<H~6Hh~O;v6>xmH6=c6dT9i)BBr%FZc(+sw5$0jk2VKIHofuR#pehy
z(0z)5d<D=hQ|ZNtHBtmO)N$S6C2Sv7g7Jl&Iq#T7AX*I|c>ifkdSKk&m*{ms9i`uL
zHofbuw|n@$zmIY>i&VY>8qrz2vieEgq57u{zVfo=&>i>Too(w$V4_4NE1-_Gt|fV8
zARljLKamONPjr-|hCI22edFP4$uM?Q^~*6g|J^TO;c{wLIY6r~n8(y|Ocswe5X+MF
zg=y_^`Nx7^p$6q{YM-+9lB0?mT)BA&4a+1FiYJpd*c5<re}vBvU9!d*XQnl|qHjGa
zV1jEk$`DtmwOLtorN&)-O#yq?XuSo*S7!{k>68yAnC*q^4|}^mWvTn<{du?vqJp2g
z!{bKp;>Mx=-fbJ^z#lfk^tEgufNb(NnVP9s9H(u}`X66GfrKtuw`W?ShgLF!{MNf@
znWnYhceJvu-eG&hlq6ISL9$uR+0+b!T@JG%fq%Q><N_}ec^bE5Cmdbh!S6XUIz%0d
zgX4rJL89`;Y#oar5nXE?3&IeDnbJ*T=h6og{ymoN=D0kjbdIpFi$nEu)Kg@O|2aTG
zZE|(B%Y)FCLGpWL$%#$giPlRlZtJNwDY@_8Ufr8apH!G&UL{#ezn!57CaH?*G0BF=
z+jDs5ig@cCm+~lhk|9&2c2#sGh{E4=!2P0nnBAbJ&Ht{F$<>tfhQ?t1Ziw^<W0S-}
zY51sCu6p)nduh$P-juO!I9#4zrK;hECHZhuru8#n*F2<NZ1#h~59{eGCpoGDQq`sK
ztl$iGknhH0U$p#O8enErVhse@L8Qd{uB8F2uV^eqCoRl>1FZm$nV8rl4S=bZBh1zh
zieVfg(>ncU@G>vl%HH=RO_R;kk{ekfRE`%)7_tMRVOMYDv#>~#P}E|9sc_9b;qwr4
zy&n`Khb~PL`rh)Ql7@6y^iyYNaSMT=@E(k6Pljh@0yH0P#H2svJ^oSwXJ*5sR{u|R
zH~i&zx4m9r+)!P(d^6zDO%96(Rr+R>n)d2;6Apocd_CC1zg4T91^@Ae@_hXT&=lx4
zDe>d!9KzTy=wEa`kq>WNC~SavgPb_Z{u6%@(EbiJl|;n`#}vL=7b->XMel8J=ZS9Z
zbMAEyCYZ7qwGDOQNf9A%Y0M`dkZ9x3=w{w2v<l`waeB`Ia)&$)<avxdocR|<kC}2F
z?fODr#`ei~!&Fi<WCjo<=ucE)(+EubEIBR}7NU=10Cohq?GFnnB_wKXfgvyC7PsG%
zmDQ9L(TB{#{9|0Aj(k9_0u|!_-SrhNKk;N_UneLD=YDR>v%FkXm;aDXi-NZK8-4Wd
zJ35d#+}ynYo*U~z4Y$EJpUQAHN1<2<y;Nr~k-$j`LOvSfJ29=n`yl_O$*L9P6*&cC
z#N>yO(7Q#NU<!-%QWnt$MRE?>1=>XfOVKee>FSTEuSgwrrO!*<{Vq|ELO4r4yhr%o
z(!?jDaZu%%Zru|+ZT(Ni-$JHI!b~2<EU8U}pr2yf4R)dvP_+U-<r6;@q1tW%)twN1
zeZGj3IY-u<s|t{bl^okW?qA)s1>8ZhN#<nSt_?`tL<e<Jxy{KtOQ@(!A+Hp_Z-?Fr
z=14a0kfY6|UY6xtEf;L4No9ThTi0E&eFmBnIC(0-d&CduzQ6}mH6E2;3M>z44>lOI
zV3Mb7Bdz?F=!=FvKHyttAueLEX#gY$HYt-Xa2m8OdHH#rm^O=Ol@V8gAAzCL{+s)}
zV;5KGaB2<!Lz1OPU*A%C$(<sr_byVb`tEXuK3jPzbtO+H$;hd`Zx8(`WnrT(L^|}q
zvV!kL`Of8Y1zR@x(c^`;Ct`P-y~HL-lDti3fgD%cKpa(y@g0ln{DX(Lk*u%mC0m!S
zevYrIloV$MwB#FP#DX%VR4<X`8AE|p8eISOvB>W-2QDrhnO&dp;RMz@#D+q+O?G73
z=B*opN&*Ld?bJoekbDdC)h08GgSpy%=Pe=fVSv0&(i;o~?^LYR2We1|Z^N3l^7uPM
zNy!0FZ4g*$8Ej8?81H1ozV7egopyhqGKxY?e_75Ajh48Rog(d}*YCr8`c4Koyc>Bb
zlSGbVfpTZnr-b7k1X5|_hKmt!Bd|)hgyAtn;}U-0w%>}OTu4!O1vGbyb)g)pARI6M
zGx7Jpxk9rnrSi$ceNM5#D5T8OPknr+dYx~pqWcu|;x%X0+OAawop)_`^&C&SUm!<{
z4YZLBX%yLqlV4(wJb*FaLPZsg^Wx|Tx_qjuNgSM8Os%;Mq?N@UVZWQ8?=OEw;kl|e
z*d!#q<HAff<24bLV!UJi>L&gKt8Odq)m3ecDud4v+MV9{6XD1en3I^37sSU(uNU8@
zt5#OPP_g?`Am72HLrTsufo>aLhX2&lrkC~lU`fVJLPbu@MuBP;&9FSZKqXYCw1v>h
ze=k5J0~@V2^+%vbLYgd2U^bLF9C&G724Z{kw;||Bg?-b#_>{E|9bKok#|%Q1TH|)V
zZ5@`I-&(3K$dwJh0jRTU27g0Lk*}EyV<*XUfb&b65>M0d^0~!<N}Z0SK`-44GyT!p
z;AmRZ&&84HeZU42Gnt?%SyOY^l@-WhRn=0!AbyD+)Xnq(xZLRnv`NM38(~wr-yARp
z`R#e>#b|7_C9_=Uq>v4fZ87JTpUwYLkt97rEu(l26Znys_dVh&YB-;Nlw4MqDN{~~
zkLUa`lE0R^#<{!ae<-oFffNDORbgU-fS)RtYX6S#o)m@&S<NdHsb)1i(U!W7Sz+Yr
zB4Vzn!pl!=AvWOioeD>2biB2RBq8W_jCkd_*re3xV!yn^Xt>JZmRm`2ReAv{seoI)
z#L~T8>&v345=l3Fke>P4!U^xGMxDAm<%jErVvpeBCE8QR7Mb$8O;Sie*gLIsNgzKO
zw=jMbp4q(dMExqaw0j@b)wwJz(1GsbeG;Ku4jq58czODOj)v!dsZkW>bZvcPJ6ail
zPG|w=3{ZA!zVE33M*Z6~00`5*wn-d5L(5e5S1=Im0@0hcApH|w9#j;*Id}ZT(Z0rf
zen%j)w;$#=3!KBbQ$G_@>!IpC={wNA`YqVJfko^MDa`V|i)5dD>hj&UCJy8=y>18!
z?S9pe^*yb-wib(n{>irlv{n;jJ}v<B_W?%0LSnlo`KxIIH0cW}3N()wh&*^icfUIb
zxqji7+7on;2K1zJ-vwIt?yS0iCU&8^3nnghH?#HNX|7pcMSc|>kbxDPtusNgNLyQ|
zM*d0+o}b$?x~A~d!F!$}i!_NqGSa_Jg8~V%L2Ywym7f4ok;uHzzJsX`mX#%$EC2bu
zQl%36c4#v3D8lU&BoPX-@?i_}fm3GXy4Q=0Y_<Pat08_%hc&Q|yK|$ht&EM5swS28
z@U?DD37G6}wYs>V(cE|h8hRc*0>y7d-G*mG{y;Xen2`Wb102W;d6E39HLLzPKLBcg
z#Eusjv!eJ^Q1&;mJ(=-6a{W%^Q+-fsaLOa|;Wf&WBp4&uC&3Ay^4medd(ZNh^0ITh
zN{MO{#fqr5)DPa3rBnzJwAlX`SWuKnNGCve(VPpQO^cA6l3ac8SbzAS7JvF8t<o3x
ze;D4`k?Oyb#Cl6qZc6!I3?hO~!v8}*TK;>O-`2+YL+`rZjj;KOuiTdvV=O?o9b6*u
z+z6<{UEVA56VD%{zZXh@J0G4ocl8PB^qRk9%j)`J+2_hM>uh}zM(`7ero=UrPXNH=
zIa|wnmK(4A_HXCHDABQ;z$<C(GrgJ7ySgXi1#>dyv=8-xj#PxW=U1cVAIM}zB0dLg
z!F>7=s;nT1-buq|=D4+8w{N-+=c7H>vg!h(@*Q&4Ws5tT>s0W(+3!EZXBj9|?U}Ee
zzeV*{c)B5G5Mo*BX<wkFJ*(&>vE5dg0R<2(0sUWVTXC|sIFq`uH4ZAr#UK<;UEC+i
zB1Ut~gLo`yCNWCdHa0_#Z)g>zle;j!4V^5oER|7vcISgJKW$h(7dB@{KTLOxg*y6H
zBuiK_eRqQ<$!-gNXhm+kJ!5wiq@f`7TG+knHTeRt4uRrABqZ_DoL%VgvzA>cl4$gQ
zQqP}c>FwAe4uLy~*jLeQ+WR1nW030hus>QZZo0`$LZgtSffag8H@?*W#(ea&)NrU^
zPPSofEelJo_@bd;DioGob!xa;n)hiKA>LH)2&N80CTV>zP^PMy_MGmXK@pV@{e6BK
zlmGI4|BH*_o=R7Zmci{^Pf_RZaUmm7xo>7ic#=Xiy>5ChR~&6J3cIp0qR9-({AS>n
zXOoY>^@aBn;Xkg3;hw&(ZuU=ytAE3L-q%=gKXx|^lLf@E(`Hm&y5$@-f<@;Gh;WS#
zi#gxT%xO0%#U1JZwXI5B_&~@1s%E0=Z+b5-XCYOnYUZS<@D%@DGXB**yMT15aEBfo
z&&yDn;U|LmJuT-DNh_lVh!T;{=|DYJsK%7p{d7>+R>*OOVNWBAWrIXb!yR$vG%-Gr
z+I+>fr~@m4x*|ZBk-yvUDPf&HR=a`?@{B_s4{kN3<{a<t5!a>?Lxq5l@_(f#6xwo+
zp{n=IgrBi5k9*;x1O!RJV(b3uWnpEZef4T)C;>s&5TkMnH$To@dVL{%%Tz9N(WP}m
zHYf}ue;c?SpfhaUHP?(`JmVU;@rGK1<MV`xZg#Ln_a*QYl&5DOkiE7pB`l)uqi?RO
znLH#$3)^Y>crgS47fS;DUfNk!EiFPUhip*R3^B_6f5g3YSXJNlH%f^hCDNjRAl==e
zZc;$HOS-!|L_kVf8tLxtke2R}lJ0JJ=k|L%=ltG#pZorC@AKUCFYLYMUURN7=NRJ?
zlUC2tyEDo0&pmOyp*vvn4;4VD7)Y%8X2}I`7`q1Fay|^S<`ldgU#(wTIFd-DL3FVM
zM~A1n=kE@vy(_|52E`DSS`hV3Svmu$Qp3*l)O)wqXmZ*QG9FIhYo8Uxds;FScT)6O
zOck4GkMt81bXUDCaV?}Y4SE2bB4ZP$$K1F+$KgszZGg8F+GL`izpIJnCWz7s9t?r9
z$n(<OM@!A7vw=8F#<8QlQ$jyxuAx0Y19danTdq<8bBoJ!F$jcbeH-QUN^szE5*eI(
z<_91jmiLVVX2=qCzbWlq1UB?;3f_^RYcPWWHrQ?lX*Fl`&YLQa;qCk~4+Tt-(0U7f
zz8DXU(oGy$j<?8RUs&qFNryhM{n=V1d0!xQ*`TdKk;vC*6t63+h@(LHbi&2Q?HHz$
z4p+FjGXpw_)+=3_KgVe78Mb*IMX%z?1Ef*Z><}E9h;f&j7lLK-?|ljyq3-L4vy$K;
zw@KN!)bJ0zt>E+oWlKbrQ1Un!QGrf7MUAR~d4TCR)^h5dplA6vb-EzqF_?0F#Y#(P
zMbGWOw{c*7@O8x#fvKcME~l}yaL-$W(e}f-A9UhUI=tX=aDNxKOm5Tr@i$S;Gx8+m
zoAN52IJ6}u=M(N;fqnO_!vpMLPp^A_pG@|64lOHQ;ASrXhgm4&cnK`xhdCyMouw9{
zw&`Q-sib~Q@ZrQw`7xx<SkPj}GdHJmeG+<T<1~py9tuVNSlioy?L6<nDp;+ufl=6w
zQ?=f%z^6qGp7YDJbKdfacR^}#P5uvP-y(#}p11VOZeY5Fdw7S_&mj#DLOEQ(9CTdn
zJWKp|!Vgqr+EP*j1L>jx@8ID>mV3xkH-c$_wrO=?eUADmdOrg_we~5gcvrgHI`Fn>
z*p6oMO!m8`kD=?Fa7*!zNc<Ws|E>UvSOBHKBBi@N3!sZj>pHaEfDwaVvGhqbCWPdr
zgcOJ@@b@o~Gx>%KF*YAx)=*9BDVW0Br~d3X{u4fzJ2eoM8d3F)sP!<sbb8*lDxIt;
zEe<YvQnd&bG>(_EJXdCste^zEG}WDgHLig$u4Brl)d9SpbG^53+;j(OCvz2NrJ5||
z#jrpB<O})cyy{fA=yDWRNcsGEQ6A;&_gKcsP%}R@1GYKI)7*czMre@<O$b!+`48~J
zK6Tm{sXmi6G!o%m8gHLRi@v^l#K(!}Y=buJoXH|3z^L0)>-j^Xb#O!{(IO0*t93}!
zqd<8K0t#J@gRQ0Hh*En)JwMwiY5mqtvA_QVFYE_&S_tH|!}YVn2~&<*Kr?br<qgR7
z{^3-MV^tZA7NRf+nHOy_d2D?ZX2UZXymjlfi`2R4(rq_^^>V80xna{dHqqb}0&`#`
zTfWK@J5hE&`9bq)U>v5JasDIJZT<tfCdkkpoOG1%mWnAN9<L?BlpMf6N0ra!o#lpY
z%7HmZja#G~y`3XzvVWImD!O*#ufkYtBy*bg=O^?^Drdvaqm303GGS3+=?`Zd4&9p}
z)n&zhfo3?hza^CcGlm8KNY9`ZRjRtXBeB&h^$_MMj&CBUFUw)^EozLF-A~@>qb7Mi
z1w;>2tq-RFFmTvkJrA;9&{PrF?s836-~zbKkCX4EmUId}Sv(tKVYWS&CAiIbw!Lhj
z^F~|eW=aChw)ctg%_}BT)+NQWqnkj43`gRXkBctOhx1R!qbe5y3aQnQP(w_`B_!Gt
z*v*(+PmO^LB1%|T7$D}qxw}3)+N)V4ef5SFZABIc<p@_84lHeNKVf8KJl&nadW>P}
zFiSzIbK<;|Fv<4DhN3{)%5Oiu^c%u$^<KFvU#^Y6hAJW;79lED3k-j3G<?yB&D9e7
z*eCa?xkVv!nKp1(C<GyX95p1#4)uN5^FKWUg!sIA#e!gG11lr$g_g%VL2{T?pa;^T
zZ4T!~Xm<9n13gKr7QM!xdBtE3b8r4g1E>gZXc6Jp!8)(MZ~Z*8e%;=h8`~L-mjOiG
zzVW+pn46mq=X@Zpw3x%4D%R`(tn*M{7DLK&eH3O5d}|oAJg*Fr_}y@UvO+BEsKs3M
zcfdww8J2*+gx#aPxDl<O-A0F-_0&1clUh~wCt-h=XF>Di-0R951_SV^36yu70Aing
z_3QxdC}HUdCQhN=9TZH}71*`C)g7-ob7`-L1fUvkN?z_bY1I08%3~~jQQ{v7t8y<p
zAK)k-<C3)rd>z)JWsJZ}NWT5RB#a!U71Bp7C9+OWFMc(zea`o_P?6?U8slLXY!(Ig
z7SM%I+uhw|0v<+5f?iq-{c()lK<C0{Ym}VLeEKQy1BrekWAVRBVdT~h0qrgWYefXf
zgGHl!URACU$+vE%I&~sKi+PB9LX30*&%-jN_Vc?J&(QRfK~P{3fYypov-YdMy5p%_
z;Evnb1m(8YBgVEJPpP$kDA2nLY5E9ln?#P;&y{H*sOOju<xwW&=TTlO<!npv%TgLT
zM_2+};&U%lGXz4jwTm&(4hgy3Kq`h1=EO2=iRm*jRq$Kuh8ZSbG7K95R25%q9=1~z
zEE7}y8Zatq4<TTc$&pT;XHDvh?W{Bz`@N=Ep!ABKUdm$u2=mcAcpi1)<;rG!cJ=6w
zr9T3?MEz--Kwae2<3*69^1PzXRWM-Z;mOvNgYvXQnK695haf@JeM2tMMXoyH!cHvv
zCI{e?t@SrNA9hGLd{O_1i#wG!Bp1n-#<_=jx2meX#YzCr|2r$jD;@!1${RL7T`8gG
z^I5DmlVA&CSn&!q4#B9O^mUMi2^Ld^hILS46gtzU<#>hG@gU%9Ru(khyFRV6wWP3=
zYUHgl;D*%40i!kdn9a3qNgNUj1XJLiIf(d=j{{}?&ffms-rngtyPQToz>M$S&rqxJ
zymQrj$w+z<c?_e%f-TnDn^66y{`?tD%+Sba70{E)Nt&1Tjf0Ur;L+;Qz^nFQLLXbE
zslu>vjdf|CeV;3xl!}sfvgU1on%c`9D*>SglgBpH`Od12x_yngl=V^tDaJU&cmyFh
zZM38wTZ$zwJP9<kU$O>=eds)F!5~|)eCAYN7Z?tQi-u6`iLRd?xnJl#c>t4911m5Q
z+UOG-0Di&~6cqUnHFyIt2+W;Y2ofG19<txx`giY-<;s#>adL5~IEjYzXy_Zl(2A@H
zz)xE7$Y{A};*ZXb)s*c-X47uPHNh=ytQ#NhkpNCO>Ct;-$yB>jg)S3hklgvuEl59*
zmt%w63yLpsE;GoQf4TF(7swwMJPFp^J7Jkq(-4aH2l2C>EL3WKXOLc)YtBONUij_2
z?g$JyCj0e|S6+#d^H~EDepv+)zR9j4S(~pH*VJ1le|=LoD#OR8Cy^CZ*!<PR`{G5k
zEBo@YL_kL)6xVKi0Q5?L?A<GYlq$iVcJrGjwdI<umJi4>PHAnNWPr2+z<=`Lp#L6`
zyb0*Rl9AsON8VFUycT|eh<^X^Cp{_4P1qUMHNr}P7VI`1FLSW*_`IHq^QFl5?V$VS
zI~IU~*5F4GcW#h(m|;%>BmauXdDabDMiY9N*f{YSvKaRAG`{w9`~=gNuS)fizGnUu
ziZ#7}19U)zy;e<2NOhOHtzDVP7=<dOf_|_k&>q`9Lq?XEdSkSa^!DlsK~y+d78BpW
z&dpY|y|uM5=NzbD{Ud#1PA8EL<mB<)u*AB%e=OhH*1lBQK7NunQBT&qPwS0&kKt9l
z{Dn@Mfon!}H3J=Ie2wWRlmh?+O)3wafuKp0F4Y)OF}rIAvjTN@bkm93{Dq0HWa=y*
z1v#oV<>#@SYC^s})0Go6<*!L8<h+w!W$Sbdzd}0I_h?o;Z4oCwLHb3K#kW+goytY^
zyqr$aj{W?KaGGcBaokEw6SnK8)%D(nn{LW<pg0{QEIPfnYo8MTRj=&Sb|)Qkcp^>S
z>P5zY?DxRq9sh2pwOhC)K7fznkr9>~vZeZ>&)$N}S-rWs=<DjM7t}r--kEeHd6z9w
z@Bbse;xm%-G<j1r1pk#8_C2sS+ExR=;i1I7Jw5A%yBOD`Wi0Q@K|xrh&mUwK?be8@
zwZ`3LUrtRDuko?Hlz`5)qV5fHX@dtgN05_FOblX;#lh<R(u6mfV0Yk`e9bDkOE+Vf
zU+Nyn%*cH~C;r_TrK`u9+`y`QvfklI*t~Nf!DFl5s2$|Igh*VR_uMOSp6s%nbEN~2
zAR_ikS%OR>L%lvC0}ivxChQPRPfXU&<8P>qc=ws~`UXGi9lF=PNJ5}>pqD+msYPFD
zxDS(LoP5TPgBl{x2K4ZMkGnAA+}~X+cJm%IM(wyND=S}dQd2*??G6f(*o)6G2nGxg
zlkA)I81e1ZRlmr>%!eDgm2dM6u;xUM^{KVlmRBCnVfHVtZehH01C=Xcrxc}dLS-6%
zPM*i@T|aq09XtHdbpc!zpzA_?oC1ISfK2y-M6}u_ZV8JIYm>#NI}>4L=ZE#|<)x11
zBf*dqw-*~^#C;AC80>F?MT36I?WGxS@OWN2h{4zLvTW)byC?tNYa$XTwX+6?^O#@g
zA8mS_%@nC(8)xCNPLsI%^diFnDSl6d#NKTGjJ~U_`ecgApr9ox>ED_%p(F0|O>TH#
z<L(5W1BXDaeHEy_dG2xm4V7pwt6z=rRx%2b8H_;c(FZOAVo1+Uq(Yhv_gmk1b{hU2
z9;^t`mnUFn@aDykUo!yb3`rt<{qr|~R$I<AkqVp8oKHaf4Q`$bR7FW?Frn?S#VPgl
zB+=yrn@ReOuy{tck22AcgNezeJ+3u0fEat!zDvfU`U#cJzF|~HoR?~Q<#C7#vi$>b
zT6Y>14jNE)dRp}k*t+?gYz*nOdc$4<#g~s+`Qt@dzy+}!Q(jUs<R^p2_`g(W*j}y%
zN@Nz&=}h30sL}4!4H0{Lv1XVLw$YZU*s{Il_q>VU&fV{h!UFh}&yYAZtBLRhbDcA@
zzFsj>n%Ezes6Sp)QI4Q&k0v|+AYV__l+c$vaL5aqnp2h!ANu7Q7-vW<?Eb_r12H1v
z2_WOBusszEnJg?BkuoV&XsY;F?e`?qXGAnJJ3Ad%8gRLuQUO)@&*bl8e<zmj{Qmt3
z*zWcAKL9-$y{QtFvbXnp3k^=o;iwVZGgtK1CQ*j-*P3bfG8yI)wrUiB$srrQ6YbD#
zrl$QAklKHKX<{ArLez;l@i@Il)9K&n`b9%pQFE*Esc=9Af91SC+)TO|EB;x;&ol80
zHT;SCFRlw)fj9W<7x)0>6;f|Ou5~KBbYKLU5$rn<sY4<`SfH6u+}t(K;|g#;#9OxP
z=F?2O^L1F@VAlyWzICjCMDL6A^IRsI709R0ru88&dF+u`4S#y)<WP!)6Wvv=3h6fw
z(!rlUWD`v7!t!O9H0v9KTHmL`28ji2W{3NnH)lFV9W^}QgrtX)0AnFI9P(ihp231+
z9TzjciEL^gcgr)NW7;Q0l9%h+po9kshdQg*n>tvIap^XIL*7zx<ghl!g&uuGqmtlT
zV03;mq+Q|L$kfhBy+~v<iRW>kff{KrsPH=OPV+e><Z|ZI7|#K>hM8!SzG!NwZce@Z
zmTzSxoB3R|lw)}+t5Fzg*s~Zh%x-T7tF?O={7X)qqL%ia52S;EgR@>z{GL@7isSSL
zAEPZm;xU?cP7MED-MfdiPsRN{j31#k`X>bn<T_U72Wox#ukfC)Z6nAYa1kl-{#o78
zs2lG-+JKys>)x{r`NdwyiF(lw@ep}|U`C6dP0cg-S*T&jQDxO3PXH!>KK-Wg3yn}h
z9FVi8P|hg<CT5z5!ooU=2oT}eJfv^HZY0ilB46=iIC6xGvo)3q&x@X)c>}+9(NNXl
zxbSmgjerWDfGTE4VG@C?qPxbS<;HW78C;N`CRdcfUk@P|R>}*w3E!2Y9l-hFF%kOb
zB5AxdM{^Y<eOF#x-TrX>_!T`X;6l^f$$%;_w1sqO2GN_IvlY=S`?QCs)P(pNVlv5n
z19O)R&)$G@vKjIHXyQ<;RbJmkz#>nh?pTl4_IFPN7Z8Epg)qVuKHOap`=u+`W|7mp
z+*B0KD%y)CHq0XOvcT^<T~OA4;~pap@9WGF4QkA|Ewe%!R&1*%J3dPW&>C~aMB^9b
zi2bSb{F=cUe=+U0kyOM9(E}(J6w1U-4F1q(E=S`V!lttm*Lv$&=a)W_BKw?<naVU4
z<dEs@PHEbAJWp{7Ri}28(`?N$_IlsT9znSdu5_l`Y#VV(Kq4<Fp#@#RvVg$qS}eZv
z4aA?NHcxQZ{E70-hj~wHEU$eN7Q*z6_7cCH3_#d9t1sF(SOTD~h_)r;<sVwGh7Pdk
z_o-A22^D^OK9+(oLnSct5<BNh5pB?VwSR>Xi}lB3!+Bl0;Z5O;z0RM7=AhrEvY=QA
zU=x6O)o(oa4g$$k{v-GS``F1K>H4Y4$!FV@$iOE*hXybKGk|KGh;V$GxY-hYzF%Jn
zLN@zAI0>+0mw8hb04EagkP^|7l?#IwEBzDRu<{Y<2eU~a2%|LvTlu2Eog->yWrQr<
zm$%``G%NK*v=74~fdj@Mw>6p(>3%`?;su6pVn(uT4cLvvO8D-4hy+c$rq1C+jjVI9
za7O>~>GyYj!OnN<$3mn=Oolk$-Xt_{JD5o?c3sA__2^o&d5JsutTDpvEFz9ZvF#*=
zzyZQ;-{jbV51Ajd%=2XZoLXl<Wnj7ik;#}tN3Rj?lyl|T(aGfdZJUSBYa?aV>ym&X
zC>x~cMJ3Y^XV`d0NFs6)F9!KQS#LK)IDy)cp!m~CtqIfy@M`optyqlEt2w?Mz16EM
zF3yX(IS5L;)ZJ5^dGAkTV?lhVoH$=Wo-6_T4i~n`6Mi?ju3rMFdYmjhCpa7q$|Q@7
zfilV536_4FR5noxG<KJuzLBVBaTuQKB+@=#QFVvbFqM>qppqi8Sp>QwPfATu5BnUm
z{P;0(0+Af=nMjZhobrO!y2(l}bYDk~mM?8>QxVb!C8Q?_d?5F~e7L^|mSVCUWPZ`)
zs9db>{`v(V8nTehO1M|6)c>^C0Yu4WZT2dNKh2)^Ju8fp6e}$a0kq%|`pJ0dH(zbQ
z{^yuYzJnEH1#?)9d88kUN|t&C@Te(|ot0U)Q`8;l-~!rL##ceIvb?5iHEsdkYZfXz
z;<TX$fYheZlf5xN_yADL&Ln|P#1RCcUA<Rt`hvWOiHY~$(L^KxvX`5_d?VKmlJsX<
zasaSzWXPHGn$4&-cr3bF3|FA_$TE4ju%h}=%GDF&D_panSQ#iO{c8&9?FF*6EA!Ww
zFpcHTQq8&xnebkr33QPKGg%C|!@Dk&ZJRjnQD=_a!avKYhsyK}=6N$rl3H5G#Xaiy
zCZdAzPk5k^;$rJi+Bq*faM%u-vg_;cb(R3Sq{_1b04j8hTr?8MNvd$>*GOXThYK(A
z5m6H!MVlG_EF$CA3za2(PwAVE^0-%078Bcpbc#i&1Cxn@+5aAJSus-+UUgfBRezf<
zDPHq%2Esde_MoO&n5i*1hyXNUMk^B_AWP+M|EH@XDx~UkR&UZ!yz=0vQC8>?<4&x?
z{aoclWIrvJYwL1W3sIOJ2Ecz}rS-r3g7#A=Ah3zu9p5-ULv(>w!1mDw|4v$EL&iTp
zHTT85_q|t;D`y|q{*%%>Ga_tg4hDLsP{fXDjH7(Xjm3=tC{pGd?A8$mc(=^L87Z4i
za=XF|4ZvSZKYF1NTIZlo0-m#K`6X}P=~X*dl~|szDS{K$*deriWYeGj3x9Nck!lV+
zKz%uyDmb;KECS+WWQ_$AaF`+`WhJ?0qjRm|&WAQ$q<*<WIri^@V&Y+UuVKH<VL3l7
zR@Kg9KkRx#Qku$K6NU<v>w52KdOwykBq%X||JxnE!-;T^45~>9n(AGdK5vrVg5qH2
z=oU&VqfCY1WC(oZfz88H%n_`sTAqKmQY=@xP`-I>y7tc5T@=&8j_^l$@6t*6ElX>|
zF%~`MqrrDW>1_pTyIdjfNTTK{y;iF=?}DciNc;h{h%BPu^d*4PHev_Shc2ZEo=FE$
z$0BF<%jKK|88Q&P$$7fg3$cc_mzwqqsy0f0=PHS0)uG%g$MX=|Kq`tsOXO53Z6UzB
zDir*tkWZRhL3D3)Up#d{3`9jF?ObGSUC<p59bu5LfH|Vxx^#C4bk$f~#A2)|)*ZG0
zX)+6nfv<O1Dl9Jr)#_I-A2oiTdU$Aq38KH!=fd;xh?X9j_|Dg-(oJ~)CWa%&B>wnx
z2rIQb5e?-NzqoZRZ7=-cRnb=2G4C&Q7+|%Ki#u{WC633s{fX==@(3P-)c%I={4@RA
zyVdpgwRa@KTGbV0?cwk{ZCweP&}8>`{QBk6F)qnUDa)_J;#=t@BF`5}CPCi8lrnW_
zV83Xc2<MFm3>?30N-DdYSjXpEeY(#l86(InsAVH^k8Y+o@VGzBUvDvs3N(`2#wIWU
ztVj=RS(o+P-`2GnT{O0M7_)~9xN6}+DD*`nu<P%EfL%$y_y^^9lUZGbknmGB=Io{L
zkE<~H*|_(0o#E8*+|O_W9tBwCcCYd%i59UW6bFHV$SD#tPU%Bx>*=JB$g{7<FkFYc
zyH!?Lph3%zY<$T#?7^b5(X#;BEs<2J6xkCP@izEn$ay_|h`%&lpHEII^<cwSAwX$%
z2Xl;iGJ0O_3%oF4jub2}`DwAH9|}hGsd?oqeziOTEnAuVNHCd_NZ@g<kFql|usPx8
z)+Sx2Erl=dqD2>#sP>J+?<V;y`aPNQ79Xd_BA`G7JlLS40yg<gvlz#YY4i!S<9RS<
z!+|2YC9U(`EV~~Y4?%T8yEr;Op0rBKD~EyArp~Ud9M8?8-}P$#y+i;~z&iRDQ;;wA
zt7QVp_czY`_#?lJ3o@wY94ET*q^c_Xo*?Y3C(<+%w#f6_MIq4ClJnU_0Z%Yv5RO11
zG!D+D1SYyDju&ZL3%#^Y@7l$0xwY5jk(YUds&1NzQ;QWwXVo;sMfGP=Dqk+quEh*1
z7{zAZ{Y~c5*$=DT$3W)N^}}))P$;YdO_brrFPt2y!8F5K+_rlRQ1u0XvL&!$Oi@QG
z^b(Dy|Gok$5|^AZW&TIi!IHS(QFXoEb`MI+LG@loc$>k9%iuRwV7d>Jd%3eBe|U58
z4fThnq9-=LR2D~{Juf^`-4%@20g8OMXic6k;(f}W#vN$|uGeEO(5AiMu0q<p<TeX?
zh8dw|@BYM5qftJWzkCIP@asTs?2uhl9xFP^HwO<af2XIzJIbvi9i?;c457WIcjC=C
zl3sCROLo3#W#7|PjNA6D4B#&(`(DD}BpU_Kz4;)Sh&8qW$qu}fjaHUXl1$~)K`Z|U
zf~3N)n2{dG3hwd#4-`XzG$}#5HmcAU+M5+>z&NW?1TUsxEOGGHvEL}~po&yTGlcCr
zmdOZ8&5>@|pN#QucNvA6Ubze<z3yvkrHW`~VXv$Z>a-PXT)L<!do1zT^wAqam@N2H
z<(v0>#oq)dS%jqrMb$PLW~wF!#Wc+T<fy~HCt&*sL_h0t&Ir<9U=?NWU;B{$vJwQ(
z7!qw}>Mr}D{<+b&R%0bxYwIVacBEfpzN>0C2eCM4{VaYB&6R?_%n@iI@J*maK%TPU
zi&3ed;r0#+=RMBvgTo2#L9Hrdy)DCR8-lhFTE)0ekEnk{yT7b^_A;D$PMD%dSB2H9
zGT-nLTE$~gH$fI|(4NOx`j|Od35}6jZ}XK(%bue9cP<x^=L~<(W}KZkofxXT4ycJi
zd_Q$=T2u*2>@fEDR!NIv`p^?FO>UuN7A{y9DU%3q<oEI1iFsoB_;IxKeZN$wOqx@@
z4$M0tE<qAeGmL!!<%H$%?;Jir4`Uw#xBP^UNZ>B%VRA=_as{z-7f`IJR`dX(ZpO}`
zl>Ydj9!Q_`3nS4S_@Gz0uZ_00V4FjX7FKFYiBv9P<%*>{oA{V?vRPIma-V{M^u0Ia
zd1@!iil#M*hz2_vgTD1>MTrBv+dWUt4vjpbD1iVLkMw6VxPiqB6yFB2p;M^(p2XUu
z&~$P7Uga*`TC;AMosw_HSpW=x&`i>qy@TkBCnz7a1AQM|LFt~N$F^5`8#ti%_}v1H
z7-$d%ocj+@;0y%UxFaTgOLX%P(#~Q_5`&P^yatm5i21x5w&g;0*&U*(k6Ff^G+Rk1
z4!%UdiCd7cTf_z8u&-}x*CJi#8$7w~(U$}OBblc1Gb3CBC0;RXR7{nv+{H5eK>g`!
z68*aJ+E_&26!`>|!1Zu*{WlPW6*SB3Z~#0<negtNoPF}JL;Oh|^P==d4waNR^LPFI
z8(SU@1kpa>T=icsUz%R8=|{P?Pg11LM6Wp28<%3csa8lQweB2|4O=4!#^nOpE%N@z
zW1-$#1p}YH!Na)d-9X=a<HO<zUKE8}uBG@q-Cm%f1<>aJ(ofx;m9z)YdfqGiU=|~?
zo>3YRqCS=$q`mZjWON#N!IPrH8^ywHOv2=0uuW0U!=g(m;<mt$3(>%35v`pae*o)l
z_2ds25vTOGF~sNKL<7r<Kn5rHGT8~hcmcE`_RZ)j=e_{0KEK<}ca7|QxpMKjK=aXr
zW@GJsWq}s+QhR5f(!0cY%3FwPy-x)UF+7_~`ZFMf#**^M_{x8Q-@azo8(q^$=tJPh
z_LEdBgeIpV@Pbyu-)<W}db2~Dyt1eHrNtt;A4mk*NsR!NKN5G1GnuqRfGm|e{Z=?G
z(o*)YRZ}#MxGA8T=c1JtQyz$#)Sn14Mxo8g`329;p9y=~w1RR4mGavWlUrz9wOePY
z;8p%i>6z%?`5HI(UDG$$lH?^_0|S3GgZbabYB#3k@nb+emPM?7LypaIBSNa4nM;o0
zZ6XW7C4<}Zd_Jyp2OwW{HYe202&3-y^8S6V9DwI`#n;~hMfI)D<B$)<H7v42rWdc%
zmQVWd?0LI=9X{iYHCMu?=>{o3;l~Rsii*6->w}9)UfwwjorHmk>nwae*|y1<_1pxa
z%db)rfFk1W^8aWa_qnMxaUmxyIx#S#@8-}2*|gRvN>FSSt*UYMAr|k+#sV?Ps#Hba
z%ygnWG%v%am@x=pjvQd?B7p7}IFzKvNlI2mdj3#ygN(xbz4$;<{iE23;2sLJ&`JF$
zqJ|XS#LB2M@mqT<#KxkPiJkqq%O(3UaU|nkgr2BhBEwV+f*(TlN8#Y%*A_wB@;d}U
z7!RGs`P}#NEo1X^K_HuJ#95x@7kiPdXQ|lAhZfd{!w7<k!A=ew*u&2V3-qn7FE51_
zf2labJtT+9dC6FMl)UV7F@0&ra>@MN7id}2^ASNy;p2u|KcP{W`+avYSB1T92^G7j
z@YmD(&_=7(mB$EZa@lji2dagl2@m_fHyV1OBG`Ns*<=&~H~@&GbI>XFKh8c6?d-CB
zemxZY&g8f^jK3gvCxUu9>t1!mi;*)3shKTbZe$E85uzQ2w(JiAL~v4N635?0pH7LV
z5v}T?h9vkr!@<|Qa9rNj4BEG4cLNLZoj2P6K}L@4k)mn1@#DArv_~lQL5+F$06@iw
zo2(E{d0r5VNl&wN#yy}Y{*VS00?+pE?f{DA(T94ZwzQ;SzsJcmv&L<Pf~_pbh19H=
zmSn$Q4ym^v{!;)3!rqTwVvS(CbQ+Va`?@OT$G}q<hP3*gO82o{^VM?CrfZ^QG34cb
z*xu0cj?W>N6!%I-*k)$v;%3n2I&zBMI`OyhEGozTB-%L-D>FmTjOv$0u??gMn>7kt
z<jnw^uLIzzwmCpJm4ywW8~#EcEj-TJ)F_-MN^@`eVJ^H5Y4;n<?xj+%9L^g#o0Ykd
z<OZ-7*(m4220^z9SwGwKTw;ra3pK(2Xn$gOA26(D?}~1E>&`XYB@jVA)F-UNL5+h5
zpP|o{v%aCZm_J+?op+E=VjQ2;GN{GlY|aw>2R`-YYS^x{sta(oOREQOP)Wdm;+fPR
zlca^0zg`%~6Rk(Bby3(6nQ1-q=qulPm!|X~i^!x(+B-BElM|q=LL}Ivw0M<FPIHPn
zxqwRRF{?<W;64CuGNeEMJ%KNq$R@%dTCyOlW~fx$kP_}r6$e#9Gas!kA8SheNkwl#
zG1`g=1H)!24tb;CGn09$j~WuWtRW~<c@xBN2z$r&W|+lc=4|}uUegOdpx2`iz6enH
ziXNJw^->^sWWujN9LAKR*DUd$Cdr2@j0Y<Bipl!s=-Ql*jFZt%eP#6k8?^YQqs{=K
zkgokc&&1sWT)tq`h9)HE21rfVx@1`>0xhtmuRRn^h5Avy8ZVqVwz9uc)gd`3REe8i
zr^{x^l~x?iW&+?Bft=dgk^K!knA61KouXG{n8X?YPb(Yl*XOnr!=dQR2THyY&r9-!
z0*-`kK6oc~vz>`W9hg`~VWYgbdavqkYPucaTHc5bYAP`)>Cvj(w><~9&lkLb?z8eD
zoM3dYA3e|G=-A*$sRXK=`GdL_eq<lRjiR&y!BZ0y=E(D-p9K+J4Mg-Y3<JJzQl>%Q
zm?b{z9RP|*g!r{dKe>YxK7d(C5~&QW@FD^9S<Izt=KVl)*3D~!di_H=FmZ+n>yBk{
zfTTtJo?JHEp6Tf{hV?1a`Xm-m%NEu~PzpobPnsyKuz{)fDEZ0pG?hR&Q$MP{Pgp;S
zB8z$^vw>kPN-8122PzLEoU7R-<yeR3Guri&q6!~6Z3>oXpY~|l?`Ajk%zBW3^g^&p
zKyg90m3{7KZ(H+bA#hS;HsAB%X^Ixs4@*%m8Yc_oO1g36Jg4o?4)<2$k9N(R;H>~Q
z3lZF$Dm(%x)5mpka>8z(H(OPOwqTM4vnrbCQ}X217#{UfGyzewxR!IOnarXB+L=sJ
z6|krx0Vtd$>EGvps+S;H^RUDr5QEYov@q!eG5k%N8JsKR9rl6#4C(tdg(t==5~}-J
z@Ne%Gv*#9@^6Nr3rQJP4%ema(0oMNPGu#?s8FV~#Vj=L8O~@Lv(QY0UQ{D_%Fuasa
zR&PCLGRuR;){G(Z9(;-RCv{YHx#i-*Cln(;^27}$Dd@$)A)&*D7L5%bJt;}~@P^Hu
z$ogz-Ln*>Xa=}G7<vZ4o-9P}T3h*mJyAT9#9;}w4H>h9l3BXw<%fMwCDZ}+TvAa=H
zqjT}dt2P$U!pbo(G%JwrzX6Ki4i0!gu94&oGLuC5QOYKnTt(st$IgiPXzBEiB<YJ0
zE>fNaqu<F=JbEASH4HfNYFuYMR59)zJBoWjN43pN5ZI6}8S466Rz3el|D8F`)=b?T
z#&3Is7(f&3PoM{H7o;w*A_pgd>OGLFRj#Hz6JxYcDi>8;DTZmFpn2aJD=|hP8?K=L
z9i${j2AS0C85sB4`)3m=u-A8auchOWBBay?rW6@6<`g1kG6Onn%f%TxNp3CWisvXZ
z4RxTx)R?9*xK-jF1|lX=5?ZA-203na0R2o5D;7aq1~<(|#8pLgU~;B=-PnVT^G24}
z(Vx|cAYS!S-+&1S%yFOMNN_KM0#!(pDj2Lj`k9#7g+lD_n?8G2*>JX7o&7m~V!7A{
z0Yp>Bp*+!9;W|Og_>xb?+;hYH_MAXE8y4?F*25>NsxDRkY<dm_lTvIKk&3}CqD?+n
z<9i+*i&>v{5mK{xjwW^By)(-<AMIym(YZF}*vjHPvW+i`o5@@c1S?M3y7B@$ZFQry
z_eu<9fn0EN_wtQ0>0QOc^TA)PxkL}3G|7POz5^8uertV<@H|{0){WEq>zc$@HU<Sd
z!ja|sb{+$pW4LW}8L+ADj_KNSQ;@>H|A2UZgTU3KLNWTAr}I_9)qctk$a8r#rQpxc
zC^u+>WVX~)V+E?beI8&8cG~8_2=kkZZ3!l_pG1za*p-WC7^Izwyr>W#NLH*y@`@5i
zK}C)B8cOC3h@|4+P`W=mI$}Q0{u&l84wwzDk~0D0Nvx(or^q`srC{hz1HnD{kF`hp
z>PM*0#fKnXiWQ@udr=bJr@K$G5KXii^Qq<cg!$!U`^P^;*Xqf^0WT0Cpx&S68>fX;
zfr&O;+r7g7tZ>k7(rB23WbKu;iQfJW#ILD%5&nFT+?JDOCUb-(LjgfjvBl$LMb|27
zY)dOoN^MZy>A~s!wVN_@=a-x#C2i{I>+8Bye6@{%2naatN9HgW&`opea}ON-qKaz0
z2ZqMX_i?hOT52bLxsf%`i-+jW7XN1?XuB9(ZbxEI<DX-?(~8L`Jgvcs57OlzCE!${
z_suej{jEi5DsU11WPD38JzN^#L==wleB;zN^rN(bJ5rJ;q^F2`DWoL(e@vb@{U#l!
z+sj9QZU^FP=@S&8K_5EH^_HidsGo?Ns2<uoK!Cmn{`?Q^d&Ha^sQBZl?#PJsi>B<Y
z*EgDr^@rBgtG_5fz*zu|9#aS9*yzWtS5-oXwoBK|^EJU-g><Cf<T486!WC|-*1|<e
zGlE+(^k3tC-c)}jQCYU0Yl2Xqm|qE6L@@LHZIN6vb7^`&%m>D&wz!W1?27M{iH9hf
z+$rBM0L`mj^HC+1#BpWB_x*z8iEQNjSOCZYmGz8B$>Yc5`zx&sDrUq`8Ues^rrdXu
z!-G6J)2?QpQg1XH6pV+`ST?n4P%of13R|fe0dfb@bQfe`H`8NWD;9ON@hj(Y1$)^w
zryjo?sa{MM*Rk@ivC34)yr-dPYXy+-kE)o4Q{wh2I=L!n)~ec%IEpF;qQUBBno61%
zn|d1#+Js}dp&HRTRWa<t4_2+oEf0Xes+0Kv2T0@!BeJk3@1G1(EI8hWX?%JPED}ge
zqWZD`5)j$)OSh}Zx$KJ(35aVnQY-`abB6x80m6xpwh>BbPs3g!n*JUX6y5dk_>y)H
zrHHeLkic(<c;j*nZy^XX+lT>4nH(pR3K^NFSQD^zuP%?yPtOzG)(m|NKu+Z>K9^!^
z`kj7AOP;msB^pjxJz@;AdV-C4bmXBE8E+;;yFQ@S3%puN*g24gYr_;pAub#ogp+1O
znDxjl;n$0WOlHfeSL)1Uejh=$y>eS*=L$9-HO)7d)0UibSPOb1Yq8=8rXx=3E43Ar
z0U%ujD3B?S<gdz=VQ%MN)IrS%dYmEaiglm+M$dScwu_ToGYNe{um|?`HQ~=C<zk;m
z#gLdR_!NptoU##^NLU{?I}Xd!B3&QievN6nQ<;Xz=&{5LuB&TK^%)^GjM@iMPJ}!r
z?<M-7#O2>|*tF7+r8@?8RXa9f=l}+PP-Fu30uA5?>FQ)0&v!t>s2T{Pj*7S=Z?4*T
zmVU~u1@KjFS1#~n(<KUm^B@mG?o9HTST9Q!`Fg}&o&&c4&Badl*IPJmB`bI!%XFy7
zuyRbcN~u}W%#hl0rIk9RXJn$Ow4i+Bih}eshaA+Ne{v;a*J8%yrr3H>(V<gsT{+b=
zA~6?1OGiM>KvPs*qa50#<2f0qx2uiIl&pHXb^oxVji;0?Ll^+gSX7K*`=H0rN1A>7
z`L;l^CVXUEB5n+9P71iPEeiIPcxPg?)l8w!y&?6v2h<W0#*YQo3?>$lNT{VbZ)Rph
zscn{*OU56?c-b+es>AQz)E$OXm)8@b`l*hfr);xrswH__61A-i7jeHicw6o?(XCa1
zAJeFLC`VhS5Id8p%hQMy`Ni_$W4L}4Zgh{Bfezb0vuVzc=a1GFv3*3jV3zTg+Gt-B
z+62NN!tv%ffGt{ll<pe?lZO;dA!24p#`7!nTLE24OmyCPdIkSZL}cD$0j%_sp>yoG
zu@#3yh?2MZ%)HMB7uB;GIGuyYhXu`BZ+Q79%44Im(k7LLmiittZkTUAiO=0&mD=ep
zA1K#_3RHLLR*26{oyMTJ!VgK$1lUDjpxkjG=iz?M(|~~KmM!BKlkSc)8_Ms7@|{uW
zX>5kTDKX*-Q#H+ChxUD(l~3t{1pg=sp)F@XofrJ{O-6aN74-dBxjWr>`X)c>WQnMr
zP)YYod2r4%v8S*^$_6y#vOWfeRH32A{pZ+Ttn$Gv?}S;2Fz4Ob=H%HO88N1D$%Z$S
zo*Of1G;=&DTt0Ch*p%<U^I3?ZCsVPYXw(Qke{ScXbIB+;&k9j6{|BWK!>A5=bKlrX
zi2$XeDg+9oND8Hw$*3sL?1IOegm3HjF6FP=q5j2FOs6jJDBr0UZ0_)-ZkezKt}KUt
zQh%1=uR9wS(+oNnugQnUJdRf{$nRLzbR0zTfq7<0w#Z7kF^~Y}$BQe9Qc9D@0W}=A
zYj{h8Xv?+haXpr&PB^u%Oz#DRL1EU+|1_Y@G-|Bz3m#~@<6e8x=i@GACj0AxaPwtt
zDMp2k`}udGma#g-{F}0DR1j@qn9waHI1*Keet}REI?0w2?Qq5LkVA)_PGqtOUTFH5
zkS2e>loyAXs;asPp8piU2YX2#*n$n8v~7<g6m9JR0*<E$46<<U(Koy!FFF3Ey9o0S
zWn6BAEtbWXf{gbERzw&{YSB*F={;h<kr6sRmd<9P{!`vEc$ei{4jLLjt;2PJ!LAGN
zGH_J?f>Yr8>h&ZW^5;R>6rxaG7Y7dnyy#?KNhsfZ#i@f=$;0rDI*Ae1U*LA3sd|s{
z7U6@iPVNPE(;XHSB~|``PF3zfygOs6`B0L>imRse(SYEb{4LHv$4{T>?v)46?xD3E
zN_zXapDR_YS#(<O+jXkMkN&Az*^*Q84*++FLkGLz9mjZ9Q0&X?@tko*UUrK5Z9oVm
zhkydSd0`#Yi>}8u8d(n4fq&GXFZ#xQjW_c3Hvg9_CP;M>5-KxHrXZ<&C5e1>Ds~~R
zX1lOo@ohPO=VIlj6{~_6_9Z2TaPXuQ<V?L{D^c~1yjm6lobj3D(1EgeNRx1EFqq3@
zhXbKcov-^W&mP6QLRCln%;W0*%;#?fAT%LhEya%;pYG6~*sE#`-e6KqtSY<$!3;WG
z)6-5gQ0%GV7jjfuCjOvLWBGuX%c+9=g}*)!ed)M-yX0Iq=0U}yrEx!M(IH$w8#$Mp
z7<2{%wDBqNs8r*`Z4%OQa_{2fm2USi$2x?q<rg}k6FV~9(^Y&q^iJUgs#2n4&b3QM
z0?<l4QL!N<9s1Ad*T$`n80^yu#(;kSJpls`H?M;0+NES8Q|k{<6Dnl%Vxhb5eaB4C
zzFicK%4C;HGs@vc>190#6{0o^tX<#2b=2+04OI(k(`n>bykX<wk@<0q=s4)&WUGAV
zK#!(kw~m8}6Y_s(rfV}nL&<lkMUO{u2gcb5K@6vSD1bc&iGF-h?j42aO^P5QrBwaw
z^|&zQX=M8d>jRjN!I=Vm{n=*`;-JQE^Rhrs>}$@8ir<iBD4X8jmYRlW%u!P|T-#U{
zc_2TK@dkVwB%0D~Dt!-MU6edZhV3w7?8xqZy^iGIZ1&>&iXF`(HuqOf)j3F>Jhe6l
zK*;<RbV0SURQ%EOa6pT)B?`OD6t#e6N<g$WZ~i&boZ_X&_&(W;yNHnjtkPMeb{hK)
z^&6E52bcNvvK#*8>bm`tPZqsaZYT3yIee+x0_k-V{8CM~aI|wUo7c(vVaWfOi$N50
z?9er!>ebsv7x2DI+pRU2e{N!WNm}Y=yKJiV#gH#lYkV&(=8Rn!3!P)-tD`jCtw7<t
zNKH4eItlqQksOpO1X!Xg8%1&BtFUPO8Q?s(&ky~QoIlB;R_)#Rp-UD#+ZH1@tPc5q
z57%M;*Ue8AfJ+;G3kw4EmV^b36`q^>46U~t=vo2UYF9}_8XTrMnfc-y{e5*0-BM66
z0;yiQugZU+6J+~3Q+UJw{Qqu}Hzuuj7um^>0`^Yl8JQBCW7vGnbr-l<M5msO5UFeW
zU$L87Ga(Z`LXfwFLO)5>Hu6gzv}ob~+k_}@ycm0|lH23gVcYh=YK)<z%Y-*ho2l%i
zkp3ZyiWI27LpOC(=A%3?oEJ9?!a!vng@_?65a_P}^(U96#0+|<M3_>#H8d5*#0f?6
ztiE}Q0WZ?`Jv<!aBD0JMe2e}F_(h~ZX<hffOk~c*-WE5V00<q`-k^ylbnz&(|M};L
zY4@O>_Mo&)D0i!OBv8~hJzU+3Lhcu+T>ZIv=D`ZoUj`Oo5oS&(_Ubkb$U8$j9-yfG
z&-KTB3kCOODrwFTUe^~a%yQg6Hf&&g5!~RU-{VU!cz(Kd68@}4+mr9D)g1KZ&`Tds
zPoAlk`bvNI8ecBuN(Mr!|6CETpm%Irc{cjRz6IDI{`X&Io}bPDA5P1K4_#eLbLAbk
zKrBeu6;=6hv%??TBXCm}J$t_%IEbKRTh~`HbEL2zL4+4y?wmn~c}KtD@2ErkePq+0
zZCmO-=SU50zh<qmxm0^mjxwc3t?kI61Wi;pF+~0uCq(}>7-$R$hWu#R+5Afa)CDhc
z+;~+N(RT%xwP{XG<(rBvFV<hwekK=1`DNe<n#7=sy=h$lqV%5&H5@b;S>wJX`0U~B
z_m~{JF?5p9v(gUD#a!6GEx9%rY0%;ZmLUN#F)<n-)I#GfsPucB&}cz@f(9R;xc)!a
zXRuL45J-p*{n&p$qC)&4=q27h2|53PPHt)<d`girZqrWOyLVn69GDaUGzx7!)bul$
zD!tAiB+ww<;P%kc|MDd*w-)FF{<$LRptB>H3GDP9V(@3AJb^{87!V*ianxcs-;}Kh
zLH*28wEKu~r`zv)__MY_(8*l}2jj9^XM}UD5Qv-_E}!O0gA8(6`RK8YfBo3p*Fcu6
z=aYfH;WF@tQe}k}eE7tqhfW;#!>XYPlj{U+fYL<cM>9Rm%nhvnM7o>HOKh{7zmH53
za9ki16tuL2-B$BaZNs3LM#}MuerT?4dM@p~kO={*h5FcI^y;J)>3=;N1t``h-g|e~
zJgM$V2=N^!qA2P1M~RdgXyumG;Z~oi5=0QL8CHCWzn{PcpCDkycYVb|wBu)`_wLXF
zGA}iF;+TFU3vgoPhCriVqGQ5`Q5{4b=#{>r`^mqjwHVUfk0?P(@*Fqn+lB?C<Fza;
z5It>p6zvmG@iH9hn+3fh(4lJ>X4yuZ<ta^epLWQXp%V@O&Z_9sV!@}W?{jP5Ih_92
ziv4583UPgQMWQ;1g3~4=E665@M(djH)MV>it)&XopMD>K?$)1+1qMWMdnyV6MaM|I
zwqbxOU2|(_wcTf7J)KD_KfJJAXa4uUGJ${nvgIiUUE-1QYZ#iL@01*W)f6mm(D;1^
zmT|(0+RFP*|N3H5GO)epBCUW$zIXdFo}iwQ4VT~w@{ZPxH$%C}mW4#EAcXJ&#MnPq
zL=ea&bG;)+SxQ&mvT-0Rb``&826`QRCyv0~Vx+*6Ta~lY(#1(7sQB;m2IwCUmt1|v
zLnL?Wu>H>3BBnj>(IdxLPa2a;68#GCW*a<J*-jZBnVBKJ`}aa101F{pZ0KkEJ#E>v
zHN`XaA>mg7>|{e83Vk!^3p+Gz!$8LUV}}mt8U8b{889#;Awwk&z&-5!IXqxQX2VF$
zKXkXUt`iItfxtR&a3G$ZQL%gY*C+mLjJ=?xX0Qr0w4m_<gpD7-4Z(#MaMtaSspuPe
zYYMhdM0pAQtZ4s!XbWH$^kvH{Dllz#e0C{Xn7N+SfEK9>FOaym&tD7BI_poDw-Dr-
zJIR82Ye6rCNT%6$xR|I-_LN$P?}QyULu)hntc=Vo$XVZZvRwgb!H$8E!KJx>Kd{dL
z3lO6MU>z!66we5Kt;pDTUJcC!dWsk2U-jr1*R--6+E;U4IzkUN&?^FZRv?!E9pHEz
z8sG05mV!So90zFJdUbL)X%2SQb%rhe7%xI+d{s|JK{PTd>IhgE>uil?Az@$y#KqwO
zkIXQ@i9=uOkDHnplOakc%IsMe*Ui5LnCq+kjO+UppjHMDPs+Fk{7JQpf2WBKA3lTU
zYh<J^fPya{E_YC=SJPde?*;EnmFNv7aZi_i^wZF;GF8;%Qw$=lZ)N-+LT*4`2WrEX
zn$Ss*`1K34ZmzRgw&N6$oP4pj9qkYo|Gmk#?|XVph3EaNf1V`RI~?)xCwzjiDEpR-
z0QalRVMhtLS@)f_++WiQTrR<fJZFE>;B+wADIbGGy%i612VX$d;Z7y@0uA9nlCpBK
z7ss4iCfL0H5(Z4{Srta)Xc>?a2AcU@Z3Q+xKl^x}gTm}1Xhbb>U6Wb(z>WL&-jG>9
z8p;OfYsq9DMXeMLiv%7jnnr+s|Hf%WbiO;|2TWDdY*xEU?MbPwp@vMhdzQ^Lm~Erv
zq8$b&nE;2{em|@N-Y`zK^$4MS5n)E7(|lzmM2K0OjUU(qh#qkM-b#NTdMo(H=u5z$
zJ6Eab`Ew5Q%jq*<|NPe4nrX5`d#II)gjF~d8!9I@wR^MIL&=P7!2jaN{OdE+BIP!}
zHkrS#Hw}me!CSx~`PeE$B=opZt4a$&lwK1kh9!ZscQ~T3hsNFrD<%GHtuD2SIx8yx
zHUD!x3HKS%efDzG{|OGwZ<i+1J3z3|*#c;m9w(aHD6VO>46lx37W`R|{Q+9%S-Ho*
z2hR;1{HIR{S5q_G2Volw3=GFs?(Vnp#I#IIOhaeNC0fF3eKDAXgeZ0t^+R~Vcecfs
zr5@ZaSNBc6QXM%fm}{?kD*xr5{I4SGUo&CQsss&KsJU`Vq^BecE9*zS43oj4_mWLy
ze&Q1SG^2NsW5JGse}8=XEt6j5HwDejsL06UMgeAK*?R{&JGX5;!1>${iq8}f5MVM&
zDGnp;t`@ssz3^(NTk+(CHf#S)c>2HC8G}FOWD;Q!@&i82Pw+dx;L!H9a9XV|D2P=x
z%VkNF+NTQ`|J9EAJC6RYR%7Og5^e2!ewSnYl&ONrsRCt;SW6)4G(Ce|9NbuY2hB<6
zpq0=+SGgo=2(J9jWYO~S@+-pE$pRkNWjo4+Dz6^S_ZJ9b2mj)%JrLQ?13(o0RsHvs
z45R}Fke&KgR^gnB?($khoR&%T*|~>1B`u^}T=;u)HKM>LI`~F`y#2qi(yojDxiz18
zb0)mD`_ZFntHm(C#~A4%q0f!ys_8A~YkkN>!&;}N@G6XkCOgNXk^X1@{%cBn^2Vu4
z1T~Fs`pWs=<p8PgYRv^*8XjH1!o6G$ATD)2(gkcyL@g~Xd~Vy<%{TkJ3b``1TdU;B
z|9AP7{)NkkvG_Rl+NsOmr!z{4DB|#=w-<TQ^QK56R|j%vr_sHQ|Liw)H<;0RhrhSh
ze_F`=@2CpF4FKn{zgIaII0gI@K0yHOgo>*Ez39-v-t+g;w}Bq2|6ajR=cvDz>I<;X
z{{2wTpCkO=PyPRQtLm;_Fs}87ht`=nIb=*srI7vNpFbt9rn<VirW4<C|Hqg6Us#6!
z_9_3@AE~#xU-R+301T?}emz#ban#z{+Sb8Abn*#cJHPfe+wVW_=Kqgxr-p`xOpzLU
z6JNEWqoZTB7Eyezw?cgB#$fWQ04wHy-eg=NjQ`y;{NI1Xe#!d({uwun{ym*RXS(bE
z^BL5)rUdY(Oz|itomLpIlwp;Wlx$zE{vX)&uY3Z!kv#9tl&^U5WHS)?`1qEVmb@im
zXqG$iv>{?*NZ~;dot>R+Lqi{$y%bBd7N!&RB6#dK)9z7w&1M>1D#|!VbUT0iSOPnF
zbSky9wDjTe@mmn%4@X3a3Eal$`t}zZQZJv&(yvscpzchU>EZJ^Gxf#LKIY}+b#`@4
z2gImvtVZbIEaSozvefR6;(UL#AzN*(dX-#Y3k=v!1~@^C?qB_=+kyfnE!c1%p>1M9
z(X;s<5dfm!HZ1MT;00(s-5P_M*^dLy?a9f><MWl108}ri4^^qvqJaDDQMd7YE%W^R
z{O=ppD$|KWz}H>{{^xvjE~S0zl#B!_EuMF!j(fA+lP4|dN4F<Kg3f0X%4-HkK1wx~
zntbk;GM;UL;o+itvsGnALqr4!q#Z{`M{jg>Nw+5o0)TCMzXKRv2ROQ{h35jI_;;|u
z@VyoxZH5_471VBa3SuNwF4kBsV|uHj(8!7Qf=lL}%XR!QvAcI#8VL~|nY+)yWKklY
z3jqD)-b-?O-Sb)gY77bqK_$Y1uX8?1zh#bz1Md)>My-t2uR1%RMzh<qs!KwvT>Rtf
zt9QSdpHia!=w-KId2{;>rzCv2BS3E?U6_vu@wFB_FmaFVg<Em65)y(LOyQ?(u?rIV
z0W8;lYqQ)Rv^y<&;K^r8Mo=!)JMMjnj>g`dE_?UOsPhZXF>|kV_wS2EuWq-4ri<xo
zz;En5FwvjZBlQdq%zXY`GM?oa!8bG%EsTi&i+YV^uh15dHW<#9A|!flK?)KOu_y|u
zzI#B2te7fNk9$c#5WlyyM4~mqha|%0v_HSgtk<QVD(EFJbq(|aj5y7wWr$Kgc6=tV
zxS^Z4zq_f3ii#pu7qpmVbCHyYV@OU;NwJK!sIUkB9M>(>X!&Cic-IrSMbXLKobRpO
zw>a(r>l%Msh^VL$Na*yz0y8SnY&b8w1GFm4eOfFiS^4Vv=;C5%u&<Bhd|d_gsBUj#
zgYx1oT{zfQld?I$#l@v}$8mq&q|&02Ehs4Hm^WtnK-=Ri#<j^=(;aLZwjN;n2(1q#
zSN!OOX9@UkS_gZ3$sSk724~k`lQNu}n=^8Abv0aUa2gU)*Ji;v{}woO4IZ&_b83(t
zsTS?Zd4uB~%cf(TzCSkwSP;GYqgn6I!(Q^*dQ|6RX6lE(;FkMUqTBgp#>B(~@fPo!
zfJjEqCO$s9#Y*sJXLy`$YIgRC>BM*35EAJZajZsz)~Wa^a&nRL53sPX$0#K58C@N%
zxmzx)p`5?X-X^ua8sl)kw00@%3MaPOl`5lp_3D*v%T&H1?a&U`wk%xke)mS9HCx1*
zw)sBV){BgfkKf_J<jd8lD{s69Z<NTK$or$pMSp(R)2~wx=W|w9&5oY;S4R9+Sq9X*
zR%ezA^~_AB=|@;cgk2pS?|wO5>@T>^aM*P|&w!jl(g$<DCM3}02uGScmEU^g=H{kn
z^`$eO=_6cwd;1}f!pIAU$AksK1Gc8sxw3a)q1eTJW0K7lW~V>!$J1g0Q-m$MQ$*6(
z)O6NNpGp1js?uyqdQx<pLSO@|H+sem_Lvyd8v-&3A|!Asb=`HHs0X{lN$JzIH_@rN
zsukId?l<Qa`(*Uhv+$(pqCqfUw}Zb^SxR@+=(NFU)Z2?shRaTTebs@4j^4%Ca!cwb
zkS^W@zM*bMsudg#eg_dA`6;<CV^w{lQ7Sav9VqAO4kwOt$P-?mIa<4EdARSWwwTku
z<FwIG2sP}vgoK&`qnqi{?}b@npXEWup&F;=9>%EEs4|H)VR=s`%@9qa_~h>9V&fz8
z(<8N~KRmtUzFvb<F&~A<Yb{n%*^a3x&LP*5bgh!@hUb`T3*WZ7LJ7C8GcrLghRGj6
zWyxTF@T;j+6+Kg3@a{Cqy#94_Z7{LaN;wh(ooYD*cZ{OLBi?x}Mp=JjiP-BlqG92a
zWD*zil#2bk2k>;)-hL)aphZrX)z%7y6S&!BCHO(aVUCXx9Fdp6z^p!g_+#U|(d9({
z1Tq4vnPiSd$(@mrVQ@l@nTz|f#)W0p8j>a@^9YqFYkMVW@k}2d91D-FJf%v1m_Ist
zxd#M3j$bDmv%G^mU#ZEsEW|u;DN?IiDIRIhJB36uj+9B?2I9=5FM3?Oyoio4pD7o<
z4}6x)AuLk~4y?z1MIdS6qd+|ECiYqa+XRcu0CiaQ8%Z~8f^iT^W0F4!bM%5(grTmk
z?hYdJHWsfw{z`XlspSHX`L9NTv23X*?N(vKDkP;~ldp_Tr_cUZb5|Y?<=Tgp7L{bA
z7)vI~env(lPEp3vNhC9tN{a?#U+2(ZbT~&d2on;Dq8N^lwXCO%B^=q85*cKT5TA8?
zzqd};_5J@{-*tWd@Nix4`_4Ph``hmO_dfSyl5+BIJzG4J$;=Na;A>Gea+R=kT1-CS
zPg)#<rOnS>dU3t4tVtEV<8Asma@DkZeB#I4@SxX{Gl>^*U@l|n*Tm7Lr%wm3O-@Zc
zm~q8>5I#PaZh&P&n*pTel&^t24Q_B81tpwWGWJS29VKHx&uYdAKFL!5CA1`P_1Bvc
z_?GMNz;Fdm0#_GtJowPY3rn1Em0_9`l$^e048f~Y?A2I4Y1V`+Bb%-6+*LnWwfspO
z9U)U~N8E)*qvv`eB(*K<57T3gbG(ONjwb6-sioz{wK68zcJ}rSJQ5jg=o!(Y&RzUm
zE?3iQn9jd+xiY|-R!Qe?Ll#CWRFgy@Y{#|d)p(Azrfr8vt*9cU<zp0C<DdA2ybh(P
zH^yF4K=g=i@)AmodL?L`a>M=Zo53<|)Cq$Jk|O4#`k3i|mh)FvkT$cwV$8ZPkmkZ%
z%v8@=k&fKu0w5EBSd~90lu#GdCwngOBZO|;m~QCc#6(u*1Izitomxx<!`f=cueJNc
z#1z#spwp9gy?PrOv(MU%^JElsR)&TBnfhA(i!L(mnIn1m`FAP4yu7@2&xS!+rqQv-
zHY>B9Dk9gLObCfZ+}$1&F|R0RwC+`4?{M_Ay;xqt5c`r^tbQU=-GCt<574{eQ7|j*
z5RJ`+MBb+-YY?j;iX+jdQWdq_HC*3y^du2D45?h{BkN;mi&laG1qbO+U~Ud#al#*V
zoAJ@70(J<uhrT(2w`Vyere)cu6hq0<SS8(}TYGSVkfKHTWt%9ziw~W=6d|ZXsM$gO
z9J50)^-RK26G{!=?>DsjfHZGq5CbRmr)6#}pyv@6UX=Vk$~FBKg5V9@0it<L5}-A4
z;eB#=eV!yh1a`7fnkc!%>l)-1U9Ow3TK1SH*cCI;X(yBX=wRDt0Ql}V_dhg_sy~Xd
zwY80?P}r{*(A%uier}5qu{$&PDM@SrOI)Zm+Q8rTKD9-dee|QD_#$Jk`{^sMFgSj*
z7)!yFS<|d`!<Dq16MlYv2$rsxI1#~b*pab6foR(*yZLGG#1?t9A^7a@XxP%Ul8I5g
z%GHzI3)1ZuS(drU%;M<!!t#Z#OZh(G^6H1F7W6}V8pJc&_A+6f7eBwZ>>^HdJrmbX
zPSPX_=3Fdts_hpJ$2gULDq?AMh7CQsn9&d>GlbGf#QQp&>bL_IK2N81a46B;XSQ@|
z5qaYH&q|1N3TyqEcI*Jr#**2ZEJ9>R(C*z2WwGRY*Df5j5tb8%moL(jSXD}EpjZ%P
zqY@d@Qs(O(;x5k2L{*^DO;fN{NsMh?G#ah8|4<ClS$!kRpQ`q``JuMm?z5_P_5J<H
z{<U-g2~A9y)}M(9Ec&=_s&;Ap3hJt0O)ORV>>->VKIZT&_vtww-I;-^ss|UkLA(j7
z=~v|UWX4JE(v4+HpU2(U8<=!fSUPTVI9L3(rZuKvn69iu^!Sb6^uh1@*@R`CjWxAy
z%I!T;weD5xvMPJTj?!<}-GbU{wI^Z^^Mg`k{Fn!}ze;m!=MsK~_d18o$iI>sMvgrU
zs+timTGI^0J$Er8Oamh6vK1Ws12X4NMZHtYLj)@B1-KihY^D+vANBS=)(_tgn?GbW
z6}&wOJt~ZOhDn@y9KpO$Uv99RPEE^F=zDUN)0oVfRa`6~7aqdx!^^#jjuu3_c=-6R
z`(Aq68D4_#tfd*=O<!u0%RgNcbrAIxRpeU}b;)d(Ni6TdYO#|6n#FD(!fwugI*7sO
zYN(*hC-pIxnv9X^SSl&~mr&QzLy@R5XYnY%Dj_)mwy)xBp!2&z$GIXeNWJJjlpMY;
z0v!TRK-^R5rzp(>oU%O4lXi{w;)<gGH8Y?xP{N)OGRugH*eE++j>VhzD43_$Co*hG
zeVG43p*^LQXh7jTz`A^dsxzLxw@ndIm<p;{O)4uZD_3??n$}y<k>%jOLM4sqCT3pH
z-)1yF*PxVJZ*Tkr$k+&6jcP9T)w@ZnW373GlUA9VpWH;*97l_)M}W-^!NkRwn}&ph
zz`OpW*|1ECboelYb%TY8&fSIT_;f>`-TUvHVLRNuPgU%%!=Esl)jPALpG|3+Ru!17
zE~HF$;rtz-=E=7x;?pQ!eCN!M6=m>Ev(ghHMO9y0C7n7>TN#(T+4d0>qwdOiV{J+g
zCDqX1(mdyMn>Yunh5oK*7cN5;S8uJI`dbt^dSSY3Ccl`)SjVnG&>eB8Fq#tFWH!5Q
zwZ&Nfno)U9eO?_tpmLbv-#TUb6wu1g%G<PLQ{{p+&tT{=uC{N&SqV*lu|kQ(PPsn_
z0u;)c580mX$It&Udw|;om~~>L<+0v!zuWTM$i#bM&Si8u87A0k)gV&Baq1krqbZ$l
z^_?|g_F5N`%__Tpy8J@0R>ODtGJ0w4Q<6KxMuY*0-SeFosdwq=>A}d$^8r(<XJAl!
zqr0xA=KB1nzsVgerdcu4X{9%9|4z1$ERut`H`%qdws3Hijojw+@$qp{RomaqijltR
ze;gOOM+%#fIjU}VCEJ@q(I2P`Oj#05(r`T;kF`0UMNj~yDHX(2M0IFCPY+aW^tjge
z_{|2`QUd@|uY4VsnHlA9f)NV@ZuO<xz+=7b<!f_|b92A%*z474urF$s1zC)9=UBgP
zZ@%3iKyna0u?2cpzef%Eas<)hKT5x~Lzv9v)zvh}@m3{nl0rg4Bn*LX*RGgz30M3E
zw`yu@kNR&&(Uvx)1TLaoTwU$1wb#{c-!35W7u5aFsS8e1AIe0Yo{gtX(V()ed*L~R
zkR?8oUAqxCD+&CR;NUUUql#`325ugku^e8PeYNVO*irH$S_I(UQK~VD?%JFGbj=q8
z?kwzIht)}(pdJO#{RLcb%;PO$giH<lZzLD97iB&I6lflxwmLD~2}iLCzH5kx8t#5+
z&<4$Api=T|JhmoI$?{8|_uD~$)VQUDc*pkiH;<e=Jo3ulj<;vbf`3RKKD<?jyOg%_
ztMoi!U&~Z?Zc397@h8`Jg>M$_J9p>AEu7as?+fMwa%OTCz*gq2!dYQ2L5vyJjv{Y-
zBd$=OMsC3z|9rVjyW)j%dRjPt^BTga+uK$`iX-=zzXZsq?D-HNXp<N`d%vklP&cZ5
z?_TxL`5|BaPU*%1`MwVyM&`ptEm5xs%s{aN2O^>2ATsWWuyJGKKR#v%bi5o=0{4TO
ziY|c=+q9*^XIv;$KvGe=d(;8UW@4L3)ZF~M9^gv5j|Ah8px77FX8ryB2#rD_k(gXb
zi1_!w9zY_op$d3%<mRbb|Jb%NLt!2;o7cs%EL3}YX)9dt68G8VmtF|FI{-HGd{U9X
ziXIIF;v@RrJ&Q5eaqY&=%*;%E>OU9KxQbj*x}c-L!4y{Z25|$>U$V_JBD1@#B~rZu
zXxYywDdvx&>X6<|YVhDORpe;g*;H%>`M%FYhXQ1g(ahe|(=WY7h6kX4hQcB%-2rBw
zQeK2uD#_``Of0<KrBW~U5V+BsUAqGb?~7eW20+H==U;7%jrogRdZh~t^wXYl@=8kL
zgVb=iumw%z{3kj;oL%U*=AIrabVoKJv(4OH$E{EEc;Na5cV@$5ZOL<iY9>SQ$uc!D
zslBy{_v6gW)$Gp~?9#(R&wsm#M5`O$s8wYHP?7xd!FON~2p&Ul@>cM?1Xsn<7TAyP
z5m3zcHC!(~PsxD9n%}q%topDw;n_vvHj?2Tu|L3{$A<^LHPmXVBfhb?`SOTkX}I*<
zLVOuui&c?RT(;%PY@O6lJyS*=(%AEq>ef~i0xcjkc&vPNY<j3I0(bEms3OXoJJK(O
zEyf#~o142{4gKiJ!Wy65-@WEr82_)RVQ!VAwjd7=&oxn>pox&|BVzEkx~(w$=BY=e
zA%kwD=vHL(V#^~#w2Z+f7;Z_Z?nM3_rkf!H#xP<tG9LdQpV}!Q?L2m*Zav{G@@Z%E
LP4GFVuLb`braK%K

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/dunnock_classification.json b/modelling/data/abingdon-all/resident/dunnock_classification.json
new file mode 100644
index 0000000..0af0627
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dunnock_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Dunnock",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "spring_detectability_peak",
+      "autumn_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "target_peak_month": 3,
+    "target_peak_label": "March",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.8207638758424917,
+    "target_trough_value": 0.21065390850126253,
+    "target_mean_value": 0.43861540264734467,
+    "target_amplitude": 0.6101099673412291,
+    "baseline_to_peak_ratio": 0.3728234258432724,
+    "autumn_to_winter_weight_ratio": 0.046464646464646465,
+    "year_end_to_winter_weight_ratio": 0.4121212121212121,
+    "decay_to_growth_ratio": 1.343807763401109,
+    "monthly_target": {
+      "January": 0.3839029367485618,
+      "February": 0.5301768318107837,
+      "March": 0.8207638758424917,
+      "April": 0.7661287283574738,
+      "May": 0.46898141603003707,
+      "June": 0.3738835683898542,
+      "July": 0.34477394612211226,
+      "August": 0.293460173253657,
+      "September": 0.21065390850126253,
+      "October": 0.26979692389142923,
+      "November": 0.3146912368533844,
+      "December": 0.48617128596708836
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.887,
+    "GROWTH_RATE": 2.164,
+    "DECAY_RATE": 2.908,
+    "SUMMER_DECAY_BOOST": 3.706,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.552,
+    "PRE_SUMMER_DECAY_END": 6.995,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.041,
+    "SPRING_CARRYOVER_WEIGHT": 0.062,
+    "SPRING_CARRYOVER_END": 7.025,
+    "SPRING_CARRYOVER_SHARPNESS": 20.38,
+    "BASELINE": 0.306,
+    "WINTER_WEIGHT": 0.495,
+    "AUTUMN_WEIGHT": 0.023,
+    "WINTER_PEAK": 3.4,
+    "AUTUMN_PEAK": 10.925,
+    "AUTUMN_ONSET": 10.99,
+    "AUTUMN_GATE_SHARPNESS": 7.64,
+    "WINTER_WIDTH": 9.161,
+    "WINTER_RISE_WIDTH": 8.118,
+    "WINTER_FALL_WIDTH": 8.79,
+    "AUTUMN_WIDTH": 7.124,
+    "AUTUMN_RISE_WIDTH": 5.902,
+    "AUTUMN_FALL_WIDTH": 7.32,
+    "SUMMER_DIP": 0.099,
+    "SUMMER_LOW": 8.76,
+    "SUMMER_ONSET": 7.42,
+    "SUMMER_GATE_SHARPNESS": 4.722,
+    "SUMMER_DECAY_ONSET": 7.025,
+    "SUMMER_DECAY_GATE_SHARPNESS": 13.72,
+    "SUMMER_WIDTH": 29.968,
+    "SUMMER_RISE_WIDTH": 50.275,
+    "SUMMER_FALL_WIDTH": 9.374,
+    "SCALE": 1.207,
+    "YEAR_END_WEIGHT": 0.204,
+    "YEAR_END_PEAK": 12.134,
+    "YEAR_END_WIDTH": 84.33,
+    "YEAR_END_RISE_WIDTH": 161.75,
+    "YEAR_END_FALL_WIDTH": 10.602
+  },
+  "fit": {
+    "score": 0.195
+  },
+  "warnings": [],
+  "summary": "Dunnock is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around September. The model indicates strong baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/dunnock_consensus.json b/modelling/data/abingdon-all/resident/dunnock_consensus.json
new file mode 100644
index 0000000..49ed1a3
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dunnock_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.195",
+  "INITIAL_Y": "0.887",
+  "GROWTH_RATE": "2.164",
+  "DECAY_RATE": "2.908",
+  "SUMMER_DECAY_BOOST": "3.706",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.552",
+  "PRE_SUMMER_DECAY_END": "6.995",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.041",
+  "SPRING_CARRYOVER_WEIGHT": "0.062",
+  "SPRING_CARRYOVER_END": "7.025",
+  "SPRING_CARRYOVER_SHARPNESS": "20.38",
+  "BASELINE": "0.306",
+  "WINTER_WEIGHT": "0.495",
+  "AUTUMN_WEIGHT": "0.023",
+  "WINTER_PEAK": "3.4",
+  "AUTUMN_PEAK": "10.925",
+  "AUTUMN_ONSET": "10.99",
+  "AUTUMN_GATE_SHARPNESS": "7.64",
+  "WINTER_WIDTH": "9.161",
+  "WINTER_RISE_WIDTH": "8.118",
+  "WINTER_FALL_WIDTH": "8.79",
+  "AUTUMN_WIDTH": "7.124",
+  "AUTUMN_RISE_WIDTH": "5.902",
+  "AUTUMN_FALL_WIDTH": "7.32",
+  "SUMMER_DIP": "0.099",
+  "SUMMER_LOW": "8.76",
+  "SUMMER_ONSET": "7.42",
+  "SUMMER_GATE_SHARPNESS": "4.722",
+  "SUMMER_DECAY_ONSET": "7.025",
+  "SUMMER_DECAY_GATE_SHARPNESS": "13.72",
+  "SUMMER_WIDTH": "29.968",
+  "SUMMER_RISE_WIDTH": "50.275",
+  "SUMMER_FALL_WIDTH": "9.374",
+  "SCALE": "1.207",
+  "YEAR_END_WEIGHT": "0.204",
+  "YEAR_END_PEAK": "12.134",
+  "YEAR_END_WIDTH": "84.33",
+  "YEAR_END_RISE_WIDTH": "161.75",
+  "YEAR_END_FALL_WIDTH": "10.602",
+  "SPECIES": "Dunnock"
+}
diff --git a/modelling/data/abingdon-all/resident/dunnock_observed.csv b/modelling/data/abingdon-all/resident/dunnock_observed.csv
new file mode 100644
index 0000000..f68eca0
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dunnock_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,51
+2,62
+3,66
+4,61
+5,40
+6,20
+7,9
+8,9
+9,7
+10,8
+11,12
+12,36
diff --git a/modelling/data/abingdon-all/resident/dunnock_parameters.csv b/modelling/data/abingdon-all/resident/dunnock_parameters.csv
new file mode 100644
index 0000000..c1a1905
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dunnock_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:54:58,dunnock_observed.csv,0.8397161177808355362677951093,0.664,2.839,2.613,2.248,0.163,6.47,4.554,0.026,7.02,12.243,0.414,0.054,0.018,2.4,11.08,10.66,6.381,3.793,6.114,1.472,8.450,11.736,5.165,0.176,9.83,6.24,4.746,7.5,13.218,15.060,26.748,3.372,1.289,0.165,12.171,84.336,163.292,5.381
+2026-05-21 09:54:58,dunnock_observed.csv,0.7283459349032282807922552943,0.734,2.572,0.869,2.804,0.896,7.51,9.809,0.043,7.25,26.125,0.073,0.109,0.042,3.56,10.56,11.14,9.754,11.561,6.562,16.56,9.624,6.938,12.311,0.06,7.67,8.19,7.368,7.16,20.616,18.924,21.705,16.143,1.339,0.191,12.086,113.804,221.239,6.369
+2026-05-21 09:54:59,dunnock_observed.csv,0.3319565398367928603681807989,0.974,1.556,5.857,3.701,0.66,6.86,15.723,0.087,7.46,26.703,0.306,0.22,0.004,2.21,1.21,11.25,8.804,11.130,11.701,10.559,5.178,4.896,5.461,0.079,8.44,6.78,2.491,7.18,10.393,41.770,67.537,16.003,1.117,0.202,12.283,52.405,96.123,8.687
+2026-05-21 09:54:59,dunnock_observed.csv,0.2094382136194949620080504662,0.646,3.161,0.314,7.941,0.553,7.45,13.895,0.075,7.37,26.818,0.307,0.375,0.008,2.82,11.21,10.53,5.249,9.609,8.225,10.993,7.992,4.742,11.242,0.029,8.75,7.72,1.768,7.55,16.98,30.448,50.524,10.373,0.833,0.288,12.23,108.466,203.124,13.809
+2026-05-21 09:54:59,dunnock_observed.csv,0.6280300096750630660574399000,0.971,2.68,2.68,0.579,0.727,7.44,11.209,0.09,6.84,25.034,0.293,0.167,0.015,2.96,10.53,10.57,8.438,4.949,7.633,2.265,6.048,3.02,9.077,0.19,9.14,7.48,3.83,7.48,6.223,7.724,5.241,10.208,1.427,0.239,12.056,87.837,168.954,6.72
+2026-05-21 09:54:59,dunnock_observed.csv,0.1403482232350812611998411412,1.112,0.822,2.995,2.699,0.89,6.89,4.733,0.044,7.19,25.118,0.347,0.521,0.048,3.71,1.39,10.3,2.363,4.270,3.76,4.781,7.532,3.977,11.088,0.202,7.9,7.88,6.571,7.26,21.57,11.500,5.434,17.567,0.976,0.209,12.151,72.672,136.124,9.22
+2026-05-21 09:55:00,dunnock_observed.csv,0.1886404985187789816649240292,0.979,3.347,3.303,5.47,0.568,7.0,8.134,0.056,6.6,12.955,0.119,0.406,0.028,2.78,11.94,11.41,7.781,1.536,2.714,0.357,7.024,5.996,8.051,0.019,10.24,6.2,2.536,6.68,17.216,8.353,5.458,11.248,1.082,0.299,12.043,47.894,83.368,12.42
+2026-05-21 09:55:00,dunnock_observed.csv,1.014370628842975504252194813,1.055,1.053,1.571,2.995,0.363,6.87,13.59,0.097,7.12,21.244,0.422,0.672,0.01,3.37,11.11,10.61,2.122,4.046,7.059,1.032,8.946,11.996,5.897,0.232,10.38,7.97,4.977,6.85,18.478,5.162,2.914,7.41,1.548,0.215,12.086,76.623,148.245,5.001
+2026-05-21 09:55:00,dunnock_observed.csv,0.3472858148836860656267867046,0.654,1.378,1.781,1.202,0.593,7.21,6.315,0.085,7.07,19.087,0.359,0.441,0.044,2.81,10.96,11.37,6.026,17.390,14.843,19.938,7.458,12.96,1.955,0.126,9.89,6.37,7.752,6.79,15.409,17.156,29.709,4.603,1.477,0.06,12.208,104.486,203.057,5.916
+2026-05-21 09:55:01,dunnock_observed.csv,0.1617603516506061910154091820,0.916,2.192,5.628,1.597,0.712,6.88,9.928,0.082,7.32,10.68,0.071,0.409,0.015,3.64,11.99,11.25,3.841,9.190,2.367,16.012,8.134,6.082,10.186,0.2,7.99,8.07,7.914,6.66,20.756,20.418,33.771,7.064,1.293,0.308,12.112,98.646,188.958,8.335
+2026-05-21 09:55:01,dunnock_observed.csv,0.3278779273337462585480403655,0.844,3.347,3.163,6.193,0.065,7.7,9.85,0.031,6.94,21.179,0.241,0.559,0.021,1.77,1.28,10.98,2.37,13.880,13.293,14.468,13.799,13.901,13.697,0.19,9.34,6.72,3.057,6.83,11.025,2.423,4.392,0.454,1.003,0.329,12.134,49.914,92.025,7.804
+2026-05-21 09:55:01,dunnock_observed.csv,0.7322372528065320712789115838,0.896,1.361,0.748,2.691,0.754,6.92,8.483,0.023,6.98,17.881,0.105,0.354,0.013,1.93,1.33,10.32,11.837,9.063,13.714,4.412,7.145,12.559,1.731,0.048,9.5,7.24,2.345,6.75,23.149,22.291,28.739,15.843,1.345,0.311,12.099,54.398,96.472,12.323
+2026-05-21 09:55:02,dunnock_observed.csv,1.304620799466635046046115842,1.067,2.66,3.096,4.227,0.903,6.33,12.105,0.047,7.32,20.656,0.246,0.078,0.05,2.52,11.33,11.23,11.414,5.732,1.813,9.652,7.154,2.201,12.106,0.222,7.71,6.68,7.463,6.7,6.123,31.294,50.274,12.314,1.493,0.115,12.095,66.508,120.443,12.572
+2026-05-21 09:55:02,dunnock_observed.csv,0.2948299940445188722949458711,1.022,2.017,3.073,4.318,0.502,6.7,5.153,0.063,7.57,14.162,0.071,0.442,0.028,2.11,11.12,11.33,7.917,10.590,14.289,6.891,7.670,9.935,5.404,0.142,8.07,6.44,4.815,7.04,16.813,33.227,51.086,15.368,1.314,0.165,12.216,82.072,158.371,5.774
+2026-05-21 09:55:02,dunnock_observed.csv,0.2652834214329641861289457383,0.948,0.429,0.672,3.702,0.153,6.59,14.363,0.05,6.63,23.651,0.07,0.314,0.047,4.3,1.14,11.28,11.703,3.968,0.906,7.03,7.982,8.551,7.413,0.04,9.85,6.56,7.491,6.81,12.855,36.322,68.252,4.392,1.032,0.038,12.072,100.544,185.566,15.523
+2026-05-21 09:55:03,dunnock_observed.csv,0.4217974187603017337879527177,0.704,3.273,5.137,6.445,0.833,6.28,7.376,0.058,6.69,18.594,0.372,0.65,0.011,2.38,11.17,11.42,8.604,9.878,7.737,12.02,5.852,6.863,4.84,0.009,7.53,7.27,3.685,7.59,14.735,34.339,51.768,16.91,1.679,0.283,12.27,85.088,165.686,4.49
+2026-05-21 09:55:03,dunnock_observed.csv,0.3947510514318201415869914822,1.024,1.435,2.967,5.802,0.255,7.21,6.714,0.016,6.61,9.959,0.408,0.072,0.025,2.1,10.78,10.95,5.468,4.621,4.485,4.757,10.871,9.504,12.238,0.224,9.32,7.23,7.576,6.95,18.095,26.214,35.233,17.195,1.325,0.172,12.259,116.150,216.686,15.614
+2026-05-21 09:55:03,dunnock_observed.csv,0.3458373462447175529256263930,0.9,3.462,2.118,5.493,0.492,7.74,10.421,0.059,6.57,13.128,0.165,0.047,0.005,3.29,11.88,11.05,8.385,7.962,1.802,14.122,2.698,2.291,3.106,0.119,9.84,7.99,7.723,6.94,17.363,10.479,17.036,3.922,1.143,0.104,12.203,59.228,113.111,5.344
+2026-05-21 09:55:04,dunnock_observed.csv,1.149660497739482217616450464,0.603,1.011,4.572,7.696,0.054,6.91,4.719,0.001,7.64,16.208,0.428,0.159,0.004,3.82,10.65,11.1,6.686,10.082,18.742,1.423,2.965,3.154,2.776,0.011,9.48,6.77,2.679,6.8,16.587,7.385,13.785,0.985,1.119,0.078,12.281,81.694,148.425,14.963
+2026-05-21 09:55:04,dunnock_observed.csv,0.4057477714340142805404348039,0.855,3.059,1.788,6.434,0.051,7.57,9.957,0.057,7.59,17.308,0.375,0.641,0.02,2.91,11.61,10.32,3.166,11.194,15.838,6.549,5.605,4.989,6.221,0.092,9.53,6.48,2.66,6.62,9.236,24.841,41.943,7.739,1.033,0.122,12.245,99.890,194.68,5.101
+2026-05-21 09:55:04,dunnock_observed.csv,0.2856681954526548647617106669,1.104,2.462,2.599,2.85,0.824,6.83,6.127,0.017,7.64,23.057,0.419,0.153,0.002,3.96,1.43,10.43,2.588,7.943,0.701,15.185,10.000,7.95,12.051,0.244,8.37,6.05,4.299,7.22,11.513,35.974,56.317,15.63,0.955,0.109,12.175,114.184,220.669,7.7
+2026-05-21 09:55:04,dunnock_observed.csv,0.5085646457187405520207031758,1.098,0.566,0.866,4.709,0.123,6.72,12.043,0.019,7.56,11.102,0.302,0.261,0.025,1.73,11.94,10.9,2.72,10.252,2.908,17.596,3.036,5.527,0.544,0.034,10.16,8.44,7.589,7.05,12.077,13.808,19.142,8.474,0.979,0.002,12.006,124.631,235.199,14.063
+2026-05-21 09:55:05,dunnock_observed.csv,0.2781152186031031939948193328,0.663,0.899,0.992,7.358,0.719,6.29,11.302,0.024,6.66,24.818,0.083,0.394,0.031,3.13,10.53,10.7,11.585,11.628,19.776,3.479,9.306,5.85,12.763,0.011,8.65,6.57,7.842,6.96,14.453,18.580,21.853,15.308,0.838,0.263,12.108,95.921,179.49,12.352
+2026-05-21 09:55:05,dunnock_observed.csv,1.192969909229298329065591338,0.741,2.722,1.531,7.178,0.192,6.94,9.635,0.057,7.15,23.617,0.11,0.209,0.038,1.81,1.13,10.84,4.387,12.879,9.583,16.175,2.813,2.663,2.963,0.129,9.48,8.0,1.127,6.8,14.174,26.954,43.284,10.625,1.721,0.056,12.076,90.110,173.974,6.247
+2026-05-21 09:55:05,dunnock_observed.csv,0.4205648263517936499389565766,1.081,2.332,2.523,2.489,0.317,6.96,9.478,0.058,7.38,24.29,0.399,0.01,0.009,1.62,10.98,10.94,4.223,11.848,13.504,10.192,4.629,4.142,5.116,0.165,9.54,6.23,6.428,6.7,15.433,42.206,65.232,19.181,1.416,0.049,12.037,67.548,122.953,12.144
+2026-05-21 09:55:06,dunnock_observed.csv,0.9894920335900497679721047518,1.097,3.421,4.429,4.165,0.151,7.66,13.89,0.069,7.09,7.957,0.355,0.612,0.006,4.46,1.45,11.21,4.622,16.322,18.14,14.505,5.554,10.147,0.961,0.034,10.07,6.8,1.7,7.36,18.136,27.414,36.876,17.951,1.046,0.217,12.043,116.038,218.446,13.63
+2026-05-21 09:55:06,dunnock_observed.csv,4.612696002728866030705659582,0.754,1.031,0.429,7.404,0.058,7.16,8.141,0.094,7.43,15.003,0.277,0.496,0.027,4.28,11.32,11.16,3.362,5.340,8.047,2.634,7.260,10.558,3.961,0.119,9.63,8.15,5.152,7.05,22.106,17.424,15.545,19.304,1.771,0.045,12.151,102.710,197.7,7.721
+2026-05-21 09:55:06,dunnock_observed.csv,0.5344575283913069644366989824,0.702,2.827,5.058,0.289,0.196,7.36,11.202,0.017,6.87,21.019,0.296,0.184,0.039,1.53,11.37,10.35,9.171,19.495,19.592,19.398,6.682,5.835,7.528,0.083,8.94,6.22,3.83,7.55,16.671,33.394,60.268,6.521,1.491,0.053,12.085,90.655,172.885,8.425
+2026-05-21 09:55:07,dunnock_observed.csv,0.3393560759213869187545278118,0.777,2.093,4.936,5.85,0.107,7.72,15.81,0.099,7.58,10.816,0.278,0.098,0.017,4.42,10.77,11.17,11.527,6.260,4.726,7.793,10.702,10.039,11.364,0.186,10.0,8.02,7.99,7.44,12.323,15.332,16.724,13.939,1.267,0.106,12.266,68.330,123.566,13.094
+2026-05-21 09:55:07,dunnock_observed.csv,0.3348827789042876344704686013,1.044,0.395,2.716,2.621,0.514,7.57,6.07,0.089,7.22,11.29,0.2,0.49,0.049,1.89,1.33,10.41,8.833,8.338,7.156,9.520,7.652,1.909,13.394,0.138,10.34,8.26,1.228,7.3,17.495,10.066,18.382,1.751,1.234,0.315,12.246,72.529,139.276,5.782
+2026-05-21 09:55:07,dunnock_observed.csv,0.3057184847007310822304235674,0.703,0.816,0.936,0.832,0.727,6.68,8.088,0.039,7.48,16.737,0.078,0.032,0.035,1.58,10.62,10.39,11.448,13.868,17.22,10.516,4.890,3.502,6.279,0.08,9.97,6.48,4.502,7.54,20.385,26.768,50.466,3.07,1.19,0.288,12.204,92.668,173.025,12.311
+2026-05-21 09:55:08,dunnock_observed.csv,0.6702922766020115475335532054,0.737,2.265,5.6,0.785,0.74,7.55,11.249,0.018,7.3,7.82,0.398,0.068,0.043,3.09,11.66,11.3,2.295,19.398,19.888,18.909,6.706,11.677,1.735,0.135,8.16,6.83,6.607,7.22,7.55,4.909,4.199,5.619,1.36,0.205,12.284,80.278,146.77,13.787
+2026-05-21 09:55:08,dunnock_observed.csv,0.5212095557911046600947051452,1.003,1.374,2.287,3.891,0.377,7.04,6.755,0.049,7.56,14.484,0.051,0.042,0.037,2.75,1.38,10.85,2.071,13.415,10.391,16.439,9.328,9.939,8.718,0.182,8.04,6.99,1.004,7.03,14.253,25.102,45.246,4.958,1.434,0.008,12.086,67.446,125.856,9.036
+2026-05-21 09:55:08,dunnock_observed.csv,0.7847757967468082625879491776,0.805,2.143,5.668,4.315,0.164,6.64,8.021,0.031,6.92,15.373,0.386,0.384,0.023,1.71,11.03,11.09,8.462,15.900,14.213,17.586,4.094,3.633,4.555,0.219,7.87,8.11,5.919,6.69,11.73,31.824,47.81,15.838,1.183,0.286,12.035,105.853,206.48,5.226
+2026-05-21 09:55:09,dunnock_observed.csv,0.3039380306125049734113767272,0.916,3.265,0.428,7.957,0.347,7.15,7.84,0.094,6.73,15.369,0.194,0.233,0.034,4.32,11.08,10.68,6.497,7.768,6.862,8.674,6.982,5.86,8.105,0.177,9.27,6.29,4.144,7.49,16.187,33.114,58.386,7.841,0.92,0.276,12.209,104.100,202.356,5.844
+2026-05-21 09:55:09,dunnock_observed.csv,0.5594912597993354940601984423,1.122,0.635,1.192,2.058,0.079,7.06,14.997,0.052,6.58,24.934,0.373,0.073,0.049,2.42,11.63,11.19,9.339,7.188,9.4,4.975,13.132,12.925,13.34,0.064,10.37,6.06,3.308,7.19,13.813,23.758,45.148,2.368,1.042,0.141,12.12,109.397,214.536,4.258
+2026-05-21 09:55:09,dunnock_observed.csv,0.4389091728136320392269162378,0.928,2.375,5.852,5.364,0.011,6.33,9.014,0.056,6.88,19.03,0.422,0.748,0.014,1.58,11.26,10.77,4.604,9.729,6.7,12.758,10.434,12.137,8.731,0.234,8.61,8.39,1.396,7.56,9.567,20.098,20.234,19.961,1.065,0.175,12.266,107.145,202.56,11.73
+2026-05-21 09:55:09,dunnock_observed.csv,0.5048316227095827922757088939,0.835,2.157,4.312,6.674,0.639,6.37,5.679,0.05,6.82,23.852,0.386,0.087,0.038,4.06,1.36,10.5,6.328,7.372,10.941,3.802,8.413,6.785,10.041,0.03,9.09,8.0,6.972,7.2,13.817,26.425,49.781,3.069,1.078,0.107,12.083,124.064,234.573,13.556
+2026-05-21 09:55:10,dunnock_observed.csv,0.1956940023677072345148217175,0.535,2.673,0.678,1.813,0.676,6.66,13.602,0.003,7.31,20.529,0.225,0.581,0.007,2.83,11.92,11.28,8.99,6.418,5.678,7.157,8.384,6.831,9.938,0.147,10.47,7.39,7.618,7.06,11.788,4.246,3.554,4.937,1.165,0.349,12.041,115.740,217.58,13.9
+2026-05-21 09:55:10,dunnock_observed.csv,0.5723052321659625887192447680,1.089,3.142,4.381,4.121,0.336,7.7,13.441,0.087,6.84,17.0,0.454,0.282,0.047,2.7,10.99,10.8,4.513,18.610,20.000,17.219,12.072,11.907,12.236,0.16,10.37,7.11,5.053,6.94,22.799,34.722,50.925,18.518,0.907,0.163,12.144,119.032,224.147,13.917
+2026-05-21 09:55:10,dunnock_observed.csv,0.1878206826149741159901822681,1.117,3.435,5.227,2.283,0.535,7.29,5.22,0.001,6.63,16.636,0.342,0.603,0.005,2.64,11.49,11.36,6.713,4.364,6.369,2.359,4.799,2.512,7.086,0.001,10.44,6.88,3.978,6.94,7.63,11.716,8.313,15.119,1.517,0.221,12.065,82.148,149.413,14.884
+2026-05-21 09:55:11,dunnock_observed.csv,4.904914081661755624512976726,0.671,1.16,2.185,3.911,0.712,6.56,7.669,0.025,6.86,12.332,0.364,0.088,0.004,2.92,11.19,11.27,5.656,10.076,12.225,7.928,8.417,13.31,3.524,0.231,7.67,6.07,5.597,7.16,13.593,18.534,22.752,14.316,1.706,0.258,12.036,112.886,218.855,6.916
+2026-05-21 09:55:11,dunnock_observed.csv,1.441295518435204314855368367,0.92,1.072,1.426,6.703,0.379,6.55,12.574,0.035,7.63,6.32,0.128,0.631,0.005,2.36,10.95,10.32,3.256,9.944,5.325,14.563,7.469,12.427,2.511,0.143,8.93,6.99,7.579,7.36,17.02,25.869,51.217,0.521,1.708,0.032,12.156,84.773,165.102,4.444
+2026-05-21 09:55:11,dunnock_observed.csv,0.4265715695922132259149008886,0.801,0.574,2.158,0.967,0.406,6.62,9.951,0.037,7.29,9.886,0.123,0.304,0.009,2.17,10.68,10.45,3.496,14.540,14.457,14.623,2.230,2.296,2.165,0.041,7.71,7.97,2.357,7.03,13.159,10.426,16.351,4.502,1.119,0.289,12.192,52.196,90.739,13.652
+2026-05-21 09:55:12,dunnock_observed.csv,0.2972794395836396939908102406,0.857,3.448,2.515,3.611,0.44,7.51,14.04,0.08,7.33,13.695,0.242,0.656,0.039,3.75,11.83,10.46,11.25,13.369,11.353,15.385,7.634,10.755,4.514,0.1,8.05,6.96,6.284,6.67,17.471,33.894,65.68,2.107,1.008,0.241,12.173,44.059,81.475,6.643
+2026-05-21 09:55:12,dunnock_observed.csv,0.1201343281315805873222730340,1.084,2.03,4.332,3.827,0.734,6.73,7.406,0.097,6.55,14.683,0.186,0.628,0.032,3.71,10.69,10.91,8.471,2.469,2.378,2.56,7.762,8.316,7.209,0.186,9.57,6.17,1.796,7.18,17.497,21.833,29.535,14.131,1.141,0.301,12.086,80.080,150.409,9.751
+2026-05-21 09:55:12,dunnock_observed.csv,0.1738114104898122934905495922,0.97,3.736,3.759,2.438,0.739,7.58,14.365,0.087,6.84,20.182,0.397,0.586,0.037,2.57,11.67,11.11,6.554,4.310,1.578,7.043,10.023,10.016,10.03,0.018,7.82,7.44,3.035,6.65,20.509,41.552,73.852,9.253,0.857,0.148,12.037,94.560,177.513,11.607
+2026-05-21 09:55:13,dunnock_observed.csv,0.4769563407925495286122047891,1.05,0.75,1.126,3.617,0.065,6.64,13.99,0.021,7.19,15.065,0.089,0.065,0.013,3.39,1.21,11.13,3.037,8.629,15.217,2.041,12.841,11.682,14.000,0.2,10.02,8.17,4.783,7.22,10.025,31.622,61.73,1.514,1.505,0.283,12.049,101.125,192.393,9.857
+2026-05-21 09:55:13,dunnock_observed.csv,1.292885256997004549563851566,0.671,3.731,3.052,3.403,0.347,6.27,9.999,0.037,6.65,10.54,0.366,0.154,0.008,2.69,11.99,11.3,4.27,9.152,2.218,16.085,10.756,10.248,11.264,0.111,8.42,7.69,1.915,6.76,9.718,14.542,10.134,18.949,1.456,0.224,12.217,83.435,152.819,14.051
+2026-05-21 09:55:13,dunnock_observed.csv,0.3403957215553346822879332433,0.857,3.94,5.241,5.299,0.611,7.23,12.227,0.001,7.23,14.274,0.273,0.276,0.032,2.02,11.74,11.1,8.742,16.781,14.890,18.672,2.096,1.803,2.388,0.117,10.01,6.6,7.981,7.21,14.416,20.714,37.09,4.338,1.29,0.002,12.287,113.182,214.421,11.943
+2026-05-21 09:55:14,dunnock_observed.csv,0.6719848458200507372891075624,0.789,2.326,4.66,5.89,0.215,7.06,10.571,0.03,6.52,17.111,0.236,0.166,0.017,2.78,10.61,10.51,2.57,3.712,5.252,2.173,8.530,8.209,8.852,0.009,9.69,6.84,6.327,7.25,13.054,9.574,11.181,7.968,1.146,0.244,12.122,88.070,164.385,11.756
+2026-05-21 09:55:14,dunnock_observed.csv,0.2703181592893028125161474286,0.785,3.604,2.256,5.972,0.208,7.68,11.241,0.075,7.18,24.787,0.257,0.067,0.017,4.12,10.5,11.23,7.621,6.374,11.638,1.109,9.572,10.18,8.964,0.056,8.46,7.33,2.024,6.94,16.145,41.350,65.754,16.946,1.582,0.055,12.132,55.658,104.301,7.014
+2026-05-21 09:55:14,dunnock_observed.csv,0.3043826741655795028311599451,0.834,2.275,1.673,2.278,0.095,6.98,4.509,0.082,6.86,12.417,0.327,0.567,0.044,4.38,11.21,10.35,10.063,12.648,12.936,12.361,9.556,9.875,9.236,0.073,8.02,7.15,1.405,7.29,9.255,38.972,76.885,1.06,1.657,0.282,12.177,80.216,149.653,10.78
+2026-05-21 09:55:14,dunnock_observed.csv,0.1994071079966625438143045854,0.645,1.141,2.45,0.607,0.099,6.69,14.798,0.086,6.67,6.139,0.123,0.273,0.041,3.09,11.28,11.01,6.063,9.504,12.657,6.35,7.690,5.229,10.151,0.093,8.17,7.66,1.522,6.94,10.342,12.446,13.406,11.485,1.676,0.215,12.01,98.759,183.545,13.973
+2026-05-21 09:55:15,dunnock_observed.csv,0.5649626212977568005309308451,0.736,1.912,4.619,5.119,0.123,7.34,15.383,0.032,7.58,22.433,0.386,0.105,0.033,2.09,1.44,10.84,9.288,12.575,15.141,10.009,7.686,13.323,2.05,0.164,7.88,7.02,4.754,7.32,18.582,13.164,11.179,15.149,0.941,0.294,12.275,109.618,213.632,5.605
+2026-05-21 09:55:15,dunnock_observed.csv,0.6171068451486849512942691767,0.58,3.65,5.684,4.797,0.099,6.66,10.811,0.089,7.48,27.055,0.352,0.413,0.049,1.6,11.43,10.26,4.837,6.366,4.702,8.03,2.290,3.229,1.351,0.213,9.99,6.71,2.46,6.94,9.533,27.684,47.051,8.316,1.048,0.083,12.043,67.382,124.454,10.31
+2026-05-21 09:55:15,dunnock_observed.csv,0.3628847704290334598062162366,1.042,3.72,5.106,6.846,0.834,7.46,5.515,0.009,7.44,18.473,0.135,0.663,0.046,1.7,11.4,11.48,5.642,2.136,1.852,2.419,5.922,10.151,1.692,0.052,8.13,7.43,5.07,7.59,10.309,33.536,50.456,16.616,0.881,0.268,12.27,47.752,82.642,12.863
+2026-05-21 09:55:16,dunnock_observed.csv,1.173364278518127489037385001,0.974,3.626,4.897,2.951,0.526,6.46,9.128,0.074,7.0,7.578,0.406,0.029,0.03,2.69,11.86,10.28,11.915,4.506,2.349,6.663,7.362,12.042,2.683,0.009,9.26,6.18,7.982,7.34,18.039,31.409,60.834,1.984,0.802,0.224,12.064,99.601,183.204,15.998
+2026-05-21 09:55:16,dunnock_observed.csv,0.6568559358739661119321748237,0.533,0.571,1.989,2.537,0.481,7.28,10.111,0.067,7.55,27.316,0.182,0.729,0.024,4.19,11.85,10.29,3.704,10.893,17.96,3.826,13.930,13.917,13.942,0.103,9.11,8.21,6.462,7.13,10.583,29.091,41.75,16.432,0.92,0.23,12.016,79.332,144.855,13.81
+2026-05-21 09:55:16,dunnock_observed.csv,1.035556626555006862734683950,0.684,1.914,4.57,1.714,0.516,7.56,9.181,0.051,6.7,26.31,0.419,0.147,0.011,4.18,11.3,10.36,3.578,8.352,11.591,5.112,8.122,8.210,8.033,0.133,8.14,8.15,3.277,7.23,12.515,40.812,61.651,19.973,1.528,0.326,12.136,62.570,112.641,12.498
+2026-05-21 09:55:17,dunnock_observed.csv,0.2678622716469190992778888345,0.892,1.604,3.298,7.515,0.769,6.85,5.074,0.036,7.56,17.582,0.306,0.469,0.001,3.39,1.28,10.97,5.676,7.725,13.615,1.835,6.758,5.883,7.632,0.046,9.19,7.51,7.866,7.44,13.692,42.932,79.837,6.027,1.425,0.107,12.255,48.018,83.253,12.784
+2026-05-21 09:55:17,dunnock_observed.csv,1.800028391734181773140570496,0.796,1.715,1.907,1.773,0.741,7.52,5.976,0.072,7.59,9.533,0.164,0.563,0.039,4.48,10.95,10.29,3.628,7.606,12.188,3.024,7.573,6.406,8.74,0.168,9.02,6.81,3.147,6.9,10.639,48.625,77.268,19.982,1.648,0.138,12.145,105.838,206.389,5.286
+2026-05-21 09:55:17,dunnock_observed.csv,0.1952757250929700666857724409,0.94,2.188,2.815,7.617,0.19,6.77,9.768,0.094,7.39,24.561,0.077,0.361,0.012,4.12,11.06,10.6,8.047,12.396,11.812,12.979,6.061,0.51,11.612,0.178,8.58,8.21,1.317,6.72,10.284,15.429,25.026,5.832,1.533,0.246,12.137,78.688,142.871,14.505
+2026-05-21 09:55:18,dunnock_observed.csv,0.7421793631722060617647097325,0.718,2.64,5.386,0.015,0.119,7.6,11.744,0.007,7.23,27.702,0.111,0.241,0.028,2.09,11.72,11.41,7.064,16.886,18.964,14.807,5.952,7.813,4.09,0.244,9.17,7.6,6.388,7.43,21.713,47.449,75.781,19.117,0.984,0.224,12.248,47.632,85.778,9.485
+2026-05-21 09:55:18,dunnock_observed.csv,0.6779219139547601069096369562,0.918,0.726,5.568,3.645,0.796,6.87,7.068,0.056,7.37,8.691,0.294,0.2,0.023,3.62,1.15,10.53,10.858,12.434,13.244,11.625,6.442,6.877,6.006,0.173,8.11,7.16,2.459,7.04,21.625,29.410,40.43,18.39,1.673,0.12,12.21,113.956,221.37,6.542
+2026-05-21 09:55:18,dunnock_observed.csv,0.4586765435153657414369603286,0.612,3.173,2.618,0.728,0.44,7.74,6.364,0.075,6.74,21.726,0.203,0.534,0.037,3.57,11.03,11.32,6.15,17.722,15.445,20.000,6.460,12.509,0.411,0.197,7.94,6.67,4.397,7.34,16.431,21.845,36.284,7.406,1.335,0.313,12.025,46.978,80.939,13.018
+2026-05-21 09:55:19,dunnock_observed.csv,0.2007600939018396184376482109,0.818,1.022,3.336,5.52,0.95,7.31,10.87,0.091,7.12,12.486,0.405,0.709,0.036,3.45,11.04,10.31,7.337,13.578,17.061,10.094,7.052,6.873,7.230,0.096,8.38,7.41,7.996,7.59,7.034,23.078,45.099,1.058,1.228,0.103,12.278,114.016,213.031,15.0
+2026-05-21 09:55:19,dunnock_observed.csv,0.9098079213187636185701191712,0.692,1.883,5.308,0.016,0.554,7.54,3.624,0.08,6.8,17.856,0.163,0.184,0.045,2.08,11.69,11.23,3.756,9.224,1.388,17.06,4.372,4.635,4.109,0.07,9.08,7.04,3.177,6.94,12.656,8.239,15.964,0.514,1.647,0.246,12.082,107.186,204.66,9.712
+2026-05-21 09:55:19,dunnock_observed.csv,0.7692470808576719845113173808,1.069,3.124,3.081,3.332,0.932,7.36,3.279,0.054,6.76,27.18,0.148,0.37,0.004,2.62,1.15,10.8,10.935,12.802,11.478,14.127,8.303,5.759,10.847,0.152,10.14,7.96,6.14,7.53,10.276,31.489,62.383,0.595,1.387,0.312,12.224,79.560,151.883,7.237
+2026-05-21 09:55:19,dunnock_observed.csv,1.255936602341841312418754648,0.702,2.401,3.528,5.348,0.526,6.84,13.022,0.045,7.38,19.752,0.332,0.113,0.004,1.94,11.57,10.78,6.339,15.976,17.054,14.897,7.543,11.25,3.836,0.241,10.23,7.6,6.585,6.81,7.583,3.339,3.51,3.168,1.638,0.173,12.234,85.812,158.058,13.565
+2026-05-21 09:55:20,dunnock_observed.csv,0.1586877112042455367559783161,0.907,3.755,1.327,3.71,0.408,6.99,12.317,0.075,6.68,8.646,0.219,0.734,0.01,2.9,10.98,10.59,8.118,11.216,11.38,11.051,7.195,0.447,13.943,0.063,8.89,7.82,7.678,7.03,20.804,38.246,72.089,4.402,1.396,0.2,12.23,108.302,205.622,10.983
+2026-05-21 09:55:20,dunnock_observed.csv,4.061746253607211066387640583,0.606,2.679,5.151,2.692,0.7,7.26,8.67,0.042,7.35,13.612,0.344,0.172,0.037,2.11,10.6,10.79,5.192,6.250,7.334,5.167,9.187,5.859,12.515,0.223,8.21,6.92,5.383,7.33,8.335,22.930,41.27,4.59,1.556,0.221,12.09,94.045,178.395,9.695
+2026-05-21 09:55:20,dunnock_observed.csv,1.265101710113810386979323713,0.653,1.386,5.385,3.94,0.571,7.27,7.805,0.05,6.82,10.264,0.228,0.304,0.009,1.65,10.78,11.02,8.086,12.805,18.861,6.749,8.476,11.216,5.737,0.104,9.44,7.1,1.684,7.0,20.601,40.610,78.134,3.087,1.49,0.343,12.144,53.363,96.236,10.49
+2026-05-21 09:55:21,dunnock_observed.csv,0.2088072624733463448971210413,1.088,0.377,5.767,5.713,0.82,7.09,7.926,0.091,7.58,27.409,0.404,0.708,0.031,3.49,1.0,10.44,5.41,12.005,15.637,8.373,4.156,1.988,6.324,0.246,7.74,8.09,7.542,7.38,16.274,30.138,50.026,10.251,1.406,0.151,12.128,101.126,190.164,12.089
+2026-05-21 09:55:21,dunnock_observed.csv,0.2666191708827728820829985263,0.648,0.668,2.624,5.442,0.887,7.34,11.883,0.015,7.4,20.493,0.387,0.437,0.039,2.32,1.42,10.69,11.729,18.940,19.700,18.179,12.424,13.002,11.845,0.155,9.19,8.29,1.8,7.44,21.257,40.799,79.03,2.568,0.864,0.144,12.254,72.172,134.859,9.486
+2026-05-21 09:55:21,dunnock_observed.csv,0.2720397565240837935033825170,0.746,2.789,5.082,2.589,0.658,7.53,15.55,0.094,7.38,22.793,0.374,0.05,0.003,2.32,11.35,10.66,11.638,10.474,1.998,18.949,8.726,4.936,12.516,0.017,8.07,6.48,5.565,6.82,8.042,34.282,50.781,17.782,1.296,0.127,12.065,104.253,193.761,14.745
+2026-05-21 09:55:22,dunnock_observed.csv,0.5903618414340554970339507446,0.652,2.407,0.867,4.214,0.489,6.75,6.339,0.082,6.6,14.451,0.279,0.56,0.032,2.18,11.12,10.85,7.909,12.719,6.319,19.119,13.138,14.000,12.275,0.144,10.49,8.4,5.494,7.07,21.552,17.674,29.869,5.478,1.322,0.286,12.288,61.438,110.882,11.995
+2026-05-21 09:55:22,dunnock_observed.csv,0.8238507074981228537767335905,0.928,3.118,3.892,4.246,0.419,7.42,13.32,0.003,6.66,12.63,0.359,0.141,0.024,3.58,11.52,10.6,4.618,5.457,4.219,6.695,6.104,7.032,5.175,0.013,9.42,8.5,6.899,7.36,7.719,6.179,7.142,5.216,1.197,0.013,12.222,99.014,192.086,5.942
+2026-05-21 09:55:22,dunnock_observed.csv,1.939587198099769494519326991,0.666,1.53,5.273,1.103,0.244,7.19,13.627,0.029,7.24,8.955,0.316,0.199,0.02,3.69,10.79,10.33,7.573,18.200,17.191,19.209,11.444,13.285,9.603,0.197,8.96,6.2,3.537,7.2,13.099,12.824,6.817,18.832,1.769,0.02,12.114,91.394,174.094,8.694
+2026-05-21 09:55:23,dunnock_observed.csv,0.3316141841149185263146522036,1.032,2.151,4.898,6.979,0.568,7.71,5.739,0.005,6.82,6.496,0.151,0.187,0.041,2.42,10.71,11.32,7.098,15.466,19.681,11.252,3.626,3.967,3.286,0.133,9.36,7.84,5.659,7.27,9.693,43.737,76.066,11.408,1.5,0.158,12.065,65.615,119.558,11.672
+2026-05-21 09:55:23,dunnock_observed.csv,0.7291236379513802247130099875,0.547,1.564,0.138,7.084,0.853,7.51,4.047,0.048,6.75,21.058,0.318,0.558,0.015,3.28,1.33,11.24,3.321,9.436,2.817,16.055,7.112,9.186,5.039,0.068,8.7,6.7,6.759,6.95,10.983,38.350,66.756,9.943,1.099,0.041,12.202,120.098,232.581,7.616
+2026-05-21 09:55:23,dunnock_observed.csv,0.5951887916351916977789039486,0.688,2.833,3.569,5.164,0.423,6.28,15.839,0.024,7.54,24.048,0.453,0.731,0.04,4.07,10.67,10.79,6.179,12.486,12.848,12.125,7.035,9.984,4.086,0.218,7.67,7.9,2.011,7.28,10.421,29.510,41.345,17.676,1.68,0.268,12.203,87.800,169.085,6.516
+2026-05-21 09:55:24,dunnock_observed.csv,2.993373394445830706562037829,0.563,0.84,5.871,4.811,0.2,7.36,12.131,0.005,6.94,27.405,0.434,0.021,0.037,3.7,10.79,10.75,4.205,2.658,4.69,0.625,1.930,2.394,1.467,0.206,9.13,7.26,3.496,7.02,10.316,33.614,58.298,8.929,1.492,0.119,12.189,59.041,105.703,12.379
+2026-05-21 09:55:24,dunnock_observed.csv,0.3355500624445514116247602064,0.891,3.256,3.08,5.216,0.278,7.28,9.359,0.093,7.62,23.294,0.093,0.047,0.024,2.22,11.05,10.38,2.353,12.780,15.049,10.511,5.744,9.316,2.172,0.089,9.48,7.83,4.76,7.25,19.419,46.926,76.059,17.792,1.421,0.098,12.053,63.530,122.44,4.62
+2026-05-21 09:55:24,dunnock_observed.csv,2.119147922913424948179964966,0.73,1.712,5.474,6.506,0.197,6.41,8.773,0.072,6.59,21.736,0.357,0.29,0.037,2.32,10.9,10.63,3.02,8.357,4.728,11.986,4.628,0.914,8.343,0.16,9.96,6.32,2.481,6.71,23.882,19.430,32.139,6.722,1.576,0.216,12.025,45.500,84.706,6.295
+2026-05-21 09:55:24,dunnock_observed.csv,0.2174659602319480173909626536,1.021,1.747,3.962,5.983,0.013,6.56,6.814,0.081,6.95,25.115,0.22,0.178,0.045,3.19,1.1,11.3,6.88,13.700,7.867,19.533,4.915,5.535,4.295,0.129,9.31,7.52,5.066,6.84,10.74,34.064,55.138,12.991,1.618,0.22,12.218,72.268,134.315,10.221
+2026-05-21 09:55:25,dunnock_observed.csv,0.4764362945804671565353823692,0.994,1.264,3.431,4.285,0.244,6.41,7.191,0.047,6.79,22.721,0.454,0.16,0.032,2.85,11.08,10.55,11.858,9.866,19.265,0.466,6.380,10.628,2.133,0.246,8.21,6.81,1.755,7.33,20.64,39.206,62.191,16.222,1.368,0.317,12.094,101.132,193.717,8.546
+2026-05-21 09:55:25,dunnock_observed.csv,0.2756676277318871479424082625,1.013,2.221,3.354,7.479,0.273,6.46,9.171,0.047,6.51,7.1,0.125,0.232,0.007,3.06,11.71,11.26,5.949,9.078,2.925,15.232,9.902,7.791,12.012,0.094,8.87,7.24,7.162,7.08,18.195,16.624,23.153,10.096,1.395,0.328,12.161,94.297,180.335,8.259
+2026-05-21 09:55:25,dunnock_observed.csv,0.2661125311738137617554879114,0.811,1.187,2.82,3.472,0.173,6.5,4.836,0.062,6.6,21.646,0.194,0.625,0.003,2.87,11.62,11.41,10.78,7.318,13.754,0.881,6.387,11.628,1.146,0.017,9.9,6.35,7.479,7.36,15.37,40.880,75.698,6.061,1.596,0.2,12.287,85.011,161.852,8.17
+2026-05-21 09:55:26,dunnock_observed.csv,0.5896517819534723975344048454,0.702,3.667,5.899,1.838,0.626,6.35,6.956,0.076,7.23,23.602,0.364,0.676,0.009,2.68,11.32,11.19,8.213,5.765,3.11,8.42,3.950,0.395,7.506,0.124,7.64,8.24,2.242,7.05,9.899,34.188,60.096,8.281,1.663,0.186,12.098,87.526,167.628,7.423
+2026-05-21 09:55:26,dunnock_observed.csv,1.369758310751640459727889217,0.776,0.823,2.771,4.655,0.792,6.4,10.846,0.098,6.84,21.719,0.106,0.177,0.033,1.89,11.13,11.03,5.198,9.500,13.276,5.723,10.438,9.501,11.376,0.22,9.95,8.3,3.932,6.79,15.846,11.704,19.459,3.95,1.715,0.121,12.226,104.837,199.136,10.538
+2026-05-21 09:55:26,dunnock_observed.csv,0.7980509155931498913528841424,0.668,0.738,4.464,1.765,0.699,6.32,5.338,0.036,7.15,11.681,0.158,0.347,0.036,4.36,11.93,11.03,2.58,14.294,15.600,12.987,6.056,8.813,3.299,0.02,9.34,8.06,6.352,7.59,11.37,2.238,3.995,0.481,0.857,0.326,12.293,93.674,174.305,13.042
+2026-05-21 09:55:27,dunnock_observed.csv,0.4035507216671710804632091308,0.761,1.818,4.655,3.219,0.319,6.74,6.205,0.025,6.84,10.206,0.407,0.143,0.017,1.98,11.11,10.91,5.382,1.736,1.387,2.084,5.658,10.459,0.856,0.197,8.67,8.21,3.902,7.44,15.295,6.430,7.673,5.186,0.919,0.016,12.2,97.156,187.071,7.241
+2026-05-21 09:55:27,dunnock_observed.csv,0.8339774108301131055213793841,0.791,1.811,0.337,6.948,0.068,6.67,15.855,0.092,6.77,8.616,0.401,0.388,0.028,3.85,1.28,10.6,11.957,5.148,1.283,9.014,9.599,7.081,12.117,0.235,8.84,6.16,5.731,7.4,9.866,35.116,65.101,5.131,1.216,0.117,12.174,85.371,157.974,12.768
+2026-05-21 09:55:27,dunnock_observed.csv,0.1416077271224897326291308786,0.773,3.865,4.687,4.16,0.243,7.22,4.201,0.098,7.63,25.69,0.448,0.199,0.001,4.33,11.06,10.78,4.71,3.014,3.197,2.832,8.198,3.458,12.938,0.017,9.31,8.31,6.917,7.17,9.192,21.242,40.49,1.994,1.176,0.307,12.248,97.870,190.395,5.346
+2026-05-21 09:55:28,dunnock_observed.csv,1.254832963635709447774950116,0.767,3.863,5.95,0.094,0.307,6.58,9.653,0.074,7.42,18.263,0.189,0.314,0.045,1.61,11.37,11.39,4.383,13.736,9.004,18.469,1.487,1.806,1.168,0.11,7.88,6.31,6.217,6.76,19.937,44.648,69.444,19.851,1.562,0.327,12.195,82.668,155.209,10.126
+2026-05-21 09:55:28,dunnock_observed.csv,0.8994414776983548555719911044,0.708,2.526,4.554,2.489,0.891,7.68,15.073,0.083,6.69,10.164,0.322,0.579,0.038,4.06,1.33,11.2,6.307,9.818,7.322,12.315,7.969,13.524,2.414,0.235,8.52,7.43,7.777,7.01,22.906,2.360,2.048,2.671,1.681,0.277,12.173,43.083,81.065,5.101
+2026-05-21 09:55:28,dunnock_observed.csv,0.3684257547357526107516031955,0.623,3.029,5.992,5.273,0.665,7.39,14.779,0.032,7.0,6.416,0.207,0.065,0.009,2.86,10.85,11.39,9.215,7.337,4.583,10.091,4.261,1.498,7.024,0.125,7.81,7.37,2.561,7.51,18.43,23.810,35.92,11.7,1.244,0.201,12.147,77.724,143.563,11.885
+2026-05-21 09:55:29,dunnock_observed.csv,0.6531585466953993683240068598,0.544,1.936,1.092,4.227,0.773,7.48,6.002,0.001,6.6,16.283,0.287,0.444,0.004,4.13,10.94,10.77,5.828,9.801,10.743,8.859,11.838,10.983,12.693,0.171,9.98,8.43,5.591,6.84,22.631,47.355,75.082,19.628,0.889,0.067,12.179,81.356,151.695,11.017
+2026-05-21 09:55:29,dunnock_observed.csv,0.4045763287736177134857527855,0.531,2.462,2.96,3.858,0.777,7.46,12.122,0.092,7.35,13.76,0.258,0.542,0.005,3.95,11.03,10.73,11.926,11.759,7.767,15.751,5.483,7.599,3.367,0.175,7.94,6.74,3.735,7.22,23.286,22.490,32.664,12.317,1.324,0.07,12.125,116.326,224.441,8.21
+2026-05-21 09:55:29,dunnock_observed.csv,0.5205606231976873594379850926,0.567,1.034,5.842,1.722,0.224,6.37,8.006,0.029,6.9,8.659,0.094,0.021,0.033,2.54,1.04,10.91,3.654,14.370,19.23,9.51,10.308,8.933,11.682,0.226,9.46,6.69,4.624,7.11,10.589,16.463,32.299,0.627,1.475,0.27,12.233,96.678,177.56,15.797
+2026-05-21 09:55:29,dunnock_observed.csv,0.2167677218047709426819417567,0.665,2.055,0.944,4.744,0.297,7.02,14.084,0.063,6.67,8.787,0.394,0.689,0.034,2.26,1.28,11.37,6.678,13.502,9.762,17.243,7.886,2.197,13.574,0.014,8.62,7.19,6.346,7.13,15.817,20.310,36.04,4.579,1.098,0.342,12.115,97.289,190.318,4.26
+2026-05-21 09:55:30,dunnock_observed.csv,0.3924622073328398980745914683,1.009,3.786,5.907,0.481,0.052,6.72,6.404,0.064,6.61,8.595,0.293,0.585,0.006,2.42,11.78,10.78,7.536,18.868,20.000,17.737,12.648,13.366,11.93,0.175,10.46,6.05,3.148,6.81,8.827,18.303,33.868,2.738,1.557,0.29,12.01,102.988,192.203,13.774
+2026-05-21 09:55:30,dunnock_observed.csv,0.3815574476232826557743449035,0.98,3.886,1.571,1.241,0.665,6.52,13.341,0.041,7.55,8.705,0.147,0.568,0.013,4.35,11.46,11.17,8.48,6.499,11.882,1.116,6.785,10.207,3.363,0.134,10.14,6.41,5.576,7.6,9.835,18.547,17.12,19.974,0.852,0.288,12.189,45.984,84.109,7.859
+2026-05-21 09:55:30,dunnock_observed.csv,1.247307589882877177645229410,0.756,3.714,5.492,2.821,0.713,7.75,11.236,0.091,6.65,11.716,0.169,0.102,0.033,2.73,10.83,11.43,3.061,7.656,5.693,9.618,8.502,7.787,9.218,0.237,9.04,6.48,3.991,6.75,12.354,14.116,12.589,15.644,1.743,0.1,12.008,97.007,182.782,11.232
+2026-05-21 09:55:31,dunnock_observed.csv,0.2436870494015611036182582300,1.029,2.682,3.47,0.114,0.842,6.63,5.126,0.054,7.04,6.073,0.409,0.254,0.002,4.09,11.87,10.28,7.348,9.424,1.507,17.342,5.744,7.719,3.768,0.102,8.62,6.54,2.125,6.66,16.352,32.730,54.774,10.685,0.898,0.011,12.132,113.046,219.605,6.486
+2026-05-21 09:55:31,dunnock_observed.csv,0.1782062696431060886022421611,0.55,0.432,5.315,6.847,0.514,6.71,11.76,0.057,6.68,7.59,0.444,0.657,0.048,2.3,1.32,11.35,7.026,16.762,18.188,15.337,7.453,8.516,6.39,0.162,7.68,6.94,4.378,7.52,6.536,43.582,72.848,14.316,1.273,0.166,12.234,122.666,236.547,8.786
+2026-05-21 09:55:31,dunnock_observed.csv,0.2029381416232920378694533295,0.906,3.41,0.806,0.695,0.198,6.32,4.656,0.098,6.75,24.51,0.325,0.677,0.016,4.37,11.57,11.01,6.679,8.953,8.01,9.896,9.334,11.848,6.819,0.067,9.0,7.63,7.502,7.26,10.45,12.875,9.706,16.044,1.207,0.095,12.008,46.105,81.148,11.062
+2026-05-21 09:55:32,dunnock_observed.csv,0.5548632465101941167387441698,0.731,0.652,3.24,7.059,0.344,7.03,9.388,0.003,7.34,7.395,0.369,0.069,0.015,2.93,1.02,11.09,11.875,1.893,0.507,3.279,3.541,4.432,2.65,0.083,10.49,7.49,6.164,7.09,8.521,18.294,32.599,3.989,1.759,0.217,12.158,47.872,83.442,12.302
+2026-05-21 09:55:32,dunnock_observed.csv,0.5715360231560678557961244971,0.622,2.295,3.183,5.33,0.359,7.52,7.264,0.043,6.51,20.768,0.172,0.276,0.023,3.52,10.87,10.27,5.26,14.336,13.662,15.011,9.156,9.334,8.978,0.003,9.75,7.4,7.725,6.72,9.332,37.815,61.039,14.591,0.997,0.247,12.121,52.692,100.191,5.192
+2026-05-21 09:55:32,dunnock_observed.csv,0.4587448780917816479438840590,0.754,0.762,5.709,1.379,0.822,7.22,5.711,0.023,7.45,20.01,0.401,0.672,0.024,2.54,11.97,11.01,8.053,6.904,11.081,2.727,6.762,3.035,10.49,0.018,8.59,7.24,2.368,6.88,19.114,14.742,16.346,13.137,0.908,0.276,12.112,67.660,119.951,15.369
+2026-05-21 09:55:33,dunnock_observed.csv,0.1751586463814978750818732782,0.791,3.281,0.715,0.874,0.613,7.67,7.948,0.066,7.19,20.928,0.259,0.521,0.044,2.35,1.5,10.5,9.498,10.710,13.637,7.784,8.478,4.144,12.811,0.171,8.84,7.86,6.324,7.18,21.851,32.712,52.094,13.331,0.8,0.242,12.033,91.637,170.681,12.593
+2026-05-21 09:55:33,dunnock_observed.csv,0.9063953827760008357874808416,0.857,3.98,3.324,1.989,0.608,6.72,6.478,0.025,6.68,22.588,0.303,0.49,0.012,3.49,1.07,11.09,11.217,12.034,15.736,8.332,3.929,3.424,4.434,0.156,9.36,7.38,7.925,6.95,16.054,30.260,45.452,15.067,1.684,0.318,12.194,117.206,218.551,15.86
+2026-05-21 09:55:33,dunnock_observed.csv,0.2168495728497459233402551722,0.565,1.384,1.396,1.241,0.211,7.63,5.348,0.021,7.07,18.178,0.444,0.235,0.049,4.49,10.65,11.33,11.468,12.480,6.06,18.9,6.050,3.971,8.13,0.079,8.23,8.1,3.815,7.58,19.25,23.033,36.971,9.095,1.32,0.309,12.167,77.314,140.8,13.828
+2026-05-21 09:55:34,dunnock_observed.csv,0.4360126815108144661451690293,0.952,2.564,3.259,1.729,0.145,7.56,12.391,0.025,6.72,17.178,0.057,0.362,0.003,1.62,11.35,11.43,8.295,8.881,16.884,0.878,4.504,0.817,8.19,0.126,7.56,8.05,6.72,6.96,12.428,43.245,78.354,8.136,1.791,0.011,12.231,73.573,139.033,8.113
+2026-05-21 09:55:34,dunnock_observed.csv,0.8774673489555409338362719083,1.059,0.791,0.651,4.499,0.049,7.44,4.972,0.098,6.92,9.923,0.132,0.335,0.033,2.75,11.45,10.5,11.661,15.493,19.403,11.583,12.157,12.041,12.273,0.039,9.1,7.8,3.136,6.98,19.657,19.254,34.699,3.808,1.745,0.018,12.163,49.154,89.666,8.643
+2026-05-21 09:55:34,dunnock_observed.csv,3.519672718343002853312837509,0.624,2.473,1.995,5.276,0.293,6.35,8.354,0.092,7.32,26.579,0.427,0.138,0.044,2.26,10.56,10.36,10.486,1.700,1.38,2.02,3.551,3.947,3.155,0.208,10.36,7.76,1.456,6.64,15.312,40.608,76.222,4.995,1.505,0.006,12.183,82.974,150.073,15.876
+2026-05-21 09:55:34,dunnock_observed.csv,0.1777147842671842425651082267,0.882,2.166,1.638,2.19,0.653,6.64,11.342,0.003,6.79,25.538,0.318,0.72,0.044,4.31,11.62,10.68,9.126,12.644,9.67,15.618,3.726,1.518,5.933,0.075,9.1,6.69,5.841,6.75,22.718,45.052,75.16,14.945,1.358,0.078,12.201,58.620,111.725,5.514
+2026-05-21 09:55:35,dunnock_observed.csv,0.1394993732860770410809795279,1.044,0.471,0.493,3.923,0.627,7.32,6.726,0.003,7.12,14.263,0.448,0.724,0.002,3.82,1.36,11.34,7.961,5.030,4.362,5.697,3.324,5.418,1.23,0.17,8.48,6.65,5.455,7.02,7.316,5.926,8.476,3.377,0.911,0.266,12.276,56.240,106.788,5.692
+2026-05-21 09:55:35,dunnock_observed.csv,0.4852408271455456451235780160,0.66,1.266,4.958,7.406,0.426,7.42,8.662,0.004,6.96,20.816,0.101,0.383,0.038,4.31,11.65,10.25,9.265,13.484,13.397,13.571,9.623,5.365,13.881,0.043,10.02,7.77,6.371,7.12,16.18,40.014,71.018,9.009,1.476,0.133,12.283,63.606,116.353,10.86
+2026-05-21 09:55:35,dunnock_observed.csv,0.8481355488980834049671711944,0.802,3.139,3.386,7.479,0.262,6.64,8.029,0.094,7.4,18.282,0.26,0.07,0.023,2.87,1.32,10.34,5.455,13.176,9.371,16.981,8.832,8.906,8.757,0.166,8.91,7.5,3.143,7.16,22.709,37.926,58.626,17.227,1.649,0.249,12.117,69.532,132.723,6.342
+2026-05-21 09:55:36,dunnock_observed.csv,0.1414077279293019981908913132,0.761,2.672,0.52,0.845,0.003,7.4,4.488,0.006,6.72,25.676,0.451,0.553,0.022,2.78,10.67,10.84,11.619,9.668,7.827,11.508,5.912,6.6,5.223,0.033,9.36,6.28,6.427,7.08,6.715,34.302,60.117,8.487,1.592,0.169,12.213,56.048,99.521,12.576
+2026-05-21 09:55:36,dunnock_observed.csv,0.8441522728387621162487688580,0.834,1.234,2.781,6.146,0.368,7.65,8.994,0.027,7.45,11.264,0.216,0.165,0.035,2.5,1.45,10.6,7.293,14.488,12.244,16.733,6.720,11.555,1.885,0.051,10.25,7.89,7.037,7.5,8.603,25.204,34.227,16.181,0.935,0.057,12.202,86.042,156.589,15.494
+2026-05-21 09:55:36,dunnock_observed.csv,0.1819180647135482883879992405,0.605,3.951,5.473,7.642,0.664,7.64,11.233,0.004,6.87,22.771,0.108,0.374,0.036,2.69,11.62,10.73,3.416,8.096,6.985,9.208,7.366,12.455,2.277,0.235,10.21,6.55,6.582,6.7,8.948,41.924,74.353,9.496,1.207,0.108,12.297,61.748,108.381,15.116
+2026-05-21 09:55:37,dunnock_observed.csv,0.2411992439017459209146258466,0.982,2.462,4.588,0.587,0.426,6.93,10.358,0.047,6.87,7.344,0.148,0.445,0.011,3.23,11.82,10.55,9.429,13.114,12.798,13.429,7.504,13.251,1.757,0.144,7.82,6.28,0.862,7.33,9.519,29.798,45.921,13.675,1.341,0.269,12.207,50.140,90.716,9.565
+2026-05-21 09:55:37,dunnock_observed.csv,0.7284974783881701736975500117,0.733,1.378,2.845,1.262,0.043,6.95,14.751,0.012,7.46,7.747,0.433,0.093,0.021,1.61,1.15,10.55,2.239,15.712,18.109,13.316,7.570,9.526,5.613,0.176,7.75,8.15,5.651,6.96,23.456,32.244,46.914,17.573,1.59,0.251,12.235,119.525,234.426,4.624
+2026-05-21 09:55:37,dunnock_observed.csv,0.5013183146119183818456931864,0.66,2.929,3.934,0.231,0.132,6.36,4.95,0.0,7.17,27.232,0.137,0.124,0.01,3.17,11.04,10.71,6.257,18.192,17.365,19.019,1.754,1.975,1.532,0.247,8.74,6.76,1.554,7.23,20.141,26.820,45.622,8.019,1.322,0.029,12.246,111.174,208.427,13.921
+2026-05-21 09:55:38,dunnock_observed.csv,3.973490619657231921818253383,0.635,3.715,0.457,7.936,0.716,7.36,15.659,0.023,7.31,21.211,0.376,0.354,0.031,3.29,1.21,11.03,3.709,18.005,16.010,20.000,12.700,14.000,11.400,0.14,9.66,6.8,5.534,6.85,9.6,18.590,33.492,3.689,1.767,0.216,12.134,101.239,188.898,13.58
+2026-05-21 09:55:38,dunnock_observed.csv,0.8294568877104034612125079182,1.107,1.693,1.041,1.059,0.795,6.48,15.846,0.046,6.8,24.317,0.451,0.331,0.027,3.18,10.61,10.42,2.049,8.724,14.155,3.293,9.844,7.205,12.482,0.139,7.76,7.81,1.624,7.34,18.928,25.246,33.073,17.42,1.508,0.025,12.25,60.072,104.904,15.241
+2026-05-21 09:55:38,dunnock_observed.csv,3.500563739018098491332761677,0.602,2.871,4.01,3.07,0.733,7.37,12.094,0.044,7.34,11.86,0.295,0.126,0.016,3.13,11.61,11.28,2.774,6.752,0.612,12.891,9.477,8.787,10.167,0.24,8.54,6.8,7.451,7.23,8.278,8.822,1.179,16.466,1.327,0.224,12.015,107.060,208.084,6.037
+2026-05-21 09:55:39,dunnock_observed.csv,0.4256599144554283932393833005,0.951,2.777,5.908,5.514,0.374,7.04,8.251,0.044,7.32,22.384,0.409,0.308,0.01,1.79,10.77,10.89,11.169,8.098,5.504,10.692,13.387,13.653,13.121,0.083,10.25,7.77,3.04,7.47,11.984,17.078,27.832,6.325,0.909,0.116,12.116,90.154,168.985,11.322
+2026-05-21 09:55:39,dunnock_observed.csv,0.9062682114533169417786403240,1.034,1.669,1.121,4.662,0.097,6.43,12.237,0.068,7.4,15.394,0.231,0.093,0.036,1.55,11.83,11.35,7.445,11.450,14.037,8.863,6.682,12.064,1.3,0.051,8.92,6.14,4.779,6.79,21.843,45.187,77.152,13.222,1.713,0.344,12.024,61.530,114.391,8.67
+2026-05-21 09:55:39,dunnock_observed.csv,0.08028884145957925796008502624,0.756,3.562,4.467,3.648,0.064,6.82,5.855,0.029,7.01,14.78,0.102,0.321,0.024,3.9,11.27,10.6,5.505,9.542,3.192,15.892,6.896,1.922,11.87,0.132,8.29,7.43,4.348,7.48,19.784,28.836,56.762,0.909,1.722,0.138,12.041,92.581,173.565,11.597
+2026-05-21 09:55:39,dunnock_observed.csv,0.4374191594590796642671039958,0.969,1.828,2.197,3.891,0.143,6.99,8.103,0.019,7.31,8.364,0.226,0.265,0.04,3.94,1.06,10.94,8.775,15.026,16.095,13.956,11.438,11.732,11.143,0.019,8.25,6.75,5.794,6.9,23.906,26.727,45.744,7.71,1.497,0.224,12.263,43.712,80.082,7.341
+2026-05-21 09:55:40,dunnock_observed.csv,0.3030590242734629912747144032,0.541,2.607,5.557,7.582,0.292,7.53,8.963,0.04,7.56,18.097,0.12,0.684,0.01,1.72,10.77,10.76,4.775,9.380,8.414,10.345,13.139,13.540,12.738,0.174,8.92,6.43,4.302,7.18,15.649,8.968,14.362,3.574,0.975,0.071,12.239,49.170,84.557,13.784
+2026-05-21 09:55:40,dunnock_observed.csv,1.492260348157544606878110476,0.686,2.768,4.588,1.632,0.833,7.51,6.544,0.041,7.63,21.033,0.332,0.061,0.013,3.59,11.67,10.37,10.192,2.986,3.934,2.037,7.678,13.867,1.49,0.117,8.57,8.16,5.62,7.02,23.118,24.852,33.477,16.226,1.571,0.253,12.024,121.910,235.72,8.099
+2026-05-21 09:55:40,dunnock_observed.csv,0.2845646511470284935856380407,0.587,1.013,2.673,4.365,0.164,7.6,8.427,0.099,7.27,24.531,0.227,0.474,0.017,3.07,1.46,11.36,4.268,6.369,2.167,10.571,7.606,7.830,7.381,0.018,8.1,8.06,1.075,7.54,8.081,5.756,9.62,1.891,1.456,0.16,12.181,86.914,164.667,9.162
+2026-05-21 09:55:41,dunnock_observed.csv,0.5655763470073000561163674461,1.036,1.261,4.222,4.125,0.766,6.42,3.373,0.04,6.59,20.979,0.071,0.178,0.046,4.21,11.89,10.48,9.881,9.169,13.737,4.601,7.224,1.508,12.941,0.033,8.72,6.41,7.476,6.97,13.497,16.960,31.463,2.458,1.021,0.324,12.022,80.172,152.477,7.868
+2026-05-21 09:55:41,dunnock_observed.csv,2.931643477255296342179722938,0.981,1.533,0.062,3.302,0.075,6.53,4.519,0.004,7.07,26.603,0.306,0.442,0.015,3.99,11.85,10.7,9.161,3.049,1.66,4.438,5.961,8.172,3.75,0.213,8.45,6.35,6.665,6.67,7.186,33.688,61.747,5.629,1.682,0.074,12.103,76.676,140.039,13.314
+2026-05-21 09:55:41,dunnock_observed.csv,0.6948024622847805835206205836,0.628,2.88,4.537,7.724,0.723,7.08,15.674,0.036,7.47,10.594,0.414,0.188,0.05,1.74,10.62,10.31,3.932,13.602,14.213,12.990,3.830,6.843,0.816,0.12,8.25,6.61,1.963,6.89,11.402,13.844,25.528,2.159,1.412,0.345,12.133,104.561,201.98,7.142
+2026-05-21 09:55:42,dunnock_observed.csv,0.5195371906786990604765468147,1.025,2.017,4.983,3.423,0.356,6.77,10.528,0.006,7.29,27.779,0.082,0.211,0.026,2.12,11.77,10.48,11.237,16.932,18.43,15.433,11.844,11.749,11.940,0.109,10.43,6.06,1.477,7.01,18.451,7.582,14.657,0.506,1.514,0.276,12.127,56.577,108.366,4.788
+2026-05-21 09:55:42,dunnock_observed.csv,36.63339442126736232708232914,0.98,0.64,1.028,0.122,0.169,6.96,7.316,0.09,7.24,13.465,0.405,0.115,0.037,2.69,11.85,11.23,8.607,11.332,3.342,19.321,6.138,2.805,9.471,0.112,9.53,8.28,1.138,6.68,16.849,13.954,27.315,0.593,1.545,0.069,12.031,55.083,95.96,14.206
+2026-05-21 09:55:42,dunnock_observed.csv,0.2120040403171463272996900142,0.562,0.313,4.876,0.809,0.921,7.7,12.285,0.099,7.3,21.351,0.314,0.387,0.043,3.86,1.28,11.45,7.659,8.418,4.605,12.231,1.194,1.099,1.290,0.096,9.51,6.3,3.361,7.47,17.186,11.770,14.957,8.583,1.095,0.08,12.132,120.650,233.329,7.97
+2026-05-21 09:55:43,dunnock_observed.csv,0.09919279462703117742244623568,0.954,3.536,3.294,6.121,0.862,7.41,6.866,0.047,7.46,27.6,0.177,0.709,0.015,2.64,11.96,11.32,8.715,9.132,8.35,9.915,6.826,12.446,1.206,0.057,8.37,7.74,6.041,6.98,6.958,25.394,41.904,8.885,0.995,0.21,12.025,103.954,203.715,4.192
+2026-05-21 09:55:43,dunnock_observed.csv,2.197672973547297512730504646,0.653,1.456,0.902,3.316,0.869,6.5,10.659,0.021,7.04,14.896,0.346,0.194,0.01,1.77,11.97,11.01,5.325,9.322,15.978,2.667,7.956,9.031,6.881,0.216,8.16,7.52,3.89,6.76,21.772,6.552,6.666,6.437,1.413,0.152,12.149,49.426,85.577,13.276
+2026-05-21 09:55:43,dunnock_observed.csv,0.3520628577936058087742394687,1.078,0.325,2.762,3.111,0.874,6.46,8.856,0.01,6.57,7.847,0.212,0.702,0.026,4.41,11.15,10.3,2.979,12.398,11.685,13.111,8.570,4.965,12.175,0.234,8.12,6.46,7.898,7.03,9.221,31.026,60.07,1.981,1.302,0.063,12.253,112.729,216.354,9.104
+2026-05-21 09:55:44,dunnock_observed.csv,0.08292032294863037215059720323,1.052,2.785,2.316,4.689,0.385,7.33,4.215,0.083,7.37,7.952,0.234,0.711,0.039,3.43,10.59,10.27,7.738,16.746,15.905,17.586,6.033,9.894,2.172,0.109,8.95,6.22,3.337,6.91,11.67,13.332,15.578,11.087,1.199,0.313,12.175,74.304,142.817,5.792
+2026-05-21 09:55:44,dunnock_observed.csv,2.077548982420817629779560190,1.059,2.139,0.923,2.242,0.805,6.83,13.894,0.032,7.15,6.45,0.197,0.489,0.038,1.81,11.24,10.96,5.299,8.214,7.105,9.323,6.313,9.083,3.543,0.052,7.81,6.1,6.602,6.95,6.74,18.946,18.03,19.861,1.644,0.231,12.035,82.568,155.045,10.091
+2026-05-21 09:55:44,dunnock_observed.csv,1.343118998923569353274788762,1.065,2.816,3.656,7.003,0.761,6.86,3.3,0.075,6.5,25.761,0.241,0.251,0.032,1.83,11.68,11.07,6.007,6.952,8.326,5.578,2.259,2.646,1.872,0.155,10.28,8.5,3.222,7.24,13.174,12.658,21.347,3.97,1.664,0.243,12.05,44.397,83.702,5.092
+2026-05-21 09:55:44,dunnock_observed.csv,0.5190704497669898674013567938,1.082,1.221,3.143,0.266,0.575,7.0,6.336,0.09,7.63,22.592,0.094,0.167,0.024,1.71,1.21,11.06,10.142,17.454,19.683,15.225,5.897,7.959,3.835,0.218,8.12,7.42,5.039,6.85,14.26,39.130,77.077,1.184,1.576,0.055,12.232,45.602,80.242,10.963
+2026-05-21 09:55:45,dunnock_observed.csv,0.2095076304050984777829033068,0.963,0.855,2.295,1.418,0.829,7.05,12.426,0.099,7.31,24.598,0.326,0.276,0.042,3.46,10.87,11.27,5.58,2.534,4.509,0.56,8.653,3.863,13.443,0.234,8.77,7.49,2.4,7.0,13.748,41.862,77.298,6.426,0.911,0.315,12.105,102.966,199.7,6.231
+2026-05-21 09:55:45,dunnock_observed.csv,0.5744519396395068270950633825,0.543,0.679,0.686,7.148,0.57,6.35,5.721,0.064,7.64,19.013,0.427,0.371,0.05,3.25,10.98,10.46,3.784,7.717,12.374,3.06,8.003,2.671,13.335,0.101,8.39,7.37,5.105,7.3,16.908,43.420,67.257,19.583,0.98,0.073,12.231,42.844,81.68,4.007
+2026-05-21 09:55:45,dunnock_observed.csv,1.251848373230809731309759601,0.977,1.7,3.256,3.111,0.056,7.66,6.317,0.047,6.89,7.428,0.189,0.136,0.042,2.16,11.45,10.33,5.636,15.617,14.673,16.561,9.586,7.585,11.586,0.022,7.92,7.61,2.388,6.62,7.034,34.346,63.093,5.6,0.997,0.003,12.041,124.448,233.278,15.617
+2026-05-21 09:55:46,dunnock_observed.csv,1.417958816769703252700489976,0.968,2.004,5.869,0.425,0.218,7.5,9.246,0.066,7.17,21.88,0.069,0.081,0.03,3.72,11.99,10.91,9.135,5.255,4.969,5.541,7.148,7.226,7.069,0.229,9.74,7.81,5.983,7.43,9.053,13.008,20.419,5.598,0.947,0.13,12.178,107.946,203.889,12.004
+2026-05-21 09:55:46,dunnock_observed.csv,0.6177303569328437379541465057,1.098,3.899,2.035,7.308,0.018,6.51,7.145,0.099,6.94,27.783,0.336,0.307,0.007,1.55,1.25,11.35,2.08,7.181,10.294,4.068,7.696,7.477,7.914,0.032,9.2,7.21,3.833,6.88,7.464,29.333,41.286,17.38,0.814,0.083,12.008,53.106,94.056,12.156
+2026-05-21 09:55:46,dunnock_observed.csv,0.6921712944698518563451109081,1.109,1.989,1.761,7.444,0.065,7.07,4.47,0.051,7.32,22.742,0.286,0.028,0.031,2.09,1.19,11.26,9.719,2.539,1.087,3.991,3.176,3.454,2.897,0.077,9.21,7.75,7.661,7.31,14.52,39.602,71.692,7.511,1.006,0.235,12.215,121.754,239.154,4.354
+2026-05-21 09:55:47,dunnock_observed.csv,1.510637101235016816836925901,0.929,2.452,4.876,2.541,0.409,6.52,8.967,0.046,6.53,7.729,0.416,0.318,0.005,2.04,10.54,10.64,5.487,6.749,1.47,12.028,5.359,5.172,5.546,0.05,8.65,7.66,6.85,7.56,13.657,31.649,49.94,13.358,1.503,0.069,12.01,53.149,99.406,6.892
+2026-05-21 09:55:47,dunnock_observed.csv,0.7139979521615035989059778350,0.988,0.878,0.73,2.24,0.089,7.19,5.819,0.05,6.56,17.919,0.109,0.707,0.03,1.76,11.5,11.03,9.675,5.580,6.145,5.016,4.064,4.512,3.616,0.063,8.32,7.5,5.228,6.93,23.318,45.004,73.502,16.506,1.337,0.153,12.017,106.244,204.327,8.16
+2026-05-21 09:55:47,dunnock_observed.csv,1.383786158069221805138656561,0.6,2.68,3.621,6.788,0.195,7.61,7.239,0.055,6.98,15.694,0.334,0.373,0.042,1.79,10.54,11.46,4.34,9.690,4.221,15.158,9.804,6.251,13.358,0.095,8.33,6.62,1.641,7.45,14.313,23.728,43.44,4.016,1.495,0.332,12.086,73.831,131.747,15.915
+2026-05-21 09:55:48,dunnock_observed.csv,0.2156123935397738838786648014,1.01,0.289,1.386,1.367,0.165,7.59,4.276,0.03,7.43,17.248,0.421,0.375,0.022,3.41,10.68,10.36,6.636,7.674,14.132,1.216,9.574,11.739,7.409,0.178,8.01,8.09,5.195,6.82,8.5,37.132,64.626,9.637,1.3,0.036,12.024,104.818,195.022,14.614
+2026-05-21 09:55:48,dunnock_observed.csv,0.6437886466556659389597744948,0.604,0.918,0.478,7.709,0.602,6.33,6.25,0.031,6.94,15.178,0.264,0.046,0.038,2.33,11.74,10.47,11.795,9.785,9.408,10.162,11.314,10.528,12.101,0.052,10.26,6.93,6.697,7.39,6.82,14.136,12.872,15.399,1.289,0.146,12.104,110.248,207.088,13.408
+2026-05-21 09:55:48,dunnock_observed.csv,2.881799390973652304721151260,0.55,2.833,0.455,1.892,0.606,7.7,11.812,0.045,7.55,11.619,0.324,0.391,0.019,2.18,11.21,11.3,4.732,5.377,1.158,9.596,10.474,10.9,10.048,0.103,8.98,7.02,4.292,7.08,23.154,28.858,40.303,17.413,1.681,0.314,12.071,71.410,129.245,13.575
+2026-05-21 09:55:48,dunnock_observed.csv,0.7072569649804522892484451616,0.893,2.734,3.055,5.905,0.926,6.96,7.301,0.024,6.66,23.41,0.076,0.215,0.048,4.23,11.73,10.65,9.09,7.922,12.748,3.095,7.475,2.768,12.182,0.133,7.53,7.34,2.136,7.14,10.532,40.594,68.041,13.147,1.435,0.149,12.159,79.123,149.552,8.694
+2026-05-21 09:55:49,dunnock_observed.csv,0.5466471154331119544544976226,0.526,1.594,0.233,2.827,0.489,6.78,6.871,0.024,7.0,18.511,0.201,0.177,0.037,4.48,11.35,10.72,8.66,11.852,18.591,5.114,9.546,13.894,5.199,0.088,10.24,6.06,3.71,7.13,15.152,11.370,11.836,10.903,0.867,0.269,12.27,63.451,119.792,7.11
+2026-05-21 09:55:49,dunnock_observed.csv,0.2207968644653412893774440768,0.734,2.163,5.514,1.956,0.616,6.98,6.126,0.081,6.69,13.516,0.373,0.186,0.005,4.29,1.05,10.94,9.069,4.258,3.917,4.599,3.365,3.283,3.447,0.07,7.55,6.19,2.886,6.72,10.112,2.591,3.204,1.978,0.973,0.304,12.299,48.716,91.304,6.128
+2026-05-21 09:55:49,dunnock_observed.csv,5.378078745601125857463807878,0.526,2.717,0.184,4.827,0.175,7.69,12.424,0.023,7.31,19.264,0.129,0.06,0.048,4.03,1.49,10.62,8.673,8.917,12.004,5.83,4.361,0.42,8.302,0.145,9.92,7.85,7.212,7.47,15.804,17.156,19.166,15.147,1.793,0.128,12.21,80.948,150.312,11.583
+2026-05-21 09:55:50,dunnock_observed.csv,0.1095171795034673234362168772,0.732,0.769,3.168,7.772,0.551,6.53,14.832,0.055,6.74,27.419,0.228,0.566,0.007,2.63,11.96,11.35,8.098,10.626,18.195,3.057,2.728,4.371,1.086,0.235,8.7,6.44,3.634,6.85,13.438,42.686,71.965,13.407,0.916,0.167,12.227,79.921,145.117,14.725
+2026-05-21 09:55:50,dunnock_observed.csv,0.4487135899298828560831606656,0.779,2.971,4.635,4.177,0.556,6.28,8.137,0.08,6.76,15.027,0.145,0.492,0.019,4.34,11.0,10.6,11.323,15.354,11.627,19.081,4.938,5.027,4.85,0.015,9.79,6.54,7.164,7.01,10.347,4.400,8.081,0.719,1.142,0.165,12.267,56.516,99.32,13.712
+2026-05-21 09:55:50,dunnock_observed.csv,1.044039270745350750169345515,1.086,3.553,5.981,3.654,0.053,6.88,8.263,0.039,6.91,7.254,0.338,0.619,0.015,1.98,1.0,10.47,4.792,9.574,15.704,3.443,3.694,3.893,3.496,0.24,7.85,7.96,4.154,7.24,16.877,5.707,3.288,8.126,1.681,0.191,12.004,118.798,221.807,15.789
+2026-05-21 09:55:51,dunnock_observed.csv,0.4442972408094905424864066965,0.702,3.066,1.622,3.947,0.066,6.5,6.868,0.029,6.61,9.428,0.189,0.309,0.044,2.1,11.06,10.41,2.977,7.468,3.72,11.217,4.518,7.341,1.695,0.023,9.79,6.63,2.045,7.13,12.987,16.354,12.803,19.904,1.129,0.35,12.148,111.368,214.505,8.231
+2026-05-21 09:55:51,dunnock_observed.csv,0.2799247240972277073242750706,0.697,3.328,0.737,0.811,0.831,6.88,4.187,0.001,6.71,24.383,0.319,0.09,0.047,3.3,11.8,10.35,2.6,13.398,13.241,13.555,9.888,13.398,6.379,0.227,9.57,8.34,1.782,7.32,20.22,8.145,13.813,2.477,0.816,0.051,12.064,53.980,96.461,11.498
+2026-05-21 09:55:51,dunnock_observed.csv,0.5199376624758858888308735762,0.716,2.252,0.476,3.407,0.665,6.99,5.339,0.014,7.08,20.888,0.418,0.139,0.031,1.74,11.4,11.24,10.298,11.924,13.252,10.597,5.210,1.336,9.084,0.069,9.23,6.61,6.142,7.58,17.644,48.893,79.898,17.888,1.044,0.18,12.045,118.476,224.2,12.751
+2026-05-21 09:55:52,dunnock_observed.csv,0.6205852671372122257015899357,0.882,3.991,4.976,2.74,0.505,6.48,14.718,0.033,6.93,20.759,0.374,0.242,0.038,3.74,1.5,10.37,8.896,4.728,4.329,5.126,11.815,12.849,10.781,0.145,10.49,7.26,4.961,7.1,13.604,45.256,78.538,11.974,1.612,0.059,12.158,45.294,84.69,5.897
+2026-05-21 09:55:52,dunnock_observed.csv,0.8879247069634479615768412656,0.687,1.206,1.288,1.744,0.104,7.13,3.842,0.063,6.6,22.533,0.338,0.672,0.029,4.36,10.85,10.7,4.607,19.190,18.380,20.000,6.733,5.748,7.718,0.063,8.67,6.12,5.074,7.14,8.678,15.017,12.539,17.495,0.815,0.281,12.192,61.918,113.799,10.036
+2026-05-21 09:55:52,dunnock_observed.csv,1.121172086377429217974715090,0.956,2.003,4.242,2.832,0.058,7.27,15.858,0.051,6.94,22.602,0.224,0.093,0.008,3.75,1.42,10.51,8.206,7.930,15.377,0.482,7.936,11.742,4.129,0.109,7.67,8.03,1.425,6.67,21.113,11.366,11.463,11.268,1.213,0.232,12.011,104.116,201.094,7.137
+2026-05-21 09:55:53,dunnock_observed.csv,6.064827450530559193207710431,0.549,3.787,5.483,5.952,0.919,7.27,8.948,0.021,6.86,6.129,0.132,0.584,0.014,2.74,11.47,10.92,4.832,0.711,0.703,0.719,9.450,10.236,8.663,0.22,8.41,7.39,5.311,6.95,22.953,49.070,79.144,18.997,1.615,0.085,12.177,116.182,218.387,13.977
+2026-05-21 09:55:53,dunnock_observed.csv,1.699152725227508063167988932,0.91,3.185,5.641,1.183,0.947,6.37,8.146,0.045,6.63,8.438,0.099,0.514,0.023,4.24,11.7,10.26,3.202,11.850,11.067,12.632,11.404,10.786,12.021,0.13,9.22,6.57,6.885,6.72,7.737,43.108,74.705,11.512,1.769,0.104,12.143,95.824,180.978,10.671
+2026-05-21 09:55:53,dunnock_observed.csv,1.284712039150946647291329012,0.533,3.233,4.57,5.722,0.048,7.21,14.446,0.018,7.61,17.995,0.304,0.408,0.022,1.7,10.91,10.93,7.897,5.695,10.983,0.407,8.172,11.521,4.822,0.203,7.6,7.48,6.366,6.6,11.785,29.500,41.479,17.521,1.285,0.202,12.053,80.593,156.704,4.482
+2026-05-21 09:55:53,dunnock_observed.csv,1.435394480812253784193788877,0.848,3.11,1.799,7.83,0.105,7.53,8.254,0.05,7.06,22.718,0.183,0.15,0.025,1.61,11.62,10.56,9.256,13.658,8.974,18.343,4.500,5.863,3.136,0.167,8.22,6.68,2.268,7.26,10.699,3.664,1.382,5.945,1.735,0.29,12.179,102.448,193.985,10.911
+2026-05-21 09:55:54,dunnock_observed.csv,0.4864304635513288030590399486,0.638,2.964,2.987,0.005,0.531,7.73,11.959,0.041,6.56,23.898,0.124,0.609,0.016,3.81,10.97,10.38,3.19,15.398,14.46,16.336,5.905,9.113,2.697,0.138,8.08,6.57,4.875,7.08,7.02,25.587,35.172,16.002,0.936,0.061,12.283,118.447,221.598,15.296
+2026-05-21 09:55:54,dunnock_observed.csv,36.24993249667504668837505510,0.913,0.773,4.944,5.239,0.907,7.35,8.363,0.081,7.15,10.355,0.343,0.399,0.029,3.22,11.55,11.33,8.349,14.826,10.482,19.171,7.102,4.152,10.053,0.232,10.32,8.21,4.332,7.52,19.803,12.985,20.643,5.327,0.841,0.173,12.134,62.408,112.798,12.017
+2026-05-21 09:55:54,dunnock_observed.csv,0.8424898487419151747574824104,0.988,3.075,1.723,5.984,0.234,6.67,15.911,0.054,6.58,21.286,0.449,0.712,0.001,3.91,10.87,10.63,4.731,10.749,15.122,6.376,3.303,3.512,3.094,0.012,8.49,7.83,5.347,6.79,18.038,48.966,79.023,18.91,0.885,0.244,12.163,48.449,88.489,8.409
+2026-05-21 09:55:55,dunnock_observed.csv,0.3489887414974097147521435921,1.038,1.525,1.065,7.123,0.817,7.67,4.777,0.099,7.31,22.444,0.315,0.292,0.007,3.16,1.2,11.12,2.015,8.435,6.652,10.218,3.896,2.655,5.137,0.019,9.03,6.61,1.592,6.8,18.072,27.268,35.676,18.861,1.245,0.008,12.13,75.156,138.003,12.309
+2026-05-21 09:55:55,dunnock_observed.csv,1.896150434680279869756583090,0.982,0.775,0.867,1.427,0.674,6.64,12.944,0.092,7.17,21.99,0.124,0.597,0.034,2.72,11.14,10.53,3.484,16.346,15.071,17.622,8.041,10.121,5.961,0.127,8.53,6.61,1.432,7.19,8.199,9.556,11.734,7.377,1.784,0.189,12.02,78.196,141.247,15.144
+2026-05-21 09:55:55,dunnock_observed.csv,0.9516076956284263247756997056,1.017,1.234,3.353,0.528,0.039,6.38,6.289,0.033,7.05,17.656,0.398,0.669,0.045,3.74,11.57,11.31,5.143,12.107,19.259,4.955,6.800,12.697,0.904,0.05,8.52,6.28,1.922,6.74,16.459,6.184,3.33,9.038,0.969,0.11,12.111,97.719,186.492,8.946
+2026-05-21 09:55:56,dunnock_observed.csv,0.6038385333519047614401664505,0.894,1.92,5.592,0.741,0.847,6.86,10.725,0.017,7.04,15.065,0.289,0.412,0.043,4.04,10.59,11.1,5.701,8.919,12.83,5.008,2.370,3.048,1.692,0.238,7.96,6.68,7.468,6.76,7.616,32.872,62.702,3.043,1.371,0.179,12.095,52.658,91.126,14.191
+2026-05-21 09:55:56,dunnock_observed.csv,0.3156016070075623991132484943,0.858,2.717,3.601,5.071,0.769,7.01,15.258,0.059,7.18,19.997,0.243,0.067,0.047,4.35,10.88,10.74,4.787,7.488,3.147,11.828,2.092,2.128,2.057,0.061,9.82,7.97,1.21,7.45,21.18,33.839,58.594,9.084,1.299,0.054,12.25,48.053,89.265,6.841
+2026-05-21 09:55:56,dunnock_observed.csv,0.5780459484396944841091557640,0.681,1.09,3.906,3.578,0.104,7.53,11.178,0.002,7.05,14.58,0.22,0.614,0.002,2.39,11.03,10.31,3.827,16.599,16.169,17.029,11.570,12.700,10.439,0.085,9.58,8.39,4.098,7.51,23.557,36.398,64.591,8.206,0.865,0.146,12.232,101.096,194.147,8.046
+2026-05-21 09:55:57,dunnock_observed.csv,36.57629120241561097260941445,0.543,3.359,5.881,3.441,0.207,6.57,15.239,0.099,7.35,24.937,0.148,0.265,0.024,3.98,11.96,10.73,10.056,16.736,16.091,17.381,7.098,7.606,6.59,0.131,10.35,7.97,7.107,6.62,10.533,25.172,49.498,0.845,1.432,0.004,12.275,58.641,112.156,5.126
+2026-05-21 09:55:57,dunnock_observed.csv,0.1086342734669768701725844999,0.65,1.154,1.96,5.572,0.366,6.39,4.229,0.068,6.57,20.266,0.102,0.688,0.01,2.73,1.21,11.45,9.234,8.921,13.205,4.637,3.727,5.92,1.534,0.218,8.96,7.99,0.887,6.78,17.644,45.275,72.491,18.059,1.406,0.057,12.118,83.648,161.648,5.647
+2026-05-21 09:55:57,dunnock_observed.csv,0.4590695587459086975403274317,0.764,3.654,3.825,1.951,0.94,6.69,11.589,0.08,7.39,25.639,0.19,0.316,0.017,4.47,10.59,11.16,11.174,2.394,2.399,2.389,2.140,2.397,1.884,0.145,7.51,7.51,6.287,7.42,9.14,14.010,9.382,18.638,1.273,0.119,12.033,112.028,214.367,9.69
+2026-05-21 09:55:58,dunnock_observed.csv,0.3220376354678890393515901663,0.636,0.482,3.651,6.531,0.441,6.81,4.747,0.04,7.28,24.859,0.172,0.36,0.026,3.27,11.56,10.91,7.972,7.621,2.78,12.462,5.954,2.487,9.421,0.052,10.42,6.65,1.383,6.86,16.59,38.854,63.694,14.014,1.511,0.237,12.096,73.734,142.075,5.393
+2026-05-21 09:55:58,dunnock_observed.csv,1.462527166444593124091648235,1.089,2.804,1.48,4.506,0.776,7.7,9.658,0.062,6.62,22.864,0.168,0.106,0.01,2.12,11.08,10.56,9.015,17.353,16.803,17.903,3.786,3.919,3.654,0.215,9.71,6.17,1.367,7.22,14.957,19.677,30.796,8.558,1.616,0.168,12.159,44.150,83.912,4.389
+2026-05-21 09:55:58,dunnock_observed.csv,0.3048924807745658894638866770,0.856,0.651,5.705,2.585,0.271,6.69,13.399,0.075,7.19,9.243,0.41,0.578,0.007,3.43,11.46,10.68,3.594,14.172,9.059,19.286,12.290,12.665,11.916,0.109,10.13,7.51,1.11,6.96,10.084,8.984,4.159,13.808,1.129,0.008,12.202,96.810,189.035,4.585
+2026-05-21 09:55:58,dunnock_observed.csv,1.242679330898062129034993766,0.868,2.193,3.101,0.525,0.534,6.37,11.076,0.07,7.51,9.684,0.324,0.203,0.034,2.83,11.88,10.68,5.829,2.688,3.697,1.678,7.312,4.168,10.455,0.149,9.18,7.87,6.891,7.32,11.402,38.436,64.905,11.966,1.667,0.256,12.145,69.690,128.988,10.393
+2026-05-21 09:55:59,dunnock_observed.csv,0.9452133529942881912312816574,0.79,2.707,4.875,2.743,0.903,6.84,3.935,0.097,7.63,23.409,0.074,0.052,0.011,2.34,10.89,11.02,5.292,3.256,3.010,3.503,8.847,9.599,8.095,0.087,7.51,6.73,1.801,6.77,13.969,34.586,49.94,19.232,1.608,0.124,12.139,54.013,103.822,4.204
+2026-05-21 09:55:59,dunnock_observed.csv,0.9445060626003376349509308038,0.71,0.513,1.866,4.75,0.651,7.64,6.85,0.095,6.69,19.914,0.411,0.718,0.005,4.13,11.67,11.09,2.624,9.645,7.489,11.801,8.287,4.58,11.994,0.142,9.42,6.51,4.514,7.5,18.247,24.904,36.597,13.211,1.754,0.216,12.285,110.728,214.311,7.144
+2026-05-21 09:55:59,dunnock_observed.csv,0.7203568518721504201488602103,0.862,1.432,3.527,2.437,0.201,7.32,5.082,0.006,7.2,9.802,0.24,0.397,0.049,3.55,11.75,11.37,2.473,16.249,15.892,16.606,2.186,2.742,1.631,0.021,8.22,6.09,7.146,6.8,13.108,8.106,14.931,1.282,1.328,0.127,12.131,91.614,168.04,15.189
+2026-05-21 09:56:00,dunnock_observed.csv,2.945331132504649697427846285,0.793,3.95,5.931,1.83,0.895,7.26,4.551,0.04,6.51,24.759,0.308,0.3,0.045,4.34,10.61,10.88,2.608,8.024,0.623,15.424,6.240,3.424,9.055,0.228,7.68,7.05,1.417,6.74,21.698,33.030,50.644,15.416,1.534,0.28,12.292,88.306,164.586,12.025
+2026-05-21 09:56:00,dunnock_observed.csv,0.3335638216219955387662993741,0.901,1.451,3.65,6.481,0.523,6.9,15.111,0.081,7.38,27.089,0.211,0.229,0.016,2.93,10.64,11.23,9.927,6.164,6.195,6.133,13.261,12.522,14.000,0.218,8.8,8.2,5.523,7.38,6.605,40.113,74.79,5.436,0.924,0.208,12.097,95.132,184.056,6.207
diff --git a/modelling/data/abingdon-all/resident/dunnock_simulated.csv b/modelling/data/abingdon-all/resident/dunnock_simulated.csv
new file mode 100644
index 0000000..c91be7a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dunnock_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.887,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.825877,0.1,0,0.01,0.909564
+RungeKutta4,2,0.2,0.772987,0.1,0,0.01,0.831310
+RungeKutta4,3,0.3,0.727521,0.1,0,0.01,0.764040
+RungeKutta4,4,0.4,0.688797,0.1,0,0.01,0.706745
+RungeKutta4,5,0.5,0.656244,0.1,0,0.01,0.658581
+RungeKutta4,6,0.6,0.629385,0.1,0,0.01,0.618841
+RungeKutta4,7,0.7,0.607822,0.1,0,0.01,0.586937
+RungeKutta4,8,0.8,0.591218,0.1,0,0.01,0.562370
+RungeKutta4,9,0.9,0.579281,0.1,0,0.01,0.544709
+RungeKutta4,10,1.0,0.571748,0.1,0,0.01,0.533563
+RungeKutta4,11,1.1,0.568368,0.1,0,0.01,0.528562
+RungeKutta4,12,1.2,0.569360,0.1,0,0.01,0.530030
+RungeKutta4,13,1.3,0.575922,0.1,0,0.01,0.539739
+RungeKutta4,14,1.4,0.587328,0.1,0,0.01,0.556615
+RungeKutta4,15,1.5,0.602753,0.1,0,0.01,0.579437
+RungeKutta4,16,1.6,0.621400,0.1,0,0.01,0.607027
+RungeKutta4,17,1.7,0.642480,0.1,0,0.01,0.638216
+RungeKutta4,18,1.8,0.665205,0.1,0,0.01,0.671839
+RungeKutta4,19,1.9,0.688790,0.1,0,0.01,0.706735
+RungeKutta4,20,2.0,0.712450,0.1,0,0.01,0.741741
+RungeKutta4,21,2.1,0.735418,0.1,0,0.01,0.775724
+RungeKutta4,22,2.2,0.756957,0.1,0,0.01,0.807593
+RungeKutta4,23,2.3,0.776379,0.1,0,0.01,0.836329
+RungeKutta4,24,2.4,0.793063,0.1,0,0.01,0.861014
+RungeKutta4,25,2.5,0.806469,0.1,0,0.01,0.880849
+RungeKutta4,26,2.6,0.816095,0.1,0,0.01,0.895091
+RungeKutta4,27,2.7,0.821565,0.1,0,0.01,0.903184
+RungeKutta4,28,2.8,0.822734,0.1,0,0.01,0.904914
+RungeKutta4,29,2.9,0.820641,0.1,0,0.01,0.901817
+RungeKutta4,30,3.0,0.815657,0.1,0,0.01,0.894443
+RungeKutta4,31,3.1,0.807742,0.1,0,0.01,0.882732
+RungeKutta4,32,3.2,0.796966,0.1,0,0.01,0.866789
+RungeKutta4,33,3.3,0.783504,0.1,0,0.01,0.846871
+RungeKutta4,34,3.4,0.767612,0.1,0,0.01,0.823357
+RungeKutta4,35,3.5,0.749615,0.1,0,0.01,0.796730
+RungeKutta4,36,3.6,0.729890,0.1,0,0.01,0.767545
+RungeKutta4,37,3.7,0.708839,0.1,0,0.01,0.736399
+RungeKutta4,38,3.8,0.686878,0.1,0,0.01,0.703906
+RungeKutta4,39,3.9,0.664414,0.1,0,0.01,0.670669
+RungeKutta4,40,4.0,0.641833,0.1,0,0.01,0.637259
+RungeKutta4,41,4.1,0.619486,0.1,0,0.01,0.604195
+RungeKutta4,42,4.2,0.597682,0.1,0,0.01,0.571934
+RungeKutta4,43,4.3,0.576678,0.1,0,0.01,0.540858
+RungeKutta4,44,4.4,0.556681,0.1,0,0.01,0.511271
+RungeKutta4,45,4.5,0.537846,0.1,0,0.01,0.483403
+RungeKutta4,46,4.6,0.520277,0.1,0,0.01,0.457408
+RungeKutta4,47,4.7,0.504033,0.1,0,0.01,0.433374
+RungeKutta4,48,4.8,0.489134,0.1,0,0.01,0.411330
+RungeKutta4,49,4.9,0.475566,0.1,0,0.01,0.391255
+RungeKutta4,50,5.0,0.463288,0.1,0,0.01,0.373089
+RungeKutta4,51,5.1,0.452238,0.1,0,0.01,0.356740
+RungeKutta4,52,5.2,0.442338,0.1,0,0.01,0.342092
+RungeKutta4,53,5.3,0.433497,0.1,0,0.01,0.329012
+RungeKutta4,54,5.4,0.425617,0.1,0,0.01,0.317353
+RungeKutta4,55,5.5,0.418586,0.1,0,0.01,0.306950
+RungeKutta4,56,5.6,0.412277,0.1,0,0.01,0.297615
+RungeKutta4,57,5.7,0.406534,0.1,0,0.01,0.289118
+RungeKutta4,58,5.8,0.401145,0.1,0,0.01,0.281145
+RungeKutta4,59,5.9,0.395688,0.1,0,0.01,0.273071
+RungeKutta4,60,6.0,0.388523,0.1,0,0.01,0.262469
+RungeKutta4,61,6.1,0.376400,0.1,0,0.01,0.244533
+RungeKutta4,62,6.2,0.361675,0.1,0,0.01,0.222746
+RungeKutta4,63,6.3,0.348574,0.1,0,0.01,0.203362
+RungeKutta4,64,6.4,0.338126,0.1,0,0.01,0.187904
+RungeKutta4,65,6.5,0.330077,0.1,0,0.01,0.175995
+RungeKutta4,66,6.6,0.323908,0.1,0,0.01,0.166867
+RungeKutta4,67,6.7,0.319082,0.1,0,0.01,0.159727
+RungeKutta4,68,6.8,0.315068,0.1,0,0.01,0.153788
+RungeKutta4,69,6.9,0.311302,0.1,0,0.01,0.148216
+RungeKutta4,70,7.0,0.307133,0.1,0,0.01,0.142047
+RungeKutta4,71,7.1,0.301785,0.1,0,0.01,0.134135
+RungeKutta4,72,7.2,0.294391,0.1,0,0.01,0.123195
+RungeKutta4,73,7.3,0.284203,0.1,0,0.01,0.108121
+RungeKutta4,74,7.4,0.270998,0.1,0,0.01,0.0885832
+RungeKutta4,75,7.5,0.255555,0.1,0,0.01,0.0657342
+RungeKutta4,76,7.6,0.239766,0.1,0,0.01,0.0423733
+RungeKutta4,77,7.7,0.226187,0.1,0,0.01,0.0222823
+RungeKutta4,78,7.8,0.217107,0.1,0,0.01,0.00884782
+RungeKutta4,79,7.9,0.212598,0.1,0,0.01,0.00217644
+RungeKutta4,80,8.0,0.211127,0.1,0,0.01,0
+RungeKutta4,81,8.1,0.211340,0.1,0,0.01,0.000315148
+RungeKutta4,82,8.2,0.212320,0.1,0,0.01,0.00176512
+RungeKutta4,83,8.3,0.214074,0.1,0,0.01,0.00436029
+RungeKutta4,84,8.4,0.216600,0.1,0,0.01,0.00809768
+RungeKutta4,85,8.5,0.219859,0.1,0,0.01,0.0129196
+RungeKutta4,86,8.6,0.223783,0.1,0,0.01,0.0187254
+RungeKutta4,87,8.7,0.228279,0.1,0,0.01,0.0253775
+RungeKutta4,88,8.8,0.233236,0.1,0,0.01,0.0327118
+RungeKutta4,89,8.9,0.238531,0.1,0,0.01,0.0405461
+RungeKutta4,90,9.0,0.244040,0.1,0,0.01,0.0486970
+RungeKutta4,91,9.1,0.249639,0.1,0,0.01,0.0569811
+RungeKutta4,92,9.2,0.255214,0.1,0,0.01,0.0652297
+RungeKutta4,93,9.3,0.260666,0.1,0,0.01,0.0732963
+RungeKutta4,94,9.4,0.265913,0.1,0,0.01,0.0810596
+RungeKutta4,95,9.5,0.270902,0.1,0,0.01,0.0884412
+RungeKutta4,96,9.6,0.275615,0.1,0,0.01,0.0954144
+RungeKutta4,97,9.7,0.280087,0.1,0,0.01,0.102031
+RungeKutta4,98,9.8,0.284423,0.1,0,0.01,0.108446
+RungeKutta4,99,9.9,0.288787,0.1,0,0.01,0.114903
+RungeKutta4,100,10.0,0.293319,0.1,0,0.01,0.121609
+RungeKutta4,101,10.1,0.297984,0.1,0,0.01,0.128511
+RungeKutta4,102,10.2,0.302537,0.1,0,0.01,0.135247
+RungeKutta4,103,10.3,0.306684,0.1,0,0.01,0.141383
+RungeKutta4,104,10.4,0.310258,0.1,0,0.01,0.146671
+RungeKutta4,105,10.5,0.313332,0.1,0,0.01,0.151219
+RungeKutta4,106,10.6,0.316421,0.1,0,0.01,0.155790
+RungeKutta4,107,10.7,0.320866,0.1,0,0.01,0.162366
+RungeKutta4,108,10.8,0.329116,0.1,0,0.01,0.174573
+RungeKutta4,109,10.9,0.344029,0.1,0,0.01,0.196638
+RungeKutta4,110,11.0,0.366675,0.1,0,0.01,0.230144
+RungeKutta4,111,11.1,0.393814,0.1,0,0.01,0.270298
+RungeKutta4,112,11.2,0.418502,0.1,0,0.01,0.306825
+RungeKutta4,113,11.3,0.437882,0.1,0,0.01,0.335499
+RungeKutta4,114,11.4,0.452405,0.1,0,0.01,0.356987
+RungeKutta4,115,11.5,0.462559,0.1,0,0.01,0.372011
+RungeKutta4,116,11.6,0.468822,0.1,0,0.01,0.381277
+RungeKutta4,117,11.7,0.471675,0.1,0,0.01,0.385498
+RungeKutta4,118,11.8,0.471528,0.1,0,0.01,0.385281
+RungeKutta4,119,11.9,0.468379,0.1,0,0.01,0.380622
+RungeKutta4,120,12.0,0.462354,0.1,0,0.01,0.371707
+RungeKutta4,121,12.1,0.453101,0.1,0,0.01,0.358017
diff --git a/modelling/data/abingdon-all/resident/dunnock_simulated.png b/modelling/data/abingdon-all/resident/dunnock_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..7e371daae54d364dcc1b5369f305c0407cee169a
GIT binary patch
literal 33219
zcmb?@by(C}+w~wVE!`+mDk0q=DJdo0-Q6unmy*&Up%Nn9AX3sG-QC^&?eRRv<2mPf
z-|ze5^SW^6nwe|QZ|~pU_qx}**F7OGWW~|$65WMBAZX7eL=+&9JH8MI%p4K|c!h0X
zY6(1WJBq40D%u!3y6D*(L1gqCZ7ppaEzR^PoQ>=q%xtV#7@jgQa6O?gb#%0K;AUjB
z`t=D08+#K*YOx_TFbcA*gqi~cf}scfgUJ`jGlM|<7@vy>DY>R>ry{!I43D<Sxidbz
zU;h^FPA1&5H`ElgSy}nC`a&g-y|c!e?)X@$VxfeN)zaQo#mvDMlB7VUkBtrpI7*97
z+d54lrU{G|lyG)&-mPm~RU1p~?w)a5-Rgel(8o9WEN^HX30wjMVu~PDPW<y3BpiiA
z@aMA#7(`6y6G4L}7&z#Yegazv4D<;r!vFt|u+011UXrV+s+L)3X-ADB=C-b;`!MwO
zr15$5*6yqgWVcG)XJb>g?7CbFmRa*B_dfIE<>k$<tD7>NrE57);qzceBV_(&x_u{u
z4_t4CKfc$pk(HGU3=E88JE=?m2gN+r?A6LyZ>camdh^qZ%*;%gBsF#Qx3#rA$Lm8u
zJN2j96V(nTc@qaWm%Hin1cadpI^OSI7HK}u4bPlV)zOhVT<OWay==UtG%+#BPEk>F
zU3w!<d;h+l_xUn@dGZ}WY_L3Q6nz4>yk5t{DrJV9_mY_O?s#1vkFuKop#AvqBXe+W
zAOGbO<(DttR&)DGOG}6MZ*?&?zK2J_>rZ@Yur{jWlM}{J6Kvd*G(2C?u?D$09@SZJ
z%4FBeXFqV`wqFXi-3oWoHfkOnO(?2fA#z`g;P_#E7b2s2dx{6Kz5jWL!*)(^|7NFl
zmzt50(H&extKv-r$4tJ<Q?9`dMu$MkoXQ#ZO~NkK(qx;4ci<^~Xn6R0L^4;w@{@P>
zDk>_djj+?bP6*M+`888o;^*qp$Q!7qY+KMA7rr5Hj1(pd^<qKr?>z8@tcARx6c4?P
ziHYe`O^b~ciJ_6ht5!TYIr(a4IgYEOp&@m++J}#hS-iNu{+v=QJfqxVG>v8UQ%y}0
znb(p0#zgt!>Z+>#VHF)2LPEmAim2MW-MT~BgZ=&cJUl$1k&(G_0@p|3PV80_4;%a)
z>b2e1sqUhp;%pQ0I6om3@UAoC>y^2@KAokbr!V|)8C83S=as*|e=u1I|5Yk?YSFq4
z8XDSz?;Tdl&bE`gwY&U}9z8Nw4{AJ}YxXa5J6y@FVC_qN%)o%BWh*2kv`|I);6cDp
z=cP5ekN4$vrRXV@559%_`Emlsvdg}=Tspsuj_1DU(5Y>uKnpkT*_{86Y;g=bUeB8|
z<32Z!LV0=l`;q>m4o*%vW<$BDcG973JyF?g>JuUwR#R1W*{+THt)VX|tFJ0ad7R76
z`ACMfOO4SYh&dv;J+yI&7jKh?)FUY?Q)`pQooQr}9?l%Pxn1qIizYaBS#f=>a9mfo
zi-Cc^>fWCrROWHIQ#w(h*MhL`;bd=rPiurEmB;gJPi=GmbjE2^YiW0v@dO_akDBa-
zxw-iSuQh*^KOzQRBWYyfBie~V_41F?M0a#0x_MF{zQ~zVTeXhsgJt2Q*i`0UL*_hN
z^j1S{jKRudYk6#!%W&B5a4$+cnB|p}l6t*Z;<Bq<b2KP5c_pizUYo}CirsRI$<Cnm
z;QQk~bw(N*amV(3nS;zAvU?l@0yk&EQ&VTPV?yS=kBjRb98{l)X(%W>E3Q8wnzrwv
zm*LXt<2?*l?d_!&-$`6?)5E`O)1~ft&`IOC)_;F~@9EaV5@9B<3rF{}`5-zfs@F3f
zyL=OsHssgfo*Nn%P?CsHF-A<be$LM4RG*^n<FKDmv9)Egnr%p3>3%1yrlw}%s8@=2
zrA0Dsq_w%RVY)d|cm&QSQeJ8*;qn#jbjFq`)0W|$w@uADwcVnL2Dqmf0kG}ui)(AH
zZTkmYy6ygbJUqyC3_Nc_9e&79m{X>EIQur9uOw3^E6y3!_4a29PfporYNpt_BcKvw
zBpkZm|D4U?edYQz_!ViL)8@zkIAe4ZQ_Sk!y_RZf?>I*bC?~hU9iqvywtS3g)3=(K
zZCfDVlG%8<Q@h~uy^&*Ch?<2(ajgRbv%pA6DfV;ra#sRMtvUU(<n(k#@8Z|5UoZHH
zlwh>=^vHM`*DeRKLzKi3AypLoms>38Mr$L58hKq^T|+r}d7JT!Iz^ik<)3<cdu2Ue
z67V<|6oE}#1A<Vl5jYq%dM$zL4=5><<BvB-<y@BIRMHMTR(q0Z8dUD{^J{y0?=>U#
zsqU^M+u(J%dA+XPsgYV;UCrz2>k}}TPPVRjzPhrK`zb#kGo8bFind~Vyfm+<rl!WM
z9t2p8C$o({K10mbHWCsNwN8speNN#v^~dpNk;<Q5hV*GvTH~femyu;eqtv)Ztt&e_
z+bLTtg4-gUv2O2GZ)fLom!q`-miWFjJ`EEiqZ}T$gZF23V85621%a?%;I((IFy}Q5
zj;Tpu_S$F)I8nh~AO<IxjLTYD78K>?=9-;b6xTbqm9Tj7_C$frBU;dMY1&2IJKV<Q
zu!3~?gn_|YJw7@4Q)xv7f6Ght#l<KA{>>|wqq;}zZMPhG<%^4pb4FmZToG=b?9S?#
zj@fI-$;oNy>FEvG-^gm;Y!)}N(}#tG47hoCY~H<lHz}U#;ls5j^z=?cxiS{&ZM$yc
zJJYq3Wys5(2i#yQenqc!+RT-bk+D(^>td*tzN&yQ!S}<X3L?%kkVd|@Gkjg^%2m^@
zRZ9Y+&v~~Ai>vo~J|9jT@l5%}3yKFs?UAGwL~Pvy6p?rbUrxTbADizBh_@vTF(<Wa
z*^pSJaN1?L7MJ<!Orb|E*)3&rk=R*~&A+Ir<a(=58;kV7qV?)*G3tT&SFE@dtH_85
z+)ew+mGe0-+exlRlb+<BJDgw2jJohj$TnNBD9M&5-kyjoRn?Zdx$vhO?3k|{PAF&u
zQc6mSgw9Lgtsc;={=l^5V97(Zg_F`7|6=rDaGaU3l**HrK6{dsub6Zmz^A|>OZw1=
zrQP>fI+L=JoN4<X9AH;D(mRZnJ)3RtdYwvl;lK^Sct1ZI{&v-aA$d-MQ#|Q>s#NB6
zKtP#0Nhs+Z-Mbkm1it8BT=(@iX6kEgGdL3>8Lv`k-ZybMY}xXiPB|<L6IEANXL%%w
z<2aDr+bwq4oq2G&RWWIe&5>I%#~{3uYc<pJ&6Z5v;o#svgadC?Z2wcCGiy+-WODYD
zlE%u1b?lr9l2vBrE!5JAnVFewa|eq({(IQiud}_2yliKvSKZiL?lQpbh%GUAlF>HH
zdL8nL@dw7+7MV!VboTWX_oN7UHEAWLV7F^EOilOfdF+rGo0Rjh3KT`AjiQKlwp*G-
z6^<{QZ^iqt6kdxZf=p&G-RFkRp0>Itg{Zl)^`xm$*?EpDDq8$1O-jIE#0qXs^JnT}
z>m7ZMbS{OTtgN}(HD#!k!_g=jW_7^seIZ*c@op==&XW{OS<KZza&n)ml8(Z~dn_qK
z!-TQUwy~=xlQuR^sqvAyadB}oB)%v1b4`9Mtn<#LhwZYG7G=vn*n&=*-=xx{dwv;i
zENv;o;6!|rDiGOV&p;~9a4y!z<wuX0oR2IHW73;K_uwT7+R~L+?+0FTUR6=M_pwMW
z;(Znx=r0b1NViK`QPf7Gox5z)?k6<O3yEA&^y3wftDr!daC~8re97jBqZDq#ZSr~N
zgz1i(w7j+n`8o$^cHEco#VN+<mL48gkO=M=>#x2dZC}BPSfRuqGzwsv)nzoqSv~JJ
zdFUUNAf9jU!Y!^(5NT=um7ivnV^_aEx?+#tb#|4<T01IRV9Ls;h*no)wq^R`mgeDH
zzzU@a*TKX~!?#wVev=*3F)EsN@Pr3-pM}3Woi|+W@L-i2PA*vworqu%k_EJ6zvpq#
zj?34SvWi_xxi4R1tZ^e2J8-d;V)qDfk~pgOWy<IYFXXd7kIRnc{MF%ZBb#cY_w|L-
z0WG8-qXPy`P;M_+F7oa{heE@-!%=907r?27m6>}xNmlO+a+<J28ZvETbLm|lQXcm5
z?532|8QB>-%N94@xW8E)nLsOa<6(enkgpi2cgy@t`Blqw%X6PryVY-g>bbMJj_dsE
z(u(=I@)dNr${aS6u+!#cnXzgM<l??dJyr6^dv<hb4x&*L7i1$<MzJB{@fEnk3q`KI
z_=<D#O;dQwDb9fv6CI!ZvvKHGJ09f`mC-zCbxTOWo=BtH>UGf`M>eRBz3N(NtwTd|
zDRmeyXNVcnq`c9xUDC2^;wpcYeWBT1Q*K~QpVeVTMzXz%wc^RI@wE}xTXk{Z0+M(q
z7;+~=Jk50hS^hSnE5vqzdllJ!lu2A>r+SqP3wP=5ldV`=4iY(x)}xJKDb6s@>}4dJ
zSx3%~-<F?Eys|M=%#+3CkZq{mi!i#rI5zpQX`wyx8d1iU4$T_ThkQ2C&G(M@_}TUA
zuU5-Ka3t~zQ_RllTxK_#w%#N><dTlTQvQ2_5nEf9?pr18BIoGvvL9FbNYs|UT|+~w
zNCBsN+oY`vF-C*@#8-}Kd>v1D&fYCg9s5qI1<$>vlut!9k`HeV-BT9JeQv!o8CR!D
zV80D;I=>uyw{l%-@NGbu0k*|Qu@}~+&z)Yg>ctYOy%y(4>}emBD(6MZ#KHOUact30
zyzO(`qQVaJN8;IMBwtc(N!xn|UlJ#~z&@@iU(u|L3u?bO^ybnjXIYJ7TbM=S>Da=t
zKRO2JXrUsT$L|U_!E5Ypt>YAw53zpp&TQ!d$tFsAdC}X^h}*VsG2}~URTWl~)Cgx~
z6*f2Yy@^kSMW&N6iuAU}?3OfjAkufrgYLuXTC*}<_rJZkaMyBmt#Tb69u6_;?Ci{X
zA5dIe+}qYBhL4GvQM>W+lgK*3Yv?*~xbEqu*4EbcHa835<KpIctmh>3(&7%PcSe2x
zE-7CV(4}L09u<O36Uxj=-_^v##l=-a$YQ+q>eVX|o+>`gT;uh@9GOj8DsFF(oF2xn
z(K0gPQ<+rtTvZ;%1<W@dx?g?y{JFonrY7_YAqde?)~mg#R@Uv?i*Lyb!oWY;Plrn}
zavRJnEXgCCy}fuj5@)-0w=2tv-@ktsL5>X$MoKL#EbQ&-l8T*o1LUT+KcR0FfGtDW
z>Ty*;UjQ<;qn(|d%;rNXs&$5jGyMU)8?u}!NqPA<))z<X`m-S0so7s_4|6(COinPA
zw=@Bit;S=wUS%{#3cuurzH-W5OzmxNte@GZh`X9IL5&Grx1X=e5<pm1OX0|Ilr`yn
zoFG?obFt|Z85x;He>&}wzSHCfTNv-BS8M&eYw=~-{Nd=^5pNXDuV!a^^Uo-)8E>u8
zNx2<ID$LBx7Ail*x-Q&fydqYRd|2*GKWEYO<Ab88TWZ{66?Xb`W}{H+Z^2kr8z{ad
zC38MMoSy+UO@Ig>wu3_4qFT_wV}8dn(%SyVm-;ut{Yc`^xb8s-4&@yrX@n)n9f)t>
z+=X+>X{S~*{+-oryHmzIHrgC5!OOWiO<7o>Q${8#Oej%DYZ^MUlM#uWv70flfd2>s
znSj9(1neEcD-mcyG7rP7S&9zHu=@E~D5(dh8A|F+Q8|5~j}Ri**BQ5|jI1CP#o75L
zG7Ww01$I%t%FCD3lI;84tbq`8iZ`}5u0@j2w;+o5`S?=rz`~+^vElR;d2o=2)PwB{
z+tQ+#ibleTsX&apX2qLPZs#}CuOS9#gs86Mz8oqHi6GhC>)nUTTUX66tmq^ofg^3O
z?!p#oepbRZ?@G=_1)jnYz}->0&&f&fUD$^1=gWRxU9cpA8Fw#FcY_Z4H6(Q>`!$Sp
zXAdC12^AkPiHPnlXI92GRb*CnH#IE7pi{hfT~otNi&38gSAkY<gm6NSVGHqlWN2t8
z=(a{r_1S8Tp5?QR8$d1SbTXbkapav1ZkvA<W^HY)q@eI>!ci=%q9WeX(lY$mDGAY?
z7{k;`GlSzO{*40V85LMQWeG{iSO2)6{AZ$~@UcNN3U?+0XP99x;}JQ11#weSQ!{yw
z;_r>IAH@@nRq_J3|A<LOhW@V$4hVqz#|8gVUNY`BH#ff^bC*K4BzEsY-O?bN`|A!0
z;>xD+BL8DJ=(K#>n79yayW;6t?G{81PETo2P*BvX?Tu<HuP=8SJ0~WR^!4>oC&c>Q
zE{-=52_uk>0!O|;uU+sS;@;8v&;nw;>;3}DL{U{$Vy;ZGm_d6ao9d+RjfAXhV2T*r
zpSQ06X+h_=L?*pgu3EIGvpxdTo`*e#Mn+CT^1>PD%gf8rzhAdB!<{iKD0$(wTY&3H
z=8)UY^>toYTSF=g|Lg1DBF(+F-x_<G1QZ^t=^Evw+w!1|4fA~kT6%gmT@)b;5m8Yg
z0?Iq}ndJrGo^$kPzyh&`vBqn)FI{fB*2U)383peN=46>6AQVeWOCqocs2MFm7>Y(l
zR6v1vp{hziMNJ**^z7NQ{LD<h!J(m66Ea)-t1~++yj81e(#w-=Y#$V$JZKF<kGKQK
zU+I7l#hC)M4jfWa84!>bY<SmRC)hoVS)Z=uFfud@o)Xj0(Aejzb>6<`b9j7=i*0{+
z%FO3+@;)Vn<k6ESII^~YsHm#s4atudX?>7NU~oKIlP|H3BIEn!?&juZXlC}@9|7%N
zdyl%iyZhV9%1TaWYG!7IvbfV8R6^!}lbva)^73;1^r;m<?b&-U)a2!b0L@r91hHxz
z{3$6bi-OIY<+^rrec3wuOjx+pg_DyrxUaxPLE-IKT2$C+jx@)698zUT3|nv7)vM1l
zS4(~PKGrc=9OMEP-Qa$UTdF81JSa1gIaehV5D+M-e=G29^#Kb@OlW9m2f&sxGZ5Ps
zZ20;4mo_#Yk+I{{J2*Ie$jA^((cvEf%Z^g3ThGVKyVmiBQeUeAafW8I$3F=HgX~GK
zo0e9pYSd}r8Yvdm{m92WJQ|)WPJnTJ$juF$nx1amFUggzw4M&Am@*FR<4Q--ZnH9q
zNS=IB8N{Z0ak|U6<#%YMW^<!`Lq<(YD={YOkSz23dFGcd%ytcDW4QIOckTpO9n9j^
zpSv`(TbP*8R2XUDBrnefWw{h<*MGD7LSOMC*(%yfY#_PM&fB}em5%+>+V=7?mA0io
zXwSj<%HhzUv6_u_d!}$ul4U&Gi=&n6FUD849qy%g;C(jVz80V*CRtV#TEL~lS|b)=
zrPhk=*#s2(t%ApsE1nj%EQe8~21Hu-^i87X$wM!=(cnlO%85mB+S5nE`k4ld%_8%}
zE1|fLO$XmUFT6>$VciPelTq~(T^3$2^0_|7*8;i9b|~Z^WQiE@mdSU1KACSe#m~-n
zrVUn|7=I1Ku=izUO1uPwgN#o%kto8lTxaj@Hs11EjeYh5#Giq8XJl>-uF=<hFXoZ&
z4D+uD6ypHlg8S%b#XMF2Ez@MDVV>a?;KRX~n?UKLtMRYWDCU~-dhd7&Gn7+*o&<4E
zCjK)vGF5}Ta<}Ik@k$?vlT<T(sXQv4D_2<3q6Rm#Ztf8GE`&dWku(D;i~Eu3o0d^L
z0ITO*mAA9EH#FMN7zAlTMfB^4wM6a>5I@ZHPT2RI=~sUVjpAaG5pxNNn)pop2y1OY
zGd}~*ub_GM0YT7)@NWnpDX$NyH-h~$oOi&8pl3X?9X?-yuY);?hyPD_wG%|Ah{iLJ
zc7V;OB>II1T1`K%g$Nb^13cK;|A@1Gk1`M_j^c5D57E&nDX9N7rUJ}Ry3fr`^e>2d
z_wL<4L$osOqeuTjiB}O3Xn#WqY51TIbI=RaeWv?}lY$=552ae<q&t5FSfCp~-_Ljo
z!oKp}{=VNok>}N?PmljLCKP!hNqG?d$0=l*^rijlayxo@UjK9GXF@_S{~EfWpdjOS
zPy^R34UY)DM(jI^%`j%;^&XWIGW|IH#Ohsl!8Y-a^kdM?xC>;ce|_f~kcIy>KG6C9
zHa-+IZI?Q*{&C}e14s~m{+S@;Ka-co`q$7v8u-`Hx_Wvre_JWVX1zz8(CH*%Cf-Gt
zkOGq5f0>SxlhePZBgh64jK{wY(cb_Vzccr-N)hks1(2CowA|No^u3>{sHhNeJJMdC
zucnJxFs>1R=o;M{ENEl;a}czLb`Yo%4M<aVYZ!jzq@E$7?eWI&1AN2o#HU~VrYddH
zn<wvb_s+Kj-A~5?3D?iVMeK-b!Tgk3I*~$q+h`z5)Wj1imYEHIR6YW!wZiSqHCq2O
z==30mZA&Cgy@UPzf<{J0tKEwEMMZeUD=me7b|JyRzDvJlTokFWXKlnbFWlU?rd<~!
ztcpr?o9`qEfHb=6bZcB#R#ui(w+S*(_(DzXIRgU&4j!IZNJxl&YIHQ_ykTx$URdAL
zr%xRL#_p%q(f7sVI|?8oAiRx>!_CRb3F-5?Jjwa-LuuZ2VscW^(a}*68MfDL$%sZa
z1v4F}-_U}AlBT9KC|4|aIB!o--K=bGN`c&e!Q&keSrlYt(Q)zc-j<iMwYIf|IyrHt
zc0_Cq=Ae-BxhoY+0^PoZOvRzHtn9szKSIc2QE@R15cdvFPOLW+Lc+swtd_l4gac7C
z>pe~ttgH&hXe!S^&0xW1etur*zvC<p35hhwN%4J9(9m!<>9$SkW8S{~cH*g7R}AvF
zeU6z(E~ti?J_P$VCg$}FpcXi|xKtDG*LvFfh*-QXj<6=<Vq=l4)D-z&w)OSNS@vD(
zpJ^Hz8;6=jf~->{*?DJbJl5dbc@9(w9OU8PNC2YaxASF#X>hbYql_ez^GA|!Js2_a
znDhEFlQP5&h@M@q+e6ag_RE(?D=3f2Rh*qG&bl|-+S?UnWYDT>Yr_@|WZqd%*C1O}
z_n@Xb@Z;BoPktxjs8r(*3Y{S#H1U{o1miX)GzKBxy?f7jV9HogLE)Ql9H_ByI*ac5
z`a<-QuUtfJZnQr4OpK3*SgGN+8lRtLu1$YZVYExJ45L3bCN@l#KU#4}0qV7OXwM^e
z4>z|E{K+W&QqP9-tFkh+k>p9cwf;=%WFs`3dbh>`LIIL5GX<}~`)G5Awi`b_P$ydf
z2<6`Aw~bhvVteI7>50ZW3mzvut^ass7bbLOwMGo2FCJgnzSg&l2A`Z^eXo}+eVuV0
zSgqfBH;L6up?2gJ$YSeh9y?fCO^a<2wHZhh=@Jcgdl;|;WDVnoJ%j{^f9EKz{%`JI
z-!psQJL_}HH|=#geFPNZw4rkYPVQ#LpGSpW-#*)y=c~)Cm-tYg9R972+j5*a2VxoQ
z&J5gNM1~>+w!>>K#Uf*g*w!1XQRRRKTAKhGF;Dhnf&f$m&ysp`=yuksr>I*)yNWMp
zGwuuJKY-}?cXIiroOK}QOCl$zl^TbfI;{5MrgQnJ+9ABlkxB?PoCnN2_?!1Ko5PCq
za3o9$xokZAZ{PeJeGXbQT^p`AyE^RaJF7DrqNXgnyGBfAgdC3eE4hD*MA46+Sp@kP
zz!pCG9bkVe{AS$M%pv>d$9YMyeor)@fD?O82cQ`3HyDL3Tt5L`jRWrV5K>#BBVh_M
z{%%DDdo^?H;GgMxWq2%6Gouh3X8zY^f5d-rC0`N!-vTNWePOh=`!#;%5dUF<`Oi#E
zY5x`Ifv)?{!Tz`$C=(0_2>2%xRLX2<Ao~}pgTV987!MuA6!j-+D`kQV*3!yq_}m`t
zxB2J;7=J7tMW*~O7+0DHiS|DSRJL_?4*VDHiip7dYfcM`i~sYS;Nanf{=sg4Jmr;2
zBs+@7{_~#9F`z2lr>95z$2_4^f<*Xzm}A0Cd87o2)!@u?>l6uPaFqR#7QImb_-;rA
z>MGmRrgzuS3XR}FCMMJ_h|l!mHAuw&0n8wyy2N+?3H?9mYBX#xiJ)?RVIdVUF|kvF
zrvIM+M^Bjpgw-!!K$)>TIfL%c??WJk{XJ)U4Pwu~zF}-);@Ll@s{~VCn^6hngn#M)
z(0Tn2Jb2lya=gq88;yX;cWY~l_Q8W!{I^#Q*=4wnDg0g+g8YB+%jj<~yj~Zqpl%k0
z$EZEEV|x^*qW#>UEj;t=%+(!O0@gtJJr{ub(3}-KDGeVV=>Z|uUu*Q48r$G&0P@1H
zcKj2yXP}~V1d42-eNb{}HCZvBVN)-<*dE29D<xz?%fJxm`xmvQcn-JsY`nw(5tNO0
z!i~1h_75tc2(4U^+?aUu^{#&<KI_-%<0jWXmlN$_2t=E9e0+RqanYfT`KDV|3*h>v
zLp%o6&%P^t={_R|${Hu~ZjnJ9G`yZ?pT}leTSY|(u(7dQx$ob<|D(UZ|Hn2aHnwnk
z6nWmkfj#(_1<G1O4PKYuW`W?-`Tcw7;Nal5Rq%p>x%o%a<obF(QE_oakRY8Auks#z
z!KRT7?gKcQ8y=3j@7UF{bN&y!j>|Xs7h01#ZBNA2IIcefX9jokWNkpWAR!?^JU%|2
z)wG{tqSORqcyu%-FOLQk-@*(`KowI|!)>-Z`o6HpuveOU$Z4k)zw2JcnTD$?r?QgL
zi<d9s&v=0^g4=cuqO7d^COMfH9uaZqFJ`<wRjuf0{QrX4!>rhlO(<wTt`@4(dj345
zKb~#b!077g>f1>jV_=`Cu`x9+E^Y|jMwN`@<ye}gme%@MiGhqeD3>Y-3Hfn0dKT2W
z?BY2$yL-60_5%mSw;D@~I=PW#2X(~1apRuzPoA2VL#V}FW@v0|Y)d;k43SZ6Mm0{G
z)Md-;ES|mRntROFk1eLAjO**_k|OhbZg0MlaZbNFUfEsV)dPxcfEH_|nr!JD^4xjl
zxAvm7p5vx5_BeUJ0*+gTG2`>x?#V9<fY0s<57ep@YcFt)<7sU4uy?R$ul1~Q3JB=b
z;Up^`tt>A5?|@D5-vE1Z->vy43BHNgW83o_MY_@2<G1?>;r{{bJ(oQjgi)kZ^gnrV
zPcM8oM>p={m;LXb$4qDjy-woy;_i9Jl4mx)G5kqXn?mP_x&!3=P9Gz@v;CO}|LG!w
zyY~SFED5qH^6b|63Tim)5j$D`M3tb;8VDm|i6~=Rl)hIY#UlAQXDlcqNr&yWj#=f_
z{=#`gwXc3s1;e&22S^Y)spRHpv4Fw&M7c%l0m||V=a4ma_%^#KzhCT>SYiQUPtLhY
zM0<{qqVsJx?h1WpBbD7sedq#6T#X&c9>BFA8rcDKG&zB*Jy^brwQT&GY2{<bd$2;`
zcUHL|i!gtxQy_XQeG``zT*hay7<sbqy)#w4;BaWD6NvrT=l0qK>v$37jwbpFNH=zD
zkrS`;B##^)&S}#6!}$J2|NS0v`DTkp@tbg1T9kV3v48KF?6sd$qSG24)nUB+spc|?
z0&y*$9T5|T^{yrY90A5(5y%&IOcI|7;S~W{&Iu6{djF)Wpv5A<D~>hb?@HD)FcPAQ
zE02{|8W-Xc@|eHV^jkpTMj&Z24)EX!yB$EYbag#J)aCsxNTchrWL*<|vLf&JCZQ|b
zGPLyDynl{8(A78qGZjTBgc`}b`}kj9J)jr@(Wm$+!ahU*gVkJCMaSj9<E9m57QB6Q
z+#8CpcXIOb?<hJ4VQ-mf3w>})iu4MM8<w1$?AHh*Xyf!}9tBI%gm;8&>L`t#MNuZi
z<-C=s*9fwmxWB(|=?KAsYUdE&f+iSCp|ZvWNW8unChR?2T%(R@*tJ5UKS>-|y;s`a
zMTTZVu{zo^)keb`DY$6S>FLGJ*sSn>rd1ihGH2=MUx+J83oFF@0(0WUTozO^{sTV&
zo}ueLKDu$CKstb+1?5ml_a**{+1v;_Uss8c!|CQx+cJdwQ7auF^~%5L)_qto(%rPp
zf|#%+9;epK@a7vtw53%FoR_V*Y!4sjW>w<(j{KpD>lQl0O23)8u{N|ayN}>!h@-3!
z9h5yG^ENUt5J9;iA@BThYgcK)=VRi*_m3a)vrfVrJ!;3~F?8@Z<`<uN`A@BX(dN$*
ztg6nApHYWX|0690%gK)LO60Ou;h7lnHlG?CVn4*y&FxJ||GHz@x+$4g*)p7!90TX(
zF8fQor4?P_^JTWL>#L(91`*k@)1+2wfn$O-MiNM`-MQXW>r2;{qnG`X$E`4l7w(fZ
z@qG|=l#%we>kCC-8WA<T-1oegEk;~7m90MOcHq+)9*v@Ig^NzF<#VeYi>dWT117!~
zZce16U3A&mTt<$ZpTbATzGo`7#vKie;Or9-u8U$sgk;>G=Ixwn68%ep022vDTYqp9
zCG~hCqijwS)RYK$H!2;an5Qo~W#_NBCe?=cC|gXsVhq-{lP`u6X>CFeoTxBpH0H0K
z*2&(^F|ZoFV7lJjFfG}ksl<5yl&|LPYxt1-x!9cBewN24ifY5}wA$52i3Kgnp_{G$
zDJG1izh7nqx~_urhhWqa2S~SnXcD)(z1xH9_(Upxxk$A4)z}_yKGpZYZwF<+Ht@Iz
z9_@T}_d@s3?!sDy+pF~Op_TOaoP?rHVFPzp;x$@mKGWidq)U8OHKFKR3(K|^ydZ~1
zyoX~N)6pT}zr|5F$EtOD<2--0FPMg36p}kib6T&vT1?fP7Fjk|({QxSCrmrm@`hRJ
zqv?f7t=S01{sN59CwExWLUyp<(V)lOSp??vJ+AW$?S4Ees*7}^*V*NxPi~Ume(CDy
z8jozKJ$+DPWlF1Nds~=BfVU%RK}Pu8B?1Y1`m4Y$pQvKO4W$^4g^UfPPzDBMozR^>
z$0bOXF%QJ0;msT7&_`=0axU_AqV&foj@h#}HgITnk12%bOf6*kw1&gHt88f9xW_{Y
z4T>)3Y$Q7cWYh=1dMd*FOgF(%L`Srp?bQFc+MuiZ76-%$v-F*;ltFX(#@#NSpy=Y{
z`sT(2((ZIJ0_vK8A(Y4K7Z?>o4KW0);HWnpmGtl1K95jTSC@op<&T?(hs({}w7g)C
zlW*};i$3HD7)QQO^S-@COYHTHN*0)SzQ5kOv}-IUz{eSWHANCWfv|H^zZo{Ize3<a
zET!&w2zhD?jUoMcI$3g<FuaH(FXOYGAeAC6>mGfdsrTTi2NipSr2QW4`768T6~<j6
zOUKoy^$mUT*=Yx?h>e-JkLJW{H^qx0*Fxh*2>lZ{P|dR+=zM8GFt^UIyRTvMRm?4T
zbi{3D7!l1D-|%8NT`rvn;mmJ8GoLp!ks+VukET94$(e8`oxW5~Nz_rLu7@dO7X=C{
z5P>*-SM}x^(J934Y~o`?^`iBk(Lar8n08YL|K?@0;hXCz!&XxA<$Y!DxBh4*40)oJ
z$UbL9cRl#d3=ZFs+&_dn7{oo^Z*a9JH2yJH4pN`EX<1A|ii>T6MD_B_d;2b1FA1|L
zO*I*ZIx9;nOR{o?5ENpI!#dEG-gNRxw5A+`ImP~(6CwjeH>DJzG)kTTsG$DH+;-LN
zrR-YxQ1CJG0<m_e+b&mSZmg#{kUyPY73ZG78=s_|E6+-T0{uv^L9I5RwH_#{Ou}ry
zB%$vX2vC#Q;qzFyujbxlO%CJCGqdVUaY>-c&I>)_Wg|tHf`vesaHS7-%)YR^%4kb&
zK*GRioU^*&k{8^y;$@gQ<gF7Ti!}Vcmk}G4i-w~(xc|dZ=QhUpCG^YCe|?#drLDmo
zzNn3YkA=G#KQg%T<aEXg2tn*UTKnSql;dy-gtwaXMm41Gtyv~=!S{A`&bFDTjB%1*
z&p_0ZQGT5&%%yn>^Ljfs42BaFZaHV?6Zpd0gN>G0Wd%_^ZCTda4bxI?cwU>mGgI=9
zA8axZ8^@)naLcKS!L3-i^HW2GLHtars;c^8s}VlaB@fT}g?Ycca}LfRh6nSvOK{L}
z*-pEAytR|3<fI7`<dvRBT@yrk3WDwV@ebnWRLviSCB&{CU(9;;bc;}lSo5_uhkvm3
z4?QN5YLF%+5rGx%DNQ4dLiN6lhcUFUdcKLiIygvABdq|Aau1Z${{%4}LacG+t45x3
zBsX7oil<LYv^KrUj^RlA=xO9=G~721+BCTxa$J0gdy>bb>U_5QD8+gZEsLQ`0WB^3
z5n%4k42O7XZHtPS%RLf<b&22D*f=bTd1<R2>!p`g`w_pIXX0(O!{MB6&6i^GVUD%6
z67qZbHAORq&?7<u-A)v5V5@*p3@FM}9v&V<%!WwY6XlyJn~dsZ!R|+ELg?t|I5;>W
zQT!LQfB>xXMOnB8B)B$ibJqCrgw@twa^3c_9j0ly`F`9aG8GBH*TOa+%l4i$5NFgL
zO0G-UUQ@N^qE{bXoBLP@U4Q6NfPGHVWYiTuP@q<7I#cIX1}N*sXfb&Nxj>q|gM)_F
z?W9d(&UmRw*f9n<zjV6iLC9G9keoo_X+=cv5zg%`8sg`n&)MD#-ZI@;h3yBTy;CSL
z?kMfg@oG572fId3@OA~JQlu|s@jev&{*|v$@CSkUO&DlSdD`{v18=FMItB*b@LwMd
zy&MIVNgiO_PO)w{H^ySC+xpUF3N*CU2qNcz`S}Q}CfIjWN``k1Ym-<mPdU)HOd}39
zxZUR~+dg!W5n<n#Z0u+=8fb8|x`oJ(?(LIfqo%32GeF~q2{e94%t1ze{CJ_MNdo9+
zk=Z*S)SlIWBJj&fLUzl<F)_O{*%VHpPb$T^kBh3F?QS1Bm*?&9_r4#(+UAtcIK757
z4-H+8Q&tSlqnzgWm|XT{&lj_Z@m-2b5?&GCM`zFh0Wn32v4<QU9)4(ONb~gc>{abe
zpL}%E`KA$c0;GwB69}=hv+Jv83}lO^m!c%b1WHLs^|_YgFTrdCeg6FUWr7Kw3VWQy
zJC;nEaW#!M1$!Cs@S`VYMB8=kzHHQ!g8(=j5Pt#(Q*mfb;b$O-K@HyPz+!<9D;7yE
zAj@LX`yOB0)ek6z)h{d6KI_8tqzl{@EPI@6-KU|UA!5???VthGj)(a8_;!Bsl4v3x
zH6gd7<Q*BQH@G<1*pv;Wb#<DSll2}hz^R<BO2fny4L(jwUucIu_8*dL%jxDT<>*)z
ztj&CLbE8iv&h!pIgQA!i0xmv&OkrW+85!00_5V%JcB2seRW&v>2na#!+JhF2AJlwj
zD?6(i-#<AzdT3)~W49%3X!zdr@ouu77Z)RNy1v|sne^P76WZr+u6z9G5$)s0Ql4a-
zwiKkCwt}c_b`B2Nb8~aKMMOIvSG{uIzyGsXeA5yj`E-x+`%uzUmm=L`DVmW##B7IW
z!2ADtCWQ#||E6W%TV>-;0-m1_`S}vO61G3p>?6p+#)jliIXl@w0p*vP&B4aXiuBLI
zv0FIQ!M<8oR3ux#!Py@q20uBl5;J`CEo%R0;8;&7dNgtOJ5<{a>)@oRIsC5$WZYyl
zWMr(_;<agDPS(TVeT_FMFCr2ERy#d(JFB|qz!_*G`q8-LwOKBLg1(<+j2a7E+}&$F
ztATce68g=ou_w3uIQ3lh{^T2Dzft8xa`f|@v4X5hpi#J%T+_05t!i`<T3eSEa8xb=
zi?|GX7ZEK+LY>Y?I60=8&B(J7wFZPeH%_MwrI?-yr--@5rNb_DrYbSVEuv<k1Gdl0
zY_F{1PvfGa``>fuG#b{6?KQ+%FyFpBufj<lUS)g5rgX$V3LfScn|><ZNF&K?yrXQ-
zN`(JYTh`qls{&PE*%)dWb9HDlLs;_nkIJ8VCybXm-Z&13;tznb&rI1C_&*owjSBAM
z2#?=`Z*W_OK&kbCsIL#f>Z`+{i=JDl*!{7KC4##Lwp-t@Ebtp_4|=M(H1T&gPH*sb
zecVhrkI{a#bttD1S#N!n0enbUE__#rrA>rD)JB)!H_uP2zr4rQJ-QlSuB0Y8I>5JW
z)Z4U~eaN^SO+QWUVe3iJM5R|HR(NVe%6`u1(b;Yt?@hWuWaFkLKr0Y9)2u(!SXA6`
zx`t(4yn1RK$$oT%%h!78!a<S^WUumMkaG#zOMizktb*$nC-)Koof@x^()stAU>~6N
zWWRa`Ix+@QxEzv3(mCxOcmZeo5jgT;Mfsp3CA3IKyNL7Eg;*!-RH!`@X<*A@&-tM)
z`nDwfLy*(CdwOCF67fDr%p)%NXq9n$ZU17|0lxAFF#-A?79fPToW6>=(wQ7HuKp{%
zsgEyOxpsAXlGtQmg*kPEJMZhId7Y?1eTv_1Q&b#BwOm4K{D6l&vw4E^!56@Vy?N7#
zsv;4qbYoNS0!>uZ_QV%gJ;a<TeOwTG=pNk_k=u{~JgSVJE@6bsyt|e)V5aHwf7p7o
zDQ1T-2H!(%E3^w!bebc3EK_g7utW+M`!D5LS)uCOvC5BDT;cH%XxbimUds{X;3@^b
zr9F+hJ6aHnHN)@~#@k1cx##vc+O^-dtbC;Qw~-&-F-0F!RU3@9PQ-oBvX@V5^rFXu
zm{^>pucnNLYy903OUS@kqtpYsrfEM}T$RDe+g|?yxq82OzmYb0_dilrXUre4KjgNH
z<SKGs%&!wYooq)d@q6z?Vp(W<Gdv(OLDEGx)a5PzxaW8Efv2Ox=MdtOgG1y=#7H>r
zF0plH2V+QeVPXaEVAytikZH%~m0u(z-goOP!3g^-_Cm2~@0WN{wdfozVPkUOP>L@a
zR!Ot!;>eL?+__>n06*2$7gw~knCI*u9lBby@x0<?eA%%ozm<gf6LV-SJuw!x<8@M{
z<@hso;&L~$;<h)PKBPZ(gJtOF=GMh^ENu$fZoe(_bqo$Z+opbpb3aX%)k`Gb^>$%5
zs8wQJcAN2`h#Wm^|3n#-=VfHUcEo*bk07SW)mtzdkNxn%aP^CJ!@{joki)lbii~T|
z1G(JbH1xaM&$4S>UON`<^(P`7*jHr7UJV^BM~azLXWI%n>5}|$e2DYcAVr$h3Y=b=
zWp2Q2uOHcrj7=R(H|>fpt4283<FC0@*ovbKO%$d{O8rQabTIIOPvyd+?hPo}vNN2p
zAALL9S>TI8VxYaXx%i4A`p)4V0oi{x@1s@70o*8W7@}N%j|0oW(m>_3Gx7Q5<xqAM
z{{-vv3d?2PHZixbQ=j!}+v4uJ@)KISCP&ApB390B;q8?~)))hS+KJh??;khTddkIz
zt<k|+KJUMzz)Z{W&ofxWmuq!y#Z~EtDy>gQK??|8XIl>7F}F@k8oNU-ogMQ93KvxO
z73+Min73uloikO{)cfl~B8>DJW}Ot)MzLI9lK#F9_8hyQCrm^|%PCHx<9ffHeEp3$
zS!Q>)^wYduAdIeo?vM;<s$giK6jh{OW^6754>D1eS}tR(YXh+WPJM(p=dbb#WK=!!
zL-^dPcq?c7ZTgeH?I8De&ds3w`fx!ul{*d;mWMa6$3b6S$MkfnVG9UJf#R-%ZIo_V
z#GHeOEDU9>H{tg(vGT68i1jRf92)L)r(ud(V666^EZv!Kd>GYsmF(WH{k?17R{zPL
zH<JKnsYomGgkHO@s>ha>$A^xN?jdD@=<O&P>cmQ+Q^Y`{#l^WIhCp|^=Y2Rg&cP!+
zuo`$*c8MDsjFw8pF)`TELlXbl@h=8omYT_c3+=sf+sP50d|^QNz3-1cDAjUNch1C!
zW@S8GE$bl}O|5aUA(_5A(dTdQpksO<Fmfe!=%6Yb<t_RzBO}P=S^U;uZ16pZFsDT8
zbb<z&R=clji+p?&PhCJ(c@eFxSj9CKJmK5@wOsr|R&LSs<TIN^n8FB@qre%c*!2TD
zfv)sb6AUj(8sob>*3ycyjG%V04JmsW`^kPxfFBuCU(7E|!&2yQ!5%@yAQ9wSh1ro{
z$apL17N+A8@Y*6O_|}Gi;Gz9^VpEe~oQ6@_n3~2w%wqPpON`2giq>k%wH5xq{7*vd
zzOeZ;RT?aVlkYZ&fbb+y)ZlD!VkwX&cbh_slVg9g`?hUID$qjYRivG=j=%=~k}NLU
zaha*s<=q0|zh606ehz2Y;+gcEzUd@-&0^Vi_4*rg6bCLYrWYFO>PeyWEH<tibtXk?
zbTf>Tsj}@3UA?tvzr<!JhY{qnSJv^_7l?AE=hhNdH#r>O4V8NQfX71W=_}l|O3tI4
zde8g@A@Sluvn_q7F=hhv*zyey^~JfLS1VZ6M|#UxrtC;}4G55Z_&((<k91y@rbeA_
zGu!Z}T$(JcrVdd}ofREAChuy^-}Tz#?xnG|W;6jU-Bk8*RS(*rdn}S210$h3<fPss
zvx<s}%4P}DBCfUl5wQN>E>&(MxL0xP{y7BO)0?a*Wc=6s@eVgrPYBIS&loRUE<e8j
zQHjSQb#PDtSDl(XDtwcnX3Qmz9dE)K<yX1<r>@}MHZ&e7c50fE=X9=ZB?fcL87=dC
z+-OPPMCMd$s&Lq;jMpKYf8VJzZ@r}jT*c_akd&s8zwB(#+i41+Zbt~dRoUSgUO`iP
zdFC3&<+DqICAJe;QCNgeN@}$f-`NG5{k8SUeO}S2J}X{F!N1){R)|4XU294qSI%(R
zwky9`hz>UMx~p}yt;7z|IKeyfh^i{i><TI4DH1Eww!}7GsU7#?kA(sjq<^0ZLQ>)U
zhWAYpF{*;ftYFwp#Lcva9fy5+rF`x4B)y6L7XV)JfEs;akBBe^?j$FNEd=e`F)Wcd
z?5!J9vgD_-r)*OPRj88m`4m7ZtT9ks;~G6awQ-F0^ZpDZ5pl+Ch8f10M9&e&fWO}c
zG?7_Bj?g{l+>IIp^;Fv1Zi=bxd}*nZxiwq+FQxpe7ZOwK-NJ}+;vK!SZ+klXHK_iw
zKll3%Inl{CrL!^-CDxLbN`2~>?Mbt)r(LSs1Ub)F+U>!6FXQn56p$@koA~6tkTp{t
zn$4)(_x%g6iJ~no5rf|mRf%ax-k80`jpVeeq->dvo+3s5;g=T_hPM7pxg1Rf3)-@t
zK?NqQnJx1HxdV$(?cB5rc^=OGbkXTnjIU38ccva~hM`a_Exm?UvhG$-j+<&VF6{Il
zlkL``B$CR!s-p1^l^u<?T#8p7pqV5}oosJE#hi}bzE3H9V{KPXK(Zo~AmSF56mE0l
zB=Y3%0l-u@@U@2mqkziCg2Fr-=iE1zb(Ql~oE0Diswqg2tE~jxz3is7WxX*8rxYkC
zS;Lp5boc8C+=;QqDxhxkpIcXK?QQMqLL2QIKF?r&&Cb??`V~p_X0r?D)#v+ZwWQ~&
zlVOEcn=Ap4Ys}?M$<a1ARv9c41OKG(wmTI+P2f-+Bm=AJW3j+_&4i-18e3s#-$OOm
z!{ThE(Twb{T9=&6`8518E70uSJOQ6?CKy>5M+Fq}4CcI(W#d=9u#@Zz{ZLOF3}QbL
zH0dI3Ax5F}`NH<vk^3;6+;z9}!39<3z&o#l*+EMDuSHt5sQr)nQz$URYnHQg_q}KO
zJU$2+94dT*|I>gu2O$di;P2nrIT9MV6gv=au)-(6#B;Cj)?K15orGAT9(L-7^*vMn
zpf-`{(p0vb_#Z>XAqOJqpeW{u&gm=m6=-g`sOI5qo^``@VH6HajQsVgoMogTH%}WH
z8r*I0If>;=cxrr<IQDOj1)?P4{LMf9Rb<b=ddJVJgcCU9{v;jUB<?Mjg1n-5@ztA$
zGXk8{uj;h6dCJH^|2$tMYFTS4<=2j`&Oo37uP6HuA#OujV18ST4lXt9i?fhZsmeqX
z9NW$nZ2j+*O$_KVZ0I~+L6gVv1VcZ2WW|W1)%#S}+nqoIC3R(#YE&f4NoWla?V&vc
zpHW*HwE61~uHP39OyO9M-4yIeeCiLXwH>{^ku@&6vOun&R$OWbBd%S1*_NIq{B8vo
zo>y7(Ik~lU%E9*fV|V@U94z|M!K6-`8zQ2(<z<egZv39$1VoR)XjWJff=oYbr6*Y&
zn9_1UZ`i=u{vsU*N9FLbg}M3KpcEt2#irii$wkU#AHaXHMtK*>w7}2U{0Pl4@A2gY
z76zQR+p%6L5!TfP`Ew<$Q3~Uv#Qs_bE>GYF_@PnTbiPhH9hOEi%PBh5J}LXc+6>o_
z1@p7j&te@YBx+XK-k%1)<G>2Kq(PAspI+@t00}ASI?$P{oV>KPRaGT`!|*+D1BP|X
z=gVgYESi4oZs3*tVKV8=o6b(!N$H>~XP!xL)m)yosy)2<DwMxcOjb5>W&&X%?-VGH
zM3`H$;Lw+uUO(+HrqG@IncP$O!FCMPfoMv^VXZmD3`CfHH^Acytq;LZ8T13jD~kU)
zDk>_G;A%NRCl@p)#q`22!QAhb`h=kf#PxT~y!MVKP^p*>*8fQ1<aMgEF0ZPM^Mr|<
zX?PvO9{_827xg_G6Inm>R=P3KAu@q_G^h1e2V0N;*gKUqJ)lQPWR%gS-OZ<u@06q-
z7^#jH!Wb*g`9KqtlDfKkTi4hg(gZ^!`vUdV^o}F55uObv!^HZsrFba~t23oDo`r=)
z{T8BT;>?tnKv5nBkQI}}9AK~S{JH=1PF&_enGCoBbAj6m>P!S)!a-pCUIRbLfbSMi
zSn}TtkKCSTOweC<2n$02&D!$%`dO+p4<CwnngARB5UU99-9o57)CK$EWP6h429JP%
zb|N-Do|^x3ds1cT(U+D^SWU8qhp$#{ofEY+yrL1@*E_m;o^zI=iZin?Gk=5Nr)|D%
z6emP&aZ0Q@@?*Y;aL}zH4oL4l)9)bKt4YxrE4NVD_?y#FTU$FVxCotyRf2?rr#~$%
z?U@umw3p!RNzT&XLPP|tfOZvilI%m$jEM>L5;-3qAK)GQfACI3$cyact{RM0JLH{p
zyVFong>0W!x#}PzBQMz0kvbe08l2zTnUIr}#dCKs7X;1h9k@_8fl0(WV5bS*mXwqX
zm?@wmf7}8a=;|?pj}00rfMr@qN$KHA&oVpR_97xCFvD^?Z>h%2q{OI$Ht1eP@=f4A
zd9C$%hK!8t0e+m`PqQP5A2F}%=V1F$(EWDoIvYBJg@v_H6&pmV4Q)9VX`B9^I|?iv
z>dA>mQ`sLb_t&&=9Zg^GIZg-jFL)$oWKihg_gJxmUmXCAX&s<jj-)n=V|Dz?ufBpV
z{}NY?5z!L08!uXS2X{nrnn``B`f-GDW1RYPlEaq!jZpW*$-%)r#tL%ai}ZZV)xsMb
zKH0_I<?g_PPHO%{zt`Cr^sG_;;d}heM$t5i*J|7cgrUQ%C=0krs!5cVMh<Ob^HC)0
zPlITan!CN)lxG}Y+egzZ;C8V`gL}0o&#oT1pMpO1G1yyvRhtHOwnos90JT@hYEkyC
z{-^DLB~u>h3E6BcR~Coa;QQQV(2H1G)d7AFVxz!{b2iF`0{lRNh5AW5xlcc?ispTW
zr9v5;-mdeUCVVFTH=c`g<bfsmg*F-cVHN!$bwiG~`L^|<qet*AGCHTt&XV1<nO)gl
zW}Q|g?vos|o@320ZJ9YUeTBS&I@d8`UU#NUhr{O$JK-Ps36&uP!n=bu1}l;=#(6|a
z;R`D2VfgM|B7vL&oyG<;LXXa?cZXN%{)pb6SGzaq_F_=PUDX|K2>#H9%zLn|jvBet
z(ygU3W8iTOB|R@(LTzs}w+q+LEwYYlY_Q#T`r+u0)3_KEq_HY*m5_6TSw4>d*~A9K
z&E@9zB!YobO}2yyj16bc0_4bD=U}h`SLB<!%glyMdsDb%HV<d3YxRLo^Xope`>vG&
zlMF{6J$!pzrsXT&huj7~<7-SCX4q#6hjK&7K5Wj&d>+ch=zV7ccvIVO;o?&DT<M2?
z1M>^l78a2&lnd9<lbAXF%+z%4(dT066xYB{vSd^{tcH5q_425e8p{kdVfG%ru$Lg%
zskuJv6A%T>-F>`Qdo5oHp}%YM4mJh<<hzqsXKQcL$$Q)Z9_klq{)kAt$BJ3`=Nu2d
zhFJ%r{kU|o^~Pi(D_rkksXnV754$s)Ze!D(3>P>+M1Z~qQk6>HL?!f$Zm;cC1LZ5a
zq;s#j{L<6yY5akHTRDX=jvL-*pbjRB&i?XfG#fwc3)@8?_6?UF2|-ZB(G4AgKiTC|
zAzoigZ+lcX&hj*N817;=Ce)t+dNHG#M3CMAl<b4cN_cKS9qbXeR<<P14R<1aioi<T
z<|V<mbJ*OL@@v@qg!IR8%A*65n?$u&Am8W!L=ap5hHXH<VPtFYk^4cONH)!6?oxVg
zySM3+LfiJwFXm&3?lQ2!go|sqAFj=s6kC!6A079`I6lck&1)4@hi!q>0~QMHuA>gf
zE@Z3cDQ`@qw%*Ppk<V>WRr>K`;993OM4~^VpW&#xQPwXLSn?O`8R~;XT?caNiNb^%
z_iEjG<g7w}%V0vVws*xGicAX-Id4aW%iM2$V6{=<XZO-C%mhd~>9UI$oXgHuV6sFa
z?$19cZE{VK+Xd|KIaH`yHYKy-9aI$|BoMR6(8;I-c_!#i?1!7*8QnyH3l8qS^{R~W
zmN6|@vZkGxw$=0uD$jwh_vwPvCwQ8nrRhNkq7K(dH<m?QB9X9nb*{FVhJU;h<9gum
z%K<_FZ}}kGck)r|7hVQ`*SCS7T)W0c6GiD$eC-y%KlX!@Z}gV>B#S4IgBwQBBUX8M
zFp+~@(c7)O1EtQxkmILXn)Dtg+qXOncx&pNy>x2qbSc=bc$i&V8`|86j)jE%BUg&J
z$Cj>o-eDRkt@aTdlDtA0nrxj3Oe2`ps`K%<emalz3I*|3{(EgpjT+Uz^k6^{5fPcj
zb_4_Y=%mH~<TKT3#I6-@+I^%k{iUmR=A=eXaxcZ$dhhBzab2*}b$17jhb&Vcl}DdG
zS|lMOK$ndC*OH;8G$l|UXKFCs#bdiOtL_q8<m&Nwn^(R+^LiPOg=?MNob=Pwd-83f
ziu!Bu_wO58^70Kob}ST~_{1^!4X8+m{63AB4@tY9Jhkmw`qe393+efW>^Yw_b95r}
zbZOaAs?#mc?E9e4TIVwIHUoi{ww5@`C|S-xu}v1x>pDgz-o{T6S@f&>tbU!G)QH<1
zeuSTOI>&?oYLV%#b91aPviJ~i#2m@~IATpOtk|x-y3QjbeMB-~Il_ztwmLKPiY+sE
z1ZHJ)Eah^3Tn(8x9k0YG4<+y@nEkLIZslzO(gY6nl5E#by~Gc1#W2vE_~~R?ed*cp
ziV#I)#Y>!omm*!K8;qw)D1YwKX7z0ZUzC=ffj~UX(V!x7Ou@b)UO~XQ%kI;u)Fpy6
z`9Y0}YfWJ2WAnZ-_U^6_aO?bmH2@c#3Su?Cx+2KZE;jf|;O$x*_yabdrJZ0m;EEH(
zdx6j<($!Q}8QwKtz&zo}Du=T-9rIG6{Mf{Kv?LvWZbuL>`Uq<x63e|iefSD8Gc7H`
z+s3AWk!xBSvlIt1QOof|^un*!b1W_i3cQ$M{?q*04lLdM;q$cGj6N#+?z)au9fy-H
zUxEwh={twU<9SmoJExli3uL~nTbNDRLS!^-yj5NQPito$PG#G+{e?mUqB3L*g=8x8
zEF$w1iVVq^F|%bXB10);o(YjM&x;U}%p!9nmT@IB;XN+h_w(G(wmsXoz1#PF{pAl`
zYq{3C&htF>W8Z(re!@8adZr(C#E{MUQySAeE!MtJ@DtMfK6DYQbX`T!w}2`qFYkub
zSp8$IkD*tq(z|^RjH><ikFv43<F?9CroWs0pU>(toI3jH;oVXw*O0x3i!6JN9)(f~
z%6Ye_$n7=|{alk-sR<7DynfFKtXf3;QPg4T6|cHi>*<;GylnJ0zq0>w<NNL11I4e7
z65m<6=P$w5nm2YtwdXb_hlGUuYGAbPm!99oWOD_E{|?-_;1Ph&S)xRagx3xu61(<g
zVK+4Xny>ojjI!Y8vli?H4Uh5uUcRKyg69?gM~4b-9M9fm^CRy{3Q=IRPD2l0^g!C)
zpWO?|G9QIA8oNUfTIx!<*kcb-EjR14nCgp)JiF2V^xEe+LZ=V;HL<VyA@Npm?+!#1
zYqU?S7aPa_+xaGqdViGf@@QE0$&(Z~%Y*0}I%Vq`z<m1*UJ>cDjZIDIwKNNR&}_M$
zzA|0gx7N9H4?R{<Mexr=GhnsS;J21$tYmrALMd^vwrbgxrOcRRNGyUHjzk#_GuseP
z)foT0URPVeXgDI}@8MS2>iZ-I{7)FaV3B_%6d{7{Pr6#4pV`*ck)n0tl2ya~@Z*5o
zbH+OiVd>;TScj976ETfbYvJr#f6Wc3yM=Co(<4sa6{n<62>o3Mc-ztO!bcQCKt!4g
zAJN?#7zH_W4}H_M=3TZ}HVwtc<tOBt{<ei1zL!1=SfsRCIkc3k=NZ>kC&WR7wtrck
z?De-%9!Z>io0%c}aiKTygd9&21<TCw{R`)#d_&ur3jXotrOyI`EWOqY-Fl>|kL4aq
z^RA^HL)!PMA6bY8=kKg~ZX+n->9v7qq#_1QS<Bo`LSk*nNVSvVAJ;;mFb#(99aKZe
zO9ENVW0CKcj3InMWsuk(F^L_W!13w6k&)(<@j8y6%a@<jjksz}AGv?*pYK^iFZec#
z*?^ZvAl2SP9Px^8r+P?qq+demzn&uGVjn+tFSBbFVE2B0y>Si{mmHh<xrgt*V_nJw
zlYIYiITZB~8%|}k`+dLp`QA9Pt*wY-S$%V9g3v%gK`>6c;q^5;JFcOxUvpP~oRd?<
zeD4jln(y_?g)<XFO{v)4MExsMGbAbS?@uTzixqMD_xFnlW}UzYzpn5&m>JGo8*H$R
zr1|@m0R;3XOh5R1T!{2|#z=6`lg$Y3u$+4$=B%9eZ3+Y+i%%FS;vYuEL)p}^w6tXX
z@%i~uo58nkcAId5i+cR{sA>X#+c&!-^sPffG{3A>aF*}puT#0&(4BGWiuKCHx{$Oz
z;jk*WfLw?|#2-@fnUJ~Zsr6j70y(Syow3w8DPQp)Gczg9HBi!{fqr2P%~W|CPAoOV
z!k(+$Lyv%Tvs>{&%Y=#uw7;~P`cal2D(AD)%3>hoN_%4(#eJvpIRZ#QjLi_*3q$Px
zkOW(s%SkP-QuXnXK&WW^e*4}CW>0hE1a}f-$3AAuU?h@k=laA5!50X6*sq`NyC5aM
zebJDeQKox%>8by2%n+>b+TWgS8yQJlu3mV%>Z{=DT1I`h@Apv@FX@=i9qjiJq89~a
z7xrA)gZDSvWuk-OJjQZQ^`bmvqMyucZ*3(NB}r8X>{yMI+pV>+rD}jBqo(d&!=t0j
zT3;hUp?D762qZ5-3I-RT4NXr?A#sN2xH$F!C<D`>dR9_br%JtNYKjG2<ff4kclpvd
zMr>)MLj5<_-_8gwRqy4Iig(y-i{L0{T0nt4E@|J|-3|L!*pKVDJ>|cQ5oEoCgL>1L
zpZ^TgvqC8!dI+`ZC<Ap&E0)_33&|(bF$M|rlXVDq2Hul^+`xm;H&r<~IgT0IU*o|X
z*`qry)KnEWdZEi4<?&aJ-nGf`irarr3kaz)cUC38`O=vz)@(VD*u~}0)!MwPl``)s
zHZ$E8HRY#91Rw;cb#Dq^x};R9*pnEMDqsQi9ZNYU2M76ZaklrH@YK}QuPK|&KdU}|
z{+yMO!K}&scqFSd!mjJfmzNOF9mo>OVF91glhyXtYVh{nrFv5l983h-k=&d1jrY4|
z7!e`YpWhm$lAHy6jQ$azuXzxC`CU6;0In}DFHddV(hkZTeZy4|Kk3{#`zZE-!R_xe
zg6-9pTKf*24>{_ol<nJIFDKMAG@ciR%?Kt&MqUH&!}ParOwSB^#F&_*zg|2r>`C;a
zvMq6Qb2B}xb0udX6*%NKZ_0>%AWP}9u6}O2dZ<sj6@NvjT&A4nx`Sk^x8b)~(~{6}
zkQ}C7-Jykyfj8$IbBA5b`ivW$Xuq%&-w2IO8n$ECykiUR#kvI-r1EW0slk8)5*V^I
zfRw=J*`t5zS)q(G^oYq}ea2_%Tu+tFkqLq`7^Eid`klzvBJij_7^lbeu5HHmDY11h
zWBO=5zYfv!r!Svc0IY!@_<`9!)FroB?Z#`X+E8b{V!u8a_dD<b80Vu~ZomR1CNKc-
zMgBwsTZHlP#p$0RW|`j@33<i68!XsPS{dNF4%E^Q_J%!*e0-dYtM8heiWkeyD|_=N
zS@7yrW1B#hv8fZe^hUo(UWQyU<O{rJxF&OsKHE}B5-x%QcHpE!fG|bh6~(wz@vWo%
z0jUEIq5{X=Pm*OKodd`AW9a!Dxnk%BgzWw9*vUEeXFsju6>f>qGg8g^?jm@ixVZ4t
zf!N6HC^)3Q4uLEn9rujJI-ofcm8uG5TT>a)*z}Tt+3t4~k90gXhAgj}{amV;pnM^L
z@}K+F|3mZUO-)(k=&2CX92Pcp*5{NA0V<BMY@Nh~y(HQ#hca|9rJwnd)vM{3Q3WsK
zIDKG;AUUy_!EQ`7Nqv9#&`JT<<93o0Cc6)r;S9zUg`-y?xOjT(LsEOrw3|Ti?o514
z`@^~SRo*D{Rqr0JAJug?C#2W<#!vEH`P$p~h#TkQ_F;nVuhT|_nz^ckPZf*Kn#GxN
z$1T{eK&vwP>A#R}FCNKe6rK~srOH5kWAoXfd`hR=uq!G@C7wBQ1{f2Zkvt+YPJekS
zj&y{iy!W1b>&4)KmsT-#q)xDkM*!<mYC6Gz#*Sdt8VZVBtlwQF3Wz5Fe<5I9a93Zy
z&CkKPzv}a%jR1N6`&WD+BHD9jh946K0ZmhbY@Ys`lG}i8hFDy(^fL;EF0P!Vw(U}h
zDu3`&hO$ovC#rYHj`Ud#cb}@}XbIyNB9<F4Q+B*49v7@&jQ8Dy8||zropNb8Hc+Lw
zs5ouYo<aJ1W(OyQ6}NsnJ~T(~ufSfGaIkP*ROb$dr1Ohig%;NwMZSGAyD$4pI;w^Q
zc9IDSID29F5Sk07@piIj>Aif4%LyN%?A~9vg<7*eHhaKTTg3Qf!DY?Mlv3iSD;-zm
zTQXIe{#&FU|Gu|TPo}xXJ(9+^@{4K{BJ$}aTohSVX{cG}6OGtwNjBZW7v@wGpH25<
zxGGp17f;TfQ8;pnTw3Q_g7Te_W74>R+<b>LOI^A&bFXs?W)hyBWN4F{mAS915Q}Za
zXREQg{QC>m8|opYSL%xDrq(9YO_^x*c)N1~s+<NNR4->N6Fx;TzaY(hq{V&)F86IY
zO7AUBmh74R<;k_-1eP_hNxW`2nf){XIS=*}`^?7b^>H!c&UB_C#jlH<LxK>W{<}`b
zCbH^#UgsnaXpppDR3OhIbt8rgGh`OCxF|c0Dg58_>pttg4M$P_&M%B^$p~@nDNOIK
z+?f%-@l?4o?kd9J`Nk0j_l(RvV)5cHd=V)}9q)^(dsxO#Tm@HduO1#pdop}tp(ajF
z#Zh(|=jN~!#PN+TCQA__2kVqqN2PHaPGkPkJEl7(nnriQT3)?_sfVu7S5{SG<lrK2
zvtc-qcDhUv>YS*GFnS+9oW^n7yvh|o5ar^lPY|VTKIUca4b$zURwEzpj5gH2F63Jo
zpxZ2@R%@^H=YDq78E=0tWFN4#v{PhMrM*#SzrlI}3D{c5#>Jj4@NlFyr1+uw#g&AA
zb=L#EKPa0)&51%`qZl```V<VbKkN$GV-@xuowKBgIvV{@hK5=vH#b*Wf&)AD+CE-r
zU-TNItrBHwRquX{HW4wArrqJm6P}P7t>bes5eMnu4wn!YjI=NuHmp8&2{2H3@B6m#
zuw$AY(!_(~J08Q*^HWx`L~1X4b#S&&WLxCg>mEK#`h~d2Px=WfOW<EO>}ic<prKW~
zf{*;+QeRNmvD=72N6NxTMYd7=!}NTK?~SzE?NiN1?{NKj2PPBm3KS_;cif<t;xK-S
zW#&>WIZ|gVF8xr<5+E`gNQ^43$ILRLUGBI~Ev$9zs`b1&Ar$5*`bFBJKougCn03WF
z`s6+(C48T@f0g-sY|tG~$ozx;=!Zn$%a^rMm$hX%(Ktn}EI8-)hWzfETGjE{LkvgL
zbGDYHf>zfdI{*eHA5DV^>C+Qq@=!7JiwJ6*{H<{U2wT=**o{EY4*ES_Cb>ifDI$@}
zjAyxj9r08Coblj<P@nn(8u>(dHBSA+<IuBP2vaYAMLZj^8k$;{!PZ7v?T?4jYUumW
z0X`5;MmjakI&N5ol_U1zqz8G1?2DT-@lf;X>*ZEsnk)P9oL(Uu?B+!OhLDgbrAiC!
z{75G^EiFVAWtr)OX1~7gQWrJs<0rEt1MCjbFJfV8Ihj@Yq#8PQ1cv<`0Z8qyk3z1(
z)&Jtkh0?qVIMhk-iY5t)OD4SC-OQ*1orv4>UWv!>tcc|LQ{6J%6L2fV+Ea;2nr#`u
z3bob?_p<R?r)E9ZLj-3cQdQ*71I_vOtzS|o$Ejtdq=dtFj#g_z#)eDZJ)GOuj)iM1
zQbnh1CsFap9}#HzBngSAer0*l!e*W3SXTUO1;XG)Sq0%W7+N(4G+D275Xe2{=_K>^
zbd7X8Qa}14Pfy_#%7me(K2zk!w5fwCJhJlo_~s@Wgz{%UwYRqo-4;{VzfXYa%6?n-
zP<K)60`tS1P|oHnJkWWxk)s|%Yw}io9g()Vih{>dENa)iS!@LBsLLVYt$3uP`VCS1
zadrZNtP8*}JB%p%2tpRarRhD>@XsxF^kjn7aYy&G-@opoT~#SayvzwOE3@Q$w5U=+
z<Y}qNd?S{`nIy%)>Nfj?xAz<tpD<73=FKAj1yMAyw7XtGLh?#gJv>{;0jmHH`AuCN
z1w=Y+G9Hsw=Tgst5Yo~(<DWL<SPyohhW1&=W?#_b$ePUG=EnM_5X<rxEGnA2wRz5e
zJgBkdQ{>wSk}T-HcN+&gS%G0KRGlZ=+^e^FVQSfMZkhZp|CQc_q|76C5BqPpXNB8V
z3>Pe-p9egBxn*cWK8<1q{F&o3PZ_Bpw?_kXA1|6SlXG)-v`y)4u2Pv>pinbZdo}w3
zOQoA;MUML^m^`ZZa}cxcEq0z&JB(Sow?Yu=8g7C@IWd)5wl6q1G84XjmqNo7BfRYh
zF!gi7FUxZ;5dU%eP<;Y>)8ub(SodP6Y;2|-oPTZsC4ct($EFuEs^Qu6C9R?H*J}+I
z*>g%0j0~LR&b&0T|4<c#hf4mQy#BPx4^*+JihPX4k3jgcHMF)8LHfJ|lq~trmy4HP
zD`TJ1?r6rvMp27=CU0m{F7JD&4TLt90GnfLb*DB`E@vcjJT|*$e*U<W4Gpq-K*Sb8
z@PY=yn+{I4OnciOoB6%2MPtv+aK8${*=05#OlPK*k~frnsEn%_PqkGgKTr=n#v~;~
z)O!Vq{?myKP(LE-9vP)?*j0Gk7t|`>2W}W}t?yB%%5M766R~yQ_@-}q=kskGcujY{
zOUHQl4c@SO_S=pWVc=s~Vf6+nac?e6j3_GkY)>|erz1WdFQ4Q@$|d<#XO0|p<JD(o
z^90CSMQ<!3WHy&@NcxP|zmCY|YEk<}VBD(dN<Tv-$XXdgP38P0QDFgGMvzBwi9nv}
zkkQdQRzR*}{g56ciMe-bXyjI}{IeszN7=fcAHFXg9HU!~Hawfx(PCjl0?0lj2aul9
z;PKw!jc&)Tt4Z&J>&6t;*-zi&#XMZ$RlqEOl2%f$otWV_o6x49jFi`ppudUW1x7Xs
z9eH-vHe^iGJ`T%@tj!oJ^xG#yf78dubhRb~47uc0Mv5ofT5BDkSU4@J5m|&6lGR8W
zzhdbwxzXCrblue6ZepZ0v>47BTx6?^k;bj6?r!wdzcL0tO5md1DQ^t~+i-Vtc?`%0
zHjU-)LXMqk&WwizTgz0wNQo=z^d052&F$k-Y*|!cH^jyKzeyn?g_V_+KTr{_mhWwu
zOIX=P3+W6BbYqNLH0`ZlUb2fKNB&dQmWg)p*1>QbYJT3-(yUB{7P;-!Zq4kMu?6%a
z<;A6G*M*uj0xPbX$LjWAjMFtr&#w~(H6^V*Q|8P9y|=CR5!UFb`tHCv<h$YF;Q?5P
z0*(>4qKfp091>PIIU>)dLS01bM-zg1lF|a9*?r88!uR+2v_yoO9(tB#iDpiJ@I=J&
za@QP|hTL*vPjgiX#Ml;GZvObeQg@L`=#mLF=AqmAxCd*j+bhb*<gyDLbX2dwn@SPo
z`nPAn%)vn&VbB=XxRq5cBc^5+g=bmZhSg67D<6FCtdc~ba*qxYdt2TQ$HwgVx{G2q
zay&;h@OY`topXUhSIfi~kh?%clL5mj>%}<~w?TP0kh`uUGYk;04WMkTes8VV=`u|K
z_COW<j)L~1H^kf))1diT4bc&7KS%T(UL9~rygf{|3UU?j;Fc6lyj|#v&Z=`!zLz1&
z8$K>=fPSYWeErbu<uJyN&lnd%Q0X{%t$H@a%L>Zhet^N~7n>au5f$ytN%b9`-<j}U
zC6NHuI>aSpfttStHqNjYcfk@agdUOEMG#px0eO&^GN4U(v~Tg4=G0z$e$<DXI`19P
z1a{aCXNUUjLD)X`H7BQ+t@7QXR49RJ26hX8C8)W4zjRAqKeUT(%!UkN_%MWE#G?4V
ztE<4vn3$9m{FVzmJY<ow4!zZOt0eQ_`cPn#+}39HsT83Rc}Un#`|;hTyO_F`yygW+
zmi8n!HTBy+Q~aZdNFvCAh=?wl_HAb^Ev=f3m40pY7xncAG-_tfl$UQw!>|J>n{A*E
zeQawB0UW$^Fd1VuKvkU{JV-Ar<W*8pIkNzmktbMFH2Qm=r~-Wi<V}EwXlg(jf%{7l
z(NNL;+YJz_rLFzAsjcd1Pft(dka;DhcJV{V=_zMWqc~Vt0z$*W+6D%6y(1zAvHz#2
zh)7jZ@S?NPbWi3}bvX(2+Np(=h&cL%L++79hlGR#$U_EnVy9_nIEFv%S_o4`)l3gn
z&G<Mak}-(0?^7}`aMR%+!IC}yn~0PyEidm9gqt8HVlrIsR}Y8>w_m@K#oR-?-Uy`{
zj3ZP*h%GSfw~X+ysi&Mda2Azzaw_gl%xt7vfu25kb)}?5B~{YrgBzejt{DtON4#8F
zT|GUrT1PEO1>OItxd8+$sA$bNk^%@b;JUw2bWl_HCc?M<`&W?@pME()IuehTv;M;q
zTvaD!5WkhQ3UJRN2An~U7&G%Vx_^U?!h)II-Q6E}zv1XBFc3;V|DS>gG}1wZJ>ezn
zvs2oA$T^x^J68U`kwaeH;2HUo1u5=oZ7ct(<?z2#KwNU$EN&BAhwP?J3)z!5LN@7N
zFB=nViL+Z@0EE%c4R51iucwun^<v55=IVZ|dOgseVL!ipW^A}GCW(%o-{<MK31Y^H
z?YHD_g#OX^{{tCxXgTwaoUO#kdUCjh_=f;_d32>igrX74wc*LX`~OAft!&@e@{d$F
z<N(@GkjoFK1=g@0s1kNlzN`Ip9J4WO!_4#iX}-YL^osIB9usfoA@(gq7Hpa6v*TE6
z#05Wj_c62D{Z(_tNhV9NC@*=U_hv-Cqq|=iG&gym$+VANGc7K<Ql-}E*5rFktSV?t
zSw)ThP$m)Ay!6v@<8xOttwSwjyzBRO@>OReCfUd+OSex@Q(ee|a^BXZzZ@)|7nMGI
zg<WnY)02NYU@2PjX8Ptv8{yjv-HDzyW15g<j&=yk{t#ETYI#{j?K~-!b8huEiqu?M
zVfBfLvhe(7;|ZSb1OXdfkxH8PV`6|NykTkU<z33dRpZX?DKZkO86L|stTeGC8d57w
zFh?@o?X|vt8SO56ueynIa6R2uX8FEQ+hw4oKA)uEy)%Lf<EcC4gC!IH>5mPb{iji&
zerG;^ZPd9dM6)qz@crKU@2PzklY}^B0ngk1<1?886ScbH!byZjYLM-@W7|_ob=QR|
z`O@2d16p(Z@&Y>yndQsgds6%}0pk+P;csbA<+??ECX8}9)IO?#_XOGpi^z5~i`S?3
zr_?rdC_>`NB)6nljREm`n{|_uXPk&vRiE@1Ubg||+T9U|udaRHYr@8JqC?|PmNT^H
ztT@=EgE3Om&?mrXnBzocjFld)u}{DS(Y%YxQ{?5*0xxy&EkyrQ(?DT5^cJRToseL9
z^DBX8_KO2wLM)y=&C1`|i8`y!mhr%3WVnCV!(K$9*p`uASVyS=Ub$Vi=~dpgUS6{d
z6AFde4`3@gn5;|Z-^?@WZ|(_Fn@-M-pJ?q1tf+W0%Equq?5}I$b>OjZtom1SLF2Zw
zb74B9ZlgbKU!{D4V#d!sen&RKCKM0LMH^JQRGg>3^BZ?_$7<o&rGon^EwhnSLL|pC
z+KL`RRi~g&Fi5e4O$J3E;vi01O#68AEaJM<dxvBBai{*3{1a3oULXNnQ7$^{E<Rkb
zrEm$#*c~&2<38nFk3Z$n(#z0tp5P1hn1_gIZeor_b?^hO7X}WUS|eV?alYe;GMpR9
z8KDVir^2EP%eRY)6(^5T9^Ej{>L(^;$_oe8L37v<m0l4}-BeyRVl(h+teM}b{-Rl^
z7T+<N3u^|ZF&?h2MVVlanG2QlMY0q3El&+nY_D15@RX%J@>Twr1)b~+h<~X1(Ngz5
z9tXV#8hbRQBuHHc%@qzcw*i;FZze0Ej(Kvzj}}iM-DACjtdQ8)5_&_*CD~XgyrBbX
zW@-1ztprc_1UI^lr7CU3HN(GHDKBBag}nY4#%FFA5077bH0<&P-!#69SbTY^!b?9-
zr@Tq`(msN=QCLW*CfpGdN!4Yu=z%&!&b<g<olB@%L9hDqa4dJouNc!jk+SuHb346a
zHCdr<Ngo}Ywt7!=y>Yg-G3Uq_9NZvFYxmj>4W{SP45gFy3?#HHc9@Xln-m7jhe4wL
z;D8X4i`ZE(5iF31maQ^B=y=$v-TCzCuXGSWtz5_)iYxfKKBjTZ6&w}K6B?OX?!Pu1
z7p+Vi>BJ#|tG71{>N~STSlv_TsD5s^Bg|B``guTs=Wv#!G=li#9wkYu2#<@jTlLO`
z1?ucOs<(5h$7q_FFICP+mw(LP@$rlCc)<F+=4&<?S*Fqc%=#%?CA7`M6FoH<*=nD=
zc4r%Ghn@H%KJC+2bvp9c<4{8IDpB0WH?w5Y8MNfGI*#R%+-w-5cNVzjAi}3JGE@6{
zzrpasLfeW2*2IEiFY-AD#nM&fJZx*_$(1SEUxqA=a#Tek)B5pw<Hb&r7(_wqdm+9f
zz!xP**Lk+Yh1~<N23D(IQ^xtl8<kI5;Lks#lXk(&$M0HNoDS5y(`_L6xud+Qa5<%v
zdB;iN(%u86#Q6iR%N^@S8EL2#p|lg4qZ4!P8yU4$#kFX0T`z?)AHGWWFR6YA^bqZR
z>GK=gYb4pv(>->X;gSm8G)jq;pSNQ!uoP6ufu+ft4=(r=N$7-M)U94XVlAtKYm`?b
z<CqKW*4Jhp(n&3Kq@_+>!OE3rarxSBxIl&?;cHjw&XLOaHG;s`kC562CC>u+uN06z
z5IIS5EaqC65JOIV1XXw7b%Qz30l;TZTta^te@)gf;29LA8Rj*8){u?RvS6Op;=1D=
zX_-YsG4t?7Dvdw4i5yDjJP%JqwcAo&XROUBEJ=Y_Bfu{bHrw%rJy_MfNjDs`E>yH6
z^h+c5ZQ%rMd8uW^oF87juXBIZbB{NqGw^$wq&e>MK9Tif!Y9spl{a6{oC>Rdph`LY
z;@pkYalRYjQ%Q&td;6A5RIF`|yZyZScl7pi4yLH_Z21S*pHj1bsPX|FR<+$To95Zt
z*eTi@V=DXts3gX4Pyn9C$1B35C=Euma<FZA$F@Q2=Emu=A%@?AYA(knR=+Ty(bv?g
zz0Bg~w+)Nu3Iy-m@a}tYhYz>B(^Pd+dx9y(z(D`Wi%Gt>XI*d~$j$7`U%P3`uz})&
zLVc^P6dCTG?IY@|H74z?5L53(%(6~KRn$zTHYAqsldS2Q4OBQc%%4<cg>mjDN?aVC
z(2?8q;IGUnNd`*#tUBpmOtt)c78@IJKWT^U=VRqVx3|`CH_>yOvZg2$Rs6oyu=JNC
z>7jK&R<>WCtj)bI7L2+px!^cG;Is=xFC@R;m;91QuQ<f!#z5p2sS^6_gDenCud!n+
z4^=4Xs#6xt#Nufd8Oyy>JiqY2<gO5o)bSqw1c)X^F`r`{zjo;C3O*#&46c)9!IETp
zUl7YB<Y9}S=l=opcuxJICFKlnY}1J8+*=;EFnigQACrE13bYbz8k}hNp!sSvA7`t&
zmwL!=N$wwwg;DMgvZz$&8JUg?hz+MqT<}NSRG>E=x0iLe-4khNJc{AOc-}kN@!OZt
zr-<dLc+#TPOy!Ntav5c`F?;Y8W$U5ksM1U4SHo-T>K@u3X4`Xz+J}}OZ5+e=A;Wif
zYar#ToK1O000CqXo-~|yC=gR(=qz^`xqe=L*SBEKM^Y*O{#@*qie|3o!Rv!+51%_r
za%vOn1o-T|t*@GPga5p%Yo?~m*^dIowKA@c)cM?EKb!P6-F<)&5$m46%g11~_zCs<
zYXnG>E~US7%j(Gs)V`@Ra;v(z<<leXg&)dDYnz<h$ZlrckhuFVraP8D;#pW0=v11_
z76Zi|`s>|}XO0Q-f=vVI1|VIy<{T;^u81|aY>t3OazZ?@_IPOmhX#RTd`48jWNeYk
zhd)ee#+Y8U)#;O!`+f4U16R6&B)(chf)k<vl<S?`uQT55E1vCi>#48up<DVs_Z2DB
z34>htzM9Z+&2w=gr7-BLvIt&Jzub<N^AL4X{cFt5g+C`L1x#@mXYFtq1wtD|9EL3n
z(H7<+_HL`PcoK}#V`t7cFi*Ls6NrjFidl=HM+)*QSFW%#F`?#V9p<{L?YwG+`*tf%
zroC1^NQcbMYrp4WV<OC-O(xiC#@9(iksSk=5`l3AvUeThh{i<3qg&S3_~t*;6)zNA
zfIk&@E1Ut>B;eTN)e9bpo_2V2VEvvf^xx2i=z-L7TN=o;{2je_ZOj$*TDSV3fpKOD
zM<^nb^Zuq|+;O$DFedFIR8z@3gG_)Z&gU~9{fztG{N}Ww;UaePfcAVwz>d7&$jn22
zV|(>iJO_$4d1JH7RxC;jqk{Z_wT5f&(qq;Ke!;aGXmcBZPVfiH=*E(?x%p|`C$}cz
zDu56A4#4?0KTq2pC5<al<P=uzdOND#WIQB|vlZq}sz0T!fXI@=lDib>#bSm$F+T+C
z52)vVFd}!QJdXS%s%Yu`g0s&A8Eg%)N<go#yM|`>suH3cf<8sLC-yb~<l3IS%*MH5
zD`QOmav$5D=>|6&!2R%t^_Z#%Vg>rgP8~D;RztQ~D9Q4*?`yYMhw0X5mREpB@%Vd%
zL{*ygb{vBttmKpYte=~(&X?NX2wBl1dZWhKy!`yOPST@F=@s7Z%ME7z>glq&Dsm$8
zF#>!0KW{+buRm!Vx{Vo*t3VCGYUsYc)j}?rqJ|p}tI<@K>PsE`nzSZpsq}(?*z5xM
zwEyBrewl&Hg_g>5v6o<`3Yb_tTXM^)xx77p0sFmx&1!8S5&Ob?1&)h_MHHEyLQ;GQ
z;|Ub^C_7WDuq4Aoi2RPCrZcdC?`Jy-Iarp0`&R;EDuwZsm5N%L?<a}}DAbQ<{5uww
z=U(c-v=k$F%6Gdp`0goCv4v+Jorj5+xz{u_PW?e`+S8_#O(Ezf=oV$CZl*B%2@xTQ
z@VT`a8Zl(Q^P~Gn`8X-w-Y^+E{$k7uR557kGCMb)Sw~VqAjvB$-(-3;?u0)gDTLHb
zU}(%9lEUR|3No-63we=~Ty@7(DI?_v`AV4jfkVr)yOSv{vp;#OSwAISR<)ITC$c~y
z3Le?C<1l()dST(jI>?9b%e%T%0|Gc|N<%3N#N?gz=$Ra-#58|>fDdoSXJS!Y5!o3t
z{7wk1hSLu|p%H7$jji{b-iQwym-a(sd6bC@a-3g;UbL@!H9Pt0k_45e?G36D;nOb#
z*4GBpZS@&q&wr}o$4%8)Ydm*!^xQa&Qla^)*97<rA|j%{u$^|HKR+{V`kqyQb6OkZ
zhQ^bJQ@NMNzp&aR+H5W<a%R9GLXIQ0c)mr3UOeb=O_>8d#We`(slIhAscR^cOS!^(
zI6ngb{(v))@xgM@7cOnwvolx3jg6+-?|HBRV@##OuRP2m{8^ep%k|Lu*9Agk-<~LQ
zQk1y-_GC%~c2&YY<@BU9vg1HWfX=tJB89OZ4Q3@Ge+7X4A*Lle@4?Kh7a18DA9jGd
zoc<+WkG7!TTO$W2XMpV?YEwIf`&o^j1BN}$MU;X-)_&WA?ML+ftSwDnx$-3&>yC$)
zHM1=~wlB=Jkhyn5mhSj$7X+=qft_W(X(X4($S50OG;FBd$rxZ0A|7XU#1TT<{DArc
z6)ePYpOQ;o4)C5ipyoZVsMx%{02$BZY_()17*UZ1lZis>_BITFSxm7sRuhZfTrT*;
z=kFY_Y>Y&H$~c<LHI0(`g9(E@dy`Trnrj>MYB4WU5>8#$TVFq|mXU5-la&!ep?<dS
zZS=JlU9oYRqx@_<O;=-o_Pd@&@AiDW!BfILnL*~r^@1qsGoD$FLwB0Y8q8G;=>ise
z#zyzS-o!!A;!sJKz8_3(Gkr8a;k#R4J#?MQP!4e2jUoJx>)aeK!sH2<zesR9{0I_)
zt#;0uPNls1m~P)ak6*!nvpOS!(NKy><MWG=;%FtW^%?J`@C>D*11Kmp!$tWr<-F}-
z?O{7dGo&-UMzS=+5qgW@YXx7A8L0_?shgXd5mZBGt{A`lsPJ&nJq6%HI6b2l3}y*}
zEEB(nmrUz7>}9c?_rizqPcenRTBbh5T-T#@6}fUxW!h~w|1fQ=5!IHaBI28hIp`9P
zzjk-5@%39H1y>T1o7#g+pNbGx*rPsyn;z8(SHkkyF@=xj6M{Dq$fxGmvtQFPOkT+F
z_O+)@BixN)1bOj4nKZ!m)*rhlCRX!h-P6+`>h`MgLkZjF?}RN6S;~==ql1;5{V3&v
zY6U4)33B;8JjdcoXQTzqXZ1APe0zpC9XhNBB}F2srY3JRq>%Ra4L(H^Rcn@}+Jtco
z-G5zLT9m>lOnXN;Jiy71-;AvQydN$8&PQRIiQj;e$^*byIYqs3BS2N6fB`P2S9p<5
z8fLu~7Z+zFC0$L$ZaEu#Y4zNG{HANHy`v@^hAwfivIc@;V9lG}5U(z{XbUbVmf2q7
zf5&HwLD9ShGi9bHC+`;GK=|k$7>F^wch4F?^QNrtt`G-GNv(Cu7T8~P!D_5*Dlm9v
zS^vRh4iuJ@oPHNmxEd_O)Dln@gpBw(Z1$Q=IDN+0I*~Fp^;7`~DVdOz?gqkeF*gy$
znSd@lg##~1roTU`=VklnB#|ijr{}Ia)NNlh1dKL9=ja0^)e449U1B^2g$8(9?naU_
z#k#h&w`U@`iHCG|I?WF)Arh7O<yCs(Fo#rg7dK>?`U+I$1VF+z6Pxs-V5tMc<Y^Fc
zmdDGhy@l+CT?UG2?JH$!Me*H<x)O!neX+lr=6C2h|7#G1?qWC$qA)veh5T2PiLk~v
z9rA<pf1QEMtY7QF_c$mh5`)3SrMdx?=YA>`$7Hbt3~yluMi8XOC|wyM=tMHyO86UK
z3hFgVN=nQAPe*osz+5Pog@TGmz}Sii3u}NXDkpL&&DbNa8<g{Bjg5_gonS0n11*c%
z<<n)ZBACyZ0Q3@oGlba?>h)WZE_^;K3Q5MmeE^zg0*C4KfKmMV+k%2uIVotRJIYB(
zNgqV-5b{6+lxL#AlL%RcGM1Sl$|n^^ch?sbkVObuOBmvl`}aTt<iFQ)atGK6a_RPh
z%g7kDevczT_n=3!HW|#Q1qguiB@aQH&wwmp6ilo@;0wr@R?XN_7+%wTr>ho`!WxJe
zy8$Sp0Ma*Qs<GFS02=0JrI#^$Ti}}@5`jkQn{_c<t*mm)<#bSukGBTm;sM9iZQO;{
zyLpqiK9JF4>j0U=bwu@T-Ol~q6QWPA0>^$VoaSnR<lx}o!tcF3S6C-C$_(|H0D;dq
z<eDhtpj*SytEH=(9TpzmUtn0HD+HsK$3Dkj{bC;(Exz8bT}{p+pF4I^)e&Z#&M()l
zc3zD!bRToAHn6X{UMARf+&ES5&8?obs`PZ3*@cCCFPO}h7y~G#1;9YNO!#ajD-}cs
z$Dk`(z+3nM4cl<?zND(c-yMg*!n2j{`TfR=?gi)B^?kY%9DaUQv|p6&!H=N_2_wSY
zQuV)og~e4pv3cQymW4?Rb3oR3)DPDEgVp|2gm0XBnt}pxSn}U(Jc6||fhY09^vRBQ
zY~qhE<)}@jSl8}ebUzCt+u99?hpDG$XT!WH%!9~}?k7b@XX)3JqPlROx2;C)f@lm*
z5~zoK93vb(dh%pD5|6B4&58PHEB9u*iA?J9jNq&_*TeldNE1OXMC<0wGvLP#vDs4Q
z!N|c-v=e56yo<m23dXL!tjB9=7+Xv_jR1=H7@aM9N(qSjpQ<2`DDf(Sy{MEF?wOA>
zca#}MkDNS^ZX$mVvtw?1&k!?>2+b-s;Pvw$1YDoh4k6Q>E-cn6G$MkEEDGYv1rOi!
z4-E7|@`;^r@@G@FWVZ`dA;L_0^tr7~<erG%#`?NWfnjlz_U}EQ^_M>QE)V0L0cN4q
z_?krgx%GR0JTq_?8;KJKM^$V~D5(1He<Oc^L9dJ6yA6Y#nrnYZ*Nd-wIL&<Aqfb>R
zq~`^~GC@eZ8J|$Rmp}QCZ>qQ^)t8p?uV}oBz%p8o;Y}~cfBkyvg?jIA#S|$rdeNI-
z%G-#gstQ*tU~a&0;oSiC@2HbafN!>j4~|(hqgMD@^O)K16h?1&>6<|@7oG|$aIvx;
zxw1gRK+{$=+;P`y#zu(uvUi6CTj91uRLyr!e%|HyAlLoM{!ZYN$i;K`q;GSZbPi40
z6V!=7?;;M41FS*jFw?`(fjQuy+NWy70>*M=P^Lv*ZB+blNBuaKY@ov2{z9zHw=g0n
z?sYPSG!I97cf8f+1e*}(2Hvdo_nl0zPFkg+qq|(~4>3}O6I9$;@RXg_T6hS^ZWz?J
zMMEI9mHvWgp=f4wY#&mxT7U&}B(9P>=3eh?sF!Apsj|HLYr2g&Hqoo2a#p^|;n#%7
zlP?^i63=eokNa#I8ag@_c0zp={TRlQ`1QkcRajNFv9nmx1-;>m(lpdfzW^mQ52qC_
zB~uv2H5bEec>kM2|3yH=Wh9Xsmw+SNb*$R8Ph$1+)oK{sRhD@1D6Npa?YgKB(5Zx8
zKJo-#v<u8SX&itcalRPLIUnwb(ZWSXM+@Q-YYi=7Sf1$YwL`8k%K2I!q%)9z`bQ9T
z6gGzzXec8;98SbRe)z{IyZ_r?k!FLvhQ-*}7(v7(#vo&*f$Wd$h}~2u6Q^5P7t!S5
zr|??NmSE=Qx9(+~+*-%>1i%nAY=X_(bO80`jqw8?;si2PFOALObDRtWEHfVx5cNXe
z$r_ecGfPV%A3W4WB1BB<J`EP?ewbDUp6MJ2SI_t5kd+=q#j%1@1BH@!k(8tY9Wp?&
zOTT{oy8A53q!>gl6bhXNBL|SFT22STM2?72llJS#2<;9&N(G|)@WMpMm`)^u4g-px
zmy}$6dQKp8baWI8>Cb>VaM>M_^}7|3DeKI>#y;z3VR&OCd~hE1t_!+5FcLeB2lakh
v`Us>#kX`WbMgRZaX}IqH)8{2UJavE<mXQ#eE2Y(myi3LFYI1L{nLPR*Krf#7

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/dunnock_synthesised.csv b/modelling/data/abingdon-all/resident/dunnock_synthesised.csv
new file mode 100644
index 0000000..4534553
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/dunnock_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,51,0.6966132,51.39609510771692
+2,62,0.6093354,44.95674237998753
+3,66,0.7861771,58.00411620553425
+4,61,0.7511116999999999,55.41699234197534
+5,40,0.5519216,40.720754423837064
+6,20,0.4251208,31.36539627596592
+7,9,0.3412735,25.179145706316547
+8,9,0.2609723,19.254526258301784
+9,7,0.2209149,16.299092826710393
+10,8,0.2675286,19.738249820179057
+11,12,0.31345459999999997,23.126668334093242
+12,36,0.4412241,32.553497130713
diff --git a/modelling/data/abingdon-all/resident/dunnock_synthesised.png b/modelling/data/abingdon-all/resident/dunnock_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..7991f9ad0d85c8550acdad13fd1651c2dcb05154
GIT binary patch
literal 76566
zcmd43XH=728!m`wY>3zZ6#>huC`A+mq^k%Pq$tvxN-v=WLWu!EMFj<wCLKX~Cv*r!
zq(edvp#%^iK!6A#2@sOZ&ij4m%$ZrU&X1WtleJttOHA^Vz3=;Kw;%L%@9`cyeUOWb
zi}%6(yHB{dAX;2p+^hTdg1>o@+v5s;D0yp|cpJFed;323vg6Wu?(N~~?(ORI;w;?G
z3+CkRCVTbzwW~KJ&pLX0d%%>WrJ?`xUtD$fa*%E|_rZWqIpA^M6vo9Rc#QLBmqY5n
z6RurcTo3Nve(IOBJh{*Bgdx3s&01V)gP^?sKKcI9D@G?EPhHQZr<;^A%&fYtt$E~^
z!%pysk2W1V&wY^l34b&JK|Tj%W8>|##UI=+OI)T?R2curD$641nB_|d+63aK#nm`%
z@YS5xkvl(kPyXkSi>t$Bj~4iH&g;z??u`E&aosr_{P@3z=iW74{?Fm7&l=B8{O9mi
z$GK~q8wFlx{~S39`Oo1Iul*mn|8uxs@&9)pd)Y(Ybu_J{<Qmbw@pa%muSV8(K3(ps
zbrO<>*F~@yQ*3ed{kEd!qWD>})H#LV2Kn90&CAu!!+CQS#y0H{yxs;}T!H7Af?Qnt
z_m-BHo>p*6%6b%^Zr2^_L|>f@i-<6a5jPyl)E4ADb5nn^&X><y_9*v!Z(=r`fY57X
zv+62c@#)poHw|<2Z}UqSJw@5~4pq1qQy2O*hVzY$OaAUTypK<0`Q?#&tQgVa#%Dg$
zO}o(RT@o0w@1#%M!x-^QeH-!tTGg<%pI`Nh7cZWc**+M~HMl2bUO7}lOvxvp5z6#k
zT>5=S!2{V7<20D%)baV8?vbX9yC04zdH#OGV$!XN_Q4?(th%*m;O6(PSSg`CTKY4u
z8jD)SY8`bczc>JAniUB#kkog_5r4krk+bhP$$R?7<s6w;DSp2X5VP%g1b#F*emX5T
zRPtOSM#5MZGP!6KG;(jmc*Nl^L`$`pm*+^9;7KX7@|;0mNIXQPJ5HKxsTQ!2BkxXF
zp0LLxE$;a&HOgA=md>|s4BQ2k;Nq(JRJ>~!*X>ypR&5X>XfgeAq1db<j}XL0u8ddd
zfm`BTcAvdP6crm3laYC%zVr9BlJ`QIWgQ$+i@*Fz^6d11hn8NQ7ZYS1B4E5@R7Z7O
zp?P+H#ywI!1!Hjc?%lLRp<`{4qU4v?y~d$cxoOIiB<yy_cGvbH)4?K3WpbPcBnG1D
zyF5CB7FK&Xy0z}v90Jj8tFimX{BwB_n-#D*^KSQ~1s9hW|EUbFS82~~>vf;dxqn}O
zFiS@cxxHa~N^1V2EXIR-FFJrakQrx{C+9M<ke6RHfK_LoDS>A^vnQc92DC9`0l)2S
zQn3Nlpbict+T)hjX4`l7Jv{N$B541f#G)*nM0rdvH);3YLwz4l$!;v8uuDC%SZ~${
zH<$jAFV_!p?LQc)vi?3oSUKy?+k;NOe|^XeNoPss4^=7%++wcQk!4h9OT+oe-=l`}
z3}F%OE!yvRg|eXIm6>&sc7<d5BbRg%a!g8JU;^daok$~v$<$cWC=r)PUiI<<<MCqe
z#Q}`PD|a+CR`%X>?!oR~?d>jqI=*1`Jr!DYA{Cx}Zx?|l$63NnL$SUqV-<wo=THt<
zU7tqY)(RG?=8vmY4OlVCu<l8Z7GAT4m;Rycgj%0`w}vfyvDuE4MCu|HXHDLdi;@sa
z!Re_p|17(&l=5xLGecCx62-`^g4W(LD>5$F6jco6hM@J!wJTN9Pky|o(|`TCo6S4Y
zMobM-Yhg;xVk;%A>Z_wlV~m0i*I8Nl%|PVb2@^GkS6(K=FpAr2?V<+4*dkAM$aQ(X
z;_Sxd*#43L<sgASRP|y7f?r0J=zz@%g3_yy++H>_K0*h3)(ews=abzY(h0Xxf-f)B
ztEH!>C*fYswtY(eJ_AlfGd4^bFDOoKU=*P~RkTDn47!efUXUoN{<%onFbS6LzFUQ>
z?X7Us$X(I?rcACkNR)?m{oOJ*ni)2>UQuztk``#=?l?@ca*Sm*jA@s(`IV?tn%Y(*
ztIP+7;%gT0sBHV*gqQ;Nd!J6v)zk5$u1XYrS~FZA6EC7n$StZ`7U<A^_|S_$Ay>~H
zcKG#*NOdFDnpe36FjlIP>DcH3(dF<%e2htU#mtmm{FMe<(^&eXZz`SqdUBc0AUCQ{
z!cx~2$Kmi#rsm6IrINi8#q~0mWef||8+X>ViSFM@8wIa0<mP;$hh5Iiv7#>Ncwsc+
zW$co0&%y<yk_w!ZiB4-l>Lt?0UBi-TE91(z9CY@W9JBwPX!3f^7^Qw8Jv@n3<<c2A
zwr*^V^yxx^ikL5!`f|YE!lf$t9-@fm+s-14JH{1kHnJJ&L`749YRhh}S1P}`xz09K
zLdWM1^6~lNQ!|@i?{jcYZF$F67bYmZx(s7&5yk4<ncGxMKpk>>F`KXgDxZaB*oifQ
zan_?#II!dlgb|%zFBT1CY9p$`-@o^WZTb1Lp0t<ubhL9LsM|H$bTWCe&F$jD==+t{
z?+y!FFlZ~<74B7TlSvFwzv*4Z*}BO|Qx`5=Ku0Ruv>n3z`fxm%+TY(_ghtS_#ueC1
za!~S$Gp=amA$Y;3%AE!+G9SjQSBi;?cNrF#Tql<aBPOanokVckU5(ZS(uI1eSPCd+
z6oLcsEJ~N|ue$c@c;|M#V}CjU?(a4d6kp+jyGjn^Q{O3($QKFP@pPElrjoLkf`UN7
z^R28~YZHnpEH*`Dp#q0;9uuI;DqHGeb(gdvMUq_`l~=1<3`<{VlI7t=u6UTsVAdyJ
za}pmG4xVH<eUxTaO2WXb!K$_}uXKHYVhYK-ddN8q{9~H<Fjg|YU<#CkSm#EKcZX{d
z6x>r>)$1-XMRD6_(YW{2;>I^`_81pip}(pYRb=RYztcIAIhPTs_OLRUxylxK&RiSR
zQ_rj+gA@PkYE5e4Z1+avA`3jVd7r55=4g!%bIbbmh{F{;B95rqL#d;piO2zzie1+U
zV^`OLd|xtwfXikh-l8$A9SZhoyQr-Fqgvv%Li$29nV*HT*JAi@tIWyaKo2FNN2fq3
zT@p7gO7a!rtnBA>hxxVM;zm}&vg*+GuSV--9|Z($`Or9PrE02H{Ateg$~`uzgP^_Q
zu5YG7l&BM(QDHcEyX~O={^TLFC#oR>651b<+@ISQLD<Z9e4?v6ZtQ)V^uo!ay4Bhn
zkt_b{et*8)vxu|s`arL(U{R*nrR^fxF!pgV-Rh$1-v`NX+9-Tgg&jT$oo)&)s;;iS
zL9e1i*p2UKqW}c>5b{+?4cklkH>So5t#>Y7x)i`@B4{-1tap1ePH=suaKI7wYLuSZ
zTHxmrzS;QUVrzBsyV=dn%^T{k#@@|?5>Nx+0&&72Se$XoAVZ6n7|3u6J{_bQu;H=l
zGMpFVvN};in2tq$Hmh)sA#p0EDtm{LI|l2O!`);6EYMB`<*)9rh{{5Ndf-kqDbc;b
zb7Y)}WYBcz8Y!xRb@+W^*mn$71nuT74W1`{YVXn15%WcwHm7s#+^TlP%eeQohj>aD
z6?lX^v<DTi$lM)0%-H1)T4E=yLT#Ol$~DLiVAx@j6m?(quy;d^xHGaT^^!M<TW6JD
z{MwHjDKtmZg>QN^9nc@8Jd}79b(E(efZK*<f%?h)LEsU6kMQ6N;?F_jE93K9e_fGJ
zDx3{*IP0JlrU#4M$X06h!B)J$UeD~=^P2fuopuv6f>Kgy5NpkfDDa22r>h7}8+*zS
zRrLDh({{??COwsd-by+!8Kv@^9!q#e0;TP%>r{41Ko_I+7kK;3BsOF>oCOd-s<=tg
z<7XQ!eCiu}PjK)BQTw<JjtJ^<^4ZtO=U=`i8`r^?0{~QGB)g2zN)xG+SG#uC2a6++
zo8$HVC<U%rHtPkpnL7*gS8ZBAN8Vr!OGfBq1r5(=26cZHSzJn-to3mrvcLnXajRRA
zC#oPp1;fZWB5iOk;8)2|j1s9ph4-UbqcxH`T+|sQCdN3{im6d8f~-Ru>&Okt+L7`2
zc2H%a==Jh$6Qk5|_eOtmqMS=?{_~blf{XH;;6YZTd$A%(8OtbOGRve3CDT?9tnSr#
zHpJ5UA^5B(w<(AE7Bab_+CotnWX<ymE8Un(D_}E%SKNb$?GeHxbi|6%;$U{9!n9LR
zl|d~r1yOI^qq4n_QN(1>l}Rh%+Kf9tDWfzyyN96quLmA@5yWU<vk+uNIa8+s_g<LI
z>BV->h6rpGcK2w79quUCS@(ZY=R^>TB1(Sud82G_;P-)&QD|?1oKqlI#i7GI5kIKG
zShbIM`75uJQl`H{c4WHMdPdb^A-19^gD*r!RN^(m1*LT<8Yz>@8bJXZ+~APN!8-np
z6?j+@fXHHX<Rlozb3}ckPh(MJs_ZaSsJm&6J^{ljk_xc}<R@bdNJQCke8C<qJ)*yV
z*;An#j?-NaVjnD|`q+v(O5Jk2-7pozo)qfQj)XKq8#zs|mmxL%=RiaDAFvorZBw4v
zb$z^pedpyuT->Ww=SyDQv+*Qgr2?14SfNg{TVMOHcZ#8dt2SivB+o8(VklEnGWAfV
zELLT<D{O;1qiVt{9L35?bnDtEUEVU&Dqe92Zr(6y8m+9MV3Y@6_G}QWSpWjs#@qNK
znRb`1B@n1K<V;p%vJou<lBYr+2LunIrPs>+sWKIf9TR*KkL>ADYp}b82=Sz)#C;8F
znvmfdM7(4?IcH~-UrJ|fY|9-9e$4X*!O}ImrKG@}ab@>gmdfn_p08Pd*b1_R(rL?b
zzYj#KGdBi1S5a(Pl~YTLOx1GfvE@L7@OX|uP_nWwd=*9iT;7oMP_L^gXNBZ1Lc914
z?asxuE&}6}EX@4kdg{0&%Jph<dBhBM{#YSs4S7^R0=&dm69AICfk(<0XXC-m&l>+7
z-_kcPRPKLz@C9WCZ}Blj@j5sfqAm`KO}5w2#$1w9VML4$%nA#-NZ*zdB_BLkY#m{~
zoG}+?ed5%qTm%`dFga@tI1ffo!qJXm7vQ(uanQ?TD$^DwX=d$U3{Q<CTHwzl--{G6
z)GehrV)2-Ge6?rB;NHaW^#T;eYyL&~7FXO=%Y=Cr=YdcL=W|ht7Ys1Pi}4K1yo*kx
zWvV>R?xDP3Hube>rE9!yoMG}|K0T)N_uk`6PQ|^0i6c}sP|F<Du;m*o<G6S-HiZqE
zogRrAa}>MgN@(vXQ@pXFh(~nveb><23ium@He22TEx-FOvo&nkk6_L1$+QdYtw=Ju
zom}ff3b3}Zto42jDvbfuhT=bFQLgC2JAWcE4v%?<7L+tC`{!OHl*k0UjGp3)z-o75
z;)uv=b5s05U~%guz*<s*SX&sCxOve19>Oq~s1H(IJn~bSmM)hhC^sD5GSTJ!ZwG(J
z+bCqX^jPtwH0HCGw^hJ<2PdZHuT|E-pt^ngL|<O(ogJ&sgC9yXAD&mIme4;<1u}ZK
znDGuNp7RsEhZAQftgK}nFx~_ru_u1E{@)b<bbwpI_HUhaeNvH*>(Y|X-wJ+2nxObf
zXw9t$HSGS-r-JBvKQ8Zv1t{>`4B!@CM0Rw)pL7rAi7G33!~b(_kE_bA<meUD9RZ{1
zOK6%YKino5qE~{CAZ>k4iD&ghEUOj6SH={ZrFhCrcYOq%VDgI9*W<yvCB{&0lS)W7
zldj9v$9>mmsO7k1xxDGwwy?k-L;1$i#I2;8o_A*3BlX~^$PP7+=~o5|Vi^yyw3h=m
zZ=1ZtO}-Fj{X{Oz&6+$vi>10i>IUj!0hlPba4+IVEkU(dTG@E_zQaS{3zNnDlK74G
zcW~c~64QfoYahS#sH3DLflX=-%NV6RA}gBg%8OnBY!zLl?nR<{)Z(n|M;jLTPnL1t
z;IJzvf_v+873)VUQ;pXCodmvuYoGY5OJNSp66`w<>)<Qv0)5>NSj5SLPcz%C7;OY~
zXlg<I{BpR2-c0kv!Ml5f>e>eC4$D&1;*#l|>g=6C#wcx0$4v69Yw=O`$|uM*)#6=<
z#?HeGA<*H)h~zwErycnoO%uX(_S(Og0;8^d1Kooy-`r;~(0zmYbhvjxt^3Rxd)jvR
zm(=do5G85!##aO8h?)xi-H&$BAeG*SlPR})zH7Woa&B3id|_jgyfVO3o)v?PwSwDq
zaiv4_m;FuJzCa8IoKqoMvd*bNsR3h-?d6>IU+z~nUM8W8?Jk2z9kFkIGuIub%-<}P
zF|0OZR{2F(qELJ|-VXnnHscGpV}dH8@_1jl^MsMkSjfo{=~&?e85mY=Vaj_@2SdKH
z+t^5T(nNnKBx7-HPxHWwNT@EcCV9zICGyL<=g#X0INH`*)nEJ}!<tO1FJu=)O6IQ)
zXiNKGtN|gAd%5}77M~gad{+zTV3-=Uz@4>w#7%gz*`+bSG>cEk+W#19r<_^#w;Kx7
z>%($?5lLw>cWV^UC2n_r?6I)+_u;jVrJ~V%<FFKYXaeQ!dpl+G&m$o<aEh%u(RObQ
zu@n_RVA9tFU6~0YjF8Tvnu3V=j<CU%@a1K)qV%ccdu-TZkcevhBD@y}I*;(r$;LFh
zaLZzYY+WDmvE5wU9PRAvwB+ml7PSqBk>9Q1$*BSsd8R1)h>G?QsQmH-_ffEc8l!q0
zMN1@~QT{~fDeXGL)3!x9q#Q&ltg6=#maWBq?kG1Acxb=-y$i00YTvNMr%?4#1^c%h
z>?*z&@lL6eK%&a5k4`4ebrQ;YB)facC9Rd!V-MT}xSRM5s6&rrza<L`c$dy{)Fc8|
zHg)COb(<$pW!sJ;Vu`(FuU!`^OQ%#@uBiqO?z9Dky#>Wa%m6nq-TXRAxMkaYt}6zk
z|CDD3?}EwF_v0|<ra0bH*f1a&VQcnU1#a0n>~BOiKRflBriALzN#y>ie)G5g;aF%a
z9;b1wql;>MWD-fA)QwGsEUIlz?-sk}e47OHG38wnb^c|0Ue6`XInV;_Ov!Cg{h~_)
z-EO@H5$a{qUd!ErJnM|cY;MqqIAy5G6rLs4-9FFiI@CR1{_&g*#e2)4YODM5+4&kQ
zO-I6}CF+BHuw-|_)_kJ-P`Q%<@pUx>y{z%+okK&-Mra4|hmy~d-@6G!NN6mcHt9Q+
zsW>swh>V?y8-65C64Gmumu1GsVY^#od?oig2bUP;8!6ttuIwxSE=ervMz$$Jg|f%&
zv-HL8%S*Uo>#~B!SS$d$%2hiZL2j*sH3X<g_dAh*j?Vp+k318tM?w<j0sZ$0ZF6`F
z`6Zd=OsO3MWUb?GkErvY;Aot{l~fJ*7&&z~IkEWNAezP9O0in*jL-{5dVVn!_*WrA
z4_-5o_vrFhlWOu-8kDi6)jQmHG{tV{`N*~3K80>&b3ttVw+a!0^;aDB=1E~Nv9pUi
zQq)vd3n6<sTvllKSy0{n2<}_c9EEmIQm^L1m5mn~F0zz!Q!*_D(-AcQ`wvcDEqq>n
zh3qm?U|I{YRgrA6*FdR?_N=s|iBYhA+yS6R6t0Je-FIxg<%&^dIK`_9d_?hCUhyAu
z5N!wq(wL-btX-vvXmXyqRJVL_s&Rnp`yY0Uu`{J@$M0ev2uN0ve)=8k|6%;5lN%P>
zJ0I_ULjk3!dP=7z=DI`tuat8+u`!9qm&3mt7FN2+{1fj&_Qu8|KRge1#8!}lRIp0Q
zVl2u&do7?ip{;-Xp^;|1iyLqKwe=bQYok~B{2^t&w|m`FN@D2v8&m<ld=%jo5Uj-J
zw!!;DH&f{V=4RI=JBT=SJ69mrB^WY&4QYRE!?PrR&M9IO72I{{C-I6{|K_08zKxJ7
z+76R=o?23K8^x#^N@c2|q|I04TrcRm9z24Lmg9O=uL%V3BPUV<mad2~I@RuvUqgK?
z3tVpL0K9mmSDr&O2Pa3uynpye0@5SiyNxw>5`CmXIiJ<q__c(+52}|&0whN_Ha=FM
zTc$K^YOxxy!{lf0?Vg%>bVWUPipd*1xIXsRORo(JfOM*X{rV3{qnX8w568u_PE}W)
zeNUw>b}dmJO8@=3{xZ|hM^zQ>CUelw--Mw8)30<M7Vm{hetQ-ZDrI7Wbj1D64ZE6r
zRqy&y?8K{@W`pRCuuuM3<sHiv(fx|3XQ|oZzV=vCc+oDz)ZeF8RWtbP0M%{veLO1T
zJ_-Gd?l69duZCrqu%vnx_jiBFJYhP+t~Jy46rI*;1TS*Y>r*dOG+aTC6UJr6rY<NK
z^CDcajA;%HN_LT%o2Y=Nmi~OP6=O+`U0Ln?wgY6J#-|xFDnx%kC7t%(gC_7|1wS;m
zr6j6~BCIRFK%7dQ)Rxh$tW`f5_9wKv_sZDt7IWsED14qDTLi<Z;yOQ8(JwQO^|3IJ
zmWeX1BhH-W7jg%PRU0e@SvmM<q6S7L#PzTuo3BLv?pU6z`Fs|H&vk(cbf~X0N!GM;
zEqQy!-zi|<`E)Oo^8G{m-hQzBkdS;&9U6J0{A@bJN@{vGwfVUQthi?WG`VlZZL-#%
zjGBTvW|wly2)LGp4T#W8f_B#4MYTFozGoRnUqHF)wy7bvZ#JqkmQe&nMOBJ-mL1S+
zboDXY{bdwM^H%k`u27cQ*)jlD1Ez!bJ+V_WJ9iKvVpKzr$x<;jj^($dytF@|k0~VD
zi8@0g9=cSqOYXa5Bl}*?ycJBE`xrvJg0HZnJTWWj40Ff((+|PQiH<GBsT?(4qd;u>
z_o=evSU~gfTZ{1y8&5UkbmJf|dO?#<a{E#|Xcu1{`^5<t2{{FIL<P;<KunGao{Zh)
zYGApE@>k`EiA=yoIz!XV^gFXuN@}!p>}B6TH_<xK=aEEq;PYl-gfOCvu~WQ@C(J~D
zFwiXaJ4DG<nVt3q9SF#m0IEihi9f+*w9y)pPGkM<ltkg)@Eer6lmV@)D<Y|ZwVr_1
z^DE<7VU7{pRadI~6IRgYmB~T0gf-jkF;A%rI7*6*^?f|`1@Rm@<R*>qyVJW;(G(Sx
z>=1lSIl|JMrlP{%^$Bf^SE}19h1vi*(^FkkO~4A-Qnv>d|J9O_;$IFWxa+l1E<~z)
z&09z=r8_B$Ri+{zPjCI~iCu9Ir)t8(kI%{19WHnkzcs~X5l<Ly)ccNN?};LZ7*#Dr
zazewuu`*6lgD~pSFh<Tvb4rCQ3@;pK3(<n!iXm=Zps}7`&{<~w%sN)qpfV|~yNk>8
z4-hTi@BD4yD-t)%Gx^nvkT5O#k?%3{vvY*HIynyHy`meDrGd-<GCVbKJ2&5N?Kg&e
z{rdHybj|PpvV>t?v<uh-i>oeG@89n?20E(+kQ)g;GzO3!4OCabZnppeola$=s{P_X
zrsd4cOy`I@zU(5t0Z0h25p~w)Z2W3IM>|lSKjo0**@X;btSA@*Rr0H9W0_rdZP<w`
zUzbg2Do@H9%G4;XHb^HdHn2*K1uTVnx~aOou~AAKHI7|LQ(1ob_U&7LoSgGeM+K0H
z9;vf{bCMkRfTZ+3EbL)r127tj0A8{4tAD+ZuNKsV`AH(MHF`W4334t<<DX8+UYdjg
zt@V$qjk>`$xFzUFyOl!V-@tlM7^UvIUf^WZkK6u2eS)SAfOcsqtmOUI%?9a)yZ7PP
z#jn)I9Oda{Ad9g{kDOd>V5~lkj3c=GLJ?r7c0GJ3i^-@vcKo=3FeSgZVZA}!Z@b%y
z@9jbUhm~wlbCaE?+#8wlcsTqFmXzZ)*Hy%)wt3b7nIwcuCHg!^M#Z>@Ns#ZIvdrcv
z3-H6s%yC!*(6$z~fmt$uEbdqsE5}8!D_$_kia}q#d?^BkjKgRV(2m6M4S<*WRyO_)
zlaQfq&I6j@!@A^OSxVci>MSCbV?MB_Vm}f@Wt|&|6L$0qNe)2_ge|cdhJwwpQ=F<!
z%Q@dHj{H~;q@+$73O2K4?nLGV?5&nkr<%QN@or?_;!0|~%Z&_NFcZy@2+`0gwFg^O
z0sli;jAVlAyI6M^EJjvwe>5|$zovrJ1rxUP?$^|1aB=y+{s<tEeyQtSJs;<8uCkuP
z-49VSuE4D8<5ifLwtc>{F{meQ-LP{d(gE)jt7#kWa#1_hyX?*KH~ABzG6t%!PyVAw
z`SM;FHL3go8O?&eD7#owflqd?&EQYiET(~KEbp#LMP8}!4jF{2m3+5IDYMY;HLqRJ
za%p?gp=)~c1B)dEH`r<&m(7P-%FHEgHaL1@*&j(pr;M$nLDl07EnTewyVGXFr09ZT
z6$rF|ITAOLZFC^8KV1{3>61?C*#&CSi9eh2VB;l*-O=R*LPBGXlqu7!bX7hV^RDw!
zr%G*1)<hEdhEnqRACwWD2Kh|XO|_Ej&X|vUwmX#B^Zrq%%ys~MHQ7NkZuyMa-a@+-
zJgl^9GS<#7@6H8NyVeNF@qzhvl%yM?&?Gd^P8qNABlfX9liV3iE%ARNHQO%}1wE`a
zPADssj2e>}l!Oh+T$JsW`7Q+;B}hw-kN>Wbw-_IDSSgc~OyoXa_<buD>P%LMy>5>y
zwrj$ZnzLXf-+#hc(3{nUXuVDu{gtt@9vuX7oB~|7bdLNdHm*`f(VpL+3hoD%sE16a
zD$*uCSzfOM9dy;S?3cfE?_pB-7KNy6>H}9%F0xx4D?^i0mQ?#>)C#AT(LJoJQJ0@q
zLQcHldXb+FmpuO+D+eXVkL<0RU#0_{1Xm+{68k~j1!ZXiM=e{rG@`S|r}juZvp@Bj
zge#^CXlO?=RV%r5VrN{*Fq%R$OV?arz9(MxwY<#`g}x003s_ctNu#2?SV6D3n>rMq
zwX5XlmBn6lH}WEF8?`9p`X-$BUDY8!(me!nEc)Pxv}sLI!PH7X<)J4ehJns;Zmy0~
z&jo~gzuSNe!C45y!$mX}np1-`!Sw$8H*O#k36?3>D+}9GF#;zlKITnG*6!hi23-D4
z3jFyBN~O|Um5=<h9lh!QzM(Ai`v&+2iaqo6a>Z@e)jNq;?EKquMJQC)m=i5%4*vH8
z&)92Pa$KVm!L>m3l>@d-NILlKt<UFd{?CZQ|8n^MDy^Vvn<jL`8I<@R8TTUdv_72<
zcKdJW;m8mT_*+1?a9aP<sTk-gqeb}!(VU%~HPi>XzmmcpL5#M?@A^Gr|C=A#`ZuKk
zDi|KCaDmN@+J2nBu9vm2KG$t{WCf3E-!d(-sJW#83A`!Y{DE>T>3{d*&P@Fc;PBug
zblUzuMm3T;ZYgl?G8flBM6a48^UEB|i*~#@7@WcSp#K3L9++G6oBswvZlAq={V{^R
zIy}?zj$cqPTR-OW=jomDhFgE9>-S{uz^&3VG7RheJY%HHjgB5Y8tnEzLM0*RF4sB@
zUTSS?6CZ+Tl<dj%v<fi@RF?Mi^wd2<U+B-s1I43hT<^bEv&%l1n<vcdbJ~m6Fma=T
zZ$Dc!P?GmwzO1Lnii?Z)=>&^{yWFKmym;kG=YjXYA{q2=MA6X)`Nj8?>-;x{vj3Wp
zn!Ds>GZ2}0E2DSo=F{CR&0+t&C_X-VLnF{}di|$(yr13JMDTKMz$@;aFiHRU6BUmh
zb6xHTOMaOOKJ%7f{DuE4rCVHE`}VGDj0kci9cI%N|7UXMbNi<Fe;3LBV@T#UbgBWl
zO%7t`%R|R<faNX@JZ?}93va*P>jci-X%$ApJ4i@MJ_5#F2Zc88z{#l$x`Xa}*xTTh
z#l8PVaP|}eYLjn;4hZ=DK`iO41CTqtJ1@rNfT+i5^}u?-bbkO>OZ&lt2f=RQuU=k~
z>Eq>krH^9#J%Fry7G+;N@!iJrfjGZ`iSSbN@EkNR|K-}9U^fwP;dlP9`~6Au#f}eq
zT2F)>8e`uRlr%}>xmtZ|ZEY<8=-<@o*L>i{cOlrI`DO+0-nRsJuHoIgZ?q!Loa&=-
zcUXhXeM{uSC%vKL2C*&!Kc&L-ytgJ{cTvXVehKyBC+v}7s$XiG_!<6Ye^57Wi7?gk
z(sqJ|=DZX&=4OBYPI|r(skZHy2UYT2EdX{?9$?}DTXS)8&ziV=7W&SeU4eXNUyByu
zT3<-*yDi#-d$W~jz&yV6oFvvW^~cp=d^fm^?>p=TATg%_G2@<L-qU{I`XsHwfoMJO
zccvxz){?d~I(lAS6uI%mtjetr0JA&*b#$A2KrSM;5@qvpXRTegse-fQEUHWLjEjp>
zR1r&`6bScWj049nEpUv8d9{j_LREndRrs<=C?zEj+#B5^RRHXPk`XN+W%g$R*MMYr
zr;>6WXCy(jKA!yIioA0tgb+ZI@>w43kAKlL{|wrn{?^KWj-S{7RGS710Kt65pwN;l
z2Z5T^?ky^G`Tf5)v&4NKn)Aed6t4Hk^a}|JQdYMXIwIMTfxza+=yh{bMb%Pc0Yn<x
za>8d^A)ZFAwF>%7`rxiyy3`h*Sk4K3O#Bdto+z`^E`tIJ8fXbT!)+iq57+y{Ea7;&
zJnP1WSSj-?K`Xy=_)6MMTD7sIPmJuJDef=w%WSYGF)wp~W`hF=Y0#AnI!C@sG1>^g
z)>>fwd(X!^D47-mBpN!8O)UmRJ*y@a0{v9c-y)I$T;EzCG*kd~O7sU9TYJ399S78x
z!a(MB=F)LQVCAI3)XNMYVktsPW=$Akx=G)jTknP(0GdySUESe!rIwho7Xv?gF%x>=
zx!%fQsn>chJ|SisrmM$*%#70QHn2IIfg;$siXbNYZU8&j8FV>acs7JjD$VJ3|F~OS
zZ=EG@prgJx;iF=6oo^d;FYN%kp&U9cj|37%XM_tSer!#W#~Ykq!gZTafXK89O;K73
z6CSURPnUB!nMq!AX-@_w9PCh{#ISmkOJw3#h&B<pwR`lW-Y<EQ(R8IqWGlb1BS7f7
zbz*uc%jGTH$utIV^b(!JLV)VL0Nmt3>mcS_d2>i62MQ8iQhE(&3i|p$o_S?K+X~ru
zCz07+$=<>C){I;Nm-<IqphwA1Ma{fw4JL0-V)w7X6l@vSSL~r`!l3T@1jb5Rv!chf
zw6v5oe)fX(`E}A4Y!l^Oclf&1DqiTw7Z5^16BX*%WHs-F&$>xBzXLBK4|J{E2zQNM
zRaZaG0wCK0in5rU_cZq_U5%&D?A7py=`9(%%B<2RClHZ%Qi#2LZK+d$>S_btm<gh6
z*i)<OAQl!QX*z&Nh4_IMwo=|6ibw1KCTUjs;_cE<?(7~drs;^2mc~|aNa$~EuFu^v
z%C=WB)kju_|E^NK>Q%wTbp#!5y_B<c+<>xi{T{On#I0}x?TCEaFCX7E5#MsGx#3zs
zWt3X5pa8nK+aVGWL!mL!re${l#!qvrUA!db_e}tRL+%oJ+sXO!I-T>I<%&8`C9dvE
z(9x3TWen+t&EGd7U3TGhla-u+UyZTZbO_DjKUs0s0W=ScGFgRq-Joo`KnL>7^t=31
zLS;Nqt6|mv{PG|DQri(reQTG+{rwfd8y$B0B3d0>8ZU?qr2HccPJTZ`p#BE12i4{(
zW1DM&*nvbkU>_Ijih+mkv}%xVBt^{TjiR3f5y7bM+Z=;3KBMvzuX5ELeO7_r*LWZ|
z8yvb)nCK8O6n&~73qXrSH9@`U!Q=bo<a;KwxJuG;gXHtGg=6Istdt8nzS@yj$E&3A
z6jj4UuK%17#Hf`*41zCpYnoGWBd_sFS}z6`c~v>_%XL|azzq=kQNDef{X)ZO3mk&>
zOgwZ^Pw|kNL_uwRZ?6;VtJzz4cSrfwtrdICk02NJ$CY?W#Jbo@HQ8sxH2&b<ZPXHV
zv9#t6xt4U*;e7-DOOVgelQkb|6gJxI+?KciI9S);z_TZS>-*}=i>aSiC#tQjCCAd;
z<Dj^i(ZTLbi^{pQZM57y1>eGqluzQ~Dk>jgASZex{o#oS@6arVb_8l<k$TEh^jHu>
zk$R(CdrYHKc6@&DIVHsG+*uwivsc$Lx;9c26`_9hkYh~fMD=6fC2Lni7Ak;p{(!K0
z>|)YG3S5?>$Lu|HG7UWKJHXsU4_+1WaxXYCFj{I86D9dMV6}#*)NIPrGiLEa;GYVj
z`)z}u6u9^51U?>jLza^+S>DQyCIqCNeQ{ZpD=A9{5xE$XYMeXH)0oE|hsix>%?}<9
z3ouEeX7LH;5xZrni#s~Hm&Cz+z7xs&p>j(J1*<DE(9zViUD1Y*vuYzM%9!8aDEZU~
zu(_rVr~nbkkP|K)m~;a|x~`lLqW<Uwtsk{)@N2yaOlXWb6+TXUdMXtV<Gu=<6{+`;
z8~`IeWd?-<XovR!y6e(EZHGymc;X&y1N&4snJ^hIHWZR0k8`y53%hTcrcn4(U*HYo
z4un%M_vV)=K4)Fx^+QC|HeAyv-l;cBqzP+R>hv${w;ajKQxh4pGA=Jn$()UoPI>vQ
zyLR#(bviC6mjaXBX!|Iq^sU!l8}#HO0pcg53s{Ad@o(dY8-1ux*-`Uy-8<#ymW>RV
zAY+2#Sl&Gsm#|?cOn3bwA!*x!m3kjP;E;;U0_CK$&b7T7*aJQr3y(R3m9V9z03G{d
z8ziC}yTjfd9X09wcD-e5GOrO4nh72nQ|aYq$<?}LnL_ibtHZNqx9Ff-_l&?A|9sU>
z%3Bwx-vN+g;Ea}go>5`mIgQYpuuo?FKY(+cHP)83w`A7u-wbb)KhTH+KrM@cGQjS3
z1ZWEHEc;pXIzS3CSJbXQ0Qh4>Fuc-vEG#)p`#y6e4|yffXwpmf*2cu8n5PAw8PH0f
z-hr_aqGOi$P*t&|)@*3`p!zu9;-o2QV|HEGD>=!{8~f#Wz)W^b0Icn_CB7&$)VruK
zFY}3UDu>qWs1mY2Q0x%)Y*A#r-fY^!Envo+*NU?atO05+djYf@_`xHlK2&hY#@caL
zeJbmiv~lY1aOo`nL-|+T@!25N>J$3Kyp>8N;gmHNqy~ptWYj^k2;db}vw)73dxqwk
z{~Zb`Hsb0UF+DQWB91c`lHA1SJibujiXVud8k$$CkQ@PK)J=^|ReYA|b1a!-m~pqn
zHap#Z!V{Y{$MGb%GX!?Z{U1Xc9`n%5#tV4`PF5hH5l{7+@Z3$Dun{*#-mn?i!i%mB
zlo|k63Na`4-nx7iAm8k73f^0l8oEa_JGHBvv0tihROK6=(_)$#8cf9+KCQ7`x@9+$
zvtMj<>sK^?Lb(U(_i;<7!^UOq^DC+P;|+G71_DS4BW8`n96~Bu_qd?j+FqN;wu{ai
z?j$)k%wDRKm8ODEVTM+Ww#QYl3_oWr@2H=a44^IN0y%~Rw#Q)f6@w&y1wGKrfEcB8
zyWQNaMpIZB{>YcjA;brq&A9qQ(p$s$VKmgCr`R*eZFzl>XB3|dX6yNKhf#=F-^z+-
zM6kS;_n0twPWsE3G3exC-zlUqkAP$!fPqhIy`98R8$gNDmJ@R{G6~HQo-+A76q4yw
zO66pa4bq%I*bfki4}&zo)|6w2D>VSX#dOk~rW(*ur<|MTfnKI~s#xGx1*?Mi=-G+y
z=X>l@x4$?f+;IB6V*!G(!OK)m0!zI+MnZ5QtBH?zkpveB8^(oKDedZyQRd68(TRW2
zUt8_ZFLpM-e)w2?iiQ(?=J+-M1_@L$TsU0&N$$6wOZwRbSKXu5JT7(%2&+51ZtI;~
zI5el1>+*X2^hia7(ufpdjH38f#_Io0Ag`EU!h0!>r$VzppeQ$N-`ou>J0qxIJpY2&
zu@eTDWenJnKytT;KgDl;hcL^ba(-4{%QjQu5=(E$XziN*G3)suq4veQOHvc*Q@G{F
zPflA4Y2JI2?=X9?w!lu#$Hm0z@ljKD_Am>7hJa2fax@dyX1|XMzw+ZKTF7}6??c@R
z=?!qF1wd6jCJ^ib!@A@|h?D!OnK3cd^uZUrqbS%)2j#&@!FRvX*Lrs1)_v`VUWyb+
zWQ}8Z1KXue_O7aw{JorBp@7GO;^L+^N~V7Ce~K8IMmdub4$D!QQ_35do(hadP-J73
z$iT{Rf&75@^QXsZBKDT&&M$Mw0T<WH%^!!({!=)KylX8rmRBs`t`qCCSZua<9$bQ<
z<yc;VbDTuhGaG!Gd~~B8s%snBYlW6|DYP$!^X-#OqzmI_qvA+&sm6<-;NQrx(TVwV
zV5jdt>^o!^D8%P%*!?$=b*_m9hJl^)yPe!@C=!;V<z-RAW0gjy-oD$%wn&ywbtG=j
zC5^8`_fZK2J_%*6b;tBD5RYk-daJ~Su};Z~<;UIU3;Ev!Tm5^^>&L(cLlO)<Q%k+#
zWS_F)f_yVgk%KQ%jj9*QjE0BmJX_Q9n&J(0@}h?%j4OxGMERk8jnKYq9{I)5&c$82
z|NOI<p)S7|<)7$Hh>uC~zn^IAi-rA5S8wHjiH@`;&l(G}+PSpjhmz~P6Qi!j$AX=h
zW1XK@Tdm1&c-hJX@}OcslWLOMR-1886{+GL)wa`Mg^2j2NH;ydNDo@^a9eSS>o0Nh
z@qxFjKP}tGIqx?o06RViaPtPK)tuUzE@f85aIEFO$*9ap*ETmYm=(YHv@b^d^vY8q
z^miB(Jmq{&aUjt)x7!Zt;R|oKo}3)2D3Wz>^8P1g8B_%@nIj7B#MaoC;|I29idS^|
z$dOdU+(XqTR&UR@__#$q#MFOJCdI(Q1m2!b6q(MW$$4vzFC|pI$TrAvTDvr*lAjM3
z=|>-rTWU=;a=uSAJ3U$y8YUQV&@u7fkMH2f27i=|o-WYk5J}(H)vr!{AKm<MqYCx>
zHz;+3{yGx5dv2@UyX*H&wsE0GM|=tUi9yBm_-t>bCKJ@gJue$!U$Tp}bgVP-m4^C0
zqnz_!d<c>2<(xVfS7_7aS1)bmB3g8>ZICXSS5W#s+^EX6Ec$lU#ncdKZe&Q6(WKOW
z+InkP=5C(<5oV4el@JmutgNL7dDVA)KX3j0ut&^syV;#IT%~CUZcW6Jv82d?{l5$Q
zvkl;j`<)RHNqv7Vj&IEUmfA*;zTc?2V*1ZRWP&j~udAxSD(w6n)2GFEJXLXx@md>h
zY1bP;>XRbB<l!0uvwoSb4eGL|n<^$JEwOIcaNI0&(S~#0w;F)>aI25Q>o<bniumu1
zMPn<6lJ&00s628|D42d4qn`a3!XNf=|9x|wV?r|Q=`9CGKYH!9H_IORmk|I}KS@Fd
zZ8z2>nRlPg^oHS-mWHdp%HH5?cdl1E@4;<JoA#<H_m~YtmOAD)SXTBXmVSGJa=w`S
zeI1<pWBj)}{sfHvGtD@+WwU#)m4*kRGsibp3w+FKC?)hjiLo2Y8Jd`Kh(_HIeBQI-
zw=U;{x&DZOhq-4c3*Dadd|keAt_|HjFp>4-!_V4sLqoB%T`F<@VoEX=Of%y_yTUxB
z_&PGiBD;n}3m{vAHpQY0PX#zFiSw>L)yBaKa-V2sP)gqZ`@y!>n@-C-TzId)e)X4n
zrhe>l$3Dgh+Aje3n0+uz;8TPLx0fg%w0KHX<sM&>@7~+}TmsHZgp!a;6GOMB4ykJk
z$`?wqk8U6$+noNC8!l}$T5n8sc31dYkL_{;-*8shzUSL_z>;$TH|C5N0WWA6jNR~_
zympJjA3@Cbq_;4GRNSb<zQ-q`V$yv6<aqh>mc7|J0EfYg&NLbon%y=RZN|K==*4Ke
z@yrMA=M?ZiA2xse1IpR>DRFgZt8VMX>ikp&ioS?iiiL5f6XkP%ym;#ueo($QKW;$C
zxN4vceUHjorY2N-pkB;Q64y;E(%UfjG(Ps|!XCZCugrKu?Y*^~;Dqllc3gGpzv<LM
zell_Nijr2|u&J|8@(F`;IoqU8vDBg2NcGhn0tc(OPgy;F{Mf9<E0e>tbrNno0NCa+
z$mXw?TY|{`FlSPve5H}ibWc%}|148Ik#>7GP-dj`LJA<fkN0uaD7i0$t-RZ4{aKh$
z@10LO^FbR{7r_4_$zPmNS&-g!G2BCIJvhNGd@;AdVW}vEDi^q_^(nRPHY2iCnQmHI
z0MLtK6^7ciIPd0@l=@QR0D!#D*4i^gMLx&AJb$r<?MpFJ(AcI1J?YNRq@+ZpAC%}5
zxN5PmM_B5}_7*WU-+ii~b9JiJ=AGL1!Ud4F7k>ur(F0O$Hb-x|s2!@i{&Qn-kY6<Q
zw;A8<4UKKED?2=u`C69}FPc;5(hIkJ-xWJXHp;Z7`*>2s0R-*IySP7L&cKL^v}(nB
zqrlu!46%X6lgj<4Jju+)Lj3H+Y2&Lid+tj`-H-_}1=C1e+{aEZa~jLnsy3=hpDq3@
z9Y~QIkc;|}({xG7L@Vc_xkcdC92gMFdXo9D7V!4n1C={Dz?W5;{V03l;nGN<(88rX
zknMBGmr9V&7b4m(DmC|!)V>u*V0Ce_Q|v_X%cq5p7V#t)4KQ#O{q^q<3yp#bj|ZJE
z9tacQ(oDbLZP{*?;EBZtF!N%a6JG2`+Z~?TT0G{1m@!8F9S;yz{c@zF67bPC|8$?|
zy?l8ITgh0v4H;XVtV>P>p)u?b4JbYOHC}T`T+={A9N-LxDPo9xLh$A1rn!}v&~`Rh
z2DO{N!;}3Vg#+W!)q$~z+PVfkiT3Aco=8;%Wvz!`mSa$=Y9hTWMj{`?Qk5t@vYcsz
z9}E>Ra8|%keh%34U$ro?>x%Bz6ts-a6J}vMx!b{nmUo2vE}QPd$iL0|d_Yvq0CU~B
znHZ_gG6B582mr|B_5v$(EeCpnv7rmYvv?W^2KFfulV&%fpzecbOw>h`;gXX?Zx9bw
zA`W2mI1^Q_Q_EI@v<Wa9Sn%!JNwM7{p<g*k)&%t+))nH&Mk;OtNNK09zj#A=8GhnQ
zI@q92UC~zvP;e_29!)*Ng;0BieJ8%pwj)2B6@jZD3d%?2z~BSC>n(8a7C_9w7fh~o
zW1Nzee7r$G%z3;L+F4m)GX_%t!Ocf-sqIwa$N7`s3W~1Q{5eLp!B;w|8g&uNfZT5B
zGi-<n9PyRUd>b@1Cuj>6WaW>4;^qsdvZV!~{q!IxuD|-%jVc#QRJpACf~HP>j&1+t
zfO;;JYhO439Wok)AxvdioYTBGUA^3%6g(TSKF%NDv+Zm-{yl52PhRGFD-Wcc)8rt8
zndH?OifQSlO)evdTZxzh$?pMC{O=$ib)R3{c0zz>>CovL_c^)5;|oG+Fa7eMV1!kb
zNYqi7j9zNsgdp+l++RViuZT0W$RYlKm-K}|c#>XaDU$0c(Vsu30pe)co2Xz6GV1m1
zIbd$3%*O0hB`6=dugU<q8bdim!g_?<s&4}k{Irs{W8T@}w}MtVoQyjpYuT4)4+~hN
zoO!Wiq7P8+{Hm&MMME^DOq`ngfMTQ=Srb5YRs|v2)AFw0j;r*%hs;=kS+Hz&EqrBZ
zPaHHMgfsaGPOWphf9xf7*jPFEv2qclMe?RI(&6@RFksnypvf$)#|9{qx^>In1g251
zz!EV}zGZJlynF!+puo9f;E(Fm0;o%w9Ub?@?$Z~uQ<d7Q0y{o}DN*9YSn0Aq0@KTx
zg4w8mbQZcx-gLvgo>Xuiy1X)3hg0OMnG0ewQenLcE+ah$j1VE2oY}nwpq6D9=ReK;
zT~OtM9b*8#rx<KrC$Fl)u>S*wdAzuDK79B9h7eFmYL?}WUnnNArBI?wp`;DZ)hg(?
zQERxM?{?qzRFP$!z{=@`$-1g_UcvRJoMAZg+Z7198!<ElX*IH}v>Y(g9%PxElDwL?
z)l}s~z-&)><2q7VK854Rf7(T=(hkJny2GIREPaD&M-A!U$xkfBsB8+F)GQraGqS3*
zd{E%Km({w^|HUH9ex@i5POpf=U=<juIu9OP#g#Jgb<CX~-BiC11yfn-G0gVz#0o{B
z-@qss2Nl;641;-^E~Eq9y$F~nHJpWn14Pc^z<~o!t94#;4~<PszU6}iQ|_v=-`})+
zPy;!`Vs#Os>Z_LQ&Dluh$mdmHYE2HW#u>ClvBq4Abt(gUzFo%zj4MdV+V}hwp>#<U
zdjrENfXo0>vPo2sm$*ON0E$lC`Sa&3fQ#_Bj3FRtGF`3=1b3i+UnOsY8>rL{INy^z
z`JPnuDPUZDe+n%N+$agW{50qDU?W%y+Lb{-iR47@2zJV1ST#lg>?4rY$3YSUPDX;7
z;K7-t#31=p{@yB^P4Xr9W41Z+NBhP%75_4d#YzKEmuh5YU-PMXR5pT2X@E8=_|Jd=
z$$6w;(Ur`ZoFl-%TqLnN;*8?grTP(&wqJB7`9=b%<=>&H33ptUy17GSOzcJxzcODX
z0TbS69k|t60XC8?X}LxX46k8mApd|YV}Nqy)1~$(Ule#(f9e~S&j1Bmp;M$AHdzG<
zOfT_86=JnU46o=1ROn<Xh`c|j5;hIMc4wHJ29vWgcK<6SDu0*x>qMBh3`9z~99k%I
zkWWw9Q1pA|<GEu2i(vw_^odZ+we15G1%Fid?6I#&b9#cV12vx{7PH)ZhVrx)Zz-Gt
z2x;?|NOVemd{v|(2||~u6B)hC-x>J)pKccF<9(q@H;vNvPeR0rkNg&=Z+fJOfT!f}
zzV;oj#3}(@2b!axSodJrn2OrgpW_ZWRd!Bef6393Hki<d3<MYi+W?RJCO!oJIQ{Mc
zG#J{@mCt%-H*88<1a)V{mf#=yZ2a#w7}z7FAXYugWSFM*S*pfDG^lAHP!oL17WYc>
z$X;X<Q&K>bN73NOsQxBctYURond?&B!!2dD_ae?L9+Ie9e$=hM@jfB~UUsFCv8s#)
zvRMGIQ%;D86amDeh>siLi|ur2-&g<xJ7AKr7_1UW1LPw6CG=#Y@Kh@AB4)Xqr;S$C
zb048565ARug`_LSm%&#Hr&J}i2Ql5<(v8a&d~oFa-nzg+XOc~%>iovapUx=QA5YE*
zl!F-;LKwesloe@bns4;Cr_4Y~cFanMwQRPQWW$%pn&AL9(V(3f+u1R>FQV7lFTe6O
z?Q>pQ7p~oEQ6FB7Po*v>bQ^%WN%IGkF97;XTWV8JkHaj+a96bTPvkzmVt6;wV#ow0
zvh<ySb@}GHAB}9^269^Ma<5|T&PvU;f2*!T9_N2qcq1>A<#JnGXvC%EC-m@ro+7-5
zCyz5;|2LR4zck)nNfDJ#jeovzsc@!|GjIn4|5tYKQI#+7kI^cWJKLhZz<a=8yRX(s
z_S*P|M6)Q4V{4y!r<{VH2`#1Y%d6f7CREb*F?siFh|D0$Z|#Lcbq#Mgoi8k4^sm25
zq|WYV8e6^YjWxuIigN^cLC1#z(cK5J6eK5#H(kJ6h`q{lAAx!O4zlf9G_p~&Pw(1|
zI-G_*-h+AFrtRi!uS9rrXx+G!ni`=7J71`33Ff2Wfmw%s3i15mJ9+Ia9?o(N9ElFr
zLs*(M4Gp&KgnWFQ#x;)Ie4}Pw0@TUXzS8P{V#2Nz9QNs2T9+RlOvd$V?UEe#>Wf$K
zULSyt1xcz+N;U-omJ%~35q+NtmH3?URWse2gr|CI5XZIy){KBikvy`ZwuBC1g(5M9
zR&N1!&WyO~WUBf0{DlR5K(vn7?K+uwuivdLBwgSH0=QqCawTQ}0Ju}9j7%Zdm)_S-
zreX4eS-pvl3W;RYgQ!bRY7vnAV2tOoy~2^0{_CIYTmnpJIS=BK<Gw<~R3%-o^FPab
z%<AwjQ{}6E*l}3_Z_&xVEz8!l+StlJQ&uc@Qu3N3#d)k2Xx{3EjDq4pi9fSbT8S5i
z4Vv1IyFR*t4$(XX>5?)ZDf5%cac;iJ6FY8^p%Hqh^ND~1n6(?UAje0^6*5%mTd7q^
z_P9a_naSgjX}jw=&uHplY)x(qM)7Y!)z&jTV(nr09<5;R%kpZEfmK@cfT!xRTE9AJ
z^}T&DA;UP(Dw9>1Pg+y^WO!5jr}>HYkf#DiEJ=bt)*YIM8l>_T24aVYsvmw(36Q^>
zBRT4?Iez+dUu|s`yH1<jW09|}uu3O1+T)H+vRh@)H+?dT)blHgoUL09<Z*!RkDnJO
zH3m^On9EMIaMP(`67os=xVIS;1CjqoD7yn9n1+KXz+IHROUO%3%*nYdcHjQC22a{p
zpFc4B-Rjrcydx969O1ehUDs9dDf0CbL4LjuS*;!gCK0^8mAShcm^AZjnHsVC+hBZF
z8R9w6WkPjm8IY2|(W;)4jXWH7HrFtPU{ZzCcFJg`!MO$ycRlL2?3NIY$BJs$nipb%
zw_^0&yVEO(F1IyZV7f_(Nwp$nUt8-uXSLkr{CQYrYf?OY0b!=5l|{)0^zy743CY*f
zzHaqK+;5vM>vO$Mf35b7{1haTAlgu?_Tjq2`PTW)31!}i2DeoT=_7Z(%qUeoxadIW
z1N=(Sust}*7S>O5w&<^snyAL++N!SrjfCWhn>ik^+8#s&rh~4>#x}}1*Xx0G49Ebz
z`uyy6*fIu(U%j+QH_rS~e(!bW6_qaZlvB^qgmK9<hl2D<yDtIU8ErDFt|@ng)PjZ$
zjTI^3V=8eh{>j&$>}K%gT=G9AWo=btC0zzWk%-VhbB|u`76HkML;5@?Q^Kg9s8N$2
zdyhM5<Q6Jzg8__UkZx#7yyzH=FSTj6&x59HSr_U!J#c5{n#kuFeylPF-mz?CelKr8
zw^Ws_(zS#r$&;y8q1nBWiKZhsd37S1PRIwzXW3!qDIK5BhP2k702(C2J{t*Ch-utJ
z_l$*v?BA!~WRm5mb^CEpklSeSyM`TY*htpluu9-FVCgPdkjM@1c|O&;=a7)}4xd7o
z*#0^|yRa8(ou1V#g+**I<CVP5-zH<svae!$`&3h<hr5LFse1cC7yNOe_;Q8EzIvI$
zx#1^|AdrFFvfq;3{jx(17ByaA>hJrwd~v4TF|(t|z$jOOUD@8Jr}xewP*dW5w1Ml*
z>Mek1bV)a96P#gqqOZi?Xkp+*dCW^u)kFEum-*k3l8{3g@QjuO+QjD=EnK<Sy`X9-
zZ}|#xOlrSNYrJc~+j{#*D8)HTt}4r}!alYan?TU_k=QH;gMMe~1XN)oy5Fvy8%7Ew
zCExUXQMPhWoIB&zt}>EGf$U4QI_DUvyrbyTjx^>Z72hlD<3GM6{`lMX?hb@ccl!dq
zJ7KYEU#$y}k;EU5Dm0xt*O@6T0PU|S?irxk%)1mFAI;W34z#IIOptEg;^8OBU!lGP
z*e<eu{!cg4S0IS1<CEHpaBRu_)SDe|^nbAR-tknw@!z<V21&zciIi+g_8!UJn@}N+
zb?kkJqEgu-TO65(?2L0%DkSSz8HZ#X$2f|^;aI=xefoUw-+kYY`!A12alNnkx?bb?
zd|q^J`e$yGafOvWAdPm`-{xab%sv&OV0N-oR1QT6{C@Q(>lUaV<tEa}t~9Rvth(0y
zL$%jn=at)7ZD;3xZOQRnOV)R~hQGp33Ut_iee4#dEpR%;Y%@PQ4I(o(-)r!&;Yk{b
z%&)I>BvTst&xLlCgG9|(=ObO%^yetOzP@>yx)Rp4jP6dC98h$3SX#LkOmE;AU37jB
zz>y)8*^MRh-i@q81mFD&Wt%d8SEr1t^7SAGH*x@6?AZZmn*fRMO8Iw=!nrPEPj_SA
zl9Udufpj|GJac!}{E*gSm4YsCk4lX7@)>6f>Ax~8VSIY~gq%hOoERirNy~m?{x^q1
z4ql~zoV!gMD7BQW_mm@_dsaLE2hSuwMq@-LF)Y-;YS(M5ZP9(J#WBXpK#cznoteAy
z8i1FSf*`K{#CdVROYS@cz$7mrzPd?k{kE{X@VDBZf8Y#@qXv(<{M|;Y9b@adMfruE
z!`9(eQ62&m`*q>5)Bc&qL}kGdUVpSn7-&C{XcfN#DV)&rTmBh{Q6Eh{lxpa*)O}80
zZrVW`#P9b&6)fQF(Ntj@2m&PiHE0?0%3>Z5vAY1~Ocvpg9>W@+33OkQ5U?e|<BJbe
zM^L|8=oBxByUdbGOt~6Psxq9dw5U=6QQG>W%#4P~;4Z?sO#DzJ3M#SEA6V3_1Ae<H
zyyfrRcRL;Pigm7^qXWk6$C+tz>@AggDc4Y(K^`?HK`69rRV!ho^fTt+Xq{8<-)_mN
zAA??k9q_g>_eqQ1dlfmHevnW`Sgp@YZ%!p$uFwbANCZnkwO@T@_BaVJ0#rfJ8hg8_
z#Kxx{jka9|Rbxva;=rS1-3NqSm^stgRdS79a2dMT)QBk?9znfPNzh~2Nhb%42$<LQ
zT}YW2Iwha#AzeJ3D~Of87C!VW+|74>4Aj$=E`I7)sMNY<rh%8^A0h~wx-RX*y6Pv1
zOp$rTRagJ8KCW3@Ohq|=5@ArV{DT7ZMLmhhL~d<t_TgJxT%R*L(~?H>ztPsRKChl$
z9X{ICbXh*Q_FTLi?r|C2pdbxQSrPcrmWdKfNO`u9EPycyZr~7iNj8?B6jcb{nm*>#
z(bO$11IV&~XZGVn>Z32TfdK2`8`+#HPXXmlnG3NJm#3-?SN@__<psA~)zSqYyY?bL
zRMI1dtdHAx;kXqB5-^=t+9JQPcGPcc3%z&kZ5P#Oe|5p<`$u;z)-N?bi~+?Qc6PZ6
z)G3cNTwU61Is7RyU81OLqrm1ckl^v54AXO4a!S<*=D|i9yHi~DV02Z0bkBhUp!l9!
zLbt_)Sbx>tuVtKT*!Eqqs`UxrAF&NVtp~E%_$I7NZBk@_Qo{OHYSfb5LRlWY&#nEN
z`aw5pZ7`vY^!d~}opH}<WQ!Lev(@$QyTg`~m5#5CD2v09*;hDT1)?2t_Xrv2;JC^3
zI<wYFP5C%|P`kT0Se06_Vll9ty`FgRH~55JR@$#GLDV12g7~kZI62j7RI!e7=~fnd
z>IoMt1Fd5!9fOdwi)x=x+55o1vvw8NZsO^r1r&4Akb)Te+#^Au+9~%4+Bc?YX*-7^
z9vUn7x*OPXFs<al;j85e-DMr&NA@rUUcuXVD3MGE-py<UiR3luB;ZyX{24v%-equE
z%=xskAq|Y{A}uqgndW5mLUpNXc6B563a3bxWgYS^qg%;NuX}NSD=J`~OFqn-7vUC~
zNG&T?w&uYcaT9eF8D;|M^IrZO3U7N^-LT6kvc7`CnuQPPWh-BIjhmQn|He$Kf-fGo
zl}P?MA5yC#XExCu^H*-`*OLej*2kQHKgFw5{^!R_;~I$~U6VU+&TSo9YhHAWSp>Po
z{%rY0*@(U>9|@`Sf*YOOpnBHqvt-gx?m;v&w^>T_5!H8B!1BBk96?4|8!?N>{toT`
z^S!rhu+`5G6yB@o)zywHZ-WBPufg(%P2H8wKH^qhR|F;;=%Q#ig&?o+_phoz+}<cw
zaMkG$NA<Kpe6lbrN;Y_KMAv3X>QfK-QRTolH0CYIXPD^cVfGQ`S!6}={%h9Vo9CHM
zrwzb`NWbPd=ZSd#BkJHYkrsgGkhQ&Vi1YRvduCpmQ&-|f>NtK3*jY0@3R*xremX>#
z;22;#@b+C;Bi;?|=O-Ypf9vV~6#Fv>ap8ELc|#JuryzgJQBAmx6-*jU{0PVrZ%@4a
z8E8ZP6e=|Sn<2(_1f<sL%ZMkF^k1SlepVbEg&#k0X8M6lE6fogzbl9cHa?c^b2rM3
z1K=#Xd+s5jb{_A>fqOy0UrNFjxN4P!nM{ErqkZ?gXzLo!sgqoadk-ecEe|}3-kem)
zLEk8UlZZ20kt=Ujw9cO!Kjm0r=VpOMzl#p2WLw(<d2t$=ZT1L5&Rod-c+xJ|_gfc}
zx8TR_8vG>x+x)3InjRKiZRsw6ZDFtoiMWr=d+3$I$C`~o99T4@K}g{a!<>UDT_dB!
z&utebPUQW9AjRu@BBuiz=+;~fNKdw{K6teT;KbQo7GAu}JhH1x*P&lo&@#aUJRA8<
z#THXTNq{jcETCa_R@cY$j_%mz*`KFVu=fQLLlC-04A5Lb@S+LblBI)?nwm(<AC=M-
z_hxWe83N*me<}bU7J|51AAlPl&{#1c{YiHsqhDF(Degt)OV}+WvE^R)BgxFE_=1l)
zy=Vt4tpgHdlg63@D*cHQ1VJ_dGeL*j>hhxw`<9N!<^DIcaZK<eei<RsM^7qhj$&Y2
z1V}Hx{SN?)eFsvJ0gOf@NMu2<4?ULih`AJVUjWw>03v3<teCu2i4yZ$G=cCjfGv^?
z=mPbR<=H-7eyQCTU&SC6{-iQyGsV4Z>41_`^2akWU&*W%xQYP7(&=3^dbtp+i!=({
zvw9ynB_zy19+-h}%D?emkN#Q3NCrH&)ZECr(Fe~5c+fj82Jd$ZLHO(<z?O$3Vfq16
zBWrmd@D6yaZ9xr&h$h?eoR<M0dI*+k*$R-Fev5;hC*F+xT^uU-b(D4{@Ls;h`JJM9
z6q!y<1a7R`dv7c`k2jt%tpQbGUR3E%&+ljkPO~uFIC~!i^3uXwTq+<%=6N>c6o*1N
zP|As4nFBIj_#$qhtAU>X(B1$$s`sv#PHhGBa813^u?>`mD!{}nKp<NdW^n-K(XQVG
zzNrjbl4DdbC}e=_9tH3s3jlsfYTRO;H-6;d%sFx2UD|G&hLPrq@Ff?@lw<et7}`;j
zw}B7veqsQ;rL#H!%tKKz$QCJiyysK~xV5ZI$A}=&Pb#kwsglfbjKaV+C+GHPTUc21
zIo7jwd@Oc+5k~4)@5vH`vR>~tw*grwD;K1V_5E^DH6M$+6}9d&M;wotl-k$d!+c|7
zMgz!z{776LuV>Sh)qy)p{v5igFS7glcG`Eu-VGe0QR+B)dM(DuW5^)eUfcqJ-Ou6Y
zNX#7{7l5t};iUY+L}QJy8{rv8SRc@q%4)O{JWK-mc;=w0)H2QilyvxhI9LIhip4;P
zlEk%oNz%i2o>vIurE(NFo(k(542EC%0tK&8hq_rlW#xZ_30!7*>!mtIc)=$i2AiHg
z`E1DAzr-CJC>k2x^Yjk)2V(>-Tng)JfZI968ioVk^*zv*LV+TTOjk~xGbl4=3l7wp
zl$mvF>ev5rhVIxsX&RohXT_HbqB<k<*(59T*-pgJN`H^c?zJ5@xfU$mhY$A{E)Q>5
zvbdM1^_6*;*v3Ozjcx1khySoBzzCJ`^GE&w-U|5saqxX#fU)f91^hKxpW2^t1(4t!
z2)sxDKnjT(4dy970Upz}I_G{BkR<b}7qO~!ZfYkT(GfZ)ej9|giSrbYvjA8yt4V22
z`V0`%9Bn#5r*cmvk(k?J)ryk+WiwLt;DY=_LB^?N#f|u><bUjmdv1ASz*rGlE)uUo
zY^cF+h<3m2H;&bJu#6#bu!$exLk*TuN|NH&|IaJ?zndHS@z&E8(9wKQ2F4LOA(}vv
zE$qhi>kCkh4An4M3h+Q>009~d<%>9B5JN%swA=4<Nu-a-v&#KBjNcbZ7?$`Fr`MHo
zN-f_#7j`q6Y~G!mK=rTzQAx;dS1LVv_3g`-z;OMttwdC&lvh3|ilw`Sbn)u;LcF|O
zke%-}xdd>(IS+2Y!irh_W#}pET|%s$7xp{3x^0&jVsgSCaib;PJI0=zn)^pU$xYi4
z5iI4{-yTX2_r*_3?bU7;gT#e@UM5?0Ao~B!Q7MWHwdL~Wv#$O4=#|x@Vkc)13A}Sq
z9qk5L?W|mIwEvv?L_VTqJO%;E?GHC5@CENYRf7-~0XD1OSbPL|={ZA6Q-n*)#u^Xw
z-bg+wAFBFrqzOc70H4}Od%^v$Nh+jJ1whFOi~9ie&fUc<1W@ymQcb|}nvBCITSn8*
z4MyghAk{tS)K=fTw@?%U#wSFgw0NY_Ma_WuIBi?=i19QpIroRWx}Nhy*6RolAgBs%
ze=!zthUugMyIVM|YmQxbwYR3{oRT;&{%_ZPut?34dUE*^z=H|bUwq4d^_FG;qUny}
zF1oF`qWuC3X?_UB%x=kPm#>5|etYKu<Kn^<_xqDMjb_gt&Kw?tVA(Vu34HGj(*Ue?
zYC8x3zg<8La&kjERj|J!;aWB%ur_ZK4uI$~KCCSO-bVp;tz`+6r%-?aePHb1fUIGR
zpHc4bO<ibi4IObNN6&4{iyu*oxPKc|eZMk$>vtmnqTp_?EyuzQa2L_g=&439zOn`7
zyNhDZ@gNf|LXE$U%j2_r2H&b4bK>0tCUe20i0u6H{afS0$>_-d0#=Rfo@WGQb7jdP
z2b5gRp;8;rhGgr*KaFH#X8*fwglPW3#=J6|*D~4ku8v-9e)7v_n(89oDrZK*vOtp<
zrD0<%Tr8Fd;Tj)@mVP{X7hpE+Nx&ACf}#Tj#9-p#`=KDAss#!Ke#1r3)#eJ=P>VmS
z3Lf?5Q0XZ^&@w~RF~*~HZ}YL-F=m|?n!-3)uaX-gxOtnA!Z2yHkGm^NEEg~Rk+Qco
zE&%(@izfpRTGrJKXxNW;JLPY@e@qWZN201Lsg@FPygo0u8lL2nb*)M()3ze>0mf$_
zWTfsYXrS?IQ~~(A-o35L8aWT*QCweR{q19XP&=IAe0>)Rl-_G<c@rW;QV9Sujb4%&
z5(3HT4s}qsEb+b-l{IBQlLP@^|Jy{Imw+o4be<XUr^^w*7+(h1w97b(2OC(kym+)F
z7jMT5@MeFAe(0`T;1mk&#L?C2QoCFZ=s~lF2BhiAeJnnl5}6Odp%y;5gG*_<&veDL
zSWA=qXM5{T8UT37^yxxyZ5oF&z`bIM%#RCQZ&0v#KiXVjgA%3O_q66&KY4WlKq`hA
z`2TiureyuJyEtW@v5_AlzZRvEa0WoI5UXntpcO~FcF3K2wy4Cq#*R5}LRDw@5&(L&
zER78cqL?b+We=l{$3$ms&0uF`k!csTTjfv--K~5s_=hmuNkUrD#8S}&-`Dn|O@$p#
z!%$@<W~2F&`7V{aI>S^{8-${XxOXyUKVZ!pL3$>_J63v^?=?GC@757D)!V!j!*GE7
z;Nw$Rad+DTPz3e8iScX2YHClHDsmWGx{OoZ2U=xM{m(4@fM&_afCSx79>lw=O{wBq
zu*=H*eH(3uvEQad8&K}#nJ0}nuGz;Rv?&GvFnmCo_C;wwmOUz1ZTkqAF}BEjeZ)>2
zfT93%-_j(@Yt`b(yvH7MYBf1EG_elB8vY}zU|R`bwC<8z7Ho2WZAx`hINc{fJyW7U
znkBwXx!(zMpw6+2nQX4GtV_J8h|JbH&CF=?vb{(#R6)LeFaK}j5Z7#;Po{~<Kq)u6
z>snC-G8}4vlLNqEXYU)3!WH++$d7g+^PS9u-ZDL_HSgqdh>5OcY<2Q!)j5S$R|5QM
zLe3<n@valdKnE>t9{q2t7(<g_U_jc=HCxP1Uuszb_>Q-69?q4CYA0f%TRvPHU5e}u
z*O<Zy?CnMQI)`)w*xy_N$8~I&f5j%uYf%f2ppN8p3)refosk@7o^vR>k>C;W(t9cp
z?g&7Y2zDC%#NTq3k5UM1Ej+pxxzN7RBo`k-nKd$M1}R^L8wxuuW?4Yq-0T)_y5APo
zZH4B^gV;r2R|>8%lMhQprG?v~Mx4t33g;S@d^pD}Wb-PISFhABwbtVs0cd(M634Mg
zQCTr5X)eC;F23Fe<%2pgzue^wK=r3gc%w^Nl>n&5{wTYi6B*QYBbjpZA_kzijWk9Y
znw*Pf!72BP9#NaFob$t0_Bx_yj02H_GhQ(K6!u#q_LFW&gLIQM#VKZIzEcM^Y*q@3
zz{VO44IB9y_NZNHDhg1A-}fC&eL{h4>tzQ#;_jhN%8{!e$0+eS17lUWyUY+XTzR@6
z4(?W2eJg6g__}#ZzDWh9)>Umj<lUS&)-qr#mB}MPV(+SZ);0Hx%*`q{VdE~H4Tqv=
zbxl*N4^NP+f~ZMbeyix3q?cAEB89fE1t1K0&zkmtnM~K2X@}R)$duj#1f@gUrQ5^K
z0L?Wy2jEDg&e!ZFv3b1MYUj}5$b4~GZM=M1s7<Gf(ZD`2Q@UP%Om5X7kHiEU|2=r2
zq`t*5Vn+fmPHv)qjc8kS_4nmqlm5;>2na!XPV_%bW#bmc9mjn&UzU<Yp%prE0gRE=
zGNF(y%!*)BVU2mC&{&23&c<WR4Ey<~nY40z$~!?6`=SlTRMv2^H`ToPNxos!ZK7V+
zu3I2x=h5$2O>4HM8ciV!mrn*=oVuN~wf;NnhsoZZ7l|~m*GZu8k4ijUv?i8iSn^cZ
z#Z1jO)x#&%E~j3LO$=3De0-6eI_#U!us;D{$YLYM!G`b%pSjLCkL5i2uli@cs5p-`
z*ix1++MTYopd);<Lw2a>vBD-6FVMe~EiHanh_uQsG#k;p#ZpbSkVtc05hiA8>cso+
z&*kL$4qPVp+QUpV8ydCKMptgz{TjXy43EI-8953pFsI<I9JdT0mshSHj8%NOo+hy@
z|4xL}qd#TE<w%nyG&?kkz+mYFhi}Tr?>rIVwHlAim-I7;I(tMdA^N8(_NhSO%+5sD
znJA=yVuF@wfJgw^{Mkh&|1cpSXxbC-*0iV+i$yF2mSuV2LPoZtC#~NP@=p{wtk`U4
z?>x$n(Ha_q{?V&w;bGRAaj~%ign=IdUa(gxN@KhbRa$D`a0EfczbZ!pQ*)vq+#0A6
z@3c4Ht8p{rF|OrOHbips8D@yx8CzjME+tAL7u^q!*h$Du(kqRkHaN*ms^fa6&<*8S
zV3fkOy}74E_TSWorS3fXe68?%H$ruF#jM<IQZYC5SL~IIjiKKtz_Nsmf3nbh)1djJ
zx0HS15%nbKaowcP`uuZhWT^y>i1Kks_By5}kaFFanec{ET>B^k-q?jUsyXy&#D=?6
z!)eoJ>c`*1*!gYDTk<%o<_oV*vZj`2ucJ#tV`cM5itECqV0cuv*3kVNBh4W#wxN&y
z;$i?=SCna+TV)1CgZcft1jx~UeE(z7ZO+3pc#ppDB5+j?buoKI_nPyWJ`GbHV~tJP
z4{U1){ibF_KA4T0<TuiC=^IDf{#!--ReXDQvRVtT>GjNbwZW-yr{1$Xr18$s?0Ryl
zqAER8_h;1xzse#gh4FLi`iiu-%FMjmAV_dC`qogF9jrPDvDJQ8ezV(q)qBWDElbC6
z=L8bA=SGlir6;9iXr-Yu!=FSNMipjAG&u82F&~ncn7j}izUJ@Xw77T5J!L;<7L)$D
za3US4_kNIGrY@eVfQ8=e)Nf^WS3<VsQr299Q^n8_yG!w%2lQ6Z94qC494>Mi+_t2J
z5s9h%OgdFXbjg$3Vyqei7(Xn2r0H2k=9?JoM|}pfxA}jLlXvs|mu~*B>FdmC2*|-o
z6X%j2GHH~B`A+FLBqY&g>mAiDYe=GJF;^A`9wCIXj?L2O`!w_SqI?LNNF3tq>xNF=
z<9L9_)tDaG&LsUY4-ZN!OBP&qh%pmUHDD$@m*+)1WLY5dR4Un3TYVym3M`n^SL_V0
zT_iWP$s$IP5=W*)b!;>{$=XuF?r&Bw((NxiokpxAN{aG~b%I!!3ty_aYT(E89E0_5
zHGIl;kzS(irU>u^z@K#pzuy7QRLPwOPI~<p9Z$q?vA;Nh{j!AfaSJ9P2C~mwh>0;z
z&LH_s=`6qfH=>4JKJFY1Oq_t>80HINXGWLYRJ{=jcCiz|YP%_Kpij6CVu0}24~nY0
zYwW4AiP8UCQBEY_nCU@I*p)5s^xHB&O#}@)PQ(lgT0f3fxrWz8+_93yHB4-TmB7M-
z#|k`8l!WP%yRT=(*9+;{_7T2(8r-W3c)e4<rAqex`<>_6<akyQdm;U6oa)Z{iA>|c
z=s`vDOl!~DhsH}#5xwW~zZ}{}aKCF%y!%;klCTm<UaPl(SDm&(SG<A!h)`_TSf5-I
zl5Db&*}2*z*w!i&rFT?H_Cs1yBGN_x8WetdrG#AL*VXDhrSmq?==CP%K5WR0XrCK<
ztr@8{WAbpL5|}`K76I;|MZvlzy_gcuF}$BaQAW?r;4(e9>EhIzs=NC4yysyY)X*?q
z{>a@kYZ%)WQ?d?;POXbg1gQ^<tjwIf3I-k@u~CCuUEL6}R?gR+>S<+JIQ*4ThD|40
zH($chWpBdcCHAI;=N;6tH=FSDI^U{w%=P`I<kp+a+*f*T)G5I>>W!uo(_K|}y$H{a
zA-QukH2-QztmB(5U@H%jtZap{$yv-PdnbGI`x7osqAPOVRDZVIci6vy`&oBNjrx=X
zr_%9PTu4NXL)qO>%$G~dLTvWw`75TCw91AK_gAe5w-3P4LkjRPm(!CX9<D!6Em^_T
zonNpGaA<(X8a2Dy&F7>I=5|}VM3^+gkj$*Yrf$E1sZn&_AE=GY=h#S-*iQ}1O#EFK
zWnU=oigdl9X{c7cM*_8X)zxmRBKKqVEV&Eb^rG@ptwHs1RI}TmKwEI!65Lq>xLhGa
zY-gVH=)-=VC;49w<HU~C%p60WFxRR&Hqn(3RTyCwfpN*RHuJQMqI_d(hR=U_0PCU+
zkSH<kgGD5t&J5)+Ppq90A-nI(68#EYcVeVRdqw>w((^CSsqKyWD=P4A1c{I97aBM`
zB`z4+F@+I?*EYZAqk1L^9Eu@WzS88in=$buT=hy*7dSWXENX9uV#3rS^QF}2D4J#w
zVWw;JB#Eb&f{F~hN{G_n7JQymFS5aiZn$5<<GBJq2qwFCwiD;L9Ko$sz4`N{VrtU?
zzIOid%1Bd&aY|U*q`j7oH$+@qs*4b+LC8U-P-*k#g)1sOOaR!)o-6E6d-k1gKQF@D
zK196yjsbJgpMf^)m|bWW?n-jcvU&rZl|yZaUVjZSxq@QS6pr@ox<~k&U^H;Z=!FYx
zH6XOIF!j+&m74`{iHn9Nil2MphH4@Lg1%R~Qv%xG4#-d=W6mXL8|-e8PvI0kv4MzQ
zObe<}+~!X??mKXLnf28sW2eOH9W8KsJG_iHR4$5nU0APL7`Cc?Emb>UkK2Y)F&O;b
zq+*(|fr|#-bFWhFyy;+Geu%Jr=1kzMNvog(b!0i5U^;IB@H%d@lZ!j+WK62yLuCkL
z5Cxpm2RI$V&Q54oinRt}DxVe+W>gwIxJyso&1>jRBU<yMpwiIxU)iNs=I=ax2D?)k
z-8q??>Y-=9r3kgnIdb~En#P;`UOgP;uL|6t_Rh2h5APUKt5Zpmar-Up9)4uIG|!rj
z0&N=SJnQHI!}4;I>fp`I*ZxkyITimx1q?Zlt*GKh!VJ~tg@O(GmJ0_&tPqEgQD{Cj
zRzWIU9J6(z&|QBl#y%y2@D7ThC!Ir{HC=cgnKx`XI#KBpD;Eloi$uaormOGfqI^a}
z&%8V}i8f0|Tfo~FX49xG8UDe*>xE{I_g|F+%0l#}iy6u!FEjdn+IbP(%YrL5GuBRR
z__BI>hq8EZka?oi9o;#`F++aR!%saJzn8hAu$|R+Z6pZP7>{%0%z3p4ai1X%+$<aO
zYd+?Zzmm1a>x;nTolsP`j@lV&2;Ef0rl<A$(P{pTF?v~6U9S)D@o(s*hmUk!L^m|R
zEBfg!ZMqIG%1ir)QdbH9-}99y?i*KdV*C1lY5>k({xvZV4cWT#>8>BNSn&gS*ryQ8
z+>JED2uz;Lfpp2E8_&KyQ`d6BWzXn3+ZB~J4T|7xu4w)jhMoW;_YAYEQI~vWop%l#
zXEpt!YStsyd1G`eWK}8Cho-z!%#5Zah3evn0?+>yw5^yFHr`W^M__C2M%Yf3d(sP6
zTFd(#txqi$&B^-g-hw(x(+Q1T)X9A@Z{g?Cc!@4bG{WQJ+7n=GUOWk9S$JulP_g@k
zT~76rBfg=x4Evk~D;>vQ5$yEU+>LLDKol$^8)Muhf22M_$Af+wqLYKgD;8|RU}IX`
zH*Ssmi=p3j+>@7yf3|PYU@rM;&$#L@G0!=n`1tD!6J{$e=a|*Z`1?3~Mbudnj)rli
z6zh<q=rd(&m(VhUf$wW9DkeIoSIkbr#?KN~MJBph_w`FhHA`{g>Kv2*Vg&p&DC0l`
z>;Z0}()k4{XNM-V0}ShC_@07|;-iSz_U7Ar^y*PdPd>S4H|{*vG0i&&jjx5H;J8A#
zwy701$Wy<-vtPi7Fvb(o#*OeQ@O21?-R!xLqP39!$h4(PMBln_E9vVDb;hLQKJu=i
z6(yGke%)F}EB6E759PjrwO=_%tfZ4>o?t2Im^tD>LI$aD=a=z^r(*YC!LMMi$s#MC
zX=+Me`q0wsgiw3hjIY7HC%?g1e2Dtzz%>GWnYFs8OJrEzv2{Pe9+0h)FGk4>t(yiO
z)w7A%M@+4y?;$J5{V<Jg(dQwGE7rE_HDdU>%PS?|IvlJ_fp6`)4wx_9QR!g|p&mbQ
zpcU$!2f`RB_akC+PR86-k6uDAjTQSK0MrIq*NUuA3h%sRlBZ4?n-Uan>1&YN(}b<>
zUS6pJwLx=}r?RfT|NQC~x2f$l0!@HfZEXpTzP$c*zu7yHHJ1TXBB0V8Rl)fESQD&6
z#J@68fg`JhcJJc}lf3p4{3Z0PU&$SDa<z?OQuK$H0dw&#g)d$1H(#8b1F`i`l@vJy
zk`<ug#Dl(KYTUXG*~kXxoZ6vNn`*4D>+!I-+NY};=H-?vHce0X(n(J;R4Xh~NQp70
z_w9=3U>3TzaiB#1(o=+ELJ;AT*&K{G)rbm_FM6Ie>NETFTleT2`*sLlN%H}0a?Bce
z_({|JUXaY?rBg9uo&yaPutK8KX=XK6{yzO$deTzpk}yKObRtXm&is(GNcQ@3`1TaM
zaC>#$g2{~6(Bg^A@S1R|ybtQs*Ka=2)NUVx+NF=N-P@OAUt@^D1o^pcIGfypI{n}R
zVrq&9l{;tc^a=Hi?O3&GM`cfwc4<f~JZSM6ww_zsf9nBmk^h|ma((BYkBf+9zXUa_
zbf0<qON{$7-|mGVJ<pGKqMs2q%B)Jv?ZL9qb}d*-eQTKTeLOg4+jM&L+!bMPc`*B|
zA$V`;W%#0*LwMDLYpL1Hd*jV=|7A04sOD4p=_|t{=<s?D?9l4L+r#Y>%KgWIi8sPa
zJW$YZ_>_@b$iYDpGIzgbvn#{0;1&GvyLKAd$uxbUOG2%!Aprj~v;a`d%sROYdsfZd
zdZGuRE1t&tXoTUBx)j+{vTb-WSUGi2P6yzc%M0(WDvqL!GNkT!b2p};^0!iQH4LK;
z<3yQ{_%&(bh-9Gyc}=U`2eFr%?o9JKX`tJICtAB?;1+wCItwbG`g#OqD$BG~O5X3o
zB&n(k@lqC3gnX5a!8|;qqv#u%<Z(zT^Y@6I>`=yCiFfhe6bcV-t@Tlhy&Mc&N`5xu
zj%|4f1x-+kNxIffjm``}=%5VS=*(M~Oj7RubCWP9U<Dm<TAbJ{&j~LOvuN(@#SGuu
ztT1V`<g|{8<dsudB<GmamWN1Be+a?!f3Pn?EKvPHT$(tgb60n)`hXP208PZ(*pIxC
zJsCFYVt>#<V?Nh|3`oD{!5uP0Pa<nwdbBgV5vb!b_{`%Dk=Iadai<<0L~g}0g{dy<
zxBZtP9c23ZLKrQ9@Qb}n^?p?@fGJ3+YX$><ws~24TJTwv<~0#`g|?Lmqwhfc)Q=Er
zE3ux2iDmkd_2)|U$KU2D!%GI(F^=Hk9K{zQe*WLt(jo*zprSeM2)t^s;Z^C<h}HeK
zxMv9Eem08aNTE;}9XQ2svjf3B(tCKLm32w4D=-g}?|;mex`%d|0f&WPp0o;lFPBuI
z#oe4YvseMeBynnPvgipI{pV;ft2SZE{dkJF@xd?{yjt_VU+;<rUGNdDJIR9whf54J
z$=(xZV81!}_DQ9k>L61}{NFOA*&eP?yv6AN4%SEaiIBky3avBoBF=wWyD}hX@ZmAx
zSygqi*12-pz0UiFCbtNs`rsap@VKC&OUS@-SMH<+>~iadkZPI6i-K6hi_gzw-z688
zl<DoffkuA16gX;m605TF4ly2z3k)#|J}_gO{`$L0<59c!BEs4_SsoCfX!+=e2gfa6
zi=>WCE?DOrRMb9PgRzTp$?1TaA4yo>rpj1bl0yn*57|YfVy>GpkB_QVhLV}w*Flpw
zvQ802G@d(EhKxH7n}K8e<T=tV+T2m+dLOKqEhnY8Ede|DHXt(#7__CZp`<nvHvrYn
z!Pu#lN);Bc=wDLz+OwwDt(h*9D?%0%Z#2DA)$KW6O^lPo4YkT=FeUdiz0A4uON}L!
z5|@&XYnx&TF#stQtyjH3?e+6#Uw!!0y#h#gs>LtFC%=w5bR#hIUUyl~i4!p%qpP5w
zUS8*H#;aJJ4qG<3l!|SfneyJ)Gy)nRN^!poD{_4MyD)R8aIJw{Ih3lutAVY%Ys#i@
zTvn5oa90-9sybYZFr0k_0y|5Q;xCd<OuQe4!$R#~!!L;&Vf7ro$J8WO*Xh(anv1KB
z`f>5bxc%ISliletj=(th5n|#BJ5+pmBDHI}3R6e6Qt>S}P&xiq|K((5!rK%;P8RQL
zO$B0H1pr(<{ar8E8ar0|b)j938EJlsxz4Am)+3tKWlY>KCMN&3uba7FZtM)3nY5q8
zaWuY901_45mP(uaec|3w%mF{mBf|1b^F;LFTvFKwEhhUXr`F6RwV%~H?s%>&C7Y&E
z=31aM_jOmQkY4p;@JW&XmEX_aUW4-cF_!{Lj<(7gU)qh#XR`B*j`lBUyFmSf|7+im
z#$RseERr!M1fAe>p9GrT42HjAw)}|>b*m(OeQjj)u%0O>&Te?2TIkruz*@F+zY(-7
z$4?x&n}AT1i*KP1lyMtwUJ&x}#eHf(FI|y4I0;D3!ss|Rv%FU8F|qcBiji~J3v7Lv
z$HQ1IH3MMAvb^uRDR0)gVp}crMRSsHtC)M?*`zoBMj#3fWHtVe9;}lm9WaDvd-u=W
zHq|@kH`T}}UVaJ0rvnp`$gdpRshM`%eoaq^clP@iWe7j^F>~p?noEx!?Rc8KRal<A
zv{IU_PFks6X6l8)%f|*P_nAj)0z)Zn_<=L*sl|qj2Us9(wBYB^`<=tsByW{-BPfcV
z)L|zW12bLJ4w*Oi*R-4DWgpE(wPpWHsD5qUU8^;X(U-G~KM74iyfAG+M-HeQxHiO|
zIp_nArezBtMLeXWrJtDQRbI9Edxm8pL6JrHD&u(pwL8seam&7J_FCU<mDY(l8!Tst
zdY9@Nvsx`aaPwGG4KW?i3vke%NNB+^y<J(j0{hH@S>lno+XMoQ4t!~Cd@$rY$=YPB
zyVRdDEed@_sViNy33I2oWNUPU8S+3~I!*^xMab)n+Pbge)Avu$@d)(6*UFR>txA7h
z|HydQTd6q{d0Ti*NIzU_OiaZ38B~)}Q~OYJw}JiD(9@ut5$eDo^i_foL)%55p=5I`
zPRpwuOcRE7uK`596>ytMp2BE+{}W!R_1Cs*O(xY%A)_e^IikORVgxx#tqA!LJ3nB1
z<AST7pzziI85=zqTUWamju{`*u@*LTYL^e)Zwtx<vI}$$4gi7Q*^ZfG9nr}4DC#wM
z&&($Tc}TL`Il-Paq;B`o;J6mxAhE=HAHb&mbCCv6)SHnO+AfZ+DkpTcmKS%!N_&YV
zM8yxC@?w-W?Lu6c)M1VB?;J>2+;*y~Z=!JU3wjdoo6?4);4Pa~f!3sXbkba#$^Ydf
z;Y|b}W1gqP*B8+b_+8cy9y}mSLIQ7M<V&*t<q&Ncutih&jPF84TcBN*gkNELbSsK$
z<IZQ!y@bJz3nwzpG>0o29Y*JR=A4~Pb8G?!-b@{~c+F_}?LGMIwS?@hLXl_+e_vWP
zJ&D68;tHL0ku0)FKD2A#N=m&@&)Ne3q8kZ{lQ<UF4q(6=(xY0?^77uC$jzev066B-
z%00=YW*eq|Ha;v>G?M`Arc@(=YZ1`@!1EB|?qg!Q*)pa;YTF3N7p@l%eL^8tL?PJY
z(XaA(?bq7N!oTRKJu9qu?AErz!|gwC?!*Y;X})P~n}JQ;Dr11b;C1c~&$LB$?k#R4
z4=#I)(yHPTa9AF53a~`NjJrDgX2N|!hrP`MKll=4vE$i=AWZlo1^c~$?XCf|3Q@!x
zz?2q8`nVT~qA%=?2SapxkfOvtoS|Nm2Pa;9TzDyhDYmK$Rb?1h2Rsv5<$fR^<^n{3
zAZfdr$*_jy0YH_X+_o$=;freO8aEp$gQA3owO91cm!_RPy0G^A!s6-uxQCx(m!6kB
zPtv6XJq%be)O6w~OPwgQHs^a+L|SdY#xXTN8_K*UTUhClxWB8^^ed>ud;Oz=@{#wn
zdqbEdF2M<T^24voEIYJo*>Bd2TFHff*|aOJ!w!N8<ITvhf*Mj`|NqK$l7Pq}THY0P
zMW)rTLV_9stYy;5Co7cM1{1jPcpz&1n=vLMmR;5bNSeujM@|4xhy5e#(KrC@E(3t4
zNk@h-O!`mrk*|u#uHQMnVPn-iye^c6iV8r+ZB(3)T)f7Z%i|Yf5F@xO`)6Je8PJ=G
zVNXDn{^)3T6CL9V(8|Pb4_mT&J(-MfV~Hob1SB*~u3GQ!Fu?k^1ljX}N6NTlHqz{-
zjJ0|8(5E^D+BNa3XU@wLw*JmQ2;ZzJAfS_5S|GOs9z#t`!}AnFB1pH93b);w+jo#1
zl$XN%e&HSLoboeVQ^8${6rWnL(iDKlO->Geu0WqRWtWnw_eZFq#cWYZE?$V1wrG6M
z2qlb};~=K_S9D;n{@)dPX&iOyc8sWS-E^_c0hsPGNNN|n3+6gjOPIZBqbOirF$grY
zO@P#nY1w?&Q<5`yJ8j(uVA6xI^SgPTCQrXH!ipkRT%_7&2Oci1gpK#q>l+iSuqhnc
zBcWGQP<ZR`&{h)ec)(G@jaESwX1Rkfk-c5JDQ~bD8Gu`Gn)S+6o6UdT@Kv)6DT^4{
z41(%EOaP|5Uw<Bs1%8Wn0oC7#7m2!ap9EM1!vJbt2)N{`fX7(`uoy*DooR`j`!FkI
zLu2repp!>GK$$H8eaav#arfgtaFx%M<+nRM?!}wp+QqQB^L{0EJ(l$w{^3o4NU{;E
z)$k)FSe{R9hox(*N{5oyK$`2uPO~>sLQm7k?(5k`Ow!J!S<?m6f93p=QY;8UBzRD-
zR=~V7>%AdNbZN4$zWLeQ1#B_lzZ#|nv)$rYU0L)g_ENxsE&-x;W8mR4W6Md}!Z`WO
zH(JTO(?_(r6Rr{Ie}d;Jb;*IOm+OM=3f;773H*DKqZ#6gRoFHAql}NcfQLN!H3aQQ
zG4Bd}Z5hEQI}>^EtnywKA$ktC;wS#NM47LY<oo0pPn%9{4U6oUXdZ-?*{=`{+-jDP
z&x^A{>FLJ6Ymh9jKF6*Ymb^I3d}g&LQadKL|I_-E*>A5j-<JF6yO1cYpR%8=R)aym
znPkaAe$pZAR}O+_W2#L5d-yx1TS$bXyu2TJeFqtp>8G|XT5323_rQm8756Z-{695y
zftc>~8#nm5xXzsj7&XYdeK$9BP1DAwTfEe`C>H3d=L50x1@J7vFaQUxOdL!d?2n{d
zGk@aYdzT+e3e!9$ykl}=E;J<>z!`bx$xbGV1238Dw#kp{&lK@ZKh+9V)H(C4LHcFI
zdrx)+vMG1!UlxVKob0ZODt}q5gPXbLN7Pw7h8AxV@^8$Uppru>`tPKXdRDC$%&7Ky
z;X(m{0E{vq>lFZ&yfJwFVqnxM7xm^mxo^e39h)1zvS1isHeOP#)(y~Tw|`s*^~@~#
z>dPTvb3JJpq(s)(gs>p182Ml2u@kL#xmz3cTzsp1i3gg6F0(&oSUi<|aF%qG%4khl
z))4ckjeW%wx9p}rmb}L^)+2w(iyUs(h6kiRWa1axfAd|Z)w*fgiI3kWJ(rv_t`UH!
z|FVr({ElwgY568oV02<m9jwf+um5oG{~L%704`19d$sQfJHBMyde#4GuyVCWYaD}U
zUaz^!7;xXcD^-YaRL%W70w57@vz%8u74tlK49APZXt>C4&3@cV+D{imPwG)Nr1^4|
zr$T2M(y~j=v{*4F%1oT?U_JDy8?)Ou%Q&?b+lnlSa|kB?hap)dpB2%yNx6jj2WjGV
zI9y<Mr}H+v7zSWdKrI*v^i5p>E4!rL4&uev02!~K38O$30fCJm(<WH72?_;AeD)%Y
zI3Xp+w1MX1{$Sj%jot<<i6^uR)b`n0c%!!IS`HzHi{l1~kEYfl$w-#4^_xzd|7X0^
zeESde(lUtxNX*DwDoGR$S*U?|P6*SLH3dnax^M`LIZ#N1q#}2<i>0;6(K;y<3^z;J
zFYEC81tfwgfY<;42chYHEh3#Xr;C}x))fjAD=|4(trj7*!tDAGKFzh^s_*>e8#L9#
zQNh(WbC4h<jig?fPitu}ozDiu8Dob|e)H||_Ya;3qe(_i&bt7ASq|i8f>tj<A{7Ir
z!<Dux4CUR~vgQzh1$u-UC@NfK%B91yToJDOpw+aeU()8u_XCc3Q8!R1DXTSbB}wn{
zyK_&zPG@7EMqoj%ir++~Y4LW6bGlN)$qq#>2F=6YwEBq;{>pe!L$&9!a}~fL0!WU-
zt82?cA!2ac<b<0LwB3)?fo|G>w=U1o)B#aYAl?8tNLG+ON5S3KREbNqctH0@JM55_
zM~xw~3dwQ<<=tW+&(icOk^y>OoBR58XTasx^JG>=dTJ6{oRHS@8g<Rv!#rQLTU+_j
zlV(;D3DX-9tQ<=qzwYaOYU;gb$-()O7Pzy>V;z3$5qZ?}_Teb3i2fs&k^hqBlXD5i
z=AB<j*Pvdim;iWQJ&?449-9L?s`+#btP8*c8G(r6N8})$cX^q?C;0hI&B~Uw7%&!^
zMF{BYX2|fSCqumJL^79#sg!CH@e=H#RLN5j28(A6+IFW>zTM+o*^-SHI%&h|n;zO+
zyP-eT<dd7SNIvOM_IMWs3on_g!^}w+AWe;Lr-%o`;Ztm9*FiS6d?>`bjCxU@9^^7r
zvb+yS`cprKF#sp)@6q8@9;ly$G1{BN!bLP&TW@gZcuqCIVo7>zB`XFcJ8ed1?7lI3
zk1i)*?Q(Zgt?fkW$O4>)IYWBFZO5vW#`Y>hw#zaLAGB(6mp%Gmy(8l|1b}=_yyy$k
zeuYiLBKRY^)XkmD{PUIJ)AtMcAWg2(b`XCtYt?#HD{;P6;I)g8&}9K`?%Z(J#`|9#
z0Q4-htFB3dtwo70n6qed$qm!r!9|>#*+Gg#YrQy8G_mntwqC|`k=pbi$dP_BeHZIH
zRD>N$LW=q!mf}`Y-c9hKr&Py&OSW8+cHJ=wIGTB|{UNl4`HY(WVd+AZYlKKVqAQhM
zalO%)IGi8Mw*eTb&AZq^Q&2ebqUx(bI%T|Di{wO)Y=Moydold;)~)VUvQm@{6gI&o
z!tKE)pTKsopW7$8qO`OQmnbpK(r3EX5@@E@%Gr>9xAhyxpW8BKUC{XPJ^R_lO0|0y
zC$v4Fpj}1P;c7|OaY8*EHhnK~s$tfi{D;yA*Lv|c!sWrIGvW6rBo{)T8QI(7sn|#U
zKFQ<0U5_I>^E27d%RS%yKOjZma&v47uldvZ)VfOp(;y7a-xr#V6Bf`1j$Z*;EUR)}
z%>yRnrzuUAjIH5Zsq1^Bc#?mbj-%DpC-kJLiByn`4mwC$+{o*CJYiA{rSP6RlR?}-
zED=l;J>@%ztHE%6#=#0MZC)8jds*+912z5hB&eb4*2!o~_IjK93E#sugpn1oTQ3WH
zk7*v0I946CJy6b8*vhk=I({-?40j$_-?s(cJ|*OX?bMNduDyM&=;lE_j)E{$sOhp@
zCgv{BSza9|eC8Abi?{&U^(jHfuKQ)bR^Pxi{B|X5)Ds&izwHl?e&4nKDv5nngy^bk
zZaUnXqj~bstilf0?^iEFyISRh+$q=EY&;Z;F!@{)l>?|_v96z6bQ}NqhR5jv3gqD&
z@};__q+VKS{pN=HXRiQ*>F!PJcMd|)D>rK{1i>x>Qz3T$GRs0l%Okrx_n^Qt8U&ua
zx=qS5^&&W%(lox(h!s5#5uj2_jXXuHs8RJHKw|pyK5v0hQ9G^WDvJ<)DQ)i(C?;!g
zFvV|H6t-f^l;9B#_QvP#seuiBKPK6~xA5{6f~`WW8s*W4kW;^WCx+2E^y-ZV+&`hv
zvlsWq{9ow#7$B*xhp0W(7OG6}u;Z=cn6D@%Rt1-m9vvg#d5|9pNSQ^nXgW0}_&Nx|
z&G^l8_YcvQ1Y4K1+hgWZrnJ{5^#a!Ex#?XE+N~z3C>5YuH{rnzt>h7A0GSk0)6&E%
z@-Su!4K4n*&OOhwx0x8S-{0EWar1E5#~S=T*y;6Z7{6gBzuprLWi)}lEjFbiT_YUE
z94Yk_w5{=nMk+$tDgBBRYh{1U$Uqv@HoX`CqTS_}NI0tN#iT7XT{cm!YF((Qiu6Jt
zv%6Gln4A<ugbuI`6aKtlw(oa6ZY8;w1UizvjatMA!F-$dGcwcoSW#EAT|?5;59)0J
zsB_NrU;eWfU_V5Sf6V>}!@4sdg~=Lc`Y}5aKT;=&Tzh{W`|c_&kmlAZk#@O%g+`>U
zWmdx@+|E2E#dK|i*wHhPyVK?7dVFhe&-_bJKqnz<Dh}Xi#%tb~12zba(kHNx9pwuT
ziPAeBd#a`36@UqfsBhf4TbIg;;N|9KSysT+TTm8Rr@Tjli9u@DCO$FKD8DmvDj9#$
z+4|E$N}^j=n>iK>)DF>I0EN_7p;{Hx|1UW40UNNK-`c#1;sg8TWCWXfZ_GY^O&6nk
z5eG2y@9%Fey<I60=(AR|U~!}QRJMff#B1;W{p4G8=)z#hyYB!69v1gn9}B>Qv!>MK
z0jEBgiR!ZHAmVbr&y|$?7|Jl*h8G<k3$hv5etEj0@R?Z6Tq`=t3WlDP7MJ#Yh{3mu
zCQB>usqbirQNK5F?x_Xr_kBL1bE)pjyXr210U!g%vn~ni+P5b`70}1fV}+hF`Si`V
ztK9bcZ=~I5h5vnqEjGip1R%dW-Np4va7;^rgiRG3N7vhoXQhi*Oa>9fCaB}|@)LG;
zuoEO8v}jW3@BmK+0Oz~9Jk<P~(kB2J>Nvq&)`%airQe*pv^{LSfd|3eB!S<3OXy&8
z;|G3X{cLb;bEi$z6{UTn$|B!k8_XOxhqkt&Zk^@Zj^nug0!%;<76?bS^7#2vG2OFH
zV1lzun#;u8>V1hdMsLqzHkwnl?M0GrFeaSx=(a=bli2{Al#;rXGZPj@vsUDDC84x#
zT_{{uWvoVK=n;_nGw!Y?!c@*C-3tyHD{XP39+O!au$A>{7MI!KDbNx8aKkVD??yd#
zISu*r+@~qBgx%su10}U<IE@mQz{PcVl%J+(=gLrct;vVv5b6D5U{<$ghwuelpZx-Q
zk510<b=4C9;cp=XIwy3XLd4nd#U!4Bxr+N!V^RnNo9M2-Q@n~EHM9~J58OHElYo6T
zC2|RUi{v#2Zg>*daNFi37qQ&%t<->hA>BRw(r$`aW&TkX`xaxyR<V?FLu$jvpoUH1
z0*rfVi|ZMnN(0}+)M0rJBlRniH&F~=OPs4nj$QT?0flw*P~Mac)6%2yz2Z$8E{Z=I
zT7Ds5+asM4FOD+}fC~)WWo*7Yi0wYM_FuFQz10$QRqmdPe209?Bt2WyHkxF%$BFJ&
zrp&<tltlXy6QPpscp7Ec=1*kEz6lMTHc06KjAB<3JZ%%MQQ!G5!Jjxe2Z18GSgF;5
z3SjMK3%Lq$%HJ}bG{t3rLzWZ&2>mN3d{DIB?T1U=kKNqb-<PJU9h2)Woc*v#(;=S_
zHL-qFoh?8lS87)HY}#o&?mBoVgG>VGWtotTE8W%&X*E#WoKpZ>eMF`39d=_%d+)CH
zSAm^jjxjFX%hzAGT8wSLCmWV3HL*YNp<R9<8t4O&)$v1|t3R19AZ#^leY@wCHwRG4
zL3Jq8v1U2%MgB(GZMsv?G|$q2&5`#sN>g`7yJ3$n+b@mz%3L#iPmr)ugXG`<VbQ#9
zNIkMx$*v+o>@ht_N#i{^-|R_fmycbV*<Lc2>!9Sw!Y<>EnCnJP%RjR`%L_Hh5|a=t
ze-%f0W>Q%MM;Jwt+Am>?C9sM56F%YdsZXp6^^Y|@BZWloGVPl1FK3#cRyq_gd4ODd
z9ol8b=+i2hHTYJ~63Prf{ne_z3%N<NuHb~+hw2v_*9qTG7?osTHq-+&?WVX8eb!_3
zQg{wY;sWqyWDzV2B1N?Fr@ixEY5~tYL2aU|ovdkhGUe>Kmdq`u*TO)5ro@O^lGz3&
z8P1>4Be`A?Vxc*Mdx}O552g^-tQxESX~6#i?*M(~NsV%`d?1^;J!~UoREpzvie=&q
zFY%1_oqma#)AgC48`X39|G^Q9{Qm=vc)a`KBk$=~0I-20rg>O%iZ}gSJ(X7LSq_p#
zVh3o4^n0UgOSiF#Nr*0Xj}(CDK-<%HOj+F%5=T!o$StYCaFvr^fsTaK)btx5p}Yi;
z(zJaV(5guxpouUmjrRTe3|nWXJr}BK!4jfG*|#O&Y6@TbR0k|Oo-4Ez*-CW}8?e>S
z4$C|=3uoPES>P_w!6gaY!?H<gsryT7|Bv@286Gso&wYLV_vH?#`FL%Jw5yB**q&Bx
z^nreiFwweoT?F=Hn;1mH<gSm-r4xOG&O1AG(x~&rUg2K^Zq%;qoz~Pzvb&S=$UcY0
znS`MAP?{qRDqnHyukSLib^Gnk=}vNaLg?n_o&jSE(dc#(P|c0_7ZW)!fHi1+{yb3z
zcLRqpa8bCqjR@CGwuN8Y+b>N%&GVHb?Z(tq^q>VeoNDlWT|-$m?WIQ=t#aH5(T|n1
zhzkVpX3k-ax8Ao269?-;<2&uEBC@T+R41)8cs1Caaxq&&1Ia+$LjqvxcHaf65wHz~
zSB;?~y)+Z60YbdVWlr>ns+E|YR*d4tUkX|zr6j3L_h`I+9Xr4H;*9nF+yU~nPqrQW
zpMz#u04jJRPlGaPhyLA<tYF)RnHHdZXHF9G(|{E~ERj(u{zARGUb`<v4k>-#zAF-j
zlb@>c;?}a8;A9^!0wi$&m`GaUMl0B(V%rm_)mF{}h=t)aea0yBDt6^1QbN*#`Px#u
z#cowYF+B~^2$>Akp2ECO{RR$6B|PPxFz!F!D~0NNb>ozdK?b8k5-cJe;2{wCvF<`r
z8EO&}Vf|YZ&Mc23^Q|tGw9jDXOcgc4TMGZjyBdP`-YZkBN`Ld2TKkWri7?FL9Bq~e
z*#UQ2ku_~z9w9K(q_qJ)IxjZaq#+qlR`y1P=!QMq{#!hFlk&0d477Kk;+jFc#i4hA
z?X0wLoGFch5n`!a?vlv$MSs6@c_hB44xRaW-yOZl@tWbDEH(N`f_kdyt20SF##ze@
zaudMQk=<Tx+h@ck%Zk_f2&D*~ohygP+VI}*k2YnX@61AM2xX(CayR0LG_`lt<d-!Z
zYeFIiTHLAONPxcxHh-O2quhMz>(O@z=uhG`!O}+}=lqO5$hry)xb2vY%$dEUVZLKS
zOmGR<5IWe3KRP0t4^gMS0w6Z}mc8z;F)Hpd9l$ntH30nA>Rw760-#5~nslI85Ai<#
zd=1$(nG}=iBf|5gv|~io&nYcwJx+@PfTZrD;ewv-)Vz!_SW#v%;H3`znC%N3C$`|d
zo7HIO^M9v+zupj9wJa>#j5SJ0jLQD{zk3;f0L-0P%uo%2hN6xYDV9$TkMDtGu3F=h
z^EB~}8^Idc>Va(6Qg!<}q7MSoc!b9CH$q~uRnS-?L7glw@2L7t3;%12tJ&+tze@wm
zLcgXOWfOa<YbJ?2y!5|({SM+x(CC1wHpSjzZ33ca6_DA`a_%e$sKUj`3%oOW(SK+y
z-%cs^%QrQfh^|iQ(rSlh-#phSnQ|`i<a4?uxL<4=cd<|<#wWE%aQt0(z~%flXjPA}
zLk~#(A|;m!Zy>swE!O(9&=$XML#(G@7{4X>KhR4ipm|N>N$L5Z<P!ceph|y&sflx!
z2~RE&@OL51AEuH*9_N9wBv|lQw)z?=)`4txyd+HNvlZVkj?R1kS~&@|5`UYThSBK%
zn*H@*h5bbqaV<lwKA^-d9*%D2r83Em9EQ5YiBB#8FqqPSDzz;c9LILa`p!#5RC3o1
zc51PV6Rb7(TKVlAFzF#|@K?LG_@^S+e|OxKU<kjWWB?WvpkpRM^vN%_DIEJM*gB=w
z{8~}szY{D4Jx)v`EmHbi?0z}3>7b<`yZ@a^wbqI`>rLtZBK|(G=V=~K7-HV~etJ3i
z)qh&R&wQ2*l4bs1*T+Y&{@^S6FUydR%!ApUsfQMLH{&6~%z_^@dr;H{dYbe8CWLAQ
z{(QLH=X=52i@L9OU^!>cCM^U}e+&4k;I}GNZW$fi(u(1o6-;H4EpCo`HOR&w*}o3`
z3T-r1)Bur^$+z3$)bi4XYkxSRq!+-=xX{og$;nCWY)k+AQTDQsw*g+xyF3~DGb1Dg
z@Sl$#Qzv8XuEm>}&2ZzL0s+~VXC4UGQPvgM72jvxhCaXv#XR7F$07~BMhYS?(EMqQ
zg=R?IdfO6r+Dj@#jv5Pq-ze2-)61}&F<bRUp=(%VLztbQy`+>wor<-4Wdc|Fb<71;
zy$4_MAcYvDsmr?dZ~gJ#zc3H4ZT7;N%U;!7p4Kw>{bi}}=aVc(s0TrSumaKw&s}?9
zCC@$+jq(M4SjI|yFw6**U8ho=I?h4QswpWY^Ik6Wcd{!^J4e|utJu0rSwGx!95nFX
zGi679{L-r<1x+8K2vxm+&&4rm%I^OzhrZBZN^RgHR5B65i}m6Dw$+WBenyM_ed@6O
zI!EerIy91a$nykq)>MjMR7)wJJ))kZ*CSbqE-PGJo%=y;M?9f1z!`kdSb+J$+wqXW
z5mmcyi``#d`dQCP5@l2M;`tlmf1fJ*vS`P`8eqb2ru9FX)Dc8z1IN4n>&FJ%Mi;W^
zY2;1woj>7&5}_$Ou^b$pVRv@mEuhr8bbw4X2jndtHI`EvRE_vq_{l<G?hdiBoT+FI
zkub>T^0k}jjtR*AZI_G;giTuz3c`$b|F*c?0H1kGOMNr%I6b6d{v_sB6W^M(S`@dV
zN73t6O+|$_<GP2zZyC@~7hd@)NEb8t^P%?7)Ku5c{EjQU*6dwI<uuU)ZxL(|XJ181
zQhwXnn))QhGCMJah78DZ<~^oQ|F|%T4l#YJLI+5PCE#(m3m&rIZ8AWX*8{K5@*BT<
zCH&zRZFl-@p58HffY+fP-wN6EpZH^~Ckf4l(jhj{h<+g9sUEVqEIsEBsi9VYw@3E&
z$Wx1>HAUw*v%$kfK>oHAs9MSVe{8*XJeyzmKCbOs2UQ)kZ@aB(i=t}Q?6P9Vtl3tL
z*lLT_p@Z71c99@vRRlp$RZ6YcB1WwSu?4YyC;I+;Kfgade|hP6p7T7<Irq8m>%Pu)
zY11yz5-J;0K~v12JNfv^xqs6X0<b^AIdVB%YD62!f&1IGwbZ!+0aHvN&~Tdj=K(P5
zQK5<X0y{vh`t|yk$9(&N()k0e!|e=Q<nnXYt@=N}W6Tp^mIZE;KWM_$Vj~owf%_s*
zVYP*q*30z{XpZ2La2&jS<ED(?`XA8#1|VC(U&^#r1?^SbJ7P3`EL&S{<qgo=&8-*<
zGzDtoY{zwifad4yCh(Na#g3IZ1L5VWK@)I$v$pxTvlo+)<}obS)9zj#`1?Aa2!L)q
zP2v}bLwB6r5;n&^uOtImH_zYSPsNK^S^!-_b<dyz!=jpIaL+2MM2J1~nGp!tg6=zS
z+K^iSB75ik0$d-Qr8EHu@pV2v7|?*FdBddxk#IfdI-r?4Yx`gCZ`K&JQ3rskm3vJs
zcmS$@gN;15ciO(HJ>tukUz@7E5l#3Vd8GM4S2*p8claEv`c|WXPa+IB3A2mYeALq*
z=>xF@qcUJLYKJ8lyY|komDk&?{B9DHvjB~Iyjh(W*@QM|@NsqTdn}JP+><&216Gay
znN;@E)O;Rvv$Jdlb4PNP0G13ZSHdUzYH6c4IMs#xe?myZs+;=KGL>p-OPjqDYh(KU
z8;%_Yp|>VB{ttUfewGgPXV0?qSmdRE(nX$ikjW7wI5!Rhw*^L!AOawO|6qqUV}wHL
zZG92G(_Pc&#Cosn@-)5S8aQWk?ncV`+V{ob>=?;$i+MAH4ZB{IjwtGKC9i;}_4^19
zIP^xc+5I}&sySIy{|9tTX%1H`X00^U?b%r%CV?l;&`j$(^{m5^f!et3CpD8|v%9R%
z>G!s$jsBk+Q~ga=y}=)DK8ZqG+cwWEXA>~D!`0+0`2+^~h$k`<e@F7);=kWyD_8h?
zr5fqZ9s7-O;n)59uLu4QbI<=(OgOF#&byo1Ds%yR6+TlQ4vzWV5v*rHhr*8I?54Kj
zo<0!vfC3}J)M=oZh2UT*f4YuTPwddAZ9UJ;cZRLS;ov-d$_HmWfN3!6KUwk7u}Yr;
z;g7*tO6<B5fBwl_+JoO~VE)L?_zZ}qi?#3Ex;IzVdEpi?KKq|emh8(OAewfaU<>Sa
zJ34_X#k3#c2;E5o+95q4*<$FQCAb!nc=elyZ^|5W<pI8nv^f5!IF?t+&|ipaSit=5
z{ZRf4I1??Ui&|o7DYX_(6l^C@H|EoJK#y$R+%_aiBl@b62apz)t^;;FqJ5$_fQ{Jh
z0#H^+R{*rl2Wla|Lx6Ww`7JU{f+fD<a~{8eIs0n1e#JYN*FublO}J{c(TwXM&^KjE
zf9H0xIj{0Z*Fc56^&XR2zjE)rkt+8M;N&FTxaLwh@s<vAmM-|!(u#s6IOw0$U1*{P
zm<DdE@geG}MghX*xY3HmdS%j{1s;o5i3P)^J1KvJ>0`RI+XI^8AaG)2IZab@2Re;<
zz&+0Z=(Y6%1r&4F26|e{`~3Oy;=tDKhV)??0X&StIq+J?2z{<^f7&7(OCNMlP>&u#
zF4f-J@N4Donv!<Yq5io8TT!X%eL=g|w%Wa;*-N;cVxZK50<MuLlX81n@T%Pm0Ak44
zg|BUB@D1*XYyNEkIrZj61Mk9_=V2!G9zg$D>oYCyP+;^@fIrr2_x<v2QMMv;c;HrM
zPP|nwXt0>$vqHVA*#x~|`&19y6DG#k4(vlLXm9v_-GTzZpxqTl)q_IM=booM_fuaJ
ze|})j3fKe#K<by3m38_bo<tGF$D9)gpx7r%Ksysn4z@dkUaYS;Dd?sct?M6W=3W>9
zlj_OPNG1^0=wa0)@=AheH@hn|R<rc!qLa*cA)N9qXnk5Jjm73=7g`)=ETC(U>>A?X
zQ2{3|Tte>6Bh^RavKVHE)@b{|*(|nfuuWiTnxknT-VIl}WdrSs5`BX4Qv{Gar|I3a
zwB;ND;u7DEer7iBYN@XA={d5uwHfizJHLO}ycD;~hVu*xx&km88SITqhn%*{#?!DT
z9t(q|`M_aWVP`>X*47V*?JxWTY}x7XcwnuwVZX3r`5PRn7f@JXc{r&)5chWXTHjql
zh4Y#mX)hhmZP~3v`(T+@w2x&2rieaJ??|gs5_`6}G#c<C52UR3*tw-kGQVj@q|*#Q
z6w>NQy?gqIIDn(j8g8DFh|yQs9D&&x;Eus(V{%`D_a`nXNr@xSRH$eIEwMmiAb1yL
z5%L?G<>a}vO5+)|e0Za`^zS)7b2-S|w&fUh@ECpzhsSHXqYg<T4`gl+Bh)SknN{il
zVR$X?6d=?G`x(P$4_2>*B*@C99(r#$e!i-Eu44(<?a&;_?o?#6+Ryn{(9&kzmRezc
z3+kK=?1vcidZ@%<O*^(Ke%lY26WA|}*3vZWfnYkm&_vOH%a!Jr_4+td>)+R(_w2(r
z_F*K(dwUP~P0TN&RC0YJs`S}+i}cZ{F2rB6p#2ncUTf;_N`2$_WIZRv8Bb#!03*~q
z5ahIidvBRz^=bWApipw?#7A>=2g>tliL}gSyBFxI<!O}K&2Cz`eem0uy>$_qKdQw}
zEz>W4=|Z&3sD9VaLr82q?1G$)dD;E`{mFoXy-n<Nf+-qUbka1jJE-8zIsjRqj*%?D
zp~<Gn+=mREm7?W-H!Y+g-juv0^L>v78(`^l&0)_l2jkJGk21V8h6SLLQWB+jnv?d`
z>2=bND{BHV&W#@&E_Q%uKwT*7TnDmUB=9_aU`pnNb4bmld5^kbz~^l#1SFw6o1v`3
zYES-PvhMLx%~d4Q0T*Yo6>c(AVdz))4()d41}z@nd~)^JMm^YT27-?qJG!w9GBUak
z5vK?CX45l)Y~zcBAQPM(qtv3_e6sadug@)ZByi^Yjwix0{Y8l^&XPUogU8PlsMx+Y
zZS^pO%5~DJfEFfj)*dm_r|z4WvAu6u^;OS&G-r+ESJLZ(E_oL4EOmWa2R5^&Ur3A7
z4DaRI{|x{xv|_bI?V{8_*^x8$@coS19lFT;)-mb*9Pjg&*FnGhvJx`X_$<fKS1i?E
zu?58i4#YZ714oA={0zot83j}g{7Ud}kyG-u`x)*cNotpMAu&lm{S`aKI)BN#+s?R(
zsM(C(o!tcsrTgiq>~5KnIdSDD)B)Z%8k<~2%JUPy3HQ|=%*$YT3@V1)IG^H^Jv9fa
zH@wsXl!vm_X;0@<_<%_nh+p~6KUBBKmio#doV0TaR220{d(&D(agnKsJBG6iW0_Lg
zG)&p7{-t&&o-oWhe}j0PYwT%7QOdQnQ4!*P6`1qjVsw%Ec@2Mn-J`oxXG=>L$nJo-
z$1RWrsnU!>K{$T=$sBwirSGw|bM~YCR;?{@UQOTU3*vV?jZy>>58m)Os6Mn+vt){*
z2!AC|Zbd13$1YNT6x-3Nx%x>K``dm%+U9_?cd)-%w*exUsotW>$A5M0_P{DrQX$_t
zH#d-#g|qOj9}cvocoBQiufDx19(U5VI|Uo}#z#h~&ex#{5iS*i{bQn!^GB{{_#Ix^
zAxuObXzSAg84!bo8F_=x?UPsMSx_`ix8tPsYv_5n#h0Ddj9x`m>^3h-9kY4!R5QR2
z5sJ9l)mhs29w#>BbpxR+5H-5`h~N*n^Ua>WUnGsE{@(w&n-&_bj$6GUIiKn63&n0<
z__<`Zf?R(NYn8{pI)IjPgMYt#*_rJlU`Xo0V6fsvz-3>4vgwJ+{GEBEpS%_4Q7dZ;
z-<S7|B_Lmp&ECR^&nl6c-yzm}cmEz%8a?+hUCtK@EK@4`i_Hr_s$Gqh1+VNiE9052
z#(~}!j@l*|?P{yZwI%v|uc)^j2@rj6OwslO>hFvEEBgDjhoE|=2u{D&55s(B_Cr`$
z4@mvvlaf$TQD<vcTLnXgBtTj853vvP^@s3i(cX>o@d?o=sX$^D^OAjZkjPo{o--<S
zSoPtG@6Lq1YVn+EkAVT`O8)ldVcIR{{rwM6EM2WhRR}NvNf#az9Kg|;L77%n3SOLA
z$_-l2n;+b_Zah~s>U}3D(h(HeCIO9s9hku){GVd{%lPe`zgKeqZU=03pW;9e2`+Zg
z*UIP^Lo%JvHdUGIv&8%<fD>AqS)i>VM;h=#*<{$pnq>vyw-v&z7KzJH-Ef)G05ALU
z*!NV;ej`B&tf8M5qWV)u-{;G)p$Lj#VhBaOzZ`+SQ7j5_kEk*KfPnQ*iw@oFw$0S8
z)b{4pgL^5TH<E+Yr1rE|%fl4-h195iQD{3B)_Jg)T$^H`JsX{<`M&+WyMFF7l0pQy
zGRK)_SOdklc4gkMU@t>Y%6Mm@<Q(m(ua*R~+j*k&T1)rlJ_<q9MLs9p0^N*bxsZnF
z4$R|&gg|z+CO<G*Gsz2HqkBUyG%awJC{j|@qSf#Xkuh7ciuBxX)H?7{tjlT!a{K&a
zRImza2(j|>bDK`0t-s>DIKz743{H5c%(v37J?oPhQcAi`iPa*P6AZ&+wHD)@IWok=
z!BnRc{>IoNX+N}h;gV<JuRswE0>X$Y`Fjv6@GlvUY-24Ni%;+PVhLV|;#|C7j%l(H
z`l#+?(PM(g!=6<JrdyvY9wP148)qT0OL1pzRS>+|V}GoF5$soC)wv1!^ubqW2ZydT
z?+k`XSoa0W_ZLYzM1V_kiQDPyUz7y5uRJ;vK7sap7nholX=NL`G4ze-_b1te-dm$F
z3t1f$hpV$3-by20EPG5{H$fdFLPIXnZw`b1c=Ha<B6@RuyXMngokf);vxRwCJ$0JI
zApS3xl(X4=1$nRp`1pBPvl_Va=O)Lz9}{@?aO&Qe;=-5-dgCgw%a5?rVkjR8*o3K<
z>8>cu(S?+tjr0p(SS$yhQ|Fr50t<Cbi0GO6WL;awADsK}i9dnu)z{B6mrxMCtGU!p
z)Lj;tn-}y9(85jx{M;Pb#KS(|jgBFkmh=u+bx>=Ki_ouTU&dDe=^Hn=`tazw4u<sT
zLL#|ubaEwR?RWbL$T3{}tFNIV))27+zP;VbxQ-MWzi>)euBA?gXI9AUg$FGkb{Ule
zcJ=1Ao#_TS{LFCfGD#Akug`}rg8b&H^OI@;_G-JxGwBd?zlGoAK#^Zv(AqcOl{s@n
zrWjJK0+LG^auRGF?3>>SkAD@$szp0rJuW(|FPKSBuoBsJb1F!@6}8X88p8cC*;D0!
zQc*|xl_VA+dEujt2tKY{lZNOqJcz2x*zeAcP!25bAKr)UJ!M+*foKXSv3490F*jnD
zR7v)K=iwSp#8_d(F^Rngg8W~fO{~*4WbO%!VZ69~2Sr_=o@IPC8!R+|u0UVxgEWXD
zoZ`sDCDY3w58P^D03YeFry0R)L<a3X1iJ_NK{w5*C?kOK_^B62zI>86lH-hCuXc1N
z9c;GEnAw)Hd|JliiHd3)&aN1)y~bkWpq4X^w5=`M<Ixvtc_mt;bEiBH0X;`={2YDq
zX77`AU}jdr8k!7Srzx=khMjdeGq7|m!BO)iok#Mbc~wj@?LbMwQ04&UPumui`Uhp<
z>8?*rt=KT0@Va_iAM07uJE3c9I&uy^^{1Z{LZBUut1O?Tihs%JwLD!m<{mJ2$tOe3
zJo9+Apkbj7kOb{RsKuHsZEkK30M$<v@VuF?noSq{RSX6y(pzfC?^(!79s~zI43V}h
zzw^2aLpO*Pam7I@t1D#$=mo@2Z-~00zz7c9r{0PF#MboIGsP0p8f_}CY@#ugcN|5c
z?3XU(f-*rC^ZM1oL`@Ez-lIovJP88>Mj#pPPQB~?_j%Nlq!JmuZ^b1k)ouKF98gUS
zcIba*fA>*n{;hz3intg3#m0)0YNYSNs9C`n5f|E<tRc>-Q)HYIBThog&)@$qUK-f_
ztckRy)}$QI2FOewAbE2VfbwivF>o$Qu$rqGx*;lBdb=9zWHtJ)SEI32FnUdM_paeU
zhZ)HYn3=_um%=BnI#|GqpY1u}Nqb&|)kt#aM#abISKk=xw83+_GQQKkG1u(*j+1aO
zXRgg9F#P&Vc6M6X=kXjp5~zC%fZ>ZQ2Go--tap9(HU_ww&Ri6+D6DdyrSYW?_p9+H
z?s*H-mw^;Q7O!oLxYvsFfM<?I0Bq0^<u7JSz_3xU*|w=JZ@@E-oBt3R&PKbpDHyzG
z==Ka>IP%W5=ZQEkFK;ujd9J0oEeToTMuu^K+um2{W~G^QM~PKH|BG_CMZiX1|D?t_
zfG!4q(<$}ITXeQ;D&4E|mG!);(ByeSF{@B~%NDh`(ShNe2al*CSy>EXDV^(wGBs2(
z+A+fluKF&YL3*=ELD=#o_x%fA3j14=CS^9^<??o2mo+mKhyumWYb#4iXdoUiqR|AH
zTN#CsiK!15$`l?scAVw;0Jz=@pXIq^fs2kMcRVCPZ0aOV4D+)5dz~nG-+nWyjJ$A#
zRF;m%Bo!~v7&i<<VD~d!(hYzAB#78O{J8OiGy6wwc|Uy`wUkyjzh&Z>0~S?KAP;T;
zlm$5_NFUk6JZ65eamo4Ul$MrKXB7_~M-jn}Q+ZF{?lWtI&9*;@o2(c;KFn*)AiS{^
z*}GF0(^*yF#P5cmA|R(TuoxF`<C`of5*yVq(;bz&?<627m#5Qqob@q1`$u6@j0P=B
zr14sTSRo0p^bNs{3;EZ9s9|}2x2-6zlBVc&MMZ&PaMOXx>HvfI$kQ0-+#K7vaLWp8
zGs;dvWA31w#iw`+Y6H&TjUm~z)!9hJi(Itl?dqIop6?=EoA(ONh<uAK`LRNI^8^i~
z>}eTgQS@h<)?J$08_0HmkC}GkTc)!7-Z3E5+aEw8)u2F%SIo*ep4(h4%Xlw2KZD~;
zYJzEApC;D!t$yLFGAGgrTGWs8F{02~Q1stf1P`9?3pZ1kGzIb&szg@ZrWvf`4aFGH
zKzlM7NQp|+1_FN&8rA`YLf1icMtaNPth2p3y#Xo(d*FB%(#;2^lNqtM@YP&GxT|B`
zoq)29x4lAfPS==Hc;lTG90}Aiaf%FS;oN`se6rFpIqb3Z(F*Q!Lpf|F_koC|b<Qtl
zPHCOGeQJS3%sNm-g_ha0vs}244Zsj>pt^5B#CmRI9PH+Pp)J$Pik3WkYgoU#qaXKi
zLO%i`G)iCKqexJ)MF*zQfi`iauwQM#<F(ihsf2mun?pR?E>8Xne{nlG4W*^{VoJ5h
ztO^RGKKp?oc{b3sr#a$LH|q|_t%p&rA7zM^>Agi74D_U4MA}yV1nKfkGptos?~H;i
zA?X<Y6E{9$=<oDg{n^iJ>+XMFG0Vy`!bz7wx$F~U9oXujg_|RJygj|ayGdMIS?Si3
zPs>)W;JjO~G{6~WD#|(!uf4wEFJ#(8EyI5&AmTHsu;Aa)RX)fNc8$1LWK?V%A+k6z
z(O?Jg(Cgaig#e;2co4$S-_i|=MN?j79=|_Vgv_zM2DCCoCp$D6TMF}Sj^0}ORRn=}
zHa?4XT8dr#bc_DY5Fv?#*A9xcQQ)<HUitSXr&T(yk=~Veh|H*X<l6-JM($3RJb2D<
z=@&rRE&W$Qa0mPFrsif-r-p_G?DkBG#FKiu4M3LO-wzoUqJ8bXS~!>HnCl~c5}S;N
zjN0U-rS94^hsv?;{2o25EmoZ5MOt`T?X&{N|CGnKXQ;l+EMB|<9#6PoPzfHF>?|^^
zFMP*%K*}rdY2>cn%~MkVbu7HytN&TbfTa1aJ#-Po#m6C^0C1T5tjSmo2%T3ZLiip?
zd<Lykj9o?fUPBERw$^}8Ddc!7InLpkQK8htpKc~E!VC;g8pWqsLe5#65g&p(n!Tx<
z64x}t43q|Fzq4mpb`R^j9hQ1jK0oKHKZqE8SWgFlszLzYx>TS89L(6upezh!1K&3i
zaOk?i0&-60`3VPmfvbc2!rL0qWY!35Q40g5rQ3v<=Jd``J-ZsxELnXx+bUHpiv~-|
z)L{MO_m@Ge!k%yLxbV6g*s2<uVjO?!1_S~>Jij?qu0HDg4OZ|-b-$m!#MXtmQ+KzT
z;N=I8UX2*)ys4eBD|p(0>DfVu5|L?ZW<#J+LAM)%UOydx=}IqpJ~EW^_3Eo*($4As
zejEkMo_3rH;PUrtH~LNOM{9iV)5?u|FK_oG{u<VL``Be2WWOUjsyo~21GW4cK1%p1
zC2DM^>V+M(f*;j~)1jqNB#5)SLGMGqQ;;POle1;K)ikQ%&-V`(ik?AmxWd<90CGmI
z!5RDgMHs7{o$?dqD_yWE3B7VO@fe=#0y5aWDe(>-9B))D%gB8OQrX}XQ3+p#q`IC`
zVy>ERd?bS#EF)CrygK-sFjw`p(0sk?->_*({IxOxVYZwV*ji+RqWZ*8sECliY4V*%
zka87XaL@XUghiQ5#WU${j?DAMLQ83YthhF&Q_8bwI3=}*I3)#sLlfM(PtvGM!mlz)
zBGcy#21;w6zzZ)rMy`CcGRmw1fS^Z!Eg@%#Rs%~jZ%cvevbce$U|}F;!qlo_Q5n1a
zY^PZTQ8B0PZfQ8aAHpDwRUVemPTq+jDv)*gB~Y%iOPPOf0Zo)a_G0`_HB$uZ9CekI
zb8I>5@*sHmI*3HE8-~mHN;u9ibZD+M9gN4P)=8z)e$;UGQa`VZL8m;+URDO$uO==!
zc}G-?T<}B9a^%~>=dgRUbk#N5-`^ipZyTJ1lrtIK%=2gbI#w8kuWuZf*o%H2^0F@x
z$EKj?y$|DOeF3QO+uW+1hfab_EMP*bCnJs`TvK^Ne5c(<fCp|YPOI7I%wAoO&+-VE
zd=WvG3L@qpdObStz70Hr-*8bUTC^IL?xWY0EMe`J4mX|PfxBMU)y7KhP7QL8mSQ(T
z{Lk1%LL6?G4__!rYDvxxdP!?DjGy1jR^g)G8gemYPKWefQs4CJ7ZrCw%gS8^TlXrn
zn_=O>#C=$Yx|b&nVqpngQK#JGlW)YD=NLyBgzq19xIQHxpdey%(05@Km8f)~0W^&3
z`SPK6G`!1EzXt<d7SE(<ReqPsU;Mn!<kdv|0`0)iyFkXySTzKKsq^4$Mrw{o!lJt)
zGf7AD<$l$7PxwXiQO1R;7SyIi=;09W$oXq(hMd?ot<b)aGuJrg?K9(6IQXsD*fPJk
zj2y|2f5U;?nmi2M_o6r3Tlf0mYP`3)v_X2Bx)Z_gmbiH|aYtI@{^4g~gS<UK!gX}m
zXIfn%m*(`r5x)%<LO1%Vr3n;~a>4#)Kf7^IHIC2V@nYhB6VA;Pt|CFfJJ&96rX6b(
zSyB?-1hVaahs9Kzk1anF7afz3Sz+V6He$tgo{uP@WG~q@<n^M0E5c&27X((iDcFx6
zyfUu%{b$6^0hLWN12F3gJSuB=A8!bB)Ms3#p?j4YS6&8EO$UY}$S8+1c54%2>2NvC
zCMw5hELLI3QC-GbyTEc2DF_EUr4Hh`jm=!ob~PtqKuS25L3cLvS-Ob4rcCJ?-txQD
zJ$r>e41SN-|IV0~fkFcLHZXW-4FAmj+`3SD0PV5`K(S3mYnAbZq4?gS1#DE1qIhTV
zllTD>>&}F;QecmEvTLmPfo3%=cL{=RFJ3V59!G<%U1j#X=G|)<@wgg26RB-{q<vX6
zVi}(ruK3i5mU+}$uWYXM>B-OA559@-rz{bkp?y>ehX+1V7I=rpZBWMau+=o^gF+%@
zrvU%91gW=E^hNyk&VKcbT3xMu-I1m3WR|lFSrK6OtE|($B&`yLDba;82|lu@>`8iv
zM-ULa950I5{6y*F^UbX5ZZu{*`%ar~tXPZ%ti0IdTj^fwx=?FN%lhu5391}0f?3FB
z!uM`?4e_eFTMZk9$KooLARAo|^ub{19h*y~+ea5tVPZ9U!r4lZyH~;&lf_ty22|Lq
z?%RtFreDwC=y6`;Sr)R?xBQ1zLI(r0y2<R^;)40XQP*X3PLZO%c!a|Tdwf?C)MqFx
z=+|fnIHthx)d*ak+u_%PS-Wl%WMd!F3zaIn@JT43Ur)xpYp8$m3aS4T)b13j^CqcO
z6ED#zfW#X>gnBgc1Ix>u%2RfdYTb1|K>#)w#hh#;Ts+Sn-zUNmVN7u87|Bm(Y7=M~
z>s*U;F$s-x-Nkd4*<^Wa)EN(em~%PhQ`t|d*G2<pwo-fI!WkP%yLO~n5{ZI|Ea{#1
zL~SgmHg^|t4U?8+^n$*WvvH9p+N7&a^3r1M>Q6<#-uSwby&ql&A0BC%VN2{d2@)4p
z(-kr<l^x8TqVJ=H??~~dKe>?zYvT%am48S-a;C|$ckUpDI@No)J>O;>c?x!Ei+@9}
zj-922tEpJ~?x%BOIbW@IYO4sI*GcD(DS4x9yR8+Rp9XG%R(ZV@9|A#IL&CWTuVwYi
zZ7(4~z&aCu5l0>wx@9FkbqVFgJmAr<{`YFxD#b;}FZbZo-Jfst1J(&zor<_idfVcP
zJRm>T`A74y=e^wX3nJ|gkL`IF%?m(*I>xtf{0~$Im%3Ec+s^1#DNl3T+J9&P>YhUA
z8D{)@EeTG7)y2jBi5_l?O!?cptK74fK8?wPx3R2BVoPGLeNthyLotkJNvhOl?=cvz
z>#fS>&+_Oz&HpvaL1xbSa0gi(`V!HnFL1R5n+5=+3R|bO1uL`i#%cM*dImV;QxZ2=
zvg1uQ&T?4+H_jIlY}BYb`Aw=I#ki5mI@jkP<uM=ybrl`(>}~t|m}Ors2Zb+~2sWcp
zMJgSBi*C-6s;f+u>&?jAL8X5b?D(8^wOW7OdOr$=Sy}$;mqvix7+bJ{o@ZIBzjsQU
z&$p_c@`D6wjo`NV54f-y<|@}m97rSP2o)s&Y@qoI)6>(VK%GO=ke75EjG6@*3`Z^i
zZ3X4z%=jR2U7iExxuC~#$$ku=JGRxe)_evctTx1smN<))QYCJ|tdG6ugK6z-#d2+`
z%@=^Rc-U#;yuoy>Pb(UMLmf6V?wms{uI=b<at5kFw7qb)SnH3yD{eoVoBPZ+WRzt7
z-K#s;QKXfY3{oYv6qAibqAAEqX<mkXSxStc>#Kc9&IYh8*zY`l52{gSPx5ddgQ{(N
zG7{vFB%rtN{gc-6_u&pww3HtzE4G3!CRmwZ=PTt5O9l`EM&=_pn>v*Nbtj%E|GhNw
zPJ(KNM>MY5QpUZq9t#%AxE4rc)b}Ah2iuYTdPgi}mQL~uGf{QzdpqNaYxcAef`h#t
zt5a&AF|VPQt5q&+TH)Mxg2(@JZ?8TRholC;$s_gv999H~7pUhyV@xWX(^%hhd=h;K
z5Yfbpj11OK=`z;mX<J-fe{CRJc^-5GL?@AyB9uNi|K&&Qx0UQgrI%nEIm8jgaZ{A>
zT>yCCkEtVvYhNr@ILEA8xRW*qkSy>bT5g_YXRDE#;5=F+dc-Ba?m%vqtEoWkp{=^X
zaMf41MTzQ(Y~a)PMfrXD(#sRvIw1G;SpTC7a2NjOUif5^ZF*_Wm@RCeI1Om_D+sc1
ziP>me*#NM=j|>kFk9<Iyd+#6YvD}R{(E8<ved|`pMl?&R4agP5L5%pzHN>j@<|I0Y
z$us-Gj!Sh}4r+UKamNEi;)|CYwKbz=_Eh}pkm!8}e%?mDgKJ>0pa(r-O_dp^_XH)r
zV_~l{yQFDo@y`bDQZN<wlY;5sh=)%;*X|pDDrlx7&4IW$u=MT9ug6ZnUPQ1r5Co3S
z{w&C;4LhA5rF%b0Oygr_Cayg3fuVZFJZFBa$OO!@z`8d3F@5QY>_+OF!coORrVQa;
zn2ftOHMxYtN!Q7i7B`6?Cfq!I!@H<AO7o#Xr*~ah>Aogqefx{!(!23H7Hl7rC6wFa
z{KN#r9iHb6X=!O0qM%6q(q~PK+&wkE?(=?oRL4^QrmR=;$+9)y-X0DkEy<^UR%@g9
z&AP3vC7O)#%6~PPTej;ss(Hd_c;Zi7CLZO;170efTsJ0(VJ9oHbt~0F99a(6pOccD
zU0|<_Gx{eR_{+ToZ@G}>H3y~<Iv<}XXrvW;LmSh7MuI{n*qYB?3}pw0U_(PgzxLk(
zCOD3n6dv%UFzm>0o+<^92(tI=V%HEt-?wO76-5ZczivbLNln!(Me<YDsZ}ECKi!Jw
zu7Gh*n~Itw#kv?hd0U&{XOdGg)8}WhFK-d&Uwbul?cbr+Hy6!ml{t_YnH(&JB15lh
ze0pM#(|P`qZQaTlCZ_f^Ukz#dem02)yGM_{XW(o=m-vO#Se1J&a9hbA95iNC%GJ*B
z^1Kwq*bxT*4N_I`Lx5q{`pH^MGL{;AUQf*9s)EweFCeySIel8acCCgbwm86a-*ZW4
z>)Sz#qD?k2HQ`!&&_j}7vtTB15>iYsTAg_KXd>+r%Rm2n$=@|*Z+@K)5f0SMbWm<f
z7rfSFeca*s4^{a-n9j@R_eWhV@I5_T$2itfjA|Oi`(`xhjm3t0^gl`U%*uK%79Q-*
zDi$xYgMfa%`{_&euCJ+9J7MuEEEf`g;}xpH&<su<bNx#ml;nZ9b0)3bi;1op=iJlv
zdk3U`9$cP}1ana;Ap!B8Ez&sCE}=1r&%>eBU0~=-O4fq~6Dd~_3(;rdVMz>QrB*6?
zz^KO%xlJn!!Rc`$zy<@x&CcZ5s3*+s9h$%a#&gdoTPZx8qchy6#p)W&!=u~cc}3pA
zjvVW3lf0Y7$OZ7jm+I?_wvEFP&Sno*vhd|v+kKleuEkfB%9-QR67idAPRCUl#}X21
zTp~FoT#T(G1?H+{$*@fuhQJT@+iQMGsksL=EC#8UHoyD2X&?UhspMZM?)$~#Nk}$K
zPnne%yXwug#*d1u?l<!ISz~+C-D2PDe)z?W<a60o1_;1cA{6N&9vjR6LWH9^@Ep3_
zsne^GEn-o#r9__%X7?;3^XfqMz;Fmpc!}Y{K!jDHdHO@0N)K`w{-Ge^ZN*fL%UUG<
zL=h6SkYYNPc|cxRX|do1TQ9%+pu6v-kf%dyo#!LIzJjNB4TQ&aSQ0x0Uw1Ezxqkot
z-FN_)P3h|BM3n~sau_4U5>S6UiIt_Zk#pe2#qOYylz)-y??#k{i|>g}$!mqybs{p$
z5DY?TWD-9<OBY|=j)=EHe)Na{tHw24J`B-qj*NwKYKnSN=ljJX1uU-gQ@%v}@^G`Y
z;P|+|zq8cu3F2kpJb>P4+7A6>7r;|_wU?`r^vryd)RU{T0~#-(33Oni0lfz+IAtc=
z1h?}>eP^m)pd8cKjmv;E2}lzzJVRzELwG#ny!K{Vxxu_~LGN>r)>04%y$+1C$lOqG
zCL~dQquR6YyuD#n<vjJ|5|i>JArl0fn9WT9^Qyq@?el4d^#Q=J(C}aToL*bsh0^B2
z`9#aW#{gyaMvFZD`Uu!>mzFD&x-uU!u2_QoKQs%ZgZYoAZ-VNzN6J)v_cAjM2c0A!
z-Wfv7(-V$<)l`wi=q9^ni<8dqd!2Z97F2Mz*3zB!Iq<ztDH<0WMO3k#sgz!}97`!4
z&jpzpJ<pD}DS}@c@=i&@H|CIctXuQICWi$=K)u;2%myf^Ql#AK`=iH>0pl5IgM9s;
zE1!T5&|J3)PakO5_Mu^VM2{X#>>_r)7o~RtiA2HxL&uQDq;lo^fAz2fB@O>kF~U{n
z0P-ZScUp}!VE~Plbsw#8!mdB%fc;QJevjn@xI)wcUJnQ`#?0Ur92tf9iSnBEu4T$1
zBi7S7${Wz9Sd25Q;}vbRcC#I68z5;gb$C~7SvQ)@?V=o=a8vgI&Cd#CIG+hX7UorR
z?OKPdA)QHyg*+ghwy_J@AMF9gXQuZ-U3)Lk&b;UiwqI~^FmP|62%_0}w};;MrlAGs
zx5Ku~P*77_xN<Uj{ULm>+d5;A#{$g9)rWW(?3p4cw>vPv4~s8IprU)F@_9fR{&5%F
zr+IF5V`E~l`fd=bF3q<(Xn!rE&2M46;dK$HF7Ms<`)bS8PJGcT@C_|1X<;cm22^PB
zUv!BWhFrwUiy<_})Wr^j(nf77QqE=f99${d(w|!if)+V*>Va3etwoN#K6<^$(F<eX
ze1j;e#vt_6DX`QdBc^9Tq$<1dn5TQ0qeFJ16YJ19+L~P~HcUE69Br*C?997MU`<S&
z!7KQ3^6)s!C3BlxG2cmL`FF8K#4APq>*N{^U+T#79Q-HY{!9t4>FtF~yGB#Q%Q4vp
z-2iXUH2z(vp_pfGK!0M8{?qvAVFqkw_k3WO;mnt@n5G}dKcFy`=1JteY&^I1X?@uq
zwS77Elgtv~t_sx>9A0h)l{zQrKe)PKv=V<<+-SPXD1e%rgpPGn;F0b*#R_?oD_&Qw
zui>2U5d=7&G9MQ0;}5Ju=^X|QIzo{d!h=ZAq?Nvr2+~lGMmWB94VllCMh19jXg7tL
z9X6JT?=Xl4C3Q>q<C5LBeW?AbTJofAU2`R6ET%+EtF5J__YZxC2*$-pSB>x6(Yra^
zhvj^I(<0f7xN=<P3ZHqljf=NuqMT*b53dm8GK$eD+vUQk9{jJMA=ZV8-CHUo+G%@U
zUi0J?bghN&Ox3qf_nQz$^g7xhKVcmSR>Q0uOU4tne+>GhBe>ttu!8y~fbOlgNJwxI
zEQ<$A(nQ^a$$HUG6w-RhLh@fU=Jt8`Z{mH&KA2N(MgdHVm&0rb%>Qv==y^oR2{m;^
zR}5=`-6eRTn`SZd_VazMW-_o4%eVJ1e!9-G{r3(`>n?gq29UQV6+L2iHmDzkiWi~X
z6FfJ|gH-*Vm-pI#l4lieOQ*-HaDgS2@H?XFYa$p|{I8whl>v3rz!#W!r(57Scswj>
z{-NQLEQ%GbC4+hA-72Y0&wYp#)ieD=-I?Q&pOeM}5q<OvDCw>M08IU2huRE6?p#U(
z0#kY>^7s8Js?g&?{P7YNN9dLXL`{+11CSF&cM0|zQExR8L*v`lo(>IMbb5@e1f{J-
zm%Ne!FAV^3y->>$uNNEIK^g^()r;0&kK61EnrpM)HkdmIXE7%XrN1x)!ZYjl1!0rk
zg^CPx!BT_rmh3&6GUc5^Ha4F=dA7d(w&p(w`r64W&F7jWvz6ozv8dpbWg1dnJ9igj
zM3zS-r9@!S+Dd+V-NQsMYW3RDs0Uxemv8fY#IfB9C-ZTcky|YQJ>nI5QJu7ggW^f<
zObQh26u?=xw+~1U6-_Hm*=Fsf4a3gp4ft708*#rs{J`Pp0$u1puMn+^`r{%JnNjdQ
zba(dB<#M(w@?VwhcY>!<$Pc@4eE3`=^)cd&w7cKCPtbkNyDj!25N<$SwBYCMb6#Uk
za87wrqV9~lw|C*jq~7{Q>#+zYy$_?Eo1HwzHXqUOt8tt3g~vvZmx{dqGMCJW$gIwf
z|B|;u*XyAuuaeZwqLf>;0}rTViE0y2IxL&P`0<;Y>UFih9T~$Djvw6WtDDG5fA;%p
zEkr}J!a4CIqki2*R>u5_n@|3s#R}&ft)cgvE?>ryYRy-E!i34O1MiFZHV&ZdTebRF
zT$#MYeJc3?v1tmKuS>Y|ZxbV3aI+dXQrJDPj~7$_X#zq<sF27UKj5NBIImbVQ$Bkc
zuyBqWovl^6atL*~J`9>SG`+u1F)asZ1+B&|sGc&nHxnXO-^1=Z!CBN2#7-bljYv^*
z<X)Tk&_gge_yJwyhesmimMg}f3c@a<C!kBt%9z=aIKj%1=tz`Y>N}1p`sTa*-y`G!
z@>98mL4x+ol1I%cl`Eo3m;NVT&zrjRr)Ftfp!yX#4*tTh6imIv=3OFpKoLuI-%$US
z7i?UgAN^fPQ4>JHz=Nx;)X8Qm?lg1j(rDJ%LrAR>wS(=|S?Qvi_wt8eN7KrPedeoL
z4bjkwOUM(6>Kh%V@P$Yh<ff^byG2aQq*)($fT%<vMRhB<`if`=rb8Pd6?ALc(j@P$
z%e*N0<A)086spEh-S@Y)R}WW$UK5BFT@vM-gxCaf&!X{8yR=!oMp^Zqd$sh#p&uO-
z^fg#R3Lf5$l(77=573OoXQTs!$WjdcJlV-Ii1dRQS&*^c*1A@;{T%0xwyW^7*00s~
z38Y*UK18O+e;h{_6@t!7Apypg1n3$dRGiPZ;0xa(?muC*_~9$}I|8C8cQasEX}IkD
z<Ue%51<w({CG1MO4+NS+yvV}Ov}I`THDE12jor&dJ8lB({JmD+T0w>D6&gxLCq*Mv
z)p?gp{tuxFj|_O_dx`82^u^Doymw_OCg{uB7fy>C;niAH`_CS)vcQ=Zmi#y$c-)`W
z$TX+uctmC$q_5hH(qm(3iU#QosGfHra0aQr<Da353zsOfUgaW`?0;2CN}5$xtS^7{
z4e5{(&uzjlv5>fi1J0a0=mZ-DLB2FE17;A3xB>QURT7KQ^v1-yT&FcLi@k@mt3iJz
zaL9GAG{7ZyZnf$oYRgse?<(jR7*IJ_pmiSnJ5RL_`Ts%&eDlo`P}}=KqX@E^$Pjw;
z5KT*vCCNm?!0X6dw?ClXJlQNsh@WLH@x=61by#r7T_xb95}*G1Mr@VdO!J73$(%E+
zTVVCNxcGO+IfgD_E9xj$zl*U<D^-G#*o4U!Ug)CAxgscg;Dl1cQ2JTHy>%(lq!zxz
zms19$96iNjv<_0wPMVX`VyyGQ1BTPpS-A@FQCTHMG8x{327ObrZFb#Rf3N>guCJgt
zJ9sX_$}RcpTyR14o0@(eC;t?{=bQ^tJCfP46X6u6P^XscQO#1FHhBVU2PR^=G)~_3
zud3rbsM!K&$-p(sI>A8dhc*iT6+R-?Tu%Jno{2v8_w1XU!_~ZecB7S5Z_I|3i{R2Z
zn)8Mw$ELcdUI(>y0pD1FxV}fr>fWwDHKk>Bk3wNb=v;sP@|$<JObGP32i{6xi{c|%
z50<j;fA{lG7>T{YC(;W3gdo6hs%G^I>*DLf;QCswzZP?Jk6hsjdYtoRA^P&(@TOLE
zsRM0x1?~Kijv;4-??QVzeicdR1uK5}zWCaI=<3}OeCm2Cs%vAen2`8{x4XCc$Z0Mj
zYmLJXL+_^0Vn!XXQ%-j2WZL{YtL_Ut3b9i?F`Kd)890WVbfa*1RaP;yBd_!zO`Fwp
z<I~7C-~X)NKpd1OV%pIv^#JJ@;Y*EDsCzuTTwW%GjR0`7ex?$R>kyNZ2}-ouNtj^;
zz~K8b==Vct&*#$#nF0Ohs==PJf9YEjbHWqPl9ZltjNFp1e1N6g<-a}RYq=l^!xvFx
zU^!ofK^8;$?p)o1A64qW*r(ChRKE>YH|+K>Ldt~5rn{JTo`oGlH(wp5VR9PJ?Si?n
z*c>Z3i0;F1xlu4@`4~<n$S7QwuQ9P#Xc1<Kww~oA1#uxVxMP1?-9^*U{kvmC!y=o@
zSVhDge8x74SkA{UHUEhnOUqWO?ib8vM}7@R`f&B{cR0r6Xw;N!=z{o<^ng{b<UD7M
z08NTT)5`|rKaQOmiG~r;qfWv?ftC>UiLIk_H3K<32#{f%8p7SKp<3cKc_8~QxA$KF
z3PXR4c{7kgkr6dP=N(4A<$DcB0;%vw&;-fo=jjK*#ccS7*~_oti0WK5Z;cqp^PS~*
zf0N{G5mKWhekQ{>hy@U5eqjk=W3f1#DMbA%!T%T{MKM7}@u`Te9-V^uIH%As0vcyx
zAY^g5<k-Mrrm?IeC5ie>oel-dE(tdzz(U7ttuT@V!7|^9#U7|IgnEp6KTBNiGskZ!
z;3qbU7x?JtLU`phsoQR_8L{hE$_cM{0S#77bMfYvM0wXc_Z3~F7Y4bzOR@e8H-kgw
z4>t*)o0f-k25bZwS*`V_qDU01?bVk_=Lh$%kfJ4^1y5rlGuCkOjEG2CaPIF`ntbw_
zn_Dwt+a+(1*;{ZmB@q861^hNl2G~!`lr*VLmTV2|X$=zIcEsdcoBHL@eKbd_kl4J=
znxY=P2TW_d&m|`Y{=UX1Tn_QjW|Qs+vQe&!TTRltcZ`Dk8~Y_52Uk%)%7+$P;taK;
zMjeEOwo2k$q12Ugq#`PQB$2f;DD!AUaWvph&fuO`Xv6g(@>2BY=;*w?W@socIv}U4
z=m8^akQ1e!b~J$0^8rPDv8~Wd={nOlwWQ)<80Y2%YErooKmnCW7##LnFT|M#)c2V`
z2owOBoU{SfAr$muj0^!KC-oBYpg-C$GVu=7J*Wm|DWOFRI}*|E$LL%wRiq%<CGio@
zO(k;{H)!0t2_)n0G$5Vk0xI&n7g#{f4hE=t%L~OyhbhqnyW#s@O-(^*%vf@j=7-tQ
z-t3boz>Wzj?VV@hzh-*w{rXfGeD`m2rVtMLsL@>R2vK>2*oibJGIxw~%4Pbu7q=QT
z)!MoSm8!W2#|VbHcAtY@)(M-1(E`xtlRkx}PW0(1bDmQgF+YU8aHT5ee$$e>rzMKR
z{>w<k!1hP|ob+^+83vQc4;2u8Te1_6B?&8q<UWY@FDoiH4-Pc*R#oX7w3JNV)PFr}
z#2+^h;&3=sSdPR)-pnmJx{M!4x#Vhn&#gpj-@Iq@-A=zrJt#HF(53$dJzYK5^XIB%
zmQgwKSFO`i$mh=r5Jex`%hz;aqX9`;dv@uC<Jd^yD~QTJmxkvXJrCnS==&2T#i(Zu
zl(>?zpD@3m#WP0Ur|4mwS#AC!-*y)PtdZEkLci;khh7%4HT8K6Yw<v7bv}^KTB~R_
znMd2Q^_QAt;uOr@9lnD1?-`hSj~NYkI0oT7A}JZFAp6$|)>uJ)^9S67ZN7;&;uFfS
zNqt*W5*7bt2)dmU5|~;Rd9gOf8P+FoLHAEUu)|>#WV!O1U}UhZ3ZFBw_sbbgt?C0a
z<o>DCbv4b_h-q)Yy{q(T_J)9<w38@9$oGz3OuC}P8pyg8{!YtbBEq<tvK-OJSj+6n
zb=Z=-dQG}sJJOSuY&<1jaguf&Mg}}Mf*PJ!<@UA<2e=1mFkyEQ%;F&Du{*LX@})gP
z{f?hK23Yu|@q8*S>ql)HT7R(e_5lh&;`*`T!+KNa`=?h&JlkY)gKGit$v~e@Nu%t3
zj7$BrycfZP6hubwaL06Twk`oqfNQ2=4rFpi^}~%+rvW)Z;&S?wcT!MiaaX3^hh)s6
zPDFQ>f`WoDiP7vZgnoX%vbI61Mr1ITmgI`ZDw=3tn+^ogoIMe;=u>2Bg_syZB10YI
z6*DzA`9#0|3r++7N-P7YU(V@hd@NbA?j9*Y6q;M7E`0iGv+!^c`t(lQB!ljixxO!j
zZPcR!huiYaS26>_NQwkR2ILkvCDQEZR`yBKMza2Nei&h3LF&b855g=|%{E#X$p>NF
z2U2_jLVFo;3D74*dO&hr7boRL;}>SroUSw>?<=Z?Q>(t(%EZRy|7_co#k{jH(A*FF
z{(SVU7$ENJ{F4NG0#c>U(%R{k#{qRSpVfEX96fvXD$}Q{<^QH`qWun=s719wKpgEv
z0;KjpFeKh<(Kbi2!v{kB9FKk)8W-Kbe~iuyhY+Lncnu~~otg?DAk6}@JG(7`RsI>j
zW5}=GG`-sMG%ffhvir~9Kz=ie-QZ&{lV+<d=0MiH02CbN!#7yyE_hMc_~bD^O$vnm
zx2;<1l>(F6Jn@e#k5&H*2MG<o=i$B68PI#5)^M?Kgv&cfhJ_HBnx=Q0uF@ly8Da%j
zlbw|&2w-B~wnt|<RPDacL0JDO3xRVIyvvKSmM;e-QcnFhSKj<bpm6Z!l1W3Xgr)Hu
z)%pG=5z}uk>ptm|hVu*+{{x4UC415nKf9vZ^t|p3zsQ@KoUK_}Hi3O(!e81$WOFc1
zXMp_i=$Vp4WlKRoBOWq5P$n(HpvLHthE9$%q?V*>^BCU@aYTRtSj55)XmL;Hje)?q
z{FhE?E)>O26%TXI8$Uc>#qt8XFGOmXhSqYt7_G2MSg$*S_uf>`Wp)J#sxLvIjho+(
z@};b(F&kRvMmc>#DvB0AW|q7h$G~wF$fY*Pf}<88e^)&GPjYgow3Ph9Aw}wFRcJ9k
z?X1nd>9iMZ6Y1CdDmd6lt%&mpJ$90=1vYI9z8*488ct|7n%hh0B`f_L2>6{FBKxd-
zdzlR^Tdh9xVV=r_o!w5*`@Q$_=DCY`J0-;vgWPpKB_N=T+wr=@o2Wm`QTNtJ$a0V+
z^u!{SvJtwPAkS7qQN$n71z!?tqW(&>QQXsPm8(ebeNx$b;DGAWsY(G)@M2^Unj2@I
z_`wwxG;VU3#aoQ0pXt-5jEI-Ut)H%ya7Zbr{>OWElDDr`3mf#oyoSG~a1Dph!~e1c
z^{m=FF6)&%9gFq<xecQ};Nz}P5^Ww|Z5^^K?wh;rZKWJ4Jjgu{cK+z@tkH-VQ&9O>
zTs{m&1w}V-<}OY_b(GI<JqvS=PxG1+B`ReVgHTORP~Am%JTo#R8xdDV3CP`48w-z0
zsIk?KFLVnpfHTsyh+JP!-AACkV&bCn>lZf3$v~SgpXEGXQ?oRoO&qNfs%+@mwzf<<
z3fKk5r^8U@;W5HwX0ymcq|f4a!bMhtYK=-ySus67z;pz&CH>lMjk$GZQg=CY9?m!B
zXmu;X5u~j{+)5rkX@c-mbS))1>tTWTxfR2k$$~xU@+?JeMe@*I&4=BMxfeDjhaX0e
z&!y$JHUEkTHu{@Foe#t*_~jd!H)E0@m?v-yvv_^e$*_cCII;N2*!WE9X41JwJl-)m
z5m8!;(>_OobMNpfZ3@?H?X~;$?$yP-3j1juZd#)P%Fli>2wm7>-Me6*&cTP-ewdkg
zE*hK-m>87IRu=0BP^A-A`^k<knnX;v1FR2J6#Igty#(M$2+kt9J~>h!n<{Uwol(aE
z4wikmF<sno9cd37TO-I<xbg++BUMlToeNDGY&)}_fR4q%oYoyVpW4$JtZtYY;;|`?
zI*@|$&mIUNb5+$x6Gxo{g#4S+6Hd{&2L1oYO;g1<lTu6D*q%bdxrTjgwx>01#IJn7
z=2zb)Uc`bN4NvQ79^LZ%FA(`imnoZ)7x8;x2oA-ltF5w2>M}y@fm(hgA!wVdxP}7>
zI#&lkb()zJemWO$1whVSwv67gn4Jn#;qqns=tkwk+$JRbkFLs*K(B_EuXE3DG(r1c
zKT=rUh)rgS;(jbdLvG`oimCu!!owY<Fn7}_!`g`M7+odvno|E;e*8pv;^tPIbXB&c
zBxiqSkJ?`@Ak4D8&-@j~6&l#E`~X0Pq+&?}P69YilG$@AQQGNDi~7Cyy(^-mZcixT
z1Yg~~*??wA2;dfiZSI7T`{^U~@mf4_2|)sym1=&qZ`a9PZI*)Kx6Kx>i;3xF{2H4c
z#AU*K<HJvT!7|1z4pWhuUT_M`LxWE??NdH;&={zDGV@LeUD?=GBxSNfvrWM_wSBox
z>chvu7qYkj`ev&<&qKHcx`R|i*t%B$DX~tydd8fJ&6+Lniyvu^Noy|J=q)?FWK2Zv
zz1;cxC{Vt}*B+L(vnSq^hEa@r=3e?6)#Q7$*}=XqLCZVtF6~U3lJ*RNMl%h9_NQxc
zv2mKMRYzDJ@YNDDs9%c2H?2us$&8y!Li`eyN~<f?=z(RXsAT4t>h0$*0gjS8jMOhN
z!|++qmDL<o0hw++oak;Kp=tcpsJY|1AfM1fm-dmIgVFx)eZ&X41~`=XpA)cIPFVjM
z9<W%e*^uZ3UKsfr3WQ$52}He)(dI=!!L-jp&jam6ZG1l)^ua<#kgvg}AIjMU1?7O(
z{^4mv_DzcHZzL1>LJ|{Xhy11r0}1StgWL^vx>J9P{IHPY)Oi=8{d|TVIoN(K`51eD
zDLb!#&KK4N2e0^iOJ1j~VeWDdzq$a+RW{h7I)KUXecI}pRP{jr=SPCWVq6~#Qwq4=
zE~W}1uTRywY}<I9HOZ~e$ENR9->tSNQ3JUcTqFzcA76k-FR3D`QN;;%x?)iD!**KS
z8M&}@2L!&Fks=`hdw_HdyWQ$A@mnZoGX>Uu4o2RLN@*n}y;EmU`<nPwZ3Ml`Fl%&p
z**h8ro#21jGr%IBxb}@1R5_$63)s8}J|P2H8;1O~E*CgURX31LXM9)^dsT4P^IYu_
zJp`M!n#1)O+<sn?f{Su!vW|FtEdx83d@O>epWDMR@{hiz!Y<c+;lEQZwJxKChLtwn
zC`5yTy{t+0Ss%^@T~K}8<%xoZx6dPc$$KVS3Fw6j{PIIM5t}ga?K7wsaMX@Ev?-x@
zQHZWGVf*-6iyy45>bAIpT1-v;_klT^NCt_4E4qmklk1#hF$fk^v~#B*Lkijo{3{G6
z!@e>KB}pg|9jX2aZeg1@CFFas<{0BI#V%%}V9BK%mS@4B%~WJ)5a!U79^2pTV@<ud
zxBTS9HuVmKImEaDx6=lqG}8AVx<3GRo^A&h5Jp4LH(cV11GEGlzwS9&4@cw<XWuVV
zerqG77?ZMmhw@&h%*L)fA||LSz7BUvQFhPVc8(b%nVn7C3F|pzN@D?2y3@dbbzFt)
zHWfjOvUL6HUxO@+v;!2)9J#{50Y-;m>O*WP$x@^I*s7^MA895M;l&IoOD|)TupU}}
z&BcKJ_o`<gltH9v<%EtnU-MAi!LODsCo$0A1QOxqg!HQ}-?~=Y$w)}e;D8`y9^?$3
zvT`k!-ss|mIpK!z!&;{vU-QCk!`|4i=Ro?IQ{7$n0zb)H1($;qBhE5d4k_d7QC<eq
zpmBVrq>KP^LDme&{B?CQPwBDV&#oP3={hfYYYfW}x!JJp>F$rC8MjnfP16`3!qvOW
z8LF}u1%>1rO{C=24<zFaZb{bz&=G#PT?ID+YFl@qrV8!MC^$MQ;YL!Rt=x#SX1RWs
zU|TMDo-v5KWt<kdjG*@$F}A;CM!ypTX+N&pz#Tj*8b7AV>MM4~<KWKh`Kz;QjOZYq
z<jZI;5&kTVr<=XJpG3R?a~AEqvqQCW-N^@7>If%|V@AiBpU5zfRwOvT=I-ELE9G5H
zEiY`bW2{U_x;VULhypTgp`!TR0pugNyjc@ZY#=oSJ@pVZ?@rN&3NRmYHDY7KgAUxk
z_R4RQue$r5iioq{_|n*wJOH_WE@VhAGWKuc_QG)!2DO;ZegLqNO2tF`b!xe#yj<LK
z<4993V*dGqd<CjgZu+0ciP`@Qh$%f9mcJ}P77_AOF`+8*3;o0`ZF!LjjzE!;(27Jv
ztCJbgl<o@>sS2MVI9y9Xt=clr20RZnh?`6PtyYT^;JT)m^U|^qfEvaQ2v8zMvx#gu
z9B!~Jnfi~Sls)nR1<s`m({5sZj9{Q!rK)URuleSYnt4W|2~$OGPf6M}Yn#E%Bvf98
zXN5{cG6Mx^UyZGxtI-AB)SX+hr-`Db5QW%HoHcuT!L>0{fq^%=ONpc&`i|}_qrQ)Z
z;4D|-j{fr1!&_DcvspjQ>1qDKCwLb`-_GHjfgOnn)rQ(fhEdMD_w08*i|_ctc1k*S
z3Ss#@$eGs&VQsZ@*5*Tcbfe?HuE70jPCfJ%i2@kJSZA|Q{>UgdoBh%5^B)~+poGZu
zz7e5jPC}!sK^;Ily${Q(dirm#b|t<#2+6PQ@$^%`=~nUe{JDI+gpKy`x2?U2i&T^0
zGM(h@LJzxgVtSHr5xZc~0R$X?>YX^(|L0g#&>b=4r=r==8+!}8#8{4lv+y*X3vc=t
z`9tETG^Vn<8B^o`%qN8F<eGGITAH!^{hD)tfw(@DMI2_mQ1VfO1VZcj(6}L|P-RKJ
zks3Jm$^p!VYHp^<ZQj2t(I7mCUKN9{+l4h05>AY-0^t6Hp>$){g$@$o(n)?d=g?hG
z=tcpuUMIruh_sia+W*(wd&g7##((3dAw}g=k?bO}B`dpytn9tAj+K?YB~oVg%-#-?
zy+uOy&L-QjvbXzn_<YBGfB*X3|NL(M$m1dBJ+A9@y~cBl=Wx%T;=`S3>%4tWM@;VO
zSi5_RpU7=&#tE}grffo{3%OIqYF}iSEp%t=E$XYciIV~A4vP8Iq$R83AH!VtDqu9e
zFytn_Wv;^{h;U=#kQv&lu=;d;qvAeGL-tUOo5WpXpYMA&D)0-h`0mhCk7^o}OXT0p
zCg!)u-@O8P$dfo|VI|*I@G$}HfPM@VzkdhM_VxWsBk^tty+}_uL5%)ZbO+-t1totV
zn%ru8o%u{0;7_uB*D;~mE(A_7fu8Hn?OH95kDDaR(oXkHcy0$Fvlp!Zcbn=h{+7?z
z`|#&i)gm?Ay-&l!lekv-!t}iCY_;Q(A48geaCRND0R9S+{Sw~`3)Y2bgA~R3lyS`<
zMJWr#uY#qr#CB#?f^sv}*8FgEyEA+ldSJ@h5aJrV&0IV{*Y2NJQ)TVV@u)BYUnT#m
zlaE!kN|{#rtz}9j?RT!_1vdHt*O*0v{JL)4ytxT7S|*?Xg)tKGc>kW@_U$wp$>@1-
zT##2+SC0z>`fw}&3Uk)hEW!ZBFrZ=g1-OOk8AkwWvv|Oi6)L^6uTMH`eps$RXEf(Q
zT`L!vwdo=(ipLnXxY_P7UQE<|G9)g@r>7KlX@b8Y1j<UxlyRPZ;frv$--A?sT;{7n
z7wVU1xb_3WkMre-H{bU<K2FTQO-(g0Y^5~lO665mQiMJmL&Zfr`THV%ucFyS>%H+x
z%m%WRq_{>b-h<YVE>>&@|4uB1#{~8U8W`cCzoo!lH3n%8oGVvkc2-8iLPJx)JHrS-
zX3>xIeay-iXb6vdAvCI^KgHQ_7__ja8t56X{=H~2+O_-RK6Q#7Ej{0FRlCjN@Gwl{
zTn=kTF)P4&?!M9LO{4w-+ZzP+ev}#;WzaI{-F98b3X-)*ftu-VO=`O6!R>ewqWuDE
zN3F4g4`IdWjWI!q3cO<HzQ^Kmt)qV?54llxl`qeslc6doFBe~XBJ}9awab?~Ki;51
zCG=cOR=G|gfFWd=063)Ih2}}yBf#D<;4`UwO9^LGNdgfcmE~F62xbj-y{3QAJoNOx
zs849%R+O?-c+^V@GZONYNG<Sn-um=-Eay8KY;$gz$cT1qW#&yF1S7TxN@*2_0I?|=
zlMZ9S&jG7nhkI_OdYKP;#qbE;D<U<{Q^KjWO8qg6_B1<cAio!9m>2UUJGdyNylVMj
z;WOOkl9#Uvx9p>$qCh0`6>vg@XXJtFDSmLVL;k*79moxtxqyop_cNJf^|H776Yud*
z!vI@V5EJv6ss>}EmU7qGC<D^OjILY_-ch@87ap6%(4T%pa)u`WPe#}Uheqd;iEL;F
zG`*DU=$)Q9u--9f$vHX~nDJWc<dT!4%WBC|m$u4Hsh4bV!DHq|fs}2p_b%5a|7iGa
zf+JP_+_9>BbL)xG==8|*E}xubn-3J~_xLMi7q>m+GYJwiNYwJ@Qi@g_!l90=C=^^%
z7kc|+KAsirN8H@p%;S1kN)S#%LxZvCQgo_uJz}=^GjalAB*txwAMn3kV;JI}l9Tq3
zFvv43CT(jJA9!j;7K`R>n#xZconQCTa_=?H=!NNR^Feo#U23oWLA9JyD)e=H#|s#K
zE3LLZ#l{gEVKv&aCm24Cac-sU_)1&RB(w2U*1kP;?X8V-IzRuI-__BQUO$Fb7r~k*
znW_d(dKq+adi{4lhydh*xp5h~X<6D>;R4@h{+7SC9>~=QSlCW04bHbgD>BeBftVY;
zV&&Ipbui+|L2sc42;Z7Rji9~?;scT@`cjEC%5sX!1G=Ne1+%n#;?kwPGjy5IP-MN$
z_C+8Y(K1;CG?tX;(WM}LeUkF>k|$k3(X^6ovZ}nIzg{W?G%(n<6}XYdj8X%^aE>P)
zd4FdTlN|J4^&gDgF}WxtR#Y*pZP=D8EB)f>v9Gi{MtxzaO@wT?o`}hZVZ!EnhKfk<
zJZSfMcr5)v9BdEzGGU;mX-QQoYMUSp#pAS%qNLo#g2qy1BP4KYJ<}{+gD2>)gRO}^
z4qTMhlXt9CJ-Ke;fMuvUo}Z=ova=jXy&TEJQ6^VDt0kXuX`Skn4`ru4cA%Fsq$U4j
z<?~A9eKK_iGrf81g{8zw3MEusnM~rqAeB_xyoG%wD=rL~Ov0`!MGU2?4^h~2=HUoq
zg!xRqNVBPKVwC<08yg1E`d%MqtEBU;h_vw}6O#CG0xNl78?0Zl0M72?@2?<Zy<ceM
zk5`KK-%+Eb{T?|Y%xKGv64L%<e_C~w-@6XYQZn5|=HQq8#EZ#Q@|?F)oJj|Cv1Df{
z<U)VzeZ3hop59uM@w(#_IyrzFe^BVL!(2#Hb#U11+JA(s;mT@xK*iK?)GgL8BerEG
zmfNqekV-sca)so<9!eG8RWqP5eR23rf%3{5#UWLiu9&iV2Rg%rg@yGEhRC`&&0BtE
zgWrTMT)O&|KBDUHPm+Kl4Dn)Z?xyS`oGnZD3Q>ju_4EVR%vydc{PNvvd+~(~zYkK<
zX|1;&;Ee5t-Bc4u_#u3O+RaH(^>)0cGM4$iSfUeQ3m1oG^}QgmoK9iUEps`fVWID_
zkh{~`r$Cv`@XYPynjtRqex)>fPot92jH>EWL$R&gUmsDjPpZ6lcad!}sj)E)H_2`%
z#BGUT;-ZD-4L@=|`_5<{^Rzm_?cchNn_VJSBNPB;)p&6K{`4N{-@n^`(1g7H80MoJ
zPcS=Axna!}`o$9gsfPamono-310Qj?&}9u8{Zo$(a_jS15UDGlqjy63UGKFy3HcO=
z$Q{tcEB;PW!ryLufjMi1OT-qMx%(wrnJrG9c`><h?Qq<hym?qz+LV@0c<8K-ujQ7h
zh-VUADYZ-vrPl3`Y2V`xaUHSpG?doz@9K12n=lrq8$xB3FJzASXO*5L3sq6x;kW$b
zS#GzQTjjK4-1PaL<3<}7%kOkBGwa`acL96-s!$vI{+|Zlf@(<E*LX~`!a6;cBdV`T
z4=?)td2(ZVj-}|%8}E2=!O+_Q!Lsc`J72~gxNtpFeKWw(*)@VKuKpGI$DL00$;-)2
z3X2CA;@VVJVZ=&o=y=t;7&b35DeB)(9SsxWSB%@{U#oL#5ojZqJ3)=p2%zp5LIw!j
z$?fUoumpprq7CYq1ZZ>i&v$R+XqviFb(LC9JzD^7qdRX|jsi8-?or?U#@Is_7i+Z^
zF|7UvwKM1IQ(m2XCf8snsvaQ!9^P;<$?die(g3Hu)jq4X{7UJUO?IP!Rj@01=|rgE
z`klr;Y|~G|U$b;L-^D3g%;&0p?8993pliY*At5$X{#?dD0AK7%_J$KZcCK^ye+R@K
z{3jsR-RT;@kX&KZl&$6K6R{Z?Joyd>kA6KQ1VP8BTE1d~Y3aPLj<9>tFA@4Dz>;0Y
zI_hqZe9*~?>q1*JCdkcDh%eAZ>^Q&M2GIa=HZJn6v8nBK?`nZ=ezL5xa&cNpXJ6x@
zEQ~y#)m*y*M&r|FQ6B5krQ-$N)}iE|7~KJk`od5I9Lyj(qzsy##5~r9?{<K%R!hb|
zkp7M%^;icQ1E|Sciu80GRZkAEO8sy4!609ZX|-&#G1_P=`vLxoJj8$~A6?FY*uJs*
zrlZY5%W-$PsO>>mmZO5}=0D_h_+7{L7#_Wi|F2BhPtwry7ZM3NBnCmU@c}qP=aikd
zfp5`dBUmtI*#D;xl-i1X9$}crpdg@7Vm2BY9GnFCkBXotMns?vgN-o<EL1vZX7q#P
zjf#nLYFzf^m@iRgTKDK*IJNuFE0<FB<A?~7^>#b*O%S|#obIR@%#WM;%B^E{4B>@t
z)rL;dcEe%3K%PhCd#wcdDqs1c5cavf%AFQ}bN60n>1rFI6?4d;RVz+Hb)8<MFG7#T
zC!7-a4vQNq-_CcB@SPlPaA(<`f?;WmJrr(zjFw5GdFZk|XwV1Bi04;NR~*~qEQ1Tl
zLcUqi*4D41=$e_Y5TsCx8)==vDsqJ{loQAg9CKWiothl|=!UFU=dw5d*539^Ub~KA
zTbAm^q>@=JB|XB|@p!<B^`lrKg!2Rrf~XzWcQ<60R}`ro`j%+02n&V-%_9^8Yjy`r
zY$NbrQNJ}`7cK5eLT-yq`CL_fe*CwYz5bqzA@G!5YnYGN2l?hZMgCT<&@tVvCCY95
z@3E$XhXvp>`@;ihcGE9p0mMoJbg6-tilsjbQi*8TXiC4N8M(h4ZMPS=gBzSx7-FnW
zrBI_v-y^-w6wHuNhUKcs{QlEF*K_hkyrLhn+nQi9$lyiw2YqNN1@!$r?3wE0dBUTm
zXL@d_zZAON%~RbcS{AtZ*5>q;Bw}-2(01sWFMkIo!pqalqMkXqNKIU;X(Yyf9j*we
zGeE&>Z4Qr|x3*0sLxX}c<GDzShh|OvyN<L_{U?{$ACL-lDHhd-VI?m#cjt~Ti7S59
zOCvSFN^STxqo(xE_rxuVW?AhGc4FGc?x+jUYEfvo{tT_jqF~IlcicdzgY?{Vrvug@
zTphA)bR?}KCMbztiwb}15ir|qJ(D=Zy|cwlg>k9ePCGCOPwKkt!1~3nRYLM)>SG_L
zT?;G!W6L6e%51OmM?~kmDYFLeE|d(s#j{)gGxb0L%}A!~Iw^m+d&j7rYrBC~VSp$&
z`XA1RjBW>bdKArNR=H#!%wmq`ghGC?2QO-vdnf7>zZ4LNuqBmzJY)b;i8ZKadUV5c
z%@3$G&uPopCQ=uq(e}($L9L)CsWNkQ(%TM2qa_zi-XwBb($oHP&b8Wcryc2N*lm1N
z{x_qK(`kd%<lucpwA#)Ep;s@6GL25e)!6d)p77#}iRTX(vTOIYJ9H=Z$s&c@U380o
zN2F2=VZEU*3NltV#ZH}xezZ)k^wTqb7&&C}A)3QnZdu2Xa6O2=r06}SZ3eUnt7*yI
z!Ba}4MNmAkUk#^rvnF-=V9kYO=qKy;;E-}o^PX1X_;+r(R@)g^@jo^yLYjW7?*cIC
z;-sj_rsfIKGnqEpu?ke_9R8ZnL@#{*;Fh4_+^nAK@bh}6ZHFLXXnWYJ<(9qQoA^c@
z=MNsu3DKo^%2yRwy)cqb_1N3_Uct~D^RO31Ladqf)d`0sI5If5BVxto4W5~n7i9qL
zKW7g|8aZ@`eH4R!_bD57Bl)MFzsTl%gbDlN^*R~+r+Y<6otKuG$Nt+5jNbslQstUS
zBncq*X*TX1DZYEAhwasOs7(fwMJ1(;)2Oh8@M{Hc3sna@=a_A??=6K*zdOIZym*1<
zM!e4G^($*V8m3tmtul8{o2k-|C+9WVa?VR2b7ZC>u8B-f6(}Z~nH%Sb;^5QmRUskD
z<?CHL=r)ejxH>nHW%YDHeW6y2j*Wj#7v%0(S_Fffk5YYdzC1PBL%M0;V+$1oS3+(b
zu3H)`w*KUtSVvQ#53_z*j=m599`1Bx@{?1fK!Wtey#p16h1DbHFlc-079CX{e|2_o
zM$vD>;||6#ZhHYEwYMY(-7|D_3x$PF@7QQLlEFXyv68}wIuO%v0t#^j^kFMy&q~!y
zkYR3--DyK+Ilvz<moRC}%WD5C{O)vm@Fej=GQ~B+#2fK>-G`>Ok9kZ-@1fs!sFiSp
zQS>3-wdi`hVjCS)_X}}aqT8XN9o>o{i$xj~bDbD!`Tglza__yE3f1O4nb<2*x%bUI
zI&;#34?p>4U^-YmYuyaZ7qF&#_S#u&9XS}&e^Ec@?x%ft_Dbb3m?yp0xYy#p%HkF`
zs+tO-`0oo+P*ho(+^UngD;Rkrfyw)KgrD_7rz-D5wx<in`h>TCbC;>9a{sK}-32J(
z<M*;w!z}I_e{ye1i4MEkXiz)crN|j_l4aP5vj&xgrV}}Q#?u8{dY|;jT3Y-XS<N$F
zThfxDv|MglU;tK)<*`oEevWS~ocCc`5}$K>*=&%??;HEnXsI~%Af`wRkFkUW+C5kV
z1tLL6$qE*kFI`?M(xR^D4p=$ROh^iLUbPCFX3^GAt8GXYQd43|M27iVkxM6>uAYf+
z7S@{yisc3)I81{!BQjq7t!Zw{;Xl{)Rr#eKO4#i4@GtvX?z{6ZkKu^9RaorXtP}Bi
zvJp~ceUm>@e`)Nq;Tb+5L2!w_Ir-!8Es{JfE;3M$Sp6}SL~DQg5G|rUKN0jN8tKLn
ziCFnoA8D=_Wzj1F#o>#`IQSo$d}KG?ZBtV{=lRxNCa_SQD(fiLek8RVq8M1hf^@X?
znr%-g)M03jU+mgb6g^%WvVx}0{)X6kVwdbFI;GqtW${bqeY`+D`mUIhZQ-r?hZ<@T
zH`@Q>vokxNxVdnahFuEONSvuyw%7zc$r&`m(Hu>kOoDV2Mdf<il6YfdN~k?_G3E*n
zbYt3`o}__LnTyI=8vZ{t3h4Q(V#y|~%g3_PqU4&3FPwd<Rf@**`BAzy)ucj+r;SH<
zHP2+-91H6*#ie{-W(m#eaboWMb;)ZvMIz@)pS+Hg&(3yfRvqq^DCxivo6>!|5>L!x
z8l$b{r$ew*B$^#x;Tgtw==NSjJ~-YW5a*~xZ2j8uAJMdEzOZQ-Pv?B=ykJ>2)Nt42
zyT##3515jli6tOP{<%G!m;YQ9z0wh`reNd`Fi@4rd0#HhyQEknPxIf(_V6zIM%lW(
zNw#w7b`ei0Oo=@J8fMO3U3H|<&I~cHNJuo!!tv8}G5KI@QVb;A^)LA;Bs|Ba>0R9^
z@DfpSgM2#A^0_Mf<wcitR58T8qO4xQfpmdM+6l9sl@`u#EM(;QA_CDCy*OfXq9R<e
zJBR}0EYHEWd9r4~7g<B!i9*A3l?u~GwZy3RjK3_)B+3VS6YiR|JtYe)8F+O4`dXiR
zv4Z+2wf&8=eGv9>0^whgUUVryCD-O)*}{6{55J=3`YQU0$hi`Ne{`^8XLWv%@p3I6
zk9_QYY*1t*u9{S+TkOJG*Mf|(9T)PUO{SC+b#3YBen;T2N_dC4Z;`nVz}MJ>46T~y
znM2^5mm*vOOx93Ru$ZSz?KQ7c5Ea5KUD?8&W~4{;{ZGaopxovZpN%Tx7c>HclHDI%
zW?|x}ZmW)z?Mcfjzw%O2y4)a<%nxbc(PI;`?5o}1*@`2UU0Cv7$xejYVIsJ7@U29J
z&Yzs&S=`P<C55TWNz!Ly7ABz&7Y*w=If)-SMsboB)_1Yu+Nt#{o(yI)!!s3?_@kZn
zD@MEmJGD^H=;V<BoCgCjncIT^JgH`Mm0HInNd+Rw(FwhtX-N7SUWH(;<Y#R&g$3WX
zv6AS;Z4Q3-OfwV(Ije}=7+Z$0)|JG+7@^QN|1e@3d+gskB@1w6E%aX@E|7O4<<l*4
zdE^$s@piL0&gQbnIVpV~W(BmKR=EHRm=xI>NLIuHBjU5w$)=u@YIWHi?bM}(ZI!2)
zbT~G2t?Va#QwnbmAUFIJQJ0hgJ?}Q`K`M<C90=zO#mI3{rg5vfe14#=1<>P=olagx
zRP{0dM15i%#YqMfJ;3wQX;Cat@Lv{rM|lsG(z|y1KqoDkVm!!n=;%BhHS^r@U)Jsq
z=1aaZS#c1AE~X-fTwW`Wy_<zuaZyN$pZtt+v&8`4LWxo;(oU3LE9ATf3+jH2OIo2r
zbfGQ`W~5H4J_qs>_xj=FI917eWPX2QCd~4CxpefKm?dD>V=s6;6Tyu05ha8K#2KIJ
zhvwU*B8*#t3KWOEYnBVs`UF9il1k)V66dl&dAN&_RbFT~C7JrdRWZDr@JDQK1!#~3
zE-L$p8hxV|LsXs`4bp5EI^FVd?UEX*c(^*y{xVF_zrdH~TBMFQEPd?t(dwxy(Z`M2
z7#hqZ{b`I`yWCKJp2NsqZL8yUKsA@0H%HDfjEyVGoj_vPErB1W7m^iWF+RHGI5%e6
zFVNkNfcJs#6q;Gq>L7zdr!7^%)$nDTxw>?KeR6@<e<>)_O;xlyhMzuEY`vCx?@gDP
zeyo~esj77(3^?m=c%G>?)ar&_whAB}we5{l<uz`%WgvAaG+|P*!+W9)l>5G#E=-^R
zfsUSuHbdE4ku<~NW{>a3edc^swK>qtgn!LHd{NVYQ2G%%IZkktyjF_`gLPMY>>C;-
zwu!uSc>?F`=4fH|j|xh*bNwbi95^^RKU`4K+@a(+Ph2Nci%uJjKxu2KUMpbuL7{Gg
zxj8arI{h@QK@$kLO-fpfquD=tts4pBO4#$7ZhSb?VW^#Y5sxdfx~uoe_UCUbX}~GA
zshVtl&o(KCC#K%ep_MiAv)bB0OpJ$VS@W)>+cO@kweI*l9R{O$MqYQUQ!&;v0!(eO
z0{+eU#vrej-SU-G==iv|DA7~C4Dl`jHv@yM1yHdyRsh*%af=iUvTEhM7QwroNl&Wx
zw3nYY{G?VZd4K4_k)c5lz^r~Mhl3!`w$6VoN#4~@Kk|8|Z$WLd*||;zF-IUq-`WU=
z!5MF5IDa%xNXW#2v^MPQ4DR|BX<==zrocqBXn0VgRcyHFp~1XNh~Sbfs@E4-$pS#=
zM3L*Ttpsm-&NZ`3Ix$J&?%8M2WGc+RP$WRH8P?6=1`-sjxF2D;6PldLQWQ2u9>w6%
zXON%MoC|>jhq0oMA$c+NPSCY8klvFZY34^ih`Ch(rJTIn5YK5eLWy}NLLi#7T~k=!
zxx`FYSvWw!b5{^0XdxzU_r(G;$p3Nyx8(G6aHmXm4kZgvWL&u_5+7eI8qYE~)$MxD
z;zE^XNS69^uYG}5#{f>bh`Un2ZBs>VF{UhhJ0mxD#<S!~mi{(gQC$~~OuNPAAO+{5
zZ>p2V5DS9&_WwX9;{T)moByIu3XF$0TRzkS;)yJ~rIGOwPU$%}B|F%;fEU5wbX#ti
z+8i{BThChu_ieZCxHSzliX08g&$?e2BMkuHp~ex5(bmP(H}MbRL+!CVg$BLCTceXC
z;<4BJ418@FsCueR`_HeAB`}KIF*`+sB7`_eIk2KucJ(r^!-9)HHhX{QoI0#_BjCJd
zn`iu&<6O2aY_*uKuCCmb8`Af`yn5LO+KB+d)KHLgt@gX^b?}-V)VUBoD0=F8l+l*H
zFL(M60S=q@)tU>3pP{*r^Yh1yQ`qNVvr%Sp;slTbvdoxNJj?1+6#TCj2nU1*T>e(f
z#+Le^Mk9|d`+8})2?Bwya>~YNQaQ9ZWn*kw8O6JAoRyGG*|yB2Okqr<M~$I2`)1cB
zp?QWi*;wRlz4Ydr4R7bT5{!Olp42a&X7RNQy|e^olG%aR?LH(2x>db`1b2QBH2MD3
zF~R~JBiMKoyKiq=JUH9U#2n%=7KQ#v^%rtX<*0YewQ~9b(bvmPuZyV0)VHfR*)m`m
zPCU%3t~~pc>|Xj?iK6wxS$dIdq-1+D#7Bj37WkmPzqa5ENV(jtU&>k%=T}bIdI-&Q
z+o;Quq+`O=-@K9oUCR_}-aKByT+>9?@nd^cUpsO;ScN|fWlC9269)U#a(!Q;KVLcN
z$%$W^rW@!j1~r?oPvOD7Loh3C7YW74`^aWzHE>5-sGZ${D$rtj2<wMv7u6p}1MI+?
zCZ{WpB=Gdv+Q(wBTs@9+gnm>!iV=Z<fiTB8Bs%+~B0vjnHFR?NTx})~$n6Kz0$>LL
zRsZX^S49rd9pTiQ_ZGVn{2)g=q&xc`RUZhJEDDvs*4Qx0_ONZ${!oZ6h{D{uuO$zw
zLP*3aXlpG?V-UNqEX)t_VA_hf&yjT}v%|Ys=0&l^<}r(+$ym59DG=t5J+25%$#v%p
zBX9rAVPddso!CBIDeiBCC{Y&dP1i-_y4g<KJ;REadtVO*?W=rWTi#;q;+&+fR&L_w
z>`rlO2)&*{+0dVOra5bGCg(qPC>b3W-wC({?l_UfE1v`6M2pR^_xFsY59moB*q>@E
zAtw0R7zhV;omA-<J3Cl!B6mH*R7?58b+HgnI5BfC>+jHsYipy=uzvBd@$wlb711Q*
zOHa+d64#HzPZ&T0dI|Hp1ge$qF?Y`h)fDE44OrGD%eJ(bU_HANzQQckXHy@huZpY^
z)jSioC7+8thqya)hsjZLv^z_I#$)Py;3)_karmjfPi(&6J5XX?dnb!#5}g(>qe8%D
zUo!&`VX?3uk_eR5#1Ag0)1SVI36{bfO<CPbCGr;TN88-29HUT>tO|V3zksmMIUVkk
zD14M3UZjR;$As+ZW<n4qy7(LVmsNy$94?o1UZGnceq>vwxN;BJ1orU&>di6UQ~^{4
zGt_C&e=L<hU0$_9i!dTdUNy_CwVE^p8sf_Fn=-{^{$|#TAQFv%9x+h?^az@YRm9;o
zHWBXPXKzK_BcMoZq30>#hve)Xh%kuC`lu9nN!8+xeE!WW<MkaX9gn$5H{gweJ}d@7
zE(J}ri88!*md!@xPOWcqM%{dLuOMjGt5vJV_lFJeakmFdbLgRGTdRLsMkAP?gPz`&
zB`m8qZ=)f-PTRtUgbyJESpN?KYSWD6)=EI`!dth4aMIFnq7I)l@km3Xr0|$4p={+q
zCk&Rb4JV!C1!0z+lu6URug~r`5+El2>a^3Kvk49gU!!ke#>Cvud7OEg%UNnWM1W0T
zV?+3^<=;DeXMzsv`nN}tLy2z?+-*HDuOIywg$Yw2IF*`)_A(*?De!aXmYNZHM)Itt
z&+gAwNj__xDsCav6IZVNT0A;#n^{Hcn#RA9=yPXnDO~6z3SdIiQazWEQ?^)NKXUkx
z^mFC6y@_Cf;KZl1h2`8?psiA6XTY}i1y@9hI%P4pOT1|BA?8yHB7>4zY~xEaT-q@5
z=JFFR=W))TW~!g1969LI?N%*5BtL-iE~=QEyM^@<!rl`&?x=;02%TS9NBycP?&)Vw
zcU@-n=gemNvZM_&N#Cbk{H+t~%wjTX4D+NWPw8-Pb8qBSi@c_G|04bweB^HY7T|--
z4RA#Q;drqlrNaDjiSL(ZZq=z30dr1T?jC1P4&R+5MzK?^guA{Av`4_m;nDKr+l_w#
z5zka0ygl<#{8h_NH3G~36g@_Jmy07ify>;Kl0xKh^c#QDQG(~NFDxkNjEMGarf!TL
z?1>#&u5Ie`i`aj5tKPw-H9XA2L>?UJ@mYefAi5*nUp)HA=%m}t<r_Vz`)^<HD)?TX
z`VA}qN<fjKfgRS{hrKyf{yc(TmR%gS%tns+6YaC7fTIkI<uItRPEpnr(B|hAWSulr
zQ@}h3{3J|pJ&Jx0I%wyXeLi(W%w1jE=rUzum}#*(=k@9A@-LPYWu-t5lphYtA{QX_
zKy8wJV_CjTk9H1_^{-p^<9oPBG1pLZKaf)N>2Wm#UDQ5jUcv%Nz<joN#-s5(A?h%n
z%fA}QFL<3D<h1tz>-I)6+ijnhmz3Xm=(<Q-Q<oSuX8G?u;HQ%Fwf&(gH)HUIFDa$h
zPkqNkF2~c%NK>YYI85P%g}bimVcgVTLWRUJzT+~1t%)zu2M7ect>}xV^4vCSFHg7q
zlY1C7wQe@Ht)(5e$7$?imS(E_u)rq7O!?pT<2<j?a_Uqqr{+TXqpREKm4(h*9Sq<4
zuX%$JEGEDix7zGi644nylliZ;`;7CeDM9vpLyg<-`O6|XMq4|@a$Xt#v|}SCf`9y^
zMtc`|qn=n#C9;*R+#<S}ARzfmMd)0Nf=_T@U`M<_`W0TSh2fWhU|5l-v@&qW<PGUY
zV#eBQlNXsPa-j<wYu2Zi?~Z%bSgDU5)cFb}`?uePAgAYVnzVJTdnSWO)@MK<aK{9y
zXwRDu>!30><~DY=y83Ly(Lka^q3@oEQw$o_bzm4x!z4l~!;lZflHe1a{axRyE7Fok
z+dtxhkoq6r+HR6z%c)ksPX$k&J8JL}NEP&!WaBNSZ+TmD(lHG@?@iH3;dr#U|8qwE
zQEbx7CubmK1R=4b0tfp2N{gU*aq$khROgre=;UR2&PS0zOY6jxROPeo3JR{{pFGtA
zUzRn!9tFykf<iTN;c@`+MBDdy5WHo_IF5i)cR4A{P>s3Fc}`kkj<*SFV#YA@!?}7@
z9%PBPTG=`>Tn@IqdaYnf*vG&Dr6zY5*oX~7V^(}mk2?HGnKb<15UcE3_#uDvZSpIJ
zf-As9;pr34r)yqoQIVS&mS>?892eB$!gr6jn2eE<cio-z7I$oI3ZmjL?xpqe^vnQr
zD={&#Z*_f9YzD?)a#y~P7K4MTfzMns+p*2PSHL%7!nR~#t@NgHr3pub3YKau36MJt
zzi;0$$vVU!CWFH*zYC-xWxa{J`kOj2;)Cp8n}m6vykqz#$iF;PBnLxa&^KW~%N7|c
zP(OGuS9Y>ASdb%Kh|xs*ruXSo-#%toqujdd^S$RNbOx<czBXLI-I~$y2G3*+{XD0C
zJ2%q4vCxtJ<ouH^J!EmT*g7)$5Hdb`PG;(XBjfPv159lUi)qLi6>s9E2SS{u);26g
zC#S#`&YszVXI&`wt?Gl7o{H7#Y*yW$^M4yDI(DjI_JUB6n9-8UIj$)vRvG5i{R3+|
zM5IuG9g7{2(Dc~xR3Oz5D@iRduFWR?CP?=tiaId-W2&4O>D+1|gV;-Jx|AG22@YB?
zi7YbPK@Y5Y97x7o5l)wkISrfc=XchMibCU}GVPG&CB-Eaz6JGNlct%>R}til_oyXd
zy4eS7&#)^%+2l&t2G;&wmdR1~;xH<S2WC{DDx_phum(kJaIx8_v19?uDU1YV|NSY*
z{+8KPxgPD;34(wCVoi*yqQ6);pqkgtyQpf}Fm{EwN+RS#Ns;hB=Ma4F_cW@lcPvfx
z<~Of-6T}C{p<SU6D(SygRW0Kn^x+b|qu@F77Z2%;#;aZWzc(@AbJW$<p^Aj0;`lNP
z3_9p3DU&QZFot23-Q(qb#lp9$1Us&afU>oTcXItu#$$*vrA44xqA0WnQrF!eD_piB
zmv8?O0%Ar?jDmF0{MTozR1?dWg{d1F8dR{U*xA`TF6h^F0R~CK`r%N*)A#Dbb}J)B
z1Rnn)Ha5ZL=3LptnQqv>@?n1}@dGMiBBa%wx&75#e-Dj0@A{dY*asckneYpJP~WwU
z+xQdrm}TV?eB;}zj1`mUYh`NO+W4t#%6Bs!EdV&XMa6VaN3M^GAvibIi~6rg%D;KD
zGMQPiHoYMm>QL_>DkTNld|L1LxK2;siJuaQ{@A>V--H8RDQkNt4+l`sf2WJtn#|df
zXN)Y_gun`N@v4RBP}ed1Y%E?WI;IG(=SR*d#R|!&hlO(fe{in99+j>oTVocJwYM*|
zc?ez^>wMCHkl^C~?+6JVRUs9blN|^8{|%x7c8intiROhK9`CmnJVyJs!;`N#ZdQ=(
z>nM}J{g&P)`!8j%vJHpk*4AE3&oFacFqbz)?n-9aic*a_tI235Np!f<!pGMHSS!w&
zl`1j<EUsAWs=asbgvpn^)knW3{ckE>kI}xEiKIT2NPKl}TsK=v$8Ct2AKs^P7`8rg
z5kUC|%du_t`M9Wl-TDY4Uwi^`RB@m9;=h2rf>}ydgAi_(CpUEZagJQuo@Qqq=0=XB
z|B4weL$*m<WrD<c;?9lQ1}gaM^jBn{G)YH8BaDqlF7Jgy@Rl^CFI!1%0F1S&J)h&k
za+`L0yuY-y6&e(k2}!H6De^~mpZQ@LFpK9T$Nl~XlFr?O#PVG%w2`;!3jHyX2C_Ze
zEbb3{#a|U<HOFMFi`$ZQ*u>v;(*o_lequ65g*L;z16Bp{wTrO9o;`bJ-NrFsxWBou
zKO1At{&u>F6x#@*V!utifQ!0SI9!kWo5_qT+->abpmMBg+BhY*&L=<<8dK>U4@OZ&
zhx|ELL~!Zws}2fgRErNT&S9-dgG{JuAyt1gy`b*Y4eC_nbh%cHF|{@5VK4S&peQ|9
z)cY^G0}P#iF29kyz@rNz=LKLC#T?Zl)Hbzv`219$prX8d=!ffMi@&Te8Pemrt~qnV
z1R-ACqABGSIqnXFXXS)xrrj`)x5USdB%<3lNTi*^vd~fsj4i6`Tpb|q?P6<&{m8^4
z;S!_JDG4Q#?59rHkM4(ZdhffyT}uUXJm~ULHyq!t0^$9DVo<5;$9d}iAJSbJGReIl
z-38_jZH}!dl>(Ic6o4*FyfAt&?z|sAiT969IS}HtwS_7iY$=xvp}1Au1HMRpOY6|W
zX~&(|FLIYWM}6y~8J{)HfQv*>1>^^r<{Li7igdsBJ#gITFoI$#EY^eH^a%?M%-Ig~
zcEHO~IdL9@Jk7C^-o1OL_}ch<FUTJfiq&BHW4?d4e2(UFH1-Bsk2{Wbz03Pp>Yp;-
zE#M@pLT#)AAi)v5CSnN_{)woJtlG;cGMfjf;s2R4xb+)d@`<J-@w-mW_q!awe+qLu
zb=LWEMIAdWAE^4VRvPes0Ve||JnCBc+f`8rpHg7c@J3cO_kbhwj*<V>s%lH_u&a1~
z3K2re0F=R8TaqR<kx*l|Mq}S`7<U$|_hNC+tnjNLc`S0a?-=rT>?<L&sNldZT79u1
z{yEh5YCqJh$_g_k;Q<rw7tW-k5o=E-pGNE`RzuNl95MOa?dhQHCaQg!6=yk*l;?|{
z#_SvJSwq|_YjR({-B6TPt%-HfC{fRE5jb%#c?=Y)_yLMyVee>}q_Qj5Hs$g@%%C#Y
zO|v3GDYTv;G`(xmF!zaV4EZI;(Z1~HaM>lfV%*LHs}giu)bRT9-c7llBHI%>bg;(E
z&BXqX-TO0?IVQIv6&cB&J-q`0Et^-Fev>DgD^V2o9{?x5^fiSX+d@_}CIKM7_KTkV
zv+~6?<RJz(is0*n^3SL@b~!?R{s9zYB}FLtgrjxa2q(>Ir-b)V=y%W78x-!Xsh}Nq
z{@Ux${$)q<d@VbK!G1Cm<!`O6Uqf<h1!+?;U1{IX;rqRtllML`ZV+Jl?fBvf9gz<X
zo+70FIpb=nlpgEqT)pzaTyisR>UPrkmUIyPKt&tgy=2?3Y<0bt=T5{C_Bf|?c<qI-
zfXj+dByc$F9s9aU)ZBLP#<f^>FjBtPU9PT{=a<Y6M>Fgnn~SL`5xb$A>hX>E!79~r
zo;J-o$V*DT*R3w5Zgprx(B1wqFI%eMwF?`t7tsFg2eS9tiHT0ymrVORn!#p=*TZ!~
zsBXvPy6U_6{$v9ym$83yh|%uKBw|I{pC=9o!qW*Jg0I)gh1gI@;!sE-gG+8zG6T`U
z&4TnXFZk7vBOdPOC$TIT^%^TB<{MTT_A8p%eNv*R?)FG~v`&_V0UbH9#nZ&}=+t_G
z>5h3>d{<gWz~`Q9&NX<ZLW8F#K-a*=#8)i3`1tef<&Q<jZt*Og9ZDML2t`n4=_`9h
z2Z;XLOM(b@kyGS5f-jVao8vgH-%)#rMpC6naA08=8NIznl`~N`*C3yfC;O<ieDjTR
zdzUK>oq}3BiHfms7j>#;>CYs~NB0z<Jyyc30!TDy2{F*N;YcRe6Y2YT03lYhHRAG5
zAN~h9;%2JybY?jujxNdTK3A_b&1s&e%{r}<5qQXFMd0t%4M<otpi4R2S|)upWAKFL
zD)DizOQVgcQR3l%Q-dLW$Bpo4qdk%K`!oBbKouQ&JB_m0GxIMP-DG26Y>W2M;^&b#
z_WMy!z+=nV94+8hCh?uMz|0VCS)PN(Z{yrV@L7vR$o)zlc_n~z%<=V2MMOj@%Ec}I
zI{fA3I^V0l&rY{$C`c6l){MTopc5XXrI=_(Q^8$u-MiB^etXIgcXLN!`O)N@4?p(+
zi+&3Ev4pDQhgbJgluyzng6^~NAIsu|=^M%4lkL#d(qhWSFA<ixP&;$V^a5`sSw2ST
zWfNhw2u4UGhKO#>-BF0<sAJE=8OIdLQxin63HO>NaQm5aR3G`RWnE@Nk41lF<7D1b
zpNO*gLg3Cb9N3snyU}gciTlE9h$`jWgxJ|lxks>J883!2AvMg*!mYBbwi9~QCGI_7
zlN99ge)T{lf?F+sd+6EuL-}-671HR)$|RznNl9YzsWYjK613A`j*=Bws@D*GqkgVV
z(utQ^<lxh8DBp=7erV}*;WHP0gb<<IC(IT{l+lyjc%uQ`ps-}0(kRE8g~}pv5aNdw
z`YCe(gEO;f&VBo-lT--!6wU?6lt4VWWL)|szL3b-%iJtr-E&o-&9q?l%~MwGG8N<>
zy=Ok{G#ZXgq8Zok)|~ckp@*9JRlXi4sGr(t-gehIn2NSdwZ^*R?=D~Zt5x2h*BY*)
z_Pt%VZ%pTv57x<AWy;Y!1G)S?#}5+!?Eagph!8TcHIDklwVDn&Zlh6|%MLkIF%%w$
zE;+h{WaOb!<?{9uSj*aT!niepb`>zqSq|1}iDf`E;hmO{AnmRr><}J^lg~T=Dv*X!
zFGUNoMhqxa%4gPyfJQa9&j-}sLY)p#bZ|p&f97qna9zF3GG;l(`CyTV=&oF7>li9L
z>rmNz@Cy2li(dwZd!a!9P{e8iM1>Ex8MjB9;1z)oSzP9&tD74N*393L?Is7VY(5*Z
z9gY7PL*40WI~sAmp1Ujf?}Nd4VVF<@LV0Ey-w4rzZjUBMnq&<O9Vhg3ayzt<)-g7c
zZ8K2Tk}WqpzrakpDPLe+>T!4kxYku@2!<~U1R1zVJ~5zAUG@3Y1Fh9LlgGxI<7KZ5
zwzqgfV$rs7xO}(PF9&SAugMD(L*nsnT;`K>%Kt2m$IIfSl9mYg&ge?#6CuH$7YE|l
zvj{PX3?@ZE;1h$qjRGAJQUmyVbB2PT48b%<;0Tg0Z{nyZrD#%&!43%XHVx{!Pzme|
z>>S$hr-_T9Ewbj{WaenW6-Ep^u49Jn8w2Q8oM&x@zddw>`@*l*Sl}C&B^t<sP}230
zhX06~Ut&1>#FUdA&i&`AQO|{Gx~dX`w#K(e<2kUGwDL?v@*D@TiIxd?)7{ZaTZw70
zGl^ZMu0Nl%xDfFtChQ>RZab<a>VSPaln?jS3^to|!HfC5p5IpS{hEC2(ynIswwgF>
z^aFnF98WhP*|GYfXr9(lQGXK~;X{6Uv>@Eo*8eMTaNU~=e<Ktp@w$9USv{`7D?m$!
zHk#mDz@c#tkSGn^If8pw_4y+vdPcM;8KsY1tJg2lEU_nBQGf!TR^CY7p4xRMYZ*pF
z+*t<+F(D&i_!~&7HqF7&afwiH1<0hTP)W2kwR<Qs{?_W6JKu&vqukkeD5X>D-shl$
zwV&c_?gV_@cpIs^4KRHhr({|aUY;Qb*K-MX|6M|Sn(py={|1WLH-f<Vf+=Y){g`zo
z?2f)t9ld~OLfq#&Ki)No7U-!sSIc%5Ul2Zwa(k7|@=f|!$;hf67#7fdc0Gqs4`e;W
ztN?e)Hhh_KQlyJGn7^LN@PK|rH|X*-XT5QyYdubz$3rB{{~HGJ_ZBumHLNnFans}}
zwKalv@$4u-2#vwpRo@JC{14AMkoo<OKejG0vx@=B0)ujnJ7=sg=Ag}0J{sFSDKKjj
za|MXJ*LCgx`$3}pFN27_P_G}KiQvZcqS<)_&Xv<z4^f*PxwZlG+r@2RnSNVqYhVIj
zL|B|l>%MUM*8u)~775^|%IjzU1@j@#Pv`dVuUhoK4-|tG|9|LL18TB)CrlxEP6ugv
z4#UnTLNbny<u=Q6b90NicS-(_it|6Uy8pB0E`4DBm<6n_<-k4<ce;#-RkaD41Ni^^
zlaOTG5yuZ%G8jevN7?;v_5DA-HIuZ9D=SB0xL<cWmVufYrE<69YF;SEO<QOX<*wj-
zoBTgY{Zqm4|8^0l*Qri~ab!LH`v3Hd<x_zfhxwYYxr4Dz#eDtWzpqjqQ19-}&a2J>
zKy(&ZxUc{Ho6l_V#nba5#*7-E<{68<naL9quf4pyGDSmZ9RD^D5)cwLE?5R(T2lKe
znF`tAlvGp%`1mRG3R#Ao2~UT<YG0UZkR%m!RR^YAv1>#hN~Nc7^sg#(#w-sdo0lKy
z{=BMW*OlGy<H!7}+eyWi9nJmwFTjpL8VE%gJIeY#jSU`*K6m^vN>8KJ34vctz@Ru^
zJZvThz<mOEUl|#+HcP){0Bf#*MAD@H5aKi+LshJli(`xt#{v~{R2A^}H$Us>>T*9Y
z+a0tVDYY~nEibC8ug|IB`j=$bTK2ZfVX(%nM&NMm`89Gr<*miOki5LSqMALYivzI{
zetuV(l)pZa;`{5VT4<OE{@iFgHH_iFxXX?aQ2t`0`F8cz2kt1%W30hJfZ5_H?@5um
z!RCAyv4C@_&G2EO@$avR82(_D!(-qaErOLI@CQe6T%}8sl9LH2DDuFL0%MD&I1K+N
z0@rVJeK)8{+knZUm8yDcB>-i$J+_=$E2F^b*&D<|i@s;<Y1p(dl_*nqw(o#@XSPhT
zF!Mr837dJZ)8@Rk%O`jN7aGT-Fvfo1{3|9dZe>GQ^(&l74Tblr44Og%gj&wpqj9`;
zxw+N*i_ccR*d1&Sn*%beL~ZW7v*qjRH*8w;k$8Etb17~o#~2H}?1}}O){bY;IY52C
zIO}2wwqsk36mH6^jS{<G^_p*@iC6v(T4F3LIE+KLsMY^vLvmZqDhEaZ7ji3>c4T86
z%HVl(w}WA<Wq8R2V>O9u9lm>&I+w=pfT?9s^~<%5jh^+H78|evW1v04n1b~wC|NqT
z8+gb}h*j<{W=C}h9K4wY4n(BG?%HH)Lc-k*xnECh5-q2G>Id9mrL=;kGxrc48BgdS
zN`(!5I0EKk%;<P7wNeXhq>j!XtYr%4wRbj}&;|*KijH0kuKvymyhpTpWc)oVjb!0#
z*ZqC1S4IYTuq*6VXGu$gU~%aSi-;I}`0xRFyjG7#I8yUw@KMAjZrK4`9x6T=j79X3
zdU_U-I6-?(n&s9;=v}GU$E=Mmv;3-`Zc?KT!1AHRf$qiMzkmA=n5>pgj#k}xhuS(C
z$4`#!vY|Dy5_^klZ|O1g(b30X<A*dGE^h0pw*UL5wYIjlH6tUV73>n;R^x!}Zp{gm
zNI;=$Nz{gpE3)+%p5c^w>3k(fj#CwYUq_VHY-{u19RWHzIx7&A@1LSq%8iW*4zA<o
z!CN3$C;Oh^#AZ&}$|7VH7aS6zF-oSVd;YPN891RdT3QCdZb$R==4p*PhKM{|1VN#d
z1yGAGapi0!<gsu&I@l>`ACQycpIOYc{{mJH%8k|FO;R>?(nJ-gyi)@{onB*H=G%L7
z@x1Ngj*gB22NJKPp+}BB29w!xRN&Zjo&fLmVqZ)7$#Thf`-Z`M8`n7Fgr;M>_>sgo
zh^>3baJ8$p8pMKO3pyY6z1q9Ywvhavv=jQRJjudu-+tr3y17y>k;(;X>>8s4d0Tb3
zEQY{J#JIha&RuYq1A7e)reTyCKM+>0`^T_}m*`1;CwXj<kX<ol(>i2Em<&C7tTDoA
zb(|mby_q3J%sRHS=5F5C$xy>(l3GHOCvB`P<ac0YS4<qEih;9aY3wej9iEt>QBiDj
z03!6H*&Dm@<A?-9wnV9Z62Srs?veVrcsH<ZFHuF;>E&E|UsvRM<ah)wj74?ia`?J%
zp2VK#Vnw#zLHm+!oa?X5WJ5D4<f;$$jjoG<<3M457AIORifgbZU1|W+h}s%!Eo-KK
zcwy%?0OTeO!9WtlfiF{<rIcruBWHSCEfvk)tSZIsG)b{R{rvBr1{)xFSsBC9i+b3a
ze^QX(2p*HMgoJE@yvT<l;PCNQW1|l>9J57!{mGbwb{Z@<o_-3UR~M7rBUo`GNWgES
zaz5y4lN-jTLjn8|xVb0-T1{`!NW}3Cs@^B@Izejx{;I8*Ix(Q-_N9Imsp+~mLpq#x
zb06H0O*EuSB`m4y@mE`N?$-8537TRJ+Ko9pNdI|Fk3d7GFvBFWW^Sr6u*8QxdU0;H
zg==GGE?>71^+%ir#Tiz-msAco=C&rBEA0^qW!!lOGWKVNAPSdTS~VZ8j=qZHGjcI9
z@M%Gme%|vlI^K>PcLN&K+&^EuGdJA{Srz76u@(O%PTJU24&~Jx8@nh!3S*a~RZSHm
zK;tQbtFZbgN8Tp*3>bmSr{e3jP~jczH16oGUNFljq{og4qB_~@aGPFT&2u|B7!P1^
zl(uj6mYRad)(Zx#o8Pf1l+6p<E}Ps^jxh=Z3RDUBy|)-y<^wrgO(90|v553C4^nk|
zwdTakpIig{8z7uAWE&R{og2?l<H{!UIw@(`g*`z)LJ~72AXhf%=fNe>d1=7M*S8?|
z`Sa%+BaNQPm*#MrMvspUIKb2sz3t0V-87M*4#}6MPD?lw@x#~dDw%^gZr}Qey-Zr;
z_=kB2Y4jom-Kse}Qea4<IRCzm!ha1WY|4#pu<J=(xpc-VqsG-}9yh6yH2b|ggk79-
z09{cBhL6uD19CaLySq^v8?_hkl#}sVBY0=cTfnO{3z8``r+SO?V0c`dnU}dljMcJ(
zA)J<Qo~J-?R(aY{Y&wjp;X+<q;22QXl_U_JTo|jW;J_M=^~Es!;7smch6b<l@a#^E
z<?((pV#26(=?7#Ks#@oxq6C2691mw#_^v6Q{ke_hk|-YYXQhqgP7;9v`xzkBYt_0*
zQ4p6()Mg^=8=d(bIZcVv@g7egBQz90d*UYF+;dZS7~q#d$6)wm@(LcF-AH@RuB>7V
z(LL+|9pWl9*maK*KP4k0%K>BSW}KI8^PC&{^Y9|yNak}TzZ5)JVpFo~%ii7HRYtD@
zr?ys=s|?P^e*8CVRlR=hTw3KvgTyJchc(>D{wA#)q84_?yAL*miuUS;4&&HN>SKy>
zgLwPzVEL5Zdhkm5o`=eVX6M%~u>CYfsi*50%`Gs8XPB&{ejD_<En{&$?R_;qzqnEJ
zl%qlKTeb3hcdD<=0WkUWro&<$e)n)lHb}!wUW*J$ROulu=wE2bg~?%m(G|i89^~>O
zIB_c{dJx?^Kk(3vtrc5tW5#-$h2UGHj{dCq=P2&Ckd;-W1dbh6v@-7f1$w&?go6I1
z3%5d}i(X3_8b_LzDk>&6T)@6QP2>~JA}aY&@*&Q2?4)jWB%9Eq7*11TmumKcyw5=M
zNx0k+O{wRjA9-&Ro?GS?6Zc36k&F(wla!V-Xf{@6wwrjyTzOfr(t;yC30oeS!}Os}
zJ1d5S=EcJvw+@y+2GxFSZ*kwjz8R|gus3{SV6u_;THlL1C@83GEWR&p>)@(a3rfjU
zST0K3mWGz&TQ$BH#w??8pI3K`B!(r6K|bU2lq=hxA;Xc<d|$`QrRm-juD?}(H84Kc
zH&%;$dbf#0Zs8r}FXz`74sni6h~wt`(;_Rp&ji(d88VP1{-sCe42&?VC>XWvH5s=M
zU&9`FMDbZd$e<o|%e#)OO1D3QQxLDrCF*luI6*?vT9j1?hem+$W^PzfaW>ItTnsAJ
zYIpdLKmaMX4#7`$uRCpoxE4%ob#1766K8nAgd^tdVO`+<1E`saT#02*$nrWJJCHuj
zVaysseHw3_E+#*@q36RCiBpJ~n)c_h%Xyq0QcQUzhFz4|K30l<gBg+F+v{T{yc@~o
zjuhjcSZ@7DCa2eYDA3X_FIWTqv^fh_7^Mk%Mb!K^0mtkIarSlPoC@;=Ec&n0QloVq
zUGhDs2-xecWsKJqR@BGBvADK@RRp;96Ud%hEXTW3#kU}bQ!6>xLeB*sI}`|lkbsBE
zU8H9ow?SHY8Mvbr%I&;fq`JdWbNH>u%>1?-V+*R!M7R!P2k*syam0JCLdRz>nq^iZ
ze;hSKyEYdo7Ra!@(IJS&P}ASUP|^s)ET7CYEkOb-y19qErhyk)(l7BVI?gof(%erJ
zS2TwU306mC6dSrSTGtGRDXQyo+OrApwnkapd;C}#Dx(7Wf%9YS@}``EEVKS!hzN`Y
zb|b$w!h;rQjV>B*UB64~44KA2YZM!Y>!E!gWFz#-I%)ke4~JV7?+7^WV#&$L><UG+
zIwWNkn?#Lk%;H|$aBZn1JisVG#78~%zOIrOu$N^0<KqpC-LtRLqDw0`>uOjVHzpS<
zVqUNF!p#}ip0)B-iNS-6wd>G1vMxVa*#BF<*iwH^%+?*Yo9%v|DR^xedptEPG+PY_
zH-u~;aV}OKn6=XYzbtUH)7rR$-|oPwC5?H+ifS0!Y<G4pjES`m>vsU$>^(|lEy=1K
z99Cw_x6s$hrf0a@=AT(E`cT!L2Rxe6<6VcMjmsfXV8G{~a%jWnVN;zB5+RoXB@Wzt
z5%+^f3LcWIH#bUtNN{n~4755X%{~vhGTQ3mH)~0@@w5<bvfuE_xa$El4TmmX1$Swd
zcOJM=(hp3G7u?TXP#+|S-S|mjuB=7w3{>`hLS9G>i+p}W?p&M|zsOdP?bU%#&DJwJ
zkfUbMHqYANBoTxH8Iy0t86>W@&U0VvP&FsWHSa4g+71kEMMghqI&?lw)15+wkJEOw
z!pm*YZ;f&ORz^l&nQb{=@4Sa(E@MSMxaBuH9TH_TeO8PjYQ?|)#E3#+zW#shDUA34
z-gN34q<(xm2m9zevI9(AxH4Zd?pm<VWxw`X$qv)vn>&SCxer6FqZ7B|0tN2dA}A_U
zzR$r1SY6D8Uzxah+9|4C-rd{Fgo+Ew5uh!E+kQU+m+S#Z7ka@+En*XV0TFS5r?4xt
zh1`l2**9-cu29S2uCTo`0@I^QSMN*&SHozn_6%NJ%e1vRJ|3MGHyrBFbDNwzmjseA
zsrV_FoXP;FTE5cW5(^tU8<K5|?Xopg;<(!!J(F$dsD-~IoNqd>agDs@XJ%xS0Evix
z;PzWBji-teUL$(+qx=X`<Y{G+KEB4iSFw*1Vf?5CrLi11P7!my$$(O7=}`d2$8`O@
zTQwhMKK;1^bKGM*2jSoZZJt;HPvQ#O<!?TZu7R_8Vq&6$z;T$8W)~!TOm1#&48Q#X
z0{WALd^d+o@)iJ#(sQ`Cp^zpKg-c%Yc1DbUcjA4PO!5Z^*ol}ObfD?9T%?+><3(Ud
z44G$P+Fs1uo9>iP(VV7>_5slxCbRahZv7}W8ED_PvtIh$MSR61&I)9Mz~Hp=t9JeR
z-zIo!6FLudFnVrgEfQf;FJE@TQNlvov}w>YFX_IA$%3>OVUKe_QRlKZ6EOr8vsu-a
zB20nXa0IP3FbQ4aB3N?gG@>*r6rr4wmz53HbUU(XbVW`ZDJD4dNOGwpzbIf<(y&no
zm^%a@6KYFZGUH%tK+6R5S}?jkHsj(fRn}f2peT)qIO}AZWoy;A_7`p}^)0lSvXPDY
zO|-UProH|@oB^fOmnKOfQsKaCrS<aVM-F4_lj9>ozGB$Nj<E0F7Q(^wFqw}<1QT5b
zIP&5fJTsA-3y?V#f)`bbBgTA5UEs7ETbcts4~%;xRC-;oX;DE57@tNmyAf@L+>RCx
zEL>8o*mfnTLTy&ZMsZ%XvF~m~9keTb(-XxAD|zElRHNKPAT37CJ=Ov=Qx3Yt<-h-V
z4mN!Oe*V$u{y2q?3wc>x6g<{V<+-2*l)Gb4M8Rjj=5YY$QzTlKl9Ce0{%@O)PO|6N
zp_pVrJHWfK*rTlmsar&e?WoOw3YEwM@YutOgN{l;Kf3Z}+FNH$XO|7Pr6*7M9>8zq
zUR~{kZxj8k<*{k6yW#zVi(^*}DU)$1i`H2AScRQAd~D8wO5!swXAr%D=_}T0pK@dj
zni@GAJjuz)RvKKJ&Sbo{g}D!;;+(&`fS|-ayeV+0OzZ3pyL|O(VQx=%cka9c{BP;q
z(=P19wnQfp35khUv_h8rUds_Q1fH7g?_-cuVGK$<Lv6%~X|gU*Ozv+lXG3+bAye~B
zI4#;k8veu@BMQ@QbEixP?11A!YQ$!q+mSd176w8|sIIg$oFmBN6|xnXT-Ls0D;@H{
zx+}^Wk&1fM;OM{Dm#y}0iGOD#8S0$5mKsdh!FqoxV@n$x=elo%@c~^NDJxJ!DJN#i
zrK_UD1pfZGrCR(Z3fdJ`4S6?6Nl_Sd1JrmuLq#SSOEP~VHq4>i65)pF>f!`QA>r$s
zfFS&U`6?y*zw0mlKh*C1ziCaopO`mZ$1KD<mqz3F?=twk#n>i8csq6eMYxlm^-QNf
eViYP6uQ{;k+3DUzGB@4B{3r^f``l-*J^mN@M_6$H

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/germander_speedwell_classification.json b/modelling/data/abingdon-all/resident/germander_speedwell_classification.json
new file mode 100644
index 0000000..a63abf9
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/germander_speedwell_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Germander Speedwell",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "weak",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "autumn_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "weak_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.6345131388409673,
+    "target_trough_value": 0.04500878623232617,
+    "target_mean_value": 0.19006020014144828,
+    "target_amplitude": 0.5895043526086411,
+    "baseline_to_peak_ratio": 0.0709205172365685,
+    "autumn_to_winter_weight_ratio": 0.04664179104477612,
+    "year_end_to_winter_weight_ratio": 0.2798507462686567,
+    "decay_to_growth_ratio": 1.6262178919397696,
+    "monthly_target": {
+      "January": 0.09902023455679551,
+      "February": 0.09961152076355817,
+      "March": 0.13027072448861368,
+      "April": 0.362735725168769,
+      "May": 0.6345131388409673,
+      "June": 0.41244375578954634,
+      "July": 0.13162506242647173,
+      "August": 0.04695606201662694,
+      "September": 0.04500878623232617,
+      "October": 0.05592676155416461,
+      "November": 0.0698874058913968,
+      "December": 0.19272322396814306
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.09,
+    "GROWTH_RATE": 2.258,
+    "DECAY_RATE": 3.672,
+    "SUMMER_DECAY_BOOST": 3.096,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.41,
+    "PRE_SUMMER_DECAY_END": 7.07,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.622,
+    "SPRING_CARRYOVER_WEIGHT": 0.054,
+    "SPRING_CARRYOVER_END": 7.025,
+    "SPRING_CARRYOVER_SHARPNESS": 18.612,
+    "BASELINE": 0.045,
+    "WINTER_WEIGHT": 0.536,
+    "AUTUMN_WEIGHT": 0.025,
+    "WINTER_PEAK": 5.035,
+    "AUTUMN_PEAK": 10.9,
+    "AUTUMN_ONSET": 9.935,
+    "AUTUMN_GATE_SHARPNESS": 8.308,
+    "WINTER_WIDTH": 10.086,
+    "WINTER_RISE_WIDTH": 9.512,
+    "WINTER_FALL_WIDTH": 8.316,
+    "AUTUMN_WIDTH": 7.231,
+    "AUTUMN_RISE_WIDTH": 6.576,
+    "AUTUMN_FALL_WIDTH": 6.386,
+    "SUMMER_DIP": 0.118,
+    "SUMMER_LOW": 1.76,
+    "SUMMER_ONSET": 4.46,
+    "SUMMER_GATE_SHARPNESS": 4.152,
+    "SUMMER_DECAY_ONSET": 7.23,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.472,
+    "SUMMER_WIDTH": 19.501,
+    "SUMMER_RISE_WIDTH": 26.952,
+    "SUMMER_FALL_WIDTH": 9.069,
+    "SCALE": 1.152,
+    "YEAR_END_WEIGHT": 0.15,
+    "YEAR_END_PEAK": 12.104,
+    "YEAR_END_WIDTH": 85.376,
+    "YEAR_END_RISE_WIDTH": 161.104,
+    "YEAR_END_FALL_WIDTH": 10.909
+  },
+  "fit": {
+    "score": 0.417
+  },
+  "warnings": [],
+  "summary": "Germander Speedwell is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates weak baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/germander_speedwell_consensus.json b/modelling/data/abingdon-all/resident/germander_speedwell_consensus.json
new file mode 100644
index 0000000..14d67d5
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/germander_speedwell_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.417",
+  "INITIAL_Y": "0.09",
+  "GROWTH_RATE": "2.258",
+  "DECAY_RATE": "3.672",
+  "SUMMER_DECAY_BOOST": "3.096",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.41",
+  "PRE_SUMMER_DECAY_END": "7.07",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.622",
+  "SPRING_CARRYOVER_WEIGHT": "0.054",
+  "SPRING_CARRYOVER_END": "7.025",
+  "SPRING_CARRYOVER_SHARPNESS": "18.612",
+  "BASELINE": "0.045",
+  "WINTER_WEIGHT": "0.536",
+  "AUTUMN_WEIGHT": "0.025",
+  "WINTER_PEAK": "5.035",
+  "AUTUMN_PEAK": "10.9",
+  "AUTUMN_ONSET": "9.935",
+  "AUTUMN_GATE_SHARPNESS": "8.308",
+  "WINTER_WIDTH": "10.086",
+  "WINTER_RISE_WIDTH": "9.512",
+  "WINTER_FALL_WIDTH": "8.316",
+  "AUTUMN_WIDTH": "7.231",
+  "AUTUMN_RISE_WIDTH": "6.576",
+  "AUTUMN_FALL_WIDTH": "6.386",
+  "SUMMER_DIP": "0.118",
+  "SUMMER_LOW": "1.76",
+  "SUMMER_ONSET": "4.46",
+  "SUMMER_GATE_SHARPNESS": "4.152",
+  "SUMMER_DECAY_ONSET": "7.23",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.472",
+  "SUMMER_WIDTH": "19.501",
+  "SUMMER_RISE_WIDTH": "26.952",
+  "SUMMER_FALL_WIDTH": "9.069",
+  "SCALE": "1.152",
+  "YEAR_END_WEIGHT": "0.15",
+  "YEAR_END_PEAK": "12.104",
+  "YEAR_END_WIDTH": "85.376",
+  "YEAR_END_RISE_WIDTH": "161.104",
+  "YEAR_END_FALL_WIDTH": "10.909",
+  "SPECIES": "Germander Speedwell"
+}
diff --git a/modelling/data/abingdon-all/resident/germander_speedwell_observed.csv b/modelling/data/abingdon-all/resident/germander_speedwell_observed.csv
new file mode 100644
index 0000000..bd8ba35
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/germander_speedwell_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,2
+3,2
+4,8
+5,18
+6,8
+7,1
+8,0
+9,0
+10,0
+11,1
+12,0
diff --git a/modelling/data/abingdon-all/resident/germander_speedwell_parameters.csv b/modelling/data/abingdon-all/resident/germander_speedwell_parameters.csv
new file mode 100644
index 0000000..e5dcb46
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/germander_speedwell_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 15:33:47,germander_speedwell_observed.csv,1.046483643537540467651951791,0.191,1.47,2.482,0.367,0.344,6.25,6.94,0.065,7.28,27.026,0.048,0.484,0.021,4.46,11.74,11.04,11.282,6.198,6.167,6.228,4.438,3.388,5.488,0.153,1.84,4.31,7.34,6.77,14.846,33.906,65.991,1.821,1.702,0.181,12.254,57.360,100.506,14.213
+2026-05-21 15:33:47,germander_speedwell_observed.csv,0.4864446936826674648253914657,0.112,3.475,1.372,1.315,0.205,7.23,15.076,0.008,7.2,7.767,0.061,0.27,0.022,6.02,10.07,9.32,11.364,5.886,5.951,5.822,9.968,13.844,6.093,0.139,2.12,3.81,2.686,6.96,21.586,18.536,25.831,11.241,0.918,0.142,12.146,85.669,160.997,10.341
+2026-05-21 15:33:48,germander_speedwell_observed.csv,1.176430907716294239841028411,0.14,2.738,2.948,6.171,0.284,6.53,12.398,0.012,6.66,15.952,0.086,0.143,0.02,4.27,10.72,8.4,11.547,1.514,1.567,1.460,7.891,7.437,8.345,0.083,11.99,3.93,5.198,7.08,15.503,16.086,19.297,12.875,1.085,0.131,12.122,103.480,194.741,12.219
+2026-05-21 15:33:48,germander_speedwell_observed.csv,0.7928068501367713808851472408,0.279,2.562,2.162,6.687,0.434,7.63,15.061,0.09,7.21,21.213,0.054,0.623,0.02,5.2,10.45,8.77,6.075,11.644,9.383,13.906,5.706,6.885,4.526,0.103,11.5,3.66,1.576,6.61,19.671,6.491,10.637,2.345,1.497,0.209,12.293,101.820,199.38,4.259
+2026-05-21 15:33:48,germander_speedwell_observed.csv,0.6763998719334526291729214836,0.137,1.981,2.54,3.394,0.274,6.81,12.207,0.041,7.28,20.342,0.078,0.687,0.027,5.48,9.68,11.32,8.283,7.472,11.36,3.585,4.266,3.793,4.74,0.157,2.39,4.39,5.525,7.07,22.27,16.240,21.272,11.207,1.663,0.206,12.219,106.264,205.843,6.686
+2026-05-21 15:33:49,germander_speedwell_observed.csv,0.8028157777381366696032131704,0.318,1.107,3.725,1.876,0.362,7.26,11.931,0.053,7.41,25.203,0.038,0.729,0.037,4.35,10.48,9.88,9.484,18.415,16.830,20.000,3.055,3.189,2.921,0.15,1.85,4.25,2.443,6.76,7.19,2.318,3.775,0.86,1.216,0.346,12.104,56.217,101.47,10.964
+2026-05-21 15:33:49,germander_speedwell_observed.csv,6.508964732911325623623087672,0.286,1.209,0.578,5.011,0.837,6.83,7.552,0.055,7.38,18.559,0.041,0.113,0.045,4.11,10.5,11.16,4.061,4.536,8.086,0.985,7.036,6.173,7.899,0.004,2.06,3.98,7.565,6.61,17.088,8.784,14.007,3.561,1.337,0.132,12.18,75.414,141.564,9.265
+2026-05-21 15:33:49,germander_speedwell_observed.csv,2.088420662780880923509641061,0.337,0.57,3.421,0.248,0.65,6.45,4.828,0.083,6.81,23.24,0.04,0.674,0.015,5.67,9.84,11.42,8.033,16.478,15.995,16.961,8.825,8.998,8.652,0.078,1.08,4.8,1.399,6.65,21.376,35.898,53.486,18.31,1.474,0.236,12.012,52.898,97.554,8.243
+2026-05-21 15:33:50,germander_speedwell_observed.csv,18.74063663234319511964692938,0.145,3.49,1.547,0.182,0.512,7.75,3.855,0.049,7.45,7.359,0.059,0.555,0.037,5.24,9.8,10.72,9.14,8.170,15.424,0.917,7.191,11.704,2.678,0.011,2.06,4.88,7.763,7.05,21.263,11.500,6.261,16.74,1.368,0.021,12.087,122.250,233.435,11.065
+2026-05-21 15:33:50,germander_speedwell_observed.csv,0.3051373132016963464071621838,0.05,2.411,3.495,0.578,0.735,7.39,7.031,0.049,6.67,11.615,0.041,0.576,0.027,4.35,9.61,9.55,7.61,11.226,11.718,10.735,13.011,12.022,14.000,0.22,1.29,4.45,7.946,7.33,13.252,18.878,27.174,10.581,1.511,0.033,12.123,51.239,96.019,6.459
+2026-05-21 15:33:50,germander_speedwell_observed.csv,3.045870259230682178887692130,0.229,2.41,1.087,5.338,0.617,7.6,3.922,0.03,6.71,20.559,0.079,0.245,0.031,5.43,10.08,8.7,3.691,6.676,4.632,8.721,5.952,0.715,11.19,0.157,2.34,4.87,4.246,7.15,22.439,18.104,33.979,2.23,1.47,0.149,12.23,98.782,192.476,5.087
+2026-05-21 15:33:50,germander_speedwell_observed.csv,0.2941073507000829667313425926,0.033,0.799,5.994,6.731,0.044,7.09,15.75,0.041,6.62,19.6,0.052,0.406,0.001,4.12,11.67,11.46,2.81,4.068,6.09,2.045,8.332,4.52,12.144,0.046,1.84,3.69,6.998,6.75,11.634,45.474,77.154,13.794,1.314,0.117,12.04,113.428,211.393,15.464
+2026-05-21 15:33:51,germander_speedwell_observed.csv,16.77549045706448416714235181,0.172,0.413,0.509,7.167,0.502,6.36,10.318,0.012,7.46,11.733,0.008,0.618,0.021,4.96,10.37,9.92,9.021,11.623,5.811,17.435,10.350,11.446,9.254,0.104,1.44,3.5,4.376,6.65,11.351,22.848,28.29,17.405,1.032,0.133,12.282,61.910,114.4,9.42
+2026-05-21 15:33:51,germander_speedwell_observed.csv,0.2560386654340608184632941346,0.115,2.447,3.674,1.761,0.543,6.43,3.122,0.093,6.66,24.975,0.003,0.688,0.035,4.98,9.69,8.27,7.126,7.356,8.09,6.621,8.330,9.241,7.419,0.021,1.5,4.66,5.068,7.49,12.476,31.444,45.648,17.24,1.085,0.144,12.041,49.558,86.953,12.164
+2026-05-21 15:33:51,germander_speedwell_observed.csv,6.697968428540694991479550894,0.315,1.661,3.531,4.795,0.829,6.26,10.877,0.001,7.12,14.113,0.018,0.029,0.021,5.2,11.43,9.88,3.758,14.140,16.299,11.982,6.970,13.104,0.835,0.075,1.72,4.81,4.801,7.38,13.423,25.793,39.352,12.234,1.736,0.156,12.082,79.828,146.756,12.901
+2026-05-21 15:33:52,germander_speedwell_observed.csv,16.74635760922176515794188784,0.048,3.022,3.742,2.911,0.422,6.85,13.796,0.002,7.12,16.586,0.038,0.725,0.006,4.25,9.57,9.59,9.526,3.992,7.032,0.951,8.590,6.41,10.769,0.194,1.21,4.1,2.734,7.58,16.375,18.376,26.134,10.619,1.441,0.052,12.131,90.200,164.739,15.661
+2026-05-21 15:33:52,germander_speedwell_observed.csv,5.322385303651118301909240239,0.269,0.69,1.048,6.68,0.594,6.41,11.549,0.089,7.09,20.683,0.022,0.07,0.042,6.35,11.96,11.36,6.734,10.126,0.61,19.641,5.202,8.358,2.045,0.098,2.21,4.52,3.691,7.58,9.865,36.647,53.886,19.408,1.332,0.159,12.09,82.338,157.946,6.731
+2026-05-21 15:33:52,germander_speedwell_observed.csv,0.3322452513593638525010943408,0.09,2.281,4.349,7.006,0.685,7.48,4.68,0.008,7.24,26.71,0.069,0.259,0.036,5.31,10.46,8.8,2.201,11.057,18.15,3.964,6.683,6.263,7.103,0.046,2.1,4.74,6.907,7.31,20.741,22.015,41.79,2.24,0.944,0.35,12.259,58.528,104.863,12.193
+2026-05-21 15:33:52,germander_speedwell_observed.csv,0.7182366985637779326323573214,0.147,1.443,1.195,5.927,0.099,6.25,15.035,0.093,7.3,21.333,0.032,0.256,0.019,3.56,9.97,10.61,3.394,12.484,18.191,6.777,3.135,4.349,1.921,0.22,1.78,4.19,7.61,7.33,12.102,45.122,79.624,10.62,0.962,0.193,12.146,49.158,83.868,14.447
+2026-05-21 15:33:53,germander_speedwell_observed.csv,4.346592936848219363114195762,0.285,3.973,2.96,6.806,0.336,6.95,11.834,0.026,6.54,6.232,0.032,0.201,0.033,3.76,10.53,11.27,9.842,8.834,7.467,10.2,2.390,2.409,2.371,0.147,1.26,4.44,2.128,7.45,20.363,14.109,20.643,7.575,1.636,0.243,12.059,107.078,201.522,12.635
+2026-05-21 15:33:53,germander_speedwell_observed.csv,0.3839018723989759013815282805,0.165,3.772,5.903,5.907,0.84,7.41,4.565,0.058,6.5,7.831,0.085,0.262,0.019,5.4,12.0,10.92,11.157,6.321,8.859,3.783,3.312,1.713,4.91,0.013,1.72,4.55,1.048,7.31,6.059,22.896,26.318,19.473,0.866,0.127,12.042,62.450,117.471,7.429
+2026-05-21 15:33:53,germander_speedwell_observed.csv,6.845540296355777356220025382,0.348,3.134,2.676,7.872,0.652,7.56,8.787,0.076,6.86,26.931,0.022,0.233,0.016,6.41,9.81,8.88,2.776,6.818,10.651,2.984,8.574,5.369,11.78,0.132,11.83,4.0,6.597,7.46,22.337,32.944,53.055,12.834,1.615,0.223,12.071,60.168,108.045,12.291
+2026-05-21 15:33:54,germander_speedwell_observed.csv,1.451923677887977958351106175,0.108,3.812,0.663,5.587,0.501,6.9,12.136,0.079,7.34,11.861,0.066,0.365,0.031,4.33,10.63,11.43,6.274,7.274,8.677,5.872,9.338,11.852,6.824,0.036,2.33,3.6,5.155,7.13,14.117,25.459,48.925,1.993,1.749,0.199,12.083,49.158,92.4,5.916
+2026-05-21 15:33:54,germander_speedwell_observed.csv,2.264177944714672691048625232,0.307,1.457,5.604,6.477,0.845,7.4,11.693,0.064,7.18,14.584,0.029,0.144,0.029,4.66,10.72,11.31,8.556,9.996,3.388,16.603,4.110,1.175,7.044,0.048,1.5,4.75,2.81,6.62,9.167,30.874,47.562,14.186,1.041,0.065,12.097,65.467,116.012,14.922
+2026-05-21 15:33:54,germander_speedwell_observed.csv,8.381903198423984470276310250,0.183,0.312,0.743,3.483,0.363,7.5,11.272,0.099,6.93,26.761,0.001,0.174,0.024,5.74,11.8,9.26,5.523,7.323,11.381,3.265,10.858,11.403,10.313,0.14,1.16,3.98,1.979,6.93,21.853,33.769,49.258,18.28,1.486,0.313,12.003,107.943,210.612,5.274
+2026-05-21 15:33:55,germander_speedwell_observed.csv,1.619945886258402497674930228,0.12,1.399,1.521,4.336,0.545,6.63,13.93,0.025,6.77,22.712,0.037,0.071,0.022,3.99,10.99,8.6,7.677,10.334,1.085,19.583,6.688,1.456,11.919,0.01,2.13,4.11,1.003,7.35,15.785,15.818,13.652,17.983,0.985,0.199,12.284,83.965,157.117,10.813
+2026-05-21 15:33:55,germander_speedwell_observed.csv,2.196380772561363804779194848,0.232,1.51,2.918,6.474,0.324,7.66,7.396,0.046,6.72,14.693,0.004,0.045,0.026,3.63,10.86,10.2,10.291,11.076,19.895,2.257,9.510,11.743,7.278,0.082,2.13,3.68,6.077,7.32,22.055,40.081,77.61,2.552,1.28,0.048,12.115,81.481,157.486,5.476
+2026-05-21 15:33:55,germander_speedwell_observed.csv,0.9959124033319296303227133188,0.057,2.0,4.118,6.467,0.835,7.32,8.39,0.02,7.22,23.725,0.038,0.034,0.026,3.99,10.4,8.37,6.137,17.485,15.554,19.416,9.094,8.947,9.241,0.201,11.79,4.59,1.997,7.04,12.957,33.806,52.242,15.369,1.516,0.314,12.093,81.034,148.844,13.225
+2026-05-21 15:33:55,germander_speedwell_observed.csv,2.716357790231009626840270680,0.011,3.865,3.265,7.27,0.858,6.64,12.232,0.074,7.08,12.313,0.055,0.628,0.018,3.92,11.61,9.04,10.902,3.721,1.33,6.112,5.494,9.004,1.983,0.185,2.31,4.5,3.346,7.49,8.968,20.031,27.059,13.003,1.629,0.006,12.172,116.804,226.117,7.491
+2026-05-21 15:33:56,germander_speedwell_observed.csv,24.98255935634462181402854166,0.026,1.144,1.111,7.716,0.314,7.6,11.676,0.018,6.5,13.398,0.053,0.748,0.028,5.26,10.54,9.48,4.954,0.521,0.562,0.480,8.868,9.694,8.041,0.046,1.17,3.94,2.998,7.06,15.918,5.566,6.147,4.984,1.478,0.053,12.035,55.215,101.525,8.905
+2026-05-21 15:33:56,germander_speedwell_observed.csv,2.086068568524281177545746494,0.193,3.06,4.828,2.949,0.824,7.11,10.715,0.061,6.93,15.401,0.032,0.112,0.001,4.89,10.12,10.55,5.642,5.286,2.799,7.773,8.882,8.595,9.168,0.196,2.43,4.1,6.349,6.75,21.97,13.256,16.492,10.02,1.212,0.335,12.172,68.198,130.621,5.775
+2026-05-21 15:33:56,germander_speedwell_observed.csv,0.6902480816342802557683625189,0.269,2.398,3.187,0.923,0.116,6.89,6.172,0.003,6.61,27.333,0.077,0.283,0.008,5.59,9.84,8.34,3.637,10.378,10.276,10.481,7.950,8.855,7.045,0.072,1.19,4.19,3.413,6.96,21.884,18.372,32.118,4.625,1.34,0.058,12.171,47.906,90.101,5.711
+2026-05-21 15:33:57,germander_speedwell_observed.csv,4.348886429157534034782968022,0.239,0.712,4.341,3.616,0.703,6.64,15.292,0.01,7.0,17.732,0.001,0.073,0.035,6.27,10.78,10.19,4.608,15.430,15.871,14.989,5.268,2.885,7.651,0.216,2.16,4.04,4.787,7.43,15.994,21.754,33.55,9.957,1.67,0.218,12.229,87.433,162.658,12.208
+2026-05-21 15:33:57,germander_speedwell_observed.csv,0.3628492093334678061684182265,0.091,0.693,2.43,3.091,0.008,7.47,11.468,0.074,7.36,20.07,0.041,0.645,0.023,5.38,11.79,8.42,6.61,10.006,16.201,3.811,5.915,6.331,5.499,0.04,11.87,4.95,2.853,7.31,23.855,13.262,24.485,2.038,1.078,0.087,12.048,63.354,112.965,13.742
+2026-05-21 15:33:57,germander_speedwell_observed.csv,1.257125113144111455397182888,0.16,3.046,2.26,0.152,0.163,7.07,9.993,0.088,7.29,16.663,0.081,0.115,0.012,5.76,9.75,10.57,11.335,4.249,2.741,5.757,6.236,6.173,6.298,0.18,11.75,3.5,1.801,6.63,6.334,22.476,31.31,13.641,1.156,0.102,12.106,55.778,99.869,11.688
+2026-05-21 15:33:58,germander_speedwell_observed.csv,1.623549744882368791417147303,0.138,3.431,5.491,1.332,0.883,7.69,9.075,0.001,7.36,9.194,0.003,0.245,0.015,6.03,9.85,9.19,10.828,9.585,2.401,16.769,6.206,2.981,9.431,0.064,11.68,4.4,2.97,7.16,20.093,16.124,23.881,8.368,1.374,0.11,12.14,114.134,223.934,4.334
+2026-05-21 15:33:58,germander_speedwell_observed.csv,1.121918790870694853840709876,0.006,0.707,0.598,6.371,0.701,6.92,15.547,0.056,6.68,9.911,0.026,0.037,0.031,4.92,11.09,10.22,11.001,5.308,5.62,4.997,5.998,4.704,7.291,0.116,1.18,4.41,6.251,6.84,7.593,8.004,9.286,6.721,0.897,0.216,12.068,85.771,165.666,5.876
+2026-05-21 15:33:58,germander_speedwell_observed.csv,1.493327409997086872117707217,0.325,3.185,3.407,7.857,0.318,6.67,12.269,0.08,7.38,21.14,0.066,0.359,0.031,5.09,10.01,8.94,7.746,14.316,16.446,12.186,6.799,12.696,0.902,0.15,1.24,3.99,7.725,7.55,21.197,23.395,41.181,5.609,1.316,0.327,12.168,111.364,214.767,7.962
+2026-05-21 15:33:58,germander_speedwell_observed.csv,0.5416841117390562796619530482,0.277,0.805,4.734,0.392,0.262,6.85,14.051,0.018,7.21,17.288,0.078,0.698,0.027,3.76,10.37,8.37,6.96,10.578,12.979,8.177,12.310,10.816,13.804,0.215,11.99,3.6,6.277,7.37,19.294,36.522,68.591,4.454,1.493,0.112,12.109,84.628,154.534,14.721
+2026-05-21 15:33:59,germander_speedwell_observed.csv,0.2487650063136234342298265047,0.089,1.094,4.431,6.343,0.528,6.87,12.231,0.001,6.98,17.491,0.049,0.66,0.001,4.04,9.83,11.01,5.61,5.891,6.455,5.327,2.292,1.827,2.758,0.006,1.13,3.9,7.219,7.08,12.82,14.151,20.101,8.201,0.853,0.332,12.1,106.781,198.089,15.473
+2026-05-21 15:33:59,germander_speedwell_observed.csv,0.9769925384377700169245533767,0.303,2.558,3.803,5.722,0.613,6.53,10.254,0.057,6.59,8.559,0.035,0.728,0.035,6.36,10.81,8.48,6.893,13.148,15.233,11.062,9.986,8.758,11.215,0.125,11.52,3.62,7.2,7.16,13.785,33.746,52.242,15.25,1.495,0.266,12.297,80.624,147.289,13.958
+2026-05-21 15:33:59,germander_speedwell_observed.csv,1.419485490196281607884993482,0.19,1.864,4.386,1.698,0.569,6.6,7.724,0.021,6.86,6.05,0.068,0.017,0.046,5.92,11.86,8.34,3.69,3.380,6.23,0.53,10.420,11.313,9.526,0.053,1.71,3.95,2.52,6.75,21.328,14.180,23.181,5.179,1.08,0.209,12.275,105.024,199.984,10.063
+2026-05-21 15:34:00,germander_speedwell_observed.csv,3.879725218113332424391223308,0.241,3.377,1.056,5.299,0.521,7.21,10.09,0.023,6.77,6.749,0.088,0.162,0.023,6.27,11.88,10.75,11.092,8.346,6.405,10.288,8.285,3.588,12.982,0.15,11.98,3.73,4.92,6.71,19.967,8.404,15.076,1.733,1.232,0.138,12.298,81.014,154.164,7.863
+2026-05-21 15:34:00,germander_speedwell_observed.csv,3.570983952434719245265458193,0.268,2.544,4.35,3.103,0.181,6.39,4.149,0.066,6.68,14.048,0.056,0.047,0.009,5.79,9.65,10.7,9.669,14.947,16.266,13.628,7.792,3.545,12.039,0.043,1.85,4.05,4.722,7.01,9.838,19.348,36.125,2.57,1.769,0.072,12.092,108.017,202.333,13.701
+2026-05-21 15:34:00,germander_speedwell_observed.csv,1.109174905761221510254927350,0.169,2.757,5.1,1.995,0.91,6.56,11.759,0.031,7.26,8.686,0.052,0.355,0.046,4.96,10.77,10.11,8.605,10.311,15.331,5.291,3.056,2.681,3.431,0.057,11.96,4.9,7.188,6.72,13.446,28.686,40.89,16.481,1.605,0.066,12.275,111.726,212.755,10.697
+2026-05-21 15:34:01,germander_speedwell_observed.csv,4.417416597766533936378858024,0.015,3.31,2.492,1.262,0.729,7.36,4.698,0.035,7.6,20.993,0.077,0.048,0.039,5.66,10.7,11.37,11.386,12.675,15.369,9.981,13.119,12.238,14.000,0.239,2.17,4.91,0.829,7.39,11.529,10.466,8.174,12.759,1.09,0.097,12.247,79.108,148.913,9.304
+2026-05-21 15:34:01,germander_speedwell_observed.csv,4.677840225022335167324173218,0.278,3.371,0.309,6.783,0.929,6.82,3.545,0.015,6.61,20.587,0.059,0.194,0.045,6.24,9.74,8.39,3.968,17.254,17.080,17.427,1.973,0.44,3.506,0.241,1.1,4.43,7.69,7.58,18.722,12.066,13.077,11.054,0.979,0.246,12.126,78.528,147.969,9.088
+2026-05-21 15:34:01,germander_speedwell_observed.csv,1.213334314344481683316730544,0.188,3.938,5.54,2.802,0.053,7.3,12.528,0.085,6.8,9.965,0.072,0.171,0.037,5.13,10.23,9.03,2.339,16.818,14.823,18.812,2.124,3.215,1.032,0.095,1.27,4.75,5.493,7.16,20.522,33.535,48.457,18.613,1.165,0.09,12.101,60.314,112.144,8.485
+2026-05-21 15:34:01,germander_speedwell_observed.csv,3.601178714576535234257683513,0.228,0.833,0.973,6.436,0.691,7.3,12.125,0.067,7.35,27.803,0.02,0.013,0.033,5.92,10.45,9.31,9.704,12.175,9.846,14.504,6.876,7.604,6.149,0.112,11.82,4.32,3.713,7.29,18.19,10.892,2.531,19.254,1.017,0.213,12.271,71.134,134.528,7.739
+2026-05-21 15:34:02,germander_speedwell_observed.csv,0.2795066960375992547884041482,0.037,2.199,4.55,3.286,0.207,6.63,4.189,0.048,7.46,24.001,0.062,0.709,0.037,5.1,10.93,11.15,3.751,9.918,14.474,5.363,2.575,2.42,2.73,0.199,11.77,4.71,6.268,7.32,15.905,18.573,18.803,18.343,1.392,0.33,12.116,95.590,186.755,4.424
+2026-05-21 15:34:02,germander_speedwell_observed.csv,1.053398641740511301212359185,0.104,3.596,2.169,5.618,0.845,6.81,4.527,0.064,7.23,17.179,0.058,0.355,0.006,5.67,11.03,10.6,10.056,12.966,13.399,12.532,6.618,7.205,6.031,0.099,2.45,3.8,4.316,6.66,8.202,18.986,30.263,7.708,1.718,0.313,12.094,50.783,88.382,13.184
+2026-05-21 15:34:02,germander_speedwell_observed.csv,6.642216345272299749368755787,0.021,1.299,5.073,1.008,0.299,7.08,11.598,0.037,6.77,25.835,0.079,0.253,0.038,3.86,9.98,9.69,7.586,12.025,11.101,12.949,9.726,9.489,9.962,0.122,11.91,3.59,5.421,6.62,12.821,24.864,47.771,1.958,1.757,0.012,12.239,52.307,95.134,9.48
+2026-05-21 15:34:03,germander_speedwell_observed.csv,0.6294846849530281123638425925,0.016,2.011,1.36,0.513,0.149,7.37,12.237,0.021,7.14,25.655,0.069,0.331,0.028,5.24,11.42,8.39,6.75,19.474,20.000,18.948,11.768,9.846,13.69,0.19,2.44,4.67,4.843,6.9,8.722,40.637,67.165,14.109,1.098,0.018,12.003,95.567,176.381,14.753
+2026-05-21 15:34:03,germander_speedwell_observed.csv,16.55390766132906072331724770,0.159,3.651,0.4,5.623,0.267,6.41,6.361,0.083,6.74,26.13,0.07,0.279,0.003,4.03,10.55,10.53,5.285,11.782,12.643,10.921,8.250,13.137,3.364,0.059,1.31,4.74,6.185,7.05,14.543,29.344,49.74,8.948,1.005,0.085,12.189,46.861,82.508,11.214
+2026-05-21 15:34:03,germander_speedwell_observed.csv,8.039000579033581312184019635,0.341,3.773,0.333,3.221,0.705,7.69,3.094,0.018,7.01,9.319,0.034,0.292,0.038,5.33,11.31,10.77,9.075,3.537,4.016,3.058,7.088,5.486,8.691,0.091,1.24,3.93,5.74,6.7,16.696,9.724,10.688,8.759,1.262,0.258,12.05,102.984,192.402,13.566
+2026-05-21 15:34:04,germander_speedwell_observed.csv,1.868126403859316404903492034,0.057,2.034,5.109,7.788,0.541,6.61,12.88,0.041,7.02,15.72,0.003,0.12,0.015,3.52,11.27,10.34,4.989,9.942,1.277,18.607,8.817,7.78,9.854,0.024,1.67,4.1,2.904,7.16,16.873,47.956,77.102,18.81,1.352,0.294,12.062,54.436,101.625,7.247
+2026-05-21 15:34:04,germander_speedwell_observed.csv,0.8346609274265960358368834257,0.299,3.169,3.118,6.654,0.197,7.66,15.011,0.093,6.93,7.04,0.038,0.437,0.01,5.03,9.66,10.61,2.257,12.345,7.217,17.473,11.879,12.786,10.972,0.102,1.97,4.92,5.616,7.45,13.873,23.747,32.942,14.552,1.337,0.127,12.017,114.124,215.49,12.758
+2026-05-21 15:34:04,germander_speedwell_observed.csv,17.99835134113146689761133741,0.189,3.868,0.31,5.404,0.25,6.63,13.639,0.077,6.76,8.996,0.043,0.516,0.009,5.61,10.25,11.22,5.511,9.566,11.109,8.022,4.754,4.619,4.889,0.032,11.59,4.21,5.442,7.35,17.133,20.110,29.248,10.971,1.252,0.005,12.118,117.598,230.608,4.587
+2026-05-21 15:34:04,germander_speedwell_observed.csv,0.4117734940299737528180298353,0.022,2.89,4.64,2.104,0.192,6.85,3.719,0.1,6.9,12.725,0.028,0.3,0.046,4.48,11.19,9.66,7.579,5.026,3.979,6.072,8.195,9.71,6.68,0.122,1.68,4.38,5.057,7.15,13.324,13.163,19.728,6.598,0.995,0.046,12.039,65.070,118.389,11.75
+2026-05-21 15:34:05,germander_speedwell_observed.csv,0.7404653403748346387777813526,0.111,1.387,2.855,4.247,0.34,6.91,14.143,0.033,7.37,18.191,0.016,0.622,0.001,3.84,11.42,8.32,6.567,10.100,3.448,16.751,9.365,11.66,7.07,0.05,11.6,4.66,6.545,6.66,22.971,23.496,44.614,2.379,1.467,0.053,12.12,72.748,133.473,12.023
+2026-05-21 15:34:05,germander_speedwell_observed.csv,0.9586369260743843944409895125,0.141,3.2,2.415,1.207,0.214,6.38,13.333,0.089,6.7,27.01,0.033,0.195,0.023,4.73,11.23,10.5,2.529,15.738,17.849,13.628,6.708,10.857,2.56,0.22,2.32,4.8,3.708,7.35,11.675,27.947,49.027,6.867,0.99,0.197,12.15,101.996,194.76,9.233
+2026-05-21 15:34:05,germander_speedwell_observed.csv,0.8879066421009581364060088735,0.011,0.512,5.751,7.749,0.367,7.21,12.388,0.036,6.57,8.227,0.027,0.139,0.025,5.86,11.64,8.73,2.49,9.726,2.125,17.326,8.363,9.307,7.419,0.218,11.9,4.19,6.279,7.52,20.855,45.410,74.86,15.959,1.365,0.209,12.144,72.550,138.14,6.959
+2026-05-21 15:34:06,germander_speedwell_observed.csv,1.059722274875671983389506173,0.033,2.963,1.093,2.228,0.143,7.03,7.01,0.097,7.51,13.225,0.088,0.133,0.016,3.52,11.2,9.72,7.954,7.782,8.438,7.125,4.589,3.039,6.139,0.113,11.53,4.19,3.39,6.72,23.026,32.089,55.217,8.961,0.804,0.329,12.152,94.760,179.343,10.177
+2026-05-21 15:34:06,germander_speedwell_observed.csv,1.214133092968171233500092592,0.022,2.518,3.47,2.751,0.446,7.09,15.765,0.084,6.93,17.915,0.081,0.098,0.009,3.7,10.74,11.18,9.304,11.391,19.792,2.99,6.462,0.974,11.951,0.199,11.67,3.63,3.934,7.39,10.855,20.870,35.08,6.66,0.973,0.294,12.27,103.892,197.735,10.05
+2026-05-21 15:34:06,germander_speedwell_observed.csv,0.4431942802976358804718481393,0.119,2.002,2.634,2.432,0.878,7.05,10.604,0.096,6.98,12.95,0.081,0.563,0.002,3.51,11.61,10.96,11.568,12.264,13.830,10.698,1.198,1.65,0.746,0.225,1.67,4.52,4.9,7.28,9.011,10.920,11.984,9.857,1.29,0.203,12.211,63.728,119.516,7.941
+2026-05-21 15:34:07,germander_speedwell_observed.csv,0.6223348307350074517159686758,0.054,2.532,1.724,5.73,0.74,7.45,8.539,0.096,7.57,24.102,0.026,0.631,0.027,5.53,10.37,10.62,2.951,9.051,9.798,8.304,7.721,9.344,6.098,0.157,1.03,4.6,2.133,7.45,10.828,6.114,10.303,1.925,1.497,0.312,12.289,53.546,101.373,5.72
+2026-05-21 15:34:07,germander_speedwell_observed.csv,2.336972926547418387928492284,0.313,0.942,2.606,4.924,0.789,7.17,4.627,0.038,7.2,24.862,0.046,0.524,0.038,5.45,10.03,9.17,2.593,11.360,15.905,6.814,4.625,6.003,3.247,0.01,1.21,4.56,7.406,7.07,13.891,8.768,15.441,2.096,1.62,0.002,12.299,65.104,120.918,9.291
+2026-05-21 15:34:07,germander_speedwell_observed.csv,2.778558964054587785424728889,0.297,3.513,0.378,1.392,0.22,6.79,10.813,0.098,7.35,19.898,0.008,0.533,0.015,5.66,11.09,10.04,9.654,9.294,7.268,11.321,3.716,6.2,1.233,0.053,2.41,4.16,3.773,7.03,19.67,21.234,25.385,17.083,1.483,0.346,12.006,101.280,196.123,6.438
+2026-05-21 15:34:08,germander_speedwell_observed.csv,2.281406436498184115606064060,0.215,3.702,3.794,2.941,0.912,6.9,4.404,0.045,6.6,14.852,0.044,0.083,0.017,6.09,10.94,8.92,5.812,6.306,10.853,1.759,6.991,9.997,3.985,0.11,11.86,4.08,3.393,7.57,8.996,33.474,56.322,10.626,0.819,0.086,12.184,45.028,83.176,6.88
+2026-05-21 15:34:08,germander_speedwell_observed.csv,17.43251258468323237324792899,0.22,1.39,0.981,1.836,0.915,7.07,8.664,0.096,7.29,8.161,0.055,0.471,0.036,4.58,10.85,9.9,3.723,10.052,19.445,0.659,9.086,9.159,9.014,0.13,1.4,4.82,6.745,7.05,15.943,27.556,41.522,13.59,0.977,0.108,12.018,58.868,107.587,10.148
+2026-05-21 15:34:08,germander_speedwell_observed.csv,0.4386442787400246675740987655,0.018,3.11,2.206,5.595,0.384,7.63,15.012,0.088,7.64,11.906,0.024,0.444,0.016,5.3,9.58,11.29,9.253,14.636,11.768,17.503,4.936,7.751,2.12,0.212,1.3,3.87,7.423,7.39,17.083,20.124,21.006,19.243,1.356,0.327,12.016,80.358,149.517,11.198
+2026-05-21 15:34:08,germander_speedwell_observed.csv,0.6101266875286591234175999921,0.113,2.161,3.953,2.524,0.278,7.49,14.505,0.054,7.11,6.024,0.043,0.705,0.048,6.44,11.42,9.67,2.638,15.836,17.692,13.979,5.337,2.745,7.929,0.101,1.6,4.86,6.051,7.1,19.945,12.948,23.579,2.318,1.617,0.281,12.207,118.786,230.287,7.285
+2026-05-21 15:34:09,germander_speedwell_observed.csv,0.7830166624984947719154976851,0.009,3.735,3.58,1.337,0.66,6.78,15.226,0.018,7.43,15.389,0.067,0.378,0.008,4.73,10.37,9.9,11.128,15.970,18.076,13.863,4.012,3.379,4.644,0.238,2.03,4.89,4.004,7.05,13.215,15.696,20.297,11.094,1.433,0.053,12.027,98.861,184.758,12.964
+2026-05-21 15:34:09,germander_speedwell_observed.csv,0.9793035514536576861411608144,0.218,1.819,2.658,4.193,0.378,7.34,15.855,0.053,6.71,23.828,0.07,0.425,0.009,5.99,11.86,8.77,10.81,8.652,12.436,4.869,3.687,3.516,3.858,0.228,2.24,4.33,3.307,6.63,18.248,16.286,28.814,3.757,1.29,0.266,12.071,63.012,113.827,12.196
+2026-05-21 15:34:09,germander_speedwell_observed.csv,1.610371234264783303271523788,0.255,3.911,2.645,3.34,0.098,7.06,8.591,0.03,7.21,22.107,0.034,0.075,0.027,6.42,10.76,9.62,8.43,10.123,13.133,7.113,7.283,3.479,11.087,0.236,1.28,4.59,5.961,7.38,12.522,37.586,68.758,6.414,1.016,0.219,12.25,103.409,194.041,12.777
+2026-05-21 15:34:10,germander_speedwell_observed.csv,19.13587059079720016105414234,0.072,1.543,3.538,7.955,0.419,7.61,14.749,0.023,6.98,10.894,0.044,0.572,0.006,4.64,11.2,10.89,10.444,3.082,5.578,0.585,5.310,5.321,5.299,0.007,1.51,4.14,2.325,7.12,19.516,22.031,41.883,2.179,1.624,0.193,12.092,60.151,104.954,15.348
+2026-05-21 15:34:10,germander_speedwell_observed.csv,3.698984779069606078980229630,0.302,0.632,0.37,5.913,0.873,7.45,13.934,0.063,6.92,6.456,0.039,0.067,0.018,3.87,11.88,10.1,4.52,11.628,9.452,13.804,3.547,3.036,4.058,0.2,1.32,4.7,7.063,7.02,11.98,10.032,1.964,18.101,0.861,0.328,12.179,120.570,236.272,4.868
+2026-05-21 15:34:10,germander_speedwell_observed.csv,0.7199523475311708749155937332,0.268,1.072,4.986,3.758,0.486,6.48,11.781,0.021,7.54,6.545,0.046,0.507,0.037,3.58,10.09,11.17,4.22,11.620,8.055,15.185,8.862,5.028,12.697,0.239,1.46,4.16,2.566,6.82,6.087,38.977,63.641,14.313,1.074,0.08,12.21,64.992,120.044,9.941
+2026-05-21 15:34:11,germander_speedwell_observed.csv,1.667076159645956144735683632,0.208,3.222,2.572,2.367,0.01,6.98,15.349,0.054,6.79,25.242,0.046,0.123,0.025,5.33,11.44,9.34,2.55,0.550,0.508,0.593,8.101,7.660,8.542,0.064,11.52,4.91,6.173,6.95,17.272,33.044,50.294,15.793,1.212,0.331,12.089,54.599,97.324,11.874
+2026-05-21 15:34:11,germander_speedwell_observed.csv,3.927714003874835062572337964,0.039,1.715,2.26,3.215,0.911,7.56,10.745,0.067,7.0,10.631,0.056,0.045,0.008,3.58,9.93,9.19,5.957,4.376,5.658,3.095,4.818,3.524,6.113,0.231,2.35,4.53,5.322,6.91,8.499,32.690,54.68,10.7,1.775,0.031,12.217,46.944,84.094,9.795
+2026-05-21 15:34:11,germander_speedwell_observed.csv,18.37368713657744667447804398,0.045,0.733,0.263,5.106,0.553,6.53,4.745,0.098,7.47,16.241,0.044,0.475,0.043,4.46,11.16,11.23,9.612,4.035,4.121,3.949,6.396,7.928,4.865,0.107,1.4,3.9,4.983,7.52,15.461,16.516,24.421,8.61,0.953,0.113,12.075,64.636,118.316,10.956
+2026-05-21 15:34:11,germander_speedwell_observed.csv,2.290035548605732269696495855,0.121,1.006,1.083,2.166,0.155,7.54,9.169,0.093,7.6,12.81,0.075,0.098,0.046,4.24,9.54,11.49,3.674,9.319,4.546,14.092,10.136,6.706,13.566,0.054,11.84,4.38,3.254,6.82,17.816,35.526,68.256,2.796,1.519,0.168,12.044,56.024,100.225,11.823
+2026-05-21 15:34:12,germander_speedwell_observed.csv,1.086784937123134976410088246,0.318,3.345,2.825,7.583,0.85,7.07,4.641,0.089,7.51,17.672,0.073,0.379,0.035,4.72,10.44,9.03,7.228,14.660,18.453,10.868,10.968,13.958,7.979,0.045,11.5,4.42,1.829,6.71,17.887,5.342,9.322,1.361,1.071,0.104,12.228,113.331,213.926,12.736
+2026-05-21 15:34:12,germander_speedwell_observed.csv,2.719348558603148823524830759,0.145,3.824,1.976,4.942,0.907,6.37,13.376,0.044,6.68,16.474,0.087,0.029,0.045,4.24,10.13,8.69,3.441,13.268,18.725,7.812,5.690,9.952,1.429,0.189,1.58,4.9,4.303,7.28,8.543,8.262,7.53,8.994,1.422,0.149,12.243,80.760,152.516,9.003
+2026-05-21 15:34:12,germander_speedwell_observed.csv,1.054791635761569391107973718,0.289,3.716,1.066,5.139,0.607,6.43,4.93,0.04,7.34,12.215,0.076,0.675,0.002,3.8,10.47,11.14,5.985,8.336,6.73,9.942,3.213,3.229,3.197,0.09,1.67,4.06,3.618,7.34,15.291,13.950,24.896,3.003,1.39,0.341,12.053,50.539,90.991,10.087
+2026-05-21 15:34:13,germander_speedwell_observed.csv,1.440373398268778325780192901,0.047,0.546,4.608,2.47,0.761,6.52,3.624,0.059,7.28,22.963,0.06,0.077,0.024,4.9,10.9,10.47,7.356,12.209,10.189,14.229,7.169,13.025,1.313,0.076,11.78,4.59,5.227,7.44,14.937,43.329,70.148,16.51,1.515,0.268,12.015,61.218,113.731,8.706
+2026-05-21 15:34:13,germander_speedwell_observed.csv,17.18574864375869619368649205,0.319,2.895,1.159,3.012,0.592,6.66,15.836,0.033,6.97,20.956,0.037,0.728,0.018,6.37,10.47,10.09,4.962,11.240,9.672,12.808,9.444,9.878,9.011,0.037,1.84,4.29,7.922,7.54,13.58,35.768,69.56,1.976,1.304,0.062,12.03,125.566,236.678,14.453
+2026-05-21 15:34:13,germander_speedwell_observed.csv,1.690307027313300204296499308,0.297,0.612,2.216,1.595,0.656,6.46,8.926,0.031,7.29,18.691,0.082,0.144,0.025,5.12,11.5,9.62,4.535,16.947,19.286,14.608,9.967,10.941,8.993,0.23,2.35,4.72,6.333,6.79,20.952,40.777,66.935,14.619,0.858,0.106,12.184,65.244,123.533,6.956
+2026-05-21 15:34:14,germander_speedwell_observed.csv,0.9704883886034916666797601542,0.22,1.942,2.306,4.694,0.764,7.03,8.328,0.006,6.95,7.178,0.08,0.263,0.009,6.34,9.9,8.76,9.123,14.506,16.591,12.42,7.292,9.316,5.268,0.032,2.19,3.53,7.035,6.71,11.998,21.554,40.445,2.664,0.894,0.071,12.292,102.620,193.611,11.629
+2026-05-21 15:34:14,germander_speedwell_observed.csv,0.4866833222862579177522068473,0.116,3.505,1.144,5.673,0.776,6.84,11.756,0.021,7.55,12.496,0.074,0.317,0.046,6.33,10.7,11.43,3.98,10.833,5.732,15.934,12.729,11.458,14.000,0.241,2.45,4.3,2.569,7.22,12.86,34.044,50.323,17.764,0.965,0.152,12.269,54.351,103.01,5.692
+2026-05-21 15:34:14,germander_speedwell_observed.csv,3.617834752267059046553425925,0.019,3.246,0.144,5.106,0.88,7.14,12.098,0.082,6.83,19.024,0.081,0.066,0.047,4.23,9.89,9.81,9.579,8.091,13.698,2.484,13.106,13.964,12.249,0.029,1.08,4.78,3.571,6.81,20.57,43.156,66.942,19.37,1.061,0.299,12.212,106.448,208.347,4.55
+2026-05-21 15:34:14,germander_speedwell_observed.csv,3.370365756369911815089125807,0.301,0.446,0.429,3.19,0.573,7.23,15.694,0.002,7.5,26.776,0.036,0.277,0.027,6.1,9.86,10.3,2.647,14.556,17.923,11.189,2.109,1.929,2.289,0.147,2.36,4.95,5.733,6.96,11.507,5.354,7.526,3.181,1.006,0.251,12.163,72.268,137.921,6.614
+2026-05-21 15:34:15,germander_speedwell_observed.csv,4.951747364884168991367843591,0.231,1.103,2.98,1.856,0.892,7.69,13.434,0.034,6.63,16.135,0.008,0.022,0.044,4.07,10.1,11.36,11.036,18.774,17.773,19.775,4.752,3.688,5.816,0.191,1.5,4.46,4.399,6.9,21.366,24.002,43.772,4.233,1.204,0.289,12.189,78.310,147.771,8.85
+2026-05-21 15:34:15,germander_speedwell_observed.csv,0.2404471853571484702478256200,0.035,3.907,5.362,1.609,0.463,7.31,10.324,0.015,7.32,17.896,0.015,0.548,0.042,4.85,11.9,10.34,8.199,6.336,10.052,2.621,4.843,3.669,6.017,0.204,2.24,4.99,5.569,7.28,17.602,25.764,38.097,13.431,1.178,0.217,12.072,105.693,195.492,15.894
+2026-05-21 15:34:15,germander_speedwell_observed.csv,1.041180066002502368788625426,0.343,3.744,3.823,4.642,0.833,7.7,7.076,0.02,6.68,22.371,0.084,0.41,0.036,3.97,10.19,10.11,7.957,9.181,10.169,8.193,11.866,9.945,13.787,0.184,2.08,4.65,3.788,7.55,18.801,8.075,5.451,10.699,0.893,0.27,12.224,69.970,132.453,7.486
+2026-05-21 15:34:16,germander_speedwell_observed.csv,0.4208978021261928485927897057,0.034,0.548,3.497,0.243,0.045,7.59,11.521,0.052,7.4,27.959,0.025,0.482,0.004,6.48,10.68,8.34,4.506,11.916,12.011,11.821,7.536,6.226,8.846,0.068,1.59,3.95,1.571,6.69,18.502,38.766,71.684,5.847,0.873,0.144,12.043,47.359,85.657,9.061
+2026-05-21 15:34:16,germander_speedwell_observed.csv,1.944470820873325772961703963,0.309,0.794,2.61,4.022,0.325,7.51,12.527,0.065,7.18,11.408,0.077,0.364,0.038,6.02,11.84,9.42,6.969,12.619,19.426,5.812,6.730,9.211,4.25,0.147,1.34,4.4,3.019,7.25,9.647,12.590,7.004,18.177,1.334,0.096,12.025,70.690,129.622,11.757
+2026-05-21 15:34:16,germander_speedwell_observed.csv,16.35690448452247911559776558,0.093,3.705,4.328,2.719,0.388,6.33,7.63,0.076,7.33,23.294,0.073,0.436,0.011,5.93,10.33,10.06,4.001,10.070,15.721,4.419,8.146,4.825,11.468,0.244,11.92,4.24,4.035,7.06,8.742,42.533,79.378,5.688,1.187,0.011,12.12,47.554,86.656,8.451
+2026-05-21 15:34:17,germander_speedwell_observed.csv,2.177957283763885652873712661,0.21,1.827,4.466,1.862,0.135,6.41,14.33,0.035,6.63,18.507,0.038,0.108,0.022,5.58,10.86,9.24,11.155,13.616,11.438,15.794,6.088,9.163,3.013,0.031,1.22,3.6,3.735,6.98,14.424,34.736,59.555,9.918,1.766,0.337,12.262,94.046,178.453,9.638
+2026-05-21 15:34:17,germander_speedwell_observed.csv,2.999969001902680728417585588,0.177,2.16,5.37,0.381,0.932,6.74,7.374,0.059,7.17,20.435,0.024,0.109,0.007,5.67,10.34,8.78,3.452,10.868,18.066,3.669,5.450,6.023,4.878,0.1,2.15,3.53,3.712,6.61,12.254,30.583,60.356,0.81,0.965,0.107,12.263,109.076,208.203,9.948
+2026-05-21 15:34:17,germander_speedwell_observed.csv,2.746457614364452889076999365,0.08,2.002,0.889,2.66,0.383,7.56,12.946,0.052,7.59,11.415,0.067,0.059,0.016,3.71,10.63,9.41,2.237,3.434,0.595,6.274,10.813,11.493,10.133,0.186,1.18,4.08,5.067,7.11,7.49,46.844,78.73,14.957,1.799,0.218,12.04,57.618,101.767,13.47
+2026-05-21 15:34:18,germander_speedwell_observed.csv,3.789605714604011782016241474,0.222,2.317,2.08,1.189,0.477,7.38,9.142,0.062,7.48,26.482,0.014,0.292,0.03,5.88,10.19,11.34,10.982,9.506,12.867,6.144,4.630,1.29,7.971,0.149,1.97,4.12,6.706,7.4,11.75,24.954,41.699,8.209,1.786,0.228,12.159,110.048,212.619,7.476
+2026-05-21 15:34:18,germander_speedwell_observed.csv,3.148214417020666963846298625,0.264,0.999,1.449,1.723,0.473,6.54,14.655,0.047,7.65,11.519,0.006,0.135,0.002,4.06,10.68,11.23,2.578,3.908,5.614,2.202,10.404,7.936,12.872,0.21,1.38,3.75,7.825,7.21,16.219,35.346,51.028,19.664,1.157,0.179,12.153,68.494,132.66,4.327
+2026-05-21 15:34:18,germander_speedwell_observed.csv,0.5786555570671073109199690193,0.214,3.582,1.318,0.784,0.732,6.74,3.601,0.098,7.06,13.993,0.086,0.361,0.037,5.01,10.45,10.42,4.87,4.986,7.087,2.885,8.024,5.63,10.419,0.229,1.11,4.45,3.251,7.23,21.394,12.012,6.955,17.069,1.068,0.123,12.018,54.847,94.041,15.653
+2026-05-21 15:34:18,germander_speedwell_observed.csv,0.9935147003135483169323417408,0.255,3.234,0.723,6.553,0.637,7.03,6.308,0.0,6.62,22.329,0.021,0.428,0.049,4.22,11.26,10.94,10.451,7.753,8.709,6.797,4.714,7.267,2.16,0.194,1.74,4.56,5.375,7.0,15.548,8.962,7.153,10.77,0.897,0.17,12.096,93.510,177.294,9.727
+2026-05-21 15:34:19,germander_speedwell_observed.csv,0.4176892950958729808531491276,0.218,1.821,3.35,2.44,0.014,7.26,10.64,0.015,6.86,6.991,0.064,0.525,0.037,6.09,10.26,11.09,3.244,9.139,1.553,16.725,3.638,5.366,1.911,0.063,2.32,4.28,2.538,6.84,23.189,28.764,42.943,14.585,1.364,0.139,12.289,99.580,185.466,13.693
+2026-05-21 15:34:19,germander_speedwell_observed.csv,2.568856303141280514821092494,0.204,1.217,5.97,2.316,0.69,6.89,6.454,0.007,6.82,23.194,0.007,0.331,0.041,4.12,11.72,8.89,3.388,11.218,19.259,3.176,7.220,3.012,11.429,0.154,1.66,4.13,7.22,6.76,13.263,0.948,0.419,1.477,1.579,0.156,12.163,59.680,109.663,9.698
+2026-05-21 15:34:19,germander_speedwell_observed.csv,0.5830640964674280061996857487,0.02,1.587,2.11,5.94,0.38,7.13,7.903,0.014,6.72,20.0,0.015,0.165,0.034,4.15,10.29,8.92,11.759,13.008,8.123,17.893,12.610,14.000,11.220,0.225,1.7,4.29,2.415,7.12,22.468,5.014,2.008,8.021,1.277,0.18,12.21,115.428,216.709,14.147
+2026-05-21 15:34:20,germander_speedwell_observed.csv,0.8553918498820546300669512346,0.058,1.788,5.887,2.125,0.742,7.04,14.4,0.085,7.12,23.537,0.081,0.338,0.017,3.89,10.69,10.41,11.441,12.719,9.359,16.079,7.534,9.519,5.55,0.06,2.18,4.49,6.035,7.1,12.741,11.358,4.788,17.929,1.383,0.343,12.171,46.988,87.373,6.604
+2026-05-21 15:34:20,germander_speedwell_observed.csv,0.3366237630375064294392592592,0.034,3.64,2.356,6.526,0.778,6.32,12.103,0.05,7.05,21.435,0.07,0.52,0.017,5.7,10.62,11.41,3.973,8.704,2.199,15.209,7.368,10.531,4.204,0.078,1.53,3.55,5.863,7.23,15.039,39.351,69.455,9.247,1.308,0.01,12.213,56.721,101.43,12.012
+2026-05-21 15:34:20,germander_speedwell_observed.csv,1.091969399679727831220382619,0.095,3.51,0.445,4.723,0.268,7.09,13.543,0.076,7.16,14.277,0.04,0.108,0.034,5.51,11.44,8.81,4.455,5.370,4.523,6.216,5.932,4.412,7.451,0.172,1.25,3.87,7.681,7.28,12.343,25.046,42.458,7.635,1.322,0.295,12.191,108.426,201.902,14.95
+2026-05-21 15:34:21,germander_speedwell_observed.csv,0.2542078202166984508772014456,0.142,0.975,5.306,6.142,0.22,6.85,13.337,0.055,6.93,20.793,0.026,0.5,0.028,4.5,11.14,11.09,8.781,3.660,3.796,3.523,4.296,5.546,3.047,0.037,1.34,3.6,3.287,6.74,21.55,9.294,17.903,0.684,0.801,0.19,12.143,65.535,118.067,13.003
+2026-05-21 15:34:21,germander_speedwell_observed.csv,23.98304560679013402895351079,0.174,2.826,1.741,4.08,0.67,6.64,15.904,0.076,7.6,22.538,0.056,0.407,0.042,6.27,9.88,8.93,9.005,6.837,12.839,0.835,4.424,4.65,4.199,0.162,11.82,3.59,5.109,6.76,12.036,36.256,65.694,6.818,1.693,0.042,12.26,95.067,183.489,6.645
+2026-05-21 15:34:21,germander_speedwell_observed.csv,20.05593827857006447179839210,0.331,1.307,0.332,3.471,0.136,6.53,4.635,0.058,6.51,14.64,0.053,0.42,0.044,6.25,11.85,9.83,7.249,11.828,6.604,17.052,11.792,12.477,11.108,0.061,1.01,3.69,3.284,7.18,12.72,23.391,28.272,18.51,1.464,0.07,12.13,53.038,101.497,4.578
+2026-05-21 15:34:21,germander_speedwell_observed.csv,0.6523209127996826916051110000,0.081,0.416,4.796,3.009,0.475,7.37,8.101,0.007,7.04,11.685,0.01,0.652,0.044,4.96,11.16,10.72,11.47,9.094,16.706,1.481,6.760,3.705,9.816,0.1,1.54,3.96,3.515,6.85,23.961,34.230,62.975,5.485,0.89,0.303,12.174,50.756,92.872,8.641
+2026-05-21 15:34:22,germander_speedwell_observed.csv,1.532670930210447672755154321,0.003,1.618,2.349,1.571,0.376,6.39,14.296,0.022,7.37,9.681,0.087,0.231,0.045,5.84,9.66,9.92,10.723,18.827,20.000,17.654,10.962,8.631,13.294,0.079,11.57,4.4,5.975,7.51,14.281,27.691,40.003,15.379,0.979,0.121,12.103,92.973,176.855,9.091
+2026-05-21 15:34:22,germander_speedwell_observed.csv,19.48498133000442806875158536,0.107,1.323,0.242,6.032,0.182,7.62,15.892,0.097,7.3,14.5,0.002,0.685,0.025,6.32,9.52,9.58,6.432,10.963,8.693,13.233,2.426,0.747,4.106,0.24,1.21,4.05,4.721,6.78,14.439,27.955,43.325,12.585,1.057,0.124,12.207,123.086,231.838,14.333
+2026-05-21 15:34:22,germander_speedwell_observed.csv,0.8626733804034531167706812546,0.097,1.45,4.206,4.873,0.137,7.33,7.759,0.095,6.51,11.77,0.078,0.224,0.041,6.45,10.7,9.89,3.455,10.244,4.495,15.993,3.289,2.972,3.606,0.117,1.4,4.05,3.878,7.04,12.376,27.098,40.299,13.898,1.294,0.265,12.185,83.250,151.41,15.089
+2026-05-21 15:34:23,germander_speedwell_observed.csv,0.4937187350163953167375699699,0.186,3.052,5.074,7.74,0.854,6.42,11.453,0.075,7.23,15.928,0.035,0.716,0.032,4.95,10.81,9.46,8.644,7.346,6.238,8.454,9.856,8.884,10.829,0.178,1.49,4.99,2.894,7.25,18.215,15.910,25.142,6.678,1.339,0.291,12.176,117.698,225.267,10.13
+2026-05-21 15:34:23,germander_speedwell_observed.csv,1.578709609531629621020529815,0.159,2.62,0.392,3.143,0.33,7.02,5.642,0.025,6.95,21.651,0.042,0.174,0.018,4.66,11.25,11.33,4.18,14.496,18.413,10.579,7.262,8.256,6.268,0.079,2.15,4.44,3.473,7.02,15.937,22.372,31.391,13.354,0.973,0.119,12.186,77.630,151.155,4.104
+2026-05-21 15:34:23,germander_speedwell_observed.csv,0.6528997326443177060541878009,0.119,1.239,0.896,1.825,0.801,6.73,11.444,0.078,6.61,23.429,0.042,0.275,0.039,3.98,10.82,8.82,7.563,12.810,6.214,19.406,11.279,12.232,10.326,0.08,1.29,4.05,7.99,6.7,16.091,44.090,73.24,14.941,1.237,0.081,12.255,56.300,106.264,6.336
+2026-05-21 15:34:24,germander_speedwell_observed.csv,0.9637959089899841662451881830,0.314,1.494,5.768,5.441,0.712,7.12,8.572,0.038,6.79,14.277,0.047,0.691,0.002,4.59,9.55,8.53,2.539,12.580,16.045,9.115,10.322,9.907,10.736,0.046,2.29,4.24,3.753,7.51,19.483,17.908,16.864,18.952,1.508,0.324,12.072,78.570,149.665,7.475
+2026-05-21 15:34:24,germander_speedwell_observed.csv,0.9265972289066987519626450516,0.301,1.216,4.243,2.169,0.825,6.53,14.841,0.008,7.54,8.455,0.082,0.474,0.021,5.45,10.48,10.32,8.518,13.764,19.369,8.16,3.514,4.071,2.956,0.176,11.94,4.38,2.24,6.86,11.463,46.494,79.887,13.101,0.891,0.334,12.203,68.592,130.405,6.779
+2026-05-21 15:34:24,germander_speedwell_observed.csv,0.5990447968348979761462514798,0.311,3.478,4.291,3.701,0.501,6.71,6.675,0.0,7.04,19.303,0.01,0.61,0.041,4.09,11.13,11.36,7.747,7.948,4.46,11.436,6.465,6.780,6.150,0.233,1.57,3.72,0.898,7.31,15.11,14.002,15.345,12.658,1.03,0.257,12.017,92.493,169.224,15.762
+2026-05-21 15:34:25,germander_speedwell_observed.csv,16.61130594016905861327173148,0.162,3.573,0.71,6.699,0.383,6.81,9.564,0.07,7.42,27.447,0.059,0.591,0.022,5.81,10.46,11.47,7.001,12.179,15.263,9.095,5.392,3.87,6.913,0.179,1.32,4.9,3.803,6.67,23.133,21.052,26.751,15.353,0.95,0.146,12.198,92.912,178.995,6.829
+2026-05-21 15:34:25,germander_speedwell_observed.csv,0.4681750974942668745718518520,0.219,1.723,3.475,0.524,0.301,6.79,4.468,0.081,6.68,21.586,0.072,0.611,0.046,6.07,11.07,9.0,3.459,9.946,16.137,3.756,11.124,13.313,8.934,0.179,1.8,4.84,1.736,7.16,23.784,16.715,29.166,4.264,0.8,0.174,12.221,89.808,173.946,5.67
+2026-05-21 15:34:25,germander_speedwell_observed.csv,2.414594776362563495305287962,0.117,3.079,0.341,0.064,0.787,6.66,4.113,0.067,7.51,11.381,0.01,0.422,0.048,4.41,11.16,8.58,8.162,8.656,0.917,16.395,9.413,10.086,8.74,0.238,1.2,4.4,2.837,6.68,11.33,15.745,13.0,18.49,1.357,0.312,12.113,71.550,133.887,9.213
+2026-05-21 15:34:25,germander_speedwell_observed.csv,0.3447142576869331810670876543,0.019,2.128,3.671,6.128,0.078,7.58,3.03,0.063,7.27,15.361,0.04,0.667,0.012,5.9,9.73,10.92,11.764,12.086,18.597,5.575,8.388,13.129,3.648,0.023,1.03,4.49,3.366,7.28,22.36,34.034,63.415,4.653,1.094,0.09,12.065,85.084,163.689,6.48
+2026-05-21 15:34:26,germander_speedwell_observed.csv,11.51873579137466301971279174,0.217,1.82,2.59,0.396,0.914,7.37,3.504,0.09,7.22,11.702,0.046,0.069,0.047,3.54,10.82,8.83,8.748,5.732,10.056,1.407,7.029,12.865,1.193,0.177,11.75,3.87,2.444,7.04,6.546,13.678,14.534,12.822,1.663,0.14,12.155,48.208,84.52,11.895
+2026-05-21 15:34:26,germander_speedwell_observed.csv,0.6556378176163371419568831000,0.112,2.401,4.817,4.611,0.057,7.1,6.873,0.083,7.12,9.596,0.046,0.521,0.026,6.22,10.05,11.17,9.689,14.158,10.863,17.454,11.620,12.152,11.087,0.199,1.36,3.64,6.074,7.03,12.891,32.159,44.46,19.858,1.717,0.313,12.038,59.629,110.003,9.255
+2026-05-21 15:34:26,germander_speedwell_observed.csv,4.014826020348134871034278081,0.15,0.972,1.724,5.72,0.541,6.43,3.713,0.044,6.97,13.516,0.014,0.084,0.047,5.32,10.88,11.05,3.435,4.486,5.105,3.866,5.092,1.205,8.979,0.11,1.15,4.31,3.215,7.08,6.836,24.912,43.227,6.597,1.225,0.119,12.081,71.816,139.415,4.216
+2026-05-21 15:34:27,germander_speedwell_observed.csv,2.793750884720096282707566518,0.08,1.57,2.341,7.249,0.773,6.32,11.899,0.035,7.1,7.438,0.034,0.06,0.005,4.29,11.97,11.48,5.341,10.790,16.369,5.211,4.815,2.089,7.541,0.105,11.93,4.76,1.648,7.41,10.145,47.279,74.698,19.86,1.493,0.06,12.225,74.254,143.158,5.351
+2026-05-21 15:34:27,germander_speedwell_observed.csv,2.508463864641125503835914497,0.289,3.377,3.4,4.109,0.738,6.74,5.12,0.008,6.88,18.061,0.017,0.393,0.003,3.71,9.77,10.61,10.027,10.672,2.866,18.479,5.789,3.577,8.001,0.232,1.91,4.6,3.218,7.38,9.826,37.622,68.633,6.612,1.184,0.318,12.075,83.055,152.137,13.973
+2026-05-21 15:34:27,germander_speedwell_observed.csv,17.30902689975271841195913456,0.315,1.699,0.585,6.89,0.493,6.46,14.085,0.09,6.99,17.626,0.073,0.686,0.038,3.76,10.89,10.12,6.178,12.030,16.825,7.236,8.516,12.437,4.595,0.046,1.31,4.9,2.255,7.01,22.967,18.183,35.168,1.198,1.607,0.122,12.252,112.609,219.2,6.018
+2026-05-21 15:34:28,germander_speedwell_observed.csv,8.232921731561135385246961108,0.265,3.259,0.637,5.298,0.023,7.46,13.981,0.016,6.73,9.752,0.043,0.075,0.007,4.01,9.82,10.48,3.331,15.056,13.41,16.702,3.956,1.007,6.904,0.249,1.1,4.15,3.161,7.37,22.733,7.146,5.152,9.139,1.727,0.239,12.046,84.537,161.237,7.837
+2026-05-21 15:34:28,germander_speedwell_observed.csv,16.87952982523759463285142780,0.205,0.369,0.516,1.638,0.653,6.59,4.403,0.056,6.89,20.111,0.031,0.566,0.047,4.99,11.32,9.92,2.042,14.205,13.685,14.725,3.282,5.329,1.235,0.104,1.12,4.39,1.014,6.69,14.693,10.037,14.665,5.409,0.955,0.086,12.064,79.047,149.895,8.199
+2026-05-21 15:34:28,germander_speedwell_observed.csv,0.8024380834644283402279052360,0.137,1.96,0.786,5.072,0.417,7.63,12.062,0.012,6.79,27.334,0.082,0.078,0.03,5.92,10.79,11.21,9.313,14.468,15.391,13.544,10.506,11.047,9.966,0.101,2.39,4.84,3.875,7.29,13.586,26.132,36.602,15.662,0.962,0.322,12.138,68.048,124.673,11.422
+2026-05-21 15:34:28,germander_speedwell_observed.csv,0.8471830108541416254110956983,0.149,1.098,4.649,3.224,0.906,7.06,7.369,0.015,7.38,21.779,0.021,0.582,0.005,3.6,10.62,10.1,8.364,15.824,13.528,18.119,5.364,4.577,6.15,0.156,1.94,3.96,4.764,7.5,7.974,47.262,79.543,14.981,1.414,0.21,12.193,47.259,83.818,10.7
+2026-05-21 15:34:29,germander_speedwell_observed.csv,0.6724112210202641716907649796,0.104,1.996,4.112,7.221,0.083,6.82,14.379,0.029,6.63,25.585,0.048,0.693,0.012,6.43,11.31,10.42,10.014,7.181,5.749,8.613,12.130,13.837,10.422,0.168,1.44,3.73,2.095,7.57,16.102,32.443,51.078,13.808,1.784,0.125,12.253,89.515,168.861,10.169
+2026-05-21 15:34:29,germander_speedwell_observed.csv,1.576932556629705518284505892,0.289,2.517,3.023,1.789,0.271,7.63,9.306,0.011,7.08,11.981,0.068,0.148,0.008,6.31,10.53,11.19,3.854,15.305,16.081,14.529,10.570,7.507,13.634,0.133,11.82,4.18,0.891,7.54,19.15,21.038,35.856,6.221,1.275,0.086,12.235,120.803,227.036,14.57
+2026-05-21 15:34:29,germander_speedwell_observed.csv,0.4452340005045755476408139272,0.186,3.216,4.55,0.249,0.672,6.27,11.321,0.06,6.99,9.155,0.023,0.75,0.013,6.07,9.74,11.43,9.984,14.660,18.664,10.655,4.536,5.366,3.705,0.052,1.43,3.58,2.097,7.14,12.743,10.232,5.734,14.73,1.125,0.334,12.09,120.124,233.846,6.402
+2026-05-21 15:34:30,germander_speedwell_observed.csv,1.009539845876981770727958400,0.188,3.867,4.448,1.358,0.37,6.4,4.719,0.091,7.52,12.938,0.062,0.127,0.021,4.44,11.41,10.64,11.802,8.891,6.224,11.558,12.614,11.525,13.703,0.211,1.99,3.66,1.219,6.85,10.765,17.951,24.297,11.605,0.965,0.099,12.148,105.156,196.667,13.645
+2026-05-21 15:34:30,germander_speedwell_observed.csv,0.5109098737213687465902739414,0.191,2.744,5.676,1.186,0.732,6.54,11.695,0.019,7.09,26.34,0.089,0.324,0.049,4.4,11.32,8.49,3.033,9.319,11.183,7.455,7.234,7.613,6.854,0.239,1.46,4.7,2.638,6.83,23.7,17.678,26.73,8.626,1.055,0.142,12.06,113.409,213.752,13.066
+2026-05-21 15:34:30,germander_speedwell_observed.csv,1.018510349168546396848963906,0.07,1.067,1.473,4.643,0.711,7.73,4.533,0.021,6.76,16.932,0.031,0.327,0.031,6.47,9.68,9.15,8.236,14.076,15.881,12.272,11.678,12.855,10.501,0.207,1.29,3.79,1.221,6.94,13.875,20.482,25.197,15.766,1.145,0.216,12.047,64.018,115.143,12.892
+2026-05-21 15:34:31,germander_speedwell_observed.csv,0.2658783331865270555328849912,0.041,1.74,5.156,3.102,0.189,7.47,7.624,0.064,6.77,21.76,0.027,0.705,0.018,5.06,10.84,9.59,7.417,10.821,2.325,19.317,3.972,5.338,2.606,0.004,2.12,4.1,6.83,7.49,14.052,6.443,0.674,12.212,1.017,0.274,12.198,59.117,111.767,6.467
+2026-05-21 15:34:31,germander_speedwell_observed.csv,1.480589175424303748142724391,0.164,1.318,1.561,3.914,0.786,6.4,8.075,0.041,7.61,11.235,0.028,0.231,0.013,5.52,11.16,11.14,8.59,10.140,16.822,3.459,1.937,3.462,0.412,0.033,1.15,3.56,7.189,7.23,13.058,36.203,64.743,7.663,1.005,0.115,12.036,62.753,116.943,8.563
+2026-05-21 15:34:31,germander_speedwell_observed.csv,0.2824993256890704564206280825,0.121,0.8,2.661,1.746,0.695,7.46,3.548,0.001,7.0,15.09,0.086,0.695,0.034,4.44,11.03,11.04,11.886,9.746,11.657,7.834,6.788,6.822,6.755,0.229,1.57,4.86,6.861,7.27,8.319,16.502,25.344,7.659,1.428,0.304,12.205,105.285,203.213,7.357
+2026-05-21 15:34:32,germander_speedwell_observed.csv,0.5705903728087934548611111109,0.036,1.272,4.069,0.386,0.374,6.29,12.542,0.083,7.12,7.658,0.064,0.387,0.04,4.71,10.17,8.44,2.565,7.252,6.986,7.518,7.228,9.879,4.578,0.047,1.53,4.47,6.468,7.52,9.102,35.120,57.93,12.311,1.25,0.293,12.008,80.930,146.149,15.71
+2026-05-21 15:34:32,germander_speedwell_observed.csv,1.253550721824676582789996617,0.328,2.275,4.059,4.127,0.616,6.48,13.517,0.054,7.58,19.908,0.061,0.449,0.026,3.92,10.05,8.28,6.898,17.198,18.941,15.456,5.387,4.173,6.601,0.21,11.89,4.41,1.895,6.68,8.466,35.528,69.482,1.575,1.214,0.339,12.129,68.880,124.138,13.622
+2026-05-21 15:34:32,germander_speedwell_observed.csv,1.276288974179974185994139435,0.135,3.004,3.161,7.832,0.58,7.17,5.741,0.099,7.52,15.092,0.035,0.35,0.004,6.32,10.48,8.8,9.435,10.283,13.167,7.399,6.756,5.882,7.630,0.218,1.77,4.72,3.281,7.42,11.641,32.718,45.774,19.661,1.551,0.287,12.253,88.508,166.124,10.893
+2026-05-21 15:34:32,germander_speedwell_observed.csv,3.459328659730424522086232536,0.215,0.657,2.218,0.589,0.875,6.73,3.181,0.065,7.24,14.005,0.038,0.241,0.003,4.37,10.95,11.35,7.406,14.412,15.124,13.699,6.964,9.451,4.476,0.074,1.02,3.99,5.455,7.55,15.421,23.488,44.951,2.024,1.249,0.204,12.26,122.372,238.197,6.548
+2026-05-21 15:34:33,germander_speedwell_observed.csv,0.2408426473183191351114972222,0.033,2.33,5.437,0.683,0.435,7.61,3.049,0.007,7.2,24.318,0.071,0.693,0.02,5.72,11.39,10.35,8.416,14.884,9.801,19.967,10.628,11.734,9.523,0.052,2.31,4.63,2.23,7.58,8.586,8.464,8.91,8.017,1.123,0.327,12.042,69.709,124.152,15.266
+2026-05-21 15:34:33,germander_speedwell_observed.csv,20.17590897262715767734439816,0.065,0.771,0.216,1.648,0.189,6.75,3.675,0.098,6.94,24.099,0.055,0.304,0.028,4.01,11.21,9.89,8.957,6.606,12.572,0.641,8.239,3.494,12.984,0.068,1.49,4.82,5.205,7.17,9.752,31.792,49.992,13.593,0.919,0.186,12.179,44.930,80.643,9.217
+2026-05-21 15:34:33,germander_speedwell_observed.csv,0.7499577121758646795675008825,0.115,3.353,3.294,4.663,0.105,7.1,10.854,0.089,7.04,14.652,0.044,0.292,0.014,3.51,11.63,10.6,10.36,6.043,5.757,6.329,8.473,6.669,10.277,0.148,2.09,3.91,6.698,6.88,18.941,32.326,51.739,12.913,1.043,0.121,12.028,108.413,211.32,5.506
+2026-05-21 15:34:34,germander_speedwell_observed.csv,1.428955472331763832771766560,0.138,3.968,3.346,0.55,0.538,6.91,7.019,0.008,7.36,16.841,0.028,0.107,0.042,5.11,11.72,11.45,10.201,12.892,6.847,18.937,6.783,3.828,9.738,0.072,1.04,3.5,2.948,7.29,17.578,37.465,66.126,8.804,1.621,0.322,12.017,75.950,138.023,13.876
+2026-05-21 15:34:34,germander_speedwell_observed.csv,0.6399310707061708946901009772,0.023,0.604,4.63,2.683,0.131,7.03,8.903,0.016,6.82,17.99,0.043,0.031,0.006,6.2,10.62,8.95,4.177,14.640,13.16,16.121,7.200,5.672,8.729,0.092,2.23,4.5,2.514,7.21,7.668,41.005,74.523,7.487,0.957,0.328,12.009,58.057,106.964,9.15
+2026-05-21 15:34:34,germander_speedwell_observed.csv,0.6733309855116123711814605447,0.305,1.19,5.332,2.975,0.089,6.74,11.516,0.008,6.95,16.652,0.031,0.479,0.032,3.99,10.54,8.56,5.924,17.382,17.895,16.868,12.468,13.037,11.898,0.126,1.46,4.83,4.553,6.67,12.668,41.698,71.511,11.884,1.39,0.04,12.267,59.508,103.033,15.983
+2026-05-21 15:34:35,germander_speedwell_observed.csv,0.4156049796943130344080435879,0.128,2.66,2.166,3.207,0.645,6.91,3.014,0.029,7.54,27.685,0.054,0.474,0.01,5.49,9.54,8.3,11.26,10.166,4.148,16.185,5.876,2.187,9.566,0.158,11.56,3.89,0.964,6.9,12.633,13.238,17.681,8.796,1.405,0.242,12.21,104.898,197.804,11.991
+2026-05-21 15:34:35,germander_speedwell_observed.csv,0.5397091383205780821299064938,0.006,1.682,4.375,3.473,0.713,6.61,8.465,0.068,7.56,22.283,0.01,0.064,0.016,3.92,11.58,8.78,10.148,13.064,15.818,10.309,3.542,4.384,2.701,0.216,11.82,4.45,3.674,7.43,15.941,7.556,12.614,2.497,0.847,0.333,12.299,79.285,153.104,5.466
+2026-05-21 15:34:35,germander_speedwell_observed.csv,0.5223073765305915730655561483,0.068,3.375,1.791,0.007,0.334,6.32,15.941,0.042,7.0,10.585,0.011,0.377,0.044,6.14,11.32,8.91,10.237,14.526,16.005,13.046,3.370,0.744,5.996,0.187,1.87,4.78,2.499,7.37,17.278,22.535,36.101,8.969,1.452,0.193,12.091,107.224,208.263,6.186
+2026-05-21 15:34:35,germander_speedwell_observed.csv,18.40727339213941377631760261,0.309,0.599,3.107,5.802,0.831,7.49,12.394,0.057,7.49,27.284,0.065,0.528,0.019,4.9,10.89,10.44,3.207,3.571,5.576,1.566,2.122,3.107,1.138,0.102,2.37,4.26,5.669,7.17,15.335,10.291,10.544,10.038,1.546,0.095,12.17,46.614,84.525,8.704
+2026-05-21 15:34:36,germander_speedwell_observed.csv,16.84540775252108052488321678,0.189,1.355,0.381,4.745,0.08,6.81,3.008,0.022,6.74,12.394,0.052,0.417,0.03,4.52,9.77,8.63,10.222,9.969,4.802,15.136,6.599,9.527,3.671,0.034,2.28,4.09,1.725,7.03,14.828,29.562,51.507,7.616,1.409,0.078,12.061,53.856,97.82,9.893
+2026-05-21 15:34:36,germander_speedwell_observed.csv,8.502225827180223781934989350,0.302,3.584,2.137,1.365,0.764,6.35,9.555,0.092,6.63,9.253,0.02,0.131,0.016,4.57,9.77,9.1,7.975,13.558,12.056,15.059,12.741,12.827,12.655,0.043,11.61,4.59,1.708,7.14,7.267,40.674,71.476,9.871,1.631,0.253,12.023,93.878,174.091,13.665
+2026-05-21 15:34:36,germander_speedwell_observed.csv,6.401568059824219474356832517,0.234,2.351,2.792,3.102,0.878,7.73,14.206,0.039,7.02,6.08,0.069,0.021,0.05,4.54,10.43,9.48,3.83,14.734,18.967,10.501,6.544,4.813,8.274,0.124,1.16,3.81,7.297,7.22,17.04,21.083,35.281,6.885,0.879,0.033,12.282,112.687,219.105,6.269
+2026-05-21 15:34:37,germander_speedwell_observed.csv,0.2862341068804318586912266859,0.217,2.236,1.565,4.549,0.381,7.43,14.244,0.075,6.7,24.376,0.068,0.735,0.002,4.9,10.92,10.21,8.47,9.923,12.333,7.513,10.620,11.708,9.532,0.048,2.39,4.84,7.099,7.01,23.358,29.228,41.587,16.868,1.073,0.143,12.018,93.048,179.861,6.236
+2026-05-21 15:34:37,germander_speedwell_observed.csv,5.912136066170339858845336499,0.102,0.257,1.498,3.802,0.073,7.4,11.466,0.036,7.65,15.539,0.054,0.021,0.008,5.96,9.74,8.58,9.853,3.798,5.654,1.941,6.110,1.705,10.514,0.115,2.11,4.25,7.842,7.19,16.298,16.945,27.949,5.941,1.307,0.08,12.144,52.142,91.044,13.239
+2026-05-21 15:34:37,germander_speedwell_observed.csv,22.96469806791495423427294423,0.207,1.552,0.086,3.925,0.073,7.34,14.713,0.095,6.83,25.258,0.075,0.576,0.012,5.7,9.68,9.19,2.816,4.876,4.191,5.562,6.890,1.21,12.571,0.04,1.26,4.51,7.256,6.98,14.758,9.744,3.216,16.272,1.214,0.319,12.081,93.846,181.245,6.448
+2026-05-21 15:34:38,germander_speedwell_observed.csv,3.745624496225196940863316658,0.318,2.042,0.582,6.61,0.356,7.01,14.638,0.035,6.94,19.198,0.017,0.028,0.004,5.58,10.89,9.78,11.949,7.068,2.178,11.957,11.564,11.917,11.211,0.169,2.15,4.21,1.63,6.79,10.324,30.400,44.095,16.706,1.119,0.24,12.193,49.957,84.317,15.597
+2026-05-21 15:34:38,germander_speedwell_observed.csv,2.286873043925025655597081522,0.187,3.974,0.155,4.747,0.26,7.68,9.95,0.054,7.16,13.2,0.084,0.197,0.02,4.02,10.41,9.04,8.87,16.148,17.498,14.798,5.169,7.746,2.592,0.011,2.38,4.6,1.177,7.09,17.98,18.438,36.504,0.372,1.598,0.199,12.289,63.940,115.58,12.3
+2026-05-21 15:34:38,germander_speedwell_observed.csv,2.462639834468564363918840267,0.34,2.163,5.944,4.995,0.685,6.89,15.534,0.035,7.58,27.027,0.025,0.033,0.021,6.21,11.47,8.74,6.975,4.707,5.524,3.89,6.666,8.422,4.911,0.165,2.25,3.95,3.934,7.06,10.91,26.506,37.183,15.828,1.279,0.273,12.238,81.011,149.895,12.127
+2026-05-21 15:34:39,germander_speedwell_observed.csv,1.155895713635537506690651065,0.102,0.394,3.938,7.902,0.3,7.37,3.332,0.028,6.8,27.663,0.023,0.275,0.014,4.14,11.67,10.39,2.954,13.004,12.200,13.807,0.643,0.589,0.697,0.105,2.12,4.0,1.047,7.09,8.405,20.125,21.251,18.999,1.27,0.308,12.045,62.758,114.336,11.179
+2026-05-21 15:34:39,germander_speedwell_observed.csv,0.3656982721265280914477893900,0.133,0.986,4.562,4.24,0.831,7.03,9.186,0.011,6.67,7.825,0.041,0.428,0.007,4.57,11.27,11.38,11.957,16.909,13.882,19.936,3.454,3.546,3.361,0.024,11.95,4.81,4.63,6.68,14.581,39.048,63.292,14.803,1.083,0.079,12.291,117.494,224.369,10.62
+2026-05-21 15:34:39,germander_speedwell_observed.csv,3.251128938355528497281172839,0.033,2.971,3.875,0.982,0.798,6.91,15.556,0.092,6.58,25.174,0.089,0.045,0.038,5.56,10.53,11.07,10.059,7.496,14.187,0.804,5.422,10.31,0.535,0.109,11.95,3.93,1.857,7.04,18.045,30.254,43.45,17.058,1.658,0.29,12.197,111.344,212.238,10.45
+2026-05-21 15:34:39,germander_speedwell_observed.csv,7.707607258181510100905903009,0.119,0.659,0.073,4.893,0.504,7.08,11.95,0.074,7.41,15.876,0.04,0.107,0.035,5.13,10.5,9.44,9.537,7.859,1.659,14.059,0.498,0.459,0.536,0.012,11.83,4.13,5.18,6.83,16.508,44.438,71.817,17.058,1.641,0.253,12.249,62.707,119.267,6.147
+2026-05-21 15:34:40,germander_speedwell_observed.csv,0.3745903850367972612863555556,0.042,1.655,3.279,5.438,0.376,7.09,11.212,0.052,7.38,19.962,0.071,0.611,0.016,4.84,11.06,10.52,10.596,13.927,9.222,18.632,7.354,5.145,9.562,0.087,1.29,4.64,7.335,7.06,12.147,26.936,38.811,15.061,1.714,0.149,12.138,113.095,218.548,7.642
+2026-05-21 15:34:40,germander_speedwell_observed.csv,1.450046483744899167817729966,0.348,2.425,5.592,4.143,0.367,7.48,13.28,0.015,6.83,9.405,0.054,0.443,0.042,3.81,11.36,8.87,8.752,14.198,10.329,18.067,1.659,1.708,1.610,0.011,1.4,3.77,3.811,7.38,12.357,16.852,31.642,2.061,1.596,0.174,12.031,78.404,150.965,5.842
+2026-05-21 15:34:40,germander_speedwell_observed.csv,1.295910574489418991207335160,0.345,0.806,4.576,0.32,0.454,6.84,6.981,0.059,6.75,9.023,0.026,0.097,0.015,4.36,10.67,9.91,10.417,3.216,3.822,2.611,7.108,9.827,4.388,0.225,11.93,3.95,2.793,7.11,14.094,13.969,8.109,19.829,0.958,0.216,12.018,106.164,198.935,13.392
+2026-05-21 15:34:41,germander_speedwell_observed.csv,3.743203664035154128871161265,0.327,2.584,1.677,0.081,0.602,7.55,6.983,0.001,7.1,10.259,0.036,0.394,0.005,5.81,9.57,8.95,6.767,11.217,15.503,6.931,2.864,2.714,3.014,0.191,2.21,4.27,7.434,7.41,6.128,19.792,25.538,14.045,1.5,0.231,12.167,88.396,167.919,8.873
+2026-05-21 15:34:41,germander_speedwell_observed.csv,0.5932932507376282583379017137,0.045,2.944,5.901,6.658,0.347,7.66,3.059,0.082,6.93,9.995,0.032,0.292,0.014,6.28,11.04,11.09,11.894,11.955,7.255,16.655,5.112,9.0,1.225,0.034,2.3,4.73,5.91,7.38,11.948,37.034,64.899,9.169,1.751,0.022,12.081,87.028,162.573,11.484
+2026-05-21 15:34:41,germander_speedwell_observed.csv,1.463943972759794067521701389,0.053,1.016,1.974,3.086,0.2,6.35,6.325,0.012,7.35,23.482,0.09,0.353,0.023,6.42,11.01,9.23,6.135,5.331,1.237,9.425,10.230,11.271,9.188,0.053,2.49,4.06,6.55,6.99,13.498,26.425,35.957,16.893,1.555,0.061,12.063,79.523,152.405,6.641
+2026-05-21 15:34:42,germander_speedwell_observed.csv,1.134926973064499554583661455,0.294,0.776,5.487,1.131,0.02,6.96,9.645,0.073,7.5,14.527,0.015,0.042,0.047,6.27,10.58,9.94,5.243,13.170,8.522,17.817,9.040,4.102,13.978,0.237,1.97,4.92,4.622,6.75,15.198,23.855,47.049,0.661,0.997,0.026,12.106,109.508,206.689,12.327
+2026-05-21 15:34:42,germander_speedwell_observed.csv,1.597404907297392690282491243,0.171,1.73,2.579,4.482,0.339,7.07,12.966,0.057,7.0,20.373,0.035,0.284,0.045,5.06,9.86,11.3,6.908,12.844,16.202,9.486,7.546,1.956,13.135,0.091,2.16,4.81,5.769,7.38,13.664,17.242,20.172,14.313,1.759,0.13,12.21,108.368,203.867,12.87
+2026-05-21 15:34:42,germander_speedwell_observed.csv,1.280100896251343300295437655,0.25,1.215,3.432,0.819,0.54,7.74,10.28,0.029,6.68,7.535,0.07,0.518,0.012,5.02,9.7,11.43,9.713,8.042,5.586,10.497,9.951,13.621,6.281,0.109,11.54,4.43,1.066,6.74,23.822,11.406,8.021,14.792,1.763,0.032,12.1,122.374,238.506,6.241
+2026-05-21 15:34:43,germander_speedwell_observed.csv,1.602194461512130694764645584,0.197,2.605,1.838,0.472,0.943,6.32,6.693,0.095,7.63,24.08,0.072,0.291,0.006,5.81,11.78,8.85,5.994,10.926,14.883,6.968,8.480,9.154,7.805,0.047,1.99,3.82,5.766,7.0,20.759,25.682,31.499,19.866,1.556,0.132,12.101,120.821,232.833,8.809
+2026-05-21 15:34:43,germander_speedwell_observed.csv,5.487741704309203026401813271,0.015,3.316,1.593,1.486,0.514,7.1,15.176,0.018,6.65,6.57,0.089,0.053,0.035,5.65,10.66,10.36,9.135,19.698,19.678,19.718,7.680,7.966,7.393,0.114,2.11,4.37,4.109,6.66,13.851,34.152,56.957,11.347,1.555,0.188,12.273,79.478,150.319,8.637
+2026-05-21 15:34:43,germander_speedwell_observed.csv,0.8221660714145332582034788440,0.084,2.23,5.223,7.101,0.399,6.28,8.452,0.022,7.57,10.119,0.006,0.219,0.029,3.58,11.45,11.01,7.138,11.220,12.99,9.45,8.336,12.723,3.95,0.048,1.19,4.25,2.808,6.67,10.569,42.472,71.975,12.969,1.239,0.187,12.251,120.754,228.127,13.382
+2026-05-21 15:34:43,germander_speedwell_observed.csv,3.132176702719998672044432036,0.29,0.468,2.821,7.738,0.913,7.04,11.554,0.085,6.97,25.216,0.063,0.188,0.003,6.19,11.44,11.41,2.183,11.436,7.661,15.212,3.689,3.637,3.741,0.09,2.13,3.99,4.451,6.86,19.947,21.776,32.866,10.686,0.989,0.273,12.105,91.207,168.229,14.185
+2026-05-21 15:34:44,germander_speedwell_observed.csv,1.981523666645689945266255787,0.067,2.725,0.43,2.078,0.269,6.54,13.398,0.039,6.89,24.251,0.061,0.297,0.018,3.97,11.72,9.6,7.146,4.436,3.588,5.283,7.416,2.977,11.854,0.079,11.62,4.1,5.189,7.27,7.319,25.904,33.861,17.947,1.455,0.278,12.217,83.677,159.38,7.974
+2026-05-21 15:34:44,germander_speedwell_observed.csv,0.7385503152363358352404056232,0.066,3.798,1.346,0.552,0.144,7.71,15.862,0.07,7.45,16.633,0.037,0.184,0.029,4.01,11.67,10.63,8.548,6.268,5.901,6.636,2.194,2.245,2.144,0.221,1.04,3.55,0.924,6.88,12.392,21.442,24.971,17.914,1.095,0.283,12.21,73.484,141.402,5.567
+2026-05-21 15:34:44,germander_speedwell_observed.csv,1.582740569451795817936042070,0.18,0.476,3.155,3.604,0.901,6.39,8.273,0.0,7.13,18.731,0.026,0.384,0.035,5.5,9.99,8.77,7.554,4.829,7.367,2.291,7.574,4.414,10.733,0.242,11.91,4.71,2.231,6.79,19.911,33.056,47.744,18.367,0.965,0.318,12.228,119.731,225.166,14.296
+2026-05-21 15:34:45,germander_speedwell_observed.csv,2.541965095056706237504069046,0.06,1.041,4.555,6.504,0.698,7.41,4.529,0.012,6.69,14.143,0.047,0.102,0.002,5.87,10.23,9.98,5.385,3.066,4.692,1.441,3.120,3.051,3.188,0.235,2.12,3.93,1.821,7.31,20.037,41.682,75.987,7.376,1.353,0.08,12.041,73.132,133.39,12.873
+2026-05-21 15:34:45,germander_speedwell_observed.csv,0.7740511859597543488449145683,0.272,0.971,5.441,0.997,0.53,7.58,13.461,0.032,7.04,27.72,0.003,0.585,0.022,3.8,10.21,9.65,4.606,11.588,11.159,12.017,4.070,0.457,7.683,0.041,1.85,4.3,7.449,7.52,23.265,42.096,78.7,5.491,1.313,0.031,12.208,110.301,208.937,11.665
+2026-05-21 15:34:45,germander_speedwell_observed.csv,19.58049988687351331908337080,0.263,2.659,0.587,0.969,0.531,6.48,10.427,0.032,7.19,15.265,0.024,0.447,0.006,5.68,10.44,9.81,3.74,8.800,13.215,4.385,9.736,9.539,9.933,0.002,2.24,4.34,1.486,7.4,13.908,2.830,1.179,4.481,1.559,0.063,12.118,46.154,84.473,7.836
+2026-05-21 15:34:46,germander_speedwell_observed.csv,0.7513747644777119787345410601,0.041,0.285,1.546,2.157,0.883,7.29,14.68,0.033,7.3,25.687,0.007,0.221,0.049,3.59,11.96,10.26,10.509,19.706,19.411,20.000,13.380,13.567,13.194,0.152,1.52,4.79,3.632,7.29,17.483,41.502,74.712,8.293,0.967,0.159,12.122,71.937,134.77,9.104
+2026-05-21 15:34:46,germander_speedwell_observed.csv,1.937024807496980885537018930,0.349,3.988,4.672,0.328,0.733,7.08,3.182,0.092,7.26,27.163,0.076,0.116,0.021,5.76,11.31,9.19,3.866,7.736,1.767,13.704,4.006,3.867,4.144,0.018,11.7,3.86,1.033,7.12,16.865,9.122,7.618,10.625,0.923,0.143,12.212,67.677,131.347,4.007
+2026-05-21 15:34:46,germander_speedwell_observed.csv,0.4439946015534722603178916503,0.166,3.283,2.016,0.866,0.513,6.55,15.553,0.092,6.79,19.327,0.003,0.707,0.027,5.13,10.88,9.48,9.964,13.006,8.654,17.358,5.636,4.441,6.83,0.151,1.81,4.28,1.884,7.19,15.033,1.492,0.501,2.483,1.41,0.068,12.119,62.597,112.298,12.896
+2026-05-21 15:34:46,germander_speedwell_observed.csv,0.9382444489694617209711022192,0.267,2.627,4.062,2.31,0.857,6.73,11.703,0.04,6.66,25.65,0.085,0.601,0.016,6.11,11.31,11.14,5.681,18.430,19.154,17.706,6.399,11.287,1.511,0.048,1.87,4.57,7.189,7.24,10.81,26.893,46.153,7.633,1.546,0.144,12.077,53.488,97.614,9.363
+2026-05-21 15:34:47,germander_speedwell_observed.csv,0.4642837390577541639746311784,0.009,2.098,5.474,7.368,0.629,7.16,12.873,0.066,6.79,25.267,0.008,0.649,0.039,4.85,11.35,9.63,7.546,10.636,8.745,12.526,10.050,9.649,10.452,0.217,11.82,3.68,7.909,6.6,7.678,34.828,62.743,6.913,1.797,0.317,12.081,85.907,161.21,10.604
+2026-05-21 15:34:47,germander_speedwell_observed.csv,4.010425076655155436932073812,0.276,2.288,2.852,3.625,0.545,6.72,9.948,0.007,7.34,13.066,0.0,0.22,0.027,4.74,11.61,8.35,2.501,3.840,4.242,3.437,6.226,7.2,5.253,0.173,2.5,4.49,2.469,7.37,13.201,4.248,0.408,8.087,1.759,0.043,12.048,54.533,98.756,10.31
+2026-05-21 15:34:47,germander_speedwell_observed.csv,0.5243279513826852315629945313,0.229,2.648,2.286,2.703,0.183,7.27,9.382,0.095,7.38,21.885,0.011,0.568,0.009,5.24,10.97,8.45,10.647,7.307,10.146,4.468,9.682,13.692,5.672,0.115,1.63,4.7,2.64,6.94,17.791,24.678,45.113,4.243,1.241,0.109,12.073,114.725,222.291,7.159
diff --git a/modelling/data/abingdon-all/resident/germander_speedwell_simulated.csv b/modelling/data/abingdon-all/resident/germander_speedwell_simulated.csv
new file mode 100644
index 0000000..6026c72
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/germander_speedwell_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.09,0.1,0,0.01,0.0826410
+RungeKutta4,1,0.1,0.0918209,0.1,0,0.01,0.0859946
+RungeKutta4,2,0.2,0.0932726,0.1,0,0.01,0.0886683
+RungeKutta4,3,0.3,0.0944314,0.1,0,0.01,0.0908026
+RungeKutta4,4,0.4,0.0953573,0.1,0,0.01,0.0925079
+RungeKutta4,5,0.5,0.0960985,0.1,0,0.01,0.0938730
+RungeKutta4,6,0.6,0.0966946,0.1,0,0.01,0.0949709
+RungeKutta4,7,0.7,0.0971785,0.1,0,0.01,0.0958621
+RungeKutta4,8,0.8,0.0975792,0.1,0,0.01,0.0966001
+RungeKutta4,9,0.9,0.0979235,0.1,0,0.01,0.0972342
+RungeKutta4,10,1.0,0.0982386,0.1,0,0.01,0.0978146
+RungeKutta4,11,1.1,0.0985543,0.1,0,0.01,0.0983960
+RungeKutta4,12,1.2,0.0989060,0.1,0,0.01,0.0990438
+RungeKutta4,13,1.3,0.0993377,0.1,0,0.01,0.0998388
+RungeKutta4,14,1.4,0.0999055,0.1,0,0.01,0.100885
+RungeKutta4,15,1.5,0.100681,0.1,0,0.01,0.102313
+RungeKutta4,16,1.6,0.101756,0.1,0,0.01,0.104293
+RungeKutta4,17,1.7,0.103243,0.1,0,0.01,0.107032
+RungeKutta4,18,1.8,0.105281,0.1,0,0.01,0.110785
+RungeKutta4,19,1.9,0.108037,0.1,0,0.01,0.115861
+RungeKutta4,20,2.0,0.111703,0.1,0,0.01,0.122613
+RungeKutta4,21,2.1,0.116499,0.1,0,0.01,0.131446
+RungeKutta4,22,2.2,0.122664,0.1,0,0.01,0.142801
+RungeKutta4,23,2.3,0.130452,0.1,0,0.01,0.157144
+RungeKutta4,24,2.4,0.140118,0.1,0,0.01,0.174947
+RungeKutta4,25,2.5,0.151909,0.1,0,0.01,0.196662
+RungeKutta4,26,2.6,0.166045,0.1,0,0.01,0.222698
+RungeKutta4,27,2.7,0.182702,0.1,0,0.01,0.253376
+RungeKutta4,28,2.8,0.201992,0.1,0,0.01,0.288904
+RungeKutta4,29,2.9,0.223945,0.1,0,0.01,0.329336
+RungeKutta4,30,3.0,0.248495,0.1,0,0.01,0.374552
+RungeKutta4,31,3.1,0.275460,0.1,0,0.01,0.424215
+RungeKutta4,32,3.2,0.304539,0.1,0,0.01,0.477772
+RungeKutta4,33,3.3,0.335306,0.1,0,0.01,0.534437
+RungeKutta4,34,3.4,0.367217,0.1,0,0.01,0.593210
+RungeKutta4,35,3.5,0.399617,0.1,0,0.01,0.652883
+RungeKutta4,36,3.6,0.431760,0.1,0,0.01,0.712083
+RungeKutta4,37,3.7,0.462843,0.1,0,0.01,0.769331
+RungeKutta4,38,3.8,0.492034,0.1,0,0.01,0.823094
+RungeKutta4,39,3.9,0.518507,0.1,0,0.01,0.871851
+RungeKutta4,40,4.0,0.541492,0.1,0,0.01,0.914185
+RungeKutta4,41,4.1,0.560312,0.1,0,0.01,0.948847
+RungeKutta4,42,4.2,0.574512,0.1,0,0.01,0.975000
+RungeKutta4,43,4.3,0.583820,0.1,0,0.01,0.992143
+RungeKutta4,44,4.4,0.588086,0.1,0,0.01,1
+RungeKutta4,45,4.5,0.587333,0.1,0,0.01,0.998613
+RungeKutta4,46,4.6,0.581801,0.1,0,0.01,0.988424
+RungeKutta4,47,4.7,0.571706,0.1,0,0.01,0.969832
+RungeKutta4,48,4.8,0.557378,0.1,0,0.01,0.943443
+RungeKutta4,49,4.9,0.539253,0.1,0,0.01,0.910061
+RungeKutta4,50,5.0,0.517860,0.1,0,0.01,0.870660
+RungeKutta4,51,5.1,0.493782,0.1,0,0.01,0.826314
+RungeKutta4,52,5.2,0.467648,0.1,0,0.01,0.778181
+RungeKutta4,53,5.3,0.440094,0.1,0,0.01,0.727433
+RungeKutta4,54,5.4,0.411745,0.1,0,0.01,0.675220
+RungeKutta4,55,5.5,0.383181,0.1,0,0.01,0.622612
+RungeKutta4,56,5.6,0.354911,0.1,0,0.01,0.570545
+RungeKutta4,57,5.7,0.327325,0.1,0,0.01,0.519738
+RungeKutta4,58,5.8,0.300570,0.1,0,0.01,0.470462
+RungeKutta4,59,5.9,0.274192,0.1,0,0.01,0.421879
+RungeKutta4,60,6.0,0.246060,0.1,0,0.01,0.370067
+RungeKutta4,61,6.1,0.212970,0.1,0,0.01,0.309123
+RungeKutta4,62,6.2,0.178082,0.1,0,0.01,0.244867
+RungeKutta4,63,6.3,0.147321,0.1,0,0.01,0.188212
+RungeKutta4,64,6.4,0.122622,0.1,0,0.01,0.142723
+RungeKutta4,65,6.5,0.103491,0.1,0,0.01,0.107488
+RungeKutta4,66,6.6,0.0888614,0.1,0,0.01,0.0805439
+RungeKutta4,67,6.7,0.0777343,0.1,0,0.01,0.0600504
+RungeKutta4,68,6.8,0.0693036,0.1,0,0.01,0.0445229
+RungeKutta4,69,6.9,0.0629425,0.1,0,0.01,0.0328073
+RungeKutta4,70,7.0,0.0581666,0.1,0,0.01,0.0240112
+RungeKutta4,71,7.1,0.0546017,0.1,0,0.01,0.0174454
+RungeKutta4,72,7.2,0.0519578,0.1,0,0.01,0.0125760
+RungeKutta4,73,7.3,0.0500105,0.1,0,0.01,0.00898949
+RungeKutta4,74,7.4,0.0485865,0.1,0,0.01,0.00636681
+RungeKutta4,75,7.5,0.0475526,0.1,0,0.01,0.00446261
+RungeKutta4,76,7.6,0.0468073,0.1,0,0.01,0.00308994
+RungeKutta4,77,7.7,0.0462737,0.1,0,0.01,0.00210717
+RungeKutta4,78,7.8,0.0458940,0.1,0,0.01,0.00140785
+RungeKutta4,79,7.9,0.0456255,0.1,0,0.01,0.000913334
+RungeKutta4,80,8.0,0.0454367,0.1,0,0.01,0.000565608
+RungeKutta4,81,8.1,0.0453050,0.1,0,0.01,0.000323046
+RungeKutta4,82,8.2,0.0452148,0.1,0,0.01,0.000156919
+RungeKutta4,83,8.3,0.0451569,0.1,0,0.01,0.0000502803
+RungeKutta4,84,8.4,0.0451296,0.1,0,0.01,0.0
+RungeKutta4,85,8.5,0.0451382,0.1,0,0.01,0.0000158392
+RungeKutta4,86,8.6,0.0452004,0.1,0,0.01,0.000130397
+RungeKutta4,87,8.7,0.0453810,0.1,0,0.01,0.000463021
+RungeKutta4,88,8.8,0.0458100,0.1,0,0.01,0.00125314
+RungeKutta4,89,8.9,0.0466790,0.1,0,0.01,0.00285364
+RungeKutta4,90,9.0,0.0481381,0.1,0,0.01,0.00554096
+RungeKutta4,91,9.1,0.0501413,0.1,0,0.01,0.00923040
+RungeKutta4,92,9.2,0.0524589,0.1,0,0.01,0.0134989
+RungeKutta4,93,9.3,0.0548424,0.1,0,0.01,0.0178887
+RungeKutta4,94,9.4,0.0571259,0.1,0,0.01,0.0220944
+RungeKutta4,95,9.5,0.0592247,0.1,0,0.01,0.0259599
+RungeKutta4,96,9.6,0.0611031,0.1,0,0.01,0.0294195
+RungeKutta4,97,9.7,0.0627482,0.1,0,0.01,0.0324494
+RungeKutta4,98,9.8,0.0641566,0.1,0,0.01,0.0350434
+RungeKutta4,99,9.9,0.0653279,0.1,0,0.01,0.0372006
+RungeKutta4,100,10.0,0.0662634,0.1,0,0.01,0.0389236
+RungeKutta4,101,10.1,0.0669658,0.1,0,0.01,0.0402173
+RungeKutta4,102,10.2,0.0674401,0.1,0,0.01,0.0410908
+RungeKutta4,103,10.3,0.0676996,0.1,0,0.01,0.0415687
+RungeKutta4,104,10.4,0.0677929,0.1,0,0.01,0.0417406
+RungeKutta4,105,10.5,0.0678975,0.1,0,0.01,0.0419332
+RungeKutta4,106,10.6,0.0685509,0.1,0,0.01,0.0431366
+RungeKutta4,107,10.7,0.0709881,0.1,0,0.01,0.0476254
+RungeKutta4,108,10.8,0.0772211,0.1,0,0.01,0.0591052
+RungeKutta4,109,10.9,0.0891674,0.1,0,0.01,0.0811075
+RungeKutta4,110,11.0,0.106709,0.1,0,0.01,0.113415
+RungeKutta4,111,11.1,0.126211,0.1,0,0.01,0.149333
+RungeKutta4,112,11.2,0.142557,0.1,0,0.01,0.179439
+RungeKutta4,113,11.3,0.154879,0.1,0,0.01,0.202132
+RungeKutta4,114,11.4,0.163573,0.1,0,0.01,0.218145
+RungeKutta4,115,11.5,0.168993,0.1,0,0.01,0.228127
+RungeKutta4,116,11.6,0.171479,0.1,0,0.01,0.232706
+RungeKutta4,117,11.7,0.171186,0.1,0,0.01,0.232166
+RungeKutta4,118,11.8,0.167594,0.1,0,0.01,0.225551
+RungeKutta4,119,11.9,0.161474,0.1,0,0.01,0.214279
+RungeKutta4,120,12.0,0.153021,0.1,0,0.01,0.198710
+RungeKutta4,121,12.1,0.142500,0.1,0,0.01,0.179334
diff --git a/modelling/data/abingdon-all/resident/germander_speedwell_simulated.png b/modelling/data/abingdon-all/resident/germander_speedwell_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..11d0fd1d9a727fe9c1281c81185d152188aee1b9
GIT binary patch
literal 33218
zcmb@uWmr|)7cUGV-GYELq983G-61XA9n#$;sg#sTDjm`#EsdabO2?+9L1NSK&doXc
z_ndR@bHBVFeB{|I=ALWLxyBg37%NOsUJ?_H7!3{%4pUl6Tp14TmOmUE{5%R0_=IC<
zW*Pj)>+)37MaACC#ofrs6z-Xki-V25i;bl*rJJdfv!%TqJ2UHJW*$aL3l|p$XI>T-
z+uv6(+dG-F&`5mO0;8ZhNNG94!C@Q0{=w%7<yykQ1u#pCi>P`eZ>J!8;E#_6M|<s(
z-9`zpxHZ&TYeZrkXlt{@UBZeLmSRTBEUo))0?W~6@lMAno=pc+6dvJ>HzJ8c>*4*^
zI8vD?@EeV?=R$LLsY_qo9xku1@Lu)yB-rln@1HsS(VN14oa$W?-Dg&TO7#jy6y*~}
zlNq5u_<`zGEg`Qz>?10ImspgrUxt27N00))z%gcBgS!K}L=)rx_e+L?g|7CZ7nhd4
z=em9(AEQnE>O3Hj+uwHv-BhUE(K1i@sE_1*yrb6qm6P-ns`<}uhEgdTo1&4iu{ztd
zx@6~Mp+zmIy27}Ew)TgMpCLk97Z*d46w)3ZwXw0WwZ*#aJcIBLm<tCZ6PlZwF-W-;
z)rgU?$txokS(;8V`Ons}eDo>q7G}IJEiDz7l<cW>Tw10TIt?q*s`!!Jy+2_R?dlkz
z`}Oj8j>Wza8t=hYLT{p@lQaV+x!+@Or96wXZE0_xu$tzl-*k|&EA`?<!|mI*rHqX;
zlf8F7?=QzF$f&5qeD4wSqT%DyVQxHBzQ^`F^foebVIAt~3dQva@<V6;UEkw+wihQ3
zS`8ko&;vHG*a>^NLYLB4=X2NHcnbVf&a3@#*O$9~Y|cOAENyIDx~{IktxAcBz4RzV
zK%tRKOn>sS!XFK~RWT6nKIfw$&$EL689Jsz#vC4nHBX!NB2)je3RNQxchz#dM6cVZ
z2KiiQx8Y!U%DOb}?9A)5&)zpHxoO(IS&xUZ`Q$6hNO)~(Y4eqKj@<kEI@LCBH%puK
zuTBU2x?RWha>;A2u8x}z@VPq`{LWNP$D6Mna&T~r42J*Ys)rLdm_N)YN6dRZw7=Ja
zfZfTr+d!S5=l1^laY(#GL&LpFiHmt;p|x_14|=YnYWp?Km(SSP*p^p?u0LC@96Y#%
zfFRIKa|Ld-$1*o1r$0lWX2vP}#l>F7hS7XZlHJDsY^mR+^<<-W&5N`3TzR^eeP$}y
znp9L&#%dcI8xI&6i#m39>URahUcY|lx;d6l;O6~0JbYGF^zsC9+?1=`WZ(l;I~|Jl
zeeUKcMPY<a=}2Op>==BOl#noP>M1WDwee153twA&{>c~V%G{41pAs->XOmJE;Smzj
z=BD|2C6Jga?9s1jw_$QqQHk8Ye}DN4I!o-AFJH)eLUt@w^`)hy@8IJ<c>n(WKG+O5
zE%UFh?^;oWLcjDq;NVb;GaoC`DmNcU?T6wd9bKL8_B8pN^VYi#eceQ<eV?U<b7q)U
z+coXZ^yQPVmJ(JhnZnZDyLVGI4V$NH>=WV`G~D993c8h)mn+*fotoWyV)2I8&SkY_
zy}f$7)x7dux(@MqV9weV>msyFZ|24ILE5#;PDkk7KrD+DVjib#Uh?GTUBBz|#&13u
zA2B)tp!cb%O<MyI^`g24C$6}?GV7lms(%|0y4G#<JLu!`w(0unUZ_#J<0|A(hl9@H
zeYC~ggH6g!sUUP&Ih<dAU=EkG1GzPkaA1`@jm}&v%#&Dam(HYZytR!#j+v}HAyiUP
zP(bghH=mqELOeT)PRPukLqd$T&9j=EH5Q;3agSYs-0xz~q}x7rp@*e8*7AE!{(eqw
zZlU_tP7BtjXR&zW{b|=1t0r5$^KIBds;)@MJh7J-2Ll?-HOQ-2E0QUJ>gq-A&`}Lp
zdqV+>so7HmZh7zYxkxU^BbJ7rf#o`+<I7z!rlSRFSfgZc#ME+d<3wX^9PZP$HDp;n
z1{=l2IyD7sQ{!<YoHmL*G|xV`^tPQGu75u-wl@fH)6&w~Kbp4ZJM=cjg3RiQHlQt;
zQQ+Zy|BP`rYRJl|gUmgz8-=U*^kB6IJRr=31}_{}BT4l#Eu`C@<<!+_^N^Ep*{SaF
zH3mS3pb-R>DhdK>g6CW8YD2E8oo}fNl1B3mmG&|NFZQDSijIPkJ_`7q_86$v;MN^D
zi23|%MIMdp2pv5K4?}5u*04km*%~?F7{yN=i@jd<fzBv0z7b5M7CPZ^X1n?3v(eJ*
z^mJiYYul+x>87&{hP&2Cl3zk)#XiH?sRm~S*?G>ilohwWL@u-|2hXGm78&ozM|2Wx
zLxbA)!sBCO>Zgn0EXzsuO-lX9$*M~iM6>B_!I&z3LyLji`i@`kZhXVm@n?re#_GT$
zCZ1aHaKv(m`Q|BELq8UTXUWYOHLP>bamSJUTOXv12Z6DTm))#)&9%OEkCTgw!g(nO
zlZvy<yKpCLt;dtYUr<Be^Wzz29mhfu(fo&iiXdxr>_?%_ZT3d>4m24o{S-$WE^CUP
z&v)wi{LuT1%pC*=U%zIy<1TQRu&Z4NW?uPPy`cL=VsI356}kT&DNUO?Hicl3D6t{e
zx2mX;pQ+jmj;UoSJkCGzLU1SOx?hF}S{PnG4%#*ncyau*4V%J5_K0!^JL;m^cKZ3&
z#3x#QY!3_VI+uK2WQPeH8F+Kw?WwAi=3VPq_}TP_q^1*)wV^CE{`(stGcz;HMyNjd
zHD!Lf)DBXg^!zt*R|)iHCb-B`%M5hAk1|j%hiXdab-leVSk{9hacB>~<3{pKwc4~N
zeo{t8#s(RSw5;)H%DVd1tJ^w?if_(r9$SwwPJ^st6B!wq(la$ZZJV3wRlr0|o#i}v
zvbSUlGRu|YvG;($ao#1d4WvQK=jtnq?~rL@VM(0~Q^y$+EPdM2(a}{84-YeM!uF~<
zFYl3#k5A*-#p!BV;an8Cz|`2t$jE2N-1U`v6+a(ez4N_pzUQ591UG|SqunF?&Zp-_
z1R=iXw$RgXmL|nC1CNCu=1rf&A;}KLf!^NAzGR+*L|cgWZew*>*<&3$JG+Dx_Zi2K
zzJY;(YQJk==xN1(pvv^cXsNGjFQ-EjMp?0SY2#6%E5_xPR-;$d)Q^J!A-{-ixm5ni
zF|dfAFItf)ww$)$I!yfJ5D^ir$ZWE>lDPHnft)07nidxqm(l~Gw(Zr`m7dK<+Em}O
zb(4Of+Ld^n5vPevfif~(l5ahboik^BBX-T;-7VHF7qE|dE)DzL47P%Tg4Lg$SKYMy
zzD3;Yn6Oe<wdqghsXjbBWbTPzE7Gni2)7&D2U*K?wH%yxt>PN9z7Ncs3uj-Pl7$pi
zR7}F7qN?@$E}?oy&L=;Os!A@Mk|i$)j;06&PnYpb$2}Gj?d!KWr#mS8W}Z?b*btUN
zH^<$XL4ZzU;^v-k+xtp*T)%SyHs1OG3RPPjPo+)u5ZzuaEN$9wZwxv!o~pD=Nn`oE
zd<Xhv&*x+z#A@<eBuTw4A2>R>o5-v6xtpsXGiYp*^EfRh?uMFwVK!W38zc+PHL5I1
zcZE~9SSt}m$9crUqM=Y7iY)%q!O}9{3#?f_txCJZy{zE9?C>#B#!Uu_7e52e!gJld
z>uP>vlt@}HHFzG3cxRD%WRO~PiOFUOSiJufEy7+`b8v9*RgH)#R3e>Y(H3Xm6@lV8
z+mbZtW~R=8xFN|SK5f(OngHjJc!sQc^t1FJgjtQ*b=mM_9|r8Y1IMT#%;1A5Jstls
zv~zXlc7e>h-Q2k)aI?K@Uf$bP<GcwOP-G@KTC3K!Js0~~B#WT+d?;Z@fOVTkhG}<t
z^XgqD_p<Mhs4jg;7lbe0>N_lrc<Krriv&{GbrBvRXonjuo!DU4g+yAz%_k1tvGfy|
zPaIMX9@997*11pKFG4UvwHU1w@)Z&iQtMCMsw;K;G>FgSZ^0_Ya8G+DgUpMvE+hr6
z@=Vknq4JG^%h1z;9<p&szYVNpjmon~Vvd3yueCeK-yES;kXwVK(~_D9!khQ&zOW`@
z6bHchIYwr>4k-DY2O6DE5bR-1Aj;`}d-qWGd3z{s!5#4goMcp&tO<9LjNyjOlKPQC
zTAakl?t9d)mG+Fi*Up5wdO5~*vlivO5cGoAuvqJ;Ft_SE;r2B$M8)0l^&8{b$Y)Tz
z3NGq8EO_v!Ye*Me;gXFkrUl&cg+#U|kc`6|s0AUMID8z2EpT^3)=-F0!*`_G<684;
zqD{7T<cJ&{k6QLXz2RtC!ab9iE1yzO_hQHg`6szNdh%$Kp`Y&2YJs=D@GAkLy+Uk(
z!#5ja9BaFtK?oBhv)lMl4_m~vj#t*`+kJ7}Q59*pFB}pFpITs#u~(0N_l>ara^=+m
zoe;n(&fOgH=wv6&+DX^>PR>t6gdOJtzj^{PtfJnL!!6w7Fgs2DY&#H_cq$qvsf5XH
z3n<#B`>tEh1}sg1#}Ku&s%cCo7y%`hY!zh{f4YT@pK+ScpPOcBYP+<_=WCgd`;XZN
zw8&(_i)=r$?IUhU$Wf#U<9-iJd^j^0Id9)S1RV=Bn(-LmKag8_McGM|FNC8REki<Q
zhQs2_MzkW#fW2r83YV;~+?6J7xc=LYvPU1%XB_U#XCI2&a}j%&VOGAT#A&2;sBlIK
z6?t_KqK;8n(Bjz=d5blm5%bn#gvvytG9+WJA>z;z?siBDN}FY1o5^lOOa7DoSrCBh
zlSxckP>dV5)^|MxAfa=RtwZsnaBED2B*iO9a!+v{LW@0#P5hGjoz>p=<1atiw&y>j
zrKLFVIaZqW$a~c`V&K5<fV3BwlBGsb>>^O*#Fw?xQb#0=DBzu0uL2=dY&Ld4BQIHa
z)n@0w2o|&yg(Mikf?|Biz~}t+!WQ*3!X6d?1U3F7uilPhajD)8Fv+GACR95fiV+B)
z)l?n!$asn<PZc=f?F=_m9Ndk?#eSY^&YgZlM7=%u@q2>P;azh<)FqE0<$$Eyb#LLc
zQR10&a<pUQV~?_G$_+^-j>4iyHZ!KtXOB9p5w~oG*3`dZ?!$`ggtrwI0_&)i$}Q>`
ziV_$yBFAH0P7MdQLhw%s47}DKj#{BkH(c!ZDAYb{8)`GeoLR<vY=~5iZNB4?rLw&~
z;OTmo=qLOt{A}h?v3HakHu1QL0u||Osbtm)dVd6aX~&Wgf8LjGTkH7^L}dX1G{Mx6
z@j8T#AOcD5v5tyX*s;M2N4Dkm<W`X2;=fwFXx(`%h3NXxhetPq#fGBaz<``T%)Et2
zc#-q*B3|5GiTK4I(P$_=Z>lrBzoKvD60jK;VGIU_#+NPirTZtboHSpbH#7It)0%(7
zB=#)A=`pD+hpI<i`6qUy)^VMqlj6F#x1D}@q`&kdU_yGvW2f;LV&ePKj>>x#&2+tM
z@(bsn&+XL`KFzsM)R%%5eIhb%m#X#;t0^pI8aYs?m6fhih24pb5iuW&;+nGduXhdV
z+=I6>lo)oJ;m5TaOd!B)4_h#s@j>I8iN&=KQOanndf+zxQD}7(1YfV&`i-I2n~xkI
zLz%B}E04z2kK^SJk<v--pw@5Owp?*V-9oO;RhOpTDe>lFD8W1@QfrsaB)r95E1Y#T
zLdIQ+;^(oEpX=4|Et0zlEFF@=(HkGQ4l{25GA;f`#;;00MHNE7N}Vi4#?q!D>%fKS
zoNn9u74A1vZMP5j9<kr04J|RM{6HCmsExSS{`xiHtb>O!Qm9ctMJNfAcDh5>)51H$
z%!f#~GH}--N^oWx-pCuB?yu<WLnm`xMG#*TJ&Z*-f7uq)O;OD1F=wEtj&WZ&{7&8b
z`O5p67asFSMlPtCqv&+XgG@pA#8Si&suV~logL<tMfcrMxgJ((W{loy7U>sk=eTDY
zfEUzY?U20if*J{B6``2FbIB}wyCo83oi3flc*lWV#F{i&aVECRhg-tpqi_#G6MH{`
zFLvW#Ur?e*d#;Fz4TYZk+F4LFceCce8t*pNV#T0xU=oeCpaYf>twddTOhygclsf`R
z9d!8>^mg4sx=?kv$LJ21U1d}{$;C>7fjTGLB`#w$H(zD-Bp>-DPie`m^H*Zw<(Z6S
zPq~>Nxhr5>`@kC^mBCZfX1+y2V$u&4<M4OBr4!UhRg9%=I#f^zYN9wDJf<w4_4r-X
zWQ6wJ3|ai*>N56hsaDt5BeZLJWypKq91^#_x4@kvXEcqGag%4)iZ+Ho9Z4My-y+}b
ziPVj{%&);%#X1#PNS@;JvVgX=aYXe9GPd45yMKhUTITIVxww!hfbo7U<ZZXfY@KVz
z3sA+I0UVR)RaISGVCw1VS&fKJF!3%X#ugqPzB&K_d5XDq{#G3CxA_6Ts|p!+|3gH8
zo2!+wBqjl3Zem_1@siOR92`tnPH6x7HUE&};76Z|rA1w?3Y?UILmMX71QI53c6Y!&
z<+HvR1wl_auSg98pQ;{vZy6C~9i2jDuJqoM9dSCN2p3`xDmBUH&$DIb0xL0&^4aTN
z?o-*KxrBv=Dq6a}fn?_8<;lKA&W>m~o@nwp!_N*9MvGl&3z-J+-*#_rj~;UXz`dEL
z2Fax%<X%#i(a<+z$m`;qHWP!N<pD<D2KYzSwADAl1sA~M>L7H&0^5*~kV2RHnl;`s
zsBLcQCAya9T?)R&;bCD)n*j2UR+pETGk0uT5GO*qEz&X(&!5U*Oeh$5E=6*Uc(N<6
zP9SV6mN@tGbP$k`6e{-!qfZbH`yW=OH6@Qjl#!ukxs7^B!SYhlCO`Z6b|=7Ks#7tQ
zl~1M-u=x$Wk0#CQvu$|v@71MIl(}xIS7A)IyGA_`2T7}!b^1vZyj$RbKUB&5hM#&D
zkGP68?rI=n6-#lsCfOZqq)}!vamfO(pUH4Sx?CPMU{|j5V^yWB*&P?f)k<~_KkmTQ
zrlwPuSleK`1v@ub4BgjJQ;QRWs=K;Y$(-LJVck&mcQU!OF8Q1z$#j-!Z}7c^|LSC^
zdT>xtjbKsWWL~HuMNt%G4}Y-lb-YNWFV&u#frvGhw%?%D<aoT;;%CZ{TTI$f)tuU4
zVR*C!<iynL0()3QF!ImMkQ1R@B!i(=h>{#*wi(5GE%hh}N3Rt>6h)zBOQgNt5FK!Z
zp?Shy?W`G4EXQbphj}z(0Zjhl?i07b-%Cmon@FHyxOiNhuI8gsiCf=%3ZoQ%|L~hz
zqzM${<uX=Mdi!BG1WyYO5RUC~Z!$`AawI-xJ3TMiY!XIR6zB1al52kkV<i{qAGd{H
z$}#u9!kQoIYQW53eTL;Ikl5Xq=%1o!pOS8?VxN-XQy;RiVKw^L^n|v=A6)lB0j{5d
zO!(N}%+_jKFpsNh?CumNbnISQ)>Rn8JSC1X+Dl~Yoc$3US&Qir9dnDhGhyU6iK1?9
zoN>7jZPDo*2(Q@r81f%9C~FWn2lNV!Rj;a_HM#~L6=S==h0#@3S1WsN6hExA-6&?S
zwD$o_s$51{*_&<^d!~%PX10kyCJZB0al#i&+Fno-AfpmyWoBj<6ukbtJ|iwG8xDxX
zT5I?C5U+Y{t8M)}F6h`>E3T7=Ht-K}-o(U+t>o9l4_4>b^ba;c1F$Grg8-BFpLx6r
z2~qj?Jd7sFj8s#-tWj-~yf!hmbtu3Ns7#cbqW|A-5fBIe9tJk^8)8^xqS;UA|M;hE
zOQbDoh3Z`Zcsy_MhX*7tH6T&d)BMgyH4MT4A1jymxb>sy1KI&lXwhYnWI#r=HNd(j
zSuDbhjgID{dv(2gczLF0YWk5;vrHJ^w3YI5+|{=U36easDA1g-I@pG^vtE2{OXPDe
z@q#9#U2d5>jjCycrKK4(Yh#A-0G?Rc>yLf-SxX=+c>*3Vrqk0?CxEIG_3(!!Ma9JO
z<No;i;ad|1Zo3dB7|4AA03H2RDa#WMj{F1>@Wi3ZN_iQN<SF5Qi&V6?DrNv%{ETr8
zuDYr!-)`<{I6+q^F7??({nv29!Z{c7%QNU50s@*CnrH7)_}paxWh*W&-Z_{dX1Y06
zY?VSK7A)oMT~EsGAnfzaKSsd&D9_CCf?#E$(lX|Z8Bm6<(!0|&3O@ba-R~N`kLg3$
zxw$pj*x5}1JF~%u;nm7k`8@EGNr#M)QO0Xq3=9m_bFF%};xlF*9<67ck(Yr(S&}_(
zsU@=;8gzMDV`vrBH>YekrKP0aBqkDd_4TQ3Mv?L;7i%ah-*0MaVsqV4b)6YxV`i4W
zgNHZz>19L&hMKw!iCmhX9;e;RBPJ#$tE5K<N88hUt06_Dr3qpoSos4gIdX4pr>mt+
zOtQqEKFwdwn4Fy4s0U9)RrH%TIM91utINxIb4#^lOeS?y)a!X~z2NpTLQexA9{Z9j
z(QNm;mQFHQiMZ^N&-6f88z%U$s3{^N^ZKk2SLl_qlB((h5ajRR;G}m~n)MMw^^}$0
ziAzWngkXy8E-o6=F)*mC5_Z(t&GMQO4)Sqws=IAZeH;rCFiaXGdHEsdSyE2Fr?qvV
zHuf~<A-Uj-THcbj5bVMMO?QyqhG%9NhlYkWPSWY56cjY3GJD}xNmp<6D5_i7*jGHl
zegcO_E3bOw@1e66d1)+UIG8Td&Aeq>4VX47E31*yFP})f03oV4Nz=r2_{|kQ2@?%X
zxjBeAxNq_7@gX_8Sp={Agt2?0(aW-XV)n^P!^6r@Hk+|QK0!hKMnfTR*^8wMmm00L
zNGCvGWPLZw2*}{7M(_LSfYO)|WK@xd;6RQ=&Oc#U(Kw3Bjr<6CGc=}<+95I>i(iQ>
zU~Y-mgv`;&_4W>YFr=f9`lt7dq^2adzU1N8=*K&1CG8zZEUjX#n1ITiiv=v@@ri)l
z69;hzJWl^S?gxzLK%7`kcJ5zSL8p{|U`JZ}ICQhMkDSYVkvy;FJbi2@$V<hZEWe~g
z9b2O0P`05C5hs%fQqyV@EkKjzbM(Fe@L1hTJE)cN^G|yb6bfE>ZKC{&DE$5K;&^#O
zRj7lFuX4;?=F-FGLEcn-Rs_i9h7ByynpA-`LAJW{(AD8_k7uHdjhHu4c&bLwW9E_J
zp*Qsv9E-zdaZSN7kTYt|B2IASpDtYzIeLLFLHhkACHH<5RrD*fzG&P7f(+U5vERiK
z#c24An&q)TiIWn@B(3rIL-c9=4DzpN!K=KD)ZD&Q=O4yl$R!B<JN$z$1~O5Oe=f0T
zqw7BcIgxZ2Ds=4k^d2L<VfD}PFFH6vZ2+Gm{ylAPLk!9x0(UuQvAmjlzk{+~%Wpl6
zH7GU~|3A_BF*4=9X7C2Ywtoe75NH3A;^e5<*<=2dK#b9zK7IP1U=Hf5^#9~AVPUv`
zL}_`%j{NzXL@MGy&z;F+Jyyh8j}jl~rDClIOHqqNTeoOnH}HuFmeC$Oe5myAOhU!R
z_U=Cus(0W0cLIg&NV_p?g&%tzTKs1j@Cgb3on7QIii#rsGqkU-??3L9`z~p2AT?}#
zkX!TTL#vB)YWlbCYocvDD|QV6={U@!3_USX)Z3fyA9v2{-;RIh&Ye7d=-8cK=MFYG
z91;@Qe=R<1kY2spzwi5hsgH=&`1XH>rl+U>&(Mm>%A)@s8j*s6;vZ{~j25NRiVIt-
zm-DI);yR$<HFU#eMErGj+gSkvC6`fE75AT&>7`L<yt(C@3WR(Wu0*>^=0{%=EdmmT
zVrvdayJL>yexTZ2=9@c>`jGaRjZN9CH<60M@8Z*Rw=5|&9bMS)XWZWlM}uXkr<W2z
zA*3JAs5NXJf{QheOz|S!7+|z>n-yWZsmiVu(}z(N&a3j>s}jHJD4M7R7V>X1pPfew
zOJUlop5UC{^(9P1=>Z6X0R&SQ5!4&uxq&3w8BQVo=*TTUKcB}gSrn+GUX$20G&`mz
zKNn(?|ENwXo#7~aPmJ=5i{pBj>x;%+30U+Q!wHyp%}#+x{E(4R4hT2db$5x0i67j*
zFB*(RMz2$2r?!c4k4>ECJz(4w(`e-qDS>*Wblz^ys*pK!nf&1cJvd9{_H%+z9tH;4
zqn+78(*F5*!>-=mEjc6qL`lY;fdP%QjwmvQpr9aSEiJl$fB-8Y>+uq`IY95o0(p6g
zg-F1wl9b0uyt}98>)f0HjY4YCSk<HrJtrFtjf9i4^JpElWR&VARZ=|=m*rA;)yUj|
zbPTYSw6U?Vd4i0DL@+%=HD-=N8Z!`zV&mfps-DGqo*!**)El)0O9KX<l-EVdCzZ|g
zwas+(Ghz~whxGI^NZ90zzY}b#lJ8ndOiY$<^wO8=YMaT-rncRdtIP9IgICDQD=T!3
zVq#*ZpjIi63x;s}T3`UCIoDT1P3>c4P!6~Hn|JRreWPvRlfyGJ?{oAi2@CtvfB(Q?
z&1({YV^9ZFclpNf@bHgCMRF+yq?>iFo3VPr_WUolrmAF%(Y;$ZGq{Ykb72XVM`GAW
zz-D@o<Ss+h=Ff$;4fe6w2G5EoTwJm)E|t837HGrYzsFTSVsGK;_}s!4dzW~6nz274
zgG>9H5jIMVKV*XC2myvJx4uBk(9zIF#MGpuLV4Z9b^&aqpKd=6hSV|}R)~m*Y}5>X
zEz{Da2!@z^i%{x7)!8cHvccgrS&MYm)z&W15AGxO>gebwB;4vK(@M5aPTS!`Z&U(W
znVZWL<CDjS-`q0pkz-|WRX(;MaE0q{1BET0ZFLRrEnXv%B5L`Ps1}Yu-k;*Gw@Yl3
zNycz#H6-WB4cB}ccyD<vc^Q-8Zaa_-5ej{&)zIR^ePWkr-*lSOn<mt(u-SaF818fl
z9WP{_pR6!HE=0tky~Bm2OVkdXH;YbUcf=l<_EEGx7H!P0iBi?jC`6{#ID0r%3D*P|
zG^bhD@h+ebc<HWUr@P)_xj_XCi;h|TWD6e?^xwe%ZZi;qnkK(e`M}L4wfp=oJfAqi
z4IxKqB2Yu%_MUp!x4X}HuBMb5wgxiKHl17ml|#*y?tUsV%af!#17EqD|B*gHj-IE!
zr5K6NTm$hc^zu8NbuS!1q2x>!`3Xvc0>cFoyIK*%Ba+f2ySlDQ6G~d7*785UIt-qF
zv#4TZZ4~0M^Le%Ih5jewAQG9U$(RyacaB9G^Q%fgCgd8*Mtq}*kj+3jq9geyrV4yp
z_*&6^_HUT>KQJT$@Yb#J5xk9J>Oa8~{C8a3e|^-NnD*}fG{S-jpZ>5w_<WRfg0#k)
zhUvMvrC~)Y^j}f*rUH1y1ad&N{ha)Nf-=$_75kg~2f!n2R>o*sR=JQHr13ZOYsUvt
z+kYZF4EX;en!CW=L^?(!*cf8L7#aV`$T~VC|4ANb=;-<X%1eLc;G5*|UewvS;x-b}
zhYDwOaFlLV7@Q|(kiQu|fBtMn*sA>dXpp|tYiY*^u899k6^ESsKldF3_?Q1AVIxo@
z|0Ci4#_F&X3LaSTe=lFh&li?nBRUGdcDkkhF>8>|`O*J5h2G?E_MqTkBve#XR`XSY
zSHFr6viu()18Sh5q4hEceoX%b47ri&{ln;hn5p>hQY2uuc|->W9&bQ9V1>WIeGvT%
zL?`}pvDlH`taXDx*!S;&|JW`BWUTD}Y?q-S<$ty-u|C{u6YW<;`g?gma?>c*eh8K?
z1|9(^G&(xE0oZY9FZy2JWq3ZEed7@UFeG6$)w`bw<WY9J8SX#x=m&0pS65dy-wO||
z^5@cNNm-z7e!+9TRbdK-bOHr^4{+kp!jgASj|}N*O8`Rb!2i%FX`2Cm1Q1^eGz>f!
z!)Twc4Q9XuPc<KMkg;Bzt|Z*}ZhrK>U;6UyT}(!K`MX<n|499QFx9p<RiM6y4P*_}
zt;n1l8ff`I?Xwy5y3MfTH9h6;4@&JBV_%<{g`r}`P7Df%p`ypOhf?0-dMxw8$0u1`
z-9F?O9iqPr2XL3>yLa#E7~9ObT`@5+1^RVrJ@$;XDlLXsd&Wx*Sd5H}=u;h5`%^ZK
zadB}Af*k(<$KK{OZLd)Ao)4r7z-UHaKI3+j$zSmJ;^N}@T$9g+v$}fx)@;2-9ME9@
zhmYI&jkSDzo6h*%wlwJ&8C4Z(h}@zti}dQ%eG-zB85b57tePbXSO3Px7nhf&`^#Nc
zdP#jW;5-5ZObwnXt6A{t0w_@L+sDT>a)8VhRbO2EY;ke%0V}H#8DD2-r=scC>Q-PI
zQ5*A-YkXy!*$c#AjX6vbPPvWE%@u(4Hx6RyRGv>)+YV1mJW^6pV)OWE*wx>!KKJqC
z$9$h+tqKXBU<eNn&&Dw~vyF96Jkti>1=iMFv%%$44`F@%)M36SPgEr$iAQ<x;10j-
ziJ4GyqBIv46ev%Ls*o~BNlPm=cT~gmKLy;Gs;X)p-G(Af){C;-&Q2-dlyc97eEs@W
zSzSG+pC!r_P{rNM>F&Tn_un-B8z)O#&_|(jVwN#~A^wn*^pKZVn~dTK;`;i!j85#m
z`Q#;C!+YImk=wSMf`Uy49yIdFd0X%c1cM~!UwvEBMPA105pj|va;wHOPSY`<S$(W(
zT(x$vs7zxdB4kcT6Oh&;EYq5KV7UALPUTCrKLam`IKvMj55CWuWpH%^sv}B1DF`VT
zGQs?$t&Qq1m>{?>6RX9O8!TyV-;uiHygN6`KQlSHO^j=M*C=i+GLaWWX;h1#L*K;Q
zIL>P|6_u==nmmd~-g`U<j@N7wSXuIBWK=%;)DhlsrmMHU{SP_UVZG9>b;y7v*OVT?
zlX--@grVJ;w8&+-1j4FQwT|;&C`*vJyl0Zb%r{c>G#`cw&CnUF#<?<+2tCrK!H#;{
zeP%X#M^k_9zIW7!l%8|a*;RvMm(%LZ5Zfb8)gp|)14!Cu|HdXn9EC#(^f-7yv9i=;
zA^$N{P7}Ogc7t8IxXn}p7HFUC;_4>#99a^hkf2YV95JbLZ{5eLXZxMGpZE8tF84)_
zjI^q=G<|v5_3YjY1kQc|Olhk}BLcU{H;mCm^8w&uD~QJ%aGMERUB5gnF+QF2<C0Rb
zu1^-^*C(%iB8wz(d_jr0*!FVyD!ijB@SfN*<k+oK!@GN#B5nKaex2Fr!NsS7yK`2*
zU~cQua7#Ki=_e$K26$uSpODa9VU68DM0DQq>&XG%oW&n@z%Fr@8s??!Vkm964|DWc
zb_mO3ERu$ruU`&Ti|xm(jx(&<AFYXdo=wqpxL$4DizB7GKHqck{5i}RFmU|k!{z?!
zv3mixYN5z43KoP|+>=l^)rOYh8b|?T&gXb`qr#_*MffN5e7Ct&`|`0c+`1v~j#%dS
z?>R)Y!nLy>`g$LTd|vqaY<So#=Ac4(d5=OaejcvbcN?MDC*j$>2Y#Qksk@HZ4G8jf
zjQ;qh&0B(?(21J18vM>kaT3Y8ACEIE)HI=YpNnOdv39G8i%zX-k?Lqbi8+l|lUQeJ
zCDpyUaL17Q9apkIa&8cgC_hTHHT;7yI7{KsQ!fpU%1(QO*{Ssl0hf3EX{}YcIbA8v
zlKIEjJ`J*0$Im3YQ5b}O-6br~M$A~Z>oyWLR_I}AaLH)v=FRX4eb1+M_v3X=oZ;sa
zYrOvM&G%fvF;Wx$Pc-X)y9NB2(3G1dWWq&p{@@Z?j(Uf9?IQF|l9_2|FD~lv%oKC8
zuW5K?HT2yxZR%gS6GnL7GV`PSu^xHh)9lAyU-8jy|BZ?B1rGuShUdJu)}4D>EIMd~
z%VBY6*jK;E?3a=Qw=-3~*^2Tb>h23&?joH&@4yAyNM%3g@!|IAv3<L}pQnjQ#>`na
z0qW0#w>9?MdfzbST_sSc%+78&ZNuJknVHgK5)y3sRqXzWIp(x^r&VlSe#i7=J{swd
z?>|H1`U+$<f9H5GPaJfm?-Td^eEmYa{0_Eo*?7MSFgdQFHSI1s-oYcL<O#8c9a^^@
zUy#}lF<^CASXh`U<aXor<*0ssp8eaySC3EE->=&VAfw`n?601ZNoP{%yrt!PUGVfD
z#p*3%l2C7GNs)bguKG&hK#i~YtCRE3*ZUoe)Xp6=vO4w8$WI<gy8MGV+Jf{k3%hS#
zju4(Ie;+A8@=fOAeA>Hsv>SED&wxVfz0Uo@gKlxIKb9Q_U2$}zq|UFkbbxGq<ki6C
zLncAFl4MTJ#_JwQo{p5Ww}9!ehDixVBY9DlUqZb#)$TBYh`=VuA!8QJDRi};P!TLE
z<)3E5qew?#KW?o~^yi6C)Yg_+nQdPvkkG2zQ#9YCkXZik%viik*ZrF!^r|)5-I7D>
zH-!fi1q>f93SOO_+Qs?VYik!Jzr|%q{i4t>r(tQdFT1f^g&CBI{zr}8%gS%?A(f9?
zQJ+P2oJ?`o&u0fE+TxNu6b0)I$v~IlE`?sT4tPAok$>IuO?8;BlB?{=^|Lntu>iVz
zxUk12Ake?`<hqsarKzDyC~1jZ>}t~vQTF2YuYhwSb^vp)k|&|c^vKj?m6w}Sq2xxS
z<=UGV9R5#i3L8lR70H(YzY35WJ*H+8?{GK2;nOEYo`6IsH9G`)aLL<!5r$yuV3Vgh
zR@1pj+<t5LPdVkpW8hvyI(299aaxvM!Faz^3^48Osb0MB;g!5CbZHv!;bD8yuj79M
z6pF-kd&WIY-)Sh*8U^?|b!7*TmmYtNQF+MwMEEFfv?rIZfsZ9U*SeTwB*_b}1GbS=
zw2}j!h60FL&|U8sl~D^Fg>k+og9ar$rlDTf%R{HH8}BNNYjXkdhb9UjBb>fRMR^IP
ze9?Kw=w>e5YLJ$|dzN?BRvAc+HM-9lSIh`Qa6~JEVQNrBMAU_S`)Na&Su<tCPUV6l
z8$at8>qGfa6y@1b2n1~nQ+x9^6egd*b~>-1AakD?t}E6+zrMNRY2Wl=(@um7^!R&<
z<b&pH^#)w~A#K86vq%(mbYzWlhu^iMd-wW`AWqkFEKj`jySImNZ7+GsBTgO3JJ$B?
zI+bIH8!!$IP;25@BP;`@kX*?1d@R-C?rKWHF;r3q{%w0*QFYhWA~@FZ9;;-59s=KU
z6}akAramnxRz0UEQbwQyA+^&Qn#%b^{adbtG{{p8wK-XQ(@8&Rie3EyLA`iGPTI`W
zzU}6F&&5fu>SrD;9XnAbTsk`4(IM&Up)Gl_*t3b{p=WGiKdg=Xzk86CMUQj8Uu?U*
zfAr%%^y*z$zJBTP%qKc}*2C6rB(3+GdaSOHoT?hJ#(XYE(D=}fZ){?c-+*^&tdJi&
z#+e`A{GJ-GL4S81PUsYpjU_oYT^G>!%-TNW_pBb!(yDk8x?JmX`}*HLe0<VI0&TK7
zGlU*jBpcHe*x=Z=l2jd;{hrYmKvU#3#N^r8yj7@n?@hC={IH&WT=vR==b?c5!z%r{
z9e)pWNM04!uNl4a;Gr<1P^LCxztd*A)gm<%R+!^1XL`I}cS+w5ixti{u>vOdL8Kde
zE6<PLN#|SLE|&Ki=#o=*jFc=$Qq?HqnlIM&X83&~GfGOLy7>YSR-on8>ALgBeQDgn
ze2p(JE|<?$qOg#7c)zCPF8$*#7Je>7C2}}9HB{w;V_a#p_wLT!%#RQa`E4SMa<&?A
zo`%#YF6(W8Pd1*B!g@>e`JvM!l4LF6v{?9h(&5-K-$ObIPXln#fndD6oB@k(8zcFu
zR}Us#(v{I<HXl4_QE1}h)Us|Y75s3=Y`sp@a_?s=C8VUP2G9(DZ%(z{tjvnSJFaM~
zt3+_^m%xjvG4G?q2VvOQs$C@-EAgSUOWWGs|9kW@^7F&G({3kH9Jkq$eKI4ICrWRG
zNZI)ey^6Bi8RsH+{lDuYNn0Mu#!G<~6VSQQ11fz}U=i-ny9S*maR4320I~{$_=%L=
z=M@52dxnmu^mSNNRE`ZTyu?)|2gbolDkneWju(k^Ny7G{cu))Osk#hKB>`9qlRBC8
z>QwE3F8Udu!RJfgB4M!aJ-c}nKH+gP!q!(pgIK<uTCw70z_oh*cyB(!3ED;GJ~wV<
z@3tt>MjeP8Q9+MqSfvHzFLSaWCP?DlYq3(6cGd~*HEyKMw3#o*Ah73L91r>DTS@Yp
zUJe3g-A8~wdkb@>0_}5U(mZY3@e<bYA<wt{<nu;Bp=#j*m<|JQYOkQ`V1|8uZf*`b
zJ~Gaa8yxB4htIuZqTCSdf6mw$>Qx>Qz)mnRw|`$>U%62m(t81Kw^cR+0|TfhbYoQD
z>c@zRf?6{xY175Ui_`g+*vkzE{mwd{QCYLjx#+X)XPbEgxP^rbC?;Q|D<9#Hf6yZZ
zRt0VTZg@r}rnu^APH7pLjdId7Z`q@;_-3KYbp<ET`5_Cq$`1r<K>p#iBYYefTv%9G
z-w^73kJshVLwA+qQh6_0@!MTm)OYy39)~h(d!yf+Z*Jcm6c$6!lHqiHdE5hptQ@3>
zt;q^WySjCn&&Lq&6=37r*y9Q(WQhktE?LEk|Eagid#?a+y@QLJK~F?I+VX}<EW5E$
z4~vvLT~HzMvB-8sb+!7X8!(2JTYjg3>RDM8oSdF^f%cA()uJNC$$IxvCvMi3hwSVs
zRr-N|6UZ~QXuS=<Ox%|*qWMKdu`MmaRTNoq>_E5u($+TW+X_tQE1*k2Szn(S_@LQ5
z_n%iW-$A5(@IXpVE@Jt|j{;X#O{C4Z*x0-=wdKJtj%|BU;o&ju?c%Oml+@H>ad)SY
z1_>SC|4*_Vb$4jkyuqVbtIxY*>B?=VIXQ@E|Du#<Ce>b+c-d3{W%K_CMd#ka5wT_f
zQ<04QE2Icw4w<;FL6Q#a$W~xoAK5J^D2S~d#P2{;R#qO_{lw(|OSat*xn-(dVfJhl
zK?>M`wjho5D)#N!@xZKn5N@JZW0z8nzD7nu!cgzFt-Se#yzJRpq^H*nrTiO<-e|VW
zOGe0>Fqdgn1oa?UM-2y`4rEdl;wY$mi?=7#Im#KnQRzmrooLQDZV$tY6EH+$y3uSU
z`0v6<<-Ph3ABZ_R(K_tb1RUmtO_Kl-%vFLuVFNSaGr6$Z5R8XpaDCx(NG|)j<JE>_
z#107a4iD~jbklRlvZ_|93ZrZ@-J9@`Q(0x>z;cQ<GsmXLL?iE{Ajl)267ccb5)c!4
zEou9kc?iFP41Ouo8iD7=M#gr_hVbZ<1uV6nn%+pYPsGVQG69*Kb!AL8q$DY<@+LL4
zr1ELwSOV`YVqzFP6>bcx>yOz)(e05)A*G-w)lXHG#8`hxVKh^y8y1bJ9~c6+XQ&J8
z^&eowv-4@yxPBqVkL{W{!5>_(R;Fa9Zo2(JF>F_6&^>kqdfB=ZViO++@60bx=3@EB
zyu?GzY6%k2#b$o4>yhpEBF2D5ga0&g<4W&3WYWhDenfgVXN>c`+niIrmBriZD~}J!
zZ-<8NuhFe#S8)md&0aImj>q|iNxH%>Ny979^(3(D>LRh+OEd3H99pvfDLygVC02;B
z)>rd22KjcCA8w}gajD(y)AO#NC1j5aL!bukJ?G!S3dDb`AOMZM0L@=YeYrx{rvqwu
zj1q`1fo-ib#T_#F`3e|EmiIa+5)ur2wK&-Qz;j=)N!Wua`No6Xf}EC?^^A+*>#$cA
z3DJwn%d(Lt)uFT*Nn@#4uxJ-U)B;+HbiXpp0$^A$N9MCc;d7|8+Je*WIZ<<Rxq$7b
z_(|;~yve=Yu=Ny(Q|EI0XioR%XQ;1U9;QIOdp>68NZ)^XxdPHz{FwI(t5^(Kl$eHh
zyr+-P%XB$Mot<{qbE<M-nRuuj{x%oHBg+fQxz<L0`;r><iGI7cup#3*#V*Ng^ZTwl
zYrEE#jeCP3>Mh7ZQxEO!c-NG$((Sapd0|268BB_9$$PY@dAxh-BX?C)50N09=R!1f
zs_k~p@f}gJRtWxGQ9O3nxSptOUYy=BKz=8*ndfdLmnZiu95({$Wp6E6fUY1cSuAkx
zSJjncxGZ+xXDMcztk|zYk``Kju3_HD%8ue;?JT*&q#&$OEO7VNwe4*pyjcovE)SLj
zxhggpdDM}esm{;OI;&rfCKE^Dh|X-o-B&s&P%BLSL}!fq1~ug{a)!F9ytGI^@WN-M
zH|u-4(k_;9+bup0PxEkd7liMBm(s0tSd?sPfV<Oq_9@VEG9q6QWgYXu3C-o^l>jxh
zz9<42No{Ebgz(uK5ypQ1kC%-!e(toq*4tsQYC+BgZq93yY2}d0@?iL*>?r9=&<Uxg
zQfK5VAX;bA8z3bwXMVh!_&j7~Sj)csY4GinE=al8q_(E1n`7nJ6do`XB_)y~gx>B=
z{EC3*VqzyDNAA<dF`n1eV*hz1zF#^CmC7eKuUw=YTRp5ay0d5~EVcw0ln#6*)B=`|
zfzGRGh0~cK7Bb>u<6%T!ebCRRP+n1C+MCD<qfq-M>#6n8%si-Qe|*m>_EQONm(lgW
zfeMOn{jAr)%1;h6`)wG@<@R6u;RE!cl|Xc6Mfl9prn7>X7YBXHs;b#P4)v;S-ou(#
z_CeQY*S&gb;xh9A@`~{JyD!R@%2Xt-H%gB0-2;RqF(qJn%6UtBN6Obqs&Zk)533_R
z=yb)u8|u9hr_nuCW$pb!lp7GmfV7)}jijifW9^2^pIUH6a7xpx+j!ld7~>4*I?mTJ
zpz-mQr%|7;Cm=<51hTHX%2R@Nw7rR8hZ0W*Zm24JtO-;-hg19*tEK7bEwIsW2nftz
zqYb!`Db2pmdPn_SYNl)56tOWfdyvAGk1>+THYctPP22m<%_wBT7)K~rSZ?2PLZ1Su
z{MF>spB{pfb`e(sr^^HCgWlb5i0%=Q-RF2#TyCrpX1P)pIF|YsCgH|IVGVkg#Hn<;
z<WEo(_nAz-_w)OxT)$86AWcnzP9o~By{=2boDp<HtQCM`;RXhv?g=+dsnEmlFeSYv
z8?rbkB}x|pi=u{Fdfdt1*5#;Igo~k2k)y+i03bW7Het^;6J0DUEr~UrcTNPneMdk@
zAIY>`&YwGhPm=XNm!2_NC$6*?5`s|t_7l>UnBA+YcMym8Nc9%?XCFu==(WAkV0U|i
z=ZpXut=dG$Ns$*@US}4Da+I*X{%NE>t(RnO0j^|5?Y<i3PTK2t|AVHedyjFNk<6l`
z6i>IMu8H20Qc=JA^6_(VqchE2pabeH%myWjs;d*k?FOyz@fnYsMGKxDvZ#+v_u3g2
zTH12{@0)iajjBz^Sh3?hCDa@+j?g?(E**kpoc;3D2_Tknj{4Cti|HFz&tISk$dD?h
z<d2d3DDxd%EGVIFZw_BMaNH+Cuo9ec>nyI8n090NJ$wLrM{Vi(c!3wmY|E~#V=02g
z)8alL*Zd8@o|~B|pW3N%Rd;>}WP|!v<K_5O)InCGH`kD^a?<5q7n00Y8!%Ye()=C}
zNZgpJO(ca*ve_T|Xx34U*q#VRc%?mfX)I>CIB)T3QXDeiX23vcJKgvjIDBxw)_(6v
zLmLEqDGEU_lnal*YuB6oa;)0z^hLrZsc_+jkFWY`Lz>3ObA}Z|)0a9&mTJX)zfMRP
z-D8J(29hH+DN~<t@eriW?AD=?Y3T<~k$Ofdqd-A1w~?wYJXP%t3mn`x!X2;)szRbx
zct8j>kCwytBka90GHqNX>q9+(s2{h(Yin7v!|Hh0)uQ~5t|^wTlLy>8aza5k8T&#%
zsiD3aC;*_?F-+I|GV#eI|3YbB*6Lw%w*0M&7t6i4dn40b4?wM&-?lhAh9>prn%@{k
z-AOL_d@Pd1ZzC((6Ut+*Vj;h&zHx)z5CVy!rlt?$gu3^Wqju)Bvheb2!cTT4p6?w)
z-=>5VJS@!~`&cdc=a^KF2R#pFyx7&COyzd=K|M>?MI~H6)C2{nAxtW5T6)&*ztCkn
zK4>f#UU~Zbsokf_s_EzA%C#Rp2YS^T*%=b%zRa+#C;XK=a?0Gcwdq;zr;$CocItmL
z-hU<1__V)I?j0!WC-rn0>aoTZt)Ib^Uf97yWpzA?zFRLdaz4o%aZODoj)dI#p8C$r
zFdBe=saUXwv#YBsUc>jY2@O_*04)EWn>*O6KEQLSnGDmWVp6vp`yYD*bewn%$l8^F
z_4B|JDiv0!8&8D<t@NAbQvBGluA@w=gsqo<uGyDV0dL0A2G;WqM#7G3rCobe?EPK2
znx%qd|4Lh!M9($U39noJJS-c?Gty1D3TeJyC=Hea>K1}YfDP(tU|=Au1#BO5G1eA0
zygDST6#ndWggwlD5EX^w>n{7Yr!D}Ms{Q*OH?qU}@JA<LWa}0<o}q@hJoc74dXjmZ
zvukU!>WlaQWZF;JeIW@9C=9TY4yMVZdTr3%<90}&?vX$12PlAvX?!1Kmy+bmHuAzv
z+kwffI}aHL6|mGfJ97~F6{O^gXMwi;|HgMdj4UiH2|((Xg@L?LCvNaEffepM0{~@U
zA$M+kZ%$$F7Rd4|E~yb{h4<Z0VU<oP_U{kY{%fC+uqd?;fFX&p!hB#y_s8aDp<t<g
zV_nA_Ky!R-Fl_-bIW{(%2C4b_>ilDIabM&^+Dk<FdbQThIalu<J;C!30rjzZ+8>d-
zYe>F+n^bY3)9?Q>L;wKqw?`=>D;u|jB-u~?qQ9$aeUA$~c>4gCb^)t!@!}N@&PBMv
zg{Zc+wknsC!rxxpDr*UZcaXi~<450}85o>pv#Vxl?u9L|are7c_)VCYHhM2cMBEO;
zI7(RjK%=Fj$jl!6mB$uPhJQtrw#{9%?d|P%iHVOC1W&VJcnx%mugtf;gw@Z`4LD}~
z22Ifa@6x*uT0CVnH527NJdt+WnW6g&2~q*~YaFbD+%*{EUgnYKd`m#TW$3)i*w|RX
zoH1NC@ScvigFI6p2RuD0X%(Pppy)oSJca{s8L2X*8UjnS)jd*e|M*^j0XbR_o%M``
zz8MlNH;Qf`m>iNA8xCRy(i*7-55jHUZxH~m8vwSU2V7hl#e7c7QdQtp17TKrDZH))
zyms6WM@L5)S<=76NRB$q$CSv9?;T1&3;n<RL?f)_PJd%Rz*NM7PT_m}9%TUC7w!%|
zi#E}$FpE6HXk3_I`mYi>?h8{QNiyKGBqEhf*=}^m$3VA+)`KShk4#U#e!7K0^yN?V
zcVpUp9*d1l`S$JG@*6)9ZjAPSgvi%V5zCNm@Vw4XPC6?szb{vn@*bun;-?>S{Kv3c
zV9Ni06(h&=cR}|8y?0(=p^BGD^8_{#ct1ipx_1)OqepK5`U8@#5`ce^+&UA#?7CkK
z87~OxfWEldHb}BS#{H*R*My&R(R89H!yUZR!|NV)D9lboZ8iZhbJSOa`HAv&`};%R
z)>OzYzgOT2x3{dF`llc%JZn6$wYPziOn74>0u2ELyk#t|x2yA2$O6u9MNw=TP4DDU
zJ77OP6a;48OP!1;BGA1v+%h=*-nBjK0;LU0FD$z6WpJwqzpevOFRS0xMgPjUzIQQO
zV$GcIdEy);1pC`3o5}KiQ{a!wNOp&KZajcKQSwk=^5=g07!Bq<Y7u$5V)}Jbi00b!
z{RWaR)SUgfm3EQNk+oW5bVowH><aQg(c8p9IIZ*Z$vg9_$)QBQIt@VA#L9BrFw0&Z
zkubNlhm2O!3(r+HkFJvl?&j2%7Hp4x%>g(CW)H8;u2Te$egE_$mPLL3wa;y_lS1<@
za!z|&6i1qByGxETUPbL8$TClT!e3P7j#y5A{L5IJ8GwND<`$Br?iF}TMc$9^u=hL^
zpb}&Sg7;CNF9WmimM+CyR@e!6>4$RE98A$e3NTbe+0z}wG=3Vty|yMVWUl(I$Naji
zqri&-+fT@V$6mK%#9`OYQD52Oue+f6&<>~Xd%8kTun0Pw)Gv3|NUqniqIr>nDfJP2
zE|AvhE>D)CL0h?<(%$V*9)EU^^X-}>5Bz0u%HYA*On1}B`>u~uSa+najZGWRd5KR>
zM}cX2JLKah(;^vM=kmY97jQV?%y=wC(zoC{dZC<&zsYF@Hjib%pKX>4)`c{m{vf$K
z^BQh=?sCVS{%5=g^S5+-hPN8Z4Cmb&4+jS{B1K(k)ko@C<j6^>yWX|}v4|d2MakvQ
z{=N%h9{*Qso#k0wX>Xk#Fm^5x&oPCSmPYHoajhhoc<PLRCmKpC3KQ*yhcr2^?2m@D
z9?gW^h3?oZTO_B|<&4EZ$gBRS<XWvJ&wH$rp0{10L4A)bj=x=NDeYdpi6ee!>6kG*
zI84(M_01v`<5!dfge@x~#^I+sX)E~XY@Z^?i0J5)sO;vNM-O+frJB4KUIlDiPA4h&
z+8O>mUzkvl7<egV$6#2=_}O~Lpm1~6fSG>^Ga`U;#kG&Nis{#dt@XE95#{nt?gCZl
zxtd*mK300%q1&s4u!RCw0_P`wZ+x6yisV)OQI72-t`4ebrfB3W_9$ltf_LZeRP<{~
z+e?17cp=I4laF>1Q|_;H_?N8F(!QkLDs>exCe)tvJ^+jzi~cPaMSftaaYb2EY4@kw
zKL!UuG+wc(ah9gX{X@dlS1YeH45DOqAB!z%1x(35hn13Z@uSCQpHNqQ2srcyAREg|
z?>aE|w$OW}F%r5)AqlSi<ow6beC|7ys{5-zF?i59*RYOSoO#^E=5AAd`{Y!re}Q<?
zwf0+v?eBC5+KX!6MAsxGT?HLRuMG;n=gG{fI!s}Ts=0MXG&ENXtgk3=j~;dJG8M<@
zNm{kfjZ2zEvW>%6215E5Gf@$EV??LlG}fp6F=9J@L1AH)##Ibi$mpEP@X`bNCoLo8
znj-e*0b|<jHU#QVI=@}UU0w<Nc~%xW-^QdlkLuL<tv>%ScWI5-nDSIAJ*~G(PJMT7
zYUKJKdyYe>sQdj9P@?jV=k9%9ki*$s$P6RP3YeSLe$ZFEeWOh!-_&<N<r&vLRd6T8
zeH9%^fzQ;X)M`d3>D`#pXW6#+fa<;!{f5qSQ#<KqU)evGeWKPeYpmN_`MC7%p&RFw
zZ<Eu|NmMJPy&e75xPAVg#{{sRQ}hP26F_2>8TF=)@3nCmn^x21&(9+9nCv&sw_2<B
z{qukafo>SvxNH7gP3<WgAe89_KYSHVn_dAaF_x3bj*xq;$m&n={Mg5e``6LEDd+v+
z$!4v2_q&F6=A54;pO4FU)uT~Rr1h(}aB&^^JbC=*QW}9GK%0JUVwi@(?XI`#acRF-
zJvCirbaW>;j85qdO$yB!e}%@IBH8gi@Q=s<r%1LqqO7_VeihV7Ia73b#K;kA_4b2b
z@CSe>%lwOu>89<gr-Yfg>4lIT!>d<Wvn@$jN0$Gbtf-IAT;2DEuxhs?#%WK`0paI5
zI<41BmT<onzUiHTHZ73!<!c51obtk8MpJabA;B0ytgMz^g?P~I&XJ5yi_&X(HT5Xi
z`w7m`{Xh19e8XG4o&D#`@9dfry3+Vz{apI^5$~JDyn7A#yLe7{Oi7eIUyp?QIgd@d
z@we;zV9ta_A)%fF<&w3WntC1+j|Pw^q&@X2ie_9d@)!Q``~dINcbQWTL{nw$X~v-p
z_>?RO0o2(;P7|xzQ#@YMb1wPE9Hf8FJ>%0SC5DyA_xFE9NFR0X7=UYE%F=u+Xzp>t
zm;L`bJL|A0+jiZ9NU8LTG)O4YQqm<zhosU75|Ywgf`lMFgmmYC(lubvAV^CMN=cUt
z9s7RJ_xs*&?X~tkj^$q-GB`6&+|PAi=Xw4vb6@9*HT6q3E+{?+nly=&2uVrv%@4Lb
zby?=Zm-Fg$BPj@3Kz}2z0d9z#nmoy({Erh4YQ!3K<ZzR}>+qCvi+eTc_M7=gtb%_Z
zg>V*7Q`zJ;7rI}p7SyE}@Hqw?9*5aZ8?#{MyNZ=d|9x4D{<41<_BiSs)wgLpCrZrt
zauFCam~AnkGaL$Sa6ya;94ku?D@fDu9x{mm8fU`(zFA>N?myoRlo!_7rzdjQ7(N2S
z&fs$mO_6*M9UziAcY0STHMYqivE=>tH~7)u&Yr{n>J{+Jj7^Sl(m6;7AG@bnf=`-N
zS4c?xecZFfd-b1R23IJ&!GG|KYW~MeYuk~JgA-V4u_r?Fvm4$JlRRj~hqO`P!Cyf2
zv^qqdqqaAV4fpn$3T}kQO1-Dom>OZtTwk`ry#FUsG)JD{JI*i(g2{|XWoH}jLJW^U
z?EbUTRAfd7^jH(!nfiEZ|36kPV539m9l;uIYv|50gcC^_4W6xSczH9B(WFxy_KM|e
z7#(bky!dlN^Esm>vFql99AN)jtMfgc0o`DBz=q-RKle#WiWO7^7XHV*2V(_6>8b&A
zJQ&`B$nrX79(H;I&^RhFh@rDTar@T|1fIZ3Nt`f!2ZT0oI@3;obqI<^00$)_u-0{+
z%^(rpivq1jZ_*q)DD2tT93#Pv=?Qny#^cys>1SL$13rUxs%;B|SjzQI_v$MxRSiYX
z6n`#PATB~6iSpKSFJ0g<gQ!>;9&@<3cz7_&OyAn^+3K1aXcxo*G7oWkdoFc}Nqd<b
z`n4W#ThMaLGewhQdexhpAismvtm~lGk$i@Eghud~zvSTW<Kc*wnwkm)26;dRqTd|k
z{8oRhj+T0#&19bMF)Ju5CjbszC-bx%$Y6k;kh>?*&|{?N<XOa+L@*WMS{x+_YkX*1
z*q8l{q8Ffbj|JkEAPJ}q_XO|}!^C-Khg<}3u`5B^<TGGT^_}dTYmd-Ydg?y*$Jq)0
z(4Q`npPdcy(jYTxC6tlw|F06-{`v%CO-;>e9iwby3~2ooZ)s?1whs)bfw*CzxTU#y
zvAwlmT9{oQ*gf@glHW54&`ZqBtPqc;5z)CV2>)9{W5nkH8d^KTq}60^dC+O0i-?7b
zi_G8OKSk8DQg7U%O5wqSmu+or^7i)SdhQEdvDS#VIO4@8YEVE!fG;{CLQ|D5issp~
zXGN8!Q)us#m*X6sKUbfUNvU&~MNZ%anXF5P3fsT@&(vc#SP?{+?c{8ktAXAH?V%j)
zcf6^|YRyGQ=iN;%&d*l4KB4dK?j|6uNNM@46IkQ31)}IEgB<5Oif6U8wOQ=4S)xeu
z^74vi&GgZJf{464$PqE!x+MwgzDsAz1@byjA~hdnx2xj!FqGrlYxA>XMb|Q5l+|=Y
zN0^zJnFF++HO)7ST3o~rcGcATD(TLBMggdIcG6qG+g&;@>{HJO#~FL2GM|0-&nC)h
zG3395GF<qhEa%$7duV}ge8g#eyx#2}v5Y(r#eVSMK?0oOe@Z>3QF-N>)BP)!fq_8p
z=U&BZzLCnm7Zn}-m@C&l0AwDielYC+H?a)Df5tLs`dfWzxH-BX-(M&3Tq!l6pn6oc
zdgIS#>N_QOoG8%BKyaj>aD+%U{RR~~$blZ9IsDmB0m*IPo5Wh!viLYr)FDv_O(QWK
zRr6JXD;=+?ddH3ZIUqinf!~x}U3U+RO@vDjV><aouIKvu&S#s`4b~F`{)f`8BwnC#
z<28-V>d}1T`@(mb9O6sijMY}_9kOGdZFeCs+G!zS?}_IT^Xz0HFhzKIW3=<Xaq2ni
z#T>p;alA1>{MFzgd<N&Tg?WJ1di63$DOwI3p1(XydGyk6Y*VOh&3qiD$XEhdt?`B%
z8T=pOX)`Jtv2k-j4#bq!V|D+2=+yy52m4iz2QA-}u>3u$kjMwXv!#f+H=4oY>24FN
zjLVTbW*-bSxIlc;;Kr@Sgs)l%pQBw)d>ZkoIvmO@Pdb%%RvGt=$c#L)(|q?QR>k!8
zaU8Kk@U@jTWA$+N4q#hR`MeLKXz)%q6CLC(Hx%=Z906!7Cgq5IJyL-{@=!TCU#)fq
z6Rmqs-kAih-jQX`B&vH#U`j7}u-N7-nHE*Ibe<|Ete*4WN?Yo-ECPY6jC~kdSE~Su
zTU-?iGdD+eOki>)QPD&D2oM{b1QMt3rhziYDoD)X`A3=KlcEZ2YZKwVQi{N2I`KWR
zDz7^tX)Zk(r$X)D&ymJh?2EjLI)B9_xRD`p*?xo*&`w;zv2WgyMXiRDvguGC)PY2I
zS_H_TV9JVkk{EBWz(D6G93L;HO7_m{x*v94-i*NKajVz)wfRH8H?PUeU*9^AgxaI}
zbfT4*G0Ox)Y#t<B6;rbmYp=*99X?O(?aNw3tHymtGZr!!=bVa2)*mtaS_>L(W7u0w
z@kAUSzSB5l1F2Aa0?EyK*7Kak6BmK!Ff^r)dwn-4g;BUMFo`CeHKv~SvSE1%6L=Y$
zJWA!^YnEMIJN4`|%Zg&-wq~m*IIVp`xx$|?#CwI#n-|+W|GW#>3Q%LWIdK?{$HLD_
zo-4D+L=8;H%}dwa)G59?2)w<;m%&w*h~_|t-QN7HYSm9y&K7{^Vc>uat6SdKV3Nh^
z?FuGD`L&l5S4EiN0`J|Q)^>7!dnuN`GI^0{b2F*Kpgy*$+E$nJu~1Xs%$3Va_L5rg
zF*$N3zPQLHk)TTCj$!LiZ<9Yl%E3^cp!~6a>o-HzFL0V+4dQXB-$xO6$%d{w*b3kM
zVz&_|bW5WHFEU3pPc5(WP|3$5Yvg_n<WkdmLpT?EnFa;zqiDL*o!v>$y=E)G+ds~0
z$tbT=jU4ESOJNkG{Py>;hANDE>6y$`j{dLKIm=-&Xc7%pFAwm~w{Id`ujsiK1WmNN
z+}r$`T2HY08^EBYt?gO8%T>N2e+H>VpvfFoH^1VwcC}jEOs4tp<XGNMA$^?#&f6rf
zCw)l~fNXF;tlEFF2zJK{Gw_G$z?$;C8w8H4JET7+RFk7p6tWE~1RUwW)dIbkT*R%c
zll20aldbnGbgUDUDW_wHK2PmDL%4qa>NQrxggS6`!)SWw00pWq^TqG{&b*?vT8e8_
zGK>*wh>M*SX@uW)XyF>1F=Wh=?hS@PyfLS%3j9uzqVeD7>A|{(rE_e;81TVpy-O3|
zd^JfJN|8u-C&)}%n>Cy3AVEXnL6{u09eDsk^Ku1#o=d$~P<|gH`Ea*~f9`I}AY9wO
zQo=hstW5f^&3Pfhy|a+VSpzgt9;DgX*>lg!`q|>sKJ&ApdbQu)INt^zzTL<MNa~IO
z9v^O%kEYhs{yCx`Pw1JpE4wxeIT~3<PBdFR8j+2r6{x-J_r%oS*`S^9fjqo;aR@?c
z{I)9+b#oQN7KPeha?@Q`Q_8*5#&Q+=uzN4tarLZZnz%#}XNMd*l3jg$dv_Nz&q{Jp
z4!}yNpoT*>v(1NaEod6E1j?BI;~{jH2xME$qdy>xq9Vq@O6Etpv+NZPf<?%S<-P12
z#*DnWO_y=6r7#ba`v%hKxs^R{vDWc#LIm_CAQZh#zIf5(mC09K-3>faDY3{w!$PV*
zzxU)p{f$U`_3rjomb<)ggUi6z?<N8c&UU2K&Cxd;yTHo3dNyEDU=x2hp^2)!GE)<x
zlI~ee`eKo@1HDntVNUPQiN5!Ih$;Hf`K<9KY_&s&B7>Zh>=_=R;m%(OxTKn1X38KD
zcD=O#jimdsiUBrQOQ7o;pkd7#ccGGTFA1nk0$+LvC5*-NFGL?YlzxpLE5wg}ybm+h
zV17l4Do9X*Y|y{&W8I9iN=a)<eRCktqzycu4Z9wG4L2q{C};FUyCLmn6rrj3pZs=8
ziI28#gcI6Fl`7e=iVnDcMphkcS!K;(_~Tzq4KiN;z7N78Bl)zCEL&J(-WKRUE^gp*
zj@V3wLoc`ajDG5+mQr0^)70?K<NFOjd5hux7n`<cy#PrvV2gmuI_O1Hk>3XUwbhSi
zzXBEOlK%0zh3;*CwmM6VFZN%f+qrQMXCX2-H!uZ1gwXUp^m!uzwld)?afGkCwRN%-
zIV(Cv3HP^HwR;#<h)SWLIYLXp?-27M`6-R~O+T44b-wb0?pRRHI#usB8^2;djamAb
zMAcp`L+9{h7)GD?liQ&AWX}$3fl`UT4V^tb(-ODG5;0)AJ;x7F=h0*qdIhKfb_Bd<
zr&{&(4V`T4`>9=I%GWlW5aGYFk-wMk%*;&vgK?yNyhKZrA)@u!oMZ~0pln%i6RMVn
zdFZ$-HhgufP$a6p_@4(f8H9NC4-Uqbf-0Z;=LcgQcW*e$g^#|dL+UKa=nZtQcahWs
z37oH{w&7nF?J3PE4Lx%^$lX2zc1U}5B5r^GqkD3Q)}6E;B~<;^^_mW)&J6I*LRlqK
znV7%E`HIs5ETdPgh?vR;Qw7OZec7>l))v>AHI9TUl))ap)LS*CH52%76dwgt$Xq=t
zT|4!T*D!x%TjX)=w@12(i)b@$;GigVBc}e*5m=qtU;lX%B5yByi@4LR)U(~4{m(9F
zhGhbdoFh#^Kveg1(r#&PdH?7d8)cpd|Ip;(uf$KRo-PyiDZsSLnV!Jv+<99`=0!j<
zE+p;Y;?m^O8-76!341O@MCA>*r%T9+!E}k-S5%G*_;=Mlq03Nz_a&Rsijtfo2Wp(D
zD`INWZg(;SV|SamffY`^4W!MTpqxd}3E^QBQ;o}cncq-j_*QRfboOi!wF@?MyV^#@
z*7R*_=LGIOTm4iVvzckE;^IpN7toh%>*#1S|K7PZ+mpCd>jv{P8?#z-t7(vS7;=ZJ
zDMZJInfSAm+9U$`_?b23Ky)s63`f9F=cexA(+B6O-9iSr;sjB6Fyl;-2T)<~E(<xs
zGP)`tr2U$eYT=6t_9Ae_Ydq3pu0zynBfmYldtfZ8Iz;lRedYxra5MmzK!Xq6#hFDW
zXof4l#PBg6e3eolX0H1XdVh>lAM>%nZ>`aFGzBiq=-?UrMBM>|(FpvTmC8LW;7;d|
zBZ=T=bfTJrm?r1jd)xK>nPM0@(hDI~p}ov?X)NyjH2Iq<vkOVR?ic5;PG@&#N@~8Q
zdz4|+KkFt|P*REq8TS-%-$oFDs~vaE1WKdOd?YUu$g3kP1~Po7QQ_wcu#uiQ0{4;w
zD+@YGIt#a0oRyc{ct1Kt@Jp#~(6{}vdT#TW!}a3SC;GVAq=QiRXsT+lk#~p&pXC$A
zcQs4=cr}L<7G61~yPaFHYR-$Rg{`sI1nz_#$p4R8sMnXn7Sr}?4Zr}i2tct(qot2~
zL5gevFg;*^#?%O$t`3pp+@H)fYHDkG;T5*A9f@v2z&zx4&o^vQErJa^Y@UlbKYK}e
z+as%4%8hn)S%cv$6cof|dG5Z>r3M$LUY@Sf*|(GrxRN5{B@Fp=Og~*ouk?+?@w5M-
zb#y{Xq9xzeh#=iXbhak?n!B3n{{O79ppusI+leslf`W-4U%$IItX3MU2%K>4-V+M5
z;8F7;MJu|ZOS8)F`%5nnVp95Y_%sA~?cvfGXN$m^AK(><1s;*0Xwn&MDyvl}_pyG{
zGag<($y|}b@K~8@eediRAMQ+7#l@)>WRW?_cXjGEGwxl&ARTl5dp}=7HU0r)5`AUY
zjEsu_jVCcN(I`ke^(~+wG&c4|)F*+BZIZ3~)JN8%liiusvrNt&U>7A!TJM~C0Yfe<
zRNs$#;QvWiiaG>3R$1<LnxzIuBLXG#^dPWc)O`L|idezCo+~M19K*sF<1|(?Y}t~J
zPbIwU5l`&@g0QooGohfN@%a6Y5OX18%2s&&+5VI{kTng{<h}npN&^#UgC~HrF95;C
z09RGd7+il;7(}Dh;SradhQZZ(V0;3k2kq8}zYhP_Pp#kPfCO>z0N`;~x^EdRzF?^3
z20mJ$CbY%&N?<BRc>;Kj#*-&^0R)$roV;k?td0N9{|nOa(10jpospC0Us@_Hr>WqW
zeAesvkR_l2071CuKN|p{&TlSLo$ksNKmxzF=s_p!Qp78A0SMB0pwF0-lk;r*`^UKS
zba;!jEpuYU??9(u-Jw|2^{L59^N3^oR*aK_t;haE_<-<IxF=hBPtQmF4q+yrq#w$<
z9NGyS2S^IJ%S2Av{|5s}tQPYH=j+$6M~3YnIzzm=_&1|}Icb9#O;nZBjH%h;azAlq
z3DAm0N<P2b|L^1p*iG`e_Ur5Gk9vKp%{~B3hEYcv@##UzU{?VLWEt)2oZMWPnAD~H
zlusrFy<eywGcmjDE6_JLP#J=bIhCP}jl%f?`w?eo!D=7=4LxFFVv?b0%02**W0>8X
zHzWYN8h)?{diiq1Av@w}RlWEP#9(Fgd@zUGIMsceRPMbFAz4H~($lICBtZMEnvdXJ
zDyar-$p1UfiNWx%Jm<YnictW*a3IL#Tg=$ecDuAZ9~fE|X9ijlCwT8vMhWW4eW#TA
zW2Qx}DA5Gk;J7laKK*R5BQi!LJtFqu>xqZ!)m35x-o`N^(5Z4dbG8BXX;oV&W*6hH
zp}fUM<z+$(&BAjYer;lfa@}z%fxEhHp<+$Mbg7{a>2l|S2YrBF4_F%_`xonG+)~R7
z8Y+j;yygL^FGBS2dk`xpVaF(mpr;4LhwhKz!Rp_a6q*T=cPfmK>`*Y~a9i@|aEbRe
zr)bx@DUs8Iau25(O58B@S2*m<!O5K@Y`;eO)Y1LKEB6X{l~V+09oJhue^4Er)D$+1
zaP0uxg~zIuHuvuy0Z!-qk5D?D%TW$PrN6MZ7tp0PjN1_89GU%T8yNj`#7^hGN)%kq
z4ZveLV=O&4kOF&|5Ij9|s*uK;oG@&ORV$WeOQQmoe!A_0UodaZK9?gu2-4)t-B`7b
z{em1rcwPT$Q;<$8fP6m|KVD{3#oxrt^6u32sXTkv(}RE0FrheZop^jjC9M?I0J0mX
z6V?Tj#rK+uL_b$mRPhZ_oFJHF+)}MRX_sU1v)-%m7q-tHwtFA`f+PMd$!p{b`zHW9
znS1=z9|*psPp(E@!@7QxJqEDotDMiUX+0!28`n7b70KT-hEaXEezqdBWxFdBTDrKD
zpDOZ;*YHaM7w2fIps`KlsR&5J5Jvu5J&sDgHRKK)Z4c!TRQi((mKRgENKqU-_9h9_
zBK~E!@8ECCV{h;Fay_1DfGASeqGYyN^!6hI>2W6cv8Vz7z}o=R*vM-opS6D0<0(}e
z?}~U==it-h@iR-rh(KMj5cyW4Nu*{^0b@VdSgNkE6}VO3Z?4=7cx#ieM*}wWgX&vy
z;$L8P*rm7c@JZ5Md}PAKf7g+=L%V|ZlFFf3{SD726TBOzALMB;Zfrx03}Fc~88R$%
z7ymPW{O2p)TaY1VG^WWfc>l26+Yj*<kl;Yw<+;A9z}h72_y%lv^!$NF2y_>Db?w}@
z4hi)-4s(KyD~Q5+Sy1$wCG38lrQ<5*&Ne0W=wvdIb2W=#_i%&TP8t{6zg6Q(W*E%w
z@9t9#qsVIiF&B<8dXh9=NtI0KZXzu`C?cY@`fegO{@Iw-nVvv205AiWBirJ;Uk814
z{j=A{Rgxm}a0-*u1gOClPz`){JPrS(4N->M{Idnc3{Zg?qUz;ezwyqep-}6}neU?g
z^$@~A08#qhg_d3ta<gG6rKa-8%FRvCA3Qc1@_ZUUqN`_Apo$jcQ|{f>tC0mIBO^VR
zV>+^J(ra9xt|xPLP5#<NRm$gQFVb8a{qUeI+dT{8Wj0dRFC|ms$!|mZGi^|JmaKdi
z2X#K=ui+PMvdrlr!d+2*>%T-vog>r_B{GGS%WwcndT0G^NuuY)sfLh0c|K~+wNQQu
zt@f1Ytp1iwKrrU9g4FZ$w=|%4;<KMP)*W9eTwwTcKP*PlCh~aWQlCuzS<7YO7Og~k
zq4;K>hMKCRV2Oe^fVZw*(ZRHQ>?sgcegvbho(;K{XI|HW(u_^5rz;4Wq3JPB%V%x9
zY05Tur|%&72Gh)R2Pw%}-A=ce0B#NiN_}C@5qEo071<XbLY4OJWaQSwl57Xrh2~eb
zOeo|Jk%67_CIP75x-Es;t;=U6jFO*+2M-{i?fn&E_k)g>O5vlA!!`@XY`;V>Tr%|q
z-xM1e<O%Gs!>crMpSdXJ@zvG#f(WhfpB?PkkF8#}($*w38m7<0pW1saF;_G+zI~O6
zwQioK<{5pSF0itGu6WQ<IqHOwEJiitPV;c(jDpWr%&*5(E-Xy2qG`OKq-m2HuUNng
z;+`{)#}<-`y|3$C`1vJ@uh>#w8ZiNrgEJE}rFvdnoGPC0K8;%4Z6C3xL%M_j>njn#
z!?aR?9a}gzg|Ei580r#ht>Mo^<EtuV*$1;p?$zgp_swG{&um<wlm4yNF7-IoSc479
zCifZd!q!E#;2O=MF3%Gcf5qLT>!_N4h6s1JdXpk$FWQv*YA!Q#OFe#+1guSa<KA{s
z4L<4PgU1IEx#NkWJ76SD+gs|g=de^`B-55HOWc0$N<XNaCGonW2?%(aJc5(^%{8&R
z=h=jvV2EnBR(4UlqKStLZ8o4}GC&;+b=#itf)w2}mh8UiBu!r3;k_meTaDtx0ZQ22
z*0(VFd2DXgFWPy9g-y0oZTx!JAmxDf^G4EaYl8}{er%yEwm!e{#18O2ZjrpVcW8jh
z{!?FHP_V;O_8OSM_e~1QtF5pT%#!6}DCqtUa$G$-^Dg$~h3|LtXTlGx&d$1nMj|n>
z*{Bv?@t-U-@-BBZX*lE*B0IWfx6~A1Bjjr;M`KiAYcu@O3W;~Z3Uu@EvTxcsrYAQ*
zGgj;I*0&hehV^L{tyz`7NJ+c1q-cgCiM9qQ<3}#6$6hp?p=?KKA_qTa2bR?u<_ip}
zZGrHE_5cYuyB}j)4NX)YsJ>n8xH+No<aX+HHuK?gMcwqrcWPAN>9dSMy+EvF-8bD&
zmKm+70dPiEHF>)FXBs8!N1|%`N#ni0N)L*glY?VOf{v=`&YvZD`L8T!QT)|ACgJU4
zo91W$90?H83dDz)c;bd5QCMk>FXM!}x!^F-Q;uS7xVOh_di^^|A!nJFPN(-G<P7Qp
zY2a}9+}6NP0(U6{LVs=i{$D)~Ml(4}pNu@GCWtAhzmIHq^FmiC73BG*yRbx9D_pFP
z^CC)4>L&60aJN3(q)R|AEC*|D36)-cPK$2O>f8M0T7{l9{k*&a_4aj|a_fYg9;{;f
z(^~Bckz#IoYr@Xp5i4jn3%Z%av-3<2$QIuwAOIpC%E=bhdDefb{i#NND;oZd@#waz
z)2z41VxUr0TBEN+h$}8?GaQ(c8!m#<SI<5T4>k83Ig`1diSdP$w=}4{)tl7PSm@9>
z-SCLkMfW<Ha&a+4J%-Qj7)mRp^6}Lv7&@08N7#MdsoE;oVB7f-7)MLT39Qnquvqf!
zg7Q`5r$Vz^??E0Ep>G2mP)EJDb)AmlOU+k~F`SHaURxW2`_+A(!?ha(V2h9})o*$C
zD=e4Mgee3~VJMCget2`aE~4|gqm!%>6>|K3Eo*35d9ljsTVdp9?x5kZAvZqmj8w^A
z9?#yjwuN9SDqCf>y>dTQ3B!p)SErAoCS_+)|G4T99N(DnZFCdJ4+l1H5>YmmdEL&&
zTQCvhSysAPr-I>fIfoEncy9{ocq5nOx^UL?TqlImM?UHmzKKM@d`S7%AW}S54h$o?
z63YDg0tH3uw<ELQ3F3HjS*kq}ZFO;rO$yzQ*k!Nc?C1CX))wmk%yX>LRzG6uZ}07&
z#I*L%-=zFrC`%NAeWKJhNai<h5AaOWEoy9_GxYVib}K4j!0Gj9K+K6mS8RJyBuOdM
z=9)Pg?-6Bz+a+f2Jarn~qrdYc-(3>>9Tho==99rJEP-{FV(lQ>m`;4IwocTjV+8&~
zHoX9Ah0l8yvGnMyFQ_=|Jgh_KNhue&en|Nd-(0?c2i;s|rbqW%_07txcuQ_12lA+_
zmuY75#6YjLY<^lKZ8M)zxyLRQzev~7yvD*_q{n+6aHZN2n2u#0GZ-UU&zcyu3CLC`
zgah18w<l^U3oAG3gJ`~w;6>u98|EHHln=IrnT#5i82ykcX*lx0xCKao>Z+h=VPknC
z_M!~QTt~NY4WGbNTNUSUjk!r{{Um{&n}?Y<C5IY&jMA-a_Az~nRJL`c)eZYD`D<I$
z+W`d&)ra?Vs#Q(92=Dhc0p?cHSe>tXf=_Mf6Z`~$E-^6LEVMN<-_GG<IAq^GVVO0W
zdIB1*=cj{-h&#vEXe33>Mg7Z^yUFi<Ciy&JyKXu;Icb0ZY^s_XyWmLCL&S~~YIwG5
zjq3WS^eUbu0U6t;#$YduwuOsRf2uYM>D|3R9>*7v-H9tl@0_Qjj!3Y3lF?&b&Zi}x
zKJC<`1lTlv3Ap8rh<NWM^O8$K1`_G>s0^YMFd`<@E}D$+PRZkmiz%JE!a;Bthu)|M
z;%T5PZ)k7%pRDSD%uC-o1JT@mU~1T_8Mk+O`8?iEAD{In&BzIorll4b&>KFtw@(D=
z%bvMAMRhHDb#+q<9ZC0lfWJXIF;KwIvE+tYBw?xKRBbI%t*kG;)hC(pyhVJsb*-RO
zN<;V&pow0x#GIT(;#`PV;Z&QocF(9i7AkRhJmn*MOkQkMt!arSXqy<C8X_cS9AzL-
z1fuolCuO@d3HQsky`dou#Fa7)v1430(Y#(zWQ+OYoYQC*W-IdKwoZU+IBKs$na;fx
zq2jkYi?aUO2^+@hB`6@c-}J=jvTg(ZcZkvzu3P)&u#l`gm6I`^VWdnZ>CC3aC(&8P
zCDb*%W-mm=|7R?0_jJ{_=cvh6v4p+xUObC2bpUrjBs$+K0C>W^c8%u}!KE)}qpa)s
z`8w5N#7w@mPR>KJH!vI3L4mD;2`_y--o0`gYi&<2V?%#Q<dl~@2NhHwJrK34&*1%`
z)kKdK;|bbqU{X<v=0|l04(_R1?!|>Fi8NM#645u(HNNYP0JNIdHc+LZ_4vI#Xey5i
z>LR$U>)<nY?Cz&l*F{v%SADs|0pDN^sVT|M{{?d{($o2wq~P`x1~$qgTRV@OXDC*j
zde@1pd$i^RA<mi%F9=gC25y-b>%@ghbi;nOAlZP2asjNvkl}TrozY0fM!%`2;xQms
z-L834>F1yOOyDOl0!3)u=TmZ(F15}swXugCFWpDcYQE>Mt5I^c=`5{57z+8y`3i=T
z|3$@6c;ihxChyQQ1M37{g2Bp5{mSa=Er|KnrfEwxY%=4a8WO1*o-m6@;Q;*_R?h87
zis!piLX4xf48q@8yu8_7eA`bP?LM#c;twc#mm_s1_GIvuTnSZvbBk{Kq^o(MQV&>4
znAPdgi7AM0fv!2QUX;l0tI|=jfmDoPr5anV9G+w|zOiwXL=Mtx?s=`4jZ2(Q+)cKF
z)>h5La)~TG3{a!zERl%&8@xWuR{IjM!-o(fa%sxJ<O0&n0&Q{ZOgn!Z5D|b2$@;_B
z@PIdvH}`=|Oz=@SQ+qHQHit0Zqs5FHz})rq)+q{9h5oqs+uFR=n4oK%m6>^Xa#Un@
zcuejuGDKE9ATIt=GpzO8Pc&&W81gECE{%ed6VGTNa`H!b?He6ZfIhe<{&3SnOuq(P
zc=;;3%asO4i$b5xjmFR_5Jz4)NQ;-{W2bR?6GouKL$_lqi33tpN$<V~V^?U~tCE{_
z=z|~QC}|il%pNca@yHM}1~J{|dn9CQ^5rc*kMFUJ04<RtDRcp}F{H)D-hv)CqQ4#n
zik@f(T4OevuiQL3shrszPWcQJ(Z9lR@b5Jx=h1=kGv><)n>i39Aiw}#vX#|y5eu<H
z2kE&_P|77z{&mb#+#jISydypTiHSAg=k)7)csGVWB!jGcP;hYYAE2D8J5XJ;IBN=9
zyOLh#!ljoRQ{z+Elav)<!y)aS4@<LPwp4KM<xhsKbp~Ub@JIdx+WfRtMpjvwkqY4n
z?=f<p^##bI`~WpWQ#Mdv!C_|j!&me?46AD*ZtF4JW*vXt2DO8Q-du0d+FWhlYE8r^
zABm%}6J%-8)(a9tVzn@N%PD)%lAWoyx!z;0BGphfrO(O#2Hsh{{zfq>0XHbu{8N@y
zir`&6(1kX<IaOSR%m~i^g~q8{DMRbEOfTef_zv<ifhl7Cko(@t@B(;^U`?BiN>C_;
zf`Vcfn&Sw-S3k#i;#)K|HKiM-A@({VaPY%;W(wzcI=5EsO`UEks_TpC91pEud{DAE
zC?)d=FB`EEvhzqgP6f_lU~8u3K6$BHJM(R*pwVfZH0xD`!Tt5pN5$HW(Fy5%OtQc&
z1}lEf&Exl|T3^m(Ew65L=N}zoFa$H3SQYdoa(OKKsV8b|l0eUzw(1<RazNAM*g;YQ
znr`6<VD0ATr$?2J^Rg5`o@MEjj3Q_voQB|!%vbuU({P*p{LjgctksIk`Z!{NdfJmQ
zr?;5=-8?`&d)bs4#P3#io`M|U9chwJO!T5%@Tly%$@{WPw09k1I9|ajYu;(x-{_oW
zg-KMLpwTYa%djSZfM1Eocwf1v!)U690@=N^7C^M=0dZzER0BW+EP5R;a{03Wlzb=m
znlW&rTfbZdsDTRS36{b%29i6<k5u!R`D)_ItE;Q!B?BzoSXQ9J%Pg&K9^~`BNoH&d
z9<v^#UD;Hx)1HgEs#g@3`*M_xh35(IKf^T1Np9Zd&ZgnYBa|u^$RiM%C|6Xgvs(@h
zq?B(k%`@s|E7lg?=i?zO)+xw$t=?3jqGSfHMq#<{URQw7&Z(vU{(5~wgDw>80r>&T
zBvCbx?@0t5_=7_#cDaabF)MB#;DRwQGMXc|N?+Vl*$nd1T#J7y=@Moj?)uJ)!Vo5c
z@0v#us2RjGjG14<>iGhARu^C&x{vN>Y<rk|xI!)EVg`b_#Vd$yGK`yAv_deY&1GYM
zW0)rAhl6Ef;M;%VAvrW0Qk3TOWbF1hwNoF>7v7&i{&Gn_xWt2^4mz(K-2B3Le<k_j
z6}#KXwPiJ53JPw2zCpoZcmKJyUD9!Gl?gfT(}Yoe1zo!;NGA6*bgtkv`CczuC{vWe
z0jM#hiQ;)?JHh2Bq={h;0bnD8KDi<w@q#Fqt8UZ);O>c?V>!MQgGVnSR4m>kp^Msn
zp1-q+&QS|7TOF)7Y(wNuy0@*A*?`N?Nd<0aeKS0+<c^TWaFJ2_sEUTs6gv!$LqmO*
z9fta%G5ED)$q%zeg`tL-N~iX{mS_r^1RZ}oW|~NzkwOHXw&70-1tQ`F2MM0KFY{*W
zPm=1f=g*gWRP_MRYzEyFlMD(RIjOS9fZ~pHK~rZA&D`9)gzXzKz6nU8Kp`bS9BE|l
z{E4hYn0fk-$sJVsCOMj$=R>^X{jJ$8o@|A2W-7rc&`~$(%csghZU+6%aJlA}lw9J2
z-@l)&eP^?UhJ}UI1I@<-gM6%+D!6g3W;!(QbkO?qf;boI3{c~z8`g)_B(!_I8SdVd
zM>Jymj1H2V#;z_v{+s3M)#thab@<k%0f>MNnBvqME@H5-9I?T)Ppw%lFtz~;pSq~g
z>7$Ck3=^+qe?sdys=^6O1L=hfnQP+}Nnkwf&;lbwImg)%6&*sC(SvjgX#C@-Bz~Ur
z(Pd)8E30%2$tI2((bV2-l{o!Du-i0yrh5Bj2ad@S8ZgU(-zCN-%xbEu<D7+@KvnC2
ze$e72bfqz93j{G}n_fWzE);(K4L3K$bqX?`iw)1Zgnovt-E$D9xWw+70x9%gAkfQy
ziI4(gM*szz;ra9D#MIPfONBtigHQZ?s1#Fc34~d|1fd65G1h_ka>J%R&cxe?U@&mb
z5?RdvOd+io0EQQ_B@P4I0QMPRVj`&oRP%Eg`Y|<MApydZ2MoH*|Ml+a=LIlb(RC$3
zSH~0#E9G%Oic$c7V+n7J`e)kZ$Qv|ZzN6v=;0pI{&NQj80qb~Ob#)hDK9sM<fr*SY
z_(R{pj07R`*+h4=Bu>MUU3}AOygLoF5`N8nDZFxEmSQ@?y`w}hK(+@@VEWdq&#yO%
zBY5-T2h+~lQF3#_K!;(zI390hVq=ToX$pJ&`kK&2^)O^U6hGaTo_KE-+M`5CLL&Vo
zy$=k$xfLyOUVjQ=I|*Q-Mackx_+b{{?q6h$siL8{H-oImS8%P){4WmtciTwRx&Ti)
z!R)2Cg_#*6%DobaLZN!NK4K7@x9oIKl?+1TbN?zdsS+G6P^p>$Q-;zrrzR(D0k!-c
zhf(vl5hvY1FyukBata#h<ECDnUr^AI7#sWa1PE?+;Bu;-aT!*zAX8AXZ#{FHS}Dx5
zcjIRN2<BcooPZ&}BjyvglMGCoj#o=n*y78x{QLkqRYal=6#39xBrp~4(a*}B9z|#r
z=LR4x^Asl>e>L37cmhtao&$(-Gb1FF>d?Rt)7}s~DlL*)bYkUs$UCdTk*d8Ue6>7n
z?dxh*J89MYw<$qKaWK9z>TLr~gFF%P9vI!@2?lcAt+_5a=dXO0lA2m7?l4jL5OT_<
zh`4j2+_<61mrhtG$5%Cr7+hW-C?CuS3~E!;(7+uStlR;stz=Fil0x>zwh%LOXSI_q
zdf!&02cJu-W5><$02ZP_y8tj4Qg8RyFYP*}PYU;_i1;qR0M7iS`<>N^ZJyw9L!)76
z$N|E7#L#fW&{@y}cLJkwH7&?6eiH1t4DhuumSfDUhv7oxfl;46=7@aI1h(%T0jkzW
zyojSXB*{5HV;mz6N)211v-*0)15k5H2dvP8eHm3><7YX00_4ELD>9=;!~PZ)7Cpei
zIQp6C%0e;!APm6F8`dj(M{ZGz+6rSRxuZi+ZsslkM0Wv8F39&5z?9tYwa)^%ff-CV
zZ2;C%kk;prvckaPQ2{ASz+xS}9`u5+`OSe9KYc$2BSU8-#jyDV$it2TcU;5ieqF0J
zJm9f`<10!UPk?mj;;5U>sk}irZaPioIl$L>1P$c$Dsq=y%X~6}E_2Wa7CLRw@UwVP
z@quLS&m)y9I2i`tPZ38;sZh+cm=C{=zwa%-62LoXuZ8VAxK7&Gy-iCX-sX8LA=_J#
zv8@P?f+v_qgd#FhrmR-%o#n_(TTNDf2#J;dfQ-ASEXJ>l6}_JX#ct4ey&+|x>%H#i
zj2754SoK1X7nc^mNBG&je|&nSN|NF;wGm;T3PODPi&yweWeH^>eKguUC1*F^!{o;U
zdV;u<`ms44k*9$ZtTonk`xv5elR0vBrGzB6g7pL-#(_P$n=x9HLE?BY`fd$L5n$ts
zdGEVW90rEU-WUs7TDFIVKeL1Ct%qLbHL*)8V+EUIIdWOIes4%gn_a-`%U5T!X@MOv
z%J-_T<7wr}(18P7!WO9QwU}5~CDr$!C1T>?5OK1;S_POGJ!?Vsh4>y`q>U$lgxdjZ
zkv0oA;L)0U?{+gAHp|(7D-AwGk=>7vk6)W#SUBYeer4+I+qZq3Z*Tg5#a?V|7$g_%
zELoF5VcDAqg2J}G!0%KGR?-whTMiWG-Mh=EmhjnhcJafl1q1oZg?CQni7-|SSla2^
zUW47%Zw&T-vpWBN2{c~ffA<n0K$ucw0;cgzkX`OKH}*fP0f_CM-NoKwF8a3l?e`P5
z_p7c;;m{-d!3>03zkUupj+zB%Ci73hxK4u)$)Gb~>NW`2WssTeL0CK(QcU%1qSBlP
z1YH2;HxaN36&^hzMBNVdpuXI!DDd&|bpaN@B2ZBwWEO>hJ#`KEDN`i$9hkv@BW5tx
zV+e`l1fkjd@?gT~R~!LAueb_myyjqjEbBf2cR;lGanUN4s<Luk3wQy<RSOmjoIT&K
z+XZ9YyTN71Br0lP(VxZwfWy1s@uF`0AguEvr^y2xAqAbXC)s+Z(0qACpe7$4AD0{$
z`|P}eriP6q5zaZj!~Anl|Mi#u_0fd}T!A*n<!SuipQC^LFEVBA7Z`MkN{#1JR}Im?
OABBgiGUX3UUj84gK)}=h

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/germander_speedwell_synthesised.csv b/modelling/data/abingdon-all/resident/germander_speedwell_synthesised.csv
new file mode 100644
index 0000000..6d3de20
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/germander_speedwell_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,0.09503565,2.254011356565009
+2,2,0.10139400999999999,2.4048159825041027
+3,2,0.15480290000000002,3.6715432012007856
+4,8,0.3835778,9.097519902544168
+5,18,0.5685693,13.485062281304096
+6,8,0.3971308,9.418963654604848
+7,1,0.13093878,3.105545099494424
+8,0,0.04954762,1.1751474122686334
+9,0,0.04544516,1.0778471735702746
+10,0,0.05752671,1.364391758732874
+11,1,0.07099868000000001,1.6839136789312745
+12,0,0.15346549999999998,3.6398233698714884
diff --git a/modelling/data/abingdon-all/resident/germander_speedwell_synthesised.png b/modelling/data/abingdon-all/resident/germander_speedwell_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..3b7273007b0b7f53dac6cd68fd149ac446fa74fd
GIT binary patch
literal 77849
zcmdpeS5#AN*KGt51r-~hB4BwHr33{9Av6m%6j7vvju4O%dO`_BR4jm^(xil<NUsSb
zv;cyD5D3ysC;~z#Nf3|(2!ZqD{l5Q<b8&9Y?b%~sA|X3_KYQ)9=A3J;yfM(fxku=z
z5Cj6*bNklyhY*Os4G4sfxpN2j&EuRlSMZ?jqigD8=<eX-YwLx8+_UxZaCP@_b$Wap
zjqvhza(7dPUN{d`lRy5%$H&84T~QJFzyAX2?&YX>=0-Oh>}8k7Ex0!XB7T7Pv&}KJ
z>mg(t1akZOl}CQb^bx`2gQ)f9#RZn7O^#mdXx>hhL%RE}*S#CS6#25eQl{j6LojO8
zSu9BoEpSLcKv!UYER=M60g2fxa;*OcUp08zJi0x2w5Y#ECHk&Ia6-aerTZyk3vZU!
z0=2-$@HU-22c&0tr^VZJj82{Boiy0enoj(G{<QZ;*H=AJadFzlAhLMm!B5q(z=M8K
zkHq-}_xcQRqCz&V^<MdhSb{udUWCNYo#|?J$mkb&L|c{;Qs3HG#&R9EzF1NTNGzdd
zV~PAVV7E^Dhr?hcb?$vkNXRj<^4CobUe5{M;`$a?*IKo-v^aNu4%@4};eqvRI&$>l
z6N8MTH%EVEr3QC}Y;mlEwzzDw3a_s?Jia&M_Q6ZYp+_8MRnd;!hts}27tAxtGY%JH
z3Y1#D9&Fs5TQujlp_`{*PMBG2miBeC#xTlqt!rzXm0)qB{xr$Ak}%`$%zNHij=s#{
zoJ!Pu?!6?HIV!Q}o!a!_J<?hhIXO8W+@PO_aR~C?)UA!1)<G+=Vo-~0Nf<iYw&5kE
zBG)iWpW>^^8SSg`UAUzx3Ng5`{l>Pm@JMNGD{(8o^n=?y2E)vZjpL@<lV}_8v^r>?
z6^3!?l5@}Npyxug<u#uXRR8Q7nUtNwj)Mop?v_BFNv3vZ-S5{^BxNj9V2Zi8v&<R}
zQz!F*yub}}qFVvfvhwVyQ`brgtD94ir>Mq+_I<k}D;M@~I@8MQo)nmsB_qYjS{%Bv
zrDvn4fR^LIg9ou4Lkud>r77|VWlUJH`qy@XRM6iCSpVsS{Yd4{{Sxlg>EPoYRiPO|
z!;Z}#?{y@rb+2)LJr_xS3M2VJ($+uAX+j=tBU>H0@c4yy386!aGXpL~stR%_qrjY~
z4$ttWQBX=jbUq5sVtr*k3pL+Y;%+c5g`t<|7|gvmsQ)wOoME!v&v!RDwSJ3_WuBaO
z9XNmbpMQ!4bL;YoYUVc1d#&`EG;gq=3yY4_AB0$>at!5)pyZ*|{ZKJY?%!_p&DBY4
z2b_G7FxjTG;pOF3>N$BsCfa9hX^J8e6*o>qGt7dPT4X-BseFz>NTgzz75e*na054^
zq!{)QLu?gc9M!ipN^AYc+J(<(#t^uukhEhz4huZJ<8b9Z`A~a%yHSx9>F-Lvb)M&B
zlfd-sP+8u=^OxtczxZ_BmQfS;j%$2uNqidK)`#DH&Ms7@DqAk!vI<Q}mBfP!?=bm%
zQshBL(|yu(qD!)O@}6&hHaQD<R-^#kY5ddKLB~|a#^CwAflZ$;t7zy32iGWnZ_c<K
z9e(USOOp~jT%xTdw=FH;l-(hS>>z_U#<V|{k&!V&VvoulIJAPxf0#683Rzk1&{p&u
z6c&^Bz=@g>TxaFSD&wt!*QVCN3lTx@5Z$IGeNvhMm*IO^8WNK};5PAP66N1am}2y`
z*6d~GdsF(;uJAj`*EyyJ^|dq&nuiLIhy8zlxam{3P4M!FCL_2itxQ<BO4IB2j|0{V
zpLHYn8n2zXpJMUbb3WXKT68~Ei=rF(R=U3?2xIBfshg;YLBAnel{v>ktLRF!`a!EC
zWVbN1yl&UScq85FLdBZZdjFcT=B6)YZh@@CmwP31Ur7fKw3G_>zuY5{-0vihcXsdU
z>f$3VFD)gjm`X?o{`qzw)$vG(igiFhWi<R??vGGOMG?)v@0FoRlCKE0?=+Tfy_HZc
z95^WgC9}MU@!Z&+f>BngfIo?|@=*`E%k|ZSDJR8$`iP@tUl5fLgm-994swQ%G?ob4
zQx#tw^Lo9!dF##{uhHd^Dqr8qm*#bu7j<vZ1!HNcA)^V+L$+kRtxCS$U#BeWwCntY
zX}>=CI*}cKRYxTk_OMPx3cQ#1F8n9X$gdCXs8%!>B+Z>t4DrO#TXQv<tuHsm3yJfW
zOt!I}OPUiDU+z9KvHfy2mDM7X>O%=))!^3X$2Q1{wJ%(w6x`jL&Edko;gBZES_pUE
z8Y{)m<czRZ_TM}<9_jgn)=}>Y8xT1HtzrbZ`w<PnuKV)gUy|G^&;41m2|;tFliZ=`
zG4bGbl~hT)J~0?NpS(Vsm1>ofklW_~yE*8X5JY(?6fV|R8xjH%jAf&iRa{4OJ$0ax
zLFN2lWs!VGxDQrMam$;Y&62e3<E}|mb>UhfW4S+Aqip#NDPBb5k4~2A9nUy<_-8>W
zzq+;k`QRR>cri3=XeVKcF+O|$q(sXPxHfDY16Pg0`A(T<)dX-?`t^ou2-<Wm!me_t
z5^14tUWl-INq*KZ_MK2TN8lp0O{eiBD0y^uBSxy2U@n4f*b8g(SB%a4K`E-;JUSqT
zfu&r<<_Rs>N$9t{yo2L9E>k&kAOU(SP3b*OO=pjV)Z*Kb5<|34K`DcnIbKA~&z~i;
zRTd2RSXw1PZq&MW+c+9HhS{)|Z!LAOSS*aR(q|sZZhoseYWjPzH_t>+inyRFx>B(l
zf|=rnJWABw+UORSmUbUI9t7eb*tBD?Ca6kLQ**?h@@Kq3Sc72Sa)1`h!EhKv{^i~r
z!{+$7I5EF`kpF9DyR*dMEO6v=E<e+**wnmuvE5M}3Wa)%`O~l_zx_c<U3z=;lI-~?
zZZF7`b;}?-(x|0Qh978Bp5OOVCW*sd5eq-BiJ;tM&YaoN2lJe`K89H!(S}o#lj+oQ
zPrDN8wDi{MD`ji2tH8CjH32CJ?cnO7VD5S->z~u7*PQzcB|i}mwM(sXC*obGtyPw;
z=0hqdYZ`2!`k-GM>q>bmr;=Ae_^8#!1!ke>iVy;~zRYc;vToU}ilJid#ETD#Hw-oR
z$ex3d<Xz3ccnh!Fp&W3WlfzrTqwnvSF5&(Tx`)17{ij}7AcfsuyV=`c>eOAQK`3$^
z;=+DC<>y--VtLS#&f8wK8Dv?NOj3gKbtA-TV&zO;x^4mV5TqIK_w3KifR#DX0cN~)
zu>S`dl1gar2g#GK18>(=Wkuc5NV@6D37DFmUVo=Pm(4d{h6Y*iP`P4EzjX+yE)Y${
zyenobHi}!n2xJbF*a>U&6KtKGbG@tlm#1sQtpiKGqfGi1X_`BbNumxkDErv-C;_>U
zA~Q03Uz^(#pO7#sq3-kK7k5_EWPn2lml}%Oh_?#J83;N&cg%9tVq8;2FCe9=U0B*1
zgjKmWl%+nK5gmBs$dOQgI)P2Hje3O-UT#+%J9PQgkjkQ)IA-i#iblnELI`WnvF6OZ
z#O;JH?8`XsoS+?H6U-u<MdHTlWK<|^G-Qig6K>Ggad1HeB<Rv*4R#q7^Fz~()ch}^
zp<%9OFSivCN9Wo?XjotMZWZfs|CAus;QOL)nnmRdWKZ^kU!2z%=&mwtQU{64q6Wz%
zdtCiRvMXw+a&s{`%i2_5pZUVSJQ#q)RE`~?b96jun$hv`v}Cq$tqdI&0UP<MCr-1l
z94_%;R?yZ#J@{R>&R8wmA}|^{Nf=*R1&j1mzM8WNa>(9lR(<NOp!L7I)<#;|K3!<&
z2jHi!nzc@%DVtB%Zmtx)?@;Jqt8fBqe?1cx%5NSCRtW;hNBr_wfTZuRCxzQ@>1+96
z$|`WNQNYSKyF&q!5Ac8}tAfsD?sp!G|9kjp;`6$*kVl^Zj#T~=)(&lIm<moH3Wp{q
zC%+d@V}*H)1+iB^)xRIAh!dMBR*Yea>k0Sx?UB+L@XvQ2tErI=UOlmIxV5!)i3@OD
z4KE3>0bCJt>fn`HjiMk9t44LyuYrh~H>PcZT+h+kT(zSGV>Z4Yyf43G!JcTgir@~$
z-)Bz*H@w`VU-uJWygGYNasN!a=65F)n*bPP>-=nf=IK4%=K1W7!ypb(BUe<d<YB9d
z94h7OC`0}paj*_vL)cW^O;BoFJIN&JK=0X<Y7~*7e8Um%=Zk7biO#*bb#~?iS5N2@
z1}aSGSIqZkMQ%22RxVDa$2&>q%hK%55)_A#M&(GRz-weQxZus~&YRL}0NG-jd3ezx
zqoO&S)Kp);YX^q^AR%QkN_$ilAk{igw<~V!`lV!V%DJTtfJIj;(Tq6_EstM1GN$&N
zPSYfS?>cpgSHR*Z{uu`OMD<U@cg{ksv|ozlZ|WunfUSt_5%)Z|J?po^v{#Jr$!>AR
zwvwgqMM|c+^cSuK{rM(H33In4SThDnCb^*6px?nU@3@0#t*ID8KJgaT<{z_?$GXQ?
z$2DsQT#BFOSY}|xM7|oOOezl7WtVkO1Uod@7QZa)iZDDJBIQmc6fDf;6`@((RSPxq
z$DR|AbU((=^ykX=w>G(X7tcFWx%qg?5)Z=(1YZYfe7;O4*z?=Vk9|j&>+y=#QUgU|
z`_`FN3w%-c5-+ywx?0hU9+y5;Jx^pOBVlX}msD#p`_iYC62k>Ebu-#qYaMmojA3i5
zsWpv7H#^w<$io*-dTd@`sm*J~$@{rp(G%ty5)o`-)mCZJgEs2;MK04u0F6-euqu_d
ze6>eny3KAI)qqBJDXeJP^<z+-!JTJ{VD49SluhP(6pvu^aa^adOFZ}m5>tNVH$|6J
zPGU9vGU~ZWpBo$Y97`-Lp9rt>{WQV%MeKc9v-}UYqHjU>2Qa;a5`o^~1tq47cLkL~
zsAZhuSWOm=jov3P>TR_hsyJP7wyDxz$48pQjuV#)Nga_$J&yjbO^;vPZ4C&9Pl)|t
zHLncsU@vV&By1E^?@-7*h=0@cF=~q6#G5)7qW2UiGFT4dGG5wiM4Ee5;08mvi%FE;
zCG6c%#5!WvtUoRtsaQGl`8`>_gN6g-)y92iB%jXdbr1tmt6p#mwAop=r;VF{=p0_+
z>%nQ$$)2|8{f^>hD)+~aXJJYlx7B(K>Xu+aCxUYn+n_PSu1CopXQ3{Q(DexKK}5XT
z@-eR;Cr(HcRjSDFVw)?W%{=5r+pOg>+#8`|?OG*tamA{cQVudHtTG#*WK^hYSJ(C%
z<mJj?`CbYZ#*zJ)^kIB+P~f@1PR8R25V;~2u7{ezO&a;ZfPS)-WTU{G_zvAc`o<S8
zuw%IGx{ISf|Ci@G_Q-m5x^8k8LSRu;&NoiO^9ouDhA&i=eX{ht@U6;0|52LxOX7&N
z#g6-);lh!X+g<?PbCHf1oG**C!lVf7h_Kscm(=`BCcO_nyoQ)=O9+)O$89fZ#cYHf
zJgmT6E%DCr9ZAPc)oiZM*G;0W@^b5DMol4<J<s4ar-o54tAfd;Ui`Lbid>t-`P#YM
zyl~4}0mZ8VL-b+mVYGs~O%Goy)BkJ6U6w~IZTWlETM_k{G##C?^K4U`Hu<w$TMBLS
zwM~eag?t;IC6iXjef{t#A&@ivrJNR^O}xh4>9Am^YHD4MWSx31QH=j(dDb!6^M=h@
zSO*5J0Y5%K>1ae8rivuGok5JJrGcG#2f+uU&W+OVV%!I4sU$1ThbPO^?WeWIs-lpX
zm+SI4>FQzsOnt1`uM)rve^zX@DR;=DB^w1!ke5mA6h#*QEl+K!qhxzD)$;OdCr%ra
z_$!CI%D_pB(u0NH4Y}Z`EdI~&m^Sm{HJ`QO_k=!xV6NE!9`gZH;uI35=%DvFVLNkq
zII^H#JWb3;;T`8I-ovA{edyc<qVyl8?v3obr;F^OG*#?PZm{{tN{V`qkKAb#&?0S1
zs^50QH)$Zu^!7-v0=0gRyq}`+NZY}xa_BqD<MEfyoAvc025Zr^3}td$_AQm&&xx26
zb_evveHf$kvEr=}G<;uu`$<o@&iD3{yF_EW74`27^@+8W`pb8hREItwKN4;v>ELVY
zzj+Yf#yv1RCR|f~<>Y*m`Rd~>#gMg#qLX}In4XST+B_<X#-MwzS-!5yPb!l5u~Y+P
zKP%5zj!?~h&<j96*wY3Ssx$52C>~$&gtkL9Vjl3ZsKmN#PkggHRT~5aK6oKm@!a7j
z3%6CDSPicinERa-%k~H<mQZ$xEIL^+7}cJ5Ne(R~%=CYC_|K+4|IH~bFKJ2KIh~xA
zz;5m^7<tEN{yd?@&!ZG=-re_9*Y1!<QdyIhp0o^ugl;G?ZzU%y<){+%=P21N?y>DM
ztwT}e{9H}*HN=CL>-!5m*iLK>o6xo{2Y)dZU?8h|HU8ASr^%B2N*RY_&GCP<piKM^
zN++}8XTZyHI_ERz)VO;s*VvUK|7WJq4ji875~*E_b7!40;owxskUMr5kOb^0p;|%t
zfmsLJs%^FlQSyCyO_uKCDZ8iEELd8pg?}O8*A`DhvNQ7y+DD~0T=tmoA^K(3fE{+r
zc>DBA3AdlbvEcbbFNe$*`R&4vyT0d4Y!1)WkmD4DD~?Ij)&9fsd$m_GnHm<MKJb*|
z_Ti0pho-7MC*SXlXzba-AmgX?^x+Ca301e<^1k3k6(GRRp4KF&B7!W9ZR*2?O)v1t
z`TglJysy@%7cLiIaMZZeadD#YC|L8t+RcEh^I@VU9ub1@q<oz?(c!ag;UNR_Ev>Cx
zK#nl`bwMt-1VI+ds%uVgOo7wa87qgH!?Qkh9g3A@1Pr4NSw)HN@QSjQD}Fd!(o^lf
ztTQgMu*j^bb+zV6Rsf4dB|p1{K!iQb-`OaW8aQ!?QCu&2TGV*CMw;L@GFMHRuzD_<
zCOaG~*Eiu7)f%83!(J7BrAaL3yJo!ehv|5t!GQw@lG)h7YJYt0N32NxkB_3p_#nry
zht***eFf&?XVXkRRC7jz9*H)Oa+)ZqtmLk0+JS=y`NIU|CP<cM=o;K-gY?aOo4dM!
zDKRYN4$}*g?B(=wyWSz&#)vzKS>Rc?I(+|0xk?8bVqx*OSf|{qpDejz9l+wf)glF^
zhG&g;w}x*6K=!#}?FR1q!ZAhC--mC;)aaUSjsC3-;WqcM>b>Xg__IfRVVsdZhSVvR
z<XlFyzL(G?G4`Nq^XB*~X{n`>)zwv<D^TC61VEJp!<7ct(#nxG0?8Jm41<&fq#G>1
z&anBN<TV0S=mNa6(x6&*?9AOy`^v{i$W&=#jhyo4g1Q9J0|nU~2*}Qxk4?R|L0Z4(
zrd84>a>|86>#M&VT2QLKV;0BxWMoN*5MxiYKwsqFVSj&fa0Ofi^$@Y010a%p+AcKD
zbm=K7;4D=4;gM7on!9_raH(0@2uY0w^cvZ6F`d80GXzLDX>Zk!lC(S7tU=v7<)Ziz
zl_4dh1OtgN(;Z(rOP<HI7K-h}L%ta45W;^k1>P9NXs+}aVriydCvn9zcyasYFoR8X
zubquGvFhx;ug!3cmn$r<-}TdM%5On8N>YZ$_YRih>f*?`y+>W}mM_Gc_dFBz-S2eO
z=ohqLqHnVB%b$SiE6pDKiKCMvRz%C|=BKB@jY3^hMteGm6M?2^TOuBvZd&&<SJ50n
z2V#|42y^ktHhJO9D)CQY*3U_W9-|^+uYD>)iLJrfF|<|To0pqSj3l3r<B;y09&UP*
zsi>Q9*O1y!!ACc0%QH_=60?ixi+N{+Rg^zK?d3+6{z?<bx+>79kT$i)0=}|Zzkpo|
zPKlXPE>emzg59k8cHge~gV8^}&%?y7<Lq)WCUfNH(NS5Xps|w4mS<LtjOV1Xf|G=h
za`_)FA%$P{;^)B4@0;65bqq5~BYJasO{^_{SFofA(rV$8ZZZp;pB(t3xXEITG3p)s
zR=C}Q0#$3YE-PrkhyM$~eW=vwONBSh8Dt@So9>|M@{UqmFqB{C^1texeS%aWz~QIq
zw01yM*4)3H<}8^$kRNccexwlbn+IH#%;*zMxPyTANTKF>T6Q)0R}5YR3TD2yZ3R)g
zN@r&yseH^F(kX9NdiMRI4NzyxbZ(?r4um<U3WPK`rE<%VRAZwY`69Au+IJ<qymB`#
z5V>V~h9^kR$#>)6S1nEB!VrZ6OHv^li#kuc2?a^9lZb6vRX_2&`))^{QDYA>7HT+@
z3S?;a+>azR2XWW&V|sCKrw~;4&5gBnz^13RbLpCn+BY<o+mtC`D`ovw=D8{(KHc{y
z7yb;`Ma=@%;sZUa&_Et_M2Gsfp36G4^KN<3HziVikoNWGUB^O7W-8|ky`Oy+`;7qv
z8GF}L*v$NV51$~5<}jm6)`}ni?Nq32*}(tNZ`$q4ss6Eujn&1_v>6blv&YN{LG)Lb
z*?u@X=+P({Uujbt)ntbI6=v?}CZS`*O4Z59i4w#k2(nY4O7M@n3aaYiPu3D+W2t#{
zTEYs&PN|`C#`zvf79&r~U{Mkp3efXr`%}q~VpX0Neqc~sqw1F`Yu^8|d_)7(ITBU7
z<UsU~J+#kT8c#DbAx$WC%D+cgrfLI@wlddCUgLASqUiqe85Nl?TX_a9E=%O3OI$3K
zPwUX$(y;gScIU`Pr<Eo=A|Qt&vOEZmMm5lQRC?+0Y|HWuz<Bfx+E`dbw7>FgxsPSd
zqyfBelEIPlAPwWZsSGB4lbD~-Wv_eVAlp=SVbSf#=MWBcEIHDKd}s?~tmL#z|A{v;
z$%TtwZMR(z&JJE3e?`G`zx+|YIuXI&AU@FOKHhH-$HFM*%Pw;bMkf^?4ttkS8!sK=
zjDIebFXny|l-~Z*w%Dy=)UI>S-WW&ImmX})?U7tkl##uPl|SIHmp!UV7Yf2RG~S$X
zBdi0$$FR3y(+Bal(tbYs68lY4g@sNz%UsOepgh=r#h;^P)K$^??zF@iJ9p|gPKxY;
z;{)Bmy)me*1fbyv4B3R<cUKLFC&Eaak<33Dqx}#2`uQQ_$3aUf_D7S3`uK~3eB!d>
z7Qf9M23QO#e}Yt_XNaZZY)KGE+(niJ3Uz3(XoAo-#^<s24P`f-1$>8=p^?Y)7a(Q}
zy)W2qDRehJ^HiCBZ0p96_c)KH4?HX&R~{Nt8KScOq6PDE`;Csxk2(z2#1%XqJ|3Wp
z6Mh1N-u1ME6eQs#KH-I3eXBcL+r&^+Ka7oEMkBUWj0h^o5l;??oZ_ypcoU*wZf5@M
z1nz6w&?oExHnfA(!FuD{R_S5d|AhT2hL^(Fs}b8(^Qe`HLm1T<UaP2wT$XR3I^Yb)
zrw^!Alt0bqOq#>TBu2TLK))A<rNX4r5oIsuZb+YtlVofjUS0^<s<N<ah@&n4lW2;z
zy4@TtDHFS*g|14bt~E<8mlO*Kiye}9;mZz{bU)4AxnE(})-D`oGFW`PPcN&SYXi?}
zq8g3Cw4C8u5v>3gBVS2g>m#2&G@s(G`S#9)q+<{D?dVkdVU+Yj*Vl+;QUy*sep}jk
zzAq4i7AA>pCBtcfW)x6eZo{?FC(uCL5D30U^wf^9(^bE!Kz>#v_Ts{*ryPS^@ixi$
znCi8>KVbxknZ!#j#-VMc2J#J=8EvmU1_lz)p|;{g*6D%vVhtdUT-)JafT`dJY=E=l
zSSb^P#KS#^oq+3$D|sNV?4$Ng84dLtS^WC?XLE^}M=A+2d{{?DFub1&19fDNS`?zi
zRP3W=`H)Jfou|8Qd@EVuw=J9!+o*8IURQ4TghIV$+?^puF}k;+Ps4~KLTv}VdR(ln
zxDbcIXa`t77f4}TR+!yTa-<~Jt$i((T>=-$H{Vd$!Ib4@8|Ue+?HW5(j()zWLUFc5
zGYQ`2w>x}er%1N*=#J++ZQ#e<tMhwZqK?SPiy@_gS8ZvU4vf-{L60V*-CwIyWjgDd
zK0}#)USng%kOC!BcRs2(E4Y|@Abih=;j#I$$Ag3D&5HTLDpr90Iq0gHl~^&A>Q^3j
zX?D}bpsQjI^y(acELf{#;v~Mag01l>Cz*~pEBoLzf&Mw~8kPdx@h4rFQ93N{r9%>#
z-(Xs(v!LMY@%^Q65g|X|w4f>>+a#%Ux~IH$ifggssmH#58%1`qg9C=>beqXQ_>Na^
zPtZtD%iOLTe{WJ!WeDe@NIYpUq9EUuE?gB9TIQU?Y^)5rLM-$aGbjoF%#%EAg2|L(
z#dI;hGQ~Kz&J%W)-k=Q8>%^B%y}Nw!&!-VWA$B@9uh8q6!l<yUd4H7l=8XM?A;0WV
zK0bu4ostw!Tw`o;YPW<VTV~&N9|;$&DoIO5-Xv4->D#Ik&Y%|`hu)g^a+-`2r399q
z<YTGl>%2nTt$>@vaS@Y&afb{F^ZOCv*HmtNEu$vE?HHx5-LIqqek4H8`B{CEG)I>_
z7WXjrBeSYt!SSRU^O+8@z6z%EJ1mBw)N~8<Ac7L&o7_nfwUkv9{+<Z*wJ%-aa;9er
z5%xoicH&NbWrOCZp;01>|0Mz<UU<<p!R6o9Mud*Ls)cahz<WUzO5!fnYXg;I=I`tJ
zXqwgoVX3635xUmG1)FUG!T|#zWTn!pmMW=izOm6-l_<pN!GSC*mF-VOElSc}V6BJq
z4KepkW1qmzxb)_J#bwV-7Ud55*E3XHXfCj^N(PaB4rUTFwc)sMM74n&=MuV|oopAn
z2WI7}eaIwXn4;izBUa#WHI3ylf~F!VUi1N6{{=*AOr0IN5XYe(E^X^FcPAN%wl{6}
z$@>}~CSc+ENeELTxqvP#o~=LP&axtm?l=CKucUSVb68N^5ty&32U$~kP^)w?iV^t8
z!nSz{XV+OHci5a5G+IHjk%tWl9fF^@s_JKM3aE@vv!w5KJ`Z$Z89S8xZoxW)+q<i9
zC`t!ir8MAslmm5WuEOe(LUk~y18jAeba_!bqw&EftRiELwKfwRM_shHJ6ENtnD6*O
zG;tZnwQtBCs91e}ZLjA$HD606q4Y$eKG3UAY8%JUFiG5B({3Tc!$aqxOvg0tFB?wJ
zkOM8^WBC<*SP?Z!fi*(><30Q<C&|g$0;ratR__y&hNRtzl!W#5f7TU_C>PkA>&>I-
z-MgpYG4?b4TF`u7fpA6SX}!4Z)4WDV(Cq9ig`tj`TLmhos9!$lN7OiVXNqzxIC{5k
z{kh~i@H0L+`B-^}TP=GOquZAh8#`46N~o~LSl=LMLs|z028MD>3N7HjDsCS0eBr%i
z={q9IBCLaUgOEHPh>(~ditktu%>^{RLi_u(ADpr_GcyYXQq9>mUVqqEiW<jSrxTEq
zzN7v!e?B3bakB06IK~vV-|7{ksJy(qE@-3@wOn9DQm3yh3|DjyLet+p2OR}IwyIOt
zckq*OAf6`>TQi2r_&e6tXsLS1wV?k`3FI-IlI3KuV~Pf=wisxn3dK;D1#q)Y%Hu<}
zHbec-=qDfkl=Tl&LnXvE&$wV|WxikWd=%0frZorXnT-UBK5*gp{IXVaRS<mvKr=a9
z&BW*_CYPC7Q0pOa<L%KYGMOxgYZKAlIPVecL5wF!KYaL5NMj2$YUGxNdGNF@kZ_D0
z1lXnbScGED;XakZ$jOc%>jA>K_7cOy<p;N$XCsd&3(@&uAyu4mu=X_o9#s!`>)vk8
zB>7f1ha*FLw@#lqvu+i%(tCi4S|G8-{M^97Ca>`%lHxx1nzd;OnsN)ad1w+DE!mOI
zdc($l%~-a(&G2Pg`YYbk;{G+HRsYhAqYt$H_^~s&o76nO<22;<_JZP$XpatU!X8&C
z>Y2uKv!-Lz3#nKv1Ge#}K{z?8I<>#~n0Mp?i|Ve3UK_8zf5&-@IZ_pL?d9%s#ave|
zlh&_59DX>VzO=j?1k&2g&<+@tMGz56z2<5ihQD`*%sKMQ?HVS;uhykvEQu#<9$+sT
z-q#fMQy@rI)2c>E7><hTz&_j_AkZ(On8Rx4ix}E4Yq3p>5~SsaF)Ceoil>ej168kz
z0op%*iwSt_t6{`20M)vn|5q}K2K{@&03vq9+uxm*;!zV1c^zaAWKdBDkMiCe1^yp6
zS$e<w{Ed+cZ%1CcTYpCv=rN@?y_Hx%`Nv@$;MZBg6$mR+u`q@1%42YcT;FP0yC}G=
z5cycK{9%damdZ4^LxSkO;(R`G>)}hzk3OK_;x-c9KXI?+@y$x=@`kM`?))p}1Pa!7
zbk_c9MS|XxE!=4oY4DJcO;#$DZ)mP$!sC(=XH3OH5p!lIAmrC&cdz9ISbjpv5!2q5
zjS;>g4fD2d0YT?b%kS*)euU+?{Fm=aSL8V@IDL8ZhRSmIjTfZ7F6QGW6;78ROc$jj
zM0%|9-jW@Qx+^1w(74FU<jaJ+auWP*?g`>?ovJ=FKV{`A?KwYj4)S`SLt?}vxW;@G
zYKjR%%$mOJ0LgL6-jj-HRC=T^+1Uicw^>s+-7@pZP5TLvH_89tFC0b&lY2@dkIkQP
zN^p%kcLYkdz_;1LtW62TMsEd|mLW$5&h>-@-^oY)fn=4k<+mu^vdMm>Uv#cbgPLi)
z2X(7YayWNX+~G(z+7&*XNvdU_Ok>^1e{rtMxOa;1&SvX>=ztCDqob>k^7!tiU4-Q<
zL}7(!mmZnW*pp+3P2cV6Pp}{lmpQ=}n2cjjj-(Ps=oSvC=U6Eo%4PKkxP$S^AP!GY
zc0v~0QQXG-Cf`!*I?L}@ztd!y$|zHmMqH%_9b*x7gCz^^&LQCgD#u=+Yzdy#*NhYu
zJ7~8r7TeV+RWrEmV~Vartgl$%e3!By@$9x-hRTg%#Gk<nP76msBnQKS^P3w0?X{j*
zR#@&=y2|h#WPLz-yA)yN=*oY14PS~SYt#c@AeXp@V{7MQCPplyQbN(2W!{yfn+1DR
zhM$oX^Rskr(>H9!7<5b;wun&#vLeN$bRw`3u`o1GK-x5z4mcJR^w$Uu5K3L)5-RmI
zG6O0FKNgUETCn@n)FA6p_WK}3oNLHD(nd3}e!Lx`VDYFWXt@0V+c>}I$G?(FvhK}>
z#Dfq>T|?#Mpg=6j2`@}+m9O3o(LpUPkriPhgN#=tfWzOYRD(P{@csfYy|sQ<Qk6gJ
zobV+U?z4;MfRp71vM<EI*|_Js!cQCB8d>}daOpuHk6wPi1DAzBUf))!p?y59ms}!@
z+<jF-yh}ELAH1xCy4G|S0@;})idqAjDVFcB4A$qPVOqUVH1FNuWuPDaXS=lb$d~^<
zbv_1g^?$bir>Du^Z>d72y7S@644@l=X1s$T-@m&#?jUbnV^QYP-v=PKEMm<*(%4(<
zP<u<u1Nl}m*?V)J=73CR7<a$rfOO}ppaZ-I@V}t{{PMpKmXG~Ie*gY`xumG|YSWWT
zG>33Xil%vq186Q%wjv`VZ>b7kitm3G=A5c5*8VKQ`G@xa{<r?0U;g)@^83=}Oy`%I
zU!kdyU_t-gF74&5?f?5z{l^&+|9P9x(pn%zdIO|d;f<U2CEB0$P=nH*o}Luzi~lt)
z>Kyt(CU=9(Ru;rTBOD!XR;oQXt*Y9;=1vv-(7gE?+UpeZkBp3*rlut@Gd#R{^=d{E
zPvi&N(<eK_p<wwE5)wYR-FX!L5+d{rEYMeVMiiayD)Y3;o2C!U2I><?8Q^Z>y<sO_
zCsaUJ;nq*!g6J)@G+$hd5%8P>Yqu5s@#D$z_+O7huE)>ew88OWpUw=GxnP&ESa#w?
zrvsfT`wt87_Hn#EpHp3u_JkC$a&ja&dveE{U1B!{SvP%hpqx`$T3Q~#99}#vTV?Qn
z=_EDs-U4~;X>8vjY1pHryX|;f@2GbQ9=sgU_CI@kRvjApq+^xu>C#dP4Rpi)eGf!O
zbTSJ>=)c?l?LzG9<yqi>+3cp^F^{Lfs+d+<dJ#mDK4{~o@T7zH9Y-#Eq)kjrl={qe
z$-29vSinATnabE$?uha+e0t~Re^wE4y#RPf%m7~L2DF^ET@By@53EQ1u3U3sA*kO*
zk^wX6m8>C`*wj?%*-XA{hXbcZz)?L7FAc`TjV2H*qG?5)h4jGQqUhXUhQw?SzgdoF
zfRKa)#9*=_HC9_;FhdevksJN-a9L_Ba6ERu-hV14I{Hf$vr-Sx$FbO$m_vRWpf%fl
z#4$NtCdKdSu3ftVfH&;qkQJm?m=}Wk4k~#s`LMI_mjc%BO#NQdh@$`eEg<oC)g<Ie
z&t`#7zvoD7V$8m8aeR<{$kf>I){Z-=9W<ZV4hp3Y_yQjMbJlq;jD9|7Z7QDUums+~
z3s|q#b94Pg*58MArv;<~k0Ips8)4G2RdOydv+%4}It|AeOROAD=$ICSq@Brmml_MY
z^S#3r-n{^#js(mXG*TQ#=tY%tvNG>^qWjBa8V~^bf%UG)3=lA&z3JDXdUK6{2@g@d
z*d(D}R|as>oqP9yNwnai{f~V-YvBo6$b13O2b`<AUFy(AUrNZvq%;USlQ)wo03jvm
z?^6YF4**_2(7`7((4aLg&M`|3T)OR;0^0mFb=-=IiU8mMLH#)K>hiVS1BdegK28N<
zpeL=wz@a0h;NX3YPA6j7x0h!RtGZc~%<p)-|KEJcfU_b{g1cX}`?9mVWl8rSkn7QN
zt8g9?g>5MamwIGAv310v;+Ds7H-)1vt^a8dnIHD<Fyh(KN^XN<z=*u(e5D0=Y{WjX
zfz;Ut%nt>rA)9a#hTZq$!zo}@lHr2I0I~B*sLf@*WCd8`67=Ikgs+<sx3DnZInYn<
zOS|&C6vJk|XK-t`INDfmirO80{l1cBsk{_Tj5@psxEy;yWi5Ns`T2bZKCPfcrP5XM
z+N-_2Ks(F<l3jzp<xNRcjB$}w0pR2MKxgy%fP7rkG0g$ymtGt~FKZ9sn9CLrCQK#>
zJ09=)_tXmts425PyX4<?cAH$D%-aSrIQXc)qjfBp)4t{&JHyU2DYDXk?+HkU8P5K8
zXmbjNsRsNJj_UwXV(I$AQf4~c&pw-22cc|g+S=~Qoa)BOC>ZuW%a7|-v#sCG1xpyf
zDC-xJ?{88rn}UnYJQEPU2)tE1V}n__M>@1}=A=xW)3z=H`SUJh>_w-K_}vn6y%N95
zR>T~>bpes7Wmk&XzFySiTUGUWEk<c~De$dkjeyJkrhBij&kzIjNos!V6M&)VKLLKr
zNl<oFM;6=60*w0AF~#4Zh$`_~6sVsNoiY})bfRjzSo3rUn<g6DcLvnUL;*a3NjcX&
zmS-3jJBwfHm5z(^$Fdxe&?w+<RNn$!t?GV%o^uyE&Z{8;QZQbd0g_I}-7heWM&%LH
z#=}K77q$aewIMJUtNYBP0avRiyasj27ta1GC>{8-MJouzVQ)ShUuP$lRtCu%aopBY
zKbY9Wmjwvd^$#39p~%X?&rA&mkapIAh&1oR4w?NL{|NYC!8?8hjfaURvrJVn{lKR4
zMa_FU8|X&*Ha%pVzTRA`$oHe+irXMhofU@NLc_S_eqRcY_LS69`5`)pfw+XcQQr{w
zR|$5@E@5mfZk<t>o*QrMCBB;L!E*{#6g~KIL!Z42{J3Wg21lEu%G{=EH`nu&Gr{Lu
z&21OCR<fw00CBPGL&|s6yGGuZ=<a#RU+mfiyw4y_fw&T>un_(s1p+%!2@#Ip>+bL*
zyDnQm&D+cCB5)QvV#DAbeJ}Zn^9|-@-IwpCXbk$h0u$ApTW8Je$%HUOCf}uPJV23V
zM*R?L{<Q<35u=7@@eV+d#9;fCE~~na(uXNOew_Vdnxulfs+9%2YLt-qGYbJzu_np8
zdwGt?mSbi9`P2&0XG^$=+YUfZ*T0Zq5W+m16Q*o>4+L&Rkb>K<?maJ#&QH5tgP8v8
zNot=XG~jMTxV#dD<LD!RX^Q%hFjT0{Jslnl%I=%X_{Vs5833Q&;)$DMAzP$_he{Wf
z^^{!t<Uvt}S+)rKK3Ck62X(je9{QAFoIawYgw!zL;7{K8ax)4&?OoOEOCNZ^<*-HM
z>gEx>^AUDMD?=_tsLC1hZ&{!Z_kQs6DB5&fhH7>C_U+r}7CqC>OoW3f^2kMy=#t$c
z9PaR#ey^6Ls|cnzUK^tf4`K^v5sPEDBUXC8clo~AB7cxXEsm#GeSAfoUMlvyQn2s6
zz^Sd3qL5hAgi*=p?#gEK<DD+RDm4U%dxS<aQ&j=<R0f!pDD0hOmSgb7;!R%04*-s!
zOAc*^vn>0jMomv-0BH;^+QOG}Q#z>hU~*Yq{##w=D-SW;F#hjuFkZ=UwCMJ@=ssFq
zH?Npq&IvWWZV~{{W&t+9M(*_K@3C`gDqA^%rMaalAdPh9>y^IkhsV`=iy#d%J6gR(
zoXn?DL#bsI8ZSkpncJmI3e2VssmoF})|Ro(bA%dR3jZ+)v~IT#oP6^NBX=T=t}uzW
zt_@ZPok6~YoM~VV^1&GvbdjjKq?7&;=iw{smt6WTf9t9r%mS7ZuclpP$8+CaI=Ywm
zIz}Min&?a1ad`tnAQ?g+y=KvWAH5wKOI6rk_<%!vIO$Uvy$$00a&8^&l#tpNHj<k=
z2HM({Tbmqg$#qixtq-C)xcaMo+~H@R!brgWzdjM6$k$DX<YiWvFS7@vWr@QJ-oW;*
z&!QDtRtafnD=Qlwl+pKbGhgu~ny&+Rk<at`|Nim8tlH1>!-|;>8?=+;x?QwECm=a@
zNvs<9^2D#9zo>HP_$X-gpR11f59AU{LHankJn$1jIM!bm%8z}z4E*0dK&lq~#0Dms
zZU9IOGFA9{_gl{La++_yr)H@imr^X-W8TlHdN*%%n!yJ-ZU&P09dcXg$s1WI0lCcT
zWqmGa8=-~v!BH!~q&W+yoA)$_Y`yszSe7pTR?4reMx^dNe7<h>hMQ=AygYouC!KiL
zFdh+X<?&6R68LBS<4x~T@N@oVA_qaR;rn_JvGWCc#5U-C1xf3FXD1`wo$at@V)Myr
z-pSAnH-eMXz&s52Hk0d$5gummd!Btw*I4|15M-`rsVdOix2n$HtX!(fzVUrwSxB7f
z-E-L-;`is*Hz3kfC8rAou;{aGj*}Hu{!_7(eLMc=-ef(DKJfSFIo;;H%XeN!bRQ8c
z>ys0g`rRf1hFBh_2C<GjNeycRX_@n75%2Zm{R#c23%sU7bcxfXTkzk`oBE;w!s=$f
zy7)4~n#E8ffOYEkO#!6{`>zYuKSkgcsdv0Uh<hqZW5WKC8EXb)@HAf2FlTfVGyv5`
zrbz;k!;yVJ6CP+WE3?THkYT79Tg+xAxe3{0;=)v~^*qZEli$<Glm=dKaPXo$BX1(i
zx9}jn^tj_>(_0j1_lO?}ubalV{hWLUqxcu_Y8kK$tN_oa`eY8@CEer>+VZ&__foYi
zC!3@Cd2Cu+&sMdOH0;r&RZ;?Tb&c{!4%u9z+|Ieo6R4oI8(y&{QBs=8TX@F~<NU$m
zZ`QX?fvxM_Hz|7bOg$hD^r#;gMl+&v@(VolvB*ebUzhZ}uhTL#B))1JR{8H-nBdLw
z*h}IIA9#PQMUPG-X}c!hB%i-%S?P05rOxC*pL<7Fm3Gn3s0dZ(o5qD8MXKxWLT)f_
z`KBtqg9SU>7Wia<;t`HYM%2c`<YieHQxtDG3&bufnn{ueD9!$jS`JPe*0-6x1{OzE
zE_;EQfbd~=m=wr+$tB7rf^O8XktuHCO!HTBpOq(D@rBaj?m`wDAeThL|19TTk;H04
zvRfXrT7U7h)~2Q6#ar|uP!E9nR2Cg9VSOqFj2CT}#bE(H`RexSt=eO!RZv-$T!%jx
z*|e38lM?k>ySEk0sT+9`nUn`;x0*8)^Q_4LqKyfUSG*pno8f6;C&>Qbpp&2G8WHBf
z(uc_dPW~u=(YsGpaZKAnzq|6>Tz75_pc~oWU-(J(l5%d`x1QBdLH9ZThYlY*WIYrC
zjM5`()^W04-~gN>6UxqbVEj6!!=psrNosvI@wk=rX1UMB7cEuAqft6^he+e?d2K5G
zOZJX`hPw4(1$W8CvS{O2sG{P1Ac}g+)}X*cJyi%qc^S&&U8ekB@s{%q7_np2s*vX0
zU$g#k#uyi(X}@Qw+I>!@_vf8Oz<$%toH}pzjAy^id8{3{>H%h*vhPZ)f-wmBuEwo!
zxx$|S5T}2?uA&WrOkE0QnoTihZ=^nu(G@I3n*Lgh`M!P6?C2wDis{tdsDz4_z$pwi
zzAv%8Z)?B^ivG52aFaX)Yu*Fs`b9L|bR?L=2$)WAj7d(;Z<fNy)2CKuI#2!PMu;hR
z3F#pR_O->l5e1V|Z+#9L?EK%%+e<5@M&5(-dhbf9e|OVKPDaSQ*}BKeEtZLQ-;>@%
z)ScV**VA*qWBz68BAg6|g{X~<KwwUnJ#pfSnwna86iqqz{CwD(nQuITj12irqru+1
z?sJQ9jP;@5{prJ|@XJ)ONl@K7L27zb8yu9y!8loZw_mEH<H*U+?t!+tzUn$~6?e@h
zx?kx88S@V4qMu#Z<cFl)0JtPiI$l80O3)YjNnviTpHS2Fal;yep87p6)8WlqlAgPN
zr$+S%Gv~6BKgYzx2vL8<t@(pquFKz<&h_>ABGl#@?bS;4Al^~DN+bHihjdd>a#2C$
z<J9ZofGXRDJStcSvHY5>5u&=jqwM2FpIWs3>2(8+y$3OKozCv1Fc#t%JwKkqj67Y&
zN2FixrAN&)Xyqhu8gN-EZhzT+#Ye^MBgHxhBA*3;tnnzG`yn+I=<b&tU*Cpx#Q9M2
z+FT!8YkG3QsS-GF2;QLFbQJ!1>juwoSaIHJJOY87O}e1`JoW3fD%F3-oSat*dEpLI
zO>N)HJ3X82H?9@m)fYA+ICb9u^};XA{cn4cDr^fdAIov_4oF(&KtgPu`*e}WU6BQ&
z;-f*f{8bl?=Tew|smk7$5D(~YJNAGb9S_`oLvQAW`{3ueA@dJ79PTfVU=cYihIu+~
zFK2*~(3g_mQJM2bz4Thkh@=aMYa7~`(Ag5@{zm~4yz$TLihN(f=tE_Cz<F+K+B=h_
zkIe<;*BKNJ0cNVIdkSx;PiE&_Sui&M8@xWN-}x0t)Ony+Ac_~?2FVU>Y7;_#k?tbp
zd~C>8T4<N$dQpx}O?P5J8iHi!JSMDuL?A{1M+%(<vI#AuHkixD9s%xN_32M`LK+KS
zqO`i+Ny2=7g$m~C#X~WBK2uV)t%2wwz_i9YyrqDKYL*gro8YlDpyJGfMnKQs*>0Yi
zQ|3DOkOywU9KY~E3=Hk3e>+W7qe5r*rz~F6^Rn+hb4UNR3EHYgWudk6zMe`>$j$I=
zyc53kpv@uD3_T5`^Fyo4Ya602B=(@jY19|RJmAlr=fO(8JY`2p4>;y5z&QucRr&zm
z|16l#@tp=cKrAz)=gZ_^9Tk=`rysmR2`QE*q$Fm5q<>Y+9jGgvP7~kXr~^{dOF){R
zmXXQ3@_Ywng~f|y-i-imSEEuuzTK1Uvw@Uj-FfmT6-X!#v+jYJ)BKnz>V<;^x19*m
z`ACAbtocRvSGOVtBOk!(T9+K8l^yO5EDuTa?<o%er1feP5O#C=K_JvC_Z|FMD*v-5
z<3+LRNO4O0O0Pu-VOAX9Ka+AWK=wq6VmRdKQTt}~*?5zTuVZ?Hu#Dg852+0qHMBdZ
zXOo^cp97(%`Sy7wm6#FW^2pD~_$P}!%`4PEvV&<}B9X4;)dMj;pEm>NMAhD0jFPof
zHMm?pTxbc~bNIXtV7CeqSuu}Qc;mv44UOGWYDNzZTs*~k__n6_OXVe_$AQUS%RxiM
zr_8k#M>3vMRdZkP)D(mlTF=h?LvWB`Ysb0Ofr&R=s%*U=%Ey<Q$4`Hi?Q*@W4zR`X
zzX1C6?2<|THO$&;=Sb3;?=O<>L>r3>O8UH?reO2H=uJ-MD##15(S|doMWF+G8~+_)
z&W&9Vcl*i8x1gcT9zJ{b=TV}_O_JGdO8MtL$+1Xm87~2+Ic(RpmOib(DO~lJH&y2%
zoEomq(mNkMOg!15bhRKp6ZM6d_QV!gw7S8R)!`2Wqnl;Uy<RvsmydfT)vs6XdJxJm
z;BV$Z;u5E}wo9SZ=ankPW?ri!GnNgQ9r(M=6tjYjjnCI6fzD(oZ&;d<mL1=&$~4wZ
zG#CFaboA9JIXOKrhocYi0RGSuv;@HVl=~*YwA}vk4%|bA*1VKE>gqe~O+UwD-9Wp6
zEf0DNiR3ws%(RdAjxjX)xp>4OkVek%W@4R3t1CdWtq1RTp9DIRjWzE?<&0-|!wJve
zVBXhxpg0{g0|rhq{?ufGO7#E?e0avWZ?hxs<qeWyC%P~ac0JEJ+^ZK~^4JL&K<<G%
z{vU#pZlB|FEf~@{s_v7G$GUC;n~oZ_GyIV_JCUMBJLYITv^fYSg7`04wR%|$xXh1|
zs^)rfChhCYB*o>PX#$fP>0QCBWWNuMf~^ETb8LT7TwG>N5N8fF-}bb*T(War-2oGG
zrEUP~)eG8c5v470j`Ko|?{;A{hEIqGb5~480+-t<DmVs$QwmsnB^VCF){j~d?#|zE
z2Xjh~ewqGd(mpmF=JFg*(o(~y!Rqurqt!B=5DwIf%w-KKS|uaQmue*b9}VL}bbJv=
z&O0(+y@G>aP1j5mXcD!oQqWU2b}cMc0YQo)6s-VE_V$STYV*mr$Ayg(Kq|1F?_-b@
z#Cp^gs+W`NVg=T(uJMG1joQCmdJ!59y3xq|hr-E{U|2<e8$wtGn4?SqJQHeD1tflD
zVQj1djPAHQVwu*!A}TE3%~#4B;RM4=2PJ{HN&!apq^t;N<t?5!?dpyk*95WmrMCRM
z*=?W)f;q9vcDHH(i4vG5>clAY$GM00e>inBmj@!wvqA->eu6PnR^^ENPDg=k#tO9(
zd4x4o;PLmGh~^`kQBdr$s6M#<zOLypP`@rd{=QSD?#Y!2kf%g<9fQJg-*@$x9WMnJ
zSAQRc?=5J6N%>#@S^`q8jDb^8`?DG#iak26<MM5&tLJSCg@R@kNXik$7z=;{b>Ei3
zW)#(|x8_LNh1UN4>qGP73GmVPwQ@kK*EDt(h;|}91tm6RNNeF6+Msgk|LK${E@gy(
z@fa9U!DC)ij8TDE1~;?dJ88Km4xG`^n*^xv0cy$7aMDfS?$(jnhot^|rzWvp&-WMj
zBfsW~O6Qh=Sb>F<JOL^PMH&?C|284MI0wQ)utn_(scIqEEv+V^rgByr=XcxI=04Lt
zQYxh|L+sQrH#E2Le-Qf8(o!IAE^3pGzO}ZdHCEV;;Be-oQWpv<zix5XM{z~noB8ci
z#ZNj<f}VXMYW~mHtSk;M_JOFuu^!{;sGx_uXDxYcnZ^O)cpwlgp-TgR4+Vj=v2^Ll
z&pINIB<r}oBdB=%UJeF0@`N;KyrRP-qA(;7Jrpi$*nroCH=PFjg-LE}+pWO@(X7rU
zf=hCXlc?&><QWl2;06+q0wPXgH<Ra90G}aV9#Z#o8wGbGO3E^0518Ly0cgJ9RuTnF
zOx6VvBtdRSW>ontPVjYfw6rXOaig5NAQ7$AG<+m5>eLeh*OuzIa5%gMgx(K-dYrl2
zxj)HZ7*vgI?Kd7qQL^L_t7Ws1sjx{9gFe$hBb|(>HgT<LOIE|z1@Y3!G@B=D+Ke3o
z<JUD{e(TU+5%|}KKt%fX=Njb&g3t7nBHDG6nRrwf@R&d5d}9*16PJLrIR;QKn9?s=
z0opBknm2-XwMGgi7JkqfHn6Fur{~T3)+`-jVPnbk3;}c9F9H=<z72a+4-E){Liov>
z=W(=hh223>@;;Y~|Eqxw6}v4IZo^9C>E9WArAM6m`)#VwGx&`l<hV1!EmrD@A)&TK
zBp!*4mXhVDGdhMW_Vxu0D4kUB?oko|U#M`&(yQgP{+T3H0+Cq*hHGmj4$nVC!Xx6=
z{vDNzf^U<VpF>(!7I1uR<Jz4pzmnW)x#+FTPZx9U0t@RusR486WQ02qa8#Utv*ibc
zWeQ?sp0Q#9e7O3?nehlA-jI`iTn16N5;pu4g;8u%T9>Dm`~##<@0Z7m-8gRXt|pHk
ze~!L4)7swN`&>k8#vWrPkx#CXQ&Ssk$t>lhglziD;Ctk)s!ahA_9ip{GzFZysA11$
zC!h+-?qRP;feR5HrFggt2OS|;HXu5PZMQI*Q1at4JD2hLFrE^T%wU4=rO>shjal*A
z`AV`jjteg@0Q52o$kNg>Rrr&pO-tYg!(IqPuI^l@ly~X1DnbZ=M9<buacOSl4NmfL
z>RyHvw~a`LY;?9X6+n4?rl-y)R28kQDOTpw&VR!sN513?r^gv12Mfkb;ua<VY<Z+H
zpXqWX7f5RTvzu;L9tao0#Zkh}aFYpe_lWyZrsA!w(x`!#M`qrlTA=wrS*09K4dX8!
z$9bMa9tnd(`u*bP(N_q}w)FBVcNQ)u5(4eMSqX2i+ScN6$*Jo)U{XF!Wu=}lh4=7e
zkSZEy6GK45Ky26W5edhxA-w;xgMw*sUBv?E4hiqpwy_HpLpL39jL9W2=gXj*eW+2s
zX#~Q~sgm;z5vnDTS5`jx?b%9Ze)F|*6}RDRFkpLIb=c#%GX2?Gapw@goG5lGkFNTI
z$=Sg*>&rXc<==<!49%Z9$W4xAHs$doMFpEVLP;gh!3xO@%h6MHn$+Ja>bSkj^C%eZ
z6JP3j@-ZcspQ<AN{u20$&rt$4^5iZhMdYz-<fEl&*@&#cfiH16(}-oW=?P$25Iw79
ze?^mnU(~|<o!RfDDRz8!BMwSV+-B0H^cLY#IZS^*wpbDC^xTr?@9}HiQ<kqOA>O0p
zf;@Jgj4q{XlXtX%<dXNcsCp?p8tF8NHk-~C*o};AEwO7B`_zFPTV0&Q20ac5qpkv8
zA^zkGOe#~tRX)G`neJ(U)}kt=x?_ddqq4NJw`$G_q|*YZYbA8DL4KN{XH->`Kigav
zKiNkhhlyLw*bkbWDFO3<-pxY__jLxQm`Q|2IzM|8bgN?L%ip093nAd^XAHuc0&+X0
z`z~BV8Ai8~?&j%hqgpa`RJrCaQRfJcWgw9Kv1a!x5%9qj*i;J+l_l*F?Q`o}nq3an
zVi)MPE!c;dnOMvHRtD{mtcYqOn5uE<k7swpE|%tBm5ZAcQ^ysqHl7>4RCO}OA;FE1
zg;Hdr7ohoobcIq?+Mc3(Q_kBy<9)vfuf3rEzGpL^S|#c&6k9Tf80k`w>rZhX87&Cl
z{`<8aaNAUXjm4j&{x7=TIxea%dKX6#3$Z}~5wQ?q=tjZ-3F!t2MY@Fn8DdahQ7M&{
z?(S|x1(cK+kbxOcB!(0jK>DsTc<=rG?&tIS=j9L2d*<wY_St)_=Xut%=%b3MToei%
z9cQ?X(J~l=mT(<V{J4t>{kWlGtGQ(ZwQiK07SUT%z2&xb@smiDAw%ZX9k@iIse((!
zcCfO!7;T@R({x<T`HB~Ne&DKNDg|Iw=aC-Ca4vcNwEIV0s}4ja4<utq^Qx1g6_NJC
zX<|7QS$6|kt6o7yeV<GIolb*Ym*kWNX@fm=Gxm4Fsf1rxWBmbr8m>gkT!Tt<o;!7l
zgS!Vadv|r0p}8}&Nndl-4WNEb=W)??`Oy?|&pAXcI_aIUm|2-~+bSQ8rtw4R+2|)S
z@D4K%375ysc6}Fp*B`!)R6AU+Gc<P<QTn#Gga;tj3kQutAXqtoKdtDzx)7wT)&RLp
zoOD}YncYt?bx_c~?=1WMX}ABQp~emsZo4Lb`UgBM<z?pVh(4tnJVpF(7~^xlhkQRq
z3$<PDD>pN_Y(#EXR<`5yPDrpBL(p83&NGs`JhWx>_~h7_V5#R?b$3nlfRg4&e<N+Z
zvunlys?W*f^d6sWU)}HPu~%@`$?|wZomg`*rkNglqc3&2Gvz_H*6;u8@4x_e(W&Q8
z9JThS9OE>&ne6|#PyMdgjx<QS9-~@}Hvp~rIUEn_<o6NX1t!v#!x{_xxtt9_r)>1I
zegr#ve1Gs#YzK7;cUY3%g0XJg{6#6(TdSLT%odGv4#wej1mS#(%pxIFj?jH!DO+bF
zT;3>z?2U^nZJu1!X8rXLW6Pc|8J$H4L(_UaS%e|KQwK-^^)PEs(!1$_>!RO1J&vqu
zW$buO*kt!oQ$6hceIQkM`vT5*(CgEAwN!n2x3<0aORd!3wb%{co>8&4yVvpYg=wv9
z6k<qI=a#~wR3681|8Lff*=0Sx%Wc2OI&SXzqcaeDT{}KoI#6!W5&ic4O9$PJ5F{W*
z%AW*IKaDhhfIm({G}pU%zU^D-A}TM$BXd@Eh^L@##lRHb%vE+zht}VKjje5dxxAaM
z{>2QOGLMV(X-kSMQC3!FzIZiS?YUQ%f}OTUU@xbc2MHxZ;^CKuN2U?Z8j@;SJKfbM
z-0eQ63j?)>Sc!8rB07B>C{)KGl^U~8OcL{mTZ3g>M3tQxv6;WRhnmWFYC&${>o4+t
ze$H%(E$Nnav;&WEgC=eNoZ4ji_S3OFRIeBnta}Di(wr+41&9X;c|=&)>6tXLp&Ino
z{X%PCJM`_-G3i{DIPomVxK)}bTf;e*A<GcM71-A*F$eISp4qm)DLK>X1))SH1kUvR
z!flzQ7t(_otm&)s461@^tc<?fpZii==o=pt;{hkC*i8-E;^o=FUJicqMpe%9=C}9j
z$z>57!Ggkp-LU5{@1Sro*AS$_%1|xyQZwqydCu4W7w(U>fArp;;cX1$ccI?at3l_)
z_<0-9O9;YpYI7LoEzaI1{0r*Sw`ZS`2z1`PL^+7Qwb=gQSgk=Jj$bwJH&iGgUKq>Z
z9`Ld*$Zk_p;%csEMc$Afl~bho9?7BeNzZ<TcksK;=@puF<E{4mK$zQ>__}7ud#>h=
z>%ASRE*q*Wa<em3>!H&?qV-O<QtvVIf`MmU48x^kiQqo~ZZ7wSDw?bb)ny1VZFx^q
zV#3bHv*Ek5#YQnG3{-rD``;l-sbst(XNA?W4ptlYSJc|-jXz0l!3I|tv0|^!^XMIH
z)epHvF~g^NmR(XWExg4a3o$r9wd2_9)*yMF=BB!t(I|?_9l{HVL4Tb`EzeXLyh;ww
zMg*+_XT>0~{~_pbE`%0bERiM54>7zdo?qzS-&S4fEP}eAPxQ^9>4Q?GXFmP*gyPHg
z=j1(6<?(E{{q{{DIRqM5SP8}i9a&;^?od<;;;(_&Z?WqcoTMF<{PX3Kiqk;xUFpB0
z)a;+StH%t5v-3vE>)M_*=!AU*w$_ac(w{2(t|I$~jP*LQgtlkR3}4C@l~9GY1ugvY
zCKys$-F^q!k_++X@dnNLbfKm*<-&T$hvCO&g7?u{;G^=(S?1231tXIZ`#iM}nrENP
z_bAi;!Ruv}OXgkZ2ZhISWW#2YzJ;?{wSjN1pMPQgrf_^dOF;R;$^_^-o%`Kqi(15I
zidF}ZkZakHA;03AZm$25wk!vy7L&X0Frc0-!#c#m2hW!pe(UkQI=7+#kSBtCj;{?w
zRbhNW8gg_RR_K;j(q3x)mGYQ~d4X|?ZQ#5=U_oMXpYwfO#yCF2n(4I*dJb-U;wKDq
z59(-LjkqqQd%Eo?UB>q}ku<a@D;uM4s2pC&xbtl9hFLRjAV6^B&sg0-XP(Y-z#eS|
z7b=L0vUj!Agw{XS5|$?O2J@R{ZtKz`?BGjuclnVf$WY%TUh{oRi3T%;HoEK$syr%O
zB)C<?tM8U5>Z{fS;-~v-9ZWG?I3V9LBXT)`!84f+d~Y@Oz<}@k#xbg--NUdg233un
z*>7V|@u&F)Gg08ID~kkYB^(cG-g-^0%qEL~PPzIodBNLPxyeR#@I^KmdBmD-PXUpa
zx*8&wfmg;I<f$jv#{cwl%B|O$jcf>+I%)Y7Dx%zeNPL8i>cTk?$x``d3S#HnP=kd6
zyprvq-TI8;!V0<>SJ8WW$1FmTu#D<6Kf+5~xE}PLv7KR#kX^r$m7qhKA-iR)=Ci`T
z%gj>5XURQ!jza5-oeXq1qn!bIL-Hg8_6K|z02IAMkpEZWv;+17&(IQkdp~*V%>PZ!
z&+q7oJG`9ltOaM9)>B01JqNjZxtMQM#DZ9tM;G>;4CTm(D~flRl{DzfE50bd($p>y
z!GX-4_VQXNIO_}(s{};rh2c<)^XznSBL=vdhEXPCI&krkO>pKfh{c1Z2Jd(Ilzge$
zS}N`^s6c5dPp9ixgQ!kO73`^y*cOyt;=S-69j_Zz_g)CJf5{9&P;w2UmAl~ab?P*_
z3%Ru*Wg@b<2!)z1x{kE^$Fr`JhcogGgynl%J8H(46inKUQ(TT(8>ZO<>U{$gc8~Y&
z2WS`Z^}2+}+e(g&Uz>8Hl|}?^!5f!^gm7XDvP{y_Aiv1u?+-=c)2yrUBKewWGZj2x
zlxZmgA0klQ;SZgzBut+O11FeGHgQlKDxvYL;IG%|(b?&aJQ+VCP|;cpo)N3n#aRUG
z9~ip76Ic7WYO6OS2w!<gDQG(NPAZDZH~Q1FeMnBa%|+ebvG;lDgHQV{1s*+mR4A5A
zwTu0qICJI<T0f717WL^>c|`h{R0%yC3#eYP)i>#wNwZn*zc;>-$}^dZ1M)Oj-Vmly
zQ*i(Bi(gqB!<}_gs42?G)?g?bhZPyP<eK6*Qdur8l!bR7=l}gH%0jpll_zdt!5cu2
zEFL>bc985RLS>Enap^tBSclHmgKjzd!Elx$`0M~ve?oZ_Exi&U%?7TKlZ%V8MjI8@
ziOr;KXIYmeZzgF=`#Ydk0lMlTMFXh*AU0!4W5%znug-(;s+_%%q%tDNE7{-ML0PTK
z6s6vs7ku#_Qp^M7ZZ{s9>0F4eHLWW*pSV*B$~92+P?Va-oo6a6t?@m|Y}6s|T-9p)
zZ1f}stKvc@d;hDNxk$K-TuJ{QWocLPSQNbLnrx_3-4dJ|DvnRS`S4b)pW89Fj0|z)
zj>jb^Tf!^m8AcOVy{@S#xdo>AER`JuSr_0GNuEQ1dNsb?i}0lahSJ<Ct|@PvV5d1c
z_f3AeCnR=AziKU7G+`cQl}d(-GHDlWHe-ca+g4Xo91TQdy$yt3WlM&H9WP)b+`y46
zH7Jb4D;mn|-3eOU$Mka9D*f-@DUuxP^#Jt8S~NZ`?o9Uz+>h#-G-YK!ET3=f4wGfR
z6+FqPd~_x(Nu1+#=Nv)Iqf-xd0LbA)b}y@suF(<m*mfW@qC?Q8Lw@R2A{r-838or`
zzHLfIF4R(`{Oac?)Pc7>1vPJ-c1v-mn_+CX*uu<<n@@b(B}+PY$NN40eTo9@Gs4u}
zCwt#?TbV{SXNLp!O$6R-;fDPIxSiS-Wmi1$KsK=0Whrim&gKefbftSRhzL5x#G6KS
z1X7j?LRe~9?v6HaSt~_4+f(z(l{-5FAwMLa<47%C`lk-gB5Ke~pX8mx`(R&-H5#m1
zpLl~-H-U8Hrcv~@E8RQG)`k}O>0HSY$ZJzGqAV!w`Ixnt@b_a~<@Z#TwRVm&;vVw!
zsVKNMGogc0b}zKwz0je(-Bf5DApriwbG1*KR%Xce0V{D$<jwATLu+~G--7pd?@RmF
z-p?Mm0_M7zFAmCKwU#&fI%*!1dqb4pIUs^-U;f>sxi3|^-`3JC-lfLv@w1}~T9S|q
zOs8L^w_5tH-#AO5opA>!I=r-IO!N4SVnfZet5>vYBzfC4<9vp5%V2rP?k;M@H^@@W
z<kzqAShtzSe;^-J^(_(?LuRSDMXW+(_DfHf5@~lDk!oKmneg|;PATP<6XF%UAtwb3
zl|pT*Ks>3~pTr_?%c7AomFIU~p;ij(_q3v(kQ@^@d4BIDkOr>(Td8HYkS$#6b!@Gd
zx0t1US)QE9_iyvcWf>xM{dR4Af%Jy|zN9qDUa$2UIQzbSf>`I=ug_0d2Foz8a)h!&
zlR*kglis4fyKr<Uzj~d|!oulX=bktwz`Gunjr<|blULTgq>w}cj$|6jw2=P%@m_!I
z#>*?7th<~GKi(}F&EcTxzOHTPW;>Cc_iws+Deo`bVLC(^UnwwD6&H3qqmdBZ{8`6Q
zLqz*Px%Jtobjp{k=Ka~u)D_e!h|)*s@h^FVmZM0poq;97?wdHY><%K-h-x|y4-X84
zHhnp|JZWiZSy0}OkYqw&`t-P79KNN<qWDFT4fl4ny3)%{{ttlbG_%Z4-(60y${OqZ
zok2!04Ng(q%S-F43kAR$GE^Zb6c6q(NUG6*wM;?GuLU458e9>qKwZcLo@7!xn=Z<+
zqUyjFsbviv0P%fj!a{GQe!K%&GRIwLUF~VNr&P??uyM6><U~F(e;ze0SB=>6QrXy;
zl0g~K4V6nd)W>doTeAf;6<F4l^;!hX2A!l&)xZwun8a^(L!x2*=hs&oeBX%qZ%C7&
ztSiM8@lt%B^7=Jj4J{Rw(`K<(Nx%Inc0c>)7E<PXQFjm#m+TY0UYcLP*jBMGyZ01D
z1D<Ts?v~at9%1MT#iUb}W5Jpw7TPAGKcJi%y$ylu^QVcKVr#!b(Fh?92%dSX6%AFQ
zxNeGcs`n+K%(z@V%|!7!b_oU;fehJy@PpN56a=+j_m?@#=FxgTh~Tq<@~7T|rAMiJ
zv&WY7Mb=0ECVw(Z1(Nxb<R@yb`xUoo`yJj`c_LFV%d%BT`yOBsgnBWzun?Dx0kN6!
z^r9?wV@_le+Z8Vv9;Q`Vd1s{FJ8q|8XWKI?f)=KDX{a@C-NiN?%EnZf@RGvRDS1r&
z8U^0d*09E&PLt!J)9>z1vZ9P>>078n%lkkEE%gsqEEZ(c+8HV=FU$}NR4i?--%nzL
z-C%KH1oH08wedy=%I!0oNgV##I{$s83k-f=Wq@TF=IBvIzCg9Tds961uB-#A{{8E5
z``+{*VMk&v=%q=BW5VI9<KyFEO<^Aa;W|2r1xwjmQpPoI_LDm+b3fcmW&qOpvT+7w
z@auF$vHxn3#f;8Q)0O|rCtPwBS?}^Oq>noPjk``!x*!{qKptX0OOC6ssPWM+)W~B_
zg)l0a@&AZ^{%L<Gf}x^XX`mOv-o90{Ze!=IZUITN(d8!~Teh?TgGDGwjFeiRy0itz
z5F#8;n>zwI)YnaPO{q;z15=$?vCHkIVqv=8zAR@HO0S{qef;m1t8rMT0C^EuTvRe}
zSkB7=Z-j27IU_ol3UDwjC-1ad)ks+z_JP)S$im}xNTeU&N94IOds09_fS><#&cn4b
zZQcJPXi8*FKTvXe)v;HGfG>Zw=Ka`iAp$d-BON<5!c9zPelu9n+HYj^`}}JVKY?K4
zfBrccuyHBrWQi=DHtEy1tWa!VAui|nSZa7G_~Ui%AYO@H!*wIov(!|_a|lx{o%c^g
zohJ$i2XNC1C+q%3<DaB(3cuKX2U{bR%&!w?>7ECPOtUb%I$~Dm=Qb0BY$L!J*Z;;g
zMERmStAt3dlMpDao6Q|X5l0u;9{8==<VSzF-tBI8lB-|TL5EiqCXebu_3^WGm&Te<
z)qNF?BZa~?;4|5mXDBj9tTO~&-{V~i;-R}KJzqJd*w6w;!T#LqH978W7<`6Lw9R2h
zx7jHDAIl)UgjKbCFi_E;!KW@B6c87+f96$h((B$&0x`7$!VH5Vo%V(l*i3?`Nc;JL
zW8B3Lpy&ZJ*`Qr!QsH1Ux(ytQ48om=yUk{vQV~rmUf~2VQ>g#c@m!9<<a{`g3*4Lk
zpbYBJ?*BqJKYEkmdmVrjiSWij_2K3!gK9O1+Yq}K(WbZg_3JiBm4Nu~57cqblo+_m
zxEDZKjck2!TwPEhK(F_bUN>4AThA{b5Rkj`k(Q?~iq9<8PE+JbHH5ebz^SOD)C=i$
z{^!q8giVkK*!`$xQPEwG7Ov0CF<f#jv)58m5}7~jn$eJmt@*de*!Y;=mwZS!$1qIP
zbxrU=K;HwHSu&vh>ImkMe((KHt-50FMMOfL5BTsLI4-0aV7<I*K>;Eu31USIBzViP
z^u^4=;=TTStp;a09B^cZpM(Pzmf#$3*FE0>UezhTo2P>5;T&P=FR9vIn!9L;_gABw
zNmR+I?fd0WiPqR3@~Wx>NFmxZ`p7xaZ;a1NMH%jwaW6YmfQZ)S8DG2&nRtCp=yjcg
z2(P&P;8hUjXI&*_y>mczMyg}Y$Zkt-G1wdzU4k(TVlnB%*(R7aa%|8o2MpR?+Kp#l
zPy#J_i`iV$a;wR7bYGHl98(oKPomD<4p$_w8)e;LM#8|vk58z5iPN(}??en&TAG;4
zobT%Vdzlv~|9&fXxK^nlZ<s0Sy!!2$?wa+|>;en))|meUl0EFkfUmAnB8?YkCrNT6
zQYq!V;q_Mo-T-q2$6@>&a*kj4LpkgZ|DfBXTfnt5T9%|Q1q+Cq|JaYD2)p6y!HWpP
z&}!e&e^1$@T#VPKx8)3)<y(0Y|8%No1(GAEy2BhnIzk!V_)60(3@^vedb&HA+fZBM
zmRD@>e7E2)C*%jIE(Rch(zOa?LN8&2GnngMRvg4ZflMh%;N>Mm(DZ6A<*BQ3N8;10
zl|*RLUk?06D4*f{B&I&a#}1a0<F+4%(Yvt)2;N|_YU^W5<kqBi<`|YWa5d(V!r6Bz
zDZ;8w#xaWlWG8=hj*`Pw1;#O+6LC39n7YkG<UD(J%VHZd*WNmwi9FlIK+2<)bV!se
zfBG4Oh<~UqJUcq~HVGt8opZUvUdplmhT21!HhyMl%e+4;<P^t{_~iOL=0c&{@+yG?
zZ|57Q$!7oF<~d5BWMOt=%>3xg;Jw8~XS<Gvfm4iJibBpr@wv`UGecxgIB^Gw<ifr}
zaJKIA!|wyxNp<v?EK5JfZM4QFf#hyJiD(B)-ovH7|6a(inJU}x(8&e4kxaMZqc#I?
zQTosNQuoo#_h06f44$T>GIuDe+?>BzGsws4jfG+&^OiB)0wb5oGHw{%+L}fQh>mkm
zCOm8IODiswrZIn1E9F?%iMW_+C=Rwlx(37J=ltPkL2gf32#WTQ+_ZLfxH}9Kgr`E}
zSVaHnZA5J1rJDUUy_&me5vBAnv9G!Fhz?{5hL9=z4!?N+(+vWtA-3-7aZ{u_fLd9l
zKa4!Bm{UUc)MNqey*E>`LhC(e`^sKxoZK>LgoJVWWfQa5Ubx8jASGZ|93R?E6&^#X
z(3iwQk~3jKYn(*inQVS)y&IUmyGfbH)+qf(8}e;P6%>;jqK<zQsnso%*n(u?`u|QA
zcKZ^1jCdcKamZx=1RI{sZFfK~GFIFS;rd*Af8Uju?_S8T=_&G`kHQ{}`{&v_T^t5f
zRK8KEMmqgh;9wJSbm8={8-gW3%z2*js?%-AI(M!Ky>=ket3#47i{y~bmytE7{R&xM
z2bDnD+U!}~tr=AB<>%&@{rL&jeSLYTM9_QCBKQtmmw1@+)*h_+bnmzC0<=2gYLl($
znd<JyyITfd#Zzymd>})DVs{^|r3$Ac9@o$!>rdliGIbtbG|Z3nTeUl1De2J9G~T-#
z((@xP_=EBIuko2SG5GN6GUZH8_^nuFOV*LfFt+JFMpZ9TPQcwVFQ&q$>|3{Py?7ON
zfU#i}SkLc_V(u*H3>B%YkJICfeh2+5c2_K$QL;Z4x*pGod!6rQ*{9ImILAbS*F~+L
z;%zAM%C!V;=F9XH8SwWUzW7C+1Fo%V7#j_;eOWA_=euF5$w=5Am#|rHyTv=Cn2j_k
zONCG8--c+=qqsKu|Ak@9L~Unh&mMW?`_N*dAo(Z9$2Z91vqEewO@Y~oQ!^>C_ta_q
z{T{8VV)Zdwk9IcIe@>n6_|<$<*MXP^*qm&&0{qW1L6r0-%nINJP>t;-AZ&zaxe<nv
zd)?+EFGLC`BC3FNv?f|6#&p$VcQI)r_PbOEYnZl@SopOHbi&XnBlZ0w-t~eOwLe$`
z1Qm}gJ^Eqbj!EeHm+1@bp)7&iO|OLJPDIFfA_zBSS!>|6y7u$?W<zbZ6<@BUQw=wv
zQfaB*ZZ|6SjrOH%JN<$5F=Y;(5iSyJQYv@RZ$5sQ>RD*}TgzKR)P3qbonhUevrOGf
zG!;Z<ww1EXPuoI9?3-`00pLlEOy26$+qx8+1YHF`&tkc{PiNpls?2kgZ(CltbG%Yt
z-8hJNc_0fvseKX}fD}5sWXRp!0o2}8_OrJDMrr4i&$>CZG%4I&ef80SoNm9vFSWoc
z8`>XalQk)YrtU>JG5~STAR|5A1K-*F@V^kcyDDuxma~aHVqR=fL1V;)Ge?#_L`V_&
zAgMC%Q=a3C1KCV+EFk!IAeIr`!z7=zthgEr?;ag}4gaKtF|Gy^6JhtAarfXU+TD*I
zc23(H)LZMCV)RObd2H&dmGEUnu3aRz+GO>OW^`YfKE@Q2%WjK|SEh-wNBRG@2w1T<
zGU=F3lbh6u7Li+Dd_U?cXNeVAt6LjAY29{MHswKluDatQL{4yS@199LK}3oAsaMA8
z(Wq+kDsne{BPm@nt?jD9K-atA+S`M9M>SP?r8G8fc9wQBp{~p_vg7#gjYw&>9<^wa
zqg_}j->b)Y<9!Ws$LlH_oB+W2>Q$H$j-rek1Rm`->-*C7PR`_-xx=C=J1#=5?(&ti
zwVnOLnf8P(_w$Hxgw(?Kmee-|<Pqbg8Zt?!=gVYTrKoIxit=>k?J>MTsU@pk|I`&~
z{BEuz)6Rxe3ZLc$u+PwSBx1R*_-5YJ&@GdZOL?&ju~IAQS<aKc{kd6O^_?&iH8eFp
z?;<GhEgXr_lJZ85P~J$<SOA9FRekIYPa4P0QI!Sv^1co7?*uGaI!*W`O-4hlk%6Fk
z_oF8TrV;ZzZ9vlW6HeG8XwdNh%9`<&opHC?#?L(^{pjuw@|n3#x~<x5IhNn^>VQ&3
z;D47%eY&Zbyv^QvFKaSQ&qSI(10iNWJ4UYYo{>K<@@3OgHn4+?zBB!``FM-I;P|}I
zNX|O!yHd|ktT>;t__#So)e-yLIJUTz>aeKk1Y(^&W`m1ELbTi_wWimz#f?P?jl>^`
zA1T`=Tgw@i6ZV72Bby1On=ePnuU@8JCA8MpGHfWcNHfM7ODL`XwfQ=!DR}k=W3wsj
z2nHbJ+QkSTBDSnlqk8qukrq2us6rvXRsZBg*)z&-uS%bcC9Vo)bq$W2%-3fqzP!&8
z8^86GymiWdzs_Hqgmvpq`v9B|pQn9l41ix$pHEZb68YsN<n5V-igy>8mlwPvHhlj0
ze48Z4l4f?kY<q&fWRuNZX)gGn3U>LJb)&9-`8;_na~CAKhTPx-U$a24dEcXeiAjY8
z6RtV@Xo8CT;v3Frji)z<{=2ioKT|<;d8vxoxn(_eQ5Jtt6}=7!Pfs(8{=avmguElF
zJbbZXL*Dn3{1?ushn^3KP&uk{tii;lKj-IwW=@jpdW=R-yyEZohFeWh#pRqK>!mh{
zuoK1(d8|nVCETV2cZtcA;EpD{yP_>Kk6XF-QiFEHy^#7UX;Fe%YUvJ5c!d;gW&Cef
zC(PD;QVQoqgFp@`DV0wcwcQhlve<kPMaHp(!FI+G{$#h@CHExv7JB<{D&q66{h4)3
zMJ4YlZWYj}bZu!xZx&wsDv{f`N-JVDlOOx49NBYr3q>=3^gFcmk;h}GdoNv-the&1
zCpV_`1WOW{Plarm`KI^hMK2$#*PP}R6_xyv(6j069|j^AExEWylWzIwj0C0K@mxg4
zljyhca3xyCaWR6fr!Pg8p5{Wp5+SAM=j%pN(oUGctS)-yjp|#uy3sBT^xxED-0y_B
z)GlBC++v-XAt8y-Bv4s?qU32ecy`W!7I6S6CPpfGl}w!pdzY4$grH;uk(lBESPGAi
z&xh)9^whVTQ0q_y4I?zBmmzapdy4j3-{`__YwjsHN#*;8d5nZ;@K4OiHQ4zJE+#aR
z99k3(7-=le$=hCtTZ{<P8j_AHQ^suE<8U#=RWz+Ab(u0Oq)H20d0r(@9_f#wR$w)_
z2_d%TFNGF<HU$WoexRCk1IZ{-zKs-SfSL~n1$7xvvZ`s;9N7KfC5z6q+c^-JcJkBC
zKp%pvNE#{`*`dNqN}7>&*Lmx$KF<zc3#ym@Gro~AQxOr2&HmFuk5UPB=uy~tN0e-l
zuKRI}^r<bimsprBuZ<4_QMT4|0|k67=iNb%wP;?)IF;{?3D@nBIQzIQNV_pm1#Sg(
zb2t!~PHiIIksuXhn=EUON(mNMtRP}?_R}$){t{NShB70Ab_>w2xU?6vXRdQ_WNFP6
znjbwUT6oJC7&rR4wn5wQh74x!B}~>dq1fkFGyT@oW9yBCZPMS%)_rXn2LIv5rhRG!
zN3UA<+}<XwnWZ|izTLl-rx^1N@cfi&5gb%bxuye-uxr+EEhCC9kodR_^`OhvXrcjn
zF<o3WbYBPJTMo(^k|KCa@;Nlqr$D2SIg04c#mp>eYPye6qWcrAotr-tte;Mn{LQRM
zi`d}2exz2}KtOZdOm$DX<3eQga!56c;W&;2<xHQ~W=aJ(b;~p#uH>A9c~K)hbPMeE
z4*?Z304x#}05z&I035?-y3}c>tY6Ca2REgAFTB25LX_Z9*|(r5OE)7d{l_CqJ!90n
zKh1|wd);0R0CYvw<pZ}$9xp9-Y%Xh8`@o$q^dCP<pyg~YwHxH0bjvKdwK@U%zi%en
zf6f>|0UuKMF6d~CGrj}WT(OHT1J@l@rPl!z!#ALxXOHOB2rH!Ugn4;vld4f^rxIQd
zS0*<p<gv$Xr-#MPCv*~j@HCftDuoNNiSZfVMcabGGUY5Loj6MffH$cGN*PV0v<`kI
z0z)kga3f|qD}xM$F5=n?(AgqCC%;+|+yTtL8$qNOTLcm6C(NBh=DIF+Z?EuD^b4#w
z_f4kdWUZW}WR0=T?RNEnblIMbGfHco&#JZi;)v!nQT#614g?sgOzs2I?31~AMYj+b
z&}9RJ2hPps=yVgLykqyO>HMfSZ;LR1Qjq3gmK-pkB`{V9iiznX#Sh=x{wHFG2TJ^5
z2gqPA5%!(_xC>8d5LQ}N+V3kHAK#pv8WGQHl~&TgdMluFqq@&a9ILunV~c)!J(DH8
zSe5^%2L9$i_DWyNRxfRf?Z6~<Apf?5mi82pSEVfEXBj8ENloz*d9W)$uuwB>e@M=n
z=jDE|9Qo&X^6!rl*TS3H+8fXSN(=wz>seGYEDHn`pS%dzhpKCKZ)CI3!2Ogq?wWhx
zb?~^E!+sz?t~bsHpko!azG8XQZ>UJSe9yR6whHnM5qYIPAJmKvY5ml|c0OM7{K0#c
z6=Jt)Htr`+o31|9<;dAme@ZgwP0;@Hu}HgkJ`5-VBAe*1#sOMk?XMVQv(vlNY;_Q%
ziQ>@RfDE+jOyQ@ay)lmU`VW|g`K6)g@=4HnNds_fE9-=2F@^CWfDS&4wB-MP(LtO!
z_MUOIpp&Ow!GukJsxvNcxOw~>HZLq;EJ4LF|CgqTmfT$6bcw2pr^5QkaqBwl?C)xm
zk&9(BoI-SjPbnAUDzU-!QIkB;%Y@`S#exwTj@RL<oET;AH+`r7|KUW&6gGbpQtGHu
zu?mF;s)$Es=%W5Ru7JK=W94q}^1&hXWR5!rbp%<7B_6n7&h@V*si^Ibe*OWGDn2)}
zQxmPy6ckp^m?>sWCUg#xc$yzIrCuNWz^xn>@oVQ<r6i~B2v1<$4_8=;zS#gqAJ4hq
zNE0dUKA#J1o^AobQ}8>e9;Bj^Sg07}^cn<EyyLUSOjumZ!f<|MMCxsE!R+cF;W=#2
zu<Em3YR6Fgif&n7=5yCSJ6zQ>3B+10Chw#$-6|S}-jGv*nYO&2+-KW`!mFi_uUzNE
z*<~l%OTcIwKxL|K=vC$GUe7Jf%}Ma8+#Ob--uYwXF{%&5z&QHZA}6iYbVbF?<O1p(
zY-oKYN|fM}==yg#yI=fR`2LX-vBo#l*VpG2P3Cx2BNif|;EcVCbqYz`k4qt-_=~^T
z?WF{p{@nNV>(iX<qSYdBrf5UOnGjS7?_KSR5m5!jSM;fU%Lvk`BE97bwDAJ54%dJc
z>Ug_{O3SdOWJ%E3xR7}Z#1z>UP49<NS34vB6mRvSqZKdha5m{C6!8V1zb|X7o_f}+
zxsB>LXOxw5quBP;754RpW_v<h3M<1}%Q?W^sE*f1q3R#$zlTH5(NtVw2+P)AVAAjb
zu}pi3lsRlc1wi!=KjzqtTud#E{Ou~JXNh}w4=U5#tif8iwY{B-7ZHpjU0=k*NykJ-
zse~Mc_26*MNLNkBhl$I9Z36?P!SrV;GG<sHm;Z&7a=NR;yGTf0QQwlV(CVm6PB7xM
zH>jNq7R9QSsx+;(zdE>aL;43J6aiTi;vc?dH9?uXMno?da^&QOhGbq67wP{iW*bK;
zD(Sb9nY_-Ghz#YkFC0F*1!Y>ld=|Wg-+)m-fR|hMRT8iePTRM@D97~a2P<bguO8ci
zIvr5Wr&x5xW`Q5Z^($AJs&;_maoL+r$0T^IB?t7JcFj+kQ_c<NDd4mOcE&-@w$Vts
z<Pd>pO^OQ9xGTPeCavAnm|);=uOP4J_oR);mvLGi8TcU?L$fyp)Yd7Us#8gyvzZu>
zQ2o^&KIXHMNUOpIC%q57bb%3a&Rw?9gs@kL6&#L2081&DT&K3Scv5gZQ?9`xLU1Kw
z)OF}n+NB%4MX3)wt@{Fcm{TsB)R&^G$V87GF;;~`^gH3UP9n^#!YX1OQuf2|^FYW<
z`gT<N?H&Ym|9r3qu*Xccdc(q-5+z%NDcdXTqDDoW+Wkj&DwC@`{bIAiPe_dUGh~dJ
zTEEKp+tc&4=ZUIw`e7{|l)_67zguTT0(Oxw>)m+o>{ynZbf)d8w5!?=eS0ukUOvxD
zop1iGf7hje&bgo@)N^zzpwC6iX}!fVb%dB7rcDO|$_i(>r6r{iYGn0iW+5T98ug>e
zi380kf|qXWDN|gWiRoEzJd-<2bbe*CkF(izGgPC*xN$>jEvIxk@~{a`oe*=KjcC&D
zytTrmY*JtKaR8al&)1O{zmH0j!TuW@E0b<E8nye~vOYVIXC@TP9FC||NZnx~yW_5X
zErYn~Z4c9W#!_*rduN1OZq7HHAdqvnCH4hKAj+Y`$fK!Iq(psGW|Fumd%JEtN4OT2
z&odHxzdP1w+nV-B{N}B+)2#j&I=p;FEmzYVW3lPbbrNAIwKn#!Q3n+I9S#&w+=X&)
zAi3cy=PHl2^~Wj*z004|{iaUeKw3o9y9b+!*~o0R!T#q;mVVybmLWg3t&@~<7GL*%
zg`7Sxo%ep-emvr^5way6&p~GE_?VADu|kadTFL3qQ$NvAO&MO2JTek)QL9sUP<=9m
z)6xj{wJ}nuuIr$R>P7)Mz)~VybBuhNr7!=%(~I}uK2$5g2uQ-$DKY=+M;w1xe6-dg
z=U}1CIvGFe+D4t$=&rqq$+qQ7H)9QrUN}>`ur!kvF0HG9UdR1e+s&wEDaqYKJ>z;+
zllG$)$Bz~SI*`R`Rs%V!d!^$H9J?x$!;kys<%jg7_Kv)@G5-sb4GB?sLDp|)IbAz^
z-XPW?=j}KG<n00ze6y2jF{Kagmb*ysA&8Bw!6N6{Phso1+)?tOuD`U$k`ghfG)<H6
zpR1>n@%09n$#WbcIm3q8)&wn<Z|OHpqbV!%0})AEFZg-1#M~$~^P9$Hk8*YDv&u_1
zoQ;+GdpK*Th`uIRucy30aCUo?+?uuhOq)Jd$YvvMSM>0eGQlZ-mb^Qkgyx@!|DgZk
zd!_vPuYyKv=G#k|HJolNMN=OF0AM?ik<oCUxAMLm@xe&|S+dq_D<VA+Kv{+hK{#as
zql+E}^gArM_o}>l)BEi_{n@i+^CKxdZ;My=jc80O!kW2~t~D(Fu<C5@tGlV*M-LK3
zCM>Mi-i#Z}N-g*H)o5>xUi>GFxkj-sdf2C@DzyH5NJ#4w{wsaOZ=Qv>Iy(SOY%63v
zsPQ-S$yHJeSMgNNF0pJM*gUuMBxPuuYvAEa&*En-9>p(^PvkTrYxX_+XiN#yawhMa
z4cSHNUAmNRq3x45r#Kzfgk%W}Jy`_`i=NHigsM)HEGhPqTYFQmxrC$_GgFjA`ZPrz
z$7cmhu|b)+d*b9ux8(Iqrmcyzo)+B$88OQte%mDvBaBX!N$H7C{1_!?lX{|<xr&X_
zo64-U3_%!2ckj(Vl#C1cUO!)0_!|P6g-l?7#!ajo$_3YNaoFZy#jAo{TRFEKeq5{B
z>WW-xxF9MyhPKA<T)%AF7bAphW{DK$=JO+jBM<rHsjb$XR<N*QDOersdCR6R2_B-C
z4y$H^;}Mmd*Rcl7-!RPb`+p$Lw<h_;(Rbg1TU?kxwy_J%?M8J*ZNl@1?;TrubUb2k
zv#95oDow^lJm)f#_V)Nk9zK2XWo-^`RW$)=UCinY>o$K4$E2e{Gnq=g<PU=SFbpag
zE6O*{N3`pf%A3jYs4M-0`u5C))%bj@Lyr;Dip*NX>*Sso#f&<(E0;Gi-0j~I#gtkX
z-_RQ}5luyRlizQY#b?&seq_JgT{4%Y(0c7T(pErfJ8GMhYS6>Mqx7|`bx`rYzQ<V7
z_m*e95NSx&rS~;O$vvs=-6?;ZqvHTyB9asSrYylD`h{*a40$8^&V(uUVfMVg9HQRs
zDH>zk<Azri`zP&4iAv9V8ybMuw#zCvKp3=o=eZAL(Oo1-mNGYTIo+%HjCcbfuDceK
z&k9l(SdXc!N@?O30w0$je;~GQq7k#*NaAsfWWb(UX$}YoNTEni3Mmzwuh{5yf_#P&
zdS1roHU)C`@EwaRK_4`{6#}nTgAlQ8Z4yr=A~4nio`;o|XJ3%ogl&NrbAu63jUt$=
z@7ba!TSq$#OC%qe=4$<UoVLmn;bu=(Wlx`H)D`?L#H^jDVn!klYz>Xf5--<zmxr+s
zpCrL5)3#M@=9P_t`}jVi%<3hO9KD;xa~aL?x1Rm7xw6N4aJ7;2<Cvmyjjjx>x(#Yw
zzGX{7w9YM^{1x|r-t3>KigE^gHWk4*YX8yD7gUcXt2tE<a3FAOBKlehF+*W1|FB9I
z#w7aZp@<06%1P0vYS&P(4|#YO8H6Wg4)^DNFI6hhu?JG-THD{`p#eqK@0H1(#V452
zVZq+*8pk*b)2@Z4%)i6a?P6CybUnQd765}xj&I<szw+LPPa;YiS@V6alvP$_*Bwj&
z!pJ?S3(~6VqYteo#dln9`3p{8;YbT>yE!f|A0}7Fg>#%sSQ%G>Y*QFTv~^#95MN}`
z;^7A>NFZUwDW9J&lsN1uI3d~g7A3xR!uo6KD7g@;(6O4A*q?N(&*3tXl}1e@bPivy
z^Nt8BOZlAPQSuV2SF0Z5W>In*xe;<3EiBeyFwaES?vPmiBfSV8cJC!@BWa#p@xXnp
zr>HwGtoxP3e`Jl4tHpZm>W1kBW;udhI3)h(aA(`9_2#)^I3B5}D7Kuq*a}bAA-S?x
zfAWK&B4Z}+cMZ1X*57o*w?_gwnL02*A?qfmV&gYnOOI8YU0m#slZp}&kDzScz7&3e
zPq04IJOE!A^5AP%q*U!ad=YygQ^GG+UBNQrD`ltYEq)tmyu9?h_tbpo_TS|1gTPcV
zZutO1O9=ne2~QytglH~(ZR`l;_qJ;7Tud?lu~U`nj!1K(*2P67$x_w{_4LEHwEX|>
zBmFv)x_@qE_(v$QK@VTZ`)l?<nQf+AS!mo4L|@)Q?kEW)kPxCUS=mLPyF7G+XR!EY
zG-h5?q?Vm~qcOpJY8sR4`rACbS6(aFfDTT`5SxvRl5z#d1P*ftPJUaUd;L}tDa7LF
z?(Pi{SFL5q@9ORa{N*}FV5rwJX3AF1kPlVRN+sXzo$pcT+MglP4r3pdzIW>oj>L}A
zE0}vvAsS>l<S2u)84KpxDt%-|%I-GAWYKh%=lxM_VTUv6a+*-)=ZIttwDe8!&E`?^
zW>=cRF^2bfCL40uCY)cZ;^JZo4lVT;nZdZ!QjnuIF?#)Rr@{CFaN@ZR*`T|{E~u{m
z;IMw0A>Z{DD~~#sSu2-pbEH~%8v3lS$LxeocpIBWq#|xIdDf<wbCj)5?bGh9m;?m$
zf}j<uh5wroCEdUDy{QG;Ct~Ms+!Oybt!T%VU3#_`V0=H8XRF>$?@N7ro({@ADfVaY
zG|2#Y<Se3c?bAcPkW9bw+1CDJ0m6Pqp1dgaEI|$xtm=i_d8wY)UHti0Tnafn2>3_A
zTe$1cegL?bM%<PV*1*^#yGRJIn~b!Zux9lm;mL{J^<cFbTh>bGeIu2k;=kh9oA}FF
zR=VB*Up*|%5_usA(`|w~SCr;_#`>2_BS|>`K{x+wy(mYdrk{J`h%so&=PS7TaIhD>
zJl9{6by9I!Zl~9!r?%@^?_DBy*}U#o)Sb_+l5$LcD@MuBc+y_)9KLsSfiYJ_8rW^~
ziNDX&;elk75n#>N#=_7d_$tpqx2Na3Oa5~p=lHy<uay)fJSgnj!7DnjU3B=+p%H2J
ztT&W3V!~?{o9SYPQ&DkpSZMF;O_in`=f2UekvI_74kF<&3in-zaNoN3BLBAM^-R&G
zLKxv1X8|ipVbN=|<;GA8`_|posdKdppEy&?T*5%mdP$N%svB&fJl4l>AU$z`?)SeW
zL4?l7CPjuMZc`gy+b7L(h9?MfGrPC)u%Z7e#XQcq?T9dq0qM9BP0Yp->w$ETVK#tJ
zSHJ4tGTj~FBTJq9`ej$|^Tzju))P$LPI#S;E$3q&I<G^6x})`V>RQ~UbU@%n21;#v
zTbAj2R+2{OrU`Y0<%CV^$Dnui?C?~__fV!>?kcPikQ_|9fr60*pQPUXUT23ps0Q+M
z2Vd8}blTq)?}T^W-Jo@-Vo+Ag`?}MY$gRBBeOJRNL^00Hepe*$eC*~?QookMi<)jr
z`$(dMNo(65)d7c#L7NGu7kJ8_Gqvs=BdEeAzVjb<uJk2dF~n!+*BbRaWqv3pn$1IZ
zxA?2=hG(MAcXNuWJTkrC-IX6IjKaIzjTQXk!6B(<bwEh#eyr<90gcf4r!`0aF1yXe
zRDP_gGuI9Fxqpw6QS@<9Ms?NBuA3mXeNhad?e#JOp9!=-QI1|ScEWrJ(s+4Odsy*K
zUYK|f$q|^r*sqnt1Pt3UpU^j9OH3d;Gb21x<{{*8R8s~BBUetk((qK;WlVKTLENRF
zDlt()dV}ldJni9Ick2A+($skrowo~ogIortvQpW@6K{Bnc?N-C^_>G7+(^xwawED&
z;}fKrszwL$Cr=<JEEmYYuG9=k8|A!fIO%cg;XVWZ%mL?Dg1=awe%(G)vRv_5q|Di}
zJe_;+bay&(259dt$Pezc!d76s<x->b_}P9pYv}g8#GFRA^t_i{k_Tsh;;BwDUX)y*
z(G^M^dWJn1_j+-J{)-~A**;`JNT=*Q3xD4{uNG9d=>aKeLp{gViiK12_JCrX-<`x4
znQl!{!B`C&Jg3vZmckCM=luxht^_!fjS?)3gK}HQ2g%fi^W++U5?P~bWHe;qV)5|Y
zXYk5~qpDmpkV85zN#H$GWXevPhfG74$#GHyWdP5RFG_tL$on!>??{l;6+YtEv)U`%
zkYJ0|Yzm|a{XT<JkoUJUQ?C=WO8Kj4tU-(~_;2I0z1H(Co_Bv9UnKCuFcNzxX-sPn
z2y9jtUv&m)OI%TBa?dGsP;p8>l@LB%7I=?Zy{?QklhNq;`xbk*&FdqT4YH*aeqI}q
zcgUP>>u4J|Q}P_N>SP=4j&rE3KZ;K2xAP;akG#1@ec}{8uu`3Mf`uU}IA+Dfx_Rb=
zJ;47|YJ-#+Xo6Rg+EKGfh=vqXD3v5k>a~3)Fk8|f_&5KH&~d&bXM$E;Lzi;&`w`(M
zla>PtoY>$;6qSM^<&?T6Y@q{K)Q6*J?a48v)LE8o35{um6yuPSp_c|^J_oYZ;irmc
zXUZCN2e5aI%gLRCJu7AJ9GH+N-~c{D+<V=X05lI1bRC7R^I2f<1kKZ+@u@kB>$jWP
zni;`N!giS_F3DN7hH;qN+%`6jN34CJkCPG@T-gj)7O6-sYjwm)RNQN$rt0HDxVISk
zBZ`D`tJ$S)7EXSr65RYJspuc*bxo{mGFJ0%Fpd8`x#{j;f~xb(4~yxLgT*A%{(A7k
zRNX2u2WcUS7~z6XM0R1k3wXRvKcnUT1}>+FpD(+NxX<Pj#A}Duo2;JIp8$?jnkr(l
zNP(M9{{1YoU@<vpMEwm+w$V`0Xa&A2=3eGd-|}$1xC0avZB^cOAGOf;SHR`>Id^C^
z%bBWXwh6(U$n32l!Eah7B7_)Ex8G0cr4`2<UO(!EIr3FRc(U6^#qJ=O9AZrZ4JQmZ
zI5@6!?m(Y25|mh~rN{-50g@Mc`VHjV&~`#WQC{9@Z#r}aKIFLt@M-d?u(`ghP^9DU
zzB^DE%nSqd1Q(mgPVpHoa2(V5z)3^(Ih)TDNXlTtoCBc=z;V=82$G3kgpTmpKIyXP
z+|ga~v$6X*I!Z0waBXW-;};Y132Ht2NBC4j8&p>)&dkym*ooW>xdCR$ojV9iaL58f
zor}<Rr%oe&uOE#YYHGpJNDa(M>4uR?!5L864t#t;i*Rm{f3){d+4y^9FmEwk;k>JQ
zWy`S4t7h}q<%|VJ-O^vIo4&<o%h`FaH<9oxlUDAbThERKS1A~5pJGO|gnXAQs8iC4
zJXal*qj(#uB*7K#;+vXPq;>QIl;hWsE1jar!ugr#B%Xyo5UO<*K;>jd`8`7P--wkU
zlapSff3ZqI;&+OzUp+uE_h~>-4%ID+{kC~K95{!cSYGM7nALOELkaKfk?2G1CTLL+
zX(uSrV}Hu)WM&nDgO2zPqJ%FL&PF$hNP4blfz?M<<N>NokLJ$%c}a`Ct`B}zj>a9h
ze{K03<5!C$ztayM*EL))5uX#{@abB8&tjYA-udqFme~jrj^G%dsw=cb^0*7jWhQ23
zK{pAIBo}}~nJrk0jT^^%?m*-0*7`{pdfViZ_4-1?Oj7FPGk4)R4wfzKJ39uO@1iLd
zATcnA!fP@unmYMuODiRqI3BQh#B>mOdv8Dc8>pen|F;O+Kd$9jig0Hpja+YUZ(G?7
z!-zxdU#5%wSCXK0ojiD$;K0x3v@JB4WFlQnJWeTi{5-!MwK~Z_sNZ121+2mmkf5hz
z`0_@2ZQjb-&z-=VxcSiN)Zo-kWgF5P^!C`oR#t$kdc&A@O^d2x%vL!zow307E<vSr
zc09|t;S4YkyEcvg;}7?)Vmmf@D*OdvTAzGxIQ0Nd#OHx2W-@UjY#`D5&d`6+<6l(h
zs4Lhvi@vTkxO|9fwVq%-`lT=4tKg)ra*+H6jMmp*ra9AGuCHkLp!Gn$Bt7=__bQi+
zB`i?JKe!46+a7nsOV)h8*Ap0cq$yj^#~w#d@vnJki~T$CMstU5VPE=Wg{Xqjx=HG9
zX+E{?jnu15Xs7J$r7gwD6+|E|z^!Z_Z6R-2cSTZK4PYzhwW{o$CX>{*`ta!&=cTTl
zrkLX0Vcjhh{r4wQZ<zH^cofR!%h~Y0YP7ATS?+yO1JyzLFQpD-z@iUwMpadeSFKh+
z)$gq5QL5vf<@p-K1CcaWCnqbk2%+a+TZO6#pzSp7#>K2-r-aNb^A<<s9j_vikGHc4
z#Il=+<ipbaKLey@G7OGP1#rGpS5))|puYf&ALs|=fv62w!UCmCXPdGzPZ(O0218&l
z%n$SQ04dr99$n1N#VZ!}&R5;nG{}!qhH$mcDe@IZgu*Jsy)W?E7@WVrvSj6iSuW_Y
z98eEL8aCim?og)yEp1STDHFE;^Tvpt1NLfhsQZl@LYy=IhvxgE0Vx0fKZ0<|2eaqu
zwx+@MZPP!U!%Jn33C}O$FZbD9!qDUZ`tdM8$6@8jiN4iyqz_8ZdK>DlY>^YL?*=Dy
z)G0`p8pO9%%hGYMIL!fk**}=Edi{PX7kn=31?_WL_Uw<#111Zb4PaYWYTEeh!xlIX
zJV)xRaRnwOXN+9cpH2cTsEzoNk2XFJFd`zJw@8QiC*J>4J$};U1XUtl?{7HSh?ja{
ztM-$ixTCM1C;y6Xc0W=uY1w!5-kT+hpy&rX>}4d@*zKPSJwF|D3SYnk$p{?|oERSm
z7g?1aM8XdJC&l%{r4kC{MaW=UEx%BEitC0tLqygfLdTf6xs|&#tV%fwPrhZl?b;zU
zU<Ir&9_c#@#zi)tU!7p$HT8Y$;<5}aNW~h}c{uY0vD;o?j-2^r9kGX)EHikEdzO(A
z``91E0jXf&BF2~v+W6{|r?R|hsDy~+xDd<x-7nTqu6H|MOjoH&mf7g#G&`QZqjLX#
ztlzSoj+dz*n}YZ_eb&6xE|#;_GhwbhtN~+5WZEZ(c<gvXB@C04S7ijsFdb^%8Qy1r
ziMxvM`1c~SwlZ#J9y0W^JiJ-8M-Sm<2B3gwexD4=R07UZcEi5C=|H+Y-kX+of|Yf_
zwG9h$i$3t+M=aSpXC#66UPf5c(dWmw2WF_LKKpLoAU#*wq_MMm#du{VJGQ|lQsXOw
ztk&6X&Zx3Yq@1=ysATjAnrVTfIqWAWpA;~YTpUBabLZiKUukGZ7ypIcBRNPZy>KRY
z4yvrq6NJ3i$&d49pmT!z_VpzX@B!osS)2}k`*zed%e@9iO{Mms;+VV=`+=(qtzx=M
z-g$9DpCsR7WKzji>biMM>DEnGvA8uz{kuJ0mZL;_rM%O|;@?U^+E`}+P?Je&=#Hgz
z#tADSc!c9G7*qP^hWW239rkDPtaTEG1ctAv`QheD<A-0*uHK!QtG(Gd2bIXUdgr)<
z!bcCfWvm9HB`hYUzr|QI2&DSx?$59cib%il)dEygGFmx3AFMPqLihz}(T#^6K*f%t
zs%k+9;#WORkqZsP8y}z>npqG#V|cdped^T7<kupe9*BmkL6Vakc$dIg#(X?>dz#z&
z$AI=X1TaP3D)`y_aD4|gMV>`VdNiv@Lop6tAbZ<`Ijha`u;Og`wtm}pHFYQVSul17
zIFMhR-zdv204aIg(3%vfP3(m~Z`H|@kWVNrZ+^P@C6XtoUd=#EIhy=-+Q%z?x=ut9
zvwX+8=hHSTavb?apFAsxG|SCifPldxQPJy1_Oh-KI$U#Zt9Gd~rxnr$HKBS>ErU&E
zr}Zf;sTUnY9m>Kqpp%hKj+SvnXGr5ig~Z(~_@1h3*1U6FpV4?2jTLtZAUCk}{I?NS
z`%~gdUK|@L{+e>7E~XSw3Tku`Jx?LAJWh%iJOv`fX#$9t85Ek-({$)<G~yvKaNi{e
zA)yhkIiw2#L`=Eab`ZRVJCas=K4WPzY7#E6JSl2!H()6~EP5PO+cJI(tb~_3lck*w
z2ri&lHl~PYq7yDDQ*^c*EhfXr2Kj36L#DPhI7tTPSN=Rq=_UYXs&N~Z?NLe4;Gl=m
zkQ}1K4Yg+8zaGKTI4<Dk@Rr!{Wu)$VpW`K#om3r1C{i3Z+*`s|e=WItJC8Y20psr?
z!84Mv=(2KzMm=_1+OOfa`G~@p1Im&XM(Eq4q(u+S)^K3Hk%u&(ScgI^#PD)_auT6v
zp|!|c18_9KLHSnV<MBx)R%34akx)jagv)V%Lc$DG$I^KYwfCp1qtLc0BA7b~l#=O`
z_r@E}?*;7jJ2TFIzfNukytAQRznZ@N$!*}@vQ$D3TcKdI$J3sw>moW9s13YhvkZ|(
z9LG)sL+~*bR`i?Fu5H<7+fqAq%)JW+bPM!H0(}~so<sKn^}5p3WP#2nxDn-gLAz}e
z<M92%dN=bBt~WUs>E$8R`6nT@VBwI8yO`Xx`wJHr!pc2m!*Y(_$8l39I*!^5sRh}9
zo1M!auXW5k{%1=MDj;nnJOvFmkO{L4B)Ytr{OH8PWi}BkF`wDD0x?~dn|%l<P1pWx
z_AVPJu-`CeecbsA#P6+>OVXuKM7@m9I4`kJos*Bv7z&7ShMKyfy=E5q-Cyca0i98G
zDR!LKW|rXgzSGCgLY*IKl;l#dm)5!F7=8@N;&IX5{obx=rS@r9aVd3*F6V)11Yixg
zsh6vEaxkru%=3+Ofhq=t#uCMkwb|3Y4SfA2Zf^KQKj8q}R_o=5DJ7n|(|>$8>q{Rt
z9S&lZHb!jx^Pxcri_?ca+Jl0ipzVLtC65iHQvofX4O-3gF#-TqJ~1=JJSmu%-E*f7
zloF4d>B|;nOCa@qKon;gsZsmUUcQyqbV{k=clk?gJqcvNWYPx4gW}_gln?ZpnFc>n
z*Xm)!ctg9N8;V-&C@!X2?u{b;ZA1=SK97(ck23a(sA@)14;z-_cPZkui&Z_~4|>SH
z3~g_>y~)NJw`zl@iCQTc1xFr9o;eh_BBr}O@wA8D)L%7ZJ>Ia9@@lj77t;`74C23R
zUqN6XrNeuv1?f9GHvIe?w{oTGSI&CP9z5gry(++oysEa>rUfHaHs72!`F+W~J@*-I
zYHV!l(^snQPQ%NyP$6B$>Dg5@ujqJv&fS8<fS=?-mZc3FOsASMbqdl4WPM)ZdgxxN
zWYKHu>(|&dT?_P`(fp~u3~1)@)tq-V862+h)?ZUIA}>TGktN6c=R3dlRxAyiiL?Go
ztr5dp(_BH~q4P|9W{7;)TD>2pz}P-4#_$>hoxWClD-729QPQJ%?>T~M%03v4P3CLQ
z$NNx9)MbWDZ(hBCPrH28%BkWiTS)>nP^cw$l{OL<7Ot9vJm-EFqQRMz26sim1qWiS
zKH_tRlz>7FZJ`W&2<m1V2BZNIrPWx9D<++K&^D;}!(>D-S^~s}4^B<wYg?!oPmNAF
ztIGesT5Juu$x*KnsYl_WIho_gZ~W)aQwH8M-&>#qZxW~?V9|p+kn+wdc1Jf{nVRat
z4FO}6kvgN<($1f3!BIJ=u;~6p0|3yaOu08UQwVawDRvXoS)~FJU1I5Z*EHpY-KKn*
z%knnXIv>f&`ALVaOM6!13t~_m+cMKa*@sPFol&VZF{UU*a-&upLG1=fcR1qX2<c%E
z1p6|s2J7C836l#LX;`S{lWQeoP|4KOI5#EtW}01y<K|sA`;+{%;#?gV1xdO68SL9i
zt!8Jhz+FE(HCss$QekH|S_ytE=@`iF3#L^9SFYZ{WeUrDheD71E*}$?vmzoAA|_v7
zr-{ZN*jA2SdiSd>QWzED<Eb?5dDIi`L#6GP!$(D>c&SQduw3^s3)DQ}MB)z<KY6ML
zoyQG);0_9p{<U+xN>TvyONWo1I1$ktmqxVQm(k!Y)7p_es)HnQ6dzm}>(V)s@;TfJ
zFZ;FV@R<cU6A>Zxmu_E7hf?s_aUq#c<J!98i07P@3T?Lf>9>oXARnRLl%g~w^p7PG
zM@jmANOP~>NpMMXJb%q-&sEw@vZSt=ls;pnt^8_w+Kk(gJ8W&3^CF%>E*ouPw#!|$
zURS~`p1j&`AG_-3<I^ZDNn*2ZD1nt7-uDn5E75;%3Pd?t_wV0-pO6q4shb3b4~fG-
zU2ep20EG0ni{ui)ugL_4&L(@^!L1}V?x{`JVcsk3pCxFT0Cw+I4G<v}s-(65cit(K
zJj1NvkX~w*Cpd@I*lEzwfkqS{<vJ7yk#*JhVMNUkz9KEX`N1mYQ|g0bQy>Gf)h*vS
z&;V`@X~)j*QNJcBq(CihIh9j26HDSN(TUvto<DS7{P#oB%Z$z55y`78PEW%^j1Qp@
z<RSYS?>a<qx)VQv0>DTmkjLkKpc58cB2Jyw*06cHcm~zREyR)Zc<6tz^_5{!ZehD4
z)>ae@5Jf^or3932FsPwhT0vrH=^6%MD@r#=Bi%?13@ri*GB86oh~zMYzz{>6^|HTn
z&ULQq{NoSnU9;j@Pu$OaU(kvKlx^q#4<;x7-(8KP$G*d^_#Pew5wYxvq%7vN*sz*f
zCweGvuXU2sO5od+IH?*&r@9BVzu`&9t652b7Z^>kSN;h}df8!;@Q_nT)nx4g!{@77
znR1szpjNH+4tAlb+{<F+0(MIew{52KTqyHX?rzsT1DI@-S7-FmBfS1)&g^dR6+eiY
zM!JR<eFIR}IED0+`4{G^R~N*N`FMleSdO3?RZk~qUwZIh@gLO(4(XUeT}}mnl@e~1
zx!D!Q?fR;pVV@2$iaK1YD6%`6UW};YXlw!FO5Z=738E?d_fOZWUbRrzO*I-x65?Kd
z3|005+ORLac*0=+3T_-9w7pg`E#O}{{x+&%X0c!Bmh{x<HYe9-;K6aVdJ9sXku8QF
z8g*=|`5@~0atC(K%dw6x093G)MiXbYXeeh!8}zL+6q$mni>^aPka*46)r#gkw0yLf
zGALMF5g7axlOsu&EO{WC|1_yVl8cqcWOkuw`%DBd6~la$a(st}nR=kV3qh=Y)cx|S
z9vRL4Txd6-bUmC0W0M(Ep}4<_D?|B#&%ofE#@dU3><=$PXY}WcgaaTcV|4m)7kdc$
z@{{c`OAmn*D(*rMBti;xwHB5m0Q#ZFOVGzR^H0}~s*vqkk1b^@C=gi_Rv8xD;HLHG
zT(fUWn5qJ3#qv<&>mQGnG!*h#7~PPLUZa%wL2cR-|M$+fcR0Yf`~5<YzR*5I6$b%D
zSDXGsDY}3Rj}2*M1d>ZjNnZr;brZ-urh7Csa24-95tcZ(n~V1m27OFAnasVlUzf8U
z*9)1VMH_6!iv;cl!Y_8cqf=P&j*E?dpzM|BuMhdYFF*p?Zj>Lu992OZF4dj~;2UKE
zOz;qYru#(OD>BTFt;{=^f0A$B6+N4!^8A~ZwY_m;V*=xftg3+5_wr0{{#Y?yd;wS8
zHo3Fd+(1nuk$)Og^+JZSlodI0BEdJLvnVownv@zav#0w&0uhViY^JeN^Qotj+<gVu
zGHW@K&H-@4^<#G87G12mX`+kE?kuB<5k>(NfW^?!*M9TY7-&}Wn(6?}8OGs3Q0t23
zGO|WuW0%+VunB3LNV4?V$}8YYA78zy)T^)<1p<7pFrLmRAxOq6v)M<m2asv~w?S3=
zLIC0cYGLE|2OMZgarA^+mK$YZw+fOHzw5~U(#<W6Sl#;c6Mq$bE*FK8)0b+Z_-~=u
z9z)V;fH3sVV<dn@i<%^W*uJHiZUG?6t-k$xVHsfXwFNH&Fu>nU${U8({pz5gSccZ{
zZB(7LIDb0x#BhIgNC3V6wzJ&bdJV-Zlw+VlB@!j>wSW}fF!^u$A=|j;roQwRqObtD
z!$eWn0zL_k^;bl|QVQ`|K%}g>(|90mmb{>M^&x12okt60#~$@?c7Vp27spo~&m=Sg
zrU{20CwtcR4uq9E2FF4YD2>l)EG7j0O60Ek_XVQYu4PGtd9R`dGL?|e_-f&@(0KYS
zJ`3SKkWnoGSZe}}u9FTEb1BGb7(xLE09G&j(k;~C0=(l$QNY~HSpgk*haC&VLCQ%X
zo-ypvz>V8{fPU)tT}JwR-{Lpb!q)%Jq%Lm>Vy!;c_0_F4<TUvAy$J<RQ#$61EP$RC
zLX5tU!XQwm$v-|=kXi<u;iJ`d26sF}?Z<_|{Z<D2<9Lw%+d?-T7V{>79*3Wejk=>%
zIFwj^wTsIVW?gh*(X#l$Ej9{k4fp*vg1dDKhSA*QrBA)fpQ(U8R7kXr66b%R2**Dm
zM}R#K;=Jvzd281FnNJQq;g$sUb-^VAQV6@Km5EkT=WK^q8a_h-$r}_l!q@kSF!Fo1
zMgtOFHQ;MdD^rNJ5Jk_<W@ShKZy+&KyH$S_ZQc+u(r1qMOaM_u%hH9NI0s<zVA9%W
zWT^pX^&uH(1@S&D?m7UJ&Lu!e5h5f3n!8^$vyVdfu#QYXGr8~=a5%46v}E5d!Uv;7
zGb{SnIyD?>zk-(dfKdU^4FmWd&YE)BR2t5PB-RKo{Sfo-Q*4ZlQ{tH7J$dj7;0}7}
zt%1}-w;k$dTuM<u&<m;@0D&z6Kv3gAn!EG{m;Pd+O$n|N;Sx>(d+`HYQtiHgJ{G39
zYl=dGd7-(B-4VB+3V8KPPtLH+mrj((5Fp>6l9{ba<Pm7jk@T*Jb$|e9c^d`yA1|95
z&G!JG2??y9%EKkV3RxhD+=ocGy+D2)<g}z9J_Kl2Z4R&iKb&Ed^k1#rv%LT4qXv%!
zDQ&FMX>(Qj%NS0=|Fg5SGLAd58Y578JAo8dYd|W(jRo{^`bOOd;W_z<YO~s&K&7pq
z4{$SA?E^|$KptZVX{3OJdnBNurk?Q3&82?~LS!PL4!o}i=xBoc^EJ*s)B2GwWVAih
zBE?zoUb>2Ryf3A394w<?pgdzB4TDWg5y<btw1%4Vx;StU0SR`hJ=D7Z22wBDIx6uw
zP1ll{JPNhYGWm3xHMb8PF}Tcgw{eAfElSH=NB(c-es|LwZPxMcME~W13S0s@rdc}m
zpdJ9abL6}Zw}-Yt!Gs;ij@G9C`tidth+oegxOf~!zN!4}nvVHzb(f~QT7CETiF#g^
zqfW}HO|nUDb5={TK)>YMSu4N99J6Q_S8EM9%E7%3y2GwT&w{kLtbJFFfl?$(ikCE}
zfC`WK>+&1Otdb7+rsSro>Onk+^D?d(gL45hHHrm%3F{(Iy6dL(Qyfr76y3?r$ytU{
zfPjgi7!Z83KY3!hp%1G5n_ZmvG`@>B4B_&lgueer7L%5X;yUY6{sl_c6Ftlqz2^kN
z8|0#{2c$&n*#2}n%3=hhVF66X%haKxP1;LSECEN{-Q@9Ov-W*Y{4bowS|7)P44BWI
z9BqX&P9RUJ^0=R)*Ff8g@<V%D8v?kQDi(`?HAf3=@8}0wU<$rtL-D%q=X1SNII6_N
zi~M>#c~k~e6-glq^#1SRKt9tjcxbH`h*iCCq!9=rGkxXWYWvDe)49cj7&TfJfG6&y
zq98DcSJ)-Oc|bP}OYdyIS=IR$Fz*jNJ<pg0X@LR__O~3^V}i*s9++<dKpboYn9k40
zoPtGe3>X2F^)c~}3u3Y1wL~|s3`m)Ijrh2uM03T9&lIG<QQ?;kl4#JZ5g5-;zzH?C
zg8YAL3>>r~0b*~!({B83c@qdo4Hly(3v`P0wdV^?!PrKE5crTG|GohGX#9@k!$l17
zv&zmM{-y--J>Ly>pceVlJ4^jMqKPk{Z%UGFPD}bN$iu+;*<$H$O3a4v@dJH1fQy8K
zWNqF)5PJCxAmeuq{6Tqz8K3~4i!S2JQukLYY43K>aDD1NUhUx=7R$R@up;5~olE0c
z`7x<l8^0B=xC1rH_j`arkw6GC*%ZF95sLxYCHTSuUA92e`P}fY{)#h~>lp2KroZ_b
z)_+y%IbD#%;T_)Z@PLSV>ge^iRfB}(Exrwg5x9O;5hmSTZq~rx!WU<?#+M}+_~Ce~
zXuQ0*I^^Wvkl_rz0RZFG)ZpB}zrFXr{|%JUr7u6KsT@FwWtX`0OJsX_rNpfBDsnD+
zO1o-iuSIU<>>ra>DZ~pn4`+9InC@M9_7BzFn#vk6nu|mot2*uFNqchwvD$!xT&m_i
z;+B7V`-W9;U7eyMbxYKho@0@nhkO^#$p28X;N3hF?-8$E!2W88_rB@9=8Y}1m&s{K
z*ht*mhK@!u1(=K9@vvyF$M*8Oa7FbE^U)XR_OH2Bgw;<1Dg;kybIqC3NaG!N29D&^
z{uDtH%SD5x0@yAigiSk+NMboW@~bc+U&`MMHJ|*IZA8y@pDkUf=Sg@|rE>u98f9Jx
z$AQ4LtDM_4eIu!d)iJ(ao5|oEY;J<!d%J;WnH9X_#Ksot4VV2DW!mHd2~jHBU0cbD
zq5^8&i)AMRi2tQudK*Z?WX5C37-`Yywm$|2@SB1v@#{!Al6-WkYxP)o1ihOWv0K8^
z`1XT#nK-YP8_^3@l0@XG*htUN7&rL_MPrtkfvm|L(J^PKh_DszDTv`_dJ`(i`%IY}
z$MI5&oo2HPeYEqiPeuLd*rm&jUu>Quou2Ey4?Gj=jgmGuJ?cq1CeI5vmcQP<Y{p`^
zL%-w|Or!VM(h;kU*yo&^0zL`MhyH=nDOjW3rV?Ug2uo^a&B{xh8~xM4CxqyURI(Ad
z|5$oxN2M3fMUG94%}vO2Ec_VqnJ02)bKUac@ZPwL<ziz?_cqbrF0tAoew+R$mby1_
zLawO8Rw|-oB9J#mt@F}K^u^Ga{c)a9)UZ9zL0bPNH~WV@B=|9Eyu7l(34myqf`UTD
z(;JjwwdsNAFY5#rG>pKj7-7wb&hEJO8|*b&xheg7ADmLKF_n)R#5^-Ikw&FwB-~VN
z8V+}K_NTP%wnjoHTo(Lt&d9u@n5TH>sZ7%->)TWpPEU8{+2-GD>KxYERYO;dN`Zcl
zF}6D@r$HV_f5E2z{c)4)3(y^eJat8Jb<ilc53>8kbKrT*d!$m?4P_e;Vt~~yaVMkF
zJ+=b5%Bk^c@54%?03sla=2B)UJ(KNOA6SgB+ABYMVp5)*Z&`3gs9u@T4wZGzZo$l)
zROsCqji$gXleMp7!A%if6PyE9&wv~gY+Cq?Y_Jt5KLHI0<bhrkKk%YBACIO#Jq=Vx
zOw8YYv7>;EFRpVV{vL~rF_uOyyK@gcL}zCaDnybP?XJ^=e)@-NNbnSjzuruu;qQ<r
zQ6eh8Xj~jA?p(oiYY;DR+W{5JKP#}*{E%HrH}P-1%SK?yh#<7#7oRUF=07&rDkv-|
z|Il(8RzGf{Dz8Tp|8Oxp@?31wG(JxXlE9kMFEQXU93m;P?SRkF++fJM?JeY1*_2Qr
z6UbL?RI!nMCI2`ROZvN(B_YGx0e+GnV3$$63lc)0L9L?72fU^6^XxE~>L~vN)dw0;
zf&zQFY^`9e5Bct4xl3*)@;Ks#R?_*-nNIu5w2b!D#=L!+K2IzQ3D|{O@$v$cd}^E7
zKabx|R70!9_fJUNH=qFd>a3g?P?`lkZv5W;aC!ka<QIb0A|^;ycNEY^Ep5@lrd=*_
z4-oITKJqMCz<2ia3^~v0h>ddD$PvC#ojq#|OO9JyzhX4e5Se+n@k_b$2iCQFgx~oB
zwa2d!<ISW>=dU)^kgZ93`l|9$>!PZV!B$2f6P~=*R0<^Jo<j|^+QmnpJSACdcM7KR
zdes}>C~!6uwlp5!W#ouh#vl``-Zo_(E{YTvQSib#7xs-qY3XfIj1%tnHKiVn&R{f0
zmwoa{pRuGYOCz)$_|)#1AfA+OplJ$H2tIrE>=MwZW9$0~H3UHo#z2rq0SJBqus{^;
z6(sOeT>F%T@?}HmF+h9+UR4Y<`C@8(LH=APT>!LPHqQ5EJWrK8!w?|3!M)Y7L80l+
zY4O)Ntk73(%&?@gOjbi=lEr!R@AgV5Cj+tMa$$k1YsJssV_8!5)X3k5hp)MLl7}9u
zOz}+ER86JSs|3*Nz8!fV7=d*!9CZ*H3B7#X#c{-AuAj@~s-Q^=p_SarI{E%+U2^M_
zdxjLC+}n|}w=bcMcBbQ%Rh<EWdAaCopi))<%B7!GN`78p1SLQSvBRNV@Uo>FRC4q{
zowY>Z(IyZE;Z~hG1q-_>vUyCCkYd5L@Lm^y?8#lou=Zm3;D<k%VWf#edX0an9Wx5+
z`qf`ExQw+ZDI2H#F1NE3S}t7~Wn?7&5GhTlePURR1na70|0V?Ec@wDsioCKC!1dIx
zb1Mc!bGGI_shxmnTs2XFo{o;yWUlMDx-$q`ExC7D?D+jD#)Sut>zW0)biG<^@#nSm
zfDuJTBIW3i_L?A8<mys*=ewbg?mK~qROfc%!)n|3fg@9#q!Hl2B5+G5AI5C`^c*z(
zfvpV^tAA$A+bl3fI#n+TEw0fb_1g0^54!!<x?NM$nc61?{ddf^?nBbmZNYS$92{^u
zV~-4iir1@jpf~^fW&t&fEjRfQVkH3U)_~Or{A<!nFJV*R#?)CB_dI}NyE)><+~h;Q
z*@?lPBjY!Zrryf)2?;N3aiQCh+3knPM1`Ici3%9yJ6!ZG=n5`s0_E$-d-v}BfuE;h
zC_9psmBqN!!KUNq>scO@iseje>`DHn$}(Rf{=CgVEcE8r2zWW<djnQhRjjLwOcdc`
zm`uXps&Xx+uVd#JDYIQ?ML@L%cIUCzJqxN{z*CQ(Yh9!aY)g8*^>BC;H0&SUrjYhz
z80A(*wv4Pg0jCjJ+mnAGi0S8#uW^~J0o&oHl)HfLIIEj?WD)Mx?I-}}p$z_qfAO9G
zvwr<Eq%qS3bp028+?03+r~qt$_Ev#zY3eyD29IyocLxm|^jf+h)!yNKz!Yc=fK43|
zzM!jbAH;F?XN{H3_j`ML|B~*)cF|Hy(dB)_xsUYt=8mq0pLXm^`!1v#a^$chWo?P5
z9h>G9FaG=tx9!4O9vheDrsOVf9r;3ECn5=aUv25iO$ixXHl&o8czx?dRCILlN{`vX
z#T38_59;M_Xmy~Q=+Z{3n+I6z0j4Wjz#VaXbhr&(le%)AQ_aV=32eptBO^=)m0H<e
zwL;{-X*RL3HkQ!?`8P@k-YFP)CcnQ=+Twz+pg!5gZ3kCzo<I~k=k#NKByU6?t9DjZ
ze1jGu4cNguKyMc?3w(`}3%U7LpOpl*br4Dl0NEbv`Cp$0NrJY+=|KCB07y3b|GjWs
zD;pmBcbf^eTam1U7=Mm+J1o(t<Lqh}p%tTA%6%ZlNF<*V()IZ0&3Tui>@q^r;L}^u
z0by?sf4(ou(A)Z)_`|a_K8F)c#`;HGxu87W9Dde&A6Bpa@?`=*FTuBmBU$A1(PlvM
zvK4a*HvWcWfIss8E&s50#@}DDeRFnDIL=@&Y*2=g5bvD?gR`<dmPV5l`&*}Y(4$j4
z<0Yun0i_M?RwL(&Hq{Z>dL{k+*ooA?$^E2j><Rf00P^4}PzmzuT$t8DEVEhGb#;>-
zk2ob(+ox%7W%stW>g&IwhtV#4quSOgv`(n9&8gh=n70^OO`mGjcvZI9@MgoZWCCiL
z<G2ibK)+7QgG>#qy0=Jqj)Zu1GT?gLHjK2zF?|x~Z}RMRa-fqQ`S<MkrS{2CMk3F=
zEp8^nb||HNxLqT#FolT7%v$l^fnvv9+LOV|4^8liQ^~}Z9(irk&W4e+xRu^zqd-QY
zTn_?48*oZ(qhxVZ4L9Savk>`<0V!!2Y~$X$^OXGu7CsPZgg*#3tUEDO7oqZBteo2i
ze$rFRy4TeC6LWKuwz6&|#z)R6nMmV0jA(`LUO+KSMb*XQW62Wk2kywD-Gbn{%sa5G
zU}W!7ZCQWMJO^V>26M}!fxJYHa6Je3dBKscQ%~_CJPO=DmJeJ=7DQny>g>xGF7^gI
z*N*}F(Yb(0J$atAl~ua?cY>?yNHL^F)r+6X;`??Kou^z+Zoo7kRs<sko=(bM;t?5}
zu#dGybM07A=U6TkE1Vr5J_uc$l)r34b4C&7q13(j*l4u2G4rsc^8VcXT%G-Sb%AVq
zw8$9WR7@C?;{<f2{%1h-mh4O3A_Z~%$5-QRNh$2NU4>aX^uwqq2aQfA)xN2Nb*{xp
zD$~4-plLKmVcLs_=SKTR3HIzoi4Dn~@`>AVHfV@3rxa>sm_8f~iysVgtqv6Dd{1|V
zuk$teol9tH)d;S!7<Ii(_CuU^9n7%xjYFEZg^?V&A^&!4+S<1w9LGR*>ak<>LOo~p
zgSwOTTepUGW0H%U$G>{lvQFJ$DWs|HO<(Cjt%{zA=b#g@U<Q++YZh-y=SLVH6~cY3
zH|==cJv{xp*?ea#o8v3V$t{t8R(r@EBJMVZD3F@#x;>OdYufZ2mkft!4E1X_BYX|Z
zTXBsJj?UT_E_3X-ovP6p^BU+!dv=@ZWpdNr;MzXQt&liw!q23XOhC2W`fE_=vjbP)
zNNq6Zt@~|I`=+la+#vJY)!J?wnWf(<*n2#%`YyY}WW7v2p_QR>;(4RG0B#`#^(vw{
zU;IYpz4wz~nCS{=C+nj>>4$m0?Ch=_!?_yjI3o7<k%^6yA`Cl`ueoToUe28L8(NBd
z`J71qy@tnzpa0o1*{`BuQFF=9`RFwmW%nTzPOVkCC08Ex{5~81D`Lp0v#SeTE<@>R
z!%%pN>vva!5p4DPl`H9E!EZvt489sDkTs0zqQi#d2k1w;JV)^TbVesf-{T}QTZ@jh
zw+y}kUu3Cj7=Dm+WWJ<QJnlJ+^W93;(dj+w=YAWHslH|-D|)R{DmnGfDC3zxg~K2k
zFN6KqnEJ^o=+yh^LPe8xNj~F9D!Z!q(*fDeCT<EX*&!>2q5EdVnaI`8psVf2x*=?m
z^D(eN+jhULP)&}3BqppQQDxNVZrhC&7Ae)l1Jr-!qW&VZ;O-+$>WO=piiug3d<)8W
z+x<-ugUZ=ybr2e{NmHi~6NwagH|bpR3iY*Hi{>B~oZmUx#{CM-qsx##xff9B{oZB=
zoOoC%g!!MA__aIyl^R~F=O%_J=|}(Q9dr_oNi7y)wR5a2T^^JVwH|JDI;BPRy5%V*
zAMIR%12$+NBXgu=LLn(QYj+S!`g2_42L0Z30KfsK)T|rO5`DswdXJ;OeK9Owa?i1M
zJfrsIo4@N&GeB;0`vtkmpg$CVNQEocVtz5W*1)hXpjjFL-Z)~FSvHZ<unxLH9-u27
z>}W*n!%$TJh{_62Rb%giB*E5&V<G1Xz&zLVV&G$W;4DR+;jj0hHeUCIN11zuZM&IQ
zG`M<Vmw|E|s{~<`cp5wpoKU3f5s2VX2&^9IdUqEXpW3YHsEy7vLQHJ5C0B=B;L?Z5
zP@{4qSn694$Gty0W?~kt$tPej<2JO~T)%V4XM98@@sVBX%qV0Vn`faDE6(HDz)w)N
ztXnYBFyxE3_1Z3J-GBX+&&p|PdOql%s=yhFyyV|szPTV4&V`Y{(-jkKV{+j5`Qhp8
z4-&zap^2V=8sQ|60H;55TEqD1sn~+;>_+Mu+f8tdW<Q$qhlb-Hq%7Cjj={ti<|RK}
zd?e2?l^9j>meZ|H$i{_Wi+CO>0u7=D=vTlm94ts9zAkwGL6Y@7CP)9^*X5sy82hx$
z!ymnI7pZ<{Qm>!AZ1ZB#!E(^Gaw-X<zE^@>R9ZB*47-uIb?Kx}RPtYwKp3p&r&8<@
zI4btM^46}Yih?Qe@udsx#cq{#55HTh6?(+m-u82^sWSOu<~fILO>C4L*%o6@6u{Vg
zs+<=ZS_3N%V>&rmB7Md&RBL7N0nf6XWowJ3@ugjE)@@;}VWiB3N-e+O>dVbymH7tB
zhlxXv;slnRwnY`Vu&&im8&8+(A;{#x)Midr+H6W6K^nulm3n8<D}xjDEBSve5cXEp
zK*np=lNr?(r)?t52HOwyF~oF&JMX%Q1zz3TbIKagMqM%m87vNnpwln#BDchyxw&DY
z_2ulzom$(?w4RXy;`uQBu9kPFyw+FZxW@!xYj}w#I>g)GYlLhnb#CVqWw4}}<7g+!
z$tGx42xz&r>SLwklX67HT2tenv4B}Um#f&G&)N<n#ZJ%{yiK+V5;?UlX%Q6iMK5z!
zcXhBGnO`!ce%z7e=U<9tSHR<WjGCZxt_9J5`31##zSwWQq{!84`?3EwL%iMOn_xzz
zp6WQ3=K(G|=@uuG;?HvBdN3H`az6_t%=L3y?2`>gRULjLb^l9D^wRzz7%cr8bk?<s
z*n1S^+(x>dzQ&i)LDqCABXi%Q{h=Ir&{vs;j&?rE?)19xyLYEB#ie{UTY)lSl?#p^
z2=4uBciA6*H<qka*5Ca^fQ*FSMX1|J?JcP&YQCOeyK|IFleAdg-Sl?>w0!;1>k`Op
zb<s>~KbfA}(?Cptk-)e<wzHelE%Lj0fl!pF5y4g!rO*j?|8GN2dRREhrttw9z9kc3
zi2K`(L*_{)738u;lgbI)(Slw#?N$1fa^mTAdth<exIg$jaW52DDC^qxl)hMfx(q(S
z(tX^!4cQy%_fQ5a?`Btryn%)ASgUc&vjT8=ctQ*^>wUay6}si2SHG+Ja=KGZz0Gs&
z%V?gDS-|1|gK5|lUErEkA|y7(XB^8*Rp$$3UmV3Ci?hS`G(akt#?V?)$@)pZc~V-{
z6TRr6Rp&}(rcsTSr#|0L9X;fD^b#Z@94mn-ismh+EblkUACk)MW%J%!eD_=PUuYxn
z)4D9M=EEFuOKK5;Usw8H_te?;d3x@7`Hs`e)j4M_(~o1~x~i$uou0hImAxW!+B;dt
zwLfxE`8vZJDUh}5E<9E-6@}L{Y=YkG8d~V+dJ~QBb|a@oR-K!)CO+e|jhlF;vdzb+
zMMlF@`{1Xz3!JFa|9%R-*k^7;56q#GqJ~O|QA~HX*Esuo-HLcVYQ>64$3w{ToYsL%
zwLN#umS4rR#&)|#Pn}WqUQx36$-^X3sch$Jtu<jjc3w?nVw_d|={wTdsABdd`Z`lI
z!Cm8l?6PZkg&jAHk^M&qxLMNK5b5T$WLINkHP)@V=hlPwG+NGX?|A0zzxp$MxZp3&
zU-=%|hriZWZf7*5=yl+H9Xe&_k|+gA2Df$C%X1o%Q|#$XK~_>a`^0oG$x*{mlB>4p
zgQR}jvMxcCFpGhMlHr<_39jnhHJckW&reP7*b~RTzopV4iWVUV(MBkhZ(l%mQe=!$
zGK#A9wTdRRY>;+=pSRMH6nk;HhL0mHV$qp<;()9vv@GpaUBz&fKFj-@fcp~Zl$L!l
zK}Y-ehCr}+C`M-CcGe<><YXVmZx`cDf-G7*)U@shI`Omim_^5s%n_#a7~9P{YV*a+
zTS*K=gZ+mE7A^^3KbwWd2YWsXh>9Va;%vnh_fry<p6*L5+VUJ3!WEoOF2S@DwD={l
z@w#e``RNy3Y_I1p7;#Uu6{3nYW!+LUDXQ2jDPSGTgTgwD^zAiLHkF6}u;)ZJB*(KT
zd%lDEfb-5kcG1vgNf%#TizSKhz*|bX<_*yc9~%v7x^ay=MHWGqDBVU#r*^~q{QQ6e
zhbkH^4h0TRQ|7c9NRzcu_7II`PfSL0_Q_Zai>H=KQDS4o*!aZMIXvINw;F*?PB!k8
zn{@eIfWHZ>(QaHzv2{MURyHFvImfRGl0MX?dFIpT3J<+)<exhpuQ)lWm!KslD0%6?
zdGZbzuFd@QS9Fdd+5Apy2qQgzZoqN>V>mC2^~TMc=?1_NJ1X<26Hxuyb@rUXX(s1t
z-NQ#jefSXgi5^dUK^@i5Y{3+9B!_haDNE~ZBR4m|w6{GjywKaP5?Vl55v+pJDvgA1
zq;0J_>zb-$&;cB7DH@Ef)heXS(zg^Ii$0o7g$!f!gOgvW>A19Weq{!<A6aPZh#7fV
zbZ}1<XUlNFr9_Le1yFZj$#5&jbo=GLVcd}^_68%o$L;VF<)xT&;4GFNKOYqgrvis`
zT?5*{IrJZAL<fZ>Ia%H9$u+v4oj?16QNkb_Sy_^ez3`QLOcFNbE;IC@K<B}CeU+}x
zfdyxDjip?7Pu#NmTi~7iH?j0_XkwkL5;FS)1<Sf_$NZnL_|$>YdAotQ!=*tdkjNE4
zv%z9y-n=X;A^sO-Jv4u_fH}IKs6+y9OHz)4f~L`lm58|w)?Ru~$wyx_(Ud3f1>CZ(
z`r2k>h;4)9+lEZLf?lD}aHl0nP&Kgee#j>N{b;{Vic4{dYkW18@c}9R+CEJWeK${n
zH2`SCjG>10=`G?*HZBID?GEZif&Ngo<yHVf0j|(h9#{D9nWf36-G&$>>?l)KD}kFZ
z-i$kXH7YyzXTH|b@^qRbw?i6F@o}F78N4FR2<Z9<OL*4e*LK7xxd&|7U7IGdEuDL2
zE+K^_e&QNy9lrdg<WM}_yi}8~`bFSD;8(7>y!Mh|V(RsgGGGJbH;U9X^Qivs#2)Qy
zjn>w9v}E6@EBjPfFZeozx11>b%up-Oeko}Y58e-{%cd+Ylb>A~i0-+zT8(udYN>bQ
zojrG)5ZgSfBhb^ULJ6(cNH#J4q2!z`y5WWOIQWfDt&=SK7Ds||<kY9#G_*HX@JQIY
zDjFQ&m&Of*vYe8!g;d4?JDw`hsgcwJlv}j~7^)ts14)l4Gq5vCyy6LzReYZ6x~J#k
zJFY)Rd;hIKSaAQG(QS+mGweXKP*htWT}JsN;F~~KoC^P}u}yONtB=@oUp-;d>x8tB
z(rv4|(SbNR`t>}m0g*=owDWdw+`j|f48%aJeMZC`$#Pf?)=s8ecHw@u)yANIutdp?
zDY)pShNX9>vxa@OH|Z>Ry?JMJAHveNeqHJP3Q}qBb_X?v3=F-_bsM63LJf#k?p8N5
zGwf{o6k&!1HnT5XZEtEm(aSt!ilgvfnFFD9TUwoi3HWtv0+5e_H`tXz3~7J^A8%;v
zh&TwE(68T42YKZ(os0jl-TZJ7#%(&O8)OlBRBIhBxT5UZvsa9JvHbYkNU9*b6YJR1
z2!>KS31zdRF{+8Xl@-W&bB$*_@u>|f<Khjw9r|+QBAu$DB5s)D`Aw!ie#uUK!S_p2
z3G?kmxJGLD(+twz8Aj53s7~ZT^A2aW1q9JM?+D}U4t6)pMO#1yu~%Ye9Ncbt_D7F?
zK_IA|<>{xEf;2F#i`Ql0w*pt@$_nt)mWGYNr3-cgIe++VL>^0fy?IF)5B%1PXV0Bm
z9Blj)MhXvhw*oHHs>stPm$R@!!ef0VapfyJV$gSG%K}M+ZSKZhQyH0&TW4ej3Uy2S
z$K+L1bi$b=AQ`X+4<9Z=x(SeQBp@TR8LxSpDB)dgYWDMA3bhNiDV$vFysVRcC<R=V
zAtt#07ej;K>xN9EUi>+0dS)UxY|US}txQx)52{q^sLa^_+7kpeS*Vn;Q3=+99VGsn
zYF2Wl#;7D>m8_9QUW5pKsqa4aqTp%Rin?~~TBoa%vPB+%m$~3%AjmuogKZiR#%?rl
zXxz&Ie@Ft}K8zvopU_?1?8c7yItKY&%G^`kAVR5>;_A|;qQ21IU@73fCkg0rGg{tZ
zz<o^Jvx^-#a$40nG?V7j4t69S{Ji1(G=HoZ|7&Q4^lOOt2+x7Nrv_${CwwW}JsM=z
zmq4Cf!^$de(sO}PPObl@fOQODkjsZaK|sgcb?7e4&*stY%h85|1b@YnhLY+X#}AUp
zaeu6)fWJ{y@S)Cy8RmE|-W`!{t-T^`rLR*WnN%@?WGx($Ai3O^1(j5+m<zx^`UPIO
z>3W@y4gtDs0X860zbc4YNWeK1LV`o$*PxeY!u21Rns2^$wnC5S7_lUVe%o>HGt%z2
z7h^ZJD$b1MxvOHN$T6&W;$Ex2tDWkCe8zG2cu|P|&i(k{kFj3kOSV9}1wOWx3e^aw
zv;GN5Z3ZdcEV0#^=f}GpQd{k}9jpLEjUzZ)F<u`90BbLQAHF95!CsvlB8Bw(eZrK6
z#p{-AYy9**?Ioi(t&>_vK2%aBvM1dlh|0b7iVjTp6T$1@%RY~r7W(09H-x9+4NJ(3
z8nMeHC!GTRP3`@2z=WQLz6)eA3IU2r7c^2;Yil=xZXmDu&v@Ne+?TQ-8ocjh$|0zQ
zY^C8GXdmu+gjmwWlG33PD%jxQS)iZAGo^2@#qvzo#cuI0IBEF_w%c8G!c(Y801QbU
z7vD*)SufBi^-dvrGQ;KE`V_#H(uVw2>{uK_mqO4*AY-Ztsy{d&eFy;xIMw#oP{#(K
zE3b+oJ2xsZ(fTm-<43lQqaQ!y32Pt^3m;Gi>hA1s58Fd;7vEC{N_&3=0;y=<<hR)L
zvikNjdx`|@%^7zDzEJ5F6isk!{PTM!@qt*_VvjbkbYtFw12X~a1tA_t59a;vby^>e
zYVwprB$K%2<`u`N83u+b1`$?;!aFNPKih&*wsR=@qO+4PF&=K}WpCfk57M}`-#YdG
zs|ES{`;S*6d1b>l0IJIdbfdwQl(b?wwEOEloh3-aW}xz$Rz#Kq?RS}S;h5s*u;$zU
z@*FF*kcUJ^^O17!cO{39p*r4e&6K{F%6!KBr`={o7*HAs#teMp&(gjuNAB~iE85{e
z|C9e^OT}F{afY)=XL^Qlbp)bIg#&I)_RF_;UjRtWp#ND)egH=TRo3II@bI9Z@}r#G
z+;|U^zJB7ikf<m|i)>QsG^fC)F#CHvrhEFV&)$@d9*$LVlG#FdVSFfsNX0_q+<s+<
zE+6Eyy4*%bw%e~Sq-7)uq@4QH88j5Qlc8E4jNa*xc>YYle!#`XbE46uSm~$k@r{x+
z+3)x@W;{MTyLF5<A|50&ndRx~i-Z0U4`;#`udh8roh*AV^JE(xndL|5$d_}sGR;9}
zIUivS)CN`dhCf^;iWF2kOc_Hb{<eU%R@`$CL6J8vuou2c3}3&wRFn&BEimpj_PA#O
z`t60@rgPLm6nO{wgCzy;xMmrlx7lS1>))E?OD!^{*ccThRO5gGYsB`U+3FU9uw(l0
zK{{(+iIEs#4Rk5M>zf=8KU=2ioqT6h{JH*7afQU<ltvbzR5X!eOW~*6yw5AYt@W}v
zZV>Y)myGQTynWO&5%WdHfVk#ok2`|13*wBiJ+V3B3ysiyPQOW!nO*5HC8?ZdPhGe?
z{B@R{S;}Qm4ZH>VJtKAQ4qwSY3TGP#-smqigI+Hc1U0BBa0(ghAD*(TQ}NF4bLE~=
z*0%^VPAZ$k9eL-Tvo<bt=?ems%8OBIMk(~#?v+!{mV;JmAN!BhExp@z@TpO`Y7hX!
z=ITu@)4?J=oyZ588wGh#oAmDb%wT;wq=Ew)r`KxM002k>l$f>`Gi4fk6Fr`#h+=*R
zamK{PW<%Bo(6fe-nY<S7a`svWiMMr#1zMl-lj}yRj-oN?SMQ{dgSsfWZ!xQ=YB*Wv
zR537J%R^DwuY!9o?Rn<R8JaHoL+1e|yJ3UJZ6C!d8(tQS6r@M;C?84f5FuqKDjE|G
z(+P|#=4hXw4YaN}Ir$$xlm#vNIMDna8yWeURurNg2$qxqw;I$j?LKXWH3Hm1BA;bg
zBM|iB^so*R`g{-0sZ&%o&xr)6!Z6Sd?D2gj1s}7JLIjD|ZLwM(A@A@vi@>W4BZW5H
zE_ADMj9)ts>+Jf49DgJUC+v*M{GLop%u+|8bKy=R&R4CQ&G2a5F`__|g4hj(Z50Xl
z1u)gz@DSWRj4L4rH1HdNzSn_+z0GYRdP@K4FA{N#063+q2V)<!_Gz6?0tK>F41t@|
zc?%#&`!k*gx&W$A1A>{ESr^U~HvJ4G$!$)n^|4gLNYp0FKxOUr^&w7)E^KEh)738^
zV0m-OPw2v>OKc>j?Y=0+QP;&hvfJ>oc)m(xGa<`z0?h+v^AZAa0F&qi+K{wvu*ii~
z+OwMar#aMbd~iJtD~;hFNbM_$xDX^;bM&nnq=ojaCxNrM`m|e1K>Yh0@RxN(nv9GZ
z{x0Yf#bYv7#(j|d$Y`cx1Dl=XX+IcZ`Z}I2ewY|~J)5f{OIBi{LJE8{0%$Aya<MAX
zlhZ4VN~8N{=+P_I{kv72-CgLo+wHQ81@@ui<={z;?VXmM7|u;Mtq0mcb^|S2k9Ja~
zb1W4uW9WeMkDd~O-Z-yI+2>&>!39QkPrIiq(xM9w_<Z~4>hx;n{Mt*$iB?h`Zj_wU
zFxcekU+&8^*I!$rlk%k{lN#EPVtjg;0jZAF=wC5W59>~DvTvA4Hf*|-$_@aD7j4}e
zC%N8B0@=Oo@!@aQJNVDrg-hdn%QZeyuxYBu*DaW8IseSVCcPxr%2y?C(DI914@mCS
ztdh?M*}#=ag3?>4?T)6b6@G7#FCQe(DYp-*tix~EicDKc@fKxk_n(1r1piNXGnyO~
zm%VmFbV1QA_{&;{7@dMm2gV(;F1|s)#oo;fjn2}R5*f3Un2YmQ6sh&}dVN4I=Peza
zxIA(n3+;q^Q0S$BIU{;eD4S9~IW?Z+Yni|I*wPy?V~Pu{f*_(<6-ox8qNDZdr!@|_
zHOPhI<%JG(wnObmH=P27Ysfb*IngWUVdKOc$xvFY2x8-5v-)A9PrSFg@VW_hu7MM<
zSJwPDDM&PCH)+H{fh;uKb?TixXH86MY^E-2k#i-_>Pr(YYq>hGOlnt`b;Enl5|>3s
z*HlKVx-&o++!HZ+$-O#PoON#gKlAB(GFEiJSXO>!G7&2TcO9!U*F8>YR3L}F(eHW<
z{5l7DXJ}#^oyCWV!f`_@l3&;fq+0jDL*@#eSGVT<2g^$*>Y%eF1*HHFelmx{MdU!i
zS{N}sYd@k4Ov+>$28V0Ra5o#s*J<M-Q}_j$mQS9q3gH3STpfWVMN8vVTUF1eoj;w{
zB*C#d_y@#D>vRNG`9c&_6l2l;^tP*HGNHy8p;tTTr1avWJ!h2pSy=3d-C@d_<)&b^
z)lA&!)rr@~f!WQky!U!_5IEM=31)B(n4!wbk%l9}Fw$QUI=auCGL(NJ_JNBkM=p8S
ztyK*FXaFK0+G53LMWR9lt5!|A_r)f;3RvYCOW#)KHrzL-dvgR5JL!fX{PvSd*!vI@
z^@b;DZyD>V+Va4xpV=lR+LG>mzDYxntc$~9+#$>_m!{kQ*k*vKc*^;EgV+i=orcDO
zCwDb&{&=W?42D|24zdExLyW`slu<uNR=t9ah{Km}I7p;_?Q$0zrB0oA1`?X~zya{+
zY>wNoHs<Wa`J(h&-m|*r>+3E%MOR47YP0usx4eXw97?G9On7KIvbP$Cg~Xo|pO2gP
zv#>y@{c6KN<XhJ6^8{)9u0~jMG{x!DE;c5XgNv#lXjynFMD4J4sLFmHZw&A<-JU)F
zP3<%^wfJK4bA57Mg~T5{_WDEvH-Wd?#@%DdzpbF;2dy{^X5!*Y#uONEjq3~c1^V!t
zMSHv7)Ye?~O{$O}C@<wDQ38Es*sd^$1*Z$k`Lf=E7yGg|+|qbC&IpA4OM4qwTbysV
zO@U>fFnWa&R{vC94dhay7p+hN4uw=XmbLD=5^GW4E^^zOGnEHqg5N1@2Te@3+ecZn
zY{Z!ApK?m>vo)*%&cD79N6Ul;Cbj*xew4-8gJ|6&x~oo54V;mx<kZ+gRZEArYgC0=
z@m>>iwn;Nv`Q-6BRWKeiRCo1J?|caGgjhH9SeCvWxQ<&z3=kwuj{Jpcd!Rr?`($zo
zFRaQ+2%o2|!c(jC<SLvd>NGcfnbcd2u__gmParE;2^kv`{-dkxLVd<z1zg*x?{;-i
z8l5O%y2i;bthRF*v09Bh<%g~XMyuf8GkRU@2)%u`7Qvm>$B*=vk!dIO(hSDc3081s
z!y&zzMo{lYOn6w5SB~XpR)0>9rzPg^<UAA^9om7bH6(DHoR7@q$c({={bx`H*UdiF
z+kJFSmK_t;V9V_fj@ExWs(!MgZ<x7^9oaL&`$?u~;%c|T?U=;RW?Z_3*S?7D3%HJf
z^I`D$o>I#@5(8F@ifLf2%MD!cyV_Ze)WT!Il2y5C;CD)YKKY%d^RyB*1IARB;;^^o
zs{Iv{qWiY?7%Vd)>&^*kSNY$&51Uq1$~o905`f)Np2!0V<2$RBtpXZK&%H%><P!J4
zc<+E*@N@ulp-P9Fa3wEH^2kIDA5JvUz8|1VqT|>8xo9|%894?n=HzO%uQEfIjT<vA
zrpmtL1~UW4HYYD?tGqNDX*2QPUP5Na=iN^w`kk_vBy)5o0e;BjHns}VsxNKx76UBN
zYA?%-e9piQ)Hn5UqJ`S^nTM+}p{r9%pW_t-5=XlBJb|Mz-gI&<AoX0Imc*&-%P3l&
znl~JDb?<I5?T-%+gt;YQv|WA07OrT()^%knWEbpIaNoGtf!R?j<DUi|+gv!l#QeW4
z1abC7Sgi80F=CWW`*2TRo4k5$DS9(2ZPjsdswS=9qGrrZ%9Ci^J@Mz@>oJrUdBi44
z0Xr&kepZCJuLV58l&C*PDb-Be1J<A}0z9oX0NrSoI|J}5FqnD1@Nrq?A4PT^gNz4~
zY-;p>nbEX{-~}IoFe{_T#I}6*ij$kgVKcaR&`nu1ccE~{>M)hXTBl3m)<N7!5jCr{
zv}}yft}r$a3}cN$8W`U@%Hjs{O93I5?GC4MP)Ou8FGYah{F1DBF#Y|<&9i=;*Jut8
zt`VO1oRLv|q)LDM@z6tP*LTLPcr4nQD`}X((yEU!2M>?lWvi>DH)JR>)|89=if}ht
zv%FH0i9dTVDCjHBzt$Q|R^yBjT*_WL8Dkb~Z+cAG5#{_#x4aKacjQNIZQ<F$N%QM$
zeiLN>Ssl}n*ztKfFPO2rbD#?)!pTJKV4`ZbtmC}r3rpwa(+nOT<-y^OJbzLVg%?wU
zwW;Re1I-;NL;#1&SvuK{^~tPT6}~f8OPj$Has0EK(7{8Cm3J^nn%oF(Dht%E={<oB
z&j8pkKikP|1$jZgQsGh~qk-UjQ?3Odl9suYG~U$r{gg(gF$8~9t`gr_12NjJ5k7<m
z+U-gEjojRuk|q?JyE18*l`9(f@~z33&@hr~!!@lYuYW<xAJ%yPKAW1*He%&JLziW)
zEj_q+9ZRYf!GE~$-&DJ@Zka%5uzq6xbM9WfhOx|}_d=}2LjZ$gQ)}%}wz@d=-F)mE
zFu@=XRKRrAl#96=JCIv}u0iF7ddVyII8}Eum_Z#-(_-~^5bZ<Iopp$RySSAaZ%(Jc
zQCdvy+umbXpx#GavMosXs0M1HFdyv`8@Kd}o>9Uk8eg$Osbp`?(N8y8rKNvZNZtXi
z^TEUaJ=PmupI?DP)M$8JT=JygvrI!Lw#*~L!WBdBR8c<5Ndbv#hM+*c?mDz(mBn%Q
z>EPdYTee6sR1(=;zcjP|uLFbwkoT-zodPbfV^g29?^|`Sgpkdf{PV*e*kgPWV>WI9
z-qjfQcT>f|;6g(eQdkkq*k7vXE;_nHjVM|7XWoPPMHe#ND&WKjx>QOfH!6(O=I*5$
z&lllfpp;9GXxmwx0=D%39X~ZLiK}?eX#cO%QtTl9du~=t)?Yim$1j#Wlxqbe0pHm|
zNAcTAgMs`4%CRBNskf*6(w@j9_@5@;nF|Y$+aBXxXnTmxAJ7+_y=LkC_jn`?@SUXp
zg^%$tN-TZ_`vx`Gia+oS*cyt)7utdQ6*Cwb{WqA({Zd5YrKlrG{bfhjk?M&V4t9=4
z!$2YP3CV7i(Y2FTm4ecD{4@-nYp+CWr1s|v-di)Oh*H&l=vbXS{Z8v~b56N#8OYO4
zwkUn#J7!rbR>7CFF)1W&n75>YGTl0-9s*yGmMxQ}U|<=0kYIh8*la;A%t|;%!puL<
zj#0+PX(%O5<N@BZ_fCu!puIAcnE?88C-_y6NkfkS9J|?MVvt9Dif7cGt8~Ko1*l^V
zG{;qq*Y(jWXOVQ_!BQ1tnkF%$M%-ruYu%f`C3damiSTVY-Xf^fup!#xBSBcPYQY=e
z_9(`;LDwt){Z=2b<Gc*0=nK**=pM68RA?<9f8=Ac{#PqfHY8Hi$kJqk^OK&#D)UAI
z%{Aka=SQz`ZiEi+47m?gkA_IF<}`sq+Tsd*k<%H#cYXOpY;`AMlW%t24KcGAGy+Zz
zTUzCtr3IAyF{73^8$CVOWqNjjWjzeB20HU6vx!Q*$3<?(QccvA|LORSjubWKO7Z+m
zbJhDV@$>YeXX%)Xzzt+U(RMU#L~KsPkDK1un|$Km&gxR|l{;^Dnh+R>;1p;BXj3Nu
z1g%@5cU1d9TD@p)FNxZ!WuC@WMYxUZ>)FO1BWl9aO>VYV^;TGZ{On?=%bG6`R$QV^
zGFku1zof@Lo3Qtyr$&qZZwQT%0q~K4pMcn)(=fiU`7wzy^Py({8JVun{IdkeDsj%u
zDJ10#xAcOrwN|e~s@-soPv(h|bfvu<dwR&GTjI3k)OnYhZC4#WZf=#5t)|aORRpyU
z$h@cTFerJ-c!1kFP|ub9x}12W&@)N1h~y0_m`$rxA@s;qv{bZH7#!i94Kj8OYp%y&
zmeM1(Nvxqr>Cvjn-TmD`yhvscomxS9)-4p|RvOMs3nG5fk!b6l8z}lJwWhi~uG~Ir
zoK)<5hf8ryX=K{Uq%Sj){=2NlRsyV9cYIJveN%Sq9S*!T))U~ZG3Fd?5EIaQVB`>I
z(eN5=*=S)I3DOyB5g?`iSVRBs-o^!i(@Ygo9Rbh8qxfg3!2&cdb^eSQ46EXME2zR7
z{fX%~;fF`v?)!WW=AnK<&$dCd(4xF-SQP^!Q<2ztkK-q&rOltD%hc=l2f6*4u`QQ1
zsjX}vyN?r$5iQ4AMJ#ySX?(JKcC}C~3Y^(=n%4QWNM0)1rXHm#!CeHIf^{4U?_vff
z2izXJfEuZ~*k*2mpLG7nh?|>L#a-4$%z}9}XkF+VIcZ%eX1cYEGoyf+T)T4Rm3ipV
z=56nf<2;IP`hBte!TG-@8RZ5eyvFY;bFno(J~Y=h5>hy2fuZ{_4#<5rs<E-{lRQLY
zU!TiC&L$klw+~K=aBQK!Snxq>M8Czbvk#;m3gWn}ajWor>lC=VvB|!3ak(?GXh?M6
zo2yaJ8CB+Mu-#-(71!lC{Hg-nG;I~*#v?Ha1=ZA{_Cv8%pG*MV^Ij#4KYG8KOsMAp
zPwJd!5a3Ojwg)-wrqq}?Up*h>OKtDQUI4Cp`tLHwHOt#DmHSdAqk=<;zw|j#G39-V
z9(0%E^-ZiS0|l40NzdTMrhBC4`<_2l<i_4S1`Rr%&|cHMKXZ0@UNThR?~t|*ncz9*
zveRs_+TGhD$q`zc@yFlqy^_q>`^@Y=m+>E;xT!<l9(}C{{@@r6A%ev%hU*oIZXM9H
zMTtWdtQZ&Co=ed}BN^nOcpu;8N_0Sm9ZzJzcdcdTgcGA&>Q)KiaM!7}#l4hZ(_P#I
zyqbg3XgcVr0h##$)(RoQWJO|~L*Oh^T=g%u3A66mb}3U`3^15;Xmg-A@)Xe%^qXLl
z@|rryVK}8?<tgxq)7LLfwtsSSTf}T=q#F6<C9L1{zGi#<N-^?7Pcj++1q7U1edWjy
zs*vWT2%pKRbl$vc^jS9E_ZJ5)5Q<2PAoHL&^+M)f%uL~4qy#?7>;oaC^Ec1Rj86`p
z3q&l3J=0A`TwG+#?tYmyz;0(_g&x~ZQiAt*dP*ZIt1WFziavaWWA8~QSpj%i`bWwa
zFU0fw1YVr8S<1*4iKKqDrg;Gg=oeE1*sT1T>R8@Zks$#43<_<cmq2d@DAKp3jkf;j
z`X)YU$hJcEBZPycM#*D7@4Vxm6Jg(U+#rvJM_}pMWj2z!44^Ngei;H?f-2OOU8?b4
zvoC~E8MaZA2W^;{z=HT)#0FLI2=Y75*X1Q=p*1h8x#3sx7f=Dn3%9T>ABA!PEEu8k
z`8%%p-F&K>o}jgb0_G^1R%bDMFd5r6G$g4hx?`UIR2Q2c4?Ln~)QZ0K`RDN{R&xfv
znX0Qd?^WHj0LSVU+u41$jSK*8Y&ci|g}ehdS6A6XYbJ?@uys};l6{e?g<W+)UlPZ5
z6Zb@Zu;`#WQKejilLXqGcQaY)vZc}@;!p-Y$eLS%$Nx&$PIjP7bRd+<ZguAQtU0q4
zzr|H^aFt5lOE@fkjwcU9oZB?>S;)BbAMP=A;#*(f8JKT2^wJJzq_#gAx37XwZgkb9
zxzf7WO$K^buO7;aZzljZ%5<SqMRx6)qGoD*c{0n!BgT^Iz;3yA&*eom2==_2S}$H#
zP;%iz;@wRVxAoG52zh`21E%AUJ1Xrmvs6NAHk#D|pd(jP)6adqdh!e9(A$cD|9*(5
zFz~0!TOd!HYlwI!BR+<|cBN-b&?IrAp#PAHUHF%4$7vXdj`$~-1e<#FDq1vhQ(VGs
z2~M?X%6;GkaHeK=hDmm=y>Hw(F0Y(_hUZTWV5#i*3@--9HSs>hwcZjLbaHuFcJ!ny
zKbQIf>_DS$*Xpvpks_*i)C{!7lmm1Oj%r9=(^$BHLJ3qngC(OsG_VPXb-8u`7Bq7=
zkNB;HS$xowwxPfd`G6xXS4`OJ%~&We6N_5>hS>o3=EDUI-^q>ePkDE%>b@~`UYXK3
zvNwQZBtKWR;Tn<B5N_EEG8SnQgQcHX9%Ej0o$8)S{=$9XYsrX*3s?SOEdGls{5U!N
zF%&kdjIbf!eg%lOrIq8&C4T^oO8$#p0LD9?hk=jI-B04$+umr6H<wjRAAoRAdalwT
zrE*sju{5MH+BmyL{ZCBdrSgjBNz~E)7Y=B>=1PH*b=Bz~RfQi2AB+!voQ0___vc|S
zf?)&o%IrGi2KL(nbE0%-WkX-{$diRe`+g<EGbizF$FVt0kGOV!c(%MHzC^UX$RC=}
zSR-et<p4gP-N>wbQrX@c%ME?S2`cc{eu}v38#Y#u<=_barG*$!1&dN$3yxk+M#?Sg
za<hWkn(|WWmtSWAV!9qeOv^jJ4^(5k3KJ)iKur4%_sNE2O<ZNMRv(kmZ2ZqLYL~jl
zb@b)W>+N@U0c<}jgGc`E48E2}A*G}Wb;dr$POAM)q{{6FTzha)vR?l7dtV_rAy{({
z!zeIqCVS5}wzUh!Zhd*E8DqT}OAmHyk_%Y(#%3&)(MIc&=Qn~b?b*1drZ6V<>R!CG
z^*vJOB2S3P>`QxfPJKG}`yQ8Ilj*47L~A`UeH*tiTDz$<jC!fz;H0bA;}+beas0W1
zE=+Smm2WvkIiBX)EtUsc)u>^aHae6FkuQtTp#T7OD2cm_Bj%-2^+x-vqWN!4ypM3Z
zIwfK%0QvA#C60fA5wRSs;iexcMzJFDqTBGxRc?lfQ{j-g5CiavIHVmNQn<R)Btzd4
zctLze*gy?-B?Gi--w><VX!s?Y{B&tvP>#F}$`UV~Lnq1I*9s52@F_YvsKaG$rgD4#
zG$eEH%;1n-H_)}!WK3|GpUS@RJR3lIE2i8mlI;^8HjF7QyA=Z1K1glZgwujHzhPlL
z`kjcF`jXv!uaqoj<EUlVEE6B-tWUD==)x0isbfv}s{ds8zShp><NnHLuv}^Rj|oE6
z4sxRxfE%59)5e_j6s*2u3R{#J4`LyJ66FBAFeetX$AP8v$_=i|zHk6=V2X0M$V9(a
z>n7U`+7Bya;lz?Rf6f6~I?+m_{aF*zmYt0Drz)x0UomzeDqA8ULR|MGB#fjEx1ymw
zuqrFuvzeKhppXzPK!vjfN|KxcRsY_tXN`=Acx7}bg|q9Xw~U}zw>e)e4<1@Cq7sOB
zv$ds|nP~*t?tEzCnP}44A1fr?ANpmZV=cuqk)d5j1(ub{#=HR(tLo((K^krqO2dJ&
zGl*aRX#Y-B&<%~`K86P&{unx3ynE!6yM=p&=(wlKbQk0ym<6Q{X_tz*JI=_Q2Ji>C
zJ6Gkx#6z~_Xi(Vr-Nn<?59md0xzN@FaHvv6#ViT9rY)9!vZnRxnjo|DHFG&6j}rFc
zRc1zQO1a)5tE?{x`7?I`5AXmy6p0s6ol-|n)T^>dy2HBj*8Cga)%X8}o{g;zjOi@}
zfbfSLPuPRHO6SuMaEbPcL}E%Ics&NC&I|37^qF%PRf)@4^Qt9o=NPp}F61Gn!p`CY
zPZRU)mDGcNXkHpP57MH7N|k}#Yg1}I$Of$2-DlAer_*F#Rep?!xH19cJ|WH2;%2K1
z2&gdb+%o`#Q;W$;u&PI(`;~}cI?Yix!3myn1%PM_V-h|(^1GA2r$#=n-PfXV#X)m!
zdt`-c^lk4^3;i{k^z%LT>Z?$9Y$n_)0%R1^b&tw<tdP9k752pVypL);2jct#1hNEM
zRh{8}-zABI|3%z+2Sv4ZT^>|aKtLr43aCiVStW~rO3spVj!KfOAfQAQkeqYQISL{f
zB<HM6PLdmFX7}}bzxSQ_W2&a6YNo4h6?MHAyZfB;Jp0*ut>3Di3voYb&NL@@qqXXO
zF>wiM=ht?zdu^!$tGa=Op;`Ch_rr%!jGRx;-jjN^{J9f0uCC~03N)X+gGt+5)4l{G
z7!%Pmz@I<mL+?<_GZ^0~VVa0}yWHCft5n5Difh)+zC_x!DWN}2LBTen85XZ5{8!5V
z6uop~&^gP5O1RptN~D|qUe$B0Xh^7(;oGxWug_%3c;}E!hRG=oJ-0I3;N4xXDW8Gn
zeo)N6z^)hcNP{xORDw08A3q~WZ{F+*_1&M8yu#bMAXP{Zc%sY>qf{dV84nCh%e~G$
znO@=?1rOE3cA)HdMucUQ{`@n?LFjEIj1J{Wmgk-gWyW7Au4x}D?GVI2`KFS_+p_W2
ztc9|hZ1pmnLXyNJH;y$@|GEY?$M7(kd=2hDaWo$FLv97hsGc+q0@@-}0tXxXQWzi4
z(kD%x?Fxlw2+$dmbX(Uur*k8<vNu{m>jSz$fq&k3nWwj)m5{OF&i;PwL<?eV>=o4!
zDZJzG@bF)^Y^ZME*31YKuo$AZo~lyN*Vnfg%n0@)pel&r$-W%?;_gXS{BiLwsoYzN
z#RBF^f}Wkbe;4wxmX#oCx3qL!*lYPw7c=FjL!8)$PDOA`3$&d%&~61wa4Wc-)8^bD
zMpT?(VrVV>5DL!M-y5$!o^YWTYh)hJ4&)y`L@C`Ny1!o~22BX_=4Ws|>pf9*XUnHx
z+ppJM-63Fz>U)48g7vUUh5S5Adod*o#xUE12U+4cOvfznA@)FNr0M04Pho-euxkPA
z!HgrQCE@dIbm}iK_{5?sE-Jr~-`kZ+W8soLy`}VM=31zf4x3}OxCSb?Y?FXN`0%JL
zX8x+FjtQw^&h$vWKmKHwR{=mw63Vr}#b&eoyS0TK6Qgw~TU8ugQ*DvhR8E+fok8_Z
zbnBM<quy{bh1c`^ikWL0^LxHZD@K{m2@}7Pc-iQ_v=;h4C<#Uwm2t8*Qf%fsytBVe
z%$p1qi30|ZAh}Lw2gM8;c%oXd%+)8Lv>IlaGeH2rdbs0DIG@UltiYt!3QOG<<R`;f
z3Sy*McB0u8#+))z2Am3nH*bc=#WCyJFaNwJN9C;>7_%4ET-jY@(VDnU7v*^VHTp|+
z#NAv`TjMfRZ3#JnlZoHa+_{>qTX5cFYz7tShFzKMrh=NeKLLHdcSsM_PQq`Gf0Pg5
zAW!@OF+^*J8LOGcw}&d9?{^MUsgO&xG^&i{Y!N*=p}{gq8(UNQlE!vkkoW%Gi;dl?
zKRG;K8W(x~+f{4375b?sjF{)l9E)N?!^*=cUiQTXzhX6yrj+?3#TeUD-u(j<edyGb
z7I>^Xv_aw145R^WgYQ=Xa;hn|fV)J_5)2;i#i}_3th;#tDqj7nY10ozO0Cr<dil>6
z1`ZgkdI%2wWK(K3*Gy$S?zD3J$f=>7QkN5<H<n1?YCpltWM=(fBrBz{Tpx*#k!3|b
znw5f*$+hhCyQu26Hx<u{8>E``R>ZiXT3TJkkI`T=7e{x;_rjlz8+ggFblJ!evd0ti
z66wwjVmKeS_xizfSKI`0kw<4_zSc4FRvtP};|5%X^14Y{vaR14z(@EVLcyPxyo(m&
zc^pn>0!vS_zz$d;s{j%j1!Ph=WTG-H?kYq2fXjgN0Hh}zTO=ob8X!W79{)0t%E(fj
zw?6hiU_UO&8Aq2xSTy+ZPxU?>nJaOGc%1dUOw1dPjaR#NzF*0kLm{VEmU1+7QXHBj
zSBHD1!0SwaJrIspn)ln7U#XmdM_&7;0h77c_vibwUtFh6NE_*IS>OB=nf}3di_zeW
zZQzsXMspBmgi$93-`u}1Tj2@;mz5`CZ6HW3E$-S95?22;7MwfVSt%{K3>pnRmdF<0
zsc04pFyX#~oNu&}2Q7;LMt5PPj%$Z8ogh2Ayi5#tKbT(2Ek_F!u_Vr#SBQ{1d@e4E
zPOhRDT*GAT+`Ep%cvc#R5eKi#6>Yv+hOpIC4DB(GTH$8Wu(9d>)n{7Y$$iICodjee
zl{UZO;rv&52%8fBq(*+@)Ecd&nx-ttsOleuC)2Dy_Lc|-KF1#*TlmvBMx}6tzCztU
zY_YLI4R(;r8AY>4{^=Kcn@hj?2|_89@&ijYpveqdQAvr%YK$F?g+be}g-*A{u&R!7
z$~&I$+^442uF*cH-zya*=a9h3zF!!T$oAWak}8V3iw28V3P<(pEex4RHLf<CP^9Dd
zf0^SPUP?tadSL?6)%q+J28CfG>%%eA{=+3s!=2N3h|&(_0$U;F7}OW;HI^l_h@Qdp
zLsv~Qq1E%NzHlz1ks5yx?DbTGui*%prGZ|%x!CsCZd|1YM_yZdcXt`$EDrP=y+S8e
zz|K=+m7C;gS?FO$e)w?JvO%G}mq<`uzKnkN;V!~?W^I#9LWh~%MOuCkso5#r?Ok2U
z7@s76GPe7=6E*dd-ucdr7Ytl<YN@D~Yi5aV5)_VRFR_<WE@BW3HoC}^=TYSI)P}y?
zILxG78Sa`m`Js*z_ytbfj#U#V&q|b>n}=rs_n|gub`Q=r3OQQ}1U$+xFl?Xa#q6M+
zmJEEQM@7drmE)wt%}mEwPnAJs)TUg67VmJI4?Ngk8I(jL+@FXA;w=mHYTDKtPowu5
zG(qhp&B^w*9Uf$!k1c|RFaw_ZDMo}5<6xr2iRXMfrQ4CaIx|YkLU5|!wWpR|Nl<iD
z0l9=u|Ah-1B1UFu+F4DfELQwqaYrR7cgF|?SRW|j;74Qxf1wrBJTT<6|JG~>LJe_H
z&y|1mxp;AJZk%Nq4`UmXcK7@MCF9UHDwTJ@Cgr?}y4R!9SVPc*&`$m6Fzk%ga*ygW
zzE#O+CY@B{sh9>Rfyd~xJ?Z4A7@*i12`MGa#kXN-Xi#8t8xt5TN(#CfM52Eo4o%TB
zY@PtIQtJ0G6U1$nxSza_9*uXRxb1yOj5%e|6m}kqq4pdj+Y+&`FJH>c`tJkBKg;VJ
z<qCM|t_j@+^PNm%wmriVGT~a02tR5&_3Q2qmuN!q^e737m^tRu?Qrp(XN%tcbLyqn
zY`o+*hE+0m!#~7iE&m^6Kn;)blRHX|aO!4H#puq$u*YQP`&SKL8EA(LhjYYt)WA9)
zoF=3m9bgHA<o(P!X-NM)w^<sIxPmCO;lZx;kgH@abYU&kV$%1ddyn~AY@7LAc8%t`
zL<#-3We-5)BVe4)#&ykWvcejjv4PI%1(<v`09#h4Yb(*b<J_dMS|&>s^4N`lG###>
z)2j7O!b`MrF}~^#=FB&7^Nc(ww52S((#w{^287#)egvenhh|0@+_^HiA>w3Y_Gy!R
zsN1j&S~K-?Ng~q&d<y3%m-J!yo>Zp=v!V^CJ?!>AGn9-Uie^s}4<v?4F?lfyS(ptM
z4!mtkLpKIb<1jH2O)^Tj#1JyA$A<nr&W+luhwLo~1y;;s6KOt1G`8a*f+fEU<@UAA
z!*e{*bmpqe-GcAZ-OYE6vETLFq*Akk4oX|&PiI^MVv8Y7@}2rKvCG6ijPh=)fBU?8
zK0svrdu(@NM!4$HI|YJ+wrtk8<b{9qm-LOP>eZ`f%?~!@N;5Gz-}QsT|L_bo#w|mB
z@~O<$ac6%ge`9q&_@tdwIY(&c;vQPIc$z0Hon_IpHE<-EE~Xhc8~Ic6v1vHbY^UH!
z!F%`P{r(?4uh>|Nn|Ea^_2d>C26%+4k!JGrX#v~@K|FnGs0B76`Q{?zY14JADCz!W
zw(CUsBA|X*jXl=n@z}6|;@4cxqJo;9oQfjj_6axQoCD)1i7{EUrohx&2W1&Qi~@W5
z^aP*6XMG`5#Ekn=t#u7I7@&VGrFDxPAnS9}<WRKbWHtn;d8)JM3dhd(>~{Jqg6Fqs
ziFB#7+dLa>-8fnh^PEB`7MzGDPuLjD|CkGeJ`vvhnk+9E;gL#f>NF@GlehUUmzda2
zIr~_Jo31dz^Ct#gyO5Y1<I`UOHM(H9Pe3}RLp!Tred<ft8KK2f#!uCb7)_?ygVdtv
zIeb~3mL*O^;gaoOaQ)ewcNE#Mp`Ua`{nMC-1C)xo?bph65B-OhJi%h*^hy>(<o6vo
z+!>pX+-?ngaOJYp^wuY&-~(TAw?9|seJ%)kV7ygXZX?=cz{NRJes+CxB6Mjb*JZMd
zzcOZ~qh5a0NH{03B%uNoQ=xu7T$ewx*uAL0arP=DDT~9_9tWyhp*)SJAAm6Mvmdp!
z_n<8cvr#XAReQU_Veo0TjpPz?-NAf-YhZGEz4HLb2QAlPb@v1JoYc&bQmsBICPPgd
zrD^y2t`qq}SJU^92#J0lRq-9takUKT%Aq`=ZmXjzHo~-C5?&Y>IMEDBPrNVW{nqy9
z+=FHT%K7!GbA?apQX_*nQMBAf6YWZFR~j42hM@Hl#+yoLS}&14pVeWZm_TSzX{*)z
z@*3c2e8!{s20r@YtrrAa?CV%3U6$s!XHkz>=6OMv__C$EYoQiv(!uTgX{$Jgdk=+u
zfM;cr)ftD$Ja6t@$sRN0MGSYDcncNoIx#^H&FyhLzY*P`<b(?sH}tY+uU-p(tV3P?
zSU2WR9QT$OL!;iME~IdJ8iQh}*O=IPi>$q@8@SWpTr{Zj#iX8rINwxX!vCO3Y4zmp
z)^yhOOA_;rzMf@AfeW@l;<I-d_LS~5#C!djpP=dJ=u(>{&8*splIP7hZ_qB1amF|6
z%)W?0<sdani?o?{vfP{ZtIv+9GAX=VSwPdMO!K3m-Nri&I_bP}m7}rAQD92{>S;~z
zE$!tMj5i%c$BF5}C>jbO+GFbCMsBNc<<jcR5PZ)M$$Q%c=&732Vg8rPLdkiT>m#&t
zeZn6$S!k~HoZSmQepNYupX~1(8&)<u=ns?Gu#6oAa>WPNk(=RooqWQ)XX^R91Lch`
zBHfu)@|U!{j57Dmf(MoxpS!8L{<(_T)VQHZ=i!vRH(d@lfXbSb*ZI>LB%OCkmYq>h
z^U2dzsed<q?(a$@KLG=$U4{q7*;R~&4UmxRwRH-P{7K2b!sE4z>1ch2sgdNmo~a)%
zm4^KIk&NjL0xsi0HxKmscabt8NBIy6*tcHo(&!D*q|xKF=s3Yyz44rwe5Hf>Jr$Ug
z=BkdxE2$p3YM7>LF21a{SNV)nZ1<7B;iZFydYyuPUF*fSY->M@YHH|ySjZ{{P+OK+
zE*2yRF>mR4>JcC-;n;3|nmT|KUf(ytA8^@{V*2sSCn5Z?mUW*BtPg@*U-Usv0*kZ1
zGf`t<hlu%DAehH{1q1?gdoY;M8Qcb&Bxnz2h*6x*53^YWkBZNN6zgcF`jk1AL@nKj
z-Pt#2xv^T70e;tILnwd7@n!z1^8TK_ODK$Va~mQ?&h-0?6TcW0%FVK!xmK3hl{xg%
z*LDhG%nd0X!WmUzcwdP~4~Jg-$208u4VQ$T<-R8;BQFf8!g*y_P^T7nX{G0K;QNmM
zP4MOx^vX0U&XQ33i#RN^ua?XDB%aB?W!;#1Te@;N(#bq&l&*kHNt79$f>SXVYUGP#
zVSgaslAF#NW!;)vY5616(^nDb+U?m@;0*@P!rAI)$gR8CXIEG9=mO8Pu3$VgrYgss
zVmTfl$EVWRn|dGv`5?BWQj|wkP#v51)+*|Jejl48pS?5<PM7qbS9_W3E-y-82s<sC
zRU{ml`?9`qGbv6ob9htqn2&L?PBYTMA}OX{-{#?q?|(sfD+Cx#uYl&}0Js3jlTqW^
zGM4na%l-@AE$dXj&ZF4MtFw+gq=X`8)*tkEN_Mhvo>O2n;RkqnevDwyunPH^((M}N
zd;Y@G&2uS5v_HcqogV?$^DaG3A#|&^#WE~5LIW!;e|9PDjmNQ!46*t8IcH@)KRg^=
z;&UuTTw}r8t)lC*+-SJymmpAx2kRq!f3@k5g3lOZNcJlff4yGS!xySO%EG8bhYedr
z_s?5w(f;Yel;ybGG!$HWgczsM9Yj1>>n~D^=HeCdlO2vD2UKRqm0~e;K;JoM%DXO@
z!Xy-z>g8Fg+>zZ&kWb4)z5lysdT-TuBfq<E`_o-Ce^0x=Jeh~N_JK)#^{haz0Oh6_
zte&zD9@5KK?!7Vz_AJ$lJ;*e9-7K5_ifUzK#c3yW+oE^>L{%y=fz87$-@)$o(v7!X
ze}y%w(_7)2aZKd`k=0M<hocOMwh2KyhxWZA?OYX$s~KCwE&%7jq^4Rf<%!S5P~0Da
z&i!OHKo#+*)r-x@A5Y)Q6KH+vtLf_jL#S(sg%9_xV9Y&5%~Zbw0lm)2U`hDr_)K)O
z&qGYZu346b{w2DtdthL`pfr%u*F8pl(x4(dE*{&xeUjk({N8+=90tmCCzFm+$cytv
z@wHgVbeM5(UnErB=nrem8v=nxV7@SD!+4(7imrFiHS&Jz<G;c^Y;5}d<pvx*D=FDz
zLr{=2<*>7k)WLRL>2p*)2^-gRuxz9axVE_Fnf>&~bJ$TFYkCV(>I{?Xq2I`TtnP+C
zklZKL<NxLOQWM|Ob-@zN7t{8qv*nAjwz09M&pfE?_CH@>ZR4Y9@{bl-Zr4>^EmUy}
z$S)*SYK<XucosWB$q($iISn;uxu3O4yo@YNql`sIu%p&ww_kS)e^M_y5KM?}D!~lL
z{A7Lq3a^x|whifZ4$Oh7j5t}0nI57q?DllA$=lhrfv1AJ7&Vfe4kQbX(Rs?FwuE*U
zFQmRD=mbNmBp2^W@W(YrZvN3?p@-~E$aeq}$OyRl`!@l`TefVH8!1e+JVXA2eCpP_
z+H*0K*ljWqK1%3~E9etUE@P11+=m_vjdLeMevN6)8P5ba!;wPtzT&SQV=B8haS67P
z{VKZ<Cw?(e92Jx2EQkI3>_)`J&o`Rdx}Q%J(s^nm@4E%+Ca+CARPEClQw1!H+xi$t
zA>F3O_!Ux3tt$|OvySv)!ffOEJ;DKl@-!0U$he_-3!p*`AXW}sxkhKYN7IaFUx+0X
zFVW%ASIg62glpJ@#HV|v+|69vN*IjYE#<y%`2xDh%No6nwQ4Wc+9EwbTQvRZ{o5{3
zX1hNHoifUH-QujsOtN^N=f2qf*rR+0g*I25IVte-3FU+3Kzk^;K_z<T4Rl1cr-~ac
zT*RJ=uh7U(xAZCx<T%@@a(Gi)k7}1)Ik}yVMKu|*VOi;@z;=P2*0Hc`nNUSrSR7N`
zT+t|q!eQ-AFcI<A866XU3%&^@pVtxxrkv#}zUgPJNbGB0?=J>k;g>>M_8QB#@AUDt
z9azMcU>RN%TSs9sVqQoUp@{_2Mj^s>7@S%fyB~=;Ies$L@(ziaR+jmVfKc<?PO9;#
zN3C5f&&2D+25y;`_5LocU0v?Q7F=2uyia3L0o-eN418S;wq4RIXF`fgx6?60$0MRJ
zt1|BXtnyE%(bW*G{+V(}gI;FY9IIZCBfUYSvtuf-+x{G}!Tg7BG0E+K>JF>;@Rt<J
z$nDB!O<W+c7jIwToHX}JCyry~8DxvNXNCt8XU0l2tV>ro|L1^ptFYDNP`(9T>=tZ{
zZ6SDQlVn(o!sA*;>tNmLNsC5)$5g07TH9}^T@4PuEU16JOm!YrR*<A&4<O@nF;I04
zsLM^XY+dxxDv@fk^+`$8y>A`;YN0La+K+$94HTb6{Mj1SQh4k-7d3|{_~Kt?n%Tkf
zBz0rX<RfO^eXo{Wl__q@7M)KAwgN6*L>5Dn_^KBpE|J04>HzQnG%6{vcP6jyekw}}
z*!<2vA;|mdKYRPo!?FEsV+{bAB=sD2Mtou_8N{b=TE0ORxl3B5IQ$+RKsK%iRfGp0
zAX6CzK*xxSqKn`CGL#gU8A_BD*S(g*E&8xUz~+>Cz@;$ph{L5CBrw?UZ7Rl3pZ4^G
zYbt*fbSxS?<ssFp3&wsNJ6HOsFR+o`<z+pY&{oGaojGo}OBp|dn)a;5DiUq9JfL7e
zz4P#_t#Lh_QVl5V^ansas=&kN*8a1+<niYx6zZv$B&L(b^<WGKCdh#yh2Co=+EQtu
zy<aA@8RB^cC<Abk9Hie4TuWpNY)zDcZnw&qROcr5t}|k(rs2wk3vwJ@rlL)QQ{I6x
zm*tP6=CZJbz#3h)tYn;@Xw`E}t~icx#|i-uL)L>Y2kEP`!i7UYcpa@HbU(ybS8ykC
zK!qAgaU1k$y?Oo3P0QisCuOdq`sF!F!-M|6-N4H=a~=-dG~_O}dF!nu52;3&{Lt=u
zJzaH`>hP7pATmXiFk24q*WFoJ;@5Jf^?4F_>7i6qW$Cu9QQWyqtp0yY`yP7wr@V%`
z>`gU#Ld50bGZPz=22i6mWYL_+nW2bMZqt*OMTs7_V63jRI>{`XzotB#1H3chRo%wA
zi>AHWIU^CQ$In*XeE^+h-iPDnfzV$GZOgmHWSP+L9o3-n>Nb6Fo&&#S>2lBMEMLpy
z-~mY)?nox7+@)99pW2nwO!-8AG7dA@pky&9K?%5RfELk(!B;X8zGtv@Qkj*V*=L*U
z$8%r6$qEE?wOBC1R8MvGDj%~r2M{CWt$`<a2FIv5RqXmS&5Reg=X5fz5}gl?3TG=N
zkb4)hhmQxw&p+R{baigEo-_LMXWe2g1Y@aKw6FQM_nfI}&PiWp_P|WiWJhk9zxZGw
zMgR;|-z01MhpevXs+mvW)S5j>1|`w{FPD5rK+-FJ1$j)SgY4vlD+6zHO?ymiWFbK&
zox0L?Q;)ZIdI6u5wVxDWVnwOAiadw?KHETzaQgC_mAR3C{3^USY1t9%lE;S>iR0!a
zk9)QqZ3l|{9eU&vgh2KTV27qaqa}p-UU!eHWAo#5(?@hy2ym|b#H+vQum#)}vL9U#
z_YyAq&$ux*i_Wve-w{1>+@u@|8dOv0KJ{5@yayX8rB0(qL%k5+;xEzu64fccwWEQd
z%g4uxh|f2@<J$0z+1l5cyKS84xSmcMNs-n^?}Fqk<HKk3LX>*UnbUZsH4+=6^TSo#
zIT{ix+5SaXgMjcGkiRvRRg*w5qsn5b#0;xt`1CCQ@aP)h2*V>Dspv;8NTU%G?aAWH
znI-p!*XXCWGt2gvYDESWYUx$8Sy0Udm$b((*hf4+=<nnx7qtlqZ)n`xbwrrd9KN|A
zhI1kA6&7Z%p-+Nu*N)=T-~knr!i2j$XGvCAQQfbi=6Eo|A%?rD1uYIftr`Xkz=6S9
zuH^gWetV6TFCqKHx7xqY!hXN^-v1I>;lr~UTCREmuD6(a&qCq{!5?wd4!@Jvz`%1j
z2!D~NR!J|3;w694^BCS7t3Dpg6e^pqpo3UaxQ1^(<Bby;SU^yj3kNV96iBEIMLI<L
z``C(0?FBi?->F1p-7QjIaE}-FPFP{+H7A>*;jVcmQfj7ZiY?l=eQT7Ifz$q7MdLt$
ztgZ&4yw%qSr+DjGMniO?%HZgxsw+t%b=D~efGEGfUIaF#!QI8tWj)uO++?&B+uy%J
zdB0szO9Ae&hrUvehey%O5|FDAU)L_`DNtrhw?HC|z|S7fx-!%h(=~NTab9AQG;U`1
zOU78`A9i&|I=nnTN<w9pl7cbAz{`4a2d6hLl#AY*QQMd_3P@n4*BHsh!@(td<Q*sO
zmlqj69vx3xiE}ml{(@}WxVja+Tby&ZDgQc_`T385eW}zLCt9{CMrwXFxw9HYLlPS`
zC!78`0r&`Ls0L+`#ge`tYVbA7glo|l@@skOe&W3KaJB;T8ORm24h%<>Gx$XN2|0vc
zH^x+|01j@y15X<}q((_xc}Ylp#PDl1abiuj0ao1IBG)fgqlCskz7mBy<_W9I^J(EQ
zS7F#0g$lYiFq3%Eww9OqXGbc3tiO*#h^59LBt4B|_4U)Z`Gkp1U$d93vA%aHE!XI!
z<R0alG<dmu?>udzW}4)LBn!^oBp_@!$+~D3?Jq?D<0t7tx(VXtI61mDVr&6j2i^b-
zy+<7d3G?owjgAEdobIv*h86U?RhgdJ=}WASeemrfe`XE3=_s>+M634o8(F__&22uq
z()Rpz*WFR3-=ue({nBvg5A5&1`{q={EnH}2uTBmi4yw?qY<2}vz1{bsecs)@Kc8)N
z)j3Mq4H+R~jvYz=QPAdlzq}VweOHyHb?K@*MEfRP01J}kRKT<=a#Ur)W6T}f;qhV6
zW7h@Se3e>qwMUrXX$9`HKAszMAO~*c3Xr&??T55)x{kNHcjm0ID9&DaasGxYuGZ|+
z5RL>1c1Da<o8iUWks8C%#P#Dgfr_yj?>59zCsTBgth1?OOpt^md+D=JrD=JxN>T07
zTyGbncLxtKDQrCAhl2tG7nxP=3Q5kP6}C1Nj~>aKqm0ut@+Z}-JW|PTxUQb^uFiVr
z#=)8_*bv{i5mh}W+aoa3?c)hpZihgAhboDfKi<GyihUyWZa#s^z$zz;|3ZfNh3wW5
z;>&tcSMw+%$=pho5+7i!hjh=<UVK6SO!>hwnNH7P>Erp`qdV^kVPC3xMfvqG!)Ayd
zig+fvzG5LT8dM(I8cfsMz~!3CE)!c0<)Jedey8BPQyDNRYSQjnB)B)J1W_;E88k)}
zsMnQci`+N{!&~>Y532b?NVXZ>Lz+gRCYaI#1fuIgCh<g_aQzrksApks56gP^VXu$w
zHTa@+du%-)gRQ3sAx41nV6ulLt4h0Adc;J3KHaeVmielAB?bnY%k!tA%C4^O6u8=G
z<`yf~<&*{*$_8CGzwL4MPUF4-EliVdcj$*qFU|DX$PLB{A)&|8=R$?$Jc(u)E#_bi
z!up8AUtf5#c952{=0$6!*YzfTxaO<lE57^TiTJEyt=8wU6F?(^8GO0XiKxuWa!F94
zrS7{a$+>BEIo}!Bb~afBq6ZpW#uFU6P|03*bJhlfw7sKe5WEe`5sf3nUES=@Nk;dr
z^1z#%v1~`H1X@SpTxh<?=q9>r^i3zCEu1!$Hh`j71!237=IB7u*PVdE7ya$8Qx__n
zw=1*p-WuKk7YQ18SL7N>n>UmDYe+gWKDAYoK%-K@E3e$bDhdP~cUEAB@b<Z|f{SJg
ziadgKK_v9N>PfB>1#3lvSj#OzH+{|WY|UVM;7SNA46x$uA;0e%Gd2;)+r6q>R_b<N
zfq7QBjYREb4%N$_jz3S<k*JIOe$r~)XJ~Qph>Y+wuFSO%rBUA&bD5QTQk`(|<;Pby
zMu=Xy80RiJ$FYDzqd!PygoXD0(~Fv8)Hjj5g)S4Rw=vY_yr}GAz#q5byJNY(f0{qy
zzUiBzg53|ko7IwDJfikGEx3z)7E)UrpJyV$E?l7~y!594FMo?uX>_C14_4q>HA&8Z
zK9w4WNzpZvlDFjFRr}{u%N<qM-Z(!0pmJ4RB+Dvl0z-&ZSXlS=VLJLWn%^xSHl?)3
zXQg0bv%-o!OfeoGZ1HrppXzJGiv6#E0zB>%H)@%e#@>as<pyo@iwLSS{T=)@lK?_z
zTg8@%QT6-<l}wF@KPdZmoY?Jrh1Zoefb>v|D$uG{Y@mHKPI*8KBx_p(9Zp!7fp|Vb
zPs5Ts=7I2UOKs7}kx<4atUbZ7-5~T5_d?^R|BKlj2W6i2$xfZ33JI^+mT+})ZnKzo
zfN@~&Y@9(4pQ#PVqXp-8d$1NTSu8ZvMF1UW#F)$pvs;>fx?3tE$PS$L7fR2Jg0#&#
zx*0mRT|yUl6c1KrNNgU>-MZh%aQt07T>3|bOCRsI4it+8Bkld6^hD}fe2VgrZ(3Hd
z^{*OBUdzQLPgLlrw6#`@IOcG&nKK;!SxXI$UDUZG!Sv`tDzPP~`&>^mf5$W)ixlsh
zTpceZO-L>XHvHY?e%w>RnIa6M==r}gf;V4}6;6f<bGc3CD{lG^`(MIZ{vwOF2gO?8
zSrp64g&ine)|>BujcfcsjLto8+~n{nKdza4u0{^27|G9$ZE|3MqlY2D!mW*Juu0rU
z3Aps=P&|BYd<0b=g?jSzO+#W5_k}}GHP4Vc9qko}242z$m{9qLBplu9S@P?+&qF#{
z!&9K&<BWIi=1~Uaqa5nW&I4Ol{Y+!TGIR&>kL6znNEh5h)6n`XGS=L94g&QJXNKsK
zgzNAM|HTLAU+4dljjjmFcxu6xjE-JldgB6c%N#Q8gBxssLNi++=MQrj@e4D>gr{hD
zhkA<n%B84rX@w8KCI=8Zfye8GLw$axGJ_d^?c+xVB^sn)+rIU=h==CveP}SRdOizI
ziAHQ&uEwR-;IrTR{eDgK0>@O}XLZMDnHEAL-1hbgnaX$NC5lgaZIq-y9xvf|Mt}0{
zHu93}p8wy!0WH0l-6F8RH%_#3RC*V;z5AYXjx<de)=)iB^b6G6f4!51)8HD{(HoNN
zLrT#n1)BuBTWG&&rxTCp0L>(Rf*s}1ToZ<6nTh_VN>Qu#r}1o!LK9VwHpO>n<}RVF
z10A}mk0CfX2mHYa4N1Y5EAm>a!2?Wxos1+e*?R3IUl>-I*_!BCxkcsv#ZhH$R*TW(
zYaYC&fsRaZlfB(^d`aS`uk0r=-!^vj_6$y?5iwnN&8bev^}AxJ*LC!QZ?v>S$6A$X
zqGr0kG5dhBqbTDd`?(I+o)A}CG`6M0tKNyK*&4yKNk*7dZ&ZyrnbcbliAtcIoFSj1
z!*U5SX;#1u8c=^6lWSdhV4VUzFO>-S5(sL+kUgTNrvKTA;HYftHBS#d8OWomq)`#$
zwO>Hn(jA$y$vH8OsJRXi;pG_tr#gUf35p{Wst~mzmi&g6`3iCLXu3O8fm;7(4cfdH
zglD2NFdb9nT6jREbZNZX!`jAHW+v%qnVpH>$!_h<zST|Vfn!-r0E)?f&%^6*JzXMx
zF`-sxpxZ~wv)AowJ)CAjv;@S7q#$(>nZ?w+$&IsE`bRuUVX9l@eo`^Xhh*cuxc$%^
zj|mGmm`*tJC|8*)VaLt#IJ;Hy7USqNtF`&wA6l_8Gmk*Sa@*^M+9I4=pAq!~kxSOR
zAD<&;Eo>0>&DToV>c&j`W=YErq1=tB9IjEp##Wp~yc&7Lsb0pD(kT?l>rMq5qU&z=
zPcKj1{KUw0W+x#4xbA(Q)mQ;Fy9d$-I6O%yQCn)z`_`M5j#wmH3&XvD>6V{lt^ix4
zMx}FxRat_m3Z0FLRDJActV>CMAfIdW4~737v0pMHiywjGo#Q<CaP3L|KU)|%tCx`k
zi35-pYXpH^z)O>9?#(b$<_b6iS%v<WfBM(8a!o!|V_j}{m7Q<p{gNOLUEkA~>WRJM
zI2PBH(DKJ$R_?^;&2SfP&OAFzoPMIh)Dg!FmpCGrY{ASkDJB;CI`g>aPvkpG?@P3I
zHNvrDJO#aC9dQY;l@m>Pc*cw{%L6LCGce@IqHv#-@@-aLa3NIN>Q88CWxGnOLd`kE
zp=*|C@+#me&3pU2AFn>w0H)26|I=6F;j0{p_h9c)a#bx@d_}AG7^W|42UAr%FY?ID
zJ^Z4Whw$-oH8ItW=yX)JHPJ3VIHna9{3LcXIkQ0a`I;^VA&37tFk_%-fqhJITeZ@L
z0M9y`<pi25F;pc8Z>M`)r!!NgHYW0+F0%7=X)+cPoC8<hsy%18HU>3@`C8zW^$_Ek
z7U{b~mo~1BMab;8%WF?%H#nAF_z6uC(#a4!k=T{pnc2v+!%P~6in|!rLSk1%PN*)V
zZg)M;lRPVy(Cwbquv$1@-qu@_I*QP~{kj~I4Vzk|=hI`64>T%$R@7sx0zT!H1b#{*
z#%7G#vd68wQ)C0uYC~fJV*F~p7FwBm^cY!YCLbypNQ`DGNvs%zzSq)+WsOxU<f%OD
zsI#R}9BnqHzInOqL!}LLKt~cvn#f-_s^vOU2(j7;0$+HIMB}0HJF?faonD#D+jKDU
z<3qDCfGskjmC}*jnmY!~$plKl%m@n!u50j+G);bg`rhJ=KXQbHi*A&$S2+r+Y)$^h
zt8X6&GHpw2hN+)$H^F7iNe7t{BWF;eFve61D~^MRSIl9Cid)%Ely`%;`1{M*wxuzu
zCd+S0co=YgnPlj+NADZvO+wH8rFa1?C@2N#%)N^5s{vhH)v2&r@E~=lm#Espxa7Iz
ziTh_JuU5W`N4|J&p)XqyJ(0^P(vCx>tY*2CG8S*p{ap-sS3n)Cj@D&3x*@%J0WMx-
z*j}&BiiU1_zAS60@x6=%kN|Qlb&+!AT5@#}H2;uEa!>}dTE#6-WCB&Tfc+4iW%S6e
zJ$5#cHuXkA|6SfEqx%+C)A*)FmYowGs#Gzbu_Za<$|Z3!=eR0Cot=5PSmn-Og#)_W
zp}y%3Jienc5FNPM54Zwi5R9a~xgsXbsM;$$gEIAm`O4^+J!K(U`%LS4i;;~)pIFPb
zZ>g#zpRmJYn3Gaw&r4qK=20~wOjx60U4G+w%~j-4$dFurt2plVK#Wjra@V(a>{DKM
zTpgj%NL^*r;jLXAdkOeWTAkah8DoErH&!(&fqT?58NLwJGU1*<R1QEx6rigebAfyv
z`pitbt45wwrXTSFaP011kCR;gL`JmLM@PFnfl*PgV+1;6vmsRn>@0)S-)f?nlg!r+
z9&uLVQ^C$+b#ia*0KANOOVL!7h!G&vieLoDbyRrT=1{+^Fq-^Em_VsCUI#_ABzyR5
zTtr|8#>OyrZw-VyS)#2#9M)X}8?Ax7v3=pN%$3>P6UAIjc-gXgD4K7fp2(0Ta5boT
z37weqxiPO~rY?ZfR+hTY*05e3`YKI_rEgJACfevS6Jg7{`(<-jH`iHHU06ICcLjZJ
zwaK_^dQQ^I4B)mW0tdDjb6{F=`+?cUO`)kYAa^vjT%@;esW9l;w>&GLGkpI|-*&_e
zY#3se+c@J{WI#p}_p4w*ul4TWll<yuxY7OCCNHq;PY(N-hHGTeH5spCF6aGk(A@X!
zW4D#2>KRMpqb(Tiw=zv1fIWM9ici5A&noAGJgN&e<Re28`99iLBO4zZ%Li%%vsH^)
zh@NxUw-Fm7B2OGwWY<g@B%P#!9J{4n9FWe{hP+fqbg0rCcUT^-{On(cZI8Wcs*Wv+
z**?Q`*TY0-HMfSR#Kt_@#Ae(BX&J#VP}UaHSCa*Ld(BE1hN{I|%paIOThmwt??6u&
z-qw@wt3uzp@9lq=W6HaSFCMLb?VmY_#osvy#+<gg2vA)#E72pVnHE~y_5?ONq~9+C
zb&(9koo>97{7I$8g4f-oW;WJqoVs`A$2XXxB9HoRB4~uZMpKuu-<rt5-@SQK+FqoG
zXRX;*6TQA54u>AnNol{Gj9+C2q0=y4N$eRnm`;&)dbJz#IM=Zb79%z3r&(<%JiGhs
z8s0!STdiJ77#!90%FoxVWaQ;l1>w>#C~;F=_gAx-@$WoL0+8EkW}@c+grTBIP<T{A
zQyQd%gi0CK^KUw`qmhlpx%n?r#fLv!8*c2iPM@b({agX8&bNdCh2#a`<u0=kXOfQ9
zGw<Xe&ggNsM;sv1@N!gmx?`kzFTHSmpr}ut#k}iV0DS!$-#NSJZjuw3sf1Q81qZ<w
z+I{=uBGwfw4fPhp!E({pi7K|9opa0nk&B&dH!bCQy8E}foYncbsH~SHhGEqwAO7%b
z&-Ix|gNx}~F^KTKeC<}!BYQ-aZ2aTZ!OT#|+R1a-MP!@w#Ec-nfB&u+U;OKr5k!TE
z-R89_N*JuRH_g|o9;o55oza2>z6$Sx-~Aafx7P~CGYZEbE@`%VHfP1snMsgIjzeL7
z<mrz{CmZz0dBpHF<QKsJ&-K-5i~-@wl}pdmoUF5e)!8w{YNLmeyZ!3btIaWi&JU>V
zzXd(|jG(<7s>C(RM+%UbMjX#M+6|@zEM?`VW}lF}rAxQCRRRD`sEwQ^CH6;c*9&o|
z&(Yo<x|G{39vbh@DSI>)_2D`mbCh9~+-{7jAJvN=OV3trR!i>)?~)n#&6pbTOFp=h
ztL`2i{~1uz6QiLDdU_(+sI}u3H`UvGZS_}!C>PO^Trbov6;l$VVtO$$GIna5cQO^C
zBZAc$J<qs}JHr*@r*2S7EC;eR{DeH?G@wXIeEW6~y9#Np`Dk_dsE%7cxF)m<@b}W2
z%>J!c(pk8ES!rbhecCyc-QORw%?*hq$g!@^aXo0}8fw6duG(z&PefPk|2`~{B2(9S
zH>Jw`redh7V6&B<!5)z6wjJ*c#>r8vEJ%kE<TrBDl9AfqpPeqgwx6nDnC{A8DYx;4
z&|344q4JYF>3TwQ;2ZkjmNfG7<k%QvEDRmpVK_NoioX2?x8(VuhUg$6nve~r*L?Ha
zu6%(^J6uhPGo=&PZ{<H!S62@R4IKq27+QzuxcoDD>}+GAe6Ym0s|>=afqS@;HVF#m
zNPx51Vu|(GoobZFMf~LA;u?mWwDhzzv!&kn5ur0db_<=MQBMImd%pDW<LV5Yxr?Ti
zKR;~3oWY@rfXWjcPW3<C1b@a8W6X(7Im9)ji@&D$3Wq{ToCYJa{BQY-!wsU2YbO@!
z4JR>=cHuy5nSQRn)&r-U<*<5xE?mw!XHDYYG9%8<yXjl-@eJ~CNyRiq6=D7+-RMMq
zbmx%=K*u#|&XOFHdoI0@5p5#GhU$-s>wdBd3!W9REtbsLhF~uGaQn-bl*1k&%|t(u
z_B?FSJLLyWq?Q4egcrnnDP5Lm3#BTos}r!K_v}x~x<NvcvD?cpN9A=|42i$FYX!Bk
zs9vp=hmbA}JKyS#y{5Xo7;F|8#K~wl@QU(mO*B;&y21>oj0zg4mkcn)j6O#2%1&oN
z_pA)@jcSZj2ab^8$l5}eIEK?b2=c31(e)`gC4n2HRIcW1_7cV882f=a#jOmJn!q=B
zR_a}*ez#IzbGH2A=gza4rX-(G)I7+1<ek=bdB11d%|5X@I>{46)A`<VQk7JU!wqlx
z9s|Z!oLReO2ssJqOgH6J=UoZ!IJQ<u>y>d&{&7SrzE)<9_YWc{93h%x>a{d{01@*j
z<~v-4S=GOPmk*;Wd0{)5<cySqOyiZ>!J`>|P=ZbKRXzH4hwYdJc!|1+;Y38ifjGlS
zUk}1b>SKRozcBmV6Xj#e<r@hoB(v!|gCcnoso84*au@X(FGXi-bp{;fg;BF>yeIo(
z6LoK!hC!>*xa%v<^w+`@Csf7FrSA_TdQRj7Fo6ewG53)<$qBA;Z1k!*crvM<S(G@*
za+e({cRT-HL-EPMF6wy9aZ)>6iywJhc@>%v9*SjegR$SoRFn1C9S@KcVb+Pm+RwT!
z-&X_tehVALfJJ+w(dRh+@j)(vXo<$=ou5O$+tzSFzxz4HqHpc`jT;IJ9RWdQbh5&)
z(~cr^oo#cM<8az0s$Qi6ZT8Nto3ccP>%>YF#4WP&`#g~%?vUoe+!FoIrVgZ-wPqP)
zcv_HIL;d#4Y$U_S)%XuddRpR}_N|Y3u<X}-;|I!QruH<whlBC_7D6jMZT)cj#xbvu
zB%{RI7)JS~wx;u8PI|f9;Qlt-TKVG7kGOot2B#1B_|!y2H@l89rpN_Y1(^z;BtrWT
zL%A$x{u}uOqwIbT2cOU!erEJ1JY^hAOiT-PCdJ|#_cHh07wG6Dewf`*P*50|-P_xP
zn?WN+(19O-n@=hoOI9^~qtjr;&dD=K>5gm}8g$h$MmejQ#5tp(nE!59!6*BDyg3QQ
zX$$|5eHX`ZDHZ8fQHB6L6LhqY?`QoJzAZg#{nK{z{L}4Hafo{o=e8RAiLCW->mU>)
zEwCNRQt-9u8bwFctgLkj5sSbW$mS6xe1xXSh7+Bcbj;nBYEd)!w>n6BinIBP9?e@~
zM;9093fkn6_hBV6J<~2TQ}{@i`<IHD40kbFm-Q*BL?*zR(hIsXHvF{c-$rq?x%M~f
z4Wmwo@#ee!`>?sEgF0CqEBGt3`s=9<axRmg{lhwVtbc!`c<hh`TrnOGq{9ZNm&ZJ!
zqoa{vZ^(C;v+sQ*iDDIctQF~yqnoj$HIV(zLc+g#18ij&7|wIGg@5}n7q*dE&md9q
zDjwdjFlvXu^0=3O%c1+CMctoHCXEU!_;qWUuqQtnY1|*tv;bx;C0KwA=qljf{m+QY
z-p()r!M#twam<8$h+ar&CjLy*T);)=HWN)9clRPx%jJ`y=;4Unm4*}7zt;w%Ff`za
z-rlWHVN?~G3km+jZ1|^Uy`*cX-pzU1>-;Q7y);7zb+l*@Dkm#Dg7&3=Q)5wf)3UHW
zgH|SH8R8Wyy)z*Vu)6o*;<fsnAGb#;WQvF@{w=DS$MzqN-A8zW;ouGY^+}uy|M}_Z
zF^}OzTv7RAVYxrm6*3|BfJ12k`tX3@;Bvno!n@sEIl7HUpU{}x)$GiKf$~wE-2PNa
zs>*yYm8@}~?V$(j<3KdFFh_Gi?F|eJIz94yRaWGb%NsZ+(A5a*ScbW!6N4aAUrvGv
z?EtTR0H^y*X}2#%YKdy;F3*2<#n3k{!GC{2GavhIY|RlAhVt5kxZSvw|I3|&UE>3v
z#=pV<;c4_o#}EETTkT(eboAP*?3MjgVDcXNlEdp1A9R9$U!MK|e)#)pMB}^udA*&5
zp5xyio3@}s_4mg)XEbNvpVu}&xbFY{_%{~!pP&C9{93xZ!otF{gIC@Sl2TCQudiG2
zm=Ankk~M_5$bCL~`u0J8?+brJB>%HU`B$&{-}#blKsP47c{2rU09D2(MnS5tKY#u_
z;&olO47^Tjm$yU{|4CT<-+!s^-@kuZ%;tR0kVq$2CYE<(HiAjb6)7+O_J6$&|HktE
z_a&00f<(H%um7X3O+Es>*1!v{k>UUS<$4q0i%Yr+rQ|5ORD?&I>F(X8n&gG_%*-|P
z`2oCaSr8>pFCd@=Uy#LUL41NI(i}3y2UsY#q3(QH7z%}XHr(+zxVTEdad+t988tip
z^Ly{3|Hf>i?#|B6$cgG;hK!)cL(gn5iG=ipe6d+<3q9PshfMc4Iaqmjg|bLUE=M^#
zWo+!F<NBBafzVM>CP7c3bTsGhw8GHl*yA|K)@X2Ou-5M>4(DsC-Me=$;NwSyL?Ms8
z#`7~dcxD~Mu{7&l%h8^V;cTTgWJ1KJPf1><i&QUUWi#07*7@e(fgUcmR1+5$S5IUD
zC~ye8YjI%}J1?ur3Yo3C-H?LX&Bx{7kAC;=-N<5(DL!L`FwDrfVLcVx`zeObV@yd+
z%|9$gFEkaCHt>mJm%rS+^lR4~m+keuFX<{&<3cuq=Q2z)Ugsye)9$-HBPGXgEhj7T
z!ESBkG5+xNuMe<{W`o&UL-ek497q|{)6-YFx%!mrUH9`GnbZn~VByQ7QbPNTPzRNb
z{WO#Y4c9#ZZ9U@l_4q;wkm`}m7vCxD&N%F}l4=Tvhd7>}9j*m&^(N^u9^sxr!n?Kh
zLo;x}F76r)=cr6Hc+|dr{dzeRr^KX(e63C8`D=UoeYn<|U178`18*@eE=S^QpB>Jw
zm2|O|_BK|()ML$w#>GbX=et;Ix%`emE(EeI2jUo@wi1EOuIl~vxL~rz(K7#KaWgW(
z_`*%}aSPSF+lUF&ew})N4v(}}+!OPor=}Joq?0X6-~!&bWo%Xy>di*^=w2TjTdMZM
z=;SIIB9j-8EvE<U*xV9Ot>@!j5fv4M5cLG7^)Y>{7j00Vf)8(yMLZfLvn&Z-sN+*e
zaKC>JOMAyGTt!dFjdUq@Ll&J5z;)fVt^WP>6zILgnvM2Ly{GsTk6)g>h9J#1>qn=<
zL1bKi0Q2uUg{++QoLmiqJN37zsj1tqvD0Ztw#*Y^FTA~5`8<p^LFhr_P@%5y+NteC
zSqH2mr>Cd&Zik4r*4E#WPoMsRAl<&U_^@jGrPm2{-vLseKPu~U8Sl^TpFaX{Z+~;w
zX=`iKTsnhe7rj&BF^c&1ZOdssu#SaNqzXTmk}7SGjJ8JsdwsHarjC;G%^arX*{6GA
z0<J*~IeCqk=g2j-H556I#jirm%HCp6piCbpCnq0saBv)hF*7SE^-$1wgJAdA6TWPX
zEyE1q?zQg%o_~II5W7w_<S?HV>$muwe)GAqBp3Ivc+AuVa#>N1quQo|h42T*a8M#X
zV%zq78aFq5HOQ52H@&4UI|kL!-MzOrpY#^{d$gx|jRV6{nm0W8noEs<WF8@Xav?QA
zOmC=m%JXDnWbK<)-8<)6C<gKyTz`F*6!4(;G=v9z<dJQEiulLFS+I_doUzqyKk=oC
z6-Gj&=$*6Av9X%#LWEDBJ$qKPsas<7u`Q%uH*S@0u1LQn??e|YfrJe<I<6};d{pV@
z^lP?%fR-QIltsEP*+0t!cW`L}zi}r~<sD7q);p;fo!#AB7Dgr}8e-J*6y5T!)ZE-d
zgZ>N731CU1p`lr+Kb*1OyEwNMLMdp0*TcK3qzfmZ1fe@|@1s-F?V@Ie)pUERbMBhV
zR1Rb*r20*UVjYxGNz68Q<UhI@$eFkSk73DIDe{4UfHNx&CCXcoTCY1^9g-HDKpnM0
zl5~}8<LNG<C;xXmzw>LGfUB$%5U|0Hnbgeo(ImzG&5UWHM+Q_R8upz;y-Yp<#a82-
z^{0QjROi}=y2k2UxH4yO-N7?G;(Ht5knY&ryIkPp{0aIyH4^5RdOgpr5yhOkKiYzC
zXEvgcT`^aB_nzw)lf6lZPMo-ej;z+}$^H=VIV#GmN77oTvGMeel%-IA3f9|hU*FZ?
zTr`N>;W-w2A!bY5ZWvZpB&+rduQ#7u>Z5)IfkXN0!`a;E+{*0}vbPJq(G^zX3sGJ~
zvapGVM@KJD-Foa`mR(9QrvVFiNdRj!+YX{FOr00gudo5x8KZZb_z-I`Bi5#b@oMAI
zLSUQ|+aI{RB$lxO%W?uc?;XWj*;^y7DWw&rHDiVf9z+p0HGpk$`6dAqbIsEVvsTW;
z(M0z@A62;fl|}hT$Gcm5;K9;pjg<a0p*)Sa@6gKrjyILv&MvRnqL;3Qir5gc8AfIa
ziNA5C5_KPzT)cw+l5|PBm<*%DlP;!@bXRAz)KpIP`3+!R%hP5A#2??YED=w1L6G$(
z_@6?9WF(Y9$#L+KIN<G#JjS32@KGpR1RbV<=u5Q4${|}_rs%%@EKIci)uKdhPEiN*
zF|19gb8~uU5c=z+HTLc#nkxMVL=mU#EViuymAs<iQ*53EVHR)8y~6qf4Hos1_nX^E
zfTB>3h?Dsga@VnytECi*V+-R@R*kY}v+ldWDjnlSwFHy`V;Z3WC#US5=V#6|babS(
zeaiN{WLtjN72oW^%bVYL<Hij-_aN*L@;zcbs5E0YVJWpdhBO1(>XlpQ>of6R{&KFt
zQsS$Oah62Hw$1OcRfVIPTFT4^^R9(?o*~sS?<#BkXof&>oA^UG+J_8o(sV}(?g|-u
zWBb}OM0bBr^h9>lc>QYstSW*}9HwCX>(?(>B-<#QU#jCEo`f7<JBE*50QHn5S%M*J
z&Tj-lL-e8FhzsJ>d1FEakDUAGRJDD6QXhJU>LU&leQY-;VmZb>W!wJg-Uz$Z;FT6X
zyumt`-Mru9rKXzJyE-O!_|NGv-f(d>Z>I#Zmara0-4H-0t!EN+tZf(ICn<MFyykM4
zxwL=|IGMKZ6O4Prrsszf?ZP5MTi8Lu)AC;CGWFCJoI#XTRllm(VMi=pv4v)h<Mx~=
z(-FpDU_iiY=167tY`gf5uRcrcK{NJ{r(tU>1MBq)EcK-q(r5>JwAS5Wi_E`wKpVIR
z-_F6D0y6aNTMWyFX>d-yw142dHqt}xXYCgkW94kGzhPwmDaAlovpegPQV(etyXz6Z
zJ?4bg2i`4nlU`@8M4pf~ScYU_v1!F&jCvH&O)w7b@sFhl<L;r$k=jntDhk8O^XmiY
zf$%Az(O*o<?y;_-rt~sn+u#XgIp_Z_Y(&LKGqdS=;~@f*$sS)j<cd!AZK1$j+GJw9
zckdh0@&f+$H7?10G~GnRr{lgTJUe&@$=vE~t-U8t?kOd8yN^VDz6YO=e_Ba&OVh+P
z6goNzr6xTk61Sp6vZF7KT#~^X^jjh#QJiY<IKlQwLEO*6)+4;-+ZZ~<K{_kF(*@@;
z&Bhx&W{h`2o9N$$G2W3i3NVWzIwcT3{aKTOzh%fN8w7=!3sU~n?|8u@#fp#cE=ye@
z`%9dysNE8~O^&L_Y&)B%CT}tvcdKF{`~Dt!hP&?r^bw0Z-AgAOh&3NKqRUPYC9R5%
zn82N_mFMV=8=`ILoC@H4r<l5(LMM<a9!N5>^zpdClJ&_br16ZM(RNKdgyWT<!+S`o
zggZEIMWee+F+<4r`Laj{SpDYS!<UWATGbR|xB_cW#zJ)@)3s)F@eexyY4@E%nrWQe
zkr+>UEww1JD}5ZoNzxIfE#3G013FeY>=j~1MV^yh#~CHQEU!>3-AII=ol0JBO4Pez
z!8tCa_>c!b@m@lu+o4VFTslLU8S8^4d+8ss(QczhaCe5(&hCZ1f>a!pqhidN<{{BH
zkP?u$WsqT~<?dbwS2`E8U-I{rK73QojORB0!sDM#CPYL|-Z}m!DVobvBO)FbH-?C_
zWn0?OA?(<&fjQ>h{##+rae<8XFD~bdoywwALhe;Ob(>INsGTAA1)YLW2;hN~pdcPY
zJd>SWOhrbY%;!Evf<7xz6vJ!j3KjiNn8aOL?!4Xd$B-=pr+s@wcR$4USg`26?x1my
z!BQ_aXnmC`AZ=2(!lX1mRcFgVG`uTae{m6N#B#(cixG}-^s$SK$rRN0%ipLk3ADL8
zMS0gD7GfF3G#{Q_k_`eIA!Fk?sx|?ZRmn*rUXB{)t<9IF0bOx`hoF2U<n;#~oxaON
zjNi{Y{9eicoZ@$y@eVn4PvK%9+(Dv8Yxzx?RI9<gn%M3t0l_F#YWbZN@WCVEdMv-Y
z-{4kHM)-fmK8>n&?jg|TVvCE$zeEg5!os0MFI2Xi(D754ZBztAMJ4akez2CHnSzSC
z4NpzHl|-A<<7tF-AN!UPBIVsNt8s&A{n^3f$eIx>52|n5w650w{;KIPqHgN4eDy4J
z1$XysbWaA*BzccMnRZ9%*Xu^l-Zg0udV}Iia*>I8QUniW4UhA}+&7>6rKs+QVR+|o
ztO(U_As(YbIDe?d&^GId;Th50ZBQ+@P_Y~r7!kO#xj|q*e+)hM$`Kx$sWF^SUw@(Z
z#{iCRfHT+O8!Aq-_$EHe;bqWD|2R<v?KjVOLiesepdSiMbX?8I_8_zj)kPJ;S}py?
zqOHE5<DTFMnV*!3Sr?jp*9s>*s_z=trQy2J=;Nn7p|phVT!)`mly<rahIHy()zt-*
zGNg+U*}S6ufFg*v>*F7FS8m>J5c(}|R@v{GLzij<%LkB2eKj9Soi;Rb^@5JO`AG4*
zmnoF*D826n7jKP2HjiQ((KbhGF?!EIknEStzJ=W_X8+jc%Oh!#A$K}nOeMm*oP`X^
zT3%6o;a@0iaZZV$@k67nh<T>JN);7&(XYD6#D<2$o`&$2BThS;faTw_DaITf7|s6v
z{QtR^AkP5u{)aYjR1unAY&bj6Y+HmT=&#@m>1YFrStyW~R?uzl?c4t}G~`!2;Allx
zx3$|R9GMBZTN60$A$J}P4Em$vUoQOpZ_EMxvI3{BpD;{Gjf;z0+?;LnYWxB1cHpSE
z{yKusJqNQI_&<^qYgcn}0e6!JScS!^6X_;yetu1AiJ<NFV)S4Z`Z&;A5lMG~s1=Qt
zAt`cB+YvaTu6X0JK3w5N_vxXa&xO7p4grB$APLJ}J9X$X+^21VBiH=-PPkeYBiVEd
z;Jwbe>KGZJkMEh#Gb46$ht0+jrU05<a)SH+qq?*GY5Izzco)G%S>KFl17onUhyje5
zMFr84&>>8qRfb|HQkAYDSUNH4fMF;wQ?nqj5HLIm)G<5h0}rlXtqjFLg;9zYJ66CN
zQVWzROlS)tuygDGuw;GHmu>Iwd++_8&%Hh8Xq!4gx3{#iy!?hMY{fQ`0R3d@5X!*X
zmUa)}>Li67u+-!vY=^6i{9&UF(NX!!FKCeYoWdiY2L|>B4P1bIN3g&D<Ym2xfU!|t
zSzuV$=;qA6-rfxBVD<Nqz+{I#WBM%vOTY1)KBe_k;j4QKY^>2yXpK7{Xn2h8h8rV^
z*}|6L-C{T&Q5QnTGQku~ooDApqoJvbg$B2@yv6C$tNRfR#^d+Y2;rquf?RL|D|Eur
z69QKJ+zbbFGHU7K0Vy!W6~Fv2<)?;z@#9*Gm9#+aiJ0b+O`ZYM$N(~msUI&oyVq0E
zQ{FCW*p|EUvQyD$!vT?eYDaQ=6y`_^olakb)D8Ddryus%P($P9NGi8+a%Lwq*=@o#
zEX&4AzXre=zteo?Nz);MT`!u6@6ph0H&n%qcaQps#!?<9KRtC&W~k+d_)L70RsV?C
zgz(dzp~`GVMJ=!EuWRa-*vg<J<22H^O7p&L;dYTQ8(K<wkzCyW`oJgHG*u3P<K!c^
zM3!U5s7QhJj@4k=i6>JU<Dzqw-1zvbLk#B$R$W+vCVQ@f9{Hy-RYp8Vnoo%Q4bsEe
zA7zCnVP_J5;Fadi)_t+Wt6nKR_H#6~x33QXCsk^nn+DEMmGE$6I{qf_?ifb%{y(l?
zaesT&XA5ez+SuyoVa7|FqoJtTvuBx1=8q6UW}LyCb3P@pWm8cxF~PyXvO%q=S?CSe
zELElAOZt>e#^G&#6G1GM`$#Gm=RJLrf|I;(@!FMJJ|h3ZLZyCJmUb`7{|No}Trvx`
zSLN<wJ!tAJrU~@*4C&z3Js2&)>O?y~4xc(Slib2((EQ-!N;y#Cf|Zy0AmxO*$6hqr
z@yUA<EjcE(JF)+Tze3OBm_c2)wnwuhzq|&_R;^hrmI?v>IY`NJ<-}9wy#j`->*_My
z_dp<A7|@z?r>-04?Qm`S(qrq6EP3ep%Qdm~m@?m|go$mWdRNTe*&LF{iX@;k=Y1=w
zz5=t&q>_=%adr0O`qv-~Bi$lV@Yu*vi5XoydiI-W(lp~MGtas-$6n+QR_!uIeCX+^
zDEONiI^I~%$h&JXlQpIN9mUIk*{1b1ASCW4+WCyNx68yaPQD!LhpZ^w_5H_zrh=Ri
zJr5t+LAeF<&mVB0rg4a?D2sUW6-xVje>aAb!l(Vz(9j_A*5e`tc@@MKU;Uqw-v5$I
cztyd8&<OvyL-D8}m+>fv4zi<^%u_}G0yzPTx&QzG

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/goldfinch_classification.json b/modelling/data/abingdon-all/resident/goldfinch_classification.json
new file mode 100644
index 0000000..7141c7e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/goldfinch_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Goldfinch",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "strong",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "winter_detectability_peak",
+      "autumn_detectability_trough",
+      "strong_spring_carryover",
+      "strong_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.9108846955275566,
+    "target_trough_value": 0.17311505765234897,
+    "target_mean_value": 0.5558225761604985,
+    "target_amplitude": 0.7377696378752077,
+    "baseline_to_peak_ratio": 0.36777432055324877,
+    "autumn_to_winter_weight_ratio": 0.10894941634241245,
+    "year_end_to_winter_weight_ratio": 0.669260700389105,
+    "decay_to_growth_ratio": 0.9342492639842983,
+    "monthly_target": {
+      "January": 0.7803719680209059,
+      "February": 0.9108846955275566,
+      "March": 0.796778465231346,
+      "April": 0.6723362655673576,
+      "May": 0.6553263140204123,
+      "June": 0.6550003660110784,
+      "July": 0.6259200503283917,
+      "August": 0.3199066535628957,
+      "September": 0.17311505765234897,
+      "October": 0.25040835834807035,
+      "November": 0.3384349591360881,
+      "December": 0.4913877605195299
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 1.052,
+    "GROWTH_RATE": 2.038,
+    "DECAY_RATE": 1.904,
+    "SUMMER_DECAY_BOOST": 4.236,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.486,
+    "PRE_SUMMER_DECAY_END": 7.17,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.978,
+    "SPRING_CARRYOVER_WEIGHT": 0.32,
+    "SPRING_CARRYOVER_END": 7.13,
+    "SPRING_CARRYOVER_SHARPNESS": 17.716,
+    "BASELINE": 0.335,
+    "WINTER_WEIGHT": 0.257,
+    "AUTUMN_WEIGHT": 0.028,
+    "WINTER_PEAK": 2.085,
+    "AUTUMN_PEAK": 10.945,
+    "AUTUMN_ONSET": 11.01,
+    "AUTUMN_GATE_SHARPNESS": 5.828,
+    "WINTER_WIDTH": 9.282,
+    "WINTER_RISE_WIDTH": 8.782,
+    "WINTER_FALL_WIDTH": 10.266,
+    "AUTUMN_WIDTH": 7.82,
+    "AUTUMN_RISE_WIDTH": 8.72,
+    "AUTUMN_FALL_WIDTH": 7.902,
+    "SUMMER_DIP": 0.162,
+    "SUMMER_LOW": 9.015,
+    "SUMMER_ONSET": 7.29,
+    "SUMMER_GATE_SHARPNESS": 4.968,
+    "SUMMER_DECAY_ONSET": 7.065,
+    "SUMMER_DECAY_GATE_SHARPNESS": 13.058,
+    "SUMMER_WIDTH": 19.861,
+    "SUMMER_RISE_WIDTH": 32.808,
+    "SUMMER_FALL_WIDTH": 9.654,
+    "SCALE": 1.264,
+    "YEAR_END_WEIGHT": 0.172,
+    "YEAR_END_PEAK": 12.168,
+    "YEAR_END_WIDTH": 87.811,
+    "YEAR_END_RISE_WIDTH": 164.334,
+    "YEAR_END_FALL_WIDTH": 8.894
+  },
+  "fit": {
+    "score": 0.35
+  },
+  "warnings": [],
+  "summary": "Goldfinch is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around September. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/goldfinch_consensus.json b/modelling/data/abingdon-all/resident/goldfinch_consensus.json
new file mode 100644
index 0000000..6b87633
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/goldfinch_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.35",
+  "INITIAL_Y": "1.052",
+  "GROWTH_RATE": "2.038",
+  "DECAY_RATE": "1.904",
+  "SUMMER_DECAY_BOOST": "4.236",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.486",
+  "PRE_SUMMER_DECAY_END": "7.17",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.978",
+  "SPRING_CARRYOVER_WEIGHT": "0.32",
+  "SPRING_CARRYOVER_END": "7.13",
+  "SPRING_CARRYOVER_SHARPNESS": "17.716",
+  "BASELINE": "0.335",
+  "WINTER_WEIGHT": "0.257",
+  "AUTUMN_WEIGHT": "0.028",
+  "WINTER_PEAK": "2.085",
+  "AUTUMN_PEAK": "10.945",
+  "AUTUMN_ONSET": "11.01",
+  "AUTUMN_GATE_SHARPNESS": "5.828",
+  "WINTER_WIDTH": "9.282",
+  "WINTER_RISE_WIDTH": "8.782",
+  "WINTER_FALL_WIDTH": "10.266",
+  "AUTUMN_WIDTH": "7.82",
+  "AUTUMN_RISE_WIDTH": "8.72",
+  "AUTUMN_FALL_WIDTH": "7.902",
+  "SUMMER_DIP": "0.162",
+  "SUMMER_LOW": "9.015",
+  "SUMMER_ONSET": "7.29",
+  "SUMMER_GATE_SHARPNESS": "4.968",
+  "SUMMER_DECAY_ONSET": "7.065",
+  "SUMMER_DECAY_GATE_SHARPNESS": "13.058",
+  "SUMMER_WIDTH": "19.861",
+  "SUMMER_RISE_WIDTH": "32.808",
+  "SUMMER_FALL_WIDTH": "9.654",
+  "SCALE": "1.264",
+  "YEAR_END_WEIGHT": "0.172",
+  "YEAR_END_PEAK": "12.168",
+  "YEAR_END_WIDTH": "87.811",
+  "YEAR_END_RISE_WIDTH": "164.334",
+  "YEAR_END_FALL_WIDTH": "8.894",
+  "SPECIES": "Goldfinch"
+}
diff --git a/modelling/data/abingdon-all/resident/goldfinch_observed.csv b/modelling/data/abingdon-all/resident/goldfinch_observed.csv
new file mode 100644
index 0000000..03ae243
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/goldfinch_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,51
+2,39
+3,44
+4,51
+5,42
+6,40
+7,37
+8,25
+9,12
+10,28
+11,24
+12,29
diff --git a/modelling/data/abingdon-all/resident/goldfinch_parameters.csv b/modelling/data/abingdon-all/resident/goldfinch_parameters.csv
new file mode 100644
index 0000000..2d535cb
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/goldfinch_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:56:01,goldfinch_observed.csv,0.4881418605640505657176556920,1.316,3.666,1.389,3.022,0.896,7.17,9.55,0.379,7.49,19.261,0.355,0.309,0.047,1.29,10.6,10.49,2.814,6.748,7.934,5.563,8.958,8.222,9.693,0.159,9.81,6.94,7.221,7.2,8.626,27.350,41.508,13.193,1.362,0.309,12.235,123.622,232.351,14.894
+2026-05-21 09:56:02,goldfinch_observed.csv,0.3891475649486009296964817516,1.055,2.245,3.394,0.713,0.141,6.8,6.575,0.406,7.23,16.435,0.401,0.677,0.048,1.8,10.77,11.19,6.027,7.848,4.615,11.082,10.766,9.552,11.981,0.187,9.78,6.54,4.539,6.65,14.662,29.044,40.042,18.046,1.413,0.01,12.159,74.351,143.702,5.0
+2026-05-21 09:56:02,goldfinch_observed.csv,0.4443535631088273685182704172,0.966,1.056,2.955,2.577,0.857,6.58,10.707,0.314,7.15,22.43,0.539,0.526,0.017,1.34,1.49,11.38,6.152,2.427,2.762,2.092,9.910,10.292,9.529,0.048,10.41,7.01,1.242,7.32,22.132,36.050,63.242,8.857,1.459,0.011,12.179,122.097,234.232,9.962
+2026-05-21 09:56:02,goldfinch_observed.csv,0.9972252619069472582035498494,1.189,3.766,5.787,4.566,0.317,7.39,14.746,0.162,7.58,6.82,0.537,0.2,0.045,2.31,1.08,10.36,10.562,8.630,7.126,10.134,4.332,3.834,4.829,0.124,9.89,8.17,5.146,7.09,23.345,26.716,51.588,1.844,1.042,0.018,12.22,74.010,135.338,12.681
+2026-05-21 09:56:03,goldfinch_observed.csv,0.5821404559229921146053766520,1.077,3.32,1.416,4.683,0.899,6.87,13.508,0.385,7.36,21.837,0.289,0.732,0.028,1.39,11.39,10.56,4.283,8.918,8.167,9.670,10.707,10.15,11.264,0.085,10.16,6.51,3.486,6.92,6.967,42.112,68.286,15.939,0.823,0.197,12.104,90.120,171.105,9.135
+2026-05-21 09:56:03,goldfinch_observed.csv,0.8005333675462774356249021935,1.279,1.358,0.987,1.618,0.392,6.31,5.799,0.031,6.61,22.392,0.383,0.646,0.043,1.07,11.24,11.37,6.523,16.106,14.933,17.28,10.699,9.315,12.083,0.1,8.59,6.2,7.07,7.05,12.166,7.598,13.387,1.81,1.435,0.196,12.011,117.308,219.09,15.525
+2026-05-21 09:56:03,goldfinch_observed.csv,0.4846917371092038109858896323,0.948,1.706,4.746,4.945,0.928,6.65,3.151,0.358,7.38,13.872,0.159,0.246,0.005,1.12,1.18,10.8,2.325,8.468,16.065,0.872,9.782,11.793,7.771,0.071,9.51,6.57,5.763,7.42,15.99,14.579,17.146,12.012,0.95,0.016,12.262,84.610,160.868,8.352
+2026-05-21 09:56:04,goldfinch_observed.csv,0.8604229560790401463113128506,0.864,3.836,3.596,4.481,0.001,6.81,13.107,0.036,7.63,17.209,0.582,0.612,0.044,2.18,1.02,10.99,7.836,10.896,14.617,7.174,3.769,3.912,3.626,0.228,7.65,6.57,7.77,7.2,15.632,16.659,16.837,16.481,1.746,0.263,12.103,52.348,90.195,14.5
+2026-05-21 09:56:04,goldfinch_observed.csv,37.92018548955163014739620870,1.269,2.316,0.544,4.522,0.944,6.88,12.636,0.147,7.25,18.535,0.471,0.364,0.033,1.78,10.77,11.1,9.858,9.347,12.949,5.745,4.942,3.386,6.499,0.008,10.28,7.38,5.319,7.21,8.147,30.346,59.982,0.711,1.748,0.108,12.277,109.588,207.089,12.087
+2026-05-21 09:56:04,goldfinch_observed.csv,1.896379513989091910459296234,0.815,2.36,2.708,6.85,0.448,7.64,8.66,0.247,6.61,24.097,0.548,0.159,0.043,1.29,1.49,10.72,9.743,7.274,7.704,6.844,5.118,1.136,9.101,0.127,9.89,7.87,4.23,7.28,9.787,45.076,75.029,15.122,1.704,0.092,12.084,69.962,135.669,4.255
+2026-05-21 09:56:04,goldfinch_observed.csv,3.671046715401350331050107935,1.178,3.88,3.069,6.253,0.819,6.59,4.65,0.152,6.54,24.532,0.377,0.7,0.028,11.84,11.39,10.55,4.137,14.714,11.857,17.572,5.080,0.429,9.732,0.216,8.19,6.33,1.62,6.96,8.721,35.548,58.291,12.806,1.554,0.331,12.245,116.993,221.586,12.4
+2026-05-21 09:56:05,goldfinch_observed.csv,0.9857692745095768307089939830,0.848,1.761,4.28,4.596,0.111,6.61,15.097,0.215,7.49,22.739,0.202,0.4,0.012,1.77,11.09,11.04,3.373,14.163,16.021,12.305,1.915,1.928,1.902,0.074,9.82,6.77,6.886,7.57,15.741,12.662,18.016,7.309,0.868,0.002,12.197,101.664,188.253,15.075
+2026-05-21 09:56:05,goldfinch_observed.csv,0.8904962333068157775715263058,1.247,2.298,0.749,2.915,0.16,7.37,11.958,0.395,7.5,17.855,0.192,0.105,0.002,1.08,11.06,10.44,9.691,2.592,3.41,1.774,7.964,2.035,13.892,0.095,8.67,6.29,6.373,7.34,19.882,36.490,67.175,5.806,1.791,0.17,12.195,57.558,100.049,15.067
+2026-05-21 09:56:05,goldfinch_observed.csv,37.44367262709436794352842250,1.275,2.092,0.383,0.897,0.916,7.12,12.401,0.363,6.83,24.416,0.073,0.223,0.023,1.27,10.93,10.62,6.847,19.304,19.417,19.191,13.820,13.641,14.000,0.17,10.46,6.9,2.873,6.92,23.448,12.092,4.845,19.339,1.611,0.167,12.26,72.808,140.15,5.467
+2026-05-21 09:56:06,goldfinch_observed.csv,0.6861949311570443364669533329,1.142,1.496,5.944,4.953,0.805,7.1,5.933,0.19,6.88,10.54,0.223,0.461,0.007,11.62,1.34,10.64,9.684,4.198,3.468,4.929,8.766,9.464,8.069,0.104,8.2,7.01,4.789,7.46,20.383,11.859,15.508,8.21,1.313,0.048,12.051,111.287,217.28,5.294
+2026-05-21 09:56:06,goldfinch_observed.csv,0.3743379317328736540173199324,1.306,0.632,1.234,7.691,0.324,7.12,15.047,0.256,7.35,8.965,0.299,0.225,0.033,11.98,11.97,11.38,3.994,3.775,5.207,2.343,9.372,12.584,6.16,0.183,7.69,8.07,6.088,7.17,17.831,4.458,3.44,5.477,1.307,0.183,12.067,61.631,119.217,4.045
+2026-05-21 09:56:06,goldfinch_observed.csv,1.099303149707554303616199633,1.341,1.306,4.375,3.555,0.265,7.73,13.037,0.327,7.28,8.205,0.276,0.474,0.027,11.59,1.17,10.86,6.898,8.560,9.218,7.903,12.962,11.925,14.000,0.024,8.35,7.68,1.913,7.05,20.327,23.374,28.954,17.793,1.187,0.128,12.176,67.360,124.793,9.926
+2026-05-21 09:56:07,goldfinch_observed.csv,0.3243949792803503726041277264,0.763,0.847,2.089,5.378,0.471,7.31,8.246,0.199,7.03,20.806,0.329,0.407,0.027,11.97,11.17,11.19,11.836,9.834,9.765,9.903,3.407,1.908,4.906,0.166,8.49,7.85,7.309,7.36,17.68,39.658,74.047,5.27,1.124,0.165,12.157,92.480,171.217,13.743
+2026-05-21 09:56:07,goldfinch_observed.csv,1.965179247735276474074506893,0.782,3.58,3.966,4.881,0.443,7.39,5.382,0.178,7.12,25.187,0.547,0.021,0.049,11.86,10.54,10.32,5.878,7.101,12.417,1.785,7.936,2.193,13.68,0.094,9.8,7.42,4.362,7.12,19.942,16.821,20.419,13.223,1.767,0.086,12.067,98.181,184.754,11.608
+2026-05-21 09:56:07,goldfinch_observed.csv,0.5660211607546175176119643134,1.095,1.683,1.001,4.716,0.454,6.93,12.509,0.288,7.01,27.619,0.581,0.576,0.01,1.66,10.52,10.51,7.868,2.852,2.660,3.043,7.138,9.942,4.334,0.139,7.71,6.35,4.234,7.43,13.49,14.708,14.313,15.103,1.413,0.295,12.222,90.696,167.896,13.497
+2026-05-21 09:56:08,goldfinch_observed.csv,0.5115983425575473138523740912,0.892,0.815,4.166,4.641,0.018,6.51,13.926,0.33,6.57,7.775,0.549,0.609,0.026,2.48,11.61,10.7,5.622,15.792,18.699,12.884,9.954,10.4,9.508,0.042,9.98,6.58,7.414,6.86,10.113,8.460,1.73,15.191,1.748,0.294,12.22,96.176,187.296,5.057
+2026-05-21 09:56:08,goldfinch_observed.csv,0.4210031355354496803443023075,1.078,3.653,0.676,2.721,0.779,6.46,14.418,0.237,7.09,14.893,0.143,0.482,0.014,1.37,11.17,10.47,10.334,11.502,19.611,3.394,5.202,1.419,8.984,0.145,8.65,7.0,4.638,6.86,19.474,37.418,65.856,8.979,1.371,0.071,12.03,90.457,168.345,12.569
+2026-05-21 09:56:08,goldfinch_observed.csv,0.8513480578539059466146259364,1.153,2.624,2.224,4.86,0.246,7.04,14.16,0.165,6.51,13.088,0.137,0.046,0.042,2.01,1.08,10.42,6.621,6.561,7.077,6.045,7.798,1.844,13.753,0.069,8.53,6.78,6.026,7.6,23.045,23.562,30.62,16.505,1.339,0.107,12.099,80.968,157.144,4.791
+2026-05-21 09:56:09,goldfinch_observed.csv,0.8252522329017322647413306992,1.245,3.95,3.763,3.752,0.016,7.06,9.013,0.197,7.62,26.92,0.55,0.003,0.013,1.48,1.18,10.43,8.717,13.321,17.011,9.631,2.278,1.651,2.904,0.004,9.14,7.25,5.66,6.69,8.495,45.608,78.038,13.179,1.619,0.022,12.136,110.458,214.127,6.79
+2026-05-21 09:56:09,goldfinch_observed.csv,1.330389927665362948214982321,1.256,0.363,4.352,5.715,0.534,7.64,5.508,0.099,6.58,12.354,0.371,0.291,0.015,1.34,10.93,10.71,5.835,6.888,1.795,11.981,2.408,2.619,2.197,0.007,10.13,8.03,6.686,6.96,17.164,18.895,30.142,7.648,1.097,0.318,12.208,53.420,95.277,11.563
+2026-05-21 09:56:09,goldfinch_observed.csv,1.286621982504934657861372357,1.085,0.731,4.712,4.464,0.795,6.9,13.328,0.079,6.69,25.354,0.188,0.269,0.017,1.26,11.52,10.82,9.27,6.170,6.133,6.207,5.003,0.822,9.184,0.223,10.13,7.63,2.496,7.14,8.853,18.522,33.292,3.752,0.823,0.224,12.113,61.142,116.906,5.377
+2026-05-21 09:56:09,goldfinch_observed.csv,0.5428519008512104289045803191,0.855,3.504,4.874,7.905,0.298,6.52,6.263,0.113,7.12,9.753,0.401,0.5,0.031,2.18,10.8,10.85,8.128,14.248,14.419,14.077,8.929,11.945,5.913,0.078,10.18,7.02,6.776,6.63,6.119,15.262,25.111,5.414,1.305,0.091,12.122,114.386,217.831,10.94
+2026-05-21 09:56:10,goldfinch_observed.csv,1.714795853628422751463383593,1.206,3.211,4.285,0.59,0.203,7.48,13.827,0.099,6.69,27.113,0.539,0.008,0.03,1.2,11.99,10.87,10.752,8.630,0.891,16.368,8.628,13.931,3.326,0.067,10.06,7.57,2.985,6.98,22.041,33.692,66.927,0.456,1.109,0.264,12.132,94.223,177.107,11.339
+2026-05-21 09:56:10,goldfinch_observed.csv,1.686333655313148969400230686,1.041,1.483,1.039,5.301,0.276,6.84,3.604,0.048,6.99,22.147,0.447,0.024,0.002,1.42,11.15,10.67,8.798,15.524,19.049,11.999,7.648,11.771,3.524,0.014,9.16,7.51,2.708,7.39,16.898,8.077,13.393,2.761,0.88,0.033,12.167,48.130,84.499,11.76
+2026-05-21 09:56:10,goldfinch_observed.csv,1.226536657442360062181885020,1.082,3.304,2.64,1.994,0.314,7.14,4.266,0.207,7.05,7.214,0.199,0.658,0.02,11.98,10.92,10.69,4.793,12.906,15.619,10.193,11.942,12.131,11.753,0.064,8.33,7.81,3.057,7.28,9.497,13.551,19.858,7.244,0.98,0.315,12.044,89.488,163.844,15.133
+2026-05-21 09:56:11,goldfinch_observed.csv,36.76121603151398061539550957,0.833,0.27,4.238,3.737,0.022,6.69,13.944,0.027,6.87,9.768,0.217,0.683,0.002,2.2,1.17,11.4,11.227,16.868,15.149,18.586,2.546,3.111,1.982,0.037,10.34,6.63,6.701,7.42,6.299,21.420,31.884,10.956,1.751,0.109,12.246,78.862,153.109,4.616
+2026-05-21 09:56:11,goldfinch_observed.csv,0.5389253158775094899142711696,0.941,0.587,2.674,7.349,0.348,6.58,10.309,0.279,7.59,22.637,0.35,0.437,0.012,1.34,1.36,11.47,5.674,0.706,0.737,0.674,8.712,9.725,7.698,0.002,8.17,7.74,3.483,7.17,12.814,21.846,24.007,19.685,0.895,0.256,12.127,91.454,177.595,5.312
+2026-05-21 09:56:11,goldfinch_observed.csv,1.956808755915874540042553504,1.334,3.712,4.44,6.598,0.252,7.29,11.671,0.033,6.57,10.711,0.105,0.381,0.028,1.08,1.05,10.96,11.608,10.694,11.773,9.615,12.680,12.202,13.157,0.192,8.93,7.18,3.01,6.61,8.203,18.451,30.236,6.666,0.939,0.005,12.279,62.520,117.742,7.299
+2026-05-21 09:56:12,goldfinch_observed.csv,0.7492112033086987894562946559,1.326,0.266,3.442,4.894,0.385,6.43,12.001,0.283,6.69,26.127,0.358,0.305,0.047,11.82,10.66,10.96,3.867,1.848,0.632,3.064,9.768,12.891,6.646,0.166,9.21,6.11,0.848,7.54,12.777,20.462,33.975,6.949,1.2,0.189,12.289,51.244,88.416,14.073
+2026-05-21 09:56:12,goldfinch_observed.csv,0.3095461947150339714960370984,1.046,1.247,0.222,2.923,0.852,7.6,8.705,0.352,6.94,13.987,0.258,0.276,0.045,1.31,11.02,11.49,6.373,8.104,8.573,7.635,8.800,3.669,13.932,0.238,8.04,7.26,3.254,7.41,15.852,43.030,78.286,7.775,1.234,0.251,12.284,95.267,184.783,5.751
+2026-05-21 09:56:12,goldfinch_observed.csv,3.492878025701920977069354017,0.938,2.842,4.073,4.773,0.632,6.28,8.36,0.167,6.95,13.288,0.496,0.365,0.007,11.67,10.66,11.09,11.957,4.447,7.112,1.782,6.460,6.847,6.074,0.197,8.31,6.93,5.014,7.12,14.908,17.103,29.39,4.816,1.7,0.227,12.256,108.488,206.196,10.781
+2026-05-21 09:56:13,goldfinch_observed.csv,1.499067722235313120479405833,1.198,1.185,4.789,7.948,0.056,7.33,6.448,0.138,6.83,9.311,0.335,0.144,0.027,11.65,10.74,11.2,3.273,1.784,1.286,2.282,8.461,7.765,9.157,0.145,8.51,8.18,3.398,6.86,7.975,11.676,5.886,17.467,1.176,0.079,12.021,55.014,101.053,8.974
+2026-05-21 09:56:13,goldfinch_observed.csv,0.4100236579477603630887486687,0.992,3.234,2.798,4.617,0.473,7.09,11.919,0.329,7.31,9.89,0.262,0.211,0.001,2.08,11.14,11.0,4.224,7.567,0.467,14.667,6.213,6.281,6.145,0.129,10.28,6.83,2.336,7.26,7.352,13.900,24.03,3.771,1.375,0.257,12.103,60.864,106.724,15.004
+2026-05-21 09:56:13,goldfinch_observed.csv,40.99697313516194075018746018,1.211,3.069,0.068,0.994,0.799,6.35,13.846,0.417,7.6,15.376,0.467,0.693,0.025,2.3,10.89,10.35,10.247,9.121,11.891,6.351,8.730,3.583,13.876,0.194,10.26,7.8,1.066,6.76,16.952,40.212,78.55,1.874,1.233,0.245,12.145,65.336,119.802,10.87
+2026-05-21 09:56:13,goldfinch_observed.csv,0.5418722258435382440887265385,1.3,2.075,2.317,3.549,0.917,7.39,12.46,0.189,6.69,7.719,0.161,0.409,0.044,1.52,1.41,10.71,6.16,10.741,19.057,2.425,6.312,4.335,8.288,0.192,10.18,7.63,2.958,6.72,15.952,17.356,20.085,14.627,1.443,0.201,12.192,97.494,185.134,9.854
+2026-05-21 09:56:14,goldfinch_observed.csv,0.5727273636340901387087603978,1.296,2.782,3.149,0.489,0.757,6.61,15.632,0.403,6.57,16.528,0.155,0.095,0.001,11.73,11.06,10.91,5.508,10.418,14.191,6.644,6.112,11.122,1.101,0.226,9.07,7.48,4.405,7.39,18.517,16.728,18.645,14.811,1.635,0.117,12.037,111.011,210.368,11.654
+2026-05-21 09:56:14,goldfinch_observed.csv,1.224544873320469944590557273,1.057,1.064,4.169,7.387,0.932,6.99,8.364,0.414,6.95,21.591,0.328,0.283,0.045,11.84,11.97,10.8,7.94,11.380,17.369,5.391,6.568,9.576,3.56,0.208,9.97,6.47,3.123,6.61,17.779,22.745,32.805,12.685,1.641,0.06,12.28,68.088,127.651,8.525
+2026-05-21 09:56:14,goldfinch_observed.csv,1.864277890506861622915350308,1.284,0.512,0.053,2.461,0.263,7.73,7.774,0.379,7.52,22.008,0.578,0.157,0.031,1.52,11.21,11.09,8.599,12.486,15.074,9.898,6.776,1.188,12.363,0.073,8.47,7.14,6.367,7.15,19.799,24.643,41.668,7.618,1.785,0.334,12.06,69.252,125.394,13.11
+2026-05-21 09:56:15,goldfinch_observed.csv,2.597816561026538277473729656,0.993,1.167,2.74,3.058,0.094,6.95,7.391,0.01,7.25,24.089,0.074,0.064,0.032,1.55,11.18,10.8,10.992,4.252,7.756,0.747,6.568,4.072,9.064,0.054,8.12,6.85,5.304,6.8,19.635,6.408,10.406,2.411,0.912,0.111,12.281,102.096,197.219,6.973
+2026-05-21 09:56:15,goldfinch_observed.csv,1.412168935610599722082010052,1.177,3.776,3.995,0.377,0.032,6.41,11.534,0.147,7.54,16.252,0.368,0.034,0.006,2.2,1.26,10.56,7.431,11.538,12.936,10.14,6.854,4.405,9.302,0.046,9.31,6.69,5.745,7.6,17.275,17.216,27.784,6.649,1.287,0.208,12.181,66.184,124.788,7.579
+2026-05-21 09:56:15,goldfinch_observed.csv,0.4152382549139569747770954444,0.907,3.523,3.331,5.745,0.001,7.69,13.378,0.226,6.64,8.976,0.093,0.341,0.013,1.16,11.66,11.23,10.397,1.400,1.477,1.322,4.780,4.918,4.641,0.168,8.13,8.06,4.769,6.95,15.908,33.204,59.811,6.596,1.271,0.141,12.045,109.997,211.793,8.201
+2026-05-21 09:56:16,goldfinch_observed.csv,0.3722587981766115058374953675,1.285,2.009,0.382,7.577,0.439,6.5,6.172,0.197,6.89,7.859,0.263,0.026,0.035,2.14,11.67,11.02,4.941,16.884,14.48,19.288,9.813,8.015,11.611,0.133,9.09,8.19,7.524,6.91,12.279,7.981,9.515,6.447,1.015,0.325,12.285,111.633,207.729,15.537
+2026-05-21 09:56:16,goldfinch_observed.csv,0.5603442810944818261331896820,1.145,3.208,5.769,6.159,0.641,6.84,8.722,0.145,7.39,21.764,0.245,0.725,0.002,1.71,11.79,10.48,11.3,7.752,8.749,6.756,8.231,4.83,11.632,0.201,9.78,8.11,3.34,6.95,17.352,9.700,3.416,15.983,0.937,0.194,12.271,107.916,209.314,6.518
+2026-05-21 09:56:16,goldfinch_observed.csv,0.6650695910468967941453912472,1.262,3.628,1.902,6.443,0.331,7.03,6.256,0.242,6.86,6.919,0.377,0.474,0.009,1.0,10.87,10.98,3.09,4.096,4.133,4.059,4.483,1.241,7.725,0.186,8.52,7.35,6.537,7.46,18.398,27.874,53.901,1.848,1.418,0.125,12.125,82.830,158.229,7.432
+2026-05-21 09:56:17,goldfinch_observed.csv,0.5915645550773147093463180592,1.324,1.313,1.691,5.91,0.081,7.15,13.644,0.164,7.32,9.515,0.118,0.471,0.014,1.2,1.47,11.06,8.585,16.434,14.673,18.196,13.413,12.847,13.979,0.167,9.96,6.41,5.245,7.56,18.404,14.894,27.317,2.47,1.297,0.293,12.057,81.560,152.997,10.124
+2026-05-21 09:56:17,goldfinch_observed.csv,0.7273010813897174479204955516,1.273,0.514,5.232,1.053,0.327,6.66,12.934,0.003,6.82,14.596,0.111,0.566,0.002,2.28,11.43,11.41,11.312,3.054,3.288,2.819,8.816,7.877,9.756,0.152,9.57,7.26,2.656,7.28,6.034,7.454,10.804,4.105,1.483,0.011,12.248,92.253,174.641,9.865
+2026-05-21 09:56:17,goldfinch_observed.csv,1.890906863779159273331482210,1.265,0.39,4.485,1.508,0.226,6.42,15.547,0.063,6.6,14.92,0.221,0.376,0.035,1.33,11.09,10.62,10.25,9.074,4.371,13.776,2.921,1.85,3.992,0.06,9.63,7.49,6.339,6.9,8.582,21.360,39.59,3.129,0.978,0.016,12.06,44.665,85.144,4.186
+2026-05-21 09:56:17,goldfinch_observed.csv,1.021258004243907732355046555,0.899,1.406,1.477,0.913,0.883,6.41,15.037,0.271,7.03,14.806,0.463,0.636,0.04,11.57,1.14,11.23,2.258,9.088,8.963,9.214,8.034,11.387,4.682,0.153,10.12,7.32,7.102,6.94,6.158,4.260,3.435,5.086,1.285,0.311,12.005,72.488,132.142,12.835
+2026-05-21 09:56:18,goldfinch_observed.csv,0.4404826412634499678774932987,1.275,1.442,0.83,1.076,0.467,7.05,6.848,0.213,7.51,24.302,0.142,0.178,0.017,1.87,11.01,10.89,6.953,12.910,15.389,10.431,8.486,12.146,4.827,0.13,9.99,7.87,2.876,6.92,8.479,43.088,71.247,14.929,1.143,0.253,12.054,100.082,193.668,6.497
+2026-05-21 09:56:18,goldfinch_observed.csv,0.3452926136095225879300447070,0.804,3.355,5.717,7.951,0.727,7.6,7.016,0.338,7.47,18.497,0.161,0.201,0.027,1.53,1.14,10.48,3.085,5.420,8.67,2.169,3.208,1.579,4.838,0.059,8.39,7.69,5.815,7.09,14.933,32.218,59.65,4.786,1.332,0.111,12.268,73.115,131.057,15.173
+2026-05-21 09:56:18,goldfinch_observed.csv,1.883275883699552234689653681,0.901,3.785,4.881,5.008,0.311,6.89,10.375,0.002,7.01,18.982,0.419,0.254,0.025,11.56,11.33,10.84,2.213,15.402,16.219,14.584,3.258,2.818,3.698,0.106,9.84,6.59,2.09,6.85,8.191,43.488,75.075,11.901,1.156,0.291,12.158,94.028,177.93,10.125
+2026-05-21 09:56:19,goldfinch_observed.csv,0.3888309609035720565668985122,1.088,0.426,1.176,0.057,0.688,7.61,14.018,0.235,7.43,26.375,0.253,0.443,0.045,2.46,10.61,10.7,2.204,8.592,6.555,10.628,1.066,0.925,1.208,0.135,8.05,6.87,0.985,6.92,18.601,46.066,79.255,12.878,1.428,0.03,12.214,110.421,216.258,4.584
+2026-05-21 09:56:19,goldfinch_observed.csv,0.4675603316205051923496222392,0.839,1.06,3.21,6.699,0.44,6.53,7.511,0.081,6.88,26.021,0.136,0.323,0.034,2.0,11.31,11.27,6.128,6.986,7.454,6.519,2.788,1.915,3.66,0.088,10.38,7.82,2.051,7.36,8.906,39.408,65.701,13.114,1.507,0.068,12.05,77.900,140.073,15.728
+2026-05-21 09:56:19,goldfinch_observed.csv,0.3691653973439925674419844858,1.018,0.665,1.009,1.428,0.276,7.46,13.977,0.138,6.52,21.06,0.459,0.357,0.047,11.88,10.93,11.13,2.531,18.028,16.325,19.732,10.346,13.721,6.971,0.159,9.16,6.19,6.706,6.97,12.612,22.502,44.343,0.662,1.134,0.2,12.285,62.087,114.694,9.48
+2026-05-21 09:56:20,goldfinch_observed.csv,0.4445974404402686045977697336,1.296,2.318,4.135,3.745,0.741,6.47,4.786,0.307,7.45,20.575,0.333,0.7,0.04,1.36,11.96,11.45,3.511,7.278,10.061,4.496,4.644,6.499,2.788,0.103,7.77,7.95,1.639,6.74,18.636,22.945,38.132,7.758,1.087,0.166,12.22,103.928,200.228,7.628
+2026-05-21 09:56:20,goldfinch_observed.csv,36.34081182409871552406756521,0.877,0.604,0.458,4.41,0.644,7.28,13.154,0.354,7.05,9.143,0.298,0.61,0.032,1.32,11.8,11.29,2.755,8.458,7.317,9.600,5.101,2.791,7.411,0.033,10.2,7.13,3.015,6.84,14.827,30.434,44.027,16.842,0.994,0.101,12.293,106.452,206.327,6.577
+2026-05-21 09:56:20,goldfinch_observed.csv,0.6716104512488505713763252769,1.17,2.481,3.279,5.622,0.254,7.21,6.149,0.371,7.21,8.341,0.398,0.337,0.028,11.58,11.94,10.4,8.706,2.410,4.231,0.589,6.034,10.239,1.828,0.151,9.63,6.59,2.422,6.84,16.892,12.920,8.032,17.808,0.948,0.329,12.031,96.089,179.643,12.535
+2026-05-21 09:56:21,goldfinch_observed.csv,1.505366074498138943309043224,0.77,2.718,3.744,1.863,0.058,7.7,8.951,0.217,7.18,13.74,0.261,0.666,0.004,2.13,10.95,10.65,6.13,7.126,12.763,1.488,8.205,8.918,7.492,0.023,8.25,6.06,5.143,7.11,6.593,13.398,17.576,9.219,0.821,0.284,12.107,96.025,182.335,9.715
+2026-05-21 09:56:21,goldfinch_observed.csv,0.1675225075223093570540214980,1.163,2.542,0.615,4.223,0.498,7.0,5.783,0.312,7.62,15.192,0.407,0.093,0.046,11.92,10.79,10.91,9.155,3.096,2.624,3.568,8.275,9.475,7.075,0.131,8.62,7.55,7.617,6.67,9.271,40.870,71.869,9.87,1.126,0.092,12.18,112.216,213.473,10.958
+2026-05-21 09:56:21,goldfinch_observed.csv,0.7004984500592888753474778545,0.78,2.779,0.589,3.858,0.421,6.33,7.888,0.026,7.34,16.54,0.574,0.07,0.0,2.43,1.16,11.04,6.684,13.687,11.99,15.384,5.893,1.665,10.121,0.144,7.61,6.62,2.684,7.04,13.964,40.430,74.638,6.221,1.531,0.332,12.128,57.962,104.071,11.852
+2026-05-21 09:56:21,goldfinch_observed.csv,0.6143689265005366086544343016,1.218,3.268,4.369,3.981,0.643,6.74,13.524,0.188,6.94,24.344,0.154,0.452,0.014,11.81,11.48,11.09,7.646,10.406,18.264,2.548,7.072,1.09,13.055,0.153,9.8,8.1,6.456,7.58,8.009,23.077,38.066,8.088,1.648,0.078,12.186,61.224,107.834,14.614
+2026-05-21 09:56:22,goldfinch_observed.csv,0.6315467641904243739170858991,1.002,3.805,4.539,3.242,0.414,6.54,14.757,0.106,6.97,15.258,0.515,0.363,0.004,1.46,1.18,10.7,11.001,3.054,3.101,3.006,8.996,4.945,13.047,0.059,10.23,8.19,7.686,6.77,9.166,23.320,28.92,17.719,1.015,0.253,12.005,88.199,170.767,5.631
+2026-05-21 09:56:22,goldfinch_observed.csv,0.3867432390092230155734604598,0.818,1.58,1.096,5.833,0.083,7.2,8.98,0.262,7.02,21.956,0.185,0.086,0.018,11.78,10.66,10.33,4.462,5.568,5.087,6.049,12.082,12.13,12.033,0.198,10.31,6.93,4.294,6.84,8.356,29.304,42.725,15.883,1.056,0.338,12.218,89.010,165.453,12.568
+2026-05-21 09:56:22,goldfinch_observed.csv,0.8199226564363503333079125507,0.843,0.49,5.929,1.708,0.372,7.17,3.941,0.368,6.51,10.739,0.257,0.656,0.022,1.29,11.69,10.96,6.84,8.584,7.448,9.72,11.384,12.367,10.401,0.195,8.3,7.95,5.803,7.14,11.69,29.896,45.196,14.595,1.581,0.075,12.051,79.448,148.193,10.704
+2026-05-21 09:56:23,goldfinch_observed.csv,0.5750722002490985817981354864,1.281,0.656,0.889,3.342,0.159,6.95,5.994,0.223,7.23,12.34,0.103,0.339,0.015,11.55,11.82,11.25,9.18,5.314,4.537,6.092,4.012,1.587,6.436,0.01,8.06,7.98,2.696,7.59,12.454,32.358,47.989,16.728,1.6,0.082,12.125,76.708,138.124,15.291
+2026-05-21 09:56:23,goldfinch_observed.csv,0.4934502458312524759295027382,1.343,2.275,2.278,6.942,0.156,7.21,15.403,0.226,7.63,26.817,0.131,0.313,0.046,11.79,11.4,11.38,4.132,13.934,16.684,11.185,7.275,7.849,6.701,0.06,9.1,8.44,2.611,7.19,10.766,38.258,65.536,10.981,1.768,0.103,12.294,108.714,201.682,15.747
+2026-05-21 09:56:23,goldfinch_observed.csv,0.5175753383121073492137421721,1.254,2.956,4.42,7.817,0.099,6.59,3.06,0.293,6.77,12.865,0.496,0.126,0.048,11.83,11.09,10.7,6.485,4.902,0.931,8.873,10.372,10.617,10.128,0.016,8.65,6.43,1.095,7.57,20.726,23.340,44.488,2.191,1.415,0.254,12.073,76.957,147.62,6.294
+2026-05-21 09:56:24,goldfinch_observed.csv,0.2655303781872039632170445200,1.332,0.807,1.283,1.167,0.409,7.73,14.026,0.218,7.13,24.962,0.498,0.152,0.013,2.19,11.06,11.07,3.767,6.419,3.406,9.432,7.844,5.957,9.732,0.219,8.95,6.63,4.749,6.88,13.018,20.146,37.188,3.105,1.245,0.292,12.284,119.373,231.507,7.239
+2026-05-21 09:56:24,goldfinch_observed.csv,0.3561835441030024257557740401,0.933,2.103,2.569,4.453,0.426,7.69,9.223,0.34,6.73,21.786,0.07,0.082,0.02,2.02,11.81,11.18,9.682,7.770,3.538,12.003,5.914,0.707,11.121,0.23,10.44,8.27,2.384,7.05,12.434,19.424,32.89,5.958,1.469,0.121,12.08,96.792,185.383,8.2
+2026-05-21 09:56:24,goldfinch_observed.csv,0.4346398283110826080480811676,1.136,2.836,4.202,1.532,0.447,6.77,11.142,0.031,7.48,11.038,0.409,0.385,0.037,1.35,11.73,11.34,4.72,3.632,6.572,0.691,9.100,4.271,13.93,0.082,8.93,7.83,3.124,6.72,15.66,21.173,29.614,12.732,1.498,0.245,12.262,87.005,162.893,11.117
+2026-05-21 09:56:25,goldfinch_observed.csv,0.3582897241141322028568432905,0.917,0.821,5.492,7.032,0.646,7.75,11.967,0.333,7.54,17.293,0.57,0.2,0.05,2.09,10.83,10.4,2.924,0.980,0.899,1.061,4.240,4.291,4.190,0.049,7.9,7.32,1.886,7.33,12.626,7.886,1.546,14.226,1.27,0.283,12.26,52.328,91.217,13.44
+2026-05-21 09:56:25,goldfinch_observed.csv,1.293265129057611565992125138,0.945,1.872,1.892,1.627,0.095,7.41,15.579,0.061,7.02,18.364,0.315,0.478,0.034,1.96,11.37,10.91,3.171,10.791,16.926,4.656,10.678,13.843,7.513,0.031,9.81,8.22,7.095,7.56,17.573,28.781,40.559,17.003,0.898,0.005,12.027,49.035,87.879,10.191
+2026-05-21 09:56:25,goldfinch_observed.csv,0.7540350257636154204873672821,0.867,0.323,2.815,7.782,0.368,6.68,14.957,0.328,6.6,16.665,0.216,0.229,0.006,1.86,1.27,11.34,5.452,12.838,16.738,8.937,11.834,11.805,11.863,0.155,9.11,7.43,4.949,7.3,20.93,18.583,23.346,13.82,1.703,0.022,12.166,123.848,235.481,12.216
+2026-05-21 09:56:26,goldfinch_observed.csv,0.7881796634371077980755750288,1.186,2.933,1.158,0.225,0.204,6.33,11.612,0.226,7.62,26.198,0.393,0.511,0.036,11.72,1.04,11.1,9.173,13.242,16.725,9.758,5.740,7.909,3.57,0.05,10.46,6.52,3.413,7.07,20.169,28.814,38.868,18.761,1.11,0.184,12.072,55.617,98.166,13.068
+2026-05-21 09:56:26,goldfinch_observed.csv,0.7382473950815285412734968732,1.086,3.58,4.212,4.33,0.489,7.47,7.37,0.119,6.71,11.509,0.067,0.02,0.016,1.54,11.79,10.47,2.229,15.436,17.182,13.689,1.756,3.018,0.493,0.038,9.1,8.21,4.652,6.67,18.221,39.954,78.322,1.587,1.758,0.296,12.152,111.685,210.135,13.235
+2026-05-21 09:56:26,goldfinch_observed.csv,2.282905147596262790563599214,1.209,3.702,5.039,3.77,0.78,6.61,15.694,0.366,7.58,8.082,0.247,0.686,0.012,11.92,10.92,11.22,2.117,11.988,8.1,15.877,1.424,0.424,2.425,0.246,8.04,8.06,5.862,7.55,10.679,12.732,23.909,1.555,1.585,0.182,12.166,52.838,95.821,9.856
+2026-05-21 09:56:26,goldfinch_observed.csv,0.6465213176615437685464858188,0.933,2.471,4.053,3.842,0.241,6.91,6.748,0.334,7.18,22.983,0.548,0.316,0.025,2.34,11.8,11.23,4.282,9.443,13.067,5.819,12.414,11.219,13.609,0.208,9.03,7.78,3.613,6.83,16.442,4.628,4.771,4.484,0.99,0.097,12.286,81.356,150.359,12.354
+2026-05-21 09:56:27,goldfinch_observed.csv,0.2688939073411081102741358761,0.853,2.254,3.827,3.709,0.085,7.29,7.826,0.344,6.98,15.866,0.329,0.494,0.025,1.68,1.1,10.25,4.557,9.690,18.923,0.458,5.597,5.298,5.896,0.152,9.0,7.17,6.873,7.57,13.867,30.786,50.021,11.55,1.185,0.153,12.003,81.851,150.464,13.238
+2026-05-21 09:56:27,goldfinch_observed.csv,1.049204414346116800659702525,0.878,0.716,3.94,5.594,0.578,6.95,11.583,0.244,7.51,9.238,0.189,0.647,0.0,1.52,11.18,11.37,8.381,11.984,7.069,16.899,7.364,13.115,1.613,0.005,10.38,8.16,5.219,7.27,15.795,9.686,1.529,17.842,0.824,0.011,12.116,93.890,172.541,15.24
+2026-05-21 09:56:27,goldfinch_observed.csv,1.888620581935202532914431018,1.066,3.258,1.454,7.176,0.481,7.72,8.487,0.316,6.7,6.767,0.337,0.432,0.0,1.8,11.2,10.78,6.693,9.169,17.438,0.9,5.892,4.316,7.468,0.013,9.99,7.42,2.097,6.7,14.659,18.082,25.007,11.156,1.771,0.161,12.212,53.488,92.416,14.561
+2026-05-21 09:56:28,goldfinch_observed.csv,0.3254346517396338986964600454,1.327,2.335,0.877,3.217,0.111,6.39,9.875,0.283,7.45,20.542,0.259,0.467,0.048,1.43,11.75,10.32,9.534,2.781,4.021,1.541,7.136,8.805,5.467,0.182,9.05,6.14,7.349,7.56,8.616,23.170,32.727,13.613,1.331,0.285,12.135,60.751,117.311,4.191
+2026-05-21 09:56:28,goldfinch_observed.csv,0.4555021182141613802582288400,1.153,2.351,0.845,4.908,0.692,6.82,6.018,0.384,7.63,25.621,0.25,0.422,0.021,11.85,11.62,11.13,6.569,3.700,0.826,6.573,4.963,1.944,7.982,0.238,8.54,6.81,1.458,7.33,19.661,15.566,26.239,4.892,1.299,0.244,12.24,115.474,226.375,4.572
+2026-05-21 09:56:28,goldfinch_observed.csv,1.082700438634193482262110406,1.331,2.856,0.618,5.452,0.147,6.48,10.029,0.162,6.83,6.87,0.263,0.324,0.039,1.19,11.43,10.83,3.183,9.822,5.015,14.63,5.862,6.095,5.628,0.098,7.87,6.36,3.185,6.7,19.208,42.436,71.722,13.149,1.665,0.298,12.095,98.164,186.691,9.638
+2026-05-21 09:56:29,goldfinch_observed.csv,0.3939527273345049038774331979,1.022,1.622,5.86,6.064,0.157,6.8,14.498,0.446,7.16,27.126,0.085,0.296,0.019,1.38,10.89,10.35,7.189,6.916,9.65,4.181,5.498,1.587,9.41,0.164,8.23,6.33,2.74,7.08,7.011,39.152,76.165,2.139,1.399,0.274,12.013,78.018,147.975,8.062
+2026-05-21 09:56:29,goldfinch_observed.csv,0.4720484582672986580871815556,1.111,2.81,2.861,6.956,0.62,7.6,13.86,0.227,7.55,8.267,0.057,0.246,0.046,1.52,11.56,10.47,11.782,14.736,19.074,10.398,10.276,11.534,9.017,0.153,9.57,7.55,4.621,7.35,11.958,47.505,78.046,16.964,1.336,0.224,12.191,62.001,115.684,8.318
+2026-05-21 09:56:29,goldfinch_observed.csv,0.6671308051000541557697492592,0.915,1.668,3.064,7.768,0.679,7.37,10.73,0.046,7.33,16.603,0.547,0.161,0.02,1.34,11.96,11.39,9.557,9.026,4.919,13.134,11.026,12.784,9.267,0.243,9.76,6.52,2.704,6.72,6.966,35.276,59.77,10.782,1.352,0.253,12.089,58.876,105.06,12.693
+2026-05-21 09:56:30,goldfinch_observed.csv,0.4770671718657718425354982634,1.278,1.739,5.377,2.714,0.758,6.54,9.447,0.297,6.91,18.319,0.51,0.338,0.04,1.61,1.04,10.27,11.592,9.418,6.37,12.467,8.348,2.695,14.0,0.086,9.05,6.37,7.214,7.14,16.878,27.860,52.838,2.881,1.029,0.109,12.297,98.758,190.829,6.687
+2026-05-21 09:56:30,goldfinch_observed.csv,1.318160669948396176310340294,1.238,2.413,1.159,3.185,0.425,6.77,8.139,0.176,6.72,20.204,0.565,0.664,0.019,11.85,11.82,10.44,7.175,17.101,18.046,16.156,8.299,10.454,6.144,0.175,7.72,6.94,6.21,7.18,9.697,6.142,6.353,5.932,0.833,0.321,12.022,53.306,96.901,9.711
+2026-05-21 09:56:30,goldfinch_observed.csv,0.7347258068530221170621960071,0.934,0.767,2.744,7.616,0.493,6.78,15.204,0.141,6.56,16.69,0.33,0.23,0.011,2.15,11.02,11.33,10.056,19.368,19.84,18.897,1.099,1.223,0.975,0.247,9.48,7.8,6.324,7.37,22.264,16.948,23.719,10.176,1.792,0.151,12.237,126.268,237.48,15.055
+2026-05-21 09:56:30,goldfinch_observed.csv,0.4903207555553977909887765218,1.012,2.045,1.979,2.881,0.105,6.66,9.869,0.265,6.63,17.122,0.561,0.272,0.013,1.91,11.21,10.37,7.167,4.517,4.602,4.432,7.370,7.943,6.797,0.015,8.21,6.07,3.976,6.72,16.821,14.507,15.422,13.592,1.201,0.326,12.266,112.956,211.483,14.429
+2026-05-21 09:56:31,goldfinch_observed.csv,0.3518295107538486809893688109,1.349,3.219,3.458,0.605,0.94,7.4,12.078,0.347,6.89,23.257,0.346,0.25,0.003,11.58,1.28,11.47,10.55,13.858,8.893,18.824,9.629,9.677,9.581,0.025,9.51,7.06,2.145,6.93,15.843,7.145,8.643,5.647,1.321,0.214,12.238,107.018,207.525,6.511
+2026-05-21 09:56:31,goldfinch_observed.csv,0.3141932173369890546504144198,1.037,1.616,1.307,1.436,0.192,6.53,14.776,0.273,6.7,21.775,0.448,0.117,0.019,1.72,1.1,10.36,9.583,11.546,9.145,13.946,11.805,9.71,13.9,0.183,7.95,6.16,3.319,7.53,13.099,11.146,14.955,7.337,1.195,0.056,12.157,48.252,84.114,12.391
+2026-05-21 09:56:31,goldfinch_observed.csv,0.2837579729936151860689038656,1.034,2.067,5.709,0.83,0.654,7.09,4.741,0.418,7.52,12.854,0.375,0.023,0.028,11.67,11.09,11.33,3.854,4.832,1.259,8.405,4.355,3.13,5.58,0.102,9.06,7.85,5.209,6.99,22.342,10.914,9.382,12.446,1.485,0.162,12.223,66.746,127.483,6.01
+2026-05-21 09:56:32,goldfinch_observed.csv,0.8671296246839821577132428449,1.0,0.759,3.731,4.677,0.453,6.79,9.461,0.266,6.83,18.821,0.484,0.66,0.044,11.6,1.48,11.24,7.668,2.786,2.945,2.626,6.234,11.228,1.239,0.121,8.85,7.85,1.264,7.57,23.025,27.858,53.193,2.523,1.195,0.27,12.165,81.945,156.645,7.245
+2026-05-21 09:56:32,goldfinch_observed.csv,0.3639145755419765697524516594,1.298,2.979,3.424,6.905,0.836,7.43,14.752,0.262,6.97,16.376,0.46,0.087,0.036,1.53,11.63,11.13,2.72,11.838,14.208,9.467,6.876,3.285,10.466,0.225,7.72,6.31,2.425,7.21,23.523,14.958,20.479,9.437,1.295,0.231,12.228,53.522,91.739,15.306
+2026-05-21 09:56:32,goldfinch_observed.csv,0.2454519912542431218195606989,0.763,2.269,4.165,6.83,0.461,7.2,8.286,0.35,7.59,9.463,0.341,0.497,0.04,1.47,11.41,11.33,10.941,10.911,10.247,11.575,8.033,8.635,7.431,0.196,10.36,8.46,5.806,7.31,16.198,15.000,26.396,3.603,1.24,0.184,12.2,87.138,166.633,7.644
+2026-05-21 09:56:33,goldfinch_observed.csv,0.2210160189631874394300468173,0.909,3.107,1.115,4.837,0.888,7.28,14.118,0.403,7.27,25.927,0.363,0.248,0.029,2.16,11.15,10.87,4.589,0.864,0.752,0.977,10.147,11.171,9.123,0.192,8.33,7.75,4.689,6.98,23.145,43.706,71.696,15.716,1.111,0.109,12.208,88.865,163.215,14.515
+2026-05-21 09:56:33,goldfinch_observed.csv,0.3583930726708280377224768726,1.05,0.361,5.511,5.021,0.761,7.66,14.118,0.06,6.5,20.383,0.556,0.128,0.013,1.95,1.23,10.73,3.592,16.431,19.208,13.654,10.656,9.268,12.043,0.17,8.38,7.25,2.272,6.71,15.835,19.072,22.53,15.613,1.514,0.308,12.075,109.210,214.369,4.05
+2026-05-21 09:56:33,goldfinch_observed.csv,1.970379490960086200990973409,1.13,1.246,4.935,3.254,0.22,7.46,12.958,0.06,7.34,23.286,0.465,0.59,0.031,11.61,11.14,10.37,6.18,3.259,1.79,4.728,4.191,6.334,2.048,0.056,10.19,8.43,5.341,6.67,11.761,6.832,12.3,1.364,1.242,0.135,12.076,82.610,160.634,4.587
+2026-05-21 09:56:34,goldfinch_observed.csv,0.3605367457246037685589000086,1.178,3.321,2.459,4.248,0.619,6.59,15.589,0.38,7.13,14.059,0.166,0.37,0.0,2.36,10.69,10.37,9.077,8.874,5.992,11.757,6.114,3.012,9.215,0.118,7.73,8.16,6.061,7.47,11.585,17.322,29.974,4.671,1.239,0.062,12.168,124.828,234.624,15.033
+2026-05-21 09:56:34,goldfinch_observed.csv,0.9143677019985644644768432778,0.807,0.251,5.184,1.434,0.815,6.86,15.046,0.324,7.02,14.164,0.171,0.682,0.041,1.51,11.4,10.33,7.971,5.528,8.14,2.915,0.695,0.47,0.92,0.119,10.45,6.3,2.155,7.28,6.667,22.666,26.06,19.272,1.693,0.139,12.036,101.980,190.285,13.674
+2026-05-21 09:56:34,goldfinch_observed.csv,0.5937183238698059979471464266,1.068,3.14,4.011,1.029,0.853,6.37,13.052,0.367,7.1,21.582,0.052,0.316,0.038,1.88,11.26,10.48,7.186,0.406,0.357,0.455,2.848,1.933,3.763,0.195,9.91,8.32,4.194,7.56,16.262,14.244,18.733,9.754,0.897,0.332,12.261,82.877,161.168,4.586
+2026-05-21 09:56:34,goldfinch_observed.csv,1.032984915764470206193912948,1.348,3.667,3.714,3.796,0.936,6.81,9.827,0.221,7.63,13.028,0.374,0.446,0.002,2.43,11.52,10.3,5.136,7.426,4.112,10.739,10.366,11.822,8.911,0.003,8.55,7.2,4.936,6.75,6.525,40.265,62.124,18.406,1.649,0.043,12.103,51.254,95.561,6.946
+2026-05-21 09:56:35,goldfinch_observed.csv,0.5919860717814190346568892522,0.973,1.032,0.498,2.457,0.05,6.79,13.982,0.416,7.33,25.398,0.578,0.145,0.017,1.49,11.17,11.5,10.103,11.684,9.537,13.832,10.290,11.076,9.503,0.092,8.29,7.66,1.294,7.03,22.038,38.184,61.171,15.197,1.532,0.107,12.215,80.687,151.637,9.737
+2026-05-21 09:56:35,goldfinch_observed.csv,0.6277019727206077682992035736,0.986,1.882,3.941,0.101,0.524,7.26,15.56,0.415,7.43,21.998,0.538,0.659,0.019,1.24,11.11,11.0,10.964,14.739,19.781,9.697,5.700,3.624,7.775,0.003,9.3,6.21,1.051,7.08,17.286,29.998,47.776,12.221,1.029,0.112,12.164,90.998,170.061,11.936
+2026-05-21 09:56:35,goldfinch_observed.csv,0.4029155207822798527272424392,0.934,0.299,5.569,3.388,0.503,7.66,11.214,0.433,6.95,15.039,0.194,0.26,0.029,11.8,1.42,10.62,6.144,6.868,11.771,1.964,4.378,5.812,2.943,0.073,9.57,7.72,4.317,6.95,6.71,44.348,69.546,19.151,1.672,0.157,12.262,86.870,158.345,15.395
+2026-05-21 09:56:36,goldfinch_observed.csv,0.7318560263868209138688565837,1.317,0.586,3.26,3.418,0.114,7.7,5.9,0.309,7.28,20.443,0.43,0.156,0.01,1.18,11.51,10.38,9.035,11.106,11.117,11.095,8.199,12.18,4.218,0.122,9.88,6.53,7.123,6.9,6.68,16.481,15.453,17.509,1.118,0.245,12.233,77.920,147.877,7.962
+2026-05-21 09:56:36,goldfinch_observed.csv,0.6528823823494115859024378612,0.981,1.243,4.704,6.601,0.251,7.13,14.843,0.168,7.05,15.339,0.504,0.502,0.048,2.29,11.31,10.42,6.981,13.202,6.999,19.404,0.532,0.553,0.512,0.122,9.48,6.04,5.003,7.47,13.16,36.174,59.348,13.001,1.663,0.205,12.237,109.026,205.154,12.897
+2026-05-21 09:56:36,goldfinch_observed.csv,0.4418987598158385560660696240,0.861,3.019,5.803,0.44,0.485,7.74,12.167,0.431,6.89,7.685,0.243,0.091,0.02,2.21,10.52,10.6,3.584,9.164,13.968,4.36,9.281,12.542,6.02,0.191,9.2,7.92,4.145,7.21,16.948,34.154,61.266,7.043,1.442,0.105,12.131,65.035,123.778,6.292
+2026-05-21 09:56:37,goldfinch_observed.csv,0.3910291522697285289656898888,1.289,2.652,5.865,5.484,0.888,7.56,4.891,0.157,7.27,9.448,0.399,0.079,0.045,2.41,10.58,10.55,10.826,12.114,5.104,19.123,9.282,9.529,9.034,0.108,9.13,7.89,6.118,7.45,13.819,11.184,13.484,8.884,1.483,0.183,12.229,66.770,125.031,8.51
+2026-05-21 09:56:37,goldfinch_observed.csv,0.5603229573511105543239909362,0.776,2.897,5.849,5.656,0.59,6.31,13.024,0.294,6.72,20.035,0.063,0.471,0.017,1.99,11.45,10.39,6.618,10.530,7.396,13.665,7.034,3.138,10.931,0.244,8.85,8.09,5.029,6.71,22.907,34.308,62.112,6.503,0.991,0.199,12.144,48.764,93.374,4.153
+2026-05-21 09:56:37,goldfinch_observed.csv,0.9583373940351075202598775548,0.761,2.772,5.994,4.69,0.116,7.03,4.376,0.427,6.75,7.697,0.58,0.372,0.035,11.55,11.6,11.21,9.986,8.988,5.933,12.043,8.896,5.791,12.002,0.053,10.11,7.41,2.912,6.74,17.801,19.654,25.849,13.458,0.807,0.077,12.213,105.093,204.513,5.673
+2026-05-21 09:56:38,goldfinch_observed.csv,0.7078588588813205509482864918,1.114,1.909,2.633,7.919,0.934,7.54,8.458,0.081,7.2,16.294,0.207,0.38,0.028,1.33,10.94,11.25,8.218,3.966,1.325,6.607,5.789,6.093,5.485,0.073,7.74,6.89,1.038,6.66,6.392,35.376,64.395,6.358,1.448,0.141,12.016,65.651,123.598,7.704
+2026-05-21 09:56:38,goldfinch_observed.csv,0.5169175116764285010778843580,1.254,2.67,5.499,4.298,0.856,7.53,9.811,0.406,6.71,13.267,0.435,0.03,0.018,1.83,11.88,11.22,9.672,7.493,12.989,1.997,8.522,3.973,13.072,0.026,10.19,7.04,1.495,7.3,11.267,19.327,24.582,14.072,1.098,0.04,12.014,57.194,109.499,4.888
+2026-05-21 09:56:38,goldfinch_observed.csv,2.169955059883013082518872234,1.167,3.768,3.839,5.859,0.619,7.23,13.782,0.017,7.34,26.548,0.236,0.03,0.038,11.75,1.41,10.54,4.885,8.675,13.762,3.588,4.212,7.202,1.221,0.019,9.79,7.83,1.843,7.05,19.317,27.610,44.858,10.362,0.972,0.171,12.186,83.944,158.396,9.491
+2026-05-21 09:56:38,goldfinch_observed.csv,0.3480013731981703005998436079,1.046,2.797,0.246,5.213,0.668,6.73,13.746,0.208,6.56,13.925,0.142,0.433,0.038,1.52,11.21,10.76,4.989,4.325,0.379,8.271,10.238,13.436,7.041,0.201,8.37,7.36,1.917,7.5,18.869,18.762,26.19,11.333,1.163,0.328,12.248,124.614,239.949,9.278
+2026-05-21 09:56:39,goldfinch_observed.csv,1.123166617923053273070326853,1.141,2.181,5.076,3.371,0.667,6.41,6.664,0.091,7.43,23.943,0.162,0.095,0.001,2.07,11.81,10.54,9.869,9.749,10.624,8.874,5.984,6.898,5.071,0.071,10.05,8.3,3.109,7.57,15.998,25.908,42.711,9.105,1.279,0.105,12.233,107.719,199.501,15.937
+2026-05-21 09:56:39,goldfinch_observed.csv,4.780744141978295058710746323,1.322,1.866,2.553,0.541,0.858,6.58,5.382,0.103,7.03,10.156,0.551,0.743,0.02,11.63,11.16,11.28,9.881,2.084,2.137,2.030,0.610,0.555,0.666,0.249,8.25,6.5,4.562,6.84,8.313,23.842,33.476,14.208,1.604,0.254,12.059,55.577,106.626,4.528
+2026-05-21 09:56:39,goldfinch_observed.csv,0.3538231357941725734029251408,1.188,2.436,1.229,0.386,0.58,6.37,4.29,0.256,6.56,13.122,0.446,0.296,0.036,1.81,10.81,11.18,9.928,13.021,16.145,9.897,9.431,10.489,8.373,0.101,8.53,8.36,7.477,6.77,21.379,29.179,42.818,15.54,1.325,0.095,12.038,111.240,212.295,10.186
+2026-05-21 09:56:40,goldfinch_observed.csv,1.173038018236338866274619595,0.818,1.709,4.141,4.711,0.801,6.88,5.957,0.357,7.26,25.327,0.105,0.356,0.027,1.99,1.28,11.24,2.696,4.370,3.381,5.359,12.764,11.528,14.000,0.119,8.3,7.53,6.106,7.28,8.72,33.804,65.741,1.867,1.579,0.131,12.086,44.646,81.595,7.696
+2026-05-21 09:56:40,goldfinch_observed.csv,0.6751745078280246452052568878,1.102,2.118,2.227,7.552,0.49,6.27,3.465,0.282,7.63,11.239,0.49,0.15,0.004,11.74,10.69,11.26,9.239,15.300,16.447,14.153,8.135,7.778,8.492,0.083,9.67,6.94,1.197,7.5,14.452,27.504,46.561,8.447,1.665,0.321,12.06,77.320,149.051,5.588
+2026-05-21 09:56:40,goldfinch_observed.csv,0.4925710444307820262320046356,1.044,2.121,5.216,3.894,0.287,7.57,4.931,0.281,6.64,15.684,0.562,0.525,0.036,1.5,11.66,10.99,7.773,10.672,7.565,13.779,6.580,7.437,5.723,0.234,8.64,6.95,1.795,7.21,7.253,22.698,42.045,3.352,1.357,0.193,12.234,87.520,168.165,6.876
+2026-05-21 09:56:41,goldfinch_observed.csv,0.9352074204385957269059159829,1.251,1.604,0.481,5.816,0.929,7.13,12.688,0.234,6.77,17.376,0.551,0.394,0.002,2.47,1.38,11.26,3.243,6.040,3.204,8.875,7.952,3.17,12.733,0.196,7.56,7.52,1.893,7.21,19.626,39.154,75.405,2.904,1.461,0.216,12.1,60.765,106.462,15.068
+2026-05-21 09:56:41,goldfinch_observed.csv,1.031831971645625255635124921,0.752,3.427,1.119,3.246,0.734,6.47,10.105,0.44,6.93,8.858,0.097,0.192,0.04,11.88,11.75,10.5,5.633,2.614,1.743,3.486,4.294,4.331,4.256,0.044,7.62,8.0,7.978,6.82,15.336,18.822,33.896,3.748,1.481,0.25,12.112,79.504,149.51,9.497
+2026-05-21 09:56:41,goldfinch_observed.csv,0.4276222425698442714295012690,0.782,1.385,5.19,4.523,0.597,7.3,15.035,0.251,7.29,21.193,0.165,0.696,0.003,1.55,11.91,11.2,10.969,18.478,17.907,19.048,5.392,4.798,5.986,0.242,8.78,6.54,2.813,7.58,8.269,39.682,66.946,12.417,1.439,0.026,12.154,78.156,143.456,12.856
+2026-05-21 09:56:42,goldfinch_observed.csv,0.4286913019423652142122663001,1.121,1.179,0.833,4.168,0.213,7.75,3.28,0.163,6.71,21.596,0.474,0.341,0.04,11.68,1.2,10.28,2.066,14.548,12.526,16.57,2.785,3.416,2.154,0.125,8.51,7.98,5.357,6.87,15.695,17.095,16.081,18.109,1.373,0.153,12.257,124.188,234.14,14.236
+2026-05-21 09:56:42,goldfinch_observed.csv,0.3949791050019491202767862413,0.805,0.936,5.263,2.072,0.33,6.9,15.615,0.412,6.81,27.785,0.508,0.5,0.043,11.97,10.71,11.04,4.667,17.376,15.245,19.506,7.708,13.426,1.989,0.24,9.42,7.21,2.665,6.81,8.158,14.384,11.887,16.881,1.054,0.305,12.016,116.468,225.068,7.868
+2026-05-21 09:56:42,goldfinch_observed.csv,1.498626581352133699313507576,0.846,3.444,2.288,0.678,0.035,6.96,8.214,0.219,7.51,17.175,0.082,0.692,0.002,1.73,1.14,11.45,3.798,7.522,10.277,4.766,9.021,4.104,13.938,0.002,10.22,7.98,6.857,7.25,21.697,33.974,66.349,1.598,1.737,0.223,12.187,81.441,156.227,6.655
+2026-05-21 09:56:42,goldfinch_observed.csv,1.174491642750609911567531270,1.022,1.046,3.311,3.388,0.299,6.76,7.592,0.351,6.87,13.887,0.444,0.587,0.021,11.53,10.91,10.67,9.006,1.782,2.368,1.196,4.380,6.295,2.465,0.004,9.21,7.88,6.677,7.0,19.06,16.684,14.881,18.486,1.136,0.202,12.146,118.368,222.185,14.552
+2026-05-21 09:56:43,goldfinch_observed.csv,0.6744387454803114068973357842,0.84,0.534,4.794,6.432,0.467,7.15,12.854,0.179,7.39,23.297,0.19,0.229,0.045,11.64,11.38,10.84,9.978,13.375,15.175,11.575,8.760,9.917,7.604,0.085,7.94,7.18,6.604,7.5,16.64,32.463,56.928,7.998,1.357,0.108,12.144,97.622,179.98,15.264
+2026-05-21 09:56:43,goldfinch_observed.csv,0.9736395824808634028290250664,1.205,2.545,0.604,3.699,0.91,6.94,10.716,0.314,7.2,6.476,0.455,0.617,0.012,11.9,1.45,11.03,9.074,7.707,10.312,5.102,7.736,11.257,4.214,0.153,7.76,6.75,5.68,7.04,18.51,27.409,36.289,18.529,1.235,0.297,12.028,89.779,165.727,13.831
+2026-05-21 09:56:43,goldfinch_observed.csv,0.3214845830036418712339447715,1.079,1.285,0.402,5.403,0.466,6.46,10.081,0.029,7.55,18.139,0.487,0.663,0.037,1.35,10.95,11.49,8.756,11.464,5.277,17.651,12.614,13.531,11.697,0.003,10.08,8.06,5.425,7.27,7.163,4.792,8.393,1.191,1.13,0.13,12.064,106.507,205.808,7.206
+2026-05-21 09:56:44,goldfinch_observed.csv,0.9367797174776103847485100712,0.914,2.783,1.192,5.415,0.367,7.07,8.559,0.01,6.71,13.454,0.114,0.681,0.034,2.11,1.0,10.83,6.219,15.376,17.226,13.525,12.632,11.308,13.956,0.03,9.99,8.36,2.856,7.01,9.426,34.178,55.948,12.407,0.997,0.197,12.25,53.372,101.784,4.959
+2026-05-21 09:56:44,goldfinch_observed.csv,1.070009819433647923251929515,0.846,1.875,0.379,3.106,0.451,6.65,12.894,0.186,6.86,8.099,0.336,0.56,0.032,11.5,10.95,10.91,6.937,10.307,1.277,19.337,4.732,7.871,1.592,0.124,8.85,7.88,2.777,7.35,15.163,29.998,48.387,11.61,0.915,0.312,12.056,116.238,218.597,13.878
+2026-05-21 09:56:44,goldfinch_observed.csv,2.026042418404392646557878450,1.243,2.47,2.248,1.968,0.618,7.2,8.891,0.432,6.79,27.387,0.519,0.333,0.041,1.82,1.25,10.63,2.748,13.874,13.129,14.619,6.958,3.191,10.724,0.236,8.2,7.23,3.954,6.8,19.033,31.562,53.104,10.02,1.74,0.281,12.3,118.061,224.241,11.881
+2026-05-21 09:56:45,goldfinch_observed.csv,0.4347006712650279475359451351,1.19,3.316,4.7,6.899,0.58,7.57,11.107,0.104,6.71,7.622,0.446,0.341,0.038,1.41,11.67,11.45,4.515,8.740,12.806,4.673,8.522,5.948,11.095,0.171,9.32,7.0,7.497,6.96,7.708,22.336,28.757,15.915,1.118,0.269,12.074,71.352,137.973,4.731
+2026-05-21 09:56:45,goldfinch_observed.csv,36.42735563909159138697705918,1.07,3.159,2.028,2.941,0.572,6.49,15.185,0.439,7.48,12.238,0.058,0.047,0.011,2.37,11.14,10.79,7.285,16.810,19.326,14.294,4.753,4.875,4.631,0.21,10.16,7.16,4.256,6.98,23.747,31.466,62.271,0.66,1.598,0.014,12.276,63.871,112.6,15.142
+2026-05-21 09:56:45,goldfinch_observed.csv,1.445936902560471326151560348,1.32,3.212,5.378,1.912,0.604,7.49,7.163,0.445,7.52,14.578,0.232,0.167,0.025,2.11,1.07,11.28,8.905,16.040,15.285,16.795,5.983,6.025,5.941,0.017,9.82,7.05,7.359,6.66,9.257,17.794,21.276,14.311,0.85,0.265,12.038,98.204,182.863,13.544
+2026-05-21 09:56:46,goldfinch_observed.csv,0.5676449640317426068632130454,1.178,1.378,3.745,6.28,0.891,6.53,3.593,0.247,7.42,26.372,0.152,0.462,0.048,1.25,1.41,11.29,11.904,6.960,6.774,7.146,9.194,10.268,8.119,0.083,9.03,7.8,7.015,7.17,19.525,6.182,8.541,3.824,0.954,0.207,12.126,98.916,192.617,5.216
+2026-05-21 09:56:46,goldfinch_observed.csv,0.4352193738662576125714120736,1.24,2.073,1.42,6.746,0.653,6.96,4.666,0.233,7.2,24.02,0.077,0.647,0.022,1.14,11.65,11.39,7.189,11.796,11.338,12.253,10.956,11.082,10.83,0.2,9.45,7.91,6.065,7.58,9.156,12.135,12.076,12.194,1.106,0.222,12.132,80.168,150.506,9.831
+2026-05-21 09:56:46,goldfinch_observed.csv,0.3145267251330190989458234120,1.064,1.756,1.719,0.624,0.383,6.6,8.644,0.33,7.46,27.207,0.169,0.149,0.005,11.91,1.17,11.29,11.083,17.753,16.295,19.211,4.526,8.2,0.851,0.032,9.03,6.51,5.511,6.87,9.828,25.915,38.533,13.297,1.589,0.03,12.241,82.342,153.504,11.181
+2026-05-21 09:56:46,goldfinch_observed.csv,0.4871532823472481394729322538,1.296,2.403,5.509,7.699,0.541,6.88,8.701,0.089,7.25,6.166,0.485,0.595,0.013,1.08,1.08,11.3,9.9,19.001,18.228,19.774,8.200,3.071,13.328,0.205,10.19,6.57,3.109,7.51,11.116,10.352,20.294,0.411,1.337,0.088,12.287,114.330,220.413,8.248
+2026-05-21 09:56:47,goldfinch_observed.csv,0.6308733129748605692637119434,1.241,3.677,1.201,5.4,0.159,6.75,11.221,0.063,6.56,13.331,0.093,0.032,0.036,1.87,11.62,10.96,8.798,4.772,5.63,3.914,10.634,8.794,12.475,0.207,9.43,6.81,6.267,7.16,9.722,31.137,48.179,14.095,1.79,0.091,12.005,120.226,231.209,9.242
+2026-05-21 09:56:47,goldfinch_observed.csv,0.7509618266042353145529610671,1.35,3.807,4.393,0.703,0.338,7.63,14.231,0.362,6.96,11.4,0.218,0.502,0.004,1.33,10.77,11.28,8.703,6.344,5.538,7.151,3.140,5.589,0.691,0.205,8.0,6.56,6.928,6.78,10.926,35.426,68.396,2.456,1.6,0.087,12.165,102.989,200.492,5.486
+2026-05-21 09:56:47,goldfinch_observed.csv,2.308968480928632884408123921,1.349,2.321,3.066,0.862,0.051,6.31,11.746,0.084,6.95,13.975,0.109,0.101,0.029,1.05,10.99,11.43,7.529,8.768,4.4,13.136,5.894,10.238,1.551,0.084,9.81,6.3,3.615,6.66,14.265,29.480,56.818,2.143,0.953,0.245,12.043,102.294,199.959,4.63
+2026-05-21 09:56:48,goldfinch_observed.csv,1.208533257475599534922136937,0.932,3.302,0.43,5.856,0.237,7.09,12.291,0.215,6.76,24.615,0.273,0.112,0.006,11.5,11.2,11.12,3.448,13.399,19.433,7.365,11.594,9.256,13.933,0.001,7.72,8.28,2.688,6.73,13.857,10.882,14.508,7.257,1.779,0.145,12.261,96.488,181.348,11.627
+2026-05-21 09:56:48,goldfinch_observed.csv,0.4455395459054620989495982086,0.798,3.732,1.687,3.536,0.229,6.67,14.024,0.075,7.47,9.23,0.114,0.334,0.028,2.24,10.78,10.95,4.461,16.622,15.572,17.673,11.138,12.838,9.437,0.11,8.52,8.41,7.225,7.0,8.318,19.057,26.519,11.595,1.769,0.079,12.296,106.390,206.999,5.78
+2026-05-21 09:56:48,goldfinch_observed.csv,1.270924866596877167942312969,1.027,3.58,4.208,6.653,0.502,6.88,12.889,0.048,6.65,9.304,0.352,0.317,0.029,11.56,10.96,10.36,2.659,9.190,17.087,1.294,9.611,12.309,6.913,0.166,8.33,6.19,1.178,6.96,10.244,7.422,10.715,4.13,1.335,0.13,12.039,63.224,115.886,10.561
+2026-05-21 09:56:49,goldfinch_observed.csv,0.3147888830574736543237163748,1.112,2.841,4.399,4.015,0.397,7.02,11.784,0.297,7.13,17.063,0.289,0.12,0.017,1.81,11.56,11.09,6.938,14.284,12.672,15.896,10.512,11.674,9.349,0.207,9.86,7.74,5.187,6.83,9.218,19.576,27.134,12.017,1.272,0.325,12.016,70.996,134.75,7.241
+2026-05-21 09:56:49,goldfinch_observed.csv,1.129190917584861819360822456,1.105,2.046,4.984,4.862,0.516,7.15,7.353,0.064,6.51,27.498,0.283,0.1,0.018,1.14,10.52,10.85,8.41,8.292,3.304,13.281,7.794,3.377,12.212,0.188,8.64,8.12,2.18,7.48,16.434,39.986,62.452,17.521,1.133,0.216,12.147,84.875,159.182,10.568
+2026-05-21 09:56:49,goldfinch_observed.csv,0.3044541836014097757676007493,1.08,1.075,0.96,2.429,0.588,6.33,7.473,0.395,7.57,25.096,0.437,0.661,0.012,11.93,11.38,11.12,2.34,11.678,11.874,11.482,5.658,9.153,2.162,0.201,9.06,6.45,4.431,6.63,23.379,13.236,13.591,12.881,1.084,0.009,12.126,97.674,182.465,12.884
+2026-05-21 09:56:50,goldfinch_observed.csv,2.685358547203041906673618231,0.974,3.147,5.826,6.14,0.876,7.06,9.07,0.134,7.55,27.231,0.29,0.635,0.018,1.26,11.13,10.99,11.641,10.610,4.96,16.259,4.046,6.782,1.31,0.034,8.71,6.87,4.02,6.8,8.647,27.894,40.871,14.916,1.756,0.264,12.011,83.218,151.798,14.638
+2026-05-21 09:56:50,goldfinch_observed.csv,0.3332257582102993976728916461,0.961,2.068,4.791,6.529,0.715,7.68,6.958,0.34,7.58,15.217,0.577,0.254,0.02,1.52,11.4,10.84,3.762,7.243,3.002,11.484,7.324,9.37,5.277,0.026,8.08,6.36,6.915,7.49,14.753,32.018,57.861,6.176,1.173,0.155,12.13,88.484,170.304,6.665
+2026-05-21 09:56:50,goldfinch_observed.csv,0.4131838312005161589413167570,1.207,0.98,0.92,0.205,0.769,6.81,4.616,0.365,7.14,21.85,0.07,0.194,0.05,11.59,1.08,11.45,7.982,14.521,16.324,12.718,9.268,8.324,10.211,0.207,9.88,6.21,3.217,7.34,11.071,33.338,61.098,5.579,1.476,0.092,12.067,59.868,111.905,7.83
+2026-05-21 09:56:50,goldfinch_observed.csv,0.4983154619943783378039245954,0.879,0.965,3.892,7.832,0.563,6.97,11.705,0.371,7.37,7.29,0.541,0.099,0.022,1.53,11.38,11.03,3.034,14.230,15.917,12.543,6.604,11.425,1.784,0.07,7.54,7.38,3.844,7.1,7.438,17.810,33.844,1.776,1.404,0.14,12.237,57.693,103.835,11.551
+2026-05-21 09:56:51,goldfinch_observed.csv,1.437654819136824047009401607,1.111,2.789,5.566,7.146,0.307,6.73,4.149,0.169,7.45,19.271,0.205,0.339,0.04,2.24,1.49,10.36,5.86,15.997,14.532,17.462,9.938,7.708,12.169,0.204,8.87,6.79,1.793,7.16,14.38,21.180,25.586,16.774,0.899,0.232,12.052,66.718,118.308,15.128
+2026-05-21 09:56:51,goldfinch_observed.csv,0.8858530598555843477426500313,1.08,2.306,4.225,5.087,0.785,6.85,5.177,0.317,7.61,15.128,0.121,0.55,0.015,1.82,1.27,10.92,11.33,7.462,10.005,4.918,2.923,2.659,3.187,0.071,9.3,7.83,3.243,6.64,13.984,30.672,57.602,3.742,1.599,0.201,12.008,54.868,104.531,5.204
+2026-05-21 09:56:51,goldfinch_observed.csv,1.087482901087111459196609244,0.892,1.509,3.181,4.677,0.788,6.51,10.01,0.399,6.87,27.646,0.314,0.014,0.023,1.34,1.2,10.86,4.163,14.621,15.15,14.092,7.781,2.822,12.74,0.107,8.53,7.2,4.228,6.79,20.221,25.184,33.63,16.738,1.648,0.254,12.065,62.597,112.232,12.962
+2026-05-21 09:56:52,goldfinch_observed.csv,0.5319904895589141726264395378,0.807,3.855,3.511,1.775,0.437,7.71,10.641,0.306,6.89,10.271,0.269,0.537,0.005,1.71,11.6,11.5,6.858,12.105,15.386,8.824,11.746,12.186,11.306,0.039,8.46,6.01,3.77,6.81,11.597,33.818,47.943,19.694,1.429,0.21,12.119,48.884,89.729,8.038
+2026-05-21 09:56:52,goldfinch_observed.csv,0.5585240066006175793807835926,0.86,3.031,1.438,0.697,0.131,6.71,8.634,0.406,7.15,15.956,0.128,0.545,0.023,2.22,11.86,10.57,7.396,15.468,17.39,13.546,3.734,6.122,1.347,0.167,9.87,6.76,1.826,6.95,8.262,48.361,78.52,18.202,1.743,0.067,12.258,54.910,103.354,6.466
+2026-05-21 09:56:52,goldfinch_observed.csv,0.5594860005751078621250954736,1.048,1.228,2.433,5.578,0.592,7.53,3.86,0.144,6.54,13.62,0.243,0.684,0.018,1.26,10.82,10.46,9.887,4.414,4.357,4.472,9.646,13.777,5.515,0.224,9.69,6.15,1.986,6.83,22.602,20.234,29.431,11.038,1.292,0.044,12.175,95.214,179.014,11.414
+2026-05-21 09:56:53,goldfinch_observed.csv,0.7417840171065405506276151264,1.023,3.247,0.952,3.481,0.525,6.62,15.094,0.262,6.94,27.999,0.126,0.041,0.014,1.8,1.38,11.49,11.231,5.748,6.867,4.629,3.106,1.005,5.206,0.154,8.28,6.55,6.19,7.42,22.263,46.024,72.879,19.169,0.936,0.049,12.092,71.808,127.926,15.689
+2026-05-21 09:56:53,goldfinch_observed.csv,1.106853720786746073188892646,1.317,1.022,2.244,5.964,0.588,7.3,14.506,0.298,7.11,8.076,0.342,0.579,0.012,1.77,1.32,10.93,9.191,15.312,16.098,14.525,4.758,6.391,3.125,0.001,8.47,8.24,5.142,6.65,20.416,12.186,10.938,13.434,1.725,0.206,12.067,82.847,157.581,8.113
+2026-05-21 09:56:53,goldfinch_observed.csv,1.141701797487006004274359747,0.954,2.034,4.456,5.396,0.046,6.35,14.843,0.01,7.62,13.891,0.427,0.746,0.039,1.5,1.17,11.27,9.194,6.524,11.277,1.77,2.534,2.999,2.069,0.052,8.22,6.89,2.973,6.77,18.04,32.582,60.579,4.584,1.584,0.145,12.192,80.100,146.579,13.62
+2026-05-21 09:56:54,goldfinch_observed.csv,0.5548785996894944100989674100,0.809,1.423,4.04,6.104,0.013,6.55,7.292,0.391,7.07,21.677,0.352,0.394,0.031,1.11,10.56,10.71,4.987,17.086,18.686,15.486,9.076,8.25,9.903,0.013,8.1,6.43,1.479,6.89,10.797,33.925,55.109,12.741,0.945,0.29,12.064,114.548,224.559,4.537
+2026-05-21 09:56:54,goldfinch_observed.csv,0.4368119811863257857092294536,1.338,3.302,3.39,3.301,0.052,6.79,12.259,0.33,7.45,20.505,0.371,0.297,0.032,1.55,10.78,11.23,7.162,8.198,10.817,5.58,4.320,3.713,4.926,0.044,9.46,6.1,2.021,7.33,17.535,37.268,66.082,8.453,1.283,0.189,12.126,120.281,226.42,14.142
+2026-05-21 09:56:54,goldfinch_observed.csv,0.6934579752507375414376947574,1.293,1.721,2.967,3.965,0.447,7.64,4.745,0.446,7.64,9.13,0.45,0.135,0.006,1.62,1.35,11.27,8.747,17.580,18.5,16.661,3.937,3.137,4.737,0.083,7.67,7.48,5.779,7.36,21.016,14.985,14.715,15.255,0.993,0.135,12.073,111.928,214.545,9.311
+2026-05-21 09:56:54,goldfinch_observed.csv,0.3983641916905894350724126727,1.126,1.362,1.608,3.86,0.186,6.51,8.4,0.235,6.66,26.364,0.58,0.501,0.009,1.7,11.52,10.51,7.565,11.818,18.217,5.418,7.796,1.708,13.885,0.079,10.3,8.35,6.523,7.48,8.34,6.354,3.84,8.867,1.212,0.01,12.001,123.326,238.312,8.341
+2026-05-21 09:56:55,goldfinch_observed.csv,3.107511188366112181286835416,0.86,1.712,1.963,5.365,0.843,6.43,4.419,0.398,7.14,20.033,0.231,0.496,0.045,11.8,10.85,11.38,10.2,9.460,1.22,17.701,4.174,1.828,6.519,0.031,8.91,8.16,3.932,7.36,22.861,24.334,31.075,17.593,1.789,0.023,12.168,52.383,95.846,8.92
+2026-05-21 09:56:55,goldfinch_observed.csv,0.8694500081817516766813561924,0.814,2.992,0.25,0.615,0.534,6.47,9.833,0.188,6.76,16.686,0.443,0.418,0.038,1.9,11.86,10.68,10.764,3.306,3.519,3.093,5.884,9.49,2.278,0.129,9.95,6.45,5.941,7.18,14.625,29.210,51.16,7.261,1.406,0.021,12.288,48.750,82.412,15.089
+2026-05-21 09:56:55,goldfinch_observed.csv,0.4754391143352202125515043790,0.86,2.542,4.649,6.893,0.745,6.57,15.851,0.098,7.58,21.555,0.409,0.496,0.012,2.04,10.51,10.68,7.54,17.718,19.913,15.523,8.264,5.689,10.84,0.061,7.6,8.3,6.857,7.36,14.742,41.964,78.166,5.761,1.474,0.293,12.127,118.870,227.806,9.934
+2026-05-21 09:56:56,goldfinch_observed.csv,0.3839909088287121788157612054,0.885,0.751,5.299,0.189,0.201,7.55,15.167,0.43,6.96,27.49,0.129,0.668,0.028,1.72,11.31,11.46,11.53,17.156,19.045,15.268,1.512,1.403,1.621,0.246,9.97,7.87,2.725,7.15,8.779,41.284,65.93,16.638,1.385,0.131,12.167,85.329,158.602,12.056
+2026-05-21 09:56:56,goldfinch_observed.csv,1.501833081001964698802377899,1.094,1.041,0.328,7.84,0.053,6.97,5.57,0.053,6.75,20.724,0.409,0.695,0.013,2.09,1.28,10.43,6.588,9.928,5.362,14.493,10.081,7.524,12.638,0.175,7.85,7.5,7.37,6.88,8.869,37.828,59.319,16.336,1.689,0.133,12.005,114.413,220.019,8.807
+2026-05-21 09:56:56,goldfinch_observed.csv,0.3010147381067324837486771707,1.319,2.301,0.407,4.79,0.628,7.14,5.569,0.255,6.87,10.28,0.344,0.063,0.031,2.25,10.78,10.52,5.63,6.131,3.371,8.891,11.742,9.57,13.914,0.126,8.72,7.37,0.993,6.83,20.255,25.096,36.591,13.602,1.372,0.178,12.115,64.024,122.15,5.898
+2026-05-21 09:56:57,goldfinch_observed.csv,0.4531654546917223574189455415,1.153,0.497,5.187,3.384,0.542,6.28,10.274,0.369,6.61,8.721,0.055,0.239,0.032,11.52,10.89,10.72,8.887,1.010,0.980,1.039,6.264,6.836,5.691,0.131,7.64,6.36,2.06,7.33,10.785,15.388,29.928,0.848,1.537,0.317,12.089,47.404,81.276,13.532
+2026-05-21 09:56:57,goldfinch_observed.csv,0.6679076832133252881358562327,1.159,1.578,2.458,2.981,0.401,6.69,8.212,0.03,7.35,19.907,0.119,0.045,0.009,1.71,11.81,11.49,8.306,5.336,7.215,3.458,10.551,7.941,13.161,0.116,8.29,6.15,7.681,7.14,19.902,27.686,40.029,15.344,1.746,0.19,12.23,64.796,120.076,9.515
+2026-05-21 09:56:57,goldfinch_observed.csv,0.2384905151050558500714295886,1.321,3.176,0.629,0.227,0.932,6.72,4.887,0.346,7.53,25.373,0.256,0.317,0.01,11.57,11.84,11.44,4.46,11.106,13.09,9.121,1.657,0.611,2.703,0.028,8.51,6.99,6.597,7.58,7.05,16.564,27.761,5.366,1.162,0.222,12.195,64.866,122.302,7.43
+2026-05-21 09:56:58,goldfinch_observed.csv,0.8841359939930240634281721870,1.032,1.639,5.272,5.268,0.788,7.71,7.351,0.054,7.24,27.85,0.448,0.029,0.011,1.43,11.49,11.1,6.983,16.120,12.601,19.64,3.433,5.169,1.697,0.019,8.96,8.31,7.263,7.21,13.599,25.017,42.582,7.452,1.311,0.236,12.119,60.335,109.473,11.197
+2026-05-21 09:56:58,goldfinch_observed.csv,0.4286376394076975781738887722,0.934,0.567,1.056,7.786,0.246,7.62,7.524,0.4,7.29,20.443,0.275,0.721,0.028,11.61,10.73,10.97,4.089,14.726,13.001,16.450,7.866,7.952,7.779,0.089,10.22,7.9,7.741,6.77,10.481,26.825,45.269,8.381,1.361,0.153,12.192,78.478,146.362,10.594
+2026-05-21 09:56:58,goldfinch_observed.csv,0.4469736771415441252025846795,1.304,3.198,1.03,3.148,0.897,7.05,14.565,0.074,7.36,10.298,0.345,0.049,0.006,1.18,11.45,11.39,3.423,18.350,19.157,17.543,3.014,4.03,1.998,0.021,8.04,6.56,0.999,7.58,13.75,11.832,18.214,5.449,1.384,0.339,12.035,104.517,195.538,13.496
+2026-05-21 09:56:58,goldfinch_observed.csv,0.7170482255984992506988755087,0.87,1.408,3.594,7.371,0.321,6.46,12.58,0.376,6.68,8.938,0.292,0.45,0.035,11.94,11.52,10.59,10.115,13.662,16.403,10.921,5.790,9.654,1.926,0.04,9.05,7.98,5.999,7.58,16.835,38.003,65.487,10.519,1.622,0.348,12.043,54.188,103.889,4.488
+2026-05-21 09:56:59,goldfinch_observed.csv,1.245407882257221995209538462,1.126,1.665,3.069,0.065,0.538,6.28,14.25,0.035,7.16,19.53,0.183,0.72,0.025,11.98,11.89,10.8,8.222,4.836,8.306,1.366,3.750,2.234,5.266,0.012,8.93,8.1,4.858,7.03,7.879,9.775,3.038,16.512,1.23,0.103,12.266,44.404,82.527,6.281
+2026-05-21 09:56:59,goldfinch_observed.csv,0.4583121909639863291410845331,1.084,3.246,5.288,3.457,0.17,6.45,11.254,0.099,6.61,6.365,0.396,0.222,0.002,1.29,11.47,10.98,2.187,12.444,11.028,13.860,6.021,1.204,10.838,0.128,10.12,7.2,1.448,6.85,10.728,37.772,60.215,15.33,1.565,0.337,12.196,71.384,127.465,15.302
+2026-05-21 09:56:59,goldfinch_observed.csv,0.5065965735538477930254782508,0.983,1.588,3.102,0.122,0.386,6.31,14.545,0.357,7.23,6.119,0.564,0.742,0.033,2.45,11.73,11.48,2.457,4.530,4.451,4.608,7.212,7.852,6.573,0.205,8.43,7.2,3.265,7.51,18.795,3.400,5.689,1.112,1.263,0.325,12.097,124.974,234.683,15.265
+2026-05-21 09:57:00,goldfinch_observed.csv,0.2936684819623150248013985062,1.171,1.639,1.014,5.365,0.574,7.47,13.271,0.159,7.58,9.415,0.241,0.596,0.038,1.5,10.94,10.37,7.647,12.434,9.625,15.244,11.000,10.121,11.879,0.171,9.63,7.02,7.459,6.86,12.672,33.976,51.502,16.451,1.257,0.008,12.071,115.202,217.123,13.28
+2026-05-21 09:57:00,goldfinch_observed.csv,1.674141380846847551458126051,0.796,1.614,3.816,6.486,0.581,6.74,4.131,0.075,7.22,27.35,0.522,0.243,0.002,2.33,10.81,11.26,7.312,18.768,17.535,20.000,10.088,13.36,6.815,0.231,9.14,6.14,5.418,7.21,14.813,30.418,60.417,0.418,1.798,0.194,12.263,104.152,193.365,14.94
+2026-05-21 09:57:00,goldfinch_observed.csv,0.4323799536089133294037778887,1.043,0.457,2.357,4.675,0.642,6.41,3.155,0.383,6.79,7.028,0.122,0.552,0.015,11.83,1.34,11.01,8.495,11.848,4.952,18.744,7.044,3.08,11.008,0.204,7.93,7.1,0.994,6.6,9.616,6.920,8.568,5.272,1.163,0.245,12.204,117.628,229.729,5.527
+2026-05-21 09:57:01,goldfinch_observed.csv,0.6888737574410644329909552629,1.082,1.696,4.85,3.474,0.578,7.17,10.941,0.151,6.89,14.395,0.063,0.542,0.042,1.25,11.8,10.37,7.801,13.324,8.433,18.216,5.090,7.33,2.849,0.101,7.63,7.02,2.502,7.55,18.765,42.857,68.162,17.552,1.278,0.304,12.015,59.254,105.044,13.463
+2026-05-21 09:57:01,goldfinch_observed.csv,0.6621462958265512403195744456,0.964,3.236,2.538,1.75,0.283,6.36,4.218,0.122,6.88,27.006,0.058,0.732,0.005,2.11,1.17,11.5,2.741,18.006,16.175,19.836,9.035,11.502,6.568,0.114,9.51,6.49,2.616,7.5,20.916,19.728,37.329,2.127,1.343,0.004,12.251,95.998,180.764,11.232
+2026-05-21 09:57:01,goldfinch_observed.csv,1.213319446279597339729847495,0.917,2.625,5.068,3.375,0.0,6.48,14.921,0.386,7.05,25.164,0.137,0.59,0.008,11.69,11.29,11.21,10.087,11.132,13.654,8.61,8.766,9.86,7.671,0.209,10.25,6.91,7.244,6.65,11.299,44.824,79.28,10.369,1.6,0.141,12.273,83.265,151.014,15.516
+2026-05-21 09:57:02,goldfinch_observed.csv,1.113261217387806038693714675,1.321,3.231,0.738,4.357,0.107,7.48,15.564,0.022,7.1,25.403,0.41,0.0,0.033,11.72,11.61,11.2,4.386,3.370,5.361,1.379,13.770,14.000,13.540,0.016,9.69,7.62,4.013,7.32,15.512,20.119,22.011,18.227,1.176,0.071,12.003,114.426,214.621,14.231
+2026-05-21 09:57:02,goldfinch_observed.csv,1.545578740015558243051479490,1.064,3.374,4.535,5.336,0.512,6.34,7.032,0.11,7.1,24.795,0.549,0.117,0.019,11.54,1.31,11.29,7.808,14.720,14.361,15.08,7.541,1.3,13.782,0.084,8.18,7.24,5.515,7.07,10.843,18.816,35.344,2.288,0.907,0.177,12.104,110.410,215.022,5.798
+2026-05-21 09:57:02,goldfinch_observed.csv,1.232901949163586693013741842,1.14,1.008,5.287,7.368,0.292,6.56,3.189,0.097,7.54,11.375,0.246,0.628,0.011,11.66,11.5,10.63,6.253,2.664,2.422,2.906,11.152,9.919,12.385,0.221,10.09,6.47,4.518,6.91,21.072,43.597,73.794,13.4,1.539,0.322,12.052,49.878,93.903,5.853
+2026-05-21 09:57:02,goldfinch_observed.csv,0.6534893102366130973839180463,1.099,1.775,0.177,3.719,0.029,6.26,13.794,0.242,6.85,23.436,0.079,0.366,0.01,1.38,1.38,11.28,2.413,1.359,1.282,1.436,9.394,7.907,10.88,0.246,8.64,7.13,7.781,7.52,11.538,26.023,47.424,4.622,1.432,0.139,12.105,97.672,181.155,14.189
+2026-05-21 09:57:03,goldfinch_observed.csv,0.7884384444089985382198596943,1.174,0.321,5.606,1.767,0.021,6.69,6.331,0.404,7.03,7.785,0.107,0.511,0.043,2.01,1.18,11.03,10.502,8.552,9.769,7.335,7.040,11.397,2.684,0.131,9.81,7.55,2.907,7.47,20.976,8.779,2.549,15.009,1.086,0.078,12.175,52.348,91.511,13.186
diff --git a/modelling/data/abingdon-all/resident/goldfinch_simulated.csv b/modelling/data/abingdon-all/resident/goldfinch_simulated.csv
new file mode 100644
index 0000000..2f0a92e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/goldfinch_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,1.052,0.1,0,0.01,1
+RungeKutta4,1,0.1,1.02748,0.1,0,0.01,0.971899
+RungeKutta4,2,0.2,1.00685,0.1,0,0.01,0.948257
+RungeKutta4,3,0.3,0.989754,0.1,0,0.01,0.928664
+RungeKutta4,4,0.4,0.975828,0.1,0,0.01,0.912705
+RungeKutta4,5,0.5,0.964700,0.1,0,0.01,0.899952
+RungeKutta4,6,0.6,0.955988,0.1,0,0.01,0.889967
+RungeKutta4,7,0.7,0.949303,0.1,0,0.01,0.882306
+RungeKutta4,8,0.8,0.944256,0.1,0,0.01,0.876522
+RungeKutta4,9,0.9,0.940459,0.1,0,0.01,0.872171
+RungeKutta4,10,1.0,0.937536,0.1,0,0.01,0.868821
+RungeKutta4,11,1.1,0.935126,0.1,0,0.01,0.866059
+RungeKutta4,12,1.2,0.932883,0.1,0,0.01,0.863488
+RungeKutta4,13,1.3,0.930464,0.1,0,0.01,0.860716
+RungeKutta4,14,1.4,0.927568,0.1,0,0.01,0.857397
+RungeKutta4,15,1.5,0.923950,0.1,0,0.01,0.853251
+RungeKutta4,16,1.6,0.919426,0.1,0,0.01,0.848066
+RungeKutta4,17,1.7,0.913879,0.1,0,0.01,0.841709
+RungeKutta4,18,1.8,0.907252,0.1,0,0.01,0.834114
+RungeKutta4,19,1.9,0.899547,0.1,0,0.01,0.825284
+RungeKutta4,20,2.0,0.890823,0.1,0,0.01,0.815286
+RungeKutta4,21,2.1,0.881181,0.1,0,0.01,0.804236
+RungeKutta4,22,2.2,0.870758,0.1,0,0.01,0.792291
+RungeKutta4,23,2.3,0.859716,0.1,0,0.01,0.779637
+RungeKutta4,24,2.4,0.848233,0.1,0,0.01,0.766477
+RungeKutta4,25,2.5,0.836488,0.1,0,0.01,0.753017
+RungeKutta4,26,2.6,0.824658,0.1,0,0.01,0.739459
+RungeKutta4,27,2.7,0.812905,0.1,0,0.01,0.725990
+RungeKutta4,28,2.8,0.801375,0.1,0,0.01,0.712776
+RungeKutta4,29,2.9,0.790193,0.1,0,0.01,0.699961
+RungeKutta4,30,3.0,0.779458,0.1,0,0.01,0.687659
+RungeKutta4,31,3.1,0.769247,0.1,0,0.01,0.675956
+RungeKutta4,32,3.2,0.759614,0.1,0,0.01,0.664917
+RungeKutta4,33,3.3,0.750592,0.1,0,0.01,0.654577
+RungeKutta4,34,3.4,0.742194,0.1,0,0.01,0.644953
+RungeKutta4,35,3.5,0.734419,0.1,0,0.01,0.636042
+RungeKutta4,36,3.6,0.727254,0.1,0,0.01,0.627831
+RungeKutta4,37,3.7,0.720676,0.1,0,0.01,0.620293
+RungeKutta4,38,3.8,0.714655,0.1,0,0.01,0.613392
+RungeKutta4,39,3.9,0.709158,0.1,0,0.01,0.607093
+RungeKutta4,40,4.0,0.704148,0.1,0,0.01,0.601351
+RungeKutta4,41,4.1,0.699590,0.1,0,0.01,0.596127
+RungeKutta4,42,4.2,0.695447,0.1,0,0.01,0.591379
+RungeKutta4,43,4.3,0.691684,0.1,0,0.01,0.587067
+RungeKutta4,44,4.4,0.688268,0.1,0,0.01,0.583152
+RungeKutta4,45,4.5,0.685169,0.1,0,0.01,0.579600
+RungeKutta4,46,4.6,0.682357,0.1,0,0.01,0.576378
+RungeKutta4,47,4.7,0.679807,0.1,0,0.01,0.573455
+RungeKutta4,48,4.8,0.677495,0.1,0,0.01,0.570806
+RungeKutta4,49,4.9,0.675398,0.1,0,0.01,0.568403
+RungeKutta4,50,5.0,0.673496,0.1,0,0.01,0.566223
+RungeKutta4,51,5.1,0.671772,0.1,0,0.01,0.564247
+RungeKutta4,52,5.2,0.670208,0.1,0,0.01,0.562455
+RungeKutta4,53,5.3,0.668790,0.1,0,0.01,0.560830
+RungeKutta4,54,5.4,0.667504,0.1,0,0.01,0.559356
+RungeKutta4,55,5.5,0.666337,0.1,0,0.01,0.558018
+RungeKutta4,56,5.6,0.665277,0.1,0,0.01,0.556804
+RungeKutta4,57,5.7,0.664307,0.1,0,0.01,0.555692
+RungeKutta4,58,5.8,0.663386,0.1,0,0.01,0.554636
+RungeKutta4,59,5.9,0.662326,0.1,0,0.01,0.553422
+RungeKutta4,60,6.0,0.660096,0.1,0,0.01,0.550866
+RungeKutta4,61,6.1,0.651831,0.1,0,0.01,0.541394
+RungeKutta4,62,6.2,0.627514,0.1,0,0.01,0.513526
+RungeKutta4,63,6.3,0.589232,0.1,0,0.01,0.469654
+RungeKutta4,64,6.4,0.549030,0.1,0,0.01,0.423581
+RungeKutta4,65,6.5,0.512857,0.1,0,0.01,0.382126
+RungeKutta4,66,6.6,0.481854,0.1,0,0.01,0.346595
+RungeKutta4,67,6.7,0.455529,0.1,0,0.01,0.316426
+RungeKutta4,68,6.8,0.432975,0.1,0,0.01,0.290578
+RungeKutta4,69,6.9,0.413218,0.1,0,0.01,0.267936
+RungeKutta4,70,7.0,0.395293,0.1,0,0.01,0.247394
+RungeKutta4,71,7.1,0.378244,0.1,0,0.01,0.227855
+RungeKutta4,72,7.2,0.361114,0.1,0,0.01,0.208223
+RungeKutta4,73,7.3,0.342976,0.1,0,0.01,0.187437
+RungeKutta4,74,7.4,0.323056,0.1,0,0.01,0.164608
+RungeKutta4,75,7.5,0.300956,0.1,0,0.01,0.139281
+RungeKutta4,76,7.6,0.276943,0.1,0,0.01,0.111761
+RungeKutta4,77,7.7,0.252128,0.1,0,0.01,0.0833222
+RungeKutta4,78,7.8,0.228386,0.1,0,0.01,0.0561131
+RungeKutta4,79,7.9,0.207928,0.1,0,0.01,0.0326676
+RungeKutta4,80,8.0,0.192752,0.1,0,0.01,0.0152754
+RungeKutta4,81,8.1,0.183842,0.1,0,0.01,0.00506431
+RungeKutta4,82,8.2,0.179906,0.1,0,0.01,0.000553533
+RungeKutta4,83,8.3,0.179423,0.1,0,0.01,0
+RungeKutta4,84,8.4,0.180415,0.1,0,0.01,0.00113686
+RungeKutta4,85,8.5,0.182608,0.1,0,0.01,0.00365011
+RungeKutta4,86,8.6,0.186045,0.1,0,0.01,0.00758902
+RungeKutta4,87,8.7,0.190703,0.1,0,0.01,0.0129272
+RungeKutta4,88,8.8,0.196502,0.1,0,0.01,0.0195731
+RungeKutta4,89,8.9,0.203317,0.1,0,0.01,0.0273833
+RungeKutta4,90,9.0,0.210985,0.1,0,0.01,0.0361710
+RungeKutta4,91,9.1,0.219321,0.1,0,0.01,0.0457243
+RungeKutta4,92,9.2,0.228128,0.1,0,0.01,0.0558174
+RungeKutta4,93,9.3,0.237212,0.1,0,0.01,0.0662280
+RungeKutta4,94,9.4,0.246394,0.1,0,0.01,0.0767508
+RungeKutta4,95,9.5,0.255524,0.1,0,0.01,0.0872141
+RungeKutta4,96,9.6,0.264494,0.1,0,0.01,0.0974940
+RungeKutta4,97,9.7,0.273251,0.1,0,0.01,0.107530
+RungeKutta4,98,9.8,0.281799,0.1,0,0.01,0.117326
+RungeKutta4,99,9.9,0.290179,0.1,0,0.01,0.126930
+RungeKutta4,100,10.0,0.298416,0.1,0,0.01,0.136370
+RungeKutta4,101,10.1,0.306453,0.1,0,0.01,0.145580
+RungeKutta4,102,10.2,0.314133,0.1,0,0.01,0.154382
+RungeKutta4,103,10.3,0.321253,0.1,0,0.01,0.162542
+RungeKutta4,104,10.4,0.327661,0.1,0,0.01,0.169885
+RungeKutta4,105,10.5,0.333349,0.1,0,0.01,0.176404
+RungeKutta4,106,10.6,0.338593,0.1,0,0.01,0.182414
+RungeKutta4,107,10.7,0.344235,0.1,0,0.01,0.188880
+RungeKutta4,108,10.8,0.352014,0.1,0,0.01,0.197795
+RungeKutta4,109,10.9,0.364402,0.1,0,0.01,0.211992
+RungeKutta4,110,11.0,0.383233,0.1,0,0.01,0.233573
+RungeKutta4,111,11.1,0.407480,0.1,0,0.01,0.261360
+RungeKutta4,112,11.2,0.432325,0.1,0,0.01,0.289833
+RungeKutta4,113,11.3,0.453720,0.1,0,0.01,0.314353
+RungeKutta4,114,11.4,0.471884,0.1,0,0.01,0.335169
+RungeKutta4,115,11.5,0.487329,0.1,0,0.01,0.352870
+RungeKutta4,116,11.6,0.500510,0.1,0,0.01,0.367976
+RungeKutta4,117,11.7,0.511840,0.1,0,0.01,0.380960
+RungeKutta4,118,11.8,0.521696,0.1,0,0.01,0.392255
+RungeKutta4,119,11.9,0.530411,0.1,0,0.01,0.402243
+RungeKutta4,120,12.0,0.545247,0.1,0,0.01,0.419246
+RungeKutta4,121,12.1,0.590212,0.1,0,0.01,0.470777
diff --git a/modelling/data/abingdon-all/resident/goldfinch_simulated.png b/modelling/data/abingdon-all/resident/goldfinch_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..bbfb14d170d7782a268c72afffa168447884fa99
GIT binary patch
literal 31634
zcmb6B1yq&U_dkw<C`fmQlprV|Dc#bY(hU-q?o=A2Q)!Tv?ruR)QcAizMY?|H>Nw+j
z=JWrq^`Et7;kx%ean5tj-uo5%2~m&}M@1q+f`NfSm6Q-wf`Pg73I+yt;XXY0gnf8s
z1^nT5eEz~w*~Zk-#lYSKM%KX5*2>1w%G{9L*~H$#+{T)fk@+bj*Aw!Wj*hkt+)PZ6
zzkk7KV{gVpBlcAToCVQVLc;+D2HgPqKWx50o;eJR`;DZikcw-{ZYqK+uIfd%-iQYU
z1vN#K!kyO`?wGi+&oMDg#&F9sCe@xlFVAfBExOlO5^Ct;^t{~np5mrbwm+G~O9~8O
z`Y8V&_P2vBw%_H2Ut!qq&v@)zdZbD2eMz-nOWhyvbQo}H`PyMv{zC9Rg+GRH3Os%#
z@~?kdA(ILULqDYTLnDWN7aS{u5QPCg>gvsalYoA+WIO~*4ZgW=$Fc!~1^qE6p(709
z&l90=zk+^4AqW5e=V=Ukc#lVwUk+zIe?K07Z0u#I=lQ*tc5A9gul1&C8;z7(MHc?@
zWLJ5*k3Y!}yT4ss&nqB-L2GHU+=zoqS4IZKx_&i5Y@42FY%M2IS2zfbbYW{NRJYkZ
zb(lXnRJ(F-wlUqgd3U<Dv%ep8x&~6Isd3-@3Ak<ZyWO4LZ&zsMa%G8+6}VgvGQPg#
z^f<9<y1Cd6*VQ9y3N&S8WW0}rBrGg^XRql<u1KSDt*Gz&$+XRcU0Bgahe5uedWZFn
zv~o4V4~2zKAyaHKF7sXoM@Juybex>n`LBN{YkMAkypM_+(Adb+(a~Ys`!I2#`E*W1
zLxa$&-=_6CQ2c=x&U&f~8UM|hQO+B_;bN_4VMOdm%6W3^jgS1>!ig|OTyL)TecpRr
zo;+e;_?Yf<Q$P}h`&cdinL86xscGVOz1s`?T$y)<>S!4$+i>W-LmQB6ytT|AGNp86
zWaM(A9yHJE;|bT>>(j#pKlG(Bbv;N0+@pvfc1!2Gc9bRcYeZp$tnf9q`e1U$>6aq~
zZi3_Da8}DEa<jAV`dm)WA8ePlF3mU$e(XdS2pccfT0U6pd{JXXxL3bUwz}YRwis0Q
z@C`nb8WWMdHadD_(yBdL#SB^9c1fe{H<Ltz!8E>&$@2H#K2pe`fR!=uDw;|>ORv>?
z>u9%jzJw$SU)L2@;OYRbr1@lO?e=v;eL-(@bkYd1O;h;*%ka*{c4?1gX>;J@<ck@v
z)7jkk!L<C{s!2at35KN6++OygaL&D@D@n*fwq)#<C+)yZiB99e<$i1DxUrd8=k)aD
zT~a<iJ_9C{2mB=M?d@m#KDQrqA0aX$U%Eb|>=Gj6buGJKvN@`jl#^3qXTjom$nLkq
z78?5^IW!bWCY@i0ORz#tLgM~_!0i<``as}PbGErGSzEDYwQp;yKuO&aQg&Y6vlsm4
zX)VX&TB^HYymyzEmk)=<AB<_3ZI0w@5nyc}?^F&_($h=DuV=ks>;TJgyNm1k>S$0x
zTKa?ecsy8t<mj7&{FgGDR6SKMo;W4peJqcvkmAbTxjpL<uwD5So#eDqCn+geSkwDR
zdUvw^y?A7yW?v0ty6|Xkv>?`=+ho2v`uz54U7%1yGvZ;AuKQ*V`=NWqd{!3aaT!O1
z(I{sqn$p*?9BF(fe*5d2o72{Gj960zZSA4~k#Xev_uI}6m$y@5GwpVdUIt%q*j2DF
zYE+1N-P~O66BqTy@2i#SdW|egFr50{LyqfIN`^x~18a$2fqTs52Bj<adGeG5;YTjE
zl8}v)@1L0_>Q87zN{$2Yb@LtZE<M-YnaR~9*z+%y_1U42hGD$EV16Yg(bE_InAz>S
zvD2)VmzQd>shr#ZV$bbrqTW;EPZ-A@v6d69K0Y}HBFx^MfvA3wk&*UEdSEYMk4NX)
z*LNSS_4DkyVH?VlG+MmIh-D@_`7Wk+X<#y%B%z$j`=YBpX00A<FEu{nFobikzExzG
zUctgCC@5r*M4}RN<kuC(Qf%LXwV=%Ya^#ApUl&VVCB3NVNs7Y&*OrjWe)DNzPzvuS
z>&9IUr=pAgx<P^4CJUO_wWg~p&*OuJ#Xw>U!{eLtL7&3aB`c}^R0RRX9hoS|b7b?9
zScE)IPhU>S@2}FH8r<1yz4gw{&0Q+4o$KfhCmw^-BFk7JC$ckFViY2I-Z>l-RL$91
zQR=)qWiVE#>Uwq9W4AGs$;}*=6+j|w;rx7}uTKhm_@K~DFU8qTDSX?A&5x+xd3(HA
z`LcPhVLMKlvgTlbXForvF(r}{wmRC9oH@#VHb+uv9G7;)wk^4@x9`z}Zb~t91l?;W
z#_x()Uk+u&?mc5>##~)p-T0a(pSo%&f<^qIRqa$IIF^=)ekm?=4GWK)Jvfs0dvJqX
zARoJ^scEi#;mQ<2D{Tlfj#*g?T7~ECRCS*a?#ihheOKU0?PI$L`|B=_74H6bta+xS
z<>+o9SeH1&F_w>N9u1UV!J~G)!_PY_{7|A)3_I_6gi7YI!+dN{aiW^s;&n-npx_;}
zq=03JgeUyT{QPV=GAF5{!gf(uT23xvwe2-rf=$bL_ei1Y<2QMEc}dUeHnQG4K}1AM
z7#SH!G8r2iO8}vG0*jbftFp*!FfBpxy;$n^y05vi%029pRpzltt?OwXTSYD)4t`jz
zXlaMk&YFe<2bZm^t&MA(Hf)zv-i3$P41M!v>?-D=^k|JvqjPm!eEe9^Y5MJzIKzB{
zlVv{(osFZT<9i0NalSFGmXj&VEdsCzm5+R`4ug_z!EW9zs?~4z#ZKty>Cp;AA++z{
zPxrnse^XjoYO+3%>Xab=j^*Rh)|SP$R-e`+y(ZW4srBpAd7lpc6?ei<E!HjPYuMw=
zKR)ztjeQv77r6fM727J$X1*oi`}gljt4u9thN%wtE1nkV$`%%dn&KyREXkazgb#eK
z>`c<dBgu+25>itkb`B07j2@#Nwj(@9vAqsJc;KnPfUi{)J{fVv5mrz$+n>s#4mtY5
zIym}mEy=Q^yz1p}M}^1f9yf>br8b%C0&Mke61(MAir-|}6Z~)#W1itG{^L_~?byZ6
zpo#i%duv0gK;7^2;6E1I1wm;Ll2X0K=j2K>uD2Q8{eyzEN?I<qu=`j&PIj;dLNK&C
zY4n8$V9e2Clh_J0qG@ys!lQC^3ShCQ@9SEuWWx(`^MXfENXNv4P9+wmP_8IeYEU2<
zH6^Su{$gz~z4S)9{{>`gVofsq%_v6%8K0&XM;}FOoQTEu?A&q=rDZi9=f0P7bB!*g
zV^&@HLO8{DH%YJv2=XliEfX~?WQ=tRgt$p7(CHdScSh%ew0R2ZHCsIEHRXRqCp{~;
zE|52}Sh1K8lyqp(HZr$J*w)n360%s&J{b{QB72xHSeH94nDp+Uv7p6!lx$~di?4F(
zezfb#t<G9enjZo!d{%i^Y7JzDhlib7Vym7U@2VyFf8@_mJ2d`Oqm)d?o&sOtQ;^E9
zwURX2GH&?HkV=X5u>@z}WbP>M`2LFOyqIX@R8pUfWZ%rte$SA~P7Fq+KK4@zv$ikq
zScmH!%vJ>@pQLhPSHpdIXevkcQl9@jJ4p^NpRvCa3&wjjUcK;I5{=oMzhN^sc?cwg
zSTa2_nGqSS*3*nG<uS3Px728INnOU=8eA4svN@=H*;_pY?6hLmTp`6+U4(d$hp7@q
zeKQypkqlZjk7yTFE~D!DKYfzG4VuKsrY&Myl%9FVd0cJuZH0s=^v#F;r=p^wDQu=?
zT)}VNC?8sktUQ)2_4ULHl1drtRuB*ytW!Hax+68|huKPBf0kX}QZpMm-dzI^c2e>A
zjqxWJkTG}-+`N))kn$?ssA_7Nxo%b-mbEB9y2RGveV1GFWnDtT3)GbM@SljAhml_x
zUSxj_?1Gh)N#q?0Z*vTJADdJY_>`;(U)%Pzdz-|QsO;OQx`!bFV7VrQZgLZc*-M0X
z^*@`RS>Qe<l`Y6L5AMFZ`3#qeq9ijUPAf&gPKjvASWX9G{6NX?(fI<AFv;GU;8IW5
zdF+&WNKR~$v|EO>jQ%wmk||~Ns}T(m!)G}h3QNQfbH6)EnBjI3vRKri=8e=j^Ld;U
zIY7eDsIcB|-Dk_|Pw#C(K~S!^k70-httct&I}?e>5fu^<3fZuG@89)hJ09ET`-Y)(
zNiAE-A{ida889NbV2qZ*_94W9BEo2w2*Xa$(&z_9!dg*x-1~Aiv+#hF(jN-(YmV<}
zBrG`a8MX5*Vz&^^pVd66K>v2SIiNKj8*zWc%BN7XEtXU~N%dnrbTMrGNQqCHh#iv&
zEhdm4%ux<q@vmHS!VFSzZ}2|+h+jCaWaY3kS)MnWx40omOS1V%pPZDa>*S-PjTLLr
zWU;ooxm>Xh@}uU}@O}Aeh=>8!F=UR2fPHsqhoh#uia9t}DRy3)iOQetUN?9~coLEF
z1-Nl@e%}ugrygsZ>^1He26=c{<h^}rScH-duSmv{M<mp~A$!(MY%{8%>*I*#CaC9i
zJVrlIoN16pB;_<rK)qI;xz^A6oCMQ+4{u%C{g4PPtV=HR>&1_+^66#aUBzS0CD~6<
zxwI<KC2c4Nbi9nczD1H>NbH7XFL9|B_xDCn5lxiNx*hdDQ#~gZPFi}XHYDf{E3L70
ziUC2Qef(bWGj&gtCYRk5^=Jk&yF8W)ot@QjP+6?0@+R(MI}h3ql0~I&IP0^dua9%O
zwMwoF*rFgg<4W$Q<2CcKV_45<Sqeiqi@s;kw(hSL5+;(3k9>Gx5e^E+aWDf367<Nu
zw=|oS)Sp|s5T(ABjV8_5^^g{-DJWG0D^vE{CO@+&A;gnPdG0nOg&N2EGDl5vL?H!5
zGM(9ahLasBkkc?`%@9Byr|-vOa@&-tG}PWweH1;|LDJlhBp_j){L0xyBO!toanv<3
zDQcT9?dhrc2VP>uX);MhQ<Ab%HwQW1iBe&Jk7;?nw)(o!{432dOajs40@xS`wOP7j
z3v(Z(T-=I3c8^AiO)oC(gb4SVw)goe{b_O$ZT(`6^=#pf__sWEud+GhQWWfRO>UP6
zBzFt5Uq|nUZIe&G(Pc3V=_>D)c$!tPqo)-4NkqFUe*5t@p={o9bR2z*mLiEtK{H71
z&Xk*q0|~M5<<6{SnOY(PP9hR{2*Y|OS^@^;O|}vY32c5o=c|c*@S;AOqvYj2EWQ%E
zL>A||Y`A86KN53|5Iv#}5X^-I#)1h(;+VLJ-4Mdro+`0UDtPKRP||63NyZbomAfFG
zM%D43qe?eW^ftTZev*F0tcgUCYk1_{<IhPhHWlo&J)U}?qpBL8W7HF2QCL)@^7&-v
zn-QUacas#{;@+OM`Pba=RZy9#7Z{;XKkNpj;1eMsAv_x!8)<Frl+|x$>BX`1*_m+<
zVj_f<68-)C^W*SAOjR>~xs~@Cv!bHn2{x@<RTX4fEncLL%G_ekW4}4cDU9u@p3k*Y
zDuh@{$bM&%Io@8Z@5y{B<HImdrtMzpP5wJ~?x<WO@a)ws$I(5__Ke|p?ikHR5~H>b
z;6b&qvGHh8?7MdbN?$&mR@_c)DkC8yt0Kk8rE+WV^71~(%*>=m9sJDHsx7Wpuglc@
zBW6T*JhqCTN<5;9nucb)C^jX<s(!&2Sw&-oQ;Zv+s)!dfGH)|ZcGuU<2$>E2HBXJ{
z!~sw?tv?#zVF1|2;+ojHu019(QGLBBISGEv*rX^mMl|Aaf$~-!D;Ms(*J)~lwb)k5
zRIsyB2{KdD&`5=ebiAfm6~-k9v*U<8(Uz3vYLrw|@eEQ@)Wa>#+_;%7-W}i)ag4gU
zx?8o>1>XEu2c4C2aLTu*R#$i{J`nG-MFbOptkTJ{E9=&?r8i0YIaY=f$I(XPx8Yad
ziEI%xI`48DcnMocBA*+TAWH$Z0o3r7qbO3cGw;F%ANSWNHPTflgcoyB=ZSGgrds*q
z30ol=0n$O#VQnDw!_rzd-I+`jr?~k|d|BXyx!$LDl>qZzfiU8j8=})j1UQXh9Kvq-
zrIqXxxg|1UDFxa4c5*MEghmo&s<Ckw=4Qs>W?p)d4vBCuX*=}yKRFQg|IisB8Mj0{
zY*bVtCZ6jHGf=XF8M}9gR)kjSf`*V|h-e7*Zrl;=a`aDPWD*$xjYLpIB~JB376Bul
zFh$!xA=4-LIND(F;&@xU0CM-ZhIDkQM!{yQnCjlWdxeI52l7R*q=K7B*As$2mac|j
zt5B7SWs4yQ$GPJT!qd5P++UZNZo7!eu<tVm0KlN=wpIMF3bIwqT4mz}2pSm!fC^O7
z+$|9y$?n@IyIK$a;AleVy1Kd){(VGdMMX@XvJFEfMA;@a(`y@!RL~G<b93|mJ`2MW
zmbu_qDnxuZIJoHa^uZZNj;yS#J9~S3HQXs*MVcW9)in&G;Mx+eQLnH-m{gXKlgs@+
zswMq$dQ{8o<@|*pLeyJfJ3Hq1ygALEBNDkBN8o<dg>!XvmCt)Tjy1(`JWe=O%MWO#
z+@W$KaeDdYYX2J9W~acDVsuBC5IU>5rg#6k<G-F48u|Y@D}U2gxn(}L-v2t^U(8jb
z156^5Uc~TwaVi!TEC$W0wwZbd;^tidQ5V<N0s)nzQ609jv-z!()})GJG+A>S2~07z
zEJ+&_VEd(UIjj*vTz+gQhCL7<!`E?)9_tfJiUg&Cf*i4Mb3t{<P))%zb0X_9R<Q_@
zf?U?slE%G`;|V=<b@d6>LU!skTM#{@{v4{aI@}}<loQ&SZNvvahPClgcJ$fVnZo0L
zPB@$me<1U%+7inC_zK*diF~|e53HzQVJF1F!Ff^cpG~o}wDc$pHFIuMQyn~kWX?>u
z7pkf`NnUyK=@A2|JkQ)430Y0^AzPK+*Y0N*7g_S@{D4$Lkdl&G*x!#l*_}4}oWNj_
zy0P(6MO}Rv;4lka?v$OmW-Zk>pKFvN!ik?1?t>Me66>g`nUu6Y{2l=ulSd-Q#KhFq
z(?i9~tms9Xs%!ji)EH^D(M8<dy&)9x<KRG{M+20F7mU2T+NhrxdT<+@cS8a8CgJyd
z!PO3UF4b+#CwNsBV@M!oP1ZZ)Y1T?7GFmjJq>$9r)n)kH-fT5J{~Q&C;U5rC;DB#v
zWTdKLGT#AiuiT&$UPVPE-%ILUY)p(rchD0?#_mj!pi$3O@9Q$iG)G)Q0_D@E3J=j|
z8=O8|Fw)S7kphZHtN+bhZ*Q-K2N%<~MCO^OXva|rKJvp%tRpJ-&&jPbS2;3)bM`k`
z<xx>l88x2=2i2!SbL~rnMMeFm=7Jx@SVl)jzXsvAZFW{C-n>7FeX9}BWK`tjg3VS0
z?q+6YR7_0rI(l3aAWzXXVl->jScL$Jt-55=Z%6q@f}AWIJc`0ZQ$>YRG3_PC4=AO>
zUHavV3_H`d^;8uiK<R*kR9dG^LL%jMRG5-_cdvfUp27HCoGM!hq*94&Sa4&uv9<ys
zq!zb%wa%U-6Ea=X$7nHaWnn=Na?03ojKi}Z)*uB|$ezy)X?f!tR;Hz;S!fM^EYmpm
zB5-%v9+yqcn>6%l{s{lk6s38UXdR%k-ZBl5{h=WR_K<4=j>i*PCGuX$xXn2v)3r9G
z<r>3nLs}<~lX^dAZZK$q?@wXs(Gbwdipsym&Qh%qNpQJFayEMSUx}@dxi)zCTQRk=
z&QT5Qkx>l7i0muRQW<-=MI4X~|L_nsy1KutVIr&fqD#6=dFAyv0L4aM-ZG<lGocgN
ziLOvsk!SVM^;XP#U!nr4(BQoV%&KsopNKa>*Ttt!U9y2L4h5TOp<)Q~F^G^#fZ@>%
zE80xtbVSVvHguhb2P_Z=9+PeuU=YOIW>6`ru~{&WqMoS=H#_|uSe(~kq;T_xtLP+-
zVpRB~kHXn7d2h~^3qy~;$_uFW3yl=16Pxq1BwYqyk4(DC3OAFY{ti@=I!yZJrwM0p
z@BDjXX+I1C;#TztOQ0k3CCLLSxkv?@*^IwptKY0@Cki05KOUrp0Wh}`H!T2YZwtzw
zq&eCoqG+DJv=aVif6tXpji0-+r4BSGlhT#F)-!aGZR_IFXXQU0$Nha>Xn-WQVfT06
zzW+zGSAH6Ug}qfw{5vb?qmUcH$O=^qOvo+B=GQWUI8-|@)B=Gsf(faaG<*w!N&l<g
z;nnI6&EM3%a&T~P#=j%?9S0aCo1eG!cdh_HKl5KdgK7Xj1p^rhe*Uz7#cD$&LPElS
zXBTBo`<46uNeMHvvju;q1lvcPX!pdS;he`;q#YBYQE3|f?YS*|{<G?z(?TQbC)@V7
z0%3?$tX2Ep+#@Im^PdZWRQi0ipf=&J$vJ-ghx+kWc%nq-e{KUh@lmO%vi~}QIiRVD
z_g~p1gs!fkLFvz&yP#l8f)oLrA?Le6zEo2c*0bD|Zx&P(Y%Gc&gNG)Y1fTpWgbqYo
z<v$ODCihI$4{HCJxR>859{y)MN=i!q&ZYl6*NvHa*8dz4LBb{cpYecj`=9XuzR34~
zo@kKovVtx2?B!IPI3&XfU0tI8*Lc*_{%0DX<9YpUrJxp?7@-UDxP6bLZS`}a(T|Pc
z;IJ^2_FRYc0lw7>P?C}|0_uyM-vB&0cvK>PP;if#u0E7~4`ONDK;YjK$7TofCNy-Y
z(oFtK3RmSY+I!AdN9%*?<>Y`pRz_O^)N8S>+K8j`&ZN+})&1WURknFu`v3u#eRdMj
zXP|QEn%&f|r*$^D9UTB2B+F%gPVEr|RNM+SGIBv%_@<<z6An}y<!(B_4i*$RyI2}(
zaXW2^_WrSYgm@4R0E^uXgcsZ0>WMVRRFGr!FMe#&J^`W!pQo4CaGv~wu_6T}r8_=8
zK2<jJWFQ|XZi|YGKc+o`=GYeXQr*dBk6P|rtH;aKME!$`ii);QPS5|Z96OQyH0rIm
zMvcq9F8h45hYJuRmN$mqAN-kQNxZ$ix9Xq^IXXT*pfd;^s)PMbv$({BBqU*}JT8S!
zjgFgH<FQtIK=ay|Z*Aq?FD#@7P>B4=lcHS7ha4Pg@v0{bC?uR1#2i+F&z}cO<;8K)
z(MftufI1BaAAfl$Q^cYLjB&CC03vB=Oag*nD6I{O(yhj~Zwac?6upOexVSVROzRIX
zr<&X<FXU>lPxj{l&F9*d#^(_?$Is6XrI$=tek2^>hX?rk->ug1_HG$bV~cmdrKF@B
zJ*i+4DtRs@7D%-A>36baXBNZKYp|RsA!@Fytc*@f%quBP*=}&!j?)RA`~E#TCMIhf
z*CWa+bPnq)w|*OpQ-2O^Y7sQiCJ=u}Q3uR+Qlir{$dv#0@Ah}^-77f4mJI-+<0DAU
z7hi3Mdb|pmK6;{w8jbqEz&RyW#uM^IysTOh^$02`9Q^hik}NALtIDK0H#fI6gW5b@
zW&Ykux#ii9g!zEUBEVKpsW~!Rsd+yLoC7t7@;Y733q6~1p>jeIoBHnh`g#i%tMMTo
zHZ~PmLxI5lzT<>#<$2TRHgr9plCrc?V|)4|;X2gxyZs~gH+bNCKEaaCc0UA5s}tkX
z`@@na?H*m<K)!uOdD`|B{H<k}2s{n0Y!v^*+BS5l0)C?9E#D-5m;Ib<m_VSzRgDWm
z`O;0_8;F4ftfn&W$J6;dH~>6F8@tQvd3L~B2pfk?hmLk`fU!-5?%~FXJuUc0RWBs;
z+MT%~S1(Hzbs<sDJ7n6Xl@#p9W4crUAq!gLpP9@~Y^Ma@Rv92Yrl$rScaMEW^A%0;
zgV^qv&r$!A*0Mt29zhncEcLsHB|M`&IhJ_H0Fe!<=N7rj(l4#w`yLlcDlWMh$5<#E
zwh~Mv{!bd^dWCiN2sU2~De;etD`>^(*8xy@o^JrHTuT0(%W(6NY{}eII4(Y{C(>4b
zV<^#Bf;LbQ7S4U3U5=IKFJNtT+*Bft3uSvY@;PP_ZA-S;DF7tI5E}MZU0hL)_x_V$
z?Nu@VNU$K1{R1$_HMS6s$1(pWMR#I?pM$0H4@zq%NRRnrJOFb20x<6bR#hZVQ|@Y^
zG{|gG_BPJW>@cF{0DSl>H2{#vaUcy~s|*DlUC93gVJK)rq0XKA1rmQls>xBg=AUEv
z8$1192+#mj`2S8T(EEYv`XO{6DE&7P6&8m6=kotQF(XKKBJJ;l-Q2hUr}2fW4*NGA
zs*S(_89nPUkINog<9)e%|Agc+#J6vS6%{f6lcxSpkXWEh`=2yrHC6TR8TvKHz}UbX
z0CdxTXQMC7y!c6E$K%+)pWOkSj0^<>L-@Z2`qx=R+U*{3DnFv5dtF;w%Z1<~{JRDj
zkG=zH6vv0`>|;BWoVdS{Vr*_ZjlLmLKtRC1r&?M6i0O~2?kRi}^Q&A1MMYQ_7Z(S#
zJ^w$Rei$ruLj?dh|H-d^+b_CsrmD<E{+-D0p`)Y!XNI1-;Qw*izfB!G1F+gHo?K#)
zWZ^&y0NMTyG!O4`0Q~hlo!@I=b29|cQ;T5ZluK$zewCDv$nfOw|6QztUHw8u#UF%n
z!?iE(!b>8^*e!4ZQHcX(lQ|Y&BapQL!9N0;z_&~u%C3V{7dQA%0#6Dg-U$OFR$)Q;
zmn3#%VAtq*T-ubi2I!$sV0T!kp3v<K#-u8Gp=8fN!si}$XA0xb&1%*MbTeiU!?-_p
z9mcNGzAq}0G5J=)hxl++RgH;>D}rqTds^r>7XJyId%t`U1<7gqNvxaQ7QnnjB(=8P
zVT5n_y)F<x=XurN!M+G8aP1)Fan9epzP?sPT?S0oC^ry%@=Hoe%$+yJKHxj=&xHfd
zv3+6!ALP((sKV>=f28Zawbj*tvolw~+ZFCpuPG+%&Niy|gZhFLY@DrKwT9WxcH<>F
zA6k&n(Sy>{)459&x8MCYS^vK<@e5E~6c!d@U}5=|l|6OZ6SlG{qW`d?MZjsB(bvEv
z!qm&3^92ZYTa6K<JXv*h1i&YwbaZ`j+zIxBf~IC@Tbp2&<pi2mt+nd>$F8n?qhgIp
zu|JUU#9Dvym`g<}ltww$>wp6c>-!%khlfJi+S>gRFj=)JtuL**;Cr3V&(Ec_hE)bs
z0ftbR{@il69uE}#pvDg-%986dj+5V^BPWLe&$V!vhlhvQ&CPA=qOZP0t5)t?z{V_~
z9J8~t^PN7D8K-B}c2%JfJQdVA0xEcQ+RpTl){^>aQ&;Xi4fPJ9zR#aAad5H+<k@h!
z9XB$n;#rXG`&TtTvCw^ZsXc8fA|hfrkO$_tkBoXo_(#HWpPfG#Dt%)<q!P=N0<P_|
zjpV@Wkk<FtArPYGJI`&-b%Oi*L^Nt}bx@My=Yuj`YOQBS-9j10C$y{-th$G^O6;ty
zOOjBM*+F>{Be~O4rcpm<@3l2uw85}C+2Z99-X97dI9H)JETfC@+-A4~e2?(SiPQB!
zKfFI}hm2yn*J+V&X=e}fJ8`tf!Y26J80Gby%+C4rz8gG&d-@g`MNiZ`%08x$Y>PNs
zcjVJFRXHBKGTx`Hw>KWZ#ITmV9jt&&Bhv<oQ{76do2zqrMg?m;RIXR{eu=$;DJ1n#
z%(1QAk+Do-ryQ@<IEj^r-6lVGzMF*Kg7D;5LjVz^C62_2cd!}#%>8{}pWxamY97V9
zeAE=;dCLj4imKMZnTwX9hU)AS{9nE=GP^T^HX%QF1E^Awa1HDr7U%Dl_E$rT5snUf
z3zubsyBZ>R%1M6*IzWjDn!_c&fTNldTza!oi8)Up+q~QpS*mdhC@&>Dhe-a5{7_7{
z%iY>TU_@F3IyLXIk$|He{_$=6yz^4q;*u#3tvw~yy5Juv8yi94&Vz?Asx$`QS9-UO
zMhle3Ja_f=gzh}{xj8pe-KHhIOHKL(h}}ckI8W72!#mne7!;Kh1AO{tbGa2Uw)Gw1
z$!lJ_Por5twDO-F(<J@4Lk3n19cgKx*m)ErEUngTdegXD6|wGzfRFyS0g|gSE;#iQ
z3y1N`hd;3m?M?~&kQH~;_s(m4XQlMK>nMLeap^CNF$oex7=IE8jxfXv1IXN2;wt13
zc<Kvt--s1-dv)9U!=pXI|9A??Y^dC?P!|^0eBVu+3cX4s=GYSm#m6I&XOT`qmxPh|
zXYASLL$JJv5Uq=acuS9h!3QN0AAKQ3<rZ?rKM)Lgey1H8qKLbO=!CWD*KRy>w^X<{
zy4GjsE$uJymy9&Ipy?q?;2sHLmnT^>8=BYDz09&ItkW-YqUO)zzdawhV>F`<#^Co4
z4Zx4OSHkGJeZhbK#IC2t@1E<AWQP0_=L;$2pOwK=FiIigsAqEo6U5ex3@X-bKDSk=
zl39Z>Wo2cRv-dLRoc~~;Ibzz&ix0lfdlU|`s2xm8bH#l8M$Vkr<@`If0nAI<#;Px~
z&+*p%{P1o!({++B)5Ohfl;g^mNx*JCto)mCjm;H8I6$dCzB;KhdntZ=9<pD{!iNF{
zXe4OduVfdZF?F8S=xIslMP0T`W-Q(5eTRvUFW&nn-W!6ox&tM6D}A;jK6{8}WcB%8
zwoV44-%L(-NiU=TJ3^Aq-8|plDQ$#p1BL_hnL2)xosP|ny>(cU&)Pbv>ssEf4CYq}
z*RN2%`xhJh^WL7=+L^yLf8V%x7~PZ1D)1sYRMLSXvnZxFOTLs;b}-?OF$eit=2EDy
zS@Q;qw|px~^7jzEw<IueEOx0dPos<XbD|&LBS9J{SL*Wg{0wu~z0pY8onNf^5TQlW
z<rU(4`3?YatUO+)ko-=Al3(?Cv{~)Ftsdd=J|*zu_RpwmLW=Zmym#u^0xSOJbMnzs
zO$8kth%;si(m%&!z)gM;z3aa0Q;Xge7j0*;QKwg9V%W9)`4D2r%@aII$;MVypF^AX
z>Yx21>xY(sYwKkGx-rnP>-01w2raYa6aAx35j~r3Tvm1c<1}7Nl99y)Ss(>KiSoa+
z2+e5!e8Dg2Yy^?IQ}?{ntS6nzV3y}@v1@N#_>@?X7r#)`(kB0V@-+#WT-0Y+tFROJ
zS#X}EeU%$SW1NZ3NeZwzTadp>hzp@7RD$kNiY~FIsA1s^TEsg8j9rggce_d@-&s83
zqM)B7UPgFs<TxmSE3$zCIA#K1cwlQJkc0bOadIoQu|2&Qru*_>e`XT@^8?b{rMrHf
zGtu7JcL)3ByE6#iFq^JPH8onHpRD7Gn00-l0b%sFqR~d99~+ExqR1DZE?<9tP%r+K
z_i#I?n<gC>9+_Ungdyu{`Yx6-b_%r4hd$siBma<r!yOHrI{*6+Y%Q0Zv)>(@*nV_^
zn<}7d%)n{29_;Xi1Rbo;bxx*w$;hUcek&ahM>`Y}P8M{0gCaN)4AUikHzU54Rx^10
zCk7djAb@+hOwiU%+53JXo2+|kwDU!5QqV5pJ$7clYV*zQ*Ac~@!{zZ0xUY@{Xh!iN
zeqIZU-AKC7xf^~2Xhva#Avw~v3!FGL{jWFgC%y9px%|HS*bJ1zrwR+X6W1bsSE~+W
zp(*DKv_Lv~?)oZmvpNt;1%Sd(hQW{ZcX0&@`^h#Y1MD(CjD^(*WbRs}SRqL_+>;d&
z<*#!oS*`r|6bz*jsLyL}ZOfBxCgZit^!Uk2f+4$+)|f2!@@ZBX7h&nuGmG={^UJ=K
z-#@Ma8rL*H4M0F~gdyeiF7rqhWFPA`EGKU)L%FnnQ^r)f!L(j>-@_piocIM-P%=7+
zYV2#3`_AUOk>1Sh8~C$WUhn->-H9y6a9HkzLDS$bJ%kOF1C~bu+txu*S0ns7=uK3L
zMlh)lJMBKFO7ItWcS33G??a5mPm81p26l1oJcwNL(0laciGORWPvtIPc0FGI3YidM
z0=WF>p%Xc013Iiz()Nq0W#y4}PnB_`r*UWx*B$S-o6L4Hvryc5J-27()C81N{e`yI
z{R;NN&AZ5d0S*XYYRd@?Zgl&~V<jIkmUg9k9F<XXA-svLv^#i-n6Upv@$0CYBmv$8
zl979Lds*F6_8HQjfe(QLwi5oJ3J`=VR96rWJnzZ4*KtK1N&9!2W}epgXw5jvp-csw
zu}vM=J2+qx5lx9!J~Tu6Q+osuZ4zz-Q`8+*o@5-cmERTC`yJa0R3m)CjR4;fsis?T
z`oN~9yR}{wa$^{wovz%Wp`lhv&ce+Q)Zd%?E#2D`W)`Fn6r<Xua^%BdhHDiIqQi5%
zhh|1s;+D+c1$-9P8G;nNDyRcsSXfyLn*I@`*ids{Q^<CI%(=%HW?4+rD|Gg4i_J6k
zZHYU9d`dHHxq)}xe%6aHsbGbW0%$5TeDD(_^-Fo%-Q(AMSD4!|B2_IDnD5~zN+Q-(
zThjaZg^ms?KE9gZG}51C4*{G6Nx0wx7hYF8v!WDx3bKZ}N-2D*ko^4%J<9HuQ`(yB
z2lD*QCZF*t-)#L!$bQfd9t$jqU7N>^MD6s#clJ$eL>|v2>&CSy?t;^^?rNv{s4^D_
z2th@F)S-H;ESo)y*+5DN;JjSj+zO1_0XGG>%+l5y?gq!rJHT`R7Bn6@{~5WIv^>c-
z-$^nbCKp~uN&F|?FCUd`&5AK3H`2ky;*)-C{Ctv;RhX3c5grgzie|)rsT`u%2(|+$
zTyJ^ZSaM~P0l?zO0Io*@X2ZJ`m6gQWKA<vx%VH9$>C+QIdUnu>KE|Ksx`ddVn3|IE
ziQJ}%y9VF8>C_V?*gT{{3K<%thHXj&4W|sG%uH5322aBOE|WN4m9|{aL+K%zw@+aK
zebosJ@C(b!e$Xne{aC$NGXOXX&?oeKnhV*RR$`=|TF=yd9VfzakO)TVO7ThY^SC&p
znC#IxCTO`x9do^EWGI9~EQdmjoGK1q&1t+Xz_h@l=>v8E3mY4X-jYm4lvUOM0Xn<D
z0X&-}Q{A>_CwsGR&X3lYD?T$;YSj0>qu_fTB<fLMx>$Z4F(Knsegebj4I#wa{gjmg
zrD|DMVdE&g02CSm36lG>2|pKCeLEz3O}>T)*fhuP<HX0uL(S=O-|jvU>a2zf%4uXT
zX8?FpysQ*Kw=Nf<WD`GtZr-{*EroLCWd69WP@Y((kyrQl5lw&IvvSm5n!PNWElhI9
zNRIR&aK<kJV5>$d1_gtXu{4XoOwbJ=^0x&JR?{zSKQ_P0zi9bKVWm$i1IGHBo0~0o
zqimw!hzK>eJTwx{j5Uwrt(*uqpafS#fMK-UZdvSDM@0okTSq54At86o<HyEpz}nIU
zDRb8Wb@juPGzANb5<@JJOeSz}O32Ii0R4J#aWNCvz3l^of;tBW<w?~yrm7zU|BCI|
zfk9n;eI_uJTIkpXYgJnWEG+2n%+xCvKTb6<hH9&-jZ?sJ?KHRK8uXL&l}T;HASV9M
zM}LVYsu%LPC_i7}GLD7z;lqM`Zs(ogr6ofWZbym!)9nd#&{UzEYIg??ZWx&FlX8j7
z3lqI^b8`#bhA#t<{SN0*$Ijeb5L>2gF{EoAbfh+4KQ$Gktsc0!z8v!jL7c5LiyYAs
zh68G~$~&MwUOhLWpr8<fB&MgAR^iI7Y6k=d->+`ok&gP0(8|t44hstlszmkhIjq>E
z|K)x`o)?vp3e{BK5jvrBm+oH&wx3b<M0{Kg`4h;-EFg}Ybh|&nSL}gJq|#q^x8d`7
zNG`N}B(6ruRH&q08(D+K1UKArx`<?csPQL|G?t((r{XFh=?Tumg5t;u9Rq{RE#rsl
z)*G{+iNqwi+xr)eba!_zggnRZG+jM4*kD*BwNEpAb9{_PjFZg#Bf;_slN$>mhvf#t
zvgBvuCh}0g`*Iitf(!i@NTU5;KysaKBJn598yskl&IUc<^qc;^77m*^?f11at-qw#
zmoGQG3O)R1o~_pQc!(;*?qh}@QiYktf2H=tJM5|heq&;QDRWKFformej2`N!H%JED
z@-pziw@WiMt5ojz++IF__Psnb73mEm{x>;1LCd^*pX}V7^<<6g!Q-=w*SiO$iaLwS
ziwFDk&IQjh$0N|7`9b1!<wM_usk?5{8dWb9`&kZSOuUCOgix)iZ2XT?c?;q(<<_R9
zcKz>bdQhGS&2Q*KOT^lApQc{>lcejqtA5<cq%<4nVJOcEDSM2d5QXz}zx9^?=5qeF
zaO-R1ev6i>h;*sG!PVIz)IV=I{(#S&ZO(0-)Dt+*3hB0h$y!~uwPMEhZpbyo*fMSB
z=ULp_h9+YERxk1nxTaAFN*@o8hjY3O#HwS?$_B;ZbN-q<EI$Le9SjJeZvfX#2-S6W
zm#|#QfX6#2f&y#ZpeySB?Zrgv!H@`g!7Y}$<20nUpy~B~%VkN3nUGu%=BYFNz&1|k
zJ#>`rPkW2`MKuc_@6pvQ`Uym<wo%WI4<)mq{|+U=u%q?Gscd}K;xa$ByBv9sMX*9Y
ze;68>fGfRfrVacUpg1np!AbXz%DrI4{Hn_>N>?%bx%;5*bSZ;(!@j5EoBM5xS@tq#
z#-wQg2=+bZiqm%3mL2#Fdu9FDUlqZ!-P<H$GJif0SJ6lR<!ySHyc((e@dy<?hE4dk
zpECu&+M^tPHdPzp;$2c`Z4!M4_;_@fzf+{rrCFD_ZiTuwxhU)XjYiH9@T_>!K8LfF
z&aHgO9Ipv*SGE~po4hMS5+l9TsoL<Cf7e&xg=R?OO=9q-08P2%Tc}nT5BDe}2{>-%
zNE#{Se2s+#w7~K(8W4bA1mHRUJW_qHbKb1D<8|l9eg)y?muSt1)iuzHJNfMfj1*Hm
zFr$Akcx(KE!{`x?uv{SZnKjysj?O`siOymBnRlV2Yb6_E>mh>oytn5W_ehg_>{pRr
z_JA%?1lzrt`o7KB?0$!}FN#JeK>1Wc-J~(H#Zr1;gwnNU=vq5|c7Ag-`~iZ2B=y*?
zCvThC=mt$iW%#f>aBgKq!SZJ*%FG2{2J~199CX4At?w+o3&YQ59b<`5t^lD?L^zp>
zVTp;m<5zmae7`o$#gm}kC2{{_-RVtN<`q_`99YONDzSsZMkqSVd#Odrb)3JMOaea&
zQO+_TIW6}(F%h1Nxs}6{Su?)nZXlkk&qTlCn=Rwty)V{We&@6ETHCww1h7Vvq2(7g
zHmRWb+BIlNvjeOB!>bukW)PwC9>B1$u#CQKLB?n7g7(XSojl)f$C(8S;#kerjW~_y
zLf++|xaZ1Y*Kn<86CTrTlCKmk1goY7dg6QF#Id=Hfu`h?l*0FxB8Z=%ff@#K5N<VD
zW&pe>77?A8sGQC_Z^t4rNtfQ(?DONx-&T<Vj1pO!u+!b(6?C{(H+LWTz?ank89Y1=
zIIxs}Wf4Z|Ysu(Ie+t)8_SoUlRZea$N6%s~Jg^>3t#In@mAIbRAf636H7{&0hO!p~
z*?lAS(f?SY&52zzlB{5<B?3Hf+2%ie0A@(Q6$4bxvQ6gG6_U=b!Dr-Ll^6_~FxWxP
z9dMmSi))2G{En<YoYnH#e>%z_KzbL|;;^21d1T~lwHj29J=j?X3o$4cWJiqjxRp01
z8EZ`}BXs9^Jeu?iu>L5$AkWr~JqY{Yz7THLytuv@=yVy8PqP>xLm~?>QwUVWrl6<q
zQ&}zDAPh<0<9UDxxnoyVcc<2;flMB7L?fZ}8^Pb)d9Z(<68Q0yqe!Anv9Y(_*zDch
zb`7T&O$9NtsvDZAQ8;#z{cy(n>vn${;Gz-|O!50X8tMzXh9At2JfLVHEA;!c@l1W8
zQsAq8w4jh|8Gdsrti|8<IK*h)csql$)z|F=BlWm_^dAmaW*`>4i!(+hqd}lFa(;@6
z^0n=)u%sknQ**O{jf%R~!C|47>tdpDoVw}<O`%>YSMyU_PL`9x+6V>9pPJP)0LP+Q
zK#fH3=mJH$HBT$w+N=lJQpa_)x=I9eUk9~Jh53#kank>Blox1aVBX#BPTM5H%t&c#
z4086DMqZdk-K_gjz51elnpqs9+@;ycSMv|wp|0+U0A8shhTF~vr{{5`P%uEdV%~Jt
zXZomQx7Keu$Kbhr=Nbfye>nzTGrtOhWeWhrFsN(V6(7-m=sIep{xH`r?D`5nt+9{?
zzzJ0Gw&5Sn#=n;Uz*s*W3Y=IiY1XdpGA>{0k4U=w&&Vq?aB96P$k09OG2PIHlqdf<
zh##m?QLOs<K^Rvon|EfI>zYGRQ$Tr+-`s%WFutqK7Yqd@;;*2>5|B)SROhBUac@b+
zQ0M2oO19{pi1hNE?5b&B?pb6TPpv<qj3}yoFZ6o|;Glb?cS1aBk=2$FZ!J~S&s^&a
zy{0h3+?UaLpZOpl?H0ubqq*}S{kec9LAwiHUt@j4!bv-6neBIsuwa|;J`3bItrq-F
zUERRaaniD6Qv;nJ&UgP<Oxc9NDBrsqpB*b3A-UW?Ru%cgcd?77&E@cLe4j@q91LO-
zR|c+=?P;!pippI*J-rPHHxu@oMvDh?FRG9OOyVuRnIJB@p2aY34D}7hv1}IAHvcsa
z2;A2;42Yz>d{BvNUHt-p{QA9AB6d2rHGl_s+sclO-&#X*d*%JO0$B>8OOtwB^X&JH
zL8ZP9P_|a9^N$W<59-arwaO5My;<r|P=&OwTb>wwl9oOkDedLd)V8jy;Pjh2xl;{X
zUcV(yAStGZo!1?}c)Cja#EUk#G?K@us2Hrp@NwP-Jaj#uz#*ZlXrbDWaZg75eOxyT
z3;Yny6Fg*1iRpaov{Reu%7dwWp6Dy}0YPBMoUzwM0c#vi^Fp&n(LoK^qkb*XX?W21
z00F*5h7?S@4zaEvqnm3#=I!p54I<1}S>Ko0eb@P0?<=oEI&YemOa)3Rw;=GppBhMq
z!Gr?5iFkEY9-Q7S`<_i6%6g7A*sn%HEj$~zQAPB0eM2gr=}U7jpFooX!n4P_iBZZ}
zWMpyyH}-dP#13Mti_6{R$xIpM->mXD92_NxSZooKh8_B4F;{r_Z|Tga<k#+I{7%2n
zFmrIkO8X#<?-^?PG@Xj<G%M1<%>$3a<u#xalPZ4w>dj+&-R4a2EQ5jaPV=Da?dY`g
zU#ZQU2>8Hq%REl4>3y&op2IIxmp7ML^aZ%ux|;c)dlW`Lr!N2DHptY?@SyY~lNNe`
z|JTv!o4-wNI^3^V%?3neWWtCX-2u&!hsqt_BnsT~pnvEtFCQPYv*}B^z&!BqbP@UA
zb2S(_cmajua}6!e;Hzv92{m2KrO@_nJmKK`U-+AOPeo*hd5*D0g0jJGlI<zT+U=lM
zmDzIq$?8=z=+iy}{lUQE0W_~N>~Y{b?QvUA&1>;k3ZWeW1$lN(4#lHK_kk0)DtT{w
zMYO-*_+4z0mVfE^gSOg`%}<O^K4{F*eL+`03G2dbro<$*Uy8E%doF%4S>-$k3MnlB
zt1N>aPNgHzZTND!h5@v^@XNeoS@l2usOY(wlNgnfg5u(GN<$ipmaz*p<pNu(EN2Co
zikhksP!s^65%IkDn^TgXhuFQPkv+`9M7ztO<pJ_Pi5L!BnB79`;L){*G&D<~=d)B}
zZE49DR69n;TVtr!N1*>&A5_kTh^})@ZZF3QaZ6fn+<8wXjet9-+F-Ny9TepuIpfuV
z*pO9HJf@<c`FcL4;;GG7p`w}8H~pLE7VZW@EDcpB>Jj>`s%QYlWxJDNZwrI*0NXY;
zDoNYSjJArZY9=sOIVF5<8a-g|nrrqbcRe(mvF${q-;=+ivJbkxfyY)KNX@9$%4%x4
zxl?Hz<qX!=&L-|?vab?(N;Zjea#K23u4?$Ok!wr}t61nX0xYm}WwrecbTk(`>Yk=d
z(Ba(Z%6?#`%?qsgCCSKkE~a;kh(0;=0j;-bg@@bIwM=May!lB1@@p^yZ<*mho2r1p
zIdIM|Zg0N<3avgU%%K82Xu_VVwShLV<vV4)e?P{I{u@fC3;<!a0FndO_gj@Ml);L9
z1RQ2?(6<So<vH4hL`JH!rwJPyXKT`+6%YOLPklgRWI4$q>DfS`ax0}iemzY50Te%<
z`udb?I_z0-P>prWXA_Brf5Yc#&{SQm3;I+Gb>i2Yxoqs3M1+Oo672VU*@mTnFInv9
z3NSQr4h;Vf@GN3(UQpO=JyAjmZOmzjMdP<evm7r{Jj$x&JgaC<N!+mn@NA3co7^O5
z9=%|)O9j45Mfc0IGjc{ox%l28tpPnYJS;4%QD>z9#-HY7Uq^zNT@yWD?KfdzC?s6=
zq5)VE@4~+KA_uFqODo4_x;Q&?fX>p<<9G+1TI<vb<l#n>&k6LVsu(}5QZZX5ZLeUr
zlGN4I3XhHF1Lsn?os`z&LAT19$t;lb3zF<Y%;W!Kl`4`KgehrgK~O86_wV{*PfhC7
zIdy%nkL$|9t075S3#Oc5cBnS|f!Oi>U1@9j8EwscTjcULQyj@jNueDb!mb`3AAnUk
z!BwmLZ>RDIq4fVlku7f`=`)@z%5-`8GCwH{U$p!`k}MuB?$`#yW&C`76G`Y?R)9gJ
zJ$lqO`6*tfsk~EU)ON=|4yx`MD&zDfakd*Wic{9%x|;qz;GzNr^W4@uidOVttvy+L
zCae_~idMooD&K)EGCOXlrAh<4F%%Z(a3%8!0BL>TTxS0ayvC--3ehxk7bt`*qI`mQ
zjM^_McL0oRH%ZjVwO&C*)t*&A&Cr%`zEe)Rlo9GDV%6C<W~q<38~m~N+l!c(V(!>c
zv2Ln8{I5#KYzYNGPUM{>5FW+>kq3&fNa<{A2n6lMR~SryFw2gX;o8dr-8dX|;Xh!2
z{h~%w-U8vSn?p2FT42gAZ`PWD_&%xJYZOYBryMxzJ%NT>8`hk*buT_5mrSO<QT6z4
zTbHlxL?0~~r6}%RjVhe(+`ci(C?N|dY18yT5kYAC2{i3C+QS4uZC6AB=44Ssl#*~%
zV?#iaR+yI#B`|l7G1XoKkx`8=kXAM++Z{=|av1uO4DdRJ`4v`*JmDm%5I6T)$fn;m
ze3i1YQ}sO_7UVLH<FcgjU7oNRqgD1Jc*XX)4MJT1J;<HtAsU5nJ(88L2hs_w(Axjk
z4LCqC`G=*PT)EW3C6sK4XS?q`c2W`QfzJF*?Ci}GKu3NA?<UAMjOgORF;j4d#lC!Q
zct6BzgMrU)nF?-<ZL#TO3)RQQ8WU7LVX_DjhRZka3#lY8qOsVon~q&k5{GJXo;3s_
zkTX)k=yYC>-8wUPEo^l)hnxS^#iFmy{K~YQ_f?JfotuY(>70Rc0XevnF=?f_5QL+0
z2C4_<ZXZ!gwpaIjBZ{w7?6)SLp6^FO#TUk|9=au@zfM!rzG(=$m`*~n!=gu-SqN9~
z)yX#%_+!v<DY+_Pdfx>|^gaO+Eqe?L(x?h?0ZtfDnR*LMVv>Z}1I{uaW#~<OKU~ld
zDY|s^QOPZV%iG;ax)3!haZYs%Z%05oZ1!7E+2clx#>$mj=CSRw7aFT{wW!BOqRIL;
zqW9cB+(LYtFflg*f(30v@498?L<WgaSLFWks!ziM&<}~evT=kt{;Fko8%EUfrt#WG
z*d>ImmrE^hG=*{%C3g+CAnnuA6DehT1M`RWk?{rQN3Y+b?oD@&-7ALUQ?*$chwZry
zy5~yYQywpK(<2ac=GHcQe7o%bk8A)6BN-v?3yCbHB@%aOEUVSBa}NXkpeXM75C>NP
zq!1#>_KhiT(F<=se)_`nG4o1kl{Z0Mb-8U3i#;_0hUuCAnOjy)Y0qJA51dfT-j+|9
z=ZT$oMlH`BuNlmh-AsPzovgU8!`03lP}v{ImY_(V;;RpF*k+JZFDng7qW&l&5~r?4
z1ys3j0Xd%-A1S9-B1PUN#<AB2^jM-Fh4!hkItrQRByG_)@#89W5-jZI296({I;+cN
zx5}h}E4Jx<M#)oL`xqUUYXOwXpdn51U)O@d6KYXn>b%9_7$g!#dXc$u`}hU!+I$l6
zH+^>5b$5UwYgbpNJ;sR_r;_h<BuyXp)s;h{$WSJj$xzs9h=CGD{W!$8ly<%pED~Zk
z34|!L47yL8K`}eY3O1F|G#gpp=~prE;zEsHXdG!6Vy`+FXyix*Pz@OFZb~RV_e<5H
z#yf05<}sLg<!qsXYslxyRL(Fu%>mlShVckpQ-FYF?t60NsH{xgH26}B%3G1UI(rqj
zK#tL2eCPRiIg89C1>%FE$v3_DF5S3%)0|HBR+b$eh|r0I;B?^#3vW5!B_Ex}EFf)t
zv`mAX__0p^+5r8^Y?yJ(V6~kq`S9zS$l1c0cmGJQ|7gG|7GO?}Uqi6FaDasxYEX~)
zbTD3bnDX+8k1+vRBO6+pHRFr8l<?Atyks3VhQ(%oz(If)5WVdHh9&6lr)o@$V*!%v
z5=nGaI~u%d(m6Jy86Qpt#tLX}7}yD+Gw!+`)K!Qo=H|J#WvQCj!aH}M-DRK_10H^7
zq-kddr}iUt+I%^30UJL5`4|@2$H@@~y28zpU!iDzdr2<8wsO+h)0lj(Y2j>xTz+6W
zSLqAJ_NHtR!tt+8H9)3=n{lR}PIFXzVkqnxrK%8!?=4y5R__SL2zBs74V~q%EZQ>;
z>JRh5TMWKMc2#wbreYWpks$h0y~Yr>`qT-O@@FBNb!_}3mDXF*yNDFIVRt)-fR7Uh
zs-W*;nhtUq(cWVO>oXr6P;@6ZpuA=-+bwhMR|DPidwvTAwGLCxiMBpJA`!(@tM54g
z(5Lao9T<Y%sh*&I%F$^;$YtQ`;jLSI%hUH2g;Vf3BlvUD`9H-};O`U@16Ii0sv0i<
z`|n=XEh~7_C1kHmW@|V6^`xO&COexN7zk6xYjVU7s;{RC!I&f~g$jQBF<$1^c0jnk
z1?1F1+oGW^oN%ygCYaDnP=W!=BTqG?$N$36*6Ps{JpGfYYc;0Cl7D7Bv+gZB*{GKM
zKvzxp0J&Z<&#UiJ&hTKwD?5LUxC1zL!K4RPPM<v2=^Wy2!*+YV`XVaMe9V3mY5(Eq
zPd^Qi2C;x|g<$&D^~u8Rjj<UZJa&IJTnyj<H3+;D%3`2B6=Mt1s`;RgsU1KVvFdv-
zehgtaTCJLmecy!tNmj#xwv2`f&?@%JW_dZrO*up?(&%3>s8_uHiF|xKIfZmo>j5-!
zWmd%*WhmM3nTJ9mcYSzi7XYHjU-(3>Hj&Im`g2K!(1G`g{Pdd2mhU1jcVKL-hkz{i
zA|(Y9|HqvJ-)1!r*%?@S)@&bZa#%l&c}<OG`%{dM{c|F#*@k$i8P&WHqIapzdJq$5
zWxQ6Y@pTHiNx;5>_N+|8j$GFI$dqlNUhM`tR=yFrKTPs-`5PMk+;5fTyOx*L#ha+w
z3~A)$g;2)!uN7rt^0SS^o}-4ZQ2g!{?`%|pdYFLnQBw8)EQBA99CnH}d|brSCx^D3
z8)?y7tUP|e&u+h_@UsIIw6*w0W82=;$be+_7TQmX2%@XjH38I140Ny{=m@y9ruPVO
zgX?U4j$z(5Zt7RYORKvwWzKO|*t?XBMM8JHu)RGC)ctE;Q!|_O{7sT(+u)6i-^Y#t
z^6}B+6vENzi%&M*X{fq4P^9~ak@07rPf}-1=^pVtfZ=xr_ygk`zY%tU$>|npF5bW5
zyF5aBG84Vqgth?QuA%DU0FWZIlL5+VjymgkpXa#yk+GVFjeV9#ibzj?unIg!)8$oY
z2lhSlw^E2lhkc`_kK$XP-71Vwn_SoF^g%n)^wrw#2y6<g85)gzS{UdtHvr8h8=y&4
zER5jw&W^H27XTWa(6?p*S!KGYDBIj|XEJ)^8^+eIt7hZ_oZ=fMx!&%UnJm+9c@fZa
z1D;vc=(~FI!N;j<TXWc}%TU*KM;P$p1XbwE1^&O@&O4s!`2G8pkgTM#Nr{k=(#Z%V
zE2JfR7uk`OS*h%qossOlk9o)z4k5&`XIAzWzw2}A`~7{tkNf+(@5lXk+>iV3I?no>
z_vgB<*X#AXA^;}@lID8|K2<k160^9hb;uQ`rKi`BqXu5hbfqLndQe>B;S+iRI*>vi
zn4auJvqZqNmdl%Umi5(v7A8k+BMq^lFZ?_euA)CS&A@N@kO+$K5%3)~D7z#?w;#U5
z$0wt&f9^dci*`Y4eZ3SmM;o(~i2Ds%i?pgLE%1=gUCiLEC4<DWEjyfZC<~z+%+A63
zjtwKX!HUf-8`G8FCch7pxfpZ0;$jIYQ8cY(d6tU2_e{r$M9!m7D&12>7K3GN){)|B
ziwTIa7e1dlP~hloL5(s@jjGuJ?i+JuWhGbE7dZI;Lrf;2tc)JA)%R90j_U|b%j$n8
znZ`$@)sKe!XaMu=<ot06YMS&xN89bZ`D;+Q1`8Sgn%Y`PrbbV9GD=DnD?V$@_&?2F
z4Yb`z_7~_x>9!Xl3SruRjDn&8QnTG<T4gr(=O!m6E;g3^38St;7<KY?ODSnyUS4`;
zzU58*%Sm#TpFiJPc-R~r67r~v?0j|gfA-sE8=kQ8S~!)}lc|<4C1qKP#<zPd4jJJK
zZ-4J@W*nTP$TezbPAdL>ys^GMO@Pj^W!t9#fOK#AdBw$bjJczlOOI1gQJFaPg`e$(
zY(9aEKjZ82@^Y>Z_r>xsuU;LR?=Q-bwj_~hYH4}ctI}o*I({?n?M3i1pSy5DDvNvL
z?CvSdg=@C>ey`;xVLsxsEeE}8wgRjg-4&VKa8XGCE@5`>_QRVdrBWK41!sFTv)^6%
zkni14Wd7Jj@UP7ld?DYhg|e4%#yE6V{{Pa}{SOJ$(kaN*6!86fGR9gb@Spipx=kXa
zt&=X1HUAF*RMOA?7C>E$v<K0%wZ+!h->I&2u#B~{{WM)8*YbW%R*98FNY?;_W%SvY
z#JX>QCHSxTwzTs7P)eChQ^lU4L%=bU75FFZk6{5SXHw4bRLyR^Xy_%k-`Ke6U`x^5
z;%*wN+>`jOzRjA<Gq2hGDL}huuRgnnT|q#8kfq3YDNEbrE@u&i<W7;aci5nH3(suw
zb^BifL;<WQhe)ysB6gYw%#16wXM1EUevG}Pf{+c9%3S;7#o7<6!QaHb)A+DczV<nK
zj4ESB@h<tgm`G>9sqr)xw85zVIG-YzJ4+U8?v`v1&^nZr_AJX!)Hg-BdJT3TYQ|Mm
zP%&7B5DD;E7Oe--6TUQHzTs$t6-c8yF`=kpqCZPaBERrfp-yzdJO%}kl=E0~92A)~
zK2^zQ1&fch*iGuHhUXgMiYbu0GgDIO<_G27rDjV`a3np*b4A5c`|a|1OUdg{K5Tws
zfB98s2&;0p&l#Td@o!(97wB&i7&8ZRsiwtVOXkilIf5kb;*tzubjNsFM+xPdB}Y=*
zcJ}RcdK|@+L2GNM!%oUV^EShYu9Kw9w7x0Xo+#{gK?}Xa%?DowoL8}2(znMxX#-#5
zw9i@0n|I6OjTwgeUXxe!%T3NNi`@D>S?3z4DhAHgI(jq@R+1%Kp?)Ps2x*$apC1^C
zzfV9a7_<skM*4D`RQb|I=Z$otdr?ktC7BtH@dY0DD9SSqpKACQdG|H;!3PB41@i8L
zNz0=rsT=Ell1ac#S+y38L$860D*(k^mG{$OnpXb?=Iht^AwTFu^nG0xl`2Xdimmsh
z*FC>{_IR%g1-ISkUY|Mnr{@SrE{!#eSIe>4Tzq?inmg3{Doy8kBx$s;r7oZOtsN$)
zGnK7J>fRO9MhUL7lS^Wh+S@fK^qTE8KsY6FQ$mT_E5E@$D8KGZezt=}uKHGLvA=2y
zI;qe8QO&aYmxD`Bcs>>VdEi~Or>8+GA!TnH`V?I?wD5-Cty8z$W`ACQ+?Vdh=W@X`
zp9zu=dzMIK`bObUq_QVf4xdVb`<{R?f0^`>s}wQ_EZ1A{4;^KRyMQPWh0hKvF!qyt
zc;8qv*j;b&8&7rM4<<oE#yy1#ZCPrh&*U**z3wei_k}8ZUbf76)D~y6wzbxC*umj;
zIJ<}&x~5VdQoD&1A9%f$1<6Q*1%g6?lx&Y(4tgr`;(0eN<N3&QlFyRPOTTYS>peH)
z_9$UTs)eRNDTrQq7MY8ni^O>stwfVO^Ilbi|DYc#KZxrCWuT_f^uFrjH0xcj)n1t3
z`X513Py%;Ip^(rgMT&C{WzvfTP4dBNM(?36HzzvKDxy?!t~%X)W@J|E{?`1);beAO
zi{tnwTXI33jK{3}VT5@0R)$eL8P8-Z@*6P6HgZ3_yx_sMzRf~o^QFaY@xBqGjtsus
zy8i6aCtr>-whQ3WoAZykdn}KFWiOAW%WWWAZ1_sy`D9;TNzycbdkLgUk%g!X5|lQ3
ziepmW9_?AhWwftIaAl>wxq`n=PcQNf`xv<n#fuG#WKuKJb=2#{h{MxdCZuZvuOU-j
zlKHT`9tTX|&++8Yf)D)NpT{YC1Q<;(rqYE@$IA<g6s~gMgW+F!kRX~yKe{TsoL*Dg
z!F1W;2_w(zf@<U^A(bA^F>Rjlawf_-Z(PI;|G@#i1&JnkWts0bYX|*gq4o{-PLHBL
zZuAEE>=c8qkn%6DlBcGlN7BX2LsnBr|K_@sl}~GGG3E4zBtUc5<LD%PnAdHUGBj9!
zV}ZcRBIVw7Qm8k~c|iF=JhV?H!pEX1c$R0f2u4Q@KRRB4uvFnw$e<X~RHuC!ax@*}
z5jX^=OqQ6uqqldu$)87)d$({~?WW9yuJ*=<@)-{P=rwGM%lbBF1|qCnP%@|7?Q-s2
zT0@>e13Rl@R;nQFu($X5^2}_{qSlvrep5}1tIEYP;L#><qr|^WH8c-pDhHqV5bK1v
zkDU<q7;6P&3{8Dk^3HNnGlTiv%~|KR$JQ+wyp*!MjL*2Y7A{=I^y@y^eE#UM#?qH)
z#k)Zaf$;GRMzcMg7%$z1XaaS3eY~ZO{Lkaa#ptw=>*eh@=M{<ON#l(Dt#L$s+ezPk
z<8nob#DU%zQu1QyHtmOL818E;`;BU8j8DBV_;dwnWN)8mGn}b6bxdt%$x^6KA1pPb
z@jBr#lExC8i%K~*dRW_GCW={oVn^gOa`l243?I_l(8bl3y&VM~&i84Lsv+OK;Nw5N
zZ~R<P_?f;*`SHq9_l}Kc`)2<S?PD9=IbAXcZS7%GQxpEOoUcb8yi`+x_ndn5OxKk8
z!y62?b=sgu+kAI&)4m+LWs$MtJe+%%_WR|dZHJI|2W1BSQ-Mdi+!$P%Ey9d+9*F>D
zG%ly(1sG8~aBANaEq&_Wa1NVS=jGp7^PzY=z9&qIyyBAb@;|Tm2@agO%RiE=W>?o(
zJ_JT2_txTu*6fIEx^~OSiSta9m_-LQmzs-ij84spT2TE>oBIXP`#Tv~*1_4y+B!@v
zKIkS^vnO;0#p(f*l@4xsWV(WQ%s0svo}fM>DMKEZreDUV4DGbDk~k99j{B3ZO4{i~
z(*Mv-i65I+v>fb^Tb!O+yw|1^-m_m~@SONML)*h%Ilviv*AY~LUbp2`rZ-r5-eF^!
z3Hdf2sugk246`vWuI~;glRUTooUB7IEn=WgQ)n^R|2O+*|7_AjrE%lIE$4g_mP&QE
zL&C@y)yUg7aJ7B0IISH;W|pG=G=>W4(Et^N^k^rY&<j50McFfx7mfKIn*_4;$HEVp
zY0cGXhB<NSOj^VbnS)ujNnhkwo@?66iv;`XhRk<g`{-XTGfJfA+sbY~85FE`Or~LI
zy@y<;*Gc6u>yTQRhKnm$caA#DbZ2ZU;6tl--}=atR_tvu)4~lH^xcT1W%VbgL!z`U
z-O9WR6NLbma>CQfXEaaIybl_zjZwEnUL}xP?jZTX>u=1#mN14{cIk)@&7tR<=uzs4
zPt82(?|J@b7PWuorcuVGUhRIu(yC4E6}P$U->Ow9`03mHyczx_-!~I!Y9xpo5I6*;
z2HEC|U+Vh&BbgiSuk{ehbc_6!y{x?_DCOd6_Jk4i$<cW{bRj%k2LIf_=EbByxI}Hb
zgA+F_c_MWxZ`P!d{>qOaxa-J#*9eZ6&lw(D;eydf135u|q!wE_BF_`5sHotdyTh#9
zzFfDpqLNZmOFdODFIFdzOr{1je;da8i!VP4<eC{#h-zx_kEb(pQG~(e^O3w1O!6DP
zZ1pZ%bJ*Ech)I-~%E}b@+-_3)V4q1=tD}`Hy$9NOTghh4xN+b-6aHL-Li^9T_I<}j
zvkP@xNz+c0qaREP;~BR8K^LRIJ+Acr?G;h*2TbnOzuO&WaZXDk_``n?(atSBFNsOB
zH7Hqq<G<AyIBxLy?zRP~t9<iY3^EJn7!MtOnEPBN%w)%9CMx!>&;Ty&6Mfw&^&%5I
z%;I{Pxl-v>3b#cD!WmL)IArp!t@F>*$@Jnno}a=@n+tnJ%5S8$x9h~bf>cI<&l7v(
zGyVqYyFZ_ixrTKDwuI|&Z8=(6?Wv%}?xOJg^+$)C>O0o$t}@<Sgt_@xkR>{`{bY-y
za@<Au1L62DDcD++g*twyEZ*H5u_$ECIc0><y-Nx$*-j_|y@7TE@iUy<$le4i)WGtL
zBg_X39D4ah1wQ-qN#$$I_Z*HEdcm%*uRj8b$=3wL`hc0`(AoqjOyfwkI~5~iW-@eU
zan>&IjifYylaIxBF@QJgcaWCq`;TIp?qGEZ@%zEEU4Ob{wd?l8sW8rRm)~VWTo@{=
zv;Tu@x=!v&AfHy*sqqHCTEM^NI<A`_2JLW7YZ8zkpRMM9Xh2l!J5ME3QAHNVUyJ?P
zT0<XxMm^!@^0K~Ua=hrep^;=m2lVfO!D^n|hS^_w+_xb*r9#s7v<Wq)OEHp>Q|S#9
zI06t#Bp_7C59&3roJJA?#7v(51~4z<=D-U|$MxBFB_-FLm#T@=jefw`!%W+*^E!g&
zNW%x16q9UU(TJ6sA5!0O)WuaF89+G^a4kG*x(?o|ePel|hE`3l!V3NM{FN#k@n>^+
zmIB4DUm#xRR#Y&0d3mMN^?pGbdie!y0~nb|OG(wsxhuCcH$Mul@2Ae=5fTy#iG~Wm
zA3Yc!$|6>lBo0S!E)+Kh`^M$;+AYlA?pr!F#IA+W1ktV9BhfY_Vz(;tZme;)O~#qc
zY3~|Qc?Js>i<N?+K)u*P%c!)Kg9ByZ`MHtVi3~b#+vui#kjMVdQm+5zMQ^Z07x_S!
zuN2Hx<PRDg!qfPU?qvLjEjon$8V3)LB6jnia&FzVhQ>y2BbC6F=6sCPX8Jaa2F~BO
z!31#JcOD)d!v0jfw9L#D;^N}A|FOxRB;wK9xWH=--fNRVUahj!^$D3v{<a7Ezq?=h
zOo1c$7%Az)Y2LbqhV=aAN<y#t5cZc=*-zshOu>9~T?<61&~cZa-&h5Qb9BVbaA@+R
zq$HD&(0?E>M7$P4CjW}Mni_rDZSosMFIShTNS=u3!E?-3y(O6ME0CGtDXMue&i$_l
zj2PdgbN>yT(%!hxR0Ox}dqpGwUQ1Vy-mcqt@-_lMs~~fZ9ur_s*3=PFk(1`OV|8rt
z@u0fMgKzMY>?iT|=Ny0|&V8*U$B5X@Cbn^3S#|g&sAdm@vDu`H7ca`j#69D(`T6ap
z@x`ZSCZbx30-rv3j3}W!J%|q4%nU7l$dI+BkpJ0HYJHj_^J{{Fry<t9w6XE{pC0HH
zOnmVkZ=E4v*Spcu!P<Fv$do*`GWy>bQ!Oqx*=r5SF_6>keloyNXE^D|FnSK=32R~2
zX2X@3216+VNz1;RXY72QpNpUA{m2|3m=LDbyMVOn8`fGj6*8jN*cg@gn!luEbiFbt
zb<ll6nSqC4Oxpu;3Pj%teA?F9g&c!Oy$h2lgQ*+0%&yJk66Wv>_+exMJlK2}I!>yf
zi*?&Ku+NOAH$8t!Z&5WAG)EQY{%A2B(DBUk?#NUxI_^$Hp02k4Ga*2~FaN0^(Q|=V
zxBZtDK)HYfu5SkG#Msv-XHop6fq1&lU93~f<_Hvo;D2)1Y^W?@6N?U}`grzNb7u%+
zMdfpjYbnziPa*W=upGr)QX!N0SS9`ok>vM&E$Uo{*%fKCiu?3U6%aBU1CY#PiV+wk
z*gb%lE{c+>aO1X_&;5*>(3SqQz}b`idNoIkc7MdAuwzXP0T#g`(Xu&n%ZPY;S2@B;
z&2ko%Hcc;*xXg!bad5BvRq=@+?1q4X$aK5$$5%;Zs_E%T1dS1w4ZaH`NH)S+0;kS}
z#GXZ<Vb+6-G(GB!r^|V)2+|q-Li5Cv9aNrUo{_ne>uluTT*_{x0@84Dh>SgEfm~yT
z=jC45LTmLVLs#B&8FUm)-7<stMQMy@;mT&AoSIGjFUEhg_02&auBU=Vt5sC{*R-7;
zsj9#I7Fh!TL#KN95h!cAcWCqFkqS`l)>7qvojVFiJ#5TH$EkJ9a&fVW9@NmM-yUo)
z5Gc}_hN80qhE6MYt714P#Vv*263RuUPqm-D)=FvMSX}*M-<)bzrcp_Q7zlfLT!+-6
zg{`L8B&`2R#y?cvd>}`h;-{ToVg-A@_XSK)InSo0m}$FOJI>m#u=c!z)T2>H|8NUa
zfyKNJ_po|=1F5UkO@V!(^pDt<(MygvQf!tz2-&6&D91gp#Cf_J?Ea??s=7G*he9#u
zmWzkXPq5H^GKuqQh>@@%N3+=mwTX7_dgH^u(Ta0AXy%&1IF`kA&f3O4Vdj>;wQC=z
zIyFrElU~~YY9M12Rew+*TGvYuZb#Xe%1lN3L#)nNW(7&>>4)P1m5lB|BveozP&nB4
zX^ZY)&j=n>F*9{5@R6Di3|`^dD-nW%d@uk@ykE5%Se3%SEAROQoKBZ>UF1*eOJq_a
zrF^i8H*}a*(m2<NU|ulW2Y?-5DWLu2<;9`ZM{sL+E{(w^ayl-46?)%(Fc4sQlJe81
zH3yE9X?+a+rKk6MQpn%in`bq|vZLQ2b(Wk1r&kK}pX5e`=4p8^Uuart?oS<`$MV!b
zg3ZC)jPD~Oj&A+hhlW|6j;GxA)1w&ijr5^0B6AJL@twmRTTWFM?WXwYdJ0ZH<aabd
zCJk*SI9AtKB#|5#n6-#vuA}@I5Fnvv9<6Lya6M+I^8<WV?zHO-#|O4X=_mKR6v-Cp
z-v@B4HRgMGjQ)yen%V0+oQW(h>AbY&N6~<xX&Cc^kq{K&>D$+C4n686xtNt&(>q70
z+mnwGj1jIF)Kcyb!?jrkpm|(cdC#R0I~^{d$pt*zq4G7bUs&1UvNO{g1PdM;biGcv
zo+2sl?7A!Tc;V~Jydy4Z$I)ke6DIf(MP`)w$Neeu=x3*2e<ZFSX?XFOYJN^n-<T=<
zh!LC=*NGdxjKR+fbS*SA8Di*g`h@j%jK^{{i&K`Ps8KJjhZg=8NAJcSO_=UZ04{Wu
z1{8ZY9lC(i0a~8ByxvKxM$?Fg@(tUsKcQ3!g;c&|zhCbgD+j&9-Q=rZ#@y<_D4t#K
zc{SE4;Jjf(Kcrrfk=&pZwY^B!L)E+H_a=qGX;m0M1wk@qc<R`~xF$pj&Ttrw_a<Hv
z<u{^6(ghibJD-Noru_#N<2NhvFS4jLu6)mLlHgPBvbT-9=unb(v!mm$Bl<5MhDBzq
zF19M2_}aWqwzLZ}gAf({OuBBz|0ER+8RIdefJLRq@{q1>)?px5&m^ikK3($dDMvDb
zYDCJ=x9Hyovc#`aa^|zestU{~g9TR7iV18t0#ETG2OD@MFHZCQXk<d!ZC2;Yyw}_N
zL@Vq@L4hagJeF**#av=#1UH1>qv)#_PVP!OKG!+er}sU0#)D>V^~mwyX4g99GZ{cp
z`%{(0!HK_3i5M^IfsBF-2}sO$Z^xFM)Al<a6mtL7=7FrT*Q>PR->i~o%$}*Y$;xTA
z?8W34pRL-z`Ezv?OZ)|y0{H3=E^fmMW;J@VlY>j&dOt4r*Tj^tRSF8DR}zNoZrR=B
z)Yd2=)yWe7WMXo`Ji%t(VPve0gKZ@l5UfZ8@Z`x4!-$Lcgk`y2_G}jsjg7^-m1Yx#
zZ9AV?O$iKkQdRAO_HQ0SNp1D?U?HDXRE4SOC5MqC6>FQZ<o;u~;MIVI1N0fWoRR7M
z9;WaLG~?U`6L@MnpLczt<+3~?pq+Ew`9Q6N^rckei~QzXmw*6Y$*PF33ii84@O^gj
zJvB8F6spqgp5^aP=5bL6+5H~I;%wFJUF4)3ls6qd(X6BO+J}bGMx)z0!9h_@qDk_*
z_jE+<jFB9s#rHtRLQCA2_z_Pu+l32}e{<bVHyb<_y06I!ii@q+_6-w1!}%HDs+~1A
zhvK#xjl7z-N$+zyjxFQdX;NeR{g{*@9p?xjfXNAzGbBsC`@N*B@QZK8N&X$|X%K+D
zhKr3x$1K249f}x4<g1cL%Kc_?RsA>TF~9dV(m7xNwo3;n(?9UoqeqYaLEtWQbqSt3
zR80Bnm0HV&?reoQ%r$Ncl000TN+|q%d=YH6_F=zn%1MQ)+da*Zh316x^Bb3_3Z1`X
z+7r~ZBY^GYC|qb@^?K(v6!n_GLw;%2QslC&4Qh5!!O9h}7tpPKfb6cEB5?o*-(qsq
zQ2QBpI5_YxzXP}8-`CN=njj}C!hX|b|A{geIvHgiaeY<`)n++g?luM`HvHfrgo|oe
zZ$R0To1B>raGWDFg#ppqh&L02A%<U}TjifD=ZQcqi<Xq;YmX@iX+H9Y-~IhGEw;Ay
zmO(;$%9*z!d_TYF;hN+SL7r7uIO-46D2}f4YU$MrDPL>rgbIcPvR4lF6>2l87H@;y
zMcq!ST~>jP&ZCJa_&SQXEwk7HY3}YR+lpR{#Ivj7=;B>tZQpx+V6Kj-p%+((E||rb
zDDi^pf(hK7f=s5#I#dCN7qUJ!^{K%Cqo;`aAtV%2{-7ci8Q3kJg^$<P-Ppkz3bN6y
zThMwfeB9b5(uAMq<Q^gT5c;ZY8<jR=EN!QiKH;&%(C*psD`>vCLs+19a32|{<j4{j
zYa!-z8chD9^%Yy=!@ex1{4P*Z){_$?D7#ACYCB3n*cd;e5DyIyGc)rP;{XXnzx$~o
zFoxo>Tdo<ib-B8ogq|ep@8JARwA~iuqy|$7!HkT5ifvF-Wr}oTf=1%PYT9geF$RAf
zLtL`!?`TKl$T(49eJPXVJ@xy3aM-??mA*<iXNKd9d<PLP!IC*QhLBYn=I5eWEzu(F
zm+QB?v@DH)Pg!@$+uNV=HX`+ZL$_yhZf$2ce!&f%M#={_)6VDzi|3^#Bd%F8@H&lC
zX7+zbd2d+`Vvp+H(uwYt;=J(<bpob!yT?CB;mnWI8F$*Inq82EzvK_eEr<C|UWeJn
zh4j9M(s`Z%WH!e!Nz|<=8JlUU;^(tkl9orerc<+@;qqr{iv>A^XBOuF;-(%yCQ?#T
z`iq-dkd^IPG(XVtxWFj{35@E1&6t2geD>z%8e@B|!?Ew^s@Tp8ZaR=_XqHsn33vfB
z-XGM$KNpSxbNDPj{|SKqJZ5l<MBeE&^Zwg^U{vkQG~s6)*88=QrWtxv(Vg`(lWa4o
z_WF=@0QqEKTkW&;J{#W{sS3x)^e!<jW;MlqXyQN*_F=p|QGWhMFToYdpYB!d>hGYw
z+j=%BHel!K^s^>A^H#-{sdxG|HT0^_cSkl#oSt!nQh1y&mE=C3{0+Rtf9@iK&TA$N
zZ{4(el<NuFBB~^@@(Q2M&tb%KXf1h%-dUm&C546LcPhagQJ*-P=XtEKZOI(#l>q7+
z+)MP2^YZ$N!F2i-&O+Nl3`GRz=>4w&i!qqPtG{kgLKRGrvN;rO5K;Psa>_zj^-8Cg
z%@QJhT%q4-Gh>vpw03m3;KiAk6eETqh#&GlW{x|ark8zJ!sDI}V>4g9?c%;y>)r#8
z4vi>BmM!b^@2kobx_7)*QHd|Oo!#0?BWxe)cv$Z<-n8s=P(^Tab=k|C){TwSI~mKC
zn^R}>=AAMw@A|)Z#6jh>P+tMVD~QE=i`z~1Tw)m#B-_-Y^@%liSKwh`J<|0B7#W-)
zAt7III5Ep1VT8p-k;uZ?P_lVY_qz5%^Y-qT|BG+UDendc<RSjXZ#jO`xxzZm`Vpbm
zG6NNhzgMkrywk@I(^qUxft!q6fk3kGUs-1ok8&w1cN)(YQm)rmCtN7m80_9MC@7Wu
zp!{1IXMaG$&~Xs?&cRwc*m@rlZO<D=HdHs7_$yu*=<q~~zur9Ql8dAL5_!ew96LJ^
zC=!6KItx@Rr{?vl{T<UfkiXZdPoCs=+jssL8X7GGeP;+34-g~meE7JbCiF*X>zfAy
z2VFN?HS-ygPAgyImVBx#*fWo<EfBYCEN$nj!Lnr4!zldTW3{Yi!Qb8vnXY5!_Fg<f
zmD5!xl#XC-v&;(+{Ucg$h>c2$u7Xa533k&++_`fcY-@K_-4MYSWx;6J8u1#~{EP)g
z?G4aD<pP+^W^rgR<i**P2JI-bXhMXra_-U>Qk|if6#L6+pYJ5@b>?tx=`Xm7TB)h{
z&NEwt=2;hz-pO;cWQJ1908$St@?0jBq$^e`25Z_dFN8FiB2z|h|C07+N;^7&i+7=V
z`MunuVVSlKUZzl|pOw46YC||5!i$3D#^lv3>>Elm>=T-fb_ZfPCr2l9f4`g-7Z=ya
zuc4)HcN4echtTfoICMe1z1QyY%3`^)`6vFf$rq6N0w@*tYnx)yuCNExReZLdZ{ew#
zT5~oVa68Jd$)c>-Rzw0Qpj=)(q=<n$YIPU(blaf?+_fJye0k;cUjUs6Xfu3f;e-9N
zt))>_jH9hPuE{#>a;D#RT5wJD&H}Vm(!{8~gX1rX3CB9#|JX=>xmI%NS3btUew#US
z&|X#X*6mN>)<?^ww;-mg?1yIck1Ed~^={_AfA7KTH=W}LFOIhW@k5sUhJ9w{N}WN`
zp|ZEcy3fKNmt5o}!{7*OmCp#%0S`Y{gqR<NqES{>eg<>cm`Q=S=;(owYmt$W<k@^J
zO4lNa6o|(37?>f@|G+>VAeYc%3ghga8eg_xp!IJlJ358~0fKj(AI&K0?cP_vb#1rg
ziUYfBlAfuXQk~RRg3O~6j?#pzm5RDCto`2pLPm^N7B8Ty9mLcNf_k9c)i|5?1|M1w
z@+g5r?A$zYuK$A*AHISML$Uhq=%M%T-`8|^pH@?AByPGExD8oGqT--Qqx{ONe7zO|
zVvcJUA<mEothEdh#o5X}&jOc`FNYg6`w#s$)Iw!tbrll#B86ssohFU&j=$B`5&$Bg
z9)^dHl(ZA5JzIwXiAin&8^6x3|AyUw_X_5bG;|9?O;^`L#dWIbfEWogk7tUQv|_vg
z2|@AFI`tvly2&)Gq%vHCbU#8TH`ZnQrCalsWOf&H_yh<5q;sl7Ts1xki>}_NXul*(
zkoK!Vkf7^xz2h)QxU#K)#I<kDQ<mEtx{w8HyeJU6wy?FVa5y39neR4hfyw>-+RH%O
z&9FZBJ*RU}L#-tG8g~436GR9h1rC@7>JFbuEZuyfSPAsO8+v`i2mAJdf`rBtvDeJi
z-LW<J>lxhee?Zw<%Y{f!?DYx%SWjwy!auJd^Phape_3jI0@<-dMNLfrHZVakm@u1S
zD|yw=89VK4E>Z%N7XizQ25@q68q&0II_z&xgUjAWxKu!H)p}{<=77Vv-!T#rU_YWD
za`8x*tFxl%UOXVZ*&vCMWAp1r-uYPA{FOlwIjL|-r;-s&M$!;5DKnCl_Urd-3ywbz
zsoEKF=dI^p&1orIfyHD}QiRAtG+Vyq^>yVrS^5fJUtdEZbeG60B&Ph5IH}l=%o;ce
zO1`w0kM#BRVbAezyMcq}y%#md7z~gfd6m_d@Rd%S3>^<r4S@8{=%D?uQ~>jhiv^(w
zTpJd|iGt`hjzkb3%Bif~3Go$^q1K9}8d3*XKe+^_iXKcbP4??)bm~4@R?204JY34s
z^5PzsH2tkY*Kt1-GPDN#hqMs;O6w&ao}_(jroEL_-irLhJDGjA%|ZM0&IxbsY>5J0
zD{CS$THVO&R{B_H*vWE1K%i5=pn>dR%On}BWNhIse+n}+LmDX!VAJz}V=8Re?O;#<
zw*Ixi3P%L0hD4geR@=pg=k>26S62Rj<6M?)n3ip~au~9~q)=eSdmygrV1G9XISJ(*
z97-l(^Jlu69jstLHpET(@Ky4sh3wqZS$wYws|M8hcz6~v1E#+VzJl1Wtb)QL<sU@B
zy6OmM#N4DW`e~+Qb(8^<u*idPu7vULXsgaWSYtwIGI8#!6xS#@Op_ZR!l0Cv^@?pj
zJYF2EJZV!X%OPK|uj#^e#_zahSn-!$O=mK!^yHW_NzB-lF1vO`V=jv0$2(C}g*;7I
ztnxBj!?E*3$T4K5UK)LvZdh%sBeBo-JX)2Q?&SR_@<fsd)o^5PZ74^=5!B&%dljBi
z$IqO%Ry}yipgDvS#<LQdnv8%0>Atat%;>=OClQ(Dd)@7pWV^z+i2jYlNG<&%jeZO%
z4F+Nw(fx<nrg{`$6@Vh9^urW_+cfbt^C}8yQ>@$JyZV4&Yv4tD+RL=Vr*^}xa|*x0
zwjeoixRx}@59nA}0+5hTxEx7fO3!T-xQ8Gt>-4+VSMvK9uiH{Thq#TSduwxZdV%It
zZEdY0clfWS6K=4zjymj;+MCo=5QGvgoa{f#6ba;O0u%}*2wSH}hQit(nBIz_oT2Ii
zI=gTS$cgC<JRI1T^8uotO%CUj{}S#NSxNqAQG*0H^2tuj>5I~Aw_a`BmY0`*$hVHY
zze{Xne<<l?GH^_|ViPw$R<u&mUv2uHKjT?Z>bZ)@L<Y-a^;~`gc@(gRg9?dLnaKFc
znWQF0Du}iCP#TM|g~YqwIq!Af$KOA>73;g^8=|_<?|GvI^HG(i)X0ZgbvKd|yWGhT
z(XKEj>=tZdG+OhH3;XEB=$hh}lLhCoL@Uo3`E?H=#-wf@CpZ$Z>;l^dhC0URNR(x4
zGvTv3U)d9R6CciDJ$`D4qaSn%HeuZ_hhqc2OUO+hH9ivdv1sC?3;2S*-;SdB8p(dy
z4bGp3ieDH|7IlbDq+y8(eSji>A7d>D7;`pzf#K3KnH*8_FLtlAi@L)RIeFra_eo>d
z@QUojm+N6+?@Y5xrR%NbGa?HIXxkOHwYl=zybFHGWFCeXQgRXq180B$8+v96zT2zi
zvg+ridcLhex)4nEDX)xmGh1Ne>$905O!*xzpye68gqN1-e0w_a(<h0fE5T0a@bK^?
z7>R_r?XSj#!FrJbpJYP$uuH~EVlJ?It2gn@OW4-S1K;Okv}=bHjT+$RTY1r8jw#8>
zv1_HAxELOuiT1wIKseH&b`5$yOZx|SZ1nbDIQ#g2`+vG+*a#N7Qh>P=;q!D~0^rSQ
zNDJpa>o_+ne=JW#9c&^#eecdfblV6xngGN0wcZ0d(;KLqMw_{Fkgvi7VUA231)Ibz
z*(;Z=#%^EIEIEMyQ(?JB9)SBD933C%-0~d6FG-H_3JyLA6(AF6RubT#g*!tk4{IH-
z9vK+3uTn!^@20dgQF=y3p5?IE?44tI8u(fsD*@~yI4(cwAFvTE!Ackv>=!*fz3<^C
z^btY!ZJ^;ukPLG*YS`Hw`w<05A4<vhWH)tn&${l+aNyqwjI55a8hr&4k+R>gQJl+r
zuzbRrl+<=uOi7H)w(<W9|76Ji=3Jux4;!7~i~he_41Kh%{@`%a-ia%+d5U*oJ@z3v
Msk^tcZ|T1IFSt&jr2qf`

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/goldfinch_synthesised.csv b/modelling/data/abingdon-all/resident/goldfinch_synthesised.csv
new file mode 100644
index 0000000..3470b89
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/goldfinch_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,51,0.9806618,56.14193426525443
+2,39,0.9227631000000001,52.82729000212143
+3,44,0.8416330000000001,48.1826706836841
+4,51,0.7407267,42.405883149439326
+5,42,0.6879363,39.38368409300979
+6,40,0.6673403,38.20458312453403
+7,37,0.5374136,30.766405915325485
+8,25,0.3067024,17.55841410341034
+9,12,0.1875513,10.73712951392928
+10,28,0.25072869999999997,14.353974218035919
+11,24,0.3300509,18.895093019824024
+12,29,0.47004280000000004,26.909493139690092
diff --git a/modelling/data/abingdon-all/resident/goldfinch_synthesised.png b/modelling/data/abingdon-all/resident/goldfinch_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..338ad5a6ae46c7b2d9fca1f7cb4de5409e99f835
GIT binary patch
literal 81018
zcmdSBWmr^U_cux_p(r9q2uL@AbR*I|bfXMNcSwf;(hS{53=GY{fHaB%Ln<ka0wUcY
z{od%~^Zu`Mo%4Qrznp#PH8RfLd-fe`tzRtOYN{*TAfP0`z`(enr1%7afq^TJfq}Jo
z9S^+o4AJKRUPL|Q3_P@*tv$S-x>;eUJ@s&LaQ1MpeMaYH<>qed?DUA6_aV11C!LLl
zhl{%?50B%2Kf&$n_MGQ~vF8A|3cib?p*sc!Imy*u%;z~n5DZKV45cSBIxjNUXK-I=
zFCSgocAl|iD}3M7)O1tO<C`Eg{Glv!8-?Xm5CK&brX|$?&cvIW_e7^>3g43>AcL18
z&hO&|xef}@M|<K&w(jl;)6+r?j_Lz`F$wBL!y)1Sj_wd)W4~+vehLqFqr%RA^6yx5
zxp$9={@)SS(aw7N-yuScC;#@}Y2Du+K2-j9(vzEEAzJ^=p?4D|iX!=UQhdi#i^P8?
zg;U@B|KF{8_PEWOud}eQpt`p{EvWw#be?s15xaP|+_+xv^mM0-mVu}0CvUPPV=PA(
zXJz%F{qSV$)^((B)Uf;MQg2GW<5XRDj+9hpR@P{pbL%m@zg4PsnPD(GJiM%Tv?o^M
z$&**9srUM_#K<}H%G%=@6kL`E?t@9sxA~d}{@`W@92(Zz4!==|aGTzoY1-Kvl(IZM
z+<5PM!2aXMk6YB#QIB5}ytD34x0ygPO``0>NSKtr_1V~jbUcuKlk2fEG&XzRt!g}{
z+;@8(lUXgjATR~PP+A&;I;}aGjN2r9v{c`6Yqn)|%Rxtnba$yY3{t54&S|Fc#VVrc
zON0CK7rwsqJjdX!Uz@z051Jw)2}46ebzF3^sczr?y6|Te=%JiuM2V;bRdF%-cb_r~
z3X&D6XF(!y2o^gg&yM%Ba-}g#H+d#lved)0^5viIE~4Lf!ulCLkmA#Iueo1doTp0o
z3E~mcM2WcnY}bpTl`=a|bYS%(h)U)(BuQe|g~;6WOBo%{p=J=#bL;EAcW-o-YPV3v
zE=0@O+1Yb_eWE9cW2c9sGW9&m)6-Ko$ew|o-er4U2Gy4-qK*5#?flSK{Ak*}o1^vk
zC)GiXex+HekaISrwzhxJt=n2g!b#a+GUSo^+5Wpq2T#ils-OK{N-=lYnw5C<`Za=c
zD1k+zM3wd!gT;_Lno6j1W2#={S>i_P>86;hW{Ka?=C^9gFy9+JYg&PCUcD;Ll>tw$
zBTup<j_=Y<&QRHUQZhrkS=M^7cn@6-vy`V8u6iolk>YY_vpRzKHCCQ+BF2%{xhpE>
zy-EFJVZrri(=<uR_juRp;B$Uo-+Rxs<n-k16lw|Iky{uVG^BU`e(6+Ru>JHN$Y`KR
z)f5$_qbUWdo_64oavFSb$N<Ap8Y~lb^Zu8b=Nbo3)sY5cmF9z5`40VK2}EoULW&Ai
zQsCd<s%d<7@#E_qVZ=WBZ!4vcK9IKEXrWonWns1tblL;w=jYlEESSTX*m%WqJ;IBq
zw(756zpfTlR#u|CUx$b9(piIj9<S@a{o&ebM^sqYH8LKvOnO#3Wu&r|-vi7M-BP_m
zpSkCQ*}7>ApCifjk9dYv%ma_DOxgk^MyC`7qgAcS^~x#z{ryKa3Oa3Dd=Ex^5$I&f
z3EH%eEQXbCVzw7_D2yVFoC>5X&A5R)pEt95X86g$TIou*kt`mXI$<s+@MMKQXX|)x
z`9?H#ozqPE58t#1j;>1eEYVfj>XBFu<2uea#I!LBU9m+zbK@1J9V$F61(L$O?g^Hn
z9=|m277UcFzc8~Ouh6YeIgj_P<zv#x*6xbA&-?TvPLgek*}He|R(%N2WxmurJUks+
zZ{NPPqlMD8U7W1(JF`#(A+vIFa?)E%;#aniW^jexH97d}u@YUCmYY`11@F4k1?(Zy
zInAAF8S#pBDPGM`C3~Zms2m(0wXTEL<Yo`4!$!I<)G`FsB$8D%k}S>NyF3+u!$z|x
z@tJ$y^V<$RX_1<qo*waQwHqz5vwM%@z&GTt)T(*BQj{|yh@^E3f>_JKpB$}?YusNO
zQG6+gev)$3hy!8lP;Gq`j{$=Y6v`n9PLH-Kvuh3|eK%0!I?1NiR!av(N~H}^hobR0
zkIkO*-Q1moRol$9O4K<_Jo9oWQccSn2-t0fZ7fpz&$nYno-!OAy&pHWrdniTVnVoI
ztW~yESQFW7c~h+El^cEUq7Bkn9$Z`$?k1<8Jf7KadFq=vH2iJ(XMe_vweotRAX;er
z++5)4hEA8{v3v5yq5$(LedYZ$<VD}3!9^Q*$$Cv@{-Sf*Sr&?vRIS3W#`>O+lS#>V
zZ{n%UOFTql!LInCz(}pFw(g*=@;p>ee$E))C4_Rfu%4w=N#@j=!o|ZYahKhgMCm4%
zH<Jy!E%n?z@QvG867D^%HED2Lon}p&h8<^79{bS+<u8dd)+da6r*NC<^gpGi@4*$N
zr_VF-IzREus;Q|_zaY9n!N+J?5AxiX<Ktt*l*i`u#CjtkId|~^@(cv~Hyi!|0iI@N
zW^dN8u(3VC*lM`Wft@zAG?+72l@%Eo*|@&A2sIFTu{}>(9~l!fcCa}!RTa&7yu0+M
z$#kJJ+Vg00M#Xgs3>{)^&S&|)=`dVvbgQDG;!W2~t!;wS&X3P_Eg<J_f?$uJ$%vJ@
zFmTj|t5TRkAg~F~wXyPHTpXNxhh6>sYRd}?mhU-_B)m6GB9Az_diLLUS0`GQNDRIv
zB&V!M;8m<FldRlX=*qb74gzIIplu{|+kRufY2A0Pt(K!~?)=VZsv;-jcaL9_cFpPJ
z%SVrR@icFTPMm-gfH=^GtMWQ9EI>~(7X^6Tf2!6@wSZ;c2(k@DU3@jHcM{ST7|>DY
zCSJQC=rnEf-r1+JdriHm0wk@*QvFJ!>B~rRp4AfFQtLX6i;D~Eu5%Dn)m@vmw_Qxj
zjZl3~ER{;bT}hU4lYUQPDiN<<;h2Jf?4!{?>;Q*D784;E=ff%WKp_c*?j3_Bukz1R
z6=p4y>ve8K5)u-lTXGSkU;EPqIQqK=5aT&3_L?z<Zf=`H15YQn+}2Th1ztX%BkneW
z+-eH;^NlTyVfWX~gNGYaDL*biOv+llXC$h?BBh_&DmdJj<<*za_S2}==H0+&xbNXQ
zf{=iK&w-&Wqg80}WM91XTeDBigosYe+ZEUNqnWXC<KgL}Bo6)6(3dZ7bba0TWL$<E
zQ$gPfnx!3g*V&JAcR044?W&l1{XU#>?!Rb78+11)H<{E}s~sFkG<4lx=xeU$Hg9#f
zH#jm7LJ<%YMJ)n3=f2EIjcMR~iFZT!;C)|)&|p>Dq+gMA2$uEo`<K^<(`V$3FQ=T_
zR(eu+Dg#qa<Ho~Q&I`OG!TMeQQ>HD69@FKXFYwTI4uj!0dqb?Yv$I1c72I=8;Mk?k
z@5sqB3#Vl9r5qZ@G<vYBjU@mF)k0B4sd0UU)AB&pn|VD4hqBGSv`3BjcbI>*g1II=
zePq#&;n{?=>Rk;yKhQTdFi17J-2N^*1Kt_&ZD>`9r9t2YEH-r0f56@72(Ym!Cb*{@
z_n1&sJx5YvbRjRG_~ci9Y~L8Ih})-I`|%djZ||_^XeyaBdMF7!`*dAa6ACI1>-r>1
zsBhoJ`H^{t>jX%p1aWDBE`5p?{2YTSq3%YS0sFtcHi8gMQQ@~eA3~tny@w=iSBk_j
zN42Mlk4MEx=iv;aa`Tz^$R?|mTb+$8bYhgMpMCaFN#P#-{P{Ct4P=AD(6vc>xok_f
z6@0u5Jmy8$M$a|4n9pv(cTa8^CoWAvm-%+m`q-$b5#0(CL({oNPy4%^FjrEf2Fb&(
zq2&q8YJ5!_MLB_Xzn}dWl)B`f=H}(qiq65g3%eFMOb|7YBQ<yH$yL=blEVDhET`US
zX6XE2+<cWVauI5>gkq>Xs-FuqZn0hxM0UGw4j08f&}7;o*4D2u(ON^z$9e_EFVo3n
z{rDW2(L&3|&QaO6j~58NT=aiv*-6yVAfN4hl^qX2-X3c?SuM58B;ztFFnj6duy|lp
zVIqQ3tFi8P6L`qp)e>}h(Fn@UjDWZFmfW!%A^r_B#aj7%`>87d{`jr73q~kA-I+Sa
zDWY-538b7p0>ac`FLq2$0FUL_5)tv5^wGNrM5pMH><@=FP29hC-gbE^)#11_ouj*3
zZ`9NVg3{XK$B&7YiG7Iemx+(_G)~15W_brz{nlKU+xMHLpizvs*p~S=oEy%#0xyo2
zZydEf?RZ04pORZo#+l5U+$MwEnyilRbqf>=JbV8+Ah|1PJo#)RZVK(^G?*>%W<0sM
zvi6jLJ}>jb74}$aJemud+kQufTIW}(#fantE4Ah~rVf&yQ5cr#|1gnQ0;#r3S41YB
z7;Nr~4tv%R4aG!<Jy%)8&Pg^*6gPfCc+yQzd!oHJq{4%6Oy{?Kw&OeTd?RomTf*MU
zbgIsA^yKn<D+n>$2EA`b>!B8KFslD1>aGfHiSzXPr^#yR@$EKx*(u3|M%B;cOub;L
zkB8UkjvumPKE~g5oNJxA)u$4T)3)R_D83i<d5vkl0Cz577%LyfTZqe%@SN0cLJ^r`
zcq6LLcDVD$wT-Q|OEXiRt!u+PG@n><{GVOtw2_%wWTZn_EvL<z@ikkWFXseR^oEaM
z<ySWEMi^cGh~$Bvwk{qk%U4dTW4%Pg2Uk1nby7JS`1g$r@PPd%(3{!2F>daQC531S
zTr{ye`Id~NWuhxE<yl5e6GTbI;7~4kxn(Eu6bzkStpRlKSg5|+fC@)3%fuUmM5{j{
zPP|mNyFm)IkUrX8jFX7kQ#MLlU(qd8zAJl6$Y=i1v3tBB=88n;#LjF_OnWisu2J2S
z(_QJ%0{EhMQ2^p=vyc1T>uNk3ydYlN?D%8^rdd<Qv4E)5MG0_a;#$F-3VA!*!jut`
zS`S)yL9&gDi%Z0TZi$Wz*!-hgL1#N*6P}Q9?dkWf3^S*BqYo3)Z6HNoNf2Qy0)w^b
zsmY32jTNR%@DpL|Yd3YIyf>$9t1F5;NXQ_Ms{D_4tq;aQ`nj&JuOD?^OmOrx#mMz>
zx}zeOXtY<<$^J@yjHw&sntF_<wbh}IttFGdL|$HAoGFxgNu)RREeH{afH<Q>h`Yw>
zFC~d~PzxJ3pL0|;=LLdzG*@B`-91SM&!yR>(lR#Ey{2u~$HamXUJ?#xP>7)`o%P$2
z5Ed&sBiFS1ZhOk%>C4qJ3+AMJ)yHTkUx8RR0g?^S&1ud4g>s}<5afurrQi)*oJAx|
z{PJusHb5%1)tu=~wafR9{DV9IhY4kxm+hRW5F=2W{cErU(eO#XGPy`Ho7rZc2*-l#
zqLIA*ig63C_{Kgy8aHlXP`}pA)<>P@$wd+^a4$D6LYr&%EOy&C;GIzvmeqm|V6W)*
z>kJR9qSxvrm7(bE3;Q63B~*gZ`3NXF5zAJ#@#$%l6z;aEtOaE7$ViolQ&^kj4JtvM
zw#$ptt(D2H=@-t0DQEXne7lluP(cZ8hfBXr-@C}1b4Syos{6vp&Hcar*h_{d8fBRn
z`wrf|J;89r5p-85=BIa=ve5FWQh6yRU_YRZSj1irx;%gW%PoU)Wx5nM3UX?}7CAPf
zk99v;@e2c&TMG{ND>9Quj<50qibt?S(MKAT@`^7rMh-O^s|fKqZD<RY0#U>(D<aux
z@e|8Tw9QQKnPlqZqba|K(FSU&iSgYLR#Z<veD&(pd`{4X7N#`*Ev0-$E(6w6#*kF-
zj>u<6F^^xl*|Gez@$yvgg0wD>Qg!laRYKUJ#dAg!_ekU8;Sh=d>J46)R181fkXhSM
z6$fe@5>GF8i-IEU$3aC)8?@{SjB}bc^2==tGZfs8!|_e#F|WW<A$g@#TAjXf`hb&D
zRbp@?`z3#_a_c3@?=LY5>MgX$6ELR@j&_)Qwm6KG{5BRlzWA?f%~faGf@m9*2CfZ3
zl_*Qm-;{#KYCjABaCzg#J~CnDy~@jyk#0Zp?qh92SmBWbi@Awy^tGCWmMkr|R@hJZ
zWU^tN9#GCa|7MO4liD<}nUYd>YN;QRH9JMLNI}Fd0W6h0PjnA!ZsTL9A2<bDQS@qZ
zSjW?>-@=oRZQt5HWJ0NGuMp)>ZiuclI-JPJHojG{F2eC_1%P=pUXO2X@nww1GHL{2
zO!(<lSXj}?2MAgD9Y?zmJ(V<igq1!sF`Y7oTy_`~p{V(J=t9YYzx@1>1bkAmC!mLy
zPr^FcX2LNoDQ%f)B9!EMg2hKrit3I(L)#>kv7%SwPmv>qqAiS6kWj}vEb5;?QKc)b
z-RP<!WQ$MG?Ha%SWiicfH^hi9=*ez-l7|L432D;2ja@BWD%0*adXB*j*Vuds`Q0ww
z8=^gHOy%PVV+|Ag2i$|kF@PsPm#j_H6j8Pj+-0{|?2fmdC|r4f*#V%qa*O0xnPL8>
zxmgixM*!@gq|Zs2ht!Kcg{VuTFB(|!lw8}%!&_lx%@;!q5|x$HzBk}0)P5qwz3yi9
zPFW|9pCGfC6gfVa7}l;YulLc7(}?9SIQdd(j|o>y&MEq+6&-$#_veLM74$q?X|X(M
zUVLw#)?s@;awJC9?kIz5tGo-{chA;vtx!3sXS9n6gvrl;@|-BzVx&9lVqf&dcJ2w=
zhr%-dTT1Goj(i&?Sht<q&g*)t6Nwo~s*V>EG;}anjz^@qGOR&(v!><LHijw}FeSqo
z;bhX{K^M&r_WC^<8=#9y7GJ=e%+pDnvZ$;K6~<@q?KRh~bD{ZReX8i)q@8%x_PZQ<
z#iwQ3MKPZ(ysQ<!$Za|g6)3&ID59R4sCi!W&Ffp$Q+69ViZVV=<L)hxE4AC~Lx!6>
z`Q26F!|-JkKeYQ+&1u|%_sPDkKgjj$+bmlmZ0{aAPV(RV4P#rN*cmf+MvMomnkTWH
z?c%<K67`&_B6|yPUfDjB@w*AjN}4@-$<^JxHb?{b3uUWHl{jZGJM0hHW!3;2Qk<K}
zX{47`9+g&po|ROlDMGAusKV6&=)_&JzbjeE3!c2R2T~?{O%T@4Mj>l-Uwn97P}>&w
zQ|;PfT}Vg>!a7fhPK6JZ%w-H;^+#WG#rIW`Pm?bdN|_`*Ue~E}FziV5<Fa8jlrGgP
zM+(nOdt5Sh@Z_iIxH;4YJNm{vcar3Zj*X2a2vw$A2emOfE3@VD%8G3_W4{wp$|y@3
zf0v16LI+f5e7%&Tfn%lm8eBf{wvM06nr91RmM$-jq>^rPru~4J>xHI21I(A5oxi-I
zv?^8!WL$SP141ubO3S`PxTq4jIQZbvsdM^hRsvXktrul-V&wJ{JIUST<P=OH8-Q`>
z)qEp^3`rP2PNZ|y>)|W#o*qtzJNugYT4O9Gdu>co1P=c4;}F^KL02bBuPwyL`NqC1
zZ?5O#5V|C$1NGE@KmtOpSim<Pfm%6^<4Jou<f0IDkC%RQ1Cl{t<7*1=l(r*Xemq8o
zYX6vIYHwH|*PezAW(&YN^g=c=k8Sbj1&$Vr{H2pDGDl2Q)u*KJsmsh-L}g={v=f)^
zNo>AQPIh#XsvPO&S4AHtQC2@D%zMs)Pu9EkxIi#V$NnQ@hzQzxcs2Sbw5~WAm8ebO
z4pS;qb5AOpUZ*pU;&+-hxX)rska*vc+5DLzosr*0#%xZVdM9Jc0kOakhTJJVQ_&o;
zVZgcJ%j8k6;XG}^^o`jTv5q4S!*@nix=3rTcy~8DOv7P3%QPS7)R@yZH>e;p>ZJ@^
zhUG>z)W&oZUnf&|=YlQ+lI=R|4jvUIz8skkoUT>`L{xceJzuHqFg#7N^49J64T~$@
zy6nfWhLrAv#;%MJyak?gz!1_hD0$i!=Xf%rtx?!m&c9OSVNT+oL>Kk2+?b7azqT<v
zIn|3q@I1F1w=w3vm~}D;wonJ<FFYJ4ha07#4|c!ng=!nUDfB3*BV9~dS%PrrHiKLn
z+y6~@c3MVE9zf>0d+(F!!l~EFdVcLGa~PvNnmIj9HKL=`jA(lVkU>T+SL`fVeSDea
zN*?D2N|86aM*b$lg=H|`_m7d8?h#{&is{j|Ok6{!M#}bmjNghp-PE^It$qs7E#D~L
zYg8Q!oId@!FQPbaXjWvKWv-qn{8YFNs^bOL+&jQZyqV93ZZWe^9PNJAvo;$y`Z5Pm
z(-raVZQv@Ovgg~Ijq4g4c=^b>@8L*-s#%j>#hoF8zA@F*hcYc)P^qP@vXM^%M8|om
z8R<Mhk!rp6HjH;n2!o4`3>NqOIEv6da@LXsN6n9)JgIwor5PY20JZf!#XL}pcCz42
zCKN~MhR85+6`!0@<0F-yaR2!@V!A8-Hr=xYdQ#}oIn(4_`MskNS}nfw=?;4?{S6~C
zz$n%rf=Heu68n*Ce@(xMpO!8LU~9*S<FHfnZj<T;>5#O%B&m{uZM66pC?s{r@<(LV
zoF7GuD5`aWpG)T2e*YkpRZ}llFJc0uhn9?pNDM5Cr4UoKrWER%heL1Gvn00FoIt;)
zMQPT(7l(HrRQFb<=rD7{UYee?NKtl*YDx-a5^@f%ZD1wEG_{}M+^Ur_OpwjOQptr-
zVf(;r+sd?15wM-I%sR~26-!$giZW`K%RoA!ujt4?J5PDqaSygq##<Z!W{>M+_**4G
ze<;htn*$l|(P?L>Q5B(2^;+BGh%DGV<Hg-K0J7`?{91pHsA848GL2%nR{Si{)3iXI
zLaxOf)j@KSzQm*I<eBFulyNJwBroD~U{>FdRw}40+xrlo%N{}41~W=SO$i^v7DgXJ
zCDLXy@pL!)H$YmW_Cr%sRB7=um2K0^%lOBSrMr)f2I?m-RI;o^^r1h`Shgs*hV?h~
zk$5Qg82<-MmE;uHM1+dGoWAm96*8BuG)S~u6~&%XfK*(5=lOu#tpet`OPN^K<vkZb
zKA~oJ&@<Q6H-=2)=_*itJ#A*T<yH~b3mKnCY)-NA`gD!fKW;Su-Jq|?wK?13S4!FT
zcvjYJ^K0lkm>eRhTQN4%-+77u_)>1*wVVG^GkuWCQqiGk(otRJ(c<NG{B6KTM-Kt*
z$?)syXsIWtos+^dp6(nSjr;ierkAgMtIpp9B@@}!!pGNyZ#FJ|FA!f5xF<8?<NC`R
z8;<X}>FA{Ey|-p{oH+oM7s>tbq2}`Drjr3n8;@DD@aKij&d$~BpbMXxsb0&UgE{8Q
z>+2467vNsj^^T(@Nk&pm)9*cKORoU<%=4w5BwD`=p#Q88kaIg6o)M6;=I-t8@-^}J
z(4eoR0JtMV7bH99jJxZ__m8jNtSt&#>&XMEpJ&){$*22;h=>Tqm@Wb$=M88>52-*M
zokUUYWV35dPEOWqFJHd&G_G?{+PnDp@uP>Nq~x2a^{INE{tcBR_QJXh2|urrDIywi
z14jm_gbb;m*6-EOpvb!%@XZ>)u)c8=bex2KW9FI^L<YD4T6|c*Y5H4LG_|`=z+!L8
z;QGBJ9`o5BdyiV8S9ap9MvArAXn0UZ;dN%li#rKhvH-Yw0xFzsa}NMo!A#oP1*WZQ
z#KgokQ$dFl&)J-s+?JGUHWmYGkF-Gj>;cFL<#FDDx8pg7t#OtK@#E_90}8e+>clkS
zHiCF=7h|38HQzmMywVGND-_pIY+Lt-$0MkN9M4QlO+EL1_N%zJNuKX(*Gwg|YCU$G
zt2A%(kod#Non#a^GMrjAYV7*f@iW7NjE6*};Hb;VZ&n8kQxSJLMtnZ(qZlj8b93oB
zL}vB{1U*-EOaXrpae92k%nhJ+r`0a?#)`FMvshq$(^otONBN$f7vM1*pi~qbDnAFZ
z?CUOfn=<tm1xm^jjuhn&MQSctfNa#sYk8F*l##bln<FqxMhZz-67z5|5b?slcZ8J^
z6`<_L^DI7u#<obI)f1xbpiTCUj`R&5yXElRHQ>`m8QD@cs8ebyb{0W(mCv<p_Zicy
z_&ha{GE8Dhd{9^dTRUV}6B*7}Qv^tCc5P)R9yKOL<K_HVNeG37(NBn;;?JlRUPTUL
z9R>=07%#gvJClk!GKaB4iO;k|2a(5T$T+3YXvV_QrEG7*aLUsKi9vXTO1aEqPzpMv
zE-fd1U1nk;DiEuOvM3!UKuOU1nh1B+w1{1C=p0PQRw;5ijDIWMH+R>hkUK|QgH4LA
zONs9X<AMQSIp9t*=o$D#(7(WrvaAp=h4Cg58KEZ=mg%#an0g<Uzu`@L&>zD{wF*Lt
zzTxz)Sv-+0IsztI06XUBGVe_sRlNTc{UXtU9l^#rrIMTmh4kuJp`i(?=zW-~4caVW
z?={p<B}xWv-+O@$RFV~9!+dIM*9t|VkF5bsuzJ8@_;xoi&g~{2lS!vJ{H4nH=^`Vx
zu9-2cfo;p#hvqfG-H)Y}ttH6*N5<xSP3A#knoVAgNlF#>snDqjq95EY#65n+J*D)L
zM^}HVc^;eY#C61S#4+*O&2XS8R_vN`XA!lKND6w6)JLP+uVbk8_el48@RbZ$W-Ic%
zN3z>qJ&;z+tE_Q=tm~7`m6#yEKi%LydJjFv&L;ApGN2q@3w_#~c)+1wQ7k%Zge|GP
z>kYYR?GaJ1Ht#+)-&DBpQf|OWLp<2(i0VNc={dz;3SF_3=^xPcrWZkR?y$^-#Y~3f
z=RPf<7IAcg{VGOzhXNhF+pN1b5TCJkUk4$Tnh>4xM_Omy`=bUvNsMO9hlJ+AMA8$~
z{_{Wff93oh=An_r4q_>tHkE|ROozt5%DrI+V*l!2hKvUig(@{8+=-O0Amk9cNo6(t
zKXN`&t?!Q;poiXe)eUGQqc|miI{#K{d*@}|pGyeFQ2bBtz~8U&_u~IIJOK-K8~0uK
zftn!?v}xsJPTLLB2mgEqNLvu6<vQNns0JjELz}a8)K5PAh|aFA4l^cZ=91SAgk7Hn
zT}>SB{2yKt7@}0bl>vL3!*J9e_0<G!6+t5vNPWo4&#!Y%L_mN%tcb&piFEw&{u}fE
z=|$mQ3aDe2z6CtG3JU)@{%^P)x<)6(r2h`+lb;@<Sw_@aS2~ae@&+~eRANf!XEa)g
ztM1i*?H5#Wsj1;j-dkXluv}eTU3BpA@mGte36b}&K0n_1d1mH*U|=AtW-f+_iAh<D
z*nhnm6OT3bf&3r-_H9Uh&1(z%!cVT%YCeu8z+|9vONgDFfJr5}_T=Kf57^zqs7WWI
zg-=4tu5%sa9~UpLzB)P}Ijk0CWMlw^Sk=YELEDTnrJ#WE?yVLeV~ftAeRzb0zm=SR
z`e!SNPeSkeJdn`}3JMbD<Dy$H4tZ+)`Rcy5CcrRpW4V59ys~sJ8-<-;7c}ypVO>w<
zHypByP=>SKj+fZ;@yJd9AIRwA{pUx4%E3cIn&S@So+RFdFN^#S(@MA-MO(zb^+Qkp
z|K)D!hJz}Tm^SE)cXhln78n>hdV2}2dJ;d(e|TB#zN{WuZ#&Z{keQk30<=1lxw&Qs
zkfK)K1Lg43WYgosh5zlK$v^>3K9R?q2I$ZFG6R6L&jogY?i3zcP`!o0)iQqc3(Y+N
z6N>Uq3g5k_Z@+~x@wR)aJ*1)A+v`#0k35VVj9d@*+)cW6p>LCZ3V#<u?DX64&mUV-
zs!u;kJn3X^AMdyu-Ag7tcfzFkWv~MtGYl%H9l#UNOG?t@`0wJ+1{|5bZ)l*Xn5%Q7
zx?-?Yv&AX6xw%t?UGsF0QvRT6Hv1p6Sfz8AH_!1HKX=URH^!;8|Kte~Jr7Yg$8^dT
zpZt4kJ(4>);X52LmgtMpaE*~P)A|DkR_1c4m$L`T7AE5*+aB)KC&DWpq5`^-+}!GF
z`Ip-r#M%zSfFnLT-D)c~uIIk8P3*4>Ujt5xx}FOXtyvI+5>dIoLTA~vbwcyV&?o2a
z!MH8^Q+NJ&h~jla^IksR_^{<yQE)xN4tl=j$6dMs^|Lo_@fA?d7Jm!a&mS#EvnrlV
z?7AgaWDk4X$wvL0(X{o4P~2kuN}A@DmfO_SWmpxU&QYn(n(nG>yC}h`068MGsE9>5
zku?OAgqFaIK~{eWINz^zj>fvDI(5JfAnoMg;gRmC5p=pCbobN2-kvP*&D^9G&aJQq
zB~i(sXHO!VUB=gZg^Y3yMa6dTR9_2}?&v;~wyOd_g9?a7ka0t|v)`^jz>?jlUw@g%
zY5+9Al2|op?7e%1eF>^xRi=jO%N^=}n$kG_U6>qks#<BHIW)+b-*;Io904l<kzyho
z@i=K_IzK(qmtykc_bLAh6grD9xiZ@a2f8Sw0DpfSM+m;MS&Q$e!xYe&sIc*f+FJuo
zHB0rl#LxGKi#6Y2#ZZfc0{c;?gRu{_&-8M(pSs#{igbbMX>3FU<Un((*7ju>F&E4A
zfSu3e_k>;Ore|ip7OIfzRGOJuwdhrtQ1~6Le*iuUu37cay2poF46$FUEw8u(tmgxn
zT7#vsVK?8qF5m%1_BHq(g~H6cXV50A-sE>Lc7E8=E&?%&9JoV%Rx=}6h@v1rpG*&F
z<P3(tY+JRD|7#Z0s%W@>J0Cvy{1fb4Uxy1~FY5oh>Vz%p7i|%^D0}xkGO{;7hfg&X
z0+LvnNdpO(tel?B#QAqP{7kGs6sx4Hi+uZ5iy{ps!IoA+0!=C#0Bh_A@Qb8^`gh`7
zSwg!(3XLV<cgP8<-&cT9Ap`_@$M*LQ-C%93f@DPty-n}lWUf`o0=*L3V0{`P5&UF;
zLX2@Wn8HgaK)Ux`4?I74z{vPy;|N5`(Llvq?Z8Xm#egKThDSwxQlJfZm9G$65)fyx
zLM(L_47db|!xwiZ2=V0E+;0x31f2NWK~J&wUVQp%qvKNyHGE3E@Cem6<;pg?vWJM@
zSl(z(UFk}cI~3sncP<Si<22Z=o@#7tEMfaj&(A-y-Uz0(1mm4NQlro?LA5j`_dB3w
zMoxgH{;9Jw4^)b*0KrC_rXYS&re$9MoLIU(EOqf48{|+y6BbM({Hh*Nd`0HLF;Ws?
zfLL@R4s3DdQ4U&;RIaCoj%R0kgLaLV>k~EKx3-+$t7A1kdOo0Y$}qexkRjyU3DjFn
zz?j{=C%|M_WUIEsf)sLSeUj$x>c{L{f5S#3St09BjAq6DXi1`Jf7aIE+Xr_LFG}tc
z6|Z18YZ=PM%Av~k`I$z#c7=uDIXtF~BVQ)W>|%RrcfkVsKI1+2Ig+QfI5aF-Q9={H
zy(iHVA(x&x@;fmd4!J3fRN~MrfqDf1b(M3r5(k<g=ooQd%&WNTVLuUy^j;F(bANwv
zQP0%^nnxn|1Ila|Xo4ifF0vm`%cGtxen)R2ReG3>-8dN^C3W9^Xqm{z!p-OH{GX_L
zQ!X^+$3T`??2I0t@YY;gWgs!|05nzTARuJU+KnEzzz~792Y8^APp9o<l_N=neX6_G
z-4@46Ii2M#FlHdE6_d%z<?VKf^t6yrv`$VW+3yjocaPx>D)<=q>FL%rcBc;v^AQ_i
z{D!dg8ITClB<8yAlhZ4-M``s?d(ZXFY<{qsAG(<fz0;0<tB~_I-*LizDooWo>&wUt
zTgxU>i+K@&yl%(tvunFe@nB}DP_Sr(G3n+8ES~K^+A5w|{*Ncdc6gyTg(nuc0t-3X
z?UftHi{$NI1NU2oT|_Itznhm=T`HGdBkj;{r5Jr9adGjX=Irj<AcLl9H&Wa}vMtm{
zHskhf65;6Ltlq@3leqS~;EX}$Zwin<7B?Lo+3)-9qjEj)TjCDeP9=&fcG=h<TRD3+
zV1NKY$Q~Wcc#jS9W3A}0y?}_7Z!->wnrWj4zJUFhsw<TtPXrm4UF+QOE<$||8E)F-
z^-d#4@;5LT?f_xE_#DP|^qBHNf7+vK6G~VJ4e^~<1Ov(zdUo;3aXQ&;IBIIPr&p4r
z?l`|h1S#9I!?OexM~QfeA3DB0nW8T-mN`cv@FlR%PB9-=lT^K6y@fPvUHxHm>rXN<
zq|?qTG<$BHETg9Kp`Xd}(INCyMoszo39nUrz(53;{nGXYfZMi#kPmO1Ss5<U74r0H
z1`)pKec;zTIkqu$t=q~hcfF5E=W_tcd0pnEWvxqWzT}4Vs3)l(O_Cn0LnmJ;HIC0U
z`)K2;Bs|Xn!ms=&eiB{D2&Ecv`P)PsUoL?+Fgniod_XYrbyeQdG``$0Y)o>zk?5F!
z)IQ&73-*}_Ve<?rzY`K}OnvuHR>*T8SzmrTd$6DOdS$f944-trW^=?IeU`|!KBOA}
z5Ycb2ado-0w1)~5De06fAEX6x%k(W?**n40P;&PML{SP5XlZHv8Y+x@H@gh@3Ejiz
z9v-z58<x+WRoNy4b{2R9jl&B8)iwo|T{~bsqvPV@NMkuLXF$+@zS;naZBx&rl=-DH
z!x~QYd~)Ee=>U#HopLSPbdNQ?p21-VrSzu4@Rf1GMKb6@T=I1NQH|sCzSNK`F>h<T
zoVUC5>V-vpYiD;|j>KJTrxxnDMyX$TJ(&NAKiz~uok>i6b~n7)cKYW9u0;n+JA5!C
zA}iQeHrUM(b2-s;_wQz4J@51^e-kIB^)2B0&O~%{56&}CbqKn?V0xsTe(zvoiX0FU
zl2;|hXs}{qX^yBTK^QTu-c-xsq<!kcr=g!u<2H9;0h53X6NokutpJWY8MSvQs@l=e
zz?=6)Nr9^S<ox7dl;0CSTX|cTQW`CaA8J?N-m?A@N2*i@5elM9@d+HVrh_!l$P|7D
z-?pECQ#=@~1h9zxAtyy931gB4f(al+y$~(@KxI=Mgb@1&vkC8sYxq$;j)n3iWG=}V
zE=^t=I_-wacdxRmBg=sa$fNI+@7)r?vIeQK!3PsN`4@I7Laj9A!0kL(>Oe;8wgH~a
z(d~z;!rOh$(ywEJ6VNKWY?#6*lHVwyhYe&^#~gI)lnN1lqi=%vjLAc916lE@Drm{@
zs#S{#&lLKwE-&EpP#7dX$&+6UN!4tgLIAgxG=5R}qJ@=m#fV2t=A~C#c9oR%R#iRp
zys~L|is8qldxfQN?*oBOhaw3kaWZZm^b`m|C4NmfP^-yiTWkide9sA_6}!D|XgNt{
z;*_F$Vg0OcZ`?*21)L)9?{FXk4^~H0#k{#G1?*m3p=gUD91)<ZhXX-y0oVxzo1z_9
z(%ykkpgZUZjB+lXo?v-#=t$_&D|{~)Uhx>4#aDoo8wnij{oYxq;)t&g!QQ*&?R5uK
z$n!t%U?e(KI9DxFo&BB)GsV5hjd8Q@+Q&+Gvl&*=lGv}8Wh9E8Pm%8Ouim^V$&rzf
zp=i9n#QFaU=8P%G5qqo@Z}P7EZ+O3vy;<P~oRi+TO^-L}`2;arX)0_?>M%~m>M!<v
z-i`LCmQIi?NrEf&L@vM*Ke(HzcMjb%&0Bx)VKCY9wwb5m&x`79o}0CS<Tl4-E>74k
z7Thkr0=X(9=9MZ~0~Mn@fpWo<=OK;QA!mgmp?{+*1>J|ic*ma7*WumqARgDrt-jS;
zFE*!l!U_w-JsiZPG2wH%<BI)FRA#OiVM3L=X^}gW5M0_MaFqFXhX8Tx7M?uX>-a97
zQ50r+G#2++(ICA<17r?u_7!tkXq9}6F89#=gwFO>+X3T$z))W8)x9+A)D*3YIkn!k
zznj~a8ERUNntBq3CDuC5Q)v7PyFj;*l1lQQum5%$2w%HoIdr)bYtqBx!75_GplrX>
z8~n*&L6E$DmAvvyy8QWp%+P$#*tGpW%!T9?nOcouEfN;NEX=@c3B>En#1aj_#nBg-
z`}sY<Vw~T?h{3{IVSc_++JwLB)xReKfJ$us{&oI9iWgSb9{NjY`eDrfbZqTUnrTPg
zZvUj*Uc%cR%`i4;{NMXv0^Z`Zho0*z#xGvo9J!N`dg<@!Kc_yu!S)Nnw64Vnv@6ev
zprv|RF2Vfo91hT^u%1vP^~FMXdslD%bH8-UyWpmrW5ID^ERI<WW*w~LHawFl;$I$P
zla~KZ>X9Rgf}L|1UHc`flp{CkNT6BPdVH{>)gI#0KIj-iYmDI+h({w?H8%UNBSMQC
z3><Y>7>}m+t?iF^0TM%Rcvc>%sLhBHoIN5-HK6!?YBj&hZT+9B7+5MEfa&DDTY@Kk
zEb#Cr{}*>WO(f#@0G~LdqYb+z8v`zg<)x0Bw`FMW{I5HMH3Lj%On*ON@d4382Z4uf
z#9tP5+d01YXM7oMpFG;XzmY<8joaZV8QXuRQ;Vjnoi!eA!8HH&a(JA6LxPZXc<AgK
zV<%=;GKPB-mi8*v6f<Ugz0cXdDcPk1xEkhufKhUUg;$ATCWgUJi~AcV!`Yn&$3W`l
z?>d4i7do)!;}SnvD*aj7iTzhqH^2t(fWO|w+gst{>{tuf&#thb)Y&#Rps^h`Q=Mm<
zDb&@~@9{yeJG|!F90tDeQOT?J0)@>s(95uT;TRwFay=tTMZIQe!NL)+7lnn=BDv>X
z?Z56wx8X`3A7ZGgGb`b@qnFx4i$b>SF)stKUzsoS{%vZRVtO=J=a1dDhIuw*cIn=W
zlaYD*2+fj{3t0N!AQH`QZN+k%Hs)G(#cc2HLe|XuHUu)oefY+Y><2PM*uU%p3-I!Z
z<sBws?p|^{k-H{!-W6lBn0ewKKHn%F(rpuePeg5kL7htcBo#-->Kr~8+@FJeHydO1
z#@A~Q)8B%iF##M@w=QoPoZoc$B}B(Id-nf;+EsM`=ashSXJk+TzTg#&gm0>8(B4lq
zPJ=28OiWC@sjlV%;HYB{=ft#Ds0RGPr!E%1axprZuo2#8vWZ%lOd*0>m|Sys1LfCl
z_Tdhc;d;D1S@TqCPa8e?T*<2W97EGP_rmLMxEUje;Qn>PWHR|gkc4wa>e_XQYeWWl
z&U*H8u-hfWD_`oJ=SXF=w16)in5)LvPm{@g{QUBP#oC1ts2eqh+~07(eO=ilw5*kw
zZ3@-fYud2$V=x^hG0qZjrI_+PddJ%f(%VDL+TSio)3=rXdHg&R=CnLpTsbwgm;LN(
z)J%iB!Z~<4i^jUx=x8}j%{T%K$rs!0KLo|R)-|=~jZt=11}ugMq&mEdR>GHbrqNT|
zQx$;T5id6?Z9XfXUtiv>9)VO+I%O9*t>6ay)g8dW6-qA`(caO44SZEypk{#t&;YaL
zhbvY%)G#|c`#KSk4igS+D{RFb*6xac6poy$v>PC0=KxvqL|$I9uCo{?CkU8c`JHE}
z0apNtHOza0U+X+aqg|w~w(|mc4l0cbW$JEM*aj#J@?tCjS5Pu&JKr8+$7$scB%vZ?
zz@yW~xMe-yxcq%`QbP0%<g{l1wFAa^(9+&MeM}%aBI4t(ulb{UNxMV<L0lz0qAAdB
zbPw1eAeFcxf`F<JrIGYceU`I$u~?1FU;p?{Hf$S67p0brT`HZm4im_Gyw7kd%!PPn
zSdQ2RP0s-1Ze1xi?5bYc`3uyuUt9dVJ1o(4$uu0t?hXFOeA#}RBA#L*UI%OALSkM%
zxS%0x;(@tV?x=A)RagjS5T<Su_5d7zLNvf@B`>7CUN_``c8yB-Z=hJJ4L3en*`sjX
z)-N5WPO?b4D%$~YTsV>o6$OSWy$}xkeZyVwW@!#j>+fd~Yk*n_11|H@_K7<h;vrXd
z9DuNG#w+e$iR0fYz*yRhm8G4u0O5I+7gc!W=R0D<oCJMJ7N8ISR`S=4GYIXXhyK4^
z&USlw$X@EW<&eZBl3-~_93&DH0Qr`T%ed|nkn{TMQlt~7E2rCV%s^L&?Fd3!0oU>h
zsDZpMdH7!GmQ#B$=IU{;Wp6;YyOi7F^{Zx}8pi|}>`Plv(A`^8P2N0q;}y}smI=YV
z$D}w7=sD7mjw|cGbUDuBy`|owP!|%LMCqTO-rkA78V`0&wn4Sf*88F!ngY+6q)$O7
z#FhC>=_ugJbzGe^9ud{V3Cd4-;A^c8JooiKn(<!sIRR}2<Fe15(S!b*P+(o55n1Ww
zY14`2Vl?3D(hvPQT%@7@L18$!kUD6>{6UEE@Oa+zp(`K)EMA-|%08m-^PxpsD#aO?
zl_q!l6@V5A_FG(Cnr7~hlgC*5z)HZgOL~8)1laCNKAT-_EiO<%(L1ep7`F|tFprO|
zbS~92_pRg&-#089{@mqaLVatFr|#{-vkYPG|M}uzWkPc2jwg$Hre@@slNJP~P97lT
z-g}|}xm1OXA-@mzNx?ahgK4+O$%~TrmIv3Go0~mI8n^fMhHn7b@d&JewJWMjMNzTp
z#T0m`H9(kppzKDKU9W8915;DRDN;d!Gr)0qW33DHA<)PsqZ3#%W_|)nRA=qlO=_FE
zz{B+kyO!xO7;r06Z0@B!&;I)P(><xZb3oJC1pptr_PY6%z6iL?MqEO&R8t_`nxW=e
zTU#3eVx}6acbI_8jKi2zAnP635`G@vzkg>tREo)$k9ipu7AD&I;K2jydSLFkvO<4$
zG3;Cf+=J%PR{&vV0CPk%{u!vfpnIsI!f!dtyKl1ytX8{o0D49O?5=!&*`)w`=yI6)
z_N5D`IL?8FK+>(dBHUM|Tx0zb9X3=80<4~Uop6v`8oRr@Nf(S-{e3)}m)_fhbqgoF
zc~ft^*M2y$ETId@hyttSWm$?VFUoa6ex^S|sDBLYeqSoEc`^{hH|y~%&>L6X^<~KQ
zz5g-NHwb-?)3~m0y}EWh0N@oaNpiz0&!-?B2wz!7bAS`oIbx7qZZ?T1tnOshQs23O
zm)?fY?}z>Vy_$Kcg6KDvPKx@5D!H~7xLBwh?A4oi1gpdIf9nULXCH$rm6tX#;|C6q
z&@r(TjLJSCdDuz^>^9r*m=*ismC{9D@O`LeP%;wmT$)zOc2J{gC>PMawXFD+^)h|}
z4pLjYg=s+p9>l^jk;$h!IRcdZV5J0RMBmrGI3hG{;BOhL@3xGk>PTrOLS4SCTDEU|
zEf*kC+<Rml)zibzloq;cVl`P0JqDq$r))Y{)lXw!zoCd(T-+pyE)KB`_;}u?fzeT2
zt2=fiBqTa-ilBbVUT`R@T>(cURJ+0mMId#)e@F82%w1SajDe96$9}9#tLr=HpwK-+
ztW2Ufe2+G>=m`b6CijwT&)hEIP-So5UheA+El~NMy|0R7YsStkuicji5Y;IQ6>LVe
z#gydepNZoyn<d>tn*+Hv)&SpE5K|8Iw!Vfo2>iYM&X-o{`1)`ctW4MT1+(ENumpvm
ziuQ}Byy$BA9x4A_G|M-XeM(Pf()bgzcA&h8sI9(8w8h-d#*Y%YA-;oqO9$<r5q1=u
zC553)g;67l8Fu-FT!H0J&UCZjQ_~OC846zk)P&x!AJcng?GdJ8ChfO?JaP1*ni%ky
z^!J5-B}{{5nS@~B>O^bc8(6;?d7F5us9s8F>)SR-3QZeucuQ8mU!Ko)#8VJhgcE92
z;wO)D?OHzIXiF*zM>Z0rt?h2oh!?|u3OP=WaI%)fizXnYj<)8yfFE$Q5v*g19%4nV
zFN=(<DYwD6v0ad4CLs>em@sV}srgBMB^Z?>T4-u5Y^=?RS3skaX<xR4F)q4rJ#>UH
ziAhq@%#@{&1ZfAFm{y<f(ly6P2j)ly^wm9LIxtMQCb<;AhN<mHyGH;@OSc4Xx-U?i
zhi*a-9k?{tMA`)mi@JKnLfXu+nDwwOd<fs$mRZUEDPk6F7%><;Nttf3dlE6(YX+t?
z!XSP+e50yL@^F4S7@myL-aFtNFP2*k&@0vJ|FNJL{DlO;%SPdn7C#n1fF2uBJS>h|
z7awL8oy@ZeP9M9GR3-sftTYs)OFLad=`aV1-TCQLfjun~p*|m1p;HmRKP>p&NU=$a
zFKWVT@&au9fgcxWdWwAbY4K>sNN6;=aIA{8T)F|;+jFk0sT(>5ao0hL4HK*yLCOqx
zBi9PwY1@t4kEg{LdnJsQQ>TD>4#8=RW*kEnqKujh@vqz0R<mXG+_PD$G;K;Q97mNe
z==jpxTg4|kl$nbLU{aeBt>+L<i`q%*S`TWR6dDBN&RXP74hM%_JW>5KC^tV1n@b5u
zJn~Y-tW)p)y<yaf%g;+JYW*U|Jy<nArA#wzk~7*LROAKlZk2lX2WpXw#f&ntX!b<J
zo>6{2x!H>cqo-<;0%Bs&MM;!{Mw*$EXp2|_=q$|;D2A;JKtwG-0a)^=0Y}N|_++h8
z_YsQ<MJXI=)CgVb*|3^y@~F%KJ+?-^2dl4vaG1K0!=I`wi4tw-lCaiOtlBP2G5ZLb
zh;$Md(^k0*Yj^#bidj!H?^`CAR)$4Ecgz|+&|lQdl!X=dxbVLy3s%HAm{Mp57!GGH
zB`TAjX8Kkd5Q55Oj9I{&vK52>1<m_FX<9moLzY`bm)6=1bsBADKE%ae35$hrSdEr<
zj<`%2iTmVQYcjr*k^`86QJ8`4d2Pi$_YW%5nx&J8=o?#e_)T9Gz!yiFb1@~{wBnrd
zn)0298kX<l#@C?PiR)pBT1txOTfP7@(MXj5Erk0-rMc8McJ#*tBnDrhX$D_54c}`+
zc!0fj8`zv7Pw|tL$%=7^Xcc0jsaXtPft`pL3A#8gTHWW)`ikO|!S5SLd&FXT3Lgzh
z3IOr{AeQ0&2<Ve^L@8RAjkqRF=7J6o<worM38l~-BQG~M2(3`dqJfInF7RCJfEJK~
z_mcUB)wc0GWT4xsyt5rbhDv^rX=GjAQk8RyCtl(#U%QOv%Z8stA6xDkG}p#-&+!NS
zzFKCW-Ho$vSl><~C2ROa5E_kVp7T>B?VW@3fmT%0PWN#h3u019jaHiP;N8k;Mcn-h
z-olRW4hi}7hl`$<XRGeKFB3+)jld^+N!_%8H+a=ZnfaY+%}qi=Z4{~6%Ob;fqxy+&
zo=g-1PJeY7a7$T*r}4`d17cgnbA=zYt*>mJqg(<l#I{cuJs&f12($=r1AU<)P?@=e
z-&a|k&$mXI(pHI1E3^t?EtBDtov~P5SOG7bOoxr8n?Z5}P>9u`?G-@lPaGPJ*o|F)
zW(Bs2g!y&QKh<AXqYqHw1U<1-fZngjjNp{I)fy#<-85(Sz3WwWL=UU^syrB7tYXiW
zbBO`?Dd&^ZK9@HbQwjEz;Su!t8*Fj1+OU*YUh2d$O?jRWj4_*jV<OxJLNK^VV;EnS
zk)oQK%Ka)7v+9uCnd|VcM+uHBFrmO60w2jCA|*cY!qXSKY~M(J8-b=p!z%6UDUi;&
ztZD4DH-_CnUw6_uTj6z8B{Fy->q9UG-3<M~1+9hr;mE`m)&;(x3;zx)gduxc88Ez0
zDSK6}NZNg<-#2RXK=fFvsoM=If6=rHRz|#@293rX2YVn3KQiXAL<r<66PHtrgyIt3
zx_j5k%LFy<?zUSP3@z(9{j~pEGKSxC7a-aXw&j9lapN<7TP;O2+I%Ur`hpKCuY!xQ
zegX6L$dlZTqV~6iCx}CR)r(u76tKg{ex-!!?#qmpc5=VAZLGavuvZ}|mh^`PSWn3y
ze`xXc;_~ukn~{26+{zw|ja^1dNW&mQRV^E!W@gpYTr7ED>(ZSF0Ue2-LGzgIkv+nj
z4Rwzzer1kiBmvO}+b}3n7ww6+q65~IR7jAvsE10u8={F-`&;2nsI{WB#;P?iH|ydm
zF?H*;_<D{)l|yre#Fdrt6y*_R<X6J_1Z*f60oqd8dk=w_C+z++%1)JWyikr$3iOjk
zfZwQ4V#$~mK@v9wdJB766Fo_AM!QEmSA=;!3<Alx*pfY~o2f%H^b@FcrGWwZ#svH^
zr4^btUbK?LA&D6>^jo1ZD;5ZySHSOx7j{y#n;y3^v-=H#CEdh>{|miSManp63wy^=
ziR;7FBdIL?8(_Ls6w9FNWUcK=BQ5@JZ><-Cs&v$CG;{>;@p@faot=r|=J=8-F4|_-
z0PxcVW_7+g1e+m}(Yi17on3m5y?R~BQDpM~l#}o-djVGM;g!+G=XFzk;7RW`sy%#0
zdf|4ke&C+tW~OS8rVhg;sS+3D&*DX1&KEPvMM+}Tp5J1f!egD4zSQRK^=+8N3(b2B
zZ&$&%!a?lDTA{$V44cpJut;%e2K%(o2>UC5Eph0StckqGShXbKFwoOZ4D$qar|R9f
zKD%~ZEIX3m#M~TJ;}lLM1UB2C98D3Rl;3QCj`7gv**@}C{>tP&X-IAX1yBM<11i1P
z!q$i}SjhFqle^PN>tBK5s$wPF<Kd5%PwGmstc;(p<hO!hREQs4fh^GiH!2Zk*mn-o
z5jCYR23Ql2HXW>{U4O=x9smZ!-k4@)kr79WCq<dECD6rkozls;fO`#2Q8K2o379Sk
z_t;wiW?=Q3ay}zIPEiUD|B@#+3bOP<S+)#N&OcD&X4*$=Y44I1gSA7y@+FzCuJqVz
zb#A)i-J~w2sRWH+tFDXZ2cWt2;5Y2G{p7D+Gm#ay{G_`SHn@(lv{Ftf3QSj~AXT%u
z*KXk>*CkL8DXxnjV|{b6XLm;UEQ8`$*M0|9s{xzMm2u{Ozd$(_=+m4g6CG^XEj8}v
zJd)*;k+YM@-G^Dc!%?#$XoTJch|p@7MijnIN#0}T<7xuqdoj?9Hb}S3aeTWgddyre
z?`+YnJdeVbmPYr@41V4p7ys*m>LG+i)InK6#g;0gMUM;@kbk=_7vdJ|{9yjWQq-Iv
zHy_L4U&4-6AFcBYal{(^qM#v`f58VJQ4xYC(Ayw~9)6k;`X_=yWeY4DNAweoqK7gS
zD20?{!F^N!`-)@%bnSx-zQCqnh)A{2pOo;Vp#%_eC6B~zYx!1nvc^jw9$j}Cc=BNh
z+dcR-c5u_O`?Jb_Y@x%|?|nJ^1jMe>hQ67@MFI;u+4-FMkm9C^mgj%3_T-7+Yv5w?
z8$Ra9)!Ey3G=7h#Sx~p*2EnR&j<+4)Xfee|C&}F9mGGZycBfx`FCizh_FyLImInxp
zKVr%DK|5hau-T)KU|8pxWk<-tLNM(rwgMTpl2St*Xn_JpOeY$R-u5H8JYuF7OM$v&
zKa#jK#LnQkJz?)s3-V<DDIjmd#hUQdUA0{H@G+Eyt^p0y|7G;l_^%r}D+KGu_}_MK
z+`0odr}e`9z2;*vu9Lg){AB8HDNzS&5BAWCjf|89zOu9PbDvjlyPf3Z<PbS-vzDNv
zz%2$x$~Z>u#pr|8XPTOtt5c1>7;5I&c1Ppa6pqe_7(cI7HU-{F-6PdpQOZ4kk!v9r
zLwUtDXbJA_?R5ZOlIz+Sm*+%R*R_Fxfty)so$H2EAO9C!Ul~<p*LF)IUDBl}Asx~!
zNF$w6(%s#l0@BigQc9O}mvo7A!$!Kh>#PmW^Nw@g?|l2GW5``=T`{jY=XxMa#l*y@
zDys4i_IM0VLy35+4e)@x1A~!@%oUFOhLJ<h?UEAGubqCYm_AnTZzoD22#pt+){4NM
z1)ml0zFGk$M1GmH>CAUBGX2HaI1+#YhnqFP045(Wtaw)^6vU6+5qn{M)?nLi5kt9I
zizlez0G{4d0&o58QM>T+(EU82mx_>(Fpg1684=akGw+$KoSZ7!6ajQhVzu;lcenVr
zlVcN<vIXVO4y%{puzHi*8@~8?YXrG{eREm!2s-_n*Al763Lx=;MgF#VU**S<KbHbt
zH-!W}a3k!kWb)?b>r1i$O2tbxli3X~nE_<Xl{nQ4Xk~(_Uu*JDMkk2kt%vTKkPIo-
zOVFB8uWxXF9x1)gE-P{uzwdIlS^cBmR!rwdY8#EI-?Id%t=toyW*)~P$;(T?*^$8|
zH=x!e$sN>sAS6v-oL92gUp<bZhkgq1n|cXa6uPB`LwJR2N&v4b?pPdc{Vqn#=7v>o
zKoOr`9s1WpDFsS(Gto03P9L;3IQL8!H(K)4#r^45)g(INw*ccXB+&cM`Zre5G>R+h
zfR3DIy@=l`EQmYn;KF$e4%Jx09vA7uA>IhM$L;8TLTdTR+0ujGa_P|0hz;JCl);Eu
zOVbyT8LR;9L73m;dwi0{D1$~1e>D>9sot2RbMbI}2Qt}H{ny@^7G3R9)`Fy=(p!V+
zZjHD^6P5G=b41wXR?0+8mfY!vv_4hqfcX`Cc0BQV7A7GA##J7f&lfe$%4nyNnjPX1
ze!l^`*#PKk@*;`VeVpRDX-%dqJ@<3rozI|2<u_{u%$6~7^JCooOVRWx(p8LPTXMwJ
zGZ=znB-?L4SM_jT2t+-+MqXyXj2U^Z;(Yc|k~kph=}d%vt4NaA0V)iiH(Wy<DB!!U
z>zuayDN|tk^x>&&wXLu|xl=q~=#B<}MwC4p8KN|@#$niV%a9*L$(wYY<*(Na!(xpf
z!^vUy$Ju~l-$(bR;;M$uYL}Y#Nov<a@E`+@S8*@GPP2u4ggDD?GJQ1M+sV~RJzJvH
zS~!|v5qn7|x+Gy!n*Sh6Q7b05$DqaW|L3yS(98aCL-lb4Q^CU!e$V&Wy$Z0;TwxX7
zz%-x{m4r3qrD@+8IYDMUq1Sx$|6cQRDN3y;e;Eg}tw<Z;F-CH76q1f$#KfEsEaN&N
zm`cnFSPnEk=kGcqx_?8TjX=y`@0e)g)UcCu?H!>s7k;ylp0~=eI`PpO&es~2ksRfN
ze)Tv-4EfT(AEp#a;~37BGsw1`s446jwV;w0L4j-#w}hnx3^U0^hGFtli0Jz{FWteG
z;s}_=*^nfx{`-HSBgZep)uJdhwLB*4KpOx!h3@SyTwZU%yw`vkWJU<2Cz+rXK&bLA
z!iwHa!FXQw9Nt7;)f(<pzt_FUSi|h!r``Uji!AZB+7^SBHb*rP5I-~<=DzYe{Q=HL
z01BsKWyMwyx_IuoJ^6X-%C0Z)MqsF3?*M%+8!Sk=^|jANSK_Xt>3Pbukoa#cDhqHz
zh!GR7=aAH!P_8G@d5&1pN3@(2UPRU1LY`h;*WjfLelR_+3J}`eKQflazORC)ydc<V
zyP*5b3jEpwWR8p-b=(Wyc%TvpN=zi=bKMRB#vp}nt1+R7DX^Ie1ap?<VZE6q2i=0F
z%WqWc`1twxVcU}9f5+cY@h|>GeMy8lx{YR?hQ56+n#N1N`xVZ23qH;Q(fRr@opRr_
zm#jy7Yv0+yuZEjP5#gMLX#0+B?}HCE>TY&IG#f5wVC5(kv22-LZ|0~TzU-V+NXz;M
z6g<Vc<E8hGfaa<pIs}J^Y5*u{fUXy)&C)D;y74DNY;4fq-(P3aYG!R?HL$jg#PB*4
zPqXX}^)H^v;JoZG?A_HC9YND50y8c(wG0cEaQY517+khw-@#+vWS0oiGhZY3n<I{T
zN;F6Kb(SUdlrr)=W7skA2G)Fd-d4AklGvJyiGMJaADfrj^#fh%;Cj9Wn<R_5MA(DW
zj)gbylaFQVmo<+2cbX{>w!usT6$hUjy~h$_MR@%hP#pIGEWgzH9yy8E$#gd=CIVTq
z*}V?QwP6O+PEZLYLS{uQf~v_}>8X_NZ8OCf#>{TLGo|pY+kF0&tVfa`TYA?^NEXwj
zoDw{_{kfZgj35aAB62nOZZXyXbjHNH6O7=#<uQH~DpT~Q#B;0#SvUVzR~zTRQBt8k
zcRn?rI+JnDU^A9p8!dx^NS7n#L)`O75Hk+X?gHR)DS%T?yntXuMTcdp>F(C6P_q=y
zs589u7sWJJ9ywo`yvK1t#$YxEAbaUlpZyhN6m-_Txt*)yFjp&ml23S4J>8^C0h%LL
zb7Fg2!TmktON$e#r%020IFrJJ=10QmyVy6*-j3!&4k$$B>#XXO^%k0hkewh(<WaGu
zGQ?pY3cLm3x5#a)+Z~ZdZeuIF{LEBoiKG&4tQL<Y{<+&AaJMoEYauw#_5qJEAF>Jv
zIx5yqKvoN7^#KtHou0so^DOWz$xoAvB<qRysiIw~*N{~5Q#kQ@6@zKVEbsvYd8<8w
zl@la+d_EW!JLI}INZx^9+XTZEbi$0Jz~pF@i^js&6BE2|;&4qyeBFn9WjNJs`XVrM
zV<7s@LeXcG-uBvX?Fz$;&1vSN^^DoWKI#?3#38!bE+1s|xpbEM#)og$aDW6XXrdH^
zZ$_<2nKUh5(9r`6FIAf%V1@*Z%^IgOdgorX?_Mov(<e~>o{MZxETA;Gz%lt~{9&9F
zuE7`E`~(xs?;Dtp(f6-7T4sw|PTmXr#$4TxM_xZ|<07j!Wi0wrW+-~infXEnf4}GW
z=F+pq@b{mfTx@IW^|K9`ymD{OzN-hIOT4zPc<l?YuEGWEF@a>j2n2IK2*9cG%Nr16
zgaOwD2$~cSWnLQ_|G3=PvBA|W#U_jA`;JQl_`I@5r3JvB$l(TXoYbD>{`sRg`5lm7
z!nPPL;cvF^I|F^VF;o<{2v0<ohOLcF1{_KmIQ2d_ec9cg=Rl#LC1{hj`s3`tu&-j(
zuDThp-f0xQtns+&*VE1p)bVe1VNnxbC9MNXKM$9?pe;p=Q{xa42Pxic2+1z7*P0;;
z++CsQU`@DH`<eB;d%{do#DHLWgQA$-_0f^?|EF1iiWR`v2+;N&mz#F@jE-X!gj)S!
z;h~gFcMp#Y!;VmQVC(eLc|+Od2F#)gEyI*|iG~^wdXYVdnf)605U?mZkM>onqz{=s
zbXVy^S~(bSG|E0sxuoVKQr!i*?#~}^el`4ZViWZPXE=OE<DfZy4P8`;(2VxFM9d=G
z;;js)PA_w-?{3m`4m+xQeO}*izaE9#AobN<&I4DYTW`{()7%moUIFdaXrakxveAoM
z8{`3f{hNyJ_4RdCJ3@T?EMFn!x2j~qz5)Ys!^`r5+wzu!b~1OD>$h#L?bI|+U(!=7
z*whA4rWU}{+N26<ndof4QFKZ_?3Khw7J{?gT8Mh{$zflJ6@ES^0j6jkaT5zsXST4p
zK9Zf8S89_WO3Rz5Aaa(KVTrBLPxmDgW!$qRDh(F*r<9iilb`mJ5ZY-sSzV{Ju1{YX
zjWV}dpMU*z_P<Cx%GMkldNQn)>IaGBWx*79bdZ$$m@*S^Ec1K;m4S0CJy-7gV4ARB
z9o%<gt$3;n)>9NC<TW)(JILPq3HKU0vp74fh6eogQ+UYR$r_<c=AV~L2A0nt%Q9T%
zy-T(qw^A6tAieG*IBp&OJit!=c%Ylt=JXHJzT?PUMr5RHd-Rl-{VG9u%)@BL`db^4
zMAoMmb#7JFd{q<*3W^%1HB3NjC(h-!hxlItY2Sd(yvo&)_feU-&bVf<-E7%Xji>O5
zoNgwggDdPNCW4+YOocC&J%>eu)1JW3pTey59QH24Sk4sA$CgQ!WzNg_4yayXsG{dy
z;v8`(z231|;kg?0*ut2F$lQcJt5@&W-O<0+l4|T8G(1Ev<32KWR{GXKfP&{Q0A#<w
zR|aDk7!2hvKndS}xrQsGop+`=HO|H;c=`F?87@rkAB}1_hJ?tstiKNaoMdbr_bP5@
z*2jN*50H#pkm29Z<TL}MUw;}-HVF2N<p8pVb4S(~AjIJc8UKzXWoRF(oFw=oAXy?U
zMO%$AMEYh^gu#gZ>ZQS|Ehq<j#%`WGWUJ%ynU-}hW>$@*-q11G1lZs@@PtSv0fRd3
z$1HlY_H)qDyTXRH-|4ni+a+Kr8iE<xqeqWg0E*;vpfy=y2&;Eq;pNh{B1pKqm{{~w
zeU8=<+xKID?E-wsHVnP<%jVt5v=*$B06$?Eip}!g9<CHd`6+vXXTE~|N$1bSVzU(L
zHQLU1#}+pYzX{tYj4=iddX2N{G&ysVyf@ty)qI)K|4<1}QPpFFr}8>UAc|1$UjS`+
z2JmqLzAwB$$rlJLK?-Q3gzv7)r);LH?V`Bn-Ql6yCt!I8n5kF-z!L)M{RyUEtX`+q
z_+(kzLyfLV&Usqx_8z~Qa~%G9@?f#7L_+9A?mAjpvP7O5v7&u)Xo-B$a^~W%I}-4L
zCo&|0Q_FKHN-U{nH~gKhkb*`(`7}0sN?cH-;K<MCw-dExi-&nBI7EDASeZ+>g?0K5
ziECLTU<m5L60e~r3h1$=VEoFcUGWI`t*O8c0=9U*OKWTE3tMiB;pg};@i3bpfvHyI
zBFKTkY$jY*oX-!u8#BTD@Ag6pE?Rti&9(dKsNUEs$&NPuiMQ~ca>&=ABonfo>&b2b
zc^CnBeUs@uNZl33X1>!OSAt7O$EC@KnkBi!j!>&c0uHj&S6DM$c-vOs6Dc8C7gsnb
zEl$9q6#PCjISluF74PMY$)k_FM{)!o<Xtj;(S|cqifUmB91R}C-ji9Dk=tqCd;4p6
ze$<$Qz8;D>Fb`kX;YRpJ-XX`CN84a^IY>7fP5j#b)!<WuV_G;hRiOhbx1~=AJHI={
zMKi_8e3)}`lhw69v)dQsqA*Su{$g-kZRECxZ|T)k)c+W=gOPg=PG^=jX6NuWmr>jy
zX3sInbUzQG>uMF+r0<)%PMTh|-FcC|YJWgNI|+t;!`!)5yp3d9g-n2fv|CDHYpd<F
zO#@2c5k|V{W+mx<@^RLg_nA{)a9CX8<oiBeI~~)^-(BURCO^>6KA(UBpKI~kn|P(C
zlN0tH+ke}vHD8S{k)k_aKpP7~+M}&EjEKJGkHGjOq{*yE(D@Or$k)0JGCjSYlvtGU
zlhMX~2Xpy(>}0m;mSu5zF~pZP3)AMhdFk)wD7{J`ePcO9WDmV>8En-}UJO}KP6}Gn
zmIkRU^W}@|7~<2#GNbW%CP(Mi_<%J6IM7wRwj`dQ?bynh_0uPvJb;hJwi;-xkX5#F
zKhA7BH{G#l;}ZtUkzyMAeM*8l@fVMP`T~yZvy$M;tV7cAfl1uJjk|Bvo4ybG2mo5f
zVxVa20!1xGVpeN!nb<^Oor1W`mjnO|1*8hYUWAfj$;c7y?_ITEVfY*Qm5Qox)#BlV
zt@+M>Y{nv4xXVIyU)sZwAIi^UyJ9cdcXVs*e~O`4DJ9faS2FRnv!tFy%cc3BK9Zb6
zq9?myw2X`-0rREKt^Ed@j^F;D{44PvJpAyLm#`%}@Y50Svp3<$tF6=qJ&FdV$bj2N
z@sp9q;~AM?wynmuS<Z+)B*TpmQ#wj($NnQCKNfB^yh^#~sCRS7vQc>~{ts8`<^yO~
zN<j~IsU6d~XH9<JA{$Enyty)NN_=#L{SlmYIMO^1!b|to2GNnR#+E`_0Ko;+f2IGX
zwDo58Rmldw{lIcxv>9naOT)W}=!Gs2s7%B~g|Yf6=dnK?dF1yEzqdI4B{u22Sykx<
ztck&|`zds-<cOzp1Io2!O~cZ)ZvV7zD|ooLKn3jmQ3Qi!+w@_T)roI9m~u9c3Vo47
z>QWA?05_Lu;mJZ->%RUhY0?DzB)e$yyl4vJ&G~{y1CJkN=2EzPg3z`ye%e`K#-{Uh
z*x!rBQpiQnBk#xS@>0W#@%m>*d#||;|EWH0PLC{Nw`KM`JBISK-?gojOr&;hq~L%^
zOcfSL4>Nd+gnofcr`=T}^a6JB=Gndvxxtn36CtD!zekLI<mXlNKMy!+^rw)j-y#P9
zNn5AF$(BY##=^L0JI!;$?Z3~W_$s$1q&sUym&xWE<Weol;&7C44R-$o1@)hU5RRTw
zPS{lvtmQTF@Eyod!2*kYPIP!N!Z|vsf|D5i0dyz1fpp?rdCnY=iwKdDFaCbgOP7<Z
z26K`vah@&V>OjqRS$vw%{g19qRF&V2o1NgsZ$3g8ONX<N0cZVVv&75SDKf1;%{W7^
zmexd1Fs6Ruu%QsWbi#VIE3W;Yiz9)HmmBAAa5q|!FsIcK2iQ$~E8P^r5v&qbiI{IG
z@Cv|8gQ2+X-1=1lmyt8#2E$?lKi*(9f&7-erCwn!(kF2j1kI&NlV>U44Ko^Mj9)xU
zj$`n*7#vfpjPIDs<pG&J7-Q|>Q5{jh)kd^6P&->Xv(OX$rf~yxpAuMd;ZEUlD*#-l
zWeYh#f+dC9T&CoG^R&&t5C*N?;)cbH!$}hxLzP0~U(J2*XJR|@l0!|FPvzE)uHmFe
z6fnNlzBL(n2u4c34GrR~=e-ovMW+IVHr?_>c}$1iedzkZj{l`Q;ruZSpC95&PoPDK
zw>Sa&XFi$nrhyt^aBwC#S5iLV$A|SR1@+d6MyqKxP@}AC<?sk`S@5{szIhzfKOgoe
z_20*cGx9~v66olgLyWx~3)=d=ksYISa!|GeqEO~>y$`#S<knxVdfr}T+VgM1QINY^
zUJLWG<)z&~eWbB2G^W036Y%GWh6~XpDof03ypOesQq$_O*bWK{9vYB16(Hpk$S^&C
zX&5RFTs+iAE_pZhnG~$hOy{t${<)c{BrhcgB337Ef*lSnE&9|2G`~pmP**inEtduB
zo~@l;Bh7O5puT#R*|vgaauILC7`3yo`)|;#2ezO`Cqq$RhHVc_+sauYMMu#-QNb>r
zQeDl}>h6wp_taaQbv76NQ=J+!O^s$%Uq<pN^mw$j^3A3xlAh!nNFM#VT6N94xy#t<
zgVUI2QZk-#rm_#odnyQEgB&`#Uk`Mfr}teaxXV1S$)ifcus94vs!E*8`{#;PRhCUs
z-Yj&EjJQG$8_nD5a<&NCN?2aLiY^IOI~!031>ItS9_OFZe74wAQ1G()b~vbgf0z!2
zlpSyoVbQEmXQ7@$zB6~yP`@1vGMxV%27NPK`CwS!+IJqncgt;mrJBm$g4>c(y8{<A
zI29H$iBS1QCZuVmmYwD_4-re_CXqDmGEoHDMa%c$vlgb*AK^B=^-BnTfFkKgp>OF;
zGZOWm`5(-SgarzVvpbKVFDdyN6}B?1?_9Lb2QFy{caj%hN~V`XK4JdqicUz^18#cT
zuIDh7EuBKoR_*s<3S(9xNLIcis+5(XSES=U&5MPoJP#^VrBf)~-I%<I#cNC?x}?62
zECuX*LJDPAVycv}e?}HtR>RSBYy_HD6s#qr`w({PsT;7Rk}FA@_i7C_H5gmaWc6%A
zBgatRx-1-0>0@d16HjB~2S!wyQbQWt(+<x6*%zzO=ZP7mz0TK=Z(9M?2AfA4@%{76
zHu%HJ0#S@|nmWtY$|ZLs%pemSw9D6>MU}HdBD<7d&7YZV6>{Up70kBjD#kX7rM5_*
zkx$4c0IRsacW){3qK!1e-It}U&h1tpu(Hd})T95O&_)hGQM1Yd<wt{Dj21NlK1Uwg
z_2%fk*i**Pxro6rO8QQ42*VKB!N*M)lbPH;%SN5ORTNckIHFRt+~EQDt4Vu<4ThFq
zup+8-)*T5PZhxGnU3KcLtjk8r->^ZOt;feku~~)m+k2l7+afRueu%ePHIuiWI#nH!
zJk;#HVbHy_^FAj(-5J(S?5DwKrdWvg==R5M(+ebcrY@?6E1eG~T5#yv`OF0;+1{uy
zU=|_h2PY6-N#kHi&054}ze%ZC-!uGmhmh6yltR3nXu%B%LoJ*ZWo;TOpVE;pzXxxC
zDlMm=jw~_h1L5jU8-VRRLLT}ncHl|WJK`;%1Kkq#4z9|HC9_^33hHFlr?xmIloo4x
z1(d9Y$cowV4nCvgkSMbNlV<@*`#QpZ4?ans+fT81H~gA3?&%vq6voUA20D)N9%am2
z<>!>9ST^aA<sqP<`@`$yuu6~uyb_^56A;ql*2Z3Z(ML3V8Fs2`awAwKeA^KaARF*o
zAHF!X^8}d?Mwknp*|x7z7i`a*GI7FfcCPpIfA>ChuyBj!Y+9Ga#csx<wnxElwGO<#
zGx_tM293Cn=t1?SbO~JgT^B2>R+I{A9P$tDZuvrIaM+;x(0Xkf{iP?0y9I+{MX^Jp
zb3xh&qUMzlc3OGKRW$$SbzU3fs<e75O^pI^Fbc2^+U$_azEX*_0MHnXunKY%?urA0
z0LW!i5i^SdYyUhG0!SQ$vpQeL;yi6aHyU$!8XA{F@&lxd-B8sLg6_~NZYd!@#tued
z`Tc+p17nuw>octS9cwyIxw%NR45c6!T`T;KUxcL3c+#W^7*=X%tsb|o30e^W$7I3?
z(el$LjC`s8s3YmVfx4((sVbdi-Y-9N@o;s-ZGX#lNmZY!{_kHTpuBPS6~tB@s=56w
z4Ow$-Nk9=XJmsWHY2Ly`8k~P`A4?-^#HZSRHaKb;OU>Ys{Z9J2#L1*>MTPqrtMhLP
z@vc%>^81HU@`S#^EWhtD<|=vVi-&hbe0kZoxKl-jE&+*EFcEre#j>HuT)wFNy9l#_
zX<79OQgXi}`yv<Hvbv(rbNga)QaG|tO2Q_l)eOLuyz<m|!_9Sn+h4S-AiG=K`hsdi
z``@ba5Do}Fig|c>7YpV&an_fLnT5j@+H*e!t0LP_)vv4~I^W_FRgiUS%+}m)>Os0z
zTjurs<>KNWc@dS=r4G(`^!zMV6vATk&C5&fm9JVXqNQJ~m7vB*tWL#HTN7l8mVb!<
z2_Ve4(oPQI=?mBtHoBc#5&^BQ*_aPiFTTlJ*b-}GOF=6gLQ0H65_mA2_@J+FrVARb
z)RC%!Cn?#c4t|V&mAsZoFZrI$oWEKh*&Q3o%4XBN85~M+-z)iESpH9TL;?@PET~k(
zdO6N*`dfa^855a#p&Aq|E2t$f>1$CU3m*O&=>UPlXsMuS8KRDA3?pAVkxzKFOO(PW
zs8;@nplK4}BiK|lwLJWbGfkC4(?8<6fB9(acWkPlM?QqitiS-JvbU5#8i*U9x9Rpp
zna^|asdz`(3l!dv{J8*}djHUG;ai3jFn*ZG3Fz=ZEYmP$SI=Vfr(e*Lq;WOE6@S02
z+y%0-8$;^#=F9T#X86X<R)%lhb&!j&4N7apfK~y=L)J7dfiAd}t;Nv2%kiM{*xSR7
z`k`~{F=>FkD(xOHAP8I`|FJ=Z>{{vgZ7Udfs(?9AIgRX+23ePvALZ*`->2g!ihm~^
zT9b!wDt?wvIDCYnH%K-NqZYQzQFsN~9mYwMLcD)6v?mZ3=@#hoVV5L1Ti=4=TA{E*
zAG823`1;kq?!A9vH7s=s(S+pep9ykZUXsN{ELQJbq5gT_A$ymfX~+bPqX=Ltt@y97
z-RjvU@fSYrMYtdu_o>+?N}zn>7oqh~V@tNQ&`mXRPpgTa7<O*wx!v&v{^{0)=9^+P
zMtF2BMCWq^dk5~~1#Y~>SdwSg+n8<i9?gtimBg0uk02r|N?<a{>gO)@*jE)#J?A|=
zZP~`Cjn&@$*c#{a095XjxjX;Ew{on)0EdJ)*zL}^+SF0xH?v4Nw?82_{6|Y7bwY)@
z0P0;zqwp;%=R9>0lTd<#iHWtWh5~nAJ4W}Wr*J;U0roFG?;i%<OggnX`uuzAz|)ZT
z!(prMx&B&jP~Voq{I6e)8qkJMT_u-<VB*XBjZbr*b4LglT^xoNIVZA`a8C#tD8H^i
zCWmV6K$V}rS{5QN^=lsl<!$Yx|Fk}v;3EgK<w{#r<YF7wT=(?i)ew=GK(~g?Cuu(K
zszZc%ZBG*Yjx(`^nkai|jc)tKk%4E>T0ioIh%zp6H|8kaZd4lbn8wr*6%`jOFt8Bq
z{wDRGm!bx?9%kFr6bjzu=qvx~lsYo<#E_vd%sks!@yI7sG!%n_b7A^bx~zru%PM$S
zNHz$Y7@W3AL}*Z1b2Wo~+FbvRXsjb5>rQQ*y~DWKqlJjjww5nm_BX9!|GCH*2w9j}
zib4wB^COyX4?v_zYPx7pJNrb(ty4=Fp*P}YFtWiP<f0b3+~#OerdrJN#|8I~9}2{(
zpQ0nnrsdeQr4{jVS1>N8vPAn4xYL(9O{b8jNd2=B_0|#(s(H-N03}BrfO7=qY(3`C
zNo`nUjMVWlfW9edFP3?+v%DFH)dYu4=dS#ZKbKc%=tvBPjq_e18?-a0TVgHMfocDg
z6eQ|a<Of@>jEBk~Uk6*$Th6u>pztLU@QUiCd64Hhz63i#?6Ss-^Rd@s?3gzL(1Ay=
z!zXABZ(Z%afG==%#5@}o%27x<R7d7ZridjJMRJ&QfQfL~51V?6xPQ!DEZm5iG)}}*
z8}mJ`3&U2M<U7CWOC2FsCNl7@gOl7-;qOa;?o#Mmdy$qy+O+c)?aiCc!aQ)YlEuy(
zRqr^Btp2qVE_8NwE`IaU-Hp)fq|UEi#YD}CTkWtjcM93v1o$IFIQTfz0bq6ij6npw
zK6%XqDvy6R&`ZR;*JO|N%umqYeO%|^v5<d(<y$CWf(GeGFu_P%+pGH^pJVsdB`u^(
z%-9-EFS!|uqv`|EIO0X!(itJ?;znJ^h@a$bhd+?%fN`^qeD*Bmt-QY1@h^2uO^TJ}
z<que?`GNB%;U&QsIkrnh9l@XD+C9te!~HT5bWPKYNN2%DtnN@t_Ggpft#E4WNqz@<
zKuy14qU92uNi10ar!^`E5I2jNnWZnHwe-#S8=i!3wG{&uAdJ;K{9mIoi@g`z(&PJy
z3KNParkt`^x?Sh^T^UB@O!v{m5eE9Dj_h4p!G>Sl&G%z~n$>vuk((&`AO5&W+|B43
z-QjWJ`1P~cC;pY@p^VDo!M$&l{8;o@=vQEz1`DxPPH~=4h2*HWoQP@F`<0<;5Sn@4
zS(CqH(rEc<yZc-A+;)yQ^3i=-o)QGvWl@cOJGeS6*O&*>Dslnp9zuRwqd0#!5m4ZM
znltw(;-#rT^JqS!DS9EYzN~x#ds_#-`3b@Pwda%W^VHUFDlIHK{&!8VxOio2rF0YS
zb+wQj(G#TtasPL7XQYDw`0Z3ie@L09A%LPJ!uixfeLjhe)3*Z!Y@`7rF)oEoQQyYZ
z#}X`j;Wd&GPN4SLm)}bUL5bd8x}Znd6u$_*;h6G|`;VT;=P)Tk@TP*WA5!~nyMB;S
zw;u6|k)*%+S@Leqtl*8|P!of|;r+#otHB5JRJF2um8RXjwqa?m$Kg5jbZjc6Tm5wh
z4P*uJip}Q8qpePa(hXW$ALr>)nNiLTpsgSCvbrNe><%?2PGN<)kWa7Cf4(tEjR95@
zN5R~$4z4>T-tOIcAXr7tRs0K^tvm*N7K#^t_dY6ksdAG=H4^R_brKl0eCkfn@!H33
z^qc+Ur!dQ2SfJTW*eAgy_I~(_d0Cv6i8dUxOgQ5%mUVvwRj)4KJ!($%x_YIhKDmI0
z7Q_wh6YCfkFdA>KM6HDhd%r&<Hdp9zVR&;^gksg&uK`R4+f!=wPC&v~1yiRfYFF60
ztA}(k$i;>Md1+81IaAz#0H9StK$&Yq^2ZJqV#6p6g>ou7LAB6NF(4*`d|`0A9~6Y{
z`C<r)%ksEiH2oXN>E41!8`qyRSMWWgIp<PPNGVte4eKe5(C4mC*1rHaxZkf(k4-{s
zrFr%$jQ!k0(dXQw4)o=USq!X(gn)y!RF}jG8C-0M$q+dfwAv*%5rGbQyv*U<Yio1+
zh8#W-v3s$+SqO(XJZP!w!KnpG?6>o_Ns~DVi-%J)pU*7^UQp1MdB$d;SSc(;2xC5F
zZk;sV0B!UBt%{mcHdr3#NbrN#NX}`fHCMzFly{^_;|M(UzmvTri4{v!pZJn#Dm4BU
zpKOB;UQ!}99-skR5T}eqM-D}a<{QEn54U#+OHa1RDHzH^*J}{M&re`{CylpHQx|6B
zIeRxI(tqqkgvR12n)x@Kn&+8zo_yvG(D#C8kc2J$JU%NXlcSE0W_ZZqlHM_AC)u8P
z$5QXWFA&rfeSfV(0kArh561E074xFmmTUlO?2b*|we-4nQ({u=_`-p9oQ&HQsRWx*
zJ|X$LgI26(Y89Q|3xj<bK#cPbt9Q6*(z^V8lIZr<X^-w(YM~MW!2aF=9h2Tmq~Eh`
zM^Eqf@`?vk%=>F(0CC}@0K<*&W@cI4opD~@6P@o{WLLOjM+O7dpPk?x9$&#(#`k-J
zIPywm{`kpYWt4OLIp&0P-1-0Ngplm&!<f3kjYlElo_~B_<n^DDex#ZTl=OP>1OL>e
z8qkFil>hqZom^LFP#>5Vwt(f}(NEV^#N$nVW4hh`?Gfl!LEtu6g<N)<?a;`6QOc#?
zzm`bv&}`WlN}~WYuAR4#wW^jPfF+4}h9_#rw}p(apeJJK`T8fW?nzq1rHnju5A%Qp
zHe@8QkjY4rfC2@Ir`W*0itdVFmk<0VY%LJ>IZVNDy`)P`EF~}Hcizdc@kYIi+5Yq%
zGR{?QPfS61Y;y0l(nP+!Ph9I)+S)q!9U+9EB1E`8l8FVN8y_W^6e5-~j2;-54HuZ`
z)|_zNno?}I=z98`hAkGHZ3cda6i{=q&qcAe3!oSN_&c@=T9-gU#`1M+U#}*%uQpkD
zJS!+{2cL+V|MDbkH;0~!kBBJ$KxLH{sWA6X%wNnsICE?}hIJXL(81o8_!I<94t~N2
zrvsxUvf=RKJ_uj+;E%szF0<I|G(JZIYQKGpv&~0-L{agQwz)0^QFHAe4Rj<nTIOy&
zblZoa0$)AF<Ge!G&N{)63_a29<7^wt%qt#*xQz65h?dv>RVqVIV5S6$G+%kTIRFVY
z`O3cdAin0@6%t9b17cOUrjHR@EPF87-0+zF@S1}YLCuW$5##ZwB;!o8Zis1jPBENG
z_ZOp60P=piZ=T~Xf^sY$v+1P%JVk#q&&t*DR3^+gbhpW#WezzH%%QFYGl@Z!Jb4CC
zYzm@MyxjS|8fIo(&0CWFt8$TL8xR7re$9;$k6cZN-6&sRZ28W6!j5pIt+CzH(lQ0!
z2PkDa$GphAn<(c4yr$8Wn)c`6+U`;&aJX43uHxazLTNY|N~IxQsz#%`9>{QwX0VN>
zaH+7JCuZvKBP8&&3D8}FueZyb#QOs_pP<J~^K4*xBnh;vQN#}$1qEyr6A}MvewyPv
zlN#?$Qv{k@ujH=i;R<uR&5<>g*y!9gz-c4f>K<P&8l+&F_+7&c2G8bC_Rso6<dQhg
zA{nDeYMg>OU-ntwnoqF-Mo>i81L9~+0f@T9qkw#YZeeMSe$)r%P!2+IU7wZXKfgH6
zcKtZ(((paGB)4gIT?G%8+ivL+m=KI4!#%yza@y+-4D_W)5^i`JdhV6qr%dA7pV>C)
z9BP7nzXH3fpgRs_&$T%Gu(c`ZNz3HxV4PFd)UFuD&~W+gv6&T*;i-n!BM>P%NQowb
z^$}NH;MJSa+J!4tDPle%xj?g5dQ^SJ=gB^_QzHeM=EwhlMi|id5eT3=8W1=%%xGOM
zJT=ifnfN=6qzOFgYmGO%!N`Q~6o*L>lc)~K{OT#h+L6&!0ok+yp_u&V>bw&Bp~=u}
z1_nmS%;bmX=xG4*FD^xZd#EsIK<s1B^JMb_{o0Vd$417Mro%a36z!KOU*^ZOb|1_(
zb6+yQ^_Lt0MFlT``@3g~KSK}PKcvE%y25bzAwFk+JEQ(@GoZWmTHG2AX>j`eksDP}
zqt!!E@d8BhI7F6e`umX<bMxJq((I$9$NF%^!tNoTn<+%@^j(+qoIBy&Y?<Gzzimdq
z%F32vf*MrBYM2x^`sxCT^aVH$P4dYxV^n;ExpFZ~wx9+fa}@jLo<zqx2uuB#7t}fw
zjC2z2FLl^@R}YG_rQ$Sta*9}gfcQRp@xq9_y9WwG7;a`enR6cq7xH;N8#x;RW<z76
zL2@-7a8RbJF*QVgxaRf}7Sct~vP%qF9jq@H=K7V`U?p1AFs?}4HwT|f)#q3qdP^1P
zr&0POVi&%pK49;0Ra>7_zC;yO0DrmHPwt#tfxl2F7!iE%Dd@yS1_=VPeY(<@7U#Jr
zYwlvJF|yeafnsMTNc@h-H`q=W;CL}+2ao0n_fDgz*6mmd+APd3&k{M(qP{oV6Lm+I
zrM$<xKHGqnlaBN_PlJrSfPh`+)^Xs)*IN8mqpc^!vtgZKN2ht(p@gr#qi>;|*DP(#
za~`bq$t!_GyNYQQ0!C!2Bg;&mPaGSqX)&7UFj6o4cU1z+eBm43hi{2-K^MCu0W6=X
z?b{hhb{5<84}zmot3`L;U7_|QZ-)n~PGcs_`NJeSFDQl+mSY70trs8#zSen#JAb`|
zoe*hlYX0igsbnBO02h>0*0SKMC1e;dEtR!7*ACAdISLaEavI(|SFA8!z_;dgfgf^^
zezbq08j<iLn=WV2OmQX0|1U;Byd7MQ`sPGO5UgKgdh_+Dn?F{Hrq+m+P2ZBJvw*2h
zb2{^0t-Zq7!i|H0U`_4*wbcD`8wV}364wjJR)C%71Qd-NTfyW0b+A*%;a=@zLSe*T
zaWKjR*urp$yAmlyc8Yw$oo)q@AWvp_zD4nkv{s?Gu|&x26BVT)j*4?=LJaUl^9M2D
zt^uQ6uy<Uj6uqVaZJi4-_Z%Ur5Wkt{5=<a0QEy^yF4>Vu-^{6>fI#+^^mkP9%lqwx
zv%-~aiEZ+oEB-xOdTHs4{&1!>HP^>eQGIUT*}Q-2f%)4YBOQI~@4d^hUzv%?KZqY^
zk^Nmp81=;@Dut(;`&A=!NU;A_-=Kq3#QHf_bG+34QD2T#QaqWK>pGv1o&y<Qg1|$V
zfcm@8r8J%y<Hw;KDmC}5-9RhBzyXPE!|4WNnCiP-;rN|w2M5<*`>Q5D9po6stR>2p
zx<lb);NB;|D|o}!xD!q6rNLiM%B6|Qs4s5*4c|*EdY`=#o`tcx)9_(${M%y4!va);
zZnJ@gIbA4>Om9F_Ea)B*m6!%``2GEPip|bJiuv7+-??v_mYVQ*h1a!kNp(vwpfwJT
zXv)SF_D>O;v%|Stpeg=HaJab%YbkuwQs*G@s*v;S&pYXFb7@Fpl0~?e?6`lgBG&f%
z#<2@_3Gd$}FEms+itOORx;NS&wyl8aV#nrpZui0?q77DI<5Rtcmwv*<^M2-<`gCc*
zz1~+#9i6$VlY{wJQWlSj(b4s>D!fVU9X%?Pk*(7Zu4f5qJo>$_fE#IoU9{bl!8yw=
z24E;#e@WL@nCb+cqfS9DMLrtnx77`*e^bTixsNa*j(8w}@ERMZIOeJhC*hwoH%I+-
zbw`hKqrfIl^tT&N{e`z+)9PooOEg~3$G@1BU{d-{&dRw!EpBA>2u{N-ednrW-!GuW
zvGb%l5>~hpsmdp(MDTypC?=9*9eCfFCSD8eg1mzR3JLZ?ud~5tnoi;RPwroe(k}F~
zBX4a;cbTwo`(#f8c)X!<`4MTv<axz~U*x>V)u+36o7qPpvM=AH*y#y9vYNO4bSJ3w
z+N42=LZv}y|Bx$vF|5-?`k>`9D!`5b9(i?><t^1#mc&M&o=5|mQ&L&>&t_Tzbh{5v
z^nI8npOf!j?gjq@a5fgx{T-~_%b687o=~d!DL<PEK62Cj%T_JAW-Dn3=@%qA*n-u;
z;xI)bI5}&txOHIzKw2F4mrGfX=z8w`W$qULW|-#8&XZD{jrtn^$|SovS)Y-ekiFO|
z@=m>EAzkhZAza&o&M^MXC(AIPZ|r>shByJP@$WGb@9f5;@jpD9!6r`eXSwD5^d`2-
zV20NyJGnlroId!cuN;Gb*7rv_12eIQJN`KQ{=K>!zBBKe%T~>~3LYjG2HnL`k+Q0l
zJ_-wRW-ZD0ADS-q{whFsabBh&|9Ia)Bhd&ihShTMX?u#?2+fvUioWkT-?aQ}IPu$8
z(NB)tDWNli@kq;0)v3AYc5ZJ{s%7;q0y1gHw?<^M$0(B$@w}G*{AZBSA+3w)MHCgl
z;kI-*XAXrBut*0Dm;c5RU2Zv4`hpx~DfsYx)%Wp)m6!o(JR|TsOaDv`Gi4(|&>r{K
zj-<$V_v<1^f6=4xx2|OTV!O#ji4v@oE_tDtYG`a?qc}RVsXa3`@Y<0ByNwR+hacOQ
z%{C!p3z)f{->aV)4qaR^g+wT@U;Tv(X&*1oNUFF+_ncq|0Q~S@M@m%>&PhrVz(tZS
zQR?T;7bI%*MCv7ryDTq(+gdsR;iVM|1pJPz229&I-ERk;^{AS{b@+Vh4E^c3-$S5t
z;UOdGsnB~qSY)WY9KmDGP=(ROGr>eQAgO3?r#)Q1$F`M%pk-6o4;+;|xcN=Di$Y<`
z#dm5;F^;~|*9*ucnLF)wtWGnC&yx|fr!`PI>y((->cn1~e&Z!MlLH4^`l0YNB1y?*
zg$bJUaA3%0x}w}U+cg8@U=ZR1|FP?24+k}?&hpY?sNEI7w41^ym>0r2%@{5MglNCj
zP(%X0aQ>4D3;AC$0rN?mKZJaVXJNolcX?eXI)Z+V(WyGD4&!<rD@hYYlarvPP9bw|
zs?iN|%T*jbQXgyZj}2%hekFgu&pvVQKtZrl=9zW4G{&_87U!fFB4DWe<uT^4m_Ix?
zTv}&0VE~cJPIGT@v#?C;j(iN)hJo;}gPXAn66|l=FU>y3x(0iLP{`)RiT{8;?Afa_
zCoJ;e%tnpTmlxsDJA^y+F+e_W|2u^qF~Z<pq>DJpX#17^ayLyfX(vuTCgvD6rV5YC
z=yzmTzHz|nC(Dnj<Vtz8y{1eE&96ju*4SO2^j5;>pTg(}^iM4CV_Dyloi}0b%OV>L
z4vM_AdSn(P7cm&F+moDkzXovxq4G9$$STMPfMSr7a?9k-O^>;E?IAw)>qkGoD-(L7
z?`%MIBAHT`stQdvGAO;<!vju~s1)^=;-xmO@fGtuE-{0w&w#n#LT$?=he-7ckqv?u
z)%A7A=Vpwo8E~NaXgO#OI47dmckZ>GgAS;Eu1;cnkRXvYeHij(b#M+?eWL4%V^|M6
zODhb-N+j1v<W8-NSUA;@xRc0oALUpVbtY@l^3o<39+@mlOhMDL(x7NdNel=sK#O9?
zT3$s&*MuwdAmlk`h&Im1h>@!<8KGQ1#)qt4tasqUjFSJ*r_h0oWJZc)MA-exKF<sc
z2ydc%54w?6cYrnmInEM^=g6yP^xV^US069$>GfeC{N`C1qR*e7&QD0<FvZ*01Ly$z
z;mw<<Q2vLpx*z~RKjUMV>!1SYz7u4H+`hCTflt{hfvQ2zvh1d>p>v*-WR)698;U=k
z`4Tt{cdGc0G4}sv{OCfKtbc<v-GD`w6kJoD0s*>y?t8OrpZyVTo|75mI2b^RN{)iF
zr5J<Cct|Xi`FXg=czE=iml?qAe#eSI(pX%7K9Vc<q$(9-VAuhr7B7n+Z;=so?MVDR
z`{k271UUwTt6y4Mf&XCLebQaE^|krn1kKI0gQZJGQ7=4_{5w|C$B&J7bbB~#gS#M~
zq~D?kG)_~)LBVc&m!76@b}zC-F%1fX*)k&@Z_a*epV~knqJ<*9WR0IUYnFf#h*f5y
z6N4Lob_W|w2uG^{bD)$^&7h+~`J`xwbf4ktMOS%w@$o>@Y*Gf29PW~}1}~9h@yA8=
z^QD~OE3euN(T!{R@2YUwoS_#5xU_K&0#Q@{)2ZI^gF{}z`_h--z-}!q(B*m`IAgRu
zRzx|!`ME(hZ>>KxU2ht@`?@0!U8(0W=QplBK!4$$)@X^&Hi7K+!XRsXDMwQ*F7o|!
zMZi-jlP2xy`z&3S-PY|W#8>O=sbW>7kd$^U8e|bo693+(G<4}qaAS{sp+r>Lg(7~>
z6FNl~B;0$q_t9%}?c<*~(T$(M2lQ|C37(#$ZpC$%4AL`^hty@kL3V!oeZJ2x+vIm!
zv}Lg0@(Gm!{Hd=>^7~Y{QpE~F5tVX`eXaJA2c+bN^GGuB##7ZrF;wO(@jIYAqIY+a
zCzPM8Kh<L?mY4W`szD^XL*uzdwqJ^NAO(I5e^d#$?R@N21ApK$x;Qilk1f@ytEeoF
zjAZC#&qr-(tKBfWh|3b}tA~A6sYD<30VwF;N3Th*1By5Ek0h1Lj7I?_Y#Y6{fM9WR
z`-5f2^^js8^v*%~!F!;3k27?K^27@z0&QFt4afoCXze=2uCT^T@;K@?PgbX5D&r<p
zw$AkHqM{PW+YYuCO}7{b4%J3hQveOCfvzMftg*M!q1K6nr%bB(gKkwrgu+kX<VFOw
zu+fBWO0w5--c+3>JOSW+Xns}STmAb1*skZM=jOb<Oey%-)xOk{bww{#clOJNtnL!V
z0fk1ZAuqb_hqgrCHDl*x2kM~F|LySfkKYs7JDvO$h^i-&gcC6!BM@Aq&%1TLX?uKd
z8zJ-e&U4&;63@ikn6XL6r#D)<;NZx<BZZvaP%&27qmJ1?kDSmeaSOO#BIrzIrCIu2
z+db)Quq_r<?2tT>x`MfoZB>%0zIc6AY|xiS3g{27{7Yy_5}Ev)PGr;5(<G}945D-}
zRMzx+=;K)osf_R_y!cVVWjJViXlyiTgnRLi)rbosgVxyoOH&P1SVyulj}Z}7Qlf_s
zFL_t4KF+oiva1oWlJco2(&^546NmCiTJz@?E=@82`w*fdn2r&b(8W1gh62719=dv@
zgp%*Z96m+C{=O~1ib>T%d;TRcf|YLSaqbva?lk$nV|WZ{Ehn>bm00#nLAWwLV`E9v
z509?^YaeBaU%+N8Qh%vm#Whr}_P=ho&Q)3QNF&v&&`HPD$amA{GqRC}J1MYqkd%}D
z+y)W$D&y&Ez^FFeDtO!ztWc++0*eeC?xU#gWb0?{!O|vd=1l9)TQtqBkYBE(Rr`l3
zz;LF)(mTWGkS_^*js?dfC^jZFYX@;Ld?(@4Z6J*R9QAw<vt(Ho!m1{Tb{FufN2x#y
zqF54FDq-<029`MaP~ko+@(v#G@nKK#Y~%{%>DxGeDZ?m5k)~JK@B`=^$V%Iu$*Vj2
zMBb&Bk8g$C2do>@au_;Y3xD*Y^1M35{~X}<MA0wFx7H7br;Lc_5ZV6ht3ygV4`dnj
z<}Wdf>K4kVClcLIcgE)D)#to>G6QB>mz;EY<8!D{Y%iT+(sJxx6Un5T0}^@ZiFK}a
zMRG0(T%?<E<1F}({Oq``1Rlu4p3oC5NL4eUDd%@|v^XhnVgf4M7u1ez6yZ*3gxFA=
z+;rN1oS3PMo@~8s=9%ABB^JeuVUmr@zs?F!w}WNsf}6lvFPDm9hRr+?<)&VR1&Ui=
z6uK<C$>*HX@9FnjOv_(g2n<!KD^-U4TzB7Y_QtBG*7RJYh}1)q9b%PXrmVRZVdA(&
zQ*zjn`FKq+MmNUd*!)n!c!A2dOzC|}TxU>hb?MGmp?x+$dmFR=VGL_G8TM^$&v5q8
zh{uUx*xKjBklm(<Z!^I;eEO642F*}~;mNUV*P#DV%JGSmLJ=G;1xdA+J<yX!_`cBA
z03m-KZJ(+8{WtjMM=F-0RwwC{oz#E-#3KjsWexw4W|xwe4$6x||7>zwENiLTBVs4U
zL3{B+EB{nL<(?<pJ$-*`zkk0;`jbPDnpA-Z?B#Lr6GN23FyAePMI2qn9j3fvJ8$-T
zW7x5{Wx93KIJ*yE{eA1UnEc<AI9X5^%Sol?b_p0-4Y2-#uW8?LFS*9NqwkwO^FQ1H
zrm!*!aJ#2R)L}&jj&9Hi^k^n$9KXXe9r^l1lZC9Sd>RW!<$Bcw(0i&SQon5yweX2n
zWtYhsXCI8Xe|uBV(GMwfJOl+u^=@|3>ln2p!Iaa$IOVWA>@RK%tJM{vH=y2WoyI*E
z7aU3dff_1fW=7Tf1ZW#i%P*;~`Run9Ap5T%<4Q|hb>co<URtw00rYdnBRhQ+2w$fj
z)6w=MYH@}k=dN53n5c>60IUsT;Olcu&z%72&b?>KMxH07DV8|C6veq#!xv3}$-?D)
zk5=^p;>{;(oy6qVfVoukV#salce=^Pz+9zSN{^nZ@(j!A>kED*(=Ds`M=i8~1fM1z
zhjECHnB0`DZ%gi{8s*G}Z96>4$c)Q#o#K1I05=NI*XK++@5Q3gj6J<C41_BMCZrbr
zY+Sw%4tkPzEvIKFF5XT9Y36VnrJB|Ks#Nfy88t>mB?nZ;&(df~`R<F$EJ9FQdbD)S
z<-c?5*44oZ6MfM8g~XRsDvog4d@~mHsXF}dbV)jPVFqK*IX@i4*4#2!@i=%?HF&;o
zWI#Y?wiz+|oT`b`{+g)zQw{8PQl@@j!A7~1)iLaKn1hs~(hv-bbBV4T(_dfJuNe{>
zsbOah*V;*ZcPXK=a=+%oVq82aC%q{g>Eky}r$@amwEjd5Y~816$a=sKIBh0VCY~Ou
zL;|wAVBnaRRks7gzR+Vpzw$W1?e6ZH&(^RBokQSXf`8ID`_f%;y4v1Uc`(aTuiA#$
zQ+MrnA|1Y`H)o2aZ2gMLcghnM%tV5N4>~Q54qF@jzAF=rlv2Sp@Y<x(Y4GrG<@EO*
zjv_#gEq!P<YF$K>10CvTx}a7MCzSBO*r_sgNTK$uzbl~E<iclms8su1WeAvwku_Ym
zL@Rkh4t+p#^<_@tZ#E!y7npz^!1CKmd-fs~dW_V`KMzT~74AEbh>Du$Hr2an&wC%q
zLr+Z6)6-j@EPZAO4AX%hE%Z1O%`#&Y&*Sya3|F#oUtb=$XS~+BuAmmzO$7wiY4sN$
z)bVXf`i@seszHE2(Rsv~#-(3v?7zvS->5lH4=-Y@0r;Go3R{V}ijeb#%ipIOXUWz-
z0M~Df1xPmI`QSOzhPdrwvK8XCKp-C~^o|Dca-gd?_}$)jkv!uFneR=@%L0sjnLd|6
zZ$2J+B$>pi(=R9H72fdUlxo(Tu~(%weOj-1j&Sao=`aOnNdQxRU!>5L*bhr1!|+!F
z^H`{%DRAnf^1a;1QRR@BDAA7sKIrKp0dSMGPPFu@x#{D5dqCP1R9(%@tWyKD$o&(q
z3e}5}FFmf$9VVYKos&KOaR-r@O8Yo<1BP=hD#93ClY{V93)Xq;Vb<?-ppYw&<{Hd>
zdJ7J%^PW4fU88red&33*fL}F=ojlt$vw|gqRPj$XZqO2{513(8_p(YPwF^_5oV1x8
zCLN@6emp1tJs;Ulff6HxnlS$;%wv1!(4#K1X_QW_b@)10i4g{PO61v6{@*9l$X&4f
zND0IHr(rK+i^D&-`EQ5I`@+Y7abOqzI~JvoIPe*SEG`CQ$tGq3C1oCxM4I=ZG&tLo
z1Zt_+OU8KuEVm%wqjv$(w(6;cDQL^JTsBR4>g1=2E&DzJl49rR+GaK{Cwq=U+@YvP
zr{B}0stYnhyl@qMY7`5_*kPivj7)lDky?J{I9^O)=0m#x<0u*b<4OINHm?LMRRdlh
z{|ZyeCqJztn`g;<b=akD8|yt6CjUsoWk2mnUeNlxxEanz4gY6fNi3(1`lzj|ZOp!y
zQost!RbOg_^IfLW7ZD%;if&b6SiJi0qpx^>)u{Hhw&cz!WKja$B{%|aANX>$4h%32
zz-$8B#j!nbKE@k|#=_W^b>Ko<_84GD`Mn>H?%9KY6Q9R?2ed@DeD)ZPoA}ket-5}H
z6MAtQy;-KM8@+QW78;W+5nhRVgn0KTXJ+_%{6z!2HxT+aV`w@_s_We-Ca-IKU(72m
zR7jUeH^LXyo*jpHYpGNHdCR0QF?Qzz;PDP2e7g7``7`@#&!l`=OPQwGX?#Zore7UX
zC}W|Uq<r6+h(8yn=SJ`R_|Z$KFab$|_Pw76%C=h8fyEOmFd0Gz2L4Ri6)hcMml6mG
zUxj=~N=r-WG=Dw`B~&0b$bVa1yeRak(8m3UebRlC%Qa|LEwPJ9xOlUp2N^Q!xM3T2
z`G?`^os4B)<DD@+h=*|)LLrBI0Fyk7y`-j*TNu*Io{`;AQqeeDPvqQ#!{^(4{{x>N
z-Zpi7+NtbG_XIq&TL}vZmv0G>J;Tt-LM{<dtdy0frrEGxwoKAyw*)Q~L~|KbR`;w$
zaO*QI=E};r(DNkKu#SQIwD0z5B8$GdFcaeIkHD6+uH->c4F?YFnra#p-=K~FjQFCD
zv@|xN;&OqP_WVFEaeZrO6h9XmOVLSfc)99y?jRd7g>3FIn;|c|6mg0VS?jSl5_jzy
zq0Hr%0`}B!WV(fe&l{b3Ya*O$g#T^di_>iN^S^wpDXcv+4k!s`&{k*6B`AtK87g=O
zN{=h%ISoG}c3I14W?+W@Y$k5);NFxn#ke|P=!HtQ0Z`W`33^poW*_r>{``3}=cT4h
z1cD@`fO~XtORoCelUm>p`yH4C1(9H%(l9bE5mU$U4%=>gbIsas%|F^K^N#*ju}X);
z&6o^?x+j}lY4uTd+`7La_Ib*;HWRyptEb~%)jqLnmk4^Qe&?Fm1-W0|!)<7}?2mE<
zu$ePx7d<>*2>fOYb~+|sqA6W$X}z$NK4uD>44uPyTZ@bfe-eSg%UqRL!J-KKb}rSi
z6sI!R#J)T1TOye5)&+SD5o5*Jf=SDbrE!x5wF&0`Xq13TkD84Q2N=!rIxe^p6UA>2
zVhNqY6lqufihe2vj!_fmUH#OHxW7<)rRk=ve`Ir6RbZ|&O&K5PQ+DFOJm(dHLdx=P
z?e!6!?ava@d23x%a(YC^X@Sqr935X7w&sV#WC4v<eH|V}&RvjXce8yc_c*!hrv}(P
zc;S5N3<J(~sptwrjdkxp$~)|#jD3Mp?D<637G5FL-+H$pEaQ*Z)UIBw*)$`r+643?
z<PvRvPvE58`wOOq%_nt-PYB*&;X(FH67L+Ln4%JeS>jz5I1maKoFsD&9L-03NcHvg
zPdNCd8v?@fa_M}yCywR5D-@|DBuHBh&ix`=yqJnXxq%yvyG&VRlad;KcRd}Zd28tu
z_RXJzj~O^0B$XYI`A(5!W{X<_@)K*J2XVuERba+jHWP|_ci|Y6Rzd$dLH`;$$fz)I
zms{h8s}padDRzr&(?}rKhckJ*l{2le3+KLmhe_HljG*2OPj-nR70O-Td(+ExzI{QF
zdyhp~eOV2J(a$4HIcQlw`KjrAc>n_xN)lic_@~N|m49rFDz)psPW+1%j0%&*Gzmkk
z4>t$LMk$ZM`&_If4vcrTx96sTBf-RgW_fJS@A?24oYEQ&%!2d#fLEP7CmsFBI#{=Z
zmzl;Y*Nt<kjYGH1+v<sfv!U(WfXLIvtXBTgMz3zpuWA#)_QS>kcQOHfAZxJ|XB^fW
zg7zm=!~ch@ua2r}i@sJ75l|87mXPj7N@=8|ySuwfQaY6`rKO}Bq@_!`yYtfd?F+o$
zS7W@t9FKeUIeYIFbIrA8)#W3W%k@}LKq&?i9z$Dj5|YfK7iqcF7PA-gIZs93DN%Y2
zz}9<-P08?PmGs_ld|2nu0(~&O!5zGCER-k#1%^zD&qNxOR2>&%RIa$x2CId%k8)&R
zgm$BTW+}akRPx(sVbb}$<DgntZCfNCeyL}}iUE<Nr$CGqjOi7Il?0lv1`dhP`KPI1
z3`@^}J6Ttb!HN%kzA_eQ=liIhQoZBd)fIV+Wxwm-yJ^#Soz$>YpOw>?jZoq6OCxT0
zHIV$;&Bv>~Xg!uQ`&fNPAAXpPTTXBCdQk8}Fl+4c>ElYNjJ=z8PBp9QV9aFLr&pU(
zX-`Ql*-cqp0V!$~Yknonb+EnWA969gQrX@w6+jO7sao)pQbZ+Fqycx*78-j0{5PQ=
ztkmgHTBcT&hJ+0yt@?gTViUsC(b1KePbpkCfC06rr`39$Z;ne%#|o=2)B=XKb|k-l
zZXyYmt@-y=Fj0zEBG|6t_9``co!K}~`SZV-HmsrwituAyl^?dDL@$EgNUx&hKP|g_
z?X*NsZ^!c45;Pdq=jKdpAO)Gcy7|>Fo{5Wck6jtAvtDC=YfU+w(%${;5BTAgwdbhh
z@saepV$a`8%?3dWC>N`cs+)Oj);$hrkS@KMWcLQo?low57l>!nm(zlZfl?G|HhOTs
zw_8uE8Q+_(MnR)o=UnUBGoLJzZjyyB>|(y|88QjUQt)9eLVWqM{Bjb#V*Biv{wS_y
zCSq{7*o5#O^=^1Uwk6SfTG5dJ(>vi2IxoPmFu~z~rRH^0hZVH+>qwZ<-1-DNQg+Vx
zabl_`@aS#?U91{90Zh`hBJape50E4h7%tfP`k}iRpz?Y|q&&z_IlW!P3xCh>L>Icp
z(!(xeGL<S>!?*7H2?;TD>U+_)Hcvo9tDKkIIb+{kcc^Xz{QnPgKou`JFvWDWnB)H&
ztW#N83Gx?|Y^WC2e579J$@(C%7+ex)sWFbShKwZ08e0(eMnhw=HS8EUdx2=rzceXx
zVz2^Jitq;hMz3sqd9|F8JKBN({sDw7`1<v(DqyK#q$Hj`=>|-n$A+~@sJbXkg9lWS
zTELZ}XOEbAYJ%p}1cT^Iz*x`ca>Mf^r~wuQUujy%fLcTuGu~t_%jTm~)vDT{yK4(1
z?*Gy8yoW`-q-zTp5|qIx8$Qrce*jccbH3!%)^b8y?ZJ5K*I@W~`N=La_h=evCcXJE
zhkOSO%c1rOsML(;bO9<*Q5oe|MU`0HF)gAl_gOEB?9uEoKq^hjK5DFW*?`IL(#OAM
zRz5`29biTz89#3uW}yca8mO*}s^pA_y%3*@w;MNohB8*U+VjxnA)m3|M*}QsH8|$u
zq_hn1fYK@_1{(6YKr4jHKU)81nJ^P&cXz+Uk6%Az5-J%ac{!&k3?)lpHK<=w`t3`{
z{vucY!zp|cj0;JuuM1ex(TBJ^B22W|y;0}-a+N9Jok`jxd;8`KVk1+<=%wJzJ8rub
zFNCN<E*luf^bm<eaWuqzzRF3#5xdJEzpIj~s*`~K4})8Nz9bV0hEjgR2i3CQdbcAl
z2=Ya*P4aSs1OyZmYm`@?q=QB#U!}L3l9N;K+Cf9=v6xL?;fD{o-;}dTo&v;hhN(gG
zn*}H#=EyQOs_?AKpiTAp|8mK=O{oe5Kx>P`7(SPrzOG)b3JHPBKZ+oW@}M7})EdqT
zy>t4{hlv8V|Ng9xF>T-ubNfp|R00o5M2U@EN+_g;Z1a8+Uo7cgqr94Kd^C;7pp35`
zRuy@2P4e#1Y2Q}ta#GSUR%VQMR+QIfdzzYqjjgp%Vpo$%Ac)->J1l>_-8ixRLBBI$
zw<uJl(xBvy0QwF;oKCh4RJ&-OIhPpURWG=qTqy?<?qqM82{aoF5Eu2IToV#?(cjgO
zzQEWHdnUfW2I5T%@krz{VvQsi7_ifganwc^<W|_E6DP)Q#TjBx@YROsC>T|ekIKbp
zMwq|b@A7PT(th&>L0C$msu~R=6F_QkOlqzNO|{z>1|LuL&&YRw6$}62KEn44-xvVm
z^4Df}=*8WfM&c;>=)_85qAp}G!FD$Vj@I1usv<K1Cb{9$-1Vm~C7)TYqtx6&c-G^I
zjIf_@RpldvWPO73)f}P2sLZOHto*%_kX0h`Hg<>x^aX+1kaTzTRHTx_dO{aTy~`Xs
zgpidG9#ADei+!oYso^r2lq-_+U{SwQsuKaklE`HJk>%B$fB+j`=xA8@->d3C%O@s#
zr2ELZ6ZLzVk%PEy>?OI9Xd_AN>ujVjl@|#bLsCsrV#^ZOHqOFbTXjCvQvI=yemQE5
zrpDq?5o`xD;8AJYeGOu_I&VOT_%xgaH`qQFeAS>ereFT;`H{?HnRpAj$~(|dhuQaU
z81tRqJjUB#gr>Y4CA>i07$M9d`9+yC0XsdCwIN#*1ucRF&*Kjps~=`Qwr@Z<Bob(0
zzmL&%z9W64ttd0f^j**-nN(#r-{LjiFU`VTQRieJnUa>Y@+a5v@rJ@T_kISXXzBr%
z%qJs<(y=B0-hFk$WA}1PYFcI@J%Q>JU#F|x)+ATDN0S9_TO}``i|=lA9e@HFiMMg@
z8xuh-=bp?Z5C+&A(pjSWr7KFlig-V1pTWXTj5gU>yEAh)y!hg<I`;0}lZ7#wG3M{7
z@ZrX87?4L*6`GACYms!{6SDLl&+%~(Fo)I^Z2np0tW}21*AD$s4l5%iw;9~^1{o!s
zrNcsJ<A>?E^-bX~{$G(786{V9zfg=6c%E}_q4IZ__;L8$sY*9N*~G#mTbYjai)Zfr
z-|go98^xA>DJZZUk);0R%bSZ#Gb+dy$tMi!;lm?0_@s8h4EH$@Y=^d7yyIZA>^>IP
zKcGTjH~fJmeZ{YJ%n4+q<N{$Fhqp2)Mpo%cD_cLJix^(;0C;M}AdcC*rVyl47_J}>
ziH%1uajL-+1Wh9H5oOMPZ>y?*-`%mudNBX)Z(qok%1c7WpF<-Lbs84M6F^rK7ZEaS
zAiBu3EB*FyIA=i4J8R7gQ<u#lcro2ewc|+4h8Dl`Nfv42W$XZ)t!(|=*FWB~#%yg-
zF266=9{pH5ve(HZ@qS4Tx=}GyV&uEyRgr(?T>}oV^^O;VDH|ydd^eJ&qF7ouXAL-Z
z@7q4t3Oq`@Gd&X&04LlI0fa*+W9)x>qlZJDV+L?`R&?fLnjFnfte>3SkGLT!Sy{pV
zs3gR6sIAt%c@+N}p!B5Z9)`et+GG+OMhHrX+R1Q^`4?EufQER!00J9^3f*_xwHcO^
zWt)HPeLFA{jb?&_TBeg@|H=INQfV?t@^OgqBagz2BlPNbX-K|LHg0>@Wefy8WqI$0
z)xvQCwNO^mKO8wwEU0V`p(3fq>mCdGB_t*z`)zowAbjs(R&A_Zl$lIvT5jiFBwH!{
z6UG8A3LiFW7@^ePCcT44K@uXZtHX|Rq#FS5MvgT)uO6jD{*qE2{8Oyp=kvqz8AfKe
z#{X9y`@ir242H#vo?rXRx-wWK^kpWMJTO2c>*X1YpeeAzI>cU=olFu0>aQA4;#y*x
z(sF7<xvaEOOj7i>xYX451<IRE;9bcj5-oDXhtvsI^^IR?I;X`*DJBa9BV1%j;Qd1P
zuH?K0r8e*pg3mN@fnSIu-rt8s7#pCA+59@&XyokTF)sfhHt<hQRTYiYQz40SP&3u^
zi886ang8*NgEBrN+X5R$2ju8-U<Ci{?nT-!@p4Or!bfWNUY5KckO=|Q`FBt>I%A&l
z;$5|`610=FARVi5u1aKCUl8UdwZ8UC*yd(4{Z%{v)0Y75+_mtNA*adwO!<%8KD|)R
ztHQJXLnxoM3eeP@QICEd>pA19?T<<^K;md{$Ze{xe-a<Bw>C`@!M&E09C#BNoM<@}
z=Er1xjZ9j=*>$jw*`fP$@lEeYW_x0BeS_{w-Rh^Ip!3ok<GWe7!Lr(NP-xv^zp?Gn
z^M>AZr7M0e1B33>UbBY!@tPM@C&?^|k&-iZApuH;!&$?T#V<5V=G>^z(aj2pSg_g9
zx{&ouccJIV#+)()Dk1nc6fGCYb#3N?8qIj#nrUliM{s75qo=a+eXQZ^N%X48pfjiB
zo7DAf<C@bWL7v3&VYfU5^1SMxGWSe3J*1OL7Eh>$ww8HVSiXs69PhYEjvdwE*#3I_
z%Ol7S^R~Lxsq-B6EQ|LRg(T|Ly!yjg<#7FpmX;C|pO$1edcSATbghy`H-?*6-!YRB
z(xEFnwB)np|L&@_^H()7Z}5~aTr<syDLi#4|KrWHY;DB3!@AkGiLy>5(VEK)NYaRJ
zhTf_fuW<wH<>f$@w>^Gt@x{N6sqWD$LGZm8i3%{$pa;ft%z-{>0tOC!P6d)Vx9i=f
z`EjL|sfQY)2fuYmLTq0tdeMvnyN@K@c=#ecDI~z2YgI>$XlWFmb<W1`*+8xhkL^3-
zbGP`BGN{lQNwQP+7}*_lhiy-7&Xihi4`$Y5%p-)sVtQ_gZNK)P6*<LYQm!Y#Jbrp>
zSV>r3U>+sfq2a>F$%@j6jjhLyVxq+e;_EjNHs;>a^w-)4Jn!9#<6=_jmh+rzd*!pC
z-yy1^Oy_>n8`vkU$(h~JMsLKY3!R<X)LZG;^G1wvRV<%(>T_50&+WT9RylPAt<}B6
z2>VbQ-o&|-TwrYW-SRVIkDF_@Ev$hhr*<Jpa^ups>b4t3-L2~mCWkmnmS8<5#mI`H
zxUuP9x0aHEt&A=sAJKQ%CFRuKDDywbm8FK8F-0XYH2Q$;=?7iWuCSjpbknO@gbqpv
zZGB_6bp5rpwH0|uJz3V-P(12U`gY6P6>gtLlFj!K<P(`b(`Q!SRN_cIcR10(^|a*b
zYCRTKww+fC>L{4>>~nLqJw#9V)~BB$Jee;}Te>m)U1t%+*|ZD2y^urPZSi}a4Y6|B
z7Bj!WUWV$icimv|w0u8wH#`5z-S28yWIg6lB5dR77vj8v;vLVXzmfwGr00E+3x+(d
zzj;qbXmlFz*lh>7g8!|XHG*^8F^$>Qr>rU!XZhoCLs>ywhnlELw$ZD_H_=tM+28ZW
z9Zza(jk!Gkb@^;_qjmm;Gs$JA1TStA*!S>26x?U0QeHCV$+}+^o23for#*VF&=A(1
z8+?F7^*C2BM5pFR&0PpSM-;7w<soAAV#q_X?LVc;;dP>QbSq!>7aXL*3U@W_Qs}LQ
zUcz_xmr-Q$5Xl?Ak?**nub8QJ;cJYQU9!O~wnQQ&+TSi5yzbJg6@yjE{z7>O%5tg=
z&Q&oYgBdTrwHSoWp_dRsEd$*Y>HCW~<P%P3cZQqr(k4uu3%+HlrEsF=+1SF?k_5PM
z=lQ~D3P>hR1GRYrWp<LK@xwdx6(ixw?m&S9yynm59I&W>3>-Q-qa!Z68v-YFm1|5-
zWTE3P_Kh2SSHW*RHQy_C_U|{8D;<2Y4f2DX8%?5_a}~1vKmWS+*J*RT?w>swZ8~rV
zxSt{N_%Bn{{^~x)Gz>R@Kddc)2dw}DtxzMBLl6DBL>1(NPcCj=HdQC-LcoBgXM8^q
z9NCCT{;;X1LNUli<9}{<@`BruMU-6Zh&JD>!V0h+r@MZf7F7T4DP3!HGL?}2zRkwS
z0($4~&jzxpKGhSX9^WVBNxGcb;9yuClqJVk*X^<(F0R>{O2mb9I2K9M_uheJ)?_LS
zcPlwT=zCmG_HpB+ub4P*p(Do1p$Pm@nc5F8yF88gn3UlHmyb67&oY!Hq3hlixW5m@
zsh+Qo&R|WBY{Rew2MJW0B3T>^R)=QSm2R>s|G{0jK=`&~j8pC`dF|)>eNywOL@K*Q
zO=#T3t#v{Wvip+EwA0h04|{P=f9R!hlrO)oSvk@{LUM4>le`g=2;G;w2PdHRH5P-}
z4ZX$<aW=LlyF<7sr&fEX-@$OLq-_wXMnP{wtk=20-q-}APrR*;keM3Gp#5}=YTIdh
zkLnep<0ZT*1bT_A(PD2ZDWI>h$VWN%lCWCq$o(}2d}kp2x#)9Vgiy^ggq$dEYln4U
z9tYBO6qtbW2h&`~JCb6TTaF6cmuyQI?G`%ifAW`~4=O_qcT}-)TMl%cRauL@X?t?d
zJ9lssZy$?eJqm;epF`owy&h{Q9pQ1qsOPnmaQorVnFI+L*;Mi!*R<ea*T%kAGJ+ee
zt;qb6vEtwDAj%@`WPH3TMLg%X*vS~{*3ya;t)5N(idASQo(>zD5Ol{|%k`;VAoYCl
zwolTnHBga=Cz6@~e^lLQfsFm_cf}aaY(mL*7(+QVbl?d>#O^oE+Wq6ik5d8i;U*3T
zJDRKUH+|d1OiYyvJ3DP;j`E~pq`XXFL1N4C3^*bp;w79c&^xC3aA0?v=uqr#u}rwP
zaXBmdDZ}tJbPWwGh^1ma%x=jvAs2C2g;}EK{H6wL#EQQ6YKuH|?rA&11B*0kO8>Ah
z2k{-mE5YLif5`CE$o1|8eC?TSYj0UI?}eW9)>rp-A;9(E(EAz8kFC>rb8|#8!by|A
zWiC}S6V-lfoZrbbV?IC}_+%KR!ZoDq)PBwwLlJ`vs)ujFEx-AyzTMk12aSxZNfSnU
z*EJ%^%+Z0im)-Dacvrp$yHvYBH`tBcJn{Yy^^%&6%*?34SidD84eyY3r#`UzO9{nE
z3)^?qK8)t-IVtz!zyq+AhnwjAP5du|ITj<kU;WlvqfoVl`oe>==5@z8cVQ5q!oPZz
z1<H$Dr_;7!m+j#MQUHUUsCTWz%e_N2YCC0-FM7Ry5A_uvH#X<g60#2U^{CC37JQN>
z?axH3`~&f{n4fNAfB4<M%|<#pL_l49VNjSrA1D)lqfw1n_B6BorB=-dREzbF)(1D@
z@6J(GX+G?N*T(0Z6hNUi%cGE87Ug8JHGbT{^P;*I;f7~46_$)x$63EQEAJ+p7JB#t
zhsx<MfZi4(m|r+qVczWp12<k~JS-nhp;5>F?$b9dsJ_R;kJqMcTg^QsADiHCFyp=&
zcp_=aHgx>0Gdg}vl~Zv_a>^~~z%)GLcm(=2I+gqek%@&OI2|o)S#l0;TtMC25M2^_
zUIi=yHQ(CdJT51&4+A=2ycNFudCc)+gGC>uH_^Kn0_NiC{P+#inKhy78wBgC(d~Ez
zWDCtxXk3Wfud^jL<{hEOvHIog?7%9F(Q%<I^#ygv_VcN1lTSq)`WkMN^^8Bf8Vqo;
z691IyvPQ&Z&>Ta5s~Y^)=GvODxOh(^&+dGakFWoGB(J;9g6ek~8lU$>t02PrC#CIg
zerg}p|K1dqSY=u6P6%||%b5>Q+~w_dL_9SqgdR}cOjGSLAmj){H~qn>+u~VW?u^dY
zY)k=SD;b6+;9=m)Qabotw)1~5ppumIZcO#!u=K%xp`Izb;%1lgZ4B9y)f7%OOhcpt
z5gOVr{_q>T+^r2~GVFs&H7+hL7EYAkfVu@4C1nt($ntW_-T^XF@@0`D#XQWZwq}Fb
z^as)+A>bOtF0HJzxjM>`NUeTg3X>9F-5A^o43sLnzqO~dAv{<6EzHJ4zS8MJ(lvI*
zr5{Yje`~`4c}djFPv3QbwmJ~mi~@2wZ2vtarj`rpX=3cd%rRjb9lwrm?HP0hlsr9;
zUklZ!fC!KfNX%)Q-gyBFP0Zti1MSU!xm*|P>A2i3-}V|V`*1ZYE$}qm4*Z-e*7=dR
zTY;WruVUWa?#oETJQ?j8Y<`)f>$=*!@9^4M4aME>;$5>-nuoOT)o_$M^{l;$E!4u{
zx0!IphdqITIR_)7oglqz@w}cqpkPQwK@kWBi4T++%O0-O>IC1p77>%KZzJz*?V5>y
z>wB{}xDj6sym1NjNy=oNi>({TVh(ml)*0&*Ve;7Rf7ydM{#Q*J>hl)ihwABFl!5YX
z^;Ti+_QetSH=-!%^JjmOc|WdR{oWQc-ERJPmWy_D1%ohB%*h}7dVQ@WqBhT}Ls6`!
zR4Dvw2ffjdLBqQ8$nHPr;hwgns)xFP0I~fO|IxjVTc@Eh{G&=o9B0)`W{En$1f{z*
zP;(8Jlo6+tERaW!5)`wLL638#8p8!pJ)Jw!4P_G2bloXu?!6=BGFH`u^BZZHn!4-Y
zlC=I=zf7Cy_`F3}TWSlB#75a(w?n2}eVdPklu#9qEm#uGYf4&scUG)Zn{%uSbENmh
zB_$hH!GJMZtkb;vh-2d?pW^dQ*z{emam4mpA?;0Ds|9*y&lVN+1g~=^*Ld~KsaNU(
zU_1k8p5<aQfNA7b!m+eu5r;a?)9;0Tg9|NRHEpMj8tm2w2n~7@+CWLk>FS^(7aTB`
zth>PvSjv&l1}vXlxsds4PEt1LJr}_Bk<|1q;>A*K+WuHKky|(MrSrGh9#*OBwa?4o
ziF-fjiYf#oXK!$3Z-L$#1em*c)m@;YxM0_P*H!PUrvGD(`fP`my}B(SA~c=w@TuJ`
z>=P!#b<vtq6^~UjPB6!&qxUR*gVX3UV+f-&<4GNKD=uxS-9OUR?SnIeIu8c97IQ-1
z1i2Fo!TSoA^)b@Fuectf?Zo+<S4hYJ*Z$ZeHfR~)CH)fUYkhW8oHFh!aQ{gULYi}+
zGpMOG>c)4Op}S2&jL`F>zWt-0MPD&W;yehMY&fx$E3`a$8uChrXFa&Q`we!>?l(A`
zGGuq6^sBG$)7s&?!hT2>+oKu}q~mAo9kjUKsVYrgnR<GmVk;SrGtFUVwSun74W}Um
z98jN8<*p4axNu!=mqN`9;Ac-Hhe2OWPfv*LLSgSiVpF@2jVbl&lPfnkvt$9G6Pu|L
z)P5|pSxHHM!w$2zT%@zRWzZF?Ri4Wf>x}KGU}0f(#xog;NJ^5*W{JD)H^DvF`M>2O
z8%Xhx=Blr68Ae@jY<bJh2WseGx|a7^BJkxm4jbQ*ki4^9c4M{_pKM;^{xyETcc$n<
zKt<7W=JM+53d%?T@}jG47@8Ss)i(eA@bUMp7fl@6a#8^tmif`X8+3eU$VLY-<u%Mc
zxk_&lVN|~@M~fMTNGdt{uIk%DgM){oT;B{>1TrojcYLwPf3j8hM~U!_v&PA6CQ9#L
zG>13i-In&f>(#noqwSjp7s7Rb9K9tEg;h4)%HdEC{@xNsdVW99m;^x(a2@I#V*HKD
z5w+g7W)P)3C6grHgr>6#r^Kl>pKJG?Gd?@6{_vR(GBPDIcP{(tA*>Lv@UxyZnlt`f
zR%~l_OLUf7Q0~I)Ly<%rH^%usyh#P5Ys9hYx6h$%QIRi-zk4h+``vCp^*uk8t3kiM
zfQ*EeL6sx5xC<_8XmPuwg%^R!ha&5UJTw1<?OhfGM%O7(19NWeb^^&MNuM{`-+J&&
z9Pj+e393*cv$1z<?3g((F9QREJOuh8$f7I_Hv=oGf1?P{JuO19dgH*fF~{3ig4lX-
zovb(gw;#uX@;RNth9j*(<12&Jkqar80)eNdxeRb8kuQ`mcV=o&Js-lYD&}+?_h2?c
zTaUPlx{-oecGII+T7|(fK1If$-w}^^HWdQlgz{OJXoOp^7+uNe$|!X2*S4XFiN~NL
zpyJ_lx27>*o}Tx@EaCh5Vv2<L6uT2HV*Yba3i+uVKMgR9*NsK&M(uOd<NU*n)j7%}
zwfEmxP4H6X{uA*}gbld9(d$~pO*}y8aYBoVV(h_1GSQ47;_&X760*I>7A_(q`tLv&
zKICm8CKPgT_;K*c2pk<T?(j<&ANkDu<JLgZ#<M34OJKPrQqZ#Y)7iC4q4sV%r|4Y4
z(HIIET3ekn1c;VG!vGMFYaU}RnGKC;xb}t}-L1w#vrlG!{?6z$3}R0);uA?V&oq9_
z%E#xel}FTH3e0*3Mn=bC-Bz#C_ja%Tl<=!_$cCCg9Zl_j?2bnp*{P&lT+<8&s6s_%
zLv|br_X*H+6!akF(r2-4$D4-YDZSt=_tMZM6no4ygVOtn-gAwD75BYmJ6-skKsn#U
z-|rj)_wHrLlj<4-s2gKNsme!gE8i7!0OyC}W~XxQ@Cwo|3-r57$uC+_r1poUcr))K
z5u#kGx2P^*{$1S3y4e*?NHhzr=;5j6yabj!dm8cL9y|taw3I0r?dEl>77Wl045tf$
za^(!9|BVaX0!72mC3>Q^S3kbuFM`6M9uT*Ffy+KX9i&jC!Tk_0h`Kl2SapmI>?^M+
zwMv_=tT*`K^Ded7`0txsmV`OogvnmH<my8GqKH3b2oSCfdT+n^x!PvMbaroRs~hN1
z^A)O9J1vE>4KdxN8j)q%xL6}s_C~i@PU;tXj%MsvLujm_$7jlol@5dn-#b?V<}O{S
zTqOl36QJH-qy|HXn3$MC?(f78rnhhZxLGo5)$~kFB~F%`mKqHbsoxFYIKXAO{1~p;
z#1@T4)}}hM8S9~qTN0kl=n&%WWGGkycbRA{?)C<nP=E=gcc)V1SuAjOT+WA9V1T-C
z5?j&8cN-vILV<6{Mf(2z`~P0wRe!SOI+{?{VQswUBmK3$$fu)mst79P2&7sCyH*?|
z&G}$4JkS{rAUOf;GVyrE?a7rZq|fy($2~1$PyvSy!fhbWroTH~{f$=re}0w#*7PH=
zQsuvG&DzH3E9hD~oVMkS<av;|O;GJxHT$M|6JXZN?s6u^3TB!R(s!BD_`?nEu0WE!
z0|eZ?RnCxAFhxJGShphzC{dR#$P8ym^sZq^#NC~3E*T~GJobdjAX~F7lCw-i0S-qc
z=Y+BMG3lRA-a;H?7`d1XxG{85wk4tNmoW!C0=uoxFx5Q<)W74c0VgV+)jVNBt@CPm
zcJ>M=Rzu@Rpg)rkj);J;IO8~%31}w9_t`^0J-{_n8-EBOu8lWkDs)^xzU~VUK5lTE
zO=q0dP;i?UN8P)rAGvc<BtD;po7cf`bxcOR=PV}w(tz@z8wmftQ7MK2>5B~V6d(th
zyuWV+2tLgl!`aS&?J~@G--|l-`t=j;+b@)g)ClbLFdk;`9c&AMzcBjxbR|BqFG^D(
zF_><_-(^;jArumb=~N2&^UyfkurJAMrUnED&VE2zIze?EsG6tz#HlZq`DfI=ytEV@
zLvfe9RiP8`u3x=lc4^{3w|?Pag6O)o6qsTn9R=WO_QlwC^JO`K{5z*D(jJ}VH<-X;
z%4jxDZ~HE%SpR0Xb`R=odlK2gfmrmww#;0qp%kQ{RiJ;T`3{V*;n&a@*p^?Xe_BU-
zjloU(#AD|fPKVR<^7*+_qUt7$TS3urPaC@ie&gU^ggn@kR^6H*oV*VpE9|yxyf&~X
zBH*wg0Sv*nw6tMha{h3xEZN~ocZaMLcN@@4A0mDSz2L}Wvgvfw*PLetC5stOn76N~
zZ*aNtjg*KK$&1RUwgL<-IXemRxFBZo;Q#IX;|EYX)z!V)JszOk2#{2$R7#FYIc2tF
z@*<EEPm@f3|BXV{|8&-suKqqvDc0Pm7+9lw-nD?6cugwq`Z$WqG**7E#?M%eGMm_A
zt*Bs|*L`p_3A_NwlE`WE`uC9CBS7HMJKh{Io2m!}lJ9`<_{w2-x)X2)EgtOH3B_j^
zkT;tNChJl)`Y_ZJ@=WR$h5&4tz%fr?^z9vDp*O#NOhQ6>A5ZE%sz4W_V|qW>pTsfj
z#tBq2XEvZgQ@}W#ur)aNMZav#E;aWdc(3izr6M_P-|ji)t_O?}yzjqV-MbIVJ2B0u
zLWG2cnN0qX1Ga?J&DDAD_jD@7LT1Gfo`Y5tYR!h}!n?p<K#gBSvg($Oe4>lP!HDB(
z9H9^Ik8D|9Tx{XUA?M-`TZiI>0q6Uiz8_c>>GbZ5V#+e0a<JT&oCuUQ7yxs;lw(-k
zai$GqlN>HbITM|;>qd8DCZZN#egDj)r)|3T<+7I|LXS18Q_m5Iqq)vYRV1?CL`ONh
z9JzoR%KcsCinDZaivnz@eenGf@YX{MkA%Gbu}kHE2;G1<%VMS`5{O<NiQHvmt=DH~
zeA#qw#U97qda<B8Kk={h!EgL<VDQ@c&1e`2r0^Vo?!NQ+pEDlIZ2_pv%03?E`Yhj7
zfA_|NqqFljK$d4yYeF6OtSm~QZqz!lIcHG$1}LQK0zAcl;U84Kr4-WzD7VP`)@mxd
zx=XT%Qd+tZ6Y8GELz=#MMI=49j@&n8BbUQ?Rq!Rl>8i-BZ`PUqmOsaZt_<sihgVg}
zWSh;tRl1H_tyU4%ZOzqN;B2#ujmPM=p-}3jC@>hNMfC;^Y!$ty+Y`gn?==B)vFz#_
zG@m0%=~a820C!VIu$Z3zWW%d%%+pPVD<A7|wj+O0@w}nAqN99&8FgE8a`uD+^>m0P
zW^E)E3{E6ByI`jx^pchLW3mMO0OF`Ce<O+AP9_W~gP>0h$ncjbNbA>}N3nwRGX!N1
zYucQjBkdn+ug}QupO)XqaiAf0cQ3KMcSySn;sv#VN1e-(z^SVrF7LR@S_9U))&8i^
zxKNE=8zc*EE`C~hwbI6_k9!b8Lw07{tNn0Z(t|Rg&kNvGIb|Z5(HV2lRlS}}wT5%w
zLi^znh#PiR(5cGqMA~(CrCLiLfV#!76T0f&wV8P?8H~jTWY0Ej1bqP%cltw=rF5by
z{(;hy$mRno+lq&Uw=oQHX8oJ^4rR{)+yzAf_6|10lkqzz>+~v|HU#@+YK_Crr_QK%
z;6KF2j~}Dbs>RLLyOtUcXKnFVwgw>o`z0S75%IdjuwSy)VMhr74mGP#tcl2m|Auhm
zk}J{fS5kPN{2|9;zu}G^Bogr+&P-`aM@$FV9}jR*Ou>mjPdFP$uReYD42W+v0#|8&
z19HN=6eg?r4;Lppp!Sz&JowX3`E4?bDLM$SbrxF#E8Os)&mmHzkhwh}%@l#DOzf%T
zRD5gs02RW3xRLY*9Y+ef8+sYd>lvca?2fy*zz1kuogJ)B0V$O;05t@Jhp#ok5s(lz
zIcq_qEv)x;<Qz83S}p!B4G8Tnjy9;(s$LTi5R_`U+*~=UHj+YZDzfaz?EH?SX|y(1
zgNkKk;veextFxoRt}v(5P7$7@ikbVpxpubGF7vp)SVb80blEQMAO|=bQ03JE6iteX
zS)6AtvGpt(8}q>pJ=&X_qYk<`TMFO!b_Xf^ed)XEPkA~$i7H=@!DmywQZ`D3-0t%-
z==~zH*lDTJ*aH%Ix;p4Lh;slb)lfe@J!P8{2Ik9gR}JD&X)#mia<x(n2+bL$DR-Z0
zY{Y>cwV|`%;D_^%UaiWMo;8)&Eb)}jhF5FP`h?pi?l!)v=!G&SOCKgn#Xp=pKDwe8
zEQ{mgN;a!KqFzs63tc43O-6c7ao8-xPu=beN?|7*$`Ll=$mP{##YKRwl}@m#lwMjY
zQtD}rcVqamVNc+`l1B3H_~m82`vi||S?t+9@WQ3~-RQI$b$@}jPS4c&;fn6R9O>1G
zAO1dYNC|sI@~A9N;ozcKOcfwKLjeKL`S_EI<nBtR<0`m2?5GJ12&SH-7Gqp>i?oXv
zNoWWoUN1fWRJ)JrlJUZaQ$I>o<x2eL_pLWE-ca@Xq7TS4Z|XNNX-3z6ijA1w@@hc6
z5kH2IVNYBW=<UI^2Fcs``C4jk-%+ffkWj*&kGFT>rFF<+j&<L9FRD;?ES+cX0k`YP
z=L`{K5RinD)mSZf&rtkjS+A)gRmT|1*jh}mQ&)>F49+|7w{fqEXbi^E?~H15+e<8X
zqfB;GhHqnoh+&9CTI1q5J%Ojs#H1@rZi*xvcaR33ND(;^T&MiRO8&yxTB3%wP;{(~
zWuvAlE5u6u4GIb#B95%8|M(|MyF|8%G0Z&f&{vT5lXKAJ0GV~&dq7h}5<dOa434wm
z#<d>k(soLn+Z!$2UD|0=H4jGFw!DtCW1x*>%i1Ai5LMj-`?kEQAApt~i>11N!)o^T
zU#@JgB&4YR1RL1Vp8(|X_4SPl4-5*b*@c7_ocSkC2w9qqH4c6n0%~Gh@!6j4yPxit
z_`hF$dcMZ)>iMg_uYXaT-nB=$cTR!4&dGV9FobSzhPIQ7+r<Y9Cr_Bn0&y*}z0F$x
z|9(|csRmje<1!WImVC^51>p-IUl^AsLgyGyCzlg(eghPY#%O}Dr`Ext$$|(%4_<4%
zUYCje??$t^C*$-8j*i0LugXAu7ul217EU$Xf9n1)hl9ghUlQf9`HuqPzA=;u|NJ@q
z5|DCMJ3a%-)d_omTl}pr{@%WO+c<v6W$klnr+RICtvRml?CgA?5sR?gXO>KZoobZ-
zR$WTm?dN?0i}Uxl-ykd^dfZ+xMrFmMUe~uk@Y&)kZ$V;~htKP<tpsrg{&1K@3TiDP
z<+RNbEpI8#RE0&5-TNrRYN|nr-_1r*U$|~b;Av{l_&vb7h|g6)Ujt~tSyHKz00ap-
zI6HG{I9o*YIA6gi#WXR?ZQPDGOktR71o-jxWO+A3gV_WlRKXAuG6d{Q=91!FEh8$Z
z1oewS5yz5*uGXnpW$L2;JKLdb4P@b~mPL2!8TZM1^K|TN26>nMd!o`()3)0UgkznN
z#BkYCsRqC*<8nHL{Q2`iC<OCklQ%40Kd`^BP!Jg^tqr>4puvAt6+3umP||+yc4k$2
zS3M?LtT5r$LlX$kFJ5d+@$ZQ7@uc6~&aBW^s=H*al@dxgDD||^x{wY1`)1kj4o}G4
zl@p*&SH#mB3|kUtdl$(<5&_Da1NB0n_^2Y>Bl1jxVY13vSHpP)4YEA|aHfQ*rBL~d
ziBiM0PO?;H#0;Pz+_>q?@Be}UF-^Zah6V9wyNPtV7Py{#yH!iCR2%L<ph&r;9T>c?
zUZ<HXZ`P2SuaKraykV~0FhP~BVOGPyZJX~!k<_f2qY5yTxn1nSmn#Q2xu*-bJn_}h
zXmHIFcGOXVwUUs75WLkh;N&;zc0w9-%8Uko)`3X4@_3rZ{UXlt&dB0ZNWtcul2G4F
z2gSO>qSbtCpsXrII4|9|>y}w1@b?$p3LmO7vv@Dx_wWH^Q0xCI$cHmvBZsLtN7QE%
zVV!@Vf%x%vexbUn`w1*R!)|;&5u{QX9j(>%NJQM~l45JFiX9LeY+HRu%@)_sjqbt+
z(U*X7V$<>yMA;qnEc$t*H<}LtLKO13zIPaZ(n0ad-;1Wx$>Eh4srE&DzZ=W>NV!P8
z)^4W%2Lqd~h(=}zQMWydNnyG#yI1qv*V+Uaf9Xi1b=CJd&0bnr@a`6BoxGi0mzzbV
zo3Zs@5SzK(dIRc?raiy-S6R<hwYfY%1=Bbtn(QIyAR#tArhV$CT)C7!zh_7|ajmF0
zD_{SppnJ`s)hFB1u;bwQ-CI<vv(@_Dq{i%Vr;9c|{_oKxY1;#<{DyU|tY+B3wUEQZ
zMW4d&f3dK&+O6S5U*OjN4|rRx4}@tqF6u(~?hBxiA%!|@<g?RQQl9WXEiCnes5<et
z`-NvHITp=3n$OKfCGVe#H>;shd0ZFqNK@kM<$s@T5X;ld{_Mq-cRu?ja}TaBnUTtS
zjQUMfo7Op+>23sbDpX`-Hqe!<g%4M{J6}EJ;*qSwA;V23^?+3ce5fEAI6_+!&%b?n
zLc1Rj?_93V0SE<&m7z<rsaU06`*BWpC{=YK@R2vOP9dwQwDVi%t|B#|OO4lVb?X}G
zX+SUHp=^vSwj)evslR4+#qxSFea6Fq@%(b%Ih^v$MRn?RcvARkZ>Q>AUa*|tkQ$OU
z7Ea}Kby|*F`+5lz=@3$#iM6FrpSF~5Ud{UOSz8yE5W&qD%j5-|7C%@5=hkgG+PLqJ
zd&S-_f*K#a{V)UgI+5Q1YvyoeTAk}=jrHQD!tc^Utw|B$khnyI<uypYah*G5#H5ET
z=D=Cod3ossaT;C(6Z<L3gAE#U!}Ym#L&H{v=vDjEP?YY|5DHDS90(@$<xo)UD<1?$
zz7zxtUa@c%ioQBLGG)j8I;=)UZIls2Lt@9(4<K&n9QeQaGM9e;@nx758?XdZ{-~-k
zkS)?qt&&-?o1hCy`DVKjrdj7EL6asyIy`tLz%;01(WlZK!@cO}54OFm^U$zJxvy6f
zMMYVUu2*zg-Ml4v_vhQ=0ZVkJTE~ygV;zb8wTeGxehUJ_WWz(5vesdtr#F}2G-FVy
ziG02%IC$x)(i!A#SagY*e#T_7^6?}kh&h;#GAxK}!kWu_jLf`Y(=hErg?QcU4_un=
z70Cn3ZwJ><m==_TP<0gubQVr@?~UGoS(#oE#jhO*o7DZ0MHcPk#hmnf)i`6^COrD*
z7eU$yu?4TJV6(S#0Y3-81Uf@7cDdU6yI)y())N5~GKvt3O3+dcwLa>AT{kmH8ug8}
zqY%m;!cqqYn+cCMMeF&?ds`B>?QOm4uh?9W|B!p|%$7anrZiw#`u+R2UFX#BdWbaC
zSs_=ebfSMgpf%)LGq185CpOsJO@K9)W{o9gt)RsYr4=A?PYwxSsO+CZ(7pWKhl}Po
z$I9!mqn+Sh@+CE9TTB|2<;FbW*p3*~f)#|aksglO@}!FAqxceV^@$et)<PQBr#&h{
zXaWiB3IxKmJek5IM07wp-};UO1T-T4j0Pj+{UUY9O9$;I+Q^P&$42aq?xi7y?Pl|K
z84&70z6qbRT&b5HRgI*6wn~P9pDrFOj6fj`30av-Kh|E-GgUI@Rx>Qs*Kl*noye9v
zZ~A_7)B*&JB)xiq=IFM}t*BJBGJvz{HC{hXH0$s}uwXuqRUZTX{FZs)tK@S#VgNmw
zn}%V1e>f&K?((}{KSPra$}rweo(m^)no85MahsyqwcaK+CbGa;6n!Qps-$IPB?M%i
zs9B(2-}`;AmnXjeuRdIr&KMW4at0?%p;!ZT85O-#A`kmq&6AE|@s)5M$EYomOzR{O
zpGnteGB({R>@B3?0B&nIoh@gbC`yv=34nW!I`=UpfufWP4^gi1@B-rWd9REHW@RK3
z#uDz5V2d}@X*ARqJ%cS(y}b!=f3O&lINj2?*p2fcV<BH)#JF`vy<yzW^Ig&E>hsU$
zC&*`0O4<Mt$LKpLSUNWf2}=t9u`usk2d*Dnzd)vo2GMOBU^apfK2TDV#$cui5_SM^
zWN4Lj7>+dq+_3~bj34)Os(`Cn7nrw-&W2no6e3ovVOECV218ME+=IB0ukpnzRRAp0
zdpcu^-rB!5l=r5RoR%SQP7ya_BO3yRG#pX_M2@dO;bl;L_A2E{kEgMKJ?^KX_GOTB
zJj6^F-&6*4%MnQABR(*|1a6YU3GA>9whJm3hdH$e4e^<5rC8}iSDq;29soCO&B&)}
zFE}JqIPjrHp3X|FKUaaA%9#-^i(E(o)SVOn32`A+v2-EA)-OfGMcH$mOZ}#@RjmzR
z<g*MKT!!?GCwaY!rwYWHqvADhY5!--IABda><A|v{FGW)b_kE-hQjMx(taO!x1=&k
zF_xUHw}qmL)DDS>a-nvQ!e%3BE^)%;_LARTX`c^;XIo{^nrC01sWK%EqA0e0+=39Z
z%TbW3DQas-r0Z-vEmTTgbFdHF;q<!^31D<BW!cz+X?k&mzKFH;(P4M?lSJ2q^?AiL
z?7~+<irGn-IY(@#+S`QSMGk(aa(51m#HxvqwH<bSi?7@A*}p-^>Xe_ctVg6{F|9v4
zZZQX_U4XIGH&}nUtK!!)lI3anzWsJ}N4o<}bpvCM$Gib6PmI7)#oIvNW<j4h3Pp6p
z90GTyw<<|1z^NF34PuuLs-3PVvS3?%+k^lvcvImh=P@^siSbz}kPkijb?hIZW_(%A
z9q`}Hfjr^+aZN_QX+gzPhCBM=Yr-{`4!Y|IZEKP_SsdVMVl|$gvTmaFe=JTS1h#B3
zQiytHZ+#qZeya`UIJns1mg47P)L-m3BEYo*clefrAEwZyuqd1@Id3^zH`A?W#v_Vu
zZHKiIjIlYHcfJT!lZfZ~!8Kau>)e;#zanW$RB7DnWn0H%%%mFTpN&cPozu7Sy?mO*
z0j@D;<-s8Rj-b+Q?fH|;+wZ44$#4)}-(RPEiB0pd?QP0PX%B~cI$_BC$28t=`=4n2
z9w?tGeR`Z{JV-<3^$BK_14sGM6V_S<JID@?;$DXAXpT)=&=KW!C>fvjUU7$2NnQV}
z8?ShgEv2d&-qLJgfml*mi9yq~lI1+1Mm=TgU$nYs(7DSLc3DXfuJtF!-i_53E}WG@
zGWHkj{^>}6>2!iDaxq{qaRQ#MBm+M7eD|N2%ysojtI1nVZB#+eoo8_9nzsz?7GW&J
z^G6ozEa+Eu6&s=JY+iRz(sWIQ58=E_>CbVixD)S=9-YD-FSmj6C}P%xYBvtYN^mWm
ze(s^~5?&3lx};bAYm`2?y=oS!f1`bMqJ;;_h~Y6SHrZ94xAEi}xRrtJ1pQ0dZI=N-
zwFl@P$ozadZ(3rv(<ibaMU+7f1qrDf{VZ9UK0h}gi}A%WM?!Z@(8L=V6~pC||7?;f
zMgp8l{Z2@wg#V7GYmazEZp7Ex!u1$)vq5#o{UqpuCO2zS(f1r%kyt2&D&|oWy>Fv`
z`IQ{F?_rA*j7I=a$$I70g)WAU(`8WsGbUGf(dtgaW{5~+x573z|5rM6$mq8MioRx=
zL^dYRlOj{roo=)Q$*B=yNu{YZ%eI=i{8EvXn*Y`_C0ovh`fDxZ*5j3qOiJ}?pT?e2
z*pmrH4s3Ify4EYi1!lZSe`|~@ul*N<jxaBSvO1?@03GUwqoV$-t;D)=-s>C1{7p_*
zhOltM?X;$^w&z9{4wAy{S)#8NJtX}*==a0zkIpQrol#r#0b!|bB$rDzB}b~4XkwTx
z*Pd5(YT457;H;cCTV4qN<A1)Pw~@5&$I|Eh>as4XMe?3%9kkp;#Fs})5PW%Ds@@Ru
zDo{r01;%@NcEMKqs$nsW*dt%mn(xU_1?;B<+$ONaM2MP3T>v(U+K_Q{<p<-Mfv@^{
zLD07X!bEl(p7#>A$YW@!aji(fCqvuAu;OZ-%x&&~3r&x>4VaWVtT&$=FJq@yAr>}U
z?$0v+y9o_RnQ05QeNH1tRz{f}JvqfhIi9*})nA1eI@VR_h$=0|lhlFob$lhn06s%8
zxp{*%*}3E?V-7z@Ox?eb$Gx8-I0lp>LV?e39lB<|F~X+{nfWs-8@Uk^J8rp=GF*mJ
z^VjV$HREWtc>~`~Pl#teK7oCnxRS^hcldU}tUU<h^Z&w%Mq~Qd&7U+8qO`kYBVMmD
zl)nEhNYS;{y&a&5TPdw-A!sq2A{!Z^zGSAwl;$k@q)4egUL$1ZvcHVd99=}yM3q#q
ziHeXS9?+MEuS#LLZZ1_SaO)#>&qXgdK=qN#L$jNEu1IT4)DW2gFePW})1O4+TYdnA
z+U-UXD8^a$;vvgGKDTs(NgJj&bhDwN#@l2l-Q3&i1uTl^`{g%o@A0rY#FkhilK?Z(
zgves8RGCw><|tj3nL5rwk(r}(>+cI)`Ljig#6yR*!{vUHWGXXykJej|4V<)~4?CWH
z8pUNdH7$&)0V9RZ44Uv0JZru*vf|r@xH@a62%DNEvMDfKs!ddPOA2nztwOLf97yp6
zACA%a9ze&ik=U1D30gL0@R>^A*?vvP>!MAp-+2n6&=NpdaV$Om3tKwiG%-vgwqV$y
z96F|zud<_F`5cmJ*$hacSxSBLsHgo?)<K+&8baZgvBg$v6!r9rtLQuL1rvWDo?A^i
z{9Mc@)$;FxEoD3?zF2iGYyYJaD|5`VU(=R~Vab~_%2~j8_`L7{=YDYWv?gF5kc8WF
zGN9jJ8_`rBzCInJ;cJP~2KY9GDu>nTPhbP8qNNOXt)^+C$-ccpgDjea@D&sX*^dr~
zo?pzGP=pQA10H+KEN?*u@S{Kth+Q-`wlPSR9@~`rVhels()yjN6o;oLj^IF(qk>*@
z`f<-<PB+61jrt7>iK-!FwhUN#k;1aBF5-t|k0_Uz9<l6l9BWVW>6XWF+{E$8$>Ng5
z_g>qz7wwekP%grP3<?%<b%Xq6e?lHDohx7;Lkzp*v8J-86neTfrC7BD<`Vu<Msc@Y
zgHmwXZIP)Fiyq<97(Q!leDD_NJzDOrt~I*ZaLY31*~MgQfOQ?C>6tdf8BRAK9J@*p
z|Kx2<_a}<5@}#c$Wm@k%Sex$utSwuO3~+d{`f;B|l5rdOhlY*r+2_s&fVR^9F~}(t
zx6fnhTe^0tu`M?$=TkOTXy;Za1}N5Gh8=DDQBilC@a9mJTp#M`9uHP0lP>GPQS>?J
zhJD0v&}Tleh`qYQF1po^aoE|D+}g^CI1XYr-9wa@PPMkMCC{qIE6%&4-e@02|32hg
zQ!2FiykTLQcvX(MG;#?@E%O+07P&Q4nzbnR<2#XtPl(5BA1xBSUF8z@gs-{w&0haZ
zL10^vtk+yaY`|sLM~fZXCz|<$w(44@6_$G1KH>Xia%gahrFuIxdrhK>V5w}L5e+2&
z-)--lc_CMwo66q>+rc_kYo?af?ZqGdg4Nj$+I&ysY>J0}luFlKk0}5uO{5MNb!#eM
zPiLBrToqRH9hI~?#qB>g!(YSg*2LSzLj*kN5zgNyhKmlpEmXTi9!<&xLSpUlKPP!S
zhmU0Mc=3QiA?9Ip@J!sjFDR6EGh~D&Q^mPQym6$Oi|RC)r9V$h<dXr&RIaY|_(AFo
zB}8o%peGm4AmgkZjnbsRI4Tf&qTe`L+S``r434-h))24mJ#NVjPy%(cWZ<KINYxXq
zs<JAYE-o#E$k(>pGblhhNJ%o;@tek3d4cijh$N?_;(6A7;)f@jtn0Vg#GOvKKU7`$
ze|DnuG5uayHGW_pW;9@5r+uI?ygFrijkCePl*};@4wTwg4}Y?y2X?>>S4<?w1avcC
zqnh))*$qfFmB*HnCQ=NTXqsKuvqYV~a!-C2gE)AwYI1ntvvxQ;r^<nauWMR})wW$g
zW^{i31PIW6|4D9=glw9GaVgYsSg45_8tg6Ym`xpoZfRg1+Ng&5T`v8>H)QZwTCTJI
zbAC4I$4|fK9-goP@Vx!cEjnRmYx;0;jV-o)vS{Z;A?<ppYJ-6d_UF@u69<>Plo2$4
zxw35zf+aTQs+@voj)bBs_AqwRn?Ne^UOT$FUR7r9W*Ea+tCbS}%9-VBpAcuet^YIn
z3}G}OUYV~Y&NFE_m?*CrXW?DfI66L6eogWG;u(<~?@ayRC`ingY2jWzd%uLH*%Dcf
z&ob3tK`97=#IUpTVjK=fhCYCas`**J+Dnne=$&fc+%)7iDqk-L+`wfhetD?Flwz(N
zWcIP|d!Tio=vBqyTM3Zb4X2NlLIivZs$GCijQ~$_wGT)t^mZNA5M=?bxT;(vRC&(%
zYt=EF$vnNUna=S~Q)XW=fIChj=W(<Q4e%xY%l0{6ruuBR6-;%C((8X2`P|I^^z4Fu
zd6)9+(uuPV!%e@L6rv^=8A8oUI5^$srW{LoPVs%}oXDH3`^|Dkbgx*+S)0KNK%1J5
zPZlg_&Cn~=GDAJYKi6l$d6itrqUfl96~+=~Y;-X3q#>?$ikeGPp;GBp7WYVm;#4d#
z^FUi=uO_-Pf{=qRv1yX7yvxV2y`~O{hG%U5x%>>g#t)`q*ZLi7O^3J6|3YFx?1M4M
zuGox~{Hvp&{QYRKo}6bsmmVuwZJkTMkyG^GQ@FE3tri_>w;vQB$rt&tO;O3$KW+p1
z(P$PL2o!&t^<&ki*+c`(B;!<yYU6ebyW=#D5YU<%>ar;tdF2wLcIAALcoB#vn*w|L
zidB&Kv+4e*zPuhv_z$+J2x0|sI>(YT!Ji3te3mVwe{?2=GBw*Ew6Tjx(^HbRhF_&@
z=-w@qkKp5A+&vFy?>bB=M~I)Q`8uoaH*`xrNi%7mkTOS?J;l}?S9|S?kimA=fX(I3
zS@4ybd2O4Kmw*mpHpbD<n#G^#wp(m|Q(}9$kj-l4l5LxR^TFsc(q5r5gQK_PF2>HN
zkFn&plH79OW4<~rE5;boHJF{6>fV+iz&2u02d((?6AU;#=A}efy#bk*9C%o!v#*XI
z1|LeJ9I}_+xVhJDsJ&~f?!CO6WhpcfC|~`<0R&qT99qzs^joB_Z>n^rt~7DNhpvWU
z-MBrG4g&k;@?MJhGq`IJL(CL){R&k%>Ty6Z9|D)8E1~I!ZmIJ1@KcRd>4R{gwHUB{
zJ6f2RU(j&y9N7Rv%yEh0P`|ge)=_Rgmv=PrpzGT3+-+2{l)lWU!}>nmGIA*01K{HX
zjdJU-T0q!Z;<+pC!S!)a1eI-C0Y~*BA_YLTvIId21JGY!+F0i_D|VFFrNUG?3`-q`
z8m$>><Y>M$TDGf=Rb1*lwG^Lij+*H^XISn}2poI=Ez|y-YquO&X%wJ4#5w=7R2#Km
z*2hI^JYL>E<3Do}eyFb9Lh#!(3r)%s>r<Jp)*8B<qhbCt5WHkmPj>IGaIHD$h-Fm6
z+Wp;52CYjGZ0}=;2c!)D2CkiXENC?AzUi3)9dJjMcDd&XYHj4}BXr0H4F%jzVYj_g
zE!*Z~xTkxZ?vWTB=8TC-+|xOjj$_mUq_-glm(5D{yk>p09x8R=zEldcIH9{C)lPNB
z@TbYa#HI^lg|FTFI7V-nawhuw@)`3(&ZB(p&jGKlyws&s6Ww@FdVh0|BKPj67bc3M
zT##L%kb<;y1^nfkRE0Mvsc{z7ff<<~t-C5~b@tfj4-JZ>8P|;VK>3B%)sA#Jrgibh
z->xtUX^+ao55TuAs<IVBTKj6Y_PNEBW6_npQYxOl2B|%3wSKO$sDg>#`Z`0haSqhB
zhIUm^xvOwJcDJd6T%23*=5okQi2pN!*LpNhd!KPEy-e5YR|~Is!oRvLZvAXF6vR=Z
z)J_3T-oV{T$R)|I_upqZlgUw26wzc%{CkC6(}sxyr3y``bR|jEm>r<6a$vrt+Ko%M
zb_rKes(8uisiSA*G*{TNo-f3dDuO23nRIKPhlK*$VZ)EbvCNU@Y6w=RrC@vtqvqvT
zO75LLYW{~VFM%P&9pSf{@`h&2IzhpQ0eM!8ME=F5ujYnqL3^ZLVHt|Gp>UrtWa`i-
z?5voy4c@xafSoo&M2Q|4meyvBgdxyQ!l-V&ECli!&E6^9!nf|A-!d#EygeC=5e9i6
zO&LzbU$^3Q#wE3p?1Wf70K@e%DbE~I4|Y3<f1Ru0zsmI7a(gnrJNM%X&%rQeA@`m<
zPqfiJ1^50HOp%!9dg>GsBF|Ak9=*ZHk3<a`m-vG-kTYb0{<sb8@$LUB-AOo;i(m^L
z)XTvY(=cg|?)~%{d!3rKqm_(7XTt;AlPesf!-Bb=#J<uTvNVdDH9>}m*`UW8s0fOL
z(yVNysTMsT46nZB=usv8v+hcGFodY(@zH7zlYC@yw@2WiBGiiROqIFaP<tfCUNN{s
z*Zw^(*`n>Ro`RD$xGI_(RFG;%t7Tk3v*xa5j}1fn;8Wo6dWT{Y4s;S3ef`d|ovihb
zHu;%v?SM*DLrj4%o%x7^Ht15BFSLv~*iOZf!G-_KE*w#<Kg(`e{yFUJ^z4N+{mEmI
z66`4C2&~=2M{Nn?$?<AG?RW0#UOM6JbWNk8qd|kq0&$Fw@RM{4$nBRTyEe|bkQMjO
z^OM6yJOpi?4i>mPu9ZDh`r+llHJQQgzJ;NE^ot)5eUOCdTH{W!V&{uOJ9;Vs@)Vyu
zm50&iPgVUItv|ceVSnp?G4>WvQFd+Hu!Sg%G!jZkN_UD9DkVxcBHi7LipbC<AT2G@
z-Q6A1-9y9B&A$i5=Xu}tf8Y98tmVD#1vAWbU3;JBKF%X{ZtGV^Ae}hvivE5eFp~Qn
zhC8Tqegh)B=EtsA;FG9CMon3K{Y0(LlHVZ}Dv6RK49NDtn|?moGI8KDu^H*Z=PNfc
zxI{_N`FujJdB{MRJa#N%$Zu{I>}ufQeq7*tI*fXdd-%<U;T(|5yGr<)@}rUZ?^4&B
z3MR4B(Txf~oVNEi^l{P|is<6KL`d7;K8i-p#Hun~Az<0{5%;Jo`*A4Rsxj4_xj=k9
zu{p)HxEto8I=O;wGwqpAnz^}e{?op1opH?WBs^XzO*w$0O@b=RjnBqw-X3%$wwd2#
zL*oMc?ut1K(!LxvM*5z&$O9hhu5gCpe&%VH@I@D;x9QLD5pbyDqV@bnY&BB9v={UC
zSaMgUu&q#&V_vTI)Vh3}c#8ELYe=Y0odnCJ8%%lWtk;F@OIR*Ddl^QR-&MXB#ewlY
z*@t%X$$%O|GeM4vQrj1Qz}X=mjOO`@VcPHdyxz%S;IPAH(LyJ2rk>HiqG^lc3ucEK
z^h=95G!I!SEu@XlbWzWn8wi#`4OhifY5ij7^{RA$mf>k^1z`&V4p-kwMiZS+qR55N
z5^p*Hjdv;&m)E)9;)@mFeX9N~k87v%my`~z`fT$o8Z!o-9hnPeMzl(XGf(4lM*gEj
zH5!yVn_uZ3OdLefO99YXlxZ~4_+oT;chiW(8tYPUImd;>tQAoH#F15fN{#R4?m71J
zmX+Ek@!QphXj%21ku;w&Xu*uN=$LKd%uM4#jWg}{317Wp*>_TA8{oxPY^V3pXD~I;
z-(fBcLvTbyMc0+mkxh?oA9NSY88NGlulwucnJ)oUx2xd7JoSZJb>=6a)>bcHpbm+`
z-{k9RKkwdx!_*@3_R%EERI?IC(-jKCoiH-<n%qyq=L0Af6AJp!fP6>C#vTruVgyCL
zZkU(y_<v8qdj&2Ulvgf#2<(PP1zH}4mV9Rb<}?&a_blw_WzQez#5trRPGdKeFEeZy
z9mF#F-a?VHp!;vGujIMkXP-Xk3dHX5V`8Sb&yhJIFlMWkR9Z^%pG}~Wuz|7e98L~|
zvDO=vRUf-Zy}ENHDybEs`IJw$g3?@>&9A)4P9{6!SCBBO*5R-2%}{L6bui-$ld~$>
z5zB}-?o17sxpG3d-B$5fr}OU~M;{Vpyqb>6Z!(SgwsWWq>_2vbM)|w&wwitU0jv1P
z@B~9VN9fy}4f5$J3pnJQ3^30{N|!yD*EwsTbKqUb0SeBtMN}7};J@A79C1E@XDV|;
z=5UtdB=gYg{zP=EmbqnQ4Tc@5j<<d)ZcxwhKwd>v1%_{3fUNNNZqm^9T&cg5V<uU3
zoH7SiAcxzo6&Lw^S*zlorPUA0o*x&w=-n-*Z9DWm*lGFoqLEtJz&|d~$Dnmx!?nhe
z`EZC%Drd~o(S5!7VYVx`PYS5iA4cPT$9VfuQ*bR7p8>!T{<<Q6p_>FM;S=~N&rPRA
z9;Q5df{@`4_-brkqd-=qc4S`Ckb1bZ;@R-C<r)w@w2Nt?8@=)$b#Xy)up)DeKL9Q`
zEG+n}KY_8?{H%DBS(n0sJ|P3Ta9JXb+uBZ9x_a-)1^(e178fiFhwNIQ71*Aib2}?v
zzd<mcnV1T{0Hyy}r%#jVDgC+9DHzs3I~MM9mUIm>E!AZ}=M!fFU1C~l2>s@@oX_rF
zh}i2tDS65K>Wb_FUE79x1~k;J^~cj2*f%7~ZgYs!Eb(XXMsv7vnb072s{<iZa5SsV
zB=$i}`7+PVd6g`DJ2mlw(unbJJs`X88r)FvI3qcnG?m+nA79eidJ|9+XF4+~*7x1=
zXutcLSYQ7}R#+mvPdVw|-lMT-A?Gg8fj0XJd*P_TIdbf1C6!wj3(i6uoz9-@u8U(U
z;YA0v!V2v9=9m<A-qAb!%;If>L{PT|f?0I_!k_ca%#HZ*6CMCf)&mUI`5^C+oWU%t
z+tM=KCbK@a*Ny5Z)l`&vv(BSN?a!RqjMEJ%A2;8e1~J(U`Vi|0qw~8<V_{Ff1&!F`
z)r}LRpZg`A!`B$R+qYz<Wx-sK9^i<P#DLJL$)(h8kos$rpw9JC$kw$6SlVXUWEwLs
zp9miDD2@BLTo0ktWuM(Eyc{4R*F?&IH2wxGqzHUH8~!<m%c*8Cumi*Mvhbg!cfNLw
zZa}xL&LXzqi8MYwvZJCa`eMybX7YfjX}j3+eSuBp5M?hMb-TI>uXyfX`52b}6;>n$
z&mXm@^Q3fq089iCAY{T#MXd?w_dA;Lg^2N8Hk<XzO#nAXmE3l%a>`eE)fM7}Qnq(W
zTNMY}>E7^)AFGYj=*~O24Gsa@iYi@`D=2>-1moSucQnU_hzM@})~x-#(DtBJa-*GR
zZbdDC-E9{!`Y-GETz0Hh$!)<tOjr6c5qX>Q71=LPzW`H$FK)zgWsiw)3Zt9cGJuox
z&eN&F@<8wL>oTma^pXi^cG;&c2ux%B(pFRou!^#2#VfgtPze&}fC79We~Vy~(>EzX
z3F*K>T|IQZu6&pg8sC$JcYftsfE8%%T2SOBbmkL_k~Qts+>=4ODso*{hxIv1X#0DK
zWZlT#3uLr;fsqQieHOGPXP;*558i^n#yhu~!1}W3Y<z+4i|DY~=j(vaNq?5}CpBl8
zl2xQOqE!)%(ZEbk?2XyEbjjPAy|XqyPfNSJUm5@V7}0qec@0?GWqT413s!5Da+vQJ
z4es4m<LNOYsXD=ubcinotL0DYJm^OQ{5Z~u@duMX+_11^g#1=p^>3-_%OfG1uVo_~
zz5l*jEiZ!G_V})`fVP8v$Uk1kFo9zIShZthU&6(VwSa#fagO>_XTVVkJQ`Xp|Lwsm
zi~nwc1xxAzk`d}uVBFDHpqQ{`p26Mhf9l^t6nJ>gWvMPlBa1x?eX6?Gj7PqDe6y3v
z{~ATyOqhBXwC1DmDirzI=RxZ6cSpyLyK*J3j~vxJp&kZFN3I7l6~9B!jQ>|pYoA87
z(n@RZ4n_)+TE^YGS(5K6EcNM^&=YjpSlGG1n+vAWmh1AJfmH3J%#o24%fqcV7Z?@n
zp&ZE(&R3<hQSj*GMN7iAF2f@tnXQjaFMhQ7I))&)QQ8fOf4JVchRme&iz#nEWr8sv
zQR@|Q?=pgoX{gz6gQ9IM=~wUqF_<L7%bFGeek^g^9-u`oMSe_I=X3r!0Y*zZG=liB
zf9)BdrGcM|ek^%(JND67w(ly+3r!~Cf+jSwBs65!Gw-2yO`)|cm7uGT35|C%H~IHz
z-;yyuiAJ-`OVVbc8AhMGAHJSG`AHik^6%oM9Is(T^_0gFBEO6KoJ@r|QLhT91;S)?
z4yajp$rMIr9et>0Mey&G?&W%PyWf$q0}ED>zaP<3X`OIWz2ho{u;KnP19x3!FIxKQ
znoLM)>l<ErvkR5t4xRg@rK<@bUr`EP0QjMV+c&vL)__k*C!!7Kb<67rO(+(eO0wo-
zO}t$*Xf%7|Ta^a8GpS;)Pb-^gQZBUPZA3kQ8yzrjq-m@cuAXpnX`}QDl_qgXaI)lh
zv{--r>bXH=#d$KNd$xj6B{S!39QeJqHbB4s&fCfx&MUkZd$%mdaGQqc^K~VT8*{&N
zQzdgek3c)hfK!L<L)$_Nzk|GGW5z-Jd`TEGSjPfN*4Av~T_dy54E*-jyZL1Zp2eVV
zVu7aDF`$*_<K_7z>QHlx5(WKxQ8t)oxCP&Q7LHB}hk*3jj+3DhYak_=fEj-alPI8X
zI;H}~U4iwqio}`gTEC-{QPEGwd-IH|={*hoI^B7>{k;x+9}vCT`|HzfqnpCoZKO4x
z`I>l-k$VDN(Xs8(84~D#3x*bzJE}fO6Qb(3l@^$z{B-PxDB-@3m(k}Yb}H)n1sd(a
z!|uEZyo4?JH8HNX-0KbIaB%~j)a!GJ0teL@OQ#!wY$%X<0l>_z(WW^5Lpz>EgV;sJ
zN_1esN-Gj*j@SC5<l$)EaF$IG<;!RrMhN;cJJM%`v!3ODFBqPI#!;DAu<c_pyG<<6
zr7?*5J>!VU#bgJ+Tf?t_lLq|yt2S4*-({+W3S|@Wbl(R7EcsT<70s_2v)Ioe052P}
zispH$Y1D`7>Lc*1!QfHmK*}ScC&ETq4|X0ks{{gR%gZOi<m^H=tN{)eW5y1ub2p!4
z^4I@?HiHv;iu;Y_;5V!YbOt7KcYO-de7QYbTAn}q85`-1+UN6!24n@PzBv?r(gAd<
zDOxi|D2w;zMinDaYgybUv6r@Zj7((arrzT`Kww4^u7G{}tve|(xU>vW{$)n^dw3Pg
z1%ZzK%wxS%O5N}Jt`ngQd#t*}z(3bn>SM;GTAU}!GX*ta*YN4EgDw#~G!w(i3SM9^
zIaax`w$b$aX^f`>b_uQ>zWXK`as+P+y{*S4Wfno7X!i9~-Z22*Lgb}6fZfo}IC~9C
z{Au9ugSiHNhDb3+54nNz{OHowE*~FB?U9(tfTK-Sq%MUv3Uh`XD!=6$62p8gzow8i
zYHr6%N}v4qYf7mkY)EuFPCp0SV%c|G7W!mnZzr$=)r;dfk-Gs=zBE2q64R28ZKx7(
z6uQ6(9{?q-8x@v!zLpdOye&i2aVtVcH3N3vv%jt=6mu%=c3**=65LPe(GG6hlD9rJ
zZ5;bZr5U4-8{mBGR=y05wtCDLXMxWX7`6N^=Uy2*vhhx%VC*<%!+1TSc;A(MF<v*5
z)gPfAU(Nq#M=c;UD;kH~x_GQeg5VW9e+T@SyMXR=W{qAUBfeAP6z7ooE7_kMe*+ZR
zuYlNi!fl`Z4Bv_&&7n@#Z1(IXOu0a$cTRe3`gZWcYYLTsZ1}C-GdqJyBeeB6|Fm>D
zD*nSkx^?I!H-wvCRul}HN`-V!&jNi9dFQ-{@hR1EYrw2-B78m?bbQznvAUpAi}#p3
zUrfE;H{;TmJc4SzvR|wjK`WqXP6^UPJ9>G=&su1n?ADL?Q$2A~Y@mCk(cC`wlV@$j
zbG`0j&qP`N9pfgfl^7VvFlh?WH=**OeJT$ekNIATbKOz06LoR%VIWy(F$h7hmLMO~
zSc^q!hEozLH35}}GGeoYlg3H|Q8w4CVd3*FQMlYSUZNB2pY&Mr*&Aa@-ZNV)?>rq?
zHgV9O)4yJ#Jz;6L1|H7%0rIZI@Vrq}c$*lE{+I*~@GeVW#|A#A$;ta}Cg7vhIS!~q
z{cAo+grXDmaZcNk1kegwQ)mhK1m`XK!(4uLs~6X&F$0scTOXM9CxJT%-R(!LH)VI7
zy{tc=?yy@(0LDoB7ip@88>?bWqb~Fz!owu?oh=`isPFIX_MJgbM_AF_w{G6=Q(VWn
z0mR;meB-f^rF7R<px{_9zdN>KedMk(oHOo;#7jiWu>~dA;Ojank^t*Ty#pYzeBJR+
zV<@2&#<;os)WOjuP6B?LNZxsh>jY?r7xz<Cjqn$XuWLwLj<W90{tluZ7xHeWDc+c7
z`;#XrHhgmq7gNUej|fJs_ijPV1eU%-4OGMHdnBlDTH&lgysXY2t@ImTe(VIMF>4ML
zt&ktnpRZt{5Y|Fx<j?h)<8Zm{!-5$dwXUkl%1&{qx{INM<y|>=C9jh&aOFWgvR#sC
z*<f>ezM|ab^dt)^sdg+V<vPHJ(iB9;KOu~SGFZ&d4!`mDg1&6V`bIj2Vc%R~(2$zv
z7<Hz?4u2la7BHer&Ev9$kbJsiO+muT#%1~DV5(uw0EY+rsCj#c4$D5T0Z9z%$r<|b
zFT-2Z3fE64k%T8d(5o5<oKr*jeACKuWORU#bP0+qJt5^NRS9mppx<5f|E_Shyp2Uf
z8OJcly#h^}06nG~m{ML7i(t1CxZdqTtQ?(0PC>Y1t51?lL#K!%u`cJ#3_rshWCg8l
zewGz2u6S~@u<@=qPIlO7Ow%QR4Y&f;v8+}SmotZTE|9zPOvPqD83iSkf_)kJul=AX
zTezub!b(QB<GDqy!_Bx<(d;*IhKlvrmtZ8ta1aNijIS;S6UnvmR0~DCSyu6CY`e3e
z46k437k4w0E|H)zpu44s3_S;@L9*9>r%!E;#)n>&N-=VW!_T0B&A<07)MNU~UXUU<
zbl5oYh9)v0?)s*@-KmrWBygK7Nt2T%JL*4m6SF%{08uwvV}`ps8$GU{BBDUx%|?7z
zQ}NLLic~yngz&_g$a)ZQy1p*x77XAIFqBO80Fx>q#A!Ffx-9)IOU9C>`n&f6erpC<
zGc}-mW}Ld_D)LH>UDrCc)XK1gP2KL1k#Z+j_PA!+ulreA1K5xXOJ=nIJ|%1)gQ(KY
zdkCFDi9e-SyjjX%;#}gKF0lIoHZeAtmbaG$vDtW|TfLK!t^x6R<DLB7iSpz--`Q%%
zx>t1K%oKb+kFxVBKB(p~rv#yE_G#2cR7{V(dkpxMe5d57g;REU0_Cx+h(Ps}#~k79
z;#I8Voj9erv+SbSA18q?o|KsQoyUse{A3@I5dk!94@gL)7Td#|PB%)t{R%ZXE5d<U
z(whv$ry#YYHBOKpxOD3RY064e&7b)J&ZYM9b{V@+{*%RHdoqgF=?KhndF#gLz%RSt
z_zwhhMh1JoJV=BLVk6f;jjY9|=A4{!eqTR3%&)WM3R8~6=(WK;LI%EIA0CmZ5S|0A
zHh6hd;qyHlAt52#)dBCX=nwNPriG>)=h2OaGTYihX>y#WYCqjx882au=C()`^TpTy
zWIL3p!eKnn%2@d4pomQ0cZ=TMq1k5YE2<Zq1O4?^1ePmtHkujxN8n4fFV;fMX1ZxE
zF_EM%0-OSe<b6%N`A~%&K6`Y;=;D>vX;9X3*LHVOdB9uif5yj?13PjSwGwmA>1IEo
zhP{>Fqj|c>3K@!erw1GQ*n6)F40`mJdlME~gFVn6a((xFGtY}kz{KI3Azrt4cD!5c
zCjDoN`8wu0BhbOb^x(oBKO|JpydAlSSyCCQU<;Lg$yPBy<1#ZG8SD>gHyE}oZQRhZ
zh%-$EPsV%T?f}IA{)0A|t8Tsf{M+yXcJ{W90{JY?Ab(&N*etv)HXX&C2fF&jjGSsV
z3*bZ>2ShI|Zt-phk;m@6KSaJUuAF%#{ZIYg0q50ie96aFPFCVR4T#7XfQURn-AcUB
zqZZrFKd0x?!{R*nSj{G6zy{R&9N3msBLFm>$1#42dT&Ka5Ky~qZ)xpolW7lG=0U4;
z16v9kZ6KrH6x6Ew=VLCea9|wuy(B3qDU#nI+o=LvKqW!g&IpiY_j4*;F}Pnzgt<KL
zYwmU&Lj^;sc_xtxA16Z<rV>hbi&ZW_AO;mYIpDv00;cSAykRSIVKfU=1AE>UVu9Oc
zLU*>%l;R!`1kYCQ9&ApojhI_-D6tW$t@}SW0uD-aZ)%;Ey7hno8vC>bh{K94xU$&^
zww+(p<9xqURanoobEnh&_dL@_Allxt&3<P1F^5Q^k!t%SxeKhR%f6M?5nS{lGGk>w
zQ0}9YtkC~wOM<@UkOP%wQwPQx5(B+JM|<m5W`P|BnSfz+jiTIuwrycg6ek1lXFvei
zq}T5rmc+y1-ba)}bn`UAaYBrxSgB^B+i7nEC~UtMuY5-UO1m{qE>Isy4vU9KeeUSK
z#;=<=Nv2J+aQ%5!NleafaySF*UQ}vG@(WQTLKkQA+<!1}t8zC$SAdPJ-<2E}*LD&{
z+$1+2BbUTNOiX-|6QAMg1S=C%8Y?is6!XEI1rM@gB6v_oVn3^UWc!-*+x@qw?}<i)
z{F`4iD#L-zhn@E9Qs0m6z+5hngl>}AX{h3MG>+U#$P_evdO^rxg_Ba?6wJ#qe-^py
zGrVX|f*H6Nv3N>qwH4(A_2!ZFi_Ttye_NX~GKZBP#f`jNYIEBTD2j{rBM6qBdR+X$
zVY|2drE|wUVP<b{Z++dp!XO<*KjPSBm;F^ed-XG*H6=Ch|FgD}XXYh76dZO5&!AVs
z4j&YrJPeGcvS4PuTf`*(F=yW{u8goJ=y=GS&x%=?k^i~t`+O%r1SX%P=kE!^%k$mp
z8~hOG7+*lUx+wjjLl&CV`;I_NUHq#f-8RrrFAX{AGMusZ2s8j^g0Q&@pcmeClb0W`
z6K-zuCFnZjE>IoF)$70`9m>uN;b3G$lU-WTim&+Jmkpt@+|i=R<t16iWT@t9_`#`#
zBfqQJs?eO2?Hk<v`>F1+WmFNL{m#-mkSgMLLaolwQ@CV2ya?!^cx~UFc859KRtryf
zHl^-(%b}VnZap=-Bd(0443kP!Ew6-JbJCrvP~E^h`xk|gwZ_CZS>i1GE-VJ|o;X3t
z48<%S%b6QMqP!R?D^#}1>WPBKHcc+%dQ>hZr~A+iY!l|?e<z0K*`paj$8X6$Cp&)M
z!KI>}H6k;8^9|*goqsN(#e(9bUnOkrL@2(>w~@-E$Z(cKWI|zntcqQ<zbn9K+Xd4=
zZotsc0YE3&1x%kyNf07z11}(v4F{oR{Y559)t4781-Ivg!<aP2OdG*wPG@7cBAlgB
zG32V1{x-$7P3`Jnp#JO`t?f}K5xFXc$=7)!z%C$iHK2B_%&G~)i1VKV>_eatGOr&>
znw1)zF*V!;kUGGD_TrD{R=EPb`l=qWb^}0VHjeepudvBTZ}rfYi)KH6{}hmh2SR5;
zhO*RvNy5)HrmC)QbU0m6oa`2tKs~E8`5)yYkIB_mWJQ;v`r??W+wmY8Ytw0RyaU!z
z-{9}VJ4X)EXd4oCK{>nJ{2keS>w5C_`^kaI;X}VQ<X86<NrI3Nb4KE|U(k-7g8_2|
zAi(_qd{a0~M}pw<E%RGjkOmm=S|y%xJJhh>7+WONDmEpWc0YZpQlOs#@=A>2Dy}x;
z((hazk6C=}__;_@t3J{=|8jce^A(}MiXCMR7=P)S2qPt(p#v1lj+hM^QaEsDoOd%C
z%z0Uk=t7;*LYU9HTfdQR#-n)}uf2y#?zS#TYPla%<2;eFBoR6t(GAqtwQ6=sioi@W
z13LB5Z$_YO$)~^d41cQjfPkO{SO<2>95i@ga{FHSK2wC$0d;ry7J#G`E6vzUFCVrS
zwuIg}Io{S8_Cb(@i4c%d3F^VND1sgG<Wl?0|D?|rX52@QRM4N8X~3cWfV=PmVW)E!
zk=FvisGe_H+v`(@SfM6~A0Brw5xmS<?Bbr5>MJs74SEc`eP}a@k>qs4(&bp(Hj0LS
z0;iTJ7{bVwf`aMSs#~rV2Z{3gCWtVy81eHT1xCR%KQ$PU4+oeUfsJYu9H?fD-aTff
zw)O;MH+3EO=5GXB0K2BQe2??g2%7BE8k%cQ73t8`0w{HN3_K~&GpBtsAfJ)Q`N&N;
zGT9Y<mT0rv2ufzcOe+VdR#JhN;?n6;wPMGG%y=QUF;|FQoyvOJKmGK7_DkxgG!6u=
z8a<=($xAPKFK_}Ym}Xhwg=eNWY3g;mO7(+H{oG5lCCq=@r>$8>!f9M#IpMiLIKiH+
zMS%=_?2u*W0*0F?n<N?v33Sf4f^Z@G=bBU9S-W3N#j+9&hn}xQ>5E5TyKA<m={)VC
z?71>N1~yxEI@Ae$yVvYyY1^e|2-+_=RTf>607Z&6Kt4EhJFFz+2DZUKG>Yt1bmDT(
zWM^37FryD~HY51B_ubOcY3a@Xnn+^@M=L-cEil^9z5LpC`_XJa%3I9-e0B3NrS>(b
za7=M*5-bT|XpdOwB4zbAZKcEz-LNWcbgKB<c)*{por{LJUaSU<9`nCw)VMydSQogS
zC(Hw~vGGGdHV)oB)Nk1Vz?{KUHDN^S5AWzMvx)cd-fIE5ryr7?#(CZjEQ>OStWx|T
zzb{!0sU%aFi~sHagVp4Iat$oQ{0Lmp(i~hSNS4shXNoYov-@pI;y>(sO)6gc7TiQl
z1wS?g&mjM=g*4l^H{g(kS+ogTvxu)Dn}?e~WHS6j`>&5a6eYi!9%4BgjT^pa1hCAq
z&%D*Hqe0Ob2jhzAG8_=|W2%;&B#=uz`Z6%Ak7Dd%KIN1U08h9=ermY<AHuoLS{2my
z8j@I0MAH9cPtHGo?yEhSL&hBl(km;cQz#<OTsuc-eX0ei_bYC7_+K@k*)|H+fl)}n
zsZII!6C+9{Hn(`1e;A>txx{F|n^X_>INnyuo)L!cf>4+$e@}i)=>_esz2nsIO1n7I
zcn=sK?Am|K;g;q4Z7lbS@_rtc+vY*s8hOarC^VV(@8LnzJR;9{;If}LkQJtLB1y&@
z0j8k|uj?`cjs^j0?<bwhndV0!@Z^8AcwoaLqoupg74V7Kq&9L~fW7Rc$3XXMs;=v!
zlXV3ftf2d0RX+P}cO)5iywH>;T6Mt#cOf8C-g}NlE<0`Rph{GaiF#-aTynqQJeZLL
zs=f`GR{~v|yxSU-z~U!H*wKZ&VI1?<zRX6aXn)LK^o`=uvoE1q+w6)cy5?lCK}6b1
zZuS-&9V^dnm|(;dani^-@UexH<8RqCVsbIQKG23B?y|M5;MoL``vyu2H*ZUo+hc=B
zwNqt<EzcnJ^ti;As@GGJ1>tjrMSz#8GNhsrVANF}3R=qmus-HNS*FdM(9qc?t7y=W
z7xF(1)H6*8^eI^4Rtq9OC&n!T_xuj*prI6bwxT)L!M**o-QiP<Qhmd2!nU-zKR4O1
zzGYN0eaO%?M01>D9p-sgmj8;%$w|hY13Yh+!kw8-Bm}|PZ)Xs1vY&dNM3B6TxdW4D
zt|jW*BaZF2aE%3fb%EQzH9s>O*QN@;n^H=CEWkmqNqm#n$3yE0P|W-~w5nd-m2EDy
zf&fBunvF%1;PF`ORT422Dq(oUXc~FLz+S}qfs{K6Ssb!ZoI>X>O`eB<wq6eieO*V8
z-NWAOx0>w>ZGhrWw&+_{0hN5oW&!IasdckM9ghtu%_yZ+z7SSs!+qcIZYm-}pwJcd
zbzv>sr$tZPYCsu%dQU<5l-;UgX%^1`yJjX+F^PI!O3o~vfIICk8}6ksi=vbr$t}t;
zHMqC5B5UHsJ2LK?o)V_6%q$v!nnr<$02|5kBZ;+0>8OR8aeyZQjuQVI7@$5_h9#wk
zsfB*Ou?F#UB7e33|8@vKi>|vODVsCr%+qTBO)u6de=x^-eYsyfjZl)yIv@3cRbvLz
zw7NQal=Y)vsu<ys%yhVD(Dxb~(X&rkE(-t+(0tw3rgfPvN>?El0sv$$ZPfGblx5G|
zxWPa6N>oJtGeXKdN$1Vaig9D=g1gfRRc1@dNlRPN#LgwltLR+gugf?vOc>fR8xcZJ
zlo5H4#(3(3>(+SK?Qu-5suAP=mD=2yODnX$Z22vxFwPJu>paj1Bm*iTZYS9X2V--y
zwLZ&KQ=V05ypaluFnJMjaI~!@Ql~R1##33|O`IEcCu#<d4cb#zaLYt%G_Iz^qHjYj
z9^KKaf$N6M>2%!#05&wxe*72$l(zZEYI@VlN1{M+>-|BuC~BhkpCTb3Y{!UeaXNPF
zK4bz_xab7b1Jqv=sJDkyna6(8(uZ8nPk>f)%-3>EWuiRcwlCNx%=s_H<@NxDgake}
znMPF6?8KEi5e0B%HiOew5@)6v{f=uBie<sux-3pN&T_a+FBulysMQ*hBxeFHMZ#}I
zNd%i*?~7DLqA?%$Yo^C+hR*K>cfbE$u_Dh)-qp_2Bk6XyWftQD1&i9@LuTQ*VR^w1
z%@l1#)o*swHip#xP3j+cw`y~LfznMy!@C9e@c<J$4EQv$Xh$b%{_MIk4CHSb0G@vq
z3mK$LCG_DA5ZzDm(_=l*-an`U!rAE1l9AZ(aaP6g?7uxhA#Vu<9aUrfPL7Ttp7P#(
zDs?MdiGw-I;g^n<0fP(Dq8HbCT8ebN%aC!`srMz-caQV+=bE@uNa54b0jxG1R%$lZ
zB>=?gvCPKL0>ym)^%n%_{ymv$gaf}i(}=VNdxJ3%CkAKC?N(sU#~la49L15ybf{XM
zX8)CUGIsDK6Jq0sJ>SgI_}=y~Am8|sm)+g0Uw;+1M+6k~igz|n?8PzK^RuV{M`eoL
z6a|Q}={on!$k%V7vjk}S$j>HQ9zT-Dp|*bbH=IJ0s_4iod23f4+DEkvoCmfK^Da6C
zu*o`*-<6EVhIdFxy_Nxtc0Dk+dHStuD5g=2Wc*%@?I*3xmnyjX2cA)w_3zda+9ZLW
z)EV+MGMpSvv2U^K6lX=I?XCV8%}}!*I}kWPEV}f7LwZJZ;l;fQ8C8a_{-nKtzNhE#
z`hAHFvi8J_ZL=36?A(iPi<=)?l%Ai;J{IjN6TP^0E){(%3H*uN9;&qz;O&1m*?u`c
z_pNPyV(7HL)E}fp0~^H*AIX<<yQBQ1R<QPC+EAJT0C4&zcGvGI&2$jw8cDUEqHupi
zh5?>BKp!=Td>l!xYu;N)L-U{3Jz2sQXCAqGl1Zq6<65W)0qm;c{VmCJt%G>)_kdDk
zpSBnR2tSPp1&T^mfLC$1xYxK34P;f}yP>>bXxPaCCk!X8Y-`J&cwin!`)0D6QA{A@
zx=^L3Z)ls?4R>vq@6o7OKj?JDd$Q+sL|9To7KZX6Me8<<egudE^mefgY#xIcAkpgY
z^NfTJIVwREI(1P|epIYChc3{x<h^(;UYM5dR(BpJ>|Xx3d`~<0I(A8{|5}zxk$&x6
zqz+N50)Zx%wNkBbTY0PDn1oaK^?~K*oKC5FMksoi)*OV+Ruke69)zyTbm;j3C@J(W
zlysMa!N}oth^AlI?08x|_dXEFU|BWwxM<@W9&-tl-TgI%Iwe%jL}7F-9u6*~4X`Ic
z=`r=x&%sv8y$LVNc%GN4ZyNCMkRbCuW{+f9{ob<bQTBZj)y1J<>d+cYKyqD%mXM&s
zPQ^}5yV?}K07~mV5S1QXIE%H0QuhwUP{op{8dV*^C1iPuCJ}qwe%zOvYY7+chPJS<
zU)fX}UD92h3PssylT2)rVE34ZThJQn>$BaZED87G?)}#KtRSqc3-srr{L9<C@*AEN
zzqBa)fJZHh{=N=788Cn~qhClcygSWy(NJFnsNmcdUU!cAYx1I294miU0NHx(c@AV^
z775@^zm*=Dh(w3rw3S}3n?`dX_uh+l%Pfs$=TnBYY%5mZ4?^tl6QZ4g69&kb_+Fxm
z6Vl1F|LWD|^oLdZ*Z{vpucq#>f`2VY2nVheNh;cx9AhmF+^2p0d@l++hQTr#xvm%3
zN^-#DP#EcRwz5k3oXJrUgJ^6Msowpa`3;#xQaJEvIMy9}%to(^>L#zA=)|uUq~-HO
zVNT?Iz0PI@OD26L5k}h(C--88{&~zp18i8jwm~=r(X~GWMRu~KhNGj<Le@ITc*%`w
z3ly5-xqvanPDw!0B87wHZ*}$@ji{>+3~chxJ|Z-j_n+U+`Taw3;@xwS%p?4-3ZFd5
zU$}nTtu_@)7`JpZWWqK30N%mc`}%>;Zssw`-Lm~@nP#&-;eM1yZF&kL^4y%==*GK;
zUO1*M+V})P@1%M-S;ij3ytGNd^ti1umfz+E2!1gI&!1{Yi1u&gqhARB#l&u&Eq29^
zC8u}DwC>}T0~_HbjYhHSbHkj^nFolhNjQF}=z;%2oyxD8U<tDrh1Hx2IBjT}DGg!w
zj5&W!j}8cxTjzJ{>-*Bqf{;y~yMkfT+qS9WA)igF^GpI3rd`yp&CG}$ZRo{JM!^R$
zb^m`Krd?TOXq%|ifaA^w`+yz@IWXgUPiaLXXpEn1o(Bx<{M({=$?+t_5wu_`O=CU<
zS{JNIlb^TC#`&x7yRV=KJABn$i=EdLdXq$srfgsrjd`z#T@t(O+6hKfT_b&HdxoS{
zuAaBpjO}cMei4O}00x}#0X^`+jLA8jGap+3;9q@B8+Yc20oy;{+@En3B%mT|7g^_w
za$6c~pfrnadi*MCOZ={P6S{5e#2PtQxbv<611Nv1N;`c(H~?t)%aE!~P)_mZn0&q<
zMSIqD08V;mqDI>Ghxo3s*-{NY2U=1FSOF(_nY5gNPIJb#nBB+`vSkxdndjPzn$g~Q
zf_oKnNNCtrM%R0Osjrj@0$Q>7hzK(PCf=Dx7!%2nay56w(!UG)Qn~{^9B_Bs76m=I
z?m=;Az|p8;$~Iham$c*oIXa-vB`9c*Mg%!F!7+I|p7-?i!YpW&e}fHlf$QI0mH`<Y
zgZ#bwF5BpZ%^^5CW4j>i<R!Fe@c6`WcQzJ}6saCKBp-vRn}9Tey3sST31uMYeBEI^
zrn$idsHGdsESbce?l|w6dA3lykYlUANJKna;acTjo=d&%46P)>%3n+yDSleYx2vgb
z4ZyOxrKBXJg->QA--(T>l^?k8)jj_zd|jwvr^<j7j+!MI4a@ZLWmnYP`i`MB?A0dw
z?8~mJ@~!-5zT7&ssz2@H_n&)0OP^lXnhAvq<Lzx%TIF%zvWet6jT?~JG>C4f8S-AI
zZpkc3=hRo1`$0s|7n;9af+V6#m;ezI+M+ImgSTZg`UpE)$XA7K%4T`pl?7eCbQ%=-
zx^-%dC5p}2iod0>WfR~@{%O`sXP!`9<wtzrXv#%CDGdceWh+nzfa4L%k+S`hGQ||L
zE{Th#l}VNpp`$z`5@qWqQca+ObhJh<bjSRhZ$d97@UOCLc5~n0bGvCKd^bl@%?0PZ
z_Sp-TUCy;kQ38buWem`hv|>Ye9k{`9Wu_bWc^=!Q7T{D_Wg8AY9|h|yyMf1kE+=g^
zLp9gTy8ZNZ;l~T#A8RE+gU5pO6mc*9_GZ|!+A$g`r#gtCmPXz$vlW&j5Zqm{c^u1J
z^z=nsry^xKFttbM^{I3%s-mN=dI@npCf`19O?4^LJDo1%UllwDg;mfynL5;voMpdi
z&OZvY5i5W?l3m{cfmeOv+uH)I3RAqrE?j55Br;|Cu*2RfK;$!}rp*jV4WsZ!ezxwH
z=dQ&zar{c%5|ILt0L;h^!a`=K_5e?6oi?;)xsq88d-(uIfCJNqbEwe!!}TB+>PVba
z``hBlw~b{I{(^D(fX$ds4937$1+c*E8bR_zHy~z~M)zf4S}kXWm0W=YhDAR+Y@?<H
zrpDNWH=Lk+8<oto$c5+k$h45~Ht$%3y%uFdIWN5O3WPc)e#9zWGcY{)Wy8ot0tV^6
zLIo&dOiNudi*3Yz!4lvd9|@A|#B9|mv^qx@p%uf7FN1Tn!O2&9`uR~co!<s3?0`3|
zk@+5R)s5RjFE%7<hqZoFht&OBZ0UYs7XDfv$!b19T2tyieBZ?f_@$LxX$Wvq*EG@U
z#_pN6@&U$Qb4>1<e_97Kh?d2l)`4go-UZB12}iL5vTXt$qPPD#^t`$DV>AQnXA*`e
z8~wjKp)rclYY|@5bdldRKa)0Od4ZLkY=S^kh?by$c<sp^teDpqhS0n0e?~M1<(_S!
zO~$m;E1gGialPc#MmH)9QYw3RH0R)Wy;k?WEcK;ex6NEH<+gj)5d~50xK)YiopApl
z{Q27*mUw?b7C_v;vJEe}9P`OI)#(!gW|7e)z&ziv@YVf_ckPa#aqJX9?0YQjs-$iz
z3FSk+w*}ojS+W-Juzjzq0+HAo`(;itW8qa01JyoeT<Oe{oe1p1faG@!`{DQs%v|_W
z2Ag8xMX6y9rF*UpYd-Q?WxFj7*zvq-bLn&UP+wNQ_q6I}1BB~kesq+f*EKPsjZd#{
zLP#($wjIYz*j1XbNq3CE#e|@LsfqU#H5p8rbOy@u!RIQZ2(Lv%CN7?vAS7^<v0a-Z
z&^cE}4txYcu;Wcy459RmT0HASg1G^Q%-;mPko(`vO&G<B+23JX$yM9aJi3BRDY$-)
zq1L~yTh_#KGU8nNMLx5@wS2*Thrj2z&;uwVJhn1LPj!5uAe?2{lTawCIu`hn)`kHM
zS69y;KmwPBqqk=$W<qh{l`?-wXT{PyIPiZicpiNBO&0f;1#2NDULyOhFQXRqZ4i<I
ztRNy{0g$Ne0eMpnxlb{tdEHl0C9xIb3k#6%DA)v$D&Lys^wfQrr<OjEATTxHqzD7(
zN3Qdwih3IWaJ~N`5!%_dVdEnx!cI3_6)~2oeJ>N5j$)OOU0`(+4w-N|SrJz>5>0eU
zzS^zHclcudgFS%Dp2h_zX7adr!O_=_W-rCVdE@Oa-ltT=>Jnh6lCG6V)tUqIE|K(!
z#{r(75s<o6Ws%vW`KgT72jBn~;0R<$cTQBKlNRuO5^L<)m3*Qk_|$z_tM%`=YGSw>
zVgUCNt26@n)tj=JU%9r_V9P$x399QypN+5P+42s0p))2h%8n!?M}i!%Ds2aU$buGn
z)Z}oJPpPz7i7o(g+p+PKxq2O7kcWK#U?;@<O%MuNSisCWjXanWMv3LdvU{SZUP&a7
zk5%rDJc^R`%9&zr^m+wgXYfi_(acN<gF%6fIKDd?Wa2jKY;o6HVD$j#STB9_CB_3r
zBLZ~*z5w#zuknR*Z#PK_nc9<S3%4DcaL>~x^=>$iEK<}U)gbfkB<l~#P9a0BTKi)6
zQD&iyDU1WOcQK>7<5Ggdzc`Ky^w}(EsHk_r(JWvv%Kpf72%}{KkS|t1n4no%X_lR^
z7UcBIU%nK_hg;g$Pn62znhhcPwq1^dECxMgjITw;%xf#Uev`MjQ_=Dx^VNxgo20sS
zoBGtWO%FKVbWYj#V+)V}!WEi|I5_F(8n0P6(C;wBdO{I`a(w}UGm!MZRzSSI_VBj6
zXR5WB)E-q*q)E0N`YA6{uGp~!6^<<P@Gwa1=kx+bbwY7K@~#Ao;=+M5j0pzWADoq9
z2lKkiX)SVcd9geEW88APs5mb)<_^2&C-1=Lu2SVa6DAuS!IUG@m83ZFjX)q2+0?$5
z|KX4b`2DRxwG1_gb2?%Z7M2>t>%rn`3?GkXy~OG&geIe0KM@Pf^tPVv?2kL}G={nT
zK4Wh@ni%~^EBFER00wq;QUtDYj4)JI^c`Y|^8k56{fjm(Uu;eh?U@Si(WwfwrfaZT
z47g<IQ-p|IBd-*f-OCr}px;oR=C%KT?mCQ%k@b3*X#EWxGf3~WZrr*k3Jb+Hs&Tek
z8p2r`O^py7KJmG$U~SfHJmrQu8|b2=te|{A-N*;q4tF{gDVmBh!+wSL?|O9I$M687
z8h`ihyw-V;iey)lGR{b>HauOHbPJf{>ywa$)<%a~*r**yzm|Hv1cqWVd*FRjRTE5&
zPIxC(T{$v|?t`u=m{jLfYlsys;@Io?hD3sEgxYB-Kx45C<kUqMYH}~G2Jr|VxAYo{
z^MnS2ptM_3Ze$@39<gG8jKUUfkqn1AnvKhWPGI~DI)w(ru)uLOb-r`NI%a5bH@OWK
zT{(M?UshQf;zudwFSBQjPJp2X^U5Z=*$2z67ItC%IY~}`SV-(jgf!6l&Qcp*BWo~w
zw^u(mRYUZxzv5NsDoA|H%7EXvI+O9}+B6Msn<zo8xoBQX9uClp0$mg-+ysXk@E?Q*
zg=N*BKZx%cTZHl}bW4m@M!q}WE#0?2_UO>*JZDLMz<6=CnrH~u2T;LwBk|93DDVb8
z()+Bbo8V0T$AY5yysG(=mi8D#kRn9K@J}=!6gm-CzdtkUwA~^&WGvTEjkN9dZuuB_
zfj&AFkpbJ}rNPjzzf4i!=)^`54hDDg0MdE8zl%^7c^G7givaz;z~u7`G3onxxlWY|
zSi;4#tKPe)`HEkOJ$qxgc>)Ko4)Q>2T_lWCVnU{AMF2<bHs(}i>&6{CaKe6d``?}4
z=uo`}(n><fyq?a-PPRY{Z)#KnAz;6)z3(F0Z2A)QvEx^}3)s&vuVr~&VLM;g%dkLl
zocPvUULbV?f;@!Ol}NSGO8Go=-yS|tR6}Ddh^F8olB&kzHAw5u<s7hW?bgY{xb8F9
zN<m@tOl{>4thrDF$NX$AEV4W7kHeFdSNf9Bjk%K??UfS8<g42tP)fXvp}4q4z&%N&
zR|*~QCApOni4i=l-b^Z@p;=Cr&BsTTw-^as?c@qyzF3AoL{rAxkE<+7{0W7k|Jyad
zqIo&6tzv>&)n|2<f4tQYfA}JEu$1;G7$~zJb-#Ah`qj26jMD@waJYa4J|x5G0SZf=
zxzjcLC$iya_RV_l1x$%evTj@?5SbF+ex(#MzxvS7%x<gZ&dHfx7S_Q*9=k4>pr!tW
zz@f=;{bn->yg^l^Hm2hrj?#;YnuPr28G}3l71gFum~pHH$U857w{QqGAJb;sBV6BV
zNRoaXq@yl?4)Qr4<LRgi^HkC=o=5J!*yWyC$?9D}ZGBglEhQ#u9(~=bgp~V<^NU**
zI@-WSyt}qF-i?&7bm_Zj`@Y5P#{MuR1C}R3J|J6JWp)NU+m5aJG$qb}*#SrkZkZ>N
z{`N%ZZhV-B)7JCGyl(*3x$WTp@v4eG;<4+t#>39@`1eL9e!J9L=QykAmH}e%p7C2B
z@uo$rtydwhA>=~Ks(siNg81EsO1Rt>O~B&ClC_&Jjl(2}93Ue;Ew80MKE;_$E8aGv
zRK9#jr3(8M<$9L2xr5o`<<9=Yl>otK0#{BxA^VR9KSc<aU%?Z#s@r7@wF@*^@71g+
zq+G~kOh4Plf3$e^%e~#XsiCw&U*tmBuGJ5OG>S#<ICXCBa|1%Ip}VGgEw=DbGEc%M
zGUa=Ie5fW8_3h-3&b9{+!2lZAkBDn!=z{z$uYbj<UvZHPOYzplG7`2#R$h^CLpo{i
z{IEQ8dDTQVBN!`kRJ4JFO*n|gJcGX>tz>pEI3WPmE?n^jt+Bixr|f)Z<YY`e@uq8=
zS%a|L_Ro)hiNs0(`?Z<qn*o?u!Dy1#4>{GwVh#poj|U?D)Jw6}L3*ZjO#WP6h3yz_
zZ(zXwBkZ)B&3Ldb+IbWBhY%HvshSx(0)5o2bAcZn&TlD9<54L2>xb<Cby*2ttjaCn
zIrlR6c)3hic?K;#1=+P7C-y7y1Seqs|E4IyhVkqkAWA*Flp2&BOnpu^rr0_U#<=CN
z^91iN_MPH;ri{4E*>Ky*L=TCPtV~!5Kpou{<2*`&4R+;xwtkib)0ug)d_aktX{3}&
zL9rt9?~|Mp8u-|sJlK){yuz$z5b&h2_6Rx4Mk2aKCssNNWolJDj=Dk?hb;6N(7Ag&
zF<&~J8ienZAB3L(7u(3n*?vXH%t|;l{Lt?Az9?W*`B;FdHx>lGdb%tBWi0TyCx0Dt
zZvdK@s3|P9X7<k((P&2G*)|qf>xKhl$q`S9P(Z@)@^1Q$5zt7n{dD7%5O5j4e=%jd
zULJS}z=Dvhro?aUq|ejZkF6M9y~;J=0;zAVDz_Eg;`0If2VIX}WZG!EmExy!j!z;*
zNW#C;dO$lwNEU@$7SkkY-}9L~N{xZ+U7ZFe%9|Qd42iR)g{LtUgbsti-A(``M>4wr
zX^N|PzDnrEdrIxa!)=A9M;kIDg8Yl;pHu*>xjk@q8IFpZZGe|1Cd$Th-4!$njru;X
zQ32CkoAplfqiUk{nB#ciO5oe!!4!6Hui)ZL5V&wvKrAX&t$^n?z;4RGJS4p1JYLu#
ziob#&wdNLBwdp-|kr3Qa(92=Gn29v&-7#xbZAEMk>LGukkwIy7LHhFSP)mCj2&-?K
zTpcVio=$x{xqbN?rR6#AXUAeaqp4_PJkgdcK|gpOM(lkWdM57=%obea=neuGo<k`)
zE*R+>epMHz__aG0+Av$)8FI|+&;4duNhm&CL+x*{|HH-?U59O;OKavA56Uh>R!loT
zd_R9eGL05nedF@S_{BCtLErzC(p2a@-m{i$LD#O9#cq;k`}ImOF01r&iQ4mq843OA
z8A_E8f{1|Dp@{6udeeIA8_~v%>yr~jc9J?xs~m~={+C_k%)Bn$EHj{8#85$*81j;S
z`MSA7oyJ)gFfPh~O|_rv5ByK=LL-}JBFg)>K|jJeZ1_4X>CV6=X4ux(k8k+daIvk_
z_;ls};LYlin>z>qXRMXi-t@NX@Er`siY&}yV8~#~XFZ!rR`GsX1tiwusg-nWY28ZN
z@<<5NY3t4KO$6<7)%*-x0i=uJ0lRnee;ekU^XL2*Iq)Il)(#+R2CYyRRPE#q2s$OK
zSQ=A<<ru6-y#P}$YK^9r+H$Sg@vkh2q^8kmZLhjdfk15O#df3dGAG9C;@p5oSlGei
ziCKU5#yPNe{@BoN)wp@#OdK+oRYE7L0t+ZUu66FLAuL$Mf_q<@zO~hDo^Qz%Ld2*C
zE!78Vj4=t5BzCL2L5AuT*;9U1Jz|j@gHeKx@;{e0Ys?Kx5k>s)voB3np2BoPn;8(P
z-tjtL8#)@#bKQz8eCkK0io{U;H7oQH-R$bAfA&tZ&*<B%x^bj#kX#67xo#q$YYg(^
zd=9pIRe-U|X|K%++EeEX3@3Wc!}Q?1VOqYaFXL`g=+upML*BV_4|(#JR!`m7MHb24
ztYNomFzpKib}`Stziaccr28^|*VyYCt3pou*+(G3X7h-+ecGxk&GXL0RD5;GX{Cve
z!2JxbhE?*%JB@>f229$Va=(Vg`LsY3(SIlfb3$iqA`uo~moli);iT~i{4BiXh12sQ
zR4Lo|rF?~<JurxK>xlm)lSgtXsHJPS1~#Q#o|k?VCl}B6f5<>+C&^s*Xv(24o%<~`
zt{7w3R?Hxu6>?*N9$A<C;|S`|QGFmtG0U(d{yqxd2BFq$fY7dHT)P097Xurt1#?ZK
z;|Nz1J(Nt<eg9nO0$3MkB)pw!FFE7|IS0bm>;%z?cWwCFz3N9vG%-^~{u|#>Ko~7J
z?T|EeCHx7!{s;o2CilEH6{`^bqUKNIeGRlX?kVq6ejzVAxd;+?vn%p*3i-M9)L08X
zD67{qd1z@)?t|?aQ^G^6^(Y<x*fET0ZjXwuFW~x1y@){b!-1yg)i)NVRgk3lryN3j
z)uYC#g)6czq2NVtae{iS$NwqkvJ0XPm`CsEFg5>N1Z*qrPbxoPw1(S$HjGOGV3%b)
zMF|N7q7a>h+eN@`GN?@YLe<Y|-hJMxdESDS4jZ_^f^$2VKut2!`6f=ezschl;2EZ$
zP+U(%G;F@tx-M)h$dpj;9D3`!n@@x=fUrb2l_*D<fsfx+=7-iJaCB^Ce=5nUzyBED
zTv%LQ{ejAhTU}QsX_w`0LMJ4dr+A9)$S_PzH;ARoPx!}u{3x2PYVgM&Z(X;9*gbNy
zGOcpA#3yghdS&II*EFnv+Rxn@6A`0H;5cD$3-h?A#n<=fSPv=w?#$pgPw?It`QZRY
zMr8k2IV^I!{c~}g6hytso^kOt2n7_?r~i5B_qcTAahST!4Rt9)Bf*^8X1cU*ZUe9+
z+3{`6L74+t=Oq@HxtZPd&;oAWb(<<f#|bV=n&(cHu0KpAe(uuZW}<5jPbGq+rR-PN
zKq_27eE4uGRC^3HSHG0g9)4&2==7xLm5&!NQ(ds9{e5%j?2f^q=6R{qXlD10xYscw
zQvaq2*grU~?XjSaPm*rCwmc3>qc}Tf405&U;V+zUK21|!%-q}wEBDY!m6rwSLj4if
zjo;j;-(Y-mdtdUGamRduZ$_9!<ew<ei!?Mv8$JH5(m1opo)RV8r^?9X?x>?a$zqBi
zYLMOH+GGzrFMujFwd=RBgUBdyytX<MZ7gU)m}G*GjHiyKI<|nH>3THlWxFvJ22xRH
z78muZ&!hkUH3%UEf5solH!p+s+~PnODN>-I?q00Jlum#0tCGDKkQvQpyZnYtuU!<d
zVxivNIzT4S8N(Y2V&|+|NF9<@s{epwA>uv*URAs1^G@jf6c0gA6gJrH3jtNW@?gwF
zDo!90<V9g)VOch`0EX>2AkF<@`LkHfiGuWt?s`vDI2@i}F<l)4a)2jyu9BO<s(V|+
z?RYvlX5-hQw3a3Lh+?h|L}r|TXtEuUr~5lkS7K+OZ8s<I62z8u9(vqGPyEmpLWh!h
zetO95n<#v7q#Lz_$SMb4MvpkS<;!40aqspu@3p0LJpS`q&J2nF&8(k<IGMJ8qg#o)
z%B2S>P@juE{?U>U2j0epbQYBLkvxw-DLF=5#wTgUgTErTxXmZNUnu=CyA-|PuaW9C
zVU*vpIXBz?%P=DNsX~Aaw<H^PT~Q<vaO`!3WF`K5%)|2?&_%5`CwRf%cn=+28U`9R
z#21x<PZFsY7_aJV^fYcnc_~eZoqaA)^$+)B7b|kp6s2l-qk{|e^W&hQq@`Uh$I-);
z@V61SC}vTuc0D!;*aC61AWzToWY0*T&l8nkT}C8Z<bQ{_Ao6Pv{7cTMH`$m3I}WT#
zj4Juc4Xn-41{YaNGJCsMAvf>DOPT&s%70wfPw>ZHT5QSu$fEDKdjkT!g+foSgYn4Q
zXIHr!CGz8o0HY_yIzNq4L!vswR^R4@y`w`)&5)0=rbuh#z_a>{^$wR))aHg54v8Wi
zy~m-})}e!WZIvNwOqGsskE%m#!xW56=%9nwW$W<al;|KKYt&m160RXc_#4EPY<&V@
z)PXzm5Pts)KtjHp2u>#DvwbO9ka9j<lKddT`v3B+8a3Z<&FYVjF7B85jn82-2DAC0
zMJ4NWvY}LxmR^`bCNs(n@FjWEyYJgu5UKPQL^u5gvVh;w7S*E*j|BGz-W^+kw89+7
z7sStf6q9++ky3cJ(~&l5KmL?FNX??Es7-{J%T(EY0%R%TyWP3^vGP#D^AbQM=M|1~
zm~vW4iO@6_c$Op)D5IoqC1yNb?Y26cqjgSs^}~$Tl4kG}kiwh>)*jb|6VS>WTLCSR
z#f1G*q(N%c;S|5{wA<n2?^iUj-$10)x8e!wjsc*ZIpaT^hCqxB4PPp0x!K7C+(Nvy
zWOWJ`EAg6V01<m?+W~J$lgW}Tc>ks3Wss3>^SltqZ+LZx?+=hVOyn_b+(rBfehv5)
zkcT&Y_AY1oHsb$;lME3eA^wA2;yo_n-=8Gja)^I_SW}7L1pj_)5B`7s0fW)Rhi^DT
zpGdz3vKFam)BIPe#9crYB@9UQ`OB#+$X0YT|L5;C`bIslF{J}uy6<9@KVen@;L4{i
zhO03>&C&$9+Gj7yppv}a|L1Ro$4qA9#nKuT_8N>^lZgol2|9U|>|yc`@1KGwAA(8T
zrAJJQRR6bc)E4Of>t~lwK}K99`v3Re_|N6kOE}-pfk?yRA?|$JwYPtdndHQ(78(Xa
zXuE;n<Ttoq!6*A`5#@Gk;bVnHp<~5n(ZwV0eQh_(V5vZ7^~Mopr$g(44Wc-t1vxL=
zX=g|SB>ptJAr%_8!-{F?`IbO}h!DraNr!hJw`kX4)OjsS$<~HGLn4sOANFm@eG@!r
ziP6eNAQ(?NEza3ksE4uUY{zI&K}i}s<aQ@*vhHtff72TPwO0J8O8R*t=Z$@C`}L8%
z4GRc=R@qXNQQ2a+<i>c3Y{h!MWckTz#=93UJc4i+EFh<9eCxRl{lq4j!8tAEwksj-
zdr9OeAY;z^)%`6}FAUPCVz8P9vNbAPt4BfbUq47TZ2a}36jTvj4f|2ObWkOXlKi<|
zcQ6)6xx2*#(mr7V5-k<yy*`QGMrpC(#iRPsg>ya(OIyX@MN)MG1-YugAMl)={3&sa
zzsk$gtr|%AZa06l>7iBzPtED%RzJuikBx8fHvTQmEq!?g6W(oVsJYnBDV+WKFx89P
zorlK#XATA_Uvi+(39VW6@sd$i(NOz%9OUAd!)mV4wZL}VtR%(4eK)%PZEk661*mzu
zhsx?wm0)WS<4(`_?mNmp87ip`v-q-P*G`v~+{HDX8C0yGq5ku5bCTbI!Zg3_i9alo
zK-2MY6}<VO5va0a+<9-GNPQ2oh>2o%Ias$n-yep-D8>C=YF(ZTuT7L2pEi(R1Yz(l
z1d(_x^FX_cm*t_+!$&dT@t~QsY(N*|F0h^}$n6n2U8uWbrBMl9HVqc%!lV@_wxhGR
z+;<#oJ;8slH7$%z%t7l=5AvWG+;-Y%RzNylXAQgQNbXtO05?;FrnAurJP<PR;q(Qj
z;J2LVpAhvqcj~*-Uzj1s9c7dWAcSefn<nn1MfI`1%(p3<9zi2mtOI_Wlh}J){ARF0
zPg{b0i)+GeSOeXnYG3gM*iz@;t^U9_1fmJ_77`n&22|!smjAD|>kMl$-L{O*8AU{C
z0#Zd_Kv6K#yCPMTE+QaE8I=+R11c?XP>>=p^iDLCfK-J@k>WrA5do>u2!v)rf|#Lq
za(BG<x&P1eobv~MkbHdK`|iE=T07bABCUdRor*7E*j`ibsYLK?xB1f7of08slhX<M
zcV36VT!W?}Oyvc)eauwm@)Bh+|J*0>{#8_;l@1Jo48J&G3hRhE=n}Sa1tFgZAd7zi
z)>YgJWmN`kz-GR9vN8}J2fT!O-og?r(uyIhx!GfVZFVO9dd$zSJoI+eNB!EIx28mp
z5aT^t;DjZm7zhz1`E9OTWA#>Up#AjfdT35Cqa-M#(xr)5AhQ<F2Hf!$vUjQKr5ue{
z{#y{JBH-UX{HZx?D-!<b+Q<+~*I<Enx<01X$azW`j^LVo@sx;rUdN6MZkTWJeF*OC
zG%X4SmYy3Xj(S>1^(b28QRSOa{W_kN4l^>w-KQ0gPnjd8*nZQ3V`5Yu&bp``n6H|y
z6YvDXLd`=^!u*@xCkvlWBi_~oWbogp<`vgUafNY<dyN(_2#U+L(S(fe>uiSU!JZ%b
zU~am!%cWTN{0Fl1^<2f<3WOpQkUSq(nS<<nTuTsDuc%V9?-Cl*20Y0NV#%gEpQZGD
z0?+rx45w?ltU28<a0r$)HqY^i4#@#$T}{>x82u75|C;7GA{-GD9cbK!$D*_F=WHYp
zsd_cQkY<bQMl@+T$zbi38UUug>K%L66B6`yH7vX114|Qh7EPZP&A8Lk$O4Vh@fx^U
zs+~pI{3^u(Nf;Ikamole@mCexDK(InCP3TGy-z-&fA`Mj$rXJX@%6sR=Z_D0zixRm
zpMcrU|MZR)^@qIL=Npf=LxIZ059_4mKG<6o5L;k5->M|2h!?AP`=enQI3zXD&D*EV
z$`w+?ce7myotUg^Eig?Wx$uW4)d6IpOe{v<br@YQs~v(p!DU}Dv((%0bSc#u!N<gY
z*WaOA(s#F*eREAlzTW@3DgV@=Rx2sr2}!u(av^ck@xfT&lGd<4nzh5kU`hPB)&E!q
zoGp9(;UxXh-a|ZDS}}cwQ68+IXvVF)AY<nPg4kT)j|+uLVI^NwT|LIe$*N*!FxDCL
z6_V>+XG}`H*)xN7V(T}z1l`s3N|Uoyv)2Rqjo?es&N-bu);bBEt#Rt(8A4q}yFy$h
z;(>M*0-=);LR#ChsPQ0L&kC*h2^!LnD#=iYQHYQqCpn*g^vmAgW(-%s`}?Gdtd&B8
zXU%QIR4BSfl{ABkvEI?qqTrU6Aa}aj(~n;hPkj?;N4hHW#o)BrnM%iR)Qx#O`uEFO
zDU!6S`xR~~5eZ)bRk7OhxVnR%>_$C0>gAeQ_ecFrp5B%y8n_T)c%-4uEv_F2M!=^U
zG*j;bgZY+SSX^+_te;(zuvKi##%0@^u~Byr@)6ZaPU%>T@`^`fZ89;ekP0y|X%qBn
zHMa1N^y_N5@TNF%-66}-&`8)!g|QH3lNVsbhJm)RgGsAakuI7ULNTB2h~rNSZ(12~
zs`p08&}3f5@(;e2M6XZk1TUB1^De4WLQxfDG3g1w*UVa57Rp>$FZ5xS8j|e1g}aA(
z7JfMKcD@6=!42)~7IB2Sm1P?L+d???GE|}!NNRokwNVszymur~-j4W$lYe0HsicI0
zDs9FRS#BM(@NVzn83)6p$wU*0E@{(-2h6-=y&;TB>(N^|i3u2>ed4=((XqAb<1xhZ
zNMwO<;zLkWGdn;W?^_V9DgDE2v8Ab}zdd<)Y4-8#Xf&!Dz&Yn;Z%!uGwrtinTQ}ss
zMRTUwRbR266|=+^uL3sCIkTA>{_c7d;{E|PE44gQgbrR|q~dRwoLU`4^(}*i{0t4)
zXD=q6S$l@Lna^RKm67{!;?I3li{}}16gZa(juqG}A`c(oX`&zk^^*L+#r>WZy&yT}
z4j)T!5aX`fE!-oTZ{*?a_sqEf9S=fF#iQeyvtP6<t!TB>b;o;i;_=~oxIZ_&fVNLB
zQDc;b-?Z=7jQK+(Y{4a%UZ@k^0Psu)&+J~#0pT&h+!t&noaZi?Z(7;Fc!|q)JOM`6
z@8_6zpe_cD&CI{~s%ZIlJiQRHM^9@^?=H6u1JfIQP1?2QW|`OWncCUn_(OB+d9j2^
zk8+=^TXEJ7AArAvXh!qQ$+UCN0d6@5B;PhZb=U8`)YF-ZCDzxLd|bD(rtReXt3@~&
zK_OQ88JEgEUI6>q*to1d<~ei4%+Os*aoN4$%nHBs1)o6?pSk6p5-@V#KqPSq$c<E>
zH|cnkjg)be)iaG-#5k`2i@q-<R{ZTBro;r4P2#nG)EST+zA;}rEKY+|wahn;`%r!O
zxV4DS-^K$fMC=Ls@=sI$r#%9ajQO101*mzG{NgBU8C3V_+K+4Lh^-i^*|S!gGBqRl
zm_LX-o0Q$v+WPdIdojGSZj7N4BXv0M6Bmq@9zA~E@#|IdG@CqvqK{9kwWRf!jv=2^
z5v$jUsH8P*fHFJAkQ<?L`~P4y5;hzfy}Q_mUH@f=Fi&7AGZaQj<NNIvl<}r1k&bxz
zb~+G6y*?trKftb%Fye@sPv9lFf#y*vj<B+j%keXC`5>G2B8Du8*#BfhIaMOf#=orr
zhA_VcCI_$mC?{|5Jx>drBNKf3FPEe^%n|Cbj#tQ0CP*iwidcJ$XhHF;n0u}ULpxY*
zq&U9s0xFl2fF%5Saz*G>$>nt0xMl|e;krja2+G@>rcs;H`Sor~E|-U~RL88ta|cB0
z>5)n9+VNnY<Q?8pHn$mSLR#5dYfrxJR_rGET3@PwJ_9hWWf^0)69VmmxIObxywZ!C
zsR-F(&^kuyrHc}n?FHxddi%zL-;2H&U0D{M<QIB`D3o}qX#CwUv2a~4+tyBBf8x>J
z#pQa?S?c9YtK<m6tCtqq^EKPTS7vF>AC46j8Y41q__L-A@#jxr`K3#}IsX;ID?TJu
z^npcHZ^`tbxb7~d2Xx7%&(QXX2Utk~n*ric(RJ!C;Ym?MEQ7jm{U+H<(=hCbAK>%1
zzz`ptgMHbssPrVT`l~m%Ug%6U^0kNNdnm^2jHKmHEM;EoGY|!E64CIxF^$cSGW(3)
znis7#I-d!F{<Xg%`R~X3XsXHHgVp)oekk{*e)2L>u%#{|Hqd1{!{kMwa2(H(J)H@X
z*kmpwxyB5#uP4>#1q0`e3U!%kRWy$1h_jRlaTg!2%ZwvX+=F-+m6ljNdLL#N)j-Yi
z833J}!<9xH+BCh{=^K%spx4kfWXEs~I5Ac5^8Tx-w+dQ3Q^5)q?U4tMCh05N7G3Hx
z%bk_irDk{xK$g4snU~7B^N~LA=Bti4NLR*g!w~H^W>wwYXu^hkXOl;$9?tLk^Yf1v
z9ixF1eQe>Eo^*e*J$%&_ndSG3e{@LtY;i^A88-v;GiF1oz2gb}1X2gn3R`EmZ{-9&
zC#g2<n}TZ>=KxhKaLBq|n4cwu_;5UP;Is3U3C-GT%CDNK&ZRHYjv+1V#!`gKu|LM%
z;@Q=&q=;SmEn+%M$1@Cs@{KHX7Kk<D!E?i}jI3O&Wi?_FiS;r?*&S<+WpX0wMu`Ej
zVa7`Wa(4_LkiGCa;BWLkF=&TjdS-iKpZ;G~@>Vi|-nQnTzWzC$-P-cAJ}*sx#dV*!
zwo>!DyCNSy>DT^f9_7&D7Ws>UgH&t~HB%>FE@sUzv21r|%gL$c$yz*{aO<%;ClXAf
zI#y6Jm!zcxuu2TcbPbBi+NS(2*q23$9=I$%&8Nzbt3GB(bJ|vs8?j6i&UK27Bq#pV
z>&5$hp8Zt+snUp_{S3Q!qC8uPT50m-vwxraX8Ip_fz?Ss>D${!b%U2fT^|5!sWevr
zM3y`=ju*@PN`f8&E_)BhI~}&Hl`j{)Q|H#aRnfA$X;%a6oJyp9xrMzRV9UX=E@=k$
zW2FUC!k4m<Z>}|LP_qZ2Etd5i0}6EzB0T#IY>NSTAIG~SOXxv7viT_?YrF;rAVo=@
zt}>TyK~+2iOK(8_?f+lIfPPV4(fDY}#^(`Gf;E6rVLw8k2I`go-StYnVsFMyhOve~
zb6~5%?4p&`s8-b0Nf8<ZzATAd9eY684q<l;z;~97;aPJl@UW&P5<#A5bgw4uBSFo(
zv9l43nVSMe{W}ZU(M`BBriE;v7tvpqRyaPA-plb0SM~jPkPrul15qoGk#c`5kQ6|=
z{-BV39*Uenn?hw{QtVlAe<H6}#1Z=pCX+2dE%*L*(6n3et*?de{n<}ay5JQ~59d-e
zt)-wtf@cy<2EfaFd}b{#bg?U7d!ZB07P?^7j_2h6eTIad7NwX15cY8PRDp<^@!DO;
zbMk#<M84O3T9o1egeZGXSDN>2+ac{4OsC@8?@1=D9U-f8B&D#`FSqE$`SFfVOb&58
zVny;oyrkG)N(Ctq+yGTL3nWLQ*K*=Jo#|)F_s*`o>Xa})tn<$~c--s(Fmum2q_;l7
zmc%*RzP*1*UASkn0-M~^qI_o*Y{oFGWpME=0KHeW5Qtc;N&7U4VeKr*_mlg2wV67k
z5WvFRAl)HT#yH%m7Z}caeXeo~qQF@-LW}aha8w=p-$;6VNK4*Q8(XavrjtOQMTDc!
zza5syF>%lHYvuHMJO9RKRDyYAD-CA$b-V+hLwp(i0H1sRqFmm?Dd(@pyF}bmXyFcC
zg{g}aQ4Hp?jIGBq9qi%<px5x`9FvRVU3fCIv!2&L6AZfwTe}Q#Q3MOGo$zbeLc7r5
zgXX1N=Xx|+B5b+8V~@oW1NbUqxb&(;PKU~RP<wMw`5UtL&sGTt-jO{!+H7*WEwMzt
z@tAvYI=oqlgM-WBXB5YtSOVeI3*DWFjOJpI9XQlw(IZ{)de)fh*IjD%U9~T@&`MC>
z(pIRbbI(F}bg)Kum4f^J0VSyTX=@Kh)r5fS9**Zj@S;kcd&}^%hqEtEjVxbDsy~Cf
zx4nI;`Xf$KyGmo6pW{))^Z{<joY+9k{2K#<mioE7pzA{?Z}(RLz*9R(u9zm^1gg3u
zN1t+|QAg<e39#WJWt`VUERi(({nLvJ)pL=(KIzx*cO|HgKlDfrV|RxjLtQ0QMIzD!
zjo~AL#c9Y}K}Hxf3H8}c!i!3Lx!^C|ZPo*noyO$~#kZ42pKIA1t{i}l=$AU(k^ONO
zS0pjp{_H*%TrgMg<#j@0i8apwjz_YwssJ4h3}4t(uZeem(((E`USzkY;x-8qx{J35
ziw*RH7H4X9H|OwD7a~tBQ>u4XztT>wwMBAwV>%n=Dzf=sQ&_uegKR!#x_g>~<CKIk
zKuwjM$eA1G8o*ZD7WxKky)lTa9ZMrA=+4&+4nV7bonFnKFece*$N_L8w}lTa2J8H%
z2Ve~bfjnjYZjl4m<A&?$orY6kL<Fa|enM|bJUe6la|jEU`fr2yzw<8&UT)~82nx^D
TyU4q-AJfdp!mz^NM)>~#?O!|-

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/great_tit_classification.json b/modelling/data/abingdon-all/resident/great_tit_classification.json
new file mode 100644
index 0000000..9b7755e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/great_tit_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Great Tit",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.7816639808746313,
+    "target_trough_value": 0.09331083609206177,
+    "target_mean_value": 0.37448367728894455,
+    "target_amplitude": 0.6883531447825695,
+    "baseline_to_peak_ratio": 0.2712162837064409,
+    "autumn_to_winter_weight_ratio": 0.060810810810810814,
+    "year_end_to_winter_weight_ratio": 0.3761261261261261,
+    "decay_to_growth_ratio": 1.6836686944314458,
+    "monthly_target": {
+      "January": 0.3583668965712486,
+      "February": 0.4159384081328567,
+      "March": 0.6675438348210644,
+      "April": 0.7816639808746313,
+      "May": 0.512982174573322,
+      "June": 0.3692937277379937,
+      "July": 0.3142514632493012,
+      "August": 0.09331083609206177,
+      "September": 0.17611611628420815,
+      "October": 0.2102017641294908,
+      "November": 0.23709934080472178,
+      "December": 0.35703558419643405
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.792,
+    "GROWTH_RATE": 2.137,
+    "DECAY_RATE": 3.598,
+    "SUMMER_DECAY_BOOST": 3.674,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.384,
+    "PRE_SUMMER_DECAY_END": 7.02,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.124,
+    "SPRING_CARRYOVER_WEIGHT": 0.144,
+    "SPRING_CARRYOVER_END": 7.18,
+    "SPRING_CARRYOVER_SHARPNESS": 15.978,
+    "BASELINE": 0.212,
+    "WINTER_WEIGHT": 0.444,
+    "AUTUMN_WEIGHT": 0.027,
+    "WINTER_PEAK": 3.745,
+    "AUTUMN_PEAK": 10.88,
+    "AUTUMN_ONSET": 10.64,
+    "AUTUMN_GATE_SHARPNESS": 7.457,
+    "WINTER_WIDTH": 8.895,
+    "WINTER_RISE_WIDTH": 9.254,
+    "WINTER_FALL_WIDTH": 9.456,
+    "AUTUMN_WIDTH": 6.861,
+    "AUTUMN_RISE_WIDTH": 7.017,
+    "AUTUMN_FALL_WIDTH": 6.616,
+    "SUMMER_DIP": 0.126,
+    "SUMMER_LOW": 7.72,
+    "SUMMER_ONSET": 6.245,
+    "SUMMER_GATE_SHARPNESS": 4.096,
+    "SUMMER_DECAY_ONSET": 7.115,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.87,
+    "SUMMER_WIDTH": 24.254,
+    "SUMMER_RISE_WIDTH": 35.218,
+    "SUMMER_FALL_WIDTH": 10.973,
+    "SCALE": 1.228,
+    "YEAR_END_WEIGHT": 0.167,
+    "YEAR_END_PEAK": 12.151,
+    "YEAR_END_WIDTH": 84.878,
+    "YEAR_END_RISE_WIDTH": 160.88,
+    "YEAR_END_FALL_WIDTH": 9.492
+  },
+  "fit": {
+    "score": 0.159
+  },
+  "warnings": [],
+  "summary": "Great Tit is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates moderate baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/great_tit_consensus.json b/modelling/data/abingdon-all/resident/great_tit_consensus.json
new file mode 100644
index 0000000..bc577da
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/great_tit_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.159",
+  "INITIAL_Y": "0.792",
+  "GROWTH_RATE": "2.137",
+  "DECAY_RATE": "3.598",
+  "SUMMER_DECAY_BOOST": "3.674",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.384",
+  "PRE_SUMMER_DECAY_END": "7.02",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.124",
+  "SPRING_CARRYOVER_WEIGHT": "0.144",
+  "SPRING_CARRYOVER_END": "7.18",
+  "SPRING_CARRYOVER_SHARPNESS": "15.978",
+  "BASELINE": "0.212",
+  "WINTER_WEIGHT": "0.444",
+  "AUTUMN_WEIGHT": "0.027",
+  "WINTER_PEAK": "3.745",
+  "AUTUMN_PEAK": "10.88",
+  "AUTUMN_ONSET": "10.64",
+  "AUTUMN_GATE_SHARPNESS": "7.457",
+  "WINTER_WIDTH": "8.895",
+  "WINTER_RISE_WIDTH": "9.254",
+  "WINTER_FALL_WIDTH": "9.456",
+  "AUTUMN_WIDTH": "6.861",
+  "AUTUMN_RISE_WIDTH": "7.017",
+  "AUTUMN_FALL_WIDTH": "6.616",
+  "SUMMER_DIP": "0.126",
+  "SUMMER_LOW": "7.72",
+  "SUMMER_ONSET": "6.245",
+  "SUMMER_GATE_SHARPNESS": "4.096",
+  "SUMMER_DECAY_ONSET": "7.115",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.87",
+  "SUMMER_WIDTH": "24.254",
+  "SUMMER_RISE_WIDTH": "35.218",
+  "SUMMER_FALL_WIDTH": "10.973",
+  "SCALE": "1.228",
+  "YEAR_END_WEIGHT": "0.167",
+  "YEAR_END_PEAK": "12.151",
+  "YEAR_END_WIDTH": "84.878",
+  "YEAR_END_RISE_WIDTH": "160.88",
+  "YEAR_END_FALL_WIDTH": "9.492",
+  "SPECIES": "Great Tit"
+}
diff --git a/modelling/data/abingdon-all/resident/great_tit_observed.csv b/modelling/data/abingdon-all/resident/great_tit_observed.csv
new file mode 100644
index 0000000..495911d
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/great_tit_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,70
+2,69
+3,86
+4,93
+5,75
+6,48
+7,15
+8,9
+9,12
+10,23
+11,21
+12,28
diff --git a/modelling/data/abingdon-all/resident/great_tit_parameters.csv b/modelling/data/abingdon-all/resident/great_tit_parameters.csv
new file mode 100644
index 0000000..d264b7d
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/great_tit_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:58:08,great_tit_observed.csv,0.1812589220450772969852978872,0.779,3.714,1.346,2.29,0.552,6.62,6.4,0.178,7.29,22.307,0.246,0.704,0.032,3.11,10.85,10.75,11.073,9.341,6.268,12.414,9.549,10.643,8.455,0.079,9.42,6.75,0.933,7.59,23.637,43.324,78.965,7.682,1.351,0.084,12.096,93.256,180.853,5.659
+2026-05-21 09:58:08,great_tit_observed.csv,0.2391720812479798196161478648,0.73,2.822,1.186,5.8,0.811,7.39,11.672,0.179,7.5,12.038,0.067,0.673,0.01,3.29,11.1,10.76,11.583,11.344,18.285,4.402,8.621,7.801,9.441,0.221,6.94,6.47,5.661,6.88,21.797,28.648,42.634,14.662,1.384,0.01,12.046,67.946,121.44,14.452
+2026-05-21 09:58:08,great_tit_observed.csv,0.3318047158184560647286228848,0.923,3.356,2.295,4.569,0.243,7.14,6.29,0.056,7.46,10.422,0.244,0.584,0.038,5.42,1.19,10.13,4.278,16.403,18.531,14.275,5.904,9.191,2.618,0.098,7.2,5.03,2.467,7.44,17.123,11.237,9.476,12.998,1.558,0.339,12.159,67.232,122.439,12.024
+2026-05-21 09:58:09,great_tit_observed.csv,0.8911288810564209973694101257,0.91,0.348,4.282,4.554,0.259,7.46,9.198,0.058,6.62,23.106,0.073,0.421,0.032,3.86,11.62,11.05,6.264,9.109,16.055,2.163,11.379,10.758,12.0,0.041,7.93,5.35,2.354,7.35,12.227,2.296,2.034,2.557,1.21,0.048,12.078,82.807,150.484,15.13
+2026-05-21 09:58:09,great_tit_observed.csv,0.1874110192759188953711895577,1.018,1.265,4.251,7.523,0.385,6.54,10.956,0.076,7.52,15.497,0.141,0.374,0.044,5.33,1.46,10.68,5.048,5.348,1.164,9.532,6.856,7.119,6.593,0.151,8.2,6.04,5.954,7.28,12.924,22.005,25.702,18.308,1.695,0.323,12.114,60.192,109.169,11.214
+2026-05-21 09:58:09,great_tit_observed.csv,1.475417892978379960546941390,1.094,0.367,5.542,2.758,0.227,6.34,5.961,0.029,6.71,27.879,0.149,0.269,0.032,5.17,11.37,9.84,5.755,2.129,2.188,2.070,2.668,4.097,1.238,0.186,6.88,5.87,6.53,7.51,14.327,10.740,10.732,10.747,1.029,0.222,12.206,109.424,212.525,6.324
+2026-05-21 09:58:10,great_tit_observed.csv,0.3950319445695901336086128694,0.612,1.809,0.682,7.14,0.68,6.65,14.947,0.117,7.6,26.619,0.104,0.69,0.045,4.39,1.43,9.68,7.558,10.985,18.64,3.33,9.658,9.59,9.726,0.248,7.25,5.54,0.91,6.83,10.562,18.588,34.981,2.194,1.493,0.341,12.194,81.583,151.555,11.611
+2026-05-21 09:58:10,great_tit_observed.csv,0.2720643313927887954641598999,0.534,1.392,4.114,3.775,0.477,7.59,14.631,0.07,7.36,11.307,0.255,0.097,0.028,4.89,1.16,10.33,2.974,3.656,6.466,0.846,5.131,3.768,6.494,0.041,6.82,5.11,1.256,7.23,16.224,24.616,29.498,19.735,1.391,0.075,12.036,51.556,93.656,9.456
+2026-05-21 09:58:10,great_tit_observed.csv,0.1943209538997184589861699490,0.793,1.2,4.613,5.63,0.496,6.4,13.483,0.154,6.96,8.549,0.315,0.596,0.029,3.18,11.9,11.26,4.708,10.723,11.999,9.447,6.834,5.812,7.857,0.017,8.75,5.38,3.187,7.14,15.85,14.642,15.79,13.495,1.48,0.004,12.273,67.415,120.495,14.335
+2026-05-21 09:58:11,great_tit_observed.csv,1.123804805962876227364157291,0.806,1.693,1.782,0.293,0.72,6.48,4.17,0.18,7.18,8.761,0.215,0.351,0.002,4.96,10.64,11.17,6.131,17.090,15.426,18.753,8.426,10.875,5.976,0.046,8.48,6.66,1.927,7.33,13.712,35.135,60.9,9.37,1.598,0.205,12.216,66.777,125.897,7.657
+2026-05-21 09:58:11,great_tit_observed.csv,0.3169372789072630476360814185,0.769,1.626,4.604,5.94,0.282,6.81,5.882,0.043,7.46,11.196,0.345,0.748,0.026,3.8,1.44,9.49,6.474,12.576,13.343,11.808,12.918,12.556,13.279,0.247,6.58,5.35,2.384,7.35,6.898,20.498,24.834,16.161,1.428,0.265,12.177,66.808,127.525,6.092
+2026-05-21 09:58:11,great_tit_observed.csv,0.7906774182524992770547038828,0.673,1.218,5.435,1.52,0.053,6.35,9.206,0.077,7.01,9.082,0.101,0.231,0.022,5.11,1.24,11.36,9.4,17.594,18.216,16.972,3.202,2.308,4.096,0.187,9.23,6.5,4.444,6.9,19.397,2.701,1.245,4.157,1.051,0.178,12.168,66.609,118.39,14.828
+2026-05-21 09:58:11,great_tit_observed.csv,0.3006607355124575840690674694,0.819,2.601,3.915,5.125,0.906,6.45,13.2,0.139,7.19,22.879,0.445,0.57,0.008,5.17,11.49,11.02,5.459,14.907,10.769,19.045,10.923,12.326,9.52,0.195,7.06,5.47,3.979,7.19,14.573,26.518,39.782,13.254,0.961,0.281,12.234,110.326,210.624,10.028
+2026-05-21 09:58:12,great_tit_observed.csv,0.4480385295334912836553405326,0.603,0.603,2.775,5.597,0.805,7.03,15.097,0.181,7.08,14.229,0.055,0.52,0.021,2.68,1.3,9.63,4.542,7.704,6.673,8.736,8.791,7.274,10.308,0.062,7.61,7.36,0.974,6.98,16.403,29.034,38.665,19.403,1.321,0.298,12.209,59.517,110.44,8.594
+2026-05-21 09:58:12,great_tit_observed.csv,0.4934437104721478810003895343,0.627,2.831,4.453,1.32,0.255,7.41,12.224,0.21,7.1,21.512,0.406,0.17,0.017,4.02,11.55,10.57,4.921,9.422,5.69,13.154,1.498,1.852,1.145,0.141,7.12,5.29,3.583,7.27,23.333,4.048,0.398,7.697,1.41,0.23,12.234,50.870,86.519,15.22
+2026-05-21 09:58:12,great_tit_observed.csv,0.2494691117851125631599337529,0.583,3.869,4.601,1.821,0.629,7.63,5.67,0.136,6.95,14.007,0.065,0.178,0.028,3.57,1.0,10.72,4.743,11.138,11.226,11.049,5.994,1.041,10.948,0.166,9.09,5.05,7.364,7.53,11.172,16.514,14.359,18.67,1.381,0.123,12.082,83.124,160.517,5.73
+2026-05-21 09:58:13,great_tit_observed.csv,0.3360164016389292383253308457,0.745,0.571,2.01,3.426,0.135,7.29,4.489,0.002,7.59,21.222,0.325,0.077,0.001,5.02,10.77,10.62,9.491,14.813,10.607,19.019,2.082,1.997,2.167,0.146,8.37,7.29,2.563,7.49,8.744,13.931,24.991,2.871,1.351,0.202,12.256,56.811,98.051,15.571
+2026-05-21 09:58:13,great_tit_observed.csv,0.2862014022644917565423610304,0.921,1.944,2.529,0.626,0.501,7.11,7.759,0.154,6.61,8.443,0.093,0.217,0.049,4.55,11.05,11.35,4.622,11.978,17.187,6.768,6.076,4.004,8.148,0.222,8.71,5.68,6.42,7.44,17.433,20.008,23.86,16.157,1.282,0.261,12.134,94.308,180.058,8.558
+2026-05-21 09:58:13,great_tit_observed.csv,1.586918592471777063843229006,0.527,3.636,1.868,7.753,0.702,6.87,9.599,0.201,6.68,13.182,0.388,0.309,0.009,2.55,10.59,9.25,7.898,4.834,6.773,2.896,3.547,4.036,3.058,0.165,7.84,6.94,3.03,7.22,14.076,44.061,76.585,11.537,1.737,0.177,12.148,94.274,178.759,9.788
+2026-05-21 09:58:14,great_tit_observed.csv,0.2520868951117554777461722667,0.864,0.471,4.307,7.412,0.26,7.65,11.652,0.12,7.18,22.521,0.227,0.721,0.025,4.07,10.74,10.23,9.147,11.632,19.177,4.086,11.918,13.522,10.314,0.171,8.45,5.94,5.921,6.83,16.73,28.622,37.848,19.397,1.124,0.217,12.153,69.503,127.605,11.401
+2026-05-21 09:58:14,great_tit_observed.csv,1.299943939944863607261602546,1.008,0.394,4.685,4.943,0.733,6.67,10.195,0.074,7.46,24.205,0.363,0.717,0.021,4.86,11.91,10.0,2.888,7.944,14.912,0.976,7.630,8.624,6.636,0.25,8.59,7.03,1.253,7.57,11.96,16.726,31.323,2.129,1.435,0.322,12.138,84.952,162.703,7.202
+2026-05-21 09:58:14,great_tit_observed.csv,0.4700418688380644297036020507,0.969,0.539,2.907,7.552,0.797,6.37,8.798,0.115,6.99,25.039,0.338,0.274,0.041,3.81,10.6,11.26,6.494,13.232,17.615,8.849,0.794,0.663,0.925,0.005,8.58,6.26,7.482,7.37,10.209,28.377,48.941,7.813,1.45,0.021,12.08,65.456,121.837,9.075
+2026-05-21 09:58:15,great_tit_observed.csv,0.3139465893200900014934860518,1.083,0.716,0.976,5.208,0.198,6.81,7.546,0.118,7.61,21.073,0.325,0.253,0.041,5.37,1.01,10.49,9.234,11.368,11.454,11.282,12.562,11.125,14.000,0.135,7.38,5.42,5.629,7.18,16.425,34.452,54.476,14.427,1.011,0.146,12.112,113.376,221.891,4.862
+2026-05-21 09:58:15,great_tit_observed.csv,0.3401256298175040729730697049,0.554,0.408,0.258,0.151,0.521,7.07,10.302,0.103,6.75,7.827,0.241,0.188,0.048,4.54,11.86,11.18,5.103,6.916,3.046,10.787,6.688,5.417,7.958,0.012,6.61,6.36,6.025,6.66,9.132,38.553,66.283,10.823,0.974,0.28,12.065,47.458,90.372,4.543
+2026-05-21 09:58:15,great_tit_observed.csv,0.5477660968048181021051269482,0.961,3.258,1.023,2.22,0.919,7.71,5.427,0.064,7.41,24.851,0.389,0.064,0.005,5.05,1.44,10.24,6.547,0.673,0.693,0.653,6.050,3.769,8.332,0.212,7.69,5.31,2.187,7.23,11.31,11.704,15.145,8.262,1.211,0.255,12.078,85.094,157.869,12.318
+2026-05-21 09:58:16,great_tit_observed.csv,1.503056522947890766847784638,0.968,2.378,1.436,5.452,0.927,7.06,8.234,0.006,7.48,21.689,0.201,0.47,0.006,3.06,11.07,9.44,7.481,12.464,4.978,19.949,3.404,5.37,1.438,0.177,6.97,7.26,4.08,7.33,11.27,8.403,6.88,9.926,1.568,0.075,12.225,54.911,97.161,12.661
+2026-05-21 09:58:16,great_tit_observed.csv,1.226005914682725534232837708,0.638,3.19,1.18,4.5,0.669,6.85,9.421,0.114,7.27,27.157,0.191,0.474,0.028,5.0,11.33,10.94,2.786,7.413,6.828,7.998,6.715,5.923,7.507,0.13,9.32,5.07,1.68,7.27,23.524,30.462,44.563,16.361,1.44,0.314,12.109,110.446,214.992,5.899
+2026-05-21 09:58:16,great_tit_observed.csv,0.4978493645546987051103151536,0.664,0.316,4.17,0.763,0.38,6.81,9.789,0.002,7.46,20.744,0.166,0.249,0.023,4.87,11.0,10.43,7.907,16.362,16.043,16.682,8.312,5.017,11.606,0.07,8.24,6.87,6.238,6.65,16.29,10.380,6.667,14.092,1.452,0.348,12.139,47.562,87.38,7.745
+2026-05-21 09:58:17,great_tit_observed.csv,38.34654042500482704185840784,0.881,1.788,4.786,0.101,0.149,7.31,6.508,0.076,7.28,9.414,0.43,0.651,0.003,4.66,10.93,9.75,8.65,8.280,16.029,0.53,6.374,6.763,5.985,0.023,6.59,6.53,1.277,6.98,13.67,33.949,55.235,12.663,1.128,0.29,12.091,106.138,206.404,5.871
+2026-05-21 09:58:17,great_tit_observed.csv,0.1731594258765837591784304516,0.869,2.093,3.26,1.758,0.08,6.29,4.51,0.091,7.16,9.589,0.168,0.528,0.017,3.95,11.89,10.88,10.556,8.132,15.017,1.247,9.159,11.802,6.516,0.201,7.53,5.79,5.156,6.89,23.217,6.621,7.806,5.436,1.77,0.237,12.237,111.952,216.202,7.702
+2026-05-21 09:58:17,great_tit_observed.csv,0.4431818456154391947535744636,0.537,2.368,5.205,4.838,0.554,6.72,15.812,0.064,6.88,24.823,0.268,0.668,0.015,3.19,11.4,10.15,2.562,15.268,18.76,11.777,4.078,5.101,3.054,0.123,7.76,5.29,7.185,7.22,23.389,42.648,70.539,14.757,1.248,0.283,12.02,118.014,228.398,7.63
+2026-05-21 09:58:17,great_tit_observed.csv,0.8879868266210802236227207217,1.021,1.598,4.693,7.569,0.709,7.67,14.906,0.114,7.07,25.515,0.424,0.595,0.009,4.62,11.57,10.8,3.219,4.177,0.654,7.7,4.545,5.038,4.052,0.11,8.83,6.42,2.957,6.65,23.548,38.298,66.373,10.222,1.477,0.327,12.104,121.449,230.265,12.633
+2026-05-21 09:58:18,great_tit_observed.csv,0.3021923546034654356805411844,0.594,0.319,2.587,1.082,0.414,6.31,7.832,0.102,7.27,12.755,0.066,0.251,0.038,2.73,1.15,10.98,8.053,5.388,9.074,1.703,4.610,5.863,3.356,0.083,8.31,6.48,1.763,6.61,13.641,25.386,41.049,9.723,1.486,0.065,12.22,83.296,155.739,10.854
+2026-05-21 09:58:18,great_tit_observed.csv,2.813327045965348388737328967,0.535,2.467,0.256,4.187,0.328,6.92,13.312,0.033,7.04,16.54,0.158,0.271,0.001,4.7,11.35,10.05,9.155,13.628,14.407,12.849,5.795,1.547,10.043,0.237,8.37,5.75,1.294,7.29,23.588,25.346,36.599,14.092,1.622,0.24,12.083,122.155,231.026,13.284
+2026-05-21 09:58:18,great_tit_observed.csv,1.304038746604449975745099861,0.896,0.315,0.938,3.913,0.641,7.03,12.433,0.173,6.84,24.841,0.373,0.522,0.026,3.27,10.93,9.65,3.17,13.338,13.724,12.952,5.494,10.418,0.569,0.119,8.02,6.97,1.799,7.31,9.336,35.160,60.497,9.824,1.572,0.154,12.234,72.225,140.444,4.006
+2026-05-21 09:58:19,great_tit_observed.csv,1.036527997368186852390464638,1.035,3.386,3.219,1.124,0.851,7.14,11.76,0.087,7.15,20.964,0.173,0.07,0.038,5.42,10.61,9.89,7.093,11.176,9.959,12.394,8.521,6.924,10.118,0.17,6.58,5.04,2.418,7.48,18.554,16.346,28.614,4.078,1.659,0.064,12.278,112.388,214.968,9.807
+2026-05-21 09:58:19,great_tit_observed.csv,0.4945291489845369059673861296,1.063,2.166,3.664,5.751,0.747,6.6,13.331,0.004,6.87,14.781,0.087,0.145,0.021,3.51,10.78,9.75,6.957,4.592,3.473,5.712,3.184,2.725,3.644,0.038,8.63,5.97,5.213,7.21,13.237,35.748,64.541,6.954,1.294,0.035,12.241,53.158,94.885,11.432
+2026-05-21 09:58:19,great_tit_observed.csv,0.2136917565123079638434610125,0.88,3.886,2.092,7.748,0.588,7.28,11.271,0.149,6.92,22.495,0.347,0.586,0.045,4.78,1.25,10.42,7.449,19.199,18.611,19.787,7.813,3.878,11.748,0.008,7.43,7.1,4.034,7.25,7.446,12.746,14.952,10.539,1.534,0.029,12.216,55.008,105.194,4.822
+2026-05-21 09:58:20,great_tit_observed.csv,3.377142071373641611167966782,0.97,2.084,0.207,1.908,0.884,7.34,15.721,0.005,7.54,20.573,0.246,0.637,0.03,3.81,11.76,10.15,2.471,6.855,6.118,7.592,4.728,8.759,0.697,0.162,8.83,7.2,4.134,7.56,9.684,33.913,66.153,1.673,1.253,0.268,12.06,80.217,151.982,8.452
+2026-05-21 09:58:20,great_tit_observed.csv,0.3234616241625521178996999000,0.727,0.829,1.869,7.279,0.022,6.95,12.821,0.194,7.15,22.82,0.26,0.044,0.041,3.16,1.37,9.87,4.679,4.882,7.289,2.475,5.604,4.728,6.48,0.217,8.88,5.87,1.97,7.44,9.703,25.080,49.622,0.539,1.129,0.172,12.149,91.880,170.779,12.98
+2026-05-21 09:58:20,great_tit_observed.csv,0.9447816534631478649893045154,0.928,1.968,1.089,6.358,0.862,7.1,4.43,0.157,6.62,20.749,0.153,0.207,0.039,2.5,10.67,10.09,4.133,17.648,17.551,17.744,10.574,13.848,7.299,0.163,8.6,5.79,1.954,6.87,23.917,26.528,52.451,0.605,1.395,0.035,12.274,44.051,80.034,8.068
+2026-05-21 09:58:21,great_tit_observed.csv,0.2013709171272715165694199980,1.072,1.056,5.373,0.352,0.204,6.3,7.47,0.04,6.61,26.976,0.429,0.323,0.005,3.56,11.55,10.85,8.585,15.425,16.542,14.308,2.868,3.059,2.677,0.211,7.29,5.24,4.849,7.21,14.069,36.836,67.918,5.754,1.479,0.166,12.056,45.436,83.029,7.842
+2026-05-21 09:58:21,great_tit_observed.csv,0.4157069027715062483090459107,0.899,1.38,1.186,0.04,0.239,7.46,13.328,0.052,6.93,21.291,0.397,0.016,0.035,2.93,11.45,11.24,5.309,8.014,7.841,8.188,1.580,1.678,1.482,0.237,8.74,5.84,5.054,6.88,17.898,42.454,69.651,15.257,1.17,0.254,12.15,108.018,206.257,9.779
+2026-05-21 09:58:21,great_tit_observed.csv,0.7699926335844000977762131176,0.822,2.756,3.088,7.535,0.435,6.56,3.002,0.214,6.85,10.835,0.155,0.291,0.048,4.05,11.02,10.51,9.442,10.928,18.941,2.915,6.450,4.872,8.029,0.104,7.49,6.75,3.703,6.91,13.71,14.768,22.564,6.972,1.765,0.122,12.242,73.294,138.141,8.448
+2026-05-21 09:58:22,great_tit_observed.csv,0.2459487250126548926006341436,0.615,0.713,2.998,7.725,0.223,7.45,8.304,0.177,6.68,9.867,0.163,0.152,0.039,2.99,10.58,10.32,7.893,19.178,18.356,20.000,12.948,13.444,12.453,0.194,7.26,6.93,5.536,6.62,22.185,19.817,37.18,2.454,1.31,0.189,12.296,104.476,193.579,15.373
+2026-05-21 09:58:22,great_tit_observed.csv,0.1891782126881325539672028668,1.059,3.312,2.194,5.465,0.462,6.28,5.53,0.077,7.2,8.104,0.334,0.483,0.007,4.34,11.75,11.22,8.387,3.585,3.849,3.321,10.952,11.191,10.714,0.054,8.12,6.64,6.483,6.85,15.317,27.926,36.702,19.149,1.529,0.044,12.098,47.226,84.426,10.027
+2026-05-21 09:58:22,great_tit_observed.csv,0.1394429099523716467904543804,0.909,0.533,3.648,6.604,0.033,7.54,9.974,0.181,7.11,12.785,0.405,0.29,0.017,3.84,10.74,9.32,7.852,19.572,19.356,19.789,2.768,2.713,2.824,0.077,9.4,7.39,2.858,6.62,14.578,8.019,8.46,7.578,1.233,0.238,12.291,50.621,90.853,10.389
+2026-05-21 09:58:23,great_tit_observed.csv,0.4537458367564908731983796791,0.809,1.874,4.648,7.81,0.188,6.88,7.555,0.079,7.19,12.165,0.175,0.034,0.019,3.9,11.42,10.04,9.487,15.563,15.810,15.316,8.450,8.747,8.154,0.169,6.98,5.13,2.857,7.53,14.124,10.964,9.619,12.309,1.795,0.223,12.041,56.438,102.476,10.399
+2026-05-21 09:58:23,great_tit_observed.csv,0.8381808272416460204518418357,1.049,2.251,5.538,5.882,0.405,7.46,13.228,0.09,6.75,9.307,0.256,0.153,0.032,2.66,11.57,10.29,6.673,15.341,14.135,16.547,5.884,0.576,11.193,0.103,7.81,6.49,7.316,7.53,8.169,40.104,72.851,7.358,0.937,0.172,12.179,46.969,83.111,10.827
+2026-05-21 09:58:23,great_tit_observed.csv,1.508263794250781275224640761,0.508,3.229,2.99,5.545,0.209,7.74,15.209,0.042,6.95,10.556,0.28,0.629,0.044,4.21,1.31,10.3,5.81,14.882,17.218,12.546,8.506,11.772,5.239,0.064,9.26,5.41,4.158,7.31,12.635,11.824,15.118,8.53,0.849,0.003,12.253,105.990,198.627,13.354
+2026-05-21 09:58:23,great_tit_observed.csv,0.4117642735699323348473021497,1.033,3.196,1.462,4.311,0.303,7.07,15.772,0.07,6.92,22.763,0.223,0.172,0.031,4.73,10.93,10.67,7.899,10.904,17.298,4.511,9.174,11.234,7.115,0.116,6.55,5.33,6.302,7.44,23.598,19.569,30.21,8.928,1.476,0.092,12.296,65.582,115.292,15.872
+2026-05-21 09:58:24,great_tit_observed.csv,0.5600383859302478497338894479,1.075,3.574,5.595,6.683,0.714,7.07,14.384,0.057,7.05,13.621,0.099,0.53,0.032,4.22,10.55,9.81,9.263,19.344,19.196,19.493,11.236,10.778,11.694,0.113,6.61,6.97,7.246,7.44,7.043,16.510,16.692,16.329,1.046,0.063,12.006,53.965,93.298,14.632
+2026-05-21 09:58:24,great_tit_observed.csv,1.197238398946166693777233550,1.05,0.896,2.368,3.067,0.943,7.57,4.045,0.078,7.23,18.295,0.372,0.581,0.042,5.24,1.4,10.71,8.611,13.418,7.269,19.567,3.568,5.621,1.515,0.158,7.21,7.21,5.772,7.36,21.572,18.736,29.052,8.42,1.489,0.196,12.279,119.826,234.231,5.421
+2026-05-21 09:58:24,great_tit_observed.csv,0.8000937277309387788819871402,1.044,3.036,4.116,3.884,0.317,6.58,6.67,0.086,6.87,7.124,0.261,0.336,0.046,4.59,10.98,10.83,11.165,10.642,7.72,13.563,8.134,8.607,7.660,0.059,8.59,7.19,6.623,6.6,13.323,22.277,30.231,14.323,0.953,0.077,12.239,117.756,220.161,15.351
+2026-05-21 09:58:25,great_tit_observed.csv,0.1925211607696330680243932670,0.656,2.978,2.075,4.497,0.758,7.25,12.333,0.154,6.71,21.925,0.349,0.625,0.016,4.86,11.51,9.43,8.599,10.608,9.507,11.708,5.266,2.592,7.941,0.119,7.26,6.29,6.63,6.93,19.487,37.374,59.588,15.159,1.472,0.184,12.057,88.165,163.496,12.834
+2026-05-21 09:58:25,great_tit_observed.csv,0.1414963257654626549993639477,0.985,0.929,4.789,5.316,0.11,6.35,7.443,0.212,7.11,15.226,0.316,0.26,0.034,3.61,1.31,11.08,3.086,8.818,14.38,3.255,7.085,11.904,2.266,0.106,8.01,5.15,4.095,7.19,12.05,19.396,21.654,17.137,1.178,0.205,12.174,59.449,104.892,14.006
+2026-05-21 09:58:25,great_tit_observed.csv,0.1145090560502490580178544039,0.938,2.195,3.128,3.065,0.697,7.63,3.206,0.001,7.31,21.724,0.28,0.686,0.045,3.6,11.65,11.46,2.176,15.726,18.043,13.409,7.700,8.761,6.638,0.081,8.32,5.58,3.94,6.91,21.185,30.868,53.778,7.959,1.069,0.342,12.258,125.046,234.887,15.204
+2026-05-21 09:58:26,great_tit_observed.csv,0.4774038668509850227028722052,0.64,2.087,3.171,0.618,0.233,6.75,4.4,0.13,6.84,7.74,0.385,0.001,0.025,3.03,11.43,10.06,8.63,12.388,18.981,5.796,8.371,12.071,4.671,0.168,8.72,5.43,6.213,6.83,22.608,23.775,32.01,15.54,1.039,0.195,12.073,114.910,224.151,5.668
+2026-05-21 09:58:26,great_tit_observed.csv,0.8591470221375861907934767140,0.834,1.781,1.381,0.193,0.852,7.0,15.41,0.132,7.12,17.596,0.207,0.273,0.001,3.81,11.97,9.5,8.488,17.638,18.138,17.139,6.062,6.296,5.828,0.023,7.96,6.07,4.936,7.47,23.175,22.537,31.953,13.121,1.387,0.317,12.055,83.420,155.996,10.844
+2026-05-21 09:58:26,great_tit_observed.csv,0.7752330747984741955662619014,0.657,1.95,2.156,2.352,0.828,6.33,6.898,0.064,6.84,7.027,0.078,0.264,0.007,3.4,1.0,10.28,10.093,9.318,12.119,6.516,4.058,7.25,0.866,0.181,7.45,6.25,4.287,7.38,9.694,28.223,53.68,2.766,1.469,0.105,12.23,94.057,174.555,13.559
+2026-05-21 09:58:27,great_tit_observed.csv,0.2133716411247129809081503288,0.909,3.051,1.153,3.489,0.89,7.41,9.286,0.19,7.02,25.745,0.353,0.679,0.026,2.69,11.49,10.1,4.854,18.320,16.640,20.000,4.098,1.718,6.479,0.242,6.56,5.63,6.089,7.56,17.304,23.213,30.228,16.198,1.201,0.044,12.229,72.429,137.928,6.93
+2026-05-21 09:58:27,great_tit_observed.csv,4.498159178425858435474815647,0.507,2.877,1.965,7.013,0.834,7.46,15.419,0.197,7.04,19.765,0.233,0.323,0.036,5.21,10.89,10.24,9.923,5.072,7.671,2.472,7.212,4.748,9.676,0.244,6.62,6.97,6.838,7.56,7.714,33.411,47.202,19.62,1.673,0.009,12.157,55.412,101.818,9.006
+2026-05-21 09:58:27,great_tit_observed.csv,1.412875795448227130515943266,0.972,2.178,0.653,3.179,0.917,7.73,14.092,0.087,7.29,24.575,0.071,0.451,0.036,3.42,1.42,10.67,9.245,12.310,9.259,15.361,5.102,7.189,3.015,0.097,7.69,6.21,5.809,7.19,14.135,12.654,17.375,7.932,1.491,0.241,12.218,63.936,121.942,5.93
+2026-05-21 09:58:28,great_tit_observed.csv,0.4668771569219475709263234888,0.823,2.698,3.119,1.88,0.945,6.65,14.801,0.076,7.03,17.71,0.283,0.173,0.006,3.17,10.71,11.47,11.863,17.943,19.932,15.954,10.920,13.579,8.261,0.2,8.52,6.5,3.812,7.58,12.101,20.510,39.675,1.344,1.149,0.311,12.298,75.096,145.911,4.282
+2026-05-21 09:58:28,great_tit_observed.csv,0.3040823592053745936164289556,0.571,2.302,3.216,4.692,0.337,6.47,13.873,0.119,7.31,12.992,0.39,0.195,0.025,4.48,10.68,10.46,9.375,2.052,1.119,2.984,7.680,6.505,8.856,0.088,6.53,6.25,5.63,7.04,14.815,19.564,26.661,12.468,1.363,0.284,12.014,86.378,167.158,5.598
+2026-05-21 09:58:28,great_tit_observed.csv,0.8067585918509660726944636157,0.764,0.696,5.93,0.211,0.643,6.8,12.832,0.072,6.58,27.693,0.105,0.166,0.046,4.27,1.05,10.95,9.224,14.139,11.011,17.267,4.907,2.974,6.84,0.195,7.38,5.53,5.507,7.26,23.581,30.370,43.4,17.341,0.853,0.211,12.19,53.480,92.486,14.474
+2026-05-21 09:58:29,great_tit_observed.csv,0.4559274527447074271193025775,0.649,2.75,1.978,1.815,0.838,6.49,4.989,0.197,7.27,16.41,0.124,0.689,0.043,3.3,1.39,9.37,6.645,6.839,12.162,1.516,4.554,8.674,0.434,0.225,8.74,6.58,6.852,6.85,16.413,6.252,9.238,3.266,1.662,0.165,12.276,116.975,223.527,10.423
+2026-05-21 09:58:29,great_tit_observed.csv,37.62240851557293392638258891,0.933,1.242,0.272,0.314,0.82,7.52,11.345,0.196,7.13,23.198,0.138,0.364,0.005,2.85,1.05,10.3,9.925,3.728,4.58,2.875,10.168,7.828,12.508,0.247,6.78,6.08,2.155,7.26,21.515,21.358,30.509,12.207,1.3,0.017,12.261,85.131,159.584,10.678
+2026-05-21 09:58:29,great_tit_observed.csv,0.2618989786910831845465228618,0.973,3.261,1.659,4.48,0.202,7.35,4.343,0.036,7.26,8.129,0.081,0.356,0.038,4.01,11.01,10.62,6.671,8.728,4.892,12.565,6.867,12.584,1.15,0.06,7.96,5.18,7.791,6.76,11.279,21.384,28.817,13.952,1.567,0.126,12.081,106.417,200.551,12.283
+2026-05-21 09:58:30,great_tit_observed.csv,0.2672448236402495041489637343,0.936,0.53,0.435,3.603,0.704,7.32,5.299,0.081,6.75,12.583,0.052,0.08,0.021,4.59,1.49,9.61,11.914,7.684,14.396,0.971,5.240,6.262,4.217,0.071,7.22,7.25,5.179,7.41,10.07,13.709,23.504,3.914,1.112,0.074,12.118,116.470,222.03,10.911
+2026-05-21 09:58:30,great_tit_observed.csv,0.1767422893242714923901023862,0.615,1.204,5.738,5.358,0.615,6.78,12.772,0.143,7.61,22.064,0.121,0.044,0.038,3.06,1.38,9.53,9.357,7.798,8.230,7.366,6.270,8.703,3.837,0.219,7.73,5.19,4.102,7.5,13.84,16.002,20.043,11.96,1.19,0.299,12.069,99.178,187.425,10.93
+2026-05-21 09:58:30,great_tit_observed.csv,1.618593666032436574040207357,0.638,3.31,1.009,3.208,0.39,7.3,14.265,0.012,7.52,19.085,0.209,0.255,0.026,3.05,11.04,9.98,8.892,1.632,1.637,1.627,12.247,11.561,12.933,0.042,7.16,6.71,1.536,7.5,11.641,39.495,59.132,19.858,1.633,0.132,12.153,114.332,222.139,6.524
+2026-05-21 09:58:30,great_tit_observed.csv,0.7895351367110955500876866292,0.503,3.669,3.899,3.05,0.805,7.46,9.529,0.128,6.95,18.713,0.36,0.202,0.016,4.78,10.72,10.16,3.274,8.080,7.658,8.502,0.844,0.911,0.776,0.079,8.62,6.85,6.532,6.6,14.092,32.230,53.805,10.654,1.661,0.334,12.114,108.614,208.783,8.444
+2026-05-21 09:58:31,great_tit_observed.csv,0.1980752001032211143978248050,0.735,1.313,1.06,1.159,0.71,6.38,14.062,0.081,6.91,27.979,0.346,0.192,0.032,3.13,10.94,10.34,9.812,12.003,17.547,6.459,4.796,5.115,4.476,0.249,7.02,6.18,4.998,7.16,8.798,9.422,16.598,2.246,0.991,0.014,12.011,67.857,120.822,14.892
+2026-05-21 09:58:31,great_tit_observed.csv,0.7389690756889317011447819591,0.663,1.192,5.443,5.333,0.364,6.34,6.318,0.006,7.22,10.703,0.141,0.256,0.045,4.93,10.95,10.69,8.137,3.256,3.181,3.331,10.826,9.856,11.797,0.18,9.26,6.18,2.276,6.99,7.614,14.668,9.378,19.957,0.954,0.058,12.188,98.984,186.939,11.028
+2026-05-21 09:58:31,great_tit_observed.csv,0.1860572104843514971314707852,0.613,2.699,5.018,3.914,0.524,6.99,8.524,0.216,7.45,15.297,0.258,0.485,0.031,2.7,1.36,9.84,9.331,14.339,12.178,16.5,1.298,1.269,1.327,0.146,7.48,6.8,1.475,7.43,12.362,35.636,59.445,11.827,1.079,0.311,12.096,85.024,163.355,6.694
+2026-05-21 09:58:32,great_tit_observed.csv,0.2264803056499656233906555394,0.51,3.545,2.037,4.621,0.092,7.44,10.422,0.064,6.7,7.285,0.211,0.323,0.013,4.38,11.88,10.15,5.751,5.364,2.939,7.789,5.941,9.434,2.448,0.093,8.86,7.41,3.686,6.89,21.176,11.050,13.979,8.122,0.904,0.314,12.127,113.188,211.65,14.727
+2026-05-21 09:58:32,great_tit_observed.csv,0.4251066026767728337463242034,1.077,1.426,5.935,1.789,0.914,6.63,11.952,0.04,7.55,13.234,0.201,0.426,0.004,5.33,11.69,10.82,3.303,7.463,7.412,7.514,9.982,10.247,9.716,0.085,6.82,5.66,1.822,7.59,11.645,37.258,67.416,7.101,0.906,0.144,12.011,108.830,205.867,11.793
+2026-05-21 09:58:32,great_tit_observed.csv,0.5156486547472471336755823859,0.975,1.402,3.719,6.877,0.39,7.54,7.02,0.2,6.75,13.134,0.104,0.47,0.026,4.53,1.29,11.18,10.544,17.546,18.781,16.312,6.082,9.699,2.466,0.026,7.44,6.18,6.986,7.2,11.079,8.944,14.092,3.796,0.981,0.343,12.075,121.106,230.439,11.772
+2026-05-21 09:58:33,great_tit_observed.csv,0.2119760428233321184801320673,0.629,2.782,4.524,2.314,0.607,7.28,15.018,0.13,7.45,10.283,0.326,0.415,0.007,2.54,11.71,9.33,8.973,11.891,5.054,18.728,11.595,9.395,13.795,0.16,7.31,6.58,6.42,7.32,10.068,25.323,31.885,18.761,0.902,0.312,12.26,63.852,117.477,10.228
+2026-05-21 09:58:33,great_tit_observed.csv,0.2572317573995709179341598038,0.506,2.949,5.654,3.738,0.191,6.89,14.119,0.191,7.2,14.834,0.305,0.223,0.041,3.75,10.8,10.34,9.649,10.122,10.923,9.322,7.722,2.38,13.063,0.234,7.39,7.48,3.004,6.69,8.456,45.741,78.517,12.965,0.933,0.12,12.145,73.908,132.385,15.432
+2026-05-21 09:58:33,great_tit_observed.csv,0.1415244415730271243152917509,0.581,1.679,5.206,3.718,0.489,7.49,13.643,0.219,7.28,15.38,0.141,0.06,0.032,4.71,10.77,9.25,9.713,10.211,6.601,13.821,1.964,0.551,3.377,0.161,6.88,7.23,3.406,7.44,18.809,30.634,57.073,4.196,1.198,0.074,12.037,99.288,194.057,4.52
+2026-05-21 09:58:34,great_tit_observed.csv,0.7277349091086515660489374118,0.883,2.661,5.74,6.048,0.547,6.95,5.861,0.046,7.42,24.479,0.245,0.112,0.001,4.41,11.8,10.47,10.756,8.892,16.421,1.363,4.929,4.06,5.798,0.248,9.17,5.32,4.253,6.7,10.564,27.269,49.395,5.143,1.447,0.067,12.149,125.002,238.588,11.416
+2026-05-21 09:58:34,great_tit_observed.csv,0.4820308881759732031611338483,0.551,3.396,4.295,7.281,0.631,7.04,4.919,0.087,7.44,6.875,0.229,0.249,0.003,2.96,11.75,10.74,3.247,7.262,4.999,9.526,7.662,6.757,8.568,0.231,9.19,6.69,1.903,7.35,14.9,42.243,79.926,4.56,0.837,0.061,12.085,66.022,125.131,6.912
+2026-05-21 09:58:34,great_tit_observed.csv,0.09656100243335123513293721510,0.863,1.602,4.153,6.953,0.189,7.69,12.494,0.115,6.67,15.235,0.405,0.311,0.014,3.65,1.43,9.53,8.164,5.611,5.481,5.741,5.719,6.715,4.723,0.07,8.95,5.66,6.335,7.27,22.008,26.690,42.885,10.494,1.44,0.033,12.165,62.262,115.394,9.129
+2026-05-21 09:58:35,great_tit_observed.csv,0.1813999075708651561954434124,0.967,1.064,5.151,1.17,0.689,6.79,13.78,0.02,7.39,22.758,0.131,0.568,0.025,3.8,11.99,10.96,7.07,8.972,10.014,7.93,5.078,8.942,1.213,0.123,6.57,6.59,1.284,7.39,13.753,43.658,72.03,15.286,1.504,0.161,12.014,52.439,96.907,7.971
+2026-05-21 09:58:35,great_tit_observed.csv,0.3681609175689070784674237284,0.911,1.452,3.416,2.303,0.383,7.03,5.302,0.212,7.0,14.933,0.392,0.548,0.049,3.56,1.04,11.15,3.506,11.274,5.702,16.845,11.340,11.922,10.757,0.213,7.3,6.39,3.587,7.34,20.993,10.286,15.278,5.293,1.525,0.283,12.146,73.352,140.323,6.38
+2026-05-21 09:58:35,great_tit_observed.csv,0.2620069129535951583772761254,0.915,0.851,0.213,4.22,0.354,6.58,14.012,0.032,6.62,22.686,0.157,0.095,0.048,3.4,11.17,9.34,7.393,9.713,13.566,5.86,8.968,4.122,13.813,0.212,7.28,6.01,3.812,7.33,22.399,41.406,64.582,18.23,1.166,0.09,12.152,89.062,166.816,11.309
+2026-05-21 09:58:35,great_tit_observed.csv,3.699395494118953304708242379,0.679,2.825,0.378,5.188,0.909,7.06,15.016,0.051,7.27,12.69,0.17,0.061,0.007,2.6,10.51,9.88,2.973,5.514,0.978,10.051,5.932,9.235,2.629,0.178,7.61,6.74,6.008,6.83,14.809,14.087,19.937,8.237,1.711,0.209,12.249,92.484,171.39,13.577
+2026-05-21 09:58:36,great_tit_observed.csv,0.3050481851660288562385581798,0.962,3.001,2.157,2.355,0.629,7.61,3.451,0.104,6.58,25.068,0.256,0.043,0.028,3.55,1.26,10.59,11.557,15.864,19.399,12.33,3.776,1.72,5.831,0.13,8.43,6.75,5.434,6.75,6.283,15.208,11.969,18.448,1.242,0.103,12.013,119.712,225.055,14.37
+2026-05-21 09:58:36,great_tit_observed.csv,38.97456539921804296723956095,0.673,0.375,2.052,6.628,0.709,7.14,9.979,0.104,6.92,8.254,0.35,0.363,0.021,5.18,10.81,9.92,2.973,10.200,19.78,0.62,7.107,13.464,0.75,0.119,6.88,6.68,4.307,7.02,22.257,18.391,21.678,15.104,1.485,0.094,12.061,52.316,92.067,12.565
+2026-05-21 09:58:36,great_tit_observed.csv,0.2965616122263622352250198016,0.609,0.358,3.031,2.432,0.336,7.06,3.303,0.057,6.76,19.714,0.094,0.278,0.006,5.28,11.69,10.27,2.465,14.980,10.675,19.285,11.758,13.664,9.851,0.098,8.89,6.04,5.099,7.42,7.454,13.978,10.341,17.615,1.598,0.068,12.196,76.126,137.235,15.017
+2026-05-21 09:58:37,great_tit_observed.csv,0.1513810980470187981380383255,1.013,0.796,5.032,1.403,0.672,7.51,11.479,0.166,7.37,24.308,0.075,0.736,0.005,4.08,10.59,11.25,7.366,12.068,19.715,4.422,0.732,0.681,0.782,0.121,7.54,7.43,2.802,6.85,21.51,33.458,57.569,9.348,1.466,0.191,12.275,88.632,165.99,11.274
+2026-05-21 09:58:37,great_tit_observed.csv,0.2446530970254618701977866429,1.087,2.104,2.368,3.705,0.318,7.22,9.328,0.129,7.1,23.445,0.251,0.305,0.019,4.75,10.62,9.42,2.715,12.564,17.967,7.161,7.824,7.549,8.099,0.184,7.35,6.13,7.608,6.79,23.213,35.837,67.089,4.585,1.467,0.173,12.194,104.302,204.425,4.18
+2026-05-21 09:58:37,great_tit_observed.csv,0.1854089657117386228314240766,0.561,3.706,2.829,1.132,0.209,6.92,13.559,0.206,7.27,10.39,0.207,0.508,0.028,5.4,1.33,9.64,6.676,14.484,14.236,14.732,6.866,5.474,8.257,0.155,7.33,6.25,6.332,7.52,13.934,23.884,31.634,16.133,1.696,0.173,12.254,102.352,198.723,5.98
+2026-05-21 09:58:38,great_tit_observed.csv,0.1785802456432818480115485775,0.879,3.122,0.888,5.711,0.804,7.53,10.129,0.168,7.35,13.49,0.329,0.669,0.038,2.93,11.22,10.68,5.978,9.586,3.428,15.745,12.247,12.244,12.25,0.165,7.23,5.84,3.573,7.44,21.674,13.246,13.817,12.676,0.865,0.189,12.282,62.972,120.794,5.151
+2026-05-21 09:58:38,great_tit_observed.csv,0.4979077706629885685747396733,0.731,1.227,2.491,7.377,0.425,7.63,4.862,0.044,7.12,7.25,0.11,0.288,0.049,3.26,1.08,9.56,7.499,9.331,12.471,6.191,11.420,12.004,10.837,0.215,7.76,5.73,7.061,6.62,7.945,40.726,62.059,19.393,0.889,0.116,12.2,89.784,166.538,13.03
+2026-05-21 09:58:38,great_tit_observed.csv,0.1578552089866787226170614571,0.743,0.578,2.7,4.286,0.869,7.25,14.792,0.206,6.55,21.16,0.189,0.524,0.04,4.29,10.7,10.07,4.363,4.308,1.499,7.117,5.914,6.221,5.607,0.047,7.31,7.24,7.393,7.09,17.839,6.296,1.601,10.99,1.179,0.056,12.007,85.120,163.222,7.019
+2026-05-21 09:58:39,great_tit_observed.csv,1.984502920251677966109330345,0.524,1.867,3.369,1.049,0.832,6.55,15.309,0.136,6.75,10.106,0.104,0.147,0.038,3.97,11.36,10.47,2.57,7.460,13.455,1.466,9.154,11.205,7.103,0.108,7.65,6.27,3.15,7.17,18.42,16.500,25.433,7.568,1.704,0.16,12.18,48.352,82.065,14.64
+2026-05-21 09:58:39,great_tit_observed.csv,0.4426168134169105141844914746,0.97,0.917,3.609,5.605,0.805,7.51,15.128,0.095,7.53,9.831,0.25,0.741,0.044,3.28,11.94,9.92,9.865,17.646,15.293,20.000,3.258,5.678,0.837,0.018,8.46,6.33,2.961,7.2,6.899,39.128,72.5,5.757,1.506,0.107,12.247,62.829,119.903,5.755
+2026-05-21 09:58:39,great_tit_observed.csv,0.1857205138672607771556665070,0.746,0.935,5.067,4.164,0.867,7.67,8.834,0.081,6.55,25.272,0.399,0.25,0.013,4.13,11.5,10.58,2.676,12.736,15.377,10.094,9.014,8.533,9.495,0.122,8.54,6.67,5.202,7.08,19.266,26.560,38.984,14.135,0.867,0.21,12.171,114.266,214.885,13.648
+2026-05-21 09:58:40,great_tit_observed.csv,0.2136034244915387703352249277,0.538,2.136,4.85,1.689,0.555,6.6,4.203,0.065,6.61,9.283,0.153,0.733,0.034,3.04,11.62,9.5,3.522,7.623,9.347,5.899,11.748,11.220,12.276,0.227,7.59,5.7,7.096,7.39,22.839,5.961,6.629,5.293,1.302,0.179,12.042,118.064,220.933,15.195
+2026-05-21 09:58:40,great_tit_observed.csv,1.397237690598922950718335430,0.606,3.005,5.934,7.351,0.133,6.63,8.129,0.116,7.48,27.478,0.343,0.738,0.02,3.86,11.4,9.48,5.059,16.237,13.811,18.663,9.262,9.267,9.256,0.114,6.94,6.82,2.029,6.67,12.631,11.390,10.956,11.825,0.901,0.283,12.169,62.354,109.066,15.641
+2026-05-21 09:58:40,great_tit_observed.csv,0.2751467295016345401685867556,0.65,3.27,1.76,1.891,0.893,7.63,4.904,0.137,7.32,14.035,0.058,0.668,0.015,4.47,11.06,9.67,9.532,6.407,9.106,3.708,3.949,2.895,5.003,0.242,7.26,6.27,5.186,7.43,13.352,35.418,50.934,19.901,1.394,0.088,12.15,64.763,116.462,13.064
+2026-05-21 09:58:40,great_tit_observed.csv,0.1622505017864444214210115484,0.542,0.612,4.828,1.954,0.775,6.67,9.221,0.129,7.25,24.648,0.434,0.155,0.027,2.85,11.42,9.82,2.915,5.215,3.549,6.881,4.900,3.589,6.211,0.057,8.39,6.22,5.806,7.12,10.143,23.412,39.585,7.239,0.962,0.3,12.086,113.073,217.876,8.27
+2026-05-21 09:58:41,great_tit_observed.csv,0.3884252077978537393204995975,0.604,1.154,0.455,7.93,0.187,7.46,7.932,0.084,7.31,15.774,0.39,0.709,0.029,4.77,10.74,10.77,11.087,7.380,1.44,13.32,11.876,13.968,9.784,0.189,7.88,5.06,4.783,6.92,13.155,15.986,17.91,14.061,1.785,0.048,12.294,80.778,148.894,12.661
+2026-05-21 09:58:41,great_tit_observed.csv,1.855593686790355282656307096,1.097,3.289,0.423,6.035,0.799,7.12,11.04,0.133,7.47,13.411,0.083,0.75,0.021,2.6,1.37,11.3,9.791,14.678,18.761,10.595,7.200,9.139,5.262,0.185,7.22,6.59,3.808,7.55,10.219,36.024,54.239,17.808,1.634,0.138,12.267,103.177,201.765,4.589
+2026-05-21 09:58:41,great_tit_observed.csv,0.2685783635307788711954930426,0.724,3.752,3.138,5.526,0.254,6.76,5.646,0.214,6.87,19.537,0.151,0.081,0.036,4.63,1.32,11.25,5.848,13.442,17.839,9.044,8.786,11.5,6.072,0.122,7.07,7.39,2.428,6.86,17.929,7.307,13.937,0.677,1.003,0.333,12.024,50.760,93.063,8.457
+2026-05-21 09:58:42,great_tit_observed.csv,0.8225522213389019552173070394,0.522,1.721,0.073,3.523,0.285,7.22,15.943,0.01,6.56,9.888,0.44,0.061,0.015,2.95,11.91,10.84,4.498,8.384,9.374,7.393,1.706,1.397,2.015,0.074,6.56,5.28,3.214,7.27,15.396,48.578,78.659,18.497,1.164,0.332,12.09,125.446,238.099,12.792
+2026-05-21 09:58:42,great_tit_observed.csv,36.45033685355266580132408459,1.072,2.269,1.313,0.945,0.856,6.64,10.95,0.03,6.53,12.981,0.372,0.44,0.041,5.21,11.05,10.85,4.215,1.392,2.316,0.467,11.058,9.775,12.340,0.088,8.6,7.09,4.216,6.6,15.964,17.678,23.405,11.951,0.883,0.03,12.231,104.604,196.522,12.686
+2026-05-21 09:58:42,great_tit_observed.csv,0.6662842347105760930261218258,0.913,2.246,1.179,5.478,0.123,6.39,8.445,0.058,7.24,11.741,0.097,0.388,0.029,5.19,11.92,11.38,3.532,12.251,5.49,19.012,7.380,8.179,6.581,0.131,7.54,6.25,2.752,7.39,8.634,11.598,6.987,16.208,1.704,0.262,12.179,118.876,232.936,4.817
+2026-05-21 09:58:43,great_tit_observed.csv,0.3280058201174024960450317105,0.885,3.697,5.171,2.682,0.15,7.01,11.117,0.208,7.07,18.422,0.069,0.743,0.02,4.46,10.8,9.63,9.69,7.294,6.828,7.760,8.334,12.579,4.089,0.227,7.21,5.53,3.524,7.56,17.226,10.858,15.383,6.334,1.258,0.141,12.041,56.409,104.09,8.728
+2026-05-21 09:58:43,great_tit_observed.csv,0.1360217142154586223883905385,0.828,3.147,4.26,1.666,0.025,7.13,15.215,0.2,7.53,27.805,0.108,0.742,0.036,3.46,10.73,9.91,2.213,13.574,17.766,9.381,0.951,1.342,0.56,0.073,8.59,7.28,4.867,7.34,18.399,39.198,67.067,11.33,1.779,0.093,12.108,63.904,113.284,14.523
+2026-05-21 09:58:43,great_tit_observed.csv,1.155702998717436118622092722,0.571,0.507,4.871,6.33,0.493,6.93,5.875,0.207,6.65,6.722,0.183,0.428,0.014,2.69,11.84,11.31,11.564,6.552,7.110,5.995,3.558,1.368,5.748,0.132,7.29,7.31,7.767,6.79,9.977,10.940,2.383,19.497,1.717,0.285,12.098,68.390,123.513,13.266
+2026-05-21 09:58:44,great_tit_observed.csv,0.8296628028899137854329447808,0.799,1.659,0.913,6.66,0.685,6.81,13.834,0.069,7.22,9.149,0.432,0.729,0.046,5.33,1.22,10.7,9.971,10.202,16.635,3.769,13.211,12.422,14.000,0.058,8.25,5.47,6.052,7.48,18.026,41.874,69.1,14.648,0.918,0.22,12.139,97.436,186.686,8.186
+2026-05-21 09:58:44,great_tit_observed.csv,0.4641646039171427557315303208,0.599,1.837,3.477,3.307,0.369,7.72,10.484,0.063,6.76,8.594,0.421,0.341,0.05,5.47,11.44,11.15,8.159,15.218,19.434,11.001,6.275,5.098,7.452,0.22,8.42,6.46,1.091,6.86,15.552,38.565,58.594,18.536,0.963,0.216,12.17,112.411,208.931,15.891
+2026-05-21 09:58:44,great_tit_observed.csv,0.1765980147028632209828165037,0.981,0.577,5.077,4.079,0.672,6.88,12.701,0.208,6.55,25.553,0.109,0.5,0.011,2.94,1.09,10.63,11.32,8.389,4.497,12.281,1.168,1.055,1.280,0.162,7.64,5.56,3.851,7.37,13.769,7.230,5.752,8.707,1.147,0.148,12.152,92.121,172.129,12.113
+2026-05-21 09:58:45,great_tit_observed.csv,0.1426398894309579081619196132,0.666,3.057,4.23,2.176,0.383,6.52,6.452,0.084,7.02,20.263,0.274,0.382,0.028,4.56,11.4,11.42,7.46,8.299,7.038,9.56,4.306,6.545,2.067,0.152,8.26,7.48,4.096,6.7,22.837,7.400,5.642,9.158,1.166,0.302,12.121,65.588,126.902,4.275
+2026-05-21 09:58:45,great_tit_observed.csv,0.7156054189972222319405352233,0.707,3.483,5.916,2.85,0.789,6.83,7.47,0.199,6.9,10.225,0.169,0.332,0.048,3.43,11.75,11.47,9.219,13.390,17.941,8.839,1.460,0.99,1.931,0.201,9.15,6.44,1.718,7.27,14.094,33.130,62.167,4.092,1.392,0.021,12.168,111.269,207.639,14.899
+2026-05-21 09:58:45,great_tit_observed.csv,1.328283050429752287428473329,0.896,1.373,4.143,7.287,0.873,6.43,11.02,0.009,6.58,16.484,0.202,0.232,0.0,5.01,10.8,11.37,3.329,6.044,6.413,5.675,7.163,8.674,5.652,0.032,7.11,6.63,4.795,7.12,9.315,28.162,51.172,5.152,1.752,0.31,12.276,44.581,82.003,7.159
+2026-05-21 09:58:45,great_tit_observed.csv,0.1261818521096680390873611095,1.013,3.029,0.42,4.558,0.31,6.37,14.236,0.168,7.02,8.474,0.394,0.502,0.025,4.41,11.58,10.65,2.889,8.283,5.278,11.288,9.000,7.618,10.383,0.004,7.71,6.72,1.404,6.72,15.139,37.061,63.147,10.975,0.94,0.296,12.045,78.520,144.617,12.422
+2026-05-21 09:58:46,great_tit_observed.csv,36.39037837800883083033708972,1.072,1.48,0.055,1.947,0.446,7.68,7.693,0.002,7.14,24.776,0.318,0.397,0.02,4.39,1.14,10.56,5.249,9.080,7.826,10.334,4.176,2.88,5.473,0.147,7.12,5.75,5.989,7.07,17.853,35.668,56.192,15.145,1.141,0.018,12.091,81.332,154.165,8.498
+2026-05-21 09:58:46,great_tit_observed.csv,0.2615521794885831435379783036,0.891,2.299,1.801,7.379,0.227,7.73,14.83,0.072,7.63,27.828,0.157,0.369,0.022,5.47,1.37,9.68,6.377,9.374,1.972,16.775,5.398,1.006,9.789,0.169,8.97,7.31,7.732,6.8,11.083,42.246,71.916,12.575,1.05,0.05,12.183,71.314,129.32,13.307
+2026-05-21 09:58:46,great_tit_observed.csv,0.1790748248710559560890803563,0.519,1.103,3.82,0.394,0.247,7.03,6.298,0.146,6.77,14.672,0.08,0.41,0.003,3.28,10.79,9.44,11.206,3.298,2.542,4.055,10.012,9.330,10.695,0.189,7.78,6.68,4.468,6.72,19.566,43.250,69.386,17.115,1.289,0.023,12.11,76.287,144.148,8.426
+2026-05-21 09:58:47,great_tit_observed.csv,0.1736507561277877661748194754,0.608,3.912,3.741,0.142,0.784,6.29,10.907,0.027,6.89,21.437,0.18,0.395,0.031,2.89,11.42,9.42,8.328,15.930,13.655,18.206,8.009,12.605,3.413,0.104,8.93,7.24,5.802,6.71,14.0,24.922,43.306,6.538,1.013,0.13,12.15,53.306,101.95,4.663
+2026-05-21 09:58:47,great_tit_observed.csv,0.03911531943910283011727279426,0.654,2.921,2.908,3.29,0.168,7.02,4.872,0.206,7.62,16.329,0.309,0.119,0.027,3.28,10.63,11.25,5.732,7.725,13.565,1.885,5.348,2.898,7.799,0.245,6.7,6.84,7.645,7.48,10.894,5.877,2.084,9.67,1.084,0.025,12.228,46.983,81.55,12.416
+2026-05-21 09:58:47,great_tit_observed.csv,0.2211334903597489463722892545,0.981,0.385,5.758,2.603,0.493,7.53,9.396,0.081,6.54,11.048,0.439,0.48,0.029,4.87,11.81,11.24,9.736,14.792,9.748,19.836,10.135,8.889,11.381,0.221,7.85,5.26,2.897,7.3,11.016,36.706,65.688,7.724,1.104,0.168,12.224,50.146,96.092,4.201
+2026-05-21 09:58:48,great_tit_observed.csv,0.4145820475565916123675685946,0.748,2.615,5.518,3.077,0.847,7.2,15.342,0.202,6.59,18.843,0.164,0.605,0.028,3.51,10.67,10.11,11.722,10.410,17.669,3.152,5.522,3.973,7.07,0.004,8.69,6.32,4.129,6.75,23.958,25.440,42.495,8.385,0.886,0.097,12.27,66.982,128.873,5.092
+2026-05-21 09:58:48,great_tit_observed.csv,0.2797697141830218350178706327,0.695,2.518,3.651,3.884,0.472,6.45,9.229,0.025,7.36,26.146,0.343,0.611,0.022,2.63,11.4,11.16,4.729,12.846,9.891,15.801,6.830,7.426,6.234,0.113,8.84,5.33,2.882,7.22,8.887,38.136,73.874,2.397,1.462,0.097,12.245,73.177,140.555,5.799
+2026-05-21 09:58:48,great_tit_observed.csv,0.5196341703286114805585366729,0.96,2.596,5.247,0.354,0.395,6.83,5.103,0.162,6.94,20.009,0.21,0.039,0.041,3.37,11.21,10.95,5.375,8.360,9.38,7.34,4.424,4.54,4.309,0.173,9.09,5.03,1.378,6.69,16.448,26.124,37.199,15.048,1.021,0.001,12.014,73.318,141.862,4.774
+2026-05-21 09:58:49,great_tit_observed.csv,0.6259852092148164292477040396,0.541,3.668,0.71,5.628,0.21,7.49,7.029,0.148,6.86,15.609,0.237,0.636,0.05,4.19,1.05,9.51,9.685,5.898,8.817,2.978,6.238,6.688,5.787,0.122,8.73,6.88,2.639,7.34,8.891,29.300,55.835,2.766,1.024,0.139,12.134,70.608,130.311,10.906
+2026-05-21 09:58:49,great_tit_observed.csv,2.435731763762316326411240115,0.713,3.087,3.528,3.336,0.529,7.26,14.66,0.116,7.08,27.934,0.4,0.138,0.022,4.24,11.23,9.25,9.096,7.955,3.598,12.312,6.214,4.254,8.173,0.226,7.23,5.59,0.97,7.27,22.61,17.136,27.996,6.275,1.492,0.323,12.295,65.983,119.585,12.381
+2026-05-21 09:58:49,great_tit_observed.csv,0.2499298225970104879393646814,0.967,2.407,1.516,6.815,0.127,6.52,4.264,0.054,7.43,10.639,0.159,0.661,0.04,2.5,1.25,10.98,10.69,16.062,14.771,17.353,6.700,12.69,0.71,0.195,7.87,5.51,4.966,7.34,6.986,21.096,22.618,19.574,1.324,0.017,12.042,123.264,236.123,10.404
+2026-05-21 09:58:50,great_tit_observed.csv,1.061727326449906347999511715,0.714,0.823,5.39,2.916,0.494,6.62,9.197,0.054,6.77,21.471,0.102,0.007,0.026,3.59,11.21,11.13,7.134,12.376,10.947,13.804,7.938,7.768,8.107,0.188,6.85,6.66,1.909,6.68,14.242,15.352,20.749,9.954,0.84,0.162,12.229,86.281,159.801,12.761
+2026-05-21 09:58:50,great_tit_observed.csv,0.2565576413420640970340495686,0.607,2.177,5.566,5.508,0.634,6.94,6.501,0.176,7.32,18.387,0.241,0.089,0.021,2.82,10.87,10.85,4.032,13.230,14.27,12.19,9.844,9.478,10.209,0.077,8.54,5.71,2.014,7.18,23.608,33.566,56.369,10.762,1.165,0.282,12.023,57.074,101.337,12.811
+2026-05-21 09:58:50,great_tit_observed.csv,0.2024951749954074437715182804,0.752,1.985,5.005,3.344,0.191,6.32,6.564,0.057,6.96,10.256,0.356,0.321,0.042,4.24,11.55,10.38,2.243,6.360,8.447,4.272,5.070,4.49,5.651,0.044,8.11,7.27,6.771,7.32,11.068,11.465,20.523,2.407,1.323,0.236,12.251,91.486,176.864,6.107
+2026-05-21 09:58:50,great_tit_observed.csv,0.7638039955277183477012508650,1.092,2.724,0.985,2.159,0.208,7.46,14.093,0.167,6.63,12.501,0.183,0.586,0.013,3.2,1.45,9.49,5.08,12.152,8.395,15.909,8.816,6.673,10.958,0.008,6.89,5.49,4.404,7.22,11.169,17.173,15.65,18.696,1.626,0.022,12.127,97.952,189.377,6.528
+2026-05-21 09:58:51,great_tit_observed.csv,0.9651620750811368745609835836,0.865,3.637,3.203,4.691,0.164,6.92,13.06,0.104,7.16,23.917,0.393,0.683,0.04,4.89,11.44,10.3,5.386,10.278,18.319,2.236,2.983,3.596,2.37,0.182,6.82,5.26,6.164,7.52,22.978,13.782,20.795,6.77,1.297,0.002,12.085,76.506,142.712,10.301
+2026-05-21 09:58:51,great_tit_observed.csv,0.3456419421745741738676881404,0.728,1.225,1.579,4.896,0.243,6.75,15.761,0.084,7.15,10.804,0.226,0.242,0.028,3.22,10.71,10.26,11.848,9.101,1.646,16.556,3.975,4.486,3.464,0.114,8.32,5.49,7.018,6.92,6.987,44.336,70.463,18.21,1.266,0.045,12.12,123.474,235.177,11.772
+2026-05-21 09:58:51,great_tit_observed.csv,0.5975368710064565322147022620,1.028,0.571,3.78,3.958,0.664,6.56,11.105,0.071,7.53,23.87,0.284,0.086,0.008,4.05,1.09,11.14,6.114,14.723,11.815,17.631,4.625,0.882,8.368,0.1,9.26,5.87,5.306,7.52,18.213,43.920,71.447,16.393,0.958,0.236,12.146,112.012,216.109,7.916
+2026-05-21 09:58:52,great_tit_observed.csv,1.919278604028603544340152916,1.017,1.39,0.162,3.185,0.878,6.41,10.765,0.217,7.2,18.803,0.082,0.098,0.018,4.14,1.36,9.55,5.263,6.989,11.189,2.789,8.322,10.007,6.636,0.131,8.16,6.47,4.507,7.15,23.998,35.151,69.864,0.438,1.575,0.094,12.099,50.654,96.83,4.478
+2026-05-21 09:58:52,great_tit_observed.csv,1.133065505924055803986882424,0.997,2.47,1.419,0.924,0.472,6.74,3.943,0.062,7.45,10.195,0.056,0.193,0.034,3.18,11.9,10.77,2.098,9.688,11.053,8.324,3.886,3.384,4.387,0.178,8.74,6.29,5.291,7.47,10.29,6.931,4.989,8.873,1.767,0.234,12.029,53.239,102.459,4.019
+2026-05-21 09:58:52,great_tit_observed.csv,0.05314752061946492595296249741,0.538,0.89,0.416,3.631,0.403,6.34,11.605,0.117,7.11,15.916,0.267,0.224,0.019,4.07,11.95,11.34,6.294,4.365,1.146,7.584,7.233,6.64,7.826,0.216,6.84,6.16,2.364,7.07,19.844,32.262,60.614,3.909,0.887,0.116,12.273,60.024,108.733,11.316
+2026-05-21 09:58:53,great_tit_observed.csv,0.1272810528779233389856863778,0.578,2.601,3.419,2.96,0.341,6.6,12.757,0.156,6.97,11.823,0.32,0.487,0.03,3.7,10.86,11.35,7.363,12.102,10.38,13.825,9.166,13.062,5.269,0.061,6.77,5.95,4.266,7.56,11.187,39.332,73.179,5.485,1.783,0.242,12.052,117.945,229.836,6.054
+2026-05-21 09:58:53,great_tit_observed.csv,0.3142693261344143122886987676,0.546,1.049,5.569,2.072,0.827,6.47,14.724,0.161,7.37,21.746,0.395,0.657,0.042,2.64,11.9,10.23,8.034,9.556,15.727,3.386,8.796,6.489,11.103,0.09,9.44,6.01,1.207,7.57,9.242,10.785,10.922,10.648,1.516,0.305,12.012,84.052,163.111,4.993
+2026-05-21 09:58:53,great_tit_observed.csv,0.1490433653897656532475198703,1.012,3.725,3.808,6.248,0.025,7.41,10.055,0.003,7.46,17.636,0.11,0.616,0.0,4.3,10.62,11.2,10.919,5.936,1.401,10.47,6.043,1.944,10.142,0.243,9.23,5.96,6.9,6.7,9.92,22.942,31.919,13.965,1.538,0.212,12.088,84.358,154.07,14.645
+2026-05-21 09:58:54,great_tit_observed.csv,1.695027377940304731946580060,0.84,3.52,2.532,4.42,0.929,7.34,12.659,0.062,7.45,20.445,0.422,0.115,0.032,4.34,11.06,9.27,5.222,11.456,12.996,9.916,2.496,1.105,3.887,0.214,7.89,6.24,4.46,6.94,17.055,25.647,45.663,5.631,1.358,0.194,12.097,79.763,148.084,11.442
+2026-05-21 09:58:54,great_tit_observed.csv,0.3260446762282752116400176680,0.561,2.103,0.529,6.038,0.19,6.33,12.474,0.16,6.75,22.701,0.29,0.281,0.046,5.28,11.46,9.78,8.399,5.861,6.295,5.427,4.146,0.696,7.597,0.09,9.13,5.54,3.921,7.21,19.36,10.408,17.123,3.692,1.019,0.163,12.281,99.834,187.398,12.269
+2026-05-21 09:58:54,great_tit_observed.csv,0.6165881086503998222573457658,0.73,3.976,0.122,6.813,0.071,6.71,13.265,0.092,7.3,21.457,0.393,0.709,0.01,5.39,11.52,9.84,7.591,13.138,7.658,18.619,12.554,11.529,13.579,0.226,7.24,7.38,6.728,6.66,9.556,9.633,12.733,6.533,0.867,0.254,12.134,124.284,237.818,10.75
+2026-05-21 09:58:55,great_tit_observed.csv,0.08616566588460684972202777382,0.633,3.744,2.389,2.546,0.446,7.49,8.945,0.063,7.27,22.722,0.157,0.443,0.021,3.72,11.22,11.48,9.903,12.600,17.217,7.982,2.079,3.67,0.488,0.132,8.13,6.7,2.688,7.04,17.341,31.062,46.586,15.537,1.04,0.335,12.079,49.866,86.21,13.522
+2026-05-21 09:58:55,great_tit_observed.csv,0.1286110978658269297029607414,0.903,0.289,2.714,1.949,0.695,7.55,12.233,0.057,6.75,16.039,0.181,0.584,0.038,4.28,10.68,9.93,7.454,1.206,0.682,1.731,7.822,7.861,7.782,0.232,7.71,6.92,1.774,7.4,8.395,23.006,27.892,18.119,0.861,0.343,12.125,112.079,212.015,12.143
+2026-05-21 09:58:55,great_tit_observed.csv,0.2401878165940562072207957541,0.603,2.684,1.822,4.454,0.422,7.41,13.168,0.093,7.51,8.033,0.069,0.269,0.041,3.6,10.96,10.05,11.957,10.477,10.313,10.641,13.817,14.000,13.634,0.198,7.57,5.36,3.838,6.67,14.684,36.936,72.465,1.408,1.08,0.043,12.059,103.654,195.464,11.845
+2026-05-21 09:58:56,great_tit_observed.csv,0.4632985486065586214830001432,0.983,2.356,4.994,5.212,0.31,6.98,15.308,0.049,6.74,11.983,0.36,0.123,0.043,4.11,11.6,11.5,7.811,5.787,5.787,5.787,10.055,7.896,12.214,0.016,6.95,5.75,5.094,7.04,12.736,38.496,72.895,4.098,1.595,0.244,12.036,99.006,193.395,4.618
+2026-05-21 09:58:56,great_tit_observed.csv,0.7638631479186444444816186231,1.049,1.749,4.37,6.734,0.186,7.08,6.084,0.204,6.63,21.5,0.119,0.142,0.034,3.57,1.39,10.2,10.782,16.258,17.599,14.916,12.816,13.467,12.165,0.102,7.58,7.32,7.821,7.06,9.201,40.252,60.982,19.521,0.909,0.289,12.061,111.630,218.052,5.208
+2026-05-21 09:58:56,great_tit_observed.csv,2.178506459277593255916202946,0.684,1.665,4.828,5.358,0.556,6.68,6.117,0.017,6.7,24.964,0.434,0.089,0.041,4.42,11.08,9.94,8.955,19.418,18.836,20.000,8.246,6.38,10.111,0.214,7.57,6.98,1.834,6.67,6.069,36.834,69.959,3.709,1.572,0.139,12.093,112.875,220.71,5.04
+2026-05-21 09:58:57,great_tit_observed.csv,0.4063010630057887026908088523,0.829,1.449,1.234,5.175,0.601,6.87,10.774,0.116,7.14,13.684,0.345,0.688,0.037,2.98,11.21,10.38,9.125,4.684,2.654,6.714,7.282,11.899,2.664,0.099,8.94,6.68,4.163,7.51,11.204,36.087,66.56,5.614,1.415,0.195,12.26,68.449,121.745,15.153
+2026-05-21 09:58:57,great_tit_observed.csv,1.127369840337606064622287609,0.703,1.196,1.202,3.053,0.59,6.65,9.265,0.069,6.5,27.297,0.348,0.287,0.039,4.84,10.92,10.58,4.262,6.375,8.051,4.699,10.828,9.715,11.940,0.166,8.6,5.89,6.154,7.13,7.496,29.031,48.382,9.68,1.347,0.186,12.104,52.172,97.346,6.999
+2026-05-21 09:58:57,great_tit_observed.csv,0.4922296042135815855779359176,0.534,2.607,1.641,0.504,0.29,6.61,14.692,0.214,7.11,19.832,0.427,0.694,0.011,2.5,11.45,10.07,10.369,10.366,17.137,3.595,1.566,1.737,1.394,0.093,7.08,7.21,1.639,7.12,18.158,27.180,45.582,8.779,1.589,0.046,12.262,116.142,220.78,11.504
+2026-05-21 09:58:57,great_tit_observed.csv,0.2317614143878106572155437281,1.101,1.077,5.476,6.813,0.704,7.18,5.209,0.209,7.06,8.412,0.446,0.092,0.013,4.95,10.91,10.54,10.098,12.624,9.118,16.13,7.514,7.376,7.651,0.102,9.2,5.23,5.932,6.88,10.721,22.706,36.695,8.718,1.203,0.015,12.214,60.419,113.053,7.785
+2026-05-21 09:58:58,great_tit_observed.csv,0.2268234512034020202645899333,1.047,3.974,3.487,3.54,0.328,6.99,4.623,0.06,7.13,22.647,0.17,0.254,0.019,4.83,11.75,10.19,8.195,10.306,4.29,16.322,6.529,6.684,6.374,0.109,8.65,6.23,7.254,7.16,11.502,39.490,66.351,12.628,1.56,0.024,12.17,94.128,178.444,9.813
+2026-05-21 09:58:58,great_tit_observed.csv,0.1725202751566389729582461919,0.904,0.56,5.909,1.044,0.321,7.02,8.595,0.069,6.7,12.47,0.217,0.268,0.037,3.25,11.56,11.19,11.099,8.350,8.494,8.207,11.339,11.223,11.455,0.184,6.62,5.81,0.827,6.91,20.226,47.777,77.587,17.967,1.779,0.113,12.15,84.732,158.538,10.925
+2026-05-21 09:58:58,great_tit_observed.csv,0.1804132371635123936150377232,0.662,2.181,3.547,6.24,0.217,7.43,5.955,0.133,7.13,12.66,0.124,0.515,0.035,4.83,1.39,11.25,3.644,15.597,14.7,16.494,6.825,6.915,6.735,0.046,9.11,6.0,4.556,7.58,20.489,24.625,38.279,10.971,1.587,0.014,12.198,105.445,199.539,11.351
+2026-05-21 09:58:59,great_tit_observed.csv,0.1475558435193365708460736786,0.747,2.93,2.35,6.483,0.101,7.29,9.525,0.145,7.44,16.059,0.266,0.245,0.045,3.14,10.93,9.52,11.737,14.670,10.724,18.615,8.279,9.006,7.552,0.153,7.95,5.99,5.809,7.08,15.153,36.132,69.507,2.757,1.168,0.109,12.25,119.022,230.07,7.973
+2026-05-21 09:58:59,great_tit_observed.csv,0.4644679915915339314871608972,0.983,1.581,3.529,2.986,0.848,6.83,13.355,0.142,7.27,25.919,0.134,0.667,0.013,5.11,11.19,10.41,5.529,7.130,7.087,7.173,4.280,1.975,6.585,0.095,6.86,6.66,2.175,7.36,19.052,19.587,33.48,5.694,1.395,0.283,12.212,98.343,187.0,9.686
+2026-05-21 09:58:59,great_tit_observed.csv,0.7877838853975976106579942619,0.881,3.61,5.983,2.141,0.026,6.29,13.11,0.071,7.46,27.728,0.187,0.677,0.035,2.79,11.72,10.95,7.354,11.131,16.931,5.331,8.314,10.635,5.994,0.014,9.41,5.16,6.099,7.21,16.92,27.769,41.603,13.935,1.083,0.229,12.13,72.211,133.298,11.124
+2026-05-21 09:59:00,great_tit_observed.csv,0.1657787786173355165639212381,0.78,3.472,3.236,7.21,0.346,6.96,4.503,0.016,7.05,26.136,0.393,0.445,0.026,3.77,11.27,11.11,3.042,9.677,14.721,4.633,3.303,5.914,0.692,0.11,6.95,5.78,3.574,7.21,20.191,7.591,12.013,3.169,1.457,0.269,12.224,101.310,198.343,4.278
+2026-05-21 09:59:00,great_tit_observed.csv,0.08275928388008935439803385240,0.908,3.738,1.064,6.395,0.198,7.08,12.001,0.185,7.57,18.371,0.27,0.311,0.02,3.08,10.75,10.62,8.87,8.486,5.166,11.805,4.215,3.411,5.019,0.183,7.16,5.15,3.054,6.84,14.602,16.240,21.175,11.305,1.032,0.05,12.132,71.721,137.385,6.057
+2026-05-21 09:59:00,great_tit_observed.csv,1.013800477382766688230123789,0.666,0.68,0.238,1.399,0.129,6.4,6.906,0.031,6.84,12.504,0.105,0.453,0.01,4.89,11.42,10.18,3.548,7.505,0.436,14.574,4.899,3.834,5.964,0.243,7.7,7.45,3.554,7.0,17.579,20.530,30.629,10.432,1.346,0.282,12.14,91.585,177.37,5.8
+2026-05-21 09:59:01,great_tit_observed.csv,0.08632599621975206325945796862,0.913,0.679,5.366,5.234,0.043,7.35,10.118,0.077,6.64,9.933,0.103,0.583,0.033,4.26,11.15,11.32,2.432,4.438,1.066,7.809,10.730,11.797,9.662,0.098,7.48,6.25,7.887,6.95,10.13,21.235,33.734,8.736,1.437,0.083,12.161,80.077,151.908,8.246
+2026-05-21 09:59:01,great_tit_observed.csv,1.053512805447574466868609997,0.718,0.851,1.42,6.122,0.21,7.74,3.793,0.212,6.83,23.339,0.276,0.398,0.024,2.87,11.13,11.02,10.121,9.755,2.353,17.157,6.127,6.445,5.809,0.171,9.4,5.08,2.036,6.7,20.538,17.670,33.865,1.476,1.374,0.097,12.174,88.447,165.496,11.398
+2026-05-21 09:59:01,great_tit_observed.csv,0.7851880855432948697078301174,0.9,3.494,3.24,3.509,0.667,7.26,5.714,0.091,6.54,14.568,0.312,0.241,0.004,4.45,11.88,10.46,9.093,16.612,18.249,14.976,8.570,3.224,13.916,0.125,8.28,5.99,7.657,6.63,6.887,37.322,72.64,2.004,1.664,0.1,12.021,124.813,239.93,9.696
+2026-05-21 09:59:02,great_tit_observed.csv,0.4817886081867290120678752641,0.662,1.044,4.396,4.266,0.267,7.35,9.296,0.008,7.65,14.734,0.426,0.218,0.011,3.54,11.53,9.68,2.874,11.484,15.293,7.675,4.908,4.784,5.033,0.149,8.96,5.63,3.791,7.02,23.462,27.885,41.592,14.178,1.201,0.006,12.207,117.247,219.7,14.794
+2026-05-21 09:59:02,great_tit_observed.csv,0.5498369283617046674909247075,0.687,3.914,1.701,0.192,0.06,7.48,7.746,0.008,6.65,13.339,0.271,0.091,0.03,4.8,10.72,10.63,6.322,6.342,10.284,2.401,8.523,11.377,5.669,0.177,6.88,6.55,5.681,6.91,21.996,10.268,18.384,2.151,0.854,0.282,12.297,96.580,186.859,6.302
+2026-05-21 09:59:02,great_tit_observed.csv,0.3998946138999475261154886213,0.816,3.907,4.337,6.509,0.77,7.08,12.744,0.003,7.54,27.509,0.186,0.166,0.045,4.62,11.33,10.81,6.034,5.906,5.479,6.334,0.716,0.85,0.582,0.176,7.9,5.9,2.831,7.04,19.048,23.894,45.29,2.498,1.309,0.326,12.171,112.322,211.975,12.668
+2026-05-21 09:59:02,great_tit_observed.csv,0.6104969749360469516450780989,1.049,0.302,3.597,1.322,0.66,6.96,9.113,0.197,7.53,8.604,0.444,0.692,0.042,5.06,11.61,9.87,5.082,15.402,15.137,15.668,11.679,9.389,13.969,0.027,8.82,6.34,0.853,6.92,11.445,23.875,36.23,11.52,1.654,0.271,12.273,72.518,136.438,8.597
+2026-05-21 09:59:03,great_tit_observed.csv,0.2531938160471750563792863735,0.982,1.584,5.301,1.609,0.598,6.47,6.397,0.136,7.57,24.919,0.135,0.382,0.044,3.78,1.33,9.37,8.377,7.476,13.447,1.504,6.752,6.793,6.712,0.194,8.25,5.38,3.443,7.28,19.66,35.538,66.525,4.552,1.738,0.003,12.073,53.376,97.935,8.817
+2026-05-21 09:59:03,great_tit_observed.csv,0.4404202715048133416320167314,1.033,0.83,4.713,7.316,0.167,7.16,3.148,0.083,7.46,14.575,0.141,0.101,0.001,3.53,10.55,9.9,3.685,7.086,6.141,8.031,3.534,3.759,3.308,0.159,7.55,7.01,5.398,7.38,12.056,8.592,10.021,7.162,1.359,0.284,12.223,74.138,132.994,15.281
+2026-05-21 09:59:03,great_tit_observed.csv,0.2476237214395473429098127741,0.749,0.756,2.112,5.737,0.519,7.08,5.129,0.09,7.34,7.485,0.354,0.559,0.004,3.11,1.21,10.86,11.789,3.678,3.906,3.450,7.888,7.808,7.967,0.043,9.39,6.44,7.751,6.72,20.779,26.932,43.984,9.881,0.94,0.189,12.171,58.514,107.627,9.4
+2026-05-21 09:59:04,great_tit_observed.csv,0.6649248332597893475497678725,1.063,2.636,2.983,2.924,0.364,7.06,13.352,0.037,7.03,13.601,0.272,0.076,0.009,5.35,10.9,10.07,2.312,15.128,10.616,19.64,8.026,11.976,4.076,0.14,7.21,6.96,7.204,7.17,9.492,40.780,79.97,1.59,1.049,0.001,12.202,72.850,140.574,5.126
+2026-05-21 09:59:04,great_tit_observed.csv,0.3013745672312830817392043180,0.575,1.669,5.808,1.456,0.008,6.27,15.172,0.062,6.61,21.604,0.081,0.613,0.043,4.31,10.85,11.35,6.269,9.302,13.191,5.413,2.510,3.675,1.344,0.233,6.5,5.62,4.435,6.64,13.87,12.488,6.751,18.224,1.531,0.24,12.254,48.742,87.138,10.345
+2026-05-21 09:59:04,great_tit_observed.csv,0.3615987876896246394126304277,1.082,2.849,5.061,5.227,0.646,6.42,11.925,0.015,7.42,17.429,0.262,0.479,0.017,2.92,1.39,10.57,3.312,11.425,19.247,3.603,5.958,5.494,6.421,0.199,8.82,7.05,2.064,6.74,21.224,16.706,27.228,6.184,0.993,0.159,12.162,61.486,115.474,7.497
+2026-05-21 09:59:05,great_tit_observed.csv,0.3375967330141376262728634975,0.941,0.293,2.61,7.821,0.315,6.58,6.375,0.053,6.79,7.077,0.417,0.37,0.045,3.85,11.04,10.63,7.129,8.272,6.75,9.793,7.207,1.645,12.769,0.055,6.61,6.02,6.443,6.91,18.4,24.373,40.257,8.489,1.204,0.192,12.2,64.998,122.891,7.106
+2026-05-21 09:59:05,great_tit_observed.csv,0.4006835129424705404428069312,0.66,2.381,4.038,1.447,0.85,7.44,12.847,0.07,7.62,13.977,0.258,0.609,0.032,4.93,11.83,11.04,7.776,4.586,5.79,3.382,4.560,4.694,4.427,0.214,7.87,5.48,6.469,6.66,15.993,39.602,64.36,14.843,0.932,0.081,12.056,78.374,146.148,10.601
+2026-05-21 09:59:05,great_tit_observed.csv,0.4479386021222184778097296746,0.605,1.558,3.447,2.366,0.338,6.27,15.052,0.201,7.06,11.868,0.426,0.386,0.042,3.0,11.24,10.26,6.506,10.174,6.715,13.633,9.237,5.658,12.816,0.222,9.32,6.86,1.774,7.39,12.028,10.055,18.512,1.598,0.861,0.271,12.146,116.898,223.794,10.002
+2026-05-21 09:59:06,great_tit_observed.csv,0.4381548518618951247145708835,0.516,1.17,5.46,3.453,0.571,6.63,4.466,0.179,7.21,7.838,0.42,0.626,0.03,3.55,11.9,11.3,6.775,13.905,12.341,15.469,8.676,11.933,5.419,0.111,9.25,7.13,6.819,6.78,20.342,42.230,65.224,19.237,1.776,0.109,12.076,85.481,160.006,10.956
+2026-05-21 09:59:06,great_tit_observed.csv,0.3086494820319602952916940764,0.742,1.759,1.363,1.019,0.302,7.62,14.187,0.007,6.68,11.93,0.268,0.68,0.029,5.0,10.76,10.89,5.444,5.568,5.893,5.244,1.615,1.489,1.741,0.022,8.06,5.51,4.799,6.85,6.125,39.520,64.833,14.207,1.438,0.243,12.187,71.338,131.068,11.609
+2026-05-21 09:59:06,great_tit_observed.csv,0.6199684617605505623679070317,0.861,3.931,3.741,2.763,0.521,6.79,15.051,0.014,7.63,13.209,0.085,0.087,0.037,2.82,11.45,10.24,3.349,14.841,14.335,15.347,7.854,7.45,8.258,0.13,7.66,6.79,0.831,6.99,8.494,31.557,61.748,1.366,1.22,0.052,12.233,88.650,169.248,8.053
+2026-05-21 09:59:07,great_tit_observed.csv,2.384325540524239001416721164,0.814,1.146,3.413,3.503,0.813,6.72,13.169,0.023,7.1,12.896,0.296,0.493,0.023,4.02,1.31,9.52,4.395,2.434,0.62,4.247,10.766,9.624,11.908,0.086,7.26,5.11,7.901,7.58,16.305,18.515,27.563,9.467,1.58,0.286,12.018,95.721,179.234,12.208
+2026-05-21 09:59:07,great_tit_observed.csv,0.1596621843434627392697757094,1.042,3.2,3.456,2.842,0.145,7.71,14.16,0.145,7.22,13.647,0.192,0.392,0.0,5.37,11.65,10.51,2.979,17.093,16.83,17.356,5.240,0.975,9.505,0.129,8.26,5.2,1.006,7.23,8.328,13.283,16.754,9.812,1.558,0.01,12.173,77.058,144.564,9.552
+2026-05-21 09:59:07,great_tit_observed.csv,0.7190703364365835686011031850,0.959,1.815,1.986,3.087,0.356,6.49,9.723,0.136,6.67,13.721,0.409,0.01,0.019,4.94,1.03,11.28,11.292,13.131,13.892,12.37,2.468,1.922,3.013,0.164,8.19,7.34,4.259,6.96,11.641,32.710,51.932,13.487,1.525,0.215,12.092,81.658,156.819,6.496
+2026-05-21 09:59:08,great_tit_observed.csv,0.1907931494372673184000396844,0.805,1.366,2.974,2.445,0.498,7.54,14.727,0.217,6.81,13.007,0.364,0.515,0.019,2.65,11.31,10.49,9.7,18.896,18.806,18.985,8.698,8.237,9.158,0.058,6.79,6.7,2.474,7.27,12.569,25.458,31.398,19.519,1.222,0.101,12.244,104.176,197.005,11.346
+2026-05-21 09:59:08,great_tit_observed.csv,0.9817507686031921842816603502,0.722,1.736,0.096,6.701,0.112,7.55,4.605,0.021,6.85,23.725,0.186,0.232,0.044,5.49,11.72,9.47,11.894,8.362,9.931,6.792,8.332,7.101,9.564,0.224,8.83,7.26,3.947,6.98,11.243,41.928,66.497,17.36,1.075,0.072,12.164,84.429,159.374,9.484
+2026-05-21 09:59:08,great_tit_observed.csv,0.7163591517015038371989632514,0.927,1.002,2.218,6.364,0.473,7.68,10.95,0.129,6.81,14.105,0.114,0.112,0.049,4.41,1.31,10.71,10.322,11.187,10.756,11.618,8.384,11.702,5.066,0.02,8.84,6.12,1.405,7.2,19.757,5.826,5.65,6.003,1.738,0.257,12.132,114.342,224.541,4.143
+2026-05-21 09:59:08,great_tit_observed.csv,0.1628544148969707652948357761,0.763,0.378,4.061,2.295,0.406,6.61,7.093,0.148,7.23,9.257,0.052,0.441,0.023,2.91,10.9,10.37,11.444,9.234,14.43,4.039,9.984,7.764,12.205,0.061,7.7,5.13,6.939,7.11,11.354,7.145,13.649,0.641,1.616,0.131,12.262,89.216,169.001,9.432
+2026-05-21 09:59:09,great_tit_observed.csv,0.5483994627322256361555102812,0.986,1.162,3.656,2.797,0.255,6.73,3.066,0.108,6.86,15.613,0.059,0.126,0.04,3.81,1.03,10.26,8.214,8.993,3.492,14.494,6.264,5.575,6.953,0.135,8.23,5.95,7.545,6.91,14.093,33.572,58.554,8.589,1.25,0.31,12.204,100.094,185.855,14.334
+2026-05-21 09:59:09,great_tit_observed.csv,0.3482206251042832485845900462,0.817,1.11,5.007,6.949,0.308,6.26,7.684,0.212,6.92,16.328,0.274,0.171,0.002,3.04,11.76,10.41,2.758,15.252,18.177,12.328,4.892,2.959,6.826,0.246,9.1,6.96,4.561,7.48,17.281,26.326,49.014,3.639,1.203,0.054,12.202,107.994,207.514,8.474
+2026-05-21 09:59:09,great_tit_observed.csv,0.1541443550660238029633562740,0.702,2.738,3.172,4.751,0.363,6.82,11.976,0.026,6.84,16.235,0.059,0.314,0.026,4.17,11.75,9.46,8.646,6.108,7.044,5.172,7.418,4.768,10.069,0.205,7.76,6.24,3.097,6.95,12.343,8.512,1.828,15.195,1.507,0.337,12.168,99.747,193.44,6.054
+2026-05-21 09:59:10,great_tit_observed.csv,0.2737051502694284250173986572,0.912,3.646,4.005,6.024,0.016,7.69,15.142,0.076,6.8,9.192,0.108,0.423,0.013,2.6,10.67,9.92,7.502,17.293,15.677,18.909,2.448,4.252,0.643,0.074,8.8,5.52,6.208,7.16,14.77,28.719,44.201,13.237,1.589,0.068,12.108,107.268,205.556,8.98
+2026-05-21 09:59:10,great_tit_observed.csv,0.5727877443229332310829174997,0.588,1.684,4.614,1.416,0.445,6.59,12.717,0.09,6.71,20.108,0.307,0.477,0.01,3.48,1.23,10.25,9.086,5.094,1.953,8.234,10.050,6.225,13.875,0.037,9.42,5.02,6.149,6.96,12.945,32.870,55.377,10.364,0.818,0.017,12.066,93.926,180.716,7.137
+2026-05-21 09:59:10,great_tit_observed.csv,0.7072824698654885418673052146,0.685,1.568,5.766,2.215,0.266,7.73,8.102,0.02,7.35,21.71,0.377,0.52,0.006,3.86,1.32,10.91,4.036,18.036,17.878,18.194,5.970,5.063,6.878,0.141,9.0,5.81,5.806,7.07,18.111,30.084,43.338,16.831,0.919,0.287,12.215,111.414,214.394,8.433
diff --git a/modelling/data/abingdon-all/resident/great_tit_simulated.csv b/modelling/data/abingdon-all/resident/great_tit_simulated.csv
new file mode 100644
index 0000000..bd22c50
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/great_tit_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.792,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.705907,0.1,0,0.01,0.877123
+RungeKutta4,2,0.2,0.637207,0.1,0,0.01,0.779070
+RungeKutta4,3,0.3,0.582560,0.1,0,0.01,0.701075
+RungeKutta4,4,0.4,0.539320,0.1,0,0.01,0.639360
+RungeKutta4,5,0.5,0.505404,0.1,0,0.01,0.590953
+RungeKutta4,6,0.6,0.479191,0.1,0,0.01,0.553540
+RungeKutta4,7,0.7,0.459428,0.1,0,0.01,0.525333
+RungeKutta4,8,0.8,0.445163,0.1,0,0.01,0.504973
+RungeKutta4,9,0.9,0.435684,0.1,0,0.01,0.491444
+RungeKutta4,10,1.0,0.430468,0.1,0,0.01,0.484000
+RungeKutta4,11,1.1,0.429136,0.1,0,0.01,0.482099
+RungeKutta4,12,1.2,0.431346,0.1,0,0.01,0.485253
+RungeKutta4,13,1.3,0.436874,0.1,0,0.01,0.493143
+RungeKutta4,14,1.4,0.445580,0.1,0,0.01,0.505568
+RungeKutta4,15,1.5,0.457326,0.1,0,0.01,0.522333
+RungeKutta4,16,1.6,0.471955,0.1,0,0.01,0.543212
+RungeKutta4,17,1.7,0.489267,0.1,0,0.01,0.567921
+RungeKutta4,18,1.8,0.509000,0.1,0,0.01,0.596085
+RungeKutta4,19,1.9,0.530824,0.1,0,0.01,0.627234
+RungeKutta4,20,2.0,0.554332,0.1,0,0.01,0.660786
+RungeKutta4,21,2.1,0.579037,0.1,0,0.01,0.696046
+RungeKutta4,22,2.2,0.604380,0.1,0,0.01,0.732217
+RungeKutta4,23,2.3,0.629746,0.1,0,0.01,0.768421
+RungeKutta4,24,2.4,0.654478,0.1,0,0.01,0.803720
+RungeKutta4,25,2.5,0.677901,0.1,0,0.01,0.837151
+RungeKutta4,26,2.6,0.699352,0.1,0,0.01,0.867767
+RungeKutta4,27,2.7,0.718202,0.1,0,0.01,0.894671
+RungeKutta4,28,2.8,0.733891,0.1,0,0.01,0.917063
+RungeKutta4,29,2.9,0.745936,0.1,0,0.01,0.934255
+RungeKutta4,30,3.0,0.753960,0.1,0,0.01,0.945707
+RungeKutta4,31,3.1,0.757720,0.1,0,0.01,0.951074
+RungeKutta4,32,3.2,0.757087,0.1,0,0.01,0.950170
+RungeKutta4,33,3.3,0.752014,0.1,0,0.01,0.942930
+RungeKutta4,34,3.4,0.742721,0.1,0,0.01,0.929666
+RungeKutta4,35,3.5,0.729561,0.1,0,0.01,0.910883
+RungeKutta4,36,3.6,0.712994,0.1,0,0.01,0.887238
+RungeKutta4,37,3.7,0.693563,0.1,0,0.01,0.859505
+RungeKutta4,38,3.8,0.671867,0.1,0,0.01,0.828539
+RungeKutta4,39,3.9,0.648534,0.1,0,0.01,0.795237
+RungeKutta4,40,4.0,0.624188,0.1,0,0.01,0.760489
+RungeKutta4,41,4.1,0.599429,0.1,0,0.01,0.725151
+RungeKutta4,42,4.2,0.574805,0.1,0,0.01,0.690006
+RungeKutta4,43,4.3,0.550801,0.1,0,0.01,0.655746
+RungeKutta4,44,4.4,0.527821,0.1,0,0.01,0.622948
+RungeKutta4,45,4.5,0.506186,0.1,0,0.01,0.592069
+RungeKutta4,46,4.6,0.486131,0.1,0,0.01,0.563445
+RungeKutta4,47,4.7,0.467809,0.1,0,0.01,0.537295
+RungeKutta4,48,4.8,0.451297,0.1,0,0.01,0.513728
+RungeKutta4,49,4.9,0.436606,0.1,0,0.01,0.492760
+RungeKutta4,50,5.0,0.423689,0.1,0,0.01,0.474324
+RungeKutta4,51,5.1,0.412456,0.1,0,0.01,0.458292
+RungeKutta4,52,5.2,0.402780,0.1,0,0.01,0.444482
+RungeKutta4,53,5.3,0.394500,0.1,0,0.01,0.432664
+RungeKutta4,54,5.4,0.387421,0.1,0,0.01,0.422560
+RungeKutta4,55,5.5,0.381306,0.1,0,0.01,0.413833
+RungeKutta4,56,5.6,0.375864,0.1,0,0.01,0.406066
+RungeKutta4,57,5.7,0.370730,0.1,0,0.01,0.398738
+RungeKutta4,58,5.8,0.365423,0.1,0,0.01,0.391164
+RungeKutta4,59,5.9,0.359211,0.1,0,0.01,0.382297
+RungeKutta4,60,6.0,0.350573,0.1,0,0.01,0.369969
+RungeKutta4,61,6.1,0.335022,0.1,0,0.01,0.347773
+RungeKutta4,62,6.2,0.301709,0.1,0,0.01,0.300227
+RungeKutta4,63,6.3,0.248436,0.1,0,0.01,0.224193
+RungeKutta4,64,6.4,0.194750,0.1,0,0.01,0.147569
+RungeKutta4,65,6.5,0.152977,0.1,0,0.01,0.0879481
+RungeKutta4,66,6.6,0.123892,0.1,0,0.01,0.0464362
+RungeKutta4,67,6.7,0.105465,0.1,0,0.01,0.0201361
+RungeKutta4,68,6.8,0.0957006,0.1,0,0.01,0.00619973
+RungeKutta4,69,6.9,0.0917509,0.1,0,0.01,0.000562483
+RungeKutta4,70,7.0,0.0913568,0.1,0,0.01,0.0
+RungeKutta4,71,7.1,0.0922803,0.1,0,0.01,0.00131807
+RungeKutta4,72,7.2,0.0942685,0.1,0,0.01,0.00415575
+RungeKutta4,73,7.3,0.0973485,0.1,0,0.01,0.00855172
+RungeKutta4,74,7.4,0.101485,0.1,0,0.01,0.0144556
+RungeKutta4,75,7.5,0.106587,0.1,0,0.01,0.0217375
+RungeKutta4,76,7.6,0.112522,0.1,0,0.01,0.0302083
+RungeKutta4,77,7.7,0.119125,0.1,0,0.01,0.0396325
+RungeKutta4,78,7.8,0.126213,0.1,0,0.01,0.0497489
+RungeKutta4,79,7.9,0.133596,0.1,0,0.01,0.0602863
+RungeKutta4,80,8.0,0.141087,0.1,0,0.01,0.0709779
+RungeKutta4,81,8.1,0.148514,0.1,0,0.01,0.0815782
+RungeKutta4,82,8.2,0.155725,0.1,0,0.01,0.0918702
+RungeKutta4,83,8.3,0.162595,0.1,0,0.01,0.101675
+RungeKutta4,84,8.4,0.169025,0.1,0,0.01,0.110853
+RungeKutta4,85,8.5,0.174947,0.1,0,0.01,0.119305
+RungeKutta4,86,8.6,0.180318,0.1,0,0.01,0.126971
+RungeKutta4,87,8.7,0.185123,0.1,0,0.01,0.133829
+RungeKutta4,88,8.8,0.189367,0.1,0,0.01,0.139886
+RungeKutta4,89,8.9,0.193073,0.1,0,0.01,0.145175
+RungeKutta4,90,9.0,0.196280,0.1,0,0.01,0.149752
+RungeKutta4,91,9.1,0.199044,0.1,0,0.01,0.153697
+RungeKutta4,92,9.2,0.201438,0.1,0,0.01,0.157114
+RungeKutta4,93,9.3,0.203568,0.1,0,0.01,0.160154
+RungeKutta4,94,9.4,0.205590,0.1,0,0.01,0.163040
+RungeKutta4,95,9.5,0.207722,0.1,0,0.01,0.166083
+RungeKutta4,96,9.6,0.210207,0.1,0,0.01,0.169630
+RungeKutta4,97,9.7,0.213178,0.1,0,0.01,0.173870
+RungeKutta4,98,9.8,0.216524,0.1,0,0.01,0.178646
+RungeKutta4,99,9.9,0.219941,0.1,0,0.01,0.183523
+RungeKutta4,100,10.0,0.223121,0.1,0,0.01,0.188062
+RungeKutta4,101,10.1,0.225872,0.1,0,0.01,0.191988
+RungeKutta4,102,10.2,0.228114,0.1,0,0.01,0.195188
+RungeKutta4,103,10.3,0.229843,0.1,0,0.01,0.197656
+RungeKutta4,104,10.4,0.231109,0.1,0,0.01,0.199462
+RungeKutta4,105,10.5,0.232053,0.1,0,0.01,0.200810
+RungeKutta4,106,10.6,0.233061,0.1,0,0.01,0.202249
+RungeKutta4,107,10.7,0.235091,0.1,0,0.01,0.205146
+RungeKutta4,108,10.8,0.239969,0.1,0,0.01,0.212108
+RungeKutta4,109,10.9,0.250026,0.1,0,0.01,0.226462
+RungeKutta4,110,11.0,0.266495,0.1,0,0.01,0.249968
+RungeKutta4,111,11.1,0.287390,0.1,0,0.01,0.279790
+RungeKutta4,112,11.2,0.307336,0.1,0,0.01,0.308258
+RungeKutta4,113,11.3,0.323076,0.1,0,0.01,0.330723
+RungeKutta4,114,11.4,0.334902,0.1,0,0.01,0.347602
+RungeKutta4,115,11.5,0.343204,0.1,0,0.01,0.359451
+RungeKutta4,116,11.6,0.348340,0.1,0,0.01,0.366782
+RungeKutta4,117,11.7,0.350654,0.1,0,0.01,0.370084
+RungeKutta4,118,11.8,0.350273,0.1,0,0.01,0.369541
+RungeKutta4,119,11.9,0.346690,0.1,0,0.01,0.364427
+RungeKutta4,120,12.0,0.342496,0.1,0,0.01,0.358441
+RungeKutta4,121,12.1,0.345654,0.1,0,0.01,0.362948
diff --git a/modelling/data/abingdon-all/resident/great_tit_simulated.png b/modelling/data/abingdon-all/resident/great_tit_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..11d306624c616b6dfd05f347156dc7387fd2cbb2
GIT binary patch
literal 33464
zcmce;bySqw8$UXLFoL9Xi!=y`bhn^LiA8rw4c#S53P=b@hm;c1(nw2(QbXq;-3@n-
z=Xk>Ny?5O|e(UF2E{0)dzkBa@@8@|wvEN`-WqBMd3M>c&f^$zn_8|m<>I;FO%v{9)
z@9+&wEPx-vj&jc&)oo23T@36^AW8;~Fe_U}D+|LL&L;K_7PdA#oZPoLg>Kz2cXWg~
z2y<~+|Mdw@TYEDurn^HLpcPD*f`$VGf@gsIkCH2qV*!D@V7MnM^~g18JsIjr^!=b+
z#eFmECGY(kbm>gKSFx^!1hJ@i-Q2lSe3mLMB2IjZg+ISTU2Sb~?2{pMCF91+1c=4^
zNNM*?>&sM!<^@JNznID7Ns)%l<<d_)?~<!_6H9r_`os>kuO%zz(1R{OAZg^czT5nK
z1-Z=$gP<T^@?ua){(LJ81&WV+A!*czas~OKpX~qqN4j4!r?|ejb?cUU8Ha5<9BpW>
z8Bc;}#Psswe0jooyv$-Q>rG@Nop{$NB2)?C&(&}iB`PMC_u)fGS$CMgltOxXy4bk$
zScwU*-JGm{C8qBbDiq&WT)gFNTzNSk4way)D3QIrJ#Xf+S*q7v%i;W$?Sr$%N4%wF
zWehGZE)+uc4Cm9A=d|mSHI;hSZu4OR!h&}L=ElrYvv4T+->@3x^79J_49!PKD7#EL
zkqU{3xEyIIDqizC+irK<ZY7PbtP~g<9eq<&#HC~Zm2vL?ZmaI)C6*^;V^au=!lM=U
z?6rpb<n$ek7aO&crxxVp5wx%Tusxje;G!0?f9ZWR3$05gg`6}>=M1gvl`uniQAH>e
zV{fH1r+P+V;84gqIXUf(==lWiuPsoCxyP)nukU+LWM?yN|M*&eEY*r<DRUPE%!<8T
zA=SGdnE7FWfzU~x%X7o3l9H(F*RLZ!7S(6e){0hd)}Na1|M>3pT=CJP7?^0aJ7ks6
z*|V@}DM4H$F=V}^t?l812i+Q#*5>B;m+<lNkV_4-ib_23BgwN-L@(0`ylq22XXnGm
z!i@a<TigEf=@k{R7YCIM1KCQ6h_l_koGORqsMJ*2w=psOy~!dgaeChAt)Zkt9-DRY
zZ2|NJ^X(CvX&Nq`J71ZpW5?1bYu$Lx4;wDmKcysVhrcKpvNSVe9wsIxj*N&<shqAl
z-d!HbQ_n#hPWy~>xuK-t<?ok}LU=pY#!BHdbCnbJp)ko5p9{Bb#mjNaqVK2Mf`c7g
z4gu7GK4<f^)WgN5V9vzqb~@RKNJ#EhPJ7opU*};YYVUhw^&&a<Yc#V9?1IdBV(fU{
zd`s+bVrbTOZ7t{h`>XOltUeKT;XYRB9aD9zP`prUU*D*$=h`}-+4Q*-$;!$anEB#=
zS|<V7L#g&f=_e%BhWQ;y@bQ&5pR}~d5=74CqR2lVwOE^={x&+Q!2Yz52p8XWesNJw
zJ^R7R*325)bZE`+5lZ&}l$4aTdM<>WMMR{g>%i`CPf1{sA%lmiD(Lm=_h8Ts&HPkS
z^G2}35uQF#89zV23^5+l?leMX<udE`Dhr9rGaeID(+a1seO~4dJh-^HH#?h7wz%Og
z_dlsOhND-$g@3WWT$Z@J2l{Lc-?EFK7GcUzy0109-23+J+hCi|X=yj?rep$fiItf*
zYs6~LQZLWs9Tj(rpA9K;)s=DRMI37B=qS;8?Ww`-VsfvqZWZ~QhX&x$a`pxm(MoL9
zgofM4(WOFdmw)`YA4<aU1Ew6(w%(V?E)17-v7V^+s&T!XbeVP<d)wy&FEvxCY@cO0
zYzw2bSn7U9J?y}{1^!4Z?BskwG@7lE*jx3Qt8OpqbA?O*Ho?f^(e}L9MLo=Md;0RC
z^79j_ZDX8cD7i~{MWspj1viz`<Gp@)<1#PY8>x73tmbKhMZtA?zYv>gpG&WX2pr$~
z+nX>{2-C}*Ps=vS=*|yfaxt0xMTCSfm!D77y6yD{Oa~S61kjRvd{S^dvIUcnNmWkn
z6-*SDMwF#GsoKACxsW|P&F&ChVGTF$O%gJ*ic3vZSx$CIalJk1wwyfYx4&A{FbJBt
z72b;b&?CiTLntz*9dB%B$KHMR6{-1b(<|#L_XyFQpl5x(O!6D?y>13|eiB`pFabId
z)U_?{H3rtnY?o;-fvlXIA<&j`ATD(VxTWd~3B`oz3t4tGWX?py@|Hio<ux5IdZ9z1
zLmQJd7RNh_8H$Boxb&7^+70DjI4$OWE7YlxWe7^fcYgSGwb?BcTZ9YSWo5^^sAfZW
zmba9n_IN3=$!~tw&e3rVR_}=;2#qT8c=#}CG&WhG6=josvOKa#Or$Z@`@|x#hjmMM
z%5?Dky~&NkMnAL+MfZu%cGSbAICeJrdKt!4YR2tR@UOTxL_EdL>tPIGHSfp1F4@>s
zY*tRWD{5N~i`=;3d-LW^*@U(bV)hp97+Ui)u>s~Yow?QaNJ|@9muQ~MyJ64aZ9P3o
z=H2{V5~GmYn1Ud~^gD<j&7k3`tyEZzWw776_07b@WTpP%#4<S|BBHmqSNRrucRaU@
zfc=7k4)_PJj*TUmJYG&Mx_0fFrIvvEp7~^wkVCKgL_4jIHr3PFt=VS7W4+6hr-AE*
z4HxdkDV0w@gK2QOxVWg!$jHEj>w-WoEFd7Dqofq}YznN@BP&_imxcB9_0~0)XUh_X
zUY?$waA6x;1qFo&r+Mo>=kTK1oe;q`ur0Y_UDn4LV<pb_hH&B56Q8$V??*;PR)a{D
zQrwr5;(mX5Vd1@^vhv0!Z;+FO+1c4AL9l7v0ZXYx9E9Kvo`WwVihhUXuG@1w6>58y
zeJNrdE#eXvNAo;Z%)-K&BmMpT6&J5abrG-)>{OLghx;ljr0^~A>eArSayzgBn#8+0
zJI9BKiHH#S1qC9b_n+3DZq%4*`z(Rh30KER;LR1y(>ROYr#51CVNOoO?Y1f^4P0l3
zOG`_*sf*`3$706|(blVmMn--8`8gAI?bK%G9~)09D!s(pd#9^<wLu!2^Fa5_^X1fs
zoLqH5?)>n4SRAoD`{$1#^pf`lh~*aqF9V^XunfV5kkC+z;e3so0{6-Jx(9BAdv8^z
zG=1I2mTwy$5=v;-`9LK$yWr_vROYWYfg8SH_r6$+%FZ%1B1=|9aL14(=ITw$)~y-*
z@FdukGOxtU%*@t`i2^rHSK0~Z@Xm^9sGdl;HtW6P{D?cSY#y=T4!cU*(+$u1wu$fE
zBju$P*z)fM-SZj;=zAB{3-jn^Y)qBOk4{#L;KK!a4Z5<zeZ*hpcUPz;O$FU29`D8V
z`8QB@vNJF&y!O)d+W&5?lT!!Qa?2a~Z`gYBQvvWsoh_XeYb+N2tA7r^W4zqbV)T<i
zli!@SurpJPnjiLZcX9Lns8K}l)2Bp4L_r&z8y~7co@u>sm1SRkGzn|Qp{|Y;Zq^An
z!+%swM|?y#n$pxH9SLn;6g>K_BQoBsleMl!bC$gOZ7=wtR=5K>x%W(Ig|_m0X6p^C
zDS2&eZK!<aM=#hElMAK2fU(|8<fn;OeUk}m@5}m(790?4T!mt5wMVC?hpw_tdROuA
zNQLYs7P}@Vu^W~*44j{MNH1p)be8|nCVf+5_x9{Nsh+2rqnC3)jSYM#aWgck=<A}7
zAct?VBzo^hUb&-**BYe+z7C+)^A&G$d(z3G->Wt!MVS=ZE~IlN`4od3Mnf%syIR_9
zOV@SwRTJhc!}hfIsS?AmgUw{M)2giUQy<mwFKRTL?E}Qg)Jp8^A2};|jK8yRvJUAI
z+6ajFti5-Xb5YjuaHXY^^4$6YtvM4BnK<!vzz4|}!M;3bw-7~pkVH7@_9-|4M)U@1
z3EN<jM-ys@bYSayHTP&655m|~Ao#YkoKno)G0-v-+Y_O!oAoi56^!QEh_EqpB$Q8V
z|C@S~-7>9Aego^uB+YO*J32(44V0~tc%PbE2+~%DazdeO%%9j7X+D1}+C_XVoCzdz
zsoM#qXImrMx#71#CAslrK9E`@d_B{9&9_3HoUU6fDy1wl2f>r@Wx0#~QI$w?^dWh;
zmCaa*oNTnP$TczRYn%RuUWL0$>z`vVU1U-?utq2CK5M;AUInF3l{GaUY^KA~CGuVc
zF}e*s-u<ezlCF+7Bd@3jvlQb7ms5Q>Gh(e0wKF%gS;A@L;jRk>sCe-Pa5Ls)DCU0P
zl&9V^+u<SyYpLOyx@eR9AT5>f=J9fuC=^x71qf;yvug{pJi41PtHha*d+VyJ<4uVP
zk!GFJWQTkr!519^;iWxkjd*%X-=FHOf2!YIqdN0l@?`IIP|vWMEYB2x^%^~$OssoF
zO|Y?Hx*RIM&4#Dmi*A(jmR>Y@wzmABm$)*E-7NI*%c9a~)hf1a->Jbf+Hf0t@`zG7
zu^JIv%LyUj6Hs?KArh?cTv{Cp(@-OBE>^INlu0;_+zm*k7srra9JQE#<ews&CAb;o
zAT6R|(4L1%^=f{gaZ>KO2L<0o&tVpOozQgY?gP<$^r2*$6KV3r$w|8-k0yz4dt#{M
zz8Ah%Z$R7^{Gc@WS*)LvI;<-vnRc#JS;l8Fft2$x$R73;%lZCiO65E)e#4fl+gtNc
z4*9ersV+5KPSQbYqqf)S=+{VsL|MEWx0+2>hYP5G?3Z(`Hu*ETDnGP=(ne5oD#tIg
zP&RCGOgy2HZ6sjq<p5IvO-RD=mSop?LA5^@Mcw(}hBj}!VmS-!9-i(}2b;=b>rjZD
zV^F5q8F??t{1<`yTBE`4Co4Ix=DT}a<VbZG3ZZ!2vl@z@ohfbGop$Et=U>$)Ike;A
z%SVr5nwTXV_JtG3Kdr*XzErBhJ#!llHM=#NB-LwVq~vy~{o+-Pw}w`IeXWkmvAOoc
zSC;H0{+$F`^#NAQ+U>;+jw5XclZ_!ZIzl5lU-pll`Al&we{{b1@@0Ty1LJZol<OtV
zrwh>;KZi?i08e;!9@b>$Op^{L!oLjIS9sK?to1u{mUKtz&;&K-5mBL=1->aqB>9Z$
z2}<{jBsbtCJ!zaa=v`bSZLThE?sTh%#A83llfh`5P`&R43l8puS%lEZ1Oz=*SC4)c
zmyqy5tIRyorqLHgn39rm5|j*1$c4{Bow>C)q_WENAU@5(#brcDP!Q47-0ajRy89sT
zA)U_Kv)qCL;w;75+FIG;2ml&F?(pioec#d7N1Da);>8PDk<Vh<&hzV)(>CzCtZ2Jn
z1v?#CJ!Mq*@Zp2(S8^Mk%XMu=gQLw_>IQ%sWy$e5r|nk@Dt{boOv2ZfKYMBOzjCs(
zvm-E(rt#d8(y_6zf%Ch$xn;CqUnU<;*L&VKG09@_yW@yZO)e-X=!L_zVu;;Vvf_jh
zT_dZlq<Tc-yUyCfW(R9y)o4)MGVAF0_}rSUrfYIqM}qgO-VP2voQz^rY^hI9PIf9a
z?YR!$5vt_+nlai7K#$Yqq0eQ`?$#DQoJ;$&>Qim)iP_pyO^oas{tB*vruM}h2`dS)
zMYwGP@rV*@@(>7AaHjz|(iH${<t)gDU#we#m`WX<nFO_*Bo;fahmpshZZ_z}@Xzfg
ziMo}r)C_6x1Sqb)CgYYa%M)NUa976&7_0NB{G?uy+&kR>K+|gWgLi|O^Qii_Zj;`I
zK+LahJYVX#A^*djM}o`6%poQ;Ggd5&3ibMcb-19tBN2h5{{0(Bn9qBqFYU{*;{@>p
zrQl|GjZRf!g~J$Wzu1Iaug*B^!Z*(kY(|JVB&99F@}~V>_%4l7x&9qUqu>qHs}Kl<
z<h!C+sJSOtb<YK$khD8N5L6^%V2&;OJE`C&-Ji3Z*4@)X{7RZzLjd`yZ!fO}K7H~e
zBuYuNubj>oO@SdvBE_Ew`KQK59i5#Sjg6B2Ym~S*B7@FYrE99IDP+z22~vLCVq(H5
zA;Uyii>8&^`Azj}-DP8Alhwb!t%8k0B}s$j<-X(Qd@%!|fZ|%pSk9x=rI+V7R-{*U
zKTA3QAHnd0JidyH8?e)_bzdLeuVtz~y#s;b=Sq8eipB&^Jw$~EOx-~{jfD#OBD(^i
zK*PPE`l`QQl?AUZ>q-Sqoe9PP2ObRK$HvRYC*_9VVEkl_;NbaW>*kAg^%0$j2xX^?
zEvuikjO{x=uP(G-tcpSU{PA60TvBaE2Zu}m8NOxnTn`HiGd40Z%5S!y`R8a}&%}Z0
zeMHC2P4HV&X;^%Ge5y3=ikMcE?p@exS~N2d)W<Mq=l_hR=?$Gsn&@8a^-=!4Sn|<I
zQIHisz!o|PejCMK+)o<TmoHy_ZyGs%b8JChNn+&`QOw2k%9x)M*;v1bf_nq`N8h&F
zLeMQxAtQN!hmw*Ijc3pL18^wa&&B|-i3X*r1*qaNtmzRFneq_<ukT)Qm$B49PR@;B
zv}Zax9QFN{BZceVmpeN<%?C2%c#Yby{mXF>5#PQ&>adVa6DW%%1|z`mYEF3YdaTqe
z^r>ytdIcN-YCUF9bLh(9_z6FH{8-BUAGhIl)m44HqZxlZ77mUu8lN+}@<dekpv+AA
zvO72XDK)#Wz}%tTyXjlU$jJCAmP6}qjr02TV;`~f`g+}3BCwXQN2U9TXJ=>e+kzx*
z%{kb?{l(!$KmZ{WYBT+o{psK*gJ$=$s>dIn1ot^2DXWEr1=;zwu*{b)uY4#dU<4SS
zg4Z0swY4?aT3T8<H!JH^Nl8h|9XvrHySbNFLwC)pr~&l5?sE+rn@DHy-Me>&Zr^g%
zVgTVqrR?G15dydX5QKsnw$n&;+an(^v9X1el$OfbWP;Eo*jw*)+A@uSO?HE6VQKyj
z0Rce_z^Py?O_<@~;Uw@Mj>0?J+jMw%c=wf+N#MA&;@VbEpFLBEjg95?K6AC3%Fl|6
zBRxJj32`uMYHE_za+~gM2_{?t3<n@DSPs5gi#xA9gP*+tOU?1eH`Zb*LP8n&2%4<w
zYGHc^2f|jF`T6<QX=xdmR&FXPs+K#e$?@?l;(g1lrw_9!ABKdpWkCfcVjR4m*<LL6
z3HaDVX9%Q9Sa!dr5_;%aSX--Y-j%RZbqC<Gx!wC0_<Ere6WVMX9E>2F3}n}N9ELO;
zA0J14{P^*xI31y*swxTQaqeWNs;#XJt46<0OiYZGmGz!g*Foc{ah;p$&`V6h7CzhO
z&#%L`>xt{Yyt4JOb8)HM+N}u0qs<Noz_535Azf}yxZ@ASBN?|(B(Goc<Zz{~e9LEJ
zTRK5A>`N}<oc{^hTWL~v{MnO=iG@XBRL&z&Nkt{6v-7@P-O&Vb9Tb;}#VY!;5YaPz
ztwKXYL}XiISgu&(!kfiC0tDqGX1JkQ-5AE0DN)@q1t~FcaGYUj$Q1ZD*LsjSdP~o?
zUOd@4c7Ms4O2WIg$5aDN&UT8+vP}Y4!**D@Sfd`g<<#-@t3~P9#s+~W&S&b+@_U;!
zU#1D_p((30Us9Jh$u|hjYvi|hBnM8d4zFH_O31?^5T{}p%-%0|^6xN^2p?R3K;*6O
zeK_gDYdclTdD)9c;VgSZm*1GN!@6A!O7}3%YD5N&9OPJf$KSt!tZ{3rIfb^jQBcx$
z9;G1c+8zjc57pG@yvfK1xwu!a-U!WboyM}Q-NvwnSA-#P`K+A_x;*m{`Zs@{JX8b+
z{jaD80>B%YwEH7W&6A2$?n@h#8#kZTdsba7MiwI(B0)9#<IR)u_g!dj>$oQrVWw49
zq5O)l(Uj=j=Tk{Oja;THgIROuNCx4~a)dq`#jgC<A+&xi{$BxF-`*hJVkkS9s(#~W
zs~NBF<QVYB(zVDC1o0)uMU7+~yYBc>emC7aZrgXNU-Jp_i+9;TB#qZ5z1@$2XbYSw
z`A1}zBtCkI<2!ZdUvI@^v_RauFn)#BH)ugrl8<LT?5<yPMMH30`*XnazEqMoINIWu
zFeGjHe1C;`Kno)Kf@IOtu)x~>J(50_#F0e&3?+Z33O+vK-{L#62?&ya&y_YdX80`|
zNfLwYm;QT9SJl+S`YkZ4qJzEkuQ(r%g{%Gr*}=w_jgMfGnxJa>=uF6qz85h3b5_!9
z)2@*rul<ws|1h(>4E;}=PoF;hSDVNT`2PKS$=@;{vXwM$WLgRe3iAC=l9iG|`OmNb
zned-s>6@6K|Emk?Ukum;k&VaWgV87`T3O|fEA<oo3h4gzew_MgSR5Q2|C#x%?QOr`
z`|%<thxtGKh>D8(J!K*<h}1v)*sv-2v46W;X;^?|{m<oCZrytMpUb^^h5oP0JwOl4
zn?W|NFRjlec!L837}Xlg1k_*Iv0tDc9s5ywULNLuu9?e(S7(C$s}5mWhFn~nZt}Wp
zXk%TyivKm6lHW>j^#E*m4js?!Rzq)TaNiPmEv{RSmwh!~NB3&(>%$u)CqUp7{A|RJ
z0axG2i7$*sEMd4%2W}J?N!_UDeJr=|;z6poj^G;*Pw%*DNlo8VQ1JEqJA3yF<bQ36
z7xSoa-H+k39Cm!>eK2OW0*clgTA#DXws2}oUy`4tV7vh6;XxcA?>^+`i&~~gdwJEl
zmebncyzc5xm!T8-M}?xW45{B6R0Qc<Zba9^x)PqRSswDFP}{BT<oxt7Iy#y#j8Z_^
zk^S57a8zjMH5>}wpt-rZ7JfQ9x~8w)ot@Xakk}7U<v~U}W^Mq1o(kQ*{U$#@pM{4<
z{Z<48U&x(1cV0GI*xIT9^3IwOTW~pY1l+;k#oSz$&febal9D?m<>kcfW0kh4M{r*h
zw2rYc4XU`{prEv~Gfy^FRys>d%aA{FY$WB%?5xz+uU`$}v(15_>z@;9va%S%XeD%$
zTpS#D0QQJ1DzepzyZ`K2ygB=3;yXdRo7AGNZzw1!Tg9t-+QX>{eJJl3U;X~=TR-3t
zTkIb^z@`RD&yOEJI(mA-Uika7ii_)>aq#j!vdSq--B*6_fGBl&cg_pwN3v&O672vP
zJUr`LLCMR@leU$Ym&XE>koCj8rCqbIcaik+A$@P-;;vb1sEa>so1WJ5OgU`bDhDkS
z4^aW(Du^Gcd~vh~?JBB2d^o<x$-<I0H)m+)b*v2v(pNg4rq1T+|4y?)IZjP4G3OF?
z6@;h44+{`I0#C$?fV@=P4W|+JjHjTW=$M?;Nussv#HJB_X5M9OdX%tRKI1g;WcYJk
z&ko<Cy`>I8I9iU@rzuZuaa=+oB8Ih$x}NNuoKV`wK*gB*zno+92{+LWgDxiNk3^ad
z8y&#Unw}AiKi(lvLwHqqTv_dzW}cv*IQ5J`1k<LAe&p4<nm`*r?R7}qlPFLm5BC8J
z-Vq?s5YCx*JZ1-Ms2!wHv{YxUkbpqigEJUL8;Uz6p1HMln!sLcWJn0sc5}xY?_gen
zMy~p!7dBOkBqu*U7WMu(<EBcUAw@<4UlQ&rwMMVm-9CvNM#b2m%jNEOna&Q9crzPH
z`l5eT!cl_06VTo&jQjN{%cR>Lj15MB9WDd4Gwx)4?b%KjS16}k@A52ZppxH8hPEE0
z&IIirvBG|io;i(;Q9G7Xhi$6pS+Vpj2h`#@>^rs%=M@Sh_4DB(vW5*i)ypX!k3^s_
z8$k^cGQ7V-g^=%1wi03H)0%mp)~<c3HEPGDFT+Am(wJbrhW^SWl2KQ0^kZljLL_a;
z|AB(iu<jSI{j)d!5S7!gw6kb_|F|eM!G99;F)PYmEY3e54RYf8$w;b8i6@7yw#7S=
zJH8Bc(b7uPCcke1py5C203@QC9W6HcPrR1A$-VazWc&q_d<&g_Pu0A<ME?oIfNuD`
zF=TiCz)PU+|2>y{=%1Lt{#Q;z0?V~EtKZV<pM^yBi{?kL4?q`?tf;8?L8a~g3yW~j
z6N3!cao^s)<bPzq@87@w-mCu&5JC9;Pu7JUZ5jOU-XO~wDJiMnn|8wPyPgfLTl@<b
zyJDd|?&$9RJp&>qM$!nRx(DbvSmovA3o|omy<hmQ{#rD59{T0Y_~yUQ$@w^WMd=r0
z7eG)VP%%EJYH0k9Jyp>iFQsjN0?D5!+a3~$mW%ZVp3eNOVNkBIL-A-H{U^U7JM~AY
zLM8~i@vr=hguGVP*8iCx-*KIOt)Io^pR~ar1B*{WI|9jXXrju273g7rp)zj{z*#=)
z4yP6|2YQ;ZnVCEgU9<2c&iYxb(Y?$TIwIfn{f#ae>>vQ}SnMGN%AD87X#z9B-j^B5
zQORiz#2czRoKghJ_cde&p8;P6!1vnD-x*wL`V$kO5g@MSzN-%xXvzCy;A8+sPUDum
ztZYBX#!^7V!s<!j>+<D5KTprk$3~_2NA@RZoGLNvqe&2QFb#BCJK8?k$So=&eOv)=
zh%d`v^RFZ=Ynt3|bp5sVa2SFi2eBaX@9gfbehQBp%llYRux>xq1i<h>=Ueu^XARqZ
z^pEu78Fw%VuU~Ij*3s6MeaX$qscZ#)l?LUR^(5|}X<GI1V`3p8p#gxV5nwUS*#f!S
z*u+HcpLlrO^p9-qIMax-Ezs+>;ACN8VJP$mAZ{(vqH*r~EnPnic3)avR=;--Q$tHj
z-O;gZ^hwSTa2MdYxw@)?Ei>wTv^8s31GJfvva<Kv^X)?y=cjp9Rqp^Z*)cNmG)aVz
zgoJ6l^VF0{If>=N#_l)8S{0jJVB=_+4!|at{@<uLb7n?ABqD;;=Nb+Uar=0UOVKma
zIzmFi*5%_`S3UV~DgvMRK5k}}6rxK9cgg3^KlH-~1|k7L3O7a7uRA`|Fk%!4l6b1C
z%UNckbgWJ8<KwgKHbvSza#KJc?!Ka8E0NO#Q<j&NN?~DPOjOihwhJhviAhOASG$%$
zMZv!IV*g-o50v8!#T;<7&FKB5q+y_N2U$*i`^Hc)@5S!!aKV;J3g>Nx+iS|m$e>l#
z)P(LDDZTsR54~nx)q}0)P)|}D4)3I>tkkfz-K^OC0~IS*g5LcD6)*B$OM#>`D0*&$
zOljl2wpJ%6?r`5dd|@3++j;i?2NQeho*AC1S;ZC!=%x1Zcey)=gwsk)nU?1JWe9A>
z@y*i)<qKG*kKUR_I}!%8O4*o|3&6WndZZKdCoT~)n^&jN`kcT|^i9HlrE6OM2A<FI
zpAU~|1_&jj-JV!DbL#(%hixhi(qnIFNO#3?*=ikjaWw?hO4e&QE<$#2QuMIa7Pek_
z&IbDLHBJ;`2om;_dynomlaoRJ#mU_!{WK;IIVP>Up8jygge0GRIbs$e`*ae6y!AVV
zB{MP(_~z*!2>C`cDP<IBRXRVbblWv8uCGkGRXAYO)mTO4^8b~^{cGGwIW)gjod1+N
zmXIWNB>hesrENdh%l81R*DH$fD!GE2Ry-pL{dYr2M;(~CXNG^L^h%Wj6T#vgAU2Vx
zNzmMAT-2ZPI-C@L>&seT@qQ=au2>2V0@vg=<Th?U+*Q(Y9<?rA;0*&525eV`d(T}Q
z`MRJ!cgfx0dV`@KEna8V=pLXWho>JBuYE<;`cBAg{1!48IsQL-;f02)&pbE_p+L_%
zpzxh4`3vC-0>P1$Y`ziQ*Y7V}PPvDJeEUkj;MN-6KSN6rX3HpXrT@lx6rhAyH?|d9
zZZSZTLIbi%N{UN->p&O!DdRC^(b-lLa^F|`)h6{Nv0g#oIV9KT<yF1HO}Uj>fO%ZT
zSL~}y^eFOe7P`>5W@KqHpU{|w`pX7(j(B|8Xbg{cuZ_$L-4p5iDgGc(9~5H0PQZqh
zXTCTY7L^qAO%tm!Dc|c{G9FKQqhgZ$T#mmI(Sir{=3XPZaAk<Y@DLf;C-h(WVdu9n
zYkW-#B<px=7z9r6V_g<q$SFqmk<0*H$`2i4oSD^C#U)9_&~Wjw#Cv_02@2nFdJK~j
z{c)6NH)MEjo*`<#=zhx>QhV%0_;^GBa~U>YEP8UGikn6JcxXt1x&K;X6e5M(!144O
zov}rpvTVQhUM!0FU-UDaU~NU=^d;J}tSRDwt4R(PKNyyu4wl%?$;NRJQqM_U)*B0k
z;qBkB{1`r;b2eVr0E@>H^VGQF<s%p<e!j{;E%8{2%jSMY!(fQTez{Rcd+X5(`chiu
zElJBi*z87@8RwU-LLrwtA-9=7rQf@Ek52tnyIfs4&)cQiYDGbxB>3UCw~>3_C71`^
z)9IQC`sjQ~)ez)<>0R%ERR`N=DXA=eufr<mIQFpy(MKp}Z1q6HcFcG97vuhk`b&!P
zoKMV)0nW8Eu?FtoC+7(YVLieL1RIJClP+|Vw^_?nCM!j+E{tzW?KLN>o5!c}5I-3n
zl9+<C?_hF6Xu*!tY(%k=4?0}As&B_f(~H3*Dw_0wd)js}qTOP$_fhc~BI&BTiyb!l
zXOTUR>E<(S#HmPjztg;b&^4}eGfOP7O6~!3XVVb(F08V@SpW5_jxG$iJKuPD)ul}8
z+@H#!5fPI&Q0`f6DNF@6gy!J6m<27GU69CCYTtfVWTH)FRe-4aC_gZ?o6)kPB{GEA
zw`Nud1*_{HO@1n`crO_-%yOgJuiSxfcHH~W$1T1-sOP!_MEBy<JhH)z<-$()s+jZf
z)$NPLp09fwg}j4NQzd8xK)3iwx9gK;>Bqm$c+OWCX!@y)mwIUaAqOSya#VR1dR>J+
zl@2wv`Iga?s0ltto$E9BwglYcA&+|(?yo+G5(|H6^?0{uDCiqte0H>LjOAG_@v#7Y
zSdMOF(aYkKNqt%v8Zao4gG;hWJBH5{BHvY5N%D`oMVOwW_~kum6ACXwadGi`e)*D4
zL?n)U>#2uXz`$B$o5KZJFPFBnh2SJiH;9aEr*TA{g|+CRW?ebzuRaL+PCB8`qnZQC
zN>f28<in4Z3Kd*c8TD&DueUO5xUkf-sMoHD+sQHL;4djTg>mc^so({X%NY-8DgIiN
zzG$PtQaRL(-E$ObBv;5VY;A47zqhtBm0!J)%vO~7MO?Ye{lffvwz*OMEe^!nW226~
z@8J)xeO!s$oZHu>xvNxHj`4SQlF1MolKf9d9!-Cf&SCrUt%{98vL~^F2kgH3z3bds
z?QnsXHy`V8^1>=hsq5S)pUq<L_!7}X=8v2=qwrGnkAIf5Mc|xZP&F!V@#;yXbjH9s
z(0GZ0gM;5=h(uwHV|dkiuA5W*SbdP))bd5wu+U&>n>Ku)c*4GPL@V?kV?y_@)vWOw
znt|MxlhdK+xa8NZZP-3jO&}KXeGulOD;S@RcSukb?BePE<^%Q{JRrS68d26zzoGJq
z8W^<EI&QD^Vcy*2YUzrksV(ChG<^=^ocm$fuIig8W<oU5zuUl+P%x#5uK7!oYAnUR
zB1QUXmW69X@6c3b^qux-?9;=h@0lF~!wC<F@tC#Tw>L9ePcJXt-YX_&G|j1u_4{k%
zZr#GYk?qezg^rGH++8?rGTl<{bZ%dmoX6vqE1*L;BuxKRX1Ya9$Eb7+QQ(xu_e+0T
zLp9NdjG(S<`jh7NebCda@%9%}s$8vPr>U~Ka{PHzP1As{u73UHcn=7wHwa*mn#PgV
zaM5I|;4Vn^!c+3g59YqXgv=C+f;A7ZR(8E|YP^fM*9)h6KMRfbt3SOPa=7Z8{jezy
zD|&=d($WYGu*_+;V46&w1GZ2&=e&Gqs?$7x+s_>4=E|@hvKbM47|Q&r-_5jtAO21;
z^K50X1LfPd3__hRN<AD*9|e4epF@7N5pdP#>Gq|apf5&xad9Me57Z|+R8*O><ZM%8
zX$X9sx#%^+QxD6KF3udh3#$SH^ALA5^8yT{a)ewS4uZbHZb1+VR23DKI}GT=PJ2Iw
ziMGAR)?oJBeq-V%Aw?g>#O^Rl*ZP<!-dTJ*@-Ar#qWKXWFwy??D9}%o7bED}d53Nq
zC<DGI0US+dXKf50Y|OI<q&6JCkNTN%9hY-U5rLr3htspy)FvA}1SX&y$xZhQ%s`xF
zK;YES(o}V`&Loq<+Uo*EFAmd6dUV!a&ljt0??vLsjL#+5Zg~-X)O1rm9xQ<%mGY6-
zp_Dx#{HeWx<SsC(p*4V?I&6O%fx%C!sp+`af>(ehQ5cN-o?B{z;aVo@WUCOj%7v?T
z5<4<alg>a=UcoLeozT$E?-+OB`zv%tHqehPE?AjaKjFJ{@ANMXh>k8GrtW3S#0hkG
zguG+rNVWjk;S}`OSNN#_kaeFnGttTHI5*lz;g0dtS-Z#YD%p`tTHd>QI#Cq-NN4(e
z0+^>n)L+v~Bj}rpp6j!-v$I#<=i;2DuJ*VtzH_r}7aEyA!OQrl`}spv4Herp!SsKB
zuN2?TodI@Njqf|Z{(V99>`x^rQ<HCphn1dNTC+NNe|Sg|kUW(iMNysz4DpTKZw^`W
zpsqAeiiXsi7?<hsR8wCA+OO!;!%HiKC9=sxk25T)Vc{zy{h9fWDi=5WYiOcoO<h<X
zSW(%if8NtAsw{zi94j)wVD42EMYr<pjnzlboy)}Gl8z`jA5q2i*@U59z!>7fmtrWD
zY+=rSXx%?+r)7u(DrLaQiF@7p>SE8mZ=?B{*8-3Gk7a7_vCHB(X0o?m2|Dac%@iyX
z-^Vb6YEqISaO(VIac6+5jg^-dX(qRrYY8s1ovtsnX)x`fpb+;I1cnV&RaJc8&-Hrr
zG$(bg$C{u~)DdNs(8cBa+p<Wkmhv=huXWe?5XGUMXp&X_E%T@M3C`UzI%eGc9nk(z
zkR-1|Vdp3NWsWNk-GTUnloWY^Q8R(hk^~qR9jnffX8f*L4njCH14BQsh%+B-12tzg
zOKiQymzy!^LSJ5owiZ^s)<v9&CM)~E@`{JhU{f%iwTVGBJ8l72-IprA;Wl*lpX%{v
z_x<P9`@>omU!xd#fe}cv(uP_{Sa=ZN@ae^a8kfy%V8I;PAJOB=2#C|R$K-hSX(man
zIpxl`N~imuJFA&GSwDX75=T)3w$BEW(P+&FBGK1c_p2_W3=-b%_l5?9%=K>zE$(#<
zsACLK?qUDI<zZYG^u@u!LE=#)W`+wZDk>J&n)Rh{N;q5`FNgNA;Oc2=Qk(-K&T-5n
zZY4`eTlr<OBohJ8i+F6RFfRjj%PIH^%r8W9i?W)n@Ud{4I@l-I%R#2zKr6MHdtmQ8
zpo+GKgocFV0!(^#b|##^ytonKWxufbl{xi2t9teuz;eWsn1f>7Y#nv!{cK1`2yRiS
zUu5HnS%2CE@$;!jZG}MP*vPst#z{US7K>ypPO=A6y%jNP+A?}ArYkzO{SJRECd)ex
z&TFGmed4FL>bBb`4I4W^ghc>rb2@OfhR}Gd6?00IKL5_9S!KUSzIwPht)i@~%xg0t
z7^(71OG}ZHlau!wT<YvR!iaqDP=WNhg#}<3h6C5)xs6)5KYsYoVit%)dH0vt%>azC
zo!#9;UBD8Y@%lCPENll7*U_OsP-l#airOL^u75{OO)VxlSqYedjV&$N!!u=tpx9)R
zzz;n4`GKtLmBoKU``AoladGj5KZ$rPnp@3qViJ-N1lvge+^%UmysInJ)61*1ipRjf
zAfuqxHei3Tw!5wEZt*WfKe}C*mzS=dqgivq$j}gh7|1ld9iEs-3B1>pPTyfq#Ws1w
z#B^?zPJx_0x9h1}TSPA(4utvT_-JOWu3DHfOX}f}L}jmk4NMw8i&jE<C1?Ntg@J!h
z@;*B|#H602s;cUdrY4)W0xS{fUOGT)`TqUwLnI5ol=SW2Bz#IrN=(eRgv5@YVt18e
z*MG(CHHG8iW+V&$OtwvEAh|Ds&jbUH=2qDvKaXcm5yggrEv<RlcS=G;$yF}l$WeEs
zBcWxRxDE&q>}!5G{f0mBJ!5LfIw0hCmf6_ZTW_$7yHuc<&NTWp@xMJUnL4Y}Pb@Dj
zB}_HZAxd1_49pP7aoKV!;cy;Kw0>iKcR)l`RQpVD;djlO(F}0^B~ugO;0#FR*e%O6
zM9=AB)Xg)r$bC}|qC^vB{~{S><&Tq2_3~TOZ|xa8Q#`%wA`sJJFZdQbW~w#_@&%?F
z#;55=dyi^brtK<dTTRQoBW5hWtbQ)YFE%XojL^p+uIqD-&{sMVg+;(Ncg0@pi^tKX
zkEYWV_rL4!z#xeTTLnJ*Y`5K|@&dhD*J9UP&&%^eGtZ?L*ErL5dqpC2fksy0l<K*I
zi98OJiXTl&mOM-8c{+%KBn1`{AwJx~yB_v*9PU1;@rG8X4LK_-R^>R;g2%HHq!mmH
zLp`+X%uq`9@%?_s0dy<{qE{)!?ogAr-v&#@W*y<*=-dY=_i+Cu1LTS{$X0Xehcj&z
z#Q>h5qQHpjT^zGg!nZ}UBT@r1<_I4<?#bf{s$_jBc!T>OdXk#95+9CIoj6yT#8E=w
z)C5J3wx>5sQiJmGhr@1jYV1-QGq%UWd`){Gc*NJEb-*y=U8dXu#ZM6Q1mbn)2XHyE
z1bK8Ga9Sf{u`909S^{W=?z=q#E1_KV_&REd0=6VN4Yj&<SN6FXspQ{{raq7sldNl;
z-LBt)Z+i;IYSG=TyO>__!<+HxrX-Z~_e#pm&yEy7;>nzL_n-Pl=)X8S2KpV>0Fd!z
z8w8iBttLJfTkBt4wqy}v=+2A~zmGiNa+JCoVpD%?swS{iP&qYdS#$GDr{xlp3^SiJ
zCMkBRk#A$z%A%*Z%Fdp}O?d1_4)=8fYm<A2Jyv0;^}8MvZ@=^IX@Dx>&j_Y42e|_V
zo1<`hQM9i2m|7HplqRgSmR{;|qV{0MBw2mMz1hc*vH4>w5~V;cAj0_Vic^E;tD?uY
zV~)2}h!&hHO0%`NB=?F$mR|3Xs*^n#78nqz89d1c-1DFHJ%c?&DH4H?w|#lheZ4&K
zCb}rwhoXUoM5e%~8u|>MNdpTDsY9I!3iJh=nYj-qx~n)RxMlpD{eKp3ak%==4fx(Z
zsdWB`GXH&Jj+`@Uhy82oRDw;)3&eEQXXBT&VN{5_pmZ~oy!t$g{7=yc1Iel2&3f`E
z7n*^3Y&~;AQYtU-+Yn;fQcKH{W{TGhze;FavcsWqza?g6TYM_|p2$JPaQ2mK6F9^@
zk@BY>ZS-1(|63b<LEpBQ4wtffeZ881;4phYy+nU=WM7G+jE-E$7p$7SHHdxs5;#Yb
zY|PA5_8mnO0{t`%W86!*dwEe>&Ua}0bwO43@`Mb1B347C$^?e0^tA$Ik6#`*=h8@_
zZ`dFAB?+lNXl@xQVO3A>xa$~X23OEeaYEUn=G>Yj<Y!(`H`L7{JN6hNlD%~A0(FYT
z+zplIR>K37BAPV=eiozrzEewAftzh_4q`L<NlMU5yUYy~5{BVlke)BrNmpED4YIX$
z*^O}i48`?lHdW(2+?Fvy_<ek<?H_Y8eM0;2zI05BXS}|uOPeS+mc{2aiPN8HjdqSw
z2dpizK%ju^Tp1A!g{t)Tl%KlpASi7<OFh8w26A4xQk3<^B43QCq$3(-N&zOi;V_=O
z7W?b7b?7qAK?VygB>}p2O`VgW2biewyPN)!uCcf&;bD5B#Bh^1ox9uH+lH~>Pj%g1
zbtjuIp!`5jSzJsSXs|Ajpde9d%BMXyIi47pyDT~|Q+tA$;ro0XIaZ`|4~*4bU{he)
zQwA`6RSNj$Ko3Mrd2D6@@{2oX6ByGFfT(<rJP>G1f!VDLbT(0kuCY;&-t9mkt#2e(
zsp~t@a4|RaOqTSen>u0KH=*@sXiip?lC};=i{kLfXmCSAg95hBCw-K4cx6$S-c_I}
zjGXRSJ-;p7kqm0MTu|wjC|a_145_U%y<>d*`0?aL81?F9Qp)~(z&*N!MJuzG*smWC
z>v#eO3S(}bEa~G;a(l77axEV&zj87{0mMO|a8`;U7*RWPYN*!dg<NZ{;g#;jrKBh?
zh1Z2WhSxU6lN4?W3OQ|heu}mi{P=p!`WE+c5zYQmg0D8^r>a-bksJ530<6&x)*FE5
zkmAC<fp_q!vXZ%{=US5Ai+(SY(NDvXc{+D5l_Sn{0K4R=jekCrGu0V1vx#e>u1R<E
zaa)<SK3Q5Nu!8RRzLPwW?6!d7)BBzFrpxH4C><;Z8>W9uE@wR7mF_<NXj|8QrE2Ik
zOz-&sL0tuonxxS<|84AkH~{j%zBw8Z*(fTeA(t%bg!?_4?<DTl6jwa{gZjepU^YrZ
zMy$`XFx+I8+($J+U@bg?;Of(EITh#VtH{quHG-0B1&L4_8yk6s*YB}skG_6bQeN^N
zo{g)PrK8y|@;r@F=T4K#=w`x@zqPMH8Abrq9aQE>E9vPwsOybP+0+pk9#~jMFH5Pn
zwg6oa#%H<{GljahEHi!EIV{{o(nalq!a8GM{ggm{+EdS+AS#A86!d`J2E<r_g7}O3
z>;#O?_~$&eQv?@<yk_qkf>7BQU4C8+{jZBDbgzg?ZlKycZ(G<rmwUHAKOTPr3+942
zylAYdGBYL9c!q!O&Wq=ug$C@MU{d6pJasxI2Lhf`B&?{C>_9xaa@8`&r#Aao2r_+y
zPFzlT7cR&(ZC@F9bMm@8@^!uJG?hic$>Y0C_1C=0BiWdy+qB!>9)^D6MZruR9UbN#
zMcA^R-L-F^yX%`0%dAccVVPS<l`+z#&XsJ-w7t<pYli%>dj);ZXEI=V+m{FLrM-0U
zdQ{ca24YVS+k<ZsoX@X(^)=Yv=*FitOAv5Qb8T>Uu*9U%CoAwX@SOrs0T^%_y<xMr
zX(MIc!alrEemnAG^Mg6WWGVh>MVT<QPXuODZRg$o8upEM1WY%_0c*obk~xm^fv;cU
zuioPU4x+Ui3tK`|sxKILGbi)p3>UaY&Sm!cw%lFhgW{seJezAjv)&_Gzz7(iK+yiN
zDFF4rJQSF^fpM2czi70<N21QYx+`+^0;i=z&)*(YSEU!{8{{%yhsUE1vf}!|{%YpG
zJFf|LLhnz;FD-?tQ9^}C%}c#hyfBz4h|9_<dB1r)>Vgla%IEp~=8~j966wt;dMrQ(
z?Vv$FrOIM_jsis0V*%cw3v8lS8<-QVpJ!#GT^nGAw@uG)qoSY`Eb8{QHDu$^F>A4h
z^s(kBweP$hxYhF<2e|T3|5#JR{ev&E@#KZ#r#|siy$N3&c>{pNkBfJza}{x=)RUqn
zZ(J{TY`=b+c%dyRV}Y{=-2<r(=|leEx02KK#Y$0HtT9FQGG?N|=K(gI9;xW9Fe$+I
zMO4%*Hho!G(wAXHf4p}-OXXjw*o7Qx_#b1XiNC(Y(P{pk_=&oyUAee3D@Ox$Uk+dl
zjLqcs`tsuUo4>)zD=iX3-(7PQ;5A5)fk5662>QCao436z>&1C(e|xgofoT_lX1eY6
zWntbh2k%%4FDNABN3k+U4g@1h#`kavBE&GgaB}$&f8E;LWt*9G1ja_JE#6{(@C!EX
zz@4o0Cnr%fd%kOHYc#71=9Wq>df$ZaoJwe^=YFVnYQ*ht7*4wcrb*N~;DJs{$$13_
z$gv!U1v>Puy3JJ6LHIC2K9PU;(GNxUezeX`cY(f5C&CvNZz>6iAM^FY8|ZU--e~$?
z{F#`*2yS+dXb|xf+CEPQRQ!Iqmc`LR(SuHoB6=SI4^3Xy7$8G`w~5L|6io3yiQSvY
zpPf4wX~<ENl1ui}WTO4$!t_PUWk$-*<16;JwXW}gc35+BE#H^JRe}x=d$H*~DA_4^
zOka=p3=(+_oDSxq@bZr)Kc`GwdCS3yVG;NGZ(nyB%{yWt$+Js`GuGEBR#5pj_bn+b
zf+7fY#5h&+;lLUto&{Y_<8t4PNC@N##ouh0NR?y8>bIUI)QA7X=12<XN90$Ty03t~
z>wHdOLAiuMLIjBWnwr7ZQ>ZBpvn6|ck`TA}w`fk9S>_OFiH2gQE65`OyHFJ)v8Hm!
zB|q57m+MlmuNdo2CfuyXmxoqW$|<}<LAyAlAxpVHocCwVHdP4F_T`MezFt?Mc=wl2
z6arQ4({`#3jqdsq^GM)L?7iNi_k9QD!;xCf7M~Fh9|5cUlVX$cObK_qeWz?oqZciw
zX5Py9rB#q-a~yZPzt-}*Su|~y=V|PG{Hq8kj!IUma+A6QHK|Tu>CJQVLHr_I9|^k*
zC)KOBanHY>*1t0V3q>xlv=edKT;*>0_iTP)pl&R;9C>JNo*VDz4mg+P2Rn<^vMv*L
z(Bsq7=;UN-@U(%~-p7li53iY|p^=IYvuP1xA(@piO^reNxG>ckp|sSa>hU4!A+1oE
zq7y#94{B5t5J)#gv;$<MNKZvEjx!6KfK39trUG!-XKR$2ssW!y99)2xw;!Bqc|cB1
zz6VGU;PSd&2M`Z0Oy80-g+iNK*f*bpgN3su>ETYffPK_*gx6BsmF<gcR)3b!uI<;>
zH*adn$Dz)r;nmru+zEOiO3l)ckutpg;Jadt@n3Ea;O#5atxK?}+kc{2VvHF^#{B|m
zK>$AVJzz?7sS+#VVr5MSW9(n}8ZEZ~L!NB5dvuM<OeBH7*2(lu5uYI0Lgpknkj<2)
zdYv7YS6Ewxqf;X^gWF_j-5t*FGA5i3Z(77WewY~;`xW}jnfss<Wx;&P4-IM#j+I-l
z-s0eB-2n$`tIxWD!9o%Uu-A1Oy}i8+GkyTVDK;VTdvf@C0%G{;LV%3WO+00GqQ~Du
zBO9>$7-p@^CKsL8%FyQ1x$1;cchBf_Z+4!pt*~(2em$IK_Qy8=@}8<OBje`m=VJO1
z8r|NmuGJkL;6lh)jgx41^NA2UAgcqut37b~$;BfHuyP-Aa}isE0z=JSUnd9dI>rH#
zEU2uhtASD7#4DQYs)LfFC8zPzXId`nWT?$)Ty<^?hapw;9fL0rBbjbxB9BEXCe?qf
zXZ-_}S>T=A+279sPcukFni++K6Tp)#5Xdu2ZZCC;{}(xPUqK;ld|cDs&MsZbA45%B
zJ86`OfkBpv2OOEO)}*2#28AA@co&)~F10Yjh4TQuzzKhS(A1RY%eDJD=HMv8&8Lyn
z$}}_A$;nx7raX|8^nKQj%h4R!4a`d1jjxt<7v@>~4L;)%;<Y}#Yh<U45x969NA4q}
zfi@K@KX-C;^aebRf{~dy)EZduIV-^FZlZzjfOQVtHHD6Mbt#&EUG9DP>Q!(B8=Vi$
zn`XCnfYLHdometz4-am@A;0qy*Mww<G^eXx)LlccwY^<UM~51)CTcL)ZSY%YgPnj_
zYV%Z`N9)hC2MWNFG50T*Ma4#3&4IeQ`m3oV3Va$G&heHj7#Jb{HAV(NvA37q^sxVR
z1_9VC&VHw43>>(*xrzSrSrAp_V*hkmm@ZrV^hFBr@ddBDPKW$_vchuK+32h_cm~L=
zoAVnR8*^vjG-7NQ{H|O2=^T~sW-WV1UX0jjY0Mw+!*w@-uLR2@x3G}Jeb??-@PVr8
zn@^$L-4BYp`4d464W8KmoKiP>>qL3{IBASk5(j^nx4PKvEf~wIF~8Yg+C+!n!fTuB
zE8z_3**TOMNE{M55*;HES?%HP;Lk+#jKup;?I;#&$N`<qcKZ+GMP(Gv#FVLqtxY?)
zBXFx&KGnUY^Agivw9KLhL=ReD$-?geOptnUDHHTZ2_-n?BU(!ySA5!4l7$&#k3E_X
zCMLyRG|+o`i&e>QiT}ac6cuG00@mg%SqLsBUB&FcDGq14)Tv^gr;!rdp^q_pi)3X~
z)wt@v?8v;Mci&y=vD9jC-8Qs~J_W&|?+APObQ{eW(8JcN-sk&ItHH_Hmay87!5`hk
z8i<ZC+V1w?;a(Ubu5rHOwp~v(wl%s}9MR1{>OmRxHhYOA;jk^$kvHeXQaEnf2+3=)
z)q}Gw11OXX>b0t)IVm}$J1(_Y9=5meHnPn8VeZrcfE&m&VU6`+Xs3*4%?i`r!C#$G
zN=w@s9#+^)j#q@&8S5^IHWbeI(XI*YI%A!6y`mS@5%R&7XMWayz$J5AxL=8Apuo~9
zo$H|7{iI}Pb_09%tZH0q$S5w=qa_dXe53!$$uPY6YwSjYalGs0TpI&hZtl?PMGyHe
z17my)lC2@*oZlIcrwz6V04D@>UZ%S}x?O5Ma8tA1(+z%b=CV=v8Q3vj&L09}XsFZ;
zQ5IS2&t03t*D!()H`nfGR^N4kW|Lvj;B;2`bT`Mzy(tPk7m{e6RBm)7liqwqDAN)_
z)qAXctZrG!=4(w!IiZ*)@TLVNNy10G4zM+4hOJlwT)l2kN&y=yO0p(5n)|qz%{rBd
z{MOfnq>@5mz<P4c3<jQRV2pKUZFS?gW(=s}VqWwH_sA~zjt~KvhV|3I{-PEaN5ibm
zz39tOlzD@zbwZn)?;660(4@V?MHsUsu6(jK^7p{p!vOBp?qruK*6R<1R3ZqQg^HgU
z03vd4HjvhNG^Hl+@?@1Oa-#Fz5{ToU6!Q7etqM3+E;*@gO*w39_r8q|rVU>h>|Kzy
zOX<_)D{1y@Fq63_2yOeK>Mjp-k3^=*yH&LFw5T}tcdI<m{>m1EC^2EHZP4hPXbvPZ
z7h$*4o!N<ol5$pDzPeesA_J<M(s3nJHrRA)GfQI+5)rRR<XB1q1N&`jaE=fKs>RM7
zMzY&>@aTEu``dfKouO*ygod;0knN*PJ@~QDJ`Yo06g#gnI+;(*%_PS45~%n0yN7&q
zlpIihnQvi`uoj$X>5kUkgojuk5S8;w5;)^3c2zfXB0W5x>hL{uL^;HG6fM9RFzm5(
zRic{L9>Q0SFh8!`PDnV<=J~tMGiT6Vw>BR*rkgvb6j6@fS9Pb^@4|Ci3b&A96>cdV
zIi0y#3huqkCUapBk@_XIu*TiZ^8wBLXQBV7@d##(-8iwR<8+j39(FrmanQ8bZ=N(i
z(io97@}FEud1v4?j@Ne^@;Z=vk7mYHC8FD+0Ofcv+xUKO5d+6xhh{`yg#`gnz!Bds
zTt3FG71eWxbnCk{GeXid57FzrUtMf$^j&~(ZY9fi`*!TqNElv*MYC6Kdey5~Z?|{~
zM#}vuP&5AWgY<Wt?KaUZ7+W${e-)3gPM#jt9*xtLF0!?xUOe8L&S2>nD(*YI(<U0&
zc;xOto(4z+IU8JlL(}+?it=8$kBt9p3MMetU{)U9;kgkf+bIyuS_bM+#1t1U0hFT%
zXqN2l*lQyfu5)(!qObERQ-S!(SLF0)YkZv<q40#<0`u1fZA5wGCl@UZ&+d1h3p6tR
z!OL6T-yklgP_^j9+W`-LqDwHg>E-SQ4iZ~8^6u9gIzn{BJM~^;EEVc&<VdYy{i7X}
z6lu%vk26~?8)$kmr^6Q`EmZbNRBF^i<wo`?ueAqP+n%=q`ytmlTK307pk_x#gi>db
zJQ;FmV2XP3*D)h1$+u(#GvoYn6F|RKGtr@cchh!FA&cwKEc94cufdy2?x^O6NdqP(
zru!J)ZJj!?B&(HIALWA&X*YV)!sIUn0zt_8Bkm#LOUMKd{cGu3D%PTmaNY43+5e}s
z^A4x_|NsAyqBkMgSxH7IBeHeOWX~irQZf%Ri)59NA|qt)RTSAAM3RJKL>yZ<vUg<s
z9xuH=>-+s)*YEeee*VeT<#o<$K3~tr<9WZ|?%9TOTTR{b<0l=v8>vf)u>qK=lpG&|
z^wKpJOWJD+^6)?qjiT~{vCrvbgdH>Q?=PFZDv|o;YD?^#7n^0qM!guTPD%G5bo<Qt
zH;(JXep@qb0m&Bf(u(bT(~)12sgC}``6cdqPMGU!!X6vzRcWEmn0*=9v)tO!VwbBE
z9kzH4j_t)Ujj4sVGo@|b*4MZ8sx`cwkv)8qZ>4m$ITD^?M7yN5=bCtj<X=yh28#a`
zH7tSCxoNmgkQV8uTG+&4ZJJ6(lj?FyvUQ&6?{&D{ZZfCyj!JRdTjfZgv7McV654Jm
zoZ3a%r)={KMm$=fIK8abh#1xvks2oc>h&e5Pz%M7mx;wjMk}|@U;8G;gk{CkkXv{D
z{{69thjJxT%i&dSEOi}9kb!bFt(xC<{^?X@CXFTs*)bH#7A(J#>?ea12EdK3Z)&Pp
zSh&qJIlyo+^z}@>n7bYfAsVbx3XA+<GpqV`*vV$jO4pI?Mvx$6FpbrgxQ~gC#T`o3
zs^A|T-`wnE=Xr{ZO`?MmuV5vd<01;h*e@V=829+-vUB>T1B=#%XiN!I>}=bTnm@*v
zw*6{gSzu_liDPWXM1tG5cj!3AX?hV>WJ!k5f*M$fq|x=+<}Pzb9v#D--tY}QOu)?m
zd37bb0u-nL3CvC?jc2g3zqajvFMVOSJjj`_=s2GSYv2Jap_{E+k8WnhPSlh0kaY9)
zg$b$l6cu%f%(8uXdUj@h!CGx`L_ArV1w**%UKw{b^T{-0^kKa&Bl5q+GO{#xV1SFD
zAxxQbPU&EGO3~J>_jb8rT;A^Ykrvx*__%i>>YGMVhB<FfQ`#FR&Fht~-@kvKaZ(%}
zGRk%L^m2z_4r4wwA?9{+ZbMQ%`T|SRgKPGJ*jiq~*F=f1u(R{R=@1itZuMH^tvgmj
zn+yFJ5|br&)yOa^)^5C&m+^=?=3Oi&Q&fKbIcIlw(Vs%4&+>lm4yD;wIeOb+Tc!(7
zs`P0b<#uV-FO8vt^>fS2LlV9N+@HH6YPYA)=mfudFuN%dzcVQ6c~38$@xow&bRBe4
z2m|FCC0A%@R$2zS{Mq6zCHC&SM0O^jr@(n|1)UuubPc;NDysc8xKVn?q=xa?orSo3
zu;3k>^4#TH<KK;pyCz&XZRB%#3U-z&;zS+hH}pMSl+U#VFVO^u9+F{c8EH$dNt#!T
zl;Qc7L#wZAVamldd97<|V#{^Km5oE{k;|2>?)mOO?O&+w5cfm#&Wm3K&*i?!=-9OE
z#LiNMvh=8BkmL@XhyKY)SE2+b1}Cfdcw@!2g$WsH%*|ycAFJt(#?Bbk{MkGgO>A`r
zg$bI&P<=+UUSqeISxHIh$NYSOyRb+=-fUZd?B4D-YN4f;Phb3pYdJpIPbZ7I6<8wA
z4^y6?znTBhRHj=OPIK;!yQQZ_Ufu%H;g@q6J1dgs-sCfwV3n?|TNo$1+f}5HQ?QT9
zgM`G|JsK_XJzmqKF8*ZWGkcP$JTa=vo@4PkJ-9)6bW>8g&m(8wVPh5rhR0hkDsTNX
zY9(3wBk~c^3*4^4(Og$7yTI3OcFR&`t7;%3{5|W9r5a=IFW|4@75~0Nv)6XS1()D6
zT659o*d@_&T=wlP*V*RZP1g5aTn@F#*}VemC@3tV{UQ!8?5(?$=H&W0Slm6L=e~y`
zP`2-TVLpgg@eaoRJZWs*LRzHT!HhiRek`)WUx=bZrl#(Kfh>vNre8=5`+$U{{jZ&|
zwcODl0rDJU0Y-azwEb5NI~U|eWy+IfVm!qMp6YAhNoW{co9bMIaVX6=``C%rj=jjM
zTKkFS^umF03B6O42L}l5%v^aWg21CN&BC}snB*ixw4VOB;^mXsZDPif9v{dZRmS?S
zx6R@FdXoi|=jLN$0T%WB%CPC&vec9b&CZ%qA6?s9FI(cN{xLa1jGFblDuf~CLKfi{
zm$8%5D{e&@KX%Slt*oPGVt?t~dHS#S1=v-7{kjhZ5wE7la>;AmLweS*kdvS9nC|24
z`679Hrh=FGw(7tAJ*wV*^n`NC@WqHd2{$KW)6tRPUr{GCujLMjz^jB0`SPO_6i-%g
z)g4DNVmrc8-S&gI#YmYY<MrgO*X)rN^hcim(ws~2?|W-)dvQJ@v6v%cIQ9xfYTKsC
z)mV@Ze!9yFe=L8!a5oARGp`5unMy@1!Fz=)qy5um^ZPmItgvnhBG@YP^AE%af(y;V
zNG`9KNYkYxGvL4f$Bw@l>z6BJWR*>b)y$H}*a@*y@~PT9qv3Ur6j8wbOo;#Ha2nQI
zSq`kVdGfb!bAqid*Tsn<oeR6K%9owvbD7_n_|+*b((O&I#+elzB8zr=g$%9&4Wd7z
z2^ey3sHm$WwiJ0a&lIump^qwVlVR63JAX{uD&OELb?smXvYGmswDxW9d_e5;&dA<u
z)W7Zq4Gjvo8%UC_EW{IJ2lf_i*6QDk{aCP8m{Iz+R^N9|WH*a-ZDv?K-%domPtYD&
z;UG|)fu>QR3146W9*^$^)4$C~t+&kfAh4o1oc*WT60DX){c9)Y=8kPW3pQAHFDcEI
z%BIRfvsVSjbWrj*S{Z-gFUV4^l~Ro|z+^Fqap{^?KAO(z&F{4Z%Z}I!-aqmmq<ATJ
zNOIZ(LYRV?_c|TG2@o@6c}nZ&&#53`!NF^&rMo*y)c(8qMeq61uYWc5SCWEbu3Q(7
zQ%_lxI!ktSI{MpFx84|f5wA@2(EUfe&&k~x(5KQ$w-8O<McuS-EcM@BU+;!BWL1Ql
zNzHlXs4@;b6~jQmbU=3x4yuzg@Mi+8fsFKcoG3UjbPoJK<>TgdN@5yJic;)xR~-3S
zlxgH;^753F(QGYQuSW(oVzJw#-Y^@u*0+g`VgIv?ORU0D4;%qWr%_Z}qQrYl5|~B}
zhY`AAiWhJ#m0Xvm5*#m23;mp(ec~~+cLar_lukIRyjxp?IkD^7M_UDp9Q`+ppGx{u
z`7mhFqztL@)uL6;ZoRY>qeG#N`Cod)2m|Zs`045CzFRT^9%2Kt;pn|ofQ5zwy<srp
zHW*=570IOD`|Ll0)=&DqiBCH6@`t|tcOPs|SC{;a8#gQ-0CdB3{NrB$&pDC8Dr(Qj
zD(QN4=fZ#5VO3rA-Z!=krGOc>q2Ce_;8c~Ah!nBV(Q%PE#JqeNQ2?}wut-t~^LkXo
zW<#?jVE%Z~=oD2|)z1S1@#zQ9w(7-+2?aJbw&=vf^JT1;A69%XeD_XUycaYd4AX7#
zUJoAp#S`C=^cOif4QA3?c#zd+X;e<f-EZ>%GZFU-51bOkiyQyufYo>HaAK4a7q7sa
zxYs^^rvNlEd@(m1Ys+>XToxFPU3s1SxAzqd(lS*I4LVO3eQ{8rl&EwjbfjFmdnJtJ
z?B!+-*WQ>*lP;D!ySq*Q-r}L-lCIED{r!DI{BX+u?4y}lBi6ib{+;c9${R6{3z~6)
zayMO)vA*SqiH3?*Qa=$~I?0ApnEvc7<%sI)YH@UL^cb(0-G4E?78icmdd4bc@Lj>p
zt<<oi`C6?M^kp0P2k`cuo|4xL3?c&p0>nL(7NLzvhW}B=cVMIG1@Pg+7&pWqQ<*NN
zys`D4-JC`89bJ2aPI!8aYofh~@&BDH5%3eBucD9P^^o0dhi>Zn6n#$e+K?jqVhinC
zSj&b5g~!~7C3W}m3=rkasAVnxKUfo4gr$B&bMs$}H3F+1*VQ(IYq~e@Ajk^2GqpUc
zySfL=3alg#&vfEuaPlweFYi_LBz*1P*oz>-JC!Kz(gGiVzS&H-Ct*lZ>#sClSwp-m
zfN^cAVs@<2VKnrR@O`-aE300U((LLF)Jdw^TkmN|Qp@u?yV5g;@|xC0>MmNZE<e;U
zjAsIowwO9unolBwe7pP5zI!0%K+$NK*>F_Cmz#m;j#g5}In^E&zu11^#bf(Mqrn|u
z#KZR%S+zNd1ak__HI)bXJXj*nCEYg)B0h@MD1H1jTF`NM-0yVC&Px@uIjOV5=uNxR
z1^8F0<?2j|uwcZ+@LQPta$^~&2Lgv>BUxlA8C-Hb5ttZ@q^Sctwf-nhAjn)ox}c`8
zVw^1gvUk<}jtChPia^e??nUTw8hHPZ1nbnsdlEzomY1Hdbvd?(Om591vfuol&A!wq
zls0+P>>-0M_2*4%;)XqEFGP?wS(?}Gtf+Mcbx7#lJRMjaA`$zRul?JRL8fRwq078O
zC~RBAR5xd!*-(tU&695yCaFOIac+;TPTl%@;e{y=XUi0aAasG{s>o;X=6Fj4OAEf@
z-fevSamp>ekdO7!Iw!nAxxsUvf9%0+(ypoB*<C(`%$$j6{_|L<lnAd<!bAI&{{FmE
zDwL@WNVmq+1lp8g?;mY|wnjwzwQuccC$yJj9e1VtuZJ;RMa(RD?BU(pyEoR_3ta~y
z^skC38|mH2go3Z?NEs*uJQi~uZL<f9C3T#V)ihu%j7Xx`ckEwGU+t3gm362%Ob((5
z%5aiLd+|E1%SX{h8yJ=>TK&!pCB+X4p@bcdVOudRno-k3SdAk|n#!aX)n;%l7bPF%
z%lFX9=xB32ZS(ll-4erpY&CmktkzX7F5FO5l=~I2wLO#s4=bil^tm6x8Ph*~{c~pT
zZCEgGYETBnuG2Iv*~&*MR)qks5D*Vo>6+rNj<9^r*4n(Q`*UV+bVK~RVaWb$e0&~X
zcqp-72Jw)M!4Fita94^ymgV_)Y(3Fq@SNW4h#+?Y9tuq&vH0)FwrJB{b<Q1=nFM?X
zLw5&Jqu;@2?{k*EdpbPuN)^r0l2!Gocg01s%;0o71JkG~EY#CdkE#+mY@}DmPGDFl
zen4qCNVa_Yp0X|x*OXi0J?kH`VpZ0`!WWW+4UF9YtW|%rsJtlMN6R&f&PP9#KQ*W}
zgeE|#r+u9WMF@vhsHfNUlgMO<LZcwe>=%l`=)UREHf9=}rMGtABC)8!PBHB@;$Nlq
z?&2Ud?=1UxXq#(~c3$&B`maQ1$;i9E{0b4^#Zt5q&`>_d-Qrlg5-fA!p~u_cV@_vA
zQ}m?hGf20IH&0BYyJ4eN&dvC}4cETuUTIhh4x=IOPVJ|Z%Y;=bEF6*R?nm?Gas5ar
zjBFZfX>F5u+nwU>z}y!ttp-=Tcwhru5o^B&sV%m)o`*p7sy%;Kg?xbvhc~<=+vk9m
zb20m^AnwDz(VM<Et*rJ*PdzthIDN;o-MxYOp~v$5iy{X*y5<c#YLAz;TH1*_B^0~V
zIPxh}BG7MajpUPDsHYh8Y-C`L4AT`I1sC$RqnlY5)N;Bmb^6^+8a`m1A48!T4NRF-
z3O9N!*v4dRns7`g;f%tfR}Q~_pmu3JRDUckN56nNodbQ{>!JrTYh?t0I848~@S;>?
zl@{tCdieH8!D`K#2HLCTX}K^XW=4PKA+dHEn<{5$!ht;hF6+7-72=|nPGa{RHhMR2
zmmctOpE-O|N692ZwIGrK*^-0zwaszjN<_zTWCUGna|pa*Y8Me6%%MI}xP!^dWF&FV
z1GgnZC2!SzyhZ7vFiUYPlzy!cW1a0&Qyv?3=Vb(xY~Jp(ibC(yM3FsxS1z`{^OwsZ
z&(}GZJQ#Lms!ClyT_-Jm{`~|7nMrLc=5&YHu!c|Rzle>xP_SR8B61FwbmuTKX$C9?
z%=Itb#``c!y*Pj2>Q|b01H&xU>N`g^PY?>UhJSM=)uI#CV3M}>so|c;LtpY1GUNz<
zZ!QJ_0Y$iMe%4k?FK8=xbA&~a7KigBZsd4BT&+dhnQunZ^jmpK@oN7(9z^@#Ej%3k
z;nWD*S863oB2>15yA8$A))vR|P>t=JY!x_RB3ThfHoVNik=+}O>0lXCgWjKOeofe(
zw9cJ1_ZBj^YmCiG_f+$lKlVI_?yzpWu7DLX_dfz`4CF8@@$S6_u9GwIzGk-tgFmd3
z1j=2(ri{e#l6c=2AHW%lDTZz*8KIB^2lyDWg%w`fjrRSFA=}Hobneu&b&_pmQS3x<
zD<Na3pc`M1j1D{`^TWld8omX(F(DDeL)K8seiJLjWoJCVv7+c~Y#q|T9uvA%B_Szb
zoHmW%R{ufviGPo2=ZmMC;Thh4Qt3xgD278{oZ0=5!sNQ6|KxL<_uL9~<|X6;0<!}O
zBx9)WXnvmE3vW9wq#OE!1g^jkL$Ru@_4?GE<-M`ih8ED0mmJWC{y=H$y2_eKszcLp
zP)S5zH?=DHbB?M7-h03Kwa5ESRJ8lCw$}FVnG+gD2dC)|Gw6~Ho_|AB<aGVDn(#K+
zgNwF%I$#*xoRU7T^5o8KOSukHI;EJMQ1t+WC?^O~aO70k;e|K~hU$NV1yso~75&v@
z@oCi+qpgX1%X=F(3O2cKYxJ;5<j6II=^Qyg5bk2UY9dMF{Pd6BCQz&eRnG2$<?`H{
zH#u^{nrm-u6t1=&qz`ZkU+z)ZNqKRd<Mas>sxb;AJfL)h*Y!Q6%)4ZlJxG!J?a`xx
zEJ4&-Z#w38)qq}bEa!}?BB?O-5s{K%S)aJq!(ZyDl4m{Kdr<L`UxP|0kxdE<3sja+
zo_62L_G3wplHwRWi7~U-F{iMrl}_)9(v>e6uD(4ePp_(|An>5>vI1A)+h^Y0TO%3x
zme74Zc}qg4rfxMoO$0Y22hzF22+czFNVGo=Q~<fPc}#sM6mijA7c#nQrIb4rlm2qJ
zt%JczQBe_yNd-1Qv!75*)-1Cy9nFxSBXNv<gS_23u2`5J@h;)Xz>EeZm6nk{Dj`Mg
zM}PlA$VtZFr3IYSuiA+T{v<kS>X<5nojsWV!|(XV`fxQ)p`{FAWH_W{U{H8K&@d{;
z^bm^_4$B&QqIXyCf!c@1Lm9YyWXE<0$B<KCU~sfi!BJx7Ii@+0?PxLj{bR88kl4Sh
zL3X5i{CA_oT8kM^)9>q3;T%3<|JVxFL4g4g)r*n3SpOWfe0d-R27leL0sb2wu!lW8
zrWEDq{`l8iwzcCg5B3q<Z77jD<v24lTz4^>p)yRt1snAjUbEBMRJc)3;;r>U8*8M2
z;0ppXn=W&Ks>ShJwqh-J`~atzmX&n`0dLF{V6?<dC`pLro@I!=xbB!dKha5{d{(0F
z>BF0I1T^`l7caA(476Rmfjluw%O6CfamJdSc6e2pdT%B!65EJD<fvX!*X{3}3#*lh
zQ<z&t{Cv>sxZW?R!E9H`j4BDqv6@w&l65S=Z+tiRSguEE-I^82lcRw_F&yh8D>F&P
z25RNr&c5TttxX;?c@K0%Y=UFqOCKDE<9iVueHejzto4?e%wc#NMoKXvf`V^`W%;q2
z*>v4>Z}&M8(NxOJ+ly^9He(-;mnK-!$Gsu0aGy6KqoCjd>|Z<(f)JS|9y9V_nzd@w
zpZs%Uqe9Ky_QVIh^YGS>{$(ad&;^*G?+vH?nizxq7)A1tAvL9I6ywT0R34gXAi4SG
z5Z`YeNjbW`K5GL=wY6Up;oV^IN5~Q)kb>dB_hRvTQ2_mULs?Mr<j8n!Af6v2!6G^;
z>h@Y$K(dfM<CVKiGz83m5#IyfBCs<)9j=#Ncd&Ozd#=1n$fmk&v*Lm$z$#BJRL!yB
zD>;r1DT;E*Vfm$PEJe8GcT6+^oR6UT%Yh^YET)HA$_)w7xL{m1mzd({;6NWCySJ0B
z6xv?tt)z4WS=4{<K%%m$%)JTK7#S0D1t5KaU#}eUOepJRX^ShdP55l~)XRci0?#3X
zf8j~o-J3w_3d)|~n(xv6sycn)X3frgAGbF+2@J^$>eru99@pdhqWFY*=R{O>s|ZM7
z5RnJ~at=fyO6B~@o1XH}Ik_Y%>Ynh%$jnT@bp8p+r>uAHj*9`rlgqmZlbm%5*C;2w
zM45Cxi@ZTlbr`;N;^$D$pnTIeifA((<t@7PaUb^|po+@X-x;}Td5OY;*|gBXdcoZc
zk+8U}$ySMS2M7KVpV0mC14R!oz@y12DP}?IHHmR?-!r_W*Ki87$B&;%{8VUIYD-se
zvvTFxI=nJ@;OC^60}I!gGujx;h02NwT&i3E@89T*)2Ac<TVX%B^easv=;O#CV&W!|
z|G;LjXtraXJ$pvm&fhpc>9#ZbH00^ibP#WVyMxo%*!Ug`*V}tQ@cl72cRs8Yh9vDr
zk1j)k#|y|#QBqb8#Yj}Na-9%A8UN3sKCJHJoS{qR%Z`Lgn=31)&CJa1EvOqFkgbeE
zzB<QBOZELbCF3;9qF#<>>9uL7(Rsnh7h)y^bWvLN5u;a0E>aJ6|7bVb`eM)sHd500
zNANFZpD>9B#crzXnxt2eqFzc;QuqG-3hRHTM~3;x6_vd?o5DA-xF~SB<F~~xqaRaK
zx;8dv50F-8=WpXD%*+7~iScxiJk$}=(ihwDGBl$Y!C5sbs6^lO8ubP{3;7?I)qjdM
zfR@D*^8gRPl~8u21KEb5UZ7+B8;<{rWaF6fK>z<sQEzbeWUFZF2$j+zw5ozv?-<X$
z5yPLtKT8)gyA4Sr{}gHHE>PINe~5kQ8nN*|;W2{#g~#Bv;j#iI<n&h6+6Ei-&q4YA
zEXBG7EpB|INZZIi$ySDrwTq){opoM^(ZsX|HGjvdNA{{rdQH0jmjq01e}DMiGqtpx
zpY-SKin9lwl6-k>ojUA($;jB~MQjG$medXHcL^6X*d*dkl4*6BQ`wO*nrk^2P+&HX
zxl}7ZUaJq+PQDiZ^U&SflccRkTm?i)U}o8YUolYWVue4l7zXNvFo4J(iD38~*x!Bh
zl-X5RB4Sj}cvRg*C2IU?(EU!U^5h_LB6a#O0@u{FuCzB7C1dn7|9bE;I`O(n>GL7w
zg^E+}p_#u`2|fK#8L$dRR%aA2R^qqoE`UcQ5+<$>#QP&(V@q9!s<3iVCiQc9s{$5W
zKQrrF=U$~ek2UpF5%)DNv!ChRx-BmGK_Hcl<;a9tCR7bq%rIU%Gk&Mwt*uyG{rsg$
zSf{XrlYo%)wRH^(->%`369aBLXR=<Fy3Wi&*{U0t@}3Y+vFw_8T!4pc*_k##xMG(6
zy>lErDB+xAPmD;HI}E9UvV~?=T>nceI8&_3QzmjpkT4feR5bh;y^Hc#L;*e1yL4XA
z%!+y)M4IW3_2@*-y>kmQH)q6t=qJ79q>_%-3$@m=6>6G})^ky7ZkK29vJ(nlC&+q`
zZF;0F5f#$@oV?omYs^9v$U}(X2O@XKmBUt3q2tQAJr;ZZ#_7FwPOr*@IG3$B;D96>
zyfKtZ@!oj#*-m?VR>H&2tbR?f$#&%;F;>IO4swm4W=n<n9c_XR87Z#bGhqM2D|3~t
zmnD3a!H=}gW_r(Xfk*yc`v|nN<3+xQ`m>yz>53aW{iRuy{3}D0D{8tUMIdsjKkv3x
z7|j_mhr#cnf{&xTB|7!SATNcsCAROTi$>6{6YB@Sb~X^eT9Lhairw5Wwfuo~+d8VB
zXfQ=bUQCNAvkzve_SKF{B>_H(yy<B0d3W?!z_f5N_x0-}-u$nc>{_qs31i=55~hCs
zOb_BC?fG<uRW`8Nt9o{2l89|y=Zg2CRX=6rWda|t#xl@l1wV)uI?mJSFkRsJut__p
z)=q&x5z9C(efiP7#{#AAsv1RM-PCp1TtLSk1nQ39)gR2-m2-R`cmu&>mwd{V6$2GN
zZD(8**QL`TY`(({mo~&57YQ?cX;GHZ*LC`CF)v_QnFyMCfu5bwX_rO#KPJt+DL7RY
zh|r+@W>tycV(%7VK!5x6Btex_D<%Y?j0Aqe59UG9*3)oKb^PM_BL!K8zq}nDC|hae
zy%xKO)A*YFA&+FIE+IqXZFrs~Fx-$rhW~!clN<n`J>MG;^&oyv{P}@zpCakcQq0Bl
zCtiQW-co6Kn;E^6zpwG!z>urTt@`y3DG({7lT>wn_A3-|POWAvnl;DoA5EcO>m@s=
zoJZLT11VF>?brIsBqUcsX?dFJIHRefUV4_2@=Vh=i+21(C0%s%b-9+UYtecJ_<5^}
z7b}8jhLe};pET^;w2pf#taP{{^0oJ3hL=&d@$A8zoyK47gCNV~*iHUqR-(@mf&taG
zRCi;ZvS2Ibkd}?VZPhE%zP=_+aZhRS0JB>;`<u?6GD&13^G5F^IUjL7%*g^>H&KBC
ztC|{xXI&4ibdH%wAL5ESR#09v@Jd&ki;QporGYy1fbvrHX6P(M_!+K+9dpWZ^0|Jp
zT}K9OC1etR)|}rnL5j{Ok&M!sIN30fhlLbivTL{SiKL$?PsPsp5?kNLQYgt;vd&*U
zpJ~ElWYxo)|C6w^T>lJ={wEpcG;jM4ojq5t@nhlDiv7uKaD%ZTC(LQg0d6Zr_OiAo
z9(BQO>8vV8)|M=(J#Av&#C2gGXWUkHIcIHWaT%j_KDA<QML69{h$DG?yEqE%oSI-t
za@YErBMyyBQJp-RrE_443cJ)DxD^SLS4Px}Yq|<@$p!BPQH_Klvz%~J%noC$8oD{@
z1g8sL80!9P%FV16g&M`^jzPQmyaF*CJF-uQNz!YMti{lHe;4hu3jJ$26+6R)xF}-O
zKb1HI_EZbpp}*cOMp`@*#90X*;O?^F&fcfcDN74&@U}6kpxUbX9;H4y{0C_cS!1+%
zALJa*cE(~lf|uwhPkC?w@}p*0=0eTRY^UDZ<lgyhzJg4JzJ+H_=&Fa&Xbt8CJ9ij%
zi8dV&06GfA{rTBZwC6^wqL4*Nabd*GWBPp*iOk8EiHRYmwfPS$`EMLg%-%nBz9YeF
zy~0mKxFI}oZb|&e)RFV_xec%|biiEm?%x1MhtO#eY;L@J7Hy{`=k9v3S-)Tp_HpRN
zMRop6Dt9Z~V#^cEY=AT?VSsR|N>cL0p+VNGcK<k%o^MGK*SUZon5u<O2Bgg5UIhON
z3hGl+$L!j?8;aY*domj0BdR6g)%P8x(b4Vf<4Q3x0|fy=UVmWeFA@^e5aJ!Xr&`cu
zOhUCEj8f3qY`Y*Sbdizqies|l<|>wFW(eH{%IH$llu+!Yw(!5wK`wOmJ2_|3dY+gz
z`$20X{o`X#poo;lomg-(II9$NKY!@V%;?US&Hc}*oBQfHD+5=G9DHBP3^{)|WhBVK
zSm`Zmgxn*+VPOYY_ca?lDF4#~2g8+}ZPes}aWC`Jq#LIQlAhxxSj$TVVeHd4heh24
z+nA+rbF=GAWP{a{A6%ysh;&`%z6+Hmq@GPJ-?EhvZn(ZvcZtL7?eA~-!*0*p)`r<<
zT*t`qGf$qYG;A?LJ^GfPQO!6;Giz%iU~Feb$I-kBp(YZAd<5p*8U`Onr-=4k%{Ap8
z*cs10^X05vQUT}p?udmXrYq0}4&M2~=KuG(8~yq707^{2m*G3e8g%NJh4`+%UEf<(
zq?Y-u<{wwA(XxEIIb5yMNlc0$QQ?7L@>9tm)DPhchH%&?kW-M83KoIGN?`4>j<!<A
z&cnnqp3>fB7qDyMb12dhxTzvN%P19)FC5LG(tc7=f%GA=J{~Xg?gV?2rNMD0cWf&-
z7XSrB=(<!#KHV|UCEv4z->Mg>y1lI}?z4-6J685EjPmL%$#i#e-@XsFMl?WT>hg!N
zd=&=c)4w&lK((ziGZTT84xWmT;QV;h3{}4m+vLh$y?PY-f4UaD_`POma-w7T$A~CW
zGlqed;<{z$gUetJBbyfZ+V^VDYZc1k<@@43o`?T@VXi#zVgKHEiU>eNG3t3wzO8|s
zsmduXTrTXk!w+c7x=2xW1~yh&^tXKoj4_pdMz48{+wRyBP6|0&r=gJoMEHY8MWMee
z6iZ=3!^%7Cvt%V{lLWjh&)=K+RSR{^Pga{(*H^x>;`e2q)2FbLO?Sv5&j%9I;QOkc
znCbFB6bFfDCc`zmGP|hODrgMl1_xfe?LRov!pCW&pISYjL0oVD4maZ(uf?60n|liK
zv(5<!C_m@q?EC|!{3Mw;1;#sT@9v<YlIN`-64_O?Zc?iljq5+SAhYXoXqUx9^}Lrv
zf7dPpRn{!`<4Azv543e3u893S5qltOaCW|Ua5Aj%cbmhvwq?uisy6h9UFuGd(zW^2
zDg}p7J3Ow!Q8K@0Bl4y4WP1wr2dpvM0Uo)ks&p18-2H+j7_;M3Lk1@Tlj^x5JB}60
z6!|9a%v2Co?%p?uetG?h?j7F*L(PxakGX#z{y&kJ$1r$$dU}f&#H$e>xo%y2nm;oI
zC2mVlQNz~iy`qe7ePP*e9TIw`c7!To84<VMXCe_@GbzGVZ*Q6Y{(d=nP9p4NS5;MQ
zNV{?AOCXaG0+^e-*Oq!;$=^v$FO2AQkdkBHc_l~DcEN%^JR$p7dNu#ab64a&NRV}r
z@_VwBr(VQB(eVd+IoUPP(jGt6d^lwDEk=!6*gQ@OSTxXwc_p&j#JUDA=!PxOlt14z
zy-H<9-<h@AT#qbK#gIZc5OB~NbcB*O=0;mC>M$(Dkds77G(6#T=Vs`7Uw1~^`O!;5
zvG2_xY)Le7-9f*f@;jn@_mCC~2XF2rPa>EEFt(Nv53&+ETa|GujuSIaG*m<|6;u@K
zZX7P-vUmSN5MAI?3$}zdQkBOQ#tYH{kL^9hLrE97{`l<R366<j^f`>3{1{i}J@o6;
zz<m)dMI2~7AJ<my?yyN|+D1bE4$&DJ(~y5GE-2-?ASv*8p^Ep}AWQYa&w0v0wP(n|
zbl2&j&bEC0`iI!rns><~{IbtFuXAa6cEy~t4qr!fNGpE^e$UI7-^(r5X%EbWk7=qW
zM!FS6-j}zt6XOpYY0#8Gp@i=O0tqy^v_sW<g4n7{Px#3;vvU3R`JybyBp!KnJ$>R*
z#g~<f*-g~hbKP%hw0=jWDo>P3!b==*Q7~T{5Enov{sUjFEWOJ!YnH;6X%;@!>4aw3
z-fM3G5xSBsqFF#UO+JmlDnnyPGVGU$gru)Sg6QMGtr;FO>c6iuta@CSnVGQ_lhc!R
ztSp@>9L<?l3aPvowZb>^Q_MrpK!qajLx{gBG);x#f6dW*j?RjY?eyOZ8_7K0`K{V>
zj}Z&v^8+2n1Hpclzimal{r?hjSPktVsh>+rPDQ()BRG*LP9Y;>xy8IUZywtNy1Vsl
zDTs9osyX7p&p2b~aKvP9fW1T}&+WyNG>IEG6@Z@9_44h$obdI1{-@&CdoJm`$RU<-
zwGrQ~oIBmA!TMt+ck}kal4uNR)K{XLb&q5&m{diB;fE)&4j|yTH#gq%o;@4#(7WT!
z{W`Br2P5zu7XZVXzi!8Qd+vRQHN-Hw!ty^5OLQk$>igw3-@>}v0M7GaF3*8ZVz)cM
z^~~#M4%>n;V8^`TVMco;CT9C}P9LsEep$k@gr_u4l&v)b8m1VZiN>$NOBqi9#RtAp
zEL%C>!J=hrfXWoAxLXW@E<AVF`<k59)IxJ*T>DHsI*Tn^+rK{oMuCO@Pe?w@!yuuK
z%D^I}*8EWkRQyjlKz6dX_e76F4^Xd}*1ozn?^W{7vbcBEW~L#V1nxOM`=r+U)1=zD
z<$7;7np`MAqS6)8aPDabe-3u0$yM<EGceTQ%Wkndb{!XpXZ_}R3_=LiJnbN=hUM89
zBoQ2bmzL&7$s#Tb9Lhy)55&Dxa)6F$oRzTn&KAZ9=JyYy0BH}%ct1xVo<Lzsvr3an
z>10;RBfzg0z_!JoJnr(P$?n_R5Q`Tu&oWzaFXNPARx7$NO}JEAqHW{G34jD`8x78v
z`eNEfI+wB-t^tUvm8p5OaO$tLWLGf4B5Mv+sipblF}}kq=FXJnIy%&s#KfZh)uWoU
z0)kT2U~->_*sDu*wBH*Iq#evz#4X6N&q>#MvwLG7S9X2Jr`xC@6J6d+u;8hR-%$9A
zXVt5eou8j|d{S1yJMk=cPk@EIjLp09)%_|D<DYry<35}E1wRXpz^JEfKky={1Zw7!
z#O-u957;t7O%y1UtHw!c3{SepspF_C85I?Vu1D+|h}JeXxDjwn$Ko&Ym$86@!A)A-
z_jW9sUYOi4`2?gGS|G~;T2&+tmpUQ93`B?G;$ty*RBHLjzZG52NjKF=NWlP*lk*|$
zmNR8)LBR#+b9KY5+jP~`^7v5!=(r}CJVIhH#}`3&<A|>U%6I6x$t{SdHBGuTO+^{9
zY+jHCEN|++Rdy^c0tra%?dq^R-b4!#DKy;b$1Tmp7tMi3G`@(?HlX+TwD9H>Lel|#
zOBcBL)m^5(rXc|E4It?t%<V5$2b6qs&$vwD&z2@+<m5I@Pw6a9k;c08BkT6ER15i-
zMY<H9y{+_(5rm-u&IrLL;GLqb&m}@Qa42(b%2SO)*de#Ah3`cZ&)j_We~&c17I5-d
zg7o5H%W}cLoy>oNY%cJ*Us+O9FFp<eJov$l-mE|PrC#u$c0*{|{|4qhZB*@k;Yna%
zBo>Q}({l#3n5`MZ*|B07Xz=nt%nkU`=-k+%A|rboVz}=wR8D_xXh>HmP){{OENblg
zzeo`den0^6a|nNl&N#IFB!|p<uBh1>TAT9IkSd1L(~_~ooqb>Oaj|Y+(`C9n%hwlm
zuVeJ-$@yDJmGVKrFTnZ0V*<?EbR#dz-fDP8**pmx_XO@aJD<QiG1UMq0n1{%deHJ#
z8j@qfG)CPFhctt`ZShJ#sPm*|+zC&T^5|mq7?ktbU61AMY5U~e!WA2QGQ8di;*YzG
z9kEKlBl7=Bl3r30&8?NJE-EUzhD5!BKT63&7lL%G3$2jQ;R9$2cqwxr=cj0=fm{G*
z_ZCZ1u#OrD-;((37g1<l0BW~u2#5;k`q#y|cfP)P{W@UJv$r}s`^qn_oq(YI{SCaM
z67I)SzQR-3)NXOOX>dc3#ffQcYip~5V;{=D_F5kkOV7*8JDM_A1$&-9L~8>>cn@6k
z8BxdKHwlt%`3rDQ0WC^*1*bqY1JPgUpve6Iaj33hL#}#3Zr4rRUOGS=ZGNeW!LPj?
zV0x8aC@(1?Kxj~^7o=C?d%;*X0}f|bxUni#3!;PCJw2L`Tp@RWFYjJX&gT3F<chk%
zVDwOT4G^x_uHmy^R#Gx4w7ccHiI0DIKT%SCFVzQ$vKDfo?mIoX76>YlE~&*D;yelz
z!`^fr8ZsN2Rv?RjfXLZ^<e}h59F?5R&uwMxgC0ApFX2Ykp*|raR{8onqz4Sk<36S4
z=3e~~#Vh=bcgfkpBHebr>yUJv@N~w#a;CfXLdT@JPJ1vrF$fBtNBoz@k=-iyMNjwc
zEL1PjyCkfZ#K`)bH!gby2~NDg0R^w*N12^hR>^5k$Qk7C5;wN9cYhPs+hP`E8Ek8p
z@FS-`e|%MFlR-nuS9a)gPiKa5lYmF650ccx(w}J85|H3K=7V!Oyab`(bge8zcYaSv
zpB4Aro<yh|TIgMU^?mTxs({0h9?dNw$7V!)!^Yk|6K)BEV+~{M3EQ&WCiO@J5W^kt
zqC)#$8gz8u2Dqf8n?_)BMPva663$8!IJpuB>WN=LO0sfqZ|`_hfRp%xgb|k>K-;oW
zOIUmirkn-k-N%|q**fW^dg9Y$_lMm2LOLVF2AzlzTwD4Vl;HU<F4P_BZi#i^9bC>Z
zW$#3HRS|z467KBmJe`ucEAYTHS;QtX9}`8rH`&lW0$V9V&M}Q8i|;K!b&(*hN<#3;
z_)$8KsAaFcG2%7SoQtmfHXkKyAzkCejgF<ySKGfiP~n9~s{L+_d5KE-&8NH?WbMfC
zTmCBYX0<uX9b$Y>e^H+yZ}T8>X{YpHUTVAt*2of|%L$$Lf+5k9hH2+5KDHWDyT9k9
zL$2MzG<L?Kkmtx6=`3ENJhJuDQX8>E>~;{RwzRlkweQy5wo*k%F~KaupkbGNuieba
z=^f$FWmm%S0>p7#HN$<ifE4tN1dy?^k~~@pzryyWIo`$NcefT=18`qpB|5=1xZCb#
z;`eBMD*1_BVda${&Mt46HV1h-H1?!Oi?)^OnyJ<5;eut8Q&RT!L-={IATmS@Xhfb6
zEiW{MCbr*zM)zS};@gH0W~6Ka5$e1l)NE{pUccwdDIO|fki?`fOv^I(;bBuTFnA7e
zhD)cve*5-%wT<pO@828zi`}6N0uFpfRv|fd254@N3pyawI5s*u)BSx`kCcoI7C+7H
zQ&?xXgx+=GI3WM~N~F#F9U6B5LhX^!`5=`C`Q<+bXXHN)!h(>0|M!2AngSW=U667@
zfEyfRTn-a9NI%H}B$d1w%D3fKTK9~rtr)zXz9vB+%o9)t^RU!G)JZqoFoZ9BZ!<xD
z`x?=4ixVSlj#Qq7iV4brVoUO-j~}%mORwqEr${ikuN?uA^ug-576iBG>g&_O8@m%(
zmIDSpjvi$mc@RXnrf6$>ZW0!Apc!p>=Z@@k*ad$idywD<(%X2!TmGMSCs^uXni&ka
z)MjP`a+IJ1bV*RYZ1+d~NC^n$3(#yY-oF>tNRoUxI5<eiNqOX7i$X;ao7BUZ(*n*N
z$LUA=yNf<8z*|E+<G)R+-8&N;Yya{lLUEIxhJ%2glf=}r2frXOOvo?)`!fq0AvsXU
l#{VDJ2R8oar*zTpQ;~!}k9$j5>w<i$ijt;cp}e{O{{h2M=O+LF

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/great_tit_synthesised.csv b/modelling/data/abingdon-all/resident/great_tit_synthesised.csv
new file mode 100644
index 0000000..51f7edc
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/great_tit_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,70,0.5581864,70.74125483956729
+2,69,0.4631776,58.70039943212369
+3,86,0.6597255000000001,83.60972198473657
+4,93,0.7220021,91.50229126113203
+5,75,0.5225073,66.2194959691498
+6,48,0.387338,49.08893546501369
+7,15,0.20002755,25.35031288738724
+8,9,0.10747820999999999,13.621154946287708
+9,12,0.1699774,21.54193396751885
+10,23,0.20734919999999998,26.278215660539928
+11,21,0.2328259,29.5069824796011
+12,28,0.32583599999999996,41.29453442775611
diff --git a/modelling/data/abingdon-all/resident/great_tit_synthesised.png b/modelling/data/abingdon-all/resident/great_tit_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..f5762e486e3b6dbdc204b7f2deee95817a7c4c31
GIT binary patch
literal 76813
zcmeFZWmJ@5*FTB~A_AhIAV_zEgGfk-(%mH~LwDzZpwbe<(B0kLAR-J%NeM`Uba$U?
ze4h7R=fBqZaL)I0uce6N+}v|r``UZ|VjHZaAc^;Y^Z^<g8lJS2m<k#irUV)q`p*4(
z;BP(@{ImvN1f0dSoK@{io!yKaP0-|xob9dcoUJWBP`R2oI$7A+a&x@k;^1SWGIw^i
zcM{;_wE5qE!C~iU#@X@SWdPg-+g?iB2@Q>y0QKvRS=uiZv^!{M(qf`&?#Wv-m<U2m
zVywN}#&UnQ9dJEiS9l*X@)n1OiCz6HU-_;K`P8CqS5AH3;?7QMu~n;+fh)YYl3;q~
zb~ibBSstDcmmuxx<TM9+D3GFnMe{#bCfoPnadN8v`Ie^g)jf&ep#NS>eMW|e|M@1U
zlI;I~39JSrr%1ExTStee-tsGlHdWo}S{v?WNl1uke`3MS&93k5I|;)+7~7>(E$by)
zR>g6H#pbr^-xr4MXf6~;p2v?T8BxpF!|~<I7o%PT^V;tU+K?yA==k{fXBQWl-scC;
zAkh1@wlkKS94bT=zPCQjCsS4%e-2Mh0+N!RKOp7^)2XpE8cG+9e_?#j_D}sCFB;Jo
z4SSM)VVtz7z9$>&BY6R*0e=QIz@Bn>ome03%skJLjgvUpnp{|1^w({0%#ip>y3u@j
zI_En!w^Z!jT$669!@+zm`gXSI7ccgA!pBkDeAD*RVq#*!Q}qs67vFpj|H^klC@CpF
z2L>)}O;&9jOc?lP=ry@+$fkG)(?WPt6apX9N*Eq2BLhqhzG(Vm;Zq1It*&Og3*>@b
zI3MlK8NiS=#7jTEs!klNG;39S=wVxygjbsMeH$FaPtfxm6q%H)EQ6*+rDAkfp9WyG
zKn)mvjEtymH~q9e-WYQ~?B`v&N^x;@)$p~td-txxa?fLz^VKxpNM1XAxnw?NOeOB6
zeT9&#XRKvHt!r!Mg5GCJGqKn7B7c6wahoZ)q=@+XxNsm{ybn@mT47C%DUZ3Ef`cG9
zreOq+qx7`v?Ww2g?8;h;pR#E^^1Z$0r4aE6`}h$prpEE_Pm<=-S+5P8KaDP%N@e;&
zf7*QK#%FTn%ztG|2c)a54y06=4N|x~>^*0ih~qTS5dBnZGyM&TM2^q&6M&e=@p<O4
zSyC4{nR9v-4Wql1IU&hWND*+s75Qc&(RO|ET;F?N{Mb#SGGaxr$$g)OhL(1JZJ0Jj
z+VlFt<+#)M@Nd7v?yOL;ZUce#*R8lFw_S$%v&&17(-(cQ?5d{`lp^{ml8*9XVkf~Q
zSz=;PUb;2rgiK{+<$T=+$Sb?qus;n>-5zocjw@>I=`Ne&Yg08v7Z65mwxm}!mD+90
zPNtjE0f@-<k%N^!Lcv`3{lyKMRcmwed^}I-gr|cdl}|`&uXmbu3!REh`eL;joeO%y
z!W7YSVHZcraWhSBhjwg_ADig>d`3@0)3iTnmPSoSCpI?pzS-TuKRurr$r96zgPmTg
zUBxizVo+}{ikHKxmLI9phRX?C`pRp6d9qEHMmzZuf~fh>719&Sp5&?ThmNUKWh!6u
z=cN^$@VesZ&W!qakszmJI2l-U?3=SC{FtwY&A}#gPG;XeV;6>}<K9NE9DLD$bT7Ns
z+0MXWEpZ%rkWqo@1}8KBOB1Hjt+tJ^q9V>NkT#i=GcoSrQ-rDJDbP3Vysxu0S{usP
z2(4;<HJNu8>!F(HMm3~+bE@3vlV|Hu_t=;^o&#cHG*|xl)!9-6%LqpfG(NjofjU8b
z&{zPW5}++ZnH@3bdkd=^j1Cj=NFEJGEEJKF+;H@n<mV)Fid^m8Ez~F}9C*jC&#qJ5
zesR1RT^yVjWz9L#=!V2Aid$k7)gM{9xY#Uve)3Kw+qdoZrfDh`cP<u|#%UnzB1d2J
znwdZ@c1fkp2X=fDITdh_TBelYPfE&hCuvl!l};pIE=53HNa7-6Oa@_8%-M1TpPG=4
z(kX@qbL_fsa&qz@bbLNXp~0a8^pcew`mkg5<HVZN;c2_JlFF@LEJCXWG7JVGBGh5Y
zW{zabf8fT$h3c$ZASVs9Ua!O%jGCo2mn}OSka(Z%Er?yxZhFn0$BttkeE9HT)a>T<
zZgZ9duKBJT|G0e8tFAQPn*w2xrRZxa5vcjHs|pXbD&!mv#q`<hzzS%?cZ`~*^f@zv
zcMIQG#dah48DLRPk^wetR|kDW{c177eP)O&_UN{%U`+8PtKa3+Kf=kAwmj(kG)NYP
z^Ob2`*s2H1j#>wc9hyso&fzCFLjl8m_P1v|GTM}hK|LYPAYZx8pKMPHNJ>hkTv?EE
z8NLZgC4BZQAEZu=L5qn}z2wVM-G<EAK9dfA%z$nW507<0K|$Qpm7fW!ZXgUWHibQp
z@;N}91$6WC^B2^9`t-?2`}XFVP>>S@^+c8=ey8#B;?fe~st3qQBSJn`d>u~U92M?R
z3VBwSihjDcQCn42Wz+=XYK&dKS&QAx#br#$^N0xvJ8ZkXRun1)=c_S3KA!K?=1;wH
zoRF96J6~O0UFXS46Ygr08E&%yIp>zjGP%>xE!oMusZHH_`-}x){(H<ZvlBcZ+4Eig
z85tQF;@qaW<jmQbYqN8oWlZzVlr5<+?k-%7<<Jx8xZzc=v(-DU2Ps-;;2={xv~UG1
zap=Me$7DH!=w!m%t3$=))t1A7*Nx2{hols=-7-^CIT|H80o}bfLlku;eMFs&D=jpu
zDXs?KBs%lj&B|5ZYL@AbsTXU#P)PHJ!Irj8d1u{eI}THYymE^`IZ9qd@>?|OO=3y6
zNJ4KDLqbA+)!5Dm47lb{+S=MW#L}A%B=b8^FxJV7&_aE!!R8LHmcFm!7;rM7Y;0;O
znm#{Vod6-kK56rQ<BD4d%OtIfF->pEEZ+6~Ny`a;L5*gKP7V$Z&Pa{L$dA37m)FIS
zr;{C@un3ENFOJrwDLTIkXD#_^#HS`9g%qb(_Xit(e0^Rt_(2sEsj>6(a}o;LI{CTh
zj=nOroFG3Ft#YfK1h4x<oz4uTypG<!1o^?m<6!y4mgLBxl(6iIozjQurI^?<2aun*
z1y8|okv~3+-jHqcxpoFgPqS`ix4zk@A@-1}WtZEEY<Cp09ldTPXG@uI(?)e0Ek(J^
zt@qkj?vf#HbD}J-!B<QSA%Od@*u?YNr7na9c#|kHZ}-J}Ylnn|$sL7;dIuM(<b>FQ
zVA~MJRznh((};)UU#{q&^W^H(S{LjTDQ5-P?#{LZ%xk#2*Y8}NA2w3@UMZhmpUyF^
zDW(a-Mh|5WOc_b9-AXyAsNS&S<Kc~!XjQyrkGpJgUWY@6B=tjemvQ1wOm-JK16d52
zL?5toop)3E(lr>!#IWR0aGU;&=j#LI#P$rr(osK>r&yE@uXo)}wEbOf6p$X&*5;eM
z+A9p1F}uA!O*3i(ZGa?ZkK8BB0_?EdRTpV{1)RbNGJX}e&2jcl7<eM}I}becf-&vk
zv>lq;I8DvtqmgeiF-B_AjXx}FnP0N_%vHDNZ$<lK;%vln8kB|x1u31T2zhB>PSiMw
z>l=GBW8X`<=L>z!*?N|_^D}`v;8559k4}2A-CQenD&><W*{qtS$&GE=Ri-Rjblu8Q
zX$%U<=J#uFjz$z6QZGU7BK3(!m8%7h;o;$pv;IULR?%|4hW0h^<YSK5GB;r9HY5qD
zS65rSPMuN3R7C4LW4HPMIsY8U+wWWkdYzVOE*s1SQv=?_G>gd1)H}Qb%PB8nu*@UX
zUagez)?pUEASU&YGsjPPJ<Xd!E&<ZDr%hYd1j_!#4Jc>pv!0vmF3CjfI@trFle~_t
zv25BZLb*nr0UCH=y*|FjW124DQ-mGThLAZ;mSP;Nc+g6ONsYZyZG>TKS#;OD{qmp@
zL@>$DbcJzXsr6)KfYa+6{0F(yai_^!ueY5vZhVjt8U#uc{;<Cf!+frfCjwS`&3rvA
zU{R+H&4J6inJ2u8;el847U8D}IT3X=ce4gB1!-w$Hb0;m`>k(zX+D-`nNe!4Iv=Xh
zLUlRxo8#Ar<3NvCFfZkO(4_=PUw*OwDOqPv3EhX8-XLU!AC8Gos}1x<jzB`g$@t-G
zadZtmaqZc-<N|6!xjxqy!LyvO@o}exZ(sOMYs`n=vfqNj8Lis}CGRyBaN8j>J9nFd
z<;C_1%WlaYr@VGsghuC{gqrIZ#Kq?5<jRqx@Jk0oTWG*BJm}sqiME2n_T1k?I%>X7
za2M>U!jTU)pGC*%8HgRIx<yCt8OawN)66687Qf-Y{Ygb1^}R)Iuc{giX7O`H1cN~A
ze0$_R;$OQj{YIs490F^Fy7wK}wVq4FkxF9{%z7Wn*Le3tQZwtvHR~hSVpgRMxtIyK
zV!N9!cbbB2xeEs42pJWgLB9PW_%5@19tUqXS6Pklj!m?EU9r{OpTzroCvK3(3R5CY
z68-Ce;CXTkWwuIVKf=}kl3vrE>;1ROjFgK~*xMaG9Y^_e(TxAW`Ie$(TP`mb%N>br
zC;A4t69i;C)LTPq5oY>zDMbgBBTP7oU&w%3CTjX^OlrFv0oU;lF6l&!67)wiD*CUi
z^u<X=Pza4~W8x5fZ&2Lu40-LglU>iLgZHk0m&t{ckoI^un<z_zko$#-Zwcsgq;2!S
znc46J*&}%T7?JS#%P20JdLhE7VU%sU(gY_tCFO<XXg=M<T$zE03p=5XG`qmp+6d2+
zt%4IhZxv(Z6BnJFV;75V8B6DTSXiC9%Y407vBnIgdQG_(R6GaSe^W<4AUr>Ihm*@5
zorA^AZM*^4LcPD|?3icuXF`^(Y|D6d&p9*C*<!R#awX;W{iW_G{WR|bY%+4foA*pE
zZ)<L3Qf9vooJP?~7J8-zum8#kEtF<1yB*4Sx9;gnFZn)g6eh=9kilFgE&NX3YrAH(
zl~Qi5jKE93-rlG(jWdQt9pc^kd+|yZyP$?GdZJ6S5-Q#4RqU|zqtF)Wtum)<Ih?pj
z_L8`ukFEQiFitpykma~bpMycQdDKFEpP9b5V{`Rj$C<CDT+8jvW$<`_%|vNRVFt58
zGGElZPk|yy(jWN7jg>F$${*=MpN;X7_hXwfTaEzHh^5hP%5FHZ3GH&fr?jJ?=_P#z
zTH#DNMTSC;S=d3>tTTFGIQi>Bs{{;**7jaHY{&~WN9bRDc0<G{v224>yE2Y5orFIH
zGU}4vp1OKIab1j0r(NPQlcdcTlJG^&K3eS-O5{py@Un*USEc^8tf$P0nNIex%UFS`
zBy2sF>itZk%l>9rTOm^R7Xe?8BExor_c>&|RIdpABLNjW7+!6daU|Uue|tP(fSo$s
z=wfy3`K`0_h1Ga5-zmFxB?c;26GqYz#sBKrln#+grBUH7P_wMdvZ1|kg?^ygzKX$a
zf(yhQtPVz`r>A4AHl5tSjgNa-%M8yCR<QlM3#bY2NT-{v^v1B1zx2Jif--7w!$dGJ
zF!Co7My(>T^A}HVdt+Dwu8j&#-+2zUAtF~9o>D~ze-zuEsv&Hd16XOVa}>n3q5Odd
zRrF5JcT2}Dx;It=4*l1cr+9>G3DN5gaoB}$nq3%mTG~PKX!GiFAgj%ys8e&Ds;qDs
zR3-mAN3IAW0q!J*^EdGjX1ciq0Fn0HyC^_JELSBK-Fqb$X2C^YAg7u@BFsDmgKSo=
z$0;Sq>q1`B=W{zOit&6ZfwoFhiJGp;Tj$!cKRN_eg04-gm!6GHPKcx6jn#)qGieje
zANW)<XyW>T-qJDYG9Rv^+sz%Xxo7fpC{0o-BjirCKU8nkR?GBl!mUNIKTC5hj25U`
zO4uXKW7rrHhTo6J{4VZdrk{)?uukGKLU-NyQ-Gcbd0zK3n@tpVk`qo&D&nNrT8>Ww
z5t|98tcOpIe8CW>=SzITen0lvWUbVomDj9mwaxdraEl@3fw<)XM*g|QwB3V7lUt-P
zytomZ$igMfMrR9LN?}0-R|^@b_PwUvR@K#R06fMnRs>^yZu{NEDrBoatDc}LV{N#x
z5*5J~v#fp-mNSRH&VQ>yL%$kVGthy6!#LAA4-$E8|K$5Tin2Dt{w2eu$)R&n#n0VS
zW0QAMpCsIkU_U83;Z+$}&-USiQ~sz9Q){3*nU(IJD?Vx-w1zbY2QgV0{wp*7P%g`5
zSzj4)en&AqS^EO>;Y`!b2#jgy?*<GSVNh#h`k4$g=nW6Mhz;`5!ZDWQEGA$2UhPXJ
zbH+;RL8YK730ll}RQiq1$jB&Tfj_#C13IpFt=r{LsLTap9H_J%iN6jStGC#ZKjA;+
zkOwhKv?MY`8YL>5#riFtnH^izk(>*at!X|N$Vc-C*lPe@F(Sxcnn(89!f`c7R9Kcz
zz}k)4u-hjN$D4+y@H;Vxum1XY=k8+hyOX&Fr`5fF-nsntwC2_9&);_2ZcEXrAy7dc
z;j{U>E)V4rUrOUG#2J2tMj|ieAiOykpDog*z3|`-alcMK2}$*z$B}$}_TsHcnQWxp
zRJ8?*5<^EdU`X;+9yks|Qnpv(C#UDMkq=@9shy;E>@+;*%mima;9C5rVT|08W8X9e
zDUsPT9O@)<FIWR>@MTlKn&X`p+rl2Ups|krDHi=E7HSFlJ@gn>O$~$Z^lS799Hb?)
zx+?FM`wPT^2?D53b%vB6w&TUx(QEcjBRA3k2A14b&^dDhAJs~clJmxw0D`EBDq(*H
zT!}tr*YfX%rl#i*>3;c(tTAi^m4P>WY!oy~eA-!4E})khqo;+Gl*FeV>TPKGT<v$W
z&}u=ta$1Wqc)FI6(PKkrqmduuG1PKOi<)_J!~!%XlzNGKB8c`4-sxP}B~qIqQK>-W
z{jhLo&DPoX9(>{gdcSQzFp%_eNxiba5=bKml2z0WKv0}62iPRd#=#$>jsL1Nk?q_b
zZLI^i_5aAWG)+`B_iKXnq2@L+t;@2e@pARF0eH`2mzUtrALP$y=E%g*F-8tceUuL{
zwK5o8mTikYXRQ7>3%Y(IJe^1-hPzRu){g86ZwSJo6GQhcuA@2Oo8u+2W3|wr%B`%`
zZAD~d&B>-r2(C+vwL!sS)@rIoe(7?p0h|nZvFK4cIfD3T>sKYS`SexdHH}fRz46g<
zA8eQ^peu==uDDbHYgCg4RiSbs<34}<4t;p4!LCu*CV?#a6Bd51WlL8mG4EC6hxPxg
z$WUdY$+PNaH^M64+Z(kq&C0hmhDFeR1_|Nl=m$NC3S6<Vrvd8@bIl%3@Q9HODOrso
z!ESx2@!S*RpMxT|)-hA%>mF&77w+#9$3?uho<COB_}0z@XveRdZC5HLB1mEjl9NPT
zq9BZu){70+ceNIQ56R))#d1@TzZ>b!SVW&0>C~xMo>;g%CNvg^E?+0+WFK+?%pPBY
zMQ~J@JoZJ7WSM@88kbn>9~pa@zH&rDAtBB|@1A2p42$sf(a5T)bywQiyJ^W#VorsZ
z_UxjMCMVWorY2(4=IL+tWvs`KvwJF}rEP@P(};BQm9r!=Bch6p6EbvLoBM<jPWv9w
z9652LoloH_*345-X2@i`#xI(jRTal>Ie*xc7zeYEsRcjQveUaH550g*;oWQV3sSm0
zwp9zqG|oK5v{&A(*|Gc}wDNUo3aRI5C!6-Af3#ec$HX4$;9M|jsHzJ$tyHl$tXlm#
zn2oftO8camE2rGi`rXp97xtEcsESwQ<}AxILRw^Hw|Mk>ZT5eX8GAoz+K8Cgk@vqt
zIg_tdL349+X?L6>Z`mUq5HuReef^8-UABp<De@13QwwtBIos?ZJy2YX*B!0xe|>$8
zXE08mwfcovU+K=%g!GlKyt6^vxGMfZ1nw~(BVMgXMrJgCtn>nR#&)W@U_rQn{oVCv
zIVxHMbQ1}Suhv#`tuU5Q<&6vm9%e}yY55<3LM)hG>W<(YT^`+VX80Rt;G-<cKN$f}
zVa&NBS7ifTE5o2M=~-DD&LV^g_h!=^2tfTGBIAES^yn^SH@q2$m1;*f;R^>USt=Jc
z0-x0{m?v`q?D=HLNGuqkIKW;Y%iO_`;4K^8q`|7FpM{G<&TE_eVBFHczJ_`_m_)!i
zzj1scOxW&M&Jp}gar|pHTX?j0P8@VmMj|&^gy1SNqcoQ=4|%EK(;kUy$n5f1#A!Rl
zZMFlT??r@5q~TYDV5CkKO%BO7$d$g#`<@dy5l*@unq6b|rokh!$c0&gQG^vz!0K0a
zuxGLbxr)bauQ7DorT}IsBZJn1AwcjXW{{Zuxxy?V3Xcjf3JD2C5&aduEtVH%T*kUX
zoi=gcQFLsu@v_fMTu1nJSt!eds@IdAR`c>_6lM0ZchnM9TE8@`);wWAC3@_rN+?J8
ze3`I@g1>Ir1=Rj-`!sJ2B!nM}zUn9|LfF4Sx<udR)k$?EWp}pR7eRvoxAWr2+EJHR
z^t&b`<S5=Vr>G5e@H+Qv>9(D8WP-ICx9&ZDO#e<2q;fORFy^r;rGFIrgG+2+V35+(
z<dtk<GgUo2)8;EO>;eE+*Iqqn=+~NCTE=VuZ<msnm$%Rg9%S?C`a0UXR5v*}*_q$z
z?`T6~BWWyh8zc?J-?k_!pk_ip^w4|K6reHZ@bGYlSdbdH2maAgu@U62Uv*ttg4WDo
zTpMs-tHNf025ST&Lzf2(P{O}F+}*!x$2EtaK@E_?BNVikD*9=EVqwkp3vWANm6Rha
zJY}*caqGq_E<O8>_V!$CtOl*kJAgA`p7pV}FQ4KJPQl{f;BbgtMMg{38Fz<6Cx{<C
zN(X2<X@MWqIJuL3@lYc5h$LZ{Cp=<(uC2{8Ot+gC$P%5k*=^tht8D@{C}ZITV9a;~
z8ThA+m-qKULn{mTCZSGaXj<R-0^r-sC_#tMGCW~+K{j$t8wa!oy5IULyN_)eT%)$T
zci#a#<P1<g_V_s{&ZNSW)z|d9SiHP-e1o?eMP&qnZh)=>^wZ|>tmOYNP2!io30Bii
zS|ef6iB60>X_Cm4Jiz<~JK-)LzJLA0<M8iT2_UVJgCWZU@*cbKsjQW^HA|~oTg6E{
zRvMMp7YBWuOM-Rw3*R>O0qv?1@{d@`y<xD3h`NbCkset69v-|t7rQJ>8NJ!&y7lXl
z$9AkxeZ#5aNEhzZH#j)BmtgA|etj}+*O;H5ua+jc4olNsa?guhcaYoRzVNtQ10+wt
zt=01FT@M4Pxn&gCczGHT6r>XPkLY)!d#;?6q62wLxAd;^7xbA+0>p&Nea|q)uiB{d
z-ts`oWy5Cl)=MNy)K4A|axpwKn~02dcmfNzVG{fj`r!fc3{fmo;LAcNB>f}w=LYL!
zI=tjpmL%xQ;MDCZBTAJ)bX9p!B%DQ6CY3YVUaEEgC{Akk;$x9;3V4iZBR;&3XiVx}
zI5ey`QU*C2RZNPshs(_X9ib>p3;7bEUA7br%aJ#yy^e!1U#gk<i+G=LZHyK~?@S=3
zCg|yLp{}+hwJaoj@Epd@cR2$YP?p}!$kwj3YFhrvhY8J+8-Bf3F^%2_0y$S7w-}K@
z(P75O>P8Tn{$V|5bXjG9Fw{tLmJZK=4#|wCHWMW@ysyNKPU2!<hgQ-e(UU}cTYDE{
zPeY*jGC#6LsbhW`Oy26`7E5g0m;I3iWst>_@MwlcN;A~ps>g;wkO(<u<mcF*M(53u
z)^@?Gz4kWiX-BdQ&d~&qg7Ny}tX0pONnX1a3;5E@%Fp7f42TAN?%R)Bn1^h_yy1Q<
ztFchq-plv;k|6Q#kH5Dous*CFk9&D~ZiWN)T{U5Osx?YZq=1kuEe+szo}ZDaI+dIc
z$@tP`NO~@yE${|boAW=gS+jJgcdt+MAmluWW*6JTj_wtkFf&A89xz}mRyxAmIrxqP
z$Zb$I3of_z<Ks7eS7h~$Ci6Sx3P>E($;c@5G?a}YV%e;ju>knRQ}2G=Fu9t>ShCCQ
z#Wx#Elcuf$c_*B;yqf}Dmzi7sU^iJJCYF%!Nlema1{(;5nLp(Mj%BH|ThC;!MP(J5
z0jCZw=FTu>ltPRX9VUYvBJ($&o>33=JxwOU_@6-B;}2Dd2Hl75OssS(8~-}NW7L&H
z7Wj)0eAWIqdfM!`5>jZw=(3;9kv&=+lUVxi#!#<+x)Dt!TEg-YpzbXR@=+K@`qi^1
zKu)5esigeR>!?4|WU~DW{C{r*eCi4p7hp;LducyJVZHxe|L<Q4uPS*RIkwyvhu_iB
z!K9KMRMPbJf9?XEpb+x>Ea0+X2-2si0WY^iiJX6CR8&+?ab{N5*q1Gwh)~#~LxrLs
z$4PK^m+*f5Z$=8@%kN7c(%f~o2><({_Ch@d7S__Q99bgmf4As+BIL611d<hqPg!Us
zA|mqM?Tg&r|KnT#&-)^thRb$^JY}!7MTwUGy_91+QN7)NFB5)LbMoKo|HDfIwL574
zeOFh`$oeQfYe;Z#u#^0WANW`%*-MM_^XVKXpZ)&D0N9AvkI2ctf*7Xe;(7$$*Hf68
znK@dsg;Plh9+^3doLEy+)7{I9R<l&s-qEqr#SO)X{JSax)7OqSCms_K1r!fZ_|qdE
zfo1A7?*=cw#dH92i*mNq<D}CxRD%0=y<+e~2N4%ZWjEUl#KGre<W+yGslX;|Om%g2
zjq6bpqJAVTd0c$_v!{<*+;&qhnxh9>1U(LZS1bPSYD~uCrV$f7IX*rX*T}{ETxDta
zTOVv!UYN5k896y#nq8gUoJN{g?ZdFCTYbQeqORWWP&j=_Zay>wFmk4oA4FD{od(CF
zf4=yisDr-C_45mhJQf#2P~@gL{qGM0E22%}8}gsKfZsvb{_o0x+dBU5V$d|5ob4N5
zp&SDxIyI5Bk`LY8-P3_Uv^Li!a<Vg%wC0q^V+9yDEZr8*v5o8g9?(1Go=gK+YCZFm
zCiFi?4`t8T8VB5`a-kY?*mGV5O#bJ*wqc+|cXoGURhjm`{d5m+Z`Ny<nt|cRxE_5b
z?vKfThL1`teDuzWp<4mh)TYqLpl8riN68j~hM^)2qvaFVDwk8#oqyi=4&JavJbprf
z$;oThbluiHH%GZWT_*{J(zTu~;&>koOWHd)y!g{*HNnw*(90Sx=m7z(3YXD0jHHve
zAP5o4?7$?86B_oTUOlgTc}QMNVpDDh``Z8x{{Ber;hJ(4*ALf1G&f?#=O-wyNsr3y
zX*<X5?(n*^WxltV*k@9STOjo_y31ureBA?5E6TkP|I&g0@RPxw#~YK`ZDNRhdnO^E
zLa%dTUFVUvU)|*;@a7-tIXK5EE$T)tq5Le6%&;@xL7?H=14aJ{lM))BAEn_Dpq&v6
zz^5!lF91BR+|diCzduC*x?Nab4+b%m|8cYAeI0?I!uSif9o?t)fbiw~Gc%(MNXKf+
zu?IlCf1eqVCgLlsQ*EAMnby0MBSO%Fhm9>=yR#0oHMK_*)6>r<tIWEA<T3^W;=BAo
z%?;=qHeS$5hKE%Nvamb=EC<%cL|K^(t`y$5<yheYVB}R!>Hh-aXbrHS8+AvbGEa&P
z+JuodgeDTGAXAQ|Cn1D<W}{zrSkg$Tbx%X>6B{+{%^cWlQWtjZ^xV!>!b8ya6j~uE
zz8Y8^0hLD#2v_qfD>;_YrhT#UV+=9r%izN-37&M~i--aB$bN5LRINnkDQLak0jj~_
z>dfJ4uM^*af^|A-8^q#!yz{s>*|?YZ4<BkAD<$#Tg%1r4iCw<-xpF_+o+d6WEk*fQ
zSkw!%EA{(gSObBSJ`ZwUu&|<k?c0m|D4S}Fk$as1c%7jA8r!s-Y2?}Y)9?xOap_*C
zJJ=_|&B7jkLY}fJ<ttH-VQEJk`R*@vA$P1YfBwrlz3?5ZfC3|ELB;YAo_aKpih`JE
zk@>f$WUpQ2^!ntE22~pzO`bw=@853+1jynaUX$J@fcYVvuCvpeOd$|Ne9XlVp95k{
z=hC-t-_#^>p^7rOg&5lOMNXhqt%qH{G964MH)~NDR2yg1PABHjZ3i8Dh4myvx7qzM
zfaw}{6tE*1B+#oWXUSi?=DSFhsEweNS@Q~G#{w1B08^1ZsE~xm5;1im%h~d|FOIXw
zr%bm&<@g<XilZ0kd9Y=kU|?bz{fvLX=dk#B;}eFg@Aa|f)y?JZ;LMy@0w$_@A?Vo;
z6g{75t1Rz_KAbJr`nR!gnvUX+Lp?9`Ot%|ib8o#&w_6hb+VqNFBvXK<S7iclQ$9P!
zDJdyqk@ow03!QwYpw*Sdyw3xNu|)GA%RRA4XX`U=Z+Ac#-p9w6M8fHno89*@Hsdn>
zl9HsNM6jZ*5zvTJ8MJx_T++Q^y`!Pca0hudnfMkx4|G`a<$?|E`LXPULK49GLJ1x_
zj&w%^xO#wFiF79#Z5QY*Sr@dOTRgxB)d|c;%9&!=PoMG7Yv&>HRv3G&`OZO2GLdE`
zmm!*K?Tg@Q_F%3$4Mc4r|KPVwC6_<G8Z**u)(!a_7B1G-&(A#RL@;Ja^?lA)F!~%<
zdUFDR6QcDGS5?a>MU2r3C_7z}l(5g#?*j7YjXq>k<YO3`^fZprd{wmcmXTLw#-f_c
z20YSNr`u4@*7!9~daCJk(YpXhN!oP2<bGMvo{zy#OG`UkYxBOQ|BQ~0H3yB3RV|>m
z&lp9=?raWcVI?OMC{)s4zJ;g;SE8e;t#a&>Cln@QtEeKWydkxxBIv$1-w+XlJHV)z
znm_I1<KwWy3UWZ^AhSksd}FN9L1F^8St0J&ZtJCjNjLzmzZ>K*Ok@}o2|#XEi>9V`
z9k$H=F=+TyJmiV=L5;beBKsp2XnYd_Ei%2p;#JW&K9W?vkP?D~LwALN%V1y=HtR#(
z`yd`A3~3M4NOsgee-xX$>e;Zb$Os-Pil=8;5?F&YL`6rC0R&D5%hI5H=4UML2X^EI
z{N&)Q;m=_x_&LNulAwaG#sLW)hSSTAE>$n=18VFoIG3tV=6UF=CK$ynzqA6olVwn=
z+}ZNlTD*B}zJ&;Mk#W)h>EPrfd*YK>95lBB_O6f5c^ms?)`MhIaYkH6R)35&YLD_g
zs_4lcI=E@P8yQ(FBahqP93RCG_H7bpZXV~`&sb*OcJh?cQ%blm<sU^rC1-2uS;CNq
z8xi*=v%qSiGy@3H*r~LA;=p#Wcrx8B+5eK0xWaBu_-JdAP&SUEYpTXdy$#ya5*Zu`
z)apA<@HZPcoXzR}RRr-dI@tttF%z7ks;W97q&$|{8;QAMH&^FN%{OOo9R&o5!@mk)
zIs8JPSi}Qs=Jt0M$EE@U#gpTAXaTR;yV>IQwf+i7=;1r*l*U@=CX=D+;ASft>Jz=e
z3y$?nv1mB5Qc}C7j3zxe^EnR9@knxv63&xsa@|&&-v`;^3?R8^Z{W6C9kt%5Yynah
zL%r{CrZ{#ivfMGDMKATRIcyLVtPCK=1^iS~ZgRDWNnzohv3fV!k8~zrNNBm)nQ3Ct
zA{Du;2I#X;As<6IXWU%IJX%URowp)5gYLd8Lj7OUo1kJY_R@5>C4`8ucHt|3pn7e7
z!J^NkQjylfdTR7JzS}QCwss45<HXGuozZ#7I14xN^@s{qzzZc56BRN(%O`&y(SZ-v
zt99VslqD$-Gc}Sq&e#6^_x4okZyv5uoc0(H^FmQN=@<bIee@F~h7_bC5?3US%G4W&
znBzMjS8;8$yMrFnJ|ZIv1M(K>228)rN6*AJ;PdD29zI%H&wzum(6(=DcdGmdU*zhM
zpP%2_c*%1PgVtojCW0X#^t&eNdja>{Sn&ZtbMh-2oy^WPap22&VLn8qZl%T`-{`ih
z@82zDfu<diixT<gz1M%ydjrYbf#Nkt?^`oXyz(%H-XK0iDk$$USbhufHK#15yG;Rk
z)Y!f}WvXn9`gSVl?0qYuVp?1r*P}#FX%*-igf#=rk6dT{3Buj>u3O5~+Q&M17PeAQ
z-R6n4bzVsQ71guLGC`513fukUXVV4fTYgZ}UOI^u&tsHY9wHshP=Fl-bv>>!8(jQd
zVZ7mB*LM91MS+V=P*?TIo>)XP$d7V4COBLJ(aZ9F3pCM^?$Bwz-S3&OHy^0*IROQ-
zdusk=kUI#rXsUb()6zI$sl6(|$>i&|G#1*i)F{x09v`ibSl(}owMisBxM+0UE=2Ey
zcQA{pV8=3;0xp(?i={)cAe7};g8nxv47}e^EtQo=rRHN5#>e--E`mOwQkbriBeUV4
zGUx*Q8-<_mC~LH%KwR$=jz2ix*XX;4_oms;O!~U`M3p76(%;2gX$dz|6SXK)mar~=
z$;!I>hZmOVpE=0N%kpk_lRs57;<9aF22*l$&l?0zX4v<cE^KbBu?|+35IX*1{n)<i
z13r)D7W1*fryRQVA72>%$Pbe*XaZ8CBM(js206X``Qe}lV?O)8GTGY*O109U*U46b
zXDWu2yjftJ_8OyHd^&`M-V0@h`dwocm)N3*UJ0=V0xB(gmJ7f>ELQ6NB?QTc)t+S;
zO7A^C>S=CvIc_m}DVC03-+K-~e`WOdXF@*8SCq`3<)1>Z{4?b>FE9cH0#-<Pz-ie5
zPBK-X%6O~;kO{V#nOU(;jm(%TeJ=}{b7QrFh^U2f#RqX07^v5B4R?WTpI>@?bp?8D
zNXI`=_e=5S^LERXlsr@U@t;o^r(TT$3prC?UgR4&JQ-LgIUQ*CYR?XNBiC#BBKUp^
zA?fGa5RR{f3svDKQQ}eRd)NO5Fg$V8%^t{tJ_`XZSO$`L?$!HA;#hWub1RbfA4K@a
zB~>LFs#q3Gd!989S(-5LP7-KSqOej>H$6j4nn!F{&VLdbU)1mmEw9CgxjXe?s&#4f
z^&$~<&+olr3!ilfX`kQ@_I(uoQ$}4$?YYKWp9QPW+)8L>gWzzTPepYr1}e8DMa{47
z{mmKu62!#%4^TkD+RLTb`0VeFxEXY8e=Ns1jq6+eIzbxO9;%MhK6cKZK&0uGSAY-6
zzBygvc-D0A<iX0G*rB7xuWAa^4FPCp|7URCneibl^v@u8f`=RNny|oJcM89Zmm{N;
zoQ$9>A?A&kQsM=?lb<XIBm3vt`@@Gti8)Vk&T=jE{^33`=xbE38#N=~!HVX)-5kc#
zy-US1`&kmgk9v;9njc-t!flEh8f4^{pRsZa6uWSi#cQ7{+z$`Zh!f?$8p~EVhY@lH
zDE{YeC&4HPR>}I}g@Col?Hf$7Q(aHQypNrmS+h<Z)4i8W0p6`U1-c$D?H!rRx8Kk2
z=e#@~EVAal8qdCWZ%{DbG_UQHjqH;t+4n`>jiO*2RLc#Dpz%B}AGj@!QPi-O!x0fE
zhnU1WjAVcHnF0e7^;$KzzZKxW`SBesFK+X0CjN01Wo~d5j#3t7qQ^={Ju&NI)e7U-
zBDY)W!nQ}?zGj<_y=&zbTjhTjfa2c*$O~bIw<p6UxSV!*1aTiI+WU^ZZFO&v#;z`j
z=R6jbOnJyx_2Bm_ih5sx9oWP0H{pu~ePks!Eb}>O)&+_!ne{h(7^-f%8rvnS6o!8a
zN6s>xx)2lm|Hb1;|NQ;di&I&KS5=!2h{&7$%6sB5PU~3Gh~Fh5-fVy1SD`dVd|W#}
zZXdV%*wno=vyP^=bLZvt{XO>kKiBW*P9I;nT*Ta&@*y@GmbB?xxX5}`EaIYBV+Qgt
zh_rp3C4z!YPE_LrU@`eWL0&zuROpAn>r%tc^(Gb{i{Adp$1_$$-{vK{lp%GR8=4%f
z&GjU|FL>-P?Y~{Jx{hIq9U{0nHmfkSZXer2IUW%v95ue9xT~D;F|?wz0Hi907BxJ#
zo2fu!-qb=9gEFB{Z}|m>YgJlDPye;hK|#d<|F)kmA=`Xuy~*<T`NHM}T4q7=r0#H;
zkMdE8=97lzKfj0`wKU78QF|V~`F7dof{_TrT`ofG2@~U|k3iGU^V%1*gX+tlK78C^
zkBlYnd5_JvNBoHV-e*CKSH9TJ$<J2TDM}U2nhe;TuVK8l!r1D19(D_l*^Wvg3cpn4
z-PE9{640srr-Bm^5<LDwA81=heK<k!g|5Esv%xD|TV1jlt0(?Vp{i4_99`mssXT4m
zzFqcK-%W&JJjp+~I+ofVV#wMn{)RSoba*(zdHNIEnj)_aW>2cLt)8yb&!^bGy&bTA
z*D`CG((BPPq8ypKJ;lej53N3a;};q^Y5Y&r_GJEJAgY=up9N@pl^PA)Sh<tJ?cF_7
z7Wwx*mk7+YIU-2IQyC^sHv<7<n!4AjQu5I>jqbi-uJm=?$0Zy;EHiqZr&`?T?l9K*
zXS|W`1<H7Dwp0lL^nRljrXWwpV;&$9+dPTZO2M(di}mkgKTdf1Z|`5N?qV+Pro>fT
z_1K7sb*CsvFQ#p?tZLpFwp=Iq;By!WKD33?w@aCqBUoagqhBWZn$XD^(6|NGrrpBt
z-1y#g31o0L?^N+Q%YAR+T`wlGF!JS6^qKG}S1x`r9x<cj;qiZ`SAKm(?YRsw7)@x2
zqcGYS==<%uBkF%Cq?fX%vi<GZXu11EK+K%*1MBByX*R;GnRtGG)6lv|J7}OS>IQeh
z`zPw^yfM|*aNQY`4GT0&zFFp87}V*jZR-(JE>`&}E>7>nEX+s#*wXq>)`PsxEqnA>
zIZ;fa+weT<{o39k$I*?KuYbC^J|%CM?fZvbB9_4wDJ;1{OrEE7<@4%>mLs1<hu^w<
z^kMyY$BK>k$yoIbfqg{3GoJ4~>oYoJVC!5iu70sj`;fl--aVf=S7hZiiks@q2CY>H
zXce;zJN)fkT*QI!qf~3HjcStHZZ25S(a{a<P)w1}6H2Z(25qwxzm3yM^;-%rMvJw%
zLyOzM_=RgyGF7+e1w(h&uPqOe-=y3ql14rCi};5Qzs>m8OO_ps&-C?ey25rmx~-~X
z==LrO-Me<DgJ{#Om<pVV?goCOZ$cIQ;Ouv-uKiAX@v2F2iYYSe(sUoF?cPOLN6lv(
zD0ZI;70#cGD3LXvh_PQ9b@D$!t{0r(pw56i<_y-uL5$L!do=!Nnw-}WKY1?J8MCWt
z4ZQa;f$h7<7EDr5fO`HVG!zFgS%Co183E*)uU<q1G<&l#pZ@q4cTskI*yY^qjoFwD
zVHZ9}9JA^@09b2eB6+I*<u#S%@ew7tITuWvD?2JCL6(l|ud<g$QqctFYQ3DWHVNV8
zbo?Nhd1Z#zkeIRuLszQlKXJx!f)Wc~pz%Sl>RqJf^tm6nJK@hSrp{;Va45u2l@T>w
zw?5aT{E~07%PAai)w+|f&X!l>r2uj^hFAdlro>&z)jKct8G4$V)o(?#jy3&i=jbnP
zzt)foI7?xY(?4o7AEt2zjqJd++wN=^;O!%YyaYBT%&1*9Mmqp#oZs9GE&c$8K7zvJ
z_(-fZI<F&N{-e;e8SO9)H^Te0oE9Hu8ZX{s(Mu-V`!MG3UgF?@7~G9+6*@nIlwW&Y
z<L))q6Y^3kil?7<zi9}s#SXG0BlioB{#ej|1oQUB{w+je{z_mtaP{ZkkoCKp>6^Pv
z`!DGL$bI1s8yCHLT}&NvZc^oW3eFKzD3<u@5nAcC%*6`=Hldey-Q6FrRbklge`J@I
z$RDlR9V^lVLmoYGoRol+Gl_0B5lc-?WzsAqtAqo9In{{c>UT+P@z2hP{r&q|`O211
zGsJ~b;HDCXHDV^5@X4`*+mEDvnGX|dMDasKmKXk+iluj0XVHBMa?<|vyky$YBwFLY
z>uyY})EaH`DKqg(-A~|M*merxM@i`keD<9<Jk`r_f2*zHBgMBgFF@W&#gNp>sza4f
zPdIa;uF@z%(DqvL)tnPP#hTS`fHz)?M}SeQz_hfq2WY~ui<iUQC~n}ZE!?P^6e$y9
z0uj9V9!%)I-$krWJ^~!K1>Hy|IcXs|5(!SwN#>;%=|Rc&f%E?vKt~L~6Nk^s%d1wX
zhCPxiFMHtfr{3YNUCVLo15;q1p*0&w2DF&5zfXKC12!2kyN+6k0s0R(`Ngm#B{dV%
zS_6*+{h1)37GGM9-UpaZeVR?To(uTtzs&huvUi*;?;oxXN`?}#kNUv7WfSgBMo?2z
zOSk5>!Y&JqnY;6V&zNPJw`BE8bM1qtEbV=LvL@}lN(aD&yU^};cd(?yLTBP7AKx>;
zHma3Pbavk5u^eqLR4>Af&}(+DV40&@_1{WzoAtoT$jHFHpxcbLp_drIZV<_#Ck775
z5P;j1wrM8~9OYyYOn$(%yZ|H`KnZRlCOB&C<|tNmUkVK%$DRR?E+??|TK|p}d{tr7
z<;y-%W*`aNrelZDIcaH}5m=n^KiGN?^ht$2=1FO;hC^YWetVrOC%33F1!4jI_hSoX
zof;wQ%CU6!qoR*V7oI6?qZr{o?>P_uxO9v`Z@k9CoyJkyDjXcGW`rcqvARlJtl1lG
zV;xX_fa8~`3NrevX?G2^UU5Bpw@UWb9f7oBKy{*scCU+t!vY6rX)93yo^-hkn_lCS
z(_N7^PJ&UC82vz3I-T<ciqmSOfP7yL+|dG>wOWk~z5U5I9L{ubP{H<L0Rw(8uqTpI
zOaRj8rS)&6nNr{_naXu#Rxeabc9Hp53szjK!I7Sn*S0v-?PN<EmqPFvm?Lw`6lKxQ
z!=TIg{05k8)Tmql(}EgdBI3|}wz^Lc1V8S*px>J+dC#j>rmu%-+;+M18jP;(HC)R3
z+oJ}o$_#4RHzOx}{+Et@PDuDk(*UN9`5o8-luLAYs_o|VF`v;({Q-P4hF>ReljpxF
z!FUS}y4oWJ^sfXxfQm;~q2=OI!em*gkshi8S=D?b_v?cp4y|%DK)T59H-eQKt%z|F
z4{y>1P(A=Ca34T41CAZ;nKC;&yWt%a9{vNkhx{k>z3^g>w(I5!ZE&zP`fg$jkH8Q@
zhJQrv9ofm-Uk22E??;@JQ!fPpjs7B81d@?J=H)?&tfiA;TebYKETjTBkEcPgFs9XH
zL~A74HCUoRTyaSa^^CWeF34gELHBeHr~y#VqJ_xgx<wZn(|A)R#;y)T^oECv2zB+Z
zO!91xE2bNJ^4E^+*yd{$>P!&|r(e<(c*hxcR`OT`W}+Gd^whEkb|U(M=^ZY894DR9
zXfA&{x3$*I2XO!aM38)Nd29Xpt;GLLT=U}R0N#N{)Wk#R9|gqK;G+XNn>cv`x~n!;
z`nZ0BTv(E$^wKRqs9YP4Aa$n%1_oYT6oaXv@nbOAcnSt>)*n&|7l(#~$Q(6*6f?rl
z$F~N?z7pqK!4M(J$$^?FY8)C;>O4Tr>Dcs`01WStdI(gRf)&{1$=51xFvVioAjtdA
z2T^<oobKabK9pqV-;m}3m<6F*GXQLsi-LkeBXEIyZy21LGdP|GC*JM$2G)7NAfK2I
zsQ*ejQA(7g41l$^zcA8gw8zKZ$w~F{6o~Q;sgxun1*k!S4EAp5)!Du!IZ!%AX25u$
zy#X+i*zV1DY_tw%Np@>10xEax0E{ygxL9hG>K5o1{h6q?P}P%>1AMU14RC47?deBd
zJ1%|?=IaX~VlSky+dw&djYl%YarBgwl>C=;fErcPX3}P5JJXoc7tI*aXfPnJS}9i>
z6Q4csl>cF+Zg^+``}^9po!OS>W(m#XK&>w5#wX+B8i1`1rups&%UO%)0!pc+ZTVR-
za9a)3Rv)&4DW%|6qK0PR(RK*$$d-;CJpf6WaWX;;_E(!Z_6I4T(Y1e%1$La7O*~~2
zcD`#A<*@15D;27-a#%?6*NV6=suertGn8!W0-Ns)|It&sS6*{8Z$|Jx7M7tYaP&N4
zalQL+a9mN1YTOqWVU1nSsHZVsLX=~_?QlPqtg&F~mZBlYw2*RGN95`Y3IR$R-D!6d
zFKPPZdX?UmJ+@}`QF4k=0>01*f6UxDZo+f|WcxAkp3kyn%?A&JZ?BwUm<ytey5KeS
zV9Y9Jm`U3v5#;@Xj9K_TV`tk^w6y{Wi_J#Wpm3+6$aOYEa^x+94y6>te94O{7C@rM
zu&E)NM*<A{_AY?ye;%;+n%W7ubgD}FMYxx-Y;8bM`OeHs)j7Mw4cnIX0Q?GzDAl_K
zV8x>V-XAlw82S9*kPsD;RQNXYWCA=R-@(O2eG&n@;2l75+6OMz_Tk~jp!@oPat!;#
z^EqVd<mG}P0^lQ)^k@6MY+j}ru-|tfkBr<w#Oggd@J5CqCbFW~#_@&E(1<zp)w=ah
znsVRxp>Nbny~<0*cl6QmPi_l7b^+3d<(!Ob9>3HNM=)LLNhy7Pf5b+5yim@aLHj%4
zu3tf=td@0$!z(0uMZ7`z{at65*83yIiH5eksv;PesPIs@acB~2*!$b7pR;c43QD5@
zI+l&I`}fl(EtdJzjB@QcV~T&GymJeCc%_E<`}F;v^nABF>78Qp+wb0d^&w$oVu7YP
z$D{Fe-9$fk$NK&1hF{U4omY=F%O_Yjz$BX2p#9hHH_Rx+(na6tOfN-G_@ZV1$8$^f
zGK>jmP$NbSlxZIjyo-X86lMa}!t|YMUvQD(oPbU${E>&jHu82utXE)hWaDjOspfNk
zw$22?EKFwkP4nK1FQdDNH|4l4ieG`Qm=0!#3QKcFw-IklRY3cm8Ss}E(4GoPYP2p4
zIU<Uwf*oIQh({|?qd&d)QtU%#bWCxiQ=2i=Hw4Ks8OIj%cPzH~%;|<0YjmOoD60+4
zbp`_wo=0nsa~0D{{g+i-MK`|m(nBCBGmJR|zpOw`+7R%0q%TF)2Bw)DD9mIws(#>m
z_g<=?=ju>$KR{_5CXXQ=zkKs{J^-Y|=O|?K;zAd|<GTNW$6;;edD=b3hP!3$H_UH7
zSFANH#t@rd2`goZ%)`S4a%y9X=!VQO%CFzUyl&GjiYKmqcxLW52)te#6y_P;j+m)G
zqS9i&G@o>M(zD}tK~H!yA_tl@#F#Xi#0HaP%@cYi7SRet;d8MuiWs??ug`gZAbSvi
zX!WN;svxjEQ3;kqWw#1=y@PEf(LV=Akw#nKiP6_7P){b3A}OBkR~;^Lmpo_D_JSB8
zpyR#bmNqgr(nvH!V@9yaj~|TM^`L@P7EUu0W8?N_t5z0+#l^m0yu9!TCj2E?pj|N5
zIqLs)pPt7^+0oAt85_f<k6kFkrQpA!V&x2`?F)Jr*|f?HGy7J&r8j)Gg-4c5Z5?N2
z_GX<Ii_hq&*zQ~&4TZ~B(1rWeUI8^=U7&3HAKj6lD<$@Xh_bmL;HQCavVCk1K||F-
zjRgHriG*l<6JL(+rwm0um@nF;57xJ|t`^SswlJ!SajN#Ny9xfysf3{)yW{TY;g*}y
zajmsM8N&{aojbz(T!vQaX562U`SqBm^v>(ODyEiM8NRI&2P^s{u&K<)+*4=k9P{_N
z@kZLj^4;{C_v@Qgm_1ycz+|4$4~ZHC4><P7BVk*&CtI9=E;>B}L&;>V`PJ|+m?KGD
z_FTg6e-$`dtlD>iSXjyJY+3?sg>Eu-A+){<@ldP9vnDY?7YFVGjF*;>yzdYVd1SdW
zvNvY6uiP!6#RquIH-5Evxv_zAq;L!MFIdI2ORMWYiZnb0^E?$Fx*qUI!*P#e*>pTw
z2-Fb5NlU-uH@&6giFRwOCUC2evU{2gb8xg0=+Xn^c#Lr&r<JAlLnKBU`@Vj~Qxq10
z6kHB|1B96R&q+7(I~h^fJ7w<$^9m`aGIc5V1ahl<^6%r1n#uKw%&Oe&Lr5y5FEqVL
znYc5NeT(diq+6=Fj%ZK*O|8g#?bpfer*k(Nrn8Wode-F2-Yn=s`7P_i9vj<(yJlqV
z2S#}P(G{{_Q4>Njn1AV%RSi5cJcUv*EZlyUc61&V;UwpI%Px=Z`PLLCj!lJ~i-m4U
zVS}!B&m%!wcOz6Lr7uq36Z=G_axa_hBd*0nKv>>qsC;j^oy}Su#snP~TZak~E#~9G
zVNYw+H61av3ylfWF;LCN<aQz4jj{Ahev>5JrrG&+I@g-(svqDwH-hl57Yl)ug|b>&
z@r6q)HKKFghy72mB>JWO_oYqTWnh26<OcgOzvNfaFJR1$x8oWaBOt|oZnOY&sf}lJ
zvEn5r_ZeffleD3!j{qyjjG|*cb#)J|HI<y%Y~}zlfKd|5xfo8#8o>MgTgLHl;oI3G
zEOA<YKfUN99<e&_r@TxXspRJS{Cl$w>BC+LoJ@txV+8s6lv6p@7nF~(IdRjHH^d$1
z^Wq9grg$j=7i+Y!9utw+6r=(bSXpB^g*ZPK-#rH)<2z-7<vFV+UDB~xuSRDF2RR2|
z5a;(BIx-9ya+!p{L~6;Lcu#TUT~QemAwfbYE*3GU`gV=uv}LfPwc(9gxjh6C(7IJ!
zWaTHQ2_H+RC?RF!EiCSkjC0Zvsxx?oC_+3(WP35CsFeN7A^gz@&GJ{1wWDKl#kIN6
znq0)FnY?9wquiM@_}>+(QbKk5r+_zsv0l-?3RKJR!}^~gfI!NWdvjy)2ewarq4@ga
zt7uol{fwlbpjQtkd;V^G7R3uSp3XNtt8v3qW48`4xS@UfQK)U>ZYIHfT%PmQo_;Lz
zlL}#~Dd>~=+%lf%f)*|c`>(JRBSpWj#wthEt}%y8ORhf_lvHkyuf@9`5gMN_yg=o|
zFV&Y1nF{e$gyIBCx82Hl629nFqH*dqBIbn)yqG!*zKo8@S>Lm^0h*!sl}G2=2;7Eo
zQSk~vao`Ds&>{B_lif@B9kJ~bK&D&7c)e0H)8fTD{PUenKFqPypslo0B<G1AGx8gP
z05f+p659g`p(?OrCKRKOZDHy*0sl`(fGZ$d)ESB}#8(>NGgecQ>}Rnmz|^2QS-k&`
z$iU0FmyggXe^r2F0Yd~ue0?igmV`<<pI?!ntcZ`uiqj(AOqWfalcilTQIQlK2)~$V
z8>EdE0Cwa2`6J+J!tGmWj=pHAlt=3N=udtQ3xBr`&UJau+OuL|pXa{Y_5LGn1UKkO
z6Ww@spA&Thm8pHAQ;xe;GT=_2DOwW)y6C=7h4V4`M(drI?l^lrer#QgB14O+hS!o8
zClwxVj)mV;tlrYT$d<;|^&<24xGXC=NhEX|Rl1CjL(c_^EVfQ_Jafr5d|T!SwO#Do
zFga_6hR7(5K4j=YWFP_B`w<~>laDU(ltoQx(htnQf4{lD9NU`szu0;Uw<y{_Zj?r(
zM362~Qo0+Il8}&=ZbVW-It-){L69!#t_8^jq+6OLMFHuKMc~{6&+k3wT-WO#FpM+z
zeB)F5eCN3x50iXwfU>$;Ft0Mq0vy4C389|+IQrbNg*b|OtDkfQ4J<NKIRut3o=U5&
zTYIdJDPk%zcIy;8XB5c%j3H&U&%#PUPmxn;2+6gql)+GY4+OO6;1C1S^;#hFTl}@j
z>;FR<*3Bq<E?`0ZF5z>Wzp1Rx^jJL-&nSUnmGM-++1IN^&5G%D4|g2>9;Cg<QMxAs
zD*%pLsWHhI(XzYtB}NUfq*DcJF*-qea{u$KT9TayK=Zr$9&ab!K^X_d!RYRA>_v>;
zr`ewmWpoEIMaXiZ@7{@5toS_}J9&D((~@T^arbwE+17I*ouWU5m<2`JMY+e>)Kr@L
z-i)X0t<OXVEqU4WnTEbtB*%e0#S}!^6y_GBxbAy;wRC$ib@2k_9-DOXG^Cr0LzTb{
z2b=38kHwJoEY2-u=Ya3N^8gaaE5saQU$Z8<M?js3zxfpfW8H?E-+6CrlF(t7^AiW|
zP_gm3`{J76;x>+-0h2jpJ+ZTgpQG6UmvM1Ovf7i1<wpNom+1(uOj}O1dt=b*&uidZ
z{Xf_qK5ir}`{}Z4%RDlW^1@!ycRmg;C;^^gsi;)0_SS^=q48TY0KaJvb14q97KDZY
z{hAh2I>wv+L=H9}hzVlpDUMx2^7iY${mknoUJ|6ivB-uh(1Y>isIT1JAs^Nl4_4+Z
z?INAvt}CGKvin+ZsRGgsR5@Z7C%R)EjQ{aEy3ZIW1SE0x^NsqL0)J|{FXK$}8U+i+
z*%GrTaV~qmsqj9Iv#dd$pBG6dVK`Yed|skzi7LW~Wc<Xj5o^J!pZ+}04XlXk0y#|F
zY>&kY3fRsKkZh|m&Aw+^cMR=b_ZA<)=v!3^{v!9f=!*Om1xqj}0p9c;AV1$cCGHN#
z9sC<rlhW?eWcu;h0#YhifO&k~9VnVoD!0I}Rp?#+S%i(Evj<aN4p>dbMd*(_85h~Q
z6bA*sP5O0j9?5-pH%O_e9}}cAd<<5F#Mfm|$c|B0+0GMK$MR>dsJ;Q_`w(<Yid>LZ
z_iUr&eb)QCb0ac5TZ6U5(uPRo%i7b$HF47}LTTy7wxz*s>8;5_;z!dXQX_(XEwkdc
z{&8FtcV2oq97$dDAF%@ZA~Y>vyJNZ`C^)Hn6njjkOQ2|Z_3QsvaXa1T5~CvI@D!%P
z7Mp18tBTu$agSGASi;h?4#VT2^h5m*^Yi){jha}(oR-EEdv!m)?eh(NuHc8pUH$2I
zaA)?zmZ;R#ZH9*oSkq0j8fCJahlSeY-<ycjBmeyvK>1g5P)TV{LsNGAEj$(-K=F6V
z1URGi&;0r)N7h&tPoJ2czk!c>R>_HeM-#wCi&Q|HKkKg@=+98+$XG#H9Cq{bIX{uk
z*_J+Dwek0EXfT}#oLSpPIL;E{>2`Tf&9>_yt<mEKx&nSfoW*k)ULvct?|8&E>Tw}=
zAzg3Gmu{71pz&+_EF(lj;XpZy_kU4M3Y-m2xSnWByDj{AUnPmG6I&klmgC8I%=7z*
z#{xh9tL@_N=cb5S__8w2hHB59qRt)k=EML!xuhCO+!TFGKwmM)1iEJj>E0bY{`wVd
zT0+ZNi&sJBLAJK_F8nWcxv!_pZ=O{b=$q<&Z>i&4aKb{o*Zo_PmtshPu45vQnIY_2
z-}(qs&Z_hDLia9~u)tmR)PO}%&UwNgfUC_%W+u>*+c1og^ezRpMurvPjoLd}|07S(
z=ThUE#FnM&Og0*ARWu1{*<+zs&^U15tNI+8H{*-R9-S((Kl@^F^F@Z?FM*(6MOwpT
zEsf7<WUT4lKfJX-aI1YW5xc_KR>HG>Urh+?Y#PrkI}Zac&lJY(;(EL+e=#MhgB6|U
zpNE{RCFXx<@YOi;`dyRpwrQSkE;x<qJX|TM{d#Ydl%6SjEW`HT7o#pauFe>R&1n1-
zn7`T0njNe$wN0?1`cX@_e%4O<-HNllUB@ITBJEqk_PgV2)V<vnZKTEPUpgrBi2)><
z$O)|)1?Xk6WP(MdK=BiJtqiYp-Iy3E-<}7V*`4~n=>De&6c!zTN47XC$68ZoY&m<I
zwNJSG-5nms1kY;Tdz(cd{l^&Y9FWnsgBO;2wCD~N*3L^TR$^VnrV%aj;qp4RFB#Kr
zE40nVu1wG7?t?c26d84pHq6p2{GZd0BGx2cZQL{SpUUIv47CYfVh>SA!jpqaOwely
znHyWobu<1dNT<DCnRC>6cwXL$fR`#FkLOK}62E!%=6T*re^VR?ifZ}ae!uZF*!k_S
zm3`TO*ud+x7>N35A+m^_Jx6A3`C!kP$4OlaEh_<rc2$kK;-N-P!ZAtYX(2T1iuEpQ
zW$d>MTnIq5Us+5C&XE=|Pk8P9_xr{*3NqAEe&Qt$&GNkxx}obTDWSohUB&ud?aIMj
zcXu-GY;^7hT;~JnS%?4)w#PP3!~I=k+3fH+t%!Me-tyK(%^bWUZa}>(MiF-T*Mthw
z_o(V;-+L9OA*r{qwP<w-;KID9*sQI@kK~ztJOp}fa}~)|72uEzf`~!f1EuBuy_bH*
z)RQOZd?sVqa*Xsgg<6jmYdEBLFr|a+{w|O*me`AB*kfCqw+sb-8ne2)dgRho9aMwA
zD)&^DA8Y8aD>YDk+Y3B<JXJJw-thWc1OzbmH$aT5be<ABBw>IpuWu0-(%rUBIux2p
zMw^TDI#T+rbT02i`*ZS6Q?<yFA7c{gfFx?z*t2sa>(PuKw&DD3*<h6W(SZZYfvT~Z
zHDRyMe0LE=0^ESv$g*&&10n?UymO15Wc+^Or_A8BC+{5}cLL9j^G;f`p(@ONdJ%~B
za;kd1O1y$_R84tNP97c}HkLxa!JgH$l05?wqL>dyg+}C34)uX76jv!vI8_POw2PeA
zg*?t#${oa={r%d`!vrys0?<fa#UYQLBdxgb_-XL%DT|!wl2Ela&`Cfr!Z<%iER~5z
z>3g+HiOd<B9W3+H+4j@C01ja>s{t-ZbdmTN*v+)y^z7_-KwK}clN(;r<+!238x{_E
z3dWW}N@1zwiGAck26$fm9V0}5JTLH8jZXRygFtZnQLFR0tGCO>UGuUn!!}b?y5$}`
zPyjD%=EcR5v|}vAU)^YwEKL(-*qb>9@|o)QnN1h}&?AhzdUw?z@Wx6U;G~e9<2H$H
z`+8L&NQ860f8GW}JiIe55aN~Yy6?pd1pl3oBntO-Xh<8J;_?<=xYGFWIpAo&ZMObj
zxXwST?OKOP?4U=k2@`#tS6yg+gSLBxn}1?ms4IZ{@VahK7~_@NtoGLT^RjHcQhU#)
zP##mrqCydlfdc^FY|j06HaZt02TL-36m0*m_2b%xKux{LS@q@mWQK->wNkkfEU!i8
z1zUZ&ja;0alLn&syEKwqiCK3^+~0T&a@i1at)XWzC-g3c)}8z*LgT+8VL3oU&pOVx
zMbDTif{%Ph9><pj-8Mo=|5xxL5)w%q7X~BLPACQ|oF-BqFQw4h8nC)=K&9i{A{rIr
z)reh@^*CkGaoDw$<r^VH*OT5M&Thw6jxy^y!w$Cc+ql<3mip+InK}j}6rr)%p}%RI
z<Fd-nH4neHuhN-d!2$@WO>V9Ix;HtfNo0G;qh9&|+*Roj8GKqmdP<X?;m*`9&#<d}
zq3#3J!<O^OCzA_rmOGc#pFZ#L!HqT#D#I?kH|Q8s3i*b>izJ0aFo}tHUdY!2FN=lk
z*pn7AU;F>t=?Gib4Z!gya5BElr9GIof1eQWhGPCGQG@7id+S}NUw~?)?@fF<u9rC9
zTYG=$4HtOfo1-nwE41-*G>|jnt?h5@_*F7P5b(L!K!$vWl;Yi_HF9~u3|~VyFYoLe
zVsybOrnpPRPZX1Q(Y$pxcc<CTR*3xzF0o1BZRW12O!dbn+Mh;k<N{7Pw^94o(Kb&t
zTEv?Hd4=QcUw}iMNF&6OR75ho<pkU&8RoiJa(qea7l*_aFDIhV7}|eU7e4oD+_PCo
zDx`k*so1i>f$9$B%hGwUCPV-6>$IrEktbIhr)KTng$3mD4ofhFY?$eJN%YPLxGT`g
z|2(RjpTbP=Q3&ia2;wkVPf*6n#OO+!L!IzP`DaKYEQ}w*gX8>%1<UP>m>foz|C89c
z`a;D&4(s#WBVryAVT!(on@MpiM$;MJ=sMpNncJE)(!Cd2rG8%HcvF*E?n5=X-?F`+
z;nZ^)N2WoKQ>~v|58K#r5Sg)-LJMC?ba|JOYk8JQfizwFT?h{<kal~&=fA)J4{t$n
zqQNL^LKCi_R0>Wg<5fSwxA2*iT^z~bFDq3Tc;cBS$13A9l%sHZxInD$A%CqLX2|*t
z@r0IG=Uh^4h=XW)Cc(>x?y@$7rA6yfY=B#z^vJQd3aSlSbGAS<pbVQa>>l6Gke7n@
zeCT55i$RvZj`)DlHrdGa!EUs%o~WcR!?kAW2vyH_EthRa`uc^+x?Jxes(DUQ?XRi`
zD1+I38pJFnGDJH=ozQmvGCxz|P?O4-JAsQS1kSuewb7+5>hB()vK5=3ivM{#FFwc1
zows!oC>t_7DyW04p3j?gj2Qggy6KG?xscOdL)0*U<n84sAw4&{Qq5cn&7RuT3`_b#
z*J;Lss?W5N=_#URK*oZ`xh*cAX!K!Fx<IG%7^xOmZu8POb*wsdrj|79+=`F=+;q?7
z)Wk1k9zsr_BS8s$3ppcTZaqwfnHb?Fx?fJt3#jLL4%QJi){8k%)ip<VF%>yGqs&~P
z2zOz%zS~AKXi=SHbG3BsI7F?9Y1cIIzRw_vC1XwV18^iOYdqH%)(Gx`ZkrM#Sk4@N
zh+c<e`B84~JK1Y%bl<5BTLB}-fiCaJD~{(6J1W2b!c=@uts~vDNw)AatM)Pfn#J{R
zSFTqNAKpc`IbBvP@A+nY^Pu%fpbAnzLP`;NzlvaK%wbu5b;O}B6NutMrCP@yIh+fZ
z3}r_Y0c@^xO8<{L4?HPGTE(qiN54T&_1|z+Sf<|}Gw$F)$@jbYhb0Nu+9j53NTSGc
z541w^id~jtV}DCM!8#3>#*u2-pK5Fq+z#h;dJkxmi#w<B*SK4!n%!>+^FNp?+A=Jm
zm#<;9u%)X*lGAaD5TvRmY`gzgVzjOw>nDsDNfVd58>;gH>>Dqd=p`LYj0Z5%zO7%N
zC?sh4i#DJLAor#$<v_>&;!Tc7?m~ThGTJn=G@zVmGw>w%I4rxC=jHO5TiO5a6bjg4
z`M?C)EC3&<W(Im!I>E7lkMJaB<nIpRYHg&}Ul?9!!ygewKhrsC6ADa@zVy&T*<D!u
zYn+3z)3W`70$*u`m;KzUPmW#0jc;xP8o|L39s<d?l!Ekq%6_d5kl}5u%T+F)=)Qt8
zdOS~FEj+gCJ#ih8mqzS(8dmb+<koWI1k;+J7)~c{kJke<K3Y;hgDtwkf2*r6%3>(z
z<6mQFat5=rJhX9)xI*xYg>D*eHDf-1Nq~cAy=b2OLeFoJ4TZc#;%Ur$5tOwm5@(lH
zm!5SyLacpVKG<X<p=?fopqB|DnF^gcmA`RmAq_=IJ5?3o(yt4+TN%L1pn>=SB*|f+
zXy6prisg9eI!3bV-c|hA{nLYF$^1A5pzNxRCPzrv6xzc>+9K~H){3fUeU}t-{{0fD
z@37=pkGZOehh0A7y`8M3OG7`tG>>o66wYJ5+%};C<tP9hXqU_u@dAKEa&;aWjDYR#
z9faRKq;5GQk+GrEqHt$u$iub9FMS7goafC$X>(YD0Wa-!y(sdhFl~8n4~Y)RN)Itg
zxBMv_NXm+nZly%_YYZII1v2XnRAz&w6xG9}`%chlDzYon(_!WDdpY?7>1$1&Mm!w)
zei%5VZnXvey}T7Qj2$X&m@>Az3<|tvZOcR?7K8ammIfQ_8Q+eJX9W+Ye@wsLa8mfN
zKE%rLK_qoXr#D({=8I5u^t@*w?>7tc{wjayf55=t(+OQz{3Pu|=8hEhuCSiT(8%-%
zYQS+xD8N|1Ihv#z5T@wAw68t8yBmh@Oq3J%5o4@H5H?hXJy^<vxby+qARurJ$!yyG
zZRA_K#2!s}{j#mRuiNUaTcNTo0R)RcCDmR@=c6Mx%3FYEE02NxN`V3)w~juJbT-kP
z(fW%?^2**`dBWE7lm2n;yLafFO?o_oB9d0;R{e;8Irfd~=gm;53thD1c4SEBV&bLn
zn;~Jb6R;o+=Xke{?PNPFprHzxOTA1zid_@le~|F=>FpqoueXHj*APRFXowa*#I~Eq
z>mOxJMcIau76l<gx+y=74+#5V`2RhMcBj9xvd`;zM6sL(#3J5JrjZ|am0L6N<ZJAW
z?W8v_2Q{@&An+G3_sKVe@8&3O^GdhBiP-XMK|fJVcCdlAZzO!Cdt*6w23SDw(tXHn
zw#E4ng4c&LWD^GztGGXZ-9&w>H!%d$o1CV|xW?Hc2#r~ik$%L)=*9ko!ySX0soCVi
zzu&R9ME9srMx#}BO`u1HqD@4MrMp^xUYJC`IxNFi(`6nfxE<Y=L2+5Q&3W@}Swr8J
zmDfV4R5;LlQXb1B-}c&bpHwP5HZP<}BA7iCf{Cf17>ZZ^lVsv^Il`E^vb8r^z@<*M
znV2&u$l&t#$`PfuP`eUCH7oof>+Bh)Un_H6Wi4MNigK^->_mf<qf9`$0xRZYfZvYP
zxmc*AOBz{)bdUk7F0d?Q0w>k(?yfX&-Hjg%rHEL>UJ}Rrxu{vLOtO{N%=1+J_fN@P
z+m&Y=Z3i{ElLGOj9zEwpVnLp4MQ<ZY+=lHe4d7JYiwkaSztorH0)ib|+w{gGyd6&A
ztl-K2&1#8)-1TmMpO2N9&;bZt9_STDfV5={gp-35&GwAP?}qc#W~VbP%*}_ZY}6vC
zMeYJzRTd~?)Pd|CutgX(cH?azpUVFDMMyVqJZ*hw*(7Da>8DVe%XMAcZBC@wj{?||
z1--a*0Ahg5)2uPkTZu%iVFx9_9*M||4ti!W&>W5wVhMhXA1UA=l=?lIOE<YJ_og|=
zlvwq`ZMC#W04SczD-9^oaG8$;W+10<3S{6#(Md%C<k}o~_owRJi<U%y0H(d=>M|VA
zF;L<)8-2Y4Lhzm*Fn6{Vl{FVmD9a|c$5)-~F8y2%_5joLSAl#2UkP)Y3)K>^YR4)^
zZs}N{>@-@hv1%~*;({%Y7e+XQR=Oi}UW%-i@v1I06_2*r{2unVp=|flO&Q7k#EPDM
zcd9YqO0qYeBYeKer|Wweu!RKMYf#vgB?2nG9z@RU#0Zt`DVu^&<h@_vT)%#GgabY2
zhjC+cBK^V4SJ6E7+h*<MrczwG{j^$SUcR%Vu(odXi-*EVZ)*aR-t~_eWIY`7A@0^}
zor-tmo@ta?6cG_M1xva5_lz>LM9WA=QNQSqkhTG=&y6Y+<nF-sHL?sD@k)WCF>5_U
z$w-6Z37rWPL3jkTWc{<643)5h6Eq&%PEZurZT62}yLJMKQoWzcL+|yA%~Mp**V+My
zR-83{3g`Yfx-v_(6vM!%*oZA3=Aes!BtO2i(m`l<B<U|rmsRms^YpnSN~xnT5PW-m
z7cB33;}&Ki1saeP{sKIfU3ViZPT*i7AGXNr-_jt@WV{jtj}&YG_gH~q(y!Q=Z%=}k
zh&4LhH(s(JFI-UoLs+=A{yU`L!md!iZglff-}Gdt)8oQSx>?D3jYH!$NddN&P(fmo
zgZLfizRd>J%7Q%ne0(P%n{k532pzuh1%Jxk_M54OLMIn5LR3TqGMd<tdKcio072D_
zAi)?!nqd}d6}$zBon}D2SvZkj=YLUOAO9zGB;KUKV<4>TZAkxL7iSFQWfk3<^ba6h
z7=7%{5*Fjd&*q<B$xV-Zq$4DUZ!fe-S49tuS!9ve9bqoU$OMQn+|qM;?lTtAyK>O!
zR5qdBzR__3cg9OviiVd@9oz`qS>BE0`CC50rxN@D6nfe^YmnbquCBg53#h%=inNG9
zT52f>$RRe;h1nzT!+;r!b-uaZHvKDb)n$V7<9WJ!pEo-Yg`lKbLI0xey{zo=fSir<
z+2eAvX@!!oOb`DAw<fYVRj#)uM@_*V(%C#AzDyKutbJL1>s=kjRzH@1>0HTpI)&o*
zrt60W$|&E_uTGq<)x4kg&U?rABHbS?x9SZ#k7cL7%K8heLDl$+5`hP_3B`f`*W85O
z+g*&JqAwU9zj%_{Pks;5K!U(@b>O<*guJ#=L+Mh{sOVUxApD!nhhJQLc4F=!18|r}
zwSIiWwK!&Ep?(+{{9(As4rv|n=9b@k`-T?2>UQPE!0ulhKWkL8s&8{GpvRmYTA93`
zJa&<elN6hot=H*!cj>-QHRDr;wRp}knKAm8neQeFpqGW$s&fqpGKO0M0zkMKc9Cvb
za6&@D3y??m5@fz&Lg@j0z$+UpwBS4H9Psq%)2t0#f(dLb5ay#f`w@y7PgY!CO^8}*
zppdo>@T1Vy5d*M{Xk#syVT}YX-%bD*Ld3Qn5dm+!q{QU~-mQSbmaTRCT286f0cMAD
zp(2`u2!?i=1kM%|%_Nk1TVaU?f|gOfK+<%5OHGT0-)-&crURj3g-x4NesLV1h-H%F
z-{)A>Eq|8#zb8v1p4AEKvl#G?T1P-CKoF;3i-48fUwc^yVt3ZP0S&cY|1^eS9SLFu
zLQB;QjH_)maF3Hh`V}iDoAvxCfp%AreM65?>T<FN@9{_<BFN$((g8>EjO6KpXy{L6
zri;Rp+=`|R=EWt<@J(F>1#Fcy?Rx@YmO|`QE!*r9omfgYD<<z-P+`W=5}TVthxki4
z0``B0)<fFLdP%SSZ@2S1^TwIKgeC){&8Z)Pv46^SeArQ|R}J&^!;Dx?jU})#bb4Ic
z0d9Y^R+Ygurl-aC_PSHwH`CXpFKj~^8p4U8z9ILTa>F%R&y(b1*~S&@W|x|70DpHN
zfh)aU5+vqioty*W<y9hvA_<o<HI%PvYs&&9<t^?h$Fplpg2Pv7S{B-ExI$MKMJJfT
zS6xK1-;wV3s%>Bz@9#+i6KXW)x|5hNTB<)9HAljPS{$3Bu{6Rda_f;;AThGVEdEnp
zAO0xTSa8|LaJ!ER9g9baAf3hKSI*1p3Kz1e2&xLOA5U{@T>{!M#1&95=iD!UK6GyY
ze&^sn4;0q<;80E?^y35NzQ7*`sZBw>v(n=tnl3wH-uX2ephiB!_^;9o891~1noma2
ziXy(z^=*Zb4U2k)H*!+hQuU7*Y7T-NK_!X$#A0LVg>-?q@oAOXvpV6wRTXrY3Z`K9
zyLC%Z813ElO?9VPf_@oEDZp(v#^UY+OoaJb1)mEa&44I&NCW#Um*2Ac4v0bM-Aw^X
z!Au|}wfmI|`a~v>7}?G@e!rdO?dfR>oOsS2gK@6fV1GU5lxh>hjiP7r`0Wf#5&hI!
z3RX2a$#@Dt+&@BugaN5mN8Vo(u9)wN_;Vf$=!4rxk6l00K3&qep(Ev$w%WOfKh~TQ
zw>kkjcAtT*GYfHJV^WF+Z}T1$Ue<eTKbngVB!%HXT1p1e;N(Fc=W&`B7Z7V=1+nn#
z#*O5}Oe$bf!W=6;VpdI&27Pq=(?5_4F|%27XXGHYo+cxB*Di>h?v2eo5)S+4SKLNX
zTw{dF6V+F=&Ic=*_s`?1gokCX&@+Es2{|j9a3P-8PqM#%V-PP`ePZnYJ~|;)ojCJ)
z>?4}aR!K!;rO0@#$jZ#jEbz^kN=HqWq8+%m*Q5sMf|fK2w^lYo0<gy9zxztAOiOoL
zTsT`kOY{J${S|$om>hmjY+=|P&xd@Y8-e2w0w-(rs+qQZN|ct7%Xj|y{EoNdlJF(&
zc<uGe;eY6SOjCC?$WDn902Gr<%S-HCZWhCuRBD=CgB{9zBlf&A!AcjrJNr)q5FMK7
z9Bl1hLN^nusD@j=F>R-2!&_gH&V2*(ee;$vg?kv)LIAN~T31*$@<tIy6e9txaJ<Df
zW-;X419X$L6gKcnn1NMw;ipMos_!stVP3?P<0a0grjWA<HA_XtB(yI+6o}*&6to?E
zw^+wPV4$eYO*&OMX#KS;?EI%ft`^eP0F(`iJ=O^R4=VU|m}(PjMOXXiV_MDaWTyuj
zMDW6sh^@viLG?~aP8YHhyKR$!$z_)wr+kZ2eQK2PbEEf0u_xpQ?ZM(nMDy-`72&V_
zcl6;-|1F+5U|-I{V-}VFctT3u(cIUGS3OBZ)-{~VIM9$OA%#vj)FDV6s49i3npn@z
zXC-g!6&RmRg<vK{PpH-Rt&(%KYB#yCYa7?UD(f8m^c3p6U9Ci<3xYSZy%GdjQH1q7
zUrg`E>IJNqn(5b4V(z&#?61rXFZaQt=pwde-UU6W>2JVicvT>9i$#5I%J@L?PEJ|h
zD@B3ul^^fZwDGr!qMvBx)>``B%+k}8&_0r>GUG{mKximbZ4lS@Zl_*1C_9^iS?1?o
zb94nWBuv*h;}7{kNqYB;B@;3#7UkoV)Oj=~T0;P=H&;xXBM>YvuWacWk1^=jMWViv
zr)tA)+>mi30M}z_|5|Z=+kgJ`$Z)AX|Hq`D`Hr4`IxFS`v;-JA!l4U&yF!36l$WiC
zyyPOOqUk_kaqnJ{y|-S~XV0E*mpg?PwLC7%UPbo*J!IDFH(0(u<q%=uH#5u`JBbUH
zAxuJD<^xBTL)P+33yTJ=M;Ycq2afN$bzb=94h52aCTcoH_Y1E60OZn(MWtVc^W)OZ
zrppYt%tu<O{?GG$4#6D_wFhnJjV){W_x&}w8?dbj3bU=71secMvUrX}0518Qj<L|<
za_i3YTT987-N*_*mj}+)Iog68iE}L{1wlW(8u9uh^*zuUxFoB4k8hgKF9=N9oT;Ev
z<8eE_4-oe3ED>=dEp`5uvX5s%9_@6(!gEuOqLkhGv;PqHD|3|Qf_^=V+;XQwT?*2f
zu8wZNg*<0cTteefVIz<Y-+3v`{l8~y35ka)4H9TE%%HLwIy_{$^>_U}<hO}a>`a`N
zRX{6Rh)qm5+?xFpgyobRASMfAq8O%OLQ}1vm;?}~!@>)PgAcC(AV3ZlpMb|`?OEK;
z!BVss!3HIS*I$k7Tj)<Hzd>&s-bqLIynDA`25>o0Mb~<iGRI3bdm`q%^Q~g;FEhNS
zgBQV2DbVs<TITFN{Y0}=U<1=?%Li?a6q;C*Qpfz~E(eM%#>wt?GApFs-uM)+!;>xF
zqy@`nEL30A9r0_`FnaD=3>DfwXR7@m=qcgYX&8Aa9pfE8O&Zf=D}J|ILnXj~48NEH
z7=82{4!E@XKdK=TqBR9AezawWgjW2sRR90n_M^`{f}SgnQ(DLXf(Ns}bSu>v=B0|G
zNS%m4V~{y?03hu66?+v2gU_#DsMYDF_6t*l)TtKZoOq5})PRT(sGdx(4|keOud$=M
z*%Gc3?KkBu-SC2k#3Ez>J`mqD-bjMQU%d#z3m%+&!0&|hPi-ZRzD7K#WX>@_y(dbA
zpz1<tjV^|HfsCbyEiKf6KFX@rJm91jIWN`!?=i=@Lx{1*<Gj(O>>Os`VDf9P)Lkd(
zJa_2TbIdjy0^E6|Lt;UL5?7x?bT@6y1*vmn>M;8uPWj6SZK0jb-ytU6lhSAZB!jIi
zbW(myxONVq-9Q@3P&o2tTkXc6`QN4F;A7l-2fvCqzi7)RcGzD~-fGNl+4_y;mhz3u
zRw?ewDG5qafVn+gBD&#%%{Zs$cM*%3z!%qe#&he#lJ6f~kjH#Q$2YyZ5=vd_UICu)
z_pD-^R5R}3t6F?IVj?fNpL%U@mj{GZ%$@qt>ncKboHkBz`*(@GeHksPtip>L+%rE3
zZU<=y_$%;m1~liuZdU;U_0+u&6VJpK3w<^1$wI*Ka%~CO9zFML;k6?Xq{cxKfXV^@
zZv0BF>Fm+56y7qqc-1;5M@L-|vc>|o8{R;Zg+Xmf+lLNW?7ck{Yr-Q_%>k5CCm+Wf
zG%5nQ{5OoyXPg+oVwBlF)Udl8uv&37!<SM={2maezdqux4lg1GAQl3^ZU#;1*C#1X
z1S-9PRcHMY5ysxL!<?T-i9sYmaCAesmC)uDne*z`3J#gI)FT<s(8}UAccA@=+=6hZ
z&VAB}pN)pJz7v`MT<ORFSosfqawK2|73-S24`F!*)tqEu&!dW@AjubDIB2^EuiH0U
z-9L39<|?TO>M-rkdZ$Wfs95HwDiIHRSzcTa?)K-j&`?mndCmK%-dT#JBYH024^L-_
zsKdzR&33=?17JY<bKe_+3O!8qEF<iE8bmBQ;WI2rkCOigHE+w%GYGEziXpbOxciW?
zcU{~St)zt?HdKl==u~b;2IU{!rMk{PnxMX(da|^j@>RUP5_<>G0d#=F(n5?+6KS50
zKgoI99KUcnU4xX4&K*dQhD~h>GyE)?pknz6uM>jErzgd*H>76^>g~TZWoTR07V*RX
zbItNXzfIO{M~nF(dqE1@c_-0d@MWUupVfq-On=2k7|iYO0&D2V5pq;$<Hj}rJVJRX
zv9UASG2kQm3;y0TQ)k)Zf?P7oqvjyRz<LL=dIH+Q5wwOFZHx~J5I$?@Pj0Vw><-8U
z1J)LIQ9wBFvU_-zW{3N?G2);QX*>aT|D#|EL_+`;ZA#UQ%?A+7dHu5W$v{W6bb(xo
z7RUFgTPRHR1Ph;0G(OJ@aX-FHU4}PHMQq9MpnmUrVS|vR&>kHLRJ(t%_4O%G9t3i_
z%gm0p^$koH4qdNwS;gVddCmVyP9x7L8U`G_l=1ks>UizR36+Cs(V<v6E!b;WM_be#
zL7h7W(Df3N$%ePZEY8<e7f%_&onRmv<fXT9)7@e+NW~6#4hZ4Xk5J8Phf>avr!?)A
zWJRQKfPXHUmY8i~=b_dTP#|cS(Ku-*rUf<RbxYCJb4w~N7V@Omh{GK#0W0F{qBOVq
zPP`ddjY&8DgVa=^XV>ws{ttuoc9XTO5a-rMfYW}+?ytAR4|)?cU_y@g;)BL$pa<?T
zG3a05$hHq$<hbkoA~t-5i=)0re13aPgU{nuz-<uk0)$O->=QR&ZEp&6#KXVVUWqc<
zi#yrsf>sc4T!5o%^T>a*`0CcJfZUd?ZQRD)$RpUZIQ`!&xA`yV9Z8R$#j@Muf>adq
zu#aO2-KqE%V%p`l0XG%c6{0-)9WQ#sPVLV^g@eL@6a7K50JFmPavb5KvWhu7>cuZz
z-U#MimGu_<)0f2Ye**;`93J^_{1+yoL0m22q~~X9`!LIbU5b_D=KM%P&p?0c`{A9P
zeyQ6Wsxd=dG*wvRkHNe*ffyyaf4v1R)k{ZSP9P*Ttd}=$yL|=yLImsd%3<W0lCzs{
zZST~9hO+PO6a6uc^>@8zO<IakU<4GxP@%(+TRd?f<Cr14F3G(q#b2A{WE1Cl3{c5=
zH|{WGS!f|9+cB%KCLd=~r%h~iN9_dVRn$DANd<;l6opFy**MM)Ds*jQtSGMG|M|sN
ztJb2v%w&SY)TaEUst5+Gru81K9&Kd?N2nt$9>%SGHQ^b~s*eIDZYo1?=TlUo#16p7
zk#k?5ylu<YLd<m#fpzgoV&nY8T>FVCx{p5(Y@-G9cZuzs<Q*#=hvuJ?8~2{KylH0^
z+~@`VSq8Pu_sZbgAaB`@7(m`cSW*x}Go<4Qdi$``45~O@n7RYdcK^Gy!yjW$s_fD1
zXJW$A<ESA#YSp*oLgS}#fG%xq{5>e%B62HMIY`;S{^z{{eerq+5gDJY(1xiuXED$I
zf7j+5YGW7)NRld*BH&>^Z}z!Y&5|&Q^f~TkU+k2$Xt=<Df020=+F!ULoniXS!e@Ym
zp0}S#?E9;uxA`yhq<$FtR;=?gn_oZqEE1@i{bXn7r7Rl~4*{7N6!CsD&EjCUvb<=b
zJVcqY{oJFIiL0I)d363bZd$R)xB#(n=bY=uvNC+TM{qq1z0<AO)Hc2O056<yz8uKO
zpnojO(8}`jA)6=`I6QAJbZM#L@g1I{l?kz$B}*W|*Egkk;UGkpu~iHEi>;yasfA75
zCZwXt6>WFz^RxQrRkj3RGJy|Y?zOlAc}VsDE^7f@_W3g~6MzVhy@kI%!B!G>q-_dY
z5l5HB>pyjXHqfG>V>M9CA947BrO5V@b@86q13x$6@?-Qf=W<2eZxi_{r%c}__R0(n
ztHy7>c1Ea)D%IdzrFNkOEIW_K|Jh$eID(LYMbnEW)*AfDMkjl+eAF>o`wRa&Rs!3f
z6EDD^`;yPu`#ZQ*`UdQI+ZR8FA;ngyBp&R4x4H~X8PBbd+mBA&i+HGtbVjHl!Md>6
z^xCrJq^w`0%zXhuu?q}g(dk?+S^Z}nj?$qkfRK(3;<gwtdqp|(?cwdy`XWTkh^TMV
zal|v^<LiP)feoE5^G8whZJ^@eZ&i9VK|J@abBzZ5eyf-1s;ouBb~1A2qpT&(XU2Im
zw8h`KPT2FPu*lk;`Gld&5vD)lf@#ek=g8=0zHwb&GL8r8=d6`L$^%CIubD<SlRmnM
z8X02qae-BxH^v=ev7Rus`x$4<u)nw(I@g|~_Z3Z7YKwy|$!>o-fQ;BuC5cNXRfo9a
zx_S^XLeU@IrP)GhzXn7;-no~ZuE%I22*7be>@)L^B{M%N&fqmhogU{qs6t$bqmL|)
zz;AjC-bEtn$xR2I(sv?J6$@O&b1g7s&S#sX`-KWV-W2@n0bgmN1B6cqU!Xi;$kG-|
zE+V$ZD~`PT-GTf)o<D~D>DUw}0+nU5)#KuR@4De^(6JOH;@WiL@be4E1j+V^1jO-=
ztHJy94+X1It`BTC270z7?c<Xm8Y%eyUs;mETP%i}xpp$-FCL1|RwpcCs<iMT|2a#8
zgBT3#^hmt`1Y@$KL0pJ^k(M%$n^^daUIk`g3;yl>=+M{32Rp9t^?x?++sbrt^JA~)
zfLqK_vt%jXr!h6h1R#rZQw1*PNfb&#Et)~|7?;Tr=N*bpiPTnc{7`9#CG?Q~Y8LfH
zkxN@9`=>u_YiisGJ|fcT5w3=6V&OqfG(C*FjH>H&u~nXjq~o!tFN+on7UHt99h&jc
zwraUK;fbI_{3Ihu9hH$Xe4dQLEUE8ri^ZMSaJd(E|Gm7d#V{BUxN#mv_*5{6>ad!Q
z`rl_Wlv?`CWMY*usBUl^5~6bUd-6&zQ$&!kt{%a3ZtI-=izTjIW-cDtZBi!U5bJ+k
zQDZKkzvDQ!Ru{YQP=U7g^1=2N9zCxpR{IKV+tP*_e&75{eaee<vUdYpmlU3!lCUKd
zw<J7a5k#G)EQ!L_<dM`1TT6!A{98pk4?!@g@6YDO%%-DRbbGO`ea`E%Y6+&foM(#?
zi))Qz606;Y6Vx@X0MU&wer<?(hrelqv^7L0$ILaFvp^Jv<!+39d!pJZ8fa1XE#$h=
z52cJlux*0;TBa>cYKr0r-NRP-t6L2HUR<2s(0UKa$#bejcpv>;I#7)1qD$+LaLjWP
zrD@jp!Rm{e4I|b%t#oA+ej21<@bmAXzRk!I00Sg5I&5HD#6*lG*Xm;nAU%eUZs;sn
z>`x1T<E#BZ-_ZNc^<vXRck^FJhyIG<s{!Fe;g6d?<3L*9N$I0tkBhtC$1IgqqXY@U
z!ibdv`w$UZ9t)`3&9F@(A_=vkia?u9ONW^I$o)rx>VTUxF4UeHzI-`~DUJiX9KIp0
zE2Z!vp3lf)=%095YJe<DIM{J0XF$A@sa;D_p?vzl2T4>xUwiumM|7<<`#xGC4JFUt
zC^NoR_UQ(=DMqhi{Z9OoD|cUyPCg*G75U@avlk^dZKAgqx@VW8%I$-0bHUW+j{t7t
zt`1+>{{aZ6#jR~~Iv+o9>=&n!@&;)EC}8DVT;d}q%c^l?m0|n9!e{QIv~2nKiIJm|
zP~%)yT&BdED|fJi+8+IPaQr}B|M`$5V2)pct4`W)+ePeGz!49$P_B`u-uLA8Q8#jT
zAS>O$CK%v`CHrCgX0e0r-mW{E9Hi7lA?=@G%nnad)dZp9hZoTKzxQ3~kyUwaka+!V
zS8`&>vpyr06Owt)dDLEfa(ZsjR!{u3^5QNjbzM{q^S0?p$46loK9oti4~s9KzQ6xe
zA>RFXn-4E-DSDUX0&ig6aqz21IYHPDECPE@(YtyVX%(q?4C(=O96qwLFJtnkhZh|z
ze1Jpqf=_250pM+?)qY+wKC2%-PWi4hkDuRE?&Al7AKtOJ!{%SV_i-ZzQFw(+cxsN8
zRevu^+J)MjcJASYdy>8R^r&a`>8HW2b~z(oiIk;f&dC=DOv&xR-6J<e%kQ|eM$`^c
z;q|GWcgUkYTuxRT%o@Fy{XyT5Ah!Oc`-6PWzg=YUJ5N&59NN|O%@9cE_W@0^oQlo!
z^~}_^FphI&?9v7JNyKN87^>`;Xr<^p8t|l(Ak<gI#-!Qq9~y1-*vLFge80^=X--U5
zuZxDHZw54P@c#L60KHz9f621sNp?gXJM=GRr|Gfi8&8q<1s?8Q;d)!gIP+1yR6gcx
zjK~!DE{ps3BYysIKUeqH@1rp^C4OP6rsB7bp0;ZFA@s+`tHbrDMp?n!@&5|#lY*$e
zRetlIavm&~HQweb(^8nbtB74#vfZO?ig?rMF%TpjQ~kw>o<VGJ9S7jTU#}{g{Tzgx
z?IqPqYPB2gOC|ZuSD?+P&Ers{I0F%r_4fC$$>g|lJE@x*FA4hGONOfR;P!hL59BS1
z57-Z#X9#pZu3<#SE*&dpC7b(>^_@<6HTQDg`%aC<({*IfzrXe_z%7;N4rvKm<_gOR
zDF8Y@J|<fKOiCePp#3%riaiE7&6<a&E?hc40Fuz^*sWM@O>*ZR70FOMm94<UL=!{S
zAsd2#1%WDDE5C5L!<V6A0O!loK5+o(^O{lZt(DD&(ithI=D<>c+igRAs&<dAt9Hyd
zbi2=MJypMWv9yk;Wf`~s$WL4QQ>|?k?Je@2;pu9SAJ3l(mU<D|HeHF;*!;<uT65y+
z#zUGr_plUxm`bm)<FTCIS=+}ppY_#tKGe5;i1y^c_)!)2mPg#>%y3i_LAVhu<;(mp
ziN^80I?p&YwMz%SlmKT8D}Gqm=$lP@>y^>Ipm3_lEwWB@S`qu{2MoLkpd^7t6?0#@
z`+@0!Fwh7U?JUHU^qKz|L99E4_|B`H?uY|bqy7KBYzKhiy!=_@VWt9lAh(La+w>NN
zHyR1wKqJji>ROUkS2i^>S^O(-L9;r6rkUKjmovRPpsSCGgPX^r`5Y~;6JDsuE%5M+
zzDUBlsIXrvR@zRfQkxFrLlMXqfntdx?2S4lt+NPmQ6~H>?GtPXw6@JaZHN*1Pd^<t
zfF{L{o<D)jVu&a_7XdR!Bcd=ODbe^T$4c{2*o<zf)%6jt6o#tAbuQ<?ldl1b@?q(t
z+16%$y8{hu+-_p!_AJh3?=A<Kbpu-rHkhXhj+K&-zqfyV<NR4W78W{U6=tt(!~D@x
zKrUVFdbP&`5?R68GiCa<(o0w@)v(#yab}zQ47f#7)WR?n&pQU`-bc4gy9MDr^;e${
zi%dvdPfXhXV7C^|uaOn0nO$xi*&7qw=mCnsfT~ml^wEV}ajX<D4w;=Uk3v&JdYNn!
zeU!}<6#I)8x0TmlDRBm%*Lk7Xo^vePH{r<x_D@E~T7FO`@~Pg6fZVZ>zvVf6Z9pdQ
zYN693mN3we(E+^CN(^SQjAdC<Z!y2~d7MSKR>mcF(Y6yv^zxn0M8g`~)!p(-ptAs4
zR0uiH{;!t7z}lUYXlXM@t%VJ~U!C>};y$gorGw9`Y>zd(e5s?NplpY?0)aVYsF@Y0
z6YoX?#kvC1_>S5+`A`h3ih3E_@TLnNFKLt)KqyrM66O2uBV2ypE|?z!Lm%r5O8zmM
zvs-C1htwzSO|(;z@^xb;V@|@P_@2nERl5A+$yY-e`qSb#SH{=VrbaF_7KHnH#o;{q
zCZB`XHScmv@Pxtq(_9}7kp4d@dr{H88mn2D<8OPBbqU{UM_SbqpaM#F?rLHoJv5Qg
zKtRwFd6{J)?7>GrzOnndYEPl{QYxr{Il_Upz_cU6jG;1U!UV-;5(St@L+DN0nWcv)
zbapydY5FWC)d-1bvfF_??JHOTf(5GH{baal^e$2H3m8_IcmKs@PPH7dNB=F;`2o-@
zZLtnwBv}3MUJ#B^S{gD@d~>ZwM+AJTRti6o$kt3Ol-y?d(nST_D$hnmABH&asX3t-
zwD7>J7~;+G9VY1*Dx<EI)t$!$0YTx(CCw*)sx+C5fBu90Vc3?!t@8e_+#vzfaDJcS
z?Pu1hKWcD&s?Vk9Fn>&TPt03>=F0>#EygvtMf;cq_oEZ~jg$3-C`0fj7LNNdtIvLV
z_}ypND4Zu`(dwEq7P}o%?XSMyq>~dfH!3$r5Ear%NHwV6bc2Rl`r$=<zKGHPYk~k>
z+0oF$UxGWQp!t}EQPD2tIA5Pd+vlkrJXg4Ca(1v7Yp{d|hVaGoT&aF$64H(QHc_qe
z<M$nd(StoJ)5(WLZyq${6|v!D>%Tr_QvH_6j&p-Vu!BG0*Q-lGUWv~_EcU9x(;NRZ
z58v4`io?hH1Zbi{>N_+^4dc3ce&`7j(cUUPAD-fzAkRmJIe@hpcF|aN9$eA%iUF*a
z;|(JXszh-;8##^}Zg8+bWyDh5>_9I;ojUG&Ahx?No&gp}nau*qdsxNf1jW8xOzj+e
zN&_Q_@75Q;h{}DY*5T^=<L{L+U~MulO6%#N9DwM#w??mTQSb;|S~gMkAR2Y&9}+P_
z1Ul={h~lHyKwh^>6DdVP11O=Q=!J^^kn`?(=>5=HPg{}<+axw$ep}g9F`dDM$G(DX
zrp|pfT|IUDQn8vHf4cagGT&ef`^$k(rprqyu%5nd8F-sj8;y2;#SNp1M0rj1vEr@<
z>GBGGHI0+K$^7k<7uH9P{G6#&CB3UW)h$MENI?LU&VPx3`e1>K<B78;z?(xQDYi27
zSY_d^VRbf(1rKxbo5vamCEYa`+W&fKCkK`_-5LiSO|2iY=tT?YZahej!Ozm!F|Z9n
zqUn#fjRHS&L~b3WqnHg9&qu0>X>nU37Q89L3dA@K{&zZPz(Cr$WN?eTjx_%w$tAI0
zOR5&Td`k>S%!lQV2d?NAkBKY{n2cRqYQdb|P5YEJ@>mK*wL)qZV-6GM?{MTua?%%!
ziXTQX6JX!)z5$he?iyu@qX6%VA{=n2W@y9iY>S&j4eHqT=U87Sac_CqFB3ekyw;hT
z0i7uh%SeP+WXR#`FBp_9PP0_lx$DYKdeaCF<p;Wgy6$59yp#(iQhg6@&H)Z|UCr@?
zz)2x=5oPiOquG4A7f$cEM&h1qNTD&H9o5cNp*s|(<IBr>l#ciy?@~QcaxC_xn!1$m
z)j9mQ^NSW<%n8WHpp0|UjkkcSns?Hi7`{B|=AdrA{9%r`k+vWJIKW%lcn?JB2EL|=
z>`ODozI=&Joo3aSreQwlgrZu;4KoNp_58Ea%#ig%0n2uqR##@-$Z7L!U(*9*Xd=uP
zN2M60*qbb*x}W<b!H!HGB07%Aic}vk$#-Q#c@(m7p<sTXNN(WT{Yec-9Y9l#iijGf
zn^l_&-=VPEp#2<j3u_{RcRRf8C~)2HyHf~@i`+VDnt#tu>er`>!+55uZ^C^i#DGdo
zrR#R^@d%Y##jh!jDkmsHJ|x5*^rT*DVh?^w)I%fMlkmeB5qLEj5bZili`_-Epre&;
zoP5aU8wM;`44ss0+<Rbk{Pd9(Au;Lkx6e&a`r`BVVVJq3%z1<R>K%}R660|Ft;Zbk
z@IFpd2+f64i3L4zkLcT`M$hHP9K5pWOS5t~QAPC$;Db>$qW@-ff||SpZX-5zYC`=g
zb>gdvr0n!+F2H<Vv?v2UV`<1CfxVLErngIi-tM}`ih`$yK1N|@NP0~2b&_}riGPRK
zp>N(wf`<o58OT#Xp)(zh_Dr(ey)2|VjV3XNjwzjT-xGH{p7V1b@jC!qR_ATjMF5K)
zdnL!sb)n7Tz{LY|CV<fGoXUAGLM+9{QH}n01&2>U4RspojlvYe@L3cNk%lkG?{!Ew
zoU^L%69HlT;Kx2RYuiEU#a4Y4DT4I+zpoGMKXG2#e{mXN6y4grb(=q}O_hijC+-^@
zvv1&ioI8}VXfPMbaC-zT<-Bi0=r<&}FdJu6_F8eR@VCahcHmcR0hZTitalBJ?EM^0
zn2Sdx(r2ojR;WUOFCBv3jiROw#y9oN3i_hG$6Rx2I74yhLewkB#u3$dgT0Y;EL;A*
z7U$Y4+W>$Pnwy^ry@y^m%L9ND@=Cp-%b2v!I7$e77wfO@hEa}`Fzs-r=N+4n==bGx
z#8Tztff+=hHb(M^frYq0uf2LJ#XOR|UXzA~hC5diU^zcZP}oI$N3#%63_57_05GTo
zzqFFEBqn|JMH)8S`A1<DSQ@ctO)9K*c*$`1%e)q*IQ4Mz1-j!UK>YPLZz=c)qx(=y
z*W?<ua*+``v#3swlkHXc67}0Q3+99yngI_woG%_`+pei*I7=*7HZTVkJPUH&aG0*@
zx9Ez7$4*ICS+02?ahxLt#uypAX?Gf>Yvv0OYWGCZjlGI1ounL1Xd!ufI^caF&aI^K
z=69EPrN9f{*y|z0)59O5vNmL@;a+XQu)n+;5()$N3&UOwoQsXz@^(TyV?$Iz548qF
zN+gA4?$t&E#?urZv&zTRHui4tv6NWZBFOChACcb=h>_l;6vM+<)T6Ihb(Vab3ug}i
zLNnfMYQx6E1C$tnU!VFRYPp9uEeuY=LU<WKJnqoljFrG|AIDz_WOo2KwlNJX+1m9d
z@>QR^SC>m26=b^>lWS~>|99_P;ND*qjnR1e;V$ZS)@|<VKxb<OI$O&z-X)VK<cO^R
zlv#E$Wqu;7{YBfn9(ebtbodaFMja8ufeyA3zpg`L0IBU|;@%z@pTd#oBNbAEdY|%&
z_~dIJy|OKnawqfQ+QSxr-fUI`006VZ{~Wez6lmmmc@Td+Mq9iR${2N_lTh20F<oBm
z^!OenJ?$~;Bpc`dT&%i>MSMe?7*!$x<s!Za2BWSq5t2OqC2!hcfW-5_-7u`7hYV`q
zR3iDaEKX0ZHLBO<hNpF2=n^()4$XoDLvi<)cpH!{PAEjhbP2^*lGsnu!4daH-D+O-
zl9P>JUCby`utT;_>|w%lD@Yfrfj<w-4*<UYet?I2;iTu=aNPwgA?_p5ztwR!-rt<5
ztkI>#@@kaQ(=GIzjYro5rE7%(!6Aw6i~HJyD8^k_6m{+rElfa=6LG*-zN#DURPP-_
zz4l`6)Jtfo#nqG4`YiL`&1Gr9Wjl1MQMui))xQO~OgF{C$E<-tZ`LF?t1W2!LB!U-
z@jy|TI?xI0Q|1B_R?)m3Q6*fQusZw3bO=cRM!>UfO@UJUb`+c|nM=<%`TxBvW2YG1
zZ~&wF6~}Vrt_}R{JUsUbbwp#<$$U}`o*j<#TUxy3hEz;%0-kJ#?Pg@+W)+zLr@<wY
zvrDX;Q1Z|ujg#P`m$pMwuJ?3lu?*b)znAXl!Sq~um9dKFH>WaCst8Xhl^%Xq+_Xb$
zjNx%<Yp<MZ8?+9gR95c$**XgWsA^JvVobO7rqrY?nlSNSK1TzmKK};DUa6L=y&)D?
zTH!1s2OwH9y=K15ezradjN?N8s#Y#XA$BTo?Uo;8HT$Oto%UPZ+RxKP3NJG5QQ-A&
z6<qOjJ()F1+0|%x9ekY2cT#cig!F1J;<`?ugU-sr_&Q-6Tj7xhA17`jzKRnz^{Fx)
zOTW@L$8?O30=$o^8=@iP#`59x2G;-<wb9|$Ck6OsDZEOI6roI0^jiVMZ{uxo>88tT
zx#30MhAMLm4XA%CIkSy{w4;Hr1+=I^q!mvLd`1Iad0$$Vw1AatpL}XJw8AKt10<$G
zSC3QgA(ft#irfm^fX~uO>jlak$3q?tx8hsa*na2#n&|t*oKqEop}X#m0#ipE<$h%C
ze6sY_c%ZK2@;*qQYBA7v%g>#g;wQc3mEW@U3t%3PTL8hb`RorZlCFyXL>2A82R+6t
ze%kQ9$zi@m_i$R>o_JdDk9g`Eb9w_<(==X?ln_F*o`a>K#})ssuIpldVSj^K*%l_j
z5HA4J@GQB^K`$j@RP*n*J58(bb090<6rg9CVer|02eXP97*_;|@^?ei1&tPopii5j
zQWKoxoG)*TGZt=Vw2F0FEe!>J@C%Hz2wcnWuW`y|2pnf>{m}U35EUDEX(rbLq{rtw
zVgCYaR{X-pJ`OH#MJ;hCQOs1G7`1nt2U#x=T=%{lI>2oFUHXkzeRg+EfXewukaIzT
z;_Dpdt@?DY<DGevKx`WeDgx=Qbd<cQ&}ZN=B*vY4?%8A<;&xhn%tc4ERCTXl39v_j
z(Cx9UHFBC}L%&W2#PyTNIs^b?H#J-1ExhU5zd4-@J=~eOb8wvf0y-DEqRUVaEkdwY
z_-MB$VPFakd9L8!{Z|B?#d3eT1~{{wlcrC;0a2@@gVR5sa=?<<OC*Q-v)pu902wp#
zlC}JVze)~Nl8ER-+d<)*K|jB&?*8<w=#zinr_ubW9;L>8G>)#RdR;(Rudd@98e^P(
z;o*!OsvUha&@5z<|CJDIsSp(HN(p{e;Qu@jD93E&_X?)l6_xD?`r=x#2`MpVF&#cT
z4c>cftHujII|}EQRTXm{;)^kJpgl4ui4CPlr&|TSLG?2rLudEHudDAX_8D(&MYRys
zd7u5R+3)NzH~1wZ>j{S&3KR)OM9a_@9_}Ae&?iyn&m#NOI596Bam0nwU5>rhK&($!
zr$<k`bcZAKeQQ9T^g|=8y7P6!$P)bDJbW(JdamK#?bF4a89BVIp5(!07w7l-wKst0
zOJHw|$ss94$D6|eP9{U9Sh9<8YT+gZi_Mb(6O_j%hqbA5K?KByK_;MGaH@GNe))hL
z0vjAk|6c-e9w(hup!I<xo=Lr3)Yl_naum0jIJ!p0G-kl(VyOry)8@XQ;2nwtISkN^
zP^ly_v$8keTrG%`zj^*Smkv!N9O}WcE85kP!xo~8cg}azhmA~Ch3HQ+rv;Z*{{+8z
z0o0?bTP;ylZ_*PTF0QL-oCi4E`bn{T!`{@pKMmmnU3I<y+ASsvf=@-L_}rzzDfZS4
z+xd(5-iLa$00XmPNPn53PsXxZ=W%v8ywTXY1ZS@0F%Q^Vavi(Y0znxG=FC>@zOH)L
zGr1+lA2Bo;7^)W=ST7LxDlhR25wA?T%ogb260t9Q?(#c()Ii6OJ<mD-kPDs1B{Il<
z|Ff8GJi}C)y_e_v!N=R-(dB#9G?y&$&^^a>K(F!HcO|qk2eiUQ04WHF+qj_|Ut&$k
zV2zA!z+rox9+CdYB@n=rsK2ZsoqE6XIA;JJwj`|*p|7)0=}XJcxn*M;&~%K~mYp?F
z>3IE_D^USaO7VaI)v){R;Y$Vhh+K;b8NU4~h92*oTZGkfp#E*n5C(SN@k5Lf+6oK;
zx{aZdG*Pc~t5*60XQx#c8Cr7Z*Ox~Gr;Qev!XoR;<qgLy7<?Wk0)6$@N<bC|@bOfR
zlkEayE;xRYnBe$b;Qkv&^EA!Y4<9N<8!QuonVeGY_P<PSzC)y+oJ~CJz^2|9>N1^X
z5;!N7Y;|O{@4Y-;56+$m%<u<r=vEcq2qT|I1NzZ`&G7$W>#f6@{@(cEnJ5MZh>|KG
zB_JswpeQw@MmH)ABcx-1i6S8_oufmk!6*xnhEc*ukr*&~12*D08=vR*e4p$3`45-y
zj`Kd}K6kwC``j<)tLS4q<NY;DQ@#k-&3__`M6RW4pPehe2)sDbcjEwbEqzgu99Ui-
z5EtGq5qO@(#4>&$(oXMWBO9srD8Q#at)_<uo;vg@JJ_!xRws{uj@xelcgT0p)){n!
zeFQ4CSHID)bCR|}Bce?EzTDNdHSGk@A^HjE@~Xdb*ZRirZgAtl(eR18f*(#{=!z^3
zz6{?w@F@jtL0+H;s8rJz=VLY#0UfAOcpcs90_?i7@U%$5UB4$fXoFOaWd3nSy%B0F
zdW~^fl`X%+nInjJT5f`_emsCj@7Ci_5JpBukLA&8pefc5Ku#@ekI6Y6d4S7HUj=8C
zo_43n+Wq-_0}y3_Ltf`Iz@eRO!jJ`gor&knxd|t!lRmz3le3PdjVs=kHr&@&ORZ5s
z<WsJeg<k|77&pP<$8Lc@YoqJTrqM~O_7aztM_{uZy-SztKY&<ZPz2TNZ!ujK#d7CT
zWgj;lN_n%S&Fo{q^o6}CCPvS%U;Gs`_WEM^?I`H|cm<qv(EFyT1I~fzBqE)iohgl;
zL0iNSQ2sv+nw|cR<7ZR~yZQngWE)u`XkF1RmAzxd{}C1KHcV*vnjZe5s7|1w6M%*T
zb-{vOvoog1U?mPp!D3bzr-AC^Kyz@B+`EEXxyjheK0Y_hiagz(|FmUoV;-R?z4r?p
zb7lVs)lYa=u3_o1^ydrZ08Zfc6iwU-CJS)f;BO@$77GJyE9yb_(R_=h#wWgj-FFpC
z<V`+4sO;O{d=@`xTtJ(er>0i|EYhX;VuC-(6#YIBn(PvORyWOw2nSmDD6KAydD1b-
zg~gXQH-+!iF|RIZpotn4<-R@jPEHbh!7hVo4-Bouwj`;Z1p_!Amv8l+a;^#-F!%u)
zi0f>!ltkEpgI<?L^8{i@*^l(67EXKYJY>&_^-EV^Jh!`b?Q?#5U>2wQsl$@Ec*|m(
zQwL~;4`3aSy}o}H8`5|3WG;}z%>3snKq=Hxe%VX_C^g+5_I%?{-5|e1MXW71C%?Tq
zb@uEdAT<N8)kJOw{`(zuRl@00A%`E?Yw5V?mozy<=;BaW5q3Rgo0d`VEa;tKTIY4H
zJ1vp-y5i<Nku~j-2VcJuK*iVex+p)PVsJt}W*<=#SQ(hbJr#9~T2goOW_Ft_aG9=Q
zw=|EO@dNIP{kR&JyMLwyV*0pd6TIP_e>bL4?oi{Tf&&Gz2vQ}wD~6j6oN0Usj#U-4
z#_w-W)9LY7>K4F00dC=`HDfI?(Ab%;T}=25E$*1kB^IvoLIv>`nKHqbI>X!9%z9{)
zHE*ku{kltzb$zmWfZD(Gdp4o5kwPd+7>6*0i&dB5PsX1=`4l5}e19w+2~OzCKbGgb
z$uv<WZyRxV?q8c$lH;-;<zS3CIP(EoldWQ1nkZ*1PMtojUD193dc6U@(59p>ji7J*
zDO!wehp(UCty&EMOTNT>UO;Hn{3yW!?Qt6LC+QG0MYBOiY7_4p8xArj(r9k|*qC(r
zrFuX9ywdy|)>F>gQEtBx&<HiFQ_qXpPIH$SWk?*QMV%1A`P!Fl2U3}CTb(1+2A-_?
zd9W_qJ`MULUB{HE7ILFz*nsr-K<w&B#`VTA54|ySzwKM*w^u%d?mXiTD0laAH|071
zf91w~q^w-DoyKL=7S{Xe>fX|b$P)~sML_1;9<VQ&Da_$9!m1y|D2;4ywcTM!y#RCJ
zJSx2(e)TT<kEfB-qEqCRBG<Ffov>e*EIn!a6JmR$(AV>a6YTdDG#|wxB_*%t?+m@;
z8T|hF_jLbJAGU3&&Y~q47af%3dv)Y;wfU>A(aU(M*QY)B`zm2w#KwqIVki2xNxhFS
zwZr{dw02S~D8TW=<MF9kaw*cDe8Z1n1x87U*2E!Ooj}<am#Tsl5dfj@znM@M66Nm3
zn9)*c#jOczQA~69KtD-*_`^FY`!S-(BQ;t|(8`<A+<c5BVch+NQR<6i8r{CW16!Y2
z-jn@oDY*lPUL>vgo_`Y>vFmk#I2w9?&f!Fq_Mc9-Oi6Ix|4S+SU+Z$~+3CMlnNGcr
zlZE*bGe>%STIs_z-<E$MZ><z9f=+x_-%dIn>DhK3ufJwH_DCYGLh_CehgM0Xo6+jA
zy@X9O`6I@;+C2!+kZskdm%Z_W|NKh&R&?N7|EO%q9;;Y5I8mytG)wUkPi@D65N$)w
z)lV@=f9P{8yRpG<fXmb^-&WwjnAcHQTi?Aax3knuHj)F1c4}(s^l}hrS)cN_7aW~s
zewht6iR$V$pgzn`$^bOHYr^NB+$!e<$iYV0{k+y+q%2Tu(`RV8&;J#K%$NBgCXFu_
z!_8c4y^q(_pY!o*uZgIhCM@2#nbp71aT+*&+jfbm(v~>KuW_mNBgyI2LUfGW2%{Kq
zJo;1l^rinIr4tl=c3i4Rzoc-%-Tudnx_x^kq;S3`^A*~>oO9~-#7MbDs<hGPp-1-D
zJs&uphn$2%0tnv_GrQ80e*&)G64{ws*<pBhcBYj3CX|0d;eI+Y*xw5wBYo7c2dlNf
zDGq2deq_9DK8Ke_S$xOm?S@esG?d3u4kNJ#ZfBy|#2x6tf$L|6ft&N%k3ZdcFcvr+
ze)nwq1Y*lfuVNDLW&Z@{yw0`@0m8JhrhTTauC4{)M_vV%=Pc*FGOXJBWmiT7K}XB@
z1%`{-gCFzm_4r?$Tq<=5kv}%;L6bIbo1__zGLC(jo)AcX-_Yu8qe;-<Xv1N3a0lB}
zJYdKpZLLHCX4?#KER~O=5^Sh^gR(Rx=mBZ5tY{b~4tQ1cD*D@d$e@dQHfTgop`2~I
z2l}gCyrq%y4iLx<Z;D@(^;XF{TjH%UgC+eoMF_xve_wag^F^8{fO5aDKG+H#9t)lf
z0bPbrb!U{Sga-x8+%_f7oB4m|pjNY39RcUU`9NdphytCwEWjuKry9--n$!mamPX58
zVb>gd12~kzzJmVo+D(CorP12UfL>M!Fd~0;7~relBVr|d&pj%54zh4vb`HN?$v-M;
zvfsbM6gkNt#%wzQ-ZYwa-$$!Zzpq07iSBQgV*CB(LY;T-->2#V-xd7p_;oGu6QGuE
zI~%74Rb|y4yo5ZvxUeiH=fY^4$DMUh;mzKot>?%L>T*6Fz41CtOJPOtQ4Zhr48sdD
zw0xb<8QKT@ONNL>Wd=)@N9YwVGB{;iZ`c|?&9$lF*Nq}xi&nk<0@B)HHG5#<sBZ&0
z0hCLHaEf*>HCWJx40>agK6C{%4~{p%l6+7eEnCqmI0fIiscAftkt{I?&xWg!i--N8
z@?|4=$=FBF!yynz@Y8>T97;zbW8x?Ov>btS4dPB0jNS3~Z+UFr_7JAutGsE!X7&J)
zq}K{hu2Q<JBPxjncik7hdG*BT`=EEv*l8e=$q5Pli{}bj)rs)MThPArri=>0%6Ry{
z6-WO9FG)GQ^p5dw!zaOQp%=gLOlmlo`9?)98ji{yfppK}1;)gng=5W)@ZJ#2%dHQ)
z^x9Jom@oxi&i<SASDV>1`Igg;f?L@>Skk+4mn=us?+Gpm&u$NH#p*^vzPj(6R6&I&
z6pEo-M6;C)G<nu_?)|AM<$H6|aH~(GeDha-Cs(fyxc@81#jvBxoR#JM>s@F39~af-
ze1viha6nd_URWcK$U|rF9P%XuC6u}l=EtjJ0R-K$x3&0*A=aMgPtX2)!t@33gxsxU
zSm#ZR@VhMpzlt3H<B+t@fNhU0O_-~qiHwX+l22r%w{H~Nc$uDO)w|mX*uWiBcw0xC
zV8J-`D_()GxEpAlb0j85;uUSWzDsrTo(+ABMMk#&DM%XkJ!7<Ebi*Grzv#_Q0ZdfM
z93mfuN-&?tN}?K`1f|?6c_+|%_@EcyK|`*UD=N6PaEx9zzd&I&h94E3Rc8cutQ*$k
zp@l@~lpsCGcZqZ*(UEG?WK}nEH@Qbb{D&vvgF`JIbugN>9lII5BmgF7l6Xq#h<AG9
z@Q!Np*d2{L=S0pi(P4**Tpoy|s)s?rgq^B+HL<|Zezz00-nt>TY0<#U*V9eJ;O!KW
z<Wi~{a{SML$JB_w)CND49Y(sV**qeCFe6WUtKeGa0t~A@i!cq=YB>9M?3#@rZhztQ
zr~RMn>jFOY<4*hgcPrppzQJsMNwG`RtFh_{*qSg)3y7+f?KKwU9Nr*6eSz&AM>!Oe
zrHjkHI%)beZ{2F>hV?F@n3o{6KjNcu2E{Ibqsol)drNw-^4IF?a~74L1b-~5<SKt>
z;9d%ysNyH%p;PVfrd_O(wUtermF5vJ9@L{dU|5s4<r-lJLdg7fJa)F8S75KWC&b6s
z7uVdV{v4Z3_iM4v`U}?>Ri^MjA|MdSn4pgyE#5FiGQIEKnx_4ae+ulFn|zP=j19Ws
zO)`ig4X(TdkHa@8P~YJ6U<wn=jx3jYVq3l0cfo$HUV(kxqwFp1`qr0acFo6q<RBM!
zEnCW%w(e8!plwrx9t(^<s#(UKlz0o_o#$Z*e-UCJ$ed48H`oe~G^tUOiQtqhM1foG
z7bsKj;o}pJT_!zP7kK8F_e*tRGeKjCZ*}!sYL=dChnJI*eziFn5yL@Uxmbte+2GDn
z&calWcEi?o33c<+Avt9((U&4pJnb^lBhzqwJSbWBjVGPMendBLDWpq@`Vt4G&FIpg
ziE%kL4ut=QSf-%COrR{Z>x`#r@dkm|{LPNr$^@_q5S}U^V-Sd`cF_^cfY1n*Y@j+Z
zAz+;|BhvwhMT9otw}pgE{K-?t5fwhDS27fNij_MYRpInA%naQhtZ+pRFCElqNBOlx
ziMa-<`h6Sxz~z@js!9iY24#2sj-;-)UgDFCq22WUO&fBxr@Ts#EWfqwoXlpcBNGqj
z*CBKepOo23=bwdn>PAA+e&YdJkbi?1@4WjcblG8|di$CEx8DIFdS}n|{4f~kghyJG
zE1S@zHr(O`?|?9#Qqs}U@tpj6gjGIpG;s|4$`#&t1OuN&77F08HuXFu`w|mRw#<#x
z#Q8x{qG&~ViNfPy+pyawz@?KvEj>U(alp(P_wv;%2EdWRogN_KJwYMh0K7i-pm#~v
zJQEm@BkifU<s{CyGWdkV%oF>?bmGGR#OC94rCPi%Ho{?c_D94rWjtDZl44goJ39K+
z?~diru=(6imVm<md3_gCa}VH0QBS*P1ZeCVIO>4@og^vnLA?(+PZ*R}Rfr<rA4C4J
zt_|6AGBsjd(ESZ>B9U()t^WxP9tY3;`t93%2zy{YuTE}0AP*a9@JE4w)q7Bw(z_TC
zw~Ko&=$6uf>k_|bBag&z9%z}!a2Sz@S8%_t6yX5*J0nRV9+d#!>dJmka_AN8;-Gwe
z2Q~gIG_5TcXX+0Scs%_pykwFh9VhZf6wrIjtt}IS8ge%fW17-c-3}7PFn#aJqA36E
z-%Ti-p#optC2*;${v9;nGcg04-Gd`pb5DuvQqO-r*#iQ=<C#^bayMM$*&{f<rUA2^
z48Kv3)8gN6V3$$mDKE$M@F2BuAhCh64)<iP5;it;pwKqoNNj~|q{2f@O}b-X?|e%l
z#`rZ^yRZ*)s@FV(YU;oF2$A*kY#2405E#o=r}--x18xr%ec20GaO^;w6B-#QwE5{r
z2%RH{C>@5&k<_Wyk~WjmUD(WNXt0eE!^!cAKHM_ZR_nc3ohWTIjA?IjzE`x$1s*h6
zz`_(Zj@TNL_FDS%mX5u&va<4M(V+Zh&qF8_iUDyk>##U@A7-&|E=S)Ri#6H*7#Q?;
zU(Vcb8Ld>C%-GD*m(F}%Dld{UDsGx=&}K#tbSV)B{h!6{dcM-Cgo`^4&I1ZCy*(0v
z09thyf<yl3#nL*K!{>s%hhCN~c)(7sj<Zm$*w-9m(uK{D7~Jn3Ot2@%CPm>=0x5ed
zjVX+@y*&>a2J{@GyO*&?-f{$TJV*ri5AGG6+~>h7tRhzLZfU077TP$<4sK8k$eiIP
z9Kb>yTqY#81bhX^rrj1;6}j>1A$|V{Ze06Lon#TXZq=t6hCEMy^=f{k97*M1r#nc@
zpXh`isZujCG71d~(?vOt=>qPl$R@B)A&kvsVID2V?H{w7+_*Iz8B{nfa1mXHK!lsw
zop~gmQmcL!RZt4ee34=YF7~+{LX$1Ur(c|J;#}KoG{FYMRrbUiwPS&?jq|+C__$bs
zJuzKP;(>XL0U2inLtp9>A#|miZ0a9e=~|{5#%nq_ptL3-GlhWrh%=7Y#nCpG_uriV
zCRBzzk|kgKr-(q-aFYTroBYBe{d5y>DG9EBu?g>;OAl&%L<SNyS<NT$ae4Ov(~v=%
zN<8MT=NMX9O!%)}rwmipk`oSTao6teXMRI0D|iN5Yv#9nBZL0qX~VN|K1ZI@3MTGR
zRbT?of(UNV4f9$iXX&vo7u(?c$Dw}h1B`H7U%46gCK-JUT`J{R4_^0m1Ly-*QJcpv
zu<C2bKYt9>L2ITnS8n$_q?647;FNT^BY4qr!M-@=96L0I{d1D_C9lPn@`JuAH%)$R
z>rE1S@<4;O^$F6BWL+M(G?;uc8vtnc=JpxQeI8Kg=EP?LL11%!krDjS#L+h|)>S2G
zjlIZ-A6}$HKG1xHNy9Y8w33{h!}i@gWo@@8n|5{SubQSTA@(K*2cbi>Te6OyGK%T8
zi!d?`UVVk&*RrDH%d5uTJ)Ze050)|_3;ujRjV+9c!Wy-^vynP>4*X{8$>8&qouvNC
zpygcVfGZ2W6Khb7?jDmq37IN?@b}>CTB|$gXD#Qgt*j*Lm?^Jl#+snlF7u*ImUGDg
zdG<BkWhDCnxsnn0?*(IEx*+!?uFAUoeVyj>_jHMQgE5dhcQ0@7`_ag<CJ*coY#_ci
zd4Farl|=67ZEu3>dU;jr)X{(oYOL3g^YilxTU?x+6yCkT4{IXUZSw$Q^tKwJJXraD
zzQ+(Ju00L2cGa<uxiQ`T_jq|yIXd3iNpEaemZD@w`LB*uIT~b=cXxN`85od)X6ShU
zyXgb9NZt03?n^Ljrq!5DMNQtd&jAhPn_nhW_NKR72~Hxq5BAR^5>J7rNTxirShKOV
zmRiSBWYzS$Bam?2!GwmH)U*r{b9+CTJ#qCEW93)QHE-Q1Lr2ZR94U^=*KdUq30tX`
z0q=^fc)LGW{#+Z4$8|571j>eY4yPK^zJcZ9O=e|&HFN!nq#<G4Vjv9TX1jG3T)~s7
zg9FHkziQ+PXq5DYK+&sj`1`Wb^_|8tC78{tM)dl;cmtONXj#{j{~5g1p}t!u>zf@=
zP%|^u%)YL|BBG)ns^lpTGc8I^?|=OXkLK8sDPr~WsVxtxF)#<deE`od%3N*1vdUan
zYUk3_XeoZgq~!Rxd7*pz0S+rfhtrra8k8t2(LqiqsSE{OUqhb<cR1%fdesXk(Bl8~
zftAkqRP~`Wql{U$=v}AV0<PkFwcEfDOvM_vFefzuu6AXnw*cRLUruw&K8w48eE?H@
zk{G@*9u*%p`xw0NEBvz|#Zs-mzs;WWB9+-;wS!x%_kclsGolLri4;rEa${hDr-UW1
z9Bb3g4;nq4uYfxuBI#l8D^3H+gni@vW(R{s1B@IA$5!*o$(aui58JXn8@z?s_sw+#
zZ;<@4D(ETZ=39L7muw09vHfh7vh3(`B>PH2eLb@H?9LqGe#dQlA~OsGFXk@Lz!#>H
zU_3QqK*`yR^|rA2KX!9-tHnOPlY~;y(MYB)pVUhb%K*>PFW_n6$z0hI)%^o)-?B%%
zGVNacD*EWkr^Ox~bz+v${|tWhj!{B1Q}^&*zymW6dVir5x^2^Zl?+VX-c%t#V>Qy8
z{6PU|USga%|AS7x7%&`RqRc2N=bE#Vk(of&_ezdBbiB3rZPL!LtVI%0sEeEOz@&$-
zdJp!un)G=ba(kQB+xS7>pR_8(?~gb906<as<j2YItHR%D6|t4})4xk8OM4b9t=|`y
zXL|jro&<BmlR4XgyRh$1x+wmRX*_rwKoSZ7fZ))ZrTBu3Kp+TRGAsE2K=1=hUWXfp
zKEpG7ouv7XcE{h^{LhYX--1D4vlNif;P&TscalDS%m9GEzv^R0j~18ZLUf!%>Ki<F
zW)d7hOSXt5;D14Adu8p&&8f*|8&Y}Tzph5-&nXq@7G!}$!(26hc^nYH336<l?htNm
zZT;_-iyz}W+~#fxyl|&PHwiO6mf-8&jsPA<=Q?1Q^}ird<9_WV2f(|jC2HHH`|9L5
zsuhON|C0atC6c0!p#FD~;^N}U5csMg2e7$}(H;c@6xNf0dS7?-Br#P$f{LOQ1f8}z
z{Ze?pQ#J;p)?(X-0MnMg%RtT`TGB7IFMG+Y{k#ki+PHznxio(<;HnkXL=!q28VG=6
zqX;+v(gE9_Jx#T=KAIy4dgrd*$>5~;hrwA6o{=K;0YdWuMlGnu5O>Nh?>?(U$10t(
zHSVto<W>)~xFG-)RR|dLKtDG9##N7zO8d|cANl~e1Uy^qJ;0GG*y>DK#-l9yQtE9>
zPGj;7B<;-SM9sGOERNwB$!_q}Rp1E%+84k1%n)7Bj}JatquqUPBg|o_6t14h4$N1h
z!zLgj;{Ek+dRiyijH0YgB-Py37s?&WZZ-=4H{-edtaJb2@Do4bJ!f@Ow)R@e_-#*S
zCzyF9jt3ne969q7MS=hYNfBt81vp^hPtvhD=@m3hN5~W-5)%`-h8e&xOmnzoBKh_9
znLZIK8#`;D_QP}g*XzoMRIAp<OPhsTB<Cn&T`JtPp|=AZqXa-%XV|yc0;pL5B{IK&
zfI7vuE^XTP15=?6{FnTA0h8Hxg5c{j-d%!;7MI;(LEL)wSvn^$ABAxl811kzPShJB
zktR0xN0RgewuD`_19K~5k9P@!_W+-?v;A=*;N`3%0QbR|LzRNvfi{Iu0BQEpum@yN
z5(7Y@{D5$<i~+Y0LVum}de9Uyn=da?)TLh*cc9-?nNU*3Zbj^y#?kR{V2SJH@mn{}
zJ>Gx2L6MGxnN>?MA)VB~pYJXjHwM&7z(;a`glGWbnI7QY695mXWCg`Rki@T#Oesn;
zE>>g{jApB9@#d%H)%+9O*(eJeox&70dnaxl0DD4<UQ1UUwZU&|qD_Q8M5lNA77C^k
z&3|={MClEnS4wVEU?e4n(_0t7Q+X7>**$+=4sv%Hj%5w{6j@e^07kE$Ntm?ygU)g7
zZ*$iIW%sS;(=+Ao!*71@(CCoP(afXMj@O_mP?k`0pO^}u2*b=ji#vs{t!-@`0Z|E)
zd|*BBJd1z+eB@|iX_?`S#@zx!eZRqv5M5UGu#U3rH+;UhTyADjt>o)ZkJKzV-&QDR
zINmN_0snMR+Q02r02S>L1ur&z`|#3l27Z0RC;0{UT?#SDclv>coGRm8O)E^{-vpY+
z^N|6#(DmZcy#TT0MlV0yP<T@1O?_PA@Ci0Xruib_SAsERNvhcWSPgtsxrmd_0!?>p
zz&3;h+*O+S$RaVRZ5=Rag@gY2Pv2xJfmp5h&Sq)dGE7%jS2d90#?ZS<lKh%%{OXkv
zK(vc$lj(SP1=No02O57NzwRh%*p595!th58$$D|6?7Rp>4E`I<pvswv1ZmkWaj+D@
zWSVS%_tq1tK!+?eMdAzAOH5FLtu7QxbV*-W>^_}mQ4u!jjS>FcyHm28c<5duF?e9#
zhj^agV615FSsHD8?xTJ<O4b#ao9sr|BiYi6U|^$l+tH^Vf-Ddn9*fdkX(S6~QiA7X
zzYMk1QSu@&74s6`;uM}%rg}rqX-iZGuCq`flG?8ZZvFb;TYjRFODM0ef5JS9GRPQl
z5X7f08g#&eL~QHu8i{vsXm32tFTtqzG{H8CW|O@5o)RO40^@T{7=4SFQ_{O?T!8B&
z9y<tBmHzUff@0<K01^qz_7^*L)>3_Or^N^+05?9F7$ytw=D)-T0wirQ8-x3s0xk^}
zrQ$Uih5*i)VHPLN{dzSLDEV#hRK({u*-}q!)QTEsJ17Rto(ffHIic?s7Ng@7ipe(j
z=jUsEmBN#7po0Jw8zjfwJj^#tQP>ew7$o?wzZ(vZoC25Z*E^)2Pk~m8*Vj9}`E;~x
zWTYT3XM*h+l;YB+yrfuVNb|zm_yOG#(+p2}Sy7YpZmj);QFT)PhMvFwqOSd3q$!vm
zh$IUInSg}GrAMOPdPH==H4V|q+?V>6Xet|(0b)9yMv9H~i7f)xKtleTggSgVPaNHP
z#WFY2dZ9?M4lmOgOIn;r*nR1Q&v{nuN_n~Kbt;HPUw1vo;@pCk3`*8(N`nh&{fCan
zLJdt)^v6EVo7kl>pg4i&A5uV`;7h`vAF7|&AscRKav~S&kY9G_?C$D@qDRLi-h7JI
zd`?kClNYFw3eUwS5BAX&X5pj6xs9i>@lkPearr2Zy^v_l;F45VEz+V<DaFrVIh+Zu
z*?o<wnYn4}v56o)#irun^n>6~0<!d=9Ayxm;MMUj6kMC}6JWQLAG!htN_VRY)3Ey<
zUFWT>t>@(Pe{jGCt`Lbrk<fzErWBPP%R~LV*!(AE3x;pz!|@@P#Snd&yENO|(7OSg
zzT}aSJfccaQ->ay<ooXrC+>Zrj_{*~B;8hc&^`Z<@`~=O;>O6t{xxBLf1I8D*3D9i
zC4`=(E(mn=nAzgLaf{3Tun*57(h*v7K~M(fG-oTdrhB)M-0q&>QmvbZ67)Ao`E9|o
zv3H}ymI_ol;-gD29NI91OUQ4jR;!qpT%dg1BdSn-oyu04gUb|xa55F4Wo1&Z_lijT
zPM5P+RHFc{;_;%+uIsz=o_zVfR<)x<Zg(&G085lDa=i+^1<)K`I<;%|rj-3c&rh8J
z$=9H5B-{K`c5!LXu_O3<Nj}6E`wuV#_CMH=LA5jE(|lk8G7PCx`}IkwJxsBe;Z+G4
zz!USeZ^D>L##9~L%Nk_o1aLh{Gz3ZzmljNw-U$CSima#Nvz3BOzi5X1h0)5@w6w#9
z7plodxN1IvQR4Xpimx`xN}Vv4g}3?xx=1G=?EuZS=$bHEeE~rCMh-k4!JpI2E|Z@C
zE_U@k{K9;Q1^c;W4|Gj*&e{j>MO~QRH=3cv8{$o4<7qpE9>pJVTj1)iC$3YreejR5
z-qN>iace;0bFCK^o9k%hYlap97?0fxqsJvE=M>+jp~8>Lq13UTXJnZydco>2Q{8g=
z5At87!XVu_+5}SlGnbV#p^~f9!R8d}l6p8PyeB>Lks^U|gL}{3+moIsI!)2st<`qu
z9~w{Ff9bK#(gGAfO~vaUm{F9TSKIwKa%R)!KsaX9+X<^}b@(-*tCm4y<AQuBSqF_U
zjA*y8Vq<p@^6MS!UgdEd>LSdm`j{WsVUss8G4OWU2J9bW|1o*5#@+KJ(NAquMJ>L-
z4+z@4vdzP?0t{4<niP8_qu4%#ZAUk)Sd|Bw)HSWXddRQVF#Z{Z>i#$wFh~7@8WkSt
z#-_^WDY1GgQ_u=TGX=V@o_5nX997c76Kju$?F+SdO`8=h{Xr?E7u7Xpg;+4fL?PaN
zt<#j4{p*Rxh>_|+KkZM`9gCbPm#J%+;^31oKT0;C<FXr!cP|c~nc*_qO8dwD)G;q5
zcHakcqyZ>y*P9y;Ru^1^mV}EMpLF(a94?j4KoLt}S~&k)wR~E`!{Iq&8L`{Yg|+C0
z1{@>6%r7ki*$uv2LMmLvZM+d~Dcdc~@%wk>@S{C`0F=9->FL&K0j%fWQ93*Kblr;V
z2DnoAEmom#Y+%hKdrMC+?$q4WXxP#^{7Cemcv}&|!^fE%GmP!tgSfchNLySJBGq1h
zFWQeZsnt-VP9vI<_wqdzd0HuwRVEj7xoidY9=O-Cb0Bhz(5v&p(_gxjwYus`!1XDg
zVHET*v;f=YUhgq8d|9szTq+Adf?a#Tw4OOdX;rA9KyLV6(Q%N=flP8rEf&cvxUqeI
z_Oh2d%|`*a-LflgAp6(@5_(01#i1hqt!4fD(g>1==klmg40nYW&|mjeai&5F>V<Kg
z2ATWyBl0|YF3(&JBov@hni)V)v_|^T>o?gGY;iYyZ0?Y@CW0JCYuuPbtbR*HCJR4%
zs}#XfK+C{qM=8U)APpZ8>r9m~kdu?sw**xksv!h`iF}RulqgI0&&Y8TRYk6vGsM)g
z|HE^Ptw#OB+d8)3V{)6czRQBW<@$LN%D8`ZgOpE@<?3ZdO%bWi8>OQ)NZ>BEa;M*$
z`vQD`QUU=)<vPIGdXBPiYi3}Q3#efT4FsVW*SIa1V$Fd%d%c0;3sz&@ZShLo{NM9?
zq2W1#n!{NBUn(+lah5`0LRmODI;$f{Ws#=a&rHU+-k3hhSa>ihcNKv{CeUBLoDJ}C
z-N3*+<xBLJGC-HlKJ-LW&_M-p&WQ{F7q!nQ@Se2J7OdJ2X{>U%hH0Zg$h1z^!PkgL
z)wtvlY}4*TP$g<d$=MiqiRd$7m5q15Ad(X_d)Z7Xvilc1FD)k3xh`6I0QiTr5_I6G
z{$i!Spie4ttlatoOh-o#geZziN@-P1Kr(8(DPB~xyL<9NAw84jm}dKL%%>A|T?g0M
z<#BK6@Ge(0mSSxhepv&lMD|tVF!>soacd%c_Tl6cccjFtrS?;)txk8zG`l=IC!~w(
zka5_P*#PTgy65xx`}gmggC;JiTibwt(a_=ytztN+2U)DuNRiCk-rjz?A_P9c>1Y7L
zBdBGhHt*SP)>x>Ts{8@2U=X^nO6QLaEB#ZK(gy?u8rg9cw~~N#A*r=;FJU{4Ghf-N
z=p{iB%Fsxc*it`pdu`S@^V&H2u}%jQY-gZC@6ENiWYXj-x=N>Ek??DxzxZ-J<W8SH
zJvfwc9h;>8=1sOus`lluw{PF3ZR{k8*~2D@tTJBtfKO7|Z!>?i7v$Sh#!k=&FaAxc
z5iEUA{gLKvR$9PZOm{4RK0T>myZ>zXzJJU~Gjsedos-0)C(OCOxBhAH%BWqFKR48h
z%~g@BzL=jDoX$A()6-4e^uHeo(Q|P=k1~T~`3?|j&r#OolYE)&?NGQ!g$JK@bnUfq
z*z^Nwy}esSdZngPSeuHY+M)i|8X&~e*WQetjOS45oY&O3UjUj<Gl|)Ktf&J@JNOL!
zrO6@_V?Byf<)+1pGnxy^@ZE4FFt^1gl=ucDzl=xx+@XO$1Up?;p2i*QqXRPSlng61
z#@Ay6=oR0)wqMMqlimD?!C;DCswpyDy7UyG4&@7o+W+~;gfFPEH|rPJCS6j|VmEIp
zEO(3@Adn10&EjrmrkANd?k%G4{gKt3xGkUGA9kBn4LY<m*2>h=Xme4zUoDiCPk_~0
z{FQzLObaWM!`Jywb=&v<n-0pX@Y)y|VRpUYj@h<zI~Qtjo$GiR*vzr6^ar(M&o$o6
z-YjS4uzf(hIOvxFG85e>S*~XNUJuadcVVQe$n&6XrBNr2Pfs^n>0D6*$nGdS)D{f~
z?2hY-RBX-F{-(lF53IE|NZdFV$@)2mIXB&gHp(e}+Vmit!3-8)T4iDSZ^dSA*snfr
zZ4t28KMFDwJh+<8J}rB)2U&tWr~nvYESXCPd-iH93kqRvr_cfFM(Jz1kLO5{pMS@k
zJjcXy{rY_n*nWB0w=hsN=idQpGD^xilkW<xHBx+V8<jjeM1@tPNJV+ooKN(=VUX4k
zis!p=_K_Ra-;Y^f2gfik#4+EukQ$Nh4o5(M*DM$lc$Kqx=2`}$z7E<mr6hxs<-5Sp
z)y}Ri!PRQ_ISt1kQ0({|m8hVi1nL_-2J{S!wt}{&LMqbSF*&M(Ljb{$-kbotcCt0=
z`>XX6nUp}H;Vpl(w1H~L$v@bNiH{LZ0xu{Y0)3P(YsLIC`^ROwnRc%nLGzVUimV+1
zuX;Zawx_Ev9xrPo6#}q5z77E(Du6V_ipv5%;T7+vbQI&!{aLWLcIz(dyS}9o<<R}f
z{}V4EE!g7AMbt7VmT4~PITTbAY|b^o)%LEM%fY%0kl3cEw%9p(>8s!D*v9I-hq5E(
z3W1d>08uF#)NT&sX|hvH$+c_Om_%*D7$U$(zq&E$^A;5`>$lx?sQlgbT6JizdpyGI
zCP-_4qL?XHHkv_bb{#Z1@Qcftl3Qcskp3z5V(tab<Jq=8D-B!4kV@@rr6f57THLt*
zc&__gSJg`x7@p+#p%;wasL@}NGvB1SyYx)YtCO&$hIwz+Jo*r9GKJi(va9@vaWiSQ
zXA^8=>P&K)g}rHgvya#q!jcG&I+Jv<C>QxTHvofS)@RyFpqrpaau1;U9LRh~6GFHQ
z-m+6w!cgi}^<BuhKfm{XBf9FleBjSqTmsr8-x|DUh!LjcFPA4miD@;Pp5<Guw@Bn6
zO3aq6Wa}hdEI>2;Vc&A&*N@l##d(6W6sIA@%j(1CupVY)WxbxQfM-n9Xn|Du5C5a!
z`4OrQ!NY)-$j^VPr{Ipwo;97!*A`7}40Q1)ciSRs_L~2IkA$c?27OfWj)`!pPLE(>
z&3UqsGhdo=laZR|2cU0zJO4y}FRvq!pXh^mbMJ-6SRL%Xl!=VE1_|$$+kXra{5LA?
z=AN_y$^LU}n%zX;%qjcHGT3loiaq0D>;;=1vC(5-F#m;4PmC++o}1x)szq;Iq&igZ
z;Np_XS90*>lRq#>_qx_nF$uCrhG$FIqd#(F8e{zGId`_DE4+D*ABHXGEZAMn;hosU
zNn_=Ptm?mcZL}VhEO*I=!xwa5e|w)U0sm{2Cpj=q$usJF@fVk(K`4`ifx}1JYwR^F
zhcOi&s`9<=qjyc7^5Pt7(^r<!pSkboERZ8&|0lkjRItj$4&FWp4370{Yit<P!Zpex
z*TtpM1tX{)I1&oV36>WPWl->!y`Tc+jDPfcRZfvbC92bd)Y-)N47dZqCNfn9Onu76
zo0*8@pm+TTY6accXqRA7|B#!90b7A+215PK$v=Y&p=zx?uaW+OyQ&>_5&1-7HSf>Z
zfby%9IT^(euVM01a~jm}SU&Nnw_Q<5<4YZBQ%4WO$$nnu`MkOjY+fEh&Ls~fDk8L`
zTHk<VmWvJ0h@4lE<k=%Q32%XrxhA~$vHffjW_usD?nWlYAIteBn)43bwZtlT^l)yG
zWa+`^rZW7@($u!@Uj6flH}a~FWD6FXmhgJhNLJAgU%;0BD!|DS-`J>~M6S+p!b(ht
zfDD}K-9XNrbn`lv!#V^A6bX`-`Zsb}vS)wsh%Rn2$DQe&x>(?F#-E&^jO>5?bOEdq
z55Y^|vwG@;)KFuIf|>pA30TpQuBB^&pt=f3B(x+mHG2kcUDvc>mz7&0?=z+OciNE|
zKLt0b(4~gHruD4Aze8&3$BV6)*^hcwb9p}(!*QQW70`43+cBPb^$;fMFEqMgI3!UP
zkKMQG^0KzI_?h3!*O?O$iN&fZtJX0x=zyiVUl8MAn&euyxupj4iiano();IFO=fn2
zwQRR8G#>_x$dOfw!W&xo&{q#v7FvEUEzhgxWao0Q4rJc+EF~3&Y#V35<ac4J<?-0>
z4k}v*yj9FMeN)p)U&5$G9T22(jKfTS)q`db`Br$Fj$Yn5`6svEKQ-`ufK#0qIh;B%
zuD&*dt<l<;gdvr@r+Dn*R{Yz}xI&a02y%`d2ILE}JxGn^Jw@S`N{8<EAN;d^S5q>O
z_&4k-WCMnWKs^VmslBHd5_JT$4T^$qtVj9P-yYj9(ao)|@PBuST8<M8D>K8pR+U}^
zQ{&O47{MftmgNVf8g=QZyz0J&Z7Te4DOMuE!!=b5{h`vW9ARRoXW!$3iHn4e|Fm5W
z<v#=TBdi;Q8gyPI$=H4OA2;CgEJ1FXv+SH^2QL~Bb`4?&LCrk?Ih%a0GiMOU^?%f;
z9+QM-;qbS_hF8Z9fdc{4fzQzk2Im2GA<f;*oN`95E~cL-=kLFa#bkyjP_)#f2<8&9
zl@1F0;5HShhF-OWbs_t&ny`0>z2`MT)V*DE!o@}CTzAFb{69T%<-tEL-ME$gXk7`6
z*F>?nO<}*S^_7R3V0Ls^hxrg*Rh6?Q<mwDsN)?myL3}+TWmrb?0#*D*l_stX=*kv{
zdCGI}Q?M=HHO(uA`U~W=h6a~6mD|%#=Ya^jCV9r>bfZ<3C5BOoRS9pq6Bf)n->ls^
z4BeOm<;Iytq@+=@PjGCkn)R>0s}lTFI$cmG+eSXty4T+|z;2QffgvZ@5(4WjplY98
zR#xduqLAeSH6m>9sCveEX0TeDmX3&8=FYQq82xURKz!X`p72t$Ow?xZx~OB6wKW6v
ziyo%@;X?H481KJ9m{>~Th%U&qGN@dj=_xuz3it&<!G29BZ+Yd%VcAf2372$41@}+C
z`i^uwaCBKQzh1Jveu<)MSe|aMQv~?M01>Wd0{t-yJy$k!(?{}fa#Q_F^O2T8CR49t
zRB?l`BsI+T$%0-2k+{i-jQNuA2duN!Q;|MoQ(8=8-9xC9^+e#XC2qedXPro=Jym-c
z1bele*uj+&#oe*Fr*w>eacKmtY(&sswW)I%yhVn;j!i|pr^Ic|g3e81L}~je8X`RK
z8>Z9ZkIjqildhO2H>ik-3A*VSe24tUe3>mwt@qymSrC8ve*pyV_mmL6*`ehzt}g<%
z^pso;4M%2HAZ_-fhJS|~PHn;S;rj$fGg;IgE`_zN4gK?Cnt*e{f)@&vx2F~=?_o~~
zkp#{3bHx@tsTpHoGVzKx^wmK;-{9Qs>Dz~^Z1Mx$AC-`R5A29~v{$t@iImOsEnggu
z*?kDd$HrjTHBJ4Lk3haQt4ZDrU*YZ)7M0NmI<>&eV|I|~(Z?MfbitPK1l1Y@V?i(e
zVmbAq*=qSj04*e-1?>!D`=`15{rk!=Z(9?H0R5f(yJT*cEX^*8Z4{`F5c7H4Pjc?!
z>!OwjLY(0~3DQ7AEy*GkW!4{;)fvK<;~cyyQ3pOSsB|E%8|>H6Tl{KC2Wch0VG3#2
zZiKs3mT(&*ui0Lj`%g>;Z<nV?4}ADdfwNnX@&zb>dXl4Eu9?WJy%WPvB<$CNLF{&f
zL`{tGcKT?yb=})T4Qnp!#e<4F-p{vfFDg=<1_)~Fz5zMEmr~_5Hm;MfpTn@AVj%12
zQnsftLK;HKgAkBsv=L}aLEwoK;WJq|<XqJRx{4B-^Yn)nV04_Jm!bbA-)+=hYYM)3
z<0qaywh;9N6~uf4`IDjB9k|yr6-wKf?i?Y1)jZ-K)KHxgF!iBM?Ze+sa8RWLyRp8G
zIp#aal#1TZcpAZJO1kV%R=FEsmE36ilY$YrQs-m|HjPx>8Xny2dR#$KmFNRy^t22w
zPfEp`4~Jh9*;C<WJy38pMP}Y=bM(_+-@pGG{8I-ri8~JmK2)5<uGPd9m?G155ddDX
z=!vh2e}m}22E6wYg)(TQCCHbK7J=fB(7D!5=886TJl<me29oRW5e51P4xpAiZg*dj
ztdddtF{fHp>S5D8dFycN2s_&und!BkFy87Dtspe-K4lVLnC2c^&4e4LyFJYlTdex)
z>kQr$zT@h){ty#OgADuE$J~(9rK#$z8Lz-6Rr|`7kt(&TSN9vonMQe~QG57kS?NR%
zzmjq_y^=WKH4}+hkvV^?n>R*5=}~Al7TH~=R@8z;#hp$#`8c}NZ?L-YuGZtj0cler
zswWSspQ^sMPXuAs@?Zb;(t~Keewne~@wxXnt#htSY#f73b`2hIhA-b_9k-mg;#mt{
z2pC%imVT6;s%q~+U4zR2MhP@ig=JneMg&aFUK=or$+*B@y#fH1{4iI01mbEi`|zjy
zKCe33fTAgz{ywqqS%KB6*b>h>hfy~)o9!e+mF}-@35FHGdUs3kgFqv9S+BXn-Tv{k
z19{ve`mcW=aHm?|k6{uTa*)}0?9nz=6oSKSBMHvxlJWY`5KYI@5r<guAgwN+jMBj+
z8Z~d7D-C==E3>z2bPe;52HCNB_?&O?1r$(ZKMttMB()zlYT>2sV6AQ(PEFKXk5U17
zc5Lhxf;)!LzOdK4_3y|H*hCbO_^k>Ad>>YJjzD-iMMQIOLMoS?6JQ#{C{%+cItWeg
zEEIbxmXoS-eR2wC+U9@754dB~yM{B1i<kbAPg3$)V{n)5KppAws_is(O4JIJWocRE
z^=_JXf!|<F-N?m#ZUD<vc&{GXqE*8m=tu2~9;rF-kjtA}v*7UdIlo4}H~Lj$-H+n}
zfw6D9J-!0`Ap0-R;y3NN?YkAo)uHEr#>|;TNmkgd9-@(}hMxRy3T>y`YVnb_E(Ts+
z!VydYmv5PoOB-109vPF2)?`5y4D!W}R!>LDHt7~GE+65)fkoaBMTVXO#?|M};a64C
zpa(k}njE@S1%`d=eVQKpkc0Il<MB-v(V)7QGLYaR=si9}pGDGMP_#zS_Wb4R1cU_|
zr_(C`XIS<%&EfV|cD%-r3sMPSsS+Eqx0_T~P&pZW6CARtq?wBalFGS9A(NrR+tt9y
z6z*#*34q(Lo-OFSKT~RZO!D-h>`~*tv{zClk#;}!?=d|8@X+<O088f=_lU}M{z&;1
z2;{D{+^)&?3$fft`lgA-hF${ZvlMJ#7P!qHK`}qr*lcCb#!i7OV6~MpC9`&p^amRx
zYg^QD1`;fz3aUW86YwjhMBK|)<BhPgyE!IJ(MQ{*>O$@d9?r!*At52zPqrn!@`J2B
zrP=SB{mnZ(9_YN|o!n&p-Y<zmwIssmAg=77(l{HfViJgQ;b-O@lTmj#fauIkJ*P?=
zM0H54AZz4e_0bEI#D}kNbC7wPeq5>V!1%bdp78<496Lmdl-DIhHYH`{c|1oU{KwcZ
ztG=*)Yw#Ufhq<P&^uGy2%;&D&+PSBg^#*B{1laCe?!Xw#!@%EvL8m&j0mKkl|JOW0
zc)t&*dB?11swCQ1!_CJ*X|#&BM(oS)sUwI<(}3<;MlesS*Y8%9mL7EeDSYTw0B!HU
zFrM*Rm}p>TIEW=Rav&pRRB-QM7-3vw5EK>0JHB!Z@)fC~8J{aBP_nPz22BVWM}X4l
zVHcHiWEGkrwU&+IPF9!^dgn}m7k8JuDH}Nd0o>6(04s{sWFz|L?|#^t*M07{mYxnG
zvt>}L%^VmlF=rGBO7Lt$vZl#u{4GYAb}u@J;X3OfSyj@iKV~n6X7y8He#m;w^g0tC
zvt6=b+{dKMwGSJ`ar!BO%r_OQP$=~qx&LBJ!SZe-MrGB_S^Rk>Ez3J5YeZXO3TrqT
zdYCTysH_6C8r9zdS`CH~Rhx{fL3#Z6-wfgj$k*Dxbi=vb7N=a;aqCZ_>G&nGJg5#1
zr0Y)pLxB^dVRJrqb(KE4_GfCdEQ<Xx=>7I_b8+(#;h06B64Uf77~~L*cZ?D-ZDr6x
z<@@jdyIJc7=Y5ogJ_ktHIERUdR6u9%dHOsm9Knq5&uH_Czi>PXajow-3ktFsxBi$h
zN)p&y53z##M^1Vd3b4BfE$)wBZY3ecUPMc2+Kgl-!d4J|q^SZ~%!H7eI>0RWWlW^2
z9~zTi0jB`NIHXdh4D|;cw>FS#nQTz@D?wnvA+#5a<W%lf=I5sC<10o04wboRq8pQt
zAaGkiUoT0Ol|5m$(b`dnRX`laJy8GB@fd`M&5b5!j~|JctyUOmf<k$JWd-fuXx=gn
zenr*JkT+Myt2CVNpm!|mLE56Yh$&vHYOG5W06$Rxyr>HDHDr>rSm*yiI07;K^zU-@
zWZ&zI!661%z(rd*A78a$#xDVnOCn6UVx_5e@cs=Da_DU-#fd-b%N*6t=DHF_Itd&E
zPDJky;@izXUX(&Ly4-<dkgglDM$(^&n|3`6)ps_xBeK%V-;rQdgD_8bM~)K)(Q<Z(
zCnrAD@8t|`xhAsAs{|A_T2w1<RI}*9jN`v6937BDzjTH(BSSNfn0`16{~=vdFG@Y1
zgF>)64ZGpeX>_r^PismAHI_pvvX6{_S_q~IOaBU5NHA}NhgFO$MEuEoW;o2trngId
zSf#*^-vr|Dy~jZS`SrOi`_Q_E{Y*_(`ij1{>W#P>x$_^R(+Uy-$1+s;iF~r6GTmv%
zJF#B6;Lt$fK0Isl>BKME&5fy~6dI}~bUhDuh&QMknKDLi_$=r5wx5jCy5r#CuRpR|
z=kYWT{%<}u1egOZi=fiW5FcZ=oM~Yqr2loMjg_6!^IkTK+<GuN_RooBnTjcd9<sX0
zliV@Id@&1ZVj@dcNKlHNb$bRTAhnm2bN$xs)XyG~z#+36Mc_{<cfX=4QprflDUfqY
zw$5_JARpDA?=T!K<+A?(<YJ$dRaMcse4IVdTp)=Jora7yNJi_?<2+t)Zivt5_OdN9
za_Yf-{iJts7b*h;a8J*iOd^!fJdV!YQ!^&0f9qT5-1HTN^}o&ve8ISdaDC9B((C>v
z%Qtb_oaC8pzA_Y65pbR=5MO;g3M_hQ71Xagge6rxTp1fL{MVJtYuQVbv)@UmCXS+z
zN(f|Ic&$EU(z!Y6xk69Y73Fne9N*n4nhYCVyXKS8-ol#65>s{)QPqiO`I}%P)kf=3
zwO9++PxzHsBb`{>#(8&1x#lFfpc~*I)WEdtLdER7)S-0GO@V^a5^>V+*LwQop(>iq
zN8KkwY3cZC-G}zL>=!LyqvlwZR9-sOEzN`gpVM>@B-A+C!xf&!yT)k3QV=e1Ry;GG
zL)k8AwPGVC)bZZ$!PIxBS`aS(K+zd7OkA<Mn?)W}X0k2lCx{xIGN;rIKoooO>>2h@
z3Lm}L)nGRI)k@vrz5I721Zv$GsqyZndXNdWKGA&li^mLysSw0fFA;~CQupQiSr&cX
z!p<${Uf<Li{)pp|I{mzxw#F>(VV0XLRI3zxbCs|**wfYPN1P+*W5d4s{9Ewjl94Sj
zrz>b?#U!1sCKeCnyd8ovEVy<;zFLQJ%oJP*vJ8)nf>pL8obHxq9UrxIkfx3Lm^9VX
z;!8`lml^MzommSG)F*PYPZvNte`Ef<ks)+DGQ}_L)Xg5`;DglOhrnH`gLXp1R`0fA
z>#UlDAlI8}_ICJxCW|Y4FlFKWBSES#F6!e@z^XhE7iyHebWaJCLtg<$5P<b%By4|#
zWHq@@Em0JhBK`baHd$tHFu6~{1YdRqKL~1D>6zvYp3ec6I5d&f{;zB`arp!$R0!FA
zGGTP<I7HJHe8$_1BEip+(doLi@4>F%P*BT~yfkX;XA{3~=>63gZTln8WUb{xuN+$8
z3$cCdaP1i_?~|EGK18qPJS#(#OZ?K8@4c4>r~x)6*TM;p6M_;-qrPWBiR7cfc?`<s
zN-vZCst79vd`_U(?q&;?&Ia#*20+n`CQL=bXS^H^3T_IvYn_s37aALhAEKQ*jATq9
zqSBkoL~+8JlZoP#(CkWo#`&t^-W;yNZW&BhEv!wISKt8&{u&g0=RP^=%6>Wo88@x#
zg>~{pazVd6ft5tS7X3qA@SQ1tRiuv0zqz8!#~2qR9iXSfQsA_<d5#T!&}zjG<j^kQ
z$l^<{LdF}wm~@Um&-vXw+@!ACTKZ=B<e_w&@mPtgBJAv@LP6>=3IL9k&(oLd>y=v5
zT6)@GD|eCUA;TkB+drWqRrM8=WsI%dw6b65!z{QUi#>Mc#u!D_lJ?&AF9;S4B{ND~
z66J4~Sns2~uNiq#oa3QTr6g>;H-lbTLD-~eB~~t(F?(W&O-o6iXv85`=Av!(N@hSm
zyU;ogD9INVf&#ENq;|)U#pcHFTJyOFRLI2ix+v-IV09EzlTYLTo49w#fJEG)n(hWR
z2cSOqJ~-a~Ab!CVen$OBM&(<ILs2)!82I@ASB^Z((j2v}`|fV`10A7UNeqs54GidX
zYg^l3N{MpueUGV#XSR4D=J}$!k)cYP99==jgF9b4G_HAD$TVy&DybV^EZXc?syN^$
z`xtR3s`D8CtuPve94hRKZ#_%1PpdtP1AzKiOSG8h-U9+$yTqy+Sztc8C5y`@!i?+T
z#(V6V;B2YT@X8qoS92J>tN~9_f|T<}Qx5RCa;B>bS8KB$7(h?c2z>_QgT($-alIh=
z*S&24K?)exfXk$~4(|V6w=TXJX=BzisZiLO{CR^A*tzKwNlL1@r|*83UF*=ml_;pq
zetDcO1S)sI&Y8UV=nV}HJ*y{fO$aR7Yh7a1$F{#t;3_c90f+`}s|Ai%Z-O%4Qd4)n
zO&MCV!2U-#Y4?qxu*Qh6j<h}V7mLcjDg^wI{L>HBd7y5bl0EN#iiKO$n@odU*!#M_
zf`|fLb}~~J=aX*5eYi*d`8xf7ssZ0UT|sdldUAr%1xo3c!<_G3$g9Oh6sqloas|m@
zNBK(*TIJdnBDs+xsmP4g=!0>HmZ?6%I{8-6gYs_HP_VaZZ`e78a(pWQim@_OEGa4#
zWLS5IiQU?DprGzXYL=%_$vW4;H$GbGflG)fr_QNNlUJcho@j-omWpbbTUQCh_|hN?
z(myCKhY|E1B|%a+QfyTub?m;|NYx~Uja~N}Td?toXyY~VdBG>m%hM#MWsSYswT$v^
z!;@lPhfMackBoI@v-#gj7JZPU9%X>k9H;XtN@fmA;`_qym9CYXG^4hkqMy%UMo8Hl
zs;DOB@(z~#DFm-j6=9!D32mrpc{>!fy#F37EU!)H8jhLHVRQ6q$*B8!@gBp=J<lx$
zaZhh@QsIS5ld*Dtoer%aS52{g&B);GvY9$fL%inPQjhIcrDul}TvR1#4;|~}btL3W
z>Fikum%wsxrDsy5bs@c|N!vaDlIEMIi*Ce~>5VoV6NJKy-`*<u<EWl^xA|%}y_vA#
zD;cFCi^T=q_udcwdyij+BkP#FbFF6(>DR*%FCKFOUr79}@7_kDdq~zBJ@=Ck<vZ^0
z=v-o}cW=P=f9OAGl>B6^0O6KlNzW>~vOKuWRp%*!TdI04RL1ID!tST{1G-MM+0!yO
zgtJU<Zsg`Yn9+hu(YsX1Cjx^$K7t_>N|lk67KpbUSC8;W0c*B=qFOui)&*IEOmF~@
zSN7YLj4N@dbU5DXt7<h{=n$v?6!RSjL|V@Z<^Kbx(8tw_3}4uN;4!K4sgXF8_DhM-
za-077cPj=acnkfNAz;<{%L6_->bXmR5+LZpu9Yf*HkcbK#|uw?a^@jQJprbf>dzDa
zlCCEkkV&jL6X_rIBlt;MB96Cow9cQ8PfaaRl!>qhhsQhR8cKc4zwOJR@#ReDtv2IO
zTA^=Ed;gWv-50JY_0?<G7`lR&jVcZ+cA_MK_T3Sehl*zF9p%391gm*JMZp_-I-9Uc
z?`*8;1B(l;y1eW;iO7M5cjl=Q5e*Zu5%|vnTW)gVG9$FDN6ts5B_e^U{7lOS$i2M>
z_uH(GQ8cxuavc+&!LP_g7%esN1ZiITKGI_HP)2$24KH&s(Yu{EA62x-dr#6Lb^EVQ
zf0g2gMK{Pj6a9D(%K;qkx(@Q;;u-lt?)#z3eBw(S11nr_^m%s;buM(#zZG@7o;)K*
z%XHc$w>vp1>lQuX%<Z%wI@j}Vyf~6GjxF5ivl@*CGNr2NNu1WA%f4r4QR~D|vb#~}
ze?$2PP;w@zXUP#<xx8GmYR?##`ln@?V>@;TbZ$%25TCS7diyz3?Ek~ucSbeU?S00A
z1w~Xq6e%{4BE5rvqVy^qLJ^P}Ly;z3QA7bndI#wx37r6;t4Ix<P(qg;iUI*Cf!UGg
z-uJ#UYd*}Z`7o@-BDg?K&e?na+pid<S-aZqzy2CV6<ief1*ERY4iWxNJ@sK{71Yed
zN>8n~6-J@qF*UuHXXzQOxyqj5XsvedGd`VYefBZFUVDN&L|1lcIOB`tU}5gfWP1cC
z{9)IaqWu0Y<_G*|H#d5GnP3E<Zeg(E9O4eMjg_E0%l<lcth^w~!rJ8f&)m85lZ=<c
z0Ia%9EqsDsMOowC{?Pl~Espi@Sfz34Sa*B1KV<s4F!M9--S=mB=ol?Xb=o-B9l+t&
zwAMSYc<Lu@im8)xqgvI0e$0=V4X(U)lonm3vNh8tkNQ6fiAO(A3>K}_cKx0DQ*T?b
zbfV_haaG|FdVe!Wl!HQr3g{uIg@>8kvYIa}OKxw62HX341^YO1q!(m(Q_?0Pk<YQ?
zUIwYyu{<zf>Kri>>DKosFU)($WS{rKFviJA|DU%j&_utAsd*=l{a8GbiVf)*)9=@L
zwZ{4>Q$pL;DsMKKUJpC`XYR`4h(}h82d$$&B#PNEUTawkPwPqZjv24_rx^6A#t`rf
zSpqRCfJ>|-=RvWGQdd71-E4xiV8rjwvRlRN_Sha06Aaq^^JMJzQ0hwB0zMF4G&?%3
zb7~je1V~H(+(d~!tuWEc_|vr!sN>QZo^nTx*#U8DY#xpu@q>(-*$2RPsA%3M5M?7f
znQz8&mF4>e`=Hcm?*~A|!sD_5J`*;YZX%KJ*&TOq<%v1N2!|19r#z?Ad24eNLV^vm
zN?v2C)H2!bjail}U_U%L6nV1#n`cgzie3v_<v_g{8<Yi#%@ssl%oZxjf$6SXKi9b5
zF()ce&7yJ;EzKR_0@~+f&@W2+%xxX>jJQ606>y@d{=~KvvLi|S7HojvvoM{j_XLF~
zigE)Ei^=&Car*C20HWLgIx@R{!_4sv7x)!uh=cFmER7-UfBR>g%bPPU4-{H7wObQ_
z?)^Gt=c*5&fmzw2^!^hNF+F#*tL+=^Gs1l{+lBY`4IItzYwu4DDpPqWnX~fcGdZQx
zRfj<-qJh>x%Wh8#*FV8V@P7K=VDqnbz}Z|nFq6RMFIAMEMgsV+N3MP!C#xt!7W+Wb
zxAe@1{s4n~hkLgh&CUHV!8NrE_SzMD$ZvIp9WKxZSFxOVn|2p|d*B?cK_^;0_Zpp1
zMKy}5@{;zGai5FgUZ$aXE8?EG1Ioq&%zUsBfDXOme0x$XE6j=eXo;P@Hl9VU_8lfT
zxQF~ynFw?j4J0A}r4b85FKtG$L}+OYqj?WyM=FdlR!Ov`_$uF%P7bYivsMJ3KU_dx
z+e-Zz5EuRhm)kwAg}o3FmfD^&cKdf8PI1o@dVv$L5zKGCwr4SE<P6Z}kGgm+P(``D
zo4S1)gxqaL4GEaPYtvJzMOsv%k*@w1Gk*F<kMsWG<RMX?vj^JqTu8wQ)x`G$<hk-Z
zpy)CXK^YhghOSHoaJ>7|k3#t&u0IvfB#3eIhq0|EY1VIT_2j3T^&Bm^lAbw4GgR$+
zrDZGsQK@(6&ZP5>PKo#EbP1RP=;>|i=jAv%0A;b1<(_d7<7wi|7V`VeoUAPEoxB3F
zR45_H9j2)?-c;KuI(js_*9>4@(7G#nRrt32;P;d=&I!y(L4i#$dXq_wj`6j|Tg#{T
z$~>??{L)Wi#h=lJe2R@`Wiqfj_ek{697<EkSN9sU`S7{jyS16!oSfXM>=M7)vy4hM
zUZyq274_4WhKNUeao#S!%@|0Ih&C>kLLjgE8xfyTG9_d^f9INynhWPy-@d|g)D>la
zxRUX0AYa~K)yRh2`O#Q&_$e_zD*6CaO?h*4y#VTN_Zz(uA`@c~3;KQKC^gD2Gg&zR
zN;xDS=n&7w$_P%zFK3`<K!ZbK?9Sn&mS^DqT(u*=?@<g!f>0SK`N@zXdM@dpfxqyn
zKg-y7!MoMkl9*fVr^U0v*nN-cjmyu1x#OQ?JgPS}FFzc8sfnk)o9n<zj|hO}_v+i-
zB=KoVl#QdYNO6h$NY_4gz%A}vy*Zh3IZPRPSQeNjX|23yQy3P<m0kyqk7v-<YS+T(
zm;ZAmpL<%VtE1NuwoNFlk}UuIVAOCA5k=Mig$uU$$z52dAe2y$c5d(}VT>wT{m2P@
zn0xkdX=zrEi^l@$fZKSjMxj6YRM+QhX;##J8=8CP?dA%qH~KaJ=7N&{+%e;l4E*zl
zx$(DHs=tQ@a{UqGb<F!gmy^@7jV6U+!auZIbQx%G?sxpAiEUm=b69obaY9!{xvCkI
zC|J_3_P*BUuvu}`DMt#M9AM@KX4VK;j_-0)x@2Cm=2z9m)7ohVtt>c$l~nzeK1-=3
zgngAjfyXMTjZ8=#sL|S8;on;*r&t@##%&+Uaze4gwI`Khk*fHvu9yip3>@pG|8=Zm
z6<5AERUy*V(`5RB1S<@~K60AL17VzCPL|BvUjn$nq8l=>Oljr9+Pe`#){Q*A_4oA7
z=Go9+BWTs9>zW_5VdyGxl}8x#S0_fhOA^LOu#l}(<zo5!<UA*(zMz<pvUjCI1<a~x
z*1|tI6vOeQn!9C@{f=eamB%zI`%mKgU(&pFNM>VAy?ydL%Kkdt$fQx8o<b{c_wCN-
z57YFY+{v+-y;3fzZTqV57OF_-u8<T-_`YKJY&&~P>ecVMD7?2aIk>G6F0c!79V%Lo
z>*?+i3}}<0-s!eUpu(JF_T|CdgD^I9fpkbh0UG$|ytetyl!KeD^iUw8PT!uLDw&nE
zRav$riAQH<07Zu^9t|av6dods@pu!bLp?a9MYSJu2%>&jB7`JsO>G_VK^K|D+W7B$
z`E&aN0Gz@lF4~MyUcNN#NH^C?pOC`rY{ZQWB~~+hij0m%8A2~WUoT9@mCD@bgS{Jf
z^Q59$)>MgZ_xf@Al+(Sx=|RIohw6LEYlpRJcO!bEqhj*Ny^M@8Le<ueXmo+&t`5Lr
zpto$_8P0P<6E?ETY{L83TsX=~O1;k-$AOlAn=@xM91ZfKtVuq+A{Mu;cr!Zq;J$Uw
zQ*C4i<)g#TTZNn;#>n8ei@tW7Y8g<4)!RouI>GC8(yw%Bwru-xiAC65j;+TL;0u?y
z)J9F1RKjQLF}>!L`+Ju?TaBjgtaoti=B(*cQWeF>H)j2l27n5=IsAL+R^o==A;>^g
z@az<^4_;lEne-<Q6ee$2Q_h3#1+o4b6txBVK*E_W@WIp(JNc6GYXEW1t;WdCG+~af
zb16XCldxur<&xsnu?;&}cU81gWAyyFtg^T!UarI$_AZM8RSKor@q0cJ-tq}$-miV1
zE#yfB`qwwS(5g*A^Y!18F&`<CEw0Fh_hd%X>xE0(C=*=<MWhh`MdFSIS!ePEW%%pG
z@xIr2XVtfp74?2x>nrVg=DsEw|9p(n=&+ym&xi9|E<bd9aiX;sn`!#MdG6p_ZW~Ld
znVM&%6Zg*j6HZtyza{7*!-dJ|!Upns+7<wGrH={K-x&Dq<v;mV2<dIRAyHb5sw5@}
z=q~Yz-8T(1oUCtC5DRcSZa$+r2`}7vUw?hn^P7}4wsB78k>O%*aB*+XO7ANrw8b;|
zbtSvK^L86+=)yb-jXw0-fhY!3SmG^5&bGZj&T{KRFZfKu{3?`zIFMPt=i&t05>m6D
zk0KVJXpv9^!)(`xBMy20YOKXMb&a4L?~PCqDcV#EDu{G!S?IkcMzu1BKyE50oNZr{
z-QHA6ZQUYSGsVI$6qJC7s7++4v^SwAw}kFJI?pgAK-r1Ci<C#E$0gmk*J9>@Mx=Gk
zua%9Yc7^o3+7d>ED`v?)HOxDVMduOyr7fY4_$5^mc7oydB(;pJNy^SuRwofbtxe-J
zThqBp&=3ue9nNl9GiA3*&d}5(qH{v-62m!#*IS6PUCp5jjMYxDrm2`=%BwE@2-@@q
zGAt;($5Ks~v*(Ia?a=mgFfP6)Xy99$LB&>&&EY4|RxFc`o(mNbCO^^)H8s4?XWb|Z
zEw*3W_cn=TL^Z6i8Q?IIJEfayL7kK-Cwywb;#3@);5RD29gsYr_77sFp>cIhhupC!
z$?r?#Bm!bsA)te*bh+`RX;k0TdIrV!??zU`@mNKSh9roB;r3-7?!3pU|2#r3ZqQqh
z!qCu%J}0sk3eY#o4urLA={mQ>89!<C$oLx|#BFpU>Onc^h0%XRsN+x-wUa{<y^Fsr
zZUDydSvj@$Mwh`T3{>6UF?4sNS*5xXvTZa5L`xx~ZoYjW2_ol|So{l3B|AgPb7#xG
z&O-55?t2Y}c9LAaJ><H`y)a>Pb7+Dy`<XQDd5_uSZ-1Tno0GkI6E9j%GLl=`n=RJc
z>l2skFVrRW>i1_DaoG(S<6AJ;`eAg_TI`QaGK>PC`Q<wsg^{~$B5DU(C*_8M+2Z*?
z8$O%wS|<!t{9e1w<+zau@ebE*4+pz~0;=V}0?>|E4cpEw{LpSG?6L9s7KPI%&~nX@
z*TtfqzrKANThF^@t4$L(63}-ChV2bFZl-TG(T}9q>n*&FTwL4POZ@^sCrh>0pc@pp
z4|&&i%{`HI21R|l+o^f#NBP`!s4j2utLv3VL+w{I=T|PHK5$u}@&Z9lV9<A7t@wjh
zj%u7M{-xdTyS<z9@V<|wg79tZ=FjUgF<_`Urt%VFa*k)!+3%rNbs9JxLO*Y@b#Ua*
zl&RM4?#cU>-tl+N2eEw-o0y1@Z5e);b5@3BNl(8*_+04-kj~_!QoUh!AT?(le40)u
zU|q9wH~Vfxd2^_U+i#+p+TYZR;$4}zs(}Omj={yR=Aeb!3462NZk#*I)Hg;Hf}pQ$
zD^5i#Pn>?`<bCv1X!`T6rkkqe+b-?C(cAkuEZJY`JlkvN`gL<B_%xirf54|0ENNor
z1&EnC^oudYTF<TnNt2X&+*8xc`c)tLe`Zaue#DbIrOZ1H(H5VE9@RXMag_2mv4nk`
z)!Ol1y&MOYJwy7OyXUbzrsBH1_&U=eTkXC=!NDq#+j3oW!E@y=x|9g+bM-p_>5F<$
zX85e?mK62m`J?NLyx;wIZU^YESDG0I>D-i^r_yuVGp9B(Q-eS`TmqLYSJ+)=$eTy>
z&VGwCqMolDvRgZ#C=~q=5FZ{+j==thBN2{EZhcEu#Bn%Er{Xf`%iu(X({kwIOuz1C
zH(%~UChkC8*aY8~Di1&45<^{L&ir-5U(MKk_e8-t+U2zj$&rC>kck-vW<&J<ii-hV
zxQ!M*H{|uS9ekJ(8PmW!)|hLajh*;iTjrFxxy^;PBU;0o?XqwEISyDcSr6o?8y^D9
zh8s;53BkMiyIkUmN7yLtAhOlVXWE`{B8AcV=|WMb8?yXS7i0MQbiuwE>_|3iRb3v(
zNm~b%5HaPl8zxH%3nWP+gz>fd5WfozJ);6w)qqHnnLjBDeClq@cMSqs{_M}689=3C
zX)e(b2lS2#K7S67`EX6r9VvbA$C4~GaBy&75AX;n-mBtn3*C)Vhh!S@%OANtNl!t(
z&Zn)JsK-0om{w5%U`QM#$z=JaMiEXuFetrH5D7|DUHH_p>DOc{D`kRz#9YlyCcK|>
z*VM}0^17T#@3|Pj$usNPFH?8sxK@SFk2%+0U4gzwV%e%3-p#gAACS4~aX?fHX*-F0
zo6ZggZvlu-Ito8)xk&H>RB%@kagd9LM;$QD`a^i@a?jGR*#f>(zD}#@v97E97H`P}
zFQ7A%3p9C^m6Uom7yD43-2i=ojQ>yG<OQhHSJg|JIROa@F?}PoIY=^3bRk0$+RojN
z(E<}*fHS8R#G_Zft1oUagIPhQ$hJT^a}yU=`;~?+KNE?PozP@!llF6puZ#c<YsSCp
zeQD0idNHdve#Y_sBjtwB^+N~y>=zG18ShaM5?5v7BOJ>X$sMd`mvF+|3x_8(M=ECx
z+<|B^6_Z3i1JTX_D1!Ev+4YqH%`UQ*0npn-%XZgTcf^?orjvCCfH;GY=lU}OKbcz~
zpE&NlRx9DTzFbZgH+iMPw6gI4K=W4e2p4Q^Zt4c9WPJ|qeU+M7(3Nx{yW?WE4uE-N
zroL0mqc@~I-O_&E6Te?AlwZ2}tzkbcH@2dG-+l2lh1S0m8zWtOE|7b_so@*zf$7%1
zt>ElTqh5P1$8Hpi6GZ_OVJDGmsh}OU1QZVQhvhnr__PmR_x=FP4xl1#4@6LKwmmiZ
zK;;#PJ+xpB`!r-YxVgDKCIF)b<}2JcM;JiFR+ECc3c7zyeM4z(f@kP7R8O83ru<A`
z(*;3A%!6}!p-OT_uf{jCKtp9)H70;-q@r-|;Vv@K)iwh_+<TedJ0v>n`EQOT_olgd
zx_c?9ImR#>-y&YOLh#8vjp(=j3{UWR*x_F4-w+l7q$3aLvXtemW5yGUbt^s@WlA+i
zzNo0kzmzS*ypjo`rc}XFO?6d``yV-}0$-tawlAB`?N2w2jmnBpR#6EFWCn@hc4TCv
zu*;k(!SC>Z)a9kxDN<_90j^qew5GOJsHPO4Lc+MV3}IiZl0i((BYG;VFpYr}F1l>#
zy3N-4EdGna?Sei%+Pm5HW&XMcq>sDG)c2xx{W)}zjuWf;@=KChUOpMF0~^XAOSzkE
zsLTZiJ^YBn7ESOK+pgj}To-+TkRNQNEh%{JHfFGo`dfh}mJ&_<QWG=gWf-;Z!*g#`
zq<LaQB>(&F$tc>e>+_5>G?9{H()UNVINrxwI0p0v({XVM2&^NU%N*d)pLT%Bcj2#u
z*ZroCsC>fMA`~Ti)h^y}_r-xasaoUUnx@0evS8OPTDz@7rHum^J|_I0ny2PSt>)4O
zdWK~N?C|InqZ?Q+wUOG%WnZGV%GiPL!L+IMN_VFQXTk3qh-<(bLN?irI(vObgKK-S
z$xLJhsvy8w6FOdviXQ2|x7L4<_EMLUs!aYs-GBi))4b_O^B2TG8709iYSE9pZNIrR
zpmOXOnq}la*?xh6fs5Zi&;VUIkEf1c<xFzy`_>9qYOjoL{b{OpTe=l&7DXvt_ZKOo
z7ST2nUsB~&v$-<><U#=?$yj$;U=eXWv)H%uf*iq^n<|B4Y-eoe(G%l~8{P{nG<u64
zSa37v<Q%~)ScZA=G5b=s=`udEMSBVB%)13Qp7uSi9H8*=DhV8&NH<xmZI8aGC##3I
zYyiA*`^%TFGVvl)xrR3VCo|I0(&kB~K$C{UY3~!0qz*!ln@P$`XLX^U11hXrd8Hr(
zHjSxd`_~th-vq<E25YBx*?CyC$)HEqIr*`PI?SGF>^f@3mp~hMu=9TZLP`py@5_u5
zV3#U8I2biD=~We?<z`|W+BM}yX}X@W@6ja<Gc%f@Q^xqb705@I!z&xM4UJ=6pmlfE
zdDX|#9{t|hWlTFJz3UM+vNT*2phcq|tw<6ASMg_!=(agwShwp&x@47PDshw7%#oJ}
zH+rIBs;hlANBzB)SLf7O8D27T&>S!a`5SZd9?Lv!fWRmlfC_qYHIB@#nB)xD_jQFL
zICr1-NFzvN!EZ1KH9Csj=#Io=`k(2H)N&jWzI>5$<gzVC4dv;3MabsJuuYIuqK6he
zTVogFQ(ER1tSPv6QjfcLiowjh2GGiwef}&3w1@J<s0kQ!%X1GQoK>jV9T{;F0y@0g
zc^RBmJMo(*U;B-Fp>5z)^#WSjI3`>~a&vT4N>+*0{s3D((!o|wi7wzA$FoyWmzghx
zuHq}Y5+oe6zsdj+d9TeLg^d;JvuBIz*jR_TmXbO6`FnPaqW(=%>>nE}a^ChgvupYf
z*5zNCp((X1FXDGQHK(|g_T30UAs79U)vENEJ+s*B6VVK&+-iOgl#4(5ag>?|v@t??
z#{|^#pYp2fCPZTh)8~UkRZ7ibMbxFe&4?me6*jZ_^PJIKKicMv>8qI(E^jV;*EOo=
z<(X({xa%d-4ZsfT`~xwJZwb>39fhbIdp&IOP8+zORUZ={W!th`1th;0kohJq4{KL@
ztl`KUYL9Wxd88#cmCbzt8_qE;4JeG50UG12(;47NH8h<8c+{1Z<!E2fcrKQA^n42t
z69AY$U^HC8WPJDIDknT?x+A6W(kF*lKgL_WqX)~HWy&s#pVqP({Z-rwV}ki<13$)_
z>|i6tFk2+g9oe3R;KtpZMlRxmL5T}ga>p7jjY?b<h6Qb{jzNLoxK6zvX>-^nwH5J7
z<_i^rP!T0R6VRq)F!9Qc=F&GZ1EFvAvmZcTH<VJX(!xJ>3v4B;;y}x*-7>0>b!<DQ
z-yzNyYM&(Zn;A^&wch!n9#wvzsm=t<4VLmqoSM+3WM8waA3$mp{@U}6>B)4~83Wn;
zcRuB^T?aL$9E)4j7UZ#l-=2bkaL7G<tqBH5QXBkDPk+D8nA0~ZvX)dq)f|Ib9A8>@
zT7^|xRFAH{iPhNQR1iz&h>TtD9RdtcL{%yW!QFdBrf@je+VNsG!3esI^UJS5yZ|hC
z%Tonog`7#X`GJej$l|Zfq^V9GmZXi<_Rcb6iI%p#jXIET>nvLf$>jywj|_DW?E7OM
zl%4!5S0mrq7pfMt{?YhwIR)*tl5Gv-Zr{`WfxKjQ^g!vkH8XkG&UM5u_2)(U?JnNk
z+1pFq;J03R@^e7nYyglcUsUiKl_`Q8Nz1?>ZnggK;PRRzxX`EP*Dfb}-$FAhcXwce
zq}IL*RVguuDCGBc)WIhx?R4(iZLpBZQF5cl7Ps$aZ9|o~ekdDW+wz_2=>-+>X?hh9
zU2DeHxe+RgV1z>MDL3%OE-CuhuWo^4z<wknxj)0%Drbut!q~_yv%3R?iijIsGV?sr
zdw?x{<z<qgqmYgB2*^C4a`EK!3}`@+MK+aHRQky2S-Bq29k&c5FUeQ8`;Rmb2!$Wf
zPmF=uVFBX0E~k?ndxdo{&zOt}5KV)=w~m`uofx|bV27Apiq@d~mMqz?=5`0(z3aT0
zp;7yLfFG5d8euegbEk3^uM=Cc^E8P$xyT55p=sV>W1EPp_ZIDM;IeN`EPs6L<(Z28
z5X=0o`IfVa=hjmX_wSkw6aX!+E=oDIBKzY{1ls_qldKga;kuwXO(H9^tTP+|1wl~)
z#1>>%?1Q|=mDag#6PY;3ZA`bffTxJB`{m2w{-NJLRHw6U6Jo47&2KlQXt!vi<)wAt
zYlTorPK`3U@Y$zJs+~Hv^Ij{z`xH+tKfJV8U>Wv71bI1s+rcppGyz{E9D7Myab8|+
z($0b2vir+J9J!t9gg%mPs00O11sVMaD4_UOOW}Im{1Mp%F-?h*Ry6ixhP8cdyq`&7
zHK1kHL})06NJm`pzm>&0BO`h<I!j$c5p^19<Ryuo7GsP}zw2j^0gBr>yx#<X&gc}L
zqTJ-FWIGM16a;^roSu37elUnJVl3^)$iUh!!ADtgehl1ysiWU?s`qm}9HvvSgF|yK
z#*r~y-8kZeYLh!UN(_3{Ubd%SduN+MPLYWva%BAO&S`N(5c7N?)oJ2p7|iV!hm;4j
zsT)Gtj=6$MNC$GSN2p_ZT$SnD1RX8})!t9!Rt`wfL0!|Dv2$8Q)c4i^Mr)V!p^u<z
zt+Fv*{P9NZ4rnL_mwGRHYS94jJzRw`t|#3SXpur`&|{h$H@+K6ZHg(`UGpMttL?hC
zrug91%(Fxt9UOF1PeU~1Kak}W8v^4kRH$81k@y4nir<R3`wxkaDft5syB5_vS*bm=
z$wsDzq!PbN(y(Ax1SoFzH5rCwclWXYz4?K79zn1-0|toJG{F+xnA#lIvAvCrz;vs9
zpG|*J;l71x{KeqoN7$OlT`y5oz7gH?zE7nkSv?!>V$~`I882w;7VeRSo8TXUvI-re
z=4!0+v0|kjtK7GBjRe}Rygwi!qoQn9ln*cFZOCL@f{`=h*UUBhZ{Ap0TM>Q^<K6n2
z&(XSUx~2&zVe@1A9K&4ulVb;qq@9jI_$>aa8hJ{On=;^<r0rd&$q;PE?67Z_FLI9U
z2fD6QM|3UbH4Yp00??eJL(Jt3`ou=oHpR#oe~#J-<pdz3<kV8v#jA)}e}X^LgGeb=
zOAGq8EE$iKlz}2a=km$B9oi-aHy){>@=ty~U*0U~JiB%R(h`!l3GVCzj_yJ?H<0HQ
zt>#!gv+D>j>0FI~@h^5+ZL0vVVcTGd;{?C<Zdpc|cbcI0JTs_)0VR|guUId|*0fT(
zwm}s&B6CLyBfs>!gx0t*UW%w#Uoc!~x`rJ9G2W#@mx~@Cc}56%rc|?Q?RbBP7)|{(
zuwq|n-Dnt8*!Dms<C*JiE2g!U>9U=T%42$qs(@nGmiA@;2MpfHLWfe>II~c|U&U_s
zD#R*jGe@Y;am-lCFPMrv_Ig&{PdEfZ`1|^<MSr4PrKFw95BSZar?mxul*eFAezx?8
z;R-+t9{X}chIqhXjyrYl`T}e$Oat338nU6E@Wbx)EI{VRc-7wY+#5z)*(eK|MzM|Z
zunsHqPce4vB0-HTT_?Nind^H0M_m_Q-(FC0w^<pCwlhm~#iP}WEViAAp8hF*Ms_T<
z*MTa7ha)_Vdet`T#lxJ#!xNByAVN`>(_Z^w<|+4tegov4j<Q#__TEgdHUTelV@y<y
zliq5gZbidR$Hs2$h0RuHxs{DdqF*`pL%v1R#f2+-(qPmxYts9z9f%HP72Th|av?H2
zJ_|r0^P$ovnL|HYtMK^#dxd#n?ppP@a9V@ouWlX9ua(0e>f^K;7R!%^v1Qu#2G^3G
zZOC(2qLEpBtS>&#V6ok_H$4n~^TzXzs-fK+!1mlEK^A|#yKnPD#oisU*)6d6BP`2l
zujGOga;*8XTYIh?!_KxyazWuUI$Lj~x38~ESuIc-sJsKweEhfJ^MK>>rORLNJf&g1
z*QG>%Fi5>~IYSxikouI1a%R>N9}~?(+Hr(J;(U5bHB!$$RtwJuG^2@eP9}p$fB&D?
z$pKB&pG~gcO^;W~6tvj=444tpx99B!nD-8c8KxfYn*X8mD)W}w+5L5e1;TT({;y)3
z7Fliq_BO5<NG<r8c{B{0yzm_#C-YU`_{GX@AcLxQMDb@@Nr>5S_s&SrqO7Y^8u9qC
zew?Zx8jv^1T@m{QB=gtvFVvL>zfBbM%G^ciS|s@Hgn|N;*bHJQM&7fN24Z~j2y_v}
zuWbdegxr9kw#<aH6`*~H<$7*zmW)`&t1m~?E!^bZ8+FOXtr_0>NZ|Tdtv*u9cUb2o
zMJ6Ij)<x$Fx#&?lk9=iP7=X=;`mnr;yY-x9Y}jaRwD&6~`Xr=M?4MgHgj8`|C1Fqh
z6!s=u%Gt`%Is57J>h6=Jtt3?3=kRzo(!tx!pCm2&no%5J)PeC5ueY+~{M-cnm@eQG
zxeiimmFsmb-BecrKudzQ=wd-v>_S6c)aXX9w1jb=yeqC8yAkSh3SvwvZ3J2`5al!w
z)RvasMU$CART=Wt!nrfc4$%d9M3V!KflA{9*ZL@1$uOhC4ERSZ;InXwhU3MG^b&~v
zfXipIh8PBy7OF!~w%I&SG2|!q@OGV97IAO-Ma9m}%f;3dDrA;WjRtSlF`)VyO6KW7
zl=Dtk4*+E(*Li2uknd<7i6h$H1FeQC9B8du8FF7NMPx>s#UA7lgG9-4`yZEF-Psw2
z)iE}~LJOj@Pw35KzF)0>Sy8a})U-}h2xC#?=hwy^*aLxZ!Id6A)cK`MMbHY;qy^3$
zM<fxgd^N07IfAYrtNQut1?@;2=dBinqei&S-U21293I8_?vz+HqJX=sg!@Jk2_v-4
zM5Cc}jiZ;BTBVv^d9d#G&S`{>I7SU1P~j($JKHl>*{z9ICznjQJ^9zWbs1F@2l`|R
z213<x6nIlbzW7o};d6@H{_KgN93hhhM-yqS<%3V<E^m539Z`PUL*rkwe_ensAq&S+
z>|R3Bw&4{pOX7L*-itYDfE|P15}r`r(;vyk=|8^_>v3N`VI!t&%bP=z>#(j3`&@hO
z`X<{&H~!KJMqH!}asU7&N8teFN1VfA2WrXr9~ETu+F$&rrgB!M%~CssWS6I^mo*wd
zTQcHqpJf2Z)2}@nd3X~*&<21G+Ug<nN{claTY}lnyi(E1nmlTG?y)`?p4rSz=ohE;
z6DPDX2yhtUYnI=;i8zcQm@>Cj)B>2L*IvvVkQQ1ft2_4UA1tQwUp@k>WC*$-S9}$S
zhA#mqsd9~3mTA=z+D+7^?iTk|JA6#a9nyWBk=h4Kr0f}ed7hgN_3+)pw!%#0=KdaM
ze>p|EnnTIQ_kk+It~b=l6Dy$OHS;%T6s)~&|1`*G-69@PNu2-LJ+5NXa*=w=wO^W5
z0h|^H>Dyp?(trI1$`bbmD#4Ln8TFzU?K>-Gml|&*LoWUNW}SWqW$ql3BdgU&jv2IV
zFamR*Tew<xeTq930noc>d9Qk5cu23nN;{Jf$OFSGDzx5krm3&6Kwe&+BjaBoS>4~Q
zig7|a=gdE)R^CT{-<^r+@Ja%V&H?;T1(VU;k4v}Ue};dPl<sqqh)F^vfn_t1AWZ?R
z4q%2dHLKMwc~;J(JFSwIim_Cu@Su*vjNKkbnX=y<{T3u(PknrV>Io!DRxVlAKO0EA
zZfaIwn#NfwuIN3&cq9msD4<vEGMiLn&X?$-)^_q|u4|U~DoXHh?`j(D=S8K&`J375
z=JnA4EVptUOQo&9gIKOVsZ#H5#Ig#r4kcB$KZsxIM9vr1#~RN5vsl@03V%xr+jv=b
zKyJ7u=qqY7$7ub0p7RW73$6)(nF5+)xruu=sthQ~{BGV_i@#kN(ZA@NhrKaqxIt^9
z1h6$+_3-|;Svv}_ZQ$16I67)P)p(F33~{=Abez&so~^8mU3YF>l!#6$cwx04T&uyH
z_M1v8+Pe4q>)yt4G@Q(WlTZ=$yCqzMep#nsA5b=<P3DLb)m);^#!7tp%ya$T&T0Ct
z?MELBs<$)ceJYIj6;?8Q+W+h<0BpA#kOKmN5pwr0fe;*Y08IlMM`zIQSAtDAuv&g?
zsSlY?=ILzpOuZGP=LA+Z{ur`)O;gwld3QhHSkm-OYx{60Skxr6><$px1#Ul?nU)}T
zj)|1me}wU=q<!$3Sw99~vdO5~!)!-g`50gB$+_^^&2cz49T>;ukxoE{jxhgO-KbbO
zyO{|*PbDNWJRv*_pe{-s$c7uo><&f3^NmG{9`7#2>>nrdImu<q?4><Ssx?#hP*yLu
zW#)@;peK!p@EwMi&PK<uQv@lMON`)7P~|=IuLFR`rmJ@2)mqb2`x9JWko^Y_7r`WG
zirsi*oJI*uD;T)3r5B1~V>h1;N-*@)*6sV`zCI5rI1;pE4+P#rM&@(zgexg3U}Z~O
zPR;-M!LAAqu+Y7De+Tj~CcS`))9~ivz(>wY<FvY^2U^i{z0@bNzFmjow|JtZ7un^|
z;TCg>hKp?#!O#9J`ORFY2;7xi4!N4vx(-JHvw!y6^Nh!DzJ`pligoeAwg|(igB;RL
zbuo^_A_1>$+!f4y%<)(dn~r2FHI-|JDn0<_(3L#d+ITM+AYHq@wcZOV@=c%z1Ncpk
zhjUIRB@EXIin5>`F5Nu9RJmn3*j>-UM8~aro6-?f0DV9EK-)-o9L+uZw#-+4Dy&sG
zRxdPKPvf(I_Qu)<_wDlQ_e{iPDL;uFZU^-><zy0?IIeH@<@@fS%_h<lOsk4HV7td(
zh5Uoh%LCJ7u4SJi{akc|9T6ZjmnPWSIJYc5iFWL!&!K_BAshDuf<^DU{o03_(Pl<K
z=*z9*$D!cZbzB(<mZ+=yOYVx#`Wc{W3A9v%B^1dD7oGP;ey+bump%XrR6wmnDNR=y
ziC{Nv_h1?XFyr~XYXVI@rnSX+K!-oMj|##QsxJagga;hfUpoi)g!=#j88*FcfF1LB
z@Lz!q*Z&9b&nTpEs=s|f@<jTXk1?wJ8CPe<jF1^*(J`{tTjg)}NG)>UC6zq%h3b^b
z_Ub(`r+v<;I<|_YVC8jP9K7NIX#Bj<w-vd#dj(538z=CaQ^*zEdjjL!x3`C5I4ywh
z>0D-pd^vMeBZ@x#+7*Nu7=UBHBHbT9?#X%T?d_dsS$l@yF2JD{2~bAc?c4T!uPa9_
zfo}zBaeGd$Q0qMztpX%c3n*_=1QjsD2K2RJe0^JQAv9w(%V>w)gnAfQF%nzPRz(20
z1o)arAzC7MDPkaBbdD0<&s+dg@TLHX0vefiq&hL*dY`at<alafTnGBwS#pKx<uYRJ
z=BP8wAU9HFD#vwo{bltP<57+wVY8+E%;r>S{a64iW6@h4@b?@3k}0(J;w;#ei?w*8
zeBF=h<a2)V>(Le#3jzA1334&or7hN8Xbnp>ywigT-jIRmtKMmMOS2dIiKkJ}ffujA
zlITsqto3NW@4L*nCngqpO^wviMc8b{yxBp6k$@KP4zfUTQ9{^F{$R=NgUKY2Ei7c~
zh2yZQH$`Ca>PE#t4sa##4UpySIW1TLt>7Yz;6!S(m7+%jG?>4Uwb$P~x;N^l6Q*ID
z@y3~>3J(-T`>vA`@;plOjVU1PSw~NV))4jnsnh@>O?TO@6L%ZO-W#7t&2?LY7*Bx@
zGZdv^92@G@E6P(Uf05!G12f@h>cG5jcDwgseDZRZ^|Ph1dbB-&rCZH&6!oX6Q;@(G
z%{MAIKYtaX%>VZohtMC$e{F{9i{?Kc`}93$DJR++mA}QWaM>kH931Na7Y(fd@W~}K
z`U$4a%8iT94GIj=tm`?fvgk?t<9_6rRH85TW=Cd^R3ep7G5aN=w}ke}<=m|vba-d>
z=lEihQw?)`k<s-H+M632zk6j0?Y=ZJWuVfn02BU*B+<ai|FE|R_z;x2lmTHc^N+Vk
z@Reh%IrxyiI9YYVHoPcUgy>+@1Rj5#JH__7SXnL=?zJc~1mBW8G1TE~HJvJp+EfKB
zoKrB4Go|tcCjUy$%5iNdeQ_N}^)Y0BD01}nk{)F-<vn54>dlPQV+}`gHV}4nfEpYY
z2(6$mbWESXEmz2g7mT<FY+t1jQZucczzm$BE}<MG&r&#NkB`lBZUQnt`q7Bg;eIo2
znVsm>cd2&$CEF2Ya@dadhC3Tg44A)o<F=~tgZ+ZO42Fc2<B-uK?&d2C8&1~=0D5%8
zd$Er*$n9?A`%0w5#dvq5{8aLqFGP8H?CQC}HCq#Y__$>#uW$V38Poq>7z!K{gjURY
z^BpNu^!|;!cgfHk3IxRFc}lr+S~rKx9Epw&+@Mr<lKGoYL6mh!ZE0Qym>*=|33kY}
zg;HtWK{5i`@uMFuK#|nJee1g!$w<NIW?nqTIR9G@s8t=hl>ZwM64f2?--(bNx2Px1
z*BMhGVz`U_jzN-+Af&Gz{n_(EXq4vT{&LE4$$TSkjXU$qE<!ieGUk66REP+-Ln#sq
z;J}vnSk@*g<gAROOkU-WH%RNpkKdMh&x8XJ2q{aoo((~T!`dA_koQ&=Ye_4ROO6M2
zIsih)T!l%QJ19*Q=3LvoGJu=}s`4$1c`SqZV=%$Z&CGH=NlBYH4yR+P=2;=dVslsL
zuR%r)I7mZeiRM?5e7cK;$m`}~>TFqdZA&Da&fdq<(=Wo5RNKpf#p0p0$~SRBdx=K+
z`i~V~Y42Sav<%odk)u@xEbwq^l2*QBMTb%4D;9S$t!cekjzJ2JSg@~D&YW8xYyhOZ
z#Ixn94<tN^(oH!--}1=94I?axn{#E@rJl+XhuV9}$pqb~unNOVms9R=aY3uY?ix1E
z@A{%4{U_5r&-u_PT;c~J>eChX!No#i`^vn;30uqM9|2M97}p&WM$1C>l<;U&9)a4Z
zB7gSyK)o6Wlr&ikbOA{tj!~hZ9rxfe5l^WfY&RKZ1gm&GwgHt9>+U|#^gD`tlO;eq
z-c=i+NI>ryr0XJEY2gyIu?gOxpdfARSizwlB~t><3cE>PW-!qpN}6Lae#D1Q+T+f`
z4^mFq;?tU5fs){TMgY6YbuKTlH$o+WRw68LUevE<GJui~)QX1fAf%1b|1DQuX{A{Q
zJ|%4=yz>J62JD#ocd*X4v%djXD8_RhjHM1%Cw$#35lebSR`Mxdg+bVcWt3mA1$SD;
zYD~19_1Roi_WblL>p;OpB-;S|n63InBk7?-q$M_Y8j$EhMk@d*T8BT%?fJ2Pgp(oc
zx<0-&Zo1#va4Ue$?Ppp(NU7w(sMI0F#>4u^jC%w=rmATzA3olljscoR;^k{8%LcOc
z4iI}fxe*WL>QAh6JHP9Iy$h7%JGw)*yhQKn2%t3IDm<}kF~Jrr9+Ar`xuPOKI|n=p
zK)Ltx);1OJy*MJYu$OnduLI;ZThPw{RIRU+ivCb<5Xj@Jn&U360=~`W$Xa4Q!j5hX
zC(>pl*_#-kb|L?~<2hO0OaY%)g%xyOMj2!xB+5*DGa^QTFO2EG7=_TuGA}{j@laaf
zG<Fs83OUM!HJ3a+J@Y_aOxTj0VB7Uw@$;>?r-#@|0`C{-<Z0`zRX7NLed7wlD{`Gg
zXz_IC`FaGk{X#=Fr#Zg`o%#b3Pi*`Jv)ZKe+X1NX#wP6B<ic%OHmJ8MaERpU;kOG%
zII|a}o5%a+k2Sa)#ZM<LYkML*cA&@sf1wGQq3CZ^&TD2+0U9{tJ21p}a-FWpl73nC
zNMhd3L0uEekE#&h#kV46a&7!%nzdB-In;SG08>jiJ|U!WkwI6wWh%o%?avOVhA=3@
zxPeda-#aaAg9iDjqtN7lFrC$u@-VR^$G?MdSH+3MCjrnf_8fHBjs)nK6Rc&c{ZI(#
zO}jDWwDo6Ay5P^G0vTiNz9n>Fbo(iT3~z7}QXHLxqbb+Uj#L}!65J<s{$_XpLq_L)
zUwk``EVTW6T%CZ!$j8xrHXW=<2naD4%_-A=XO=2R=Vz9LW~pju`*o=i+&$NeMg~?d
zfoH=9@54YK)(Z6f$pZ0*m6#OaXfNjuei$t|iP-q~&bVqm(@ikYs{m#?kPzeewYOJ#
zq*#peTjG;SoY5EhC)a>8nEqEYvbZkr;6lQN(;VKqd5d$HMCz}V;%*BQtmpU!R_-SB
zWVLVSJ7ir%q?6Q82(DXq9%Q8n?8nQ6^MJ+kCAES<k016rCFOz{DrrggLYk2za1A<o
zSifG*2J8zJJ>n)<e|=2zIpK?tbd#xpEwDSR-D+m56^EAsuYu=k<!i?E={}uL#QsAD
z;a>65yeHSUM8L)<`{SGAdW)mBrRx&If;SL%W!3$A=|`+vh-aMr;@sbZ3Ql?m4k}ug
zdmjG4=P?^DW;>Q2MWq8OBfW0J3|Y;(X*pgJ<{>EVb-k>|%Oz-p9Pv+TMJ*A#6(4#-
ze6O2zpHbBYPp}N<`X>Z=p5@YXDled8Kg{^r9<@srHvR_z2+@Sl7>p0)W8Cn*_nyey
zn}AUypZ>Yr*MlWd+rTRv^dIXN$%nhcHJ^N|Gfe|tEA(EbYJb6bz>1^0a&Lt0>ZduK
zcU_W9ej9Rn??fLub`C11>AX7)X*kM9Uv1<95kd{qz6W8%+`=kom_ddj5cGWZkr`_)
zADxhx8a8+><MBD0uiDy^i}BJ_E74OLr_<=cwTB*boPBUzKT7}{;{PzXA#%@fG%L8G
z2sg=u&-tnPtEKrPiHj@Z!3@E3e76;_E3#bQM6rUG`*q$?XOn-A{_S6R1qe?-o~lfy
zOBoru9__6TuEF25d@bNj&xY<h(X<?4%6<kaBXuI;Eqg=70wDsZ;RYO?Mh&cdav>xA
z=PMkF0Z!32s8+KtuqE%jBgK~ixEY`VbACGk(G)n!F2BUZ1t`&HC=HbCu7rR3dk<dM
zFzsN;i?Sg((0E27b?W8;=wU#_uKqpPA+(X82si8hIijFH30zYqpC0WlO;vJ;1H}~m
z=2e${6g;C6jP?HOcYweoNU7HYnEUG0$jv$@kTW|S$qPZ)<pBmnYlee3R|y=0=k|dD
z)yaSU)6jqXPB0lJA7yg}5?8G2#XA{+J{RNKv@#pH`3a%4`rlMgWt80U!gBG_)R0#$
zM>podS^lZ{M`KG%Xlrvl$y>JqT&N(gLY{JxO)|(IVSmL>$*&rI9_=9T^4C#Ym;A5y
zFC5(h@bdqwAN?ayeImuWD@96KLqk83O>O2Aa5zI10tNQYRm%0r|G>licXZ6ZzgvGx
zD6#2c9>{%?@i-;%QpSZVjEwgHnyw0AQtfUi`oF+x{{4&pfwj@7<Y{bd%-7CQ|8Tzo
zXid4hf4DDrU#nAbi0Zlsu-<EV^PeK!|7dmpFJE5RUF9e1AA*nnqi3KQ4Ng<?$E#-Z
z?_|gf`Q!ikAx%f142oqPYkt4mB@%L4S`<O7H53)o09I;b%OBupWd@KIn!xo3_^A#6
z$J5&V^>$@N#mRNCRx&7$gzQJ?Ys|JqYd?7K${vTz^Iok|AmC6xF_rJh(#gOz47XMS
z@S+mclFSI$U_q6?HYG+aQ3N||vS~{;UW(L^wj(72AJovV-@Xk1(=XCS>Y=Oq;QdbE
zH{Z2W8sQ>Xcx>`zdkl9Us$x7JSi81%b!nKJo0E|YVDz7{y!@Q!L*(<3G9`~Ow^#rk
zw6A4G=ptg6{r;E(#8eb)I$({d`4bbuePx8>&YkbO-hDvGncKMXGi)}KaQXUm1aRFn
z04m93U)PzH6(G5Gz}zT4$jZf~vN4D4)7Fs60!B{kLPGt!V|qF2OjIn=#*!YZGrhE5
zxf1JtR6Z6Rf0>c38vg?4egG5i0^U*uHy^z-*v7KtXR9T0^6+$e{l3V;QV2B5?E%<S
z@7Iau;P>w}EiBR#L>&u&IyV$A@_gtEun;nGj3Hw)Ou!p4zH(QPcO6)haS^uTJo$@#
z_uOqfS}or^*{CK%Z_(ptk{3VRP0=j1#wPWOYS@_Onz>+waY1JQVyu-US?c^#9(cy<
z1Fh=L)pUj78qZSVkGvZId_{J1a`Pu6L2#(VH{SEZe*3=_#@z96oEsktV;nWUBZzVi
zi`Wsb+US%dJ93FtCo(th-`iZl4>G7eHKiAI7&Raa7FL*s#s4w~`rA1D${*g%V1Qve
z(-MvgaspsG9cAU<gM&Rs0zcTJB`GwYYI%Uxbqcfha&alTD?zy3i*%~ljDEwf>3ki3
zzD}Nn@8?MXE6!4h1;}AvJ<Z)_7XMtZe2h~B<Db%2(t`CVzXd=csibz^`e!U+PB$cP
z+-TU3dZCqUyF64p4BX$a<CV^qbt`+@Yh4b&{nyQRweshM9AZ}_HdRJOQe1ooxx(VR
z8SZAnsb7$koRYE{Ro7?@mJhC+Pv+4a3`m!Y39I*Jsn8P`fNgywY*O|Di*ypxrAy&V
zw6sxD0L@dn#cNpdor5IX2vA?tgn4#OPEJWKu8_W&2XkwlS<2DKjYDv|X7Dzq8G%7T
z&^_zUq*gcQFTgg7K#URJ=B@c9yXp@50yB{sMtJY7<yK+m@a<1vF;;Bp=W5>c2HU0z
zPtRiv^mx`%nXX)k@tyvDwjlORVaU#&jK%je1dqfjo;jNzj509Xy@J5Vf_7k7R_eXE
z5KaO{74v)EsSyzoQnuYU2+qRx{VnP$DnA*LUvE-2eR|qo9#4O1E;hYNJufe>bM?YH
z-?5}B5f~0RRU@VZ_PQGrgQ&yv+Lqf_-GKVr;AX=KY6F?;b0?T8>m=7|`Y@)4yMy&f
zV{~Dq4r3C8QBm9OFAb!y`|Iz^$#2>9<;4BrK{NkkZxe7FZ>$Kueuy$EN0Jcwh3-Zy
zQms4Vk^sVmA33Z)Bo%h2rU77C&Rc-D;MoL}wn5`Zd`n*qLp;N@fx!TwxYVYLC%i7&
z8p%)j@@i>kZg@h1z1r)y1U~IWDt~`}8;>T-+Ra{-;13^qa#H;gyrm#RtatB1`%18w
z0f4;W&H2$3p9Ou9Jvjz!e>+z{HS@!&>Er?_>6B}DTk2`w_f)yqz)Zf^bW9v@71s1(
z%(^#q#SR=l8E!Q!Ow=D5?zx~zyM#hxhDpW_0b1ZAQn9)=QJ?DKc4|UU6yoH_w%O`A
zWpjlm2=)j3SUG@Q!%X6m%FQPY!09&Nf4FDHwahQa4-T6qR;Np5KEDHr4?lUHfSLBk
z6Jr3FZfe=VGjp~*77Ei%B<6L5ECXi;d*HH$^KzUUnW2q)4dWx|B|4P>%R3xHuoH4&
z!4{Tmzp+gMAjxtZ4Ho*R*{4Ob&c}1iwNK5M;k1AZ%{%e!dCL4jq~SL=XMv4U%Tq2o
zNQ2@AVKXeIR=jWuLfc7e4IHLDR(CVV9^SwBtfyXN=ogyGF}J>&-Uj%1s9bDEh|9)Y
z%c!XN*SBYBka8tcf9TJ>IZch`q^Kw2ph<r88%v17Ias3d0vXQa_Qo=PTKOHvxW4AY
zSHQ*c2W80`*l#=^&$V!1zS};T=kxCZHhwmAx<Uh8*dWKbZ(YDB0ooL+Y5?biZ#*ow
zjQ@;nIeWG<O1rA6h~$)XgwW-BYh}$FH|PL_>Wiey1e>fNN!XfZA%E|VwfYN85>COL
z4LV*8Z{j#z=co|ZxOdyQ3dKNNSpk<+HhwQ&If0E9WmuX`JdFSmrgJqx;a`RuTt(K(
z83evQMy%};u+=b#euHfZA2jt=tE;Q?nhK<UA+zxMXPjv258%3)Zr7K+2&Df@fS&Co
z99xk{AM@!8jJd!~&&4olx#9H*y#Z^Q&PzIyVev6iHl2*Xs2O-G5WyaV>Ly~({9%^z
zGQdy$sptN&R)1KKp%6BQx8W2`eDdqv*^x=(Bg>C3Uu47hr*a#K$0@IX00a(CgKaav
z9jj9cbU@Sl*F^wj#JxIpqC*+0_b0Lx$DU+)bX48^2CQIFm+qKgT#IE{#QcQ5x^zj|
zBp*I}bIN(w<h|!_Yd^>M$s0ECJA${I*JoOB2Z#IfGI|$JH-9P+5fBhS5;g#+&M1Sr
zBS>=2v7NhOG<|c^l^~te?lTk<A8!}vsG8`q>INKSlhf1F%bvAf=2{rWxFLw!KSFQR
zF6ASTd0(B9Qlz|%w2QFi3uDz4F+3*rV`gQx;R7P|6QP2GEEKPLe{`rX4;H2pZ+?zn
z6!iJy1OgZ9Z#?ra$XuVJpxgLcClGKenSD2(*m#`HiC>hlmQoQ+7!184tPLKEoLDE>
zOS!B}2r+qCxhoO)d*YX7S|jzkA<f|Cwbq(x{?1B*Tfb#Y3bEVltbpT1U?<%`Tg`88
zMU?A?a0UoqX&{o9WDg}i$pkkwtF(IQNli@+lIW2rWM_d&^Z`z!P;mX5T7t*NeHPpc
zgcZT#61T>+?BGJJ7^FU@?tB^Xc?$RIiZ7qS8V#~v1$Mp;tABp~)O-IFrzGHLFyT4R
z1g@Qeul@Qch@5&^I@*RCCG9*v?~A|pEVVzrBq;MxxarvoX@iA-8G=~OM2GM-26(2~
zWS{%y+|kmVWcN{=usI91IX3}umVWZS^~w_X#xO15+Rfu&{|I(m*WQ?N9jB&y5ocjF
z=lD5Zd>tIiK!hM=zq;ez&TkM8VN+iNamy!Yq7urVs@dAdi6n95bWe}hdY_|`!v<xt
zeP_E$vEKEIpQR)IRy;QpT{do(Fs#oG>YK?QFS5_XTU@g~L$XQrwf0rMF!)S9>MBUc
zoZa>BfAV}{GIU0i=JVWg`&pGK37E+olKWIM-vE}1=2qNdz0H;1f-FC-Q3O74Vk{LY
zG(Xr%g~6qxkV$+w##JvUR=b8%Hulbcvce%mGV(gOd1;~;#94yBdIE=-r=(>5!jIU~
z17JUORZN6dihv|&HIw;x!6M7ypP=%n5W{zE{b;^74>ZNHdrvsD)tJ{#y}OQdizH)f
z^OIwbi%&s8v?d253!E4CLX37a&NwUyE}k(pX*@?2k+<+X&TV>fs7KQJqy5H)W_Qq8
zar}$pI$|kRBI13sx$<kq;;`z3o)wB#Ly4ez?t-6_jc@eKRkh#u_!L3r1#XXaNYwnG
zmf3g0`MID%$*v_ej;{~`<uqi16G1qUgH1nAixsTtSx{>^w9rEN=xl8|lk8AtcG)KZ
ztX8rb%Iw$}K%qxBpES)X-XSEZO*a<$i=P*Qjq+;fi@zk9-4e0m8xx!7=hvquYS=eV
zb~pw8M}V@OvXqyTQc{<|x#<}zz}Kgx#((Wi6Dhgb$M$JV7yoU<i{lhxK|8NT__Swb
zc4i`d_O9@nA`eMx{y5SBX-_iCKjk@TmuQ1M&VSnnD=avG#jXitCu2@&voyXW4(OxY
zyj|if46RY7f|pnSF-#dWKPZT^sGEBuuDvX3BTkugU3<~F)$fqxQ47q3tKiz-zuSVO
zY*j>Cb8ZAyIQv|(C5Xk(78M^QD23Od;(1TT=kAIqr+D();5>!rM`?`&GA^kGHUKXt
z!zo!%IsEv<1k){`xSyOi^4!m~<D8@*XMfFae)BNHpuw7WVOV|q?8C{I<fPyLIG%pI
zE~*Yb(UdW9c|^7jky5&M=dZoM_3Mb$EksnQ>kPQ_Y*e@Vyn1Tt7(Zx1&gqDPrT&M0
zT>bnkQ6Na@0Ia&l3k|8TDz>@uk}7$yr^<11DKh?bM9GdCM}F8wqwu(7LMpYkm^(RP
zHTodswOPb$DgQP8(mFV1%@c}f3PL>BETnTgi#<2235XpNee`ofLY+A7{;5wO13R$<
z{KmeH=vBMJxo&W`faQa-P%XNBRjydo?p`jZ(>NR%zhK}wnBN9K!4~-rmqR7gV|h$A
zfib&*wi+<!h5>HWox*ro8~Kp?>n*qQp%n!uyiZp0XtNH{-sbmL>2THF@WvwV+K<!5
zcVm|=g~B%CMAHFLBum)HW@~vEw>!Z0^s317tFHrS;x+Hu*e`-uku*$~v_+2PEX+Q;
zi#fQ{l2G*X;^6ObgD2-6ofQ0b`jbs?M7-SwNcxJcH{+(IvK4XfFWokP_EStq)`83k
zH{mb%=iABjIb!KqRka(>{OTtE5G)SHX<chL4q`KaF)qk9OzE`+8+{C(#!*jnpl(=`
zo(1&m*Oa()G9J~Tke6q0e}Plr+ezo6#tV4)^2p$X{4>l)8u#GUtL7t3Sn%@y{g1v<
z`Mtj0R?BTvmfQW4O+6{j+Zd#zGr^#D04F*EBsAz3fIr;%*KYz6ORjThF^>Cxe!oBi
zV>+Y8dH;hA78?)pK!*Ov@PMbexmf}DzV(4zyD&5~v~-I_(p|MLo8<4keI;ER|Kr&H
z?)dj1Yr**EY$a+O>3mlOvmVl3X6<;5{lNC(4%OX+6VB`|iZ5gn<lokDFb+jqw|zew
z`L>lOlCi~a1FeVM#Qq@cS^wCU9w+V%l%?QmapkxTMzzC&y}CmtQ0DDI$3cT<A{F$^
zUL}<QgJ@ejyAK!)M%_~B>F&<P{19LPPOJl&_5A~KPiZC-bR#nR`l}NJQj@L=*=iz<
z%9nUy#x*bb+uGVJhKkIAIRHIqVtfR-*LRR`NSGw525F?ks)p5jZ#y83s|0EtCmUWr
z(bBps>Nx(~!`IHv?)i9)IH|_}@W36G!6q!>McQ?HK2awn|B-<XoI4?leL2nG_F;av
zLm=JPcQ=*6IBLNPFs_Pid(y=`R*h?X_e7{<X{cGGRYk2hd3nQ*ojA4s>)^!c3y*={
zD1h_dr4rfL*!T$?@SJ~5Hi`ktoN=v}FeN3W#MoeW_eDB7I)3Nr?*<rGyU}V7-dcBH
zY5c^@EcH~v2Vl~a)wds+AZXq3K3>oUJrD;>)T$GdE<$y5qWr?9r>DzkMDnV@sq|-S
z1^OJ1M$!9=Lm&s&B>+IZ#jsUp2RL=f!Qt>6s`vwY2H(q10nLY(O1sdko*C@kU~s3J
zKtgN*e8~ahBkEnMNnSyL`lA8R3CP?Q5)t`PU{XB|l3eG7?ld$ZqO%Y8z=gOpU>9pk
znD`oa4nJ_;d+Rxd+5YlUinOmpfpOJkVPWA#16^HRYJXM;1Viq~J?Jz7hl<3?zKlnX
z#{Za|`sIt0`Oe8(7CrH})wvVc9iCxbo_G7_k}#udz}xw@WN+EIbLZu~++sQ%pbM0(
zr?;%>TylD|HL$pxWM^Jkw_3%=cbETsn@S<z&4{nUVu5z}gYA&AD#-x$50v!c_sQtT
z?eVa71a@%bfn9q4@^$|w0(&uAb01u}cw(Y*GVluV%z{}y&F?iNUuOXCv^K2y@uA}1
zpUUm~jspj0E=$S!&NNcBE!(cgz;IU`nC}&qs|G&<?$Vj%mz{sN<7N8pi}uyubZq<N
z?f0Gjc<r<Qe7m<MW@T?~=)IS;sVJxc_Im2;{?EVaQ}gG?#^_Q;h8K3T^%)r^T%M*M
zKd-EBo<*S&ug!Ab+0)itzbSn3+(-LQ$L06lxBj4=#l&#I_@6T~$imk}YSL<V_tjd*
z0k<Yy&bxTz#l^*!9|P}^-z}3Ld%5_`48y&DwgEGR9yn9%`Sj^iN$<HofBxuQ=Y6|k
z#|{hIc{Y`sF5dw5RTr&Wr}tLM*DUH)C$QFEc3eMx-<K7@&CCDmL31=kaY7~Awrp9l
z@Y#;S$8}Y;uCA_DwSR%zP%mD%aG}gDQrYC@N?;xQePi0$SsFSzZ!T7EEnB80?Zn9N
zp?c#n;6UAfU}`?oxoXv_8^Fy}BBG+M!2EP8ch(!H`*-fhOjh^rd-dv-oPGMeJ(Vx@
zzJt<+G4LYq32d8y#ds$$dw)Mw&dBiK`UT*i;Q{*~U~ZXXUvKB-<+W(vKD(^!?8{%h
zfazCud*0oyrlux2du8D1?Rqgg1b_-J-nb!gykEW_*cEXL4h~*l1DwpMn_FKC+=}{J
ze+_VmnSo(KaS7-OU<QVnkU2L7Bgi&%h7`!HQVb^`w<R-7u!PK4DHKD-tsS003i*aJ
jkb&nxXn@PLKb-SU&JC6PAOy^3z$?XE{an^LB{Ts5P{8l6

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/greenfinch_classification.json b/modelling/data/abingdon-all/resident/greenfinch_classification.json
new file mode 100644
index 0000000..178909b
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greenfinch_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Greenfinch",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "minimal",
+    "year_end_component": "weak",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "minimal_autumn_component",
+      "weak_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.6462342810924729,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.20198254429648033,
+    "target_amplitude": 0.6462342810924729,
+    "baseline_to_peak_ratio": 0.0541599246960897,
+    "autumn_to_winter_weight_ratio": 0.03756708407871199,
+    "year_end_to_winter_weight_ratio": 0.2504472271914132,
+    "decay_to_growth_ratio": 2.1115751789976134,
+    "monthly_target": {
+      "January": 0.16596442518928473,
+      "February": 0.22399949025723245,
+      "March": 0.5863931062878311,
+      "April": 0.6462342810924729,
+      "May": 0.27340366791625514,
+      "June": 0.16896843653136892,
+      "July": 0.1125556666412539,
+      "August": 0.0,
+      "September": 0.0,
+      "October": 0.024796698449594905,
+      "November": 0.05559680373508381,
+      "December": 0.16587795545738593
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.142,
+    "GROWTH_RATE": 1.676,
+    "DECAY_RATE": 3.539,
+    "SUMMER_DECAY_BOOST": 4.687,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.398,
+    "PRE_SUMMER_DECAY_END": 6.92,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.764,
+    "SPRING_CARRYOVER_WEIGHT": 0.13,
+    "SPRING_CARRYOVER_END": 7.02,
+    "SPRING_CARRYOVER_SHARPNESS": 19.58,
+    "BASELINE": 0.035,
+    "WINTER_WEIGHT": 0.559,
+    "AUTUMN_WEIGHT": 0.021,
+    "WINTER_PEAK": 3.56,
+    "AUTUMN_PEAK": 10.98,
+    "AUTUMN_ONSET": 10.055,
+    "AUTUMN_GATE_SHARPNESS": 7.448,
+    "WINTER_WIDTH": 11.503,
+    "WINTER_RISE_WIDTH": 13.1,
+    "WINTER_FALL_WIDTH": 11.264,
+    "AUTUMN_WIDTH": 6.926,
+    "AUTUMN_RISE_WIDTH": 8.318,
+    "AUTUMN_FALL_WIDTH": 7.255,
+    "SUMMER_DIP": 0.1,
+    "SUMMER_LOW": 8.51,
+    "SUMMER_ONSET": 6.23,
+    "SUMMER_GATE_SHARPNESS": 4.848,
+    "SUMMER_DECAY_ONSET": 7.12,
+    "SUMMER_DECAY_GATE_SHARPNESS": 16.084,
+    "SUMMER_WIDTH": 31.914,
+    "SUMMER_RISE_WIDTH": 51.931,
+    "SUMMER_FALL_WIDTH": 12.138,
+    "SCALE": 1.106,
+    "YEAR_END_WEIGHT": 0.14,
+    "YEAR_END_PEAK": 12.122,
+    "YEAR_END_WIDTH": 86.695,
+    "YEAR_END_RISE_WIDTH": 163.925,
+    "YEAR_END_FALL_WIDTH": 9.023
+  },
+  "fit": {
+    "score": 0.389
+  },
+  "warnings": [],
+  "summary": "Greenfinch is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates weak baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/greenfinch_consensus.json b/modelling/data/abingdon-all/resident/greenfinch_consensus.json
new file mode 100644
index 0000000..3ef16f4
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greenfinch_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.389",
+  "INITIAL_Y": "0.142",
+  "GROWTH_RATE": "1.676",
+  "DECAY_RATE": "3.539",
+  "SUMMER_DECAY_BOOST": "4.687",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.398",
+  "PRE_SUMMER_DECAY_END": "6.92",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.764",
+  "SPRING_CARRYOVER_WEIGHT": "0.13",
+  "SPRING_CARRYOVER_END": "7.02",
+  "SPRING_CARRYOVER_SHARPNESS": "19.58",
+  "BASELINE": "0.035",
+  "WINTER_WEIGHT": "0.559",
+  "AUTUMN_WEIGHT": "0.021",
+  "WINTER_PEAK": "3.56",
+  "AUTUMN_PEAK": "10.98",
+  "AUTUMN_ONSET": "10.055",
+  "AUTUMN_GATE_SHARPNESS": "7.448",
+  "WINTER_WIDTH": "11.503",
+  "WINTER_RISE_WIDTH": "13.1",
+  "WINTER_FALL_WIDTH": "11.264",
+  "AUTUMN_WIDTH": "6.926",
+  "AUTUMN_RISE_WIDTH": "8.318",
+  "AUTUMN_FALL_WIDTH": "7.255",
+  "SUMMER_DIP": "0.1",
+  "SUMMER_LOW": "8.51",
+  "SUMMER_ONSET": "6.23",
+  "SUMMER_GATE_SHARPNESS": "4.848",
+  "SUMMER_DECAY_ONSET": "7.12",
+  "SUMMER_DECAY_GATE_SHARPNESS": "16.084",
+  "SUMMER_WIDTH": "31.914",
+  "SUMMER_RISE_WIDTH": "51.931",
+  "SUMMER_FALL_WIDTH": "12.138",
+  "SCALE": "1.106",
+  "YEAR_END_WEIGHT": "0.14",
+  "YEAR_END_PEAK": "12.122",
+  "YEAR_END_WIDTH": "86.695",
+  "YEAR_END_RISE_WIDTH": "163.925",
+  "YEAR_END_FALL_WIDTH": "9.023",
+  "SPECIES": "Greenfinch"
+}
diff --git a/modelling/data/abingdon-all/resident/greenfinch_observed.csv b/modelling/data/abingdon-all/resident/greenfinch_observed.csv
new file mode 100644
index 0000000..c2c25dd
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greenfinch_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,7
+2,27
+3,39
+4,29
+5,34
+6,25
+7,10
+8,1
+9,1
+10,2
+11,1
+12,7
diff --git a/modelling/data/abingdon-all/resident/greenfinch_parameters.csv b/modelling/data/abingdon-all/resident/greenfinch_parameters.csv
new file mode 100644
index 0000000..18ca33f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greenfinch_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 09:59:12,greenfinch_observed.csv,2.021149560929253721222827712,0.274,1.391,0.132,4.381,0.061,6.64,3.23,0.062,7.61,20.363,0.02,0.538,0.015,2.51,11.89,9.47,8.329,11.431,6.266,16.596,2.781,0.985,4.577,0.219,6.63,5.45,7.052,7.19,7.477,27.566,35.581,19.551,1.645,0.174,12.268,49.480,89.354,9.606
+2026-05-21 09:59:12,greenfinch_observed.csv,0.3081532492775376477863827841,0.068,0.629,4.642,1.551,0.029,7.56,12.381,0.003,6.76,21.712,0.03,0.683,0.046,4.03,11.14,10.61,11.584,11.136,6.315,15.956,4.692,8.262,1.122,0.018,8.6,7.31,4.303,7.49,7.789,3.452,3.711,3.193,1.572,0.189,12.142,93.062,181.863,4.261
+2026-05-21 09:59:12,greenfinch_observed.csv,2.105926561192633821244440202,0.136,2.144,3.699,3.68,0.135,7.01,10.904,0.023,7.58,20.38,0.036,0.104,0.042,3.86,11.19,11.08,2.262,16.229,16.572,15.886,10.542,10.566,10.517,0.156,7.34,6.18,3.404,6.94,15.881,43.458,75.531,11.384,1.312,0.186,12.158,46.589,86.123,7.055
+2026-05-21 09:59:13,greenfinch_observed.csv,0.8725046285153389464787370092,0.191,2.424,5.044,3.756,0.878,7.23,7.577,0.184,7.37,14.185,0.021,0.572,0.033,2.79,10.61,11.21,2.127,10.251,13.141,7.361,3.726,2.741,4.712,0.052,8.82,7.45,4.091,7.58,21.242,14.356,24.856,3.856,1.616,0.336,12.138,97.143,187.112,7.174
+2026-05-21 09:59:13,greenfinch_observed.csv,1.342925904230097250381761569,0.408,0.872,0.912,3.78,0.353,6.78,14.985,0.133,6.52,18.134,0.033,0.414,0.048,4.41,11.78,11.49,7.147,5.634,3.754,7.513,5.626,0.609,10.644,0.011,6.52,6.14,1.947,6.97,16.937,39.447,66.334,12.56,1.104,0.261,12.087,49.872,90.25,9.493
+2026-05-21 09:59:13,greenfinch_observed.csv,1.313075623969806820918002573,0.398,3.595,0.552,0.758,0.452,6.85,13.055,0.189,7.56,13.417,0.087,0.351,0.042,3.12,11.01,10.89,2.498,13.462,12.059,14.866,8.598,10.236,6.961,0.153,7.0,5.97,6.332,7.48,16.952,41.044,70.955,11.134,1.308,0.261,12.024,104.446,202.363,6.53
+2026-05-21 09:59:14,greenfinch_observed.csv,0.3352358714765904231151651337,0.012,1.994,0.896,7.603,0.579,6.61,3.744,0.043,6.74,7.757,0.019,0.125,0.041,4.44,10.84,9.71,7.647,11.066,17.452,4.68,5.064,6.709,3.419,0.143,8.85,5.49,4.133,6.66,15.664,1.606,2.761,0.452,1.197,0.041,12.082,61.012,107.171,14.852
+2026-05-21 09:59:14,greenfinch_observed.csv,1.233819623545062556188509340,0.156,2.149,2.924,0.241,0.684,6.66,5.707,0.203,6.7,18.877,0.042,0.364,0.021,2.69,1.41,10.42,3.102,13.137,15.031,11.243,7.534,8.365,6.702,0.243,7.49,6.49,1.704,6.66,8.249,42.358,66.809,17.907,1.663,0.024,12.293,66.631,119.993,13.269
+2026-05-21 09:59:14,greenfinch_observed.csv,0.1339388589203009087344550865,0.016,3.745,1.997,2.023,0.272,7.31,6.677,0.17,6.93,19.044,0.036,0.49,0.035,3.48,11.98,9.53,11.058,7.592,12.884,2.299,9.821,7.731,11.911,0.006,7.92,7.37,2.359,7.17,17.316,47.578,76.529,18.626,0.849,0.051,12.017,96.630,186.541,6.718
+2026-05-21 09:59:15,greenfinch_observed.csv,6.187198630215579603148977229,0.398,2.87,0.906,5.059,0.552,7.27,3.688,0.037,7.32,23.807,0.033,0.094,0.032,3.85,11.09,10.54,9.584,8.635,5.804,11.466,2.762,0.662,4.863,0.147,7.39,7.14,5.79,6.99,13.443,31.882,50.199,13.566,1.742,0.104,12.221,102.592,200.647,4.536
+2026-05-21 09:59:15,greenfinch_observed.csv,0.6923152037883736128696491405,0.223,0.864,3.529,1.656,0.513,7.13,6.731,0.179,7.19,11.068,0.069,0.375,0.029,1.67,1.01,10.38,2.006,16.652,18.792,14.511,6.162,10.444,1.881,0.04,7.46,5.18,5.063,7.15,22.885,20.303,24.32,16.286,0.837,0.153,12.159,53.406,93.214,13.599
+2026-05-21 09:59:15,greenfinch_observed.csv,0.3820317466158546303368243403,0.121,1.777,5.512,3.724,0.546,6.73,11.994,0.15,6.93,26.626,0.048,0.162,0.0,3.75,11.04,9.93,5.767,8.540,7.661,9.42,8.368,12.264,4.473,0.086,7.02,6.49,5.953,6.83,11.889,42.556,77.18,7.932,0.822,0.152,12.062,82.349,158.384,6.314
+2026-05-21 09:59:15,greenfinch_observed.csv,0.4272141850120380133491493978,0.11,0.525,2.965,7.964,0.317,7.53,15.227,0.1,7.48,18.993,0.017,0.539,0.016,2.13,10.6,9.28,9.66,1.704,2.513,0.894,4.418,3.945,4.892,0.16,9.39,6.22,1.024,7.4,17.225,11.546,8.088,15.005,1.068,0.048,12.084,121.231,231.604,10.858
+2026-05-21 09:59:16,greenfinch_observed.csv,0.1999365720446685639509406895,0.045,0.409,3.553,4.802,0.006,6.5,9.573,0.115,7.29,22.414,0.042,0.559,0.01,1.88,1.35,9.47,2.316,9.576,17.746,1.405,4.970,2.469,7.471,0.057,7.18,6.67,5.914,7.03,14.508,38.848,70.208,7.487,1.149,0.346,12.057,111.869,217.123,6.615
+2026-05-21 09:59:16,greenfinch_observed.csv,3.097081293168702761274830373,0.385,1.577,4.44,2.367,0.581,6.57,13.654,0.138,6.5,27.563,0.071,0.414,0.027,3.62,11.95,9.32,7.621,11.269,5.446,17.092,4.593,0.928,8.258,0.102,6.79,7.33,2.957,6.99,11.372,33.373,59.456,7.29,1.794,0.182,12.127,71.471,134.817,8.125
+2026-05-21 09:59:16,greenfinch_observed.csv,2.271637126412771337044849624,0.432,0.552,3.866,0.398,0.702,6.42,10.841,0.113,6.56,19.651,0.017,0.734,0.034,3.93,11.01,9.59,9.406,11.358,11.794,10.923,3.050,4.984,1.116,0.04,9.4,5.71,1.837,6.71,22.887,41.692,72.84,10.543,1.703,0.223,12.216,74.632,142.391,6.874
+2026-05-21 09:59:17,greenfinch_observed.csv,0.8466759896646317084944445194,0.309,0.541,0.368,0.996,0.191,7.13,6.118,0.117,7.21,7.974,0.078,0.617,0.014,3.1,11.02,10.58,8.444,16.714,14.136,19.292,6.764,5.65,7.877,0.231,6.57,6.33,7.377,7.39,16.445,22.088,36.807,7.368,1.452,0.069,12.044,113.944,219.596,8.291
+2026-05-21 09:59:17,greenfinch_observed.csv,1.415909390126144941795901777,0.197,1.974,4.033,3.893,0.6,6.68,11.115,0.102,6.69,27.221,0.054,0.579,0.034,2.63,10.68,10.67,4.158,12.674,9.879,15.468,5.154,0.542,9.766,0.029,9.19,7.36,4.166,7.48,9.057,34.075,63.404,4.746,1.789,0.206,12.096,126.063,237.912,14.214
+2026-05-21 09:59:17,greenfinch_observed.csv,0.8264259689766769914579869722,0.086,0.867,1.797,7.665,0.191,7.01,10.485,0.045,6.58,18.279,0.069,0.192,0.04,2.61,12.0,10.65,9.433,4.879,1.805,7.953,6.692,3.267,10.117,0.111,7.93,6.15,2.734,7.25,13.023,27.070,50.231,3.908,0.832,0.189,12.213,120.352,228.481,12.223
+2026-05-21 09:59:18,greenfinch_observed.csv,6.126929934572577950359013099,0.361,3.921,4.216,4.741,0.037,6.6,6.23,0.087,6.94,15.88,0.023,0.35,0.036,2.88,1.48,10.25,8.865,7.836,0.806,14.865,8.876,11.358,6.393,0.041,8.85,7.19,1.497,6.7,18.104,17.246,29.535,4.957,1.686,0.341,12.172,120.677,232.882,8.472
+2026-05-21 09:59:18,greenfinch_observed.csv,3.135301982892864978554103235,0.178,2.845,1.545,2.525,0.703,6.49,11.841,0.118,7.02,8.536,0.003,0.216,0.025,3.37,1.02,9.56,6.116,9.681,16.64,2.722,6.556,2.404,10.708,0.083,7.3,7.32,2.463,7.55,23.943,11.382,10.353,12.411,1.739,0.328,12.179,120.614,229.682,11.547
+2026-05-21 09:59:18,greenfinch_observed.csv,5.062410641908958151185992890,0.364,2.751,0.552,5.573,0.259,6.89,6.816,0.051,7.21,21.906,0.086,0.16,0.026,1.75,10.89,10.47,5.347,15.806,19.513,12.1,5.898,7.445,4.35,0.111,8.55,5.02,7.899,6.69,12.308,27.238,41.02,13.455,1.262,0.233,12.217,123.532,239.748,7.315
+2026-05-21 09:59:19,greenfinch_observed.csv,3.432418762804344271723527333,0.209,0.554,2.962,7.901,0.198,6.58,6.773,0.119,7.02,14.545,0.042,0.18,0.03,3.52,1.47,10.34,4.199,13.257,8.046,18.468,6.792,13.043,0.541,0.046,7.67,5.83,7.723,6.63,17.001,16.859,21.627,12.091,1.516,0.297,12.244,56.484,103.0,9.967
+2026-05-21 09:59:19,greenfinch_observed.csv,1.172759760576274951327868975,0.23,1.209,3.635,2.213,0.628,7.56,12.76,0.029,6.65,24.981,0.077,0.702,0.011,2.47,10.95,9.83,9.643,17.932,19.482,16.381,6.376,11.081,1.671,0.116,9.43,6.72,6.095,6.71,17.014,25.886,47.033,4.738,1.68,0.226,12.253,97.618,184.065,11.172
+2026-05-21 09:59:19,greenfinch_observed.csv,1.802667268159102053766045769,0.164,1.571,0.54,2.578,0.591,6.37,9.915,0.031,6.88,24.724,0.035,0.051,0.003,3.64,1.25,10.58,9.524,0.723,0.737,0.709,12.440,11.779,13.1,0.188,7.18,7.39,2.363,7.09,15.713,39.572,66.374,12.771,0.839,0.105,12.2,65.260,118.683,11.837
+2026-05-21 09:59:20,greenfinch_observed.csv,3.557581142751484042009321458,0.175,2.862,2.367,4.853,0.634,7.29,5.294,0.112,6.87,7.312,0.064,0.234,0.033,2.64,11.83,9.66,11.785,6.672,6.563,6.781,3.724,0.621,6.826,0.16,8.49,6.02,1.635,6.8,6.43,9.744,14.074,5.413,1.501,0.289,12.136,90.351,167.607,13.095
+2026-05-21 09:59:20,greenfinch_observed.csv,0.7393645334894840326492333908,0.354,2.459,0.946,2.979,0.131,7.35,5.17,0.213,6.71,12.086,0.076,0.738,0.021,3.72,10.84,11.02,10.394,5.269,6.353,4.185,4.504,3.725,5.283,0.202,6.73,6.63,6.34,6.94,14.18,18.544,22.345,14.744,1.601,0.253,12.121,102.942,200.238,5.647
+2026-05-21 09:59:20,greenfinch_observed.csv,7.795230707191026363256184742,0.421,2.518,3.22,1.69,0.74,6.31,3.802,0.081,7.24,11.302,0.075,0.325,0.021,1.78,11.65,10.09,10.334,9.962,14.571,5.352,7.081,13.367,0.795,0.063,7.6,6.03,7.944,7.05,19.847,31.744,46.965,16.524,1.721,0.155,12.271,93.159,173.71,12.608
+2026-05-21 09:59:21,greenfinch_observed.csv,2.333341161548847701454117249,0.516,3.529,3.364,6.147,0.032,7.68,10.058,0.181,6.52,12.327,0.016,0.31,0.012,3.0,11.61,10.84,7.521,2.404,2.464,2.344,8.306,4.049,12.563,0.186,7.98,6.63,5.152,7.56,18.077,3.026,2.574,3.478,1.087,0.158,12.037,65.125,122.07,8.18
+2026-05-21 09:59:21,greenfinch_observed.csv,0.5138616127597342377804829081,0.172,0.366,3.525,6.342,0.411,6.45,13.454,0.13,7.02,18.773,0.064,0.366,0.017,3.01,1.27,10.49,5.4,13.633,16.924,10.342,11.806,13.515,10.098,0.089,6.64,5.07,7.228,7.41,18.824,32.944,54.332,11.555,1.061,0.142,12.029,48.306,81.392,15.219
+2026-05-21 09:59:21,greenfinch_observed.csv,0.2970242445627186397112868876,0.249,0.975,5.387,7.6,0.945,7.36,4.157,0.21,6.85,21.644,0.006,0.601,0.023,3.8,11.94,10.54,9.282,12.317,9.906,14.728,11.475,9.49,13.46,0.219,8.19,5.66,7.073,7.43,15.42,9.328,6.363,12.294,1.119,0.028,12.178,100.602,185.739,15.466
+2026-05-21 09:59:21,greenfinch_observed.csv,0.3586521878370162530253500049,0.029,1.949,4.849,5.822,0.265,6.54,14.582,0.006,6.61,20.343,0.035,0.566,0.002,3.75,1.32,11.35,11.863,11.956,12.742,11.171,6.178,1.885,10.471,0.199,8.9,6.78,6.184,7.09,22.468,37.478,58.538,16.417,1.019,0.044,12.117,115.033,225.037,5.029
+2026-05-21 09:59:22,greenfinch_observed.csv,1.243731824670578699869778654,0.241,0.774,2.249,7.783,0.008,7.11,4.942,0.149,7.04,9.274,0.048,0.253,0.02,3.52,10.84,9.82,6.135,19.480,19.976,18.984,7.160,9.735,4.585,0.041,9.13,6.78,1.442,6.79,18.283,14.857,12.201,17.513,1.19,0.159,12.136,67.088,119.358,14.818
+2026-05-21 09:59:22,greenfinch_observed.csv,0.5887711470568527949376114580,0.069,2.53,1.944,4.007,0.095,7.72,5.271,0.101,7.53,19.416,0.082,0.417,0.021,3.47,11.99,9.4,6.065,9.866,13.714,6.018,5.450,6.012,4.888,0.09,7.07,5.82,2.963,6.88,11.422,20.652,35.644,5.661,1.661,0.068,12.104,88.046,160.975,15.117
+2026-05-21 09:59:22,greenfinch_observed.csv,1.293834999950211457411257653,0.192,3.742,3.937,6.492,0.629,7.38,11.437,0.216,6.72,22.764,0.007,0.314,0.019,1.91,11.34,10.69,4.158,4.492,4.222,4.761,6.541,4.939,8.143,0.167,6.53,7.31,2.875,6.62,13.622,25.353,39.231,11.475,0.856,0.214,12.089,78.031,151.409,4.653
+2026-05-21 09:59:23,greenfinch_observed.csv,2.164361124890149036254512605,0.274,1.416,4.812,1.028,0.356,6.46,9.17,0.195,6.91,8.921,0.046,0.305,0.019,3.83,11.86,10.94,2.92,7.161,5.43,8.892,4.795,2.093,7.497,0.189,8.17,6.97,5.313,6.91,18.914,21.634,32.818,10.451,1.776,0.022,12.159,62.194,117.992,6.395
+2026-05-21 09:59:23,greenfinch_observed.csv,1.194195554572969249581270410,0.15,1.365,0.558,5.222,0.804,6.73,5.675,0.069,6.82,10.151,0.069,0.041,0.024,3.9,10.98,11.01,5.874,4.428,7.523,1.334,11.451,11.436,11.466,0.054,6.87,6.79,3.376,7.58,6.067,10.786,2.766,18.806,0.839,0.123,12.032,47.532,84.987,10.076
+2026-05-21 09:59:23,greenfinch_observed.csv,5.124628323901440099321106416,0.469,3.49,5.969,1.396,0.93,6.26,10.263,0.039,7.23,10.415,0.009,0.471,0.024,3.51,10.69,10.67,2.101,10.951,4.63,17.272,6.435,3.171,9.699,0.103,8.39,7.14,2.715,7.53,7.285,17.746,25.817,9.674,1.776,0.059,12.129,65.320,115.106,15.535
+2026-05-21 09:59:24,greenfinch_observed.csv,2.067262221435510820491905094,0.353,1.446,3.141,2.571,0.635,6.94,12.488,0.207,6.66,19.809,0.063,0.072,0.049,4.49,10.69,9.27,9.791,8.296,2.471,14.121,4.538,4.277,4.800,0.041,8.58,7.1,7.63,7.58,8.595,3.463,3.654,3.272,0.941,0.18,12.266,50.734,92.177,9.291
+2026-05-21 09:59:24,greenfinch_observed.csv,0.4553084933770647607189423969,0.308,2.635,2.065,6.911,0.172,6.74,5.826,0.11,7.23,7.197,0.009,0.345,0.004,3.68,1.01,10.98,7.678,13.356,14.786,11.925,8.582,13.09,4.073,0.22,7.44,5.23,2.411,7.48,16.04,27.090,44.397,9.783,0.9,0.202,12.104,63.356,115.415,11.298
+2026-05-21 09:59:24,greenfinch_observed.csv,1.279514248902726172258231943,0.243,2.032,5.447,3.015,0.35,7.37,3.764,0.11,6.99,9.129,0.055,0.503,0.044,3.18,11.37,10.04,5.587,8.118,13.154,3.082,9.378,7.279,11.476,0.073,6.81,5.65,5.28,6.82,9.53,39.450,78.461,0.44,1.794,0.305,12.013,91.534,177.372,5.697
+2026-05-21 09:59:25,greenfinch_observed.csv,2.730913118387988834759896209,0.254,0.962,4.847,5.49,0.323,7.36,11.232,0.098,7.58,8.94,0.073,0.172,0.011,2.23,11.47,10.43,9.613,2.951,1.02,4.882,12.530,11.72,13.341,0.031,7.51,6.9,2.133,6.73,10.185,37.870,59.335,16.405,1.052,0.195,12.117,73.046,132.181,13.912
+2026-05-21 09:59:25,greenfinch_observed.csv,1.427215112141866787735461913,0.317,0.809,4.259,5.68,0.291,6.32,5.037,0.16,6.69,24.205,0.015,0.004,0.028,1.94,1.15,11.36,2.685,6.770,3.666,9.874,4.623,0.906,8.34,0.245,7.72,6.42,4.864,7.13,7.643,34.506,52.657,16.354,1.037,0.257,12.239,70.348,128.862,11.834
+2026-05-21 09:59:25,greenfinch_observed.csv,0.7967167212884703790992568846,0.002,0.905,3.02,7.999,0.355,6.75,5.392,0.218,7.62,9.207,0.017,0.053,0.001,2.68,11.59,10.33,6.374,5.690,2.31,9.07,11.516,12.764,10.267,0.21,7.98,6.13,3.375,7.56,22.72,33.973,52.192,15.754,1.471,0.148,12.19,107.305,205.656,8.954
+2026-05-21 09:59:26,greenfinch_observed.csv,0.6738602794372140137797718027,0.152,3.697,3.945,7.419,0.924,7.5,11.003,0.052,6.76,22.681,0.028,0.703,0.016,2.58,10.51,9.55,6.132,3.973,4.289,3.657,5.814,8.584,3.044,0.14,8.55,6.39,5.172,6.71,18.131,42.638,69.301,15.975,0.991,0.227,12.237,97.174,185.717,8.632
+2026-05-21 09:59:26,greenfinch_observed.csv,3.348403212194493684386120710,0.133,3.808,4.994,7.15,0.887,6.41,9.586,0.118,7.0,9.281,0.089,0.278,0.029,2.23,10.75,10.31,7.36,5.989,5.745,6.233,8.592,13.716,3.467,0.081,7.78,6.75,2.465,7.04,18.388,35.977,53.845,18.109,1.469,0.026,12.243,122.826,230.103,15.548
+2026-05-21 09:59:26,greenfinch_observed.csv,1.367138323335622823864829249,0.308,0.581,4.015,5.76,0.357,7.41,13.174,0.193,6.59,10.55,0.043,0.127,0.015,2.95,11.59,10.65,10.783,8.858,8.143,9.574,9.691,7.532,11.85,0.054,8.79,7.33,7.252,6.84,18.561,18.790,23.494,14.086,0.933,0.048,12.187,91.818,168.021,15.616
+2026-05-21 09:59:26,greenfinch_observed.csv,1.205022070373818535874090468,0.4,0.608,3.722,4.603,0.139,6.34,13.129,0.1,7.57,15.608,0.025,0.232,0.044,3.39,11.38,11.22,11.444,5.519,6.088,4.95,8.070,10.651,5.489,0.156,7.26,5.23,1.162,7.15,13.79,17.190,22.848,11.531,1.217,0.158,12.126,88.364,166.954,9.775
+2026-05-21 09:59:27,greenfinch_observed.csv,3.232420724690268039200923052,0.152,1.384,0.974,2.154,0.016,7.44,8.176,0.177,7.04,16.198,0.033,0.204,0.045,1.96,11.8,11.42,5.976,18.328,16.978,19.679,9.338,8.849,9.826,0.202,9.23,5.94,6.931,7.5,8.412,13.984,8.559,19.408,1.606,0.151,12.225,125.940,239.712,12.169
+2026-05-21 09:59:27,greenfinch_observed.csv,3.398943356449920412118074731,0.423,0.407,0.54,5.988,0.079,7.59,15.568,0.094,6.8,11.699,0.078,0.562,0.02,2.2,11.28,9.83,3.431,9.504,14.286,4.722,7.468,10.34,4.597,0.186,7.75,5.43,4.467,7.06,16.396,27.484,42.905,12.062,1.526,0.159,12.107,74.878,135.365,14.392
+2026-05-21 09:59:27,greenfinch_observed.csv,0.3362160077820457033544611246,0.296,1.247,3.126,6.887,0.392,6.5,9.837,0.023,7.11,24.94,0.035,0.559,0.027,4.11,10.92,9.85,4.114,10.728,11.859,9.598,12.662,11.649,13.674,0.123,9.33,7.19,6.721,6.63,20.238,14.859,10.256,19.462,0.93,0.004,12.12,78.704,151.943,5.464
+2026-05-21 09:59:28,greenfinch_observed.csv,2.159407765312096244365740764,0.058,3.68,5.397,6.353,0.324,7.36,11.448,0.197,7.34,15.824,0.026,0.025,0.035,4.19,1.28,11.17,6.024,15.348,16.302,14.394,3.550,6.167,0.934,0.017,8.49,6.49,4.185,7.15,13.267,33.640,48.704,18.577,1.46,0.303,12.077,100.337,193.241,7.433
+2026-05-21 09:59:28,greenfinch_observed.csv,0.6401529166320486465960660125,0.056,1.945,0.557,2.763,0.406,7.67,8.354,0.088,7.14,26.436,0.002,0.482,0.048,3.4,11.3,10.93,6.449,18.574,17.147,20.000,8.048,9.646,6.45,0.102,9.15,6.2,7.656,7.19,10.606,17.024,29.012,5.036,1.661,0.266,12.211,106.332,205.513,7.152
+2026-05-21 09:59:28,greenfinch_observed.csv,0.5180362745299945002611513210,0.048,3.233,5.35,1.512,0.647,7.08,15.409,0.212,7.37,19.475,0.056,0.36,0.017,2.6,11.82,9.87,9.206,8.764,16.916,0.613,12.548,12.66,12.435,0.118,8.95,5.94,5.584,7.58,14.394,37.676,59.294,16.059,1.198,0.173,12.112,65.206,124.956,5.455
+2026-05-21 09:59:29,greenfinch_observed.csv,3.018056768310366573340661420,0.178,1.595,0.392,5.291,0.035,7.65,10.739,0.156,6.74,18.209,0.046,0.211,0.027,2.44,11.06,9.57,4.622,2.386,2.501,2.27,7.782,2.871,12.692,0.061,6.82,6.17,5.745,7.34,22.804,47.199,78.59,15.808,1.46,0.279,12.231,58.786,108.478,9.095
+2026-05-21 09:59:29,greenfinch_observed.csv,4.865209717207621315961077641,0.325,2.221,0.793,1.257,0.282,7.13,13.995,0.208,7.07,12.426,0.08,0.64,0.021,3.22,10.51,10.21,11.78,1.136,1.098,1.174,4.721,0.401,9.041,0.2,9.25,7.2,7.009,7.02,14.043,43.396,72.241,14.551,1.757,0.025,12.142,109.586,213.699,5.474
+2026-05-21 09:59:29,greenfinch_observed.csv,0.5375200918153458459161812525,0.071,0.521,4.583,7.963,0.568,6.44,5.49,0.037,7.2,15.714,0.029,0.639,0.044,2.37,11.58,10.72,6.249,13.087,18.714,7.46,6.841,2.613,11.069,0.076,9.21,5.02,4.437,7.39,11.01,39.256,66.168,12.345,1.681,0.138,12.037,97.875,187.201,8.549
+2026-05-21 09:59:30,greenfinch_observed.csv,3.561616639229024286300446963,0.293,1.874,2.446,2.7,0.674,7.02,12.891,0.128,7.17,13.053,0.022,0.306,0.011,2.56,10.69,9.48,7.695,13.732,14.058,13.407,9.034,12.852,5.216,0.236,9.41,6.69,5.115,7.1,17.327,8.650,13.943,3.357,1.799,0.125,12.084,72.523,135.391,9.655
+2026-05-21 09:59:30,greenfinch_observed.csv,1.380697565796888446307723085,0.446,3.788,2.598,2.359,0.434,6.56,15.81,0.11,6.61,11.182,0.064,0.078,0.043,3.6,1.44,10.65,3.861,6.464,4.268,8.661,6.341,4.755,7.927,0.182,9.29,5.24,7.708,6.72,20.537,15.936,30.126,1.746,0.913,0.234,12.094,75.598,136.655,14.54
+2026-05-21 09:59:30,greenfinch_observed.csv,5.107650102705951343960504859,0.297,1.012,4.356,5.098,0.727,7.26,10.758,0.18,6.87,26.536,0.056,0.58,0.009,1.67,11.57,9.43,2.916,13.122,10.917,15.326,5.649,3.949,7.349,0.103,8.73,5.85,7.759,7.53,19.222,41.756,70.063,13.449,1.783,0.256,12.284,70.766,136.984,4.547
+2026-05-21 09:59:31,greenfinch_observed.csv,0.8034030987682277532912147246,0.5,3.413,3.985,6.035,0.365,7.08,3.089,0.164,7.25,18.385,0.044,0.623,0.044,3.71,11.86,10.64,3.489,16.086,15.296,16.877,7.564,9.506,5.621,0.128,8.58,5.67,4.699,7.33,11.94,40.106,78.213,1.999,1.491,0.098,12.266,55.420,104.055,6.784
+2026-05-21 09:59:31,greenfinch_observed.csv,1.267164530084171355278416247,0.047,3.829,0.525,6.42,0.437,6.74,9.981,0.027,7.49,25.262,0.074,0.545,0.01,2.42,10.89,9.27,7.673,13.247,12.644,13.85,8.773,5.583,11.963,0.169,6.82,5.22,4.902,6.79,9.629,6.080,3.551,8.61,1.467,0.299,12.101,58.330,101.136,15.525
+2026-05-21 09:59:31,greenfinch_observed.csv,0.9777776583112694659339364157,0.411,2.056,5.383,3.605,0.591,7.5,6.444,0.002,7.04,17.923,0.089,0.562,0.016,2.76,11.96,10.35,8.242,16.782,17.994,15.571,7.114,7.985,6.244,0.233,8.66,7.28,3.044,7.29,9.646,44.780,78.341,11.22,1.121,0.344,12.177,45.309,80.43,10.188
+2026-05-21 09:59:31,greenfinch_observed.csv,1.724008197005316833790862010,0.022,1.461,2.034,5.045,0.56,7.65,4.865,0.116,6.63,10.367,0.079,0.575,0.033,2.1,10.94,10.78,3.631,7.274,5.167,9.381,5.972,7.938,4.006,0.059,9.25,7.38,7.958,7.47,13.001,27.317,39.05,15.584,1.526,0.246,12.21,107.696,209.419,5.973
+2026-05-21 09:59:32,greenfinch_observed.csv,1.172636284154656897423227471,0.322,3.891,0.48,1.583,0.894,7.56,13.786,0.21,7.19,8.015,0.043,0.586,0.038,2.12,11.51,9.99,10.686,3.438,3.795,3.080,11.428,9.294,13.562,0.04,8.48,6.49,5.009,6.94,7.639,8.664,6.941,10.386,0.919,0.107,12.036,64.455,118.087,10.823
+2026-05-21 09:59:32,greenfinch_observed.csv,3.323332160907166805766712772,0.149,0.278,3.827,3.132,0.372,6.74,13.454,0.004,7.32,11.765,0.073,0.526,0.049,1.7,11.24,11.14,3.324,3.434,3.701,3.167,6.096,4.128,8.063,0.165,7.96,6.6,5.276,6.69,17.759,33.578,61.507,5.648,1.632,0.203,12.008,68.864,127.322,10.407
+2026-05-21 09:59:32,greenfinch_observed.csv,2.335653755528078453652595238,0.49,0.734,1.999,1.314,0.595,6.45,8.242,0.205,7.59,11.492,0.042,0.422,0.011,4.48,1.01,9.34,11.815,1.530,1.524,1.536,6.686,6.427,6.945,0.104,9.16,5.19,2.47,7.03,11.146,29.578,50.245,8.911,1.31,0.028,12.16,107.732,209.485,5.978
+2026-05-21 09:59:33,greenfinch_observed.csv,1.975861181294055358565089625,0.46,0.979,5.72,1.725,0.932,6.36,15.482,0.196,6.89,26.997,0.056,0.133,0.005,3.76,11.93,10.92,4.339,11.350,17.961,4.74,1.418,2.165,0.672,0.145,7.44,5.47,5.614,6.69,14.879,40.373,69.431,11.315,1.039,0.048,12.048,89.266,168.274,10.257
+2026-05-21 09:59:33,greenfinch_observed.csv,0.8325842618377520947887055442,0.013,3.34,4.996,3.872,0.15,6.75,7.108,0.014,7.51,25.093,0.003,0.162,0.042,2.73,11.54,11.28,9.397,7.484,9.013,5.956,8.834,6.927,10.742,0.025,6.58,5.35,6.796,7.49,16.099,16.333,27.285,5.381,1.68,0.316,12.229,122.354,239.444,5.264
+2026-05-21 09:59:33,greenfinch_observed.csv,0.6936184872816644354729006838,0.35,2.477,2.91,1.335,0.489,6.45,5.788,0.196,6.91,12.396,0.006,0.506,0.03,3.95,1.25,10.84,3.326,6.744,6.057,7.431,11.634,10.982,12.286,0.054,7.92,6.71,4.432,6.85,16.129,12.434,13.639,11.23,1.406,0.004,12.149,81.552,149.183,13.921
+2026-05-21 09:59:34,greenfinch_observed.csv,0.4761605481367560139584679347,0.429,3.504,3.565,3.017,0.07,7.21,6.905,0.177,6.68,26.41,0.068,0.554,0.047,3.78,1.45,10.48,2.759,16.867,14.982,18.752,6.620,7.152,6.087,0.018,9.2,7.05,7.64,7.14,19.204,8.790,2.901,14.68,1.239,0.112,12.02,94.174,177.55,10.798
+2026-05-21 09:59:34,greenfinch_observed.csv,1.288857995070060838796596063,0.202,0.459,0.295,3.563,0.232,7.11,5.708,0.003,6.89,11.149,0.037,0.371,0.029,3.28,1.0,10.42,7.375,12.868,14.197,11.539,8.084,12.432,3.736,0.008,8.08,5.66,2.219,7.51,14.698,17.274,24.214,10.333,1.17,0.207,12.199,114.222,222.94,5.503
+2026-05-21 09:59:34,greenfinch_observed.csv,2.301314388546825036610471879,0.445,0.536,4.352,4.954,0.836,7.25,13.681,0.143,6.84,6.539,0.056,0.391,0.011,2.45,1.25,11.29,10.093,12.916,17.348,8.484,4.293,0.715,7.871,0.041,8.03,7.41,6.083,7.25,7.303,12.105,21.203,3.007,1.17,0.316,12.144,61.091,117.061,5.121
+2026-05-21 09:59:35,greenfinch_observed.csv,0.6784503077636081571183430334,0.487,2.223,2.676,7.276,0.258,6.81,6.442,0.101,6.94,6.93,0.021,0.204,0.034,4.36,10.7,9.32,6.977,6.464,7.020,5.908,5.996,6.114,5.878,0.177,7.53,6.79,4.817,6.96,15.419,28.690,55.792,1.589,0.863,0.154,12.035,71.794,137.017,6.571
+2026-05-21 09:59:35,greenfinch_observed.csv,1.295651238929818461880721814,0.283,1.846,3.415,5.434,0.541,7.53,9.944,0.133,7.31,26.179,0.028,0.217,0.016,3.3,10.9,9.95,5.368,10.296,6.753,13.838,7.004,3.767,10.241,0.217,6.86,6.89,3.454,7.49,23.915,25.762,35.188,16.337,1.118,0.147,12.215,104.188,195.798,12.578
+2026-05-21 09:59:35,greenfinch_observed.csv,1.528700323977709094309434898,0.128,2.812,1.664,6.55,0.727,6.47,13.231,0.175,6.74,11.993,0.013,0.599,0.007,2.26,10.51,10.55,10.211,12.650,17.104,8.196,11.575,11.182,11.968,0.171,8.79,5.05,5.24,6.72,14.204,23.539,44.326,2.752,1.774,0.116,12.131,48.475,87.941,9.009
+2026-05-21 09:59:36,greenfinch_observed.csv,2.156067124490958255779213924,0.452,1.44,4.996,6.713,0.255,7.5,10.506,0.135,7.16,19.003,0.088,0.499,0.036,3.76,1.07,10.0,3.234,16.466,15.478,17.453,9.068,4.765,13.37,0.085,8.58,5.3,6.561,7.03,14.725,23.656,28.048,19.265,1.71,0.303,12.19,119.920,235.34,4.5
+2026-05-21 09:59:36,greenfinch_observed.csv,3.849666732103154359928169258,0.292,1.194,1.332,5.173,0.195,6.57,15.474,0.049,7.32,16.558,0.006,0.204,0.029,2.87,1.2,10.06,10.822,11.745,10.425,13.065,9.252,9.598,8.907,0.143,8.19,5.69,1.381,7.4,20.411,41.877,77.167,6.587,1.641,0.118,12.17,82.396,153.857,10.934
+2026-05-21 09:59:36,greenfinch_observed.csv,0.7247047614315844116754690506,0.057,0.657,5.642,2.001,0.353,7.67,7.44,0.062,7.5,14.11,0.004,0.235,0.003,1.7,11.73,11.46,7.472,11.049,17.366,4.732,8.860,8.138,9.582,0.078,8.57,5.79,0.836,7.08,12.247,16.563,16.7,16.426,0.877,0.33,12.023,65.100,125.321,4.879
+2026-05-21 09:59:37,greenfinch_observed.csv,0.3395476664195273576314060774,0.005,0.336,1.411,6.349,0.759,7.38,11.493,0.121,6.6,22.908,0.047,0.51,0.032,4.0,11.41,10.25,9.776,5.408,7.613,3.203,9.456,7.181,11.73,0.15,8.76,6.83,2.5,7.1,18.975,25.145,43.267,7.023,1.2,0.126,12.173,58.476,106.841,10.11
+2026-05-21 09:59:37,greenfinch_observed.csv,1.458476190629887598804162353,0.48,2.939,1.172,2.529,0.697,6.88,5.354,0.14,7.51,24.404,0.068,0.508,0.022,1.98,11.79,11.33,5.908,7.532,13.466,1.598,5.184,7.478,2.89,0.087,6.62,5.6,7.258,7.57,6.143,9.577,16.4,2.754,1.035,0.308,12.057,76.282,140.302,12.263
+2026-05-21 09:59:37,greenfinch_observed.csv,2.159646954649039092041163862,0.495,3.38,4.728,0.807,0.02,7.57,9.244,0.214,6.63,24.33,0.071,0.28,0.049,3.13,11.44,10.16,2.031,11.352,13.585,9.119,3.378,2.057,4.7,0.235,7.0,5.37,7.851,6.92,13.607,2.434,2.166,2.702,1.209,0.318,12.263,84.376,156.399,12.352
+2026-05-21 09:59:37,greenfinch_observed.csv,0.4685143164358370529464481185,0.026,3.647,1.44,7.388,0.52,6.75,3.88,0.129,7.06,22.668,0.016,0.041,0.036,3.53,10.84,9.58,7.661,12.050,7.149,16.952,4.148,5.167,3.129,0.05,6.65,7.34,7.515,6.73,18.861,34.422,51.241,17.602,0.852,0.341,12.248,49.958,92.178,7.737
+2026-05-21 09:59:38,greenfinch_observed.csv,0.3603016780086435078543920883,0.116,3.52,4.751,1.825,0.401,7.06,13.848,0.163,7.36,6.158,0.061,0.254,0.004,4.06,1.07,9.97,2.633,9.438,17.701,1.176,9.826,12.089,7.562,0.062,7.1,5.38,7.306,6.65,22.087,25.772,36.883,14.662,1.169,0.253,12.144,110.612,211.651,9.572
+2026-05-21 09:59:38,greenfinch_observed.csv,1.159861498104021834067981452,0.334,2.849,3.734,7.875,0.881,6.33,7.971,0.217,6.73,19.035,0.067,0.556,0.025,2.93,10.52,10.74,7.475,5.267,5.262,5.272,8.304,6.781,9.826,0.195,8.08,6.48,7.487,7.29,22.085,10.948,2.733,19.163,1.26,0.157,12.013,104.386,201.172,7.601
+2026-05-21 09:59:38,greenfinch_observed.csv,4.105372137938537665030128790,0.387,1.718,3.059,3.696,0.387,6.43,3.279,0.18,7.44,6.051,0.05,0.202,0.006,4.32,11.24,10.06,7.772,0.495,0.482,0.508,3.796,2.012,5.58,0.073,7.52,6.89,6.247,7.3,22.868,30.850,55.442,6.258,1.36,0.185,12.093,67.322,126.391,8.253
+2026-05-21 09:59:39,greenfinch_observed.csv,0.9706134391378066947019466187,0.288,0.785,0.961,5.095,0.911,7.26,6.64,0.157,7.42,11.845,0.05,0.496,0.038,3.84,11.24,10.6,8.644,3.402,2.254,4.55,8.919,10.224,7.614,0.199,7.51,6.01,6.093,7.23,18.979,30.800,44.134,17.467,1.25,0.32,12.183,75.108,144.378,5.837
+2026-05-21 09:59:39,greenfinch_observed.csv,0.7862326331271081271821514994,0.466,1.196,5.933,5.326,0.754,6.95,7.801,0.212,7.63,6.422,0.05,0.396,0.038,3.2,11.86,9.62,6.281,8.456,6.638,10.275,8.097,13.795,2.399,0.134,7.88,6.02,4.894,7.13,11.68,32.378,48.29,16.466,0.884,0.311,12.162,106.134,204.689,7.578
+2026-05-21 09:59:39,greenfinch_observed.csv,2.266869260227055606815417426,0.286,0.871,1.372,2.243,0.71,6.59,15.025,0.114,7.54,27.435,0.007,0.292,0.039,3.01,10.95,11.02,11.316,7.220,9.237,5.203,11.008,12.236,9.78,0.198,8.46,6.92,1.923,7.6,18.511,10.510,11.605,9.414,1.261,0.327,12.088,91.517,169.618,13.416
+2026-05-21 09:59:40,greenfinch_observed.csv,1.110514010166932880625580808,0.05,0.822,2.808,3.146,0.194,7.32,4.492,0.048,6.64,22.809,0.019,0.098,0.041,4.37,11.6,9.55,7.077,8.762,10.751,6.772,10.812,11.955,9.668,0.008,7.01,7.27,3.485,7.38,8.281,10.984,21.341,0.628,1.574,0.013,12.281,49.568,84.505,14.632
+2026-05-21 09:59:40,greenfinch_observed.csv,37.37923180735471551916325928,0.228,3.148,2.484,6.577,0.467,6.32,8.433,0.047,7.32,11.286,0.054,0.546,0.04,4.43,10.76,10.73,6.46,2.604,4.565,0.643,8.640,8.785,8.494,0.011,9.08,7.41,0.947,7.38,18.478,21.552,40.242,2.861,1.303,0.088,12.264,115.696,226.385,5.007
+2026-05-21 09:59:40,greenfinch_observed.csv,2.004131722237168622163322054,0.525,3.661,4.568,5.96,0.38,6.51,6.565,0.163,6.66,8.813,0.011,0.488,0.048,3.09,11.95,10.26,3.547,6.244,9.921,2.566,9.176,10.824,7.529,0.202,8.94,7.05,6.102,6.64,8.853,21.459,30.458,12.46,1.58,0.185,12.079,52.437,94.022,10.852
+2026-05-21 09:59:41,greenfinch_observed.csv,3.174762640561213210294211717,0.524,2.897,3.503,7.529,0.373,6.93,4.376,0.129,7.46,25.611,0.03,0.054,0.031,2.56,11.11,10.14,11.365,15.152,11.604,18.7,11.224,9.213,13.236,0.237,9.47,6.13,6.254,7.52,19.539,26.540,33.982,19.097,1.704,0.196,12.068,75.951,142.386,9.516
+2026-05-21 09:59:41,greenfinch_observed.csv,0.4437539515742650332869130986,0.311,1.98,1.275,6.152,0.925,7.18,14.033,0.151,6.84,7.218,0.073,0.591,0.01,3.78,1.38,10.14,11.81,8.174,4.63,11.718,10.126,10.601,9.652,0.027,7.88,5.41,7.552,6.73,9.764,40.649,72.991,8.307,1.265,0.166,12.178,92.338,177.242,7.433
+2026-05-21 09:59:41,greenfinch_observed.csv,2.340300125566792981976638254,0.279,3.307,5.419,1.913,0.875,6.38,15.245,0.09,6.74,13.084,0.01,0.061,0.044,2.99,11.04,11.46,4.995,7.958,14.541,1.376,9.550,12.18,6.919,0.137,9.42,7.31,7.696,7.28,19.763,43.174,69.623,16.725,1.165,0.055,12.221,64.612,120.805,8.418
+2026-05-21 09:59:42,greenfinch_observed.csv,2.550099908293842261400460128,0.323,2.376,5.3,6.131,0.577,7.25,8.741,0.031,7.55,6.649,0.049,0.205,0.001,2.83,11.24,11.14,7.725,18.877,19.706,18.048,6.589,10.438,2.74,0.203,9.22,6.95,1.016,7.01,8.83,41.544,76.166,6.923,1.422,0.28,12.229,47.760,86.632,8.889
+2026-05-21 09:59:42,greenfinch_observed.csv,2.448089797985395700361961758,0.434,1.528,3.021,5.414,0.509,7.49,13.5,0.022,7.0,26.453,0.053,0.123,0.011,2.29,10.99,10.05,10.89,11.152,10.793,11.51,7.387,2.394,12.38,0.153,6.61,7.28,5.783,6.71,9.871,24.948,37.507,12.39,1.416,0.052,12.224,89.542,168.253,10.83
+2026-05-21 09:59:42,greenfinch_observed.csv,0.3369988312261895743898725926,0.094,3.057,4.617,5.329,0.154,7.03,5.165,0.042,6.98,12.144,0.075,0.648,0.038,3.35,11.5,9.34,10.684,16.098,17.247,14.95,6.994,9.198,4.79,0.236,8.65,5.1,1.586,7.0,18.452,27.922,51.606,4.239,0.981,0.032,12.01,54.600,99.954,9.247
+2026-05-21 09:59:43,greenfinch_observed.csv,0.3775648966154754568133203877,0.266,3.379,4.061,2.316,0.071,7.2,7.721,0.199,7.53,10.345,0.043,0.487,0.037,3.44,11.85,10.99,3.288,15.230,14.15,16.311,11.026,12.029,10.024,0.05,8.48,6.55,1.213,6.69,19.636,20.488,34.062,6.915,1.094,0.246,12.153,51.734,89.352,14.115
+2026-05-21 09:59:43,greenfinch_observed.csv,3.159022758621820101425958376,0.257,0.915,0.484,7.823,0.439,7.58,6.875,0.152,7.34,13.879,0.056,0.121,0.047,2.77,11.6,10.78,7.144,16.742,18.12,15.363,0.598,0.554,0.641,0.012,8.09,5.36,7.306,6.96,18.733,22.754,40.635,4.872,1.272,0.21,12.161,69.610,124.783,14.438
+2026-05-21 09:59:43,greenfinch_observed.csv,2.167692500052289446911011973,0.459,3.332,1.227,0.636,0.725,7.5,15.072,0.157,7.4,10.809,0.051,0.011,0.047,2.46,1.23,10.24,9.876,7.451,7.996,6.906,9.104,10.792,7.415,0.153,8.02,6.53,2.544,6.73,10.129,30.247,46.529,13.965,1.014,0.212,12.058,96.229,186.394,6.064
+2026-05-21 09:59:43,greenfinch_observed.csv,3.515197928375671844928220242,0.508,0.391,3.295,1.864,0.821,6.57,5.241,0.045,6.73,17.452,0.03,0.209,0.034,3.71,11.69,10.41,3.281,13.070,13.997,12.142,7.420,6.12,8.719,0.15,7.46,6.08,6.244,7.39,22.163,43.012,78.266,7.758,1.506,0.293,12.041,96.218,182.201,10.236
+2026-05-21 09:59:44,greenfinch_observed.csv,4.905740941246274199471238081,0.113,2.968,0.677,6.622,0.806,6.66,13.828,0.08,6.71,26.469,0.05,0.592,0.008,1.62,10.54,10.01,9.909,6.874,9.193,4.556,7.131,6.031,8.231,0.023,8.21,6.35,2.946,6.6,7.337,19.456,36.278,2.635,1.659,0.34,12.016,65.044,120.158,9.931
+2026-05-21 09:59:44,greenfinch_observed.csv,1.292425673565511509584835686,0.372,0.598,4.421,3.431,0.484,7.57,3.03,0.016,6.63,24.998,0.069,0.535,0.015,4.1,11.87,9.92,4.552,9.554,10.418,8.689,9.386,7.497,11.274,0.087,7.01,6.41,5.95,7.2,12.153,45.720,78.424,13.015,1.393,0.115,12.16,88.156,166.009,10.302
+2026-05-21 09:59:44,greenfinch_observed.csv,1.188823093740237249606974744,0.427,1.342,5.218,4.772,0.544,7.34,14.541,0.077,6.71,21.146,0.041,0.708,0.023,1.71,1.13,9.66,7.826,10.798,14.656,6.94,1.608,2.104,1.113,0.196,8.67,5.46,7.284,7.28,10.988,37.150,61.563,12.736,0.885,0.011,12.267,107.787,199.981,15.593
+2026-05-21 09:59:45,greenfinch_observed.csv,0.9546640127634930503488101296,0.102,2.121,0.403,2.656,0.106,6.82,6.727,0.118,7.58,12.871,0.039,0.489,0.03,4.4,11.61,10.1,2.581,4.116,4.351,3.880,1.774,1.533,2.016,0.115,9.17,7.24,4.031,6.83,21.556,30.565,52.51,8.62,1.123,0.078,12.198,98.069,191.205,4.933
+2026-05-21 09:59:45,greenfinch_observed.csv,6.173880793563491053168558534,0.308,1.969,0.557,1.044,0.845,7.56,4.702,0.076,7.52,17.084,0.038,0.079,0.035,2.11,11.19,9.61,4.809,15.266,12.712,17.819,12.130,10.750,13.511,0.009,7.15,5.71,3.497,7.16,9.818,29.636,50.953,8.319,1.517,0.163,12.03,90.058,175.524,4.593
+2026-05-21 09:59:45,greenfinch_observed.csv,2.594552821028730619608917091,0.281,1.385,0.722,7.012,0.595,7.21,4.871,0.002,7.34,26.705,0.036,0.67,0.02,2.42,11.45,10.26,4.057,6.722,6.53,6.913,7.792,12.817,2.767,0.179,6.72,5.22,2.089,7.59,13.73,38.862,65.972,11.752,1.702,0.341,12.012,77.918,144.985,10.85
+2026-05-21 09:59:46,greenfinch_observed.csv,0.9627528154049628575405914586,0.512,3.971,2.422,0.3,0.574,7.03,10.527,0.059,6.91,15.266,0.039,0.359,0.018,3.44,1.34,10.31,7.409,10.412,11.806,9.017,6.672,0.528,12.817,0.18,8.76,6.38,6.384,7.56,23.557,22.465,39.745,5.185,0.91,0.187,12.058,84.414,156.63,12.197
+2026-05-21 09:59:46,greenfinch_observed.csv,4.193023092277346035163609747,0.33,1.922,2.737,7.842,0.389,7.51,8.383,0.143,6.91,17.796,0.073,0.017,0.04,2.86,11.58,9.56,5.851,8.002,5.378,10.627,12.296,12.576,12.017,0.027,8.24,5.51,1.916,7.55,17.859,40.357,76.149,4.565,1.376,0.255,12.119,118.534,226.922,10.145
+2026-05-21 09:59:46,greenfinch_observed.csv,5.111337616800712242050794238,0.149,0.354,4.785,3.494,0.462,7.63,12.516,0.077,7.3,24.326,0.06,0.044,0.047,4.09,1.37,9.88,8.759,10.297,2.625,17.969,10.012,7.674,12.35,0.128,9.27,6.19,7.236,6.86,11.467,40.824,75.15,6.499,1.375,0.118,12.283,83.263,158.62,7.906
+2026-05-21 09:59:47,greenfinch_observed.csv,0.9353895846551207497820389483,0.288,3.781,4.453,7.871,0.72,6.62,4.064,0.205,7.55,27.864,0.023,0.305,0.04,3.05,1.06,9.9,3.61,9.136,10.737,7.536,3.358,5.505,1.21,0.06,9.28,7.22,7.578,6.93,16.424,24.869,46.597,3.141,1.225,0.121,12.017,114.305,223.063,5.547
+2026-05-21 09:59:47,greenfinch_observed.csv,1.475906768898557772990494919,0.061,0.707,2.487,7.938,0.584,6.75,6.729,0.106,6.96,13.049,0.064,0.15,0.004,3.99,11.34,9.93,4.509,10.418,14.01,6.825,6.401,2.83,9.972,0.046,8.68,6.67,7.223,7.51,15.481,22.069,25.591,18.547,1.692,0.339,12.266,69.204,122.73,15.678
+2026-05-21 09:59:47,greenfinch_observed.csv,0.6811849959617521119104740575,0.081,0.809,2.008,1.29,0.093,7.66,9.996,0.192,6.7,27.641,0.062,0.263,0.031,3.23,10.97,9.75,11.147,19.224,18.715,19.733,5.841,6.612,5.070,0.175,9.38,5.74,6.706,7.19,6.841,34.164,64.014,4.314,1.329,0.255,12.053,72.965,141.16,4.77
+2026-05-21 09:59:48,greenfinch_observed.csv,0.3950930553931977431521949374,0.084,2.598,1.579,2.984,0.409,6.95,14.614,0.026,7.04,8.736,0.017,0.643,0.04,2.35,1.09,10.56,4.722,7.484,11.23,3.739,5.928,0.506,11.349,0.098,9.24,5.22,1.217,7.23,22.876,10.700,14.391,7.01,0.99,0.279,12.229,83.790,161.445,6.136
+2026-05-21 09:59:48,greenfinch_observed.csv,4.554041128441224477376086124,0.374,0.255,4.894,0.776,0.75,7.09,7.332,0.025,7.56,10.881,0.076,0.369,0.025,2.41,10.65,10.28,5.602,8.976,16.024,1.928,11.638,11.872,11.404,0.161,6.59,6.7,5.454,6.94,6.371,25.083,30.672,19.494,1.701,0.096,12.054,114.348,218.985,9.712
+2026-05-21 09:59:48,greenfinch_observed.csv,2.140649684268137615927994595,0.347,2.251,0.643,5.953,0.264,7.47,14.785,0.027,7.59,19.132,0.044,0.002,0.034,3.93,11.7,11.39,8.392,9.392,5.748,13.036,6.888,5.783,7.993,0.119,9.36,5.92,4.814,7.35,17.435,36.700,63.39,10.009,1.008,0.148,12.108,55.742,103.81,7.674
+2026-05-21 09:59:48,greenfinch_observed.csv,0.8276417188978118437370522995,0.28,3.526,2.502,7.215,0.151,6.9,15.311,0.087,6.82,27.102,0.067,0.337,0.022,2.33,1.29,9.6,2.165,12.946,12.643,13.25,11.499,13.137,9.861,0.114,8.97,7.44,6.071,7.57,13.3,30.802,45.801,15.802,0.813,0.246,12.168,69.185,130.975,7.395
+2026-05-21 09:59:49,greenfinch_observed.csv,0.5370146212403496921552441157,0.347,0.595,4.713,6.107,0.248,6.56,4.248,0.129,6.97,26.175,0.007,0.714,0.05,3.76,1.09,9.49,3.639,10.572,16.956,4.189,8.118,8.374,7.863,0.202,7.94,6.22,7.307,7.45,14.5,19.878,34.653,5.102,1.482,0.129,12.247,88.642,166.405,10.88
+2026-05-21 09:59:49,greenfinch_observed.csv,2.568399163678063598824677057,0.271,1.381,0.422,6.689,0.372,6.69,3.128,0.095,6.79,21.884,0.07,0.009,0.007,1.68,11.67,10.88,11.302,11.204,5.767,16.64,6.563,5.132,7.994,0.165,9.3,5.73,1.869,6.69,11.896,37.668,69.708,5.627,0.932,0.192,12.054,114.330,213.706,14.955
+2026-05-21 09:59:49,greenfinch_observed.csv,1.576202568291279534842304747,0.376,3.061,4.045,0.784,0.813,7.31,5.722,0.087,7.41,7.446,0.015,0.104,0.038,1.63,11.5,9.3,4.024,12.112,17.113,7.112,10.638,8.811,12.466,0.208,7.41,5.94,2.141,6.75,16.673,31.780,62.619,0.94,0.862,0.27,12.166,81.756,154.584,8.928
+2026-05-21 09:59:50,greenfinch_observed.csv,0.7975712710118708138222375939,0.079,3.683,4.53,4.41,0.131,6.43,9.112,0.039,7.55,6.32,0.071,0.042,0.019,1.81,1.48,10.32,7.72,6.660,4.179,9.14,3.311,6.066,0.556,0.199,7.81,7.49,2.09,7.31,18.696,11.955,13.273,10.637,0.985,0.33,12.252,79.440,154.512,4.368
+2026-05-21 09:59:50,greenfinch_observed.csv,1.267407804729161077732346065,0.43,1.086,2.798,2.796,0.025,7.05,6.676,0.095,7.55,15.995,0.05,0.642,0.039,2.73,1.41,9.92,10.004,7.690,4.942,10.439,7.652,7.122,8.181,0.203,6.68,5.25,2.42,6.7,20.682,18.930,20.16,17.699,1.085,0.302,12.142,89.508,171.779,7.238
+2026-05-21 09:59:50,greenfinch_observed.csv,2.597022580368812247600312630,0.421,3.196,2.518,5.169,0.284,7.31,11.657,0.201,7.44,16.298,0.063,0.297,0.035,2.19,11.56,11.48,4.75,7.292,12.375,2.209,13.628,13.643,13.614,0.06,9.17,5.76,7.351,7.37,20.549,35.472,69.755,1.19,1.288,0.1,12.014,66.930,123.067,10.793
+2026-05-21 09:59:51,greenfinch_observed.csv,6.369925662520922088841911162,0.178,1.048,0.211,2.652,0.459,7.1,10.629,0.044,7.59,13.723,0.054,0.115,0.03,3.9,11.08,10.26,6.975,14.002,12.852,15.151,5.680,10.557,0.804,0.21,9.36,5.08,3.91,7.55,7.155,32.366,52.256,12.477,1.471,0.29,12.202,102.784,196.909,8.66
+2026-05-21 09:59:51,greenfinch_observed.csv,0.9862905498832440611662275419,0.403,3.617,3.769,0.128,0.555,6.75,14.82,0.092,7.06,14.484,0.035,0.509,0.027,3.51,10.92,9.68,9.172,16.470,17.304,15.636,8.444,6.514,10.373,0.247,8.07,5.47,3.83,7.31,17.664,35.838,61.035,10.641,1.538,0.021,12.277,80.934,151.617,10.251
+2026-05-21 09:59:51,greenfinch_observed.csv,0.9035432556334215103933173417,0.154,3.919,4.737,3.164,0.825,6.54,12.481,0.197,6.7,9.604,0.061,0.55,0.04,4.15,11.71,10.16,8.203,5.542,6.37,4.713,9.937,8.699,11.175,0.207,8.35,6.5,2.094,6.96,14.327,30.138,42.394,17.881,1.682,0.101,12.213,68.468,125.844,11.091
+2026-05-21 09:59:52,greenfinch_observed.csv,0.3993428071376249859628989275,0.222,3.712,3.525,4.572,0.882,6.53,6.732,0.116,7.25,26.357,0.013,0.324,0.016,3.32,11.8,10.64,10.252,8.278,4.342,12.215,8.414,13.939,2.888,0.209,8.47,5.09,6.962,6.78,23.187,35.700,57.697,13.703,0.809,0.242,12.014,98.735,186.694,10.776
+2026-05-21 09:59:52,greenfinch_observed.csv,4.471445591881520827560441082,0.293,1.778,0.084,3.963,0.519,7.71,7.571,0.037,7.13,9.784,0.037,0.428,0.044,4.22,1.02,10.33,6.357,2.084,1.623,2.546,12.962,12.247,13.678,0.168,9.4,6.37,3.317,7.14,17.404,27.801,35.673,19.929,1.284,0.055,12.045,104.708,200.781,8.636
+2026-05-21 09:59:52,greenfinch_observed.csv,0.4128580435670883201232641676,0.111,0.861,5.465,6.455,0.531,7.22,4.625,0.219,6.66,9.311,0.015,0.573,0.011,2.38,11.79,11.17,9.746,11.250,16.52,5.981,0.577,0.586,0.568,0.168,8.98,6.24,3.904,6.78,11.335,46.224,78.995,13.454,1.439,0.023,12.279,52.416,97.844,6.988
+2026-05-21 09:59:53,greenfinch_observed.csv,0.3335852576807082068996310874,0.183,1.091,3.022,5.267,0.664,6.95,11.48,0.213,6.89,10.382,0.006,0.718,0.004,4.33,10.64,9.79,2.083,8.753,8.587,8.919,6.859,4.315,9.403,0.144,7.0,6.18,2.863,7.27,11.909,42.406,79.576,5.235,1.48,0.211,12.211,108.108,208.91,7.306
+2026-05-21 09:59:53,greenfinch_observed.csv,0.5165953577187083396669192260,0.001,1.002,3.516,5.96,0.836,7.36,3.518,0.007,7.37,18.45,0.035,0.193,0.002,2.29,11.38,9.33,6.269,18.394,17.315,19.472,11.418,9.846,12.989,0.102,8.65,5.86,6.527,7.16,8.847,40.018,77.084,2.952,1.392,0.274,12.125,107.976,206.894,9.058
+2026-05-21 09:59:53,greenfinch_observed.csv,1.905260755097599473795161085,0.317,1.352,3.651,1.362,0.795,7.0,5.535,0.122,6.98,19.135,0.027,0.653,0.048,2.11,11.53,9.31,10.255,12.088,13.109,11.068,6.998,12.259,1.737,0.203,7.98,6.56,3.449,6.82,8.623,24.422,35.699,13.144,1.509,0.033,12.099,86.321,159.79,12.852
+2026-05-21 09:59:53,greenfinch_observed.csv,3.596069591802676871513880023,0.154,1.267,2.217,3.155,0.462,6.82,4.135,0.127,7.4,6.78,0.042,0.19,0.021,2.42,1.35,11.48,3.202,14.835,10.584,19.086,2.772,3.030,2.514,0.119,9.26,6.33,4.777,7.48,11.772,46.061,78.64,13.482,1.613,0.211,12.167,83.278,162.451,4.105
+2026-05-21 09:59:54,greenfinch_observed.csv,2.514316242629704512434241550,0.428,1.384,2.807,1.54,0.893,6.71,4.796,0.031,6.77,14.872,0.02,0.592,0.014,3.4,11.37,10.99,3.786,9.392,11.139,7.645,6.647,6.711,6.583,0.183,6.87,6.33,5.274,7.32,7.524,40.529,62.343,18.715,1.44,0.346,12.164,85.218,163.497,6.938
+2026-05-21 09:59:54,greenfinch_observed.csv,4.683912225568414732518044858,0.457,2.064,5.407,5.88,0.264,7.65,3.401,0.017,7.45,18.829,0.037,0.536,0.042,3.4,11.54,10.44,2.853,4.249,1.549,6.949,6.956,6.529,7.382,0.095,8.43,6.36,5.237,7.12,9.653,15.242,19.512,10.972,1.628,0.266,12.19,118.819,222.236,15.402
+2026-05-21 09:59:54,greenfinch_observed.csv,0.5346437680436533120950356309,0.248,0.648,5.512,6.381,0.395,6.45,9.69,0.21,7.02,19.685,0.003,0.606,0.018,2.06,11.62,9.94,8.163,14.301,13.688,14.914,11.554,9.486,13.621,0.077,7.6,7.43,5.258,6.94,23.748,45.313,70.705,19.921,0.856,0.06,12.103,116.343,225.883,6.803
+2026-05-21 09:59:55,greenfinch_observed.csv,3.233784021802362116228315210,0.463,1.669,2.979,1.186,0.454,7.24,7.808,0.078,7.61,18.689,0.015,0.148,0.032,4.16,1.12,10.74,9.353,5.473,3.611,7.335,7.916,9.681,6.15,0.1,7.6,6.55,3.622,7.41,7.503,30.675,46.887,14.463,1.69,0.285,12.032,91.922,174.858,8.987
+2026-05-21 09:59:55,greenfinch_observed.csv,3.964710766655990261521635547,0.303,0.623,2.868,1.011,0.946,6.38,5.604,0.017,7.45,8.952,0.051,0.041,0.035,2.42,11.55,10.38,10.721,6.714,9.223,4.206,2.853,2.471,3.235,0.103,8.34,6.34,5.005,7.41,18.475,28.305,42.522,14.088,1.269,0.216,12.28,52.106,90.697,13.514
+2026-05-21 09:59:55,greenfinch_observed.csv,1.219126338287399082360068014,0.195,2.915,0.192,5.902,0.548,6.46,13.768,0.046,7.12,27.632,0.021,0.532,0.044,4.04,11.38,10.22,10.384,1.293,1.239,1.347,7.576,5.766,9.387,0.245,9.46,5.24,6.229,7.32,8.948,20.014,21.693,18.335,0.912,0.271,12.268,102.032,195.84,8.224
+2026-05-21 09:59:56,greenfinch_observed.csv,1.162386015313808239585591439,0.164,2.032,4.699,0.532,0.087,7.37,9.68,0.049,7.13,7.444,0.001,0.567,0.019,2.11,11.81,10.24,11.229,7.682,8.849,6.515,6.680,9.726,3.633,0.118,6.51,6.08,1.784,7.44,18.462,46.039,74.9,17.178,1.059,0.312,12.102,85.326,162.03,8.621
+2026-05-21 09:59:56,greenfinch_observed.csv,0.5176889871467526249154408073,0.369,2.082,5.233,6.287,0.288,6.53,14.134,0.192,7.44,9.772,0.021,0.655,0.009,2.71,11.9,9.77,9.417,12.124,12.692,11.556,10.208,13.377,7.039,0.247,9.07,7.21,2.812,6.7,7.819,32.119,52.256,11.982,1.174,0.06,12.156,126.010,236.947,15.073
+2026-05-21 09:59:56,greenfinch_observed.csv,0.9650395474220445602247015662,0.036,1.323,1.83,1.493,0.609,7.13,15.575,0.216,7.01,6.729,0.058,0.056,0.01,2.15,11.1,11.34,7.975,9.194,1.848,16.541,1.492,2.047,0.937,0.082,7.05,5.78,5.279,6.67,23.183,48.924,79.741,18.106,1.065,0.27,12.101,44.744,83.961,5.527
+2026-05-21 09:59:57,greenfinch_observed.csv,1.513569372837492926163864574,0.232,2.819,0.831,0.839,0.785,6.98,3.942,0.051,6.74,14.992,0.004,0.547,0.018,2.31,10.96,9.5,5.853,10.574,16.709,4.439,7.012,7.479,6.544,0.074,8.57,7.06,5.805,7.23,18.873,14.150,18.842,9.459,1.644,0.099,12.019,97.002,178.57,15.435
+2026-05-21 09:59:57,greenfinch_observed.csv,0.8794055670530719675327128354,0.492,2.242,3.714,1.926,0.663,6.78,10.159,0.166,6.83,15.838,0.028,0.685,0.026,2.71,11.16,9.59,5.587,5.731,2.768,8.694,10.074,13.636,6.511,0.135,8.39,7.25,4.242,7.28,12.76,34.880,59.509,10.252,0.835,0.188,12.002,98.458,188.109,8.806
+2026-05-21 09:59:57,greenfinch_observed.csv,2.465481123693545649777231782,0.024,2.155,5.178,3.855,0.242,6.47,8.371,0.192,6.86,20.008,0.071,0.594,0.011,3.92,11.07,9.51,5.132,4.149,0.867,7.431,8.338,8.839,7.837,0.127,7.31,6.57,2.162,7.05,7.72,24.712,37.64,11.784,1.741,0.235,12.181,64.242,112.708,15.775
+2026-05-21 09:59:58,greenfinch_observed.csv,2.281885944621606601937609531,0.27,2.637,3.331,2.359,0.928,7.5,13.768,0.03,7.13,27.793,0.062,0.203,0.046,2.16,1.24,10.95,3.456,3.900,3.399,4.402,2.508,2.821,2.195,0.154,9.03,6.96,3.134,7.56,22.933,7.546,9.926,5.165,1.135,0.258,12.126,117.602,219.976,15.228
+2026-05-21 09:59:58,greenfinch_observed.csv,1.555978981357333368606537695,0.274,0.265,3.526,1.076,0.151,7.2,11.266,0.01,6.79,8.745,0.016,0.405,0.006,2.73,1.23,11.5,11.822,17.051,17.288,16.814,6.132,7.764,4.501,0.186,9.31,6.22,7.213,6.99,10.963,15.406,28.509,2.302,1.622,0.015,12.029,102.582,191.691,13.472
+2026-05-21 09:59:58,greenfinch_observed.csv,0.7653695825682732489000982477,0.058,0.911,2.8,0.321,0.243,7.32,9.766,0.131,7.03,11.681,0.031,0.101,0.042,4.1,11.18,11.15,2.613,10.614,4.324,16.904,6.314,6.269,6.358,0.132,9.38,7.49,6.33,7.25,11.763,38.752,60.028,17.476,1.318,0.0,12.268,95.809,184.466,7.152
+2026-05-21 09:59:58,greenfinch_observed.csv,1.071021529144242709427563205,0.139,1.814,0.622,2.266,0.081,7.14,13.675,0.09,7.49,24.413,0.017,0.415,0.015,2.46,11.02,9.78,10.49,14.972,16.149,13.794,5.302,2.712,7.893,0.232,7.72,7.29,6.414,7.05,12.546,21.612,31.54,11.685,1.666,0.181,12.077,124.135,236.435,11.835
+2026-05-21 09:59:59,greenfinch_observed.csv,2.843423324117027415050900755,0.466,3.33,0.902,3.766,0.814,7.1,11.9,0.022,7.17,9.573,0.064,0.194,0.048,3.8,11.68,11.43,11.378,12.756,15.089,10.423,9.479,5.161,13.797,0.114,7.28,6.58,4.916,7.31,8.43,30.878,46.877,14.878,1.17,0.081,12.263,94.534,177.214,11.855
+2026-05-21 09:59:59,greenfinch_observed.csv,1.521055588376867415876597976,0.513,1.133,2.809,2.233,0.059,6.32,10.9,0.149,7.21,24.932,0.037,0.305,0.046,4.49,1.16,10.91,3.57,9.997,17.51,2.484,6.148,1.807,10.488,0.011,7.06,5.69,4.846,7.03,16.97,34.270,54.405,14.134,1.403,0.132,12.065,74.318,139.774,8.862
+2026-05-21 09:59:59,greenfinch_observed.csv,0.4503440900264568682100176156,0.362,1.895,3.814,2.136,0.447,6.89,10.249,0.199,7.0,13.815,0.032,0.49,0.001,3.81,1.05,10.19,4.889,17.208,17.294,17.122,6.832,8.93,4.733,0.026,8.28,5.37,2.098,6.9,22.996,40.072,65.196,14.949,1.033,0.297,12.146,73.902,139.391,8.414
+2026-05-21 10:00:00,greenfinch_observed.csv,2.683829283557831969602490852,0.398,0.785,4.391,5.694,0.119,6.67,13.425,0.17,7.0,23.716,0.073,0.037,0.011,4.05,1.23,10.57,4.618,7.352,13.837,0.866,8.874,7.118,10.63,0.05,8.3,5.8,6.764,7.26,14.868,34.433,62.813,6.053,1.57,0.007,12.136,78.800,148.682,8.919
+2026-05-21 10:00:00,greenfinch_observed.csv,1.638865696528413591392414967,0.327,1.173,3.258,4.763,0.253,7.18,15.583,0.124,7.09,24.731,0.039,0.249,0.039,3.91,11.87,10.37,9.28,8.742,8.228,9.257,4.632,1.102,8.162,0.108,9.26,6.99,2.999,7.09,7.546,3.018,0.835,5.202,1.344,0.018,12.113,93.930,179.661,8.2
+2026-05-21 10:00:00,greenfinch_observed.csv,2.693227980404151892257174263,0.339,0.721,2.617,1.334,0.716,6.62,14.65,0.044,6.98,19.444,0.031,0.061,0.016,2.67,11.1,10.4,5.872,16.448,15.447,17.448,1.234,1.912,0.555,0.117,9.0,6.22,6.339,7.32,22.258,22.458,33.155,11.761,1.283,0.232,12.023,64.138,113.078,15.199
+2026-05-21 10:00:01,greenfinch_observed.csv,1.280151711284809178143645889,0.42,2.638,5.098,4.672,0.522,6.9,11.562,0.145,7.3,18.725,0.052,0.091,0.046,2.7,10.72,10.34,5.437,13.510,14.034,12.986,12.960,14.000,11.921,0.203,8.96,6.58,1.279,7.28,23.534,10.870,4.309,17.431,0.998,0.088,12.089,75.306,144.771,5.842
+2026-05-21 10:00:01,greenfinch_observed.csv,3.357283924744089418907878824,0.167,0.759,3.422,1.78,0.764,6.5,13.869,0.048,6.8,15.572,0.021,0.023,0.044,1.53,10.6,10.38,9.569,12.820,19.378,6.263,7.580,9.413,5.746,0.034,7.54,6.9,4.434,7.26,23.581,22.654,29.16,16.149,1.263,0.053,12.193,92.140,174.982,9.299
+2026-05-21 10:00:01,greenfinch_observed.csv,0.2649260446151422648853683981,0.021,1.189,2.296,4.234,0.469,7.36,8.189,0.138,7.52,7.125,0.071,0.561,0.027,4.06,11.15,10.19,2.923,4.982,3.49,6.473,8.784,10.667,6.9,0.021,8.93,7.23,1.844,6.8,11.248,12.584,13.372,11.796,1.584,0.01,12.087,97.982,182.031,13.932
+2026-05-21 10:00:02,greenfinch_observed.csv,0.3183282296653813555979096141,0.125,1.365,0.377,0.931,0.001,6.34,11.781,0.195,6.59,13.198,0.008,0.698,0.001,2.63,1.04,11.44,2.697,12.576,10.793,14.359,3.546,5.678,1.414,0.218,7.74,7.12,7.647,7.28,6.714,31.710,61.765,1.655,1.247,0.044,12.029,100.377,186.666,14.088
+2026-05-21 10:00:02,greenfinch_observed.csv,1.598213512623969008027906314,0.304,0.35,5.203,2.825,0.905,7.23,4.668,0.147,7.24,20.713,0.058,0.469,0.026,1.74,11.31,10.7,5.992,15.039,12.423,17.655,1.606,1.394,1.819,0.176,7.71,5.23,2.585,7.03,21.645,17.506,15.245,19.766,1.067,0.066,12.046,87.778,168.544,7.012
+2026-05-21 10:00:02,greenfinch_observed.csv,1.468454145681896824319623202,0.335,3.412,5.403,1.887,0.282,6.58,10.349,0.134,6.54,22.671,0.038,0.477,0.025,4.08,11.98,10.29,5.809,6.007,3.363,8.651,10.267,9.886,10.648,0.174,7.67,5.91,5.957,6.8,14.495,34.903,56.052,13.754,1.645,0.157,12.106,61.366,113.917,8.815
+2026-05-21 10:00:03,greenfinch_observed.csv,0.7502064232237827185880747032,0.21,3.215,0.382,1.656,0.941,7.48,9.599,0.059,7.45,27.15,0.072,0.599,0.026,2.07,11.57,10.95,3.936,13.190,15.508,10.871,13.159,12.318,14.000,0.167,6.67,7.19,4.747,7.45,23.366,8.757,5.362,12.152,1.078,0.239,12.098,112.140,210.91,13.371
+2026-05-21 10:00:03,greenfinch_observed.csv,0.2953330332969902124684246493,0.183,1.576,5.341,1.585,0.386,6.55,6.233,0.078,6.84,24.532,0.036,0.579,0.014,3.91,1.02,10.58,7.506,14.816,12.895,16.736,5.094,7.61,2.579,0.218,7.42,7.01,1.758,7.47,22.505,27.070,51.46,2.68,0.985,0.033,12.264,83.097,154.725,11.469
+2026-05-21 10:00:03,greenfinch_observed.csv,1.662639081729038784849650669,0.497,0.255,3.87,6.728,0.759,6.75,12.852,0.188,7.48,10.081,0.006,0.734,0.045,2.71,10.92,10.59,8.555,8.590,1.034,16.147,6.402,5.056,7.749,0.061,7.05,5.7,2.844,7.09,13.549,38.984,75.127,2.84,1.071,0.125,12.182,66.374,128.093,4.654
+2026-05-21 10:00:03,greenfinch_observed.csv,0.5702675922498002940266980275,0.159,1.141,5.242,3.544,0.272,7.61,11.354,0.13,6.81,25.883,0.012,0.202,0.026,2.9,11.54,9.91,5.814,15.789,14.309,17.269,4.061,3.904,4.218,0.161,7.78,6.78,0.885,7.57,9.955,11.322,5.62,17.025,0.928,0.107,12.139,72.635,139.678,5.592
+2026-05-21 10:00:04,greenfinch_observed.csv,5.252145394040004562407343829,0.043,0.485,0.438,5.18,0.304,7.33,5.976,0.103,7.27,27.546,0.015,0.3,0.017,3.55,1.4,10.0,6.096,0.586,0.783,0.39,5.116,0.99,9.242,0.141,9.29,7.11,7.055,6.67,19.304,44.903,77.218,12.588,1.611,0.333,12.222,81.345,151.092,11.598
+2026-05-21 10:00:04,greenfinch_observed.csv,4.295391544802358917409042464,0.338,0.692,1.12,5.37,0.634,7.03,7.801,0.1,7.44,17.71,0.059,0.278,0.014,3.4,11.35,9.48,4.263,10.918,15.779,6.056,6.189,8.291,4.087,0.065,6.59,6.41,6.075,6.92,6.086,19.574,34.925,4.223,1.465,0.32,12.282,60.027,111.516,8.538
+2026-05-21 10:00:04,greenfinch_observed.csv,2.024678016670267804336580425,0.465,2.252,5.106,5.355,0.772,6.31,6.9,0.186,6.58,15.455,0.066,0.085,0.005,3.16,10.58,11.48,4.073,10.063,18.918,1.208,2.582,2.619,2.545,0.228,8.41,5.37,5.127,6.65,13.742,7.552,0.826,14.279,0.987,0.307,12.102,60.440,114.12,6.761
+2026-05-21 10:00:05,greenfinch_observed.csv,1.232660837051565492721711829,0.084,3.88,5.318,0.592,0.285,7.29,11.949,0.036,7.54,18.413,0.015,0.106,0.047,2.77,11.76,10.21,6.272,8.197,7.317,9.077,6.712,8.848,4.577,0.238,7.51,6.18,3.774,6.74,18.938,38.307,58.705,17.909,0.953,0.024,12.262,47.955,83.832,12.078
+2026-05-21 10:00:05,greenfinch_observed.csv,0.5447668119429006279677155080,0.144,3.704,0.879,7.226,0.436,6.34,14.621,0.039,7.36,24.058,0.048,0.67,0.042,2.3,10.82,9.67,8.566,13.351,15.345,11.357,5.449,9.331,1.567,0.031,9.3,6.39,1.954,6.96,22.652,19.405,20.874,17.936,1.121,0.306,12.203,123.800,239.688,7.913
+2026-05-21 10:00:05,greenfinch_observed.csv,0.4113286863570196992826805212,0.332,3.381,2.459,3.134,0.25,7.59,13.056,0.216,7.27,11.004,0.004,0.658,0.023,4.08,10.85,10.22,7.389,18.567,17.945,19.189,5.698,2.427,8.969,0.13,8.62,5.36,7.792,7.36,16.127,21.544,23.713,19.376,1.28,0.304,12.12,66.726,125.732,7.719
+2026-05-21 10:00:06,greenfinch_observed.csv,1.411981107705668389010443186,0.241,2.578,3.383,3.025,0.774,6.75,10.942,0.003,7.12,24.154,0.067,0.581,0.015,2.5,11.63,10.16,7.513,7.806,8.009,7.604,6.292,2.971,9.613,0.118,9.12,6.21,3.353,6.83,7.83,24.002,46.793,1.212,1.456,0.135,12.193,81.624,159.086,4.161
+2026-05-21 10:00:06,greenfinch_observed.csv,0.7421030463241002654154271046,0.277,2.166,0.936,7.154,0.587,7.54,7.041,0.196,7.04,26.805,0.023,0.358,0.035,2.63,10.78,11.46,8.208,9.159,9.679,8.639,4.872,0.864,8.881,0.02,6.62,5.53,2.459,6.65,18.723,45.984,76.087,15.882,1.171,0.025,12.266,82.124,158.196,6.051
+2026-05-21 10:00:06,greenfinch_observed.csv,4.464983555975793564637902846,0.407,3.465,3.506,0.687,0.918,6.59,9.397,0.197,6.52,21.199,0.028,0.026,0.024,1.68,11.46,10.88,4.406,6.576,9.157,3.996,13.804,13.637,13.971,0.024,8.66,6.49,1.841,7.02,12.123,16.884,31.422,2.345,1.26,0.246,12.226,101.304,189.623,12.986
+2026-05-21 10:00:07,greenfinch_observed.csv,0.2362928638351025952450922925,0.184,3.889,2.434,1.771,0.848,6.37,4.82,0.084,6.52,27.279,0.083,0.517,0.02,3.59,11.16,10.31,7.081,11.756,5.682,17.831,0.749,0.667,0.831,0.013,8.54,6.46,7.488,7.4,9.618,35.052,61.168,8.937,1.058,0.326,12.206,92.834,176.827,8.841
+2026-05-21 10:00:07,greenfinch_observed.csv,0.6969782299656104322400679432,0.417,2.081,3.878,5.091,0.83,6.82,10.384,0.165,7.1,20.609,0.013,0.708,0.01,3.18,10.54,10.05,9.823,13.294,8.12,18.467,8.176,3.252,13.101,0.224,6.63,5.72,6.991,7.55,11.273,37.958,73.544,2.371,1.238,0.287,12.198,110.247,210.473,10.021
+2026-05-21 10:00:07,greenfinch_observed.csv,0.2416802591319240605843541804,0.032,3.285,0.772,0.192,0.529,7.11,12.423,0.105,7.63,23.742,0.052,0.152,0.026,3.62,11.5,9.83,11.271,9.475,9.536,9.414,10.266,9.981,10.551,0.154,7.06,6.48,7.391,7.59,14.041,39.590,60.36,18.821,0.841,0.044,12.137,68.602,128.009,9.196
+2026-05-21 10:00:07,greenfinch_observed.csv,1.520810934990761239794022200,0.468,3.333,1.95,5.837,0.038,7.73,12.778,0.04,6.91,11.982,0.023,0.569,0.035,3.43,11.96,9.96,4.209,12.850,10.354,15.345,5.613,0.553,10.673,0.036,7.84,5.43,5.815,7.43,14.306,28.075,55.079,1.071,1.652,0.179,12.006,64.870,123.379,6.362
+2026-05-21 10:00:08,greenfinch_observed.csv,1.663678207351582280407897161,0.498,1.377,5.224,4.339,0.638,7.46,11.685,0.082,7.09,7.168,0.005,0.192,0.046,2.24,10.93,9.56,8.25,4.976,8.032,1.921,10.990,11.339,10.642,0.201,8.23,6.62,5.438,7.45,10.823,2.460,0.665,4.254,1.224,0.07,12.24,75.104,139.352,10.855
+2026-05-21 10:00:08,greenfinch_observed.csv,1.916870062484647837312782682,0.152,1.957,2.892,3.345,0.656,7.69,15.233,0.207,6.99,19.382,0.024,0.252,0.034,1.86,10.9,9.71,2.86,0.858,0.905,0.810,7.688,4.408,10.968,0.215,6.94,5.84,2.131,7.36,21.538,7.422,3.378,11.467,0.985,0.012,12.123,72.630,134.272,10.987
+2026-05-21 10:00:08,greenfinch_observed.csv,0.9339330310641297856340181329,0.26,1.714,3.536,4.939,0.914,6.41,5.856,0.191,6.8,12.739,0.005,0.537,0.023,3.77,1.24,10.31,7.14,6.328,6.548,6.108,6.664,6.061,7.266,0.184,7.96,6.18,3.7,7.36,14.203,16.882,23.756,10.008,1.698,0.041,12.07,78.210,151.865,4.556
+2026-05-21 10:00:09,greenfinch_observed.csv,2.707919132588165497353000384,0.482,0.321,2.849,4.921,0.575,6.85,13.6,0.042,7.19,17.706,0.06,0.51,0.045,2.57,11.3,10.4,10.674,18.794,17.589,20.000,9.434,7.35,11.517,0.054,9.07,6.73,1.63,6.81,21.037,41.178,74.411,7.944,1.4,0.292,12.225,62.508,112.352,12.663
+2026-05-21 10:00:09,greenfinch_observed.csv,2.975004224259085901862293710,0.264,0.35,2.178,7.63,0.204,7.13,4.399,0.081,6.54,14.944,0.025,0.396,0.042,2.59,11.45,9.83,8.219,2.335,2.655,2.015,4.892,2.067,7.717,0.227,7.95,6.85,3.551,6.61,13.742,25.726,39.117,12.336,1.502,0.091,12.225,76.496,146.746,6.246
+2026-05-21 10:00:09,greenfinch_observed.csv,3.457327530751528019243017209,0.361,3.65,5.662,3.968,0.115,6.98,4.808,0.101,6.78,27.287,0.02,0.199,0.009,2.21,10.55,10.16,11.204,8.478,0.685,16.272,7.876,5.73,10.023,0.065,7.39,6.1,7.482,7.43,14.855,13.160,19.179,7.14,1.0,0.169,12.041,92.250,176.214,8.286
+2026-05-21 10:00:10,greenfinch_observed.csv,0.9858161521338619065945682399,0.04,2.596,5.789,6.902,0.014,7.06,13.854,0.052,6.79,14.972,0.056,0.127,0.028,2.4,1.12,10.35,5.376,1.872,1.514,2.23,7.328,10.215,4.441,0.237,7.82,7.18,1.011,6.67,18.704,7.290,12.632,1.947,1.11,0.247,12.293,96.387,177.617,15.157
+2026-05-21 10:00:10,greenfinch_observed.csv,0.5351699273443751029858537578,0.295,1.029,5.087,3.758,0.274,6.7,9.116,0.043,7.52,22.722,0.067,0.679,0.019,2.17,10.71,9.88,8.722,10.946,17.355,4.537,8.834,9.179,8.49,0.072,8.7,5.48,3.811,6.75,13.974,40.804,76.951,4.658,0.847,0.316,12.108,57.364,105.272,9.456
+2026-05-21 10:00:10,greenfinch_observed.csv,3.508933016568722970624472514,0.337,3.101,0.272,4.809,0.395,6.62,5.746,0.075,7.43,9.223,0.065,0.043,0.001,2.71,11.17,9.66,6.424,6.590,8.164,5.017,8.018,11.086,4.951,0.135,9.27,6.09,4.19,7.3,23.432,11.296,17.701,4.891,1.094,0.217,12.245,67.915,123.823,12.007
+2026-05-21 10:00:11,greenfinch_observed.csv,2.329924871660688852232584947,0.222,0.758,0.524,3.798,0.181,7.37,5.586,0.191,6.82,18.53,0.037,0.661,0.017,1.86,10.58,9.32,9.729,14.579,18.463,10.695,10.092,9.356,10.828,0.219,8.83,6.18,3.705,7.53,16.631,6.700,9.894,3.505,1.676,0.244,12.195,49.202,89.426,8.978
+2026-05-21 10:00:11,greenfinch_observed.csv,4.441970502585287688001779399,0.17,0.59,0.995,6.766,0.814,7.08,13.808,0.114,7.41,15.115,0.028,0.084,0.033,3.72,11.21,10.53,4.087,10.657,3.094,18.22,9.032,10.701,7.364,0.056,8.61,6.36,4.552,6.64,23.896,43.210,71.844,14.576,1.39,0.302,12.203,93.017,177.633,8.401
+2026-05-21 10:00:11,greenfinch_observed.csv,0.2790657535414591699333731398,0.232,1.348,4.913,1.499,0.266,6.49,11.822,0.131,7.62,23.734,0.059,0.718,0.022,3.95,11.54,11.29,3.923,15.775,13.304,18.246,2.892,1.915,3.869,0.071,7.21,5.78,4.128,7.54,20.504,35.986,53.569,18.402,1.335,0.253,12.1,45.894,82.799,8.988
+2026-05-21 10:00:12,greenfinch_observed.csv,0.2998400798030425793522674262,0.141,0.399,0.397,3.973,0.206,7.62,8.875,0.2,6.94,26.257,0.006,0.439,0.022,2.68,11.71,9.8,6.375,9.314,12.789,5.839,6.207,6.283,6.131,0.021,8.85,5.1,6.89,6.63,20.619,16.348,19.084,13.613,0.993,0.045,12.172,84.748,155.062,14.435
+2026-05-21 10:00:12,greenfinch_observed.csv,1.792997559695668300009756981,0.319,1.065,1.783,2.891,0.877,6.56,13.784,0.016,6.55,27.419,0.019,0.705,0.034,2.87,1.06,10.82,6.216,7.702,6.766,8.638,7.720,9.752,5.688,0.016,7.81,5.84,5.774,6.97,12.586,39.425,71.218,7.632,1.609,0.308,12.042,92.954,179.131,6.777
+2026-05-21 10:00:12,greenfinch_observed.csv,5.309554512669903122947925364,0.439,1.201,1.002,0.299,0.712,6.57,14.056,0.173,6.61,21.851,0.085,0.716,0.019,1.7,10.55,10.73,5.81,16.116,14.103,18.129,11.912,10.471,13.352,0.176,8.24,5.41,5.324,7.22,9.155,16.696,31.431,1.962,1.765,0.19,12.266,118.698,224.54,12.856
+2026-05-21 10:00:13,greenfinch_observed.csv,6.784461213251263632946862105,0.368,1.864,1.646,6.749,0.758,6.72,4.204,0.002,7.19,23.191,0.073,0.093,0.008,3.91,1.2,10.03,11.983,7.080,6.344,7.815,8.556,5.325,11.788,0.091,8.33,6.74,7.688,7.03,9.967,6.078,7.366,4.789,1.613,0.291,12.115,56.786,106.073,7.5
+2026-05-21 10:00:13,greenfinch_observed.csv,0.8228314569377414735647113385,0.009,3.994,4.32,3.994,0.109,7.56,12.342,0.2,6.61,23.897,0.085,0.476,0.038,4.04,11.91,9.33,11.312,6.873,1.581,12.165,11.980,11.13,12.83,0.018,8.14,6.23,1.267,7.16,20.925,21.268,36.896,5.64,1.149,0.173,12.131,112.127,213.495,10.759
+2026-05-21 10:00:13,greenfinch_observed.csv,1.030899180649043924362748927,0.067,2.702,0.098,7.459,0.397,6.76,13.242,0.022,6.72,23.228,0.014,0.199,0.03,3.79,11.98,10.21,5.712,8.907,6.582,11.232,8.482,13.459,3.506,0.026,8.75,5.01,3.794,6.69,15.239,20.456,27.459,13.454,1.641,0.012,12.18,78.720,150.372,7.067
+2026-05-21 10:00:13,greenfinch_observed.csv,1.043371304168435850144398947,0.16,1.035,3.608,3.203,0.651,6.69,7.471,0.145,6.74,23.397,0.079,0.531,0.024,3.47,1.35,10.86,7.332,16.611,17.640,15.582,7.295,8.295,6.295,0.139,7.31,6.44,5.162,6.9,20.94,14.711,18.388,11.034,1.643,0.281,12.072,72.981,134.08,11.882
+2026-05-21 10:00:14,greenfinch_observed.csv,2.460519867554888273246890274,0.371,3.966,5.737,5.267,0.013,6.8,15.141,0.158,7.49,17.258,0.04,0.299,0.035,2.4,10.87,10.47,3.159,11.958,3.921,19.996,8.471,7.96,8.982,0.044,7.91,6.9,3.909,7.29,7.931,7.626,12.563,2.69,1.162,0.047,12.02,68.354,126.787,9.922
+2026-05-21 10:00:14,greenfinch_observed.csv,2.332254135200725672759831894,0.439,2.105,0.638,7.441,0.403,7.48,10.67,0.139,7.52,26.776,0.076,0.356,0.035,1.81,11.55,11.28,11.216,15.679,11.887,19.471,11.970,12.656,11.285,0.061,7.55,6.89,4.423,6.65,8.608,27.354,36.623,18.084,1.054,0.263,12.111,69.812,131.982,7.642
diff --git a/modelling/data/abingdon-all/resident/greenfinch_simulated.csv b/modelling/data/abingdon-all/resident/greenfinch_simulated.csv
new file mode 100644
index 0000000..83d05ba
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greenfinch_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.142,0.1,0,0.01,0.224342
+RungeKutta4,1,0.1,0.145744,0.1,0,0.01,0.230257
+RungeKutta4,2,0.2,0.149039,0.1,0,0.01,0.235462
+RungeKutta4,3,0.3,0.152028,0.1,0,0.01,0.240185
+RungeKutta4,4,0.4,0.154862,0.1,0,0.01,0.244662
+RungeKutta4,5,0.5,0.157711,0.1,0,0.01,0.249163
+RungeKutta4,6,0.6,0.160771,0.1,0,0.01,0.253997
+RungeKutta4,7,0.7,0.164269,0.1,0,0.01,0.259524
+RungeKutta4,8,0.8,0.168469,0.1,0,0.01,0.266159
+RungeKutta4,9,0.9,0.173674,0.1,0,0.01,0.274383
+RungeKutta4,10,1.0,0.180221,0.1,0,0.01,0.284726
+RungeKutta4,11,1.1,0.188474,0.1,0,0.01,0.297765
+RungeKutta4,12,1.2,0.198809,0.1,0,0.01,0.314093
+RungeKutta4,13,1.3,0.211593,0.1,0,0.01,0.334290
+RungeKutta4,14,1.4,0.227155,0.1,0,0.01,0.358876
+RungeKutta4,15,1.5,0.245754,0.1,0,0.01,0.388260
+RungeKutta4,16,1.6,0.267546,0.1,0,0.01,0.422688
+RungeKutta4,17,1.7,0.292551,0.1,0,0.01,0.462193
+RungeKutta4,18,1.8,0.320618,0.1,0,0.01,0.506535
+RungeKutta4,19,1.9,0.351412,0.1,0,0.01,0.555186
+RungeKutta4,20,2.0,0.384399,0.1,0,0.01,0.607301
+RungeKutta4,21,2.1,0.418850,0.1,0,0.01,0.661729
+RungeKutta4,22,2.2,0.453870,0.1,0,0.01,0.717056
+RungeKutta4,23,2.3,0.488426,0.1,0,0.01,0.771650
+RungeKutta4,24,2.4,0.521412,0.1,0,0.01,0.823764
+RungeKutta4,25,2.5,0.551705,0.1,0,0.01,0.871623
+RungeKutta4,26,2.6,0.578226,0.1,0,0.01,0.913523
+RungeKutta4,27,2.7,0.600111,0.1,0,0.01,0.948098
+RungeKutta4,28,2.8,0.616772,0.1,0,0.01,0.974420
+RungeKutta4,29,2.9,0.627794,0.1,0,0.01,0.991834
+RungeKutta4,30,3.0,0.632963,0.1,0,0.01,1
+RungeKutta4,31,3.1,0.631999,0.1,0,0.01,0.998477
+RungeKutta4,32,3.2,0.624127,0.1,0,0.01,0.986040
+RungeKutta4,33,3.3,0.609996,0.1,0,0.01,0.963715
+RungeKutta4,34,3.4,0.590485,0.1,0,0.01,0.932890
+RungeKutta4,35,3.5,0.566574,0.1,0,0.01,0.895114
+RungeKutta4,36,3.6,0.539295,0.1,0,0.01,0.852017
+RungeKutta4,37,3.7,0.509689,0.1,0,0.01,0.805243
+RungeKutta4,38,3.8,0.478757,0.1,0,0.01,0.756374
+RungeKutta4,39,3.9,0.447421,0.1,0,0.01,0.706868
+RungeKutta4,40,4.0,0.416493,0.1,0,0.01,0.658005
+RungeKutta4,41,4.1,0.386655,0.1,0,0.01,0.610865
+RungeKutta4,42,4.2,0.358446,0.1,0,0.01,0.566299
+RungeKutta4,43,4.3,0.332261,0.1,0,0.01,0.524930
+RungeKutta4,44,4.4,0.308357,0.1,0,0.01,0.487164
+RungeKutta4,45,4.5,0.286868,0.1,0,0.01,0.453214
+RungeKutta4,46,4.6,0.267819,0.1,0,0.01,0.423120
+RungeKutta4,47,4.7,0.251149,0.1,0,0.01,0.396783
+RungeKutta4,48,4.8,0.236732,0.1,0,0.01,0.374006
+RungeKutta4,49,4.9,0.224396,0.1,0,0.01,0.354517
+RungeKutta4,50,5.0,0.213943,0.1,0,0.01,0.338002
+RungeKutta4,51,5.1,0.205160,0.1,0,0.01,0.324126
+RungeKutta4,52,5.2,0.197836,0.1,0,0.01,0.312555
+RungeKutta4,53,5.3,0.191766,0.1,0,0.01,0.302966
+RungeKutta4,54,5.4,0.186759,0.1,0,0.01,0.295055
+RungeKutta4,55,5.5,0.182640,0.1,0,0.01,0.288548
+RungeKutta4,56,5.6,0.179245,0.1,0,0.01,0.283184
+RungeKutta4,57,5.7,0.176404,0.1,0,0.01,0.278696
+RungeKutta4,58,5.8,0.173851,0.1,0,0.01,0.274662
+RungeKutta4,59,5.9,0.170568,0.1,0,0.01,0.269475
+RungeKutta4,60,6.0,0.161622,0.1,0,0.01,0.255342
+RungeKutta4,61,6.1,0.139334,0.1,0,0.01,0.220130
+RungeKutta4,62,6.2,0.112108,0.1,0,0.01,0.177116
+RungeKutta4,63,6.3,0.089721,0.1,0,0.01,0.141747
+RungeKutta4,64,6.4,0.0731829,0.1,0,0.01,0.115619
+RungeKutta4,65,6.5,0.0610641,0.1,0,0.01,0.0964731
+RungeKutta4,66,6.6,0.0518205,0.1,0,0.01,0.0818694
+RungeKutta4,67,6.7,0.0440859,0.1,0,0.01,0.0696497
+RungeKutta4,68,6.8,0.0365982,0.1,0,0.01,0.0578201
+RungeKutta4,69,6.9,0.0281286,0.1,0,0.01,0.0444392
+RungeKutta4,70,7.0,0.0179667,0.1,0,0.01,0.0283848
+RungeKutta4,71,7.1,0.0101235,0.1,0,0.01,0.0159935
+RungeKutta4,72,7.2,0.00529812,0.1,0,0.01,0.00836998
+RungeKutta4,73,7.3,0.00258192,0.1,0,0.01,0.00407874
+RungeKutta4,74,7.4,0.00118809,0.1,0,0.01,0.00187667
+RungeKutta4,75,7.5,0.000528775,0.1,0,0.01,0.000835027
+RungeKutta4,76,7.6,0.000233950,0.1,0,0.01,0.000369241
+RungeKutta4,77,7.7,0.000104198,0.1,0,0.01,0.000164250
+RungeKutta4,78,7.8,0.0000470508,0.1,0,0.01,0.0000739650
+RungeKutta4,79,7.9,0.0000216816,0.1,0,0.01,0.0000338849
+RungeKutta4,80,8.0,0.0000102540,0.1,0,0.01,0.0000158308
+RungeKutta4,81,8.1,0.00000499993,0.1,0,0.01,0.00000752998
+RungeKutta4,82,8.2,0.00000252193,0.1,0,0.01,0.00000361506
+RungeKutta4,83,8.3,0.00000131845,0.1,0,0.01,0.00000171372
+RungeKutta4,84,8.4,7.1490E-7,0.1,0,0.01,7.60190E-7
+RungeKutta4,85,8.5,4.01815E-7,0.1,0,0.01,2.65556E-7
+RungeKutta4,86,8.6,2.33728E-7,0.1,0,0.01,0.000000
+RungeKutta4,87,8.7,0.000353444,0.1,0,0.01,0.000558026
+RungeKutta4,88,8.8,0.00164239,0.1,0,0.01,0.00259440
+RungeKutta4,89,8.9,0.00372367,0.1,0,0.01,0.00588256
+RungeKutta4,90,9.0,0.00648190,0.1,0,0.01,0.0102402
+RungeKutta4,91,9.1,0.00983308,0.1,0,0.01,0.0155346
+RungeKutta4,92,9.2,0.0136537,0.1,0,0.01,0.0215708
+RungeKutta4,93,9.3,0.0177521,0.1,0,0.01,0.0280457
+RungeKutta4,94,9.4,0.0219170,0.1,0,0.01,0.0346257
+RungeKutta4,95,9.5,0.0259748,0.1,0,0.01,0.0410365
+RungeKutta4,96,9.6,0.0298073,0.1,0,0.01,0.0470914
+RungeKutta4,97,9.7,0.0333429,0.1,0,0.01,0.0526772
+RungeKutta4,98,9.8,0.0365422,0.1,0,0.01,0.0577317
+RungeKutta4,99,9.9,0.0393858,0.1,0,0.01,0.0622242
+RungeKutta4,100,10.0,0.0418676,0.1,0,0.01,0.0661451
+RungeKutta4,101,10.1,0.0439908,0.1,0,0.01,0.0694995
+RungeKutta4,102,10.2,0.0457676,0.1,0,0.01,0.0723066
+RungeKutta4,103,10.3,0.0472168,0.1,0,0.01,0.0745961
+RungeKutta4,104,10.4,0.0483759,0.1,0,0.01,0.0764274
+RungeKutta4,105,10.5,0.0493530,0.1,0,0.01,0.0779711
+RungeKutta4,106,10.6,0.0504707,0.1,0,0.01,0.0797369
+RungeKutta4,107,10.7,0.0525184,0.1,0,0.01,0.0829720
+RungeKutta4,108,10.8,0.0569144,0.1,0,0.01,0.0899171
+RungeKutta4,109,10.9,0.0652863,0.1,0,0.01,0.103144
+RungeKutta4,110,11.0,0.0781560,0.1,0,0.01,0.123476
+RungeKutta4,111,11.1,0.0935720,0.1,0,0.01,0.147831
+RungeKutta4,112,11.2,0.107717,0.1,0,0.01,0.170179
+RungeKutta4,113,11.3,0.119296,0.1,0,0.01,0.188472
+RungeKutta4,114,11.4,0.128437,0.1,0,0.01,0.202914
+RungeKutta4,115,11.5,0.135289,0.1,0,0.01,0.213739
+RungeKutta4,116,11.6,0.140001,0.1,0,0.01,0.221184
+RungeKutta4,117,11.7,0.142737,0.1,0,0.01,0.225506
+RungeKutta4,118,11.8,0.143675,0.1,0,0.01,0.226988
+RungeKutta4,119,11.9,0.142330,0.1,0,0.01,0.224863
+RungeKutta4,120,12.0,0.141008,0.1,0,0.01,0.222774
+RungeKutta4,121,12.1,0.144905,0.1,0,0.01,0.228931
diff --git a/modelling/data/abingdon-all/resident/greenfinch_simulated.png b/modelling/data/abingdon-all/resident/greenfinch_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..3bcf49ba26727151954acb5ece29968f3354024f
GIT binary patch
literal 32335
zcma%j2RxN+{P#gogbEQEB_ttxkBU5Hhh&Sa?Csc5nb|9|$Ow^njANC(SJvT>y*bA?
z#=(1?dU~Fo=lTEN_x1VI-RE|9pX<Kv>-znE-|;&^DoS#s#I(c^2!!;(A2N?15PV+<
z1aImLAvhz@H$DpvqE50;oYZVhom`(fm_QVtI@wv-I$2p5F}avHI9k}+@Nx0n<`TKZ
zWbWi-=P1g}ZT;63T(%Bo+^qKpw7^}?+Wn#B2!W74#r?s{k;=A!K)k9S$lOtPOJ18G
za#PnBBia<I!9?hr<MrQoe>Ue`dSI~8#*OkG{gJY%f*W}pE)&kGjj#1ioxT-FOq{cQ
z{pG1MEH5J>kRE9pP~{4qvuCeIzx6QdJ~~M?W8!=3upq_8w~_3zE+R<i-yjV}0C`7O
zu5F9^2PB8&G!r=ZcE5w10>|FVl)m5q5%tGE4-V31DiC~dTs%iC4Gxf$J9uZn;T_)%
z2p%{(5&nPwXOhiMzMhCTZxjm)I)-Of{7tmVt=_s>yR3~lkF6*r2`VO2%7rsf!R8Kc
zXDKFp(KPUqt*xz9*V9wv)rQ&7zhRI_OioFWEts2|b6WWX>#u)7(6yV;Zuvx4*Ry>^
zKtMp%%}uywXGq5samlv;jM{1IYC-bq+8R4Qzq+T&6)A6BAuX@t{e|sjI@|4o1MJn@
zXQq~x@<=3-l95r_b;6n2da}000P%$}n4W~$5ehD~*jfJetgW-`4JRk(_V$4C00FtU
z^!oaGiudr?*h5AiEKiEh@&4?_hB6r$8Rhx&($u<kc$|7wF|@R_t^KhvF}(uAy7#!a
zxJunnMhCOe%B@{pZ*HA76SYN(A7JWE6nA!Zv~9^2U*SQ<y!O5a5FVH84c8r;?14+q
zZPXqXeBVXb3XP18UVeS<vQbW69-q9nqM~9=tu3-PJI#A6zi_OH+Q2F>G<0=mXTK^#
zF8tD4)Y2yyl2?4Qp5XPncT7b!;o|7PKEy>jI?Du6=iG*I@N*6}?jT=>=<ZGtQ}&p6
z{hHAJ(KA!iU<BGLIahJpmCmF1`L~<?Z{EDQ%Ep#GFjrPq_WClPX`pqIIJEd_U%KpT
za>>2=&32AL8q=;smSZlP>NP?C%tKTQW0T|FT)cs(9&%*FJg2Zw2r+}6WS6p0RqeAV
z)Oq~a)XvF?AAWLtXo_I)4O=balE%B$*ZG#uV!XnBdO>Wx;@-9=d~Z5rdkr=joO()a
zCiT9g7T-F1%~Dp9s9y8i3A?YP+XpL!YU=8g6OKI+iPmW>_D)WvIfAI~0gU}I>}rjc
zBYn)_;&-KvwxbtGy%*mHh#sxm`W({Hi#i2*@6W}nAzd9EOBQ8UyBr1MzkIoilENss
zu0cyE;nw4M?KKmy374dyBmz-iy?RKE-H?`9&<P(euc%&XYO0c^o^vdXSd(!`h578Y
zqLsbWS0vQI_<@Bp3kz~)sZi5w^6vF!4^)A`F@)i^Aq48?)|(lx|4>9kWWt7VBXyqq
zO?|zzgM&l*$jFm}DSvWNJ+qnSH`6?B`P3WFiAhK(5RORbLf`kV0f@pD;{orz??mnG
z?awDaS*{ARBj=i{5yFh#o#kYmg1VG;Pa6>Jhz7*5&k4py{qf@=Z+h?X8V^i=mSWNv
zEOTZ=grQ|;^DB7>N(~DSAfvw-tW>)ZwukjO-eN4$Nn{M+tJ(ZQf@oPm9Ssc*_R2AO
z4IT@_5oz{h7^DX`DWjyWIHUJbLG8hF9-Bfjumq-|n>*qX5*FRbA}OiSQT8nheJKUj
z>Dks;@Uj|v@*aO$cF~kPu~`}VBq2$*;V_G`AIMhTaDuwH2-bjmUdt|MO7lbTn+-VM
zn&BvfU(-iiz4tnB*krQStLE5aX>DZ;Rph2wiheTF5}utR=2~tL?pQk)r_<Pjtqv=+
z9_I0_sZl;H#dv(Tbu9=%2#fT=&M;0$GJ4<QLc`&3^Y!t{^c1J2>d}+E8S<N)oNI!%
z5VhiUE+R<m4aQwbNy)W%`={yKiQ=e63L}LJ)S4w`Jz0fy$BA5ZSoAJAS~lcTP-^2@
z3RV>plgu09QBhHibl%E)2Wj319~bX{wa<G5mYx%;i8{@x#?KF5bS9Lqk!bh`Gs!I(
z>WxLoRUPdjnv79I7INJ1O+T7!4A|i*H*elt1dAY@&K6$emCxYgi<;B5a_FI75#`F~
z-YZXTI^3w^CdT91qoIB<j%Z-S?JXt~Q`7#FV~o^8C8aE>6Rg^Hx7~&Jq4H{yPbyWO
zVev$rm(^9VXfIhAncg@~9rI)CeoTD)u*ErMvxe{{iRxqy%)_JO!;MmFgrMq6yU1L)
zq_|BaDnM$6+`D#irJ!1gvTOVj()-X_^~vUzy|eS$w&%XU6uG<i1o;(Vrh*RH508B5
z^0KXGhf_&1dn6C@Yr5F?cx$^qJcxFOPc}BnJh!s?@bcwLrFciW>7o~U9?l+!jMi5y
zwrtcYx|=(@8=2gNd5>lvYiI<mIMj}(7FJ9Xi#p5(n%^6@sklAkw{CE9Kut=^pL0~U
z*0!`By*64R=gBj>g%z)inB@+f^una<6%SmX4#HMoCF^}Kx=*%*A96hxqZM<>--~MO
z!9>Y(Ejg}3y!tHyZu@q#&r}Q*8gMtSJu@?-dt9JvL37*Cx1p`=L9%ADD-!y8Z*Nb@
zI8a+hr|HSZoSdB9j{9$DS(*oTO!Fg*FzXZ3Sg<}3OYTDBc3&SDL!hBXc6OiNS5#CC
zI2Ts0i~7gM$J4Ylc^|F`*&`Mg7nNpuj<?cI0z1^y)D8s*H`RMkJHrOl;YFrhwD!lC
zNgwJ3sl(M0rC}YI&BTLv3_s!Ks9747@iZBO_{b8PE!FLAsG^w5YJ%{|N?~2_q331;
zk#ZHeca4%ztx{WI#wQ(E@F8|@CS3Wsm~l%Om2n3pcg^;r?1k>VeJ4+)i8pwwW2{PL
zZ?+bCsMkus%0DUwam>G_=E$NYq!#QnwwmM67Hjm}_$9IF@~=L0?H`S+)lvhpv$Nf>
zVeW^Re#Ec_^p=#A)IAFei^CmZvs!HRMy=S|o<euAvDik3SE|?UC?PpH`Mt-FABS5%
zgpyW=MZ>Y^jwWNL*rX(mf|KbG?$m8Dh}u^!LtmTC_1o(YW>Tq;CQUU|@VsCTUz&~d
z?+hZxracm;#k&a7_RPQH(npbMyXx0*y2cttPc7R|dex7yJrc(B&TCyWNc?q)w*r=N
zds?Gpk|-BDWd@9}Q=^0peTy-BHLTM0t8NT~On307Cq;KxiDwvk!w{VkOrCnkPf$@$
zM)=w|2LdIzS2mNH*Oep`vSKee9`aSL(&bwcg9x&0*xpsLt{E;LWiVVY%DYawEL<Mi
zB7uG)IVT`MgzW0PM+g?osP`y(u0vLNVaa_HO!C@<>A1(Z-Uhc6`7uI8DKavWZDJu-
zQ=i>Cd$D6u-qt{~sccvuVS!NWOI3DFla-Y<5_20ljZsN0P@M3>Or&&g9ibdGc^}^h
zhgMk_Llp3;eetRq)MU@m2`W&kh{uIZu0l2A{8~Eg8+HcOl!Mfi33{Ne)Eh2UtHm9S
zM@>ylK|C5llb(EUu80)3tU}|jZe*=h<psN%I5#rNh}Q<X+M+&YuPx@R5XGV24>%_$
zva>sOpq|`sX535W+#p=(5_ApN@OS;{e2c%TnjFbVeevQomwU7s1qDj0RWlQbx*wdb
zw6ylTueP_Rx5uNpa%Frb;f@*&kI_q-?B;4usH@OS8WeMzI<KY=1$FlPRMkz=T5TVT
z%HyuX7LVvnQf;iS=5YIP*Ldl5jpF9u;nh~3o}(Hm2DY&s0Tst%xn6EiM@~%HKW<m8
z7r!4wJ~mb4CY}`{)f?NeC>|E(al0zRa}&4F($8p>n35i0w|b1Q<l&!mik}71418m3
zcd_FR=k2Y@D|nTalA>2g3{iV1FTWCV)>eqx2Mj+uoBSkfPqKmtRn)?;vWwBROTrJo
zGdmsbVF0~FkI_XF@rR#Xb^ja`S3w;?J~UO7G)~t#LkCruTiR^6`H&}l+m1sv6Fv5Z
zRv>r4GULkaFUIQ1!<Ov_XiWd`@V6^#ql1`H#Gx9oLaH;QejL=3+tXc19=_co3s+Dt
z+6hL8$Qf>Vw^ScgF-VNkuX|1F6?#rHP;n9OGrdS9mPUSRW_+nD?6SHugI~%#cjhTl
zU?^#AkyC9~dUI=zSsm)?4(gVQP!GXj5V_o=t1gk$OkAoZuiY4su&rfKHu+M0Rrwpq
z$iU2|jRseNf!EHr-Hts7(K>XE3}a}oqq-@GZXlu7bGq<$%lW%s3>(EU*pxDbEHFi6
zEL8O2`xc__o2vc9l7_DllGIC{5h_00a~qkk!o0Ycg$&Ok9x89r1hgx@p%M+jnO+jl
zMm7vF`a&S~drys~=cw2QoLO?bdRnhUujL7Q1yQ7jm{OS^zRzAU$Vzo7TpRAEuKP%D
zxp6Qo3{3>6wyZ6ZFl>!XtasH;-+k%o>WFHRGroEHT=?mk^c@iUB$folZ9W;>HzE4<
zikdJD14(xF!&C-o8v$Ui4t!BVCFc@lWw(3}t==7k@6RV09aev>o`&YX^9#qHw^r33
zI9{}%i`8fLKDQn_ll~@vb~}qLs6`K*&|4rsg0hikm}!<Hzzjx@AQ*~ju{GPf&fhNj
zpr*O)#l>ewii}xTptH=y`?j;{a@GV1#O@G0_oY5LMyjnkl+!iwoTQes=z^!~0+n0c
zVzPx0<+d-3`fxff78coYE>_n2o_i=FPK-3}ubU{Rs}kP@<U!HkUUZI@+DM$V^ED}*
zXxH$ty*9O^xzTiEkdfFPs$y!IfU+XKD?y~mO=q78e_eID$V9gk{em_7%gjuSp5M6t
zSG5nDzQ<UsCy&K#<&W>DEF|~DG5PDr8XX1Sj+%Sp9?h`tB8PiZbS63#f$r;-3o_q3
zn;I(@QaSX=C2t30cT9;4?YWC9>py><+Zx|8ZjaYkW3T(tfu{@8^XdYo0L_0JD>mmm
zg>cj_tl3SZ;cJ~45mu}9N%ec>dgM@!JwWfo=w<7nVs47Vu2J)j8+R05g;Auo6xF$p
zHHTHdh#jxuD5(Crg|a{PtP|HSTcIXfkDZ>FGVtEdG$%-wV*F5VeB#y~T`=>=qaRTh
zkE|`wp4n~e3CQmGPT;dwHf22{!e6OK=il<!q0mj)nxy`Ng10V@FO}Fg2YrC1j6{Sb
z1%!k`I(T_`&pFO_UXV`}5f-Mod+#1;yskq~g6MtJxMR;{R)qw^&D~u=kc?^WhtfRV
z10~gjMQ+4;7Iw;{-fj6}Dwkh&(^MwRjW%&T&X429joag{lU}bkH|>h(;S%C&&Hb73
zh{6m7f)b;qU?td^4RO@+@^hZKbGCdZ>rQH4HaGU&J*Qck+-T3I*3NZ{ZSY$G5ZHo1
z?V?KAlS!06HVnKJ-yJbF5<MsD?OmH-^xCHfGiiSilbd^!=X87T`+H5i+Q-MoM%owj
zbMuXBvF<e>QC{-^TX==fabDq`k&)4%bN|3V(;x$!6D!>A!~vHX9<Ow4@~W<`4$17>
ztHLIWDYd1SrYI%}US6+S;qng;53e|WBZM@+!Op(44S$nDn3Zk4DlAJP#ie{Q5N|?K
zw?9vZs$y5mcWN9(xukfkR}vZ+81R&xGizA0Y>Q$^VUU9|Bs;shZ{c$Nj(YgF9or9u
z1NGbUl3Lo@i3$C$PLu$aCjA;fE+h^TP_`bi(kO$s_-W<uUwdM+=kQegNl%Q&qAo%p
zrS;Wvm1Yqh%Wl(a$mxmE@#?mkxSBPQQv=h;$EkLSEk~&~y0?7U4bL$_e6K$))aPs-
zKov~YPT7aS593`2TvB#VcZRowqHT@<@<_XJEG@8zcM9^^0UpZOlhRV-DlS=2eKr>l
zB6^n`+#z<x|Cw9U1xe|dnQ*BgcSlG)@jIfQJVY<SKZys5J84fmc!h*CZ+(0vTLH)j
zX?gK`1{xZ%2}5l|L*ib}Hy}YWsFsx&9DVU5cy-kZAS}KPuMEibixNH$djX&`JxeP(
zGuPYvhA!ZVx*z<TfBv^u@JLwbO%4v(mY7Fr2?WH_l9UIH_&d7T_Yid=S4(Eg9VXjn
zoE)Xrvz&ZM6gxp8Q%vW3Wn^SdMadx_-9_9-^4>d)BO;dWm3jXB=D*H?as1#<5^03(
znEv&<UKvM6zW<z4QX>1;xgYl^;@Na(7Hy&6a)&}yWo1v#XQ@3<Q=<SIC}+p6D&V&V
z(a4bp^OpFBva%eyRp+5OqE*M#d=f2<cP26C(<j+~pR;py{m*qYywA@3YY@FM4<8c$
z>)c-t7Z?~Q{jd9i-{A<OI}|Np^!NU!-(Av#*dXC=0h=Iu_3G7U#>V&ZGz-^vtWU68
z%Ed5Pc3*~Ek~7`=6HvFmqS1H>k1WgYEsqrX;}Ha4*FdSorVwh(k_%vl_|3Ynh;G2Q
zI?JsMMK52z9H=JSN~hI9Y)uFCw_k1h(wQuxmVB_hUcHe;XH)TFb#?V%(DKY!PC>!_
z?ce6-a|MI6u_qv8oMu}uxF0NKmmw(^Su`~@pJiT~eUoqUs{9T7P836Zt*F!Dc?p0g
zw*iU^LHX45_4YC;1-G|9<g>ZzWY!pX;mrNN2S7$r9~XD22;utu%PW4Xk<a>*Hh@f-
z7SvlCD+>X%%#Ev8U+iv7Dmyzn&wl@Y$DfciUBY8Ga7E_+{YRFT942OFAzPmHZGaw-
zg$Yl_!I(uvw6I*aZYiurb+@-)T#yU9@&HGnoz5;P;cIGceq>~nzDLiv{UzRBnKdLN
zBqKTb3Qu`oU!SUYcNo1`<A$G~U!&hRw&IqkXd*G-5lc(eDI0K*V_1OZ9KT^b1dT$y
z_a`C`ULgZ~fNo(<PN0>wwFPz$H4Sx)^Y-=zlowN~SV(a2MMOKMi&ZK4j|UGP3=R%n
zUyp`CH;^@JEBA(mh92qbrwU8ij0=MTF5}?99gRj`j1I`k$_kz&y&|k4{u+!;xCaXG
zNeE(VYx?j}9Ni;UdW|fGDb#!M`GBo?+hgo}58}gYS5F$BDGG&}cA=u8x~9_|lg2?p
zMs^9N*-VbIj7&<BH!(4potk1Qw>aEgn|6Ki;>GOJ5__%H4Jh@cOOGBr2y*k<uLLxK
zS}934Vt6>7><8Fgd$AF{HSeDYat)LI*8IGwy+o}o%f|bA0l^EgX=&WuTh6W<NJT)0
z&91F+rZSqf6N1vOc+T1so494!5RWQ%Xr@QpvL!dGZw|f8JVp=>n}hG$@7q6dbE`0?
zrbk$rnzCvDC_EgJRvqPPZk}VFg!N#tJ+7V-T$!D{ZqreD!#eInG6rsJWYoAdTRtLS
zYvVs|8Ux=K0My|nw#=@Z(8I&S5DFM$W*2&;t5A7Zumif~vWkEe)^s@#K16!fC13Ut
znT3mxfD1ezb!08!jJCEV5;bz0mi34in80K3ugNoYM5*f%ezrY6W^Un&lOCsh2yZ~s
zmT_m&nBBr}A4{YQIln|}nJ5Vo7F@hV>0?-+T^4NGlRB}svG4zy<ihd!$96f`n7!gO
zpX0aP5}0xQ9SEAFjqwUL0B^p9aTojj+_E%s`OeVtU1Y1y{n*&p>5xc~m5X`nc(W=o
z%Q~nb9os%oJU!&lETE)vb**sqQ+`K(oJ9;S{uP=&SKvofOULRZg}QRv5A$u*e%CvN
zL%MqTfNm`sp>M3-5uKipYhRcAtXo50c(xTW_RgBw_U(JGj<3^U`140d@nc_QD<m8`
zy>Oc3Qs9=j_bK_lCsHQK3{1A8e_vYl6cA;s&6_*VMvG0d;YWNu;>=38AZGZA=tV34
z$VJhajQ!g_@$L~q#c@<)g6KHaOk(GtrZs#*uX-EL**|kYsVx-n=8BszT4^Nj@A3a7
zFFVg~A4p&f;UQF^5MS|ZISa>wcHo1E)NyW2haQyQ{f~^_(n%w=rGKRl7d!$m5FF*+
zD`RJO`(Kf^_tZQ@23h?3hk*z|_^+#QkAfrX69eD8`A?h&H1vPY-QeK(cWh3yv$Ok0
zEU$lL_k@@X-1*j-I6ndlz?bW-DE3nQ3W*KEBd5=S-~J5tVEg^S0F^)c=aVwv5&%fL
z|2YT9$-DnkQovmgg4KVnfA#9sf6lS6u>9woi;K%Y&ViB3H-I|9_jJP}JEl*7VSHY5
zw#x5UGNB==_Ps;#>C>lw{3qNX2nf&pV-|4Pb8~0sKQkz7HwF3M-U5xF70thX*DIr?
zb@@N%R8=qh``pVnZ%F@fF3#`kBReq9hIc+wUipKAhe!24Zz0j##^(ONW;L<i3Y>ZT
z+fK9Fn(yMb9J)n(_Ur|JMa@Eeul5z6tu7%apnZhwoRt7{Z~un}K=_dQSYBh84A^U#
z?B5a~{^zW$*B~d$hEQ{_J2$kRo*FB&Y<d#m*exPQ8PV3(W;*%!HuCuB@IqSfuWdv)
zGZOvkt%zfm@Xiq6MEjNi@Rw4y9Lj$W^o}qPK#gB>;&iCbHlQfj)dYDDgw7O)WPl9(
zg`LI6X$J+I7FA@z;F&K$5;l3g%SpaOT(7AQeU+P+x0GmEu!Ir~xx|?csQFZ<{Q|ve
zoaA!x;>AXrS5;M_=*`V{AhGtPN_aFnUt?yLjeMJu!r2`T#3hj8ZZSmLcC1{#S)KOv
z%a_*f?y%zG;>P_*X1RV)fXFs1t*$B*6&0<i(QGEj)vmTiGEaNz>Ry?fomGKCMMOkJ
zgIh+6j05)cR8-Dag5ti#1T0^56&2~s%*<!Dw#vUUtC7`*@NjZ^aW@rR*S*c})9&I)
z)t^3bzG0No7vBIC0(xsJ!`Ih$SMR2(s;ZIBe(h*u5CuCsdr)FxVxt#YaATrc6Km5N
zaaCPMM;;1=PGc+VXKrwEzFA&bY3t|+xpwW^4FLfStj$#Yi)r`vT}R~7($e%U7QR>e
z=+UFbjXjrDfQqMm7#JcVBd?-eoSic-Fy9ZfeuSQ1=($|7x94VG9UM#?$!XT!6MLG7
z2xMh19&b(uN5>{!IUsZyC6(JwA|;yxTjCi+opK~L0R4EAo&7=~x70A$RlzO|(5?7z
z0wS`&6$g*0!&x{~Vddpnibl(Bxqj5nUTrLV|4nR~CV*4IJ;M_<9zp_wf>AIS%*{KQ
zole~Cb88&zEy}XH@U%fQqW!X~RSA~%Ce*P<7)Hck18zNop7{*$T_2Zd`DkaS0xGk;
zsYzDcm1U#1SEWyIAM+52b#1U70`%{AoTKX4trM>s(3Zx=z=byJB1_~rVP)41=$56f
zuI??Rhe;afT?~er%|_~B(%f*8L0W-z+}8Zs2+Y>NBWdm&NWtDBe8&#0P{&K)0u02P
zK8#Tci8S?a51&fjliXzJtHYc*ru&YmAHZc;!8*ZzX4b9wIyShR8{H8@Uy|tE{rvtl
znO^LRN+7Q#N_e;w7M$!aqz$CFBH3N=l+z?@lqGzzchN*dCr^F%Q2`P@!v3NWF!zYE
zst6&Fe}F8pXY{PQN+yw^9`JBc>lHI(+C@f9>>*OkH58sWoYTu3B1SwyW8jH8-IXGy
ziS+?$g=LLMFA3a(V$lCrr~`E~TGEce@?EIV6iOCb!dq($Bm_`9Co5HZ?PK!_Yj3)+
zqum%J?P2UsxaM|F&vMfJKs+GZJ<-K$C18X?a(Q2Mz@b}>JtUWIonL@LiXNRS&XkW2
zZuo+ka808bDNJT?U%c9tN|4Mz9(VdL)I=H;ikB>Coha;H#?}$Xx#Hvv6tJ6CR0*_<
zCTExLAX~L@@rmyG65c7VsU>0vwByY0`J-J|!xwJi|7+(1iV^(aq-y?#l0gD=+yz{s
zzB~pKSAqDkx`|x-cTz5vWcfWQ|0!ON&?pHkr7GnVE%G`wN4p{rI^+B?{h)^VF&I$D
z+#F;9s8w-wqMEvm*_QqNp9KfOX(n@gf}ltk4voM%du!)jfRVh=Tl+1_;*!Pxg!dXj
z2#OF#$6fq;#J_a*UYTdluKy$8;|c+Jd6NH}`(N-O$Zt=Gl_+o(>*8Wgm;cIn^!=fq
z1w(El$bEUBrvD#uAJEYMlly?!{hxF90?7W8`$oVv{@3tuujWSua)zAz->7noUtEV@
zVwRKb*Rq;Yqv4N?jeRv635)q{GQlmR%|Mci^Ba)S)1$Afs4(A}68!}L0a7obywZA;
zk5BEt2{0!&_upkjV*R?oZ-pD+ESe$D(?5O;x^m@8Db$Ysw>J*Tvf_siANIRbIGu(v
zTWaB6`E9b_3o~=`8~=LX-j^8}%>O=jYJUChKZ>;<(^6D{|6A_8N=HYhUE{uEVOwH9
zbN}HVe=xDJvC)b;-Qd(ISBSMfJ=4_E!YoO3^-t!3G>Xy}yet0agEzF{ZuW)M8Qisd
zMxqPJj^;qk+6JQU0KMz@9h?L{3Zn{*Pf2;Rr~YfsglJk)Z*>CAz3C$??v~bF9LfY<
z3ytLPu&^wt<2`?UpCji)9^==SVU!0MaQGFx+%vx>AmRgLH4n&B{o6|eVtUQ57%``I
zKfHf`Ct0++f^>O$VrS@jb!psV)_E02OOE|Yk;t^_j6JFG;aAs=##{TfbdW>mwEisB
zmr3dY`AK~4+^W;%w1xBn@PlwBq2|<<A))3HUqb6uy8u9!M5A2cbK-690mP`juN7uJ
z4E8Clt$#eXwzi&JyY0ShF6y~=TSHSb1VKh87#bBF-2`&ce=>JdxrmsUnw8Zp7FO2a
zNz}h`cc3lIb3{VwFGSorF`*}3(7&Sf-^Bg@fW)xU(ulM)#?z-x1uk@_r>8fTqrFOk
zDA<CvFwiBIT4m%s(B}c>z0CXaxuqpLH@9*!qma!NP#vgxc}ajot_pah%)emq(C!+d
z3EC|tA)z;(nnpdT`S4-z9{nUh?k)=0p05OeIh8?zdE+-~4BU-{2-|ueCl~Pw2HI+>
zs$MOgQ`oO8o|-bW_o(G=E|j&g;R0|hh-KL=$?Y&KMqr?4^i%25A1r0GRkr@aVI<ih
z_m*4R!eo%ZbK^8skB1VoA@@v677DjWx&747tqZ)1rk#pUH=$d58s7TjS(gps0|fa0
zx4b<MU^nmji0RSM5n_vh&otDWTzuSbYrbW!<>~kD-_!M+tV+Z?{iuBx>R4<nA0ovW
zX<&+TInv!pCtMX>=zvp`E(_f$YyU*WJhsi&5r|HJ%NwEIZvbb|^uVITvkvRp+7qHY
z?j0l8QRw>g>Guc!{}~*CTJifQHa_9nlPq%&H^jPj`nZCOUq@l%53t2FpKn@TzbWUA
zgr5{a3|x7Kp&`5>JREbzHe-_6T}|%BnhMMkZ;SD3u122u?&_$7et>_Xm@8LTnpE9U
zahc_Cu>A|HX`de6h#ompT?Cf3-iOA}8{6E**d2G1Cofcge+gnO@u=T>R7>@k|Cz5C
zm8Ou2g<{6uiON#}l!402LXH}jt{b#Mz45mqGZ#21p8YI+d$j8xPZG3FF2*w4Je{^s
zU&V1ugHd`%N9SJbZGbm%sC7}Gyfmuj6KNMM)m_(Afdr$wO2^FOE+1YV?`ja!b9~CQ
zM2<dmRi?j7uFQBpZ1<9@Cl!deVtFSqiToB9tw%n;A20##h>(gax2o-6GAsS)#dT#0
zS(K23XoR4Y3t5f#+M-Q}luNUrls0Bl%gN+!!iX$(sQFyg_X%tD$-%pEjgPkCE)@Ud
zMFX0seBtEDEwndgNZmXyoaBdYOzG7C_TQrJc*1p(v$;zGN41Bx>e$xE0?CU?0^Q1-
zC_yAF!LVRxQ7hk;c_^uzHUHRuaYx5N4gZy!>tx7yWIzc)jeFM(doN`(kFi*d`zKFg
zS(^>DiRC+W9=Fo|K-mlcOQ7rJ7<}8=1cCJmwdHr3q;WsY-|I4YJ{CBKWC|I{kLQ*Q
zkscco3V6ofV_tlVn@;+0#eK2k*>eklUaGV2x0}l{+K>gdJ`B{&rw0&1Z&-Bb(hH*<
z7Be`l3A#96WX^H&{rOhNL+A*Et;b5$c9Wf8?L?FJMbMYt6?!9+lzns}uaV7H*mw#{
z_&~)+9jMG+vfn#eY70qUs$|?9D3MytzR-|rB*X(yDoYU{A$y5Z2^%kNM#7anqi+V+
zt+2^#=k2MDd(Sf^N{GsAvm!BC7wNeRnLlYgM7sOt|6PQ<?=;S2S-0>;C#myfb_6n!
zyU+J0cvJhdZ_9=h&^+L2NL7C{@Q15URL=gLt8o!9eI`r5X#Zj}PStDc)Eo*Q!3%w_
ztXeIWS>BJ1u1RTIM>O??AuFM`_A5kHmQln!+3%2BLnOZ*o6`5)+0+LH^7~XfrG|<K
z;?v|Q)Zb?KxsNVzu?8@3dh3_Z-Js{nXRVq4#P-*Vsks=az-Qw>H^u6+5+G(V&~S~G
zYF^f0lCQEy4!he#&$#ws=a9r=`7>Ur)w)|z2n|@D9aX0!z-O6|Dsp;O^660eDD9SS
zFAI33t!EY<+uMhZbajUBBVLpXJl~0dA%A-^J@$__?|e>r%Re7v@Vy@Bg}9bT%`^E3
zRjqa2nO-ofn^b<&^~uyn0ZhLdjypMX=1lLb{UkEs&NtF7O2%bbn4$$o``~7Mr7C~@
z*C5^yOY_k<g?@RY`^(?vzQLHTRCseH+FEORp{|F<CW_s_y<?&+l_7~o7mJ-F4fyyu
zH}zSMPGN+=-^D5!z37JnW3J=1+XDQs{=FBHPA)NZ%i%s?M+q;!^kDjydg*=$e24hY
z1PV&e#k(#RoL-eB)}%{ydbf3>ne8iEP)qX0O+6eJ9TyGn#4aO1t-&N2eV)MlDWIZr
zC6PWtSJJaC5u{Mf6)ugz&t8z^=i~b0mIUmX@#|9P%H=<|=@0qB-oEI0c&w_rq5<1n
zDdyN>4QX+&>BRDpgKW<SE9eUS-`7SQE6%>z3CQ^-%@3l&{Q!^Xq3N%18Rcj4c`xE@
zB-7iCrxkT1TDA3BaU?vhFt@V)X5oIgb#tjYMi;dO-wKG#tS}opk2=w;F8-L4dnXZ&
zr<F$v>VALw&5w{o8Yyr1bGhT<5IMpmlNtkKMcP$1cjo<^S@Pq~7*<>9q38Dib7pu2
ztiK?DKXZ9ECc`cErxy;DLaR$CJt@&%3#HZrY&s=5=>=`eTZGR(od#tmX*2E(n_CN<
zIGCqd_gtJ=Wj%*3%Rx#tL7DN*pS-J1pxzvypitLwMEd5J`2xt%AdF*!j*sV40xN4j
zzLK0o3T{k(iYAI;nTF!U7Wpz_BOf@w;e4DV#ANvi$28t1BbJUpD;@?&KykaRLBHGS
zjslZbt`_sX8=Wn(Rve7yjkxwA)X9q<Q=@-9!S=RO$poyy@LhO01C`XI)BWqC2rV1F
z1?$7Q5~7eaDJ);KHnf(Oqk}G@EDooF(6l&6UB(NIN!C;HaJbpphm0#oJO30Vq91ww
zK7-P(Q|X5|Z>i9;NqCTYEN=EeWzy*~*>P;Oa#Zc4erCT)Br4O<u{fKf<#ie31uJVP
zLGcg{l@QM0m`!zc^@KTZ5{?xM>*uMmjMzSUq(+ywBKN!GV(q*(FovNYV;}-hDE;&2
z-dmW%(Ou)g@#pXCBPA)Rmt}{H%zeca8K&9d@(+#V5Pcm(5xD93Sx<xMxo_;q;pLs~
zR@D^jenKgfws=~%mM@7mu}g>rM<oK}(+JoPMej7aUFtw*X9Dr$#V-|1#exehryjk_
zrT~euzlwq*;fVuyOPqLr4f{F^%Ui6ZChL6Q$-XZ!5lQO7oVwbV@!MDXZxQ(?FoQ)C
z2l=tU@;B5je&`*1Hdba^xnMifa1FH;d)8WRP&;FV^<^|joonqkGrTHeFX7&*{ENSq
z0jQH$Yw855!$X{XT4dZp2yW(Uyvye63baOe9WCwN3h4rKlZm5re=bbm#f>h&78z-V
zeZw5H+oTSb)44gL?Q`>Oiz~o#*SYxDk_6;KTHCs%tqlwPjhu@dKAU4zLpIY)2EoL3
z*<;O@v`fT>r_qGZtRMWE_$Lx`Q{<AtLml5<<fj0xP)|%!7YldLEC)VT2;|~j90KKi
z7T7j_JcIIC&86u0*fxdcc|UC!5tB^(u&1yz0XG2JzXp)=@gq;$5jIi(50f%QT%7Bs
zT~;pMbaYK$>U%M5X5yK_GE3Sz*8gjX_sV$JTCj>9i+=nhT;=D{nQymVr&ej|sS`e*
zJ3Et}J#Y~>T#FyWl`BwI=#8CTCOqJ*`Rs)@8%?Gckj{VpNPFOqx-4q*8W9k&F5osY
zYNiEqD7klLbpA2Hn{!*~PhT)xr(5q+Cq@(=RML%5f>l~BgQE&Uap=FutS8lbvL*K!
zbpCjy?He0${Tm|UkMD~02XK#e?XO2OH#c7#UJIwxP#Z%%EG{W~ua%MSvtE~aj$uk^
zhUh>g@5N%$hw_Y+vR2&N!%^%^s(2N^yiE%vTYw@4z*@8bDrPqP7?78DfPl_MO-)Tq
zPM$5t0DZZ<@@9h*Z)<CJcYS!RZZewfIE{BO&2!?)15?d#%OncBrUI*?<)BNrv8(@}
zIoKib+y+X3h0OqV?nGcYH6P4T<u`6Vck`AN-Rk7Gg)|=}WpUKYietc{E&;14H3kK|
z;kmVIy&k$bbRi+{Y}Ljdw<ZYiJ~<fS4kKsPloJzuq<b$&%OrOJyrU@GJ_E4LbFFN6
z5x5&ZR5~s^QcyU@sa5<^S5I%rpImZr_duuI>OH$!Rxhd0IFmamcf}Nb)$zfKG6E>0
z4;2*!4$9%Hi0@yXJCv4Wk{Hby%nWt4rE-a=E_$2Hwlf{!f&dFH0yEvg8yOk-BPb|{
z-|Jv|w*zQ}P5S^Yx_BhDMYDw<Zk(P3T&g)xJDvJusXvxayersH8*@2PqL=iA>*o6`
z!D?3tkDn?td=n`Du@VgDR@?k2sj1Zf_i>uA{FCpysVzWdP9R@<9PhaR$92|-z{vQx
z0&sj_*j@3q-hB@v2;ks2tQ)+v-355w(BM#mnT_4#ks}UN1Eb!XknQ(p3^YX_Ys*V*
zbYyqj56F!Y+NS>*e8J$&L*LK|_2cMh+nSv?VZ+(Y?_alj?~(VF^hnApOYEq_U|OZ-
z7dUk*Ha~Q@u8jduWfKz-!PHDK^zB<@KtO<-ziJjOFynt18hYH`ZG)f^0uU9I@a@|-
z;KO`PnlU^33|0O4^X=l2l8pTPTlU_wt&vXKi>j)2Xgn^!ET?0lUcG!7*ik_g4J?4F
zfZd6WkB`pC$Z)%o8P9j)M&S6wMAJ<1;-dM@8#mtd_dmjE<3+|T!7C0$|G=i`242sa
z^z>_e)$NYvsIB=gh@PHse0=;yN3%aE<;x2lGrUQE@yReRiSDs6?e-4Kl@z+4m^8@W
z9(YS{T)UR;rAfMxyKvaq*-5z|V#~F;|6eLu=j2X|#v^$p7nz1nvV(*C(pJ$?LQ+26
z34pl>L1?I}2U>}!c^BLg7JhP$v$eJL{K9@2Am%fRi+LUF?9L-fy$*MGxtV}G<h0oP
zeityt&;PG-ZFy1Ad*IX#98Rvw+5AB%<1FrDk;TP$2CjevNjFO-s_F?QdDoN_-cMAw
zp4s+3?3xbJw7F2E?vm$aTMo1FqAv6d2Q>UL-~Cb|{ktJQz^Q7pntk=+i0Qry5FMtO
zIK0;%BHzD%pKg5<0|eK}(=aVS%-HL6%UYCRG4E%)zKZQZ9duR`g<yAV_#Pse?}wf@
zK<|Ah)nc*r@$s>LRLkT5Xl0$teBjd@kZ^h+OIzBOB)^Cfn&dWXHXswR?Y;|c#ZX`P
z6*XfmXM_`D)7a{2f0D>%ts5`0J;JBp`$zK7@G1M5@$Nm_pp)jxqs2LJ-A^HUJR5VS
zTczz#ed9v%St;_r$!3dy`DezrcR%0do7$|f|D;<Pg;R39_c>wX*Cf@4^0gfMt-D26
zZsBa~i=b)4rfwDJJek$&Rq`*}7-?#j@Mfu_CQt2=6Lf}83h#fdEIdB?D(Q~FDDbeZ
z`v_f+NPQMN*gF_66!nR;Z)kr(^<8$!=+^7nd;eB{Lud(FYtCXhO~4ia7W~-G1vbUR
z!8PkWx~Id}!t3mdQlIOrr%XwUrPia%%4r*EglpE0HDnGdgY+82*`^XFntRRy>yM%8
zX{H%=L!=i*?_e<_Tn4iQ1Zd`}_xm}9g245WDCOgQxMKz!B(`-&f?lB0!$@-wu;kZV
zj?i-tubznusBSsDx%A}n+~dLMfM^LtdO_dq#bAoO)NSWS=Ek7fVX}0-YCDS~*M{{y
zIBU@D9HoX0_(cZEE%f<1u!5ud^9+UWL$5wP!7fNGftHe_y|fmp31AC1Le>M9x!hMX
zyzGoni=~harOqQ)Z!3^57E3A?MDU;oN!!?)WAQo`L!gHIvk;acdNJ;Eax^_SaEFl|
z<*T21DpA=`!p+difFD-cPyX>>;wW#^!TH@14_>LDKw9mC_V)=9G$o*H{W-yZQsf!w
z2Sy&I?4S&ag5?pUhzzD}uLkp2SHBqkFdO`3<O<Xu^;16hQO)HgR9mhEA?rwt{aYK9
zCcEO;>gRXDLvm>s!@oAwRFTd<RQszI_40}GGmY7gaL>s6CM~sQorGCVciSI6mZ0bI
z<(4R-gTsjYw^?i#8J~UPn*CWEH%zaIkCh+B$9pC5H!81m6`hF>x6nEJQuFl3T-$!&
z=7LCvpJq}X1iFE#+BntXsh*ce9jVljBab@@@77&UZr*<l?Tf&(0mQ*WsjRsq{=e>i
z=PQ1MS#GMNSJji(LGdPPad+_+&nj<DAllM~Q$~)&_$1G~NUfK@&+dp{u-s%bg`6in
z3i#pX5;A`RDbTOcrt}iG*a9Z+CR%?!vu;ZHDim!pM33E)DOJhA<uaAJU|?HX_9Aw1
zvVe<jLXgZ($Mo!6-0<7$wu@3fAMnl$k1xDlpm4f@#A$0R6z;a&B{X^K5`oWbq}&*F
z8{r~J>PDDi_}S}h9$rev<I%SnH4|^Q#=A9rwN+M#A_b~=+Z`tOLn7{$W;Xrcwe%3K
z^ua;(qK7S@3BYDKfPkYZ51vd`IF}!Kl5{y>qHdycy0L)?PFIm#R_Ku=ltB11PrZAJ
z*IEs&J3g?invIfg^c|<-c-;GyTuPy`veHO#a%W|D0M|Nqaxh${fU;wH0ZNp#T~T%s
zDx)<6Ay6FXWLuu3b}Q)9b|d4+DAoIp;kn*(q**WioU95;UC{hM6X<cYGduvO#;T+H
zF2M2}0pvM$2D0ladU{@CD>rI<7VfXOu1yYn|7f2j2je7#-K<>5{O%t8+c3$QHpb?V
zwK!|m2z^hJfvIU0?haG)^Dga^TkD-=79&Rpx)M3q8lirPn5IIawF1&m^v~V#`ZN>c
z>UZGT3$Dgb0owTpyHA}EEUH+3rFFC+E{n8feNyeMpty8?r0$b%(mK4sZ`$b;h_v!Z
zpg7d^7#~mZIvZOW8Y7jucqC@#2B{QHeD=Yw)a~393o|0FRVUVSJO|$3^xM`58F1My
z<lW~RI$rDOw*y4i$MT}l{6ccz9hAb=qn|&QYuu`G{QNF4jB+?I^^>FAshldkp_^B~
z1YGmf0~f#Y9@Xs4hBuV{c2mX8E0NiVBM+AtsY<b@7+c%;*GXRK)SF2*aj(TRkcQg7
zqhcU7yJP7$nx9cOKgAUCRKM_%QkQw9u~XAcr$F-S(TJr#-+0?35R+;kyIU@3<Sn*X
zbLZHGpY=<U8*75CtFeVJFpgZtp(Y?tD~}!uSp+gdt3`9+8bcewFF)J35@2G45*U65
zoS<va#bdvUV&;UaajfqCTLIn#K>C;)=(A)lXr>C<-j?`#hu@)yjrE~o3!a&CHaaq(
zqe~|-^5Y-nvTUizYL6Vq6Wzvli5E&B`u+CnkHb`5PQt>sGw~RdXsu#(t6xALnVVP$
z=MQEu{C;Op0I})qsvY*#Egr3eJBr>S#VmZEX4oR!lKzoWepdRC2?--h;>tS3e0l2F
zQ2ft6Zun~ePdD~VUY~OU+vKnKMd@pJ!5gU~O-Rs}V`oc@a_Mt-%tun4wRXfmE`|B#
z(tYN?0vcFf1N3m=V*k)R=l<EAqLCv@;*75~7N6_rz6q2CT2;@J&i{0U3en&ouB2Tx
zygag;f&GG1Pvf3cG$(2HHa^<M@LY`MZy)?Fh*>VI^aR^ci*H}L49GXy#f{gRjWQsz
zJcc;f*D$Z0clh?s8t9dzKc&j~W9>ugY9B@R@!?ojGBlMjhfj~q?IkY)h_CZK0N(;b
zLMTo&hlKhz0>-j#Rtihf6uu79gBmH-TkjL{+OeF;Ewff3LIW1zr}tDz39)@00A>|q
zc@9!iyX+ikayTukOJA#@gZ<}>j7;Ykr~GsKxg+Iw=v#I4T6KPSbAWwv`lRfmb+r%o
zmvw^@JJ;gu5T)(>f{|BWWV*^pan7#0$RE~G(8Wo)HDE3J<a&2cBe=BET^C_9wSk#c
zwPv0_rJiB!?;ZiGiukF*-VbL`1kmmg!1<(TR|+|ZKXmg2(}miC^r^>W6?j|a)+*$G
zjl2<roW+(wz|hK~?ie9OZ<BZLhSry-712FO0YkX+*AQ}S1$%9Yh?{!&X6&{LD;3|^
zT`MSpD%G#{YnMndfK4li+q9j8nz^>msj69x?}?*sCTNXMsU-3?8erkP7XS;OrgDD1
zM4jUA4^Pt)m_B(sa+F8x>WbO*zf%FRvTjQDo$sUt+BvWW<K$g+&Eb)|N#yatX}DR^
zxFYG9VA@CsNN5Sb!)92s4e1kZJ^MA%&#m}&sOcttyD90SRt&(7%3_N#3oKQ@>T*L^
zI3YPX*?i>l(^8i;?QiAO2d}feEzGYH@3_2=e5xO)%+gKf!f&Y_xCcG$LO=jnOa$zC
zM?7~nbZfp3RBDRAYKfBofmTOIb*Y^GcCUu9F*B|o83!q}D;-$qh3$NC<q|O|sfHKg
zy{or^rPzV1>6Nf!4SCRfvUjpv^mMHdkNYdpd<X5|iyu$;)c*98Wns;IP|&ae2SGfr
zubTr$`RwxYLq^ZdJFww}4taTbTwgT5NjqhqqcE-&QP^+pqwVweq=zJkcy<D3N=nMW
z6S)8nHFe)=VTf7Rx^AOwbN;WTc1Z)`V5@IrbWIT$9*%f*bad>!LC@#}avot@m-!%?
zHAt@>SjUXsF9YzKs;#Z9KJKvCv2KtWG1Ai%cRv8iEF8NTf89i>euY&gFimRGJM<jk
zm2*Y~zkk9dYU+?LZ%8V`_B_44F&s2kL>y#R59Sc4in{Dn_h5am9SvMlg}Y}m=zh-4
z&tG-IclM0$A6nsO8GmbK&9h&k4LZjWKDE48W3H@OTlna+taUe6m4T(uNe%^RrsM1K
z<VVm^$j-#%8^@*h5SY#QT~?ondSiug4FE=0p1NN8mzYV%a{YQQfbky-3c|$2#m#%)
z-6{R0XrdBEM@QE>rZ-hpf1pKA$U_H*;yt}5PZCD5enCZ}{A<+7p1$%{R{4vlXTT^u
z&C6we8S`v@b~cbe*KJMK`^ualO=>_8d6Q;X^EA)pan7E}&b{zxzNr<5jc#8&g4ULn
z0MLbaqd?4a&(8iQLIgv0L%}P3cel1Ew9tP7#8@sLNv41n6F~uipu<^fWVLJI-bBRJ
zdpYIhacJ~dGX@~#u>Su3oZ8ydpD5AKg>~b-!EQOdm;2J<?Xg;~>b<vHO3KRAu!V&t
zOl(xtHSZP}a6r*hoNN^wg@&Gs6e1_ZHJpvGvfz|Uo{;cxYFJ)Q&iPS?EUfNj#@mgs
zg+n8(_U!!pBVd#R=62vvDi5#ob#r&`2O{9u);!NgoHn;Jw@~G{pw!1DY>VrHxD;#u
z!*o=MvHtS%>@@Jw+FTl*Ied)9d6nGs+vDkL*ViYiWqT_AH_OqztD@zAac$oMU5n=w
z&$_;!<h5M<l(yS@GM{{vA>dU&K!{6UQJ1Ny=_3sdD&R>7Tqv0Bnz5?1MsEOb(}o}7
z7Gr1=Y)%(Ql0J+;-Guw6vB8=OppJC2f*G@2g*?Ek8{Kaj3kUjWQxGD&-*kWHaq~Ig
zbV?SoZK?G-979-vHh+(wzTP{)*Bb&#MU<E~`PA@>Nu3x$k6g?dZ$02X!eGv@*xJ-#
zg}!XOr~w%9u+c;21j)R|C*77b2@d`zl0X->UEX78@Zoa{-&`N|Xk1!8Ggs1{Y<2EZ
zDS6=68FG{Lz9e8qI-CRF3J|iV0=n_K9>Bh%ys>!2-bV+!9Y0!|7t=!;>7cG8np<<8
zkL)79a$onc+hin6Xo0a;ZckCS8KD>Av#Wy1%~Xhdu1@(qDq1mT*DHI*Q7Jsqx9gKE
zm)cF{#@-ntkU)(Kw~vX2S+Gs5$<9HtYxwg<Z|X9E9sd0hZ$Z?)c=#4@o9{Km@);;M
zOzKtyWLHmz+i#pA8bh60UOP?^ASUw3`Lu$87ez|)-|9_SPSiGcc0dR{zO6iDsQ)vY
zfe^!+ivK#>e*b?3iu)Ki-O~F2hKsKz$)&JNWcc6x@76o04+`{U5y(!PrG|vL#`?Ke
z&39F26t*-l<vt^wfAwd8G=_kVDs3M9=M8?Rjgs*;=nP;sdWSErig)|B;IX?6uPI9%
z$>6?qfyS|MCaQwQ6N_pQ@VwOfjr))|rzlfH;SR5OuYY@oeN1_xTc@d}X6V@rYHx*X
zfDs>db7j8_j4mX|YNPEW`Wa`Y-65m69&^G3G|)k5koNf_pkc)VxRz52da46p)(BQY
z7@BE|EzR@Mxo#r)@gurx?rAapkEH1*=GNwxrQ<`-S)^Sg?2H#k_?c(}WH0$L#rG%P
zKbWyA+S|XVaBQV&lQ7~EvxD()XtHq!HZmemJ-NVFp8yGG`mTh<CIqv)WG*csF_&`w
zyCSoncw;+LUes8YF9hVe`Jb5smm3jBd8;<h5)}3IB<3bih7rm|yn$LJpn&_8w@o!v
zw3HEi2+8x@VJDUc)RMhKgO0iI!avTi;J}IQ6Ga~eo1`4N&S-%IhF^*Kb{^yI>;>hJ
z=4#rnUV10b-RQ$+3AaG~%+O8dv{PY++6wR~|Fn!Z-$twOGdL4$s2e`EtQtMayH$O9
zSws)%$SNCr;v=E*hg^uI`q)j8-yB>Cq#KVE+PK)nbm(}F<mH~{JD#cONh0qSG24Um
z=^XYAm6ydd2%95tp7tLlXs4-$141=ZEr9eLsAyBXTS&tF-QA-x<Lv&8Cmb$wDjE`5
zFL}&{0GRo+wraSgtwUORbII-S4x!%u{{B@c)eh@MNjlb|6(W>tW1bZolyI>*S<8Qk
z$rf-BI7fNONSxN)N~)dN?^enK8HhO4$_*waNLyZx5Ogc%HY|1VG}gRBRkhI{T1+_b
zS6O6=>Iy<i>F<9X{XT254|++$XEg>9@Ir+%RI-PCQQBi}pL<skEX;rp|0VWD=UH22
zF{%M0pC;?et4}$mm(7)j-)LsNY-nJDK#GBQz>3*I;^$ge;kZ*;x}||NXP_WOz=IE>
zFv$-H+J;^)V(v9L<-BXp|JR)l4;mATJvWKMIaZWROjx2cRSnSdXRCX{E$CqT-Sf<*
z<NtgS>fW*vN6?BVSkI<}RM(SBl$1<hq69Xov&k-;6e>w7wREg>mTEZs=6t{X5hySe
zjN+o+@5p8Mj>@*_p2YJ2SrZz_C;+2f)Z50#hx`Ew_k_>}!^O{sm_Z^Rg=FCiZF#K;
z@QoBfb?nJpx3T)83B%W)qA31$;`z0GpfCL3fBM_3xve~P6Hywv3RGKv=*u?GN|@v@
z;`E4vtjAX_Sk31*xc&8(pGi*ID`2IV1q0!_SCpU=S**7NvRIAL^8{||DMNynB8G{Y
z(RQHL3I#1%KdVUvzj*RP7gxk=kB~y3@Y;@-XH^;lVdvKoICtRLiydDzz6lMOArQo#
zxaf9e7BDTG<X~$S`%Ag4*EJA~FNQYMX4iQC@yD4c&B!7sVr;Bef~^_97URMCO{grv
ztz-5#ucTp=zmz1xCBFt!m|b}yI#%t<4c>_ly4K3+%q#b56?<obPk&g6wGx5dw@v?R
z_btMJN;DR)$xe1$-*1by|6GzO)<b*U+uKZyP(Tp&yygLj7s@vv?<XZEQ(2Ddge4O^
z$FF!eCtbZaM#cqk-WJ-hY?14Qkh8V3=Vi=^@m%Un*19+OYo)*R{+MH#zVQg%2&O>%
zsDUvU@X*%_(~sxZrp@KZlM#ZKHtXsbvc{TCDXiam0ukw#(emI`JaL}o^Y=LrS6b@P
z!wkkP^jPqHl>l~ht&QiYSBF(9su~1drJ0|Gsc{eVS2$T5ZeUDHOQ4-?4yqB`Bgm%?
zM|nOwxQ*J1QoNjwp@u;6DTt+SYxfuNimIr{c9WGm?OViouRI6eQ3F;$R{LRb-+PdG
z^eBDgh0GFWC4aZ08uFVg$IIV;o$N9fUI6MNuuT+VVJV+TkB<DlPcM)k3qJ&ip0(28
z?XON0Amr1$lG+1m(Qxe{tZ;cnRXC?D2Aal5@rUs>coV33>lg$_kJ^7Vi~y+CaD&md
zExkGJ@x#E)ES?Kq1_$jO9VB2)$3VB9^vIc=vo$yosiu^3O5(5-miV=3dd<X7x3VF|
z!tiTWRvYfK&|K)l=-<1Y`f)2&yfLji7@ZBA0W}p|6CW_vYrjvkRa3zg`}5Kt(l}BW
zDW0kOef;<l%)@-E$8o25aoJTKN<;bkMQt0C+P?+W?FS%pAP;8(_x8j1h=Tm_rPGY=
ziZ5mHU2E#;@vM$d)c!1U1>#!<+_7Hh0i<U;*C%F1O`@vjRuz3qpegJ;cp6=3kC+b)
zkf-|_{GK1Uaj*smnho{-{XE%0X_KSlLx-+gmm`g!w~YmajM;ev-g4O5YRb8<HsW2i
z#X6iH`0~y=k8FeGXXtjf)_i<9^I3cd)m5Ot*6D|Vj=1ZE*Bs})x+?5&z7q}7uI(@3
z!c3>ELFoQzSGZfqDbaW6YI64m>89OXhu&RQBg=av+#wWFKG9CeF7%wTyb#DGveQi4
z?UCuvwd?Anv7U!-n-!1xRqx)#2ivl8i-CS!aX8G9j-tx2OaJ*03h(N#9t`mOHR!rY
zvgihBCuAUmmUarcG1xy)l&7NjeD-MM)z`Lx(bU~Jjq-4+Z@)$DmjfVG%H~Cfhomuz
zbGKg)`Zi>=b4K7}BrL6(LPCP$F&5i=;9n|L7`6SEefp9Pgi9a(<ciHYXk(yYQ~CgW
zgxkw5xQ6a0xzB-V&2;j9joVth|KM|`Dkj#5`>#BbW+f*k4kts-#KmKP1<L4?q5jop
zNKN*^k^DNnhF{Ns1G)R?IeuWQ!nI1`8WnIoA$+Et?|>Oo4Y|J9m$8leDjb~J@U2|K
z#iE77-1@oX=*an_HNWyDNrk7Nmw~mK`*SjUzhihSz9j^Dt&(W7%YZx*`D>eey+%?G
zX!$qm@GT{rv#zPJu{VlEzV+L;SjoL9e+Juu{{Fi{NH=Dn&P5QCub<o@?w$XZMjm*=
zO;2_AtG~FyC3(=adhKy!B6RD*^hvF_J{IRw<8h8i{p&NPiR+u2?>|&f_^>pP4Ko1W
z4#v@KJ5g2Ef;d_+I7#>Qh2Xy8NBNM3l$2CmOKWuL6q|hK&CE$M%Ah$U!&}L77w#15
zQU0IS&N?j0wrlr;h}eiA9V#NyA}A6ANJyum(n^PbGz<+QDWJ5ZARr1TokK`VGYZNO
zO7{>$*Iwh}`@LW7<Jf=fzkED=?x}m`x~_Gu^ZYGlt{Q>mK40*9Nv<n%%aI}K{2=ne
z4oN<=8x*$5Jkx7PMo)YTvv&`qMpdg^a7*8fxU`Gq@RZJA736`O1w~*5ZnQRaZf>r%
zp#dDabkgn{3*-aA|7tCEQB6b8Q#p`~ISbP4cGxEkFVz3mi!@M3sy}#uJ+B2C6lGOT
z#jlBimxSKp4--PgSjZwf7@iUadJ;ua?7y0eCJe@EYLPU7^%3pq85ucgX+DtDY#SL#
zX%1)P%x~v(IZboj$HT*8=2yM{SS2XR)B~Ix9Onbpw^qiR)}}i4_x7a8JG+x@cNGky
z$~(V3ljUfY%kVv*XyVz<%DQToTHWcsxnw=cUFYw=wz}H5Z8zSmuB}b?ePAFeE{+;7
zM#a3ByNpDHJ}zR*Lf4W6YfC-cz4Sc{zLqJ~z}Ivkek(PQ*x1-OsJh~zD_EHf6Cs(g
z?a<66CZ<1>pPnvh+@7%NU{YUSKepjv5M}^rT3rZnvyhUK7ASw+u*0t5@$bO4UNYU;
zKn}L<#`*ScCvcdi>plC&@G7Cx&0a=YquQ0|5}^`*{Z92%HHyd}0++aE3YT5z<`fq<
zNSdCvPn_bF0btzNwp~`3dxg+{?<m^m|0x>5?h5|wF?%oFNn18iQQhLuaO+$A{81l1
zd}#f@WL1Jw5-unwV%BD!J-N9*{xMm=ySZnhy232=zg3R4yvyKvRTu%}z}UNLL1`J8
zVCXOMd>IdnA!I^FyZ%&<TxMw#oty0mE7a0miA8FIT(zXj^UwBNvGr=%kX%{Yt86`B
zg8n6>c871`4r(B}5_F?&EoX$~wr!1SwJaWo^fNGE#odEYi`zjWUz7XM(b&UScnWW3
zlxsxLf(+wZj|T}+FMUUexQ+`xun{0w2td0jF*x{P6wymykkR}2(K8CBmyMu8O}moV
zd8z=-Cqt}*Mmd#5)blc>QtlmV=Di|#@}L2cE>1>`d5N=TlNHg~S?sl-oLe;Pd$e^X
zG4#4x-~+eASbaH%xDs^z;pPrs`a?D6zbnt&ugd44x(@xURAr~)Ih_vf=6Yn@Uv|sy
zs2a09wfE8udYog4+^J#*TShy;(QE4dS{59>l}Jh`CB1*+j`ALU>-TqRXgnT8?X9$3
zdUmdd1Ltt}Xb&1QcviyAW0FZY(m<w=;B2@7p?-pSbx5y6?>qgir{=X`RSMf4ElhVv
zfTlss<)X@&t;max{sV{M-(0ve>X8h4gIQcus6XSd``PgRfP>!|E!_-rs!qz>j+@!R
z_q9fE6@$O2*vQTZL90sS(9T^J#CKWr>>Pj}&h7sG+tn;cjBi<GH>wgI^IXfFpL~Xz
zEO}XMZjIea3CxmJ_X#Z0G8`}PNMquL0CSM*CN5X-Fs);Z?oF9!K<tR<gWOA8|FLU4
z(j~iCwJ~Tl3m~Jngk)^}tDz_$R8?*eOO>C}rj<LL)l}uBXi3M;QI~9!c%${{igTG2
zliXmn=P<+UV&ZvlmOaR2M{kvt`coLcbLvMyo=8yc8*%GWEm-vDx}Yjmb;Fvp$0k^O
zoM>Jv@vO<P&izqTG~O6kQnB2tlE$Ri>TVn_h;-NDLLNAApi2)f%8*oI0_;{9j~k!R
znm+*^xQps!7vD!rTkTHI35*$i`9wpZV0L<ge|~(0k_#T7ZFg{m+z~@do}P@{YO)!$
zFON4iV%M4{`D>rM=uv|V)rfc)33_a2?X|&$oaK5ExbEw2f>wb5%dJQ{9qrk!2p4rr
z6_U2b*M<GWe_NNnA<zWPq`=gO3LBL_`r1Ae9V~f=F*dpkoy@&IUCAe4@tOI%Kxt1N
z^HLg%%<96el6Sf5h(Fz?lM>0}LWfkj@);j?OhZnszoTcn3#Z~VV$g4k9lIX&PHm-S
zB#w^W0bi`PEfvDYCJpheg4fv?11?2lTPvwh9%lBe1vO$`t)p`Vjn&8`M)RLTCj?qY
zUxvpG^q#?4Qyl7uD0XO@{ymY*{iyfj(B9I+3MWVC-A)3t<$d?3`k5r(jB?y|t3-NR
z%9PX2@tO&1+?RTYM$6<fKJDbXX{AMIZiDCX{XN)~2$IdWo*@M@nQaWC+1Ur{D{k9j
z5+hvDe|Rv$pYY=JvyAExR3)m7ijVbG$$u)il2KlZUf>zK?Cm0pT7RS7m;V*ff2k20
z@L&j;0PS0KEo+M5<)vFY_r9<jLQa_Eqy*!Rg{_!p^-aaSy|3RhI!cGIIgKqX9}nVD
zrf1yNEH9;wx*bzy>T`Bn9wKw;8weIMw$8m|m2mOz%jMT%y@}rf-KrZ5>_J&)$a;)L
zT!q9XM)WE~equ<=!n2{9-6;BJzXj{J!kJF)2N>OdA7IsF6+Y0<#F9Cyxmi=ZJh_%G
zYi2I^#9AgmH|kJZ*y?Lyc97eA^HG#5iV{vFo~8RVdPT+`zcXBVs;t%iA9wh@)zi0F
z@j)3`MN9UMmVgnoNs`vU4wBK#Y~4j<KA~i?(@29kMJ!CL+DR1pZE6ZCBzmi(qXa*5
zp<{n+Nr@CeJuou*mEhx)Us(7WMAJq=c~w=_*UAoxoWuJTm-9vqu8AqtQpxI8T2(3o
zA_ri0*|WE1f^SYI>uD=)dc|Ie<uD#lJ)X^GdN(RAlvwMsRo5UL+*R%jg$r}%@rb!6
znGv>|A!FTbBe5g3CP`CG%-9mExc<a6&i*7pRf?jqC3yie4ddO3N$TpFV1gk%w)IU>
z>D|BID+T>Mbj`sz&zk*s8pWphPvI}|-%&+~Fgoh3Pwivo+j?d_kG%ys-ak#N5|e)i
zR{V571+Gh^h@OYn5Uk$^Ez<%<7c&lRZeQsV=jV*&2|IOJk(_}ccm3*22$!2G!-A|8
zvvBBA@-1mDovnrx(KkD*w)nnE#}DtVE-PMC?C(GF_vds1%F4cmb{9+`xAjMBuJS7{
zY!XBxxq?4_{785&HzqsLzVOBO>mL#fXui9n=6R13UBV|t=?C>#kfu%Xm3#gD|GIH)
z-vk6OjLf)n+k5tHBmFN99EQyaZf|1?h|d&{9MyZphbvd()ppywf^zA)4IWEs3_Y^;
zR&o})`c>@HuW2FL)~KT<9fPm`{Cw&^OrB@Y&7~es|GT)OJ@5IMQXq-n*Ecu6=!!V;
z4*J491M))n9bVEV)EC~pc%B#Hx;JlyO{vgI`|k}e`$5mq$Kvsogkw`>!~yutPa5yv
zWvMHze_6|Z8N7T+Q4@f-OG|^yFLS9;ZHW(0Z#%p2pburU9?id5AyP9tyPnN?Uee<3
z({s?$-gN(@Usy^Bx3B&Ec}$&zt=MwPzE|oa!I;q6na8Sp-Knh9-duplA*AEb6N|>S
zvJWFpWi!KV5UVmupP`*dP=O}1QUsUkTf6SOY&ZDKr~JXc)n^%N-J{qa`_CP5CekTj
zk@=4Q71tK+T&<B*>$EC?GMqZjCpXdup&|=N(WjSHyA3QyzdaahoHzKSAjYGj#ae<_
zUbVAZeO8!V6iAjf+e;*1{RpvLF7#%iU_G`3Y`}jU#>IWa$dN(U_>q0&J%*L`Di4Di
z%V?TYCfp1RTn-mVwPuBIa^ivoxkFOZGU`y1?_8a|ou}ANjhqsFc{=r}br2ZNF|_{s
zjTS=^%o#2h=7p@d|12H#G!mTPJaX908}ZaV{fsx)@?0Dk-&J|_Zoc+I>lTlQB0l!^
zS)L<RwEkfr0nO4rU%%27zmsBqUdHj%FPUc)PrMR~KKEM+EXM*^eMC<j;a5iK^FR%;
z8p7nwz>_uLB_!9@^0mnXnwj|S&<vSR%($h(Ti7z&Y)E}sqG>CAt5vzPb7M=5A=Ajh
zTFjmC+@4cKU++p^w<hIt%nP!#qV!|<aw@*UKmP9<AMU^9spolos(+|YLHylRuSjBe
zPfc~HomYOiv*Tff)a(Y-(nL5!kM|R?e8<k)VgaGNx<V#S=`>2h4^-r}OdLOdRtRIB
zz<h0FC^&gSRkD*bVfjA)!O{%lQN+C8k)9(l_XUH9=9v%NqG4+ZZg<tMwQ32(ATcl0
zz`LwfRVOh|`{^3-#IXBN2Gi0!hl+<Z-?+)t>xh`%)WFc$GGZCW^3QLajblSFq~69M
zLV__)rLX>^laGx*rv4nTaAay$*K63|+SQ_A*R-HFI%mf0#RX;U9C6BK(r*^7$tbF6
zYb(^$STo1_ROcx}e!*H)O^(^R^L$g9fASgb_zQ}H%3<eZGt;d<lHyoFa-FN=dEB=0
zCR0@WC-3g+?6fC|Av<T&`|G@w&K}R>tNZD)oMu155&g;Oi>syDLn5wg?|dC)Bx#VP
z_7OB6R=&*%D75ipw@c2?<hGfaqk}7bH_yX12%mDy<il^6DJhv^F9YALRO-TqM^VDP
zlSW@=zCKqAIf++u#~{)ohLRR$y#>SGzDh*TG&#*0dOX&6fy|RPzf5MPL`sZ^Jw=k1
zpeZPT*<fK!&yI+gm>ia21Su_u#cjKBEn?-DJu)afy#G&#G|{Ew*P$|_q}^M6$HQrP
z$9L889lb)hy(gv~_tik8fSw{TNgC}{i;)=3tKk=i-l$9Fv~V^i8J*0>!4^N8^qW|^
zmzrY1A_h~AfB59dTN#xK7S0K4uj;v0sF^XyRMuc(DLA-AR_jgDmRaTe@mrIUq@6ff
z(?~(WoVqb_znHo1?eR?~^0gPqH@~G`C0k+ReYije+5NZBP}>mnnqi&D3#To(Lpf_A
zt97BX*l~><weW?U16k<x*RWqFHkLWi=y;Bn)llI$6Mnel*Z6Q{)Qhd&clBNZcAr1R
z8=V#|DvH9@Q7OKt{{F<uN@}3F5~HZY0YRAz!x|Ow4svrycoUoibpqGXw}*Dj?au5w
zr$ydk<Vs(ZRmjQDnSAH>$@+}C!HPKZrQ?X5Mhf}vol$03d0rpj7U~5KFNe91_|()3
zT&K&gtEZ^WhkbKu2TaeH*-cTw(TTSQj#Fyl1&Y)p2BV8Z6;aKA!YLd$9a)z712)6k
zh>22@s+o*D+1c=-V@8Zm_`kRZ6RZlKPn8poWL9m@sKarED5hWF-~t#Mm1*z;bZHI5
z$i{r8>-tvn2AENw?Mt>!MPgtodU<k_N=llrNo4Z`tJ|HzlR%<CXNSobj!qo;HfgWl
z+~vr#dH4FwF>sn^s@a->35DF99FEhP;uk4N9+Mt!%3uB|T(Vd*No|C3^m#NN6|vNi
zq@Q&Y&`T7fEEjFtEwFocyU;#m9-sZihGS)1l97)>SQ)s<M-(H=SS>7Ws-e70b~Rp!
zM8s;?ts5{ZAnlw#XP)DwRzLT`RV3<@)bv}^DW4;si48zoGuJ(;$H1&aLAw1Kot*d6
z0D=CZq1CFhQR)fyq?a%8<V8oT(R}_X6#@_Dm7~u8d5YWm`m(9k?dhMKO;YbKujosA
zyRh{ZOiV9bJDB#Db!eY&ge=n?u9Ni*oza)f^3If)j+#>XFz)SaT1?E3TW|FE&H$$!
z!ss%sI{Ud5)XT4C8)mXL%P?^w5xp$aWGuYYN<=34)nE?T<;}}GR#4Z_qEj?8fIp&f
z^{AaoA+^DQ>kN&{)uuqVS5cnb{00I7WkH%>?AzzDp<g<xFQbwjwF$CTyuR1A$=B}g
zZ1s%0y@|Fp@)TE<W;O^u3m#8szeUH!UhRrt6p2j%dj!*`Q40JPkq^5v?HpV4X=Vsn
zv^TC4Uq?LN*C=eC&ADk|xHKB>jT21ei|h(LdofUK0l1>q`?`Tp9~0wi%8TH(XPyQt
zp#?yO2vqoc8XB*!A<R1BFPVDa2xZVLaH6wEy>?%g+6*f|-qo?5gt`X;4Vt6QGs#aH
zJ}bq(i7dON<-q%^GYSMzQL0Gy({&zh{@b%i-0I+6l)WZLr`Noy`ktLFAz#$D<92Vh
zNTe(6)VSZy{XL7e%Vn#;pUnVDXVg?zvLYWJU$Jr9d3)e^06aPkJMX>m)65Zv-s}VA
z%>v{SJmeaKSsK7bm$p+Xg^P}fxx@i!^2Ndw<kkBga>i5xJ+WcuFO*3$6OPT=vTI%?
zoQYkYP84tyq@g`69T#yT)8J4{GYrQ__e-U}`G3>N9B}%!-+=W6P~-@Ie|kE)#w($W
zs%aq3Tn1Q+Q*UX-R@LQ8_xJWz`ZMUPW2%?+{i-|j@(Ti(_Ur`-t9ATkn@4FPo^AuQ
z_??mr_PPdC#8O!~pAR_Uzk#;*S2+XwKe{pkw6i2hNlD=guNb+ti-V|mbbl-!&Hu-a
zFR{Cc%l_X`FE~SI=hEBV=<t8ZW;#nuswyf}wWol*-ach)ViLRtn%O(>!-e=^e*R1_
zG%}JYXm@qr2GJ}$XwA;fE;=eo3T#q9Rk+4v2403SmpgavOe`(&FvZEp%HF$khbSgC
z_B9%frXg+{n6%{*mGS$pq?f&{wt$<e%^lr|{F{F$FNl>Pt^4<*e>|wMZ6?lhixZ_D
z@c2hAyHHCHp`B~h{}RlC`4V7SfMHBbP|$HmWxzk*ewJ45K_H!pPIrFd9{pc3;zWNk
z;zOJr$eL<p;G*ma8BsAa^V+m<RzE9EVi$i%1*a^V?#-qxf*bz=`otf)OZ4J+DeOE9
z1h$JUQ+S<K<SOW8F>JDv1hNY?8Pm1Sa^$in7}`Z5TQXOHsWQZs-?EuE(P_m3{5HE!
zVV|npH*HojTY;n@3goSM&<$l?RCk6MICyby-57b$Rc@5H7{3|MXC&<oX(RGKP?zgW
zV)cvZMv0vr9q)jyX>Vso-mTXr0@E9cl@HLb1rPO}B|6#LpZ~Y9VyLLQI|^$!P+f7x
zK2d#jY9M};`aikvN9Z9-KA(4*diIB@knKn~WDH8mw7S3=fs5lG=M72{G<#dDMKD#|
zp?zQvmWmo=Ef3=;%hhec-WKU%FK;4~3z`}SuSy3PaOB9^e-qT!rZyS>5y}3Q1}~eg
zrA1fEGIVifu+?;@WnADMGasQJLz*{Bkgi&AWDROlXN>$wil=H;YM%_J=M;PcaEBfM
zst@vdFBG(xW3rSN&!n*dIsOP5-=}D(dr>fdX_@|5Dy8nka-ydy0bPY3a8fMmD`m-a
zJQR|e#qqyjQA3<6W6g+P+T{xVYMI!0^0Do3yaWa5u6z+?5}?Ya6q4OFqxIP!8~%0g
zzP{V!1$D#$0GE(d-eI+F&(h!r%9A-w0rB6#4d~@I9g4Cl8Sy{(!sjybm<iRk3lUbw
zwOtYE6>91^`BCJvEX$@;ZLWO8#FF9Chb31;puL1_3sZf5`2Y?uznM<+{lR+nkAJ#u
zp1o*`ELmJLI>O$AkykojWn+uAF}rR+c+}S2266t`obMKfnq*=<Mw7!)O(z)(0f-T~
zLU~=ZY!oIDT-kU#3ez17xsEVj=$PtAkOBalZS6rQZ;c$paH4N3#JAjBE+-OOIdJ@}
z6pv<ho6oae`*v<X)tnx)bK>kVK6iMc!s-3CQZ9l_LQ}WfMJxG9k3S@d5tY*T^Np4<
zkt+nELWU~{@EU&>w`KOt1$NRG%a08v9}{nYRv20z_h;C{&?lh$)ZK7GwvtAcF%90L
z_7RQrnC`tXm>T$#v?EzCKBdErchpS@zgKXWC>(#_RsYOxIVG2?5Mc};_}bfFg8)5E
zEH2Em-azWgrBj-_FUq{$)>7z*M6Px4(^(^v!tEzG-xIs(-0k;G=@MWmwdUggM0R?r
zlU_-+zZ&w3JrtwGjJ@vI=sWnv0G4+=2V9kiqlm~}II{;G)?%X+15bV^9$`QX>%_&X
zM&v1xM~RGj+`WQyk}t+LF%!(AzuYnrZu14!Edi+BupbgDPu7}Wl)7~gHXMt#*iGL(
zjyId%ZN@a|KG8F)oZ@}?U1p_)kQ068b9S}g0qf<8!lFJ{fkS}wT)d#|b;g9%{P))B
zRboG7U@nRPw8N2tBH>T1*VXs<z;k)RWSvA}1oaf#Tc6^n?hy$_h3*%nnkd54&9=UF
zfxaM<c8U^|hoJIG+UloDY&h?51moAA5+S%6rKZoYj9>_XhmFaxpvQ=t=#6%wK`14X
z7@u0qCKXJ~Pra|AMt~F7Z=ix?B5%4BDcb7K6HZ1Yo<ZHS2k)pgax)^wtr%3wjAesr
z`zuW^TwgK0g&^y-Q=!Cv-%m8WC^+P0GJd)~@7#70x`S1`H$pzl+Hz|AqcZW(Gb*40
zz!_Xm;Q|-AW0~lF-H8i7NiJSnz+^<!nJhRXg4@ZWLj77Zw(DtuvoC%tfJLsG@Uc~+
z(XW8(qhWyE@Sm0;XLc?3^1ihH{H9-Lir|bOj^On1bc->p9;F|6**|=TS#Ngtr@tw5
z$|A-7xhj%q$#LMPb(EC&wlW6<JK`<cC!RyqGE6Uy>&!OM2@gp%K%=4`#mM3a&)3&C
z*spUG2u((V8!XeZy<j)y$gz0movUy`QOj?8^_b^mvW~uNME(#)Yzdb{PNZ%7S_b-#
zh%`PncM*byH}Tkv<?L~-7!Tcf<s*@jphqG1CT&2LNe3S)e&)1i#P0lY_{a^Hf7KIU
zKy5!tJMXEBI_gJnZO`6xm-$2z&uiNwJMwAIBhs0Ho7IKQ9ksT@H(?%8DC>Jgf&#WJ
z!eu$)*1JnNQs$23f|@r4Fh-o4YMi`kCr#VwC%Sgm7F*2QvP!oPQfe=!04}C@<VvU?
z+yH>Ugc6uQJDAe#_l*Pjw5$)<w#J|Fp?7!5qihnx2*-%3H7gX+zJrtH?yHTjj*83F
z1S}Ml@iM{%wVDp`w{&KV1tc%?1W(j`SZHI<-W5~4x+GC+`IH8E18r?i;%I7A_uCX2
zdh+`E`uEk<??4Pq@A44`K<Hg{cXxmO@%)6fp4J+6)dBbnn}@BG4o7R8#vfH)=V>*@
zUZVgr&2VqQYwgOhMe&^S%2$L|I++cl>e&akM-2$f$o0%48b826Nf57Ev6Y2{@S3+i
zgYv_OGZbhVGOt%k-V7YK+BVvbLH)p4sAx6YPv#Od#w+|IYNV2{o+DJe<RWd)^P6X`
z#1gHR*5p<k*L9Q;)uW-8e#xEZIKWnQZT3-u{F2U9=!+!o$G?%K-rsZ~q(Cp}cM+fo
ztIwQ!%AK?cj_4B$ma-#-H%zco{*ng{`{o6lp#!|=b$`a<$?K>ioiT!s3`VMJc$pXM
zy3OS8YmO>`2VwSO6&omv`gJrCF&iaPW&}L#*q9%In4Bjv559~yYX@fu;0@=}TgAU#
z)4btl*TA2jV;n5?T2m3xzvFH2N^*8va}je5+PzOS7B=!4X(S@Qry#A{R}rhRFNFq6
zKV~33Q7zJy9!l3ris@!%Z8!V&Y&CKUDq`@^yWja*Rrxld=7(JvkIo*O-s%){`qr9*
z17(#*YP^tS$e1ek?b8%MioPxKBUtE2hCgy9fEhE}p8S&_R*Y1#`yLVf{2AGrll3+M
z5-;i~{R^z7F})EMZicsy7L}E}g@U*E@q^RO+jK<mEx&x@#(4tdE1}4Gjc2r~i%GKK
z2y(`k_jMD`?*!XDo(Dp|$Rv?aH9Ado-eZKGfSSA$G5k!yZNhRv^ZUIgn#30#+){g@
zi8P@aP<vp(O<Tzo#P8}uuP4HjlrMKY159IAe=;Env21ggzj2JTRp*vv@uEcovH7~^
zy_pf!C}~{lq33J4hgY8WVTugf+GPx6#m3N$tE*FE`R^-z?Z3`7e&ec`T)(f@*2H)?
zdeMvLgJs$a{j*PwFF#8MfCwey#2v`T_x+G#4)eZAL~z1`(E)7WGCQq0!j>hAmxzaE
zv7}i&^R*1=nTh<6c^)smnekk|#*#9bc2X4uBFW<Flz)^fjpSW*C+uOs&9Ui)LhTQ>
zb9#2ubLO&MOW_mKQ&&!+B~;B;ynV7M0=CQhVBuMHkmXGk0{a@`vxdrsv*EAZZ9XCa
z+(*i<966bZBcm#UDq(5c)G|?36eDBx0$(lZEL>EC_8rq=#k%Cu_hDJ2wjLNRIw>ZB
z{DDdM;-Sahfeko<PGVPMUly(S;XoC@%>3)<ASeg%$L{_YzFDle)zV9?;#<jLKVw<D
z0#Q{xrye$AwA6{^OwF-b10YWCZ^Jw;&ATAju?tn{Qo0YXxVWUhC9+AEeWNNWW}B8u
zAK+RQnSl&%Et#-*tcFNOe3OPAHIyF~e~@GAQR}f`hN!)HWVD_(TbF_OC0+b6ltLwk
zU%y+s#`4M|4JOIYi*hHdySXw$Dzl>U1%Hgb{4#t-fL++n&{awQGuzoOpT~}z^Zb+s
zAjhRz<s+-5&e~;*ZBly{!%}9Lc5%iuSls)lMG7s}>J4{B&ls62Jtu3sJ6{cT!4fVo
z)MDIMvR7<NZYX?+Ve#6fzQFUBJsRieAg|Jf{r(D=j4BjtXM3Mk)jJaQ1;`2$_Mz9T
z#nytbAW!u@dP7Ss4cmZJi-Ohc9IH-~YdyA`;mUXNXyCt;{35;y0Vavsh4$>>pOfD#
zXFRSqZ~4|Z0@+8{=reCqASyWXcojjm;d#7pq+eP}idabKcPkjum=&$CG3&~P-y^}M
z8N7zcAfAc&C>uP&K>J90B=&i>k$hWDnv=ygeyzqsSmRqoS#-qbWZ|a>Wr%$@%j|4e
zc7QdDv>Bm5Dd5;&O8?}tq56r{ewTjT;~vnA*`MF_G~6zSeimwa%8rtGN~XW-{96A`
z$w;D({3xz1gIU7?+v0bFRD_;S`j_7i31Js$1d02)r?SCB-q|o<&HH$b>(vM*le0J5
z4IjFlXXMVwoR781EVHFkG$V`Jz4iqCE5q?28*?_a2t*hQ+N+!^evHQ$W}RV{V0z7T
z`lx3hAN+uTIC&+aI@7q#T7>6YXpQ?XrOI85^v>F|6T_uX+0Y*Aa<F>QXmKibVTW94
zOK=+Y7T=e2L435W9fE!g2nlJS<5JQq(_`jlg)QG4MhXe|k<TSfdupvZDzPJ_6{Ir_
zI&3|o58nliq|3%;2bokXiCTTuWMVL!bxYLtymx9JhzyW&>S-pH`Q|YucNQG0!Vd4n
zJDDgXsT+?56Z>}Du?5@_VGZNt4E6KFSGc07fV;XBM7mpRw`g84(eLhU+_z?hX+q_x
z>Qh=fMQzT#wO%W)d1qu|SRuZ&@-f%e=5V+b)KyrC^?)xHBeac&>VWWz?zyC+L%%c4
z%4cYi@BL|*ck1+z8}PzksKa^AmMMv5pp0X?oCe!+Z~K}bI!UJ2MFt#GXX>m-nn9|&
zeew~-pM9fmlcfjYrXy_i6ia|f1;Z*|T`G@9h<W`!{zk+t?b><n<eO8T92JvJa0-m5
z!A1>O=rS{R*gerbr<ZW<>eL+EOzlW+Tg8A3pF7$K2?>-G6dCKLGsggNm~H<=_wysx
ziGmn+b7;JwHg-LWpLi1?MMP9`ah7ey=2%_)ezBl|((vne&3-ST0oUqS{!KjC+T`-X
z2XVzwmu$_A3jC2&y!uLjFTG-BX2#b-NI|N&?Gs{_LF6or>*M3&7JxALV9klw1N*<>
zJ#xY`H&pq>buy}UcZRc2lZp(!R+pScR|ZdkZU?NCbMsBwm*E|A=N(g@LGRrY*4u(z
zbMMQi;^ivOu^VD%&Avz&XuDc)S-Y=_?#z^)aQr!=7JBU<_onSkib?T%p4h*T2v)_|
zpfMac1kxay(Bn%?3Z~#+@8)fP76#<QOcHIN6X@BuvEm6-(S@HyV8uES`dsJQf~3Sq
zVc}G1UI+DUllS8LyMg<~m(V`9n7Php%ZWd%d?NXLOV9ChwrSPHJU&~Vt&M5TzKsrz
z!B<+6A~zIsa!YgeHyI{jH>tcP7H`^2axXHDUyH-4l|I+?^hIh<!o0S_eVq50hn3aG
zc=s7!Ql>PRay9mD-oSma#PH5CuJ*8IzmUJ{wm*cyxI<bo^$Hi~tSl`rlaeaQg;Y<n
z+{21J&`?Z$Dx%QtV(KEi`mLcYrTHwL+^Xd+sk>Ty1Se?f@z!(X(5-!_-FEE*6+zCP
z)a*-HIQhYHi&K1x;F5kp+5_aCM*F8?HvI(xsQ~2qsBq!IwW4ySf4RE0*QQ<GxR~$Y
zXN#d!wXto8bBK5%J7iRjTDL5+<)sO9H!JXnA`riC-F=?Qxj#NegPPcTGG_iQb(1P+
zI9j)3nZeOxuC?X+9WLIf$+3$k8B!b~52uM~wtk(rE411j?Qgz|zif|-Tjj?c6u+f7
z#4f8^N4LkMiU@nmoP#-0PL&<H7}{0+<rh;_mgbh3VB+LsGmuwinT#2@r!SKnuaKQq
zSmS9^6JBo4B-j%ONTQ4r{vJ(u?z7HRA}2q}y7Imv7*YO*C^kHDRb0FlJHIxG<TmYO
zBYF5kq3O)rFD9LdJSM<%?^-=5j<|gjlI36>P(OZ^nKL6-gU7=%=R-|^0$q^8*TE50
z&2@Jot@AEyB6LhM@(un&7LU?Mo1QOsC%YsLe7}z|_=wjgtB!jwwe2A=t)d;uiTGY;
zL_*D@>)JQ@XbfhgDm@W5JW2sGOUSGIoYWCJySq`z$&42$9S`odOuN7FOyb40ue)v9
zx9By4hDJ$CD-Q}9zfMojcH$XoEZEje>9L4bom2mE_xwgik&}~8%+Fhuwg45rr?>YN
z_|X)>esfNCm4noGc^m9=wOFju8v*&f1E9D8!644Si#*Pyg)sW9a%_x@Bp7wu3LG9L
ze_7FaOb+?zr*;4m7^%>)sR#hARu+`vbC|m2a(_Uhgp774@CO2Fx+!0GgFycHmUD0R
z`$L0FkRIY|_Er^vZ%qyJJ@1d39Rc&sV>c-DCoJ?rLPE?T3^FEhHl@pCxYB8n6t$c`
z7_PZ8(H7MNDSrYmpp7k+Qug@@c^$}zbYiFAYDBy7D|jWtXyoGRFc6&O<Md$4)0pw;
z5ym}Gm0hZIX#R;a{Kb!I3FWB8J(`g2Azb@dtY7dHE8)NJr~b!e)?o9$p+kFTXR3M3
z(vJeE`2iUPQR{9n?6rZTkbnXajUYYC(1R*+{2f58f6nToa}p<o(mebRju>UZSHQ7^
zV3V4MM|FJoNu|)Zlb&-q*@Vd2<!PAO*aJiqtA5rZyzzemh~sEQGw#YJ@ptz?*Pm-O
zRm@WuhHlCgEyf7pzy*i`9lpsu7(kNcXI1^<5)-XnxAc1wm3wU4^WiQsTQ`L2M$p|1
zG3|)I1BCahCuj}|EihLJ623XM)Y>rJ#%2hntNO-|lXsYbbq^0Tn;ytGlNTj`p4|(h
zKU?eTeF<5mLEtCF$9-#QAx%j9LC}l{KnPf#4m0+5H$&H8mfm?Z44G;jJi4_XFHTxv
z^iCvc-TQFYK)cZR1OaJJd37&A%fKLFPdUlO+B)yO;?^m$!$U~>2dP96TwY3F(j4Gh
z^Jmh~;<S#o_GxfdzJT$O7L|G^wMUOy4St?Uyk*^oy7vw+A|^p0AvYir$onGaUN#*8
zikv4XuMi=AQ2rYR;(kN%JN|~rUAKmuvDV2vRbwHXr@_XWVT!%N>E*3oVyU^i4Kx`k
z@Mr%11L?@Et{(aYAQ_mF$}2Fa;O5v_B?1n~a|7*Pzs_xr&sLItE+}|)o`OP#y3~&?
zergS-5Po;W;tTsP@lR_9qFRvo)xs(*x6Wp55{9hCgu3!*FpXR{?Vv#cxS70!cDeDe
z8b4j{PujE{9Zk6db9l@_f@{Tg+~DVL8avH6s_J?|lSw$BTWMWP(CuLXr0A+C?tFxK
ziI2kA)F05OFK^@Vj-927WUiiOOcBjhou3Uu-IiYmRbzczi2U6c2~o`0iQiYM>B!9v
ze)*GylytgjDPB*8EyE8?n}mi1SYOyi8VGv|1~$8(_|C9U@%~}6tW}Zg%p;v$Mn_<X
z1ge0^!Fv|OFl+ZLaN0Ktx?D#CFreV>t%#Bd|HQgI1M_myW!MR+rz=P!v4Rm%l0@d(
z1gazqoij7s?uH?(gJ}1%ts8B`6R&QzegF<|e#I1>-MO>gKLtqia7PGa@X?E>PM#Fj
z>zelW^Ao`G{9HNjJ?edk1RJm|B^6cH`jlL7;H_m}r4uJk0OFlj#pB#rvXQCOih-j_
zfe}Gr!NIeRT9CDURK}n*PnbD|_8HJ~Nxm(-I+bXf1<WYvjvI)nOb?zh{(FgIyquhh
z9yx+CIObV2Vq%z|0E{1(7xs#pUW>Y_+~<fjZiGbKmQIP~1;Qv&Lpsvy5iqnY0-7!|
zxFGv6CXNy1X7M#@=Ie}1UwfPsSeP=XXlaAvmBS*!CJF`_?cAp}ZLafrbx&RXJZ^Rs
z7e1ZgyOLlrG8U0Ns8#EQjyL^!-?8>oe9OYJ4e`OVr0Y+PpjVpd$38E>+W3acc+0Ac
z7gq`a!I$x;)M)v?_y@U(v0rEGDx3eIkdp5^DtdjY4_{6iLZ<RduWrw@(;=7#*2<*1
zV%IJKrZsAE@=MM{0MNk@0>&_Bmp=WLFW8rX;rlF`SbR&7g*mq+VQpz+I>kL4B1Y18
zTJJ?KFS(=)Tu@3B#A%h!efZe;$Y#W<+1)0(TloO#Vz{nY8^ID=2Ms?97&~<RHX!&d
zo|IZ+v(~T52Pf*dWJ9)3ZC)8eqC{+@PnartiHAo;DVWc&@puCa2J74l+5y>zJ&S*A
z^C=wm8lX>c=5VV;{4^N6wQb)}0^Fs{W;ENjVls9k=Wz;Zj$P{U<23X6>13Cb-_Y39
zwk?fzGcz^a*s5qNo9CrJ$o6KvLRgd^QRqcL=|KRp|C><`fBpY3P8)v@MnsU1kn{qm
zYSil|%ztf#oe_F_J|0AMV?St4AM@|0Cqg`4?9bOzgb}w?0i(dNvcS*uI{q|?>xIug
zYdwnyk#rQ`=RU!NX=%k?`zSgB^eHQ=4@N@6+=dg|M|_%~K0!Rb45xM=aLK~<933Ao
z2g7$-sSsS}n-ND4@p3SAWD?T3V3TJ=q9`linm<FlP5>9Uj{yAtA<jg+1=F^JhU<uk
zh+3%;TmVEwAShh%y|NaQUt^+Qzm^2RxBz6xVJ1*I921!cPYmV^DB1?g?J{Oob_qkX
zF_<U<ORT&0@IV9&KfOPX1Y`W*19d!x^npMA|Bow&$NYbrb^ea`knE^ye%Wwmnmgf@
N$jhim=Sx2J`#;<Gk=OtL

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/greenfinch_synthesised.csv b/modelling/data/abingdon-all/resident/greenfinch_synthesised.csv
new file mode 100644
index 0000000..e2397b7
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greenfinch_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,7,0.15685670000000002,11.585410290633405
+2,27,0.2484133,18.347765840733633
+3,39,0.5241564999999999,38.714113640044616
+4,29,0.5631306,41.5927343123409
+5,34,0.3069176,22.668883901143573
+6,25,0.1878172,13.87214777333676
+7,10,0.07976652,5.8915421633632175
+8,1,0.0038093985400000003,0.28136155514198546
+9,1,0.0005739948753000001,0.04239516791486407
+10,2,0.023469077999999997,1.7334222750630224
+11,1,0.050176149999999996,3.706002259096138
+12,7,0.123121,9.093696988353544
diff --git a/modelling/data/abingdon-all/resident/greenfinch_synthesised.png b/modelling/data/abingdon-all/resident/greenfinch_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..2eea7b6579bb5aac6c175bf56da413c0142ddcd5
GIT binary patch
literal 79257
zcmdSBS5#Bm8b1mMDp*hi5kx?W^s0dLqVy(RI!fpQ5(K0d#X=|aj-d1+p?55lBoq+{
zy-14?iiA!G+!^=T=brm;$9?&~+>Eiuc4)%NnrqJQ`?Zhvk91ToQ87}HkdRzbS9_>W
zLPDWJLPEB2{w(;Lr^UU`!2hIPC_jE-;BNoI=Lyt~MEl8$=g-_<Jac-=>TL)0baHpQ
zD<~o?c%Pru@x_bho>D?WuK#_9pgYt-=!>~mKlmw>&(%ylNl55vi2so~<owhpAtfPE
zf2e5qGIMSE+)INI{JB5wJ}WlKt^3^hj}(|fv?!EK!>D?m&(F+X-#7lgWfBaJkG^;n
zav`itNpsvkR>}0%3(RQ?SF40mMsiGz!~)(oTdtL>QC+9MRXsyuQ?l|c0wNmv?%!8W
z^h?HRQnr6zd9bby?yLX48gHFddH>&ct_urmJpA|N_BK@S-w&}tr7uR&{QIH!$tO06
z|9<G*)a5hz|9<A-qW6s(od5k){kQ-BU5aU<%C>v%*RKyjkc|5qi6axWF1w@esv8J<
zlSaX_{+qJ*&#-qt?owkm>FOQ75$MK9I9PnFlX*Who?SK1xZLc|?yeC=c^qzcYcDwZ
zD!WS2Nsl`l8?W3<=gV2JOlle$Ul$PxRWG-mu1z&wqZhPz#G+PWRQe|7mh^n+Ic9|v
zLCgF4hHK*PGf~#T1iG8z&pL_?3gcj~FpVVM56~r~<2amC%4_wt+jP?h`@Zzcp7&}x
zJ_HC?7!<|~PT!W0K4lt7;xqZPUO!v1j>!qOqIPTKlS~2c4F9B=@)V0MU)_ABq(r8X
zA{Y(sEnhoBya8L${G-%F=m3xZcFVHWkFI{kuheh-y{H|ss45P8>%|%3Q_Xu?{j`%R
zicw7Cl$CAql^GN&y0<=A7{u|2l?7d(lNCWl$NR@IZaPitPRpOK7j8(nWd@}s^Kg)o
zOUkpeu?c(3KfK5y$CPkK8=9Ig?7jAQ*Bnk^$s^3mU><!_LPbsOyoIISfII^`10Ta(
zIJrvg=$iniICGnOtgH&rS$z2I0eKO>o!|Vy4y~=NBeN3?4fof^svZ!I_a@zW&!6s&
zS}%M#$MU*4O~m#MV?J1^CktKCjz2%DCu0Kx0(Lx=>)yZX34G2gd-W>a1%%bgbaVX?
ztA4AW*YRfX={K-AhUhnt_>Jji6T73HbN3O@l^-9@Jbn7~<-MMbw!`I{vfN&qt@|a^
zozTn3L+<uiCds_8vpzGvTrDjvFUd7J5_t@U>DhJV2{ou#pa0$nZz@<Mto7H%JeHsX
z()}sV*duAav@U4&EvXmhi;IijMMoQ@eH0C}XnUEM#(){f>CRJ*oQuiJ&mY;WuxwsF
zA3=2}uPki>$$0l}>fBv$T6;D)e)FW|IXO8w4(3sSEf*d^$7esTDwnF(k*gZZ{Cl)A
z=SY~#l%LO}V)5$jW_zsqo5Z+|p)iUI&^3d4H_Kgi%-Sw?RPyNib}UnNS<cav=RooP
zebcZfGcCU2h2feVFMj{{u&SEu@qDzs>izrot3Hn&#SL2CW@9_|EeaF`cr(}`nt|uH
zwzt1!N_s-cmCMzQi`RrWLYg25n9L@A?#nCZRY)|W*f0UL^OGz4C7DBiCSq3{rp<0(
z`ryHXt2b^GxpBE<zIpq$6lJGfH>DPQ_Tr6PQME;H(M!5$vg4J)97FN`XeyN2a=(dn
zV0fMDWXVc4v@swzsaIrtW41jwdtm?1uWx>e@4%g48mtQDkq5PI(`MFp%dJ}dULO2<
zTjjsM0lv!4%FxT>t?rR?4!&-p1^TH<VZ-5ev6$Wc+2GPi&0vVESsD%RK(WI>_5lth
zWK>`oWZCjkPgeJKnvsNli6Kv*w5+V<uHw<bAtndoD~&ivAcVboHL_zAtreVtvh%CS
z6tWK3qA;s<{?z|K(hAmE^K2Y$5$Wd0F{yb|=n&yz*2*MLi8EsvRb>e@WO+NKb{cfN
zrMmlAG|;@O4V>xKR1ISvH;z>P?xp1ncjHRxv^Tt!hv2*x7yqL9%%ir&d8o9MVjZN1
zSCd~nfuvnZTb6qH$3_g@7@x-jdoNh&MH$j#=zK_{LZ$|jOrb~6-V}wr^Xs3${!Vkq
z)-&}EH%i<VlJ87`(>ug(YsI|EG>7sx`E15`VbOLBlUobjrTcQemWUu6b4wuJJA)99
zZyr1}9?KJBU|?94Jso$*F}i!UX0(|J+n*)9aC)+NI*fPl7QKv9exp)XZhaHIkeD;C
ziRsV!##h;rcN!SSG9I)$V&W;gH=a|y#)V1UQSQH$1`j$V?9;mxl<b(!<S)9X9cT3o
zn5DtHmYX-*GBCazp~h*yJSJW1i)}x&29IOCjK}sFTw9h>k^W`J(+S;)qftBC8_k=>
z*n{Ogt9;pWrrT3T0fT}ASegDHX1XO=<1XX2j|rX+-OOv9jds%m!PPu=eh<pH%lm9t
z>;@oHgetpa`1!T$C{Zq;<3)6UVhm9Q+fu~W&o6yZxA)yucAQrRC@KcepMP%BuC!`}
zTlnn!*7IsS?#+}mm=)sY?lA-#g3yFpLS=v+2c7bPKt2{*G(wMptgNg`)<M&-77sZ1
z!&I-SrFHKT)BQ)YszIR6W-WPx!!B&u^n$0`RoZ8xtRi^5c2ui=3K}`Fx3`C8@##w!
zE0FYDE<yzc25MJTRW-)+`ERxs?v<L?SMad2v!lHDjLU?R1k8;$W5J6@Soo1UDo{6D
zW_+1|d~6yU8TBcucu&TmFa47>S2t^W#8FFE%&iQ&-ZNxmJ3&tJqCtmr*RJKyZbVDW
z2-6LNB`<ZG{QTq_(}MeYL57<?UiRpBzNuiPWpiCq!12M>ksLI$EGHrJT03FSJb6+U
zzgAs<Oya}hd#Ye{dqZ`u=7H7>)UNF#r6$;Yfl4~b%^ECdV)mdfCH9@LNPG9vGBT!r
z(zQb-B1AWIWwsv1Oj<U3_YH$L@z*DK{yg%qy9o7<?l~~i)YQDY`+JZbwV)w?e0&VI
zut(K64Z+vACefQ$MVW(73H5!Gf|gD9P_A|t2?WB3_ehD6_O&}&J=;~0*yC!sb9TM(
zgnhwvS*^+Bs?iy)+P(SCNNsg>^@40!|J6!e>^_xmmg{7lKsP}*^S;Qats_=e3hy7j
z+n6@GUL!IP)bF)6rq@bujs<m-hlAtctSWI=Lj!}Dt;;N%#Zmr6QSWyfda!PUqg~%U
z!hrngJ);ssbrx0Zw%Uy5l6#!M#1?OFcNOTQEA@n(A>9iB_^Bh@j|bFg#G+QWwAmmN
zd?<hkm9=sR56rnbvD<!n(p;?g>a4T5RlevlI(Qo{UzbS@wQ{U<ICKqc>p7*Pkc_>6
zXZBz0xoWVz+*d8*!(fd)kq6yFJT~$;XtlU-XW?mJzjJr=yLVKvM4SfaJN%JHs1{`D
z+SbGi-(k70Z(y*CDwi+oIaib{V4e=}L|H|GLQ=qa@CcHdtb#OiyUgm{riZ;;Cu&3p
zpc?u;=aZBie=*lVIs~eX)6wzvfai__u@QLhu8!Q*&XJpbvAb&IbqETs_62%D!xYqR
zAbzh;>^J*>a?s*~PkX;kz{>O5a4S*?2p<mV$}dR?PMqr?c1Y9`*!IKnQ5wQ-1KF~?
zMI13K@@{@O1lMkE54zmEddj$~$FDb8$hsmH)fIhn<eUkX+KPfQ>iUu|;;p?v(aC(I
zP`XZzT)DN+5|WNCHx6UR7m`3v+2+jhbgA+B>wumlo2I?cvFno8Cm!2vW?a9KBvNeE
z+T`>ljG`bhk=ARvEf8<`+)~<PQPMso$L90yTW{Y?|Bc4(8lO!of=mi){dH~twI0Vz
zc6WDYq~CMOs{mVn(&)2VOn#hPAYpgZk9BU+y}b`QNiBDvaQgHqXq89nKZk}!wlYNR
zG-7N#tU?C?P+R>Hc}my}Ue&yI8-qFA#%OP22289UL%6z)`fo|jS_keLdG#Y*7gf6s
z+wdDhXN+)1pS^L5>Ryc&?t~Mz0Y$O`G3VhPoF8{lUS{y&r6`TlMZz4wap+l>Mc=oe
zUt+Pt#kPJ&D}^H->9YQHQs?ZREe4cZx3^7T(B|#}gB?Xt__*5-v?8wyAaR@#OrE|L
zl%j}rtCzpR$z<(=SWdsczjox|iY`lAnGHT2sWh*5%PRI*=sIf5k{z=n9N^Lus)lA9
zmNruYoH$9n1R7j6JAQ-S^>NmC1|O+`jcn;(65|M_uWk2*$}C<O$ZPA5z{#<fb(_be
zw6LID44M5=$pS}PFi#`Ffpy7=Beoh=jK`B1TRZ+Gl-T-S`!P;4c_07nEp<lQ(JG(V
z*}5bC`uN;Ri^^N{ht~7)s?3A<TIZ1xi&&wnSC^vyZthZv*#Lu6RoVJpO7j|$$YUm{
z7d^{wlK|i>np5+}eR(8zuSahDRi@dWM`S^VoGcMb;xGyhmTcE}>RmJYL4d8Foef-6
zmD|BAZ*{Yn;HLt%`@}0#<XrYW|IB^iAN5+FFtR*3!d7DZPGMf$_$g3*O$ATast0z~
z7|mHqz^2XM%&1`v9n6yv640#G%U8MM54*^PU1L0)<7cs2`nLb((#;)eOk@09{nW+@
zezV@Ul{~X%&fnY2#t>doL;Z97E>*48ofQYYGx?wqR58#VfNnOti}U+@GOyTjdV=?x
z)4nia&qb;(AU$xj2m2+E5)5!lL0FG~u$149qt~HrtZeco9)>BUxWyrydXv(A42k^7
ze7Al-<@ayLq$Tq)R%5+^_G5AtPwC*r*5RWnS37wP1?6U|nNba1VLx^n$HYklzAWH&
z(rkC{=7Oeu-t`x-{g$<|Gt02@l*t9n&qDsjrE&WwQ(d)1p?Z|uE}MM5c5qCJm-S+6
z-hC?vW#62uW~aQyWscik&IF1iueiyX(7~@Q-EF&Q^P{baw!r3M;qFc;m(ldSrMKkj
z@81<YZ|DMKb3DoL>qt+N^&zKA^mr4s3q0BJlSUHMVy4E);38;~t^=8pcTryOio*N;
zd(YbNdF4;Iv6qmHPwRTppTbqr>+Tc?z)#F_<N~3AnNPmGDV_!0J*Ur0_7m)L+-^7H
zJ;z*YL2M2{evC6SGcOO9QaoEv-!l8D5t5(YgkR56xtWjOXx5Fk^oGx5M0q`-+w*nm
z)<DN<s;Pyv_IM;>_`9{3<by1B712EjV*3yQ6;o<qUS8z#I)KyVL8oBPIQR9eVO?}G
z#I;>fe&vnv+e5~j5YtG5E=3}ZQ{L^m>E1DP7t`(o56VGXn--3u4~a#qWLL&@WwO4~
zEI~gz7$A;#D{J4u4PA6#uaM~jgY1Nsw=%dMc8LJl$L&^}Gomi&GMQQHbP4y0_Vybd
zCrfY3YWX{{@KSKPPZ+UdRrzKTqSB@V25708QAtN3xL`FCwXe{-sHhrjAj%^Ll!KtD
zC0QY9NvjFG&0aen+RAT*GsETE-s*^Ed5)9i)#>yy*R-^c`g12P!R$*@2v@?em<zfH
zV~526Rx0k!zMnFQf2;?dbzn}_-k5FdctDoM2UXYg@p+lp3){@nPrj1xns;fV&j@iJ
z%0EQA)G3=ckHuRxKYZB#hImw=jQT~(Dx-+EXRu+n^y3tJ-clWs;6cy)J>ulap5$Lk
z4Q&kkoXAq%R7o!NEIwD&YSE9<;=DkEz2!&63uBHf_p0}GsRY$RGp3HXD41W9Uk7Ig
z+CK4i=QzsY3GJS5t^2H1;O}JCNo|Sg*PHF9R&+u<T63(@JQJRvTOI=zxcaJ*{N2Y#
zusucNBaYBiz@o*vUHx}{f5_Gal(j%B4VHhS3s7W3QX2D6o@kkzDYY$Hy|_Gmia@4y
z5x9H|?S;X9Yo4*B$wm$erTK*g&&<sUtY*x}8ETmjiVN2l&ok4%rX_<Z3;?EPXyeos
z#o&A0xH?GIqSenxc3>*|6|E{_CYZ-NFIv^3l{vx>JjW^VdXh9+->d5rwbj0@DJdx@
zox@A06g}7?K_P-){fU^QH%)G>VAM5$(&&Fwb72<*DN3O1m4UZ6a~kQo5bI)G))r3T
z=hn9-1i5|NVR?`0g38*ttM6dmUGJ^MV9Sa&@2a$<Okib=v)}G9Cy&y9@{M1BO=6ol
zvhQAvFSR8KHfu;J&3pB|y5?oCcpB}}HS7+i97okh?6B15^|dWTrI)^;N3Da)d7Cs;
zBFJezN>!Hg!YAIQx{OvV9evRcg27<JL5&n<u6DJH$(CudA>5?2zRbAWMq#{lM_i$U
zEk_Qr1!gQua&}Q=-M!ZZn#(^^ZMSfkKO%cVqczs*Ute-wkf9vb$zdu2wXQ2M#H2uY
z)IYD6R<?aT+Qk|v7?gNua@tWo?P*Z+cHHZgJyhT|)nN0V(<mvtKpCO&{GNo_mEP;V
z&-4;8-uc~w%<TAu$LDS>1t72iKY3Zqb2f1;cE^w?j?xP2_Mp`Rv1emfbY*u9D@?5$
z<3oNq<OCM<$J(Kii}5MjhN1;3F-*nqIrvcaE1Alcqe=<_$CctiGWSk`A2;$ah2>DP
zU1OE0SBSyimn9j~0)&s<@OO}T^*H0OMqIw#^7!3X7XE8t%s$x3$9JDv)V9Y%bufFK
z@c|+Qb{~<k<)b=^C-!tpUdF@w3@$1;-4ubbwf#XvfNjY#R5U6Gp2=SkZB0Y;h8XUH
ze7pDB*oPp^=f$5{n4iVlWN1mJD0~M?QvzpLdi9$8*-Y?hAYDhiO{SPY#&Tg!5EA!A
zw4No6Ce8eganPA}Z>d?(ccEp48Ja5D<Y!%Xb;-^huH+mK7aN@8EEXQnM9si@`4PQ|
z{MM3kun#pree%i?y)<Yn+$_xTn{9s|s70%!It-KVuW>Dp`3x87@n&d?KDN^+j#~!^
z+{D!-)WE?uOR~;qb0#25lU*gM2g)KEgx}xn?q&%tBMSzgfs>ZVYv~SPJPQ<CNWRJ<
z&$$fuHa!Cu&d2NwuW(Wcz1pT^U!~6H%AP|kA~&&LuF@_ZdnyaH{0T!^rLg8`i6wUw
zkq-%4G~|Y<gC+hZi4^gyX|IOS@oqlYgN@FX<+b#$ZOJW^K~Xy#Y;4_Mh~naS62!sT
zR1Sb-)Tk>*hJomt8m~WPcZJH9=&lS^BuoNKDL1Nhj}oF@fc_eOVI&=bQ?v-Pf)(ct
zqBBsgyg9Of!|3KfD=98<F4!YroZ^KU=KH#$?o{dOoVNLa2YmxClNYytlAk?W!dgWB
z^)l1_+_0z6wPONdS4-bN;lvS3t`R3Bjd*%f*hV3_OmE%i<;#X64;8cv-}R+{6fb^I
zf4q{e@~6$i+seqrIvYF|hKCQr;zCl%4ecyVd|i<=3=>Un-~pilPVodu+JaLw1GMwd
zk9+mdfp)$1F)F5BxvhbloATK}j=Z(?8%20%b>%kCmzq3&RNU-B_UOGpEEae7Ozy`Q
zShV)6;BS}G&k;DO>QQ{uT_^^l^Kg;>uO!<H6Z=}jMlM<_F3*DFysJgE@s2AeKy;LV
zOQ$Nb9EIDVEG|epa&+7=sIH}6#(l6x9bYq3*aVgPq56-o*ZLP9qNfsOVU!$S?wfjw
zNS6oG+<)Bk!YPzlvw$0QW7<)M6IJ&y$HWa%QVPK%8LN~o<V_}!M=rHoF}s~U6(Ou{
zqXQqW*;R?WYi@`V=dFm6L~x)BXf%y0WP9k@0Y84Uz@Z$v=Fz*Td6Dv=3#M(C;FN+8
z83$Z5bi*W~*3tSS?LPKH5hmwqO_^Jo3LvZIfYeyb;giZ935=zii!l1?_6xAOSRNM$
zS6;#{v=K4n{t!Aoxy-oyb1ZvYnf5v=b+Zj$@eut+0EsQTKjV-Y-g2%9>&e9iy-w7(
z<EI1vd^yL9SC>;m)r_{lgE&6#|9Z=^I$q#2?PXGd*NDGtzR&r^g!1cotQVhMpPXx}
zsCgM5rFrlVG#TKx>quCdeI(?W#*a$wvzHh@hTX>fGM2mV#E`6CJYgJXQjmf&E1vI@
zm~DB|WxSVnapFc_+TCvZIkPZUQM9tr4@{Ez94CGYZglm&1oRoMx-NT1_ktjx!(GdA
zFfV>OBsfa8+?e_32tm4}vbTI3sKy4zPW_K#sdXQfg9bje#H5kqYm@{JW$nWy&n*T%
zC~XlOs&?P;s|mVH^D=q+Ugds@tpDEcO(6=qf$f3w<z}@%U&X>&GqNC4D0=g7$;#T?
z_Hr?!rB?HqNnBGaaUp%5tq1-A{G%U!`QvU=Dl{wZ>(iKJlu)~2rN~O*aaNL8Riwc`
zfWgCC|G5THOl|%JmNXC6{r7-cIyx2|k+8B%KrTrl&cnnO%j7$dv`)qS{An3DQq2M@
zfPFW8E4n#{gg$Bf0c>!W8Veir?7rnw6cRz}=sW+O3$FDlku{GT!0dO%FVuR5r#?J*
zyJ}ERlv1p@CPixv)JPc)uW-|S62m>t5O>u#je;{fyD3ZJG|`aZl93=lG>_6VC#16K
zqFCguD3%~hoYK0<XFvB>z>3>x-X-#+RJQJ!#q_H3@Ujg&pn9R!m6+_sIc^Q_cd#N|
zn)kC3wX{MPB?g)6K1mAFs9T}84)`$POEFNL;HioJlxUMcI}2N=DEHwS&?^uJWW$)k
zr8Xo|+-@=%R7VQ}8qLtEH~1+JrcjnD7wA{fsTQFj>cPow(9c2{)H7_4{py5kN)i(0
zIP*BUsVBQ}5Acqs04bOzd&SvA^ZT;8L`NLkpGWQZn@%V(4;&Gc$T)FQXgI!XfHZAG
zKvDZp!1PU)l$So<wDJLOrS-UKi8N}W5DlRu;c;VA)bkA<g#TI;s|q-Tdg+`cC(jjL
z3p`1>=bIBJME<(P8ig-M2b&g}&hSxfpKw(&2%OQ|FcF2;?lT=KY4p=eUdGL2PWneC
zhjY2W&D!fRqc`1KK5VG=3-~hMlyDoaOxWjb)aqA6@ZY*?e{oG4{Ufp6C*1Otej8JQ
z9q-~Ev<>ASUSntJ;DR$t9>40|x@#PNWIjA<st3;BG}uUGC-m{{b~p)B_-y%^acD23
z&y&*o+SPbcEdZE1AuB&W6@a6x{$2Z&$DkkzF*_@dvID#LUg!7kV=b}ys<Es1zD&s>
zS|+Blx>sRgTBM|;M_!=Oi@8oWiH%MoV*%VM4miZ!v9`7*h>mC9b<m0F*4EJxmj%$<
z)J-VXw8BC%p|H>)8Ks*gm9$isCGBIJ(heBIA#<s6<aN8ofjipiQ-8$4My)Icimhq3
zbvPBB7N9Uls5MRoo=^o78QP1lO2mN8*i~)c_p>s=gTE|HMu<TO8@S}#vxWQf=ZBEX
zL{0I^+IaP0(DCcn<YIz#{byKMa`;nBN(>P-z|E1_+*}<gE$HY_Ac#-axuQHzfj?79
zxTBMqij@O&*#zISxdwce68YqvdcWP(RXO5X2Ic?&{~N!kJgK@jumRNWg3Gt0e&c&m
zQHOd>FIM<%hjSIrWDE=(iK7?T<w3Vqis?qJi{)8X5PB9IHotX*p3z=eS&`h>j+H<8
zG0Rf31si>plVhDc84N^pNjE$=`}X6y8>;@djLOYM?mhYXIw0D^BQtmctJGD%iqTP=
ziN#6j`mBw`FWu<D*Lz0++u@lR9HL&aN#~oDft#q3Gl3k}E@0NzUDJV7l1(_8dqoYO
zssj?Y^XZpY=P=l<PH?9qvmCB0E3sZVive|BT4kqoi@PVOCa1NwCd09|k@P~wn-|a+
zSf=^y+qaMWn|3AlzER7k{`~oqDu8)>fhZTJ-E0kB!dSEqdiG*dCl+M)fIm<GF0z8}
zIlYRLvmpfcdJf2%<jP%;tcS2jj=lr*^qEOLD-h4lAXE~gM0oPpv0lhTbp#T&QVZWm
zhJ^RfDr1#seB;;dA=rRI8f#b(QD(qp`T%CR(=WYQw06e@nnha>S6rrlQ3Za5vsqo#
z3Zjt<DVG6C9d81=^h!R&OKmURFe<rZ4@SYoz@q;;Up?UtudV%DN2uSjzMh(~S!V>@
zh-Z^tU6G1t1&6KS5!ZkL)irf=w3dV$*f3_VbT&-Pw@1<qFQlxAA@t+<Z~0pI2Ji@T
zq$xMjb@29MI5ltdJVtK8v}}v@1yJNYQg315{DBEk+O7g!$8lQnJTvUdp&Td!(YK%G
z8>cF@FqIaK@FsW3w;Zofei0P{&_JMWjMU7-xSKxOiJ=m$T(#EX`&>%L;vu039MxU>
z-ba;pean%FUZyOML|YfVO0=a%d!)X?jCgGM7I+O{oc_9^#heMIF~tzA<rIh#>hJ)d
zhB@E?t)6gv(>mh9tbr#n*dBapQLVj1P!Szjlv~`x`Nfqz@NLz&o&iapKw2fC>fL86
zl1by&lqKaMt&2dSHg9GA2=jh2hCjZm^!RZqk|U+pnBgXa!Akv(N!OjquUfwGqy0eJ
z+`%V_#P?eI4#Zsq#Mix@;GNBoBWeYEBA7J3M6i5n0Bu`N>Af6hiytwuF1CHKHYSo3
z%CngR)lo~f-OGCvqtdU37)~6`%iI^uSDJBOx{o;MN&ktPi1*YIJ*Zt0pep6Atp3_I
z&_I?($6gt1s-a-7(1UM;L?dTaP2oyieDcBjz?M6a;gB-BxUUJS)*_TcSn!K^8X4~w
z<UD^1_#5!*jCA?yp)VysB-I}oidIEb|Nh5Qr<4E3g~usUK^zVIKlPY+T(|t|qUX(b
z7w-^1>>F1yHF1;%Z!0Xb<HLSaS9baP?@+7WzkWON6|GnNS95*x62N^*?$f@?BYx;%
ze=NiQdh@9w|7Y#}1=knnrnHlIjpE|sLVyFtFirPg@Bi)fn>QnY^=Uhpr|jMCZXcB_
zOc_y7Q1I30Q(<8#3zT0*Fy?)Cr^r^r{X5L`-QO4HQ(syzU5kyho%it2`p-W$e)CXQ
zQ|tKk?QP^zTbhX3*BY(C>1LmAbVQGiaG8=)q=^p_{{Qt;h?nrWFZkiZhfeR=f7a`t
zulau>pRgs~bms3`KYW;&gn;PFZ*UV08+YhMa1V&Im`I@69(i#5H$EX5va|Ezdsi2m
zpx|X59-ikWz{g#!kD`#g3|3+BS$F5?DE*f&Uy2@mAOpT~)W-jvu86rpE9)^&4rut?
z2Gi}wN|MC;a*!4TKZW;Q#($o`OtAgGK@A2iG71{nBv!>GWD+o3&+F>$^Iw3ar<Vlb
z4-Rfj)4{)jHP2jWfIuKcA-{oEJ%Z0_*#y=G;)k5bzd;a)aGIPD2e(;)7DK~b0oJvO
z&?l;$|9tMHpWo`HJ8;nSHvLu3soV-4{!b>vB9+$kCz>`%3+O>6*HaJWxWF6e)Bb7@
z#JBV)phHO=dX7LWf(pAY`9BGicN#a^BmTRE*#6(1PtOM+p;7`fo_V6qH4-@e9}J82
zi_Gf<-%zu}fG$0-?CJ)}z{{5}=f<jRIcKaL>b%#@#M}UH6>j2t*ctQRWDE3hsd2f|
ztFxDgc?7yekSAc@Xx+C;6trYCDA4*MP(Kw0`X4iJLREZ{-epGB58eX(0(yQ+q+<`k
z9r#>8MxQ361Fn!Y86r+is+bhDaSNnm;-@X%X?B&BbA3Mi&H0_H@OIC@&0DKR9l3R4
zdLm;3A5{E64CD87vji|{wgCFI?M)T=v$Zu?c?x`(t&TI)Hd75Ae{i_3!1}gx41V9!
z_&1odA+Rg;c}I*D=flcQ*M=UwWqPKJK<g+=-mrbQqkFa?h*(YN^z@yjx&&vU8?P3|
zrMn@a(?_r9x7LwoZrrfCwz=nYHkd`|TlXYHw73`tc8)V60oWQ@wmFk-&6iLqLaG2i
z{{akT4!9E!-d?_SaYg8=B#X``E;hFP%Mm&^i$s+<xt$X%m_;a4#XDN$iFccDR{5>&
zSQvx34oE9FFXF%-iU^S4d;!ZQT42H}12z8-&_@@WtcMD;w}uULixpOZ(B$fw<1|!o
zTSkTnAhsgIVi;9Jwp^f8cMz0is8H90bQCy_-)3i70KR#+zcIZ9`u*5cFi_imPt=y0
z;SKjvPSjW>L_|aeymWy`;Y0WR(&fu4AbC>-Y;3P-pbsWuJ#WbewM<|->8*RAzGh~O
zK}RcGMDgGGJ*nv{F@FAwvqAXsrv7A5RPx<t+e&7Co-@s}0Y9TrPCTCPDN!|>N`XW$
zpGpMdkwK^~TAx_r4vq+iL?DL`kK+hnrEL%5AHyN<j|5C}(L)$l2H?IQ35@5Dk1`TK
zqF@X7fVa81)ylOQLFfT}Cn<Lk*hKI({Ay|CQ{b+R)w$jTr8E45fX@fg_E@7QSKGmS
zBtIUx(6b<SF!#zC*-p-8HxaC)6lO+UtC=F$5H!6<kIf0dQ3B85EC97rf&0^rGcAos
zKi8ihDeIn%hXJ%W*^))>8or~)9y?g=peu8@m~j93T!^2Qtlv(@c(udU*9$^69U-KW
zT@SN!*6N@CQUapSgI&c9)gyUuq-DC(dy@XybUYit=?YL>OLen~1k3TR=l%EZoW(2K
z6e1GyAI&0%)%5iAR_hJ(+T*Vam=&=u06m3hyz`F|fP;7dLOWXk4HT{EP%>*M7=+~!
z^D%AK`uZ?rPvV+7!Z3-o6yj9@lzVX1FF>!Vo~kT!;N9mk%{@oW{5@UFML75*0Qf!U
zspXG9Q$5!R8NN>0izHN-*XvBbElYB~HJ8-grxW%mL&DwoiveYxvsKWc-R{_{bJSfR
zk!9FUFJSiZ=ys^i_z4J6K>78qu&~4eOY+>{;9v<g4L<=KzpaH>`I+Y}?=2{ZNw&po
zZ!JXNQGgrdblo7LRFzoV8(}u+5o~cdXuw-9D~2$h?0DV7&Bq^D41zumC||vKvoy%0
z?D5tcyq~{+DbKHY;Def0+`Q))M|H)S18*21hN$tQWXzWF)wc{<pAh5V;>r&q9D$1E
z7K2YIUS>?oJ^}HP(zT(qyAFAPVH|nU<R+1nTHGN;tc|BDkre_;((mDG6{;s-ZaAs>
z{rmShaDa@42wXau??6oJ_o#Zve*J8a0U_RLFTK`f^eMn}MJAQmR8eLLWkW3mxND7!
z*R4Ti-GA}y!EN__p&u)D{`+sh<K)&Ih5h{DyoRH>^=Ye=x;W=+gkL=uG7;%d6`<Y#
zim9iC@dqUeF+u?FQvK}wP5liEl2lbxo`Rb7a;>V{@XwFyrqqUHpGEB~(QJJ>=z~Nt
zZ97R4#2r^q#FDX_jTq*PeLm80bGJqcz!wc;pJXvO^9l1R_74vmPWfW8Rz<24=F0df
zSWQ2O8d>d`wg<H~xdD9q2ZuC;Xm%-y8oZw({TqCe<+K!-TGyXnpT0(H5^%+^lzAZP
zNieY>=2`*{;S&H6AfT3jI=jvQq9nCiuaz*Wl`UgxR}{22?!fD5xEJq)(Law&r`4qa
ziHb*^anA^jE+6d&Z0JCdLhd#?hUyAj;f16(^OLeF8epFpm$Sgc(#_>R_P`*URv^HE
z+HM_exYBrr*k$AKaZXy@=(N%6vNuf|@P97BeJY97q30}5P|cHXXX$8b1jQjJkm3UI
zy}SaLL(W<2EBZi6SWXmE|D@Cmfgt^IaqP-b%l%oUdqV}?5{^GeK(flEjjRRz(J#;q
zQvL&UA1m#_lrY`w>}>IB<#PP(@Ek}BZXSb4!R$WVc=y+H2~3G0iN70C#L!{1&8Q!4
zj1l+WjUYbTSq;2@Y4J+<7Pg7~AV~X5;dl9=T2kf}M}J=5AiM=FT(Afj88#ou&u^D#
zRhA=oh88&E9M=!F7C_3-E@rZ4DG$^pQ@mwUP02kW`KO?MHvk1q*nLKZ=(Lnri!NEI
z-TnwD&6jMBI6tChGgn4#ZzrHn2}5qD<Q9vSv(!&}XPAxNlP@tYPhUE8NSR!ESn<wa
z1psC-&Ti7lLb7Xqq_eeW(ScSwxkZK4KbCL%@5cT8@(_)hvQg92oVRYpmso^i$)fAl
zPJi@yQ4vyc?16$2Am>%wv9K~!xCPQ;%T2SOf*Of=`L+OcMx=YU+F_vIBTb7hWpy2z
zanmlq`}YshZ*MLQ-8E1KLY<*^iDA=dLD6J_*VQ}4R>2!nl63ri*?|+EH0f(~ipcfs
z$_I~sM5w9fjv7DVru<6Nc!3C0dc1n%y;V<0m*p=9jGuqJbMN_6TXdjIOUN4^l6~#7
zW*Mhn`s&dSLUJ{{*F`~V)bl8%U5gF<wcPvlm=W|}x>wOzegbJZqT!Y$B}9ec;9wzk
z#4Hc}Q7xWU0rpi%lwc8-Iu7DM7l^@^nPfb0?dgf=n#hN&H@AUz&x^kcdLC*$0S5bQ
z-^W-hFfv=~v{Ko2#5+Gf|D!!Pm`M`K(Y>Id;Ileh9PYQVKjU9n!YlLzMS1PcSf+|l
ziAiM)@UM$&RX#cX1gOt*ja~Ch55bX$nCPC%1sn*=9sl{pk3S)nZ(y)djX1D5d?&Jy
zMP`E~K5^2oZ%72rk$y4iO%ZE4)9`}!{>f%EOa7i~M^?^wJu&0@kaKZb?!$fPZPJX`
znfuLK1x-s^ZaMbP$zf?c%27ZVeGTmVYqJ5{(Yy*ABP09klW&WPxNB$c4#>O`YCrzD
z9H{2yi;!C%E>1{S5u_W9WtJ@|_@P-)tRgC}8pHIyFx!s`1bU2yhB;sIelg)8;Y?A#
zV#uC^{X|W3{A{9z2LxNn(Gp3uI-HSSpb$D!wI{opUBMj#o2iiO8|({@qCREvgs9up
zeYzV-bA@G*yx3@s&n8ELfpHy0Q^shu5wd<7k_~iu2GxC(K1E-Kgb5zuSD`C+_|fcZ
zNY5={ThItIeM*jFoI1YGH0mbp3tg!3r+xY2(x1gUb7%(vMZI4JR5zsP&$B$qzLS&T
z>>Bc6n<Qt79syt!8x(RPXO${bBFpS(%{S__3vILz!Xr*%@&H!4|MCy(j4$R^QWX!@
zP4Mw&1)~osx%uRR#J$4g68X2eC3*Q0b2!bwmn)uB4;gNfYBBt93gCpH$|p!{e~vs0
zQK%}J5hOKD6L+`lP(wLdHa!1;G)uB6CFfca*SA<nGO-%0mc8&z>VaX{M;iWGWkG9D
z+wSOQM`gG*QG)Mb^hJjfYFzgCs%>{nC#XT$OXBbx$eX>DAywH?pox8%oV-cYWU$5H
zWKbu7z<JZP4UT*F3<)!>{t_00ossk-n{jbh@|%^6|I#|m+l5F???S_*+3G85eNuhu
zTYtzIcSyc6lQZs<wQNgL@XMVYlcV4{H`>9@Nh-%<5`t3g8%-*vkfEo1Db;_D+~?cq
z|AQJzB0b{0m^r^ax(6QPC`nE$5pu7&a#gLU@y{m=U0K9LU*6@ld1Ss&IB>zWytgGn
zKo7A1sAd043sI_rY?I8Ydw*eVH`ma#U3!aFO1mFhY%z|SOyHbDA61`_sdUW{ssa7%
zwey>U0<ziHWCbs_ZJEs|?(tf1J|?ywRkkk!g-!P!$v=F!5%sqYYazCl%YO8%bZlL!
z+uss8Q`0cObR}tJL%A#<U3sNsIcg{{IDPW!HHQCW<e|6!x(=_jlV)wijO4!T86F-@
zixwjH1!uhECu2YcnwtMiMK&3dwk(eiloRlhyz{pXy-bO<Gfq0a)c`{o9>#Sg7vo@k
zrZlTwq{tDG{ei>}XjbJE3615df3p2WkN@(yv${#A(-x0->WguG=g6Ks2wC;c=FMS&
zpKmZMvp&pj6bK#EsU)*H-c~0b;)jcC5%t4aXWmCgD+8$$MB+owUcy<~_<=;V<7}I3
zSXkJjwgBIqjp>`9t@Bs4(OhlZF+8+ACA*MK-u8@~KS0#skzpyX{ByQHKS}2{Dnl86
zak9{kyuL&sbC*x1D@#nbn0Oq(s}Lj3BP7(iLnCO_^70!YJNU#m>ZZhHa8)I6eB%=n
zU(@j!+Z^JSQl)(akM`Eh*$A9$P##e_S?2;t=^doUB>we1WF~KLFhV<NAT~Ebq1r#h
za=Ulk^;$@Q&&_GRe=ftzR)0RK!mO4mflIdwq-ow*gRIaf!MMVrI4qBj*RTWB+_wNz
zm!RzMAXDDm6VE=f35>C1o6Yy{GGCS)&nPe3{I1#s&o-e1cLqGDo2hi^Ic!>HHamZK
z=YHzt23Y3%EB{@*hstv}gOy6__84FRFoA;p4Jh52m^R=B)*cZ+P-{g|&ttn!V&Oek
zb_X%94_FwTe-5~gf64J#@K7o8J<lqS7#?nPbWnDnM2${v=Bk)?Uy6vBs87FZCU!L;
zYVFcLTVgyEbxx%_=2j%TYRnulo;$aY(5PY|NIDFlc<FlRnRCkxR?W}0<~uvb%-Ptu
zybkYw-n(lP;9{fi&I*-^OONx)p}G{hu}LblcJ@vGnRIHBfa71Z9F8~Te*T;hxum8k
z0{@GGA3ijEC@7m01fsqNpxg}89uS8X0K;zFXbwINBBI)-oe@Q#xx`>6Yn<|DxvpL%
zRZ}O~>oGiB@zqUopJ8#79j+=wVpL1<p+>f$H5{y4Y@gk$BpZmL8F=X+?9Su^vi))~
zUUk?nHz)Yy@Y24#$NcLfS3YiDvNLB!0xjDD7(6^Y&R@P<M_ewZYy^4c!2r|6=~fc8
z_w`i?=N`3}Hpb~EG?V1$Kc^&J3jJ}SFub|ESNHy32}V*R<x&&~ATk5^-3c11k;tc;
z?_(u`8>r8p@9|=xj6q7}A5uoWdGltX<rpZJMFxeJ!NxpqLX1D=H!Fz$A?hwtg4v@w
z-`r0F4mPu>D_xd_U~o-7b9#jKIkv{F)}HgoGTvaLf+2?t{mt*)oz05!i6dnB-RK3}
zmp(NillDa^OjqX0?!3<bh+Z*J3yvx-0f9>(O{}J^9bQ<7s`N`K1bWebuPP%5R!2BZ
zt7MagrFqaldyQ)|w(|?;nS2<5hayqRXCn%XoZOhc#m0t7Oh4cLE%=-Jtjt07(ZI4G
zLz|+S+e-;p#zh6QBy_*5ksQmSWPy<*+2&Ya$$GoX9U7@Nrx*1^01K4yD;A={M}Vr|
z=HyhSvp`nn=CbZe1KcqhNJG<Ws(YBG(hk~$%w6>dN=kD`3&No!A5p)0)Xh0-u+&WQ
z<iXtdqF^G9hk`zhKc{`+=Px}Qgr;-#@W~;!*M4_JwMEFa=S8CzR{rPqRaoc|*%4qI
zVp9L!*z{c$F*DL7!2Rd&o9*2N+8NJ(eWeh~sMi0a0kG*OjdzUV&u$<SdCsW9fwuEv
z<tGIoz1;wc&S?Z9OFw%lstcqxd0|TyxCzw~X;uEm2OddTza2T^-EoVE)#Emh?u-lw
z_Ps@~dh=~m)J32bbxcm0x1P@YmaS}nD_e>SAA!DCva68ua{fJk3Ku75@ob@P4qCVA
zKOC(H<Y=99q`Y`XbBna{g-j}#M(H`(Mm?7}u80jWU1<#%-jkzaOdY-C>MQ@KKx)c3
zQn3T)6EaNBx)LE7!n7AM*h(x*$o7L9Hh9R~*x7CRUu}y2Rg##TIY2x!umv=J=VqXj
zG^`Y47?P+_af28DizlXE8CXPvzz3ySPa(hl=|}a>dh7lS-(dG0B(sGZ;PO=zDVAB9
zXH~+<MNSVfEE#|y8aC@(NEUaSx)Br<v^vQ}nQ2^^z5C!4h_oZ_hbj^8dN@CFkonVR
zy!xOzs@~+-A9$>hQHp$fiPX8q^RO6qIB(79DDva@iPA$Y$ln35%m=GpHY+X)i<=56
z&S-2*87Vr5s)m_t>X2b>fjS>l!Xf}(l)!97G|1oDH=ay2dZvoIrfWpy-E;vhWN%{{
z`+U5%(+Nbnou{pQx;>s(cR0Ege=&>j24QOtAdm2m0(qGVc<Y@%KWU0M^fSqv9&ejg
zq_}^02;zVdRTzLaMT~+HK&8BYQ`(ng*G=NwgHI(b?i<Q0Q^u3=$sNBDeI1RK3Q5Z<
z`+qsnX72Br(2lKO&so*5PgfH{BHxC5@VsO#s3xkkv`xrWd<Di?!h25wK#K6vO2%E-
z(;@Bjd!f?t2h<)+xUb=wWi3FSS>1oj67&v;467+b&5k%6GE)BtNEFYr&uBbc{A{pv
zdPsI-_H61)uFtm4{ke{ZM+&3$q4eIQ)B+@CGu^q4ZY8y6OKPiXI9>jVD)H(Cj#i3#
zF7R2nh;VxEZ(7jtdPh$X2!wO15+w<eU*8-&xgxZ9qEj~`LL&(U@e6qI;@$>e*R@gE
zWp=!Hglie%XMkw5RTMCwr;YJdwcZ#o)FceDqlV>XMtz2^GcA&Lv{K`++xLBO9N9rf
zPISZD`}?Y(uX^lH`(S>*-SvcZcmVc1LeT7Z41dra#qjFjrDh*Vn!P|^uhmDhumK><
zb-UJ2zX8%*X?K}v^&R3M2^eg;-MxS~AzDQUJ5e2YJHIFELaO=nbzdF$^)e<+Nx5IY
ze(_G$f5wE%)DtIL{6t`+d<F;>zu&jPv<zqWL^>|BnyU|C2W7GwfB2pPv7Pj~QQURH
z1~jdsHrRbGltfP>tL-*0#^(WumptOw=Zdw9%)ACt`Y9G5|M)j5)uq;@8ROLIxBF)?
zL3h44?XKxw5<U?l2(hmL%sw#FHTsoTFLuU%bA&~6uXgwGcupj(Trfy{jI2Y}AnF&e
zRh}RQVir$N06t;i_14Q5E*QA;xBBm^6zXKfB`3cD=_pa<oOhWnCCB~a9f|&-?&c&e
za^!-y5KXb}!awZq3p-2x(IN-hO0L$We805-)BN-zQw4ark`b}HU1t3sDQ#GRri=!}
zmL6#JM&sEOZ}ISRgz{1DjN`DC?Ip9ZvU`tXuwd$`0L`1!F@DQuDii>dr_)VdztQD4
zz1Jr`ZTeuceC7d=Fq#B04*l3-!ac_ytf)YZkUcO))CHo6KdNk1y_!KpzxZP*F_SL-
z$`G1E6PL(IzR`pgq*Eh+!fN#FDZ0$mbT36AajJ5vo!kmUx?({Fqts>%1m@lVh(Ggu
zisQV*i{FoSkC&>J<Q5w@LEaTiJSoTINj`XUQIE8$+`PVI?EQCbjt*|cr#u^pvd>?F
zu^GCeBn3y{-5XueA&aKzIR=2?(G}3Rc^~l%Xos}{8BzgYJEIU|=N_VzaM&iqGa=Az
z+)pRDfxAXW7Y_8XC&0Kk05>zdok%tXmHSv&XbWajh}hs!rW|3%V0TO@Y(%t;ChCMZ
zF7{_o%7$k_h(JfvP%B5jR3{<oI&qJ19M5@YX$*x`W7Z7&4y~AAtBeP$SFBJI^&!&}
zz7zg^5G2Gd7e0lugQ#zk<X!>TUYN#N01LFio-GIoAu#|-h&E6R3!Q*`;Jxwy`1`}L
zrA^O&g&p1Q1{TWWrxl!OU6oQcj5`ZbL({VrVwVWBcZT*$sY_6i{OsQ#QYSfxnm<kn
zEBUK;hMGUQ9w&;V-I;X}Rqhi{gI!zON}Sr>g)zB<5x{Sv6_a<89_~+FpY8r%D-59*
zqv_|@<OCLMRkhBOATP89{S{=~mV-JCmpCxpRs8i=hzuvnOhK1f<eu>wl_VZ9u`n?`
zW0VVMSOHq0nCooYbYgO{{dOIA#1g(QU#0?OCuyOn)TFXx;1I0zUCZ_$%l6}GpIM{W
z+wx#^5(Uj5s!x`3&&ED8d7NpqaC1QcJ$46AOsj(do8;5o(}M+SFJG|#pgWZyqj5(_
zNN9*Sy<<`Dg*6`81fan{ODihK7o4Brz`iVL2~`##Pd{w}9Xm!2ao-uj1V(;_514^s
zfm$~(Fwh3R$j~HIOYU&-nimTYG@FTmi6bvi1`9yJeQdcu;ZkYW$nw6pXDMGLT7SRT
zw8k;suL5cbFsb&T2uLT_p33e|B`nmkEzsP$m9+%_o1t*+e6v^x_;SI)!2wfuEphaw
z#coOr^mB3ID37HOra-Jwiy4(X1@_-%Xd@H73s@I%pt=g8>~IzUT$k>#NJ1gWSdjmF
z{!OGt>@rYZA5{uTo&}RIy|~8{zOx{xmH`G~K;rrnfA`<$V+sgGh>Ql&0z~opsgq!1
zm!liUt^4)6s^#iU9(%)3w!AzI4ejo+&SoH`)9MeE&qmHyoy;i*G~-Clz8U@A9GL!P
zw!75ECuo=UirATVnWPp{&-`<6yZlB=sPy*0LbgAb$jzpypB;8i&4`npXX(EUX0P++
z<6qDnlzAg!HkyQb<->O;JaP?xU0_G-JVCrmbi#_#`4bV4YLC7Twag!qnIODt5>Iiw
zQzxvp!Ee_&X^`90H61_?OYPm{DEYLLtSpEp($L8TgiWpk)MTC{X?6p4`w)x_mGa9(
zLq^oE7ePK~EN6*Rm=}zK2>NwE<X}i-&7HI`oQ2&)J>;+zOaq%H-;87UJZ=hRm@JyT
zwFMMe4Ss#P6Dj8I?w+Jw6rWZD`^7V!4a?$Th+qVkMv`_T1VM8Q{1c)=_G@M3Js>wk
zU&fiK?c~VCD~GZ8m+14k4kpvjzJuA7S_>)o`a1?q+s$iXag&<%A7xmgAysWSBwvYO
zG?PDrk2a8Zhdtt-=}59H9`j#@o=mJ_r8ishyNuz|>x!bufT&eislo$Z@7k)POK4>h
z_~$R(6#vcelTp&7#<nbeiG>)z1=^Cj-2zhb*Twru+3$*8hvj|adiEtsfUBB9S>Rva
z>-1PVDd&vV%7uU-rpJUQ{kcWyyr)-$SKa5*))fj(ZqU{iJ}+I_abOP}nq2qWCpLx+
zoq`pOI1MTh*{$!_oc$`vM<EeS<h2mqEud*uPpRxxXN%|LIPEAEKpaef7+>2}NX~!Z
z0s4I+zDLKL{^wCpEl-bV*7$V+HK*2?f~oenU1`oM{07q(@&H^0gzSyks6Ki<QNiAg
z7&9(do`s?WOvCaRO&#=)JP&bpt!^kVlU6Du&*~Ct&!yNH_5-ZxR?1wNR=E&ArJ75(
zB73NuX{lKKw&I01*Y^T?giPo4l06ey8~K}aIsberC@8@~ieKlM0qy=MOZL1FM_ll1
z;J)4XKzi9gy6hjGN=?dC=fD@&-I72A0YZzQoemg2?&c#m5gBv2<c6DyWR1nXlSukn
z5LJ+xHA6wKr?M{Ly~P~xvt7Ag8dkQSU@lsUJSF9@uHJHFR+!dVF2QNzKZodhluTVL
z8YjKqh=7TiO_y+ABT{0zG;$lrEoD~$We^*Gv<7A#AGyS86ik3IX*dL;LCVH+g~K#L
zKi2`jx4x>1#$UX2srK+b4Qq`uI+gz!D{m#97FJ#yzor*2D=j3A^?JbRqD!TsZeM=f
zW0nE0`v@UHHhriQwXIIzp8`G9x_pvHp5{hko&nSpOpQW!bi1VLmE_QYiDG=UyTY|L
zw%(0&{7Ak>g5z*lC!eAbWtaMA3pC>`F=xY2_<c}l+_s^T*3f3F=KiCG@r=xRnwEOO
z%%m*x*PJ%iv=ddu2`G^tg7Se!FXH=MREeodJ(0-wn)*W+LR^?nE0=BVsMLWUr0@Lt
zB3(4574yW+&ml_N|GX!=&U`0x^dn$7JC_`5ZRZ^}Y9|Sqj51wx6}!Q09@$;{vF4T?
zWz<Icxv8zIb2;0S&jBIHV~al(f;js<dB#Ltb_$=XPZ(E`kdId4D>!`*VQhtjBZuvI
z7C{$e6jQb;$-2N}#-S)m$*4hMRM77d9>W~CGib3XfggV6&)pN~Jf1DuI_2l*;|)MG
zLO)ldKpORv6wvy@60Hgfb@|g{PorLhaaW00TC$*NBh)`_PjCcVsFju%1ZF2g8a*-g
zD><~OO?rR!RANnOY1Tl-yt@jxl|~%u1%8^>%Vn%7c{Os@J)W(3$<cB|?gQ)M=w}Sg
zanigwu+W}a+#YX&YHe3*LG*kVuO17=j7I1Y<IueJ)%Dr09sES^;Dg>=&i415)(!ha
z?N_NHJ5YTi8^^fpD))|ycU{ckEwgDxW0%+7O$yQvgkI7?vs;UmCR=h0$l~$V4)|yY
zHYL>1bjC*fhunT}15s_GQa%~rTl33WXE`Gtbw*TwJNTw9%l3N2XB9_}gplkw=U*`8
z5(<@Y$P_~Ay=b5nZzSp{58l57;!?kgI4<ZWQ^fJCPb6*~$Cat4?Uid2lIPON-*7(W
zWyqxwZn+8qP+W&s;W{6+K4nX|XP4{<CJol|D^m9Aq~GJQ4je)UC&`V&CYL1G#*2U_
zP;#WMp`nj$Ku+X>pk%*~&2ToyjU4kgg=MiB)}m;*90tfzQJ8Fh!R}pO0k21oaGhU4
z%^4B-oTOZCcOH{$isiN7`mXtKF&E<80s+TqN5y&#u?wHgX>*_Za7i}gFqT9Wy?8MK
zy?${APx11Q<oV{l!g>Y+tyn~CyQFY={K^jJpG$(^Sn9P=n26K=;(zzoAbE2c7Y(21
zK<Q;Tv(V7MmZZ{}1h8frcRtV#Hu~+Bm}w45y)>hpIEv7Z>#>4JHGnoCAMrvSH)ZX=
zE><f*kxi8k@(Iq<`dECN(nGjT5#-adj}vJcT8QJC5tXbR7elKuCyGLiRWIzbex`b|
z3AYn&3|>)CUMt2~D%K7OL{AlzXnrXK^O=+D7Q^VWED>9vTXEc%21YbLzLA%xvqq%(
zJdH}16LL%ZQEWN;WBVeR)_c=Rev@;*ad-X%+!GFn_eHiCs&IAlex<EGcfWDGXXXmH
z)1_hT-P}4!HLnNo*{mD}xd{DmOE?KNOMhcxVwpepP;q!!p;IYYo$+h+l6SL?jDb(!
z>ks$7>MGwJP>r~){-)57Wk8O?oXnaSYe=>!l&J@Vf4o;_xL^Xa^w$D1NM`$d$21lG
zFmyLiO_7=BEC<$HBb3{GJQ8X_jEL5QVdhFvQ%-K)`lK~0teo?g`eU=tHlaxSK0!7%
zC5lUSmmZlqfB1+<FPjIsie3PDG|Nehf*d<@fz<Nm_3PLC3nf_t<A@Y8SQT&OHSAXF
zRi0Ji_&Z&u6$m>7HD-cIw@R4;h~TW_IJv{$lv-z*&jgamC1N=vop)BkvqYv^>6WqD
z8P6}J`O75t>$L9)xhjBex5yo!LHYnghUy}bE||<V78=5E8W@J<iSl*Xh>H0F*ZA*m
zV(2I`t+wZt{sS@rV=cbbB|!pMOQcy;UC)j?<toC^9^w6Lx~X>h=ng{?&G*DziBC%P
zw1jvsdOND-vNNVPXnrJk-37n>As-kV5Eqb+08__bba|LLHP5Q46k7;_`S?;eC-`Ln
z;Y7uke-b!Q0NN?gVdAkkwzM1oH@+L_%6{rn6Q$#1t@l_^NebloYcm;)ewuF~mj^kS
zk}gBuc+EE-$lvd;jlTj(L@+2Y4`y@pZP~Cb8lP){YEkkh)=)Ya<j;xel|}z32*E&-
z3*uKVQ^!x5JDozl1Ce<~fr!k2{6;piV)AzM$iC{+YWB<e#>k%>*tTt`h8>HRTcV>!
z(9n^v;U`a?I5RDcJx;*zeQ}_4L;A9I7A=Z4mNQLGfyw#{pqf^j4H@=Jj$2y^L9-E6
zWgzKE^`l9OXjcDUWW8lvRoxdgN=Qkm2uQ1lgaU$65+bd1cXuAT(*Pw!X#@nMyQPut
z?l^RF2<g6SAD;hv@B6#w10Oegub6AjF~=B-xFnv>URU)MYZ2<<%Z$!zl;OJ1ipvSf
z*gs5;X#@@CnWB;GAxqoRKJK{|eh95_*Y+hxbl0ab1En{?o%_V>7&>US3fkJm#B?Wg
zf9Y}RAT6HpqNteIN)=`bU|A=2nD$x8KSI^O5$QN^S^sFHeFb^5JX9a{&AB!F1cmYK
zo7i#|_3uDRz(?x#6IiWmo`(TOzH(S}a38=bvKcpvSJr}9>%M@@J6q3O=ZWtz#Mzw7
zNA|UJjk!A=Jv+oA+oFrcBz9E;+25h4CY}$ZijTbhZBIc))UliJLSHDV?c1-STgAqg
z3OHMx`{8(lplpY~u#Hc+wf6)lznqO@Z@F2mf4ueAxU-56Ml10`anv!=F2X?%FmWxc
z(&WD1`misF7H6Lb#2W003U@4b;I*zRv8Kab?@cn9@6AQ%l}ar~A382;MHsr!f}&6{
z%mv^lIc?!%V?Y}}vM5QC@084{x~$LiRYB$V5J~9_5Wh)=b|RZ%TbtG2id?mVBhMUE
zPkx3loFKCOn^yNmS_bKv{Kq6UZtqGneEU|JF5egCs~ITQ61nA|m8tgsVM$Uh|B*<K
z=cLmN?EIt9vfB7fN-kXU4nzGDHHNo}u^(8}KLh%p^G32q@tEDCbNklC@A3`DH4DLM
zmB-c0cja+*8I`L<VB(m2M;L%lR7(4_7#qr(!u^Z_%Z(U7_4xCx{Nv)UprMtrpps!5
zq#VDo<Y4D%PdVRY%<k{TdvwRvs&;@M!Y=Kfu}7W&!M42R(@?UPV#JH#p#578(T0?|
z4ao7tvO97FE8elW>6=U<T1M%ao-S{o;6Jw%(AOM2j6}lBuJ2kL)phLv1eML*2Us)8
zZ-L2-Ch~+9D-PbLcxLc|zV=6@SL)?UpFZiG;0o2&hYKgh)HJ3;quKu!;VpumD{)AQ
ztI`%|cc)%q$;!y6MAoJ~Ah;`UbMqWYmxQLy+Eq4AYi>^CS0hi=SKsG{?P9l#mj--`
z(r+B9hlyKxvWJDgG<U_iqt#QB5RSPOW8#P;dO>6k<U!Ce(yUZd-LA#KN>+DLbY}Vj
zL%H)3Gf_bB1Y572@3-4oR#2~wbmM-><M2egR4qmO2RiUr%McA>{m%9m|7)KZp+f|t
zmZcwQ9(Ip<e<Idb5nscqlzjt6N;if(^S)_Ra>y0n_8(e98!*WZ8zx6waBPvXQvr&?
zU|p|oZ5^?tZrHo+TB=8#ICHxesUA@E0Dcp$ruDvnmbP8rR1{Nr_#5t>?;$+Q$2L?f
z-179#Yg_8Mc|X7+psesYDX$uL-eQkJ2xLqys!)k+YAp9x%8OD{o61#@_piz5UEh<u
zo9?e78Vk)&uB)pWiB@NOyKe@)Lkyrl7_0SUmUv&kM4Pq#`eo}mBL@}i;%;6=yb5!O
zI4lQUq_=SEKBowVr~|DJr9gcF-G&mjob?YJSML>qpOy9rZC&ah<D3vE#QWnui99RA
z(SKZDdU|<{I0Jqg@UMEzq%wK_vu1~k>VYwkj)y0BRct&A)p=Dv;Ngyvgl~qLw7BVK
znbFPLet$FSqw)LzU*ys8-!S3Eft@yd37M{j<z^+m!*l0u_brnX_k9oM0M+_ua^+EO
zOtp+u<7~u#yn=6VcPwH`%HZ*FwV!W%bjr}t(Puavl)9dl^fJ*dB6+p1p-u}ELw0Rn
z$9duaw33Qb`AzfZqn*SLjxsejQ;b838){~mc{#RFZ>eH_XNB)x#VJ1vAw1)3%W-hY
zJ_;pL-QCmm*n{&Y^Vx*T2(*6+yQLDsQ9=6@ol2LJ)D+r4o#{fKZ!_tA10BwnroDd-
zPhyO!BG9FZ(sDsx<VOiLsgIA(VV&u#<BKyOrhg!@d@{DWBcfq~aZ0}Ye!e9!#P@ej
z1H2`Qs)_n}|0RKiCeg>K(c!5doYYN8yff!X#u)?d40Ew$*de^=lowNL)X+x%`0w98
zA%NK^{Su5<*~y1IEC_i>{tx?D75ZX81SShHe<mX0{1~+>Q&IKssO?hYVZ#{3mlJe}
zE-i{uB_0R)L^N^_7=v?SU0|(gLDrEa`06srO;x;wJqM$=k-q6(zB4{CQ&UgTq_^3t
zRKYS``t?LYE=z&#kXBt!<7rHFrRxA+NvBG<0y_cVecPumE&$BUHZ~9H)J^>Dko<b`
zZ|Bmz+GlfP?YHu`u+liOS%W)s2-Ugs<Kw+XS>efFeJ4J5qksB;if{~0B=N(Lov|RO
z`))|8KZuqZpn?`1hPu4*0NMVvw+($D$iO%`nY~@rnw@&XF&AxeAp`Z!ci6vKtwP)}
z#hxM3POP(qyz2Paf*RL5+?AF6Lu+{>I5^GGA2rqy=&Or+qcqjioIe`Ohu5){%)U*$
zh#e#U&+o1Y>ai<{;L`T#&G_NEpC?quXU&;~S`EBU7F3qhD|xYvo%f;b^~liFzRS;6
z02%~2CMk7484?bBVgCEIm&WaY1Zc~BY1e~3pZIUur~5V6tJJkKV0%tesPs&?OJJp#
zXgJ&OH&Z@&mZG|C7VPZQxsEs{L5P)(Or|gSK2aQh=79706K=y5o!Bw*VPD!2$k)0>
zb5$vhAuh^D!|FL+QEAMaNo(01+5TDSY4o8eqM@yeX!gxG=A*YOxx*0$c)^L(emP&W
zoGX2pFrf~rchpfi4y6gSVjn;Lh<u>LHRYdQ>BW{hb*XF?QG|tCdi)`E^HhRzCTvf6
zGqomZX8HTc6Jy!N6{8ClTPDKW+vnU<33BpA9M4iWyEpr8gb(5R$PoRhIpS5#sdy>e
zMmZHvY}!EC{Nl`5Zzsu_u__{7b0c6bEivTqDBFwe#BJto^&5hTcRlgG?|}eDr1=Q}
zGg#Bm@pbd0f@m5!^|;2VA@n4WC$choDQ?9P{-%$wKxab1_aN!w4%^nE(T-OdoYK9h
zCA_8zWsYhCD}at<GPJmqHUmBD9i_^D--$fO1m)=q^cwwB-8HkDxpGuqZ_11gt!WZq
z*1XIao{G)Lz^bDjzCF?vrC=TV?z%ge>Puy-Z@jPt5B4rjp%L+py4nBEk!cbr_G5gD
zOY~#gPgO=y7{<qGE}0=WnOSf2o;xTvNDzbNS^2VhlTTvS>8w;71nqUWy0;SiPBXo~
zxv22yBpNl2u&`A9(+#Dg{RMKBG!$%x>FrEdx}X2JVxHSsjC7)peVmsycrSA>WxVYV
zh*7T9VaAu8%;K!`LCfbsmv&iqax;dKrf>b6ZPEuSYVc!6f!^%Y@xTDBHLq0ZUVXi`
zv}2~~qfME0bHQOLNnR_7uOU1A@fOK2HICZL{Ws!;p2wB<JUlxyHmrTK^`o4dMF=3;
zJD3GjXcjuLesp|-0+oFn@YZV4ds73?G4G`!EWljoGp%bnLt);2R<w7xyW1dssqsrc
z?crr{^oq#5h?T+DL%-YM987)(5x4$(qC5^H8(^R@f$@Ho7H3&U6div`k@A)8rOL|~
z;Ho3S?v9ez=tjG&8F5cVty@{Yw0md%fS(`jUDi6?Bw-b*y6G_2cuj&Q{y0aNuo&{N
zRBD7?vdS;!&lAs5qXPK$KrXvGN5OZ8wr0tOt9raxFcELl^gLhxN`u3_R>%Rx+gd`G
zfz<o0V9wvDBTku&8`=t!IWz?`4dbF7w#<yu)>!9miyuAWbIdn+Bt~`J1KoHF@Adzx
z);IK!&9Qjk?O<KYZ`k#&JA~U<&8OXeH#`dQa?0-|FE=D}1V1{6%bCKLJMKU&nbNm`
zQ1#$=8_9lE?gD4)DW0*vGiPj=?S<pMn4fN@T#^g-wtV~QD52WKEUEo{<ceTV{BvuQ
zkegi<$pED+_IINr0xL+j2B)koqno}Rm09h0dUM%w4(^&Cj9%2#?k;}gWQeaMu~4wU
z6qB9GPbB5h8#O!7did4vMq8Bfy%B<%Sn5tZ-t=lqDooYsB%U}5;<~y|#t5-K_NlN^
zwZvDlS-G>QQESEM$;*v5*?pZ#O0+v!lK?0RVlE*fX1Wb;UgmIdpngg0u>+YM_%R_l
zPZNcRaXP6PM=jW!ku*Oh3nN8$rb34(VdEf;>RLNGzM(Wf_|>yB%BMEm;0qak$Y$lP
zc8%hod>s96us%S8W%Ye%kj=!qlsd^mjS)K)R*-bgO{IbJMC%32;}oq2i+egoV6678
zjpdz`iZ@r5tdB!=*-K?37(G83GZ;9dXO!EU-9*Xv$Sp8&QF`=(prtv-I`+fWx^L9(
zVecY>-M-4W+79;cS4~q$R&)kd>kN%QQ(DjG)IoMBSBo=(=2m)&8IJ66?98D7c7my=
zwo?D!N2(AchBXmd609QvUJr}8BJ3-}<b|FW`ouQLq*karY9|C?mmD6u`MdKhtFJFm
z#2s^tf<sF)=do1vHOjr%o*Q0_(ll~gMTF}sD6T0E_4qYr8(-{oCP@FIPFmv;6f=oD
z{>3DCnNPr<XuTQH7NZljS_-9%noj-w0(X6%dinZxrx6T(_sxu@BtgzXiUH&TE1$j|
zA4UuEX)iv3ttra4-f*`t*`-%q&N+X5$MBC_PzYyLNNeL%2c{NPX__Z5+5C?>5N_va
zc>yK~GJTK#TevNOU@jh`m=@@?nRXp*8rrFLWv`8v+QSVUoat>@CK=NQH21+~Uq#nU
zv61*?A$fuLtRBwowOloz?Eo7UjWHlZYrEno=DL|$7Rb-c-s9;H92o2P=aZ#Z93;l?
zPv>d{lDVj(Gs&V58`ge-AqghWKVEu4Yk2pV?V9Y*&zQiBbeQ;i4S(=Z-Q`WR!)o=(
zyF?-Xk)*=ApfEBG*Bw|bv@bAbI*oVX5N*+`uW6%W#u(@68YJ-OUvDik9~nF;gyGgw
zx&6B>aAjGL>}Bs^Ew1jb*Z270)rToU9AuP}w}Y%ZrYDglfmsE-F3lTbnp9`8m5c8W
zr9?0XSbV5GSPf+Ocm;mvQzJL|*h1z@FnW0$RYchN7VxMPol(p2{|-TI=tQ-VW`Dxk
zN}pr>1}5t{UGQ1s<G%mn49)U*IDP~ZuIV92Bh6IGO5xNmVf0{)QcTiU(6v-g@)?<n
zOQEs<sX_hk)%2iO8*ObOWwV@mS9|GsESC90{TqWUP%Qb?C%BW>asUC)#j8^M50|yd
zypQOpWM#qx4FcVIl$rGJJveN?*!MhrU~7a=_}>HBkPlP<q9S+<EQ^7a>_?bmZhSq3
zcps|N`U+ysLa>&_*17E2t%aQPn;dE6L_(j5N#EEaCS%yLTzc*iP)tD^9}|Sja7}V3
zpKp1ZZ7oYUSAxnszZe--A%b&%yAULI8{Q2=xcR?K&4~HnS&49+J8qcuFdlugq-m8C
ziLRrow1%=0u_H*e0MaBn<fxhU#af;i&)luO+_iQZND+&@m^rb!f5(t<^i$y@Te^bj
zfd`1qh_NX{QpDe0MO8e+4^4}Hd<Mm?8s>=(-gNRA;7kksq9Lo|%E$veqSo%&EbpMW
zWy$%^)FJ<Tutr6rE#S94z4Cpwcl59Mn6O+-;#-nM#&1)-gHptw?=c3BW79!Kj{*q$
zG(IsVSOOX(^qU|8hw73Fh+lyT8TlL5Swb{(mMpIwh0Qxw4n?(puPN9tMIN=e5Pr&{
z!)#uEHnumo#b9KF`6KI7DK)06Nn-q%40?cy?b^+8zXcr*_7wE2bPGAlSO?D6oFfB8
z`Yji;fBlRb4!c&YcN7H8-u%h_zmlc(q$X&?g6br0+St4VS>}T?`ewPk&CaRc6MvPT
z5tq{uO?c3v>B8}BJVA|A+hP)Hw{NxTw~U43>e<@p@9*#{i&JkaKF@)Efy#vP)aO%J
zswk>zctJPQpaX@bio%EgUX9X}-a3RMhNLjW_nEgTZOziUWK%0v*4O<CFw2BO?9-Gq
zO$Oia8e;Y8O0rj3Zl}u7|MI--_Q&}WV`UqFeA*W+ENIyN87%(TyISCPKR;?Ewgaap
zM)i+`lAe*jqU+>>GrhK0#^|1V(AGa>zpniAAnAjt_pD#(0bXkL3N;_U-|pS0qa#K^
z_v~;aN&#>RGHB^_o!fTkXvw_7`hn(IyQ@FDvb)=!`#gf?sp6=`fj(gjx{3`{)VUs0
zcNL>+hH5vG`s{F(%G%IbVb4Xz&iuTCzNKmKzjRLP!?|ZM{o{&KXCJ()aXSrI{d5VN
zMFcLxc*4&K0<G~?m7%o~k3uiz150gf*mcb|_7&W#7mQ#?!)?KmIw)tN^$<ozye0OU
zkZly86?i8h(-iLm4(vROsFq#Ljr$j&xj`%=RTvDqgxg~5R&O@OD69LlTKx9+Hj1NH
zMUvk|>J8`LF>^egPQ_L{u-ZQgFB9C-|Mj8#DATg~PIR!krmWuOm4k#-hv39RACS|b
zew-W?0SQ@Z^$np@CK%|0mx}9j>`*cav{a|yiPR^hKDe%KBzm`NC8W`udz?0{<fVNJ
zxV*{9Lj`qNM?xjvH?5gZg-66y9x)LoX;AqFN>4LcD)r`ogs+)7DZeqgi%@TW&+>}^
zML}R@hXR59>E?c_+tp2YN`^Kq3**KTvDCD!670=Dr9hktv-U3U<TdFx$B`NY5y~eG
zX>(`c!)KWDL#WJ$M~Nk4yYQ45u#lPC<Nkc-ut;cm{?>z(Adn!b5aVU}PZ5i%juip>
zQ&3P1d*k&Y8-ViqQ0~q`&%uvg&@=TlxZCx8?KeTbnX<R@+uc=b3MC$>^?HA*1@f}>
zKaG69^|B(d`KL8KK8OuwJP&qRjNx_OIOEk1@-4O&X2v}a6zYy5A)%k*me)<N7()h&
zpSq(|f9o9V+|L)G+}kkmO8enhFG_%_X&!-0Cq-@i<6IMUuUBx5LR^nNoyE2L84AXJ
zB<RlpD_P6F#&F^L3$6tvKbx0G8689d1GLMB&~A#hUlQVL&3m0$L1U(?NNm9vks0gD
z*i@rkP9k@%!h1M)dg|`65b(%aj-^4o?8gxM3wMoM`E+UIGaO?iHXI38&0-HtShae#
z@+xJM`a-te#H)89SDKO_av!v}zsNFp&S<`(m#&mcJ(Ob(M#TsXBy^>k{MfGln1?hD
zi_>;{=3bOtq;ZqPe;HfZ{`9UjG*JAIQ;@ieykLCAT{Pw&?`MH(X>kJtoD?}I_JG$S
zE5aho-kST7iDsH2kUg!NECj>Zg5r*42cPITy7OA{W+gJWD@%s!RBcjvpN}aV1O`@O
z|1jdncv3a|qK!Tyat(nTh;}dJLV2{JaZli?i#_j;X-Vgw61S1YS$!x!NeC6>kt}-D
zxlw6@58~h#_?6?jfEBOGpWHW{0VL?Cv)zyNI#m5;_O&g>KU~yE9ys6Zv^wPQ?!p&l
z{zMt|KEOTNZ#_TeWW7j8)4_69$B0*RWR%qbd%)TDL3YHEDxwsRDDlb*i>0;XflSdZ
zE~W;2wOBN!)X5SzyWbKAxz@s`AeHD(_`jLeUDX4g+Dnasr<n?^l)s-v)cT-x#1fBs
zee^Xs9#4+W&lCEV#MHWkFxRm?m@a$5$K`-E`0@|jtf(+i#^*H}HwA_%z4CI>Pij9=
zc~e|ZO&V50JPXYdwX+*ad43Rd23ROyTp~VKA2?UPUf$I^*AT59YG02+n0TSiHl)lX
z#bXy}6TlA2?^jRSGLS5)P`@aZWyyJu`%8>BnxXMYOVtYO&1dS_iyzClp&$O_h$<^v
z0T0>#v-C2KPK&*`eR}wer^dR7pc1;TJGVus()~7f@#r9c9tdh3X=q`2AK}c|Yls~c
zn#MR}R%rY=tkepm1m73uta`O7L&JZRFSJa^gX1w<7hbNyQ<^RRboRL9+LQ90n&-`t
zb{l!5X(-H@PNoyNpRecR_y1Cm8`yqj;lETETah-WkQW~`E_n<vA-_J%Qjyv_l2HiU
zlE-#uole5%%io30QLkeEHbuDVty*yh1>+H=TfYuXoXu^Tyd*v7LieiO{ac$HbJ^Sz
zb9mC@`pb)%LmE!9x%1{IF{H`iC2gf6Ix-{?V?!rS1gIqTK;7bAEx-JbZ=lk9V0#$a
z5`7wu9jVw888%GgvsiBktkHdF_LClT-14+Pb9U-(5A{U%RUrh)FzagJM_y+(RKklY
z92oQXXV;wPeKH|T3p=E*^~ZahltwG+!$<|zXVECy9GjlGylRy$lS~yIdFW{MAZ0Rs
zb}dxCVsr#nZ@=T_S>;&pwhv;e0*O&LQg6-_OfyE=I**HEp=l7EL|}%ayYtw4%)x-j
zc3r}x3Ek`vg;3@ZN0tIP&7rkl^h!(+nrK4Jhp_0amT`}G2Ps4rLPBp}b_KCNup%VI
zG5LDwf#jonoNMY9)n`Yvj2y!CHByW;HC`?+@yrypjVVp(EdvBb(oiug7;+{dw-qNC
zeB^$cAyJ`4l3S&}?ih_|!Z$&@$}H!vd^eS_y$$55kl`@rN$IWSAps+-uOyfpW>P)i
zEoZ4xsvwe!QqB)D5Ol@o>xZ-Z|G4H21q(dTF)2d2rBx82$qXVQrTv$qq#)tzB+iA@
z`XdvZKscEO#xtF*Pk!?pR+yr&=B^=h2vX|Fjv8h4FrBx_ePb4zD2v?I5fq@_ZO>|-
z{A9R-0Ox^Qr)?SgmFsC}t7!dV#4WvJG|B42{*+nzc_2%}&NIQ$=qTd7zvwCYfl^~i
zJ_@0|58C+i3<`tnyFe%Z$K%31k|P%f=U)>*80W72Kc^}b`h-){_V-cLhnNL*rd=L%
z57TE@xBcDc>qE{H0}P6*im~OV+~rAyx6}mIpkm5djo4_%;33`1ZwnN7uPUq8j^9}%
zv?uw0q8*?048Es0xYt~Y$bD!dD}9cFO58nV{!VcCc>wpmb7Iv8kGgBp*?hiCpYTU#
z6<MK?tj<COB+7^*HRY~|Mp)BSazt3PMH^j4mc=pY!gs{cgPZu~4#l?&yOmBS&vM5k
z`1VjXc@;;VRT6JSqS$OrQe`3jglOJv)Dw5P7`VWFqA;%OFa8}kw=sAyVD-6Vz3d6_
zh9YS|Nu&2ch|bb*>do><j;0&A$Wl(oB;bOi3vu<QCnx&vpYx^zck>Ju-8MtTimWTB
z<qa}k2rb~jz)7jC)g!&9FnIWZd1rd2TfoJ8`IfC?LK;=8`N7d>s=6^Byz(ZuAL2|Z
zJYW2i$JxX@MS6_h#zj6D(j#s#U^(r60TL$mT!Ru}-eCpe)#_LIO1WXPFH3L3w`P=J
zJKS~{tbJb<ByDg0voS=8;rUEAV0zd&1kl^KY>N@+yF5+B+R3PLCAD7L(Z#N5riP^j
znmRC_LRZ-+C;BXGreUlNC$?N{MNj*<vju}))_B_kgAd+r3Aa&WPSvmgN{aE}((C<i
zR;UIhgeytHt}FMS*QvYx5}^iHF+jT$7m6Ia`A^d4YDKFLkMi)DGMPr5!^6X!$i2ot
z_OC8{*LL%8TR6wk$Z6z#OvjHdD>IuP$~sYrJp>mOY;3tlHtIv5)j$Pe*06NjVHY32
zFTjVJ23KDv3)glZ%1VAws-W?ZWq8erH^53!e|Bd@^e5ARH}a#y7omcd65i&6XlZeE
z*zN9{BBD9AO#VRQY-d1gD~h}3io(28(RcY>I`aLw;RSl0@|@JqI(sVC?!YA_QxCIg
zT<mNExQuKE`7SHwy?$?V=llM$<0+x3@Q}{GCyO1Ldty8349k`*{z`+MPq44`C|>2>
z|E<euawWqtl7t)p2`CNXDGdo=F*xFsOdkv4Cr@_%EO^cj1OZWqGi_h?5roUE(NNFf
zv$;s#xHSaFIqO`84}n8zU}qPW*~{)hIOo96yV`hBh}S{ex&=)&h^VpjuxPBr&CxqS
zNtO5@5B@x0M74lJJDDu>tFm9wq6#NWHmIHbzZaOMfM%fZcih3IkH{vX-y&_~%+L7;
zCE=Eio_PR%(X5wZBK3|E;Y_^7?LE&j&-&XReozIza5K6xulKyqT{W67OimR2X<+E_
zF4&5okjT}A7mJY*-|<Qor#*4!?X4%_=)#&Co3}m`(0(V?lKD=v((~rnU<}<~|NMm^
z9;Qm&yf-dVhFD&QPAR2LrOBSe&w>^vM=`o&zdE$}FzK3yhR}6qNc}-cnN@xt-^UsB
z!s?@%4dw0|TcY86KpI~3A059(*S7W!Uq7F5lBw5<DtAqFA?l{_!i`g6#1|h<SK;w=
z(tTFTOqLoZ8zT5#W6x*^S!agtL*+T;;Py+^z0EUPcTINDcvV)zS*#+k;SEsc3<(D1
zI~a)OK7z2bIpJ9xx&^g6EncImI6rGFh2hvDtirctMhU5S%%ADR5q-`X1FrE?W6WX3
zeJ+iL2^&+#xIqT}8Oj_r(<R|>xaYw=og|t(w7UP&Da!L7cy}w)K<O16OB&+%j`o&Z
zjwg!FnhlP{cuQI;P+2fr%cOFBx>Y^9Nt9htL0uipdIg6`nQDoC+!l<DTd`JrU1+G0
zy#186={HjkXmioz&iK5o=j$KCr8%$;jSX`aoVmlBf2`S^xG{)wIi)swC+bk%N2{w0
z^dG@*nhaV2wxG=RUmF5lD)Gy>sro9XVZ1J93EE%of4p{*{vrI1I0ov===2V|s%X_r
zIJDz$w-0sIjAojg8$G106?Azt)U$K#L<H9<#KmEZnsT;Ly4$6@6|7HXk+Xc~=huJ$
zEO2rQ8CO|=ZLr!4V4R!MHyFA6BZ!K=o>+XQGqe?qCtn*cO!1--VR91hZI5H#nAdts
zt@;=>hwz+3Jhk)fnQ=k)*G4uKLRP*knVs-c<HnI64at$Gy`xvgGy2n~h}Tv;?u?S3
zUDPui2HTx8bw=Hyf9~!dHTDTN$!7@pdQSwEq!wN_8w;P`WQ48A$@kAaK3@4?_9QKC
zEGGBPT2RHdg~c`2>vHNp?u|9f#5I}(<=2LCez#8C7c-LQE#k_*NXj&=t%Dj)qfkn`
z^S%~_+29mA<<!$@TQhJ5H~E4yc(MNI(M0wO`GOVY!i5%@2X}OYF^UqjD+P6>9t_A}
zcznLE?{3w}`Lo7|<=_TY-~I??rw@F#xI+%HST_(ZXRj3B;#HS`1fZTmt}6SI=Hu;L
z@0N$2oP_{Z_c$VlYyXL-H4l3%g%ypiDl<7PjrI|oc)rzb1>(buUH3>Hz4bmZm!Kdn
z%)h_2qtKSD)AI0w?>VJ_4z>GyK>$6hrR<5M9pg>y;RT()!e9djA74+WR)F*3i-(4C
z$u&BiHu}-?(o#*rA}|EWGc(2HV$%xZu)ay>dnFYU1ZxBM!?jcls$(_Qohaq99YvDE
z9naQYUg-h~_CtjsX5z^-iGfa1-egtWvCF|<!nL<ge%I68@tO1FON^`2W~PVuOn|@Z
z2Yov>%|#`a>b;%`4b(cFlS18~h1l|HQ`B$HGc^cZ60_m1tFX7C|3FkV)6U6-N1+LN
z^lB|;l0;<C_dEYi1L9l9eM_k*hLe+m+O^|F%&j*x89NGj!Ec_1S_KqfeNMI#WHYkl
zjR6VKu46PN*y^LR+NGMzn{SctkPpG8?9(6}S9@Tdg?HIW6%tg?5OnzJjN}+qAfH2Y
zocIK)8nLE+Y5BV0OQ`Ss>sY`0b4BZcf?D^pmkne-1mpGh<HMS>7v9(B@_xX}IZ0BA
ziw@k^CRhEy>sBOAJ3TV^os8FOA4h83wj1Ee&`-VtT7r0y-+ua6T#ctyGy&v7m`gKV
zVM=*Rf3Ddl%6a@_%RaY~(MV@h<DYX)VM%fUP*JL`ZW%q*eT(6bBE2&Z9}wjo@VDMd
zVKFQGHll=j(--v6#lIz0OeNGNf?{l=PGzH3e1HBszgp31P4Xpj%7HN&IDE)902*d{
z7U*VCU6Fw$K-G^1s<)OTW{o07xjd&mK7t9+3^C$8tqOm4kBM!E6U1yP<;>&z`WAO8
zh|Bo8QQx@5^24*JqxffWxJGj3Mi)1B7C-CKSmc;ycS)U@nr=1Z4@DU$AqRK~nOrrA
zB-VWRO2O=xKTt6y{(~tkX!S4qpkF4LdJqe78+p2sYM-O^mr#7+gCly$WBtt{Ny=r<
zs_!u$NV%})^u(Mli?M1|Qtg)YF7}r4Tx(qviSIx8Wl)%;q07Pj((=gNqAFX-XWQal
z01^;u7lq1Te+lWnh8Q<?j>+kKRkk~_>cnr0s#C8~#$@6v_-lMgJ_ha-wc9-LP)i?H
zWj55o<>YVrl;JZQ3Ob0C%M@zlUL-U1IsvD=y>rJ0`De?7rv+^b1Bm`kiw*8rj%>={
zoq*DTlF>e0NtM6y>i<3>&vq?B5Lk_{883==ex{Kh(O+uZhpohc)#T6bH`m#6tY)OT
zjPAA9^o`RZ3xiqhaJrj{N#Z?EOEaDRK`C}{q7BZ&KFOUgMlnGzFn(+M?fj*qtkQA>
zk#%PV90V>&mHw+HV*fmm=&Su(uzlsf^4dS529%WHDZ<hM<r+&$oqDt_Z7cJVweLgb
ziaC_<nw%^+92B)6O6Zv-QHFFFHBNs~T>IalISn!(*<%~rBo%aKURb=D6n#Q-Awk(5
zz=aQw0RLyNL)QZzfvnl@PSAj_Q%Ye6EgUcJS0M3Ms#YkZX+5w|s3EL6Cw$24kkFv8
z>?h_zva={(^uSJ%YI-Ck8%_;!u+gosc{B8E--$0@HTVAgWYDTj%no~ZUbU=jmj<%8
z0MqIKW<#e7-ML2ZP;F}X+RS~BeXw_3AMeOZO*#HFL`KUcA&{u2+~WWcy_J9kW8(f*
zZI66<gzTO`CK%$Vk0`MH2m^Z-YHDhz;WmtmGtBCtuku7jTjmq5&%lerdc(ET!#5|Z
z4H%dI04fKPRUQ+8NmQq@y=-a%B^&)pwi2=ZqB`pbLOJTU8*8i0xJK1OULtoa4;Ltw
zGMk&VBpcgQhU9m!^MZNfRT<$}wYDhSWi5j%uiP_8wst_m;NLXccCoto-hc_jI;sxy
zbz3fR)~9n<x?J-BfC&HgJ<&L%dzsa_wV$ADKDLr2XJH<-l*-&({F30e4(q%Qa4>%Z
zyWp&$Vv0Uev{oNe>8-d_*`&QeP4*$w<bAM_W(!?x4lih(=2#6F(EkOpjV@(t<%_U)
zE!lRFdY;pL-%lSnZ7>OFEC_7ANl!DKTlFDW?1hc#2Pq#pO`y<t@@Eo14Y3N?FqWLC
zD>9Ng$BeD`kslWw`-@MRak1b-Y8rb`Qwv>&{_yX-KX*)7tZq)uUI<HJy6dwe5S{k0
zI|eQ-S6S+_CtxP_8i;oXP0BO7)@IZFnI_X>|IOMx59Y&Ht=O67IJh>a6;Q7t?1<ew
z2m}a-UJGu*$e;G_=#~EfHl#+XA1Bw%?~D(XNG^n>D(@;L<MP8~Cj5UZ9d{``h2oYy
z9kkSos-q$TT}ZYEr$BF_4IT0PZJvRHEB+mq(Hg|Mb#D}HG~}0JrZZD~m3sg1wJV$>
zgIltw7^Xrgn6!6ou$q-~whSGQ^~u(t17@p)$0>VUmkdGk8RclEE+oQX+OlCLk$WaP
z>F&J$mWXR!@xIU7zwv(Tg_wOz&PmKO0sCX!Lo!~qe0v?fB<f=V&soBUn5PuJ3cUDz
zLi6K&FhDH4$?t^@Ucs{yV!nqC3{}uRnyAtGnDgben<$1zTi)w0!;X@7Y(U<lc4|OB
zJyB!vcUvy%$2TFVxG!IwxAH7K0Nd<={f}kI1W=pp9R{NNAN_~@K!+8Rie{L0<3SJo
z!O=@?ieKI>-5dl#Lx)`rb#zgj83Wb7<Cf8P4}ZO=^<sFcV;mYM)tl7f!cRv<!#wfP
z`;AS5caD^r`WvOuyO$Pn&m!=5nWqypO+&VS;y<Z2Nzbe8V8;NlCNLDAS-04;e&x=J
z*iZISU1TU%;zrIw`1^Uo74`IW&V0(?Hr_GT*t@eFgc5zvL+{-|d$py`9wteb?@`kE
zz^i(>M&rH{<`5^9%LXlEFybDf831sQ&xcZo0Gs@fdfl~8QxvL9ljxt0ur4}dDijy|
z)+$A--*7D~E`O!*FMXTZ8O7?VlT@!r_3|cTVL`sZseX?>W!<-5<!NRe8R!}fW7VJF
z&dzGmsW5;;|6`18qZ6(fPQ7cB4Jy}qKn5zq{9W=@@_kFZkI3ScF6X?ORf@OU%s0Vq
z_gr*%eFe{li*8A*`(I%w{To-gqA^+zfhT*!(Xo8whVX}Ovg+dIzl(~rwo5`a1KP;Q
zn}TM$-mnJbfgynO582N#D5m29NuFG_vo+sAzwnpP(B4C5aATtokjmV>fBzG>`YaXP
z0Wki@&hYC|Li+^b4QW8qDD~h}6D<GZXjx}u_s6y^j9#mXQl1d_GN^tHE<WZRqKVwg
zbhkKj){>F%D^V+XgX!W~!qPQJRD6GDF=11G-GRzZvG(?nS3@~1^VF)diC2$YU6kF)
za&q}@*G2K_#-S1)pIf|Qf&+5)wtLgiQ)zrI*rHgpvp>WGO>C34%M1pf%1I@>CI$>L
z$aKzOdIe~*Aq$Tp%P|(m9k@1z1h8oH1Fm5Dz{t#>kMObSk3{{(m{Z<EA-3YD3tcX+
zSSkrbt`f`or6O18j>nB+-v7Nix$+y`?R>uF1VG1{7rcY>IsTFl5iRQB4|wdJ^=e5E
zvceST9^fWcK}5~$+tL%-Y3YJ_n#Cp|3Vx+o$})L}**xxSsGw+->-zFv;qCy29JrPN
z(yOr*yoL<AAnFZtlLAnW`vOZe=t39?$r2@2ol1K;a2ZwrxaH^}6VrPPp=f4Je{gBv
z->xo645<PwySl7c5jyEnmub7ke;TKS1qtcbE8_0tfJc!=#rfNaI-2r>k#d~@@h9Et
zYc%iDPA%tGKB7sYVX&*e7gQOCU7j_3yF$leY6l0_X6mU{d(I87Enm4)+a~xd-rm@b
z8Y%wipc$%TAB(1k9QS-^+$+G<pq+PmwmayPL?DU&)rA{SXwr8Ld+Y%%a@P8B9Jus>
z4BYtk>2@GQ{-zuDc)aQe0aA5VN$@&QNjjP<Gz+m|*trtl@qvSQhyIF2%|1+;V17^L
zu)o&axb_kRigDYu$CU4+wC*Lwko(bRz}i||yM{MaIJy9X==DP7Hol|@KRo>yC5?T|
zM7lchP!glFf*w{7hH7oGhB%#)T@2s|rTBJ(PI6%fue7waX?+3Ks#@IhK;WxZ>s~fV
z&Hcjkp(xT9g>F*zvFT$n1&DC)>Hhw!!D3Va*9_T`?}+A5^C(1Xt*;<&L6-zUUsIE?
zG%R1eF2dr!^pGdVd_$~G48#_pu!1ptkYk=L7t1Wi*Tx%Mt!eiEd2id{)ZRv8W*w<q
zYyCLr1@XV1=f8b|o?|rBX?ddrrS^_5zqm=H_iVcwGIQCO6gTLeDRtpRI)l4vz*S3M
z$T^;?)5HNSeC90hyMMlSb&n_LjZ0z+V8gke1FY-OlXfk<43Q@~Xh*DN(5?e&&Shk|
zuO3~5!{~Z;i~#B5i(J{_mG#}5ltnpHoc3>NebUY+ao&-kF>z-3d6l7c)-4PfE2dL{
zKPWt7S1>c~4gXsk(Y3GWZ{KZWrI=*B30wOOYrtO3515P~4MKr_U0L}I+$d)NY&k6u
za=@vj@^)d~uS{$_JQ1MQ9EnQ<l5e_6pU0-QbZi)gq&uTi6&%=qeK|)Y%ZUaY{DQlE
z74_(Ty*>W!<!R3V9h~DHLWf7?i_s;|_vI9Rp9~FOhbFI%T|=BoFtpqGx%Iq@0|c3d
z#8S`fh&Rxkcr_=VH!7Jeqj|CEi||G=vqCWLc!V{#8{+^0)(wunmG>z-`N8H+{dFsN
z*8?B`FJm+AyssRqLqtPU;Ei?b){^_1dz6t*VstOaDSsX-we`z&1=v}FTUEq>ufFYG
ziea9MDXVIM4o4NPQNJBo_12d<l@uvl@6)3VaDglHz@ohK)RRkT=Ar?9iJGnP&qgQi
zjNUVwQH}LILWM?Qr~JobhvEZ;Ke?(nnRFkwEuW-qp4gtsZ*fN+;+AP{ME#}U-$;3H
z{zj`xskneh)01L0U{L&8eky$i*EZ|&*$Z>au-Dk8Znf<`SV_m`zQ9sjSi}FF@iW3}
zYoe!o<GD+L{gDq%d04jn|9@u4KX@slfrSiz(Exn<v7u6SPgj-AcLXExit(8zP)+X*
zh|`eGa6FDKTs~2L4ma-j<gqYHo+;01I$yG|<YY%v!>Y!v@*^IPVW5q^P5XTBklLyL
zVRH>Ulcf2LU8U<7MWpZe60_;<T*TV*w*%}~aMyYlui(vDH4ITI(f2dk?bw-_<^1dl
zbM>&g0d0E=Ym2B>O_$-3DRF~>#WGQ>aFaO&0%U-R__3MBvh+5+5$LAx`dl7HXTQ1z
zAtV*}hnS7!Qvt)NVS%q-D`j24y<Kwkun1-*=biFfW>&`Efncd2vhr--L8Zk`D?j7+
zV#&yWd$rr)pliA*Lrv}b6OU-@oHEgzvbUA36%FdUhYA<oWYk|g>Slcb!AO~MD}+wG
za4t)8erM76c(M3+i=&1UM(>>1dDer_X3k!y^$-Hay>@6R>Yv`+%DsMXjk%o=(qL17
zmKb_`nN?DwBj!l()~cAkwSZGKW7hM6yl%>s8gygw(T?(4)kA}-=l@?%>;I%2OPy^k
zIWfhepBKFr7?T4JfR~7h`frWMQy|L+PBStIog55ILu*};&!P(&7{aShoJUY8!#I4B
zAAU9zK+F~|eN0);YUovmDr~y*lcn7aWxPf}vD!d*tuE{yeb9FH3SKI8^sHS#ISan#
zl9W?IOTOkR#rJ+N*lPDNC8fu<gOmfN`x=i@)6_BSCmeT%VtzYH`S55bUUsg+CyadZ
zzuwM%L#ES{%SMd-gIRDIHTCt$mdPdwBp6;JrYdq~nKd;8)QBppwKED9d^VYB{?SzC
z<ukb|E)e9S++)x92Y7hQm{FcI?em8=^2Dh&Wm2$2BD>o_eOcP&C7xK5f|fE1I^F35
zmO$~|&`J7wv3DhEE~be|mBMViY0%_u`s4kBgNEqiGNDZk<HIh2GfUQ}9Rbi<LcU(g
zV~44RwKvx>K~lp7;CcrZ<?Q>wT_C%BwLA8Q;Wf~YX3u(^9WV}f-{WCYe+KKmNRa5m
zLmOeD@m;OvVo!ewrM%MHXzwFmrqe9#f(q~hr^?&x3exRH0I3F*Ml_2{9{suwqp+Q;
zsr-_ZsZ)OcX_!U92LogFXA!)gp_KbP3dL?UWGh7S+cLQ~*(eD|XY5!dN31WXZ?jpW
zki~Sn8VkjPnL>SZpb_&A4$l2d0F0m6yf0iq!lH~JZ2Z1<1vnHd)xWve6{h5Km8-u1
zYV0Opo0~hz;011Bkla<j!;_Cg5o$2Dena(@>#R5#y=+%*6rF2ehZwpY$9_Nk3o0_=
z26Y7bRUuNq?$QC`PgI1)-1(&A6B3tD%?zd)O}eiO$?=wppe>o~K<mIpn=$wcORlQQ
zjh7aGoNZ){y7HE~kbdJAXYAhG_dfg_RD`ndz!KF0z;Hyy|B97ja5112xK0iic$T#$
zxWK<Y684`9<=qwpF?A2vvor$xawuN}j%SBcAnl^+<3FY}Ff_bNLgEiRfKov6xHg<c
z1nzBs?gJ;Lq_cOSHy|3(2pk>y471kj7wQAoH=t79)gsP>^<F&flpbMEd$E1>!t4-c
z6fzxcDxT$(u}{mwNDRBW8*=V5@w=el891p7juyEVFFoRE8D65SIM&p>93$_!&qmfR
z!Bs5Ik}4127VgpzjUaUZyaxx+TMG->ubh)258g;_`pYF}Lm)T<7S%P$>D`dO2`Q_N
z(%*h?o2?%3p=IKp1g=1o6_6*KvfKe=M+KDR!`4sqn25Jvl`U@BT13R8IMlU(PW4@(
zXJY)(+d9`07sW+P&wvrAnn#sIFIMSTceGNw+vj5W38oT<e$jROv#sJ8VPjht`sQ(x
zu)%xGPR!F(05ConE>G8aW!_Ww!09TfHtzRqbaN#&LP?f*vLmOncF61{-pT6Ah6n;J
zepE_eMz~?_SfI61b3O-O*`U1V(W?V`+b(mf`qqcOj5ps$3Ea+rqYEjG*MWSp4X;5n
z_Mxx{PtUA3`89P_X2t9}QJ{V7(09q{iG&6>2j92zuiTk@O{+Kso4<Ccxio0~v7Bb=
zy2oU)r{=T!xK7&*<+wE4f7p?TL^PqJ7$9JOvnRc}$XQ;+|8nH`Wyh*Fo3sMRO_*Yc
zwZHKe^J^`xWw$=6RdQj{T$ho;W@ow+32$gm+kC)7VQa_0lU+cqSRCeJt$^dDL9S*!
z1qeDJ&Vr&J1K)%Xso-4$KGKQ%azYk8>VVsntSON6n`9Y%VR1j>9J?K8F&SEF)kR*X
zDoZv&5&be<Rq?<~MICm11kjcl$Lar2%1T;*c`(evb!#AeR@4FwkOSTV{#QSV#dC9W
z#)jSrD2lcoeEd0iGJ+NUJ+Zz_lmjAReK+NWl1*hc`e>yBAR{Vwn~FfSN&+k}tw5>x
zXeS%toJi1)h7H(U{D`f+;lt83iM|=Q8(!Nn88}Mj01*&@Jb>Ni7vUAYR=pAY=m<;b
zoMMdB{ym%ByBG@jLMaJ#%zx3z^V#1*CHD`y;{g4Az>x%}I0Ho&iJl;dD1es;fiUNN
zEfa@!$e6<50xHM>{C6Wu6(kU4%rdg2Fn;p^uRY)^#!cf#*#BMcR?0Pj@n@xXkc#-@
z#8l5nr$+_=^F^=jDLd01#f^^q?1;U#YyS#S--1drRZn|zG3m+d4@Wm8@&$xYQJmSI
zdV{W^wyx&h&=qq?-Y-fTbV@B7a|d#M;>MNKSh6;Z(shYkk6;%$(O>2?k{(mHXgwB-
z<5XEc?rg*Gt(EV&6?i$mzx7>VC}f))T97wP+<&Eu&Bjubu2L{aj}emdfG@;#^?5@C
z*((NZs!W&aqRU4aPbS>x+;}sFog<9TfxY7Q%I~iyRF46yF{&MveE@VBb7>Ru?ceSj
zBSRAtCsa}AgY55xiOwsj*rc9KWxVDe+T;&-4F+S|XPFTy$LNVG=9wZGcb8VRQz{(Z
zJK3N!y(%rOkmW4qVzD01b9zxK%v@Xh<m`E!M$zp5*3N5a?Wh7sJos{z`Lm$W?b`aV
zzi-=1!UemjLFD}sUi*mNS#jpy=PK<0cj7rtBku~Q(Y2#2L5;w0etUI*;kg!o9xhjQ
zrtVQwTvJR5;`e_Tw!JZU<#6c$*5<`(<$!~uZ$M(<^$7i4i;82G3Dz$mFTfC#v68Ef
zv*?-r@a+<-EDxvRvHFCL_X?spsG+V!?6}?dropV4YG>SKPY1MkA=d=e9aZJXIi!PJ
zNju+;mU$pS&X-En_U3PDMsvRI(MCq$iS!kfsyluS{H0L%2AsVN{np^GNXuOJ!{lmg
z2Etc6Fmr&S8o{)53hN2IDF#48rY<`n&Zd!Q=<#qg($Gr8NEaG(0*F9Ik`p+yGdo3@
zcIg#NlXdBX`cAcb3ZCZM?+v6#Kc}m`g!cK<bdEeK!qNmoHH!e_$%@~0-Z#9~&W)oJ
zV{R;9vaxUK0yYV3)*o<~KVzY@B|}F}tOtY?7IXVB<0M^_slsLfFT~}Oie0dLF-z6(
z7Ii~?DVPD$hn6cc)FadYI*!~db+6RQkG{myH5_B$m_&^fVn%#<CwA1zT$-;;pi6jr
zXbO;7_L_&WpJb%{ud-2v*bByc+l@1zJEl1G_X_^Nqd@sZvxMEMukbTwYj7V6Z@Atn
z{iUYfVvLRJa%k(HENAo5O!7|v>sQibiQb&yWXLAfCkOba43<Ix#RP4IEg-^gP!3!1
zIO7!b1^EM$-2d>W{Kly@f;-`hYUP`hkP@?E7Qn=jlIKm2M0##Xt#HW7r$3d;NChHW
zQriEUizDXJQB+Eam+ML@A^n2YyvPIf4rC-~?<Nb^p#kWuo=r33NMilsD{v+*#M<Eh
zZ_^DK0x{*f<#=t0ZL|Qnf}eL`s?u!K7Q?3bK^`><-|3O4Qi{=fAPG7%0-Hpi2?s)+
z|LEd6W}2$w9_J8a6*6o{edR;;e8Qg@8u@*R=!-%KOKBBP9vvPjDF*QKTNhNSEy%#I
zShg!lW7EWp@HW>E=(*5WpX;W}?S&sNT~m;Ux<B$eGX~5Jq2|3VN@r+xQyxS8BPEQp
zS+1mh@r8+ee7SmqZ;QcF5X%pt>G$st*qnx+XOB)^r0S2FePyJW3xe1HR=#0?f^9rk
z#5iU9Pr;zW=>rrL+gkwdb7=(x8#X{wsGa%!{sr}>5)A<@2hNv7Q}Y0Ru$;eSBEWrx
zB0Xr|7kQr2{g#n<2qkR-IxALJ<Dc#a|14Ez{w##tJ{X|G6dr%B-}8vF^4l-c#4ATZ
zNe=5F{jGB%i8>4T5zei+LyjtOk?p)wl!k&*H(ok|apS`l3}RmO>r+5&KRil~apmLi
z;#C-W88n1EjOFWi<PJW5c|Td_Ft$51+2rog%<ObWWk@T0N*|(LJG0KM3MyWFoeqcn
zsuZd<K}ORkzyL~);v2Z|SW96_H2p5*bW<%sq@&6#Bx5~DOvC^5qa#GywC`)RWdJl(
z@lmzOynqK26pxFQKdoE+t`sDX%p`SxC6uHxa&QFLvU~N1;%@hmXUT0}5Gc4fKwIGp
zpPMMmXS{$1D5~b=QcO_NyVsMAEz!$t*ua-QVG2Ow;8kn=pq@(C+th@vi)Zzfv+TM0
z6%Ff5P`yjiA`cQ{j*x}kEO|&Ze{sM5coX5#l$|WO_}-R*oo*Ni5bkULThb&67bemF
z?j-hueGD!A-Xhd?qqYbFs@8QFxU4K#<baVH7r8(#^dkJ)d)mnzVV8G9nj;)XSSaQ`
zR_xed1~}N`-tlN3v^fMp<Wb6&QO~Txa`#l$S8$wD(xQL5b*jGr64@gz(+gc$>9(dH
z6$@J<n|##B!Q*NGbBhacq<4U_MbY8NVCi7y!O@fn-%CTR(XIMlJNrl4J;PX*0Yp4A
z#o8IPa{1-R|KfS!SNKRhW2odL>=C&NL948A<NWe^@+6yG2MAjf_r4DWuixN&Kfuav
z$Dm6~UpzeJwd=~r*<JpJJ`QTbl)hHO%fCS<4y)>3^_rWif`H6FZ>w<6Z^j3jGIB6w
zozf@RUC!Oq4(VKE3+4WgfGEYGwicA7e7uGMOr<yE?Q+l?T>9{KV4kQv^L9(tx|`2K
z8Hsn|_8KO3wBp4(vJX$=+@`p&%_iG`?l+wI5q=NZ3^|ED`!G7fa=u9B@Bpc(wC$i4
zK1YtpQad>E?b!fG)4Gxx{jaP*DUGJuHOx>pl@Nh@f{A=D*xjcc2QuBW=Y+&zW7}3A
z5__075nm}n^*epqxTlei;e_^}kiq{=Zywgy;=!RjZ5t$5eC7T)V06jmVPT3JFF)Cr
ziy2ULaHyLeOr1CN*SMQs76U<RD^hEOq*=7zg+5cr1XjCuaJpr5JuxNIs1L&Aw^Pc_
zF?0*37hqjRkiv9-9lns{H2@GB*>fOMuE&Q3Fr{58YetcIogGt+yRbNXy@xzb6rhiM
zbebTPG?PwSWQ(mZFzF7_wR{6AJK68@6z<NWu<Pa&1^60nhHQsV<p3!w#QH<gW#u5*
z>o9k99pvOF0a|<T>qb86-`|QSFjE)$D|8l`9xI4-#q~#6B!U(4I;c_y;MCF`p`6IS
zCs-OyFJGE?0U(+0H67ZR;^6;cvoN$!KHoZZi(W%)^}g0D)iM2LB@L+qJ~KC#y0G2p
z<6x$GTag~QcQn&;;0zcFuI4gN*p0mTk@-|SAcD1jo>r>xOtu+I*1>qdLWeqD+c0P{
zK=*icaF^iWpSYXyu4j!}KK*XR@LyrBvC+20f;EQ|kllq6LQkpW2U(6*`!8pX`9<YI
z4j$v{x7Jh-UpfHY6CD6)Rmsilqrq{M@?rNM<|JQ48MdMrW?Mfhbi)$RIVU@$2A&ze
z$>-lv`+TE2#zXF}Eac?}9Jd|g0cimMD1-zYAp)f|a};_|9DecS#YXsPK}#f2!~6)P
zIMzI3`RfjiRY+^($HOjo3{6N#04w=_z#}cR2n^r|qPQJKU_Mms_1v<LY~^23u5zv>
zAtW7BQZvp*4{=A1w;UkuDW#o#d$=F1Z%+1<kBtK@fYr!k6WMvJB!j*bYHmFZH48w|
zE#S-Od(&S>0+sbgTw23YUCy8V1w))6ozWJEoDJ-A8|I-v7%b0%a!mmz@rJMXpcc@j
zAsdPj-+=lDxfb42f{rqa+4<LJ5>oF}r>LnxSM0BuJO?%vg+Cy_ksE@n;pDduZX0%B
zC;6xFdd*3F!Z==Ok=`tC)n8W3`{j^30Vu%bIrRa^9sgI~{oK{+F?CWEeuw!=Jq2=S
zZ9}3*QX_4-RLjNpC(BnRG2Bn?E7H{A$U2$NJ+KV42!)~KQ*yz&CO_qEbAf%KbU!f>
z7*v3L!Tv3=mCflzt)@~-jtl4L6zIIQ#<&dtndX0NrpzbE5zc>_ZU8`R_j3X9OztGo
zO{)Q50y8)Qd5up9Z|eJIRJieO<Js=QLUYi`XDS6S%gXL=og2291AB`0|1##tC(sCY
zH)ak=yz7#iB1ZEXD0@f8ox8-X*9S3i??6lY=$;aenSDhXK*ifeQGp%hTvHvhtwZhY
zGh^KXZr{)0TBJzqWE!%}VBrg?)7{+I?Rj1}|Ly4cEd`>UsVigORu?iL-(m`VEQQqi
z+gVY4y9fbI(fLeOHo5w($V%S3b{F6OOSYMC2q@VerF@w5T48cds7tTFDsxCNKLAGf
z0$0en&a$EZCG@e|zoTZ9f#)|nszA((8mdl=lg#q&*RG(1k!d#ZwnKK0mr{@$-=RFA
zQ^DyE02jD(CB?fxN59hlDJHw5z{lqc#J%N88M2UZdPKnMM}8-6YMLkRvDX|m5#K%l
zZu}f*X@ycCH{Nq-ute-NUX!Th;c~Ul2eI@NS_Qnq%&uUAmNg}~A))4?dkTlt_fnF(
zmmt?`=HH2x9&WAIi4a;MkO~Yt?pKW<mq)%ov^<LJW%2T##J%*m@Zz&`$;q}=BO?<W
z4$c*geo`I$MN3l9?O|yF81@h0waK1qV^x@mh*3EhjQf5N&<cO(Fj_c4MwKogacmdu
zE@rA4u69$7IN~ZGUi}uDhn{b8G}eS`#xoAi6!~}e^<P&J{Biwah?vt^gWmzjKzfC#
z4gXir8)YlKA!oNh+$d68&;iPQ<N6jhJ2v_?kcDH709gM)-}e(}>y#`^fQWI)m6w~4
zkkC`0kgm}(dWiMhXkFm>lv8iNH}pbxCm^mTi=Iw1qge^1Wh7yPv{P4;KAkqk(eutK
z%tv=CW$&i9uM1jy59d$u+y(X!tWAybC7z5UQT1$neUpA`imE)`&^RrzL$ha3M)tJ(
zYoSsq&2Tv;A3v3AZSM@OZ|UX=LSfmrwKjMg*a%jrd_+w`**^j;>BP^J4)k(BuS+Ce
zDqL7!VL_i}GB@9$Ir1C>d8(*F@$SbI;77`6y&onj!TdDlEBwQXO*-ftWv4rEL}aPz
zq6?)5OAR^?UXd%^ZoS6G4{%u_wE>BPtLr~b${^_mU>UoR#pA(de`bSsZvE0*%>f&b
zyF<3wq3@Tki&aGV(r(^U1g0cQUsQ?NF!5;Z+wZl`jvlC8PE@ISH=RncXNsN+b@dn}
zGH;ZcF2Kq1;~mfb3Lc2GISE8a!qKdwk1Z3<T)|x2h1hl=E<;oUi`O@)JuN5`!igYu
zLcMds$ka#5+BJm;<pDazRt1i3;MXGmE*p-SIoSzt*{2!*1kW{GPexz6^IFOcKjxVE
z1nzy)JNd*c@m`v>=n8u0yTq7a(qydchRMoS;u%2Vw%x<@SKs(Idicxdh{8uJmDeIm
zI*>_ntl)cSL885vc*ok$&I)pn|A(r#j*Ig7-iH?zQ4}!1Kte^jOQc155owS{iKV+c
z-iUy7Hv&tCQVT3)APusVG)Tt+5{t0JZ*Kg&zR&CVA7<yCIdjf+@|wE`sp}X?$hw90
zPMa||3<;D99XC?DkN*a3Zj<+SYeVk-bc}|qQtXKL!`TPc)32H@Z=|*x&pv_BhaGy+
z?v*cSx9{Yag{lrZpx(2EJgCb6n9x4n2r-N$rBAM~|3jiaTl$>eb9YV3l`F=c#?WD(
z{4Z?s--h^vCAIbW4a<UR&zNiE`j#q9*TI|@k`R{@;!j&j3Te_w?<cjO_S6(?YYH_`
zCB$6(&0J5ZLl^&j!8hQ)c3edQXC(?GU2%W|aQ3HbKM^LjXM%tN5C`1@I*bQu;g7&2
zKCP0;c;W4+6FMCUS(U;k5SIE+b1PiJ`b8MzYJC?iEB^Kon`}E~%Y9`V2U)%aIqBq_
z<qPtoKuIr3MrXPG|NePlaAoUySs+kn_OI{aE*7A)$AOZP`shP&R=MOLrwGeIIK8Br
z1dr+Nnk(Qa{N!bLZqGJ?!Lwy_I@P%a3Z5MLauhUlU>dp*26Vh6hOG3JuXMR!#Pa$L
zEsJ*0`0#&GNwNX9ba>(887Ano9Ib!{AeaK;b&u$HeU-s@fJxPvfGP*fAZS4cv9@y)
z5DEHa%>?W%OTfiHC_IM>gu4BnM(&F0*Kzab&CxOEhZmaslA&kJ6%LdK^j5DWeo@N-
zv*v&Ir=Uce0`43@R=|;*;sJq+kk0r71MqpeLfr8GEqTFxKwTCj-&9)XyE2D%6=T!R
zIlt0&sRlduXzUrOL4<ER@HKOV16u#>iUCXq@B$;ze$xXxB>-k>1b60+&j;XYY@d}i
zD|HuJ`u&p!&_Ew^JEdt@)p>Q~=ushn2c!xYsPJc%APJlKzS3%(=t{@&*C*`E>zD@%
z(NBII%Aei&^(_B^L47W_ZLvNjd-3Iu#@}vK7aGXSY@MA727+vjB>voia;Aee8VXWV
zY@uRlrj$*R6QD3fiQA4y^AaTvLc9y+jVJyil2xw?5a1;~{1+tft*c;WAidf)6k-R4
z<4mli<bkHn{vA^q=qbj~L2@Y1Hs*0TlzC|*4V3lN(Nz;u=`1*RyLNx^Pl^Km&0|FJ
zD_XA`&ziq<Oe^2)V0-rk%cil?V(4^5zNqKlpqutKNYf?TXgIG<e_D%da-BF71#%As
zP$4r)rG3}{CJ`h)4d)W%?|i(!|Mbku<5Y*ocgFkc3N!^0Oh<&~1u)t(G0=d_^199X
z2da?%J7tuY)k)9Ac?C>jvEI_Y^xcrFQb7F@)bJ97wOYl}j?(<t?-~1-DvX3|9U~Xx
z*UDGAgT=_3I%RxRn$QS|T4ZmIf|N5|#O9^Il2jD0YCwkt6)z*sB<Tnm6cFygEp}h+
zRM^Zp>0HdMp+otC%trvjV$md8XhQ-9V~6WL%abhe|L@*zZ4&3tx7k3&JeFm&x`FcO
zz(girGBLR~M#mBeszcmYmV`X<;O<I^ubh|T3sM4WPBkfx=Pdm2U~YXewE4~O+|N?p
zCO~p@q3Z$kdhVPz*`pSAxMw>k!2mDmZTAAtE8F}P!9IfA6md_f7TuwxV!lBJ_zO^c
zDKaylX(s;KUhp^gdqNy%)wz7_l)NO#o})fL=Ne)O-+LY<^j3RdIF<drXYt2>eX3m$
z&nc1XBaZte2d1wSi0lm~DDBPBOR1wo<Pr%1M^liM6STUSf1(gzg#e=xC<bz=*B|}r
z*R?SOZN7GAJm=g5@2Q|h7t#%&zQDXRP}$r4H`n-En7z4hY5o9;>biT1_>J2)7ZrkR
z|F5E-g{Utyfn>Yw8}<4c7V0!x{Ez&9UZzO|v?)`b6fUm`<|a|D#><T&)O9PEdh^-I
zR|;u^E1`wiB2E6=bK2ot$SU(F-Ulwa`ti(*xwS~xAeeS@Z;Jl>{ZT`EvTW~UeMWve
zi=J!k=lMVqG9ng!2v;nW>X2O&;jQYe$hb^e240N%B@me0eqG?{>4o`W{JxisNe%)7
zCVbF^4N;ZkC{V8@$YO~D>|a9(f%CK~B+u#E_7tFv<NTbPfb%4A*z+|YlzH`Uiy!HO
z|7`_Ql|=E$vG3Yc5_9N+#?8v>mkXcdvT}oRzC|KFS|iXj-jM=zNYd&N=n1|tu`7HJ
z;wyio5DFtJ@n?~Apv$%Wd>-C)DCBhUi1jF4CtMMDgt=O~#o(Otb!+JdOVkA+;M`Yk
zi^y)gBgac{Gmd2Q2F36vQWr4cSILI4z;w2~=6|nr9<p`*X1a>GTc8IFe(3q-O`9Q%
z^wb8F(}Lkr2?dCe(gCcR|DJke$?donV-P+xv^#4)yabvzZO#9+_dqa-3yLXr4=8wg
z*$We8$<T^E=;$b=qz2i!nKme@z#7e|-Pp6P`uNdhQ^bLEir~cnW}g5T!wY}7We%c=
zSAg17uKCb1{z|^T^}veM;rh8HR)*ADa{bLj>j9aBpr6Gu_n)!FF|YF-K_Pn5^eMPh
z-!}mm6KI_GY~Kv(KcsGr;cs0d^RGxF2+z8xTCa($f)JjXKIIB_Ojqgm0#fRK(zSUm
zU9q6B3zP<Hhj9SMqV-M2#MSQ`wdc=f<I%nlm(4@_L-S3%N!|rO|6y^l2Op;v-C_j|
zahd?`BJgB>{?k-34<PUnP%7+Buv|f3Vq>R7wr6A0ndm4tGM2+Xe(@0rG+v}W3|T?Y
ze%3qF3~_g~P0>}}HndX`ndpt>7qY`!P@$7s|D21gBxKB=FTJMFUmK~u^&+r`!kb!E
zr_#emMe(2R)RUg{c(`*A=qLY;Up7PL>?yx8`h~xk+S^H%f1`b3K%-+^T$}@LLtC%G
zgqcrrp&U#~`24p2kZq8Jdi;N*Ang3IJ^Y~2faON*pqS|pqz;gdqJo69oJu02y*%HH
zBo-{F!a{lf0rZ8;>sLRVf<f!%Qw{upVF|D|ku-wA>qjo2FirOC^u%H125UmBmo^y2
zQMAfXqtE<{EaQR3f09*wE6}J2x7o)kQVSxHHcSiH9l`xfs;^CNhE-bLW*f9`r6v4N
z9Pg5S$S)|!1>EHKL_PTc?MpbAGW+$(8Hp~SexbO-_SzrJdQC7HeSe+4;v$GiU;Jv-
zI?+A&xuAhY?+uh}x;dr*_wJmIybgkG0U&danNV=eY@4ncb?1Zhc%f8+`NATUnFWP)
z10`CVRN}r=fZ<gTS7g{CM#*RH52lMILhDob9I@ass$SAHayDM38t>EgXP#=*Z@8?C
zs)E$K*4zX2N)+8UQ0~n_sYN<6F;n`iHTS&3qWr<V3_gonEL!EIl@g0?wtxyD|3ZP(
z=G$70T655htz40F(XTa$%?^sGZxV?#eb@kTl~^IvogG)y7@ASNM?_R~`vqCIPA*9P
z%I+1FP`RC>lHS%8P<`nzs3=fWBfa~0)DV#MeLs>m$;%sZ2BpWjs4b_x90f$}#k)A2
zbMS^6I(pPPSYU*TIhhdoK0o^(G+7QbzwP4$SX21V5d;V2z5PFbBve%~BnQHPG(0ef
zU9IH3-q;Mf{}Bf?tLm?3QBg2yFNijc^ga(hf>fQJqWxl^-`wM|9Ek+Ld#nCIL_}o!
zEwtZ~gEk|4Xg8J9`F@*P&CSgrn0MnYLR*0wot%76N=D`}8(ZlUw2Vozwk|usoVMB&
z0lw3bUVN%?{wwtW*h+^MKHEFGUa0S1^rv0m0wZes^|PXKMV3ckNJ3L@4H#Gj&2+h#
z3+AaxT3fSay8phKmzVdeRObw0q2lJg3Fw_TJIin0hhDq22vrG+2;~GuS>ewv#Fi(c
zd@lUUG`-i0QDQb)(R=7EwK=#Z+C;!<xa;c4!!_^w5N99i8W+ZB<qU$azZ~~&g`7hG
zJyx!xU&c{$Ah{3tZg_u!%2tYp6oAv%9dPUXEL5TENfRK0NRy)<Ny00wq~0apc7V@7
zeHb>D2~L?7dx~2G$8`&YHz|z&ztOods=H6~G;K+S)^o<)9XPo*$Q11PxbGzU(ncE{
zR)(g_w!eE+{5N~4WD)-+_N^aeiKNN_FaVU_fFLdyOthT`^fiA0WAV_Uu<J%Em})*e
zo)aZ@#01_-b|uk!J#Ei-SDng=2godS2S4}Ytq=j<O4zU?$2)=V;jL#?ZnU#1nidb*
zxAsU0UXV2f?LCI8DBrjSmkskb`cfHYI;F2Q+K|<Nn?}k3D$l^c>?=%7@>@+w&tG`%
z=r8-krDVrHd7{R1HsjLPBbd@j)yLi0vzxgrvb6CN7qz};lS?t`Rm^ApZn*ZScPt0x
zGuyZoip6~QRkeJqFrR>yS${ST9_Ta1+zT)mjOjXucn=pKhXe(9&6z$pZHO5f@Ny*a
z@bHiW?qpJGp+YbRvz+GE?458F?O?z&^gV6=mMl-cvXwE`&#pP~DQ{*t3<T|#&j_Bs
zu^7@7s?kk72%MTmOQnkGt?{ewxUKFR>gAVM#$$&0;er=(%ti|>y!NCe!H>K1qcl92
z0fDXO!6vr6fN0Wo#}Ps46C#Av$bVfZk|>Yp0SGIPmVgMBnLB0dYVW*w58d?U9Um%o
z=up}%>bi$XAEkcdiNHFpOSE9GJ2AJR_SOBRn_%hSz%p|G2kAm-IkY3Rj@4eM?d==|
ze4;{o?X!spe7zGN%$}nvcY8@7k8)HHf2W0&{UknRhljm5Q5`>yq{a#?S<jWKfQ85-
zsB=NJk9YZ&6(%1LGp)X$CY$9jtPsnN=M!cZW#D;Dz3%zfHhFkH9i>R@(`mU$MFKn4
zcpg23sNQRfz|6V0&KxMowHYIY1bB=MYOS2VB<7A_Yw*AM+~#k(6dR6AeFGQq{N@6t
zwNOxN=#mJhx+x$2I`gi}g<PgChGnLPp<M0KzzZVoAQ1U>r=1UxmZJa@(U6PhGpgJh
z+sCY);OaZnLg13k2`o>Y4pyQS6j`L#k33CF{mpUZ1M6#vF)iYV2=F7V;TLnk@N5yg
z7Ut$^w=IL-6kgfzJM5T?WFpysAiU1e+`s$yv-qoZvUJyKFM+82jj@@%vUn=Q3~5;O
z+SJ<SO@h{7ijs#U$&Y;oq~T)h$jpQv2ML?0tO<o*dptsAg@#=($q3Mhl#Q*Et>(X5
zoDyY&j*y#!<O3;<$ln~pvwpwRT!`>Uv+D$K!OT}W5R~(|1Xr!74t5O`Ydr1p!mK=S
zj(hQVN{|v(S6xYxCuW@I(3JOqk9qDrUpb0zgNV8G67LEjr8-mjg9@gCt+P-4^S(}f
zccy-3r(gKRPYi?kUs!NBL_=lHptflr&`mXXF+C4ZfGdvfY2c}`Vwncc%(hw8KFw8A
zCjP>*7h&~Uxj{qw)Cl}9GmGEPnb}jc_ioXZSJ(^>^VHIWjtW?j)p^N*?_hc>!og+9
zXZ=eV5X(3paQR;laGQVAMxU>Pk_<X_QJ^DJx~9iFkbYz}!=a*4?45v?y#%XA^hq@@
z(e~jsgE6CIso#21q&bxf^x|zT)V~b)T5W0~krTn!2*9=<gF3WkA2cYxniRdB-Kwaw
z#MWTa2M;GE*_qUS8W1!*pMm{xLhl!KoIn7(>xym3`*D(vb%{fIa00=4`+dJAK0~x+
z_jRCIso5wK*e`LUthC^(Op&5?8n2gt%0jb5vusk7D*HKBJfSdnB2sYNM^rSzck9;b
zcUJ^jKC<-!%>7zixQ*&sNsSxs<S4cJZMCp$uwJo>km^*brgQbop+$-67<9%kJGN$Z
zz~*($mt9QEpgoFK%gikQ>({S)7zNIHNAu?&@s@33vN*G0)j3Ozvb+OweIA0~l`iOQ
zEEpPn8d_FBtDX!*xXuVf$+fY-YswL3qLbf7hcTliWK5!TYF@9>Yr^i~tlDOtfFE-o
ziyQz0+x55UI5=Jb&N&R=-1-Q(KR+9jOT%Sk^7BjW^9K%WRpfogDCk90;DLMX&Iokp
zbGOLLFb>1l)qF-_<l23<h<pXL%L+uJJZPG7c+r)8TbgzA7W|+leE|~f@)EjWN<GSZ
zy&WBOv$Bqkl@t%DMLnz6Mk}_u-Vg+D9%QuF97yH3Or$4_<fibl|D>}ymVpZz&yYsO
zu1)=h-o|2h`4f_4HbUuN*m!pfZ(3$s+N$+AnvK_L5(GHHwu=t(%jshz;D^XVd1V4}
zEV~?+(>8H63MJluxI7doeS&ON?KN)@z#8=rf2eM$#2Wffi8(1#j>^KroDMqdZ+@o#
z>f)t<I6C$Ms(?8`KNl=jCvr(9;DxIYv&KxB@QV4tAAm;+aB{+TpG_#r=MpJ@AKGM_
zI!>+fF=^uS_!OVH)~7Oei)KYx?MnboVU!LL%a1#l>bVbA5<&gN1QH4cvL60y_K75}
z^iN8yKk|<q<SCt?{~F}1-^8<HZpD!L?O<bq-byZ^-1*==EPJ-*9!tg~JG*DM?N%~p
zFXf{tT&8{}4NZaGA7zrd%1RlIanl;{BUAK|p|<wi7mhM|=!HJcQ#O=0@WR$4X&5nx
zW{@+xw=j2SEN8peQI<rvmhLGk#iw}KQu@T5Ub+G!*B=$7Yr`g-{_V1@pkbBPN-RGK
zLCe0oR<|`ynfl2&Dpr-(nN3XE*mt6AZgj|~8GOsEN5BAJlB!4U;Kr&D`+%Rq5^$;M
z0QBa%HC+an!-h+>)kM8;L%C66#T^|TyJD_@m+@#ehzuf!CnO>&0nHqqYefal`@>r3
z;~9c2)ap-*vaw|mRJoD@LPI~Q+Uv73W;&GaP(H%WZPy=`ed7?Xfbw~mA;yH&wmvvH
z_H(tbmKV>TzL*e7JUm-cyf#lLT#9RNu^w$5(ICJ7wH&f83;G|M!}ug*-0q3{Hf}cK
zZP#7Ft8!j1L#^$t4(c?zf6nw+y04hbCDC%c6W$dsD1h|%{{E&X9*d&5b0@zqLztDB
zS>9=>=W}4GTEQy~l<m~y&X&XgFd9s?b!&;N3{kb7jk~V<R><EpG#!Ng-4x_3Q(~`<
z8mpYWOQr;NC5m1X79H{TR1h^Bq*9I?=3Hf774mqhL3ej^Xr{bmaq|sOO|91`I)5uj
zNJumQHj+~PtR-W>Qk5#|Rr}O#x)gW|mVkR+^9El5DCyOa7yz_J7NEp5mD~8;{ynEx
z#bY*}fDR8#fLF7{3w*)n<(Zlv6`w@9+9`21#8YvWWo=rkIbZd!xWdT{3`=nPFYE_C
z3k)?TCSsH3eqXMM)F<!<y#uFvqtsyvdG>d}vF()0U6vstqbZFNKm9e%o~j0h)bF3-
zw{%ejifQ@r@#O8J)9&*m>s9h;6&l_3>$Alr<rqL0Tb8{7Xwx<;{Vq1nG%AL;JpOX(
z$M)o>A?j)Q!>C$^{P<L(8B%7B;ij=Ex(l#TW^Khaac$!3RTG^Kn7V09iezaZQ3G1v
zMLKvqRH+~ivv*kGYAFgf6n)oLFuF6HK*;aZ+h(dk1Mrln<TL->VO+At0M?0y)-1Hc
z{Ew04g#{C8ao<VeL<R;1%jrfBO+Ua&bh>kI@Ssn4>op=#4EM{JP>g|GF)mRsoWrF)
zCp|2Lu+s{&QnB)g(3Fq})~faWX_BW8ha#0x@xWMc%8!GXcixP_>1WoCb+Ui9A5IO|
zHcY3Z+bsP)n<v$TS4&B8DL^={pX5WTlPoPD+F9@Ew`Sl<t&&r7MRQ%q1rXLgZz73J
z8`EH;x}lg|4d`0KB2Ly*!oVF?iB;&MYg^kvJ-f1AtnZlP(7@*Us>L3oD;(|XQk#~X
z4TJrCSf$(C-Hq8O?b;(6l~db_x6OJ;s65*qcil!;!;o#<0tvbk3bYARPCbnE-N>$i
z-57jF7VRxj^@FZ9ZHa!yEN={4P2lA?e&+1dt;DkNYM9vH*`TA};he;#*O#bNaut#|
zh_7D#Y`Zm9)qdpNoLvZ_a35Dz%rithFynK?dR<zq2h4O<bk5eHTs7qeT~&-Wy;93q
z)tbCtcOaWnr?oz(x=xgiEfa^&h}xD<HaMyOjVt{5aB8r*Ay?G%4+nL)l36Bnkyad2
zN83m16}l2CaWZzQ<BAfwGrss<6^T<&20nCKN#rA-n*Yv{ss6JWzbU+)u3V+N7kn2?
z4Qp?2*UkF&?HlLc*SD$omp`Ponyaf1(PxzaJ+zFS0hYa3v#i*-J+g=?EId4}g7?cw
zsDi8DxWFiD(QU>^ugwM%v%>FPoD|W+FAJyiL))i>4Gh2Zha=wVi^O%0A`h=fQ;+3G
zQ;Yw?QqU#b(9;R+-EzS`6G=z=88nQ9Vi4CZxbSc*h8C@Q?&8Jw<U&|>Ts95vrqizf
zPI-N||9gWw!$=$N;nxPh)u<ah(B#{`0{F9s8eFW}1+)C_+`CseYT%`4+7&;*+b^P)
z-EYG(Kt}cKC$Ub`(OSt}s*CpZnp@(zO$8g&tV{mybt&U<EAk}cEm8ysoGyy@<TycZ
z`KcS(RoG;Izac`X<>OGLBDMa_mJ_8fx@Pq*ub*kT+xuTeIo=USZ&>;i`9nC|3X)5j
zD&wJz9*7JjHzT7f)9G%0OG`_6;|}~}Z%~O4*9e;LP^!y{EXR<d1~h|z(<@|UWQ4+A
z=*ztb)GrejKubpeVh=-SMhn1Z7*?5cx`j@rU7C=P$+aoF$6u<VLes?2;=5kAs+F4y
z*KGP)6BMX)*67Xy&Z6F1|FU9&7}`Lne$es`e)Ve6Tk4{&;d1Jb5U1t-?xxX%pLGc#
zE_*L4ff3|)=)EfH_Q0=uvWcUP3;g$Ij?7S(KQBwe5iDKnx0L13()!KD)q3@gLZH(s
z*M{Zm1KrwR6w*~G_+<DW!Y|$xKv`QIY))yeHIKy{A;!Lp1Nu*WE+$LNib6b7%z7)6
zcO3KSHg-Jdf2z@2W_-J*N^yW5_DoCa1D{bbx#m~ff&#hQNAm5pJZdzL*`7To)6@Mn
zkon2E0++>-JQ@QIlxZAb7(n}3UTf>p98(AGu51VgA?^``F<@*>1;kX4Dt;)eZrAun
z#^%>23E)8g1Ukwx!{G?ARNu2X4A`i2&<bbPfOv9bStf!~AD66L?Nhbn@A4x>MTAW*
zV?8NBR##jS-aF1rt)o}$6bAv_Ove2DA-f!MBSZt!YCK<U0lDAzDLTo-30)1%!`~kP
z#ogZZCIPz#P8Y#04=&5_^6>Oo%y{qij@LUCfOb*KnhNx$5bLjJE^F!<rLR?b(*(3a
zNU2NPBkpnkuFMn`6x2pdxu)&w2~64t0j^y8FJ&k|y0iA{bFPaQAe;6(Y`C8_P-8XP
zO?f-4xwHE~$kxqDRpO&WFlq|@yp(3Saq1I_+@z)G66{!haYQvLDg&#AMqWiJFy9q>
zM^tWnIxY6=bAGO<>7fBuux}jfvK2%uZ*O>Sd~UC{9A+sI1thLMXD0`m4)p7tCnx(@
z)J!ojx<ZZ%?_I>z?oX>12n5G+6zFKQ_@0zz6o9UaK|r`kPDSNC(4Jf+OR_sD=vD(Y
zULFC$EDCDsGNAqzy<RdM)lv)QCV0K_P@+8fgT-Xdq+=OQAO~pMo1{S@!@$1wpdz}t
zL80ptFX5~~Q<|14P;=|9Ix_jwDeVqKV59cNe~=&s17O2+rP$hVNrCWYo#YArKnn>^
z=)0QPmnk~I;!S?{E`m^z^FVp{VA@Lwum!tOiFtv~$vW^|Y8=@3W>L{{>RG}x2-xn+
z7!*@qe;Egc6u5}(@Lj;KnMXlI$YBBy>;0Pj?z@8&6yaVtld_aq5TGkp|Cj>#QPXp4
zEn{fuBp)-BfFJA0cAoP*>n2S~|25LRQAuj6)zFF&9Vc#^MKRHzAM=abr2ZaHLWfKe
zFhH-6xB|$|h88;G%ACZqym#bJfGrr|AJsF)UcnBRB;_W@j4@k^5eF8DWw8rC_Y~_F
z!*2*`pkKm9FG(vJ4PTP#<xsoL<#V)JP`0Zaa7|vZ|ECsf#_}M};^z8ToT;loS*E@1
z0CG3I<r?ho?Ok+bH>>KTm_@fW+OAVp)tO?oc-QcK@H*&FP@z3;R76K+X~^X7;U?KV
z*Kzr500Y7Fvfwk7rV35FeZra&ba6a>0E6i+d-P?A8@f%oBxxY0^BU7CQuYo4-(JWx
zOIk*X0eydz)J}SzN2)uC6U8!+1}l+2VPpzZIP}<60S2emmWb%@dMyKms29eSBl;Br
zYrlUjnsVO-0P9w-OPAnH&Cy)~4!9Kk+y`dBVsU95Up(I5-mjr@`m>*UaoqFo^?#2^
z11V7SCtv8e&SAcE?+8SwbcMMUi;n=|I)o&PLHtIO1rL<H9`}>%=jVRqP?3ao!uz_v
zDYY~j&PAGx%*CbWH^}(x1wcG327)DYYN@WM>ZDQbO;@Y=uwrcnj6uT7)w25ZbN3Gn
zs&L|2-B~If04n**xcm`l&?y8==t7=*h0{I<`ZcywIsicr`<>wpwa7?1l7OSZ=eK)P
z7F|(rS05f0_q5Nkmbu{)?9iBl1wwr$8O#}pPZU?I?xKPwF8#$@NJZ-B&Xfxmk`TSB
zdJKuUpAjFUnz;o)znW`DpxbR9#2$;(i&V!eO~X%jv(D<A%%7Jl8rB=GE<NOxrw9uv
zR#aTBuc5IxamM$eZ)(0Mo&pJg3$QJX{Bmdfvrh32+bmIzh;?>)Dz}3U?{P(~c&#Z%
zoFMK;niHzdMFjlj_Dfrm4`u)%B?D?h+4cFq4%2e2UddIKjGS)3;k2Z&!m9r<FLBHp
z5ZIt2d{+meO0y@$HE|6-v({O^I21QHk!Je;1$H0e@vAYfYN)Y-4@j-B&1$8Wz~Ulw
zT&c;)g;#GgtN<QmO+au}mH`2s8rKi!=m(IvPVw_S9M#+uL}F!cQ(+ByMMWY`e`#9G
zs3Ow%JYh`tB97#!vm9#=PB|1?w7NQs-c98>om4jDyycd~M+k0E5`x!Ne_`?Wlnd|>
z27Y}u<~ROvy<`WydX0oc1DGOy``PC%s~G8k01oOq(RON%8+V$DJ()E)C^pBc>LI^j
zj5Tj30#ZdxI^&`o8RK+iRK_TQp6DgbM4^`1&6vX{;^N|><3+XaB6VzQ{HDFtSzWW#
zcUkBsMft!tx?f3>dI(zk-w;YF5_+m7Oka}h4Ic)i_PW8zp8IRaw{7WKdjxj&Pw5q_
zMyTwo@zoy^+C#-3mr<3y)%8m>gf}`{&)1`+Peeqpw6Mm|!wk>e2db047I-Dsncr@p
zz(%zMJtZoXHT3b-ef}cyvSBYQ-;uzw^}sJQ@J~O1EzDjEP*KzN1<ZBhfT@n+IzLd4
z2trAs>-VzZ31HcKb?@y)Y1Ci98(f50o+#^6#vh~~!WHA2&qA6c`RFvhETj9s)Zh-?
zBtDkY(!$6!2qb`Oj_G)S{O0$|XGZ)HMO4Dt<jUs2A(hjk)6ac1F73-WZk}r>>cLp*
zb{Erq)lC{ou#d2#`?*TuC)J=^-1*i1A;2u_S!c(L5-RRZ%-siqwlm{-fnNhJE^tc>
zd~Pbu$YEgel(1ri8+(l(5W&dPf4)^c>r_=IL}#QtQlw_V8g{awB_>k2Ej4QLa!-!Z
z*(0yvz^`oE1XJF_j#gwr;1oO4VhD`<JCF_0OjaVQ>xs<$qtmedU+z>vFcH@Gsj##g
zXU~*R?}^!2)hA%Vn+x2fEn3N$pLN+5oCo$^ZMuS&v0FOO*GIgs;FkF_$EJNshync0
z-{(d{c>`&0;isp;M|}R>iu!Yt>^cS3@sw?M4nAl+bNV}ZL81P$WxCHDW>~gS0{X?8
zu*^=sP(9Om7%$#EHpTVx$go0@q9O=qtUIN*i$H#++s)6Hc9_^jB@N4*FUxqL-q*P1
zy8owP%#kVPC$@AtMiEZ{BP@}TEn1)G!+q|><O%0ho0yHay$n9GF2SW&77qb%(Tcix
zk8o#Yw5;9vZ}rK$r$1+urqVR`(gi1Ln6jd}P1i(W54TcD<HyBg=G`_cFg-2u8?T*<
zmNejNspp~JXIA83m1SrZ^PQch$cfQW))Lj2N141K%zw&#s9+D>ghZJ68>Yq#gymDu
z49)r@&@!XgsKIoS5N!zE(8?H*cLdG<=}bir95NIub-(UUZJCuD6(fa33omsf=*}b*
z*E-?Y-8FQ$Q|~)}{E?7T7M?2T7GY*$KLR3m{uPh8h!?(qaAiWOZA$=)E}InAN>FV_
z<i+sQLvOu_K$@$t+5QVb$Yx_C#wEjNM&z+gTDM-k#pp`DBx3J`HYC{(+J-dP2EAI-
zQxH?{H~UO{eftyb$9FzGwRw%AKg8uMpB8?SxdiKAX49eMk`C(`uSrhfP^4j_)@c{1
zmpdVDb5{H27>NVgkSXIl)FjsVEl0?ISqIJeN|#i)|M$jJPOJ$0tAoY()RMmIG|i~9
zKe=}PCmBN6-zxAjfxIgJx0}A~;FDK((vuMWp{}{sr6J%mR<6;kOt5tloYdck7jmC-
zEKahI7hB3}gm-#Mu3vq%5#PMRhSiTnwQE?gx_BU=1?!@T74xQZpR|-Fy+x49&Ew_d
z3sQLR7V1BR1K)ktyyavN1X2-P2jH{C-nBACUjuajsrBRaX?bqf$XFVx{g8VejH`d2
zA`IhBRja<ZrXC+ApDsz}1sKXpeB^k*0(%%To`Fm=aH=Icd!$J71X;kN$g%y?rDh?k
z#>#p5^Cd;ywn%-jy5a4WO#;}o5$-5RC@$S>D)I{HPeqdMZaV8jl~kVBaMAUR_3ikf
zQwQ_~$M%A}1mpNhm*!*DTjb<7ZSLyuAi`qB$Y7hJj>*oJsOl9Pbdzy2pVfcP6JEG2
z2l7-(B;9b6MQO86eZOVP?x3cNosNn`rmOEW@XN#`0V)sgGH_PS@ZHycprtJJp6Ga`
z^d7y>ZlQkNw{5cchGyfe`>DN`#3#hd2lqo>_k!%70LdMgy~L;}YsNThS(X_}D=Go5
z9#ifSD9>s_W~ilLSTS8u{oy56IHeG%p`x>dgcLVObiU9#%-+ILiI>c{QXQn{D5Rud
z8t)>t$%KP)zQnjbiULH0Fn_o0gQNx@CXME<F@dudOls&RRf1BX9?Nn1yu)-FN~6<4
z+fNs~Yvl#-mN?$55hDhW;0uRJ9joz6Z0yph4q4T+8VExZ!PUMkFe0(uP7mhaZQSS8
z?9-@ToL{xIPK2ax;i?MW_!3z|o}M7)_mD&Wc9PK9CXk(Mb2=_!Jt<ER{w;^XzZM|;
zyD7BWtIk3*qpQRFWlXD~+<8>5$eZrq!&R8F{Z|F}#eDdjc6+8t9z1R{I?~!C@tR88
z3fI(hR|?6_>9GwQZVJWC{W%|kg}(z`S2{%}19Dvr0wpV%heAHjDLrzl=Mf0Qgr}IF
zW2)6@YIvZI3QYKm&Ym!H_1H4D%g=i%AV|5pgI5Ab`6+Ihx3GyhGH4t7&GdRh(hj?j
z+baFiVDn|cx^lsXE~(%K-{ziIANz&mL(c4R{40;9xb=xy=Z^k>%hs~KR<w+Wt>hv9
zje`Su@BGu_{fJqYP5q*-mP57pu?HITvn1O=!PLlBCVK+L+p2r>N8ch{v#8qc>zOTA
zV3q~s3NluY8;%|oEibDYy<cy?2(ypyM9JwJIM$Mt$K+2lBX5_ovVE&4`uHguwvPMr
zA9=*7jn+reyFda&E(WN~UT8LGGGt!8KY~r}xZzT$`=iFG#<rNRHY7vF;!m9Ian{fw
zAv%y7+=Z1-*3gkJ!fQPWbKsZ6!#gEd{J6wf{rzQq>?HqDXCSpuT>RPyHxPzw`<wa%
z97a2i%N)I+MTLc_<gLv|UOV@@P3%7WFX2j`@fReK&4zHT>Gf1@un)=QyT}IAvx)AO
zPiHdO%99h#?;ZzY^>YjQ@+}u0yFz&_a#Iik-~DUsm;RJW1Z#faszK=^)3A4P8<T$a
z4F44l4?@WAH#C@C2XU}D+K2mp)r)_99TPaXzZz9B32hX_7~j>FEt&frt&_H8oJ+xT
z6`(zzMKKG4is%xmvQ*O?V!uq)K6o6Fyn?s`PFgGGU2hCa&D#tRk|PXJIAMU(7YpI@
z$&y?-U6%{PO3~w*TI%N6F8G(Ksbacy-=-wNMxQ@=#6^58uWH#~Rw_1Y4rI1ydzopj
zj&DiRVo;#3nOG5tUV?M;YtzBDU1E?(0z>&X^c%H;mZmSnSAS``MU{3i)6nFhCp6ru
zTVB_xG2W_-tOaNKJm!TF`QJDIFIhPTUZwF4TiDsEH`_0-d?#JqeT8W@?Q7N%kOK+A
z$NGBPz;@L41XoTl$`L$r75<;AJ~Tzg>ImYj8Uu3@BUr%M=hJ9}Muz~P>i^<7w05T;
zW<^n%k7dZ$Se*%15iPd<B%|ZcyOP5jtGGX^_Lr<Kf-prwN!}){&_sc&!tJB+_Rra^
z$t@=b)oz=V)K%`N$V_>&cVM$&_khwT#lOlN{%X^%7bnx=QOmb>XSH<qaOjW4Y9cBR
zhPUR0!A^gNWvUh|_cwJs#oD6%X^DG45WQGk>XVBwH@`mZX%7@Y_s@Zp{WmZyot1a6
zS-(cTPDis>sJkqi{p>~RFC`G6n470%ayff#c~-Zu+@1=9acr)I<lXs}ZsR1gPj+TD
zLaZz$m%WLueU~fh+G$HImhqhmJXP{XK%&_0-%m-c{0dUgXleRG3g>8yl)j&*!O_x9
zX5Md`*CJytzf7Q<>C=J19NUk58vgj<QijG7y_rrj>3V6BY>d`fSZ<qUt)|8%emq#V
zGuDK@{Ra5<#2GiL(dM{N9ND|9p(<_bFMWzSVSFbBtD~bCJ}QgIk24DVLZ3)s{*B!2
z<$FgjSZ02W3E&MeKeT&H2(FS4|GY?TDKvgNX><5g4QB;FKFnPlXcmt!4t+Irbr%I0
zdtJSJSlo~O*pXL`xP)@XDSj=M(P(~<ZcviT8}h4E7s0>Wc)41F&THyU9=PD>RRS-L
z-cNl<FDkj!JJB@>J*k_QWC-LPLW_=0qa=gXK*qEM%4YW&ru%42$V(y=+OD~4vA|jn
zq!QvTzl?biHi4~v0&;qx)SEQgF*k1A%O(;YajY(2n<)@&uj;!3q7?pGKw-<J)-Qpa
z(gv@%g3P7$22ay#W(K5o(PCRqsI|8?&^bwb+pNrNsr3N!e&E^9n`nohO1R=T94xFk
zS2wPj)xq{`Z<fI6zm<Y=uoO=`<G=S$2sUeV5W*YL>@^rhOv>g@8<BA>kF!Cp;6NBZ
z{vq1an}u*Zm<mM4xQ53SP)%Fs?%4_>QdR!Mk&y83x}BhF#4E!ZrHQB?hPVT8r2bwv
z?*;cyxNldFY=*P`;ybEQ%j5Kt>(rhZ?Kf;#<u4j^iWL`k1+N2BS1~lljPTmp!hD!h
zeV0KIaJ)WHode<<uTi`_NVoHx^z8oopRLO&RbMOlBiYM^7ISvQ8G%XtDuA?blfPf&
zYG{-^<W@SgW}B5|1@pgF?Wbqy8B*2c+psrS_433NK(|ql9Ti%>m&qQ|&s71g+~5NU
z80r8{tpw7fvV+BqJH2vA&0cz`Y4g1ZcV>%iwxZ46Btcamo1Ohi4U39JGO~!792C+t
zi#s@}$ZDRrSc3uMz`j>jubZp}*5d@2RSa7Y5#q8_+Em5+<mZg%w>VB_1XA8D9iLw%
z#c%P8sz|l_0wp^PR!@H8$vzExLetl=gQ*#0Z&k|I?i;gP1vf`WU0<y>Nb2~tdQg#p
zMH_+h^|x9c=+LR5PmN(ArW(7w;r|(9R?0C;b{RetX%iq_#7}IV2SiiFoV)1EgqdYM
z$I$E@-~OxBR+ju7o=JCU!QozqjlMLeLS?YzY}u6$UlG(F6ovxXWvQ{#>~D8Z6(jAE
zfB<0)H#bUrax=tewHy3ph+)sgC@PqsbS#2!N3|c=P<R233wgM(wN)T148V5Zl>2Kd
zT;^Lb@Gcu~fQ^<~upa1Ym_`8c8fwrfYV-;6>BeTSgi`l4-;u<=Q263H4Bq-=xt?TE
zzj-HTt8F`N;*b5rTUVDBwF-_*hd;e_fc)<B2+3>&*e9c@nVF?yB;V0=FRQljb4Qy&
zH%y^!UR8UB4@hZF9ls;L@wzpa5H`y*-1utksJ6<-IgZaFJ3g^zXelUbrXDThH|7X=
z)J7c89<PHv<{^cZK$5pA@^_PH+VZ1_Y4X>pe9z$u)f1-@ss~DWu2JJNz|1KPZIBk7
z%w%BoTj0EBW=UGInfkf~)v211uGQxW{8=Ape~Jdp{SIiG-g_D!NYQ&iJUn^z{qPwv
zv%8<TUWCbCEPzMg@BB6=fH6I!K4s_c`XgY4ePVIymon|WN$FFnMlI_#P&<F*BOCeh
z7NmtlF63?tB4Sndry4*IJL^sY$4PcIxy4Zv5cCY6{H`s4n)a=(S%B*%=ZYJ%U-wcS
zcI|5>tbnt&m=y1RRP0rSss(aSenjb(&U=C-XQ{z9m%XcS*|*dN%O-$vTAR$?Xrna>
zQ~Q8@RF<}}!K!B1U{$VOEAc4m4k-P&bB}HRM3qH<bWC9Vjm3o0OP6NX2%&yTec<=r
zu@(Ly0(6`ERcN13e$7f%<xzmPhG##cZ5H2-44$gi+AJwzj9I7g?V~7i@VIYjzBu=d
z8lL^1Zxp{gkT9&E-M(Yu_0KIb2m&v$YvdcE+OnTn7VQ=uPOdMs7qX|#xY}_UVfal9
z(`un={^tb^Gbl@9Yp5LZizO$wMXB}4%^%4*;8Tu7JfF0e4-9)LS)4A>^*jQ~=Pp2?
zSv;mtT}%*h+fepb!VBrbzO`;)nS!$$R`|l9`P;&TH-YubexX)0D%Z)mPXF-`Ezlel
z?>s(5x69I7691`qXt`9mUpp6^VrCTBp^T;HyZo|Ax78d4D+YOEFZoVwJL2B7wlu?}
za=#xOIs~xiDyjwH&Vwa=xH<8>&Y-+Kb+^c_b&*u#(G^;}(t5~#$dnKbSWb@;2;zss
zw8)j$-eE4n&p`f^zsP=*`X$Afp<z<~44tV-)BWq$<BlTZbfy>I-Mk2!eY~_a37Cv0
zgqIX%K72ZR`dEvyO{PT62O-gpTC!D<xx5Pu#B3)dli?gtDNoKfr@Ze41@bduEGK)7
zRh%L+lsggX2Ml+?wZH`GP6dl3+z?*FuPwe<u}O=$Mc4{C%gmfOL>~g<y=`<!X6|-m
z`YX(FFVGQU;HHsJ<l-*FyIbsW38fq)c$F}lx!*AtV6zOTr>dx^Ja}1#&#qy0RI)_*
z5Ub%!0Rgrx^A>)$63oB1@)_FKOWm58KR@!`IwzNx-!%4nbXv&QP*T0<wVc6P8x61^
zeAs>vJQe%6Y~`YvOGWC6h?!9`P>1p9Nj=~1Bb`XPP84<MXb(R=MHrkR89<lPnMK5D
zz-A$KUlabt%eSKxvJ5$~hI5Th8EMEbReA4ATY<<lGc@Lb0v4aV4{!RWGM_06RStkF
zCa&p{S*`ui=hQQkiPo@Ky>Cl>8!X!gZaS<H<Pt2~2QC3w+<k4a#j{$qj*LV1v5O2G
zC@?>p6un3YYgJ38Gd)s_zaWWqbxa3^RnAM%XxSwSn&#$OpPQPP@_7Wm4Lw>0s2!1;
z0V?DkaY<OG$>s(bW(^@8LrS0Uc=z9vfwu*k7!HZ*5YgaGrNTiqSeATO*R`k#)`%@S
z`gXLJ2~CC0%l{e#%2xh4=y{*dBP)Y9?n%caMyKc7jnLRvpQ-F<p?|9C#7@o8KH2~K
z(o*<E<i#)G5tJEdt-d>R>ihA9A2ak(b&|m1O9=~Z--sd$qd+;>TW&<__g_l)&bCVp
zc{1?P&x*b~Mec(Q`y;M6AHe*-?qM5(K+jrI7SEpZiV44gz~Et9^luE-7-@;s2EdkM
zp%{-;^U9;A9S3<~IXnJn9$xbFU0)!h;w^0a)DK-e+Bg;#zOf`+*V?+1!1rdArsM>;
ziEG0mnja-h3czu@6T5!MkxQ%et_VyhMg@xfR9?IicBh1iBtuadsE^6IxfWIIgA8oX
zwY=c87mBPh;N8KCLdC>Ue(SH*z7XKLu|W><smT;iAjpAu$QAb3s(rxSX1YcxH^^YX
zh9Eq{kjX0;a$~K1+(?1_+j`SC`*e8C$?D*R1x|c%okc37$gl(+iNlNAX}yIv=(d9|
zgE4~A!AdhugL39C{j0_PBz=9BqjGM(j1(oaeIE&6v-*8hi6gK2CX6*B=6h7+$(##|
zqMzgG4+eNUDe?Ht7ut`(A`8^u;^i&yqlKfz!W!)}+A#(Zwn+f<z6eJ<nS+nd(lFlO
zJ8a}SFcg$&E`Rx1d1{~`EcaxNbE51w5DAz)K&4Ecwf#vl(}g@jb1QJ`llMa>bj;i7
zJU3ymhXStbT{9wBosMHTrLPT1uqlPUP)u}=O1K+0C-`p~e;~?<{I`(~P2|amM*M@k
zCw%2Sxy0)`r3=f;n*-o8GE{%-<Le$XFz`qPRg|xp`&Al+ykcB*AmRZ3PfP{2PXa(z
zpcZoV0Dj-qb9}7l##F{pGK-#D7Fw1F#4oNzI%DU<vb`p>v`pl(U4%KfLE%f~xsXnQ
zH;+dG1@s|$scB_JC{g<*sz3xu5~Ee(Q--mn28z(2!ZOWUtlUN->bq6K`zs?qpZ4kJ
zX0cCxtgAYYz1xFp*tTW9iurzu2~&wI_c^5)qFWR!>n;75*~`k(nneyw9EZZ7M693k
zG>!4*jP;G%S>Han4r{OtP4jy)Fe_%AHUu34k+!D;D;fNe%~KIj(Dk!-rjNJCFGrl^
zil&&Bxo#~bOg?)Ke2e#mm8x;49$qiquQET&`6RQD0E$OeH(iIRu`%JUI&I0|RAy;_
zZp?_ZiG$MKpSr-%raMilIE@T-?vk-$9eIt2ITBC{M)>=ORvwGZt}B7l3vp)tP{NM6
zzS?2+$CJ}OY0<IeQGR26$6&F#s{tzRS)vMg{lfAEuEKbosod|jbo@S82U)GGI~#Wh
zVcD&hf*~By8>08DY<e%Lc+q<6SUOci4sNVv@>I=#b=u1E*?6ws1d<MMg$C&EIuLen
zPl~9@<3_<l8Pk0-45C4pp?St$3K2U<WhZ27`MS?%{t_&^@UkqrnO(F&V(o9WDoc%q
z<ygMzKB?x!nx9eV&?nR`_fkh%#k;Y#TW{_=Yf!XFUDid#sq*g4_5ZsXB5<HI3Sx;2
zQ;(3Q*y1Z!5<Pu6YCPn2b_W+0y{O%=<8_Uox9#_35U}u<PK+4`AvIKlrruT&Ci_14
zl>@Tq2A?Ox>uZf?KT<Fs@OdAc6TecmP*N4n0aqeYw^Ej9{#MEZa7cH7*VCUA^XTMn
zJcvld@?e{P{>D%bBHuNYE^W?VJ@N^0x@%#FSplXa%l~=N@?F)kzP@Hq)@dgrm!j?0
z?K27L#nfwGzjqO)XP2byL7c~^N`QNUP*A8H+`7}UzQKBjmE=UCc#RFl?b0UJj!iXv
zJY20>T_OvL?Hq}(Cmwx>DF!8-WmI&%r;J}zoFW96o`Xlfnw%QijWeI=tU4A4YGd{V
zkd69VN^nEhq!A@2T!IY~<T<MK4<uy9c)T*IRtkT8cz9UvSq=Wy8xcD#CQ&>zK89ML
zv)HV<Bul?<qYdTVbOvKnGm8$EZ064%LEjHz+5OIzQG16Zm`&+EF|}WFeOq~N7yIki
zf&cH!)hFi0cOIhu(Qv--ix-cP1aU}W#SEYD>DW7sYr9UMFE6`AU#pv&Oigp6Dv}6b
zIDe}f_kx!N>oku_<D9Llswy1(pwvb6FT>4DfSTGHOx1<D#413sk^2>=r+)zg8)HrP
z**#-r_mpie*V=up!E%48BhUk1P_{_}z^i{hfL#5RSVoJ52-V|92tzz$o-M5$frMW@
zzVkowUTwc$1Dled76T@t<}SY)d0+LV4Pqv}0Ex`%N`gGdkCEW<^J-#8Yw7-++hYF;
zXho0$;RCQNcHgX(^ZD9Q<j|iP3}N5(jL)7esu<qV3A2Kg8W%X)@jFn6oR1Y0f|?WI
z>Ml5+gSu+VQl)<5gM11NQHHM#88OV~u5R6x0F^pJv;4j8v%HF}Bp%F0bGCiaj8xI#
zY`6%U8YmkZT=C*7DQtzECS8WL=0erlsmv7J4h(-s$>8hxU0NxloMeVzVE$3>_{DMW
zl@I3@WA@tn$6uN-gL&FyW6K{*!<pDg4mFFX4s*!#{bsA5F1io?M0+5=QUN@|#6({#
z7leSvm{tk#AT18$9v}`ksAe#QftCrO&U(C{ruhz32L#LR0Fr+oADP5}i_?sBz$FyZ
z192+;wGm6!ukBpqk#MUxW#0_K;{mGt8yUHC$PHJs2EN5t7VCP4IWRwQQB0@D>DqxG
z73S!o!}*y$SCKU$-*i~|#J6T<u^!de4A+8x^A$Om{Co{`wxhyso2(B$mW4p-HmT_v
z-0dZ*WaPp9B1|3urjKw(8YK7Bns(Z#uma1UASIv81zyoQ^#qHLZ<DiqO;yEonJf2Y
zwa-uQ`o8v)D~Q|JmHQTS(b*}NIG7)Je#*&R0*RMj#RXRJh+|^&{-6}R68}y%;z4$I
zfC??MY%7ujKz#jqDY5i@a8DzdGe}4^;-2Bl8<o~X;l#w<`>2#k@2q)TFG)8m&y!Et
z&=b|8uMGxa8S><PornAql%onjGcS+Kf)f5Arl(d!WqAVUK?G%UV3S;)db39~YrsWT
zH_&ruc@GQ|k1sl&*x)jsl}JxSfs$?=RcCPc6<ReBLw1eiH>^={N($gXlU5{g{@E2i
zC><cwjkG*0zx}@h1vr$D?({u~!&BfrKZPl+(nqW^u)Fte3izHWr;5CWE7eXcDJoUO
zU^K`U4vV17MDd8FdU&XEI1Bx2X<&8&DXEcS#!t>lU*2%ycImOfaf^s8jE^ISL6{$;
zCZo>%VdZ-r;y)JU&-1F)o{bt@kF26XY}&n7my?jm<CqvKwCKx#;0eZG!jd~obacDv
zz-eZGTb4lqZs~oYQ|{0%uf>`&Gp{84nI$59@-RcaGSxf4!)EvOvJmBVicjB~op7Yp
zADnSRgUknX2vFO~d7q5QlkSpJPblaJj+a0763Z7yC|A3iTKr1)CX}w4xwj#nU_OOA
zi1U1!O9_fNrC$YYs-nmg-~Y7D5_}j@uMy^CK*hdRUakVy(q#2`6@1jQ5f2qglV7=z
z+aX@1=6vvVaz?x~&v}%p$T`DXd=au7DB&UI+{(5WyC+RRs}Navqn*3c`f8ac&0Qli
z1=$S8`BQDi%Hxh)N_IcEfW`F0z+$w!`QP*Um!)^^cXFPcb+=_G4g;}=+E%hxfO3-7
z2^U5_08x7-Yg9j#;xi7zpTJhvlq|l?^84q55{9)h?I4DeuNCwgzOO&);y%p$lVXKq
zrDy-vpwIFc^r$3u9vpzTX7C$;-u2UYYuYI$pD{(a2)*I9c_i^Z2!vo76}5xeA+#}e
z<-=n?fX<fZccMMd7~`DC_1C7Wa{@0O&VbZF*3V7u^Vou<6~Ja2*71+aEf#Mr>s|K^
zI!_Z4zU#QP!$?1kjGC~YtscQfIaPx~bXY4$$D*8vgZgmIrkKAI$oMLjHJbYAdeHL~
zFnIK)Y1bUG77MfiDho>Xc?z@w=kD)3e4tp3gT=2OVBf~LERb-JE^1RoWHDb5wD6Bl
zEX^r>W9{HlZa6Xknm{y7O_V=^$3N?M^Pcpnx=mbvdrj}IB;XI_Hy-wtMJt8>Iu;cG
z%Hec&MX^F50xyiO?T^d99)sC+$JHl!JZaa?O(V-1K&_KDoELyd6F|E;2WT{BcGqH4
zNxF8`dZ+BA82iWVTweqo57#&Zi}-=PDNFqY<=;(={3~-C6UP~RSX*W~eQ6D#ZGigN
ziNxvtUluhf7+e)&ap};LcH4+abD`&9Jzn&Oo!uE0djk3@20(J|MFVd@I^546xcNnW
zy?xF5gUAZncpe^gbx}tj_Cx#_3Pr2<bF?JmK8WeUI)s4)wLCD4DPG{=pPsDfX7%t5
zyI63m#%Ntd7U~s(wcdi_b<D#nE9uev^T;ilIG*sO!!-VGsZ~&YM2$uHjTaB?<vh3o
zo(+@rC7BpMi8q+mBGuhTcVCqVoGh(hY>5qgv3pEDsJZFXh$_<K(E~4{GYrUzuF?A;
zx5@gumPvk(PPVrmKcMniY0x3=7=PM;|Es-T1I2}QLRy(P#Gj4t+pG?dsJ0g*s1}u}
zc0WxhcKbB0*>dP97MPPizP7N~cNgE3*4`y9><1!Ptyf5sj+Elx>IyB-9~>YL&)8#k
z)z}$ch^7j;MKtdYK1KfXCLfAl*xhHE?e7`;2*wbs9!Zv(y?ohY+CPBNXRKcSt}T0W
zJhQh*23%1e-4i$^mj>mOh7btq>TVbN5TK@vr5#6CphSCOOwmcfEq;qb1IUX(hkz@X
zb@|0j9F+jz1YQTJ@kpqrY#w|u4I7(IgYi4{hRmw1f@S24xVnm3kxAWAb?Jh6i@04H
zm~i;7M#4_Yh@58CS+%%X*X`%P=HS=E-?U)S#>a4Z$jXn{<9bgEs=ZBO(moLh52@Sx
zpQxVxTz#VWx}p6%S+p$#;8;wvwv)1a5za#!#J(Dueea)}R`;O7O3ZAEs<SBq>Y%Y=
zC}!eL;XA2tK7BBg)uJEDd=7Fut^ttym+#0{k%i?6SL^xi4f5Pe`ONdlH6B3~ULgPK
z+YlCuuPFNn{J+KH&wovP4)Gl4ztLJkKGwPdrYY}%2ILaiD4MW{h=i=HtbGUOT$u<}
z&`U&q|9(*{y~0|4nl0vcTev=t*{@nEv0PvS1@nVIff6hlL0>W^EK3KU!1i2+(ha>;
z;XNja%y)_<v_MeCXRn*Ijj`aL!JN+P&_w#p1>fD<A2nQF<))MQ@Dr*;{Pc;-Wph$n
zUS2+x7ZC~7VJU*a+<;hwwffIj3wY#Ij+Q!G{t-nOH&EdZx87QgAtECiwBaJmrl9_9
zEBZ(&*3y~n7O&88DkUY#B&shzZ(Zs|*gL=a7ez(PLTRxdS2~oTn(>AXJt3CwQ<C7~
zx1UM7wy$Vt=_5g1tPU@tZ|F-95ydUXKX-$imiuY~b3j=o22|DXfpV(eOi|ryci5Dl
zKlk5k+yxXSi<52dzs96yegx5E;c>_bf+ZoXFRn(es>+Q7kL;0KyzsLa&3VlI8TnX}
z?;%h*=e0sp1vQ&SjlNT!FDp(zX=}9{$DQ)qP$#SdiSwrCI*Rf;mIQ5xjnDvf$HgxF
zol~f?XaBIMAXBwWr>5`fCsJCmN#Zcy)5GOpAv3w%r_=)=pKHYuc=5zVcRuVTK*Dt*
z6sb@ST;isyFuMxnjO;jSavkxMnO~pvK=1gskELh6Mvd?GU4^TWz*78uVZ_II>-KGa
zyJ?Yi*Yh@o{f%bO3tsPS-E6kQ1ByzLE-wQ1myUD6l9pOzMV{V9wko4DZgECnA5rVE
z+TkWk_jNwwP0BaXCd*ev1*{}LMgefrs(a&JLbb=P89gIo3FtS_{FpCpHBy?g?}63X
z@}1jQCCxgI-BH;<Zqf6A;t_*2;a5BT4cn>YjKFFMRd%v69(ANVQPls;sT7sc@U{XZ
z7dfh-^s@Wy3%RkljWJ`zABTZCfYIx}oZMWOodx*}L8l)ztP7GoV>$OzaM-YcHvlRy
zpNl#<e@%IkXH@L*g$>-;JSJHeIX|%&k@A#5QH-<agmIY(LR7QeVb&T)jqjtPP+}n=
zA%@#x49_h4?(+u>6c!dL`1W5Wp-e~l0WO|motolEYT^7GCJqh`!>I0_o}vHf(Nx&9
zwS=M2+wIrvO`6$T)&sw`{j10ab>y8^qey2fLN`x+6>+i0;->IFAqiqTW^Mb)c^}?R
zJ2f9xq>(MIJ6wB8tv>T^fKZI)|IzlAVNtbjzc8p6a03R2K`1B^0xBgSpmL)$(vqW~
zbcmG1P>KN((me<a-5pXQA`$~bNh3%O11Lic471Ns|IhR6<Jj+qcOS>*%RRTsT5Hz2
zu5+F73#J}a3}?t6^f`qdAe5)<;ZdV=s_qKpJnRoU{hr|^;(l1V)uomh!qlHCup)BU
zn0eyo<GWJl_EG{dr+CO)yEJFVzS}CjROW!z>%G1rGi}XBkJ3d?gQG*;<i8g$T)2;N
zDmCo84`60_xA4!OK4tN=;~G|4QJYfsmD&1A!Pd_(_Vf;#edLBUT|mLZb({dI!3S64
zVaAx-`_ot0E90p%H?w|-y8$&df>WBzY3H2Idx05M*y@gtXQu9``_JzHJwZEi@M21s
zYtWgcQ=;-p{CXAKW<Z%>`6n=5gn0a-(htcifulj{YP~?llpJO<hV?1fyJ(-i76dpj
z0oPj@rI&7aA1lbyy@m+2F-~$Cg_ZCREChhMr-g+b1tOpJ&Zd-`pt)i7Q}lW@2r29$
zv<}xBdfv0p!sd^(+}`gZ_xx!GjGdn(<&wEwwkk`JTZ~q=jJ4Kvhj6_m;r{z}e-TbO
z`3T;I+xhMATP0dLI<3|aw)`V;*B%G%*}{ni<_e5!_hxLWyd?P3#s|_<Z$GDX2oizi
z?p{u=?b|qJvD3(BWyHbTBBR!J0$5=>g|o%(9x9<3#e8hcnwDnprB=BQ+$p_5oKG8=
z11}d1!%BM>m2QUyQU(y6?t^H;88O>fPu=XpBi<q=?QSUNvY{q;!H#}}5#RFZg|FYc
z>gyVmPuRz3o{)CcNM0B|r_Q_HW_9{&N5|#9-@79SSf(U^p!ZXFA9t0M0{c;=n9)lk
z5OfQHUU8p7<phs_zI;RRG3Q=Y>xue0Af$>s{h`2rJ<wnDarK(fV9iXbvwVxG3ZOHd
zAf6Cj#-y7+Pee+wC;&FXYQsiR-Rzp(9Y#B}cRnBDO8)q6X-Vh(It0L~$6WS9n<3!;
zSZ>@cU>?dL%zo$wEch;3)&f<nuI5m;9?i^zT&dd>vFKt2R-PesFC`-DA&}+DpYh6A
ztT3VfD{^k><a+z|S2noQ{ktTz;dr=aM7m1^z8=^<2>K|G;P8F>q_15kYKFe_DATgT
zy-uY`=-9@e)?IhkvdlK@rS*7(JtHt?#S-bU{;D%alh3G9BxiE@{eGChUyHjuL6$R+
zHu<Wc^Q5Z~A1g%KE$MUi?VDld<%!&`JAm<gtatO}Kc`KRRf~>aY7rHz{m?}nz)w>7
z0C?-26@204IgWEKJNJ~7!^OJFcEq~E&Hst1@v-$8+aFgd#{pDK<k?|;wX0XJh7=-i
z6jj&w6e$4yynHxR%_NPs=b^Q3^^1|u5WjyNqZBj4b*mpY+Z3X7--bgQ@1R<g|HoK!
zgbMoATtZm~)YV#~624=OT`ml;FgCAB$$5GU_Af3i8H&pj&0j>m`|iSTW@3T7nvPCw
zexBzF1LWn?rAD6W-~2Qo#?f@B^#sw#J6+pMAYneTzZ--SzVeEc{G8p>WY3;j`EkA+
zSfxxgjSsRhF`DHziAes|Zw}W!6!~hbW8V=iA2_w@r?*aNiP#dZC8;U7Y<9y#K_^Ps
zW@6^RH84@a;|L@*C!tTGXYi8rGS#T~UU{xgd=y-3a%*B|zk|Q_HlM`=HWXcrdG`28
zU!nv&wL2jj(ak?S9*ipCmH?bK*`ym>-1}n<iZ7$S78)qw+hNXX5I|kBZq1%c<r7F5
zmNGK4o?k~@*0G#jG9*+$x8z4~hfN{mS<YoX@Q%fF7&+A4fvwDLJ(%hxBN&stDFY>x
zk^TC(*09Hgy+oEdxFmLgvRJ?)WG^vy)uYH5hA@xwT1|VicV^h|j>;SJYXMTfGrcFr
zc)P9#DzndVL47{MEi^G#g?wBdo^$3z6CWG}!(yTd2_uu%$dLG)EEcOiW4B8p5j<8t
zTWhuzJaE|EtPPGY{a$3)3aNtNx$D^S&^16`eAk4~Bx2J^eYe)3T`3O^w8{>Upj*P|
z<Nb-q32DLnUCnWB5uTeU2J83mHq#w>gq0O}7`69}V{RFm{Jx2>3;I6ob}IH)bj-*@
zyG$9`upBlO(VI8&?z~^kPg)CFsOEh2cyvw9+|c5Sp1z(E=MyoY8db^5#+>@jtwLK{
zA*EkUMYWQzpCeHDDdk!EIzFo-SlzW+S#d`(lFwxiotyp13Evw1^rZ3Pa1{l?d>`)q
zBr=tMq^al2Q+>8LY?)_zaOn>_>zH8d&i;6bz=!NINwze1Pm~Cn!vhfi@+ItK!zJX?
zeCJ2Vz52Vo)S8dt`~gD(h$g{O+<pJ(r5oP?DRqm|dz)-g>JK}J6bOhZ8HroKMoOXc
zoqpI24+`ebIoM2E7Ro*`U{p8CC;Y?L4@1YNjyq@}hY0W8%E;uYB?tEy?d_aVWGJ5<
zTCk95_-GLAzO*NC+5Cy}G0?fXF;_&v%ob{A6c~r`mQ{^)DMWG8N4oBEItWjG<*Uif
zUt8*{KFf$huZY!9T0C2cvKfjTCKvHWlS{&<`JhCy_cpFEtLgK4oy6@UlQH2nHY&^0
z_qcgOcjMvho9BgV>7O3Fvs0D@ka;O%*v^f)Q4SaA69t2-Rh1;T&=(bf*yW}Y!B-hA
zzCEbAUWVJ!=jXBZs(6x_^Z8#(Kok82lFJ)vCKAR@V29t#Z4Bc0T#$EZg{&%{e@riM
zP=+CWK5JTJ{@P4TcuLA^%i8X639U%Nwh`>&m@OBa2AiZE#}vo>N+xJMUR#6K%KU3P
zL4Zgghvbx$BQ;Ne)B;|6C$RH}K!-${!^HT%NSVD(rA+bUxN4IqrI$FsM~_JZGa@i!
zEC^bEN{*h1$fkGL;6eq}g9>va_s#uL|6PQ=r8{Kg9Hzt=!vYi`lhZB#zPv&?rDgWh
z@;(QDrm%I%OWS3H$8HPV9KX1af&9GJ6Xhs@lT%-I-Jgsq*~vJ69+TS-|6Wn~-K-3M
z@P~!b6iYNe`a2yuV?Tz2N#5`LmB8C>oag18#J(-uAF?9A<CE76X3#`k4foMC)y48I
zwA*8Q1b%VPKvTM@rznLg7s)N5DtA|)7ee%(yV=~+iM1G1q?-_7X2r`iP-Qo3VZ&C^
z!@HasG@c!Po7&xZzZ{Xhu)*lQkaZMW1W>yk-OQlAH7A(4qg_90SasxM-?07Sh9acE
zjVS73t3Bkyr{NZ=UjPb0Zj3<oUx|w26(DI7tLmIB^Gh2Z(F2fXA-+MGI?-!^@4y|6
ztZTx;7{#=eq072{)VmIlj0IL59E0X_Tt0{EPRA`Pf}Lh!=_$1Mymmw09#TvCt|tU3
z58Gd79zS}7w}stS?FJ3ef*8Wsv}^Ha+s>89mt<>{K0^%W?SR|st$V%0k<&MFpqm!w
z2s`NPnawEss|$|$9YYV(YLzS)+7kY;F;v}Okhf&%Q@flp9y@IeTrR3f*Ru`pWIiYj
ziwzF3uyd^^@VFqAX+r>0=yehXYdMLv@`l>H?*Y#H`>;|5qr5KeLqlQ<1T*`H;~{N^
zTie?U)rM!Yj0G&pM>c02di$8i%XgTms45jgV(Pu`0c=Imb94w%8{|xO&`dh3e@dJa
z9;jItis-RUY1SzJ4&)qtM45#ei$r`{!jiwrn@ckS9U2NNjFuV0kCRxc$)a}o-V^Vp
z>7na$eQ^9S_O2aT2Qj;qcE;QyGBzpo-Q(D+;#_dpwPvE6WKyL07y~0iH}qbGM_>br
zmwReklV6k~Et5nlVj`DrJpIzkOh;eB*WU{BB0DXkwQ(UmOBl%hevp{(WWG)xMdH-K
zg&%4bJ^>jU`l$jh<0JoZ3puI}G4P@lp;Cme@b%H09C#=k1K$-Fat<ZoN$qIp6!Til
z2*4nD@X~Vwo(tXHXOG3i=DbgfUU+mHdJP9*_IthFn3x(wXm8gvuNj-06M~e{*hMBI
zy7umCR#=DkmZTkZgDNDna*1W<g5le4T`v_*UklO<de~JzMu!(}#fHxa#OnyYAKVdf
zEpua&wZXHhs<nFnu)<g9Ye%H++h`eU3&d{6Nn`mMr;5Ixyu9bWByoLmhhhBtFYc#&
z)?*Kg7Hay(K@aFkQ%{0PMEpNbx>`2ev61Iphm&He&>A!((o4yZ4QQ+o3axOFR^v>7
zps-QVXn8{dWVmAXk*+=N{gnOrRj<a$x$5xK1dVf0mkp#p_9WnD<zN;+IFR-xq!8T3
z+H%aH?@d)I+JvZCH|7=9Fp%v`4)2^$>|Le|;<gVxYY`dqv7^Udk54Jo9cKBInLp}a
zeAK6ii`O6SZOP2t1>B+Z7hGNSMaMM<E78Qt>I)1`Vi)Cl-o3Xru8WK+Hk9N`?@q4F
zf*{deaDxnm=m3L;6BT*eR>FC>24NZI_TdZcH6CZ~tsy|u1bDAix=s)mT+zcL<CV`d
z*}IIkytD7h;icSlK`p6>XtLuNloJ_vZ}2noC?y2a#z=5^b@gIPFkSe<@mq@<@3r$j
z1WjN0Np!(otrK+%@(?Xdx2PGo#1KK3Ob(=DZ{NMbuxFaheR<5YDJAPFa-ACIJ-Y`t
z;frb4X`HlXj$@LO(!g5)@pZ^#cF-L-M8r)?#peQmB5kFZ*QU&LQ?W9H4lqeB526T;
zJ5JA2sn2W1=%xGh(u(qUWM6-~fGTokbc{8EUF0RK$5Y~V$SAOS!l_j33aoW137VG*
z$W|qt5s95>N~_MH@JPs=SBG#x=LMMA>{%i~54>C2EZVT;I>5a&uVK*u<)O@o>-&cg
z74Mx_gfwyA1LD_jv1Uv{bG4pTBEnhC4?P+SwYSSbSTj^lDGfW-FjGT`9d925&|(VX
zxJ%6l(|(=IOb<}}J~z(GQzGxeg%w^N0HDZ&YDjR6K5@aFmrEeGSKWH8$azy;GtMJG
z((ltl+C$KIZU6C@MI9x};Y0>D@3m<-htJ957lADp<pBBYYEIdtXklC~e{Kx6UHXi~
zuwm#YoS!3qRDAOH0Y{jo>Z=@VT|9z)WtT49Ah8qFLP3EiC07dHq&@8z`|;KTrtR<%
zCZg;PvenTXprMmqA5+m%<_eD&rFLfP&XG3!20QdHv&BTi*7%SL-hDqiI@Z4u!p&fB
zUvC{c0o#It_xyU=!l!v0iwsJ)mI(RC`{?hbD|<bS|6N#5p7^Ld+|;AlHJR$Y6@y&P
zih1^fI9!8%S33V`>!K%N`(x7YL5zC^vYzn0AN%rjSAE!&W+)~-88yTrV*L8L%6EW;
zc)j`Oi1PyF7I@v!*0<_b;jIZQT}il$7m*Q~1VH1Uhq!L<*Dmq5WRiWFw~-I@WcE>=
z(}N6fh#X$O#GNEDza$=Tyi>5}PTknGcmKJ;QT<A@ILG|l7}L-2wFJ??|5{by&AF|6
zH-oTF!V(uuuDZRyMNRw>axzfhn0dJ>H>vrA9xjyR`1|e2;yTZ`(93{bkq9aN$rvtK
z7v|Da5<X%c`uCz2pm0uGw6u@g*|hpzkKlyMH$nfaQ=29C?`aB=4e1h7w(aTu9IJ8u
zj06-UCD&d8%uf_*2LO0FQ}WI0dUsxyZ5d1PcszPu+Td)wu<Wjx@JdDLg`q{hZrqm}
zvM;Z9pegGy^1sUI!r7=imM?IsFX-5KY)T=zD9<(t6h(fWv)Z{)82i!SaT=ki(VTX*
zQYec<CMoY>S~S0((;PKbGADolXLT2VwL@UCAV+N~Zth-=a`@5JqfhgX?2gN;WsU|u
zOz1@hCo5=?J7Apc!f^Scv)&lzPK}4~UZbkks;GBvb*`O!{&2iZbzTT>@Pk?STY;`s
z-IEdKkd2qmGuKx?=_p}RG^ME;J3-Dyu&4~DN1?x1O^Pgh2DkGag;Q=<S&oy%9!8n$
zx~5I9nA<zKy=nfz;HP0UFr<<8szS3tH%cg0*MZnM*h%Uj!BY!kWR6z=h{gZx>hWik
z0+YwZt=2kZV>I|K!DqtG83*tWnajLt@vfmFE?Gz^!#YFsj!%TO$tAZDM-h`T+571Z
z1Cn$%qlDOV-fUKIGidqp91CeT^-mI7x6A@J+5s4El|Sgcm89Bs&-qc7j%8aSuM!bL
z;Z5qSKBYxjMHpN{jjK6@E|y+$QfL?7*y7!r3;vzRb`CxHX6;k|JC&Ue8PK87Lw$vY
z%I|?lT;K?9i7q74-b2TFRQ*@Gp>)*8Rd`!dGMtvV>mIX<XV3)uh73OD)2aNqQJf4~
zH{pGFGj?(gVDLE(&6c@rCr&hXP|DIWYdj#vA&(y7T{n+uj~PRspHTXaPLE2{vBhD2
zDJzC?rlND~(B{w6zvS&xvwzfe8Z;QV7fC%11~BIC-(2cg&(Y>o860pVZ$UC?1h9PI
zHKkT|wk37#!K`^qHd;wi`0Qv)dV9mhv^jEXZNrK93ZW$z>Q<27NM$i4?ilM2kp&jR
zDz|7MrKbo0lgAm#7NN>0=df#<`BN%Q5-YW4^@O!{O(=CBey7~q3^vq!_9R7yV^ni&
z9FZ=U8IdRM%NT+{7cSQtxO|nbcCiJP&(areAlhNymv_mKZ!Qe`DA}>U+c(O=F2#<@
zdv&Q`0KgQiNGR+)^4+*VIOc<4t8S#@XW%nYP1-GvUtZts)Aw&ml(6O-K!qNOEjV>C
z7|)C5{yGMHfqskUhCDaE$@q+?A7NlCSGn7Dq1w|D;HBKcS_Z$~5ZXlN4$3R{N4_NS
zKw5J5fV|#{G`e6#@Wv$`gItyLdha6oTRpb{Ku-DIck~F6IYvo4J1ZtUFyOe+1X2OG
zq>+TLvit?LWbM>t_R`ym*$b2al9F}Z>5ELv&Q8OKg_DKNRqYx#Kkee`Q2}9Lt?8I0
z4OFN%2oBDj0y2w<FuP?MB%5QBG6>+K{63KdgR*DLEdFZlXT_g)e;g?&MChuI8BO$<
zlx{}qSaNc4wN^X8M6va=KK78F;>fJz4yO_jbrdT<@Y39^LYj28H2Qdz>#D0EGC`Z7
z)qNCxTYY8SCg=6h&6P*%6jA}4$Dz#nZ4x(%Wp<Ch^^4Z%P{yK!&O(E++r2`}&=Q5w
z^x^)m)0AvPaX<RgiLSk2aivWXcmD#XdeP=5{dJ;cF{L9gAN1y*fvVbqK4W}NJ4T2f
zy)OW0Ta<?r{Cm)P@~c*?IE0e?LL2KCS3;evPi@BK2^{4`_93h-bt@|$@F1l^JVrG$
z0st@N#co%AP69z5ZQ}{UEZGf|D}lmNa@ZSCgJ}K~_st7Xn{f2Tv*=H?8;$`m{z0s)
zJLE_{PSROWHTdo@5?bqG1gQUakkgW77lO{FN7N>gnBx^U_xQ@IdX3&h)W)Tmj+3l%
zU%oZU(XvQ7%^_D%0D-~iG4rJtIN<Za(LZQBNw?w9dkvjV!gkn6-81iD?vef7OwV#h
z14BEtkLpIpPrU0*0<3bCokX?mZDl;FD7UM%FY?lBWtILhvuND9gkfZyOQfr1Si|_z
z$bHQC@XaQ_7jvTlagdzB34Rk^4c$|}9sf>rzDF1Es7^w}f%8>}LB@$Ayp%Q6*c&@P
z_3NGM;_e=E*WPg*w3LN18(DznK-&r18_x_X>nrcc+C4ofn+I*Z-W7+mWmU5=NwK4U
zu3w8X+Lak6BuQ9ivU#LrL@Cb)%c!#A$67JgTQU5RiP6iHCvZbySHlVzSP9287xgWC
zdi}7g0h%-XGrZ<`!-dNnmrM4NAJ-PxpYHT3%3q8UnjI)^`W*7-_RB{_#S<_))6qz7
zWY5f~)3+O6I)lIBR>b=p%VL%#-}@lT)#8S#Ur|v_l+PSmXwFR+n2-X>ngX&u(%ut6
z>zJ&ESL3xh?cqA>5gc1)pqT9%*dQ@WC{`=aUwS?DFu6E^`Oi9Cahc}Vj55mjeCVZw
z!wNzW*{4RF=66q}4EIbrlNJJc0h|QFalglH;z|<yz#FANlb-YqA*Ll4>L=2Pm0z`3
zWs=gpQF{d%K}js<(wd)(EOzM<M}P*qva)yk-V@W--)lDC|6{tJ7J61rF!A@Rh{IS&
zw61vw<z)~rsU5#9zC)jR=;zv6FWJQ*3s~NgM3tt%I2(p4%90cR)}RT+aM`Yt1>!-L
z^E8>l!EO2K*-^4vKV4<-ZSh`rNoHZb7E}y6J&N)RvW<uH&6>AqOj2NaO66M#u;zLJ
zXwa8EeXCi~6@yUn_vcInc1Gtx#dnXFcE&f7wbPyhrIziKsBXx+jmz&mLL<M5g=Jo0
z_K-dE%}842ejZ!v@x1!h%sdMF6KbB1W6k@im@3{nTYXQ!VuTb=TXpR{rAM=)lpZg-
zcbtixHjzP8X$c`46c<2`4B;Uj+D|uDaL@9duVL#eI_RyyburOE9kJ(_R3Q7w8fGPl
zWN!$Ad?FF`XJ+$$c-oc{6c1&$lNAMC4jp>$?mNHwfYO1jK^7?hjnTlOVocb)+WbcM
z9cZ%DdOid2vT0XSvTI@4<|b>BH)K3$26ZLB^X$T#N7}4BrgF=PuJ~Jb5l?&@l56w*
z>>c#mzWV#laYjL1NVO_@F;`K}r)c7Vxw3k6JyIoJ<esGG?c`Kzl@~JAX#xKGmc*l5
zPiQ*NWjzj5R{7ncrRiiEHk39Y7U8RJ^-M*jpPx`jN?yxKncqnJxwx^H>g1maz&`6=
ztGRuJI*<KRO#qt<r<x4f=bx^IQQn`acub;8dV~;c9BZ}d@QW!wC#sKM`mDt8NXXxu
z++L4JL&Zcrn>rfVM1f023U}?jM5ceI!%siF@nuPtVWDF4q!sSnv%83dc(e%4!LC1D
z6NXnWNB`X4t&;db#by@8eyQs_YAX?U#x9V4<sd&N9GdUBtjp+<w_qtW>Z(HCCNkoT
z#HoB^Mr729tJYS{gTK>h3<j|2N)MAySgI&vy4xolu&c%VOsJ(BJA`^08%sh`zBV7$
z$+c_>d-yFR5>)kqIeB$X1mYZ^nywv)JB{6CL0_#@%#=<$v&)raoeT7-kc}5;&-J0g
z-!0(A#|o<9=454JNv-qexR8PzeEJTHGQFpJAAvnoeIP|BdNB=AAw}er+m~<ZN1oTz
z^P_$-^nsqAQaIiGwHY%UQiNd-E?7!@2ZSAtig#id*PY98`%V^aSf`suB}u*7TiFRF
zJ|vx|lz?H3uLcxRM*O5bzfz%d_ZN3lVWO{nV<0WV1v*1DGh+b;A4pYcg}QMH5Rrmw
zj5NCP&E)p}#Oz6?k&iO%`L`G?5K~92ZX-PP)D21uE%^U7k}1@>iner)tB&OZ_#h`-
z6{NM1@6H2il314J?3@NkxHKf;*nXc<p#k^9PLJB5is_q6n{d7&*w*8toc1gJ=gqS^
zLTn2IKfnKa)<w30ZwMq_OULX%7Hs~ClAkLT*3@;~Yg|!sS>?R*At&z<mgk0ie0^#=
z>ME*(MLq3sq#jE7Vssk>dZ4`qAWO){eQ-NyPw(ijqJ%7770_}$p*6VJwt$Na*I5;6
zoKRPv&_t|kz^gkfZ`xwA{Lf?D;+K_$7WGcBb=<+Oz2`RRp(DV3sc{*wjta)U+8=M|
za4(n(6fm9po?iUH^Maac^&Bo^m?pa8n7~l#S7kSqn3@k4Xac@QP?|5&vPOBl{2LNP
zQyAOt74VDZ*@@zwu~4X&l&>h5rvlXpDm~gwVh2)SK%Dn3M}=dm>^6o60(*kS3Z9fv
zgmGVS=V^Kzj9R2_G`o--USDHKw2qC8oc<O;tW?|-h_-f)%mj6yW4IeV>xa~&hz8JN
zbKtP16uIzHzgP6<dsS7XTv?bM1o;QN$c`<jgm56Z*zV&iPA?7Slq_2z#(MUwdXLp@
z;SW{@AEF9tE(oCX#atqikWCsCy32SPdNrI~)EM}!9&?%bHBNokK*d&)_{zvwXL`jx
zzog}cjUK-sK(Q#_tXiuuSH$a`c6NE`$|qL}nPftyi2r<blWa|&&K&XaZ*;j;hePe?
zHDF*Z-9|d?aRt}NLt3ABd~I{OK0q_Vd*ht|`=<l9SJ+F996E-kwwz9$`B7L&6zeIi
z6ubB2-1)N9*E*DpBFwXg5`C2Ls4Iuw4I=@%$w&?diQ(fR)m~zq(32h;{})=Vv-6(t
zKICUUPBm$IS4<IQd`ZA#q|do>XLmn3L|qw}4pCW)j>@JXrq%0p0lEXXD)`VJMM-;N
zpzfavLFFT$9^q^^#}CAcSCOL+V#??&9*q#66CR$mn%ftHvHY8k&y-+UJFliua&gsH
ziF3`=RJ0mUkp3`Rh_FeQ!zGf?){4!u3V4o~-TgQ0k7N`MXF@uFU7ogJLxN~XS{!2q
zK)|}_?0Mq<Jh?9@YdpS>Xdr%lXNplV%^_;Gjt5;^ar=YB4u0*t028}y!_N>Ha~El}
zyZlfIS8k=Il2_V2_P;S-R1H?+$542}Eh{6T1%N4+u{JoVey{grQD9DJ>jinu`M5%I
zH&?^}53gwRqVN!jQk<wSTfU!qcx#!R)973`vpOZnrMwR0xwwwHK-zncOionH70-^K
zGl_ED<6GbDP-}2|caS*{SGT9?GB`goP|yS5D3{Gx=J;oBHUW=mRH&({!{T|6WJas?
zXE-;{|2Z1fE>9u=D-?3!!n={tki_I9O@E9#B*7GuzSElD4NBdtNB}c=%xz>?BWfYW
z9~}IXR)F+F#Wy3D1`6Hf5xoU@d;%RhtN_wi&M&0~1adPSvR5n%hdh-+RrT$3&K{)t
zag9f^BBt!A^8iiZ+7%M8YY_BO;yea(+>p)O5aS{4giJ#;L|~2tisjumDrL7-zSno?
zPZ+#+g-_(&GD+UrxwcdYiej%<gwC{$vvw?}pStMK*W>_?WvoWd1K-*y=;=+hY7IE;
z<p7{o+^gyX7#lF&)93It9RTgHXjty{#Y9u6aA^$ykXJqJ9R-bEH{2G5YC$O=m=eQy
zvRhj<H$%}Whb_pzFlhC{h>#lY>kD&pndDJT#NZEwH@lN_`1lWAh04jGb2Jdw>`L@X
z-lE{d;u(ue58qI^{WP9Eu}DeCyH;aCe`tRb^_~ZGCrO2RW&sBs`vNI~F_cF-DOzuQ
zW-nK}zPNPdi^syWO*(U0=KvULt~XNo;6C(7K2Bprs;e1hwv2=_6P@<^4jPEgeq2~%
ziR8r_ol`FZZ5De^pLg}fp4~lq@1JFrE0-a1zuL2%9R*?;oWS>^M$StS+YpM@1HvFx
z1a}@#xl*0=Ve$b7^`jQeIOUcyF<<&tp>4j?vvu3Yo@!O8_T<c(qq|C-o8OQRt9Iok
zi+)p&t)0#1`Gi-)*^X$-$`JZwzrRO6af;K$U6CTXDm1f%kX0pSC6zh2zsGpnzIlQa
zs|vWi4__$@!mA?Aeb<r{o+MvAL?zR?G$mWyJl^B;L>1<TfpbPrl;9<=JmJs>FL`EE
z;_Q3_dHBp3>9Q!LI|piAyjEHNJ{K9Sq-R^4+164P6WL=}7I6i-2>@Brt}i5HY2;;7
zQHg9T{(DPXJ8&QYnQ(o$HWbxghY-|zYT)r+Mu_TJUKI%xPau~;SDsN?5h-^g%;jA{
zu{6E=b)a=BLUcX|P27rM3#rcvyNUF=>m=QSF4(s#z4DKCm3qoq6onb$E5xfiF4$GP
zN^iBN3~m3&cif#w-Qk}>#znk2w(q4$s`TwR4&%kesG)?sjS}Na>zKlUg<zTBd{b3`
zH(z9pa3xuzXsl&I9QePjAj<Pc?fR1=YJ5hOpndj~0B*e5p$EnE*0IUQssb!Pc>>Pa
z=(4*%eZ!~HEkuotJ89fv6I7d#eV-XZ20j#YCwp&+_Lr~S|G+I&iE;yx-kg&s-oGly
z)v?4Jp|XGXOli38+v&riG^>IaGeRJb7+16wG?|I^3G1^B8@>3uXkYGe5*FvVI2PyE
zUG7LzH=6dI^Y&q%@4H*FFjJ!P#p&4F>E)xg#X;`E6#?TjTgC;@V}O|LN8@uaap*MB
zwDRS!C#OaO{<{5o-Bk<dxzi5Xsq&rNTBG)DPrsnx=^f!}j;EEbGWh!8)76VTI_cJU
zG_c$HhZQwumb}R~t!Cy&W!)%a<kQu1ptO-3|MOKw!MC}8T(@@?+7cEQy2Nza4mZmG
zO^4XOU!=$=&7hP^QIXgP{9en7LM@A;v}}x$F8^vKJp-W<%UA1Dr63i;eIMzAs?h}%
z?!FI7ZToy=sCbyH+9>K8Z0|E-jqfbBaGcPQ;XgV&K3<JT{kpy4HqDO(LC0ky?f62h
z?&7b&(T6KXoJ<I`cGsT`_vlIT{kyX1kfGbZg$z;tljb%eJBE@4R>Jwpqca$yLhLGb
zK>AU}UI=DyHK`VUvUVWxi@aKereH)aVKVrD5d^cw_op{2HD)xw)9iTxcpF$8`*YKc
z_5He~8<efON<}dIdFgd0L_GB@v*R~b#*~lHQeY$IWGw^H<y~sM2pI?0!1xr)ds#+y
zKtMhNso&J`Br_Wg^b46&-71d*tG#cms{PqBRfuZ-bkErlhmU$8#XI5ZBTZQR8h%W<
z=@<<$Qpb#w@RLnIWVQ6-K%DcX<CGEu9q;OMmYI=`uX}Ev?~V2^VGQK&qsOef=u{<~
zezv|~ipVK*T&5M!Lj2mqO#Dcgw1i;}1G&OmDAP7cs3GzIjr_kO0nr_CsrCve%$F~H
zwQCg%`KSsW;oc$HAB#D}&CYcurZ9|;kk|1)*-CQL0T~CRUXFME-x?6fi#O(6KVx<1
z9$lDXxffbbPWqZvaR0cs$gRy#!}l6)6;qv}RD;(v>dg#G_PuXVs67eHGoiiM#w*!h
zb@a1;;?ci?(Z2f_)?+6vc3NF(_KxPBK5>G}?Tu7I&Ry=pfe)&8S&<KKQF~Nd$aTHB
zQ~#&8FsZMy=+!do+D|04<7G}<-h%YG*$3aZGn(!{tGSs`JnX)dHx7dO{U&Ajs^sLK
zuS^zu!cy6&Xb0PjVL{Du?X9+~IA90)%bzYE7H#0)FXv?%CB}L^pVD8!yeSQ-&q04&
z?_ulIsWiF@F?2lWcMPS%Xr<<eI9G_Q$XoRox}tcyU@nXeLE)3o8PBw+-G2}bhFvb-
z5*}nN0tpek&N}v3O(rsUpC<!V_rm_JoS(B?_L!DSEf_>j_hneiT{58(-!{8$C09H}
z0U|XCq;Od&xlOJ(QB1e^UWm-C{}dK+zl%Y|{=#<|WBeB%q1Eh(cO;7p7PsS)ZW~bT
z?(PyAOoGdx1E{-Hp{0i)dPnfZyuBC0|CRZR6V>XiBdus-iGA-|@kt9TIu-Ao?q+SX
zu^1TDe`WgY`8|Q2_-k`4L?+_O>a#h?nw9u7zcz)cmZ-P5|771c41+@`Ll{WAN9Kl*
znVX7f_TdGjn7-w!ZL*UksNXo5(H^5QnfvK=myYL8@7+-`K=bzK<vz??Imk`*<CbQk
z@daL~qt=0!jFnXItbW}Un*Z`<7-8R6T^JL$575O+%*2KshqPtqciJN2^kUziMz8Oj
zaEt6guZyIO0z&Va=AHP+xbvOlLN>4YpKrADK0cOJ&Hi#Um=&uD9riq7MJpwx&Tgo3
zM5g`3a*nd;o+C3+$tx)Nm(97&6?E^<U7Ap3IbqzQ7F6gO44D)R6?5<4M7>8~sFP5n
z3D7E5Bt8Gh!B_hecq?A4uwC^1DEB*;{Vm2deB-i?6&L6OCVf@P7omQ`IHE8n6S?SI
zy_A`)&#lBkZ(GoWxU2)pu_1|y1Kk?!BJ1_J%%?vZ@-$|mFM>acl-rACL+;1vCc9VP
z%_K_QR=wGm`2Ou0;0Gy*PG5VeIIlEUZ;y{>yOPJoz`=no@04>t^#FMXWZE}&=jq8h
z@uIh3mb<Kc<GkuTzp*<CDY)=h*UDZ?_>Pcs?MJ?ihql1f_c`03Nr5djQjz_)^r%)3
zE?8lk`nzss4Y9>XKZCds)iHc**d%AzBry9i$J;kSfshkJ#W!E;@`@GN<hSRsH*m0~
zPUo>XV}SpkWxrw;_ztvka(ZqNmycMan6|wFwxMR>J580&c8@@SA{s_5%9<24TVp1?
zv>}b^87@DNGRY<#k*C<cF+bS(%K5*i$HcO%bgV{<TQS!lNMdl|lKi@jgP>)>;-m5;
zQoB6ZNzXFw;0A-+k6|GD)oixU410?-_2^xd>`+Q_U^?5WlG^<@2qbkd<iWH-NpCoN
zeMnx7AwLR&`PgnvU;4yj=@uxU`n$}I5FMKz=1N=t6x0cN(><B17(hd-M0s%~l$&Vj
zEooWT2qO&w2MY~DL4MV+FW3E|bZ@zLQ>JDDpG|9pl9W#y?F+#&w-kiRgIMiq7u|D&
zGud8dyuPbS-T?SYVMmqR0a5>ude?H(JWl0{T>fh$q~GY|B>;cHQ{y+jTZ6kq8G1cN
z4I{IUz)%w#vhC_Ca)A#qF+4G$PAR#NvU|q3jaGdmx35<9qbkWh0j)4HZKK8W)Y%&o
z7o~()--<M0k0@_auoA)S!;8P3r(JS`wG<!v%wloFefyANu|Sg4?M_Gb7<Z#X>1Ch<
zO>8!AE!edM7V3MLEou15wlb!y{(UEt{BNTZ5D_^DE+i=>()sH$LaI$L#1y;CFVZ<!
z2?&n9x#x!S6`L#z4~)W9q{9xi7M2BG?dM12Js`9BhF)bkQ}R6ZYM|DH?{*E=CykSI
zoEddGV?ub*>Z!*eHZ4b-H>PtqCB{RfV<aL`CRRsO#zt>GTbiYz0o6d-;e;sQiavDL
z=yStyAJ@w=`mkD+ARk$t528KNheMvpb$b3(<&@FOKRIh^nu%Vv*9ppOCV671{)ALI
zMsi3#&R_yn$jS3KFko@5NuYlxtwpycbNiH-b)5N)Z+9N2-lp4|px*L@?n547`zU%o
zuCZs4x#(t-cbBtu8nRI``0%chR&QaClhtz(mlhL{SlwvBuu6M!@*j;a=OTQIR%Xnw
zm9sck_El#?;xi8u|7Kzz$xLq%2qbqANhKP@`H<NGjf=kgf6JY+fAzu-`fv$sp#Tfn
zao%6^P7a|t0^SQ~dk&>zSKaq2*7=!wYe@-<1wHNg#%YJ9!kstgXX2k>bZF@WC!H9n
zIj*=5nQUi*N7pL9HNN4e|E6#gcF%83dyJfNFmqQfB4(w3Kig9#J!MG&yvfo(FW61o
z7A^_tw4XklKdctWqjQtYXQTi&F`os8(&jAkW#=vr8J^YaZkIl5P`gI0H%*p=1xY0z
z%KHNQT~TWCp=)Tegyp6KNrPAv+_$DBbuRoa(AfHY?6V6kEbNMgZ8lmKdfIZ=y+Osx
zJ)LTgPgGj&klID-l{f$5B^-4<)sxF*$R*oZ<yw895lx>SWH&2@5a0CVe)4vlIHN{`
zC(5e|4`kojrH#5?ZsHv`w=6;mnu<a%>bHb<tOS_O=<~6lF7B)>_{`@<?XV*K_Pi<S
zh6tn`zuH^XAoBg$<oBF)Y%b9wE+CN&WsfVyENJuJ*6Ubr#yaC0ei^BHC?r_xqKQ2X
z_=@2PvZDfd=V2)rA&h<8VxclAKCx=)Rl>YAYO@b@sY`NSO2*0qqtx<tB1Q=p=@D?b
z$R5Eb7)@Fq**}|YF)Ktng#3APexXrQQZpwCazqV<P6j@`@(`H6{33_`TaTCU)@^Pr
z=!Qu%8*-NC1>->xt@fOYar#xvf085l1jToFaSelC#UgW7ywWXdh2(Y79oCN^+|d)Y
zMi4;Nqw8H!*K<+g9Oc6tq!QzP(~td?kH_m7Cj|gFnn;Z~VNt&FXkZzWM`fvLeJ8oW
z0_BS$Kh2m&#|96bC*sW1%<n8#z9kwY_B0YdNN4*qtz3%3vCwt;xaR)*EDQ?cN?D~?
z%)^{Sm)hITu|Q5)+jVGc>74NTmy5eV*T^&{t?+UG@c}_kCs*M~`@e-6(!5q53>;<#
zKnDc-2JcE9zes6l8BRnjPQ>FJSWZnAy6uSStiZSs^iT6-BDk&hUDg}y*x5$=W@gl`
zl-gff{MWxa<%zqj|4d*&@`=c$52m$|u?;IROB@9P4};4ttkHHV=H;UmnIp4<4vDEJ
ztM<2*I)c*a@(1d{UoFi{hMfHO4X)k5ImL>als3O}UKwqNY*cEkViAw3FlasZ=<IMt
z{GN-JF%8Yp7cW7{<9D&;rftbNwi85Yhlrk7s!zXe^@~k2=slL6e2FGtX3;RNY!vgV
ztj}&m01MPB^y5bc3#q-!4r##Or`w#MuHqS!76J{2q*A)xYAInAX5|;W7p{QXQ*jU%
zKB4e!2ivwsa+#(J^HVaX=s$<G<rLlG`nJ=xTN~Pm;^s82c((jEN{Y2xA-Zc06Fz)B
z#QP;{pAhxz(0luKT)zo>{Grc~yHb2TOf|J(xTLgJ>e_dflF6d=xN^IXPb&UtTCED4
z*MROt`XXDp14oqR6n<|80d-i6M{wlVAIl%Q0elSDO}cf`4{`peEoaSm5QEM*%~+<<
z_ImOo$&E@-!41=v9xvspJ*yxuPAzxhf{0&F!*%4%;mZ34)!M_AMv_$qO3EemkrUF-
z{aV_|Gq#ha?{8V(dtbHgSU(ozdhfcYePXR?XUMnbnGsz>{m*2~mn+!bRLXSCVXTM}
zZV5!q_&wl=572N5w+?~w+I*T{rw*8GL2oIM@z2t)&vr!cRs>Ll#U{_xu6#KNEj%=k
zCgbUAoaIlg*@0zRe!Z%Q*OF4M-9Ew1xB3N+ZV0QDu>G{x$E2mIVuZ)Wyu`AnXp)wb
zlXUHeA%g#Kc-kd&L11W4f4EX*IDz@FG(PXP$%CAV&fc-k*!Gij<uV3|ncvi(8q_c(
zDiM1H4dz%;Ut2!Ra;wTp-80bcB{Ucmt5c@WKUiy>r22(&0lHVQZ_xMBpJq;@TU5?@
z`UI{{q#BWgtQ8W_h+hvYGpmON6fdDrs(UZ5op~ldhalwB&}J<(fz%|&*66B_YpYWt
zF))S}fZUVHCD&i$!Mkpy(MJ2SQTi_$?}oi`;=;22EeSVt?VNoPMF=0EOVxMaHe-G#
zpS|l5>L$%?Zp}C%Hb)5Eaf9i>FUArf1EzCp4q~-uI$O7y9>wpi{HhlrDU&|L`jF`+
zY`bF`5;*m`9;})r;pXdYtc`BOGE~JOGPXPEVywDT{MOw`#C7?n1EFkE=E#sY-y7Z4
zKmHf{>9321sj*;lGza>0Gn%50mSKRz2&F3t2yH)E8(2gk@_W;PT#e*re^P%__nt56
zFS<_8@@TD+@kOApVLA;8v-vl8MWuTMaKGl9H<u>k4SUC&xI{H1ixx-6QhvUAy7_G?
z3O_a!WdP|28YX;=c~pdsR{#%jk`0-aTcSJ3o_Y>T5Na{DB35s^S7$$T$4e%sh<Z+U
zonDb5#pf93V*{=UZjDcn4hEc3Hv2sbr8-qEr3`~904_o|2Gf=;jr}4BB-iv@4l#*p
zmPGyt+MU~#{CVeYx&Dl%!!HZpdimdpQs873UF<o`q)>EnWs%ygf}nQn7+bCMTI_Q2
zS?+MRr!i~?IvHND@5y~ts3n-~Z%(IG#n8XF6IHuP>MUjk!Khjm6QZXcMJ8E3IXx?5
zVQyn?2G@V6Yr%%e(1?S<);_7>pJ)63)JS3Z_uZ|!2SJN1eOqXVx1Rfy$fmwks}Q9z
znN<=qnqT?IVmYJl02?Hpw}jTOl$UG7c63z+(YQaY6<k(u3+-fZoe>?At_+_>@8>V|
zPtkAcF5M6;Q|8m?Wbih))qN5)Hqw1>EGg0dcY{IgtAex-(W{r*^_~ci_V_2mUc%b1
zweWldf9XgKHH*ij&Yu`_Q*Do0bEiRBXG9r6A2C&;Io%nT#!+6(KRozh?}L*oG{emc
zB-{@5qg9NH^+H{9;I9L|<OL}n>Iwqk;vD@MOBi8zfY+bB+w*v~_<^AmXn=6x&>cp*
z3I3evft`td-GKt>U-l`)h&5?MuupuSz<#}|G$e`e<~>3i__~5lAWm4Gt38Y7n*1AZ
z7qmw*-HET?_Hh|`_YB8XX+_j{PaR)!!$DSv+S?mwL~Q=46oM|L!8_^2hv21@KG4>h
zzFaHxJqz4VoY&=G6`&g@o!GCr4~?%Sx42!M-NSV3Hs_4L{dm=)`TLDRWhlh<WL)y+
zGHT~^H51Ex0!nXU_hvMw+D4@-wDa@MSt{>1EqG|&Jpb~T%4#WTTGH4@;hn5-&si*C
zjZ<2<mrrE#=BxOabtIMEpZ*aQ3n<ntuA$3z>8v&y(g}}heSS(|3j#C?h0??OS=}%;
zi&hmY18gNSlhQ`Xu*y!K#uf|AEgzJwX|p|1M=+BMRAf$=`$j)(L`$~0!cZTPfzoSO
zxvutr$pl#3lmyMldI!<|kn%DH`h{5n-rI?L`Ys;m2a5Eb5_}<P^M{WR^l*!4))rf%
z=;dTX3-w3%gPnX~kL)j@y2i|u2g{$Q4Ec4(4sTpN9#)vSP&n*#4I`CD?@ewx`zKlT
z9pxFhSu<x*tI+Ya#})DQ^bV`0)82eAS?iI)-nc0sw6*ai8hLW(hn{Y|1-&O}%Q28c
z$d#<S`$Zup#I|FYK0fNCkC)9d``I%|T!)7>bGlV%g9Mk3H7oZLR<^v}c#p-mPZ>)5
z*xclpRNF-W7XzkT%&g%26rxQsuo`IY8gtM6Y~YuZz$crFa5|m)m7-G==5O$tqH0}8
zs=9~?6|R*Z<Nh8CeYG7kvJ&siE{${7_c@`cY@cQO?r>3+3mwd9caA*)9?&-J+nV(`
znlGRRMLAKJo*tnn*GZktoTc<?h+Pl<(n{ZK%HEkM>zsid-aC$qXRjdihz{E6h}0?J
zW`gG(X;rnA6tj|E!{_^U`!eM(4x}7ix6)U1AeV`%FEj}n#}Kp^Ry{0^_AMQht`>F+
zr5C!`QW0)y`0Z9V=m{Tn<w!eB{y;_Z`p@J0araFQs8?fm$x3t+CA6bk=u5aE-*?t&
zqJiyiyYs1on3rO_yPAg&<@LU9EEEwXoso_aQ;?1y)CK|socb?s5q$R?3OIUmK@`R?
zM)*|{O}L7|haq~X-WOW8X%uD(zR<ofN4LaenWLW5G4-QZQjY$8xVyB6!wY<LfzuoB
zS{V7{)8aBy(XUj-KgC4f_1!FM=eW+@+D2jHvrtYR5Eydj)XV+^$SA}W^~7jSHUl?%
z^j4L0wWsaBr#)FLT`8xv4soIiT*S~#njW}=;ktTNL#U1r&aIZ11r~o<kJ`c)vFIR^
zXWwbSSE#4o1}J#|8|t6u8LLzP{NeDPRsp+dxc1rfya;b%W#2mfHb-h99X)LkEiX`(
zpU)QF&rBxbjvealyTukSUgm#ec5nN5C3&>;7GqvCHbRJW9hgvFX->UUL3*a*JfnMS
z*IZi0*E0GO2=1j?gc5HPD&QaxF9C<0;#TBMCb>lkAxtQ4My~i_^gFJ*iwO?(#YC{^
zTu$z%jOHe*IolN~>xAm`5nns1evGlTVF2XDwr3~H9>Ax~>%qIK_4wu67{r}LM9B56
zTC(#t4Sg6PaEQTc!67#O0-KSOy}|ARsrsx+aiA-eh?GD*Gz54=P~>YVlW`B`l%>xs
z_NbMMx^J5Zd~*g0>@_B~)7H#?)#)AXJ|L)@c>R>;-*WHQ(OYQc@X-cla6cJ5UgnEi
z*?YU+%dM|rWNXdxDeL)JO~08FGn4eIBi&$lqGK;W^Aeyc8*{!#=kUtjUE9~kXOr}-
zQ-NSn=J{TjhjdA|$hn1Q;hUJ%q&6>4$97AH%0geVliPE4Bb&krbZmKE_ouky4l;oe
z!G~8K_@kghkX=uomhTGwULZ)#bZXCZHY_|m6-<mUH6$?olk!jfOmPPT-y2*E!n+3~
z3;I5|ulXBN2Fg_O%?0w?o<^=I`R8KyNmtWm%yNG57{^HLub8V2^+~bF@bMut^7F*=
z&w5YD2#PNF*q;;Gd$P>VVJyK<6<>a~%t(&+%2vrsMk=0X2ktoCFSC3%H8rITPVAy~
z!vvv-esDC;H?Gw!HSheBwoMjlPL0X($1P}D`;)#ic<%);h1E5h?eiy>nTgF8`sr)Y
zc&~4LSlJWhh&g_WTgTQF0!CJeyQd(PFYw|!AA;}Rz?^w!e3Dy9$&Tt1%AlHRkMmoc
zOZ26TFKT!}kV=e<PJD%V<E}m?WNUsS+XBy6xw>O>RP^F`H{O+MjS^z@t?m-~r3aU(
z8gX#MChZh)u)@Vi=?{@=-Bw&%hAD?!71J3}keZz%Id;B+2{vZJDI=4_`yhUB(pr$+
zEGGvsk2`Jk>vEiH<2Ns+PsIn!RoSe53Zx(I(mUXr>fdO|@bjnZu=2BKTke<mIXOQP
zy=FV&l+|pXAEfUZX+Z9{>f{^f06|(y<538w@7%*b?C}3KqAM0$p3$2*8Ab4!5n{#&
zareq9T*?_w?bzoYdeqb>)_;*&zw@K{zO)72U&_kSs3R#EmkcZOF(D&9BqCxNH(%Sh
zDVZtMvQ479dL_Xi<NcI9`@+(d;(<@8+a_HRtDYScgSIx7fs4}8#?;iap$1KV-;gvH
zgj37HaU1vMUn-hUOwr_`3^zN89-4K@U;o*hGJc)$E!-#N+VhY3J`wH4B3BYj*8_yS
z6mPYP{n$3NnBBBI0F=pdSK{SdnTe$q7@w1BxBZdN+$mOnms}ysWf@aEb7Hzh$m{9*
zEb`6==Ksxo4=(AAi(}fdgYuD`8MimI^Sa$-N`?V0o`w&>Ugk`agJhk4e9UH}<&%7d
z-OJU-8d`sI>H~k(9ALuQYcw}>*O#*7fLY$UJFw&DNFJ^}V25iYDM)#sCKq^A&Rp-8
z5$_}KlXq8X*d{g>Uhq#1C|pRPD{Kjf-4Q>leV+?FeyLpF&QiS8acf_r_<yg8;4`96
z|E`MJzayAv-4Knh1KR+azIX56GVStwwkJWCr<XN|A-`1yv0r<teN=j>^Nvw5Il{iM
z?9B)cWD&AwRxqgZD32GhdfN2}ggW|(qvbYwg9Q{B7^;;=|Dgv4dgY|G*8XH(*m7Ms
zewX!rPFYmVhp9jfYO2xK+C*0W=g-%{iq)W!<Jly2Yg{S>o)7QA*=;f2ra)tDw$r!)
zxXRGH+?{^CpQ;g6WJXX=_E_ZYOp?+IViD2>J&e8rV=4T2ouP8{WsL<adL6tQcel?|
zeu>JV@fc8|fK#=nXla=>i$N8}n0P2ow}uXa#k_XOBSm^J>=OF0>JM9nynB@LE5732
z;Y3t^J!^DybiEMz9FUYhh94e}>t??<DEuSLp9w4cY2)0V&JcW@bo!Iu!pBvKKj|WT
z++zKc3&2M&!1lv`C_gfPGc5Rs`qR{hPyf#jdjv#My+FOhGcrCt2gEC~c$C!DD`gHH
zI8f!u^TqGK#3d-A4*zr8{>Sz3SAYvx>xS~_6&UeMB(S9ko&-<Ml$3MKI<>BN$S?K(
zPrvk6B;xO1A@0Y#etoz<OC#-GeI>#ie%^aoY^5(H72yU8-8S!q?f?Hc_y0VM5xeVe
z%pTmU|9^K_2NY_4|H!;z`<<D=|NP%Sjj59S`^C3~8g@%O2=nj1eWNHP>T^6nL5#5e
z{Pr|OxPc-@(cOJd{@;JIzzo&{lv<cMI55Ae+F*G<B<1zx=qR@YvFIr%yw1_iP6gXg
zE0DR#3wm|kd$$S<4$Vk{x%#CUwXdd23+gruS|=jckR9OcHzo&+>`?Z8Fgdm-B^?1>
zinj2J;BPEU0@p{k&2FzQihq3%Dr$*w?F>~xrR~tQ^@ZNM%zWDS?%fLmb(DVCEWxZ2
znsIS)m)|7Vj#g>xKlsl*u++^TG}Fn|?SIZFlLfw|#oX*$<BnjHY~7y|1?c+x2651c
zh&U-^(qT|-WxTOGmdhx!byM!;KN{d+41i&Wv58%2f6sx7TwHPud&J!2XH!Q&O~yz=
zLt|j2;*6-Z<<{zVaDTj{>_qJyw=4Sj@!~*!Lj4{Q*Facnh~Dwq7_z9@S+30=nPu!}
z)-!q!o`r@&>|KcxX*DjmMR?a2?~{F!4=y*LRsxIYPR{+})c#6ul84<;NsC9Rh~2Qr
z*wc1_%RvcoEbeBX-xhm^#<83jsjzd}4D%AZV(qO54)?ttTm*|y>5W);MDx+b+mdUy
zNiWaZ7YTBTSavu5bTe;$Nk3fafcovr{x7P;s+SuV+`A1fsy0jCiU;uSYqQyMuNVZ`
zlN@#ya|`<_9S}Bb9Rd5DiaU+8uQ-@=Vid`HBvJd(>u!v_bFruZPzf<eIMRWeBCg|b
zpzBd&5*jzz3?d)q$d?u$+*q%gz8Lr3vBPm1&2=S3MMkEhyoqfd9bnp-zj9=-pxw}+
z4t<y1{f7`~Z4Ogu($KVyGaWCC?G(RL{d6Xe?g%wCwLy(@_QuMD1C3Gx_<)t$jYQ9E
z3!eZFo>p*KOxy-*RWK-)5MG;XdLDQF{Q23;NJW=4xPgzyoiNgIXT@x<XObKJ_Q$Cv
zh?NgyA{xBy&!U73tDZbGH#MC?5GQ=dNE_p?(E<r^@$rk%#Z6*v%SJW=9hk6fBS?%g
zKC2c~&z`ZNcU>NBJM%1z>u$&+z(hZK`RbL0H)(y)XPXGJQKQ!c6DQmzkQO9Xog8gm
zVJ@!cR!`5bZGKRRyEd>JdRBZnu`q7X668S2>cv2VXrLwF`0?X;gNEkIWU%|YPVB_A
zQkML>+wy3f=+Cgt5Q+_Uy$S4{4gtf8>qHhIlf=`ktcj=D*pl2q0BE4S1!uaq7kcXI
zN8*_IK+A4N><$Jciz<K8TVp#?Ay5ilo^i6^J1gO{5)mGL?G=c6NEd+EQXDTYZ(a}T
zXx(i;t}BZ}9YKfJlzZ~Dz#_i()pJ%As;)dp*=%B2#3ej8^2!;&+O5(A9FJUt_N65+
zfDv1%w^#=a+q3#T(vBf+9pkgtJ0|y20ymIfI$IBdQFA1s9HaCjBq>VI#BuwZ*AOi1
zh5IoC0>P=?eBVLXf#vn}9_!YX!96iXi*?h%;^US`Qm6RDhe=GgO<|qxmo$R3J5t@J
znO^+psrAYGLGGbiAD%hlie<^WPVe7#CIAg+(hL~=ci@tv_8q}I)LaOjoP6NM*kU2Q
zIqEcAZ1zfqIM3DULG?sQMWqZ|(plZ_Htv2&Yx;XfkH8S`Gq+L4R}gocI)?14HQ)x{
z=Ai46ru}3I>M$;XrfRbeJ_%xWc_VYmhyWaUHr9;stx25+X$CihgtXYy$~Wjr>pgfS
zkAN{^BlYZ}`abd~b&93%Ez}Z=_w3};XD=acY9@#~RCEQj$(%h{Q0|I1sDn75Thz+b
z@~zy4MS1eP415{f?GX3<HYR;>YtiuDSz3O$oj%hZV`!n1u$J8sw6xMdHlZwnE>B^b
z2;&C_lbaF^?flaytGMgl3mct6lQGH6;awyLn60}cTXubvo#m8!bNpgoou^y$=YS5(
zi-)s&rhbc}HUmY1_U7KM9p)iev@&Y5L(j?HVZ-J+6^l8oFys{@j(a>^fFWJI3Rh1t
zZLA(|^Y!0^?Qb9-(-GvfHv45%tmy@KJKlfwsCixJ<Z=y8FjsSxytgTvG12^CYbt22
zO!XoG#B7F%zBX}FN-ufG-Rk|R)Md8QnZGO#7IG+0Q<nq@78~|ScTB8NEIs9!Ro9)I
zes&t|-T=c{9j~?nxvFS8LG9Y;BPFMYZu!f$7mRwnFKl+9h+iS=@14IKQTM>4mST}z
zV`&lCPPN6q#@@S&zuG`9s3%%y%&RM)4|%=LzHKpH6hD?q$#~!q_j+%AKZNTH&rY}U
zPlbJ1y!QY?_UM@0n&L|RPC>MQp*c;Sq7{LayR&C0V;o$qbtJwmv2L&UkaHUwZ<6L@
z$&N<zez;h1)aQ;kVNuTw+dA^z&H$ZVY4h-bJk{Z8h&ko3nxk7f8Q5=F>ez`jN$l%i
zHp7<qY|pURY|cYYDr$wjkZWB!L_LwMbt#vlfIMRA1#YX7u1nt}5W-Ojor2Gr4-8M5
z{QUWIU~YAFm2SNCz+L(Qy6X*fo}1R-5ITSdoA=~SjX8j5tR924iG^s^so1Hz`oCJc
z4z;GTHOhb}g2G5KQUp5+(!yZq#YVZv&`YEU(u<S`NN2bNbtt09kN|=s3W%YJ0V#qK
zBOpydLMI}ch@l5*A>sbvzQFyyJ1=m~-e>Q>thM)9OP)ordf7Hsk0~dr8l~_H?RV5M
z;U+7^?|g&v7jOJ{T0&TtLwXAI&l`26qL?wAJA|M2UPS7M`gGyk<JiMKg+$)akl8u^
zqe@EM=t9<f3w0#!it-$;MG4+*@9$q0E<NX^T>At}w%?%oXk(4S(2iPzVB8DO4pGGq
zHC~<j8T0AGMi6wyigpJo`s*=1iu|JlGK6*MlYix)K|^d7^(-j9MKVD@L7b;4y~ASW
zW6{m<eeIqbdqCrD{M?esX6>%n#QKdOaK`?1?xV5X07=APX72FeRMRarx>N3WlXqRI
z>E1Ish)Hb`-GxMJYimN%zZMEmL?!f#4^M4M2!?#l@<?P~C@Yqn^PJTsto0J%w>(!D
z&ae;I6%IhVd7UP$Xy_kNhfn=mE@87e+aoyQZu}w{F(+I0JN(&G(?bmcUO)WW5+p6Z
zCs*>8t!wxuoUb<yNj?r?Q)RL=!k(&M1=-IYFJ;?2Aqs6ZUrTx-KRlf|m1gzumJV2C
zOPp7wAH$;vm9JKE8*e5vRokSOXGaIi?)xhQ)CLaUiwfJv^d8tzx)sYmAfDCHTop1)
z97Na2TjaO*D2llA3em6yric^<?!n)~e(A&X<!`n`e>+CaZe{Kzx&hE9e4ZreeN$kJ
zwArm1Y~D?t&PPZ*$9s6uf-^g0>R~sJAuqadT)Z<jar$u$(8dIM$>9v2Y6($xT-w{8
z661wHkJSZJ`Qehok*B*opnUdpFQ_4C=6Ace_Q>-pmsTXWehZe#UL^u}4@qw!HrGbm
z<@ik>q>fn{xM(-ToYZe?DsBECj1oK4%|S<0i5FlfUMs^MA$x7c$5f4WWN}#ZBk?qk
z{Ltn@zdC~gQUEw+A$0OYu!=f3NaBmkc)dmg)~cj)XTC#Fgbn^qzWKvX?ae0zS78}5
zen!4)I&%h5rf5&N(KFbc5x_0t*Q5@A#&cHcTAYmQaaT*tgM?~!??7Bs(6c-bpPS1%
zg<tF2iyAW|VpK8@#y+zuN@=|L#iq-tlFn+cFbkj@ZB&Ut$&7V286hPe?8R8fI5)<$
z<y!^C%l1U79d1<7NfaD}1p7eQSR;D%z5eLH%r%3;nIg>E=oc;FgW8@F?|#D`=*IHD
z%o(2a?wQmmHpegJROS(pAYS-msrr|K_n$1*0N)V?1B-Fapr1CTckB)bJD*H4ujaS;
zBVwW{in5-4;`m8T&7pD9QdH`GrRQauJ_wZ#@4gvxyX!TiwkDq6PW?=*RM&|xzk8g?
zIxTO*Zi-o*v)_PIjEOSnzM)t;=q<h#qxjfh_32hSPbk4AQqvrx#&uob!^CC`J7piV
zOpL(^eM&LS-dZ4u^sbLU`KUlqWBVJ%fzzo=>&;;=0{7LytELm%os0iLqeV*kl@z@B
zWUR_%#~5Q1fyIu0X+0a9NrsLICv7ZnLzo#!7H4X}9;v3zOq~n~ecU(oJPuM<GzeSD
z1lhcO>pR{+Eb0}%U%yVv!v`UvK--L<p7p%H=F-4trW!rnyCk@10gu4Y@*ULa#UJhs
zr(aRnQE|DhM^HIACB+}QZ~JfP*Ms=7ZW^83RHfc{wp&_GY(|Z~kc+CJ&7d&40?w5Q
zTbvCTx<>S}??9y+Rl(82nsG^W)KhURZgo7t^b(els*DeRR8|{<r@GL1lcHXExu$NX
z>E5nC_;wK<X4G3o_v)>F-(XZmGEL&{IEgXQ!vrfXB*5H7C_DSIh1KUTcMZobq^)Mq
z=p^wB?j*}=M0LV{c<Q~INmkeSYMdcsnp-7JAveJ<?PWDVBQH8O0^<iI6z#hjg60Bb
z`34E8^@i-Bt9P8@2FmPecpuX-gD#OyWZY*EPUXMXccZ!NwH8ZL{Ub4~z%KjXAw4;p
z@T}LR3};NYM)XpLe7S8uZ~|x}tD3CA#~<+HM@00NGyN%q>DGO}6m;6|K0`L?qKal+
z^N+8@GtYPD9TB^(?sgS*hlN8ug3(k*Fg7=ty_EHVE$YMr?2k|EP#!l|WY#I<1@8;z
z@g?^T3*Htr#+!-O-wQEPPL{qMc1~1Mbl;=QwA;w>L%Zc|gzGb-*6QrHFdKz$7+VDx
z%{!3^`ahTRS4LuH*}A`%F!SeK1K1nO(_%m}s92VsRr_=*ADx?%<B*-xnh-Qpb$DEN
z2xRygsxjcjY<uiPy!<WHzAt;^;#(Z=pSH+r0fEfik7B8-Z;v<uk5OIgE6kY(i|=>K
zs|LcHTYva&a%A}W4+xN{D)C!%(XEO5#Dvovhf)v?)X$}^)xXW%z36Qu9^6becKQMq
zj32+0#i_*7w;?aGRcagZ8qx%|kFXNE_Wc(`<Bx9t8Owt--oC-W<C(F2yO5_{=FRr$
zPo`GVHeGQDv*UkwfT6`xU}HW`Eq&`W7z+j%bb&<-rs{uv1gN-}kq5rSc5ZM{;y8B@
z?M}c=a@<D&9-Xxth3Y7%?*J6yKn^d@YlCAjszY?!N>{z*nPK&r(K?mb^`$4aETGI=
zZ;Q#FE!2-I`?>+d3UfF2QKstNT>||4{F7iP|767D%EmgAo(UiR_#kNF7yb@YGqlLn
zkBiPNcBR~3e_0;S-f;i&_IAQ(+u~Fk383WJsdwq;W=DwU1}j`h;GEtH&8gX}bP1`A
zNuFMWsvs<O!rY{dOa4Ml)^!HFHN*kQS^=1tg#n1AHVloFR^Pej+7f?o|7pix(Y1k+
z0GlO%8`xJHOm)qO1kIoKmPOXlAk=0?sSO%c4IHWp`PzPW0o<|0lP`+M>Y7}@d-vo^
z0w!jWreGY>f2p|1LI${-)D7$~7MQLSuvo_e_QZlJEq1>W`o8wu2r<BYvK9L`;C1&d
zoZ4j1106pqoG_%omnt??m(qy{%%#b(W?<ys#~UN9<Q`~;D^Ps)c<d6E!MU~pwcl?t
zG(?96i3GE31s+{t@d0S5ZMnaN_199g$WB<DbJ4u9aOG)|c>*e3e<x1Sp~Bq#2UZBt
z3MHv^;#CZZ%~~Y^TqQwAWWDADJ!9=-%b%3;%hNb%)U{+lbjc!e`pJNk5VHv5g8e&l
zL2=To=)8~|a0jO-^hwgq{^(M*Pvb2K37Qz1xhB|@`(Li{zQj)j4Y>E`xXag*i}W(f
zjo`ElOi%TOYDdewSw9MEWN}mtp@bISSe<u!p|>J23Y1IM#dI2-o}(SH@cE7V;ukWx
zmYk{aXOV7akvl16x@mC}>w%LpF4T|T)YOe#t8!-Z@>s@mH+h&n=p47MEl!c9`%6fG
zwfjvzz!psboBJp4e;R~wHrF5VS{&!<<EF{#Y4ewaO2wL1mp?APl$QbxLNW-cW;4Q}
zr$PO+vd&R<>BB^^z!7DW8#rHIXnJvg<nlwuxF0Sqv@1&3SoVv)2Ba>27CTy~8)aQq
z4zR^bw*R5gzZc;B39)PghWf_Z;?;Wik@n%HxEtuZl%z|el+$I#p@kIGg`pKt7=&An
zS{!2_Tb9~{H~$1{yV3(x&{1jk3w7ynRGkLOVG=kdgM&&^ME?N=J%i}w(yo<O4LwL2
zE*%a+5FKZ?KX0BE#v5H!19HD!71HQF?!I6GS7=6j6}yhi*NsA^OQmD~Qg{SAaeBQo
zM@8ZXkgC+}$m&To@-Z?p64V$a2CVk8p<LjKD}zT~oN{iADEEzVKKh$|8C0k^oNiQ@
zFOV_Vif197{-*^%6sVBQO-q}MWyYWi!Kvm1!Lj<t9vMy5v;%5K($A#ZeP=S6=YSO<
z!JblxE%=3R=VOIc*tsV3?=V6^PkI+#45&=oQ<eNYiEgA@u!@{)ZrEhV>Pe-D$jMf?
zzLEmifukt8G+g(48TQT0_v51r*j_8(EJJ|KQHA&lf!MEt_^ApStqqx<cx4s^DsG$F
z1I;jKHev;o#NiMZllD*MNqFM_muUaV2M9PZ<xFHHj!S0lG~>?I^n%6tinCXe{sSo`
Biz@&C

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/grey_heron_classification.json b/modelling/data/abingdon-all/resident/grey_heron_classification.json
new file mode 100644
index 0000000..a8f1565
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/grey_heron_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Grey Heron",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "moderate",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "moderate_spring_carryover",
+      "strong_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.8011671374071747,
+    "target_trough_value": 0.15733223197625978,
+    "target_mean_value": 0.44250863140775165,
+    "target_amplitude": 0.6438349054309149,
+    "baseline_to_peak_ratio": 0.3944245654192382,
+    "autumn_to_winter_weight_ratio": 0.07446808510638298,
+    "year_end_to_winter_weight_ratio": 0.3617021276595745,
+    "decay_to_growth_ratio": 1.3318505338078293,
+    "monthly_target": {
+      "January": 0.43137308321306045,
+      "February": 0.4494463546925749,
+      "March": 0.5942189655048495,
+      "April": 0.8011671374071747,
+      "May": 0.6703585568204801,
+      "June": 0.47110212102530874,
+      "July": 0.39115641929170963,
+      "August": 0.15733223197625978,
+      "September": 0.2589597739944958,
+      "October": 0.3189252163476102,
+      "November": 0.33729484980567004,
+      "December": 0.42876886681382603
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.866,
+    "GROWTH_RATE": 2.248,
+    "DECAY_RATE": 2.994,
+    "SUMMER_DECAY_BOOST": 3.076,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.589,
+    "PRE_SUMMER_DECAY_END": 7.065,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.91,
+    "SPRING_CARRYOVER_WEIGHT": 0.115,
+    "SPRING_CARRYOVER_END": 7.105,
+    "SPRING_CARRYOVER_SHARPNESS": 16.98,
+    "BASELINE": 0.316,
+    "WINTER_WEIGHT": 0.376,
+    "AUTUMN_WEIGHT": 0.028,
+    "WINTER_PEAK": 4.16,
+    "AUTUMN_PEAK": 10.195,
+    "AUTUMN_ONSET": 10.12,
+    "AUTUMN_GATE_SHARPNESS": 8.75,
+    "WINTER_WIDTH": 9.04,
+    "WINTER_RISE_WIDTH": 8.908,
+    "WINTER_FALL_WIDTH": 9.263,
+    "AUTUMN_WIDTH": 6.977,
+    "AUTUMN_RISE_WIDTH": 6.647,
+    "AUTUMN_FALL_WIDTH": 6.066,
+    "SUMMER_DIP": 0.164,
+    "SUMMER_LOW": 7.785,
+    "SUMMER_ONSET": 6.195,
+    "SUMMER_GATE_SHARPNESS": 4.202,
+    "SUMMER_DECAY_ONSET": 7.145,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.202,
+    "SUMMER_WIDTH": 27.423,
+    "SUMMER_RISE_WIDTH": 43.836,
+    "SUMMER_FALL_WIDTH": 10.26,
+    "SCALE": 1.308,
+    "YEAR_END_WEIGHT": 0.136,
+    "YEAR_END_PEAK": 12.142,
+    "YEAR_END_WIDTH": 97.004,
+    "YEAR_END_RISE_WIDTH": 180.832,
+    "YEAR_END_FALL_WIDTH": 11.088
+  },
+  "fit": {
+    "score": 0.206
+  },
+  "warnings": [],
+  "summary": "Grey Heron is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/grey_heron_consensus.json b/modelling/data/abingdon-all/resident/grey_heron_consensus.json
new file mode 100644
index 0000000..b7e28bc
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/grey_heron_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.206",
+  "INITIAL_Y": "0.866",
+  "GROWTH_RATE": "2.248",
+  "DECAY_RATE": "2.994",
+  "SUMMER_DECAY_BOOST": "3.076",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.589",
+  "PRE_SUMMER_DECAY_END": "7.065",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.91",
+  "SPRING_CARRYOVER_WEIGHT": "0.115",
+  "SPRING_CARRYOVER_END": "7.105",
+  "SPRING_CARRYOVER_SHARPNESS": "16.98",
+  "BASELINE": "0.316",
+  "WINTER_WEIGHT": "0.376",
+  "AUTUMN_WEIGHT": "0.028",
+  "WINTER_PEAK": "4.16",
+  "AUTUMN_PEAK": "10.195",
+  "AUTUMN_ONSET": "10.12",
+  "AUTUMN_GATE_SHARPNESS": "8.75",
+  "WINTER_WIDTH": "9.04",
+  "WINTER_RISE_WIDTH": "8.908",
+  "WINTER_FALL_WIDTH": "9.263",
+  "AUTUMN_WIDTH": "6.977",
+  "AUTUMN_RISE_WIDTH": "6.647",
+  "AUTUMN_FALL_WIDTH": "6.066",
+  "SUMMER_DIP": "0.164",
+  "SUMMER_LOW": "7.785",
+  "SUMMER_ONSET": "6.195",
+  "SUMMER_GATE_SHARPNESS": "4.202",
+  "SUMMER_DECAY_ONSET": "7.145",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.202",
+  "SUMMER_WIDTH": "27.423",
+  "SUMMER_RISE_WIDTH": "43.836",
+  "SUMMER_FALL_WIDTH": "10.26",
+  "SCALE": "1.308",
+  "YEAR_END_WEIGHT": "0.136",
+  "YEAR_END_PEAK": "12.142",
+  "YEAR_END_WIDTH": "97.004",
+  "YEAR_END_RISE_WIDTH": "180.832",
+  "YEAR_END_FALL_WIDTH": "11.088",
+  "SPECIES": "Grey Heron"
+}
diff --git a/modelling/data/abingdon-all/resident/grey_heron_observed.csv b/modelling/data/abingdon-all/resident/grey_heron_observed.csv
new file mode 100644
index 0000000..04b884a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/grey_heron_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,10
+2,5
+3,10
+4,11
+5,9
+6,7
+7,3
+8,2
+9,3
+10,5
+11,5
+12,2
diff --git a/modelling/data/abingdon-all/resident/grey_heron_parameters.csv b/modelling/data/abingdon-all/resident/grey_heron_parameters.csv
new file mode 100644
index 0000000..4e815e3
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/grey_heron_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:00:15,grey_heron_observed.csv,0.2407267954895939523391715656,0.828,2.5,0.28,6.195,0.626,7.29,4.109,0.008,7.38,24.647,0.183,0.434,0.0,2.98,10.76,9.45,9.664,11.220,10.739,11.701,9.490,8.608,10.372,0.181,8.29,6.12,1.264,7.53,16.754,22.692,43.111,2.273,0.948,0.01,12.02,68.238,120.796,15.681
+2026-05-21 10:00:16,grey_heron_observed.csv,0.9716250256279451330289035253,0.785,2.196,4.696,0.0,0.039,7.71,10.258,0.071,7.14,11.926,0.437,0.344,0.018,4.99,11.33,9.53,6.86,8.642,12.926,4.358,7.697,6.453,8.941,0.018,6.54,5.48,3.924,7.6,17.212,31.490,54.255,8.724,1.588,0.004,12.064,79.425,146.351,12.499
+2026-05-21 10:00:16,grey_heron_observed.csv,0.5900082412082105259366162367,0.982,3.186,4.195,2.764,0.113,7.57,3.573,0.13,6.91,19.786,0.109,0.736,0.046,4.05,10.18,10.84,3.231,8.282,13.241,3.323,2.600,2.956,2.245,0.109,9.13,5.12,5.702,7.52,11.659,16.576,25.58,7.573,1.287,0.226,12.287,116.640,221.434,11.847
+2026-05-21 10:00:16,grey_heron_observed.csv,0.9467960424864802383711059024,0.711,2.274,0.235,0.249,0.724,7.61,7.428,0.16,7.38,12.137,0.381,0.391,0.014,2.91,10.76,10.77,3.427,0.819,0.750,0.888,1.759,0.372,3.146,0.049,8.62,7.28,7.345,7.54,6.093,7.532,12.478,2.587,0.889,0.347,12.196,113.134,221.976,4.292
+2026-05-21 10:00:17,grey_heron_observed.csv,0.3510252039243149601487345801,0.853,1.892,5.813,4.61,0.577,6.42,8.117,0.206,7.36,19.388,0.169,0.018,0.03,4.64,11.01,10.78,11.627,1.028,0.574,1.481,8.360,2.759,13.96,0.182,9.38,5.27,4.64,6.85,7.463,38.461,76.503,0.419,1.334,0.081,12.229,46.040,83.142,8.938
+2026-05-21 10:00:17,grey_heron_observed.csv,0.1912908510448005375784085796,0.684,3.025,2.869,4.471,0.803,6.59,6.732,0.001,7.1,12.176,0.219,0.597,0.017,3.27,10.38,11.27,2.47,6.946,3.051,10.841,12.646,13.571,11.722,0.164,8.93,5.79,7.123,7.22,16.057,10.827,17.863,3.791,1.191,0.008,12.286,102.162,199.544,4.78
+2026-05-21 10:00:17,grey_heron_observed.csv,0.6910137912660846901732451792,0.942,1.28,1.599,6.417,0.039,6.56,15.757,0.22,7.63,9.728,0.219,0.005,0.016,2.59,8.51,9.46,9.129,7.746,3.068,12.425,10.902,13.991,7.812,0.18,8.67,7.21,4.079,6.82,14.344,35.226,51.116,19.336,0.92,0.03,12.206,96.736,182.749,10.722
+2026-05-21 10:00:18,grey_heron_observed.csv,0.5408435542377512832416816462,0.753,1.026,1.446,0.778,0.712,7.13,9.94,0.193,7.27,11.259,0.427,0.313,0.014,4.23,9.19,10.59,2.779,15.454,15.668,15.239,9.336,9.261,9.411,0.25,8.94,7.17,4.399,7.38,12.22,20.845,25.501,16.189,1.335,0.212,12.038,76.972,149.515,4.429
+2026-05-21 10:00:18,grey_heron_observed.csv,1.374026822942197697278176284,1.216,2.986,5.533,5.392,0.227,6.26,12.111,0.016,7.41,11.651,0.488,0.393,0.017,3.27,11.01,11.25,6.322,8.754,10.676,6.831,12.182,13.569,10.796,0.034,8.83,7.07,1.861,6.61,8.584,17.176,33.0,1.352,1.297,0.16,12.235,64.464,124.652,4.275
+2026-05-21 10:00:18,grey_heron_observed.csv,0.7661237671231905102984836000,1.105,1.958,1.884,0.512,0.511,6.36,4.537,0.163,7.44,11.202,0.118,0.65,0.025,2.9,10.73,9.49,4.444,15.421,14.539,16.303,8.412,9.826,6.999,0.015,7.89,5.35,6.88,7.07,7.309,23.450,33.27,13.629,0.946,0.026,12.171,94.010,182.159,5.862
+2026-05-21 10:00:19,grey_heron_observed.csv,0.4042261802135402242628175542,1.102,0.276,0.875,2.886,0.735,7.55,5.921,0.032,6.98,19.691,0.467,0.284,0.016,4.56,10.83,10.08,5.302,11.900,16.999,6.802,10.376,8.931,11.821,0.139,8.48,5.48,2.961,6.68,15.45,35.824,53.443,18.204,1.418,0.08,12.186,84.986,165.155,4.817
+2026-05-21 10:00:19,grey_heron_observed.csv,0.3373072604091904509771160875,0.779,3.387,2.4,0.108,0.607,7.03,9.244,0.023,7.55,26.767,0.183,0.73,0.027,4.95,8.73,11.44,4.849,5.137,5.314,4.960,2.990,2.849,3.130,0.017,7.94,6.44,1.113,7.0,17.751,40.902,75.685,6.119,1.724,0.331,12.029,92.615,172.136,13.094
+2026-05-21 10:00:19,grey_heron_observed.csv,0.3687851995102255520477284711,0.734,3.387,1.712,6.223,0.81,7.66,12.457,0.125,6.78,13.41,0.21,0.365,0.003,5.08,8.56,9.69,8.707,10.347,10.319,10.375,7.180,10.156,4.205,0.111,9.44,6.63,1.543,7.31,18.861,29.053,48.188,9.918,1.099,0.318,12.084,43.709,80.067,7.351
+2026-05-21 10:00:20,grey_heron_observed.csv,0.4953473288285071809659881642,1.058,1.195,2.312,5.46,0.433,6.68,10.913,0.09,7.48,16.853,0.203,0.15,0.035,4.82,11.28,11.47,7.407,11.311,6.548,16.074,13.015,12.513,13.517,0.154,9.05,5.37,0.841,6.82,16.288,36.060,66.526,5.595,1.215,0.061,12.264,47.523,89.786,5.26
+2026-05-21 10:00:20,grey_heron_observed.csv,0.1765356824969726903444732257,0.788,2.378,4.391,2.909,0.928,7.37,15.113,0.154,7.3,22.685,0.477,0.547,0.039,3.44,10.12,10.67,9.77,13.842,15.18,12.504,2.220,3.865,0.574,0.24,7.43,5.57,5.647,6.97,8.88,3.255,4.113,2.397,1.576,0.073,12.092,89.114,168.462,9.766
+2026-05-21 10:00:20,grey_heron_observed.csv,0.3200583032939607000207333797,0.891,0.882,0.637,1.066,0.356,6.47,7.029,0.179,6.79,15.538,0.295,0.657,0.042,4.03,11.18,10.18,11.239,8.988,3.728,14.248,6.216,7.768,4.665,0.141,8.0,5.51,1.945,6.88,13.965,33.418,58.878,7.959,1.545,0.018,12.285,74.518,140.738,8.298
+2026-05-21 10:00:20,grey_heron_observed.csv,0.4782488646971374822095152312,0.98,2.773,1.302,2.236,0.096,6.75,15.053,0.139,6.96,18.164,0.499,0.091,0.02,4.1,8.51,9.58,2.485,12.728,9.406,16.05,11.436,9.587,13.285,0.212,7.63,5.94,3.458,7.6,20.977,20.337,28.699,11.975,1.59,0.202,12.21,58.185,103.073,13.297
+2026-05-21 10:00:21,grey_heron_observed.csv,2.219447609895404469876829626,1.195,3.283,0.667,7.287,0.754,6.99,11.269,0.043,6.86,23.166,0.208,0.527,0.031,3.38,8.77,9.88,11.204,10.300,0.673,19.927,5.983,6.404,5.562,0.249,7.88,5.67,4.542,6.72,17.715,11.914,13.569,10.26,1.716,0.275,12.268,113.449,212.595,14.303
+2026-05-21 10:00:21,grey_heron_observed.csv,0.3733492273085653463402578072,0.816,2.314,1.657,4.284,0.266,6.43,5.91,0.066,7.19,21.268,0.431,0.099,0.013,3.54,9.51,10.35,8.115,12.626,15.865,9.388,7.016,12.206,1.827,0.145,8.95,7.09,7.823,6.85,18.216,14.001,13.812,14.19,1.453,0.346,12.239,86.892,167.722,6.062
+2026-05-21 10:00:21,grey_heron_observed.csv,0.3742001609347209110968777884,0.731,2.77,5.678,5.845,0.901,6.45,8.114,0.073,6.87,18.622,0.284,0.158,0.017,4.86,9.12,10.71,2.731,4.848,2.749,6.946,6.124,4.094,8.155,0.233,6.7,5.1,4.28,7.08,13.816,44.685,74.463,14.907,0.865,0.27,12.071,106.708,197.888,15.527
+2026-05-21 10:00:22,grey_heron_observed.csv,0.9388601211821553348475346583,1.181,0.689,4.725,2.487,0.509,6.87,15.159,0.155,7.59,8.178,0.277,0.095,0.048,5.14,10.73,9.34,10.426,6.441,5.204,7.678,0.656,0.643,0.668,0.137,9.46,5.06,2.227,6.75,10.257,2.217,1.979,2.455,1.087,0.037,12.021,124.960,234.303,15.616
+2026-05-21 10:00:22,grey_heron_observed.csv,0.3981779439433734289814708966,1.116,1.131,4.586,1.839,0.229,6.68,7.17,0.088,7.47,18.865,0.306,0.167,0.01,4.59,9.42,9.3,8.853,5.731,5.501,5.961,3.938,0.904,6.973,0.215,6.83,5.65,6.86,7.38,10.073,41.648,76.588,6.708,1.574,0.133,12.22,113.944,214.5,13.388
+2026-05-21 10:00:22,grey_heron_observed.csv,0.5721681358799542367772458175,0.694,3.884,4.363,4.71,0.792,6.71,4.142,0.107,7.18,26.643,0.19,0.011,0.014,3.35,8.68,10.71,6.591,11.552,15.824,7.28,4.824,7.019,2.628,0.241,7.22,5.0,6.186,7.15,13.533,10.086,8.523,11.648,1.549,0.158,12.133,115.771,217.385,14.157
+2026-05-21 10:00:23,grey_heron_observed.csv,0.1206684417946569092580481190,0.915,3.495,5.872,1.778,0.299,6.74,10.603,0.179,7.04,16.816,0.255,0.315,0.017,3.04,8.98,10.88,9.404,13.096,10.85,15.341,8.042,2.851,13.233,0.083,7.48,5.67,3.104,7.28,19.624,38.804,63.614,13.994,1.753,0.095,12.163,126.592,239.694,13.491
+2026-05-21 10:00:23,grey_heron_observed.csv,0.8594472796211623847158889610,0.857,0.571,1.119,5.051,0.853,6.69,15.577,0.115,7.06,15.107,0.306,0.445,0.033,3.31,11.18,9.51,3.919,15.190,16.112,14.267,8.656,8.915,8.396,0.1,9.07,6.49,1.598,6.64,6.449,12.324,13.951,10.698,1.552,0.076,12.197,95.802,175.699,15.905
+2026-05-21 10:00:23,grey_heron_observed.csv,1.713244848204304918999249366,0.987,2.321,2.641,6.45,0.601,6.45,6.542,0.155,6.95,9.332,0.059,0.544,0.01,2.5,8.6,9.73,3.529,1.390,1.304,1.476,7.278,4.676,9.881,0.043,8.92,5.34,4.202,6.69,19.674,31.542,46.274,16.81,1.76,0.164,12.23,81.827,156.898,6.756
+2026-05-21 10:00:24,grey_heron_observed.csv,1.106523763842674148122840057,1.026,0.961,2.2,4.776,0.435,7.45,6.667,0.023,6.96,17.837,0.351,0.219,0.018,2.64,10.34,10.05,7.947,17.240,18.901,15.58,6.978,6.393,7.564,0.006,8.83,5.36,6.646,6.71,23.216,35.560,56.947,14.172,1.031,0.27,12.251,102.158,194.97,9.346
+2026-05-21 10:00:24,grey_heron_observed.csv,0.4245355538256409921862234563,0.813,2.529,2.594,7.537,0.536,6.26,15.675,0.091,6.62,14.342,0.305,0.275,0.029,4.9,10.99,11.44,10.125,9.125,10.275,7.975,7.166,9.374,4.957,0.054,8.98,6.64,2.383,7.13,23.303,6.598,8.391,4.806,1.067,0.308,12.118,43.088,81.007,5.168
+2026-05-21 10:00:24,grey_heron_observed.csv,0.2439885733114165062369987658,0.789,2.154,1.606,7.496,0.566,7.08,15.529,0.046,6.55,16.228,0.399,0.176,0.036,4.4,8.69,10.27,11.794,5.856,5.955,5.757,8.080,8.722,7.437,0.12,7.5,6.03,4.698,7.38,12.552,35.610,51.425,19.795,1.428,0.149,12.27,113.021,211.792,14.25
+2026-05-21 10:00:25,grey_heron_observed.csv,0.3917451758720835118054657795,0.738,3.575,3.218,3.239,0.499,7.25,12.133,0.065,7.04,24.668,0.281,0.744,0.014,2.94,10.09,9.94,7.54,10.040,1.02,19.06,3.076,1.665,4.486,0.156,7.8,6.08,2.818,7.51,16.617,19.168,37.878,0.458,1.155,0.242,12.269,65.906,124.656,7.155
+2026-05-21 10:00:25,grey_heron_observed.csv,0.5536156356447816751510524628,0.762,0.681,3.023,2.513,0.435,7.23,15.974,0.152,7.24,6.336,0.068,0.623,0.046,3.57,10.22,9.54,11.542,9.888,16.776,3.0,5.714,10.439,0.99,0.063,8.7,6.45,6.641,7.09,18.099,24.000,39.379,8.621,1.032,0.174,12.234,104.308,200.419,8.198
+2026-05-21 10:00:25,grey_heron_observed.csv,0.2463592270818328886006905768,0.874,2.651,3.096,7.71,0.612,6.45,10.994,0.158,7.19,23.64,0.246,0.092,0.017,2.57,8.51,9.59,9.956,9.024,5.97,12.078,5.538,7.792,3.283,0.177,9.16,6.59,6.684,7.03,21.607,41.154,66.774,15.533,1.221,0.271,12.294,112.630,217.084,8.177
+2026-05-21 10:00:25,grey_heron_observed.csv,0.3711414968749051195990113930,1.029,1.472,0.337,1.451,0.76,6.77,3.283,0.159,6.58,20.676,0.115,0.021,0.038,3.87,8.76,9.42,10.552,7.370,12.949,1.79,6.278,6.197,6.359,0.247,8.28,6.29,1.076,7.29,6.715,12.194,17.226,7.162,0.837,0.229,12.101,100.590,191.659,9.522
+2026-05-21 10:00:26,grey_heron_observed.csv,0.1970751754508944058982452660,1.058,0.677,3.409,1.532,0.906,6.9,15.083,0.214,7.4,19.277,0.414,0.205,0.049,3.0,10.75,9.37,9.967,10.548,16.594,4.502,3.662,4.149,3.175,0.168,7.64,5.7,5.3,7.27,15.572,32.906,63.695,2.118,1.019,0.037,12.286,113.905,219.897,7.913
+2026-05-21 10:00:26,grey_heron_observed.csv,0.5180660279841726967969779867,0.719,2.42,3.468,3.877,0.813,6.31,3.508,0.167,7.09,11.987,0.236,0.315,0.013,4.49,9.22,9.69,5.79,4.733,8.649,0.817,4.802,0.5,9.105,0.063,7.28,5.95,7.621,7.18,9.853,31.950,56.609,7.292,0.872,0.146,12.08,117.234,228.514,5.955
+2026-05-21 10:00:26,grey_heron_observed.csv,0.8318892316178673716947082329,0.721,2.813,1.275,0.759,0.576,7.6,10.223,0.13,6.79,9.041,0.304,0.613,0.009,3.27,10.42,9.88,6.237,18.046,16.093,20.000,10.247,12.361,8.133,0.133,8.13,5.02,5.856,7.41,7.171,7.776,13.02,2.533,0.897,0.266,12.218,60.600,116.312,4.888
+2026-05-21 10:00:27,grey_heron_observed.csv,1.395815286592434041075214176,1.031,0.714,5.376,7.006,0.481,7.16,6.122,0.114,7.46,25.686,0.17,0.332,0.007,4.79,9.34,11.29,5.421,8.900,11.154,6.647,3.621,4.067,3.175,0.043,7.09,6.57,1.581,7.1,9.443,29.110,41.773,16.447,1.07,0.233,12.101,105.400,196.878,13.922
+2026-05-21 10:00:27,grey_heron_observed.csv,1.088599806990476757168778119,0.769,2.069,0.263,5.394,0.479,6.56,6.068,0.146,6.63,13.3,0.366,0.344,0.006,4.2,9.43,9.39,6.514,12.884,8.556,17.212,13.236,13.844,12.629,0.24,6.93,5.25,5.681,7.55,11.04,6.406,2.903,9.908,1.717,0.053,12.19,110.994,209.646,12.343
+2026-05-21 10:00:27,grey_heron_observed.csv,0.5192536496176154557193364147,0.833,2.651,5.056,2.91,0.915,7.27,13.758,0.148,7.38,9.576,0.383,0.663,0.043,3.03,9.64,10.86,9.359,3.018,2.54,3.496,3.593,3.564,3.622,0.011,9.09,6.82,1.166,7.53,8.369,23.837,28.687,18.987,1.743,0.087,12.11,55.334,98.802,11.865
+2026-05-21 10:00:28,grey_heron_observed.csv,0.6752825106799545095333392056,1.254,2.24,3.245,6.735,0.912,7.58,5.661,0.194,6.81,27.034,0.367,0.596,0.017,3.76,9.86,10.77,5.723,9.199,8.862,9.536,3.620,6.767,0.474,0.21,8.94,7.0,5.701,7.48,17.128,28.532,50.723,6.342,1.488,0.15,12.008,109.722,209.1,10.343
+2026-05-21 10:00:28,grey_heron_observed.csv,1.988820527089821989747515151,0.971,3.969,0.878,7.474,0.774,6.83,6.53,0.106,6.68,22.08,0.485,0.314,0.013,4.62,10.02,10.7,5.679,14.070,14.197,13.944,11.623,10.638,12.608,0.145,8.5,6.85,5.299,6.98,23.414,27.221,38.561,15.881,1.68,0.343,12.022,112.299,218.263,6.335
+2026-05-21 10:00:28,grey_heron_observed.csv,6.283332316831046338289327789,0.997,3.268,1.862,4.133,0.191,7.07,7.755,0.013,7.44,6.408,0.135,0.713,0.032,4.95,9.46,10.3,3.2,1.114,1.874,0.355,10.284,11.150,9.419,0.241,6.92,6.28,4.51,7.48,17.811,18.640,20.8,16.48,1.475,0.278,12.101,67.943,126.94,8.946
+2026-05-21 10:00:29,grey_heron_observed.csv,0.6211898384953054033607008040,0.911,1.651,2.057,6.485,0.499,6.54,3.499,0.067,6.58,7.922,0.503,0.05,0.014,4.73,10.83,11.49,2.659,6.780,3.231,10.328,5.845,4.626,7.064,0.06,8.03,7.07,7.293,6.74,16.341,39.836,69.891,9.78,1.666,0.306,12.272,58.396,106.712,10.08
+2026-05-21 10:00:29,grey_heron_observed.csv,1.402302512210988131059573964,1.134,1.186,1.557,2.831,0.077,7.09,10.252,0.053,7.64,14.51,0.142,0.11,0.022,4.03,11.49,10.51,8.382,8.654,2.624,14.683,6.064,5.560,6.568,0.014,9.08,7.01,1.02,7.38,11.699,30.984,44.935,17.034,0.923,0.309,12.122,87.252,168.91,5.594
+2026-05-21 10:00:29,grey_heron_observed.csv,0.3109028707678603007832919886,1.122,0.886,4.868,7.906,0.712,7.67,8.014,0.165,7.58,16.23,0.5,0.56,0.036,4.71,11.39,10.86,10.119,5.716,7.063,4.369,9.988,6.313,13.664,0.162,9.34,5.62,2.974,6.88,18.439,28.173,53.204,3.142,1.316,0.199,12.012,122.841,232.527,13.155
+2026-05-21 10:00:30,grey_heron_observed.csv,0.3051519914635046462626930821,1.252,1.181,4.539,3.106,0.591,6.39,6.919,0.063,7.45,8.381,0.375,0.089,0.018,2.7,8.94,10.06,5.431,1.587,2.236,0.938,6.130,1.063,11.196,0.209,8.1,6.01,5.371,7.5,8.132,16.890,32.832,0.949,1.582,0.33,12.082,99.790,185.294,14.286
+2026-05-21 10:00:30,grey_heron_observed.csv,0.3845488284067985469750166434,0.682,2.261,5.358,3.974,0.182,7.63,4.597,0.079,6.8,9.381,0.126,0.191,0.031,2.84,9.03,10.82,10.369,16.520,17.101,15.939,9.354,13.097,5.611,0.188,8.62,7.43,6.961,7.17,11.253,4.466,5.79,3.142,1.587,0.335,12.048,113.187,211.232,15.142
+2026-05-21 10:00:30,grey_heron_observed.csv,1.722821515730498546036307152,0.817,1.091,4.262,0.247,0.178,7.57,14.422,0.067,6.61,18.445,0.119,0.504,0.02,4.15,11.08,9.96,10.322,11.902,7.913,15.89,7.466,9.057,5.875,0.035,6.92,7.37,2.246,7.28,19.422,8.326,5.709,10.944,0.892,0.334,12.124,62.766,119.183,6.349
+2026-05-21 10:00:30,grey_heron_observed.csv,0.3484917177604977945227281803,1.116,3.929,3.921,0.037,0.466,6.78,4.517,0.056,7.47,14.82,0.421,0.354,0.029,2.66,9.19,9.92,11.96,4.918,4.482,5.354,7.077,5.157,8.997,0.06,9.01,5.17,5.299,7.33,6.406,41.947,76.419,7.475,1.353,0.322,12.165,56.815,103.255,10.375
+2026-05-21 10:00:31,grey_heron_observed.csv,0.1084369725038017277473653774,0.765,0.934,3.496,6.316,0.225,7.48,13.539,0.115,7.32,13.305,0.444,0.338,0.033,3.46,9.82,10.01,7.228,15.000,14.412,15.588,2.036,1.637,2.436,0.138,7.3,6.67,1.433,6.74,16.347,42.906,66.396,19.415,1.248,0.283,12.035,95.198,182.158,8.238
+2026-05-21 10:00:31,grey_heron_observed.csv,1.438035432923446607527064617,0.98,2.708,0.236,2.09,0.383,6.29,7.145,0.105,7.38,25.988,0.418,0.677,0.015,2.9,10.02,10.62,10.488,2.834,0.61,5.058,4.828,7.105,2.55,0.176,6.57,5.22,7.094,6.78,8.981,24.493,44.19,4.796,1.545,0.058,12.216,86.873,163.738,10.008
+2026-05-21 10:00:31,grey_heron_observed.csv,0.6255474715876975620811930526,0.876,2.817,2.564,1.736,0.936,7.09,5.504,0.041,7.02,13.221,0.482,0.486,0.005,3.24,9.81,10.92,11.949,14.155,12.403,15.907,5.815,4.102,7.528,0.159,8.17,6.41,2.178,7.36,21.114,27.830,51.148,4.513,1.567,0.247,12.196,63.031,120.538,5.524
+2026-05-21 10:00:32,grey_heron_observed.csv,0.2319291466655222359364226598,1.195,3.497,1.606,0.307,0.343,6.56,9.336,0.219,7.06,19.943,0.403,0.647,0.007,5.04,8.95,10.07,5.423,13.750,13.825,13.674,8.662,7.346,9.979,0.075,8.55,6.27,7.511,6.67,9.227,25.540,40.259,10.82,1.317,0.109,12.216,107.722,200.752,14.693
+2026-05-21 10:00:32,grey_heron_observed.csv,0.3284941430947901192949324186,0.75,1.89,1.388,0.805,0.746,6.39,7.728,0.034,6.53,18.375,0.3,0.304,0.02,3.87,10.49,10.44,9.591,14.254,14.381,14.126,4.404,6.586,2.222,0.167,8.4,5.23,7.791,6.92,12.062,25.748,43.032,8.465,1.346,0.125,12.03,122.929,237.308,8.55
+2026-05-21 10:00:32,grey_heron_observed.csv,0.4964919157203751461054896318,0.687,1.215,2.094,5.497,0.836,6.33,10.875,0.043,7.45,20.86,0.45,0.399,0.013,3.76,9.85,10.79,5.964,10.435,6.215,14.655,4.584,4.011,5.156,0.161,8.45,7.18,3.473,7.54,22.839,14.004,8.212,19.795,1.693,0.285,12.02,91.484,170.336,12.631
+2026-05-21 10:00:33,grey_heron_observed.csv,0.1810831019437120035588784054,1.009,2.894,4.278,0.942,0.841,6.39,7.781,0.183,6.87,23.995,0.391,0.042,0.038,2.57,10.86,10.57,8.448,15.848,18.604,13.091,4.762,6.039,3.485,0.179,7.86,5.1,1.166,7.05,17.708,16.936,14.402,19.471,1.176,0.261,12.113,91.074,174.451,7.696
+2026-05-21 10:00:33,grey_heron_observed.csv,0.5424648231267089686544371943,0.97,0.555,4.556,3.344,0.352,6.5,6.854,0.071,7.25,6.275,0.403,0.542,0.001,5.01,8.89,10.64,5.38,14.632,11.979,17.286,11.649,10.9,12.398,0.164,9.07,7.01,6.626,6.76,14.859,30.816,57.87,3.763,1.212,0.32,12.026,49.920,95.348,4.492
+2026-05-21 10:00:33,grey_heron_observed.csv,1.187520574389716058322874168,0.885,0.901,4.423,4.981,0.639,7.68,11.43,0.055,7.17,7.385,0.295,0.383,0.043,5.43,9.46,11.23,9.246,16.685,13.981,19.389,2.628,3.933,1.322,0.168,8.36,6.91,7.88,6.66,15.261,28.678,56.331,1.026,0.804,0.184,12.079,111.325,206.826,15.824
+2026-05-21 10:00:34,grey_heron_observed.csv,1.181535591519904769882894076,0.807,0.744,1.658,5.883,0.581,6.68,5.067,0.125,7.26,19.317,0.232,0.002,0.009,4.97,10.7,9.27,10.147,11.284,2.585,19.982,11.400,11.353,11.447,0.201,8.88,5.02,7.9,7.22,20.086,36.113,55.646,16.58,1.754,0.253,12.049,66.780,128.326,5.234
+2026-05-21 10:00:34,grey_heron_observed.csv,0.3549096823340884384932114961,1.159,1.748,1.051,4.657,0.319,6.79,11.668,0.083,6.59,10.599,0.398,0.737,0.027,2.51,10.97,11.32,11.44,13.712,8.445,18.978,8.696,5.463,11.929,0.084,6.97,7.39,7.85,7.44,10.541,30.990,53.906,8.074,1.264,0.344,12.134,103.870,198.002,9.738
+2026-05-21 10:00:34,grey_heron_observed.csv,1.123264024108844477321617549,1.187,3.04,5.498,4.598,0.468,7.08,9.45,0.06,7.58,16.061,0.387,0.259,0.018,4.2,8.71,10.02,8.059,16.242,15.580,16.905,5.358,7.975,2.742,0.206,7.57,7.16,5.166,6.93,19.845,32.776,63.23,2.323,0.948,0.34,12.017,69.420,130.102,8.738
+2026-05-21 10:00:35,grey_heron_observed.csv,0.4250566026279690580884660477,1.238,1.691,1.118,2.126,0.45,6.54,6.311,0.086,7.39,20.084,0.15,0.266,0.039,5.26,10.21,11.41,2.301,17.840,19.397,16.283,7.044,8.542,5.545,0.069,8.54,6.25,6.649,6.93,12.676,44.642,76.873,12.411,1.546,0.047,12.259,50.020,86.576,13.464
+2026-05-21 10:00:35,grey_heron_observed.csv,2.450971228965787058178417536,0.668,3.978,4.614,7.89,0.001,6.62,7.217,0.094,7.15,26.646,0.512,0.056,0.0,3.49,8.66,10.54,5.197,4.288,5.455,3.121,3.777,5.009,2.545,0.139,7.38,7.15,7.564,7.22,20.554,34.452,60.874,8.029,1.661,0.058,12.058,51.897,97.715,6.079
+2026-05-21 10:00:35,grey_heron_observed.csv,0.2007734695359591563311203971,0.76,0.674,0.115,6.856,0.271,7.06,13.043,0.115,6.8,25.986,0.218,0.438,0.02,4.76,11.2,9.57,7.254,9.566,4.339,14.794,5.265,4.219,6.311,0.13,7.28,6.64,5.449,7.08,13.053,38.529,69.994,7.064,0.903,0.116,12.145,68.490,126.954,10.026
+2026-05-21 10:00:35,grey_heron_observed.csv,0.2590378489310611212010640343,0.788,3.548,1.858,0.697,0.556,7.56,3.18,0.124,7.59,11.527,0.327,0.349,0.035,3.78,11.28,9.73,9.502,12.162,15.816,8.508,7.780,9.631,5.928,0.208,8.63,7.39,1.264,7.32,17.091,7.058,1.233,12.882,0.916,0.13,12.108,61.668,116.568,6.767
+2026-05-21 10:00:36,grey_heron_observed.csv,0.2121862157625688220300447625,0.805,0.382,2.161,7.734,0.66,6.73,3.814,0.191,6.7,9.924,0.296,0.163,0.024,5.21,11.44,9.83,5.297,7.549,5.545,9.553,2.114,2.833,1.395,0.162,8.61,5.6,5.667,7.57,13.918,22.891,31.817,13.965,1.117,0.233,12.006,50.917,93.673,8.161
+2026-05-21 10:00:36,grey_heron_observed.csv,0.6487067832277488186915808397,1.21,1.941,0.423,6.818,0.914,6.84,11.396,0.015,7.26,6.167,0.384,0.445,0.007,4.27,9.66,11.05,2.713,12.188,15.293,9.083,6.712,10.482,2.941,0.065,8.13,6.46,1.322,6.94,14.195,14.194,19.357,9.032,1.392,0.272,12.25,52.551,89.19,15.912
+2026-05-21 10:00:36,grey_heron_observed.csv,0.1704495058646420547859753511,1.104,2.853,1.592,2.922,0.065,7.23,14.326,0.007,7.09,13.876,0.292,0.53,0.014,4.35,10.75,10.87,9.812,2.260,1.756,2.764,2.008,1.769,2.248,0.058,8.95,5.04,6.461,6.79,23.118,34.160,64.999,3.322,1.37,0.284,12.279,53.865,92.419,15.311
+2026-05-21 10:00:37,grey_heron_observed.csv,1.400681433339842536810933906,0.774,0.842,0.227,1.337,0.768,6.59,8.161,0.02,7.45,17.748,0.068,0.181,0.014,4.73,11.14,10.06,11.151,8.346,12.501,4.19,9.320,10.314,8.326,0.219,8.61,6.14,4.994,7.48,12.059,24.444,36.429,12.46,1.522,0.16,12.007,108.586,210.105,7.067
+2026-05-21 10:00:37,grey_heron_observed.csv,0.1859290226506236432763215444,0.984,0.705,3.277,5.572,0.811,6.47,8.002,0.042,6.84,23.697,0.271,0.725,0.013,4.67,8.5,11.38,2.582,13.319,12.633,14.005,3.106,0.46,5.752,0.185,8.61,7.06,3.454,7.53,10.293,9.428,12.063,6.792,1.247,0.224,12.044,51.665,90.565,12.765
+2026-05-21 10:00:37,grey_heron_observed.csv,0.4754732769156598637077219436,1.164,1.796,2.779,0.414,0.574,6.9,4.392,0.109,7.1,10.041,0.234,0.073,0.018,2.79,8.77,10.64,7.967,8.791,0.574,17.008,12.226,10.666,13.787,0.098,7.26,6.82,3.494,7.08,10.224,14.486,16.109,12.862,1.293,0.094,12.143,94.242,176.891,11.592
+2026-05-21 10:00:38,grey_heron_observed.csv,0.3867984540232354301659076441,1.096,0.36,4.05,2.541,0.851,6.7,5.034,0.152,7.61,15.788,0.123,0.115,0.023,3.4,10.45,11.46,4.596,5.090,3.631,6.549,9.879,11.591,8.167,0.215,6.77,5.66,1.362,7.06,21.469,9.728,17.537,1.92,1.147,0.23,12.07,79.762,149.528,9.995
+2026-05-21 10:00:38,grey_heron_observed.csv,0.2309769782780763958621148544,1.052,2.862,0.993,4.175,0.66,7.68,15.806,0.081,6.56,16.258,0.152,0.731,0.01,4.15,10.32,10.83,3.932,5.417,8.994,1.84,7.246,6.445,8.048,0.047,6.85,5.57,1.189,6.78,14.298,3.694,2.786,4.602,1.135,0.306,12.085,109.676,208.619,10.734
+2026-05-21 10:00:38,grey_heron_observed.csv,0.5199829469554783947898155135,0.674,2.681,4.415,3.384,0.32,6.46,10.622,0.05,7.33,22.298,0.263,0.266,0.02,3.06,8.84,10.82,3.377,9.987,11.297,8.677,3.980,4.278,3.682,0.21,7.41,5.62,1.192,7.1,7.036,12.848,8.184,17.511,1.772,0.159,12.19,81.204,147.077,15.33
+2026-05-21 10:00:39,grey_heron_observed.csv,0.3134258365547068669994772865,0.851,0.32,1.642,0.523,0.001,6.96,6.267,0.101,6.74,13.703,0.365,0.071,0.009,4.41,10.39,10.95,4.246,11.010,8.439,13.58,10.526,8.484,12.569,0.243,7.3,5.96,2.647,7.51,10.783,9.994,2.655,17.334,1.67,0.324,12.038,124.334,235.278,13.391
+2026-05-21 10:00:39,grey_heron_observed.csv,0.6139198034178335112764806843,0.921,0.322,5.161,7.018,0.812,7.69,12.251,0.057,7.16,26.213,0.075,0.291,0.027,4.97,10.35,11.37,10.371,12.170,14.537,9.802,9.225,12.615,5.835,0.198,8.55,5.49,6.761,6.66,15.206,10.364,13.425,7.302,1.221,0.029,12.224,102.894,190.196,15.593
+2026-05-21 10:00:39,grey_heron_observed.csv,0.1936536249156796097936349097,0.971,3.652,3.992,4.928,0.439,7.26,14.907,0.137,7.11,6.194,0.362,0.381,0.016,5.09,10.11,9.28,9.744,9.776,11.706,7.846,8.816,4.003,13.629,0.061,8.95,5.22,5.185,7.38,14.047,27.256,49.557,4.954,1.713,0.018,12.151,84.890,163.624,6.156
+2026-05-21 10:00:40,grey_heron_observed.csv,0.5604029680738069037813967396,0.965,1.062,1.151,0.576,0.201,6.5,11.766,0.034,7.05,24.048,0.372,0.537,0.01,5.36,9.15,10.94,3.026,7.770,11.089,4.452,6.702,5.58,7.823,0.065,8.58,7.38,2.237,6.93,18.365,25.990,48.002,3.977,1.57,0.199,12.175,124.114,238.209,10.018
+2026-05-21 10:00:40,grey_heron_observed.csv,1.265458856044113076795914545,0.742,3.733,4.916,7.569,0.858,7.56,10.214,0.208,6.66,6.475,0.329,0.075,0.022,4.09,10.75,11.13,3.683,10.162,16.368,3.956,7.644,11.32,3.969,0.235,6.98,5.0,3.812,7.24,6.134,22.293,28.59,15.996,1.613,0.072,12.006,60.292,105.602,14.981
+2026-05-21 10:00:40,grey_heron_observed.csv,0.5955343412548639932935527772,1.161,1.391,4.668,0.768,0.251,7.21,6.583,0.144,7.18,18.308,0.474,0.683,0.024,4.02,10.55,10.05,11.329,1.007,1.074,0.940,9.842,8.571,11.114,0.16,7.31,7.07,5.7,6.76,10.746,26.254,38.376,14.131,1.668,0.297,12.224,99.225,185.905,12.545
+2026-05-21 10:00:40,grey_heron_observed.csv,0.4871256622799087166402822098,1.142,0.971,3.004,2.467,0.65,6.77,9.914,0.217,6.57,16.232,0.071,0.066,0.037,5.34,10.36,10.68,2.149,12.838,6.723,18.954,9.230,13.941,4.52,0.161,6.72,7.44,3.247,6.94,15.007,27.026,48.432,5.621,1.732,0.235,12.007,90.054,166.011,14.097
+2026-05-21 10:00:41,grey_heron_observed.csv,0.3842834400314492890965868512,1.157,3.084,0.568,2.118,0.857,7.1,8.305,0.178,6.79,14.165,0.054,0.35,0.026,4.27,9.64,9.95,10.475,4.461,4.623,4.299,7.672,7.331,8.014,0.113,7.67,6.35,7.887,7.27,16.217,17.574,19.376,15.773,0.834,0.315,12.071,47.652,90.628,4.676
+2026-05-21 10:00:41,grey_heron_observed.csv,1.069052694358468360261913964,0.769,2.221,5.471,4.936,0.402,6.7,8.523,0.214,7.48,10.952,0.162,0.51,0.012,3.35,8.94,11.38,9.119,16.808,14.176,19.44,12.366,12.694,12.038,0.146,9.13,6.29,3.996,7.42,6.501,34.354,64.895,3.812,0.805,0.194,12.119,58.574,104.675,12.474
+2026-05-21 10:00:41,grey_heron_observed.csv,0.3144208130998185616128005641,0.952,2.612,3.449,1.178,0.793,6.61,9.296,0.215,6.91,20.107,0.372,0.741,0.004,4.36,10.73,9.76,4.198,11.384,6.021,16.747,7.936,7.961,7.91,0.142,9.34,5.36,7.425,7.2,22.642,34.468,59.59,9.347,1.792,0.348,12.235,125.510,237.237,13.783
+2026-05-21 10:00:42,grey_heron_observed.csv,0.5738428712594734028380759488,0.87,3.034,5.976,0.441,0.181,7.27,4.354,0.062,6.88,22.68,0.332,0.444,0.024,2.92,10.88,9.42,3.015,2.507,2.502,2.512,10.846,10.118,11.573,0.177,7.12,6.76,3.689,7.55,6.046,34.164,56.173,12.154,1.577,0.121,12.006,111.079,211.983,10.175
+2026-05-21 10:00:42,grey_heron_observed.csv,0.1504324858221068670921100302,0.945,2.231,2.114,2.645,0.664,6.51,9.269,0.114,7.15,22.949,0.487,0.575,0.034,4.17,11.1,9.43,9.623,9.056,7.803,10.309,3.770,2.1,5.44,0.099,7.71,7.29,2.581,7.45,18.153,29.730,56.131,3.329,1.549,0.287,12.14,115.320,214.803,15.838
+2026-05-21 10:00:42,grey_heron_observed.csv,0.6817155118000242021851923696,0.921,2.038,0.441,3.026,0.492,6.26,10.927,0.076,7.57,13.53,0.496,0.514,0.015,2.52,8.62,10.19,5.179,1.346,1.511,1.181,5.151,3.278,7.024,0.167,6.92,5.4,4.817,7.59,7.174,15.622,20.62,10.625,1.377,0.339,12.047,118.948,228.995,8.901
+2026-05-21 10:00:43,grey_heron_observed.csv,0.3476798193014263050689893360,0.953,1.532,4.48,6.203,0.43,6.27,7.894,0.059,6.89,15.092,0.145,0.215,0.027,2.52,10.94,10.48,2.216,10.895,8.111,13.679,3.347,5.793,0.901,0.226,8.96,5.39,2.144,6.61,6.78,39.017,68.092,9.942,1.699,0.19,12.254,94.889,183.538,6.24
+2026-05-21 10:00:43,grey_heron_observed.csv,0.3689330945176531435206336437,1.082,2.724,3.866,7.757,0.654,7.23,9.256,0.047,7.23,7.17,0.192,0.191,0.006,4.23,9.8,9.27,9.835,15.148,16.315,13.981,8.780,7.436,10.125,0.163,6.76,6.56,6.162,6.96,20.539,28.532,38.366,18.699,1.461,0.263,12.046,70.767,131.505,10.029
+2026-05-21 10:00:43,grey_heron_observed.csv,1.286266866041290814630533748,1.193,3.6,4.245,6.671,0.186,6.35,11.893,0.148,7.14,7.224,0.154,0.417,0.032,3.12,9.61,11.18,2.963,18.072,16.18,19.965,5.210,9.675,0.744,0.18,8.41,5.85,4.019,7.25,8.398,23.856,44.474,3.238,0.964,0.132,12.052,49.605,84.155,15.055
+2026-05-21 10:00:44,grey_heron_observed.csv,0.2624165148663229584917697574,1.058,0.895,0.705,1.379,0.334,6.65,6.486,0.039,6.9,13.08,0.471,0.6,0.019,5.24,9.3,9.79,4.904,12.584,7.97,17.198,3.980,4.409,3.551,0.079,8.19,5.66,3.581,7.5,17.284,41.074,71.672,10.475,1.13,0.131,12.012,118.517,231.395,5.639
+2026-05-21 10:00:44,grey_heron_observed.csv,0.2929300414740507084433393342,1.15,1.379,3.372,4.994,0.319,6.89,12.469,0.12,6.78,20.964,0.212,0.622,0.045,3.32,11.29,11.06,2.138,9.297,9.572,9.022,6.252,10.273,2.23,0.216,9.26,5.92,2.677,6.93,23.026,37.570,72.355,2.784,1.711,0.084,12.014,102.674,193.334,12.015
+2026-05-21 10:00:44,grey_heron_observed.csv,0.7699566679574385119868484368,0.972,1.971,5.749,6.262,0.895,7.66,6.99,0.164,7.29,20.057,0.37,0.192,0.002,3.22,8.99,10.28,5.405,13.602,13.804,13.399,6.225,6.238,6.212,0.062,7.26,5.57,5.303,7.07,20.901,26.193,43.448,8.938,0.808,0.026,12.153,120.917,230.374,11.46
+2026-05-21 10:00:45,grey_heron_observed.csv,0.3055850518119940223467061396,1.099,3.233,0.79,7.505,0.001,7.43,9.961,0.175,7.36,27.3,0.114,0.383,0.024,4.17,10.1,11.05,10.462,9.230,14.763,3.697,9.614,11.78,7.449,0.19,9.04,6.15,4.03,7.45,7.933,13.182,20.999,5.364,1.174,0.073,12.042,124.730,235.307,14.152
+2026-05-21 10:00:45,grey_heron_observed.csv,0.9277017212623378233992041630,0.937,2.691,3.304,3.987,0.304,6.26,12.936,0.105,7.47,24.674,0.143,0.026,0.027,4.24,10.22,9.8,10.719,18.286,17.579,18.993,13.831,13.692,13.970,0.201,8.07,5.42,1.156,7.02,22.209,36.065,57.606,14.524,1.0,0.33,12.215,57.570,107.568,7.573
+2026-05-21 10:00:45,grey_heron_observed.csv,0.8495410101891395698294544925,0.909,3.433,1.654,4.294,0.171,7.69,11.271,0.086,7.12,27.072,0.342,0.633,0.021,4.96,11.38,9.69,4.379,6.868,7.679,6.056,7.206,6.871,7.542,0.124,7.72,7.13,4.235,7.47,21.826,37.824,71.834,3.813,0.944,0.172,12.027,82.416,158.64,6.191
+2026-05-21 10:00:45,grey_heron_observed.csv,0.3144217741340214578605988202,0.805,1.221,3.254,1.415,0.785,6.67,3.192,0.131,6.98,20.781,0.347,0.563,0.006,2.53,10.32,10.88,4.061,9.297,12.683,5.911,6.760,5.922,7.599,0.238,7.96,5.33,4.784,6.62,6.672,17.784,26.497,9.072,1.514,0.225,12.064,109.528,204.657,14.398
+2026-05-21 10:00:46,grey_heron_observed.csv,0.2273303936877557858218347048,0.851,1.805,1.674,1.719,0.112,7.0,8.184,0.065,7.46,26.14,0.296,0.108,0.042,3.5,8.53,11.22,4.658,8.758,15.168,2.349,7.057,7.909,6.205,0.226,8.24,6.35,1.021,6.64,9.661,3.506,2.455,4.558,1.412,0.335,12.051,113.390,211.252,15.527
+2026-05-21 10:00:46,grey_heron_observed.csv,0.2489370474338780122729938283,0.919,0.73,5.028,3.853,0.196,7.07,9.525,0.219,7.46,18.669,0.435,0.259,0.006,4.53,9.4,11.0,11.5,8.729,10.126,7.332,6.897,1.07,12.724,0.164,9.11,5.1,4.56,6.98,15.816,13.990,17.319,10.66,1.531,0.125,12.118,106.848,202.254,11.443
+2026-05-21 10:00:46,grey_heron_observed.csv,0.4034014499758613905999373713,1.145,2.917,0.174,5.049,0.697,7.46,13.097,0.168,7.63,9.95,0.09,0.286,0.002,2.91,9.39,11.03,8.982,5.148,8.048,2.248,8.935,9.758,8.112,0.064,9.49,5.17,1.426,7.14,21.408,9.870,7.688,12.053,0.814,0.276,12.156,111.341,209.536,13.146
+2026-05-21 10:00:47,grey_heron_observed.csv,0.2367671559343760213110667265,1.154,0.681,4.639,3.081,0.66,6.25,13.159,0.051,7.32,9.065,0.438,0.729,0.037,2.93,9.71,10.23,9.822,8.496,8.426,8.565,7.702,11.228,4.177,0.107,7.25,6.56,4.175,6.89,23.546,9.206,13.364,5.048,1.549,0.142,12.099,105.378,198.174,12.582
+2026-05-21 10:00:47,grey_heron_observed.csv,0.4501275557634259620858141211,1.05,3.748,5.795,7.734,0.946,7.6,9.187,0.022,6.56,14.245,0.11,0.07,0.013,2.69,8.79,11.31,11.233,5.874,4.948,6.799,11.208,13.205,9.211,0.242,9.1,5.39,1.794,7.36,22.643,43.012,79.559,6.464,1.402,0.221,12.008,87.296,160.998,13.594
+2026-05-21 10:00:47,grey_heron_observed.csv,0.7064299005632403234109133644,1.246,3.315,3.426,2.221,0.598,6.82,15.049,0.048,7.3,16.347,0.415,0.363,0.015,4.57,9.73,9.69,7.525,11.148,12.392,9.904,11.282,8.682,13.881,0.23,7.38,7.17,1.72,7.54,20.916,4.503,5.254,3.752,0.987,0.212,12.072,93.850,177.093,10.608
+2026-05-21 10:00:48,grey_heron_observed.csv,0.7064890959855291831910223655,0.939,3.495,2.349,6.247,0.425,7.09,10.064,0.111,7.48,24.362,0.408,0.149,0.042,5.29,9.37,9.62,5.161,5.880,9.662,2.098,12.096,13.357,10.835,0.05,9.39,5.75,4.227,7.08,16.68,7.749,6.637,8.861,1.015,0.122,12.281,88.134,169.483,6.785
+2026-05-21 10:00:48,grey_heron_observed.csv,0.4175269243613336902203209390,0.917,0.828,1.0,1.277,0.851,6.31,12.906,0.163,7.51,27.153,0.266,0.461,0.044,4.78,9.83,10.09,9.036,13.554,8.541,18.567,8.412,4.228,12.596,0.101,9.45,5.82,3.985,7.03,22.235,37.331,72.52,2.142,0.857,0.129,12.144,93.717,174.344,13.09
+2026-05-21 10:00:48,grey_heron_observed.csv,0.6264103888734337975244873795,1.123,1.988,1.669,4.341,0.125,7.02,6.745,0.064,6.57,13.93,0.33,0.388,0.036,3.6,10.65,9.8,9.088,9.752,15.896,3.608,9.700,12.895,6.505,0.161,8.01,5.15,1.568,7.04,7.304,29.410,49.246,9.575,0.996,0.174,12.191,110.624,206.504,14.744
+2026-05-21 10:00:49,grey_heron_observed.csv,0.5911565814269156558577826996,0.733,1.604,3.961,2.865,0.099,7.15,12.182,0.167,6.56,18.29,0.519,0.131,0.021,4.37,11.28,9.53,2.957,10.846,2.263,19.428,6.148,9.273,3.023,0.034,8.29,5.47,3.554,7.28,18.337,21.520,33.26,9.781,0.82,0.124,12.057,125.868,239.603,12.134
+2026-05-21 10:00:49,grey_heron_observed.csv,0.7351921531924699150810190747,1.081,1.503,2.395,2.716,0.167,7.24,3.557,0.091,6.83,27.427,0.209,0.339,0.005,5.45,8.68,9.97,3.732,13.110,16.578,9.642,6.108,7.116,5.101,0.115,7.54,6.61,2.232,6.62,8.749,9.544,2.437,16.651,1.178,0.335,12.223,53.938,93.133,14.743
+2026-05-21 10:00:49,grey_heron_observed.csv,0.6110796340239166448987342797,1.136,1.337,3.795,0.821,0.637,6.88,3.893,0.141,6.79,25.402,0.222,0.365,0.021,3.65,9.31,9.34,2.137,17.126,18.058,16.193,8.237,7.534,8.940,0.149,6.78,6.18,1.381,7.5,11.693,29.660,51.829,7.491,1.099,0.062,12.062,48.003,84.65,11.356
+2026-05-21 10:00:50,grey_heron_observed.csv,0.6586547067517313856553311055,0.945,3.224,2.215,6.953,0.826,7.27,10.018,0.217,6.81,12.619,0.432,0.646,0.003,4.54,9.95,10.75,6.321,13.122,16.761,9.483,6.862,11.819,1.906,0.188,7.57,6.57,5.331,6.83,11.11,22.201,30.289,14.113,0.896,0.285,12.056,124.986,236.482,13.489
+2026-05-21 10:00:50,grey_heron_observed.csv,1.024729768766813634189079326,1.062,3.978,1.818,6.973,0.131,6.78,9.608,0.22,7.27,7.424,0.335,0.411,0.013,5.12,8.5,10.59,2.47,10.680,14.515,6.845,13.063,13.86,12.266,0.172,6.59,6.4,5.239,7.54,6.377,14.238,17.714,10.763,0.843,0.02,12.22,89.448,167.228,11.669
+2026-05-21 10:00:50,grey_heron_observed.csv,1.362354423062864546894209146,1.018,3.556,5.905,6.4,0.33,6.56,9.734,0.002,7.55,13.555,0.188,0.653,0.021,4.72,10.32,9.28,4.244,11.264,12.594,9.934,9.851,8.287,11.415,0.157,6.68,6.2,3.746,6.96,13.572,9.238,10.195,8.282,1.084,0.225,12.104,87.084,163.855,10.312
+2026-05-21 10:00:50,grey_heron_observed.csv,0.5311911836839965241749844316,1.218,3.767,1.195,3.647,0.021,6.29,12.121,0.081,6.79,12.847,0.218,0.223,0.027,5.18,9.27,10.42,11.362,8.520,15.336,1.704,12.868,13.422,12.314,0.111,7.54,6.6,5.702,7.09,13.73,8.754,6.032,11.477,1.358,0.274,12.069,51.810,90.755,12.865
+2026-05-21 10:00:51,grey_heron_observed.csv,0.5443600529052253674409044077,1.156,1.555,5.158,5.288,0.018,6.26,14.012,0.165,7.51,12.296,0.45,0.403,0.016,3.43,10.11,9.49,2.441,6.251,9.247,3.255,10.619,8.134,13.104,0.205,9.3,6.75,2.212,6.74,12.869,2.468,3.687,1.249,1.116,0.321,12.17,106.683,207.592,5.774
+2026-05-21 10:00:51,grey_heron_observed.csv,1.894097804346451863422303291,1.226,0.586,4.465,5.018,0.264,7.14,13.232,0.057,6.6,6.297,0.123,0.464,0.034,3.02,9.21,10.33,3.537,18.634,17.985,19.282,7.830,6.411,9.248,0.141,7.17,5.83,7.98,6.77,6.394,38.474,74.95,1.999,0.875,0.282,12.209,114.944,223.111,6.777
+2026-05-21 10:00:51,grey_heron_observed.csv,0.2977970308549976688909159481,1.171,2.117,2.869,5.012,0.78,6.38,5.027,0.174,6.51,26.308,0.369,0.183,0.047,4.26,11.04,11.43,5.045,7.781,8.761,6.801,11.552,13.188,9.916,0.189,7.53,5.25,2.41,7.57,9.928,43.944,79.017,8.871,0.984,0.35,12.127,122.668,235.987,9.348
+2026-05-21 10:00:52,grey_heron_observed.csv,1.090395215973325816357535765,0.832,1.18,0.1,4.028,0.189,7.06,8.084,0.067,7.13,15.661,0.267,0.626,0.028,4.76,9.87,10.68,4.461,11.370,11.057,11.682,5.391,1.98,8.802,0.097,8.98,7.32,7.042,7.45,9.202,14.106,25.253,2.96,1.278,0.305,12.122,87.800,165.021,10.578
+2026-05-21 10:00:52,grey_heron_observed.csv,0.5363871501952902047951696461,1.177,1.082,1.211,2.635,0.191,7.65,15.503,0.053,6.66,15.167,0.333,0.222,0.006,2.62,10.26,11.3,8.49,6.142,6.324,5.961,4.002,0.608,7.396,0.089,6.91,5.33,7.227,7.41,13.061,12.312,15.93,8.694,1.691,0.261,12.105,75.664,137.492,13.836
+2026-05-21 10:00:52,grey_heron_observed.csv,0.5402813728165872703895468086,0.868,0.818,1.805,3.245,0.656,7.02,13.381,0.061,6.81,21.749,0.367,0.096,0.041,4.47,11.14,10.13,8.435,6.350,8.536,4.165,6.211,7.85,4.572,0.221,9.13,6.64,1.439,6.88,7.711,17.814,34.499,1.128,0.885,0.349,12.173,58.680,109.871,7.49
+2026-05-21 10:00:53,grey_heron_observed.csv,0.2471451401417496852913776072,0.769,1.644,1.914,0.478,0.892,7.68,14.108,0.026,7.32,15.717,0.066,0.566,0.018,2.99,10.13,11.08,11.25,2.817,4.103,1.531,9.123,11.061,7.185,0.145,8.59,5.76,1.646,6.69,8.029,9.468,17.311,1.625,1.084,0.113,12.207,90.722,167.628,13.817
+2026-05-21 10:00:53,grey_heron_observed.csv,0.1673352863622470305769132997,0.959,1.03,5.031,2.389,0.68,7.15,6.225,0.039,7.42,24.558,0.523,0.37,0.019,4.79,10.68,9.52,8.787,7.172,10.414,3.929,11.224,10.483,11.966,0.148,6.89,5.53,0.914,6.89,20.648,40.954,71.217,10.692,1.72,0.11,12.217,83.528,161.644,5.411
+2026-05-21 10:00:53,grey_heron_observed.csv,1.226870882469885621799221127,1.021,2.811,2.482,3.831,0.057,7.73,4.164,0.092,6.92,9.235,0.146,0.465,0.02,4.12,10.92,10.25,11.305,13.480,13.493,13.467,6.983,12.272,1.694,0.105,7.83,5.55,6.361,6.95,10.191,9.070,15.286,2.853,0.885,0.292,12.12,63.592,111.349,15.836
+2026-05-21 10:00:54,grey_heron_observed.csv,0.5185016881411920151490987548,0.98,3.067,3.846,1.75,0.861,7.6,8.632,0.051,7.53,22.751,0.318,0.446,0.039,5.38,10.16,9.3,11.519,9.550,3.319,15.78,5.891,3.392,8.39,0.221,8.46,5.38,2.451,6.99,15.921,15.343,28.063,2.623,0.83,0.26,12.285,63.168,110.543,15.794
+2026-05-21 10:00:54,grey_heron_observed.csv,1.050736098544972143482502476,0.905,1.488,1.523,0.023,0.439,7.47,7.949,0.201,7.35,12.019,0.424,0.741,0.037,4.32,8.55,10.67,11.706,10.244,7.1,13.387,7.652,2.823,12.481,0.117,8.13,6.73,2.79,7.57,11.855,15.134,14.404,15.864,0.98,0.187,12.15,57.347,104.427,10.267
+2026-05-21 10:00:54,grey_heron_observed.csv,0.8872785134440563874322516145,1.17,1.839,0.612,3.651,0.345,7.45,11.257,0.191,7.48,7.581,0.311,0.588,0.001,3.81,9.74,9.96,8.697,11.904,4.99,18.817,2.106,2.076,2.135,0.118,8.48,6.83,2.759,7.32,8.947,39.860,64.685,15.034,1.648,0.227,12.288,116.552,227.081,6.024
+2026-05-21 10:00:55,grey_heron_observed.csv,1.187861269070445974106837793,0.789,2.473,4.333,6.827,0.331,6.44,14.285,0.162,6.65,22.674,0.07,0.256,0.004,5.41,9.11,9.35,9.303,15.032,15.526,14.537,5.554,7.027,4.08,0.066,8.8,5.29,5.21,7.32,20.24,41.234,69.427,13.04,0.914,0.11,12.294,68.148,131.929,4.366
+2026-05-21 10:00:55,grey_heron_observed.csv,0.8024904196860608527483515457,1.218,0.356,3.507,6.785,0.09,6.44,10.293,0.063,7.08,7.391,0.256,0.696,0.019,3.67,9.4,11.13,8.053,16.465,16.359,16.571,6.734,8.641,4.828,0.204,7.4,7.46,6.27,6.7,22.077,33.298,57.982,8.614,1.3,0.152,12.235,89.242,171.292,7.192
+2026-05-21 10:00:55,grey_heron_observed.csv,0.4637769968298010378040119168,0.964,3.413,2.341,6.218,0.798,6.38,9.311,0.083,7.17,19.192,0.482,0.664,0.04,3.35,11.34,10.4,8.994,4.832,7.991,1.673,1.725,3.091,0.359,0.021,7.37,5.91,1.737,7.27,8.915,29.738,49.452,10.024,1.282,0.104,12.001,66.638,127.629,5.646
+2026-05-21 10:00:55,grey_heron_observed.csv,1.712351003912492908398021891,1.241,1.961,3.486,0.899,0.225,7.74,12.518,0.086,7.06,16.943,0.334,0.149,0.048,3.99,9.26,9.64,4.433,8.132,14.482,1.783,6.913,0.427,13.399,0.055,7.24,5.08,4.471,6.95,9.141,12.036,17.19,6.883,0.933,0.184,12.057,99.932,195.795,4.07
+2026-05-21 10:00:56,grey_heron_observed.csv,0.4259800592309298211825773177,0.856,0.718,5.455,6.244,0.319,7.07,15.679,0.109,7.57,17.297,0.218,0.72,0.049,3.66,10.29,10.61,6.805,0.860,0.972,0.748,0.462,0.407,0.516,0.08,6.88,7.23,5.311,6.7,18.875,38.048,64.753,11.344,1.453,0.297,12.159,98.640,189.089,8.191
+2026-05-21 10:00:56,grey_heron_observed.csv,1.710673460887900419319501189,1.155,2.383,0.431,3.3,0.761,6.66,5.078,0.063,7.03,16.538,0.1,0.668,0.046,2.84,10.2,10.41,10.009,8.432,1.889,14.974,2.822,0.867,4.777,0.04,9.21,7.07,7.326,6.97,10.303,34.614,63.08,6.147,1.51,0.263,12.06,67.758,123.982,11.535
+2026-05-21 10:00:56,grey_heron_observed.csv,1.415957139246364683954344095,1.009,0.698,5.079,0.279,0.126,7.55,8.831,0.147,7.31,18.195,0.237,0.507,0.04,5.38,11.35,10.23,5.501,14.942,18.534,11.35,9.283,5.624,12.942,0.116,8.91,6.54,5.846,6.89,12.205,4.482,4.878,4.085,0.933,0.236,12.292,58.508,104.932,12.085
+2026-05-21 10:00:57,grey_heron_observed.csv,0.6232186150340100132291700555,0.723,3.386,2.208,6.79,0.549,7.22,9.064,0.217,6.84,7.5,0.53,0.373,0.002,5.42,10.99,11.42,4.798,16.546,14.788,18.305,6.882,12.979,0.784,0.137,8.5,7.26,6.674,7.22,18.987,27.634,38.488,16.78,1.131,0.229,12.049,62.756,116.626,8.886
+2026-05-21 10:00:57,grey_heron_observed.csv,1.059838691136591729300063030,0.773,1.735,3.049,4.1,0.94,6.64,9.138,0.009,7.64,24.097,0.103,0.422,0.011,4.21,10.21,11.32,3.08,8.598,10.745,6.45,6.506,12.354,0.658,0.032,8.52,6.31,7.818,6.91,17.001,14.082,20.864,7.301,1.658,0.171,12.098,71.606,137.383,5.829
+2026-05-21 10:00:57,grey_heron_observed.csv,1.463630998326460467674993036,0.865,1.189,5.939,3.976,0.315,7.71,7.403,0.089,7.38,12.766,0.525,0.69,0.025,4.62,10.93,10.65,10.866,7.520,4.913,10.127,6.410,12.315,0.504,0.008,9.16,6.87,2.659,6.82,6.421,38.160,57.419,18.902,1.595,0.005,12.076,85.071,163.598,6.544
+2026-05-21 10:00:58,grey_heron_observed.csv,0.8893730526460366248071588376,1.217,3.855,5.638,1.997,0.81,6.55,12.155,0.122,7.41,7.173,0.091,0.049,0.033,4.58,8.91,10.79,10.836,12.432,19.967,4.898,8.074,11.908,4.241,0.048,7.82,6.73,5.128,7.24,11.469,3.402,2.967,3.837,1.075,0.027,12.086,73.522,134.285,12.759
+2026-05-21 10:00:58,grey_heron_observed.csv,0.3314212745446257540007236073,1.044,0.402,1.429,4.913,0.638,6.8,8.766,0.094,6.64,9.681,0.296,0.631,0.028,2.6,10.65,10.01,8.616,19.243,18.486,20.000,8.266,3.679,12.852,0.087,8.64,7.11,1.242,6.86,13.455,17.970,24.695,11.245,1.061,0.27,12.09,118.969,231.614,6.324
+2026-05-21 10:00:58,grey_heron_observed.csv,0.1561578512797408844495288582,0.691,2.882,3.402,1.096,0.949,6.95,13.454,0.024,6.77,9.657,0.433,0.414,0.028,3.14,9.05,10.41,11.047,10.700,5.088,16.311,3.580,1.839,5.322,0.206,8.34,6.09,4.402,7.45,10.729,31.983,48.557,15.409,1.294,0.33,12.11,75.816,137.863,13.77
+2026-05-21 10:00:59,grey_heron_observed.csv,0.7547968562905494800994337531,1.249,3.266,3.886,0.93,0.853,6.58,14.79,0.052,6.65,16.767,0.228,0.745,0.048,3.37,8.78,9.32,11.048,4.223,2.1,6.346,5.060,1.004,9.116,0.039,7.04,7.5,5.101,6.97,12.26,34.125,59.118,9.132,1.597,0.031,12.202,113.672,218.214,9.131
+2026-05-21 10:00:59,grey_heron_observed.csv,0.3768854785444898661471316812,1.12,3.745,3.596,0.493,0.347,7.41,4.697,0.106,6.78,10.612,0.076,0.492,0.032,2.85,10.34,11.03,9.894,12.611,9.948,15.274,6.842,9.978,3.705,0.2,8.84,5.62,2.376,7.44,11.241,18.145,34.866,1.424,1.645,0.143,12.079,51.734,90.314,13.155
+2026-05-21 10:00:59,grey_heron_observed.csv,2.082456457709894086735711898,0.967,0.63,1.272,4.6,0.673,7.3,5.787,0.173,7.63,13.207,0.158,0.311,0.039,5.23,11.42,9.71,3.604,9.436,16.379,2.493,11.290,13.023,9.558,0.161,9.16,6.66,1.922,7.31,7.455,32.217,52.105,12.329,1.792,0.312,12.24,92.044,173.617,10.471
+2026-05-21 10:01:00,grey_heron_observed.csv,0.4943541453291255507946885910,0.81,2.856,5.642,0.53,0.347,6.32,5.186,0.041,7.6,24.381,0.073,0.715,0.008,4.07,11.26,10.05,9.964,11.224,11.372,11.077,6.238,0.726,11.751,0.181,8.56,6.41,1.623,6.92,13.284,17.830,20.767,14.893,1.714,0.013,12.165,120.760,235.248,6.273
+2026-05-21 10:01:00,grey_heron_observed.csv,0.7784608292650391586000631440,0.73,2.359,0.141,4.665,0.13,6.75,12.775,0.064,6.76,23.921,0.461,0.32,0.022,5.23,10.95,9.33,9.544,19.388,20.000,18.777,9.518,6.294,12.742,0.18,8.52,6.22,3.375,7.27,22.43,18.106,34.798,1.413,1.439,0.327,12.273,98.869,183.872,13.866
+2026-05-21 10:01:00,grey_heron_observed.csv,0.2212931432348020235441727322,0.811,3.996,2.39,0.489,0.868,6.95,14.61,0.042,6.93,19.085,0.123,0.299,0.04,4.57,10.84,9.39,10.305,5.255,6.228,4.282,6.058,7.26,4.856,0.205,7.95,6.92,1.565,7.01,13.163,27.590,44.561,10.62,1.307,0.174,12.143,73.934,135.661,12.207
+2026-05-21 10:01:00,grey_heron_observed.csv,0.7239912044785729737323091211,1.183,0.454,1.854,7.582,0.755,6.61,4.288,0.002,7.53,26.081,0.285,0.025,0.042,5.25,9.28,10.93,6.898,7.146,7.676,6.616,7.063,11.335,2.791,0.216,8.78,5.56,0.946,6.84,17.585,48.259,79.309,17.209,1.676,0.18,12.102,118.009,220.082,15.936
+2026-05-21 10:01:01,grey_heron_observed.csv,0.6394832494198819872761599766,1.236,0.362,4.418,0.945,0.116,6.36,8.398,0.159,6.64,18.387,0.179,0.218,0.041,3.66,10.18,10.16,11.589,6.057,3.278,8.836,2.863,3.114,2.612,0.168,7.45,5.05,1.02,6.93,16.441,19.130,25.365,12.894,1.373,0.134,12.269,103.086,196.044,10.128
+2026-05-21 10:01:01,grey_heron_observed.csv,0.7370746125246745457551402935,1.119,1.799,4.515,6.293,0.805,7.32,14.628,0.007,6.8,13.039,0.299,0.472,0.004,5.14,11.13,9.87,9.404,12.630,18.845,6.416,4.496,2.888,6.104,0.25,8.94,6.74,5.669,7.21,19.563,26.806,39.974,13.639,1.799,0.175,12.194,54.933,100.162,9.704
+2026-05-21 10:01:01,grey_heron_observed.csv,0.3823908584700466111891599304,1.196,1.743,1.899,7.644,0.349,7.7,6.185,0.026,7.04,16.63,0.427,0.036,0.039,3.36,11.37,10.73,10.208,17.480,17.954,17.006,11.432,10.304,12.56,0.18,8.78,7.43,1.498,7.41,9.42,46.336,75.468,17.203,1.581,0.245,12.238,126.046,237.533,14.558
+2026-05-21 10:01:02,grey_heron_observed.csv,0.2637440754445247020728174319,0.677,1.486,3.337,5.522,0.257,7.23,15.969,0.097,7.39,8.305,0.431,0.155,0.041,4.33,8.51,11.45,8.976,9.524,8.477,10.572,8.489,7.384,9.594,0.224,7.32,6.39,5.811,7.42,19.188,44.928,78.228,11.628,0.844,0.338,12.209,84.153,160.709,7.597
+2026-05-21 10:01:02,grey_heron_observed.csv,0.4823794773481674646815322154,0.877,0.268,0.875,5.446,0.617,6.93,6.305,0.157,7.49,23.581,0.438,0.258,0.017,3.56,9.65,10.26,9.776,17.969,18.326,17.612,8.094,3.3,12.887,0.144,8.46,5.32,6.221,6.99,8.669,44.262,71.489,17.034,1.42,0.19,12.061,89.976,174.75,5.203
+2026-05-21 10:01:02,grey_heron_observed.csv,0.2367634409209585018546483286,0.948,1.948,0.376,0.984,0.016,7.35,10.45,0.041,7.34,6.274,0.406,0.095,0.037,4.67,10.66,10.38,7.408,17.244,19.342,15.147,5.840,1.448,10.231,0.228,7.52,6.63,3.293,7.15,11.537,42.344,73.581,11.108,1.352,0.005,12.248,121.317,236.242,6.392
+2026-05-21 10:01:03,grey_heron_observed.csv,0.3393523051188230642284883356,1.016,1.303,3.349,0.502,0.469,7.7,3.919,0.153,7.25,17.448,0.376,0.274,0.027,5.1,9.43,9.52,11.964,9.638,14.266,5.011,6.558,10.444,2.673,0.212,9.31,6.35,1.424,7.19,17.497,19.619,23.954,15.284,1.157,0.112,12.168,111.290,217.278,5.301
+2026-05-21 10:01:03,grey_heron_observed.csv,0.5831825867730186550809440497,0.871,3.847,1.599,6.143,0.071,7.69,13.136,0.188,6.63,12.223,0.308,0.342,0.047,4.42,11.45,10.85,5.422,6.054,7.367,4.74,7.132,11.535,2.73,0.021,8.72,7.37,2.684,7.29,15.014,39.886,61.797,17.974,1.767,0.087,12.201,47.988,91.803,4.173
+2026-05-21 10:01:03,grey_heron_observed.csv,0.6571152919360690097440677452,0.748,3.817,5.266,3.067,0.574,7.25,3.273,0.1,6.7,9.261,0.055,0.022,0.006,3.93,9.83,10.21,6.398,12.650,11.625,13.675,5.914,10.386,1.443,0.176,8.6,5.21,7.349,6.85,19.66,3.338,1.063,5.614,1.423,0.249,12.078,117.184,225.414,8.953
+2026-05-21 10:01:04,grey_heron_observed.csv,4.307537874778429171894636460,1.107,2.877,0.207,1.091,0.891,7.3,3.627,0.166,7.27,14.526,0.053,0.095,0.037,4.51,9.61,10.22,2.605,10.770,4.838,16.702,6.764,3.973,9.554,0.192,7.7,5.66,4.019,7.53,12.627,35.368,55.61,15.127,0.996,0.133,12.077,59.278,111.064,7.493
+2026-05-21 10:01:04,grey_heron_observed.csv,1.009190085038598364195750334,1.171,0.26,5.221,6.433,0.231,7.15,8.268,0.2,6.73,22.275,0.07,0.64,0.049,4.5,9.95,10.65,6.207,15.126,15.404,14.848,10.676,12.992,8.359,0.223,6.71,6.98,1.29,7.48,17.512,10.126,19.86,0.392,1.39,0.078,12.125,91.327,169.22,13.434
+2026-05-21 10:01:04,grey_heron_observed.csv,1.420116957994950445492481998,0.73,1.999,3.219,2.565,0.773,7.27,12.04,0.216,6.86,6.853,0.482,0.678,0.024,5.15,10.34,11.5,10.443,10.474,2.911,18.036,6.932,1.965,11.9,0.168,6.93,7.49,5.896,6.99,11.135,28.314,52.527,4.101,0.959,0.346,12.298,120.230,235.209,5.25
+2026-05-21 10:01:05,grey_heron_observed.csv,0.3149157064219076426749204099,0.921,1.362,2.26,2.286,0.587,7.69,12.55,0.001,6.74,18.024,0.062,0.386,0.023,3.96,9.37,10.15,3.402,3.466,1.443,5.489,6.048,4.445,7.651,0.023,8.5,6.96,3.892,6.67,21.834,40.874,78.921,2.828,1.417,0.027,12.117,112.958,212.046,13.87
+2026-05-21 10:01:05,grey_heron_observed.csv,0.1946304114028822082313181757,0.763,2.266,5.143,6.865,0.937,6.47,11.242,0.084,6.69,20.435,0.114,0.717,0.039,5.46,8.78,9.8,9.685,12.277,10.306,14.248,8.457,3.434,13.48,0.129,7.28,7.0,4.567,7.54,22.308,25.442,44.822,6.063,1.12,0.162,12.032,50.594,93.98,7.208
+2026-05-21 10:01:05,grey_heron_observed.csv,0.6532186032461186732752935409,1.004,0.838,2.962,4.649,0.571,6.82,6.445,0.055,6.89,16.737,0.451,0.282,0.005,2.68,10.53,10.9,7.107,3.341,3.351,3.331,3.742,5.959,1.525,0.031,7.2,5.83,6.246,7.36,19.407,37.474,58.209,16.739,1.769,0.063,12.041,68.367,127.4,9.334
+2026-05-21 10:01:05,grey_heron_observed.csv,0.4863370033975032227506680073,0.948,2.511,3.511,5.18,0.22,7.68,8.39,0.216,7.15,10.277,0.06,0.114,0.048,5.35,10.93,10.51,7.057,4.638,2.974,6.301,6.522,10.549,2.495,0.159,8.46,7.08,7.899,7.24,20.785,22.558,43.149,1.967,1.371,0.295,12.288,111.970,208.926,15.013
+2026-05-21 10:01:06,grey_heron_observed.csv,0.3426329621965011622937599855,1.208,0.671,4.825,6.931,0.394,7.21,11.206,0.105,6.84,17.5,0.117,0.555,0.002,2.69,9.97,9.46,3.154,1.870,2.097,1.642,8.536,12.94,4.133,0.0,9.22,7.02,6.954,6.9,15.714,23.198,38.168,8.229,1.709,0.001,12.014,110.962,217.091,4.832
+2026-05-21 10:01:06,grey_heron_observed.csv,0.2249607834789625012327517500,0.728,3.51,2.891,4.233,0.451,6.83,5.21,0.159,7.24,17.145,0.307,0.69,0.05,3.06,9.51,9.88,10.618,4.761,6.022,3.5,3.756,6.67,0.842,0.218,8.96,5.6,7.275,6.77,14.105,23.634,30.016,17.251,1.412,0.013,12.145,110.132,206.465,13.8
+2026-05-21 10:01:06,grey_heron_observed.csv,1.064102360888495597429680494,0.754,2.24,5.507,7.64,0.508,6.95,12.406,0.093,7.21,10.408,0.453,0.533,0.015,3.73,9.86,9.93,9.459,9.316,17.034,1.598,8.384,7.19,9.578,0.011,7.52,6.32,4.894,7.55,23.1,14.154,20.732,7.577,1.748,0.126,12.011,60.600,109.417,11.784
+2026-05-21 10:01:07,grey_heron_observed.csv,0.3631050209400048576378936796,1.056,1.851,1.447,2.733,0.528,7.47,14.479,0.098,7.6,7.46,0.117,0.605,0.029,5.08,9.15,10.87,4.025,12.932,13.268,12.597,4.234,2.159,6.309,0.038,9.21,5.99,2.31,6.81,23.908,30.898,49.39,12.405,1.191,0.146,12.145,61.660,118.133,5.187
+2026-05-21 10:01:07,grey_heron_observed.csv,0.2670813787707617379294510546,0.912,3.818,1.966,2.078,0.555,6.45,13.242,0.11,7.51,26.201,0.312,0.23,0.022,5.23,10.57,9.77,3.472,8.502,4.633,12.37,4.566,1.322,7.809,0.087,7.07,6.01,1.392,7.05,8.466,28.884,53.32,4.449,1.488,0.229,12.045,60.222,116.154,4.29
+2026-05-21 10:01:07,grey_heron_observed.csv,0.1213197850123749283590385324,0.802,0.4,5.825,7.253,0.783,7.05,5.279,0.215,6.51,14.981,0.415,0.342,0.022,3.73,9.2,9.33,6.193,13.420,8.821,18.019,3.500,3.333,3.668,0.201,7.23,6.04,0.89,7.58,10.991,38.946,61.508,16.384,1.026,0.266,12.225,119.500,224.508,14.492
+2026-05-21 10:01:08,grey_heron_observed.csv,0.3661155062317172776469033246,1.126,0.768,0.7,1.452,0.627,7.41,7.142,0.108,7.03,12.609,0.07,0.38,0.017,3.05,10.66,11.31,10.408,14.972,10.331,19.612,9.360,8.313,10.407,0.16,6.86,5.38,4.71,7.09,22.391,40.520,70.668,10.372,1.36,0.069,12.127,59.936,109.269,10.604
+2026-05-21 10:01:08,grey_heron_observed.csv,0.2609943550131777610423982975,1.1,0.488,3.122,3.071,0.465,7.24,12.085,0.024,6.51,16.119,0.292,0.631,0.044,5.36,8.72,9.31,3.359,4.886,5.2,4.571,9.959,12.137,7.781,0.205,7.61,7.09,1.302,6.95,20.37,5.448,0.996,9.901,1.726,0.025,12.114,51.102,97.271,4.932
+2026-05-21 10:01:08,grey_heron_observed.csv,0.6198314389555275377062284283,0.887,1.374,4.1,0.141,0.906,6.48,12.531,0.214,7.25,19.542,0.064,0.035,0.04,3.85,10.8,11.41,3.054,5.159,8.237,2.081,11.186,13.753,8.62,0.145,8.97,7.09,1.401,7.26,22.868,33.258,57.588,8.928,0.878,0.005,12.243,88.861,165.896,11.826
+2026-05-21 10:01:09,grey_heron_observed.csv,0.2355761043515043504107415461,0.683,0.946,2.572,4.374,0.081,6.88,9.799,0.195,7.15,21.205,0.137,0.327,0.037,4.53,9.83,10.94,8.564,8.620,3.293,13.946,7.902,7.174,8.63,0.106,6.76,7.45,3.64,7.5,10.942,32.778,55.732,9.825,1.224,0.275,12.051,114.566,219.333,9.799
+2026-05-21 10:01:09,grey_heron_observed.csv,0.5461984765075852380568319351,1.249,0.527,4.412,5.463,0.667,7.1,8.363,0.131,6.66,26.03,0.467,0.222,0.049,4.08,10.2,9.54,11.468,13.838,18.194,9.482,9.543,6.751,12.335,0.004,6.87,6.12,4.702,7.08,7.413,29.048,41.413,16.683,1.356,0.132,12.18,78.802,152.538,5.065
+2026-05-21 10:01:09,grey_heron_observed.csv,0.9870301441093427718119541317,1.143,1.049,4.994,7.278,0.126,7.02,10.305,0.183,6.51,14.956,0.314,0.014,0.039,5.42,8.72,11.48,2.984,6.743,0.751,12.735,10.140,8.973,11.308,0.073,8.82,6.22,4.1,7.32,19.735,4.207,6.009,2.405,1.229,0.171,12.183,75.413,138.777,12.049
+2026-05-21 10:01:10,grey_heron_observed.csv,0.4646525869782921019998934972,0.926,3.378,5.916,2.414,0.406,7.21,8.31,0.0,6.67,21.159,0.488,0.279,0.02,5.49,11.1,10.15,2.889,2.866,2.534,3.199,9.065,12.001,6.129,0.199,8.29,5.23,4.513,7.01,15.115,3.861,6.443,1.279,1.34,0.204,12.12,53.684,97.896,9.473
+2026-05-21 10:01:10,grey_heron_observed.csv,0.2221294814415895420346070713,0.876,0.455,1.853,3.327,0.27,7.1,7.042,0.135,7.62,17.791,0.449,0.212,0.046,3.76,10.26,10.17,2.762,15.752,17.665,13.84,5.221,8.097,2.345,0.221,8.71,7.25,4.228,7.35,20.062,37.142,56.178,18.106,1.29,0.147,12.237,96.304,177.506,15.102
+2026-05-21 10:01:10,grey_heron_observed.csv,0.8318302686727443851711537190,0.734,2.242,1.445,3.504,0.521,6.55,10.75,0.164,7.13,22.696,0.182,0.008,0.036,4.59,10.09,9.64,6.054,10.933,16.212,5.654,7.138,11.01,3.265,0.106,7.74,7.13,1.772,7.27,9.726,10.644,2.999,18.289,1.68,0.3,12.075,69.953,126.652,13.254
+2026-05-21 10:01:11,grey_heron_observed.csv,0.2609226666624508855203179304,0.854,2.565,1.937,0.362,0.124,7.4,12.376,0.209,7.35,22.605,0.528,0.365,0.002,2.96,8.88,10.57,3.792,5.614,2.254,8.973,8.608,6.624,10.591,0.011,8.36,7.42,4.929,7.04,13.753,12.506,10.703,14.308,1.308,0.004,12.123,117.494,224.944,10.045
+2026-05-21 10:01:11,grey_heron_observed.csv,0.6432746504970598542248668733,0.927,2.197,4.499,2.655,0.371,7.06,7.821,0.098,6.74,27.151,0.236,0.078,0.036,4.06,8.86,9.66,6.841,15.074,11.609,18.539,9.828,10.474,9.183,0.031,8.63,7.32,3.761,7.37,8.56,18.699,21.922,15.476,1.46,0.252,12.181,87.308,168.131,6.484
+2026-05-21 10:01:11,grey_heron_observed.csv,0.3693223097433042062158952935,0.954,0.283,4.469,6.407,0.71,6.83,15.036,0.129,6.81,13.563,0.345,0.138,0.046,4.65,10.28,9.53,7.945,4.586,7.981,1.192,4.621,0.418,8.824,0.022,6.67,7.23,4.003,7.46,10.098,30.020,57.757,2.283,1.772,0.019,12.095,119.104,229.873,8.334
+2026-05-21 10:01:11,grey_heron_observed.csv,0.3502322657885977500193555819,1.201,2.362,0.053,0.599,0.749,7.0,9.049,0.046,7.21,16.554,0.141,0.174,0.026,4.54,8.82,10.03,9.583,16.402,16.141,16.663,5.835,4.669,7.001,0.24,8.01,5.63,5.212,6.87,18.461,15.384,13.599,17.17,1.173,0.317,12.255,120.342,235.004,5.681
+2026-05-21 10:01:12,grey_heron_observed.csv,1.165555500189611503665408977,0.991,3.902,1.659,0.337,0.369,6.46,10.866,0.082,6.98,27.822,0.324,0.243,0.04,5.48,10.15,10.06,4.633,2.664,2.851,2.477,6.480,11.932,1.028,0.002,8.58,6.11,6.942,7.55,18.214,22.570,30.142,14.997,0.855,0.079,12.278,70.756,128.701,12.81
+2026-05-21 10:01:12,grey_heron_observed.csv,0.1758957517704723130810471812,0.858,1.297,4.34,2.828,0.854,7.43,10.022,0.089,6.92,26.63,0.517,0.188,0.012,4.11,8.73,9.49,2.977,4.153,0.612,7.694,9.834,12.121,7.547,0.119,6.73,6.07,4.757,7.06,18.554,21.366,41.614,1.119,1.066,0.06,12.207,121.072,229.973,12.171
+2026-05-21 10:01:12,grey_heron_observed.csv,1.096165548934302030849609100,1.217,1.744,4.46,7.854,0.441,7.73,3.186,0.138,7.55,7.237,0.412,0.001,0.036,3.02,9.93,9.94,2.633,16.110,17.666,14.553,6.962,13.005,0.92,0.147,8.64,7.28,6.617,6.66,15.018,28.404,44.857,11.952,0.959,0.11,12.126,78.485,142.555,14.415
+2026-05-21 10:01:13,grey_heron_observed.csv,0.1627288781545118726061850275,0.696,3.035,5.751,7.115,0.256,7.18,9.205,0.143,7.48,11.226,0.062,0.425,0.014,4.7,11.22,11.11,4.866,9.627,7.895,11.359,7.229,13.592,0.866,0.078,7.23,7.04,3.047,7.16,12.191,42.129,74.48,9.778,1.743,0.222,12.286,77.636,143.076,12.195
+2026-05-21 10:01:13,grey_heron_observed.csv,0.2850706076629956511783538964,0.85,1.36,5.082,4.171,0.64,6.63,4.852,0.037,6.61,20.303,0.351,0.054,0.007,3.96,10.83,10.53,3.996,10.270,15.658,4.883,6.179,6.805,5.553,0.138,7.45,7.26,1.77,7.24,14.502,23.444,30.784,16.103,1.765,0.227,12.011,85.464,157.371,13.558
+2026-05-21 10:01:13,grey_heron_observed.csv,1.338311179063669880191457118,1.072,2.897,2.432,6.807,0.284,7.63,6.424,0.026,7.45,22.8,0.126,0.264,0.045,5.23,9.05,11.08,7.882,9.200,1.302,17.098,6.577,7.483,5.671,0.095,6.56,7.46,4.794,7.0,21.007,6.919,10.736,3.102,0.906,0.153,12.184,92.887,178.199,7.575
+2026-05-21 10:01:14,grey_heron_observed.csv,0.7250581254360660675214239791,0.843,2.63,5.541,2.097,0.164,7.28,14.541,0.173,7.34,10.571,0.448,0.733,0.038,3.29,9.6,9.74,9.531,5.234,4.765,5.704,4.949,3.341,6.557,0.238,6.94,5.09,3.492,6.74,19.67,11.318,7.96,14.675,1.123,0.258,12.029,78.630,146.545,10.716
+2026-05-21 10:01:14,grey_heron_observed.csv,0.4517074023788540054759997741,1.107,2.134,0.874,2.231,0.16,7.63,11.304,0.035,6.72,16.212,0.348,0.659,0.01,4.72,11.45,9.79,6.696,1.963,2.053,1.873,8.269,7.277,9.261,0.014,7.02,6.01,6.04,7.24,20.034,42.576,72.597,12.554,0.955,0.316,12.215,113.984,221.421,6.546
+2026-05-21 10:01:14,grey_heron_observed.csv,1.190685918562376304200805807,0.848,2.157,0.069,6.974,0.374,7.72,4.667,0.148,7.35,26.636,0.456,0.664,0.03,2.5,11.32,9.97,2.592,14.098,15.157,13.039,9.592,6.779,12.406,0.025,9.27,7.12,3.667,7.19,8.009,16.656,23.584,9.727,1.03,0.343,12.11,102.128,197.3,6.956
+2026-05-21 10:01:15,grey_heron_observed.csv,1.969981939801205560252799381,0.909,2.061,3.256,2.735,0.893,7.16,12.117,0.145,6.54,8.542,0.399,0.255,0.029,4.47,11.36,10.31,7.918,10.097,10.356,9.838,9.531,7.042,12.02,0.071,7.81,5.02,3.632,7.25,17.617,39.887,71.02,8.754,1.783,0.295,12.254,50.354,89.728,10.979
+2026-05-21 10:01:15,grey_heron_observed.csv,0.3911792217836490560096372518,0.708,2.023,4.996,1.699,0.104,6.54,11.216,0.058,6.92,9.348,0.455,0.304,0.025,5.48,10.31,10.92,6.511,12.162,18.326,5.999,5.865,2.651,9.079,0.149,6.76,6.37,7.583,6.72,20.99,8.698,12.424,4.973,1.483,0.125,12.236,86.932,168.219,5.645
+2026-05-21 10:01:15,grey_heron_observed.csv,0.8811798744669847779296696408,1.249,2.647,2.337,2.201,0.762,7.34,12.463,0.21,6.93,24.477,0.288,0.601,0.04,3.45,9.42,11.25,11.261,11.821,12.202,11.44,8.441,8.804,8.078,0.172,6.92,5.52,4.539,6.88,13.433,9.740,5.108,14.371,1.796,0.062,12.231,107.452,200.153,14.752
+2026-05-21 10:01:16,grey_heron_observed.csv,1.352878933548863974688674588,1.089,1.864,3.679,6.223,0.451,7.07,3.739,0.082,7.56,13.609,0.524,0.142,0.038,3.46,8.6,10.04,7.502,8.578,8.773,8.382,8.715,4.909,12.521,0.009,7.48,5.64,4.786,7.35,18.142,24.067,28.603,19.531,0.963,0.061,12.09,58.610,101.428,15.792
+2026-05-21 10:01:16,grey_heron_observed.csv,0.1481774983679966723239978527,1.196,3.298,0.733,5.229,0.365,7.15,12.448,0.144,6.82,16.731,0.325,0.566,0.04,4.01,10.32,9.94,11.312,14.468,19.138,9.798,8.754,12.64,4.867,0.193,6.81,7.23,5.376,7.01,16.074,30.215,42.877,17.553,1.133,0.248,12.261,80.940,151.852,10.027
+2026-05-21 10:01:16,grey_heron_observed.csv,0.2105936492793203662588106971,0.945,2.719,5.804,0.96,0.614,6.32,7.117,0.166,6.71,13.918,0.257,0.323,0.017,4.25,10.92,10.73,8.713,3.348,3.802,2.895,6.290,6.727,5.854,0.217,8.83,5.76,2.551,7.21,10.078,29.298,41.949,16.647,1.647,0.073,12.078,97.704,179.506,15.903
+2026-05-21 10:01:17,grey_heron_observed.csv,0.4167044968696603043805736332,1.238,3.881,0.71,5.437,0.723,7.55,9.979,0.123,7.5,20.605,0.485,0.709,0.033,3.81,10.84,10.66,5.389,12.662,7.5,17.824,5.751,10.978,0.524,0.014,6.54,6.86,6.183,6.93,22.901,16.630,25.822,7.437,0.866,0.313,12.107,96.837,182.036,11.638
+2026-05-21 10:01:17,grey_heron_observed.csv,0.1746011267183254874099668182,1.123,3.586,2.591,2.078,0.488,7.62,9.601,0.113,6.93,14.825,0.152,0.586,0.027,4.9,11.32,10.57,10.117,2.665,2.102,3.228,3.309,4.904,1.714,0.117,8.56,7.0,1.696,7.41,13.848,32.036,51.1,12.971,1.331,0.093,12.143,53.638,97.049,10.226
+2026-05-21 10:01:17,grey_heron_observed.csv,0.1904999378293252560649998982,1.183,0.618,4.072,2.082,0.483,7.56,8.292,0.217,6.96,9.441,0.407,0.115,0.04,4.85,10.54,9.91,2.493,6.468,10.776,2.161,13.184,14.000,12.367,0.196,6.89,5.51,4.74,7.2,10.56,32.762,60.879,4.645,1.523,0.285,12.024,104.226,193.89,14.562
+2026-05-21 10:01:18,grey_heron_observed.csv,0.8304236029607667681417153427,1.168,0.343,5.212,0.443,0.206,7.24,4.829,0.136,7.08,14.565,0.476,0.044,0.035,3.28,10.52,10.82,3.308,9.326,16.226,2.427,2.075,3.728,0.422,0.076,8.58,5.51,2.367,7.25,21.893,16.730,31.128,2.332,1.378,0.113,12.214,111.477,213.603,9.351
+2026-05-21 10:01:18,grey_heron_observed.csv,0.2187014065239999928518058680,0.744,0.448,4.97,6.746,0.653,6.46,9.415,0.092,7.63,24.194,0.263,0.462,0.049,4.64,10.32,9.79,4.281,11.360,16.82,5.901,6.890,2.328,11.451,0.236,6.59,7.42,6.638,7.14,21.851,4.650,0.89,8.409,1.781,0.128,12.07,109.999,212.813,7.185
diff --git a/modelling/data/abingdon-all/resident/grey_heron_simulated.csv b/modelling/data/abingdon-all/resident/grey_heron_simulated.csv
new file mode 100644
index 0000000..ca59511
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/grey_heron_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.866,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.815689,0.1,0,0.01,0.928647
+RungeKutta4,2,0.2,0.771236,0.1,0,0.01,0.865601
+RungeKutta4,3,0.3,0.731981,0.1,0,0.01,0.809928
+RungeKutta4,4,0.4,0.697345,0.1,0,0.01,0.760806
+RungeKutta4,5,0.5,0.666828,0.1,0,0.01,0.717525
+RungeKutta4,6,0.6,0.639997,0.1,0,0.01,0.679472
+RungeKutta4,7,0.7,0.616484,0.1,0,0.01,0.646125
+RungeKutta4,8,0.8,0.595980,0.1,0,0.01,0.617045
+RungeKutta4,9,0.9,0.578231,0.1,0,0.01,0.591873
+RungeKutta4,10,1.0,0.563034,0.1,0,0.01,0.570320
+RungeKutta4,11,1.1,0.550232,0.1,0,0.01,0.552163
+RungeKutta4,12,1.2,0.539711,0.1,0,0.01,0.537242
+RungeKutta4,13,1.3,0.531393,0.1,0,0.01,0.525445
+RungeKutta4,14,1.4,0.525232,0.1,0,0.01,0.516707
+RungeKutta4,15,1.5,0.521204,0.1,0,0.01,0.510994
+RungeKutta4,16,1.6,0.519303,0.1,0,0.01,0.508298
+RungeKutta4,17,1.7,0.519818,0.1,0,0.01,0.509029
+RungeKutta4,18,1.8,0.523880,0.1,0,0.01,0.514789
+RungeKutta4,19,1.9,0.531270,0.1,0,0.01,0.525270
+RungeKutta4,20,2.0,0.541676,0.1,0,0.01,0.540029
+RungeKutta4,21,2.1,0.554788,0.1,0,0.01,0.558625
+RungeKutta4,22,2.2,0.570274,0.1,0,0.01,0.580588
+RungeKutta4,23,2.3,0.587767,0.1,0,0.01,0.605397
+RungeKutta4,24,2.4,0.606854,0.1,0,0.01,0.632467
+RungeKutta4,25,2.5,0.627074,0.1,0,0.01,0.661144
+RungeKutta4,26,2.6,0.647923,0.1,0,0.01,0.690713
+RungeKutta4,27,2.7,0.668856,0.1,0,0.01,0.720401
+RungeKutta4,28,2.8,0.689307,0.1,0,0.01,0.749406
+RungeKutta4,29,2.9,0.708700,0.1,0,0.01,0.776910
+RungeKutta4,30,3.0,0.726477,0.1,0,0.01,0.802122
+RungeKutta4,31,3.1,0.742114,0.1,0,0.01,0.824299
+RungeKutta4,32,3.2,0.755136,0.1,0,0.01,0.842768
+RungeKutta4,33,3.3,0.765133,0.1,0,0.01,0.856946
+RungeKutta4,34,3.4,0.771776,0.1,0,0.01,0.866367
+RungeKutta4,35,3.5,0.774844,0.1,0,0.01,0.870718
+RungeKutta4,36,3.6,0.774599,0.1,0,0.01,0.870371
+RungeKutta4,37,3.7,0.772142,0.1,0,0.01,0.866886
+RungeKutta4,38,3.8,0.767477,0.1,0,0.01,0.860270
+RungeKutta4,39,3.9,0.760608,0.1,0,0.01,0.850528
+RungeKutta4,40,4.0,0.751620,0.1,0,0.01,0.837781
+RungeKutta4,41,4.1,0.740675,0.1,0,0.01,0.822258
+RungeKutta4,42,4.2,0.727993,0.1,0,0.01,0.804272
+RungeKutta4,43,4.3,0.713845,0.1,0,0.01,0.784207
+RungeKutta4,44,4.4,0.698530,0.1,0,0.01,0.762486
+RungeKutta4,45,4.5,0.682363,0.1,0,0.01,0.739557
+RungeKutta4,46,4.6,0.665660,0.1,0,0.01,0.715868
+RungeKutta4,47,4.7,0.648725,0.1,0,0.01,0.691850
+RungeKutta4,48,4.8,0.631839,0.1,0,0.01,0.667902
+RungeKutta4,49,4.9,0.615251,0.1,0,0.01,0.644376
+RungeKutta4,50,5.0,0.599174,0.1,0,0.01,0.621575
+RungeKutta4,51,5.1,0.583781,0.1,0,0.01,0.599744
+RungeKutta4,52,5.2,0.569202,0.1,0,0.01,0.579067
+RungeKutta4,53,5.3,0.555526,0.1,0,0.01,0.559671
+RungeKutta4,54,5.4,0.542796,0.1,0,0.01,0.541617
+RungeKutta4,55,5.5,0.531003,0.1,0,0.01,0.524892
+RungeKutta4,56,5.6,0.520069,0.1,0,0.01,0.509385
+RungeKutta4,57,5.7,0.509808,0.1,0,0.01,0.494832
+RungeKutta4,58,5.8,0.499831,0.1,0,0.01,0.480682
+RungeKutta4,59,5.9,0.489293,0.1,0,0.01,0.465737
+RungeKutta4,60,6.0,0.476061,0.1,0,0.01,0.446970
+RungeKutta4,61,6.1,0.454278,0.1,0,0.01,0.416077
+RungeKutta4,62,6.2,0.415940,0.1,0,0.01,0.361704
+RungeKutta4,63,6.3,0.365441,0.1,0,0.01,0.290084
+RungeKutta4,64,6.4,0.314236,0.1,0,0.01,0.217463
+RungeKutta4,65,6.5,0.268145,0.1,0,0.01,0.152094
+RungeKutta4,66,6.6,0.229233,0.1,0,0.01,0.0969074
+RungeKutta4,67,6.7,0.198826,0.1,0,0.01,0.0537827
+RungeKutta4,68,6.8,0.178098,0.1,0,0.01,0.0243853
+RungeKutta4,69,6.9,0.166634,0.1,0,0.01,0.00812655
+RungeKutta4,70,7.0,0.161613,0.1,0,0.01,0.00100554
+RungeKutta4,71,7.1,0.160904,0.1,0,0.01,0
+RungeKutta4,72,7.2,0.162121,0.1,0,0.01,0.00172601
+RungeKutta4,73,7.3,0.164804,0.1,0,0.01,0.00553116
+RungeKutta4,74,7.4,0.168938,0.1,0,0.01,0.0113942
+RungeKutta4,75,7.5,0.174441,0.1,0,0.01,0.0191988
+RungeKutta4,76,7.6,0.181171,0.1,0,0.01,0.0287436
+RungeKutta4,77,7.7,0.188940,0.1,0,0.01,0.0397620
+RungeKutta4,78,7.8,0.197529,0.1,0,0.01,0.0519433
+RungeKutta4,79,7.9,0.206702,0.1,0,0.01,0.0649529
+RungeKutta4,80,8.0,0.216218,0.1,0,0.01,0.0784489
+RungeKutta4,81,8.1,0.225844,0.1,0,0.01,0.0921009
+RungeKutta4,82,8.2,0.235366,0.1,0,0.01,0.105605
+RungeKutta4,83,8.3,0.244598,0.1,0,0.01,0.118699
+RungeKutta4,84,8.4,0.253385,0.1,0,0.01,0.131161
+RungeKutta4,85,8.5,0.261612,0.1,0,0.01,0.142829
+RungeKutta4,86,8.6,0.269205,0.1,0,0.01,0.153598
+RungeKutta4,87,8.7,0.276137,0.1,0,0.01,0.163429
+RungeKutta4,88,8.8,0.282450,0.1,0,0.01,0.172382
+RungeKutta4,89,8.9,0.288282,0.1,0,0.01,0.180653
+RungeKutta4,90,9.0,0.293899,0.1,0,0.01,0.188620
+RungeKutta4,91,9.1,0.299637,0.1,0,0.01,0.196758
+RungeKutta4,92,9.2,0.305643,0.1,0,0.01,0.205276
+RungeKutta4,93,9.3,0.311660,0.1,0,0.01,0.213809
+RungeKutta4,94,9.4,0.317232,0.1,0,0.01,0.221712
+RungeKutta4,95,9.5,0.322033,0.1,0,0.01,0.228521
+RungeKutta4,96,9.6,0.325951,0.1,0,0.01,0.234077
+RungeKutta4,97,9.7,0.329009,0.1,0,0.01,0.238414
+RungeKutta4,98,9.8,0.331289,0.1,0,0.01,0.241648
+RungeKutta4,99,9.9,0.332890,0.1,0,0.01,0.243919
+RungeKutta4,100,10.0,0.333910,0.1,0,0.01,0.245365
+RungeKutta4,101,10.1,0.334440,0.1,0,0.01,0.246117
+RungeKutta4,102,10.2,0.334557,0.1,0,0.01,0.246283
+RungeKutta4,103,10.3,0.334278,0.1,0,0.01,0.245887
+RungeKutta4,104,10.4,0.333679,0.1,0,0.01,0.245038
+RungeKutta4,105,10.5,0.332918,0.1,0,0.01,0.243958
+RungeKutta4,106,10.6,0.332356,0.1,0,0.01,0.243161
+RungeKutta4,107,10.7,0.332792,0.1,0,0.01,0.243780
+RungeKutta4,108,10.8,0.335667,0.1,0,0.01,0.247857
+RungeKutta4,109,10.9,0.343187,0.1,0,0.01,0.258522
+RungeKutta4,110,11.0,0.356673,0.1,0,0.01,0.277649
+RungeKutta4,111,11.1,0.374309,0.1,0,0.01,0.302661
+RungeKutta4,112,11.2,0.390914,0.1,0,0.01,0.326211
+RungeKutta4,113,11.3,0.403831,0.1,0,0.01,0.344530
+RungeKutta4,114,11.4,0.413342,0.1,0,0.01,0.358019
+RungeKutta4,115,11.5,0.419777,0.1,0,0.01,0.367146
+RungeKutta4,116,11.6,0.423447,0.1,0,0.01,0.372351
+RungeKutta4,117,11.7,0.424652,0.1,0,0.01,0.374060
+RungeKutta4,118,11.8,0.423410,0.1,0,0.01,0.372298
+RungeKutta4,119,11.9,0.419875,0.1,0,0.01,0.367285
+RungeKutta4,120,12.0,0.416207,0.1,0,0.01,0.362083
+RungeKutta4,121,12.1,0.419281,0.1,0,0.01,0.366442
diff --git a/modelling/data/abingdon-all/resident/grey_heron_simulated.png b/modelling/data/abingdon-all/resident/grey_heron_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..9055c7e6aacf0ec154cbc92ee7a9f3359f6db46a
GIT binary patch
literal 33332
zcmb@u1yq#V8$CRTFd`+=ji?CH-6bF(rGnCpgmiaHmr6>9fG8b9mvjs*&Cn&?A@M(W
zuQ$BE|N6dft?#aN7qe!@Gv__;InUnDe)jVQJ(ZWlyh(Bs0)b#kONl>+K(2W~AV@Pe
zP{BK#{gVse51*Zcik+gRp`D|y%`1qUuAP;crJb3H9+kr@8(R}g3w9<}7A9T>Dq}l4
zD_cHhX7j(k!DMM;#7y&eP!)`VW+kO+3xQzkUj2{sNjTdC0`X3j78g}=O58|-I^n$-
zX;X0761;cE8-jLAjp{~VYI<OBdck7LH9h6r<IgicZt5Y?>xmZW6G|YVr{5U(c>NKx
z_pRGfH$EO|9lG{lMlz#G-{{)x-b}jOa;6#kkYuwgY-H3k>AG3Th3eZV0_FgLh;Wa-
z*8KSjlFDQSLArWrhe{^$^Q|N#=&h?4B1R2J*RNjm5&!@H6^@0<<>b4hqzUqQU28k1
z4aF*@#_uY)Cdw^^*QzokBM2fNxwuq~#vJK}%EkF?)n6vNxx44&=E|1o`@mEyZSGfA
zS1VdrFx|Um2*sj;z$xZB4J<7cG^^~=_%|zj<r8_*NW<z*mPq4;Jw38VB0@vW2D*ob
zV`^$^>6n<pH*1fy#;fetoTC?Oj}WG_L?1$UZI}9rUv;&=XH_O%TU#?3&Q;ytZo)=y
z%izVt#N2No)b4u~tNHli;$mTDM#S6O+wNpBb})d_L+abNZw7R<;rnX^^@ydTV8x`^
zSjm`fd}R&M{{DUr$4!mAkZX1ju)6U(XM4SavDzNe=!8rkt>;_&m9^a^G9HJefByWi
zWM#kp@;u@pJ$>FVk^w3P5fz8NkvF9Vp|%_A`ED1pT_Xx%U#ZDpC{su%)=Y}$1znbH
z8JcbMyMn<qv4A&C2r{9IXk{(w$Oj5p!NE6Adp$4iCe~%Ac*G|rC9O6>De-Vw1dpa1
zDc!dlp-O6MH=Vszi@3KokqVhcS4jn&3Xk2ury=nX%398T9v3G@RjXMEvK|8YCJP<$
zv+)BH7S(wzY{Tm@>K19-({7P2`zxZ@0^44OizWBS$jKQyX@q{Pvy-suy{YhrJD=^e
ztwso6++s$K5IQvu*-CbrLwh1Eo%Z6(OZ$qgsw%!`A)_B`VO*VET^(>ZoZ-jCNd3kA
z*9M-)v(T!&9)7qD283t`a;*>Pu4FjgrJ|yuI)j3|d={xig=n+9b=VF5u=RUf*)Uj)
zVQ(@c8I@LBZ*K%s&GuIU>>k)$ZG}k~Wdjlt(!%Vl=!k|b<|{)(n5vLP@=}2K)2Fw1
zd3m3u2)VBeDhQhw^^BL9wy^RHuVuz+r56^mJWG~gu8j&O;~glaXv;c3oUpW8A1%r<
z)U=r6L?t97d`91Xy3LA-DmLi2j#sGP_-fI{YOHcNqp+~hgj{Iz;{1onRF%ElD-#NS
zWhEu?2*E=lzkq;{y(L3-2R`R%`0PnJ!bOHdX0J#^(ZW!1?!c-3jO7w+jD+we_yxvV
zLzzac%fapCrje~yQcFB|n0X`TD>sUo<m~JRa`7BFExdFj+`<tsV{_b%=pAq}2vTC1
zG{+6)m^{m!_m&(Yn##t>Y`F}(;|RLg+1OU*BZLX~${a56Mzaz|AY7I{i>4E`u8!84
zSY$kXIn!PJ8ImoBXJ7l`<r27pw(8Cg)!8`7vKp3G7Z)Y+^YhbTmte1%?73`LZp(y4
zL_{2u)5~w7GuQOl)tQy|3hZ?g!{=+xzJDpm3M1uy{^*fUU#fb!Mfz|J=VUjcKwDU?
z&aJYem(XiT#qk?5#PG56=$@RmH#u(Ru)*p6YC4Tq(ib#bnm({uq((FyH3xlt6T~ZN
z-dUdBzkmPh&S;T-K;W0x*jgzG$tSw(ZpT(?C5D)q_TOF@<;Er@F~+N&%<lJzVWTZC
z9Zh>?S8rCykcE(cT&g+S?V^^CNZ1Pw30eK7tevTDSzAW;5-itwfl5zL)-II=IiUm7
zHY~U0L5dqSMe_PK>-s(G!ObW-#g%uG6ltZU94_EIm@M}s&CPZd8Lo@dTAOGv`IAeu
z^v^*#`Ri*60t0W%-s_HI^_5Q+7)wV>D4Wr@hBK{oVy|P8a`nY9s=vYgD*xHWJ<9N@
zM;!YE%pCW}`BD8PW1=C<4@_2@$I4A;orNQy0I5x6*M8aXg;s2mR0|S!%wcEyNHY0M
zLH$Kl#}b|saRIy8XraSVLR6GECnqO|abGGy*O)&KSD}5Lg^?-VSkZz_u~;*fwvh+(
zI>rv4hK0w8i96F7wcSS9Nb<q48L4^8$<FTZ_Ezu)wUCfjv*@m+Z<lAs{n#6%y0r;S
zJ;MBTlVk-oecSfBZHY<h`NWIUw=b8lDFmGS^?R7rYbYk}ap&!Yknr!ixh<BbHFPlu
zGT}>kAwhJG*Gqbj!!3?M=)<V2tn?2J#b|neUj_plJ=6ye9<UZzt!BoO%+1YVym;|K
zu8V|(1fwYcn|ptyKf^@z^5Ps*S=0VS!1tbbP8l*~-I07vy$cYj%!&|<<&)Ggd#5)Y
zr|e_z+`HHOHa2!dZ_4xX$22N4Gqae4gkRj{kFEL^SW!`t|M&0Tvknk0Ym7y1TZme@
zu8JDXYKM(diR~)#r1=EPI=b*8w-X!Idfg^e*2{wt?Q#{%#m;CWhONQu2;HGi&y3dh
z{0OyJDk>|9u_%Qm^-lIz2QeKS9Q^0oB0^3$O@{;Bg?8KT8m;>l#9rGn-CgJ~%FS3A
zNrWeGhq!y}v=ADN%DcJMq-AAgnVftns2iV~Bo<0pT8@f|p&6caFEzp?kG5_NCH^WD
z5*!>Kv$(K8w7#*SKKex64a7+!4bP>WHcG;-F@l69SW`XbtJfBeoz6}!F2VEM*(LR{
z*h0r5>+>^>zH(hE3Z9;qT)nltojbi;)|Juodqr*G<P%>Bj^iaIB#4=+*NfTn+nR%L
z)yWi3@(}JvQ;ac}%fgp9U1JyVm-0?yrw3~ZF-7uj8z3MDvG*ADB=YK=udlCT^^$t+
zA;~pBID8YDDrmw?Umlw$nbKF}1e<!r`S@IWX4|miMfMS1hAFVPygUewrG#13fN7km
zZ^fZ+tbGhV{mZ~h4ff&0;WB3p<i@fGVCe``qHVUD7iZ!DhL~ZERB%SLJ&!N1Jb`P_
zat1yT;cw%#wj~|$;$mhWaoVn$%ys5+qSSE6k2bHvu5-|^E%P{cDWX_w;<VJL9*pl9
zYPT-2+*@+1Yn>eG9w{q>VT`y~Z)9F;6SQGSv5|u#akJan&V$VtAH%3sqcUWdoQE3G
zn{B_r)l}AI{_SGddD~L#LzTnExZxRzXSNknJ)u@W!sE(T1@HM=&gVVDk9Rp|ZiNgF
zZj?_W^lHHl3evY_<d2o0Bjhf#HNHOabj`{KY`IGe!MI`aqzan1vsS@N`<qkMtK4mc
z@?=_l!&?fKG%*NMVij)VYpAKj=mZR@$%3vop}`5p$D$2#s_+Es(OH+nF{73t0)Rp3
zl_9Qpwk7ym1(wrw)Wd<4;$+i<6q5$+a?hTyf4nA48{g#ol?N-_)o^!6i#NVWF4J7l
zK&>t3!|nU!WZbi?XML~Cd3$o$Us<3d+Q1K~@sOBr_|9{QiHS+De`K{%P_gKlHxzYv
z9^b~g%UkN708MDZQj(IAs%G`gqN1Vk_s1ZnPNcC=GdO1F#x5xtCyq~1-ZTBi$4tfD
z|8VC^LG9r<agmLzl9E!$iS0>kp+20MgRH*Y+P<@L+i{X%g7}!EG~C31=P;kQQ-+wk
z1qRigU+S@5vsLu?l4p;Fg+;LZb=q<NhrZLL`T0eZX}Y11RI2a{Ky{4pAJ1HnY(sBD
zU2PeW+U$0aHFNN1c=+-gjnNmqt@<Sh(H^|<t>is`LWgb5$g|^SN7MF1>7XN_rAN0+
zH;l)}#_T(hSnmHg+%Qc;i%m$XUn&!ToAl<GVr}`F-b!)#p2Jmd6fl8jg+a~lsqv$;
z$WFty1KS`R%}kU3<9!YE_9RXohe%Uo-nw`C4|`D^U+Rt`J$qe&pZ&bj;rz#urL{TU
za<INq?@QCp#I7v~Uc&s@#Zj5fil(xy$+0)&jEd<|A>^v^`a=YHrXuPo36G4DN^MWh
z>E!Pi-GMY{0Op+POA32G5>EMvtf8mzI|lbb*^9wGl6?2MEal{i$9_qVHt+Q%Be%m}
zpIPa(6*=co@~6U|x!kagG&1V!SCv(rZ&>c~-kwaPASI=bv4$^cd!FBa9Xalrnw-Z_
zgN-;E>q!`yrxCaCU;ji<SUYc3@{oVTvS#P;Alv3l180GGW7!ik`kNY$H>19u>~}kB
zj^0@`l-j)CRTg8G0QlRU>QN4l%OqMr5+lkcQ6sEZp3m_%A7#(M(buvCvkA9#Kq`ZK
zNb?db<-DIa_0*PyouAXzzo^>`cBfA&8GStdntF@DO>XpLts5N&(&|Gb0^##=b+gH%
zI$~H15FXLmVUr)~#6BA4p!_NwRP<UaqoItPJS?>VTYCwdFpHuZdmBR!5!)L4wo1A(
zvyJF^jhVPMSUh(xzJvI2BfN+3Xzm3WQTU!-_6w6aQ>?Z;PRINT26JBZ8f<yXuRWTk
zPVNZorc<kpo7r=#pN2DQ=L=i&OpOrE%jC~4U^7`x;rL23S`8Wmi}A_W8`1A{B}Jvx
zdctw}pC#q+&Q-{SqnQi7A?JQ!^ZL#v=A@RKo{?!-@8Z!{tL_C5KP8xTH*4YHCX#n>
zTfZ*%$WvwKnV8<F={fVjYpXl3v_;f7&v~i~9`U0e^=*EFaznBpoL-PbKR_m)fApGx
z-iG?vCQ@-@?lr9@yKdr?k(~|q%A;{NZ6Io^=~fabJ<bYeNoYO#Z1Qerqnlt`gwH{#
zB77RdiL$*_YhCO^+}z=VRaV((`E;{3+dHGPb67Vux>{3u@tNoysb@&;hcoJDN6#1Y
z`OMEp(TIA)*#zTRwDQ}3kGc`Kti*UTvCeO~(l8o%$619npL|XY58-cnXuV9D$*?Y7
zdpsBN)!NX=N5Apd#cGgh`Gw+uvDNkkqSn=~j?A_V>()qX5pHJ>$5smY-Tb0iJj$~q
z8*(St;SkD6GWPZ&tz5dT6vaZTL1xpgk=PN%czN|Ex)&A5Nc^8P^t(phZoJv!NoL-N
zE^;2sNmp0zu~)YWKp##y>e~4X*Uk1fO{*Y2tKO=^<!U&!&AuLfK93`=)|LsAH1cGI
z_xcqOPjD?ea6l(NcHbdh=dry>ke{}!A_jXU#597j%j<BRJHi%|mH%QrvBdlV4NY(<
z3z^VB4c9T)JyPM;NqqL7-x)zg9`F_jHAAF)-goK)-eu&btgUUi0+v1wP=)5=p&_NF
zkJ6DCjg5_{P$*Ok@MjE=iIqu_XKc@fFq7QAeH#OTKwPnXF<IHrS&$jLe)sTWUKC|?
zbTqYnP)bUQ)FrFOnbSM}EPE0n|3PutB))IAC@7dZ8y9CwNhv*!bqD#Lki>x(X)Q4G
zOe#8hdR#iAite+ivFBfDR~em(i;8eeM0ni01dk^5N2}~jt0$~ac+79E&CSl<8F(Xb
zFr?_8o12?uFQ3GB|9SWJQO)Jjs^SwF8Ht-wD=Wsn85tQ;_+L#Vv^>ub2u^noTmaR3
zb67)>eL&1@k$8uWF2^KkVZoqDf>85b=hwDp&%^Nu2uQMIKTscTY;H0=_usB^>wyox
zr-hYROz|~cCBfS}J2-38E^B%IXJ=;w%jRYzafh9w0utzyv4fX|=XNnE9;eb8-1qI}
zZB_W0M()RI=xrYy;OD$jL5CIip%cP*!fhyW?bYp;jt0nJchuF@#S9G%vwP;v+LSq7
z3^dTLPgV|Eoga*ZOp|0A%$m9m%5f9FEYNZvHvcd_uGX|ZRwD78NQn7@yjYV<!Fljm
z)yLt(hMLQZAE?U8%3{*e(%C)a5dETA;Us$kAX%tT03yKYtD)EyRL+miZDhMaGot1I
zTY8F#ibY2I8eVy*Zn<4)+a;==kq*&$atrwe1o9Fqf~3*fbkfa*$tv+K_oWTHxq6Y6
zT0`1xG778wWol#r4$1)f?N3~gI8u;(LcF5CibYu05RD+LC-v3QKIfrqb~h(cR*Z1A
zk=XbcgezW$#6kc3Vv>PVGtOozpo7|PIh)9xD%eqvJ}yOZSzSO_m_PlJQvQ1Jm!@)C
zG=+kYjh<cxBhRm~{7Q>Sy`Pv?P+F?=(UI*yW%Q;MB<Rgv+kEu3D=|jpCNVKFxR-`8
z?oCMdZgYAD_X%9T_4L8W2q1`e%ASZ=9(WCZzgC-89vT%D6&Os{BFqZ4f>hG)uX=wU
zJMl&Sgr$*(nfDFZMa)#y+g!}@LlN&rN*uD?HKh1kI5<d)Y2{H3u(a~-hPp*0EULaY
zwXR2xoL3m{7n-jyvKLx9dtI#~m?JyDak;?I&^Nn%>Q8hg`qT||rgtIGTgHzxHOZp_
z5YMko_#@bmf5bp}yhL!>*xAzr_G503a_z?ukCqGkB`tBGQdo*FTYZ%PwEiIz(_;(1
z=udfh_rb9&!^(C|Eq4(ywf9E!sXu<Av@P=#`3A=wUS8r(F-y9ibN6=dLM9VQMZ?F(
ze@fvZgJwqR(uJ|EPH{CiD@VtG|IF=ZbL#hb#230AS<qtFW?qM3*1keLWW@gK)?5vZ
zgM;(?&{x;Lf^l_O;grHyzpdEShh9B}JW#9i(*q6=ByM72-X|p`RfCzSW|yBYr+Bs_
z5XnH_(HUm**~|94ym<ReB9*%|1|O^q>U$oq#l^)rXsu48kL`H=r%!=2a`ED^S}r+b
zov5;suU|i0P{LWk%zK3bChKiI8tKPsG0DT4L=O^5;VGLgMgt=wNBJ^;5z@}iPAb8F
zthkB>W-6;2AfI;oE6?INO=E^7kdm6eeZyDFxv}p*TzqxAMBbA$*n+&<FH0dso|Mb%
z){bXVT2+;r>`m~dA;TTxkhnOa8yVDnq-tF^!CE7e^LZT{9Hfsq9<GlKl^FHPTXF-v
zt4PiiW;rcyVPOGsRVqHGZK@Y9U%n3rfJ#V6^aG;W%m>(YroTUGXM6jty~){y_IG#F
z)e_4WZ9s@nbR#4npo#w&LC#OJ^y6Sna&>j}>#UuFLza;H>C@-W-yetb*KV`rcNm-=
zZpeK2@PQfzWVUBy4_H~Bxe=0)F`zCi&9i~DFe)iY4h03}D_VF&1mPM92I|clH>fBn
zDf!%v3suUM3$*lVCnq(E%gQqEi1`QZ88V)qozb$eJWb>u%#g%>_7cI(ZnyGuyhtDV
zZFo4?-R8s5*7P)okb#5*N|J!{^KOtI#~p4=NP^6EVR7;P`v8y%D7z676Vrvy&dpIT
zscwM)TqKx6xFthuAtlZC`6I>5@zd}V-P#j)isgj{jfAC;=Wtw5NC@r(J|Q8xxvHX&
zGR?hv;${WS*gIwIot^1lzdo|DvbyyONR?lXnP_PP1q20Ky8P1}<>j$J8WytFwOnOB
z!KF)>TV7DWOwMN~mD_dL@WY_CQc)2oF%?Vp_V#*$i1KttJG)Yz0>y0kAZIN{kY+0>
zDvAMwn>$lc%mQl7BXuVBrjf(~6z2Kj;#RnMOji>L3o;Z7@33J9mdi~U8`1P8AOOAE
z*rLS5!~}?k5Az9As?!|-aK16$JqkvgRqG_!+t}QmC}s+V?{10pS37PY<^;wF)Ysr#
z?OYiv@DUznW(C<`_(PW;KYoM+ZAccW)*;;7)g~C$;EOy~Ga`}jV$@(njrMS;HkPX8
z@FVa!blaZCdQLnN4s(o{F>P3E5S%;P#5p6Kb)6a8#HkUy?6HdAsdv3DjEq;yUnRMH
zct+MJ`1ROT-01AaqUtMoGmQ27Dzs+}8dY|5a&ata@U0WkrtllWZ}3%=gzjq{g0naP
zU~C|VM5ONR*~|<jDvR)0;c@``Q|L+_MW32xD))ZOyZ7&J@8}uG*EfGQg{b1S{CMfK
zReNL%kLN5k=(s&=U5+v$zkR*bcUlQ)KL+Pld{aq8Zhw*bWRRu_E~9bK4d<Q|XVGuP
zc-C?X;305{%3|0Qi<^=T?%rUtYF0zzg&0Qt6}uSn30cZrZO@Ptx`Eu=y!?UPDA+li
zvhgX$aK!CwXll9HulU?J_gVLG1O=ns@wk3}x&*n!<)m$I5ZYA)f~e>|xb?w@QB<aa
zn{wAN2m0%XvprAu(blt;YY?GKC8l)wd5r%GnKR`iklI)Oh=blVw9-M~x-frT7ZvI)
zR<HO5)#Zc-+o*l&1b+tp?_NYARE)1NY>`vT34TrQN=~@?j}Q3@N8Y}@^;?kjrlEpT
z?f;B>zc3;GZG8OA{~1sL>~N$hqzL^Ui{-#M@%c}f*VVoA9|$5NBTM}!1nJQ7V4y&+
zCWwAbtP#m%3>>myi9Y<lg4?_ZF3Z)&UOiVoeutL!#(!`pIXU@16Oxja_Wo@`SEKwa
zr^MePB}M=3`ug4^CX)SUX%?23#eRcbj>euItba|x->2!R)z#pIR4jO8Z)40SU?!T^
zHIZu5%5uS7;AX+%Kth%?Ha7P9Z9>M6L_{F}Ss_qj`42c+t@PdbZE}B=i&D`9T@U|@
z|Nm?8ZES7-GqjGrKJvfTLab4jmgnknRBjR7#FCN$!Tvutr0)$V9{e^Tu#pnLoxK9k
zpBo7rz6u~7kqCPT`1$(>>kPi?im|V_P!K*BkJWVeK$OxqI2h@VN&49HY$xFLB1$U`
z9^Um;rR%>a5mgYfik6l<&;hbh&<X6ubq%0aEy4KI1PdTLAi!GaN#ciVz0?taVpF_v
zdkDDJuhn)fW@!y0eUR0|=6P{OuxGo}ownE&JIGvr_6S5%4l%T!OP5O;Vhibw1^D-n
zk#U1X{wKo1tJRV1gTll87ydz~sFIM6PuB_*RaJ?n>;~mF^4S5p#)CyC?kfKqVEc2Q
zs;Wv;P*C9E<4d?6uH&rPZH&L*`2dKbo=1ZhlHEc(j<qZzrcGKYKBejF*Y=*C@bLeI
zt{j;xGjWny4uBxAPM2G1cXoGwOi!n_v9rT#la`gmn?`{`Bde>cd6;lXNoB^y#+05u
z6*)XS#G|BS9_A#%pynEAYYPApD#P%`w=c0O5haxq<KqKw?}#-!kBp2&rle4!prUed
z<^cUyEGqg4jzP{B<*+^~T2@x3m!h!*7CdCD%5h5`&^f!^1!-1cr){0_a!X18vF~DI
z2_?kE`#_f3;`r{}J3Yb7vs_0To8r;r-jJg*K;d@CE!)V1Jv7dix4l4ymsbAe3w=v-
zb08a?%ic*ztE`4b;%I(Fg^F=k{B9-NojZ5*ToHs#Bh**S+ZNRHs5(pS*M_r*?uIkV
zNlTjy@IQDEu)DX{a<FJS1v5`5L?2Gj7Q!OuyEpvGb;i9IK{gow_AOOD@6pHk1E=X=
zgq!~29v{fS<Cg6mH^wD^QopdV!PpbQ`3e*oX-XH_*xleKYTIl~^rn-Oh9@KsU2Nez
z6UYJTg$OqdAuL>wKCY)%!m~0ngJK_o)YE!17y;^;IIxasdY8Q|AM@dk4r#NlDq60t
zdTa?Gbi0P^8K|4(aZgZ9gr;+A&)3ulu+njTS=rdyVy1ynwiuqc>>Zexm*jHC&Np}?
z%W-v)(7Nn-sIq(T8q}(ygU=}%MrMK7A;&d=5cIL1bDyEG_Bgt65w<P3Z3h0D@0B(F
z0l64Y_cvE48o@Nsj&4|HY~dvB+>J7dw!jtLL$+NV$mG!d`bIwQ63#u{2NK%5@m_7A
z#J2LBUT$|z8XJW%bU;Gfi*1yO)u%3)T2>`uxx#oCFv_`>_C${$4o<IW_apKtAXe`;
zVGG->oUv-~H{xE!0WXT83ay6LZ6Fv8fWl1k<(K@bCu?(F@(u6=5y5|w=1J6^BGe}}
zNNt2WM)&LVf!NMrGVqZAUMFw~s%U{U65-3UL0{y&7t=Mg0mLEyqWT2O5Sy91(A0-?
z8d-7)G(x?Jyo%knkfJ#ZwyWg*20=1V6mG05XGv1JE0x$ni~@XLdAo>M8Z**^gb4Fq
z5E7Z7OX*7OI7J8n<7?J>hYdCSCn&O*N5$8_{}qPcenh>sf-J8LNi7fk3mgF^Ucax5
z?}aEv`a4m&y68Xf@_Ns6?BBmm5q?9&lK5YVPv>zI#HH&m?f~+hs}WW(NW~<jkL-L%
ze3^V>tadG2T|;EV=oo)NTbESOO%Jr!5O13G>3Yh4LCRIibK{;r;%7eaSNhgBgjM@9
z<@hr{@}?1g{P_2@kVCgOS@3r_{9`&-xe}1xe~0$IH>amA{|V*>hK9cneKkrdJHR-9
zpTRfr@gyK54K2;^{S~o^=^CF}iM#}%C)Xaw4&@iwY2fL*j=_;uQ$zNjYuw!2{C%o&
zfgt?;4wPT>HLL$c8~(~%t-$gDR{T3km$C||$5HIZ;Qm6R89EG(Sx_+f{pbEz84Q$w
zv>A@H;^Oxj8XBd%6<8qIReO0ws~$hO!t`iRh|CK~rT=TQw|dj)q@rbJX8t~&oX8&Y
zKS1ygruI}_T?Pp8<765Ezcwv6dVxsSi;MN!u>Ldf)tn$#1`y*%fZP9m-SIOkD>wdy
z*jJl)VbkYdyXEH?d`)v?4F_u@gU37bbQ~N}W@cu_W5utGrVKa6%dWCQ8ylN+AY`cl
z+sDIKD6P1JgwT`!D*{*Xoqqn3pB}<o7YFJ$5?3|#pW&j7(lf3$x50^xjg2ZL_}2wu
zhBhTLgaUg-P)-ShM#bCo^z@Z5Zp5uUkQA0$&p&qAgL9jJn!X_e9S>!2a4=Qs-~aSp
z4w8T}mnA|Lgb<UWP;y}{1O@PSP<J`(1@XSnFge`yd0bIR@#!x<{WE1=9LiC|!^0cW
zBknCxR900TTdMH0UGB*oD=|tbI{U#XZKoQV68J#CX*+ck(bOb1#IiY7BAGi_W~%%e
zu(Q_=L@YWGa$cJ^AZc%h!^2z-*QNO#H}R(Z{QTY}C6SZ!JIHn)t&Kzs3=T?+0Y66$
zV8TG&xmP#;8(!mCmQQXZM?}WO(bl13VbM4`I$CRF4zu&~C)~Vw^GbP`o1br~LiP2&
zcI{gGztEbQn>*Ib+}x!7?VVEh9}b@j3LXdx3*W@Rz+3M52Vg51Of9FyI{kly>p2yW
zX5#Ptzd~$|u<H#!A^VBhElXt$4TjQJawi%eKmt)DxD_&M`Yt+J0xXPPARklYb0OFR
z1qB6QE%{%7Juxy8`(MO%*3?W=i8#tzf$w~A(=r>xDCp9~{C|M!^YinB9;2BC@2?a*
zlRgJa^Sjn@+uK&UgdkaNVsL^uT`=xc(!1CSvB2aqm8sU?_2@8F586FgZirsV*$)7p
zQ`O}>3b2-8mlDikIKW}fo~|z3NWBt39JB<A&H<{ABoru^CcLVxB!gm+85gS#i}WWP
zb;a+XQ?J3*z~@JhI;;osiN?iahameU*Cw32+p|T{SdUW&P2K>1(Gd?eah5@<Y~+>h
zD0y^42=&s?Dq@@Kl%k(l_>uF=RR;zg4;?1Wswf)SxV}w3h9Q8d#sDhix?bk0+?l&}
zV%Q&p+|KQkj5pdbi+-}QeA#y<-2}IyN#*=+T6`P7^&0GyM8qRQ`Sm9}r(_h<t`q$V
zhx9x{U-Pz`-7n>T#sQhe@A{AcK()Up7g!XTef#`E@1*kmv!~Lk5`oA{UDnWlpky=B
z0+&@d=hHb%p1MF``W^DgA$|bjSqGr#>Vd<3G^D5yMD*?m;TlnQdEx2;O6OsG7cm(p
zG<>*yIAqI^p}#auK;YZGBgniuaoNqsId+_vx<BaEITtcFc}LfuA0~V{n8&)7h_wW)
zF<g8o7-S;$Px+7`D~zPSG|s{bq6XlL2|;|>=pUw~tO*;~J9Hbf!L#<dx~R9LAzzS&
zZu6^?@@YL4eQ*nE?7)M0<0<yvvRng_*<&*)edV>hKx7X7C!3uAU_O|k$XGh;x6|EP
zJe!f?Ddiy;f6rTo%nFjgdT&7TY&w)gq@*cB7;@nCCmxVW@!Sp^CoWf5SQu>QE`RFo
z>&+$P&gyqk@miDPYFaCyxA7le6UEeFpG;b(%MXb?uEDSMh6l54(*HxxKy5{W7UC1y
z?crYHKz}N^s@}+>!Mall{9YzRIL(RIQBmXVFCi|bD8B@W83;_zN}2K<_S-g;9){e$
zrOzvnaB~PisJ~_3LVOGP!y)F}e%{7UR7-%|wS>At`_%dW@eRydfBfDD@O$3K6}+7F
zP1Zr)JI&3_B0~7TP>+-dO4i_T`w{>6L@=wjqHR}L6oH+%mKMeJ=l_sB!TKUAOS+P{
zxTsW=1=xgw?_9SSzf!$_Wnw&D8!VrVypHQPt@7Uu_+Vl75@co5{Ng{z^9@g}HZUq}
z?qx@{cB?bT`#AR2Bx;atghmlvEoJH+5C<?<DQ4s~YcxM)<s)VI#Ce0{`h$KsSQxBd
z3)6=+g2lzf#qn8LpPgk6BBvlG=1Y8dGqwEiZ<eP64HY7XRuEWw(X>rZPw(@i^i5pz
zy3*Z$YS#@|L=+neSPoov4D~((dvCE?qh@H*nf{)r7xF05ru-pC1^qx{oG(xmOV$ZR
zEc5;*fej^nc+fyYovV3ET_bBKVL2^Du2?h{dhu=ei?y7cXat2|DU(nBU;F54g-iPA
z+kJfmlX5=8ykS}RM0D)Nn9CafpsXxdJYGrC(2RZ5)<P?qyAPmZ>p5tD)2j8bNqI+j
zLrA%ijtY;C&394^yKMusjc(f8(ruL^m9=?{V-sU<vr7b9{GFb^Dfr@qbCvnZqWJr)
zHNT~Ai7w+<@q00+TRWQ*LN__`&43WHf=yw#-HSXH757p^deu)!O><=Sl%nTwh`%}V
z)L|zbJ>%TO0Nb;;Tx?Mg0%?EJp?Y>((Tk)(er9n_WCuqmDo#tpld>~Sx``TY!@A!L
z5?tVu68-ofd|A1#=0$+<$tD9Eks6=Vj;4Ei)0p@7@1&n#2oZZsOr@t<VjbB}a!NnT
zH>d3GceHZsIy$DKAwOC@71bT$FSX@H75tuu-$(MRwBYbwMi1E!x#GJB7num|6~l75
zQ~fa*p&I#U`o7^)O|gt+N9zIz$=F>le}}!yI30!J67%Yya#)>r_(D{F9d1i0eMaER
zO@0aISKsz`S~*y);WJ{f;)4}+jpSUoYtrEM4*#mB6h?+_;L0*zCd(!$?&W++_pi|;
zhr7PI*EUkl+6e0=!azNJ-Nou+(jwX)l34l42qNh0%p8oq_kBo+Y~4(Pj7otU3oCm$
ze^tyBdvPE_`a>xnZvs{#LmIRmA&Pvr#-z1E<w@Y~w>(75wbH)|Hc9t7r^EDo1jQpK
zwV}2v{>LnPTErb_fKYsxO?-E$Sry?i`HpT0D&aJ!sNCF#GIiEtTEBivYnWe3)^Cw>
ze=N)H)cE|_xN}XQ#i<T^SP<sN)p<QyzCJN!7xmk}mhzUgM|hbR26vP9-c^D+@FY%E
zMU<Oi@?N5_#hCk2C(-GS_w4e<Sy^iv{9TsjaOAKcZ@dLD$({IjCyNW6<v?yA4S(LW
zx@0(Z0OLsI{8d^Kfab4EtU&S=Ix=@l_9w5O8VtS@Ai3;$JnoqO#!Z8KrK{S1pq9{{
z+ms|$M8PQDR+H>}XH<e3R+v@it#!6RC3nH_teNsEmCEx*cEYm4wfdOyrG2Ee*4ul>
zZVREwcXBc58BF6IFXe|{hBwj@;^BP!hy-V&V0<S7d1`f#-@i|0<lw#$RDJyIdr9SP
zZRXDV8Hkvhe=qPdWMnQ>P!m1SaAq%~rY6zANBc&WM~T?}Zf%wJjdQC@mYaLl-<ls=
zl8;AwxF0|27mG{kcdeIAA9+b`(ti)5JHQNPz6uiQD>#|qwP{)9X{e916;Bmr30KTs
z2+BBHmZF%teD%J4+VO?P4S2mXgqMHRM2%+ida>PitE!`P3q6mWO}Bn^A}&)8gJN@2
zh>Muz75?<TyU<18t*^>1avsbzV((){ELk5dPvlhPd$%^D_MdrT7sfr~OI+Vr`9QC~
z%E%PS*xz}cZ9FHbE>0l|R_wHuEm`U1o4h<ZMWb6B$fUhM{%IedZSGbSlKI#<?n3g7
z-HTw7@99UAB946WKEJvu(@#YG{(~(Vmk63CaK^zZl>usBb9LN4P+yuatjUhX&-7Kb
zXHgFwg7hQ-?MtQ1>_G^<1e|i@I`-O<B;_Op^Xo|l{N(}J)78dVyxFxUZRihIw6`p8
zXM{io^*3PV=6|kJDh@`_{vB;@$%mgm;mdi=Oy=an5Qb9W8S`<%7EczFXDJmZa-F-i
zjrKPwW|$HiE@ly59W2kC=o3ZQO)vpWe?i}mfri*Y2pLpFfCja&zAh^kfRza#3~MAs
z*i-1>`?nB~#?cB0BvN>uS%3b_rhUO4zEj1(CFS;*z0lgp)itsVYpeCH+j<WJjioa5
z)ObM0#<sYer1pF&Y2{1x?dJA-AUfJjJWx0BBzS!dp2m5F-AsMz6bwB`8Z}O=z@-~z
z2#=TGcUVsaUgIk#9^HfNjT%>A>A{ps5z@@{+@29VU5Hd@7D{$rA})#93$AE2oDn`u
zdE|n5S4VP+M75MoGjzK#!-ApW)h)jtpHsdsx*Z%^Ii&V($=;fW(sO!4i=S{XrpT&%
zF;}O*x((7~4ZvF552PJ2#Vpx0AUzF!^+WIY_AOfIe1DK@WV+M@H;jnY$D(qP;F+n@
zl`$U3O1)~PPIVYto01@mM=7ewsSoVJT^NYRsvVhCNfVy$HQyk`ILd#)-cgcs@G`Lh
zNe<qqzA_`t<Gs{J5=Z#wRd*ug=H#S({CJOq-B5Or4Y&$e>%m;O%87;CDn=h$ABR&2
zKB0e^n@V3$Gm!gg(aTf*xQk)R`fG06weiRoO45oT&K+Q)R(a?UR@sW*Q{_+Y!P;-p
zM5Cs8i~D%`LYn#&o|3U91K7DPwvfHu-A{FO$v!?L^J{ocb+ra58hb}qrhVWKl>&LR
zUR*rjg^r`wyG3(>fW=6oUtysWcYOJyPEkqK_haAkBPAs~RrK|J!8#}9!CRKL`4Q}E
zqjj&pGbT3h<I-|9E84yOaArb{A2sqxOXx!(%|r~+%2gp(#bf_eRi)a25&nTa0O7hN
z*spt472RLSh!_B7Ymr`|A7%*?-AVkh!0+zfy1Ow^9+{9pib=vD)r|Y{XLU88qLDTS
z6{svvK)*uNyLY0PsL1v^4q3PoFZM5bFZ&i*>p+QCVZ72dTZNl}A#{CxeFf|uy*llB
zkErBiCNlZWnSpEt%4e<}Z-8q4O2fBfe`6vRRPJ*?85&spO@NjxSC$A|GYh~%(i0sN
z7M8ibZuXFtmde%DHTbH^Y7^k+<ptT@*+~O7-w^xC5{!b_garE6%De#tDct-B4-XGK
zA|l$Jq}Be609yL31YLJtrV<$J<$7dSjpwDu4mm&KH}N-RC3GHG(LotrP7XS$)cZqL
zMh5r)nn=d=0qGa?P~fH^v9hwJ%Yy9cB9|4Y3lCuQOiTph#aV9ovQkokqsd1t+rMh8
zJJgMTlvpk7V;Ifl=&2s?r&qg9JePaL`--9~?d;6W+WkbM+<by&-RI!&;2;wm`XKW$
z3a6A@ZvHSdG_<++k#FCE4vrTe_w)1dsU^nl7B{VJj+e;{h1$+=rcj!8+N}-C8F#%h
zJdWQhn|TGwMvvx~xVqYu_bGU+QVXFJk3v9BDKs!0p3GRBnc=+1v6>;bKXl8;rnnr3
zt7{@UCMH<^rJ3oUig3<)?7`AB%0zBtWaMa!{WG%|PxW8~8KQBy12(E=2@{2Vh>F5v
z?H!5J#&Ujc_OgFsdRkl7Oc>N=4_@l|C;YFX>n&Bwa7IP5m@OnXa*$-^ZfpU;ce!IE
zwoK=^ybC!0U}xl;I7!u#h5l~X0uzEhoQpqVV}MFbzPBY`q<WE5h^aOR-c{PSSfglc
z(^bJ0idgF9oV>e|xQPQl4+J@DFnK&KDY7dX!L^XK)-q5%jc3t)G`QOl`5+{qb9b?;
zchnGU`k#$1rUkXbrR%^;o$k6-s~p&Y9Xh;?S?8?m;9zrX*vpM{p__<qdFC95P_=#Y
z_~>S;gyQWU6LrBRZg~$Lbv{@2kkzWA3mpBkIu|kFDif=UQWwe&x=hd7dewa_3S3et
zbjy(PxMy;?Xr@Kxs(=~;we881=8$)+9@0idpQ`ysXtvcmzkmAz%+j&ldrkhBrnaOW
zcg;2yc1Q^alP$Z-a2bsEI#lvWM<vdt0mfHmwqM@I#pkr&Uztn#dO|wF9cK}0X|@}S
zPa%99+2PyKfrz=_ixcZ*njYD-1bLU2z5X*SswO%eq0^PSry#^g9IPT^3s8Mdt5jxT
zHyOAW&#M1;@D$jnvw^iErS8Wj|1-?m*WVuY?{{_KOZFw&p<59O((%f#FHeQN*qB+j
zI;hBO67+~ziU}!7Syt1XOks7w4&To#e}HvQoiyDNmwm<eAnXoW!@e5wAf)yiic6Po
z3$GWjg0k0MoUU=$F3I*Y^;kpcmGjNM6Mfwwd6G!Hch!+})w;8jG9SEIwZ`<0d)pUV
z=xJW}2=?n-6pgA9R*!3m<oB~$o~znZCDe_L6DjVu%AI#ie0#T_&W&x)W9mk^a}pih
zQF^MQk3q{)J3MpdjR1+-V&fc{$WmGW#ciZ4vg{GQI$wTw2DQ>pCdtSyyl5QIr#6N6
z`2z*s2gZ+e7HkqeIfQYQZi%C18pM8f&@lBch|YYjq9w-e@fu^e7I2xD(ObPrE(#>W
z(SRO`PF_1(ajafpSsyo3^WFO!w(~G42%YQ-M0QTHliJZni7S+&GI!4kptJ?K{w}DM
zgSfFr_XNMg;Zr3At72jqZaKMC;hPt3)mEY2t7WLm(EXQ$D_8Cyxk-!~vt=|4Orw^{
z>I?avv`l`5K%xp|%N6F^9&0Zwq5SGDmoO*5;L_$%@Hq|=$d%Nmbz*iq-eiu$a(|JL
zpo)7mZv~PzRt>E2&3S{<W_$eKV|To#&HJ2b6vMT2r`lFLYGpFRv9{9T$2{0U@cwYF
z%%wr}dak8D<g5`AqQB?!ro@+A^Bc30o7Vd`JygRt9G!HaLSILslPhXshg*t>0Fz&Z
zCqQpG`dsMkv7X`_Vgf5%gfy9m{7?-jln(H7V_J0M9<3oF17rEn6VayL&!|llz&H+1
z-A}Zw7v^Xs2Mcoc>uMBO1Z||TcRrX(9~t2%d@|V8HGwhmUoiwsa*-Y-LBnn$Rt#M1
zt}G0{bnc3dLQ6u0&pD>4l<!FboRG|$(CQfdK99S^U+C+XOf|o`L4ue%bv=(4+mdA7
zxbwIsC*L#`S~o7*f?q~Mmtdyy-hAyRIQnDFfX2KxgKg3Ygv?qDtwdzN;z%?Q);2SQ
zK54rPOAE8S)V351@1Y`34fQrgtEuJl8`z^4|GG@9-1;^&?vbUsI%&M;o>!Lqox!?k
z6jJWU;nY15OW-Tp)hQ+tp_qx6+?heD;&r6Nrf~nUQLbogOe=VCJTK>K(AC3<{HUX8
zEIE8pxzGQuvl<~Z5v9lSXm+)qDY+ho?aaq7Qi3(}W>nyDVMZ-u9@q>ho|N8N5QvUn
zTn+Axh=InYqMc^3B2DMT=u*cmE!HP(pd&@Pc>cSw0(T+>`(YQnt&}Oe<!eTbF=mAA
zkNV6X%_{Z!dcNX`3Au64x9T)&R$9>9Tb7+Y$+PSOY~^5<#D&)<hJVsyu<8~|=b(9H
z74%;bAXN&VZ6gaFj_OB6N8fMVKL=eoE1+W`8~9w3_Z!R!Ik=Duq<gZuzuwFX(SNty
z&ZyQ@TZTJ`-rmv}o?M;9-4U8|P-kMrBPV-<@UEXgofBaaL+c9R(g2Aa#vgm1#u_5_
z=+VlRrMX92PmkJsx-MxGsB^pf`(|p(pgR82-ieFxN;tWje*URZWZzs*zxR3H`{H6Y
zx%;!v7?*O5$x052SOsaj+oBCx$z1lF8f(P_a#CyjDNY<7e7hrEI#!Chf&52!0vps~
zd~sZe!neHkyOYDkz`%eM^Q1==fz=KSqo1Crv>6VUQ<T=a5d3hH{&kM>Tj-Q?+Sy(1
zI5Eo}_Y*{(Z~Ih7GAxsDV9k?)>x4BIC(m5n^6L0;*g+~w0!m6s=p622k|`1_tln#l
z(yY9U0*8gi<#5O%bZTQ2rPRq)UjZJQzeevb5J_&kO1`@FxB$_o;HFi<6#bI2o2E7+
z(|ircQh>j;UoH&ZaOGEjrx<>6GfA{Z2lS17*TxH1&a+ItWSV*)G%diBh$?ydo`NMC
zq1@`%N8WU|W%+@}sN93#eRAwi(dKLTKL=_+;<&pG86O)D3`YetyxW<!Pg-a?N<N@i
zrlakfcUD9s`*I3_)kX7#u9lM0GZ}365@cO$u-#^_{-tPg4@bVG{_A(x!`bnBPhU!^
zsOWzt<LqF{N#|DPY|Sa!Tb^H%a%r4&;UAmmuP(=+RxonC%F?wi_inA?Gn%RQ{t8bY
zDm|4PcP?Y6RP6*P>2&dUBtMSV>`#b3EXW}gJDeh-ly`ZAS=;2Uxmrg0BcwM`BVmwg
z73W_g%zmuQa6t`>VxhDUVNCs6r2n0!17UYB!UK^c!Nqm&J<(pFq01x2+O|V9i(qKt
z;kiZUfUZF5I4sW*IIpgh%BLt4L{lp0$LEK#os4-e=ijChC;A&L_5NrvqWA)On{^OQ
z4HZmbJ6`SB08?Yo$VBjoNET&)uHkogcTD)S!*3Ml{FE~b>lyO!nUp;7NhR-qC)1XM
zi@01Z={yqjeL$q3x$sM=J^41x?<kyQz|v&?)5iJ~1yrn78vFa@=8<ESzP(3CD<~*0
z@(75Jsee(7=ksu?<a<l;OvchL-@}6ANZWdD&(&1Xo>QxETy2f~&l{-}B%^;VM>3T^
z`sGOfh&qdahIA00iM7_*0o9A4Aw@T3%F_|5^TQq`nXM&_Dds2(^6@xy+wnQgbV3+K
z-y>5&<k~9>50BTw#w4sLipCT(*$faq2iRYSl9gOoF`dJX?pb?A5axf=Zi`ql=6v2;
zqI{G!dP|{mq~EEL2p{d2VD-5j1hJfua`eUM7lZFV$_}u*pYF4+U3^*lZZf<YP8sPh
z@qFv4!T|fyaCOFx58))++exwwV^cMxTK6hmEyL0QwSr&UB6vHl<R~=scFMGN!ox(o
z+V@dW2E*r`HFv@Wc01`Bnu4-4!;4hmd5)5Rpk(uoaJM4Y?H%Ea$Gw+i%g7vd0VUg?
zGQ*3dX*3+XtAi(VezVBS@J>dm4?=ZNWpIC*UcX~dHHBQ5A;=VJmllLJYrt|#5avX<
z81?-w1!zrYz~}KI;Rq7s$|`#Nx^Y_alTx;z4`_OV!?u<^1w~$zVN##>lp%LJl9_%@
zba9MPo&WJvwlLs^x6^vHrc&=%|NZ9MrGEs_c`xKoNZhRf&&na(4`~b1B8DmN3+m;I
z=uvo>ee*UeE-y<Xq}j)(bMkt1-D0l`JA!ciyRjt5T{FX=rPuQguJ8LJ8hB<Puf1xM
z7zH_Dtao<WNC)kB`P%z4vK-wijSg&uDQ~50)vyG+pgPB$5e*0P?sNICh&Z~eR@Kez
zO_)9xS1=zd#LGLl_G_r?5g+)dCe;@{Db9UsIN8~ZziU^M>I1~u)ps(kBJ${qRo=QB
ztasAsD7KYY=a7&fBIaNM*SY0{+$BPf&)~!JQOU~kF6oxjt!h+?@7`-Zq0CjlPe}m*
zzLI||!R~T6Jm)}2+c0cP4uoC_qGqw_^;ET>U1YWR;o@Igj)X0@nlfw?9|)wVE@DRW
znTCe(OxSv2zTU~IRk5$vFga+ro(|<-+gmmN?9^~%Njk)#wY}y^My*=Nk@pJv=S}8Z
z$|+)PKF9MIOOkM93z1^R!~d|U;VIRbYQE~XFsCEgt2qcI7w*n2r)xv^*l6{b+k>t}
z1o!Z>=>(~DVf<PVjEJYKx*~)-Cu6UEe3T38Cy|ttj9d>;4DMEa#~`Foo%;Y(LE;VS
zi*+B?%E9s7#a4Q7!aDl1-Rot7pWcx9ruOpBaME`zj+N;#hu=mILzd<3h)4=hclDA!
zWM3}#RnkzUZ%s&IqaL{TBML`x)f_7;A|&lNUr0&qh2)WEv^e1Q25^<)VKz`@_<1S`
zL{hWa&zJ4g;*^zX)~Fd}_4MYPx8_ssI`0qm;HIOwZys1v*J81xAeO%NBVrKM_P0)|
z`Je6PJdfWQ)MB$D)TM8EUl#KRe#``!+?jL`RSsU8yZ>5L>okuwmfSd{Gv1|t$G7s_
zC!abKt5C~FAjzbW5xJvh*gs~gGrgBP(^T^ws7I0TcoAF^KIRc+8Zl&?h?YnQUwGGj
z9h#!8Fg0?)Bi^=4Pusk9X{z9Tvj5UIZR$*%=lb59CDcUS1xfYpaB7+CufvVf&)ls(
zWXO7{4vYA__Fekr<kVCc!ok%A$sI-~=ay{iP6h~1T%m!DjgZTi4o$+x{ol?XiNF4M
zB_{LUACA2@u2vd@@@M=jWvSqz2N5BBDS9wqZGrsxcc5rI#y&b6dM~Jl7vza~Gb6+m
zCBDXtO)nRrc2CN4QTzOp(c9`kzuK)Y_pIT0Xr}#Y1Xs82Hm}!JGi7_b6l?oYUz%7i
z$wHTNYL<M`6JX<7SXdATvfxM1g8G*8Ynke0^~0BL9!78+KBr>wHELBn%X~hD#CZ|y
z2l3AKmU$t_-ChZig6>W~baw4v*-337;^q~cjyFMpLZ%s*7Ft3G2Z8U_7(D->6j&s_
zPuB~Fk@Lp@zrwgieO8t~=&@ycqM(p{UnU03Bmf9BLg`GJB(`g+cSrWI@$ae)4RQDB
zPj3`gk-Y7>MLMyvkc`eBK{y~uN@6OZUBwh$qtU-_DqmZ6Z(uqM2%&*y=7BNyUJX0|
z55qXiLoyv49|y%SQmHvePXc$uX5}(PJlm_A2b)s~1WX!Ipd){OH9G}XDa6c7OPdOe
zjs1Z*cg5kepPpsBnK#a}Vju0g{Qh7-kF1j^GuG2m){X&pY;2k9J93+t%^>q~M=}dl
z6w?~H0j#*Az4E&`TIf2C$Yu5Cq8P`XVBb=JDyqoCpUOC|;=tPmq=oUC{~^7doGho9
zj27yqqw&zvN?~9K8TF8TE-2qrV|TdF5*CylPM2HVKT3m{isa!tjQ9GDyrf8vN@Ppx
z%H47Ae#xZDt6a;7BERXb?-pluMtN!o%~Wlax-<N_tnBJ+fuHRLrSWi5ejD(x1mIaO
ztAqp5O=6JQvd!8P2w@DhJFTSqfNa8C6Tg3d{g95%gjJO~!xd$Kyopq@+-WyJP;Zo7
zwXnQ=Yrkp@Yk8n8I{~6yClu~B$ubnfdjKmP-zF?rlkugl$@%y>eDl<e6kmDh{eAsB
zwLj#}`NC8F7h+<_z^piM^?(o13Jxre3ZV9$I-=z&*Ng*enXI%m0X+{!4AXV){Gju_
zKULIs1$5vj{SPN58T;M4874&3n|?s3qk%1A(f;yw1hM^cb|^GIEN<!`*8q=1xcge*
zLto!hU_MdvHwEe&`|9({=V}`!3dHxn*-f{tt#+Ubh#L{gyQl7Z%o7n=pw4pZ))5z@
zPFnjTFC+gCSBLUYJ{B>Xcp^7{AJE?($p|@SNk&kl=RUzjcWj@n=myPKMG8!NKuvCO
zoT_%r22T&+bKd<JM=9XM0(8cR&!0cHcXfqOQ&SsnAzGW^ld`>))i8^xhyQ4CFa?b@
zbNr5%w_MJuTX#b@mShPX_HMTs)betGPUFW>()|g&DV&DjNdPOr5v26X)ImJ_wp>9@
z4u8*$vADSSQ(@s-;L;ZV5VgC59tfUyk@@i>$10pP=j7yM?sT`(Vge>Nin6w`wnne_
zj2H$*JXnMG$o{v{fqC&&z{pgYY3wKBqr*dj<+gY>@JJ5aahngsbxXPEe>OS5DiJ?h
z9G+@vG421;(80yX7zR4+I$ByJ606g>+s1Zza?fhhxi6V26bT$#=gd_J{UdsT2h$R3
zYv$h;Oyaxes~0IxR*Wrpr;ffkxO}W9AA9G0c7EQ{e3&uHplx~Iu%Z%PjL-;2hLYgs
zl_V8`o`*Aa9r!WIy8}Z;yo5zph&HsYoR({%U(lx@MD6Ita6$nxrQ|A0+p@{VPjBW)
z5-@vA><FEd_gEccPY?soheO27+Lsk~nCtaRLk93EzLWqkf=)&<9#HgK5nOpcKH!r2
zqSzPc?;NLfbGqQt$Qr8&Iqw?ivUJ5V3+t1HAL-9uJ;WhC=KSKvmfd2sa&XAdu*hsp
z;scaA?;Ssbj2TM*%tk@)0{0`zemaBUV+6-5aXeN2vu#~y_T5pAY=-g2puqUNfC^jf
zqVI-{L!n|`C|f^qEhG5_`DBF^d-RKu{sZLdK2q)jLV3_~<2yWjMV{E6KYvc0s9}40
zpWxf|?jDl*%v`P7DidPY4uM{45A#NH;ZfVA1H5CnpQ+Qh%>|Lio{ngOLX50g-~%~J
zu18;6@zyBse`MbxPdSfdN))D`KimjHo;~}ZYAF-o2^BD8iHL8~7wNtHva>Ng@K)5+
z^ctWhRNlz#RyT>{=XXIM3;8|>rEn5aYP2cPF&y|P%>kTWSqCSs`P3f!{gQt3M-!Iy
zLGo0SbmBBTL>H%`nxC{n-@Y}#Z`>wtgv*l`34f``IbvUySjS&ad)~3IVCJHZPI!Qk
zO88(OKV@1i>5(uECzq<~?P6nd#w(l!meHD%r38ufj_wca64m_WVFenM#X0&n+MKOO
z>#uQ7U4VRk|9Czk#OYc%ua40+2=_D}X0q~mM_Qh_Xz_0FXx;OfjTPeYsnN(~C!}bD
zmPty#U=%#tkndj*q~ZEx;v}F$QJWVQgoYFK?5XHho?Pat@CMGjD0al*0~t}8yu6>P
z%5_#Rw(_!sn-mml<Br_VUs~gbt<Nf?OtHRM-(bk6KFYOXVTMk_{7rebPW1Tmq<hkI
z6pYk%R-|?%3badB&GR@oh*sWhISdrI%D=A$fa=<df=9R{5#wd1rp^a6Az(5^=s_CC
zX03gM;|1b0$kvU;o+JmNMFly3!9rW^1&XLpA|CcKc4<&vUf9ZYwwmgc6+E_+5^+!k
z^i>1Tosyn`sNHdYRJ#IC_`!WY$fN6#?<~KMqFm_`$Vy9Rwp#HZ1!rF<57769Qw?ke
zVi3dOk+tORJSHsQt#qGVlK6dT>LiBzp(>T<ugyDtv7BfdiRoMYygtr*1x@>#@pxZ)
z5cON)tb&yvSqnzo3GFk`kn<cFjAX=z`)^mA#5Pe?p;Yt-r9Y`Uj}(8%P|#m0Tm0Jm
z|Fm}A@l^i*|34@iMiH`$5M`B_Ss6(PDcO<iki9}GQg&tUnU%d~_C9tT+2bH&&-gtr
zz2BeD`@3$p-}m<W^-t#yj_X|Kx?b1o`FuVe_s5sN-;LaQtLeG?+!Lsvxhtv)b2i(k
z$Na=jiF|8z)nQRmHOKRvr;<?A>T*!17IA8Q8&gK+>Ns$}i)sqW(H}WRG@l+C3#fay
zscV3%4hEj?ct+F1;%UO7LWMcabI>_mA9q@?#QhXKERsPf@WX0R{$o`{(^jM7h`ZzZ
z=TDp?oa@tCC#NRoCCaY*VEsA^-+h<h2+%T>12Gg7TG-=e1{LlY&q-7XTj&$7Uo~An
zI9_~wJ!8qyZXR>VhoG>kjLFq)lzX0HEXy{>oxC>gSdmM<)CU@oOWj@+^0F5MSl_qW
z9Y>+)UTIgy_K4g_CV&=T{`US5gBP}$**Uc|YebKH->{Xx)U?ZPeBZI`hBu3dpxexC
zUn^z~52SmwP{wtE1iB2LweP5iVWg+o2ae54nabfD9iLHpfOjL;f@~*LBg3ysFR=wb
z-*dP!9rF7ywDI#TRddmb+%Ey7(4wksj;<`XPCY+!I+TPStHot0R{eE}n%(TZ`Ogk1
zOlrKeDC>Pibq(CVPU7XW!&A<U-j{dH?%q-%YAQH=5O+J}ZnJV~#+MXiv+Df9q`9xl
zkK%_=ogV3S%LlL~%)NtoFESbYc5*oU;RQY1zWMX<0+|I+{~T4U%&(ohIbAIUZ8xlw
z+P>W_J*aTQmeoy$lY~dZm=R<Py&thV(5Pjr1QwD(_h~?cB?{n6Z=+{ZqN?liaZ9HY
zG8uJZOS%&J)&H&`f=KDGH(TjxZ`PLXC^^cD${!kY$?x(8UORn-m#x!p@{LV<*&+HM
zgOsPV@xv2(-tw~P52NhD1SBnddiM;e&W+z59dY)^E~#MknM)?&@A)#po=30pRoxUM
z&_{*o-4Ff|Os=+D_ji{+<-|Amdil}p%{cA8XyxJgoTk2?&lG&{dz>N=3<KXiKP%GR
z%sC)Vqhr9*ES>)*+V)ArL-TZ0^dq=3z`vvtfG-`y%WXJm^qflc_ayyU$|k}STNI*R
zGFyb)8l~r-KX+dAf4a-hbGuEaU)XzQR74_idhF-#%1WaH)zet{_{|7m>7?050aayW
z9O2g_1-;NirHGD+icP78>n2gG!q~Yh@0aPM^BT5TC<%mzJ}F&Nerm}YD83bQ&Dcd(
z%N5VHk}XQQYSTV=O<-eUX}!jLMP6v|dod!&kLPB1v^#z<9^WW5AZ=~^YqVJiJ=B7{
zJtAtb1w8_hJk?pLg=lJdq<!Hx7Tu;-y48A#daECQ*P&La<ubRJbU;*-FPo!HABM)b
zzjIIO+Q`Vo==hz*<{X}h?Ni`)VYzVyO%-d;ghQ{8zg>CSNHU)RIypUBF&1PO&n6#J
z2Ymo?+5;GMypA~u_PBkW=Xe{q_f((SHD~8Ma}0YDrJL~OWU;tt8>txG(rhnrTM`>q
z#o5it4Ny?!b5yv4D2UmFG*5xxyY-9NL(P%*EG&|`MgqD@*`jWCGPu9(=d^b(vIR$L
z6)Ki*->ZtBmIG#C6QLf;mK5*%St)Y9e4E*myZVQ0ft(4phiCjk;J%jDa@DGLF)*)a
znr-B}?3E|SR`u9~NI*uo^rG0kOG%q{wh#6mpafH>7wiXU;{+b^5yuH;S#Vcaskptc
zt#jr<NxZB&Mtp&`n&MZ}#dMOH6NZ+Z@AO(YMECA6YI71pBjApRL`gq-ux2R(1F~vQ
zd?IQa`sC9c$FV=eTJ54^Swns%4>@^alMcEPYtFsgHE2BlFB1s6pu0ogagJZs_VE#K
zU%!7h-bDs|q<R~Xs$0B)D<|k_#jz7ctl_}~GP?nuKT6&N_xGn=XUB6NG1UK7&3SHS
z@)p$Qmu_9ma<pfvus0PUT6jL}O`mO!c*YSep#=IOeFt$bl(qMg>lzygTGCIfFNM|w
zR<5tzrtGfJd7k3RdKbH?Sm;B)R-}dAi0rv^^T==xzw89wxf4W0Z&uNm_!Ap;aSTf|
z3IoI^l1lOMM9W;n<qxg6Kw}q!d8vy@`}>BLAlqCXB>|0mea#c1$PAa=;`0;4HK3D2
zw=<YgOsd&ad@n@&FNkdC0t%rmxd=&h$FrSejOtoy(>oF=eGDgvLZP~ky!3zk>V-y}
z@DQmIv5C9$tmBK{^TSI@m*m7TsY3twpoj^+!Cw$Jwn*LbMkoWrd4&OzpNv7#*757`
z1;ovlZcgGp!5|vRqwa+S8Bohk!h!bH9e?o(8}?|6!pcJ~=-S+-KbcfVTcNx8Ul%iC
zDUo2Ez(smkVio!)90dne^qg?y9hMn*NQuF#$8`SWF(wbATduC6gM(47b!Si&9KK9K
zNj9_bi%91R)Tnd6G5B3g^f>aPwS_QvJi6tdTsi~b1o`h^?*b#@Ls^?x0*;s)uii@U
zz$}sO$L}4xp%=VWbI$)bU+CAsNd&t{CIy3l%<gJd99(+=X$#cYEGdl9?8>bbIx`K#
zvx{_&&lur8GRMQ3w+jwox}nh>f41x818o(>U~&0GyvM%n{NNudf^P!h8Sq|YWW)uB
zNP6R7jh|RJZz#U~MqE(Z4W74_QRy-L_1)yfAreRH2pDF5lu;sP5=-0s6vY(6xJoSr
z)(;0Z!qXoa>uz#baw+{85#pf6L{@C<V!4)R?{;}CJy7eD_?jtlOdbbCL4;UrKs|)`
zH{N`WV5)!-^~#P{;=Q3Lr9|668=NKPKbLOoNw9AtKh+p}f}u1%#D804FXXo&oxu4>
z@#2tFM2qwfv_g<+f*>c_&yJQWKE~eASc`V9rsCMqh5|a{EOi6*e#zRj9AceXf%nMy
zQWx=op8+Pz+cn0w%*{E31O<((E$MJ8`ua+v&E|3i29%_4GK;#%@`_qHa*@l$a{a@R
z0wUBS<494dy7kNIL+wG0Hn;49%b=r4Rl{{f+)RJ@ZsKuCB(WSt=KhOhlC@=fO7dEG
z6}hBbA~XFosd$Kz$`(;lT`1iW78dS-W(pe*PmT%(d|>uZ_4RK<k;3gv<*`y+R(2Z^
z2+y0gZ^a#IlV1`0I&AObbHzmU>YJB{lJ-I%Ua`Z9UO2xwHMp|hBZfl6x|yTjsH~u%
z;Dt#_N$GJrSYx0TdXZ=XUXw1sAKpn}L~GDw?!9(Wf|4c8lpCGqImrI`mN;UY4QRrN
z6tJNGVcjXpYtV9T{zsVr2lz-dwY26CWTbrrxRy#c`ZbUaKyRjofNJaMjwq;{Z}Y=p
z4jGGba;ohgx-QF-%f&Ikc|&?R{k^@wE+F-#x}IztmYJCuI$G{%U4{__@FNIf?f~X)
z;IY4wmKKN8citEjs+v}loRaat;!bly5IZj(9_lI{cuQATS0&B0@87@wep+Ny+u|z#
z7rOyCbPHg2^SwMX9Z^?IPHE(UcLUtE2{%3QyJ|cMzJRkxL`38=JG&1YEmQy8P{9>G
zUf%oC(r-f<{_Q%cD@0moQNs2<%isQ^LzFfA%i#Fb_XeOZoG=VINkl~63X&`K89;Ac
zA&sOUCl3S`ji4VX0Tr+pCbYMU@0pohH83<(xp@<35Q9+xFrHe7%*7M`9eiP2jpV2?
zVY)Os%Nl9)cVnX5;;lYUiEMNa=P$96w!N)o3zN6wV`IUrG^RrMB=q;-Pba`i0H-6~
z+uJ+&W}Q%BZ~?+d2sNzO8Cu<R(Jtqj&WtY72RsMofwiE7iAfqd!t{;4o}Ogbxr&|r
z$NDUsoC;?Dv$up%lqf`&jRAu|H~%yt#!vj0CWM?9F`wV@Kfnbcma7*p-qf`2NbX!%
zsU)v}b5idJG@`q0Yo%sA`^tY?L5n{}6#OSA=;KGzE(o#aC-~Gfug*@gS4I8hEcuU(
zi2sSU!1ri<Cfrr*KX^-K_HY&dW-Z8;2xKF=pKns(|AX%5zrq$AD>>Vj&yH&oe^k<x
zi#ZIF+|uGXvE{8W%(N{Kf64KW7u1zt%X_U%=GS$JuCfH@W1VXj`2RGAX04)fb5=bK
zdXnXNfnS+Ctth&2E>oi@YwluPH3`d0bU9c#c!6G$^V3gw=?qC6G&2hv2`g*X5~~%6
zb?&^h{6&Hn%24?vj|{&T$H_E(qg<S%3uEesHmLB#CdhiKUiIBag!UgkVtGg|RJB`Y
z`Y10XR<G@Ej!<VQjZw#}Og6qBVu-HXo;bY=m43ZpQbU{&cuQaL$GDeXwpc(pEz}e?
zMm@*ZwigU(N#nWZU9y2cgZD=mGn`nb+K0GS)EiWjL`KV{?|Vde6`%T?p7Lof+%zi=
z%xG#ZGvOdcM+b%KlK8CJlL_GrT(XaB2PvTq71Ch{MU+kF&-!@+gt*dMYD~MP4X{&^
z*LfOO*>ben$G7Q{H(uxpSzcvuA92bt_dBEo+0cka1iKTSPLKG5;N0dD$g|*%GG5cL
z%Ub(7SiyUcrh(<9fvL<tO@l`_uS5~K+jc+f5pf^6hS~g-65(+u_VG43pAkNP(MYw3
z#BztqsBUazH~WnsmAg9zeZ6R1B`waYdH4a2*f_7cUJBEJtVK(V)O(7sFAu68SX!{g
z(xWw;k);uo`&a0=Qe#0_JeT$od(1$g!o$&h#5`C_Sqhpx-h!j+<)>OW(x2PxhVQt5
ziQ(MXk|a)aN3UqLuQaqkK(pW6`Qu%FwH}?s1%b#{$0aO82Mdkx{Z1#7^wTAg?<su4
z;mtcb$irEvDt_lrzV==awai^~`Nq#Lx#YJAHUOD|4g41NEYhB(4~#h+ZVUtUa)O>n
zv)A3yA~&z#B42hfFL$n85kALwxmn~P5j<H62{U(+-4<WDH9?6NbYM?aA~^I#?V1o$
z4HU?BUP&n$NJQsGv4)#$e-B(>n31R4I+ghHiT1g%aY+w)g{g&^JDYZe@p$J4PR)FL
zpkyb@x7c!-wBQYahLE3F7V$SKTI!iwMIS!!rR%(+hKG4%WJvHjE;f@DGedBj(t`4a
z(gU{V2anc8uNRPWM~zgkV;?Vncy-FjzWuCvE|W^#7Eegsv2K{0VB@24rbch7WF=H&
zZZEFY{jzX_4P%#0IrQN(MI+^Ch-a0bNO2%D9dYwa?!BEO^XaFtXSxdb6-FvI%tdg4
z)oog>%Z)ZXOzdf`VpWlM^;F|8eT0&Sso2J8)3zIWS3wkDGdX6-)7K|}_M4Q7Pxzju
zW!x*M;Jt(FeLTFb;-WSD3q>=^Vk}Wbv>f*{?_KkBKDo}%3QFYl^&rvw7jBaQfl#4#
zxixIY!$^!poI-${RdUB?&SN}oim!Ic%g9k=ZHeC9j<Ay+vDsi=<kM46UzvCVeg~!J
z#s%KwxHCO8p%kKX6#{vo^!qIDuAO3+A{jZ<rjiTxlJN<5p~`L&ahG`Muq}qF*f7G3
zWci&V8$RD#!N;MKq}+TOZUYRhON2w@!Nvj0_&$vL&_R1%J#<X*iB<>a1>M22a}7LA
z<cCGHZ}3jIC#}@a*dSB3v&)S<WmTdgLAzctIvFv{aJr0cX=>8Kj<d92@pS3VyF;*{
z$yn&#csj5bk=bZGv-*2t?RP?Hk5^G+a7cP2TPuQ+8XMn7t@o#!7y02Go9UwoB@Wv-
zc<GEUnrHKM+oiMVveT}Qwld#NAwJ@VRd{|fwn*DNViM(i+|j!e9AH%=)izCOTisD%
z>+Al`b+f{6WxB6FYPh?&&x4qV1%-vdM4V}gc^K|d#7Or6ZvUPO2_tTFP06g4qw*r0
zLz%akjG*P(E$jwnwb+xcdz(;{XbcqoKD2Vjo`{DH7jIMY*2?}Vr~N%Gy*ouTleO44
zrhD_>cJz_M{|++><P#T~`{6xRe$jIIE1{J;Y{EkE!`8FXGASJo?xxQh-G436ULxja
zX1+0w92d-$@mz)l8OG)WC13{<dxPu1&V4iL@<oP61WsF@Z%*l^aE08_F+6?sEjTm(
zYzPfZe4pvsZh(s7$xas8df(^Cc!7fm0g~AJ7L-52pc;!k2?H$H(gu&1(-6m&I^kj4
zEq9Zs#QBn)9ih;p{&D4gNb-^W7)V!e$cgqCY1%(OXXS<{xyku9crzjxVD_K#yd4)Q
zp^T1Apm6SoguE2KgJ@(%f4mzB7j*w=(>s^Ihn!tt`4S)-cA-ZYkl@3g{5{{kb5J?_
z;+{*iy^7nZ^#HDv@sgur>)}HR_?yZvvI>a^?rT+eh;4MReTh#|@L#tYc%x*a)QRdA
zM&1(eYexq4SrZIgJ&!D6#Vcs23D@gL$`B!w-ffY&FISw5wJyC!A=d+-%n*zFlqPaX
ze6sQ&>p9i-fZY+<oyYhp9?B*Vu{lmXwUDzobVdmcV!mXA8z7hIH<&0L8L;)uoQ;Ya
zlx`O4sR^pC<L`DkyFKKoC|wQM-mgk`R`KuQ(m?)>H#}NzIRmJz;d>z|K`}X>dm5H#
zJ#GtWT+Xg7K2RBz096^bFz&26Wplg)5pwG8eVeoL2v+>0{KV0>zaFQ0zL_I486!S&
z_i?={vWRP!#W4*2%4Uc?i4+>IUcLJ3fFi7eqzFpicfOm0tGj4K;(5jUE2hTXDer7}
zzebiil%XHllaS{W#xf&k3qZz4XRBeTu$#tVK}pcv1WPp4Tb7#~y`-M+OB{XmEZ4)I
z`)?fPEFwocj=qSycTXW-gkFX@iMbD6n}F53Df}%`Z03DUCAlrvPm&ma@*psmxjH_=
zmD(vYHj4V}ThR|qN|c06%^Y<#9;=)r+2@ec%FH<EK@m5ks)a`CM;-0koWyqPgCCCt
zu94)EAozp2hK9e6%`P@2FEx|<ymuiJG5V(yp3wS8@MFn=sw&wJt2G@u{u1_GKWRq$
zWESEdivYtfJRmq&e<kPAHJpmf+opba_gb$|&gpXc7VPUf%b^N06*RS8I`WaL_I8ga
zG&Zqvt6fb`{gM)1if_VwzDbuGac@!+N^aWmPw5&uJLR4|8LCCM*xcTnwNjNJS|W@I
z_R6bJo7GHB{gUv5sy=_xA?{9Or5N+0a$eAI^yuq5p{K?JXUi2Uj#jjnFU6!}WNy1+
zIp}8fF_C9>%gm|noX89saeqDeSxZ@-O(+RQ0kUCl$UiE5-xg0vR40si_*i4~ZW>{*
zY-4-D&l9UtGf%l@>fL07a|?3fKxM?EI>2{d)_{YqnJwYQ=CueAU|bfpHpoboB8Y;-
z1@tjtVZwU6is>mAxI7=|%LKSSW`6Kci`9hBeP_KtA<w=%_EvACRR-JE$LZl<%{+Vl
zVwTRvzQCVEwo{XHEVO)f-41GeS(f^SzN`ubjeM{8Z1K}TELZv#KP}DtOu-vX=SSLF
ziqn0z@(Rp{vur8(r9HD}!IrcVD0Yrv{B~`^@5?ObGi4jx%TA+TL!ooTVSrB`H^O;t
zX@Sv1PmtIWw7$Wg<)tmT=0f#%ruAqw?RFh*s4Ckw+^{R;KQ}jfSL^pMC=uU$bJeUr
zyuf9+YHfW9>_IEn^jaiaY&VD|m{Y(NXyY_-_^H5`m{EW$WT5xm%v11ny(lbVG90%Y
zI%VkZ#yYm|0T0qAKpN$J+H@urZuUtR^9WO%>!+@P0gqN<ZGl6dV-y;W>b4g&?!hY6
znc9qOJAT(zNO29q<}vVfB;8fMjl!ZlW{XEMJa1yQM%;PeSs#u@qfrQOA@Zxawagg>
z<D8Alt2k+KMOPDNK6jB|t{cNLYm-}?Cbc*caEF1qzg>q=NRazmSx<+y#^1e-3l~sF
z>z@v$a?IwIQC9tUDBBX>$+natzFPUzs>SB`<sw7n?woJQ(^-CYys&rBg7z)v9J!=+
zR&p!b7em0M*i*!wtgQ5vwEz~F?^=PmU&X177Zje~mjxe6Qf~edcs%%2(tj%mHaY6~
zY*7>zt!ET2=$qbVd^*;!&0Q+U@~hlr=f*96z>Nh>qvQo`uxE}I+RDOqkIj~BOAR!k
znO#LDTcN)&zUVJiQeUS<i`}RC;g$!2j@vz8Fr1+Z=}xgHjI*-3_{{oXJ+X*BTaCc7
z=GF0YR8+DZ9UZ(t>braIo|*j*h@0@1_M?>*6BE-zEJI!kcqn(~>p%1HwiQjHfq6(V
zwhhCqWEzU+6g|s(3hzd8n4GtJ3{~Eu=ZzDv9$i1!P6+*SCzP*#Psx>R+>_h|PNz3(
z0&WK`)WUWd4r?a}MXqyvgU|@$iMn^Z5J)i2UAfwF<tPmVM(AJULO8=C@vx!5IlRRP
z{eb?YjizYd_DUGf)S<SLKa2+vJvNV!>DzW4l~w;`pVl<cC^$6OZ40x}C`xIiuev1i
zEzId7PIV2{Unwc@g<Xf+_kY-rn$O#wqo-FO5#Q$qm)GwMKpPCa50@Bu2_s8Gt*XSt
z*X8Bqsl~<TYlFYkfn4GX@D@zy6t*NR7J7Db9TzS$r+gTxvJEim$D8THD38VUeO?r~
zd3qqJyQ_RPS%D6kpP!a0x$mxZaX#(AC@a-+<rK4w0cr(&5v1+KrwR)T^<J*cv_}mA
zX#O}55esQD)S+KdXD)_g3lSb~5N_2y0}PWh?`EN9%&TX*eCz$xODn(U8hFo+ZuR;*
zzh0Z2p19CZ^n>>|>3gdAdlVHO$N6z)r>Eahm&e9_#*15X0g+A0=E{1HA}FwpPP66;
z{R^Vu0yY2C%#1WNm*YJNNR$l>m>nG)?t|NE@o$ob5>r@UmmtN2I}RQeghmgJv=;L#
zfA=)%xTOG<PqqeB&V==Kn{mq*Dz*>;@;a~8($SHsN{a_}RY`4a_t@Fl89`rWMa!JU
zBPbXO3aEOku<zg1S|Bw7K=`>uMJe0c4mq5UmR^LoW)X@0izX?0a5hiBoiEd6B%=ff
z!A5$s)`k$0a<Qdl@1e;v`=8%0Mw*VWhJ-~7h5-!XbmQJsbFlp2&ek7<<OBx`Bjc;h
zr5{%+C%-FbSK2N-<mq%;E0|u~DR<BToFc{Oid`F2wDl01u&07_G%(=5)B8^?jYf<6
z862i9vn{V*zxG~q)FIS)pOJBu{p!_AunkdSNrKgSAOCYuP<NsLiA1M<z$(zKrl(TP
zC^H1A94>own~{_&_D6W`k&%+t@qJBCCp+q9IEtu<{evDkk<^62Xhedo=@*TlY17}X
zCe4TaAa39va6ZChK(fo5Bd}F1-=Y~{GX7&TL%{1%_Wvz8GIaSgB4_x+wVEEO{@;=^
zM0G;eDr8;{3h;OA7jOk<5phsDEzBX{46&-bA53Z%BPj(VOt`fP*!S|r`A-$aKK1iz
zTQeAHl(G+nJ*Pc?S82S)#&TI9Z<J|!m)*(U#(!*aXS-O&fyUJz`+*_udt6qy`=Hv6
zbdhln3pKx)TF+`qw3APNrpCa!r>Q^W{e)?|Zm7b%OrWQ5j0RuvlndVE>31x;urT$V
zAPTMUF`1{qE+2lNs1WrKq3!${>n}i`1dFnF&Wo@UI*&?0h+X>fK4sqK)bY>$oDuFj
z=Fy{}9|i6nkDe_W@^b*B@*BKu5cwA_9HF!Rv^V%-01Wl^i&+Gj1lWMi#tbk>=S7rk
zJbX{rczUkpYp~J!f?E$|g#XFeuZpRx6&uSq`7`g7Y+BJL-rF5y$Xn=2$yX15tU2m|
zBtt@rw}GZ=%NmL3`h7rEXO2QhjwImo2=EDtaEl!YfJ?=bWNuA6mfY(Co@b=03pcB}
z_JnAQbg65v@jzvL<!u6NW0ZPUl|=EdmG4WtvX@>mO4d<l<5zfmy5UZk;vOdAm}@yD
z*x=DqZF%(@!u#49&I^fnC-m8WJfG{jVMn4x<&Jb6-{qCFv}M&~*&+e*^iHilY~~Tx
z6&1NbM%E^kSh{&53oBp#aQ)^j(&r7cT{pyjv-(1@8KGRFDSYAM5;c_+Pfh>8?$c%`
zypy!mV8wWR>_VPOV+Sq4ovc4C6@tYVmbu@+H^KFa%c6MvEyZ3KpD6`+U#-(Z7$T$k
zqg>n_VOjrTyL?6wHVldTtJI*N&o+L224olVQZFC#A!EwQ?=L?1u$$ChgL0`91e`XQ
z?5uOxI9ChpFrfU};CA6o;XGhiYO58+NBEj5n9YRI#l-2dTx{I?ggJ42=P<LXTwU3%
zAaHB!>T2mX`puU%_|XNv%(4N!fz54~P^rev#|b0XRN`;3o_U{v@TGr2IrtOx0@-r3
zzNV|%>QC;5Jwj?>WsX9UPG|_WOSn*xdvH))#)Sb*iEPa+wb=lMR@YnDZspz<O;-N^
zJXK=P{aAif6(meoByu!bIM|CjVS|i#qVo!DehN}rF8`T12#zzeemaiU;J;^%f%ZZ#
z&?JZrLb}DjINI1&-49;Wz|SuZIj7o-E;IG>=H-k`38Xr^DC4g^6igaFwRFkDxkw~d
zjtYG&DTN;ZXitbS4^40cXaO~0g8f0?XS=c9wVS{@Ur>P15ytne<VUx*h!VaoS4ud|
z`qxxw&;tk>g`((aipKdiJ|-x!RK%*^6VF^5eptDDuKlr9z_rsfJtdZzKi9A58`*TC
zG)Z(n#Zq!R;h5sm>!CFswmrdo;@jvw+!2@JtQKde@<znjAdLP{vdsLY#9)26bI<tp
zUHwJVfD|%OtH)fsk6c1Ih3&^iGKouRPZ4AB40NsF#MROkE>0N9FqH~4l>E*i87G_R
z*N~mqpKp0us(0W7$4$B<!}*S4^4cixCC!iy22c3d$gZyXT^YiPwI19ouDm!QE+B=w
zHea!MpID3Eq5?bKTH!1Mjz)2YGVf%q5xEat8HUJdch$ItCbY1yK(?24nuV^9moMaM
znA|2%_>6|a-{+S#U#r!6hQQX6>%jotdXFEOUL`30+o?x2jQoq`dKQTCkMlth2i^Un
zBF=h{fA+8}RzshwXLKuyx0Po-V{6%2u{+dp;mum(#W(hT-tnqEobj!D$7*-3dyYsr
zA9WJ`OzV{O6fl*z?bR#;5y7U4zn>9^{@NgJxssj?!glo+hnC?&l|@St&KTUS=g52w
z%x2%zy3WZW*b4;;fn+9}hP)+9PT#1i=$9C4Wt;i2mCtSfIq+GY$9wFtezft0u?kW(
z*F_f6VPVsM*0-bit_?nqx`jgeb<-WOa4=C%e|)F{x_$Ls=xz1q=6Oba;fi=LHi9_x
zJXjv6s@_ESsWXL(S9bB=A7Y8jB1iV}eCFou`O&ix{_l30YfHN=Nc^GkhaHB9yT7h%
zkRkp#KbXP^)N?tm*x_!IZsDlD2(t5Tn~Kz0MY?23GoMvry~tc&8sfHB7JhBYJ8>^v
zAln5Ql)96joteD*`&)UF?uFeo)C*j@!h}Xq9kZ0dD%vxXTYm3|;>GF9yrDVDy|;l|
zt&G$S7sbTrkqx?1ZQ&<%i8`EUt>sLaHRE9o8thk3p(!InImC|0An!wIY+GIO_cfFa
zZfWEMNfKcmN*^DL4Ce}>TnO7-e{RGLH=Q!VW57O;Rn?dA|59tb`s>cr27HOtyGX|m
z$D<DJf!^%J%WeWbCpTkZo}GCkK;9{tqhhT!ZO%^$gWV7(QStP^g4zum;>DRL7N;Hl
zQHka6a|9IXBbaM}nT9d`f%(@;nd8Qp0``6-^NYTSgc!OQ-RT1B3626ppdb3+VnSTu
zv2j$WK7D!#+4#qQHirgxK3kZT^v&aQS{6&wdo`sGcDK9^N2kj6<IdXjj9F&Bzf4|i
z{|E05P}3u%Zg1}5bDSk!#v#RZ`~&_K!MVrF6F%ytv+pm3?>S%V6F83@!ikG-7GODF
zpgM!5X~IDw4YQS>SH-4pS2<|ls}A%9(+jDq$vmoRt#HYc;u-~am)x3#bTAjn@Q6~J
zrA5P_i99&N3)^>og5dsgRk^f1+mqtvt%b}+qnWpQEtgXhEp;dnG>OduItx2(D*g9)
znP1p=tPw|!)=<b?Tr`{e{94*;t+nTN#GJ?K{0%3w70%t|Zr2AI7H9l^eI@ZtEaqNc
z<r63lX*xpK1IZkj^}ZV_6y>=X`P1CoXfNm1jR4hKxxp@JuN$h$0zvc72+*n0B>(g~
zKYvco$J%zmu=oc8-AAD^LV;vL?R<l|?UBZG*71F4Ps*$PBB5*NNCDm6?$XF<>`-);
z(dzN)6J~_8cjByJUyrDIAs;Pp@(#0!iAht}+1orfEq2h~3X5plDd!Y5=@yMzuZKXV
zMYG_EL7y$J^`O|U@$5++H|T^pttB5!%`Uxme%AuGod2IjxEBe-5kN6NdofO_vX==R
z#cnb`mvX7(+m+2{6g_<w7H2wQGKso^^_{!oh2Ne)7IR6h*gvZx=x~o%`bJMM09CTt
z%kGJ~Sx8GJ`ZSY{zI7{MLuPJw>o9J8{}hy-$@TC&_(CZY%;Eeh<sa`cwzTx;Jq$1d
zL_ZnB-GLxwyg06z`|QQtG^3Vy^Yv~Y&-jpKAnmO0B~W$++!?*zU;po8I73HAgw)$c
z1{jcyfXn8V%ggZryoV9zcM&7p&i;m;w=jKc2$^t|{X(pr^Uj1ez?%N#4SX*!r98U0
zlg!0ICI?=RciOoO7I&CT<Dn}Ea2HSd13Ok|2`P_qMz6QlQbzOTTwh{F%+L_DfWVu!
z4qP|q)mC;E``8fWW`A`W-k{A+#KK&WD67=-Dsai(lw+X1De5Vb&q<ByKDwhE90ZU4
zXaRCZeSB-XmM~w6AO5@bW$sgjbE=?lF-vi-{H_3`p?KD{Tml*NWXQ%PFes;^5i2CJ
zI{yn;nQ0yoA*U0Hmia)uI#5HaRQAlcw_gD5wV*Nw1tb>WOz{~cAC@@7T{>+A1u{4K
zY2cIpYQ+h+{24mTM4?8F*3eOxA#g&AQreQm#OyhWtM;oYcm;r@iuWMOm)B4#w@E_~
zbcGK^ZUjYFGQN$Z`<bC^A&LWTaP0+zw!<w-qC+Y#zT86Eo?(%x5C_a4-cOE-&(1=-
z^NhJj5bKPqCY@2kryQHw*lY^N-ze0)d)yfJxkwhM_JZEOf6q@aa1pH$qkfokc<#rR
zLC|&^laYvEY1#bbOfqy#V1U?T;jHN6NFYqpmA3_cs(`N%2@jmWXPilVgq&6nw@pgT
zwu>ziE2u2DKO<jJTy~^&G}`1M0A9(=TN%b3gsk&>hoAboMU>^i_vLaRi>R;F896P5
zi?LW8T$Q&FMZqW1)BkTVF^A(`43|L>pTR&$DFfV+`<WSI!)zQJZ_L<nD>lCH4Qz@E
z@xOhh{X?UTYv`kbKgWm^pDocdA#F!nI*t*$$gI#RkLSM~(y_0<C3GWPC361{iH^`>
zx72xLywQ(`kYcXkTdqvh^8)%#z1T9&@?fSjMiDlU2)05=S9gqR!D1-?9g9Nb9i+Sl
z#zOc}P%8Hm+(l4tL8?M}vyi*r&0t@U$GDoh&c0EC8~u)=OH~A7+<ZgMhgkgC(6u||
zTUzR>a;8DnM)f1X`J4B%?ugeG3x4nN^{h35N6tL`Sk@It)PQ-aR0ArvM*x~*NTy=F
z3vkk!M3HpW9_Y?@svXWmSWw_SIE4A8d@E=17%nx~vMd=n;xg&-6CvW0mUf7K=wv88
zK>0ss@R5AotbQaLzr~TFO+`i{N#-SuZZbMlu&=wEm67y=N=onU4edK%fl`tGeK>I0
z4%C_&@FVS>Oha^)@?1`>C)OVl@a>ZV!|yM$3_@CXUw#{O-*J%WS5!j8HA`JPW9d5%
zuJbl+ZCzST;Z{GfBZl7RjE&T2ob?|Sl-|AE!hVzp`lznA9`gn)HIg8Pn;JJ$1X|nF
z{8O&Tis2x37>*`K2ASM#<)W-@D@fLGr_mY|c->HcTm^~;RpD^8+!64TAuxn$pf>|@
zGbJ__!W|vOgoH}k%^~}zZ)Uf=oFgqgy*{y;zHq_{&vuMj0|_UfQNJSTG}IlBnYhec
z_7O1<b(SgKm$p0Z8Xh%j9Qe&u>oRAr+$HnM*a!yb)e8u@nlyUXAnL1h&s7&*L#9lC
zKbTbKyn@sYF@2%8#W*PUyx^LgfitI2c|ht0CZ6p$YIkoh82F<GhDEfM-m{*bo|xgc
zAu+AH!{x)}&BcI)L2xsT{tN;U=-BB9B4G?L$GuA)!0q&Re8Q)R2|XWg?+ZFQI(c*e
zg_VHb3ZP<AV6^@|y8JHdnP@i{Lk|r<13%HkUL(D8hVfvUYI@yjp(W%=sF;4=xy^cJ
zLpL)Hq8R>8SD@AB(tvyg%f(@6p&0)ftN92Z?(S;K;hLkOF_=Xj99gB_$(l1=G7L#d
z3DR9O7Uee~YLXn$79nucUAXr6#Eux#sMcCWIthh^AXxmM#ym$SBpB7&^65&%4JS(#
zbL+1T+rP#cw?+>Sw#1!g!VFUp>kI++3)t+zKQ#bNT3TB;%U8k_T~vP%Fte9g^v7n#
z9_KwP7`#e&j|B0}{}tC_P%nGDs*aKDCLZ#uC_2C6ghwyh;Q4>_;-AUOm*N3Ee;@Ws
zLc+rDd6>z_$O<YsmA@G~LulVEg!K*>omCNfi2PX4n|lR4hR1|`eIk!oxH%A;5`^{o
zLW)yUef=A-+(_PF*Hw2&MH|Mreg+us>kiN=rBG@+)MVU#Huvt|l->u!*98-#t<?-W
z&}T_W8P^%EKO;;^Of-6^9k!8`nVAG(!s^3v!^6XMHzM)5u3Txo)YxBfq`eBX4{*l(
zx-jr>-Ibs0G5o_$AfFq}_kPJYXr%~Djqu%r9Aio$dXJs&h2}I!4skC8#5S3+oH~8l
zxX$}560BTxcpywCXelwpys@(4F~c$gnZ|Jl0R_S=wIE6+Hq>pS@6lY8{fI|Di~Dlp
zKJAoGV4-g2=*vBGSnV#F|0q=zWZ7@aNK1Qlz|vn9AAf6`dH-AOq1)~ptCI1HcD{iC
zS#E6P>(|F>f!Z4}16j{RadB~PORQ&2)Hy|Au2cK<=UX7b8*802hJ~3A*tfOW0A8sD
ziya}fms9(tf`Z^w3|Wr9p)}DV)UxbTeMGfXzScp}npJh+RGV2elJ+?4>6_(F=mndH
zTNoK}!w`^0+j+4d*#IJNkYv=_qS2S>N^H|{1taEx0PF1sp4WFr2E_qBcOcOsXy3GK
za={wjPK%N9$33}o1{t>-BK7I!>9VY*yR5=7g509whx>WwOT4WEUpUkPJ#P+-h_8B|
zxsx5Pp<`epMzID>LnM>8yVz<nwkS*%ut}cRd8=Z6ok^p;@y0OOsZ;(rJJ9<-3!KfT
zh6I~;4x|RJ&mNCfR8Z*8&~$Qdw4ZU{ea>I&%`xNQB{}sB?>R31%rqpo#y<|Km381{
z?B9o=+_U--YuTTxZSKX0MZuO59&K*{ELA7EkHjfM=q~xS2r9dS(8B1j7W--!%j?38
z#~_?r=|iJSC2ZD@4fWpxi<x4130_ZdVBp1urWrN4rQu_3hqr3^+#x^V?3yNC(`LJs
zGEi4q;WAK!7{r3}2YJ9h&Nm(4T)Ebavx=r}x(gacBq1T5jJV1y99K&K2T7R`Xo5pQ
zR#QPiwY(S2#3U<Q;Bo36bvu-Q^5ls+rOaKyd=KGk0MYV>Jl6WUC`&<y2yyGoliYN}
zOu3L?!|}Pkp~1(h)x+3vwV73lV+?pW7G1)t5DJ|F>}k!XRHzv#N6v|`FTQKg;N@9S
zw(uDe?=FK_$LlLAD~!>JI}swCBsBc@dO*ulRg%3{WHYA>3C6y6CQ)s*aEk6aZ!M7*
zFtyb2Js7^%5VKQH5K2sJU=-Eut=|i4>!~n#!mSTeYKt@3qH7g2p_G+|d1T-B!<ySy
zhH1`s-dnrj7HKjILBXWP$@ktYMYsz+^NJwa9uEx&kXW1Tr2LVaaxYBpT42qgz}}0z
zc3><?aY`^hd+q5h6myQ7F2iEs`(1^BY5|fu&2aiGkBN?xaP9?6JD7K2o8ogal%gZ7
zfyWKlTk$6yfM~&MF(QJbb6+etdHKqf1c>I&$8Ohf`3^t!=bN3`gsAdBq~lF{OF`*d
z`*P#}dFVrn=Z~R>Mk9GupeWp`)pvDxYPp1Tp<HnJWgY3S4&mkVU@Ii_^YdfmXoJM$
ze9oYc*(C*hu8>ouPAN}$f#`!H(ByOop*c^^#sl4MLIlen=AWtv7n|e_rb<K5j?%y~
z^K5(B?a(weE33cMNck6BDMgMk(ISp7RM<md+3P=Z?%XA_-`#Rte6&YPrrZ~Mb#?W!
zPWh1~7f6(woxOFmo})}}4e+=hEyhluc}HFxrN1CAjuOw17fAFM^8XR2ANl`(|0C6o
z$m0e`YP^uZn`{ulZ;s3y)GM6$){mpqX!-FyYhrCLf(~@(agN?`$S%4m_!3gV<8kot
z(FFtAaxjSLDK$c&Eb$ScMm3T@_z56RT-1nV^G8`op*cnxw6ADNl&%%DQ&1=}B`~HU
z6AnmdhBFsmTr6mG8kK$LC>4)|k&o{a;=hcG^8mtl+!a){-c3Xx5bBN$fbQHmljBB<
zCkP|3E<)P#=TEqTiW$TluwTbf6x+GP@i_Oj-SUV$AoY1odM_igOt?$QcX3fyk^C7{
zwPP;CA}CF6!50|>g37_6A)ii27mI~&iQ(v{kOV#Whb8>ii~r{{eDrqzKi(yva$B6z
W2aoaeI{^>mAZ4W#B(rYmzWP7PrN_4b

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/grey_heron_synthesised.csv b/modelling/data/abingdon-all/resident/grey_heron_synthesised.csv
new file mode 100644
index 0000000..074b55e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/grey_heron_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,10,0.6979771,9.172221911197079
+2,5,0.5325077,6.9977636713599365
+3,10,0.6203219,8.151743263748056
+4,11,0.7610306,10.000817425688407
+5,9,0.6876501,9.036513253023434
+6,7,0.5400482999999999,7.096855828600584
+7,3,0.3066892,4.030248843647597
+8,2,0.1767163,2.3222554420849573
+9,3,0.25530970000000003,3.355063116656912
+10,5,0.3169243,4.164749830117344
+11,5,0.3347784,4.399373240003863
+12,2,0.405023,5.32246807973897
diff --git a/modelling/data/abingdon-all/resident/grey_heron_synthesised.png b/modelling/data/abingdon-all/resident/grey_heron_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..7a5ed3d7d5975d29ac82465e8911dc220d64dfd1
GIT binary patch
literal 80201
zcmdRWWmuE%`?rCCpeP0@T_dGIN~A}3muw)dbRz~J&DcO1=|+cisi<S4q`Rb~VMy0=
z&F}B`{r}%Q@18f$jzc-r?S}ihuKPScb^2CIL+Sc8>TBoDox850EU$C!+$F_x=Ps;Y
zy$t^5Nl}Lr`0~(0!N^0`)z-t?+6{hA-P+@sldFf5{SyW+xSPAZtBW8n{{vnzZic5G
z9?#q#^6@$U`wm`LH#@#Brk-8kD#Xu}jor_kqaY{zI&YWRt8?!BxpOM=vU)ygs}q;r
z>CNw5+1&8jAaC!Tn7G=j?Cs6T$;9au$q^iUx$tVl)n0RGl83jqH_u0>#p6u(Fo}=f
zfBXrM=@$I3*Oi{^z1}3);J%QySNl|m`g-`kue9)zsw<D=|NDa3lSYx>`p+xA&)N$4
zKkvM8G3UQ;lb`dTq-16K@2jBoGsk~FbW8mHWyQDu{Z!l1g9p%mKcx{CqW#~`Fu6Va
z|L<G1Etoa=-R0%w#VG`_t$Pbpd#)HvIDWGbvhS6r+8DA7zV2_;8OVL4OlP>8-1Kp`
z&VCKU4(|BqD`A0>&D7LL*)%hvcGt#ol;fE;x3*-pv~J>(_+p1F{I8o<JIz?IM-JDx
z(udx-U!3ND{`~n(JpS>_*EiZF20V?&`1W`FHkVz-Ypr#a<X%2;n@PH`+fCOkW4bek
zy*=S57v$yj{Q2{DQvM=`yK9lXd8*7xF|?bTn~&DV>$Gzeug^CgEoKHIr!X<f781z^
z7xX6vEt=mkGBLG3ubH;Fbu0e%aP9LPe8|~CXKKA?NJvO{boBR;N;_0L5~BMvU!7)N
zE<GTeSwJ{i@s;;fAjK>ucBm|Y>^r%n&*pT9TM*qtkE?wJnwTuvS4gsv>L-7G_u$SD
zJVvEP{9@M*5V=kx=&LtwgyyubAFv-O@1j-(dl6QJhoh8|J|ED0y0a@QC94uj)eZxk
zjaxrx6kF^jCMHl*RWma)Vs3NcZU;vjE%BnR7RSfi-OzI=aKv<;{2(lA$JaL`J=M;p
z^Q|UdUS8t&T-KBH`*YRW+8R2DOBS?y;5Mf`e{p=Y%2B(<#eBRaI8*6`+Io^@P|u~j
zhn~x?CmOuD7PHb~@n`exNvJH@mBF%^g@qr?R_7~iJ9U~Vsra9~Zr#{e%?L)v!Yr}U
zIUPm11u^TYVoHC&Pn2VWiNS3cW2F<fSATtv43CY)w1$zP)OuHjD!42qMVv?P?5$6<
zM%?8pm2v_{A@zF{cm@QBiT$AYPai+Nz-d?>rJgFnsF@+DIELgh)F7t(^t9)KdA*0W
zbcf2l_TaM<OwJ>=&cOsy2xCYA_@n4|k?)ZdhP-ZFib_iE8@Ib<(7pn}%Mu%nIgOa6
zKfS6(^&Uk6>gsOf57wqyTHHpe94Ue^;Hl1gMFpN<7`bJ@)}`$1Y^3;~dwdpYOdJl%
zXeivD@qGV4iD7~N6a}xD7L=XjE@$p|3o_{jjR<Lt>y*Z}2tu7Xuk<dL!RyS-Ot*#$
zm#$^mcBbGCFJ8Hk>uXA-S>rN+EH$h%?@ANzDb!|GOA%7R{_wT1p~8++iMpf-#AYG=
zaefDnxRPz~?nC9~eSytMyym@~Vbx#-?+mFz%2!*K2THi;Bbu6;w6o=j8}T?UF|e8S
zdx0y1JdLM^E4V9mzAk9ZFjA^)qM}ONoo>gI!yVijTrwjg1FBLeS&+zM`eb$ZBQ)P!
z@l9wbXSc4h?Z9>$ZEf+lZ}M<bfgkk2$NUpxDnBxv*xi+&2gOj_6ub$k)P8{P)0BDd
zFi?#1<-n8}SK1nZlM->1;6DDrItu1rbfn6=gc@kyN?@p%c^<ekVCZ?o$Rp4!bGk3*
z%MF=I49w)Sl%9VFHSjiJdB=^(vuN_et;j8iAcq3pT)T_xeMUSC%RfK_yvKtY0U2u(
z>#rlvW2rZ+u)sBIM0W6TB>%>n?CtFtLW|~ADTx_W7R>xuN<LV&1mWBbER|fFb`lZr
zB>fTbGlAX!6)DZRV8+E{+AHEUb4Eh0leA+suA-wgx7pORCXePkS;w&cn=`Fped!JS
zP1`&r*YOAh0=aiwGZkc7M5$%D;Z{l`>JlY$cC71rrlzs`Dj@znBJ;W>P3RGXxie{f
zvMG{G=2&a*NR}7BtwbM)T==MYng*8;$H2JV)|Ih-8<S0)DMg$%iF+Ie=4>r?x+D>7
zhAlyXQPjem6Whuc%5-LWvScsL8x?L?j`*fyo8yk+-Fc+&lk>~V#Ya;1>c+l&DyM$&
z;{6id>ruxC+gu~l%Pakxds%9)7`DIS94##p1lU(arvhFTXlCXgQewN8N}H!{-_oWQ
z0=;C!<7n48x}>B;F{q4`PEt&+hM0_Oh=_=YqsG23Kf1@$u-r_0upJI+LH*kC$%(ME
zv~>N7+dM8$+~c=a#F4b$pF%dfuC)5K@$qpaoPvU4qF(mZ<-A&RJw0T;|K57N^Bg%P
z<x`J_de0RHIw?Qouj*(TQG@cc{n=PyzUKXGd}TvJ!}{|Yr;%*qMxT%9$-X|_ZLs7*
zd!1l^%bW}weV(i9=pcGL!9w@XwZ+Sc(vgvoMS};&#dzI+p(D9yvSO91^@Qn2XSe83
z5<GE*4H_}Bits((XgaCUr<q5Ghs!_mEMRBw{*$9U&zhsv%5I@#VTXQ>`RY8?B#n<}
z*PAxKlHj~5nh%S64zm>^Iak=#-erv`#w5(RBiw&&w4905PmH;?lwngvD_m&A4bY_)
z;DG0i8SIADPk;*VxyMs+SA3&?<=P#NtUBLq+v3?4zn$XzC*LC!ZLVFrCNR3u8hTyz
zc>~x3hhl>=2M-Bx_UrV9yRs$~w?<k*$;ruucuYP$@H3+dOG--WsqgPd7Q{T2I2hTK
zdc2D{+*#3WS_4Hl+J)=r=h&F(fq3xgaSGU>yrbcThi9bSvLkj_tbfuWUH&Qekwsvp
zUJ}^2qPK6~_Iz?0(b+o`3aE%18u{|-ithN?pQXM&$<U%ECHCNo2a=+F4e9mW37PKK
zX+-oUBd>cd^(x$^r7ay(3=#=&Zrh>q4fqH;bIzXD2z%&}f`zw)*Q&DjYKcKv@9WpE
zfA8kZ__A!|;UzePm$z^@r4LR1d&@3ICwo(Nhr9OC@afMXDJ~QB5SjLk=f0=-mb5G2
z6c=G+*H^&p*vH5P+2Oq4I3%`ze_&fEr=_CbIickYwkXaP+;n`nQc>SRG1r*57ueb&
zJm+0HW78H$%?oze$o=ro(w$iAh&_KMCMXR7Od*}O7drb+ta<5w2trRDum#UyFqneF
z^Lo-|dPO=4m9A6L^ACyjuwe;I3K1Mb?PuhL{Gh(`L52njwdE@9y6McHafyf+xSt;T
zb`F2E5e5axCSvQ)#*}59`CD>UA@{|uf!A-|Kvr^ca)jHH_zVZzchV)iH3WY%cPsGX
ztyNB*(Nj|w6OpnizrW1JuAYKi2!iMrBhj6PmVxk3r~6y8^<)m@Q3+&P<a*@zFYf!B
zGxb?*As4Sifn9BTmgzkFLAJ)yYh$vEsEzd1rDWnL+eKfMXByXwTlOaXQ%q}ImdgF{
zb8pGB;ucXR=h&sl1N3FYaPFO?2Ud_T9y@YR9p;P*k2nv8`#%@1CcL~v;&6JhXQ^&x
zmgY7=fF9HJe&ucMYP`%}tXj!%c(MBuUj1p}?uy<S?N^=&Yl&EWesQNJHaz?%p>@_Z
zt0b^NKPboK#POd1lu%DLg}0vi2?}4y(UT`jy?OOxtZZzY7}vp4W5~<zOP3Vwx--g3
zld|Uei*!+Z>aWu>L9g!PHmz1W_{t<MUhcNuc5vFGL=Rak9arQ<XZrv7{hmaRm8@gD
z_PLxf-w;i6OPhP#3;Xwv-$YrEC8N@}`Eo+EsWKbs)iNZF_biyZ8wfpe=X=E6z9>rm
z$Ko21_jq)=WJg5ZniIK=bw=`oP7d!~kHQ6Q3{_;>g10GJX1DPtVNjoA#@8pjr#ky>
zZ2xRkShkc)l;7pl`?)$^r|Ufd@S`xiJ#ip?40};6G?uSIe8hYCsPy<0!B@tTResr9
z{XXSM%h{34gtIP520ZcMJ>T?pN97>C;+E|>pEin&k-&5m=vV_&a87ad0lrsrTV;1C
zJG<QVFpL|Pcz?NO+Qe<OwvEL|3cls$cgROYhxG|ljLZHpjdcC)N*1Zh{#iwn8*jro
z0tpyiyE^dnV6k3iR4}0|>$1^Yc94(q>3JdV^>OGk7V!fs4k|6QI-a3`S`zufQV|>W
zq%InEzKGsI=SZu<_TGJQH<p2{ShG1f4HJvt6Hj=m-_CNLUsIHEQzi)oFQxfVsj(pZ
zq#!dWW#L41@V!%CkuH1Aj?D4qE40O~u>*ba#(13#QavU4^HZ;kq?Ejr5vTWy@vHPZ
zTm1~N0ai$csdDoMk1vg%ls8RXh8ny#^eU2GBv1!vYFv+kvc(<F2>U9&Pf6yO?QpUB
z1nLtmY-KL!Xiaq9&sT~vXp5owV1dSbTK)Pc8~b?`VTta|UBnE}O3Tr@gt~3+UCO}O
zXi?-&MboZH=!R-W1?&%Qjpf0+d&CTFA{&j{8pW~6gGcReZ?k*IMwJqMMEjq@SstVe
z9x!j@g~q0v?9S$^r+N&vAEo47$mwPdQLIaE?8Z^(Pz82GNjJkDm3(3K?N;r2V0F5X
z>Y9JBkI#FIFEwD?II&+FTD`2unpN6dk(-3g&<?eU-@E4C*fkfBw1Zc8b;z3Wo>evR
zcShf<D`aR|O7#rcv{BYFutb?TGh+2#YbgtB;OQ)LVz#`gsHm7<dkXqj{c3k+&>=Q=
zV-M6OX#$Po80#lXbyGRD7Lh`j7fxz)4nt4R>%A<uUjmq;_zOgM`!RY%;E0jGN{v-+
zZLCJK3aNelP<a9F$07$Q`&?lCna%fw_5?fr3#7@-6MI?rB1tH{e2HO2d1(^akbV3M
zM}vzw#(@@y6Rwr{cPjUCAXp(%e8~6%<y?!oR+|core1DeeGF>!iWhNsp|M?2U>x|s
z(wgJJGp;dZFCDLoIf$Y}YOIq^jS3y9A%-LQr+xf%BsB{{z(PM$IuPkez)nBzglO+H
zCVZAtEb6wrz*KaJ7;(jdB@Vvd$ilqoyTP}--2uJH)v#!(cp(RIkZ$lot+Pvm%Uyet
zrk{KgfZ{PVE4@P2WyD%$52mASmWFQcPqP_fD3@ADb7iYQEg7-w%*v1#WL;z1NgWL-
z3aJV>z~_NOUR!XNQtk9jrXQV3oDuql`pLuFvGg(q`P9lQB&`NzCXgYlBTpsiMMQEP
zOYj+X-Cc-Q2@k#AdXkkmTtE@91`1$ta35^%BqKb$7qg%Wz<Xb=cIS4vM9^`qc54i%
z16*gSx8Lne1=EjJJL^)*<taVfyJnAPiZ<%4KL&q|^8!d)wX#RSZ|)Gms>&(Toh-<%
zz?}Amgo0Csj8^Qyz?RB3x&5<*!Tns4hVZDUZ-Bgb?)m@vMw}CvnDVFGKciH-0<a{G
zPA|YBUr|{2oWISkp_h{MboSK<v${X8Wpk9U<KT4D-lQ&dq;d{Rm2X^>3N=hUS%CGs
zv+1X&?<F&bhmAT?gxi1Dg9AB@O<;$*$212X5e{=eFH@(kyln~;zWcl%qkJmXn<Xa|
zoM&xlvWO5O11f^@^X8HYK5>J<!#`hI&Q42&XmOnOT}<i<2Bk(JfLmFe9v>`;7zhSP
z5!zh0VA&$WbrnSH84kr&e_~xeB<I!L5*0U=KVYRyef}+I-vxe6LT}=S(tVEi`MFgl
z$#Ss>A%g@P_D&m88puRTu;tLBZX{`JgHRzfvT^rKV=&HHU^~U#+j~fuPUyR%MCIHG
zH05!gSA4#DQM|i6wN>(=CtL18R^ttM{I*&31c5+rJ61F$mM!vNmW;n@rX+oW?THuX
z#v_EZq0vGQbun@A?tBMRLL<H{>`d8<HUx<UtzJJ|+;3&3NO@V8bfY!SBUCfeFWtjj
z<d}hB;#*#OHIZk~>49CI%}0+Q)T5Uki|S?WCDh^Z<sa+=KOj}r)S}SlCLx1yadC^%
z8|N=x&ZT~YJQpEJb`Vz_^iEA$nm8(7RJt{=I7WM2cQ<}US~c3Ex-+I!lJ8)eJLCZ|
zTiQcU=+ae-<^bQkhH8&LiAT_ti%%4lz1@ik$oB?-Pg)mJ@QnKPq^dXNb|XEmN_(xo
z>se!YloMp6c^YC-UqC_}0evRK<8YH(7(dJ;(Y@vyn<K4=$MBOr#2p|e4_FpW@!RGZ
zHLEfsN+kEV9|7uzoMkspoC?@hr+w(bp*x%OVg}HTtTcMSzjfCwyL6XoC1Gth^V;3r
zmfZn*nA{)8$|PdacbM)RuLxUB3#N*X-)`4gv{J-2C+%7Lc9Gvn;FHf~t|PK%eaA&%
zY|t{!zhh&!TT3(fBTjg?<WNGVYw6R4K>YW2)(;+34Qbd0*})e*^QlFg-mUMwnAw;F
zw4QT=4>VT&ASKgCNJfrdK)<_a!=eSg#U8yKq$w}ojUnhb@Ko4?;yJlsMbNtB4=i7*
zDn#BB9*K{$8UwHz_2?VmOt~;YT-ase;ehQ<QRq3Pm(N4{ol*cekrLgO=M}W=P!_z+
zm2>`^Y7*}fTL0VXNTny0FFB=}a{#$mTigDe4v<WYbPPZ@lVzroK_o+ro81Cf{O#s(
zC|saHg@x3Bm6t)=6~np~%it4zifLq^1b9O3j5Py|2r7~a``|LwY;Mdh13F_Li?PPw
zlXv1?fOU|jtAcJIQcpG#yx5iA3N)MoqSHBH@2y`7$6FYB=(Ho?D#_G+Ve~<TX%}0L
z@gxtu*Gq{US!}c{>=1P$IZ9+XWJh2(R*RyV>6~P3yJVF9tT$|Mj;xT&r-(SGkW-=_
z5gN|3y>;{XY}@7$9DiliR3+jr=Z0K9Vse99x3Mdi^N|2#zB!kP`9QqF_K8Vk(WI&X
zz9BO_-0Ai|pcs)}WDDgsuNRW5iFeYdiYm8m4OJYu5!y=<UNnStb_c6q%a%ffX3=##
zz|R+&)uHjSW-l!em$DH$b$@VkYDMyI$?FmR!cRFyI6$w_s2U%C7J!&Z8d2jM5nT?e
zj#|}JmF7bMIz~=}dNh2ny@<+sM=Rm#>T1qbRD|`(J=Ru^;}gd|0Y@=ad$8~@xHCl<
z6)C0Dowu5?kq1S61!$xg_EIH(KSRnNnUzl|6V#|fok>N0GvUQDAl5mJB6(>Zzkj~3
zUm}@PjhyRd<eC-jh!b2~VQg5;tSa32?%);RFc%rwf%v?OhPQk4Jx~_;FjH4}xd<)D
zBc~Ya?*~5&9fIdx_^e~$x5PTpogC;4M->4CXPiS$n#8Rw?624CgWzi|#gexi3Hq<+
z?TB6nQrMM$R#1S#x<DfxnVI)Vgqa@CD#$G<X?EZXz`MOmk_9Bo&m6_6k3<aoQGTHg
ztsEd*z`wWbJihJl$aSDt{{xY*a_!R|CU}?Bfu%qQ3njZdFIz#3=7lScL*)REs=P(7
z<}9vhV$oH9wxN+o8fbMz$1SdYhI)v~2cs?$M*5$+%&aXARvPG${sYC%WS-(K8vF7n
zaV(2LyErS?(4D!+c)+YVkBWc>$|i1$XALFF9&n%9Jni>%Q@cSY`L5`Q$D*;8_qWwL
zp@7RcYE{<f9UEFS6phrlTIO#Uq8|@fmB2dl6(<w=uC-AoLhR<NtbN8sokx)iUdxib
zhyl);k9QG0g+Wx?fC3xCT!vR0yGXHrC<W4^iRgzaEGv#)7J=KTuX8E;uGh^kh2SsA
zXrU6{13dR|yv05|yzL)>J7Ir!%oVlDe!##3uULYgC|kL9yyLHT>hoF~&8sUDT2fwX
zX4&VIrL-1v&FkpQ>xz6wEiA`%aK%~przd_+C8y(4zw(cKq7!rupc>Ez^3nhkLpwjL
z0@1OUK0LS4EIn*(yIUsM<%a?O0NWq<$!F`A-o+tuqWHjc^W;Da`%4xG`if5rE~?SA
zsZkwe?6bPBNbH3><4R|tC{D;1>X9%vUg?S@9WRx0vdW2-b%paKI-|uJ_VGRLkR}_p
zFVa=<s*17323_ZUr{bdYt0a$nE0kIn8A9yDHT(R7#RCsNt)H+~s`;K8zaoP7Pv^ik
z*x0G|@ZSv#x*UanXO5;7<0pAGoR=mnP^h6$$?8LCF<(54^=9H|K!RI(+>a;Kwm@>j
zIja4DwAjHloZN9;E8JBP=NMa#SZ(?Z@|pPu+|^>$gnNtix#kxEzJv^j<K~6m8;lSC
zs#B7mYy0aYBorEb%<ff_mHvdKbwk`@fxCy&Tjj}{)C;OE<Ol4>^{)7CFXW9F8}qav
zHOj8sp#2$WlvH}{Add0;UHhNeiAzO!Ps!zxWR~Qc+Nn2)A)N&2bN!Xc?2l;AA#AtK
zC?q!|D&P?!rkB&V6!3jc<0t`o2NQL1fo<6$xv(3!?z5w*GY@ySVtP7VLF=zXtQ_n|
z+URYV!@1T~PKY}4Q7+Of2vkXk0Da!aSCVA*KN*d=90pOaV60^3(j{c)PGhc_#X=$S
zIZYxZPK<R-Pg*|W&&x$DwvKgM2l_!J#TEP9a4|k%k;7OuM=93eWtGEc1)dR&&XtOm
z^5cpw!NbOU)e+VZBYr@fgi-_GNw8l~#r!lGa>}?~+twfU_<9uI1D1<M`Sr>fb-UnP
z+JN$;*!NKRgJQm9T%DqVqTuViV~hOiIE-LGOWe8FjWGkHT&?bppz5rJkTcap>m0>s
z<QnNBBWkF^iP^jczOE}LaOs5*e|%P9V@qN36MV|>2kTdE8i$96Ok8S#r^YFbnr##p
z9#2-xpBUV4>FDF$xNGctmM|2RlFq)zMO6nFVE`lRVkGSqUssKlCWTIq!~@9nsWHLj
z%5G`hb)_yIUphdz2F=+w^wAn!vRLkuxdcrs2LZ#1<7U+jZwtS<cK+o2$1Z$}4UL9v
z=#CX9Ws7#5`&-{BEMbm~fTmLE1Z%cSCv9U#)ss55X#1Eq;Q0BhMj6}`AKn|GRd6qE
z+p=p3K-=Y@#hbU{-#i7jfZ9`_JEZ`DTKSv0H}SP=y*~c_G-Zw>=)8r~lcS<Z42sLp
zV~oe>!=u|bZ)P2@ZfsO+?d%MgCowDC=mgqEZ)2GmkOqb7+~#|I{QQ;&vE6_OYi!ki
z{P;2Dy<8aegaw@-5D=*i4GnX4L|rF^>Yc$kL+ya|#cej5e0=hzCoqxAaJ{Z(q|Uv7
z&9XT_v6~O<Dm6Vlea;bLF+OdTYs79@1kE>pfbB-d{-gix+8DqWe6gnj;|3XFw0wVc
zN&I}fBf#AWGnm+@D7{@(hsBVvu&|!PxVW300R8thwS4&SfS@a`i(Db2Q}aF|D1l?@
znbK07&X=!K=Q=T;v5WfeI!)MMeE{q#9Jd3Cx#t*gViaoB{ra6@M{_{w$}2LhDR-e6
zS#%2`x_p^>Ek`F0ns<0i>S|LPJckDjKHsPDlLhm#-wso3W&kOuT|+EvZ27g_!KVjG
zd#73Je7;gXzP?lwL7+H7TpECble0D#)IX#R;JI*LzIyvlX%WmpK{GFG3brtg?Ksl*
zTU?4~R*H%VX$&sGh`CNSrVz}B1B>{{I!ML+R(FNn7Qf^1i3wrg!9cyurh<;jdYpkA
zQ0g=VIy$LT^KiXq30^{FLh*-<7@K&et^`|Xi)pWau$t@f^2hddr4L|}IX6f`7ZGWu
zU%q^)-}7j7Uj>Y4h=qj(b|@+EeWgR|)#d9RV=?z7L`;t!?Yi0qSr(1u@1(RX6Lb*F
ziSOJ7RcnjFoUrYFO?+B6kU=$`OXxNdbm-A{{J_;@V;u>1@OHqyh$E%PLKD>93czvG
zC_@WvfjC&kM@e72<lZTZggQE$#hr(PLm68bcZAfj!q&#!7!I9#Xs^adm5I=YY-d7q
z*s+)6%bO9`IY(5$;%aUg>0ID;&s0&2gzYLXgu<%Z*7AH`!fFD5^8mg4E~O56AAz#1
zCF^a!r?2t@1&e~J<iV<ycN1V@D)}w|6QQDvutLc4AuP68hi0^GA8v`0MlDc;k<lB}
zUrBvzn~{XnfqJ_@?ju*(vAqd+t>i^5fxGj*ZNmsrdzIMnFrkh3gGcjqxW)jyB>eFF
zh$i9|JCy{&-V>OScc|jADvFlvi99@m9x5^KVLzdR8IlxB<2=TpOTuey*X+GmsC2d$
zyA9E`^Hoe##fUAA?KtQ{#cHsyt^w=zRn;FkFt&EuD0CCdP=&1u$*Ee6f<bMOu*a$k
z9~v!{t7`(9liZxCGNV*+s_<*!{m^YtPA6Rzqp9=KS`a9XiYv)ove2*d`>Nu#9!;7W
z0$TIqhz@n%!1nF7R8c;~D9ZP+R6EZg72V9>L9H?qVb%n*2~orVo4YLTXt5_p$@6}%
zpz7{-Pz_K;q;scpL9FhEiSvPbz8fKkEy$7jWc!?VL?hc=RlJFDfJyGdX&`Mw2R}91
z;V9?Q5;A4>r!USwG?iov9j$S#fbj#%OIKVG-vG@|i*vV3*EK<ZfIkce+CRs(k6nSI
zpO=MQXzsD)@Z&yKcPY%Dwxb-O+sG&_aa$cK#^BVp74=EodDq+Gfbh1V%~&2f%wSl6
zQ;4R)&*)#k>SS<klZ}3D^pTg}Rcv;OzZ`~Fc&C;l2gCr9zsFD>c>`OB%qoP%q*N}E
z--^#ckQ!DkAv%23!CScg@#&$jgoF?9?R=h{avdWc;QQRd{^1}eMcI?U{Af)xi(iC?
zr;(^G5qx_@{DD-3SzUIAIS2g$+(J3I&tSoW6)@EVaZ`AZl`lO?JOD1;34~aV?cm$D
zZjD^C{TmrzWmY!_w4+QYWVttwq}plZYZk{XZMN5;p}&9^0F^5QvYz!sy(eh|_!&E`
z3C`_*UgG!vxx(K+{yzyF)SCLA>mt-$plHa)Gbxlx-T60nkh;4$BM0=}D_jPp4-Nta
zZTi2maDd88ri6O;uF$Nldb4(zjgDgM+w7B6A2X-hv60Tdo_|!A<gI>-`7W~c&p*zQ
zVps(P$N`HLX#abOezhLm0*x=X2)5(dl`B_F{W)MS{^$Mw_lwzy@d8g(XbfEC|83R+
zGckIR;Xik6LmjPHCzg|&%aU`36(QW9|3i>s;KhAU{5PKgyGVZf_7+&1*I{AIyu3HM
zI2jpb4=i^tjobjM0dvKC@9Vn_A_;Bj5~83xmP*n7oAYpD<nTK=^!)bi+vkyy#~)tn
z5Eg9L%k0;$Uq}WQ7>p(24&=$s*1vbyhGWrUkkuw8pX*Ge2nq^%=IPm0&9Jq#g*&68
zqZ_2VMm0^ifQK2uxP0*&z%}HagzppyG4aRccmD=Y&;pQ53i3PGuU&g7sC)5i7d2(I
zKG-E}Moc6y2iH&5K!d~`WmH|vscsnp2b=JseJ5nBvv>!k20VDBg}v24jmf>z30Ta(
zxfCt|Qqp0$L5f@2UX;z<{QoPw0<%8mjQHm&;P<ruTN);H_jeC-z{$=~p?=9dw}lR3
z(DU!`S<r%B^A(UqohJ1JHudRWzg~hiW)jf2>jXd?E{Fz1AgaP1!@T~@#Kd=wezLy}
zF#a1*uefBpLa)<ggA;a@l=NGvapmT(NWLe4tSdvI=v}S1ZC!*D54_RpX;~lcdvvui
z_ZQchIC+W1kDIh><X!%h>Qnk&Xe^bIBpir@vx&+L9JBm4w$D@T6SimT;?JhfjaEBH
z?(h2$1dDxu(WYl+-ZumRmEd<@0ojjOdNNT_(I^_xuHsqN|D;*OtKRL)M_Kq@Q@t@E
zACUcHI_2tW?ac_wGl|%BVG<j?uxp#U&nkZ@6KYDwjyIVTeuFMrF$ammeE$xC|FH}@
zfJZn}3q5@SOuQ^m+V|&^EPn!pp})*@h?DSLT6O%GnB11huDr@$!yKQ8>I8^sVGj?E
zD!9h5yM#>9ZX4a%x^aUS52(Md0Nk4fpi|Yo0br)tPSGj73q^p5yBCjv+I<B`l&>o)
z_#QugjC`?DW?G};#J&e`wi)Ym3P_Xye3<iW=IhhRM)9DtlRdqfOqpQm6k*5wjzG?_
zb|02Fn!9&V>x~7#t<!y3OLzw2nXlZSmo7Ei`%1!>dtgSeUY)il{Wqw}G?kS<=c*)V
z0g(nCaX$G~l}VMu{?3pkYDLF=xgX-OK5k4^6D6C^L5LWn#H!DQ|2@zJtW>vk9w**H
zPy9v|bV{=k_R0MNro|tqJ!Qvy##y2B+eJ&jB*M4AV%ahsJpkvT6nn-1{B2a7%E|FD
zvQCAS18^ku9A}xs-^{=Rqz8yl9uWGTDn~;kuQ@d)mL8)ia{~KRCK)3MDs><V5lk!(
z9SMfPasd|tFzwd;`{~O*XL~JY)}LRT-~97O{%ChiyGVzXb*0Lz&TY6QScccU9=W{6
z@{|h}#pxSG$XftaK`i*R5#MO?>1hZs^rwMsr2xVpI;*#RgU}OTH?#}27~!ODG6JU{
zw^Gnh@s^gDAXCgC*TXOza9Hxkxu4hJ8oY#C_J2|lyhkhHrFLNXut!D{C_N|!8zUpi
za<jT89usregpUAQI*nDUW7m<>?}>z1IUYXwc6GvwpPwIaC732OznI9FwZt9lRBhmq
zh;4U<vqy_SX3=;iEX1Pr*?Ew$`U3QpXF%~H#7m$rbT8x<#eXgx-vGq|bre^pbNyl?
zz80(U!2>K1bW`tTVKJHX{v+R25b2l!_kyc6EH!!`C3hhmzYVlE)RTyp;o(;az)bA<
zuh#;Xi4!%_#BK!xqUgRS8lPiDP<PXMvoG2w#pfwhTY7AUj{G2;UF1Dt+cydryCng~
zy(;dL2|>s10dARmGg!w6p$5;N5#Xb@DaiBXv6z7#N^L$=X{X8hs1UKLYd^>W-ys)j
zd@gsiHvs}yw`gc00Rzeg(g9@M656S+lW{s5E5kWbKu}tn0}ecfR9+ZdC`D^rKwv9{
z-w<g4Xp;6M&@V(=*i>&q5k#Wsb@SD<aVG%d#$;tNOn8z{pMY!=YD+n}$pI87vA{zi
zD3aqnk>YigL3_WvWBHiS&Lp6cK;WN{+;vS!^uIdu^VFp2z!qlzk&IS(G|)rCU7x__
z)LdwWULGz?yoy(8A(|xj+gne6Vh$J$3cn4aOol@v77KJJG#(J*UkRGhUx0F+Pei86
zyd45PX8;|9^Y+fcVl<Qc^ztvpIrV~_qc)%VXoJz)FuZ^UNem`}^DG%^ZTr+AM4Q;{
z2L_YlxiW~eVPpSdoP6yO`f;9~MfJ!>n=m(XVC>E;B%-m2t0Y)8R=3L?g#2Q`om;6^
zJ!1smp}nBIsY3{|)r~<fFM?<rD)ZH=SJCBM;8+*eKnzOX;aiZ{65Fn{B3R++W-A$V
zq0osLzSw&e7bm1i4pvkzg)z@ddr?_E;|nKfc!&je?TeWX40_7R4Ql5ZWOZAe3_NKO
z!YPAdz;u9ZfEY^K?*nPqmYd=i3HT>o7r*CL^LvfZVmRD$4|;%WiOkBfu6*C0Ch1EK
zl6_E!FJ553BW@ipAX?C&!g+s`m05S;A}Ugd-vkYNi%vJ8vn<ww^jBEQ$ep*4>ur+e
z5itA>Y88q+(0+ezc{#<Qx^PA;cPnAF;t$|!dHz!Ig1-tRK$U$cN~bW>mC!HoT3U00
z9CG%75bhMHdF1MyCnUv{@6;0Y)>Ocf{LG+IhjR46jt)L5MqC1Bp=D3R@<o~WX8usJ
zMS6lRZk9Ff>2Kh&6aoSnG1lg%o%QJa?DH#^Inx*BnReGFB0-wQ3i$9wmA26WypTGI
z-mCUMqNpCQ66b>0AC$NYYGts%gkmU?3?@#Y*1-^BL~x6~sJ2X*mY!`*-m)F}nDD$m
zpmqp7xlPXheEZU;eK-xTba=;~HK}p4pOpsIl~K`z1(ebu=h^nOofp{ro{gL0Pi7n=
zD>dY9kA+ZBxqAVZSCLq9vfh(qD)=lgWsDGsSjy*(1(Ah~yxO3iYz4@migBHXYton`
z-)tpd$dnJPUhoR)_m`WSVl_}2dk$~wAygvPi1i)sjY<8NdDu$LR1xRmj@z8FddZGL
z%>8US<iFL+_>n}`Z__UQt#)^+(}Q0Owyb|1zP@<tb|#+ebJTC0CI&pw2O>g?Tvb(m
zAzDAwZ+p*HZ!hId*{OFdEC@>6;Gs`1>~N<UxXo~0ZMoiDWoiZ$8%Bss5`(Q9;KSbl
zw)Sjyqu*#g;$>oH?r9G6p9shV3a24jCMP>P%7y;+?N>ae)f_Uad)}bX<itup_VFPY
zz!4x1Qs84o{JSedN<y`}34jZzp)aw8Myd$UfPkO&2P;`Z<P>L?(<`(z+2jwYjxRbt
z7o?}2BBXtx3n1UGAdMPToi6Dsu)8{vkjH;}ggLSI_N{oih8-5_sdC9^&w_R8GP2#h
zZ&!HQe`PY)2#mj%7Lis-u9a>WAtMyQM3G`S1+$==$?seIEjThravtiv;EC%{vwzYL
zid_H*6%arH^0Iud`3dky#DM99o-lQ7dIL&8z8`(BxdmF2M%W=28Lx`j;W8}eVEu!z
zFGh59Gs=Zd0|+2rW>SR|@FdQFZt7D%!agK^S)A+M6easI6C^#Ac9sWF2kP*0UF;Jn
zpn~drt*}kC4V7#GEsi6^8as_-C?ZnT6%0D|VST{)MKhT~e}M*NRS{+WgCRt_uB;=z
z_;MQSxnn{e=e%8VaTYl9I4^<B6=0;JAf(}G=LLa*-p2Tym1QQjjG`xCTqGx}u!Q8n
z{`V)te}ZoRDc2<uv@Cxm?HQ44Y{52Gl1SeWEmM=%ahZVH(VmlZF5M>$N+7X=PIq$U
z0yrfG?Dup@MYE282z;`WP(GI)^T{d^o1FqN5VCMjKXCKQ6;L#djNZ8sQd^ug3FnHe
zy?vG*%eah-vF7NYm6CW&L&0h1oET$e;DT?5UXSXJ8U%~MWn4n;gqqGBS4`mw+@A@n
zcj_*E&~XzyiC_tsSAdBe36iwG-cVS4249g@1w`W8bJ$k^n$BYAgN5p&o!FD#-+$<#
zm9YYnuG8!5F$DQ#yNFzzgd#e(Iqth&sgd@<8K7M^>W1Xx<WOgzxRy!X5%~O<Wp&ss
zzR?P(`jv~gYh7sDleV9)tDwhy6ZuPo?5oYk-_zHfWc;saKUZm+*(eh-LEsO(Dd+~^
zhRW#QmKPn~E4*p64Y-V?wdDKX6b;6OQCRRrlFDfVE-G{}AV2$bqH+%}_YdqfKWI=|
z(5dk{Xw+K7sa1@S8`A-zhsMkzkk~y*_aD7RP~i97nAI>6`ceAu)d2fCWm)&y;#<v8
zq+AX4n`wu47aSf*6E%)}y5pzc760pEZ{~?(cHc(BvlHz*b1UECNn)&)HYv1uEwhp{
z3H>F0sVI1_?M--F@<$}F^J%l4PP?6xHhXKG6=k*GhTJGMypuZR`jW2dS^?Faz>Kt@
zjCT(U6A|i+Ota)$xTse?l(!twi~mXLCw?dRkRw$S6mmVb$6f&~yWH8o$URp|D6k=S
znW?8!HBdL_Qcutb0pE)c-fMbJq~-MX+YhJ7g{%LRVI%xF;L~IT{?^7jaXs>j>2_?^
zMt@)}>_O5~UK!2f;j(LqH~ep*uH~nx3Q43Sl6<jqZeK|xGYgF3I~6bTC?<s3!RzR&
zIN=)Q-`Lr#f0UQ(@3d?~RT`ivOgm+|MD*31k+jVjw*JS4)ORp-4Kqdozw^=DXGxtD
zFWz5QeYeI>sCxiJ{P~N38$K@f$^}#%v+$0`J}|MY(z@BaW=5=k&7OumIUzEV<cCMm
z>k=|%RFwACM2a9sGR6|i@t+Zdqt67YfcD+X{4t$=N$IB@&LSu4=?zP=;|fRkv0!7f
z!pm$<K5tRAWy{-_-1j-!Rj4`OCyN_zOr1yxbqK&QDFX3|?}RF=eeJ)W)Z;WR!Y$)B
zR_N5Mna(tf54t^nR_c}79b*;DcPv$V?^tpIIUhbuM4Ik<GnQ$VTl(HV>w%N}yQXYw
z4aYavg2vwRmvnQ;D(TO^l!b;C!Xg&_2u_)0Q-MRl5VU4)PTU`{5}UpG18j?`GJ3i8
z?`nkqKKQ#Fsctfomp6DNBP@c~zKg%={lh>{7PVwXeAaACKXA>o-09TUM6WF})&$kZ
zv(bRRnq%-mSL*M^#+TV_gM~pSqYp;>D`pl!yK#wQ<n$ZhjEWsY%JFj9h3CVKX31-x
z@zJ)&jO!#WZnT6D4oYs&b4M~l_XMxr&x8|ZJn^L@cJq4+`}5uM=iAv4moA`OwuK|+
zUh^bq>`Zx<MRAcaKc73i4WFnf(a4df3l`!{z>Kys|6Pr2y$^(wUdkrKbZ>+2Vd#4B
zI{&qZ%YF^BV;XlqK9RqeN)}PvC^f!0^umPW=3Lo|p3IX;YqLgr>$UfPZ{(IX=ij9$
zL3VbJ2i{f3xP0$z6^$-m(XPBH68w|s;_}^Bsdwu;?UXXk@u^Yikx0{xYV6GL_ZFR=
z%aH&0?{fT|V&Pu?S%vv6_MAeoOe~M+hW`Bal_yIyJDa+(#aDOt&|^6|A0OQeTGH1C
zDy#LK&~B-yeR;3H=NuOS`ezmhOK})|V33pon8{89$zys?%J0wTZ*Onkx_8gkUBZh%
z<2?xWdT7~)@BHRXe)?3pfa!O*oq<%J?)ua{?DM#f*ysGBrjulYKmIQ6x7Ki@fKPLj
z_3ES1ecl<%gI9d&W>;?9{op1a*w3BP&KRS(0zKH0Z5ODYpGcznm5M4Td-#_briUMW
z-pzbroE}otS#{=0Ut;cRLx`yfIS!HnT~-cEl>lWj7SOY=7>ttf-k_=L44}dH=!c@H
z1d)&WKuXzp3&RGbGfU(n?YL{^<>Ax}o&sCcyWB60Cqr9(^_4yj;LOwya)fJ+Aq}BF
z?{}uEtIixZT`d*!GBwU<+M~wJ?HJ}?{oAV|_Mcj<VLtcxKGJF2@=U5ZXWDY5c<-Xg
z**Tx5i|RG`z+Z!eD1ihtx5=lgp#6x{pRP|dyc4v$;WpQ1UBy3|Ku8$L!iXP8L=t8p
zq@_pd)?e4s_x@d{<j(k&*sXbdf|##rCL<?qp5(J=I_G<h=a{ye>d~;9$HPt6%B7;d
zeM}w2msc1%NDK_|-E~@<0cR*)@Up_9$CdImHGdl7M7osouPulU`OZrQSg9j!756;-
z2{N>IWVPc#7BT?zP6Mh`Dg4fk0x*82)u4&o_G^s8MC)On{#I<Yb!`}}w6Pzp`RTCp
zojW^wZWzNgE~^34>$DF!9EOX6aGy=uD1Mi<XP^!gD_$#__&)_pI_JcqE7X)#$T;FM
z!TzBdP;!p5MUa7#8^iqg!6YVTM0`%#7tb=_OkgqrAs|0wGw~1$MS1Gb1%nV4p!wR#
znEvi=%@GY38)axBVfNt|jJG_UuU=MIXRcF<rJIQsoqPn0mYMnaH$X442D*{GbSxkw
zR^P&JK_9e_jnRM`(#gN6EPbPOktJl7;1TWdowvc>Ah>ZiZ{6A&7guE6mjrr<(9@si
zfQX<^SNXs6kUO#LW8IlDmdU>!?It(@Rn-?Rqo|;ecaV0OlroD}Ra_d#D|+a_N<WJ>
z_Y$r57YL#R=`e6ZtU#0+s0L^5i-SUGLqb3?-Duj&zz4wnLaBuvtN^{Qcc$R8hyt-P
zS#b*3RO89+Sa?i~20vS!j4!vYTEnwHzqJGY^eEw^5htvePaxMpDIFl@GBs$BQ#2<%
zUl-{-R!x;28Hy2a5?9<?9eJgZ{&0y-wOW1cBSIz#jNs(BPBr7!U{gQ`X@5F3Lh`ph
ze}ZoxmFJAqmKi;p4(;(YFQ)jmutzgHfBE~&`hsLj(BlhDsOiF*uwC&m1<Wie`3mxk
z(5kqZjx(wQqy=L-st(g~$V<sVeCPYgQ8#@gkte}yBPwV4nUn(2&F464*&TI+luP(*
zGAs|4l@N6S5$FvV$g%-?iqBGB(lZbZnD7ERlp?U>P?;c@UM!jKM@U}x1VUd_1Fga6
z<C9AunN&Ew4uG%EJj(Ea=W@T^D?PVN@;D@fh>&C>(g83(7AR-dz?4xOQ)Pgz8?IYk
zs4#EvQXpVkt5uMvdhzq;&&737;;%a(6b{1d!*2BWaS%d`Ap||2jsZpZ&&rS{ark|)
zXXn5g$$=Ol>Rb-dTfk;gn4bB}<L<I*afST+{P_{<RrU}?Vpt5wgC*ahqbn!koUc>)
zSp%|9xU@?0Eb|Xm=RvGGVdf|zGEz6DERD-;eBNz!nBQZm_Yx4*=z|XCDdv4IgE5Uo
zxhGGU*wo&=0AA|XwC1x@|M`z^h)UpR&<B3Kxhl}jo(EQtBg-FLEYBQ$cyZ2|z-tw+
z-&Ued!G25{ikD0zdOL5X9^I(uFjQVflntlHiL>ikD!&K<^9mohsL_Sj?s9TaDD6yt
zxj6s0`VCOw#Ydlu`<;BupM8BlC7ZrNp#IaoZ;5Spo>p`veUd)Lg=Q`3RCmwe*KKn3
zQ?VFaj|E@M%l{GY0g`0p=hp`LefxPPnF3CTO3quqw5s;tsi#6Y7X*Vx{x}cP>+%XL
zaEF6i=LOWLcYlBXDT~J~U@ub%J&m))At5OsSm_96CUlzC>f9HFfcTzLtY4B}%gfEJ
zMwooVCJPp@J$z_V6VzX*jk9TkAMbA|)=-JN<)VXt7^k=b06hrJj^*2e0$+aw0wgtT
zY;20&6NI=?DW6WRa>Ukrcc$g+!a_cP=rKK>AS9vnV-1+wb-`!NE`bE|{|M*=DiQpv
zQ!SR;V5H)X4dSE_aWXwWpSL;%=pfAm7?rW83_S9hK+`6ioooc-0tusyV2t4YgeSrM
zHni|ns9Oi(l1P2#V3{e`3PHx5m(~YfidII6*$^mS>WXTqBI+Z}V5$pZ!G*R2dYJX6
z@~1u7xZO}7<7G>TfG|}bD2=&d<seF>vs<(3JpdjBAx1_<+>V<IHNq2bRHU+E7C+0d
zGG9wM+UQ%k0NRD(%3NIxos`K)P+J_M;!wIw@M+!AgQ}Bfz<HS8VZ~Sh-%~L*FJrF?
zC<!}tZS!EBL-gTgkYbBOH-iM3eGIeihVQ+IJaJ9j4G@+3KHDZ1u-i@SacYy~!mB>B
zxD?7aioz_{&}6&39oJ~t8`H<e#&@c&?6$^`yr--j#oyNhRiI7d`|I;EcREMmnBh{X
ze2?<(WgDErkF@JL(%e+>2yxEjmmnMP4bZe=7+M9}h&-CCbI1G^(J|mQjzk==Q$>e@
zlwbkUPgSJ`8O+W;lBUDy{5z7b`R97X+F0cuS{6CCU*FzB?`1&I%Pb^%(0JBu4c7S`
ze1KvMZ4nGkjZpi-*K(`_a;x03h6OZn=)F0X98L87KCq*@@M{+!V|*Yy)#JIoz77?6
zPcU(?n@A^3Y!?y{i1JWKa)KJ~5vI_R^L_z66R6PXXnI1p6zn1(aF2ja7EiUjjS>hl
zG@Ok~M0&Ibb#l}-!4z@Z+A8--(o8|U{+8<6T(s(~A9CT62Zps|QBJY#fNLZZi#Z%H
zw0v*%<t5as0HXZE&BNo9Kv;zuz4g8kqKXsv!QtL(qo`liZsh@c6W)rLNBO~V9TS8!
z&PeU<OM(Z3L*%ktzqdM+*r|HZh?iOtykBzf^8#6l)zen;&1c!@gGJv4WBX4fX_hsT
zHhcQ;DFRT`Ud~lBe5uzPZV%!sP%XWejyl=AvOEx0Y47#49%q<DEBYV`*+T-sYVd*-
z297opd+`Gm>$W^DkforD#NMaHff$VxEKt0zL*11F+2dmw<_fVAW=PfsN0LLYFixN%
zuVV}n((#EF1U@01!62TZOSJyFLl83S3v$G~X0=(RV<73_a(F(OM5s<W@DS$E2-c81
z7${nwB}-tu>N{eEEI--ZtMWail|NX(b^_W8fgAq>j0E|B;)t@RfHiB?eZye5hOm0X
zBULt-8}ny#vObI<$3QZpbhcAoutQnZGWwcBKkMDkX|gf|ga`NOwrDHTWn0OWQq#eb
z^Bet?M{ziXDtg7w!OYzJLA8>;ng5+4N9fJ~K7oU7HO!ASSs!G`<&o6HpW7rOmdzr_
z@1U}V?J@)NJES<19ROqy!nGkg6zp%Z7)SJGEdnJ2r?7BT3Yt-IEc5xV{mO%IgNxcr
z69sWj>ZlZ{;x5aSd#%25td5%0iYm5cW-K<E3yDb5N6Df>RUN}~EVpZbJcesbcZ>g=
zC6tcvbRPYr!Y@5CWG{^8r_JdwF6s&^x=fRxT4Js37lJ3u6t|onmXPbAtkQ_u;pIJG
zNY|L6w&N<cSuHw^&)&Sk!p>)0O})#Mc#=k>3#xJ9EBS}+8#}{yRA(s*S6nCRQDxhs
zgMVE+s(bhD#(t#fvhHejRHVvo&TxSy@5dc}Pi8!%mCgV>A)Rgg>&d1O3yb~ck8wGp
zQ`^8hon?HpU>urB;MaYkfB+sx3HaXYQdFPl;mtx(CVv}|S784+jNj`lb43RLQ6U@I
zrds39s2<6p%qA;GoCU3<t?G$K{wiSgwXcT27NiH9G$DMV+#4F8?zz=x!c)#eyeAud
z1wr&b&x6hIRW6v<%IWQZR7L5_=_K+R*SYya{FByq2y@50z$$MAs(#cD_Uri>6pewC
zHnw3z4Zw5o<hE=!vq!MxO(GPyx(#1O2-xb<(&(m>C1Zazfx(XQ)JCG<yn{rdr>r!F
z%GKqxx@({E7v>Qfn`5*UcOCz-Apt#+mbp!Jf^a~mK;2Ez*9;8`m@JpXU$GB1?%T#T
zA39p`{7GrN@{w4@hnzKine12Q3?I|yu~!Xo014?J7~W{cl&&Q|tT^BB<D$wIRZDb9
z*shmxpc+Zsi;Osz8H7UdWyLqJajfK99cjMw@9-e)<V7?Xc>SP{c*EXzL0P52L?Gi9
zLKp&{a#*S%8e)0C{Y3|R4)tPYyRA9?goT1}TOJD80iX$`vC&Iq-bs%9yb9QhfKWA<
z7+v{+O!+h@6AQ};BA`Ps)uot>*=Z${`9|Z~7(es55Tf!xx{S0N9BJ5o5X`duIE_AF
z^ZcamV)~t-0?`3kTPy_$a5r^hWF3tA9YUX(Bv-|Jeg3!+L?-UByS{mUl-aP=gP2v6
z?Lqh+Kk)ud@@}~1@~doPt+Hn~0O5#mIrw#QwNdKqDtSW3*%}|HLgL9U8XpNef97fh
z)aO{vO1-;1B7s|}s^5ZoffCW{oIIo>K%5t%1JpTzq-^U=A&LHjyLpW9Matr}`(Q2~
z?J0vFCk*h-FD9^S+Ac{GkYk6bgAaXgxbgxqs<b~!gNFfr@>oDSuSeGn(UWQ}VE%%L
zob@VKXEMz1l4=4b(N|bE)l?U4A_!fuQ!mjor<MkBqHfq?_Cvchuxh$y>|aKJ2S?+)
zSV&;j*?Pc&vgyYs0A9>~!*Zybb$NCsG}bh!b<~^seGsIJHRXPK@!fCX`FS4grd?8>
z&j$Yy8IomF>0e}zG7Pw5y~=_=99qZmt|Bh^0A>Hq5VkQ)M}r3@-8mO+MVk8H1f)*7
zd2+g;)#=KU`w)q_17$%L?55D_YB}Qb5Kyn9U#8>7!O(H4!@_$Lhs+GZ-26zUz}*l=
z>{le@8tH}{HC|beA$dxNT0Sqai30-%a&tX=$%`+!6x6RVs8_`d<-oM5BEhkOia5H3
z-MFvwGF0G7p<0!dy#RX&rJ!w8kDqv=!^Pq#tyI}gU<b#?$15J`OJyb`@LgiD(YF9o
zqI<r%MG3L7vE*q0eOI|OrFjbkS4if=cx7BiiTp7HfeE_RdEDDtvw1Qqcs2R~Z>p=Q
zIDPX|!}FKiJ~&P4O*(2{rdSWNIf1OzwCH+U$R;<Q|7|RBBJ+g69R$9&UisZZWVA>8
z4Cb;7-vJLrayI#$9iN~+I`@R$xvg1@4PkQqbK&DR*Pve0ovET9!T4w1QB{XG#GOB1
z5!b?6$e!1MSTkz!^Gt|V7vN+Khitn-!(8kSnYVd?Q_yiS`7Zg-1Ybc3kKb8DDy(e=
zz`4zPk06rC^F^vrF;L~9EusK`!X}oQRB=L+c*~A?f&oBJlL@x4?_wUxQxcE?^ztQ`
zyVf01LKJbFuLGxtYa|J+@iL1OVxAPUO@0h&Pa|40?{*!G5*oJ;FeI>gB6!F22;=@E
z>;l~-M5Z8DT_$uI@3IIGF9ysZXUqh$Y-i%c8RsYP!ys?!X9<4FlX#Q3@o^S8!>&u>
z6!0kWn~C{GZtGb0V}LCMJY>k{lF(ksq6X>h`qy;~OAORUV%?lbvD>KWN+QvD$v9g*
zw1x{8MubNp;?5Uf3!}u<=hG6_=69IDTzq?@?>6Uo6D17ce_H4j4?KeSX-vK%yGJj0
zEh6#iZfj}M%5-dyFx4I59lj@q6vw?K)VM{EJ2*O?x;-4s>X@!c*s<R0F<z8pjo#Ex
zcUiTvAzFpiyTQhZJ8n(ai4@)-KdYY8s4r2i&L(PM*=PAuLl7`Vd;l9)cfTPIvJ&QO
znUG3_H=qXJWS!p-xQwkoCK#$OU|tu?$+Z&B<r1CbI+>$c;B?Bqym&FN-9yeYAa<PR
z-v|o;&YuCqI7wV-%6~(ORwl@dI5A)8f)B`;>b`71NYy)y2(Y$l<F;67^yw^jo1iaS
zdXXv@YVqTLb6awpHSvK=RL#K97xW_~rdDMzUEo7~E|;XoGNc1+;(oCPt8!CQK$F$R
zFkdAOlgO`p(+oN|?`!&sND!`J2$uSW(|E1+NKG$?%7rgftmoCmyW!<}BbmK7SAdG-
zvr<-rJVJK->{ouF`?5y|$G5$NtK-0|`x4{;NejSnQJDB4LxBG9`-nG=!@t|L>z;D=
z;37QwiJdjmAI``5vkD369mpIU^TNytk)6bt_P%#M$Bi?Rwrh3QS|PkmQf6BQmA#as
zAH*8RC#FeDJ<VLC-Wog{2vhvV*<N=niPG44<DP6w$L(*YT0zk}`#%Y-5!~~5HPI>-
z(-fST4rZ}5PE9M`;3h{7ixG#cE<`q|^y`Zk=Wa*;6i;5Rjk6z_eXfF=^Un~svF|!@
zQI(&Yn``(O95XIo`El%lP0e$yPoCcc_BWb-_*B|M3Wy_2bidF_zmv>jlbra}l9Jam
z@H6?!ty_-u#3zI^llB(*R5kP$_zzGh@33a;J&yqgklk~4T{mE71G3uUV1_p5uHkE5
zH@c;cGpQjd5-c_rVsG9spxWShn9rTrKoLXm4e&2ap1FH|+}#9M40p;vlD7xM_J%8^
z94QNCXi6V^8*OD`q9Hf{@d?DSZ!r~T=2`;sx3BBSH;tR4ZY))ZaGrN1vkf;<9io2o
z?9_tjbUc5p`EV-vXy5)sJfQc-*5V!k<=}Xi-tlg8;mo3Y)0C)1Rpc0%vi}cVUmX@z
z*M2=PbP5KYQqmwH(o%v*NlFYVDGkysN=ZnAq#%uegfxSq)X*v2NaxV??SbccfA3dw
zUHr>AXYYO2y4St-Ac_vQAZxnE5i!}4IAp#}Zy*|(T>v^PM+M%P-R72eC0=XYA=?V#
zkXC1q?(b)~Sk{j59RxH$lI&cNCU#6W$jVauK)u_|2fjSiFfPfEhJ<j$(ualUvSU08
zZSInx7WsVFg3C%*=QrsUROVZO9BUGWF6h7CdaIXPaBuQoBk4DdQ5ZHhOSosFz7v*B
z>lQCwsM6?JT^GW*xh|aiR;Bud(PkolX?%aG(Jy9}+5OR=*v);A+@kW^tEprW`g?TG
z-PeVTD64M!+Q7pw0%~Mo>|}4lw}e_myPi04t5fMbNGR#gpK5+O?siY$(RjW@bm}T<
z8^J(cII0@KzU%btAi0*<u1oT*r|P~_$er%RfPARc?ADJ;b*8Ekt=7jBI(53-XRw5h
z+Qs{>X>$#73Q;CE)=?ns>C#;0IjJTSGqavEr>yLf*^z|#(S<o7s?i{V)6RG{J$B#X
ze2r+m5vf)+H86SG4zBsUoz%w2-zj7)E3Fc5ekky_Gh$73vbl$<N8ec)e3{8ZFbu%G
z%E-?jT^Aor{d}SPP{e(@+{HK+#m1n{u=d$#uRC%XvYf#Ez*k$WI4X8jD<gLc|Db&A
zs7*k^@)<4JmVz;&2D@YT7Z;iO!xG7dS{!YL;9oC5(9zMi0rO-6@Q?Kl_Vxk*hwhnq
z44>!l6(JJv1r-$)L2>1s9&;#eg_>Gyi!k)K;a{SY@)Oj@@@x1@+duM%Zue$BGAi_i
zD&)*At-hT;(Nq|bbeaEoj$=9*^dut7!d6m~BPF0N2^7-Zi`}XExa5E}I0MKx_6Ix{
zn3oZiTqu8F6#1d5s%p2<+@||@AGDNHKZHJMid^f?+%Fjqf18<RTkKY-ckk@b=v75g
zV$Y_Jh{g$ey*LmM8Eacv`^?!2TCPKS*bb~=SNpl1nw(4p7#W!uc!Omg=Kn?W^c3X=
z(lH&UDfQFsfGNlaD41>Cjf4iitK5xx?vzzAab3dfG1yt6+OiJuU7`Y(Df<fWPvqN&
z5~#9)UQ8P|g4?5k)=T`@DiwTDn&L-#CMMaMwrTIzEQ#f~ghM_%bkx+=8=pU-p*WPP
zfcp0P_foX$5pE~|5)5#|f92iIEj_PyiBQz?r?>MO`i%aZPiD|^kRyp|+NJoNYC@`7
zyy}!kC<tE7za#`_R$uG;S^&g0Y98YTr(CN3kltV2N)+ocq?OqdmC}_t^f`nay;_q~
zo^qjZ2sy#61iXmt*UhBleMPtKW2UO5Ka{iIw0&T<-dMm{BH}<cFT*`EdB?O!T;SU9
z>SloK44BBo0n`X_6ioo+Bc?|HWxa2f0l?Mm!$Sp7&GZ7frS++XamH6HjQmX5&!|);
z<@VC6Ui@7808-|_?0|2!CU?CCYpDY=Rn|YaEXLitr8zHb*i<mzJz3;`WnwtpX?!Oe
zRnsp4Zj)5o1!yXKpw$k5vkWkSsU+M422WoCKu@>K1Q$#pT7Tae6HS`8o%LV)<FLt{
zIT!u0d78@k$%1^(^Y>A#O$g9+DythoR0c&URULEv4MQyLVY|;G4sQ46kWz6Z8T|5|
z*;d9d`h%BH{kVw-TdfF9?G^nD9lHL)=29rGcR?0{uFn2g`b(LL(&~q$U75v4(!;d0
zD0qP+>Zw!TgJtV(AUOa991Hb27n?=Ygyyf7mK+iHeb9&xy2JIHE%h5nOanl{0!G>Y
zvON9NG%`X46iuWfs71;Ii$PnQ{WATbGhPHeiv&rQPTJ3C8DWz2M8|2Rd^<q+;46^9
zbo11Ok0+Lw<+dl%=*b)L0AO0S6i$}2S)ciaTBoM276pSSwYp341f8oO9?oU?SJFWh
z{-P=F+$(Y2hy2rWackE8o4#>&%Kc8xsx@7>7oS63Kx#^AoZ3!%+q?5$2J`>HNba^b
zVE@Dyzf_uD3~G>hWt&SdmBw+2f;wt5^73>_XaNB=5R73Eg3lG60<@W!$f2|VF%&nm
zkt4EyLjJAf-XW}Y5t}6O*pUWHq21CHxnH(C({*bN#tBX{fF?8;(9CGFWBz|F8LLq2
z(-#_WN^)KsNzxdB>O+A$C0!4L-<OQcpK@PsM0pqACyKtlzCQpH+;sv_)iZ;VV*MJ&
z?BA_s2&O%*2Kq?QXhC)in9<#gx?69g8NCnEXy;Cv6ZC-0CB~%86-+t8c9%5?|F0h3
zG<h30^UhhcsOu;Ki4&+*%QXO%5B%Cj`FQbWCTg6NlDyNz++*dRwxi@$jxT{4O1$JF
zp;aHZFb$#<3c!0+TheB76w-5VsIHZ2Kd^#jO9fK4s^57xJrLhx-V#+aR`b|q(63f5
z?!)WFZ{vy8$C+BKS0PH)q>!8(69rwGnt!=->oy=kcT8jgTwdPIt=cs5WBBtoGx7ya
zOgRerEMCpluNWP_j68|P()B)z0Q^DHg_O9Hl+2Z=4dR}%mB~Y`AiO*ndzG#GM9ZG8
zYxLi11;40)POw^F;W{q+jqh=hQhTF>SjY)+aN4$im9_(gF-1#^Y?TPBk}t_F+9-xa
z1G{;N|7}wvK)7^GzP+>mGWpACz4;wmGS?UQY1-rj`Ug)7Uy@T(`ctV^=$+gpqy9Z8
z;lP$KLVOUq_3FR57yos*90TX06BBWSh4%!IW-V-{ikb$|a&`(PJx3njo^m@x-DyZ=
z#yqZ`PvAD4-O4_nXJBE#-MaLo{T$^mOiOva?Onz#Y!F{xUsH2g&~~cHV!T^P_wIf)
z7dvoBakea$_V&E%dPKf<?Uh~q8|&va<M%f`*Jjp!%O9I^c}_Nuk8m43;r}Ih;{IwI
zdEPNdaQJh6du5d)@$$7{-KM4;@#z%BKfM0`dT|toJ;KXiqBE9@J&_MD0}QKnbXNnN
zq)*c7_p*SFf_We`D`NBgTum8Jieg6YO_7M;HyT-Meml{to9u!%6;JzNjQ2EJYqAhG
zTEnEPyg;Met9BhjbO@C$k&y857HEC9)&oSmSs-#$4FroqZ_cA2w@a-8%~{1g<({$k
zv$OFvDx+oIz{%ARx36sPzsxEi#xN+`J~w_zUApsRCbG8ac)!#+0LB?8;amZOgo51l
zXZkqzb-n=3+IK&SEQptvS1(FMC5Y3g{=sh*6kBlD7u3m|-d@()SG+UM*!=M~C3+~9
zc&88xqyF!a58)4MZuOctPQ4NiaCsWZjkf23?o<o?OlDkYU|_&o`${gWbCGT&{ddd2
zVbQ}Y_AVnMNDPokfJUc!><dQ0s_msO(Oi4d#1jEY477UvLHpqMLxpzv@Kxh8X;JaA
z$vmPHM-@i%X7DtTZy36lmP@wJD$uqM_%en$T9R_egkP5{jQA4$`eUZ>Sk+bMY!uEC
zy0EJiFGz_Zde|>@Kl_)l(Ds^Ih_}{b|25!`>$rw|80f|{uU7f4E(r9|fDQ{0t%O%F
z(7*Z&dKnhu-?>2h5lBH{D5pyp;zmTL32dRfR<`W@hO!e{LHv8;qfX_-jL#a3&>IFe
z-C0ZSx{CvIFiWUHyCfLk!M=meeu!Zpt}$&iJVH%?gyCV_hKyYj)Hg!ehSlItHPB1V
z8F@dm*t^~N7>lDHGthI>m$(4amuEwS{B}a{=ljHr0*u3BGS@tbGQ6M-C7!+ao8whH
zzdf3r%fdgSruuP1QA}b0V7<%D%_Y6UQFZ|9|GCM;0r~ndY^1}jM2>><p&N9(XG+?{
zfU$e(!=twq(pbG2Z+HVTWg)g=p+5%_F(w=Hw0r476vvA9`xBLyW)|PvG;{g;pfrQ-
z<E;|IgLX`UGcp`*!ip0~<~#~u=LU0(vkZo79|R$<2{6uN!nRmp%*MS+Go5(G=VVfU
zoHtI|u$w}w{GiYLg(T7CR>uZwU=QseEXe!_9Wz?BheOjIq~R~hiC=6M@-!h*VMf;`
z?BvjA@g*aIGaJZ@bzFksbjP+-S|B}jcG(=Sk0J)`Iu(Yx^SMiLaYT03<hL?Ec<^UT
z#^E*m!j%?&k(*kO<@keMdFz?VaZ>B=N3<~Lg)N$_ShD`Wqyp6hr-7(vNdh1t9AX%^
z_DDUd*l~`lg>p5by~X<(uRQ5M@k%?LuVel4o9As)2@U<<hkXB^=^l}0hkT0`-A~Q&
z{V~p!U!!4%d&5q|Hz*2wqVGCtTd7R+olkr(yAXVI=f?4k!~re3Th0zpkIu&=x4KA)
z=`wZ{n)I<N{ncbx6CgLO(8hiGvD9pSaS(=PnR9tV#g7@SRwFpHX|BybDjVR`X6kSt
z*1-My&pRgTho0%4pHjwtp8`HT&!egdFqDD_`7r1b>FcHrFK%|ru(leIP*G#ZIGt|#
z=qz<naI(Ln-W1Q*wB_tKfT&E3EK=r|fdkG|<%dN8X4q~}SW6&Ou4|$NF_0XVJ4@N>
z@ul0kcR6_HP)FT=?tNCg`Bw=O3Tm0}q7RbvUW%2v@!GFt_!yS+_)$VT4-@6q&`NC4
z9-d(xQO1^w)evz~;&iS<Cdx0~u=D5Uy(!>HY*x^VciR}>i<~=au>X%SGNK;G*BLzS
zxG8~HY0v)_HigI3U**VT|02N0aO1O7GjZqTpJH37F6pN6Ab*d$5S;*{ARSkTuMk8V
zPAn__R&ep)@aJ@Z)sLQMpgLm|lD6zbvhjoYlj}6K3<FEP-Fh{FpF4ND)6v6G0~9th
zDbjan5zAaAd*n0A)aQ=JL}MyD@z%TxG+#DcB)xdl3f}uPuqck#TvV+#HNyR5*SeYw
z02iy}u()`f3oxKxp%`+2iZzyal?ViL`unT%TZwpoz&qBk5tCU^Cg?c_94K{xs&uW^
z`CA97Xf9zxJY-*q-=r3FEmQ=~^h;ebOHIp36-S@!^Qrn((xJytp(j-7nOj3X=>W2p
zegYtC!FO>$S&SP_*co&!jcdY95EiXhDZH%0Ly@(vqS_s7ioD~p3N!8sI$8XPC$;77
z7bIL%tju9^VDZ5Ytp{>`a+>R}N8^uq?$@gGmA_(yDo$#I64M!hPc+elG#sYDzcxB%
zP|chD2CL(eKr1`5ZW!OE-#L`pRHl=yZCFRGi?dvXvE7cAJiCcI=u73cc0;WJjtm}w
zxw_ou{YF%}LPan1b1roizNSGT7`l8olsJ_8ZQ~63AtK;9Ptrhb@=FnMkvhTFeN*J^
zUF=L<Uc_>j{KJNxEqo>kE9!+*=ra5kPQSVISS&!tbEo}vgrV<Omq%Dz&_!F&fQ_`0
zStdW$3$6;HVj<3Zk1jp7KE_1I3wU6rX$IFjtpLP@lML(FkHcyQ6n^WKwBtl&e-%oE
zRiyqHBsF=dY723yMf>(*%+%E`W9t#UtfXB|7rQRh%@o?}jCaG>KH}YUpBemOlC;|S
z&&%fan=|k41-$;zDkDl~<)(}t*e&MAs=lrX$e!RA@g8h=9ai=({fwULNurxeF6&>e
zEIa)qfA#WU4~)*00zxJ{GM$W5fsDt7e+VscVcD#_bM(F2(59{@zLQ<&O|fQ8a69zb
zLr(sbP|Ua6PfA|bE*27J@p^5(_{CcG4<${62prx=i%5581Zul=<zW)O^r7WpQ^>hY
zKlcW|-n|p&4IiwI$^gUNU2LNhQa2|$wZ?!Sw<*E7Hh%Qfc*IWX?QyxVzD`FF@$>jT
zuB}Go4Ny|>pUz*WetLM&EEAFqb}H9gbFe>#6yB!iv7{!9A-GNbIu#Ug1uW_4m4SaQ
zxx2Nfmj$uOtEqAFGhlRNMAm1dM_JtVJ`JNmJ7xnK%bH*PY~8!3))E_n{((l?_`spM
z(+7eKdOdOxso!0O;1l_d;LH-{v3y){B0e)gd0zV|z`upA`E#rVItYmtqT1uiO8d*C
zyd|u>xuV-m^!mdDsjI%r+L&7SYjme;ak=029_5YF#{AE*`mpWj`U<@H?dE%Tzl1dc
zW?^AO>#X%T?E|rAaD(qOy)G#(#VQK(OGJb2x7|*0)K0ZFs0#`{Q28tF`|YPg`Fbc-
zlRiH?k3|!V;!y+04xeJctP}CQAHLUz$`dfl^pwX<7LlM_o;Y17)lRQ2JWVo1vbfk&
zmTq{SJI<2%ZTeb4gCjbH$$D)$d97L1iaz^zUxoH<eZrYuW%_pH)>j7qDS$%VsTZ&C
z6%x~WI7BC_t6ASp_u;=j#S-kV3LQ;)FxTHrr>z*7T2jgofEBIAkA_dZ>n=jqhL^yI
zxbcyC5VxZy%Z0Bv1kZ7iDVP|y`${75Ftr;Al`ZiM#$W9QeKlainfF*09fA>s{|Y`1
zifa1DyPM<!OZ*T&APiiH-Jit3Hg&`@ViDh%q9Olrsp=;#%jgOO8m8aHlggynZuuO7
zyk1=LZ*&$Xm@~75@Xc;MV-G9ib`GgOPh%vkfuZr0xm!-|UXdP7!W8NL%i7oC2GU=E
zZOIvGC9LaP>v8W0JT><_Zt#0YzEP(0QHbqRR;kmLc6+SN83V8jwVI$E=c`x<9rwYQ
z%X)h7ajRbQIqt^-06&D*oE9goUtHsDoWStP@&IlyYp13Hk6T187#9c1&sDsjXpn}4
zl(DVf;mu8MtofKs)@v^Du?pQapFNMh*M@z2*Mr_y>)a<K68-xb9q?NAt1zi7KE>RV
zZ<B?YAZ3`WRY$14IAp%2a$YNO>&3niwl$KFtwIG3fx?)$z62BDll2gvBEnFKhJEYz
zAA}&fMLt4Xf242c<JZ?>E<ZrqMr6V0TxfK~a1uw+sy+F~iRb56as*!C;cjch-;7n+
z4|3ReVe)+|`F}RP&^0$Q#N5@xvGZ7N^v%8GFK3=Uuo?d!)bags4Ubyar^;VBIYU8~
zHT4i<kP5B(bvg1jh=3qs6iz`iX-(H&>|(mlm-tuCEEb<Xn^V*jGfHy5q5A4iK48^?
z-#Qc+xkGrzLSGzkjNekysDn%pskL3UNS3Hr98MZMgXyoZk!6{T1GRw(`2B4n^ylYv
zy#Itjfs%(u!rS`J#?vPBd<+O;_5ZuCSq3Y+_KGI9AU<hztibr$bK!_ADIy(tn2;Sr
z>HU$uvzW`1r5^@+X!b5~K8E`jQUg6-Mc7Yo8&HB~*K!?so1qe1VhOkO;O<NhR#P^Y
zUgN3C5Z>HZvy;<Fk4?0Ts=$BU$^poRv|s4HtY7IAj~|GU0f#rlnhu{jB?rbmiDw~c
zRC|%QN|N#{DZYuy(=YxN1cX74qyl3Xb7N`AnZ7vA$$bD0XK4MduU*U+Einc_Q4YD_
zbsQW8E=#+wTAB99y_O<&KyoIEzRu<R#VwVo{)E1&!swoY`EU9`X6X7Y%L(|y=pM@0
z69h}`Uy7U#F^s(M-A+q|@O3`v<ul0~9zJaH&GP>ftUUR(un-^6g$Y5_TOIb^*-~7u
zJNu|`ZTHr9z|MfU>+M2PHxScsUn~f*u&<DRBOpwyBhksqU+eBZLgQf4m1Jh6RovqB
z1;f9Q5!PFx8U}T_AW+W3rPhZqF`FK7dy7x<nW}MNoLY$vwX(hjWQFGH9k$R`AbJXZ
z)}-K3f*S>;VEeHV%jGLAKE^vYY+ljNrjsqh3APb7Z?j}9QSs1Syw{oihME*yVvc*e
zXRWCszUiwB#gsoF#Dk8*r|mZb7w$W3{6sS5w6e0+!&G8dYe$lVk9q)SE~^52mZSrR
za@9n)F_B@1ANF5=cX9uB7QpW5dwuVHEN62~XKtJLs^tN>O9Ua5giKUWq=zPB``zpE
z^9_Q|9`e6&75uRD>u{2NExu<Gzg6_#peqy%Y(L4-qd82J(X(vn%f$p2&0J)^yPkad
z3)L+U-O>9ZD-pJ7Qd>1r65ht)oWBrsZYxiWfB9s1Vb8BcbPvUkY*7+3{gOB=2888z
zFT$U!#tWx5M1tZ}ur===KtBvTgdN0lg(m(J&QKrp&K0b8lWyOCVlMMjuuZkS!4Bf*
zG3Uz|p*EhuqyO^O$J^jR=?({~zOHfhlaJY)^cpPS{6yt-Ea*ON$|>?DM&aG{24I2p
z(R$jkS~sB3!u)dF9X#WdBTLffKIc%4(><CUzNWW6P3O-}oWH`c*_{_{%WpGNLQA$F
zV-cA3PRk>bwFI48*@UkV0yrygP;C*xSVV45#)b7LE_Lle+r-`LQHzcnAZ1uxM0V+_
zs1j+&qu4&Cy7HG^iXlysC1@iqt0O~nxPvriX#ui&fB!2gHvOLI34D_52g0Irx@EcV
zv)Qf1h<i{ghN|@3GU|lHcO&L>Kf7B0-HTx$aHnTj*Kzzt((a)X9p6rfHVv`5S!tL=
z%$GBdN!F&7#S>?(Q%DzlDa0J%<%G7;g5K;xsp|YO7P5YBD0;d4nPM!%mH)ld@mvp@
z;Oy*DCTEbmh3JsNzqyYd1z0ail0*LuNe264dJL{jqRv$UYd~SYq<-2F*mS5T;w@{9
z{=GaUZT(lcLVL&ZX!ymk%LV%S<rBEUE_22_hK>1~GH-W|*MDg@M5x--W#JO+w{(w*
zwsmgKjBVZ$E;QsMYh25;%X2=keK2L{c1uxlrRUi{skRD1n8v{`1t`Z9mQOLnnikqa
zB|7V{g=6oIUwW*+;c;BbxrdvhqXOdw;b9YL!b8xbWkb;b*J^#W7tx6+6h6#DmPZ7_
zbG5s!lV+?Q>968m61P1_?>c@{vySiN<a`rSs3|(ZpLbsViTLZ=Ero<1*5ZXz8iO3D
zdK@mVO24Qf;EzV}L%UaqsMBzne&;rZ7bWZ}S@tuG=l<Xw*pvkRFEzfej(3gEhD->Z
zW2&F$FFP92kid;E(Yi{k-d~;$-Hrx85CV;x3mV3cxQy3`<+sk$EAB<+nC>md`%XLJ
zA|j{C7XCT=K*}t;NdNSk!(J@1&4s_j_~9Z_g7(Dmgof;qyGh#;Vmb0#n8YhvTJ$@F
z7y>;@=|}_=3Bx*CgPNGMqT@p*b09o+kX@aD64hX=?>^YdMT99Q3Q4fxt|3hLettwh
z!-?M!=<dw7?Y9n7h+g>(5kV~ZdsaWU&=mffHiij>izs-DWs8b~TF|FRa9JM4A4!K;
z9w7A~NgRO&`wqXK7@z~yNLw~fJ`1+`0_MyRmsD%W*i04sIu@u&d9%dr51Ibc;wemh
z#K6sfThb-*Zd|p$nEhJjf*%|8$cRp*Ixh*Xvh!Iz3XWV!Z{lybAjkf0wI5O^|Cbv)
z^9bEkg^Ygnv&-lZbXky!&G@6%<A~owxAXX<^o=g(^v7P=>Wc8zFqEzu-r9+1`EnsR
zyIEjUyH786r=<H~a9%aWS~zI-fFDW&B34kx)pW<jGGR(skS&)u!SQ4d_{#A&dk(iE
zCfzdiZT02o26N3{rlC94p{W+HxhnoulxjDdkn3&|#jy~<B5x#Pn^b}u#b8jUU@7NC
z)Dp)VE4P-_7OG78pt?S<aslxK{L08tA2-LS>?4|;k~X>0PE;h=c84pfmDqF-OV?RU
zh?Rjz_YYmQ=OcLW;w74v2RNN3gg>(Vd_GhRur6?C!{}~e6`kWW5bysMj-y-FM)iK+
zwzW;K<gO~8JD_K48s2%+B5+*M+-^u79KrDCHof6#rpR_CX0*#jG=tF`n2sIB_8iU!
z8oDy+Y<-B`dLLF>1N#0NUCQq!{4Hb4?hv*)M^(N3@f>_z_x11lE!Re;65y}i@#*D$
zxmz99iqT|+0j-;7^=ik8YniC{XrjJqro&)q*c5%D>TY;TLQ^~QiJ^K8cJG}2CMEiW
zcqN)+l5a(e6lCmJPOfWt@~CG`#%s9|(ip6+v>G|>b?`7I$9vrO(af$i&hrVH#3715
z5<*>OK388QO99&Crcd|%Tb>H?zxnPicFLO~1XFd*0@0>Zj8VUIcqWCDWIf37SXaKJ
z+!MfdnLahLH!}w4#sbA;*)MMZZ!=TLB{f@HJCydgDS4Bl^!J*0#nZ9CDzkN|!G2-?
zbPh;zYtvqfira)Jy1^8>^@Vnw&!VW57r`Odl_8koN`BQC##q2C*zcOKDL5SPq4yyI
ztIKttU>H%;VT<gchGAGAJ%VTL>R@_w^_k(4X6Hyb&n!AiRl)uJ&})a>4bx`GdK7hU
zOWtZ^U4kg?<Znsp`C4G{=2G3D>+(kRg=J-vKtW?_h+<`}B($tmdqST|boJ&$^A&L9
zMk+QHe?Zy5>_LnLbxk+_$t`Z%{%($f4p0GEw|*F{KvHvaOD%2!@CvvVG+U$ELUe<)
zblid{-{K97Veg-YKuPG|XQT!Z_xj?hIc@JDR&T!a8`^?WF1}iKLaZdm51GdoKkRn&
zC?m8YD3kkuefrtU2kXNA6sOdJ{$p&$BwynXsY_Fe4kFh69VGOVH&NIFNUUwrEKOFo
zMu7-_f>Xp*^{So&Qo&K;|6$+E;R#E5O|43W<aF?_Mh@C}y2S0A1*{m0h>v<0SJ*6i
zac23xp-3Eu27l<?yhSXTG0jNts<=kORAwjg0sZ}&$%z@ahPJO;yk6kdcgRK{P}(@y
z45Kf?C7K5C0^)wp%ouN+d|{fIQk<Fd9a{{~@_Sq9m$}ccsX})%{R>B~9Uv}@rempl
zm?DGp<V(nQAc>Q=gS|2gU7WE!y3z557ZhbjNnI_m%lPlxOk{6tTO-j9C9V$u`F;8J
z`Y%+@32?urM`NZ>8B0xqh4P|_Bzfi?Plj5zb{|J+eHG7_#Qv~&Aou>v-~RbGlBS8x
zrg@GN=TskTCE=>2yf$et^V61Db&VMR1*bYG9cG)+N^marW!BZtRL1|yFXh;QX*q*O
z(KQN6v7kV+Tk~;QwMF7OG-aYSrDmNtcPT)%JoTM47o=!^x$7cbuGV6q9+Zv<HUlaP
z5qY?mJ4fk8(BJq0&l)S$zFcr-w14q?Ea$f9@}XB(=)s+g+@N`v5pfX&BAN4>aiH(<
zYBTQXKf{lJpA{CpSik*H?Q^-0`*`F@jlz8m6}#S}z_w@t#PWxw1G(SmD$nKND^@c{
zkIo%`b4wL&LCm|-n9Kj%9K7Q|S*1KF|2^SKi~(ruqS7i6Qn8f>Xl>apMZ=IMFwCE}
zIqosvwE*fsr2@(w>(5jTG4Xv{$Iw55MsR~7hF;S$7upw$H`#RxZpAYRY4{9V@Vg{8
zC@!jheshl&`^t}Y-15m}M(h${cywV+cvm3$BK>{`RPNo$naf^SL?%4q5_!%D$P+D}
zts<R0GgE&|RH@AWA~inGJz1=e^Ph4;bLFv$2&L8py_ua<vr^La&Slpdm4-c^?HDe6
zuHsN;Ct%oe^4Q5`Og=c@1$`jjtbWd1I}M>o6z~cx-}I~a?1Cxs-(JFPG%%4?A5bL1
z?r6+_Hnpr)j)C>tJIo!otDmzla-^C;Wxn`qeV#Nj<&p@JW>B?lah1`wr2#7$R&StF
z^Y-&`-=b^E_e~#9^=V%53|2L9^(dpx<<5dTQS0^+KMoz?K3zb^;)J5_>Uo+h%*Z?E
z1;75iH(UPhvm2iaqfgjY$VNz<!-M?TT{!2+hty!{9Xbv)4Y>txV<R4Vmd>%}>l{=R
z#0Wjr@$?Gjnu5i<enANu)(0BL_1j+BDs*>fA`Qv(xE13aggLRWQ!B$RcC?IbUFo?E
z>Np2rNJ9*agzpD!ZMeYmzgR*z_vWgQysKGkq6<mo<GpzHCj3<X7#2@ggYiODL(VIH
zJM<#(P}M5eT+!=J=k>#tfV8cNIIV<KPm<qAdA|v66TqT>DNxxg@hl=u2|89rQ`0z2
zHWa<TTSOVCXv))3;B{`|$xaM#*Hxp5n?c@N>4R@K`O$X?##SfO>)#RU$Nk2agQ|<b
zB`M>HwBrwbPDnk5+28#RdAjZSNa382#|CTID{-g$+W9S1RKz%u=snqtMipyvJsqoC
zsTjk+1DIzR#+@lqG<>|g<l)1mwGCT~aThVA@HSuqc-M9ty=UDObPrBViY}N_{byqQ
zGba!UTPvm-sNn}d$BXr$G`3Yo;*H4z%aR8IhNq{CzpIJ_QTIiG&<_pcjM~>)#u@Z}
z2KO={vUhX&w1`yAocng#FY_caI;FEAS4CHzXR%cy&};4EHF%G;hjw%H#&H90zAxde
z&Xu6U`DwK!`k~QnW_z=2!61bz;}-%ghB87fdFXpsFVB<V<;k1!i^y<71Zpiitv5nM
zYn3K`)_AGqX9OhlAz}=ViT($^2j?~OZ^y>g`+R_=P7Yv~v@}GnDXwne5tbsg=A|UB
zd|wnAs9J=o-64~?(8iid1TNp$u{>cdK9$+}S4r;#kj4}Zr&O;Qm?D$mn4pm3N!Wr^
z9Fy21|2`%9Y|tnbwq<B&*(ShraaU~U=yl2CV63G>w6uxRgB#a2fCX&e`(1zpIfuUS
z=;M~GE!xn$<g@{IyD)$+@dUM!nd7A;0g-{{f|x1t^a9-_Y~UKN$E&W@bJCPe>aTxf
z<TX)C&25SIQuplfFRQdvc)zUjQdhWphxm2+A`d*|xW+1T#!l<W;(ZQ3Z(nvvEH}>#
zbxTm{?df~&78i##s;SUva+5Dq*PRc-o5muM2!`8!Q+p6%JFxF;PmJs|(G9I`{o4GZ
zbR;%wdVc#*75XF)5`sHXezg%_0LDF<)<TEI{Ao2o*b8mqPs!PzVkL>m)%{%X5li33
zGN`;o6@W#TL3IxbT)5>)uF?BGmrIs1;oaxw#ZOEJ*`lEzNR#Ix-$k5o@LXUQovZ1*
zzZMMm1^zwlz3C01+c<0)hAK+EE*%kGc^fKQIpQ{S3cp`%nSxKbAKM4>HW7g5$<%t1
z>h_X74jbV1{0lkZ8B(#7HfaTu+Pt7WcdK(YAf43XrB<f&D|o<wpEz9K2}l!ypNR}=
zp%%ypkcmXqwN?q~QyTo^=;D*TdCH}><wGEvuzcT)b)fK$dqf0E*M*0?RiZaet-Ix}
zf%`8hl?w7Eq@V%KYii8p=IJ(bek5$qlppJG`)88Y1ZrYTRu=UkrHs!0cczyUcx=FS
z3U<r@oH*&zi_%Gkx;_PQ^rbh@pXuVNS0MeyT6mkkCfki*n1_}Or`XQxiPP$+FWu^2
z`&1YlPJ`nV9$)>_;g&G<G8^Y0=%VOyLX}sLcB8o-I5`er0RNPxCQO1GFL4APN4x|!
zvT2@SAPRQ0&H6bCde@JWV|&ZXbRlzfI)i-=p1U~)cmgGJKq3i29nGg@`w!2F7C0}g
z-(&f37%8-po;)2U7wBN<h;YW5TsHOjSrDNq&ofz_P){&1D8&Cv;P_Ua;IB_vjQn-8
zPn9yCRiant-FqiIH!WS?^3+rAm$;3+z|v?e>D7B*UBWp2mj>gi9JNfydbFdsKy0t@
zwygSMP@IX0Mb9;C!Os+VOr0BMl-W=?joDo?R8lBHZgKWaP(jXwWcT64XZ_onTq)4H
zX!iLJ?-KTPrX(>rDKgLJfFLCJp(-2`x?LT#vG5@-EXjv&RmJbHOG<`@HBTW<cFi-3
z?3ejZzFtC!dir@1Y_Kb6a=Y4C9HUkCpJ5HkHcHuXDqDw2-XzGes5zo5-F&q{hI9Sm
zn&70Is(VA!Dobp4ZdVOiEP6;Cy9**#?j;Yia%7cgKL~oYJ^=LvuyHRBnGf3Xh49Rh
zZI?QUp26b`;T$6HgyJKH&t$_)!+kJ!WA;*4(nvg%$BBvo!FN5#q^gn%`<>?C*OT^n
z)msiVxo=Q?5YwO+_6<*&vF~L`mXqr4`TK}ebM~5}&CI?+{pY9IZ>7mcvM2@Yf7k6a
zI|$@|x#-wWM>E&iTLy$XFyBD}d|9L03A(sBdfG+D%Zw)iEbeEaZEZN~bw3?FIzC~~
ze*0r*e^F652QfvC96+8Jp@Cw0nve|w2m(h-We07+MM_4~casz3ImP${HlY)P7?O4J
zP=M4<Nc_Bey)sOwmAMJv(+AR3x_$eU@-;ms;LS&CpSeaYJT^rh_CWSL(L%nBnU>Jo
zs0k>%u!;<8W2xWMuw<5^45cRsImJ;G>?zBe&jO7k|I*}PT1M2%ljuRfPNuUvV;Yg?
z=&!FeVs5sQ0nD(>q{{)DJuAVlJH=K?Iniab3xD}OU7P-ovAcK6D0V67#v9n#$q0U8
zK4l<?qzl35Dwhml+(h5=K>Id3Ona>)l7vEZ;Lp82ygL(g{*cac{yrw?P}ljfiSMJk
zFTZVd$V@uwdva$*{s&&i2f)2rQDYpoyoslm*d)r_-(k4DFxN2kirOx_=<sCq|1IP9
z3&V;i>gp7BqOd#IW}5w$;7yWZw2sWkC)9Ws!eM$6vG>+gRuRki817lM4e@=g3ede%
z2yyr7NF^1%=CTFY*3k+t=_w`qLB!;3eA49Eo_7bpH`;=t2Hhg9LHcTAqnc4?MnB@`
z1C2F>$(Lz=)*e5<xFgx75%`sFT^=R^_m1ylWqzI9Vj$d>Xp3Y}^UOn84_U#TZvS)-
zO)Z}bhR?#oEW^X#B;u8Bsjd-5T)%cGcx_LuPspaN5W_c!;@nHL163ek+2+%+d}t)Z
zmQ`XMWQvUL`hMa)v(A2AyL#@QlMeE8S(ofrL+B`itHn&H>wM6>g$C|<+?oVt_t(m$
zD^7TDn=&{ibz}=`{sF&Xt;N4WPvX`jp|-STOQmf@MZ(MS>C;At<*G{z>QBWm?g2^^
ze2xH!fUL{k$tBa?+Lsc)n(#|ny#10t&6tl^_%ZW9t0JGfzq>kvCa*yvFJtj6`^HoV
zoxkTNbN{bj+>CeV=~tsFgX9kY_;^p!z;J^z(anOTbnz02c>fv-;=AqUF!k*y!|0LA
zo`!<VM;B6JQbhIChYUXjCB`_waXfDD=dJvP;-djuLI<|QP*L=eOx3{2SaxFkaj%%@
z*JfJ?!U!524P+|Iq=~`V`5WCB)@T^#Rm!0;R`>dgkBF;fM$e<Bff3*!%d8sHHi1OW
zoww%=_D0Xho9Cyc-=5@Z9MOQJRp{udP;#V4eM#HwTF6QETL-CUM3O8>{!RA!J##Cf
zaO=U7XNPZqcSO$)lVDwM2|sU|WAIzj>z$UQ1Az8S!Z^wXJTV=QW=i}8XIC~uX%w}#
zP0wze#~rGmjGOdkk%;V7hQ^O_4KFG@hadbc`E~GT^<}S?u2Oi3b=6c;8&PfF-|}?+
zlm8tr$NgBI2g2O~@9SIbA#}A`+CFLNN2DyQ6$3E$7Y#17R@a%ICwTv63q3xbiMW|~
z{HX{ZLcWXll{$~LQw6%+3W(oDIeFfq2oeXOWGJJyE5^x9MTh?68?fS=%i?5hxr8$}
zqE_DI8{yaq+{-^Z^L|8E^hDt3r_H5_@mBi8<kfDwfE>^<&+&xpiDey*<a@fD+vJ4R
z?v^ECUJy>x<GU+$eXJ6NSqc0e?L_77eX4#UlNC;X*$w=-WBljBi^O;tTlZfe$}Ef|
zc!1+<JDPnEuldM#@kG_%X{|`)N^X>~g9R+l=ZeB2yNvrAjyIy8`<B3W$GDC6s)i}Z
zN3AKm*OXk;<mu?3oXgk~lG!lUzb@IusKeA8a~KHo)RC$2LJRgM3j`VF_@{}MAsp8T
zJ<r6ew~v)W?XaaD!*sc$2R#s)IdyWzC?FSjHMY-T?-IU`^;k$<9zLE&)exQlj2Qj0
z9?M`nAEx8Wq~@9ktaw4-tf3-x)#=oI4$bl9<B6bPzsQ4*qsKP6C#CxTIyh4_Xx4(7
z<H-tQ<@cu;SN{Vz#Jyuh_{5cb`>4PfJVHwzMY9#OsR=X6LIbWP#i$sjQ%T%=W`)WX
zR&I5ye2~N*d>53A-)$Lc>;{gz=H)v)IJ9#M^OwBtzn`Lr`jmu$5^;C3kj+M^9zDOH
zbQe=)@=}Y8?_x<QbyVKjXWtFw;d^Apm#~w?XdW~gRtUF{m>DCs78pYC8j%}cw)WJ}
z^13al>$^C4bIiSnx%s*uxelu7g^!C!+n%?EKvBzKd-X28s$Ryt-ATBK$^*+3X%$2H
z>EZagKDs1)Ys#-MZZ$)y8P~nirM%#j=aJ9f?>xV21I?)k>EdJl{Pm(^Zw>U=_3Z4g
zw*Xuj9sMePAfYprU#8U26|@`A1F>@fvqSI2I}<J{f{tYw^m?_zyzuxw*dLrCw<qwF
zLX2KlzL`Zk;GjwT04qkO+>xQ9@d)+^R-{^#J<W4^fpPG3$>-V#Zlc!ZwfRR}wne03
z&)XLk`>8^EDwVr5GZ%UsVIPZLRH{=ngu7(H-5-k%1uW?)7Q<*WF8P}zBY}m<`e{V*
zHiD)K(T)PC0Uy850~L!3y)Sr4WJhNnn;ch95CvLCB46Tf?=K<`vr{g{UTxgoG?I!;
z@^dBHaP*25!ug#;LA2!%YKz1y5>C95-nmijb>r<FS8Ow9tnZPS#aqy&{ob^MpVuI^
z)`Z6^=FD6Ffvea2E!^f8{~S7y^-x|~M*D%_CfZu__bNzOQ=@jqF<VQ8$MFtkEqUz2
zz%;0K_@E1fHK=m7f-n{p)c)Vi3ghQb=vVc&hp%C5wXWTHrp&+W(c@$>CnN9b3h`;_
zS+QDu{Me2xO2Q&BmiE!prk2uB!s3i&FTj#E^II2{A1u&#i!`u}Q(9~n`yBszxsj4}
z#f7k%<oCe+PlH0z_mpVfKe~&PkDsw4vzFQMmGWPujvjMCxo!EY!(4#}|4JB9#(2f-
zZ!-g_FHvEfw8(iw?zabT&h<nZ3RcLZ`mkE|eoj8Lo>h-#77Gb&-u&=+ctak3@M>nP
zJIv142`-`_Bg@iXr$R!I4^uvN*VoVr3#I!4-`#XDUQwf88BO_d9iN_o;1|T5TcYy_
zrUE~ymKJHScfzi{Bs{XL!@tW%1bXzrDtDxq>#Al!7A%G!@4jn_{Ozdc0+~JZ%i802
zO}^_?=@dm8)pc5L<1WCSW%E&p^&4gmO9jX!eYi?5oc@jA{h-_su@h;)X~TY#j#Vw@
zc@I$F&h8UDRw~<m+#U_QuJX$dBK#b$7WV>8PMga+1;Ok%gR8KP^140^^WM=t#56Oq
zIp@o#6T*Y1=m)B^5?5G886WCITWRr?sEeG>0@x|jO(tWM>|_zx)#N<a10{Y}igRwO
zgg)40-0yMIOk`Sc5qs}A^cnV${KrV_=$TLw2fMkVC%ETWR+8x5cBM<#<uDrs%FhDc
z+@nd-8jUV$0gX$;j5i$TyE%3gv5q&WRMrs70p|^B<Nc;cM(&?w08K1J=>jO8zh;BA
z$u)yJNvB((BgPwXpO}o>Z_I4s($ZWR2-S}!3w9#v2Yx`nI#bFY%n5BvfvJYx(ibv-
zKubgUv`oXgti<u;rt7o#0el^u3`Dw=8p%c(3yJP-nTze?GApYhLwO#tb1qL&#<EXj
zPcT8-_I6zQ)?HRCSzkYLGP?5w8lc)`NeSz}$`7LC_;^2cf>8=}AfpU8%jDpSCIuiu
zh`PlbD4&o40Sx|=!!5hfyRs}RDkUvHHzmS<L{V7^=<If3B2&<+-Crl%-9&o=13}vD
z*19I(<m@As<s!_{4m;V0n+ESPFyfP|Rk2|Wa}=C;X+OhgeyPB=xF4EZg(9<5Kc>aM
z`fiR_#)DGej_yEWx`<!DWIIzu$pC5kC%A6>8{mP1!Axo(tn?F1o0gg)?yS-9bqL%`
zFSZ&?y|5jlA}hkJI8lLnIb)X&87HlG1P-{8r04Nul{}mHX^KK+eY47kW!s0Kd3?Rp
zS&WSMr~x|xwrsAf=}$o6VUEzK$29`&Nf5eXh}fO0bFclYDbF7WR?UHH3)u9(bAn6W
zttzrQ5_n1wcj7cW9ZNTnfv<@%*_{V?w#czlV0KF+(KU!=eVu;cxw2ru)5-7hOO-@S
z5G299_kH|)gGJ=!W$&zNUV2VbcGPFRbb0xtQ~7n_G+=NUHz)kpL(zD6N(eS8CThTt
zoeAA@o&JP@Y1}8dDMr=R5SkX~4^!k?d;^wPjqQbhbo)CnQJyQ<u^bZ(paEzM6_v1F
zyB>9$j^L|9^$N7!6YO%rs9?^!Z8{H!MjrW9)s=}oEav%MH#}@tdgy9=d5f0ldg)()
zr3Y8ossX{86d=!fFG={#QYQsU%Ui^0Nfv1AaC)b(C4UJ!c|S+NnM-Dbb`>y7Ttood
z#Nx)s8;DmgScTFW&DG?$EZ>}UEwvLGyRaIcn@eT>sL@!vJri!&#Iff8DWKAHH$Q6M
z(fcynFR1Fc^@*&R4u2#Z=(td<@%Jp3<_X)kH+=C4sH8(96WV=zRWRs*d;kkb;PW~y
zDQDw*!+p-x%FUi4Hz%opvW*P5T1yQGURwjHizKVqb=7h9B(_{KhDDGzEGO8}VF`J?
zXaO73v7C*TpodrnO!gy2V-4?_4wrL}%X%p|v(#xinyO?|vqEzC*_36*XhJZ@1Z2m(
z5X$_C9ns-YlP0as7}TGqOzSmTT)*pdtG-Wo&QQ!@q+1g2DJhD;d-%l}TM>0+7T#4<
z8h&{OuI9dy%*GS<Ix2M}0TXXPjpu!|)+Z8h^MJDRIk-?-4U99r3tWBTMWYCYKdiM<
z&(f4c8h*)Sr}(V37v^cu)1On_wkCpyHq1J`_IGi=gt>hxXPi^23KIXeIRBDpmJj!j
z&xOBjjkG$fykW`UWm=Q(TEcd1b&G|!b^CCz#V(hCM2+9A$PGMA^03mkW9xfBXL@6m
zyyn4@XMniF_mK|`rHAwV#bJ^WI)p#UUL86R*YvXPdUGBgW2GtfNf}^}{(U2(duaMN
znn!azxPgvL;rIV_K|?!5#FLjVGow2#h&suingLC;yl1&Ycx2pR-lqp(<Q4sIPkQUj
zj{rWD9IB^)Q2gTH0b5l%_Ul`CgIt%co9cnKWTV?0ObdP3wdcaVSXHeFo&56r;WlJ+
zcW3qF?N#VpHH9B+<}5hah&py!y}EVl=`K>iZSNb7owz#HEoMfIoD!EG3SFU@W-m6#
z9L)vfc04+9EYi+_II9Dhe<2KWE~^@T756#cQDk8O;TS(~^Ed+&69$j~dkcrd%Nl`P
z7HV1ob(2O>x{wX!l-qpx8`pJkH(`Gl6Csh0_M^WU*89iK1$r3Rb{2@+RYqQK`6gdC
z3EpKM_Fj6Oyz(pXhoA(hh;Ti$zE)A6)<(g4zdCX3pit+HWL3Tf<oMBU;sF}qnTEsA
zu%iW^-W!7y8?rFaE0Bn>l8xSr{LnCqx_iOLAcv^izuR~HXJwH3pJ+{*%LD-&Shb2y
zv6HVo-Vc3AG|)gX=-LafuK9E7;GlUmg7}~7F;HVP)W_A;N%!<Md0!1SfqR{A(9uN#
z#i+HnnSmY$>-lGJ@46q<Z%uTb>kPW)!fEaVWC^F6tOwSFLJe6~66jLUv>S3$^`ote
zsm>$tPxwz<ayI3C*KY9Ee0ES9?7E3+omY^yssE~oRFEZN&P`{%h*#M+8r#arZK-Tx
zta3Ra?EX6Jv-9Z6b(*yT*O@GAN7-|j5LSBu#1@t$`AzNstWhnuy0IQbh!05n%RWNn
zwqtX?yMx&@o5VuPU^?OpDl4aBMPZMdapkNm5Pe@r&UXl{(O^lBKCYV$$M&4QAIG#t
z$nvq$dyJW?#vy0epf~9#Hnte7*A9$;*w5H)DqXp=`}4VOP%!BD>_XCQ+qgh<t;rt>
z#<Ijh))QV}&5p&mer{JD{tM!j-0Digh!@6$#Opbd=zDd2b#+NIHrz-?-mlE1`=U}Y
zN7mW+YOoy5KLiU;8%8Nf)SrKfCj{!Om8q*SGojL|u-2zr{U?OOUN{Cvk)kNAmf*H9
za&p05aA~q({@E8rEYkr9N{Jf?cgY>sfZOhu#8^zszOpX{Aj&yYQO$UyJQiZ*eKK~h
z_rsY(>+X(Ux~Ss+;mt#7vpoU%j^%yB$#I=_Gl~X`E@I`O`0gjT4N4u0*d<ucy`a^e
zrdxc$ZI%uF84o}+<;xj0rrjIQT_VQ%M-@693A`V$p@$mj<tbM-P!{R04h47GH(}Fx
zWt@q59ocIZXeuV@Q~;aEgTW=htmV#_Rmo={NXYVM--HWv$MT+W>J(4}QjjLnEemNS
z^RdywFyrCv$MQB`08Y!-E?|nBb@i_i2YqQO*O202I`Z%MY}(TpcUc(Cw=^YloJ=RT
zzIe91Pn*3PHM3bbNzYB4IR5PPAGQEXYm)`P<T>&t5Y7w)e{(=~3?<EC50u{oY$wQ3
z_dnDQ#GG51e^jhql4U`x$c3-~%Hux5T*vb7ySuGyS&|LZM_IJ?4p}~_cD8^`ma(_x
z=bC{l|3ntUt+wu^#w8_N?0~}QL5wDWU2C{s%i`$i$Ut(_*_4z4lPei2`H2F^@uyHA
zLTwDR0dWWkwQ2_?J&-uy^vZ(^jg=cN+m)WP0%nWLea=1C{%!A!Sm}f97WJk|@f<29
z)7mhf)8pQC=d4Iv=miB9=#j}v_LuNX;<>#dR%?U;lr+h}7A0bvCv+uZE9fx9J9Tb)
zj#U+T1-=Z5L|nI4Zh<5_mn*j<HPz9Bfu^nQ3=`u{e-Cz*3C@k3rgwL<!^YmUREIU%
zhA4xwZWK+qfS5YD1on3pyW;Zpa@`G_Hbj85tl2Xm7z8z5aoWE*vTdfjHr`jw|6*Q8
z4E@S1Sy1^kS991;&;>VXOffoI#PaBb7>HLOKu<fngtxF2Pn&L}=f_CF%c-!0zSdUA
znk2TF3*@Km@(5W0A;CD>ASL5Xv`;U7$;!6;XTSn}oX6UYF*smH|Li+;O3S1?>RBd?
zAm<)<9aEHY;ilcOA~!oGh2T3`<QVt+I-P9xF_vLgL*7?9J%3y%%M|IV3VHTPBAM<$
z&v;^p#^L~z*M#O{9aAKPL~n2{Tq(mU{B1{%qP^T9w#-g1Jj^Fxhz>$_Ij@dVRbb>t
z^}H<KV|Zk_^jXIb6dJkF<n`*o>(5zd&?T#%cjVkZBuU5sia0B4{vOPZxxUb(T)V#|
zO|Yl_r@8xU0SJi9C6v+|r@AKDeNa{wrIi4Nz4FwVg373I>E5^<-FfM~yP9jGCqQ0p
zzCCqK-_iRCR<iPY+}?_hkvHRqMdTw5RZ$g)V?IS7rSWJXpmq-s#P&0{ayL&d)4?#!
zDzGo8FqwX@jlg*c+`L8AG9DfZk?6%G)Lo5XycGeMh@F*VmhYhFW5>fG+Z$v=ool%7
zrpq^_u1?1~s%jk^)9fzc$b}z2pk%c*{gz_nhK=4}2HhMZE>qIk`yJr_?!f>-d_QN_
zw2K7P6iJGd;8z$oUOBNnKk-9v^794rV-VV&2pW>8xJBIUpRs`Gd|LGE-2czdqX`=(
z0q&lQH!&hne-E+dGK)mjuH2|7V7Z7?*85N8X$hDYBn9c!HHS*oIh-seWB-x+(<zib
zl+gG0BmYTser%sYAUggj6fuo4$B10xaK;YY!cr0vJmd`t=KuQ0Uka$ce6n@-(Pi$$
zb9)N^vC)j;Q7VodN?kpu16*#@zCvL}Ufiw%s#g!mj1$QDZlfaTvZwk;CL>nou}}jq
zKkm9yoYy!v(K-8<7b4f{1N>}#p_7+bUPyljMn?U+0|8!t3W{vq2hRil#MCAG1l;GS
zd=_w(L|(C6R7##QdmAHLvQP(Q>;hxqYZ1&y0v)Ge8F@N3$oTSR=}>7{W2iKRw>3uT
zE{(Ad54{GQP)Pu7>JL<NvwL1z*5!p;Of(qNXewtWL&AqBgafEnh5wvW+1uAv23~b}
zO{!3qoWRre3!I9jf_0Ib+jxV*9l8P^oqi<!0jDvnV;QE2ShicozOaT+fBHQAXOhZd
z?{4oU9erL#e$XRXlVO#8$v1^>3*Lh$b8|NEdsPrUqq+OJeBm@Ux9yzz744w|3}l6L
zssk7!0psC$F|5%SPj`>uuqvrzSzo&ipZF<y>59JbbB>vv+vkDDg|9`s;oA>qI;zAO
z%Oru+eIkDb%PzJ%2SPQbzHf17{PA{I;iObdp3RZ#R)sV6RVUU&ft-O}qjuo$efC^Q
z_qBY>gD3AJq$Y*;5ek1HLFP{B$)Cd-J)<7aY%MiKd;?JKUDB1QiDj9YxJy5=6Oj`@
znOA?DQ3Vt~#$`_bj=xW&ug^awrzD1LV0}~dcW>|uJ{_jHx|S>|6<pl%m=rI-OBtq8
z@|us5?d+|Odlz=o<jsjK7WOPxY0|0fso*iHT8L}Jig24AHHuyhD4>%ur^&(8k3cKw
zs3y1Z+4)K9@%EFM*4`$$I>z;fyl~-M+bbv00YR;no(j)|nBV3A+O+u|jOCZbU#f6E
z=@?d4mR2@8+L!UIhezZCvy7)&T28#E`IG7h!Jx;oCf}!ZwuE@H^e;BFEsHpg;(Y@2
zgZzAru%pvVd#?DU>IGoOl>m};lEs!%Ym*5ac$ZJDih3<B2d&|-OM$S~_E5WQ3ro}1
z8C-X3pO3OObr3d7hK|(3c|%U@cC7Cd478y451wTAHill{Hwbe#_&LdWtO!3SNB@Hq
zj6_F;DfNfoA^dE)C6>jG9_m-!@fN!0hbnUyJw?l{ZepGgAD3i5`UJM~6UPnzSx>*R
zuQjS6ZTB7yT@E&|7u>?r7|EFbP2^^f@y#d8aNb|$ev#lcnhyAMY*EY|D_Y@_=t=@Z
zJa%WK)s2y@^jX|CSQl<2?`@0wzJ@yNV?I1bLw<rDVLHJ`qXxEj-ZX=|02r8>p6Eq9
zb(9+)FQMml#RO+`YM{~enpcJgq*o{`tkhI|H$I0TR^oJ0s6ZzQP~z)SVj-Lq=(2&k
z55BNUQ0kuY@z&wr@X@dGfN6+OTUO!aO{w<hRuhM`tt{a8yA&Kcj$A0ZvbNAbUrotG
z`x<RveUdfqqo28;SR=Z+#H|fQOo%N?X_Swmme<Q-Vbu#4&w&<ijx7R&!L;P6rq8eO
z#z>sN`E!_StCiA1c==%~V8jqE-&HVFGacNPuLZiYlKXiD`ctR9WLf9%w=K;&b&Lo1
zc&k`%I81v4TmyO1;FI)fQ;crq<5wKX!#PbO##?uF$(58L-_J3WZHV5bjeKof)T2(F
zYcY0wi7il~3rXuK`vN+<daVVR+b-oAwTnqQPA}D?)K7AJUyS%4dsk2#T?OYa#<Kow
zsZGm6LFx~@TY>W^sBQM&r9mR}FI(MbG>Li82K1r&Ef%>{YSr`??@26fic^A$Cr)sK
zAmTPjR5{gXJ;9h}zbfwDPCjU@T|hyOK?DGJA|_@%bHA%c2nG79XPV$GY)d;kB@Eyv
z-7Fv2lIou8(YEl*mhmsu@Agz?5<Q%GgPI-bf}ZS4zxS8s_|`a+>_%CV`j)<ToM!*Y
zw^5+m-!U|VIq#v3V$an&i%06THt?S#MOToH#se0c*TN>i-Zab;L#mg48Scdn;BV1q
z{N-$VI<8KxPF&fQNIIXo)%$K5z_{qz;b2k;xmI`poGj)oJBwRiY}FY6Sve#)dT0Ml
z>!5VyjrEfA2GVq#in?C3KDp#oVN|ohg5{6~Wfvmi;4+`=%y4OAq>=?w_XMu+v`+^N
z)54q=z8vn|<O>rWaS$oLnzDP*;FGG#ZPQzgNLPZ0uydm&_pDL{RTO6OkOA$Z`Hmns
z*6^UW`z^}UcM_2>g_mh~C*j&~Y=fze>zqafh!kaNq6itU-*c&{loUun^2T)F^`P+Z
zct1~<oS54LZ}xwG?!T;XvY-7N(tHTH{cuIwM&uO2w=?FxgI+(`m!U~(6_yCDfdK50
zo50Bz=}UM>;?j9~6NQ6wjh6&>pOpeQ`x;^NRVmQ{jJ`unq#>zxfT~+~%$E9parM>#
zQ9e=I@B#t~A_k3sO_!83s309n#}blDHwsd=lp>8ZEK7GuivrT!wbDxqOV>9y{+{=J
z-tT{y+560yGv{3Anz^pR)$1J&zKuP28oIp91>qP=h9@HA#>tc2QuR$z{?4+Qfbn4z
z)qCTb__OHccbl@|U#sTtQzLlNe((8LfA)~Eqv0tazM9hAe2$H}JOCbzN>R4(F<Ey3
z_L~wg6RzFF4Mv4}6In-_CE*7V<NfUobq~J&JOEU%d}DZ~!#gXaLl=yu@dkWl=vf4>
zGDKS&%62;dl_1(J(3)zCme20}P+OQYwzm}$@6i;#(r_#hx>x-k`XCkpC{#X4iLcAF
zX?5|sW=OKcFJ1p??*h27^eEUH4c%Tr%%TWuJraWGdvLCpd9ty^q(E?!@2<YcM>*Qs
zXi>TdOChg2slguL@`et$ys@{cC<J@5JJ%GVpR_Dg<$iVFisnmtLjL)6k>7fN`X3SM
zL8O<K^ZDENcq6SM(#=M2x&MzIcs{?-7F_25&qmb8!S+;^hZniXE>B+MKfUPWs=B=Z
z-Ba`aULEWG3+R&k>{bMq8vo}GN7sj(yQy1JC$i`>LP0;<TIut62f<WNvDO-_^%m_|
zEzUYZlA%8C0x#8X_Q=oaO0JgAOlG5{p2z$8Bn<lxSJ)~p^`}JiCiQ|FQ5Lk~*VLo3
zZ-Fbhm&k?eFP;3%e1WT(qP*1f4J$Nuz~}TraPRy@7GW~5t@_j-MRR9UkrdkjAb#%x
z$lzbO*hJq*4Ui!S&?P0bRF*Eb{oFMys9RO8Q9pIwT<zIqUaQIOE)vkA_4)abBaQh^
zTcCcE%b#klLzNx$hRh#Cr=0a;wk08bf$Nnuk)r4KvE%W<_jH@aq_Etdq+&%=3zHBa
z&`Z%wMi;beP-KtBs(ybMlUlF;S*o0_Nhv}Ayd4#1wV$s|dm-&xNpRvv76Y#Vw%}p9
z$R5rDG5Ua3!g_+^$EECFulv6v2q0dpL_?|V?>|uF{?xEEPaO8hv-`E)H$Zd`kr?1k
zIwT%BqqZA+7t)aK)euX0=x!uEcB{br$KgWTCZY(8{~IUafVk4xCQkYmf8SS?qI@VG
zR(WKt^XomHt2gW#dF9dh1S!x2qb`TDRBUJ+fddMbDY^QZQ&-G_^hkWAoXKD{;QmVe
z5<l^xJ=&a<icItm@^GjQ21eQgO;``eRDwb})PNaBX0dg+GE`fx_oh9>7jJXb=de}4
zMB4b4M4b0|eSH($LVH?nsKRYH3DQ#A#RUrazYVF<QUiBKE?*ir9liSKk#c=kC#m(0
zq)CIztxUD3^`Sy~pY5&No4Y2!rSE85+}v##2q+8dAAX`2swnrkd+p`bp-sgTS)n}w
za3kQ}eP=Y3aD+X1ZW6%~9?+{ue#iOL=&i-xH@}NLW+Ip^4xWA7gThsT6+d0&VB+#u
z#K)7@U%1KFOBh>VcI>5U|M=SuO<6vlxlwe$Q4K;wtYX+i-F}Ima%Htm$<rrypZD&W
z+yBy`Hy3-?9>ptm&K{ck0>vN`VIRsjfW@yQ8^n5er{`6K@4<|$$>Jm3&Ntf))13bH
zk}x{^@1ll=0Yn>kPlO0=&zHFG!DX2!(cEc{nh!p+$^u#^kr7K6y_twkA7@h4jnJ?^
zC&{e6n)SV*&JAJ06OPakHRl9P_IPNC&h~<AQ;;Kp#W*(lzQOjEV0)-^#<h_>YH(A;
z>FA@cPuKH?FJ)txylSg*CQESHq$){IR`sd5MC}U2kM^CQm1#fKcQbn!?f@|&W2d}V
zEnD@DPyqS}ky}zP+gM$tseK`dzsNb7V06DTNaPG}jwKs0bPwubB<i!M9pMCd(Cme~
zPj20ot*>jAG8s_;SJ1=7z`NGqq89gHGCz3Id<v-a&{`~fp7f<Y8;pVNi?0|Zfy{<3
zIgjc*M|Zgjf~!Spe4UFlu$`hOTIXO6=GE0FD0DrH93p{yy0qXk5#H`Exr`SrxH5b|
zL{Pg(0J_XZcn`cY^A;HkAvb?LF=@yPUR8?dm_-}xEi9|W`yoj%>uHE<H;6jcu7E6R
z1gdbto`4+s_Y|nL18k(eZS1rUdlG!B=j}F=k;IFtBLVr=FR|VN?r|#U3e51(967Sm
z(fB#!cR?3%yA9KCZ0`Pk27;X6?Mo-a4=~Pv#1WEcNI-=nWHcr&KYQCS|K@6Gr6^Ah
zU!f1j)fC6Lf7Q+kv|!JLPu?9}t27C5@zUzNEfr~WI1f_H5?iGsnukdf>C^!?f^aKh
zCjp^10su+VuV3ita}e^vcEC${Khu2$+!B^IKD0dVnR@lnaktDjjsD30ua<wO8Rn%K
zv)DQV9+xAYpdab6p|mIyvgU^y`@duc(0x*sSU~?Zl7vXVLbUeJtF$#gyse1-f+N5b
zSW?*CFp%iUKe`+<c<qIkVtt(xV$CpBfXJF@`Z6R9_uFc6=|pU@CuS0)8XU__@E`l&
zjh)G@zu!z>?8)A>&fei0Q3yW_37-MEGN57j?^|z^M?o&cLJz*Vc-Y134;G!^IPg<d
z@@#xYdbEAuyX)os9A3~@IT6tz$Dq_3z6eNh`7Azn<>5-}CUqniDv<y$oS_El9n>%9
z?&bC}`D-z+&)^b125)5BiUznRISoT6NtiNt?vI6j9=Et5gPHMRkLnK+vj_;SrzI8~
z_KQ0>l2^Fk5loO#b3yEpt<%}Ozm5<d*))M+Cw=-rRPV|n+6-FMm4oyC7G>^nJh7_U
z;d*w*<d3lL@vi6jvK<`=Rk51<6-;bYJS=EQ-{Hff|EL68KadSY?`Z35Bc@dyN$n10
z4T!R`h45e4(|@UF<1jrsApQtMts;AcSZxo5l|FrBnFUV^Y#0zUy*cUWw`Uhal=jD)
z#~e!tiv?AmlOdqXxlebEKv}oLpq5<a`*KhYv)qNNCbH!pBhLfxk2tIjP74-Z<#8hH
zSv~^{-XL+ppFX3(79gR}hA3Bn@SIZjLHfS5<?oI2V(t$8yu%va)lpmF6V;V&R!Qg`
z&!D}#YHYuztKPWm;d^ylcp!xTJP`(-YYFyf(@F$)tQIkO(*%)K`0Aeng6M-co{3CW
z99-LMHSPVQNPFT3z=buo#ge62pf$g&u<-X;qKVEeeo}81t{dB5{~hk&R>`O0WZgn0
zwmI_B+T7lFnSd)d9%@g$cm)CEq7Zu9v%?)kEYk!o@>f0dG6pQCUo&R6z#E^0L<=2b
z`F~5dqW|58!Gev-5;UgO3&<xD4tE38ow4;D(;4P`Ci_PAR9TTU;DS7<DYS?N@LXRi
z$Kmq^Dg<?bhVv&Sp6*P26-W2~n(Oq`Ldn}nQpu+Wx^VzfJ521=Bn0rA=;L<W<C<np
zjf$|f`F~eW%ApOz@s+D~-aaq>^f$+B{uXVD{Dsht_X6^?KKmsPy_m?Mym2&+5N%fU
zs3<Jo(b#KXg_>Egxsk7kisn4sRv&^ADzf)vukG&ec)3R-JjevsWtq0lRwoHxXbjW0
z{57scaq0(Bd2(O*NlX85;eB@u>G;TQQgwCptv5wQAt89<PM)4<is;A4toF0-Ligp1
zdcX4To`|U?O}V;;-(0^fzwvE5QOEQL;kU>OFsJ+`(HpquLsvQ5vbZJdx0!4w>NwEl
zMjdpyGNPdm`C%}alfea9JYrP8qsW)^wGW7R72}cRdahi$_(T~xaag5j+9RW?*8=xu
zFNL%&X9S<g<xGFk7!*6zR2K*T+`w>+hLG!VNb$9Uek=m<Hmh*Z51}jYVm;~@i9=+`
zlEWOB@7(J-w!a{n)K>LmtzWX&AXdmm#ltM`cb3IzV%X$>*KsEvpH|aG@{TVU&|mZp
z56L5*1mCYY{aEorn@#NCl6)F5Y_C7V3;SyAE?Y`>alsI#gW27_S#e>bnvbbBae`%g
z*QDN#jQm*7-ZsKn{WBgI=S<dw!pRBHnRPPyTdqVMzajBpn%!S`GoQ_WnB_6JwAOte
z*5ETS!X_(?w`gq0|3uo0d0W=@sLlV~vT>|{EEoe*XGlk*tg1Q;I@pn4zF^uMVAKgJ
z#s#m^y(vrsIhX}jj0=x`UHNh+b)IB<6=dy12RXL2#avio80I+j?h|*PptiG@ai_nL
zj``eP3R#2&$DXv_kkz8`(~Ny~BA=U?Q37e2wn%ncAWJ+n?t8Q*gz#P~1LD@-*sF*r
z6qu@GL&Jv{o!0bLcQQ10@HJ*bX1(fIb&8C=lD%tP*r+=6-C&sf#EtRI;E2Qi`8H!m
z^GUn$BG=GTpQ>$9VlY>ww+X+fsKKzIYsmWdMMit@Qu5Bqu+BQN<YF9<0KIhMf%QbC
zv&^UfCKc!KoHW>B!tb%@=XkeCS~8MwqR?pl377R!FSB~*qXuJCvf6iiBo2nrd;A8U
zf2MqBdAO?WW&g5gly%ywO@h5>M%}IXISOTFU_6*7S+MU`EAt_EA$uT4ha0>kid-8j
zv%0APn$JMGM-fQ)vbN>pQKK?MQT<6Ip}Qw)UgmEG*7PiXxv5!x*UggEDY0J{a`04F
z8{qL9zjhxL2HYu;>ZZ@hShN0S{kqrcR+WuLStXs$N3}O3O?fS=ib}&pyQ<^sZccfn
zyH>+)G~j1E`h2I;;N;H-Ce3_9VOPP-Fj+q?GCKYqASM!2Y}+8iM?y^76n!~-Xm!{J
zVf+0wm(KQs2VMRRG6&vo>grK8Kh{n9;s_41d&8mG)9lPY9teAC%zm}3*2F$s#tkX0
zi6>^S#v6tNvZFrGBbf7!23<bT7RZt1dtj+uzz^_Ov<h~Zs?h^t62gvZ111x`V6E@0
zP-8CcQVt5ON~R$4mC&B9w0gpERX?a`P+-%&D2Mq;?l@{RjWJf6S3Im1Gc)MB&ugTA
z7_uUA5n59b9y$t&^wQGOGcgD7tYlztDe68!VzRc|+vTVrF<aBy@v*Xgja(s9;3YuV
zrkzk(pt_U)ylVRsdF-L5am>J$;5eS^bQt_|b^aUZC$bZy0a<f?jk)lz9N1<n*QK7@
zK#NoX@B`Sv5?wKs-0q!U39jNjN_HNuO7A7`7y1}@QGKI%K5tDu$U{DXDf;zx9lw(J
zgU+)CcZLgKNJCm01|TH_6mYVuH|h*%X=$zU^!=uN_E_)VmwEF3GPLwpdeNWOUOS!C
z-3Sy_5IGs`TRKCiLZ6=|y_T(CLA@r|Gc<P<`}KnzF~^~y!o*5k7vxy^mxCc;gylX|
zP;)3lPL=yg93K4V@?g$R&lB=2@W$dH&@UeZ((Gh3JjpE8M30{4Ey)eCQk&X`tN3Lc
zjN2n|w*$^U0%?TOtRvY;qiT|0TaUccrsrXfk}olGMG!;t=n%>h;N$bZ+%lhZ?G^_D
zbxC!H%j~XaV7u=8ZDIOm8+3(1MDxZ2r7uZI#_AqqPBeYkZpW=S5c&Q9A(RaQ7`N&1
ziKV11u7c7#GM@g9`$5uLvX)u;6M96yG?<`4D?t5;wRNV%2~J~ewB#9hFufm=ssVC0
z2q1q1H#Cf|JKj><rfJaFDKfBfo1D5a=EL8FI&o%>9Th(G{3&f)?RjJTJ3j2ihnzSq
zP4moo#ez8;hqCT>oj?YT$Se!tTSCv`c2jLdFM;XgTt+qXfF||wdwK_xs~C5i=pfCt
zrHl6B5q8SxdbFalj%T}lb}w^=rGEcXwMGadtVX2>BZZhwEv`$dZ@2rbPlLv@&;DI-
zwB6VJhJ)BX_D&P$m+W#+dn;frOn>03W)_Ss78gFW?us;?Xf?04!6BBT?n46&G?bUS
z9d;6jm%0t}X89Utx!8_NYb1rcxc)Oma;8;q9j;H2P(N*X)GEo{#t&wN?N5I#5nm@@
zEaDUSuxV}ui95@cd@+RKg*8+UaL}hH+C=sq+ds>biP6{L=G=LqepnYhpDeD33b}zI
z(y1yh0pGl-CqqZ$^XDCPhriXjuqAOkTc!DgiU~zxuF7}0!NAZSL9k|VvP^dAy~Eu(
zYL{V~3U9`=ONeC8j4F&jd|hTAlS?S*Z~v;`7;~DcSrJWfb#AN+A1oa+CDH^3p2(M6
zIgO9M+0@cvyF8E;C+SzWUcDhvW;a?4IbJ;P-L145y);>p?*#>XaoizwDta<%kUhpw
zJ84>VFEX#h%V}78<TrDE8YY;uRgA8?Wq;BFe~VobM9#Bh&D-a%bAhjTr4~jc3$zYg
zrpA-J*M)0$h72s*P7*w)^vqB2<Fyh_HBH>srk*CLpe1YRYKsQI@2e&x+RyR(#^&X?
zOjROo+3K*Z*x0b-1uwyi^3OCKqKAinOUF13dq5#lqGc_RTO2&2n{D{LIMHjFRmYRC
zlEuAECI*W`D;ZgR<Hg!i*-2*4vO>G2;QM#2VEhwK#rtcjO8q$H4;(^nFX1GY%j}q$
zBB*?q8;v0Q=zK?*4D<kfEg%)pJva&D3M^8|_X)Utr0HVJ_cCN{dMcLR3${ty+w^3x
zME#|$_dw&LcG*t~@NsWD;;u6_k(a*+#X%tP=XPyxSc25<BO~XR9bi}F(UKOOiBFrD
z)Aua}4#|kSyi{PYDMz*O?4h-n<Du3^f6NtUzna2zS=&8ii}{Z@sduh|Z>(#}!%u4o
zW#|Wr(m=>eI|~S}=dWMEd~rLBv-s)bHMG>o*SD00n7j{@x@Lo@Ej@VoqV02#hk;<D
zf&#;b@hgVA2@!>Fih!s4dlJdo4rDraB`qyk%gD%JfpV7)kV!G}JK0HHrNflEc^%Py
zt)rnSI}@Tu;=)p-xz@;G$xD)?#AP{__GiUnMy#|iW2N&xDBRE1Eq8s0qAlPNgPgUi
zVF_p{bRC4p#AL?A(12q~4rumSG_%ymI#!dc=J;?VOev)qLosr{%Jw-stJtH42^EF*
zzNDO8J%@{z!>Yv1M4cuJ`lcwkmhVH3qYNC!)x`x2nV9H6B=;<sCIv|UQCL*K(AfrD
zaDml6EP7wf{SYLB%QVo*zJ2F0zPtT)+t4<Ti)p-zt1D+nvyj|8-FR1T=^{#_0t$?E
z#bBe8LK}U|Qtc2<=Yt-D9D|#FpiBEL^5^Ld{i35v)SnIRofkhmFkQlZyI8KJ+tAM;
z3s6tKh$|-z&JUH$7jLPNOps_-N|Us<-$TNuP$zh>N^Ky%WTR1AS|;wL9>3NcH;GzK
zuwTpKrpc0(nRo)m*pHL4lGu+IcI8?=O%QQ+(KUwYWa~)41yUQ!W`E0<h+C}Tk*#U|
z%ptbu4ZUzbzJsUY4MDICZr%_qtv`JS9ioQs$3$YOWql%6!`R}^<6s;~R!dNy4uXT2
z(U3jwM9;>n#8&h&n5tl5purkY_d57z8r!<MJgog-I=n{2&AGj*mJWR5AkOU_He~*F
z6hmnwuu!6*RjFyGkJ1_aeU$--lgoO9Hgg6I*CK56x)hsqvwGd5@Rf+t9{aq>0f|(S
zq$8MOv!P)LFub_gct~E{IBHnR-k%-w7SoDUc;D*XzeFDI&WZ=~-yk8`)TtlR!u8_v
zERR}bs@-+aaU`4FN8Ux_C4KKDQSnNw=h?x)sqe4{9T?WAJu9G>$#?%pEIIj$h(pRd
zTH<VmqIp={k^8e}8}UGcTz(AQYdq!;_MpGa85kPdVc*u(Do}qfzU<(O{rAYeK~z+Q
zykcEx>0;g8rYjMR3ND9WV2l%mF@7L_Lfx^RMrUovNqwG~ecuuuOmJTD?efEF?haY5
zQuapkrQ=G9o5)cWC?W9ghtg2=Eglkz+eZ;wk=2}7oKdW7eJGf_;X9d)!C;lRce`m5
zLz%foOk-NQB4cqGwGY?*^?5fakd(l&-S<Jx095J*03j<fA|f4d8B4nIy>~~g5WV6J
zNIFfHd>e~E<Zv%Vfil{-m{0oIcHhz){9`##H^iqPIv-}M3mS@EF~Coi<eJJudkt5J
zVvLa3VfdCbE4y;sPMq5yI$j?9$QK?a1G=6#kSq>;y1|@#6x@*M6PBT2kDs<Vw2VvY
z9CJ_>-YajgKIK0wX1hi;*LMnoO>A%X#0VVD{35eFTD17<mHv$39TB1Km5W!RtBzF<
zS4<VX2Whe<PvE79O$so_X1eAfvOfb0G|+|4XndEm&;$7hQP(q|9hTL?=&c0g03W_d
z-JABSuRB_=hT=)F+o6w9go<N&@0l|2F$})paB6Ym7Jf>L#zO(;ow{S<Uss~q28!(#
z7v%bl=4v3Txe}yp)E(sm&6vI=Nb_(oA2B{5>9(X+`?r~1zuvbNJdbWkBx6u&tsa3O
z2vqtR*rZja#B1waOigJjA|6slJP1~GQB90rPNzk?xcnKnNZv&aspNr^mj>SL6s!(-
zi#Nc>B+}A=ce%4by^@om{4H^37YJ|GZg+_WhK3GpcaNXkzWl;eq*jPXcCCL&bRh5!
zIQpD^$i!%G$PX;<&mNFxPU~b(j146o#uqJIx1xkbq^40;QPBph)ZDc%U#@OfsQb5$
z-S+b<L-xypw~#qO+9;F#8DZk~E;_y6YH@BkX-5+*vtcC>Wl)aAAbe;yv)?L&&bDW-
zP%&k?M04y>m<F_$yGetixQ&f2UAi>n@s1=4(*yWYTMSk=!{e3@0`6d5VR2dt;~*H0
z<h5h7s5Zp1@3xlnAGXs)c)CZ!V2mbeqT{*hW(mD!FBOY*wd}bEu@<(fe(G&q9F2^S
z!3{t@Pzt1&#;V+N$|mc4yh}#<3><4MP6au13#IrhJJf(c8YnoV!qEMD$Qc9{w|n+p
zF_{1GIrQ_7D-uK6a+F>aeosh@O#9ou7yq&c#VzOi(yyFx@<HCsrYu5m?syYJv3#rS
z2!~Arvcxv6U+-I114^7tU;3x!&rAhCO*fV>8i*j+Om(v~Uf2gY^;V_XSW?V#FB0ch
zAZl$tUXVfpYdCm&foN%Ah<9jrsmZymRoI@P_dGKw-^~?D4-Svl1@@|RG#R+)A#u2r
zrVrk$A7vDKQJA3=`<zM#0Fu+jKq(sjnNi#g)Ct>_;E80=oHptO9KnQ9frgVl>@efz
zk`3<J*Zw>tE*h$vSp0qSa(+*D7c+SB%ea;^N^B={sVW4dM6J!e>1$LKZUHkoO*bro
zhsAe(5Hn>0Nd=pM%&@xs8Bzi39w|r-ms$)G%yI`J!)ue(I?qCH_J*rUU^^V}9DaPu
z?uRC+q={6d)Tr>9&t2<9Q=2}F$h=op+cK1Rmg2T`k(m)pu@2m|=0y>dqD68VXwwVY
z^=PPyqd@8KjTHw3Bz)>@aLr2UX*3#AQvQ6^7b@*VPKqndM83p4P*qB+;0D@r;;>{M
zqH#*oxH{~YnH%sfu_Y+iFrqvPHb?Fn#M?opvoa|K83r)j=Z@H9*|y_Oq3PVhLY~fe
zVGYj-=MQ?QI^%lZ1^dy_(XLezOcb3KTYgNR>CkS3d!mr78<xv}&L_EEJ!DF7mKf$w
zI+&szksVpY!D}`!ceBKNFP8XSWQ53-in3@Q=KHIddj!Dyd~*8eOQgJamQhT8$Gu7g
zOuWzEa@FGC7Ut$qbzimB#;#TLTt*z%^F+VO4XN&S$%%C8i;ABYolooYsJ2EJjN)y5
zeG*Z5StlJs1-}ti&+1^NW=AdSDP_BdN(TQdr3wTUO$hPWbj!sufx_<eV3Eo70oHq?
z7Ckbe%OLSe7tCA)1p=>~Wh~Iu<Xq0ja|l!M+k6_=lF>VUW&ne+WYX*ZV&VV2wTNtN
z4KAU6aQQrAu`M{#8moRCP6lS!BM%<q%kC$q7gPeevHi^<^gA7V-I+?U566lvf)YXU
ztK&h&@-T!wQf(e?IyCTum66}pZ8ZM^gG#Ytnxh=FKAQ>@q<xXf?E2$(sn<o00zw?W
zv<Z}#p~W2!u7Yg@6T8pj6{!B{6fC%aA1F|lm)B!Tbb!2NK2%EDrbclg^dW&Ov(MrS
z%lSVP`>|_Q`YICRt2E?tX^v3x)qqD-mS;I>1k#+LHD$5wTYi37Eu`hU=c!J-ADH8X
ztO>t>fEEyy)dDO?O`vS%y08S~5j$wppwJHVH|D<jaspvQfW-`h0yziJ%MtE_T9#gZ
zj~~B=^eUopm!`UX6M9k3mqh09usC6>^xkMsBp7@u#d-d^4V^~c*r~Jg#3*_0C?b1m
z6a>-NfB$G+I8T}@E^@Rnw|9094rFNv0QGI<7#?Y6)kOZickkaX$JypXdv&nHN|lg^
z3R$t$Ng<FpeR1p*6t$M>EZ(vhDyR1kBEd239g5NiyP2Wq%PtU9S^up|zN2PD=i{#z
zlGwlkYv3iS$jg2<`}y1W4ej;*Gp|9NPld_H#0LlR;zkj5%g>Qa|K(GBKY>YLd$GJW
z9gVN{|9t3-O_6o?y31p8K}OVlIo+}DKo+R~_NYppq_gK&Hd;ul{{(U#ju|`kKw#VI
zf(#kZ+x3vI$9NB7nO`=Dq#g7v*+!{nIc4_}z;33ghLf=AbzHxw+}SZy07B<ULtqg+
zZN<(Wq*@tARtPY412KM@ti=IHePi&NfXsByWq&%#MPu(Z0RTxULaBv)#bm}zQ&9V0
zuwJTcgP@q0Va1eJPEIv}u_}6cehQ0=;`cHziLk-JV9!X%NP3hx%|Mt5n(5$3D_P#n
zol6q>#t-FSWN)Affplg78`~{$lzUKZ_}yiBxF9K(&5?rF<r#2l4LJO(h})70m0{dN
zi@@03q^PJ2Ajh`UOz)`K6j;ud<)0>yXZRSTfXEH!Jyo=E-BHYy#KQl)yP=4vG%LGc
zVVy_vhUZP;tb_5;>?doPeB>Mmgw4xurE`jk-s__9RVmhvaurta>1uO)vLPl*Ky<Fm
zbHk_>h#ff4QwZ3N6#h77U|`4t!oT`J(N-{s(+6zng@-UG{|J)7>rzH@Z(M_N{5jP$
zZYb|)_>mpKn!)AXrazuWwI;In144c7a*k)Uq#rQxK;hMCEw~p%0rkY0ks`B&4WRU_
zfrp28i0fB%|4Amq0+P6-S6iO|cEdnM`|ww;?sTqR$=RzKkcuR_pMerjD^Fj*l~cnp
zA|_^Ond?QVVm3wp@XK*U&j;51`96Vx7d>*ETU$E^(*?Zq)>H=X*6yB_l>GH_Rt*mF
zes1{6)iB>iO@U8{Nw5O#@F;UfbT8Y`{I}j`vY^^0e}blkDqN|3GtA2JHB{c($I=-$
zt~81Ba;<-I{_p=M!nuPLJv_>3bGAoj6ccYTGq)TkL`I^bjlAT6)e738ICDVd7}pdN
zd<$u5nem<Mk>by-KWt3MOK<7evpPrOFdod_om1uvDqZ{)1jp(5WeVS`6k#y#!F(@y
zEjH6jZx`ki>hmPry391bO=iSDkD|@+9mTSh@Bh5B!VK&u7QUj;0BKEKT-hBB<fc7>
zG{`#>#gASyIs$U_VuCy!rF)b>am~kyv!i%yU`8aavnF9-ca=fDs^Zz*3cBc*q*wGS
z#s`Dpd2DsU^etg8YAczWq0g)n;(9ZtGfb}`7(4ElE1J!mZ=H>4aD7!Vy~c_y_|Vze
zqg>Bcx{?NW^EqHM;{IP&xiLGFSo6{lKc3%Updq+dthqz&NzwDBj@VQ*U*9y@hbsx*
z8TgoswckeYLllFTaq>t9gOEB;v)8FG*kV<YMX<nCuY1A>0NpsPzcC|Lw6M`DcXdri
zazBJh-bc*%X)gf`-Z`C>m8GCsp*db2{pE{Oa|gVE_PLot_VZ6_uH%`%j=HP14PjJ8
zlxVHA`WjPV9nVWJ%zQAupU#L6@{x_{#CP&57bB`99c>*UP|C@L9PC0&*2Un3ETH!Y
z;oMNokkOtr=E>$y@~A?@hp-}7#c?{iTtFd5>DMT!3HWolH)Hw_y;UqU>_nVqCWwbO
z*tHz&ZB>1`wv_Ke-c5&}=E3N9?7Y1PR8PwM>N#PhHiK-nAWL5WkK<1J9135E|E5yU
zC;cJ3E52#<EB|3x`Dl(0osJt6wd>OKl;j1nH7CXxYnQ}IWKWLM89i8W-cbtl%p%`E
zfC)CAUXWeG0o{85kM@q0*$yU46YOC7pMk_t1L)j$Y90as`nW-CK&ld2D0}nNr*3B;
z@ORt3nTS(k@f0hl-u+X%GH51-il?go>;cFzBI@P3sOJC8RVBLrLet1!kX79Vn8ga%
z`)~m93fK;DaOxF5h0Z(>8%@@U1DEj&qY)w}a{~FQ=%mtSs(1**QyVxG%*&if30T-|
z4YoU}bJ;l9aKe&)HJ(bUdR8IN{)|$Z8#256#o)yIw=6m?Bg*Y!RT9Or=H|>fbqgEf
z<w+>+AGym?Z;07w&$v@U(c6%d<B^n5X>hB~+g4rr)A-aC`A(vdv687T4^>3IgUlPY
zc@MOwgjCQ4CP^wAjmtRp+0V9qsrN&srd6wIOkYOt5W+CkL}QeuV_qzJL7or5vtx+F
z2z<^Yl!62c=kY-6`GLrMn}?*5)eoTRHs;ai<Lq`%mdn!0sDlr~;18xX4i<T6*6F1!
zYNdW1*kv^EKK;<wdRJu?f-S@@1*kWK>>!_ii~Vl>!L|>}Ik>c!B+$eJ3@-TFVQ5Km
zg?!1x$h5(=$~=ZbyRA4OjHA=H{ol+`;agcW5(8&5o`_O$1YTUG<sE99grM{3mIbg0
z%n)r*Ypn&8b04rX>qv5bl00Mh2RV(k*M(pAc=XQ-7l0K!Rnd-yQz#IWher}il-;4i
zJD-vUQ-J4DBHP082_T7G2O9%knVPAA7NX1=aeo8Dy&>dRRSNXNTzyvI!_*Fv*=aH{
zDvp{*3D0$KS)Mn}2k|s(ry(TVj~ypgO}8C;|7NlNiOI)-HChAjb1+F|9Riak7=Rf%
z1qxieL{9t+kA-{wffa*MvZ?|AMxbY*r~O(W^(Ry2O#N+Z&puI>p_zgA*mkp!zsmBt
z8S%jX6ZB!%hIcsH07kY5!E7&YlYpKd%|us}O1;UEy1i(G+o|aOk)pU!VVP%FSh=d_
z^YgvDelZxIG5Irs<fxHBCLAh;RgJtcxvVE3-_{SxMrnes9Keiv*U#!SI@jSlUFEw2
z)amhOx=B#cZ4}hNg2B_*WJS3&ah3>_xVi-0OPG=fnd(-piigg0p_#=+v@|fIAENFV
zbAQR{iVFNQwf))~TU42(Xc6RyPF7$ERI^kZE28w()B6_{!Mi{Dy<t)ADtIs_Y8|1R
z^xt2kTt!*M75#F@_NG0vY1jp-x`qVV2COoK|BavnMj-DUuM;^5O;dOjtL}!xLDgSn
z%H|g-1Ssmu#9jVyZS$>4x_fJHkr&%BH!CXEJ3l|)Rr!zsQbC0q7+R`|t{~)Mu-{4i
z^$LmGZAt<^j+tOwyT}3R;m$j^oF1v5auhioOUeLvgJSfApPTS}gh&-*{z2>-Q#B=s
z7ce1hb`kiRZB$YDGtR*3LQxN2Ly|7`sR%EnxU+z8FR0h#DPuyh+2eLdIGzBR{g#Tp
z8EG&a+BNGS369%nul*^HJ@Y|tvOtZRHJK#EPu>Xw5K>op7eCFP7^#<6+BSyjKU;b0
zb|`>G^^SML2|?c&F_s+PMp^Mn!qRea82~5L9xWbw3fJa2#`TbWxx?`z;N*l=(nCXB
z+T7D{td^R;$NbOi`ue?1P;1%AQ5x@bd3sFH7S|%<yg>c&jP;S>@|L6lKwPjrvdlZz
z!4T{3!P5W1;#zJ3uLp$)p)B;Tn-oG7q3X%?N#AR^d6oNx7;6eeoBtPz;`YzzD!}N8
zi7NF!oUu6Dy$3ekywG+@L>vB9LrfLE`VquKctK$@siLexDQt%7Q3@2sorIuORzg=8
z@45Erw-Cy%Sp|KCrsOAB3*_mX^m+=~t6;jJ|8u^`r8zx5U!nh*ZtY_z+WgVIkSSlE
z-l-7Qstd494$#@w2HhH4Z``{sI)QAm-T%QidM}+vI8hMcUL<P|DzLLPepN}b&_>rc
zxDRxhfu>QQD##uyNbB%nm`lgU$NZTI_CrhD?K6>aVLqmw`C~@e{p~}Er>PMM*th54
zJ>n`2Va=U{)0v$9aY@<sY*a_t7>LCD!@soQFP!|p``qDFyrHvEy(wyZ_<AmSZ}D%h
zeP5fp$~opd0c~^AKJ22gxyVT@64yaR2z!z7yXO|7zve6O@LsNM*Y(#=hr{E@3d^i&
zZ(A5*L{PwPn~xy74OSf@u{e5?B$ayK=}T)Waz*9d0)P?#+YG&<)C}j%nfYwIpHMBv
zO1NO5eDA#B@b(;lVF15b>`_9URhr9C`AKkhka8Ng@oNa*T+G&~tJK$Fx3~XX)pJMb
z{q@N7^1YF<ZOI4~MrWsU!(RdG3?R0o82IL$Yfw<G3G=y@Q9rb*)7Xm7A?(`9!<rjm
zA$nIY?j-64v@M*jeI=K7ozng*`9AX(_psvKf~bWWv(e9_fOW8GVxJwYuK5&zIkEQX
z{Y)&HbUqX6)%=Ie<*A@o@gf^w#1&k^;bD<!NzqN<Ykr=082$_QDNw8-jEH4BIY`DC
z5g?n{NkWs*$#2+E416eBZi8LbS8{Divjavjur)rQ`{}8DslmqdOQO<J%zFHZ=fe&;
zXkA{qf&+*#KzKd}%|;}+2FS!*{y*)8PEzm}uxMhLXU5!lG^Phfb9TWe?S5Zmjje<k
z7oqL$<OBKwi<CSGiIDw-R;Duo5ALVlmbk6uT7I)`Q<V6<++<==+3*S58sg8n%NQoJ
zs>(TUbFJ#mR@R@jWSx+M#pKRZF@8|vgvH6yop6EgpE|ef$1p-?<cYPd_go`_(A)oC
zcVVnQQK(MK%>-HvF10>s<Y3I}g#1X!;)NwYaDcw3Y=HS8rZT};yDfqR@UPJC8m1j6
zk8}4PiuyTbzxNK~x3w4TRbyhi5r5Y{X&nPOg`t1s-R=YlKd$D#?6NLi-ETlB2*KjA
z&Q2`lp^Apu5S|lk6G0|a5z?9{$@PhSgkWHmOKZapWPQ?Yt<Fx|;OCtF%s+T1DpSqH
zvorM!uw81TzAdA)#<&uEm*2lRdznObq^g=$L8yZV+oS@zh;$<v*<~l&eJ@ZJmeg~2
z>5SZCW5mM>wtgP}MtdUb(mU1t4BBD$6YBgyEdKl{4-ThPJdddf`L^nMDbi7r-k(wC
zHhpoV#vaX@yxKNy33>LKncYgR=Yw?pluUL)Ge3IW@5Kn&SqYs~y|ekUAIpivfrgkd
z3|6E3sqhwJG8b$(8+E*XEZJmY<nbGh@lSvI`W$bLfbi_^DkuKn<S3Y;zSIewsZXo|
z$g<!!Jsqb5OdfOsbAs>e>Af{Em%g!e;1VF)CMqjI^%n$6=9hV2C*6hpKL^bDx~-a9
z$OYAXkqC^Wdc`qMWx|@Q5zOuWjeMarkr;#oVt}JK+EQu2BOzS=#rOA=ikUAXzXHHk
zrkdpR)_FB)Um~>NhiQP;ZcZy`ViS$iqsMMAbNIQ&U)RhvL9=-HQ(WsrijxE1AI|7!
z>ityOah5CVCv%?0)Ct+*K5HFC#JH?mSaq?9DOAnfHt_CUgwGfe?}8@aeyMnS`i8f>
zB>C6t9&^UbrQ>{kh3@b{Ql$`~(3OLX{;Fk8C=kS{B!wlo4!IpF6Mrpz1GyUc@?_=f
z9oL8A?9b{sK6CHCDXrECWU(6UQV6%KUBEy=Gs)F1n*US~`)$2%{ayKq?`ah36{8`m
zyO$CP_g%7^++~$b<+}&i;FIPx0>8-DkAqf|paKQoC|bpMy#|Ye_QoqMITL>e8%i_#
z&qfsJ`1py};&M)v1M`06yV<;bDIr%@K_0eA+w3)eCc*C0r=Y)Qdpd3d1V>8Ls%B1(
zv76GS@M&_?Gr^dq+kDSOSV|0YHPdoXy6HvJl?lm9gwPT3$1X-=!LBvwJcTMIjXHNb
z+rx_dJCc&^yZLFXaTRNFKbY=$6l!KfS%{wV2h1S;z^n8^I3M!IGq}h5weqbH)DJ&7
z0^g|Am4qYSU=t+zkBIZ&#rsn{Ms#97>`F4Me?Z=(R8420nXUUpAi)<fAw^CW-pG$R
zkJQoC=IMg=LEWtkH(vJwt8ebSHtL38&Rc5Br!{%C7J(EM4bsr5W`xj1&OXJKlv`10
z2j;RMPQJS>-prDv*4gbtL*v(ooTLj7=Z=Gf*fK~kgf*)TMWWk#1=QR;g?V`w!~YV_
zOwDEy`h7X{LAB+9K4P~Xmj?)bU6$Q0il!)M0@T|zFtnG+_krB{In~U37Uyz2M}YWv
z>9zt4R6fnB9N=6+?%4=!t#;kIoBUBU3?-FUOJqY{9sjG|^ez3tcq5`z(K@<W<FW4|
z^(WZG3mZZEIp&jMKFGT_AFtU&skdriae&}ceNtJ@BtPhJ#D6GTjsfsY-LL6sRf6#m
z%aBk5x&mD8>T5~0!CiQQQTZ;88f7;=HU+?|4|=5RWn!MDs5&OOuyXu17Ow!V7b-9n
zD)aPyA(jH?_L<IIZ@yUyiZ43I$M82KVGDG&z}vG|3^a#C&m6S9v_nJhSuJh26T4}Z
zC=mK3D;j?(KQ&`*baVSw>JkCiKvr(Fu$rkq>24tgRR*p?Olk_Up$f8Zv+YA3LM42g
z?EA_pZ;2ph)~BYZ`DsN^p22TyO>5^DxgD_Q-d>i4{FsH4&wyAZU2nVvUa~b=hn4!8
zcx;~ssA*Cu(s<|n-+V1LF<qZ;+5`LZ-W|J{@0{O}2Gb2b|3+4L;VD_OjM_ORfq0Jw
zR&#VX-}Gsvb8oK0?r0}2T)=bXnh%eCP`=}}pF5<pGgHB3%|a*lm3<`6=u*)n?CyR;
zTSBiThcWAKHN6^0&oXJYCa-r+x$MWc(5z&IAd1Jux*h?9%9y`0fiuBZZ-Uo;#52{2
zd|+Olm1m$h;gy>He%2dsuGhJqJoJ!1MoO#Gn@J9H2L~NdYcKoYy^FjUSOuk`(Y$p?
zM9p?7_HfbU<{s$zscZm0UeA=D|7xTE{Vf!1ZwK<wDrkNkn=-TQKBqC@0Y~0w*?}M`
z61XmQx292n)b5Bica9gb+MF6ZPT>CL;}By;$9!4>z;~b<84|R0Yiz3(3Df>PBM+!)
zjS70@d|y$cj>4HAV3^uUUw~M(6aLoGMZSWz|AWaA|3(GI*MPIgy|vxvicX3Taz5^E
zpK&)H)>m1f20yS(*9te-O7AXqUn47a^w9o*aneP82l$$<eAcWJb{fsOW-%>qzY(P{
z?DQfDuVJ{rxT=;<@mk7TzWDpBoIxvXuB~0AubPu`3i~X$6$PqA?CmfwYQkYgbB{Ha
zR4c4o)bZ0m3^b>>&7aNSCt&pf?0C5&o2~6__Wd_yjBK2zaD@rZd2<Cmqp<w5uD=OH
zFs6E6d4=wWei);g!>X^13PwR-?Sk%6Z+(8#I0Z5kN1kM5%9Y*SpUh=WN4<^WY9=31
z4UMcTzLC56PEzD}4WiBrGl&`wvAx8!LbzJxKxCsrVkm8zKlP`JmpJ;4@L(9S?5ImR
ziy{^RpufD5+q+wqO0s7H+5zBvVlcEts(KsI9iug4Xfwg_M&ixTm+o>&ydNF#^N1iw
z=Yf4socJd~2?iri1d>8K?zAt~_9NZ9$T;$_Dlt}>C|9iw%q^qcda6x(knRml<PjFU
z9tVg58b=HYZr)0SmaPeHnvB@}7OygBj#C{69G{>Vx#iLdN=nZQ+h`laGKP`Be*-)Q
zKUG)*I819164F(<(%&Bw%GNGa^|9pgZ-^s%so@@nAg*}T+>;sh1e2Pi_YoM)HEZ*d
zkg$vdQ_Q|Fvljr-SueV(H(T>z$3$0G>tM|NYSJ?kfojD;(eW`2<1a2QH+vLen{_ME
zQhxcy6CvG3I^a`+%NivEBNzN)Bw1`IwCVVz={8BF)w!R5pmnD=ETyVWW*&cX@sNs_
zjh=R<R00_E68`ZCe{!CEUT=}22RmQ&mmf-Z?dw{C%FDyF>vye)ao1rrim{tt@Qs6<
zPG(+7oSSZJKN^RmN4Cu#<a9pM{*r&FRAnnTxKK+0l7e=z>57!tuP(QPXA?Kt#{eWq
z<6uLZhJm#wwR{Ng+u1mL^G=eN(hMd05{rYl6P9$$bg<PLUW>F{W}|)YyTjb;FA;hr
zc9n}pI{KvSWRISiqA203uvW>2$lA9zpnOfqTFqZ}Vo3i)Uq{&L@C`T%Cm)@M13AF{
z7(mMtu4K`CcN%U=h;rywIF*iC`}G2e6^gfn{odX#e&HkTiQajo$wk?`6Z8S0ljzcS
zBd3>Xn)Af#1I}Ftx%c`QiurfME8)w>F%*U!k+n~+CGTIypqQQ)7?10I#$}qF{@}Ih
z_eGh{Wtu<D{C=yvXg8=OLl_`sPeIW>xWT>`Hx7U+>-Hb_083G?l9>Jf59Q~k6L?>S
zC0b$gFNmKU>DyNOzMG-*^Atsyo4cOO+#ZhHX?wQ(;h;JqHav%bxo>B!CZVdpmh*dU
z=~Lu-HHG$TN?__B+8?U3Kd~9jQKW^LnJf^53ac2ZQIHqN)iqq%OW+w#qi({Ya_A^e
z@kAxL^62hb+><{C_vNDNFqKyb{6BnBmFq>MMX~dV4%<DGxv=u>HYX+Hb?Z~G)_TK{
zXv-5{3EOIrzocb;yt>DkTe|9v99lUTzACPzi!F}Udou7WOaZDr=KgMP_a~QY<t@%a
z)W}!7tgrv5_uVHS9Sf3(zRt-92N8&71O4O~mqugj<r4ecmE-wjD#*JB5l?PUOqZ1_
zyd~6Y+5L$$n5-%6Go#RMqy@ngjO>wbr>!2A5->zstC6+yZfM<zH8tKs6k>VMEz<jU
zx3;zp7A9#U`vdN+NZeJfmKh{v-z3=6NY(wqxMZoA#8hHlQO=|iWk9KYn9?mw!Y<A!
zUKrn~0BR8Em}jTD3H2~_fvK8Vhhv=Kx<CHFqt8aiWNl7TLgL+E67y?*LbhYgZ-#ae
z3ARgBRFQ}=X2Tl5XU$eXDh8wiqHry*MYuPmcHlR^&_;#N1`<hswjq`-3>I%GHO@A)
z29YGq7m+Jrl$xt1SxQs6aT7O@V?pt*FbT+79Re(>-%EW<8S85j6^|~oT)cF-=Z3hw
znXvm$Y0fd{0rz*284}Ds6L9?_MQ}Rod|B7KwR55t*wH=%lS6^n1nbf)v3n~rP)r$3
zQ^vABqw@dII?#;%!v>6=N@qud+5vSA-{pLqTyw#$Hyq=Bqyh-Plm<=knAXj)xsZjv
zOEUVp$iF&$&x-nv$x*9r<M#7(@^5^j0c$*Ug&L8B;r;K!nxv}lC;<XO@)LO^HIS0r
zi)5=PFALG*qz+F7Hv}9u{%TGN*u*|8cJ1)MIw=w!e!SW)(zTh`_)c}NoRDF7Res=?
zz)}3!uV$;I4Ea7Qd(L-}@Kwuf+5e(RsAkEx?IZlpP@w{P3Z!=jOCE#9f#^R#wZ3wD
zZjpKCfAEqpSMmmSuyc@0A1y?_+GR;GQDD&AMCEEqQ(h69T%0+P+6A(J*j#Zsm0Q|j
zw<!K+iZZHEL2@TL)S+YzU3i`3BWQjC2!JZ!9DOPuT8e3^j*Jvq$?C~2k6y+Vm!a#e
z<?$}SxSyx1OFncc6I_)vo!na<3>mBvp<JqsEgG^mnYw<d+3wFZQV-#*!ag<ZN<P@7
zPe4iwt<Rr~A>IWJ=AQvKka6XIdzzAR6paftn+0e}47G#jjtMr|HdMz`>xY>N%Qu$P
z5JKgF&d4OptHIR9ZO$j#tsV9v9(@nZMtI*vCU&#u;<mx*v7V@EdY^(MKpl*axe4wj
z0MaEPz>=D%Odm3pCJxy7=ZUY7v5Lp?!Z4Jlx@9^{-GwMY&nyFN)v-LuOB=f;dt-r@
z%W`jji-<yfwzP9MF-4JgA#}40-vq4+zXI_E8d!{Iw9_}XV(nu&lZVvRlJ;<Tvc(BJ
zLF^vqVK5l@uXYpDu-WXe?s!@1U7WfkThGz;w1%M*gsmQEDK;Y)!@^Zqa&fHhA~9D%
zSqo~^ZELN(2ta9fTg~nLzp%|$a=t4tv7vxp{FA~iz-u^cd80X~(j7mPYX0rHrQ=B^
zV+V2%C|u~*Z06Mq38xhHNr405hxi9>2ucE5?L$&h5-4Z^+oAr|XFdCaRK!Ci5_XHx
zE;)eXbUuP@%4N}x(uuglUb(N=7axKzmPBryl5Nq5m=vg#0_O?ihTia4V)43v)S5zN
zWurpp2RZWm2oXsx!tFDXP;i2RN%qMBbqfCUqkU(or1o0%zAKeBeEHGDkkLOTDGZ|y
z=#>J;(S!QcLcLWRAo6Abt{T@GwPB89c%Tg&<dY}MV4s~uKBm^L+PceH93SpYX8iQO
z!DZEOV+)a6d9fZ{q&2Ut#WmT~n~D>{S(W`_i@?}`Ijsd4iWTLKNMq%b@wwW9A65rP
zM_AVCR0DQTrs26V;x3Nd(m7ia_8+K!!IO}qvDEbJQr?Kq@l3bDe+_^W$EdPFSObBQ
zeu*)YQi&GBhOVeWH!cNVoMUW=C5@5Hu0(A5*gL$hq<EWzT{%j^mRXrGvAz)g^d$*<
ziX1qAfhoA8)&Q;3APvwuZT@hz#8><u)ThFbAK#zepqg3z^J#J0SpGH2eAPoC9TS)-
z(a3RujyU1|QS5m24LEMEUL&0;|BLT3Gs9#Y7(N=EPOPJ*dr2nHlLPWSe842^tg=tP
zz$mZc*<d_(3h;ZowFK96`+nLRFo%_%Py8h#aQzGvzR%wtDIdOcl)_u}0LFtsz$8D-
z%gIa)T{=ltbszkS2cM`Zq0rX9?f&w0qXLV|KTjle)BEWX7<!qvg0I*W2l9fJ`08_V
z>UK9>XVHb5u!e+m3w^d8rbl6x<sqZ~No3Y3bQX6Ffxo1cJ{6}GQ{j8UI4FSU5xGEC
z##P3it2w15{`T|Tb9XdMPKNpI*xIwRZOx`mwskp6ja4Tl4a~|I9AT>X*thZhgJ@+I
z8JX&3bM{8qdL*YS0z?KvU6A#d_p2oAlm=U2kB=Yb3E8*hr9ROKi6lB@i?qe`IpF{M
z>G(YOY3L!valk9(6Jh}Jt~viY6N!HVBapFSgs^o?iQf3m;<C@sZbP{isFCbHUBkS3
z7kMQog0a0uqqg6;zx^AVQ!$3>KR;2cdz#5rl2a^dqaHuoWn5u(|Exyf@cJwYHO(Uk
zn`oR~xw5q8CulGZS_{3~KJ-<ksw{U}Kcovg=Ik>)(VU51L51lkx=t0XR#Z5m_)|B8
zN!dF$b_#r3*HdpE*v>5b=zl+=d2%uOpLr;Hl0CHY#!D)0YESfrhYElA-`JDYD_G^g
zq0c9;7x8)cK4lM^aHIYU3tM+KpT}nPC6Oy^2=J89yq;ZTUBW0JTa=K^?NKK;n7)SE
zh5J@(9A*cV+O8wtMG_g1vLi;b%K?|vq4uDxmA-SH7N#?UfT)8k$sPi2nU<qYw%(<8
ztwNw4Noc7ZnlXH#wtFAu6bt$vbRy4V;d~{X9_e}kb&(2Gq?VdB;w&PEUdX14tS#jd
z))LL9^OAB&r4d8Hq5yb!*%!$KW`y=*ti(><2aZX1CD0*X8t^09H2%-Xb5KXh-X651
zjLKVb2Uf5CPl{Ck<@(-3Sy*8F-#U-sOpCE-YrTyTU895W(@rh+I1-$ZW7`ej!=z#(
z4ntOMPmmbLm+vCG3~f?;@>tyS42H&hw>OmAI=Y;nehzpHAR+LH6pdw^Y&p6B+E0jy
zL*_>>@Id!rwuX2+A%Lry29E_U8@R1epEnpdSw1h8i0zk3SQ&Y(zX_KoMroOm_|~@@
zg|8>F4=(#o{Y+d%OkXah_h1yx;tleoE>3G``fnW{gYb-CFlZH)iFqCJnDVToEQEC6
z2|dH!K5UbzF23YReO_s&_QtS?Y=zNdLa!tfic?XY!{Y;Ul)`BgkhVmFOB<5|*@0yz
zKT0`4dHiva;HLliVXP*%3pzBr_iWs22uSZY{qIiBgc(7@OQlJt9wlc9l=4oW*WWhT
zg@<=GuOpe$eR9&>>tiVw1^yUes}uV~-GPfzuJd{#te0zXPM^nya)ZoRV-M{Xb{oZ+
zox<?BcfqLya0IRT$IfNh+HD-SoNb1z`(wU_zTEVe%KCRPW{p!Ly^;_<xEuQN73@)v
zGO>#Fh$_2#w(g6_z9!s30~N^?bEC)>UXuO$t6#2rC_JlJv|l_)zv+CuZE??dGX*NW
zax|1{CGCSoPaRHG$ZT{VLb!09aRUU=g88``!9L9kfcU6r?_r%RCt@wze27Y`KUVUq
z53p(7jx^H_!_63(V5>KkRfZYvMq$n0qhbu7epC;rLn(+Zi<5;~JT1_;zKWlSCX@_m
zuvRDG(pAq-NyuJlX>t~ch{zAly;-~6ZCUH5!H0Gye+1AEFmZ#-(r9K)>Ydl__k^Ed
z^@I;CUe>IyYWDLk4qWu#J->m2s<p~0bxs|?C^TR8e}b~ISXu9FFI&{j-dS5r^X=@|
zx%FoTv)KCcfFN;bG)WYN`_(Avp~jo#MwaEaQ#1Wi(g3YMD#5lttF@w*{4<D<*k<3t
zeP_SGwqqAmO3USn**SpzM(F2|{N>+9p}u{OM@pz7JN2BDpGLhl#K2(l`%JTSGRPvm
zYZz-Gj}lVyQ_mh(B)RC)F-x%dQkL-0%GcN`;l$xZwvLZ`j!xHNw{jSvWcZaia$kKb
zzjY3^z(YMN=P_b&)su)UR+$J<Z=%PV2xRXfA$!9d(>(zuL(DqVumv=BfOC!dx^EGM
zFpNd**r}WU_oK3mzp)+K4GGTADS*?9-+RT>J&%5^a@z|_+Bf9KArlko5Uw2@p+C7^
z*+PuzuS=-VsOOkAv!CusEnZ*JokaO;i3khB`|A2%CpE8jGxQZDz%3R2Fo~wW)m-2J
zl^k=8-H&MFPtYw?(8Y27v-gSNmJG$QD|f@Rs_Jfj!R=|is9?R)yV87u4Dh|f3-jvy
z|NXR97AjN2U$l|&WT1)>7UZErsM-ih=?k~@CGNZ*n0vsQZnE+nuK{c6Ad)`(z_GME
z<h4tI;S<8c$E~eV*Z1P7jwfP;j$F|Z2}b*8{-&s{*9ijMmwl<&*Y?ZM-nB^i(a+WX
z3fo$ua^lk*I1TrF4Q&S7XUKJJMQN7Vv$P^^9{<<IP7>!1<xg<gL1&PTCZXs6qSI1n
zRK?78*+(;@%If7nAGq~NUut)H*Jsi7zj*ucdBov3%t+*d-JXW=77gW6$o<DoS4Q>V
zGY-|sXv9_A2p6kp+9o<*SMyYJPh-U|D%;_bFBK}82Z?!s-8hqH_Y?EhuMLxM?4S^M
zohqF|z2m03lV32!)G44tIpVvY?yFDdNF{V3KIA;6U|`V$!SJ0-C#VZjQ+VY3*Wm<Y
zBrOT!=c%aN_Ebgbq903HrB)!zO64L9!*^Z9a%uNkdqhN{MLF=?7|NxzJC6;Av*w;y
z9(w%EE18RShLdn3S(nUm5qcl_*B-aGeF;q>@lD)y6;o*|iZ6N0JG4{UwaXvKI7%q>
zWHNW@%e9+pM=1k4NY_iz!Fhb0&X-&oD+dbHCJY<@ELud}XOM^~mpM-}FPgGHqCWcx
zg(qU3Ku$7i4VeO^;`H>>8V;kMTzPptw}`uH06(Sln3#1Z21NssFw~TzFl5-bV6RW|
zd42!>p!mn{#?#FOUA{;2*TL}_!JMvT))D*Z$8N=13{p?xmo(oE`|eoFOD>55`?TEi
zmei+3ci9v5)+S@{Y&wo{zwWCAW2`_cpcg|`LQDDo@%CPEO?6!#Ac~0P5iB50Kt)8l
zNEZPcHA)G+s|Xk%q4%zjqEzX<NkT7D1EGlsC{;oU5UNNGp-3kLW(Rz~`QG`>T+Cby
zH|9b}a?U<`ueJV-aXLEN1E~b2_MU0jJ5J7E&oJv6D^e29Cq&O4S35d-q`sdMe6ilu
zkOW*r%q0e*T}UoZZ7o_;#y>|wTPLv%>P8e`ba)J2J$KUoY{C75y);6FyVYx#@u@hR
zR`|(jV<rZ6AMy^aR18}cD*QIgwhZaUCdwkbUZSq<CLeP=joB_a^r7ppI-jPr-^5y9
z_=UZHTqo}E$sxTzXp9b(ypu~T>9qBebqm}@=YBfFEo5IC@bIYLms0-l;sGWP#vN*8
zX>1PxJqmbStU;-5xQDU`mEqFAO}3bSx6DquLRC9Jf7TVY7&$tySy2+>>}JK}Tm7Pg
zq3+{x`IA#p=A96(IuZld^uBF?`qb8ky0^=5X?~_FYXZ$-sya?19Xh|AtY#Bg%Wjwg
z)_kWh%Q)FBc&s{u*Xp#|Q8QtmPSM0tXY#vp;xKg|thIjx5L##`IBbM(Loe3!AgOQv
zST5A5RhE{jSj?*ZdEFlFq>W6as!E+J+<ZqG^J(X;>fKi=X~ORrxlrXdcwr6P+X>$3
zE8WXXS7Qns4NEd>In5hZeS@!C6!7jUhu`&F*s8E3;TXM~@!b9W>7RmQJ^XP;2f5V8
z3n$<J$pc_~5`_f2-s1A~idPuh_*KDe{kyNK?fZaMtkKW#@|hF<WrMD_47NfIo)_LX
zD|wt#f2Hqh3E?VJUt5G#v8%6KwKR6uOnA@z;C}l*>NY=niv}aW{W-;FkDfG^tSl&4
zo>>+<=w@yH$1JH<GZSG)#8AoAvL3dZUm8!M^R3T?sDXBsvg2KRPFK6VNdbYchSqms
z$E1~pB~0>sa;H+M{c%#Mkr^_I0y@w{RHCQ8hJQT=7TOabq((a~J}we|>AbB0zPEmu
zl*^Ld%nv#CuiQPAXZ{VT3nuDl^5+iQZoKPbO8E(9tVK(#wda=s#6;!)W&>f|_(V@O
zHWF48A>j*#>SGxg^E9NTTdt=SY}OWE(33cN1uTwxrk1W@(pt_qO$d!=6G>8Brzwce
z_*drVJCSGI8s7hb#_`yS-VfG`-ZPO}W2D1XAj*ev0+}@U@I<)zz^gz*P0ODQ_BZyG
zDAfm@B{FMlkgsJJNLQWIri<?eML-7+TZOx@Jwd+x*7Gsj)1I*3{n%tT<nKpeKBiP0
z)2I(@Vtz^7RWIGkmDo3IwI2w@MO;U5@Q?Up5&%&s%Gx<XwdFj+#zV#7J*_%|k>2|u
z$J;}Dkr(X6j%Us~tj}pGC@Ccge>beKmfrhK4JrYzbGBOjo)6G#-&F_&Oo0@(Q`PXm
z*h=7k)!JCEbI1?$DhaSKKVK>Yyzi?CYsIau;rddT!svKsGp=%81zSsxq)$>-LW9C9
z&&A%kcp}Tj)vOml*W|H2!Mh0v1G?k(4B%6&0zt*X_XsXJnIUi)R@g;Q!3nwk*&)VN
z?W^jM34GiwX$Q=ipMU(}6d**fwo<R0UPH6@oV^5RoJ-Ob%0L&{{lXlV$ZZ8ciVCM#
zr2yICkNqS^tGu$c++a`Ln<UTmKbSM8%l|E+<3<q(z>H~>+noix?`@x5=TK&mhmQj3
z1cxtB#u7N@zREloFEHjCb{lC7_yM>NUU6oFAh8_Ta4<VKOFIFM-i59Gs)s`!5cg<d
zj=bWNXy>OiyU`~ApCi_Pu0wAvyPNi%O3%47o9-pl$WuWp+d-<_O@9h|$kU7Lcb#AV
zb4rRXpr=gv>C=7_w^0;euD=4d0d)69DPNsCg%GXtWd61j{=Iq#K(`#|Q=K&o#j~Dm
z8SHS`gdH~(5)s!zhwEGKOZ<Cshd^i))G2bmpqDN=API^??yGla;k@L3iIo$l<|ChD
zKUZLXvixrp{GTmn^|(a7OB}X{Y)i`|-VOiE^USirOlIDiGOmk1!M_<mt`L}F3qH&C
zWk9NQD(ul}5&EE~s2gU^;XSPkN%Vfe+*-^$9}g~tYiX&I^Fci0u){XeWn4y5OlPW1
zK|f&sn;fj|07;*yye8ja<{^jtw{PA7a=-5u2a~4mnZMQ(FI1xB+5Y1_ah-1E>-6<U
zZ`OaJDhi2!I%BgIa3gN>^w^s(bFhH|gG|7|)uXWX@47C|C2AhtsHzN$kk@MiN-~kj
zMPOiN-$A{cX!f1d>C~}CZ7)--HkMOu1b4Z^v0!SXCzh)(rta&FUdM4^1D~Rr(;x<}
zkidUqA~CXDvbDMko8{UC&if?R#-4gk)o|O77}@-gc)B(LCjS08>&i|5?4MBZ(FHn9
zZ7#l%#DLY^=+L62i?xr_^JON~9335<TiM-mUjB&mBov~JN7=!}a}U5yHZI_ipL|V9
zT5ZEknXPo+)xX*-`yBMkmue)jM7wos4X!Y@D^~REq+-g_oGWb13%ihpOz!1-7Z?{a
zEPu74*5u5G?d8@x19U_&V;<I#7ZRDDJ|*|T+!Mh_fl{uFO1G63Z5DI}0uc4NOM%Hi
zzsZ|GAibCcz8nJ}vSb4=f%AdBhRNjx&_lToknw0cJs<+8tsM3N;RN|L{$<aMM<^_C
zW~QxgRe(=E{dJ?z>?<p?Nh$w>V2LH&!qR4;g*~RNvk?}}6|aA+ob5R+Og8FEp)m8u
z?g+KJru`JXBmpK2ZH&E9qkO#ACUbgIMXx?j`Wow3^ij~SO<3~a;<cg4>6l^f94zaY
z0L?p96<91MCmWO9)Plo@P&$pZwg|(L)=0&JKWPLpYYi?i75WiZ?P(nJ5D@l{A5Yf0
z7pA>?uf}b8K(zZ_W><;~A=XG>91t_9sKS1J_O4opD??JT`Wm>beBu->gAyK&6?ZDg
zOHyr>%(^G0Zad{y9QR3BxmxGt!k(>@PA^re65%JG9%=5$=e+i>_k*6r@2aXxe@es7
zrDl|8q4i&X@_)0vvooL31yqWHfm&h~)Mo3Gziyk0b^C0MW`~6QQ#KLFRbbYzUn{Co
zC(Hc>f8diE^glv_!;2Yr*2$(d(bId6)yb=^CDU^<(bDq4hle%45wIVvhiwLOh0cxt
z-s^^b<F~kAuRnbbDyr>$=3F>_k<Q4khyts<&X2m*`l#rsG~01i*d`u3qhd9ti+R_#
zs!1bOt#aYm1B^e?qnLxqZnn)~{t6?CKZ&C^Eq^P4D13Rb_bHKZOJGpi?1cM8JKwq!
zQn1RLfG@978}@hGjg8iUM6S#2H5Mz-O9uWT`M};i9uJ)6qd<Jia`^+wqqQY6z~bYA
zRpidH<m2WtYA7DbZzSdc?1-yfrE?d;uV}pO^U2z1V2^rYHH768eV9pZVW2JHWP^{-
zrRKYLZ?QH!24uQ&_(B3&p<f(#LZ`_FMfLUUE!J=oQ#}e+5VClMT`D5WZkG6yJR0;&
z*2JBAta=fo*cgLQ89Bm-JI9gP2pL9!!-hCoBx(BH<(Lhihp+_1GAW9z_{lkea#K6Q
zGil#Uo}qRgu>s8iK(e0wzHxcq<5<-Q&_Y<x%rp&bg8B1&o@LCHwTbF#Y>@{x8I4SF
z>Z+|X=7QWW-`9zh=U>lw)f_F9Wh9)NB|N)$8=uxaT$E&}qX~rG?~c>7$mpk1<OTbS
zBe0#O3d_#K0UyQH8({6Fr=Kh@v>qJ;6;QD24dW4&fBv(tW&KEtDQSo|dET?bsa$5-
zP&G?40hJdH#^Ia<ae40mL$H@ic0uaqRSZ0F-A5SqjnV3)0)LCDWO&R{BENX;yYySe
zGh;;++NJT+PRlP9E5W$;ZO{FTqxnFPGU!@d^2{L?oOJ-<;p{v0|KP6E;Fq9XR6>+1
z8;_o;bz1E{m;POFG$uXU&&&pnE7mYx9vytL&!m-rKlL7wdflfNkk(Vmy`Jym&4&T`
zC+1yO^uor?t7qc)FI+~_60x(bLLYFIk7BJi?mzf=i1aaB<MQ$Cx(wMRP&o1vAH-t#
zm;Bp0FZ5Vi6F!_oC)b^7nmCQ6*HaFZG#nN+jXnMdxk+!l=R|$$;_7K$j7^`Tg{2YS
z&;J1%q2D2-<SVe=$FMFu_L$M<{yama+_kCLae;<olA@pCI-&Yi5C<i#4so~f_|hK&
zawi#1h#o=-*ZT@h%lTsd5k;3dI*Pl3Nu$TFm0PeCPH2K*rO$yJm*9Tst5nV}3My*d
z*q;&Y(e`(mY-wq?3GELA3zvClBBKNgcNBJOQ`XleMBjV@*gBfbHTow`yYA8h%_`Ky
zeX!eF$=ZOT;E`b!IR`*<-H)EF%QF)`uo8k0_{zdpih$5WWhw~zb247Lq!J8WEM3)l
z?p164@csTcSK9?&&l?VDuNO|7rPa74EnUsJ*~<sN`wYV93k;8}H7ooX=gLG;G4iTu
z<&nNMkM7p;9uQr;AZ{HWPm*uyz}jCm5<z7rH%^$K%r9|g?K6%Veuc#>3R&QD0j>MW
zV@wu8O5a)CwDuFXl;PLQ$^B+c0*x1`5c9xF&SqE<Px|&3w-nwxR*FRdRtTqL+<ujw
z>L9``Gp%oe5Ap!zYmRCYyn^@m@&T}k*R_{-2R4W6KI}Se$aP5zF(20E>F*U3{>^cl
zIs@o^Z|QD*)jrQ{j=bil+RQ(+Np?u%uDI-Pv;%ME@DagZ{$6_sXO6_md7CEW#!lY>
z48na+{ksUXb6{FS-?rlXm;yGG3w7pc@=vcXJ0UEYK8tc%<NH=+*gIv?8&y{i$J|s*
z%p*mhD4Pt+R4{vrc6NcSq(L87*Roe*m)%qdJPg2MGr1S&p?AlND>vi`vB7<`lC6ml
z$7DUvQn3TB`8PMgTdOTrjLvZ05@)+L+VBLkWW&3A{7r#Bn^&!siOtOxz$M##-Y5j1
zbB@<XBZA|d`O#4FnPwA7o4)fp?H8{I#_Bc7NgC~LxWamopO(-1dxuPP0nD72%kJDS
z>}2ej^$WB4_tRV-Ca#68KQM<alz|~fCI0wp)Md0PeZj|~eQiFiC{em%&59>g6qPC5
z@2+`Lg$9eg+~2QR7%Y)f2ngK8{F@6eJ#~BBzQqe#YUk6p^P5IQag*;o9==;KM>_uH
zWi8W)$cu!q8%D=vTAoxLBAoLttmGd7Oh2I*!YLMMSu23LIfyv>Pt5R$plp@u0x3Yd
zZL^-*J&G374_(!0XQEY^H`sl(t4sODM}yXh>tNcT{c>#a$Y{tSZpkpZO)~Q2(~l2T
z^@pVsu<F!EqNqtP=a)bh#tP0Ij~I!i|3N=J=SAt|JRT=*zFzk=hi$S!4L=bp)9rJ~
z)YwNhNK-pi?!^IyleHSTE6-$q7FHg5fVf^!a|P(;{?S?%f(l68HnV_nrN~K2;>1&O
z2cNL6CjqYsm{m5!oTO4SQ=KL6AMWWle3@J}rW>#yM%V9Ro*%zQ%gz3A-(xuPj{LF@
zZxbT)*T-L!@dBuQEsB*RvIj1ltR0`&)X}Ndj;~IMiOL7)@8W_`W9JcmW&A1~$f2^R
zRSYk?b-1MDjzC#gf-SNVuJP;at}4Q|Uf?!PuUrGVkNj{e+p@}<KEZq*FC3cvW0g{(
z*a%b`Hpv6E3?f$kj0Cuqz_FgCZq-SPpsFo@!doE4Urnui{lc$UJ{?uF7#mCVpN>Dn
zu;&5>smp@9{Jd1JBBk$urycX}yN)PqI1b_!S5s-`A7{kqXB-}C7PVYAnd$4nICsfa
z)lcr0&)^fo-3klEEndadasVBlcwBSu+S?fCPI)T(OFl{38okVT!bFS;n@L>gF|^Vl
zo@g&Zy8c9KfQXyCQIj6Xuf2R@^j-_JdHAF6Lspm2a=!{25{-K<`9m%R6a|ng;~eDj
zSuFaIVV?URq4_N@WVn$szoP!Yfh_l@TIU@b>}PRkU?A$}uObpH6+(Ap1y++VkUtep
zC>AFHN<@|L(fBXe#IOO#K<ELiR^}v*m`CWjspR#WU|{9HIbXuq6igIN1=)?47gCRz
za*J~rxrG@c$PaJ)99NfL57X#RpjS?-jMWW~a4dtn-7+;;Acw90w9Xy%f!dE@nWzdv
zURcCQmKPS22IP~#Om6G$@jpigq_M#5FJ@#TJfK|~)EXHK#U_{w>C8HUSq^st6+}k-
z0jo!hvwLv9*GYF8t~$4E;rt5MVpO8{qXv`23u}dm<bH_ZR(`b2mYhajV&4|md}9oh
zkO9>gb7Z3GTKJH<(IL$G&+6&iBD1`ch!00w#mU`@uoBZRM97ogkf(vaF9Q}t5lQh+
zdyTV{hdyhM-d)USzby5=vA|xmHFlV6J%fHaezLAm<(hhKTO(|To=?jNvwL=ae;OKm
z4GQ=J;GOanhfaY(U-R%jct+XPe@qly<2<^qZ106QfX*NW4TL?8nF)fSMHMG3U!ES}
z+wtd?^0bYke6s=-n@yYj^$)Bp>zJGW-pgJ(#=pjSe)K+OUuM3(8CvEGy`P?sIpbbH
zTZ7Ym`F^^>3CKP;y9Z||&&APo9Qk~zccf6Me9FFbM6ovs$uD17p}tsgLMgnprc}>=
z7KnAjn*DfpaW?Ca?~nzC&k_g3=_LJutvavzzPY<U<n4IRQqkz%y#9F0wa@|{Zd?Va
z3D2^>`TU5<VSfow>wqKB1&WSgH2qXm-OL-L-16{ntDDj5OrD(0vwPVi#<2E=w!OR>
z>nAMfy1r~{<EFW&z5~FOl8)sT*sC_Cy)rof$;$;wQk#G#$%CP9AKo%9mxH6&KWSxc
ztsQX2<1AJ!o2}8<1-jf>w#v<t6zq3E5Ro*v#Aq)mEsbqyKo(<^%@G<u_osIdY9R>0
zbBR|+MLMA?9l~}$&QQ@^U}Z>e^&IF#hctupCD|nYXs<&2UKmt8Lr?d)C~$Ljq0UhT
zz8oRs(=#Af+6*n+|E;OFdB$E?dMLK-kD2qwmUACBi`(4Rk{4Tcv-{on9G10nE%lCn
z^1o!#Umgi8A`tKf36D(2P=k>bkE4@7@*)c>(k4l-vQkMX#Hl+NP1l4hQpXPmN+@R*
zMM5tc5AlE5C@ljcT$DOqdCD$|uCUu}ZGBPSBx?WDK76%WXxS;H9dmm7B52`d`)lee
z;2q3lEAlbWQ!fP^En3TyK)O{t?)DJKF53lNe2pmt2D#6=tUiU&v2$&v$BH6it_gBp
z^T9q$v`0HT+teo=bRkf3^Ti9B9j)30mPWGU=xbaw3>ll^nSFJp<rU<X=%;Pp+n)d9
zedTD1*V!k?nLE%AF`|&Fe!yM46s-^Z3+n(byz9v;`y;0Ac#xW9A|NWvPt9Pz(W1<2
z77^=OFFN^MEH?2NnYHJI-GvnYpZVVXPDX|=(^49J0D)9Lwjb-_?Z*DJ2dtd!HAaQk
zZZE(+|8nje!YWC87neu|0=#SJmkdGktEGK22z<RP1Suk^!op)RB>JWL4ixz|O_ft3
z<|cjI#VI&?her7+i7;2V)@Rc#Xc%SiV}zZBHOKB<IrPVi#t^!R<ABlP;*`&9Lu#5g
ziiuDBp}!4KcgiAT1B_0On9%<a2kz9Q2g{sP3RT?@L{t!ilY~QwJQi7)QY-%{ma>f5
zI$@um`n$8dyhDhThX+@4ch1iTOsm%Xx-=@nt4X@pD<HY^BbnEb|L$weW5%xrQ7#1v
zbm7@A7XX0IOwS3#N8l~(A2kN-FIY+DTdaSQvY4%Ue&Hr*;#Jxf(vliZa_x$3ITu}u
zrF=^fXgH*7y!6E5?7FL{D<z|s&tI=#<pWGcKsK3<&CAO6HOh~vffK0Zy%eZj^0Z=m
zsEj+dv8zj6;)TTJ*=4Br!yr)S;*JLSRk^<KJbm0lypw<qn3YBvt!+uZd1&pO2_LV7
zVTIB9XL_lYuJ3#ln}stTn7>!ubF35lV-4$)i6v*tcxWf?mx966nhpRbKuz!hT0=rT
zw*e2kGPj_arMI+Ips!Ii&Ql+VnlLDzit9Vs$F}X<oC`7>o7YP3lsZxn1ZlWj(9yEZ
z;)_0|6}}6cU^JJE|D9(zpqgLk2Bv`cO?avR*|R1(Wx6f(SS*Tt-&@18H~{#Y(6n}I
z{cMcEh9zJ_;si-NaxZyvUY<}n@EN#xK7|w(?fcdB<Qpy|9X+IJKsBy`PazgPCI%>X
zbvs)(ZEF6)%6~*Hb*SynK5sk*W(_7bBp^m9w+x5Blk^4x7|QAkJy**ARm`USIZ<xm
z*u3wt0IbWnvI}W&6TYXlOBUkg!N<tHDgLX>x;CAhIT%#pw?mIr>O^j_shpLIyh99n
z|2F#LUHRvy-<$5fX5fffUP_`%{s}mZe3Ewk!F;IT`LzJS4wML0RUFtGbU|%eNYvwj
zYcJ(8345Ph?mAqPHfCjibx(u}PA0D}1)7iUe{^ozf)d+pNduvA``-6~{K=wwB0uZi
zwdT&6&*o8^kRex_sdq847+HSGG;B9oyI`HgO*%2T2=Aw#6~z)e;rAC_4%7<Zuvcn<
ziUV}b3NAdBkPc%T_5Q&s_4kPnWtm6686Ku+9xfM`KcP=>VPU>LDy5p&(_CrSAC5&T
z322(8=iFeA)(z#|CI=~~#MQk>xHb%{Vlezw5cnTVdCNU-NTPH`eu*jn?(}ux%2}%9
z9CKpnf~_6{af6pFCZRLVt^VJm1pzMh^9RRfHdmvckSi=3?kQ^IIIrpFTGQg|r^k&f
zmoHpV&@_<#Gcvz6+v}MFpcLL4zmfx)bJ5*<^=c5ep`bgm{rUBnfnXt9yJHL)z(Y*W
zH02Rd${Q*#IMlhbb?xt#tan|2VwhD9j@>`NT2SkCunM_VMFeh3iuLAw>JvM0E2ss?
z$!f-z6b?MTqt{#);-<X{h-`-10JY9%TH2vvsK!ilxd1)34e1RG*q!OV7luwm9Gxf}
z&nRUmaL!8AlLhQk$qA<17f$$k8qTDc#$(y-%C2qX{{d}{bofzvMS!L?0ppn0Y)wpX
zSbzDhKE7_W-{j$iqbJtgpQ6E1I5f?A%OPRY_pG2>YEClO`x3ssdRe(_+|i<V;_U0M
zXWSYloU(t~$;KmTTZ**R#vH2wA0dGe1f>f$GE${-Vcc^73!rIu-*QQf*lr}sJoXns
zy|x&9n}YrUIqUZ+Fi8b%!Y8)j%}#Hf#H|2+FB-c_m&9_vr;|%Yod~$G%xNA`XVQBM
zRkiLr_{qj&yPL7G!1bd#KJ~c$HLlx+64*biYTa!;K+|G*&ztJ#k$SXlZER}s^-UoY
ze2O?AzJ6=c0tuu^nl84aELmZ}JwV8QjaIpPmFyV2KIH;6ycV0fLLZq(FK6xs#??zK
zb;banFJPRLuaef?Xk&7FTzsrb*<CrEgZP|eyz4V<T8K~j?(Qyqw3`RshC16>TkxM3
z0rrHBYSXKpiSJ9X6Y?l*WuF3h4Oza<29EWyt2{=Ae=62h_+jK_SIOToDfJp)%Kv^&
z6p*(LX737)B|ID5+MeF%%Y0BBOcbY*w13pj+|O%e@Q_PVZ-(`23xQ({NY=r#I`IIY
zlGhJvx4S6PtQz9`d%CM<upd7_Rqz*&C9da`zd(ZPsBVeu@WVe!yl1Q`{~T{tT_NWD
zPJ3f9ch%}P5Vp;*)cEOthM32FGs5Fqbg`o;#MdOMdxriEX%w!`u<2)VjwM`f5i8eN
z{db`u9dlnS=oTkiF@fIWQz@7g)Rw}>0i7z}kFqFW*eH}=YHa<&b)rdX!vv0zQyEM{
zbgYGrgl>^H{Ulm^r#1r`R3BvQAQH=_Kb!8`ys2O}LLp6SDogf4j6JDLGa)IZ3mW`w
z!xEOEmf)N!SGVW*dzD%Gx+Iz$Te98^J9U%}WVG_>=&=6DW-z#Br&J_1$pITJ7FuGy
z_Z4t~v*F;NR<0hZBm-T?lG)9QTAe>zXr1h3QpWoCleze^w)gYt9gZc?&>~Cxh~0><
zp@uU)<K?KN<y$cGZN8YX>!@+|?Mc7{T#;yrV+S~*RS~D{An=lCa9>Cq+g3k%u<3hC
zC@x&QmI$_hM8IllpNh$a890gEvwPY)a%CQufo=Ivw8S!^^NRy!>o=dhk3C(J{<Z``
zOdm%P>ZQ#?HTcc_{#zrLM%<p_Wx<$#gL0z`_<jb`(9974pPoHI-u=uMFR=pshq#vE
zJ1k=W30BK88l#>t`Fn3#4kcrU+b58W3DhJwrsmnQLn?MZV`D2tNXv0Xs7}8cjFmml
zkO44PL#Z1=l6a=o-z=|JId?zIwUi9Jr*nu$_UU(TMQ_<zTc3PN<&K_=!-2RtZd+I2
z)?(H*GzqHw(|_M_ZufFbA(O3=x+O(K_M5Ry{PPK=M-W3wzu)}^Ff2_*MXTP(wxfz`
zln?H4TcmcF3CySNK+)OV%5NH&g`bY31D_&8e3Ni~W@@OK;11Q7B%NCqvNG7=&HeSM
zWsiXEL^Zhm_l|BqEuVpazMe$kD|q<&`t>K9d}0w`!u6H`U0x<CFprg)tpZ;z251|w
z_7u5gKt(0FW${<OTohsl!e@lbP?rWI(@?{gUM4KXXcA_?an1>N1-Q8sW!#x;oN=|b
ztQ;e`1?ShCpgn@K-5*@Y0<H<=zGk0l6;YS5{;NPvgi49I8CtCpWHh&snsIA-MwQ@)
zMs^C5hoSL=XiI9r=9m|>%>B?SyXF5^lo2r3zO+7mcM_%_es^HAyM3y{;ovl=sl$$%
zniY+wd~w>n@wL%TDw#|k4=&vF(xFUKBaSx-5IY#=TiKAZ?Z%^`3~$YA1g6OCg3!`Y
z=mkv|q|r@?o*&=aIEU@trF)LhBY2T}uAPa#U+;|(6s%xPNpz5AXX)g?vbAYi>5qPs
z*VISzi+h7t0RtbnbXDkfZL;<YMeK&g9DgW447ma8tH9RBfTf$vEu)o4N?nH;!SLF6
z->HN9I4fk$tiisS)Pon+SqRROzCHM<bANESH%58J4tzhU>-lbdF;m~nvx9dJIS%dx
zxSeu#q38>!7{(Z%^38$yg7ZD@UgLwsSWaBN`>XW-5){tRFv{w57GXQ(4F_1n2iTsf
zM=P3eolCeCW4E|4))?U`9C?#2iq5X1p+QkEx4Q<KkVxl|NTFJyozXK0x%B9eD{C9r
zJVTi1Ti@2_Mw;1fcCWHpVsh`(Z)27=GW)YUVU%sQlENE^>kESVH<-t*-tYN)$ECRX
zai>C9e}$#w#U~Y18->q-!`9g+m>IMy0an?^aZA@mZ-0em$nii_Wp9SownakOO}hK*
znwnKrK4#TjEo6@H^K&onTXO-nu5<=UVnF;TtY%yctQ&8M;t_S&T96PPh{5Tm-PBH}
zeO61}o}ZW7aGB;=>+CH7lrak6xA*5lYN)m+xL{u%u{=n<HZCY4{Ije1)IJ5$1%kz~
z%zlEP$yVX-IHrlG(tM${(7UCb{j!gqvz*;5<lynaE_9^7YR4l<ajK!kZu%O1?(88Z
z7yS%1)}Nr7-T;qSRwi;XRjrN5a(<Fdc_pBfltJ&*+U~G&9#P0wG+H{)S}>o3W~n8G
z8a_Nn{$xK^+>CY2O@Ly{_`V+cl}>N#9~z4j<)H=*4dcA1!OnpY#H~>|9n3Eu-VR;k
zf?H<7;LKkCgY3ob9NVr1TZoQ*`sc7Bpg@<(ReAhCn>*SS%$(~}YI<k8KV<*C_!Jq4
z<z4#+Ar#GH;oNHC$W@b#+`^P{byf$Ivp1UG>+RW?7@<zjM_}Au?o<i)1N^{N2-c(w
z6+b{Hn<hv0JT`F~m_7Cu#%Y&T%BR(hdiw>;9#Q+<)6?Si-R`c;hfMjIUKTDsFLNLB
zi`qy=WbBTUm_sr6+XtmiVe32Gz+^=5ZMj-*uNKCx#QDb~=>3mP-I?7Drc_cLz_T}3
zTcn+&tqPEp_{x|vLgRn7!iQR~5A}{7p|NPyy0OZNaAIkJbfPnmn|&QhzIUDMi{^Is
z=@WW?-ar%M5Z$-Tllzh}J4MD+nCc4ZvHnMcWMXt$?Bc+{n^{u=+tS}cDIl`9ENI;q
zk>8mD29krrN^1j!V#giq>j2o%tUMnTi(M$8h{~Z!HG*Z2*^Ghtr0Q%FfySQ;#02O7
z`=U-_vhjQ<Z<16a$KM_(0600Hb!qsVUK_MDh9px%(N=I`Q<6YqPxRN$yti+z4BsIC
zG}>J|20AXd-&;!x37}XKOzadKF-{@h6)x0wQMpTIQuSVvB^cs+CE2mB;ojF~Km5HA
zIiTlxix~$R$wc6#?C5ls>6W8W$~#C(+UE-Tq9{cZL0~*%QS7Z{nI}f(o)4xwl*Kn*
zfObm?KIjQ5QNYGz{+RcCvBz3C7Nws<LKkYbO!^$3U>CB}Hx<l}Ev+<5sV(_w_VtU)
ze=hx@=5d8zTXogPT=&&aG^CuUQCh1C*n*IEL&GFJ;K&n&RjVr1tGB?50ns>i#0^*@
z<M)C1n-r@I)UA6d@;1^kJbFOrmW!_`6EFHm(;9-qg$kNq8Iz<MYwYe;SKrFDgHr|`
zmvl9$e)b-Xx$bE=zsxDJ)2zO~wTceT>;i0{I=SRb$%8Ru^gqG|ZhiXMf3QrzRb+UR
zXaY_RP1UW^tDkE`&X|%N^SRH%85-}R9*6YVB|G=N%6*KwKHmnclQ6rzJD!$b?*agI
zhCd#99*2HU0Tg-G&-<g_7eZA5AK@9i0Z?#(kwgt3&@=z7jXdk^n$D`_N`@u<(NF?i
z`2a>(R7Q^iNkYa`3VChnZq$vP3NzhL>|3D2%W<W6Ep`I(How<QU2{yVFBio&;2;U!
zVCLVq{{Z5E!pH_A`C9>T@yGbUTw?c(4RP$7H{oA7HwEfWzfU#+ro!D@@QH6@$5$?g
zo0)beHkJUxobk@_`30d2s=s%JPwduxE`&`XFnLWDEgT!P8$n#rLwh@fR#n8*GY?X{
z3=P6XgnlpWIJ|x5-JlH&aH922D0$ThigViH(Kbb52><AWnYL7qIBFY|otJVHM+}x2
z%bzo%im?fE9%_evMp>7Mve@hbEw_=$cnYcn^2>sAyy0eLq~*O~1GGy{(fgn2$LmZ(
za7<KtaeTlHTDiu0VADzzokU=35(R{)X581*%;!z-W|o2FW;+|Z^o!iDmjOj_q38?U
z{~|XWdIC<{LovRlmy4y7Hu<@^l(@Mbc77FUVf|nQp_RbS%BNI6HR~LD-gQNmTk4CM
zn`>SMC^DdcJwMxRnQR|kKEs2rAC5D^VyNE)m-Cx$c#6bw$8TWD=bU(PLKb4kf1T&o
zputAm2cHt&lv#E=$dXz;3&Xn2UgoP+pQ`iL;i`~UT1CFDH`OSwUD)`gz#Qi!1L$jA
zcHN~y;}m6aowE*COEdKgSOA^hW6FuE&~<8txv?XOHLf<@{~-u%kahKtHNn@Gnr=JQ
z%^)gHTnE~^b)XERG&Hg}bbyeJMwh_t$%v4N5uG&EA(l$9<-!9nBaA_8KLE1g#Hf$u
zuu`!dk@;__d)b*i8?oH~TyJMIIR6XCI&3;3M|UjWzoVs{o8)j2L;8pV>oA$cjpJ0a
zTBZ7*Ip%aB#ZQJ`RkjL@!RzUPzNYa5F#N*;(ioLoN7XAf4<j2NiS%kPqN!LK2ci_W
zP{Sf4Km9zD)MQi6^S4Y$G1|*#@bypqR2s&)r!}rlz2;tu@MXP9?i2RYDA#rYf(Goy
z_+=H1KIJ4%Pz_+}MIrJ+U7QScfK}GXJf;A~LJni;x2U9=fNq3QYq<2uQ(d*9vE<SZ
zmx#x<DWhL1ZxGE;4&ceeO=YXm(dw+@#5P>_u(y6(oxIXAna~*H8k&%S^Aqkb;Xhu!
zq&FW<5}4nVLN5xyCaplvA#iM3YwrzGEnH<wDB9XZI8w9<VfU$s^dca2+odoJHJI0l
z1K|?!8Sr(@2K^X*#Mve4`<iDCrJ4i-`~k41YzFa5rx0O>O&*mNXgK$A`KkLH1DZse
z;Q>oAEI~f8<Y`>Jq*1TLmGzD?K+5!NIt7Y%e0{$;s)6IWl&6qa9K_5mX5Rzard&xZ
z_Wa=7?VXDkg?=o2A6IrG>*YeV{J?yh`V4Fufj9ir{F)j-wVsK8KCT|bXuDGt;j$fQ
z#Dhx&dY-$(|0p_T$&4@^cGOfmeL-P;;cn$UJmgRo_sWN2zy@|9ETY|+L=UMTy$YI5
zsYutDpAmspgjM?RE2?U7Xw@g%n#H+(Ee)H)jiRV+Y)MV3Mgz8W7LnSOMZGo8Ph9df
zxLk}_?!tb5>rfglXxxK*oh3hP03IC`p!r6(eR0oH_p$NXNPSGMaBYB){#`pN6($Op
z+`vAVGav3MlHZ5V#;K1x0}hA05$6;9FOT_+mVa9Jr;vO^FkbQHBCm-xYH~@{`o3O=
z*}#72MJ`^C=sc;sB^>pFmi0h7S?&p8i+kanFw;WGs*N+4hPe2FTG``)m-$oU*=}7L
z|JT;QtIShEzz)u46Y4o)g`z*2lT0LoqjUq{+=+V{N)?5g!x(ukekJe`tc&FDnnwkq
zaI}FCvR^D;MLE%EJy(pZFn%tKBRHyM<QDnPW7X26QSGcsvERaA28p!C|2fkY8K0QT
zv~OHo&)H2uqzA~)AH-IWvhMY%#PwZ=bNG9CebSR9Fa;@!G)0_s116$Uz`vHVZ1=T5
zJOZmsd7)fwb;2hu`1}SKUO40F+r^xJ-)ZJ?*YNat<p7%~hQ76|^jRB=v#h(87MTLu
zabs(asob~0bDqEM;xk+t`^u#TMVov>Qc|x$XgqTX+!(-Ko`xhXk5<(tNcaKv-x<2!
z7ccvh@;Mlb0^s?Ec!2w4nY)&aPs(j;Q)pH8jq@9N;`uL6<}LvV>M_^(4K2wlV!@(5
z_k8kak^j7li9Sgdim`c#mn5A78uUM>YnUKru92X0wm=PU;^toDN{sI~@cz7f!YwwG
zq(0XIZcC4uE<w3e&|ZU!&zQ^3rm*{Dxkhs&vXgp6fZnyZ@cU1Sy`EtEKVe_VN9VG}
zRS>S>ITLg;aqpQ@MG*p0tPaLQHCpJLSz0GCo3(4*Qu)oQkT(Y(+Xl*rN&AuI6PG*+
z`^>T50+Gu?QFQRnM0#O<6H=(ytJm6DS-mw5*9EmG-73FaYBs9I7Pgl0V4o5*m3XHh
z^KL&cVcnO?Uo@JIegH&8Q8cSWY!Mfa^bi7g%z<m-|1j4`4m!1Dn-7}myqr_`j;|(4
zTF&iT5EqJ0%c+AJOK8dj(<xO8Tc*#uTQFFOrvLX~W<qw+j=?T6rhG4O4-Mo57{A=U
z-zT$~^zLA1cnU`H!TlL<TXW;X3)zj`(!WED=(4;GL@!@*f%&0T4a!Gcr!8qUH6aCn
z)<fS^+(eH?7RK71Wbu+1adUU8QBM`|AqyNKZ6kJlSKSJs<r$lljZ=z^diNw+RR>&|
zKk-1T@9{PhkJ8kGG@Of3<ESKtBd(5a7WZvY1M9Qinv$LSk%(REh<BkzDA0usko(&h
zdg;-XSf)3IIbc|%woFUK@b+gqmF!qqQH87r@t9yZWa4+tg`<TlWC)~Rpts7{_e{?;
z)UBWy1cHF|P5GpL!kg;EvSy*HvtdDc<tLON-v&3y8=uRqL+<J7VnBS$e3>gY%%GAS
z@EnU0R(0!)$SZg7l#ImQ*=RFk>my}W8<zH7W;k_v9hWJ)Ft_|Xr4NND?*;B33Wfit
ziWV6<)8SF|_aVBH^`QCJ?(~wY=hjKCI=MlNUu#4ZD~Ng>B~3XJWe|FEt)tNeFHVOk
z>UQ8G_yJv|+_m;zS64N5Hcna8ET$A*CaObnq+q0h&q3FqRrAbv@1UeDQsSVqb`Q2D
z%Ni}(JHt6=ici*|p&I)R#x-CN4ywvQA7iZnc6(Ubvm;Kwe^W1^82EklauQz@6<em6
z+95BnJ}B+Bf>W5ZUa33Se!<3`_l~iyh_H2h3P}3+eL;;Q#<xL<)#0tPb3WYfCCz+G
z1oXfGnwtm2`2%lM77jLE$gcPDv6n)UilLbJ`Wh6fo?`?mf>KGMogh;byAZ;xPnNQ$
zdE3n`@;~b$M~g*D0r-X0*;_n%>Ye^3QI8iknwFSQNGWhrIlCw+OCxKGO8un_FZnK8
zz-BEW08Ny58jHUJ71axgl!IL>tW-bPiZUGM9z{R4wvXuz=I73~n&0@r)=y}vHmsU@
zRbRdnC|sE7$GL<=Y}g(<PPIaFK+sV?<}uE&q^8`Hqu>CzvPb2leI*!6zuFrmZVYTZ
z)xJ9-RJXsPa&FtQWQncpA??N95xc9vCicz2XGZR}ACbN+*WoEQ(N6AV>yJ3+yGf`%
z^GY&fqUs|n<+}06hru$k@O{8JaGtLz+n7#fZvz)**;Lq2i*u<UP>36Bwsv`p>=XsC
zK4p)~`xgBKjA}X#Wp)~mZ3;#Q?<k6L5<fkF=g%aSOTjvQUA)|4>ywG^<~OF<RNmZF
zzUJ{(v{V$CwmU2Q^0z8b&8)`>+I(o~L=)-5K6=()8x?t!*EcdhO3^`3H<%QVfS5Dj
zQsq@QU|_#%X%F%7g7E9`J_6_9IKa6WE?j(t;8g$7mt9r~Hh#JA!vO)6Le}Gwt99Nk
zTx1V3T5xKkaM>?k5;k~~I`XE^R@NAJ`ZQZ&)5nn$$`Jgmmtr%PusD;eSjNhyXzipl
z0AHC)5^}~EW6O6cx0H{?p0&49`SJY@u8m+J6#NX5L{GPldoya2)EpxOzYjhL^QY?%
zDHQO5sMV%DlOT2F$=_AykBS3@BA~w8C8lnAu3=jEbOdgVcRb2`*8Rp@Zy|lO<567x
zAvK190Rgi@shT6Af5kEQm_^d5PT9pNn(?#aVR*CaiVIs&&THY&52|YFNolpN4G9tl
z&5Ojgj!IM~#d6?)j(}A1?8^Y3BzcA+_&YRn;F3|YBbOyO{eF0~WUB<~_Oo<##GKrj
z00)BG%##ebt+{xavh~gp_O=e!sP)}EB643|B_Q^!p~VeKbGRu4$aUR6B4T|H-P0t;
zD#wNI1GL$B`FbuwINQy<b@Ju8eZ+?)vcucWp~7=Uxi91ES^FN2k7HH)Km9rWoyy<)
z>uYMUy;97;=C^)QIp4mN)enWg%QiQ%`Sr$vc&PZ~7^DyBIA)j{sb=|-0OnvW%}Q(K
zgGHEXh|coMgb0?8dXM?Y|B5ZJ!VXwx<(30nux@cGQ5+H2OK=i@Mf6glpvh(s!^O$<
z@*VWS5VBo9J`>Q?+u2V5I^up&MMwEgJ8NuQT2%fRwSRUEXo6U^KQn&wf@2k(ZpsC5
z9Nj5I2JDFn*>{=SlbG1T2a7Xp*m-uig>!JARRc$^)zuH6u%VeZ4r=AHxK+7|Bk2(K
zdrlU~(fdA%yQNX(R=My7&42Q`Yp}!v)oHf&gplBk1{}La_}0u^Z^BORjLbk7cD(7X
z_4c$&r-24Ay>E|q$56_+A4Mm~HIrAfyJ-Gi8Mb5lz6-!a67*^cWW(0qkm3W-hq(B;
zRn{k=wG4{Xii`1Dm`N`PYt1zZ_XY*HH&dzRYvYvhJ`E@2aJ*j>wPeOufqC@D4RPBM
z7ZHWo2t;AL)*V6qqV?#Zw1|1|uxwzpNRiQEq^j-VuK3hffiSQEPsFSQq;>oJ(OER2
zHox+$&KG{E?7r5NYUTPaa$TTq9e2`Xb@d)#zfNG~@_fzaF~!^swe5MJy1U?m%ESvV
zIb7OOojR#%ZWjp%0VIe{6p-1Q9HcPJkEkvKvk1@S@lMPlSvs*|=d+8ShJV@;5vtY8
zK`clO<@+c>PsKF(V{BtOZHs22i;D;FPZ3>K7mkYDFYsnvUexI=lTUg@2;{}*;1dDk
zLFXo>vm4*L^PQ!5M_t&(EbUCm)tbkCVAbTVhE_rEUe;S_ZTk^>*+<A{*l<{?r*d3*
zXjy6mYWzca%FS_jukRdf{}g#>_f?BT*^58C?A9!>wUl-DZco0;SLXUa86%vdB?JY*
zkR_G!@s&C}*gJrgW!99<LMb!R>cyOcm3f}xe8rR_AT5qqGPa2is<XVh+{5A0VSb$2
z`1V%jd?&C1T%V<m-TWYneb0|H%GM7OD`d|2Wn}fETVGhL7O7qMrqBB`!v(lkNF6`2
z;hhReZ`N;-kBH(Q0}e6L<g^QJ>qyh&DvCz64c*|qsv!%Q1{;Vc&$+4W%PHptFwW2d
zGdPN{at$a59;?qb%r+fyFR8*c0B^|7WL#UaBJYzGPeJcHGEWCt1!my+{MX4)qe`V>
z<53O4yjY>#E|!3<0%zDCdkAS80R}@*%e?3)R4wb~Wf@CVU}pD%R@o#icBY<Ra7VSR
z!pKOdAi8hLB6o-?Q#DYlCN(wzZu;I&&a385sjbhc^{rkadp@BNQNhUZ6~#p*^~iZu
zW3)dvYb?#uAafV*A=4?m3y8*3|1uqe&Qoe-_h{hF3j0OPzK+#7$H-!Rb`TCiR&hS{
z8sX$pL#0TQkEY|EInFzTN>|TF76#e;<R^gdg(aOsHJkmW50W4X12U?$-1qqhJ@agW
zur*G#@kHTU!}XRdWy5<>bqkjmXsCGDhI28%*QEnKRkuCrC*jl;eClW);7Bl)uQCzu
zyfUVML+2zfSDM8xYogsOVL*%pBEJNO!zya@^7{6^hD$<M)OocatamgqGfuqsRJ$0`
zK7InCxqc#7EU#RnF1+4&^}NrBu&(@Ak0Kzvqzr?68US*wWybZFq=t>_F7*RxVsh$r
zV0%a@hg$)7+XDnY{o6J8TvHFDtILlKV^hiIbw#_*sk)1Dy3XvXcW)8Rj8;e$ei|67
z0PVV{<P?bm5OaoEuNwm1HyWU9kdf*Cxvo@`W7iv`okZ(@-4#sf`vt8?SG<7wpzJC~
z@)1x<6^<)4gpoJy(^5wG*NFp7#^|koi^#SCsmu+EO2OCbe2;`lZ(~0m7lcK3-EmsG
zX0qRSrB2c%7)!*?;0JCM{-Ag11M)Zi*A<VCeX&S5uf74Mfx;sWect2moQ|NB3C571
zb+jqeq&LuQ07yOmj7lI3YB6;(MqsKaEm`M_+j}@>mzoUPsM+rpm<<vtNG9>cs9k~8
z)?{a=nCmN}{*ojVNM;W0a%symhvT7q#ZSkO1-3QfIg|EBN1J=h+;@#SH!ac7nlgBO
z`L}O<Ph>@(rxfkj*6X%%x^+ca-C!b;ySQZejnX;>tuO0=EYL>pvPi_T24LP23qTks
zXd|gc-ivsRcXyZ8fidY$Ge>gZ(XgSoFH4byyzz_{JZx{gd4B=hgoTCf83GspE)1&F
z{89=#e?_x=OD1s0h%O&AQX5?jM$xgbBzPaj5caf9h6glVbUtcSUz+pHGOCK~5d3`G
z`+b4{wg1(37g*&}b`VqkTVKYL*`=p?x-b|61%hv8YV#m>P5;KI!OZd%B@|At2KjM|
zF!3>)G6C8OF)ae{M-SK;*BEm>53;gY-Smw5`OQYIb<<GUhXKWK{?DtB?@P*#@9Gol
zQnZMaPyou4RX6u5V|QXkpX{7nl9~l~odE<7khCM7CJfyB=#-1Y*#&l(>~Cf{c&{}w
zZIrVB%K{+EH`!gXeQMzLW%H*m7C;ESA(JT-(J^-B*ca+(;R|^(G6SD08xm_Cfojuu
zn8)r2xbyFRWt16mQ+7~OeXFQ=WrB*}Yu?$DFPBmb^b+|~yi5_MoCa#v0}am(wfK*j
zc6n#vvY#jgw2_~kE`S|f{D7DCI*yus1FR=LHBjHUN6X0Iv?*TEaDfkhmKu^k0A=wJ
zJmcSu!qF48AAuYCss8C&HtwLx9c@szKZ{y@t6sePzw)3Ba<Yfg;`2zp#u)+QLIYt<
zmE}7C>GYg^m$kc7<Z7)EQSJfKC0d3D>9=x#x2#!-65D19=tF8R9NjIsq`Ym12K~_L
z%us6uJeF_?Y`3dsxH*jQ<yWI)-(JhxYs8D$*Y^F2b;|B%BZcB=_xWhvUY3IIw-4d_
z$)iJw<*p6HYh>g#VxD!&iV$!PwAf*j0l8^}tXPqOZl0<38eF!mvrAlUSfLmfWr1v`
z12;yooyM?T-+eV7DW81k9fA2diZM}4T1PLix7c_Uj^Wc3$a!`sw*%X=ZisfvK*FDP
zsoeCH$k>OFmc&nQmD9{V6W^zjoa!psRlCp)z)#q7K2OnFJNIz_=OwC%)Z^59U~uD!
zAqHAldMyobCDu)UzKi1}EEIX1JE{h}P3_YgmKKb)^d$0gfa_x)Qam;xUQvP!Mpc$1
zzq*Ba%nVKP2iOUDnR7TGS&8q=$;o+`Vv{-7k{=~$4ZLc0Hsk2%B}gtl4@fjrE2m5d
ziuop?cR<sVGvo_OGM5}i6xG-o`|G1h{<~Jj<9IpZxG@kj7qV(j4y-wXQ4|MTgQBEw
z^=D<AdwWM$56;Oohg4JcheiR!gn;?WtCq|Z3MUAJs!X6Lq6_CVAi4l<x~vWN#(-7C
z&7;R*LX6!eu0Q%Y`-Xcr=FHhrono`gZcp^Q@97EeRhxn{KE-qFGDv_J<LnZ*3QFyO
zEK7<7^XAGg6VgHHQ4rZIz!-dtYOG!V=JfEO>cD2r0YXz%F&0AlP4PtrckPP-B|2_Q
zs6vd`)3wl_Q|r<YVS3Q?+GJs~%a&aEBHS@Fh?&lL?r|c=E)2EnQ>Sc19JnZ`BcN<&
zjMr}%?KKVMFN?iJwH>J>T%7;$K7@H$1Bw9*fZl$SKW9Mv2@;8X_4VJ=7?As<gGQKu
zxGFvn#q=~uq8}n$hy49}?`$$<j=bUvAO#B1jS@nhhln%v1EhuUz1ra?#pBKszj_H}
zVB8JbfQ8K^TXG4X->~<AgyOI_)94813~Y^RA~Q_^U<L@dpR`rYjsmL?U31)G2#cs9
zkobzD3Ao~7{^D9Fk6QB2*EDC>_tv^?76(fbWxXmtWu7&arKAe@TZ!gT9mp1B)+f|x
zQToR6jw?<FSd-Si*-Q^sY*8Y|lBQ8aM&-f=aIvKD+B-+R@AI-q^RZmWs}ygGC%ldg
z{ilQj{nF}nD#<)Wf?c_7D;e+tezxn0LxG=+!nQCCRaK@JrmwFGwF;=J8POrOqauz8
zUynO>lXhN%`KUF|ty{`&V;<RuQI3l0Lk)fnyC4}bhF>oc&2mf|d`hbN1XDj?0*e8I
zaf%-RsLIo;<pBT&@SEHZHk%alAs2%;j-K<y=U9Oe+MP0@7V&?(?Phw_4E!V=Ao}h2
zw`ROjFFt=TvzrCHRvu12r}EErfAw*RV5lX0P|;&sJQU^L)g3oWlF-N*WgU`|X)sn2
zem{k}EM%MmqMi6}-1wHPz<R~FN}&tLOkeGrf(**qo(L|bj&V&*&7!3<i?{!G7SoYL
z@{_nz@3p$y4t2l6vVP+^0pk`~ejpTbVS;BmI7t-)a)^Nsn>wlqnCaTqn*J53;vnrE
z0~5=!@dhUkD1JXP7jKW9zXG58rq5~<VtUm)Me~uTCx(*ywh}<OMiU-@);A#Ebay_2
z1JG$j{$aYvAU;T|zy@OZ#+Tv6l0`NTH5jPu-!btNHKeEKJYVfPQ77d<ZM7<Yp1JNm
zP(**u!h@99-G|F3!Jqrm&Qj*Uv1n@4%Q0UNR&h2?dgF1o=k8QJT~HykZIVn)<z5f)
z@0mXWG$OtpwbcXSU7=s*Xm(ec=sU+{y*9;q4{OFRrcdTyST4MH{`>b#DR^Qgl6_5C
z{e~0!4?3mxL0m?1|62MsmL~q5M`=BI)5xiEu3fmnIDLa&4edj61@VKO7>Pi%%9C=l
zZKkEy|1CW|)bYk@`qbZ^u^lc>V%74f&-tGiE#vk$d9%{8GRE^0$raE9kzGy+_%Jen
znzk)Ra|48y8sS(eic9}q;AhG(4<?ZH0o_cq&syd@7DsDvPg3Mv7vniReqW$u4KjJZ
z=+@yS^gV&v6%Q{F59HLFDFWjE&fPN31g@ya-w#K_MV#2X>VQo$<wmmB@9kWiKn{I6
zX&I9G2xQ_3)hym=Zf>3*FtY2HS+1Qbe{gv7*w56oyu!0uTp42mn$(H4W@(T<q~PdS
z3StORAk%(s*rvE21gZ<l%ggheqtpykb`IwGAnk@>akx=xza>^gjc|$T%i8MBuPY!J
z3FIUf<riU8A+Z8I({W}+CFZSnUD|{wzqfpWorU75E%eg|7*S`IMqK-^-^_RHFE*3!
zj2C&tF5}u~*Fesin0UsMLg9B%jm_=UpA(jv?vYvoFOtW2Kq|%5TJ!3y`j@jH#<FL*
z;Q)bPJKH-3@)WIPVJ)7SsrB}Pl;4~^1;Xau;|&STz`+5mmpf%n-HCr4Y+6>qPPhYI
zKNT`8lGmN)$amjULb!J2_|c(0`|^a0Swm$BV1Fu6l%>f}NimTT=DM^JX9QVnf+FQW
zEaxpbvn#<sJ%3CcL`{O9D~+do$8Z&~2y0`kZIs7JkO$rD^SOmG+@}1b9nCGlEC22z
zXav0cGJ7<P2QMd_j*bcNaz*;+NCGdnuN<AU;H5X+(PslM<^EQq;N|}hfA%z>CV6)*
zjn>2@B;<k(vyIKd$||XW`uK6<QO3dN|1EI;@AY}Ot$05-c3mDT<kQKMnl4EYG5q$m
zsfm$+;f7s>4Nho{cIoZ^%@g+D3;oYqhtu@*dLVBr<<FpRHTY5Uc)5+#5`7NLwwM3!
zQ0V_NneKno_r_N&56@w6(f;3EV4cHdczD@a4v{4A^8fqI`1OerU1?Xl`mU&M(@>|#
z*Z>4y%+MS2fQY|KH=q0@qQ@y&ntWnn+LM!$*2Cqwrk?ZM+&ny@_k{j{HJ(r$1M<!C
zAAh)b=JaVzknSq(zVfWlq$bwE;gV7~hmNyz`Hrb>zOJC2TdS4JJhpi^!Lc%};b0%%
zZ?X;pNu2{AfvvMU0fef?{8w1#PO?FnWy)5C<3j5;8<m3HJQjrkfyb2WQyLnYTwuPi
zFj$gVf3WX0Ju`FXhES=)l;Sz&+xHpyv~M49<m(nDE;StZvP(PuE8@^((+U!_AAsmd
z-N%pr-SOzHakB$4X8t9PJyqXYTM1>|a=n7+kx#oDg!b|A@q1(2_g>qyfG?>8a*F$b
zyFw92`Mh=K4%XW)-=HjOsh)%&j#NiwNYgeL%Y`~b6xHuqlR@OB)#7YJEWvxNQ<C+r
zb51qfTSMHsPZ<;+w-4NvRaK#No*QCbo3^4WZ$2?HGNPh*)bmuLZsuv{Mpjc&0V%nt
z9wqB|yN3B7{-S64K%v29_xpRq3@LuK^;;zz4{S`*&V{fp>)=e>Qar9XW0W|3v_sh>
zT~)@tQ&t0a!7hjJ{qXbi^GAf)4)AD{TXl0-SXfkJg5@lFv!2ep?Hzh)Wo5HI*E6#T
zYNS4};;%2I*pW7HW-h%?B@?Eec{@Dw9<ub#eP&$CS{$`cCJ|aW{hVDSeZp1^=kVxa
z>4Y!aHB}GZoHRruQg*iDFL>)$*=OvqEjbXSYzJ@qfJD%lIQuvg*90sUD+b(F*5syI
z!zDQ{DaZ(Mdand<_-;>%ZgwY2_wJF-DaZ@8Yy^qyv}n|Od#nZj>+erR39kb&$l}zL
zi=!Jz$IhJE%MzeD@uC*o`)UxwX}gr>x1Uhscd$PKGNq?<+EiRJz`eb;)g`msF$%tU
zJ(;vgY!3|$6>rT3*}Ou8G~pykJ5z+U^#ThC_#S9E8Mnpo$0a2s%tzKYz8Eft&FC{1
zUz>6RkF&J65VqRM%IP21rI8=ZRS}?uoK{p&n7+)fE3g$Vzb`el*&NJNgEW(>`4PpF
zRGb+fA3u_ud__&`!X3Hp%*@QrwF9tPW@<XO*$SQKu`_Ux7X8dP=qLE!oek&^r-Kov
zZi6kh;_%6)z$B6|I0sw4JuPC-R!gxSGX<f{BZ5Yi`dh;KpRY<vNlBr>BCl=@V>ho2
zayJg?J^+-Lgk^Y36>~Am)OLcX)t$>itZ{IB<@DxU50@J#7<c5Bd$CwYyXxu7YrZ;p
z+CMtKe}5LD_GtYKozk<uIu^gj%yvO7QmE|g8jQ?m^Ai&xB?fh#;<L>PP$;y+;nmOd
zfE^_;bH-i2y^y+8J<GB7fAn_c?@;e=Ux#xzQSnF&s-ts|wI*8#Nk&nYEJ?PKnZ{T`
zIAbk3!ibY3yX;zU7_v{4rH(PSLH4o?#?}~S?7sK(`~lB(J<oML^NVXP@9Q(4`F!sC
zb-!Nsdp`H8@>Xy*H+$fHSeS49F8lpnO|61128>o|HKjMJmTq{3eQ)CJ7#@d^Ke3#4
zN<z&o(a#<j2Xhq7BLEJY=rI!bD!y3jez84J=~C+0Kpq|s+uQLaMRKe|W!XLK!>g&g
zEA6LbPt#k=j!cRd0+7%`FdeDWi6s1)ezBi}W6LN-QaU=LR~|mvI(=>KKvPpw$x=*b
zAfrXJ(xvTS2>k75a5+CqO?4}9m6*2~hnXzt;u;vmQ6KrAy}DlNmn_9~BK!U81YQ44
z^bU0TJ4{Z{04_M$PiPU5we!N>C%Pu&-KzEB9ZX!=!ozQy^QC%|EXyq!)AUbWTr;;6
z4J-;xkNO6UlS0zp^zvkqxE}<lgzFaWepfl7{5VJqzOuU4n0pDoubYS1;bL%LoCOC-
zwFn)QMXW=eKa$6D0uoy7{U@Zd^AkOK>{=4!`vl!{BM+RhQ*hQ2^OlIPJ7y_o3@r;y
z)dqr8T4`1f5!Jjdqi(;S6_=2}m1IZdSm&Y+_-43GGDFD8NLpYH>#wlbQwT5#&&QS2
zL}trfXvKYSPTykw{Q7#SV@Gv$GGhoS<C~~-ll2xy5}#*fZb}?%tU>&hGBGjnc0T@u
z9vEQ6BabL+tS$^P!!c(X8DpVa9>m!MMq7=y_Z@eMrbob*QVDl*XZLKYC*!oq#!X%g
zYex#lJL<uJdSeJBy^6^S>EG7xJ`<yWh@A+*DDZu!TAHOiTnOFSM5=mzwd$5e6KW$F
zc-`C0e8i$0i=C16m5%ilW>>ZWnj!tWt%ubRjX=+F<rx$x4Cg7-wyxQ*ugaZW7;6~b
z4k@`{i(-W{s)pe-$fp)#C(dwD?%2DCXX&(VIYEMJ8Wu`DKlWV;C89MM-j}Sj2{8mQ
zt-A>5fIO8HYn+NQ2TRY_G+rCR5hWPio3#q~jDsSAZcI%?v2W#RiW6T|d5wG898^cg
z)o;?@>=zKA`gZDIc5-+P+p5=9w>M_8Ho>QSZLTmYHSDg0%G)OoDxb2>-uWb0Y*!g`
z%e!o6i=Aej_T;PNL$?8BPdTPD(}Qx%q3rfw;B}3$@lZ!MvS+(Lj>PBexg)Qns$K@C
z^Unck7Bz#(KYN}2$>UxzxM?y2z=4&5j}?+sJMGvw*wWU9`|{5%8VfXX^HdQLhS#k}
zfo8^jZG6~j+=2c+L$%Aj_XOKpkm7QS2SFpJxKMtZ8>t~8R`t6(QGe1>Fl1&}yHeG?
z&Cw`ETN;Dp%5%`P_{kmerS#Lc!tq=Dr|O-5nJ}*)zBzE?#tqu~2+&m80{3M5(MjTT
zq=cvW4?Em}GbHzR3PnA_E3c!*UlPE+I5}BN$+7;6z^eOTdCPV^68*RTe1FFk5ma~0
zLU}v+u)B*Qho?)MBqa~?iz=%Qw{E3<TU|5S*VrpI7(L(^RJ<Ym_tQCF_Gmy|t%+xJ
zKu{yE*m$VKD<(>C>8a7NZi7QQQ*>pi_@}!rZ!uUhO$|*Df7R4VHawgGzN}^l1OnY8
z{U^oH1B{pbw%5H?x*p^R3klsC)xF8cx7><F_}o+KnRW1*?=Pka(7_gA2g(}y0X2CP
z9gN_V##A}hp4ak{L7x1$?t}5&{X~r*;TEf*o^p2HNi`KwH<g5n4=1l=_v{xk<on~T
z-u{T$p9A$3qTC55R4ig*WB*I8^1|ibUGwN7MHSV#_}RXdZ?$-e?$T0Gr&mA*LMQ8x
zB2gPdTNp(6qbY3C^86-r8+x}ln7ELl{2t&Q_F?RLCZ*l)8I-lu7tU=fJ<0oyM|f_%
z(KlWj_r2Zs>7iSz9qLeV%XvQm+qQXoYGl0KfK@^3NlBXj;?Q%0M@7#L%f2-`$GBL0
zD0+WReG^cY1nqnjrUQb7I%y^CT`s=QZ&-+WSH@C6QB_@?wk)b>>rAuGh;o+Foo(^C
z^;#Akd8A#OpcN8?yL<Q33n685ZHu}<aHZ9>ib9;AqUtft(O3b~Wt}4PD6}i%*kJ{u
z0@Dn;XD*6N+>OL-+wwb??HU68976>4vDEM<U8>EURGaR*3`mo4%t`TxJfYkCsO+`<
zSz^fqnG`U;{XFxcY%}Ixp4@w43Q2s1#MtBudms2uO<DNREy*W;1;t&omYrxCTr@Ty
zP{ntN;9+QMyhE*3bR$?C?H)aM5!?g9hSeE_rfPFJo}9oOb+0J)?oJ<V@~ixZbYau8
z*%PdZ&55;GdQ4y+GEJVuI--v~`HSJJjHU?Q8FtFLyCioXFe_Z84%+@P#Qr}hBfd2(
zl**b!lf>+pu_MS|AB7MTj~%r1{-EVKQf;q+1$I=Mar~#4?;enImAZ-7qU}nblVVCL
z7{P}JM2O#tiqGoD#8IT^%@(7B+7`K5yT|1Z$iTn$$@htNUM;gX)z}=8cdKh%U>V2s
zXpY^aw?Ws$*M)qyS&W;XYD2z9(5nB|p)u}WrIY#Q9z^N&oi8sP4VNDQqN<0X31}a1
z@h(}D>eFdDDH)kFc;Ws_2Ovl#P6(6mS}^{e|0v%8U4dz3iXk)Mf+CSnGK>5utIO4z
z5O}gKxlH(K(!`p(SNF~~*pQRkXIkTqrfss9oro@qKwi<)?Xwr&2gpU(CW&|437^=l
z6pr}CLRS`TBl7U4N+E8lRMNkC>=EDMcOjc|g>#=}v&iG|$Mr}uZP(FGp&PDs*1sV?
zYGe{;J&%>TCS~+Lo{bmekUIOSD#4EO92+n4qqK8)p9ArNbffyxiz?#~3F!BRn)_Lu
z*8;UX0D!TSbWJ5aBjIPK!MQwXJ|`PWn#;K%>oWmMBlaq<Y%`BKL?}cD=C-VO93-uu
z7WH$SM8=~`kP=c_JaC7QkNI^1S1)yRbkz7NB|6;qh}(Oy?kq~YFxf2oA+zYCge=iw
zOX=ST^AM0Pmq3k&25wBh=&hN_Op{1z?%Cucx>SCEIedMdSouD$+QXgCN`@*$N*$07
z1hc9ph+pdQ%#}SdkZqqLVeWjGLl;mB#Q_(bH!a+GIoKv{rpRlYRHM8CB$A1<O|QD>
zp-Z0}LGJ41crWyt>1E)g)z#Fdx0<h1Crj=1n4G#HV;?aiO>wyWvi2W<?O;TyAGC(Z
z<82<3x>hsz=zVlRU=61LxY{!hDiY)@3#QOlwvRWRbSTd&yLSC+L#d@oSuLx?+L|Zt
z`Ne^&O?TH~#nt4&OI-Vu8i(*6G<1>iQp_d{o&d6WDdLv{uP21`cVd*Ax?}$sGr3)Z
ztuHau={_qL)1~w-rNdI&`-Il*=BRTwF)cA7HKBey0&utE&u2%TpvomBnWmpDOM3ia
zFL0aD#{AmE?9|KR^#^{Fp4Qxq2^YH<C8BHPq$*8tWjX~j3>~|LJA!g9_mfjp`i>NT
z^ldB543r1Y$f<a~i<3-Wo&q7hmOatFFvp3Vf}X|P4X1Al#7-8~ih+;L{1s^{c>B8&
zNj`e>b9i@u?V{W<@X>*GM1r{sXUmc6<k6-d%?fjPK%Vpd<$azXa`*fk-;WKW2R%an
zEuiy%|M3$aE@Pt~1JJn=<9_T}{tpKzQUKV)ZEQ|GGh^ZF{^A#XH&T+FE!CGRqF^&M
zSqEKfTnK!Ag%lk8rDp?c2)8xDqQ5CEu)}$JQkrHW4(Zy?8-S70`#(4<mL$EKh33Nf
zl`nyoMh!It1=KC-?QQ!8E;q1yT11`fpG|UeeeIIvtW_TMANIh`P%^NC<*tkG44pUG
z<6(u-!m|BSU*Kt*)nDQJ6`4Tzerl&GD5b>D$7wHBt3vGWEKLHpyb7<myl1AyoIHr&
zJ!A?c)rnK!hDOzsKDI3rrWq0%o>yGj;yT#ctS>ITMHaa|^u9MYM@eO6$WiaMqZ?a~
zj|CQ4dr-d^-K_IpGzR8*HDrr*)##|7mDb)ilT)>{zklN5>Jo`tNNC{VIxi}5+WCAf
zP`_Rvvl*cPT9S_<OW*HmX}G4UVy|h@l3iH%J)>jzKRAJT6hHM;^UFfto9i%S)H-mr
z+o(4|+N1~6Y9c^y?@}mkpyVnDQWI|8gI98m;!V@kJ^rm~puc|8ld6XEd5M5t#85q1
zkA?3x6wQ}1h^$y}0VZF}Lg+6*yMQ^4^qKl}PFS6#iC>vog&Z${w7LK7cV4c>y~muU
z2({Q&eh<zxALLpU?o-8k*Hs~B-S3UunpYfZd|WrbMjYya{eYh9P9e`dNgK2Z;Np^@
zHfOxX>Lp)$e)&gg90OGY3-oFZWZ$KD9hPnT;%ypM=<e9Pj|cEccNu;yBG)U1W^Q^l
zJfF`-71iDQ_MswpW2NG5cTT+rAY4XpA{W;zA18$UaNFw){NTpe=-lL%ZQL=HvuxL;
zks7=V4X#Bm(BYdU@gXhma^rQiI>k9bS+^A@hCBi7$J{<Yq4LP&=|Le5WW3i14U_sn
zO%B<FAjtP3Z4?;5F4fCPPFhflh0V?(pCD9ZI1(HS3>hyoOY2DMEv_0%)gD-G2N^%o
z)A*`*tRbinG=mIpVVMA__)CAkTw!{GsqV(qDhOBq+2!h~1d|orA+7nh#1&T~Hb2+-
zwjbe$E4#A`-1>9-5CL_CmyUW5x-)pNtIOOw$a@E@=DR#^?(Oa<jLoc1#+!vfe1wH;
z^A2Iw0YS7Y;2AP4Q>HW*7k$WYz~KcZjs%gU`Tg8Xy01?Ig%U+!Y^`MN-QO8`7*S>h
zYujX1VXYl?IyUk$&^Z&3?Y;Xjgh)#>9W|%Wt;H&lDp56^EqMB)#fYD)G5Z1}{`t`~
z2*i@^!8g}SWBd$;#Wj8Ikb>bvhCM(;7}>pZzmcgX{v=5&7y1huJ}?R~V+aha`hH~O
zl3`a3w0b1nGX00Jy!AU3*xr?uHB2U623lF~rZ<a(#53q1T-o=bO_INl`<MIl>X?*Q
z-GbnFZa@%+8zAWqUF~vJ3?=<OEGq<kU)b8(dTv;?w##d@RxJZhOTmuS<1==3K1LpB
zcUTftvP%qWLtxUMat}feT*V=DW7=V*3Vw}!kK?q|cnix~7@W%p7`vQ{dSZ<0e|woA
zdWy1U4AS_y?$!d4T4<JKx(8byfqD5RFACsQ0m6$qGLr5X%xK}nv+{-nfXSb=i-Ry^
yQGY~_gQ4d~k^e8?3NZeEL+Ag+0e*YlvBxE97i%9Rp!j3Q?6RTh#gYro;r{`1EsBN!

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/greylag_goose_classification.json b/modelling/data/abingdon-all/resident/greylag_goose_classification.json
new file mode 100644
index 0000000..917fc68
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greylag_goose_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Greylag Goose",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "spring_detectability_peak",
+      "autumn_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.8454492433812375,
+    "target_trough_value": 0.1518011301051305,
+    "target_mean_value": 0.3781718655054268,
+    "target_amplitude": 0.693648113276107,
+    "baseline_to_peak_ratio": 0.2957007791504614,
+    "autumn_to_winter_weight_ratio": 0.050966608084358524,
+    "year_end_to_winter_weight_ratio": 0.3409490333919156,
+    "decay_to_growth_ratio": 1.4959546925566343,
+    "monthly_target": {
+      "January": 0.30421298468412555,
+      "February": 0.31930573535796963,
+      "March": 0.4960077677879524,
+      "April": 0.8454492433812375,
+      "May": 0.6774407313389537,
+      "June": 0.35286261078660697,
+      "July": 0.3034442966777619,
+      "August": 0.24899289266141714,
+      "September": 0.1518011301051305,
+      "October": 0.1583647876677532,
+      "November": 0.251005205679679,
+      "December": 0.4291749999365341
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.386,
+    "GROWTH_RATE": 2.472,
+    "DECAY_RATE": 3.698,
+    "SUMMER_DECAY_BOOST": 3.037,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.407,
+    "PRE_SUMMER_DECAY_END": 7.12,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.087,
+    "SPRING_CARRYOVER_WEIGHT": 0.054,
+    "SPRING_CARRYOVER_END": 7.275,
+    "SPRING_CARRYOVER_SHARPNESS": 13.147,
+    "BASELINE": 0.25,
+    "WINTER_WEIGHT": 0.569,
+    "AUTUMN_WEIGHT": 0.029,
+    "WINTER_PEAK": 4.275,
+    "AUTUMN_PEAK": 10.72,
+    "AUTUMN_ONSET": 10.8,
+    "AUTUMN_GATE_SHARPNESS": 6.285,
+    "WINTER_WIDTH": 10.064,
+    "WINTER_RISE_WIDTH": 9.567,
+    "WINTER_FALL_WIDTH": 11.619,
+    "AUTUMN_WIDTH": 6.726,
+    "AUTUMN_RISE_WIDTH": 5.16,
+    "AUTUMN_FALL_WIDTH": 8.256,
+    "SUMMER_DIP": 0.124,
+    "SUMMER_LOW": 9.29,
+    "SUMMER_ONSET": 7.585,
+    "SUMMER_GATE_SHARPNESS": 4.088,
+    "SUMMER_DECAY_ONSET": 7.055,
+    "SUMMER_DECAY_GATE_SHARPNESS": 12.868,
+    "SUMMER_WIDTH": 25.072,
+    "SUMMER_RISE_WIDTH": 39.901,
+    "SUMMER_FALL_WIDTH": 8.653,
+    "SCALE": 1.048,
+    "YEAR_END_WEIGHT": 0.194,
+    "YEAR_END_PEAK": 12.114,
+    "YEAR_END_WIDTH": 81.78,
+    "YEAR_END_RISE_WIDTH": 155.184,
+    "YEAR_END_FALL_WIDTH": 8.944
+  },
+  "fit": {
+    "score": 0.184
+  },
+  "warnings": [],
+  "summary": "Greylag Goose is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around September. The model indicates moderate baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/greylag_goose_consensus.json b/modelling/data/abingdon-all/resident/greylag_goose_consensus.json
new file mode 100644
index 0000000..fb69e23
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greylag_goose_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.184",
+  "INITIAL_Y": "0.386",
+  "GROWTH_RATE": "2.472",
+  "DECAY_RATE": "3.698",
+  "SUMMER_DECAY_BOOST": "3.037",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.407",
+  "PRE_SUMMER_DECAY_END": "7.12",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.087",
+  "SPRING_CARRYOVER_WEIGHT": "0.054",
+  "SPRING_CARRYOVER_END": "7.275",
+  "SPRING_CARRYOVER_SHARPNESS": "13.147",
+  "BASELINE": "0.25",
+  "WINTER_WEIGHT": "0.569",
+  "AUTUMN_WEIGHT": "0.029",
+  "WINTER_PEAK": "4.275",
+  "AUTUMN_PEAK": "10.72",
+  "AUTUMN_ONSET": "10.8",
+  "AUTUMN_GATE_SHARPNESS": "6.285",
+  "WINTER_WIDTH": "10.064",
+  "WINTER_RISE_WIDTH": "9.567",
+  "WINTER_FALL_WIDTH": "11.619",
+  "AUTUMN_WIDTH": "6.726",
+  "AUTUMN_RISE_WIDTH": "5.16",
+  "AUTUMN_FALL_WIDTH": "8.256",
+  "SUMMER_DIP": "0.124",
+  "SUMMER_LOW": "9.29",
+  "SUMMER_ONSET": "7.585",
+  "SUMMER_GATE_SHARPNESS": "4.088",
+  "SUMMER_DECAY_ONSET": "7.055",
+  "SUMMER_DECAY_GATE_SHARPNESS": "12.868",
+  "SUMMER_WIDTH": "25.072",
+  "SUMMER_RISE_WIDTH": "39.901",
+  "SUMMER_FALL_WIDTH": "8.653",
+  "SCALE": "1.048",
+  "YEAR_END_WEIGHT": "0.194",
+  "YEAR_END_PEAK": "12.114",
+  "YEAR_END_WIDTH": "81.78",
+  "YEAR_END_RISE_WIDTH": "155.184",
+  "YEAR_END_FALL_WIDTH": "8.944",
+  "SPECIES": "Greylag Goose"
+}
diff --git a/modelling/data/abingdon-all/resident/greylag_goose_observed.csv b/modelling/data/abingdon-all/resident/greylag_goose_observed.csv
new file mode 100644
index 0000000..9d57937
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greylag_goose_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,14
+2,10
+3,23
+4,36
+5,25
+6,10
+7,8
+8,10
+9,4
+10,4
+11,8
+12,5
diff --git a/modelling/data/abingdon-all/resident/greylag_goose_parameters.csv b/modelling/data/abingdon-all/resident/greylag_goose_parameters.csv
new file mode 100644
index 0000000..5ed0d5c
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greylag_goose_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:01:19,greylag_goose_observed.csv,0.2195515476229015950623583115,0.33,2.84,3.924,4.827,0.687,6.55,8.484,0.019,7.19,16.161,0.312,0.337,0.017,5.2,9.69,11.48,6.494,13.196,10.297,16.096,2.754,2.682,2.827,0.087,8.07,8.19,3.841,7.44,13.705,8.099,9.604,6.594,1.032,0.332,12.227,71.602,134.925,8.278
+2026-05-21 10:01:19,greylag_goose_observed.csv,0.2754402138808587642130880144,0.41,0.76,2.26,2.021,0.289,7.28,5.189,0.052,7.6,16.638,0.197,0.639,0.015,5.07,11.47,11.33,10.032,5.375,5.073,5.677,11.696,13.224,10.169,0.183,8.92,6.46,1.339,7.4,6.261,13.422,18.648,8.195,1.31,0.147,12.027,52.050,98.87,5.231
+2026-05-21 10:01:20,greylag_goose_observed.csv,4.034661896027326619659036009,0.64,1.868,0.28,7.925,0.926,7.1,11.835,0.081,7.45,10.724,0.131,0.485,0.033,4.29,11.79,10.36,9.07,7.900,10.926,4.873,13.502,13.571,13.433,0.162,8.05,8.32,3.332,7.48,7.098,13.408,9.079,17.737,1.571,0.129,12.081,52.266,97.657,6.875
+2026-05-21 10:01:20,greylag_goose_observed.csv,3.072402766751471833539181250,0.493,1.179,4.055,4.738,0.533,6.85,7.414,0.067,6.79,10.563,0.281,0.227,0.024,4.3,11.79,11.03,10.794,13.807,9.296,18.318,9.998,13.15,6.847,0.181,9.23,8.42,7.896,6.9,8.252,9.859,18.12,1.598,1.649,0.034,12.019,80.206,154.838,5.573
+2026-05-21 10:01:20,greylag_goose_observed.csv,2.668859380488168428244758182,0.297,3.041,4.821,7.717,0.018,6.56,5.257,0.013,6.61,14.327,0.273,0.108,0.043,4.85,11.19,10.86,2.372,6.784,9.022,4.545,4.716,6.475,2.958,0.202,8.89,6.49,6.175,6.61,13.095,46.450,73.229,19.672,1.498,0.337,12.275,107.589,199.292,15.886
+2026-05-21 10:01:21,greylag_goose_observed.csv,1.101036984117124189343594240,0.335,1.905,1.204,7.868,0.926,7.12,15.803,0.039,6.97,6.748,0.069,0.333,0.006,4.48,10.96,10.79,10.791,6.148,7.044,5.253,12.096,13.542,10.65,0.059,9.9,6.78,7.584,7.23,7.982,35.076,53.739,16.413,1.133,0.255,12.087,99.545,193.868,5.222
+2026-05-21 10:01:21,greylag_goose_observed.csv,8.853327687014641539038806584,0.292,3.307,0.935,1.06,0.058,7.68,4.627,0.007,7.5,12.676,0.433,0.05,0.04,3.9,10.78,10.43,11.823,18.000,17.637,18.364,9.227,5.227,13.227,0.014,8.08,6.94,5.227,7.5,9.524,32.602,52.112,13.092,1.446,0.103,12.101,102.992,199.331,6.653
+2026-05-21 10:01:21,greylag_goose_observed.csv,0.2104666770300250119804608875,0.432,3.441,1.495,5.154,0.02,6.92,12.58,0.005,6.82,14.587,0.082,0.744,0.016,3.18,11.99,11.26,2.237,9.338,6.984,11.692,6.999,6.999,6.999,0.218,10.13,6.63,1.944,6.93,7.249,16.750,27.256,6.243,1.048,0.166,12.225,104.912,197.611,12.212
+2026-05-21 10:01:22,greylag_goose_observed.csv,0.8684936284651738390956687243,0.192,2.411,3.006,3.277,0.872,7.61,4.172,0.064,7.47,26.321,0.367,0.125,0.004,3.05,11.61,11.33,7.365,6.413,6.264,6.562,10.683,10.102,11.264,0.117,9.88,8.43,4.033,6.64,18.126,21.524,33.362,9.685,1.109,0.018,12.276,93.330,171.238,15.421
+2026-05-21 10:01:22,greylag_goose_observed.csv,0.1927062722236486050594069585,0.445,2.253,4.105,0.602,0.254,7.62,4.253,0.005,6.56,8.853,0.332,0.656,0.04,5.43,11.26,10.43,8.607,9.522,7.376,11.667,5.438,2.32,8.555,0.152,9.78,6.93,3.671,7.36,10.027,39.046,73.215,4.877,1.224,0.101,12.084,114.002,216.588,11.417
+2026-05-21 10:01:22,greylag_goose_observed.csv,20.88714473581458799220875361,0.684,1.131,3.751,5.02,0.762,7.73,10.337,0.007,6.8,10.76,0.31,0.246,0.017,5.24,10.11,11.17,9.276,5.146,9.6,0.692,6.253,5.319,7.187,0.13,10.32,7.59,7.937,7.55,19.724,12.910,15.479,10.34,1.659,0.199,12.134,117.601,222.33,12.872
+2026-05-21 10:01:23,greylag_goose_observed.csv,0.2056863141563421748042855453,0.354,3.566,5.812,4.745,0.909,6.6,10.41,0.042,6.53,6.175,0.148,0.694,0.033,4.92,11.02,10.56,4.789,13.050,12.932,13.168,11.616,12.296,10.935,0.214,7.51,8.03,7.339,7.03,10.592,26.699,46.938,6.46,0.93,0.231,12.009,90.736,165.53,15.941
+2026-05-21 10:01:23,greylag_goose_observed.csv,18.99405079041626597091142489,0.477,2.057,0.131,0.029,0.748,6.89,12.51,0.073,7.39,21.204,0.457,0.526,0.024,3.94,10.81,11.32,3.054,11.078,2.263,19.893,13.230,13.737,12.722,0.187,10.42,7.01,7.774,7.37,23.548,25.205,48.217,2.193,1.077,0.192,12.126,108.840,206.717,10.963
+2026-05-21 10:01:23,greylag_goose_observed.csv,0.1840173465144884571010837819,0.713,1.69,2.56,1.81,0.105,6.54,14.008,0.045,7.05,25.128,0.359,0.516,0.038,3.56,11.81,11.46,10.06,4.027,4.098,3.956,8.054,3.366,12.742,0.163,9.38,7.82,7.48,6.76,12.082,11.680,13.94,9.419,0.957,0.254,12.284,122.301,237.94,6.662
+2026-05-21 10:01:24,greylag_goose_observed.csv,0.1725737752461959440828419979,0.715,2.534,2.422,3.179,0.015,7.24,5.809,0.08,7.47,9.673,0.124,0.674,0.049,4.24,11.91,11.42,7.033,12.818,14.065,11.571,5.324,9.334,1.314,0.013,10.01,7.81,6.886,6.77,8.874,26.070,50.902,1.239,0.925,0.059,12.117,57.570,107.545,7.595
+2026-05-21 10:01:24,greylag_goose_observed.csv,0.3036564254603037117577776476,0.278,1.528,5.496,1.329,0.431,7.18,4.312,0.011,7.39,26.797,0.227,0.397,0.023,4.94,11.12,10.74,6.264,8.062,6.672,9.453,3.706,3.206,4.206,0.018,8.98,7.54,6.623,7.58,8.537,36.501,60.641,12.361,1.349,0.27,12.01,70.885,126.26,15.51
+2026-05-21 10:01:24,greylag_goose_observed.csv,20.81958321711791115981288464,0.277,0.352,2.104,4.022,0.85,7.34,13.6,0.007,7.44,21.194,0.135,0.119,0.022,4.74,9.99,11.15,7.234,13.966,17.903,10.029,4.499,4.788,4.21,0.152,9.98,7.47,6.364,6.94,8.534,20.214,33.024,7.403,1.489,0.182,12.002,96.294,178.377,14.211
+2026-05-21 10:01:25,greylag_goose_observed.csv,0.4572938178968352085329281428,0.658,1.492,3.482,6.154,0.673,7.57,7.899,0.09,6.99,22.659,0.262,0.593,0.011,4.92,9.89,10.78,10.161,6.648,7.781,5.516,5.260,1.991,8.53,0.232,8.49,7.45,6.692,7.31,13.695,32.660,62.475,2.845,1.127,0.289,12.19,57.043,102.454,11.632
+2026-05-21 10:01:25,greylag_goose_observed.csv,0.1688573451190497273603292182,0.191,0.667,2.801,4.876,0.709,7.12,7.643,0.048,6.73,18.458,0.338,0.554,0.011,3.34,9.98,10.58,6.076,10.935,5.539,16.331,7.406,7.161,7.651,0.128,8.41,8.1,1.117,6.77,16.199,26.804,51.417,2.191,1.392,0.23,12.071,55.702,105.694,5.709
+2026-05-21 10:01:25,greylag_goose_observed.csv,0.2229824391069567906042554650,0.321,1.211,3.196,0.923,0.3,7.74,12.683,0.056,7.33,20.896,0.252,0.605,0.008,5.17,10.95,10.29,5.285,7.894,1.886,13.903,10.029,9.441,10.617,0.132,7.86,6.34,2.692,7.31,7.843,8.692,5.079,12.305,1.26,0.273,12.282,54.611,101.974,7.248
+2026-05-21 10:01:25,greylag_goose_observed.csv,0.6093878479320428417836310474,0.149,2.346,0.231,1.673,0.198,7.44,9.339,0.002,7.14,10.664,0.195,0.404,0.033,5.36,10.19,10.57,2.049,10.012,13.111,6.913,6.310,9.455,3.166,0.176,8.69,6.84,1.813,6.71,22.295,16.593,27.854,5.332,1.309,0.317,12.238,96.504,184.248,8.759
+2026-05-21 10:01:26,greylag_goose_observed.csv,0.09706117706844552474323174793,0.327,1.419,4.546,7.648,0.117,7.23,13.875,0.077,7.23,7.816,0.069,0.741,0.0,4.12,9.69,11.15,2.863,10.732,6.521,14.944,8.938,4.451,13.424,0.118,9.24,7.46,7.989,7.22,9.708,20.148,23.87,16.426,1.204,0.197,12.039,70.152,132.357,7.947
+2026-05-21 10:01:26,greylag_goose_observed.csv,0.2391782378711139429764024283,0.379,1.551,5.349,2.116,0.781,6.39,7.771,0.049,7.52,6.541,0.42,0.498,0.046,4.83,9.7,10.98,9.674,6.790,0.505,13.074,5.342,5.057,5.627,0.097,8.89,6.29,2.947,7.54,13.355,26.713,39.178,14.248,1.341,0.007,12.098,111.712,209.629,13.796
+2026-05-21 10:01:26,greylag_goose_observed.csv,2.068736755837821668668182069,0.654,1.536,1.088,6.856,0.062,7.28,11.009,0.025,6.61,22.627,0.321,0.039,0.045,4.28,9.81,10.33,8.766,8.542,9.261,7.824,6.795,5.954,7.636,0.113,8.24,6.17,7.201,7.1,15.701,4.550,3.042,6.059,1.43,0.073,12.035,109.520,211.147,7.892
+2026-05-21 10:01:27,greylag_goose_observed.csv,8.697467829707979983536492692,0.33,1.202,0.56,6.026,0.666,6.27,15.293,0.027,6.83,7.895,0.325,0.182,0.013,5.12,10.9,11.41,8.666,14.493,13.398,15.588,0.932,0.945,0.92,0.231,7.92,6.22,7.353,6.92,14.853,13.726,9.542,17.911,1.682,0.209,12.1,50.439,86.176,14.702
+2026-05-21 10:01:27,greylag_goose_observed.csv,5.307063004935838025029420055,0.657,1.179,0.248,0.63,0.044,7.06,3.244,0.003,6.6,10.747,0.397,0.053,0.008,3.68,11.62,11.11,11.233,8.710,2.422,14.997,6.263,4.336,8.19,0.143,8.19,7.11,5.18,7.28,15.264,30.279,42.482,18.076,1.774,0.104,12.024,97.198,189.99,4.406
+2026-05-21 10:01:27,greylag_goose_observed.csv,0.5664219217629728553589054164,0.597,1.763,5.163,2.475,0.782,7.3,6.567,0.086,7.09,23.037,0.144,0.042,0.039,4.07,11.05,10.46,6.203,8.936,17.042,0.831,7.462,10.454,4.47,0.084,10.4,6.35,1.723,7.33,10.561,26.428,41.942,10.914,1.008,0.04,12.271,47.508,88.356,6.66
+2026-05-21 10:01:28,greylag_goose_observed.csv,6.567868553046898099864211427,0.692,2.052,0.271,3.969,0.307,6.91,7.773,0.079,6.96,23.214,0.361,0.148,0.013,4.92,10.05,11.13,5.251,4.690,4.310,5.070,5.834,6.261,5.408,0.21,9.88,7.04,2.74,7.56,7.479,18.342,26.697,9.986,1.494,0.289,12.154,63.799,115.879,11.719
+2026-05-21 10:01:28,greylag_goose_observed.csv,0.7979028765326253785740518648,0.573,2.021,0.73,0.232,0.694,7.13,14.189,0.038,7.38,16.877,0.139,0.127,0.019,3.2,11.41,10.77,8.743,11.360,11.291,11.428,6.175,9.759,2.591,0.125,7.63,8.38,6.494,7.46,19.794,15.372,11.361,19.384,0.963,0.109,12.101,67.341,127.192,7.49
+2026-05-21 10:01:28,greylag_goose_observed.csv,3.710528724286634573251883416,0.646,1.358,4.456,7.143,0.774,7.28,12.029,0.005,6.51,6.348,0.151,0.355,0.031,3.03,11.56,11.33,9.156,3.557,1.643,5.471,2.762,2.765,2.759,0.01,8.24,8.36,4.463,7.08,7.299,16.908,31.169,2.648,1.666,0.121,12.284,69.486,125.629,13.342
+2026-05-21 10:01:29,greylag_goose_observed.csv,0.2105330976557312010277829220,0.147,2.207,5.269,1.303,0.685,7.61,3.08,0.085,6.73,9.745,0.247,0.477,0.005,5.17,9.82,11.27,11.55,1.432,1.228,1.635,11.840,13.52,10.16,0.056,9.17,7.64,5.216,7.05,8.769,22.178,35.086,9.269,1.133,0.263,12.011,51.120,96.11,6.129
+2026-05-21 10:01:29,greylag_goose_observed.csv,3.609735650738298195723507576,0.442,0.985,0.996,2.397,0.673,7.21,13.724,0.028,7.63,12.707,0.19,0.041,0.018,4.44,11.03,11.47,8.666,8.974,5.139,12.808,8.928,4.63,13.227,0.013,7.85,8.15,5.923,6.65,8.568,20.612,30.744,10.479,1.541,0.297,12.251,116.844,223.173,10.514
+2026-05-21 10:01:29,greylag_goose_observed.csv,2.954593070055873369942564596,0.722,1.357,2.252,7.013,0.348,6.46,6.612,0.002,6.83,14.767,0.084,0.748,0.028,2.51,10.15,10.5,9.808,11.788,12.208,11.369,0.618,0.685,0.550,0.172,9.28,7.38,6.186,6.71,12.233,5.175,5.891,4.459,1.693,0.257,12.022,68.880,121.856,15.905
+2026-05-21 10:01:30,greylag_goose_observed.csv,2.431617319403514678195369391,0.329,2.848,4.445,0.988,0.885,6.69,4.355,0.02,7.05,6.01,0.097,0.018,0.02,4.64,11.97,10.98,5.111,7.918,8.507,7.328,7.548,7.8,7.297,0.051,9.96,7.67,7.93,6.78,14.556,27.132,53.586,0.678,1.439,0.11,12.176,111.830,213.946,9.713
+2026-05-21 10:01:30,greylag_goose_observed.csv,2.825672756808858590218593107,0.159,2.305,0.305,1.348,0.712,7.7,14.26,0.027,6.6,11.669,0.331,0.222,0.036,5.41,11.27,11.46,9.761,11.032,12.259,9.804,6.014,9.798,2.231,0.124,8.54,7.86,5.632,7.0,8.765,45.734,75.355,16.112,1.369,0.092,12.229,75.951,140.317,11.585
+2026-05-21 10:01:30,greylag_goose_observed.csv,2.049991215905691594647481022,0.243,3.734,1.622,5.224,0.136,6.56,4.058,0.043,7.23,17.51,0.331,0.204,0.004,4.62,11.14,10.73,9.537,11.380,19.086,3.673,2.359,2.449,2.269,0.136,9.98,6.9,4.536,6.61,14.422,24.652,45.256,4.047,1.733,0.04,12.267,93.674,183.193,4.155
+2026-05-21 10:01:30,greylag_goose_observed.csv,0.1250970057113255469347119341,0.14,2.107,1.389,5.778,0.314,6.81,7.416,0.09,6.96,22.804,0.288,0.674,0.045,2.8,11.58,11.44,3.675,6.266,4.951,7.582,7.090,12.927,1.253,0.063,8.99,7.89,3.984,7.52,9.022,24.992,32.724,17.259,0.862,0.162,12.221,112.662,216.242,9.083
+2026-05-21 10:01:31,greylag_goose_observed.csv,0.2328086228370577748451240441,0.599,3.545,3.128,0.653,0.418,7.37,12.41,0.036,7.36,21.213,0.167,0.236,0.035,5.43,10.71,10.63,5.137,6.946,1.192,12.701,6.453,0.783,12.123,0.009,9.75,6.61,2.408,7.3,19.997,25.836,43.046,8.626,0.982,0.032,12.226,104.700,196.041,13.358
+2026-05-21 10:01:31,greylag_goose_observed.csv,0.8915960097342119436578626473,0.439,2.922,2.466,2.209,0.011,7.61,10.655,0.09,6.51,26.311,0.303,0.027,0.031,5.08,10.35,11.37,6.881,4.652,6.327,2.977,3.216,4.665,1.768,0.01,10.41,6.67,7.208,7.08,22.797,13.804,18.07,9.539,1.486,0.246,12.128,101.287,189.91,12.664
+2026-05-21 10:01:31,greylag_goose_observed.csv,1.035334858316155347880988576,0.522,0.976,1.976,6.392,0.774,6.73,11.687,0.024,7.24,13.689,0.086,0.637,0.039,4.11,11.82,10.56,7.094,15.630,16.93,14.331,4.556,3.864,5.248,0.105,9.74,7.67,3.227,7.14,10.732,18.802,32.891,4.712,1.241,0.059,12.187,57.474,107.176,7.771
+2026-05-21 10:01:32,greylag_goose_observed.csv,1.852245863596410688336023662,0.161,0.381,0.3,2.471,0.862,7.01,5.885,0.063,6.53,24.869,0.444,0.682,0.027,4.94,9.92,10.82,8.91,13.712,11.856,15.568,3.845,4.362,3.328,0.244,8.94,6.43,1.144,7.47,17.88,41.756,79.193,4.319,1.423,0.312,12.258,79.244,151.327,7.16
+2026-05-21 10:01:32,greylag_goose_observed.csv,1.705348805330653371582801265,0.146,1.348,5.721,7.387,0.014,7.69,10.762,0.011,6.65,15.345,0.247,0.262,0.039,4.71,11.3,10.33,9.716,11.201,11.156,11.246,8.152,11.003,5.3,0.131,9.31,7.94,2.255,7.11,12.381,21.990,27.798,16.183,1.742,0.25,12.149,61.744,113.489,9.998
+2026-05-21 10:01:32,greylag_goose_observed.csv,1.131410750429261536444968474,0.361,2.229,3.244,3.654,0.74,6.4,14.7,0.031,6.91,17.328,0.11,0.147,0.02,2.85,10.67,11.03,6.826,13.064,12.976,13.153,7.915,7.212,8.618,0.231,8.83,6.86,6.89,7.22,10.564,8.857,8.397,9.317,1.043,0.186,12.253,63.120,119.498,6.741
+2026-05-21 10:01:33,greylag_goose_observed.csv,0.1845500866637820066036426242,0.161,0.387,1.147,3.619,0.797,7.44,4.895,0.034,7.43,6.411,0.119,0.382,0.022,4.24,10.44,10.32,7.859,9.894,10.557,9.231,1.329,1.474,1.184,0.207,7.66,8.1,0.857,7.06,23.334,38.274,68.875,7.673,1.131,0.116,12.056,79.334,153.033,5.635
+2026-05-21 10:01:33,greylag_goose_observed.csv,1.029224001076595542139964540,0.269,1.33,4.722,0.064,0.857,6.65,4.505,0.096,7.3,11.424,0.361,0.083,0.045,2.5,9.66,10.49,2.087,14.482,14.785,14.18,4.282,2.726,5.838,0.228,7.67,7.77,5.319,7.17,7.344,44.208,76.892,11.524,0.893,0.086,12.192,91.625,178.64,4.61
+2026-05-21 10:01:33,greylag_goose_observed.csv,2.612577433243620134415421811,0.22,1.167,4.389,0.833,0.803,7.21,4.365,0.015,7.61,15.485,0.442,0.375,0.005,3.64,11.23,10.3,7.261,13.138,7.32,18.955,7.614,9.744,5.483,0.164,7.55,6.62,7.121,6.78,21.06,25.305,39.833,10.777,1.537,0.179,12.277,96.770,180.505,13.035
+2026-05-21 10:01:34,greylag_goose_observed.csv,1.564809106705002361597897063,0.473,3.657,2.624,5.6,0.183,7.37,14.377,0.066,7.46,16.308,0.203,0.105,0.001,4.02,9.71,11.44,3.465,2.709,2.463,2.955,11.535,13.406,9.664,0.166,8.16,8.34,6.892,6.73,21.971,5.938,9.199,2.677,1.189,0.259,12.295,63.284,119.617,6.952
+2026-05-21 10:01:34,greylag_goose_observed.csv,0.1746077494644453986555452844,0.196,1.222,0.568,5.833,0.396,6.63,14.345,0.089,7.47,11.708,0.223,0.742,0.044,3.03,11.12,10.51,4.439,9.018,9.421,8.616,8.020,4.77,11.269,0.202,8.04,8.15,3.398,7.39,10.854,21.404,34.129,8.68,1.261,0.195,12.157,53.416,102.72,4.112
+2026-05-21 10:01:34,greylag_goose_observed.csv,0.2829428230133224890055853403,0.457,2.038,0.489,2.88,0.691,6.78,10.112,0.046,6.52,24.159,0.397,0.741,0.025,3.11,10.13,10.38,9.535,6.349,2.464,10.234,6.147,9.014,3.28,0.022,9.43,7.2,2.494,6.91,22.881,29.923,54.861,4.985,1.206,0.056,12.29,71.217,137.506,4.928
+2026-05-21 10:01:34,greylag_goose_observed.csv,0.2967077863250701488687662552,0.592,3.58,5.712,7.396,0.711,6.54,14.176,0.045,6.91,23.078,0.282,0.261,0.029,5.26,9.65,11.19,6.528,15.072,15.844,14.301,1.246,1.139,1.352,0.073,10.21,8.07,4.149,6.8,11.055,35.890,59.412,12.367,0.848,0.093,12.178,88.024,163.283,12.764
+2026-05-21 10:01:35,greylag_goose_observed.csv,0.1817807526801630000639335242,0.246,1.486,5.144,3.4,0.087,7.69,6.3,0.016,7.56,11.62,0.078,0.252,0.046,4.0,9.65,11.41,5.472,10.873,5.493,16.253,7.102,0.938,13.266,0.241,8.58,8.31,4.636,7.46,13.633,41.866,77.736,5.997,1.047,0.278,12.004,121.188,234.377,7.998
+2026-05-21 10:01:35,greylag_goose_observed.csv,0.2378493365998008685113074650,0.196,2.409,2.969,6.248,0.598,7.68,5.44,0.059,7.48,26.658,0.329,0.555,0.038,5.34,11.03,10.25,7.404,11.244,7.377,15.112,9.900,8.532,11.268,0.216,9.76,6.18,6.039,6.66,22.888,32.508,51.949,13.068,1.19,0.262,12.083,71.158,129.821,12.495
+2026-05-21 10:01:35,greylag_goose_observed.csv,2.166992741927418373000676132,0.225,3.483,3.132,6.174,0.865,6.37,12.654,0.068,6.64,23.753,0.447,0.021,0.002,2.57,11.92,11.14,4.596,5.235,7.84,2.63,7.724,6.712,8.735,0.198,9.85,6.0,5.201,7.37,6.53,30.769,45.858,15.68,1.427,0.24,12.283,74.636,136.874,12.399
+2026-05-21 10:01:36,greylag_goose_observed.csv,0.7395028412874927878067049004,0.442,3.721,0.765,4.403,0.465,7.53,12.46,0.033,7.14,9.519,0.237,0.644,0.015,4.71,11.73,11.21,8.985,4.636,5.439,3.832,9.208,12.628,5.788,0.232,9.15,6.23,7.031,6.89,16.11,26.806,50.732,2.881,1.217,0.329,12.158,64.412,121.092,7.732
+2026-05-21 10:01:36,greylag_goose_observed.csv,3.516114998359008263033752873,0.734,0.825,2.481,1.515,0.416,6.35,14.25,0.086,7.35,20.295,0.238,0.322,0.042,3.02,11.59,10.55,9.698,15.148,15.944,14.352,4.472,6.796,2.148,0.226,8.76,6.68,4.669,6.65,11.961,31.865,47.058,16.672,1.738,0.307,12.256,123.898,232.511,15.284
+2026-05-21 10:01:36,greylag_goose_observed.csv,16.94030497035771387117932314,0.737,1.859,4.203,3.261,0.027,6.26,3.073,0.024,7.09,6.906,0.093,0.555,0.029,5.31,10.08,10.37,5.559,4.638,8.499,0.777,4.278,8.098,0.458,0.016,10.5,6.35,7.022,7.21,16.488,11.386,16.381,6.392,1.155,0.125,12.154,57.776,109.927,5.625
+2026-05-21 10:01:37,greylag_goose_observed.csv,0.2614274190461076352766183386,0.512,1.359,3.389,2.508,0.451,6.55,3.541,0.004,7.41,10.743,0.178,0.599,0.044,3.47,9.99,10.84,5.794,12.864,14.395,11.334,6.607,0.839,12.375,0.07,8.01,6.65,4.536,6.83,15.868,29.420,56.759,2.081,1.386,0.089,12.233,123.514,234.087,12.94
+2026-05-21 10:01:37,greylag_goose_observed.csv,3.758655662885130402621977880,0.196,3.633,1.484,2.39,0.845,7.25,11.896,0.079,6.76,20.737,0.429,0.159,0.02,2.71,9.56,10.45,3.726,16.429,18.465,14.393,5.328,6.473,4.183,0.122,9.21,7.2,7.346,6.88,21.821,5.851,0.586,11.116,1.515,0.282,12.137,109.608,204.887,14.328
+2026-05-21 10:01:37,greylag_goose_observed.csv,1.918542672903701865950111344,0.618,1.455,0.326,7.563,0.177,7.18,15.872,0.099,7.42,12.184,0.343,0.395,0.022,2.91,9.56,11.11,2.294,6.518,10.546,2.489,7.392,4.236,10.548,0.161,9.07,7.32,4.273,7.53,17.647,34.513,55.535,13.491,1.394,0.266,12.193,88.552,168.288,8.816
+2026-05-21 10:01:38,greylag_goose_observed.csv,0.5182729087159848731872427333,0.353,0.462,4.034,3.901,0.369,7.26,3.506,0.071,7.56,22.536,0.221,0.327,0.038,4.49,11.68,11.29,9.294,14.464,12.277,16.651,5.683,5.493,5.873,0.028,9.25,7.05,1.47,7.21,19.221,25.126,42.224,8.029,1.509,0.152,12.262,97.986,188.068,7.905
+2026-05-21 10:01:38,greylag_goose_observed.csv,1.006104317498736674079240291,0.161,0.663,3.383,6.309,0.187,6.43,12.352,0.092,7.05,26.044,0.393,0.49,0.014,3.97,10.63,10.5,6.539,11.250,10.131,12.369,8.584,13.345,3.824,0.086,9.12,7.12,4.482,7.27,13.899,30.924,52.162,9.685,1.383,0.24,12.057,114.788,218.121,11.456
+2026-05-21 10:01:38,greylag_goose_observed.csv,0.1885773855835878948346656379,0.14,3.926,4.736,5.95,0.51,7.26,9.711,0.069,7.63,25.92,0.248,0.633,0.038,5.44,11.25,10.95,6.811,7.141,1.787,12.495,10.687,9.483,11.891,0.016,9.14,7.57,5.439,7.04,9.086,15.266,21.774,8.759,1.077,0.265,12.008,56.188,103.011,9.365
+2026-05-21 10:01:39,greylag_goose_observed.csv,0.4205287758622013181382452676,0.3,2.368,0.864,5.074,0.173,7.22,3.382,0.01,6.81,9.917,0.153,0.714,0.044,4.84,11.24,10.33,7.341,17.696,19.425,15.966,12.406,12.642,12.17,0.171,8.39,8.34,6.007,7.21,6.723,34.668,56.463,12.874,1.52,0.251,12.192,86.878,164.785,8.97
+2026-05-21 10:01:39,greylag_goose_observed.csv,1.408629173595482571999831533,0.157,1.248,5.138,4.266,0.863,7.53,7.661,0.028,6.77,9.132,0.325,0.262,0.03,5.15,10.74,11.05,6.567,1.918,3.039,0.796,8.348,2.712,13.984,0.018,8.38,7.51,4.943,7.13,7.463,11.920,11.346,12.495,0.927,0.158,12.01,103.888,202.211,5.566
+2026-05-21 10:01:39,greylag_goose_observed.csv,0.2213701350883804693070602927,0.612,3.27,2.717,0.925,0.66,7.64,13.213,0.062,7.4,19.812,0.255,0.561,0.045,3.28,10.68,11.2,3.412,3.952,4.077,3.828,4.468,5.264,3.672,0.108,9.7,6.16,4.169,7.53,16.148,13.617,25.815,1.419,0.905,0.314,12.044,87.886,166.969,8.804
+2026-05-21 10:01:39,greylag_goose_observed.csv,1.690072541206666859616954732,0.235,3.295,4.208,0.492,0.858,7.48,12.557,0.081,7.05,14.452,0.323,0.12,0.027,4.05,10.95,10.74,6.367,6.686,2.953,10.42,10.052,9.384,10.719,0.033,8.34,8.16,6.121,7.1,7.652,23.272,41.172,5.373,1.544,0.284,12.041,64.570,120.093,9.047
+2026-05-21 10:01:40,greylag_goose_observed.csv,1.572682971015048414371424108,0.524,3.536,1.872,2.567,0.465,6.34,8.63,0.0,6.5,15.508,0.086,0.207,0.015,5.18,10.58,10.58,3.275,5.798,6.124,5.471,2.004,1.12,2.888,0.156,8.34,7.42,3.248,6.71,16.544,2.970,4.182,1.758,1.431,0.217,12.019,64.182,115.246,13.117
+2026-05-21 10:01:40,greylag_goose_observed.csv,0.8252398082005486793850171837,0.721,0.886,3.307,6.009,0.258,6.31,7.255,0.004,7.24,7.976,0.121,0.229,0.002,3.88,10.72,11.15,9.656,6.707,6.341,7.073,9.190,8.11,10.269,0.041,8.49,8.21,7.584,7.07,14.705,10.196,11.599,8.794,1.776,0.309,12.033,53.966,97.062,10.87
+2026-05-21 10:01:40,greylag_goose_observed.csv,0.4411630156249191465064427276,0.562,3.62,1.387,4.332,0.619,7.56,4.384,0.066,7.25,14.152,0.21,0.41,0.031,3.55,11.82,10.66,7.294,14.976,10.442,19.51,13.217,14.000,12.434,0.132,7.81,8.4,1.262,7.14,7.534,8.118,4.478,11.757,1.037,0.171,12.213,68.266,124.883,11.649
+2026-05-21 10:01:41,greylag_goose_observed.csv,0.1980436402780975264165681193,0.188,3.803,5.012,5.311,0.21,7.12,6.439,0.065,7.04,23.458,0.067,0.529,0.033,4.54,10.02,10.64,4.92,5.517,2.552,8.482,5.491,6.772,4.21,0.12,10.42,7.44,4.079,7.25,20.126,27.800,47.809,7.791,0.903,0.07,12.105,67.344,121.456,13.232
+2026-05-21 10:01:41,greylag_goose_observed.csv,0.4356141923219698633399482134,0.189,2.403,4.776,0.833,0.026,7.05,12.325,0.002,7.17,15.115,0.168,0.666,0.005,2.87,11.22,10.56,3.775,16.017,18.088,13.946,8.922,8.914,8.929,0.13,7.89,6.02,2.125,7.27,6.245,12.572,19.285,5.86,0.893,0.172,12.069,95.282,180.458,10.106
+2026-05-21 10:01:41,greylag_goose_observed.csv,0.2938667217989716270738759334,0.283,3.531,5.173,1.613,0.592,6.27,5.644,0.02,6.51,25.923,0.196,0.259,0.013,3.4,11.26,11.21,7.716,8.690,5.747,11.634,3.680,2.331,5.029,0.014,7.96,6.5,0.936,6.63,14.632,30.255,50.076,10.434,1.367,0.134,12.044,52.740,100.727,4.753
+2026-05-21 10:01:42,greylag_goose_observed.csv,0.6318761128141028147508800663,0.682,1.447,0.124,4.184,0.771,7.17,6.472,0.019,6.82,13.681,0.107,0.64,0.008,5.29,10.94,10.75,11.561,5.732,5.982,5.481,5.936,0.792,11.08,0.239,7.91,7.14,6.904,6.61,13.556,36.007,60.269,11.745,0.879,0.038,12.109,62.996,112.804,13.189
+2026-05-21 10:01:42,greylag_goose_observed.csv,2.862950305031887609682445367,0.271,0.484,1.705,3.003,0.349,6.73,15.285,0.054,6.79,24.437,0.136,0.145,0.017,5.33,10.15,11.42,10.176,6.074,7.346,4.802,8.716,7.562,9.871,0.031,10.43,7.08,2.821,7.08,10.551,3.447,2.102,4.792,1.623,0.141,12.106,68.006,128.313,7.698
+2026-05-21 10:01:42,greylag_goose_observed.csv,0.1152441347198729111970053080,0.144,2.213,4.635,0.546,0.011,7.75,12.207,0.026,6.66,11.231,0.198,0.377,0.022,3.85,11.22,11.48,7.876,15.108,13.135,17.081,8.378,13.513,3.243,0.117,8.32,8.46,4.098,7.21,7.141,15.176,27.16,3.191,1.511,0.287,12.229,98.230,191.904,4.555
+2026-05-21 10:01:43,greylag_goose_observed.csv,1.210609923309382876273322058,0.637,2.807,1.579,0.52,0.583,7.71,7.938,0.039,7.15,12.531,0.287,0.187,0.006,5.07,11.6,11.11,8.328,5.147,5.552,4.742,9.577,13.307,5.847,0.118,7.84,6.29,1.355,6.88,16.683,21.790,32.532,11.047,1.239,0.0,12.1,50.530,92.909,8.152
+2026-05-21 10:01:43,greylag_goose_observed.csv,0.1725810875851166077078798354,0.394,3.367,5.795,6.709,0.124,7.61,13.091,0.073,7.4,14.372,0.422,0.283,0.024,4.06,10.26,10.42,8.81,14.070,10.58,17.561,4.656,0.595,8.718,0.02,10.11,8.11,7.339,7.12,7.243,16.600,24.054,9.146,1.732,0.196,12.136,96.258,179.6,12.916
+2026-05-21 10:01:43,greylag_goose_observed.csv,1.258970788641077640414016459,0.713,1.75,3.595,1.383,0.404,6.95,11.038,0.051,7.21,20.211,0.106,0.176,0.018,2.85,10.04,10.81,2.387,7.326,8.188,6.463,5.270,3.315,7.225,0.12,9.09,8.33,4.826,7.18,16.038,24.638,32.745,16.531,1.594,0.184,12.238,52.177,90.396,13.958
+2026-05-21 10:01:44,greylag_goose_observed.csv,0.2057116966700963593359125558,0.42,0.622,3.891,3.647,0.316,7.04,9.179,0.054,6.85,20.599,0.219,0.593,0.001,4.83,11.68,10.34,4.353,7.550,8.671,6.429,1.738,2.579,0.898,0.046,8.75,6.09,6.192,6.99,22.381,26.596,51.144,2.047,1.028,0.156,12.206,113.469,218.92,8.018
+2026-05-21 10:01:44,greylag_goose_observed.csv,0.9745620482896722227982852660,0.144,3.636,5.268,0.822,0.283,7.07,9.759,0.002,6.93,13.79,0.151,0.545,0.01,3.23,11.97,10.36,7.08,7.573,14.541,0.605,3.240,2.9,3.581,0.151,10.29,7.21,6.54,6.83,21.502,20.443,26.052,14.834,1.721,0.024,12.02,73.420,131.154,15.687
+2026-05-21 10:01:44,greylag_goose_observed.csv,0.5076284519887057006730099345,0.409,1.001,0.843,2.137,0.595,7.06,9.092,0.045,7.3,27.1,0.359,0.467,0.04,4.16,11.87,10.44,7.53,9.056,12.784,5.329,5.292,7.743,2.84,0.03,7.6,8.32,5.666,7.47,20.523,44.500,71.789,17.212,1.722,0.046,12.292,108.276,204.335,12.217
+2026-05-21 10:01:44,greylag_goose_observed.csv,16.17617227023445770839247730,0.677,0.959,1.551,6.249,0.116,7.75,14.913,0.014,6.99,15.089,0.345,0.656,0.02,3.84,9.73,10.91,11.798,6.653,3.491,9.815,5.266,2.362,8.17,0.186,9.74,8.26,6.19,6.75,8.634,37.419,72.323,2.515,1.026,0.003,12.25,108.114,206.562,9.665
+2026-05-21 10:01:45,greylag_goose_observed.csv,0.3015768190720482093665657754,0.416,1.357,1.742,5.349,0.003,6.68,14.453,0.001,7.61,13.977,0.41,0.213,0.023,5.31,10.62,11.12,6.052,9.208,13.99,4.427,7.298,13.285,1.312,0.052,8.4,6.42,4.141,7.46,21.901,16.608,31.277,1.938,1.404,0.122,12.134,93.610,173.758,13.462
+2026-05-21 10:01:45,greylag_goose_observed.csv,18.73304728761595750804247216,0.591,0.855,0.556,2.284,0.929,6.85,13.425,0.097,7.5,7.249,0.405,0.039,0.039,2.99,11.65,10.71,2.638,6.048,11.105,0.992,7.734,6.921,8.547,0.217,10.01,7.31,3.801,6.75,15.744,30.494,55.89,5.097,0.949,0.113,12.243,76.443,148.508,4.378
+2026-05-21 10:01:45,greylag_goose_observed.csv,0.5918184647991965654728910016,0.616,0.639,4.076,7.976,0.329,7.11,11.6,0.065,7.49,21.998,0.253,0.668,0.037,2.72,11.25,11.27,3.2,15.620,13.843,17.398,4.895,4.361,5.429,0.128,8.12,6.9,4.133,6.81,20.418,36.720,66.186,7.253,1.182,0.188,12.034,103.040,190.577,15.504
+2026-05-21 10:01:46,greylag_goose_observed.csv,0.2148179594451143373666403530,0.323,2.914,1.85,2.649,0.263,7.04,11.801,0.036,7.27,11.922,0.215,0.28,0.019,4.81,11.65,10.82,7.06,12.598,16.532,8.664,5.905,5.546,6.264,0.102,9.8,8.35,2.175,6.88,23.68,18.800,17.642,19.958,1.112,0.182,12.288,123.051,235.313,10.789
+2026-05-21 10:01:46,greylag_goose_observed.csv,4.269433951197276543725761317,0.439,3.633,3.288,6.018,0.275,6.53,9.975,0.083,6.86,6.903,0.377,0.126,0.035,3.0,11.93,11.11,8.998,14.390,16.003,12.778,6.226,0.752,11.701,0.179,10.41,8.23,7.806,6.78,10.288,24.290,36.856,11.725,1.52,0.134,12.114,106.332,197.174,15.489
+2026-05-21 10:01:46,greylag_goose_observed.csv,0.5823421784497566910543417394,0.693,2.463,1.959,3.871,0.184,6.9,6.95,0.033,6.94,20.724,0.313,0.349,0.006,3.63,9.56,10.71,2.384,3.984,5.791,2.178,7.196,5.228,9.163,0.015,7.91,8.29,7.37,6.79,22.304,34.914,64.655,5.173,1.157,0.276,12.113,64.668,118.772,10.564
+2026-05-21 10:01:47,greylag_goose_observed.csv,0.3356994857448971469799970809,0.26,3.686,4.309,1.86,0.541,7.54,4.13,0.097,7.22,18.48,0.333,0.595,0.031,4.68,11.35,11.4,5.433,10.669,19.763,1.575,8.320,9.33,7.309,0.011,9.58,6.17,2.429,6.63,23.743,9.222,0.749,17.695,1.463,0.046,12.125,75.985,140.306,11.664
+2026-05-21 10:01:47,greylag_goose_observed.csv,0.1659087463983201816304365762,0.565,3.152,3.153,2.741,0.869,7.51,11.933,0.067,6.66,27.393,0.292,0.446,0.003,3.41,10.46,11.03,7.378,9.292,9.713,8.872,6.396,8.758,4.035,0.128,7.57,7.6,3.946,7.56,10.702,20.408,26.662,14.155,0.808,0.332,12.218,75.554,137.744,13.365
+2026-05-21 10:01:47,greylag_goose_observed.csv,1.351289207647733536282819946,0.725,0.955,5.899,0.473,0.473,7.03,7.075,0.042,7.1,6.574,0.053,0.697,0.021,2.6,10.59,11.12,3.068,9.784,5.437,14.13,10.228,9.413,11.044,0.191,9.9,7.58,6.773,7.41,19.142,18.177,34.036,2.318,1.272,0.176,12.162,89.762,164.603,14.921
+2026-05-21 10:01:48,greylag_goose_observed.csv,0.8103694536229605701504602092,0.54,1.806,1.293,7.262,0.718,6.69,3.466,0.091,6.84,18.672,0.105,0.748,0.024,3.17,10.09,11.06,8.55,15.640,17.2,14.081,4.144,0.62,7.667,0.181,8.98,6.26,3.588,6.85,15.118,35.947,54.922,16.972,1.429,0.196,12.278,122.976,235.488,10.463
+2026-05-21 10:01:48,greylag_goose_observed.csv,1.774477454278941006070947274,0.38,2.913,0.453,1.137,0.875,6.46,9.829,0.024,6.78,20.575,0.247,0.195,0.009,4.28,10.66,10.85,11.607,5.740,0.929,10.552,7.122,1.724,12.52,0.153,9.29,7.18,6.117,6.77,8.78,13.648,19.264,8.033,1.39,0.337,12.082,46.746,86.554,6.939
+2026-05-21 10:01:48,greylag_goose_observed.csv,0.2112055337416330444194279057,0.576,3.482,5.203,0.438,0.049,6.53,15.897,0.012,7.46,7.307,0.254,0.17,0.036,5.27,11.14,11.32,11.871,10.024,16.816,3.232,4.268,4.423,4.113,0.208,9.76,7.16,2.108,7.2,8.356,28.682,49.486,7.878,0.808,0.154,12.11,61.790,110.22,13.36
+2026-05-21 10:01:49,greylag_goose_observed.csv,0.2342590244338713893679594265,0.215,3.71,1.784,4.509,0.006,7.3,8.484,0.1,7.58,20.702,0.367,0.578,0.027,4.44,9.64,10.85,2.062,16.746,18.124,15.367,10.366,7.67,13.063,0.021,9.15,7.74,4.375,6.84,20.917,22.239,40.624,3.854,1.489,0.165,12.154,118.402,227.711,9.092
+2026-05-21 10:01:49,greylag_goose_observed.csv,0.8781176143534949618217944972,0.721,1.545,3.795,7.04,0.734,7.26,8.975,0.024,6.7,18.731,0.239,0.627,0.014,4.71,9.78,10.76,8.915,8.514,2.318,14.71,2.998,4.257,1.74,0.222,7.56,6.29,2.404,6.62,15.812,11.794,21.461,2.128,1.214,0.17,12.209,107.865,210.047,5.683
+2026-05-21 10:01:49,greylag_goose_observed.csv,0.4598135949160650383424364672,0.242,1.77,2.179,6.643,0.311,6.53,10.486,0.091,7.37,10.177,0.224,0.364,0.03,5.02,11.44,11.02,11.214,13.189,11.353,15.025,6.584,8.864,4.305,0.184,9.7,8.34,3.074,6.68,6.22,5.973,7.811,4.135,1.379,0.249,12.04,49.209,89.736,8.682
+2026-05-21 10:01:50,greylag_goose_observed.csv,0.9445592689638610048151133935,0.72,1.035,1.039,4.231,0.354,7.45,11.492,0.06,7.56,10.721,0.128,0.486,0.023,2.51,11.91,10.45,8.013,14.784,16.425,13.143,7.348,7.515,7.18,0.223,9.46,7.21,1.163,6.6,14.459,45.698,74.178,17.219,1.083,0.142,12.058,115.199,225.604,4.794
+2026-05-21 10:01:50,greylag_goose_observed.csv,0.2876047747505570665688065716,0.171,0.788,3.767,7.622,0.501,6.81,11.106,0.084,7.46,19.573,0.311,0.571,0.045,3.67,9.57,11.02,5.018,13.671,15.351,11.991,5.266,6.205,4.328,0.09,10.36,6.4,1.408,7.31,20.316,6.876,12.353,1.398,1.243,0.172,12.149,61.306,111.14,11.472
+2026-05-21 10:01:50,greylag_goose_observed.csv,3.737664779473834929569652030,0.231,2.671,3.778,2.156,0.204,7.12,13.131,0.033,6.59,24.774,0.186,0.118,0.03,3.21,9.89,11.18,9.848,13.305,18.171,8.439,12.424,13.263,11.584,0.187,8.55,7.49,7.379,7.59,6.663,0.798,0.372,1.224,1.692,0.173,12.176,99.550,193.8,5.301
+2026-05-21 10:01:50,greylag_goose_observed.csv,0.4231057281291751075347362507,0.195,2.204,0.611,4.963,0.769,6.86,10.978,0.068,6.77,17.989,0.088,0.656,0.027,4.64,11.74,10.88,7.995,12.526,9.374,15.678,8.553,9.075,8.031,0.066,8.59,7.85,2.563,7.45,10.377,25.188,45.661,4.715,1.781,0.273,12.182,98.036,191.49,4.583
+2026-05-21 10:01:51,greylag_goose_observed.csv,0.2448391323726287171620594244,0.284,1.32,3.518,2.493,0.921,7.01,12.385,0.094,6.66,21.714,0.251,0.569,0.007,3.91,11.56,10.28,5.689,4.394,2.693,6.096,9.984,7.327,12.64,0.095,8.92,8.34,7.501,6.64,11.972,44.566,74.642,14.491,1.414,0.318,12.229,109.318,213.433,5.203
+2026-05-21 10:01:51,greylag_goose_observed.csv,3.094340824258696365231122976,0.388,2.356,4.282,3.282,0.378,7.07,12.145,0.043,7.04,8.044,0.367,0.259,0.03,3.27,10.45,11.3,9.675,10.560,10.214,10.905,7.996,7.033,8.959,0.24,8.21,7.51,5.361,6.88,10.66,27.076,48.25,5.901,1.542,0.178,12.113,90.870,173.988,7.751
+2026-05-21 10:01:51,greylag_goose_observed.csv,20.75224376739576427837371421,0.648,3.447,0.327,4.607,0.934,6.66,8.584,0.035,7.59,14.274,0.319,0.471,0.034,4.36,9.67,10.26,3.323,6.725,7.035,6.415,10.490,10.310,10.669,0.037,10.19,6.88,2.615,6.65,8.626,45.061,76.697,13.425,1.628,0.002,12.063,69.198,130.454,7.943
+2026-05-21 10:01:52,greylag_goose_observed.csv,1.387812083167890292340112532,0.546,1.989,2.589,5.288,0.853,7.07,13.451,0.098,7.0,14.466,0.165,0.22,0.029,5.42,9.96,10.75,6.9,7.868,10.915,4.821,8.152,11.996,4.309,0.216,7.53,6.25,5.397,6.65,23.407,32.836,50.111,15.56,1.023,0.045,12.017,108.799,203.616,13.982
+2026-05-21 10:01:52,greylag_goose_observed.csv,1.315855022822104881006912003,0.626,0.912,4.015,0.351,0.154,7.02,8.693,0.045,6.96,6.022,0.157,0.052,0.026,5.27,11.04,10.3,5.729,12.210,14.452,9.967,2.344,1.219,3.468,0.242,8.8,8.48,2.83,7.09,9.957,38.467,57.385,19.549,1.651,0.323,12.283,118.004,231.178,4.829
+2026-05-21 10:01:52,greylag_goose_observed.csv,0.2813326030587023966818087598,0.382,3.09,5.979,3.664,0.202,7.26,5.164,0.002,7.5,14.449,0.196,0.698,0.048,5.2,10.23,11.48,3.435,10.456,3.788,17.123,8.959,9.262,8.656,0.1,9.69,6.5,2.588,6.64,14.333,14.730,11.258,18.202,0.924,0.141,12.108,89.776,166.56,12.992
+2026-05-21 10:01:53,greylag_goose_observed.csv,0.1670246654318450728211278745,0.348,1.089,5.119,0.655,0.659,7.52,12.256,0.053,7.45,18.779,0.428,0.481,0.045,3.41,10.65,10.29,9.133,15.188,13.299,17.076,5.558,1.961,9.154,0.243,9.13,7.51,7.411,7.37,20.352,7.312,1.583,13.042,0.89,0.239,12.04,52.746,97.685,7.808
+2026-05-21 10:01:53,greylag_goose_observed.csv,1.384538358294040536642111464,0.371,1.902,4.429,2.563,0.391,6.54,9.602,0.093,7.01,7.763,0.357,0.448,0.043,4.78,10.8,10.47,5.894,1.564,1.500,1.627,2.700,2.961,2.439,0.148,9.31,7.3,5.875,6.72,19.916,22.173,34.666,9.68,1.764,0.15,12.214,56.700,97.823,15.578
+2026-05-21 10:01:53,greylag_goose_observed.csv,1.025948830734283817319915208,0.416,2.303,3.955,2.33,0.699,7.25,7.635,0.077,7.02,20.096,0.393,0.255,0.045,5.5,10.14,11.04,11.337,15.465,12.146,18.784,3.736,4.842,2.631,0.1,8.31,6.14,4.422,7.38,6.949,12.366,15.968,8.764,1.597,0.107,12.014,106.318,205.43,7.205
+2026-05-21 10:01:54,greylag_goose_observed.csv,0.3159189351749698452674897119,0.251,3.104,2.211,6.967,0.431,6.47,13.558,0.032,6.68,13.798,0.314,0.477,0.024,4.92,11.05,10.27,2.945,4.826,5.062,4.591,7.003,12.984,1.022,0.046,9.77,8.22,1.789,7.01,13.821,27.332,39.145,15.52,1.0,0.187,12.104,84.632,165.152,4.113
+2026-05-21 10:01:54,greylag_goose_observed.csv,0.3884953422385145745420172628,0.537,2.392,1.158,4.237,0.042,7.53,5.349,0.017,7.63,10.779,0.174,0.696,0.031,4.36,10.52,11.16,8.239,9.550,9.200,9.900,8.642,7.42,9.863,0.073,9.2,8.19,1.518,6.81,23.097,15.937,30.302,1.572,1.596,0.219,12.198,72.469,129.686,15.252
+2026-05-21 10:01:54,greylag_goose_observed.csv,19.64987293033022659590654917,0.601,0.776,0.776,1.046,0.811,6.33,9.863,0.012,7.51,10.393,0.398,0.035,0.041,4.4,11.63,11.11,5.727,11.746,7.324,16.168,2.767,3.118,2.416,0.236,10.28,7.43,6.427,6.88,17.343,25.996,47.212,4.781,1.244,0.196,12.007,49.814,89.282,10.346
+2026-05-21 10:01:55,greylag_goose_observed.csv,0.1519411481838061657161489750,0.457,3.25,4.529,0.267,0.855,6.87,15.051,0.039,6.63,11.386,0.393,0.459,0.007,4.95,10.26,10.77,4.573,15.626,15.548,15.705,7.932,3.276,12.589,0.143,9.68,6.95,2.15,6.7,9.686,26.120,46.485,5.754,1.343,0.01,12.107,90.970,176.868,5.071
+2026-05-21 10:01:55,greylag_goose_observed.csv,0.3472768969468516996214659700,0.245,1.548,4.382,3.738,0.461,6.41,14.384,0.031,6.56,11.73,0.341,0.712,0.003,3.36,10.24,10.61,6.612,13.274,12.54,14.009,11.218,9.904,12.532,0.107,10.17,6.08,2.55,7.03,7.906,20.456,25.957,14.955,1.308,0.064,12.146,58.034,102.323,13.744
+2026-05-21 10:01:55,greylag_goose_observed.csv,0.6170741147327292310897469174,0.603,2.542,1.235,6.35,0.386,6.59,14.626,0.085,6.75,17.372,0.092,0.683,0.044,4.73,10.06,11.02,10.95,12.948,7.754,18.142,2.037,1.61,2.464,0.157,8.91,8.02,2.775,6.72,19.71,32.892,56.575,9.21,1.278,0.3,12.177,61.690,113.511,9.87
+2026-05-21 10:01:55,greylag_goose_observed.csv,2.114404544803211158493350051,0.353,2.917,3.894,5.07,0.43,6.3,14.547,0.077,6.67,6.453,0.329,0.067,0.007,3.92,10.32,10.89,7.415,13.908,8.768,19.047,3.866,7.199,0.533,0.153,9.32,8.16,6.478,7.27,11.079,20.691,37.741,3.641,1.326,0.038,12.253,113.504,211.67,15.339
+2026-05-21 10:01:56,greylag_goose_observed.csv,0.3807289137968468460163998482,0.507,2.806,4.658,1.023,0.582,6.67,8.726,0.061,6.99,15.733,0.118,0.445,0.031,5.22,10.03,10.84,8.453,13.251,18.975,7.527,13.088,13.157,13.019,0.241,9.83,6.14,2.964,7.32,10.406,12.936,23.992,1.881,1.12,0.135,12.073,81.482,153.822,9.142
+2026-05-21 10:01:56,greylag_goose_observed.csv,3.180512768985172082228776989,0.577,3.309,1.078,1.83,0.402,6.95,3.843,0.064,7.14,13.97,0.417,0.391,0.017,2.98,10.3,11.16,5.944,8.582,2.607,14.556,12.476,10.963,13.988,0.126,8.93,7.12,5.617,7.03,11.539,23.747,27.554,19.94,1.693,0.213,12.178,49.014,93.806,4.222
+2026-05-21 10:01:56,greylag_goose_observed.csv,0.7512854380635746524474742798,0.154,1.542,0.921,1.365,0.176,6.95,15.271,0.094,7.05,23.844,0.435,0.335,0.041,2.64,11.58,10.87,8.725,13.466,11.474,15.457,6.694,12.367,1.021,0.209,10.1,7.65,7.334,6.63,13.924,30.278,47.165,13.391,1.057,0.298,12.234,43.818,81.784,5.852
+2026-05-21 10:01:57,greylag_goose_observed.csv,0.3677358512976023254632262483,0.31,2.925,3.672,7.166,0.424,7.46,12.277,0.091,6.72,12.594,0.154,0.052,0.008,3.09,11.76,10.31,4.345,16.042,16.419,15.665,10.266,12.434,8.097,0.194,10.19,6.22,2.226,7.0,14.642,10.192,17.592,2.793,0.869,0.318,12.125,78.642,151.425,5.859
+2026-05-21 10:01:57,greylag_goose_observed.csv,16.41593524369808805231275354,0.392,2.467,0.738,3.78,0.482,7.47,15.548,0.079,7.07,16.677,0.34,0.32,0.01,3.43,11.29,10.57,11.865,14.686,16.638,12.733,11.308,12.795,9.821,0.161,10.33,7.48,1.706,7.41,10.599,23.230,44.475,1.985,0.919,0.065,12.187,70.916,133.326,8.507
+2026-05-21 10:01:57,greylag_goose_observed.csv,0.4863491494830685599014118196,0.608,0.579,5.282,3.265,0.9,7.25,3.052,0.048,7.63,8.072,0.155,0.432,0.006,3.44,9.75,11.47,8.282,18.938,17.876,20.000,6.114,9.439,2.789,0.093,9.82,6.14,7.275,7.09,23.006,38.850,76.211,1.489,0.887,0.193,12.083,71.892,129.113,14.672
+2026-05-21 10:01:58,greylag_goose_observed.csv,18.91203265793564070008613466,0.484,1.48,3.339,2.96,0.495,6.53,5.662,0.086,6.85,23.827,0.166,0.428,0.029,5.03,11.79,11.16,2.751,18.922,19.035,18.808,7.265,8.365,6.165,0.176,10.29,8.48,2.029,6.99,9.555,41.146,70.896,11.396,1.752,0.015,12.034,114.189,216.8,11.578
+2026-05-21 10:01:58,greylag_goose_observed.csv,0.6391134684685488063526269097,0.216,2.236,2.563,0.488,0.854,6.47,7.099,0.065,6.57,27.294,0.396,0.564,0.028,3.07,9.52,11.36,2.706,15.290,15.845,14.735,6.894,8.99,4.797,0.223,9.73,6.87,5.129,6.8,22.546,27.634,42.413,12.855,1.751,0.175,12.065,62.927,117.521,8.333
+2026-05-21 10:01:58,greylag_goose_observed.csv,4.895825983242401582501832389,0.591,3.716,4.488,5.838,0.935,7.35,3.399,0.071,7.32,8.452,0.265,0.044,0.041,3.98,11.3,10.39,5.819,11.036,7.399,14.673,5.371,5.514,5.228,0.021,8.11,6.41,7.05,7.42,23.492,19.919,22.736,17.102,1.758,0.13,12.095,123.806,235.471,12.141
+2026-05-21 10:01:59,greylag_goose_observed.csv,0.3138381499671504473654130592,0.53,2.608,3.919,0.918,0.04,7.31,4.603,0.019,7.24,22.942,0.458,0.358,0.021,3.4,9.79,10.87,7.71,1.020,1.356,0.683,4.417,3.787,5.047,0.106,9.36,6.69,2.78,7.32,6.917,7.548,12.74,2.356,0.933,0.194,12.183,101.464,197.73,5.197
+2026-05-21 10:01:59,greylag_goose_observed.csv,0.3974335981777898632156573798,0.71,1.895,4.974,5.967,0.453,7.21,8.606,0.019,7.27,26.974,0.254,0.304,0.045,5.12,10.26,10.66,11.912,10.603,3.686,17.52,7.395,13.193,1.597,0.117,9.85,8.21,4.993,6.97,12.913,33.836,59.504,8.168,1.335,0.031,12.003,113.120,213.657,12.584
+2026-05-21 10:01:59,greylag_goose_observed.csv,5.613723860623539008849258460,0.176,0.942,3.698,5.367,0.73,7.11,9.795,0.035,7.53,22.992,0.249,0.058,0.032,4.37,10.11,10.44,8.948,9.116,11.971,6.261,10.862,8.477,13.248,0.125,10.18,6.43,3.031,7.4,13.079,39.808,74.787,4.83,1.547,0.139,12.105,75.081,140.331,9.831
+2026-05-21 10:02:00,greylag_goose_observed.csv,0.3185677518312547804501996653,0.206,2.16,1.46,7.051,0.199,6.68,11.716,0.021,7.01,14.347,0.3,0.721,0.005,2.6,10.8,10.95,9.822,11.516,15.167,7.865,9.705,13.73,5.68,0.139,9.51,7.65,7.235,6.72,20.408,9.976,11.283,8.67,1.784,0.301,12.236,73.861,132.488,15.234
+2026-05-21 10:02:00,greylag_goose_observed.csv,0.9485669542295357172075768392,0.538,3.709,4.686,6.336,0.849,7.12,12.674,0.059,6.58,26.712,0.336,0.185,0.022,4.96,10.45,11.3,8.76,10.934,10.575,11.294,9.672,12.675,6.668,0.082,9.45,6.73,3.839,7.29,22.819,7.380,6.319,8.441,1.03,0.198,12.176,53.760,103.263,4.257
+2026-05-21 10:02:00,greylag_goose_observed.csv,0.3195521183195040800861897867,0.358,2.681,1.517,0.277,0.491,7.74,4.484,0.083,6.98,20.886,0.329,0.13,0.028,5.22,10.13,11.04,4.23,17.400,18.672,16.128,7.478,2.198,12.759,0.005,7.86,6.92,3.655,6.8,18.519,15.256,14.103,16.409,1.267,0.346,12.196,53.032,91.77,14.295
+2026-05-21 10:02:00,greylag_goose_observed.csv,0.5965932066174828190532203927,0.547,3.155,4.004,2.703,0.172,6.68,11.839,0.038,7.45,22.497,0.211,0.227,0.016,5.22,11.21,10.42,6.261,7.626,9.564,5.688,7.198,7.804,6.593,0.075,8.27,7.33,6.254,7.05,8.455,27.896,44.079,11.712,1.222,0.279,12.278,92.494,180.338,4.651
+2026-05-21 10:02:01,greylag_goose_observed.csv,0.6786748347088357893458013568,0.543,1.972,0.891,2.885,0.891,7.31,10.289,0.055,7.32,15.963,0.14,0.531,0.024,4.25,9.53,11.14,11.048,10.054,12.446,7.661,12.599,12.518,12.68,0.246,7.58,6.15,5.931,6.75,9.284,22.181,42.545,1.817,1.056,0.064,12.186,103.988,201.202,6.774
+2026-05-21 10:02:01,greylag_goose_observed.csv,0.4066375837146891381242631534,0.427,2.087,1.364,2.805,0.368,7.16,7.372,0.033,6.75,27.364,0.161,0.484,0.024,3.34,9.77,10.95,3.601,17.360,17.875,16.846,11.295,11.511,11.079,0.036,10.44,7.38,1.492,7.48,7.297,36.856,68.723,4.989,1.463,0.049,12.204,77.536,140.49,14.581
+2026-05-21 10:02:01,greylag_goose_observed.csv,0.9054533244064436123210674896,0.377,2.37,3.521,7.213,0.375,6.43,15.93,0.081,6.96,24.314,0.455,0.104,0.043,3.55,10.22,10.47,5.141,7.366,11.792,2.939,10.592,7.961,13.222,0.097,9.61,6.38,4.344,7.29,23.63,36.957,67.803,6.111,1.46,0.074,12.065,60.144,112.978,7.311
+2026-05-21 10:02:02,greylag_goose_observed.csv,0.2179839883799319886368715439,0.486,1.811,3.769,0.907,0.631,6.59,14.378,0.073,7.39,6.909,0.329,0.623,0.049,3.94,10.73,10.6,8.937,15.367,11.632,19.102,9.384,9.806,8.963,0.052,9.74,6.97,7.155,6.96,11.272,33.240,50.395,16.086,0.917,0.107,12.049,47.248,81.015,13.48
+2026-05-21 10:02:02,greylag_goose_observed.csv,2.804124099140776893173807831,0.45,0.346,2.099,5.627,0.639,7.09,9.762,0.083,7.1,27.18,0.114,0.514,0.026,4.85,10.99,11.08,7.161,15.310,17.788,12.832,4.583,7.325,1.841,0.026,10.22,6.75,2.338,7.38,10.636,37.986,63.387,12.586,1.653,0.2,12.252,51.854,95.56,8.147
+2026-05-21 10:02:02,greylag_goose_observed.csv,0.6932459225224276828052878050,0.406,1.772,4.686,1.488,0.175,7.42,3.593,0.031,7.46,18.968,0.073,0.039,0.006,2.97,9.81,10.86,9.551,8.858,8.995,8.721,9.248,8.635,9.86,0.111,8.31,6.46,4.365,6.82,18.09,32.094,48.955,15.232,1.493,0.033,12.266,97.394,184.113,10.674
+2026-05-21 10:02:03,greylag_goose_observed.csv,5.448959664240348314226239840,0.177,2.173,2.965,1.075,0.745,6.82,3.392,0.005,7.62,27.4,0.247,0.008,0.031,5.04,9.54,11.1,9.542,12.946,8.764,17.129,12.439,12.875,12.003,0.246,8.7,7.32,3.05,7.01,8.848,14.632,16.896,12.368,1.451,0.142,12.146,60.440,112.841,8.039
+2026-05-21 10:02:03,greylag_goose_observed.csv,1.020570105286793631906017425,0.271,3.464,4.007,1.99,0.829,6.54,8.127,0.077,7.53,10.215,0.187,0.529,0.042,3.65,10.85,10.77,6.807,9.955,3.013,16.897,11.248,13.874,8.621,0.094,8.8,7.83,7.383,6.76,15.137,15.373,21.113,9.633,1.755,0.261,12.038,81.722,147.879,15.564
+2026-05-21 10:02:03,greylag_goose_observed.csv,4.430144396926177098099529714,0.566,3.259,1.693,6.618,0.105,6.42,3.492,0.045,7.56,6.442,0.268,0.232,0.044,4.61,10.88,11.02,11.83,6.735,3.85,9.62,5.404,4.385,6.422,0.145,9.06,7.59,1.868,6.89,19.972,12.094,17.837,6.35,1.751,0.183,12.208,72.038,129.709,14.366
+2026-05-21 10:02:04,greylag_goose_observed.csv,0.7009725272280159650607754882,0.464,2.667,0.747,1.675,0.658,7.04,3.9,0.094,6.62,21.805,0.071,0.565,0.019,4.82,9.87,10.87,9.297,12.472,17.191,7.752,7.020,1.522,12.518,0.01,9.31,6.14,3.606,6.87,12.507,36.722,58.422,15.021,1.274,0.26,12.293,127.164,239.971,14.356
+2026-05-21 10:02:04,greylag_goose_observed.csv,0.7906032754814928843920379599,0.65,1.889,5.264,3.264,0.499,6.49,10.749,0.052,6.83,18.567,0.262,0.414,0.043,3.69,11.25,10.27,10.382,5.474,9.064,1.884,1.526,2.033,1.02,0.153,8.08,6.85,3.813,7.0,11.471,5.140,7.973,2.307,1.346,0.059,12.246,88.351,171.539,5.163
+2026-05-21 10:02:04,greylag_goose_observed.csv,1.142897145008671345941612311,0.406,1.108,1.038,2.568,0.433,6.82,10.637,0.037,7.35,15.263,0.374,0.464,0.002,2.96,10.37,10.82,6.946,5.882,8.417,3.348,4.565,3.338,5.792,0.215,9.53,6.02,1.576,7.3,16.192,12.806,22.336,3.276,1.649,0.183,12.16,68.680,128.206,9.154
+2026-05-21 10:02:05,greylag_goose_observed.csv,0.9302657176696989992843246146,0.44,1.885,4.855,0.122,0.212,7.67,8.345,0.075,7.64,26.612,0.327,0.043,0.001,4.24,10.83,10.93,5.06,7.434,7.418,7.451,9.004,10.434,7.574,0.031,7.66,6.23,6.738,7.27,17.411,22.414,34.445,10.382,1.077,0.169,12.263,64.880,123.169,6.592
+2026-05-21 10:02:05,greylag_goose_observed.csv,1.839259993604183795135900708,0.689,3.831,0.194,7.85,0.683,7.0,9.592,0.064,7.0,8.354,0.376,0.362,0.05,4.76,10.67,11.01,8.462,3.508,5.72,1.295,3.850,3.812,3.889,0.172,8.79,6.74,7.57,7.56,15.622,24.424,35.839,13.008,1.325,0.033,12.161,57.172,108.893,5.45
+2026-05-21 10:02:05,greylag_goose_observed.csv,0.3147570421646738476413458432,0.254,3.11,5.509,2.226,0.663,7.72,12.12,0.076,7.28,16.959,0.293,0.71,0.031,4.12,10.76,10.32,11.309,14.966,12.266,17.666,10.113,9.396,10.83,0.131,8.03,6.09,6.093,7.34,10.58,29.266,41.632,16.901,1.578,0.334,12.245,49.392,94.651,4.132
+2026-05-21 10:02:05,greylag_goose_observed.csv,0.1643314668990577869481867893,0.708,3.192,3.092,0.19,0.179,7.67,6.179,0.041,7.38,26.383,0.324,0.623,0.008,4.13,10.4,10.69,3.352,13.351,15.882,10.82,10.628,11.085,10.170,0.138,7.56,7.48,5.639,7.31,21.875,30.761,57.049,4.473,0.806,0.282,12.242,119.714,225.453,13.974
+2026-05-21 10:02:06,greylag_goose_observed.csv,0.3380006036827771755544022040,0.193,1.473,4.878,5.516,0.499,7.0,6.634,0.057,7.04,12.829,0.105,0.433,0.028,4.18,11.05,11.12,2.604,3.616,5.192,2.04,6.299,10.465,2.133,0.221,9.42,7.7,5.031,6.79,10.779,29.092,45.325,12.86,1.595,0.034,12.279,117.760,227.287,8.232
+2026-05-21 10:02:06,greylag_goose_observed.csv,16.23849213958263729463300724,0.729,3.304,5.928,1.78,0.576,6.77,3.538,0.016,7.23,16.256,0.349,0.736,0.016,5.45,11.16,11.41,10.362,5.012,5.176,4.847,6.118,4.306,7.931,0.249,10.05,7.97,3.489,6.94,20.042,35.348,67.057,3.639,1.097,0.008,12.161,81.389,147.796,14.982
+2026-05-21 10:02:06,greylag_goose_observed.csv,0.1704987767042113381260829574,0.413,2.981,4.487,7.613,0.662,6.78,14.492,0.089,7.31,20.288,0.239,0.671,0.044,4.31,10.24,11.28,4.146,4.237,3.739,4.735,2.705,4.137,1.273,0.02,9.34,8.15,4.002,7.04,23.579,13.532,9.304,17.759,1.184,0.151,12.021,51.750,99.27,4.23
+2026-05-21 10:02:07,greylag_goose_observed.csv,0.1987554534406046727025534070,0.435,1.643,3.807,4.07,0.711,7.38,4.524,0.073,7.24,8.283,0.226,0.689,0.03,3.98,10.7,11.21,11.967,10.104,14.454,5.754,9.143,9.897,8.389,0.15,9.61,8.09,4.471,6.97,8.789,22.743,45.075,0.411,1.384,0.336,12.224,62.446,116.698,8.195
+2026-05-21 10:02:07,greylag_goose_observed.csv,2.547009895885297569060140492,0.696,2.677,1.397,2.736,0.174,7.32,15.899,0.002,6.91,10.476,0.224,0.362,0.008,4.38,10.65,11.05,10.684,10.314,2.589,18.04,5.812,10.793,0.83,0.098,8.51,7.25,3.344,7.55,8.309,4.543,2.623,6.463,1.742,0.044,12.29,70.620,132.912,8.329
+2026-05-21 10:02:07,greylag_goose_observed.csv,2.378335488913535269181335894,0.499,3.615,3.146,6.26,0.28,7.25,5.559,0.095,6.81,8.213,0.211,0.103,0.038,3.47,11.95,11.15,2.234,2.108,1.878,2.339,5.602,4.051,7.152,0.159,10.19,6.4,5.4,7.37,13.739,32.278,60.013,4.544,1.255,0.107,12.287,122.865,233.706,12.024
+2026-05-21 10:02:08,greylag_goose_observed.csv,0.3203168320051856503122874667,0.37,3.544,3.684,5.53,0.191,6.64,5.168,0.07,7.05,20.005,0.196,0.584,0.046,5.05,9.97,11.32,11.968,6.650,9.654,3.646,1.554,1.934,1.174,0.075,9.79,6.72,5.939,6.8,7.081,13.733,7.569,19.897,1.746,0.23,12.154,93.473,181.414,5.532
+2026-05-21 10:02:08,greylag_goose_observed.csv,0.1715025597162468793550546749,0.42,2.805,2.56,1.343,0.798,7.34,4.141,0.064,7.28,6.042,0.242,0.581,0.039,4.99,11.93,11.35,4.585,11.074,19.495,2.654,3.734,1.454,6.013,0.203,9.13,6.02,2.072,7.46,12.858,30.404,44.438,16.371,0.972,0.127,12.241,86.192,157.334,15.051
+2026-05-21 10:02:08,greylag_goose_observed.csv,17.30453787105046969234684975,0.46,1.398,0.26,0.303,0.077,6.4,14.599,0.098,6.79,21.748,0.243,0.725,0.047,5.31,9.81,11.19,6.471,5.699,9.293,2.105,7.803,8.852,6.754,0.129,8.02,7.74,6.691,7.27,17.794,27.250,53.907,0.592,1.267,0.139,12.018,116.478,228.751,4.206
+2026-05-21 10:02:09,greylag_goose_observed.csv,0.6126230199751922779141510286,0.535,1.928,2.961,0.387,0.909,6.8,10.959,0.053,7.6,23.397,0.377,0.539,0.027,2.87,9.75,11.33,8.452,12.216,16.772,7.659,4.000,6.766,1.235,0.182,8.41,8.41,4.308,6.66,12.491,42.495,79.192,5.798,1.493,0.254,12.278,55.352,100.734,9.97
+2026-05-21 10:02:09,greylag_goose_observed.csv,3.777635582694613072190854846,0.557,3.668,0.209,7.752,0.535,7.47,13.491,0.058,7.45,13.851,0.454,0.253,0.047,3.39,10.78,11.45,6.426,7.664,11.118,4.211,8.035,8.603,7.467,0.101,9.97,7.61,5.51,6.91,15.329,25.172,34.484,15.86,1.433,0.326,12.285,118.034,224.061,12.006
+2026-05-21 10:02:09,greylag_goose_observed.csv,1.824089974531205233862849912,0.622,0.493,2.705,5.0,0.727,7.09,12.204,0.096,6.86,14.616,0.096,0.355,0.047,4.91,11.32,10.86,5.17,12.682,14.376,10.989,10.249,8.136,12.362,0.242,9.52,7.66,7.411,7.0,7.584,17.666,24.57,10.761,1.396,0.263,12.055,42.806,80.982,4.631
+2026-05-21 10:02:10,greylag_goose_observed.csv,1.675029353751461667822227183,0.572,1.097,1.472,1.165,0.033,7.2,12.92,0.084,7.48,15.962,0.087,0.35,0.002,4.08,9.91,11.34,8.757,15.140,11.797,18.483,8.798,7.322,10.273,0.2,8.58,6.39,4.978,6.6,16.668,44.905,71.889,17.921,1.647,0.059,12.093,91.799,172.243,11.355
+2026-05-21 10:02:10,greylag_goose_observed.csv,1.237074668627443941338170404,0.551,2.856,2.808,4.81,0.052,7.64,5.549,0.033,7.59,20.107,0.422,0.235,0.037,4.32,10.83,11.06,9.829,8.218,3.642,12.793,11.837,10.17,13.504,0.103,9.88,6.4,4.571,6.96,20.642,15.596,29.187,2.006,1.681,0.05,12.126,111.087,209.7,12.474
+2026-05-21 10:02:10,greylag_goose_observed.csv,1.177373329826422793369801903,0.219,3.584,1.151,6.811,0.759,7.16,5.514,0.072,7.12,11.379,0.428,0.013,0.006,5.32,10.84,10.99,2.678,14.094,18.011,10.176,6.172,3.313,9.032,0.21,9.13,7.29,3.446,7.37,13.746,45.952,78.764,13.141,1.177,0.321,12.227,70.848,130.995,10.701
+2026-05-21 10:02:10,greylag_goose_observed.csv,1.771528832003925740853891372,0.285,1.865,0.167,6.441,0.068,6.33,9.815,0.064,6.64,24.689,0.234,0.72,0.006,3.99,10.45,10.28,11.572,6.736,12.831,0.64,1.102,0.353,1.851,0.131,8.7,6.83,2.338,6.77,12.819,37.341,56.869,17.813,1.624,0.037,12.077,110.041,211.174,8.908
+2026-05-21 10:02:11,greylag_goose_observed.csv,0.3874764876974184848322119342,0.2,3.328,1.596,4.327,0.219,6.73,9.345,0.099,6.64,7.172,0.44,0.605,0.047,3.32,11.85,11.28,2.555,3.742,6.044,1.441,6.494,5.732,7.256,0.17,8.56,6.87,6.603,6.86,18.033,38.451,61.29,15.612,1.23,0.106,12.265,55.476,95.223,15.73
+2026-05-21 10:02:11,greylag_goose_observed.csv,0.7816699618623245941337462232,0.655,2.869,2.273,7.798,0.08,6.76,14.526,0.075,7.05,6.071,0.067,0.067,0.006,4.98,10.9,10.95,9.926,9.433,8.669,10.197,3.764,5.059,2.47,0.223,9.8,6.47,6.595,7.15,8.307,13.410,10.037,16.783,1.374,0.222,12.054,57.428,106.693,8.163
+2026-05-21 10:02:11,greylag_goose_observed.csv,0.7056295235180839649807143467,0.479,3.658,2.733,0.778,0.843,7.61,11.435,0.074,7.62,23.97,0.174,0.179,0.049,5.24,11.25,10.31,4.013,13.988,13.338,14.637,7.508,12.38,2.637,0.029,10.21,8.39,3.591,7.44,18.495,24.148,33.517,14.78,0.885,0.188,12.23,50.356,87.243,13.469
+2026-05-21 10:02:12,greylag_goose_observed.csv,4.647537036952739686001465455,0.531,1.925,3.558,0.09,0.574,6.33,4.666,0.078,7.51,24.755,0.368,0.119,0.035,4.67,10.37,11.37,3.732,17.134,15.349,18.918,12.672,12.390,12.954,0.199,9.7,7.91,6.609,6.92,6.951,10.888,7.711,14.065,1.543,0.105,12.181,89.818,168.211,11.426
+2026-05-21 10:02:12,greylag_goose_observed.csv,0.2462720083670805545213761316,0.3,0.758,2.371,1.165,0.616,7.1,10.441,0.092,6.97,21.045,0.417,0.117,0.039,3.47,9.61,11.49,11.73,11.052,6.806,15.298,6.602,9.469,3.736,0.113,8.94,7.02,7.668,6.66,6.329,29.412,52.785,6.04,1.192,0.143,12.083,122.160,239.667,4.654
+2026-05-21 10:02:12,greylag_goose_observed.csv,2.374680158769751757182965650,0.439,0.581,4.39,3.088,0.011,6.92,15.183,0.066,7.33,13.892,0.28,0.207,0.021,4.56,11.09,10.3,3.981,8.905,12.088,5.722,5.408,8.404,2.411,0.216,8.06,6.13,4.26,7.55,16.129,23.918,36.43,11.407,1.293,0.205,12.028,121.418,228.055,14.781
+2026-05-21 10:02:13,greylag_goose_observed.csv,1.073215625305240164722611854,0.597,1.535,3.723,5.293,0.493,6.97,15.986,0.066,7.17,18.815,0.089,0.187,0.016,5.31,10.42,11.09,7.727,13.366,14.863,11.870,8.971,10.871,7.071,0.168,9.58,7.55,6.4,7.06,14.758,17.292,32.568,2.016,1.569,0.029,12.254,95.858,186.899,4.817
+2026-05-21 10:02:13,greylag_goose_observed.csv,1.089043830582837479356930996,0.232,1.029,1.21,0.541,0.251,7.11,14.491,0.055,7.57,6.146,0.152,0.214,0.01,5.05,10.74,11.21,3.08,4.867,4.963,4.771,4.727,1.502,7.952,0.229,8.22,6.67,4.038,6.69,9.2,28.900,48.437,9.364,1.316,0.246,12.14,91.974,169.169,14.779
+2026-05-21 10:02:13,greylag_goose_observed.csv,0.1378795541819952055441519342,0.672,3.069,3.181,2.895,0.091,6.71,6.893,0.019,7.63,8.004,0.198,0.563,0.012,4.51,11.75,10.78,2.357,7.673,12.673,2.673,0.875,0.916,0.834,0.072,10.28,8.49,5.174,7.39,22.837,41.708,72.697,10.718,1.04,0.192,12.21,45.754,81.975,9.534
+2026-05-21 10:02:14,greylag_goose_observed.csv,0.5151059379742261727085515901,0.602,0.324,2.131,4.577,0.933,6.59,15.622,0.026,6.85,15.693,0.105,0.66,0.012,4.25,11.16,10.74,7.682,2.662,0.818,4.506,2.505,3.051,1.959,0.229,9.1,8.27,2.451,7.01,17.116,21.862,30.066,13.658,0.907,0.062,12.168,91.053,171.807,10.299
+2026-05-21 10:02:14,greylag_goose_observed.csv,0.1639154861421216466136915036,0.411,2.285,1.566,0.653,0.114,6.97,14.112,0.031,6.59,8.032,0.411,0.569,0.012,5.46,11.89,10.61,9.17,3.700,2.01,5.39,9.850,10.358,9.343,0.237,9.69,6.15,2.594,6.97,12.879,18.555,30.537,6.573,0.899,0.19,12.075,71.902,139.234,4.569
+2026-05-21 10:02:14,greylag_goose_observed.csv,0.4776756578412074649480731668,0.275,1.236,1.042,3.595,0.815,7.5,4.593,0.072,6.75,11.213,0.08,0.26,0.029,2.73,10.13,10.78,9.369,17.041,14.657,19.425,7.590,8.613,6.568,0.077,8.29,6.75,6.626,6.84,20.69,42.580,77.637,7.523,0.972,0.124,12.116,100.034,184.837,15.232
+2026-05-21 10:02:15,greylag_goose_observed.csv,0.2543707847125838950653292181,0.141,3.615,4.845,7.127,0.013,7.02,3.929,0.09,7.56,15.126,0.391,0.718,0.029,3.37,9.74,10.41,5.511,9.433,10.57,8.296,5.083,7.925,2.241,0.155,7.6,7.27,2.653,7.28,20.478,25.355,50.17,0.54,0.81,0.302,12.15,72.482,137.133,7.832
+2026-05-21 10:02:15,greylag_goose_observed.csv,18.48634420918238119522792498,0.156,1.619,0.418,4.594,0.773,6.99,9.732,0.061,6.93,10.364,0.082,0.665,0.047,2.9,11.83,11.17,2.496,5.406,8.887,1.924,9.800,9.810,9.790,0.223,10.42,6.75,1.941,7.07,8.99,41.728,64.997,18.459,1.694,0.215,12.251,66.922,123.919,9.926
+2026-05-21 10:02:15,greylag_goose_observed.csv,0.4926330452296864504873860083,0.504,2.006,4.653,0.921,0.585,7.61,3.105,0.087,6.86,24.645,0.205,0.716,0.026,3.82,10.22,11.02,5.487,11.722,7.146,16.299,3.006,3.167,2.845,0.247,8.22,6.27,2.831,7.4,9.438,30.230,42.333,18.126,1.38,0.113,12.096,73.880,141.508,6.251
+2026-05-21 10:02:15,greylag_goose_observed.csv,0.6114715849364164789721965023,0.661,1.77,2.973,2.439,0.026,7.61,3.739,0.096,7.52,14.515,0.11,0.71,0.031,3.18,11.29,11.34,2.171,9.735,11.54,7.93,6.512,5.892,7.131,0.022,7.66,6.05,4.287,7.25,16.368,15.554,12.086,19.022,1.69,0.215,12.254,85.997,160.547,11.447
+2026-05-21 10:02:16,greylag_goose_observed.csv,0.5761075691556536343720933773,0.171,1.38,5.616,6.528,0.587,6.38,15.0,0.033,7.27,8.794,0.292,0.534,0.0,4.73,11.9,10.66,9.594,9.800,16.087,3.512,10.637,7.524,13.75,0.187,7.61,7.52,5.87,7.32,18.33,21.722,33.354,10.09,1.545,0.142,12.15,76.237,143.456,9.018
+2026-05-21 10:02:16,greylag_goose_observed.csv,0.8689273672321477965060279717,0.476,0.778,4.791,0.088,0.721,7.47,6.903,0.004,6.88,19.783,0.382,0.352,0.012,2.98,10.3,11.26,7.34,8.676,2.52,14.831,9.164,8.771,9.558,0.11,10.29,8.37,6.283,7.55,22.279,26.620,46.889,6.35,1.273,0.04,12.016,93.228,171.412,15.044
+2026-05-21 10:02:16,greylag_goose_observed.csv,0.3806433399206625768196089415,0.656,0.647,2.815,3.409,0.499,6.34,4.122,0.027,6.9,15.522,0.304,0.494,0.04,3.44,11.58,10.76,10.81,18.029,19.405,16.653,11.512,13.839,9.186,0.142,9.57,6.02,3.897,7.54,7.065,35.180,55.114,15.245,1.008,0.142,12.025,67.020,125.203,8.837
+2026-05-21 10:02:17,greylag_goose_observed.csv,1.134002307988946793770080638,0.711,3.478,2.848,2.944,0.406,7.12,14.606,0.094,6.76,18.871,0.262,0.523,0.031,3.65,10.91,10.48,8.395,9.176,8.402,9.949,4.116,3.674,4.558,0.07,7.67,6.04,1.889,7.11,20.88,25.894,50.112,1.677,1.654,0.168,12.281,69.919,135.705,4.133
+2026-05-21 10:02:17,greylag_goose_observed.csv,1.978195809150267273396930448,0.542,2.847,5.542,6.867,0.743,6.75,6.796,0.076,7.34,8.897,0.083,0.347,0.005,5.15,11.8,11.02,10.315,10.277,1.611,18.943,6.173,0.988,11.358,0.053,10.08,8.43,2.747,6.98,6.242,33.070,55.333,10.807,1.549,0.208,12.246,114.894,217.436,12.352
+2026-05-21 10:02:17,greylag_goose_observed.csv,1.486617104068495924395909496,0.558,3.816,3.923,6.046,0.529,6.51,3.556,0.047,7.39,16.766,0.182,0.398,0.02,2.64,10.98,11.05,7.734,14.650,13.105,16.195,11.497,10.29,12.704,0.215,9.69,7.22,7.509,7.04,22.069,17.882,16.058,19.707,1.32,0.101,12.219,101.866,193.022,10.709
+2026-05-21 10:02:18,greylag_goose_observed.csv,0.5487427302193024520760938683,0.559,2.692,2.185,3.485,0.248,6.85,10.63,0.083,7.27,21.287,0.234,0.689,0.003,5.08,11.7,10.77,4.02,8.436,15.055,1.818,5.464,2.459,8.469,0.219,8.21,7.04,3.368,7.13,17.247,39.242,59.346,19.137,1.777,0.244,12.02,113.720,214.921,12.518
+2026-05-21 10:02:18,greylag_goose_observed.csv,0.3216771141335092350786746754,0.68,3.481,3.943,5.207,0.438,7.38,7.379,0.081,7.11,17.785,0.39,0.551,0.002,3.11,9.63,11.4,4.632,17.272,19.264,15.279,2.501,0.574,4.428,0.105,9.57,7.93,2.94,7.18,7.653,20.628,29.294,11.963,1.595,0.026,12.123,104.764,197.226,12.302
+2026-05-21 10:02:18,greylag_goose_observed.csv,0.6395532493926195825651601020,0.353,1.063,2.681,7.276,0.55,7.44,8.379,0.029,7.43,10.951,0.371,0.248,0.029,5.1,11.31,10.96,5.812,7.462,9.157,5.767,3.815,6.597,1.033,0.11,8.86,6.78,3.311,6.82,12.854,33.956,54.544,13.367,1.403,0.259,12.152,110.266,204.558,15.975
+2026-05-21 10:02:19,greylag_goose_observed.csv,0.9488486152987474754586008233,0.154,3.009,2.939,3.398,0.194,6.92,15.505,0.023,7.39,13.113,0.386,0.376,0.042,4.55,9.51,11.26,4.886,17.060,19.103,15.017,12.014,12.473,11.554,0.103,9.7,7.3,4.453,7.4,8.013,41.628,69.405,13.852,1.268,0.33,12.115,88.068,167.606,8.531
+2026-05-21 10:02:19,greylag_goose_observed.csv,0.1757300581182379851016469164,0.196,2.783,4.514,4.103,0.757,6.94,9.764,0.001,6.92,16.903,0.264,0.749,0.003,3.2,11.6,10.39,8.156,17.364,17.705,17.024,5.356,4.985,5.727,0.156,9.35,7.06,3.365,6.92,14.093,6.092,8.345,3.838,1.328,0.283,12.019,87.860,163.336,12.385
+2026-05-21 10:02:19,greylag_goose_observed.csv,4.006895742025566059954008757,0.294,1.564,5.047,4.942,0.035,6.64,10.378,0.097,7.0,7.153,0.362,0.532,0.029,2.69,10.04,10.37,5.172,1.002,0.975,1.030,10.144,7.628,12.661,0.17,8.12,7.58,6.781,6.84,18.34,38.942,62.852,15.032,1.784,0.065,12.141,46.464,86.631,6.296
+2026-05-21 10:02:20,greylag_goose_observed.csv,0.1260317286744953234523924281,0.399,2.752,3.626,3.18,0.718,6.98,7.121,0.075,7.59,9.64,0.094,0.58,0.04,4.7,9.53,10.48,8.183,12.908,14.447,11.368,4.788,1.831,7.744,0.051,9.49,8.16,5.981,6.81,23.911,25.151,31.368,18.934,1.028,0.186,12.262,84.225,158.884,9.566
+2026-05-21 10:02:20,greylag_goose_observed.csv,4.854452859044808242048068416,0.281,1.205,4.597,0.323,0.361,6.4,8.679,0.013,7.37,19.297,0.411,0.176,0.039,4.5,11.76,10.87,9.2,9.368,17.416,1.32,9.568,13.816,5.321,0.071,7.96,8.3,5.518,7.34,13.588,22.542,30.204,14.881,1.682,0.245,12.178,111.581,212.227,10.935
+2026-05-21 10:02:20,greylag_goose_observed.csv,0.5305433617708681379370897910,0.724,0.926,4.188,2.159,0.249,7.58,9.069,0.014,7.08,19.283,0.327,0.396,0.019,3.56,10.42,11.44,4.029,5.306,8.89,1.721,3.828,3.005,4.65,0.142,10.14,7.98,5.603,7.59,9.784,27.808,45.433,10.182,1.208,0.279,12.163,106.905,208.029,5.781
+2026-05-21 10:02:20,greylag_goose_observed.csv,17.24207910509277882171034770,0.58,1.049,5.477,5.641,0.625,6.48,8.892,0.034,6.6,13.463,0.319,0.534,0.003,4.29,9.69,10.49,3.363,13.668,8.544,18.793,7.639,9.207,6.071,0.248,10.06,8.49,5.157,6.69,7.296,33.062,64.658,1.466,1.406,0.066,12.034,52.371,95.733,9.009
+2026-05-21 10:02:21,greylag_goose_observed.csv,0.6653310229410573659013290456,0.661,3.224,3.171,2.532,0.799,7.61,15.639,0.012,7.55,22.635,0.139,0.245,0.017,4.74,11.2,10.67,6.048,2.898,2.902,2.893,8.945,10.51,7.38,0.031,7.79,6.03,4.795,6.81,8.434,22.783,32.84,12.726,1.065,0.019,12.111,78.076,143.163,12.989
+2026-05-21 10:02:21,greylag_goose_observed.csv,0.1674105812204128191071167056,0.564,1.721,5.168,2.087,0.37,7.03,14.987,0.027,6.77,7.408,0.247,0.732,0.028,3.3,9.76,11.24,3.038,17.083,14.642,19.524,4.865,1.607,8.123,0.223,9.91,6.56,1.729,6.72,13.07,37.296,62.571,12.021,0.901,0.047,12.014,50.606,94.628,6.585
+2026-05-21 10:02:21,greylag_goose_observed.csv,0.2764672213072960043320859096,0.214,2.631,3.129,2.148,0.846,7.49,13.186,0.007,7.21,23.603,0.187,0.185,0.01,3.58,11.93,11.48,10.247,11.546,15.353,7.74,4.900,6.324,3.477,0.005,9.06,7.31,7.135,7.31,12.587,21.564,29.229,13.898,1.74,0.037,12.022,115.598,225.556,5.639
diff --git a/modelling/data/abingdon-all/resident/greylag_goose_simulated.csv b/modelling/data/abingdon-all/resident/greylag_goose_simulated.csv
new file mode 100644
index 0000000..2e89bb1
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greylag_goose_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.386,0.1,0,0.01,0.367365
+RungeKutta4,1,0.1,0.369903,0.1,0,0.01,0.344241
+RungeKutta4,2,0.2,0.357006,0.1,0,0.01,0.325714
+RungeKutta4,3,0.3,0.346701,0.1,0,0.01,0.310910
+RungeKutta4,4,0.4,0.338510,0.1,0,0.01,0.299144
+RungeKutta4,5,0.5,0.332062,0.1,0,0.01,0.289881
+RungeKutta4,6,0.6,0.327077,0.1,0,0.01,0.282720
+RungeKutta4,7,0.7,0.323357,0.1,0,0.01,0.277376
+RungeKutta4,8,0.8,0.320774,0.1,0,0.01,0.273665
+RungeKutta4,9,0.9,0.319264,0.1,0,0.01,0.271496
+RungeKutta4,10,1.0,0.318825,0.1,0,0.01,0.270865
+RungeKutta4,11,1.1,0.319583,0.1,0,0.01,0.271954
+RungeKutta4,12,1.2,0.321685,0.1,0,0.01,0.274974
+RungeKutta4,13,1.3,0.325268,0.1,0,0.01,0.280121
+RungeKutta4,14,1.4,0.330517,0.1,0,0.01,0.287661
+RungeKutta4,15,1.5,0.337649,0.1,0,0.01,0.297907
+RungeKutta4,16,1.6,0.346902,0.1,0,0.01,0.311199
+RungeKutta4,17,1.7,0.358517,0.1,0,0.01,0.327885
+RungeKutta4,18,1.8,0.372720,0.1,0,0.01,0.348288
+RungeKutta4,19,1.9,0.389700,0.1,0,0.01,0.372680
+RungeKutta4,20,2.0,0.409586,0.1,0,0.01,0.401247
+RungeKutta4,21,2.1,0.432429,0.1,0,0.01,0.434062
+RungeKutta4,22,2.2,0.458172,0.1,0,0.01,0.471043
+RungeKutta4,23,2.3,0.486645,0.1,0,0.01,0.511946
+RungeKutta4,24,2.4,0.517542,0.1,0,0.01,0.556330
+RungeKutta4,25,2.5,0.550423,0.1,0,0.01,0.603565
+RungeKutta4,26,2.6,0.584715,0.1,0,0.01,0.652827
+RungeKutta4,27,2.7,0.619720,0.1,0,0.01,0.703113
+RungeKutta4,28,2.8,0.654641,0.1,0,0.01,0.753279
+RungeKutta4,29,2.9,0.688598,0.1,0,0.01,0.802059
+RungeKutta4,30,3.0,0.720684,0.1,0,0.01,0.848152
+RungeKutta4,31,3.1,0.749983,0.1,0,0.01,0.890241
+RungeKutta4,32,3.2,0.775630,0.1,0,0.01,0.927084
+RungeKutta4,33,3.3,0.796841,0.1,0,0.01,0.957555
+RungeKutta4,34,3.4,0.812852,0.1,0,0.01,0.980555
+RungeKutta4,35,3.5,0.822877,0.1,0,0.01,0.994956
+RungeKutta4,36,3.6,0.826388,0.1,0,0.01,1
+RungeKutta4,37,3.7,0.823515,0.1,0,0.01,0.995873
+RungeKutta4,38,3.8,0.814618,0.1,0,0.01,0.983092
+RungeKutta4,39,3.9,0.799919,0.1,0,0.01,0.961976
+RungeKutta4,40,4.0,0.779896,0.1,0,0.01,0.933212
+RungeKutta4,41,4.1,0.755242,0.1,0,0.01,0.897796
+RungeKutta4,42,4.2,0.726806,0.1,0,0.01,0.856946
+RungeKutta4,43,4.3,0.695535,0.1,0,0.01,0.812024
+RungeKutta4,44,4.4,0.662407,0.1,0,0.01,0.764435
+RungeKutta4,45,4.5,0.628390,0.1,0,0.01,0.715568
+RungeKutta4,46,4.6,0.594382,0.1,0,0.01,0.666714
+RungeKutta4,47,4.7,0.561172,0.1,0,0.01,0.619007
+RungeKutta4,48,4.8,0.529423,0.1,0,0.01,0.573398
+RungeKutta4,49,4.9,0.499650,0.1,0,0.01,0.530628
+RungeKutta4,50,5.0,0.472219,0.1,0,0.01,0.491222
+RungeKutta4,51,5.1,0.447355,0.1,0,0.01,0.455504
+RungeKutta4,52,5.2,0.425155,0.1,0,0.01,0.423613
+RungeKutta4,53,5.3,0.405607,0.1,0,0.01,0.395531
+RungeKutta4,54,5.4,0.388614,0.1,0,0.01,0.371120
+RungeKutta4,55,5.5,0.374010,0.1,0,0.01,0.350141
+RungeKutta4,56,5.6,0.361584,0.1,0,0.01,0.332290
+RungeKutta4,57,5.7,0.351091,0.1,0,0.01,0.317217
+RungeKutta4,58,5.8,0.342256,0.1,0,0.01,0.304525
+RungeKutta4,59,5.9,0.334759,0.1,0,0.01,0.293755
+RungeKutta4,60,6.0,0.328190,0.1,0,0.01,0.284319
+RungeKutta4,61,6.1,0.321933,0.1,0,0.01,0.275330
+RungeKutta4,62,6.2,0.314821,0.1,0,0.01,0.265113
+RungeKutta4,63,6.3,0.305106,0.1,0,0.01,0.251157
+RungeKutta4,64,6.4,0.292997,0.1,0,0.01,0.233762
+RungeKutta4,65,6.5,0.281408,0.1,0,0.01,0.217114
+RungeKutta4,66,6.6,0.272196,0.1,0,0.01,0.203881
+RungeKutta4,67,6.7,0.265462,0.1,0,0.01,0.194207
+RungeKutta4,68,6.8,0.260684,0.1,0,0.01,0.187344
+RungeKutta4,69,6.9,0.257296,0.1,0,0.01,0.182477
+RungeKutta4,70,7.0,0.254816,0.1,0,0.01,0.178914
+RungeKutta4,71,7.1,0.252830,0.1,0,0.01,0.176061
+RungeKutta4,72,7.2,0.250942,0.1,0,0.01,0.173349
+RungeKutta4,73,7.3,0.248722,0.1,0,0.01,0.170160
+RungeKutta4,74,7.4,0.245663,0.1,0,0.01,0.165765
+RungeKutta4,75,7.5,0.241160,0.1,0,0.01,0.159296
+RungeKutta4,76,7.6,0.234544,0.1,0,0.01,0.149792
+RungeKutta4,77,7.7,0.225194,0.1,0,0.01,0.136361
+RungeKutta4,78,7.8,0.212766,0.1,0,0.01,0.118507
+RungeKutta4,79,7.9,0.197492,0.1,0,0.01,0.0965657
+RungeKutta4,80,8.0,0.180396,0.1,0,0.01,0.0720066
+RungeKutta4,81,8.1,0.163294,0.1,0,0.01,0.0474389
+RungeKutta4,82,8.2,0.148435,0.1,0,0.01,0.0260933
+RungeKutta4,83,8.3,0.137875,0.1,0,0.01,0.0109235
+RungeKutta4,84,8.4,0.132303,0.1,0,0.01,0.00291905
+RungeKutta4,85,8.5,0.130271,0.1,0,0.01,0
+RungeKutta4,86,8.6,0.130387,0.1,0,0.01,0.000166639
+RungeKutta4,87,8.7,0.131480,0.1,0,0.01,0.00173678
+RungeKutta4,88,8.8,0.133536,0.1,0,0.01,0.00469030
+RungeKutta4,89,8.9,0.136563,0.1,0,0.01,0.00903871
+RungeKutta4,90,9.0,0.140526,0.1,0,0.01,0.0147317
+RungeKutta4,91,9.1,0.145356,0.1,0,0.01,0.0216702
+RungeKutta4,92,9.2,0.150961,0.1,0,0.01,0.0297220
+RungeKutta4,93,9.3,0.157244,0.1,0,0.01,0.0387478
+RungeKutta4,94,9.4,0.164115,0.1,0,0.01,0.0486183
+RungeKutta4,95,9.5,0.171516,0.1,0,0.01,0.0592501
+RungeKutta4,96,9.6,0.179430,0.1,0,0.01,0.0706189
+RungeKutta4,97,9.7,0.187861,0.1,0,0.01,0.0827303
+RungeKutta4,98,9.8,0.196764,0.1,0,0.01,0.0955199
+RungeKutta4,99,9.9,0.205940,0.1,0,0.01,0.108702
+RungeKutta4,100,10.0,0.215023,0.1,0,0.01,0.121750
+RungeKutta4,101,10.1,0.223597,0.1,0,0.01,0.134067
+RungeKutta4,102,10.2,0.231332,0.1,0,0.01,0.145178
+RungeKutta4,103,10.3,0.238050,0.1,0,0.01,0.154829
+RungeKutta4,104,10.4,0.243751,0.1,0,0.01,0.163019
+RungeKutta4,105,10.5,0.248697,0.1,0,0.01,0.170124
+RungeKutta4,106,10.6,0.253681,0.1,0,0.01,0.177283
+RungeKutta4,107,10.7,0.260439,0.1,0,0.01,0.186992
+RungeKutta4,108,10.8,0.271720,0.1,0,0.01,0.203197
+RungeKutta4,109,10.9,0.290153,0.1,0,0.01,0.229677
+RungeKutta4,110,11.0,0.315759,0.1,0,0.01,0.266461
+RungeKutta4,111,11.1,0.343912,0.1,0,0.01,0.306904
+RungeKutta4,112,11.2,0.367570,0.1,0,0.01,0.340890
+RungeKutta4,113,11.3,0.385337,0.1,0,0.01,0.366413
+RungeKutta4,114,11.4,0.398004,0.1,0,0.01,0.384609
+RungeKutta4,115,11.5,0.406245,0.1,0,0.01,0.396448
+RungeKutta4,116,11.6,0.410638,0.1,0,0.01,0.402758
+RungeKutta4,117,11.7,0.411654,0.1,0,0.01,0.404218
+RungeKutta4,118,11.8,0.409072,0.1,0,0.01,0.400509
+RungeKutta4,119,11.9,0.403313,0.1,0,0.01,0.392236
+RungeKutta4,120,12.0,0.393394,0.1,0,0.01,0.377987
+RungeKutta4,121,12.1,0.375841,0.1,0,0.01,0.352771
diff --git a/modelling/data/abingdon-all/resident/greylag_goose_simulated.png b/modelling/data/abingdon-all/resident/greylag_goose_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..18143117a17a2cfdd49b07a7f909d4c15c928854
GIT binary patch
literal 34267
zcmb@uWmr{P_dZMrDBT?*3P^`^Hy9w@Aky94AYCFQA>Ae2DM(66cS?6j|L4}Dp7=f2
z^?rCi91j=lz4lsj%{A_E$JjwHr6o`h2@#>7pirbFMdhHNV7#E9pcn4KgWs?X&8&d`
zaodTh*vVTO*g5Lh=tI5Gv9mI>v@<h)ecwUf#@5)<f|Y@piGhpmzLA}sl`S_TqxtVw
zFj(3cGE$0vRRu@6XC<j>3k8Ly1Njd+S0Kk23d&DHN>oU}DQV{ef|G*&X@`u9Bpl}O
z{d@H2E(p-F*x0hNg@JJGWt*E*4)ojeWfK#XWi-Jg^%GF88PqUx!i;GMa`#b&U0H6|
zu0Qqp<KMr>YHQeZd6R5-pVhY4ao+XYob7;P(~<Lp8G9nS@LlpZ=)DWZ4zQ3Pgad8U
zU?m|xy=GpA!i4-$1)19m{NXM+t}p8SA20cw`v3b&UL)L`eDn+o2#|=1{cNL>T!U-7
z)~~o`urpOjrRi|IKD4R-_T9VmvCr&kudz-SzRC#1RGCjdm6eUGiJBV>Pa@3u;E*um
zd3zll`2>mEOO!S=G5Fx{^fdN#XS(-fT$^!YW8*ar|HV2*Je#RfRNUS~sqP1Z<mBYx
zI(yTNuQ?G{tBjtJiUmp^<kYpCS7UUEDI^X?<Yl^j;E>v5tQCj~3JO+-B*<c#uXijl
zv9ayGII^*^9nQJ#b#tvHQ7kSlE-f!pU|?X_?AEUJY<+BISY2IxEoL{o>Wx79cCy^C
zH%%nqiv^-J1z1&j=k3zYmFu(lI4;|7UEdFuSAEg=-?9$y%J=m25SKLvkh(}defI3L
zCW+u+v!`bkfkiN@VSjXaKlihyn+sDM&6=}0SM?cO5|Wk_j|-{B1XHYV6N>(?;UqlK
zZCYg8w^v64ae4ANPo<=Su9nGeU-qLA!+Uyqo^NU2=4&a5aA-0#eSdxL-aXl7HsOR|
z$Edi6?O|SDIh^)iot(Ykn9WSyzdcI1?NZiuf26GCoHctEAW5OMi~JyKT+4NbIYp?v
z;A4}TmeV4fl%(X_X^Z;4iql%mrluwaeXPBPqwr8-F1ZhF7c;g4e22>s0{H>n^}BUj
z@AqzQ&YF9RHS1T_Qat$=s|xb-6)FlJcWyIGh~O#1$X@m`Hf!)T^u1?p%gaM(ch|Y|
zR>em)Lp<;HY<tr7%UXAL_vWXdna8~6ZN_h+R8o3+p4!X$!M@S|^y$;eG1wB{;D=P2
z@ao=LWf+eaf4GBy&?|<g`Ow(dIIIe7_AAGXm9MC{cyLNe%JJstvpJ8;9o<;fI=j3n
z1e?ZWw?nCo!8Bi!f%nY1dS|<{_PyjBJJXiUG1r%8<MvzWA=Qs6Oh%uI!KI;{8kbLQ
zHu=hX5m8SCJEZPZ&)9?zbJ=8C5NtbcjTIe&yFXT$<*}=wrIkG6em09qL{t!7Z#rJw
zv(a9)<$HE}z2~V|{p1wx#Q@J<L!BF+S#?c~${cuQ-F50TnIM9wZJpy@aX7--UNCJj
zr^PP817S{7x`5oC=*RNmT$Ccq7o9`+DCSE}<{D*sK^Lw!SLb2kHV3mkF|-l&WTKUx
z-xm=GcpSEwQ*yGidlD_1^6X63SMXc1w<PL9H98Da+?75|GicW39+jC-S5aPTo$k&S
zjCI0_h$t1Rq%~cBUyg`yr9;AFh(=<l5q$mn^@vC5Z6}$hhP^e%9nItqJdR3hcI$&_
zWoDCQlpo?^*I}%77l;X~5M6zwPdu^w+d|oirWQH&2Rv_%WHft9X04Yy@&e?EMRKG+
zjIgEhzc>#gNTnsJYSL-*$08LVhu<YByPp|^&vD6aJ~iSF-`O6R!25l{7ZV>pH>n^9
zi>e1t+l@R<!$xX0j94>0@ZplU{L7cA40B+$<?&{hy;p}$LhnumVo>NEEPdYmHum<*
zm*=B>!HLTxjx%XViF?hrS{4ll;+2e?k|*b9&9_C#--pa&Qc@UY1g<MIZ2Q>kYh7;7
zJa2RO1ImqO0*Su)u^|*9(a*VT(XZZJFt}qyAw0fYVf=NapJy-H{qnRM>{Pm~@sDw<
zy>SIeG&2pM4NoeN7AOrk)z)JJjzY{ofByWKO6THu!)AY>RkyAr4er#hi^1;m3tWyX
zft&9lT;x`AVMn@lzDw}PV}+_2Rj#9o%8zphs`fVvKGH})cVeNVTYWiLBEFA+xkfUZ
zuY${=)CO(&xYLxPpD!sGP2j4e{~Pi?K`a5k+jr~g#OUaUI5;>gRtqh<`~fJf)+YF)
z<|d*T;g6>7QNg2X%X=_db(J7bg$1PeclscZ+bNTxCFxEe%AxKHc(6wB9tK{J@E(0(
zweMX_THsx5MZIk0664vw?BL?ZpdW&hCM8{1C~U)xWbnSb1h#3;c6C!*h%GV|SvU)^
z_!Wco^+c1q>xZb6n3yaZlmqpE*b)xnwm5AM=Pw?KheWLSPmJDPkfosEGo^NSiqnOL
zp@%uGeQ@08w76W2(>9x&oU9rdQJ4l*!2&!bANmFcWEwf}Sq(yqWK#I6%F4>>224y$
z%qYY|OCCLZIO0C`QCnad4o}1C(>18*879r}MC@iS_iiu7n@P)OMwPXT_&X2bIp&-)
z=()M4VxyvLzmzF!+Q-m8c`~9TCzn3Qs9GjkG@T)Vrta+QJZl4aAV=2{IV_7Wk$1u(
zA}q@+R8B=Zzkfnv%yp;JsCn6_U1b*Ua=REn296IFe?Moy^<-0@2Q1lbMIU%FW^nQG
zjizgD*O*fTz{X`~WMrK7hD8{;{2YQ;U_R%(_Q7)szCRASip_p=M1Wp*T{$I&Ryp6i
z2^4bAvJXPO@RKw&G@JaM7aKVdTn=8#d7jTNPj}>dUlDbd2VqrOgRRuVe{^`b$=}=4
zQ|9dIN~TL2cJM9H@@C`8*LAm6!W~t;5X}ss8D&{<em8XaE-3DoA7$h{89z3jCQNkz
z7~JCbO$IpCNnD@Caq66IYu`&>Jpls)vw0eF8sO(Q>5okCx}dPIP~Bp8rq;wYY;r1Z
zv+PwXOl3co46pSUZg4+q``X&ts$9=@bv@2FX6?Q*_g+KbC8aI4_3Hd+^peeVjJWzk
zA9%dKUtCOC)bCXNc)Yh^DAjy+nRqoR%6zD-MQH~W^+gd-$@mM?k-8A*=;)%8l88@w
z`uY@SS-PNE#8H+vh=<VJ#uS<^cX>_(lBc%5G9?6b!K71RQ9gg^Nwm{~v?KTsEwba{
zKH*CNvflMM@w3DXrU!w8h;FBohM0te`43W0rbDUk#ENCE=)EE`;z?&esrI%FxZ7vh
ze4QQZ%OBXF6KyJzfEg)rrgpvSmZWRPw%ouzf_r~cQJ~DHL1N{QU~L2=HIYE`O^WA@
z^Q_^~w?6sE{wT40D_)e0X(-w9j`U_u)GPK-WjD90lq%;*{kXh6<b)&FR+jZ*(e?qT
zAr?B%GTl7S;?V0Baddj|GgiT4lFP>PZ;27zrJ~pkY4Bk~n40?^;^M|rJO%>y7ac=#
z(@TksIE@f{p)(DjCP=@7yBqz2UHqAcZii*i+w2yGSLu(s&^E`45^Yl7K0`2s(Nu-+
zif{9~1p89yV}~FIN?kouI{vKEgx20%qvGzM{kSF-s8)QtH$(b?7HSzp!%)s5C*A%1
zO3qgJ-htx>Q?g`sF=L%I8*H(7dW@k{HtU~YYZgV+qx+1WCKAC;Pk@@o94@XqEjUMM
z^Jx%eau_3J-AAOFGAa6kOP$ld<FI+tH__bAu0mvM^bsXx&s%bl=&x@W#J!q__>c`N
zA3ymb#@esgR_C>z&UUCgR20n6=6|28h`;Z=v8A>Z7Ud8x63LJlsfp)uyIjTz*=g|8
zx-n;>f5zCp#$q)b;U<h>$>Z8$P=YSspb%~mf<AEhJv%}3rN4PdaIjn*elPh6v^2X-
z$dG%e-5om}3eEN!>B<!jf7^EG`<Z!z&=1vocxiR9nHUQ3E4)K!ZR)H<IN%BHN1$Sa
zb}%t4875i#+X%l+4Id_xyx%EC^vK}to-Gajj-cM1M~?|J(lUZ1MdgX1T+8%(V|AYh
z)m!W4lda|r93<6Uydny;ApYn@Pi*1pMJ&qc8QAn74pkOs=3yk(gjGpU{C&hgp?h7k
zqEFDz!@AD63GfSF^Foabc>2m4C)ImgUy#^ZghEqv$?~Z_M18V$_L>;!fl60ndkcx^
zJaaBg|Ik5;FFG*=azm>K9%(YVlxQ^Ws_M3Vv9wrRwhapv@;t><h;1k)f8g8KP+g$U
z%Hd}%mhHO^6B0qDA<ujau6znMpgY$zfQaT@abzLt;OMy3v7YYzi#Nr}4d`56@_|Ay
zowiUz?r)Gdi90W31vpbrn8ojA^p-!~F`_vQg;{WlYzW`Aqge7zJYsCVN>8Um`QVpb
z1vlMNCF3xog32LjCz4E!=+tn%Ada*~$e|32Y}L|N#*FUlU4)++h9B)yXC2PVXeBvh
zA1GTEsP>7S>P5ncUI0Aoodq+3S1rh9WT<!QBxL-)-Dsgd3NY85Z}Ufy*Q^OlNV$t#
zCN$0fFT8N3@3ovCF~k;<t9O0$X4gj4SOz=ZGLK<`YMW$s_$0$iyt-nDa@i4$h{c1p
zLy&Poy=~V))al^UU02cPL&-Ay=c1a*2}eY*ffl+<FR!mLZ63Ubm865NQ$fdR?~<Fj
zI?xLn039uxy{+ZlIs>9_Dg+Cl^n_#eVS6PaI~{z+i#Tu4u{M|q9K?CU%R$lO(BSX{
zVTG4{tZ`CfA#kAsWeq9A2?YV(S<6Z-jG^gbL0n_LR#=_TwyFdrn#0?69Gxy=2Ws7S
zowBZ18vBHI&Lh>jZGHV2W8;XCF@{(1_X}rLeCyyU{Iz2RPAwwn2OQ!<Hk?#e=?R#9
zLels)!bH+K0SeHfF>g~G8YExKXLNuE2Y<FSib_T);|+5#PWVPQF)KxxX7dXxBSKsb
zaXm8G0SNB(i$gszeM%_$%+C7=&DFSu*9B%jk;$yhNz&*$kLS(#+UTt~4pc??B0p0Z
zKK^*jx2ulOp#>-$guBLwp-`B;UhhzHZ~cjei>l}H5AO`Ig(hNQ_F$~GL~$o!+O?U_
z)W{Z%mmA91AGL+yVo=W*VJHd{1TTAsa9McOIJaW7i8&9Yi*=4{6=;va-J1=JP9>Qj
zBWAF3Cx`KBPDGjt7P=EiO<s*GO?y}-jVr`d*Mxo|9E5GRtmE?dVQI!gKj^y6ebPw9
z5fTw8B+&r$^A_&h$$(Z4arFgJzJqqG9&3MAZw;m-G&>Z)Lj3YcNn=HdD*F;SXx%aT
zykXx^qb0rM{5ru;Od+cJ5*~h@U=4apgmK0!@}nOwyHW5?#vP<Ok2Lyz##q)mX(E^$
z*h(C0Sn+n;HFO6bmisw92U9A|TO)%-r9_^(sfpMZy7lYaMQFqrqJx7d;a!+!P#3zX
zP&PAz*Aq;PCr(dJ&g5=YtomO~=k7SM>=Oy`)23JAn?ZLXt`((a+%d!(awNvuzPom>
z%4eP}-QY!#2Zu7A8=88X2>PjCv2LdCefm3jaN@;`{1TT3=sI@BAGI3QV*G??f-y?l
zT_<p!uD#L}#a$dsznr#ukO;POm-ZXmUQDLU?vXGAN>SL*Va%`?<=o=pD*KILvBv!T
z{1HRf)9un1@hqQlad7mH4h~8yE$8PP7X9$@hneB2ubJ%DU#f%V*}O=tvJBMiDL{X^
zb)Wh@Q98`1s8EPu5b8#ZzJ1T6<3l6zwFDWt>&uslS-_X7CMHxyQ7aJiIkY^lPwMnT
zS(sAXPbZnT*p+-Tb8{tQl7tcuX1kw$T5zQc!0S;<MZVipJ>z!NR|S|gi6dVHn!bGM
zGb^hS8Z6LsolUc_ux!S1*{#2&VfNi4irt{5qf>bFvd&>A|EWr<!rh)=UVsao>mf%c
zUswmIcS?zSE<(u!=3=9x6{?@x*p%&rvi83;Z}kX$M<EeTT>2uB{e?LXHFX!e#SCX9
zU3hJ2*~8|Wi-H|S&-0KX@K=*_)8g8W*u+HFFV@u+$X_7$8T;O8$e}<<O7<b>Me~mg
zqWkmEDn#o0`7h1Xr>o2rjR}mPFB1U&X1-(&hgIVc2hH?}H;S{1%hd4j@XfKNuKuf7
zMr{k8or<r~{LIYEJ+U5F2NIRU+s*upP2bbG1E^Dc=c&g0=#w4ioL>wVa@FBi1!J-p
z;f0fAS*FTg%ZWl|85?|gud_9h7o~>UY&_v~eaHpwPWg*u-bq|MyqqaA42(28jd}<3
z5D(p&s<h}45j4J$OkJuwP75j7^&vo=A%?3vMJEt#zvow-h**b+0f474FH*$N%LqID
zTc8IIp{QS^qtixKT)t64Ov}|U{)&H+Zm0@X=3^#=x9Gwe>*C>V+;%DK2rC0=mw2-k
zD7}gA;p83-+E32t8Y6Zso8#BF@YYDiaZV~&ar-bhWC{<SQ}lUb2nye2CU}nLpAZ;0
zN4{5D3NyM31J9}>2qUgZk%J1?6PaTq!}J<ozJ)vouQq8A2}3^A>vPi<-czbKPf!uO
zf!@^p>Mb(-!mE9Bc-9(L{1#uMhw!qgnPH6|1iX9(sGq$Nq7-+&FG|Rq8r)At{=ygX
zi9m!3X(j&a2O-G$-z9H<&4jRTbnX=zip=&IjcS+@qGiRuisnIllR-BU^lgwIXB{e-
zdJXN~=O1ELv9O6rJ|MBJ<kQ)()N&lP9B(=lc-y(yJ~8D`S)-0jJHIqt6K>3_4#&pE
z&TWZaOyPv#_QFSWx7(HE^t6Ne0Q+fbWXk!arAZNOh52R?E9r~(({))^=y#dno~udc
zR)-H(<yH3&Hl28*-e>j$wMpK2v*^)}msVK1|6M_oZ&8qb<Fa+vJkezfc}JZLC`9tP
z`T6OGBkIqLrbpBbjpi=|5#GKRR#PL4$(d6Vp3a`*7P%Zl_@&FWwfUcm)1e|V`1|`m
z_3+>~{mK;t#F2x81M9I}I<yl9(vhj!mzJAF6mZh}&+wriX1`5JdcK-h9s7@SeD@BM
zMy9dyP1TD=d;ilSG&`uE$9Lf1WdC*E&(og8F(@RvnBM#Q2~X5mQ~aMN2Sh_=znU7(
ze;xWBL`kHBClP#&h=59*`mbyKc}HuKV7~(iru)r3tcR48;=H`PdaXWiFSH!b4_B9V
zcIbgL<7h<Go%a>+!Jc)|T#m{yoGJDb$^=d?K)^Q<_&^mjD2j`Vqms{l9?7iR!C7eD
z?y)^t9$>?bvH7CN-Va==RPR16p6=E6gUwM5i^dbB+KbJC&%M0`s<I-lQN_f>qW^xS
z8VoQKn1IfaOx8Po<OST*fWz-eq?Z?z$?D%eUKA?vhs@QAKo$);$GofN?3Y?v#ai%i
zaB!$*<i?@x?V^awf8Ky=2L<Fs#p=CK0@h6RYKs?Imfya_n|$yu)T~#6frZsyXz?y{
zzjSy^Pam_e@M;6p3A3pRDS9k2GDe_6zDr2RpVMvW-kq&iR3Y9<CjrWY^1S`}ppd=P
z-h8um<KA@j$IQ%3>VU8F^V%*an~$WVq&9hwU0MwT^?c?UU7x9`CG?mdpPVROsy4b*
zUNF$mJblp>cI`vT=OSrfkWI|*roz?g3y&h#J7vZW(bfPj5O>&}$&1~YYphpe;Nel{
z<>S-udP}}plcukt@?KO_G*=e^D2(|<6YTixX73BttEFjZX-C<Iz7?rgkM*Ic%E>)I
zKqFPy1OL#eSD8hYm9gAIK~elH!eKdA*t9iKnlU9&pj0&Cy8a<4sc@{*T1UOZPDFf2
zHscuTP$cpQw((#kB1B+HZ#`@|pd%G11tyJGS8iGKPd=CWtgjnYHbn}&v5kz3BnQxd
zK}JS4nhiiGZ|?yG1rQNL`ONTL4E6P;EG&w-n>oh-bEU5LngeoJ3<-}zuD%Z11m$r@
zYBo@9^KG>h6|-X7s!$s10WyVe4W@}~^2N@U==drqC`f`rJ$fJ{KUiyPm_<K@Y}Ieg
zuum|B7`8P{HwBB*;sp&G&3Atu*G0E^0xd8sOwmDh-r#I!n##}5Z_{mY0;O@f+VZ0r
z);y8RvLkfj$<dMgmM~tM!NDcd@$O`K4!88gYmr7B-x2~5%cNxpQD!k48|2~T)o6Sr
z;NQ38wtV%ZLUldN!ECy!sNW#XJB_0Xsc+xvZeyCCPI(Rd0&iwc&iLf^K`{m=f)T<;
zj2wrs7Rx*1Em4{jCHx+S4dO{tY%pg~B70bnU+hveh*w+@4q*#?s!`^`L?ddrg9pd)
z<@{)^w>=1p=$e#+kn=&!Jt9E`Vod(ajhvK~?eYN&xjX1om>j5AOo7X-eWV<QOT@X=
zN2z1|elGHsB#)`7U!sYJA3vMnhPf+?yf?iNqpTGPgppn#_!RT*b_m+RFuo>rl6y3w
zF7d10E!d#m7fux)rxZNH6dqV_62fae-uS8*c+z+_CqFB+K30HM7ZJM4zf|{xO*`tP
zrK9h!s>Q&8h<`oTCD4L2<GR<lxhFyDEZQh>b2lg5+B1}wPq@+k&r9+A3HV$pdKP&|
zf!n~hcmYw6MnZmAA~lQm(LcPS?=F4yglx-^3+-3Au+MC{=MmIv4~=EoV&S&=SMmQ@
z(Vs)hu>HG`GX-N}Z59#zs{5}{@7qGXfL2`F!rP}DQOEo1di%Y(yhPQLnEO!D<_rXX
z)prMItX~F9J9c_TMjr3U7$zuiV+2#x{D9(Rw-9=bs4M?kGYCd}O6GIT{nyJNcvp%K
zspdfU4(XA%q)#)KxBQUiz6A>@zXSvX|EcDjHY<1kRn6P6-Q3*%acC<VPH8v^2pZ%0
z$hTsct5%xCOui_=9!XT&LIl_l72C@2>L*$QkbW<$r}ywb#}pP8{>L#PS5;y<&hWp{
zg3smn-)Qk(SV;-@KZmxlwf)b6Ev&AJ{R8*pTdiq0A?H|wo`e`~)SJL&`o+R0D|K!}
z4YIC@70BQw$mizerTq(`-V1|b@Sjs3tTI>s*Qp0R-kvD+{nx7hZB?o*X8&^-tCcQ{
z{~Sio(D2_a#Pim+wtpTv$7fl=3Ub4($vJU|hhj4`AC@P+di)z2>3ua@+OYve_|Ipy
zn1Cz%y_dlAw*a&<N}#yCeg7Um#;opDs}B~#E$ESZfZ>(#jSBhRy~xG3fZhm!oArv*
zcd-}*1X3GGcTcj%>L3k@C>BBqa5XMYwy4St2Q13k?jr2h?={KS-Z%VUA8T`e{G;~X
ze$~6!a)4_+Yk#nizD->t^kBKOKv^C*bz{tXDK49jRcox$+^$c?Szfh3AyoYA_ZqFa
z5cU=F^70~q{e$)Gadcc<f%5g@SbMGA&Q#31zwL5g2h@e~0e)Hl<~FM_%A}6*@vMeD
z0BdiK&!;L)A2Bh#ghwULt-}GH+apd+6>j^@hl%Xwa=q=HowQV}Y;1~+07jd)=Ni>_
zu(n<&i)LKbiUgo8t*$=0Jlj*=141qB<HwJC7LU));<OrFMq`)+`ziRRL5turU+-us
z_3T+xLj&)@Kk(JZ$7jStD1wylAuFpq&_e0v=H^(82JcrE_8G|6Mw(AmL;{~BU%wtW
zL9rrijxsVb1T1=i+`F5bCijq#q5=a0>lk9*yty-~WJZKc#QuD&NS!JsCdMSu=m`8c
z>Zn;~7YRB#E~oue7XjexO_u40M90KP85!lafBxM4tuJxZ5kQ?nFTqa09I)0*+==n3
zDy^5rPe{gKK}+`XmV)oqKr-LcJ<#4rJ%6rX&T`ywAfh{%BSTiH<>ApZjGM5eA_TNQ
zHL__KPCQUXOcE%5;q2%tK6$g<c(JDa|ADej-+}uYpoV+uWiD*FQh`dst?<D%G_%cS
zqAHDpp^&o}tZv?!iUUxD<YZ;ZLBpWbiSR;bt^Y$zl@V(TS7&XDp%LwqV#{*Q0ROqb
z&^FSy7SN5Q+S>^29UV0Fxt8S+?Ho-Juv@uKi}hJxPUt6opBp4<Mw%!D_MaMF9X@-=
zd_bBbxV};APq;*zC`51i@LiUP*H%_?<8;dX=YUea33thChPy_zmXp>eY+0cT*q}W-
z5(;u-siu*CfXF%uJ#yk_HmEgnKEB3&g9yhkFX;*Re*o<MbVuzX+tNreMhybKOUgPS
zbmM{R5?i``$VZG92Na>MG5SbC%l=%RH*WEq)~};tZ`U&-R)FrSq}ig|8E&rh{|Q$s
zf}lJOyQyrxzToHv-kyW-8rpqsZ@eE?J&tv)YzzG&aA9MOzh>v%GS)1>lqZTLK-F;s
z9sRCyMoUoXXvDSf;!V(pA^X*l^UUrScJVCwJ<PLBPPf3v&0`Q-Ia=^5d2Fp2dh{%}
z+Ts^+Xk8^1e8~R*dX#$6X0P!qznRQ=1>=PDUb{c*U7!)z$I!W5?o=1Fdn^Mn+A-b%
zd1d9kYAok(I1QrY^2(5iP|8q_=$xswjc{(Z+mNHG2%aDcEqmDS>mqNe2?48gDc}Xe
zM$_K^TZ;gJJ0IDC;Fp%Osekb7Pi2M49|6cq@e6qY<9ZJL6$9g6ziNG-^6vjS!lDk3
z>=0kbLa0<+cWJ6qb#--bOxg(UKiYtM6khGvRTi^P{{bn0@4!)F%3J<8@!u%BZIUzh
zqcHx(+}g3Z9kwO^{YF0^Qv925K>+qg7(+fVA|mHMFl2Af_8;g2!o<Jp`_Co-V4Qqw
zys(&<A24VV%59MV!>ufa+{|!n0O#qnJdV3h>hHz+{95>7mI=7$&(msZ-v0~1ULy(#
z3H_&USf8q-{m<F3n@tG*>q39*O-PL7IXOFf?7t5kzUVxBoLimzYm<39>byn-rS{(!
z|C1&DXhRGUv$C>=^A%}r9V~=?q1{*{3}{g7^yi!04LDlmesT2|YVh@5L65O<apnF^
zZM|ok{|16B#Dd?T5`^{jv%Y`-{{Ek<1!R-;o;v%j|8@(I9SF(Hv|~?ITgv?F!kOW;
zwYC2P?IjL)CqJm`ug>o0-C|gSx;dS;WYPI_CnzWg0}TyLwd7T+)Ho!xfK1H!^6Kg;
z6Bwo}j=LH;6)_b_{O%Vo`Kf;0QjVc^XgUUlSYS4E1J0XB9Nx6xgS1ju-v17Th`npp
zah@J{cu`lt?MJnwHRb|P8a)v7XOaA?Yw(vlBa}a8vl#XhLr5p@*^KR`JHV`!vw6=r
zJS``ojxeINme_al<cy3FFn>685GCp>Th&^dtWXl3)As`l-^nqZczb$#M+-bYn=fe$
zYRV8&omd6Y&BoIQ96rmExqL~0J+Cwcmy)3MTX^9p&4qPZA0!V74dwmD+7KYGtfn@#
z-rxsG!Vs_;Tx}dxnvOqx^(wW8YNpA(UQGZXw-`Q$`BY|XP((yrLPA2FMZnGVWiOz`
zSwNdCnl4i3P;K^Tynw*Vzrj1-{O0CnxImdv>giLtdGa-kl%3gn<;K0)`s&QAth^j`
z<oZqzrH@)gO~811mzsLNQk!BkK0f|&02&#trKKeSu(;L649cZISC|PN;xgMc=}I$@
zBN?>;_V&`o#$yqGWZ6zlO-*_o9UV-d=Y^9zeE2Z8>h<)ii4vXsP5x}HPd~|V{$8Ek
z#)C(X9)awD(1`~K5CHoL_c1MP)ZpODppcL#pd}UTf$EWaT4^#$b3*DuMMYI`Vy!VT
z25!fwqY4@^r<LG!#IYC9Kd2jFVPGCIGnZOWLj54h;uh#*y#oWvQ^NAZw1MH_N?W?>
zP-}n`i-Z$%rDx}gB!-^0CWE$I?|*>zKPj@fG=vV1a(&Ftm+RG;1`ruVKN(Y&Lnr7l
z@2(<uM0=x`IMm9|k}0pgL8L+B{=h8@P_3ux6$A@O%Nh%;6*z?B)sy@C`*q6%Os~Ak
z5Hi&TEm!&;xWoK{a>??RJNw`1Axv2o4Y|rV6!Fd6cg+?9Yx$14!OtbCSNzD0K<CNx
zs4w~K@6raZ!|FfB*~!JlwW&W*n8p!~#5fV5Q_eZhDS%>*>ykk-I9;M@<mCWmhL^Co
zSYp35_7thjz#1htH}~!F@iBKI-y9pv)?&jxp|#2Q-79e`6y8ZTm}XZq`8Crw)-O6N
zaXR%U=wd%x;#J*C{0t%fGp2WTq5bEm>cn4>O$dC%C{lL|GYTftnMl)LgXxIS0qGnT
z>!tQ(2H3Rh7m1W#b7VeVZbMpOXYU%7C*PphaiQCT+Qpy*ke8gS7TfzKH=~sldVRGm
z-uV%kFb=o$eiecLTpcN`<6Xu~FXNzx`}A6S<Aj2{$9Ea)^L%GP_hs5#zpok(-X_rP
z06VpXu6MtKE^{pYrUz<|Tt&B^Owi6}7QWqVI6S(GevhhqEEHz-Sd+iRHz{U9THFpL
z4&5`QZuRgPt^Tz)#o_Xp$l<}JLVW!LF{Rz^7(6Ppx4W{f*`%<bW}mh1khFlNzaUWC
z-Q(um@Py0SymPjv#k>AG!``N*MtBPTqK9@IIr=Mi09&1z5iJ?PEMVLnC&BML-KwO-
z;HVm|>aT3w(w~zI$%^&Lycs=lpd3l~DSK)ZBO_n5M4G-@A-dmu*OTa+WPS4ki~iHu
z!|FMgf}X_s+nY<p@Gjbq4G%!-Ef10|%O-*4;_9+3p&=`tVjOR(e9Gn7_*!^ntNDY6
z#@a`6D;Uoj*XX3t#t#Y#qg~BSbCkE|Y3y<9qAIGEh9X5j<=I~y3=X5!p9ZGMql{7T
z^=kFJM?t!W<c%2DdyaXxs7J3fh$%{^Oz5Qg-`yrQi{+b|v6Om-x_NBfHJ-0KQ1DyE
zAYGxd)D{pWtxFAX5m+1NJKUJU8dt2y2dw`0=hb;hM35GVe<Y3QFaXY0N0+*=Mr}jy
z?2!q@^f+=z6cyzuzw!9aL5mAV*k<7&thQQ%`px;OL6AAt{kHli^zT4Evwf;Y<3~#b
zU5cq6GitMiAl0L@MK-NQ8b4V6xnJ9Tmtgt@!#WYYA{%?{PTRxDIQf}%8>O$)&vV)S
z=m)PxO3M%<=w{NzF9~7!uNo4yKCOy6xwv%MDj&;B>uX76%`iEJt;Af_hNq4mvtyb3
zO&LywDpCBdcLIHGXP)5X64>y>*{l5t>)M`PD(M1|JbZzMuqf2+#UgiJUa6{*WqI1z
zA0ZotW<%YZe&hVGOSzJj{OWpUm!-_KM&#5tZ)vX1qvXzoOLs6|?cvboElPCRySZYh
z%D)8fxa51HIl<HIF82`~54Km!xcIa?P6OYLe<UibGb8Ed={@TX{a7tk(p*h<aT$+^
zvAs8VjRCl@O!FHIpmcN)CvYFB%H`YK_*^&Wf6H<w*}d|9+{W`X<upxBMd^`@n>>$a
zuHvx+&fgZP9r{(p-d72vC-ZFVLiR)4u+JZ#jXZK!Xj)VzVqK~JFeyFB2zfMoAUbzo
z;N7B_l#^cRZu;W4#TY^+`Rs<nIU+{0{A6k+Vlk;hnwH8wYJU@7y37Y-KE(SS&h=aa
zsfy|tn~ZVo_6yU(Lz;GNRAPq6IJ~_vHA`jRzrP1S%&?quXx_!Rvihik<+6)dPwpFs
z><Wsm0reYuS@VOnagS+=XYX#}&?JdNimP_=f%XrY9uh&}?JhKR)I1itrn%(9LAY=I
zP0Yp0(V<eIZ+lD<8=A8Y2!1p#Sdiug6AP<Sp0w6M#!a2bxc(%xA9I?$W#sf#er*8b
zb{@RHSyy4SJwo{VDbj+}4D))H5s2XPL+6o}4tMDBjE$z;aL%GR+pQYX{EV}XPf8t!
zYV`3Y`2?w+@`HDH)lSc^vwDqKr&&Q;V5-+Y%(uBWE$$ep)N~rZHBNf9vwi2_5M2?I
z(pVtFD_opo+QB}T<AjnP;wiw%$TU8;ys5Lpxkf@ejFJ+0{W&HO3F$5C^7U5FSM<*G
zMDu#?A1BpHi^J?kF5+*L;ihOG)=*|weQ_Df${o@iu_bzoY@orV(ZI*2H(5-q8f7!F
z{mm#$x@rgY&&ipN6%L7?TXK*^N6%myV=Yi9qlI88uM8#^*?eA@>RLe(U`1S)v@0`r
z^a66{Fv}17CNFPD_&k9yk){IKg10g1&V_SG!KQoXq~_<&UXhqQ)k==>ZA#-1hN>Ng
zKc56RryBL`*D8@R+5$<R>qh<Hs2n%b;<+95>ik|AH}6_6)X@aMopv;Gf9ij!ZDM!I
zJsRwuTyU6+O58g*!%!Z-JT0#a{uq~YReDxZsLzlpQc2nG?E=u@r=jzZimJZx@R@@i
z1P1OMpS&}s;0fYcCn1@7%0Qx`j<>(FdimTUCVBnU^zNOL?72*RAjxI=eNnAbzV_VN
zcQVFW-(u&UvvSF)Gu{G-@_v>W>>0`*{*<t=k2-BLeTJY?4zW^}qJ`DLy0%DTy%>CN
z?i;JT(x8TFo94WoVGPG=b4Nh!{#vW9fdNO;)p^ax^c#VXj?tq2Be<##RE;P(C(EM<
znKcbPnMxZ$_0v`LLXCMG#sm-@Q%_&Nw&>9L5l-1Fk-CdZ7d+B)*9VOQ+hfw)0SHfZ
zRAbyq8Tu+5HUfF3t9U>^{Nru+j46-CGM_pth8+jrixfIApOF)gkwJ@RFB@}qH*^lp
zH-ywxZioWOWH!N6t<Y50LAiG;o5;aoFDh}czmM)XdO7S(^00kg{d5((0Hd$nS`DjH
zsPO~R3B-$Q#|FB~T5J#FRPtkEiKn9#mUt&27>;8^<+0C6)p+blo_*p}GF{@#t+q{@
z`)TL_W}!}VyW2C>N*3kc9@HEWS5rUtzOfxZe(YX<%!&w{v}Ig)O@Vnm?VraB^jNdf
z=bG_;J+g<#=(VR6Q(f`(TVWfE{aZL$Hy&$eYHP8a;-*XZfBPT>g`%&E()esg{Tl?2
zNv7@uGPr1a+A(!~3fqu-*|8o&QAv3k@Mn_%FQKm}IzU%1`dK{p4Byk{CyINm2j-dT
zdT*l@$GSe9RIZu_>Q?;iJ@<@ZtU{mC<Ub;RAnEUT@9R_6P(5~dU$>e~uL(1{dm?wq
z>qH<La2$i?%+qscQ~A+btLT}m<7c+VO?rZ^2S=yTD<Xbn%wepmoN}hGwf}bR*4Cxd
z)Xk6hw5u}l0>Q?%iMAW5xA*#}F-WC$eSMG*D{T^!ToYx!1@&vYW?KQ?P%V4&HDjpR
z)<x`TqM-JW;$A_x1FUByvj`#=etVi4*5&UT_a@1!tj9#v%I;OWqR8vYF%!v7_Tene
z)MzE8-cKk51{?vvN`?hv5zlpi!)1|n6`_tMC8QdYAIDMltY*E?@w)Xs*+&D8638n0
z{%sYfD!S>TZ}sfW&-QS9c><|u1Wk+2^kI2&H9Ct3;L75Cg^2UnO3_B9fjJ9tgrBE1
zG|a5V%%`Z+(Vl%ngum8e<{ZOxq3E=BOPLbxAY(>ce_0gdo;nANl`Y?A++ILgjRm3q
z;O6FLhy)1uiTkHj!@h(^v-OT~N=0f?W@d$uK1ohV=^M~!zkLP64smfi<&~9wDH4w=
z<TYEAhNjoyZ%jn$uw#_DN)%m|P^*ftz+S_8LEPee^sO7%EwmB*7r7As4x;5QcZ5ZO
zjHr0r52XqioC>{`^G%wNq;zE%h<m3<Tk;rlTa9SO=Wi08)8$oNI=)MkxJ@WHE0H$O
zvUN(uR#xccAOg1_QY}jUuPq07E<c!AusQ1E=mpMVrr|&`gmT`yd-pBq!0Lxql?zqK
zLBb;%GIk(_GQfAH5zp&<D3#&guEB0Ow>_M*P^~%nPW2^&IgFd0*}&b>cXRm2HmgGz
z11VIa;zB`StLC7dI53Q;lWFuo7lKwF=;9zDZ#HWPMnE>NL2#Z()37}d!-S-55u)3=
zoy|JhfS43d(X6Pzx1zkT8%>r}-|x<@L8F4LrlHQN^|yiBy*fI&!gq&IEUn3HY-}>?
z>eK*@ia00Ui;9XO(nN?9D0BpI-U6=YV9;S@Ox==C2aoBU$`(}_E;jbW0kx$3I^fj3
zi1wgw#-$q1CVoDgd8%!D5{`Tj$68kzmBmxG8j|_syt8H()ilwfrp$Z`sOxj0um~lO
z=rrqq_OkgHOsXi4ctwKS-K*(1`v_?9HN02*ZDGZ%w%?w|1IIgsU%TF+=ngzQXwqR7
z`E`tq^T1q00a7UQF&{s_7Kl|pWUFKs9sy$}l>_PN4=OEyAE9@Bak5ztWZ6LAop1lc
zLB@jB00weadfa_r$h-UBrCk5Xkfp$^1CW&RukmI3b91ThAtK6M!U3xWlEmk7`(EPY
z>e`zs<U3Mk6*ygKO7&abW>$gk)i*ROSf?@JUaVPk0zqUcQPDTt4sYMSO`Qrhhg}b8
z_yV#Fl`krsfzxV#Bm%-eU9G+dqnF^H-dK9|kylASd2zuOx1cg#RjuVbKj6e|t(_N~
z3}&Wa!*22v0zEso=vhG0;15b1NeDcR-2d$y^H;%HF@S8+N>?Ps;j^cH3QE(N@}`X4
z)6FmBdLBUBV~3q7#T*VBIa^!X(euxx#j54vlW@ltz=8#4j|e@IYYTfCN1ajtDoK7n
z7pX!CF{uUePxrVtw<1EH!)zk;!Lp=X=l?K{Pc7H^fYqUo_FfnXVjM?A&coJw^_`+U
zj?1F<D>q3AMdo|p4Gq2d%Rc@(!EoHM2gAO#wwAL^@|U{JG0bC?R3Zi>d3{*mq|42>
z{zZ<Ry4re6R7Ljo_pMG?NYNqeSiIlLJ<)H@s1r<8ZJOZ{;=Ab94<e%l3=*jUsoWH*
zU&O`5Ty`IL#8ye1%|A_J!X-kdGSfT99Vfl<<AMG_Q7^66rbtaoI}0kt7`)Rdd)wr1
zDyXBAMi|&_DtaOHL-R)Fv3p3$?sSg<CKSKp<a{j!;wx|Qr*PZn*X4n%{l3grC?VTZ
zX`Y=Y&fnq<H~B9Ye9=}Q0WM4|j?ipTDC^SBzj0-pTBlQ+$@d9V5gHTn7MzVy`X?Q9
z)NRRX56`n=4sXIlMvaV?@Qb8+0Y~<8;X(NR$cf1&Q+r8{%PWv_;juo5DcYyBKI^yy
ztd^q=HTf<Px3kj{Oy`j~#s{y|6YV!%v#Me}=SPRfZ$mCRRn)LO$rx*MwTs}1kwM$z
zvM7goU+~_05V;fq^E;Y2{Ea(R(+c>689uFGR!0w{_U(IR-ZKelxt}PWuSCfx;9mgK
zTS>F|`;66{pe^tH8d?@lcXPb1b&H*cyj?Pd#b>L&+_|@&6F!d*Xm)03_^cJD$8Z3%
zhY00SlrQ9J(IMj+J+^}L-@zclOAe+x=Y%H|9%y{WZ+jA3Zo3AAJm8X=sZ!jA+cWM{
z!S?gnNN5CsM)Zrea$>XfMvGc!=cdcq4m!;}3?WFH*)(fcQY`tTw0SI3|D`2JJe@!Y
zu~jFDWA69?y!!~ky+&%7Fg$CrxA<EoSEY=~EQh@hC+5{Vj;(H|JWmIS(3AsV`mgv^
z?P0${+a>+&D0N;zY%RIe%FDd~hLJAC3$8dmaN;z|Vxe<IN?k^DC2v2duX-k-F;r#m
z|GOEqs+`h%grj(P{moa+;Wjyc4uky0#-Mr%qb2vABykR#G5;U5Y|RZ=p}DGHlkamU
z0=W(3a7&6h>wFg?Um^5IMa9<fJ+cfz1(Q{~zZz`eg^5A|?(e#S2r*~k;c#4$X+>@;
zFNNX@XQG}tgVwLFGz2zKxUc#8G?9;8j1Gn-tsXHRPXF+-*zDvi3wAmrJSl(fJsLr6
z<U(&omJOr<>iY}s9ju{b^IX8QZ$e1<yw~7)oM_j9ptq&6&Z57a(8q77-`O$AaH+Xp
zqcw)jNRHg0WB6DmQgGZJV>XQlIlJd}P<V7IsY(3U=E)qE$qBkvAdh77l;caQl%z-~
z7rLf5+!pJmc>QKD-!UovxEi-VoTQXk<yB3k1A`o7dw>10y|;X4ZJ=bm2+Eya`B;3x
z3GB}JSij57M(~~QY(}0#ik-Z;z5k2wq(g}yAUrER{FRzXnbvQKoV&elQQ!fGU22+e
zNB>b=?aZ8XXsV6|1hfIZ(t)BG4b<M&xq1o<L<1*lI9y_qE9N>^9zX_Y>s~W9hEZ=E
z@^RTvH-BN69zjtqH7^hZO*iupv?#|OWONI>IqfO>HHeC=?AGtaLNa<edmvT*L&)Jh
zozOj<AQ|!kC|2J-Vu{2t;&3ZHQgb<;?9%B6*Y!5syxjmxwZvOiP{QOz0{l-L-)6zl
z0N&%%_7A+yWrbRebwgBTkO4`xY76s-Sqv0v8WvCSpiEeahkPFue6AYw%_631v+X}8
zyXZ1?B}7vkuGT%NT@CH0OI#K#>hAt){WKqVtxt(nSe|ZAcA|8)or7#n3ZH|-llx3e
zgZg!zohQM=7MmOro9-SdMh7RS(I4W)%GfemET%`{luOKMAq)jvb^9wcFm35-7Oe8d
zVzw^6?lw4|@ceXr#F9JW#{SJ5^<8)AfvLd92)=+1*x3ARbz9;E10NS^H_s`odIDM8
z`B4mzFR0q;-vsSWsP8?C;O^5le;(IkGS+CDIkwXN^HBxS!qSHwQ2zI>U$^&0$v3n8
zXdFrewYwkZztxv8l!e^XA4w4)(wg&eu~O3&L~B>+t7Tt~W4K&8IroTN>yFHC!#foI
z{g}*fBY{ss$f^w>WXaALj~a+-?TDPh;52akZj9BlSK@3s$iU4A2iZbMQw5>C6V0B@
zdA7GcLD$pj*>8d<j(2DIMKK@vjCdvNMWE)Af19epNt=TtDgafI)5D4GKAh#++zYu>
z&$t|yZE+TVA-KOf^o|=?A2YBJHg$2jW7^}<JoTQOjXl!ax@fczSE*IjMTQui;%<8J
zoTG{yS{$by*{;7TNa_BT1^l9;vE@%qWAf&cvK;M<XbG$<Li^psp-J-DjEVm+=a(-R
zt_U8U>fv>NJ9bk%UG?D~di{tvubLVEj(poBlT^uP=C-OL<ll_qRmT@*qzLice#yIW
zCHDnNF~dhL8|Gw(dpe)V**w#8H%V3@=?@nD6PyH5o8G)j5j_)cv3gIEBFEH}>d-wB
zMLf6)?*1zC0+HWb_Ti&PT=t%U&q+8n9zZu~*&j`)-ILgI?`~1cx!4Lr$ZE(}D-10M
zsQjypy}lQ^J8$bM{?zMZ^<>{rIELn@M=b3!IB&GxeaTw{b!-$uRmdr`9SE5XU#e<S
z%$w!YE4Y=y)q8$O<A5K-*W6OtgLlX_$J*R6`xz}YN|C&}+$DyHR$%iGjIwDI2C^Qr
zi^DQbMm`D%p>5A+l1ly)PMrW9^4EG##%&_{IjylL&W7u=d^9RA(3Dlpqdta9R~w2Y
z8Bf1);UNMsC6yx!NjecJv6!n0`me*Y&HXEf8S-uJ76%p}8f0w`**TCFQvUSlsOtIS
zyxiFDB~S$D(`tpm<;P9Ao~{Q6hi~aO;L5I3*^nOaJTnz;?DP67o0^%$MJ25FT*kp#
z;EU=OxzcA<mui&b80Mf#eTOE=G6U>ERW+<lbNIi)S>%iZ2dv_Hc(J`@nqcES3wL;-
zhGV#HZgrljR)l9JsZ3E)<j-13IWj%@S85mH)dlP=7laYWY3fGZlon;lJEf`+K;C0;
z=734MLdzwFb2u%%HG0P`d+e_ZhUf>7sqKJ0-J6T4;+kg>{c<|`Nom#I5pg-sx3vq-
z*KolD_m9_?xSW^-Sa>QMfL3W?XM-H?R9{C+Vr%woFW{`VWqk7CDutA(<&{-G1udYm
z8Fj}=Ab5uElBU5^qOT28aIbi>L30?q^Z<(r8Qhl-3=Rfy3R4p^`_CziIy(XZTkgXN
zUbtKE>>{SLe|8_p_i~v{dv5o}gkG`SJ3WhK=6gU~MdtV^(j}#kasfOXQv7-!61)tI
z%=P~~W1v#=m`xvzkBZ+itYgvN@N1z?NAN64HYUnp?H^T+1;HewRmMP`cB2)j{$xIN
zh+9SZffP8wQc-TQaqGa<i~||XgQKG;P$9b==iS#TPBF*R3d_`*=4~Xe`*yXDm`z~P
z?>macoS4913I`S}fkaY+^U(?zxsQ<`b60@mT>wvs0<*<ZN=ix@y~+v-U65IP5XCu!
z^p$`ZuY_^Ty*=Ggy=aTs7|IA}%l4q9`S|X%NWB|?3P~B7W4o+NO6bt+w3KK`$_lP>
zE=H?T3tdqWB7|pQA?$<0#DVc?Rful`0YNaXFDWSK)o^_}9mWtbfCgeaNVs%wBPk^E
zyB6aOlk<ormg@8j47lw!IYe)H`HFZ>63dVI3FfqtAzC5z0+p%UXT<kem5M*sW&!F!
zLL3;~1yPTp%P(KQ$~S7)+URF&xt)wEv$%b?8igY!AjqT4_t?zK0rYYzh@PqsPP)Fa
z`!P+Nc0@m~^}P@Q9*w<h7GtZV3(v`7Gbuie2X(sHV@hv8LzV6g`#vfvgP4QU=A`vf
zB*5gTj<C#ePiyof<mBzy*?t>ZFOUYPWOxtSt<U7Ov=~4-xw9eA_Tcoi>XIF=P)1q4
z`D6>7Msv#gVRpue1&y^1G|=haPnbPOQB8dq8n31fLewBXZFNbj_~Jzv$ozIezW6{(
zOA8WYl9G{$GfZ|CU&UbW_!7^m-w{gSdEo}W&jCzzQ-gp}^v-nkv!8VI8JG*#`<ng2
zB>ww%r^<nmk&!xMYbL}Zh-(`HP5nF0TxooJbG_*f?0m)I2gK6IRvV)QaluYLAfR?a
zK&<8^X#j%EgbO~kc%@{zOvsyBX~*8o7bsjz>+r2nObq^mQ2#r>ET$ZQOpqQ<glY%k
z%fpzRsF;|T3hH4DxX4{XS_VL<o1&a*u-{TT(F76}2vduqlJe%xp^@^cRGCda(AU=o
zW2ZFM*4AatM+PS(bsN^m5X!Ze<_N}A)W|yh%ppTl?g1x&h9ivJu20RE8%7Kh<v{~u
zKmP^iSi~)L@vNgt%#=e4zx#;G`T6-%b)#TiIDDozC#CdW|Hv^@X1F^+foyf8X1&Ac
zMp)9w%#4P;hjk$ks%0IZ8-YGpU?U5?4L$v4j+B&?1<d-`_X7!H1QM@u1g`F=H31sW
zk8~9c%N$UI^koLI?RIBWjYHUBlWdca-2AJAmoM1WwfCT5;i+Az85orQuk<n`ZDGGX
zNOXSyw<>54`Un3EX;o3dtMg(eQ3vS$fUJ0eqRkiW*`8M8$Ujn6%ZuoYZ3ZZfV48Ro
z=~Q=uuD?2xRb$>Djl*sNBq%@h3B!t5LJV4H3>T3f_H2uDOXcU1NeKVcath<DG`-_N
zQ3KDuO6YB#yiKU15oI0LZa-0?szqU9jtfaMM`=>*CzhT8>-NQrNSG;$T#H?k_()QF
z1k<i!czc^aPfiHb!M?AUsO3_7kbR2G2W~}zFQ5F7ZYxj^uU`>2UmZT1HJtanZA=2=
za+?p?*sa<4JA0v|QKcV-!f?neIW44qYAwY}{CcSWskb@gV|7m9`I^c-l>O4_D*Ki>
z7mm2Yd=rAxkq6zhdC`u=WDg7<ZK|gXnH3emgW|$12fn``Nkih|5yL1PvLQ-js8|T@
zs5?9(!CvIrI6nS&=mCOWf`x84jO30a0WT`FyK1*$Ng<6XJp9k{-QN+8(+2maU>#d9
zc+6?pY(VKUNt$PhD}NcAGJ$jnPpqJzpSGli_5zo=;8RZZtV1GV>uUw3_bmFs&r|pt
zEu7sV&<}uMlttVOLY_(}Fs-TROLeIQBgvJwxE8rPh>c4|vs_D@jp{v$BD$luAytM_
zN;>iD!L&x^k03CRumUBW@I-3$8Q)<SMgBaA`!X1c7nyBAUolOMn1|A=248ZJ0Z|@l
zQlPjHtl-I<7ND^re3Fn?(5H|_;(8g2qSs$~5=^osE%B)A#SYW6sK9qr#@Ztsu7qUT
z)tcMk4Pht`PCfl`H9=55Ji9d_kKR9!L6b_69Dbq#@-JUL@SMG09pbwJ)AzZ0uOGez
z+T*Q4_j$WLGkn&B??AXTtHWdq>eA;aPt@^Cg&Gsdoz!G!Q&gjA`!yOhbvOv676;#F
z^J4X-M|?h`vgZ`@Qk}*ihZ>A~<HJYQqDs4cZ1r3qd8G<LQ$a35*Zt3RPk@PmyfdN1
z?T;{}pU4fEk4%i9fMq;qszX8t+D$G!MH*3YdZi)=*8S{r%?r*lkPePA{QMXNxM%UL
zljcre_w0vn-h$>j|8B8G&ATzBKdw=WV2b=B<68`1*3yAi&_*c5sJ`Nv@^)Hv<2or0
zod{2*VtJKYg<A7FrsB*>oZp{<y&18>KiW#Rb{3?h8PZ<rG9C4}ZF%&T>?8ku9L3v$
z#XQ*J?8?7*@JEGqY^JRKyq79UkF_md?+6%fm|MOq;dwA2Q-;*L+F2AfaI{lglQ35I
zr%OoM<PAV#*Mo3QKnHT`u!3|?syO(yl3ARM%%$F+DQ~jjw~tngk^I1eA4xl`h?Jg%
zhzO<8Z{eDJbXs6`XM2K$j|-=f<nw6TQv38*5nvL<0*50VsW`W?|95kX2;wpHT8<(n
z$z}p7_kmAoGublr?m@e?3r}zty5}ek^4wQy#Pwjctv}5<ItIqjl6~0vyq|k|7H|eg
z)Uz0K(yJ+Ich_INh1>d?m0Bog*P;lfgMOc%4oHa7tD)K65c&!X`biQORA&&3<rUe5
zAj_R6X%iQ1tnb$3gCz5>HeKCYQdU(z%!Uv|F_`PQR<MO`zS&D4iDVGfz<;fS<gGa&
z#uSM3R2c1d1{9dselA{IKnvK~p<^H!)DpgGRFvJ*t}+a+U+z)+q2vBA*0Nu|d^wmN
zFW_K+3)~;WS+_FCg(6`eGyz*jqlF`O2gk89rgH2j(EiBFv9gwb_7$K!4vQRA;zu=#
zX{r#lG_<)63}0GaB{!7|@2Z29X#ZesUu6H=VynLYF;lo{((UDSUn|)K2F4O2*5$ak
z{rva7>kRPKPD`7Ad0r(31D7FOx~`%DlD89MsHSnnPn0cLYtBRa!G^6OeRo~^d8xR@
zcZ~aw69;^O;_hB0#qq8goX4AcTM|~^&?L6Zac3X+>f4<;ye<!FIJxAvR-O?u{qSeM
z($FSq9iOe4$G=NfrZI<gUtP+WeFLsMv0FP_99lp#kwzkzww=TpugKo}w=`t*HG6~Y
zYEDaw2&K+ICF%R66EG|;hKU>d^qkh1HUQfkb-7wVJ4+(%*Q^+WJm6BjKUR#AGFz(G
zT)J18LWEg(gc?VfIH#Hx+rP<K!5n*kHs-OMk}CbKf4xx=(r=UP6X-4zD`t2kGCc84
z!y>`PL#TeLoseHmYXz7;2z$h=U@La5S#a_t@fa7u{(4^xohqEZ{n5=FQ(4qxAG!3W
z&R%&7LPggmZOuA~up2Ow_*(l1;~CECm5LKWRnf0}0pD32$xkBuVVHq-Yv<{6QbH<>
zRu7Z?h<Y*T*%zjc0l%-G`tf6~#j~#Ki-q+sWE@HT>nRy04s1*lYgI#);Un9R>St*X
z*DciQd48SE`%kUDmE|tP5g*z0x)zrZV~`vy1|)MTd-GlDU9k7dGZn1yW@Jqrf2(hC
zZ3g9|F&^>U540K@jk1+i-cv8UJ`4WQez)<^GW!9^o$Rb$Y`Xm6`O7p&Oe3?^TG~7g
z=foj^`jxmx{In?atfHwSWbEgs4?Y2+Yt|W_jP#R5H%%5!5&$2qZF&o{s(D1AZ#NBO
z1szAHG=HlC*x>802(R7FcQqi2?hXGfEga-t@mR$qg2hlZb%eCFKM#Bt#k`@g_gRSJ
zsQtAc!Z}y1;@H<|k_@k6ex5)c)1B}?^~BoRv;Y6~_U7SKwr~44NfZ&?NaiV-r_4gi
zJY~vEg%m9^&qEOsnW>P>^E}UlOc|0P(^BTJC}ZaLxOCs&=l(t0^Lw`U{panE+O{^!
zTI*WZI?wYsj(z{^7{mItqP#H|J<ocHIUdVFH9R@^y>Nw7ZyxIW^)qpfZMv(fc6b%p
zn*V$+i(vRA<+Z*3d7`l!&n0}Z|IU@NE(7;k!@qtu*i9}kotpnE=4I~mszEK)KbO1e
zbjSWa%Cf@M&AkI<X@3QG-SWz|Esxh&ppu4L%%?pIRu)G8a4la%Cjzwz?FOv|%@e!h
zOD|AVO{LR!>nBNI8ok>{;GWeeW#A<3Y(XB(k>WS}UsL#u+d4WrJ1*<Vr*@$S<LVl8
z;N+<Ljs$NR)0;3Xs?tNKWp>eRsTMOGyqHp6i*(@rOv^#QICOY;pk6-dwy^Um7Gx<B
zOhm)ulW)AeiGOWxhO>y5SU~Y$C+IjZM)RL9srGON^_|aB>ckNqy^7yP=~<ED*GO2x
z<nVB|ay<R=cf^0&bE0~IBW;epRESL-h%nNvZ}Ij8;A{=QsQt*S017Zci*I#;1v=CQ
z!uiJkwLdV3it2k$yk%P^npNb0mb%Ad;df{8mh&&><9N>X@|Ba!93O;pjy^BYBA5F=
z9+><-OYhxL^0wRywkgJ&2X0rW6@YT)yr)J(%L8pH=EgEj+WiOdRp-R4{wPeYIbgv&
zF+X5ue}BKb=w6HY*3yuw!CI8MBqFE<*?mgOxPn1%@J*r7crDI*Pa6`pTF#!v{UKcS
zalBjW$m@}5jMU!NM?(FC1hxX-R|Y3amy4nQ>v;5HL0n`c<MHoyDf7WB4K-_yN0M!G
zI{dcE5qngVuFXf1(Vv?gf23I2Vc?rT_wkE(b|c-}Mp?2KLR7}(&L_>R%c8!0Qpa_O
zd7d9NcI^jP0ilYL2VT!CrgBPhRcvTz$i7E#qyzDcI#~8HEqB!wKQ5g8OIM-22<weR
z^hSo5UnrGuaKVIwn(&YQjF`8qzenj@K(CQs?ko$3IA=0M5J=UCi2*H}zRf<pVu2?r
zJ;dusmvVQl&Hhk4cWyVyr7H#VhC8Zsg^ODbRO8UB>I5I&vgF3*W^}Pxd)Ena3~d&6
z{R+aqn+X-}f^WQ9RoMEv{TBb#t5=J(mODE|UYoKP9#`lddQDZ``nBcUX?bB<?(}c>
zZmqb@2sYcoSQp)ltWonbt>t{R`u-OPp1?%3Vbb$<!&o>s>}b?3)thyi`ZY5?PRh0N
zXSzdE#j@GBduoVl5>6`I6gO~rwtK$XX{W+$?XNX<8`{>h01@ipfaHVTglxv==k@>0
zKyyk?K|?ogU_kRM5mBsKqF5&s_JjQ3lh)MIV#>}gPiNiRS>vg7S&RMON1;m@0WB{k
zK7!YW&61+EwKc16do|zbmHW<W{<(ztxw#jGg@t2b5qOkjWa;ZBMW+3Ln(F-YDY_+)
z_$4?A2rpk#;Cji=0mX0>5YIY#6U*CT;aLk}yMfK~Y6~bjgLXGJii&vWZq0nX0kRq^
zj*9c)FJEx){%aIE$*b^D@_%;sWGjv*9i~bndJMh^^$$wh-8njV(P)uMJ){z)RNwkX
zBkcG`BTPc3_W#P@V-LPGxLO)0gK{gKM9g!4{|><UEp5t)$^1_~S}P`vBD}{J-I;{J
zjGVlbV77gVGZ01P?gG<Onh~(p4gzH^{^L!Jzdf|RSB1-D<FR{1dvPUi8b(MNLPeNs
zCxLT@@b>m?BcnXYcJI(BHPAGayxbG2g*h)9u%kfckZmTsX*1POU!v-1yBIo!`*;`#
zV)+EdV9!}=>8FbDqGo+uoQy8I@iin_xR<Yhz?D+SdXa{fw!p+&e!DA6Pf9=5fZOMo
zS&^2GEG<}er1FoU_Kx`7)6Qr9ZTPuciZz0j5V*PNxOH@E1i!A`?Ym%##Rxvuew%IU
z)pgGlWE?8wc2c1JEeig2-CJPQIh6MRZ(`($dWYCs&EWxSe|701&$@b*1|y%_IbpGk
zThg^HUd()-4BeeV;|A&;|Juol4sVj~+#!ses#uA;?xqu|p~of8PcV1XC*0ZCILauT
z_*pifj4keMaHQD3yt=18o=ep)zW<z%PO@%w1HKHV-r$=P!{PP)+#Cd8OEO9+@4CH}
zz2!pPGZkRzyCM$*)j*AJfj6jI)D4L{P0{L_!t*XySi7<$S8`m)t8RSwF?6Wt`N=_f
zPC+sKvfgIjhV{aEXQ4a&V==H-jE^E>*dL}gu{Uuomb^ennX~ZyLjxZvnfrP$`7TQg
zzbyvaZF$EF)EUb!Pw#tl<1Dar3ARjY7h!py{Zj!`VEbpj$_gfN;&1YBoj>3F<rJeN
z_ztu72~DJ=ui;0$4p98yy596sgqV3jYEK8n{B0i8d$wm~z5|8<H-)K2oCP^UPQ`7-
z7{becbOxp-o%)kZ31}jYhZv-W#Bi=FTPdq~6?5m?+(|h$8rBVPwi?gF_@DXRVcNUM
zs3q?h{d`$qwtQ+E#*+8l9yXJYM#r*-8BZ7{Jnd$=%U~38dn-lu<tw|zpAFu(`mvHt
z9jWLgP<7lji;SYnd8LC>K`SI1Zr>LY?Rgtj?vGbQiucV&+qUwBER(Tly;8fl6Q(Y#
zH2j&>Q3hX>tRiipTa@P@CqassI3iwcjd^NPG-nh<y9agkvt10u>l@cC5p}nYVy^l~
zMrYc{ov!9O&1ENSDvP@rYKiO!(yhx6tg5k|ATY@xrW4fyz=6hOYsZ{*NR$({a4Ti<
z9gb2_E>rGzhqZURhO55>bS$otuoL6DxwVSwDXxLu>5Yg-_1h~px8iu+jz8X;e$J6w
zx^2slZ;TBGXPTahkW<xrJyOhtX__FZ>k`o2jJffP%jMuzdx`PrdS%#1?qS)lg6Q+=
zCeybYTjv;k?+&CXuET(@iz!SZ<%|@4<W38*)Zlr-8y!;$%vTCjL3yc?)Tk)xb8)W?
zC>)nwG$1d;7RKpryGu{4f}6=a>@9i=d#^ilJi?qqJ~IVpYW8UBDTDNc67S-Ci)I=o
zn(2e58fP)H%i?Nrw4WIw4UO1deVnt$I=@;qL$qZTlCB*0?#U!j_{6ew(yBihM=%-=
z5Fm0r+J>J#io2IEN(q5Oo2!>em<703)8$5!w}&4kj*G3Npq%o1kW;XHv3Tz70=Erf
z!6rhS>*(5hS^grf)6c$EV6V@im}X-u<2v_=CZk@;VfBREA=xh$WHN=bNCh=~SRM+u
zejeAf-G265gqUN=tL;6JmAQ#isOk|&pmqEPDD^a~1>m4NPO{R;9ocD{7nzW9PH^G(
zzA#Zt|DE19<vB5haS~3C=mOUQiSAxEF)%XJ4f|?YBRtEmtv%B5x)uM8#I<d8KbN45
zq7?Mi^q;M*Xy}?K#28fFTQ#tVd-XBcApR^IU$--$*v+UbH|Y5qafytRZbC%G0PnY$
z&O>?m%h)tc?(eS<TMb2M;jx%*KcG<74r-Kekd<;0C<xQI8ZCmCyA<k{G4)pL)(1aN
zi~Z(P)f+Qg?2L;Fc{%0!@R^`&X^pFNdL~Flgrp_w9=$F*>sYX{z`2Me^ldE(6&;;$
z-=R0)3a4HYcM@xQHUp-#V5xAal;l2nN4A?+*Ih*AC)=sNK3iEXP<TN`;bsH+HN(b8
zX72t7LDZhIUU-9`-w&)|GwH|HY@E4~hEfWV1Ho1sy}?vC3zQe{`86gc(q}pmSv!iV
z=-+~matmhRa_<^T8u#`=wK{tkQ~m{4>{PBb<}n;^Dk$(al$TdcT@r?L&a^FG&lG`o
zFX168HKgOecQ300^NfYm_$@T)Vs><mH1dPZjxZ|)?Z)J#WfvB1)XO5;`JK>Zlem<h
zE#&RdfF3@f8F<{*GK*^TsnIysm6K)~czbvJ(jhD7dmO#6j@v$NcI#MVd$Q$gVRz_w
z*FIH!4_ly1LPhrc*c}jSl0Wj$@%gna*5Gz;PjXr!%Z1B_W>U6*dg8`VdfiOw7Lnbl
z>~c_s4vy2-)q5u8PzCQLFYaxLHXkZeY)XB2z@MUAH6dK!{MQr{0SyI9f2gJRSh77U
zGRdFo#9<LD1MfZKtomKvfltc&U9CranmT4$YTtI^cd1xgyH-ANMrZouap`aSP;7?x
zVxG00>&JfVZ`ilO8Fzl=y&OS`vV)?1>_%S*)vso{{kfs^@>05k{gMWIcbVUcBR{^h
z{}OzKzhy(HLa;LtbGV!!eee<U<McoUh+i|%nO!qekE3A9Et=~gUJb>$9<G>g`wLPD
zFE`WbBHJ<$P|d~?N6zjTi}p&1+cd$Ma=qgN*V3BDN9U++JV7pO+Aq5#aM`I`PVrFo
zHwcmb{^h>gtENT|0tcwClFo7L%yz-p4(V~gs=Tkx((M>P^zE$8g$^8%O3O5N{;D7K
zf+beA1rB|$UY4?PsXHYzB%Leeo)De??I(Hp+1Ucb?izahk?$vg8hy%PrB9g}+NfeD
z8qY`Lg!AK~Ts-=C{Zm-y(pqjnYj&i@ooDd-rAZf+b&11~2@!OE5Hp0k0X^d~G4;u@
zb)d_NGUh@-M*gGTsHn!{<BaD_uL9kZzMidf*Gp(x^OzpT@E>;fEG35-)Z&2;byAZY
z)fWj(&eo~+4SyXD$F`P_2CUEurcX{zUQ*;|W}a1NjM2H%9lBN!F<0v_L?77Bx*gkj
zGe3&8KOFvJc7A7A37T-5VW|9hh1L*)o@7uR*45Qf56j8a$K!DO+487Iur^L+Fpjl|
z2X^L;5Iz39sa}QxT~D@)GKX%$@if2AHU=d5vrjijC%brx@j|eKu#r{Rq3c4-#UM|H
zTlhy?LwB-sY}}%ojCbvp8QyI7UY<KhL<<_JMtw0_AO<MSFaw5Zu$G11-D~DY;%ra0
zA4~s;GIUI1luh&*YWWG`>$%1%kbAk7#j~F6rl?Qz5!!y4(zrDkZaT(%&-&T)PMq1b
z1xKy5g#v|$M-C$j-iqmZxGHPT<9Ldi8pccuU>T|`pyPb%&AF(u`F*8TVfUbdWT3%`
z18I&@G;G$s74)ZJ@n5`Y;S?%yyrH(WlW*x9(eFEt$LHuvbXOqtbQY21!r0RsJ!Ux~
z<7@ja`p^PcBxFqNJ1o0-^lMaZ=z2gz1CQx->4Q2$^m8g28q|mo=@N>^{Z?SdvvK(@
z%E>WBkUvP&J;|N;y=u_O&1pNZ_xF`_cvE>rXL})5!8JTdg=$nI?;K4N`4f}1hwvi5
zvnydSz1`eX8e%arGGVE)yV|Hy;O!7oSLRyj?(+q%*N^VKcTZx&GA>-WoB#RFgPZm7
z^0jxR-gq2daC4MVM`R^!o%;Mojg6htvnp1Y`(T50agbI!hHgi8Bi~P^rjeR@Jx44<
zg~HdjcUKEEVEmVN`Fardce_$=EgWXYd!3)-X&DnbUVhlLAvXT1CBdhQW-GB&M}2<?
zU>28+r-|xRqlyhRW@(OLgt4#>Rl^ptyBw$(8KJ9`Z+sdEBQ`{)sE+VY&+K2E-HOW%
z_!u0MjN^LFzhXV&*a)o~`b_p3FGeBTXk(sTu(S!i!f2-(+?A_s;W#To%a$E&!pE@Q
zlbAX?eT3<;xy+!(%Ex|-9L=XG+o&NlU)vLC{>h;+XVg|L-H4E(wVFO|r)LVB<Arpi
zzoG|TJNjDOUAZ=KS?!BYgL>@F@z+B1jGWzQ)3*J>>(f8_uQZ_o+RWbL&ENXOmeb?%
zR!qVqBWdbpsDA}3@Eu71G7sG)hcgU{u7Zy9w!l=LqG$@*1$x#g)2X%Pxw(Fd`6nxu
zD$?<&Ud<mO^^G|C(w;^CD)$3Fug$ISq{<xP-<ZVAZrF0+y=7W|na#6|>$*uGRGF3F
zFK|Pc=S<neaod%-11Ca)@XA6uPB=@TTo#DU&CS1h#e)dI%(o-6k}z(eV3GCvjfN7|
zTD=(Ax0_>hB|_=Wyq8dj*n4SG8@=b1w0GRqT+EF*5G7cCASK2t{4;+!P+{PRY5ky2
zT>IA|@sY@Tlbd1{8n|hFYZoyWGILl`Jt$Z#J3TnGw8d`}B~=C+sDY7=rBOVXN#2U-
zYOCmN+x@2sQx<+=9bex?@OyOHxVgv%=c$Qu#`Wp5S+dG?RJ}g;V>rLU=r217xR<93
z+}C>9qd{qm`_!Ey>>!_*MjDUrYD1`}>z79*_tjs0GJcmr&E-h-U2tX@W$&GIl``rQ
z8&hpS?q$DT=E^Li`FzzF;$so|AM#P7d<A9$;Uc^H)sut$uJSW8Etx!)GW8f@M*L%m
z#=x34byW}Jf`6Np{hT(BFfEOmE#R9>^UyBB*;ZM)IquB8nj`#R4|`!VDEfDibZPty
zDKB2Xq8A1c;Qe^3y=$&&mG}kspzeCiMb|s`{Ru;?xuC~9MBTcr<~iwIbUSvXBQjmw
zYC-ZAh2TTPq;ozr$~vH}TD5?Yp#cAkcXHK=a6D1YPS7>_F`tpwr?+aa_`hy}t|+CX
zLqyK9=o(LEXHoAxZXfo9?{WRuj*<Omp443+JFqa!I4HTke95x^2|nLag>B$4yL*4K
zDu>_)kqoEYD^66YAKaAGieZ0^q<Qn4edo#HQwdS++s>cty~O>yqQBD&Z8|@2lrJ<W
zR|+^!HNSaiK(>UDklc5x=ImV8O?`e|{^ztepZ&4hizOG86#}?Ds#4KBJZP4_qcSb`
zO5%vZHIaIorr4oFQfF*&$`B&jn0~eTBc}*eQLDzsecEc@Gs-;Sw4_NQR(F|{d@(n}
zWMk)-wm`)1X1mfCe?{x$Y@Ji$NdGC)mQ{QZ#C?xnj87(1F9g;7kdEOMJ$I|2iKt~b
zGaY;Q@llB~qP-x0+!2m6`wgKks!SLi9cZ&WYj@@9&?dTTY>E2y+Bi*ulx1^n_=~0s
zBy%mx;5N$P=iIk{X`yBC?y*WwT=c|!MJdgk6n_@7AvmEYo3P@@#$ROgO9%7FlKY1a
z*;(eA4^0>SIyw|i$TXE3<#LBjx`i~%h65XO#f6pGPZ^Jm%am1bZZ-X01%IUnI%FkF
z*p6s5V@EiipE<Y4i1FDWs2BMj2)C!d$635DKnz2vG?O^O#V0C6reIp6{=^eC(8bP{
zo2T(*^qbFxfi6Rt125*Zm@p_na}|<vrRGFxauaXc>K0?rn41=8uFPzOZ(36*UEG<q
zH<cRR6On9vMxS+`9Zm{lqjkQO`@7Q-pVl$iFR%Dnn#y5V#pH-Ji6!EII^{K_OaWT(
zIcGQKRl+SHUF(AYKKj!Z_iw*^Jj^4m6Zf+>PsR;1c7y%C`bws-9rbG3PT#nI4!1;C
zys?Kt-Dr=U=pxZYnV=}?%V!3z-&PS58${0K-EF0D-6K@`ml7{{JbPCfN4}=%qfSZE
z_n|NJ#ApQ;eBe7&<e`XzteH%YF^+<~1iSUGr4Bl6E3>&d?)%ig*xEFy5ikVHOcr*y
z@H_PA%6t{`-_|JrOrRc(%QbK9*j!?-3|&n@Hx@rmQaQGFFb-9_Z(9GtY4gtKM%nVu
zjn?Wfqbe?^tB;;I0_`2FGv6@{j(1gHFmr6g32|5ZOh?swKKfC*ukJrieVY;S6$Xmu
z>vdN<b<ziU7iZ=LE**-~BG2mTR;{LZnM1nX*l<}H&pG_qL{NI@?4i9^&4i$>AN!IT
zb*k`Z!!?Sq`6E?YQVx>lBlvJFzN^ryy*mqnz*p^HTkM>YG+~Vy5~3X8&@_1~5uVP0
z|LBahCQ&z;!=2!;xWEJVDSaF9eYK|-4@l+UIrH>O0}!%=DA~9q_{u(2JBR;vck2o>
z6qrMfQIBNHjmI;o>SAxN?IC;f-tqbknu+0E2cYr2U>h7P@_6aK+?hSL{hBsneSWan
zs;k}9<w3WTZGPmzfKqL_y09x(GWv|qN>9v`^MhRN;PKuSs}!9YJmleJ)+4Ww=PnLJ
zC4J6M^n5bID_Gh$b|^oaGjbfh^1;5g?9b!hSJf%4?t7;0c?^W>y&#zJ++jTdCV~wA
z1WvJCf@!81@2YDg)SbHzTUt2Bd|r4N6N~d`h1yR8nfm5WYn94N-!+kulnPza!;-&W
zz(35X;!M;|$k~WK8=3+eE4FGD`_Wtub5z&8T9hds^7<Rsx+0K$#@}_%zPAvwP4o>=
z5$PaEnqFHgoTo9Wci*y$^MbxE(#RgjP^H?s48am-<5>MKxFo|sz|(FVUoi+j5{?RQ
zHuva|EvNUg48B}<tWMXVe64q(IG2f>^Z88f)fKGXcwzO``W+Lu&Cl`{lQm8QfNi7{
zwwbWw2<HJm%N6x^oXWAB5dg+lf*xN2Q0*h%y<6R^h|2g3=msSqELM70(~vFkY}nGV
zQS5|i2t1eAm?3(z*K0M8J5bTKG!n_$FnWb@*Mb!4Q(E(p!hP}ot%+{qxQj^Wj{y3n
z1i~T~K0Xb!=Z2~v|6_0kAU>wcKn_es*qpVE!#BLq{MMR2ZhIvSR{lSs6tO>g**yy*
zOsgf1T$%BT0<>~u>Fk&CN7LUK)>p_5nfv?3SFTi(fw$=nPy#hIBbPo3{@mQuUL%>b
zJ_mFMO?`d0iP>+^DAzGBK6)t<x3cnBNv*!THKGFZ{X2s$(TkYERT1MF*)!Sr^j5ej
zhOUR$Bh`H37fqD&vV}7|YN0e=TBDM4j!aGzDJrV2N~leUieiGX04XJ<+ouKBq=bZt
zG?c{8CLFNxI)q%*Px_y*S6BZp9dY)W*9caUX{pL%$A*oaU2~aHqQToMU&9%=lB)5g
zKF8i$4PgC>gj61CwOOHUh*S}+#lo~%LOg)Z8vMlt!7Gu#-h^BjD=9e>Gi~i?P#b3d
zA5_V@`g)80_cyHcZ{gl%#CD4S{ET+D^BUTiE0B(ldKpZ+Su+9i|DBkDRsDJ~GSDFu
zmC^&WOr0qNdn}6n?=(rB9tm!4HPEl;HQcmel{5u9ojY;8olUXiD}wQ{s$!u`oMo6?
zSzYvuAS$x#qfHl1`4IFwMHTQ7-VX`Ex{*43lf~&FfvQ~|y_lFmei#Zn;U!4dw;Y#e
zW>Uw@%ZMuil~xcW<QJ+R_^&TsT%c$VzF$^Euo#L*%*01?LbsZzJMjRy>FC555RD6M
zu8x)Giv5dkwUnF%2#TfO@7We7s!Inhpw5Uah*10{L_Pnwg{o*k|EKr8`O&+W&Uf?d
zS6Q$4Nl>K&y+#SaV-{1nSK3aQj9zIF{*MD_STK0=!wEqWfZ*+C4WS+K_=1qxVyHvN
z@+p&mp3Clmfq}Vkb|_!qM^gP@+&TecAiA+q{fBoKLoqS}67({*5AS{DEWj2amNV!C
zLysQaLfhw&ps<Yd;hBw-oEw$%ol9PUbCJ4tI*KltR_9p0CscX3w*6ns40p5mKR%&_
zk^X&Xmgj{{g@8{8BYU(yJMAcFrq=hwcDMVHhShbKYPnY7W<;44`}Q2s|D}U1LVFDH
zL34ndyyNzix8P$_XG=F01#f}^!XUI0=3iHudk*6&isgZ{k5{IDFo0{sIfr~~^hHF1
z(yNDUcs?s}ffP0*uG~mzsjs_5;X^l)lvGu%XU{I;y5!0z^zQ2UpS16GU${bsL=4Vv
z$P=O&*~M{PM{Gc?)t5BR13I#0v?BCJ!Mo~|Bu}3aO8zT+GNMnxOWmDMmlyTr0e573
z<LDJCt&PENBsAa4TQ9pa-Fc3e7)U-S=7WG8Mn?z-2X;#zQ}BLh!`CsxY6t7nkmX0;
zS0Hbisaj@O+5wAD7nu06YRH4E{Z?t<8CyBWS3&z@Yb<pO4hEf;ijUT1HQ$<(#daGu
zu4xqtVN3F-SXU)PT;R@REz>H;b@Ck{J=~HD#yNMrP%1nVJ#}5^#_Hv$_XAczAa??<
z668X$%M-cXE`89WdHC}Z8DWOXo0OUt5#4x*f~o`Bw~TaNn-N{synD+LwZ0T~*Y)a?
z+?Rt#D<-Rr!zG@Wq#PV3*sPBiJl>UHQ;o%ZieO@iS;u7fE#Z#g?kmCsV4&73Yp+pP
zCFoY*UhSmn(Bpd0Rd1nV^sgT8GU$7cn#325fNq|)p(xYndY+JQ!o$TAH5m(iOSYdt
z;OR~}@88Kbckv^=A{HMZfjBv{-4M8Q@EY^})wjl@EuPFuSla^pJcG=V(ZgTHU`#uQ
zHLas>oLci#L+k+*cBA2MGvzMusP$^{_+dfz*8sOdjoe@Zbh6n4`6W4<ENaJ$WNmZ5
zJ*@vcR4XZ{E~!^-N)8Hew(}<MXxTHjR{747l1u|U!tiVy)#()L5*AT%!ujS!juWuy
z6TEz7_ME|k4~Y2B!TsrD#lE=fqq3S#2@*F5IUh}B#5kfTm?u+ZnEBZCNK^g5_8R`f
zPi5kUZQ_$?H2Bg=p4_bQEL-x0V|U&@HO}=_@xoen-eOXO&TPbg3bCQvA>+~azblq3
ze6M~#njjrb)JaRYaS-PDp?<VYQ_qAYJ5YIu07r$;vrZz-(lLl|nfgkLSa}Q_7L;J<
z{!VOw`GSvu3%$CeiI;T4Xf%UGjNp=kl&w0n<3dy@X?YIs8)~WIHRIDW`DXZDcF$sy
z1FGBNgYhcGg}-#JT0XJ76R{$qO)pMFrnKHHGk0ki?}uN#natdQ<Y#_6>5yB2V&3mx
z*tpk<ZTE{erfD`9C0$9%Q;VT_bNq5UxoUUl=FDs)HVyN&rZHktT!<7fzR|2~QU;tc
zc#cbdJ;P>lWf;(%;!_dVWVha-i`DTU?#}TFv@lgGeyk>6Y2P4mXjYOi%%;Lk`PJm(
z&a23~KJ63zPG81{Kte`58`}}zxE2G$kzv_=-u&;lUiZz{`}F`K^$~N1p;`a}XEJ=7
zuV)1ShucQ4t->z#6^iP;Nzhl{PtW)Tv&@h79Cd2U=Fmo4?$hxo`{hM$e$*}2M|0Lw
z&CKA4)_M2>9Y3&+jDxy%;)!!^&|tZxUFz|$JKk2I;yrtU-CmI~4{8LpPNoTX{ms7z
z5bA_Iu~jRUIBX$$Q!636dO4n6m*^E49Zy_*pzqf=C`#O%knTe9<2Ye=xk_jIZpuUp
z7`@2ts|1Mpe!{+n>qy5ps9x{nU*X01`sr+L=#TXYbtoYC7B7+0tE;RqWwQEf*`CLU
z12zk3cj<h@b&^A{6*7&Ns@=3Le^9n4QK>dZ0*BT5t_mmezWXb}a0Ms&W$PB#EV~-7
zY(|5%L$Q-9Vi|41(sx`o6P=lrite4e<(?YdZDwj4#n*S3Gl2E&p!ruzwa-0GA2A>9
z6HeOuC&I~SF`022YAIWuYHxGaYR@Nm61x~@oxPd1wpt6-E|T3fokK&TZ*lJ8aUVD3
zw0|zE;tkb(xynlfN53e%zGVh4F@Le@=O>9Q8T~ba*5Vqr*OO66ujxTN>Gp_DNBC#b
zhH&l;#)ZZzl?SSq`%}2@fmi49QoU5A9xaeldiZg~DhZ-}R2S1h>So<?0%kik?@UBU
zc+GNw9CSg}x~Fk7ZI7QMzTL$x4gFMO<!dy^lc7KU9wkn3a}CVsZeF7%yD;2OtILt=
z!FOoaH=c_X5YK(cBPs}?AZ5Vm=K32FhY7yxUWi*67Ojj|raO0I^~k*5vz#yW&+l3c
zbq~{RsL%{u3D^i+MboWG-dv@Ql3wTwy-UFhcB?NxcYZ}$7A|IXefVS;pOYXx8=Wjk
zZO8S*#Cyz;ozAONMTsMq<!hfIZGBdpkx<d~T(K$!q+|dE_M1N-JYhNz0>x0^e>;s9
zD0EJHq?I7OgrUAYyWaq_Ut95)Lmq>_Jm!PF2O7#}GWVHYodD(mpZy0bhmvCL|B_na
zO}!-)*Vg%FJ*-ct6WScVw${UcEbN45w}|IB$W2fTgH0to;&Yt@olN~C?$~y=_|vE}
z?KufejXo6`!*n7t^{OdgJ&JKgnuBu(TOmXdZ&GhsjCH6v9$f<s6TH<phf{rklOWR(
zwC~<m%-N3+iK`!#MJkNh{HdMnosqD`t8i3jppp4%mqoyd)56b-NSIjA=(_ORwukRg
z<AEvb?A4nwb0q?$3VUr8v2H%1s^>2yqhDDb?Ok(wctp-tkQEDC-1?`vL-6%0Y|&uG
zMIn#kb1X1H-%g%Z1|ed(IC+S-S=ZgOs5vIsdbK}443R<MqsG1eiqq|!lA64_^JzRQ
zLF%vNqoV?Wr39&^d<tZFXu1XLKOpz-lYlX^w2(Gy{^F6nvAeMg^Hzn_IR80wP<401
zVM1GD6&X^5*+{CU$b==Pg#B$k^7r?@{f8d7|Ln*2qqPItrM1k4ac&Oh5j9b{dJIlV
z&RV`o#EU{sxF~I;l+&5ijkO=ITy3vq_}h<^3{}=2fa3TO(nRK_`kL%q5$;Ac7^J=A
zwKPi})2+Hz5F<}+ql079s}^$GxB-S=;;UkRKmHy#CjNQ6tE+3r%ta5yIOnI4I(pnY
zUKPdMbm8umAxOzurQdC?VITXpeJ6szqsveWPkCH=>SBR>JrYfTe2%P5BZg2>-xlR~
zVlZEzz*nni1LKZziR~?+H+$Pwh~2~{;>P+A4bxn}7jZi=;g=_zA5Tw-KdeV*>g#4Q
zOY7K{-f^6U0_)i>0!<H>2u$~kL98kM`oYpq*WIO8Us(8Zeu$3#^X6-6-u}7U#bZIM
z4DL+)?5u)_Mz1=P;4TDQbQy2gtM91lCbyT<^OauqNatqn_3bS`i;r#fRQdU?jDL)4
z|H?#g_LThgC2mJ6Rfo@Nt8>jo%r$KFd`cQcp9wb)&nVXraImsWLk=8wDD9o6kFE9v
z@%})xLH~N^?)wjUia4z;H_bbb?02o07RYTmN7kgIn7d_pc;Ya41kn!)jRbC+BuGe)
zC78d*D?amYkmfq$t@<s$3XH_N{YQaFE8+CMTepi#Xe7*y)h23}OFUg(y%n|av3cPx
z)!-5>;cRC+wB?c0-;jut`HX3-#DTRIbwayLY&SL|O_LXwV&g1~6qnNHi5U{SZ*iOM
z7fcbOt<gs535{77eB2IeZmchr`>jkLV8dG|B6$5;#?FrK?~j5O@fz(nVIf|wEs)bc
zPs-oD`(mPDM>nHGzmGenFKR%0MC45Of#({fy-nfO+SQkEN24DI`|3pj*6<%#bc`BF
z^7@*xcqfJ~KT6kUk_l=0#_8zA+w1kr7Gv%{b)RAqyY=q%S3?j)+jShda(%{|$KuE9
z{|hjWZGC-`#-va-la`?zHs2l1UD<VY%DHuVzjFt!N)dg1ArGLTa>}|7wtg&m1vOT}
zT(j2bI%mUYQBMpme8mB-`LG+>rT@S+UB<m<KbQ;%GAgK&?TiqQWRJOkgW^uM+)hd@
zMK4{AN8x2s4&@_0g90k_=j2|xZ{@e>U{Qy26z0*~a(Y+7>0LMEcro`K*Klc`U>IAZ
zYz^j4pZhptbmLYv)&iZZI0&GraNLkrxJ{yd-v=K2FEVL-rb}hVUAG@g*!D9Mg8a6q
z9OheRI#pA}UW)rg^q4ZIXWI)eZsQt{;UYqSEJ}^rm&V`x;~`X6Ka-S=uuOY~_VZRr
z)?xk{jg$%M-j&8;&+)om({jaceR$lCpsd^;b#jA;Yxy@wT01ArE^5c|$VtazLneqT
z#g&XAsJZ`M;~UVzAuCs-0zaO0_gy=1t!Jjop<!4iiq_W7E<nRZ&c5SQ3|b4AKLF+n
z*j9&@o#mNr@$)Bl3@>uRgcLrmy{~QHb;#61CU;b5eWo=uuQn;8Uz<)R`_-sw4$avX
z9Xv!(=|xVy$N{}zeNiv$hC1Vm`!Fiu#4-DC$kmDz)IyAQM|xpFIIMV9HC4I=G*?qe
z$6n+jGjpl!`5e!-H6gm_uBEXX9KY_twS-w1^xTYkf6bJ){#n)`t?td=%Q_hff&3tB
zJ<5UN(6`*HdoIHrcs{R_yuoL#Vq#LKEGJc~jZD@!C&H5x8i7w_-dpZx{%cCU8`|#1
zy}LMdv5S7)^ZytSuL9wdAHYr!aj|ta?ijQxz{S+yngX8nF1XSYhVKk`o+BV&i@yki
z%dwn_NuhpS$*M=Mjl|y9zvagy;~LH)-RZ_e#ij40ZVsa+)dxdl{0CDnXGfEqyPmeN
zu=BfZ6^X!77qPwzY7wvp6BW+6u>UkjAuiZ)WnhF1!6=9%(1mP|)PzR;(g&SYb~EPf
zuV?@V`YZDUas$C$u}GKZIfcnpqzY3>5Ya%4j`bcpLUWfoUfkO$M8>LP(1KmSu=E*^
zs)yoxuP!96Z?AimJl3t4xRw)TG|^ZO;`q^eW6+#NmK_J>fmfQG)pAI6=mBq;nc<sj
z%y)X%F6LWZsv$tGkn%j%haXhH7Oy*4?_Tl(CtuF>&C13@Ra(!V%~D)aj|P|pZ)^eo
zP-|!OQD)*5NL|rYOXJuqk21^7%lixPB3;wWCwUJA`8y+20_J;h@#$H0O7-pdhK`jc
z0-ObHZP9%8F6wuRSGw4vVKp^(>LMA9eCMMQO>(3DUg8IHqe2DIO5NzzGUq<(hhvov
zPXbJ*?Ma$~gU<nuH4@^P>9kxPLQAv6ey&Syq<J9-$`O(lTmo{Dy81K=dNBg|BoRCq
zt7Mg1FJDhK4M~8W>nB48X|(=3M!b#gS<tcO=<W~a!%)pXh+Z(?sHic_e%k7BInSqt
z2ty-=YFV;KE$sr6eFtS`i~=gLA>gh@i&$mM_rw-$E*VGpT5;I6o`~Y{va-tO<mR&Q
zuYdiJc+y~76odYbm7|-dcU@=RFMi)Zl<P#RDE)oq`b0bgg+D+#E*CJVb2#2<;q_rQ
zGe2;)K4#y-TJCAugIEQt2L+rqH^j%z{8oqyqDQLKy|#d^rYfO<2Gyox@+|JCXV3WU
zTwJ;Ahyql_OQME>%wg$k)O>=!bx^Yds#Y3HT5yM)lKhGa2r!q<RrupvqNPPFn2~SZ
zAWc9zGP0pXvEOx~-Kiec-f?z-=>e*JH}t)zuUr$|?mW}$Y-Ppnz@3QoUnxNx;65a!
zpkM{ktJ7CWqh4%ChKaf1ccv2*aDxgaW*6|$Q+Dk%p#=iqQQbNOkg)O2D2SEwBy9<$
zq@=d2@DrqnPTA4+zXeGZ%|BTad^;uGqP|$4tDynW^{v^@0wke1goNuvpux>(NCInG
z8T7H7=AJ=Tv~sV+hKd^`Y0o|*;0{M}{DupRISLz(YC7c+Lg9sJ_o_6Upb~Ci>w*C-
zEbA%t)rIvF!P%y?F3PLW6<AI=+fxve#e96QAjQJKa3d7!!TCRtQNngu*fkzuBXhNm
zKL(_{oZHBBvvifEU4Ev9Nsc|N<SmvuVT}A8?8M=XROKZXuEEnnj>b2mCgfj+Rz5Jz
zocs?YYy2n7h~&+6j|#_?uNnu3heHXGxw?fy`*jb`c5M?<^51&q=f}dxC^O_X0rdOP
zo|4l@L#wT&W#+ZPo7M)1Y3VK>G2wt_C*rI`GRfKHWmgC?&UyX*9+<9`siw35nav%5
za$oIdE6r>DS3HALkF;#)p0uU*B0}`t3!@Rg15+sr0}rR++L97YT5#Vvah)Y3)b4&y
zXd)*UV7!fT!+V0RbIVz!mm9wuxr{KPVKHLn;OOQ)6?Oaze7s#CGw1d>_!Y=Lcz#9_
z$j>^V^3x&^R?LLR4>vL6as1*z0OjfcNK#vSyL`j(k;iBSDn3Vf48{ajHkK#tBp`ON
zL+hsGF+jrVk#yU+^f;50VP~unvk5$sOOFU29!|gH=}HiFFdxd%>Edg?UYhsma6!~r
zuwGe7DcbZI9_;}VI+63f6SBO`lM=@{dl8leaKSt#_aO_xP(>vK1uJSsMfW+t0)CH}
z+=dtbcJeP2h=a?3)$|ns)sBNX`%&$3LG34-$XKK$UIFdB$(09saDP=bIk%h_rrsEZ
zS7uc^|JGW?I;!B?o`lcQLCp@tD^&o`Y8(k?-_eI}4}=r<ZU1Vgiyu_-dYI*62Ivt3
zu1cTdBQ11NI+HJ?Fh@p5r^$RhbCoxAheNmES~=>@o8=24_60X{{en0iv}fDSv>qW2
zZ>xF6K}K2k7Dxy}eCqE9iLjm@^KC)Of%woqDEGS{wwfCN+?i;i2Vi-&vJcoBxu}vH
zJjjL?NOYOHrE3SW=`F6)7($?rX-mG~YYD<e0}48Rn480QH!&hCz(%0=>+~gF7RH+M
z{kSUB-4OMpQ^`D_$V)|Xt#PAQd}w0+^>F0ZFg!ZX+vm=mL$*WE5)BF-bh0KzLsDJ<
zzxX8)pZCQc8NX=ks23l|t9_g8j2iO%lo^~3$uTzOR!}rAbtZmIg7{`Zc_Di)zN!}@
zM^Dd?G-bYXSE`pkePKIPf=$eKdk!vl3^Hs{Jst(f_9$d0xxc>kOrrcs4a`B<kdXPy
z{(ga~9(R9me?zcTr-7~g_xfdFQ0s`Nb>IbbxDxYDQY57vuot9hLU-xEfSbB)eB7{}
z7ay;4{5O@x#rsmcj3warX!jfj&Ap(lXfY3<+>(M%nK%vUSUJujk+^U#hvo1~Q@^w`
zoxT2rdchWPl_#TVKT8$Y-~_F{fu%0nGjdOT-Bk(}IIZyvCRh8X8^RFMpkL=&%swMc
z-GYR~!*<RtcE9dIvWzh0(MLbxVmbwjhk66}qE;Z0j~?y4YtC$6zKrAXu{>Uc+^F>X
z>ETAp6mi<rr*3_Yc^iS6;@~lU$u3~Q!#RZ;l0f4~^=)1RyxNd@5_>uJI(R;6U#J|7
zU|!n9KPRBbG4Pe^#g7cqP!Ik}yg1HVNji7=$*;S;>4!H?pYyxej~nt*(CS6Q(cbbB
ztQl4r3=2Fk{BXi9G;K6_2MNa2-vg+wmeX8iXO9GU1D(K69OBSRd3ZgaCy!b$sw;rS
zz#d;C<@DrQ*0Rz{uCO~fcjJM5On0b>z~;oI9aYaT`e8P^u9+agZ}2TCfpoP|PcJVW
z{nz00Z2^$!*-!b!BM@e9=KO^dySqsw7S`&qVaPtwA!Xv@`@9W$b8*+O;k5VfrDFs>
z2#!xpO$|d}*7)(^)bS`(3_Uh)$vO2)(mpS54rXgDD>X|1#jXM*0v5|=A47^UUyEB-
z9$07ZG<fa5@|bFM&kV*p5*4I~L{?(|s*AC`f3L-i|5}SrHVULtJz1{r|4+;H|F<7e
zi+~Z`3&6j_&7HGaO2%;~2z(x#24z8eq%uZC#PK~31ZqiOb6Q34fx!H}HTT;IW?6`*
z1Sm+w62LfoARKx@=IAt_c=3xbB5*@EbMf#a@ho+2r7*FU1Ezl#4@2u5I2Z95oKql;
z6I>-+z~+Z#h1qLwGr0l^c7IW@ZQf@EN)Zz!B_(2B0qDhG%!TQale4|^`;-)!0ASDA
zABW?JSPyd!ou?)tx#4w|fgA7SnQ@TsgeUL~OCawBSbdSm@+Nch<{ZE-k{jR&{ET6j
zvk&Hkv8?O?+UM8{a06gZQ{UPFd(SK+tf!y+)PKSl@sU1)Oc0XjfNakvaTUnLMRE{M
lwo7uDYXATHBYH27@m^I`tmLeg6=A_2MOn351u}P^{XfM!5D)+W

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/greylag_goose_synthesised.csv b/modelling/data/abingdon-all/resident/greylag_goose_synthesised.csv
new file mode 100644
index 0000000..b921ef2
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/greylag_goose_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,14,0.34206539999999996,12.744815222525963
+2,10,0.3421366,12.747468021797227
+3,23,0.5402471,20.1287515896244
+4,36,0.7943307,29.595504242988927
+5,25,0.6432903,23.967978076541193
+6,10,0.390265,14.540656005603301
+7,8,0.2900093,10.80528735532474
+8,10,0.2364129,8.808370348832442
+9,4,0.142454,5.307610497026925
+10,4,0.1699713,6.332861527744482
+11,8,0.2476443,9.226834530507286
+12,5,0.3851504,14.350094107389886
diff --git a/modelling/data/abingdon-all/resident/greylag_goose_synthesised.png b/modelling/data/abingdon-all/resident/greylag_goose_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..ec9eae80d93bb77c05a363b95b2401ba2b11c911
GIT binary patch
literal 81526
zcmd43S5%YR8a7H1EQnY^>1(+Zm8wYZ7O(*#(t9tVNUx#U8z>4$37|;tgx(?|L<l5O
z0|W?)5FiN=LV^&IoEg{Ndz_0i{)_+WFouH+BxHVH=6v6$y?J`u#7J<T=sqqkF2U>9
zuH50`;xpvp;#u9p4}RiWI^YMsX@*|44mA(-42^IJ_TVyh3BBhR80zQaDjn_-9O4rg
zpsa9SNkLss+B-D#UWlfmqW}MXLm@EOOR>u?3=RIu-h0<<Lb$j@4s-r-d*uz^;o|1v
zx_-srZe$K=X7{_J7UR8Z5r6Xzyb4K9y`ulm8H1|_Z=WaZI<8c$QPH;OfUT%-(K~tE
z;ObQ~?jtwu=)acMAmluD3695<7Ip8}>HfL8%wp#jzYhqrz>>>WvZ_W1vtkRuE%rR%
z#lcs?p2HF(&UJFW^leTm{pYdtkAuhg{{88}pgk}C^V?6<cNv1^alWpI^A!C1i0khI
ziDv(Kc<Aw`GygtJcyihK=)Vv3zx?(8w?C_2Tj|hdX=Y}I?k+M@ouDirF?wtg^Tk_{
z;+)`T=6EA1=-mYarOjIMNn8~fzJ7Xw;91j@l4_Q#$IF%QRalI3&yo~XR4gc+jH=VO
z-sSTN2zw)wC7z|ESl#Cr94$7LatNRF(4>u;-*+&+l3)Y(Tpm=zkG?peTpu)VSXf+K
zZUWORvumnK)>>7kk#SbVu<$HVwSbD--}j0i5L3N1n57~R9(K@$;8Zfz7E$dOy?n}R
z8~pO^2H&xxeI)zs-}5OdK|ihxW-24Mv|@hE8CaCwxoVuPI<|(Cs#eBmo8R9pWO?b*
zrJ8cFT2D-FWvv_1cdFiJs>bDhIAykS-?4Kg;p8c_$|oL#i2XfoEEm_Fli=-@{tRU^
zH(M98AUV<rk7r5>3k!XghYQi&JbdABI*UOm_Z-YJs8sy?2DLB@i<m8aebOkJU_*b+
zXD*lEOdv?b@4PoFF!Wja_Fhycy8cp+TZ+!&PN3Sr_oK)Chd(|AODM2y@I5<yY;y+=
zb!YU`PsApgVZ6HIE`F6&vMs%H$_xJxUX5Vcs?CI&CnMmswY6yc6z}c>OW-{Ul?+5M
z8;?AQ|Nc-UbZa4FcLVyhCvm(|R5!Nyv~kwkc~NKN8D(X2$aqDNq*L5h;c5#(lJI+i
zCVl$!=@J@0*HJ0sWp3#t8+!i<ubl7G6)Jucw*xz9>2D-z1M#{t&qMoCPni^@%zUy*
zzlq7!X@D~5&Q@YBOFbe^8~lZ64TAV!j>d?_ZgOlr+p5};yi1T@Q1r`7?-Nm!j?Ek?
z!+;K&<-@igx$%uDeom9Rm%oQnW@i{D?bV}cV^(4GNiVH<FZq!PG(1h#>fFhbm)pY0
z!56M$tDPu2zr5v@8~t%b)t%etCdQJ_lv`E?UkH~!BPt?NeCVX1_x8pz+6&LK)7RIB
z?vA_GxsYymx7PJ4A#(EkF0Qxn?k{-sAJpX+dpxr}eFbbq+I)(hrg6_sgFkM3@A3V|
zmGlX)h};lmFPp=9JHIY}TY33wU>v^xtXpF7+B{OK_7-(<5cU`be|$h<-zE7&RqE{9
zS<K?uI0hN5;pw0h3)Ws{+puy7W%FsHU$#0_a{MK4yc;T+PmhdzC2!ZLZZkMuc$+fY
zkz!pHywJabM<A#*x0c#gTc5`TaZBHNb$%b$p_M%LPVt>PcXB%6y3CD{lSv;~a^<7x
zYQp-=#q7X!DEXMIrMj_<n2PVu_D&VWj<sH~hA8TyHn!GJ6w*KS{_<`D|Ce#Nt_iqr
zD+5islk2XuT3v)3acsQYv7>cFWRA_+)RPe-c=MvH$B|TwUiA?Z^{$rlbz9+=A!;{O
zp{y-}lnU;Pa^w@*&Gc-Qo(3ki@TLf%Xkt4BGW6kLRR`Tx-nRY>9y?p_^CqDAJ3pa!
zayFZ64q5dwSov`7>8485y1N&&JcVWi85AVzz~Z)-qrooAxz(05)e=%n)qUw<De=;S
z80qfep%GT2sY@MD-m3CC5#MNk=T7QK>{xde0v8LB^e3R;7+p>o&>*~*sE%W9FL*mH
zyAYb$3Fp(v3zJUtuhljk5_$sb+frC!HDb0+3S4XqxdEHwZ$tIRZPHf8LXt~8!U#P{
zec|>d+G|$`R2LgFdS)QLvt#7qG>_`T6R~}9x1;7?s^xf8NYbOn2Op_C?fjW~GY1O8
z=ewjo4alQ?`EsTBYy)$T8}~n`98`+OF~^{uW9S%qY;r&wSycvARq`x^b<BP41SZOr
zEvAJbsZX?cAV2fSn-`l5)&_zz=0TY9%9FK2S9OID(1O-dF&zc4z^f7^@>*KBmPIx>
zFh0a~f21xYyuws>%bkg5Go3zFXyAnCmmfVgX2h%RY?>SJJJorjH)mt2H!1gZ{I)w8
zt0?LOAr8}+19P(!(Tb?(+b+y-v@Odlv-D~+oWx&XXo;OUlVw-!*s<~TWXjJNNt^sJ
z+em9JO!7m*wnYvmlPnM;p@m&{!&WUVc~kIxNi`Hvx84^+V^&U;Xqc83RuY5%9fHwO
z!$UHVpC1aqAU9Vroei#M(Oiy=QabUEo#L6a1cRYzzdSnxi7v@gYpIr^$7+7_&^OPe
z&9gpWW@_1_s}4hTBcQY>?ejY`wUBcE?oOP2=+IT88T|OZudO<DA-JkOI<&VDf>lA;
zH%i}=?%7J_;d1HX<9ec=tri%5)ySxgg!xqC(!H-9oyfb}{`&RnXiZSL(QDILDv+El
z`f;uBiij5QE?M<FJJx|2D>3V)A*JHQ*QUUE4Y8<poN2Sab?b$B^0Q~_Xfe&ur9;HR
zj~|;A+J9Z5T%ecSDZG(Pi>8y7r#fOb4-s=?*Za`aO?*6p`0<TNaFLsvTL%ty!Q&Zm
z#8fYA5s5^CgEf^#=#1JJGJ-8+sRgd~qtRe7;3<?c%gU@K-JqbLs{S<D7!-X9G{1mP
z*aqkV!pYBRN|)A-0e5JEkt1<G>D($KnpBGnCQ)ysor@waL`|?{OUSsU7;Mb1uH6m~
zY2aN`CpHGmY(HUAs*O@4(ZN`!cxdt#=wM-sh@ExRtOrSb3n8N=!zn@HL?&k+jaAxV
z+g?b>%Em~_<lIY&u)#^?E`S3lLxJGDdeB;!5JAz4_xz`u&pR`*RSv|JZ|^TBYg$y=
zsvzSKpq8Xq2eMhrDsbi&tTE{8Z1R-uSE8~j1MB4JSp@l%z^%~;p_SZze<?XCF&3;-
zBOUI;hCCpr^u3YUZ6ERD%TtZ<2I#w2ujX!nl8vXKwJ1N^$itfK9gG3at7WnQ6(UHz
zh3nk3m(f|+d*pQU9dmPs;=H)lP3m%dWesMMf?&seA*P6`oWr;sUlN5eY`@0`EH>qO
z<q>oVpuo@DKWBob8dU{aWK>424;%AH$LSS0J1?H4fm9i#KV`?&VrJ@nM%F9AqT|VB
z=EcbodfRzM;qna#gT%;WE3<%1aKF?jt)@D(yYI1>as?|VXag}xK;d2ynbO=5&%mSa
z|A<9vBfA_SGp%7!<J~OJsbHjd$gM;@-rSH;cB==ni>=+tSZ$+DFB0<NSMA?Ww@C~{
zoC~Lw*i<{Tg;%Bi0<Yd83d(e4%Gd}S9)NV6ZVuwc&H$)Fd~0sfx90E_4P{d<Zcc}o
zehPamBo+6?OJ!5{z=qCyb-Wpuv^~I=346dMlZrxYObtdFL<RJc1R@L#4L^z9Zu_pW
z+B|O$_Z$q)h3luyB&hfde~Fr9HR-=ZjF@N*My&$y6T#djR?p5^+S+D8w$>M_2)Qw6
z+JG`f+$>MFx_#KD`s#DxDj~g{Zw;Wad$HbMer(SH1j_haJ+LV1{_TmF+Q&22Q30zF
ztJBN7_RC-UzV{Z363<43AnJX``fV1!KbAtDkMBz2o6R;8=#_VDpV)iuMB7^X)?#*t
z!E23>#h=z#`fIi>xKosNhR5PSrb)s8+p|b1ap*_8q5wK7X(eJNECVu9WULXeBB$>{
zk-g0&qbD3oo36pd$nO{UXG-v+%+m2E5(1dceg`#E=TZ9g?ni<S^T?D401>q?@(!(|
zd#hs5$6``ij{S3-B(+mZ&VkY=t4`fakHmxs1jhvAR=2K{og6ncF`>_X!o7s^JtwJ)
zmX8Q1w$BMRc5V#c)EI~Ucq-GbcZ<`(XK8hHbvg5((o!T2$)OdMwgIAx3H*(ZCdw0x
zj<^vB0D<I4KVmw+&X%y!iXg=zz#-2G86U5GOeQ>6X#FZy(l7CD5`ai>BR3J96EQUj
zrF?(y=m|Zv$e~u}Cz_S#IS4t%Gs7qiy|WSE5W)!ADv-ri+PEETexpw&Po0oY7SnRF
zYxG-|8!5M{z99HwDh~1EnXJ7NlxC4EWk!033zvTtNSuixz#dL{8Z;r|n9-CVf6&z+
z;E2o;icDZDz9U61H>c6e`$=p%S=oz$4uLfwoP-b7<!8w>+YKiU#j_ds*)Z~ylYMUM
z1YuhDGCg95s)k8^%$&2C#$@vC=4HxLYeI&pZm;|i`FY%JMYj5wWPI2C-5u0QH2re6
z%#u%hQ;1!IZ<^XCFZ>~GY+#ID_<nNxCY!rfiL_0y!O$&&Ch`85hA*u2Sn8k}TBYCm
z*9^7kOHx5%(poOXTKL5d*iOV5D{!qr4k3dov#pD)Hvjkt9Ro5b3Yti-u};iHgpyYL
z4%<;=Q)?gBgCl@d9ZY1crNl=foC#?#;U_YmTvGs6<ZtJ$w1F2L5$_x9yobwx+MSMg
zHA3x~=85C;Q0r+-_TZiz43Q2ur}V}C2B?RZA4+mjV@9=ne<YUU0kFZB1dJU_ryB0s
z^GqB=BVsX`>`eq)2ZL>@xNNtW6N2tLj}HjYR=buMP)0WFV|&*8yNgZJeOLY7|ESw9
z!yXWBn{42E&$s0{@b0_d;zCanzHt_GWzk<z0_sr#6(Q7JhGfsNBNYQMv!y<hx@ciF
zrRbH?;^@G1=H$y7oxr@^Y$?eB083W|H6xQ6TWs`)-@pinPLD|3j!a(cu*LBxKEuG)
z<<nlQCx=e%+p(p`$roV9;h&rx<(&Oc)1a<#H)UdJ9^XGd)VR>!zr7=S&G}+A6<Jlt
z!X0?a1VuqFI<JXnYr|)l(wlUuG1tM1yt_0h0G^L)+V5@ZJW>_avbB34uw@}#yD3ob
z+)uQxN;nw<L4cL|a(iIHP9bj5lh&)BJILOc5Ah_l4K_)MYI9$RPhVb&GSvzvo%!W8
z=ba0s+ju!JUSDj2RCkOsnsjdq>=vMJdm)7%@mcB+Cxv=@JTklJw&C)1kUROGN|{`)
zsGO+9%qY*}gfNnJqIp{{BYsvJFCvF)S9(U3;N$wd7cl52`nlQ0F+V#q2U9%GMvhb6
z{T4d88}cEJ3ZNS%be%OFPxgQxqn|#1yC@X_M{CMDn;V*bLtap%x}8vn;?rgFs<!aH
z$c4IQ3U8@cHIYP2ox9kE^*1vV(6MbT=;t#7M^%(;M>jn(WmNIWnI7lU{~<o=LhSv(
z?oN7`VIO=w*Vs{qwlB0hfcuc?xJ|y8iK+8N1k}H4puO(dKC$Bs*=zc8myz&WtIo~E
z$%z-rwB>&P*n4==xDn}*;jlQ+MsCE}pE`7$mJ=atfA$Q9(ImF5Z}5FOQAEIf3!#YG
zqdi6Iq3S+A{N>#0mes3IB_45vW71T2FG5<2H<sV@7qaf#rBh12+Qy^uI7B{9?kk;{
z5)+pw#<&%ov>4^j2K;${a}_gTZmVk*7l;T;`)F{VU!$6X0ktz~_eZc5_;;jQ;(t+d
zjD-Jbl%uAyax!&d=#g+`UZ%79y*Yh?2BTuZGUro?1I5n)*T}{jXzkX<u1;hBil?76
zG()>E24cpuFZ$fcMTL<j&d;5%OQ_Pr;K}+7<a`6xk?I+--K1YbxsaP5>WD<c^Ma+M
z7;T<ZKSm<YRN~Qp&o93d57*l>VoGz~7<ua&X=H+g7c4BDiV)-p*_??WW;n$K@k73*
zyqt#ky%G_7@mKX@uTXp#aeP7J+toPIR=T{M=7<!49*20pPdM-H<xkslS5K_{3x9K8
zd7SFLHjT(%`2e6TKpn)qKgZ|srQ$=3%ttrJI$|Qc^!JE$H31|Qy^v;=({*!tt?Nf^
zqKcpMGeDWgPpo12yJ`|sweRn?f%zp=sNrL&Pr`QZKR(x<S6_dz19Sw9TrstP9Qx`E
zald{r;MRl|XpCM|t-+;RF8pcdNa5PJuN@L%$G?WKrksyQ!ES;oVig>`eu&UUpn4!z
z>QD+Jzt`qr+>f92^Ly1Am~?Kh$a>`qiQPSgNE`zVLiNnk4ov&(eL?-SHWnc0YpW^4
z+uBDrcVze2sa1Em_|+U8skCcKz#zYTQP0zYdtoHgPPIu+NZ(Yg$&%0#+us{6eM)Sn
zS2@A)`nuk#s=kFI2_8t=_8}f!R2C5vBT7Wp{G*F|=z*0LJ9_S0H~;s&U(kodxXM53
zdG+!WYcYv^&|F*{KAzp7tmFFS$t8qUjHznLTS0Bl`y!K_n>m;1YQqzFD4UAYO$jHf
zs!mur@(4y-rjo>kLSJZO?J$Hdow%bLu?-Y{7H=67bWSu|wI)|E;Mg^QnsXB0?PREN
zWE^GZVSv|4b)nnp_~+}}a&Nyx9Oc@h#t~O|CXJsOxpXdV?>66Y>dqtFjETccmY`T_
z?^Uy!XZBAR_i`Hd^v{WFRl?V5#7gx~hQ;ulXKYe1)ZSsqTr+FxzWVV}b3zG)QC42H
z@3?+F*Ru|xw(GR%TZ>hBGoe4N^w`jq(t?g6@<}#S_{qzI4&qm%oWke*5|so_Pk1+|
zo~xOum|U7tU9ar0%r`3&=r<g0aK>?nvd>77hFVWJ)%)aG+{=2hh}dKVYiCPi9G(rq
z3`VbtMT_aoSl=E^Du`O!)x}fmpZ%k~slXoze>sg?6Vja8O2u!v6YN&0GqX)(J)Dsn
zGI<PiaDup=Smp0@yMQ5}44IW|+kN`AT$~q<PPzW(v_^Fx!DqhrrAqAYd&Zd;7M_G@
zQ@UoY;%J+@uF4%;{=T<8jZS#4PH-|f`g7-8c}PvZA08JrF$?GGA?-dSFlGH}JgJ5L
zYgdrmy*tA=1yaza6VgeEUQP)72pfrF-g7r7?w0?ZW0a3EabbBLBZMpl0WKWPKJc4O
zZWzLmw}*?2voG!b8!$a94z@i}%51{Ng|Ip&u94}EB=PlK%#b`IRom!%spMc3W#?-O
zd-L56&%9kzz+g~Lma2dBmkW)ZGVdJTQpc2`^_xFz@bL}|vv0{MOeh=*oe9Hg6!ha*
z4T$dmc`h6xI0tnWaOpR5<j_N3-@sgUl!cRf>khquZXF19yM0&Kj{$B?j{X<u<_y7I
zd1|nX&yQr-&!aB<f=X!N-omq48S{@$RU?;%3aA5L&UteMjg?u<$_Y?8AWnH*PU(0_
zT=<C9tL@1GAUK}83Euf!zvC#w+JRfB^@e%36E}{WzID$L4tfIj{mH8?1|l&X8II9?
zVsrISE#J|Slj$8C-Oo=I<qXpdD^tc46`STc{*)`eJ(s7^=-!vg1G@?EDQZo$kqs(U
z5vOVI-I??XSm;lS<_Hs?uo4l|W+j?4F_aFp#;+gG6<4N1Fku0o<lVmMdZo8S4P6yk
z*mE&z_P)pJu?_0MefvUK4+{W&9_e#z;u_}g=v{{L?>xC>1%xNNkJRi-a})Ljf|=}S
z)#X#C5D1%7YZ`D%Zoq%rskZ4+?-)6o?%Bd`neUu4SLi1%6VNbNLOC-(YVH%a%r8&E
zE54gL>zXO+{f!ExluLjwn@5HB9J5ll=}4dP@4C%+->+Mo7rXv6<YnUvI~-+U89=bN
z$NoUDooru#v%UCik#!n6gG&{q>G9#&h#el+T!P;WhxcSY^-Pp&ds-*=I9WnVQ|*WF
zMqTz9A;^z3rz2ab?wKOFr#Ex+-+N4RkRf+=HUo>Pli!zp-Gk8^LbZFvv`MF+3V=*z
za&VN#1(l%~k>naqs?f-jc~k$<1}ca8YW+%44W-#Smn0DE{xX_HnQADfo=MRr+zG;L
zT2|UF17z8D<Xz3JAe3C4n5S~^&uhg#u`bs713YC;v1<>hll7h-(@TFYcYcbi|H_nn
zb|;>_zh!ubQ*Q-?F%1)MB&41&@0nQ(Pq22Vn2s4GYt<Td%hKMeqs4ZQk|Z~GvX&Wo
zR<DG)JbJR!Vvf?`7I#n4B8J|m_;%exo!M|tnG!OkyIH$Tg!Qht#gBBdwjqSanbRlQ
zg~bKGj0`6BRktO7h@+E5Ju@qM<0fPeuo1Yc8csSRM#R+5)Y$xxnU#Cpf@<pWyyG14
z^Ed4iuaLTd2jlw|;Dqw8DQCD21_0whe^*`S9t@COy{0<#MSh;fU+9+W?&jRpD1{6s
zbA3z*QX(Q}#9c*C*co0lnJX63w!G=iI$^4h38?Q+lDXzRDKeh%jv1J#FZ=?oD-uE-
z#qjJtB4Z*q+F0?lj$BYcHbvFR6F1XDAS|!R&T*rPwOvCuQ)fb_qFhM)ItL-^#JvNP
zgN?<Aq2U2xn)`(`%ibK1<;W~6;myUF?zrR2lkj4AUKW52e<KItzSQW~6Q(!gbuijm
zr&-YXV^_eo>(Kl778J5(f|F8YU2COJB{ZBjQw3uA-U(YbsNH3W$`bri)fdI*&SYGd
z>-XwrH?skjjZz>i8%@>O`onI!*ktEQxv>~{cKUUEP0v=&7JT)5g_f9rw@I${B!hQk
zi;$OBFd1XuH&N3i_H&>-vzc(5e|rsGhZ_W{c@9B!J!aLrLhF#JYA2H^dk(x8d>T$<
zs!L{zWO@swr8lbeO5fmx6di-P_U)5&FJls$n#Yc0j2{R!R_Om<_qwFB_T`8P{mslZ
zJ2-ZyE{=4QieS+c0~?n!y>c@Nb>lB&zd>w%jU_4dBJejLo*7u<gf(~Xh0Y=Ru2vSH
z>*AR{iPowQ_?XY;L2U?6`YSvH0+8*a1rCi+`U)9D=`d@U^HOYe-(JgA)}S_H3FuOS
z$D13apOA?^&XE}XvcFOpkqau3SER%J_6;}Xj$w}2|3bVUfQ7{Zy-Bl66!$n>LDK(Q
z;g345q_zEr?}%y-T2=a#7vFrIlzVeaLRo+w#UFfj>AY;ehBH<WWlg(?(VZd;v30EH
zCeb51Rf^9=6zPsm`^x{pAe@&*OW&yd_MU8OvFYt#)>yoyP95108Z9n!Xd_Rh<F_TR
zZuw0#>R`Ko9HQfF`QGEuR7h_Y<Z%{9jo5l&qeG@t#G5Y;-_F6<<O_56vgmfb-e&R6
zKuIs7B8oBn`X^oqtD}kHHO>_TxYU{Ec0kZv`7X+%IxasxfUftj+m4Vmx28voOf-D$
z%--c2<pwPiV|*Wi2ku}SJ{8kMM89?m>5+B<yL{N(xzB=)6;?TKmu#WlFC8xFyU^d?
zA6LD5cl_o;kc#i<R~j7`*hVK!&O_rS>pZGBh4&Z$PI4n3t_om5MNf`|sX)fnF}MQX
zv9c;4lePiph^(CfgONExfdfaJ%MF}vu7%(`p+E}5a-;=&Ap3@SxVuN@W$VRva@3!o
z@pAi?ItU>D8jV_@w-Z`QO3rXv!*?KSrERv1j^4!rhi9b~piT$yf}#EsHGd&nK|85~
zubxcNzB9)R0|t*KF_b(t#)$J8%t|Ay3y3I$o;rP66UFJ&DselJSRm=NW58;LXh6<r
z*`^T*t*foX;0g%iYx2`dT!oD?7U(~7V3z{A(4rYmTKc14N;XP8FH@orYmt&1x$tXg
z6I-`|$pp5U77{;>Al0GvwKIX=q)rT79`2!m>Zpa(QC1#_QjnEJHH4FGu>~o*D`j^}
zQ{nb$=Pc~ARsH*^G)EwWQy4W!z+Bg7ItkO_D!zAfQTrt{M{Rmpm`dOkp+kVrmPnlI
zy3dWx1Cnc#?$(-|8;US%6h5GncRnUXD`Is+H!u$@mN_0aW?|Jb)fAZLHUrek7LFEA
zP<iv_O$XIqYBri!IqPqdb+J@G?~oRYJ_#ppIVqB;K6!2o?Wt&RXQPv8Byqa^&FGD#
z?{7y&MmjJ!!X{8e@`w+PnA~$j;#<Rrf28KtaA>BoSF$o*_sAO=({P}({evXDSGw_o
z<IQ0vb!7)y%-<2s;s`##*ntsNu+<d%Kph%z2=NXwu+Y?U!<V8_j<V}oYC6@p8kfsh
zAOJ6sgfI>MKuoOy9-}&Tv3<pZI2jVo+H%4Pv_ji@Ba<P(W3pHF9QdWH2Hg&|;(%uY
zi8)ETSdF;3<se1HRp+`{<=7QjIY#v`GHVd=iX9uN5CAeX(rYp6UU|^Pj`Uq+AqMDz
zA93iN$@6qXa-+}4X*_w6c47i3kelMmxTb1q$L9$RUu+JCQ^glhqw%tq756MEtcRk|
zD}MMR+Idhd8KA+hmN|Ar*CxM_5Mq!fwt>2h#_!ic3=a<n@4SQ~p2stA_;!ZcCLs(c
z$0ks1d?`tEd22w<y5`fC+*Am?B~vYM_7JTG@fSTdHnu(F<>rn~EyaN@(M6Rc|K5TV
z6k3=5#x@7d+v6JjQ9=H24>HZK1HooePSO8I{qKQ>6sqF=O&TfqiqG-z;lsfLTEHH2
zz%>O5{T5}Z<pVHH<5waHG|9Yk7HaFF?YhWQ2@w()oieT>JZ~qQ{tn8dj%!=^$d7pV
z++@+rKfqWZyvt)0wVX*D;uwlZ$kfX(Llc7*9nrMlcD=T}8`Dcsl8FJDeokAvWBi<=
z16=*2?4;}d;VF0sP-C_erhE3Wgd*l8LPyT}(3yl>k+v=BuBDK?-QjOm^blZAR+X9;
zFEXNq@6xBA;JTA87oIrIagIB1b=$T|UmZu1#7`YNt|I(`2>N5h2^=9j&N?3*F9q!D
zb8`%;6EdDX(H+OtCtr<u;?+rT!C@SB3pB>?@US|6{}7<iy5I;B)j5%eO=Hul<0WcW
zL4}36X~ali2w#&#DeY8~*GVT&1+n<Fl(vCLy{OI~&ZLXagN@zV2?Sd0>SJ55Z2IJy
zo|PXvCOMDqv7C3RQ-|EIMMM=JzyH=vg_e){I5j=?4t#UBNQ^afhv-fS$#*+^F40Wc
z<@2t<R}<{%YK!vp&8*e<<c{r?^4Ym?7v6#%W)9!J7r6NrLM|#|az~d}I0wayn4(H_
z(-YbFe0^j;ixrdfIv3MPXnRPu(hAQFsVE@@j(<wz4H+E?=@?+bK353=5H0YV7se;X
zOljyaWn+rQ&VSoHVR~?qz3oexY$UTcX}K}0eVf`ek`tS9fL`Oa%<i_n9&5y%aL)kb
zD&}rnzaG><pMq2=qt&~&E>T*xbQa&a*<&4JD&GX9=1r^RrymLij<Z&^hk-GJ4O*|>
z-;fdO)6Zv)+Bo+n>85+Q5GRaNJUVBBQSwy_s0>0I6BGhXwX^9_u1<^O)89Im>>8Ij
zt;OB<r{!Cq)@YAaIp7$MVB^M%c<Z44uFbxIO0N|=(6&}1CL$p17`2dQvKWvrCJYC1
zE#c9Zc&91jR~|!0H+m8O;4^0SbOQgy#Bd2zU1GabTNGUSPM$6_$L|dL#hawM7iR_P
zCSn=}EMjzUrs3v3ga<P<$>JIpj2eUDfXSjw=$L>=7zgnd<j$4MMA~v8LwNnG?NSrX
z+`3ZFyY)7sbs2ty-GW*&eo{7;Yp?#goWn!_-&mYzy;$$Dof|&oV-ns7ZS>PIP3W(y
z;^_mXPhK(5V5eFfIZj@S<%Ab{#f?@s(6nQ1_@={ib9Dxm9jApBR<9Yb)M5#bu3<*k
zo4kkq#sZ|WvMYt8=|REOIW`5%*v>)iMF~zdyak>hIxq{J*XRsq)+d<8VV@O{)o=t6
zr`XyfpVq~_WMgdkep)FCB;(@XxAfW;qj<Dgj8bXjAbPot(ur&FoKl%ZyJR;?n>p%z
zesITmbV7p(j0H{PSC-|Z2BjrjGGaQY3R2b5+xHtqoL0Q$T;H6hEChC#^DLks>kg_2
zOhWBkJJXoH>#Dz$_32us@!7Anb^C9kp4B5P!sF~b7s*Zd)g5OBK#MW)yUr*;Uc1QO
zCTTk3>fGGJ8X+$o@T9<~IC)`hZWGjnCQ`T^mY&yv7Yl4(d*b(99~%kjaAWi*XG0fB
zkEKwj2Z@xVjz!Q_oCuU$W{r=5S$UI#fE*kbcd=i>Td|Y_;SYQu<vFVnc5`u^IXjNe
z5?psVS#8I@U#RixFxP|fzb-#g=M}eQS4u%QUSCS1z25ry#<a`{5w~?9b{Chv^#0CW
zTwI^~-<@~M$uALP-O0MIz^&hG+Y#Lm@vSgBp!NEDUl4Sd?Ro|>7)MDfTwMKsaZ*Xr
zeigP2H-vOHUMWKX-`6}j%*(YefK$GeE^2An=|peb23s$wmEkwKU7Q<zL)NP5F7W@F
zJQDZ<7<6(uuqn%d$i~UQB-xsB>2F;zkLKdKy-Hi1u>-o*(0HXCEPD%dJ|7@N14v<8
zQ_jz|@L6Yby1-PAIogt3R9q~ps%i;*A9Ii)xo=yowc337q)~Eck(;aQ-3DI^nMmT^
zRNJVX-)ou+Z_WRGk)wY?MO;U*y)QYL2hXtzn~^^0=*3L0J<oXb{~}Gdm=m$p5f{jy
zU6#q@M*h8IV5S_pbX!JRGi>Fq|5Sb7^0`8Q9(`xqTlf!%mjD<svuq{GmGD8@?SDzE
z_bLCEQLXe^5LUoN{U_(O$5BqcAH>LRETkQ}4N?skE?gL`^SDVr`0xL}N&(tnIS_bk
z>%Cv!5Is?F#>~dX2F?5a;r!t&b%pm&|Bv79XxH}GOFeWy6kslDwtBlJgkVBo1K`Nl
zcJ5bq&|YKljBj8558saNMHT|=Tu7e+iI{)a^M9LLdny?IZwOA`L?Hteb>#zzL=tD8
zym-(4l6jP-0w+Iq^6h_ua?-m%-opn#Ud?-R3Bw~J$4W0KE5q3SPST-&eqBppZEfww
zjT?7Bu<O{7BS%Op|9#@oqz~YYwes~X``h8nuABG%NxtcQE)aQ2M`vd54@vFF+s0WJ
z_eL}O{te_wf0euKY+xpEc(l^a3K&C{p`q>v1X5qW{=Oq6A|gU6`y_-sbuq1YJ{5rW
zU00g?af|j8Qma+52`qp7>3`yR2A+e2mwZ=2!l>-p;@&+*zRv1*gZ{m!p`oE!B5rXo
z8%A^lMeRKT1jE4B9yismsl}#dsH1!d_bj)5g`ulrx+L9`|N94jN*zBVWaGqjTbzZ}
z_+K>ecJJ@AASuWB`u|J;{^bt}Z8UI!!#?koDT$`7lv&q)0HK2_0PR;m!xwBupDoV$
z0N4Y_>opD#?Q)p_j-%tmRQ;@L%6Z;u{^ymX-8tqD;4Ep9F{JY{UnfES4i<veD7#bm
z3~&P-Sm^Ne*7;<uw=kFlsf_20m+O585M;d6mCWn29f^)MwrjLFyF6Kz{w_aP-go84
z5z+GSI}e?$gt)l!zaTaTY~gl&KAATv4vN*`V}Q?F0NU>56DLkY@2nv?!o?W{1vF!4
zV|gTO(j&v?=hxTIo<1D{nyS?3HqRL+PJZ%lTVKO;$?TeI^Q?)I7jhYR<-V*&*J8(Q
zmlg%mly%B}pXvwA@1)1UNzJeC+&uFSVzb#^p|~_QI=Xe_1?&A|Nln+x*^U?@=oKTJ
zgdgZDW+D!uuR*rs#9Qzx@!mItxSlL!-+xaT7=Je@mfWoIt7gm1vpOOjz5uSZzhM1$
zhZjgN*w(o}6}{-4zgsF+39~TO04cT$XzAJevGdnw0q%^gx%)z+4G=4fvb)#ARz`z(
zssO#wbk&G?$+6P+HiOz{wRi7cU%&ykH!0O1Tc9$x4stbSz@*LTH1&@vPvHwTzjJ4u
zytx5rQgBi;NVITh*CHB5)W#MVrD)@cC`ANGE(GfkvG6W0GqaQfDKvqy08`+v5E=)p
zlL(q@aIS#+(1)v<z^jKv+euVBPXhI1p~YWX{17+@SL9IdYEHZJxuA4ZU4lxnd%<nH
z_!ddg0k+0VD#9aiTP;uM=QG)=d#onX&@}X=F8DjG0L7)fd$+V<Y}*p-Q5<+j;6?z5
ziXiKNGm}@<zJ7xv>8}9BkJe+yHh|VHAT0L{l)Y>>8(gyg<~m9-B5TJ^dN_+Ir5*Wg
zSqOwXO~=4a<r&}9V{fHYwXU4&K_ZD2aP%+-<+yhMFWnN@7~^FY<vdkh26k>?8#Vqp
zAg|I25Nbp0Rxkl72y%JA9v<Q(DFqao=bk`aDVTHycrB3hIaz#wu4%~zP30mUD)`47
zPIyw!)Gr%(QK8h!tnFHUBLFU3`)oDXm6$xrPT<KQDPzzQVbb%RP)0pSYKmhzfbg;n
z03Z$Ab@fS@uy%by5#Lpid9<VimzI{A7#4Y$+7^}Z*~phu0U{a(N1q1n10m9Zh#7Un
z)ahGQSie7OUbF=EGZqAY!hq1L$!#L=ir+QSCT0e(0L^L_XyNwmNPnP`)P#;#*qHnp
zO)8NDcRU4720;4?aQVYmm>_wjL95X(Hs&O8j6%&`<>XX6mWs3H5c?J9u3^CTu2ut3
zYqqI&P~p#+8I}oI4=_v@v17f#tG%^_fikl0+EoF4eBs$fWZ+`!-%v^v1>10Swn(P}
z-BSy}DiGLULraBCPE1%AUvHjl3GqrMD0KdImC;{vnJiYdexp*}l>hya;3_2om?~Bv
zJ7U}DR|+m!YHfRbbh<mMSP#VYOz6uKwQe9=r9%l3&Trr<AA~2kulgCgC62rS8MY@|
zTYQE(lOJ+D2IyoQ4Fnf82bo4MMGL|E9GwT}qJY**9z|wN#_WJ<W!oNE3;N*qU4~4X
zai2Kjt;BoXb2qsXp4|Ob<le$;jLrzqXs~#S1sF+Mk72Gnwp>f;50&ZI8M#3)yGxbQ
zaIlbF#P8~qvyWabG#V%eDS(lkSO6VnUy~~-W)Mr=z*%jbU!QnI&$~W2qP_piHg5x0
zg^Ep6=d}>Hu5P8NIq|@!y6ZR)XPn;xyIE_FXsb^L>965|Ol6q=Z?8xE`(D_-QU+mE
zkX#OK%*^KVs+8qI?Q1AnZyW$oqZ|S!OxE*7T;ppxSpap5?{DrC1z`PebJA^!h@iCO
z-;;~<2`5bije5x64*`e=9a?GI5Uh;_Pfj3Sgp3bt;j{W;+Cfgn<k1RXs$}=%sSD$z
zY5t^julq8YAQUxwV*lB1-6KZ6tNSfSK3;#LjejolYkBVjQOII|1DEx;QN8Rjb0L)I
zV7VmdLmrgX*$yovLuV?E`@f5^{;Tm8mKXGy?-O%IKwG$%l*GC($hQu<$XU=yeQxBo
zorrarSXv)fE2drdJy~yOSVY_HD<t;C8zh&|!MTfTV9|GgnY{1l9L=i$OX%6&*8zG)
z&gpH{IrGra&`*A5?C6P4rj3Yo^Y@n?#^&w*`%pv#xDlfTQG&*HK|iZEjYi--ubuqB
zJ-K0*_Q1N>C)%uCBdozO^Um+nYfUsrA#r<GzzxT5nj(*B0=~T5HcG=h54K+3qAb4|
z$wJym4{?N<(CHwgL~Zh*8b_S6p`5eGdA&$>;e@&zK(uh11jlRu9Ir{MJH6S<e~A;a
zzLCmzXZHc|rCna~N)YI4+gGEr2tH$G)XGp>L}0PgNKy&F)XAH9c8=7<dmJ#Uf2FnA
z&aJ2C$}wLFI~Hhn8UHz4#vdvX=nvXex}`p^L5dCP3jaHBMADM*<G6NY&5_7yu!(X(
zrb9ae)T~V9tX6+YRoklOk1cR2em;pBub4IrYzj+GUz>z`nK}RsYj)r+@O0H=w8jiu
zH!qqgUT57`np~m*11&76umx_)38@w5-4^&@>r}w^{lt}io{mKRM|IM22haYg0C!*?
zcR5UqF$H1_93~oSePxDrfl~igae)?-;t^+iBwWmb`PxWw2pr4hjZ-Ta{<C%5ul$_<
zg2V+F3{2~?e!Ce1f!wYU+e}4kg@KSfENt9nmZi%HT)W2?ef;>-S`Vc7&5LdY75Q&O
zn8G)}CN%~3@*Cht)nnyWQnd~OOPy>M<7za8kQ0)uT-MH~hzGuA!r+oIpz&dYDp+;s
z%c=b9K;F@EJwX)x<cOT-XrMf30I!CDK3*-30`3TLn}&6Ie%C8s`@>nF%)07a_;}wk
zz;ryPVKsT1I?@p(2z~<19OV@Bi=CSlvq87v<0OUK8JFL$cOWk)`yVWLuGneK{*Bbz
z0NS}G@4?BX6=39z?QBtD3mknA@Q)B~r*6ZHCejF~{+fed{lCySa<1``{K#nc1wD|$
zs{+0LDknNQa%(23SU9$UJKryt&p^lTXLR{}K0O>j0}2kU>db6gr{eUU*2p#2;=KqN
zT)h(MPb|^IdE$b){59XMVSU47@nzuE{q|vgu#GPeCN;F$NysVr5^beQa}(fv38q@)
zi!yV54#&h}NVVwT@jN2PZ;(P=xUTSA07E2)WdBkyysWuEGC!y26<R@%15oR><mBeN
zi0b7kRI6Ga+@@o&iQwOIdwX^S5g%V^U3&>2keWBOKFok*DZSYf4`-8-g_}7EtC%bJ
z4}ZGNo3Iv6)~|!f*wiB0B#g#~Mv6TIf$zMC3+LoxHaHCoU^LhePF@-^xX9eCwC-LH
zjM)s6@iIO;d37J+#M})aNmr}k;AeJ}ul#$VeylG~kI(=UF9X>M4tP33s+aa6Pc_gc
z+)_BkM_+BSyjSM?%a8U4%@P41Dg@2P_?=SMvgxrWN6i3nI7Yg0CG~)WraD{Ew*K08
zZ-U9D{%N3t?F+Y<d;EtAb!EWFci1BFL3J{>iVZE&4$j}X5#3mJ>a=&@jYq-(Qv_`<
z<G#3-&7&62ifgYb{fhd3v!J8rkUiT`_4_XazL~Af8+*zFnRpSp&fw?tmei38Y1V&@
zpKu=Dz9SS)jhbJURYr8B-=+f^R;n$TLAvBfy`h}mJ0k)1B(pxWP3?@Y8*h84kI1Rz
zSDXAk#Lm009n#T44^J(%g9V-yWAep~`+_S$g?olf%A>;`QB=78cCc0}<V<Abu=H%3
z0?03fz0Ok7dE$Zo1OW`$NRGW!kOElv0<DI1nTzZD{L9i#lXcTTC#yk-1$r&EqinC}
zY<Wx5PP|_AaPIwO4_l)@jA3~X@r9XKEm~8o5uFUuS4+li4au)7sjfuDFNXOjj;8KA
zw(|8wew9O8`t=TOu0jfi7IQJCGVoX8A*kIh`_-a1b}I!o#Ckmy^WDQ2Xe)2iKyL5-
z`Qu>u;Fv9a)>QJ9khW7A(bS=P6_ih&;b2mjYQXeTs1gaYC?uv@@d6^ib>?QEvE4jO
zxAVG6n7{4GxnK*~9*w~PmU2+3c^m~BCOTf8DQZ!D*E8%7TYTGI6L2FiGq2_Thed!5
z!VR-QX~-5<bQFKv%FUJJ#jHANyaPd*!LRB(${oE$D{p1ze)RGn_E4<eMoauzTA^$O
zZ^72ui}7PpQc|QcfZiu?BUZAwh1>v3cq)H=bp~a9Z_xQxIQ#tUIw3w_bhwgnvn`8r
zRS9>FjvFsiU7;@&>>3A7yzP^00ZOtdAXT{_jLZR*f|A<rSXaSB#>Cw9yq(S=yUs>a
zfu1Wy5@8+Gl)w_TqRR1pa$j)EM=u%q5nOj`TCo4Wi#qi;PXR`kQK7t)D)^<|z3;GB
zD@b68Dto?gb#>+8H(}~*e7nqXtS?4ycmt~@-DQxQ>lC@$h8TM0Br3DYOv6z`5?`WE
z?CHHioK5r(?PkQQFGytsU`Z-%V;xa*o!9@o(0h6CLcop~=a>odYW`Dq!EDX!A)9>F
z!%UFaC%8YEx)4Jr4ULwXhvA`{%K+4vTUw?A-S|0=KOAs>ZbCH>fB?}R0c7G>G5~2J
zq;t|-fLH%$e%nz$;P*0XRV;KlY2KGO$I{WX{xlyP3p*}>l{OPlmC;&=H?}TmQiN2O
zloWX7e2Dzr{^0bVr~di2FO9>jD+dN{$ppy&%rrD~2uFl<uXY@Y{_l|@`LzJ*wkj;8
zHKl?{7kE2iefaMmz6>Cys%uRjS*l;8a-1#}U_AuuRWM33Iun7f1dA-^<N=ho0Zz9M
zSsX9}>*v^9OyJoW#7J=^{K#yMEDkSpS06d%S`cbRXnkml=gDuP`IF@B5;ig{V$|h0
z8{qbVt5<qUj6i+iOrb#;<fcE|>hwAQ_pPmAC`3v#u*x96e|<MmT?SBV6fl&608|!{
zka69%+*1A_{9b(g!Z9Es1lji+hBw}HW9^{qI`biJ5+n6-?^93-whf_E?G7g9(bRb5
zrlskC%A6wl8ECBIr6Yfy^yeENquH813JzvFFP~9#ulK6Kn?tsLZjeL<iR34<{Ew>Y
zcneFCoMmM@`QfzY9n*Bc6u$KR4O4QtlsLY&f4JTQm42s60(8S$HjNJD;mu-$cBoBa
zw3^~NWJasxB~`SS-)%c~wJ5dhH0QeWUtDo_9%YMkNoa*1^^Sr(3aogl!<D}i1zqu_
zY$Sw-jeQ6o+C2iXtA2*2{1B^Oen`oXrTt1U;XFBE{V!ME0uZ!(PK`&U%crzfc%(=3
zJ7}_g&)@6_;7UkU3G8<C+7*=o>dH}u3Pt>z?b_pPOyEpjS%g=WJRR~!Y3etb;5YOF
z>DZ0kzD(iY@Ix$)E7$?h14q{w`8fMV15nWF6<`Kvq=UrvxUt&IN08Jh1r8LLA)ul*
zprEc&27NmHh7^p;N+BaFJ#mAEW3tODN3x?))y(!Ai~~X>Ac`iWDtq)Fb-35X=Q~mJ
z{>S`0@O8o(d`1j8k^qq6j{yx+@n`rZF#ky#@74V#lpa32T`>a45lj;n+<&%keH(1A
z5J$bElR-7DlR;<w-?vL8$@}pZ0F&$+uqZ8>0vrJTyk=z|^pK+_g4VJU7|+NKIWGYK
zr>I(Zib5=aQ!~Jd^!=8f$T45#0(q4u`>23wYVoSQ6jL(+=IB1U9WU3>&)W`XvzotQ
z^)>{dc5f##lI%?U3qS5#4cfmc(f^GdXVX&)4*q+^sJ4qVo8^v>!lvyucHVYQOx%+w
zps>JVHo$e*Ta;Ul*?7SgrpxU<ycy)gO+gJxy-=OebA+U|0K^8{MI3+d?hN@}3)`-R
zdm@bm!yw$#7Y*h(V5g}ZE)S{!>_`s}OvEwr{Sk40AQwe!fhn66KzFggbS(lt2n47*
z=n|{JY_*6Fzri3zF_n0fD?c{Mt5?*cZF<BQVmX{Zr`;emlv^cZ1!bDPh2Z5Q`axqH
zs(F)D>Nxh`Fb)g}>p$&N|Hru9DQolfTUdD^YUS)O#`L;F)hm7-`5rztV*q5~zVDLs
z=UM>3`3lGi1SAuHmry38`}@;%_s>INU}$jf-*yQacXoiTWrF&C4H@_3)29-?i+}8w
z$gPhb|Iq>RL!qq<m;U5bc4}1$!S7eP|3BOBmQwvM1shWqqc^c(Q$f<kKADrz%a0eL
zSCZy$go=T!e(La1=G-NpnT__0TIXe{f<l;Vp)B%x(6Rfi^YSN0dv}^a9ZlKuOq95~
z3QVZIH)i@zLbyQ-v%8v_^g{N?-U*>Y6K^HC5`^OHiZ4GldS2~#)<h&cEF$ktD$qYx
z=p(i<D9~37WSeB*RBkSP@7h~KJ7CbyujRVXnF&9+gXTcN=8?}!PcH(ht_JrfFqy<}
z-)sBW_DCeeW5va$R27qjRJ3ot4V>P_krW?b{K6LeB;v>2qd?U{Z*V3`D~M4Oke`h)
zn*m;=RIvNXFFo9+NuO~0Gm^8VtLir~7fSQ$s(A2V7iVN@`I2;m&JO+!Uvec;KL#pr
z+%9~HS4eyAMRst#E<mw6VAi87f--9o@u1O|7+w?4W}&U+S|&NtR#2;Y4bvUf1i_*w
zQ_h|}8`W7{Ue(&Kkscn~3Z@X<8N#&on$7V}XbdNwaH0l`(!8kZ-1Z&J)nSxCA={e}
z-<fl>VOR$=qha-g-zPE{42sO)H07}ZBO!u)4b-hNMMy$3^a_kb^RqiOME=|!MGXa=
zO@r~3o*^+JEN{C6fW$bEDMI8R)jpIN>*qe~kRi4@0gGG$c7GX=I+1PicB<bRgAo}(
zdna<Vs&P0p0?4XACn6U3K)zhx`o`eb;iXJs`$D;iU(vI*^M!SlH(OOKskUh_A4nsc
z^s}(AP6E`Hzcp$GXJR{*SUXBf(B$aeU0Z;2)<YRXL{|eC(7QAfWd%0));YQdJLUNK
zA5REzY-R+FG&!<2XY%+dkl`KYwB{+F;$^V7bp@~acN;5XsLWL$t-*~k-3XMf8~4-^
zQ*ARa@sY-vda7s&UB2T0W*b2{Y2x88C8@|u`#9|3q~=Ye!`6THtpGnCu(^40l$~_H
zBi0emQ?2S8nxWv3<4ocR3Zb%*7lj|Rt@q2qHUn{u*qY6NnZvpa5?mv_fxF88maxDR
zFeq&V(~219%>C{<E`Kc+j3!7PQU_B;FOQTo=zD`|l_Q<QCo2DH3#c~bN`9aG1ny47
z!1E~y+`KuuUh?_?f?9L>DPLUW#zrV%VyeXzIU`9WV6cD>7E8tbHc;&R{eh}m`LGry
z#4$XaXE}KC#+wGuMt?B@OOOP0-uN@0`g=*Lrk)u{QxR^a>52Hy6mVqMc0!7vw<mH|
z*Qilm;4rR5^a<1u$N`JHKKM&bX?Qs}Stqc7`fJ|u<5H$C7>1$l0roQKp5z|+KaR**
z2RE<k5S0!#gfO%%g>MZPza~F6zfRj3oFz}rr-ZdVzYTf25oECZqxrvhrs%eY0$68N
z&vOwiq3i=^v~UYICe7=SLMd(bDR<BA%p+x<bsEQ5!=6h62_*`+YW)^q;+QBuoA&nY
zPf^X#5)P>g9fWCN(=szp+?xR{yXC`&5B4BEs`;Y@%uctQvncxs0v4@AFo`$2m7=}=
z1TGl!0yw)!O<-p}R%U}3bN~7H(GoLstex5`pfg4~QHO6Th7}fVcRr6>>k&ckfWdBY
zGXyx~Z2)K5gLJ$>G69t7`BAO&=ZC<Ab~t5+!*{DyfSP-9MJa~vhh;GtDJ5^nMnX8D
zW9RPPqf=JK%0nvhfJ>4Ef~`${$e$d=mMY2__lJOnKT80Ck3aS~bsA(_^5(;UrTB9I
z!HL6SH-3YrowMnSfq`~Xl@tl)sB;zo5GI|}m2GqqR<M8P<_NeKY=H?zbb4d_IL+{e
ziHYuy=0-3_Hi>V<>!|uq{p8H*QQKkJEWccT*;no8V_FBmAjWe<UfgzH0~i4ir;<8!
zK?y^zcRv=wtWB>kpi)|ec*&2!f!4}X)ZzyrVvl71C^Q3%H2*ahQ;P(+5jKCk9n@>|
z4oI8-v`M+-K<z)1ZrFQ<OPb{F)wZ!%uQI#Nhg7>$`DI^W>!7mcxOuT*XEG@-t9f+G
zLj<6vD<4<i<ObN*BkKvz8jZzTI!kc%kH=b$S8UaIT(Mm&@z@83aoafQJ=iT($c4Z`
zXp`S$s+$DF($D63`j*#;mn_}wrIW>_O)ATci})5B)nb)2`X(lxHPRtlWFkKtQ?tL1
z6XfapOs%QVMDa8feNB%dxC|1>OpefHVp*hzIvTt5{&9}nb@u6{+*SUH$(VrjA+O2g
ztw}^YVuUYI1=mz-yVKL#t2y~VGBY#N<WaFljBR+4%H(EESCxGB@FHhW+{Clg23W&j
zxBMhM1}(lT$~cANFyD6*c|>5^DzlcBa{iKs4Er-0^8KKw7xkO-E;be60hRVGcbcYy
zpTqGwz!#a*QMjrjweK_93B?+4zyg7K;>6MEI<1>Y9&%Eep<kD~v8^e;@aZ0vQ;Y_=
zA19PO#cQizvYgT8WH;v-J?q6PLEnJM=6`GML}r~|TT`AX@dlw)R|D}gjh_f1unaoU
zB(Lhp%DjvgL^D7>`Q8<oReYs>(nY{)AKLrO_TFGtiQR2f)?r1vMmeNrV@^DLE9qi^
z+W0?OO#rZHLSq*Xd=h?3JK|IQI=k5E8XHTyXwbMgkQkZtmc{g*B8mynZKWrUypk&c
z=5Pu4JO&d)`gmY5-v#PA2+L?1Q%yCOKc3`?=-tk&-zH7MjX2q;MdLi(85}c##+QWy
zBR!TS+tIVtDr-%16?_BF`?rTT#CHn`Y}hzeM!|%HE7Ul*$rl)&APxO?6-)vb<M@b*
zqmsZDLx+r8TnYkV!ND!Ph=a4%((Dh<75Zy)^oV(5N#9wd5Fc)HQwfv+aPJaosJ(ab
zBCRa)N|^`w%Z16+>y^Hxl=Gck+_|~+cWuU(IUgwUY=B2;Jmmx5rAn#GDA9T!lnK1k
zNZx!f&%@nz@q^&OpC@9ySEpOh-P;TjC^VnQ)(J`nQLS>m{PuCxK5}*=-EVY!Gs{``
zmm($8xqWvSf(;cqM3K=8kV+|2RCql}55<4W*jWCyg!~a~oqQ$U1SQ^(@SbL-5%lAW
zI4Wvo6BLEr6?r<GXpwl>#>V62y{e1p*o3QFeEpm(5+O{!#Mb~q3>m!;Lls!zcb&{g
zoJcT<(xF75+0AJewF3PCsT))=Nw4%cj5}ZVxVU=e$F2uD+Q=dsN#rNxcu+rjG^;Pe
z6d#}9N>EaY?{*xtooDccU2)p1ZuMB`O!U7P)}mz|x;)Oi9Xxv)79TsOcmUiPzVzD`
zt$4K>_xA&_E#8C6j9FROJLM(oCC!W^;D>71ydNLM@~>xtyy3`|Swk%~Rqxk)X>#7)
zHV;*;lfCj!LZ0PiOdG>*UUG39c|-OYL@~1?2;+^F)oH0=%FctZcraZJWzw+duRn$V
zX+VMx7Mb6_c=U|hSf0wwrV4vId{zf;i3SLIF149M{Xq>Dr@^_4wC|fPEO_JO4hRU(
zf}r;{KqN4O)QZw3k0Eey@;{8V{F7{a9VYa!?}tNE04(C-7H1OSL@bJ@KK&&`&JLUG
zV-q@gEDd>vUP!aqEBt4#toL5TEA}{K-5uF$T%NH^Pw}_5@QU!wuU>46PlU4C7Bs2N
z+hqsE%!_E?-njH89X(cl%ztL}<i`^y3rR1Ms*gwz9IH!ka=gOdlvQn;RVp`k8R`r!
zROVfQ=mwsAZpZ#Gj#)UBVgKQ_hfU<TJQzIQym&%!59G7oV5g2TLcZBE(M2HLR=9+3
ze@ZX?C0QosI8kOe>rOnF6+mC3s9tE5x%rI;4s1?^+cTWBWTm-u)S#ZIm;n=%(Gbb>
z6A)%IaHKn0my5FZi6580F8pHCU53!;(*1}BkxYi5OgaG_2n8rZYAx0U?n-sjlam8N
zjs|~XU5U<#&ru%ZkDmY9y9ONP*+(;fSQQ@gL|1;DSqQJ64v7})>1l3i^P&6&{e|0p
zqNfT>r6;K?H()c|)jY)Dhi|Qox<czK)KS437aN*R|72AxH_{+JnGePXqCuqB#OWEU
zYvjkTjcRY+!)b51dHL1Z@t_CyL`%d_IG-Az%mjYQv1Jv`CkkxXt*}K^55A@y@wF-C
zBhS|X{ETL&KlSC+S@?hW`s%nQzxVGcB7XEksE7&@2GSrREv15VjF_}V$B>jR3zU$Q
zu8kNaog0b*O3HxIU=0{BkQm6Q=iJlp_xF3fp6B)WH{Lt<xzD-IbzSc`wr8<zHgpcA
zJpEyB2|Zy24Zfz8F6J$%p;SV32_dX<&veZZ<4ULKGG1Hyu~$_us|F<6vfpKo^#XLX
zKsM<Z0&*I<_k&Dw`bol9IrM1CVZ)KA?#e-wEwAMiHll8)Q%|T`sfOh&J5<xS{2G88
z`ozu`Iyb23G3=fh;a^OmuLm38VrEqkbE#}ig`%Vf^PwL~M+QI_{qdmfy6Wdzi3Wxs
zK_-7CsWWjlkEt<>OZP&{fzW^Ui1(QPc%zroyY8EMhTA(O)-6+?_o~Z|?3l9Udl`HM
zFU=Ffc=+M2`54R~wDL5$z8O^bQ<W4`$CMH_)*3I7rs0<8%&+DuQJ_!#*|w*Lnpu;b
zLpk7RDUwhFkc!c*ed~QHB6`bPSb<Le)Dycag`n_LW?<&(uCP{^^>E$D3$ZB~oBbHP
z&lSZu51G91$&g7Lgc09OkSEHGS9cThywdci`av1S!nTo*S^%swTft$9YuTH*%04zq
zJ-M2|zS*J1sojUqO!yZIFsLO(tj?Et0FYg<uuvs+KEk6IP)bVwPLxcg_L=7w(yRVB
z!Rk!7<_pLRG&_?J13-n!SbPTxc}D>0_Rb9xrqPtPGcP3fYqK*YZEBr608)@}XHqy1
zANGc@pC9$bB`?vu<t5?CBsEm{=&?D|mK3Nb9)@CjC=b$_43&K0-wxroO_L8K891)>
zKvmpBtudH3s298|ooD;9%0c}tPj_<EW2>UO@7ssx3qUpYXydhwpqa8OB(C2;_f+u|
zK9{ttJ3cG&d$i0_-Y#oQ{b$lWdzJ4Xg<Yus5xr)c#?HatwGlyCb9`^YajWz2UPXT|
z61QawQ8?+RZWH#4GENejK{;y)du-Kp(63hMApK{pG@H4xhP$)5L;VL^Aw0TQ!9NCI
z(Pp7m9br3!l1XY5Wt}+x4;)wpjE=^5JMWBc*L<y_mnL7A0aZzcZ*3Xpc=I&}{4G%M
zG!7ILWq8y!2U;y&uX<n#8Yz6r97~@7YvIXLX1mhioPRgPP(wm(q}H;neL1T!M_!XJ
zUV#C0N?1vks9J9Rkx$uRNu$}$abATtI#moVpD$`Fg6Fv|?Uy>Qk+)btY3_6od7vJ0
zIrwZ+{WY0BOZd0##kb~CQ=o2KU8EDge7QaCGa_y@xBXx>+l$JXWfO+3#sCmgGD03c
zqAO$5uY#fIcS}YaZ8Xf3VmGXu<pE-{DY_40^a7N7UsZHr^>wOr4UC4$R<pNvLr)6#
z#L)lB4BqqQt9KgB1M<d(_;2<-D<T|2waD$M4`D4*{PFZ|WNbOefJx5>2^E3&&*G#a
z8<mc+oAZoQ#cJM_VY$0_IDrbmfUd5=l%?;gp2&mYMvb>F05>|~szV?LGKAAhl<FbI
zW4xIH0F$^ER}&g1%wnO>_N97lf~r}w>p*v3#I*8O-K2NgT58f+_80UrB4=E5wn~*O
z<xi7GID3o{mPF@eK)`UXeUMcSI>EBzb;1_=p}1D#gks@mm0`&RH^+f5#8aXb;06?|
z1uyMcvRM2npJW|UOy?<stYmFnkIvwQVNIV?;__9OVzk`N@^yo3BfUAbeL4{v&bh%E
z;}s+291;IlU-*8CYv$!qsX}d;sNWW>N&h&m9zA#}f&Q3?y`#<-k>V=?0!2?8&!lM1
z*JnRW?D!F9`N_%3p&fr=+wmCe$T91^hEWdIsF)~%F`twnzj_Hv@i?_+HL0U_D!WEL
zFpwTf6xZ*Zbm`JRC+EqpVgNe;F<}y%Mn^@l;yuGF+fbfQzGUr@b+@VcwxML1L4Qhb
zw>PO_S+guW2rQ|e4|O8S0bE<q_mP3?@w>CHI`$Yslp&n8vnDGUISjh~Q>$KqsX_^N
z4lgJK^-x=^-l`sxUOMIoF)vyZqu#jg3IzeOOz+q0kdW{&>%ss0cj<g;rRsKFadA@3
z$y1Kc&J8P*7Z58+S((+>3MpXVM-WiEQO#CQOUpxTqxQWUj7JQL@I*pbls{#BesXG+
zk#Acql$p1`-=H!0E%H_eNyx`>ERs{D^d$Ik*e!_a74r5I8+oEWRoC9kG6#cPFq5lL
z?Kx+fM^F-k{)R_}_AY3~Cc|}dtH{*q3!Dh+sZ(fu8!!KNVovMjI@^>Q>s>G$7|iA+
zV6J6b_<_Ej?+MYg!9r9h=e)q6m!pM_o#*<{+SYQCfP#d4p%-ZEzMtLy;p#0l%?Nu^
z=iIVj@iyL^_Cpzg0%rkx?Af`C{T;WSyVe#eapX)H4tq7huX*=U?;-$FeJF+gFzC)^
zkbtGn;U+nlKIZzcY||1Tt+R6smeRrW4{>*!6(p<++clb@WdOu&&@dV!;>b52=Nd)n
z7xqzJZ&51y0)1HG(H)J$FrGMGUS5c0I0hgk!!n?<$<52VD3|tXar8?oAVm^M^$+dr
z<W&s%Xav1>%QN65HM+V%-^U3{EcTN!M*m)=%r1f^-NIS}M`G&h(u~g}Kc_MF$*C5v
zx5WU!3M&M(A>DU802T-8i0HWo-`pFvwT^mUKI;xT2l=ah7C@hn4#<J3Gkton5ch>H
zC21#sINHf6N|_<DMzo1KlY;*=*7|rLx1x%QtA$2)GeJl6A)v$=#9!7)R}L*O4McTz
zcDn!RTo_G7YeB+^jH-nU%gwOT0Q3krq|5;DfYdf8i&(n_+#J%yWUtOW17IG&l4_)R
zZ!!#2t#>9Q`aM*Ceis1{^Fy!c{{h6UAJ>JCb;tk1=HLw+U3RPi{(cuhAM_V>C@d_D
z?Q-S?+FO3<AXD5;(4O?~8s2ctS;c7HNOx7JN!+9KoG93Nk6iH7DW7q)$b&<?Uf2y~
z{=+Ptkp;*hb@BsAh$eZm1O2$Z6M%A2!v$rlx|>J@qICWe=6X}5ouOo5>Q`;MhYjnk
zn_c0SywFm6afY_iTmQS#U*L$+=7Sdj0Pd49)o#wEgp6lHPH_*)K`T=k#RCoT^i+Cn
zyZmI)BS|kO6U%R3n?)Ii@?GO3Tqa*ANccLuEe0R}40b#etYV&@E+ZMa$kVPXNyxeJ
z3(nMu$cSisV0eIOo|4#jjx~aOl(vCkJSQN^>62z3+Y$qlT7M%#yQHAw-RFKs`F6($
zpI;x?9z>y!%O4eio=lU$hQ!v2@!sU_8~rL`J>2v(-sY^X@HQp%y$hDO#j)Xtw>A$4
z4QTN1h!6CN=gA*N7ZTz!iQ0%_)`FM1_9(Z(8V5#3d+TBIpp7P*&hAd8zavS9Lf4a$
z>Tcnv)Cz(*4r6C%92sL=--x`+;Tv}ku`E-lw?A@bQIIwzBNxDw95J=-9WUWzz^9Xb
zzp=Lryf5*zir^LRc@JT&w)k>dY&hq`XeBh5kT_K!kzk2){*@zLP_~iOr-aLK<TKW<
zZ_3*jkBsr!_nivj(aEzd`^P&G`g<N>+F(#w$>cAQe?p)c|A}jbCI%n$R&Cn%mS>GY
zhn?&1=aHd}MFaWU=H&(waT|PiLHLBHrk1gW+a}tNN74|WG=d|>5FQlr7V^Mkac6U#
zD6mE>uO^kp#5x<qI3|Ag8W1RLCiY7VI}S|U{2Sq(a6l0*c5UXGb*+6t`_Leugs7(8
z<C8R;6kJj?9+0S_;Qza(jtJ2v+~!9nYhabz%ew2iddE~%RR!=yuVNk@zQ6k0c}Y!V
z+M9<KzhEJ5H=u#Qr&4exrlX>EjgO)t*++89E)1z!aulhOJA13iadwwQj{ThwXWBY>
z1;QJ<ydAbKz@>a9GAd$1$#`RGnPa5geDB_8sa>46kNyH}6@I(mzAObk|LlK1f9aWm
zmrar;D2|bwOgZVY84)GPM@1H*K5DeJl|2WA&l@+)Y?IXb?ktE{4^<Tb<UkN_x{qQ0
z*L6W;ALkkqWKpT`pV2Erqd$R5tuq~GM#&DWi1#;AQTgx7;GgD3bMtjw49CrbY**n(
zr4s0ShU7v5`y+Br?0YlSLsP3;9nwY_s3+M3fx!vs!qVK_iGi*<UMT$i-Jtx#(0Ia@
zW{L9Yce6Uc3CK{Rm{VxED=1g)aTB@K27p4z50l(N(9^Sj{rTgbA^_42j1dfq<up`E
z^$Ht3-ihl<)7h@!jIjF)jkM?wLWBtPQM0K|1ByKsH2_A%Azx+__!7Y3tbtf}{w~sT
z)ds!6*?Hv8zQ}H-tuBo8PNk~6BnHFP<8%lNWr<*DE>Ll!M8ZX-e>m9m)ZcB<a0{B3
zYaE-XxwNO|?hjw8`Kq0{p)7e)$o`4730Yo(U_ZWRw7~`qoAm?)0epFtTJdKE7*HbF
z2XnY?=fTRzlNL26gk%Pa&O%7hsYPk%@A-ic3=I6O?N`uM-b^ZAn6#*P&cJqKPZ059
zh+F{j5~Z!ca1*k+Z5?fko_Avaa~>IETRQw6I?Wv0WGp>zJczz^-eL?JkvdfJQ`?+C
z_J~ie*oPjU%|bgtE&Ob2)q3vy5V0PuiioF=2z&W5f-qT7x01xSS7RJpHvK^qT45mv
zp=sgwu<n^IA^!~kj0#0(Z|5B8UA$x6Ayx8SL`lH`T47nG(BngPXsMCFu?eX3sSB`5
zeujxpcxS*LHaEwwaHTM#ZU^KXRGTfP4O)n1g+a5EQu%JO(uJX!xIn!&dxZ7oGNER$
z$yfxrMbhX>$j~9stZmOR(*D%XBUQ}2+In2h(Na3%qQ3Sfv*SXBRi#bKfH5t<;0cB{
zsLc$>Ij%h*iXwe)O|vcTp7>H>V4UG)5s2Js011YO#LGZ%dcj~@P|QD~Sv&VA3WK@5
z#t#0{y^rL=%E3w0MoxIBbN86_;lSAp3kiU>W<rFHKQn28-W&{dyIS8UK|c2RcPEqL
zO3{U>kLE#J1&MO8sqf2Z|Ka+d|KO8fZb0~^5(;=Kh3`8E5Biedj_W$1HCM!Y*O$Uc
zeja1&8{*JVenLk|_8?h4A*Z4$P^YOJERPEDoqq%!yy8xHS}xB_t(p&*fCIn!#5B}^
zf<2*I(gf5S*X~7%+?yq?e+!{cA8_NrhMzzK4tZ>-@Z7R?0m_a<%rbdf4$Tb@3|d<7
z#LSdZ1Bn2g#`49{TZuv+D~Gi-;C~L{I_K~!rQ=?)yNu8eG|=7vQ$B+v)b1|LOn~jr
z?ss2e<FP<fuHDH3ZbW<v84qAsyDU)M!jwg!iAT2+-AO$~#aN<8(>47J!G9K4;3ns#
z)O@mnUe#R(W+1yY4&2)S>;kC<?-gq6F|j!S`XGRltTB-17#HfRfbQiG<Q4h!*y)*u
zDd4yPdF%jy4+C^Raz9>4Tmux1tEKX=C*egx-j1WSbW^L8Kr^sgU;j+kWgM!timTgM
zN1;_p0kI8CQtDf#SAZiKpDObx_vFNNa`k{GQ1%F(Kd%DVuQ-4sVnF3cec=Us@0b|5
z6)k`zNirbVFCS8G+28Yr41$3v9CPP3U@FXmtg3kc9N7jy>Zr`AiSYDHSmK@_m}de(
zfo;jeXIDTahJ~mfc?EIX#;WXMKthKG2>OIC=p<<aH7Ew?bv%JPi2zVFH|+pgT{bZB
z#ely`1p@AqM>4KC!~u^r4A719-E9P2oopN*j9;vTwDBsjsoADdwQEYCW6&gKMzWb$
za9PyYyH@CkB=luNzMLe4_5(75?AhFgN#N1oI9iDYB=~$#ozL3)A@{cWg5`Ra6(FzD
z$;UsUboC)7t7zUBo$}TO;hObyE+>bHaUUBF#@VT6WR$@5tBc*T-XROO>vXJ%8=A*f
zg)6C9_4P8d`@erbp4|r(9&k(va?clQ{?&RhX|p>Gut!n|CxP0b$Di4u^`JG(6>L1+
zSSFitt@wEm@iOanCVtv<e(Idjho1N1@$s`~Y82H<HLx~M{jT0DO$VqnU`Z5%mig@x
z4?sSU-xs^{HoJS_7>w8>KQPR{;1*AQHYDiys{;4#T<4Sm-8eth&BBjd#u}AT75V{s
zD9`scwN|djpe0xX6oZ^V!K0NV{3xFTh%SIuQ6}(tDun3lGaQXf1$_Eq0D|jgp#kSq
zAAW-F1(3aMGuha8J8w!3S&TO|+<$Ok)u%qTAETQqN+R5OVB18OdolP<&RWwoBjVBH
zE0WMJ!VX5hkk19ZtA!5k;PoUR*}woEW8c}7sf)6*qgyS&1=JT8O@F&It3T|Jn!M*6
zi`yO`s}BN+JbB`5=0&<?Ko=P?R)&F6n6<2fh#gJyx}wmPqKje4+Y=E?EOxT0=SnVa
z9K_FhNDGP#pff%@_-!?*HZFa9CMecQsZa2s7195jmI!IIUb|TUzrp5+C|;2Z@W;;8
zzR6w0hyG(n)(8Q6K<Y<;WYBjJjIh>7ilwagk_mFFwb#p70Oz?El2~1skb(KVU5wfP
z(Bmlcs1Oq%Yji3&xF?01Y5r2%LgkM@OZH|ZyQ+=+hlgrtBpw#+<FCc%@9BKoUMJ;2
zBKorqkZ=YMmPncFWTOB;3r#PB`l*jnDu5GEm+*5c%d)=g0BGN=y{)^ui3sTJbvuYv
zN>YygmGUEOr%$5Obe#&!j8CxQuQF+zTuz<|yks-`FKavUO<8BvzK~bL4fgeF*3;jY
ziTq3FER3y%CrF+?ZdVk{AFwU<-?Xbi_@2<sN_K-vv;S*?SbIBo^AjpnFJ69d?aPaG
zV8Ip<uR4F$1_y*Lz5Bq6t6PHKv1bm5Cv^97VJsn*hSTY_W9Eu=9yf;sm{t0jMH6Ol
z{<ri8yJq&q&8S}wZmtsV3`IU_Bn~D`t!}rJ4YVux?(-ah*2g#D3v_vVuh#)LN@l+f
z@Pr^#w38<7*=q2ZmD}eAXsnHeA&j3pzigxkZO;6-Yk1QoC)O?{cOn0@v#Gf&o=$MN
zOtB(m9^u7MGEh}X`JW2sNaPE~S9_p))VnWY-Y8)wXi`!L{ETG>0JKRu-W9_k-Mbb1
zDfYY#P*d`YO{LFwu_@H(xNsV7&P_%i8VYq;npu0gGW#69>YZo@@ftxcHMM#=*cBfq
zvi+YD<JnurSG{k<Z-N>U?(OXzy#?v7K!Ah9D)R63o#4xl0NO6QzrSF;kB>Yh)Vv1S
zIzj3eU2ZfGM!THF0V*dqo6A%IXe}g_JNGM1cQtJVSUH2UxTv}5>u)tj%Z|yq+AdxN
zd0*4N6_$-C;6$;FoCEatc|vJ1;5(9ls^|+~a1B*E7(%ABhM;&=i{UB-vQ7VC5^%kC
zZP^9t(Hbp?Yyf29#gJAEK;gzfVhYX<;-T9IV6srF&!_Rh2MpA~_%f~PWXJjldr%6?
zd`}$oKYZ?TAh!z8<C0F4vTOoqBY;HG3{cA;kWu0H*KpnG96)Ds1BwAQhbVSQ&vBPJ
zNQ&AB5qIt^L*l7}*<b_%kZJG3muBxgL2ay?%?gVhn87~3c5iRy+-NQkFXptQ;p4l!
zu`CkVftG;TI%yu{h=<$3Xi54D){3KsfCe=T?a>RR@_<4%djKZWXdpr0ml)^Nce+!W
z+bdIRwKd|h5@FM1^`hb{g)V%2K6ih6NMOGqsQj|nSiTC8_!~MHl*OOA08Bc2ovhdM
z1&Gs{iBA5~2xo2CtpR)q;`s1Fsat=kDI*1m=r9lRUWMD(5*O1TvJ$M-Shm3*l#03H
zRRkefk%5%5IF{m<O<PnKCSS|4q}(4z>vWA?dF~7y<=bR(7SiiuDE2-#Sg#~?xJeWG
z|N57qL^JY|f`mCBX;G5O=SGbpPIVeEi)eVEdy`MQaw3wde;GcFm!ia_8_X*JLEcli
zL}l2Yx|aVKluW3uQo?%18kL4pqF+Yf0naP3MPZbLZ!MSDQXwVVp{}qO&h;MX;8!H<
zCccX%&86T%XgTx~At=$gQPtly{igBn#x0H0$89_`$-lOO%M-KfA;(~qF=HR4k)17Q
zZmxgQz7{g3dU^HbPpvu`nmAf(s{Jjo(52^Ud=J5%L^^<E17LtqvSD60kwOW^6Q1H$
zdAZf)lLP|WSXI&7MixZJrO>1jz5b7Kc$^O2e^$N8q&_)I9ImOv&lqG9DZ1YxG3D+k
z6nNb(oC#&)80?sDwQYmmQ>?e7HGn|x`5BZ0ewj+20UH$!ZB*%^0CF3a10|qG?aU}o
z7-M|IwLQ-4VGI1ngl6T8IW#};X)b38xomeSAbZW>evzIVU2yHKy?8UMd$a3xG&(b*
zxmzG6vw}e4$_W~Zd|w8^Hn4=q)vWIaVf=<KrI&rKswt=?)HxeC?d_4V@OBlS2DlDs
zo$qL^>wOo8xkE+w5Yx?D+!|SyLN@uu%^Xw3Df5?%-SP*nLWS}3st3?Q<M|g#{8?qq
z*GHZid)|MUN_1it-8C~)>_;f>TEo%o^w!f!SgKZ$gV=O)+YfY1dBRnuqU*)1+{NSD
zbsI@ayAQ%moY%ZkpwYp;J%Q%ooz$`d>Yp`f&@I|@$N_Dn)hdPoCiQ75WBp)B%pj?<
zwMF;oB~s)gc<~<2SLm`9x1}(exA=O~?<eh!2E~;U8RWP+2L<SXe`@@L910$#S4GUc
zA75Gnj0`br|K);UEe0kA?+4$}RaOb0HjgU5WJ!HJxFI~<ENO_|?2Bh28~dI*eX`X5
zaP3M`i+Qt7aLG95-<E^}tz#6sTXdFcPw+!-rB3x^@R&7JIFw!6_Ofo+w1kUTSFK!#
zDCMzSFY}z>#rbmBX)QCoW};H>i69Sio9kt;Bi2B(wq9FwA?*}2&{lQX#yoo1p@EUn
zg~aqEk~SajN2n*+)py`?X95m))7_@2OVV5eyDXeCT-!g_x2sfC45;@V1bY0O1bWxp
zh|6^I$R_iuO;oQ{leuA%3-jL!7X^KwbH<?X1KkMF`N_R)$ZPUKM9JT^Hw~Y(g{zdz
ziP7S37><cf>h;r*TQQk#=F~zPgrl)I;qld<sHB>~%{ODRm1<Q?K6%hkVc$Z)SNd9r
zGp#o@-z<<DcqDEB<OHT$qfXmWno7G}h$YX4!Di%VWCvBS=J=8xZdw}I$4<&n!S^N#
z#_Uw7CA-LHuLQdubqs_amwgEu;m<B=QowF9XdlRCa9~^$PjuG`yMP1$&m6;QUC}82
z*wjo|#&13xAJP%HwgGN*iFP$dt>)hh$H*0U&>^=Va<Sw^p}!rBIH>;;TMo6f|88Eh
zge-;Hbq)v8Fs_nbRcKgvm%PzvDfdIxdh4sVPgb53%t+Q_Gek-^>FsFsW~}0G7qB^L
z-4@<3@VY$KNNtME%S?QJ?bx7}Ah*9TIb@xT#kmhy!Dod!UAHI8lY4iwSiOGhk#iLA
zO?FxfwwUV<@T$0hf|3p)5L<#B{}WqyX-z~uumy*!PswA6$B6>wo}IxHJtI1v>Hcn)
zoaU{P<g7(4e@C+hKF-Fh)8V&gwTgq_zV1#fCYW>FKeU&1K7Zi|vZVD#lzpM@TWmpH
z{?@^}oa{#Z5h7jLXZ<wZ9-p(@?L#aD78q^6`8tUH;EP9dYlxqkAa>ux-%hSi+e$tO
z+7NS894`B}`2fOc``i0^+V}X=6S42Y-K0A1+0rWMNWq0yUAdon<1SB#HdIa$*+o!_
zJ`8ob9seej{Wgj$UKF)MYjIoiikvH0{obf3Vk9I!m7?48iSUUVap>>CAPj}}1EBqA
zk^;5F?$t!f<vrM4ttgmj=5^T{Kq#)!3y7+y41a$}nqPrG#Vl0{X;ByD9G3hAnNJ9P
zoUaWk#S$w#r0gltKmQ)mk>SuvJR()!d%KF@-}S*?($GR%_IG?maMk*clepDK$?76{
z#-HpbEZL=0Fh5Cg?|1{f($>?gtM*yEO*bz)!t>%JG7`!7wP_LNKfSo@Po3{AMPb<`
zf!F=RftV+QgnDwvaty1nC3EEDvJbP{!xI>df_?Mz1wnicBX#im3e(LR%<6_&$81ZF
zUIHC?pRA>YVhZRFT?_s&^`CJ@LQClRs}g6d#Dl210M(d$U5WYFI_KQ#pF-AK>wKt>
zV@EZ-#x#eu6EIZz^kBam)NkUSiAy*hBSzV>Pzjdgj)C~3&QssLK!Y6i2Ly8e?f2f+
zWptM7(RI<wnjdr>*{J^fyWq$Nt1|v1x)&jc8qL;cJ6Af|DUGBaTPhh|{6Kg6X*TG{
zOez(Y)?N1)64f!Ukodc0a-pF1tFpU=1}*h14eC=c&)&ULy}h;;j0)tK80de5Hx)BI
zq<6mD@uI`;TSdD5)6JvhP1~G3z3{^MfyN|VM-qw8*w67h+=iR0kk)7EeCh5sd<4cX
zBw?}y<(6Qv2bw?G>z%GtrcxxW8-~eC`SV28`<xCV((rImobQ^VTg;uT#2kIrQ;8Bz
zo-0Yasc-Lk{5_PPLM#0%g*s?FMT(CpDg`OT4gcjkCd6SM^|BA6i9=~xfy)LBhDFaj
zDF}Fce83u8plDz~V#2p20?(i)1T}e=EQ^dEp^#E?#-VNvXuqgI&wQ(Gu#daYrCK|;
zysVzK_bah4z$&u1&|M%W(vxTh?+U{CcJXOG5Ph_n!ye}R1hBsO?fiC^Sff&~ihq00
z2cf&1+?r)wYJBvn%dL5DbH|-`*k>bkbOaKkPivIw8aA+5Ycx8S49;jzHxDUkEoX_L
zmkbLX4CD=xy`2_CT6PAG@)p<}{!?4&>qFaRta3RPmpZ#}aTS0uGP~-}s=-=wc)op8
zr%;eF0DkX$ZJ6gu(~@#|$FpgaPhS$#61=csx0--Ca~ebmZC!u^9Pox-^N0=fICg~x
zrB|6_1gEkc!+L)$$X~rAvaf4)eG0L(|Hhvs&+Yh0zKqRAklf*X&1W?7`VyF&4f%@<
zc~t;xvn0|2T6^A?3+Vq2kOe%Er<GH^=gaM?fWVtp15FLz@89^{7fz|$>Y2p3|KP%}
z+&tx-`v7%*KhbaEXIkBZh-;3q)jr`jKEH@JFZ4sp*irBLC0T7b*!&H(w@<bD;9wz@
zzgE&2<=pD6KmFZ%_RGJmGm|zrnSQEuXxd>fsXixVNi6i<{Su7AZBl2*Rw7aC!eleF
zz5(xf-MaL#PV+rCf?Vlz;)y>e_PhQkq>M|jY@Vx?m6YCfK+z;Br1DqXaGqOgE)CX@
zuwF^jYt+GvTixpk%iG-($k=#+oWe0KeVyCjJ$edY&=}BxkQ+E_Dyp!*Tlu%uyb7(x
z3nS9UYVAP}+D;DIgnFx#Q)k^PtI*}ku@<IF?lt-F>1|eV>I5%i5CNe(bva7z=Gacb
z4V4=fua?-|Ue)aon|naB8uvF)tU>_Bg#>WZ6Nh2o#TQwVMLF}vI{Kfe4-%>$MVAN6
z9D@h&swQw<M0r>x<}&SXDOQgwnC()hS&#OT@%k?FmwmhXv@bhB{xiyRP!spKV|%Bi
zS+h+`T|nS8OD|i^>yhBc-H0VO++btN1$eR$`q-5FX1ODN11w0s(mmM`NkeVW-{Kf-
zH_vPgcy3!ZcJ^=DV+AsM<tKg*phoPncnxT|oqAgGIXD^5B;8e}Kcv88a7ljSASsR+
z_2%f3yISP>w>Erb#QU-oYE5b0Qjg=~E<HVq`G<V8u3;g~l-K@q(yp#lRtF$du~wSw
z@a$4j$|v@Z3lv#habjg3`!`8+|4yX*M250S>iSBe?4~ixEmc+0-XB10)8YI70Af()
zcq<zmf@--)>y}8r8cb1aLgs})kL2=+!n8rJ$KZixW|@MPl&41D+-i~D`Rk)z_$=;2
zHD;D+Cc`B1f?rpkj#d7vlEuH@!X4Vs$8CWiGf*-(9w0u*V|-m=mvjQv#+rH+I8R;7
zpv1BEWR;yuT~Bxx#A|$gB49F6B+&QewFO4{c#0%@;O}ZP>{_<sR^Uzj1?Z(=4Uc^O
z0goK)mhAlGzPU95ZNuwjxEuJ|Hhgz-ATi!Gah{W-oBe6oVN2A#Y4r%4u#QeMB6Z`&
z7tA0=H%@eZY{Z;v>%&nr%I<KfBJ{{u4$vNd!NUNTSno$JV2MtC(g+LfBYOg$dXsRt
z50lp>jGQiH1O&fzIyE+5oBT{K0dsA&XM07Q)WL`1VGQ!@2q9ot78F}*xzz^>&pL&}
zY5mh9mkupI18rU64_OXRo*qtTZ467XR^!%H>W$6`A2efC08t_{`MVH9l^XG8PZC}-
z9>pFM?x5qZo4RvXKP-<@Y%=)Ps;8N_zwMj2aZX!o%?}!_G7l6qZj5}DUe?}ZZ1nVv
zxvZ)A!tj&El<4lS7v&Rs7Nj==;ih@3XtM`CGxlU}oNo*Evd-_cgbd@Ep@yxWCYU&u
z1#NTvy&(aiu4Y<4oaG2K11!^`6S+Ox@C?$(96#gokj44Wl^lkf4FxXM6cs)CCN-iS
zTmj^H6#1>0o<Ke7_rn50dD_MB8hE;^96GUXXR3Um+F?28Dj*4fe}|w1@<IsMhzl(x
z0McBVP^Mrm^ZzW_F);gGR30$)0iMXhc}{T9xJ-aCgGX|SlxDZR5uXFMHA^wEd0cLb
zL9_+p&@`24G9XUUY9$s>p0XSOI||)qz5!J?D+}RQjUJwh!!?W}Tt|%MzNOwJ6z*sh
zf>qiu_?>mS*=Ab(foLM$u(OOEbZPQ}ose5q4IDMj3!zuXX`lbkINyP2F`64_HVki~
z8ne3REAo+LCm0+-olek#duqRRGTs}_Hck!{=9CzbMh@xW8BVJg;qLl6G`)4YSW`mg
zQtoOG_48iEUmXVo#=mdhnr<_*TN&`YF5u>L(oxy*WOWHOYNrA+Zl3!zSfa`Ghe&ao
zXr|finbIr)tWR`8WfNE=9H3-ksHG$Y->J0pASCtF{?D7MjOHc@j1?Q}JWW`1CN0RL
z7e9m_G<FfrSlzrkEV%RWqsHlGUN0P88o6fSux<)p-MCuR`i{wK2(2NB+$xID%Gg8F
zo^}QbL}$hu#f$+!^;0BfZrlQNSB?s-DaI1^=Y_IX(v8lGzmYs@O^|#)DyB7w{M9p#
zQ)idFGgenID2<$*qJyw{P|)QqpGFE%$Pjk?XJx*M%4{$>Yr6ERnQDB}lkkX<6&~lK
zKCSRms7~J8QGy>lG`PPX|Fr-;<+C+IHWR=~+!-TxiHeFSm<<}W)Os}&?fAqDZB4w3
zkbvwDgVBP>JwaI!L+)O)SrO}jV(5@utlXbeLJeY<NWU-nykkQ5RX*ERx<FYwrnzjs
z%oOb^wyW|Qioiu-rWFdNS$z~6Nm|e}{ij0yAxv50th_&#31urcpmFNHm&0azPK^g*
zUs&Y#2ttv3zDV<hP4%-T+@^YX=4xVmon~HNY;CvLP)}_sLUq>5bxx$^_Xl^h?Zd=*
z03w4DUK(1K&%n_r>DX?D+*;+*Nl0KRh<*Kfp3CiXp33Q>aj*9!20!P0<C~@pICZ~i
zkMc%wU2u70iAlqP#$lvV`uk=ZYs^#zN!}WIV74#-kV39Nl%O$CN=a~XaH8*FQw31k
z{!_zQHb&K8RW5~wvYhL%CUaFN&i@iuALqmRlvUe07P(YDiqdQZybk16O%}poI_DL9
zoC}&rTAtSW>d(m-K9@dO6grP6EsU*r&~R;6)w-cW2Oi%0zT~)e$1$|lRPz1r;1a+e
z+3Vj_@vF<4F8dQ><%yt(kQ-oQ-EFZpc|=q0CY*)d+&0LvM(d^2G6cE~+&KS%7zfJj
zPQ~=IchIjr=fmHZow`1jDPXx*!Rjv)o0%dQg|#rdhBMkQi0WKv%qd^q39zHGyG$l`
zu0Z3Y^}m$g_|i^Ey#+JJ>FmfG?aj<+F9|4Qz81W6xJvC)sf`i|(}xCMe>805$1|<9
z_JmGcW38UYkY>qO?E)KHr=KxhvX`L;b{+!Z?a0NhTCOjBUEYtoF78yWge`s5B{c<8
zJ6-zR?f5UOUsKRvr=pE28k-h7liH{Gdwh#ON*fC(n$&F~$s)m^?*yDLL|4er^ORko
z5d5l{lq@n<7Icc@YOHnsN7HlEP5+63l?br3!!0lVEVze&GIF9E&Ubo3r00z3_iZxX
zHEO8Dme)>hoL52G_iV>u=wU_BA$jjUfV~4{k+eh71ENJ-8kw6}Q(8^j-ZjLGfn9S$
zWsuCnn8k1GFqgKu`vIT8H@VxE6kGqsep2FXRNZxlev=-{V3`-RfR2XF@+T3X@hNz*
zi?alS;8n5X99BMmUP6aT)wOO2;w##IahGu9sX=j~yo?#P0XZe6*VLrS|NiUT*$x7t
z<C!rQ!pRbg4_VVdtUsHO=YKX~Q%d~P(<ky<_{nCZ%;?CZXRi`+AB0&7v8qw>m%iGQ
zYr(OD`_A;(&Mx^A?p1U&o-RDFT*<#@>D(@n7A!Q5y>7CFDL)zskpw4i2I=F`ipFaH
z_%9<l@(A^T%+186X&%YB6W#1Ng_uE~O<A*LndxRFwFU;8PWLSTwxMEU5sCwO;q)d+
zLo3lG16)xD=28Hvz=#&MCQzrQ-5l3^`=qhP3&Ss_682sE-I_kh@$Blmd&d{ea%2RD
z<DTipvU_dznE$G{=K7|o>&XeXeI9GV9KMucofu%<(g1yH{kYbvS5o8Ra>0d@3u8{@
z#sGjwh>gvLP%v<vAmpZ&n4TW+Q7%T2S}38eVHE>-iah+w^swj|P{D%p@VuRzlpL+N
zWS4i@JL5pUX1(>w4s}!mY&FdrZH{<jYxSOO>WoMV57-x)dIB3=+~aRC&pcNtG20VA
ziJD#Af*T98*K@5ndK2=UECY7Qc8%atGdUm^tO?!^0vCK5LPE9nS7-Bp<VqFTpvm5!
z1gK^aP$1v#22T7=DTAD_qaO|z_<D>vB1aEuGGdJX-P65Zua&x(%sDpmZxPuP8W8;H
zEz+tUO7EGb(B-Dt(j67*uM4EriZ-T@X%DJ+YQ5Xbt5ue|U-sKK_w_X$Q{nh3V-ax`
z1@pndHoj{nWYkgKwIFETZlT`(`>MUI&EeyV<B*LVxWc9bxEezU@;tzGJu|Cdj;@f@
z@EIeANxS6XklZaViYS1%p)5O#EvG`LCHRgUNX<DBrtCYf04EZBv`cNq38Gud)Ez&E
zmB*XSUIXaO-o&zVe8weKKa*X}swzblb6zW^Vu3&VXYnJ3mHDM3Mae;T%8oTj5iZ^w
z6FMLLz8M-EtJNJTG*Ctrf=j<B=Tr;~TY>^1vUTq|P#Tr3uYcH`I-o2|X*aU2Eo3ws
zz^R;~2UjQJo0$WMhTI7lNhaGUeY5*NK;EAuXStMCNAhu4XAx+ayVzM^`%rfG<qY4&
zF0^>nu+yA;RR-i_2g`m7EhFv)JHS^%LuAPJWlS*E(Mqt?s;n<tsy}==2D>ixHSRVx
z8Xm(DZhA4H_RSqqIs)xFyfx!u&JPu5(-x@Y0O!^VJ(ewX%3Zy{;4en!js=Pql3qC9
z8%<DD0>ImbR9(42Ui<OB{r{(h#uHTC4wcQtT<r7bGmMQuVv^Ctd^#6({^De)#FM%?
zd(x{})bGwEk9Uh^=dlv%?9@af>{q%l7o}LtqhM#@!I_TT3KbtlnP-Xs69O}-`Ejxo
z*y`Z!0jM}u&`8Gp%QFDsDBa$IP)z#M7TNuIw}r&TE4t_Zfo+Y}DjENnby-ciz3!4z
zcz5$#gHz%)imY|RHU)n3aM{Z<-g}f_?MS_Z{GD+H<gy$o<2`=JTC*lb;7eD)RlD#3
zZQK>-Exn-WY;#=&_g}Z5Z}~~<7QI@_?uI!QxK8NS&H;_?YmjkA>;W9h<LWI4R|YpK
z*#kJK5nKzmK5CaGAS9#(?we2zt%IEKLe>zaW@tbpZ~#|v9K8(`1joEjvA{ZbccQ!Y
z^UF35$IM@9Cw+Xj@*Z1OZ-H4QmPYnzdPJHgE;u3!(uji3hvgK-+6KR|^P-v(WPWJ)
zY`wF!X_3(1?)B9(t#RMj<@^LJ@n2St7HQSZ#YGQAR*ObP_d&KE|B<x*b?V4hmw}Y6
zkr4tJ2M`x8UulH&#lWE$+<ff^aCvNCl;4O4;4+n!KyDkr1QrAA;R~U#1TKJqOk2C^
zX8>FVs7!%U!A*4mq!kM5>5~(pc|yYb@D&a_zb=OD>%xeqC{Ucej~^qNHGCHo00<^4
zZ*nd(*<?seba?N4UV>@42W}xBWp~;kP1O=AWR!nKzIZnW%oNh|*OKV{z@8-mdk?W+
zjZ$&DzrKCQaK;1h_ms?)M*IHU00|AJp`)QVn3h3(OUr8Hj}u%S#A1>YsDBiW`rLnd
z$8xwl19R!4fIZw>D|1nKzz;NM>su$Q8_)e%gKHN|TsAJh7}cWTZX+P)(t-(;G-}*=
zP-MD%9Z{V0hDV^`OIj60#`gUO9P|GNo4#*E1$R0wfaO07w8+f|dRrYQ8*A2}>t8f;
zp276pQcOqv{Hg57t;(gSa1K_<X(eIwqPt#)aa`}?+6e|#gBx;|7c6(mSOb5b)6q*(
ztXDQ$xtUqKZXfjX-3$8uD%GA`0=WGgru^jS!aI9+_sRjgIiTk70=7+%xL6qf^-_|<
zyn_`p?EN~~+Pvn!XMn#X^U?uRX+!D&@=K%Po~SXBy_@~~U^T}DODU5`9hq~JdWr28
zf+Bl@U%#LBaVn{Q)4E$)OB7Sgd89E2apIH@{WJc~9#{a<ZgtL7FbAIhgTQMzGQrO&
zFz!F@A36Cj{a*|H9EJ$ruA6d_`r(eJ!t1uL4xs<>`Q7Oiljt|a+Dzr~tXUGX+)DBP
z=og=HK2T0Ob${jfOM-^xm#3B-r{;-bz~ZweUNFIk=A?7$#he>wDeb~6VC{$k%3a7?
z5drMuGrN{YDsDmy9j0?KZnxS=|H~jmmmmN;)Ky;WLjs&KEa0dek_9J#y2EVcho}6c
zl4R5y9_fYKbCp4=<$G|=!g<lAN|cyuY!J8C$K05IN%~(eQ)(wb;7<1ZGl-D4=K@HH
z2&)xaU$faNa37e*J7P(Tf&U(G|A205gnUg4fl*s;h!&eLz_QB#sEr1SDhFVf2QEK=
zpKUn_`{nBa%vC&>O=<>n-hYD`URgBb)uAj@HH_E5f4IIcX6}5h#;5)P_j*bmp*iZ%
zZve_H)Ot8xqt5TN){B?@O~anU4^FZ<O>lE0ye1y~?ap_tcuCl<i&kCSdunrcaDcCH
z<&ZiZ?K;|b_CQ471(YGsCLI9sXi1M5?Sj!jaKj3?#`_9%UnFotxp#Jm3l?1+Fn&PC
zwDyBJSAU)AFYov+-awDKrgHW8I|w=Qx35DCL@jJI{#OJ9k1|L#%?55V`?#(D+-|1x
zF@3wHH0v{HNf+JE*Mj^qh&BhD=2FY&S8IIBw<qKiGFA0y{jAr}_zq@n@E86sHxB+H
z=l)ts++cxM=~wcXr$10bh5<wsy{**Sbo2(>XGp0L5E$b>+%UVlgYqAw9*FS|&+E<A
zIOW+@RO+eG;i&72^roi--@`~??bm`tChGM#IUemn#{+-!+eP5y-1>QAw}>5Z#%X7J
z<m$0=iA6X4QJ;f16U`Z8<<d{5H)aPEPiZ&W#u+V~nQl(m_p-ZaXE)nm2AHaHISyV(
z-^Fwa+R_j_5_S(l0-n?ZCbHl5oe~7^`?FDs_Cb%0<Q~^+1Usvex@X-VZXS3FM~7Zp
zG%s?!J>5J#orG&P?d<IKr~&2?8@j==$SOE~&5Fh{U4_~dH%8u9YXkY=xBT|FXPb`s
zzejj18;AEV?~0Eh6p2AT1aAFv5jE(0CsEJ%e$Vu9Ukvn)N=OmqMJDGf77JQ484u}+
zc^-C^n|*givN(28I5j<~sQk3^w=>Xy`K$j-LR$wwUV<_59HM|1E4t8sN#;}qZ0L!6
z08x&NJ{g$zg02l-(dbEe?9gq4A9Gmpec6&AwYS9d%GQp53c2!o$Z-9pXNh72xwzwM
zIRT)YUMv6LgyFQGI06jncy8I)+AIM1VKY$+Fqspd)PFUa8AhNuwE~FeFQVV@4AFlp
zx)JBuR<IQ0qyPZGu-wp(jaR*V7xnz4_Z&pbS}eQjIQg3zp<MF_L?ht21zf+1rN|0D
zwL8>qlK@B?ZuolA31ywRk=VqP%<jXiYsoV8T~ISQh~HS~j%_uid0fITf-53W?|~hX
zpE3`vfg_M=hUXCQm%@re#8$#1%22jh+g+oN3Yw2?F-;Z?(S!T1E6W)!bmU<1dtsEb
z^Jg~}THjc&uT8Whq`o%B7(;uDh1NSgLUp0IicD1Z(P+tEjUM*T;xXKTM3wzVn+*RX
zBmsU*72wBw&#Sz~zw57KRb4ZPflvyb9jKsYS*J18X?tH~=<CBJoq%@;SKn06MS2@+
z=37ZM5|P!Zl0^lw5b_<;3KbLQZQE+;s1Br!uXZo@e!ubj<)(1|BuXMHIrn;0awt45
z(*iYgB9DnQJk(U}J^TJdIdm|D{DNrCH)PDKbtW%STr7(hg(~jVu5a^OZ~fdxv8%A}
z{PUVuu|mC=w`n5qSI~}p_!Zi2IRh2bH)@ylhJGta&wgTy5?m1ODf!o-mGgPWPLfem
zhUa$|8*_$RWwzMJ>M`UfIelMgH!u(M9kl9c>!9^GROy~y-fJ`=Jr9@jDmMBun!%nB
z$Qu-BJcj#(;98Ai<*?qMC_kKcuVLjx6dGIfKce2)O(y|%9Q9E|xzJHCeAuUB&|{7>
z3|yrEX$hA24Vx;YSo=zBz@MP0q(l_rRx)zLS2-_)d`dDx%m?`9m_*FGKW*e3Czx}|
zcWlZ+3n-+SHsdRwmpQ7J^`A*t$||ZQdm-Vqr`#G)$mPVV%ne<MPFlO%BI9x}TcCv<
zn4%v)ZOpD2o=HGYa`@XpjWa-F2;ibcRxYSvb>vfbCt-YG_;D8-YpGd<TTjGGmzBp3
zZ9cfwcYJ6~$<A7)kceV_OIh7{xy8Ajd1mKC?{awGjO0+YEidxbbdWvtb|HV(!j+Zs
z(y{uEjBjiwInm#+U5^j_9t^~P+zuqN6{vHH34&oYgy-E<)ASKZqAH-)+p&oTbuS0M
z8<Bo8Or+$tC-UmlTlTw?;#_eh{dzOb`X(FS4t#`ufG1=`SpqPrI{={<5MQyxs_5c!
z0DmNr&;MTeN5D7DUoJn)695rLMx%rSM=n)F4{maikxJbHz;?Myp~XO&^x@dV0LQF)
zaC6?VCaa>;IP<b@=VYm6t)anF@}7=qa*GJ)hYq|JKMGTka_afdme6}yS^BPh8ZC?5
z>g1ai8ge$R^@1HO_6jDAd<ZpI`|tphhm|YM5Mz<^min{iK5+nJT>W<7yfV<?L2w$Y
zEY;NLBjg7<OwB?7zyl5wk*3avHkv1w-ZmTiG?;LZP~%;$+scpr-HECG&LH5Dl~6lP
zV)~AE?Q>kc;Ipw7qgCs)9cnbBp?Oyc`f@S{p&w8K1f})OzSDE4f}lY_d>$_G+OBca
zs`M_Xznv@nsK3A0-Nu%%k8(K{NCb3}`#)&EacL;=@b!5iF|Kl4YVl#?$xuL<+aKjl
z8|i@Fp2o1Zc^8&(b2_C|yh@t?qR{ezdqGyX52j_>VR`<;T85eHiA@%~k_*Pvae7Vs
z$_G@tLUY@jh|T#*(dXOe6Vn%+7drl@$!PPn;-8o4xLe0sll+}qzvD||=_7Fsw>#Az
zB?}ED9KLSVIDSa;rYF>VgRg&^3f(9je)~#%s^SA-NwXhhITg#$E<Oiw6B4d2{BQ#)
z!m*lOK<ttUe4UiaYpo%4dApM?D?xCGA4@)fE^_rRN-jrEpc;^K7+c(dp7!3UcY6>K
z+U*bs1p1wdDe=K;Tgp(yBZj`Ki}8<TFP{lS{}2_(a5-RuUdF;Hwo49(q$SPWtlUI0
zE8lL7u|HG32dy*r6H=gPnyRFIncXmVklf!TS>r=RmPl_Nle$k6U3~scKs-7%8UCEp
z#HH`x<Q<1diHyv|Qn9^<ESI6ll?9BF5O@;JFPZ2xz>Qy&4j?LSs@Iq$?s$jXwI9`+
ze_T=bxT(FcY(h!<mCc|31@Yd&|DqWicNqf8*f%C8yG7AqXAw&6RTj09mWd~hy$_!*
zvMR7|mPud(%qwTgra69g(#{E9a86_=Q0%R$RigZA3r#CerR+9Vdxe%?|H&&*d*ib!
z-I3alV}QMaZF?{7F{ngkw)0zDq^OiYr)-Emg!^fZwoS4NiRQZnJ|0^=o%N;ur(lIo
z`1(LgAh8#r-s6`%u|SuD>M{n%c5_?DceUa;IE4}>0;C7W2QjokaMA_=Rxd3LcFX{+
z1JKnt(LGabFeky(SRh1*J$&83y`1q$>YTlgnx|*Fq4Sv<EuXd^%+0f=fbB7JcNl8H
zDZhYD51X&A&vSZO<YDMt{q{e_Zt&Kv@LFqi;Z_nE_RKLBtv&0Z`i4zWgWI~uM~}NN
zdA%^ptEiF&fEx4(ZZLo-%uff%rE>YM-wo3GtO?kNDQtdIRX~KgJWrs1dHDp5%oXSB
z!ZS!|Fvs+_ro4)9Cn-HbI`ro&K%nT|;eVmQ9O3_VKIQ-{)ESiV<ufiTNeo_v1qz=9
zz+N}0`FO}Kn|Hym`c_&W#{y#g-M9P?;w$(RF?EBd3(Kthb>B~*z?Phn?-1ZRja9q(
z;Ih+Vx-Av)A^Lq8q(%tgff|@LU$H3*37Lsx?O_c}_UmLXLMYZh-5n5>HSO}!_B~^6
zE%$GW7Hx>5t3-H=YGm3ncol+Q88*vr7-nqGM#y=p`5V6y%jtH8-kf+shXj@afavCT
zrwP6gD+Td%1kUsc3Pi5S7E5<a9ILzgr!TM==<X+5oGO-&k1!}|l-}kHtooAt9+F`2
zT%|4G4bn14&3})dO?x<XJK#U0ExuaYHswng3oV0!{Vwx!XV#ibbT~N%1!?O*5!!)~
zR{>|3unrhiypyRwBvOx`oZXhvP}&Mp)|L3q#+SS#6{<hHb(D8_fh1yu-83$pP^L+4
zSUy9?l|X8<eVWvwBFLU@(XuDa;9$LGJxx7tJ@d7DE!wg?_f=JkR_Vorez<MUQ}Vo>
zHlI8X|HDaAfieiq2wJlqlyQJ{Q4UNM6PNa^s8QAHPS(EfPU=eBhrx}=531{llqt(c
zts8oYxFDvc!{F^-K-7oqgl?-U^EK(EwWRXpfn3i`FSE*Zav+Uxl`N#?lcp>?u+tpu
z7*&ju;1o$_3iM9%e|r_0|Krc05Edt0utjB4s8H4MayF{*+@$pFzurK4>fP>WV6cdc
z6r6N9NYqaJcuU85Bc#s4Yx;x(VgE0)Aq-*_C4?o8$5TGUk%6i?UQ5<|P%V3(3>Yh$
zoN%%fx=ANHeLiS@lzM4En#Z)3(WKTV@DE8Pdy)3(ekB1>;euR*9P!N<x-P4#3iVH&
zR++O;gW9p8zDabQLU#JXSaoB&Nt0ERg@&%I+*&Lk?hwS?XcAahHbkooIZ+F)9#G6`
z`V8fZ$5az-<2PiHT50?1fS#ffS$xNDoUT)L`+8=7Uie<dqo>H3RSkSxd6+4UPi*rF
zdW*N4!IlN<!af_e8K|RxDHo0(@7R{sQc_$J@@c-~=<7&wVLozlmU~*=`gTUiSyRpc
z3721$M$;h<&{VcU;4;6804c?9zs_rF6(G7s=cV%3H&#Awqu1${NKYK`@A$Nk=E`S^
zfZ1$;Phml@tySJNM7qE2s>x?62b8_C9EX<EKh*WjC?M<nrj3Y<=|44@mNd0znN&<#
z4(ULDgfDin9+3bER<2|j)sJ`W+;sOSQj;T?*|r86M#6DuJ>RITwDfaoM1Da-CVE4f
z&n5ab&8RA*asL3~Wj;;IGC^>#+?)T%COK5Eri#s!yd_l0!Iin-&TN}R+zX{8V!t6u
z1n<Mu+|seP+W?sY$&-_xq!>1E`#&V73P5tw?6<&&w!Q#;fAnN3zvUypD?iMpPmb@!
z1^Gv1K<w}*vP-!KvJZg^L$HcN$s&Gg9aKoZOj;Z-J%+a44U@vUCeK$3LE~A<EsIL$
zzB*Gs=BS-N{m#a4?;?4HavBP3JUfRZucQL~i->uxJ-C<UeaT@M>v(#NKVXho0oq*_
z8@dVstsKB^6835ElPFroLILRDU{PFlkjsM1fS!$2KArf`gx*6gcOS$zclx?8Xuev7
zu29=KkcGgl90L^Vz%L5rzqCS$-vrLw3qW=S-6|1oAPM7-gLIFj)2-1_n55p!on20c
z`0007>~K77#=>Cm$3bEgm9f7mU=V|{{N{hZ%?F<=7KWh7*1nxQ)6?0Bhm823i=lwv
z#sIojaHe1n7+|5G#@>$@CDAU-0p-`FW3NlNlbqK;<5UFg+`ns%;^y8=jKS(VdYO@&
zkG<gG<2E#>U@plFWZ7k+7>E3+nd$2xo}ZE#p|gl5Ai?48I_R79gS*^|-iI?dO*VR&
z)w_K=-c{{93I{P75B$QrDji|^50N@+HZN<-;^z*TYPS7s(Q??H9Qel=9jceq>m73B
zB*3O$>e+kNv!YuH7~_QqoczYCwdqRg(3~CNuwg#~S*-%q!NSAvv3*|$VEK1ahCW2U
z?uT-!V%pzbXop%jQFk2?KeZR5so`sV`v7Y%bZXE4y6r<<5*+)ol9X<F$N5c<D75rj
zwNnnOC4-BbxfJ|l0$<K_WKLH+xScX|3>G=RYdtKeATgd&mSLna>*=b$Dleg+O5Jd^
zZZPm6{l3TB!pRdRiLufMG~2Gk-p>Cw&aqD3!d(NLAeC3cOq8H86R%%kKYhAjaBwhB
zv<_SX2c$NM8X2(cLO5Q6GKIt~Za`}0rz3CTrgK`Zi;yjsGozyupEX}nWw2Si&U4}L
zy{jkL$oS9$ebmee+?~`dcQ-*O0B0K|kTSf$ossK6-82WJ7rvrZ!1WJ^6ZAk|iuO@+
zqP8F8ZRFQWd;&t^xlS$}tspU1^Gmzb$npTZ3w)9Zj2|{XT~_936793`#3n4bHt#iH
z;q-C~c$eSPgHEY?x!QDj2urU-sLus_*bGP{(t+EhEyN_y|B1^5-R&fsAy~FPZQG}c
zDZ6XbwPVZ#${uds_pWW)a`nz{vM4PY+*FKa)z|#~AkXU_qK`)#KO)QVQ;vMR$enZZ
zRksl-t%*1J<pXH8o`hayd=-60{08Jf2w_dYBT(i5Tq1ZcU=m#RAP4UAgBt7(;3Cb&
z?~y{C(2C-ZKkYI^ofPP;j;eu73V2%>_RsLTr2i1g+G=LCF8WzV$I}sWj!UbK>q~P+
z+~M7hx_20Ebc^Bxkg$MP%m%M0E-p?5J!h{09cc&9Ir9TIq@`~K?`;)8Ud08-{)O@u
zE1)$*B-q*CfgKSSP1Y*cvm}dT^;h87hxxyS5JO!633{uOvp3m{nSay;CUfKESj2pP
z^Rv3^-W!KWBgarCyMf1a{FLRYpJSm6Ji(*F2K)ZWlS2?J1l{&T0qssFAW-S-?KR0$
zi}D0coEVjG_?iB*FwHN^3mf)(&#*N24$Yu_-MyxS+CBx#9L?TWk}&i<ekn>4)M$2o
ztzkWW_Uit;X6+lr3TQwge$NTUrFm1${Sx@i5ciU9x;(BLr(uHXX-n3U9y;aM*lz%1
zu2N;>94<8bywsDZ^wSwLPGfh0bXYkP5aF$30vgo89W04)nP|ZHU#MK_K^ZRjFx=_^
zKDj?c6H_xkWkMwE&Z4U>;JPK^B!=@d_1@=Nd>5OJ-fJAL3*q`WY><)~H+eWDfcInD
z+|G~P!}n6LQwop1m%=lcaP%zz%fIe^MFTtpM!cC~`wDV3rMDtb&jbPsM9msSnEoB9
z6IeUtd4ksouTJsjw~Ivu46_n9$~^RLx7DZ3tF3XcvAmjD&$BD@%AZ9}6ttyn76*n4
zF7^E!Crp=Xja3+>Zdn&CE1cs2KaqV-aNu1bMac1h9!LEpmc9_JjqBhH&9Sv}hhhlu
ze#ZghfbrOMUYqgzKCx{-KANNaI+8$U&;PcTf+_U);h5@Euk@|LgRrpT5uM2H6W?el
z)Z^QQ{VLX{&e<F9So?4p>QE4&&;stjIpv09#8uz>a2UD^G*$e;GuH+pTZUWfKQ^Y4
zFd59IZ5c%Um#`G72<s)m!@}Ea?6j<>1#IjZyNuJ+3$DL2I1n}m!aO##Uu<sz#n5Lz
zd#!5NfmuuIvij$7RLM24gHXlo<6_O{#Axp)Fz{{;SpKaA?g0y50%T8jt$|zo{w*k~
zMbGH_B~5LU-A?*wKxAwXdUDD2KgswBA7h)gzDOX5F)q8@hKQ5enK5rydly~a9eN<l
zUcKP3-}i+!xi^_;x}p@S_cu15={yj(-~S)7zA`Mzs9T#xTDn0&KpH7YL8YWYx=XrK
znh{VMkw!|oL%IhL1ZgA(3F+?6vj^YzT;I9A`NJRPnf<K2*IM_Ay>2DB3|tq^`b!I|
zb|%$)IROK(0&zhCXX;5XiPP75tRRNQXTKfH96@LX>`X7c-*TsJfE(70S<<l`dub7`
zM>YLp4J<itjyb!)1;Tnef7#-E8M(Ft_Q_K=&}cS&CH`5x>|t@0@D+C_82hu}{r#pv
zbqmsZ2z&=~Q(yf@@OuayEL_&`V%5g)d{WPwxHuv(WeiNj^)7`~TV(?!Q!mrg2J=^)
zzpDVc;3GYc<Molvxt1mZLPGUyDV#K?Zt@gC7xS1cq|EESU+x>F@DwL-LnUA=1r{xQ
zG&Iv&wdq|1oAeUTGIqR2>l{0)SNLY9uvwjkn|+T5HvInGRjPUn9)j-@k8e6(7BPS|
z1yo=}l!53ZIr-DoH0uXYzLx<*Qq$)=*QmRG{8$I$gEau-BH*K<5IyXn2QKYvt;4+E
z4=?x#*pGmf1YCWV10$$Bka8yWfS>bC6K4(RIiAfb)v06cO0KO;07D9z_c^%_{H*j5
z{r9H@q*EmBvc#VXl&PrKlqN32drDgNdN&nv-`?)B-d(g-yGxNz!r2JLwNRwawx_ef
z;9Ol`?OZ;5kt8N1T{~8RbDOLk^fF~wj^?}pBv8qqM3|K;mnig7*<b8>KM?Sn6oOHk
z*0<LeijT%7lEK(mLcN-Rjk%UxL^1>k+{C_IF#QFz;;m~LM%qvfK4dLGp2_i~CALo!
z6LUS2#C%i$CgHkjdw?bg3zz4f=*BL`&DupXBbv9DxXe7I5jJq-_GlS7n_Z{6=SU@A
zks4g4l7mkWhF_n&yIvFPqFCMlq%m-QWas{J!?sof-xGC<OL(mau)>`+z-OFZ+-2Nd
z=fhby()<Az_a?wut{<|%<yZHZEtE{3OVe4Jy@D}wa0xotKSpd`*z4%x5B$O-v7au2
z?4Jg3x8+sI73*&>0^ri`fPX&rS>@>G7?M|Ri5?t@=33-%2^O#d6$4EVM?Tv#bxL3!
z+yof2l`H77O2lf)D>gAy@J3GVH<<LFy77OnV^191U&k&S!w_FT93t5P9wN#{t#qGL
zbu6#OCVXy^JK)P((C-LFILzzPY|W?6@ouuX(f(ys@>PU2e0dFi8<ZxdzW>p3uQmK#
z^$0%PwXUHBr_8J*v;|cb(2JLX`;^p`gMbci@4C&X{R4Lydw`Kn4ZXG)+q6crtx9aV
zUhNj*Q>R3ChpeHyKg;q;x|MG!-Sd~XHL~Z$azPRay;ersYM1fkHB&vh72J+J{PL<O
zdgQy&O-Ks3>sbh<iVq%Np6vEVi@#JcrH5%2YYc24p8yQ<PD>Y5Bu|g|oE!f922)@*
z$N1gCPG7<ALec~fOqOc9)fDJY>)wL-P^nl?)MC)YmRQTv7zb$kV&E_KN(<P2v>8yy
z+Bzn*p3YJdISBIbbN(*OTCAGejILI>P;kOy4H?OKGQVE!xd9()dI9DcsaBZ}R0BfH
zVEQcr#BZOLRNpt@nXgxg`9PxOn#Lw}XLom>V-}mFaTGOs$$py@)>?Z{jrrR~^6AnM
zLCUMY_1IR1Z|VI7*X4o2q?K)}zOEecBmY*Tq^5dwTU4=%o}VPTu?KrwRjfxm%dXa;
z@|22{>i=i!r2AVB$SwtuvlE-31(E9pRN#6mdu8L4%rO}Bo6FO23>Z1Kc0kuR(uM0B
zf9|`+-;y>OVZRsLYr>kdRcG`|WUCA{)E=W5IZOUzuDR)=qIwjRI{q!eAg%T#xQw$S
zGdSGO=RIEc&TSq^MMY@p48O}EwXh(9NHTv{WrbXcxuMOFkr_xa;Im2*WaO=)prlII
zx^5p`2ZJ#fq^kJa(+1Q3KehFt10R#DrUq+3y_sI_w4W*bI_J@JmN}pnyfFU)QpCrP
z<UAkl?v*z$))V!AJ7$agDmJOxnx}-tSE89OAZ#FHo>_gog;Y*3zJfV!J6gLwBT;z(
z_;=bxIBHiQ)V1)@E2)Qda%Y>@G^H-=YJIcw>&xhACLN<gal@ubW6jHc+c=W{mmK4M
zh7<#D@R3s}Gl)P`@gjg`k9T24Bn16G#dcnwb4NI*lQbJ(L?c|g1Ddx=PE=!lJYKBH
z>1aeGe!*wIE4A~+$-+Y;B7B5c^v`4nop8Mz?AoF|(E+AQaqN0fi;<}Y2C!5<=eqno
z3Mg$k)j`|vvR=Uz&gh5eT=t{cmGZqf`_#u>D?0ayHsyG0BUj)tFd4UmUH2E-;pBC2
zHpCV%_ZAVk#tv2urVGI;O+Urz!zzqBsfLEqwg#yHz3tMkl3j!k^sF<vb$O+y37lY5
z!8l77=@KeWu2W~u&F)AE^~f_-_kf7=b%DY@;@!-rh(wQ`oLFniMHXp}b&GzA+xhb1
z#y8Mjm|b(iQoe-OEa%u<tT&z=G_@-Ds|cO!wHLvAfdgbH;$N_{E5Nz9%!krTA;{>~
z{YlR}^X4>4v{Y^`Ph9fEz-WE?blT_ksYiE!30k&c;@tmq7rD7`^9K36?#)>q;kw!D
zK90CZ+t1%Zwiz(%#k*Q=?ft{TFzsJze~?!>oomY7=Efwll=~JqA{u*};o|VMTKpU9
zz@=Y06J7(;^WF_nvzD{eGltQ+QVaWqO$EWyj|GL?l`d(rFBU#QS4=Jvy#3Ld-Er3s
z5S?#?=!cq!mFt?SBf$*ab|N&%Q0#<P#t?kFYu=f@s2{J`>2f@ZXJyj`b<E~H#8uV!
zPQHY|KmGh%EY7h}6nvOq%DXribzcFP)3tQP-ghVVh_d*A{s<6se#pB4<@$3lo%rwO
zW>_d8(`NIYM2=zAnWaVe3s?!s^`C9lTO+0f#7}+`_Rpy?U41YdkC7T%A!9#DAHAEB
zHM;g6tsPU8Ky%Qd6x;X_`p7(Lw=K@+j@r8!Pk^-SmC6dzRvsei8AcWXKKR6Ju;+3{
zK6QqhAZCQ*gak(Qu(q#ShqvwMv})@I@L9pvS9@(K%T>USE&84jUPy(1`F*-MF30i<
z@Bp%b2$=w|JxJNxbJW_;vYa@8iIu93aUt@PF|2itysJ^>SJNDBV8sVNAvK&fbuC{J
zqi>$7mom~VF*=8xT5bp1SrF##<QiA5k3x^;sO?e%Zs!r?r2A$x&yatTBA0e+xI~A-
zrPuQaDVuI@y|}zJY-~(T;p+ntlA#;zYW)#tLBR{doTuVmVt|9gDYQtR$6_$<Ll#{H
z3sROzLg9m?FhAGrsmfQrkLi|D*(r2>;;>({yyt#GPp-vJ(leA$w_}Y!Pl`AZpX4hm
zf%Z;9*I&WNwJ({nJ~<uPL;9<?hph;LrN~2pI>ouULx1s3zkt9E4IBnK@ZlyIZ;bN;
zqen-bUGa~7z|3S|*3k>~+0^}y2A%^3RbS?(a4zTmG~v3AA$p|rMJF0}3~cP?wN@~0
z5ejCs<j5Y=K^vWxq`)ca7k5<^s!dlIwiTPKvF{3JFHJ(o`SELp1k-3;B(u9^@419o
zbK~>Fpt>rm2Lo@3jmAezP$zaz*CzvNvVBCi_$w}MtT!3p+lo&vZ*&YuE8{<8nULQA
z){T#7ILj<$fP$$T@TK9ClZRUU&U^E6<n!mxo7)ul$qiy>`V%>~#cLY@yOGT-2DTf&
z40hc2lptQS#d)z3W?XFXnAlh&B*r=fG%oXF;sm6$4N#q!SUHHCaPhZ93HZm13o^35
z?^x|HPXho@{oYPOLW1g?5+^684~P)Qr}^l(O?x*4waD@Fr_=xBmZ^C*%7(GKCFw}E
zJfVBdlU2&kMUfT<*=L2Ry*PW2#->@s`Tdsf5vSZw(I;?W(*<Hg03Pnn`FX=CJ5zej
zmxQQEyws{shr!s`?O9#hZesix+#9!j7U#q9Q8zqkN^E;|Ey+d^E!)tZ?em7|Y&m4R
zvf*6gXSsVN%1D9cy&HT%x+BmzhyQ(nhma8f5ElU>Zpsdr;qvBAN>Va@N@+VbzDt`(
zBF9_1f#uo_6r;Rf{Y043VeUJ7#8xX|RvR`%q3^#bq{@9HJKvyzm3b2m+wtXr{BRN4
zef)1TB#f$^mb&5EZLX{4MS4*W=mTvO49Y-%k`W+xwFG1dZtjsG{bRqfo$BLbSoQ0w
zR88cY0uDtH!rAeYYvx|gIl5FNl!Yg+6)TBkK8PLO(TC=8B^3=KPbeUd9Y(m_3yAw0
zwBWLg^AZ^i8ww`x;**dt+5xCc2=XdFK}PQH(h@zf9z1k#6;lZc4UtJy+eEr<c;5J<
zznmf%F^b!?l7X(u+_dmVY-!EL^Ms(T1cRVAje+#T{vX|iS06cUb5fuEGi61hTr3~b
zz<?tmKvd6Y7fmZh1IC-gg|WU-DpNKBMtgm>={X2ca&NYGb`C&R&=hE3BRFaJwdrr5
z@n4e<uVPU5<@1GBgjs+LB}U&6+ua^lO}=&F=2&U}nX4l9Xx(Y&bOJBnSb|3G{^j0c
zMle2kVg$wpTmH_&N#VB(oA<lIdHM3?18i(Ie398|D?&hr=ClLjd&0!D1j4uRcXc5l
zPh7$VNPMfU*w3405^s7crU>wfi}qGRhQ*%`9B5J82GGe%UizYH3HMG`y$u-HJ9vL@
z7L!$tjzRZc68Aey5m8a6)qe73Fn*^1@I6!q`2iEhP&5*roRviutExSi#Uvp?{Ltxy
zgsyCE!d7Wlr*7NB97xhj96yim=Tb~e?A?OtvL4p@NsRl|80NyFJB{YQH^PVjqm)SC
zu?a7s8e1~0pz{;JM-Hb)mrvn+Q=}?pJ@#~iKVCMsuk0ayJePO0d#$A<_4Ddu7xo!^
z6Yvv_(YFKE?Y$GKjp;GP9gVREcw&ln>4-is%eu)nwB=tLqHxO@(j!qc8m^rQg1D!E
zw2qCv+_1t35pZ({|M{Z_21sE?i=L8!x&M&>>!JSr`*(bV0jO$XEKkLX{0F%GUP)sA
zWg;ixO6xu$D>71KhM)II^(o{f4`O)7ICot+f_LlRgMaog7i#Hb(tBO+v{V5I@2wa&
zKotE+qg3ZHGc$(R?KwTH&LJ9%Rax@CyE1h104M$jt#`JH8gFBIKC%~Y0#-+S)0AqJ
zvG}LL#*HWV<Y_ToVO-SFErBl2RcZb5Qw9QX-&W6{`ymj}xsAQP7viXmQMG_dnjeUj
z1)P^345o{Q-(9uc1vWJagJ^9Zq!2c%Y$VLG?DN))-btjIdpjpKDu;YICT6bXT}Ovz
zVV{9B|4?m)oZUyCcSf#{+eU5u6n8;~Oig_a*(M*+x+co&&Aoj?!zW{>V;OOn{w~@0
zr`hxE{On^o!qdrb#XY@=$hb676J&a}8#aZ&+=TqHl&I9sE{^JcEL@H)I95s>fH-ee
zx6~1kedO7H@6F^vVm>}Tm_aVV2&4n|4-R6?qdo=)zu}PrwC-W>u&WrpYKZ`ozwN~-
zJNZH=9TP=db%s{=kN;blP-E=C-d3JtzGnJ+gYsRIY2cjr{zITK(U5BHxy1Wz#}?z#
zQC5C5fJrUpC(_)~@(i%u*#4<kVHxBF&2=T(RcL^~UX{UHWh6bMfF+dSxQ^R7cgtNv
zHo}f}e_z<{2BH4DX4CA|+e`xwTx|T=#Oz20G`{lEX#)b1x2N>udvee`M`k}o%!&<t
zns@iRLH%8V5BxSXOENqM^Eiv8<-uniEv-xt*{MFx0}0oT>FEZc##a*Nvbh}4j4KYC
z+D~-{k~rvF+(f#Ul1&5Pl&PW7zrLy14oNjU-e1uTQIwU|SNi#Bex#6bc#GcX#^%s{
znI&_@(vzS0pKaANQd3JXY<~Z2Fhh(J^>r{{3z2Cb24lIPLqkf5N=gzrl{>ab984B6
zlai&m7DAKEhLsE|f+<}IAqChvmkn7lb%cXVId5kAI!q7j?-<_+yFXS!W=i<wDTRvv
z#P{HH>ZiDSaYk4$-vEmB0GGAF_<|R-z=r}hu}?2m=!!I|&LnKg&TMoD5qEJ{SZjGr
zo*CI0;)pWPnKEf~g=lAY{eHhpLgMTFG#H7Dmr$7~y{VNDdHYsY8vG0Ra61Tr#4*5y
zl>D|(kl@@0*6SPKk7@J~qRYAptM|gf*L1L{W%4N0g_y{_>yeg~P+Jexcu`Rs*JeK3
z-_vzkh4D^|f398pXChoZknB?zfpvgCIS*Q(B{g4eDE9QnHaZ=hXmXYGS6yD-VVu%y
zo48gU;9XRR9c${O?(+EfX5>1slxpMDC+h+zAcrSN#1-xonHo;E_itbHkUl}eY*fNv
zWWd7S60F4+uqVe%M#IGz7J+>-sW<Qa7^AX|yU))erqL8y2ivic4xo1t<iA%Q^$>^(
z9k-SLZn%{3&hxPoSMi~41H7lT$6@YY;g9$N8+Uq5jVG8<`JPrsMXRv2fAb6}1$W%u
z;f_eAWzgv{{B4Tpup<a!dK;6|1Bs;<WtU0Rfg*drz1FA-ejdJEjbu^+ZD^pZ{`<VV
zl1pEVsm7j37gdOYgQgSbz1H=UB4<mOeJ7y~d#Py5V2LMfQ%Lqp6s}UP>%9}L6>K7p
zUFi8Jo3aV|&Jdyu#P^hHW-K(2*Pg5Y_W^|P2YmT{q^9+LKg`_Q=aV=90(-MD;2mT>
ziKN*M3-{<&wLB?F?b`^}SVFwRh3()tAP8=#|HoV%bwQuvC+GM_b^kS&Ds!EkkcBwy
zAn(qG!iA6$&b1?u81iFm`%pCC6(V*j#?zAJoj5I{$wc)(|GeN)C;a<VHH`@V+bt#2
zG;`f}d{iZJyFcKXqaZYS77$&W=BmF;rjP$^z*o=QAQGb3h53W}lDOV43)B1Fl9~CD
zkulK4R-OD;Ev(x@)3!u%roK>e!B1}ar#XU{!nZ7JIfT5D3Bf;QnH+zWZczs4>R)(4
zFtx5QGd0wWmHr773oZ}m)$Py;Juqy95$O*#jh?O56o9L~2{1x@^_ahQzPW^aulh^n
zsUljnZ_z8iBcu7`&qj%%1>LnjgYPO`(IYge(4HI#y_QJ&f9ISzRsST@M9!^A-4rjh
zhicrp@^zh*LCOw;@iSuYOs`qUDt-0Lj2NnFnfgn-e+$8bFGTfrsyK}u#$SP^b1^wQ
z*8_x-BTWypPW<f<Di1B~Kyq4{IKzUL?YFQ$r=B|3AU^pFKioadTwJmej7zf4X#A3M
z0DjNZq@PNW=mLG&8kxdMSL7c((Tk@jj?w_oYheNL_*TBj*PhzZ-k11aXxHQO?*T);
zi7LukLpf!ikiGah^lIT=(+r^`4q)elaa&HDXvvo&Uo|{yD6mjmN9`Tn6ZX6*{$TJA
zap1v)@Fawxkd+P-iv=-hESG~QYZL=$XbglSzbz?=V@0y;Ar_X=g1opfgG0Unvb&!O
z96Ey!Hy&Iu-kfhOsGF@7=5FocPLPel^5ab8GAaS$*-!{*LKYhLn6%}@_?<q?{Cw!6
zc;aOB%qRa?)^S3(8C6M!zkn2{uu^a^dbwq7#wOVVUDkKZT?u*X`LPlb!BW*HlT_g+
z`HL}M;x!LUe_!xHTUvcu#BoY|CDWOe?sXgwezwV5)TPV+nj5=W=(3`A*Wwug?c~<-
z4Qx^AG%!HoG;b^y^ebJ&Gk=GLeQnU>dxP?jzX|i7hc&x|pUdn#4bp|^mXVYl<HvrE
zuURT=**<5mKZi9S(vu)hoL+7{#aDSuDaY`!nnOFNP<7K4RVQM?e(#)0rqHO%8!inx
zo(}jzYCvT9FfH|4p(J-<ENz7e(q~mN%L-+L&Q(M{q~jSCx-1i^VC!%$$?p6`H9gst
zD5Z>{m00mt1|RiuTeFDw{+%ln__-QeCHl$^<E&>yqRXoS0wr(0G*Gl8RDKOqT_n#L
zZ+!vx_$I^s>Kbj~Pvb99Mz~00LQRe0LLw$cl4c&XIqOz|5pqj#s4HbEp}SKua*qt(
z_GZ0dmqLW-SI<z+A$@<#dX{uANyZ4cwbXGr1wlXVSwkokdC$tBWEz|7IIy`jJ){Q#
z$I<{xkw0Pd<T%x*M9j0r8Sm-b9@-#E+{B@~PIIcmKaaH=4u6cSrh~cB+hv@MMqqB=
zOeEefqH7LD5M5UUe7Vl_%JBzj-^@Nrn4QYETOA3&-+QkVD9_+WVgsD%+(tUtg8lqX
zrHa0YM2GtwrK6v@v?-&FYzQm}s{SQrxn>n0-PsX|WVFK?Q1qqm_+EJO58=XdwSTv4
za)IBldF`FxpB=whecC;jf#}w>QSKrku`)dN6Lr8x4?wSuB5*f7H?ldWwI}i|^sk{H
z$Gt2(jNxJ&%zCXEla}927}k<x*`VV6y6Ug^C+15KQK;mGaou=tQvjPBFBS$#3(zpF
znGtS7*j0Nu9Dn~JLHB1{5(S%ts{Vsfc;ETxW^_{+`v4q4a|=b+mEZ`o=DOY}n$z%;
zt}2!BJ`0?id)=Czh*9E?tcpu;f26+rdq#gAOOH(V-o$+81f7z7wF|No8(PWE$*d?{
zmb1(Enhxk{4S18zWwpog=6h(zH?Nv}jd>i+`J~|s2`RXj2k+P>QvWPra7L+LK)K}i
zKX5B$h9vb797XDg)=<`7a`hwVz^BCirse~?N5Z+*G+*yuqvw7<Os^UwBASoTg`N&s
zQfdRwB`<E{ugSabJO=Dbd6srI2?;b{4*|$A%@29%)@odY|Nb<_+@HqohJmX4FMSCP
zmJHR-W~E>JoUf`m5ZE+{Oyl{siTal5A*BIdv;ti8W<T!r(Q$X(K)#hnt}1PV1ny?c
zR6kZ9LTXfRtrJqy19vP4i+9_FTan)LbNqRVFwu%sfO*7wZ&Z?*;U;bW-IGq2PM#DK
zxk8e`3fj6j;OTmD#vCi8+U_w2=(^o)XD@|7cxq-sW1#IB#k&XhrzhfGT2pGCJ-6Oe
ze~wm?-xeWZrS2UfE7Ob5i_+5-IRl``JLw_K@E4X=QsliKfGfV0Up>>5hg?^#HoJ7c
z26A%v8Y=8A5NaoJE&2WHJSj?>a3*ZP5qHh?rS?FnpOKry!VFkZR}U(b*;7J5SGw@>
zBdNG`ySQIONdNsR>J`~gaqo(zuQkUpI7AH~s>a_Y?eXz9!tV2aHC0lYRH4DL`oR#n
zCJOPk4cJcjOhAvi`q}yY5ta&q>!JL?&y~eT!F1z@=iQr<BIH>(WDoI^v%Wos;|@fk
zj4zR*q+g0oF;ZS&jBS0Jojb?<?3Qnx5qQ7(58&tTBh!C#R{Rdc0*ejJlU&WFuK@r#
znH8p^OFMM_E;+;q++?n?x>nGeiV6fYA9O9)uNm@CXl-=ysUZAGArT00rPNaMgoa^=
z%a-I#jgB=Z#()Oyb6m*fE;YVN4H@}nc|+@sEgiw{WkN~y?o!<So*CFqh^Kh}-y&b!
zdwoFu2{*9`?6e4)r`G&!J+zU?n|Wjt-K6%o6J9$&E8R9=P{JDhW%9I(O{9{Dkm5_G
zjdOwp;+$EM4Y@;?;#<%A)nF6BS2Ns|aI1EbsNt))t*2S85B63utLIMzKP>eZK;_@c
ze$mN~#%du3np@Sy4kDrZ11hCQ@MUlt!TsJ#65U2yZM?lz1%lrFVWu8RHxa617*NSg
z{^rsQR}-0fFCM~A9P=fYOb1w~Fp=!pxf?!5*2c|@Pw+MLAixz1P1BZnJ`b(?U2}x(
zl+4VKdujd}E&;x}7_FwT$msCfsuo`P!4|z0FFzCkufEBytNq5wfDbI`X|ngK5&&0~
zK$cn*EL6YKbFm-9J?#OX11Ls=LwcwpZHx64+cu7I{tOPk#8np7%$#@KaX(gE82eS^
zPxDWla9BsKR+&4K_5xb6u9LFUtDmGB7t*ge#5lL_7-uoGRy3yNww+?1{`4Fp)6Ze&
zbkzgWuiNO!@$dWX@bAl4GVoGHC2zE-s2NHu6Yo%~)i=k6^k8c<6O&Oa7Ec>ckOU&>
zv$>G=%A@;WX~BAD$lrjIQS{%vcmVbyhxXv7ERpW30rUFVBTBaD;lYn7Qw>pS$;lx-
zsl<kg{*RwgOPlVluZCKqAk5B>+tcbl&=bx4x^}+~ZUp#-q=&Ib{wC7>kOs$-B(w^z
zG}2|Qon0z8p2>xU^yr~_31q(3KO?A;a?8635AfjGIfYq?x8feA+#?}!gjk#iDG3Q9
zz#~h>ZT7&&*VowC__4n15hx4VoHop_q<PF0PTUeED^)TuaM`~2PVM{b4yrz2za)$T
zoscbT^8+6GbIdoGcJ`K{fwYc$x_!Eg6)JWL^IYo6&hioTR{Otl6Ripgy#&SV3XlzP
zo-YSi)(Z^VZbf$<KYpw}#zV*Bp;^gre1TnX_23pO{H3#3)R>uRA+-J!@p6kE;Ia)$
zJ;Jh6jr!PRrhyVeUlAHpx04qeGia8=7!NY&9riBJEQL@U%k#gk(Zj_vN(kP}eSH`a
zB;=$));L$r$mo%?^KxciAV~NC5@Gp*gck(KX;(zL1bzJDz)eh3mRga>t<Pc=a{+Uf
zLw>AOec0Z7qnXoL$tI%V0a5w3h7N6T6NkBp$0L_~MT;<`C$;*w6ZnjjWN>cVlUY<c
zFPTaP>=cHZo;gnr#KbS$Ipzmny;Tz%McgGMJjjVR%P}I-8xubKo>T?ySn~PL-U-zA
z$E-#d?>(;$X%?2bGrMG>u;6Ya89R318Bi7tTdR#J?=bdum;vnC7oL~Oc;qm4;5e)a
z;sR`q*A7h8ryg*`J86v1_^sCzWX)ka1AB<cb*@*b_cn1n1TxYDl7h&fyw?c|;L&hG
zaF#_033X*#X1+3sN`|q|i2*bq_fydaqlFE*uh;^_HX32O1#Hu$mI$}Yk()=w52D*!
z9)#kKSoP%RD<UKJPiFi8o_r0;>`8n!Byb*M(7}NY&l!Hir49o$zc&#NV?s%ESyV;p
z3X(902^KVFL4ui^0$F$LLv~~;1~WSo?Us_k<PKruCF1P-Z+lup6g`g9bj5o`{~^!+
z)6z3k_L#@K9||bS!vX>j{<Qj1dY^8$>pHXqgT5<tmUv9SALo!v%PAmm-ns)SJzp?i
zGB7c966NOPtT$nqi7%PB>>3IXv)0DV?mOj7(&7@`-bFXXMn>jWi)~8R9P&<2cHiuu
zm?Q~sd<<R68qcq!)JT(wE8`R*i`<2{H;SI0eCjxvny-)#i{n4iY>N=io<NkPj0%T<
zHWw}@J#50C|NAGov%Wx$<!QWZnh3u|1PO((I~%yz?}mbk+TPxd*xK4kChEo8(b@TT
zcQ*<w8xOSQjrKlzm`wL>ky&8Z$FM4G4?pO5_l{L%<o%l;I0abCTYhEy>pJBhUo^@}
zn5m^(uI4uQE$Rqm#qzja1!2nNcwAATk{nJ-^$CwugrDoz4c&*GYB&O>$B)5%(_k>*
zT_;7M(dsuNC>FHJqw{mCrmL&K<W=$T@RGRS-d#ng*F=Utt*y3V$@~>lxAVtH(41Ms
z`rOLBAvQUjFTbYhb;iyF!kj@mm$Xj{8Dmtq@nSuKzKF;}Jz=z%gTm2g(>~9rX?ag4
z4<LJpKSZ#oZWUmz0^njLQG;WvJ0?j3d4;nhDv~gA=}+V+7?gd3)Q}U%`9I>m|I-`y
zQ?f97It$4nA_4Rb;N<w18%{dWaMJNStyMES_)BKCQkb&^yd4<~rb*iZkfbdAjI|PP
zsSw4dRG*6*wS2E@+667S*0Mol+#AfTDc=fN0W^s{6n7sqA5xSOU(}wy319zvC&&^C
z8R33-A%$A`BRzyg)Amiz;9KLlTh^2vkQ*?vC~e{qmypO?JpdV>nlEkLvxEJet34>Q
zVuc+96)wK}FX)UYp3!O@Klz-Pd-VdYrugbe$k})*%F3C{jbq@J_b)0Ny5Alq%*rKG
z1SvS^u(tO@_QlbLubms4`{%k<Ax_k?gNzJxS?DgcH5~!wHGJ@7n5%yee=E+DH1?TR
z%`?QWb0coi@YVKfdeK#^Q3{m%VREp3M8ZNx_BQX?Q8UMmK$4M_?Eq>VQC(e4fX*Z;
zN)3kiBjM7%hyYa;6Zo`nvF{SAjJHY6KHp^qR-u{N3}NgT)^3Qa@KlB$_YYE<DE{&3
zw{&!|Tr6r$seX4|UxDj>?V*&AfIxNE<Z~uin`C&OKP^hpimzIICm1{uHIxi1_#)5G
z)d>1i3zbzz7@j}ZwC0>+JjDl`2wb4}HddxjDe83$1sB1G^Oa~((9jma42Dm|#jF}-
zdKli`-lBKv5@;-<7+OLkJ)Hf_7Hen`S}0ocS1Hq;FYrkTf9Gz|nF|%Vq;2kkSp3Zc
zi~`7|K~&1lyT6r<-rr5JR^A=1JU$g`RMr%QTVC#=%=N5q&=J&J|L3OG+0H6ShiuBv
zepjv2CH%nZn)&hK14vEJ`CZus1qD4~VZpq+KEgZQo97%LfRnO1T^?J3;ofhC{PAO)
zNOf7by_Kq0z4jRA3bqPwR6v~l&cfJOCF{ZOun>Xe!m&odAk9<FeZQ-sMo@*2kXV(=
z;U{1Y|Mj6T^4AXnM(d6sjL}@S)YMci-%HoDv(O&1aCTyU(^jR*TskI`y#<hAP1&(%
znkbE;A;3>Ad0gsyaFTb_qh1&jmk>z3MlkZc-h5n4#op^=?tb%&7;99{&Jd+JX%t+(
z0!Q%it!-gXY71;StMo>HgmGA55^hSZfLg2*ZkJxI98W}zdyB!v!V+2->Dpmt5utiQ
zP^Bgz`KM*g;SrA}j;6G3b@^7*U%TstjUOFCt9rJDGTWu{wgPVYRRhymz#o{Z6^Kow
z#myUfq$&M4iDMgct}KRiQchun%xT|VX~U4Li8GZo?Cw>mU*Vl9rJHYdk+&(gfN2~H
z14w9iXr=+~xtV9Cazwa>3SEU;z;it&pSOL%S<}|E8COl4YyqU<zuSaele$TY2<oZS
zIf1$95)$SGuk}678+swi2QQjLnz`0o)UEkwl(pjT{8T6*4Ze_|o}xW?lo2CnY)zkL
zWE96Dk0P9rLiv%wxU%Ohu~hRe9V{`ZOXljCfOUFTLXdEBgO;B}Q}bK3EKQbOu__Ry
z|C0XpP%`P7Z)WjEL*13Js7SyQnO$0QyVdD0bWb0$lkqEF4IYRTTqnU~n8?U-F|W+*
z%tBuY;nAI5neC9%*zvIb#~!Wzs`_X%rE6>%QX9q%Ou$^lL&E`#d>fDN6=$zh$7v^|
z+mMii673A<l^?wiao0`5+rA+=uc3d~(zJO6@Ro$xri67i=4^Sy{Cq!v<!X;Zt){ie
zRa$esSm{l2^>WN!fOkmsAzs~S%bKQ{eEiUTqMuJ%LM^^I)ovuaGSNPqOM4p8R1@hj
zp{$_>C#-8nsTB3&0CM*=a=o=h)uIM(#s0H}Hd09c_cXox^fW>wS_s3}6=9;qChe^Q
z5g$A#^r?E!;r?jiP@>efp^qS6vOCzD;^;1VL4Dki87&sB*4G<yyP+Wkiy(JnvE(2c
zoB1_1hE9NG?#fUY`S={6!7nXlZ5Fd&Mjw^{R-jRPc#GqO$Vr1F)QX}-bOrPDdA9$S
za$(syGczpl2EKdADLGG#dSwt+uII+Au@?$NJr&PPz+UE*$gS_WKfPp(t}i6grD!;Z
zbS0pG#B0@=lud00_CfHc?8q{25DzCb^6yJ1SO`8!F6V%XNxLZr6^5LDm_5PCdC`i%
z+^K=IbQfEkHn$gESA#sf=3;cHn5iLW=e??6G;U@z@^E3|-RucGQ_+(YT6E}tingoA
zK7S*Dnd4`;QKZQj2vI5ee4Ki1-9k%lRGGUdM=w{&$^y4bD^1!6gu;^}ZVsU#{Rz3M
zkiT|5a%}mWTshN8HM&T#waC702qj@@T20l+=efug4tdwfui;jLyRy;zuhFBcsMC<+
z^M{uDAIGFj??%cNzo}{`_z|jXP}#8+pZJ;SbtQ!L&t-#zYH{fEO;4fCtWOdWYL@SH
z#jfj*vZ{q{oSo5dCFfs#^4k6A;uDtu5;EdT5a{J3BwTmp^qS3RMjBce4>heq$av^`
z22V-J`2R?35akI-%dnYYvx6}Cp?^T{n-QHukK&Nn4Nj}*83>3EEY`DpvrM#dc)`6C
z0bbqR?N1R{j0jjvYD5$L%_Gi3y~)PLbx>L-UefKP(WiKCU7HyElWg^%5Fa5z8xcDV
zOTh9fJm@Wywk05P4?)oCavNTUkMRp3=C#R7zz%~o^>wj_f5=)<u#?DzZ?y=0m#p@n
zwI#x-esky+v$n`4BdF#1RY~ezG|@fD{Kx@MP<oJ0Yv=}9b#71syl<2AQ^qHq*OwrP
z0=L>vcE%txLFw1c9~yzSHyQWs3PlFf%+SSe&`L=df1MXJ$1cF|sq|}fxCS3MfA1Q8
zXh&0ZNMyKqbVGAZh;O0gIkev1mGEP_5LCig2)tPdDHZi6K_)tvgY6fYGVsm6@C)Vs
zP?zLxHC$L<dvB*0)2cR6KuyIE2>B6qajJLd>Q27kLl5%<sww~TzM!grx_XM7<zY2*
zE!^``<#`!&j2KO-u;T><k=|<VL76)&2WmBa@!q!!L*z;m<;$qE01~4bu;_no62Eao
zc%#?PWGgu;P`f3BgzTEz6+U%3bhb)@5F4{77%?qe_(JI&64@9XSH%|cl^1$M#7ieE
z?z8c(^tbh?icb$BY86UK$j@kvhT?)6e*o1^Dvc+=O2_CbP`*=591nMQy87nfy|DFd
z;ICTA`RD`>#`@8XeTi6Mnzjs@QQsYC>L^s4<enF0;87|H(lb+C6H;ao0AX=~P~_9v
z)LWld6j47(ip{KhBv!_D_j(akpS{kK0rg0G3a&P>&#ngl*$N$%uMp20$gv5lnNS-V
z_C=ujN--iZa2pHjiLX=sLWM;S%;%*nNf#o_Yp6zYA)l(*f$6B7NFW2{m9GXnVS^{4
zyk~7`$)A}0X}jd)qW-#ngsh75F#SwK_~c)#3`|rwuA!uPnQWs$=N#ti*VST!z(je0
zG8bEA(d&K+J{E(>mE03#3nYFH*lAKAv^*^!%@FBA&+QdZM=6eLJYawxalURcc{_Hx
zeuAHA)Kez3|MYGAzU%k)xZRV3qYB2P=Zs|j3bssk;iro}dOQ1*Ka_p=>zTJp<5Ny+
zm=;GYR%vX7W1;vX7L^RoDDyx3$5zwU!)^5o1oy7)<dBe}p&sR((83y~rI_?s2fa^*
z*JPGQyj*<P4_GuH>S^fP=^W@X<=d10_K`&@2c4jpZ?cVpG@Yn~8uF|U@)<*<2!w7b
zMebP-q8}vL`Q&1~LawROmS`P$gB86HNzC*)CGBU-vn&%iNe$ZQ$>m65!QE~T>@i7T
zqzbTU>~ydOYn?GEpT+tQ9K2r=u~+1S{KX1TkwaWF38r;0_?$RV?upUUSULm%2|j+j
zz5z*vGm_(iG$2Q{TS!(AzcCQ`G7i$?qhAp`(Aj)zMQ<I%38%EI?^w$sLSE1Bof#>q
z5lH`(`7g2zov;;~h5=;BV1Z4DuX2*tL_XT6g`c-iw)EmUk_I)83JKQo=tW8Ojx_17
zu4KhKWU|*W%y1lMNZt$m@DiFl4&&c5cV4+j891KisRA{QjWe;#4y4$|v98O+rp(}s
z;=CI#S^n-JoX)Ge^j9A%*>8CG&p<u98E!zgqhvdRf4FWmYWa#4%B2-;gZ?aaXTh7^
zdLoJLe6lmAY9}O`G+g;Pj=PYjUt%7V_@JG83poDlL59Lza>^G@B>!WS#f};~laK2>
zl!&CXzNh^qAY+C0tu>MU*0VKGt)lRK@Kx6*(_x1R8mh3?!pYlYkhXY6n15|f3d$D$
zjJJj)P|X4Yib+?gJ`*OI#9&Ho{JhcgAcUb^6fa*SEtu5|r!AtNJv!Ajx$?me79f1`
zkYe-zF>l1W8a}}sy{znnUM9ac4j|DLXk4f!gZgzsekUSRXE5b-N>`hVZ|&g=eQ&gB
zPv;t!BCz{5hJ_%VMVG&*>R6$*e>q*|CJ5dK&BP2|{P2&~f2~m#>XX1y8Zh`ffD{kO
zt;uHQh#NAn*UQ6QmNESA`~|#ag#<?@_J?vP?&5-C=!(yNju>{tmv$@FKJq(-ji5wt
z{s7g-=o=EhDjKdhv+qh;1SmR@u+%kd-^9Ny1V_+(Z+wu1m?sv7GFIS23j`pGZLLCy
zJ0ZK_rQ`mBKef?bM|z?ZmuuJ1sE6v}sHEp)3A(-O{441Xw(lvtHrOBYz-;>l_uPUG
z%ru;d<A)A69QMv)%FAXI{T$|1k35!GSVs~toI=GqSn6yiez1*QO@k-k6@T?tLh@+R
z>$yZZqrrRM3k-$bU+c@**f%E#>E1asc_-EglyVoJXyQ%vkc5y(Yc(3DRAZ)elNtQX
z!l$!Hd;*#1xXEz&6W*7+vtz>uA15;Q;?B`>^LYE{g+~e=`sPU-@;9d2gc&R~=Ppf^
z1taL0II@Npz*Je*EY8ihZX0LyAN6sJmI)qZB7cGgfaGy}Y$B?y52e8E^UT3Ow}Y81
z4<wK%FYQLSX+<ir?Yr3@@YSz8%^f`Vvx(znRY`SJAw_80Z49EeAUxRFC$ZdI>QG_Z
zt0&TI2Vw;X5GkIF2;tWLbe&Q!cIl;rnUPfO$s~$YXZfG*t{<+<ZFRj)j_B#<#Fo#H
zw9Z%@iyb8cpY~LrzscNC&YVvq7P689$3cy8x)7wHp}9M-S_-!Sz$CeQ^8O(XcH-#U
zl@AW#AAebhk9nTWOIJ(xqmzg-?-?T2YRERvv|(t7Od>*dVYzc_gri*NYd1*^?3kV`
zZjyJHM^uS)xarOvYnZaV{jugW#Q5>+;iI$<@nim4?rzcL7BPP>newiCQ#6C~{x8Dt
zikrBKEe&)d9;##q$@cH<n*p01Ql$Ee&uA{2Auy};8*ts&VH8h+-(36=@uT?aS8e%}
z!*AhuA($P~Y{lPrj-=sd%D)o;^y{}H-T%RPg&+S}qwweRKBrz8B>pztzxg^;?!?K#
zk|KILrCeiU3FaWudJwai^BzCXKg!^>VrwXoF-v4T_3+W_g$B_8B}zN*Q);6DHKX=N
zk1n!ac*_7m<t<;nX*f6Su(Hz~Hd-j;3kdx5!dvPdF3anDXqImhiDFN1G0^zXQp51V
zkB!V<$r>Fbt`)98LlW6}=L@S)-;wY3Rcet-bbiW1^Zt@mqOHCGyf1)-NkXeThD7FG
zkMC(nae(f;0PTHTG)8;G%OQl4wCWwrQ=~R`6nB5*Wl|Cec+$Nn1Z!qFIm@amOwZki
zoJ>gRg|-}8xC(Yrk|`E#tNfL{$(<+iF9F}{_V$4&1ox`~#}O9l$z3xWhbdetVIyXC
zQrFKPT;E}TNw5;s=M&RNPCO@`**hH%i|iW-7N30n%dKu4bj>9tWHTr5l?A#paso?4
zL+Z_nZK;7(9Hk!%W{h{47#+d5urL`O3Xxlm(N3L{INGQEDf@-!?#IDdNqdaEFs}$u
z16Zx8i&;9rlSIBmY($3`)3t;rvpg)wU^7k1w#%n(?4^1WSuTfWwDfj4<T)9A^-90w
zbJ1#^#<Rj(rve1MF|l+I-hZ#b1FapdV}juASwPW=4>ICQ8jBA=nx8%FdX{mh3!SWi
zOrVKmYCq3iLwZ!u$euQHKq7NeI)EKZ82GV~*9GIyQ>B0#o*Fw1Txi9Gc;^cdAE^&=
z8-*s$zde`x--~!iGW>m&b@~FhmGPJPAmA&i!6|_>rsKjB4bHh<Rlm(1a;<O;yMIZV
z_+}?|$h80VsiQegI1ez?DjSF2A^z#i<V0>os3KJ{FIDI}$+Oj-O+*nlWq1d6&_2d9
zQb{OUJ)2+Kj#MiV#g7JMV<Mtm(`>a&hu<miLN?0_6%L>%1~f|xL*j>?>s}%jdlQ2s
zJL5knPefSH?;s%|$Eraa;W%qKJH+^vNfX70Z1Lvr%k=s&srT83eNZY^-#ywW`IGL4
ztn~udk{4n9E>ffqj`<5@x)qEzEFYbIK23U$ifo#I%)usOYYTvI7{)e=#2(w-jZOp#
zOsu>rdrqR6_N2cZy;#Y#vyjp`8}oeW=`i0cp`qwBc8#9Az=4w#UB%MT;XG%BOR|S3
zapH%-k>`A%Rs+us)0rNc*%<m%U5Fg2p~}b%v=1J=S*KpcsahcgQz6Cnkt?oj1osLY
z{X`u->-44#QpborWkG1&(>&XZ!bXGkr!mK_c!rv+^<jnEgvC(7hki#d1ocqR#1pK3
zu}gpIAZoCNys&E-m?2%)jhC&{K5j7cQ&i;*fUIx?&$QCR`(~Vr!{yZ4BD{9rB|hOD
z0e;NE!;Dzp57r<+`Pj8yBZk&Ksxw$~v-t8+g<P*1PnOp2j1~xG{>e1FmvOW%sS|`O
zvS^aJk;vU8M#^I$z|9jcE#p*E>9<~0Qy>d?sn4jk|I``lPO#D+sj55`{Qdpt;4+Lb
zshJBY)T*m!`YR@NwA`N^`4Ta8tpX&di~d%Em?$DBRL=G&iw&Hltr0rWccF+8vUar4
z?2qXz92g=rnK0d!Ng`CyBG&q1FTdNU0zsZc4qnV15*8Ywc3rid=nDjzD}3by7iR);
zBDfi(xxsw!bcw*W(y*<(=*H4paAq+&AGYunz<9Il0V;UA-KAd}`j%pM=kmIv-s)}>
zQoK&O-PW4<r`C2Dxim03B0}Rw0S-8VH4*Q14V`|-hjYzF3;bnLq)@~_Pr;e2Ek1(y
z&Lg+EB5<fbN_z;$BD9q-*E=?&E)=^)>RdjqWjxOs3?@u+QTT#NwgW0z0W{6!oF~~?
zJOyq<qt;6hW+Jsz!S6S9ZLR5QweZafj^7LYX*=WEq8EXwlm8gi&A`BeC)Zii$Ij$d
zhL!uFN-{JgBIdrNTMbC0s6&Gr_kWNQJ0GK@r_%dtG@@DJ_3iXQ4Fe(m8HwSXU|lg*
zsw>D_hRC&k1$I?#sNFZ{ytH{k=_<tVsFF5_k{9d!P6ThH$YeRsVY6;;@29S6=MfJ3
z$+ybY^{_H`t#kROFKGV|old}zFhR{B(K*^)G!`NDTcFd0FdJHO1ItEZ&#X`hPVo*9
z0guyY#rn0zpB=XCrlgWR4)VOqmgPU$)P`tmVZ=s4l_=+hIF2TTB42}m+Q~~R3RSog
zIhvK#mP$S1vihnQks^;)Jo<M0p&&~WxGs{3F`D=3le>A|WBe-VpS5`6lW6JhO;<32
z^b?K(pX9F@9d^)zCL(lN9L$g5X`#yx3bUMgdo@8`y6<0J+F_s$4``jn?=BKi3UA|?
zX$dQD?e}br{KsP+b=a}+TnA6)w6f7aAM|9&xv7WebkD{4v+KecXe9fW4q##Bqk)6n
zrMTLGd>k(8!se_Xc}$ClFWQG5bw5XYcMjU2j{vqeL@SOmh;@$MjglR;xx*evSvruB
zk3A~XVkIV<f2=&O4{#3)*Z0!4)yo8)=Z-urTplE|hNUFXWol522PuVGQLn^QZ?)w|
z>MIB9@Y7UGnZNSus4Fl_0S%FG;@MN{EC6e(2Fv*?U8rr}=VF1rP-~b&j`>nygYkQh
zaps)0<<39EL_|h|bCv_ON$Oi0X4#V<)vhwWKG8!sH+bmnm0pB!M-{pB&6g~g!14|W
zZmToPYemI$%XGw=C?9$R{fq&|W=ii5ZvPH?j=}F*w<Jt#-KY7*^syi`PHyo^kJ7sE
zL2n)}$1jP4nY@zgFd24OrJ-szn+qoXu{~W7<T`Mg!=cA0BVoq!zt=G+Xjs!8W^+59
zAWLx~e;h=nYOdbF2<B1XZ$@3tIZy_^hdeMF3)0mY@TX(Q9t(BYA8q)|-$Wz6)mvKV
z#|Q(<weh)0-KEx*ss+lV`veuCN`%Q+>g#heyC>f<vG9_=PJ35ZNqX}gyz=FgZaD=7
z^P-86S{T&QRrMp|9e+F|7<Jh70X%?=Ir8ko45*lgWXvG0@$cXNG>g-#_g5Csl*E7!
z9rM>3r_de-@pUubv#25veoJ)mmTg4b<+*mSic*Ses}+$#L1lCJ?o&%hz1K`h)Z~T@
zvw*T~_qN#}2`H}!`T?*xDz2NVL}Z-h{Jj_vI|Wsw1%KbNz>ZYzKtgin-BQ5VmPiS(
zULT)`p=<GxPYJ)CSzX5wX+g9cQ_2v{wgz$@(Ffgl&9J7&x89Y66kawK(guoy(299n
zqswj=)p&OoWsy2dEHTZX38&vSAf+sGRwXr=(HIpcPx7$nb3hdI=qkW|4@uU>?rNG3
zI`mEaJR?9yAC(@SKaKz5iKQh#CQ$QgW_21RsT!wXHVl0-0)TI|F!NRpEuI=40RGFW
zRTY&1w%%zCdMUQsSy)dL`@-F+j;C@r$KAcJO8<w`@L(2zF26^FdnoO3ogZ;B8Ajek
zk+KSjub5gPyLwCGe!lb=t6j@M0)}Vx1esvyumJ4yMqg<kG{ZL_2^m%^qz|#+M=ZOg
zBIN;%1tZ9yMdV;NTOnsr9<qCy;;s^5xzBlZa5M3AxlrC^^^**3CP9pmRdO!%C7SnE
z6F}xU^!y33BGa&Z3B*?<#zjwtq@Y13hXme~q;}rh#tU^E(5O2^&*^wy65zO4qNf}i
zWEKaoV6_RR0nhFb+{;7~%t4YMi~9kFV`sN!qsgnE;^4*>#URWNG0=Z58np8(YzpL=
ztr%NrMVNc5t~IJcSU||F4|+8%WKx@AJ`ysva%bs;u+(Nf{XORR=p4hYNeFN1h;Lt)
zY2nb|J~r#|N!3PXBYR-RXfxB;h9`2%W26nbbdrgsghGDx4C;hN(_(ec$Ii6>99R5J
zL!J@#)9+8Tp}W3BYiK_WF;6hJ^NL6jhr0&oTG51?5IXAO`->rV92@Wc!U)aO-YCui
zs0J-~7vNGkH1?Hrh1Rk-zo%gkSXY_n@oRY3C~UNN%cNx!%36p@{b)3vSSf!z%@Tkm
zVabm=5vjNsFC!x^VpoePR$basSbKI{7g!$`XFv9n_qk!D=M|?-?avy#fR>tEgDY@)
z#tnn4KuW}HdHHBqlR@RL`!D0n8zN}d)a1Tt`0}EBzQ!-HIXIrOE;xkXI3VfHk>aa1
z3{0SsopBDEphR;6u%Lz?#h-BQEaTGe-^gw)G-C~m{yF#ZPTTunt+h{?bajoF-$wBV
z{bN4qM*C7VBcGoLz8(Mq6}`DLuURl-&A=vPMW09yS*t9!=8qC@;|zE+14$XE-T`eQ
zVuX;c*N_=a&p+S`EUZk_TKs4aGP3OmyW$z`Q8!(|4G;{A2m<w2piy^9q?Gkz^(aZn
z!*L%mT@N(+HL6$r1M=BIty#m}siL5@6BL>jR&sEz0Yuu!kMzu%vVeWr*J?TanR8K%
z#<+*%<&UOi{q}fak$)la6bhkT(S|nzs`*(x54gC26ez%IVWlgCv037DDvv>f7fWx~
z9OitaW$5(MtA)P>3R6_>7bKShut3RAWfThU=4Vyj2xNTDn@%6gjWW0bIq-1@vr0O7
zcm-_R?KcaTr83A~=O;p#KLvP+*6esDLlf?hS6$H;qyNF7Zl;40J<r=q3_IOyM4$-)
z*@+<hLW3W1mQkj9#@gn~2WY&-xmJDs>VNNUg(DAKIv@Ho^({o7+!x10DZN3qCidS?
za~9O{=$toN)+Rbl6zq;aK<U0k#=bzVI2*2=7r^M>K(zHUG{A*NeRw1-Sm#xEpH*$g
z<(fzX@cj`dPDQ+2;hn-opT7q3`O*BQ5R0-#)%0dnxSGT2UB9}aDG?yBsi=}xGL&n-
z4ZjD+rNxuCApE_Jc*<|%IzA!*I)nwN8W~v@`DxMQanN<5#%oCnAc10t0B&W~I#Pi%
zChKDRtYZDmqkPMnaMWQ3q5XAN@o&pc*;fG8$e^Ru6hyL@yGxcc!mKW>1TWsZth|vo
zc#i_gMQEbBYW+l*rAvALep6)PJO6g+3hl$f>5HlNmqMSi8>gCp2|(*ENBk3(mLngE
zcuRu@a$Yh@%kKf6BF2x6cK1Up@xzCoR+5V*X$~}48+1tm57_RQsE{m4m+rdu2xImI
zGkVQ);@UI?iHyB7GPT@!c$sTA=Tv%cxy;S@u{pRf6{GE3UHKz(6;!k3I<$fcVdK6i
z_aQ%y__rGx$nQG@u^L1=5(I0v-m8#+jdX{F=1b=K5;9CSD(vm#c5#pbOD?<CTbN&i
z%o<wFP>DeDCy^u3*Q+edo&X&meT=V1MX?w@03?x!21_;e;6B<P{bHK*{roBDc-{2H
zUfpTJj@L0*+ylVZubuB?7FhMss+ezn449Y(vL;b|))w#3kFOEl+jA~Z7TFCcB2Kho
z1B3QN646r|I8DgjhXCq~P9b;N5`rki5n%{*M(>V|A>tvnLl-8%9>MQs(MWI*6*<Oh
zJ$b*d4qXN9Lsj98+-f-1O)%rXJm1de2^IL{2!l`Z%d&^gnkoekKhAYOW?;nw;DUFC
zP<R}Y`^5nVl#R=BGgv7m$4LI_4${eAE>WY1RFRYIvm5D`a4nACK+CBi8LuGOCTLc3
zH+!5g`qe(qNr{J`X4Nw_+lqNTO$sgw&5%r?Ce@P{;Aak{$HW*P2NqCRL`PYX1}K!f
zvd6UX2#S&p-4H`26R4$S&6&k4U1d-td7M|WDDF+Ll<;eC?)tA>Y(RIkMaM5t-Cmuq
zas65p{R*)<4MiRYIR%@A{FvxMx^Hpwh0$+ep)EQff|`(UgxhtDCmEBqe6$!5`lwUm
z3y+i=;4&Dvp53W*b@m3W`49LLV2KMwrjx@KtM=PMhQ6r8Kk)wiv%s}ypI%q`6o8my
zF5MDf`HrEYujCC=?))!-PgsLNLnNUgT>*g}T`Z^H--B`?d2!WNzy)$Z#1p$2`aJ}t
zYcwsLEpQ}q;78&omXa|9+@&z;WYr)3HLw0V{c}nn#!<(?Zc(hv5OYah{_8A+xc7?f
zI)%`;)W~kPpcl#vo);QvE9BpEJs4xnu~0xmdc4%<FZQhSc>R_BG2GeIfd&#bN~~ql
zykPt;4D>rpSAR`5x4$F#n4mXWCK{CHOuAgC_chw2RE@sBKbiOAIa`3{nx%<)ynG3o
zD<V0bvG(-!YFG?`(5u_ZtN`HT*6`ktmUxgVR(|Fr&EhUlw!LHwt`aPL(?F!0=a5II
zC&l>~iN$qF3$9uLycR(P@R}DRCUwhH>5GZhG4l4BG`=0Dx+*TOL1Uk0Mgr|%LGj|z
zbgW(h4|;_v(FU6|7Jtww%I&waS^q8SQ=n^0CW4mJ6ODQOEV_n``<{TT&4jOrY?SDr
zIcH{dk%<(HQi)u88Q%>Q9b&2W8v~x;)%4;I$bHp>ZFCD^UBBxz0Cz;xbBCT=z&p;s
z1)_pI^^#xg;2bdD-~4&q8YY>9{h`LRYd6smZR&*hv(L98Z@A-dlTh5gK!zM`)!2dQ
zp|Q1y1`6+U3T44LF%$nUAoRTlg#O!l{{Z1)U!+A$n&!oHcFY0usB;fpENGKBHidgE
zukSVGt2wigW47B-EE@X($4nJ(!A~Y4ZeJpS7;N9h!e|J4VKui1wA13NbTOnQvJU;E
z9k1ovMwg#L5U@JRAXFy-0!1rGE)TD+zP*s%{APJr(1>vE>%oh5Q;!F-=0&!(mM(^*
zR>@DmBdq@2ENYVAu;oT5?MB8d{v|5a!EE%?0vcTknQub6GDiYE&+72%+pj&)vNtsM
zKg7LNSXEK`_Ddrz4U&R%cb9ZX3DS+EG}4VocQ+CWC<4+A(%n+hAl=>HSnBKh-{1cB
z(cag!=K-9!WUd)wJaON@r!~`9l1w}sUg{ogTFt%+PK6FUpzO*ZtZO{6F!|!voJU=g
zZV$wqfxa`*2h~zfd0KAe30DtHjrMwXerrM!lVm|ynOOB`eCQ+;6jXjekMqzR9OGv`
zB854<eOx%RyD;}P8>-qHZomo}Y+J;am@=WCzwLt$2~C6+v>J%}?dJB1;)yP@_)E7S
z;K-4R7CQoYC}AxS#!eqP;wx+t6k5J4LOE<dM{!$8z5|a=m2NbT-NWmx`v5yMfm4)U
z>~Itm9<`wTwzO*X>55pJu+1-33`i5nbDU<*ac|J>aW{|o4{wDHw=r{WZu~Sxnr`&N
zp{j4m4!v0qrR|nRN=1v$A<YbxL@ZoV$@?AOY}g5R$MgawR<EZc%aXCD8HgD`mI9jx
zvceQ$Z~phFgfIpM29{E~T4tSt*&<{gK76ouc7B(hPIP^75Dg65YVz5kawg^_9o^CJ
zCcSIts;m_<re4M1Hg06%_p3dk<Ps?DIPM0kK&z_dH#=DH^aUj#qoCU5F@3M(6hyE(
zqI`ea--k}nfb}R<`TCm&s0WbUU>LssY;$1&C3uW?xFWXH+1?5k7gDr?CSP5GvMrLO
z2I|(I(*9+9qS^ub_tfCUV!5ho-KKNA-=R1s1rdqph{^RXVJdWZ0L=KUlz`iz;TQd;
z>#TFcyE=%#5|}*=&CP?sU<z^p0iwAYyX5@}$91_aHU<V>Ud?MBc6O|fw0v63o2$#q
z9}d2zd;tZ*Te~|gMkIzLJ9trfFv~)q5q{g<%IWK~f^|bJH`Md27XJZVt}(~ST1SqT
z^@E*5$cPJD(1=9+Ru4onT~iQA-fv}IZB|^6;<&4fdudSD!g-l0?b5bI`1#xUg4QBn
zWc2v5;OYF-k!AOtq%Fc1VqO2%A<>;9zdVf@QgJU0MM2mMeRzqlFt(N_amj`spkVl+
z+mxWhqG8c*_chWQTB486j5RN>Ac{RRPG&7vzxCC%#$3stL{KKLplsh3@4G9c@HOfO
zyd{w5m}%YAFz^nFh(N8hnR`_abYK)TG@m9~H-QOzq`}p$wxMAapf@Z=a{MQlzq;=H
zKs!G_ul2fO*VWTwm}CKkrs7@x>=4&`J}PxYW@DfOPWL7<axN4R*723n{+05n{^8*&
zXLd;Q?78%`Hk(p-b4oj63ftey03>}Mx+C;Ll<ItaR2T~2-@m_H&Jz>6^<oQ}3cp<N
zS~WF_IW<@sn!GtM{{Xk`oEVr7Y7^&-+nT2yS3vSpwAg*=!G;R{y#mPU2=P^PEst2q
zw=$|<WH=L*hh$S-6XU~nv|8YnRaJQ#8Uj1{Vyy#Z^TWNT<u40|(#B(CpUY)L09Jto
zu6>V!Yakd`FG%<zxP@|2oHr#`DKMi=!6fkT;R1hh6JHR!kF3<g7@f?pE98$V5_8Sn
z%9a4#p!saX`|8R#pcMazg#W&fm^|_pLuT~jFFG+Jq=`Lhe0M8BsIt#L^I=Rnr^1hx
zHXx5dN?Wb205T&XQa--?;Mg02!^>emDvj(-8(q`{W)n*VW?C~_^VdcIgfIq8$nU%<
zgjiH)17L#c!cY>4Pm|hxc^awAqEY;V^Qt~JF^Z{(-PYa#=@U8(SZES>F*TBMXhjSZ
z5_%>NuwhQGh~3tou{scq+)K6=x%A#mT(x%Ev~J`3+ik=8Mnfqw!hY-5U>uu1I(sg0
z3bnxlbAp(F8s_4SO~4Mkyu~i45n)qnS0`g{RF#yJij>Fa0f~$0&hvP!cbn{KF8e07
zF1C)oH=Iy<0-LWU8$=lOQv>WU1+ohL%&xc|KFuktK`@8bD5p1AZd_Py9@vks8J9No
z97R;rd9APy4=O+jY>QxNLXMn<<YPoBJ`i0#hQCdULO5ox+R_AtRsdc3BB<m6?vGyz
zL0!n;T|jO?U|?W^&guEyoQ%Bu=LJj(dP*Kd>&jz>2S={h6RWFO)ueW?enD%JlImCu
zS%Gul!+eIe33d8_;I_wjIKdB^5p`+y4#mVvKlzukLtA;y{9doFy}qg=WaaW|dW<<A
ztc~`@hiv)~K{+RB?oEb&Im0@Izl6tk$BA4&^Lnoz+Bll@k&mJl>YSvJBl!9F68Rq5
z=9%^CpWz13_dy$3sj8};&cjzw7iYfe$a0!u%T0Cv1vO67tp8Vtd>Wq3(j{41ivNjP
z^oCk=Q>U!ng@7CXNBi}d8Li{K#YOKh!qC@PX80tRo|17`zB5E}o+ZrIF}$v*QvB8L
z!}#qT4s7KPz5M~>Kc<YZo3zIB9lr!k`1?LzACr03`=wqn?WvPn({G(~Jst5Nh#`=A
z2h=ro?m&zxsCMc^L8+m>?){YVLzzUD0nJu`w6MSWPqArTU5uSgCgnAYlSu6~bJ@0+
z4k|i)<TZ*cYuuaBx)02LW4z&@45+dDAk-3#8B6!AN8$a+^@d@hz3zC@0b#@hv{O#A
z06a=8DJv^->*%NoKS6405FhhCC8fCjua`+PxfsO>>YVWt37>;f+ZW9XbxArI!%vat
zqfI`F2%i7d9Cw{vISR93i;&2)0t4B|EZ8iOQ8G`XBbLrqgy0?#!mMq;j0&v3KHc~M
z+Zm7_)`&VSRg%O!b}XkdsjpUpufESzB}t8@A_p97*>(PJX-Ze$JntNXJ-kWrA)MF=
z;^bwP5@znj_fv287tpA(LA!2s+!U;x>2V+!Yp*4ES`cLxjtum>hZh&g=u*16x<z6t
z<q^$*#r7IK0&7dWf!}u8^TTcb<JqaVQ?j5c*3&3rAfZ2Yh4@t_S(~|<VB`xP0%vJZ
zlF!$&$Ld49w;@pG?ajwjEJU@Hupzos8ni=9cwYF><Jj_R;Ux?sra8pVO2%=Owc8#8
zfPv9mDjXd_J<urDog6MiE_MTZnC=V<zE&S|l3c+cM{C|9l-&E=9{WRIN<VN;ZCzam
zva+(ZE_+YFfF(KN{5<Jsxd(2$1znLm2{ozqxoe{z=P2vf#<m5Ot%uw`f?Z$>F34ta
zZODp?6gk&RVs7Tz&4=1*HLDt(=uQ<=b$b08g>#?9;P{&#iq1N@<%F3{m9f}up>VZK
z^K>1wSTtnMfzJGV*Zo#XQMfuYG4Mk}UR+GN0oPW@rFTS#LSHW~SYe>mL8<-19C+|G
z-Lp{9Ve_B>%wr@^8UrvFFd1HbX|1#z2WOkepdt5w{)AKJ_u1+zRs(BJIF-@sQg#u}
z4vZ|tuGIGMkPy_1lh-oVWR+;n?Eve+>$XKb(P>-^0`9|`eTyxuO<NXtSwzmyk<?Wg
z1kboMUb#57zSNZ{@W3R-?cZa06C2Kj+glGWF_6rHo+TRJ?e|d}>H*#FIZyxYH%Ikp
z2WFM)7RLKQIx2$gWs6AZ^dE7m(qH&p(E7jk-+LT6R0XC78ht_`r|>8YfH6EkHSFG)
z<&I_X=s7q>VxoXGRZ%9t-$)bI(a~93Tg#~waRp`;2=V3T{Jg{Ak{GAOh^Q6*RD<gQ
zGrSUuK{KkxRG<1jb03?wHoB@wvaaTfp#&!#g8E%S+$^A$ZBMpKw6t6cFn?}jUC`h~
zqQ?Jk-H5n3p`v3#OsB9joDX$-r&mXHXIq~Qx}pTrjog4m5rnXyV4$W#edf_C8y}ee
zNdp?cCMm;PEyLsm0LbvkY!e~V;w0WbH1BxD;h@g@aARt@U$7La0hQJra^Q!Rho%Bm
zmHjFCSfi)Sm)pI+20C>H6}HcepMy7sm$_KbaGulM#TV1l6-X&sTlBcj$8J;Fcc?Uj
z%Q=CS=c_>rX}0%ys+j;IqXKeRwe=@&F&|(yAz(H1Gt(Ks$pi)zz`rRVxBQF8npYZl
zLL%s9UvL9tMCyn~uW#e4%*)s*&YSy5I~|$WUY>%G05xnome0$Nkn*>!A!TSo{<#%5
zkg7zTf%m#+a;`vFL)=c9PKF*v@vV?n&Idt-^Ru{2iVX@}G1b^~wM^HCy9{r?oVMfL
zXN%mg^{Z3kOTRA^nu1qs?+wM6)A7N>VRh0bFzbU?HZtn$r;$1VD$~JEr>fD@L97=F
z{iBtUZ+3!NvMjomEV$Tbrov-aYYAp*LoPPfm3lkR!fGc$cM|I7j=B@eU^FDSA|zmH
zxjNZc-2%RjC1JqiY=4J@y<fKoMxni{FdzOtJNsmBt|l3#kVL>mLLJDYi{n#1RNTri
zo@X>f4d_;>?WsLG$LEu*^U{A9ScV-S_~T#U6fsyiFqH*gs`SY1P5BC{E0FzYA;*Nt
z`!$H;-r;`iXVhoWs#z~SH?H$OWft{*Ag9*7^)tkLMglWo`&KE2Q>mZ}<hh!zEBw_N
zb^evRHzHB-kyIXtp7IZf0#g_7stR)D^jXlk<rGqgm<RKj**|8AfOcGhB~@{#R-=Bz
z<L=JZd>R;OeDaI$%$jRvt$lwLJ}kp)27<&gjNI|Vr9!M$NQMU=hxOCZzzzh*0a&ge
z)AD8w=8-c2n-+-HAbZ!HLugZC=vfeltdgEQ-P;y3VP;i(xizY@5+j4H4K7Ku3y<DL
z_zXP;eB1g)L|WPca@9ytOFT=Tcp7`wJiH&7jsAeUv84Fx&OD1>lVOyhhX^)p^7+*J
ztVI3SFK25*Qj4&Ey-!RLyHg8>^19Vz4a}Qt-PLE23RpEJmoRFKw1e$_XntVy4x-8_
zgE_9Kw0V&YNBSViTqZsFomiixjUP4Q+a*ZdKqDbDJ6$NtH$Tg{E-vFKylkh!7yvWL
z@6rT(TsdCva<bUkC`O9=;aEPdvnV^<5s@GBX-(b(%ibkYF#fbpSOrO<VR4V4wfVrP
z?!fc1(E7XdJn2I5c`d9+tdYWOCm>#Ay=Y`B(_(VA+f`?x3kGUqwu7x|0udh6ZsWDo
zaTIj@#H4XwUe=H{6^bzfW#>`lrD8W0rl6D(1FtThjVV7;GBy5T4wbj;GsJoC!#Jd5
z$p)5D<NgzAgMjm(R#!nG*(^4!F&ZChTz<avg(w=G%xsGmlN(?91tV^=zUlS^QOHb<
z1ajQ9dB(e3x0uS5aCl+fogdgyCBb=m4d`Vx)f4@-knQOwS+E0zqJW8qV=}*6sV_Ey
z^xKfq-!~P?T0bdiI62i<dMP!seit+KXoo6=Lkc9}!1XzK;n=~@^h74P@EvE-x26=?
zCz%;4#v<jYTDrnou2RM5%*d;Pvz63>#Qj+(2@%;TCk_CYhogXhWo?(w4R^@h=zwyU
z7|f>Z{^)5K3f2D0#g!-9i~5h=7(B{AP73D^-9DexW$l>xfs8^^-99aXZapSDFyl!m
z7X)K>VcoGri>aPn3Fm(0<=zq0UnfJ-<UGkhk-4Pm0XiKN?8s<MnTOihQf^hQ;u%d@
z)PrF47)#MfP4n*1E)*ZF$?uo`tdwUWgkf3a-LjNcxNKN5bsxVU@PTGkm6Ok^be=A0
z=c_Wz&qEC{U)`@9r0v_VLKBFFu0C9keJj_Za@|5|cW;RcXB3!cpTQJ>Ozicg?(P?e
zXf-0siNG9rT;{g=CQhyG{!AE+keDiW+u_afol}@_$n?YJ^PC-``fc1;MNpmrp|ylm
z=lAb0VpW+1{UG65KCM!F5mV`=te^)~v{GB^b+~BhT+D(fdxJ3fF1#sG{{f-ci<OgI
zSREUciIkW{v8YV6+hbofEl60bGjR1oE9LlFV;%)rQLV0s%JC47VsG+Zb`LICq_+%P
zCk;NeZ&=wycE-;dfi5VdmSuHgxgn`Z&%|1ioB|DSA|`+QHsBS{gLrnqLHIVN64Y^=
z-8V+Ncu75_!3t$K18PHqKEU}5<ezcO2MkIdtYMYF69`&*iq)ubPvluoy`F0u4bAM-
zdTH<nQQ+Z;-tg}eOh3<}+r7_mM$T3B-q2X@AC#XZxBR{pchgB0&!Qs&<u%t=ArpuI
z%Pfp>P^+o!;S8O@vKs(0=cOfNI2Q!%XqLCVMUR&7;HC4h)_&G=)adz*eTQK=dvkcW
z@r<H4;^*mh6Im=N=oCS&D>e2rn{@;6`o_f;q^Pc+Nnro{N=e5gU10!v*>l5Ga`@Kr
z@bz2?f%#2oZtZRF4WiK^X<OAfDK&Ljm<VRMMc0x_f~3<Y-zC3<N45{m$TdbPtbHbl
ziy*53ExWNlm`B5$z6g6e+kYh!NQ#(YwV*TVzB=caCH$6D?wMoA0@7|8I#9Ko-XNFN
z*R)XNG`OjH((!7ay81S7A<GrO>+im5x%DN(RM9dIUue`UH+j9+W1=7xym$*<u#lcL
zS{ytJ>`iJtVFH48W&Jf}_iBRNS@r&)e4BRXcrrQdNG(<mI-etX<@gBPrI7$^2)uL?
zJBx-xU!R#<1bmR}?>+cb)$&=*!dkRKyKqa@-_XKRkO*deA&Di_+<*M@8u`|ITfnsV
zu_T-*EPt>3o@C5K7m_9?PHp``+tnq-FW6pukSaklG<Y^Fn+CSf)U@}^1V7GvHXL*3
zG44*cv00(_xrP@9GnF+q2RLaBFQzbj7Ci{qh_ZTmG;u<>=+taLZdc$-NlE$QxR8d1
zM*hLW&26)RK@Ii4{!OqO#<NAqH_I{Mn#Bd=f3kz@0^#!0It-%~p*0EV$Fc9T%BtA2
z$cxyb!XJAwRM@|_YfRv&<^)8u{L~M3>64(CcC)>cb2;-YX*xVLpF-K==J@WSLK!M*
zL3H-)n}|yfoZ-k9RXatQ!K45Ht3nL%d*~RNe2LSSK)AEhIpLsNeB`~i;$k>FCAz!Z
zCzSLZ*=-N?^Vp96-`WZ=YW!YRh?3;s`FRdwn6rf!aBf(r<@p$Rq!&c3T$;^V26S;j
zYcZJ_bSPDsRWYC8UR0EGf|LFb-V#r>fhzQt1hnH4>J5~c%<0TGL2$l&pdZ;b(lE6X
zE_b#vwhFs+?O>xgCcrj(hdi;45{BH32RpyW!j-eM_l9ARnB?f@>5C6V!#^?sNlkc?
ztxVMy4>Q$Ll+!9+P@MCAv#AEr8K64+QFQw5Qz*D(=njk|-a{}ekkwHBl^l4`kK>ph
zJaY-p^=0A$oQ<`-J)*c}=)XPyuZ6S2w<?Lnr8LzTHMKhYXt8xlGm)<>19wjx&RmLa
zxQ<=oqAF5Iw5P^fkAH-c7Zs|pfVnNuUr7>^XT!-Yx2ujtvNT`$IxoY1=9_XXZ;vyd
zGwC=$#B>#qx4N--k)ObAtb60vcgrPV$~<8Oa&*ICp4Q0tiv|4}qLDKu^0N30nkyqZ
zu`onc$!1duO3({~EIg?~D(_?&Gx3vm1;H3<ea4*yA8xTUA?;^O0%QQ}kstoKDN*fA
zckP*t!PJYiNVyA|FasNYZxU-Ied)_YoiWpbo1%>^auOxX$2LoQro_Q7;bgtV*W?d|
z{X{$#d=Y-M>&{%XwibfgYcN$jVB>9<&c_Dkk=?p#r}6RAPqgIvLSv@#S0VGBkd>Ju
z#JK%hnA^F4^uZ5NCaXgmyD1)yKDw@H?XAEK-6ai+<b)8%vVrgq^7a-I#44!`Amb)~
z(ZzMiQc6IEhLEpz1*^<NVzZqs-M%<GxIzdajxn5-QAD7AS|Rcg;OWW%MPX~2B&-?f
zEnVA)sH^8zZD{I;NNfJK=WtIV6Q4uV(x+HG)%Ys-zzXCdX#omTFTWL30|#ILSO-C7
zsJ>el+QV6N4C(%PnnU%fTr4aUws<}7qFKAYz;9EDebCIm=B<BRhwt*8f(P~$`d7yf
z1wU5nys{!lLBSq!6g*Dcl8hyD=<Vt4K6eV$bfq9|$c@VnJC~FIVSTVket6-t1p_!)
zFwiN)7tOM$q7K-F!kJ=`G(Fi#5t--T6(?8}g6j6*z{t|<P!|bmQ+ie2&;kC^zF$j0
zY93;2Od4fXQ`2@nPK+;mM~(5YlEg>xM8phT1Yp;z#q~bedqE0Y-;6Y2rC;5RT_^rW
z%SCOl7CZo9U_p-8ONJ()Kqi>PY&qi&T3OILin`rdD6+tln4rnsytJggr8++I3b{D!
zyI9Gs?h6JeO<FDi3>`{ruwL9SQz!G{bxyjJCz=JJTj=W)Gunl9Kc{d!k%VY9CEBP}
zI(n<#$gk|U;lN8{$UbaHcm(jg%8Cid3)Hzvc(@Afxm@3X>V7~t_tyAEo6!LS7zmrk
z2umdSpU|-gNkQ`(@&NSp_WnQyG=oHDx>WaRM=3_a7H0LjVHR%rV<{`{U;8bLdJ;Y|
zm;^W#&(g05Tn&|R^0BTorovjwQiMK_4P`M6&CN)mqw?VU8*!ux%~=VS?R>u3SoMs_
zcWPDo0Pt4+Q7nmc1_nY((u{Pvud*|;7~rK1bbNG?qtLBX8diK^F$t3!-z-fVfJpU#
z2?`Wl)6n7<bp(mFKL<-7K*&kp$d$7%ulWvCgk$S2Qq0`aePUy<$#L>)lQ^A@W(T23
z%s>I3MsBIhw5lnWm7317u7z7+D!DM3VO#_kc4A-ImG@%3rNkyD-5pLm-02uWI|?C+
znfAf^qyl*00N)t;?jtPPO>bu=X%5f_nEfj3*`dE5exXB+C@ra+7NVeOOZ}LQY+3|G
zrbXqLJBVt;_}K^qy_MDMA!B+7f)L0_7E=HO92@(DK|PS|S%hJbH0yrD@&v@S+xne2
z=c1iuWrAlVky2b}pRqh$vXC2wXyhi>Tr*xsyvo{czL_kmdEWA|inY+4sq*vA(8|kb
zANZe*aJusshk?W+NEX6a(?@`&L0dE53<GMooST%0GGtg27MpwTAYsyJhInmeD$Tl!
zw|g%eEhA%ouAzjfvE!IOr7sMk4;*{k{!2O^#*r)a94SA@NpmtHBZv7)QtF|gqbJ=*
zMnrJ-24-etFy8f>4!jTgzgX}?S5;j?i)N<nxA}hn3DzM)4T$9Zlk+}4_k@ViBIFgD
zkv((c3jFq~IgomKntWL&W`3w5*N5J_6mFn16y!c1Hva~SIxh~Oy73l$wVH4m2|%<V
zr_Y_83A20ug!hy|S$Q{wp#)g7j0wL~wZmq!vkSxLZ4gVzCEa=@A*0;#bHg<SHh#Vx
z=D_tL<4_<@Rt>obEt_d=Gw}POLuL1J7V0UspJFK#bA2zz07&+Ju`;*uM-;HJY7hP&
zl0fkJusYBVIip!8-zrZLDA=E>{TQD>;|Ri!N2hM~q6&}U-2iaU@ZgH5XF$DuaujcG
zr{2VkNW_hQM)0s1IREHGiVLY(km(B6*A`txXo%!b(a*bp#$mLm8Sx7fA*y#F#F6rR
zO@A6G{3og=UoDJ(rvH!Cb-7_zc|nvnUMRJVpG+GnFn|x0{4x}gxm3ja1)Ma-Q!X7+
zanP0UA;S+KjU*&)B5RH&q>k#>`(_Ip>;sGbK#wRLUQr1<tC*ma!@Fhn-tD!pfy~9g
z@)_1ZYvC4H)KA-p7ic3f|7X}j&$93Gky^%seg7+2Lnr5%Ly~zM_h)z!o*U1k2H$Vo
zSYVUd*TK|>>-yUaDXUVonmtjsBCd6QnMPR8$1cXve+azfa;M10Nm(uOu+do2V*DOW
zA(GyJ%9y^0sJbe*0AvT74`@r1`4bJ<Ax(khzQjM^YD*H42i%L%NG&&epMD;wRjyjD
z#p$a>BEBZ%6(s6;!QdYAh1hSTS2VcDFV9wg4)@OM!}e?R(quyfsTYW_dHEQ>4y7z3
ze#1BZLLpSEzAg;JgmH(8Zl&%NfjjqoSiNtZ4tb}RPZOdNRYe~Uw$$iGbE2tC3^1cG
zFQmny3OoB5otcOwl;$QoJYEuu?|Znta~78l4GcxRhp;()Oj@t&=bc1rT%mN5Zx+rh
z25cf8I8e7F+f?M?e+f_GWfC3U7#4H~IS=i2OAc`2Ux~Lrz#X&8krES`U!5(24#&a^
za}#o4WWDmzI#i$)VL0u8<npKyY3K;Qv*O6Hzr~b4Ob|&|W~zdIP=nC#zIxYShBU7Z
zEzEa!-!^ztUZqCfkYIJporLUcw??(jvp3U$a{lAXxD{(DzDkefctdN@Ak`d+p#MU4
zUuQbb#YZln(v(Mz!dnl;H4(IXuH*b=_~4y7J99pVnE-Rq)H?Q4>0i)ST2yuwZ$ZJ7
zg4SxI_~dJ2!}c=>SK9pnpyq&3jU)3sbl~C)>kG)GTJ|79Z%o1zpoDd+Gl$*6N{pc%
ze1<E(kQXmEL`<)wtX3;POP{3aYO@*YKWHu6zfNLvdD2QAT6_vz1sgoQ@R_y-Npq51
z+YkCsQ3Hv|Q&YC;E4ELeZBs6s3psZf7?grCytt^Dc>~;)Y7&oOv10vYLSfGb6OJ*(
z6JH*43-IKus^#pNw*IKou8&ViVq(f>iB7~UcPnuf|3wTEK09ET0SCgD4>j2OJA3am
zJh@uyh$v*9u)xceE)0AbS*2qnUr!?*X{=T&`Pn&C+;^kEKUPSlTtj4kC~Y`gGfVgy
z82f?4OmaJmEJ;(JNIT{E^466R=nl$5kD31pmhab}L)f+@WX4Qv`&~rwHwlM6({s-v
zX<Q4C18nCv#GlXXnK7c9>=Z{4F>hEzu)^u)cXqxQNYuBo$NfG%saB9Lzp&z49c+#)
z--)!fSl1{oNT5)rHp4_mJ9@1=L7+7Qqqhk6@ja|qVEDW;l*9n6j|Kd@2k64}^%IDl
z`|_lydQ8>hDThW75>T=^oK=(FLs7(yncVWgUw+_v%+_M6JW+%PQHJ#)<&5`FlH%a@
z#c7=S06X}X<L1X(PyR+CQUuR}Bs=#Rl3vCm0gdu|7O1XL1i>eka}@_rI|hhmA}}4q
zKR8{B5B&L7=VT;P-bH+0+B}*TxZV_sb(iDExaA;(h}yj{m2-srq0J3)9#EIoS4D5|
zp{zZd-c}S^=)9eemdXCR5wbtW9YpLC%%zrMEb%oG83CxzS=l+CRUFnDjKhNy&^w=a
zcHDa}%q-Ez#E`$fX7V#T*nyr|(x8ck9Rn#A;zS$X^LyFvA7D&Vs0-^SR^gW%4gDd0
zU2ECn)#z~OPcJTH<h~lXY?;M>e{pYHjZx%T_<jm`0q%$q@}Vl+h_PDloFXH%4=ObJ
zEnMO8NK-7n56RpUzMUK{C@7&HvJzryujJhO9DoC{>)xH<Qz;v-oZ32&QY1w|`|LfE
zxM%p(NW1b1gW&e_Z9VRlKT`>sF_eVi_>i2|hZ`wCs|+<jhqzo}^G!Mbod*bREdz93
zQ=OA7bSas8QwV`*BkK~)&5T32BDGqG2W|RT_|Te$+ymc(`>1O;Pp4f~Z3PRyyy7^2
zX*2aw?d~kIC!s?U3iL>Q4v;f+G>*AruZ?@iS`%1-1n8>cy?<?NTqMvkm9Iw#_BT>U
zctin_BkOKWAg?`Jo!pIdJ_^uw{C<I-ve4)h`Kh|2q8$Z(ijN$+mO%L4B6PTGYuH-j
zXH!n0*Si61ov{7gdC^LwK2PS6`@l`lRN&+FxR*-1zkXr5Ym5%<iw1qa2`ynm@1Cx~
z3LsyHD^GK-SVgtU*SG7_sOq;Zh_Ag`0I4^Q{*<6fPwpcWuj3iF)Pn;7r8!xL5#DPG
zSRf>VoK9@)wS}^MYVt(*9q_&9p9shLE7ST{$NMEm!8}z8kJFo-8~TFaV-@aGgSY(2
zNGxq>vm`<nRH+`}V-XNj(I+$9_`wJI0o;fDoczM83O>Lz1Bw$MNftHIG)l>@B!+nB
z^>ut;ie_e4WapoF<W~8XV>4h}dCeS2@!Xy~mj?C|m6d8xRbw?ie;RSO%1ZI|)t6bJ
zSZ2Z>41aj~eFHz_Lg9zs8LJig7WHpSHq`3v(wx(9tS+IWrXdM7U?19iwizCVaq)_h
zz7UM+)U(TD<qiXt4&b|GWv2ePQ_?RXC5A&-UkRIXL(A$5W$&)kJLmn}Z?xZk;~eS*
z!V_IlHBH~+dQN#~>+*sVzz)6iuy7jitY^9hlNoihS)M|3f$E%#=DjYWbK#D@@gi`z
z9j%oj9!>mYwX740{ZIxV8D&<u#KequM1+J$FB38tHy$4y(z+*woQD5zaT`ov`q_UA
z{9L*uHU-b+DL&CA5AS4)HR^*LcTLrBCs<Ufcl{erBUxKdO1DEn&d18Vb<@Dt!*4}N
zFc4GN0}1fizdB$-kD}=K3mL#VEMF|_Pm#K<G3DrEwB~xb=X~zpi_rC|rN**W>PWUY
z&|QQzK(j$7(`cZ-^5V0nBV4qLe14fYck%N_MLE9y-u&Yi-nzwyEF4M*cOGm3nqZCk
zZ6rr@a?9hC`ctO=TdjxuGF4uU17TtsI`KUTt+HjBIx@p;(j1w{x=0k`bneFrrX-;$
zQt17UM8sT$4o}-j@i89@wLnh;vf$k%C^opn!sf0Rz@mj9&ka3Wn)g+bZ5yIE|MA<s
z+EslL+zETFAM1eWbaZae7;0CO)m@(AX&!ctblg>`kA|r>SNGEwMcqp`;zb$gB)*T|
z`-5~3aUT8wzj;A5Vntkb#I)3>U!+wu)Q;0X>Gr%1KYJsx^ZkSi0oP3or_;pnU>2qL
zFWG@g;Rb|h4p<r9w+DO1W)=YM?T5~4S~TN+>AXh>z>Ex|q)#^A+r8(Snn8MuX|eaS
z6*hCbK|Uz619c4Bfi7*XCPOxc8B~!HVDdrH*m(>ickFLrR>Cx@G0^YR4;Ww;)49ix
zX`<$us;&((_~P5@qs}TU=Z#Eht|P-C?QPA<D`zHA5@$f<*$f>wH1Fvd*nEttvdGQq
z3<CJWa}gQ`Au645fS7320VUoo#kZXB)6TMRG7Vh7g@h(lzN$;nJohB1=TdEOk4SO8
zwQHP*wane7ajXJ*+mmm*QAq*-uYPZS62Iga({1?SEJhHgZ<y>4X+#ql<|kwcLnFgn
z%gLKCs0W8ye{OhuIM=H~3{{AtC*!SxnHGSpbw65|Bf@~IZ-$<*g%?kbjgMyG&gfie
zXQP_cxvX26Gh#Z$^1^{01HB6f>xT2C+5ou_s1L`Nh^`6g`LdHn*POQX3lXJwWtohL
z{7rI01~MZl0k%G8QqypCuC)_P`$`N#j%VaqIU0aXIq8QJJXsMa-0DlsGYvR)T3<0;
zfdjj~>%0XtoDjORH+JC+PS=w1>5Im?V>n~G*NKG`EJ>fia2RIb|7ki`f|I#Hn34c+
zsA(K`apV|%8HHrqm-tW*qz&)6Xja(r6EXC+N1^Wby%wL&|E;@(gqZH1`LQwh6~1Ww
z=*kIAp%jkOm@I(u$#)uVM@6KqM2t3?Aocw%@$bYqRaEXx?;InJ=s1l(vmKOvq!B8>
z>|TP}=74~`R+_)ov%(~fW|9REZ4kbSr40HG1D+F5quf!_>mIOC2~q5eu>}IZG71Vs
z<T!NeRY<79QGlq<_n+%ixORLk6%E|~u!ueq3;Tp+s{M6H>BYn1O|=;8IuXI%i_y@Y
zJfwW=itbvX9WaIujO0wsYc_atIaiNz`gi=Ky$Qne*lLctj<G`&lVHOGddT<-bc7W4
zMn(G=tO_MW$gEW$jk51)*i)?5bMU%#sdV!YuXbFSW|93wNVSiuUu6=?xQFuOzYDYv
z<N$)l)L*nCT014jl||eeCccP5?<z6+UEe;T_3(jurvL@SjAHEQb%d?4b*=Ygei0pU
zHFS*rNqPQ5rO>u-4H+Ge)l=&BV0;$6WwqbyORPP<vvot^ym%W_{up|UM*GTG`D7O0
zJfHYX`#?L?tUE)w7sD{};{>iRI}pqdk+C>`Mzk~6@peu9Exi5xV5{+K_)cWkBR_n-
zMHy7|@xMlPcgdu<;VuI+a*Tz6uWM;BN;(!*L-EODZfR!LB=?Fn8#(KoN#2|j&aH<A
zHa>4A_)-=T{}Uuf=)7Fn#bKACa1BqMcO{7qS(T6Zl))f|cI*<b{M1~Lz1k3K*EJ~1
zuX2$<;$bMOi3&j8ttZhFknOy=K|w0)Pjv)nGYe_nN3|<_`XRG;!tqh-9#$H~-Cf8w
z1Mb&3v~~mx088+?pIF2#_te9_8$>|AgE5_Fb_eRq$H$x_Td!N|xFck<<RY_O^%G#;
z8yC69f{NY%!4DW4m=~0TL5Zq>Z+Q>#AofRhEN_tDJ5Z|o8~_jEDqvEVUmmIpPCk7M
zK&>dQ(g-p|UVlR&id=U00;R`hORt?5XD|=6nc5z&3-3kJBte-^0h}ZJ^KAHpSAxa)
zBB?cg;w>=2zKD*hatmg!F)A}3IlJ}J!d|H$S-RO=Ib<{^Y3F(a=Muz{w_EapWx@oE
z#sTb40=$)QFh=OoeToW*A!TY_ZxkKfWLZE)139BoyB38%LH}{R&rXOm?pgIarNN9<
z)YQ~miWH8_C$uWv`|96v;<@zlGyEe}-9*=(7qHwdh{Sr21h2W2FEFFv)Jr2w-Rl}P
zxwF&tkGZX-`79QVke8N>oGB@bD~A`bBM)k%Wcz!=FKcI)f#()X@jbeGu}-B5tFWnt
z2;AxAn<MI=xrP-t?o=?x?xcSCdWwos&<%Ik8M&il=<TxcFgE8Y1e^<rjxbf~0`d+{
ztx*$;!9)RAgkSd<d5LpJ)n~}OxHt&8aYN83WUv7Uu-*@dwU@__;%y74pb&jxP#D&G
zCkMFR==z-x!|r7v?nXL=x`XLe3z`lvfDW5rL58~>d~wa=A7A1Q4<+g63}B<Gm>*lv
z`=H0>Qr*XFw)n0tjX+W>U=JV9Kh-&&3A_BptUI_b>OW5wy{rA{9rTO*)V$nBeH7|;
zUxuxMOLaB!T+gXBb67W)Qy+j>$B(%bmc#&tG4&z3SQC^0eUo(I7+Y8mY%l?a`GyX7
z4O@rY=qvC)F?&UNH(g~^nl^^iRG@tnnIWDha&OBBt%M#HQpGTtMKo;lXBdl^O<?2`
zO-ss*KB$p2+Q08ty&wI=kMMo;y%8&Y=mRCBZV5`)&)Y_$5#VL}Jtb{h=IpyFT)T|k
zDT#O)RXpyyeB>_8=4l6X*+-qgdMeu9EI8}zyA=v>fcDL0C;&X^7s&8<n$SXs)V`4c
z%8dqLng^Tr96u*6S=D;l6N=;$j13Jmx1yA1rHS3^mBB<Bd)n()q32Iaybecm44JW6
zq~HWUIhRHsk-)IpJ>UXBEE7DKQ$l-ZcH$1yiooz~tQ!m!KhQ3R+x~#`XGc_9UfQII
zh8I^?_G`iDma*yo>b@ekWUk4(MDfPO2icUmUtlo|;hq$oa~BcF7VSUx=P7<`WQ6Qk
zM=j8xS(h*v`aha=GU15lJ~a3@s{Q^fXwr5$tNo(spP;P~^MvZ*;o&v0@WLNTL;@pp
z6F<(kk3NBPRIU-GCV+1@Rfg`+aTq~0@ml0U(q#XhVQkD}891?<f4V6mrwKpE2!X*f
z<V?LZCx1hCK*~u0ZtP()JNk8EJ(p*%tOUH)(Wz;l810`dm(4wJJ?18&rA0lIuz_LT
zi-FbD)92WR!c$lIEg9Hu9=lN4=#^g|wuuR65NpWST~Q<26nv4TW%b&8qTNx53dQch
z2~t3mtGuv#g`F+5fU_T^AgzLzyE$g<{R9$)<ck){NRx+gAOWZT#?G)@;_fHs&osD>
z#(ooCbf@#skm@UFAKm}vNI}4RJ!5T~=_!r3FyB1yFx-4t9*<~wB9@=JAD{w67WuIV
zo1~%$3C$fgha?#e4ihtFImn|sF$fMx4*MK(=AEQSaBwRm9zsLJfvYLuQCR(~&T_Cy
z$>GW757e+%qG*WLU@c-hZ=TfCma?-hKntWQSYKMLG9TGX*Hh(>$?)3S)nzC9_iC^E
z>e4eFPR0)&NidMTm;+iExBb#brVU&O)L(#EIMMt9S2hy%l^{H$7qN_Bw+d^w+_5nb
z421e^nux%#kigF>a$e`^178;eFi={``=K|S?)1%W5Yu@5N;zItK_#x5gYn0`hP!mb
z105k&V4enU?RFy`)rzAw-%q0^UA6#TBbK%Om9W=z?BDuK|3OXDu&WGDmHboBe&Msm
z+DlqTiLwt{@vRf~IVYd}zRP)b_c!=2@<W3X-?x{1PkyaTKX*?B=S6k0Vys0$RHUNq
z%1-LtvKR<PJaF1Tk{L4#r`sbnA~(Ld?JD1oUE{q7WT>d$vuf&1zyhwxP-RpO3}T1-
z#V<FH_Lvz#(F9n|2LHv3Y6Weh2k&cI0s55FMqr4_xNpUzXHWwcm>^4|{qZrN&pa&;
zXpy&wZ;>w9;CRau`gdNa{IFTth9(E-u6b+VP-HmgU15vJpoQaHKgdhDzF_+~G=UJ@
zz<JpEOQXRU%winEntTfObci;`rDYP$WbUS2t|&8>$dduZu0$|Ye{rv?IL|@3D0RC%
zq5O{$2R#3K7%vK7IHao+V32_bPR7Pq>L=ijt$Z3SF`_cFbe}-%`T{p(2glt6`?Ici
zkn-xlsWsMJ^r6&Wn~9gdOH-L{OEAXm<Dny-3@@cdLMd|H7OR=g@G}_>?D%mfP8&!<
zGS!0ARe54ATKNRbS!v%0OqW&P_FZttWQgi`+QRzSW8I7zlHH2zHHH8?4n(0^fGuLG
z{omV36Of&25uqt%P^sYNWD29N<$)>^@rDXs>FF^w_ddqN4*Ko`^z;P@7~>%#y8G17
zg@=62GN=0i`rMY7N<6O*(N@wrFgrB%xFxqlG#CK-NsJ;?za1a;&dPk@_b8F@w8$Z9
zCj3DRhAVmOq}QF47)7%Lb9SRdPjp8MFdI&mTc@Swj>;0cz20)Ttz4x5bfpj=X-sgW
zkGK36)j5BkRrSyAuKbP?9wi5c^PqjQ6)ocRKM1ag3Cs&9q+Zyw0hDXQ{+rgBD#wOL
zUrDa8LvHamub@Y+>45jqLcJychWt!>d0<$^<}oK7va+SQP*P|l%F-m<Av%oeDlnz4
zA1E1`6A;B(U+g8)6g(G^lz`6Rx#9lKk-5z}Vnz=9Xh(x(cy8sM-ax<(b1&e7CdshH
z^6aDh76!m_#lhr*DJgsnQ*i&ut|a&&0SAkTw*2Ilq`i!$Cj}`*!D3CjPLgh#HYF56
z`J>ueFvW)3{v_aM)>{;SSpvPHO%d2bl=YA;xnCv5{fprNIp+Qu3CBWFV+e<D;N0MQ
z#gvaqABFJW^l$`)7mxXp={CbC<XR-tHkv*I+Q6fhGxGwgjn1k=r_P#oZP1i*81mtI
z3xN8E^C3y9ey72E_+{s&jm|!zKpcZM%n~MQZ)4s#`}rxTDuGoILM-{S>F~d{F6cN|
zea`B>jJews!&r6aDyW}Ebul=CckyfQ^CC8|V%lHw7+z@1X2eY?K>_Zic2q11FQ13Q
z8a+J^whX_<8^T*cJ`9Wc4D9LwMjSwm;M?57)#WAPBq&rtR2F`=wgf?=pb_gSpKn-m
zby;-XEfu5#Gb&QY{LolsD20e|^)lEHt;`kT+pzqtW3f!FqOVh`_FzCa>1!PmyD)A%
z9;p~GSwVOJ^<1Z>eiM)Wo&O{jai-8$G-~EY-Tv}C1>CXLqpC*!TjFVp4GGg@Pc~24
zN8S*Wory0^IPTeW<M;RPH8i2TQ$$F3Mcjt?3%W_|&AGXeSiVkj=aZ{r5}r@9K@}q5
z@M4``lw*-U<N}0BtveEsku2XJI3s`ogyPAGpTAF~4@0oeRI`DgcssYuG?JfGv2ZPg
zJ3capBob{ISv2*M%}FOAfu*ho;Nt{^Scpq*^^UX;-f!wI212V+LdM?wKGabJtf}tZ
ziX(9(c)hNYCaP~`GB{06eFM|yMTT>on3j6^M1kgGRY&wYsO`|;PTw-yJAcq^YF5-Z
zA(bp2;-NZUpgQc`fL6D?BJF>*294It@MxBx?6b<*9iG@EfUW%Nsc8zcn1zMq6ecpE
zYIRJ`xtVk#0R!DgW$44=%lfJAiT$&J#s<?y3FVs$2OIlq?Jykjd6!p1nT*8Yb%74P
z?`1nHL7@Tt?C06620hWgyl{3}N5^>oU3Cg83+l3lt-K9ztQIVdnn&|6d4E&~^vRid
zNbWT>?7#axBU#qmAC%~pX#9k;VVRphilh<pRN*d#C$)y})LE{363gqfRydRk=1@F(
z0>?W!_6xcMor0I&0&nEbn{Fi2(};%Ak;8C(i5_1Yi%$~G>&gps78mWB{AN6vEyK<p
zp*0d0XypPx+S!ayu`#G39d^I8aS%L@0^jAW{!lg}5GDtyIH7+4yx_(kpPtSl)E`|E
zvHtrq+I-WR#tY*g2p%?!h$HJLtC;w4VC92g09u7!h?m~+RkbG`Xp&FggHgULdye)h
zb;4F0BWGwi?P{%K2vRIOuriE&upUxGaDyX5stit~$`{ucy|7On(I&7GP+ZOc(k#M@
z7;Yg!K|@r<&Vr>g+-?9N`zo}C*IJ>sBiHFJ@dSze1=F1_+ryT!<;Su|F?j3Bc<54#
z9RPfhD-Vl7SNcZA58X`nCForKeSas1M!O)a&cvjwFfEPmx3C&HWo501u<3%l(%FHC
zhttu=$JYQuFh#L;-l$-B^9hhnkH77__cp`<qeTY8FTgvX$1eRkmG@>L9dRP>LmP`2
zkCZz-m(Q#NCfG|Jsh3;k0vg2_<7f=j5Dq6k#pV^LKR#;kLRqvCiWVPrEPgBoC*N71
zL#afkyzo7`A{Y(nKQ*3we8uWlL2aY$s?gYwIK50wdud*pNTks(ROu0`17O`)&UK5L
zEx#!N16~)~{oY5z+%?C1{)nHPMXUbYwYf}Q`&;C;_P3H(uykyYEBW@}XBq~@v3F7r
ztoCJT4~87S>%J7dzJbs4Vg>!5@1p$O8VpS6vYAt}NBC_uuiqdN*Cs?9R7))PsPpNC
zkSEQB%LCBg7^-SHarSBSe{z^HB76ac+cO1$i2KzT>K;zO@=kC%EoqJ<B_&p;_4~2v
zM-A%_IH1c;elS&DKrpg2hMqIdAPS^^XM;qG2vHAA@DwHCB8sPqhEu1-49D?V&IeeR
z`A(u=UFzPZf&m^u(VX&2l2DwF>`%Wg2<ANN)hGh#2d9~Blb>#)Hc_5yRXb068qjgB
zYThf=Q{9s}yDg9ag~#d~lS-P_Q2_1qGiI>s6hIZxZc1GL6*K|~aAJ59F5U|qaD{n2
z_0Xg4>vyoe;NZEHDCK<{&cT`7>inXl(saM=Q>T{*yL+XbrEazQ43S2j(#%F`05OiG
zFL6v#B`3I7wt)wuFa<vC15=kOHJ)5+UYnk~XdskEEMh|909so?zO!YL#SwWjEByq<
z0mh@aG4aQ^m^5$eIS(Z^u1TkH6W@Vc*V3#DB^^jp`ayJdC|8OAlm{JwpAfw!|0J-n
z3zPO`T`RJCz>54dqv5HB#sf$!X>pP1ER@Z-(qXWFz<zpw2A0qm7d>00rdQ|Pwe=X&
zr%}3eO)@^r_9xGc;4i-~eJVutr9oK#wc?vCn1iN}XPAJb`Wc1wpcU7vX^YtLxT-?J
znt#stI(~4ZBo=*~B?eNQ<T-v`^FC`DxC$0+BEP48#}@s5{c@^&`SdNSmA;NgDHx|*
zICY=)Z&m9d2hC!W(R@gW_A&FbKKY@RMLhTdn3UN(;x?7?j>Z|~93umW_{%@rKj8NG
zt(010jT5{r{x3LOF_pJ`WbF%0tQY1nE=Y~$Cap>G=8=*BtI=3~{7y~nQ|;dz(XyID
zMGH2+DF9NZ#IFX$+u~{bOgMTln<*ot8<<H5evTosT)goU#XuyTwrXwN)B_U&-h(mq
z$sVoTwm(CB?yk2ybpPbK198E5XrMzt3hAm8<f9hZbm3tVt1kuFp7mWA8gF?WC_$?;
z+iy-C&)0~;@1|>2dzTO+pZG1{!o58-B~_+W2NXRZiaP9kUjY;ima{^{B}bjugCjJx
zAN6mfyW~HViGnduqhM$ck<wy};=L}TAZ9)@)GLyP_mea$N2b<fjT3p$VCebT{OkCx
zRtvf;uVYzW{sjT=neJ}sDH8}k7kKD@0E2Xy1acJVbLVfw#CKNXe42DjtVR8LxWD?J
zuR)a{Bg?nu8I{u?2K6uN!KNTiyz5x({XX}Q(E+d-RI`%IJ;Mk*iDul`>Y!F3dZG=4
ze!#v_wHNT~P7zEhJ*ITfe0%!jebrI>1nF4;j6o+zy#9v^7Bo0Uo4*RYuQ`fe5HA93
zJEqPELXO7-1e#s#5ReBr)O-79UIE#h@wu38Qz~7Rck}%hwUT>~WP%I1UIJ&(@dMXF
zK!phIZ7GH(JFQt?g@lGw$MSfUc}!B?i}WQcyP#oGyD%{(tDP!e)3grH*;OX*{MH6d
zMG@;8_(4zo=6WcwM*=em9vIEG+PQzG+`jN6`%7fPed(_v<S-%CdYl1#`P1M(zEdEz
z*xox}$NNvN7%Nu1WejALxNW0==BheJV?8Y6|L%ySk1e*dKA=;<ss_fxN3;AUP6Zep
zyF5QD0^U~#)*cWBFNZ%JTv|8%T+<xuUZzIRnqO6l<M(i}$#q+{3bSI{f8a?0bq%KE
zYCa*Q9Ml97Q@S&Uj%JD!FzY)CbiCMkuOEj6?|}gqkRzX^N^dWJ$>QjBKH1l(j+J(e
z{(Ex&O#1UR|4arK5q5ge>H#DRPdPZr%r}f|CYmS%gp2QiZ}SyUaK5iOYmb_0kiB|i
z-7uZ>$U~TxR{Q62e@#BN?5SY}n|7GU!!0(C-NL))A4J>Vqp<;#^ySTs$eR7%N|-t%
zvnUv@?haYRpb)0gvGROa94`a8s>B@ot)ev-DIf~u3^Clq(|-YLH^ZnkyEBj^LNeX*
z`-wBGJwPH~`b?89FXm3+U0$tb=q%tXNVo!Oy5(b7H*2Rq9fjU&20VapZGi6@3UWSR
zRt9m){WXKn{grv+aUTPiJtQoAvs-~k@@Lp5#TXdO=-ykgr!uZ3;JKZt{;6z5X1D!d
z_YV?~<_#Bu{b{kNQZK=qs78O`#RFzcoT{2vD<^F)$`4bO5hQyJr#0!>zKWA~Rin^e
zcz2?XufKMW<}}G*^GN=x*I+!BFS|KiP6?UGGCi&NMYm2BIRV&&gY8{hl3)rju!)Ji
z7SH9AnPnw2<KpFC)o|d_(a~M+!^|W8Po2+yhs_jN@j_j`)}$0{I7N-)I967MYOFeb
z_KlrmM5Jf6%@y4ng_&oljsE^nJe#J}MIgV@8-;ar(dO5!hwR``cLa$>`LaT9xy|0r
zJB*vjpwiDJl^zMjuDYAc==utUBSy1M`}|UzPF&mKUsQ{7)V4py;Fw1&tdA>+bWWF>
zsMOf%P0!58_HQnF9thon86RVNWWKj--@dJ_)%<z9)S7Osr&nq)Uo6?$QQ3s24UpM2
zzI$O#hSgD7DcNV@6pJf}1#g^s>mB0a;Mr$#0wqtR=bU}IxwI}o!1rJpno}4FWa&Hm
zEO*&hVk#8kiK(Bz{<uj+86sfH1K#?a7wO!PA=HqOC${tTLiP_mJw1p+&(03rdS(<T
z&9{BC%m3QJ|My>NlMZl6!W&^Aij?KMn1F8$CSq=z>?DLupYl1(48B9p_eCJq3;Bs6
zU=*7U&48#;G!iGdb5!PZ3d13v_G5=ih=%Mz$M;q7gr4p{w?6-?-jfuR=IE{9&v}o2
ze$v?V=@K@RBN@cQ1uIlA0@@Q9|IwW(d1^BN6aYu=_GIfEQaDXjazI{gNYtaK=5MFG
z33zyJm0Bf;i&|^wd)El6fz&eTU8I~jV<e5v*mhq9{cGoD6SH5*p+J(TtUXoyBsu1M
zs@0LNQAFqZw7wqE!0P{YjO=BbtDj@7_f7R_X<%T_8}UE)<9ed-<D;nRK<nji9*Ol(
zEKGdwnPPc(S<RRkG=ie1B;@>0R>VeuOcuhYYXs<#z+6)`@S4X5T!WD-f0PdF@Td_<
zDyphj=lk;vdUo^mRm|NG03ta03T2th8PlfGnOz+1ISusuAo%w43S0)Y=Upr-+f1hq
zMl8PoAl(wox;>N|M!2+-qXA61FH`rJ>hF@{nSd-UX-8OG95R~3s~6*Ys|6b(I&n-G
zW2luzr(T^SyprG%9GEh5IBgQ$HdW*Gfcab68Y1JGc3mserb45`r=ttJ6fBJVVF119
zK0PP{^p^&<g5gFjBpvH(s4qN$lkfJzn8xy|5jS}#9`nXRxvVn3nX$tM<OXBz*%2hL
zd7ToHlCsdsn3u$?hEQD*gn>hu0(r9W)YC1#Eo!`$Lm7P6L`=VLAVqyC;LKgh!%5q$
zEm?r>&BlFLYgXYiQZ^2IdS>`QpP#{tuF~>XX7EAqhd(LbmYZ3bZ#^K!mRD4%8n<zL
zAi&)=*!~Tqz`qH-+iKJFDoSzLn_UjV*N-V43JwmI=aZBa9!+A>F`h0n8nbb6`J(h^
zdovA@NIZha7H7L3W-Y>Uw{3nBk5Ah66Uk<@NEn4Nm4dAcQa*z8c^n7uidL8X2-~&E
z!C(at1E@_(l%4cH9XtdJqo&U@JkKFLX|u1|#lkGeOu$p3D{KHf`FNCO@9&TMS=M>I
z{yaIRGTJv&t+$`%jBkIkn*J(|i7)NyfL~7Gd5S}_UCv)Y$LC6k3u$-tTuxx^Ve=!b
z?D<3*nGeo5n$}AkI>}vJ6O0b1&z>JH^=60tHAR6+E*)SxvjQ>OG%hpc;Lyv})T?EX
zk;pIV<<ZBKs>*XnbdFuEh^Z_-anWS269S~=6tE1?V-Nii;)20N<6plvRKB|hk}g$4
zPM|jff|)X~6vNdD{0$e{s0tCD(J^g&SaqbM(@UfB5Ik25y$Q<*JHW7j>Hbb!0p#0l
zuBd<RC%dfi)@`;@RiasV7}c4v<sGn>kh81c4ND{Cn;Zn04*bLm`ta08mC78Csc6CK
z7;N_)5Oh+J9AWa0=12B5-4}DrGA3I2K&}9q9;owA+|^B@LwnTzm6)jIarDwSnj;g;
z)!^oj<>4gcv1(XA%@*`>82B|zluv=Qk@wb*6LGBeUH8JcaDEjAP|=`*yoTf=E<^#>
z>2Dh;R(5B01e;_hv57VG(U|wQ^9aQo33gy;6%!l1IRZlHU5BTawr=tWlA(pF|0x|(
z#3!XBMFK%}|J!UJvr`?C9|Nt&^^<iYBj}=5)$FA-{vCYGR1D?<nm^YgzFJW5{Oiv|
z44QNN&a|`%#~)fP1M@RGMeC%=z^L4x3decqGN#oM@@F9P??;8Yq*1;q9I*D~@YxxI
zbM1`5y}#Z^z)Xeu?|++=6<>P5tc<(jhNYsu{Kw1!o(9V(ZrqzKz^#o2En78rUzziR
za%+H1(z02Vm2l>1PXF88leGrIPfwPF(#tqNAtg(GvlCM_2E$P;k$B?+1iU->A`+%P
zwFy~&Rwaem!)l*0RqccwVdDod_sIDN%}VX#*!zE}H}znDFP^x#7q}|m=7JFrqgvS^
ztIs8_Au~6BAE}L?0VOZL-T!>|Vl;;w40hsWmdH2w7tHnkA7AKD@PB-a?EI@F>0t~p
z+<=U~s9HcP|7XVit<?z-{;kz<(*2*;(M%Ff1k!oJ9Mmna0fX8AIS}$k5q0JMOn-)4
zY_s71q`u&Ou?zg?e84%!&Hz-^pYIQT4ggKdpZ6I2G<Es+Jb+JC{7XW?r&3A&Q$qnC
z>e>DG)c*har;@Js{pvzPL&fy<Nr8LIC`^q$@w8O6Xu?&akl?pxo8Zqxy8nk?P6Wv*
zDFh($+*vE<GpS7D<K=Db>qGvy-IvHP7KDoOe-5qwjq`)p!T2J=0|Q~VCqI9R@2;i=
z$4D<_ycT^L5>RFp9eh=0`@gA~{_8~kCvi&d`}d^(zqnh)r~l(df{|PQU*F^6%8-yp
z3faOW;_p%YOG{Z8fyDr2OUcZP`u^rXL?MG0Gx7;nKuHM`F){H-t|W@r_0}gDC8dqS
z&Hq*0m4`#!wSOrpk`_y;P(4(ZQOMB3C?T?C%Pz8qY>jP*gtC<h$(r5BR)#TV2I(PN
z*0Gzhlx;A!vCsIOd7l3J{r6tid%fR(=3LjD>&#j1<#XTPGoQN|PDWh98wtodvhefs
z4-5<l3k$PMHpMj+>gUTt*e9miQ<hd%;z_M@{iUVU#Sg^*vN<X0FTw{aoREYX$G-UZ
z_@%}(?&=vb&!0bk=H+#l(pS7ZmEt~E<6`g7Ut+->Sj=Pb9nOLZ8Xq4&r5Gsh++V^a
zE-sG2VzU5f{s46s<lx|t|I6QVeclAbgY0N$Vmu*^jh)?QuD4KKTYKumsWJB^@Ynf^
zva&p}v9aCLT6+w-$5`FI*o5>(5ji=&+T9gS(FY%1h-!U=ebQCmiR!r6-GM0}I?s>R
z@Vnz_e0T2L8T<9?FMJiT$e0_%6Sp8%gtkvtUftWL6jK<_&Mg=Xz99Gf+%w%?Z4wH$
z20S+1KFi9)3Mc)XygUsn!S3$vPK<}`JPB{cv8zj4Sz3ars<MBCx*ru15-OAg#87&A
zdfjokhDAn?$Ld1P^4&gZwZaE6zl@K2Ep?J#%CZ-p)FyXTj8w#o%x5DyN14SXWnKCn
zNFik46H)$T0wNcA2$Y)q*pV#b@KYE9Il8sAwY`{Sq5xk^U2B*PG7#hClQjLyf?RHU
z5DTYTw&P{onN{&rqfecWc`5H9tX=sU$uZGX<eL^Pcv~QfU#brdZIAVpJOWrWK0Xj8
z@E>Gj8(*94>E5_@JW$?uDRWKgbfbHdQ%~OGzRxDz_c8yU_o~pp$!@AG*_TE%raF<U
zz4F)SF{ohk?^NDvTdD;nU-P^#C>I)BkdQb64jRdtdq(alZ2D)K!Y%koK>FDNsKWf~
z4+;h9mf5#|45jp!GUY4M_zE{l5Rit|jtx3wNXmOnJ$Svoxw#o?RBU>GQpUOWGM?6v
z3aAiDg~i1w>FXK63=;u<cXw(i4tEQ`7V`wKXdoN!;KIMx(&mVhpSqB0f*^JKvNcJ{
z>&Ovx8ylODhzPY1JRVUGRG(T+Um9=lpXDDVhjX3D>3^4zVHILpJoOl*I<Y#^+Nybj
z0d@-Fk+K;(H8mwVT4~#KG*<I^%a0##3GT0L_r@cHoQM9VOvXS-Z-;i)W*e?udrOWr
zt8z<lgTvuck#F8~R|v^J%d8t3!qyRq=rKS)bhgx4kbikg$#qC}7Oxc@<=Y-fhcAva
zmv{DH%yGWunQ$tJ4X}$zE&FAprCD5k{O!PO5QD*BtFEp-n_Y9&|DGYZ;L#vTP>F=z
zyQZz6ps>Aol=mX*Gn=Q{sq*!cS(lQNle^_XY0~>vE2mB|Nw>IqIHhpHc)9O~&q)UY
zrkBJ<3Ml{E1vhT{3G_I}mRz8hy+dMRL(QsSaGFFC)N8%pD%h#<UhcyLjMjl8to!%p
z4#x>8l~gHyL`Kk`2d;Ig<qp?^Ql}5C?t&_=ogPx{I)1@D8w<lpA$t2`(UD|%2n5oN
zfG-T?A_=EurT}rC%!Q7Ew@Bng$&j2qcPhyiRk9}^8@%~DvP}Z%o%dIv(}qOrnJb^~
zNG9bq7_w_3A&s&|DK1a68v43Tp;yd$%2JY26Yt+omRXIjKT)pqqNR|>G=3|h^<f*?
zl1lsC^gENz(y>uQp0>3;+p+O%)1NSzO5LFQS(#fGytlNmwWX61IzK9S<qenHMx;R9
zEf<zqmXtuL)-PY4(u&jNJuXOT)fM_g8HXmldpEwZ7#8baLq7uuH*U@Dgl-qZp3HQ9
z>f<kmAl5I5hzu^M|1OGTIK&PKs+*dcW-pKs%s@GUUH&Ng6X0>F8ZAMgCeY5AS`9Z@
zQb{~(%i6oWn6vduKW|boD=VH9&PiIhvUfsaB9`CMw?6c?z?*WfY3-xRu(k{(GM}gS
zz9Qreni+N`D{7ZitSbhAR9X_}baIjNfD)t^!PuJaqiQuZp1JzcT9@q1rdEnyH>G@v
zoSEy&j-VCxP4DbbYu)K8l%tHU3wOa9M?mRLd0D-j+QVHg!8jNV5Vpxf6nn_A@d^;k
zSZL&JD`Hju&4~S-vRw8<XcuGGJ-uEvYo0@=uS1fKUsT<tJYcUND0oc`bc&><QYO@^
zcpp5faC~>YS#?c^Pg+LC_2JU|;8(w`{r13I&=|${XLJ;|auDaSvgY??aZ=r|7pbXd
zIiHXb8>44GvMhx|-bv1JBhsbJF`eOJ&fC>|<ciHLN@?xTk_cPTb*Ge9b2AU$YT<;H
z?~;B^<yBtve@-R2l2Zi2a_896YUsdmRXXO6OS1^{T+dSsSYtpzCdx94{c`TXJ1Y7!
z-u0-bT_YprweU;59GsjBHusUTygUmed=0{yM(OXMT5#q9B0C~4FE3z;jRzM*le51R
z2JbGbrJViT_Rb;QuMzFk(|DWKtB>Zq9VuuL*aDEnC@>iomX_&hj^Yib`&<%klLDyt
zlAN5dhKaAY1J(z6?b)Ue8SJRp4O#_l<=Vvsfzr`#&G8~~Xp_@Rg@uLBm9q8*FMta^
zC0Hz$B&X$O#D}}w$sP>oY&r>5uEUkhO_$}x&PoY?X=%|&N=tLC$_UzaiqF0ve3c_i
z#l$38Q%A=*-=34<i&q_wyYA9AP_Fy-F@2kss2rb~`czp+Md{3AQ1N?xTj#^okR&CT
z_e$P|B->FONxemVcd3EfbqBamiDMBn_Qsl8S~2G`B7}klzHnDyvO5wzCL60Ss>Ket
zZfZuks>KPS$IjS!F$5zR^qrcpume?gt$dto1_lNL(=pQO?$}vTabDH6BWL8=G|GG=
z-0(D`jdmz`U;&in9<HS^M7eh2SnCQ^iLY&&V$t`64YzNtb>0o4J``Sd;|_aaRBL#n
zRCol`ex4Kb`*pk)et1uJD{k9FEX8;*ON`5C>O$5faq-r3ih%>{kn!H?0z6}zG8(e~
zphV}387JUQ78cYSl5jik&mRodQ>E5YYxhXf1(TDLqbS272^eZ#PBNUZ+<3;wrc|Pv
zjgxN^U-aq3$&<EpcqwLrgOYN~x{gJ>-pH>|dJH}D94DB=)MS*ZcCSpLw11|eq=8Gl
zDb;I^tJJbTGFmXZ&dCjc3O*IxjK3_(6oFq2qMo>*8}RZb71tx0>-=Sk3p!Fq;Ss?;
zGJJs@=Rk!w`*L!EG~e@p<%z$aSh9t&a^C3DufCe4mi)=mB)dPqwB-ADm7S6?*4=Cp
z5%>#qW~j8v7&pRx=9@uOj}JfZEdisv4q?OC2kEy4lMqK%1CmXHK0hk|<~mf-jN<0G
zY$)}JP3zuXcr8vjN{POvk5tx^j2Da4vgRqU8qa>Ez|}kte58dHYMbNT@l$NtwwABo
zhTC0!#Q=v?Vd!}PDXsAYpo$=>#>`9(w(tm)O&#xQS;kX8>oZH^yX)<Ut-c(Yxk3)V
zyIXPU(z{Stq#$jI7qKo>3Ki0ZNPX~Hte#dKSsbO}GtOgsOHBt2wo#fP510Awjb{L)
zFfbkcGX||YigxMuA5QR)1iFUS2{?41=lvD^&k0dOx=xj^;$fY#8nYoi?;($XxVa*b
z;oL$$D^~Si@CQ-`zvh!`PKeFX1ZG=PG>Rt2N2l!?>aDP_ZWRZ;40#o3fZA;oZR42J
zwfdS4&ddwj-cNC!3VB^St&|1S{JJ`>Pa&}KKobcc;CeNW{hIUReT;|UDcege0B>|U
z*2E@^0NvChLxl@uZ;qq;Ex&rnaUm(ag-CJ@kM9B1ke;{Ul8&r^KhdQ)I9DU|AKy{j
zIgIhh*78^nPx3Xe&o7*5S?W5RsWBH)rr#JFE-_304AD{&lCh6Y=m2oK#fQ?@UWGVP
z1Q669T<cTma0|??P(bve?8ZhMA6KuUTC$-fY#*bO6<uJ!0F~BDs}_LydoD%T%o^3!
z)LgaO`!-)gCAb){WgW3PC!+=J4>)a?Uk@&AOS|+*P=+a8WfHVGL(!3(`^dnNyTbBo
z)me`TrXPCBtV++Z#l}7KuXv=a9Mam}UQDkF|L~(OWWNiw2bTQqqS}hHTJuP?SFuC9
zae8rK{ksBkfiWQlsdLF|ZWYyU{xb1>Oy=PbfI+Ip?wFgWwsv$>HKSnzPR?H$mfkk`
zpLH!ZFAroZ;;<hKsZjJm<+T_gB@$wN(7|o|+p9$YBdS6~#EOltnh`lb201vp+dw6F
zCO-D0KAN7p0g)7*3Dlgn@$>Urhw2*|+9{ute6P4vw|_Cw%x&3Er$MbrWxC~tss+}&
zobUr+#<Gp87F7jMp-_*7f?95_Sj5)vq+(+mXJ-^WT6+Bb`Mo|fcRkVh29GXu6d&rg
zot@pf1=R;Y#HwNc&q3^63J}xGp!xEqc|w#FVSqK~-4lEJp{t_1+#z}u8ux8;3hR8R
z*$y_|#0A6OZ0Z-gdbL=yyO61=^PZlbpL;<a?%vR>mS2X4)4trx(@vZ7r_J&HeVa8@
zQ$O^2v`U7E7?im4ar^aLmbx<3^<qks684yuhQ^ntX+Qu>_MF*H2?j1HvvMdt)NK-%
z)Y8$}@G@SCV>;4_dYs?t)5rNZ+(`KMnN(QRA=Hxcn$zXvmMP#1?0Ihskh0I43=R&i
z@o|lzCpD$;Pcrs27`iZn=?;z$V!}DKQYw3xnN`v5$?LlvUbDGLo{m|*=CU%%QEXX%
zLlO6~7|jP%DNzbjcu$sppJON1PO<%I-Z-GT@84$F(Ga~q9X{Q)=J~e?n>qI1>k7;K
z{{4GzkShsS-P|N;fvs5g0LcJIWM8qF!wwW6-dZ?wnq2=(0cMTgAO&c-1#FDM)5t5U
ztCC9!wv9*r?Xq`?H5>Filq&O6zQMwWXvp-pC3$&yUF+nao%Ui&{E!8F)Q2!H1bS&B
z{#o-e^^Fm)xT2Dh=dWJ9imAL}?f>h?@uc+h#a05?kufIh0i8o+gLZwz_2UerOLu@B
zm{yGwM2t*t{zB@Q1JR>&etH=d73GE4Uh{}kVqk7Q8-ryxq0U;?>ik{?ngh>Pjro#s
z6TFDB@bvsL3_?YGQ+`ek=Jm--Lkl2=>!ZY=rX3xDS8)U3WC;j$7u#eyyp1jWa?Q%D
zm1QhXgDF&m%N4IkfCfxlQ(gTTfN?(J#wFedxdkg=1@i;t4dK#uPo7`^l#|<9?NHqL
z+}hmi0X#%`oqb>+j%lp|fSDe7!z(_rO`}+V*y{}4+{2^1wWY-q;1%zN2yQr2T?SIz
z34=^11k(rc;$u68|4)~a>P8ySp>+iy?}k(b-pF&Zj&JEofZN$7xy=73$emXM_&;oC
zZ(lhfevpObMexgLrW74W)cC!(ImulWxV56XKRMP|wUlKF#FdgCu#X$qtL)nas(hDi
zHX68<Figbp<_!mDkZOEVl7lj_yZhlza(w&=fP5AhyQ@0Tfc5#IrYozxoQ@=qrgMoR
zbBIyj$rxJtD!>h2f(kh10DEe0u|-Xvq*-NK<?pGf$|XZquv=b#<R&*a*JRLdbao9}
z?CEXyOwMj`q&o4nf?W#_)Vl7)&<@Rf=y{)sgGrww*oEv2pthd+`P#+sjL^?n5*<^H
zWCEUUNe_w(Eo@O7#RpUkS9>{pP3H%zZ2u!8J|w^CYG6^Zz-)h87_I4-R&H%=9R(t1
zhoq#e5RI*fN1r(tfKlB*wx3Vl@O0qap*~$e(>uB~ok3lnAME+Or&b$8pH~o=13?4A
zeQ_1602ujb@FCo3ARW9mqbKgN!G0~xQ2=3Rn1IlE@E{s9TC+Eu5$sk`46wuT;Hgxv
zpB@q1LX6stJ(Z3t!E~DOpJ_HNi7?M($hB(JJ~`XHmR`wrOR8pGn$kab;^SHJ`@P+K
zn%6<?Mla@%+R5MD4|XrJP%58Y)O8d~qytlasf{lIM30>W>JVCd;(2L4Gizh!=MFUG
z84BQ1aPoDnKYo-6rY$coAKwX=lYR2z*bc$5D@%14M7z@feM`C+yi7E`ASc&H=<n^V
znDGNsI`&5ueL1|1jE&87zXoh9UJ48}GD=J+tp%@fOE4JBdJydpF=rcyeRa8Q6E-X?
zjBg<+DH#=_3kHx!ciJ-5G(U|APyy86_<m9cqx_P+`u%&JRyiWiHo(yEW|1Te4u|90
zO9$9-=>3jeYvLev282j#PpCCiMG!QM8Ew^qVa9$5|2teR2ve$@iDF5>0lazhW@P1e
zYq8ZVpdB3nuWZbL3YqQRoS2v}2d))BXde*~5r~o!86+&oh6V-|EqhFxdP%1ZOgJ{}
z`!rAt=JTTN{6C|E=6}_$GJosX|I)Dk=M%t`ZAo39Yd!f8m7vBP<^DZwm6AKwq5lU7
CrlLgv

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/herring_gull_classification.json b/modelling/data/abingdon-all/resident/herring_gull_classification.json
new file mode 100644
index 0000000..7913e84
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/herring_gull_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Herring Gull",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "winter_detectability_peak",
+      "autumn_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.8445355871214842,
+    "target_trough_value": 0.25236730326837964,
+    "target_mean_value": 0.5130236659284254,
+    "target_amplitude": 0.5921682838531045,
+    "baseline_to_peak_ratio": 0.46416042849786016,
+    "autumn_to_winter_weight_ratio": 0.0676056338028169,
+    "year_end_to_winter_weight_ratio": 0.6816901408450704,
+    "decay_to_growth_ratio": 0.7728026533996684,
+    "monthly_target": {
+      "January": 0.6188440326476626,
+      "February": 0.8445355871214842,
+      "March": 0.7152420598134012,
+      "April": 0.524142635214259,
+      "May": 0.5041981526208165,
+      "June": 0.504000070928414,
+      "July": 0.48560338632925654,
+      "August": 0.3820528029209812,
+      "September": 0.25236730326837964,
+      "October": 0.316539395299995,
+      "November": 0.39886661249638494,
+      "December": 0.6098919524800703
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.996,
+    "GROWTH_RATE": 2.412,
+    "DECAY_RATE": 1.864,
+    "SUMMER_DECAY_BOOST": 4.397,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.399,
+    "PRE_SUMMER_DECAY_END": 7.1,
+    "PRE_SUMMER_DECAY_SHARPNESS": 7.232,
+    "SPRING_CARRYOVER_WEIGHT": 0.112,
+    "SPRING_CARRYOVER_END": 7.095,
+    "SPRING_CARRYOVER_SHARPNESS": 17.126,
+    "BASELINE": 0.392,
+    "WINTER_WEIGHT": 0.355,
+    "AUTUMN_WEIGHT": 0.024,
+    "WINTER_PEAK": 2.24,
+    "AUTUMN_PEAK": 11.11,
+    "AUTUMN_ONSET": 10.845,
+    "AUTUMN_GATE_SHARPNESS": 6.513,
+    "WINTER_WIDTH": 11.098,
+    "WINTER_RISE_WIDTH": 10.53,
+    "WINTER_FALL_WIDTH": 13.026,
+    "AUTUMN_WIDTH": 7.599,
+    "AUTUMN_RISE_WIDTH": 7.26,
+    "AUTUMN_FALL_WIDTH": 8.61,
+    "SUMMER_DIP": 0.14,
+    "SUMMER_LOW": 9.005,
+    "SUMMER_ONSET": 7.23,
+    "SUMMER_GATE_SHARPNESS": 3.37,
+    "SUMMER_DECAY_ONSET": 7.07,
+    "SUMMER_DECAY_GATE_SHARPNESS": 12.656,
+    "SUMMER_WIDTH": 20.574,
+    "SUMMER_RISE_WIDTH": 36.727,
+    "SUMMER_FALL_WIDTH": 8.993,
+    "SCALE": 1.246,
+    "YEAR_END_WEIGHT": 0.242,
+    "YEAR_END_PEAK": 12.145,
+    "YEAR_END_WIDTH": 78.685,
+    "YEAR_END_RISE_WIDTH": 147.492,
+    "YEAR_END_FALL_WIDTH": 8.476
+  },
+  "fit": {
+    "score": 0.347
+  },
+  "warnings": [],
+  "summary": "Herring Gull is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around September. The model indicates strong baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/herring_gull_consensus.json b/modelling/data/abingdon-all/resident/herring_gull_consensus.json
new file mode 100644
index 0000000..4309432
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/herring_gull_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.347",
+  "INITIAL_Y": "0.996",
+  "GROWTH_RATE": "2.412",
+  "DECAY_RATE": "1.864",
+  "SUMMER_DECAY_BOOST": "4.397",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.399",
+  "PRE_SUMMER_DECAY_END": "7.1",
+  "PRE_SUMMER_DECAY_SHARPNESS": "7.232",
+  "SPRING_CARRYOVER_WEIGHT": "0.112",
+  "SPRING_CARRYOVER_END": "7.095",
+  "SPRING_CARRYOVER_SHARPNESS": "17.126",
+  "BASELINE": "0.392",
+  "WINTER_WEIGHT": "0.355",
+  "AUTUMN_WEIGHT": "0.024",
+  "WINTER_PEAK": "2.24",
+  "AUTUMN_PEAK": "11.11",
+  "AUTUMN_ONSET": "10.845",
+  "AUTUMN_GATE_SHARPNESS": "6.513",
+  "WINTER_WIDTH": "11.098",
+  "WINTER_RISE_WIDTH": "10.53",
+  "WINTER_FALL_WIDTH": "13.026",
+  "AUTUMN_WIDTH": "7.599",
+  "AUTUMN_RISE_WIDTH": "7.26",
+  "AUTUMN_FALL_WIDTH": "8.61",
+  "SUMMER_DIP": "0.14",
+  "SUMMER_LOW": "9.005",
+  "SUMMER_ONSET": "7.23",
+  "SUMMER_GATE_SHARPNESS": "3.37",
+  "SUMMER_DECAY_ONSET": "7.07",
+  "SUMMER_DECAY_GATE_SHARPNESS": "12.656",
+  "SUMMER_WIDTH": "20.574",
+  "SUMMER_RISE_WIDTH": "36.727",
+  "SUMMER_FALL_WIDTH": "8.993",
+  "SCALE": "1.246",
+  "YEAR_END_WEIGHT": "0.242",
+  "YEAR_END_PEAK": "12.145",
+  "YEAR_END_WIDTH": "78.685",
+  "YEAR_END_RISE_WIDTH": "147.492",
+  "YEAR_END_FALL_WIDTH": "8.476",
+  "SPECIES": "Herring Gull"
+}
diff --git a/modelling/data/abingdon-all/resident/herring_gull_observed.csv b/modelling/data/abingdon-all/resident/herring_gull_observed.csv
new file mode 100644
index 0000000..97664bb
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/herring_gull_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,104
+2,68
+3,86
+4,76
+5,60
+6,58
+7,68
+8,51
+9,28
+10,43
+11,71
+12,86
diff --git a/modelling/data/abingdon-all/resident/herring_gull_parameters.csv b/modelling/data/abingdon-all/resident/herring_gull_parameters.csv
new file mode 100644
index 0000000..97c415f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/herring_gull_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:02:23,herring_gull_observed.csv,1.153452749119383727873968935,1.053,2.846,5.451,5.373,0.386,6.93,14.888,0.133,6.93,6.158,0.587,0.496,0.033,1.43,10.62,10.78,3.702,3.244,3.624,2.863,2.555,1.093,4.017,0.045,8.14,7.34,7.42,7.4,21.41,21.312,37.615,5.008,1.544,0.227,12.059,117.536,220.881,14.191
+2026-05-21 10:02:23,herring_gull_observed.csv,0.9334088144174865615653900881,0.802,0.281,3.744,5.363,0.14,7.42,13.268,0.109,7.0,11.315,0.466,0.52,0.043,11.53,11.66,11.03,5.438,4.088,0.582,7.593,10.236,8.344,12.128,0.242,8.09,7.38,1.356,7.0,12.698,22.532,36.536,8.527,1.418,0.158,12.118,77.387,146.683,8.091
+2026-05-21 10:02:23,herring_gull_observed.csv,0.6755461174905962913360575036,0.764,3.077,0.379,5.918,0.325,6.65,9.539,0.202,7.16,19.11,0.412,0.334,0.045,1.56,1.29,10.95,5.992,13.468,16.033,10.902,7.152,7.541,6.762,0.141,7.59,7.16,6.74,7.14,15.726,36.116,56.006,16.226,0.833,0.307,12.058,63.770,117.787,9.752
+2026-05-21 10:02:24,herring_gull_observed.csv,0.4861594757103059425474872611,1.015,1.161,2.53,2.306,0.636,6.86,12.346,0.118,7.1,20.623,0.204,0.174,0.026,1.22,11.65,10.56,7.625,15.408,15.256,15.56,11.184,9.635,12.732,0.133,9.45,7.18,1.698,6.95,14.58,40.916,78.115,3.716,1.169,0.156,12.17,46.872,85.488,8.257
+2026-05-21 10:02:24,herring_gull_observed.csv,1.287052529754022698614278234,1.167,1.895,2.925,2.137,0.655,7.52,5.536,0.093,7.59,12.124,0.127,0.359,0.012,11.54,1.19,10.57,10.341,12.684,8.33,17.039,3.904,4.001,3.808,0.055,8.42,7.11,1.929,6.69,10.701,14.110,21.147,7.074,0.932,0.243,12.234,78.900,143.139,14.661
+2026-05-21 10:02:24,herring_gull_observed.csv,0.7584066966415011887835092196,1.11,3.065,2.051,0.11,0.202,7.31,8.777,0.213,7.19,19.912,0.453,0.068,0.009,11.89,10.69,11.29,4.939,15.542,19.236,11.848,4.782,0.837,8.728,0.214,9.49,6.68,0.893,7.1,23.274,16.810,28.233,5.387,0.966,0.089,12.011,58.312,108.293,8.331
+2026-05-21 10:02:25,herring_gull_observed.csv,1.816503778068202698128096062,1.004,1.898,3.536,7.321,0.212,6.52,12.35,0.172,6.7,6.677,0.106,0.002,0.0,1.17,1.45,10.33,6.848,13.762,13.917,13.606,5.853,4.534,7.172,0.083,9.95,8.22,6.574,7.18,9.237,5.854,4.41,7.297,0.922,0.289,12.041,113.208,216.207,10.209
+2026-05-21 10:02:25,herring_gull_observed.csv,0.9867671419276672740408363630,1.241,3.617,3.538,0.156,0.319,7.03,4.021,0.196,7.17,27.227,0.084,0.408,0.033,11.87,1.25,10.72,8.233,9.628,15.41,3.846,10.188,7.074,13.302,0.026,9.72,6.66,7.783,7.1,9.162,13.969,24.784,3.154,1.26,0.176,12.148,121.831,233.842,9.82
+2026-05-21 10:02:25,herring_gull_observed.csv,1.060507451101862460274390789,1.241,2.479,2.853,7.133,0.527,6.46,7.105,0.039,7.18,6.334,0.282,0.218,0.03,2.31,10.79,10.41,6.459,10.710,11.313,10.107,0.560,0.63,0.489,0.088,9.11,8.09,1.724,6.67,18.362,7.520,10.77,4.271,1.096,0.233,12.296,64.673,124.979,4.367
+2026-05-21 10:02:25,herring_gull_observed.csv,1.142977158211646182501732075,1.038,2.567,4.006,0.026,0.563,6.52,12.182,0.216,7.62,10.58,0.186,0.158,0.013,2.44,1.35,10.93,3.874,6.576,6.668,6.485,4.351,4.876,3.826,0.069,9.4,8.27,7.75,7.56,21.589,26.251,38.016,14.486,0.92,0.253,12.236,92.278,178.321,6.236
+2026-05-21 10:02:26,herring_gull_observed.csv,0.3382978138054460959839572953,0.836,2.583,5.452,6.118,0.941,6.79,13.789,0.022,7.56,11.999,0.133,0.018,0.033,1.7,10.56,10.42,11.772,7.657,7.765,7.549,11.610,10.642,12.578,0.146,9.46,6.72,2.459,6.86,12.702,11.454,21.49,1.418,1.146,0.339,12.165,79.707,154.544,4.87
+2026-05-21 10:02:26,herring_gull_observed.csv,0.7823226813954909467903628749,1.049,1.071,5.39,0.57,0.285,7.13,15.634,0.147,7.3,22.738,0.333,0.51,0.039,11.94,10.5,10.76,5.446,15.497,14.261,16.733,13.004,13.835,12.174,0.183,9.61,8.21,2.217,7.12,12.032,40.494,69.711,11.276,1.107,0.008,12.279,113.011,219.815,6.207
+2026-05-21 10:02:26,herring_gull_observed.csv,2.411071685051622685213602525,0.96,0.753,3.446,4.825,0.164,6.29,7.394,0.112,6.55,20.118,0.611,0.255,0.046,1.09,1.44,10.57,4.418,12.206,10.420,13.991,4.530,5.4,3.66,0.238,10.14,6.84,7.693,7.59,10.782,23.250,32.498,14.002,1.76,0.175,12.232,95.002,179.889,10.115
+2026-05-21 10:02:27,herring_gull_observed.csv,0.1893224715866261421147028649,0.792,0.484,0.91,0.312,0.042,6.74,3.38,0.181,6.52,27.879,0.421,0.362,0.036,1.21,1.32,10.48,7.022,8.444,3.271,13.616,4.066,6.058,2.074,0.212,9.37,7.67,4.32,7.25,18.969,19.374,27.353,11.395,1.099,0.158,12.011,80.684,148.787,12.582
+2026-05-21 10:02:27,herring_gull_observed.csv,1.029516554364934725695555117,1.002,2.778,4.964,3.382,0.326,7.18,7.725,0.089,6.57,21.783,0.407,0.339,0.001,2.17,10.88,11.0,2.933,12.152,11.303,13.0,4.036,6.718,1.353,0.15,9.48,8.18,6.209,6.86,11.61,24.617,46.537,2.697,0.89,0.203,12.146,108.417,202.822,14.012
+2026-05-21 10:02:27,herring_gull_observed.csv,1.869282684965442148511034437,0.856,3.857,1.121,3.289,0.72,6.49,7.179,0.14,7.33,11.325,0.296,0.712,0.038,1.26,10.62,10.58,9.493,13.184,17.918,8.449,2.429,3.002,1.856,0.104,8.25,6.62,4.175,7.3,14.226,42.762,73.766,11.757,1.707,0.294,12.196,44.681,80.356,9.006
+2026-05-21 10:02:28,herring_gull_observed.csv,0.7452416977222830685301061261,0.915,2.15,5.776,3.936,0.054,6.86,14.234,0.208,7.25,10.605,0.46,0.004,0.022,1.61,11.7,10.46,9.838,4.742,6.834,2.65,7.996,2.425,13.567,0.077,9.83,6.34,7.917,7.12,19.567,19.762,22.79,16.735,1.073,0.252,12.086,118.340,220.888,15.792
+2026-05-21 10:02:28,herring_gull_observed.csv,0.3089186228886252927563858023,1.195,3.978,2.304,4.974,0.257,6.95,5.563,0.108,7.45,9.399,0.598,0.513,0.006,1.06,11.43,10.8,8.73,8.977,11.225,6.729,2.145,3.714,0.576,0.145,8.74,6.89,7.06,7.1,7.103,18.354,20.26,16.449,1.018,0.032,12.076,71.934,136.09,7.778
+2026-05-21 10:02:28,herring_gull_observed.csv,0.7716772686824244739515140392,0.927,3.301,2.98,4.228,0.742,7.26,3.602,0.065,7.03,10.869,0.146,0.526,0.003,1.6,1.23,11.14,9.032,10.836,9.410,12.263,4.920,0.47,9.371,0.107,7.8,6.88,4.809,7.49,6.112,38.194,71.601,4.787,1.464,0.211,12.146,60.868,112.478,9.259
+2026-05-21 10:02:29,herring_gull_observed.csv,4.681418806900153129053136830,1.086,3.187,3.528,7.085,0.593,7.16,7.644,0.131,7.01,11.86,0.093,0.28,0.027,11.54,1.49,10.98,10.599,9.920,0.927,18.913,6.855,1.599,12.111,0.059,9.48,7.75,6.202,6.76,12.867,21.333,33.465,9.201,1.548,0.045,12.228,74.828,137.212,12.443
+2026-05-21 10:02:29,herring_gull_observed.csv,1.068988259254750019665542291,0.87,3.87,5.253,3.948,0.505,7.49,6.736,0.075,7.51,15.502,0.182,0.361,0.035,1.93,10.59,11.09,10.151,4.924,7.422,2.425,8.320,13.519,3.12,0.213,9.0,6.72,4.496,7.08,16.72,27.039,51.338,2.74,0.8,0.107,12.054,58.260,111.665,4.854
+2026-05-21 10:02:29,herring_gull_observed.csv,0.5208397053530144230583003436,1.289,2.44,1.459,2.329,0.486,7.01,3.379,0.083,7.29,16.211,0.414,0.522,0.013,11.68,11.4,11.13,9.268,15.616,14.551,16.680,7.520,12.316,2.725,0.196,10.21,6.87,1.74,7.38,11.254,20.117,36.401,3.833,1.057,0.247,12.235,57.856,104.722,10.991
+2026-05-21 10:02:30,herring_gull_observed.csv,0.6907540964211607854978952083,0.757,1.617,2.258,0.887,0.39,7.59,3.895,0.131,7.47,25.649,0.095,0.427,0.043,1.66,11.64,11.45,3.496,8.914,11.904,5.923,8.811,12.18,5.442,0.219,8.87,7.33,2.021,7.51,18.095,24.879,46.975,2.783,0.878,0.271,12.205,95.952,185.064,6.839
+2026-05-21 10:02:30,herring_gull_observed.csv,1.240938675964669679931733039,1.256,0.813,1.391,3.028,0.32,7.25,11.273,0.07,6.62,21.726,0.314,0.69,0.027,1.9,10.58,10.66,8.12,1.812,0.84,2.783,1.296,1.761,0.832,0.055,8.97,6.9,5.438,7.41,18.363,15.354,27.858,2.851,1.662,0.204,12.168,61.888,108.898,14.877
+2026-05-21 10:02:30,herring_gull_observed.csv,0.4634474913040760602201364527,1.116,2.515,3.255,3.202,0.61,7.0,5.857,0.162,7.12,26.891,0.202,0.617,0.008,1.65,1.02,10.59,8.235,6.250,9.073,3.427,8.956,7.575,10.337,0.162,9.91,7.58,7.198,6.65,6.366,39.432,69.611,9.253,1.379,0.287,12.07,64.366,122.628,6.103
+2026-05-21 10:02:30,herring_gull_observed.csv,0.8669371999238171488682251753,1.114,0.647,5.454,0.758,0.812,7.2,10.927,0.008,7.62,15.661,0.6,0.265,0.026,11.51,11.73,10.38,3.131,13.006,14.767,11.246,5.273,5.091,5.455,0.162,9.25,7.86,1.214,6.98,18.268,5.131,0.373,9.889,0.979,0.197,12.045,42.602,80.89,4.315
+2026-05-21 10:02:31,herring_gull_observed.csv,0.3679111668435200356062813390,0.965,1.849,5.186,3.556,0.732,6.49,4.196,0.182,7.07,14.706,0.351,0.28,0.046,1.98,11.9,11.2,4.55,11.027,4.78,17.274,5.013,0.979,9.047,0.048,9.48,7.91,5.356,7.39,21.173,7.384,2.415,12.353,1.278,0.289,12.142,78.904,152.149,5.66
+2026-05-21 10:02:31,herring_gull_observed.csv,0.7010745776476813960463307479,0.867,3.694,5.849,3.531,0.852,7.38,12.694,0.053,7.44,25.545,0.35,0.141,0.02,2.49,10.87,11.04,3.894,12.876,14.887,10.866,5.090,5.217,4.963,0.042,10.09,6.81,5.833,7.08,11.889,32.138,52.587,11.688,1.13,0.152,12.131,109.297,207.063,11.531
+2026-05-21 10:02:31,herring_gull_observed.csv,0.4411563295655198251154262128,0.959,2.618,0.854,6.003,0.884,7.24,5.14,0.157,7.36,9.108,0.49,0.416,0.04,11.66,11.47,10.98,8.282,8.308,0.781,15.836,1.785,2.03,1.54,0.145,7.8,8.45,1.427,6.72,20.807,30.585,57.877,3.293,1.078,0.07,12.016,97.247,179.826,14.668
+2026-05-21 10:02:32,herring_gull_observed.csv,0.3248346360172478932853188213,1.252,2.79,0.203,1.647,0.457,7.63,4.592,0.043,7.31,25.014,0.093,0.344,0.004,11.68,11.44,10.58,6.751,10.210,3.196,17.223,6.992,7.173,6.812,0.077,8.22,7.49,5.438,6.68,10.587,13.024,10.971,15.078,1.058,0.015,12.257,80.156,147.266,13.047
+2026-05-21 10:02:32,herring_gull_observed.csv,0.6220022301814474307426133634,1.044,2.854,3.559,3.38,0.198,7.58,13.361,0.042,7.52,15.229,0.436,0.54,0.023,1.18,10.88,11.37,10.164,11.446,3.795,19.097,6.622,12.031,1.214,0.102,7.68,7.6,6.937,7.48,21.539,33.484,59.783,7.186,1.103,0.278,12.255,48.493,88.958,8.028
+2026-05-21 10:02:32,herring_gull_observed.csv,0.9033972724024740921413743147,1.007,3.993,3.928,6.072,0.889,7.08,10.617,0.142,6.73,11.079,0.301,0.231,0.024,2.05,10.86,11.13,11.909,17.144,17.485,16.802,10.949,10.046,11.852,0.062,8.22,7.67,2.412,6.68,10.903,22.089,34.556,9.622,0.867,0.165,12.045,126.864,239.142,14.585
+2026-05-21 10:02:33,herring_gull_observed.csv,0.6480078219650236120584386589,1.042,0.886,3.154,5.478,0.677,7.47,5.625,0.164,7.6,7.478,0.536,0.47,0.048,1.65,1.01,10.31,4.591,15.862,14.057,17.667,8.774,9.33,8.219,0.229,7.86,7.26,6.461,7.12,21.071,31.636,60.99,2.281,1.4,0.302,12.169,54.566,97.102,12.03
+2026-05-21 10:02:33,herring_gull_observed.csv,1.071839590606287044575168559,1.12,1.783,5.124,1.754,0.771,7.03,7.901,0.078,6.84,7.943,0.559,0.459,0.01,2.43,11.07,11.16,9.065,10.590,11.862,9.318,7.100,9.139,5.062,0.128,7.71,7.73,6.934,7.37,14.303,24.482,33.216,15.748,0.865,0.119,12.178,78.792,145.013,12.571
+2026-05-21 10:02:33,herring_gull_observed.csv,0.3367688052920881615647294675,1.096,2.456,2.888,4.673,0.64,6.86,3.297,0.009,7.42,20.459,0.339,0.385,0.015,2.24,11.43,11.17,4.852,9.312,5.272,13.352,9.722,7.473,11.972,0.206,9.83,8.45,6.082,6.67,22.667,14.272,23.767,4.776,1.198,0.061,12.252,68.050,131.282,4.817
+2026-05-21 10:02:34,herring_gull_observed.csv,0.5195642007586574679282022163,1.236,3.965,1.451,6.989,0.576,7.33,5.043,0.068,6.65,13.254,0.056,0.738,0.016,11.52,1.02,10.53,7.811,9.493,10.181,8.805,3.792,3.127,4.457,0.06,7.68,7.32,3.902,6.93,16.426,39.588,60.145,19.032,1.43,0.076,12.214,100.318,195.964,4.671
+2026-05-21 10:02:34,herring_gull_observed.csv,1.450028145548470506174174421,1.308,0.88,5.075,1.425,0.217,6.97,4.113,0.029,7.18,27.533,0.497,0.2,0.032,1.9,11.78,10.74,10.447,12.179,11.449,12.909,6.468,4.095,8.84,0.162,8.07,8.05,5.415,6.98,9.713,19.146,31.067,7.226,1.137,0.048,12.241,120.494,230.235,10.753
+2026-05-21 10:02:34,herring_gull_observed.csv,1.201723619592315188171993462,0.808,0.47,5.718,2.359,0.929,7.25,13.244,0.106,7.42,25.185,0.297,0.225,0.043,2.13,10.66,10.43,4.222,15.706,16.708,14.704,7.060,11.293,2.826,0.139,8.78,7.24,4.045,7.47,17.043,15.994,30.45,1.539,1.789,0.153,12.266,49.053,83.003,15.103
+2026-05-21 10:02:35,herring_gull_observed.csv,0.4450757494846234135472844348,0.823,0.95,3.704,2.502,0.162,6.38,6.939,0.044,6.6,9.98,0.515,0.746,0.031,1.14,10.55,11.13,4.385,18.152,17.94,18.363,9.156,8.764,9.549,0.188,9.91,6.02,1.874,6.89,11.023,26.038,38.465,13.61,1.398,0.05,12.085,118.914,233.661,4.167
+2026-05-21 10:02:35,herring_gull_observed.csv,0.3368672441066756396119788790,1.27,3.075,0.918,5.397,0.768,7.66,15.931,0.087,7.11,10.283,0.408,0.305,0.042,2.48,1.34,10.92,6.202,12.521,18.755,6.287,7.517,13.015,2.019,0.126,8.4,7.6,6.087,6.83,8.144,30.813,60.087,1.539,1.295,0.255,12.226,100.001,185.994,14.008
+2026-05-21 10:02:35,herring_gull_observed.csv,0.4078259711687394319522250987,0.891,3.413,3.347,2.8,0.384,6.37,11.245,0.059,6.56,15.283,0.369,0.605,0.034,1.68,10.79,10.57,7.454,13.338,13.326,13.349,3.676,2.421,4.93,0.129,10.24,6.55,3.813,7.24,9.39,45.266,71.249,19.284,1.225,0.105,12.151,84.106,164.119,4.094
+2026-05-21 10:02:36,herring_gull_observed.csv,0.4828561559453648772341150480,1.318,2.453,1.145,2.693,0.818,7.66,13.146,0.116,6.95,27.303,0.546,0.377,0.029,11.52,11.93,11.49,2.823,13.115,14.733,11.497,6.314,0.951,11.677,0.178,8.66,6.33,2.627,6.95,16.743,39.322,59.044,19.6,1.483,0.206,12.21,56.242,107.336,5.147
+2026-05-21 10:02:36,herring_gull_observed.csv,0.5625847702617152202292000052,1.085,1.906,5.261,7.648,0.89,7.06,13.051,0.024,7.01,23.946,0.32,0.07,0.032,11.85,10.52,10.41,8.086,16.605,14.494,18.716,2.630,4.399,0.861,0.165,8.81,8.49,1.767,7.24,21.195,25.858,51.072,0.644,1.702,0.295,12.106,108.508,211.98,5.035
+2026-05-21 10:02:36,herring_gull_observed.csv,1.408700828061275137317487625,1.315,3.669,2.423,4.952,0.402,7.4,8.398,0.034,7.61,15.745,0.493,0.039,0.02,11.69,11.9,10.5,8.644,5.077,6.1,4.054,2.943,1.694,4.192,0.101,9.87,8.42,5.856,7.13,8.555,45.430,79.377,11.482,1.053,0.013,12.123,105.278,205.778,4.778
+2026-05-21 10:02:36,herring_gull_observed.csv,0.4743500185212181222212909903,0.941,3.086,3.308,1.225,0.309,6.62,4.66,0.029,7.42,14.967,0.419,0.002,0.028,1.9,11.14,11.44,3.513,15.434,12.71,18.159,7.277,1.704,12.85,0.226,8.32,7.65,7.943,7.39,18.68,9.858,14.301,5.415,1.326,0.087,12.046,90.578,176.846,4.309
+2026-05-21 10:02:37,herring_gull_observed.csv,1.142084742474767850978010089,0.845,1.78,1.087,7.181,0.917,7.07,6.249,0.049,6.62,18.412,0.466,0.57,0.036,1.34,1.49,10.65,10.134,14.262,15.902,12.622,7.430,8.473,6.387,0.124,10.17,7.1,2.265,7.48,10.962,4.668,4.07,5.267,1.584,0.106,12.12,85.255,154.883,15.627
+2026-05-21 10:02:37,herring_gull_observed.csv,2.091206109305038465311096820,1.348,3.06,0.46,1.41,0.077,6.87,4.159,0.166,7.06,21.008,0.489,0.619,0.027,1.02,1.31,10.58,9.118,4.240,7.045,1.434,4.512,8.633,0.39,0.222,8.03,7.34,1.181,6.82,18.908,38.318,75.225,1.411,1.706,0.265,12.294,101.454,193.305,9.602
+2026-05-21 10:02:37,herring_gull_observed.csv,0.4041059662403160615387038782,1.157,2.859,1.333,4.18,0.074,7.64,7.323,0.114,7.1,11.364,0.308,0.364,0.036,1.29,1.28,10.65,9.004,7.161,9.832,4.49,9.504,8.99,10.017,0.074,10.48,7.75,2.302,7.26,11.097,40.842,64.451,17.233,1.313,0.189,12.244,54.208,98.552,9.865
+2026-05-21 10:02:38,herring_gull_observed.csv,0.4173214837998232829762103561,0.9,0.632,5.206,3.836,0.296,7.49,5.174,0.216,7.05,19.867,0.524,0.324,0.047,2.31,11.05,10.57,11.367,12.472,5.805,19.138,5.324,0.601,10.047,0.171,8.45,6.82,4.851,7.16,18.381,10.360,19.351,1.369,1.346,0.241,12.165,76.372,144.949,7.794
+2026-05-21 10:02:38,herring_gull_observed.csv,0.5416165298507828083764372705,1.134,0.938,2.088,4.598,0.396,6.81,9.911,0.019,7.0,18.045,0.116,0.737,0.022,2.19,1.12,10.3,7.335,3.761,3.266,4.256,4.102,4.622,3.582,0.19,8.61,7.31,2.385,6.83,11.128,19.764,30.702,8.827,1.063,0.297,12.214,100.320,188.188,12.453
+2026-05-21 10:02:38,herring_gull_observed.csv,0.8547278934062632532202699545,0.886,3.467,2.853,6.741,0.048,7.07,9.648,0.056,7.35,10.08,0.414,0.298,0.041,11.76,11.71,11.21,10.347,13.733,15.026,12.440,10.886,8.471,13.302,0.217,9.02,8.27,7.412,6.72,21.421,9.641,5.525,13.757,0.918,0.173,12.206,90.728,175.124,6.332
+2026-05-21 10:02:39,herring_gull_observed.csv,0.3019442996878104834173108550,0.776,0.783,1.512,2.194,0.011,6.63,7.142,0.132,6.62,27.639,0.389,0.688,0.006,1.33,1.06,11.04,7.888,9.062,2.978,15.147,7.023,7.323,6.723,0.181,8.08,6.5,6.618,7.23,15.94,16.448,16.162,16.734,1.218,0.06,12.289,55.344,102.46,8.229
+2026-05-21 10:02:39,herring_gull_observed.csv,0.5276941397386267638467892917,1.288,3.711,5.943,6.516,0.683,7.72,9.507,0.065,6.65,17.029,0.199,0.703,0.034,11.74,11.72,10.72,10.775,16.484,18.643,14.326,0.510,0.432,0.587,0.131,10.03,6.48,0.87,6.77,19.339,21.846,40.899,2.792,1.619,0.248,12.095,99.810,185.301,14.319
+2026-05-21 10:02:39,herring_gull_observed.csv,0.7825130831568071970224894344,1.255,1.1,4.139,3.568,0.736,6.72,4.836,0.173,7.62,8.872,0.461,0.252,0.013,1.74,11.82,10.72,9.766,12.596,10.745,14.446,8.882,5.896,11.869,0.171,7.89,7.76,2.286,7.27,18.052,38.687,61.278,16.096,0.977,0.291,12.131,111.964,209.208,14.721
+2026-05-21 10:02:40,herring_gull_observed.csv,0.6380046909049023792069051985,1.242,2.725,2.435,5.121,0.319,6.91,14.694,0.155,7.1,18.609,0.395,0.542,0.014,1.67,1.48,10.75,9.515,13.770,14.371,13.17,8.216,2.817,13.615,0.012,7.73,7.45,5.282,6.88,18.853,32.704,47.987,17.42,1.388,0.082,12.078,80.241,156.067,4.415
+2026-05-21 10:02:40,herring_gull_observed.csv,0.6452948128752524746471117921,1.144,2.043,5.929,5.838,0.554,7.13,3.398,0.146,6.84,13.961,0.528,0.084,0.023,1.94,1.11,10.39,3.098,2.688,2.977,2.399,3.152,2.648,3.657,0.104,8.53,6.8,0.814,6.76,9.314,9.752,1.917,17.588,1.204,0.311,12.259,90.430,171.878,8.982
+2026-05-21 10:02:40,herring_gull_observed.csv,0.3593299760948988956800921549,1.22,2.637,2.1,7.183,0.411,7.02,11.613,0.068,7.61,16.961,0.183,0.495,0.011,11.98,10.58,10.66,8.062,13.383,12.919,13.847,5.508,8.588,2.428,0.152,8.4,8.26,3.19,6.78,17.465,9.356,17.006,1.706,1.641,0.308,12.215,59.652,112.911,6.393
+2026-05-21 10:02:41,herring_gull_observed.csv,0.2422208857990196853793684274,0.862,1.412,0.751,7.489,0.047,7.33,11.981,0.191,6.84,20.265,0.396,0.063,0.011,1.86,11.42,10.98,4.976,15.213,10.754,19.672,10.022,11.228,8.815,0.169,8.57,6.1,3.46,6.92,12.053,19.484,36.737,2.231,1.232,0.042,12.227,85.373,162.668,8.078
+2026-05-21 10:02:41,herring_gull_observed.csv,1.706588310787619822999821840,0.829,2.645,5.982,1.608,0.602,6.7,13.582,0.18,6.58,14.302,0.211,0.562,0.027,1.17,11.98,10.76,4.824,9.470,14.301,4.638,4.242,1.914,6.571,0.132,8.51,6.42,2.385,6.7,14.708,15.834,22.03,9.638,1.64,0.104,12.266,48.727,83.656,13.798
+2026-05-21 10:02:41,herring_gull_observed.csv,0.5646665059629078321167145247,1.108,3.633,0.967,1.472,0.599,6.97,7.224,0.193,6.77,23.568,0.285,0.154,0.037,11.61,10.91,10.85,7.778,17.468,16.301,18.636,11.468,10.296,12.641,0.235,8.95,7.82,2.566,7.46,10.269,39.720,69.866,9.574,0.88,0.088,12.229,99.474,187.12,11.829
+2026-05-21 10:02:42,herring_gull_observed.csv,0.7510021766079088376855128267,1.095,1.206,3.162,3.129,0.496,7.42,10.685,0.215,6.75,26.194,0.458,0.303,0.014,2.33,11.94,11.08,8.181,4.212,7.98,0.443,6.442,5.939,6.946,0.019,9.22,7.1,3.869,7.43,17.561,20.968,23.04,18.897,1.656,0.27,12.267,108.252,209.374,7.131
+2026-05-21 10:02:42,herring_gull_observed.csv,1.147578800212632556158836061,0.914,1.469,3.748,3.457,0.415,7.05,12.469,0.191,7.37,9.263,0.594,0.197,0.046,2.0,10.83,10.42,11.339,1.464,1.424,1.505,2.108,2.018,2.198,0.019,8.42,7.17,2.188,6.65,16.489,41.134,62.803,19.466,1.621,0.124,12.169,59.790,113.924,5.656
+2026-05-21 10:02:42,herring_gull_observed.csv,0.9293944795764962326054554966,0.986,1.078,1.139,0.975,0.611,7.34,11.69,0.064,7.0,21.884,0.352,0.248,0.027,1.76,11.84,10.32,4.357,6.840,6.403,7.276,5.234,3.914,6.553,0.178,10.17,6.44,1.543,7.32,22.351,33.103,57.975,8.231,0.804,0.039,12.205,55.078,99.331,10.826
+2026-05-21 10:02:43,herring_gull_observed.csv,0.8902377318536799672725728497,1.181,0.64,1.319,6.931,0.449,6.42,3.401,0.121,6.98,18.554,0.127,0.036,0.016,1.4,1.25,11.26,5.657,14.884,11.243,18.525,5.650,5.232,6.068,0.161,7.73,7.57,5.227,7.06,16.536,18.291,35.607,0.975,1.099,0.109,12.256,75.883,145.168,6.598
+2026-05-21 10:02:43,herring_gull_observed.csv,0.4969216259586403863873445180,1.019,0.804,1.028,6.818,0.568,7.42,4.19,0.069,6.71,6.302,0.164,0.247,0.0,1.48,1.05,11.38,2.241,4.976,2.395,7.556,4.114,0.444,7.783,0.189,10.46,6.75,6.157,7.05,18.274,3.120,0.861,5.379,1.416,0.114,12.18,65.464,126.294,4.633
+2026-05-21 10:02:43,herring_gull_observed.csv,0.4382835130665756543189183735,0.816,0.74,1.663,2.741,0.266,6.98,9.22,0.049,6.97,11.396,0.12,0.142,0.029,2.25,11.07,10.74,10.463,13.592,12.029,15.155,8.310,5.389,11.232,0.23,8.14,7.16,7.41,7.16,22.899,36.926,69.264,4.589,1.474,0.262,12.126,111.490,212.342,10.639
+2026-05-21 10:02:43,herring_gull_observed.csv,0.9040491823881477737343375843,0.945,0.423,5.871,4.394,0.528,7.33,15.737,0.12,7.04,22.965,0.436,0.591,0.043,1.24,11.8,10.76,6.087,17.247,17.447,17.047,7.688,7.83,7.545,0.164,9.0,7.26,4.427,6.9,10.532,30.510,58.033,2.987,1.578,0.271,12.232,61.196,107.273,15.119
+2026-05-21 10:02:44,herring_gull_observed.csv,36.51777314791178409849723753,0.814,1.567,0.071,0.143,0.833,7.67,4.563,0.205,7.57,22.865,0.057,0.15,0.017,1.26,1.26,11.19,2.493,9.158,14.522,3.794,10.080,10.942,9.217,0.131,7.58,6.88,6.633,6.81,7.101,34.556,52.531,16.581,0.965,0.208,12.184,107.120,201.832,12.409
+2026-05-21 10:02:44,herring_gull_observed.csv,0.3677124794769419836252619329,1.112,2.368,1.056,7.697,0.365,7.15,8.834,0.162,6.81,24.076,0.431,0.227,0.03,11.74,1.22,10.43,6.395,18.098,16.784,19.413,10.171,11.708,8.634,0.075,9.93,8.04,1.775,6.74,10.333,30.246,59.386,1.106,1.127,0.242,12.289,47.122,84.789,9.456
+2026-05-21 10:02:44,herring_gull_observed.csv,0.4618520857400231979996494843,1.078,1.895,5.561,6.534,0.941,7.4,12.5,0.094,7.04,10.334,0.284,0.145,0.018,11.78,1.42,11.29,10.293,11.062,11.040,11.084,6.054,6.338,5.771,0.189,10.22,6.37,5.942,7.55,23.899,8.416,13.384,3.449,1.522,0.201,12.29,116.272,217.256,15.289
+2026-05-21 10:02:45,herring_gull_observed.csv,0.4518300710241148701097113849,0.874,2.412,3.176,4.276,0.337,6.88,9.084,0.154,7.21,22.469,0.231,0.603,0.025,1.65,11.63,10.71,10.481,10.693,17.979,3.407,11.419,9.766,13.072,0.216,10.04,7.01,5.377,6.82,20.407,17.167,23.157,11.177,1.414,0.122,12.258,114.308,224.226,4.39
+2026-05-21 10:02:45,herring_gull_observed.csv,0.4200653656390031947446290406,0.966,2.065,2.613,4.892,0.525,7.29,10.664,0.02,7.11,14.732,0.404,0.351,0.013,2.3,1.08,11.21,9.308,9.546,16.45,2.642,2.379,4.091,0.667,0.091,7.98,7.47,5.608,7.57,7.513,33.189,54.213,12.165,1.459,0.257,12.252,78.720,150.68,6.761
+2026-05-21 10:02:45,herring_gull_observed.csv,0.3379976255788114243228027559,1.184,0.935,0.06,7.67,0.435,7.24,3.39,0.061,6.7,7.085,0.42,0.259,0.034,1.92,11.37,11.23,2.202,3.860,0.863,6.858,11.507,12.696,10.318,0.078,8.93,7.83,4.71,7.37,15.288,34.864,60.822,8.906,1.231,0.08,12.148,111.284,212.812,9.755
+2026-05-21 10:02:46,herring_gull_observed.csv,0.7891423265073154494412861063,1.142,0.724,4.112,2.065,0.122,7.21,4.348,0.073,6.86,11.363,0.376,0.576,0.049,2.22,11.82,10.97,6.668,11.253,11.072,11.434,4.915,3.113,6.717,0.012,8.81,8.41,2.765,7.52,11.075,10.081,1.822,18.34,1.41,0.138,12.239,97.615,185.952,9.278
+2026-05-21 10:02:46,herring_gull_observed.csv,36.50465053133535213506882119,1.251,0.59,0.333,3.933,0.133,6.39,13.088,0.172,6.56,18.315,0.37,0.478,0.043,1.57,10.83,10.93,4.343,5.991,11.297,0.685,1.186,1.747,0.624,0.009,10.06,7.46,3.611,7.34,9.441,16.830,25.905,7.756,0.957,0.023,12.121,112.638,218.888,6.388
+2026-05-21 10:02:46,herring_gull_observed.csv,0.3409883490204310075417231176,1.338,2.743,1.011,4.867,0.25,7.68,5.963,0.218,7.1,12.299,0.287,0.672,0.017,11.63,10.73,10.66,5.2,6.737,9.196,4.278,7.560,3.97,11.149,0.224,8.88,7.91,3.995,6.89,18.976,37.782,72.931,2.633,0.973,0.317,12.231,47.943,83.058,12.828
+2026-05-21 10:02:47,herring_gull_observed.csv,1.256504047984101918867222015,1.25,0.628,2.09,6.421,0.433,7.16,4.005,0.04,7.43,14.196,0.376,0.725,0.049,1.62,10.62,11.09,6.684,10.948,18.406,3.49,9.531,8.351,10.711,0.013,9.45,7.0,5.218,7.31,6.583,8.228,13.082,3.374,0.828,0.059,12.257,93.556,174.275,12.838
+2026-05-21 10:02:47,herring_gull_observed.csv,0.8321683629745315040695425371,1.063,1.535,1.29,4.32,0.237,7.06,15.071,0.095,6.74,22.133,0.546,0.202,0.01,2.47,10.91,10.47,9.606,11.854,19.42,4.287,9.550,8.197,10.902,0.035,7.53,7.19,7.519,6.75,14.053,25.923,40.324,11.522,1.077,0.127,12.251,72.086,130.376,13.797
+2026-05-21 10:02:47,herring_gull_observed.csv,2.069807545204420652221929270,0.841,0.556,1.985,7.971,0.245,7.12,13.006,0.1,6.8,8.422,0.529,0.223,0.022,1.07,11.34,10.84,8.214,1.197,0.977,1.417,8.205,3.043,13.367,0.073,7.67,7.34,3.581,6.65,23.04,41.058,77.159,4.957,1.718,0.096,12.008,51.399,98.354,4.444
+2026-05-21 10:02:48,herring_gull_observed.csv,0.4763386010029238592897321867,1.157,1.907,5.855,4.639,0.858,7.75,6.2,0.095,7.56,26.121,0.065,0.424,0.019,11.73,11.9,11.34,8.795,10.294,16.532,4.057,3.244,4.236,2.252,0.125,8.66,8.3,2.655,6.94,19.869,3.676,3.67,3.683,1.724,0.041,12.217,125.244,236.155,14.334
+2026-05-21 10:02:48,herring_gull_observed.csv,0.3657514667560485126200120408,0.976,3.349,1.514,0.672,0.374,7.59,15.766,0.075,6.92,12.523,0.253,0.517,0.042,11.76,11.24,10.74,11.607,13.815,10.439,17.191,6.540,2.986,10.094,0.178,9.74,8.45,3.088,6.74,9.87,36.270,60.231,12.31,1.259,0.016,12.093,109.880,204.941,14.819
+2026-05-21 10:02:48,herring_gull_observed.csv,0.4363721636695610730941337176,0.831,3.908,1.918,3.813,0.8,6.9,9.937,0.017,7.37,6.467,0.342,0.022,0.04,1.8,1.38,10.96,9.89,2.262,2.446,2.077,4.379,6.92,1.838,0.176,10.08,8.31,3.393,7.26,16.989,6.614,3.432,9.797,1.564,0.013,12.085,99.550,183.93,15.17
+2026-05-21 10:02:49,herring_gull_observed.csv,0.1945019050651734971303908492,0.778,3.689,1.711,6.521,0.128,7.06,3.964,0.084,7.37,20.942,0.531,0.195,0.032,1.83,11.17,11.17,5.66,11.298,17.46,5.136,10.414,13.286,7.542,0.106,10.19,8.18,1.51,7.51,16.317,4.296,7.525,1.067,1.06,0.28,12.029,73.728,141.441,6.015
+2026-05-21 10:02:49,herring_gull_observed.csv,0.6260680586821595699782263900,1.242,0.522,2.642,4.215,0.819,6.52,10.949,0.092,6.68,26.944,0.105,0.739,0.03,11.73,1.41,11.12,5.792,13.280,16.918,9.641,13.206,13.946,12.466,0.094,10.47,7.5,5.678,6.66,10.996,33.038,50.128,15.949,1.577,0.21,12.008,115.334,225.07,5.598
+2026-05-21 10:02:49,herring_gull_observed.csv,1.042858558980410694312115156,0.856,3.157,0.914,7.415,0.374,7.14,9.021,0.15,6.96,20.428,0.567,0.652,0.012,11.59,1.44,10.55,4.427,15.196,12.667,17.724,5.593,4.743,6.443,0.148,8.82,8.17,5.175,7.32,20.98,10.522,18.6,2.444,1.001,0.242,12.261,77.420,139.345,15.495
+2026-05-21 10:02:50,herring_gull_observed.csv,1.536195309661839492211013071,0.958,1.203,5.94,4.77,0.467,6.86,7.578,0.193,7.37,10.9,0.542,0.238,0.026,1.1,11.95,10.32,8.988,9.997,11.504,8.49,10.201,9.288,11.114,0.188,9.85,7.06,0.892,7.23,14.662,28.217,50.112,6.322,1.698,0.065,12.023,98.645,187.918,9.372
+2026-05-21 10:02:50,herring_gull_observed.csv,0.8304527122762136545174256978,1.02,0.692,4.487,6.92,0.203,6.72,3.85,0.101,7.45,21.309,0.537,0.365,0.016,1.93,11.62,11.31,10.684,4.526,5.124,3.929,12.824,13.185,12.462,0.0,8.41,6.2,5.014,7.0,7.706,16.645,23.945,9.345,1.548,0.18,12.042,73.434,139.756,7.113
+2026-05-21 10:02:50,herring_gull_observed.csv,1.613223223611736280288507298,0.816,0.322,5.11,6.298,0.503,6.98,8.786,0.047,6.82,16.073,0.251,0.026,0.037,1.26,11.14,11.03,4.863,8.863,2.442,15.284,9.994,9.863,10.125,0.012,9.27,6.11,5.004,7.01,20.834,23.589,34.712,12.466,1.347,0.042,12.259,66.930,119.635,14.226
+2026-05-21 10:02:50,herring_gull_observed.csv,0.7928049991308448523962556303,1.327,2.465,3.493,6.071,0.333,6.55,9.783,0.056,7.57,13.447,0.071,0.338,0.004,1.44,11.92,11.36,6.546,8.106,3.015,13.196,4.167,4.706,3.628,0.108,8.18,7.73,5.616,6.64,11.394,22.612,40.026,5.197,1.364,0.287,12.246,51.664,88.458,14.869
+2026-05-21 10:02:51,herring_gull_observed.csv,0.4213338409436148516990754517,1.171,0.441,5.074,0.565,0.822,7.65,8.365,0.017,7.6,19.292,0.373,0.668,0.044,11.51,11.13,10.69,6.362,14.146,16.839,11.453,2.726,2.951,2.502,0.12,10.46,6.47,1.854,7.27,11.851,4.438,7.269,1.607,1.505,0.032,12.047,60.588,113.357,7.819
+2026-05-21 10:02:51,herring_gull_observed.csv,0.6496197053121371880742729509,1.078,1.446,0.302,5.931,0.766,7.7,12.731,0.187,7.38,20.184,0.222,0.044,0.027,1.45,11.39,10.99,8.909,2.208,3.237,1.179,4.860,6.448,3.271,0.069,9.45,6.79,4.825,7.45,6.695,23.784,45.478,2.09,1.278,0.134,12.021,86.462,161.141,11.784
+2026-05-21 10:02:51,herring_gull_observed.csv,1.775467196835650364773296461,1.248,0.597,3.849,2.467,0.406,7.48,12.009,0.045,7.06,7.751,0.213,0.218,0.031,1.03,11.94,10.41,5.503,18.095,18.945,17.245,10.618,11.846,9.39,0.084,8.07,6.12,3.321,7.59,16.114,5.857,0.428,11.286,1.017,0.082,12.041,84.735,162.541,6.929
+2026-05-21 10:02:52,herring_gull_observed.csv,0.3085803695033391231994886903,0.794,3.048,0.792,5.429,0.756,7.09,14.177,0.16,6.5,6.121,0.577,0.276,0.035,2.48,11.95,11.36,10.722,17.500,17.396,17.604,4.735,2.431,7.039,0.194,10.46,7.28,2.125,7.06,6.753,6.965,2.961,10.969,1.151,0.337,12.285,65.291,117.299,13.283
+2026-05-21 10:02:52,herring_gull_observed.csv,0.6298608716291800208891242406,0.891,0.922,4.962,0.333,0.646,7.22,4.459,0.202,7.6,15.408,0.405,0.651,0.016,1.65,1.0,11.25,8.213,10.723,6.299,15.147,8.038,8.314,7.761,0.166,8.78,7.97,6.822,6.99,6.284,5.315,4.885,5.745,1.551,0.265,12.201,119.678,226.877,12.48
+2026-05-21 10:02:52,herring_gull_observed.csv,0.3197382583563222154555140603,0.938,3.006,0.532,4.614,0.718,6.9,14.751,0.06,7.37,24.002,0.418,0.521,0.016,1.96,11.28,10.71,10.106,13.950,17.148,10.753,8.882,13.446,4.318,0.044,8.47,6.59,1.092,7.09,12.092,28.700,39.92,17.481,1.077,0.278,12.126,79.624,147.719,11.529
+2026-05-21 10:02:53,herring_gull_observed.csv,0.5289748820496960635454200466,0.966,3.343,1.048,7.103,0.543,7.3,14.658,0.202,7.13,26.488,0.452,0.15,0.04,11.65,10.66,10.88,3.144,10.264,1.961,18.568,5.054,9.127,0.981,0.051,10.39,6.64,3.477,7.29,17.432,39.930,72.25,7.611,1.549,0.027,12.263,83.422,157.977,8.867
+2026-05-21 10:02:53,herring_gull_observed.csv,1.467076538350682993623632098,1.123,3.0,5.183,3.696,0.495,7.23,11.973,0.207,6.71,11.94,0.525,0.746,0.032,1.54,1.25,10.73,2.908,7.844,3.1,12.587,12.404,12.946,11.861,0.114,8.32,7.19,5.491,6.96,9.702,34.632,58.634,10.63,1.689,0.141,12.211,124.528,233.889,15.166
+2026-05-21 10:02:53,herring_gull_observed.csv,0.6021045171357484312225798260,1.321,3.191,2.341,1.413,0.661,6.44,6.567,0.134,7.48,17.72,0.354,0.105,0.05,1.2,1.42,11.47,2.6,8.970,8.276,9.664,13.193,14.000,12.386,0.016,8.19,7.06,7.937,7.25,22.368,20.141,30.748,9.534,1.287,0.228,12.16,75.474,141.225,9.722
+2026-05-21 10:02:54,herring_gull_observed.csv,0.3766560943086000010458752620,0.888,3.102,3.01,5.162,0.707,6.28,4.782,0.056,7.06,20.541,0.616,0.283,0.024,2.04,11.23,10.66,10.435,11.872,5.255,18.49,8.394,2.973,13.814,0.054,8.31,7.81,6.155,7.27,17.982,32.644,49.922,15.365,1.114,0.264,12.1,69.430,127.013,11.848
+2026-05-21 10:02:54,herring_gull_observed.csv,0.3632582287711510961617766891,1.129,1.859,2.253,7.96,0.246,6.83,3.847,0.218,6.86,18.675,0.104,0.027,0.014,11.67,11.29,11.42,8.827,9.949,8.616,11.282,8.744,8.901,8.587,0.092,8.52,6.77,1.072,6.82,11.157,25.528,47.275,3.781,1.742,0.269,12.067,58.932,103.705,14.158
+2026-05-21 10:02:54,herring_gull_observed.csv,0.5203314577071617938459393610,0.783,3.921,2.029,1.385,0.421,6.92,3.899,0.125,7.1,23.856,0.554,0.359,0.032,2.05,10.82,10.49,10.069,16.776,18.98,14.571,2.700,1.387,4.012,0.17,8.04,7.35,7.43,6.99,7.52,30.172,50.185,10.159,1.236,0.089,12.222,121.825,228.294,15.356
+2026-05-21 10:02:55,herring_gull_observed.csv,0.7975889269084479989278010886,1.115,0.535,1.497,0.538,0.446,7.41,7.819,0.218,7.37,14.558,0.368,0.594,0.027,1.67,10.63,10.94,6.021,15.868,18.344,13.391,7.228,4.097,10.358,0.176,10.43,6.87,3.245,6.67,10.626,37.823,57.661,17.985,0.82,0.32,12.113,71.388,128.962,13.814
+2026-05-21 10:02:55,herring_gull_observed.csv,0.4776711583396921103519419727,1.25,3.501,2.588,5.945,0.178,6.56,9.998,0.179,7.25,10.275,0.383,0.647,0.019,1.92,11.87,11.34,3.595,10.490,3.076,17.905,7.144,7.726,6.563,0.103,9.29,7.12,4.561,6.65,8.008,25.046,46.664,3.428,0.921,0.11,12.093,55.520,98.874,12.167
+2026-05-21 10:02:55,herring_gull_observed.csv,0.6279748417980252933877445231,1.1,1.312,1.541,1.153,0.551,7.27,9.578,0.119,7.04,12.302,0.097,0.321,0.037,1.87,11.12,10.59,7.21,8.942,1.56,16.324,5.458,9.586,1.33,0.183,8.37,7.33,0.983,6.82,22.399,37.028,59.042,15.015,1.616,0.263,12.081,45.716,87.359,4.073
+2026-05-21 10:02:55,herring_gull_observed.csv,0.9529065453680403643482729683,1.233,2.922,1.164,7.571,0.157,7.24,9.087,0.165,7.21,26.866,0.587,0.593,0.012,1.27,10.83,10.67,9.28,11.552,17.323,5.782,8.210,8.300,8.121,0.157,8.16,8.19,3.338,6.74,6.558,21.674,25.894,17.455,1.487,0.136,12.298,120.926,233.922,7.931
+2026-05-21 10:02:56,herring_gull_observed.csv,0.4688020361304304724862938512,1.337,3.226,0.305,2.644,0.901,7.6,13.212,0.172,6.91,25.938,0.203,0.715,0.011,2.11,11.19,10.84,9.77,7.144,11.433,2.854,9.804,12.65,6.958,0.047,8.09,7.85,2.495,7.58,6.471,26.726,45.694,7.757,0.962,0.174,12.266,107.780,204.723,10.837
+2026-05-21 10:02:56,herring_gull_observed.csv,0.5126718017107753750506351599,1.068,1.084,4.431,1.45,0.235,7.03,10.618,0.13,6.69,25.842,0.454,0.027,0.037,1.27,11.25,11.1,8.259,9.607,14.264,4.95,9.849,8.88,10.818,0.034,8.95,8.1,3.497,7.31,21.52,35.030,59.588,10.473,1.692,0.257,12.11,102.396,194.283,10.508
+2026-05-21 10:02:56,herring_gull_observed.csv,0.8585982886620532452564552216,1.28,2.043,1.152,1.878,0.188,7.15,4.439,0.118,6.82,14.372,0.445,0.685,0.048,2.16,11.45,11.17,6.649,13.211,11.708,14.714,10.873,10.097,11.649,0.081,10.19,6.2,4.336,6.8,18.604,34.866,66.315,3.416,0.917,0.055,12.156,90.134,172.501,7.767
+2026-05-21 10:02:57,herring_gull_observed.csv,0.3657981184897199164035400459,0.935,3.432,5.594,2.425,0.875,7.53,6.43,0.219,7.08,23.586,0.363,0.359,0.009,2.4,11.38,11.06,2.044,14.868,11.779,17.957,6.594,7.196,5.991,0.229,8.26,6.57,7.586,7.12,6.291,37.228,73.334,1.122,1.277,0.12,12.095,74.102,139.793,8.411
+2026-05-21 10:02:57,herring_gull_observed.csv,0.9222285315435413259347549732,0.942,3.415,5.177,4.639,0.929,7.11,10.838,0.21,7.06,10.165,0.515,0.136,0.009,1.37,10.78,11.21,11.547,7.272,9.761,4.782,3.812,3.1,4.525,0.107,8.47,6.8,1.518,7.12,18.876,44.693,78.265,11.121,1.481,0.28,12.272,87.142,159.648,14.636
+2026-05-21 10:02:57,herring_gull_observed.csv,0.9428548341827154306738600489,1.14,2.798,5.595,2.41,0.121,6.52,13.235,0.196,7.46,20.989,0.189,0.113,0.02,1.89,10.92,10.47,6.521,6.501,2.337,10.665,12.687,12.078,13.296,0.043,8.61,6.0,5.767,7.41,18.053,24.926,38.668,11.185,1.361,0.338,12.015,107.878,201.772,13.984
+2026-05-21 10:02:58,herring_gull_observed.csv,0.1784540423022673909022841685,0.898,3.938,0.235,1.942,0.344,7.33,12.026,0.038,7.27,26.229,0.412,0.272,0.024,2.13,11.24,11.15,8.438,4.964,4.898,5.03,9.433,13.908,4.958,0.203,8.22,7.63,5.257,7.09,16.129,27.304,37.378,17.23,1.017,0.307,12.106,117.980,225.28,10.679
+2026-05-21 10:02:58,herring_gull_observed.csv,0.3702143268442827023456382215,1.025,1.486,0.848,2.409,0.375,6.65,10.557,0.163,7.59,14.721,0.199,0.422,0.003,11.7,11.85,10.71,3.661,4.074,6.296,1.853,11.689,13.901,9.477,0.122,9.08,7.06,3.018,7.11,18.885,20.484,34.868,6.099,1.493,0.213,12.087,118.995,231.686,6.304
+2026-05-21 10:02:58,herring_gull_observed.csv,0.5524109350112697162934192319,0.81,0.457,4.226,4.668,0.531,6.52,9.23,0.089,6.67,23.759,0.302,0.151,0.047,1.17,10.81,11.07,5.567,10.840,17.141,4.538,3.739,4.064,3.414,0.15,7.51,6.72,7.379,7.27,15.134,16.284,21.207,11.361,1.211,0.167,12.137,62.854,119.608,6.099
+2026-05-21 10:02:59,herring_gull_observed.csv,0.6566987636035139210316323223,1.268,1.274,2.209,0.84,0.669,6.3,12.043,0.032,6.86,9.986,0.316,0.421,0.009,1.04,10.85,11.02,3.665,14.192,16.231,12.152,9.818,10.188,9.447,0.066,7.98,7.27,1.111,7.23,12.04,40.340,68.84,11.841,1.407,0.19,12.17,118.670,224.379,12.961
+2026-05-21 10:02:59,herring_gull_observed.csv,1.007235339924279988356777082,1.175,0.811,2.299,3.83,0.634,6.37,4.242,0.142,6.55,10.88,0.311,0.678,0.027,1.38,1.48,10.8,3.737,11.196,7.56,14.832,8.686,7.306,10.065,0.162,9.94,8.35,5.369,7.06,22.998,24.848,48.038,1.658,1.566,0.171,12.106,43.813,82.082,5.544
+2026-05-21 10:02:59,herring_gull_observed.csv,0.6364378471112273247278049956,0.79,2.22,1.695,2.328,0.479,6.82,6.633,0.023,6.51,7.988,0.161,0.258,0.014,1.25,11.9,11.33,6.325,8.448,14.207,2.69,8.710,12.787,4.634,0.13,10.27,6.07,5.595,7.42,13.067,27.546,45.712,9.38,1.622,0.074,12.061,105.104,204.65,5.559
+2026-05-21 10:03:00,herring_gull_observed.csv,0.4517658261587126646107016030,1.062,2.786,1.464,7.397,0.928,7.48,6.296,0.078,7.34,16.373,0.099,0.339,0.03,11.59,1.09,11.41,5.295,11.002,12.945,9.06,2.818,4.882,0.755,0.087,10.14,7.6,7.546,6.61,16.958,9.207,1.112,17.302,0.896,0.331,12.073,68.760,130.126,7.394
+2026-05-21 10:03:00,herring_gull_observed.csv,0.3003992150476900596677354192,0.936,2.121,1.193,6.117,0.793,7.25,3.02,0.161,7.29,6.615,0.315,0.723,0.038,1.48,1.31,11.16,4.033,13.942,15.116,12.769,3.804,3.388,4.220,0.241,9.7,6.66,3.245,6.8,23.606,38.020,73.61,2.431,1.265,0.276,12.111,66.170,117.772,14.568
+2026-05-21 10:03:00,herring_gull_observed.csv,0.8763639348917956829369328508,1.282,1.232,5.368,3.058,0.354,6.46,5.924,0.044,7.43,22.672,0.529,0.296,0.006,1.24,11.11,11.36,2.876,8.166,6.472,9.86,9.234,9.000,9.468,0.173,7.64,7.21,7.882,6.74,7.836,10.491,5.13,15.852,1.129,0.121,12.091,77.900,149.647,6.154
+2026-05-21 10:03:00,herring_gull_observed.csv,0.8101708753148887350247521099,1.02,0.412,3.956,1.045,0.764,7.41,5.362,0.16,6.64,25.435,0.411,0.37,0.004,1.08,11.66,11.4,11.793,9.634,15.993,3.274,3.748,2.17,5.326,0.1,10.08,6.09,3.611,6.85,9.918,7.470,1.933,13.006,0.877,0.069,12.205,82.406,155.482,9.331
+2026-05-21 10:03:01,herring_gull_observed.csv,0.7413055206558290558233572811,0.771,2.199,4.646,7.564,0.314,6.81,8.27,0.078,6.6,21.307,0.487,0.037,0.008,1.68,1.48,11.47,4.501,8.776,9.385,8.167,6.951,3.687,10.215,0.133,9.64,7.82,7.492,6.99,12.05,24.840,42.231,7.45,0.894,0.174,12.266,123.326,232.882,13.771
+2026-05-21 10:03:01,herring_gull_observed.csv,0.5610311789407520114522148899,1.193,2.647,5.854,2.955,0.664,6.76,11.604,0.05,7.09,26.313,0.384,0.213,0.013,2.06,11.39,10.86,2.634,16.751,14.008,19.494,9.326,5.076,13.575,0.075,8.29,7.37,1.874,7.54,21.418,9.148,14.201,4.095,1.793,0.054,12.163,96.818,178.974,14.661
+2026-05-21 10:03:01,herring_gull_observed.csv,0.3746113122521867808489392010,1.329,3.173,3.866,6.517,0.913,7.06,8.643,0.16,7.65,27.318,0.44,0.447,0.044,11.89,10.7,11.3,2.6,14.884,12.668,17.1,6.479,7.064,5.894,0.025,9.79,6.15,3.151,7.24,12.669,34.228,54.176,14.281,1.043,0.161,12.082,89.472,166.43,12.513
+2026-05-21 10:03:02,herring_gull_observed.csv,0.3580803198027450426688293808,1.015,1.727,3.421,1.609,0.54,6.51,4.979,0.08,6.58,6.794,0.568,0.117,0.024,1.89,10.78,10.4,6.631,16.112,18.94,13.283,9.946,11.257,8.635,0.223,8.62,7.16,3.28,6.78,14.934,6.714,4.347,9.08,1.551,0.212,12.154,90.066,173.31,6.823
+2026-05-21 10:03:02,herring_gull_observed.csv,0.5262052231530294716988456959,0.902,1.701,3.223,1.863,0.105,6.68,5.497,0.129,7.09,22.869,0.219,0.19,0.042,2.07,11.96,10.5,9.21,7.344,2.981,11.707,2.524,2.826,2.221,0.006,9.92,7.52,0.976,7.08,17.547,27.324,44.4,10.249,1.417,0.308,12.1,97.968,189.949,5.986
+2026-05-21 10:03:02,herring_gull_observed.csv,0.8454572589497266224642962499,1.224,1.863,0.607,4.462,0.054,6.51,10.001,0.175,7.43,17.0,0.252,0.327,0.002,11.89,10.84,10.32,2.643,9.236,9.713,8.760,5.242,6.417,4.066,0.215,7.77,6.7,7.945,6.7,22.453,19.306,24.175,14.436,0.895,0.044,12.096,74.542,137.523,11.56
+2026-05-21 10:03:03,herring_gull_observed.csv,0.5290530396596072231113963578,1.284,2.211,5.713,7.043,0.751,7.58,14.225,0.042,6.87,10.865,0.494,0.117,0.043,1.18,10.84,10.4,8.221,0.377,0.404,0.350,5.878,0.938,10.819,0.11,8.71,6.03,4.475,7.59,10.879,12.355,5.476,19.234,1.334,0.235,12.09,84.389,156.409,12.369
+2026-05-21 10:03:03,herring_gull_observed.csv,0.4942681796206162264921012980,1.275,1.316,3.118,7.91,0.944,7.59,3.495,0.107,6.86,27.163,0.233,0.71,0.026,1.63,1.29,10.84,5.807,15.559,18.872,12.246,6.530,12.577,0.483,0.205,9.24,6.62,1.236,6.8,8.729,39.620,78.494,0.745,0.915,0.312,12.033,53.470,99.38,7.559
+2026-05-21 10:03:03,herring_gull_observed.csv,0.4582562903391875715184670583,0.833,3.388,5.416,6.365,0.813,7.7,13.538,0.107,7.08,22.114,0.073,0.185,0.013,1.01,1.33,11.13,5.067,11.084,11.772,10.397,11.058,11.835,10.280,0.132,8.09,7.36,7.202,7.35,17.951,41.161,76.924,5.398,1.465,0.259,12.005,81.066,152.288,9.844
+2026-05-21 10:03:04,herring_gull_observed.csv,0.7701010957437366714875543984,0.75,2.498,3.652,1.733,0.875,7.08,14.326,0.112,7.5,10.772,0.574,0.74,0.035,1.09,11.02,11.03,9.266,12.624,8.959,16.29,11.142,10.512,11.773,0.248,9.95,6.94,6.256,6.69,7.441,3.461,5.22,1.702,1.72,0.29,12.067,55.459,100.382,10.536
+2026-05-21 10:03:04,herring_gull_observed.csv,1.004084820487361589378888394,1.151,2.143,0.567,5.692,0.445,7.23,12.043,0.097,6.79,14.344,0.605,0.06,0.02,1.88,1.15,11.07,3.175,6.407,12.313,0.501,11.347,11.143,11.551,0.02,8.26,8.16,2.424,6.89,11.265,33.826,63.911,3.742,1.743,0.12,12.129,120.999,230.497,11.501
+2026-05-21 10:03:04,herring_gull_observed.csv,0.4385719650259876456946310026,1.312,0.258,1.423,7.234,0.539,6.6,14.48,0.0,6.6,6.507,0.256,0.467,0.007,1.21,11.0,10.66,2.566,2.447,3.291,1.603,9.512,9.691,9.333,0.233,8.13,7.71,5.813,7.35,8.614,16.048,17.698,14.397,1.355,0.131,12.037,66.748,120.662,12.834
+2026-05-21 10:03:05,herring_gull_observed.csv,0.5500130569348376506878007893,1.085,2.241,0.946,3.546,0.753,6.47,12.15,0.181,6.88,8.566,0.125,0.625,0.012,1.23,11.22,10.63,9.858,10.810,10.778,10.843,6.607,5.353,7.861,0.232,10.49,7.03,2.434,7.42,23.186,19.666,38.46,0.873,1.339,0.311,12.219,60.324,105.371,15.276
+2026-05-21 10:03:05,herring_gull_observed.csv,0.4713282042043344625805161259,1.145,1.838,3.342,1.29,0.398,7.55,11.34,0.1,7.54,18.831,0.18,0.434,0.011,1.03,11.12,11.44,8.412,9.334,1.994,16.675,2.517,2.512,2.522,0.235,8.5,6.77,6.712,6.66,6.291,41.452,76.778,6.127,1.709,0.155,12.085,42.322,80.15,4.494
+2026-05-21 10:03:05,herring_gull_observed.csv,1.488185270691417740003664868,0.95,3.691,2.068,1.891,0.293,7.4,14.9,0.158,7.58,11.073,0.066,0.358,0.023,11.97,11.11,10.29,10.533,14.126,9.848,18.405,3.964,0.617,7.311,0.033,8.74,8.36,6.569,7.49,21.806,7.662,7.227,8.098,0.836,0.016,12.081,73.420,139.573,7.268
+2026-05-21 10:03:06,herring_gull_observed.csv,1.044233093650665366395584804,1.195,1.883,4.39,7.833,0.06,7.47,10.872,0.15,6.51,17.428,0.137,0.529,0.038,2.28,10.87,10.4,6.863,3.452,3.689,3.216,5.234,2.541,7.926,0.055,8.15,6.39,1.893,7.54,8.416,25.456,44.271,6.64,0.996,0.255,12.047,83.460,161.437,5.484
+2026-05-21 10:03:06,herring_gull_observed.csv,1.078224018403684692783299564,0.981,3.025,3.51,3.199,0.342,6.7,14.306,0.009,7.62,18.25,0.433,0.382,0.017,1.12,11.12,10.51,3.308,11.862,16.947,6.776,5.872,7.372,4.372,0.172,7.79,6.34,5.109,6.91,19.859,25.490,33.595,17.386,1.602,0.081,12.166,115.502,225.124,5.88
+2026-05-21 10:03:06,herring_gull_observed.csv,0.5656721427907575018808349582,0.963,3.03,4.102,0.854,0.306,6.49,9.569,0.12,6.91,23.158,0.495,0.207,0.01,1.49,11.53,11.41,5.791,7.206,9.986,4.425,3.655,6.277,1.033,0.181,7.78,7.85,2.774,7.3,14.929,25.582,40.059,11.106,0.962,0.347,12.031,81.526,158.017,5.034
+2026-05-21 10:03:06,herring_gull_observed.csv,0.7214223676885177554730299322,0.838,3.639,5.953,1.137,0.885,7.47,10.68,0.035,7.44,17.863,0.364,0.7,0.039,1.88,10.84,10.67,8.77,18.668,18.074,19.261,8.636,9.414,7.858,0.227,10.01,7.04,6.489,7.32,10.773,15.376,19.287,11.466,1.758,0.042,12.064,99.816,192.293,7.338
+2026-05-21 10:03:07,herring_gull_observed.csv,0.3273971713860564122307956693,0.929,2.985,2.231,1.501,0.549,6.87,12.479,0.11,7.18,7.048,0.151,0.532,0.034,1.9,1.45,10.42,6.138,8.114,7.466,8.762,3.302,2.896,3.708,0.216,9.56,7.02,6.617,6.74,19.281,41.282,78.815,3.75,1.045,0.344,12.257,56.128,104.499,7.757
+2026-05-21 10:03:07,herring_gull_observed.csv,1.684605322544718129425973866,0.858,3.229,0.102,1.809,0.122,6.63,5.204,0.077,6.91,16.407,0.153,0.329,0.016,11.76,11.3,10.96,11.962,5.622,10.088,1.156,12.666,11.548,13.783,0.137,10.0,6.45,3.199,7.45,20.902,20.901,32.901,8.901,1.5,0.298,12.063,59.346,102.988,15.703
+2026-05-21 10:03:07,herring_gull_observed.csv,1.223599414918192461958535389,1.223,2.16,4.57,2.027,0.529,6.97,4.757,0.131,7.58,14.304,0.293,0.036,0.018,11.66,11.1,11.49,7.735,2.331,2.137,2.525,3.254,5.163,1.345,0.113,10.46,6.85,4.772,7.17,8.575,41.677,75.765,7.589,1.199,0.095,12.029,115.847,221.507,10.187
+2026-05-21 10:03:08,herring_gull_observed.csv,0.5914381987503316953020622766,1.336,3.8,4.362,7.996,0.348,7.62,6.144,0.099,7.05,8.967,0.495,0.513,0.035,2.1,11.13,11.04,11.723,2.153,2.114,2.192,3.859,2.096,5.622,0.228,8.08,6.2,4.758,6.62,15.871,41.815,72.965,10.665,1.557,0.119,12.291,57.650,110.097,5.203
+2026-05-21 10:03:08,herring_gull_observed.csv,0.6549744748464202378365718984,1.139,2.857,0.629,0.323,0.724,7.29,12.605,0.146,7.57,10.68,0.091,0.342,0.041,2.04,10.94,10.54,6.646,7.808,10.28,5.336,9.504,13.939,5.07,0.017,7.56,7.05,4.846,7.08,20.37,16.981,18.829,15.133,1.507,0.226,12.227,69.134,128.519,9.749
+2026-05-21 10:03:08,herring_gull_observed.csv,1.081269739988801560289939201,1.306,1.422,4.968,7.243,0.599,6.54,13.557,0.011,6.87,19.263,0.27,0.084,0.029,1.13,1.11,10.83,7.87,11.105,8.176,14.034,12.184,13.176,11.191,0.203,7.7,7.05,2.802,7.1,9.428,8.558,8.629,8.486,1.261,0.234,12.15,55.918,96.105,15.73
+2026-05-21 10:03:09,herring_gull_observed.csv,1.167496345959843283906233030,1.27,3.775,2.802,2.439,0.264,7.73,8.064,0.16,6.82,7.641,0.484,0.039,0.026,1.39,11.81,10.32,11.938,15.238,16.561,13.914,10.709,7.77,13.648,0.18,10.42,7.84,5.833,6.97,11.587,40.392,66.175,14.609,0.916,0.334,12.214,98.837,190.452,7.222
+2026-05-21 10:03:09,herring_gull_observed.csv,0.5628675690001618777212555943,1.118,2.938,3.018,7.669,0.945,6.49,6.593,0.103,7.64,18.146,0.147,0.435,0.049,1.96,1.02,10.42,11.652,3.873,7.038,0.708,9.650,10.576,8.725,0.123,10.4,6.92,6.701,7.35,11.407,16.740,14.091,19.389,0.89,0.24,12.118,93.524,171.525,15.524
+2026-05-21 10:03:09,herring_gull_observed.csv,1.062771616026285081993744598,1.34,3.622,1.685,0.86,0.041,6.76,5.718,0.079,7.19,20.53,0.557,0.125,0.01,1.84,11.8,10.89,8.174,11.962,13.379,10.544,9.314,5.365,13.263,0.169,8.69,7.11,7.084,6.87,9.075,46.721,78.583,14.859,0.995,0.108,12.205,123.042,231.469,14.615
+2026-05-21 10:03:10,herring_gull_observed.csv,0.4674833103937819723411135161,1.253,1.92,2.522,4.721,0.755,7.37,12.115,0.195,6.53,14.766,0.46,0.258,0.049,1.23,11.98,10.65,3.266,12.668,14.222,11.114,5.482,3.351,7.612,0.078,8.3,7.4,3.051,6.67,16.705,10.274,13.706,6.841,1.112,0.068,12.286,93.066,172.726,13.407
+2026-05-21 10:03:10,herring_gull_observed.csv,0.3909917803873827017911439024,1.241,0.437,2.094,6.556,0.843,7.0,5.812,0.22,6.72,15.729,0.511,0.397,0.023,1.01,11.05,10.59,10.597,11.302,12.556,10.049,8.948,4.451,13.445,0.24,8.4,8.35,1.302,6.93,12.349,16.244,25.071,7.418,1.046,0.215,12.008,84.810,164.182,5.439
+2026-05-21 10:03:10,herring_gull_observed.csv,0.2959257405786079325717539516,1.312,2.337,4.096,6.638,0.381,7.32,8.473,0.177,7.37,7.738,0.464,0.342,0.018,2.18,1.2,11.42,3.938,11.168,5.897,16.438,13.518,13.036,14.000,0.249,8.83,7.43,1.363,7.54,12.642,40.386,70.313,10.458,1.648,0.332,12.269,61.960,114.047,9.872
+2026-05-21 10:03:11,herring_gull_observed.csv,0.8391436080329559169720593196,0.983,1.061,5.601,3.239,0.548,7.15,7.573,0.018,7.58,8.466,0.15,0.355,0.005,2.45,11.73,10.5,4.235,13.410,19.398,7.422,11.246,9.284,13.209,0.077,9.12,7.03,0.952,6.81,17.54,43.805,79.285,8.325,1.457,0.34,12.003,93.474,177.554,9.395
+2026-05-21 10:03:11,herring_gull_observed.csv,0.2055941659968861337466968362,1.303,1.891,1.457,3.59,0.387,7.33,8.81,0.113,6.83,22.505,0.327,0.412,0.02,11.6,11.79,11.22,5.316,13.610,10.622,16.597,6.001,1.677,10.325,0.231,9.99,6.3,1.409,6.61,19.946,13.782,8.699,18.866,1.312,0.294,12.194,46.776,87.255,6.297
+2026-05-21 10:03:11,herring_gull_observed.csv,0.5036665926347100873862940098,1.344,2.854,5.506,7.315,0.261,7.04,14.73,0.214,7.62,17.135,0.395,0.462,0.015,1.79,10.87,10.86,5.613,11.288,10.448,12.129,8.504,8.182,8.827,0.127,9.75,8.31,3.619,6.77,6.46,42.046,74.099,9.992,1.121,0.21,12.061,50.164,93.272,7.057
+2026-05-21 10:03:12,herring_gull_observed.csv,1.205346247807093678175005180,1.165,0.5,2.086,0.634,0.417,7.31,3.533,0.041,7.14,16.687,0.418,0.031,0.048,11.63,11.54,11.24,7.355,9.736,18.607,0.864,11.188,11.019,11.356,0.148,9.77,8.4,4.17,7.34,23.259,24.990,42.516,7.465,1.021,0.166,12.227,88.055,161.387,14.723
+2026-05-21 10:03:12,herring_gull_observed.csv,0.5188979992796905080711683837,1.066,2.067,0.587,7.451,0.167,7.58,9.002,0.165,6.75,23.487,0.266,0.134,0.041,2.15,11.35,10.49,8.722,10.808,15.417,6.2,10.570,12.825,8.315,0.101,7.69,6.18,4.982,7.11,18.311,32.232,45.276,19.187,1.152,0.083,12.117,89.714,165.854,13.575
+2026-05-21 10:03:12,herring_gull_observed.csv,1.454148148951556404155425732,0.849,3.095,2.591,5.173,0.179,6.54,13.053,0.073,6.91,23.986,0.058,0.675,0.004,11.88,10.91,11.15,11.051,7.612,7.113,8.112,11.658,12.281,11.034,0.031,7.99,8.4,2.853,6.61,6.593,11.235,18.371,4.099,1.657,0.262,12.129,68.400,126.204,10.595
+2026-05-21 10:03:12,herring_gull_observed.csv,0.8488804942720423209184404111,0.909,0.923,2.698,0.361,0.194,7.16,15.518,0.164,7.19,14.738,0.103,0.682,0.014,2.3,11.98,10.43,11.907,4.800,4.452,5.147,1.480,0.524,2.436,0.028,7.63,6.54,7.612,7.55,10.316,43.080,66.248,19.912,1.555,0.087,12.188,51.306,90.763,11.848
+2026-05-21 10:03:13,herring_gull_observed.csv,0.5754866349280116147189736459,0.963,1.378,2.645,7.838,0.237,7.37,8.241,0.152,6.71,21.827,0.618,0.645,0.049,2.16,11.48,11.04,4.707,6.587,7.702,5.472,8.806,5.633,11.979,0.025,8.05,6.01,1.3,6.9,9.564,37.848,63.214,12.482,1.638,0.075,12.262,109.198,202.583,15.814
+2026-05-21 10:03:13,herring_gull_observed.csv,0.5167325388139278655411552869,1.322,2.92,1.602,7.08,0.253,7.16,14.633,0.018,7.65,9.289,0.372,0.255,0.003,2.27,1.27,10.37,7.2,10.139,15.685,4.593,2.722,5.077,0.367,0.224,8.68,7.28,1.235,6.99,20.062,46.672,78.047,15.298,1.256,0.068,12.064,85.394,156.186,14.602
+2026-05-21 10:03:13,herring_gull_observed.csv,0.3527050140136268131561078977,1.341,1.959,1.28,1.53,0.29,7.18,13.704,0.076,6.59,10.58,0.238,0.743,0.011,2.04,10.6,11.25,2.265,9.662,15.955,3.368,4.332,6.996,1.667,0.124,9.51,6.21,2.578,7.04,6.63,39.440,61.066,17.813,1.341,0.311,12.251,88.590,169.565,7.616
+2026-05-21 10:03:14,herring_gull_observed.csv,0.3178484809089598382958121907,0.809,2.901,0.125,4.16,0.095,6.63,6.06,0.136,6.97,12.426,0.395,0.659,0.016,11.9,10.64,10.89,2.995,16.868,17.645,16.09,7.638,12.067,3.208,0.121,8.31,7.13,2.954,6.92,7.183,20.664,36.717,4.61,1.356,0.111,12.075,70.616,131.83,9.403
+2026-05-21 10:03:14,herring_gull_observed.csv,0.5625267563574942123204085640,1.171,2.29,3.544,3.177,0.494,6.59,13.501,0.127,7.04,7.042,0.452,0.486,0.015,11.59,11.18,11.31,2.236,6.200,3.782,8.617,9.065,11.256,6.874,0.198,9.37,6.05,3.202,6.73,21.598,11.850,8.539,15.162,1.018,0.084,12.291,88.548,170.89,6.207
+2026-05-21 10:03:14,herring_gull_observed.csv,0.5007713439916029312342114270,1.034,3.565,1.134,3.576,0.019,6.72,7.709,0.178,7.36,26.957,0.326,0.681,0.026,11.72,11.43,10.92,7.639,9.604,12.102,7.107,6.860,12.703,1.018,0.07,9.09,6.83,3.868,7.04,13.367,29.957,40.674,19.24,1.106,0.182,12.074,80.111,145.815,14.407
+2026-05-21 10:03:15,herring_gull_observed.csv,0.4601319199618041104103146851,1.243,2.135,5.148,4.128,0.758,7.69,3.688,0.213,7.33,19.598,0.168,0.331,0.027,2.29,1.27,11.12,8.767,13.430,11.377,15.482,8.833,9.058,8.608,0.104,9.05,6.12,5.985,6.99,14.382,18.878,32.975,4.78,1.314,0.05,12.271,82.478,158.71,6.247
+2026-05-21 10:03:15,herring_gull_observed.csv,0.9844505244580122463792043147,0.936,0.975,2.586,4.726,0.328,7.15,4.606,0.072,7.45,13.888,0.569,0.613,0.05,2.4,10.84,10.68,10.916,3.470,3.396,3.544,10.334,12.753,7.916,0.143,8.47,6.0,1.0,6.92,19.078,15.308,20.164,10.453,0.857,0.234,12.008,77.592,146.795,8.389
+2026-05-21 10:03:15,herring_gull_observed.csv,1.406568507077226997952693277,1.024,3.061,5.724,5.145,0.149,7.37,9.836,0.127,7.57,9.154,0.556,0.365,0.021,11.56,10.76,10.95,6.498,7.722,6.622,8.821,0.598,0.671,0.526,0.061,9.75,6.55,0.94,6.98,14.632,38.280,65.533,11.027,0.978,0.238,12.028,69.638,128.156,11.12
+2026-05-21 10:03:16,herring_gull_observed.csv,0.8740672670890213355815400938,1.195,1.799,4.059,4.911,0.139,6.97,13.66,0.025,6.53,9.786,0.412,0.343,0.041,1.43,11.79,10.59,3.105,4.432,6.916,1.949,8.980,6.576,11.385,0.076,10.01,8.24,7.337,6.61,21.133,40.804,69.986,11.623,1.101,0.193,12.079,87.432,170.665,4.2
+2026-05-21 10:03:16,herring_gull_observed.csv,0.4938275763177944215519813996,1.042,1.571,2.56,4.885,0.718,7.38,3.546,0.047,7.1,7.093,0.105,0.541,0.002,2.23,10.66,11.31,3.981,8.437,9.389,7.485,6.658,3.328,9.987,0.169,8.23,8.31,6.178,7.39,11.219,20.604,34.303,6.905,1.555,0.278,12.177,54.445,100.572,8.318
+2026-05-21 10:03:16,herring_gull_observed.csv,0.9363674226532756497349640346,1.333,0.639,3.142,2.56,0.566,7.07,10.938,0.126,6.79,17.367,0.312,0.423,0.049,1.61,10.58,11.26,5.122,6.461,6.344,6.578,13.073,12.567,13.579,0.198,8.7,6.13,3.168,6.65,23.146,18.182,28.399,7.965,0.917,0.074,12.293,63.653,121.086,6.22
+2026-05-21 10:03:17,herring_gull_observed.csv,1.291763725886548762401857390,1.225,3.081,3.775,3.948,0.189,6.34,11.814,0.007,7.51,14.858,0.575,0.535,0.046,1.95,1.49,11.23,10.428,7.424,9.944,4.903,8.449,9.455,7.443,0.024,8.93,7.07,5.888,7.28,15.029,21.319,33.209,9.429,0.867,0.085,12.028,77.648,140.858,14.437
+2026-05-21 10:03:17,herring_gull_observed.csv,0.3363796681962791095966830335,0.926,3.792,2.018,3.519,0.704,7.73,3.473,0.012,6.62,26.923,0.546,0.322,0.037,11.99,10.9,11.09,4.339,14.805,19.949,9.661,5.366,1.171,9.561,0.097,9.98,7.04,6.063,6.63,17.206,33.898,62.936,4.861,1.073,0.016,12.126,78.650,149.318,7.982
+2026-05-21 10:03:17,herring_gull_observed.csv,0.9493342706644570073048376453,1.214,1.572,2.675,1.824,0.603,7.67,4.964,0.201,7.39,24.765,0.164,0.148,0.041,2.13,1.2,10.57,7.078,10.650,6.134,15.166,6.829,2.584,11.074,0.117,9.91,7.13,6.426,7.28,14.258,36.234,54.145,18.322,1.003,0.001,12.007,122.640,237.302,7.979
+2026-05-21 10:03:18,herring_gull_observed.csv,0.4833707364873919540685199328,1.056,3.911,2.313,2.922,0.252,7.46,10.813,0.125,7.47,17.486,0.238,0.419,0.005,2.17,11.17,10.26,5.375,16.395,17.018,15.772,6.972,8.345,5.6,0.014,10.23,8.46,7.212,6.83,8.54,38.864,73.807,3.92,1.582,0.257,12.212,86.602,157.966,15.239
+2026-05-21 10:03:18,herring_gull_observed.csv,0.9411205125495137368109489358,1.145,3.295,3.762,4.888,0.657,7.63,3.457,0.186,6.98,12.25,0.135,0.194,0.02,1.32,11.82,11.38,10.132,8.055,8.071,8.039,5.436,7.85,3.021,0.005,8.68,6.25,6.292,6.95,21.634,25.404,31.695,19.114,1.104,0.107,12.139,94.942,174.653,15.232
+2026-05-21 10:03:18,herring_gull_observed.csv,0.6927173202732093512770848053,0.86,0.436,2.852,3.382,0.534,6.3,4.264,0.116,6.53,18.604,0.575,0.749,0.025,1.99,11.54,10.91,4.37,13.596,16.863,10.329,4.552,4.625,4.480,0.156,7.77,7.14,0.928,7.56,19.954,33.948,61.758,6.138,1.231,0.15,12.143,73.868,139.161,8.576
+2026-05-21 10:03:18,herring_gull_observed.csv,0.3992476150012947161423080170,0.962,1.427,5.186,5.305,0.448,7.11,10.569,0.09,7.45,17.291,0.305,0.004,0.004,2.24,11.85,10.79,3.057,5.369,7.996,2.742,11.594,13.075,10.113,0.136,8.71,7.26,4.754,7.53,6.163,14.530,22.795,6.266,1.655,0.099,12.14,67.096,129.746,4.445
+2026-05-21 10:03:19,herring_gull_observed.csv,1.101951538229363005796458138,1.126,3.323,5.104,5.208,0.738,6.69,8.32,0.027,6.96,24.66,0.148,0.744,0.038,1.38,1.17,10.91,7.889,7.314,4.546,10.083,8.880,10.021,7.738,0.036,9.15,6.57,5.688,6.7,8.989,11.592,14.839,8.346,1.583,0.018,12.102,54.931,94.379,15.483
+2026-05-21 10:03:19,herring_gull_observed.csv,0.6476177673641063293022076143,1.201,3.693,0.412,2.523,0.27,7.74,14.867,0.082,7.6,20.375,0.477,0.01,0.023,11.6,10.95,10.76,3.006,8.483,5.908,11.058,12.427,13.559,11.295,0.054,7.95,6.61,1.363,6.89,20.369,42.031,79.749,4.313,1.03,0.061,12.237,89.738,170.566,8.909
+2026-05-21 10:03:19,herring_gull_observed.csv,0.8725248351277600037302873886,0.888,2.527,0.938,2.991,0.744,6.96,14.617,0.05,6.93,12.323,0.539,0.224,0.021,1.6,1.11,11.42,7.79,0.946,0.405,1.487,9.110,8.678,9.541,0.167,8.18,8.14,4.939,7.09,23.963,40.977,76.18,5.774,1.379,0.105,12.168,74.336,136.388,12.283
+2026-05-21 10:03:20,herring_gull_observed.csv,0.6442227120708326925740207426,1.063,0.9,1.139,1.233,0.172,6.88,3.241,0.096,6.95,13.128,0.564,0.39,0.033,11.76,1.21,11.47,11.247,16.539,16.223,16.855,4.126,2.557,5.695,0.049,9.96,7.45,4.713,6.64,19.07,11.290,16.992,5.588,1.743,0.249,12.051,110.879,209.487,12.271
+2026-05-21 10:03:20,herring_gull_observed.csv,2.812959437540227659670724245,1.244,1.264,0.192,6.59,0.383,7.73,3.295,0.196,7.13,22.461,0.457,0.443,0.033,1.79,11.47,11.22,2.238,15.052,12.739,17.364,6.596,6.355,6.838,0.038,9.39,8.3,4.866,6.62,21.793,47.953,78.225,17.681,1.744,0.096,12.16,92.925,179.127,6.723
+2026-05-21 10:03:20,herring_gull_observed.csv,0.6937431118171579441845338468,1.194,1.613,2.083,5.351,0.787,6.63,11.481,0.002,6.98,18.269,0.365,0.373,0.001,1.37,11.27,10.56,4.594,13.472,16.782,10.163,8.070,4.025,12.116,0.082,8.57,7.41,7.87,6.93,12.384,29.226,38.675,19.776,0.957,0.241,12.077,54.877,95.248,14.506
+2026-05-21 10:03:21,herring_gull_observed.csv,1.100478652264692208003859875,1.123,3.248,0.664,6.745,0.507,6.83,10.927,0.065,6.96,10.528,0.551,0.259,0.04,2.05,11.37,11.39,8.485,5.394,5.044,5.745,7.666,3.238,12.094,0.189,9.33,8.06,4.722,7.28,6.722,35.235,55.127,15.343,1.692,0.064,12.259,90.440,167.456,13.425
+2026-05-21 10:03:21,herring_gull_observed.csv,0.7928131983879700396251249694,0.758,3.398,3.419,0.154,0.088,6.63,8.666,0.088,6.85,16.876,0.224,0.3,0.01,2.44,1.43,11.11,10.812,14.124,12.444,15.804,7.400,7.19,7.609,0.089,8.91,8.47,2.888,7.12,15.155,18.706,35.722,1.691,1.165,0.106,12.293,99.096,188.582,9.609
+2026-05-21 10:03:21,herring_gull_observed.csv,0.7319966365361287722724955504,0.957,0.56,0.621,1.234,0.663,6.7,6.789,0.007,7.55,24.61,0.503,0.027,0.027,1.96,11.28,10.43,9.413,9.394,0.785,18.002,8.728,9.454,8.001,0.09,8.09,7.65,6.746,7.47,7.128,30.976,50.799,11.153,1.613,0.215,12.201,93.375,177.564,9.186
+2026-05-21 10:03:22,herring_gull_observed.csv,1.993499802720873922413527441,0.763,3.989,5.643,4.406,0.017,6.5,12.409,0.055,7.24,15.676,0.581,0.639,0.044,2.23,11.58,10.6,10.175,14.612,18.495,10.73,7.561,8.37,6.752,0.068,7.7,7.0,4.862,7.46,20.314,11.175,10.374,11.976,0.91,0.308,12.236,107.469,199.724,15.214
+2026-05-21 10:03:22,herring_gull_observed.csv,0.3535030827144720703742463259,1.212,0.266,2.135,2.1,0.037,6.62,8.614,0.206,7.09,23.385,0.497,0.71,0.027,11.92,11.48,10.72,5.001,9.239,8.476,10.002,8.423,8.861,7.985,0.128,9.83,7.85,7.136,7.08,13.416,18.988,30.406,7.57,1.588,0.349,12.093,91.242,173.76,8.724
+2026-05-21 10:03:22,herring_gull_observed.csv,0.3704655305144847796166618033,1.332,0.295,2.584,1.456,0.235,7.47,5.021,0.161,7.45,21.065,0.259,0.012,0.016,11.92,11.94,11.26,8.146,9.166,13.859,4.474,8.196,6.913,9.479,0.247,9.73,7.2,1.823,6.84,6.69,7.220,0.644,13.795,1.792,0.082,12.028,119.202,222.762,15.643
+2026-05-21 10:03:23,herring_gull_observed.csv,0.3805422501155921274001746827,1.056,0.597,0.801,4.172,0.548,7.4,6.236,0.096,7.23,19.324,0.233,0.09,0.023,2.35,11.57,10.35,8.417,10.413,5.533,15.293,11.151,12.954,9.348,0.104,9.28,6.35,1.311,7.3,9.405,19.750,27.19,12.311,1.496,0.254,12.109,112.674,216.808,8.54
+2026-05-21 10:03:23,herring_gull_observed.csv,0.9064382366123018708013908196,1.249,3.162,5.075,2.825,0.653,7.74,3.42,0.128,7.2,8.644,0.264,0.689,0.022,11.92,11.02,10.52,6.556,15.087,13.788,16.386,12.324,13.74,10.909,0.039,7.86,7.15,7.683,7.29,21.624,45.962,73.654,18.27,1.116,0.327,12.183,97.750,188.617,6.884
+2026-05-21 10:03:23,herring_gull_observed.csv,1.731674427964363876733741700,0.793,3.972,0.903,4.575,0.679,6.75,13.676,0.096,6.89,15.019,0.331,0.23,0.043,1.99,10.85,11.35,2.929,9.857,1.516,18.198,6.380,8.217,4.542,0.147,7.93,6.44,5.716,6.73,15.099,30.240,50.222,10.259,1.61,0.285,12.105,86.841,161.596,12.086
+2026-05-21 10:03:23,herring_gull_observed.csv,1.102455370357910045751040759,0.937,3.569,5.535,7.689,0.673,6.69,9.896,0.024,7.0,19.587,0.509,0.086,0.026,11.68,1.2,11.24,10.483,16.040,18.096,13.984,7.760,6.877,8.643,0.025,10.37,7.69,1.226,7.17,23.259,25.367,41.649,9.085,1.331,0.103,12.01,117.933,227.99,7.876
+2026-05-21 10:03:24,herring_gull_observed.csv,1.360601073637330513816985610,1.193,0.35,4.496,6.711,0.499,6.53,14.927,0.089,7.14,7.986,0.231,0.053,0.003,11.69,1.09,10.5,6.952,11.456,6.485,16.428,4.135,1.703,6.567,0.051,8.81,8.24,7.395,7.34,21.016,17.748,22.549,12.947,1.309,0.337,12.264,67.632,124.787,10.477
+2026-05-21 10:03:24,herring_gull_observed.csv,1.451737964018483487671807547,0.815,0.606,2.389,1.694,0.497,6.89,4.292,0.052,6.93,15.81,0.145,0.743,0.015,1.71,10.94,10.7,8.534,16.460,16.043,16.876,10.630,13.682,7.578,0.061,8.67,6.72,1.596,7.09,9.536,27.932,48.977,6.886,1.757,0.035,12.069,83.050,150.862,15.237
+2026-05-21 10:03:24,herring_gull_observed.csv,0.4445982093325096186158553149,1.349,3.345,2.204,1.829,0.509,6.32,12.975,0.032,7.47,19.032,0.156,0.654,0.029,2.35,11.98,10.9,4.465,7.897,9.192,6.602,3.582,2.351,4.814,0.241,9.41,7.61,6.805,7.13,9.462,12.322,24.273,0.372,1.337,0.284,12.012,61.138,109.064,13.212
+2026-05-21 10:03:25,herring_gull_observed.csv,0.7764270084865436150721209888,0.891,1.095,1.32,3.529,0.182,7.62,13.769,0.182,6.92,23.645,0.307,0.53,0.044,1.67,1.11,11.11,4.524,17.792,15.583,20.000,8.234,5.048,11.421,0.096,9.87,6.58,5.923,6.99,18.97,4.901,3.296,6.506,0.852,0.173,12.256,84.675,163.865,5.485
+2026-05-21 10:03:25,herring_gull_observed.csv,0.5167142874889586258187268680,0.964,0.727,5.937,3.045,0.168,7.0,10.421,0.112,7.25,20.427,0.5,0.397,0.048,2.38,1.15,11.36,8.211,7.914,14.191,1.637,8.132,9.86,6.403,0.237,7.78,6.43,6.936,7.32,22.431,35.788,52.81,18.767,1.588,0.098,12.131,80.088,146.93,13.246
+2026-05-21 10:03:25,herring_gull_observed.csv,0.6733045692395875405130075616,0.796,2.101,4.244,0.55,0.759,7.74,3.298,0.148,6.69,7.57,0.396,0.112,0.038,1.85,1.06,10.29,6.305,8.004,8.978,7.031,9.246,9.596,8.896,0.096,9.36,8.48,5.633,7.54,7.892,36.113,61.969,10.257,0.832,0.101,12.106,86.630,161.967,11.292
diff --git a/modelling/data/abingdon-all/resident/herring_gull_simulated.csv b/modelling/data/abingdon-all/resident/herring_gull_simulated.csv
new file mode 100644
index 0000000..9b60942
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/herring_gull_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.996,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.957208,0.1,0,0.01,0.947454
+RungeKutta4,2,0.2,0.924982,0.1,0,0.01,0.903802
+RungeKutta4,3,0.3,0.898794,0.1,0,0.01,0.868329
+RungeKutta4,4,0.4,0.878112,0.1,0,0.01,0.840314
+RungeKutta4,5,0.5,0.862390,0.1,0,0.01,0.819018
+RungeKutta4,6,0.6,0.851060,0.1,0,0.01,0.803671
+RungeKutta4,7,0.7,0.843528,0.1,0,0.01,0.793468
+RungeKutta4,8,0.8,0.839176,0.1,0,0.01,0.787573
+RungeKutta4,9,0.9,0.837361,0.1,0,0.01,0.785115
+RungeKutta4,10,1.0,0.837651,0.1,0,0.01,0.785507
+RungeKutta4,11,1.1,0.840269,0.1,0,0.01,0.789054
+RungeKutta4,12,1.2,0.843814,0.1,0,0.01,0.793855
+RungeKutta4,13,1.3,0.847007,0.1,0,0.01,0.798181
+RungeKutta4,14,1.4,0.848674,0.1,0,0.01,0.800439
+RungeKutta4,15,1.5,0.848322,0.1,0,0.01,0.799962
+RungeKutta4,16,1.6,0.846318,0.1,0,0.01,0.797247
+RungeKutta4,17,1.7,0.842369,0.1,0,0.01,0.791898
+RungeKutta4,18,1.8,0.836276,0.1,0,0.01,0.783645
+RungeKutta4,19,1.9,0.827976,0.1,0,0.01,0.772402
+RungeKutta4,20,2.0,0.817536,0.1,0,0.01,0.758260
+RungeKutta4,21,2.1,0.805132,0.1,0,0.01,0.741459
+RungeKutta4,22,2.2,0.791032,0.1,0,0.01,0.722359
+RungeKutta4,23,2.3,0.775566,0.1,0,0.01,0.701410
+RungeKutta4,24,2.4,0.759100,0.1,0,0.01,0.679106
+RungeKutta4,25,2.5,0.742011,0.1,0,0.01,0.655958
+RungeKutta4,26,2.6,0.724663,0.1,0,0.01,0.632459
+RungeKutta4,27,2.7,0.707390,0.1,0,0.01,0.609061
+RungeKutta4,28,2.8,0.690483,0.1,0,0.01,0.586160
+RungeKutta4,29,2.9,0.674181,0.1,0,0.01,0.564078
+RungeKutta4,30,3.0,0.658668,0.1,0,0.01,0.543065
+RungeKutta4,31,3.1,0.644075,0.1,0,0.01,0.523298
+RungeKutta4,32,3.2,0.630484,0.1,0,0.01,0.504888
+RungeKutta4,33,3.3,0.617934,0.1,0,0.01,0.487888
+RungeKutta4,34,3.4,0.606428,0.1,0,0.01,0.472303
+RungeKutta4,35,3.5,0.595942,0.1,0,0.01,0.458099
+RungeKutta4,36,3.6,0.586432,0.1,0,0.01,0.445217
+RungeKutta4,37,3.7,0.577840,0.1,0,0.01,0.433579
+RungeKutta4,38,3.8,0.570101,0.1,0,0.01,0.423096
+RungeKutta4,39,3.9,0.563146,0.1,0,0.01,0.413675
+RungeKutta4,40,4.0,0.556906,0.1,0,0.01,0.405222
+RungeKutta4,41,4.1,0.551315,0.1,0,0.01,0.397649
+RungeKutta4,42,4.2,0.546309,0.1,0,0.01,0.390868
+RungeKutta4,43,4.3,0.541829,0.1,0,0.01,0.384800
+RungeKutta4,44,4.4,0.537822,0.1,0,0.01,0.379372
+RungeKutta4,45,4.5,0.534239,0.1,0,0.01,0.374519
+RungeKutta4,46,4.6,0.531035,0.1,0,0.01,0.370179
+RungeKutta4,47,4.7,0.528170,0.1,0,0.01,0.366298
+RungeKutta4,48,4.8,0.525608,0.1,0,0.01,0.362827
+RungeKutta4,49,4.9,0.523318,0.1,0,0.01,0.359726
+RungeKutta4,50,5.0,0.521270,0.1,0,0.01,0.356951
+RungeKutta4,51,5.1,0.519439,0.1,0,0.01,0.354471
+RungeKutta4,52,5.2,0.517802,0.1,0,0.01,0.352254
+RungeKutta4,53,5.3,0.516337,0.1,0,0.01,0.350269
+RungeKutta4,54,5.4,0.515026,0.1,0,0.01,0.348494
+RungeKutta4,55,5.5,0.513850,0.1,0,0.01,0.346901
+RungeKutta4,56,5.6,0.512793,0.1,0,0.01,0.345469
+RungeKutta4,57,5.7,0.511832,0.1,0,0.01,0.344167
+RungeKutta4,58,5.8,0.510924,0.1,0,0.01,0.342937
+RungeKutta4,59,5.9,0.509904,0.1,0,0.01,0.341555
+RungeKutta4,60,6.0,0.507987,0.1,0,0.01,0.338959
+RungeKutta4,61,6.1,0.502511,0.1,0,0.01,0.331541
+RungeKutta4,62,6.2,0.491151,0.1,0,0.01,0.316153
+RungeKutta4,63,6.3,0.477065,0.1,0,0.01,0.297073
+RungeKutta4,64,6.4,0.463572,0.1,0,0.01,0.278796
+RungeKutta4,65,6.5,0.451713,0.1,0,0.01,0.262732
+RungeKutta4,66,6.6,0.441558,0.1,0,0.01,0.248977
+RungeKutta4,67,6.7,0.432879,0.1,0,0.01,0.237221
+RungeKutta4,68,6.8,0.425344,0.1,0,0.01,0.227014
+RungeKutta4,69,6.9,0.418559,0.1,0,0.01,0.217824
+RungeKutta4,70,7.0,0.412063,0.1,0,0.01,0.209024
+RungeKutta4,71,7.1,0.405295,0.1,0,0.01,0.199857
+RungeKutta4,72,7.2,0.397559,0.1,0,0.01,0.189378
+RungeKutta4,73,7.3,0.388033,0.1,0,0.01,0.176474
+RungeKutta4,74,7.4,0.375882,0.1,0,0.01,0.160015
+RungeKutta4,75,7.5,0.360524,0.1,0,0.01,0.139212
+RungeKutta4,76,7.6,0.342037,0.1,0,0.01,0.114170
+RungeKutta4,77,7.7,0.321481,0.1,0,0.01,0.0863259
+RungeKutta4,78,7.8,0.300872,0.1,0,0.01,0.0584098
+RungeKutta4,79,7.9,0.282698,0.1,0,0.01,0.0337921
+RungeKutta4,80,8.0,0.269237,0.1,0,0.01,0.0155584
+RungeKutta4,81,8.1,0.261518,0.1,0,0.01,0.00510261
+RungeKutta4,82,8.2,0.258153,0.1,0,0.01,0.000544532
+RungeKutta4,83,8.3,0.257751,0.1,0,0.01,0
+RungeKutta4,84,8.4,0.258702,0.1,0,0.01,0.00128818
+RungeKutta4,85,8.5,0.260775,0.1,0,0.01,0.00409618
+RungeKutta4,86,8.6,0.263982,0.1,0,0.01,0.00844024
+RungeKutta4,87,8.7,0.268280,0.1,0,0.01,0.0142621
+RungeKutta4,88,8.8,0.273580,0.1,0,0.01,0.0214413
+RungeKutta4,89,8.9,0.279757,0.1,0,0.01,0.0298084
+RungeKutta4,90,9.0,0.286658,0.1,0,0.01,0.0391562
+RungeKutta4,91,9.1,0.294114,0.1,0,0.01,0.0492557
+RungeKutta4,92,9.2,0.301955,0.1,0,0.01,0.0598768
+RungeKutta4,93,9.3,0.310017,0.1,0,0.01,0.0707973
+RungeKutta4,94,9.4,0.318160,0.1,0,0.01,0.0818274
+RungeKutta4,95,9.5,0.326287,0.1,0,0.01,0.0928359
+RungeKutta4,96,9.6,0.334360,0.1,0,0.01,0.103771
+RungeKutta4,97,9.7,0.342405,0.1,0,0.01,0.114669
+RungeKutta4,98,9.8,0.350474,0.1,0,0.01,0.125599
+RungeKutta4,99,9.9,0.358560,0.1,0,0.01,0.136551
+RungeKutta4,100,10.0,0.366513,0.1,0,0.01,0.147324
+RungeKutta4,101,10.1,0.374071,0.1,0,0.01,0.157562
+RungeKutta4,102,10.2,0.380972,0.1,0,0.01,0.166910
+RungeKutta4,103,10.3,0.387049,0.1,0,0.01,0.175141
+RungeKutta4,104,10.4,0.392291,0.1,0,0.01,0.182242
+RungeKutta4,105,10.5,0.396949,0.1,0,0.01,0.188552
+RungeKutta4,106,10.6,0.401820,0.1,0,0.01,0.195150
+RungeKutta4,107,10.7,0.408705,0.1,0,0.01,0.204476
+RungeKutta4,108,10.8,0.420625,0.1,0,0.01,0.220622
+RungeKutta4,109,10.9,0.440889,0.1,0,0.01,0.248071
+RungeKutta4,110,11.0,0.470578,0.1,0,0.01,0.288286
+RungeKutta4,111,11.1,0.505868,0.1,0,0.01,0.336089
+RungeKutta4,112,11.2,0.538582,0.1,0,0.01,0.380401
+RungeKutta4,113,11.3,0.564834,0.1,0,0.01,0.415961
+RungeKutta4,114,11.4,0.585592,0.1,0,0.01,0.444079
+RungeKutta4,115,11.5,0.601853,0.1,0,0.01,0.466106
+RungeKutta4,116,11.6,0.614504,0.1,0,0.01,0.483242
+RungeKutta4,117,11.7,0.624355,0.1,0,0.01,0.496586
+RungeKutta4,118,11.8,0.632151,0.1,0,0.01,0.507146
+RungeKutta4,119,11.9,0.638580,0.1,0,0.01,0.515854
+RungeKutta4,120,12.0,0.642871,0.1,0,0.01,0.521667
+RungeKutta4,121,12.1,0.641503,0.1,0,0.01,0.519814
diff --git a/modelling/data/abingdon-all/resident/herring_gull_simulated.png b/modelling/data/abingdon-all/resident/herring_gull_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..d743af44f46aa8fbb3866cfb557190ddf910ae74
GIT binary patch
literal 31815
zcmb5W2Rzm7A3uB$3ZW3$Qbt1dJZ4g4g=7~A8OI98j<QEGv!kqx%wrr>HrYiSj=lFh
zw&yx^*L~mJzyJSvo?b5<uj_nW=R2<J^ZC5T=LD&%DxM{xC4xX8XK&xSaTfx?^?^We
z#!eG}5uu*pDexlhq;TI!6ZY82<)MQaMCGBAoi)tK+R}vC+04Pw5@svF!*`uW>>9I$
zlarmJI4`fw?<06%4(7aUH~VzKENAR)={iCnWDl`FIN8!!mJo=0$?Y4mTCPdUBZRJ6
z3Mhgxks1u+-CJ_ZFQ2QD-;h<<BiE234#aOj6AQ1EJgn!rKwk8a`UVbhy3>v8&%4hv
zzaW>ByH)r$?x@gZqLoPwmt}CIL}IqG(2Avc&|zn=b*0*I=F9y#CvgTGa0Wh)@8{NF
ze}OzO;DBI%5hTE81}{EMX^>OkwVQ_02fRRN{cy>_i;Sr{1Q)zokPyj$7f6^a&S~(H
z#`pjEk7))syQI}FT)1FZ#bX>%NS0|f-}`Q&Y_QB~K(|oBc39N@E<MyuYdCf_L&8Rm
zDVEn*H6<m*X=Ca(zcymnfp~jmB=M1r#4xG26)Pbb<7F!=D<xIcdzM_X#Oe^=$DFW+
zwxCfv_w9u%Qm)}l(yDsv%ZSllUwq;!56@%ud;BG(rI%e?T!O>G-bt(?qb4RN-AlPc
zE^v##yUri2V+4P3FJDg~^NTv_``52Gx}X?(=-NlTsih^4wneu_Djg@+#EwLfkOB9`
zV5+xQ>JB%ERZ=8hA08gI^!MMR?4UMsWvSWj*Vod}c=(~2;rauJN`hceisz25ACv$>
zB-4!qM?9<DU*OV1y7H+ciAL5Q?_1GIIA8nL-%oovF)P(8;mMOHU&<km{0PY|y!PCi
zjuZ4g_Nbam4`~RPhR-G|mY8>~?3B0MhaB(CrcO8&*nCz;wG?VTd6LWVU1hMD$@^Nl
z=Gl&p4neE_YgHR<T%257AuBZ)qxIvDFB~5{NOP?@J{Ucrb)s9TJ+RfQbhu*n=n>79
zy-ao9H#7uNX5S;?v1_-!3GSLI8jao>vMTK9l0LbknWg&eVA5WVHTBCyOf=f5PbJHs
z>Gg<R{n@QfiB<JSk1mfmc0qG(QaQ&{ST&zeq<SBVC3_$5O$ccbdsj{vR1j9y<mO&=
zaB#RpM@M(JeX+2Pr#4V>qlGmcQMkOa7r^KisG20oQhP|#ySqNwT3_#1yE{R=euYYA
zv>WeqcPBoz0rN5Jq(kD$l@|pyJ9<TQEoih6WthR`@^9VUGMh6U6!_%E&F$?WO`#X%
z7yI)iCS41ws>IhHPEJnB^YHMb&$6(yXVnk*yQq!2E#{jbqLY&u6ciQv%u_x4$9W_e
z7q>Usc{SD5Uw%(f=Ba#6$|N=H24!^FLc!{Sj7ZH8wl2+vVxppfMzWm&OqyAJ$-Nn$
zYeJFvNCxDx%g9senAq5IqW~t%$7gt@X6>>4HkJ}Rxp{e^j9$ABiAYH=bXBXRN~O<D
z9oU9+)g7!<n;-<GFPQJAo*ZU9MKX@^QeQm$lq*TPx?`>cQ>*hjYS<hfSgl$tkT65u
z)BpDE+XQ@V+rZG!5?o)FB>R=g@~#ZlWz-FGRE1?9+qwXT<muO__BvFNY4b(mLa?8L
zC*+tq-*J1L9AVODLy6TC6%~t!V^S$r{b%aR+Ii~?N{{GZ$f9~apSJI<BBLHrvDb9v
z&Ye3q!KWBXBYWn|nJgO=ne-vE^E(H+z@VUWub-M3u+(J^7wlFd*PG}V!aGP#pH5>>
z_1Gx2S<J>%RZqHBLS~#x+_o1SYq@1~;$1{e`QUIc?Hn%ae|izrYsGKgN#7&?sqtGh
zr{)}3sn#P54X`bwa<u#T$%%=E0D5Z1YM0eaW!{?7zUHaL%>wfkSvshjpv`cFMkvk`
zUTJCLrN`4`F$b%4#*`v;C&v;a&M2FSq6(QOi{EsNscNo8KzC?j;^IP5&K~<{H!U2k
zdY@3lITp1-UGkPIJ~%carmsmIZE5noOqRZJk^1)GcuVy+Mvpbwwl81al1c6Q>?{q+
zd!HO3c0WwwYFvzKLN!)=P?w5^BP6NmJ&ajcSV}z)oD(Em3g*HrtBDg!#+oNm3_Ht;
ziXxBq7kT$*Q@wBWbSmU->~mDhR>nUtxV3g<<bAZAZZT87HXgtfOlIOGWl&MtScntx
zY-%9cMQ7t_WuR7Y%F2Q@-Co%&?rtKiR?LR_vT@VEMWH8JS(wE5_*>iC+k#GW-K5@K
z#t(vngH@}OP`A`j6Cu2{9BxMy+#A%4@64l(Q_oPa1@bBx43~9PWXK_ki|>}=d0E@`
z=@@$oF^D<5EgN`Q_w`Pqu!_f-u{uSbHh6Va?_#A5N_gGO57F1w7W`Gv`ulYah(pRD
zKAudW6NGjf1Q<u^7~7-$?W)h8<qVyj%WXl}6K7&#N(TQ#3oE8xDLWMv6;%xl4fVGt
zBql!1P>kqTxOubONZ6vAdF1WwsLtIA5JZz)4I0rk?u~oyt2LPDMQqfVaHy@FC`Z}$
z;h#D+hrO!GmF)rJLPtl(K5ZSHkj+G4oAZd}(Ym?<@Ne5~wf3N(LXwj+XPY05?(Xj9
znQa<?_BndYCc8A4<{8!KC7pnX(y#}s-J6MC%r~swDQ(Zl$aren91dNUGWJ+kNREn%
z;^F3Aj&7g*@;alWxVV==!ud|pXoY=7MHeBH$6D#Z*nsjUj1b6=eFYg)1O4F)5)GbS
zAOdHVB|oh9pI=y9)aM0Hb3hHg5}K-pnvH(_nzNuD)1#Xx+9%wZETL1{Ra{)$-%dnC
z<ka8apH&(Y?y=Fzo>g;fW2|#L@>*5;a7`Y8GI4d?wcOj-oE%+W{LXk%U{kH-u(`3(
z8xtK}YSgK_IStZ^@}k)xf|io<?fbku>l$ki-6q`3trpuxTXMDEt5zb5iZqaFrBF_r
z+>8OOo@3a3O9_v}&Y{2w5Ui*M!XhH1Cx!8x2%T~KX4Y4(uhfjCP@x;!Yuu4maqd3%
zZ{H4@i=15d8Q%N|z3g$7hvx#6dVYRBU-7IXj2v@e!_2VkaR=?XG$yp{TP@)WY2^w;
zWQ5XGYRvK&1&k2WYo}(aKRns*Op;LSp6ISjqA)Kzl^1PjZ)<CtPFT7u?6^u`9Oq({
za(0vuCV^=yuOahV-p%gM*GB{|+Di>{HTZ3#7L_9CS9fesbWMePt50SI$~?<M-Diiw
zwI}T(BxBX!DrcX$2so1Ip;#T_xb@lGdWRy~ts_#^4$#ZxH^b>U{kck|?Yj)XM)>kt
zK&=&#?|6~74eD-#sPjzh?C5y+_U+|JO%&RCMRtbqQ;A0Sip?lRC#H3k!bVLg#XnuL
zE8NWt$Bn4kM|Sf9kHIa^gB>a+JxQ;ikTZ<>Z^!r?4_Po@1iAt>6~WVNSh>QO=lM-r
zCkUiKMai9|nM7FTGdx1)1c6olsgcq)+gtb%@>cIZd{AFXm{?cySg@8DnlOCF;F(s+
zl$EL0HtZmo5@OHyWpICg-`O%z;xnem`^0PgjeF+7SkWVoXtoIXB~q#LaV{4(o}D-N
ziePB|-earIxHx!$`mCf>UJ0MyJ~<WDm8P0?9%FQV>#jMPp}p~mPN}Dn%{q=cLl~L0
zw~vy`kjee~_X7qd5AM}kKW!Ww5<Gzxg%^*ti(j2W-5s(y5IetD-ge(e3i8~gk1k<D
z{Gwy{t!`3EpES5+r;->^eDl`&{mYCY&8Ahmc!pvvKFz1>S8pmtlhLKHhK7(cBI-50
zvFq8ynn8`_lWCQk+#u=7^f)>?yp&f^g0B9nE>0R*+f<nn8*;?p&_1#^vNO1<d{?T1
za6O1UWo`{)V7G`DAv-k@;cg7S#(*){2;hx4W9|JRD51h7B;w|DQQ|ON%OoBA&h+5g
zr>jauPCN>6QbQ)@HQtA2?=v!<Ntn(Fci@-zhVQi}`Hm7tPsBH$DgUPXtf{6C`i8R1
zARcdyj!4GGnTe+j>3sOCjnLzHKtRaodO>XgJ+!q(4Y?SjHXQO%fraUEw=ND1E$vk)
z^-4Qy)Z%~_so?bKhsWwY0~$&DD~4mU?TY#vD_h4$2O;eh=8hl&PB15Q2K$uQ5RVd$
zVg^%0j8`M1kIAc-yS@^CADmpX)#kBqU5F@G>~w(Xm_wt6?@=PdJk*JpdY-flydb`t
z0$Z<Mt)-}m9TtWUSm=b%NuAE(s+N~9%`VR-JH#{$F)kO(%@yys#_>}hdwk_*dh|7B
zLTmno^{8qzx@BczAc)D>*w_v-^qB@+;BKJW3e^;=@?L$ad*N<zgw*~mj|xO{bv@-W
zcxHt-nCJGqD(1Tu+B<0X)no_wLF?;E(VCeAtA_9I!(#)VR5Q%_HcL8}x^EiTvwW_u
zuH2o-aE-zBZ&r19^HK3xdGlodke9_qxs#Uly64&!8%Qe61G5JYlgKcq*0m(f7g!dS
z>_sPcpto1+PQ0?9V#tH2W}>UR91qYJriGS+I?FZY&)sF?o=wqae9|3bbcxZW)l{y!
z`1#0dnq2M$JTjcIacX2@`LeA+icw(mdh%JO7hj+qhsa&x2a3>;W!_0vCoylcYfn%?
z9qzsnLo=-NmCX3vB3lq#r?K^BChE<)b*D>`tkMw_Q-<}!Ru0V!E}$$+A@B=1k3Nfl
zjY`=|q_~8JC>*CvGjf3cjIN}xP2PF`<W8!Tp~rnYmZrXs*55z8sYer~^uHiW82hx3
zWH@v+uv@QSTQQqV?V^HlG2QqGRgx?Z4Y|iS?9C=A6&^y?#8fP)K*W?C85gGr?s;~6
zddBjYyHpqSy*p;*T{}<povr)!s~1Q8XO|}ZV9_??mloc|8J&M2Ks`!r>`~+j-Tg>!
zlp8whFuAxc2|s++xwjE7aSWM3i}J`-#?Ktgehzfkfz#3)CvS+aEsGT*M!obYNhGDh
z1f~yWiwqB+wGVDAwhw4JCzm&C=B^C~8>BfzaM$?{tGY5ar+^XywL);uVKKX6<#bn2
z^WNssj+4Vf`BDYXacwPE3^zvHQB87HX`0cKhorjrn2*{kfRy3<CS*gMl*bt!CpJnZ
zEp3Y!78X;($E-QB9ZHjNj+<QP=FUfTJ*&HK*VDFn7nkM+BAkKXr4K)Yyqw%;%Q~wk
zPkI$@+z6ylJNd}Z&+jDg_)GWR!NH=nwY5`?+jg&^eIu300!<^R>E4Efg!ENbS1;1j
z(>rNsXjH`+d+kN%$cZOxWMpREykq!T(_n3jDT-a~LSJ`js+{li?Cj!7^{SMio!y7;
zq-e&J%*U;-uH+ABWTGu3Y!uD=w38&^ckhVRqlRNF`G-`gO&&gc<M{L`RUcy5zL~*1
zslXQzk)<+j0RA;-F{nwdKj#q<L2Qe|;c%1Si^tGWZ&VJSs}flX?mJMKi|gy_CnFGu
zc>mcBkx|Jj#$GjO*U7VyP~(WK?bo9A={$UVMcd+>oSap}yhwFxV(D=H5hY8@9NYdp
z-HBRI5j~|~yF)%OJv;2Ibm85y^<c4r3#d;PBqb#qwqeNin}+uG>zrNH)qNkG%EO3K
z&;d+wSq9@fecIATTT!kf(K(J){55Lk%Q@^ek?W2VJLt&H%xB{R<u&2Qs<kJ_?mYyq
zZAtO*G$R0z<yB+1Gf319(@G=LamGAD<Z31L-mIogq32ND&a{k8n!{^fMGxKV4wA*6
z=EkRFfsZ{rK3JV_1DW0sZRF$l@Y4xRW+_1V^5cdb!vZZeWs>X8I_oReEBTW~?FBpZ
zZNBa(_@N0Z27ZT%>1F?5E-z%?htCHBd2I15SKB0yVU<W~VBH;g5EmfiWag4BHZhXb
zR-ukx*!fvrsI&Z9D(BcpSKaac`xzpq>pWodLgLREHAT$cn40iuhNjpUNpMf_z4373
zSJSMod5a7eQEO~4mDn2#?`(3ywKzkHivzjN>hY3<$)~<rV2}CAoU7gisX+hP@hPLb
zQt1f;{WE@o>W4U`GGxqvgz#y4K=SkT7j+SebLe8&K0IttRC?~h$PfBvoy0RHCT4;;
z(@~e}z#t8B`FtZ&p&^#*d2qG3q@?kxpuZ39%UfHAoU)q<;SXGqH)wg|PBlG4h7s!0
zQE%Kt^XFz~lQU>4d77N&fb6Nyc~j@lPLScJ+1nw6i-j4d!t%^sl!qbB9<Rf|A)=>G
zX`MTN-ghbz5#3!LiTKi8JN*ooTq`m<`uQJY;1sazitkl7%u3iF?`idX{~q|~SY%X`
z-ydT?=D6mBL<cslKMw)bn3j=Ic;$TP+c$5XfgKsTZI=-6k1M$@XXwi)qpqN&MD$7#
zeOC?zE>Hd-mXHXHJ$)+l=h%yq5`jO*z}`Rg=U8K{=fO+Kjo9-;!W*#{hY*r~b4Kb4
zw{D&O<9Kk=KX{~EQRgL^|MebUC9WO7^Mde=M?@qfmx+mq^~#=T$H5LTqux<vWkP2e
zCBLVkPD4ci=4i0E(L$%&PGmy|_q&Y$KwCRz*UzZJZd`1n03h+lU*cus3><<!m7m>W
zXJy5+r#-iEv%eU7;oZ>wM<#5lNgS%P3n1uZ(%Du#%gf8_%o!m6Y7f|_8xhEN&#@2I
ze}|haY7u8C9Bjg*aC$L0EWQ~^#5J6nn+wbfJq>5I(tTsY3VZpMaLwRdR#sn<nB!bw
z-SPR!ldANB0@Wl+Dk>_1VY#_mT3VF8e3yQ$7+F932b!8u-<Ks|XvqZ>0u~1o0nCqm
z;*Rt3kb<hJD!_p1;!bnq-@bl*84^PL;>C*|P@gnDm6MmxsjPgBUA=Irv8lE3`gHvy
zSUal7yo+(YIxUU4NLieVOF4;2)Q*_}P-~P)J3Bj+3=AqkK|vEP9^J&oP0-iZ*x395
zH`DO_CWwOTq7p7Ely#dJ3^lRC=43JW7)>uPDS%G`FS&mI@Nl9^JUQIM!=nX|G`+pO
z4NniY7ugGR?%%%^8yhQV(r|hmDW=TJ%e%3?P1ThQ@L;gb^uc3R#qhTy)h?Ry@_rR+
z=ovgh($WGlT|+|^cGV>E*#I&o)z;QlEq#4uux?E@x<UQEUJXEFNVA=t9r>)-YIHQE
zy}Or@hjE*OeB0ZMwy$`SQqj$acId;7)X_tDVl;AZ&#~#6u<*U%0wmJlQTyu+M>8B8
zoQa*bT^28H2S>-8($Z+K4H|?So0~&M_xAQ8-@kvqTl{9qP+eW7v9WPtdwMqE<xA!v
z{MqIC`P(@;ITKaGjJr}|FsW=#9v)TXOjuahgqz2x654Zr>s%KXFRxk>$WbHJaR3{(
zj*J*eN_R%T05zvIJn>@P%%R?z88Sb~9wpq4s=xSwMczMf=i{V}7|hGSi~a&V{k0(l
zlyKtf*SE1DX?tR}U~1&O4sVa}9!3d$=<>;?zq3<yIMz{P=-P=V2b_%Nx{RcnZOHQG
zjBtz1&DKQY$@KI~_IHQ!UV*HI5Vb!52iBnv_e)_VNg}Z3Pkw~@sB7kFQyrN0*Xwce
zorxvt-~ht4MZ3e@^?qU0p!=yh0wjZL#2onTBy7!nY!J=5yL0H`j|ohvQCu_kd4+lX
zV?@js6Sz{R==3gJUFtnat6a0TZ_otUml!UcUO?rDA40vm?N~lDeI_D}Nj-18189)m
zMrz~XcZ@P#EPH-_C)Yo&?bfGACw&rqiCAa0nv_Gg=-&j}U?L=vW$}E;3eJ>z^n!ko
zMbD+73VYW4`$ckE!wlo-Gg8mob`!5M!!BYs)ay5%?e$YcGAp>+&Nlq$ng+uz<bl7-
zxi0{CI~8GZx`_+<YQI&83lnGc!AGa3PmyfQFh{@Nn^uA-9^<~bizihySYjTMnhIE1
z`;_L02b{E<S)qM+Q`~f=HdEXJr7(EBfykE%`^g5H+Rkf+Ra>D5KxED~p20?{FKf)?
zuL<-&=j>WYeHk^A{1t85vp=7H8q~UsOJMWS)?<pB>(^W$8ELN}Xl2m+|BSCM_&NEQ
zVS{OZT^F7ygpWX-N^;Qybq0w8Z^s4ktDR&SC3>BJ{H<B2nJonV9_QznKI3<M5^y3|
z&Rv!YtnXWlaOE?<-ouW?<B`LEL_jcuJ|lMI;>C-99QBLp&%PusPTR@~<NS4p@$i|m
zFNugy|2dXkT1xrn*ypAuf`5%Ee|pF%3eN31%Y7o!w^U3_g*$8(M1P0af1bIQm)9TX
zBufRTp8t%2YUPiy-{+q0eRBNAd$Lsc`1t=B1AF^FWB2ae`_~vaW93g^YM(Qo?%FZu
zKYxCzOhi`mrATos706@$E1!5Cs4F-+{wD*zh=?HjBWtO@$jV~>b4=mMldFG>Vb>E@
zLCKv%A$b3IPhG*%lJh@f4<EApIR^3o{=ddzee3Vqfter3eW0Yj#l^>`v8>Wf`76!5
zasNO}^FQl}XM>=c$oo~LJaoVx1B8v`##AdM4GjlDVu4=SLg>KBd{*jQuQD&yB1KhI
zRd2RN#vH)G*N1lGFuQwuEaI$SYwO*!K()|a=7hY@&9&%GlP$Fy|I9-jY5*zFEx8$r
zUkS8~8#t99JNd!5oJQZs2au<pV}U*Tv1QJVn5wWno@fY~_^M5O;hO05Ay*+%?!8W7
zCIAaB{7EjF_;6!&sp~K{9mtLrcplpK?xol#$r&0Zi<Uu$X+z(GQa+IWA6ufA$_KE5
zY{`=FSDC8GL-S8(x>D5up(e4sVOZ@9swj%H4B}c#_p)<xSg5I~iHM0ajt(#(i_iW2
zgD(k4Na!aqNxEKVkn*@M$u=50a9hh+nh+m9GA4$~%*-rk6XdbCfc6ab?L(te(lavj
zv#yWvMR*KGvMM(0fnvR_we?MLF@JGc8C67y<E-ksgtxc1gR}F6i1vNVsv5{bT6gct
z0lE-NzuFrntFkxUbaQo8*V9X=u*IqX+pfYc%F4>Ld?wFb(JCq`Q`6H5wY9bR)moQW
zSsTkYJWIew^@1dn^X850Fgt7$5K|4Smo8n(uBuAFN-CXXOj1d&qM~xj%VUR!hdC}^
ze*Ws!tA<rjXmS^1Sxe6*zj}4awyP^-)oQfX6O;rJ&P(6<)}_hFT3TAj;S%EFceS*l
zzq4I|c^xP5g@lDsAwcG%9(2e&G|-ii@u`50Qcn(mprLck@sX)1YdNQsRPEEya}m5M
zYHF|!P=fdbhlDgPws#4!u*jAYcP7?(yv@uEUUYCDJD5Vk?^qcaB)N9%-4d^597Vhm
zsVmypY-?|)nBA+w;_Cf<HwPCN>aGX@v+?oqOZw=?O@(507d$S)xXg#kJ2tGcr#hgM
z!;G#K__G}m?Gg39etrto7O2Mp0s@V3R|yFT*N0<}SVeG%?Zl`x@r0+MV`y+N2<5<|
zlsH{Sc4ZX@k05Zi)uzZ3Jxoy9!2#d2GSJextg4i#y#Y$43+%Si;J|@I<J29S*v*+`
zQP;HxR*BOjpy2Ql6F7EgfjeFR2Vfvx3_x*24?UJ}j~GkZm0Dx$DZ!jRrW?n6ECK0s
zRJcy~XRh@o;DD#jLwz@A>e!Kr6)p$Rbgrk*H+0_(2Bq!cIZn652%5D;^BA50GWVUt
zN`?FqE~B*9q1ZNLgSeH6{xAT?zZs}1<0OCL65~)3-MCwQc)LfK(LSt#2MFi-iy_iY
zH549L*|z&qlmt<QMD4+fM1qi2?5=n3+uKiIq)s@i=u?xj|Jb>3Cea8X^(MNt-Al*1
z7f1PARtysOOq)2XJ@*dvVKrBrIX7GxrR))$@jTPp`2WhBI4yWga7Zryi}t0#lE$ts
zse?SxF1)}Plb77O#WzSU)B-BM;iK2|R<}G^&JO+9lIw?SG-SVW1am9RNBha9pbQ;}
z5~ulI%}y8^Ie1zhf4@ml*LR)ySCn|Q1@RSLbHevQn*A=y0gp*!R&Z4YT`c=IkO3F{
zGsKSRE`Ypx`k#3cNq_Dir3E(e$?2w^e~GaE6$1fM1Ai`Kdd<l^!AXrZv}le$DVTk=
zyj-}_lH=VAWMtWoa2a|vR6Q<@kX*}t>?6+Qf8qq}DUn>hiT;5wenBgI=Q38<4~T%R
zXs{of?y`#hS1!Wl>;ufI;zo<U5{RYxk1a+wWPU5{vQ%&0y!p@ZATs=COiWDdkFlS*
z^GBZ6{yH!am7kw4PF5iMcNK%H{OMU9DC)nWPpSM~5mkhMCa2QY*8XEQS*p&?&i{;o
z+F16FGtd2A?eb@a`~7H6lak*2<M;(ZNo7Ik6gT^?Dr!uVMhk@87yk?Jf;1QFtEr%(
zau%qw*_&gu&;Nch;Jucs0s@-<O@SJ^x<P-;ruA&3u0<c4y?)&Bk2Er&I9dww@_2*a
zzyC2WsLLLexnpeqQzQJos=06PssELi0jhqHpU?g082-$P+`kscj~V_a=KZD%D}ir5
zrWJSM7#tkbNR{%m0OpCCgZJiYzkk2qVEza6r8-M17znhD@6#)Dx1-p46sQevU;}CZ
zlUKZL-I4SDWP~(HZGN{Wm@Kd>@b6Nmh>b$Pe&UAxLT+OSwdVc%G+0Z+gvZJ8ktM3!
z2CMgXKR-i3Qt_^v0;Isx-M{~o;I<p2>l@I`EC9j){(u)u#^~2TgXe2^Mp1C(=Zfs^
z$PuFr$(sEBdO{+%dhuKfHa0d|y1G`Q+jk|Yp9%>HF%;;F0_d9{0z+HIc~?2JtI&>J
zX`)~hce*u<ZfsQ8y1p`6XKcVOC>RYyM|~Fw5=O~*AlKhvS4+9f&dv_dGw<?XiQ*v-
z2S*?P@f`nzzt)L0HBcb?Ynqs(?=nQdr`iFCztq{>(4elW8ouk?9x$>wxinm<dDuBR
znwpfH+&Fo)Cgs0rT2V?$YHEC3*3!~)q6!EE6a!q>u3i3_s81~qm4zfEB(wlGf`_MP
zqoa9bWTc7yUhQB@Bx_^d0dnj7=>N||&B!GsWt23F)VzDQVR;X}?zxOYs2zsGn!(*>
zJDwfK0X6<57?AjZmiol-jL+uGY}Z9DQ@>s3>FMc9`km3KT*RkOlOtviOb+#?W@hdJ
z;_`laIO6u8l&u=5yQ5Q5&<QTGvN%-K)FA_LsaA4wz82I;2vEts`){rW7LLa4-P#x=
z{P3zYuWeswVS7F8{|g3QTwWg8_W&i_r6D{r#29kVe$W0spmr^&ZBW<9O2+WV_FzG&
z)vrXl2%Bs)#jd^t>5<sB<nYZG#I!-QaJx5?5*m+yguE*XWpaS5JnN9Cu`x4Hk)3@j
zDO&jbR7Y2c+OQWmu27^-Y8iEHwgY9qHukAsxcwr?=tmBZ5Ah>6XRd(*R&fr+>7~7p
zWgX5tjGqvb1Nf`wpde+}o%14-L;)ylxaK(lO*daXcX%;v$}<yl+Kc2k@ss;=cf=@b
z)m=r7RP6*q;&|!nIt2!|H8bzbZ;8`?&C@NhSQ)O&kITmvxx`Z<A>l+aUVgJtz9IBp
zELpXPXR%PbBAk>nrT-&!U;nK4@$o2L%jjGT<5m3B*^lB^k7+QfPNgVjsgigiuEmyS
z{AzX(yJd_XOB2|A&DJOdg0v=&KEgJ+;?O{7F|eNvv6KR-r(SvR8<7J3i+L4qwuqq3
z6_3%lL7Hn)!c}KA^rC=Xp*Lp4CBz=60qf6cSc?Jd)~odpg90zkh})s@P6jZ6G0sB%
zu}SYjHa;pc`n0hNyYE=9Z<cgPadjdXmfBq(OvCDq*xZhGAvh_dGf`?%^E;H+&nPN$
z)TQ53>mm@(peKR+qe%HjcJJ%C%H%;e-GWM?p`5yT`^DKU)G>wAV*CfjQ6>-peK`3m
z8D)fy*fY%xh6)e#NfQa{$1P<(y8a!dWO2SXJ-6^K{=husnHL%!_svP*?i`WXiqLh^
zDI3X_p^BFx0Jedn{0rYh8@G2TrBD2gWc()1_<Z{JES*$-xQ!=u6BZBrCcZKK{SgFb
zbZ|9Ho0i>_C4$}IHSrX7?UR!nUy1u-uqSB1^(>9>0|U%lf|g;N+v_H8+BnBzt*<>Z
zY*Mzr2^0q+PGm$MNe%d}%N(9;qK5@kZ{vZ#dl0S;aeiQO2QsLufA@*kmE~3*f#dh-
zIH00`0`txMUEz%Q;eNog4HtH5{21#eTYJp@KC$QX>$UF$*MD=&Z`{FD6PcTGdd)bo
z_rAFZ7|q>ra})pkH>ddH2ot*x5(<P>cRfu7@^5{ae~iQ?m`p<a2kh6bU7G`c-q<zT
zV6Gw1MU3Z0K}GdKFzh#nImbxpV{SK{CgV_El9|!?trVJ3k$6rX8)L{r|AE>3aMwtZ
zmh$Eo-qbX7iPGGtTg$XD_*GNLW6~g!#AYIERq}hlVTbC7A20Pc56U#Z^Y;-CI4gLr
zRq{VwCmn*9K4)ZPx=j|bit5P5mMfhAm%k3AJ4rr2bC5jv_50Vnotay}iX;0+PG>40
zKBkydGg2*&*3nR2B%5{-cw+Is^5Tn9zQ55WxU0lVdHEJ@2Fko+go&i4o)4gFJ3IZ&
zBajVYv0s^A2Isp1BK!<1yFQnal#%QrX*%_XtTi^1e_hkkB{g>a1hFc_F8tHJ(-!WI
zx{{KT+A8i##O=SCo{x@p&G_RcCUbu5SLY(|=J2uLb@Msy8ojINU@v!mjgRGh#sWfs
z<lG$`WzcNIe;24-J<HV3BSVsf-c4!uG7)Z&Z01@(x++ft>g@0HbPXS7u(9mlJCVNd
zp;Fg8a6rKg5Fr0qNp!Y!6skNs{m}`=x2;~OISII77r|3-+iiI&H#(~X-CX3w752sZ
zR>=%y`tN1G12;Zx_5)>7P#5vs%mev(eD?X0I)QI!`jV3WR6Vi?Z4vu*%-3m+iCM(J
zyPl$ng%xxRn~<PjcFmat-(RU7yB!$g#U<l!zHryDkrz0EX`g2ckRk;3PG}Hg=eZ4G
z#z)vy1II3yB^*HWyG<|LFD@&8Th|+6F`Y6At&~t%$6$2aDFpF<vFz9t3Z<M`zCmW#
z%b&9zQpfmqBI+r$Mp*@*w6vkbG|s;lSsLW4p9C*S7Kb<W)qGoW1!iyyd^qKCvI&Ln
z#cmA=;kEYqT6{wr3`P6i4)0>SbV-h>N1mGHpZi$`dXaKTwWO1bLRz}mgO`Cjw|Br$
zIVYEBj~OQRH-(nQ2$g!1%5kbamu{|~_k1>zRx{a&jhAeZgO1`C(&>hBK(<@ZO~F#N
za2ouI!M@1PSF2W0BVW6}=5+;NAI}`$HGFfQD>|f8v3*ZNT-2X>Qj9nmovv}!4vpt0
zI5r04hpyhlK|s;(kb?-lx@8dObSm{D0Xf6mP2$Y6Yz2F@$Fnq^MMv2zj7@pKP-Xn@
zZKDpMZ87UP-kS2(iw$-kAMo4yCavr5#!;fB6R>wa5|Q)^3_W~>Klb?raSp&Lk6<u0
zESsM!;gYhx4``Y+ucQ4)KR-NtLc%`Q2uZoJva+}3)jT9wbc+7!CE;_gwOhA(3kh?A
zx*$LRX2t&(O9b3KH-V`&b2i02+<6tP;zw{c9eCN)Wo4Tk7d;P_5rV)rXn!OhK-vTB
zu~%0nbFxw{m91CQ#bq{ho5pQZ%}Ni(-gfa$zV&T8?Cn#7Y`l%wbHAjgI|UFAFvWbh
z#7dfO$>Sa$96XEliAJE++`{s|0Rw>Xkihy>o$Aku1RB)?5kE9jE!C^vNZ$0qGmJ6)
z?NuY`c<cOYmLs1$5_Wo|wbb8uk-bX*1j@e=QggzcTb`cKD{O4N!<CNuz`>x<9Koap
zsFb-iVZaY%0trZu(!<`~-f61koL<S}vm+jx9gma>Xoo}GDkZuZj91d%PEI?uqVyYR
zKMUO4X4AKt92gf*R=s8zr>UnhctuD{U01n3_JWE2Zo~UTSMi~{6%hh^l|$nkkHKOI
zir2!qucdVZOAyV@y0lGuNL{(|t{!FA#WZUBC7v%m+tS+lE%2ZmgjV~&$*oY&@;oZa
z_()clZ*#3ejlYn&G9!GA_Ls>$DZE3EUEtnTZ|e$WL-Nw2o<_gam0N#(rIhRabAICY
z*}1hj%7~|>W$D*p?7?gHnUUiuPPe0(_NoUl7Ve)v>)lhqnUp~{`Q?QX!+{J2_HsC|
zO!r}VJm9lFPZ&xs<q^;5Hpk+&-bg+F+B{``O?Y#*D+|6klkB`#U|8MK+8X3f%5b%b
zqW_1~72@irkx6^{>{+T!RWoz*kWH*LIsy(vIeQe48hcZq?hUKHzP>HM#8_Oc7Y<<r
zO4m0^#*C~<>$z0}vi%hqDzgjPJ<H%0Ka}lsT7KY7RLXJ1-HJFkDCkX668%*!F4iBi
zSDUTP|Am|zDqUt$;>pX}QsPo-d!O;;RRU?r7#ix5_;}+3f|-s^zxYG>yW(J_Cl<XL
z+9g8M(cgmiNGcyp_jMgO%zH=Q@kB0J974Q_N_eu+EBz+W&V_|1;`S5ID@Mob12i2R
zibZJxX8DQEoUt6yuCHEzyJHC~cxNK9M=eyEx3&;i)PhFWm%jspZ^MZsn;<Kz{8WcL
zUV3_Z!+i}bIj0y=ey5s(j*iQ=d6Q!uM<I!`uIU;xv&?YHY6uqb*xK>{kMb)ZVtvot
z-QA51Jv?lXyn{9V!8hZ-PE44r?{7G&+`2`+{JFU~KoSb&6cW-lh(qCxngeGA$694v
zf_vp&2$6BbY9fkuu`esa)u^qFz+<Gw9TS{l&p6llFOqH#OGN$>z#<B#ppRO}m6Vk!
zl*R4QhZTpSZM%#sPhqIXd(J;3c`mONB{cAioVU@eH17N_O$TE{e*(3?^#Rh;(^KI`
z@gH9|wH}19X$U-*4|jKW4~g2q=i}$Ui$u4@KlD-?Teh*VAct={(@VOlABLkY{@=AQ
zX*Dm;>I244%W-wl4vEvwt;;X)2?&DQU3m!?=iN^k$JGfsCT_2-k=yvL<2?0%+6rJ*
zx_aZz8YHq|F{4zsGZ7K9TJ4GUNJVxG^TZ&#rlGz9Q?oARnA4rnh_gRI1_>D7V*Iq4
zc!&tVoW|JxQq=?n&ItxIhgkuGEtdT2Z#VBu;zUo~D>U*Pvf-&1!xdjeZq9{?pe<@b
zUCxYxPJl~a!rACnvI$=r-;!6Y_#W9dM4(qH<|lQ;6}50;$k%{wdd0Iat4v{vH+OiN
zcf+X|YSqPD_nf`Ws<B}DNX%>tGj6i(eSjC9acIcF^F=d>;8exkv}(WmHB)yM=o07e
z-!9|OB1_IrQ^~<E6{!v#Do==fnBs)_ewucmE33UG{_tTJ(}f50EhyKQW%ewvDeep+
z);p(c?m~SIxnt|zVGUMgkg2P$yGDVfngQ)!cdndwW0y{7F|T|YXnQ#wjp&<Ss9fa@
zPJ1$>D%7!02bnBlrX=mp4-}PTlJhDOZ9BYWCR3c)2zH-!4XSLKdECbR{@v8%w3dOk
z_s~(mfoKoDC(_c138wM3Qer4&Q+UJmqf~9@gws4k+HLLCts)7yrV>uRbhH{BDOKP|
zo5#ZJtei{O*{oJj@YBeFsCiw5?HgW;D-rd|`oUaAL<7(Dlu6j$#&r5Ys!Lo)JfHlM
z+r&u45->tjE0Xf+7QcN;y#~b$vl88|<<-n7t@br0LU-)DZ=BJ9Y`A?kG&8f5jjZjY
zM74+Ad=Br8mqMopbagwlKbhOC6PQQsn&z7lv3exU#hf(tw%8S_!kViCT?d$G2!Gc;
zf60hcK1+UNQsmW6aBI?4I&a{b)^ni_rxQ^PHN0Qtlq1?TdBezS&uo9;ePKhb3u6~Q
z@J86{>ad>{ioyL*Gvv?K#*>qoH}OPV&)|ylrk)<Tu6`N)J1Z+Q7PoB^x5}WAYI9Vw
z)valvvs)@2vEP&Pw{EJ^G2U_Hjac|F8`&(k=F0vL6cwxS;vTV#slYefZu%G<k?!|a
zWIZkt`UD6!2~@9u4oMmpA$|(K6#1lcC<ysK?GG2VY2NUBlHu;=5>cc}@ZOfu^BUmb
zv;8pl2nyXgGIDd;lj_OH8Ouoj8*c%yM#k(0IqM(6d~D}PP=nwz%zH-9FsBp(qrLel
zC48dWHRax^P&_ytS+OwB6!2nbJ!6!)ZtihvU4D{v{yl1<rM>kY{TTnApUswz+rveV
zTmM*{XGi=DKR&R_U`5Wy5jJ(FF^gP%Z=3cyb@^>-U#>)QCLvf3U(z5`mipzkBe@aP
zxVP7%1>09>uY{A#oXM>dQ&-vaR+BwvaanRxlG*BqBCTEonaa>=ieTc6#h)-6jDDvM
z8Je(sVpQ$S429;@iPk+@Jm>br>=g~uY5zuwTtEAt(l?#fHHc2W-j!gf6rb1Z#xwAJ
ztnVb&Y4Wx>&QR5nuU(aUU`c%6%d8Oi+yT_YjN&@IS;y_`l0U0szcy0{9CrpQVdGc9
zjo6GN_kkPvLdY{|fZy|ptMNXBxS{$E`T|~s#o!-Rotzrk)}G+(YXFz$bCKbc!$iXw
zJwO|Xt|uUY0Z;78l`GhyXfD|W-Gixr_IiTKi0v#%T7)?XyE~ooQ2bryV3`zg0+J{Z
z8p5A<UA7VTrOW2=?qq}$Xow2LsRSYe9ux=-(TR!5z-f=4Z(L`TH+%4zn0Ib+Tm~2U
zSb%PzE3P)4N|99fUg?$mmyEjQ)TX#+<3(r~e@^+vJ?}OdE-r3^%<z0)Rv)m^OB~*G
z2888PxQ)@v(bgz-eQ(B#D+(bn#+wN5NSV4T$;{O5RterumpGN1pB--y)XV+E+}Ypp
zTB@BZ5wP*kFOr>`9oOStzs`vWz&j%<CYJ2rWo^vlhS_JC`1o>_qIf<=DB!w6D9$E9
z{cptnLp;sRE-Yl%*GKj77^l2cQ9JxztkePu&36a9;aU$DOQS@XtsDcewgRnZ@5W^A
zx$i8^uWjV8`s&Y~@!0GV)QgNao#O7hhxW<qVECyW-?e-2YV#CYf=BL95|edQ%9?S1
zSp_IEFNv^TD|Pkmi{2;S&5kVYT0?{c=jT=mDdumnkeXb7gie$Go5?txJ0^CitD(2o
z7o8v;=>NPz6Rv_cQYH9IDR&{P+*7Ze?qyl!Pcsu%LD1FJHPn-EZSAP%Y^i@1enF>i
z#Q4fxL)Lr5d|K!<rhm-K*3sM;E>&lCs`9&TUuVXZt*>gW@r=MQmll9^q!EzPf1h5w
zxnJ3xp6DMehU-0?EU%1U5}GTwgu-O{XHEgoiUn<_v_b2ht->&Vq}0~eY3{yy<Q9sB
z{-X65^3B1|6ah9NaK9x^Z5WIQvxR1okWyOVk7AZ>#f|QnzO;$baM>VuWJ3xd2bMem
ze0fdHk=UsJ06_`}Ai<<gREnoYx4-e^+I*B{@o%H6`pc8o4gDeB=cI!^oV@(}>Zhor
z-X~QXesv1xc1Kxi=9Y8(ZrGppZ>8%z`#W%89~>}1jnvw_3}E%Nt0ylmE=`MZ5AUNE
z<!DHQ*H`{t5}=1d7f?JSZt5-VR-_sx_i~030g8VhjJ-9uczEs}Oo)`x>Zg?z2epGL
zjqHnC#WwuCis0$1U||TBf;#<J!Y;A-sK$9&h6rPyjttgwTRVVGoPK!y4!T?D9}gl|
z)L|;nXr+0uGvUIhU?{zH-rQ<^;}!tuHN%D0TQOkeX<`j6SYpR_aB*=~uF!~r%j@_-
z-@_q04gl@In!0X@efWHQd~P*$?+GyJuQLF{QxdnDvGnRm4Z5zf&jovG_`gmq7nIvQ
z2cE~UUI;C~wjd>#yn9)7^Uisj7UUb#f1Vql(fbZOhxGJ&KhycYO!Pau+{Kv{=PmIT
z(|ldWzXdElPMIH0I_&3{mzNV%8mC;|Pqy@H=rUeuNjKh^rk%3?67~i><9uNt?107a
zZVYe?SDnO@W#eG(o;F0>LrJo#<@dHW@k}{BH@`0Z(hbKezDJBja~k-uzIeLJ!<Bt$
z80mxFT0#CVQMn6=bLc`BO_iGRW;|MPuoj<SwZCpCFq+&gE-!wI$s%I`44qO(;oB^o
zD<LUZ5flh%R{@P6vTM3qH578GyVrNFc|@$#Lr2&$h7Wsg1V7IWI3t1M(Y|RaEO;$l
zk#~{Z%j@wrj`&M`RlP@fNE}@{y5F}@)MNKU594A=(K#m#X{KD5b*6jWpbAyl*|$PX
zU-TDW3jOp!-YJF{RM@eA7FPXh8&HR-mJ-s9X?Pme<4kn=G_!<+1Xj5K1agxFia4_a
zyU$+>#{+bze$QSAdR#9RN(dI7iU9CK4i=jU0xs5VrE=B+voazGtd9xTAL3F`QaZUF
z0mZy(t5<n`t|z0^q>)HTMdckZX~cuRJhLsEfPzKPRi!cM;8OZdL4@=Q9T)Nbq>Pkj
z6?ar=!*{sV#p0hX(12Fpo2WYy9syQrY%eJ-XlCU$LdMfGFw6r2cyVpt1AhDVnS8yn
z;7;iij~+*0-@LCO>O0@o)g`iTy1@^cbNFNqB~LJvL$7t^^xoV=>%GYPX@Pxs7oQn3
zgT>0A)l;7r^yE^`x-5O~8MpB|-ZQ5adJ_E|e`$7>{Q`mabc{}R&TZ6Y?Q3zKp>KAZ
z@Hb9?k9_i^KWN*R`0A6}#9!O=Lw?`jT*$SnSI@toqjs=a-$Npiq%cQ-wu=_yV9k@q
zDe#$#pz#wi2Tb`3TlNbJ3k}y$Hfj$HfcYZ#M(6v7NH>*h+nbJWKDUW$oDvokidy>T
z<X?_8-vFN_&~q$-4gHasnL@q)*^J5Nh(6Fo$<lPr`O)#=o*>Yx`*=pntf+zZ+SC0;
zejfa2X=-8{P$@55xCvBU>VY!=%0|3S9^ua#9{c3isG$LLD@w#Po;qkhWc8w^q`X`X
zx^{m!Hq&U{x8Sogjh$y;;C7SL1^v4fp~QN?unDH0fKVGPzG6}oqw$}unaClF&M0!d
zL*UZBDI#z@IYqKtCAnS%%t`QnnMr`XMPYRz@EmKy<_zvod%N<Z*1s&8+Es^pKJ<)n
zgWcWCD^Z9&(8fC90@^{f{<lSw^89(Z+qZ8|xF8c#Qsq57kfL4itha9iQJb3+2SW&0
z>Mp}5(59U49ClUj2=MdYKuZcTU%jei9ra2?+PgEpv8gE-h3(a}7Sr@9SQ=Euo$I9f
z7HwA=&A4w(Q6uGfdHRP+#R<gMK%2Ye5p_NlRaJN0+}y0tl5Axa759;~hXxeq&)=vX
zLqeg@#`{`L%g<J$HfJUT{)bmnd9S#B0N76p=PrWw@BgElq`bqu<t0lxR7+bs=wAwz
z_2b8Ez-si$&(F^l;8e-ZSk!Mf$;PMq9{QaMmL-RnPlXJV;|zzAmE7fBi6~~oMS#o0
z_S#ueu@cqt@-nyTPmKz}|G2^?aT*DiAO-H_p~qr)S75cqouPHi4(Oy8y^r^xKE{Mz
zFpZ%ltON7uC-)m&;1%|K6t8-N@e?Lz6?0lD`z5TfRM)F6b`R<+jTepV0%}%71OSzc
zHHu03;p#(g9{1zUtnHG8yKiOQdEM)_2Rh{%1KJk8y;rL~8-baWZrWZPKp5?Se%d~4
z3jw-CLXRVf_b<(APsImo+^mq97U2~-f-^^~9Ok}*c*FL|i>&V7%Y2Er$87b(E;-pf
ztoP9%ZygbRmQJ|Ts7aeYb=KaCVH{7o!eM5Sb2pLL+kG*6*K}Co)3b8uGyB({G2!j$
zNAqa=a}%@dI!jq!kxH*(IH&TdT4=GZM}0;%Z3uq~u78&O9_VttftklbuBtbC*$;$G
zn@B+Wt?lCW9tKG_|0aO({EJbn1VxHF?kD%rY2B7w^W*#HNu$jnPiPb73JRSy;AKfs
zHxiZ5dOp8`kAo>BOC^!5Nlx-$sl+4+XO+&l+Sz9D8H=QmUo#G;>%cOT_n~Zr<VGNk
zW5eXD3L0$Fo3_UVJ7G!xZp!<*dflM9?w!IQdU__FRGn0hlser@sxV;7e1*91*DZm^
zf2EOmjVY_oaa|K6>lUFx-dq!6vdtRue_XZr*$&Vs1{Caxdcbbq|HEt0^rjN@RXhnI
zb;=Mauz4+cn31n&v5k&ptpo|{(Q{BUed_CpPXM@8pNt4@(&z<b3Dx53jYzX!Ar;$I
z@G!TebyJpwdVBLtRnz0D&2~dAb<Sobmdpf1=&uloEn0SEm^2#*y^#{0r(Yb1YS_ZL
zN7l_QeG`s9Dfa#2Sn;!k9g)MCP2bS|QpsYzKy0uucD@L$@?a7YNyHT0%}hdA|C-v4
z@_IO~ziI;$XJ(>QSe8E<!-$K<DX0_+kuDCz=hHaHgO{;<{bEZwk>f^N3*Yb>yNE^1
zy2+~b`fUUiXI>(%{hH{5@oBA3#1V;pR{r=sc+{A4($Z!8LC%jTqr~{*kY>LgB=(ZW
zr>D(?Tc!DHc@2TkwnQ{DJ#lyAYRhoECVGZc_orzXYq9w}Ffd^K3Q<~`CQ?XugVoJl
zUBQO6<ItLYI{IFe7+)5$gW<2dhwXl71g69<SK;n-T>FojPA@FZ-r1viDmYn^taVpg
zZRYdvhOqgsr3$|IqN=5%$G^5hC>(cWY5vwjDr`lbyGR!abj)}LU;zqlX}MK$N9tq8
zvsxs#>X&mBfJ|9AdMqLYGE9!Z0J7uUKR((foYnDL^MJw~N*kEz?L<xD`EfJ%oSudd
z8OKi4@L$WTzGvRa={mv}eJl`Du>XMWA}tn1czM<8vP)n4>L-P?q#3-g+YLKV>z?G=
z(TqA%c)?@^o=EZNNB=^;cQarlzKv>H3@0YeZ(xqoF~W?Qp`Wkv3tIU}<NCbC(nd_f
z*R_@ij4EeE2laG&58s<MYSe?ZX#PsuKp{lftUIFGF?)TK^pu2^GA(K#pvhmXM}@d0
z?S~h~k8%I0HxG1ogmI#7G_jNT4Rv8K3o$X}GYG`4D)e(ysoms5y&7J`)2^OuJKm~w
zBzaHK*dy~WP?H;hF92ZE1)}LoEX1jpIoMA%-TGWe*m$2*^O7by^RH*>Vys|;SF^h)
zo3Pe-Z{M=ZUgI!qaaLX$Ef8E=y(zh_`?)c-=mGWh>~!FX%$+)sxEzS3v|5>>0232&
z*U(g;#z{N0b%`{V8>Z?1Gca@+I+mzXdPsH_&OJ)5SeoE4c60T(e3rz4y$lO&TwPsn
z#T}NOV|gTdVQWh5088g+X^!528A!a$%l|6fuhfK8q5AnGr9^VzF@m!I=*`}LEy}dA
ze4|U1QD$;Kr%s##`=me`k8V|CICp2K{GOoupppH9(`uAQ=q;8<<~HvZoLdtRoN_+{
zgJFHWPwbUPeU8#h<nGUttn=qSDPID5-@`{%`CeHNfv|i?hnU?Mq;;W9_L)gAjnviM
z2)sR~=D47A5p@;*S(_(6Hx*_uInRo6v%YhW^ERb7_0IO2vk~DL)lE0!@2of9F;|9M
zb^xT={!;9@sRyPC`h7%}`^_h%;YZ++i!pr3PvaULz4;z9^D5>YK6E|Rt8@z-xcXQv
z6MS1tHn5t??N2q|aO=}SG)5-Mw-?*%@D8ae5~<}DbL+LBw0^GI)lM5#?z9u0{lsue
zZ4IA9C^vXgRW1fhQDQV7pxAu^_;8iW(ntjRk<+RL(T-D^>6LFz+W{!faf_fHggh5K
z5%=c`9w{nog@cQ%)^ph_fUn`MAH&+PfepA_-@Kjz4BLE`duNvHrxmSxBQhdh=hf<#
z+JzQ`EjVFiEI)GAYF|FuJ!$2@8EnFNi{6ireWw|_4ZGqingO`vA5VK2EX^HAbOP!W
zUi*=-79|fmj5O(8B*cS!e9f&a%0{|7hS{+4C+Kk>AY-AUh~IzD^_K}vQ<FkhH%CG!
zn08mi<TycotF`=&eae8xln4pn!Rn<7Zf@Sg`?*Mty^T+z6x0fpE=X_kr|}x()U}>)
zUA@}U(GdpRudUy{#gKfGY}0zF>fq4M6xP3{@lef}&*#D&x;s0<u~-^~&HF<bX>#`U
zxydI&FrmM0@&#0H$lTyJ?$!4$2IOr0J|f@zpyF82t)Z{~ets&8WL^R6k_2DLW2oq(
z9%sEu_T~qmzY!UB=4Z5|Fr(55;`5gDogI283sC$~t1q>mhyWJS4VUFV?RjRq)qZ3;
z=X(p5YiW_L7`sft6{yv};5}mW+jJqkbGggKqcWt;inigIC$CBnU;9MF8?c3*KYz{)
zH`3{Ajg9RL&QNT^TtT~kB=%QxgC)j`ki!#yy8XBjt22+2cVDH%dcX28T(SWC1&~QS
zn(t+RDK1~R!m=kkiOWRGbh~|(R-tBC-}#L3!ML+t#ry|!`1zZ^g(p)u%vAgce%<)m
zX65e8!>QRPZtvZbh$(#_Y`*Mg4L7^-fwcni#JazS&iifew~*sZP==I=oQ25rm1k1*
z`fkrp%*Gwl$;-=2whUv>ersifuGPgSF3jC~pWJP7=-HGBOy$6#Z9W)tlJ3&~E@%%g
z5-~52^`7>b926A5-e%onD^tbrKXtv{3c=bui;B**y7&@O8jDEA_e1$(n=lxPlJ>f4
zmSncNx-e%ZE(J6jDb@gRCuI3xS-OuStMn#G&ufVy=~i6qK4WjT(@bgkJlc^WmBM#t
z>$IELAh3|Ui|3gsV%pJoXf`4?Lj9Xbrn`GrRm^k8rM=<EqoFV=SqM9aPY{Mcm67t+
z;^PRac9J5hATg(PkOQLX!qw$9F)qY-5Sdxp#01MuwSz_v??WjMjcDH1Q$OvZf`WoC
z!@?fMNk^Sq#q~O##VeK0GDwP8vrlI~p}5jdBh_c1^;-+D;b5|9P1~!>3M?92G>@RN
zs-hzX_}vnGEdwwGJPwMG)PK6Vx3w>X*JwKqQcu<9`x{mJ^~=CvlHG^;t+^vu=(!3q
zUHY?vQcpy3>NG;6O@H)ZV7n7n*^FQg3xN-YcE5{)Fmg)l`~992Q!}Uf=5?pdtaS#}
zOJToz9sSp~79Qo=SY-B`GjbaF5IZhX%r}S&`VwAD*f|2_h*r$uGN2Yplo1D@MYgfv
z1E*#tjR)PE1K|HVXH2$k8^nH0p`f2aqbQ*G;s>!BV{}9F!m)~o=Xo_08Fi%U0Dq+5
z?|Z+9l2#0EM0y{l>~DCRb~xvVlw5=SpLOm}7hx`2a~f_-Ma^@*#5~uB%H=ROZrorN
zhps;@%7W`Ob~h<D2fb*8n?>3Lgv|M?O<1<2FK;zJlLTl^5q;CQ{D*I15hbyx=X|6}
zcka$ZwCZK9sB4f>uLGN^$#4k^(4s8(;3EY4ty5y+;=S0fJes!w4#l}9I@nvFylS|L
zN-f<P0dgvkwdYT{i}xlDoK5eD2+O#bA=lbD^lHZ}uE)^$O0NQ}j9%yqalGHdH#R>S
zV)p@=89yPQ+~5Gi7=8_S^w<Ia!Cyl7zrp?dvXSdJKIjR2hqA3+&Wq5{(P0n&VCjzg
zGKbt_JeOu@XR6U8l(~@OmGQSbyhqM~o$h9S@jZ;~?KqI6;D9e2gkA<r)OT=fNiPdT
zCH8y(#=or@;LA*Q5KCQMvM97cm17M8O2Fc}+-v$JRoZxqvK(PGzytak(?LPk3x2XQ
zGyOp~ILEbXp*yRiyag1rv`QTv9pIawxI4-IHjz>yfV=X4T1eBrt90PAN7#ghhhJ#q
zAtoWAj00b;b0aANd_NLJQfy32Byd!_(wou0t*fh}!F>MTO&+#iew#<R!>Wwyye8a0
z8&CQN#veT%NtJPNaUAJ;l_j8XEXwy74Q)2r;DM(&19bZXmgiSLbiKY4M8V#$_ft9M
z2j3p{Dlw7n#q;N-JVTwP5@PRncU|pMHfIK6Vc5nF<-L1d2=HAv3=}7uc0Qq@B$5A5
zZD#^aW#9gL^5BU?hR9gSluQX_Oc^SoG8Gx3f!JiW%~6?$%u~o%GDPfcRv9w0DatmJ
zA;ZQtPy1YV&-1+R`~R>1IcKf2*0EO0vR3!H_r8bU@V&m@&n2@#qpqqNgu1nY7)3vT
zf7rfiWyRs8$fMS-SYYzNKHf{>pVXwTrgl9(%Z3N5U|?Wy4GDE52k<igAC01%SAT~(
z(9&MNLmjSQR&Mww)iIc}rSY<=s>;nfMQFmrwlfZ!xNO~7L}}WDZ#~9yp**e0ox#}E
z=+IudaI!wn>CE|H{%z^~g!8Iyw|k#mF-UT@Kf`quh3102_&-69w<RS}z!hk4G+0^u
z_AcHsdDnx_Zog_&+WOHW0o%3;K~$WnBcI*kkLmv!^k^s0dj2axDMX+fe7Loy|01Lm
z_3sF!4fx)zhdt|dT{}$~F4%Qmf_*;s$D;b>i7!TY8*qtwrkb)=tFO*0_>t6NuBIa8
zT{ICKq~n7lyaV2a%Setg^2FtaM^q#)NUIKKdDgC=_mf{PE1Z1Sm+JB`F0zadhqh%I
z-#@g>jf<7Nw3XlURo-{-b_LF6r1q6s82dN(EhcSwWh0D@6^e|;)@d;CsEDBolYka;
z{E$PNNXAo8;qvOgjIu^((}+53KA%+k<ilp>w)>((m5oiz&fEW|F^8#*(zUt6Q#!m|
zw%1fJeR1bb45Sru_k?s3CPX?fca^B&A-#^eTQXJ9J8St%T~2V!^6mLI;a~LLwXhM%
zlJ3$UH~2O9E@M?zXj9(Dx9rQv(ef{kARSf^Z~vg9Tqe-Ne1M*D%8uLfz}gbl`Phhx
zrUHTZxu)Um%zdtc0mr-fr=y|_uEIi$ML@A+Qwg{4)R<1j&a$Z5r!PoVl`Mr6K}GKn
zhf{B!30B%a;8`?jLDIyKO)i=*<_*8UcX>`%^lta^7HAcu(mBWeq8`e3ZriiDs$HXC
zY7ur{CmYor?sRe5p&WC<Cx|1qJz>TVv)C;8n{1-^SP`vMEsT?Wj93_fpw6n|u2DwC
zPxevBg0!!&vhkvvVa2gbKt#O4_+#riamh!WSqM@k)Zg&E8M%mQ?cMqMX$c)bTQF1w
zq0gAAcVcL7hZX9dXNkBxW{)<LMaxLd34&4Ad&tMHkAM2+RXwjc!lsdgc3>;z7!*Uk
z;@fTxR1~`-sq{9@ru7<;nn2s_b0+O6@7IDtG&9J)PKugIqXy1NSnmILl*ZyOhW4Et
zD6=-AKQtz4$vty$D#Ue&_>>jSMBIG}70kxj=fas*(>TU~CvPr>vdZh<x(++V#-KF^
zSB4rti<32tq7N2tJ}Z1gx9wjYrqNWbv{Uu-c<e0uuRX~h2O^gjhr?aAO2Czqwv5q;
z7nSPPe_FeQ(=w|>6Td5Evw6DT@{zs!B&v_AmG#4fz{A*{<r4O7#S=y;x1U8YH9kk<
zn#Hx*k4#;CYP+7aa6$!H@<bPSO~>f>=6sFg^+WILioo>BFxjN@-WNUD@%(O9TFCh!
zxk7rqewkalFByyH2iHSS+A~~LyBB-j3;W?gCATT796RH<mcPG314*K0u=x(J#h*BY
zm~h{Eq>Zs8i2Cy~L;MpSl*rA;Q5Ixjbnq`?`tEqetB<=x(Sp2O<2%`<k{=#W?fF-*
z6zH^<Hfo$kOs`Jq$(u^8BhO()pEW1+*C&1JC38-ycdN)Y%db^-d-TN#SO{J`%aX)J
z@#o4!kPP~OmN=<eA;o64hunL-;qk9z!3)@wb#CEIg&*1Dq`?)#)-!pG0*cL9YnX89
zul-%mx3{WpWEDxOZl2e9R`g*;`CR{JhTpe3XT4_Z##6!l>Q|`Q67pPaNdY-nf2JE8
zhHYO4Hut<xuy!Br=^%~$`1sNdTS_jG!i=6@R5<JAT#TEm#0J~?x=Y3lZ7@QNM>9Ql
zlMNp4?&*;axlAU`HPV31f9No@WOiN4Hv*A|G>$%XSy^|$WYX?z2S#ULUSH+B8x?0N
z)W_c`C@<7><ROazuBB4#nyiVa*2411g{O<_U)$=Rf}$hzaVYh`5NGp9hsoVe^<{hV
zxBB!M19z<HR@8=v?DNYFLoKGTL9@Juah%`SVVkB^|3R&{*L`?hT7P_$L9tA)|NE)o
zlnOR^{m+#5%Ff$Ij0LS2=Gi^Y$sG5T+7NMZ8wtngXXJMGH>P?TFEpH!k{^zAU0dq%
z91kkoYUuy=sMs?2PTL_gFJW<0^z~0)snq^+4H|_MMwK)K-E<n0TJ6OCBayB~E`9n1
z>Rj0V?_V|1EM+k|hL^u+ST~RaTDNrZ+ddCayzp?92{Cqsy6(AM_z_i=S-=)OBdSH(
zpEnbZ`{L+WdW7UrYVrlsYYhHb#Gt)VfmCXETpnNxcVFv)kn_=IY4@2jclh|%#Joy1
ziT73M8JM4>R@u|}`AicG=(klF(QD&ACbL<E#dkc}N|__erb|UcUHZn!5{}bTOXy3q
zzkASbj?#<fP8A|!YfYm@|7dfEktI`Od*`vVC9=hZc@`34bbkG34)1InkCGfa_8x@F
zH=Fls1gSLM&AqM8QP#Asr_PPp^GMZxu&ZR+q-4;~)a9Uar(aO3`WlVcsgXWx0O@tI
z`txAkOjLfUO!;8Kl8Ik+*Ebnb>HPjHY5Ci|K558ytvbb2SC<(Ik$GeGKH-?Y$r-Eb
zpHhu^D83HnX9f>Y-8|<Yc7WAa9UYuJetMbonu(=!;!5%P<?|{gCcz=fXW}2Rxrs@L
zI(8+K)VAz;!5f?O!j*Iuz6DL{AjIS@j0;)19Xg)&*(-4T^S)0d$2vY|A*N?kb!4Ia
zXjR(CP^8vK15c**qr=EfJP(D<|NS`|wW}Nr>Gx-TE?zXu8LHL35nEH^a&%Cd67~*$
z@~>uaZQHo@3#`2!y#av-3(@UkrF?RhD2LP|SQQQ^3~yAd4wK4v$~U)??j;l+{CjI6
zB?aNI*xyMuqndoQRy|URHR_>hOtBzURVzWUx!uM<RzeDl(^c;<JfayKia`S4Ah@<U
z;wHfo`}S<pttT_&f9TB*l+i+>{dy@XH73cGG<^Q7${ATwk6pk_;<py_YaHD^!)CXq
zQZ|BpTuHExvg`qw3B(~X@z1MLu+e>;E3n2|<7-NC3{BmYxH=zofUJHZb#o-z@P*mk
zkfFK*i1>5yA{k`Bk{;u$+cwr|KU<B_U2bXZ@$-hFy4bG!4NY~5?JkZ(^>>LT(N32%
zcbGvvy8J{u&KFTTXWn#VyMFbnzAiA=2EMM2IjZ2ac!;MG^0j4p;#v?4fNNuLLrR~&
zlK4J`5;>ik8WnOn6rRMzs3LZkMa0|N?y{`cO8*gFo5Ymgx8z0t(UHVECtsM}RVa;r
z$s}ov(0p~pEp+YNJufLOOY*Rl%#SqAl3%QYj4em+m*fM3r3xFSM#xi!!->@J_*Rz<
zVhCKU%C5$2qTZ=Q9maye-W6p^D7lx$yS5Gbi1-+s-<;4z4ydT8fW%;QA6_~_HAzw;
z&p9|j9g5SY>tlBHH_-m;E5ncgaJXjO+}N2U$}w8BK9#_Xyg5BRw~%Zl0B@5+K7ycl
zgtnKMFHSFp*RYP(X0zG3@4vw~>BZm1RMJR_rlN}U7n$0(rbVRRzbOUIxhUfHXJSz}
z3&q#uBxffQ*28k|lc&E;nhkOl<aBP_)To=cn=P(Z6m4j}ny84J74{4#(UT(Cix`yX
zfst|-2IC8Yk?hINP6U~%n}4v2+eIo7#9Z&+yc`|=BEY@dtbNZF86$&X`Hg(quhEze
zCY3q`XNK#+bm`kUp#IM_^cmkyCsivCS6f5*dT#R!z;;=my{);xe~|JxnQxE?2X=J(
z6YNrt7t3u1@oe<&aP$<L|M~I4D6bC~$_2moJ{4{J#KUz7zyV7{;$<W{xowF@JnY+L
z6tnvw+kr&80*%Z^`T`+-46A7}&9O4tdn-RMn#;s|+`WuPTv{M<>5l#S6^!H`SHEGl
zW=6m8uQCb0SfZgqp54Vg{+D^b*w-9LB_BNwuGrc+8j^Df<uU5iX>uLOzx3`LJ#r&w
zXK$03(QQ{pP{{^|?zq+8C@Cw+QaU`@t4B-9si%x}_d4YG0`AGsuz*k5>i%_}W0yKz
z`qb>Ar$C5+?^z`;?OR*rcnU1cxG}$Ir=Qe5y<G|7?4#$X9onos)QSOx<LG2}%83d&
z8$|Md$6;SQ#@Am`nC+()O^3a_uJMQpy*D->m9$0nO-4F8Zmi}HG<I#a&Vsb5p(Ey+
zzvID=9Q`*Gq9qcA2d7JICF&HECZ3(IbK1GNO~|NIEeg;_juZx~o?-m0YSf_|?+YBr
zeFRf1av$%{U^=QW+-VG|X`P%}ixA5Jw{+q5sGa*xm+tj-s&P12@|Bi)SE1HXCZ&i&
z#D<10W8{s!_u#qIF>uj`e#3~(64ZSZ9Zu{C44CF~t_(NTpWE6)m5Nn`mi|HDYffHH
z_`ViE)7;eRXOhC0=>S*xsH|wRRAEMjAEfr*R9AEA(2)85*g}yG;&yJ{)zg;$`D3-5
zA<4_ibj1Oq<IziYsBrT>m+^L|{^_@Qxgf7)2Q;ZCdHrHhd!qpe<-99bu3SVOmdB+F
zS1Bkghvti&zKvcSugItiQc{~3{;tVmr*Lx5_Fi@TaRR!Iley6}rjB+<vhacDnG`N$
zC~^ES$a5`+3f-1gmK!Zn<FUtJ=rWCF28Uj(bJ*%i(q*R~az@BlU8>RY8f7g<SfeI3
zE}AZGO?`8;DY)6^#1eHt4~)mh;f>-e!>>0#5!>F{ml&^)j9^zZyn7uy{DM=52V)G6
z8=rXNGHhsZ4ISTquA8LK7nDXQKb}HGRq?Lo>O)H8rS9!zLeL|Lm+(`(&vOsc=Uk5n
zW12fCH(+?PXW1cX4Sm3vIOa0oT^@M<9u3+$=<Q_3oVn76(}^p>zXaRyLEIIkMFYwA
zT@cy$mX6L#;8jHlm7z?iLi(BZ=Ym3JI%(?>-2+s)OqeWk-|{S^*U_^kdPSrQ{Vbr&
ziF8F>j=s%m^kZ%3*SF&PcK(TcSwdv2KoSKrH2;4{O1*R5yUSmkK2fqp1_T70593kV
z5ACNW>t<AB-+bG)6LM)O4p-Ay`B_d<W2Q-aTs30!;XzkA{}eYYAynHn*txiZizxd;
zex4kF8vh#!$w_u%XR0IFYI}9I6j0Cu#TL{^65~O<u^MC$WVSJv`&So27TqlX&XKfL
zInYZqQ0wjUp;gXSUyAEuvIH>+^yKb&8s$>d!sIIh6OCTQ0cE*}xJXDJd7+IsuZPmz
zKzX#ky4p$6tl-V77Mc#Q<n*;SyrRFj-A2iiV8?XFZshCNQ|<@0)?uG?er`>IK7ARK
zk!PRl>-F63qu|Vyyp$|urC^ENmQ@US%wZV5$ce-IKQtYPP*Y7%FQOU1?4lhLR}9>b
zbnFQQL7p$ND1=Mo6^lB>0Xj*gRH5!kd0#*w$0Q^Ox=frtBO=m>UL2Z3iUyA@EoYqG
zKL!NIpV)<ip@3m!c!@k4I(R_8<`%JC^ii-czAYD<+kNG{;k90+{Q%p|O`d@?i|u#8
zP$)br?lKISMazLGAIqjka;nR$Fy(?sZuo1w>vn!i0|2{%xaF0U>U2b>iGcqzu8aWa
zbre{?w1rOMlazcEVJAf>ZFBv<a=KI_?gK>myb=H;WIZ><0ZDReFs|y$#y_@?IHA_o
zR>o=S!<<*tBe+@qEi_Fm{A}CAvxNNjyh6F!{~@nnZ@k~v5HRm(XZdfI$Yw+Wt@WbS
z&*_dt4>bB^QBjfG;u)~a+X#<fdnDVcCM%%kHi=SvGU~f&tfKNvuv+`S5=8VpLx2qa
zIx8!#ehqCSV9L$IBi89SygRV+Kc$k%{v(ylh|hwMZkpsnAV!b7?9v5)_^G*7QR3@M
zX75oe)>NeWAMphK2Rr2p%QEj*S6BP0(dQ2oDYq7hDH)`O#^C|-VJaW<wC67{7o^01
zEy7fUwy?-7N9ZB{MQ8#kki|53aA>HJIH7sWhhqBBf8%oDr3t^OTsQRe_*SOA{QPon
zu(xv|1C`tXK=9VqYYu=O>oRVsGAJ_1K&=pBtG5V#_<TS;mKU78Du%tYzjI@STindo
zEp_lHe!2q{i4O&SNz-oaM}h1PC?NmNBn*E9@yYH%`4!-R{gp;|U)JG3bqzG7lw&^1
zlhqe!vpZHi$m$NazK@awQpm!Vvjlb{u+8(d)ux-wfUcRk(n3e(!m&p4uzQM0n`cRe
z4jA0AHAHXP+<LWufJAm0{&I*&UToRX1WC$cKUreZ;}2{b|Av|2d&MwDhrC9@R$EK<
zYmAd~43|{gw9dgqf`^JF>#sk5ez>Mn<y%qgkog0`P+{y+d21^IscwE4n;$*fCvb^C
z5RV0lxwC|5B!_|eX5&P(-^j<!=M4yDNaaHIx7EHht5OH;wt!<1SockE=2_?p{<xhu
z7|t8n5VXQ>SSApUEN%m6wNlS!<NV`SUz5pD_XN|3EFPG;_NwlP@Q5IbXR0t!5>4!o
zQ6=95e3*;juEhS-Uv?3p8g{^Z@Lt9rUU`z`nnRbvLpY{dTr=2^cT#NMJyO(XLkw|4
z<fy!;?g*+S7UrYUd6*n$rnD!lR^M^VmX!%*Y)(+b6mk!QNVjuqzyk1_?sD!A<Bx;J
z?Z)3Yq;1kc><?@!e;4yRsPJky++**zxgPKc4TY5AsA>=DNNni+-wO|`Z(h^A^i?IZ
zYf86-YDQ1(x#C7v8=eVDJnW7VxTlk-iB6{Qnl$eJu3~hH)@rTxZgGr}aq?Q;#Ao^0
zBuK~NY6{n-6}-=gXMzmFj7Uw)&p9Iyq3P*&dL^*gEqf@I#Je&PZ!4}Ntrx&)rvV~<
z0b76ie9?3<t>=MWi_;%ktSKQzIMi4*S{On5`XFu}sWqGLOPN@>S-YR8k#c6(s{9_E
z)Q#y7Agu0Q+qQiqy;mv_(3;0#C`JzkR3U$lAf3SY%v20>dkI;JG%AVhT$d^rtE2oy
z2S67TP`_9*Gv%InySY?P-#FT4T~xCkvonVN1DZOZGwqa8jCcG!KfVW+TXRxbK(vTR
ztreSB6*1vES9`C6=G~?E?|Pp1OxOAXVx{bKoD0#!Jg&M0CFPL?d9|vNYb28Q-Gvz_
zSHtSV1Qrjc4@Xf<oUQP`_|+E;q7MDkSY{C!x=oE1mF(fby=hAi`PX3X&oYHvR}ARs
zZapw6jl>GgJ|522TSKyntBvcK5C{<yoxq%}tt*<jSu5V7o<hC$i!pkh9PE<4EVI)m
zo2XVAsy(xo=6~+IDXmlvrTqid1_=pm?1P??XEspDWQ+&xES*E`MYnUkU&COu89TBt
za5E7CZd=baJO*2wfi2`v;SR^F{uoI#$BJ)k%e&t(&0Os4y*8Ya@uAugEERiUvtT1V
zEG31VzddPO<r)^2-e$4e!rn`r$O(%{n$)Ezfmno=BT|M^q}faq-j0s{AX2lee%kB(
z?ECLS8$B^>nG3_cw}x}ly@pi<<}7hJhl*3o_UhD$;j<IhT_eKMi92rhY|;*1hQ<G=
zzlWQ&6Yy?uhWM%B+8xnfmtkePx|(-i;`<0JBd3gyp<?KL3Vs$y^AUb+s~J}R{1e&t
z<rUgJe)aih(7`=RH@o%~v%?6V^J2u%`Li*1=TS4C2<zSPawTuD@k~R(5>I=q`eq@0
z%jv$bq1*cI4NE*YA~L^-&LJvl=9jL}Q9(0K%6uBdP0oNlUb|yfH7K7_KL06F>Lt!k
z>N0ehZ5dtFemdIV6t{q!evHZH&*KXnqD<5N@|-iU{^@OC^QoqC&uIbk2S?2FMu7CF
z&7pQ+_0@PJP5#sO%OiyBEY5mSE~G~N`h7__w{dMmp-HJRvkzhvZt&U0ZU3;CUHMMN
z?DG(zxwFXI%K+8~K8K^-AgzI#j+PZ2>bh{2QQZ{=ou(z-<1f<Js_EVqzfG)#Wv|_S
z;<ebaunYrNoA+Eb-o0#^(<jLRE_50u4P;FS4AUSXrK7{*&oXw6RR}ng22(>YLo?p<
z6sV%HJiFJs_B<~#`@nEClk1_@JE-AzbNA}+Vy)nnS9%nsG?0g}n4q|%So7cyv>ZN&
z<?>X~h5M0Tl<|FHscrV15j(R<^w{1{Oe~XAX1qCTV<v+qPH;CHokVsmz{C6tuCqg0
zwjIId9A;GVDdr84&Y9%3WBLXv&QBPK0RGs$aq!3ZS(6HjiA;-G2=p6GJFEQ0xPlox
zq1el7rjKY87wEAYu%~<D$64n;6T+d?orJkhtx#;P6s!A9M@flwdu;LMYLl~nbK4KC
zg$@dePs+#BgO`?`AiJMu7%y2xb0-hAm)}|1RY#|>p$zW=kJ~xxeUs{`;^=7{sHyf$
z&MaV2kXMX)_=-nO`qh~s1e1zf$H&$<THorQ&oD#Fm7fULc`mv1{WdSe*(wEB>oqtE
z6kb<Uo){Uvq=Df+(m3+WQc0qq?G>w<6U+cWVnm!bKr2D^;C!VE;cIJ-uSwT`iFtdk
zZ7|C^WgI}i8@+8Wg*dJj_uXY)2^M9WX;b5PcW@ATcu%Xdmj0WtL`KHe*fIUQr}1X3
z?#Nfoh@$TTQ;8H4qgHOi_(-kz+7HjAvyVm<#PTV)+4C4~G~cciY-JVmrvjSc8Oq$?
zrY5x#OcR6dqzF&xg5-q%#iqKl=cgZYSS>aPR$ANqu_7&=8ksyzYy(|*x{ENO3Np*(
zBZ{5Vo~D)~O-M$>5SDZ|{?4uIjLn&AYiqL~_xAQMX6M?&3eJj_E_D8k?eFm#S<E?>
zw!qw&220->C9gldyztGoEI!RfqTp!H`*_hD0ZT4?sIqlq2n%1z0GA(<FFG$sj-I0@
z7?LK7c%52|l4r4d0)h19Q*Yg*<z?ge>1pP112umkr1G9PJFET$TYB_`vKf3`Eszt$
zJYt4P%^?z-3XgR+3&Ack-dj#ZZ|(ZIQw^`Y(PoDf<j}siUuEYa_+klPHi|dFNlEMu
zPsH2Dmwc<g!OeBnz&z|0w!YQ;Z8)h<NmhTJ8^mMN&kHd77QAy?VzhPSSHqQ#eR5BB
zeEHgogSv^#uM{e<|L`Gm0$nwlRvlQVpSAC7nPC?%&!LiC(~1CB@#G+O*8YUM$bLc}
zG47xXIR%;T>HLB-vt`y)!OjnTG-Q>1xSQ*R?GN`5(Fd_UGvI^>;v3xFzF=`sX69^r
zJ$W7khyVV@)BLjCVT;w`DT;$B%3b+dImDCI&1;-Zc~%mHq-}n8AB)P{jhV%Fket$L
z_vV#Kl;*TX`E1BhVjPP*ypR7vZ0!sxI9)xpw(gL%8!YP%xrG%)|1hB~^Rv^c$&xC|
zGPQML1<76~h7{J@;dt8L2xLF#eN^f5mFGAZ&M-qYWqzg=viiHbYf4|B(gq^Sv<jMT
zXix9tP^A;=&zQa&>0pqmK(l$Bb^L=8eLkxApC|c^t<y6ZW2KX~cjc$Q?3vG=J^tA8
zaZUtwCB@swa^b1Ggh`ZZVo|a}oM_0px=J@Hfr_g4<C~1y+Eg19>KpnA9c;x0IAb8j
zx9N(xaqq#a+qo|55BAOtVJZYxXJcCc5h2t`PiLPSPvX$n1F1}1Z>swG!JMb$R@vFv
zZ~rDbTzKMG`kJ*c6ue7p*qCaX>zD;dijOxB&mAQ&G^Pb)($#o(Tr{-bu+$4tx<l+c
zJ%4~oPgifvW>5R#a1ITs>JfhvRX4ot_P!LX%4=aANiE6oPj+?*nw2vh9p<)5O;wFD
zin8H3;oXF1okM&&!-fG?W*31sHe?jY8Hs&+8NXP;S{VHLRU%)EXSLt(u4HU#Wp&*u
z`U}`kr@a*~3ZX@+JkWmgXoIHi_c!Rz@|8@|u~Ar-dM!N310)sTk}sc8^FtgWb6+a`
z5zAZ^<WvUP)h%|muOzx^SxMDkq+`8*#0z&;$qjT*Fm2=3crP`O^W-!Q5~W!YQ3WAs
z7P}Hm{u(0-c;XK)WhQ1C@^g7RZGopRP!ny?Cmnc!Ud-D%L~#GinLt~%W0#V-xzuIC
z4@tF*ccl<t^xk6?2b*YCMf^tYW;<iCk<<E0&1z%*`Dixk{$6`;rBhSgMm{;Wa4qik
zKfo;Mz8$=8uE$JffnY=bJZzgtp#2T3Ta!~>1y^$SBs~UaI;#q{GhV0Z=SLnUx;lOc
z?>m*2jwNYk@~VnZ-+G3Y3tA4VP70uOB~K!EgizFBL{I5q%%qP*Xb)?`JzdXJYfdJm
z8YZd~6<yCxFtIi7v2<)P%I(GFd_CYk5pfPi-Uo&pseM29LwIMWh?iRW21>DY3OZdJ
zm4}N?y*Vi?jHu|ql${${EjLSI<~W}7q5?H5YX9v0+vyGkZ+K-hNumRyads2qU66I+
zJ~k4MQM5mT==Af!N;;h!om}pqL4V9zUc|w?mjUI9Vqv$wX}Q@p{J7=qHv)<5so14y
zuZmJP4Jt0t^FpE@K47wp)HZUezNke8FzMsSdVRA;#pyy%Lp!zRPoI=uQTHE57^olT
zC`Q&*5A1oB-(Jn}^4hubYZ~>4k-!Jq#Q12q-F{036!`2DLHHPwKOJLxp-u)_N*`J>
zG3SIgDJvG@g#R#YIhj{lLXRLhB&|NFo{qGpUY>(Od5cp+QTkV0ePXX<nhsq7<KXFF
zB_38ekh+8SQ#~ZWJt=4vtOUX+I$@sd*>hUfTZG}77GQ@$Q=6;6-IkwN^VuAu2E-0y
ze*|=?ld|q(Lm7<?>gi+JUFiRYDaH90uz0z&{mBjr%4utk+2XQ_)qw%#ygchu7A#&>
z;c?xxb(~oeMW`$!;95q#(y*ywQZ`XAM};%hzI)1LqjCTrX#=DAJt(IBqbdRHEo9v8
zlON@|d!PS+&=8-g=}2#39n$ei(Mz@?O)0Ige4J)`9dBpV8Y5H+92npy-28drV`AcG
zQ4SG=7RayV(zm*mf8KqmN}*ID+ZP#Vl@>aW)Y$4!ZS?HKoPO|a4T*Rl4m&{Fyh-oK
z`U+SYrw)iOakF09+cm!8;wJVo;A%MeWQHB&`d2?u^8^yXqGP`Jnws0qcd9+nabOLx
z?;m}$4-KP?#Gs2G(Goyk8G-T~z)SI@qoccT!8?Mr&_Mu=p_>zP5tDb5>ZHR;g5Nbh
zxO{nVcHrKpbEiLtxO-ekb(CnHI26IGf74x=Z=v%v3)9WqDT7;h?Q7h48E;>nJ%J|E
zGdI6f<&+&D@HO2Ft!$WdC!3p_6Oxd4Io0{fqqX`n<bQG@<>KVVQJdm%2tUqUulG*>
zn5V~Uk8;;ITCcxT)NbYF#5bL<m3S&56^G)k^4Q30Rz<`HF%ezMazV!as`N2--sVgr
zt{jS-_fZc{xEzbum${L6{+o`8s>lQ8)U1@AB%NRd)$$0YutUU*HmXhBjH1c7cj=!<
zTEc+rC=1I?u%7<yhSI(|>-OHx#Ka_^f4WW1s69!Wrtp1iFh{7rhs{d>a05lt5nuSO
z5Yn96J=sSJS0_M<v&JgrrZ~{Pvr-)+bshVzC%Uc=r6*0?)53G$$fcu$!&s~OMu-#6
z)n|)$k@ul>I`f2UPtsj-%R}<|Pll_}xyIpqwq#_!T&FTfJi33Rhl6@vEPR`ZG98PR
zfi&t(Z|{Afcp}=zhjiGkK0d8&4ZY!jH*NxmATt=Tz@8*|yZgy684gj*hYug<q%q`?
zSoXj9GhqQ6nlGL`i_Fa(<Cl}EIMChK7x#jWLk;%t4C*VVsh=((){we-d?>rrwcUMa
zwq{#nGgRq3z7qZ&V6QqJcXwYOm*DPX2PVnCaN@=5C6IE1wo?x~Q?Awr(C3zypO>IJ
z6d{*@&{6k*mG%adA9DjykD1p2mh<0>SNn|YaM0Fl2F{fW^k7^RpN6hCKe(jHa=x6R
zy_njU{r-I<((lp!IJNe4384G?C=}cbQ20Ez)ft@mVja@qG1dK-P;h7{vpSi@;fu(z
zl0sz12#X6g@dS`@wX5c#=^s<>;^@#P=q+$Jpz66YDH02Wg})HVBEoXKU-|ei965&^
zYWYOO4EZg72%H7*^B;{m8FByS^@#Q54plhj4itsNxDBKp;Z;Lg2yAU{2cx-lbacKA
zpSkX~_RXNN@-1q*^^ZMS@7?o5(Bct64Ie&ym>G~FIhhCc#<MS_L52=YhfEjLRaCm6
z1D$0z-v`ii|J9v=nQ%-#Q_Uzvva9<D1H<tZ9wl#iXoBz#Q*(BD2--AiD{f`EiP<|i
zF!qmGEdi5%ZRLBC7%~L$PjO9VqTF82Df?6505AC_J^i8>c|8eV@_=^8b;N5G`Yi+o
zRaV%Wy8L)x9<DB)0*LNyfHqi;eta7E<06nnW_O8Q0)Qsm2K?<TB<svgZqd`z-!FUw
z`USh!=2!qSnm`^epkb@u)aTW(56SC(0rjqTdz$~CM9-1V?V63@OayreX*NO4P00@!
z%+am63j~muZ^kdNa_^Ji?lHdNhc=;nv(L4lXW_ULkn~LFwsLa#jltA!3kkqH+xVl*
z%*;y$E<<r5Mqh`Stspk`3jklvaFu$)xa9OV5b|x!)m!cmD{_W@EjK+R&)owOZzYg*
z*J9cVYquW{0qEn+fOJdnNE$!}f4J9HRNR>+5Q;n|!ek7^gdvCv%+6Va;~R^)#l1jW
zY=+Ey;~I3IbKiAKS|raeD#~qWP{BPf7(JM?wF@~s-683MeCOsv6@9P!>?4GW!h11c
z{`-4y#ms-6Obv+%kU4bh>@&svO$!winf$Vn*j{2>9DgSPkBz{f@M_>SQyHd;gNAoU
zA6f2rf7W=j(k<lqke%Qd?aBgHzBaidr4ooxzI>{chL=V$Eh;Kwz{QHZh|oTPbHg6f
zw~;tx!uZmaV@cFZJRjgufkRR9DbEae$J?Rxo^mnff|&KeZIHt_p}$J{n>T{+RTv3l
zVs*P`hukK@0)Kog-?ZTJdU(2yqJC^>UY`F66g$inrc!&H$p8GcuE{4L5MsBO?gN*_
zJj{mMx`kTi=~!L&6Z%o$4xQ|Dq(6?e;}&>+;6@$NQFg?W7<PMKQdTx;eQ`**R&#|6
zeV?ub$_VLib#jCKpKP|}C|bI+zK6C7n^cKuX+D5c8Xg%jEnA4<5?kJYPJ=x;*OLVW
z1+Of0ykw+DjZ!26u;?1(NXHwf$CgG>`-vXcFZyf-HUnBZ#o-Q+QyVLPrkg?vw|s`O
z8hS-G;$A|>O-Y2gXdXu{e&(m+k+j5L%swzmj%(B?x|6QV0lhKxn6ym-n|9B7vV0m3
zq+;{%{Ji^9pBqP7V}-3In!?Q4sl`K)UZsGeQXvF7jB}qJzTTunWaa7R;co5rzQ)U)
zd6b<!IAJX`B6PBN0A=qnwP7oM#=C3k<okt3{Dko7%%{tVR^P`XatH3zdDkR7yk>f?
zjyB=T{E{uj{*%y<kW5P2qk;7$k2;dFv5{jW*PRvH<Ztf`LMq5&C3xin6Q-jN?2UQi
zBMK&G**7~VEJW8LJkmEu{}`rhx9gLSpMe3g;oxe>wC03_4?z3OS(gCUGy`nv9C+GU
zZq9uIxWg>;EXn2E{A9|$Wv0-X;)<<<^fL3YV?s2SQZt^p))A`<(?_b&U7ySPO@x~q
zh$fQ5j+vgeD})NBck1q*oW*}2ud?x#D}kNRg;$dnIt-KEzza4$)rXsfKMXv2&yn|j
zWb1>+DFbRKM|8|pR8?o8-KqJg`q!M`U>b>6N9rEo@%T9?S2>e*Mo7>-!uhdX5;M5+
zzK-pzLU7V3*AG3F_{a(R7GxBdI<)Xre*LOjCS%lE4VWgmy}?QRS_~zr_X8s%G7Pr|
z<$M8E4aVmq|F4~rk%RxIHp}jBV2at@+nbFwFtMt!*;!w>Z*8ps^Weo=GBbxW5T@5!
z2!jd1)w(bLH6m?)E&_+~IjA{R{>poYTzY+|6_aTp9i1;~BjIzyI&TF!gb^PVC3xb*
z)A{-NNHMYmkSxi_+@Usl8CU|~kVg8&z)TQgL;ms9J?OOLn|lBL{TooUk&=<=#bv6$
z6edeJgEV=XQ3n4vv|I=(_K~N00_#b0nfFCSVk?wn(ZA10&+W5oZ&++j2`1|ZFxXqc
z#0naZ8gz;h{{5efKa!Ctlmh7(H?aYIU7<^h@Et?L;4~7_V-+Onm&m6>&V*bcWS{W=
lzisvJQ~i&3@`}+ueYVTE-AUcI2;Y<Js;ZVs;UzP_{{@hUGp+yt

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/herring_gull_synthesised.csv b/modelling/data/abingdon-all/resident/herring_gull_synthesised.csv
new file mode 100644
index 0000000..362c28d
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/herring_gull_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,104,0.8888611,105.01358954578728
+2,68,0.8418675999999999,99.4615903410522
+3,86,0.7487094,88.45550966362762
+4,76,0.605105,71.48951405579975
+5,60,0.5376551,63.520714303505045
+6,58,0.5149177,60.83442733365297
+7,68,0.46123390000000003,54.492009448048414
+8,51,0.35864440000000003,42.3716774358729
+9,28,0.2651735,31.32865313536595
+10,43,0.322299,38.07768716283984
+11,71,0.3969884,46.90179027076202
+12,86,0.5776897,68.25056135388195
diff --git a/modelling/data/abingdon-all/resident/herring_gull_synthesised.png b/modelling/data/abingdon-all/resident/herring_gull_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..310e619e2fca02235200c5945a7d710219b02097
GIT binary patch
literal 85824
zcmdSAWmJ^y7d}cOBBH1Wh#)Z_U4qgm-HkLT14tuXLn#;_F~ray-N?XDk}6$FN~;Vt
z#LzL+xp{rx-}!$y=iB*mp0!-h8kP^tv+w)f``Xua?RQ!liWHaWF5}_hQ79|P>EPiJ
zE8yV~Y+ND%KY3o%=Ll|M9`c4Bx-K>z-p|~u@zkGrxH`IcINCkG=Vk5YZs+1G#4Eth
z`-uDA3l9%hcQHObr~myAUKcl8zBUuj0q|SMT$PO6@$ha_UHrqh%^cFf!^gu@mV2z{
zleRWP>Z3b)OuFgft!i>#Yk$^15u$tTI+2{nrAq{ye>#qIU!Knp-X!Jp$3jBy$tKE7
z_+!;+omLo*q_JcNY#eqgN~wFN5}FzNv(v2XOVhdisRxanUoH7*WaR$4&<YakGkDDZ
zUD=Htt@p40ch%n|QF!<E->Yk#pI_y_$K;&fglPZw5VM>3l}M`p9*UiMW*PtALvN?A
z66XBxA+#3_4dj1M)qef|-=CtNOct{J_51fn-fi*9x$Ys{-s;}?+bW;UHd1|m>61;_
zM}+?SmAkPL<-5sMl?U~9*v^8|`J{;sba&jSuSIjf5x1G596IVE4%w!+7#X9t<~ws#
z5xn<JYPbmq2(+?f@J9-@2?r&1u8ftLbY9PrsC1eVxxy%An(p7$*0#B`BbzK}{k>3|
z<;q<#J(!_H&{?DGhj5~H^cOzjv`nFlpeW4#`V`JVHqcv9HvCGrhik9I&-*R9vxiHW
zLHurLrIC`Sl=AOyhD1k4<IW3=QTEHj1(bou>kmy^0@J@fmV?^P?mOdMzg}NHTJp4n
z^5izJ>Gy+$!AwRnGO|Z*=(i0gXUEv(k)j*<>Z##h!pNskP3V*>B!uR$J^jeL;s$f<
z_@OZ|*Y-Z@4GgA>dp{q_Ri=^f`E*%J^nJ7xPU$q>@$u81jaWWq)<@Uq=q^7+4DV>-
zlyEAz$VgV2;wBMRnfow1br31Nx!4`oFadF|H5w8My4UMdwX4Sxl9Kvbdd=L4s|$iI
zvl5Lb+r2(p?YFl^pIS_y`sL&{B5A>Pi|1PGOMa!u2-AZt^XV7gJUg7HoNn~J5gQwe
zdDZs&>zl0}u8P*FsXJT-r7~4E{jTei!cim>(+6`w6{L9$o~z+JCN+ibS_6tlzL*gX
zwIqK0yW(E25s2H0_bAoU#q?nU+h54}>H>n6c2DA@;LUKUoKm}?+;?XXdQnna#;P)t
z+U%F}9h~>+XlUL(ob@3DFCp{%dA47FXGg~$u&{<Tj>(rZ^7HezQR*P#eHX_fH7=_F
z`ksxQJx3#5%&^MlLyCe;x!)d!({gk3D`k%V!N#MPe~2=C{*VdpMRp}l_|3r%(s5=4
zni048nwOF;-{LHcNUM7J^5t5<pCd&%BQ}eT{pBBo+S=O1Y8`Vy=VdCkxe(d`9djk#
z%s^aG#;KZ|+<sdmIL65OgIRw~Yk4IK$z;w%k^A-<NR<U2Cj60wUWBdBTxT@nQ(bnj
zNy|1Y@)1!q0t5(NGnE4oIEqu($YHcNPw)}i3!<7RXK0u-$;iNvvEh^_De1qjXH?<#
zIh2?@+jDj7Z~<YVN78jlov5s$@}+hzump3d=M7U?M=CU`8@tWK$-=IgG2-ymX}WGJ
zW7V3oeAnU?3B||*$)KPhy;8&LU&ATBw!I=1YQ%!K{WD>ksn7TeU9X%ewKt;6sg!P3
z<72-4OvjmTeQR$|f8jP-)N}be{#?M$hn|M+(zkCf?Mbv-MN4|k&F7Jnvq2#8sK=8&
zEp}1xE%r|3^{(aR7qAw!AjGMlr11cvqUFqZG&OEVtE0s1vzKALn{~q;p|I0b&FJxJ
zpeM2Q32T>wRJo?~Y4t4SO6>mW$<83A5{j$Yg>C(5A5Bs*@b+U(;-24bC8R7Ie>3tU
zZaknrMR;^%lbD<uYPSVBdLnO+?G_liS})B}#Wd`2yuV(86O+`5&=>r%fMU3LGdF*s
z2f;6Bwl`hxPAe7Et#yarGT3ima#bn6&b-O*)<i<w4xdm2pWV{ClbdcC-H*EJAyz+{
zVg8OkKec7M1f6Ut?#;4SaEWTnzVcq5v_?rL8|6YilcSaM(;Amrc865$JA(K95S7lu
z`4oYtdr$Yyk`s4d1;l=go$I%_vv?Yx92QV+TAz)?Rku*O#m<31_Iq?nt-B}Aqv_*n
zy6SaH4Fz^r#|KxC3=dsqBSQ#DvrX&WFuq+!Otfhhfk%*y>3XX@k;SE~fa{PdS>qbV
zq7H3;Z137!`|$^($sKJKEv2#nDu_zqftYW96rHe&HPlAV{04}(K9+AgCGH^6dk*$g
zvNMfajWvj!*P^-9S=xKUwB+%RYIG2d1J*9t$m0XK{`Kn<Z$sX`?F#2LYk+R<?mp<s
zOk$D^hhjv2{P+?6>zAcxDmY9=rrx++JCp@)mF?hIH2LMrf<#0_%j35=^}0T}FAex_
z_zz}ChJ&4o>GbvWEpnoyq=e1=YI}vPH*<6>{rI%P94Fw`ohjYYzMdlNU{mM2vnW~X
zG@SpT;jFB7R`7w#tm)~-`g)o42FM*(b{6|}k6|zv#Y5+5rCJv$P!&8)!!F;tQdCq#
zJzi$sG<l7RD!aB5T-Ru53SD|(n#qFgm{S#t<b#OayxpRGiKV{e91C`<7$Z@bIU{U0
zRz7p77oq8b@QOX_Ep-?#U#az9O835EwAV(;SU6=+q_dE5_Hew~PS<mKSX0`mvIQ)L
z{du(XSs^3KJoGFLotDJ^EVO;y+;0UUTlu_w*9uw+HTnF&end&y04FQ%ygrG-!FnC!
z2gKJK;1E?hUeh{D)T!-2n!rf0es8uq@#UMJmJhD8C``M5E-bt++vK;$?aaQEdo-`Y
zn0r7MdnSxXOLO!&{QZW9;pyb>r6t?S!IYKZ0uy@nmedwSrJ$43gE<42&(GU0M@*?O
z;*O6?=2YYFKTCS_@_Bf4y2(=Jk?4I`Vq&AW9roEIcIaU8IJc(BaY9fwAfWN1?3=5&
z)!~z-C+4;wk=8Apv8$)VZ_pU~M{69LKMQoW@enT?9L{hrGe+rP+ZP+WvCfw$C`P0I
z+0AY+8wQI~i<a3xl6tsrjTUInT9BHrOr3#xNcWzar}!Y}$d?tHxBak-&Z!Z3{8H^R
zOu@>kjIp#SC_gv1@F1;vo+*eAwQfIJTy*emcXA6Ir%C6xzg858ILFV$q6^YwlTSY<
z)s)euM+@2XX<_pw{a^0~y)i{Mshw4PT71J8_~}rbw>Dw?)ronI0>xKQW-?a-g%L?f
zg)JLmUTZJ9iXzPqQu_Aw4a!-V-4rjtRIGY`nyBu%qM1~rZQ_22ic};70x>$p<7BkN
zjFmb3tZ_<h&>+yKS_Z(Ow81=3C97jvmQpge+~Mb^kH1^a&xT)_fPx)v)fq+Ge6)Dy
z>r)Gur=~y2Rr*5br<Kp;_wcy|1$EY=BO-*jjgWHdh*d_AHvFASV0iIM%(suOWy9*C
z-@ettmnGAA5z>8eq-O$)OzV+ii(n;df3~>HNl7lVwAF#NDawLB^4~9ghVF{Rkq&Nd
zx?U`C^1(#0e#vg&1kySJr)9^$-KAprfPGL^%EN)tS@8p%b)C;vcHj)C>iWS?G7u;{
z4F%T2V&V>Ty-gSq73x<o(cQAx%I`Q%r>W}J!d>MeoxCd`^&2o|wa2n3>baVUKShh?
zCusA3oqS{Eo7TzT-{*R``Rr5zaj$ki1ol1a@xk=jK)QH1X0)Val`&xR@hxun%bP>_
z*ydvm%9<!zp^iT_nE~7H&f33$lfOHqoF(7kf*C0~Ac_#W9I25iqP~vELW8J$Bz=fJ
zY4qDGe)juI7=}Ee8fv;Q9lLYd|8P!ksdQR_cWAK5|6q(ze;dc|eRkrDvM7HT6coF3
z4}W+lPt~N60m;d}WMM;?GbH6JO(PxHcxKKrD9+8TW(M$}?^klZ#;guIkS{Ux@y)S2
zD4jeNOcFJZG1|^j4+m=v#t+X^MHmOXW47Xr<_Za@pDC$mPRZ-+Tbs`m_tsz>2N{V@
z#A!0uqW0NWl3SNX2G*-B?k7n%H!kL4s}GEhjv*Gt$}(o;8)ANzyG;kPy5q{h2L+jd
zL!Gh%H$<BszaqiSY5STPI=pFA>{``4%eN2Wv*upt9qKzXQ=1yw9Z=-KlMFa?6^>$N
zW9#5|o_-{0DCW1j?C;#-yJK_e5*dK+zPqdq>qDzb(mJeTpBlUhcbhZ*9CUVME2|*@
zdWLxKe_(&A-@%Oc9wq6Db%9Y1u_4;+&o{CXMj7(kyrrQmcFI~>y@yJ7&?BL5s5X1K
zkF-i*N+VJpM#owe*3|2>O;dlw)(Nvr(Xv5)8L)jL&ptv*3Cle{yDBeffKO`c%0cO{
zKR-V^Xz{>W^x}a-lG=X8*K(q>j*yCLR$bj*=%t>>H6n{#MElwqfvssE{1XnPO0j*?
zO=?bdO(jNCs?WZyaaU>6#Cg2JLb_yJwN;s%E;o-@VL`T$x>PMyyU?0VMckc^1|WfT
z$q;fLRh4qY_^YGalz--<rN;<ejK7QUkSW<u_%7BWuDDE`1C&CGWNvC*b{~{1*q7ev
z6H0F8^KFLz;Hr&lwe(}P<nFuxum+4mO$Uh6<Ac?<#5JNyH@`D$HvW{^BNlAlVzd*_
z@k;<6aC_U$iBCg*9LLJ!Ol!>AE|3@XN!i#iS_o#LTJsy1@~j#7LBN-WVF5=vOil(R
zF$ZV6xY5KAZL-~D+dkvZNiCTLFuvF&W{a~fe_6kYvTf^>fXDZ0EvjE=Hw?<o+787{
zv_vG6Mdm*omhD2=yEO$IB_{667ZH6aYuZ5f^6iY<8C)QLoKw~Ixq{!tiuQ<?3V@DK
z#B;ub;?%oHAkj!?wRaMh6la_*A3@z@+cL5R4j%#s+h3cY9#=jUWb$kgR4qAx?2+VY
z<Ou6fYT66f3k#IRih1gEa!Vqa%MP(E=cQwNX(CQ3I1XV#uBYXtSVW2!sCZ$uwGYjM
zPWL>p=iTg?deYX9xrz`)KX8TK*jWRIEaeaKE30cg8#_ZCD)t^7-@dgPK<O7mdz0RQ
zl3y&M#M1*#RH1RC4y7x0w#mTdeA<1mC^LeZM@N`tcx*gP3f6!#!=UmN2Q-U3lM_e&
z#0OpjuuN8?X=gxubGPwePQ2(wG3qI1*I0ZmPb70>r+RU#lkurA$HI}SSxZ`Dvtag2
z<_N5hyXf})LFHN5a7xC&Ij}ia^`8&AFZOkBp5}S2PvVXvBnMjhV#LCbK4!)Vocco+
zRu@GJ#W)Q2%h1XEVX%}{rgW-IOX<t^v&uGF9c$8IW-ntu&x`f7>-Mq3zOp+nPx4<!
zjhBvvua6YP6(@7<W9Nbf_jG!<o#84`84)A)33LUtW`f1_9P2SHl*mWvBhobr_Uyg>
zG73Rhw8X%&B!5-VZ6VbX^^95n^po{i<0ZNxb)KMyVI%RQ1HSIt56#TkC!U=JseXJC
zR>}|;6O%O{>~MP>273B!hKp_<{Q&wg<=Bj!ajpOMT8zF$7&ie6qviSOfkgzR>I#p{
zN8-q#<7+Ip$sXB<Ty<bwj=f%QPH_7Pd3iG5>l~QY5P_K86g%Tv>yXslNp?n$Fe2(|
zN+-9L$v3-wyS84?1K)0DMyhG}J(J;lbpeoXP(I2UgrrZX*F`-sH_vdZe7Er8@nQph
zj)#T~v5|ed*p&y<`@i2X8Vo8*jR3qi`lsP&XK5bv!S){+9YQ!hNM!DIJ+WlwicqoM
zds*G7bo>a(ALDh_6Kb}Su8ORCS9AFO=%~D@8Cr@vz(%)6+@8B3F>u-Fk`gt&QG-X(
zWo~c;xxR*t_E}I~^pL*!2lP<<;_7v27_NGjv3}35Yvl+*>o&DZO#=@LmYeVRP-c!@
zSjY<!@NAKHa8#eAgvLUQ4Ana{LiHEPIl4LLCJFp%pi&!18GS!AiVuCN>l~Lbo)+*j
zk4NG~#JHCq^dl=zYs#$kOoQhE?6lMv#rd_xJC04gXA_&AW?_8q5zE2x=OkJxp9kkU
zJWU5;J3GDy8#A~$sw2UBlC(Tt@w(fGE5sEGu;90E*Ir$4HAs#f?jO5?(q#ga`MC%?
zPOh&7ik~$M%tX$wah7~jp?*u`*?hbqzV}g4aE>(w5E_hzW<@6C-{j=wt&_rTFfvv|
zsq%fd=Q-wXTI;FCmm|yS+KHh|q0*}yYd*HVoP1C;rckfB!m=Y(rO@l#TfQd2*G(NS
zlSFjmDuYC!0TCk7pj!@pt7)ORv`i=62u{J#CSpY43u48Y#ZmII*M5lVTTEc=+V|>Y
zf2u6s#bnzNtR3M~q+df!Rw0q%a1L=>X>2F8sIT*ZKmEGEkW`fKckKa0<N&+q+)xH~
zyD{%PH=4Di9Q4WdC&hY2p#a~_GJk#`#A<n;%d+>V(rrP-^V}^%WpQ6uQ_@<vHAj-v
z*F3p9MTk=7MM&**pd=c7(i_>AX5s63)h2PbsgbhR9duhL+!HxuIz)-9&9wf-#9&R|
zy>SNdl6mLAJMK|q6-IeYfw|E_ey1<2V&Yo7jYN4_l2>-BPXkYJo+WL=)q-M-g3rNO
z@(Xbd3Oe@>9g~xT2K@zi$|N}oQoFW^Q1?q@yvihzWlEpa^9Pmh{kZ@Z6P(*^$^;?+
zepFumrNlpwCbE8lun4SoVT&?_az6J<HcY0tmm%S+GdL}f>C8*(OGQ&XCPhXM&4;;h
zSTsv)>v&}#5}P2&M(|_~qh>)VI9VNl)1H|WbPqn!^$lDlYv?-tKr5s`>8dhkpRBzY
ze)VoKa)R}he!esL5e%F>j5m)f#<5S8n_ep5k?zt^43jMPhAa-d{3GXZt!hy3m!`S9
z;D<dBWrGmDWWkJEg8ljfAs~U9tIs9KyoX-tSydB!m`C*5w^i2vD!d*sG5(6BtLJFx
z{RLB$(8P<M_wELJacdz_86+5zcN3jW{E6PW&op))=et@~E4Vjl)Dj4*IiIy&sGE*A
z_d=DO9aMU*kTNs(nEe|-ul&S?D$BM|wHXDZD8x!h3C6b*N$E~Y{H=NwT{DL9w@ZFO
z)dg281LQ;&$P1WPbwo|9EDAZJsj4nLSv>lshT56Ng~Sw)DyO6E1%rar)LKo!6J&}q
z1eOEi?^g?2T-X^RA|WZhS4i|F>aKWx=yO3YxKoZbd@`k4vE;`6$IaEO5oNZ68PrBO
zlY^f=@q4~hSVY}&cWdsg9y>q9263_&3byApmm0*muKldEw+}E-l2Icl)*06~Pt{?T
zEn(zbAV;f4R1Y$VuRk0#@9iI#)fkla|1leZTJv#0M?{puTlWFWwkLQ6PLWnKP(ZZi
zrjy82HJ|b00c>a0F?MD7?e;b{UDD2)LQY{p6nSin&>=8pb1<00Zf~O$<>U^YU(m6R
zD)!gyBN)3zCi?=q5Pkecu8NWLqJlH?g2i$9W>0IKXFP7l{7?#3&$n@4>|1#CCh>^9
zI(RlS=<Ho%7BQK%z_p@!cImu~JfivB#plMx$E>cOp0~f}mP}OBPLyh}2(pjRLoe*~
zys*!K9;<vX{7C%6NjbFL&HR!>gj*8d7uFEbZku7uheey3!o-Pq6Iyq;a;f^=gi=$J
z7(NAnVe@gy)Wpd4q;3Qa)!VTF*v|3res>ax8H?(H$;T(erxEcNM|Ah3ij=3sBtN#-
zVLSx@G3%p12$vrDq0(5X@ODO;xmH&|Nab3iNM9!m<m?rOg3;K-QiJ*rTtnv4+onR7
zzle&94ptuw?;_2y-ewBu^Q-GFA>3Lh&sBq;e^3CvA9+M~4>*9<XQTaso}QRy&kV>$
zW};tJtNHieUsWXV|A#ztnyhzU@`z557b~4X5LrMjvGlDPsPs#f@n#Dza*?G5eIJvW
zrhnwx$}H4R*Zng-%R*y!Wmu6|mNiEwRM$8>uT;;8r;BU27e&lG3p<!Ow)v1-=AFOy
zqtSP#l%yPTi5ZrzYXmc2AvPb1LZI}=hgq!Rv|CkK)`#u2L>zy9#|XeZxw+z1H)U{I
z1MSB=4e`1<luwls-JO3>L*VTl)o|)$NrWJs5ZS(6L?zU#59xlj>o~mTT7=qQ^W5r>
z6H%osxq;!xS&OT8#d2F(pb0!+-+edWK>W&qV)G%i2ixriUIPw1O4eoh#f{#*{w4~w
z<Ip7(Q*>DqWfY^dIq~Q)y!1)EM%S0;<tjF6N?zG%$2#7}flF02mr|=@W$GHAUMkvg
zScg67$yJ(2UxV{)qI;kDHgz4pk7w^*anKx)b->p;5>KCLp9B;R)djSGx})qzzg#q3
z1S~qT8iK;P;b}*thRMu4B|@r;`2jMqMdL!Y1AU+N5o#^*`k`OHejTj|IE>*&C^GoU
z5$i!i5&=nJsP-!UUN(_A<W~-l7%S9%qcwzZuV`wqWTXcxh|=vM5TtU9y_F}tZ3w4e
zW(>_`u=k5_gC>qZ*CtUVxYM0M>2U`)drz^lBY^SrwKQ<r$er8=!M-)oYNYWp=!-tv
zzB8{sAYNV`?c3F}2N%e*HtQzkFWO1gmJzMZK&T-QbO}SwI~=7$8r>qNxYdeLFNL<9
zYV<U`A)d++-d+oxMy2>|(_7<~0ZpA7iZX7MPenTQR}D&)1loHlU~89kG?ecd^d$+f
z%*boHsR+J=u;>mjlF@gK*zAN2qdmDSER{$;#W(P?drDdWS|`EU+I;M>RG(@$VUaMW
zU@8;$FczZ45^Z}H$ke9hd)HwCwzw2b<jGpdAr0yM1Sna|qaCr_ZCrvCw4r1~N|+sj
z2fbWM6plWX?-ffJe_cAlvjhb+e9YY%sq^iWM$N9<1W#rw7ETQuT1M;=58kgeo_9Ma
z^y<YQCq$aAODZ<Uz<1<39?zx@`@8%QOwVI0Ir8_nxd70ZK=9&AmDat~r((VpaG2Xw
z6`A$*+PUyD<udalf5e?V-l}ZS_tHrERW}=cY#gw@@?fY|M@ZM+t@rk|0aIyRbBCe1
z?GtoR^n7RZ>Y%nwj8gqg2ULZSY7bA>Y1gWupya}-f<0TWLwjRJRU_j37~66%;vh2K
z=<D7z+b}YfIR2`Uy?a$|)@7kr+vFsjjhT5~8U}=^dXU6!g#*e<<(qoT&HGxdzpz-B
z$_l`0goCcbs4055Ky$UTKSOfr8a;h!ASK`q(SV9;;bmq0cI_Xkd*RQ*g7tm9!kD)4
z@uzd_ErY2Ku^FA}N=p1dwVD32znuhV-v>T^e#UDpuD?Uu0iR))vmXQiR`N#4MQcB8
zyN4OY`lqU=iqO8l&F8#za``r|<E2ZNKGpI0GT13wC}-MrDp~aG#LeYJ|78YGlgx~K
z&4(-&J9~CwwzfAnzaNYiYJYVFMNCaPP)#iobK7C*Lg8sY1FaYx$QLocPvsR9=m-c2
z_ognA>eu<+1g?Up)CYDt4V_mQBn<DeNDrrgzU$0zXcjC*(Xr!??6AN-Kxpn-31;7A
z=`8Tv`Xet3)RJAR+`)yDE<lIMGwPR{PGEL~T0Z!mcP#)BrfF$w$p6EOV^oAh;H1bd
zX0$g34tE=b@fuev1qFS_shU#;1_n~sp6?E8V(ZsId9iz$HXXe$#;KkC`q`gv?~*a|
z(~r)p$HR8j4F=Ln8yT%VGB!Z>|NIL2)a1@QSS{K_K8uVEe|d$a{6??7!CNaqPA82`
zO%%EX8vUQlE*PD5r`~vuoG9#6txNtt)SvmO`cPEtep0RSfUSeo^Rrq=&OvA7WW@(F
zFX<?|T100Z<4)kGeVnGcx^N_e<m8_wgMlF5(_G1*1+0d_U|Z>lS>KDkTt@6c8up<G
zkW!l3cVY#`%#TqH<6{*S24yKspQGqSpT7VSQ2Tt>ImLDZVyC|`bD?rUavP{U2h)Q+
z30yq0>}YKD{<$vb`>udE_83@L=QF;0J5448RMz|BN+Q`cVkjt{a(FZ}uloT8a1_sf
zetO19sEm1;%oiEM(5(?yO4j{?Ln|w|XFKLNzNi(R%*kb$8n+6)PSkxEU#gP)hiw=S
zQl(}Pli;Y;O}{c)GA<bn(G9jvNr7HhHh2RaRqA*%ZH|1xYBCRKyr;C5#)~={N(L#u
zjL>+V;@C*8Zkp4@R2RL(G^n(4cpMZnR;Vp&{Y@qRW2s+y;%-7s)`w~foDNP;P#3hb
zVQlIt=tEKKJzr%qLZft({4$mNT<D6tynN9WhHkz1B_=1;&q}HaXesCxLlG(Gpgy%S
ze2HU$G&hr#MME&kI^<qAgG%c4<U}X|&}*0msm<U5@mGwyC*ziwxx7^qpDB=cK;LkC
zu}&m{faxUbZ5zjyvUU5!i{-+PxK1mqd+c+gK0%);+aO0Q<L4o|x`OG@VkFdAB_C>|
z%vKG(+It)Z^;ea6n(v@`oNI>6N{tWxBqD5qR0sJYpRo6c%jn&<UyR#TK_2}Mi~Lur
zBu|auA)HHzQ0JailMF?`m2U#2uh4O4Z46PpcVtVsw>thb8ErhLl$bI?mUy7q&G5kD
zgE&_%UyaLLc|LvbY4@qhV!31Q@y6*aA!J?`r#{<@c6r~(hDJSeG7j*AdIhU_Czjgz
z4#tagiL$q}fQA+$rbvIoB#v99`%*#+na+|)MoU_zTSm`u1(dI6RiQ(^ch}PZS(pkn
z?eUM4czBd4H#<M;kCha@A(tx26r@>I0%Tl_FbnOHV1&Hj_Ch5Zn>^ieBF%K}-F2=2
zH{-*`jxlJ?-htW&0p)IFeIe*tGA#>jA3Q82p(PCHrBamdqHJ6xFC_eA^;LunQcW0v
zdsSb*2~_=sGJHakLZp<=kSvDx#`V}$tBwnYfHs@5LLQMk#Qnj;+h)wn*^Lk({#=DZ
zk@>K<Z>I_WivG#2+h}E2ELAc?a%u$c_3N?g%4GCLmVoPY$NiB<x=yEwx{v&E7eqA!
znX~u-DG;4WHS*YjL!c*k<Uj&6*TrV{8FTY^b4RNCl_|u)&;6-3O_9)dI5YcU6*H3}
z`BGx#JiQ)py7bc>n3>%u|7zFQV_D+l&7dKX06CY)mp9`uTqN@E-loNHcifMt?|!0#
zOq%IWeW>rMNBufpJ__1~dJ=Yd;&U<x#hauHPV3*x`Hk@Z#|DT-;I?RJ`O_Z3!p25o
z-J59b{eSx=>R!&1q&%<-1w~=<q&ZmtL&SPNB|e_$X#yOc&5M5Yh%M@k)gK>l3!DFa
zar^hv|8X;gsXc%G9E82wwBE%gQVgF*cNYj*uJYioU~FH!C~Qi7;{8&Mp0e}Xma7^)
zdFR)Q+rOXwk6Rrs2?#%2;~S|LdiuZD|0nj1e;4TDt&Id}u3-Lb=;-S51j0|jw~DTc
zeD~(fn}$bJ|MQ*D%c!VacAl;a0TL}M8{6b((W^|NqDH6jflQsP0xu;79<VhxH($DX
zRRNImzd<F&F8<G^g1+?l2axxeq@-qN)nDF^y7q`kmHtNOyqXmpNG}9+0s;aT>dDO1
zz=a6@&m|rw69P81k`~Z6LErafIIcI86#^+b+uGWyJh=A5?BaQDD|kvuF+n!a1@*Ds
z+s#h_hx)nZ-Tw?R;&CfGPeQXVG&65^`fzG`o0y+3L6|RIub`md?96Lr2(s5~i)}5m
zI-vQx{;?5p@`=?c*>DaOIdl&Jwt2AoIHT!yvekcHny#omLc*wwEqS?k-9@bXMF;%f
zwIC39Oa8w_`hRui#L9m5-C?^>BZ2I931AXA85ulIy~1E1tIq?$sLC&ulraEc8iq&i
zi)tCQ<H=<fE#`YupzmLsxtVR+`9HUgXep?B*=`Fxhs!z9dNEaiOJ5!<yR*GC7+s`W
zkPXyPpM`{{F)1nb*nFzkxUCv*!mbZ9^(1R4p(mZ=Us(i5E?vRzsU@P5A|twm@?QOG
z7BU^$TPErwlYZk=;POY~iD2kS<B!tk&vxzfNaRCLe<^vb{R{yr&lP25<-^1I=&k)J
zm#>|jiY<YFt5}|Ek?x4POU}o~7jV2@>*d6EUGz4I0tXh-j?Xnqu-`|d6Zgv@aHhz!
z6~`A$LKqxnK_GQT&-8cE@4VGiX;bXI`uuEwTuDX1(6n~Thp6Mk{Yul9o?oxZg@0q`
ztq-Ig(p;et^SDoS<HqO%+>ac^Id`?*M4n3fQO*aBKd%8$AnA9o@xi7)Wg@Rh4ju3)
zA!A$WzE~5Y=Vn4yp*}Kb32N!5IluLHo#N-SmVdpQ5^y*^@(<0%b)s$(+BiuUM8(ao
zI{`ond^VR<61m@b&-${@%-fF?h5(wyoLHv?5OgJ-YMD}ZpFMllh2Uen&@b)d%o}~S
zGUm}zHhoDS3Ch9quUcB9d*V4>0S0s)NIgiulTxFq@8xFV`p0@vh<&Ad4@E>ozBUwq
zR!Z;jG?2+(zkY2wUT%hI0H&V&W77)<foET#b`JMGJ3IS4AfDQQ+>)hoMTuezSe~pv
zTY?dD0KDGYPR1Zpl*!~h$Yq0a)8q}S8}-Z}?k>vt%M<F!;s#MBM_$gge;2rGK{>xr
zEq(Bc=thq98%vj71m9C>|NS*P0oZKHMUBaXOQzI}EkB$Kcm<kns>hEX7mL_gT4oii
zb3X0{GLa$uF~BCzf3=3#Uk(Ba^!FS^O1&Z-VnEb?9k&Q_dRZzFC9!csQz8Utkhk6j
z?EX-^e&a?C=3|Z16!puOV{tI4bFiv(4=#a}u{@MVZa-dLhBPmES`h_g$a!GVGH_vk
zY{KL;(q-iV>?16SQQs=9I!AW=fUf=WXxq9GhbbvOAKHH>Aua0M4Tsz}YpAw=H62|Y
zG~4J)yDuEe1*~t|8oT=QyGNxzCBGU*{A+|mE*N_>rbuPp+VReKic(s)10n>bfanUg
z0I*V=T{N_`??9hnV)`)f#OLH_Df19W#QI(ZM3j&$j>kW4oBKSL=9Q8%w}z_hqk(-%
zKSm!ZX1!GaEIH36tL>-{xc1Z*&REHJ54YwGYn|^>^P0ZB!LDI>fgW2q@O2zm`MC~0
z19{MsQHN_(qLnK;HIYcQ)@dp~v|tgo4cgO^&W)*BKJaDoCYwA~bVjd|dGuggPWMyg
z6HB0dv-R$zfY_4)QbWb$y|y8spZ^9Mve_l*M*ZcBW44x&a<+T4+qLyMf6*Y~?{cSw
z5>+wJ!;zlJ4GWG9!%M>~otmduwHiiU-l4@bQ0u~RM!8C{#|*2$Ig$SwJas8z6}P*R
zL-3leTPmSF1!~+xL@}5tU9qnyFVDopgb#2tDATt#>VuN)%VSqoEMR*HJyPkC{vx1l
zDz{+AHzxbkBSof^-#>Pf>Jji~^h+KCDc61?ds5)fB+B6sK;BW0bLBX;k1`<yI8Uly
z>A)3XAFWn34*UTOZ?4{b0?v-U<wzPd-R40;X4k0e7NkeqR>XG4D>ZnmVyZ#-@9EWG
z;gq7?lQK>yh(4O1yn%t6`AaVc6X4Toh76LQ;`Tn<T7YUay1N6EgjKF7)phM;gJ#=7
zhQ`zVDIY*=>ur9g18^AMFd4~<QW}QSW$Fy;_24Us*a7x~yF6&Eva@uyf(V-W&?V}^
ziPp(Kcm+jGlW@;gM~4a+1_~L3c*q7+IPkhJClqbF^>uu>GwKNrL?~jsDZ)|NLdk|R
zR@}1V{zCdUabJJ&zgf=Bn5yw6P&QkzmGCy-)iItue}D(tJr{ZsK<WqbXi27^y19@w
z$X6e6z^zr>r!A_GpWgdKYZ1D|TIsiEkD`I2A`DoBok&VR-E?dilqV0c57A;8p3Wl*
zCQ|ROGD3MNjlJ+&kC9Jg^*>nbPo*9_2t0j)z6vmvZ|B4N{<RVB@R<1sh*c&U{w-MO
zEa+AafMO+m-50(cpEY15iUHL*A6}47l6ec+&^WRfpOTAw@)-(Mk<_a1VpiB$8hqMm
zH#`s2!APL$K{;C;Gz=;<qem{oK-n3&2{YR49v&XHuPO8uhyG??sfav0I<oeWj1>n=
z=(ffYb!(BQQOiu(aBI?}Ou|)}uWcQf<`SO&7+t$y=z{|T-QlYF1BwEEXS1<_Z!JH|
z1;cBRQV9}OP6K2`<ecRA-JuG|@7fAn!w$lt)_#pdRQ+HRQUgk*X-NcW5zlQjgq%6r
zDM?sdV6JhVc|Y6aZ`Bq`e7IWCqW2lv(-adH!={;W#RM*cVTqQ=4y~d}N-)l)Vog}$
zd#vkjEPmmZ!lc+JyrY6}X9O9qth2kxr>SWA7PQ4F?RPCQD#&uWIzsqAw+JXTEZ+E)
z__7DsHNh2I636jFr$R^^!JdkE6^&3#WYCNX+78*C2vn<AN_Ec$EpoBQ64;c$GHH?P
zKMktbs6A%eCr9B!!x9b<nzL1!`3b$4b+^=G>i`jlu`9rXHzcGh4@4S$ui{dV3U%#T
z$c}sxbPorjUubDJxi$=vYq8izD!ByXoaB!@%#aXs2Xa~EYl&TE0Eqc6(p|O;RB_ll
zKBZ<KDW6L<zRp2BG-Cd)`HJHS35^M367G?!>-CtlB$Ix?$$-nvUjEhT53ar>qa-6x
zf3uW6!3xY(7Yj<Oc}t2fSd)Lm2Oe#Aq*5$*Fe^EE_pUqH^L%030s0G%5w2#s6Bs1k
zCneE%tPIIl9QbZbizb}X-nrxO^7!!3r_{tY?eu<0i^K2`Ftw@6DJteDMl(F}#EeKr
zbK%d}4d+|0)_bpxsh4r`we<pl!Z=-lPbGmf449CLjdPGMhJY&;E2^ME*me4X0k}#M
zR{TJd6M$POpzZ{$D8q#eS~IDJj(o(JyxljwxpOG6r5u0I6ls(3Mo7Y-*>F0=nDEt&
zxi6}F_P>wZZikrZ27e7AD4MLbB$*!xs7I3%V-85^uHrx8TI$~Ui%{IC89mCvbjPhe
zt?!;z-AOgL|C+L4>@~}ak;3bV+(y~?C;$vT9|9e8lt2#IfCC1ZPu^H_&*=!h=C>}*
zM;#bg7iJp{n{4oO5dL6lV0xijraa+G&Zp}>3BVK;Yyt~oNoRr`hDsvgR|z*B<e2qR
zacshB9tG7&sdf$t-Gdidm{gTA-R|d-9?LN)Un;CqZNem4HfBDTOy<MeI3DYeB^nEP
ztr^~;N%&PTBA?)wL$#Jrqk4yxpR+cBuE@C6h@h2HayRDkBh{G^kc&&^p|J(vdlplX
z$ZZ7E=EU2gDP0Ky^gp@VxQVmUHI_24A20ZcYDCTX;i$EWc)t4!ZcbkR^;<Lei$1r@
z%{%yxN7rd?lc@RK{Q2;<()+<wc7=a(Gy2yFtdZaP#f@DT9g!KkJ)}iBVjk_I$b{br
zsKdXcN2-puJ8){+-|{09Q~9+G{8@DcHHC|N;}%bi5EuHc7x2ttyr}L8Tii7__=qsh
zhih|8<mgO!0H|rd=S9}lQ|-G$9Esjyb>#>#={8QVEFofF5JA=r-EnFBXzOqD#y7l>
zNEu>i|6$Fd@;Pz7T5>1=R)02sf93qi@pyn){{63<XsIv2lV$z#j;My9>}Rj_;*3>b
z7y7-v{sFXwMSjI{8(+R!*3ISGAZtN)UzABo$?#fe^=!vxP0HJ3?y5X1&ZkUwBIhx~
z%Q~w|T1MIKx|7TV#Jlr!@f2;@v3B;&U3UIn5dsmr->L3Rs9YP7CMp~sth3Y==sc_$
zHUhya%>4NA<G%CdnRd`efxhO;mg~js>)%gS6#}th(eP*YbMtNd@TE-Z8PbF6#Rsfb
zi|*9L#YEndc6m@@NCTsr2*L#z8_)DbQk!QtUi_v35w;?ufWhAWI+}tZ-Hcf2nnl*b
zBln(p3_M|K#eLm6!N1-EH<ZNG;C|V)e@&h$=+4jmk}aKvN&y+;&!oTZyr^3GTV~OY
z;K6{Y9?TOt^uPt4jvOiKzIwDMD2q=Vl0Qf==tL4;flqgZAYh0{n(sBCss&zi5ec_H
zab2~ziPOK}o|$>Pwe|i&vebv(T$5flNw-F|rLLRZ%sexfmPG~(BdU98vY>>$R#Z75
z>2bkx3`BuW#IMiszbV=jssH^N!0>QFLz5?=``{;I(-#%n6_KVdNTc}<Y3c9F9KVwH
zTC45^D}2RkIZ5m^ogn27qByJ(`{cvw8u+==i{rl@tzH7)Bu&_NltF&MNbgHV4^&&W
zG6aKf)+}Tb>vc?fe|TgYmuqM_c*XL|*VaKwJd+^&=PrvUFaMjr=z0dMRK7iPo#eXV
zB9G76tcB7H=310#J=5r2gpkWRukc$x>9=;3$yCL5;Bpts8A%M9o%)!~_~{=t#Tw=Q
z_bR+^L$rI`sn$*!74JIw9y2v=DG5K|K``n^psOA!VBSwYxSwM1gHEP%FhpB1IO9g}
zb{ThtrZV3CAYr}-e&7{Ckq`JArh`rU*ZzGo?F>*=*A(pENX^v<24c(zg-FLMlb%bn
zp9IW4_|nN(I808n&A$1EH><r@#`1cvm2(Es*%97hxfs9gHP`19piO+Z&hi(cfRTu{
z*88H7f$C}{gM2goWZqQpof`ZwE_}+MD~*1amW6H=?#6I?x->`$(>`jvnKVmy_>o}~
zJ1#Sl*XYFZU#usH2y@W<VxznvmO(Ci{*KQtCt|B~zyFxJT{uBOQ+>_Hm+w1H{a#(}
zf<Wyc{;Cvla|LnV8Y#UQelGguJ;Y!5`t~jILx{E;jgD@$|0^Bb{#s*-MrLg2La-N>
zpkj>_H;7*>dD$mvR7yCPpwj@a3WslHPv{^`?3|9WjrecT?%x1DsW(Hlm3CsM8}79)
zcU2zHhaw(om9cyeqTa;dXU+J_C>ixyW%Ci<X(s6yBh2?Cy~;}hzp+00{NIo;_uzrI
z(XvnA4i?M1j6P*nGm33t{f?vfmDkh?EQ@vr8B#W+G{JEWA-=Cdunq(z3WV3$*M3_5
z_q<93c#Y-KA7P*Q?lFlHU+o^gQ8+SCr!`#owIeL`vOZFRZBgvg0;#1b4SzlPCl`j8
zn=Td9H~tOg51_TfzxtL2Djy!xX!cK4DjRxka?+b?T?gyg8X+FS)EgoO!{d|gwHk0F
zqP|MnTynM4=T4p1PxG?BqdsnQtK$`lz+kOitjBSP!({`(zR;kI?xI@;jRcdRAXU^)
z8(_J<LMuoV_2v4M$6_DtXg=T~_@8dH1RQN+&hExWzN%L5fYge*N&mb9!r{7oe4OQ;
z4v&&dmy+C8&~1i%-|_y1Vv*_O3&|GdiGKH)*zuV7u%33a^K0wIip=xKCSx$|0IrS2
z0pWSvC0$0+vllKW^}p}T2a@ir6l7)t#mBJDmFe=$`@z6VUbr3{jEBMknDp)USKmwz
zLEmlYtrs{jhp}@~`EG~=u|R&&Tvu5k+r-5mGWR&0ro^{}n%y43rfSIjI_Woz=ZGJy
z7n8DJ%9^;8wNlj@cDHq)yR|J$MyGToiG1n<BH^46vr9mCl|*H%*0$s?_|*SD=nC!%
zanx1AbK>uo!2)exI~n(D+?O;0w!7Ikx3<~<fw~1a5EIj&g`Qg%bO30Nyc}|bE@n_J
zGphzqn1OzuL|NHx!1Lj^KqW>HvKYDquD9>y30`6v1mfH_qIP`BWQ89=Kq4Ie>9cYu
z`YDLvlfz|K--?x_*Y_<u<>vF`B&~w0HC$SyTO>_1{s~_B&70}7<c~gcoLaFOa+2Le
z`mD7c1#9B1DGNTKARz=KuBWD!-c3GpdN4xKU^clJ3EGM`zytU-U9ULa=I*tJ?cmE4
z48_U9Imk}?sGp_O&J)0Ob$;)%exLB6*<2&}l^hhJAd5d|*=xmW*${AZ(@EH}d#Clt
zwbk;|)4#{6>y}df3x&tp?rzgPwa;8YNApxV;wA^YX#NHj6__Y0CJ3%|nXB>ZOXM*b
zS?UMY*yUrWSmRpU%GU7#wi8T&<YSUZfTv>~EwY%)un5dRd4cDE$r^D&MNBIigL#H;
zz_9rS3@5Y>4pIWDtK-|d8^bV$rNPY33$t#h(b?JAh2Y1@6jO6|aZs6{6ZBBJ2YmQe
z-B)3NetNkykbXP{fY44Pt<ZO*wdzeS12st-Ft;@_vIg7(D;b?}^T0Fm0Z1rCf$({U
zk;0ES0l>)2EIoMf{hn~5pcJ5YIHw+dUJ8?_1>Oke`}dWsTMf#LZ)r*$u>zqXaBebX
z(No>(`E!2zk^6fAc@nZ<K&BEHd`^D?`t2itu^7{sX5W=O#I@VEy){$OXXr{tZLeqG
z82aq=Kh$Sb4(d)a0CP1L90%Z=xuX(}OSL|R;$YzSP%mX4J+jra+6AnjEO3VGcEYX7
zBn>8)+yIuA*!p$@<2B^{fle5?EN**|uS*#yRKHFQAAV_~x)n{)`61}0S-4s<c3W~2
zr=2yWDYL?sINlrYUnDK|QF2q&-Ey@;W=-86mH1DhP1FA$U9usp2r-0!mhQE~_{JPH
z8RkNlBra$DZrcyohw?xv;GjJ)t+ndB`oLjKjd*~;7kwS@Kk~$>41UW@z-%EST@L*2
zFMx1~YXZ(Ki~vd%tPIbFE<rV=#3o)Mui1ML#G<LYqHaVN14Y1R@Jv_<a=?MF%)#`%
z-re?=(kW1me*l==mn_uz$A?U=`?Tj&^%n~C2rs^8g<S3kJX*LY5Opps%GaC$6NNeI
zwd#d+xzE+QFgBmz93rfAb#?Xeba;RN{#|I%BE<mP)xKpJfA8f~jT4rPK0^v-Ol%Li
zmLeS#c<Xf>F!OeTS*VE8w^30BAu7JkRJ$<1HR<;ok$qSBv=2^E&n^tY##UUJ;4a@`
z#tXb{^1$Y|H7I@l3w+V1AuSgpE>gL<xxWAr_YL67*wp63KjeEqpM;JMwNOQ#U5s6A
z{*bWbIOQXcBO{wm$&7HDI!*?D*TA!`P#eMhZ83N!{9a{R$yk>|?#0a7H6GagrL_3w
z7`#)UK>pIZ!fW3dbvGRR$?5M+{@${{h|fBsVYXol2K&MR^Kb`f$`lt8w+CjV`xDrG
zS6r&>hS>lv;j4|Cx)^P-8O#H;DCSRbxkXDk?^t9~%~!3BGU?HU6^`E|2=9fgw$1TW
zlCMkF6ycQHbN)wlZ`=5T>e^iWa@t~2>=6P?$G?&uF+{zy0-^`F&Hw)A(|qN45_oZ%
z3;PQ1_GkU=^Psh|HM6s$pSY!nW3#aU_-SXn>Q(8gGzs6KYuB!2N%fMFlHMVqWN^G7
zf+zsw7Gz~-H)-kzZ7>C(y~9ENnsGOSLUWmbF&|UqZ)%#>eEy13>bn&Q*jA{zey)nf
z?0rhQ2g?~hL)H*e##PQUVy9Bad#ko@qoc<wOsZeRPFmDBPWVqg&6Xp3g+L&l0YZy<
zJnYSz5-(C>Vp?EQ&&RsVG@u$PfI)R`I2`bfce1myH|*kea};oGgM*rTSiqrkJ7>nn
zLjisFs=c|Q8K*L%m@49Q1;J-AcEHZcN)t|TC%@bunB=&fhbyfVQ9;Y!KVqbW0UfA6
zsQ<a84@}i$i=9<=GJIY_F`puX&I2Q0;2?Zvr}hAIP%uZ(f7#XnWkhn`7!0?K&JAHx
zz-Yxk!!YFt_u;g)xK1Qn6WDQ&_j~J-Og?*+{RRpf^)b3W5OAuP!-5RI9?VXxJCo!X
z?l-7Km_3NqCulcSMCZ`JvBC#BBN(rnFEA-{cl@(Uk4;ea3C`lk-3)}{O94cg04H$@
zg4+n5H`Tb^!$l+RRjPuY=tBQze*S`Gy0xAm9n?IU!bVQbEi=~)8?9yAUjLB0uBvVF
zZlJf8>td*nA~WH5WvcFq0exL|poKe{u3Ww|=f$Vfh~TA^=fWWx76j|k1XuZpy)-J*
zHsEl)wM>V`o8?y?1W*+o5M7I}FM|A2&(OJlSVH)E7uKzMdiLD9%WDS+@Fy&2l=CT7
zYnH(vRayRXuz%&vUUS!tv;+kKYk;w}iak^X1?2%NX<+?8#URxNjGEdP*FsOacd^y1
zsk-?pss7le1Ad!6ngr35yKp8^;9yP&D~SCW3Jp=AE{4w9>3*{II|ZYaTaykI&%l5O
z^#MzA=(ef#WG(cl2~f<`3nZmwO3r7~!#8f-%2T=4rRU?MQqwUtWnz899v&BWG3{F9
zsA=~~ZDPEucp0u<A8_P$0`!mzYUJ0-$~(aGJOk@p%y?nw^~_8GU$z)mX;)<_lr3qI
z+`)I?qLJ@mTeB7#Go@;iE5Y~yTG_nSaR-c-zNYhE@m2@a_Gq1wNI@E<Ti_yzXiyny
z@4_tr<C;jXxkuXzMoclDtP3oCjH*Zj>o%coW<Y;eWiXY+y360O`Vb#<q0dwTM_s}P
zuBF#Pt`kMO@M2yUI=3%fcOs5bV}#*sJdb}|NV6j=fQ%}+U6HnCZf;&2s5D6jfu~4$
zENdlb@Pz0VjWbC@Mh%CSAQ01i?R`|S4iSW$=G-zbm+q70lKjE4h7mr}nekWALMyp=
z$RZ#9(G#BN`j-TTr&60{6qXxtt?z^dE85I?{xVBQQL^A}6%6v)@Z0MwBfI8g<=so}
zWcJ;9e*gt!JgpEVlqr&#Y`6P_Dt8D@6EbobU-!gIDP5^Px|%hZs}K7$HI#cex$H-1
z{G#WBg|n~`Y`n}TRwrxuAKCKS4IXy-<2o2Gm3u;xAhYP`?m%Xlhiiu6tU`8!U>w->
z<nSfR1@H%cNBBj=DTzc2$S3~Ig6$Uh1HB`-HF$8f$W=PBUF9+`a6`&NlQOfzRCOVH
z0<ya3UVXe-jNeB$FgdF;t}MY>AmTh-7?@A-h5X&ey^WcvKabpXGKHOf>6#;`_(vy~
zxlKj*abqSfMM|gu!e?hZ3V!HRa;CXUN<0)F8h<UQ>(6?yt0lQ=dYCnv#o}ldT}-!0
znC7zImX7t_Q#H?ESf1&szBHV+>0VqDZbDXe#p95O#*=1QlDKe0Lq*)AoZj~Z8GjS$
zrmW=r!v^j8W46DIa{N<PJQhzz$Td#SD-Z{*Ktuyv$6rryv`<+f{~JE20C{{;tdAw@
zyKGMYp<x80C%b0MBFqLM<P{fe&}5oOq3dS21y8qaejDZWLr|uFHC$yZV}uy+iaMRT
zHkB&-ncuje)Q&bv)a6iPl^G4AO=W^`L2@s^*;9Agt;c;6q`l$b6d$R*BVxbDkFvBf
zUg0r}XDG7em_WL<Q0XOPp+@Kv3^f!Un>heR&)TzvdpUk~Z_;yd-p0XgR;5LWIpbR~
zYn)+k;+XyVBI~`<A07DtVpdt}Ek0Y%qXrxlmyo(ERZn!@K>E#<=)8@QSU??VxjdjM
z8-Ky)<4_w*&<#)FbD`O`f%2$l3Kn?h3>`jOe~IEhPQFw5(+kIzqThIM=OJQgoqWV^
z+Na*LqmDn$G`l}E3$&r2bsU3T)q@eectle;&9M1LHT?n~brl`m=GRakjN*|dxKpLQ
zShjbkl`!#fCwHyr?XCxY%9ik=et2OuC`7{Y<_6-okuPG25?Ei{HwqK<G&fmR%3mm8
zUmtNa>FR;mPh?P8@n_Da8vwr<4|O4YWq@k<5SSge0J<vv8D`4*OqJRlnOK=3!u2#i
zs(0Obv9vEBUCgt%q3es3pwL(&Oi<Q<ppRCv_E^$JL+R7z#TfR&4ag$1ZWAQJAfp1P
zx$SS=#6)Vu7?JRHAnh5!gnc=F->ZZGI3rU2Vz#lKZn#m2W=F~P*73Ao*-!EuNU+Lh
z#EY5$+2=eMo+8{6`|y-Fj)TSV)HoN-T${IzkHO&m6~L_bmkD_I=8-Sz>S7+!3yo1F
z-w2$QB+Oa7oJcy^L|W~8=TRlyPf^-O&6oM7VPA!F@f6Pm%|lfQC`bq>Nb#Ahg_<pl
zJl)1`qNSS|7~ToUSYFa<&Z|tc)A}LdYyVF%fQAuqAWbT&x`kR7D?27^k{4F28qKcS
zzg`p}TPEXhVXu-vwHAt)nPXUcc72VEOfeBE>8eI7-?Wt_p8UBXm}izMm_aKTW|R+e
z&~1U#v4uP%OH`pQ6v+{08G1OR>2_U*T_<0sw}BHm^tm*$yj>NFtM4mJz}r22v1gH|
zK9*a19tb7g1M;V?87r+ircTA_`%;EK?{J8=3B36`GHw`-t4oH!cqY05FcdQfP}IMC
z(B8mN0UZ$rQdqITr$qTO>q`X)qg75*_HU_#pbzQgzh&556zh_ks}Y`9&aJ!5!onid
zm|i3Ona@LTW&G!Z^s|an#C6)#FzMxTHNnRvo&*_5gpF=^FOGS&?x}AI;ix|S=CV{X
zvoxlhuRe}{aEiD|$_*nsEYI(Gv?tj@CiT>tuwV>qUx5vaeZd$|TWS8*R+-QU{JjtO
z6>1LrtsC9f4|?CnaVzo&DCftd#uZKJjOz%JS*M@^0ujdV7u$x@zGJw0Lgi|<L5p3I
ziTtIf(dCZV4t+xH(-Q?!M^QuG;sKNHQJzNONLruc2cW#06lcQUalVYNX3cq601YoE
zqJmuFvZk(HS@czAFu~Xxmy~fBl_f)77VQ2}Ly`;t-rmWJ*IwAcwm-#l(32`H{h>=n
z`^)n8v^j8A?}x>iKknobDK6Z(PZp`tPqgDgF!VV+5tlJBNx3pAD(btPTfA;*uJ|qC
z1^!~>gZr4U7(AEhC{=|gZk#rbQtzcGHY~))nhx<%;RM0}%bwUAGNusD4WGBN==-}r
zz+)dTRJE6R_HBGQ>@WouL#IbioOm^CFwbda4i!+<=q?E7WmG_0-N1KA40ruDPPV}F
z|AcqD^i0U?yS}s_U6sq#be+yQ8kwWM?o1~h*A_Us=T@KJR6@Eud0+a4XCheebS8l3
zTG__OnzuR^rmt#?6>)dLFmu68=&hF@dCcPyp=tKgWo8uuEgIB3R7n1K)YOZ|oU|qm
z;|{|m3y;?Q%7B;8M<p@CF*TFitrUQl{LDVBTgbQ7(6)Rt6Z!mh@_NSgvoe%2RXY^Z
zs5bX7+DWO!0YVB{E=Wh{m}_;&Bb6a{9<KMS3G(VpT3*QZpB*QVoWDK;l&61Z7Z?+C
zmg-~Z@{KpuLx0ikH7Vo|_PQrDWH06hmJ(6qkraM=J~WFss@eDVi!LHYFEmt-7kHN|
zZMt?u(%P4$x-<(Ul*P=Uhzo~iJ0?Z5_Li#chV{~)@|3flaxM_|Wxn#dLuR1bQ4Edi
zsk1wE_;55YeT0s~F&hY;!EcqKR)fxuGyT+(nRrkRsHqt&3a&ku9M>6RwGhZU=Gk%}
zA<CPxlyC#^U%H!H+j2`OAOA1H-a0DEF6<ixM!KYt7DWV<6lp<35Gm;nDe07ENRb99
z>F(}MML<eGnh^#Bq`Uj<0iO4J&$rH6Xa0Epc$UMy?>&28`?{`Q?6~s1pedcEEq>Q=
zwy*E|v1=Ds{IcwdM>`%oN4b<BZM&MKa(<n_87nkzMF%h0S&fV=ecYs9DmgLYE}850
z^MFtg_s=n={?w&ziXh2#f3AWc6)9^!5z@ZuG*|CLDp(|4$m4uUSFPij<#^n8Kk`0c
zb8Q24X@N#CA$hTU=I0)~Xs=L1pSQEGSG99$mu&%oKnYhizUPVJFy%87y~-L%Jz1Yj
zK$Z{#tcX#wKZJiGW(!B)eR%Qt%!=bi>G=S2`3qvcDyC9}u8&8f)0PURCZY5QN+v?q
z(1RDV3;j(780wr}70gY*d*R#9kT?Hw?|eZ}%ts{%-^6&tf@}`Tbe1JV5#Qjk@RL9}
zL4>9f$eoxYq&RW1L(=X9t&QYoqKo^5yaz?g2)(ERM0rzD#Ua)!eIzKxuZmNu;?d$|
zR&vF1bTrc7rj(B*VU<jyhO5q(5M@3xLnwty7~yQRGz`2$-Vy>cHD2{FMBV{ykb>8p
z3+}P@l5d6IZfm5JT1bV;+wZz(hxiovW+pFH$gM`awc!>bthxmKypiKx^4^`ueCDP2
zknAT<UV#2x9Y30QzY0l|e*a1Y5856{O%=?fHi~Ti!pdG4fGd6MQO`C;kW}qkmw2+O
zQ)$SB9EC_#3Eky$KW-B5IZ~&KOgee{!;ybkC>*>BRa}u_VSf8g=?~kFB5hh5XJiz9
zsQ!^D_h!#196gDk>qj{NQ~npBZs8#Ajfg~|4@<mmeN9>5$fxzg2it=tdgDs-A3psM
z@Us4*q1l!>7qyMW9Q3EVw}&6oPO>w>ka82=s{6F!fqL`qiDt!w;T!`dT~6)0i2dw4
z3psMBB^6S`g@O4-8QlXRtHuesjIC01tI19?@-H>wby#0^1MYEQ@W=%*=hv}KMM?v{
zU+1pzuB-#f6<Ujz40rR4EPL!DkiJG^3|c*SDH@-{>Rkm|KAIa*dfR~eGt$xYBCGm&
zx2P<knogxLE-17=0b<Q)D&ca>(xZ#7j$e!J^k#+S-r-+##>^slqV`UxWaK0oM`ds6
z;eiN(U9u@RRR`E42X#QWr~vw8nUVX^@d??HuUTFSuaKz^zy5{ZO&4P!k>AZ!IQGGK
zT@37V2EA?v(^9!Dtq7!Y!-=;!*-7}ha;f4#s;hKY^Hc&Q)708vgX&8v;Q~<2I4O%4
z8w&Q4gPuq5>Oq>3Lyjd3aA1_Zv^wQEMHt!@W>g<8$Lk0OfQt2PX!ywdG;kv@YfLg%
zC{&*MQq!`0p~G_TAeqlJk&0zNd&YX}C?!^NGUI#u7cwbzKBN;B$&B@}l+6?&HzhG`
zQr!xbU{RDLLW~%)1{Z4FlQD6fPlSWf0UjC(p09NBD&8o{lIs3O$y`B|O-@#!r{lVE
z-#<6Pc1+<O`$Ilh_2jbDEm_MtwKuRCb3NG-CsIc^viZz}hr;Bdp;%M=xoh&f8PMn;
z4fFr6!+~gYxP=DZ!89ZwzW)+SRbz)Qw`!#>9y1}EK~kD<A|k&Bg!Z0~zX=y-;@)lA
z)Nn}l|8>)`>g+hSa&x+Setxc$P?xok%TUcMHZ_}*#gV9+dYBbmWeO0?AWK6^Xg}$D
zjfN#ceIiTM<tfVrmOFy%gyi)kk0;sPj_$*s+<*Xl?D3DDC=M9$bNFV68R9}RIk|c1
zkbq-|B6SAIB{z@frF-+3Z$0o@(9}w;87wDmj?s8PNW}nK*2=x(a~`sCHH6uHY~E^X
zCS>HBRp(~RMXj9!yTOn6$eASRhW!`!&S2K9#m1gJa`g1(<mAm#X4WQt!P#%h#e=5a
z7Nf;K7q*yS5B?R!qnU3>Uzi~op&csS73=duRK?-}40C@^eB71cV1sXNX`-3$e)Xr_
zUB~MrM6CWXKR*T0Bk4BK%2MiXLLjTCMu4Eq%+CBeC=sa6bPfHUy>F2V8+v1$OS~Fm
z9h+sc3F2)D7<R}oUxNO%Hv_Mktcr7#e!BuT!U=|XtqMra&CD(VH$bTjVZhS2x3sx>
z8ZVQJFKmy^Si<4P0qd##`ENtR_=@8O2(k+-`od}+{FCBA#Xof6D540>lDBLJqDG^Y
zReeX@9RI+1mg$oLNEV8PGu>}L5VBJXxjswav9>y}HDmxHSs6|l(1tBQDFd}Dq657e
z_hn=BsW#GRF#7z@7?Wxtr!JSKJri6<2ghg5glbm|U(BA2B=OORY|yM*-{L@aW~`Lt
z)SQL^4GSF`8dWCVBrGb1C*_ab1O)|^#+Lni@$xrN1=wZ}@J46XHYzX&>ly3F-(6wO
zV;#gBBN-o}p30&JDfM=A{)e(H(uha?WD=T5i>AS7CWs2)_Ai}kl>AjV94k`)L^d>>
z7wvookGGDuR^vZzYIGq$!*You2gs7m$i{0w_@~yIyCo&aA+g)MxcmIh_I|lX$htKz
zxyeq&V$c2_8U#RDOx-SHTGy|jnnaQ-DI-&Dt{D(umw0lPbaIv|RJX3=Y6pc<#(s+w
ziXGXa4AbrEfZ0AKA=KM4=Cih`T2o8gXlyIVe<Rp}2h#p+OdJl@s*!C;y1cxd2~HXB
z*AKitJ)S@OO6w)n=&cjwl}7IfrMO-?zuurgDmwj&)B%Oi7X=k-qEQm4g~Vr;J~eFt
zBsN;6pP5*^{`-l|q4*OVG`$%BsANNx4?oDh*{(cT3n(xxs-&c#aNXh<6@bW<LjK|0
zDWQG7DNsp34yOP(=HuZwgKHPQ=-0s34Z-{_(c%7ziH(EvDVLGa#Vp>aFUx@n!11?i
zW1ozvv!tf2NlGs9Zc`Um*EG3I&g0XqOf$EcFl^^?Z4zgfDIQ$d(@!dBDLRlRPy*hv
zwmP;`LiT*3!4>SZA@-9g*i7+5#7x>z_+gW&Ao~I~j8=nT(me^Umlb+cdJRwG5gcW%
zu)x;VR#$i>kH>|WY_Y1EsnA_!#TB09fHJ43KmOKqgZ3zcJJ@Y|n@&&iCEIq#y*eIv
zXYsn#ez`7JO`Tm_(h*tSJGx=1?#IAsOZ(?F_n9j+u(Y()H8tu;zy<tqV~|y`e1+3m
z7Ls%bJE>-;5_#ZR7F7H)N{O(}Ob|kk&O`5`MES!J208q7r(_fTR2qV%{Il@}cIM;2
zBqV;Sp``r~BHfE({{bw?mDm&dMns$V!#yH^CHnW88R<nQ>9lql?YAwjzEUNyWkgPY
z>2YZF)s1PK%GnXZ?!<26QD_T~xoES-M-jS0DiE~TBE2S6^N~p4&`tQNe26(vp+>)E
z%2$Ldu5_;msTE@cp;1E8C7IBkOgRkA$k@q!>+rtsi6WEAwGrHk+qaBcbR}Bw1Xk&A
z6Mw|SND*s(X=5>PCiLwZtg?N;wkNRJ`GlNIH*zZT#mVO8Go&?PbmIfmzgCmQrvH8G
zANW=*UE#2~tWNm1UzIp*lgi0DZQGt+q9ihBVWph1#jQ;PDNp~y%@q*;{9TC+U4kle
zk@Wzcu=V)im!c45Y-eMkcN_AGPJj3z($3@)T*2D^jo=96t@R--p)%^3y+_*OO74-`
zuvbXu*htV1NE_l(C(Z`354#}25=gzekVvA*|F{r_WFQ~zb<R?;CC1p6Z|!2p)|;G>
zI<z9hRDWG@u-4XwDk5@UF%>W<q&<iO7W5HB6T~O_2=R!3N$t0Z`*sCp&zn3`uH=E?
ze5jiy1|4p}o@=wV^ctqznB@E~UcEvLB%2F&x=)DC_Ij#XC|dlDy52He#P?+mlw;gG
zf7+{G7zqv17=l=M;IoT>{T0lje}=mniSBRI_fa?qzPJ>rwG|nsMPk#PfAI>d%=H<&
zHT##lmbbq&;LK6#=|yYF3Re~ly>4Wqf5FsIvXTDr6D}GkD6!%?vHiaywbnvPXboy_
z<DPs8;5%r^g7YR~U|i~gh9os42E7DChv*cA_ibEPC?vGcHi8ksZ;brme`c3G42YM(
z+}#t8ZD82nn4DW$pQ339Z~NZX<|ooCp92ka@~W3ZK=(}D>!P<aP{D^L-pz1esikrS
zUCU48r6w>KKOBTQyCQE0Bc1+2I^Rt^v_3(OJLI)l;%~g(eqa_Xf&knviQD@*?d=d9
z)C~Z=j+XdF3ZblR!)spj+|p+NruQ(1Xia>xx{d~5utdOG){6A^M?Xz?`u&;b66(X;
ztf^|5Xvy>#@3||aYS*~K*V=a;Io|osh?wul>)8fDI0THOE=2M5b9k)(>4ob@lrieX
zj~2OeWOw!xFg~86Z0|qcl#)UD8jeC5ekbzp`t*NqW@m?(4rb!zV7%&}HJE)JMwI=|
zHWJwOI67!|NVqoO0z`4!>^5s5LYhFqe*KXR1EZN<^yLhf3fbYR($8;9(e!+_>-YY^
zgJhHtf2ci)A7Txm((Pxxo%9R~#A|5;zfA|nL7ImgHxjm^Hi%)51$=@buP*N-gt7n6
zmL+^+bfI=T?L8D=+Ou6;HCVqtV>}mBU=V%#tE(4%d7oi$9>0wdKAnuFck!XEs72(@
zQvsg;racK0EWTY=znIUtwz!Xy8t(-c=UO3F1(AarrD`#o(oogbG4pIKx_9r{MD6W6
zMKdAhf#n{d*K_6IWkhg*RSOwHI?Ry4iBaIlxe?V7XDFZ3Tshfs`;Cvf;2WCDu)3nl
zvmS`54a=jUl8yV67#PT>{dcCC8KovDj~KwVO+o$IiuTYx<d%r?7>f9sbDp^TC$y6S
zIFX`4x%0qlH=aO?Z^J|;7ijD@$amijRtcZu>+NQWj4&K>-L7_ZM3g|KWs}>-VJWsA
znDL-NgOI(qyB9-?l5#@!SRP)rCCba*!VR!GA<Y{Go|qUOVhK`0DdSagg<ZKR+}Omx
z?lm+(?L~fdg+_q`wnsgl^adJW@afSd-7cm+Ko+&i)Q_NhmjCVzJcY>P7ubhdv-9{L
z&oGzyNw+z_%6i>LRXd<zx5oH#x8DjO5<`6az)&m~6p0n$v77au;yxKR*7(~=PTbX7
zeoNPy?~a1^6wSjEqs}8_`i8<FCI)80ZAGc^j?YE&=oUvHlUmDGMRTH9eYO%HAhe43
zJ<ov>NO;3x$o^j|;J5SlhYB3K#dnTf=XOrB!TwE>-I_vq<^3|)>uaX;8K92U`+ALT
zL74i;Z=eQxJ5?|YY{mR}vd4HmjMp*7fl)glmu&D7lD37@#@1?j^{>2bf3q!l?a+ey
zcCIH8OUThImf346TN=3nB(sPm{(!py39N>o5%vv%X5`~yT$}gk{=o7O@%h=0n6-TC
z`HIsmY$t6IQM(`z#9ba%ak8J&rm5f$x8w!4Wy!XM1$upJOQ*Y;F*`&@L({cL=bF)T
zr3n~4(B%R!11=qG7|YxQ&I|T!?Y(tu3<Sq}%7A<!qCnN<b2}dH^>`v)_%y|eqVRto
zU3uo`kP$V*F5_Lbkt$EXUK2&19lPgN6L#~BfL#Q8sRof9!<_|DmaIDwO96c`0Wx5P
z)bosMqp<>?9FE4@lJH9OW{EF+2M0y%Xr22@B^=z5+NF(IdTA>rPfWdS&a@Sb;g(}q
zTgVJh@pz9Y{hv|n5K~tJGTFge+k1$hhy6x!@vneYH;n9h-#WDk%x=m;$}YL|RD|g^
zza~?@x!q7T!0))e`i8*p>cWG8nT9e<yVfb{XUgg!M~Q}RnU5)ar_~$q0!!9wKlI+d
z)z41EL#jNSz~3+@9!6xcmF8|gk%>!j1uJRtrn;--NDWTs-|KBrxz+r4JXrwdot+yr
zF%Cp9K6l*ljQQynxj#B07=zZ21~-M68uZq~7I^iBxIj+jy&zV*b@Ox4(|-WUtNP|K
z<)Ab%WY1CjZa{JT<1n;w_Gw{y=w|c20GoG&VXhStB><6+o%rvpmPG_;w;MnwnwuX4
zGaNM5?_y5MR``N@Z0|Bs@}*cU&^v3<ep%@A+%7^sCLp~-+Q(zT4R7Sik(2nLceawa
zPR7ZkhDUzN^UgEPRJYGTug9S6t1S{_<#rNf5oXXxMp%oldVA7=6N(tAJBpXpyjO_<
z^6k01s;zgaDDs`!@jtm65eUx9B_5%@tI%@yD<iQ^hH~qlky#}ExX9q--Hm;|AzX)X
z+)RDfHc99<t}HwRlipAW?az2jY|?i}`i*SIZy~KufxqRMaS(ZgDCKZVKqkl|ykAL8
zTK@NFUfx5`@MvFz0D)1OSRf(7KpCjycYvrDu^*;owQ4Nx0S%4sIUwx!0<b>-0JBSn
z6A_^&E^g@(2<D%KY;JDIozEz~q{vSt;tv_bA@=CVg~CV*k&~Xcqu_y=<^p~JuK|;u
z9jNDkoGJ~V@yxuZ07Xs*7JGFzbKixic>yRacsOA&QDKCQD8T^#=RIiCt=53jueZ1S
zA>}e`qKg0Go0L4S4M*g~+m*e2lqpZ7{bamjG;r3_K%}?ueq>$wVf_~|$RL?c9l%jI
zkTK<*Fp!`@WB3~MzM)V7ehY$ug%yNH`MfV<FN{X0pd@N`1@H!dX$#g9ohEVs&b$N~
zm7UeX(!YS-bV#n+lf&HML!eTU)*>WuPIVT!St_my*sUTFt2xkI9;A6q2$^FA`fWg@
zx(h~rs#SLvRK%}=Xa!*xwM@M*H|IU@;!Ij5U$@$f<ZyGkP?raA!U0P|??(WE^Q<@e
z{sj;Vb~J9a1TQQYI^ghGk1a<|$KH*N(+3G_6h<))jxJ<m_5Bo?13}yf!2|~ZJNfz~
z(EVP2-uikEH9BrSGj^!9nx;re`8o|K1DQG9!NA^U`K+2h14v-r!b(qH<O{$3m2IC)
zh_Sn;(kj9Da2`M$8`BT%NIhPPlm@mvNQKbobV8W|+fqwWq*BoTcWTlQ48{OW*O37q
zRGHzt{_YXybfb`&7AWP?uY0-bQWry22w~me;JYLs`2aj|m8~c$#k5qOhB20W>w!6X
z>1Yxfnl{J-?{B?cZ5cTiZpKJN{7ALG%7p)$IuH?^NSGAFE}}(pxIu5LrcMVt=q(*L
zJNw|O<=a@+<T+^M{OSjAbezQ}^157vftW6v=Z-x)i7OJHlLJ*fM4pEsbzPPJPdLKx
zvTb3{XWCbgQp)K92~(bhTt5KT5p0SBw~rsIPF<G5INkx@gqDwPa@cWZwe_h81a{gJ
zC>NCHm8KSh=pRs9FCIl+qA4*&;&+vH6>M}<hRrQLH=1LmvXxGX!XGr^MB(ua^MWdd
zHvYA4XU`<lPizUP6CZ%k#GiQt{r}676%-U^7aeM~l0!KR_Deu7G3|Z(XXe?-d__hJ
zc#HPMC0M@smg;XL9n=y|GZzvJhl;HnLezigpL|<;^H#FjJn^Tb%L#qX0eXPPu_k%b
z#V9L2`Q188oLx3gQX0%B)h}=Mq9J}CIXCvF?w);MJ`OaY0)tigrl;lzAwO`4`wI*(
zht0pBp`zxemX~*id=FXuiiVE<!HgY<8ROnR%6B0xWU;GS;wdxoI4_$MB#ctD<$8Y4
ztu!~yz_KzS!m4ek^GCiP9y&8OqNKOFCuM(}q8|Kx&kYHh3+XWbuxZ8n2oDId)c{lJ
zf9bOSk661)x$6f@Y{hHTVcPy^7F9g35wGc-z>$0w;He$>!slKHPu1BxmoF6->ho2r
znzdFd$b(hDk~a;`#+UlVy=7Ucv93iZF_>LmR&sj}?9tJ%94O(#i%g+1C%m&;0`p^h
z4ufZw{?2ZhpkKABZv`N;)g=(%@;p9&`jj`D_vCw(+mTh3#pLh5$3Rk5n2<(D+@C7!
zxfw>kn9vg1tJj?(wR+?kuHBUlIx6=F+h}svu@QMD%5x9wqBBr>(edG_?c><kq7Q;9
z!CLo_{U$8Qvl?`oJOU2HsNl~^fFJ|-RrtVOyOGRJTVtvPkWr?rsvZw;7rrB3#G)jd
z;3W5Q5eQLl6XT<=4uUly<HX?~`^OzxU*X36Mh$4Nm~vX8D4R21(B&jY{da(p^8(M}
zxU(+x_9#ZMw7Jmns6^b|&xMBP8XeYhRK8vTG7Q08y&h6`K-W`F_SN;gAOX`jdPFPi
zL3MTHd6iosw@7ZMlLE*N!+9Yshz43#7RCD1BfI;`Q;>m6Y~oV$DJKs~L~5&#Tei<I
z+nCTcB{%2hLF8Vti6&bN8S~Kp)4Fa%*S#xrD|igx1jis3f}T{sFjZrziC{{az*~fv
zfs3U|9xZ6;A-HElE~5p?2)SzLr%!jP%to<*DgI*`&vRRZFF$aMZUes8xmI$&5S<ri
z7uP&E+e}#dKOzE9V%JCdEPB5$^g4yeoavV!54#~X<{;%uj#)FFImx2s9Dy2Zx2XR1
zNGkCG4?{TO4uY-?Kxw#1JgzP;mVxsNzy$n(GxUTRI<Q43R0H;g4by<eS8m)-fe?m+
zWzr60LvgC}Z|d{ZJUpw4jWt3&@W|fNYwlqpHH1PM!cdzk)O7dPAL%W^sEBStbH<au
zf2B-OGVQvV^B?qRWRw)^&T}3wZ7Uy~6}(clnU_VuLO+>oR9|>2DCkvoU&Mw<&$zT`
z+VKbn^yfsrFnP({KK4D}E+PL&@c-3lfks@2*U$H)6v4%FMz<0YD2s2k9d_zK25;n3
z8_Vd*!wkw3JYjs_CyH{0<~Nc}i)q5!lOq;ndGe3qOJzO(PEoJ(I|V}}YGR!kt*vjX
z%Y__}TJ&Vu`9X%76y8JK4iER%1uBH#X-&<y*?B}FDEl8{pFV$X6na^|#hEc5HQ{Nf
zxu|Kl=lGP5@b>A|fz(8vR8XOi7wgV(9(+Dhq0C~-=#X|&#g`FTZl3R}shxW}<Nx)~
zkI$UbuO$Y6akDO5Q9P?Ja=}>Pm<VL*X&F?Q|4lIHQ#?i=UOCbU_>nFpzy7MC7|`4n
zE7-YP#CgJQ1b_tcq=?q!YwouT63v|VPY?f4gZ#*%j}eKSmllIEvflIn`!h0+oIUw}
zo5#yrKEq=9!&mMGn{m`1jM-(h-G|?XN({W^{k<GBBh+#jB7?Y*m}`__&iXX7iys7^
zZ$4r#6uvvKZgl%xeTaFX1gBr1dyCHMQQooPIdmKAEW*xz1kdt<KchkBrQy~|TU7Aq
z^8!b(ez>TeF4)VqP3dA@y8ibk5U)mw(EDdwVS>qbl+9%n$b+Gq@by$dEf~uFJ-|b~
z4K0sA0TL|(`n{u`S6d^vNr3_Hbroi!Ob<r+6Ki<FQ4jn6zPVMVO#2^Q;L*{qQGCUH
z8I$pn*JC5B1!Fjoy0EhGXHJO(qn_+BpM{_+YI$Hj2Ij6rWsu)cuKYb>%tMHvkT=b|
zH)c4}I39&{)jC6(4MUnVQ5f3wGek6c=wzKCUOMr%-f(X?FPloK-9r%<(juABk^YgB
z6ouOSLc{Uyo|BG<LeRJM1c3=q{1{yFeb#wzwEc2CVfzRhEhP^3e2g?86iI>5dr}Tj
z<B3XR``x@}L?TpYpQ9vPbd1C2RW#(b$8sst-;g;znQ9m%Z0E~p)m5~yG<+Vx6>(8n
zld9O&y@SDo4N^ttQ*!)(dMmB`7vJKBZbT1aR;Mlzzd<Q4k4KEP|Jq-p<G@n#J!22k
z$v<n@N@6^}O4ymn<o$W^dUP*Vcw$LY1Ff1M${U%*w41rC-&=ZJ0gCzzs#U-kQFhsg
zFt4K^8F-Ox(MU>Nn)AxA<2-puxwGQ8&E4%b>>L(+HprOgFM?a~;?Y3xM|@CK*yX*>
zeiw~}`K~pW;>#ir6TQ8C`*12=1Pz}K>D6zcbB=fQ&8BYcs%_q=>n1l#!|AH&4WfbC
zb6-wwo?e>5rCl-xgGv6mq2pUI4NbXeb^)elFC8N9L9-laumlPjur|3_*?&&<=+(ip
z`ib^GEtzHl(2_aHc{ORzcz^PF?H(J_ek$r6;%8QjU6iT?;SE31Z=ZK*AUF%yZu~@h
z`}t0q%qacoVUkTwzT)AX6BpQ~BM>7&b5K&8N`qT0aKavS*gF585kWhLaPkej)93)M
zN>%3rD-T@P?5W5h!J0gDB+-B*w{TkOPT@Xrp<yrk1G!mE0`58%D&=MUu)oaUJu4#o
z&4^!{d?`H@;@~3*cG5M3D||gL)k4#uaa!Xv{5Gb@0~*=MF=&+d5DH<-sjq%<&pq0Q
zZXcXJe3Zqn$U|d)XICUuJjX%)+EefO-}%MBl=s;Oh_>T<Jrx?Gp_re}<X;Xfe#tP>
z58C#L7YV!epCVHWqcc}=Se9N8^EQRdzq*cS3wItOuU%xLSDc%ctEwS3M{l+YpD_3_
zE%HhyYuP1A#0=nmZw}dvruyT=1bLuj3YFWjB_dwomyL!Yc=5zx_^~u%?g~MR-a0Qt
zwz@^qgL0tQsmQEb^B6ZPov$of38ItSh`tuCGq5{y26U}`)sFQj*FzxMK^%oA_d!J&
zfAQ*QcYV6f8CJ(0nTx*t?jXZ#%9p#M)ibJM;;_~6c)46-``~$VvfPXv+H|L7X9SD<
zSDqeKjAdc;Z5F*hvO%cE2k4twQAW4!K8_4r@^I}cTG0F+I}%bTBtPY5wTBM`19hEu
zYq%;+&De>JIx{_G6i@C(u5|$%w3h;o_{T-)RJ}6K$oB>~ECgxNty`z_`BO}_F~>8B
z*g+0q!E1N#CZ4GJRc4EaJg3&T+1oWsy`#dQs7}>P5!wZw3`SjO@Mdp!JNixGV+E3B
zA%eIeO7<)ic`~m_h!?;TW|DMna@mD9FNX#$`7I(ojy9MPoDa4l1EaHT4S%zvi>5dC
z5KFWZA#%h2N+b5sol~Dsu?$qwr2IKJ7xv4{9$IeS*QuDpay9SeHuch0F2Pj9;r#c_
z1fD$`S%oUG(1dgh)V7U#(sq23$vvQWMtkLgu?CVop61mI6A#b%Z!s`PxI0>rJFE`+
zUZ8B<Xm&@}%i_uT?MYX2G~7UR49(oxOEys|q4S`gc!&DBau<Y|uKazm=cKc1eqC#^
zziXFl_=SvSrNu%DNHX)49^TbGDnSpoxbxU3=*KcE_vlB=J!^Cxs>ZM|10MZ@^uiq9
z#4sd^7p7A)0@xF~54wV`H`h;O=}9{@coBb&_4tzrTB6U-#9!$C<DEiSM%JfU8w}G+
z3k=MB-zn@|=@<L=mr#*i|5P?c`w0rPncd?ZxsRQiYdYA-YA1FqRi*NM`tN}Y&*r;o
z(*;{)<K;{^icw;sRoy9cb^=ay+Y=YiDBJT%2rS4arwGVzPf&Z(B2@#VF7m8-+672v
zF@2@hT;|b5qd_hohCG@d<sBEO3MsKtSVa9|rdsfar{c6<Ih5jh(hh50gjg;OE_Q{2
zf}U_20ir@gd(4Va{^3JPsQ-E0?19N|aP-pIe$=!54Tby2aW9&fM19q`p79{gy5L}T
zQ_{_rfKLm=hukYUmO{Y*rdWl^)fRaDa*&#+@;Bta^vYS>UJ5RLf^xuE+Ld-TkhlZ;
z9Q6kGv4vLt49`zzBmHOWm27wIeKT)>*l7RfsR3=lTuu)dM$>9u`MPshsu4xwV9xR`
zAbgkXx(yDbz74<>Q#;QG(#_Y+fs=4^V0bL`Z?{ZSKT+pGg9EL#<et~QWhRE$g0P&7
zmKp_xpdu^hI}k>Tc9N?gkpba{(PmA%hrsD8O2m#{;-&-k7#|3irDBAoq$QPM-!5n3
z_^X(hN$V4Th}MHtHA9QOT9|*F!wBgYo^V&oBdu`Rwx9PJzqlV!w&|Z-ux|!_-ahP^
zt~JoLmOC$1#O)&=BkrgkT|u_sbAg11OnQ+79(W(pCRo`x5^ayKaW181-n5OPgTu4}
zzkiXO3y3+OGnD^8%O>qnz+slqf1ddV@r%+t{a&>qcIOv7#K^O;d?8w?iQS&8M4Tbd
z(pnDxTre%Y18cXw*k$ouk$W}?*ls0T!68!L?YSK1ihC_1lp4cVW`Tl#qjgaoc6$)?
z#|Mz(B$R1GS&3S7QjRye*+0dw087<+RK)DcM`8KByZ`Ln1#6(wo}-Q)7_{{AMG!DO
zT7_jcj#Ty1f|qV#raMzEZTPvgmc5l)xrf4^y6P84k1LH{>JEsmj|N~j?aPH#R*BB{
zZM3kFKGC@qWDp@<Xecx3gQ0K{Lq$CCFi7F%x9)Oj4&bbhZ9UZOw5F6@frXE=1v1h;
z{xEJ|i9nIpvQ_d_ABn*|*Nr)88jf)?E`shkkt=w+$RQJSZH%eh9L1{kAc;r2EXO6Y
z?pir(Syv~cHitRN>-3N#Her!OyMkFyRUOqmAOI_^9GLD4G#_#{n9+eYy6)(?k7b5o
z$xdmW42ty8?jY${sH#H+m`bupMOyP>3ASvVf;>eZvKP|cb?Pm#yj6{&%I|=C!%PJL
z06KKk49|Y#%EQT^B0q!36=O+o54&D*2d%>FYf?X?Hbw|wb~`&x$^Q8BG~+1?_9Z_%
z&WU^T+++79!5t7T<1YFj2n^_u`dM@r3+6yPUV|-49M7FMk~O-oZn`o_T3Y&8pXFw}
zA!M2R(9)XHp!BCK6V=+Ah^$9&u+&!l;>Z(EcXZAFi#ZoLj<fxxPOvp{>zbmjktx5K
z%%4^rE5EMQ7$q2sV&W_;OD6{+Ta13`(dB`A6Hx5*1H1E`tvY2bgbg&@^woN?oLAC&
z94%u7Kp20FUsa-Ur(+M?i4&!Wt5yg0e7&#m^OR2Av(jZ4TUBw0zxhn@^hz2iDrWsJ
zaoKaMp&%KV?~2}3`}(`@W82{lXz?Ff(BGsK!x0DK;{DUU2NE)i2dB@NL&33S6ToSH
z^DeWCOxV-WW3@}4QdK8EEi_yTxIlD^1T(B_3kZW$X-lv^>^S=>sO{LXfK~g6Co-j@
zMQOMyEPAo@!Quj1V-0Xd2A`kmKbNkKNVmFD&sf*a02)A*dX(3jmY0mEKP0jODh?S2
z^8?5~rOt^yFIjzSD5#TEEd_n>ILm5j!UI>y>rXro$l}|ln0}7HAO9AxFm5}lr`0^u
z`^9HsMQ-+Qe*2--?c21YzZTZDy;IpYMj4@=4L>U0`j|?fO#l|13%Q}0I-e3eh1w$w
zx|P9gApUD2FhC&C3^v|NB#dtoAnM&>BR->(0;ZaooF{{8=ExI$2aUE`c;aqo9aD3e
z;TnOl@D0Z)dw%JF5rj>}Q^!m@)Sb1q&)a*4`l)<KU?1(i0~y^u{A$YcUWBdWx+mG5
zXD|MH0PCC{N=%!j>)bQQ$>uUwtD$S5=Em8Rx{`ydPR^tF#0m$;8gGgiJ{h<zmFyL-
z1bj=cUKISVL(JMS+842+@w>kZpzht{+WZ@(Q2ud?;jk53z3L1l=iEsJ{<WdvqR(gU
zmn^9P#qqv5ugZoxR9B!>C=Yt<_K~6y8RWrb=4aPGO90i%-rSiK-YSgb6@<e<ji`F|
zDIXr<9lm7s9GRH3U=ZaFHwLxGW^T9oogHjUW$(_<TUBdUd~qCY(WNU<V1%BjZ!Ma5
zELrbgL0MWZ&oCkt6gH+_+{6Gk4To(kozz-6_*VzU9DM7bK|0~anqY)eb_8|qFl`;V
zAB5}yADXP}Tl$c=7DXfE;4khkj*Udf&!JjX#v!?kD5vMhugWz}ORn}(ygu^=rH&<w
z4d~X)eiRGQPP_?fhWLqcVzYknjRzgh|Lbt_;-y2phuWzAHxsonC3`#BI#VNlyBGQS
zXid+Z@PEw&D8nM@K!yOVp7<)YhwUSAH7W99-bdeqru%sG$SwN2!+PW0K#49ZrF%ma
zC^u#S5dss?P12N<21uaOhauE6H-pu|oIJIMKWAhzKZ4`e5dDGzl$yFtOY|VC;Kh?&
z1<Pc6V9xyXuyCXB?>Dp8bEKj@C>O>^IxS|E0TRR>pyoWe8(x=1+*GY6oRZjrU8_&H
zF|BYte;Ha13vY=(OJhl_PY)a+ztD+$mc?QAwQnHBNe@vuyj*HvxVvngWK2z+8bX53
zYEP9k_}O55XJggi)Uk2(^^Pd4$A-ly5m~!)IgwjvKtJh<ZQE;y@^=h+Y1;e*t{Fe(
zO$1=!CnE5DNmNtFY5u*d7c!6Tmo9%IdT2#4jSlvW<K5+@(5}_kk=hUT{LRCBo?N7C
z{WG|hInI-!C)?1})9w9_%^hDi3%?<yodlm63w)YCqwhV~D3r$}=Y3E4;%beZFfyL{
z24yOlw=<+dJ1@rt8SqGr`@{2eT?mL~KfnY^BkC{N(*ywhd7M6y)oyJsw;|k-WFqG?
zAhYVCXvN*%JN!`!X@5tTivLIDEZmEkdcVIb^TT`ncCOV#kO?j9P|Buv4QSf@)u^JT
zyvf@QDS0*@>dn%^Y<3)zTDF2y9ES2`F&)dJt_NF<Vf9+=@C8gj0l+D!JhoYRx!y{i
zZ|ynOjJMVam=i*bNUsalE`Dz=OB^>k(J_;8lTZjdGhu0a{Q0z^Ibiqx)`Upo|2};{
z95onslpkYfH+${u%nM|lzQ8p4dsi1aklve&7LWidT*Cujci>jpa&_r8lCOx4jEwwP
zAuFKa0ywr+@=`6xUiS;iS8(mW0iVH!MmuUgR&~?qru}be#*2eoMOE6c1@`kj$i)X_
zWYka?6K3A=0GHbHx{Osu8FvNd8BKSQ;<3l@vK!+^J|cAym*WL$kXXKjAH6+eCZDSC
z(T2TN?`kul0Mbct`JkW|LJJN+FK}f8Ixv9_06H{%AQdI&wMpyP0k_dDPdD-axh9~4
zv8DkzXr6K*>A!*0aPYqnu+$_usU6ugWwcLe?T!(-EhB+>p9&9SSLK!HLvc2~JZm1%
zvl-Gh156RT+;^|j2A;JIgIZw;3xyQtJ7c)Yk5Au1-|-IC`80z*Ah#f=@q;niMVFgC
z->>_iydCJD2;BH!wF*q>^Sokd3-rPK9)kIO#K(6J$kLVWrGeYj+5oMT19&?XX*ZIB
zXL<$hq(J~|MVhs;t^EMFDmNLTM|c2Agi*;O4*_%D!ZtGtizjF}<Y}9+KNAqma<#&`
z*U#zsax^&t$vL38rw<-KY&+WX`s}Kg*r#NIDtH=ddiL82Al=S+uJT3B*(6hOB=^JX
zqP*@$ecu_X@GWp;x!G2kZzZ|)M*aw?dG0r~lsc)IHjUSRP9S;v%RhCw|Bc=rkkulL
zEf6<!28R^@vVO`_X2lKe>uWksfMzpYtz7@~5|D}i0%>kL;Ew{$Y~&vr2|IlRt>wyX
zou4(H#PU(s$^6l7l9205OLe2|E=GzpF>fR{o_<?yS1gm=BGa>3QN8x@#}w<~-E!QW
z{@UgmcVZYVU-(+hKcD|eGOR>=6RRceXOqA+n`k{Z8;iEqlp1+oY{{di?B0(^0#%bS
zpaye}nj(0B!g8rEidO^PYRkuqrmB?cG>;4bmh7Z))lUX)VDMvvy{HKKHC`tIYzQ_>
z=Y(h2`*x0D9v^FmqOgB4qLXq*dp|#jbfC+?)-LgRtHhvD{8_J2pSY!Gcc2(bl#0)n
z+a_|D?wPXo-BgZvB*Yi`9Rz(-RvOkB$}#UkR#a(cba0CKxWZE6gGg8qKJdJ*`*{hR
z*0LyRz!g#An-A&`5S~|CBTN%N0N(K^y^N`(rNaH;?ZDqqg8xm_!F%67R|qtBm{85P
zw1UG88DL92YijbIiSibWkv=00MPj9d3lx&zcm7?{%ySi_U{c;5s(5AQdQrXX>{gX<
zeTe@2KCmXIe~!on)arf6g&*U1%;>B$F?O}(-2(=r(m)YhEXr2>vi<w_L2yx6mH9Xx
z5U9Og`JIjEp(~p!B?){eLT5TF9y&|~-h@XIkx3e*Wxvf_Yrd>ZCCZ6|dAtKEVjP|L
zN{OvtV9BxLu+>mR9Ys<hdO>85)QZx%0gQmgh(z|4t5*PF?x=C>M|8T(yN4448AW1U
z9F#i)_vdYIX7iAJqm>K613h)@Cp_V>ePgh&*W5V!gpWH+pW>-TRU6>*7gmUZOF*+(
zzmJcT0d%RXhj|oewk0n5Vh4C}`HS1yL=L$4`S}%n?-x#L+5<>1noXC6fS}~wli-k$
zPmNJqaT-cE-#VjeM-NA27~f^4U6@7NNT-paxVrwkFV;m#CWpPf^Mfpzg?>)<Az=s`
zG)yvw<kP?dg9y(_c4u-0uRQEG2{U97(;tv#I`vG7MQP&r@<?BtoDo0&1Eu~GBKc!G
zUtq9MN4{xSPn|@};h}r-|4o9w75zI=M783*p1o+5U4<E8pBnVd$3zel1qP7w;;7O_
zMMo3I^u<xeaU^si+)lG3iK3Yl(SYxQ;<o{y-+%w}%l%`33n?F(h>D7q;GoslcC8VE
z!`<ne)T-;zWVO(yj_|)LmDJ9iwer)JBij6cp!BiUJLzXq%rGpDr|{8QXvwDdV1rXu
z<pC6R?_?I%RruEvKh{5W^1JljkxqM?DS%oEAQwwF?Hkq&I8p8P5SHS*Dz!2;k4<fA
zKa{Pf*>8RY-^(-xR&im#csCQ6RUjmo1mM!wLsbyRfJs>w@Z%Uk(98eUFQp8ZhKF*a
z%Jp^pAQ%3Dj-E(L*8LN44{qN>TwI5Z4jrwFlWDnHAHVIzgvvV7WUmD!$XIG<`?d-L
z0JEH^iQ<{d{|@3p-JE-|mf;l?RNji=l8y2r>wJ1khSe*cA34r@pCM_q=-W<I;*)%P
z<<K*?IN4~s9cdeL%EdFkGt%elJRf03K2wqLs`zwy#Ne;b|0l4i<sw~^6wr2cDd-*D
z=tAWOfpV<HqrWQ;;J{nR({hk*vSZRzVmBD+Tc50qh>rdQaM{(Da`w>EeR*LXi-|N3
zpyyM$XtMcs%KUfg5?BjQ0%_6W&$o^W<|FO|kGi$8nyUBKpSqtf-G??xBDxTY4tTy#
zot=@AThMx{pKY8iy_#JPa>FaudWI1!Uei`-$y|^am_-bEakhqmCiCYrON3V3O|55P
zeN?YmkQMs`hXruJ5LvQ6evks<<YD-tp4K+~TJ-neA-uss>Y_-sH09J~whfu&os3kW
z95Xf#fsr`qtd6dP>o)poFNIW-GFjhrDg=~~WQlPP+v^x9+PZ?RW1i1%VDHCceKOG{
zzvqS8?p>IpSJgQVBf45sf^dE2e!X*kd3xE;Xobkz)LdpOHl}WxGge#6F(x>maXRsX
zc$DnF95JSfhLL`$OYY1V;dJV;IZ@tj_5tB4ky>##GVfhF3c@0|u8#MKZp(SfJTR&$
z^#I(G(ZdH4toiOHbToNtYPXy^TgGmtd}rG+R;^IZvAc(d`)vadiVTx7COV1dglZFY
z3e8*7)>=ecz|abXV~i}$T!)XC1r)ck)uCHMqGsD+aV^-^{c!)dJM$>F+}=rtLvb85
z*@@3Tc@6$1hR33J;$ywa-1VEtXGPFrzzt@@xjk3Ay=<h^h--G-fkWcz5wK@jIRn>#
zW_y6!NfYZFHxgPr0aOg&NG1ec3TKly-Z$6pq0p{50$5u;hN2E4%1yYg=CoYsEK!_8
z;u3?#kX&WIoE&s+z?Kl~+3r9Ud^YmsLX=V6gQ8&fmYh>gd&eY+SX!R<TQ0_`*M*+^
z;hX#tWKRplN({dzrrWPt(M+_fF&alYIM~f{03pHo;$VDq3uGT+;G9v`9s<h}ahIVP
zNA`yl7c}73F>cKT><K<@&1gUUqtxu`u)jG?39cbh{x%E@qYzF^Gc#KAL7ZC=8XfX<
zZFN1`S_)W~f4Ww_*IRa6_L8^GMYl{Bdr0C~S@q%MYAF>z*xr`N*{DqPZq=z&%b!U?
zuyCKT`Yy6ni#Gqx$$ygjK!0#A_UW<dG-g&-1uNTiCSo)Ly6rJcu5&8?rNCiOvR64x
z-$3dIpzi9P!}Y;*2)Mx62R!@SVEQW)aL=>xucUmH+}dRkIk~<>9(=gR*;8OKov%_1
zZ}k*LTxXlJz+*Y}Ec|n%mS1Z)Sp(1G>{}*zT?5hh=Inus+rfrehtG~nI6pIngiG3q
zlt?q9G^{ZP1?JJe{fI;q!f{pq&pF-F2>L!}LCLr0bmQtwMXSm3)c^DK!TMN;^OgPf
zkBwFP^nVwu+)u}@=*Byh#91Cflvv{z!F72#Bj&@afp!Jf^PF)_iy^1lIT*ApRDKi;
zyOjo(>%bFSTpAu2*XUR6d(pJBmd3uYx2S2567kb`oTDw2sLgMq6YALt`J{r(oLI3p
z9En;EWRw&d%9tH_^==1x%ZI}}L$-Zr?w}X|cxAlmzzwZ2N!ncj>$A+H_XXL5188Yg
zsn1RCC%P8c)-HHG#4vlI?2K0_Zuv`(J<rdrul3$}jhs+S=o^<l82&O3<frcG=4=+q
z-e;8Y@adx*85Yt`UA9`$*oGWa)}ftlu-U9a5*q!vU9ZE>GR<`-2=u4b((g@Wpy+ty
zVY&4ph@1;)r_WgnuUbrwULRPJPW}RY`EvKxe2=v~OP2IkPlpSZqPu*8P(XR`;v@uy
z8POTDY9Mo!mnC7gdpXgH+_I*K|I#DJ0`Awy`ge%-x&G3mX8okybv9^6U%~4AP`*gO
zRU1AoP*kPi70WRC2OkuJcm?Logc#c#B`wtVVn4Ow>y$f1X>|geY5OGT!KowQ^N}Ce
za07RHr06{Ck35C*?t8=t3U1^__-2Hsp6jzGp{+V*exHqA?Oy<PXZpbL75l$bgEz90
zMm*O$uKuL&+Yu>knc6~~;>KUIWK22rpp-v&h@qJ$;9dHz?773RPJl>(zH4lYt4sbD
zBm~mYbSyE*G2)J6a+YFxw%^*;b7ge;&j@>|{m%#5ch%li_hZUw_6BT8=!BdeJSU^L
zDMo+Yz0EB>WZ{hFq_?SMcs)y)U<71s{6`hx%-1L$px6n~hRtI+7^bAwV-q+Lj@FdM
zGJ4Pq-t|L)ZcIPp96xnPbCer)Jl+yHrj6fxaFY8k=1`f#`Um8(;$snb>)Ibn?rM*@
z671E~n_SzDR=89+5LBxxu=k5t`sZov$1ao~%p%<YO#IWE`-$e=m|!#@dT>fY2%e@t
zcv9Eo@tnxlYUHVQKHEs3GRZ!*5=LgAj61wIcx1B*e=;qjRxfI11`Yq5y$=N@h@;Gh
zphVAnt8|UWMyw?s!tc3X9LYl)jRVi)c(XWmPZGu+(;fW)jTlH&L*O+bdTFDsjX!X*
z%K7NE^o*T2d~-Oj>NPylcLx&*ka&EyzDBWUA=#(iu}bQ*lMLEA9Z_8*^tq6^+J6Fb
z!we6b4zL6a_J+k9AW(#Kqs43Je|MGwSP)G(yb?fN*xunJm1+Xn$AK}+lKej^uxD$@
zHiv7?V|&8G8%O^I`G&E2Vy3}y+F<ZHYER0zQQCm;zFlo0mC}bQEx##bn2CQMX*W^(
zd$d}207&X3A(`>by5%dx*X~%`lTJmIBHiw)nv)@*SokpR7%`71_rH<g?Y{C)=s+Nw
zNwTRVoZ6@LD*^<mhFTGV4^#0y?%hT6q#cW}#mfF3GQ7$SSluV>UL(;(aOF2h#zNCL
z)`AMSGft|;kqVi@#R7pktrp)_Fvhm88_;$n!1FGT`%#sj6E^y({^@qksy%YVXTWo1
z92~dkIRZeu4L9>l$%ZZIe;uel+JRbcRl`;^X#o?q(rNfH3o!W8XnjBRqMSnQ!lUMN
zuy+_TP+J^=I>0UAHz)$Vn!%1(K5rKXmmYNa#b1ZWq(8tWlHGk3uNtZJON9m}v_+p_
zn1V(OAS7Vm3cI|^;;-&7ZlKX{<LPEP-`$ctw?9s3xiC8`a4yq8+(J>Y^3BPMLR$uQ
z6$){b8*p^$$<Xv{nfRUY%K{i-&S;d;4#>d$KrKwgd_BdCAAu<)=t-$w!Gn<iI70E8
zy!tI^nbYu3WYEi9xFaYeGzfSR!J{h-l##z{=O!H7D|@O|^=|u7>zp4JS1>=);u9Ad
zOx3QF%&vP*w)Bb!Te}ZcvLaBy7`4G7L1$FzE~_@cV&b#pzCOVg(<^!O*=@c*S5}bu
z=}LXwp>i44fQTW4Pj-aOlrbub-#R9NZHj9`p=s{Y_hPjsLATlhTBaV-9{;Vg5mjVk
zJN*`Kkt=mzDmw3IM#%nw&SuRbY_rB-gAf3H=2dxGYH%lR=9d?*4o-CaBfeOu59|Yt
zN@uZ9*wPYpry>`g{@^D|#KBs9!zEjv2YqVL%96Qi)p~JxF<6SMq1t?Q;{6j?+y^F!
zb$>ys;&6MF+WR`LC<t5_0njNMma${p^we5L4{GwyD8~1^7k-HLAOuu8Eu9+^81rur
zFrDl^)^-><^rXw|Y-Vzg)b@y?tj+TziH4`v&i<%2aj?3uo_q1^N*}jH-2n&oOZ@%S
z;x$=B_X?`CaRvW=vC4b>GxZ4Y7!WG!xBF?@p1z2u9s^A;JctpXl+!cn>)`K{LR9a%
z@El7#qJ1h5041Y8*cfOSf7u^-GWohB%R(`2O>OwF+PCfd2gB-Os_9}wV&UlqdeTq}
z@3*g|vAL+5h_gwJS9y&Qmr#Uf5w96NF}woo5_admj%X6s$JXwfkM5DDwC6v#6)S$6
zX`5+8XFhm~I6!2xv=8(#a5;^8x>sF;kF=_sqNsw39<zG0^#4y=ORPTYl1OAPRvIP|
z3t4+n-K{;&s*D6yB^D$xX7q^RA*Ibfaf=+Q){T7`_p0?TGE+BVfR(68jrN@Nw#(q0
zg*eqI)o+7eNhT~2su@B)0ssW=TbN+&OFAaJWXW3jcc>fiW0?W{U<1wQ6?=n}4A={H
z>Sy@g1=KPy%2w3FelRRLP;d-)t<8orQr>?^w`N5CZ%c3>;pT>$`o~NR$}#dVkJFqM
zYm;Cs=aY2ib*G+Zh#y~?wsK`3kR3GLx&D<{bv)Gnv7gKwtU`>p-vQF+0uj!7b~(1R
zt}T%WiX5nv4if8n+2pILQgxh*1VboRm~>%kV|#S-4H>5<D$=YCBqZgBKe?g0TV=nU
zOYL!;O$tegj8HPs#AI_60PBHC7l>ds{spsl)BcEETK@(_t*1S{!Y_u97_jb4G@3?}
zo$mqG3Vz*L!W&5>V_{^msgk}=Bjo*I2-#5)?sd>Md|3HNf{oA1$c=49`**pDt@})7
zm<Es6V;00F6NUEQh-M~!7}gb*Us1J#Uh~05Ex(Gy-rICXOQOYcQ4+6~VI(>0`NQPG
zw)IO9{eNaYGXu$=76fl;aoJnFF%lg1Fg|D_qLs6ui)iK8%8%_7-M14BA7k>?6SfvQ
zu5gDN)nx*G@L&IG#wRTd?l}&x!LPHP<t~-BSDUlZ>*n1t&^_MG*Rqz@SX$lGaKpJ%
zKiWGbIzE6${lEG!oIRw7U*yXZoZ;e^l2ErWO4(ch;`plmTOX=rA;tVL-n>?k5+Z<2
ziSmpZ#NI0M<D)_<xaBZb&TkTRaHGr|mGJZH7<5kt=1QttELh+q5&B>6#7Gpy2)Lz+
z$rk7$L^T4xX1)U;(}v78kjbn(d)awjX%W!e$c5Q)zFn&83MFYt`(HtrtGO&ouW)$l
z9(Q4<oH!d5t3*)2bLGd#EU&k2hTGE_D8UvRUz)Wl2JVj$(8{6nN=0V+fcO;@s-;Lo
ziX%^^S<RKOEL$s0gu}ErP<>igmC2NYP+`^D3v{4=1(eC(V`R=qh0wJ)jmSPI59xXC
zW3eP>!@z%i>A!gZga7NHI8T=bm7AVhm+CMS8X|j2)6PU+Sx3nrlFJ{b@c`-88-M-q
zQSSFq8MrHHuw$YM7429BO2Y_u3<;emP@;I^&FZ#I-0QXlxn*XlVWa(vWet{L#Z{yG
z(tG2NZfcK#uTcc#eD-7t3Ze2t-@RMno;NYQ^}ACh)%^(ZLi*vOY^cK4^S#H$()5>n
z?j$7^AQ3%29(Z-?7`5xS?U=g?))rshU=QE}d38<GugjBp1L8~8vBh*Us5^3SEPXCz
zdS;w7n$HIg*Q=5NrW{+`b^UtudIKjgXV)G)A>_vsaLo%jo%}a<8~rV=kL5=PO8nzY
z>DB{|b1VA@K8{_d?89vGR;DKu>;ATo>$2P+8ZV!FY6pAxu!Fj-BDSJgq4|!4FldZw
z&Uj!T(gB&?MTum>mnO;#N|v7ExhXxQB&r#IISloAGyX>L3SMt3^_vrODlG0tbmLX9
zoBr=FodsD`5l?MbSm_zZfdc7ClR&lm{LWgP4GSsotny`%l$GoVu5_F;Q}UTY)ZB6)
zXiSBR-80*LX0vg(%s$fA4NjG2f}6HjIJwE2Pkjnp&zChB#Vq|le_kE$c$72S+|ik_
zjcBKW42Q$?4bkyT|N1pnkr9&Id=2)@ITmqrix^vk(vDz+_IxO*B9T|wj-rT&GFM3d
zq7fnYhW<|zHQB5g0QDZ%q%`DPx5DbtDE7kXjXwLMZ!eFFoT%hLuiWoYov^5$TI*HX
zId6V@dwTefh-drI2WmFNe*F{lOn_7!C#ekRmqH~uI3Ji>fD&2}l+a;zsEB>@tG)e|
zQK;F!4c=0+97j|Zz&SX^&E4Ms;P{U({}wj@!<rLN!BX=@UT!pTAYp%osD{KR*Bpxb
zn=PxrtLWkkKYBK<s+9<mB34^O;TH$4hl=~>GK$5QY_206nZ}Fr0TzJrO;0wM`JRcp
zSxYM@L{)KB`&*#7)Ango^QmLC{<q_d57Z<$k9s2A{X$qq&(J7qqx8MhFTCS05}mSg
zbJ1JC?&@bw$T<zsbVA{(O|CpKxL(`!KFh}sl@<4os|8M50JM=2u1<JY-U^XxqP{8a
z2i&~T+NHWSdTEf7a{!7_^MqqrDv!s#iMuE6>J;%6`6do&<6_;F&#fd<5b}UXBFmX<
z&^#`{QyA6HA>l#<V+V<n$@B7?WKSJYc*;$BBMxjRo3IjUyM{`cdE-wZ#D=8@gfvhM
zo(?LD{oxohv=vtf-zh#hQ|iq72YYb<T5C){#iE}o3m{Ry;IK?R!&kdBt5Gc&c;k&k
zEA3i<8MJt$2vhj`_awft48Bf#gWx)SjgAb8;BtHqGaXJKl&gLm4o=l_Fe3DNL=Dxa
zK7UU_3#%A&DaveO_kaTS{jlj1xTiXt=0uO-W1jM#5=(lr-8O8I3*?-Q>0$5U)`gx|
zF<6*wKkkPTEU#skYFv#h*d(>yOJoVZ=2kB}d1wnTlV&yZ=Y<7;(jKy@6}340c;I@x
zCP74QX$p07Ja);|!gPb>Qy#l_5I`G^7T-0Er6*{^#8}16MjTIQ9uN0bS&ufh?Tps%
z+JOADjSbSi&)*i=|MVcrs%y#vOZa-ZaD5plP%twCiuBW#u<D@sU>XOdevgc%@1QQi
zUYX7d2|5WtT%$3+{**VWP=3eR<Db<*fBIwfHd=$TQPr2a^ohHN5a4uy_2=n7t2e0s
z@KH->`>R7X2i!)6YUO|ypG(oH!1V@--24X)zo(>(mdXso24~~`wPfu|(Y4N<1odAy
z{dV(lr25x4epO;9>Q|K4gs4!CUb7N#Ud_=NK*i}3v6)c-|Md6{MJ-W=S3J~PO%eJ)
z)6@374vQ&}{Wx3B=w!`Y(0d^k%1`R^rpr4X7e`qw)G8%(puMJu9Y?sx4bDL=X?Uj-
z*DMnFjW7XZX@iz};Xp3X&#5KsUPQVYi&+k2Gq}X1kp1KSD(Kp^_&rjflu})LxM`td
z7aF_M@m6sK<9cVSKDS&`cd!2aOsY^k@VwxW=L=nH0Pg<*8Z$B0e{%^P@7PnrPlaAE
zkw_iInbq(XFu1Ym?|$Vvbp$!gGW-YeEJKen5UXy8C)UVWBdN3`v*0fRLD<!rj)Y9{
z_<7A7aZX(F)pZChG1=J+cJ}N>hBk_t(B<G+`k)|p4wQ-=0{(nNaKs9_5Jdv#?|+{J
z4nLkgP|W}V=;G87oRT};^VRiO_ZN#*N|CGG;%nNkkZP_{z&H<#=+T~u0SM#(O3Nw`
z0Qwl+F<sa02o<%Sc-qQFSycz#MnZur?THz0*rjqKporq;FQC)whWzjjj<6Bq?Dzap
zl^oF6h!pCsc)ZreetcF|gR{t?UR?y^O*4Eo+(KfFoIAGE(~f%LV(?orRG#^vh-I&E
z09*f5sP<Bl`L}0?Y0NmAwBtm1@L}^e+2m8I<zUnH#MLWoqDdmeEasV&>pgp7UNFGt
z<Uel|+T+7j+CLr41(=U@BXJ%FqbLgh4_RLs6=n3js~{i}ii9*ucXx`UAR?hCjdTv(
zAu3(c9fEXscjwUEBSUxhJ>%~mcisD$#hSOy+50^E2}#ElTwTpzhMGS%bH9)V$S~*G
z@qMc^0R!%%HTU$=XGMlr0{HFOJ1z14ahfi||9-KdYW>DiSj5mz-9oMBz6lWzkx3~|
zifQ{8^vSh32#sYk+pGu9p;I|0Str|lN(b=6INenv&kL-Y2n6F>$;YhNC#mSpOSfl&
zcU3l-S2c6BXEa@qAH=QQ{SuZ-U_!I}cFqRyztDalzQ?555vCDBPE(<;&qGqBZasuS
zLDC;*{n)aoKsAbZuIYkPEZ(nmU{NO<7X}6V)<mISK{dQ^j5eid13$Uk=@<<P0i{+i
zY70y(u?j+p1{Rufgk5GNd5$XK(n(P^Bo)xL^;8^R?(K>F`uE8U!RJFh16mzcwSMGy
z6*W@uzcTlt%xTP@8L^q9BLPhC^KHG#_lE<EdxT?~KsTdOiMJmUD-LK4fHH;b>`Kf9
z_a}X`Oa3~s`rRDe)PwvbXr<rwr)IpxozH_``$pu;owgm~5Vz=`)H#vkj2Tyg59(Zb
z+TV;tKwBElGQ)A>3)vt?JlB#Yqp{8E<fZ_Xsr~6n5zgd$P?>GE_o{t87gH__btUk6
z)&XMx=gS1#GObHLYqwDBA%IGqiXM_QN#D`@P}0?A)7^r#_(FoO?UrkKquER1H+h&c
zX+^aipP^cAzW=u<(VUoQaggt)eUJHICmuQ{IYBbpQJ_TlkLqh4di!fCH;$rwXmn-=
z9LG-pU(#%uOU|1s6alBepZ{|TEQ}~%lfdp9!`--JvfjqDHcYiy8jXFR$o7(ls0rSk
zqK;N@k7UCBVB>;j8J4={cYJWr0>;WKN4w4i0$(x9-e2xB%i&|Ta1}DmY`pzfDAz&}
zg_7<5f=A`e5a98SWZMuq3J5S8fd|8mUU9;6P4&-5B9l-JdBEJR9jZThW_ML(&~=K*
zWEora%rF6x2EH@**$RpuPXg7W6CUj(VZPf(r;cxW1$_cxQ@pv5L_W>*g_k#nBK$>2
z|E(?C&zwTm7g1yc0qp-<EdBQo;^P-njp7U!t|U5J0M9Eqv!Yek76gpjeHPGkPqE>q
zHwjSNK0%Q~HY7H_yC_fm77a1JUOBpSg@v_-C}n;4*0f&<PGq~|Ar?z?h&xnzuLTIG
zHI?0mHx2F1W?kZyHKU5#@0S7DB_*{~J{mG6JdrM}ZK~sw{2n_DaRD!Ytr3|y{uF{(
z2R$a{qRQHr{94ALQfZx5oX51az8jsr`?9ZUBOlbTFZF|aL;`sN>OepqnQHd^SN*9I
z@MJhV87Jen8T?G}Z<W!rm5bk3TT>)>l_IFmzLv%rCHF^UfOhT;NMwO<oq`E@@c?bT
zOpZD`1)d+_JtK&vhl-He>v)|cTuHOB^#sncL1%toRIi>)JoegI0*A*q&J};s#l74v
z)1xo1y8GWK2z&rN^qq5Ac*-Fe@G@z|ZMR`z6qPxbN36Q2=>LwXbfM1ttb;f1UO4P$
zj@SM|WUEC*^ae-ZA*ey~uYq<(sp^C1saxK|xMtX!6yd#Tp6*fr6?t3_hE9w$*qWpW
z^M(&5%_I%ZS@s=D@G<H<*1w+gJ2Sin2U|ix8d47Q&2fQ$z+2hxuo$w6I7%-ufX1pW
zxKkRpmPhws^;A26)9~Po4SDYKSA$aK*gBn0%|o~6!p0eWjWyH;Cc3Hn@B^HV&Kync
z^Hh-b9e5}Hidb_zfkNkf41`$z{38SJt$-Lt^%g!Rz^KkK3x6(vfw=si<1QmcTs`Aw
zEOd5|SFr$?I@n4QxpM3re(gS1Pi{W&%kBuPZ*K0(t9%!1OFi`wyW5d%XUO40!hv;`
zf6HNJc>drd8=5T>np#f<nW}u*hYqX;L8hQKiq)ReC2+&u-|Xp)q{{$q&X1owc>_o+
z2Ox0bE6~~r5R+1BFajf_-MkkQ2qS_1XzWn=cdh=L^{OJ0z+wiY8T*MuNwW<O5oNYY
zlhm12Y{X;gX{*vd2r)wTY?jZskzZ<eO(mU$<9})^yo}Rlaeh*zHuk54f%zgY5I}!w
zaJB(i3e#H-3=9l$!2AEI5y-F!rW*fazs`(=gan2}XdT_%`oJ3aGth1$Xh0xQKv;2B
z(OwM5tvbd0Lh@0H1fB5#45dUrJY_^iH)FofIvWPKgkWPjD+tQ#{4T)%w}Ds~z2Kg6
z8-qQ00rO_~nX?J^2d@Xqo6)ccLO|XOGas2N0fXGi{ke(m51iBwMB3%nH=6!IOrv#?
zgLP*!jb!1V|24}3Zv2eLV+p{fET_c;WM>>K|9HA}eSf)5fsY52=j<TuObn6!up7Iy
zR)g^OyTwFD@7*n>t}6yLCe5UTqDYGFB?k?DkfV;OioK=bRh3;{R<QJ5y?J8<DUq#J
zYv;EsMIfOxxUJ%t`j*LtH0Om(eu<egEGVOJczy_yGS7i~-+QT!91jS~bT((3#;27w
zBgC>W5EA!Xba54;bX!)vdN*1og@#F}t3-DQbnPl)OCXqAgr1SydHG>5AqNu3BI){x
zj%y)gCOJc$k1SWHGzfHly!lEs+w&~$4LfN~3xC{SH7w-TDeNWo><N0HN14ah>i3I2
zs31jgzD`6K+q~O+GT@3-W5X$<z(BYW1b9E<Ccil5gajtO;fy({8<_o@w5+L)J@F}X
zs5ipLC_nBsWoJ)72MNcY5oy^T!)fAIcVIvaXjGqW7eV5wn^pEM$Z(7=><XgqzT)OA
zeDAfhMYbdACDeUR1iZ4SviC<Z?BqXf)jY&nhILjG+Tw^lY-zcCJ^ieOE7`Rc<f>6r
z5SrXSJXn37_MW0&Ka>^C)9gusJDNY&dp~Gsna{Ca+j7_AgTv8mCJ`P6(pV~3nMW$(
z=}E%DgcF&9P37xnqn<-}sz3lKSq4FTiS^1Gd{WEdw1;Ms1-biTt|#=*pFjWbM;0fF
z)dS*D4a^JjQUL|5d@T-VO%_neg>}!c7L#@bG&tA=Xz<yF=0lj24$bD~#*oFZO#IVZ
zjb>~mi=LD23K9@HJO(z40fy?7xu22KzG_q!p7o!KIzexdGQCrpk=v&pWG2S#$$*f8
z+uqM!_H&Teas=kFiyw>MJ?;`2d643CuNFPE{3~F^KM=Zj`)|p|M?&r4T-aP0|B*%M
z%S4Rn>T+X@Z48!6b=KN-eQYd5k&;4$*Rr^RtW8OoIV;1j=}B8t9Vb|eWgfA%s-)N3
zA7u_xXYzjRI~I9&-9r~WUdw!Ruq3_DrlbDt3-aB`9^(JPPXC^+ih_^Qd3QClZGMh|
zkB9O2yPOgOBmKvOlSQ{;behI>jq^nV+TV24T#>!U8s?wiNv3{oxDhku&_(>Rs<k)N
zYL6LFEmNs(h5|HqxR6nYxVzyu(NU&I5_i6fu-~ui6ruV<t@G<E{TjOaH_R-V9)qh5
z4#s42&gYwt$rBq=E;{})i~PgLWnGKUa}+99#rYae?@r0j3^>E*TXOMjLM-|Le{f}e
z9mu_lh-86VGBw~7cJ%iLfs_)lc1sYd2cH5_PFkmj($?cSTxO4?fBYz3hzCyjvua6*
z0W?0N>Pv2JJSY3ZRVib(S5Q;sHou!Y?VsJWIAp0EP^L3L5Gs9_8tLOU#Icu(TxF9@
zEVZG{(qq}Imi$(X&dU0|-29VsD3$J*Gt#7&kMZ{j;eg=<_DsIRwb^G5{qofKxiPuf
zyP7n=JO<^CZWAKm&Yex{DOWZu5Xao8-?UZrV^II?5dj+!LAoND^^Vhxq#E*M+;vV@
zWe^ggbu8Ld)JpCUc%)f>B&jVNhR=W_V|$(&`R5Nc7wbANQ3hh{UJEkih>2%npd#m*
zzLwiS$jt}7*LM7ylQBg&dJQa8h+ZlEXL&4D1j|i>$fokxVyi2Bk}KXbR6>uVfd{%M
znPn^cpxC}3E*pu1G9JFG_%5<rV9D!MY2_Xb$~81-Kim-Srk2E8Ub~&DE5*lyiX5U6
zGsLq?!+AH4(-+GWy7>sPllCZF8ZWt=C09<B?vJGrhRCmH7;$(d#6qF4!v2Hq3@n#g
zeW_!QELkhqaIg|piwQS%0wAi1ii(aGe2Lth+tn(-0!&K2{jnMwePA<gsOdn`_=>(q
zjxH=Tv}p?#GW*AO+c1cjRfHhcD8l#WH1e0do`rjlA|q=Joh&P1OYJ2`&cI<w9pJ_0
zC9zJ;$Qu5F&XSICakhwLXMK?GM}kt-Mu=tUuYxgXKw=UujAO0YJ5sSlhpqLuA-qCH
zj`QJM*0YjxCv!K?W0}_LE;H_sJ+(M-*i^|@i-4W5=LC9Q6muK$V1Ib*hVg&Ds;LaS
zRag7>nqfl$c4boCiZiApP6Z#6!mfBrcb|=e7rW>BzQLAWV|;no`tF5}yPl)dKFEOf
zdrD!nJy{sLkPTQzpq}`E7}Qk@A*Ve9V9H|jpaK}2#4czTC7l`_PnYVeVFeP;ZD8Ot
z+DmvV;mG8D;S@XV$14fRE)sEVZzk2bFvPeXn&y*rw}p5xGSD+dxX^63rU?w6%g}4~
zic&b?z?;n+N|re0E?VpNRDi_{ht=yyOrA9D<jRoFdd^fFRz%x>G<7z%!%t)-^o&YK
zbwV7c8aCXr0V1IlL26|@@Z-NcH47fvmtG#9@w`|;JI*hyyq9y31iQM`q>PB$8FP0S
zMf1)X771^h&h|w9`nQQdgGCR8-FSm$OX2qxZI$NTgiRWrzr?COS7Ks?Eq#g)t^8>8
zhPpra2$!d>6_)>d%&T?j&KqU@X<Nm^0}m(u(#<->k1t#N(4X>VID0bnb2A9|tcY3Z
zZgZR$3H(#I%rFTE_>5qj&vpTC&uqtBd#~)k8gxHYX<$B~a10+DoK2tlI&bxeB)PXI
z@cOWuqPQ+(5v20G23x?uHlTTe3nt<+iqmmB*$B@t$M4M}Kb3#Jte^Qu$N&BEKH22t
zRsI)`m%-=oy|NGuHT0F4&<O_+cKV~5t%4L=(c-63*f*KFT}r>$_NnUDf$mrHcdZ@K
zQLKb57p)5DCza$7?$2%q*OjCqPN!vT|ISvMw~a77p)up2DyZg<58?A|zrB?*icBml
zb{zJdfMr59L<EHS#K%{vgK!UxgJZcA7dX-Jw$Oe<`(opnqRJgedIiP_2!1LN@Ku$V
zWRCdKdM9dMtTxJ<Qg_z#ao<f)I0if>Zmwa>%qJIIbr9qR;R%bk)EX!R-bECxu=_U?
zp_^8+-U=$q$6W_dnP0kW-@O=MV>fKqe7r(GiQiDc2)XsJUZleu$`FO~Z{19K2EjCp
zB-uPR?Ne^>ExqKtj|6gtH12P(UO^LJGjW|HVCSol$UBlIj;#56a}>b>&t9K+sshrj
z2?cDaL9iG+Aw>O;R=r~;;4M+p(sJsxJ>ueLT+O@UWiqdC`l>@H)5Z#A3{rdtKV%>o
zSPpER>W?hFB~hW?=t^kwmnFa}#J<gvxYq%A^|kvOJZ4WcQ3#SomQLlJ$()&#%l=+n
z)uDH}lCZGp0#@_@g0T?ZuwA^HJ?+p(Uae%Q^n$<zHO5o&?#mB)_C~&UTPX4%BDC`q
zDWfaKp6VMvF!}|yKE>0Oo)-rzMzQC>J!yp*M9x%M9^77^H}Bm7)|escYxBv1Uf|g@
zXrV-<TL+?knRqRq+t7sc;it=SxRuA4ZnHw#PL{-+%I*$a<}N}~DosCpdgz7Ymoxg%
zxA2=)>gy)Tv&#ehgY6F&Rmh}TcAb7_rphtdqxii#ZX3eT_e&N=5C0(nnrs>s^2yJQ
zVA?huU3;Z7if!4Ix+6jt<XWN7%@Au{4rbT6gjBBQ&x@MPg^G_I{|1R1^-vkH3;{#+
zfM_PQQQ&Z6=Lwd8(c~Hk+86@t%}rp#0b;`2zXbcrAu<}q^%2e>+LE>;z`AtLTsg++
ze%>^cu0Xga0om9;Kru`Am)Pa4$Ax}=W0qcOmtl>VR!pux|F>8^Zn7s1uI*)EdJ}5D
zl5`gw-O1dY(8g=g1REZr>?%xPQq8HYb@&iw6$%-JhQLjw$wp)ACdYGed#Q$`JL1=D
zV|GQQ?6>yM38Dk7A(3TxSd)8Cad1i#t8ek@6`3@~*M6i&x@mYkF6weFF1d4iynuFV
z{7vy2m0DcB^B+PjU(%i&jw_HlbhKN&6!GiVRTgV>Z0rjV^!p41QgkgXErs{nno6T1
zwS%xk8yS!{3!nP+>zOed4OGxkG=Z0bwP`j~GckeY$K~#!#(|>cG<9f3D()0)+|G9I
z!GIT*<4`aE{w{>a+U%D5V#eHoj+%zcU{x??uauA1z1-LmwKDHp{qTP(w`hiaSE5}N
zm;Nos^9a^^ntj-s_<on6OQQ_St(DXB+kXWeQ6;7=Mp!dqXOJ?qwqtZHn!7;7@9M!@
zU_b2IUvg$YAylyXB!mY0ioGBQVMj{Q?+RW4JO8_6!RV)=7vIho-NGn5FIp`e4Y-+=
zKd5$;LK0Gvt1j!rm42jFBc)Ta{<fy6fpB8pA<K=IL+QHO$`lJw6-a2s%RVZOcjsWt
z7vofpTK;g=A95`BjPkG9-#-VH?O-e+Lk%;KIQTMkl9XdV`>LIilGAC9W+r`0a^IEm
zeR~!K*LhrsimKgsH1I$VBw&$C74>kwyIjA7dfn+;C9{3Ziz<(yiZCXMr_O)6_<7S`
zL5A%Bo<t_lM2k}^j<4QMb>EV#|0<`(L-dGyz!Ryd2_Ku4CmYyq#2@IY*pW20Ua<e|
zP30|H@o)4j@&7xxwBL1ma;+sv4f18BWZ35QNu2UEBDQFDgno5MS#U>CaPBoVvBK`8
zM}O9Q(p8mA+J7fmP}|7LWmF($Hpz&K^I~Na9qYOkmn3cXc+&BTJG-i_gZ#iw?D3o;
zpuZX+08K^?^4Pe6;ec&^JmR&6(;(TZv3(~ToZbSl>SP1xrtEQ@ADZyY;$n-6X3uZ@
zFYfa^Tj6jUY|Ew-kZ)v|_i6xSeJ5mW<MeK46*gX-)#Y>SLF|htJl&#6HDdh@ymg*c
zxS<eZefNR1O>UmeIo@Ks-F=6LDHrY@yNjd+)H?8rGQ`^{9Rgs{SBJt}D*Ppn9*zy#
z)h(#Q@!<vrL0Q|9OCM*_i<m@5OT+q+Nr?$PU?F@1-_|FtM2M=1g6HrF@q1nP>N@w7
z^Ra(2u!DW{NsNzMlMlRIck#Zpl;@0v``%M;lG@DWTHf7VQ6?p+YOrC``g6rh(q^`w
z#<S&o^)|}dWY6Xxe_5lO(o<?T=ybVMs&ZA%_7Rrt4(#XwD58kCrp`-XnFgHP`oOOD
z1%yhs`#sGDctWUVf@}&NQS8QWcYr@~^uMm&vbp6u-}0)GxhS0U=8{xIA`doU|EPV6
zpmgGy=h1qI`$RK`cFH7LG-ZU)=6SupzX7erNx9FN#mL^NoKj_tSx{ZUlj;`l&M(fI
z+ex28G^|Z@?ZFXps^PYBN*mVxRE)cNUJUGV*c!32+J@ZvHh*D~9j(D(H``~v#0$$y
z93?kiXO`T*>o*Cm9(@er)ps_5oMlDn-Gz=d@E8k0P6{mNI$u%Nh9PddC*;bbAN?$|
zpTMImSuU%#!WUVu7cJhr<?kkP2rB$<o-I$TdD97S?E8@Qjz}8>Q5dsHb?ovKf997D
zGgs>EW5*5G1lF{(qQ*QXX8bJ|<x`F-mHs>f$8O=(jom77*0gtSagZ1?>n&TUzwju=
zXTLJL5w|V7I7G1f+d^sTg(m6N`QW^Muymn#CkUXgP3cFG#sZ=a!%JI-f#<!Z=e#UI
zVQTQQw&3ffxjz=6g>NNoFP`QKHGh+dedEJhWy%&owA}cO#uIu_GPMs_>Yv~iqQ6yM
zMf6is(;ScJ)W_AaR@zI`Zv6XIeS@GqF_P#a+{Q8~JD;@Ye4a~3g};x{1ZopBp)|-D
zAf}X#Lx~4d%2vHp*UOcUH8QvR#7Z+Jy>&~IB_cn%0PP37#X|+y(#+X=hM8!eU4}P%
z=;$t<Kt4B$jpz2`g_Ah3a|bT!6d4Sx-hL6Zu*@Tv0Lv=8VKP8etI7m=m6@abu2M>C
zadWriYm~>%ip%NlaR?fy=`Gz$dj0(&nvCqOcQ-C69%o-beyU`-(O^;|X}IvpDS0Kt
zS-#PxdCG0P?~n(4aD=80dFtCi%LuDqR%>xoL4l41AKu|XDO{}$uA2qPC|Q|lXnb<b
z!-jXu4J||+M|gFbWJR~4`n=kq<$J>d*gooCBq%9Y?}8V^(Ui-jLYfj4EAqE?XnIen
zY1#(5cTc5`W4&><(-!hOVl5Tk9QuCPbhI1b5=!efL6L%dlMu>L%`<??)v6j8{A+F~
zoPh4G0qoNM7RK5>th2)};SlVD1E0O3e*TGKvMT1{lnP19vGKyOp;~MjHhVPQOcB!{
z(^q%s{D(T8kH-+LcdY(dIZPBuuo=BIe!7Z^Qee+rRrvmV`xD$!ELyJ#GFH|w+eiSM
zHK%TF_jWhMZRMWyGCU(s>=}N$eQ|pD>F@dZ$P6w{uSBI(p~c9{?4q|;Eq&1CzqHpi
z>n8NdGdncTw9QKd@Si_Vm)Pv{9s!1LTBp1e6cl|iEd7Pmi+x^q#}sB0%AXSaGYDIU
z&i9J?xtvt>XX`SU7aStMP~{2gWnu_na6<a5DBCI=Dd=@|*rADF6j!sbV(FOtpsAwr
z<LNst1~>Tf$dxIRzZtjPbDV7TQno1LEX!4U=OoJ_T~Ug~=6crT?Wl@Dt^M=sJY+rL
z!!haOCTX=*I<MItrymIk;vYdvsaVcOvHsem&SK=OkHEpj*r`3@d>4j#`&$mpxTwdH
zpPM})DQTxC7B~DI=l9fhNO7Bo14e?r$1HUO8h*ZbX*Zl5GKt4n=oM?0(miMz_LKhe
z4R*mjIcQNF+%)D6r8<7EK99UO*%xtd+<CyT8SxsDtNc^(iW}IS-oLx`+*fMGb5oQ#
zm`V45JNNFDH;6gWu{o(k0P?nw+&ejVxzFVNrLPc4RF<uhVNhMgU+Op>Qef#g7%SMg
zz4NgaD>jb<L3J$peVlw7H~ZIE`>pe@k|=whi}tYAVu_VGY-{@vu2}kr^&KJH)&+ev
zPODrIdNUwnsWn&dbk4cN|B=qOnu|TLp*g3`2un0Xi%;<xIs@PAl@UZ#k9Vhhir^!i
zYi#wFJb%@s=pM%tq=KhHYj98tz^|&E*q+z@oFHx4wMpe<EhRZ**fhhW&_P>Tc*sTm
z9Ye<ck(BK(r5|2LdF}T1?gDd)Kj+{fuGU<BOKt6zOe-$98cQMFo~}9`W-%3f=B}63
zmPQhQh+|W2q2y*cqKze|@)lGl77H=Zg^Curv8nE_4&c`&lP<_L+vk2vWzGjqbcvSc
zh$eghP5#bF2l+~><8X1s^CoUQ<^K3CU`TsYv~=+dW9JH4J@i2aYHn)P*8qd;k{<rM
z<9-5y9pOkl&(}dm4da!x51VGj@HkS7`Iay(-W78&Jq`(`1LadMaw^e#3XHrB`^`be
zY&SS-|6M|F1nw|FFo+Ut8&#hAt>d#f>1Vt;_hs-tl1Z_G7aiv;o#!QQOaD;kGZle<
z;x87Mt42<=hQ=}pJX8O!hpuQRfAqc!|2jJDc&<>0$g6<mnvnPI!LGIs>eFw=XOGM!
zkIHE3p$GFPEI*}ZNtp4`PuAKOPfc{novWHta2}BHrE#2lHO^uN6F(gFqboG-Dv5b?
zB~ZZwtdsw~uG&}+8Z`{!Wmf3?^_t9Bt!ht*zoAWZ?+pDf(++rknWVQE#vrhY4^(&X
z=+>F=Hu}$>^1}Am3g4CCzvVG?*!u`ya12)77W>{aHc1vzTrSg+U^Bcak~7^kBmbf|
z`YUe4h3+CNZ2>>1dXr{SmpO_efhfj>F&iN!noaEciy!^gjV(C3g%o{{cPa*hcc(V8
zs<wfXpxxlRSeC7|&DO}>@qoq5WU)ubI@Mw3r{C3`1ns1(m}HPM5Js=>MH>;1O}3Wu
z^1|wa%9UqhVBAmYHdsXM^^)9xyE6?<l_v_5ST*EWpc0?f(T{jxCA2zC)-ahaoTTDf
z^%0fVVo#9@PL%+lQEG1~{}3-^<fq<DQ;aOz5g^m!)#DtP^9)qNI6HXPy(Mrr3%>Sm
z79*&cxoMzW8rpwOx}~Q6tWfrt9#c!q@hopXCV>qgPd!+<I#n-qgolR<-Wu}bllQ0f
z3O$CLQV^D6Z=LmCd;=2jIQYR-|1&#rnJ<3@v0|EZY<`jJFhif=6)I822~eqXUBm=p
zF9e)^jZK*U)R<#=16KXOjC-42F*vi&tXGG03nYnZR5S{X)K_5Pt}Kh4*-VAK?70*A
zQWlGp0oI#sdvKjEWZ_FU@1lp`_iox^I?){N`C}H$FAoe8W+{FpJ-GLLn9B2$XX&+a
zdT3P-&5&dVr*oV7VqE!;iw=Xin;+Gx?1>Z~*>H9a^o<&9?so2cjn=QZ0cm<5M*r%U
zgd{cJTlR9P^O-IuK4yhW$~=~>GFI{*&Dy15`A$Cs&-uYif--y@&&bI5(%{Si5}UzT
ztL^6JjdB;=D#-H9<BFjJ*Eu!ZEaeia<G<2Rb3J$%=%Lqe(N7>+TP;d%nArB~@>8{I
z2CMP~$F?}f`Z9FAVA&)afCbosU6d_t$=NP?T?B3EtCrnV)IDKg*W<9Nt<EIZ;G^s7
zxWOsc5Up09jYnWlb#WdQGzv3OIJ^;1TUV8oEQ3NwLhb%0iD=kM3W2SXnTnU!n7Si-
zkMxl3!GahMlEIL6yoQ~#?s$&S6~HWU$;qt}xj>##HEL$azm;I40Cg%D3c%nPm^H90
zymf%tfWh!`?fZ#BvBfP!>sMegVt8LZCHrInOJ&cSkt_{X|DnLw?*0|!`{%f+9bWhI
zy-)M8jpOz|loL|StAtUCd$QVC1ryurQ<!voJ2aP-d%t4uOd9r1y?b0nV-+0XcGd#?
zdrr%wUd)*XEsn{~q_bKcE0#dKJ?1Yx9<#0t;IE;BgIY6iJ@&;U`id%o2r5&rvM?PA
zBjF2OPxVS+{FoOfK7vCf&F*>QEW?UWig31Wyua1kcdf`#o#s97T=lrAx$?h#FZyu!
z%*ELjnR^GagI2m^bTe{p$aDew;{Rl<G*;N~Iv~i1W#mL$$%{g9ar2`e1eMn&KFuWI
z)5kZ?8OD}#&c~%eH|w!1YV)Vyl^4OLu)6tOS-TqcEDeGdi{78GGTl%QxQ&Pw*`kd%
zFU2$Uae>ps?cYenfwY{`kUMaK&NBPB?RNxhYT+Pm*BD^O!l&aZMjt9bEH~(8z<M``
zNUeSWL*@RhZsUg4re<uZe^|stv~S`*>akAfd_s{k+$EYC@yNWnaw{xBYZqpZ-BCzG
zmwhleihM#`{@ufv((<@c4!(X)r=DoYNIIj-z=c{t578baoLSXZ={E&Gu{}l52>AYe
z_`U1nJiQ+YDY)+rF*~#?x|&*t^`okW>-BZ*fi|wfWaRtR>9)?HBLo5wy}Qr{((Nt~
z*0$G^2{r-%5<Nc9Yx^-spR&|v%~dsveQ$%T5tezU7pvWS#cqN<&xi8lV+FKZ>u0l0
zso?Z}lK!m?{i@M>tzg5Ji;0Ho_4m&sc9vjaRfQdpb`7P>I2Z}D;iS2U*+`x(&fEp8
z+3EQFOy#{+q`$xB4BK{?&5nDWh0+9pgO;@A-GbL_ck-e)l3`M9x^U-j?~$G!S&(0C
zOmcns1(F_&`mPGa#dWm7#SW<Z;Qw{K(f@-KZedAx(;Y6Kn+qhUZ-^mNkrWv@5jJ(@
zacrrzc+Oq^V6PN=xATyWZ`<8}F0OhPFIk3-ha@_aL-bu7XNAE1RApAYM>5HUvkPaH
z4pm>a5h+oso-mICu8`ua8ya}P$DMSvi8P_3priLK^ND8JilBtHq(bMq@gY9aKM<GP
z4KDdPjhyw~yue%yun2%p0Z`YVCe<c2j&M5?3lt<94?r7U?!OBe41OeGVnF(XwqWH=
zMdO$w>c56oxE3b?8zs!%`?o~D?tCG;9ls<!iGpo$PK~5C7-_cC7W38DWp8TMKRTAK
zT8m+P^_LgunU5CIXdhj>%!xiG60{-H3up9sMY+o8IrED{!~S9yzz}7@X(sQ?k_PCW
zxq4=?oa~Vz5(!b=&S!<vfdzOU^Xwh?bY}yri#2N_fbdWW$Rq!=-mH}WA7GHI6#cE5
z*9TpkjWcxNs?jY~NF-7sZM$)Z?xxJIw5RWAoMzllkQT&rhM?wQvv5GvI9w4qy(sgd
zdV+Elp+PivC+3#+DmV3q_01d1Foi{3BYN=FVSwX$KFe%&K$(=*WayU?{Vb396)bwy
zR<PD0ZU6PDhhZ633w1UJ%i@y-U-U!gsv(NNG(3(&9~FqMc}Z9oJg;}*uwYsQojRia
z1c3+&P79?JiP)zYXG3@shcs16iHGlBY@B1@73!rb`hS<&Z+W4hw;kNS9Y#DC_W$9U
zQb{d2<w8b>qI;LNG-whT7RO*-0Q3iQ*5DAqItLb@Rk3z30Ocw|rbq?5^SP>XRX}Br
z9Q^DxaMRKU%IymR59~YVNl{j>pvoY*c_wzVM?$HHgPGO5NhmNr?g3){LAV?|$j$W#
zjO?wu$(*d=14PH3z~&wXvH*X3-QNk+a)Ym?_Z0#TT%<kwe&}T((CcRBv^f1E-|?Fs
zQ`&a-vk%jvUWfEIoR6C7kwc3rIc1H-&{HQlk+Yj*Vqtc!RHUCVgBGjc>%l*NPLp1|
z2-J)}ls>tGd^!Zj+qds-*<1X*v6~w?xya3>KvPvMXfL6z#=Sk68DF<YkNb(#b}K<r
z^2oI+=Ws>y>S;kgp0cG<EcdzCGl$8#J+cQPVtn60`T3Y)fREPq3b>*hjpr!AGePt#
zCL#MbG;-%}WrqDmk5h&c`NB3fOjxxWOi&dX8*F7Bx`I2aO$x_4-_vpsz$fn>6`7=P
zUt$(A;WZ_8m#?!rQG=~v4U+rTc@$Wl<adkPnt62To3GSk|6+TTE>V0(+I2hS_4N03
z+CAn0`fzRpDUb0ny7rYN6HaMBRjo40&E=8@mWg)nV(-GO=j3)=eChVnRKE4aOMSHH
zAQT((%Jd=a6o1(iE{|I!jjEimSS5{$vhrAJwK6wWi)15;YB!X?4NU?0P~QwNOBy^_
zX=hNcpciu7S<Z~rPXF2&2q(Bg$E7vckcJop5)a1V;enR3_ja^SZHh5|iT517FLYt<
zMw`HZg7@?Ne%ryshYYu_xgvZ#h5ZBDxbxMJ<}6uSsSetMfeHn1g6qN*N1!;I=ebo@
zBzOw2_1#XjTarWycfw%F85}UPxu20WW>b))Rt%7T_w}9cY&tmAz2$hJ`@U{8+%Q2r
zs2i~bv4J)dOcB<~p`tJls0fd_Z1T8%{_I)HYG)9Upnc9v<{jW)@ImC|>ZJ7%#<;x>
z{{<v!v~<uvz51(2GGpD*$6T-1MYrLR-IBKSJEt*g1#6C9ibsY<hVV<of~dw&F-fTL
zMbrJs;+4CnmjrM(`x`)|!#y1aD(kD3?%7krNB$x2PhVuHa5YLvQg<upI0fUr&>u4l
z%EN7xzuGqRf2V+VaP&i{`&+i7f>5Ny6GFl-X<BvmdcdL|es%>c6h;B91xypb(2No6
zp?|=9FPKyyqSAay@atQ!#8)2x*R{k}Ag9Q8Rn+`iM#L@<Rm3oel|PNTHJ^OhO*FT~
z_pa{-CRs$u!4N-!ab~+;<0W9rI?KD1qbYvpUWVnw#|R_9is8)olzU?|^NqXf><UbL
z*u$bhbN*6;Tg!69EitOngPn!dU<qlOdq%WrSBhSJFrMkT42tv^SJePXrS$#PHXBzY
zXt=~Ofdn1o3dBIg?vn^u)IVfMV=a1|YbCz~PnhpRp)<SAQ<Lw-v8Tq}wK>kH3ZErD
z8)(8)cMkdrSiY`X7>3AIfsP~Lx=Fk9o?wSVXqZG;WH}f6WBi$kJSgb(3amgO(OT{_
zy|m1-^rBD5YhD)y^mx5xrrV)5%7}9$FR4*jMVLJAw@-@Tv=Pyl%TgRHEw3nYiU($-
z`e0Vk04PIv49Y*j(>$0pFBY&fMeLLz>YrHKWIVQJy8PPHi8yV@I1b~PGjUTp>wM_=
z+Pgolz_!>kpEA3XI1YTbLn{=yqnrwlh-ib5gpC-UaB5_{l9*|G_>N*SB3n?kU5Mu*
zH8#XV%?C^XXS$Y(g*(FX!}uK(C@J?+SOj^ssx~|n`jzFt<r?3aKl2=@+uKBL>{7>)
z>D<&@W&Y{wdjv+MiLoUm?8a;e4!UhiGM1d(>KkT?fjPraKC;G^NHGXENwqT(gA-pH
z-v*pOZ`^*?T=T99dWrw-xx;S*5qc%)6|pi_!;!RyY;98z2YQ2`9Z5M~Y7e^?2z76m
zDd%myyV8EEANA}a$4La+PpWinTFP#(^2=O~D)%n}t3`h~$qu5dLJ_lm0v^ZpoT?lQ
z!Gos-sk#)^9^`>jj_|+^e54G(&KXD&hy=v2a?rj$$Hg5~T$On9W`I_q%h3(IaT~UF
ztHO>$jFETRhK9cemuwQM;TG#)lm#iE)%Vd@Zdn~@E>V0*t(jS5Ixm&))@buqAFrM5
z6PH#=Mbjx-0Yn$BqhVXgg9Zi6LIu+1XZnd;X7DCAH7(by{$M;IFABDDcWEeFj2$gy
zXvbeX1lQwByT<yaGBP-9vGBI$u+%N_?#&f2(_nyGkPis@Iion;-MRfH(KxA=(#A-4
z{IUB`s@M{yFR}PYP7b}@(9%+B{a#(r-R<>Qt(|d0qZVcONAL>D;&E==Gh{3g{ax!2
z7ks|M>#0iJhX-L5h3>a>Cj8H0+;w?W>y)}2Gs6>K(h$A3@>WSyX}0n{_A9!H`@_#)
z+gmqHu#Ya4H(f3_hLm;rWa&bkdP-In0spuS8WH4XN`gQ}0^UT-+}zH}X!>R76mnu5
zR^BRZqyR;7%kW$C%eB%^eI@ufy|gM*<ZG%mA{r;9b5_d`2AcvYNV`w_q{CCTnq!Pz
zIa?0wfY(Jj&5Pi!$TmWXPNdn#o%P3op+6TFBKq?$G<69_9=skLI<75tPe(6_y?a;u
zM3w5<yK|_Pk*~zn>`yg3O;Tdv2PCwM7Z|)dXyTp96go(G4i!rTZaD8P6|kbLD!*qM
zJBiz_u0i!5eUdo;9Baw7b9^bU^PIU54W*A*X_-VPqb5q?w^DFYUBI9W+cdmEM8x?j
z)C{w}@+c(Mvj;{T#bRQWPjOj(`mjA^EL`~Xn3hX7PoJLB_IM^;KXw`%mx{q*-R?r?
zv&fLB)h&0F+42B>Kn55W8(%W0WR-yQ2QEUhoG;~BM3}o%#T3ByX|Ol;1-P*n(a@>H
zeN?`+y;3H`ZkOcdIBOJ$ay@e6>hQSU{ej*!mz76z!avYjt$CsOfvSn6)+lvH+f4FV
zfii4+)AE;Y;W6h*cVT}@?OE-&H=h<pE5IM}!!7eDuUQ8#+#Ig1^cy(bghn=re|*G5
zHyHQ8%F(GxQ<;j@Fvr*j2*li0t@RX<=#@Din`7?E4mec&H4`fqXxlvCKdvjT4rfvC
zoRN<>S<TR!w1yR9m}^#`&R=~GRno=?M#LJxr$C{y15P7}8fzpxW>JxB3}BzCm6ZKO
zu_QJf<<_KWYE>ShC<kBp4`8dxK;V9gcJ=7>JrVo9)HMHE-`rNn?y+=M4i4VwA#@%9
z|FLE!;2!C|w0`FLP&bpJMeGrs70$7~vaGxv(IxaCa7r##%WRyb(D2r+W0O^~`*;+h
zacQ@mi+Svk7_&C9SNZrvB{#dk^(=JDs47QEW%^)3>^k?8uzx*CbnWIbEoFpLxzui@
z6otvBA!a>FR)b!zm3dD$fh?i!@71a0YBXxUGQ3uZT0c+;RRB99XW+i{R~~WJVpYvG
zdA5XY)`q-PK+DPze=seH8luw=39C;3d}n^+4S9s?7VJBx<BJvPzf?~cc0uosgrPo@
z8iG1o4K+qnWCQi6ZhY5rkf>g-O%bucnzSp3<+W%zP(zEWSxtl0RbEYSTD9|WDue{9
z*u+I&OSl+q8EGW*O0>F*Hh4K{fvS?rWfKXc;sbRBjm?_909k_12Q^z{zL9+y(zodb
zhKS{!>UJF#R>n|*kD&3hwII6@>JqgQK<eX0?1o>wmGnsvh*nP}H>*zEhzH5RbQG3R
z!N>*>Vs})&^Z2uNT7D9|Y&^IAxR_^}6hxTt@9C28NMb})u};)auV+AKxa7vRVtx0j
z%%ZdzX?ka?AevS0Dxojvo!*vIkpE@NtjnAk0D9rxn+5mAlW&)evG5p1sf#~~$c9S>
z885{kO+?c_g}MutHB}qpU)}ZmIUOLk!N`2VXs#|v%{7y*qaDGbexpu78>COu1sEo~
zUgt!aQC41Wjaz+86%jdr{K?_b=VsOF4X4-Gb`87E{Ow-zEdbSw8%(gp&ye@X)F_ls
z_({m$i2UBN$~ZP<5j)@vvlBD8Km}H|eQpoc_!~j1c>3Ggkcy0L{a(S!WGP-YC82KQ
zMq3^RTWiHgHe>(eAjQ?MRHio5c6pKKrGMp7ANcbR9^i=#91)HARdR1*gL&HNZOv>7
z%T_j6{l`$WNwihkr!{uLeYCaww<us0P_nN4p2Q!t7}<}Z;O>@pOkInPpK}JZ4d=gS
z*!x|RUiugxuPjyH20W{pBBxiF3#2gL|C!>g1U+f_y8YE{@io1+kiMg7sd}ECLo%wo
zSdl>6T=V`*-qw^(jarkJ8P~jj-ftq!Shua2C46Ka5Ng~yNY$xIfbG(?xmaBpHPtkS
ze;=Ww<cnarQUp^4IOsna=y=<Xl+J99Wqxa77#GP}eftOIt#WGbsYl|z_!?I~X!h;+
zcs2t;=)ncfn~uTQr=4c%u~+9`?7BSnf@HWRnR%Lswf2jtUp)yeEM+wnZY&(i-Yl07
zsmr{(?A>mogbjR~|DOB_H;wyNBMP=wRQdSe)OL3EDB?OHM*lolwyU^A^brTKw#O%T
zHbsXVIAYJKsbI(tv*z`v+9(7#ALnzJ-sI!_cM-oopqShzfF;TI8nD1Xp{}K6F{b=f
z4yYz}dy$uJ1H?bixrdO+3PJ{^zpoX@5AK~^=9Jja9jI)B50r;8H&#r>mNIG4NQ?L0
zB$Z8-Lo1D&$Anmu^7<Yt+*r3=@@QY{D{lv7Ht|=((NPg&7so53ITAUEmDf6=4cX*m
zX82CCbw_#N)Tp~OBYWIHD9ti0U%A?9Uzl&C24)TbYAdZWX@;*AFXSkbnqOv5E@_*(
zdSW+u3u4s%*P~Uw@n{&BO+R<9jX?gb1fTcvocYR2V4^kQJs7R|Ru?B{eyHvb$M;a_
z<k85)-I+{d$Jfd?(W$T-@$EAGPj%}ojxLdORNoS!>oTRuCTj1!6~x}yA~kJ7xT@~i
zTquaoehg833u~6BCiCQnRI><iC;$xLvIc>IZ!2VS5mx>XYi@q!1i(t~@=53=*BGx-
zk+o<v*E5{j?+p1*6D#A#%B1`jKE3Vk{g^ZhKC`m0MBzvHbBMMS{Yfyw7`~t3e_(mF
zXT(H`Uu~ZtppC?eapqi>6<R8c-xgfk5wr{shxXnVeyN*C(Ia*`>_ZdW!ral&)f&A(
z)zH`<gS7Ki!QG4>J7|;RCC`&!vo&9NMBwV)o<FO5dIhzXrTV^*O-XopEbW*aSTcC&
z>UQL%WyYRkh%!-OUxxHh6z=!3v8&*vFz-mgr5U$=0?#S|N`aIlYcIj=7J{dGPq21+
z|0kc_tP4tPwL8s$M~~suu(tE@EiL`O0TFAiX1KdMUk-yuv$oW`H_yXu0)+YXSemgQ
zQoTq56srBv4en`@WT3|6Xt>^e=t{`!nv%^A-8NjMTJDhp>rq>WiQf!Wep^E)XzF3}
z%WX$0l@oRGk(1!-K{p)NU|Kp7W(7?b|NEf@DfjfoR^`*x*5Ib*hdgrhHG7PV_*h@x
zHA`crl*Ih`i}zkTcx{AY@_4MBWnjk!91P-Ew)SDY8P$v$<Aw#KSaf_d-6GQ7Iwf3c
z)bW2>a=<&NDY!DkIO;^k8e}f}i-*Acmk-V3?>@@|Fq+@Zr8e8jbR}>yb26F8+&jU0
zbnt9v)b4E7kce>Zc#wIVrR8r0oiAndZ&{vcAvQbnS$-5NF98{|P+}g*)YQ^=n)<@o
zXj9bcyp|v>Gx}-x_gPhzKJx|h!>gTLI54KeXgHbsB)X|W@f3EgCQ1D?C{*!pzJ2n>
zHA$t^N7ODJ!g~8)WpPvDGe1T$(6RP@XU6;0M>3Qm(r*V9kpWr<^v93WKr|l+KJo`x
z@m=6~Dwi>K^`a}&<?%WnTlIn?iPz1cU;7jbI4fGsPB9N@IL&gsbV?0fF74gsGC-0e
zAQbP-BTE}BA6|C@(DBU@hqE=g{pB;_lj^DwH*J;&$w+$Fy3o{L5xsVL7Wqr;40DQe
z=~~&F!e*wvX(pf_!6mooBM~uYqTgymtzw4W4))D-HCyoyP08=hNlQr{<uT-k#u@tT
z{9^(=kBBT_IWetV_#ywM+bOw`u@}iOSi2P<v73O^1;~BlMOuk~p%{5^VC}dw-Fkm_
zE+%?Kucf4w5d_as623hdb9QqZ1E*r(0D1w)*_(@vLg2;)sHB5?`f9;m7H(fz0p=2=
z4*FW9Y{4(QX1*Fdc(36UWmvBWnAq=HUwWylGPX4;^eJ;sD|WM$2N&wBX{g6?2OL^E
zW;be^s^5-Y^dt&3`Nc@gt(O(Hjv_GsKVDCb;~+X2gcK)5#;7u#l|=EsA!h}H-sRy1
zqRvA}ZeEM5d3YF{Vx-`s3t}B4ARA6^xNEY(&+lq0tvs_iR{{x_@k|lS%DN{{;?qI0
z8!auZ@0W6;k#b`wW_9tGa@uz1^SuQlqg)(JEiiUr(NKp_pY6;@<bNt0_?CO<{xMIr
zcS`_aox6M)Iw4^5%J)m+`?zk{R7iJx?Pg7F=OSx_p_>FzrS8*4lGrssbcmvHE)UL<
zrwOS`Ki#$K?fv9;9htaN9Q$(B0G@hogq)vSm0Hu&lgd}RAAEZmY}Ht7Uo3SGU#q|u
zdci@g?=jQN;S~C1XvB`g$YmZeQHQic0B%2FjvL;v?&tLsm%z}F8uh}NL1X;m&s{&M
z{ps%0y&qf2$+eWV=(BQO0U#qR8RQIdF`bO2<^29qZlA2<4WiV5&t*r6Ub}_3k_13q
zok76a+jsA{_o+Z(=j$FD`|;FmD&vdKo2uGiaix0D9Du&-Cm@)`&HRiQ6c#DGN_W_+
zO5il~DLozVcQ;hBwSBV0D%7H-|H<fa;3Q*ws#uDJrO`x=sNtRpKd?HgBiJzK(GCn$
z{JPQMkR*?V3FfDn79%#Ba)E?2G8M>eD1;Q)P~wLHrIY+6g!b>%j8$#P0JOnTCP}B5
z0z9B!0@mCz7FkOL$Y*prZ`!G<5XiVgY#sB$Vi2}If+45&bH1v-O#;S#*dFimtmP-k
zjSUh#Cs29sEi9*?KgU)|F-e<!o$jXJx<@oNZBkh>9nKwmQf0{6X`3JD!M;UI=$6>q
z!|g`$n3ySDLY2tjnxL=nn?s;PpRZX+znD@uT|YX)2aV=mS_bxnp*n|c@cW1WLZkLf
z!1q2H;DR0il~$sIq+(J@)m~<;^$HSj6y_)<39D6|DKkVzM_&QJol%G~_<(8!j48jy
zHwwV^VcYSgcR4e;nzpj--cu&S_GH=BZIH0GjjIxOybjHpJ&C(n&%pN?F=g&LIhIAv
zo?^65O^4*Q%oAGedT)d4((gAlsoMQWrKhf<5_>oaaC%wNSD$lnr;$tpc!PE2=GEr|
zUk}Y|)*Oe+_xinBc!UbwCPfDHp9%;8YMl-OM~%ue*_v-g3-Hax(Qh}iQ!UOFF#-t~
zReJ_F8zVRk`{Hy$mj6BLBvbRSgt@<5?KRCKX>V<1t!+#WUc<>Fo9(-7I?z8K2;LO)
z4qS`zdtC%-Jh|VWDipqIcV(5Nn}!QbunskZTbgR|Q1{<IvQa?HWEQY?mzbnog5^mp
zK$GNFWg@D>MsAv6p_I)f8kczch+6Us%v~x?zN>3KLMZoASrAxK@->5fmjoE-b_Ekj
z0PdoHXeb;6%`L;i#Eby93?V&0#Ug%2WI9pa7rVcuaW#sRB~80^3U;*Xz+=FP%6{YX
z#AsLLza%2!tiS)4?@zd}UcOp=DwCr#;Kzw_`}k-qRcxkc1_O`35+fBizu0Z+r}AL!
zv>lT6i>Ejxrox`}#w+1Tx{#g<GiHYTZXBIVE)Fc;h|dk=LW)v{M-<omwxX3OFP8Ur
zd+m1n?TnMtsXKq-5=Y+NGdo3++%LJFO)Bq*ID{9{6*ku|C6p&WYo<<!W&0-76SCg1
zu$feo(%|?WM8sWerFvA^q@s4p286uiKD**Tk?A#G?^v$hrThMrwKAk#qgl?q0Ij1=
zI;m>``c_#vf+)Km-PQQl`!XfT7X!X;_nWSZYJEgQMuK~Lu9ARq&&2~^n*z27f26-#
z>9E~XYA$^p6U<w$X(Mg6Bxqup&kcjda4L8R46&|_7Ozkg$_M6BgG9P<Yj!MeobJ9p
zwa<!N-ITBxbn`bmCU(9KSN$UxzAN@Jue1D-Mf}hEDvHD4^1GaK*|%+weG2%RiM0o9
za{Z5tw^$a5$!7RZ|L$5vGwATY+%}KV1Sv6*VXhwyhyU&-h5C2P5_;L3Y15t+>)-7J
z`qw0yk|^47(2g{aFT;Aj(b6P0{t<?9tv>Q*+QEuhWn2(<pV)H&qBIP!TcAIAQl{0c
zd`zQ1^f>qq7~&G`K@6g_6;z|5jmSvdZ)qQZQBAWEZLU)BcyjG^GaKLN|44O8pP&+X
zKXXGnD&T*S+*7+D%S+LG;}ZDjN*OTC7=J!e{w=G!rDmSABo^ereH<YQdwFCz%^q;k
z7<A|#)<#$IQq?3xCd2#DBYardhpfZv=9}x`&5zUkD0jC=tkc!<u_4m~e4>dn`yV6r
zBkGh-V!VSlRG(6?ef-(SbPplwzqPV{+1RZ9*5VB(j?G(PJ~xVH5l;*hq<PpnXLWL9
z!)u@>`s-u&oG7*@>XgI+)>^IlM^0c0D;Vx$_tolm>N!32pSy((ooCJUO)YFS^hG^d
z&;T`TAg}@JJsYT|stOOKg0$}xtSpTA0KLEKM!iT=V2;3@>Va#fU`BT+S^vR2*!?3M
z2AK$qW)=q^U!I^J@hn*oibtEH2L<x6k%Ve4KFYB+8?N{o{<<$we9XOSIk*0iahcQy
z4wGxrl}c3Oy{Gm|uTAbAbCb1QHG8(WoxT`1F5ZRrrO;g#uRE1k(moQ#1Vfb9=Ql7N
zR<&&VhoYNf-&VxbAO1i#&TwAM4gq@nM-Y@=sSbsApxZpob*Mo0XmtKuDU}Qv3;Vz4
z^>2Aqbh(o&hK>OI+0oevL}Rflx}c)7N@SS;DaGJ&&d5(wpuMTES`ci%4I>vZn?&LH
zo(>u^=$;**PDHHF&s8vIyx1F5MW&@-dkPP=FgN;<65tQ}@EOnVO$I+6LGl$(V7uN(
z2Q{_Uu}d)R<1RxO{`V}OqszF~(ZE;I!`wPsYD{w#x}r<Ww;IQkRL-|uJG%p)A?~kl
zX+wn14*bt4>`&DF=yKPE1u^ejC_V*$zw-FK_V{t`)=p*+vVFc<M5A#Yr<pfCyH4FY
z^ZwvMXa0iu=0%Wf(F>f!7QX(S<PEgSJY7$EruTTB&+o3pu50?pCYQ)pKOwg8$F`Hj
zI;n$+e2H^wU=9?wqMK>?TM;9T7}O;r$HG(&{Vqd*hYSq^4t<iaA9%Gc(*GfXwkw)j
zHT1g!RyzZ+g~#-l^l!~Brb@Z8zSkgQ`Lp=g`0HE|6XL;@68dtSwo1Yovh@tMlFf}Z
z@v-lw;$xJToJI)*=zo4K9!!IzvXpGk#g1^hv*%K7?&dfi#uUPR-SG<X1BGV+xmq#L
z_4RJgCo|Pwn4CU}f}oI-^W8MQs)a`G=9R76Kk~AwBrf%+zIizjh-RasVon$9FKe|Y
z=_L+O`AVO=^Xyl=mAT<Mo*NwMUdA=AP^8%qiQ5Rf^c1%}fjcnpkc+9<a<Q1L2v8Kg
z>}U`Ls*kx_P;z@g*E6W5;~}-w<Y79J?jz9bw69(69a&vn?Lq;HZ!dZAd5)!3hL*?h
zY_CmY;d$|SjVEtBu+2qGa$@0Xj}uaOxD<erh#V6nW8yd@r{x~fuD>}!;njI%VrJ2*
zn6H-*qnGe$X}sqR&*a+P^T-IIdV}V8^rR>Y=p!qTWtOpLj-XW)1X!iE?6S4j?dzUS
zJu{5v<=l-o*OKF@K>EY8|A_52emfKZUKcfr9>>Pk*8$dcdjLksA$%?g)bPoT!Z_i~
z#zCHq<6vZQ5%c8gV0@-(sN}9ncI=Rh{=+QjWl7VU3E2)oOv3>fS8&;^N}5gNNg>+R
z!c!)-BJS!bv73YTlg+Vi$NQ~`{6wv-R3JYBN#*TiPV?Ty#l@GTT`<w>9j-jp+z6F*
zkgGrq1*+w*s}h6Gc0<^JgYVjDdD?a6LZvePIFR_fnMm5Y4CJ{U+nO$SVkSs;#fvBO
zmnldTQ*bvDMz+B9UkvtV9$mZ5A!VIes4zL3Srpp&rEQMbjR=c4;BI55Ru8(k0_-L4
zNV1+Wb}Dp0jc``<DNE|N!m&bW1!Jcfh*&9(k?<pwJ}^Q|8+mY0?}_}bR||~pj|W?5
zPj0@V{0_H)-#-K=bmPeb4SEfJo?on#5&dRC#9p|BV0cJ0TNhCt8&xfp;#~{a5YbjY
zq>(`{+$&Db(4}({;cX+^bbF=&1XtZ45@L{#9Gu=@BQg|*pm$IcR=0x>a3KGYE*z=Y
zJ(E5&1!n=s)kc;>X0!U#)%;LS`_|CHm@QQ@?tiNUe}wl6SS~2V><PZLcQ2c%T%4x$
zg5X}CxftJx;1Cl*jH0ukyp?82(ut?s<&4vh69{@gLo2@e;|sH_Qi_jl-v$rNJ140b
zTTxLi*Z^DDZve6!uDQW7x}%|Mzw;?M;^MD4IhwnD@;b70ct^?5rDo+`L;BLENvD`n
zbi^$0Q-&mav+!i#>*o2$>lLf@4l;z`)JcqPr4+s5Qn!?aU2ye`QFtm>uxMZbiav(g
z7W!q<A@#NMjSl_aS**&1+obWK)|xn^3<RLFYO;5iYG(E4KOK?0l@NvW@VLp}C<5w6
z?lEqU687@%w+#%b#MFgx#KH=5DHPA6j>T1|K8rZ);s6PdL#J-#A?omB|DjoX%68bE
z)#n7h{Q`xOX2nVEi@!#nFHtP+@gvv-JX01wWb;)JKcv};P+O}?jU+kT_SOGCjJ;)C
zRA1OODk>r+AWDans7OdRDyc{aDBa!NCEXwxbW2F*(A^D6&(PgH#1QWqmH+dc_nZ%B
zKJ%N|?7jBA?seT)@Uxkhn!AbT&xdZzjKge_Nh=q4y0(x?%$npc1BBa401-2rNb9+>
zt?A*iu-mXLaew?yCK`9_NY@C?QqZ42fX+io*dsuhg#>jf(P_AqX*&mM)#AvFZ%c(4
zNE>s!`_1LWy4<W=NY2jTodXRIh>w;ewyf-ZX>5Z3B)8zFeVx(g87WjLUHm8~+wh_H
zm*aFx*wo4puCIW>Xay$po7{N)K_SJ&C7LsUxWz{b)0--YI+{zeOljFDI%7~0!kd?i
z@WOjCwO?xg0@6aPx|ds~cng)w$}ydFQ;@u=(lc+;?Z7c%`O9gIbG<w^a)7>A-ORiu
zay85NP)+d3`e<4+;OPOmMt*7+E<iBJ{vv~TggUqB!${KFGptWvN24PD9kjkXveAa|
zndU7uB)W+Dp`yq6#!@a`^%_6z-?16Qlc*kry&EtEf10wIvS(T_f!lNUJJWb<f%g5u
zyw}=-b%lcZ82Y;Eoj3LK?x34%ehL$6%we9Je~;Kg`>qtNQ=YP91+sH%6IC5vS@Z+U
zxM;_Y7SmCAMpKtyCrf2-HXa8O61Z5jqexcbK5M*rB5VGhKK__8kk?fG_}-_aWMcKJ
z1b{1O|HarA?}M@-n^Nd(tiYr@IBZ45E2t~*d)Q2Vp&C!Njv)R0aQK(G<t4e(U*4HN
zrBZ&a$CAAIt<&UTkhxm!ofdt;*O-^gxjEYHv^4zP@ap{IZ0Q8e$Hby<$t_({aOlA1
zC*>CHIn`13IDS12$0)Uq6AF@%3KS$NDUe0eSB2!rHi(mcWn4w_0M#P*w3jQ^N<~!_
zf4r=J{{2g2e8q-LZn170yzq5oH*bmaUvQJ!qIuk7tg%v!ib(Ia6i(KiH(RlpV#~&5
z$~%WD$mC{cR#>fC_YCyQ`0z3pS9kW6(J)zGaf*?PhM;T(7tqh$D=fPC!*zMWGJ+pF
zWZGXp`DM%HM=nJ3`ke$QQMqvg`S@49j^|vG?}@NuDPqgQCumgU!Dd_<O;2qTi_UOw
zvQ+e<j@U+0l$_2mhzF-Z$ec3T_)cHIn%g4YzZ)Bw^3(dKr(eoi+v@Fm$)zSSlRjCa
zM@1XArPxRxaM03av4HyIKcj&f@Zv2Ba=_NV?eE#qxSUM&w7*(_ie%Ic+qA)tWGZz8
zUltO(FiOvr50FGaB#uFu$$$KU$Bzxqnt#8AH&gIe)D2B$a-eJa`3Lha3!|(Sok){D
z0z_Qr?&|F&G{<lhnTzR8h6jJx&Rq+k`L0L%4}WOHGTfHZz0ZB0z<h*5s)A!C+nR*L
zc`IeDJdYQ5dA!lcMKo8{zGbow!?dB;J9S8V)ck2zkuAjjDU?hl{1eI4;hm?^M#@!p
z0UtLY+5>75UO`sViP>N_S6Yv4ky8~DDB(cTaQ+Bytwfa4Bp;j}Cu(kRN)<;~UI~Gj
zl=B8&fIQHZfloos%TGA=Jr7uz71uMNE4iK%?$4-yiw_#zUb1^7ItP!Q{hp<DAoG!6
zt?B{}jVORH`8`uPdP~ZGqu#4utr+$REiPJjVC`<brgJCRz=WGO2#F#ZD#!^>21A=Y
zuZ5F`K>I``W<GQSPzZy^tzr&-xU1z*mAN(ZnBrx<cl~4Y(iL@nDQIwzk#~3BHg#ad
z{ovJaDi$5`!wbCb@@^-@sn70;?QX+l(XM$Q_g3DwZfutfRVfuk^x`m~OIMr&NQT9i
z2YA+LI{+GXmj!+CANB$a$zE^_M`b2FLx_;Q{xePhgpB2frK4SSq8Zc$j>7^1`Q`^W
zeSWDSDRA}Kx!7VJq~KG5JU9I!HnCqVU(E*upzBf?iL~Lm`tSUf=PJHv6(t8j!6fOK
z$G&#uq5%-#0sP*O=Pv_c=IrK!!lkmMz=OX4G_|q=prV~P=@&SpTYIK6)JZb@COUJ&
zk+JYyj_{JHW;}eeS7gl^YL4>7wZ)6>bJTqANcRVm6%V$epx8+Lz&8@}k#9E8!`_)!
z(oxTA%`ghR6ft=kdoBhs+Q8sN>&GQTFBKo}pj&^vVW+-EC-eUABQ42ODiQ)vTi38I
zP&i2rJ-29btbF}2r3bOw>#(|e=XP|j6Qcf<WlfrB><;9e&yU-N`3eOoZ;Kz*JEh<y
z{VYZ-5b6-YTU-Fq*{)WkH5H6p*|hyWAjVnBr07a%!?>H8D`uPVHmb8KM*OBFSEvi+
z{{FH>_lAJU%<gxW1&_kxPCwO=n;6Oyv@{hj3ky@65<@GJCoviXvC=nMf`@Q(8KDL9
zfWGfs6@TGsF*SEkyAS1*`?|zH9bUi~7sqJAu1ew-QX-l-zx!5+tzVGSqar$QC!su0
zQug1E1p`l0d`gpcfa|K;tJb}+gjv7_Dm@F9wlJ}`1GIaz8!ct4+}ojHkMD`G1<07T
z)JAU-Kb=>=nUeED{Q71YQ-2vl`~w%y`YpJh!C+SAe`1s?<`kF4k-BvttsGo=uN;bm
zH6!B<Zu8C5)G!Ue-iHA`Pl?^w8&K+=5-nPCs<4^_FUM^ia5cBwdR9@&lvUBvpqrO}
z*!5F&ZGlE>gh=V);qW#pqxj1;v3?EvBw*Xu1g%@Q0wOYwfc{u8N4KR%a@|~ybdX%P
z$|}ofa$3L_>aRFa=XPwYwqRG><hWBiwQ7mqbsrUg)}R@M5;YCXRVdEYSEKe>OGpGF
zD5vJjQ^%Byj-Tb7l8m|=&b$RoWvE9n(~_!iE`5rL`0j8!qxiuQd=c<kS5Mn8N=J=s
zF!)aw#5_o+gP*l|lh;$=b&>Xq6HlbUv5o?u3bf#KNxrkHqQo%@ZaihQ#ip-cVD6Bn
z9yl=p0t=Pro7G)j{<>S$Zg)|83~MiTZBEt%iJ)Yoo;c{myxaFa0`|Nm8V6N!;fMaF
z>|-t<EM~K!qK?9^SNHgo?UXyG3g+8bCK;1y_YBYLIUs{sw5ki#A7&v}w&%R9bbkdt
z)KQ7&-YKW)yNhD0Y<O?Ex}02BDPq{}Un-J*cf0XkoA>gbLaCmI*wk2Kp1&418A0DJ
zCD-TAU(fuNMQGy_LV{Ni;1#8`K<aq<cL&gLtNH9_we3@n(XG1WT95v{qfs=T#;(do
zq5({w0xrEtrt-P;jMId*0Y$*Gd={Lx?2`L^eC+bny;pcYR)i^T<1FO!@Y$V<(yF@G
zyaTn~QHLgv$efak^3IY9P$<mn{4Mo(U2nup()J$b?L2VO5ddQH={435;N&;ubdrXC
zet3gS1O4e!UV5I*J?JxALmxTF9$@ds6XHc~b`vC4vg$&NJ||Dsax3WY_p(C<RWq=j
zD4<L>tdDa9_WY~dt?z>s{J}x$H*^lJ_^8OJnp9rvn35$G(+x@ixxjc6#LLAq{`1nu
zb^U$AI}|94w6vnsMl(CSDiBs?2_!lMfF`=41V>Mpu%J9Xzv*@>v5d(2!{045kXuCy
zuky&*$%ORqob2@`v|6fTtR)m}?!dojT{19akf$5vQc%N9pa>lt4r3R<go`4+#0!vW
zc&DkO^tB_ciNVHWtg1Yb7Vcm|`W!JXXu*2>8N~X8we{%V)17}VcsXeFh`%0#BIe#h
zCg<M{b9VuW-(;Bm%Kom<T;8|p{Q1+1Qv)sh^V<9hF+$z@M7+l2po#C-hznel(`4p*
zX=eg40+U-X+}YWrTVi~J&az=GAw6aPKIJ)VFB43Wncn^_`*?;2hrTA{+PgcuokFq|
zI8IKW|ERmmAl8)avI}Klz!xi#s$)e3LsWOD6W|7jU6u{?J_3{`Gsx<XZ*Z43K&KK(
zF$v-QK4iAGXn?5fFxtg**rlee_*aa8A%@9~V>e71F5w=$+4$`~HJh7em+0UXeSGBY
zjyatDH2yGKGnjtzLva}4j$jYkfrI|o?+^)!y`x{ZT4{kU8Ldnfk}aG#fqLbpMae~W
z<HIDM19ntyHr?OoG=^tN1iW>a6_;q7?@CO<{3%OkJhY1KpME4&xff7f*96V^7W-<E
zc$_8j+%<X@j}p}jHTAWrDW<3Fi-5~7YE!?-bBdAZg1L}6rj-ICfk^UW{lq$Uye`z&
zVP->~TN7y!U=&##^+jvcN+P(Ty(uGaCY^dLCG<V0fOvR{%gK}~VV@%7XSXd=f4KKl
zbgfpJ4$HAYCP>Mhbo*5g&|k11-kg*XJa<8xN$=U?sT;z`Wcp{{pp&>iU?ZB8MB(OQ
zc?+a+TE@EqwOyW&TmR3E`;o9{MwQl1BzL7lg@Yixur$Io^ybygdm6rroc~ti;vLXE
z7DjyVu^ZfxEthYH(#RmUpx=|b2)12!E;jjLn1?4_`}x_9_P)SJ+z;=>7#ji8mD7jB
z|Kx`r#f7#&2lFaX5K`>2mAFb-SAPH0t^CcH_Uq$V%A1qJ8<-<ZrvguHP_KXPF$INe
zG4^5not7~r)%m(#07DA&wx4O*JK}=71w^YR?zCmTOLYq+9V7xUnJpO!@c<Co2L?-S
zSv{w=39`Q0r01lXsHM2SDCr5>o`glc7=fGj<sDz%Ch+OsS#wpe2>ips0KBOWL+gVF
zwoWdjW$q|9F$}kyIi-tDB7>#AVECQxsN0(_B+|Dy1CChK$WILsCTmXWaLSJvg^Vi5
zH>(Uz%DrFc4!e-=jBc9=h+4TWX;5ORuak9HGL``*>a15zx~g?Uvu{{g;+O<rnQ7+y
zmWZc-){ve~OHB++dxHAOeNipPJIZ(b;{=eST>XC)%$l(NbW;_bZDVkMQzJ~(saR6V
zB3EOW^U`cc5QwnnhJi|XgBu^OXK@7dc-j>oA2*Km{50)mlatee<A26A4?B1W%vg9_
zKScHXyRv!dc^YyAH`fYK;Taxt{jeE&35D7I<|<tpN6jjb6j5ub^t|^YmvLPjP%Hqd
zU8{R>o4c%6kkdQOi>hBOa`E-QM^uSF^Qc3R38!;srv>O~<sLP5kaf^KKG^+XpKxzL
z$Dtsw(vNMf_?@((s@-`0x37%rPYA=CX9_1eII2~ltD>xL{uKsCxw-Gp1q<vQ3S09P
z?xHXDc!c$0$+ZA79L1@&01#6ks||OT;uRT-(32M+hfJQ{MI1oOZ1?AB@`^oQt-_x=
zDP0ML==uM9qT4^_UhbB$lCou(g&+m~#vkZ>xm<=z!ni2w8Ub;Os?F&O6SXsws$Dl-
zIk0$DP#vb?l=8a3+*)9wd}(FfQ46UAQ@%f$Ww4;V<)Wrrv7WGj<CaTNo?_|>))alz
zvx+B%qysQJZ|19s9pqD3AQn0{o=9u+4x3DaUlG!x`6c^0Gf#AU;Co$%u<NAjxqhNt
zV(@pT?<~S1Faw^tYqk7HQ27RRsuMR?`S?tS)bnu6VtI#q>(4h59r<PD3F?pvImDNU
zk~equUtJgn))<9d><b^ipM1^CC3<}W7w~Uf7`|L+Qk?l{*-Kh6!-wv+uWZ{D#DW0B
zugA2iv9dOPEgMT+;~rs8G-;E!>dxeaEcM2IT9GqF^3MX1UXV;Qql+h-eh6>t=vt9s
zfjewX9RPVR3K=aVuYUwP98QD{&a@7N_cb9L=xwC0GoXFNJeDwx4QZ!cnY(Wllg&@F
zc6)FoWXFzjk?a+~4#QnsF%M6l|3dUfbYmUPT|+%jo5j?=zd+&&SzQ1fUuY*A%P}fq
z{6u}!>XVO#8Z7quDL&68DsvCt<)gPL9>5~v{!JEtVEmTDHx)Bg$s7TLYii5M1Y+2C
zm)QE`wE3K#U;0DDIy?G1cE=a7A@9JnLP(Qo!Vp2soHP?rkNhE_B)^!0QTv%ktEaJ$
zK}pEJeM2NgOWDbYLczjNh(uhmrGosCU19j(2be}W5wrbIW70w%yYMjsbNMV6Jgz>1
z3*)}`(33rAPBwlWjaf1}pCPn^eEO63GtEa6NY^anr}$(g04?)X`YSk%&1K3%GJ&$!
z;%m?RAwMMmwr#eM3@EyYZvmjMhxIDasIqr;6EH^3Bm<_FJv<7gsSxvxF)s5psS#@{
zAkuTC|6!s8297(QDwT`#)fy*<)ZGv|^k)2R_oJY(rNzf_Cr5Z;-_Oj}@~Yk^!?l0i
zDX22&3!&}_4`6m7l})%}>O-r;QB2b)qXaH8ekHVs)tWcRgQo~9Yp?;t0|T6gG(1Mt
z<oM6eSe~CYnzS$xpE$ejeYk4>`fS!R{ENKSNd)P*C#RhF+g9vQ^;#ie$ZDO`SH`#n
zhYJ*_!Fb1(rcd)Xn@juu&Oagrd2n@>6UR<Mon+O0&6rbe+V+iXbr8izIfG^L`cp(S
zPk5jdJKu<AsPtg*{jN4?wLtB46|f|%^h1{U(}#ZT42*Z^#|s~blkYZ1js2@#)QXA_
zVk~u#ay+@hd3E>84#e>;LHuL}#%=>*9oh~QNJM+T@7$MX>l2}M93x;<ZcKLlpvt~-
zal|T;R8m07N9f{#k~A71O+9g4e5xSL54AgIWb4b_w+C5I3TP7eveO-d`t9HD_mYp8
zEdbht^GZY_uQYYl;GQJts2b{mm3f722B%MpjDy|X5R$UPm!3Hi4*$+yA_dHv+C;mg
z!yBf_m{Yp;c|z46#dq%m+lSZ3E_CL)>5><K@W09(w8*MUxI;tLm6K~Wj9XvvhS-p~
ztFBGMmxpF+K`tz1=`O(8U<v=;1smO3_ql>X(43bJ5Knp2I|OX8**{=jQ@DB$qOBO!
z8##|B^UMKok-0z{B}v9d*;i%{mVEYU;j0sCa7e^~@!YAcC9k>DCI7DuMfTd~HEfAi
zZkTRJ<x;&M$i(q}m_AZ0m<Z4mBv%xmT%+1RuL_tzNVS^g^U0pwH9lvnZihQ=6>%>@
zj=?@CJre|&yqi%M(Rx6%;vUXhbbHj(l5*yZ@`(n6p{D#kzu(lKB1(I(K7)q(wq@Yr
z5!_qgcSknQ<dLra$&Y968<PvsIOnFVukI(u^q#KX-X<%ZkMbcl9;G7xAF|4>%$6B5
zb$<^*ViKs?PBqU?To@{zceIK&Z_;lr08PV@JkPNU_0L0jz+?g+W%<<dk>Yw;R0Qk{
zeRrV_m$V=~F6Y&RcP$upZ&2XSux({=h!e4UV1vzt*MnM`-Jn=Nwal*R#u@uZh*7x8
z$zwH%{Fco%Y=B)94y&V6^GN)AwY#c6=djpOeKj^nhBn}~JNk!o*y+ie^SfO7N3^Z`
ztRSZo<a~JaJTBW&W<yZ$Ca2%a|HPpQ?Z{8|iaN4^bBN0QYrd(u=vi*x>GM~q+q5-=
zv~X?BwPx~r+6@57wyyiKcPrZ{<%hoac=TX^ldO!-&8S-DsB51#@M3R>g-?C#6nR9p
zMgH5-*LBPyN#@33(vAFN$be{)H@dp^aV@{QZx+yLK%-pKLlId!{*2V&y#(c+pZ9!C
zLYDK|cABeh0cn8DDmdTf``c58r!=n8S=4NCf-vs_msqZyZqH$Nz%yqz9Su!Md4xg8
z^lq#`UAf98gQh<fz}bO;rn`r}_bgvV49!MP@;{-%@TjN!7(r9W3TZcN1Ew1j^#piT
z5N3jjQqi6V7_$`M<xWU9ott?9x6Y+cwbOME2^RjzaPa{K7;6Tf59EMOvEFR^XI7HV
z;p))s+qVacb;Wgbbz_A*1wF4WxIkofiejOiYVe=x1yf&Wk}V>8M|#_O?sF8Dt!5GL
zsG|!Z|G~$Oqs~f^06}Syl4S`c_6D;~K=oV5a4R8;#KkP708T7xAqsxbOJ+k2$we@S
zt_zM3x{Sei_{)B*HW(F?04S=dMT2*NpP5{_$p_o%N(;SYK=big9`i=U)HtsC`|Dy$
z4!eVzK>6dFb%*4mr?EYG{R-(WHf`bE{R4;91rb`)dZpU2?~E!Cs~e77a^^#12LlM)
zYI^%w6aYz5UM08+MCJ~PQ*x~VZ4^gCJ<uLO02K-d6|hJ-LxIES?v&%q)Mn40`@AUF
zX4=$(nW}dS0oxXuMOffk$JM4ew>2xfsD->0Epcb0wgF}=3y?kh3dIi)BWa#`l#gye
zpXY?t%`sMy$?bPDor?<4%7An=b`0qD-6yt;ZNXfrDmMDhp4C<7E!pVf`TD2;UWHFO
z2ZdX?pgA|yN%hPxEJgn8AUbZScr!t!`Xx~B@HDNCHp3v~J3~T54T-vjm`uqla6~3S
zdHQCwQdZRHIOkqIcNpA2%`b9^n1H}PD~o<4=L6e@?{@}8rWSVxV40|<Mh31U<6Ufz
z{3Z}E=y^<)=u1i`@FA}x64o@%={ci!vY~IvR|lYfq8aq<L?iPWN8L8>i?yjrETR0W
zJ*ESIu4Nb%@v?<*H-m|=$CS|k0eR|V8js;bhm}E%yW0xkY&<iXrtIP*@&P+eJJYwE
zfXLwm5LM2>Y#dI;qvKI0Cp(NwL}WBdAmDk)4}SYL8k**c-Jcs?`80h_F8VmtN;Kv;
zZRB&8QLo<cqpeFJBX(RzxJ$$&88@lDF!{RV;_(Wg(~*@h;k_skJ=X6fFwZs{BC|GO
zc#dclwBUX4tZcL*g&Vk<MH@jOjKB&f1DI2PeXbk@#@}&?OJOh9ObhG8F3(Sid2D_-
z&j2y^foZ*);+0*?-Eb0nF-uw&6<{LC(7!X&Fk^Q6Aqhz^U$xU-T50s7=)wO;BIT=Y
zNI%!H1=f`x`vNBpj1s$=G<y=EUW+0z7q^Ex9C4@SiFd7LOf-`Z^Lpt+>S9Z`^75N{
zz9rm?(7%}0Rbc+^NTN`M5q-*o7m)ZReMR?_QJww_E&ki={ON}0r^smiwFFu^+1+UI
zJ<iJkF8`*Cs=-}!IT(BY92m}dD$2>-*U-@5*@tZ-6vYYZjz(1vcV?2`etU+8i>qak
z?zxr`9m8Xr>5L$?tkoVRK-!MrMdk$+jwfL{UcHm6*MU^IZ8XrH>|{N9(Ql5E+YkX<
zaPm4SBRCiLM)i%<cqutTPJh?Bc~BUCh?6^Y??Vt%{l+06qvly!Z;}Ud^O<~JX}R?X
zl~`{NyPpr!gyV1B<n-`4Rz?t<bwaNsgDpRYmvbkwido76Mv3vSALvNM9~iR2fLF_H
zRAr&op`jr~cQpltuct?1kRi*Nq=NqThpcaeU&9bWMvhm<OJe_HolB62^Jmhkww&M#
zyOTlK^3~P+X!#s|>7{A*1R&-&)%6m28o5!KzcL#`@xD7qtBi5?H13)9Zh+Xul2t7%
z_jvtH+ehKN;@gOeXw{`w9v&i+wq(9d;t-js_dfUAf(;NGpT`EeViSwtwus81ml*8p
z-*h*+dtgUbOoe3K1RPIv+3|Be=9_p3IPd>B<;W-gU91Z)LrD6hwR4^UD%sEaY~(WT
z%)t2S6|nqj2@bDH&joHkxYb+(<VXwgU-=qupeGm3HQa;`kq4McSNgNE9D;|zi|L9!
za{U@nh&OM2m0PHu9$l5p$_>8Il_A74l+$9z4}JXB*j^ZWBv-LxU?2i8RBg^H>wMJX
zt_@kE1q}bV>$gt*>4IM`G{LJ5(DG+jQy(sJ6xtVxeoihg-g#|zb7x>`ZIdpjGUJvZ
zO>Ard{skDn&u?YmzJaJBF^CF)LEO2zIdR2Ht^6bTj8yNoP&A{efrjO9cI4?u_N&PP
zb-sf$Kp|ju4IL`$Lefd{l8__{JiOzTrCU?tP2`pnD>}@LICWY*?E6sw$Z`e>Gss?<
zeTR~xM3|OH36wAdK2ajd;D6gDt3<R^b5&63yue-U$|HO91)7Eg?FQhp7%p{xGx$Q6
z4*lQ)Oh)GmYPMM`+K)FUz5xE=xP|L-tYL2<U^v#fZb9AupPs3mQVG<^tBK@qY`JAY
zjP72K#w=voKkjn6(NeT{t5Y~E@J{)284zP=z7XvR6?-jLB0okuFAXQ1NQ?hv81nHw
z#K=KX8Uh)lZ&z7JnIBwhn7Cx6=92UpvIFE_-8(PC8VxHfrdENvEnl@F6R64al!}|p
zybt@hX7so}k@MPVEp|rw`uQR4Qi0*TDA>D=K@kcH3VIjA(u5U`oJa#(n{0PNtV{C!
z4AV!&iw!IX))Kv>N1S0>wL6D7x}-Z`Kzz(_j|V7Jx8oR9p3;6!Isz><H2;(&yr3ka
z#vS7n!|-Y&5Jn4#ZpPEKJP`tLqKvoSbbyV<yLiqpV8a@VGJvGPBrtr;8`np(2GVzf
z8^d=~klM;#0*;%RlF>{Yw=({8Zc*s^@lAuMvaKc_CX?qh@9If)@~W@43&4CCHj|fU
ze%^rU%I*B3{io@D>u9qfWiTy;GJvZ|<hy}6Qx>rSyTwt1yc)e*xj7Xvp^eMH+p^S-
z{jUKja@(dQeNb>0ScCt(HM?tL`nTifXX&e+>Z=?4c?Sv2Ib=qJ%gh6S85lC?8Zt}L
zDk9uc>+sz((!k8e7&Pe@kih{D;BA&)9C<ObBy3ptb}{Gc9}_O%i_$gjz%$F0JvJst
zSlzJ>?A95#3uIH6fy_^vbYRLMxUFUYDfX?JsAr4popx*Hq?o9GrjbMe%s!yXLQQA5
z3{t@Iheh4^0UqJ?$*+>hQnPY{p>peL({?D8rI^nwIjCl1DjQ3xo3JEIGr2r*+&8pO
zM|82>?K_id831&u$K=h2%<Si$^m_IQ7EH9{kTT9U|7-m5#&(oEp&?ddW3y|zeZ-03
zS;)?Rs#>=WWQXm*K6HE^aadGi*NxtEgqMieBm!HNn9{Z+#<L&b6^Y)v+D)LR68uGi
z_Q1O!S?S6%q>|+yQbOyP?MaE1fPRU(Wh>_JYez;{j(R%>q%HB=Nuokea_JB}R-7Cs
zkEpry4x8N}1G0b<F9()5l$#jNToS?Od84WAXzD4G%yp|R@T?5NJ4%@Ixj1tw;`p^0
z_x3t4Dti(+GgC{E{I%D#6!K-hJ+_2;!gy!xu7@JTs2^Pj#k0<gQgQ3{(RN=G;e#&0
ze^`~o_I<gB{!G5CeVeuj!se5Ht39IaCxZj=!0N9gEP4lX>6no|vHEc&Oy{t<4glvh
zBaEOpRpBf&k|-mr3G<6JQC45PRb8bUyY9AaC;`TrG9jBA?Y`aXaFQvI00egHYFW1{
zJ}{e*He4X?QS0C*R6oX3tU!XkX62rNDbj~rRQp)ZF9Od?@4VM?v5XnU%*62*IM_U1
zJ7ii^lxOG?xIUi2y6A7X$b1@=fv!-?H2D@3@lBE1bIpO-RlI=d!isra7#}`fN7lhH
zx2rOB)nnB%lj29!&s5nD?(1m5zw8<_DjnYYA8!jjgUKDmy^luYLeT!iK$`30bX9Z~
zy`9r7m(V*n%%)8Ly7!i;ugv#5ccHoC?f8lmI*6cQ#ysk%rfqq=^H|_cCHw){JktsM
zel^rpr`;kVQ7`T9;`V^HeZ5B3=Hc~HI5y=cIvcpra6ZaSN4#8r!&cLGkroEDHXqY;
zBvPCOcu+NBtHSgaf&=w-l>wdIq|IklMZ8>;&3xN)c6Xn&W@pbHNLAel-xj3(!#^qm
zy0>Oi8y<NQBVg;y+9sY1U%I4_FvVzMx%onvI1`Kg)O+AX*gCSw`_SW!`H+bdxE;3t
zV=kMg@`Jj{_uqkfUNCsfJAm+Y*ByA(l&6ZlIF0li6VTthJqBU%6~`;v)X!P_kyWPL
zY>0g%1nqZ*G<sG6z2YSI+8K0(Ss&(!MD8LbApa&oA}~oSbbx|oPmc&X+TgoEQKWYo
z)sa4mAWUQV2#D+rtQ17FR=TV%VJ^>v&4HPpK@;$NML6)<`Ka!Qs{P}3P|tg~-I}ZK
z8a#i2fVHKw)Z=fe2J!);p=87DYy(mmP0!HsfPQ2(E&wMBK(k6T1@%wz52TAnf4w$g
zU$O}8oGHO*km9GM`+T$ZTS~wJa%3secQ*O<&YT++Iq1C~6$Ms2p5df5bwU*sOrs#+
z75aX9hX-y=EuC_G*DIDIUe8cA(I<0AzwzdgY4+xN#N&vDS69dHyaEzaoRk)(vS?z8
z=2J?e>E>A{(h>nI#PJ4w{8G0o4<o<yB#k;e>-xJI*41a5s&KzrNN!m$I^4c-LptS+
z$SZ~Yt0rcgSFf?El+$heR-t7H=KLm28q#XOb^mc>-nhp+^#KG5Tw~Y4`=e}Q#~51k
z5YF6vt}Ec4GSrw?R}hGQy`G(gf8P1nai&wgWefH62@;@s_7%1%l$eXudel;Ys0CG9
zSXS59&M=a?#w11+FuCL%eOBNTO<YVk7hyP8!#CRt&m*t#zj%}#6JE1Oa$P;9-=|>l
zv*SFgs2Ctuy)^>~kad-%t9TkS5Ph{F*TTtJvP`hUy8yZ<?q84v!c*4{W9Z3K`?Ln@
zr%#LAAG-}<je3~A8@Dtar|jlzC|-FwL&EF%If#(JTJZXXvD_QL!FlJ`?z3gPg40w%
zK09b*lRF*OgJeZPPmU&_K~fS(lNmC7yXwg_F=1Bykm(dm@wu#e7I$2c$sSzUvOE0T
zINM~mZW$_HX_7z}3tMBjEOxFiPfliFK@Y6|tI|7r`(E4Wv*8t+w#9^6a?IoW-(Z~p
zMyzlhX@dSXiLpTzf5IJGQ2fcF7<sRv%-%1oyego2iuch2MK`V`$r<j<EM#<y!C#Hl
zT~W5|b`zMDIvJpqxqdq-$$#@?8u!_hMR=d{f&;239pSzM{N|tIvPeSn-2@oxeT?q`
zGZcQUN)pnaW+=Q4(B?+3^y(N&zbG){^?n|GNL+FFiRTh%3lB|{;@*n-B-F7-lIgOO
zNy^tKcx=m>51H~6<1L5!eu-!6S2Qzq*HZYg|Bcdc_?|hE>78eW`26{Eyr3g>f9Aib
zSr^pg*!xw3aJ`-7esnDw8>LUHlTAE5R53#V#gxy~O^&s&Z&Et=y|8SnRH-Q8=DTD@
z6{(3dMSMaOP_!&3^|6AN8E!g;`FNEUQapHQE&p##1b#Kg5GH&n!GS0qKgUNlD*Y=t
z3;3%meZa>H+TL^Q$7<N~2Gk?ktWcGr4u?AFwR5}dpW&;DWg9rA(DQX>D!K{5nG{Ma
zP0S<2ay6E7<mUBD7YI(BMEhI{M!G^20pFV{92={As@93@bJP={xrF6mGnejYU<eC(
z1_=kKOK&HEfG(-fh{i-(G}r)zj(w6TKkY8SPpLoTy*t&=r78-n=b;<8#wTf|UQ(@I
zF#wY`k9W;*74nUUf<BIpE+hT}g8|+XXI0BnV4l9WHUsbF#dGW-$X5lShu;`Yq7!cC
zb~F+8X^riG=dW3LBuWIi`79HGD?uCa-&YG*YOWs9!QfHuOuP?(FXL9jQk?FG0trDe
zm_{3C(%}wODMfl9-#7piF&%*=GH@2H`Jy^o!>6^4iA$-S%<LKR5V!8)YWS4~EjTj&
zX$h&LSxvU4;FJKVWN7Kuvdd2vB>EoVt@f*THByz~{Zrb(+N6Y=g}pGb5^GV~XwtgD
z>7aUz*qdd!01aprZ<;A=1epnYM{u7dO<?V%ZJx*+R}fwjcwIAWJ{;}%ps?jPzK%mJ
zY}t`{6}2(8d3XSy-_o!*TR_^317$Y2)t!B;^$~<mRoT-8JX>N2iuP?K-jocC)e(y2
z0WNQ&e3dnI^e-7dWJ?Wn{tA_C>q?s0-tHC`$A1vW?fs5z;6-+rr`gSU3A{6bsvR^3
zk?}8hfs4+WK8BU+5q|<BiS=Z+-c>P<8ov%uPUGD<zjN$%>lIwgj5;dv`hJYz|7m4P
z`nEtT(}ZkgVtObW6st#Q#|NOb9xonyf$hr%9wkzuw-9;oeA<1K(<4WiVoM}B0c)eZ
zg;0uZR1kjX&pFTxA{v$)`qfe;3a(dPXV_gVFR#*6xH`Ow4LTPOx6(<Mq-+5Rjn0tt
zI>>D3QHPT4ZUQ)`*p!xwZbXBKnvnx7&c!uymQ=R$OZL_b(`*AbtAkZmqbrh=+uXK(
z)K%A0Icl!%4$5s}oc!eCYkX2IS}+{w)j^`hIb@H4ts?64*G*7G_1gVuR+OWtKvOf_
zO&}HM<!9Mc$!TR*?mk_3!w&I)A_1+<ln43U;nz1M)`f5hom?Y;BH1e-nj;z)TS(|e
zZb#K-@gaPFF;T-_B7|m(hrH`#2`#bic_b;Pix&WVy@1gMBaVK^wkDRYDsZxY#4{vl
zsaF)CbW18AyDCb8KuPpZA{IC{*plFQd+TdYJ_^JP_^KC!xS7CrBk>Y5>E|nX!e2#d
zRNIyx!zmR3BMvE6k2uSC@<A4A(N>-i7O1;EN%I`)9t?bq`Ri)O-FoZI&)4|&CCrC9
zOLvcZiu6s|Pj4=zK<Q=k(@Q@-o+r5O)4QIfS9J+{DwD4>Q<N`%^h6~LZxopEwoK_E
zhhEv`G-*Pm@dzHu09CbR|3rT!ic~_~b3A#o_2VD!(YUCdE(MEcNPK4QV|ZY*L-RfA
zCMkW(xgynat^0JRoaHGu4DQKvdKDsJk)D6}_dVlk$zJ2KL-}f^l?=V0f46!QFH3EE
zoS<{1<;p(anDnarf<43`(E)5izr53Y+6(6ZhF(bWfWud`oz19O<>1m{ZIj}pp0t-D
z^2HOC96bJ#+r0JZDcKU7|44Bniw3CCpU|#+*QYjZ>A6(NH)Jdws}@{k(tok%%8qk-
zxWgTE=BL;@X{-DrpH`pER*_a0S~qa5Y&PZt`<40Q*<97xT?|C6C9d5m%h9bE7qE5%
zq1WF|%SQxN*+HPF@LMEf3f-Bp2c!@6bt2Mo;+d-4d(%lD!`jnVbcg_&4q6rG@z_8m
zTZEedFwP#%6I~~`$5eVV?Wz{%%^v)eWJ>#l#ON|xa+HyvYwN$~0dZ8)7(5kN-N$qK
zQ9l(N@d?atfr^Ct|LW+!dzkg{$pXUyEMxg0POz6<YzmRC4RQqjh=sr>p(};0l~-l<
zKg->1b60JFd*Qpyd)jM)37wiGXP0-~vtD}rLjGH-*Nr7@4TtCLv&-9pKl|RxMQQa*
zoa__)Z;}Vzz32X-mZ}Hs?x9;{_xAN_a*#tiOx8M1Q_`nmzX|csYK9mOqgCu5g{pO(
z@IcSm+=gy*N<julDYMx<vHT1DN!H%l21<lqH;=UR3Oi;a<k-)&llkhfqwovdJawl#
zpC!8C(6(|fCfq)AK5!YBgdlBQktbNHLdGZ!J+(Ap$`u7|g!Zq*U1&OPB2$rS8U>d6
zUG-_S1}(z^S=xdBzCH`kba0q&U%lqKjA`l7o({RkM-Q?kv(&?MAbWhCo3#A!XHBY+
zWcL?Wwgx+RM0IMF#e9kxk#@Mw$!>#t>P}8CzFI8y0;r1TdNW>Jtzn`J9MIe950fYR
zXgh4wdT1~(iQLU_!VEZ*FY7vxmzjyg%Xx_ypFQj%N88(NU?~U#U;V=lJ3Yst1kzVQ
zf}&CNq?2L(@qdr}4Jp04JK}tV=y-+&UHqvkHzgS4>5$5t9pgg7HSNYXLXdK;=_HC+
zUR*&93K;Z9o+)K*%)!U4S@guYO(sO`d!6(F5htx@51y|euh{s%EB+zOP;yea#Qh66
zVZZ;GJ@Wh+I20vSh0%gT(Jfkf-5!<t_kS^NN+zh9@dnmOTI>hD@%CGB_x$ioQyiFS
z^r1l^5AgnVkRmp61{Fgyn+qkK1JDr1?L1vlOF<VeFl)A6C84$CC44Azweu1GVe;3X
zNLf*~pCqs6-ONLOP5+k))lo!kCQY9kQla#-nvJmx4<Z%*yG&Xn$z%I*S<d}tU^F(-
zPT4ypYNS`~5=cGqoSM@M8CwMu;y$0mmN0+<7c`v>4az)^1&6VK|JE2U<r{P$77jH=
zK@g0u)Lo=rZ0xSeJ%RQje?v06r0~yfDFJlRm}E)`ejVlQ#2VWlzlib;;NnF~IGIuJ
zTvUa~Z0GNMEe~`Jk&@8qY_&I&QXGH-+c)PNVUAMt@iKdH<?0REp}npLSo>V0jKmzG
z>Nbe;V*8JbL%*S{{fZW7Q-XfY4-?B-@v83p&&_J_Dq8gE<<bh~$L@MFyEdLzsnc|c
zRHPIROk0F|PFRHkYr9lui?vI}s@HBhtPxTg193hpX10L38X38j8#fj<y8;f$R+>}Z
z%iOfIx1%4B-ou>nE}tRs6Wu!S5>5T>DqB&p9vEE7VxEEYodWW%H%)D+f4C%Zh1&a5
zxDWl)k1XFO@n#%A+mQ_nKmc3DsJ6R|){lVQ;h&v*3}nx0tbN3ffc*;XG%6_5<qS2x
zW7^O~^uU}Q*T2xq#T_^*T3i43xXJ*5<&+dgvV*VH;Gu=?=FUJi^NGgU*=1L{uo~h&
z;W{9)Keg|3Pu-_7>+9DCY=f7G?_VHQO!jYgr>E@q4twcd4Iz&e2<^!mfkjt*cYof)
z>Gw-Y7OrnbRwdY@|L$NM-sYyzEfSnNGRX`x9pJ3tX+k<&--EQ-4Bf#Zeav&n&+$a{
zGg{oY(lFrg)w75B0{N?&vWFK{H7CY>cu=+Y9IDWD=ncz4HQXeLx4xbo%`wYJ^2u}$
zj)f<&KcmlnenQo2ye`_2Kh%9-MWbL<)?vi(sYLt!o-5%39;Kg*)~np1sNxIG>=^r*
zY5WvB{Fp0}AGELJ$a+1RO?H1B(d;_BJBTIZ9nqSG$oq=6;eYwu8edv*aMbwtp0l~N
z5Wu+%VZVTt37}9A0b6yCX{J&2%eT^IWpNCNumtP+*QBe07_W1<P4%g5@UIJlH7(7_
z1e~YY6uaI<o>&*hH5X5|M6lNhH%-p;g+<I=5C-Ee^wNu!r+)b6shiVJQ>mmx3sj%W
zY3n#YKAGS3276?l=GM$Y=dOVfmy_nCzzj2a&nG@=V63g>zI9~Li8>%H|M-zxN-9eP
zD2GQoisbJj)t(bB=J3fVDG{{=KV%CLQv7MNCF5Ctb?F+%VJapoi|dC;m<eR_d1_U^
zv`zoaSn#+Min00kalRUxB=Z%cw3qwcy5iPD2fmI{rNMBQAhC+Gm=oFnz;_Cm;iOm?
zQHGi?yruGbNAfH5CW_)yhPh`B1LcsuLXvo}rC*^C75AIud{>PV4eEUOl*I*mKoId9
z#2%>)$jb<{`QQk4Ld>D7gQ-5mj}pPe7C^uH%e}E<?zMlL;tvm>VEbHsdMpfJOzmA^
zW+lPy_3%WWP?1PSmyssE@)!NZ2QNaEYh~!)S#+M0X8}JY0%)ZIil+zBWWwi19bbJq
zqjvFuL-F}AVROX93Z|m}E8E!uW^lk^Q+z@_A>uWZt5j)4g-<WN2)ughmr>M;v{1lY
zAX6fe+HAUZ0?QX^unK0(^Gi$mciu6pRen}q`7^8#*{4p=G&+_^9gCjbvg{)!HpA2i
zFup~_L@lmaud=5FxI22J5vtY601dT0<e)oNtz!NPtS}!voxqqTL_gHuA6y3RO`jy+
zN_%t6G=gK&N<wJZ&}99Mh<x8*^F-t-Hoyqgc=hfbRs^st0p1q#U>I4mjDn0$>?<s+
z-NyiP!ScQevxz9++z|U}2#DjEY6jx}+`2{4_R%RSPvKXt6;2NQ{+5$169PPEzhoeV
zI+#Xuv>CgA{9zDn9mz1^w8$?^pHCw=H0e#TxnpjTT&Td_$$=B|zUH_l97s5Dlec~R
zZSrS}9}aHo@4mT^eJuh54Z7m)a=fL@Y$FP=mt$~qb1NWzsa|Fj>0Ada0i&mqIJpd^
zt7U-2E%IaGKlHgPn@^>x&Yj7Q%kB3)hu;2TT~qchWEK_FY3Y&$Bu7N*7SdOZ0n89-
zzOy>4Qg$hr^o|Jj6>xQCZRXQwcNDc@`BrX;?$Zr74o`ZY>Ao+kMm|J9v>1{!n<()^
zP7Gi-XELSYO(|-pY8>$i3B`xfM4!qp?}vX5BjG3!$oji^K)Mu(&ZGh$1JISw=M~1c
zv@SP3e~qC*Lxiie8EdA;n4iOU_|PMyIwQxTU?7_4!9{~=UmMW|qPe5T$NE;>;1BOQ
zujrofnj7tqPv4SXy{-1wu}3KNeIvoSDdQ(40*m!%{{2Q;+5jx<2hWv0;{fGqHQG*R
zB+c>|1F9&tmzUSFEm-bJAXYv96lqif6wRSogdmy;bZs7|TL*yRyjVlEeio)z`YUh^
zI9&E&y+rz2C!d$|K{dr~vg8SM*N(SLkfCL|>6&A!_1IPAD(}_awi?G=K6+P$#-y~f
zA%)rl5^QFZEU7v#Q9cD$GFuulH-2*i5m_Mh_B*iHjp_SZK+pQ?8D|o+W_|8-$Di?W
zSfi1Z)h<VJ;r|syinuDWMkQp{u!G-Uy#N0mY}!e~P7-|CTS^BC7q1SiYX>q$i3Lt@
z-e^J|r}Ze^4;iE3BmN*pX`&Ha+>>uHC6veeE}*+<_&J`0MON~cyc*oZ#ulNS+3`~)
zD6EH^;aA>|0jav^zERt#sL&bs&)b&>swC?<xUr0-4ha@r_1fKC^c!66JBjLtK;sF!
z0HbEQSnPgVZ&tD2`ko}fP_pjmBbebN(4eXQS%S3mw1jz`eu53Sisd!t{S5oGs2)`V
zShw{nP^2W~Qj10c+l{y{r@eh3{R>gYBJFhht;{t%PW==Q+?U}tFy%4(5~jLlxa{m$
z{cUDvI$>G%R3~937+?JA#{tz>@A10izrKhw0SSE|G&&wT+CoA0^N18PFYj5-aZqqD
zYl8-}>Tr=e0&a>72=$%qhh5A>lLBK5<P07}u&LMyB7-`SfvX3$`;B@^M|9^G!OCny
zG(1VOZOnLX)`WJaPgHA6u8z0Q_;<HV4$i{m-}egPN&!DDkk7?aWetc){DL0Xd@`y#
z?$}6U>n^^Ws&<|?fnFJuK)Ulep@5>`y+>Nh#tFMe;OiWk^>JHjp7#G`t#AbFkK&JB
z24ItZpS#i4u9ECTF65B_wW#T<MLJN(r-`5=UE{+e$V(xg)t){vF-vDw$R5PL-rp^P
z1JKIcVC!l^?kpmS#mijpyyaErrYTdjCd_y`^K*O$b6-6*uqfgE?a6IPm}n9WGO0Bo
z{0)`$AZP;VwF-<`CzdH{Gj0OAxnN1|qT3#xB>m)_+?u(Bb{>@b(RQQVBCVoNSmMI*
zTF-$!Re@7V=ndmZbK|C8KoP#MveGe8YS`Cky!I=Djo+ZfAA5Ps<*1}0Gve=N!ttRJ
zmEr;|6Wd$YG!MyG*-%YAcFNYHbBE<cSC8n;6|jl4KE4l9i+~gO{#qTjoz4D@bh~C?
z#a8TetPE8HR7|IGRmRdc(elJ$9hWY|kaMuxzf@j5d!ewinfEOyFywvMkOIgQSF9!D
zcN(m%0}-kao^-q@sz;ALf%hqP3>bNPOf)6F(Dgqp7muI_=S}{5lKy_4p|wjnXqSBv
zC=$?w<Jh!+MQrJ9aVGH)6TWgPJz~C~$wg*3;>D7P!ev;??4iHR=`myTi*u~X0eu?8
z7A1)>xU4W@aZ39$$LV1OyEwh>!P`A~1|pYfZ=s4={$d;8*Y$8;Npu{qaV#{y1c@p7
zuuAJ?_&JrZKkOf2C{Qn{g4qsn+r=Gq`sb0Te3W(*DU11y*2(xmy$^ud{ZqC2lll32
zulX{8sr5|CD#F%r?{^#xq>A%{Fp<0Gt=hT-BAvTam@|$6fCT_xgL(yFCp~mK7sB&A
zK`Lr$W5B9;^Z#?i9LO!@gFuoj2iL!7P4b}Co8uTd&J4@D{%K2j4V>j$rr9FhDqxe&
z^xKAjPZ+9dQaCYD=|<I#Z4{d9*v}zemD$Rzv@hs3fpL$yVgPaH)e4T*>g(L)g22v)
zU=3l5{eQ(~%CX5JQ;LAQnVp!`YNTh%TQr2)D#b}A`DTp0yo`E-*{d^-3N&>g)yiny
zm2}H>p0=a&-5n~yvmOeGLXdvDfW}3aY<aJYIf(z3q!9I0-m3>O)1;4&N~(KE4~*|I
z1~6NC(e1pF19!)Ti>RJN1?!d!J*t@~t)lEf#s<rJ5Q!>kf#L3K)AAo0q)4m&5(5^_
zyHeK8?;b{dZQ{*kUW4mzjIMZ{^ta6C56DefETK;UG8hD8hkalIZJ_mKQ@w$^4_Ha>
zt><k)tbzCZV}W7Nn+Z-JUIV?yu~5;PxP){g*M&J6f$B^R$edc}6Vi7xvwFIEhBv&K
zRA+i0uOj0g79LsK+L>Z{%nG|=196i+CHrhKZqXw{e3%%E2Xh$(9OetBeA1;_9c!CP
z#oV#hOv&-}ZJbOW8k4((<K@}MnGwjm%ohJ31KGpiP-mJ)aa2#%QThUumD4bSgC+i1
z{s9jY!Vfz)BcA)~lyBOiMK@PMtjyfMC+!#bXBcY~7nz^8Cv3I0((8Aaw7vPbjj0c~
z#S(8J4srw_<R~Du@2NV=BZOve=L0EC`a`h?g_t<ZzD$&#JTEsjzXVotT-T@l9O`e{
zt2eX1RC7$=dXPP~^FNv~JX_=E&l7tGupatM-4)#voxSNzwPNnU%ydGeaA_~7Yngj|
zCO!y<Bi&|*Y;~K$dU8@QnV2H!qjBJ`uu@L}>L~haTsSKF^iH$D%<GloCYo|k2|5k>
zC1N;k-q&F}vilH%c3=g43)vf!#3=&7kPd|^HsgPr9skwgP)(4b@)*nFZQ`%BZf3o#
zurCGm?w2NVQQEeTeST6?ul@HEW6n-5Lprnu$?iTkNS-<I`6l2pCy|-79pv!AOf?@r
zO3ulC8BS_q!cZ^=8kbx3s(pS&46<v$E)~FiMsiIWkEx*KDv@m+`ZgPNffBse$H2gh
zW=7;e`**L0h_sonbw%@K8<*Qxq+Nv=61r(XYmO;j^9{FQvRc=9j%<ix1G#O@6hw)p
zDyS+xGQ^cKlMyDBceIHc9KQw5gVzw7$mV{uZ<FWC-vL{;FIKenr;0Y^E1P-;_)H#V
z2}`-c*8qI8sPpb|#oG|!MBvTCCK{0xQruVP=_pV=${1_QOhRhmu9;ZoSU2!shAi9h
z8MX6&=x|gdvR)Bwlb}ss!d=2KXMBHN<ZF#$BefBwoEcQ?tl=`3)A=-8X<)A28<z%>
zB-vOrw=_ar<G=UC5{6><fUt_Ib)^}_*nDQdpWoQjhz(q%y1pfy-$r&Yg_nh!_Tg0^
zsflZAwzpt|qP)cKU{9nb=a2NS^k`g^+?)_U{&Opk5{*Y~!$Qq8zft8g7+i$_HAjPn
z|9gAwHE~=={281i!9gP}hXQGleWL3Xxw!sz)JOdL%Wr&}w%V?M@C2VJa9yOZkPqq>
zz16qT&U7AaXhHW>IV?s^^tBvogv>-EAPfUQVOq`$<Z#@YoR~kSI=L_=QpW+_O!w0^
zD^8aJMh9NjAy|(Suo16hs|~b4Zs%WTO0Ws4sn$2|HnLY93Bh@2ia6X^&Mz=%=`@Z~
z>!*`yr*gy1&GhIlD<9jcZ_^nPp{#>!JcFSEHb@niD((UwUneIgy@8N~sap-$J_968
z)q9^GST-=Guz<cbX%YhorKhK!V_SrAZI7M$Y$~S*E-L?bFR^P~4}GDU-iR!3O%%j=
z_rP3$2Cg$a2gm#ak8cghcSx8}LPbdFPxXN|9yvL%ibpwtT1h*81B9~d%%~H}q(8jq
z<E<jj#P)sB2c+$vqx2dWD{1Y{nEC6lf$<6oYQA&w4UkVmf&+ncX$ApZ@$?np?wfp1
z2I?r$X=V46KTSa3;;Rw97Mc+4^&8x!Q*nG{SRnRw`vRq#y?(w$V_oG7DxVBKUc8aU
zG{TlXd3vm|*px6HXL)P6V+7ti_1{Kk!Roo*`Aq5T#b&(cskvDG<fzOmACK8B$E6O^
zruQ_qhwy0a7TWn^rgj=ZjO0e|kLh&jnc0wmkpDrpMOd>W^oe*W!DJFR##HStfN_Z3
z>0tM2jUI!;kd~0fszRcop>or(CKp8(h#@P>Qxg%NX=-Ph=uo`ctOz5GW^S!S3EMk>
zcTeJzwCUnJ_s>XfoLh>Xp^zh=<iBO_;xmTrPxYTgv`g^k&w2U4rh}yHo5r7(ScG+e
z3wQgnJ?CIGmSmH4UHtO$K`#XgdU3SCq8Hfi72E5vXU4n9lVkGIcV2>yy*J>%0ou+X
zxomhoo4I(<_j+2vhIR9-#iaG9MLil#RC2VUB#=@Q^$0QTB&#6O`sy0{h|GIY@>&(k
z2MkqZtr6$#U4W#Z);X@%)$`j29OR4XzHIa1cUAP@tgiBP_J(yhn~!orD|I9ueW5TB
z^ZJxKd{9f0J~8@zZFhum_u!V5j&M7)r`*@0p^@h5Wq#5}cNO5#{^Kg~@4p2iO)b$Q
znEXl@ku!s)N>%NvG%Uw_#mq++@zE7w|F&-XJ2vCq05Jeo!nR{IsQ@#0jAL%`ox4&y
zXs^hF8X(>t<QRqydZ3BpBRZ!Cv-})~%De=SvY7i{ZL`p@LMLKJixV(O4&g!jvg4(n
ztYrU0UI1W%RIlonkH&rVreoaSe3B{|>Apzizg)Nz6_sx*OFI}%>Cc&E*Yt_h)%(Oq
z>FA-`=#6E5^c5U~+Bz{uCnr3t6YOWOv{L&2H42LosC7@>2tbms5=rbN-}r+G*YG7S
zsf9GLYK7+Z$KP<4bkz%hf!Gt+G=kmB$!VTfm2phV(-J_dq1~cB1y@=NZj6WrVk3Ue
zSH&b|8GF0F)yFDF!U$=vUt#u_BD7=w{bMDH7l^!qBfn?kD<C3x26oTTA+`mCEB;QC
z(}wn0_D)ONxux}sa89~E^KQZ)#eJBp7k=T+AInnt)c!4$R7?H60uj)ZUMivy)T0lj
z!lC?tc<~5Gs$mD%4@%K0MM1RpbrGaRe9Oj+c<z-$zGbV8$h)@;^=xSYYie;pe<YRP
zgUX+oVC#2m=VOqhL9{z%0z4RFbQiciL1eGgvvHpxFu+C!3@-gZri;7tOp}&ute@hA
z?f^yazyJt@O=Q69I{I%JCg925-A=}+s5eTM4D?>}>ARu!jT(g?)=r^?FqlArCk72p
zRK5XPvtL&=BMCu)Y#m7yEbI0DAbM~78>Q7HE|^z_7NCLr;>2`zkJHp6w%y^6tNVfv
zp5!0UP+MG!x$wH0921kQ5LZpNem4qD5m?aNI2LA3GSV0vz5Rshsh^^O1r42g`s1zy
zkhBbpVSptnr0RI5K)k|*j=AArLI8-HPxA2cNRgu@=uHga8pXU%Mge0~+1b*5f&b|Y
zMQB$(Y=GD~W{nO(M<ZgC1<MuB3MFVAcJ93d-Q`R>DUU^ekb@J$A$pt?RMuDbEB`Ub
z?Tz0H2N5J?UM!i!K<X@)NAe?cHVP0$cMmy@5d60v3=`vm_U|A6CXm}7c++>f<;FY5
z1>&=-!Xhdp3ty;=$II_r7JmtO0oVGerfK&2zA$}(ZqEx>^+CXr&^M}<LnTv21$|#7
zq)7MsmQy@naBQdNk)$yO_*kags|l<WxPJJp)@}z)Q<}ojI8DEyagx$nFUOw<9$k<K
z&7+5ft}HY-Y~;aGe1RG`xx{M(c|1gV9|Kji_xtZ!SJW|s*zJzq?gwmw+&_3>M;!dc
zC~^FEr#*PLsiO>kToNFCAi&2O7YE1a^2yh1wBKm27L9GsECxKY*Ii>e?k5@So2>r+
zfpyev#Bf{=JZ3;>P~Y=O`*u!8nRM3L(fm6UHCMji{2YWGEmWlEZgfC4ylOGx1vKV9
zhYiVpw-j#i)9=XEY3vv0hp_`(TQ|+j@(u!xOY?Z*lP?TxaSC<3rlhu<$whtk1rM78
zMjRJ-3OLTs8<$?aUr;(mpi-QonH(vAg1OKB-)(UQ(ux$GLAMz5oX_I4`0j!!TR(%|
zDcj2$t~?Wrsfedkq<m3`_}s}rH^vG-XQ}mYCF<YobXw`&nro`s9pulRZ0eo_SGn+C
zu}|pfL92GVkwMzBNl*3Sj!eXZq~qB3v<4h2$fV2z?5CNfU;D@D5Wu1H;sjq@v#>36
z7xCruL25K5jc%@6ykV*x4Y?3rq~vuc3i4y8>tyo?-UuDHY&28Z=8$i2vu!&N@sbCR
z*}yT>n}IU|o5Qpi#eqsA?v4=p-v4RttD~ZfzIMk%L`9^PPz0o;Ly!SMKuQp#Q%V}7
zgrTJyDJco*M(G+rKsqFc?nXcum;r|P&Y=G8UF-h!-L-DaU#!JD=RNP4_w4=befEBy
zYyOM&j=z8V2*AJeaJ?$XB2;CfnFpN~f3nU52!*s;I^nEyqX!?N`D=$hGktm&l2JS{
z=YSx~vBQUrrQ}!GoT9_k=g_2A1k<>tSJy7xqyoi`B6HHc8fgKNMPKgzt^SzTxOiQ`
zc2qWNapQ$;kTTvNGvif2#D>)I%DBAy`F9k>=?<e+(nQ!JxJMTm(f%z@lJMsCo}WlA
z5G{*YedPSp#Vgjb<OG8$Y=1zL?HVykz{0=bTvQGH5S93)@A9?IOAasksQrl3C8ycr
zcRO}I78xr>TC?l)P=EW=^PCAL^dHz&l~H4K{Z)lJn{xrv4^^S`oF&+3&D?KWG6V@0
zdhq^uoHTW*OW61E;C(vA=J$O_#_uhBloC6rhxb!c2}v1&@|r0#Rty4sstSyssyq_-
zO5xbn@V!{7aFb8$vk$KJo6X9PkzNz*C3@L^0n*!7+&#I`qII!?o|jHk73wg|AmTc&
zx&9Ye5?}j07h}Z}_#@o-4%I@rj|i<xhLyXloG0jdjSqhgs_Vuhl-a8*V{mH?NZ#P1
zsH9js&**M^aho^MK)HmrDtA3`0I|uIsOH+=Av34OQi-r~GBcO-WTn?z$Wzus_9;V+
z7fm;AC3^S_PR!O*r@p#kd-LJoexttHQJ^x_>>V6vC#OIWj$Nc?<ow)^6*S*`#X2mt
zC@&zuo5A3m?MO^aD*+H1TBGy4!()eGCOS@6T9uL@OB!R__GWmlZufp^dUnak`DuGJ
z0+8-s%Ze97Pg2~Lc!6zzbs74WzLFl74J1jZrq*NZ$0NnXCjV0yGrtQeisvILVk{Q=
z^Vv!&kwhk^aVK&dD}|e@fMMS&yojD3x1!gx*y;nQkRrUtIjvJf*N>K4+G;uDoO6XL
zD$bPL%e=g0sWHNDPC{T~@DJ}w7O~Hx@}e1u-ss57%FV^_*GjD&Q%xc%4;E$Ms@H*U
z%tCpO23PsCIDs<DdXtL{H$HGZ1;bZE1)s!@Uhw!mTXNBYpUSFstplY@KHf@on*^|o
z{HyN{SiF9rUI*wdRan*?&GNfXI8gw((Jy$Zuf#D)j%T>KGq<wYa76_aUAYU6t_zt%
z?2>)#aKP~CPX+79t{zK^#*^GgDfxcPmq|XEcTwIkXZ^qdu%P|r;sPQnMg8?}ZMJfh
zCwbk`;YnH{a-Q?$a}ji}3QJFVS5VEBn|c#$VcLckPgwpUiVvWEY(h}*%N88uomQV-
zk>;ae<o7kswtNfnY8ACpgE==qD~HjDDltLC=P&>K%OVpvSQZD(y)Y;XQ*!v}w9(Y<
zSGPeHyt2VU?0#Xjk4fCl?QR#`$UC<0^%V5Ju4<Dh|HBk@u3vWE{KXXcrgGUC8Q4P&
zY=Oahgj{(r@;elqPGapU?W2GFlQh-R@uG*_<B6tO1wu^#B^7+gel&S>aWC-}s6ofq
z;JHdag&Tn?=(ZpPG^NgCowv1*^jgQWrZ4=Qw;`)0cMkDuBH!?JKR{U7otTa*-JC1M
z+yfmbl^ZlP{4dW2&)Xxw;&B08k~|VT&f@HhMo^@bpgCZfH?4<t)d(R+rz;`mcrOr!
zeKft)elsb4{rj^sZ1*2@x+m(on;=<0JQH$N;ZQ~!_4}I)YG*0(q{1fM_6qs=NuvsH
z0pJ^F`R6BS5ui$K@x1KJvaLD3Zv9>BQ{wY(1!uQSJAy}gqN-}hP+|ohGWCrAIUD7b
zNv#X5-2=rpmSnCYw?{(#Gn_D%he6M3RSP{$Fo^r?i$U^w1^dmgTFZsIbY1}1ksrFk
zOW!{Og-wHd!dQvwV-FYfMdR0SA@^f)16DHfw=}WjQRLOSk9^3quM)&WM`?<YGV%}a
ztZ)C!eJ5S>%6?syQ&KwYHcjkef@JIC%8xd<3${({=(CMOIhRBZt~icT#N7>~JAAnu
zt>dx@Zx}JyE*~kapV@v0fe?vTD&s}6hB9{*gp&UVoz^IOy_M@270tHkVM8|)NrUgo
zptz(G;ma17kr|Ld7tG?MKx>s0P?^%c%+|v>(`{Xkc8OTB4&YvYFyLMm5Z=%pp%xKi
z9c+=3f1*^%n`JK^LE<e&LruK%*kSB_-<Z9mU*FieI|Yf7ViwAr-bnh0sN3%XM2q-N
zIs|+?Y0ORhHA)OI3WrG1pwCjW9Lno$Cxr?lF=Zt#gKgqgd2F2NmF;7~oS&=@*LSUp
zaEDS1#BNy<F_N>CII5!@I{gC6C|Cx*)=JtmFjuHf936+KIT{ZK867W`p7t!Z4yd|6
zhNQmXh^E5c?v>#coP&;!D4wbC6$=3tbChA;)f9CTu82pf0X`M&6aL5F_+1qDS`%pS
zk5k&Ygo7u?(Rq<+<{nQUfYaW7D5=>iM%}^JO2JYWAcEm74A?PKC0#O1bGUO9TTh%u
zKNm*EMJ6CSGnoSf555Jc3d#F3^AfG0;@dsTX>Qg8I_XY5>mIEd9Prq6mXen0GV#;3
zi9c3*9e9xMNd##`N`_p-jv2(gt*^tmd+My%&AhNPy|A(v6@#($5cy>vu@`dLD0%fA
ztk7OJKT7gjzHrjC!(ND>z}h4J*yxCYeKaF|3d)kkfmv5}`QrbWWP849X2@PmVIF43
zMaEHPvcu=I>U4vE2lehsM985ua<(z>^4ejC0Dsa)3o4A0ONT%7VWyN?^>O(H$g4Mh
zr&WZ<R+g`~OradeXu4ZmJwZFAyu?tNQF@5+6s+G`O(D%_YoT5mjTb|zxs-)%j!2FV
zF{Cu~;XsHO{{Gw>O*c=4IFF|_w%WShQvebH>Yn;EYoV3>?&b}-BpFVq_<~%rBby6c
z2D+x!pnocK5AteOGDK${=#56OYS&1DzCqBt$~nKX@(3K-#!SOqx`5cO?bJs=`aDo(
z`WonNd<2IDQlMeXuqT1%3N;6IJ)ac`@a51xZt|WC*G;N@c_&h_q=;yQ(?gT}7b;(4
zv)k8@D|>azfYc@K)`pr)4G(V5%*sW`^(%q>GRK&ivrpCyCnL0c+cg`kYop)N4=|Xn
zq1@MWoScfwJ&CcF4{uQksvV&=nKdh|VrsYRCuk+X`5p^s4EqGmQAp($u~UGI0Tk3>
zjvnT*gXJ}!)!twDwAEXqm_AMO!*#b}-~OZ(UR*WqyQs7#4D+@SIuJ&eh&W0}o~aB6
zkU&OnfSGj1bG?vD5}*U^lTkpSBEA7|TX*{464LVXs~@4a*%%o~i+NeqOT++`?IRHp
zkvsS9ncw*Wnwg`CnN<P+&#_covXI;Opv@KRblQR#sPD^H+;S97uCh(Zy|JxQBP!v0
zSZ6ZyoOX8C&YM0vtE18Mp3zi&)RvK(hEK;#x^>5dF?jF2T2{}6u$=>R)`2p>C!h$z
z@4S~|F;fri`su<02$#8zr!!&5<=vsz^6?p~ErEo1Y+l%VdRknaCU~IS`H3C<dSJk4
z^jD!e9>)}yM#lQ^%}~CLa%#6RWyQgPC13JyCH8F`=n|}*>Ozn3!qqN7P|x+b@m*ax
z{WK1ajuIvSYj+n=ZtXrP(yo20IaB^C(Yl^709*$?MT)q(*06FrO7ubsDk)n19=^8L
z_iP`@zId7lH(P3z;;#L}<TK)(j_D7r;)F$PePc{^2KcqH<%QZJ)2?6Zi3Sz-AP`L^
zD~C%#*OLsC{D;hoU#a%Ja{C+?$G|u3ln&%R=_btY@>y9}@mWv*+CgD=t>@sBa=w?;
zs~V=kGnenhwyK4@chm;Z`nF|*Pa>Y4GM3l`(QcmV)J66N%I7wQh{_0LuM+$9<@1ql
zMgv?|MLk1Bz_RUVP5T4B7JM1<UP7On)Sxva0@QMJ04<3{Kw!;-W>(Il9n6;Jv-8ip
zgv0sXm7h*rIae{0mYw})x4JWs=Vipol>Q*VF2hG}4~L?M%#Lkchl@)5Hmp*uEaQyn
zR5`H@bT8d2+!am>rrHE=+`3i2Zh8297rL9W)KE>$cl~B`xU+bW?oJ3&0^;cwLDusl
zO+45ToCR*RVYeJm_>1e@V>Rwe=BcEU`PA)j$=p_Hg&dyHVv;04>JKwSO;|Tbsj0<*
z1Kh6tRgbe;wL${aGudDMaijPg-$>{6gj-tN0|HNO6ZZWkj5zIK?!Yk5cQ5oIC_k<S
z3@BFWH}bR@E@!3hE=QhhwGn)$TiooOvpwxL<xj~SA>0k$#(ou3J#7$~kg&d$q4skX
zk%CvqTa0Wmv6e4nFK%8*PfIfdt&YBTu3?wq+1x4tEJ_Kllc6PJDON|fu8&Bjh6K+e
zG`2rJGVQ?!ch1u<3AWzCC*hFPoLN%Lb$bR^K$mR@IODShj)6KyCin#gGNcG`ueDb-
z#ept|jSUBe`kDm2JprvVTc{M0^K&{w&Gea@I045uYJGk1d^!RC*hxO1M?IGnT-e9C
zCs}!h>7Sf|v53@9xv3nL)$!|csF$4N9B)j(={xe6KJCP=$@9iC8QD?43@~p-pRbTs
zF~<&T#&lW`RXQw3a;8v|Z!maB*+__+duWnM(1{(9k#j4ZO|yap8GQZ%`X&J1j&o19
z0DlMNSi3lyLb`h_^v`)sEtF|7>c)>3lS?T;7`!AymLDSBj}L6@G=UiG4id=~j!!8N
zZFv%Uk1t^Y=>Cw(mSI;9a)>$;7>eekbL~Fi3S{K8JuQYgyID+{0y_n`2r}Z^GEaiK
zqT3Rr#SVWVV=h8|g}0bc0fuq>Wk6*yIr)h}L3FDQDQ9<<UtHf=aSE(hk7c%8(sddY
z?C756w<%^HJs(HB6HdP8qNcK4T|-k@8<rgL;?W81N~B_sfk%oy=Qnx6T+Qkm92Y!k
zf?7=I^HqyKfr2Y(4UN`e;n>ARLl_{+Fj^nVr6<pOzOJ3@aSF40YP%>o26w4+IUFxH
zUrG-b;<SrKZ6Jz&Kg7k}w<_&Lf{(QK$7kq;xzb8$eQAjjE<PMNTFE~7k&ZPVL*!`N
zgp3d%%zSCh+D3xoNfR<J6K|qlYCTi`w%ygxFyr!-D^jkmb)a5G91t4NoSvQnoz;gA
z9z57WOuC_`b^)zMN0rS&2B;{yLrM8qN=mB4X-A)ndM!gLO4gPLJBK%L{U3FPLnjWI
z$OGlHL7%Nq;YZZPqs)Di>d?0R@KczGv+S`#Sdvt?6Fjzk)G9RNW#}%I6+a|373@k{
zCMIdWTa;#g-PWMKidNjs&5e$QMYiVsCX@Hon~?xmTHLewHTsR7QNaD!DeCqx!lX%w
zd9>1`KdsUGD)#>E!jz}ewXnFBf-!5VhD!U&wVO3`TRyb3nNn{&8zxmAOO6j0-M^G&
z8C?~%GF9yM$0^e!QbUR^(MoVtA1)^vfo*m;{?YAdkHZ5yBn0D9zxkNc8mSj3oJcE`
zySCer=N6v~WyV?|&EWUa5}SuNngvE8tzL>gHUY?toxSZGMK#*E!h@w|b&1#QqWBq)
z?3H-dX7V(?RN_Hq`DrE2t$G-8oo~XhZ^up*ewvFU_l<=>5cq#^1>^<)`(>~0<HI+}
zI_VqKXZa99$n4QG{qtp>W#AfVld?5i{;;c>wb3_vTh+w!BE*R*Pyst(&-8)`M^4>h
zjLml7MQc1rqrku0+46GyNH4ww872I8<>don^y&r#f)e{Ta*q{jY%yX=<#A5q#6`&0
zTmP;UoTL?Vt%L9G-PJyu(|mrt@FfJ&_mJZ{_KxqOcQa2i%?)D&;aTQ}0h4Ou#XrX{
zLw*bXeU`RE)ocM(Xod~~qnbVLJ53MqG>#xUciK<F8p11O-3xLB2e`Qrdiyn6DTsZ0
zH%Q~YZ=^GJY{-iN!<7x~^$uizWqZg?n-cvt0x3!9s78p#YZIvzBBKLAh*ra2I7jg^
zD&^94z(=e7i#-dovv2Yf!7Lzt1DDQ6g1n>nJ0S>!!v7D}1^;M!@aHKYkVc!o<A6u{
z|LM}~s^OcBF_cf<J&TNr$^?iBv9v7x@+D8@^z^g}-xZH@qm1=NcspPJSnEID=#RDj
zwc;G!@!=8<EjM@BtLa3lbn$1vzXD(OqDU2J1@U=&#Xq<3;5+c!_<z6i$F=<(tOy+!
z&7>^d)ZC1>1cwg{4i4fiC4I<WT*s}ooZzj9fBDZb{PK0edc^;A4!hx0=g|>Z?*G=x
z=K<7m{-FRTi2wQXfA^;g#~iMtEQRt-f5Zas7$)VGuCA`*?*c%xiqi#Uv4$v40lWYC
z@ySUhz(WIo=m54^j#&IPR_fDsak~x~c9^VGtfLKNg&w-QyJP8m)~0Gfk!6W*oZ2q{
z3Ki>JVMq+fTIxC2QRKc%<lS<Ul=A?1wX7yE%mH{N*v=2q9-&OJz&naSm&SCm>f7-G
z_1V`N)36dCUeo3NLd&D3*x$HNw?T)>{Xj1l=v5pX97w)-lUimrEKUD1fp%?e&8PWd
z!|72z;52&9q*7oKR^8Opv>0!k9C2{qG_O~RY>JB`GaWC>1&l{=Co+G-hL#SmI3OX@
zfkW+jAK11CjdC-oZ~8yFk7~|7tQbUo`a}<uG@?Ptk0kH}(X86z$H~6_{#~FHmkxv4
ze8|H8TiUn}55M;86l2u;nSbmPQnz0q#dSAO@bq9|xqj>C`bZ(O$LV1<penIj4gnHX
zuiX#kaH1}ItpFaJE`atj+)s`at8I-+EhZ`~OUx0hc6WHpM_8)S(=NDy;(L&HU|E+d
zW$<~iT68Qdk|FEXK%q^@L@tbV9|)pI0vWG>;43)40Tl!nDL!zG3)9&Ep=*Osg#px6
zwX{43Dt>x$S+)Q~F{QYn;;S1h#yG1N!kz{M`yZnl&SI>lYU0UOuUvvxWswr@8LBi;
zgHq5~)4?nPeEfm!XTXKa8ef2J6>8U3SWMLnQvktsEb+uL$w&$*HXs5~h%swTx#ffk
zt5(&0EYU=9JeG$>-iehS$PC9coSkfseFD@{=;bFjlS2cO!%ed9It;$#i^sbLcIqx*
zX6pFz++Q}$9sn_0%w{EFLN_<Zb*BNqV-q3ddhmM>EK?RWzb)-lU!QzK|K;zZAO>8M
z7u*p8vDic@i?Hj#JLhzXP+3<h*djsK_=*xhb<)Bfr>+%Cg!HoP9J#N)h&tQame5(+
z)c_<LN4AQVum(qFg;tRd#l^+rHyf;Hgz^);8YrH=XMsL>@&s<!5xEA4n>s4AM+!CD
zDoO&ej8)t6l9H0n8X5`1JvKL{tYg`9r!6pGos3{|;mz1Wzhun{i+CeT`vkj{-gpD1
zsV$(aR^n3a&ZgtKBVJku(B-F!9p@MXvgt=KY2u2vm)C&f=J=9MJ)jk_*VUcbYiw-X
zdz~!@%h^X{*R_hF_q}oOc^i!H5}p*T9)S`x_=^cQXqSvEco(9mC@GWb?bilaFetE<
zGSEQhrH+-Gn;Xi=*x`M45%cigm97Y~az5zKpVY5HU+e3q4flN4<tE6s2@DN2N_0{a
z74;fBEjLH-;&{?Z6h7A<a=&_m>`gtP^93B#2;9YyFh5quxnn)+Nhb)ryWbZpq)UYL
z;os$M7Zi5hGYPNk$<2~WS`U*lGc)_N!VSAkLh?3wrpz=7EI<%*66rLc8(ThfoN?nr
zZ1-wf!<E|$?LXBe=U18|!dh}(A|E;5dYvUpjvQa=iY1kv2x3|$yYfz5pf5)nh!Hl^
z=-~@Q>l_{(X-pBd!S;t$jkc%ZyP)E{W&!eS@%Rw=)}*3WVXD$vmp3qUjr(zt9t`Y+
zk{bT7G&{I<XliPzs5Ks|+}Rh6N-N9d7u~XG<YUbWZnWLq&g*?!2KJqohQXs-^woZH
zL-z3bTxtIxCv4O8xH1mok5B#fo{^#;@)D#fn%+|j$4{V|zkttSU1_Y^E<0YhmB;^v
zpaF8ZXBWgji5cM}9it5%!im#Y>E%9~uuiVx7E=9Q(~<=x`zm~0HoO+2Z<aGhVEKEq
z7!WSSV1M|-8E)1hQLeAay$XdL{h+EYzM5!`AIsl`RNQbs29=|H$iTO(r|G1mVCk9h
z1%E^Ic5a`rGE8m7$|$zAw%#GcTXU3nYBuS#5X#?+&O`3kgbhO$wc^%*5RhY^a8NLC
z*i|e^lUn80GpBhj{Hbq3$+=pIv<EIZLQMxS30iSL2rgdsUh>np)tQEdT#92*nqD$y
zX$ZJ%)TzvQ_U4-X6NR0^NK_Rya@ev(F91$09;sh1s9-){)w-4K1E<rHvoV_;QI8Vm
z12ryavsJ8#_kz71KQEJzGZHkR6@sF8S;nZ^G^<#|)LRY3?|brY*0Z{&@Y<&^m7fM>
z;2n<-w%0Jc+9>Y4m4mr^(qrDAb|sOX5MYw_7?py-D7DSU0{Si2Dx$?n9%~rNrIih2
z(POoZ%-&l>L`1Z-cu#wrxv4j}!=;qCTKcK%N7GTMr<;{CvUGZzFFDPI7#MZxs_Kq+
zySDJ2{=NYvR|Z=$280sWJWBV4DpbLUVfig@*S-E1MuS-|eOg4ZVvWR~c|=}Bj^7pF
z#`sgav%_ETSxqwNx*uld&KAI@)6>&?Y@OcgrY-lSu<h*Zs3#9H^^PO8O-pW$@VlT2
zsvoPD7#3}q*eVe)-_NhAdO|Mf^tJkI+`PDdZtV^Ln~NrZ7i*x@SUzcZjMhubF0={x
ziA7z1K2^#eByQr8=@b+c=r3IE+gBvxwTK(r0uD*9bi#*fbZtADo<IvpZ(7^}@=S><
zy09hUs1WZJXXSj*UqqOgo#H;eC;c;+zlIvN`o$mQiN+@V9rl_u%*^tn8abkSYsk1Q
z$CX4yMGdEF9O&mtftxAy=%>m6jBVNEoHzOaZCW9@U!hIaO0vr$7>yGRXpGFMHmnnB
z>`y@udEI_UFP2ri+n1WM9|@8@>Ql56a|p_3yv`0<{=McjTL3`Bg71bE8eS3*lw2tv
zO0FB%RPx6)$Cn_g2Ovut2oo|^`J~xIx@;6ycCHO(zZ|%b42a8S>r-CufFs#WMw|`y
zkZFxt$8BC{wzs#p(R3Y*UL+4bxtF%`g4)f{Z`7P^KwkJ{X#SIce{5`QykjLmd~b^u
zf$faf8x<H*a)ED%S9JA=obPX+_L${hBQoem5jM#UU(*xILH=0>D|5p(igZZH6Ts&s
z#k49Y?R*C_qG|oj*FqwjcXgyNF*hwQhA)xZRNo=0$i;a#FK|t!_^X)$IpT*8ujP0g
zM%Q)c3jC|Zv#1-+w{x2P=E%pnhIqRBd5m@60_EIg6~dce{d!-Ybg?zWUG_%Z{jjno
zBr318f6;z97?)KeLl(_1AZpm?dBLaMyFpi=rwwF!9-EI8aHQYlR>(s(nhhwe8K|`>
zEA7mF_pYWF-}lO)|0)%7k^CWSPxLcMv&HDwFZ|X+1S;)e0PFD~ZqqzY{W7&Fe0pGD
zM@)%IhrS%zS!gS?3Nl#z{@w~Y#VxY#+#AE<3tg_Y@8R=n$|mlOp(nB@`<;0Ov)7c^
z$w+>=?<YSjW@~|sPoDaEICCzr$ng{@j*lHr{Jz`SyPIvQXL`h&rYTjkdN$qVF&kpX
z5JOSJcmpxas=d2)s4|uP4Mb&*uP0m(^Q-jjI!Th5w7H7OBmBjXFME(1&_Foou<5Ro
z25=#LzPhJ6^4;9roC@C$0>JkB`BW>$jOSL7QIU?#*RW)6QwQTrWb1c3ILuzi?1XC3
zp5S|Vcg!<iV^b}y=c_pq)|804qVaU-qasGz(b&;uYL8>RAYHS5ad;|Z!$h7h$wSo*
z_=&M(#FJd`X29w!J*P}8eSmgsBSoU=h3eg<F3l-gO%R(k66yWyECcCeE<3gLj}LTp
zbt^)ARf=^i^8{*x;;UAFKP?O^g1hfQ6#R!S$z?#D%Gx7O-Hoz{e^NWmUf{|o0=7gk
zQ<}JId{ykZ-wlpR4PPN7_f-Kg<={>R`jbjO9hRS_wq>y~%+-*-!Qh|L{+(wl!e<@3
zlYjz~;are&rrcb$X+Z?!k$ZUOpSz&V>dKm`Pu)2#4?AmMo`q8I4|F3o(tJzo!*n(Y
z5J2<}PxG3ZJo=$VhALZ&DS<A6o2Z@g`P!Tf$d1MmJd~)SHWwjun6Rv@jx|+?52Ji~
zhZ3J$*u5_Pbq9}_CNu7e*vdVJn{yI#1K!Z21?9?05{-f6>l#w;z$(y>&2DeA0Z5gV
z_IOrI<GXspL+78_aM683$tWQKbWt*BP<SUmc}*}MP+IN+zRZrrj;KsfoS)?sc&iX0
zRuLxabiC76dh@lfaWJcCNKTO@<q3QM564+HvrQ8Vz-D5a{qYkQ!*p)D%?CbO+^XHK
z_!`rjzVp*SFH|1%+4X3(1Jlmgpy{lWhTQvpgcLo|F;N(`S!j*tC&Zdv^RgG8Q9&u(
zrgxfsp%jErwtl<;Rv>)HUU`Ih-+YrV4pUQ9f7O?o5PtgvfZ{kKz8Tk2sgKJU9%rXn
zWQ3d_$$aUaQ`qI*`3xgR(mSgx!wR%;2R@r9%iT#&CLkuJ!}_=9@*u@)5t%j~tm;2v
z$`&c&eHAb``}k{I8Vy&uInqR1v;Ff+_R-TUWZ-&WB>nUrzcX6xxx6d@eWuRaEV}iR
z-O7a>eveXIBNx5IxvLlMz8wd~K0o0@LkRG`THFU9SJw06GsxyA=yTL;BZ6@Rf^d>E
zf3(|=x>{Hike8=laV>i`0``8q=Fr;}U*J%AFwUE!UvL$mLL)x8^nQCTSNZ@fWaBR^
z{&A{hHc}v^CP+kB7??_m8?9q8*zkGva|f*i+pe^uCC}fm@ZB|ltN#2w`{ZxN0|I&S
zH-Q2E5%&B~jss*!7C!!;yYyMa?9$TGsb=ka%c6~*IF4qx4oDr3_JeKt5(6j(4IEyB
z$xsBJ2eCn)0jyp+nlw&vqgM$I4CDyxQ`Ld}SkD5N+$TMMidTkCE-o?v^DP2v8x1}d
zeJM|DL`hh+7(imPBEt<_${=u_xJZ>;>reN`W~o7b8}zi{4uVYL+E{5eoh8VCJnI)Z
zUjT7wAo<tBzW>>;d!xkD6H<+B4#ZI5k+6JRT{U6UtSA7-K{B8#ZZR`fClaLQjWt#M
zn>SY0ejfm2DY?>{)UyG|II&K=1o$MDjY`u&2@s%|Z#5jP=c_ME45O=t0Aex%_FwUv
zzBtIlMgh6bPT+16!XJZ)c-Ao_XM<BX2qf6o$43&J{upgdR@<U}sYhK?23wCuJRT4X
z(qU8a`}@TWr!_Yy1(bqF*{tp)e*gZx#ChM09O_)=da{ow(f@HB8}n2kEJweJT)joX
z0L<<H;Bp-MX5g=m2K<VVz-}k{WSPy>!^xM6x5q$CZwj0X1_~NEO6s!d^%ME5txhQm
zHOe`mdizk!{>CFyQ`3P4kF$%DwqS<sA?JAq23z|aR}e>ZC-5+9iez=&Oh;T^2GZiP
zoDKlamKb*2Ih+q>Gwe%-?*4p^-vLf=WOun9VNHV6Fjl=30pvTSK+_ouDXZ2;uxAJ1
z$tXbwI&Q!U>^>+nwC@O_L1S1Szuj`&;VYiprv|Mz)Io^V{h5DIkWarQz<g2~Os48j
zQi{PAq(sg9l8lSwiqQ^FYEZM?JqJ4rFXg+zYor3&cb9dFwln);7!;cJ?uG^jccI2X
zVAGi@;$6ZrNSi;PlYD4{wIzMSeUANxc_<+$z^uP!8iaMX@xZUce4f?wq<O^7{z~Be
zF9s0k#sJUTymxsD#0AHj)*f6j8+N6(OVW-PvSnh}balonEY0s^1N~RUqsdG!FRu)(
zYFk@?uw74{(mZ_F<D#|xNz;m>^3Y8eJcJhcc}kH;O2ANvhiCYPxg)WDjUvwx)^bjK
z{rVN_m4)qBUsbH+f%M0MxpXWmHrEWZI*XZpO-E0^yx|63op(k=y5NN1S;Wwn=Qx9Q
z_8@scKc}9r@|a6^rTk~-PBo)S!7PS|sMQ5rHM{<f7UYLLX{1(`hP<R2j(3A8pw4?i
zaB*coF4?^aeud-(WD!3U<Uq6<3xO5!oI1A<&msUbDI3=d<9F}gg(3ZP^1yM?@_Vp}
z$C97AA6Kzxl(p~O9Tt^AG$9a($*hbFtw9WU#MIw^znvM_3z9NXLj@Y;>%<7^C+||p
z>rba$wmbZ8-ka=l2zyni<Z*fo11C|zK0ZELuWPlSugmXabG*L-`LQ|TSu&7CiUEGF
zUHI%!9x!57mzfT>?(q&Y?b+DaD8ii`;@S0@cszP7E2rM(P4<EJ#Z?0I1Ivn{zO_+B
zfslfzy#Z?#5q{_I@w;e{fat7)A+fo3Ag#+*`nHD?8FP!AQw+rakBFI+s+RkHqtUTI
zLs-V%z6|@?>g($p&bI`DlugmaLq0Ip>^LklJ3E`S5&Nvz&$9@T@blC&`1}8omBrrn
j|EZb(Z%*L89P;c!S&vwj@(^Ml`&}t<Ik6(qH(vh*j3leP

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/house_sparrow_classification.json b/modelling/data/abingdon-all/resident/house_sparrow_classification.json
new file mode 100644
index 0000000..4687092
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/house_sparrow_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "House Sparrow",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "strong",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "autumn_detectability_trough",
+      "strong_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 10,
+    "target_trough_label": "October",
+    "target_peak_value": 1.0849149623069607,
+    "target_trough_value": 0.24522183536516706,
+    "target_mean_value": 0.6149644338983231,
+    "target_amplitude": 0.8396931269417937,
+    "baseline_to_peak_ratio": 0.35763171629134666,
+    "autumn_to_winter_weight_ratio": 0.05134474327628362,
+    "year_end_to_winter_weight_ratio": 0.3276283618581907,
+    "decay_to_growth_ratio": 1.274323335771763,
+    "monthly_target": {
+      "January": 0.6860219428975276,
+      "February": 0.6873124351632354,
+      "March": 0.730244463948236,
+      "April": 0.9547377688094566,
+      "May": 1.0849149623069607,
+      "June": 0.8620917243617664,
+      "July": 0.5462290542194506,
+      "August": 0.3885124554671588,
+      "September": 0.3853847375339286,
+      "October": 0.24522183536516706,
+      "November": 0.30579843114365557,
+      "December": 0.5031033955633336
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.759,
+    "GROWTH_RATE": 2.734,
+    "DECAY_RATE": 3.484,
+    "SUMMER_DECAY_BOOST": 3.741,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.524,
+    "PRE_SUMMER_DECAY_END": 7.11,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.558,
+    "SPRING_CARRYOVER_WEIGHT": 0.298,
+    "SPRING_CARRYOVER_END": 6.99,
+    "SPRING_CARRYOVER_SHARPNESS": 16.872,
+    "BASELINE": 0.388,
+    "WINTER_WEIGHT": 0.409,
+    "AUTUMN_WEIGHT": 0.021,
+    "WINTER_PEAK": 4.79,
+    "AUTUMN_PEAK": 10.855,
+    "AUTUMN_ONSET": 11.355,
+    "AUTUMN_GATE_SHARPNESS": 8.004,
+    "WINTER_WIDTH": 9.438,
+    "WINTER_RISE_WIDTH": 9.748,
+    "WINTER_FALL_WIDTH": 8.256,
+    "AUTUMN_WIDTH": 6.529,
+    "AUTUMN_RISE_WIDTH": 7.472,
+    "AUTUMN_FALL_WIDTH": 6.068,
+    "SUMMER_DIP": 0.148,
+    "SUMMER_LOW": 10.105,
+    "SUMMER_ONSET": 8.255,
+    "SUMMER_GATE_SHARPNESS": 4.784,
+    "SUMMER_DECAY_ONSET": 7.015,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.738,
+    "SUMMER_WIDTH": 29.904,
+    "SUMMER_RISE_WIDTH": 47.214,
+    "SUMMER_FALL_WIDTH": 10.362,
+    "SCALE": 1.144,
+    "YEAR_END_WEIGHT": 0.134,
+    "YEAR_END_PEAK": 12.121,
+    "YEAR_END_WIDTH": 86.766,
+    "YEAR_END_RISE_WIDTH": 166.07,
+    "YEAR_END_FALL_WIDTH": 8.69
+  },
+  "fit": {
+    "score": 0.167
+  },
+  "warnings": [],
+  "summary": "House Sparrow is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around October. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/house_sparrow_consensus.json b/modelling/data/abingdon-all/resident/house_sparrow_consensus.json
new file mode 100644
index 0000000..1f1dc73
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/house_sparrow_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.167",
+  "INITIAL_Y": "0.759",
+  "GROWTH_RATE": "2.734",
+  "DECAY_RATE": "3.484",
+  "SUMMER_DECAY_BOOST": "3.741",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.524",
+  "PRE_SUMMER_DECAY_END": "7.11",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.558",
+  "SPRING_CARRYOVER_WEIGHT": "0.298",
+  "SPRING_CARRYOVER_END": "6.99",
+  "SPRING_CARRYOVER_SHARPNESS": "16.872",
+  "BASELINE": "0.388",
+  "WINTER_WEIGHT": "0.409",
+  "AUTUMN_WEIGHT": "0.021",
+  "WINTER_PEAK": "4.79",
+  "AUTUMN_PEAK": "10.855",
+  "AUTUMN_ONSET": "11.355",
+  "AUTUMN_GATE_SHARPNESS": "8.004",
+  "WINTER_WIDTH": "9.438",
+  "WINTER_RISE_WIDTH": "9.748",
+  "WINTER_FALL_WIDTH": "8.256",
+  "AUTUMN_WIDTH": "6.529",
+  "AUTUMN_RISE_WIDTH": "7.472",
+  "AUTUMN_FALL_WIDTH": "6.068",
+  "SUMMER_DIP": "0.148",
+  "SUMMER_LOW": "10.105",
+  "SUMMER_ONSET": "8.255",
+  "SUMMER_GATE_SHARPNESS": "4.784",
+  "SUMMER_DECAY_ONSET": "7.015",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.738",
+  "SUMMER_WIDTH": "29.904",
+  "SUMMER_RISE_WIDTH": "47.214",
+  "SUMMER_FALL_WIDTH": "10.362",
+  "SCALE": "1.144",
+  "YEAR_END_WEIGHT": "0.134",
+  "YEAR_END_PEAK": "12.121",
+  "YEAR_END_WIDTH": "86.766",
+  "YEAR_END_RISE_WIDTH": "166.07",
+  "YEAR_END_FALL_WIDTH": "8.69",
+  "SPECIES": "House Sparrow"
+}
diff --git a/modelling/data/abingdon-all/resident/house_sparrow_observed.csv b/modelling/data/abingdon-all/resident/house_sparrow_observed.csv
new file mode 100644
index 0000000..3106ccd
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/house_sparrow_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,98
+2,87
+3,108
+4,130
+5,147
+6,126
+7,89
+8,67
+9,57
+10,49
+11,51
+12,55
diff --git a/modelling/data/abingdon-all/resident/house_sparrow_parameters.csv b/modelling/data/abingdon-all/resident/house_sparrow_parameters.csv
new file mode 100644
index 0000000..f051972
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/house_sparrow_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:03:27,house_sparrow_observed.csv,2.724526894507295486920413572,0.685,2.955,1.308,7.328,0.185,6.41,9.606,0.12,7.55,21.004,0.537,0.002,0.022,4.05,1.04,11.42,7.52,12.652,14.916,10.387,8.232,9.146,7.318,0.048,9.7,8.93,7.555,7.12,22.513,17.678,19.299,16.058,1.557,0.176,12.124,107.850,207.454,8.247
+2026-05-21 10:03:27,house_sparrow_observed.csv,0.1484884381266280729204068737,0.852,3.957,4.707,5.37,0.437,7.68,12.071,0.04,6.65,15.076,0.336,0.476,0.039,4.85,10.61,11.42,2.152,11.993,15.228,8.758,9.839,9.179,10.499,0.191,10.67,9.02,1.161,6.61,6.908,17.456,18.993,15.918,1.408,0.223,12.299,71.569,135.322,7.816
+2026-05-21 10:03:27,house_sparrow_observed.csv,0.1648242023024253402108496923,0.601,2.736,2.387,0.112,0.628,7.69,8.99,0.411,6.89,10.57,0.523,0.459,0.04,4.82,10.86,11.35,4.665,6.790,0.395,13.185,5.699,10.61,0.788,0.067,10.81,8.49,7.03,7.58,21.283,24.140,35.691,12.589,1.196,0.085,12.29,111.764,216.372,7.157
+2026-05-21 10:03:28,house_sparrow_observed.csv,0.5422242737320122896983278076,0.784,3.382,1.607,6.367,0.571,6.61,8.555,0.081,6.62,21.137,0.121,0.3,0.045,4.19,11.25,11.49,3.031,14.278,12.374,16.183,5.760,5.803,5.716,0.003,8.59,8.2,4.223,6.77,7.755,29.832,51.488,8.176,1.128,0.2,12.258,116.128,224.068,8.187
+2026-05-21 10:03:28,house_sparrow_observed.csv,0.4608685167808480061982029803,0.746,3.734,2.791,4.897,0.7,6.31,12.376,0.433,7.45,23.335,0.513,0.709,0.023,3.57,1.06,11.27,6.287,5.421,7.836,3.006,2.490,2.343,2.637,0.176,9.77,9.18,4.313,6.62,15.841,18.368,31.811,4.924,0.927,0.282,12.183,55.330,104.593,6.066
+2026-05-21 10:03:28,house_sparrow_observed.csv,1.779663324522145785081329857,0.776,3.518,3.0,5.35,0.154,7.75,12.22,0.278,7.19,20.091,0.562,0.042,0.023,4.36,10.92,11.47,8.383,17.066,17.931,16.201,10.113,12.64,7.586,0.124,10.36,7.12,6.503,7.45,14.892,28.248,45.997,10.5,1.548,0.153,12.183,98.818,187.033,10.602
+2026-05-21 10:03:29,house_sparrow_observed.csv,0.1786954636539355482236869552,0.928,2.236,1.916,2.358,0.359,7.28,8.119,0.236,6.88,10.679,0.366,0.536,0.011,5.78,11.84,11.42,7.86,8.647,10.175,7.119,3.434,2.442,4.426,0.147,10.98,8.14,1.98,7.24,23.519,18.026,32.592,3.459,1.307,0.097,12.131,124.138,232.92,15.357
+2026-05-21 10:03:29,house_sparrow_observed.csv,0.7181085396134733903901184228,0.699,2.779,2.304,2.225,0.159,7.1,7.326,0.009,6.6,17.981,0.367,0.502,0.03,3.76,11.42,11.49,11.976,2.274,0.768,3.779,12.492,12.354,12.630,0.115,10.05,7.92,2.758,7.06,11.482,6.818,3.048,10.588,1.292,0.344,12.097,86.465,164.375,8.555
+2026-05-21 10:03:29,house_sparrow_observed.csv,1.421084658626365926240374602,0.952,0.686,0.443,0.994,0.144,7.72,8.812,0.075,6.58,7.099,0.208,0.164,0.036,5.06,11.68,11.48,3.99,7.681,6.936,8.426,2.846,2.723,2.968,0.208,11.38,8.63,4.028,7.18,13.177,11.199,14.458,7.94,1.607,0.128,12.067,45.102,85.722,4.481
+2026-05-21 10:03:29,house_sparrow_observed.csv,0.5430611995653474029424307589,0.59,3.345,3.008,2.905,0.87,6.76,6.75,0.235,7.18,10.674,0.487,0.015,0.026,3.93,11.63,11.37,2.427,14.272,9.999,18.544,12.380,11.279,13.481,0.006,8.91,8.65,2.516,6.74,8.083,47.095,79.132,15.058,1.24,0.158,12.267,105.480,202.941,8.019
+2026-05-21 10:03:30,house_sparrow_observed.csv,2.887335829469925913664998089,0.999,3.147,5.752,5.425,0.942,7.5,11.662,0.049,7.48,24.632,0.402,0.546,0.024,3.81,1.19,11.37,9.7,3.424,3.393,3.455,6.828,2.738,10.919,0.219,11.03,9.13,5.664,7.3,6.089,34.898,51.464,18.332,1.737,0.058,12.119,61.864,111.373,12.354
+2026-05-21 10:03:30,house_sparrow_observed.csv,0.2015867293583720191871934873,0.947,3.39,4.771,6.813,0.231,7.28,4.582,0.344,7.55,13.084,0.605,0.514,0.034,6.3,1.39,11.43,9.895,8.713,9.321,8.105,7.239,7.019,7.459,0.195,10.56,7.28,7.811,6.71,22.07,44.732,71.459,18.004,1.639,0.046,12.117,84.743,162.586,6.9
+2026-05-21 10:03:30,house_sparrow_observed.csv,0.3172107054301832470419240524,0.72,0.535,2.053,7.326,0.232,7.72,13.767,0.217,7.32,6.696,0.364,0.517,0.01,5.22,11.29,11.48,5.967,12.355,8.8,15.91,1.902,1.379,2.426,0.153,10.09,9.08,5.379,6.66,6.079,41.710,63.511,19.908,1.49,0.062,12.014,60.313,105.591,15.035
+2026-05-21 10:03:31,house_sparrow_observed.csv,0.2443767492048126926456724193,0.978,0.368,1.054,1.982,0.048,6.95,15.443,0.28,7.38,9.064,0.463,0.379,0.024,6.39,11.86,11.38,9.813,7.979,9.697,6.261,9.448,6.678,12.217,0.056,11.18,9.44,4.231,7.59,18.022,16.531,21.424,11.638,0.851,0.051,12.061,46.955,86.899,7.011
+2026-05-21 10:03:31,house_sparrow_observed.csv,0.1822978132274307874497488737,0.998,3.945,0.547,3.69,0.395,7.73,10.356,0.227,6.79,27.046,0.44,0.454,0.024,4.59,1.28,11.38,10.694,8.600,16.035,1.165,6.748,8.737,4.76,0.103,8.66,7.72,6.223,7.21,23.293,16.737,23.133,10.341,0.857,0.103,12.276,60.979,115.018,6.94
+2026-05-21 10:03:31,house_sparrow_observed.csv,0.7515324066013848619636041811,0.425,3.567,2.372,5.05,0.037,7.01,13.477,0.274,7.47,26.696,0.404,0.023,0.042,3.84,10.78,11.32,9.673,15.872,12.788,18.956,11.476,9.612,13.341,0.003,8.57,8.64,1.325,7.11,6.957,44.641,74.801,14.481,1.614,0.023,12.061,116.888,227.153,6.623
+2026-05-21 10:03:32,house_sparrow_observed.csv,0.2813710765426322431917863034,0.906,0.881,2.811,7.807,0.928,7.0,8.217,0.275,6.74,19.116,0.514,0.078,0.009,3.91,11.49,11.35,3.84,9.774,8.339,11.21,4.538,4.103,4.974,0.213,9.28,7.18,5.338,7.27,20.844,25.918,36.425,15.411,0.915,0.059,12.298,65.132,115.406,14.859
+2026-05-21 10:03:32,house_sparrow_observed.csv,0.3468735057945406137341933369,0.912,1.39,1.404,3.393,0.287,7.09,9.945,0.108,7.38,18.809,0.467,0.308,0.012,5.5,11.99,11.33,5.09,9.281,14.809,3.753,8.282,6.5,10.064,0.009,11.06,8.05,2.167,7.49,21.569,42.614,73.744,11.484,1.202,0.332,12.282,73.090,139.195,6.985
+2026-05-21 10:03:32,house_sparrow_observed.csv,0.2330155095643141549266275283,0.498,2.287,1.987,3.683,0.251,7.27,3.357,0.392,7.09,11.958,0.221,0.302,0.048,3.55,11.65,11.49,8.431,12.313,4.958,19.668,5.938,8.346,3.53,0.148,9.62,7.89,1.897,6.78,11.38,26.485,51.369,1.601,0.945,0.173,12.197,45.584,86.713,4.455
+2026-05-21 10:03:33,house_sparrow_observed.csv,0.1570422448734536926563987670,0.817,0.909,0.401,5.084,0.248,6.42,7.011,0.398,6.67,13.011,0.256,0.324,0.031,4.95,11.57,11.3,11.616,8.050,5.249,10.85,11.558,12.029,11.086,0.248,9.63,8.14,6.604,7.2,18.836,32.762,59.74,5.784,0.918,0.25,12.112,120.372,224.871,15.874
+2026-05-21 10:03:33,house_sparrow_observed.csv,1.334645550479139541525696660,0.586,1.258,2.607,6.881,0.842,7.46,11.971,0.092,7.03,19.746,0.524,0.604,0.032,5.31,11.27,11.42,9.74,6.114,3.449,8.779,3.474,1.501,5.446,0.001,9.51,8.48,5.276,7.0,8.359,12.874,10.199,15.55,1.121,0.178,12.269,53.848,95.836,11.86
+2026-05-21 10:03:33,house_sparrow_observed.csv,0.2023660716972072783962559565,0.831,1.734,5.997,7.436,0.135,7.24,5.978,0.24,7.22,21.242,0.51,0.395,0.005,3.76,1.32,11.26,9.468,9.930,14.531,5.33,5.862,10.589,1.136,0.198,9.54,8.47,1.682,6.75,9.103,16.571,16.495,16.647,1.35,0.259,12.089,49.376,92.339,6.414
+2026-05-21 10:03:34,house_sparrow_observed.csv,0.1826348132956042886946225556,0.765,0.657,4.425,3.88,0.6,7.55,12.785,0.306,6.86,16.611,0.439,0.575,0.037,3.58,1.1,11.35,6.294,5.344,8.352,2.336,11.784,12.664,10.904,0.105,10.75,8.91,3.617,7.22,14.455,29.162,47.386,10.937,1.407,0.21,12.265,48.948,93.061,4.834
+2026-05-21 10:03:34,house_sparrow_observed.csv,0.7972034347582344737691595447,0.732,2.013,1.538,6.713,0.415,7.15,11.913,0.152,6.62,9.351,0.463,0.743,0.004,4.16,1.29,11.44,9.66,13.652,13.693,13.611,5.192,2.179,8.206,0.003,11.25,8.74,6.192,7.03,20.188,8.037,9.676,6.398,1.131,0.111,12.131,82.943,159.222,6.664
+2026-05-21 10:03:34,house_sparrow_observed.csv,0.3723518330767682422319603304,0.453,0.329,2.734,0.917,0.946,7.44,6.574,0.429,6.68,25.124,0.283,0.531,0.024,5.2,11.03,11.45,8.511,3.688,3.281,4.096,2.236,3.883,0.59,0.038,10.55,7.93,0.913,6.66,9.609,23.586,28.5,18.673,1.652,0.224,12.032,89.980,167.264,12.696
+2026-05-21 10:03:34,house_sparrow_observed.csv,0.7791757826952021093261874350,0.717,1.546,4.824,1.395,0.247,6.35,9.032,0.238,7.26,12.7,0.56,0.706,0.0,4.48,10.78,11.41,11.775,1.960,3.175,0.745,10.112,8.903,11.321,0.232,8.67,9.33,5.285,6.98,13.317,35.022,50.748,19.297,1.108,0.346,12.181,73.252,131.263,15.242
+2026-05-21 10:03:35,house_sparrow_observed.csv,1.241447375497970231429122087,0.798,0.36,3.077,2.395,0.788,7.49,6.869,0.01,7.62,24.189,0.233,0.072,0.01,3.72,11.72,11.45,2.318,13.833,15.411,12.255,6.943,11.243,2.643,0.044,9.13,7.28,5.583,6.71,8.136,42.026,76.875,7.178,1.644,0.013,12.059,56.297,97.744,14.85
+2026-05-21 10:03:35,house_sparrow_observed.csv,0.1697818364138027296698969408,0.889,4.0,4.56,2.506,0.535,7.12,8.733,0.304,7.41,20.85,0.342,0.35,0.006,3.69,11.76,11.42,4.145,18.105,17.385,18.825,3.638,2.723,4.552,0.243,11.05,9.18,3.477,6.76,18.469,22.021,36.22,7.822,1.153,0.038,12.044,68.398,123.782,13.015
+2026-05-21 10:03:35,house_sparrow_observed.csv,0.4663638678538509052813178200,0.635,3.864,4.398,7.673,0.275,7.32,6.542,0.34,6.92,20.619,0.356,0.243,0.036,4.55,11.54,11.38,5.391,19.375,19.875,18.875,8.636,12.269,5.002,0.112,10.92,7.88,0.943,7.25,18.331,6.969,1.681,12.257,1.556,0.014,12.231,107.502,208.463,6.542
+2026-05-21 10:03:36,house_sparrow_observed.csv,0.1728738662031921583549002988,0.508,2.293,3.384,2.113,0.146,6.28,5.919,0.318,7.44,23.717,0.196,0.5,0.015,6.06,1.27,11.28,8.383,12.345,6.223,18.467,2.784,2.087,3.481,0.207,10.16,7.01,6.528,7.51,20.275,14.646,26.872,2.421,1.551,0.103,12.145,93.990,173.735,14.245
+2026-05-21 10:03:36,house_sparrow_observed.csv,0.5128557526921817752000803408,0.445,3.451,2.152,0.386,0.282,6.39,5.255,0.171,6.89,12.019,0.532,0.194,0.006,4.36,11.53,11.35,3.653,8.858,2.316,15.4,9.023,10.458,7.588,0.05,10.57,7.87,3.408,7.25,23.619,18.984,32.961,5.006,0.827,0.081,12.176,48.240,89.0,7.479
+2026-05-21 10:03:36,house_sparrow_observed.csv,0.1996350051881002253099328138,0.801,3.74,5.78,5.562,0.907,6.28,13.815,0.089,6.66,9.406,0.155,0.6,0.008,5.27,11.74,11.37,11.155,9.030,10.613,7.447,8.404,7.728,9.08,0.213,8.83,8.58,5.459,6.76,6.775,32.704,50.632,14.777,0.952,0.038,12.184,82.042,154.65,9.434
+2026-05-21 10:03:37,house_sparrow_observed.csv,1.214878642998022927299228998,0.748,0.846,0.32,7.395,0.517,6.85,14.823,0.352,7.12,22.735,0.211,0.414,0.007,5.96,11.41,11.35,7.288,6.184,4.624,7.744,7.636,7.345,7.928,0.099,9.71,9.26,5.241,7.13,18.315,34.918,65.005,4.832,1.188,0.05,12.047,73.680,136.124,11.237
+2026-05-21 10:03:37,house_sparrow_observed.csv,0.3283470754354114390147947527,0.607,1.981,3.395,4.421,0.18,6.31,13.144,0.154,7.6,23.518,0.295,0.747,0.014,3.63,11.23,11.27,8.43,9.762,3.406,16.118,9.890,10.223,9.558,0.068,9.55,9.35,6.264,7.18,15.965,37.386,65.218,9.554,1.604,0.12,12.172,65.186,125.028,5.343
+2026-05-21 10:03:37,house_sparrow_observed.csv,1.588708293914904837629237895,1.014,0.605,1.399,1.574,0.61,6.5,5.604,0.108,6.94,8.811,0.407,0.396,0.046,5.4,11.69,11.42,9.723,16.035,16.175,15.895,7.894,2.906,12.882,0.155,8.64,7.54,2.994,6.71,18.401,15.608,19.568,11.648,1.621,0.254,12.058,99.248,182.933,15.563
+2026-05-21 10:03:38,house_sparrow_observed.csv,0.2867869198179171670830909260,0.881,1.276,5.992,6.793,0.029,6.99,3.829,0.182,7.55,11.021,0.267,0.719,0.038,6.48,11.68,11.43,8.086,17.191,17.362,17.02,9.846,11.121,8.572,0.209,9.11,8.43,7.85,6.98,15.523,8.960,4.165,13.754,1.138,0.044,12.147,68.563,123.906,13.22
+2026-05-21 10:03:38,house_sparrow_observed.csv,1.448572321269990445179804758,0.438,3.159,0.207,5.66,0.07,6.49,6.003,0.004,7.31,10.67,0.532,0.481,0.026,5.53,1.4,11.36,7.642,7.139,1.882,12.396,3.960,5.807,2.112,0.116,11.31,7.04,5.662,6.94,14.478,45.048,74.243,15.853,0.874,0.04,12.215,81.953,157.336,6.57
+2026-05-21 10:03:38,house_sparrow_observed.csv,0.4336956262512036090002163016,0.562,1.531,4.355,5.641,0.837,7.52,6.46,0.376,6.73,10.206,0.559,0.188,0.025,5.57,11.05,11.4,3.849,5.177,5.360,4.994,7.428,7.122,7.734,0.071,9.38,7.61,0.847,7.05,19.071,38.952,67.149,10.755,1.097,0.033,12.239,87.105,161.556,12.654
+2026-05-21 10:03:39,house_sparrow_observed.csv,0.1978850298419076210085902125,0.485,1.625,3.916,5.778,0.226,6.26,11.989,0.21,7.36,6.798,0.429,0.147,0.024,4.36,10.85,11.4,7.82,17.968,15.937,20.000,5.210,8.041,2.378,0.097,8.62,7.81,2.4,7.55,22.585,17.356,31.027,3.685,1.368,0.061,12.004,62.124,116.59,7.657
+2026-05-21 10:03:39,house_sparrow_observed.csv,0.4901473973814700232497470333,0.533,1.824,3.262,5.724,0.004,6.67,6.721,0.316,7.17,23.651,0.48,0.532,0.01,6.26,1.38,11.32,7.276,8.992,4.207,13.778,9.753,12.825,6.681,0.026,9.71,7.37,3.083,6.91,12.55,28.886,48.149,9.623,1.773,0.121,12.23,89.686,171.468,7.903
+2026-05-21 10:03:39,house_sparrow_observed.csv,0.2757265706070679001711756078,0.977,2.692,4.716,6.922,0.791,7.14,13.181,0.433,7.21,18.538,0.598,0.005,0.006,5.84,10.68,11.48,3.164,19.051,19.108,18.994,8.682,4.959,12.405,0.042,8.75,8.68,3.91,6.63,17.185,6.850,9.051,4.65,0.926,0.223,12.12,104.408,194.909,13.906
+2026-05-21 10:03:40,house_sparrow_observed.csv,3.686473966856837294486571059,0.662,1.675,4.062,6.613,0.241,7.62,13.533,0.313,7.59,27.363,0.471,0.043,0.007,4.3,11.33,11.48,7.298,3.148,3.298,2.997,5.628,0.742,10.513,0.246,8.96,7.79,4.213,7.16,19.459,41.015,72.852,9.178,1.797,0.157,12.153,99.840,189.617,10.062
+2026-05-21 10:03:40,house_sparrow_observed.csv,0.6484119843229072914875301583,0.517,2.199,4.557,3.365,0.111,7.38,5.92,0.136,6.54,6.84,0.105,0.577,0.021,3.92,10.69,11.41,6.613,15.209,14.095,16.323,6.586,3.055,10.117,0.028,10.18,9.29,4.414,7.56,6.552,34.643,57.714,11.572,1.084,0.344,12.243,116.448,228.274,4.623
+2026-05-21 10:03:40,house_sparrow_observed.csv,0.2367953520730034959700669191,0.704,2.922,3.509,1.734,0.659,6.36,5.566,0.445,7.41,23.331,0.678,0.532,0.037,5.85,11.12,11.34,4.206,9.290,12.805,5.775,1.167,1.188,1.146,0.114,10.05,9.26,2.117,6.96,13.816,15.083,15.902,14.264,1.423,0.275,12.184,48.772,90.273,7.27
+2026-05-21 10:03:40,house_sparrow_observed.csv,0.2796088148365837973062213582,0.832,3.49,2.576,7.137,0.781,6.48,5.177,0.062,6.54,13.865,0.583,0.318,0.046,4.65,10.53,11.4,9.876,12.890,19.0,6.78,6.100,5.269,6.930,0.011,9.55,8.25,3.902,7.31,7.61,45.846,75.297,16.396,1.225,0.332,12.062,46.755,81.034,12.476
+2026-05-21 10:03:41,house_sparrow_observed.csv,1.381217198494243955207387965,0.698,2.392,5.971,4.456,0.747,6.38,13.39,0.081,7.28,18.864,0.472,0.141,0.042,6.35,11.5,11.4,5.621,8.862,11.011,6.712,13.005,13.33,12.68,0.093,8.6,7.52,3.003,6.62,10.308,27.137,49.715,4.559,1.474,0.228,12.005,84.480,155.648,13.313
+2026-05-21 10:03:41,house_sparrow_observed.csv,1.485877506639116656362421430,0.588,3.757,2.914,0.046,0.255,7.48,6.813,0.257,6.52,8.649,0.365,0.164,0.015,6.2,10.66,11.46,4.855,3.740,3.360,4.121,10.928,8.243,13.612,0.118,10.95,7.93,7.87,7.24,17.099,12.594,6.332,18.856,1.691,0.234,12.108,55.068,96.046,14.09
+2026-05-21 10:03:41,house_sparrow_observed.csv,1.284678108039895085851905114,0.718,3.067,3.449,4.238,0.846,6.33,13.609,0.444,7.59,13.75,0.09,0.092,0.012,4.81,10.52,11.28,11.681,8.100,4.403,11.797,5.076,7.358,2.795,0.075,10.87,7.88,2.86,7.52,22.491,22.520,39.696,5.344,1.378,0.245,12.088,108.375,203.781,12.969
+2026-05-21 10:03:42,house_sparrow_observed.csv,0.4094079339227010946438520358,0.719,3.1,1.812,2.109,0.388,7.12,6.27,0.36,6.62,25.332,0.67,0.438,0.045,4.87,10.58,11.3,8.421,10.640,10.854,10.425,3.274,2.658,3.889,0.193,10.04,9.29,3.766,7.52,7.561,17.364,19.738,14.989,0.859,0.224,12.213,50.910,93.923,7.898
+2026-05-21 10:03:42,house_sparrow_observed.csv,0.2718164831302231821708548389,0.848,2.886,4.672,7.618,0.294,7.35,4.779,0.341,6.83,22.282,0.661,0.198,0.029,5.12,10.66,11.27,9.505,5.604,8.691,2.518,4.110,6.515,1.706,0.029,9.46,9.18,7.886,6.86,17.742,7.090,1.583,12.597,0.9,0.207,12.269,115.222,226.441,4.004
+2026-05-21 10:03:42,house_sparrow_observed.csv,0.4253174621954386546453226474,0.984,3.31,2.648,7.466,0.178,7.27,11.546,0.192,6.53,26.79,0.129,0.417,0.039,6.01,10.83,11.28,8.718,7.118,4.392,9.845,11.371,13.69,9.052,0.133,8.6,7.56,3.46,6.72,16.141,10.152,10.49,9.813,1.537,0.2,12.093,50.118,93.137,7.1
+2026-05-21 10:03:43,house_sparrow_observed.csv,0.2764818842284748155581766644,0.674,1.971,0.365,2.913,0.298,7.48,6.49,0.126,7.38,9.805,0.472,0.043,0.03,5.33,11.9,11.5,9.64,17.602,16.795,18.408,12.527,12.333,12.721,0.043,9.27,7.76,2.426,7.27,9.296,17.112,19.365,14.859,0.973,0.343,12.275,91.236,176.364,6.107
+2026-05-21 10:03:43,house_sparrow_observed.csv,0.09921579620114389619109866953,0.824,2.962,0.57,0.204,0.376,7.21,8.245,0.385,7.52,25.556,0.599,0.025,0.036,3.74,11.15,11.47,2.562,11.590,3.73,19.449,5.946,4.08,7.812,0.119,11.44,8.24,2.532,6.61,9.199,23.214,28.685,17.742,0.861,0.254,12.058,60.376,110.263,10.488
+2026-05-21 10:03:43,house_sparrow_observed.csv,0.3186189328590674403631961300,0.983,3.686,4.529,1.328,0.652,7.39,12.248,0.024,7.38,23.298,0.247,0.552,0.03,5.18,11.1,11.27,7.859,16.567,13.764,19.37,6.174,8.409,3.938,0.104,9.54,8.64,0.804,7.0,17.296,40.059,75.691,4.427,1.483,0.225,12.261,51.552,92.2,10.903
+2026-05-21 10:03:44,house_sparrow_observed.csv,0.3694864129836169418572075248,0.871,2.561,2.581,2.517,0.875,7.29,4.718,0.245,7.54,9.292,0.143,0.145,0.043,6.12,1.24,11.45,6.225,6.536,7.109,5.962,6.798,6.972,6.623,0.004,10.81,7.53,4.285,6.82,21.993,10.662,18.263,3.062,0.903,0.236,12.039,83.070,158.147,7.993
+2026-05-21 10:03:44,house_sparrow_observed.csv,0.9814156501369493412604546973,0.659,0.955,2.167,2.492,0.532,6.37,12.876,0.323,7.19,24.733,0.663,0.53,0.002,5.94,11.94,11.48,9.755,14.056,12.577,15.534,9.098,10.952,7.243,0.174,8.83,7.96,7.559,6.98,13.894,19.855,24.287,15.423,0.814,0.166,12.102,122.832,231.494,14.17
+2026-05-21 10:03:44,house_sparrow_observed.csv,0.1829939940981825261171754518,0.679,3.434,2.314,2.348,0.777,6.57,8.382,0.397,6.96,21.98,0.638,0.168,0.047,5.58,10.78,11.29,2.699,14.986,13.486,16.485,3.974,6.304,1.644,0.038,10.27,8.7,2.215,6.63,16.686,20.248,35.191,5.304,1.42,0.074,12.01,116.059,221.861,10.257
+2026-05-21 10:03:45,house_sparrow_observed.csv,1.878901984924752090912628933,1.009,1.562,2.022,4.426,0.407,6.6,3.097,0.443,7.13,10.626,0.33,0.259,0.05,5.83,11.62,11.28,8.402,15.196,12.783,17.610,8.900,7.528,10.272,0.224,11.49,7.24,4.118,6.77,22.999,20.460,25.052,15.868,1.645,0.149,12.185,66.348,120.545,12.152
+2026-05-21 10:03:45,house_sparrow_observed.csv,0.2013985022317845543833765650,0.489,2.311,5.803,0.676,0.917,7.01,15.589,0.357,6.76,17.86,0.458,0.081,0.019,4.02,10.62,11.32,9.745,11.398,3.606,19.191,7.456,7.215,7.697,0.074,11.3,7.28,5.747,7.27,23.254,42.659,77.789,7.529,1.23,0.206,12.223,55.576,104.588,6.564
+2026-05-21 10:03:45,house_sparrow_observed.csv,0.1474610184305802763002577052,0.444,3.646,0.532,7.429,0.528,6.43,14.641,0.417,6.54,17.648,0.655,0.478,0.032,6.03,1.34,11.41,8.354,8.218,3.134,13.303,2.649,2.891,2.407,0.086,9.71,7.31,7.268,6.98,20.612,2.868,2.908,2.828,1.374,0.002,12.033,43.225,81.792,4.658
+2026-05-21 10:03:45,house_sparrow_observed.csv,0.3121131375321749703557629160,0.506,2.652,0.823,4.857,0.416,6.57,9.512,0.155,7.45,16.695,0.454,0.415,0.034,3.65,11.55,11.5,5.289,12.123,17.194,7.052,3.666,4.524,2.809,0.153,8.76,9.08,5.341,7.59,19.083,37.891,65.549,10.233,1.468,0.126,12.127,84.926,162.867,6.984
+2026-05-21 10:03:46,house_sparrow_observed.csv,0.2909775400455131869843634949,0.513,1.615,2.586,4.309,0.284,6.29,11.242,0.432,7.55,14.259,0.476,0.231,0.025,4.87,11.68,11.31,5.512,14.062,12.326,15.799,9.238,11.622,6.854,0.061,11.23,7.52,3.319,6.95,22.12,22.490,25.673,19.308,1.344,0.041,12.188,118.239,224.555,11.923
+2026-05-21 10:03:46,house_sparrow_observed.csv,0.1185081077318338353600002610,0.636,0.797,1.187,6.218,0.269,6.9,6.589,0.281,7.2,22.843,0.386,0.441,0.012,5.4,11.34,11.43,8.436,11.534,7.408,15.659,5.314,8.675,1.953,0.159,10.97,8.22,6.206,7.36,21.89,34.190,60.404,7.977,1.19,0.155,12.202,53.865,92.103,15.627
+2026-05-21 10:03:46,house_sparrow_observed.csv,0.2716229242450899764992763010,0.552,2.238,5.558,5.946,0.279,6.52,7.703,0.148,6.82,22.351,0.263,0.63,0.032,4.43,10.77,11.45,6.747,7.655,3.13,12.18,6.811,7.507,6.115,0.131,8.71,8.32,4.479,7.04,23.711,4.523,5.356,3.69,1.626,0.057,12.207,81.290,155.09,7.491
+2026-05-21 10:03:47,house_sparrow_observed.csv,0.2410070773750633257656930872,0.659,0.922,2.502,6.137,0.69,7.57,11.362,0.34,7.53,9.473,0.176,0.637,0.034,4.72,11.38,11.35,3.016,10.802,9.596,12.009,6.684,0.601,12.768,0.17,11.09,8.25,7.958,7.03,23.752,44.564,73.783,15.345,0.91,0.105,12.025,76.170,143.439,8.9
+2026-05-21 10:03:47,house_sparrow_observed.csv,0.1671459511250691745257860192,0.518,2.733,1.681,7.736,0.52,7.08,9.848,0.322,7.28,10.851,0.516,0.09,0.047,4.24,11.85,11.35,5.418,7.440,12.185,2.696,8.152,3.744,12.561,0.149,8.74,7.56,4.854,7.25,17.896,33.572,63.79,3.354,1.14,0.128,12.124,58.684,103.092,14.277
+2026-05-21 10:03:47,house_sparrow_observed.csv,0.2327371000612989949346676219,0.702,3.989,2.633,1.507,0.164,7.74,4.842,0.369,7.19,17.877,0.102,0.036,0.006,4.61,1.41,11.31,4.259,5.262,5.25,5.273,10.746,12.229,9.263,0.156,10.83,9.1,7.817,6.61,8.911,37.756,58.776,16.737,1.008,0.08,12.024,112.634,221.176,4.091
+2026-05-21 10:03:48,house_sparrow_observed.csv,0.3823421956090862195143389536,0.781,3.581,2.703,3.521,0.901,6.5,11.121,0.345,7.19,18.466,0.399,0.252,0.007,3.67,1.49,11.3,5.671,7.040,5.448,8.633,5.744,3.541,7.946,0.109,10.0,8.3,3.265,6.9,10.014,20.494,23.831,17.156,1.38,0.015,12.266,94.858,176.626,13.091
+2026-05-21 10:03:48,house_sparrow_observed.csv,0.2068355886162053937827084346,0.819,1.654,4.336,7.435,0.572,7.29,4.498,0.211,7.6,22.697,0.235,0.568,0.047,4.34,11.95,11.32,8.019,12.558,15.678,9.439,10.020,9.311,10.728,0.116,11.12,7.07,1.304,6.86,16.04,7.682,3.821,11.542,1.358,0.128,12.087,78.328,145.247,11.409
+2026-05-21 10:03:48,house_sparrow_observed.csv,0.1285544850061498045110314110,0.903,3.982,3.592,0.016,0.636,7.1,6.844,0.157,7.09,12.766,0.663,0.27,0.001,5.1,11.7,11.34,3.599,14.644,14.313,14.974,4.040,3.408,4.673,0.151,11.49,8.27,6.369,7.14,15.99,41.877,71.468,12.286,0.964,0.232,12.097,105.276,201.241,9.312
+2026-05-21 10:03:49,house_sparrow_observed.csv,0.5325433600883521473017963826,0.991,1.965,2.359,1.498,0.607,7.74,6.095,0.211,7.23,21.222,0.54,0.141,0.046,5.62,11.79,11.28,11.008,4.860,6.29,3.43,3.422,3.087,3.758,0.145,11.38,8.84,6.276,7.1,7.466,18.816,31.193,6.438,1.307,0.067,12.016,71.150,136.778,5.523
+2026-05-21 10:03:49,house_sparrow_observed.csv,0.1211045630340947935024162395,0.622,3.418,2.762,4.613,0.574,7.2,7.934,0.269,6.84,14.173,0.381,0.257,0.0,5.28,11.01,11.35,11.215,9.662,15.983,3.341,8.422,11.612,5.232,0.082,10.13,7.47,0.909,6.86,13.632,37.395,69.796,4.994,1.105,0.081,12.277,69.096,125.961,12.231
+2026-05-21 10:03:49,house_sparrow_observed.csv,0.2129906120182632794607369537,0.811,0.819,3.291,5.619,0.403,7.25,10.333,0.153,7.42,27.949,0.681,0.476,0.023,5.29,10.8,11.39,9.962,17.094,16.944,17.243,4.936,4.838,5.035,0.129,9.42,8.69,5.703,7.15,14.471,32.712,60.122,5.301,1.133,0.254,12.091,80.180,150.104,10.257
+2026-05-21 10:03:50,house_sparrow_observed.csv,0.9359686178104190626625096269,0.965,1.251,2.135,6.072,0.564,7.13,9.633,0.031,7.01,11.905,0.19,0.096,0.003,3.9,11.17,11.29,10.076,9.830,11.327,8.333,6.005,7.452,4.558,0.028,8.74,7.36,3.902,6.83,16.835,36.538,58.383,14.694,1.469,0.321,12.216,46.956,86.694,7.218
+2026-05-21 10:03:50,house_sparrow_observed.csv,1.373638330848029338535725557,0.661,1.499,0.353,5.831,0.582,7.34,7.655,0.007,6.97,25.215,0.534,0.388,0.033,3.57,1.47,11.36,3.556,3.784,4.143,3.425,7.376,6.213,8.54,0.131,9.73,7.13,0.837,6.94,18.775,14.220,23.348,5.091,1.493,0.062,12.242,60.858,116.715,5.002
+2026-05-21 10:03:50,house_sparrow_observed.csv,0.5459224231383368694238479445,0.592,1.075,4.194,4.03,0.721,6.36,10.027,0.374,6.6,7.071,0.157,0.523,0.029,4.42,1.15,11.37,8.319,9.084,11.332,6.837,10.370,13.537,7.202,0.183,10.48,8.39,3.547,6.65,15.379,5.494,8.195,2.792,1.684,0.157,12.004,105.202,205.222,5.183
+2026-05-21 10:03:50,house_sparrow_observed.csv,0.6016034775688715710808683112,0.619,2.581,5.922,7.585,0.091,6.91,7.766,0.266,7.02,20.575,0.133,0.305,0.047,5.6,1.49,11.47,10.557,11.918,7.627,16.21,10.866,12.508,9.223,0.186,10.25,8.96,1.038,6.64,7.295,37.540,59.547,15.532,1.654,0.047,12.211,111.684,208.547,14.822
+2026-05-21 10:03:51,house_sparrow_observed.csv,0.2376227922683174001537810861,0.944,0.682,3.04,4.32,0.153,6.89,4.537,0.06,7.06,27.207,0.48,0.569,0.003,5.76,11.06,11.26,3.64,19.310,19.193,19.426,9.152,10.578,7.725,0.078,10.02,8.01,5.45,6.89,11.112,28.342,48.225,8.458,1.413,0.039,12.288,86.988,161.936,12.041
+2026-05-21 10:03:51,house_sparrow_observed.csv,1.582219761436862444404527206,0.798,2.8,3.415,7.458,0.168,6.85,13.007,0.413,6.52,22.175,0.116,0.314,0.025,4.34,11.38,11.47,6.596,14.367,10.38,18.354,4.515,2.388,6.642,0.129,11.18,7.91,1.466,7.07,8.881,28.518,50.789,6.247,1.709,0.01,12.074,84.240,159.192,9.289
+2026-05-21 10:03:51,house_sparrow_observed.csv,2.719537508876142809317809441,0.783,1.085,1.115,3.813,0.114,7.28,8.589,0.365,6.8,20.007,0.194,0.063,0.002,5.8,11.8,11.35,2.775,15.538,11.495,19.582,4.764,1.213,8.316,0.186,8.63,7.62,4.5,7.25,9.273,15.361,13.944,16.778,1.7,0.291,12.083,101.820,193.759,9.881
+2026-05-21 10:03:52,house_sparrow_observed.csv,0.2979523685497350992491222730,0.905,1.904,5.55,3.64,0.17,7.0,12.487,0.274,6.73,8.656,0.329,0.059,0.019,6.41,11.45,11.29,9.568,10.249,9.824,10.674,4.635,7.211,2.059,0.128,9.78,8.41,4.432,6.85,15.819,9.592,10.261,8.923,1.249,0.123,12.294,115.311,215.038,15.584
+2026-05-21 10:03:52,house_sparrow_observed.csv,0.1799149483119854672563909574,0.783,1.149,3.303,0.637,0.247,6.95,11.564,0.282,7.28,24.727,0.105,0.574,0.033,6.3,10.67,11.36,5.338,6.903,7.534,6.272,7.767,8.168,7.366,0.132,9.2,8.79,6.49,6.65,17.48,32.233,47.043,17.423,1.227,0.275,12.001,68.422,126.103,10.741
+2026-05-21 10:03:52,house_sparrow_observed.csv,6.287175788970277033698320298,0.757,3.452,0.288,2.789,0.872,6.95,6.738,0.321,7.39,25.93,0.402,0.117,0.041,6.36,10.7,11.29,6.058,7.644,3.835,11.453,7.062,13.346,0.779,0.188,10.21,8.73,2.044,7.13,18.716,34.204,59.27,9.139,1.592,0.182,12.046,117.156,227.46,6.853
+2026-05-21 10:03:53,house_sparrow_observed.csv,0.2999384773846843666824702348,1.009,0.995,1.521,0.249,0.574,6.87,5.106,0.241,7.4,16.382,0.411,0.233,0.015,3.6,11.85,11.46,9.583,2.373,3.439,1.307,9.707,6.209,13.205,0.106,8.54,7.48,0.947,7.1,13.562,43.720,69.243,18.196,0.987,0.199,12.289,101.086,190.837,11.334
+2026-05-21 10:03:53,house_sparrow_observed.csv,0.3758430847914452785474486485,0.838,2.834,5.555,2.433,0.718,6.49,14.8,0.349,7.2,7.788,0.501,0.691,0.021,5.35,1.45,11.39,4.151,4.064,4.274,3.855,9.572,7.849,11.294,0.119,9.7,8.11,1.298,7.47,13.88,6.974,5.779,8.17,1.175,0.083,12.288,82.046,154.291,9.801
+2026-05-21 10:03:53,house_sparrow_observed.csv,0.3617722559636821881341786194,0.924,2.517,4.115,0.49,0.667,6.38,6.183,0.327,6.8,6.417,0.262,0.656,0.016,6.02,1.29,11.34,8.924,1.464,1.271,1.656,4.308,4.252,4.365,0.121,10.89,8.76,6.651,7.17,8.966,27.458,43.155,11.762,0.818,0.029,12.185,122.002,238.75,5.254
+2026-05-21 10:03:54,house_sparrow_observed.csv,0.4122639090950337087018164532,0.854,3.057,3.789,5.21,0.205,6.79,5.192,0.114,7.59,22.432,0.58,0.569,0.016,5.16,11.08,11.33,3.44,7.548,6.693,8.403,4.040,7.408,0.672,0.087,8.65,9.05,7.544,6.65,6.027,31.900,58.985,4.816,1.282,0.326,12.038,51.058,88.615,13.501
+2026-05-21 10:03:54,house_sparrow_observed.csv,0.1791081900912753426734920204,0.87,3.205,5.533,2.663,0.453,7.14,13.767,0.309,6.71,12.487,0.345,0.456,0.027,4.89,11.92,11.41,10.287,17.268,18.127,16.410,5.920,2.737,9.103,0.131,8.82,8.47,5.316,6.83,18.473,29.615,54.474,4.756,1.141,0.102,12.178,122.530,230.013,15.046
+2026-05-21 10:03:54,house_sparrow_observed.csv,1.016975668638264433600396212,0.914,2.975,2.456,6.744,0.784,7.71,13.143,0.078,7.44,13.055,0.644,0.22,0.028,4.63,10.86,11.42,5.967,11.636,10.554,12.717,1.953,0.358,3.548,0.214,11.36,7.24,4.048,7.24,9.319,9.412,11.702,7.121,1.265,0.311,12.272,105.612,200.664,10.56
+2026-05-21 10:03:55,house_sparrow_observed.csv,2.028906792554724190242059731,0.605,1.008,4.035,2.945,0.303,7.66,11.019,0.345,7.06,22.305,0.268,0.073,0.023,3.54,1.03,11.48,10.174,7.014,6.039,7.989,10.514,10.228,10.799,0.106,10.5,7.05,4.902,6.92,9.373,31.877,44.757,18.997,1.652,0.132,12.012,77.328,144.197,10.458
+2026-05-21 10:03:55,house_sparrow_observed.csv,0.8351501106703504521937805475,0.494,0.615,0.822,2.903,0.486,6.82,13.906,0.363,6.57,17.985,0.405,0.582,0.028,5.23,10.68,11.3,8.267,10.012,6.336,13.687,8.473,10.368,6.578,0.128,8.94,7.11,3.44,7.54,8.374,28.696,44.918,12.475,0.904,0.11,12.154,99.633,186.349,12.917
+2026-05-21 10:03:55,house_sparrow_observed.csv,0.1556863912829957905718864281,0.901,0.696,0.286,2.272,0.293,6.85,4.369,0.023,7.56,7.235,0.325,0.622,0.032,4.71,10.51,11.32,6.772,15.711,19.421,12.001,13.277,14.000,12.554,0.232,9.05,7.02,6.777,7.11,15.416,34.724,54.776,14.671,0.869,0.228,12.256,124.191,235.713,12.669
+2026-05-21 10:03:55,house_sparrow_observed.csv,0.1530463811157811824526527230,0.629,3.091,4.599,6.618,0.577,7.72,9.6,0.442,7.2,22.098,0.471,0.055,0.007,5.4,1.41,11.31,3.485,11.810,14.714,8.907,10.854,13.816,7.892,0.033,10.08,9.13,6.373,6.7,12.79,35.192,53.259,17.126,0.918,0.286,12.055,115.132,220.412,9.852
+2026-05-21 10:03:56,house_sparrow_observed.csv,0.2161846149116077928804780543,0.732,1.649,4.53,6.849,0.031,6.84,4.404,0.332,6.72,7.613,0.466,0.393,0.032,4.85,10.89,11.28,6.233,8.720,13.407,4.033,7.511,2.216,12.806,0.039,9.75,9.09,2.743,6.98,21.105,34.502,49.64,19.365,1.187,0.277,12.233,75.093,140.972,9.214
+2026-05-21 10:03:56,house_sparrow_observed.csv,0.4549667616424760276479090362,0.489,2.691,0.736,0.492,0.488,6.52,10.765,0.221,7.21,26.559,0.387,0.546,0.03,4.49,10.95,11.3,7.202,13.186,7.719,18.653,11.178,12.539,9.816,0.129,9.31,8.56,2.196,6.77,11.039,23.498,33.242,13.754,1.322,0.244,12.269,98.826,189.411,8.24
+2026-05-21 10:03:56,house_sparrow_observed.csv,0.3662147592137774075628525240,0.503,0.682,5.238,0.076,0.041,7.61,3.556,0.153,7.39,22.302,0.38,0.253,0.013,3.64,1.33,11.27,9.141,4.364,4.580,4.147,9.024,5.175,12.873,0.137,10.67,9.46,2.017,7.43,11.732,44.510,74.046,14.974,1.628,0.142,12.206,86.480,160.187,12.773
+2026-05-21 10:03:57,house_sparrow_observed.csv,0.2939786951240970860791599482,0.565,2.509,3.748,0.327,0.026,7.23,10.533,0.03,6.83,21.101,0.156,0.411,0.038,3.85,11.23,11.36,8.244,10.025,7.192,12.858,6.476,0.422,12.53,0.102,9.51,9.37,3.586,7.4,23.588,45.246,74.367,16.126,1.373,0.028,12.249,79.214,147.881,10.547
+2026-05-21 10:03:57,house_sparrow_observed.csv,1.106699670035728115463333912,0.566,0.586,1.869,6.55,0.407,6.29,10.863,0.095,6.9,7.878,0.645,0.682,0.044,5.11,10.87,11.42,10.871,4.054,4.174,3.933,0.883,0.879,0.887,0.122,9.73,8.16,5.108,6.75,21.686,16.086,28.329,3.844,1.392,0.224,12.298,124.444,236.328,12.561
+2026-05-21 10:03:57,house_sparrow_observed.csv,0.2469072617966992203067487028,0.593,0.33,4.697,4.704,0.751,6.41,4.987,0.232,7.28,13.97,0.191,0.033,0.016,4.54,11.15,11.3,3.955,9.886,3.18,16.591,6.928,5.058,8.798,0.163,10.69,7.44,4.205,6.88,9.598,39.248,71.225,7.272,0.836,0.284,12.201,56.248,100.72,11.776
+2026-05-21 10:03:58,house_sparrow_observed.csv,0.3058442800389920181114182385,0.968,1.598,2.934,6.274,0.925,7.63,12.611,0.226,7.51,6.034,0.115,0.228,0.015,4.07,11.79,11.37,10.396,8.139,4.523,11.755,10.154,11.98,8.328,0.226,10.98,9.36,1.22,7.22,13.59,38.383,69.758,7.008,0.984,0.071,12.249,82.975,157.628,8.322
+2026-05-21 10:03:58,house_sparrow_observed.csv,2.670335078103928666024737848,0.443,1.626,0.212,0.53,0.613,7.27,15.421,0.143,6.85,18.318,0.3,0.15,0.032,6.38,10.69,11.4,9.4,14.224,15.303,13.145,11.320,10.680,11.960,0.013,11.23,8.31,3.803,6.72,12.051,32.044,48.335,15.754,1.713,0.156,12.172,69.786,134.986,4.586
+2026-05-21 10:03:58,house_sparrow_observed.csv,0.1822377310245159954847618918,0.935,1.605,5.529,4.877,0.586,6.98,4.614,0.182,7.27,27.78,0.589,0.157,0.036,4.13,11.4,11.33,9.519,9.613,18.338,0.888,4.232,3.91,4.553,0.116,11.11,9.0,3.02,6.93,22.646,41.148,68.77,13.526,1.146,0.092,12.165,47.480,89.268,5.691
+2026-05-21 10:03:59,house_sparrow_observed.csv,0.3394146103964554726714124214,0.732,2.648,2.612,0.396,0.08,6.7,10.478,0.159,7.07,25.3,0.349,0.12,0.032,4.8,11.61,11.45,9.854,8.128,9.819,6.438,7.422,8.797,6.048,0.053,10.82,9.19,7.398,6.7,14.927,32.450,55.653,9.246,0.835,0.097,12.275,99.424,194.524,4.325
+2026-05-21 10:03:59,house_sparrow_observed.csv,0.1329348240091380323864901240,0.811,0.402,1.375,3.792,0.941,7.2,5.297,0.225,7.26,8.451,0.455,0.412,0.029,3.65,11.0,11.32,10.713,10.290,16.869,3.712,6.310,8.674,3.947,0.116,9.71,8.61,7.323,7.03,8.726,11.286,10.256,12.316,1.037,0.151,12.248,78.388,151.116,5.661
+2026-05-21 10:03:59,house_sparrow_observed.csv,3.397752071584999004735853007,0.852,1.49,2.619,5.231,0.89,7.39,8.471,0.16,6.69,24.626,0.466,0.068,0.0,4.98,11.93,11.45,5.941,7.233,7.985,6.481,8.640,3.638,13.641,0.155,9.05,9.14,2.211,6.86,22.537,3.308,4.413,2.203,1.79,0.099,12.021,85.764,155.544,15.984
+2026-05-21 10:03:59,house_sparrow_observed.csv,2.970577036987415115959150800,0.911,3.691,1.245,2.861,0.214,6.7,15.072,0.079,6.57,11.826,0.656,0.243,0.047,6.39,1.49,11.32,11.447,18.876,20.000,17.753,3.766,2.548,4.983,0.208,10.23,7.94,5.294,6.71,18.285,29.950,54.796,5.103,1.691,0.014,12.286,116.822,228.318,5.327
+2026-05-21 10:04:00,house_sparrow_observed.csv,0.7537436296375722324853243096,0.813,1.958,5.52,5.742,0.264,7.47,13.744,0.325,7.58,25.312,0.391,0.259,0.024,5.2,11.29,11.49,2.376,17.284,19.078,15.489,7.858,2.051,13.666,0.119,10.21,7.69,1.59,6.62,23.802,20.675,38.666,2.684,1.646,0.042,12.074,92.998,173.971,12.025
+2026-05-21 10:04:00,house_sparrow_observed.csv,1.159709054840243294712522540,0.45,0.681,0.876,1.914,0.912,7.27,6.659,0.168,7.1,24.062,0.515,0.261,0.013,5.49,1.38,11.42,9.687,18.610,18.91,18.311,7.361,12.462,2.26,0.092,11.18,8.95,2.139,6.96,8.685,14.029,22.207,5.851,0.927,0.098,12.16,52.460,99.625,5.295
+2026-05-21 10:04:00,house_sparrow_observed.csv,0.3284780977194466523915231668,0.789,2.277,1.591,0.633,0.349,7.2,14.658,0.02,7.43,18.726,0.54,0.196,0.04,4.68,1.3,11.44,4.344,6.684,6.983,6.386,5.418,4.605,6.232,0.023,10.73,7.37,5.728,7.26,8.71,12.944,14.858,11.03,0.811,0.148,12.07,101.476,198.82,4.133
+2026-05-21 10:04:01,house_sparrow_observed.csv,0.1228747245154761884630749410,0.638,2.752,1.55,6.875,0.109,7.59,15.287,0.38,6.52,18.639,0.646,0.425,0.015,6.15,11.96,11.46,4.636,5.496,2.583,8.408,7.274,9.51,5.038,0.242,9.42,9.06,4.371,6.77,15.485,43.005,74.658,11.352,1.36,0.085,12.039,88.790,169.555,8.024
+2026-05-21 10:04:01,house_sparrow_observed.csv,0.4674565385356142008209058974,0.915,2.149,4.55,1.572,0.342,7.34,6.041,0.137,7.03,9.614,0.398,0.214,0.049,5.81,11.96,11.26,3.311,10.412,10.604,10.221,9.332,10.219,8.445,0.144,9.01,7.06,6.586,6.9,21.323,10.102,6.934,13.269,1.607,0.001,12.05,122.336,233.253,11.42
+2026-05-21 10:04:01,house_sparrow_observed.csv,1.036963858571790759390329287,0.57,0.523,1.681,2.914,0.843,7.15,13.75,0.279,7.64,9.369,0.68,0.273,0.049,3.52,11.3,11.44,8.478,14.954,15.538,14.371,7.224,11.899,2.548,0.103,8.93,7.51,6.052,6.86,7.481,25.378,42.127,8.629,0.877,0.31,12.063,46.299,87.28,5.318
+2026-05-21 10:04:02,house_sparrow_observed.csv,0.8277021696208312523658312558,0.426,1.407,2.293,5.44,0.01,7.5,14.15,0.438,7.25,10.245,0.585,0.657,0.007,4.13,1.35,11.42,7.962,6.821,4.587,9.055,7.284,9.087,5.48,0.091,8.53,8.95,4.265,7.35,18.434,26.162,33.479,18.845,1.063,0.193,12.146,71.288,133.588,8.987
+2026-05-21 10:04:02,house_sparrow_observed.csv,1.103281626830850286764966439,0.756,1.993,5.153,2.957,0.863,6.81,9.238,0.041,6.66,10.602,0.188,0.732,0.049,3.71,11.67,11.37,4.996,8.020,6.228,9.813,5.584,9.898,1.27,0.085,10.53,7.59,6.007,7.02,20.921,37.189,70.539,3.839,1.785,0.299,12.253,111.966,211.2,12.731
+2026-05-21 10:04:02,house_sparrow_observed.csv,0.1773975911201652345596247138,0.753,2.24,4.503,4.141,0.8,7.02,12.428,0.411,6.72,22.249,0.43,0.406,0.016,5.16,11.22,11.33,11.902,13.325,8.959,17.691,2.934,2.464,3.403,0.133,11.13,9.23,4.393,7.0,13.611,40.144,76.717,3.57,1.445,0.233,12.003,116.372,218.281,14.464
+2026-05-21 10:04:03,house_sparrow_observed.csv,0.6172436994566978393268168188,0.753,3.767,0.204,7.414,0.798,7.17,4.708,0.365,6.68,19.324,0.516,0.44,0.025,4.1,11.94,11.49,11.174,7.461,9.423,5.499,8.024,5.743,10.306,0.078,9.98,7.69,4.354,7.18,7.152,30.696,45.517,15.874,0.876,0.151,12.007,79.032,144.323,13.74
+2026-05-21 10:04:03,house_sparrow_observed.csv,0.1011243625076852993128609001,1.013,2.947,0.585,3.107,0.798,6.55,3.229,0.432,6.98,25.868,0.358,0.379,0.04,3.73,1.01,11.49,9.652,10.569,15.624,5.514,5.554,5.045,6.063,0.237,9.87,7.52,1.225,7.32,9.476,44.495,72.841,16.149,0.835,0.095,12.082,81.108,156.528,5.687
+2026-05-21 10:04:03,house_sparrow_observed.csv,0.3972981209634601131892795369,0.794,1.814,4.361,0.826,0.016,7.34,14.424,0.314,7.27,21.481,0.518,0.744,0.007,6.13,11.48,11.43,2.525,7.048,3.745,10.351,6.504,6.601,6.407,0.183,9.26,7.5,6.728,6.98,8.437,5.990,3.0,8.979,1.213,0.024,12.219,94.962,179.938,9.987
+2026-05-21 10:04:04,house_sparrow_observed.csv,2.624817136346969775328382597,0.609,1.538,1.564,6.42,0.415,6.3,15.337,0.173,6.72,15.235,0.243,0.179,0.015,6.08,11.71,11.29,10.903,10.230,5.275,15.185,6.132,1.276,10.988,0.143,9.39,8.89,6.521,6.87,8.388,14.654,20.094,9.213,1.716,0.13,12.136,84.302,153.84,14.765
+2026-05-21 10:04:04,house_sparrow_observed.csv,0.2001855737987686947840438908,0.809,2.715,2.583,6.345,0.764,7.72,4.501,0.297,7.5,14.351,0.373,0.717,0.006,4.71,11.8,11.44,9.972,4.890,3.575,6.206,3.022,4.561,1.483,0.03,10.39,7.4,3.043,7.35,17.732,30.450,57.835,3.066,1.469,0.286,12.113,70.218,132.544,7.893
+2026-05-21 10:04:04,house_sparrow_observed.csv,0.1780769706444285181179248789,0.944,1.394,4.551,1.924,0.192,6.25,3.876,0.195,6.74,13.731,0.41,0.719,0.014,4.58,10.54,11.43,11.997,2.056,1.872,2.241,9.360,10.285,8.434,0.174,8.93,8.62,6.427,7.2,22.431,30.194,41.172,19.215,1.119,0.097,12.081,47.956,90.494,5.419
+2026-05-21 10:04:04,house_sparrow_observed.csv,0.4430895634293634323832871183,0.766,3.374,0.538,4.364,0.113,7.63,14.845,0.022,7.11,12.859,0.262,0.263,0.049,4.13,1.23,11.48,11.317,8.300,4.788,11.813,5.442,6.671,4.214,0.011,10.22,8.24,1.46,7.34,22.947,8.435,3.603,13.267,0.996,0.283,12.075,55.668,102.366,8.969
+2026-05-21 10:04:05,house_sparrow_observed.csv,0.1356713952282581515113933692,0.428,2.693,3.584,0.421,0.597,6.97,5.125,0.241,6.95,16.619,0.251,0.163,0.021,4.08,10.76,11.48,5.249,5.510,2.236,8.785,3.476,5.657,1.296,0.131,11.3,7.78,4.956,7.39,12.499,34.958,64.376,5.54,0.989,0.05,12.184,97.990,187.338,8.643
+2026-05-21 10:04:05,house_sparrow_observed.csv,0.7103399648818439900240198031,0.902,0.469,5.124,6.235,0.479,6.36,6.222,0.275,7.39,13.332,0.67,0.651,0.004,5.46,11.04,11.28,7.695,11.992,19.54,4.444,7.566,6.687,8.444,0.092,10.62,9.1,4.281,7.21,21.901,4.709,4.308,5.11,0.822,0.227,12.063,116.276,222.743,9.808
+2026-05-21 10:04:05,house_sparrow_observed.csv,0.2932465330603414150540204511,0.703,1.49,4.94,7.784,0.651,7.32,13.769,0.164,6.75,12.633,0.531,0.546,0.041,5.8,11.8,11.28,6.739,12.195,18.127,6.263,9.825,12.504,7.146,0.019,10.32,8.97,7.413,7.41,16.145,37.926,74.681,1.17,1.721,0.261,12.245,120.647,235.008,6.286
+2026-05-21 10:04:06,house_sparrow_observed.csv,0.9067346393429110190703730249,0.976,1.771,5.398,4.345,0.827,7.16,8.272,0.233,7.32,25.685,0.489,0.096,0.042,4.65,10.64,11.33,6.481,9.367,14.578,4.156,5.454,10.127,0.78,0.186,11.4,7.71,1.575,7.43,15.246,26.700,34.831,18.568,1.36,0.243,12.009,56.221,105.622,6.82
+2026-05-21 10:04:06,house_sparrow_observed.csv,0.2834714482590454208009510281,0.774,1.626,5.286,0.294,0.431,7.58,4.254,0.257,6.77,16.732,0.497,0.61,0.001,3.8,11.18,11.5,7.93,14.450,19.56,9.339,8.995,10.052,7.938,0.181,11.05,9.21,1.887,6.96,12.85,19.180,22.823,15.536,1.159,0.055,12.038,117.291,223.73,10.852
+2026-05-21 10:04:06,house_sparrow_observed.csv,0.4057620074376160238169813963,0.58,3.822,5.185,4.253,0.939,7.11,8.133,0.059,6.86,11.019,0.111,0.074,0.041,5.42,11.64,11.28,7.346,10.140,7.869,12.411,6.356,6.314,6.398,0.082,11.23,7.26,4.425,7.48,6.478,5.970,8.24,3.699,0.915,0.094,12.078,120.750,230.396,11.105
+2026-05-21 10:04:07,house_sparrow_observed.csv,2.087718849114755769375057863,0.425,2.849,2.482,6.536,0.612,7.05,11.616,0.192,7.25,20.955,0.372,0.027,0.013,5.41,1.19,11.33,9.338,14.084,12.927,15.240,13.863,13.918,13.808,0.16,10.96,8.43,6.279,7.28,7.999,21.346,30.475,12.216,1.631,0.039,12.147,124.152,237.355,10.949
+2026-05-21 10:04:07,house_sparrow_observed.csv,2.184037012230874407535141593,0.42,2.92,4.872,1.771,0.35,7.24,11.905,0.022,7.31,13.054,0.306,0.637,0.014,6.38,11.92,11.32,9.177,9.772,18.99,0.553,7.842,13.614,2.069,0.196,9.72,7.47,3.073,6.65,13.039,8.138,1.505,14.771,0.937,0.291,12.179,44.724,81.397,8.052
+2026-05-21 10:04:07,house_sparrow_observed.csv,0.3157467392288455642832569856,0.831,0.496,0.856,4.136,0.579,7.08,4.886,0.309,7.39,6.197,0.224,0.67,0.007,3.67,11.83,11.46,6.333,5.420,4.986,5.853,9.467,12.577,6.357,0.043,9.09,7.87,6.819,6.99,23.13,22.930,37.792,8.069,0.8,0.127,12.215,117.976,227.212,8.739
+2026-05-21 10:04:08,house_sparrow_observed.csv,0.2676162361877157663405274530,0.885,1.414,2.771,3.951,0.582,7.57,3.425,0.131,7.33,19.271,0.126,0.654,0.049,3.93,11.0,11.48,7.361,14.402,16.269,12.535,10.212,9.421,11.004,0.076,10.63,7.92,5.108,6.65,12.189,16.079,18.58,13.578,1.045,0.007,12.223,83.594,162.275,4.914
+2026-05-21 10:04:08,house_sparrow_observed.csv,0.1252393603226013525401838085,0.714,1.246,1.784,2.439,0.775,6.29,15.751,0.372,6.75,7.008,0.391,0.331,0.019,5.92,10.92,11.42,10.423,0.483,0.544,0.422,1.554,0.59,2.518,0.244,9.62,7.13,5.763,7.41,8.557,25.649,42.347,8.951,0.992,0.27,12.061,97.826,187.977,7.675
+2026-05-21 10:04:08,house_sparrow_observed.csv,0.9843016065178270718362601418,0.521,3.586,5.156,6.363,0.32,7.46,9.775,0.316,7.33,21.042,0.569,0.7,0.019,5.22,10.71,11.4,8.218,3.326,6.094,0.557,3.824,5.026,2.622,0.151,9.95,7.52,3.044,7.41,22.517,28.837,47.897,9.777,1.682,0.304,12.18,80.472,145.878,15.067
+2026-05-21 10:04:09,house_sparrow_observed.csv,0.1834596473900055511866014276,0.496,1.736,0.882,3.47,0.59,7.61,3.5,0.207,6.7,27.158,0.244,0.395,0.007,4.76,1.09,11.35,3.029,2.954,2.318,3.589,9.397,12.121,6.673,0.202,10.04,7.39,4.715,6.73,20.968,44.288,79.446,9.131,0.888,0.17,12.021,102.054,199.988,4.121
+2026-05-21 10:04:09,house_sparrow_observed.csv,0.7392754287357950760340370489,0.785,0.826,4.773,1.995,0.641,7.43,15.158,0.123,7.46,11.854,0.566,0.703,0.007,4.85,11.22,11.42,5.614,8.510,15.977,1.044,4.046,1.809,6.284,0.163,9.48,9.25,1.001,7.59,15.831,16.078,26.411,5.744,1.6,0.319,12.116,68.631,124.05,13.212
+2026-05-21 10:04:09,house_sparrow_observed.csv,0.1657666058367179593396433039,0.843,3.947,5.019,3.807,0.125,6.51,14.019,0.261,6.73,16.32,0.564,0.424,0.01,6.36,10.82,11.33,6.904,12.340,16.832,7.849,8.948,11.822,6.074,0.115,10.69,9.0,3.385,6.98,6.902,37.486,61.222,13.751,1.573,0.141,12.192,94.264,178.861,9.666
+2026-05-21 10:04:10,house_sparrow_observed.csv,0.5622290909856716024792185351,0.799,1.562,5.008,5.337,0.396,6.35,3.004,0.271,6.6,7.187,0.42,0.33,0.046,5.15,10.72,11.36,4.458,13.012,14.563,11.46,5.506,4.43,6.582,0.128,11.14,7.72,7.308,7.02,6.948,28.630,50.101,7.159,1.587,0.214,12.071,117.802,219.999,15.606
+2026-05-21 10:04:10,house_sparrow_observed.csv,1.508223584239539559349292983,0.645,1.135,5.303,1.647,0.948,6.38,8.429,0.213,7.46,27.069,0.149,0.335,0.014,4.56,11.04,11.42,2.969,8.454,2.433,14.476,2.494,1.408,3.579,0.207,9.31,7.44,2.294,7.47,21.673,26.536,34.377,18.694,1.465,0.128,12.029,81.088,148.131,14.045
+2026-05-21 10:04:10,house_sparrow_observed.csv,0.3123432759005439449867787771,0.726,2.496,1.172,6.281,0.333,7.12,10.495,0.147,6.77,11.198,0.545,0.291,0.016,4.9,10.51,11.35,8.152,13.737,10.087,17.387,9.784,8.798,10.771,0.237,8.66,8.22,6.127,7.4,9.489,24.397,39.078,9.716,1.284,0.207,12.266,85.118,161.733,8.504
+2026-05-21 10:04:10,house_sparrow_observed.csv,0.3045454078176115117155149796,0.82,0.685,5.235,3.337,0.126,7.33,3.234,0.3,7.12,9.334,0.099,0.682,0.017,6.2,11.68,11.37,7.754,9.690,9.682,9.698,7.157,7.815,6.499,0.154,9.98,7.74,4.759,7.28,8.68,24.752,33.431,16.073,0.96,0.279,12.155,101.121,191.491,10.751
+2026-05-21 10:04:11,house_sparrow_observed.csv,0.4869816750902265331007267872,0.707,3.355,3.575,0.976,0.524,7.01,3.358,0.352,7.55,21.948,0.548,0.677,0.0,4.11,1.07,11.47,10.114,13.862,13.807,13.918,5.630,4.465,6.796,0.087,8.52,7.94,2.694,6.96,10.807,17.037,31.895,2.179,1.327,0.064,12.254,122.450,234.219,10.681
+2026-05-21 10:04:11,house_sparrow_observed.csv,0.2686406642371325369736060190,0.573,3.758,1.85,7.148,0.433,6.63,5.353,0.26,6.97,11.2,0.4,0.032,0.022,3.54,11.38,11.49,4.837,0.789,0.846,0.732,12.046,11.76,12.333,0.04,9.82,9.25,0.844,7.31,6.252,42.644,73.713,11.574,1.017,0.127,12.25,58.488,107.248,9.728
+2026-05-21 10:04:11,house_sparrow_observed.csv,8.162050274503960210174114193,0.627,2.415,0.316,6.762,0.736,7.41,5.285,0.128,6.62,22.497,0.445,0.081,0.036,6.15,10.73,11.31,5.625,13.082,9.716,16.448,7.754,8.97,6.537,0.171,11.18,7.81,7.633,7.38,6.065,31.867,62.819,0.915,1.658,0.126,12.209,76.352,141.176,11.527
+2026-05-21 10:04:12,house_sparrow_observed.csv,0.4778163817023473145905675445,0.472,0.338,4.407,0.701,0.441,6.63,4.622,0.425,6.9,19.652,0.368,0.113,0.035,4.98,10.74,11.45,5.107,13.416,18.507,8.324,8.158,8.216,8.1,0.107,8.92,7.49,7.51,6.88,13.128,26.459,46.87,6.048,0.93,0.212,12.228,90.514,170.035,10.992
+2026-05-21 10:04:12,house_sparrow_observed.csv,2.481045369110433997547380503,0.951,1.231,0.962,0.026,0.532,7.25,13.033,0.33,7.05,11.808,0.105,0.437,0.013,3.57,11.07,11.45,6.518,9.906,2.463,17.348,6.122,8.635,3.609,0.24,11.42,8.7,5.424,7.32,12.499,25.504,48.23,2.779,1.726,0.277,12.291,85.096,163.17,7.023
+2026-05-21 10:04:12,house_sparrow_observed.csv,0.8056465061713336365842931390,0.591,2.638,4.228,6.048,0.191,6.57,11.412,0.337,6.92,19.858,0.182,0.65,0.004,5.61,10.75,11.29,9.323,12.088,9.678,14.497,6.941,5.401,8.481,0.004,9.2,8.83,2.98,7.17,15.912,13.547,25.318,1.776,0.901,0.25,12.275,111.034,214.089,7.98
+2026-05-21 10:04:13,house_sparrow_observed.csv,0.9328742275235149881100470940,0.668,2.829,1.071,1.961,0.618,7.74,9.751,0.13,6.97,8.81,0.441,0.458,0.009,6.35,11.55,11.41,10.056,10.368,0.974,19.763,7.880,4.972,10.787,0.09,9.76,7.91,3.827,7.21,16.8,36.759,72.261,1.257,1.705,0.171,12.01,59.410,110.304,8.515
+2026-05-21 10:04:13,house_sparrow_observed.csv,1.093207888373386658514601858,0.616,3.194,1.82,0.339,0.307,7.23,7.824,0.161,6.98,12.009,0.122,0.06,0.027,6.29,1.28,11.34,9.798,5.343,5.982,4.704,12.014,11.836,12.192,0.234,11.43,7.55,3.182,6.95,14.952,20.818,24.173,17.462,1.614,0.145,12.056,68.990,132.459,5.521
+2026-05-21 10:04:13,house_sparrow_observed.csv,0.2631346930448072773165493484,0.915,1.463,2.212,4.416,0.565,6.57,7.034,0.013,7.06,13.862,0.205,0.528,0.015,4.64,1.08,11.47,6.702,6.468,5.914,7.023,8.686,13.356,4.017,0.199,8.85,8.73,4.94,7.29,12.472,36.660,67.04,6.28,1.265,0.078,12.056,122.832,231.095,14.57
+2026-05-21 10:04:14,house_sparrow_observed.csv,0.6240640870522052426750694940,0.766,3.759,3.491,2.007,0.16,7.67,3.033,0.215,7.4,9.783,0.507,0.663,0.031,6.24,11.64,11.47,10.19,1.062,0.949,1.175,7.582,3.562,11.603,0.13,11.08,8.45,6.766,7.04,10.795,45.066,74.313,15.818,1.111,0.024,12.067,78.647,151.592,5.702
+2026-05-21 10:04:14,house_sparrow_observed.csv,0.3924363368531365350543594061,0.63,2.217,4.746,0.086,0.777,6.74,8.272,0.065,6.82,16.152,0.088,0.662,0.033,5.75,11.6,11.49,3.631,11.700,8.818,14.583,6.537,2.459,10.615,0.042,10.28,8.49,4.077,7.45,23.291,11.126,6.294,15.959,1.594,0.144,12.261,81.632,150.288,12.975
+2026-05-21 10:04:14,house_sparrow_observed.csv,0.3000599698758619126982155190,0.709,3.016,2.296,6.465,0.446,7.06,12.677,0.131,7.37,10.164,0.366,0.734,0.004,3.77,11.3,11.31,9.814,13.811,7.995,19.627,3.438,0.571,6.304,0.181,9.77,7.87,2.237,7.33,10.348,37.367,58.17,16.564,1.212,0.104,12.057,118.991,230.087,7.895
+2026-05-21 10:04:15,house_sparrow_observed.csv,0.7556942604646524633816474336,0.517,1.573,3.397,0.695,0.114,7.11,3.798,0.125,7.63,14.218,0.44,0.213,0.032,4.73,11.43,11.28,3.292,12.121,10.713,13.529,8.852,11.881,5.822,0.016,9.66,7.13,5.744,6.91,18.346,42.552,65.787,19.318,0.831,0.202,12.171,104.164,195.873,12.456
+2026-05-21 10:04:15,house_sparrow_observed.csv,0.2380056201111217629188989197,0.767,1.879,4.163,5.938,0.141,6.85,8.228,0.175,7.07,16.451,0.205,0.053,0.006,4.68,11.61,11.28,2.357,13.562,7.418,19.706,4.068,4.805,3.331,0.179,10.56,7.69,5.262,7.09,20.562,20.717,39.16,2.274,1.194,0.106,12.107,56.861,108.928,4.794
+2026-05-21 10:04:15,house_sparrow_observed.csv,0.8905102352887917039151037864,0.751,0.445,1.718,2.661,0.223,7.13,7.259,0.146,7.12,7.532,0.113,0.746,0.02,3.98,1.28,11.29,2.895,9.494,17.926,1.061,4.827,4.883,4.771,0.035,8.83,7.72,3.259,6.72,9.075,10.438,17.01,3.865,1.768,0.147,12.039,125.973,239.432,12.514
+2026-05-21 10:04:15,house_sparrow_observed.csv,0.4439116706405532839341868947,0.55,0.893,2.422,4.682,0.484,7.2,8.92,0.322,6.58,22.734,0.218,0.315,0.042,5.82,10.6,11.41,8.454,10.149,14.119,6.179,5.588,8.141,3.036,0.162,10.04,7.26,6.806,7.44,16.581,31.596,54.631,8.56,1.44,0.15,12.283,119.346,226.85,11.841
+2026-05-21 10:04:16,house_sparrow_observed.csv,0.2182919959817967786301875560,0.998,3.718,3.988,1.674,0.592,7.05,6.486,0.095,6.88,12.553,0.406,0.659,0.009,6.26,11.11,11.26,2.775,4.460,2.046,6.875,12.616,13.732,11.501,0.015,8.79,8.74,2.142,7.5,6.158,4.095,7.441,0.749,1.315,0.238,12.064,122.210,235.119,9.302
+2026-05-21 10:04:16,house_sparrow_observed.csv,0.5652944231539993645590573970,0.888,2.002,0.236,5.325,0.096,6.76,8.362,0.042,7.3,7.774,0.273,0.339,0.007,4.92,11.05,11.32,6.042,17.556,15.500,19.612,5.169,2.398,7.94,0.139,9.55,7.56,6.651,6.94,20.621,18.817,18.778,18.856,1.165,0.154,12.299,80.580,154.885,6.274
+2026-05-21 10:04:16,house_sparrow_observed.csv,0.4681887864125435568146143534,0.454,3.297,3.861,6.542,0.191,6.79,7.379,0.202,6.59,23.579,0.121,0.478,0.004,6.1,11.12,11.35,5.549,8.449,14.554,2.344,4.028,1.251,6.805,0.102,10.37,8.06,2.223,6.91,17.626,28.895,44.3,13.49,1.757,0.015,12.2,99.886,184.147,15.625
+2026-05-21 10:04:17,house_sparrow_observed.csv,0.1206854507356828100998106202,0.555,2.974,1.824,7.794,0.35,7.69,7.574,0.374,7.0,17.125,0.111,0.377,0.02,5.33,10.65,11.46,9.115,10.060,1.217,18.902,7.110,1.854,12.367,0.237,9.84,8.66,1.313,7.46,14.618,23.244,36.105,10.384,1.073,0.181,12.118,98.510,191.912,5.108
+2026-05-21 10:04:17,house_sparrow_observed.csv,0.6423293021961035049062385898,0.955,2.812,5.141,0.391,0.722,6.84,10.101,0.226,7.54,25.174,0.165,0.711,0.007,5.0,11.32,11.46,5.504,15.470,14.193,16.747,2.185,2.036,2.334,0.056,10.77,9.26,7.855,7.03,19.438,39.666,62.184,17.147,1.752,0.104,12.265,113.175,214.634,11.716
+2026-05-21 10:04:17,house_sparrow_observed.csv,0.2457817499627082476445644220,0.894,3.231,5.455,4.943,0.924,6.63,9.661,0.181,7.22,10.073,0.592,0.445,0.04,4.95,11.29,11.27,6.927,13.290,11.194,15.385,12.902,14.000,11.805,0.137,10.8,8.52,7.514,6.6,21.579,26.418,42.476,10.359,0.964,0.108,12.033,69.875,130.526,9.224
+2026-05-21 10:04:18,house_sparrow_observed.csv,0.7109978058744519034549517299,0.972,1.432,4.943,4.806,0.407,7.19,3.008,0.44,7.57,6.91,0.266,0.196,0.014,4.5,10.68,11.27,3.575,13.842,13.717,13.968,10.498,10.919,10.076,0.052,9.85,8.47,5.501,6.98,6.047,30.892,59.517,2.267,1.464,0.27,12.198,53.436,96.969,9.904
+2026-05-21 10:04:18,house_sparrow_observed.csv,1.197183990288922069741646322,0.523,0.747,3.235,7.128,0.388,6.58,7.101,0.002,7.48,21.77,0.668,0.337,0.039,4.86,10.59,11.49,5.165,10.788,10.076,11.501,12.794,14.000,11.589,0.156,9.66,7.8,1.82,7.09,13.531,19.668,35.112,4.223,0.95,0.128,12.039,44.741,81.349,8.133
+2026-05-21 10:04:18,house_sparrow_observed.csv,1.952196940969625739714463125,0.989,3.038,0.589,6.691,0.448,7.62,7.828,0.193,6.63,25.951,0.174,0.277,0.029,4.25,11.58,11.35,4.577,14.367,12.141,16.593,9.900,13.425,6.376,0.232,10.41,8.69,3.626,6.84,7.797,29.352,42.433,16.271,1.596,0.097,12.13,80.357,150.797,9.917
+2026-05-21 10:04:19,house_sparrow_observed.csv,0.2527686784027011071168825362,0.587,1.366,4.035,4.692,0.914,6.61,13.533,0.079,6.54,6.33,0.093,0.686,0.032,5.9,1.02,11.39,9.476,6.894,6.155,7.633,9.526,8.641,10.412,0.148,9.54,8.8,7.462,7.51,23.58,37.007,68.865,5.149,0.929,0.201,12.207,106.930,200.003,13.858
+2026-05-21 10:04:19,house_sparrow_observed.csv,0.3850924904011854953599853900,0.663,1.125,2.802,6.259,0.088,6.63,6.601,0.12,6.56,22.901,0.301,0.55,0.004,4.13,11.47,11.33,3.243,8.306,3.066,13.545,6.380,12.103,0.658,0.01,10.01,9.14,7.222,7.08,16.433,46.284,76.406,16.161,1.657,0.091,12.011,97.582,190.217,4.948
+2026-05-21 10:04:19,house_sparrow_observed.csv,0.3687985975162616762034447155,0.798,3.793,3.053,2.824,0.634,7.41,3.064,0.14,6.94,9.525,0.307,0.736,0.025,6.08,11.88,11.48,4.715,3.307,4.455,2.159,5.226,8.841,1.612,0.139,11.14,7.69,4.774,7.12,11.578,45.441,71.97,18.912,0.97,0.283,12.289,81.298,151.936,10.659
+2026-05-21 10:04:20,house_sparrow_observed.csv,1.337196322374633196631993731,0.9,1.142,2.643,4.573,0.937,7.73,12.723,0.006,7.45,17.671,0.109,0.021,0.049,5.75,1.13,11.36,9.956,3.599,4.079,3.119,7.878,2.375,13.382,0.113,9.13,7.5,6.861,7.49,11.821,39.361,78.258,0.464,1.475,0.077,12.02,73.174,139.776,6.571
+2026-05-21 10:04:20,house_sparrow_observed.csv,1.664573761991058231716577503,0.482,0.752,2.154,7.642,0.921,6.92,7.395,0.032,7.08,21.199,0.61,0.74,0.016,5.28,11.7,11.34,6.875,10.153,13.861,6.445,8.276,4.191,12.36,0.103,11.35,7.89,4.801,7.09,18.412,29.628,44.919,14.338,1.044,0.042,12.235,64.410,118.519,10.302
+2026-05-21 10:04:20,house_sparrow_observed.csv,0.3867806802364488769593913000,1.007,2.35,4.132,4.829,0.431,7.65,7.856,0.014,6.96,9.89,0.6,0.152,0.018,6.31,11.85,11.39,11.297,11.415,18.441,4.389,5.888,6.133,5.642,0.207,9.01,8.34,3.609,7.35,23.06,40.357,64.003,16.711,1.06,0.262,12.229,106.547,207.385,5.709
+2026-05-21 10:04:20,house_sparrow_observed.csv,0.6872683774679776920416921535,0.692,0.421,3.691,6.993,0.718,6.56,13.035,0.223,7.63,12.833,0.092,0.749,0.005,5.34,11.27,11.31,2.633,18.390,16.779,20.000,9.270,13.953,4.586,0.211,8.51,7.03,3.213,7.16,10.8,30.879,52.287,9.471,1.408,0.325,12.274,78.172,142.102,14.242
+2026-05-21 10:04:21,house_sparrow_observed.csv,0.8367538036231795415672708748,0.903,3.652,0.696,2.784,0.423,7.17,4.416,0.079,6.91,16.756,0.451,0.642,0.04,5.27,11.92,11.36,5.496,15.897,17.261,14.533,2.168,2.382,1.955,0.25,10.47,7.62,3.582,6.7,16.099,10.088,1.988,18.187,1.591,0.214,12.038,80.232,154.096,6.367
+2026-05-21 10:04:21,house_sparrow_observed.csv,1.435934625852478776507188143,0.775,0.368,5.983,7.977,0.576,6.52,15.124,0.19,7.13,18.837,0.215,0.523,0.04,4.81,11.81,11.46,11.679,7.932,15.452,0.413,2.590,2.506,2.675,0.041,11.25,7.78,2.531,7.44,11.433,45.308,73.893,16.724,1.583,0.275,12.089,61.369,111.868,10.87
+2026-05-21 10:04:21,house_sparrow_observed.csv,0.3082443738436647526933910518,0.97,3.226,4.742,4.261,0.589,6.56,9.212,0.217,6.65,27.694,0.516,0.126,0.043,5.11,11.63,11.48,3.938,13.480,10.13,16.829,2.918,0.936,4.899,0.158,9.88,7.9,7.259,7.56,23.17,15.733,24.869,6.597,0.999,0.283,12.011,114.162,218.544,9.78
+2026-05-21 10:04:22,house_sparrow_observed.csv,0.6652295521397491889757292462,0.513,0.63,2.778,3.043,0.812,6.67,8.369,0.443,7.44,17.78,0.509,0.046,0.043,4.15,11.75,11.43,9.792,8.162,8.901,7.424,4.213,2.094,6.332,0.026,11.05,8.44,6.496,6.61,23.11,13.866,19.113,8.618,1.343,0.059,12.03,92.506,178.038,6.975
+2026-05-21 10:04:22,house_sparrow_observed.csv,0.3635192052092402174422521594,0.798,1.513,5.234,7.145,0.742,7.7,12.536,0.086,7.13,18.152,0.229,0.022,0.021,4.65,11.35,11.31,3.995,15.626,19.078,12.173,5.182,7.296,3.067,0.194,11.14,7.63,2.859,7.12,23.301,31.216,61.1,1.332,1.209,0.287,12.049,94.058,177.147,10.969
+2026-05-21 10:04:22,house_sparrow_observed.csv,0.5685642768661863897296118317,0.857,1.975,2.221,2.071,0.801,7.63,9.544,0.228,7.62,13.106,0.656,0.667,0.05,5.64,1.47,11.43,5.374,10.518,15.393,5.644,4.720,5.773,3.666,0.045,8.89,7.84,7.991,6.69,6.668,21.571,24.529,18.613,1.284,0.347,12.238,79.694,144.457,14.932
+2026-05-21 10:04:23,house_sparrow_observed.csv,0.2244720772792152793584578917,0.753,2.832,1.149,7.391,0.459,6.32,8.455,0.301,7.1,13.174,0.22,0.586,0.011,5.13,11.59,11.36,7.59,12.544,6.742,18.347,6.540,10.774,2.306,0.009,8.8,8.77,7.057,7.42,21.756,45.896,77.695,14.096,1.178,0.106,12.218,112.989,212.098,13.88
+2026-05-21 10:04:23,house_sparrow_observed.csv,0.8876823477985278116852727790,0.677,0.814,2.734,7.162,0.557,7.39,8.508,0.132,6.89,13.274,0.394,0.622,0.011,4.45,10.51,11.29,5.306,6.950,4.329,9.571,5.742,4.949,6.535,0.047,10.81,7.39,1.142,7.34,15.25,12.487,22.605,2.369,0.81,0.01,12.166,116.572,219.948,13.195
+2026-05-21 10:04:23,house_sparrow_observed.csv,0.2222492266876171325396924087,0.599,0.475,0.387,3.97,0.013,7.59,6.614,0.42,6.57,17.689,0.165,0.486,0.012,3.62,11.53,11.25,6.113,15.278,18.74,11.815,5.244,2.293,8.196,0.186,9.22,9.24,5.661,6.75,19.44,29.586,42.972,16.2,0.819,0.165,12.137,113.413,217.517,9.309
+2026-05-21 10:04:24,house_sparrow_observed.csv,0.5123381108664694716298874578,0.67,2.602,2.07,4.516,0.69,6.29,7.238,0.03,7.19,16.848,0.261,0.187,0.018,5.93,11.27,11.32,6.124,6.044,10.531,1.557,12.596,11.46,13.731,0.161,10.99,8.44,1.412,7.17,20.363,14.126,9.84,18.411,1.223,0.062,12.109,65.984,122.909,9.058
+2026-05-21 10:04:24,house_sparrow_observed.csv,0.9705168399254628007480602815,0.7,0.279,5.712,2.035,0.735,6.93,4.947,0.143,7.39,14.215,0.153,0.207,0.034,6.37,10.92,11.44,5.783,13.901,8.304,19.498,5.964,3.257,8.67,0.123,9.43,8.97,2.806,7.08,21.15,42.098,69.265,14.931,1.778,0.052,12.195,120.298,234.136,6.459
+2026-05-21 10:04:24,house_sparrow_observed.csv,0.4183558669311148705041136433,0.481,3.57,5.236,7.861,0.927,6.7,9.979,0.05,7.21,14.71,0.142,0.187,0.012,4.39,11.92,11.4,10.393,11.108,8.617,13.599,6.545,4.588,8.502,0.022,8.63,8.61,7.813,7.13,22.348,25.436,36.703,14.17,0.964,0.16,12.285,61.690,115.771,7.608
+2026-05-21 10:04:24,house_sparrow_observed.csv,0.1665315110429036077975414064,0.558,3.297,5.797,7.761,0.296,7.6,11.413,0.237,7.22,10.016,0.264,0.462,0.047,4.06,11.32,11.36,5.479,9.264,16.274,2.253,9.834,10.642,9.027,0.131,10.73,7.62,4.873,7.16,10.023,22.178,30.244,14.111,1.27,0.001,12.194,123.758,238.778,8.737
+2026-05-21 10:04:25,house_sparrow_observed.csv,0.7069724443525654718302268589,0.716,2.516,3.154,6.047,0.491,6.68,5.729,0.251,6.81,6.717,0.475,0.699,0.046,4.92,11.24,11.3,11.296,7.076,7.803,6.348,6.215,1.586,10.844,0.044,10.29,7.12,5.486,6.9,11.144,10.792,20.674,0.91,1.034,0.3,12.047,49.410,90.034,8.786
+2026-05-21 10:04:25,house_sparrow_observed.csv,0.09891927303771672425351520171,0.685,3.409,3.845,2.599,0.809,7.5,12.62,0.38,7.32,21.388,0.329,0.111,0.016,4.46,10.68,11.29,8.147,8.176,15.146,1.207,8.318,3.135,13.5,0.185,9.97,8.03,1.203,6.72,8.798,14.326,23.42,5.233,0.841,0.161,12.243,124.450,238.019,10.881
+2026-05-21 10:04:25,house_sparrow_observed.csv,0.1669628161344961213357141197,0.62,3.955,5.021,1.242,0.905,6.69,5.8,0.062,7.56,25.951,0.24,0.499,0.045,4.31,11.76,11.35,4.609,7.572,5.458,9.687,4.076,1.06,7.091,0.225,9.34,8.72,3.338,6.6,9.321,23.676,34.972,12.379,1.081,0.257,12.251,112.844,215.611,10.078
+2026-05-21 10:04:26,house_sparrow_observed.csv,0.7054875599928372207461077721,1.005,3.211,1.935,1.05,0.406,7.62,11.933,0.315,6.83,18.71,0.407,0.187,0.007,3.59,11.47,11.36,6.333,8.266,6.603,9.928,6.550,6.3,6.801,0.11,11.4,8.9,3.478,7.25,16.349,15.228,24.471,5.986,1.269,0.336,12.147,96.440,183.541,9.339
+2026-05-21 10:04:26,house_sparrow_observed.csv,0.3762239617065299324601119138,0.487,1.639,5.882,1.496,0.591,6.72,4.157,0.277,6.73,27.664,0.247,0.599,0.012,4.81,10.98,11.46,6.72,13.643,18.876,8.41,8.827,8.866,8.788,0.113,9.67,7.17,4.02,6.78,19.363,20.382,33.205,7.559,1.106,0.133,12.293,99.322,186.019,12.626
+2026-05-21 10:04:26,house_sparrow_observed.csv,0.7929759333348777767484610898,0.587,1.617,2.617,1.377,0.3,6.4,3.481,0.168,7.32,7.388,0.525,0.131,0.034,3.74,10.63,11.29,3.68,6.267,8.236,4.298,4.078,2.672,5.485,0.245,10.18,7.57,3.593,7.29,18.453,12.063,7.968,16.158,1.446,0.053,12.074,105.502,206.445,4.558
+2026-05-21 10:04:27,house_sparrow_observed.csv,0.4617161988873733251295920324,0.439,3.932,1.938,3.557,0.898,6.93,11.915,0.299,6.98,18.612,0.577,0.644,0.038,3.73,11.19,11.31,4.233,17.728,19.727,15.729,6.348,6.835,5.860,0.161,11.13,8.79,5.774,6.81,14.882,43.966,69.864,18.068,1.246,0.269,12.206,109.878,210.652,9.104
+2026-05-21 10:04:27,house_sparrow_observed.csv,0.6772772145598900498235005072,0.93,2.297,5.916,4.803,0.664,7.69,9.232,0.303,7.48,23.484,0.535,0.166,0.036,4.33,11.97,11.47,7.529,9.098,9.532,8.663,10.008,7.34,12.675,0.095,10.2,8.36,3.269,7.15,15.562,49.070,78.818,19.322,1.34,0.31,12.124,52.550,89.253,15.848
+2026-05-21 10:04:27,house_sparrow_observed.csv,0.5327327485820617193528522377,0.678,0.731,5.33,6.343,0.257,6.72,5.603,0.27,7.53,19.882,0.589,0.277,0.03,5.02,11.94,11.42,4.272,5.671,6.179,5.163,7.006,10.885,3.128,0.102,10.27,7.47,3.385,7.32,9.53,26.864,34.774,18.953,0.882,0.163,12.159,58.574,111.583,5.566
+2026-05-21 10:04:28,house_sparrow_observed.csv,0.8814071824686664713439537244,0.69,3.849,0.379,3.391,0.059,7.27,15.603,0.215,7.32,15.866,0.471,0.281,0.03,5.74,11.38,11.43,10.283,10.126,6.027,14.225,8.449,10.985,5.913,0.109,10.83,9.05,1.531,6.87,19.337,42.610,74.438,10.781,1.397,0.329,12.02,125.132,239.745,10.52
+2026-05-21 10:04:28,house_sparrow_observed.csv,0.3397100884902449956881820467,0.64,0.488,4.684,3.119,0.666,6.8,12.772,0.398,7.54,14.51,0.22,0.634,0.027,3.69,11.23,11.27,8.956,10.224,19.707,0.742,1.778,2.692,0.864,0.217,11.34,7.74,5.529,7.11,23.739,3.824,2.886,4.762,1.557,0.009,12.202,96.673,186.767,6.579
+2026-05-21 10:04:28,house_sparrow_observed.csv,3.194427722684803795281344894,0.577,2.438,0.261,5.715,0.519,7.08,6.752,0.449,6.88,6.189,0.363,0.044,0.033,4.99,11.68,11.48,9.957,8.442,10.759,6.126,4.852,4.623,5.082,0.142,9.13,8.24,5.498,7.24,16.053,19.616,29.078,10.155,1.659,0.24,12.192,110.224,211.564,8.884
+2026-05-21 10:04:29,house_sparrow_observed.csv,1.402299651760150674586227531,0.99,2.494,0.398,4.243,0.199,6.82,15.421,0.444,6.53,25.551,0.287,0.375,0.013,4.21,1.22,11.33,2.285,18.043,16.086,20.000,11.984,10.526,13.441,0.114,10.74,9.26,4.091,7.43,17.369,26.349,34.119,18.579,1.421,0.1,12.106,107.674,200.665,14.684
+2026-05-21 10:04:29,house_sparrow_observed.csv,0.1531568803726650062337606722,0.684,0.606,4.586,2.374,0.203,7.36,12.691,0.3,7.43,24.321,0.369,0.384,0.021,3.52,11.36,11.26,4.891,5.295,9.286,1.304,11.946,13.006,10.887,0.157,10.17,9.45,3.734,6.71,11.563,10.454,20.235,0.672,1.135,0.105,12.023,102.716,200.68,4.752
diff --git a/modelling/data/abingdon-all/resident/house_sparrow_simulated.csv b/modelling/data/abingdon-all/resident/house_sparrow_simulated.csv
new file mode 100644
index 0000000..68fe808
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/house_sparrow_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.759,0.1,0,0.01,0.624417
+RungeKutta4,1,0.1,0.747846,0.1,0,0.01,0.610861
+RungeKutta4,2,0.2,0.738397,0.1,0,0.01,0.599378
+RungeKutta4,3,0.3,0.730393,0.1,0,0.01,0.589651
+RungeKutta4,4,0.4,0.723615,0.1,0,0.01,0.581414
+RungeKutta4,5,0.5,0.717878,0.1,0,0.01,0.574442
+RungeKutta4,6,0.6,0.713027,0.1,0,0.01,0.568546
+RungeKutta4,7,0.7,0.708932,0.1,0,0.01,0.563570
+RungeKutta4,8,0.8,0.705488,0.1,0,0.01,0.559384
+RungeKutta4,9,0.9,0.702610,0.1,0,0.01,0.555887
+RungeKutta4,10,1.0,0.700233,0.1,0,0.01,0.552998
+RungeKutta4,11,1.1,0.698313,0.1,0,0.01,0.550665
+RungeKutta4,12,1.2,0.696824,0.1,0,0.01,0.548855
+RungeKutta4,13,1.3,0.695762,0.1,0,0.01,0.547564
+RungeKutta4,14,1.4,0.695143,0.1,0,0.01,0.546812
+RungeKutta4,15,1.5,0.695020,0.1,0,0.01,0.546663
+RungeKutta4,16,1.6,0.695666,0.1,0,0.01,0.547448
+RungeKutta4,17,1.7,0.697248,0.1,0,0.01,0.549370
+RungeKutta4,18,1.8,0.699868,0.1,0,0.01,0.552554
+RungeKutta4,19,1.9,0.703662,0.1,0,0.01,0.557165
+RungeKutta4,20,2.0,0.708796,0.1,0,0.01,0.563404
+RungeKutta4,21,2.1,0.715453,0.1,0,0.01,0.571495
+RungeKutta4,22,2.2,0.723820,0.1,0,0.01,0.581663
+RungeKutta4,23,2.3,0.734075,0.1,0,0.01,0.594126
+RungeKutta4,24,2.4,0.746369,0.1,0,0.01,0.609066
+RungeKutta4,25,2.5,0.760812,0.1,0,0.01,0.626619
+RungeKutta4,26,2.6,0.777451,0.1,0,0.01,0.646840
+RungeKutta4,27,2.7,0.796258,0.1,0,0.01,0.669696
+RungeKutta4,28,2.8,0.817115,0.1,0,0.01,0.695043
+RungeKutta4,29,2.9,0.839803,0.1,0,0.01,0.722615
+RungeKutta4,30,3.0,0.863996,0.1,0,0.01,0.752016
+RungeKutta4,31,3.1,0.889264,0.1,0,0.01,0.782724
+RungeKutta4,32,3.2,0.915087,0.1,0,0.01,0.814107
+RungeKutta4,33,3.3,0.940859,0.1,0,0.01,0.845427
+RungeKutta4,34,3.4,0.965914,0.1,0,0.01,0.875876
+RungeKutta4,35,3.5,0.989562,0.1,0,0.01,0.904615
+RungeKutta4,36,3.6,1.01111,0.1,0,0.01,0.930802
+RungeKutta4,37,3.7,1.02989,0.1,0,0.01,0.953625
+RungeKutta4,38,3.8,1.04532,0.1,0,0.01,0.972377
+RungeKutta4,39,3.9,1.05694,0.1,0,0.01,0.986498
+RungeKutta4,40,4.0,1.06455,0.1,0,0.01,0.995747
+RungeKutta4,41,4.1,1.06805,0.1,0,0.01,1
+RungeKutta4,42,4.2,1.06777,0.1,0,0.01,0.999660
+RungeKutta4,43,4.3,1.06480,0.1,0,0.01,0.996050
+RungeKutta4,44,4.4,1.05916,0.1,0,0.01,0.989196
+RungeKutta4,45,4.5,1.05086,0.1,0,0.01,0.979109
+RungeKutta4,46,4.6,1.04002,0.1,0,0.01,0.965936
+RungeKutta4,47,4.7,1.02684,0.1,0,0.01,0.949918
+RungeKutta4,48,4.8,1.01159,0.1,0,0.01,0.931385
+RungeKutta4,49,4.9,0.994602,0.1,0,0.01,0.910740
+RungeKutta4,50,5.0,0.976235,0.1,0,0.01,0.888419
+RungeKutta4,51,5.1,0.956868,0.1,0,0.01,0.864882
+RungeKutta4,52,5.2,0.936883,0.1,0,0.01,0.840595
+RungeKutta4,53,5.3,0.916646,0.1,0,0.01,0.816001
+RungeKutta4,54,5.4,0.896492,0.1,0,0.01,0.791508
+RungeKutta4,55,5.5,0.876706,0.1,0,0.01,0.767463
+RungeKutta4,56,5.6,0.857492,0.1,0,0.01,0.744112
+RungeKutta4,57,5.7,0.838861,0.1,0,0.01,0.721470
+RungeKutta4,58,5.8,0.820191,0.1,0,0.01,0.698781
+RungeKutta4,59,5.9,0.798247,0.1,0,0.01,0.672113
+RungeKutta4,60,6.0,0.762686,0.1,0,0.01,0.628896
+RungeKutta4,61,6.1,0.704862,0.1,0,0.01,0.558623
+RungeKutta4,62,6.2,0.637290,0.1,0,0.01,0.476504
+RungeKutta4,63,6.3,0.575348,0.1,0,0.01,0.401227
+RungeKutta4,64,6.4,0.525299,0.1,0,0.01,0.340403
+RungeKutta4,65,6.5,0.487362,0.1,0,0.01,0.294299
+RungeKutta4,66,6.6,0.459467,0.1,0,0.01,0.260399
+RungeKutta4,67,6.7,0.439237,0.1,0,0.01,0.235814
+RungeKutta4,68,6.8,0.424658,0.1,0,0.01,0.218096
+RungeKutta4,69,6.9,0.414184,0.1,0,0.01,0.205367
+RungeKutta4,70,7.0,0.406675,0.1,0,0.01,0.196242
+RungeKutta4,71,7.1,0.401300,0.1,0,0.01,0.189709
+RungeKutta4,72,7.2,0.397459,0.1,0,0.01,0.185042
+RungeKutta4,73,7.3,0.394718,0.1,0,0.01,0.181710
+RungeKutta4,74,7.4,0.392764,0.1,0,0.01,0.179336
+RungeKutta4,75,7.5,0.391372,0.1,0,0.01,0.177644
+RungeKutta4,76,7.6,0.390375,0.1,0,0.01,0.176432
+RungeKutta4,77,7.7,0.389643,0.1,0,0.01,0.175543
+RungeKutta4,78,7.8,0.389062,0.1,0,0.01,0.174837
+RungeKutta4,79,7.9,0.388506,0.1,0,0.01,0.174161
+RungeKutta4,80,8.0,0.387801,0.1,0,0.01,0.173304
+RungeKutta4,81,8.1,0.386680,0.1,0,0.01,0.171942
+RungeKutta4,82,8.2,0.384731,0.1,0,0.01,0.169573
+RungeKutta4,83,8.3,0.381339,0.1,0,0.01,0.165451
+RungeKutta4,84,8.4,0.375665,0.1,0,0.01,0.158556
+RungeKutta4,85,8.5,0.366711,0.1,0,0.01,0.147674
+RungeKutta4,86,8.6,0.353563,0.1,0,0.01,0.131695
+RungeKutta4,87,8.7,0.335896,0.1,0,0.01,0.110225
+RungeKutta4,88,8.8,0.314565,0.1,0,0.01,0.0843018
+RungeKutta4,89,8.9,0.291893,0.1,0,0.01,0.0567489
+RungeKutta4,90,9.0,0.271246,0.1,0,0.01,0.0316569
+RungeKutta4,91,9.1,0.256054,0.1,0,0.01,0.0131943
+RungeKutta4,92,9.2,0.248020,0.1,0,0.01,0.00343075
+RungeKutta4,93,9.3,0.245197,0.1,0,0.01,0
+RungeKutta4,94,9.4,0.245413,0.1,0,0.01,0.000262501
+RungeKutta4,95,9.5,0.247049,0.1,0,0.01,0.00225071
+RungeKutta4,96,9.6,0.250084,0.1,0,0.01,0.00593909
+RungeKutta4,97,9.7,0.254505,0.1,0,0.01,0.0113119
+RungeKutta4,98,9.8,0.260232,0.1,0,0.01,0.0182718
+RungeKutta4,99,9.9,0.267138,0.1,0,0.01,0.0266645
+RungeKutta4,100,10.0,0.275073,0.1,0,0.01,0.0363078
+RungeKutta4,101,10.1,0.283900,0.1,0,0.01,0.0470351
+RungeKutta4,102,10.2,0.293521,0.1,0,0.01,0.0587274
+RungeKutta4,103,10.3,0.303862,0.1,0,0.01,0.0712946
+RungeKutta4,104,10.4,0.314766,0.1,0,0.01,0.0845461
+RungeKutta4,105,10.5,0.325950,0.1,0,0.01,0.0981378
+RungeKutta4,106,10.6,0.337307,0.1,0,0.01,0.111940
+RungeKutta4,107,10.7,0.349491,0.1,0,0.01,0.126747
+RungeKutta4,108,10.8,0.364228,0.1,0,0.01,0.144656
+RungeKutta4,109,10.9,0.383576,0.1,0,0.01,0.168170
+RungeKutta4,110,11.0,0.407896,0.1,0,0.01,0.197725
+RungeKutta4,111,11.1,0.433869,0.1,0,0.01,0.229290
+RungeKutta4,112,11.2,0.455798,0.1,0,0.01,0.255940
+RungeKutta4,113,11.3,0.472364,0.1,0,0.01,0.276072
+RungeKutta4,114,11.4,0.484362,0.1,0,0.01,0.290653
+RungeKutta4,115,11.5,0.492464,0.1,0,0.01,0.300500
+RungeKutta4,116,11.6,0.497239,0.1,0,0.01,0.306303
+RungeKutta4,117,11.7,0.499181,0.1,0,0.01,0.308663
+RungeKutta4,118,11.8,0.498585,0.1,0,0.01,0.307938
+RungeKutta4,119,11.9,0.495598,0.1,0,0.01,0.304308
+RungeKutta4,120,12.0,0.500602,0.1,0,0.01,0.310390
+RungeKutta4,121,12.1,0.544952,0.1,0,0.01,0.364287
diff --git a/modelling/data/abingdon-all/resident/house_sparrow_simulated.png b/modelling/data/abingdon-all/resident/house_sparrow_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..f3a84be93b1a07fa7a9cf4ed97a5301cdda6f661
GIT binary patch
literal 33171
zcmb@ubyQW`_Xi3hB`HWZ2nZ5_beDukNhv8M-QC^NrGj)L-3=mA(p`s^28lz*TgQ97
z_kQpFz488ej^WS&=j^lhT64`gKQT|JqP!HwJ>q+CaBvth(h@J>;O_Xq!ND)0Ac3E7
z4$rNEfA}1py>d{te(T_@XJ-T_r{`c}VeMdHs!!=;WM^+`ZS|Ce?FkDn6QzlRgN;2O
zE34&SuVAsZGiIfe9DNP0f@&lE+8z!LOAq!JK3_P`6b{bkRz^Zp#U*9;6S51Q(aARj
zH*4%zZ0ScCcg0He#UB_c*}f*pe9Xe=q~2Lwd@r-)Ge&v(l=fs$gCB;HNc)`;F;v?4
zA)Gs?sGH4mw?|&Khgej;*n7?P``r8cu1I^$ANY^@`PT<hco)tG*7Yi<EyPf$0<guH
z{PU(UD8YYFs0IQtDPcbf=}bqEhW%2XZ37Mm_Oe&#d_KQkg75$T`%AhR4yO#FLW6^)
z!Y4Z2UZvIH?>C>O@^PC_mIy92tf$yVYM`I&%@?(VTULFe+iA~B^J27|sft-%*3a9G
zt0Tt}I!i~V5SrV0i_PteNjbbnXT=18Kt?jek<VurZs?FPNwJH54ogw=>`Yf`HhHZN
zeA?zbIzEp7`O{`|wzhQ6VN|ZdY`jp}tgooF#Vy`o^--$Z7Q^eZH@<c3k!A*RauF}m
zgtYgXj^t4>F@?68bUY3^<-CliD~z^0yl>9em-ntNwoBQac3wd>Pft&i&dywjxUEty
z$X-P>?zd=iS<OAt^@Ju&%TZauk%?rIMG4>3U7fbxCe+)n7m{=!Q+QC)NJYjU9@+)(
z?8iuv$5d3X+o~gDqZ2+6F+I7t-0%DT;i=JBzS1FdQn$}E?-QMJp1h@_rh@~V_t_G1
zb;@Tsp27$oh1ptbb<D=`vz^MpRq!|Q^Jk{|?UKgTwItod)*EPPY*G@vb<26~tBCjS
z3D1wxZkYxJPg7vG<x>kn;47qUlZ4$c#LaUhg8R9lVYa~a@#t2;S?}Z0s>>T})33_|
zlx}_`#^UMI<LbK1tW7`t9QGmFR?Seg(V6w<XBQU@@p4U<dyRJAh>Y{?O*n_fA&t(~
z=hvqTQM|0v)6??S3NkXGcM%cEj_Uj0Dr2R?!^2}*Bb3;xYuN_wK$<lhoOZW<Uf(|r
zyf2a|X#B}B@j{rHc{hJhSy_4Qu#Z)}UU`GhZ*;0|JG-#(`P=XBGe{{vkJeaf@*aJE
zYILyN+0}nqn4cf*zE>|bQ*BO9MMY)TLz^TmDJdDZD}H(mR*!XfczAhzonA&p=5T<2
zpJUo6SgX|gdRup-+(2qP^=N=!!D)9!wUyj%wB`ClbGp`A*Rz(T;f^MPm0HL>F^U~r
zZZ`j!84Wxm3C&^5s_P%g)@m^X2s_SwiOdxq=Z6<H9N$0n4GyYntJ&JxZq+q9Zs(@R
zTQpL++%AW+7FwC^pnbgARPZhwoa}J2UAZ3gzEN(aaJWR+u$i^2l^IMG96wmRTKW;v
z)SUZ>nOU{V7b+$$ZZwiDBSjXMVcW4{684R2Sc}B_Vv`=~c5`(uCuw(3oA6kjtC4~S
zFC3pab~sBaT<}$^SF@YXm+~xrq7%gREtjqd9>lDS8XhTwZ|{__^oCkxlURBuNJelp
z%`mTWgE7fwvX#m4@El*H(oq|@q;HND#F=5aA#qtlJjPDBEN8L@FjDBNkd-*Ac)7W2
zWyor*<_pQ=si~>Qsx$OXFHaY|OG_S4O>URAmfRq9p>u^SsJ?lV9#*l!ZSJ!`bZkcG
z8Z0T@|MT$hWh)87mCn!f;U}k~Wr3`%SBC)?_sv%zdT3%AKDOdt5NF^bL+^8nE_0;L
zENMkh2<zN{gVLjWbC`4yF3=!xUxt*+;{5}B{K8}nJG+V$aQyoBaJRFziMWGC6@<0D
zt`4N?H!{N`Ut?*j*TFAJ+I5jRKU)6*&S4yhRh{TA8s<y!o9lh=B7tV_s}+iuii(tj
z0!Qz(?E5*P^=??gS7jHZ19Vmn>3TX-J%0OQ;k651n)4eraY%KdD?!4phlb~u3%4xp
zCp$6fI<C)nv0JZClF!c0@{=24l7gJz=jJe^(71JZTBq<2Yt%l!qQVk9jwTgw`I*mR
zVdCrA&gNS(K0XeDx%E-kU2b)rf^X++4WhU>IAgcw6Q7l4o3{#!;z!XnU3RM{;}L>a
z+A->=c#!Lcmz%OQ@wUH&a*+O<7||lJ-CKg4{a`4UvCm-HK*)WXkMnyCj@#K46)%x6
zh{skJ4&dVA;_Sb#m&JTr<n|4w<?#l))XEoZqmho6au!FX<%2SZNT8K&LEOr=aqqhI
zY&kq@!aS6j6PdI=M>dJkz3W`?zO?NlM#k7#>sD>vL6<U~(>Z%uTG|{4*MSW(J;tu@
z5wbSKWd#E&Y*A89*7l(Tfx6+0MCf6=7oB`cex!A8Ji`{%-BxEUtT(qjY62#U8E{x3
z-CY3~Z!YV&uCI;;rFe6AjL&w(aaT0_7TVi<5uz?4f&&8?8r$7mP-wGXTLhSV0Xr97
zRBG81OIy<sj5RwlI%=8beN$ho-RQ(6EG!I#EH)htR6=)WC)IRxbZ%c;S{Cmfk1EtU
z?n9byDsQeYXIUCHGFSGTFOE0OT9HV&EEM;x8+U86CK@lcipJMpEi49+Sd~><FF+E(
zf{it(Yda<|GckQv)6gh{+=5GOH8#6JD^yif#!63Nhj>u=<;yK$ad&>ltug)ivb}@I
zgFpfu#mh6WtK*ltUgyu6Z+~`RMQK<MXFlulNR5v-B;mDNWt;U_4yCsc6&0-^<98y3
zp8I17nH(J+R_rdc>NejVbWx0R-GXSRsKiKNMX=az*e>CJOD5hL^jWL^rR5RGqQc*t
zkg&)tiavk-e0%l5IF)y63O+J#iEVefQmWYBlEWCc%X~!~OE7!qsjzVCP36vxMRINJ
zsZ!0z1M6n!1lxM+l56KeWUa@^v@vu$ib5FjV|&|NR#vv?mg(u!QG6U6eg4ax$|!dW
z49)=ZHz2!gU4P^>|7dyJGxbur>H1{WOt8uw)S((F3QrZw%G}%^`OtUv53sS{^mTXV
z-+GJ}s%{;D?7Lpabp)QL2<io@qk+SF9$Wp&nH3&lyVH5+qQPNF|IAEk%_J6Wi%<N{
zCDx~vgF;1K$bo@@Ti3Fz&Dk})7E@1V5wHZ(g*qCRmX@Td=NJ9ZSQIDkiA5qe`h+^A
zquo_PmQWk&4BsGcaEd@_kD-xLk-)5H4?&_7^F!1Y*eIE)w>Q4d*OOrWxf(U7(fcJ3
zZT!~di?#HM33(=B2$%j>Y8{f@Hb1AuP>PsuL6nTcWsQ9s5XrA!ln93rO^hBwXnK86
zOggx*$OT>%hg<dI`dX&%hV*jHAq|j8Rud0nZTN?vNY-=Z(%!ER;#Cg`S|ZIVB3iF5
zuYnt`54umkDwrAG&yyDkH~(Fl$b^U58Pep+I5N${TFE9^YuK^jB#vDzE>Uza;t~zV
z(ba}8(MIwk0>q%svvRf({QH}6@WlS0R7;vJJjgSX-T3&7fG0EFWCd42AY<p=eO?JK
z68{zR_m4wEm^jQ_yhvuyGXqSpsH@W%lIzzJH9uOAG&COYTcMozdlGAR!gZlGiaR_|
zGW9WN<7JD4j}h_+LM(-EC>bWR&_W>AzbZlDCEvM2H^XK;K)N}c6>OItEsJb?hxaW~
z_XqzD=tfplVNU(t<GDvqG6}P`%9@2dFY@Oq%}blrE}+|!J2%5dAtl6FBqMOzA{e|L
zXJrjOS?;K^_PZu14bMsR=gu@^S;sZrT~V*H-{I*Ps?m!a@1a{TAlaDk%kpZnr0jak
z#ih0;TaEPY>oWo&q~~n~)>F?WRk$CK1_v$vK&Q{IPZ4#Ge*ZrIaB65Re9y{f(uQyG
zb4@@{*EsfSEN246l#9<ji~IAj5ta{*x5j1H(sT0iCiCE`?m8UkI!zlf2IFs{*o-Xt
zv}bU5MV*w<^1OaE<mC|B;VOv;x4K9*Si4k1lBVmkz%?R_{?jLf%loj0zH6tIA=x);
z@`0RZq`A1V_U6#k8Gp&sjS(rgJ1K&sBsWsYL$nbw12!)(q{=d$P7jf%ybg}7qj!J{
zby`H7B}9Bjg2@tHw@FEl%<W(h4S%>nESy0?$gLCq-Urt&z)V6K;<nA~__PB9iB~(%
zZx~a;wWM*cfo{@t$AlX7%8(S!{msK3l8@>0bp>B!Ov8SpGz7gN3Av!0{LEmZT!Y*#
z8gLZ6@z`z?+wx1qeO})P<mC6LnLdvU{Is|v5Ms=O1nO{oN!eH6(`k8aPSSb1?%Xf>
zwoO$SY9Lxbj2<HLb?<yVO+AgMwNts87J=u5WITE#D=FRTDA(z%8RjuM<)PDp=V`&A
zv?Tw*&&l|H4(^Im70D~=dl*vpu}WRu2s&&;^RcWlP=5?d(dF@RaWQ#LGljrGx#}_m
z|4;)VxF_E{n1nHQID&;m%TSZu4QH6%p;=#)16`g936*0Vj+%{(`yNju1`VT)2#NkX
z>~9gHI$1ovf@xQ_O@tX?dk!?ueY=0e(#oo2UW8iN^;aX#w$&&&%)P>jM95_C3ctfu
zOTj~F1GnfvNa;3W^Uz2fJI1e=Fg=1W-fk(7AdF@Zjr8Tai>tGhDAh5X8eY9G0k~GU
zm~d@vsPAH}n9H8=D1vaI3=0b3vPjn(BO)fAZ<0JNWWetE>KC(0IQ>pkHl$?f)SkV@
zft?V`hsPPilrh1eE0PRKv$n*er-+);WjdNmcIsXXKN<9cgX_i$E*LAzBLgdiH^qDk
zJG0E@ri?><gXCnW)!VzV>ca+_JzVHX`ZlVP=sTv)ev13Z9zpjbBdoC{o!^VDj9`J>
zg%k8h&i+jmqswMaQshOGt?gT$ybWscRLzx_4<cr5*(uk{3rY&(5F=3<8kaou9+WP%
zQHtHk!#h`t5QS)nuivvY?VbL@r3kq@plwhlRD+O?m6=>eMZvl?J?E8fyRz}9VTf3&
z2z>}|;fXFrmd`N$N=oXz{_6XSNY)RSr8v-sa}y<Oq8|sR3?;tMa~4R)mE55onJ;T3
z$x>UYq6&)~Zf}#eG~szZ{>XL|n@2gKT1o<gur)2NJSW$ua^iucyzUB%<%4A_p2tI5
z<3*|*{XDIb0nN6J3N>YJ_KTu-E-hZoAkVb#Ee2%f>WL#`^XV-NEu391*}r2P{Qlj7
z{T8d$Q@}&NijAtv|GtPm>d+^DJB&x%zS)+msLPpQ`KZr1C>cYN$ymN`1a&w(ha)iL
z39lQbz7t5ooca6_!3b$xPsSC(+xE6jLIVA{eBz01^H&pyp?e#9qWopTJX+FRU2(!X
zX-p=M57V)g#H@%?)X+J2$?F)toIlCbk(QM56KY7^Yd+Oc?akD)B7o3TH0X68t?^Lm
z2R=e=@gE^3^f0JGlpl*z5Go)w=2>{u=zHYr%Nz10{Ri<xM+Ej7PdaM~HjhZiw|3OP
zrxCj(^EM$~i`L&<+fFkkKfkV28K68YO=qZyN~Ue_%3vN~op{<HPvRfTnD2?)bvK4M
zMSKdi*CB<mzq(wHyDURf8B<9)U7qZ?%PFSRjd77w&j%%vpc*%ZJ|y@d57i@XL!WCZ
z0=)Auo+z7-(dOZgmO;C-J?Srwa;-RXSDpsxzMc~%PpqT_)X<`UAvz6>OmATd*#bo)
zy^pA7VQNp$pGOFNk1gf#lwVAkPYu<VsFhBCxI>?q3*V5Bf+ARVGn;I9*rd@XA8Z8d
zu83mCs3BxCEs}Dit|9JrSl{DVgIhjZY7-+7i|n)QLcv{@Bs6;Tk&)jw78U$4D<~;Z
zOUsz+%$A9>U}IzBqM)GA1W3bzK-Z(3k<8%dYMesh2->4s9~_*}(9jwf2$M><XIjW4
z`TF$-M(q)R>r`(H=IU$<(dAaypHM!2+~;(;TRXeFysW}ML>^z@3SjEiBwKGA2h;4Z
z7HTZu161vhEWa(ttKj77)nj8}VQHF}<TEa?8}&X=rOV<S5{j4eWqE|>SHTDCg&E28
zZ8nCeRP~X(yG}?F6-3X`;zc$mijx^v?h_Fe^!^k8{jStz_)%a5;Sl+D#^=GQas$il
ziQ*z%dQMK&1V&NKGK#FZ=Q=v6mWQi7X0z?>?KNx$-|`)8zhlT&5Y|+BoZHRHanBou
zhlD6@>jH>TGdDMv71>yA^yZ^^7JTpJo7P9S2$!Y|x*i9CeAbeiDT(o?rUR+5ad8Qf
zJSS~!BB~ljond%g9uzZJ6hc~`q5!op3j!&U0m0ugL*m{|Bs;f~lG4^`H9)Ou(=V0N
z1<;<;EjdT*UtC_!x}EM>x&x4~Et}6FAXS#Np60D{Ju#G9Il$LfW4rP#t0t74&HKDh
zcWfVdeL3uLiQ=xw)hy=#+jDu&A1*U14ff}2NkzL^&2=pvNB!J#CHxK>iq%m;t>RT!
zX-kA3^}ht5);tC9sjlJv9f6;N2ig*VD~d$YP7Oh)HVgbR%Z#X<A7VvqHa*gvF)kuO
z6!XP6%~K8IW&}@S$2O(A-0*I63d#?_FomG`Tyd;=W<EYM6d_=0@Q#@nvU&bQUvMZV
zq6(kSJDc{&9l%G?`H7<BhlXsB9g-(Aa=nnpD3X9f<s~A7e;9y`D=H?8MEk}E{YN2f
z0Jd=(%AZ8mo4e64X6vgys7f#btDKPO?sZpFc79=`X+4iG7mV)uei!dTQGhHbgBTyB
z78LMj@khqr?PXvD*z&#XygXTu^~owM`FyAu4~<bQzdOs2qUEYQrL&-q40hwkGTYV4
z=Y~$ieEA}V_n!R<S4spKTRh|Ty&=f}1)0dYPZ?LW6Zu%O#`ZnSWVh{iT@*K=G>eqj
z`uE<yNL92Z%dk|o{*>XljX)-%e~*EIK_%7A92NFT^j%Ggf6#AVAMiQvy;v)#O&qEz
zs2vz;fdaCNEpThgj8UPvI-o|b*)iy(7z^|t42Fh=imqG5v{jZ{#ZRlOJ^y0!1T5ZL
ze_c*r)PMEr{euS&%D6to<rfy>fTL-=J8-CIy)Ih(2@RSH;d{Apw>1Ey;ClrH1^>Pw
zWk5{i9FA$qn#_)A8k;O!h#*J57qhW>l8^_{5Ss<>7QdW8=JWab00##rUjRCRGs6X)
zAeyNa0(+2KX1gN!uNy{%Z2}V#?D-E44*vadzv;)X4^H+M6#n)6uy=-Z+VCR(1i_sM
zVp_(+;<Jm3OSc~)n#R@qg4d;7Q**OXn-4suB@M6R#p%8R(I*sW?nDFZMkR2O%d)d2
zuG81Qf3SbK0C<}unK-&0*Y!{9Wi|INV-gc3dH;TOwxdgUI2&O3s#BP1=j_6@JfY*u
zYio`#mBjTiJ3Bk$|G9BmEO(}eA)cq&)6MR+fIghx$&JRxAtaP8PWk)e<4_iRD(u(g
zU4OPC1Cq{5>D-$+BQsNs83}+PObaU0u&-Yw?yX4Vb5~E`fkmXlcYrfDGgGPEe@FB*
zTPlj2`33^0!EtBeN~c{7)O+`0Mg5U_YAk27KYxB9CMK2*Xr2nwQMzjRJo!)AH8pAg
zJ&(Ji^GsKpC*2EQX*B5q{rmU=pVLl$L-y(JY#!uvdr|?$wUWwvdwa_~e;(_&JyFoA
zH-si6{t)+gb5x3*on6H$tF*LqW)PJ4@dbT-{jq?#Db|hgq9j8jqaFao;&B1p@us?@
z|7{$|N-`1>0XtLW;>EL-#tPMtrH<gv(NX0fOtQjA5)E*xYMGgtW99yP^NmF{`m=A&
zelEqPq%f(fs+uL693?VqZmkD1F*7IlBV!ewiU*;`^e1!6y1Lc}1O^r?XMp3fWeq^2
z+9e7KisF8Tvzb}pg-|5gEPE~qdsrlK4stX_SPI2P1iiP`)i9m7HK{NMlIP`#>cZnk
zj}&Lblt~|(EVMLVw8RJp*vEYMz~JiYy1cTIHB)6a&IqmD*f2rGz)-~^34#FnGB!E6
zXn-}+vHv4yFH5>}GMA;{<;kv@_7p-5YBO8D=~S8CR*Jg1dJ(kDQheWPzM)`+4>ZYc
zQI6aeQ<Mn_2{`2BC6QPk{YtbO87+t3`q)R>`wkANnamBn9VRz{L&7A@-+@1`86vst
z^b*n1N~s7B;%YP=Bxhh`e7TO+WwkL6C~c$Uv&IZ=FM_hyF!n=xLw}0Niy{cp?0%}&
zg{o=sncD)J%U~nIJ|!+L3%}znMl%f!&G?;5HVgc9lJ&guelhDR15m@DTxb~R&E?uA
zLBZl17|iI&ot$v%OMrrba?Q?h-dTs+UF2LIE4hCbu}JKaX@0jQYJsTqex6fAn_%0}
zrOPCW2gT`q9U2Yq2$N6>y}2UN&|nN5zi>a2A6Mr`MptJCayMk$#5~k>s3amPq&PyC
zOTiSYbM}LlN_Vm8akw$Bo`kHl_mguQFO%li9;HtV1iC3(lQA$csbEP)9?Q=0-9b@8
z-=AFsOmhN-_mz^+?UntSEjMB&?yC^jMVW+uBu@W6ULO=+V(nzOd07;}tV<;AyD-x2
zUU|#y&1E4!%Dfwf=xNOGyp&c_;tzA2tzE0%3ABAp5<Y8z<Q(}`+gO3}_%>+h3r@Q!
zmQ*<QqGIx-@@xO`$}dk~N<{CHdE_a?eZOwOd#Ai>43?X)#pZ0VL*#oBS52OLjDj|%
zApcG;zq07pwFaM1&Ntjb&|gRRuRQ3JM=aLt_&;fz@L4D-bOPgdwtRvd&FhovQ+R}d
z=7PIbjP_?XUvDE7$z&dQ|077z`f2*_;?d~yk1V=7TbuXq1bxRG?xnT%{}dZjQ`7(V
zWE&eB`=8t${o#YmzY;K8U{jO8zw&t~10Y2IrvNRg*reQxgcV|zyLo;zGeB-(tW18x
z@K<6h_SbF$D~Un{)0fx+!NL2_H3NczUjD17z0d<%&j0%(xIwp`{pWT8DfXXBum1S)
zpG&v*^@aB;TQmQ)VtIZmDmJitw58&~BOOlUG@p1se^*wtxuCiP1QfR^8K6*d6*V<w
z|MQt34J!Tn)-&Xix&D3Y%2O?#{Qs(=|5z1rLAU=|RZ!MnP_eQ`{m*T}s%S74Mee`%
z-!C{A`F}1gkJweP_^Zbevti`PWCls$X(MW)pPRDzuP_<mn?ii?BBP<<<A1LInNFeE
zG4OZC!Lkl_1IS!<t2v&~hzQl5Tr_+pp1liLPYdJc&Ah%04Ji__=?8e+UZ2XFvzn3t
z5hi{hRMFb3_%R4-ISyMm+2_x*y>D;WjR#Wj`QO>V5wK|G+lfj>5a*C~1B!{isW=;I
zF<TRH$a{ZFuK3qy%WVI|Colk|#mtnU(s)p4>snbskQUIdIUd*0Np_n>5#*{rdcS5{
z&>yH26c;CeTC?(lK}AI+KWE9td|3-H=8`@C=%_^bk$={&r^W#&QGeL`I9c2H$M+BH
zKr}HB(rt7q2GUhex~RWOtr&nP0RaKhfWtH#&6P9zB>#zzf&QtWpmsCGlQ%v)Gu5)Y
zxC@;Ep^~Tepn2@<>ythCzshSNtDaAalt+#GsTH(EAx$VYCWh+#{Cs(PyXd6S4Qd9h
z1xg(d9n~%o0S6rm1U*0`hq$=A_bs;jk2i27%dJUDN=S4^lJSo<2)duBY-fCI%*)F|
zC*xBga|Xg?)gJ|Rt5K!FdB0>P%+eneU|FD?sHmzISZ4NX)>tTc%SuZ}kBq$Jb@`d@
zCT!S^J>BG58K0CS3!22QU0q;n!Y(wyK^u3Iy!^Yu&eYjvU68aOgQl$XM#@b@L*wHJ
z|C1+*IJmf~$>`0tS3`uyyR+(^rRnJ+rf71upVL9z-MXB@Z>#VA{#|91^c;vLT*VsI
zg+g5@=Q;e&d!Hxy`S~^N?Cr<TJIhO6S4vJJ9)IiT0t+|ZP=;)Q>qe93_^ZYmJS3aw
zsKIEq)$6n+<8zR1?rH$Eespi|b5txW^)6&N(a93+gc_5lZM<FeZN?^#Ijl@7d4hu=
zA@4fKqpjeZ%XN2<zjk&qG@6)H0wqTYOBE=QTT>X#0N|us;Cgc(f7`#qwY|Qc*Mg=E
zO5=XVP^0rcWQ#{HJOUbo@#QUezDRpJyD|N#&l%1@Db;u*9Mr$;v2w*x^Lit~$zr~t
z8uB*7H-ozdt^cPDN^?e_US%E9q5vt6O*-Ula-*aOy@mf|h;pOkBDbIUVkoGymMe2V
ziEYg$QRWcPo1>f~d?06n2gLUwTjmn7S12nwM$=+Lb$SD7!n)t0C>AoI!WSDfAJ~n;
zw(fwma4ho-&X(GCr47rUhkS0w)}C&__kWQI^v$Ytt3)!&B7K?%H8;d13nl_|Io`m5
zg8Hk7eGci1xMPI@YHj(8RDsvm-owubKFpJj+!<<?`Macnjv3o?v77VBAx5-rz@(&C
z7tk9X#?i^~70wdu17XH>JSW71oCzfvXR?#0HNb5f={J<o8i1ErromB+z+nOMwQ6ae
zTyidi#&^mFshz~SDI+$}y7k&AVal4xdEPO}v`a)DJ=Q4nC>=7Up$>pXvPmq0%K-0s
z{%}$M0Vu#^P%ogr%bVbpa}yf<^9JKkD9e!^sf*;-M*c4IFr0*#rG}RQX%PJzp8TCy
z5mgH4$26t>31{x)(op~FM}BO=wEx!?Iy#)1GTrgpiQ-t|vP2K8tgVwCix)8e1^A>h
zaIbJA0V=bYt_b{3Dt+-V7xD{>`~{k(#^wK!Tw!p|VQ=okf8Ge%&&+@2cv$`X1$1+V
z3Y6*pQ{~3S#{OGAXlVTZb?IL{O?Z33A`e~)gNmA37-;r+`D-cvejqAP!W$|Kx-kD!
z!oNOv{`~oW+6HV=(*NRC&>#P&ChBzrVf?!$!fprVKKc3p5I_IE^bf*RdbudK?Z5D{
z3jtkjne~FuzaIY2-so2e&s9`YqXXyt$IhJJ?-Eo@6A1c~jows2_wQDIIe!IR6{ZtB
zt}@U-|Gm`j?=*TB)WYiiA4r_n=Q}({U|}I60I+Pv>-Yh`t0)<RA+V$*tgagVXR-bc
zz(7ngzW;1Z`{ZQOzqUsI-skye{}UX4JXjFufQ4_bD&LWC%j+8$bar%z<1@Xo`LfTX
zS@QzO!4JK>yhe&Oxm|&=CS^oz#O>l_SN8lLK=cnB4A3#F{g3aawmcV^;ViLAS&}_L
z7$mEEjr)n<gerk{+C8{7p(^$G*r9j*Z%|s?p{ez*+@Py4C+GVoe)R^2P3l46+a|Y#
zB6Zet;JH`>>S#3J#dykcR#mzO2lIU7|5~2RPz09>n7}C+MeaFfY;%Q;Y7rS0cCVV_
zbDdlYTEljzJ+!2-AfX@mo?$<P#*VV|MU#MFXIGziQ?tO=u0G}E*}KnMBlSjT*<XQQ
zxVXuSnlB6F*V<=5E*4KP7c<0zAM){C<PZKNm)Cy%`gPn9J}^Kj1Mi6K_jO<}N=Q$q
zOi-w^oaKUEM@M7h>CIJ{#%bh%1ocu=Q*&YW$(uGf7+QWnKv1-QvN0?^QL0;dGXcyZ
z2Zx8TprRF=USB}t0QxGdIlsJ=efcu>vu3UQH3o0gnZ@be{FY~$kmo}h8gapS{VBnJ
z)pX9xRB%gntKIhxPEHcr{gI0tExD4b%qQi6v%(Pc4QBHoAPb?G6hcg?sj2LMeRG`S
z<m7}=qoHA8FS{`RQPhhHFW<YN&PpWLT1;o&Bt}P5=H%qq{ah4<dUZ!rRk$9#Wng7Z
zDl2;u8WoikAO8SaJMf9W$P*Oc=gq+oK=W)}@~~K#uY8NxvOXi9YV~ftpxA^55aIbg
z;2~vRy!f1k3g@<RmQfx<60nc=;K3uy42DR&Dxg_<Qq11rA^7m&127on<>regzdLD9
zh1pg>(*SidHa3>EvMS+g<(U92^P@%|2+X_%AWD&=9@Z4yv84QVnO?^jZz<r5xAkU&
zAl<s1w(Ys_6VEinjf`>vf`f}z{BzU6W<A%eB3evY(OP_3g-6`+HY$Ex+ODPbvn*?D
zf0`$K0w?{A9O9YF^E^d`P4XogZ~oe-yYcJ!sEY@hU&=|`vd9T7MhWpynhzR%`j_e8
z-Gf;`%|6xJm<J{$$CR?pZ*Cn(dQXEOJYBrJyk=|`6GQy$>@S(iC_3KSw%B?R&oUiL
z@&o6KhIOShFWd1qrwk%;%nWBOEv@GMWn!Nro5eO?w`9vbV&DCxrax-=m81=Zz%b{X
zRy2#a$&d+cns=APd+<RJ1Y}H=Q}ipLbnX(lI(#Cx74FfWEkWjRrT4WpJpM$~O#B2-
ztll534<;R~ba6Lg27DB7tq?dK5{ITSYt<>PAuj6=$0JOs+{Graoa6b~K^ck6?LL<h
zYS7JG5?$Xnx_X^(nVs2Cb93}lgo0?KAmTU#Gf^X1+EK1pWpW1mM$+jmUSHyOF@_?(
z8QGnAA(ax+5v3b}bbpDv<z6eH>6ZKiTYyx|9zwN;Z}hy2t#B+E&<nRu^-6hwLd3yO
z&mxls(Ma|1$6({yr-c*gO^T%!s!!C0A`&?-2svNj%piuZ+cr3xn_0#>)xF{}deE&f
zTWNHV$TaO%rbvG2RwPjUMD-gqD#82RCe?1o#~aK009#?rLEuRNRtP)eGz5;WE&Jt}
zNd9ux*8PD5exc`yDa+5HE!M$L>QDX1*(;>@#|0-C_*MgEMfP-~Hn6L;gzB<Zlhk^X
zNZ8j#t2Y_>&RSQ|&$(!ot@!vwt%Mqj?w;3Q(|+CiowwW9N+25u+;+2Yc4*P=K38O`
zA?ZZ~o;&-kw=EZ!%(ZjWrA>!nbKbYtb^ufK0ps4IG_Q*S51>QPkt6cn@3yBrfqzZ9
ze^sNNs!=ER>?e5Y9!~=tqZco$o@epkHFqF*t~HGE7ty+Ur(U`16@G@eOXz4cC=0!A
z*4-l+Rc0X>JE&87R`ge2l2n8c@>S|#x<35hO%nHu6GZ9H0hPh|6i6uPq~A5In>%ry
zutc&E`lJx&B#hggHenoo<<?9%I$eh^KkWZx+>>_kb&TKpWW-(3Bj9`EIfv`+M^Uq{
zHcm=`bEoHY^(UWHW3^ShdS@pQf3ppBT6ce@*bgY(kN9C?mWbuiMd&IUqAD%?l2I9=
z`?w%D?Cb2PIC)Ec($((qfE2IS3DPY2Y;AMO?BnM*mHMSkWiEMFHILO<JPrsxIIh9*
zHcIga?<NCw_L(I7Hpfg5DaLc8Hzoq6WXOkotG)G)$8TfWz1Y{ceA%1KHS@NcA2&+x
zotZS-iM2D+;Hp5Vw(e=bD9>MfiC3s&>Bv`=cQfXztD?@^x(gaPDXk?jqOeCLpFFqE
zhRkP*8Mf~lck3z?6-|bWJXHs$oKf6B^?!Q0d%zM!Uz+{0#M8Wbr-va1a|!;iJ)(n_
z?)!pD^R;KwYR`e^+PFEAOh{|(=h-Csq(N<lOMBVQu;1bGtC9SEBO)L9<&g2i@qpQM
zs_Mhx46noC_$3??@<nzx-KpB<Fr+VRf&Olr=8wn5?A82#!{qPqpcAk~=q)l^ovBst
z`Pl3_Lf5S>)O^k{e!UfDh?m&60MVwI#l(LeU7Ga0*{LjL{1cG!sIqea5o8k1w*Q!y
zjW7?o;n&}Ljs`tVyoEg3$^Im4yhTQ~RodH`k~*aJoYCCyu+e;VJHqiOMg#u$@|B^z
z$0k@`8Q(mdZa^0;UYoq(dljqS@pT*(dK%+QkEN>IrB|Xi#;8?wo<7}A9e{m^3~M_j
zo;_1K$1kH2)Fr<(3wMi{797~X-{f+;ban3u$3@C#SX0ct7>EMLqCjeJwwUH0YQqb7
zXhipcC_{p#@GFp*tIafOH6@)K`J36E&5b5Om1EipiIe9JMJuivo=Q0c{azy2r|!(v
z$MsSKZ++CjW8;6NSYmc9==|(f`QuW@i{@qlLBolJ>jYfQ*V>P{TUsU6b_ekO$!Upc
zMZXSr?hdQcLOq7YPL`4}QQhomb0I(VZ{n~`PZ_QJ6t6zs3*9d+Hw+~N*#-~jE6UO@
zUSuEkm%ZJ;?`rA#(e3*C+I6<OLkPYb4ZY2tE^=Q;iDQ=k(p`Nn+<6<s;^MnNAIWxv
zNg2^`S<d9I%oz&u6WxX9AHB~Y@uz3mBPdFMyyskn%J}CPJA@b#sCGm5OOy~x9KWbm
z)!Z9Pc8i-31%k;P))~2@u`iYtx6%b4<qT%(AR1c{IBfeb$QgIVuEsvo)p|xVsd83l
zqLpM<<AIJexe6231q%q8x<$NhSt;|VGi!Cb-dVej&&n=>*w`#w&nhOYoNbqoy1ICU
zF}f5Zl;l?LDOzvIX(0b<e7_<-dQ=?CR_UE6{$3Is;=?Ig8GXb=tG-x<{n7*tk}cAc
z_*p5(r;Ree_{|6UVUs@K{sR55?7`HeX8h44ExR=NnR2Glu~4ac)%UZGY0s0(-3r5^
zOM);bRY1xB1{aV<>Y^_)YShwFN|lWcCYV07-uQgn+C6`KDeF_3lyltTBw<{CQYF6y
z6+GgSo>|hjHP(7<PL}c4^HI}ia_4-odZ4b-SH;R*G|Bzx6Q%z$4O78s7Qty^#wVKW
z{7eliH}B#H^#|Q=)F(B#f%ryO45JMZb*i>q^bRmNXQi}~;p(@W_7cZuCufy)n%|av
z4Y-h<S;DC|hDa7X(@!T^-qP4c`g<ooel&AkW5fN{*t)C4CvdPXgt>X)NZ+i4|8}q1
zKjCSep=M&!ahAJ0!3L(r_Fob3^{$zjW#KWZpBBNXIqUlIyJc7G7<k*I!__mP=i$?`
zPK8QeK$pLR1taC=8~IBbN6F3>PdzKxvP8tLnv7;TPadCr_J^orhQ`UzY#{}{xOT|O
zreMHx{_?460v=RfnQa)!myw>{R?%yWmsk`_zjz}Ijn7x~4&EP~KlWP9gp3HYXx-~A
zT#by1%>hMy4$*mZX8!N>tf;JHF1lLLwN}mY9-eoF{%nv=%ChBdjzQ)D$rlHIF^f9q
zDM5pR&ZkDx-9N*HOhhcD+q%(ibvE9Ad2N$Q;X0@EB8@|?D@4RqPs|&7(TwN5HY<nB
zfJYTDh5Cy~3;{x7K?0iY)ibBJ1e#_IwaROo&k7D_DmYM2juK1vc*GlO(70fswXFDy
zJ_U%VocLC|UV+!!($8ZpbyzT^!P<G^5_06;UB+UmQhRPmK_}~)V7`vfP&u&&L^E*e
zKqh-HrkZd$a6Ck87xs8Hkd}XJ`|{gye3=ME-rm9|=*h`pygD6beD@n&89|kY3SNz>
zT13thGye#%nJQBQhP5>9D($e|q8x=_Mb#f)r|TLagbae)z3^L5<ktP9{g+zY6hrgX
zPJahiAYkJ99<{Ow>I!KmmFNg_vGm0IQt)kfIz>6z^>yEcUfkST+D%{h@R{t&|8eSI
zyRKQ=;KZHU+~!d;+B!qcmE5h1<P=TysXr8RGxM~W;5gd%V2SbL#i_zXkuPUS5Q|15
z+V2#BjeOX7flvYRub)TrYI}L;*u{f`gTwfw65>Z0H;@W1?-qeuacv!1s(|RYU$l8Z
zKtqYZCs;l*#vjLf(y}tQhqD_%B>XwuSu0t@^`gRS3p%%ETH(>9XG`laGDG%vS^>Dd
zN}arVyCR(NVT)Y4miJp@<=M<+h{0t|Qfn%Hsm{XXCK9if3RQ`pl}01q?|Xdz1t6>{
zH6fZ(708)Ut=sh=ntNzkZBoJRu#)w6g1M)B5@4U!AcI_m9<u5pQpMUtzoR+?;q278
z;3df9d5)Ge2C<n1<p@7d4`P!_$sgSar5+wdb{w9Ry5~Qo3aG;V6=NW;)TjvvLOpI?
zHJ*lO2|4GuxP*AvuYZVrK=Rfpu4>{kOZ9Rs?MN8_L-8Bu?ah%=gF0|0ug%o~;QXa7
z#RCAu@aR!AV5Eb0{M8xs?*SfV<fW^FxX_K9Hc>RH__EfQ^U>GVPi$YMyxYa4QRU=1
zzwFu`kGFlBSvgViM;OAAzoOC-pUmZn;SJa#hAa`k>!vjbnp;>=dJ&`z;O`qxQ{hmI
zqon5g9Cpk0x5~3wf4*CS2H6Hc&=FuzJpi*JfR610LTXgw4H!<zF&<3C!N#TpqXTwe
zG(#HboTD?c@~J;<>>D>p)lSyjvvy>;O$nCiOZ+0;xbNCOZsoB}e-n#0rgKHj+fh}s
zQBqw51PSipukb0{)~PQ(@u}u2q_On$^o#%(8qw3Y?+lHNx$AF$fA=A5Y(~R-w#M@C
zWY)UK@(Rp@IJnKq^!a9$kd(42#C`s9FVq~DGH&om?M^t}vDNpX0n62rBe(p?D3&QE
zcf0QlUHXW{+NfYZL+LOVfh)xj7{1woLw<9<u@=Sz+(AHC`{WEUwY$c9tkz9roI<6p
z>scK}tYg!T$Zos*6;~1?v_3mK+r;r6=4w*Uw(w+vr|T4AZ_7rBvpwY@Uz02eL&0aI
zb05OcU5n3|)kPw(M{9!z{^xk0OZRLHXKf32nD8~}*4r7yE%1VIm2qeEU~7Q8D{Pj;
z>VJMg`!r!CmU_dY%2;TgaKuK(5ajnhASo~SdyAP*0P=-&udm<52N?fZSBCIDE{+C(
zYaB99hk1@B>yjyYYH!%2PKxV~4=_zQ7m*L90L~)5%hp3Lx2nTlAIXs=uzaXnyC33F
z&87_Q{dgH-rs!9c5eK2q^nB$b;O+`?WwGulKt9Rx6t)l4MrQu3<kq(KK-;EM5QN4z
z0UNqmTQ?AeSAhXEmOj-*jNJ2hn6CAy{f`$P0B^#UR;t~o=I7^UIFv5Rm{#_Owm*jW
z?GY!8=TmiN{H;687~9&GUsy$v3mO7eV#^x%%pb6_vVtj=G`EFPUE%3Q=TbW!wl-P@
z2AOB9qQEL~fqwtRP@V!sPj`3p)s@Eq6smg3mYD+lS~#SnpHI+$ghu=S!BJ?VC$_r*
z#Yt^=9OQz+m7taRfAbRv8{tjg0XbGJSLF%@Wwxwsnt<zk4QLo!*U?nshDSg8&7NSI
z5p{NTO*)UK7m?4-Rpyo0upZ0H$*C@M+3IPMa9gQ(cbv8XgWLFRH>#Yhtg;&oCnX!3
zQgzP|Nf%ax=t7I<_^F~4>ffTiPz|CD3;WZjw5+TOg3{@7MQX)`-f*I1xxg?mu^o{z
zHaDkr@bfs{ySPLpEe&^{-WRVvHqAN?MokR9fl(7d20Xxu?l@3XRFnhcIx|2{%r`hH
zcNq!nyqU)!;mYsk!I`)97<%9UW`<0|xe!w9Q_wtuYQ$E8xWcbV+^|S_6sHk#hx{N@
ztS1Jm%Iz$~GfXY&Dk|AXua|zy4Wm;mf6EPxZ~H&G{Sq8VHpzJ8r}Pb)_590-#H~{d
z1W5IPh(Fu8|Kv9-p*sIL)8brN-TQS_qt@Pq$tMAOtGb6@B@2N7p`o6O?1c2E#E&fT
ze@OgYp+|k@UkkKp(y2;(=^G?PthHLTpv1oJaFOF>ueIV1W}U0e?{aV)3qd&Vd|c$2
zyC#mg?yB<(I_2EhefLY1=)h!FMj>8quY;-cM8aMk*Xxto&Y#%d!v=fa@25CUytbP$
z&FcXMf6d!z*qj^pyh9vLWr5#k9#;%m<hGvnPzS^IXLcNCR4c*jd*5}_s7}AnJ`!!w
zIUMy|msSaBt)p((@MH&Fd$+ERHWffey_=|(YpvYq>e^o;zlCWeqyDlhnN*7nxx8#s
z?geLZTi8G8-6@UaJCj3x7ix>0)um80j`i8)9t1xwEfn6@&mR}9ZSHTSE?bj~_Zxi@
zmQ}#xwoSi#=F$UjgDW(zA%qvG`ULiH@Xy<t&VM8yrrlmi1uB3M3N<{x&ipq|Oh+EN
zZe#>+O;Ug<zowHJb6^)w%YSmT+!?Mq$tuK6D!S}ODX_QK)Z$S~%E*)iaHd_yhmudH
zIsTC13{90X0p6A<x9cylWQUh~TA-0D)JR4Ij{(FL8(^tB1U8ADD$`MwR-Qvld}a+5
z;U{;`i6t>nT~=eHR)O}RdP`#r8(L9xM9}rVcEpYHOF^N@>(uV)ew<L>w{53N-ta`}
zSu$vRCNEX$ENrCeJ#3^3szc|XJ#IbBPCGBi)Fx)oVQn)p#+~|=NdB>rx%8+Y$_#>M
z>E+m`@S){<-@gam>Yl7+w(NF}+d4NZBy`=TJlsBAmjONWhl@=~*Hdfp&QZ~GAGOJu
zX;`<z5ekQ6?xUo%*V|jAb<VYx{?W<eqV8c5(`9BH<b-l)QuBw_Q|YTFL8Eg}*T1nk
zX6=&sj#oQz{nbhMHBRgmmJ}oq=}sn8*SWbg9Y;Dw!AtBF)(XnJLrow`dRQ<y=+&w{
zu_w43eXVG|E(WTBDH#ki5<;WrBBCa<Ww$b@QPF<JxDW0#?D;irSz6PfN5siqbUl|V
zmV>bit2~qx(Hg&atzVtBG+Ga9as0Y>{^Lt_=oLB6{Z-lBIdq3fVMkM4854qRNr0+)
zkk-(FLvg$;93e!kA4anaay?_Z!<f-X!pa1pI?quZ0bNcBkq)<bXyam}8-LgvVQbgj
zQh!y?HeKhn?r_=dx42~lV>9)zb$a0dr&Qo}yfJJRhWDcH?TbJ$Y5VlHTK*Wfd_|#G
zs@&sa$F|L#vwh8e>wCGiS)2FCsGqX#7U{HJt;oNA+jZ_&Pz|_k7#M7v>jWf!dWz5k
z%T!S7KN{G;wD9NL-%F*W4c_r$&->13Bnz;6S8g$q&eBWD@8dJ<1@Uk0GJV6^NvE!V
z|70W8mE_^m1)(*~{J*Xl$o8b2^X);~-TC*)_v55=-FK_a*nfhNo;<ISw_<Y<x3tFH
zGoG$E8{4!|I&-r-Kd|}zj;3qH->)X9^}rhTXO0+9+JIMg8cz-M5;0$N1tBVzYr8B3
z0y|0O+fDEvf}Ljm<=i)k1kOZf2mAXk$F~~?wpq%T;Flxo!XX1lPwSf8`YAaJ-NoHn
z1a6=c$`HD0Cl(MTxVU5@4o5fp-nVh#tSzr-SG|CO37aUAefu`|<ES&35Ifw=OY2>U
z61Iw(zmG8mX!|;Ze1as+mkje+ers+7Y5VHP&Ha=ma_O-8pPqUeTy)ZxXD(mdnDR$V
zgoY}&!-jBZm*rD<l+;Rf=2vm2^Odq53JA=RH_{L*YH2Z*417EGI5%;eZ;PV;c6y(J
zo8)ZC$}PDkKUIm{(E-cV>j2YrwXZ*RN=V|u(PADN_B-6l`p7V}8$(X|KRnHwwh>5a
z1$zCIfwKexsO(=8+I^y=@GaC3?y`_giOO%!sLc_nPtM}id8%;pwmMg-s7>}V-)hs>
z7c=3={o&CBcEl-*y3W_hz;}v@hNiq`AtpX=V8-g42W9|0Jhf}1553j*5~Nz^sHtus
zhbztN(v8@{0B&nrt7nuoJ^$8vn7lK<5HpH9(|b9I#lIOV{6~xeF--oa>|Cuvcpc~V
zWGR9AnxbgEKxMwww<rL$9NgCj$DvNNV%MIlP;+EiKvsR0?n^LkDXsL6^Zos>0JTaZ
zU}Jk5iiSN<Rgt}|v#Ec}V?0zwJf9`LTL1W>Xwv$sNwa0%VQ7c$zF5e71`Oqb=?a#D
zEAC{>-dM}&<&`z6L9Gb|pz25<YpGhR8(A!z*d2A3Y(YKKtmDaEKV!aO`6Dv^Bvi~K
z8i=KyGp?1F){J4HY!Km6H!Oy^HS(Qm4=E39OsGA7Y`*&AwnX{dm-(Of`9cr04lH?B
zxC<7loVRY0!QGbY4!ECeo;7Qeq2IV{7W$4*35cAm#&?gol8jgR(EI)4Awxp0;y*GU
zO;TVVp9y)o3Lij!DENm|VVuMPl1+NLBi8aY`#L@T7+t^y{J!1S2f%N+&fZIqpx)DQ
zq&&90J-9)QuzdXZ)!uWrMv_M;*Q;rl`ID82JJHqdQKa6UX1gkXu^WLvWNLVKsNhv8
z$Bx!Z3qab7=Jeo=kjI<5ky^YQ@_<TK!b57^KazW?_Ih-u;m?Glfec`%MvScbo8ceg
z?ADeIACXT!^j*rNmukP2a^Tf^X6^hIkWV<cTcwBaY*G&P|C3qIE-#ZyJk<2+1<pF@
zpcg+Xap$}mxItvj!}9EhB&cfXf_AwS;NdLo1phEX|G~usW@kTCPUtcj@b;)tI+QJX
z$iStNn_6l-Sz5GFjF#ml*%Lrz3)OB1^mW%~@!t{s%OGqu&!?PlJJ{QN*f&6WaC8z+
zP)eMBov&L7od^wP-J{*@xH7tp8M$CUAQAih#tqL&nrze>3dYzE3ps_8QCefN4bL`}
ze}3RGZduG@Eh169hJ-a&uorKZyaBwQ5sdc>iHP7dY9(xTouuE+sc2A>gj&#h3-%M+
zUw_Q0ElHWr`t*Vn0N-18rTLBk_<w}jD>~cRx0O8|XfGc^6=SL}4ik)7_F2gZZ_MG}
zKeG1T1KaZPshfdYOSa(yMe{hAM{k4=_K8!#3p{#yzEpU9_{?tJf`V07P;n;kEL8Q0
zxb=J}`bk{5=S<Ng#nsKN@~+Z93LLF8B#r)Q3nWuVn1@SAULk~|QAPrxgiI+(?C07y
zgqMmMMo#vCDei==A86<2$20~g^XkN`E-7CZnpv>dD7<^YTU7K4!+6V*Hpn3?`s;ga
zhSI`>!MLYm#{Z0ydqhNz+_F;2+RBfey{dFD@e*al8Yx{*?rpDLf5@mE_hBYN2pz(B
zcM<zP?*f)3`RTz{e5<&GMtj=sNm-p%r?R`3o4n)6MH`mSU<GIAp7PgX>Asu^c^KRK
z2dxDZ?#ZP~m+hqa!#!*FadU~A&szI~L~fdRJl;u|TZ$Bj*?;&#|5!aj;H(m_z3tC^
z;d(f0xdjzweG!j#IT0~Y#TYp;yG1zP7G7&4<B*j4mb>dEpzQx_4nFHN&*;tSRP(Fn
z4$S83+ydq^k@R@!MRTY$kc@~RIT2%HGppx_t;#s`VzZ#s{BqqFPsOM{gef0@y=JFl
z&>(NFtEENu#6Eidg=t=y1rW0WhymD1L6~o{K2V3)hlGZfUviB`#rG~iUNZ--jkDJ&
z2Q;~iiyVlJ8!uxw_Y7+d@k`<n43?Jll=9m@iULsq+7OsspX3R26yxQq0sWEzN*<o6
zlG)iLO=_5aVTd0uJLx2PIFU`YyuV^J=~?&mWFna~ytFniC5bRcr&Kx%VS~wJ7FcJ&
z@IV_96XYZFiq4HH7sc7Ft6-=BtN_l}1Rj#$>fCArfGsoGO?kfYZS)~^NR|#+4!3FQ
zeN@Zw+ed;DDF~LcpgZxjk@<_8;Osg5xzwTX-XV-n5sbh$!gSuNt1Fo49AN7&aS-dv
zC*IRZnv6*;HDW><)oI#atV95v`{C!sbJdM{(Byj9jhf=%{;+nc40%R0Ts;6k7yG)q
zU<p`2BY<52K)$#F<-A_tDW~P-eGRi70GnOR&dv_qWGTS+M}xw;z=-}BHtTJ%(4r0T
zIFj2O$|zx(?D;v(Ort^|Z{%2fW$zU>cW?lj+LE#krI>GE_;Wk{+4Kk1Y-;c6XLzu_
zOeodvqeS4yxqUoj^=sP=Uo9$jHg4%m$D?%Mo&B`~z`i)}kyAGJ#Ruv*dWA&br0$!m
zx2FYGHV7C5pquPkmx?5fK}5rcF&G)t!QiVpR3cY;aL6|vTgwwuV@1lT_#=Z#rYJe6
z!E!Wd{Dj!VxT2y$e)CegqIIVl&n#8<d*=mEh#2A1cqFYy>@Fn6b12G4rg(>Hz_7&x
za*`d~{eI0_t55I91siUjDkvyGz1DgY<h<6w*OA2Dr;*HOSp<eyPPQ|c!4Xgt#b*9_
zdBJn+?4m7oP=~cwu-*%>=^*s9X^32NiiNoBIBaG#`(WjN8&XWN%l}A7>)Fi=(&(>c
zSlz&Xseb3J5iyO=fKLq=Ua1wTi-*x4S)|-Nb{OrK;=!1l=bwNqUR0v%f#vEQC3KN5
zaC>!h2u8NJ8q<J11NgKB%uHW^vVMLs@N}((O>lgpWsM)R50UkXiIsJp0i<;&9u4!A
zUC%@NL$%4VUclw|W$9WeAv&{y21n@Q7kG-uk>sjKFE&S06re7?7hAsjM=1NxF5sD&
zo6|BfK8Jm|0L*6rtPy>_2*|6`#%Zdq0dj2r7co)+JRA&<AIB*TQ?YOT$Y6)YImUj}
zWFBONP~E;R*Sr~-*OhcUjBEEtDpXPe(;8ciggzBs*KXC#z&u&V1wg+-^ZsOMTCZwA
zM<_fC_<|6|WmI6M88@~ufv5gJL_}ofgZ880tAo_HH-uw)UlctIIPmS*u@k%Eh`dsU
z;I=bM^ctOZA5v3`IqghkOn{;MJdJ&Dh8P>b6aX-8*rWrlt*GkjpR*3cRNm;_qB?I?
zRTF0DW}1xp@S(K<0e2bx?^y>K5056ml;yW(B$IcQ!G;sa-STpC3-?#*%8DaMw%;DM
zowoh><i566{j7qa@wwvkej&t{y*w$;MW*<(Ms<zO@6m^Z>&sJFQBmI!{Ey48;E~X&
zswtV7<(j)-uFQDg<pu^OB}?|1U}P9aIt^ILW=OY8e}BK~Izd;%+kRrB@S#S)g)kD}
zwUL*}ZAAEu0n?W9dQ(G#MsctuiJSBGgxqw@L76{n>LHza1q|?SouxBu%v2YR;9DZ`
ztn(0@p<4!i1H9`?@9nXIQKdg<5^?a=FeCrR<U_2F51ivp8N82x<`mtH)yAjP)DjDP
z|MH)IjXp^4x7mKdC)vgz3Fs$uqo<=Q3>Ie!>L+%Sl9Vh&JTaJJ8mNtV3Wh8)xM#`%
zZ|IgBh!g~wV&MSaS8*JKAJp%(Ir8iivX&-#GH1zs@TD<Z`(T~|mrrK0=2-=Qt(MT4
zUc#K+unm}Yu#IT5zB}2Ls6|sIcQpY&;{C?>jCqM06O30RPKNv_y<dk+=$5uY?7M(o
zdVi_7<rk@9(|otCmHUL|oqGb!L0P>b)F337f{EH~r7NoR_6mH>gEDu*AA||z0v2~P
zt!(0$_sP8TLJ#mw<+H5H$vuc1EGL9<C0`>Dgx}@n7gzUiGa#=`?<><@OMkdv%FvDu
z!_I_bYKR2vt^YmbJX%;&dg|FCvvvs#F+Dp)NZs!r;&VBH95`03<MK!vqFJt9B3K+J
zz}A9A>quE;3BdFxgex2YLb5^D;X*XR0b*(*Fg#Rzi>|{Cp&2Y?c=8h=_36aZwm39u
z0Xbf8xM5V385`dFHa}T5DIUw_M#h^0buL7NLWW<9y4E9_DNFYiOWJ1$E8ci<AAc1!
zv+JIS`Xvq8OT$BVb08%OGQNTl^bR+q+1%x66M5H4m_Z1lq*#B}AqHgZ^t<T2byw@c
zw@OQ+!0@0Nn8C(K_~Ijn47uAz#s&1i*@0%>aZ<bY;1bZ+<CNIw_iXQaL3He{KWH1C
zUuUfj*f+v-{2d`JYAml9YGa}6xTXe+q}2o!KEnk*-;$A)axd>xt*epJ!}fj0dA`ZC
z;b&`xCy|cd<D$o*bSL8%RV9{pl@<4USrT_L?RvLG{!CAOYjE=KpNOu>f>R*3MwD*t
z0lww~iXa}n?khlv;4tq6T<$RTK0k$KmA0M8W6>9xbY?)&n*w-NQUQRui+AmQIVosY
zmadihx=Q;kD}=$|;%m36_=<|&D<>=pG&_{!Wo(WsA=MV?lD@1ERA|!r|I^!9##PyM
z>s~+sQA(twL{d@_1f;v9MWjIqX=!N{6_667l<o%U4h5tnloA%9gmg%Uz!~?_=Y98k
z&i?K5>73`w^Fd(UG1r_UuIoPv=eaFh!<^^$%W@}LuIr|y-zkb!Lv%Dglit$Xv_x&<
ze*zbMHk`hM!%=nNgE-~4oy091r?4GtF=sX;92^}^b|U&hH;XS_{y}&40NX5zZ{t&M
zt=Z}Z@728ACB;S?HMzlYTC#a3#km;jJbs6|AyuzZEdxSkf}ohUF*_ME1VeEGIEw|U
z1j$`8r^ZPmUsXG+$(0*({cyMbYWCqJ7SyoMDY<5!aXHhrW64dv9TaY-PH)aX!t`W%
zcfZEj-9_i!tK?@N60Sr}`)de4uVN24ZpQeXu!%_`sZS((ie}!jxq9DjQ)1syDif3>
za=F$gV&6uqZIgqSzo_)AKJ`kexG-bEX(YTNUcvD#g5~7MI|;NtIlZ@@<FreWGk3~(
zqw*rIw)hxd6j6*LnzJ;xXUK$Q{`>OYNRijPz9k)*_&!ZGzXQPlO7I%y{Lj;S9)ogc
z&MD^2_!s!k)OP#N#3cBe+1uqTLsRm&)G=xAv3qv*@H&^R*~7V;JeNiFpYb{4s@GAL
zGJH1j6>k`QB%XWxC}0|Ox)a~RHT<m9bjxI0*Rr|QS!~5$%nSMj;VffN7_s@xs^%KD
zbjl%qqD2s5tiIl^N9wQJTw7lYlwXX}&Y{9IC*OCUGZ|D4mUiGc#dPNSsEe`w^O~oO
zF1S&v>h!sBBje&nE%=oC8-p)zBb7C3u7i_<Agt-;*`KAgo%{6<2FAKt9E^=gU&)co
zS$XS9>fL&xG7u*~iw-Z9FSks}aml|@KlkbT<x7Y>K&NsyAb%u|1%x=Jn@=UnDfT?v
z6?<ce7HDZW##5g~Nd=rtU%_lab-7SWO+UVyK8xrn_C+|g9jPK)&k}B_yT4X=Dzh;x
zmSAV4S0LRSzS-ig%RsokJzHxwNZZr8e7-(#8uXXoQ)1aJPdbltt}~J$HX__;4%eJa
zUfsQalhD)CL*75&RA3NpWYx`knCafJjne*mN_Vp1e+N0MrgAd_^lc84;TIG{?xp_}
zQ5Lzws(0fYQ>{cK;pqd9j{W+y*<P&sv!Cr&#&{wW<gLYNjZY}WaIHA=y-mxcu@BYd
zCEL%M5G2b;l<YAbVJ%ww)91dlo8o+XCinevVRLKAjl6qb3CN*ZRj}N}siow!clcOQ
zI=LuUnT+;31F?kYg_)%S>e5rwzI5DLMMNUSiL@>!+JoQjD3E<_SJ%~HXq_GGtnOmt
z&}MKw*SUyo&x`#<(RnQ~k?3lcn>G89&`Y}MEt5p4&u0|l!BHn?J%izDP0k@y8f4ad
z>_s_VTbOv&A$X$Y7c2;4^7m9v<_)}1;^n-wcQ7nCj^uNeL3Xv^ZnnrLdV`uznxHGs
zDyrE$Qm2?D_UxHi+dh#53X)tyme!X!7}wgcNWw_wB<j2SJ;e1NCt$^@;Pg>?khDqG
zgFiT#%I_%&)YhyhkK4x5LL|1hva&Tcy4aYC$`m)0*az>pFh%j@o+A$zk=_SkQu>g&
zCKLO*SZZj%Y3zLub_)V^$;ezw@@1AUCdavPg3O<dBy~sX$0}_5SC~RU?3lIPw1>NI
zWAHLxwb$uBdp;J3{gG;nniHmXJySzLWlPtWFH)r-R^>rki{i5QzS1{++QK9)p9^qn
zTU4e-0$}rL63uTFwp3tGihjRB`-PtEnW4UVf#c)A2iwe{=<G%ulJ?61dnT7JervKb
zmJA3&dyb*emm|Dg5p4UwmF_*X!_RVlr7~2?{*(Aw@`d7VSG=+%42Cobvc2i#i9b%|
zyLZWuPb#)$z^r1Zl~+Eafb4hFfAT)b0KY)IUooM?7*?{cBZDy)m2t1rAiA5Egmfxk
z?8>mAI+OC@!1*V}Eh+mc3W%N2N}%|7MB)DTACEY2SKvGF;GYlFBHc{Rt}M6lH1-Q`
zina6?xcl$lBqCNP$EP1au~j5oq+)9@OpJhX<$_#i`~;W5kMie##X^!cHXO(`m)MHg
zb1#rm<r+E}8n-PeQ)9v7L$0pEW<(M$VAdvX`&2?6f67F<J7OINRYot?j66KB4)kTd
zel3pvDbGGShNqSAZFJWPA<@g=u8UUtTcY^m?M69Pgxv45_4CTe{lu(C=!kbiZb^BW
z@b8Ba&<e|={|u_RIjw<8z@2Uh<Cd=decwM%<2exvWWQ9~C-3UzvW4hdc#+Zv1&=8%
zatCEACI*Wer-oO%A4oi8nO9y$765Vwz?wrIA(L&bs{gfLn}zJS^+H)KmMdRL|Mf<%
zf+<PUebH6{B`Yz1?BL@5#Ciwvs4pHQhv?M~#zAQBgY=)%8r6Jjcow73oHki=i+RTn
zNsvK|@yA`RH&o&8`a_(^Vo`Y+=kKR$XlQ`9pd#Ov@D(AsDq;8*gPCLY6NA{$p}22^
z=za7oeM`sly+ir6Z))4`#=)$31Fg()n(G0_g5GF_|8I4|N1U6d5>ok#3ID7m&FsQL
z@Zq7pR){Qz2{#Q=pIyFKAL#whvXGU<MxIE;N{Vmr=?PF0f|{1VE~;T&SMpDR1c(QH
zTrH|K(%6CB%q4d4lrKoepF?iM4;vqGB;?znq=bf*&sBP;CSvKO^Z)xb$}1})7JcLg
zj_0uro1b1*`4Sg@>+f~_HSoi~ehR)E$Fq@9m;32y!B=wRNq_l_5r4xX^pf4`+8Q?y
z*J1|qv@7R5le{(p5nuh@uW6bI*{>eY{QRyak)%u%=D1{4JY^$)4-18=f0JgE3$4dX
z4aX9&pAdd~%Ow|KX9Cb71F`p+f2Qc@=@DJsMN<2dy*9C#{L&srT|I>*d3pI{XYd8o
zW)3~R$CvtK8QZlEqE$r3AMrnm3wDGcBX;cO8*WED@t_h{vE>$Y2j-^y2pAk(4GR1z
zuq1XIF9+P%V$Q;b*B#?@ik+R^3>vvS(1$tb6&4X0JVXeJhxKiAzWQJhoPpk&zz<P2
zHn#Nl@7J?m03o6&8z;7oTQ%3(%KZW^y~+o0JjBOSlXeG%hKepa)!Ex^eJN@@W&;aT
zh0VA3DKdw#f=-#QF5Wa>87;qX@nU)>9=I2kJ3BiW85yM!hXj)TEIBU@C?KisKmB{e
zH~1<jXwc1bYn~oT@7lgg--^>7ySsNZcpnZN`WzkP*jWk0x7*%URMhC<f&!*i(h6`h
z>(~0T!q^_YOG@HyXlSq!lchDieLJ|*^Mj8>kzqX}JG)XSwcr(CqVoKY#{8%U0Cj>)
zwXe<=RnZyv>0hq=Q`NEa5k<MV8h`8s8k3w)Oqc%~M?Pe!UPp{m?JLjkLbF|CErq{_
zvmtEyV?}V*Z7;%Q;M^UBIX@{Y<IUht{Rq&PTxC$(`#d}kc9gsZZ8f#zvKN^Gcl#Q=
zJ-5AW&VAQ6H8)4-DhOWjCgqCX%8QpTJHfTEv@Lr}@_(`v+#UCBewpJGYISgr5Os5F
z6__r!3ZbfzvwM&HW{7_(fL~ppYk#>D|9`XLr{p;ZBij5OH4Tka(KeruNtOTf;s41-
zUrvDSP^}`ck;-G*4I^%Qb5nEj1>z=%r}AJZ37dY-d2@*BCT<*<1Oz|1U<8?zzMKdT
z54XBri2q(E-k!lAJ>~!O;s3Wy`ZWhbU5}7}_4P<1Bf_h>+0mpzgbG4>7)8Wj-k1zf
zpV<d1{(Q(1!GC!3>)PyJ4hO8?HDb`6lB3vVlbbT}i}^0ubkE^|PVxO0!4%h1k2eq3
z8jYg4jSPL?Tx$wB%l{6vIa;4WY4Su50h*g>CkZazhmLerO%JX=dE-YCNQL7=(ems2
zGklg{NCQ?zb)hrrq4S<z(~fpTi}n(#%fz;y7*QM}9F*<L%kqtg^ZgfZSoSMo7oH|h
z;d*{-;xp1-pF*gzQpN5~_?~$0FXj~uSTjuZ5lORLe%Sm%fPC6ALCt>rVTf&*Vz9=^
zNu<Z`r*<u(a0p7(Z-1Dj7I(f%f2ZDg;p;&!5nJowOJWHuXF~eZLF;A3`apW+u^M3A
zz7#Hk6!>L#9<mrF(v~nlpcnRDmYKfgnc$OCOvWIwxfP}NLO6S*)FMy+bTA$^m=`t1
zTiR!DIM!Zz_M4_}&uQw`<(M!43|NNP`r{mQe&55@soxFwT_&Q(95TQBx?%yhhzSgd
z7cfqfFyDSXm*}aI30}qs2I3CAvWMzNO+?R=Lq1@)h*;)Y1K@=nRq+M?H$&}HI2kNy
zU<cOc!NgsynkFdcZ7nhD3OyVLpg^xg!Id4%w1faKJQfyhR|l$ZY^C1O36ExnN*Z)q
zOJXcyo<ZR}P!`a*Vyqt|!QNOlRN*O&qvXGSDkr}%inP{o<v(HuOzbtH#R7(ca@&DG
z>5D|as}j<l(iHr;1mr}%_UbH91*o#_qvme1;!NLX(lsFa=ct9lPKF}9@9uAJ;aOve
z>U3H*o?5}@L?K9<4nvcS82&E&-m$2mqlaX=NB5Ve(BZgv;lHO#69*^wKHGCfUA<{9
zcYP3$v3GQYI2SoCG5UAWziWk(6=~W&++-|D|Elu$;6YmX@VPI<uf{@q0^|xDlMdgY
z!7RxORO;(5U<X8d^mpFdrcv#oF7`a0IbW~P1qTEY3Swq%GJs!m*#tF><C@Kl^Tyzg
zo&Vj1bI6POqnpOV!$Z3VJ-@jkWq%@auEFw~`&ag#7>s7H|NG!v-`z!{6PC?T+V~-w
zC%!ez2{I`O$^4d-e{XNTKZ_8~ZQc9asD>)vd?X)PjlZB%%iYU`8X*4X2?k!xH>iz9
z{CmYQwm66GT}XC1yg8JPGK;(Q(Hb}p;i(&J{%dHQb``5Oe%=!Hv1`9X)))~kec^|V
zl~8Vs)(eX*7e_0Lf^6VLQtgzjNc<v>=;M<AN)XdNOhwo^*gU;bVQcUm!o=DuOr(Pm
ziP~%sIx^<H*Y~OyVQOkq%5eF90$SmPOO%X>iL`BA_8k=*?n}et1ojL_81eM!Q^al=
zC}IndoD`y!$Rf+^tSet|K1GwyFL-^R){=lMvLm(I-xQ?WBhV2MY-LGoWq}UQfivzK
zADZTLP1I#rrD>T@IG~?2`bxur7ZGHnXJjatnvSRM!a{gnZ+rMvf@b!u49X1YiP5q}
zw#2H{+Unsv=1iF|4>!2Ob#936^^2?ircxfq*L?}0vAB2h=>?iaZocwz4M?_TwfGiK
zg6nud3>dEE8Je9zpMb*doPSQ??p*NzrHTVCfBo2YV=>Bcc3m=C!E|iD+jKFeu5WOQ
zdEu!bWsccyBUi{~KrVVdH0-t5c3}7qgHg6NZjQdJ5!*Y%1GxjC%9Q&Nj>+PX73Mws
zUgc8^no>3y8JUf2zp&<J^U{%)DWDE3f+e1f_0pxzENcry3;@J0l@aokiB&t4m~C%#
z$68@Hn637YQZ|uVKq1P_0=dVY)SAq@q6TsF+#DnH{y}U57LXuz%=!s+#->w54bQ3g
zoRtHcDHLGS5l1hz3ChCFo~792IKoJmDJlOa?<)vHdBe1}CtTmFad|C}@6Y|dIQ!eh
zii*{#ke2bBotRW1&6knFo}^ObOGeKf_QE!&GEv}T1sEn~D%8gZmb86FGis6prni{8
zAIQ`<Dhaa2G}K7Cnv&+R{w@ph?3(hF?UXqh&3mf5iifNWQPJ)>S)#?29)Zq^>z63h
zae}$Lb}K~)M*M}4#p`;py!__d?Pk~N?PgP`ABC6J$aR+Z#xo2jjmSi~IJm`PwNr~r
z2E?t;zQl4IW}#winbh;C_KgJ5<-2i4$+GmSRNd9Ll@d`d82s@gGPIZCSSJj79Dc`Q
z$(NY{M%JAFgNB;DNZBXc4@j?)ttfgpI!n+-Z1pr`n5a1T>Qpa=M0M_OZf`^))iFej
zVhQ)(xAYK~Ui!f`>n8699=XG7M-|%L*Tiv)>7oY99hY!AO7_K5kcO>0e^RFG{vs}N
zuRx<fe+$xV564<qDaWo#f?9MoBSWZl5edatUI54l=eSbAXFMt`)5g<&;~FIe9es@?
zvh6H!0#wDJ%=W>+k0W1c40Q?*BfG$Rl&}j_)<6DvxWeOmgz;-<>$P?fC8M{{%fKFV
zhuevTfqXzuHQof(Tw4+4<WccvQ8(_her)a)^1CmFFD%*;9@jb+)m7wk6}kS*@ScrN
zR8JK`?~eG@zPD3f-7$Vu)jMP!J5DV*7M-L~YBs8^H?ZWZ-zQZ_ae?LT6J)<MtoK0s
zt9wdTCW=!W*Uq>Yd_W}VwIxBVuaNsveNh*oSPgQ4XO|CJOdK2!>COxn0H6Lo9<Ywk
z59EgJAyQ#_JAOqgd{juxkb73kg`{8aEZp60&b6aF&InC?dZ-wgfzYcmab(&QIUeZw
z`O&szhfLcvj?ekv`-r=2#HYQ`*r-IB_W{<99cR!@y2zrN=D9g!NsXzEP<jcBLe?!1
zS9HaAOJPU13Q?GM*u-2b_{Oeu99!MQ2HjjYYXJ?7t6?19@(m|>O7gbC&XMP#P3qM2
z(pZUm=6Q8TOSFNwTjAg}(3~1QjVv?$Xv8yUf0HIM@eBRNV1h+JQl<47rvJpZY!4qG
zmWuRmY8~vYymuRw4#G8xF~Q8_UE)={knDKew;g0Tq2ImlMD||+FR^B*s=#{haW!Of
zg;H81NtKwkFUxCqecn75Bky*k84bA{P57uh+i6V<Lqr&OkPD<CU+~XmE3wyn_xCdU
z)2)S?&+6wK-KK{VXzk69)(j!7W24<{<7$xZ-$$zy9`<MAqmP>kTRH!OE*4FdH_u%q
zB6QRWuRQg1+H%3{9zt1Fl}^+Wl6M`l?}GNha7@puzF-AY=WssI5_+czi*O1#oI!nR
zH<rd!M=isFu75C!r<1=hZ>-&iQiNYt<-D!c&l0*g0)^HOhO99zr+|pY06JMRz<^PT
zdR0Lay=KH^5}L4rOZlZplZ!J=E=+Xw;5kvMkUIVG#;?f!fhHnncV&0q0%2h>nNGF>
zZH{-ZCtYXTK?7s;y{(ztftd~Y!`*Q#U~P<A=+8npBwK5fMxTNy`)yix&AOsHS^`OC
zVZK8I<YS5udFz8x-0^!8Mpk7)8FWWI)Yw=g>kD#RK*+Q|Rnc$Osbes3NT|IM6J&HO
zbCZsh$lwuEeZdo<MFUN1O|yum@+_AKbQQXT3F&PQ<?A3U$hTmm-C7;j``MGg4o4t*
z5J2^@Kb;S2<+y7cGIaqUCbI>V6B-Q7(Od?LTNQ7j!((FPav-6sC>)}o`MoYvKkG;J
zQt3`WQaTM+cw^l`Tn+twJPx<E!L1=0w}C@2pGJ6O%YVf50?B;7$a-@IO%w1*bfC+-
z_=#_QYwOM$@woL_uxM*&X${(xSjot|U@Q6dh`whQT85GFa46@E?z|mmm_4lRjlQn%
zMMLX>rc7F|#{mnUH+4<GIH~rap7xmX8tjDb$Nn{St&K^;23MYWb=yUBedpwoRZ$5A
z-h;fe^Okzjw6~R2*UxIC6Tx`%<_;@M3H=R=o=C6*P;c(TpadpXR(XUH0R71~FnR*u
zo#9*tHSG}84%|w(<)ZPW6&(NDwCZiZTvtF8=3F1A|COD-%LIa&_o8>B&ygu0*E@em
z+dTjmyrV0|Xi%@~+C;&`?jLL%qnMbHm$&zzPjKC*{~OgNN?zP>=HF18A9Cm0Jm&jS
z7OPU+;UbaNFpbdsM18Fldj<aMpg=Bnf#GlerHMNGm`?byT0I>Mv#^<{)9LK$V&dSq
z4I+M^*UKE?S10VDQRO0ApQ>AT9rV8qK~gd}xi0eF_rzyg>?_9CuU{i40`M57f^LF0
zdoShsJd6oBF#M-$DgoHH!QEocCkQewC(+K^%j*u}dEfb$=beED!|C<Z@2Pw0!DOx&
z^}oKGFe)~q+ocMh{PC$Wd)!@I%60$u+|&&^sf#JB!ovDAbi8NaVQXDV?LIX}J%^c;
zQqWhG(tUHl6Flafv|!eWL?q={uSGHbGHk*DseTq1c>g^mE=``>hOCiL%3gZM;Xj=2
zRb0mZGP-{%$G91^X`3FzTlNQHqdQD`TFCD|d!>lc-8empdJSCe({)vgeD@W(xvM?)
zuDRd$DOv8!i~i$0_cV285u<!zCLf`s&#+GQ;a9@^CE)HT8#1V@Tza}`J?~wIX37QE
z>NEUYD~tkPw<X=o)j-2N{O50dLgoiB#XeSP>sYY~P_PG^0|J%jeoMeXFZi;3bQ-+e
z>oIuS8c&Yw!J1)l$MAA+-qlAN?<u}xz9c!D1`He`NoSmxV>-=Jv!N-P5~j@)Pl;<R
zi)Mbe+FOtAXW*wXwS<gB8E`x>`mG~VHyO_>-LvNHY}^r5JagyK<9BT&#lNI2pX{!G
z4r_Dj70IG*qVw5H(U~Lsj#iKdI9*S@1aa-l+HW_ne4X2V6>YyNtT|ByhTS-d3|V=*
z+r2TCMt0#QC%UP43XNsXS@|e8>0B#)ryW|iFM8x-GWNpXZ=YC|IvyLN(mZ9}jx)wI
zL#j;7C7XQ-O91FTMWQ#boyQ#7Xu5p})f*8o?gr5R^9s*QjV62gLt^T{k9x`QSVALM
z_ZsU=9{yV-%1{tgyWF@Yni{PWBm;giQ~9}@U$dmLx2)*c>QVlRa}^R(3kxPzhvUlj
zZfyozpY$6WS30#?6X~d8(wF0_s<3d?Fn=P==uqm7Wb@v{f`cD_8?G)S3^9brEEpc!
zQQm!k!QV0T`(hL}c7~&6`_Y`$2I9>d;-u&KrdlXg8l;OTC5vhuP0e&e5n<@>uWX20
zRrfq}1k#mEU$<1Ay`wZncTSe-0i4z@Reti&x?D|mbC4+)-nTWNowS`}l!s<WY1~Xi
zRXUb{$;Z=CPtIo%^iW@5B>y9Z?`V+U;zb5z+}W5#u$cp{YI5tvZM04vhaG{I!tMS7
zWQ!}p&R;Ht(vS@(=Rv!C$nOQ%<q{8kmp)v9mJ(}56d#-KdlLc^slE(q%4K%jXTKRa
zn)E(md1+k@1ux;*jqT{mV%&&zQC!TP)Z~2Al;*B)a#$q<E3Z!IlJ+0FTNPB+ekbtg
zHLQ~=!DEL!NW9w2^w~(agO0u(Q9vOY2N;W!RutfrJkit4rmGDin2E6qBXOE+hhYPp
zl<xOBXCA4)m>I1uJ0Gtg@a)kgKd&FWLq|rMh8zY$(m5Nn0Rs2GE4BrkA`Q2pBTH_O
z%YQJL<BvC+8snqYnlzapd`EWMxp%Bll4XyHixQ#RPK`eHbkC(EeHW*N;V0`D#LiTk
zt-qm|$Jkh=f!DR}8+9>KOF_Y`Jo3(fyn>9&(b7ilrK`;vI%%mvvx9v1pR+!ak{hNa
z3r{<DuSg{Ji!+soNV=5t6X!6zXbAv2$Y<RILtQL9f)OJy2nSdw>%Es5!CN$_$=jUc
zKuQYY23OHcLj#-|n+G3%4?42(Z*{)Yy;_v7)pI#sQXqKIcb50A($61WIU8GAt@)dZ
z>{{LYq=CX3nGLnvm3KImDh3C=H-Bxs7Nz-UdRrq{|5mo&yBlxkO(qe<!re8IR1KWW
z5G5!^aG^c5td9dzOVE%hl#lTYb7o2N1!hs@!cu#qD7JhQ#SEu8X%zb$p%YyZ*!it@
zXLD8;pz1KVvAm1YihTI7Pe3rsqSk!#eBctwZR1$@ZT0&?@qMWWo(fP@fd#mMMC(sJ
zh$tJBLC)j$5LKAMFH6UOL)2wyfa(mf7?imPlD`h_T7s^*B_4<X!6vMGU-D=+<s8Xu
z#BnhP<yXA=ZYXkStnOXY$+fn1RG-}8v3zb_-m3+%GSHfMh-D&AS7+L?RGU9$0pS{B
zQlWATcLZU3%16iQr8oE+9gEKH_q{Yqt3z7K#nX2aRr%%3C8{r#AFp*Ce0^$9PkrXI
zdQ;{T76-DQ=@Yj=zbIDEo@+hRo#fWlCAJ#zYEd_eMPN3+(6Oz0oUt#);ezLqt*YU^
zLzeJvGXWy5JyV&K@+xvkJcSgfPD4$x_u`=fmuy>`G|_&&4x-Q!(?xkcTZ&9VPiWu=
zCvC=={)`#PNT~U)xKn?HQ?A<#KXK2A&Ng1m0_|$YbAzH1pa6CUsY+w(yvK?7_<78E
zpme~2B%C17EkTKn(P$UjpI@%t_A`YtkN(Z<H2v%8X(P&xLdYV*B_#X{uUsvtyw1Pz
z8`b;TPW=NL|N5(HcGJOC{o2(w1BWw*FE`z~_44kBbV&R{8?LzqIaj!l7uHwIkTjHC
znb=pc-A836E!t@I{QSa2dJttgt_bDL)<*i>cllhg_Niymw~#I~lYo&0y_Vwm?f*g(
z59Vn=+($PipwBf=!--^$D7lV}?N7IhdCW)MG<%E!eEYZQI|9+K@HsD5W{4-)J<O)w
zKjz~c7ZXLXQhnXbiFqSIZ-2{o2VJ}ZbKhUU<k8m7#+I79`5cpM4$pP|`o_BiWcQq$
z-&5`!HM&sp{0f<*+%LU>)KLC3yAX)8$o5N;y{VR`h@KJrxu%_m)){3by7@0}tU$Yj
z`9>p(dDo{xy?aR*gsR7$&5v9UN6#WXHJ%#<33AgmXv(I=sO$Tr$~u>EB1@7P_Bg_e
zxvR#XrA?UPGu+hOqZ~_&j2iUn8#l-7Hb(jUnA*c$RIi)?A2=@k45QVV2A>sUKE3vj
zky1RK3o2F?7OrN)gGRrv^XYZ3|C-XmngQ!;?tVhx5gPQ_b1^qBuN4)i>Nub$_7FAH
zcUW4!;5a!KH?S0zc|N9}<Vq`^fbN<-KTYJJ*d!~`f~MG|dh@dViNK~c;VmkaGje5+
z3~>G_0sth^d}N1IYHFa}_|c?ATsn9c@}Hz_Ay}xk#tF7c-^l#<MyThs^ZSbRM?ew4
znEcxHGt5wXgI1KD+?pKMBGWHh%vo`tx1aZ{^6p{C&3k7j>xXQ3&sB;n9szD-rkTng
zV)@4LU72G#<iSZw30eZun`E@YW$V+E=Q`Ru<ew#XfF+|-w*PuQw0`^8Y|f;5KEud#
zr9t@Yug$yrQJ@38XwO~468aL4M00+u`UaA;NunyEC!}swhR5})s1=<Eipda=YX$Ut
zQ?ieI><**?gdx(wnG<QaA~m}t)EjwS;kxUHsNi+v{o9P*i4j&tGiVF4c17mgVxSTt
z2stpJcd>#^ERVG2a*CUZ!wdc09xHc;1r@&9PDtZ<PAd8{oJ?OEjLPc*Q5$)G7uPp;
zBFLG~6B%)<>XdNmiR#5jh{XNa9k0&q+8s6!yzqTGqo&Woa8y;fTJBGO5u*OT#IvCR
zDuY-}?)el$v0vSHJJ<%CU~<x82-jpx^lD_@<ZlBw{1`!i=H=c->9~*_>T1tmNr_zk
zziD$zi{8_34bqL;t|4_CIdYq!680)S4-4|>u5$aL2mp5AGOJXB{%C(O^hSo9bAZ&J
zYrhX_^yMol6CUss3nwV54*<-8Kxllvy<?iR6kyvk-8O{CLVxcocgYn_ZHO;s_Sp}*
zHnn%=BJH@Kk^wj0qQdy;d8ch!P0nzC!x)D<Q&jXoMP05eLNvLw9ImOKgWYj?(QU-o
zb-xA=kQbUC-bw;=3TD~8D|I>t4zu#Ys#II;JHzd*+(&Fe*RxiV33vb#aG$B3pN{o)
z?VPQe)4{VPS?36UuI1LJv@95CyzPHw<7t=K2IKi0Z207gZ;^N4n2zk&6hE7wnEwTA
zg#E6(#;bEh1_4QR{O;MGVI#fe%Y_Rwj;=;VM*c&D!^duwYoF<_%^oJ~o#c>t_nCAo
z-g~W`Euza%k6x8qF$!2Jpf1;KXgsum^DMF-g?{z-@t``1)Nv3v9@Xy$w+X?{o%|Co
z@pzW(%a?{cE34UAC^y9HzTEQSOF-QKEQ@AM`B}$;LU%`A1Xh!bfKmgJl9K+R|GmmX
z?TpsT&2$cH=WeiY8}f-Gw5a)1e#fKL6R$TmBKNW<l42;BRF5;l$_US0tBzV#H8Dv6
zRJQ`8PR&1S%}>9M{Rl|8e=vS_!rJQzbFSJ&bUN>Kcs3MU$5(2T%M?Q%HOxdAMQxH3
z&oh*=oPS+eNF_Pf8v->VaB2&@7V2GL_M2+fdOGj<(^k!oX)GL!ZokWl^n1L0-qtlb
zCcUx>U7}+T$_kDAg(Vb#BU?{YiALpDRSEpV1&m`O67l>fjs$poo|`j+Nv?slXg#2)
z+l$Z2T+w3@iVI|<9CXT*T->VEtl=LDQD;=&wH*rhGPIaH_ShI{ev4)YuHHxevc;PH
zCC1V*pvvF5oFOzDyc%wm{yy&wK(7)HeLRoynV*6PeRp5Pbc50W$OIx~EXvKLa%kJp
zKd*<s4Z%WyQ8Ab6d)$N(OD*9rsiLdQHQzO{xvX{&Rp-ZxZLJyt-AdTkFm}w@6*EB$
z|IcUx2h8^HW>%fgL?tW6Df&l0+4i@760_Z!X9JE%)UdD08`WWRdC<xq*f<xlR@>iB
z-3mS%u9bK9?YQ)PmV4MQ&5UoSfTJ7}^B&t1k0l&fD@g%kQ+QBbos44m2F@qZdb8&T
zlefRW?lDMYp0v4jPfY#{mNo){Ilneq;Uh9y>10evk;(}m)$9N8gB|2hc2vtObQ1#l
zpkBzi@<qFGzZMWjLiIFI%r7xM!g#y)X^m&6)o7**|83{K5YVFbA9q@AH0r5}b?!T9
z*9XSUp6YpfLk?yha2y{W^LXt&(g6gn!|(}Awqyj~cflmgX4I*Al+r({sFDcTZ|BcH
zNJ6*r6=-?zy&}8u0<>LGf%eCRc<e%#;<__;ZX9)W^DG-F&8)gpna-~2|Jov|t}^o6
z{|OrQqb2{20KjoayEq`9K69!kj$buXC4mhT9$Gz<KxZ)f9DBXQ`_MJ;)h$=U4+zo#
zs#RtH2zLC{O5TMa6+qD&16&g*ZG~NJ6AvY<^+l#B4Ao5aRD@985Uu&ei`XMZysM<S
zeD<{|#V+3kuTWM?`Pnk-^flOzOPuv8e#gEmNDalF_h@jGkJlGXe-KoYGOlAkg)R8x
z(ZNds8a9MT=3%6#muF=?4hDsd?|y`|rN__Dk_?<4L<)3A7Fh|d?~p2%V0dBQuu5nq
z49kSZJZsP!$VB|WyhgJndQXj6)i;Li+)dNmT@W4dSW2^0|H$V87ntwYGtplX>VR{C
zAlp6#d+AhitAcfI@nm&v`YMDiUC&b-9Azuze@X83N_x~{A!b3Cc5qKe=PDqi-}r+*
zH~W?<R0pFGQN=!uS7?BV6w!5k7^m8dQqsjqEq$~Vh$KaSE=88{(T*0@?5EP2PR(<b
zXbbkzu!t47p`s>=O^_~(NSYLg5v67qw1&S8oV=LTig;_p<&W1j1BFb}nW&B*sjnXF
z5YsHO%rVR65!Yw2NGk$r$ZVULYw^_2nHiA6gh<QD(QOM(fMWjUega}|s1_Bqx8t$q
zz+Qik9|pQsX`39N&?Br_=aQ8@B0~3-PQwiZrL>*JI})LDd89fcA|Z~uOGCGT=JeJz
zO`P~okfI=G8hDcn!Wi#H#mH;1x5dw=SF%5NxZJLy3o?@g497DTXwqc-$3P&V5hM>B
zYm`z+sJsR8z#ys3SscX5UsqQL3XP@g-e023%$Xf)-#6dr(2aND*9LEHZe~EKv;?YB
z{%4g#eM+8|g8IEDUWrA#J^|;CA#F(!wpN7F41yBs3PSi)Z*On2_3s}_oEJ3sB8DkW
zKihR1bC7#8i4eFC4nbFLa54f;^}#vi9{@Ox{?xQTeVJ$uqaX(Y9&`gACUwv{8PvvO
z;SwdlM6xAQ;79TR2SE!P+Z_iiGIxEGcr7EG=ldjFW}m?iD9MIWUqy(Y`p#cu5G#B;
z)D&k!_$RLIBO5j}=LloK^*n@BHjxqn-)pQ{eYCH=56hq&zkUiC+&OsciMZRrYM+G+
zl?^#%j*pz*&x!aQPGQt|#w~3afX3~5l7T}jsg))EJVBzUx5u0Dk1fYAwFG@mLyw@c
za8K|9w?l_yADXS&^2`Z?1pP<aphx^KIxg~W#S}2+#q{4C7Huc$Lhy+#Z>BP_qHcf+
z1}TDOXR~U}IY6<`oWJYBZy5V|w_ltuKT2U4ZAO8yv3Uqy8xs>V-F~tmmzuPgJC<z=
z<_t$c^^`RMW_r#9vLrs5kJPz4^<Sow)R-ry%1R~QU~@)1RSRMsTMxlzk!86usIvx)
z40ou~4wN%ONw&a`=P^JvT}LWsX`0+Of9BNqQP}z^6dwM|D`iuQd;2(PwkxJ<rE-$1
z@#MIcZ2*6|0j4G136Yx;fO0njsFG^7mWIQ4gaW|aAvhg;0~U*1!{MsXNR3NguF@r9
zVu|jR&+rO3i|TjY)dBS!anfub!+gnbsI9!!MPcZNInYTPr(aFphVhJyupdUj`Ej-F
z^zP@4jk_vbHV%rRX>OL5IU7prO@1dZN%R~kZ}m)s(sHR&Tq`BaYh3|}evz+{rsjj7
zkdX53c)|VwSDmLo;ukJKfds|QRkJK3JG*_T-qQ^QOVbuCR%M8|-<)4TiT3e#3=~|9
zrRxoj4>IHirnSchOJN7gUzNDa4Pc~FX1Rj)Bkx2pU!S8x7|g2&!lxDR2^E}hh>1=9
zoSU;agb8rURvDtaL$z1I(p@kFW0EJYuJwK;{-+|3XF`?S#5+->U;TBULdUF7>U(=N
zK>@*)!dRNDln@dq7-$>iybV$dy10N3>YzyeNv}5=LZ>bsw+$o-xh|`%@xz4Y#^Zy$
zU>c!l5208vc4v1`UNTg@_JU0#>v6C1gg1#nD;Qx8$ey`k16-6XsU_B=<<uI?HCDEc
zA#M8I(=I1fNoir@a6a||@i_K8CUdA6h+A{@E-Wy{hTy(Cfr+)+PH_)(mF|ntdaX-<
z|0)tj!+<wRV|X1Y5F!FNHFF%SIYM5SUfyF_YMh#pa1sHBDQP~s&7Av|(5s|+I|^KP
z4@Z_A7SNk@hll7ZowvIZ>YFTadOasAQDco5<GDA3>MMd|?|qnhI@?SrcBkK$nTZL3
z01q@XUYN<@`w|5!6d~geUZxhd8O2g^!$3?nEbV~gNfT{5gt~tJXogVi)LNW<LpY!^
z6=1f^LszG=(>eGQ?Ys~BE(7WI?m6rqm))s~i23Muuo$j*?yds)7tVH#&1jNC$4MAE
z$ogGN+aN<$&JgeeXe$L9R!cF(uFS-ZZii#w!DrDft`HxQ<Ow~QPoxxn{JxXLa*r_#
zL4I5-x4rd@g<QZF;ie*UL!ulmhyH*Gv2Or*OG<N{Ogg(y`Q`BAb@=F<^C3!?=;aDv
zi;W!VF*ap%ET_Ws{8Sz%K&D^%<Mhosi&P=nw5RU9&iR}E8bV6Z9O`D7%P(eYpM;nC
z*<p=QLnWUXCJ)?gE@4qkwBZl$IB`2nMg4@?zIVz`g~Ssx5~n3zET-$Lbg*OU<oiDL
zAztaw5BDNAOY%7ia_fN$$eir~$>noane=nqqN0W_7)3^nhCqN}8aDD3$*8~rn_3Ad
z8q=_SzNZlTZ6^!Xpg@PIumGJ8M_l#P)8lK|ONz^R{2pXnjlUhEx<U+ZY>iRuD*vXD
z$k&{TY$LXAf{U>U3Ja^;KRC!OxrS^JBg$Vd#Oi5w!C+l$*M1I+t|ozK*d<1X00X3T
zf#Le~FFT*8>;)c&4T1VmE$YTcKGfvo<WRY_HVT%6O<s2PwOUKvb=WcZ+!Gq$d{|Wa
zAbc>NRskMGv!%HNw?td?mZ_&yzq>rrzwAviDWnC{!E&l!|Jjuj-aG%DAy4|Jg7W`n
z%)H|(YEiFyFrR1!R(I}+4Kxv8t^zx_nlc)|xr-Kce6~9c>?fgf<Xn*e*=27l0st2e
zAfM60(M!#{d1@`66FHtox87C8d=T1U#|27gD}fiU9pH#9y}e-v7bNw8%m~ax7SMO5
zBU2m_6S<I32$3x5Nd_o=1Ste=F$u7gBVfc(d3kw>+nV8`BCdlDdUTnP8iY=WiLTnW
z9V1@Evtkh&5ZI~6MWWR~-=4xubyWnhGXgUgPUGNowTCkx4XuX#pHz!VxDJ9ar~{Wi
zs~yy2cUquDa#RGfQeMFr2#+Ip{p~QPRo43~Jr@oGTqGQaWH4J1eJTb)#qR$&75_Cx
g=Kt@H6qB9cc&6+P1UW^cPQiZ)GAh!AlE%;e7cvSl7XSbN

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/house_sparrow_synthesised.csv b/modelling/data/abingdon-all/resident/house_sparrow_synthesised.csv
new file mode 100644
index 0000000..419a66f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/house_sparrow_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,98,0.7247186,101.68747714265773
+2,87,0.6977739,97.9067841048831
+3,108,0.7619952,106.91787058151247
+4,130,0.9707941999999999,136.21509510412
+5,147,1.0448242,146.60247019408038
+6,126,0.8874620999999999,124.52251399194807
+7,89,0.5430393,76.19550044157118
+8,67,0.3941874,55.30963635737193
+9,57,0.3578844,50.21585170397693
+10,49,0.2544938,35.70880127879719
+11,51,0.3231674,45.344603547848955
+12,55,0.47373560000000003,66.47128691972753
diff --git a/modelling/data/abingdon-all/resident/house_sparrow_synthesised.png b/modelling/data/abingdon-all/resident/house_sparrow_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..1753ba946e4cc1e9b5eda12b6bcbe595f87a51fe
GIT binary patch
literal 79523
zcmeFZbySpH8}>~Jq9BUWNOyyTNDLsI(j5{4LrHfCiXh!GARygH3`h+iA}vUFhk)eJ
z`R&o?dDgeSKfm?<`OaGR?NVGb*X(Ow`#g@{d7Os7P?f{KLw*Mh4GmvGURnbU?UpPW
z8ph6TZ15-MMSb?*muGG=dTyFduiQLex>%v9ymWhQ@8o80Yfj@~<>G4V<oJY(mxt>q
z2aS!J+iTZn+}sZT`x{(NF4o*_hVDPXyWqZ-*LOujBOyfnhi;uYq=ANxhNd7bspXaa
zXZDttp*981USPBFwEIwfW8>W?wdfDmzRi$+;UyI`!uIPj3*jY=tbZc3)-y9ZJ6l|`
z?mL$-o0h8rwM(nHy2)Txb17e4F;dt`qgTZaX+xv??<-sR`{W!M&3}JOr)Y;4N%-JD
zFZKNPR+j(%=7H6-|NA4b8hM4iDctSd-3nqW0(tn!zUP%zy~J0P3fwS$+w6mjQC(A7
zu`kwSN@U#^im7=*$Krz9SJ%?g(urq0Jc`oN#NWPs<9YcFtHyR1``ulV(3BLC%gf6b
z<wnAIRHCG5LQb#3)nOCW)&$u2<hjverlzJ|US3%*K1&tqS2JPbkp|fg=Pypd?e4*a
z7+9DHu32NR^E#IY)WrfW^&mnk?yp8FOd&*joCY;E@fhC^V1ynAD+*0VV}^wqc^}UE
zmv(ldFVB!U25{)_$!g~7^DXXlG2dhv1!-yLuRlJ4>r5RzKiV3_zd70(KeE-YekJ4O
z^;9)eyo~B0v+8#x?&i0tPps*zf2Mo%b6Y86hoJ8^A@BW&eq5rKfF@aMKlyrhPR!kp
z>gj7V%>q@Kd4#`qP>*^frLcyWl0(~fEQz7JX9>B=seF4UCvvhUrJb3HafwNZWMm3F
zS|UOW5-e7>D#;xBT9XeLJJcXoZ`H)lu+-Jn&-sOatbA>B-y*(8EgmWCx|Zd<`~#2w
z;RAKbQeLpCJx$)o!D4N8_hHj433O!`KP~~axU_^sP_c~9<_IeuwK!#YdAVM*kHF?w
zSwy4fZq*@6$JIeEx6g}W<3^8(de?$y*sETN>k%Z}<_9a?Ui%#+i%U!2#A2~u^?m$&
zP3n#87kc974cXdfwqmeiw31cOZ1ixrQhS>HU9ZWDS2mLLb8vPPxxlvu_pQB^?uVj2
zhqpg}{=6yFKU44etKQXGJ0dYGj74yal#z~(=r9qM?P8%`q`_!E^YuZ!%W4%%YL!)Q
zagbyLG3Vgt=Q!z*Kq@hx!`4uI3ccXOZ1~ZSNU|Igr3KrKp*-hgR-Mw1K3%-*LaoxG
z*I|4GzjEYC);|!j7teDYtd|L&<<$9}>}<B}-le0f3KftI54)Y|f1FyZPwW4iQ|}9n
z>Wh)|5w@h&cQbEGjq3U42t_@2(xK1vznDqF{cTOo&$lX;*ZR{0$K%MUh7#dY@9yj!
zAM0!>n7$N%j=UH?*`Bs`HSSg`Q2jL0A6uFt=Ifyyu`&R;0h>oU7_(PeR<@Xeb3^V0
zY{}NYNui(Dd$!V|(+jc-w)-JsvDRUl*c!p#k#vv{Fpx{lucoH<h}(n`6X)Ld@Q2Jx
zv&T^sLVHto6-5E}R;v|Kk9X%yZxto5Gm4LcT|asrPhAv8Kg-=^4V|oF47fhC)*j}n
z+?j8w5HIjLTTOXrWOCj*DlI2hA}UWM7e!9A>!Y!(mYjf~4+#!F+!(qv&R0U(2%F@F
z=O5}bcYgj;@v0y8vL7ZOctJ42?=YpsUGesuDDjF}(gb;RzFAVSxoQ@%;&geszuBC7
zR-5QQ*W^7ao@6jvEB{*JSgG0PXyj~hZ7u)j*}-aWN&X_Ze~Lp3N(b+I<^ylalH>fk
zj&sxSZ3$<~4287EYUNE!H69xObf>1K9!)g3e(Qa)UFUqXIqC&z8DUFAV6Hx~TmSXt
zW&7*(pN|>Ft0@D+$@~;VR9E!7oS7~pqd6x@`qP9u$I1*jdpu^oI&V%fuP1RZk1vGa
z5E%5w*mHkg=B&qrcYOa|XoomlX5qxHK^h;!`PGxfDOb<Q(h@^1<37iYudRoA3p2jj
z%bTuqS`Hx)A8essp{>Xp%PRAyzIf8>;u5J~vNF+~z#MZYJ+A;(?9!aZXZ4|hsoR@*
z{NCBz)=-{OQ-4Q)g>&t9an;9*eswai?z_U=<~TA5u85zR5Yxv4!Y(T>I+N3VTW+o!
z*_`ZF>Jmoew}%S|ign70%k!q3l8?8iJAFB${Sk`PJ5{O(zcVcdx3Wu%b@lRJ2Ujo=
zPsgVsBAxYI)X&`HR}19h=r&K2?Ub(0kM_4JT8hi#%oFBCtNhPqEu#JyrgE>cmxX~p
zVdQJ^+?^AIus?`<{^b4x^?VQHno3A@b+sgd5FBbLh3>(@!FUJ+0{SV%#HZVQE>9_C
z#LfE>IRH6#5f>N7=H}-1H;JYc#>2Ts8CJdB{+@uM%6g!jdwppsdq`DP^}Gh*fAK?~
zo1cGV5IocVWZstjuu=17@X(V}iTjaS&;E#_C^@4JIQ{%N0Bj$4NlD2y0vzgs9C}|Q
zR6IRBg+#sfT3=229gXTj>&-hpkeQpCbF7t_w#>zH8VZU*93368ot&J+IHxnj{ToKN
z74=h7A`<fwi;jiY`_l>r68vNJ2F~kcqbY6G*Yv9_e<Ab4axV$Dc4iyTeKP$H!fA^T
zmj_C4$0CiqrNox{XYQMYt0w+O+7TNvA0DX>cScbZaMNFOUq0#P<@G+Wj5wO}+2VYj
zA?kf-WofEl;5$;PuW72&^W4yJIA7(wcGW0uSv4&M5*W}93PRc14cO+PcZk^ZR=NiU
z2C`>N1Fw#rZr#GhCNI`1GOx^_Ojz4xw=&zJj5`n@AtJJ}`IY^y<3dqfR8*8BU;l~S
z7)QkF3j9n!s>fn`3a&G5-0TDIXwV4F$jI1q2fF}IGhaFUq*-(8^a%tzug^TeF2w_X
z*hFd4Zd`%0*}UV<b3MI}pRIb6&(CZF%3_iBH`iCrwGj7Bt+b25DS>Cl@NbtBkxpV|
zeHPTN17auX4a8|%gP%j%=I2dKWlhpDDfl3~yWF5qnLFbr@$qt#2=Ag!B&WHXs}s}b
zJ2Ul1F8q+_6$7?;$uXM?_WC-tsq_793cFRa?enwKeT(M_Oe!1*<~*ammfg9)8~>8&
zv2tgZQijCwiFx?(v-xHEix*?NzjEF$>JN-RpqKqUE+d>=GcSAKwfK%?MA&vK{YlF`
zJMST?-R6^w(Gx)kY6W%uZ@L9neC5~!k)nu;okn8sM1Q9MW2z^wB0HS39F&xF%Z>D}
zb|S7Wq}ICE{SSY~b%>tb<GbPLP3DY13M(da6s>i;r-ZSHnVThsu_UBDv5vkD(RKXs
zumn`$^L}Sb%iK|l7iW@OkZ&h{CUe#lvJ@Tt?vQYmuJu-9LHopRE|E|Za1P-&dTbAc
z7%na@hE`h-kfYAm_CocXrIiBR3KMAaQbz>EtAPxM+qZAO7|s;+&JO76bxQ?B-ZxE>
z`i$csHjQX|?fUxag3XLYNZP>c091t<eXc3|ZzQIEFL|$i|H?U6$--Jz%@8ee<m*Uc
z*Ts7tiuWso?&5g6T2Hs9tEms1Z3QX4KR=0R2la{S#U{4?uJ+@?{b?%{?NaTr`~yFN
z!V~vJ*LoFkYj_NnDV)OUtW<$k$k`>Q@Ydt9IRDQ{+JBmCB{5kOFmBx;P3AI&hJ}T_
zK%xXp@YYl%T_$hsX)xJXFx7!Lcgtnf;z*I^xigofBj<}TpbDOD;o#s<^dxhZtSP;g
z4wjk1Z(LDujD(w&%-E-0tfe^}LYRm-4RR|;9zQNSo{uDZvV;|}d^hrEy0E57O4drQ
zLc&NUlT`G8i02L|F}F$S^_MV};}S{{mnJ11sc3zDIVz2x#tm-2FtuF*K7zG|!OCY>
z?8ZsX@CbQ8Y0m06i`5!%xnvaNVLMCMYI}?O@X#*GZ--m}T6iWCK`hX8ww4Bk^rMd0
z5Dh_>reqd%DbC?6$q;`0NX2?^Ylpx1ow-Cn)Gaf6FBEA^$9&g6dBz`Rg!|u==vHiA
z!2Qk+Lbs>uwve@svrrbz{Kx?N&g<uGmshLl301@8)dyFMfd&c^#&>s~`Iu>4Tqgyc
zIkjB9x{ZsgKI}BxU`5Jf7KA8=+nrZq$!<F%n5FOD@2y>JG%d&M7B+>`w4{3;;DpD{
zKXB<E!H61*b~uZUrKzEenF_d1=$8n&2hYld2W5L86uo;+k}rihJL_ZTan=Vi>$-A0
zj8h=aaM2zCBSgfz%h2Itf3QAyB-|z=ExIdH<^C02)U8vy1hiK9SNHU)EW=0r%Z**<
z11`3oj=x*EJf@*@VL<s4E0@fG^P=mVF`aFGyBf3z(HiRAN+$`|wZ0<9Wb=fqteL@X
zzRHkvgS{6R0pW~79aYgI7(<S1<_Xlh2L0L3-`~^6Kks_(c<$i64Idxj0}n;@Gt+}o
zhjk$2h><V>yZrpX%l%HlI&SzqI0d;Y<oYxx;30<<N!kov+BlQSX1{_9Bt=IF?zS-$
zn#dp!(PvlK71e}wo3X3TqVrw}+@nun&v0yOuDNma%w@Uc*1W?l{9M5V;!=KQp&WyL
z>F)JvY}qtH2k4QkN$_Jn)1Np<2-Wv-)4(#Extc5od%~<i=z3}ew?LECx#zsUwfr5!
zH@}4Dyq>F2i+a7zu4By9g&y|!5R%r&VEh<!{0={<arYPY`14T)zo<t1n(!eh-2Ji(
zK62SyHW~m#M2@&=xt%Q$sY)0Yxs_P`&mL-xaQ}hth?bF{F^n{q{)m22GjX@yFVc3o
z1KGZpkFu>yIh7b`^6{{tOCiat$EeoEkrU(bvyGlxNc&F^g9WXhHxn02`WQLKPv;-f
z1>&WSdkv%sReZJ^FW;<tcPY#i$iTSf2S1WaJpEHWaJT>pW>EP4uo|SueN}D#6q@Go
zXM$JVI}t+bz^YrGPBkM$;AbH6BM%-1-|c_d9;&arJKxfBT~H{hTddV>j;L|@b=^lx
zr&vJ>#C6X~O`3}Lcf^|yF(cBy#)hHx9SHQKtP;+lKm7);6-(gs@JT|Y#_(#Lw00w~
z$|Ek2%e|1%teBCe$e5Aal|-lfEw+)5%|?2p9gCOj%DLceHLbyCDk^a3=!jcUnN<Xq
zQ33_2%FcTHR12T+vA&d0rUK(Ek9<D_NfUP*Yxc6van@eYd-Q;@tsls6{l0{tFrBTw
zDU}9d{;-Nt#*eJM^8E$Y;CWRMu*)4wtX2MF_BC0~P9T<F<Dt@BLIoNbWDk3VUh|oX
zqnVb-4ntv_-qd<ZmWm&|k(kS<5T~jSk}`5z`S*FY|IZcd%8b=hC1o=$Xu$O5rew({
zhmy5yBZ?ZPZg$;rw~wubgRnv+hnw#RYxB8zzn0FE_4u(z2El8!bAe0W!*#}!Aopt^
ze{{+WtmJLi-i+ponwu)E_^Rgj?%Qr%#@U6IK`t^Fd0=DfzUB@SUnDDdDKBUP<7=R!
zJ$pdlGLpL09A6cTQjT8NBtgpJrKU-Sn#4W642klPH|B-GMHOGnPGw3ib;Z%2*Dh_v
zXL)Q->0kmk5Dh;Uk;lm3GsgJl(x<SkUshWjYf#Q-icu&ny+MRyN=KKiMIR!?z`qMh
z1~H}waLck{y)-<aXi{BY>_P;-O8S9a@;Sq55Qi+RW6YvG6dzg-zOvq|Y6v#|l0S8-
zX|^=(k<VDEzBBf>R3WDfAI=aez1~bb6FSV9iJr{JZ(LGRQhN(+nEs8O(T}THp4cs=
zrNpiTlmnYl(kA3M+wcx0p3vDW_XsWg_9nY%sK8<Ly;!?sZ>MoL8|*`97K6hcO?Lv`
zBVOmF?@zaCZGK7lQ;}Jk1G7eq1otYeGlsh44aDd0_e<o}DsqA@1R9o$$Cfm5@@tO%
z_@b*-Vrriq(_`{kvgKa%!otGS&PI=bZiLTjlI|C`4Gn>X7cSjF%zVFp0MWHSq{Lk$
zDZfOa*MI33D=E6-I(3f6ho=4K(zL-%fjeg88Fj|dsS=+4_!!!AzWcF-+9k=OXM8LX
z>7Gl#AIdAah{Z}KTP~1Hdh&Heo=GSIr96r=sHCuVVT@f^CG*ptc3e%LnRPuKk0S?P
z^dsSVEhit%&*2_cL2AC+F`O4CySf8>zhQVy7AnB7jz}o4^%lIX5ubm!b+(?_3CzN1
zmL_%JW#zLQt33wV7VZ_%Wb`D&>C)Y_>DabiAW>}HGw}SFLU<<G)X4g_dbwM)FpIh+
zv|KoB*WdcB-#vS5vE`Q}`MFrPB4c4a@v=KeY0Ty<{v>$-HYiMZ;c7FkOopW)60=Gf
zk6vxL$2jTf($^s_4j<=>31eygr+X5p_sKa)Q%Kj^9w8k*4m<WOr7_dbz~<lf*eo4j
z8U{bJ_z|g|^QA{69E)(}NBflg>{OJ#nORnYWaZKAyLUBvC-2luH7xQJL^Y6$1hEL2
z90*$`zQQdA`vyyPxi`~073!Vnph%XQk}AL_byzL`a~+6<v<BW}v)~!!?yv=y=Uns)
zJz;ZIoOU@{%*l}+976Ma<~u-PYDs9yE+;>TTwPP^S&b5!YmK9q;}}aw`_&eLQ!-wO
zsmlkeip?s-l5_YKY&K>?PYvm{R{HJVC#NeINR6a<OUb?eSk0xWLws)4Rq0HD><XBc
z-$2+-1?DLxeFMzEd7<?U!>TDpD5@Ym69*eVr<S|32#f6eWY<ZcHOC+O%xHhr^e&w|
zjYiJwmxAN7J&sOObB483#S#mi%G^Jz&p0x@fy3G)c!1ld5UUehe=vyQez2~p*y5>i
z(s=f4jk3%rLGi+9KPkjpe}e7(iu@K*jCExqA!q^Aq4&VI7tcQdR6wKc1(~slA0Q^D
zC-Z@2<(V(Mp-79A^>X9J7q#~Kepg516V1ML=ZHj!g3F9pSE-AK^a!L>!1KvFF3iV5
zACkGfA!qG$MV&J5?hqYrJ5ALnh}m6e-i1L2ru@#3@^>wt0Ft&rhM5CsRk}`^WS2^y
z`D0)d#gtwvKwEPk;nsG?IO0l2lJZK8zDi8f#+~SjdXM#*fz+Do*)s#N8?a$<$G*pP
zf>XtQ?7N~p+Wxn9cYRbyd0p3(n`JYwu*+7}9ODTSAl{ES4IbID3TG;nG&8~#b6@3;
z93)-Q3xw#D>V2-&FEbD*Y5TJhOCdKoSJ84^jPo?l9(;dt>q&G>?83C?MQy+s>IkTq
zIL#xBo5wH;HljQ@aO*eJ`YKVBF2X_n?31vo?5+C@d(7)IXUKKlfJ-l;Q*v=XulR$*
zHXQ0gi-i=^07;;ZNBiL;q=`sn$J|D@4f6*!L*gMLGfIEX7H-G8Tv|y32p3)4%q5x5
zs+nKdT8LE%{NQ`w?n~b53{R>bljSuXx*?QWT~@l{ibG3up8F2vDzMi2pSemy=Xx`l
zv`cif0~va#Ya}Hl*(TW6-(o2V)QTIL2lz5r)vv@J#6hzAF*B#C%UTPMIRx}Imj+nq
z=zL%P^%_r{qU(UmlP;r&3+Mfa_1dXl=YZCwMsU;Q_b0f+nViO;`SLVMj?a=g4MP=^
z*or8eaecZ~-pj%k8S8LOG>EuOjGSC5ZsF(U_x2>QmkA094P=h&DM3}(SShw&vGA^@
zCTA+q!<`v!vkCpM9>~xZ>aN-q6%#vx<+7?A(8FEcVx5^M7(Ds(%)P2mpjb>PLB34i
z(kJJ!(tuA>Z&WG2a1w=gkv=0lgQ1HSMJh3H6=>0UaSOThtE4}r4axif`uT9@?uuH(
zL?*59nNS695^TM_nkw)(+c*L~wLjKHO`^c~ro1D9WD6AfZ3(1>`rRNgr8>Ou+1-7C
zVWG^FkHlyjamV$9o8=N|)QyxHOQZ@VNU=P52{k(=r!7B~->}d9LfmTgjy>z~yEaAP
zY=Qh8<#8NsziP5pm3~TY$TAgmzVj|qLz3qZ@{Hz_a2e@c={yBkZc6n}E9(PwpAG=x
z)tQ+6AJp27t2QU+!^7*lQ($x&^ip_aeBakx_Ky<s`%8@KtDsfn)VN<1hV8e17&-o~
zfdxw4{XGe#OBt%6Sp?u$JJa`oLx_$rGC_R8eE5L*O~`18F7rlnZg+N~y3}gXY*y~-
z`iF|{&m+f4;^yy&rPUN%=-E2oeHpcX0lS0>ZMwJ?9|^%=a2dFPLXozGDwNPp<yoGN
zqhc&X7O>Tl9tB4~P4mp|Oj5$Iv1otfw(YQGCIkGY9l(x_z}#GL>;UL1W&>}?OD!#1
z=*kfDjc+n8A}YQ$lsi@`;G$AXWdFp8DLvh_-LFOIiLGHxKyIE+Nom3Zg)+zO)A5Gh
zFcoO0-J7Nf|50dX7u;^Vw48lfdDA=9VBJ@7s6n;T9k>hm2wc0BljyPjFrDkEXHpIH
zm7|YLMVK_xlDUgI*!-)fvsXI}sDBusY4u1Re|8I@X@T@LD)Chau=zK@D&(XSO?XkT
zzIdLq=!!vTXb6uBVE`eVxHz76I-+hbGpwtvFU1>r>0n6cmqZiEvs<STFgV@t>!AUD
z*@V!PLDtsk{xY$Ec4-`W8sVWYF+j}PLb@6`8o`<d_`TrSG{iqpM7orPPZeYaz|0)d
zColtTtZK~KFiPIo;Reg=LrQW3%1@zrA9pLhAAZV@^M7dCsziS_e4bk^VDoO|S-D<i
z_MI_#vYyJ1gIP)gis$V_8ok1Bn~=mVGYf+h;&8F#rD<!zKM4|k8prxB(dhM#Ht@P!
zZx5;UoHOg#)@sUvePdJ0`^4Ml@mj3jmy^$v*t8E9az@r7RG>4x)P~){<?yT)xVZM}
z6z6#D>DV~K`b_M}Sb4}pCgm>%ch!QQ@~O!q*CG|mJEbr(Yhmx~Lh!mX4JvU;hN2$`
zi<jOiDp1RGtQLeCWbTGn0x^XZvhC6b?R4;4FS#VHl07F&c9nxpLpdM3&CJa789P^q
zQt8>Rn-6$y5Q~;SCJ=uq`()QchMp6v1|nPfiGGSkX$e%kIs*!=yTOX%>_eYI2LtBs
zKgcsIg6xTbt_%*~6@p*Ce(jol_t~s1I1~sH3V_ga2OzF%k&B-^=Xk$1G!$EXAmMiW
z3J&G;Z6hF?`cvM6PyY-ZEe>t=Jt_9)<>d_pn2X}WBi8IS5;m=_`}gmgRhHYIq&XpY
zDMh^o?~{=g4T!j`gnd>>V1kMPQr8a9E5}@2;LSBOBOxK-<>}sH=v@-7-$>Bs!2=GK
z&u^~{Cp2Byl^m46SCx*-KcYq(OasoWvU^Kh*MCAk0dN01({mt0OfUrkOj=uKryQp)
zD3k4gvf`^{i2hnPZ3&p=vG{@ay!ur?9#FScfRxA|hnE`G*r)^DOQEIz0hlieHtk}|
zE}%v-2v|E;6noamg<WzNJ4j5m&IGwNS$DmWYeiSwTP+7Y?BM}7Sy?o2RbXlGa^zxk
zF2vZ_6#FBhqXmr+ev^Bkg+*3n*`1x-3lk_=1VmG?PRMcQ>6L4j1<=d;h!zif)lbhx
z*ZBM|j<tKcT<!76`ClM`ShfV1pt9i_^bU?LzsniQCdU}dRt>;imBp8@E>4clT;|FR
z;5~zlo=(pJF6SI811+hS6JK6J)7skF&fQqsh35S<0|x}`#uzp!<F2^ZGnz8bj--C7
z3CFDZB_1&;e>4Mxv3&}j3qGIi@q-7S2U3tHfHCo-sHH>a3<@Zr@UC$^;?H!Qno5eR
zIiQT8pt>8T6DY(HqPk6e34BUDl?jPk>VBQJVEIOy023+NDoefr*GREBUf~4X%KLsh
z8Nbf_+F2Au5_Fs??0Mc;3%B|8ZDDcob9sO50pnJ;sPJ`P#df%VVEqr93sjdR^s$J?
zZ)C00ydw*+tuW?Hweo^mM9Na5_z&IkDTLC_c0w(pNlvP-m-hIKd*z%C33|1oXBEbF
zD<b*`NR9g{<p-6Y0uBg{5@V4SU(k5sg{DpM5?(xocb;Y3KU3v4Zm3xV{9C6*;9Gn9
zk+%lbLF(nz)u^u$6=;juANh?UDo{AL9c<>2rq))8_M7Vy$dzmJ)$ug(mN=?IxJDrW
z%?)726<%K<HvkSP31ZlpL1`T>%(T>)|Ix70{N1$);6p-2O<w9MDODK)cF7GU-J<pP
zY{uVB_#FSS-T%Zo&F=}gdIY$g;JNceL6<m3fJs6@c`>~Fos@P9v~(hDISp(1XPSM-
zq1~zTLD%5f^+9_c9BjZNN#zn!a*MyTjGX{?qz4~1Q)oN9auj^)?ow053|{K|edul~
zXeptveaGR1P=7aWB$p{-#ypMik8;>d6QJPZOUQ1Ogp`z&j#_gZ*>{Oa-e2T;H15_Y
zk}1*fF=FH>oEc5^!;WJIXfJ@#A8~}0-Wqg>qwwRDpuTwe+SRrCV+QCiv;)$(Jex7|
z$4;pHAa>ye6k8T_HH%tOR&;|Ut5k45=4+X0$@7$hv+JBsW6j0SMhG#LW7!?A1IYwh
zc$J>u43k07a6L@W*thGV^JfUwG@J%j&#09AdmN{%X~i!VE$!?a04j%ccNANWShW<H
z@@7D90}_paJuC@q#%9c%_xB!GP2jj(jU77!29F0EY>jtW*zQE4Yv-k2+`;&9CRX|i
zLHy|fBRV(IeKm$xA7NPM8155@>N<-BF%opgcxSA5)z+%<8JKBdxU8*bB)0gCr<(c#
zd+wh$odQwmi?L!A+V<7J7_W`i^!>EE&wHbq^xp3tYsAEK(n;;{blauhV_x&O0S<`{
zA5HJVgq$4rt@C9u8rF8{=X<A|m~gvbfd%;<U^QqaE}zEw+g(#AUTa0{4oIJA&RkAe
zU$4Vu14wLoff8Y86MgVN_?ciHGacP*1UI5EMwQcFQ88102u~lTp2B5J4*GmrSDIzU
zjXFm~N%zU#>6|}GK(Oa^r}EbUXQgRIHapQ&!9|O-93-)IWcH_0yeZ%tOyD<7U@`}6
zPP=~<pjFEC=3Lw_ht9RG>#72GJi`eYwKVzkO|i*h^G$}DUSNlR870xv=%Ts1W|bAS
zNkzS3r-IFV4pjfILUnop@~`~tNlbmKJxR|iOqzLokL?9E-R(7WrqD>@16h?=HOX+V
z7urG!jT?`j1m@=kaBX~(kX=t^@*c7jQ%dH5N}Fu7t75Ol572r?h{-GYSyBu!sGnmd
z4X}kUbgw7w;N+%Tu1u4dcuC^lXTX%`y7(>!+XD>;zJ6@ucz+h-`|?i$&NzlfUSO}w
z+hir?#;-*W6)Xd~sD0DuQvNnHwD?u=5P|J<t%LR%K(3?aVjFULvbKQ5uWM6BRyE<3
zYUav67}e50ccOgqN;w<J3l3+2!DJ)u+}_*a>xv1Q-I*&&*lr12G^GOlDQy`mKFHM+
z)8b{_2H{wwWP@w$8lvhZuf8HO_;H%sB5h|fKYKFLP+Sgdz&*gYi+66tPq$bqQU@N>
z<X9-V>X+H)`V!h|aE=dvhS*lWLxN(D`R-hEF+1jDhP^H}EUw1L^I-#az(F^2@yv<=
z(>$w-YFB++Vw)|wkYglhKong^tio8mV=YuoKtJ#TnnAylkjT`Tn_dFSxL;j&K<w_b
z`Y}aKr;U3{KoC{cBk&TLFQlT0Y_GXiS?1M-D%|{3TDIL0opK1xRk6Gl*RxrgtCxzI
zS@A;kO!8-!yMZ^F>m~5{duuDz-2xir^Hqq;@>st3Due1*QF9ev>H$49#@ArkrO#Bj
z_(UIaPZ8<A5h%dfy~}(y%Q%nnnHuwVt77u(b19-gRom!aEdyO5t)JRRM;`vQ{;kOt
zmIqc?s)Uc>o=l*j5T+4w7|twI#COne2>A%Z<bLo#{rmvb%_2wy!|!r@CRC2%t{o~#
zqaMmAz{beJ1~<`g9R$69@KOv!fl9h;ybVy8&bu0hX4GNA|3WvmMn}4+Hac0*A%W+{
z5aX!l=fh9TS5g6hI3NEc{+q=SCjA>C$i|bwcCYtF=96O;gC_$@LrC`f1M1qsx+qZq
z?LV(<<@cxrz<*vW!zk1C-xuFw?Ehas()G0tB1{%?GI{&<ZPx3>Zya3z{j?r_Dp9W>
zK+r5efoDZHjFGC~FtCu5k%dRHp{#e8^Xtr~R67ql+x?gHzCtJoPQsTL#hpcGn4{lc
zeBb}i4-<Z!D9Fp-<}&&k%QpQg>X(~D39HZ2cU(*9lihjUf$Qt*<DYlLI{cTszN(?#
z!ea6I_5bHB!26?qs3tqlOvI)o4|k~k@qakUv<%(FyZ<j76~`FTmPM6ntgIZ_@nn)3
zd?y9&i|?q25G5`OQv7}0qj~m>oPbJH;>C;mV7dN$di?%A5m8=7o>3Ps_}&?ZHEKW(
zEN*Q@0I~S3qoZSP@_+ZL>p^ffXu!#U-e+_5(hEx3*HX!-Z|5_`46cAJh=PzX80@8K
zvE9FE7}V!kS`)IMcoHs1vtR<9`c%YKFSe^oURxZrn2+aV4j=uyOa>+<*;~@PGxa&;
zo-VV!pG4}6k>CHD`ilFcfb^!7REIzyzSf;DZQ5R9hd;*o&-a_0)Net|HhF6rpZs}D
z>i&n2{@*U>S+I;{EK^f2VpWt*jPr&x|Lk@jm<#Fq>!|)-n%vqObh(Os8R^5)z6#g>
zSE}qm9`7}g%-`ig{V(<2|5gv=r#AlPr~dx%-u7bq`%{q4cv1aI#d09yv5AQZi%u!&
z`SErH@LKxD1wfv^c5(T(+M6;g+OjbT*n?I*Q1%0J`m~Df|NF$a_Nf}%hk#9n0~%LM
zvkp4O?*XEwwHqt_$ZLTO#9$2gAbKXIA9MPQ*=|2Z|3&2#%Y7vmKi2KC)qbjv8Vn<~
zMD9z^E(!mFzoK0^I5KMk&vFOys(yXwIo5l*w$Ap^mn{&mb7KI@A&ZNPI|Tuo{a<p_
zZT<Z!nJxYo9!)@#lZtq77#SJy_#E0auBC(xk^Fr$S!Qt~B7bxdF@M=>b(fZ<=v%|G
zn6AG#b#K>qD_6g5TFXhGCPX5#hRPO+`2~KXZGqrpW1?bWVPUsNBT=#|rdk=OTwuYT
zX;qj!Zn-?T+u*hl48YVBV~cd+^%qv)o*v{irZpfmkIi@H?Dir8B0qB}@wRXKa(LWG
zi4i#K7v~Sm`f77B_da~^z{+E7KC?0;n>=+#em)a46@P3D7sP>lfFC&i1yg{4p$xtE
zxEP}dpw`NUzEb__7df){KsMc~cU{-<Pni4aO#joRDr&OYx+KUBl$?c)jc_2IKLdYq
zx*P*3<$`$b81dVUDIfW>^(qB0#8QxxlRLE(fDWFzq!Gx&S@tI5;}B43AvZ^gERfaF
z6hf+;NPy%Glw&@8_?8)X9qx0qS;U2%OE3mt{Sr9(wUMR5&P!NRbxsuroZhiqcK{r<
zKsJZ-(fwOw<2V@Cd+ymEp5+fKhnH3S76hrIjG{j`Aia-7zd0aa*Ppf+;4|PZY=5!>
zd;I<Bbz(j;oVHi^+sQgWR->)}`f<Pp42P?&)s8seauz27=V0Y?)H22Q_V?BO6MTGq
zOArc-EC8>%M_9>4lD;u%_9<ez)GpSN1kDHaVl7rmF`q|}tHXqjssr%@1S<Olq9$52
zRRGPQny*)%1s$dy0XtX;o8N7@p#lm&w6ReHY~K)6@XMeAL?Sxonth!YzuhX?QW(^c
zrxG}z0vh~#Eba5x$A9#X>Oms#4bYA#FRZ>w(x|+G>~;b9f#+?(x3sA&MdEL6-6j5R
zI3`W@@61YcoWZ}-{sEJOclJu|@bxU7C-W8@a5aK)6=*#X4p$*!1k@2e<VgX4rrL*h
zIOUU97f4{8HuW(=af`Hy;_vWbV__`-7fXx;&MheL=86R9;LPG#*0$%kHi|C}`-SF5
zQtkrmF2I*}yi%lDpcShPb?;eF6LOmS-k17>vzGlTwdXjO_&3-(U%Zj8I82&IL9@8C
z^$n(WkS0d%n7o-zEeHkb!0|WOM@3uNcPY}alu!YO;DR-)1JEccIoTO2qu?@WDm-Wg
zjqxM`T(_Prph2dylS@WE;@`XX0|XP^fPPewsQi~hK&v|exOvFolpPuTMjhO0MWMCb
z#!$8N{Lke`R?^ZsjFE0X{hfye8y{P43=FK|z+<N^&%?f;U|B`=#KWX=(r=DfKj24s
zZ+C#2w|qus2cQEZuH{DcghpedquK(vB;XvV`#27_(<Pz-i6~97QU%zk(%{~d!1C@}
z;Mm^2f1e{AP6!S&z4UD*P1h)XHEIE9VzK`@u(>o&b4}->xPyv8+W86+d>#%ev~Pxi
zKkrPXGBwjG;VkB)-<fNU05Q7awQHce-T}BFu7=T+z^tZo7We8H2KK|kN_PT_Nz>Om
zk+1}Vf_;Hi<{q1;rzrK2M^OOQmNcbo6P}=X*$YLAG+w^<{P_t7maH5?3I0Z2bn6!u
zEwXwpl?cz7eB@@FksQJv7gBMW)>`lmK&{Ty<R{juqnCalq<G$SJakgX&kpfB<q<#s
zO%KAYdbbG5;;tna(b!eS^0<d4a%0pshP4_nW2bVhdJ-!?-heo!;cPjU<rX-0KZ$r2
zpYT+WK{<KYB!7as)pWWPu_<Peuu$rDiv}*0SJcE&?JzAUPyryyYv*v0uH?jbBg%|D
zczPBnfio24gI;1Um{}*2oN@$y&*C4qkoVPd*Ce=C5&x%L3{}xMkP*a4KzhvGKV{2A
z6kFReRiuK<Rq^L@a10g0a;hTvMN-~m^>r^On1i+ml!w8Npe$x&LO@Su@!LCx0AkL)
zqFYk$_+3-D&=_o>CTZHe??=etNd#n;3ea6~zth1bB$F1GbSnBkA=scUyy;anRzm2`
z(Sei#b*xAU8!}aC@xEAivcj~*D+NS&pMpK7rFk&XzmOm$o05VM&QsGM`)mxgR1C~I
zh?R^)HGq?cVVx-)`h<YG$ZG|Sr$?GNMH~`6^E-V#Ds77G=i=c}YhXAcO3k;Ikf`ei
zf>%qQ)Dp@5Ro@L+t`m70(bO%}{kG5-Gu9qHT>1F*h%R70{g7$D9hUSxYrRy6QO!Oh
z^WEWHHca&HAX&aabwB!HJAW5Nq!%s&tkGrl4jVY;tskd?xaojX>Taq2s66uEJ_yjr
z0*m*><`-S50bFra2{v<=?6xg9qvRC`<^4haN$a%^M)eR$5thO#QfY7`Jvj#8tKtBa
zhxDchKjKV?py4n$l>fTNY`1n1r5QvuA-!BQC2Ix=(91OpD%p80KUYN0N4PPBQm~$_
zN6RGdYF5}(&1+J{uUr3Zks^ehX1=}w3B0y77vSgBbBcN|nn9$>d2JvQ0{O{rtHYI3
z*ZT~2^t9Blj?3p{r)*rA2!JpRxTaOEZ&|pHA|Lfz1=$Kvmuv4N|0wqdm#;ahR*0pZ
zSMlrnAa-25L<RiKXNKEKiTeKpNi_HGdyf6S6ega>%yvh=zwOWO0bOWiS?@3Qt3I^y
z)k|}CP^#<wwx<sbpaDJdTYSamKnaBJA}&;q7@?}ztnuivmS(iJ0bG)O69AsQ2T*&{
zcJhbFZc|8X?0r=4dv_PPIa*SDY;9vx*m3^y<;#gC?`j{;oEE$OAyhd5IM40R!~@Wv
zjzl5|2SHcqRh76ez>gz^2ZT-OAiX*I>M&d44F)Q|vuUS=t<nIzbGlWo9ol4cJ`hXA
z`CA~KySH68Z@?h};^}{;;OzR|Oo}lRi5cMWq15fdH0!Jgo4OJ@=y=O$_wWHWNs~vm
zXn@oG@Y0N9YO)kyJE#!$hUg@_@5~1B-r5O`u_j}p^oblwqj4D4Dht@%91g4PgT`+m
zdYGl#(Qtv<GN>2OdeBN=T+a-wZNLX@LujTTbVOc&KIOqUz+JhpK_wN<sFBM*^DPjR
zu9(w>6)Ej$1y}H)B`PP-6w1n$r-;h$RU6g26zY`0Hs`g@pCuWTGOJ~1shq;6@)c+^
zD}XyHcG4_rW0lmvO*VMq@kft{G-;vWFoNwWO7V;C0hf1dYhfw7e=Zc=8W#-$vT$q*
z99Q|^2v+B04iUvC<CAuODUnF_<*$Vh&R~uSikffbspb2E6#5FgCG#AAXLB;POJ$bl
z)M8pC>t@9NHf~+16?nuG^}QPE&CY|Syz)F=ruA=HHT0#dT6)XTqBntKYY_mF7XpHL
z^Zg))TCDz?@i)txUI2_ZRp+x|pca{qHsFDv9V%T}e8eCD6@S(gDaGxdsu-nMB*x~S
z<_NlqQFC1A`nG~j;z4munOIzmui4=`j1z2a3i@)`y5|ca1cy@@-7ig^YX#>La=>Nt
z0r4OQ3oi$nWv@Xnp6E{^jWsAwJT5Epk>mnB=8yGNp`oB%t>Zriv~&CDC=t6(>5Ho(
zLMvi0I6_-_LS%_DR4)dYRnxm-FBU-7Z*y{fetu5>bHP6|2K<}?<4g3`9mpHwK(xg-
z#ML`wRp$9ha-#G8PmBL}J^WfF_ABiZ`4NV!?2#mp&Af0^2d{dOpZzAX9j^cLfEE@0
zbXTH^_|Iwmp;LGE@)A*!yXA)5!_+TmVUOk1>ud3DSGmCUyq~yW*?iwAwn=sk$`KAt
zi-#*L32+N6o7*d@fm8OFgbMG^C$vAO__uxSdAB~d;XKTqGFK~CJ<TzF{-|s1)+58)
zrDwOF@>7IW@(l)6Q!IRXc)Ou2{>pfK=?yJ=K+6Pri1kkAcX5Ho#Y}j>&>O@rtPkch
zj)sJ>JhAxervEV0J(_@!O<c3zhnD8$;PP0ueJ>pQNPLB{nZzABIa~Z~dU->QM2I_U
zTQ6&)ptX%G>}egD>I2%>$e-Ac9BymvS{S|ZF<e-qh4)-I-rc*6_~>6QJeTfzf7y2|
zsFB^5=&!TtDgDO{YDmbiDbw%SQ{ZD6MrV-Q?|obOO~NZ&OoXu*B?L=s#o^2gk4m~8
z^mD<Cnv*j-3m8iiKQ_9p?ES#&wJKwa^QRA;*wm$>+9XaluD6#>im-J_u;u<D0zUeG
zf_Ph62JQVTa?I>ELL9GTp8A@*NZ(ZsgNAhOy=#nkBI{ZD7H~JFo2#a)H*-ostlWhs
zt{!{~Bz2Jcq^Y+`Vla0(p9b?9mwf9m7)%1E2at*U|K9jWMh;zW4Z~0lJ*L8-kMFCG
zd9x>lpUb-U%==7O^6>QIhd$#H{n^49SIyN#KID}C54;ZU@2LJd?cF9hj68kRdk>SU
z{O9Rs3#%;wjlY-7(vFIL03xHN%>UY+c5j}bwLKykX*Bb|sFK8_WrlQm_oM6}M?xn_
z!ugo=XG(nyF6#Oo(zH>f%$zvdJ&!w`S|{qi3HNWU?Y`f%J52K+T3q?Q@Rt>+ziLy3
zgSTc`?f8z?NrJh&g|38ch%NKU_zn5h>!#sX{KCJc=vbyo?HxJ%a!h)#Wdv^7q0L&8
z$(7>7&a#p|nGKXcpJ^|h)!pCj(c~e;W4%HAwXZ9&|88U={hJO=_MjGWjJp?@Cj%eX
zgzM3?ebL+RndyIi@cZdH`3}zet!h*Ma#E(_B3x57%`7lBVT0`kV@Xx-_ERO`ZNI`<
zk)UC6YI&PEmhtj6Y8^oO*G$s~C0$d4e%HIVuHB&5MSq8FU}<e)@Sol0os3u>k6PcG
z{_!xMn*OKisp<O<zjaDpPyGqM^EhbmeQS@WcGX)Xr?TtKg9>TC(0xO$*5UqJPGY8P
z4hJaFA}#IlZzxR6P~vdumD%u35XHsvPwsgtn*-k1Mve?=>E)~X_g@YsIQ>0pIUG+*
zbn!<xGoCn{NR_>T(lFVd>oBs5n0}jgwBVsRz>L%n)WPpMG*~9IO#{prb={hO?Ya7a
z(VQb*n8_@er%CFV#Bj`;rX;Nc4+&C}PnFc2j#$4V61!HTSg)X;<yD<7{=8YA!;zvw
z^S##U#^z$)W4~@4?5f+p+8kzkI#nUbd$AIQTAMJ9$A5`JBERklX<DD@IrmPJ2Irgn
zOtiC-jf7}pg4Qgui`UG9BbhciL-l*UG0-j;>?)i|S~e?iQN*JER}OL{H^u09F)+0I
z^eOZ{!oZnur=07zI&&246qsXhI>7#IN5b_V=w?XI)-!zPbs{GW{;NkUTGQqS#TIpY
zJD2UZBO-ql9F>?p%7k;_=#t=&Vh&A`*_`0)t?<5fEQ1|>*m@-z%q=V9-dUg&(>6Ow
z_Q~#1ji>6r4gc<+l-qCg?<2i0R?W84M28=V{wo`wgNXtU`x3DsDq8_5QFC?n_|}!e
zo~1iW7p=X-<tUM2+uC=p6+R0cx<9_^WwY0j`+JPEaxV<3GheG1;Jf~J_k?N0Vrq?|
z<^kWkojl@cA=uMx|0?+_7#=jI^d^9P8B3;}E@%H3@}4s|8^}jq3kiqLyC0x4)o5aC
z=-zCb3F5A4Q9rqEXn&yLWqOj@MbFpT5rgaID*@gk3wRQi7g=b4bH#xcPa>-(HV8wv
z0Y4iZgr-To7M*C#%*=eaHBJ!y?E%v5?7%9ifJp_G+j9)YYKm)j!z>~4bCxZ+f^u9q
zzW<J1j#&r+2RT+`1x~urD`9R^?W}bvvjv|lX-x~rr&l}J?>=A5H&$MDsrVc420C#(
zo<hS{JQwj$@U_D9;l!vS8D+j&5PZ=8iGb$WkD!;X1m?(%Mvs0va3eq5M%=Z(!u|M*
z>f^}FY15JQvKtN(=%Z}lv{55pU}|qLUxgy+_~1Ze7|7UA@a6Kn5&0@<`4}puVB!MS
zBBcIjq3ZJGV3W5iu`=I3(n2QIgmo!&=jl0t8P5@JvAl{RnO2c<$<wwM{o!foUhd}s
zGkCX$3j|nFA1?cj1ep?x+^b4_gz!ckwB6ijw4RF}NG}(!DbC*pz7_kmx;Isd`EjU@
zm^|5Kj|O1qIDt5|piyd!_v>i9amh$7N9@{5G_5V%rc?TbHQN(D(bo%Th_f|{ul4mW
zuP@JR<`K;ummnx)0gwo)c|3dYF=M3M*zi^yV{5uTYC0`0t}^;aIc(L8;_suAI=gK5
z!+`$1H72imGV-z)O$CD81AlT)%d&myVIA*fX1f<5S()0FegO}{rygU5@?~sZZkIac
z?`G1EQ{=Y^f^g_~yRWR>VooWUvp<**M*4r8YZ2UhG+?`%4m>6!C(E;vC$Fs<x2+iT
ze9T~#NAeZ#g3?lqmGq!*6<bz;FN}WphzP)<j*HzEr<A5VIWPqyIay^Dmzv0;{%ubG
z^=%HE>7mI_cTg7RW2<3n&&eC-(KjK(oFUo5ifE6SF`j#%6Fr;2`_R+hlWEAcaHNlO
zm{nN)aD+x_zP94yb#OMUDJh8R2Ce+Z6dyuWjR)|LNA3;pzI2h|eXJ$GsSvO7<N{lo
zP!0Ow2gxG==H9ZiuAMwzF!*?s4)~WeCp8t-y}-agA~e6t)5=jRkDZw!SSx6u>t!<a
zFIvI)V?d*y)C6PzMq`TV>go(s$9S2qUZN)5nyEn3-ayy4OVHf+bdPq<YZ-r~H-&(T
zimFhrk}h94)g0++)aZflggDE;^UB-DhYq--;=6Aq&UkK=37>Ll<c3Wlup;w3e#=q&
zzXg#}tP9elc~_8)kOdGhj#-WBC<E2(P^rEFu<hwCbMFlRRW@U#scg*p2q2=1DW5-o
z?hud<P*RCM>qUWV6nSy2lS|CqGkc&1-^awn6r&q9xY-_V4C8=wv&t7I6=Z<QbC9G3
z1g?01ef9~8G6Kywm}30J3>_f4oakGuX?1fxcLBT#Phg(RXwp@5YkYmW_Y#%QONvWO
z`7;dWN-Vl!X}@|8j~FM#IuNt#C^yeFxR-QP+8{EQw=CSo%Z+Wu%RgP4RF%R{K3wUS
zn>2p_>5jsq+&|E<Qd@P84Vh=nh6+YW7r^<UgFd`8pjt<m^sFm%S!JGpx~27QPgG)-
z8NfA2*o9eFG57(Ve02H<l(Qm<a{@yo?w+Bx*}OE(vv2&|h7Yo4z07`_WVz_JPIj!l
z`j(TuKNn1Y>fCQjiuc17K~?^7szva8Yyj<X6G;()Tk5^1WWBBPtZ3CUffA0QQu5OL
z=c=I23Q;<J!2!PYY48qd+5mIM=Sh!USFK=e^X_=Yuf9TyP4X`aKr)c+HRBs`J0{ii
z!VG{lDXr&#rdF?WG$wlL3oP>szy^uzeL(Zi`SR4+zaH?a2l(WqIGLp&JmI6ZtzKoR
z5aFO0R11ir9>PyJ!*@p*J_ndA@9PB#FbLZXja95=MOWC6%5vWtV~cI@*f!vYj@(AB
z^;heeV5nCaPa?2P7_l`#n2{**YQK}(8H`k6^{NEF2E&aSnWl4wwX~V2$(_@Uf=rI&
zsPJ%gba`(OuOL9B2KVpd@+iiB1w+Zs81I4k*Kj7peG5h^wQnsl46;m<iuv%z)3LC~
z-(my9oP%{>hNXBw9}uiB9;3y2n4v#F&p>M1P*}&Zr59xeL828?(0(Ea1Y~4xUHkd_
zkM7@p{5T2>`@S5^l9X2=?2SJmCM-=p&`x@AeW`hix*s!H<C>2rHMX_vtdeDm$r7An
z=lk@Sux>;OQhrV;_`6G~0sXo>xbs>x20bsLg~Qtwf&yk6+~sxg$h3e%ULofENne?-
z`l&eC)5S$&0Bp7Dh8fUJ!RO-Qg4P4PMuCd9pbkfa_2!c~rMLkNgrE0OS0O-N1yn0f
z|6_X;QZ5)y5p7>~TtgP8o3Ptc^f{?>dMWTO@=5XH7Q?4TnzMMG7wn7R$%tR-28y06
zGqu-?yeYco9r6pL%&=3}DQGD)D?D6;Y(CK?s~>y4sUxx3<n%0sYak9U`aiuf-|d9o
zzirx4Ve986hC~l7c;1RD&RMjNJGWdsL{6Nl9Q-38peJ`L1Oy}+T8@v71P-^S$9bHW
zq}xH%7#|E%>x_c|>c|F2g+`uYx;HvHdMJl}6)6~Wbo4q{2^YTt4t>M|8x_*mvj%Y{
zs1IoNmi@r9G`16Tnk#jx2G4!ymoGg2bMcHyBZpw6I=cbBIn#=K2^OCi2_`!W4z`z<
zEx!7ml#4g3=g2}03Dd$Hz`KODwzfX?j&~W67Y0-9fXRC8XLp=~mPjaw)EOv)Y)ax(
z=ywQ+T;!<{5D*CAQ9gaqf3eq2z&Yj(CbCBlQMp<NXfn5Hxp+x!^Y@PcY#3aF=61Ae
zxqLmPh)18fK^&dT()VC4zz%lPz(yns4hdQQGY&4b_#oM39L&44$Aa{SfN8XfE1$|-
zFS%johd(%}To)ZPpmgKaInCF8WXg00L0RY-cn}S*L|r&0%*!ajiBtTOdlCl_^J*{d
z?XMO3)%l|X*&R)NCv9MoEIS`^GUF<UjLWq%A@AtmvyW0glUoC4tFHPkfbK<Mo*Kng
zEhlrno2KtkojN1c>o;V8#hj0u0hm~9&>*TLZG6obA1H1~4yw4Zm^YsNIWegr*#s|f
z7{A@pN&<=32J=E$h(!N&P>FAFnux#1{q2DHH&?pKD&1R;df!+*r^vE&G_`!H-GIsM
zSHax-)VN*iBy;f{kLbN9>49+H*Vm4*#?|tmttO#|wr3HyB365q-gJ^E-j#5XaS$sC
z!L$|UfXn2q6^=Yg7x#aLni|zkP=WO+xti9`3o)w{=Z$5LTqcl5t*!N?=D>WE5*%%>
zAE%A1CFT#UiC_GAVxew73o9L<5nuqY-!tOl+mYe~gRG%P`p`MsT<>PT4A4x=0SR8>
z={Q(0;c~1&{F=%jd<VNUN}fyLJh#@u4+9fZn*?jf-qbF>%-P*t8;&agHY_QMfNz5U
z0n-IJ8Idtmv!@0ye8W)=BGg0%7|GHS2BUbg4w}QY4u+$F_8K;sy0Cqb&dp5)n43~P
zQ*tS{0R1Y`CYQK`(h$`^0C9QkdOH9wD|S;>s0hMoJ1a)6BR`FEBThl!>(LA6@<bYe
zWH8_u3_^RwJM?|?O3<>N^(2GuLyFG?g>}G;rbvW8%`8N|e-=dVN~XSU$b{lY2AnRw
zM>Y3G!(RndF@+kvT`?C9xID!opsNp)7kFLdSQ>|^$3;w6H2Mwb2MuMtEa${CQ+5g`
zdpc!*<u(zLy>Fha)9>Fr3qc?Me)Z<-{>WoD@|K4}RB14I_Y(cvPjJR0J$B!Q6mRG>
z)3&<qZgi9XwB9ec(ECbzhd_#M&|-<o2tjQ=&H;p!l{6t*LfnWIO+G67a7%{qE0f9y
zV<DqT_&~a_MP)RH^_;ypZ~yOiTG1ak0Vpk=Zkj-!_#PiXXGKw|fTsJ=N!Kpep30P`
z;1+BD#jnKeyST@SG<tXCnRLLAtoBLBP(|M1H0v8>!+TVsg|IaxnVN|=BD7b^iUFW7
zzXf=!$QJ0z@kZ)cgoK4J7-@-5G~GrjJ`A*d#*L0#iAV6mud?DKG7m?gTVAnd&GI|@
zv3j6C-U>!Cwe!R_JS5NWCdq-pRTwkTQN}1>QX{T^XqsXr0zjGJNPfb6RjtS~lb)Ue
z0@DW{O)Mu`ZCtt`WCz?ss7&obp)rtRS_5O(i?IO`E7U9-DRdkh9HR$H($bIQq;G$@
zBC){#)qkT&U$WIyh1uVNF(-~OLIL~z>s8*n!CVItUYj2Qqb>QdT+$Fb<9iUdVl2;b
z<-LUL$#n^QP3B{j^q2+fx|W5vq@YVC7Zcv-y#4tI9S2xUmNN!4`YUlo8m)8QM1zn6
z189N5e2#`@fBHyQ;vEgJFrzrs@mU$7428O%rEZn%(xXd(IWQ|1yVj066<WA}fWfwU
zQ9V>VEc!T>JnLK2{EH$u^Hs2-Y0gkg!H7rVRG>y2du8SAqHuONXWqPOc!+%Ki}OMw
z)Ficw!8OBA+KcZ7RPd+a$#P{7WzGrGv@-Mv`?zb4dGGbdaAVwJ#X*B}$|P9x{w?>i
zxT%z}t_j}SH9KVAiJ@Y`vQCeT0gDo+VUYsIg*=skY2yIleJ}`}Ul`?|rP2Zl@sr2n
z(Lc4`r)pWZ@o5+V;jO*ijvH5eCUsr;L4}J@<DFsg<4iGMVvxmrg$w?Hj?E8#7=P02
z@jit9*tD5%Cn&sOda>@_`ou0?km3PR$Uq8JXVcaAq3zrb7wLEoIV>s4(2%A*UjFqK
zZ)<{FYqu3tLnP&sm*rlYuDZYT6B;}*=Iyqo@lCo+(<O|bK){8sZQ%HMF?!#sbu~JG
z4GW#46<U+IDZ6B7qW(P+t+E%ko9vuVK~J&Nz`w_4T?(5sJ}VvzKTqc~UUCk;8-vQe
zL-;Je2qS}4nt_8_k)PFElZarrzD;f#dbo)FR1GeOEODcT&WIS2-q%<rwWXJi>P3O=
z1&i)I*U(pPz)D2VTcyRkkWYEDc9u|%$=FIc4`z47GT&j{HTB&VK*8@@ws}Q$BiTs<
z?2<ALJlWQ>Lagqh40*)6V3`hot)OPW{~xx#!Yj%z?3PBlyA-4wNr3?rgYHg2KuTIV
z22>hEx^ZX_knU7kx}-sn?v}h~#@~0>ch|b}2fXvfIZy0o?|rm3l~JnHX>@=z#AH{)
zyf&|}pFIPrsj&ipER5#^Fa7b32to|e%yh7#lv0K<(a?U-uqSRhLqDUY!e^E8LTbxx
z(9O1*5$OZ_e$PFK^t?z!_0!y%H^h>-p>5lh_@?{J8ZPO9)6IPK4%~6QsmNC(N+Fdv
z!%ndB#Yu&`Lb)5mspT&K@(kY#DJFQTm6?6lq)k!pyK-jq9AMdY#5o6j2~BRc1j1*J
z=t+_<+|uSFwwcc*#{$q!-bY+LP};6;E0_cZ9CC4M#{v~~Rk-nfJYYPF@q(EjZIfI&
zrOH;Ri{xnvpF*WW$!6`3`w#iJ+SLoui`-5r7}#mpSv~J<vZ|-3^XgZ<j6C6C%C;>h
zu=axhmjbc?<(HtsIFZmZxAl7R8qKY6n1!H_iu0z<53s9?Dh$j}v)SePo)o9k&Q{yz
z^`T?MR3yyw0$>5M09Obf$LezmLyo#TfOpL}<ePT5e(?jlVoUqy?QI(x>bZV9zsidm
zJODMDgiG`ob>aHAt@2ecYq?gMz1DiG<8ok8hn=wzglPoj=l?DDoI-qw>9C?TaAGX(
z7#y)`cGi2Awmz`NUoFX1%kX*pL3#p%e#-HUHf&-Db5BU?j6~AVNa8^EIT-8DjrlG_
zd%hoRHFL8({#)d=(G1O7_voUN#<w_!ge^&A^C%Si!C6-(;)m|F&OHgt%QPP&`W_4t
zRkZyhHAOd{g^shuLhS)xMDxyv-I%8T5vC!Bd+_mcvW=+q>}gxpP;}`LwwXi)YK+{y
zyga@_G71xW@l9{dmz^w|t?GS)5`dqM!&|Vn1h<Tssa5Y+MbTaBw}xu%ik(TgtQ}YR
zK2-WxQo?kl@$$B0U<#7Rl|PUuy$_0EExZA%LPO?Eqsu&?%?DD>lU>$0Ru|%=`1^%u
zTDjGB0IJdSFI68LUC(i~x<9Z_!Z<MZVO%!ekChq8RvBe-rbU@erKZP|Nk+C%j>Feq
ze#~K0d?M{{P4!gGf<|#9`!TWi*Oy4T7-J298k06t0mi|#4N=wR(&1M<XJ)OnaaRBY
z_`RxBJZ;V0TAn<VIFk<?HoA7ED<^J+Slg!ojiF#lU0m0I_lpa2OT{DBOrwPO-5x9D
zjTBZemsiH4%HP|5^a&-Q=v1BVZap(rOrHS`>xYJ_BaiG<8nn6hTanAC1%-=eXi^0P
z`_|mAy1i$vDoFLt*el}JMOh#1nL*-tccxL_gJAbHyfbUuJ;*&faVoWGrJET46=6L4
zboZhu3I>VxPapD$C@q_i9{?Yo+Kq(82YHS+9zn1tYyHmr+^s>)zQC~N0`%b}lb>Uk
z5+kU2z^u`{dLn<)&X_|6tMFN}`ojyhob9GK#=r3a8Mwc>l<v$iKQITdpbFAS`59)i
zWGV$ZmCM~1Xdy49##)n$_1p|=OB?Tqv;4a@`w7|e;SxuDYlHj#TbI_JkW=c-O3lEx
zqg&cG?lw@N2Qs#WF)5^@K7K%Ypv~DRH>`Sz6#q+Ee+;AR5=1-hJcWqfnS#BVI1Vj&
z0!jt<=*g(_UpXdvSQkKW+6(g`8Ey6VpOEzjC{j^g(etQAKu|Dj&Ud9_M;?!e5PF_@
zHtV=C{6LG$5WnEZ@Z&i$XXMbEvfyESvy$WK_i3U|j0-6_p#uh9@gq_uUOx~^Ti`Dw
zG!!F>7X^S;5>14)^#+lCj$V6`9u@<^t7nevcXP^%o>V4x-WdEUjXa;FzPxBsB`*`<
zp?5HOn!HbYh<VA4$<m61W*kg{doi)Xi}v2z+*Xk+t(gYw!Hn*&GHy%T$(}*IO>f2i
zBO!W>dS$-6|AeMf4~4dH)IU?ud#{;N_n64>P0gw0>5(@~Uq!U_f+=l&XOa0Q;8AEU
zsq9VX{(T4NjT85~r^-xp+W8A(SZ<7Nfiy@v)vf=&>?mfwphYQY52(|6s7qK<B)X?0
z=6s9+{-Q<ba`?NG<A60gzTYo)sTl2Zj%VX1>&cqJU2{F<R9+!I=7T9v!U7_-Ec*28
z9b&52@`0Je*RedPz!NJF$W#j5T5iq^d_bLPgT#VW)axKtxXg}hK$Y||FlOeg<d0ln
zn!4IfN$rBV#X}j@P>Y?pdW{L}cxyn4n@CKA7Ulk}9v6tyFZoPB6>4Zh*>?gSsc4hf
zb?o|d%A`o~HQ@uSn!fw$0teCK0dYfryBYio7L!7)Q+TuI`uQIWH2!I3CeOB47|aHI
zIsM(t37^>+TZ8?=n}vAK^7Yxr+7APGy8~&%LC2$o{Hm~ovpd75>u{yJTd#YDf4JQI
z1sUpRnJz$?%E$Qq`F{2IP8@ZkdQ^qO&tsOM(a1ntALc8Cz~rMB(66?jj!g_&b?SJJ
zRivUpHK&-6c>FBt(R8Bc(W=_jv`_l`!T5{5!L%JtJ#9#%p#w?7TCTReT03=iz*d~@
zyO4;3i5xkS@Zhtd@RO1U*1IMYVt;e6>pz882+g<}WS0SOkU4CeT(lhRq7w4$LaQGj
zfSjt$ya$sHvQCGjwaulJdx@y%f`$_4yLC8~w`A0KMJTQ(iZK@6sCO&}!QL(F5N<T1
zdFVfy>LmOimtn3pu$d;$P){Flt8xC|VVV#asP!P%c_Q0)qwHs(rTF5LI$)E2weU%(
zQcV1dPe@88FnR&6bYtHZmaw(+T3hn8i(om+KiUTz>)9PtwLo@#9nV9&hB#W{ta#}-
zv}eo&z>r5Hz9gd>!y3RBTGC1=Da7udq<;g3m6p_}BfV8$K;19pl>%&VEpH7DJ2^bX
zP`#JmHs{?JJAnfHlsW`>Rw>#P$TvN;iI#U%35+K0z5u=R_!V&1c^JTaC2Ql=XO*ZQ
zcBDTUBM{>UVMel14(uZCNw{Hy8vT_}57Mk*^0j99fOeQOSv3AD9yxKfnVDb|vk3Rc
z!^~Owhe_;46fed4`0o#_=h|6hJ;Xv|O+XX;BbwNvo-1J?&9y0Dh7kMI1V$1sfpDFF
z8T8C1wXeKj;v!N7paT<EawWE&3}UUT1X!N_Sc549C-G`xRHJ5WoS649<4$f~?XL7e
zQ<G4i_k<Ql60%S*|7A4=t?0%?abl<Q(NMg0_z8H>t(#bdVt$+A=hj~Nr(fFr`w)!P
zWk_$%m26Ap;8zr3e}XwNOR=F|s)D01r>bAHof&^i=!2h|_Ur`x@@&^Nc(!_c{3EAD
zNbQ0DRs>t>m%$hs%m8b9=u30k7*?JZ53v)Mv`3Vw855itBpO#!f%yhoH?zBMc3M=}
z@c(g}J$9;9a?aw$het8udtWj^q&Q15JARC_L?{J*AQp^g*-$U$D=!gaKRv_BjXJ4O
zG5hQ>pfFHJSymH3{lOR|Z;~Efir#WrbF*>i*S;;uV207B%AV#nR9?p(bIE{mukZcC
z`(AG)`O4W3RHAid)L66BDNHvYSvMD?SYgIZ6cP9<?jTbYllOhJa1ee;A)^+onuRg!
zE4*a3v-p$q@jaa87hkf*B;yy{4v{g2Bmxc!ew<&y=X*oXQ{E`xJ)?S^4F0F$BXq>-
z{*B|y64gyq*`iciKrkyVYQ`!2tprNKjew0018u7bZ99W)15Xo<`)g4@?w~wYLb+DR
zd--Kg)SqGZ?iW<yTq(V=)sR{0mdX&6lYhI7KgYenc1<gYKHa8pV+i;4f1*tJLUh6F
zjQ-;w1awfd+1sFl9jT1T`{7*1bK~lFGV;R4htQLSu}>4Kwz>WEa&4G?l;|5@CQH8r
z&SsD9<=`idR!|i@2MRe&lN@!t3!p_Ra=@|90}Oz;tbXwT>k?@4E_B<Qdp+J7y{QIo
z<1uQF5l<(!%j6#C#v_Ze&YsQvYPQJo`C`i=AYdqZ;+-|X>m}g+!;R~Z29<&Gh1a~}
z7SG2a@%II95W{lyAY7J*H=KPNy8@!o5$vCbdv;{wJS~2yZCacNZqA7aA6r-atOWRX
z?3R`0^T1gkc*kz*d+7;B?u$ynZIPDQUIh#+qEOWSNY|-AA3iZRf3!>bP^R8NC!?b(
zJ@M2!<Lw~jST%>fmi+CK(uwB4t@H+}>6i$Ip6E3#xdlydB13DCW1aa#`K+V6Sl|eJ
z-kyxA4<CEv079ESox%GMHVyRWxxA{!x6-lOM;2pB+1zlgUUn-y{G|xSE?(0)zBQWj
z?4(9jl0wIxk~>7f^B@itS*QI`<I>g6ESvF_KIvCJ3kSu|gx~v#){^J+gqMWBZi3|#
zu*3t!rdeUz*;7P#6kL)%B=n^`7cJ(@qK`y@a2D{-DX4_u657>IZy7`|WQTM&2Xh^L
zv!?T<M?MxFO(yOKn=YOB);SJ=S!*te9|v2?RP;?~9vdrb)}Pw0l<XIGYOyvF)6iZq
zpW*#i3=;&Kpi5lZ+lnZg)e4B^f-^g0Wv#>Doe!+a@m%oRAMd5r(Yj;oaX}2(a1kMl
zarO4SaDs!&uc#ih)P*XxTI{^f-3zgK0ZS`|BP|{Jt`+rFG_=xoJcs3rEx)jpcGFE(
zko?e`FFKrIP~|4}A17jz5;6BG+-yfT?I&m}M;F*>`qSj26`{1IP_0-UPyi=_LyVkh
z)%f$y{kQ+BQ{MWp3$G~K|2J}tYMV&6QE&W&?h!XeVIujabTqccL_Nr;`R+-w<`6!R
zOR*d$paSKoO@Ij_EP{ijOOUXz*+3aF<&7h4cL$@ZnA16O(P!_G7N#SV7K_i3eVkJh
zyj`g-_F0#D4BH6p>m%pL0>Bj8!XV#9S`bV!_jS_Mp(2rj^S6aA7FEUi_a_z-&76)=
zjFWK`ZBggM@>ouBk^=+MAQyjRjN)&7k3F?qTz?(s>iPh9@Dmyan9xp`wmf+7;NbYU
z(meryRgs44?+wopyajmz#!RGQDKz{cWHZL)w~+ncmgXhHHj>aw2V`-7RQv%HGZ<Ix
zvI)kUBO=w7=JI4W4s7i39|kT2ua1+w^J>pyWD;z$^p|%EFBe{a&=Jm>Vl?f;X=5_a
zx-1!9JQNKk$b)<>7|ou_{1BY_2t$OUo$(=vcVHTD2<%#bQ0hf)b91wv%lKEzWKX<D
z6}%wk#u}f=0r>@Xn9Y<}{oXVUf^x~s@_&bkW{gnOu>jPu72)I|HCjMbP%S4}O1r%A
zH1?(}!q9u{&8nNJ&10gixMx7}x6(8B@+uau#S;v@Bicun#2p2GEQKG8-0Qg&BbVYR
zCI9<&!dgh*ck%L>UIchyiopL%tL;7)7cM{<s@&hverz|rHnP~)w|LzFrzEXF4o^-r
zrzE}2yP3hN#fnLR9il(uPC|cHNro|VgN!?mskxWJA~WKf$N-yX5a$YnardvccT8>b
zvu)jTCIzEv42cM(hv~5Ihb|`sZ!&fhT6z-uRZRC5ir@WwNJKOp6dsNPw{t^5A8m?@
zfMsV-1koaN8Y)*m=I4!!)>pk);r|~A-!2zu^Zde@Dn;ZbsBQ~LhGTnOmdnuXi`R$z
zva+cu!?@P!DEqZs-(?bL<rc!Eqdfs_Kzf`+^aYxE;FSADvfIOVm}{!xJ{7A;TP{`R
zr-5gK+#u#Wz#?89OgE6s!AR1^;d<2Qf7jx5c79&#uD!wj?*oMbef0MU8w)sJhYb>J
zNtxQqs^$6`FzC$9a4D<LaBna710e(Rom2pB`_Yz?&7n@P@t7{@DvUa<|4%RK&!ZdU
zUEkKW!}|<9z6V!0Q3dT4Gn#`A`*T2nN+)WD)J~t4dDdSl8GGXdR~f~wuEc+U|5c*<
z!!jQp)|$<mN-V7C4%<q6U9@K|UXA91#cq_OZmzi|NHceZtVThl=H){}Y<qNHM)@(8
zcKz|qcSC0pFBtTPU2qEqA~hcX)w<>NddWGi9Fn-++EPqr3Px?Q^{pOuj()*Ytt=>)
z6BeuEm=B=vACBFN9yH6nbLd&O*kR%T+Y%mF*T&p;ljPt`7g$6nB79xcUFGb0g}NSW
zF;!jpVk*yLkLOF82#b*86-GZ1tH{~%*1#^l!WiB_mE3e&zduQq^qw}O%k_1Y%mns=
z)50%zQV`C;7r;eutbS`$$sG0Nzxl4oIb{*-kOlY;PEw+VnZk8yPS^AKEItyyd_5Y*
zPc*XDkR&&~Z=~$Fgeh9+yE1Kv)c7d{eWlKfz20;yf&>geWG)03r!!xlp>3Kwbg}fU
z^eLoJpl5W$%}TR1mY9v?EsrwgM4<r0S__|NkT&bV{O5Kd{Tp1(jVzTuKWlX1I0GzR
zk(Hrp)|inEDYvpBZbd}k9*X++<QJ<L6)aAg2R4$C+qqf8A#Awmfb=GuK9z4V^!sBn
z>UNfG$rJWV<JYW%Jkr5f(uaAMITHC+W=0d~2aZCwuW>>{o-eX{J6%6Va!2rQMjj#f
zH*Am>>wseRuq7f)5Y70S|5^VDpbj-C|N1b|t&|;`_;WWKL$Am{!YZtVVmi4PbJ(6-
zHR~g!aJYQ&z#%=>(VhR+4hK8@$$qc5<7G{uzaIR1G0HziykR>}A3R+PYEn#yr@csV
z;-=6gax*#dTa_0BazNH3)z#nX(0xdgcV8E9h`xEe^d;@x9Pmvf^1MKjBuBcnIFZZ6
z_lf*~=g@X)?T!`wglWWfls>JM#;zN#7X;tY0rArHNJvn*d{OWDQ-3<?!N#3IYVsz2
zb0)@!EhPIo!=}q}XaFLj>>w`uEC>eVAfY_|yB+iQ$L=fK(2#b<wFt#bJPN(ZP`~`0
zP6DVGJ^HGdnx2cnNn;Nw^>r%FgP6du;4OSu(CYK=Pt9o?K$!1Ik@QDNtW6#j;8U*2
z_w^L^Vu1d+Dog}id3Iwz;P%{VFA;4boF?S^N?iQa>qhJiz5ILUI+p*sp`=Sj!b_x(
z&?mdi4zFyELpN&MsW4DAhnv=OB$LkdjYxlHbS{XoAYP>of~U_`)0iKC$E37*v>VW8
zG?tUr0oX;82zHU5@!KT+Ea4znvRdh=^w5WZ#%O-JQ?$r)yv~cYyp&!MdMTOcP;X6>
zD#VJ4^FX|{<nS;g@>Xow;M7Yp`(w_fld2nMjs_aak8erdz3Plfy{!6uyPzwO1KCPc
z{F_o3r%YOa@0y8PS4T7U3fW_Gm@vY6IiJ`0^i_e4w!cV7JBXKHqy9iFs-C%oeduhr
z;wC5^^qh0NsOVaW0^a%Ww8d;AUsho-yO{NU!eGnTwzik)YYG#=c&vnxmT~Kf(-IlQ
z`f+)7t^V{G&jNuOssO-aznMS~Y_3rv#F7%!aYq&R6N-N^0F^EzFEoY#;*@p}*Svr&
z_I&Z%SBl#vG=6%bJ;ah)w-%r<&HL@)LDW3h8m^M^XNonwnIvK%_Wb^R!Oxuls09@-
z65^t=9)#akh1v+sxuR*A0}>W<Y=DWGg1;RkddiBfEw<;)3PmLe-_alJiyB|%y7~j#
z6tlt+0*_k-jmtAN+?GSCk0PFr`6vTOL{LYpwv5p}@c%3ANEsHKz&Z`B&P0mlq3Q4F
zMc=p(S=vi43gT)Ozq{wB@BKV;ZF{rGCiJYtB<||Ho$Up_>b{c3W#7A|n+@-#Gs9QD
zqcOJ8{H8OI_s?a^A0pm_ohdvoZ2YuYTEf*36ZB$W(|t72_s3YZj+)J?_Y2Ks6{A>X
zflLB*{9xye%wa6FP2UekbMsY-t0fsEj5fN(O{pE8Kwk}?+;H6cS06edil}6R9$(YH
zd>W7ag|bF43(wx=zeR`LFo-)IY?=G&r<;j=bA5>#_j5PZW?zAdPxSIgG)s|lEa$t+
zLHv}2Yng?OcI$BmYLoCWQb#r=EkeT^7734EeNDI+rk%6WJ(A`#6C@i4B1@kiqte@p
zdSa&E&4toLXKsu=3=wiMrF(t;P9^?42lr<u*@gr<+o*KrYLzW*OMf#KT`}2k{*61L
z^LgL1k$<y}*p4wB@ML3Q3}{yQcS5-aK6tAf=^Q~^H_fLg#_9D84~X()5+GnOwdnp8
z&0WWjPD7yH6S?ds`jO@+tC+(zu~fWh;AH&K=9q9=L(uXa?Q_zge?rv93!xy3tvy8L
zF1hWA<5?grIJF6DRg%@jg&4Y$E|xql;V8gnAkb0VG9U@c;KXOOCRRG(lDG+22#4-;
zp2+cV2AkVWY`;;1L__TVlp9=_F009QOGpwTKB9maeC4qn0~9Zz30W2`8AV~Y8+DNV
zs``TOAxbmLK5!ZZw({te-mgYzPDj3eWjB3x@)Ho1eG^b1o{`p1aSbU5elVN{jr_8c
z=A}B=9%Jq%{Qi%QO9ZdO<FIyVF%9Rf<!k9tUk_x$9Gv!)KT*H7-p>ubtkQp0X+AxS
z!4{hs#HGg3V?3_wqKR_D_!wpH*!%bX8c%@<V}8posjJfEVlq}u3IasnNT!0<ifU`l
zSCrp24Ky0eKqtLU>Ko2&wFg_dNUyu()6ASK^pg2Wt%)h-E1`bU9Ky9)h;*WhROdxC
zM$~?Ak&nYtd#C~R9EdQ|IhZffz>R``L$$mv#5be|W0~Jm0ZA{-XGElix7JB#o5tHx
z8&-%h6la684%md08VGMTaw{(C6)ZgJ8ghPl6HRN@;SalEEbZ7R215d-q>T8g&5<?P
z<CIM7e%B~aR^D>qd<K)o5P_2X)+F%W1&|Bbz0TjW&)*W<SBQFO|JztqbZxgW%--rP
zlOQ9;w2y>Zt%tJfS7RiQTD#LEbxtiR>l&A)-fE3hbd32igpSH@CP-gNK|572Npb2h
zGSQ9rE3cfJ1g^N0=WsP+|0KD&J9T|qS8xK3JMbq%Fn}%a6KiR%$S21A@YqJUMv8-<
zJvUzsBhmF(dd!$TaAk?xRpWAgcs%onFEeFvhy>8DpZvYn(_p!imD8%{1bw9L@fUvI
zeZdNzJ!o<>#ZtU=x6@jb(?R*j_D~1l9G3}m3<|)L1x)dS(k56{D>yiUQBTS~@Z2bX
zfvx=Y7N{x2EqK@Vn#noYY|J3l@-k9fzLm&9u-E=>CYaPxcoAVVS1~J#(4>i0>ag{r
zN!B}u3HG1A+@>L(58;8mf&{T#R}7Ac2oI`48&4X4y+T>aU>+$}P#Tf6%<gBEeV#tF
zyPcetMx5Kk!hl+hkvvKv{9x*`md{F>n{@EiV}cglcPMu|LT>0Xh|oKN2su=<g=B5Z
z(|J|n8Jwz;BgKn&*ct=tv1TBS74fPw2H$52XcojS7#<Pa{b9B`e<-$wTNH^hoe^b9
zu(ZP5{cTlsG|C-*hp-bwi`!QhxQE2KAe@Ucjz--A&h_}YXw~?)iM!$&?5EFF_-aMY
z@AxO<g!gsa?_QHi2#{A|PRM}f-R5&UQj^HtJ#G5tPC5jAn~EN>jrir>TXh-$K*4;5
zJDi_y^>dXIX6)$ug}J?OmBqv!wYmmWBP;5=`@`4gOko+Bq0>QI9gE#YN@4s+aMi%J
z@?4FH@xKg)^zVXnY4~YI=JK`I7zez`s{=s!%)GrD+eoigbaa61#e?J=FQjB}{6K!e
z_=8^1)_ntV5g~RCL`mF{@W{RXDSScyN9GsE2&RAvWhRX>r=kjBve;@s=u52|z?J$x
zqi$4F9&o-+sX4)m!<&oLL)~th8uQqBF5A6Sos9YI_}X`m6#m}&5EOe@1oLBT-D_$>
zDl<iI3(T3DSF`~vR9mF|F<(!&$cK`@o`#IRH$l!iSHB<L%1=jv{&PPlY$Tr#u$ny@
z8w+}uK}9SIDq<sL<3wUaw1|p81b*Fj*Vu-Ow(_-q$qoimcLw5nw^LW$<_yz@tMl~i
zB^X~kG*URxzgH(E*_EAv<kA33=~hzQHK8$n+qJX-GVe)d13_>pq{6`u@eb7y7(<-X
z++!5GzYB4tb9e>Akm*!$H%`^a;dD*F{(iz^vck3~i_h&Zv=lEE5bm_Z{2m?YkvOcz
z1c~Le1j}8=s(EM*NVtDrL?T@Q0Xh6_qW@cqPhV4h^Y~US_pL{t(8F4@Ld5-#%)Lv+
z>F_qbm9w<Z!zZ`E!a4S)Mb^4hmnrL*v~6>9sAFjsw0&<ru~Gv?hN@83hcujK*8TS6
zS(!O-R0xQ}4-n!vs_$K8Q15)DO?-b8<LS@Ug^kcx8<L*9d*~mEtHLWux|-GT%Eo!V
zVuqT<ZVLDVCDeh>3|cbVJlhoc8}Z3FKUb`z2`nX?#+7LLiRCRji9Lo7&tdC1^P>JD
zzx+HAxmNxGtpIqQ(bn)g<i<O`+--cJ$v}mV0mCn~G)}g@tNPAFr*mX0#b0k7z6~FR
zYlLbtT0Z=f<!hpH%VomsAS#>srx59lr>5T%yH3*0+vaqJE6&ZXXPP+{QoQehX3x*@
zJ$BTfe+hlq>Pd}zDdMYqMkIOp#S96I1bqHnmw5DyJ4U@!?8uOgfXyq%nXiQhRweyk
zTp|PW2ClqJ-;90U(C*cxnOMBrELf1GlKH+Yz2R%RE^2<crEDtWU$rTWLu6F6)QtYZ
zln==r<@*TW>-_XC;lZ{XGTS#qv@gs!siS~1aarSqM(8nrF*A(^FRj+Vev*~#T#D4g
zbXp3tUfq45ByT$G(y1X(D;rhTDIz^#oOd!k(RTD|Lsv+uWm{D)(+6~?CuvofwWu9C
zu_}m2Vui4E$TeY2KzgyBJPLT*M_O`6mS$$S9{%k_*Y0N-5T#3;o23r|?C~0~6L7@M
zuf;dXlX=!J){wTPx;d+{U#<3&o%HI^zlU|_%zODaA$G(jLM|Q$L0>?*_3e)1(Zqbi
zC()bAPl<bB(}~3;<*bo8*`N;bnQdWAdnhd%M^#^klFo|yj5;N6_mb|{Ezad6Z<vaH
z`~<5>6GfnL?Ag+*m+yU#5Flcl;tpKRJIb)R>Nu^s)H`Om|8_w-xD{zVCmQ2!`=d)z
z`F2=_Uum3FmuoTXIgGV$e6A@#XANm=2B|ihI^Uia>vb=*J@WE_ga8J>leA)o=CI&R
z9pCyyLy<w4=T)iMZ1OB^Rs?*%&{88J+3ijyuHmmY@~szipO`j%p~~}4Smq)bV`Ex4
z7T-;pZQ8yIZ6a&KaC^rHHmdI>9ibc?z?@RX$ItqrUJcbg_0YuiTl6tjf;c@Q9PnER
z3}B53`MkXC*8c0=9>j0nksR#ijzs(Z?_-hclpvcDO*8!a=FWE#-_9OsG@OJ>pSH*?
z{2YBM!spy6Cuzh{OOSU~jP5{iYxVMVJFCdBH~UiRP?GQuq;L#mio5UL+zRHZ-_0&z
zfCFZR{!EE68!xHxoCD55{?_w`TmbPW2;obdpX>{uVM0|?iP+>4gC=%UVTQ{ED&_CP
z7v+g7)Xq3b>>GZCcVoV5RH(qmoo4~Y;mAXFU9PTZ2Py=j^Ahh>3=*IA&Ot&K#xoQM
zxNqYSCr4Ev%qrM!ehE|8Ikm+l#8l=A8xZd_pAb6yd>pcoUp?atz?QYPnVxO1@amcS
zbdTaNK}wjbpacaJ7#?_d{1GjcxF<K7M^0bY6|)21em#3|un~45g95v|c_Xj0iymhS
z5?@*qRS0zKywH#6Ls>9q9zj9m?|NdB*+@1GPEDGP$0Uw^Gk;_^Q0s<v(e5^`<YpoS
zi!*^%e`^(J^+8CCK_Hmj6hzouet3KmyNP@Tua-LZW2-{@&z}xk^?@$uSz%Rh@gtVA
zlF%^pYjvh>St^~vH2^*!MHuN`d|Yf-Jl~I@gUZeP1n{ytdk|t1gd!>;u@*cNWP+-Z
zmGpo!f8-23lIF|wHolXTCd~7o?^-jR(^#$N1yK#1E_v!7Lj~&O)1isaH+w%1itta|
zu)dbjg^3W+zP*kOgx_h8vFHg80EcUiX`s#O;=6^H-veNH#Lbs0!}m^-n<%CjB<a3k
zwG}AGkHCB~;s)8(*3_-O*~mxV`Kk664N@E=&hlRH9cj6`PDec+%wJkLL2Jk0-HBok
z{yU=N#E?fl1EIgBLhQ1$PLmt})Ym;>K<WROGFs1xGyqY!-Xc<?<g;fOoWmN;_g%=7
zcs#+DG%Cj2mzLu5K6{-f>u3O-W4h-L<vY<<JS*0fB}?jL$ebGy`E!x3o&w0dU~yYJ
zcu0$xFNZsfh?Q#Xqsr7qlo`!Iqx?}z=|lB}7&$P?h8~9m=`d`ME!gQ3qtcKol*|!Z
zK$MkxW^Y8kh832mgwc^s)QLaK4&G)_biX5l@WgEBSE^E5f~Ww#CJ(%P>*1#}xJPU9
zS{~GFO=Kk1Hm(uK`-4&uC06^JV_xIz5$E~|%8_Zr7B=;jmNKPj^~BX*+mXiIARl@?
z$sZ&-{Jvd9tYUd?ID!zff>nq7)n_V>$B?1m+!CfO1Ol1!U#DyD6Kf?6q!P~c?;^V#
z9lgDxVZubYSy|!*RNr{i!fo<Rce{(BOO11Q@CET&2XQU)&`{(AJme0P2y1tftnVfP
zl?pKJJBu5=pEJH%DpERq46UvuMIdg$G#%eyq?s|sRslZq67C*8JYrXHA|9`NC-t7;
zoSA&<3F@cjmoV-0iW_3TSyy8f9nLg7kez`*v~@2;ec%sWuc3pt{Q7&utC91_2UOpv
zl?5u(8;U&FX<_M!j8J{I!}jfq%f(o)23L9p#a$g7y*VQdrhM6)(0j_WaGwN#^xuO=
z!Bt8a5GMvf3;4`u#3_c~eJ#}J@UR1&Ed!TCQ9h34c}E1Y+b8aDZ=1EGkoS!$6@3pV
zGq|Mw*KP9yl~bMDuQ)$X+NIshB^z%ZNZYU&=ETbrP)O3jsjS9Q7)BwZvLhJ1`u1+B
zy`)2M$qtd4I-;^TbGK*swri!);AN8aQvs{=9f0^Sloq283Mk{xP8~a|ZmZRPE{Y4e
zD9ElAog$~rf7WCHqV#KzeBqkR#-R#Cecy<1P}<>SMAH?Z<f9Bq?J*|xSZ+kqX>^rB
zyUE*ors@$V?_KxUTzxU6K(~z-SXIid`5Xfg=EEYzh|>n>hmlAppeT7e!Tv*{WEYG)
zLFF@v2q9Pc=Tso@A6Cac8U{TBk$>g~kZXqlls88ZrD{!K#d<xG{TS$)lF7wbV84tn
ziP%Q@+MQ$QgMyAHJHZa&@IBJLpFrQze)R8F5%9;(`ka^P9jQh`yJME)yoZh_Ej1KC
zJ4;<Ftd~`pk9D3OA9<=j%9kZ&0Ak{)Ct1&1FH$EOy*lz2eX72yYi6E+b_<9LE&n1q
z&=iD5Zii_V`I}t<dwMPL@aoEi4uBk63$Gma-hPAZh7120Dfen0|H)3oEG#<nj_Y7g
zE^B%{gl(KK#<K|d84b!{X_p18BcO8oK&D^7(Iw_GyKNwVPjS{W*#ZIOS|gBLd2bBV
zgMG*Q7g7AXzmZ+j?$tHS8Zt|8P=gH~@O_FNY;YTGVpM8!g>YIDHM75~7}U+tZSTg2
zhAkcpJ20!(r&`~(gtDbQ!nquOG(ml1e(WiM&Hpa)Ur(it$OKjHuJn#J_3ZQ43isW`
zQo~<#Qvxj|(=SWmK)3ydX9vpRqlM`jjPh93CPK|EHJEjtl)%qIR$IkfX*BB_Tg0qu
zh6Uma{+k-g8$_2O7en}R!y%aCp5NDg19UT!S3D~Ig~R69jCOBy46jZ=Y-~9@50O~i
z^+Z5mwc@5PNep+m_(x&xLY0*ID*=$Q%2jR=+f4(35RNJ<;(j~9yDu@Ebk>7ibw}b@
zbK@rHHLv$`+C@u6gd-g%yHOKb`6vh`yD86Ish{0Vj`D?Iq}ERj2+?y{o;|1Gv)QG(
z`V$Sm=0A5fw%r|i0>cGM`PxgY9_^mB-?24DKlW3V25gHd20ylXX$6Dr-x4yKj=c-z
zy3LbG!XF6CPsLgAZy#s=IF2jjdKz<c1R?<#Q(^COfiBv9P7KTLdM1u%anM;hK^G+4
zC@^sz9kV#P05L|t=l89vt1Y9viJ@cw^$mFB*np%rRmJK^WJgvLtp2TARa;Mj5RY7K
z@vChEii!#38B$q5Ey4!Quh|M7)HZPi!^~eb_B7y7JScFtZJU~+00K5PH5i()|BV~)
z-DO`m2finm;0(eKv|`R}-QAeL@d6y0@JM|#7U17c)ri`Dw@bU$@$be`ygBAHU1?~#
zU8VD>+bGE3iTjT82xC&)mzY@Xv38}@(#gsC`U)q|*%lc@sOTqSn9O?reE>i&+g6Ex
zC``<&;(53iy)N+7g(U#R2_v|t9An@kN&$|2gAdNm_U6N}NLWn46i>I>hKyR+4jkkK
zluBO!jfta<V-_4$*bSJEBef1D2$!b2YnL#8VMds%RsVTgx_O>!<06zx>?=>h)o)ZV
zzfg^o<-PWm;B%3tTkYLS)~;uUjsMmmWSgZHt?o!#xDrvlL>FY+jApTLe$}7sZF59W
ztn$S=+0fCg_uJhvB4?uZd}|fno+u6moH|-?++;V9$7tfI8sxB8!|9dMK)jX8k=5XF
zXl7XFhz!hWo&r-j;LaKfjB>(H!AWExKqv$En*&b7KY;hy_%RTK!IfeW^pg5YOpJZw
zrF$6fu5IL}Xz#_@ymA{^5kcX5bLj_~jDo7Nd`?T;f=Jlyf_1zBqkO+i(x3wpy`d_v
zlwToj75@a!98No!#n<s7R)H3L6$CT*g#ZJ5YWvw5t!n8NCZ)A0aEy~pSc*t(qUjc}
zR9aqN4+dUgX6u9L<l9Q%ct$7`3K#U*RFnZR69G^e<{B#i{W{wiHUUaP69#1jRC$#R
zx$3%W3r4Yzp1mK}d=Ecb-I_qhY9jxQXJrd!C>tu<<h=u4bNT($uNi%-r_a`@(NB9@
zze?qs5Ww#&MExm{WaN>8Gu`5N>}k2RY+_Rk>Ya1FfPBFv?G&(T@PJRP-LG%Rz)r<F
z&VZ2-v+|5&X~bg1mX#uFWih~eZYHx9B_r#6wb_G^_{%5{P|H{9xQ%nzG}lW4_naeE
zS9`F9gDsJX9&G(-<n9AP`HSNdKS$Bq1+Nj~dU#leDF#4C&|WTn0S9=gm6=aTNCNL@
zFQ6szN;?HJcC~V|XJn+3z=E`Immk!+zXAH4H7)Hr)Qm~`mCCC8#RH;^N1nWICH!D2
zH1oOGDe(ib+G5PGD(zhHr9E38I(j5pgDm5<)8ijmA3IMwS>85>G(xX~k`d33iJFa-
zB<{`w_k;q{PWXv*m#)@N7zhcojQb1DC*O=!w{ZY8kI0!p7xFW1P>1Y|1mm9Bvf73S
zsQc#eCi8u#Yb0iLI6r~^Wb{5bKrd=BliyFjM;U=y+B{h&3aa|zDHSlW>BqQjM`VLS
zrteYmnZ!Uf^ATu$il;_R3jZQ0x3}k|UI2}muF>M`>@P!23<voL_!)BPJVDZA;DiO>
ziS^=n4ti2A+#NE*wOR!i<D%3LmHt83NG=`^y~ms#DU3nS4};3o`r`8=QD<(|%rl#2
zls5)lB1VS$qZ5!`v^uHLMTiso1l6>KrkB&YC_RHgP{DPzrnBlikWFTn(?o$@@5|G_
zc5HhNH|ONJbC54p-T&y+|KmYP<(mo4jr`u($*ff~K%FfN%q<I$<5$<3fFY;{II}{-
z0+W!)LXbY6ynW@jmn5C~-BVdB-dE*{px(?ZYY1r8QIr|s(K<GD^qnMS?&Df*AXFP3
zr|#bVrFi2O+*hwE+L-S}XO7fm|L5K*qLMh$H6ITHTNa!Yg$~YFc>yS*{6LB$+JA9z
zu~7zuxG_Su+Qsc!%iC8~1SM$yac03RuBS)fa$O-BC=a8*?~_oyv2L6$IPL^CT$|zt
zPQo_?R(zBPy`Rm0d7OQL?Ec~SduTpY<oNF06R(wntB0}6w=b=(a@ti*7nDy&S32}P
z>RzDe9T%RkmT<zw(Bs?o6bvhd0VG@TJ;}n!gG(M6|6|$tpWo(6Z^6|M=6IWM>`BUM
zfnVz20Jw6mQya|^eS}*K(^xkPR26teo?e1e7qxM8QjK$7#>6eUfO?dLg<AIrgYdAb
zm`Ftm$ZXrV*f_wz2*c$(#l~NVJr+mGz3?*+$d4xx@~!tS$OKxVLQ(J)$E=!F9}w7(
z_m<|jn)qV#tNZ?I06y^XQTK!MGRFfHfQL>OFdmHo$0(+L(8-l2JM}qOk}0lMj%JX;
z2Rpr*8#t~ytcxxcm9Hg^df_fvO$!=7Poi)A6PQt|_E7wGM-O$c^!hPlU!0*KH04HV
z6IBCRaPM@qw-<|{mLq@Yv6mzgXVgN~3%K|@ge~ZIdO`9K<O+ACJNgCC@Rj@BcmV>0
z_(F&6d_%RDah>C<G*7s61Q@}?9RSF{<fw1>Ed#2sudTe!4)Ei!EAIj5?Ln(n{)y{!
zQwv<i-!!LDriVt9i#l<I!qcU;LF9ue+T8JbC{{cENPk?EAUdq(zrRN{Gd(E;GFkMy
ztHrxdz>5_`G8yz2Bm!@S?@#3T0bLF-DJX~B0Ff#sFn9L4S@7P^oor!ZbjJOE2NG7{
z&n7eKBBROaCdNKEd%Wrb7+wGGgvokl#uqEQ1ezOfz?Of*e-%X0*KumCLjxMm_Mb*N
zqmP3TYgoqOS9_v%sbMH^$j3t>CVFL;pasOszB9nlsno_7<RV=HQ@EfT{iQwn6AL~T
zC2+nbpG6<3>+TF0oU#YbQ~U&M<H&S<uP^u)e9w)9B171o#-_mB2QZ>-?=U|x2WQN=
zEhB#%kj#0WKwj@7$!BXyw>sE2b0T}9x!c}0;vZ2~wkI(8WXM2{IsC78HgLR1syVKZ
zkDhg<H?kr9&A<u2)03Y9cBUsl*A5O>R!Q4j8+%RlKt_>@Sr1rUDM)^exu5T8s_D8l
zjs>!QCpd^894_obvI9i#L%1ojOd6=js`_UmeZy^RS~23@<grErzmVcbXH1M7&vSi&
zm73BBqgeB9i~*ywCh&pzTZ}3~kYW?ra-9nC)~)=k>$>zfup^uB;32WUomjNW&r61X
z@MaV)4dw1sS*F*+k7yFrK*c8bW>`AXOhq=X@I5;9i!a?{+g5|>(#K^d(-eCk6^{Q)
zg(@Oe@CNSBkwvvmRA^7kgddsiW!IR$7C934a}?t)wM~~xkEK%<W=)1{vze&=4Wrt7
z*nfJ=hG^j>hT7w92z*lKIq8FjX6Soq{~O!&n#NHCgZ(YUFK_{l!iAL6kZdxjKF=)E
z8z29X5z-TQ@@VVygqny7n>NFo-&;D!tmmo<Cn{uvGQ!vj_cOfQB4VaMU}&!S+DO4x
zsiTq4k<g2Z6NzzmB|Qn=V!SV`iY4J|uq6}ZPEBQ2lC7!tL=pPg@Zj^>34hmH(f5gs
zI19FV`YODVJ{oRQ|B8P@cqgqkiZ+j|-DEFMQGhIAMcbyFGH{;RKtZwhVWYCu#sGP@
zh}@K&M6JUH9|?@yC4616>b~`wz3bjWR}(HP%eZ|zQE0V=k3e+=L=ZEd!-q)aK9q!)
zZAtG=Q6698)zvY=+m(U2XeLXcx{o5fA6ibsE8d5)IaQEh$OAj<{hL{{8USfSglSx@
zr#dlzId_RBvA~~MO&x)=hq^mH2JS8FHyyPB{&KRQJ2{*C{>$msx{XwN(d*g48KBoS
z$i@j)V<sDC8emE^z2<Lp+BEbijcd)g^*d#keU_Rs2mdxi%;bodC`!PKVhiEVRS?Fs
z!Pgwnl`?Y1wN;**w5l#nVKAvFL1NtmBXc(PFd<}T8~-B8fScGAuA>nJ3$44(-#h81
zT#r4{|21iHh*2an*S}%N->QApvK{G0sqr3psZy~Z|1+a83VVGP3co#d^ua;gFk&?U
zQE^nzM&%L=qA@<<CNKQ7NI+MVe91%KyvOx~38p)T*!zeB7u7oc_benF>&~dn<j!cA
zb&BgV9o)Vu6{poWWP?g`6Ti-r#w1u0$U7n`d#<?q+vX=cO6qAyqk3n#QvZAK_wJ>D
z8QW^`B7l1_bu_*anQX@Vw#D|s@6_72B7#)1-h|tuzVVxE=*G0iB~?)NS`c3+wJ*e9
zm>2hrs-jANrr>#Chu#t5?%p6E82gx4@MhxY7)y~J4hnB%N6Jd=;mGgoOS5OrmhBPH
z>gDx6U84_SajzEAZqN9aQuInr^FIo5LwEEdrqVx!yt%G9q*cg-7gWTEc|e8z%2b=A
zMu}<_Lv*?b>|k>4X^5x3Cud?ArX_ws&|FIfmmH(KSbab8v&_n`LevV{Dk8YHd3fV!
zKc~IPzz%ldMGR442$*BiXbxrP_Iq5ZIO&V|;-v|yD<UGgY!-`C*Uq2NYBf<S@&rbr
z+_xnovHbyA;!fn7T3{Ei^BD)h%yBP9zJ?RP5f|76;#y8XG|ok5Ccn-RjuXH53^e(g
zE?Uc*YY~MvwqNWPzH-Sh%F|isqv~ZwK^RD|Xw&Geh^PXre}r3{oHWF`f7?HLx<>@R
zo;)FZ{gF;>5lJsa<}Z@It(!HY^-_`w41Pdl^SQW^<aSF7RVZxLbQ8!sot)5ZPDFCg
zRnTEfD_n4>Uz0mdNyWc*ixjsU!xnx$#(#8)3Rg2MN7sxD+>$%whO&E|B>{Z#@0?Md
zyO#ulUZ`?4gza=<qxd#UE$}T$zD}1OaL~retm4SeCouAjnCNzJ*+;y%CItQx3!GhA
z_cwYsP^u66dK>CIcx5xsPW#D*OSi`IN`S4$0IP`VmuB{6ci2Ry4Mjhc{Lk^mCc{+P
zbJ@6Zsn>|xvPE2p$@*P`9oxZb4FBd@<T(tS%$Ax*l(A^9M%}zkW)VuHHd7?|>jaQj
zmImdD!+kHz^y);#sVKY&!=}AUbF>gqg^do;|3{puVDQ+DE0}B7Ono~E3(nZnX=VE;
z#MwIvNXk0j$Ul{Zu{RHSm5h9@_Z@E5ejs@>+vRc(H++_r9lq~l5ExLv)jG5~bCcO=
zv=#zs)qbktUZ9O+QpH{dd@UH|U7U9dPm9=nU(*wko4SoG4=8+}oqyKsM@k(kRcrXN
z*bve6K8EAbYL*mq=v-8|vXW}Os#A6wE@ic{jG7I4({q#)^#W;`!Ya&+72)#f$YncS
zQ!x+Pmg}`C`u}W0r>GN$$24k8ItIGCwrLPIhM;u_G}>oFX)sS##lPGDRBX$w1U7y6
zB6`cwWqAsnXgWESLRIOuir-e5!Q9s|S7wOp>01+Xo%`@1YV)3*{vQNqVU%cL6P(g&
zNlbXN|3b3<ei6}R*SLCF|DXOaIbYlMZR=P~M#jcsA=R>hD9m+ecxnkxLg%~|9(lf=
z&&Ffr1zg4ddBk?aBa;0?@@0!x-GZcmqo7(@`0CHVO;nrqq5grv<cEv`vCV9t<JRz6
ze3;rfR{vZku5UNnm<G4)yjZ224KZmzfiL&uiI2Qc%=Php${>=3NDtKZ9#~4|Ahj+g
z@bTPDf654}vq{D4aJ3XV*a(|YcXo5?>MrTq+O%KaGvA)}=0Xs~M&XGdjw*fe-p-AI
z$}QbIwKv|MPZMKgaJUnA&+Vj0GBT!yiJ&@@`ls+AUFH8Wtg=p?E6|b1ho=B*kTi7b
z;K3^gzM<o$-$T$6@FrsO&9Gl7YEpRA*PGhh&9KEzO_feFF@_~pK2q)fI=RtKC7pAs
zww|7rb|6>m>~%R_BF!b{8ibDM$gmO5Hc)g9%`(`ssB0(Nm&O0k-bv?wS_-9pRxvB?
z4hYG`GpLT<`jt1mPnRytQp2@5HiF-29dB=rY!BY&8vRu(0AB<aZ{Y#ef(2k!-4vU>
zBWgyD7$5laY_$Y=()&yGz}gfnvy=W)npfqD$H>Grec%TGLqMe5X(l85$S%%P{tc0T
z!TcPi$h3rkd)HFTdj2C0ZbNp_VDzl2#H>i^nQR<Sl1P558zmSdt-(eeoB_xB<Rmkd
zcS*+4!)E;xJPy;+!Wlaj82tPp#zz=w9jKZDJxd?X85i5cx%*)5MjGD&LfGbe42aka
z7vqF!R0mVOC@B;nugR)<kapQW&YTfLAg-9*@CC#|*ldMj$a9yU-x{?QnQ&^mGGNKP
zo5ITovr?Z0FE^A~`am)@+_L|7)T;sc%}u?=vZbRN!aXDqL12n-HUJEF5a<ugCVju;
zPd%TKb<L%}`06GmWcG+itwF1ldntD6;_+h?QBlc-&Z}|WK%l=K-!7m;1zisdw=-gx
zjt}Q}z;J&Ol0j$3E;|MYzl@&a>XkSAdT~*%Kqe~whz%Tfm=;c>TG`6p?2k=IXW`;R
zphMwv@PtaT85r%+HeIq+yZrA<+1>pF_~l7eMh5V)ydG|(n#+h9RFsX|o7lh<rMbd?
zwuHB|v*khIU?3*NL3S`Uwpb#8{#1f#22mS!b&8vV`?1+gAuI6ntjI84Ss-?3x@D1=
zH{5~08PY$g6l~|tFw9q<XO2K`RGfcq;`!c<b>A@`9-%FsAQp<WErF5rX8L}6XRj{K
z)<+Hcai3k@*Qc(P?vntVG2U&@n@X%fIsd&cUgd}7FUXl{pmJAtDae>@US|dW%mP&K
zLQNnE?6Bqb-$ZO{c3+Xn@T}_IUDDi&xy*>$f*_ymXmnqNS;K4p2b#`bK%yFM&~NdO
zLc7~(>}q}r_EB6fVk1Fm8!qovS}H#wNW{CW>Yn&`U!{}f-2ep<;LSLr*boThM*l?b
zKv^-$b)`3PEzx_a5)B5m?aMWoZ{djo77>j2K)>hG?>9YiV`_1_RLCSx$(C@gxg9P2
z3lb(td;?O33Z_=rJ&dS91;==I{kV@)V}6PIm@k(0?|5?FA$rChDB^CA4gE>OK#6TC
zJC3&c&g*Mlr)VRS!Z~|Dabt5OID77Lt{H06%#Ha<-n8nkgr4N#mP_Z!$q)NPM^-*A
zq5r<~d-xr>?g6yPOJyP4>jBMhpG6sDzP?jOde8aY01a>=ED~!wxxCd|8uiC26{vH<
zy11gellCH}isauO%(Fz~t^e*Q3jO0V7#w43^+#u#&r7x>^~EnZ{wP@qlI59m0+M{q
z%hCIafQ3W3&{UOS?6^cdIEOD^LJQ9|F{p@hAk(qIK?PZxS58N3<`M6%aP-nMD6KqR
zqtD!7i5?TH$R?}8Ke&}Pax@9OeTzZK6Sj<ggXSoHB&n~E_>}*4WP76}cqlfG#~2QS
zV(*(1>CFQAZN^>1tW&19SnsD==U9L}m;2h~zPH+n?Ni)u{_=svb@iev*%bX-n*&yR
zuh#!w6(%ddznL>q>DeF>n6AI$WurYlGwQ5)R7*rn6l4d<C@|u}R9?jH_^9EoI<rar
zylzmWM74!ZwVozCE<}L0klVzT@Y~)a^UEdIti#}dRI8@qYPL+w>M+ahmi}nX%f^ZP
zZ$59Hii(TpJ}X5e5PWzc;XG`4#H5qf)`2=jL}d>ta^|Z^e>7?4{FKzsjfQ|A|K$o-
zri65=2{P-#4-z#NooZIVH@we*d(Rgs%@A92lYXB=Sy}laM@!6=vQ;BDdhy<mBPNlN
z7JaB-pCCK{=K`-_Rz~NxtODEuLHGS?p!!qzZbSiVIwl)?|IQx?aFUf+LPKbi4RJW#
z<iH1m0gcTYBlgUUTkBmaHzfp@?w{rWlS$~=xuF;3zJO5L;F4P+Sss=UCQ|Ot=Vm}-
zw`0?4<K=5E<+vgZ)22BzqpGW?v|U*AxJG;Q&Pe&cubvK1b*s|AVX<)S`0%icB*N*6
zgh#n+CMOZk)2Zxs-8v5BOjkw|vMg0Put9TVOSB*6i+D|N!}9$XUFoBrGO05mAcWUe
z@Ngma>F*U+>d+Mv(o>@ZvyZdqx;wWYyfRkKxWhyjwT`p#ls#B~<NcH(_Q%rzi=gn#
zbZmPiJm3>%sJ^{!rTW1s-@8r*O7h%5kjlZnKZNhJRp~006Z(+0|IfJ&hMj*tw_InA
z*gN&8VmI=#>{(_4u^jukz*71w2-mctf=p_~e-7Stf68M%Jpsf{$K6+NZ2pxnJMg{7
zh)GOKpBo4poA;L`m>O_&5Az?6)*rN*II5rr$AA3Z!XMwT0@yUlkB4vha&Pg%7+W&|
z{0EAA3^VxpghhNnT;=!5au}~sem4Ak0Xu@1Wj)tmT7Q_kjav;aqo)QY9IIwNbdF@A
zjlyc3tD9?qV46KL)*n6hV`Mv8?+5&0sSp!e{2Xg2rR%%tB4cqX%x5)nsf*Kpqy)K>
zFp@!Lj;>h4?5pO_J-<!g&=S|=3~>Hiv9)<u5+_wcd@+SMHfR(N9&Tx0hJQQ763&cP
zO4whkV4eW2RNNPgR}FPkb^bhR#bV;(%dy%P+?UV=*BQ|Za0DM%mi~zE7ou?f)N!Tf
z<Li=bUl*OQ^<co}V;e>4F<OXQ5MduFhUjom0Pc2fzQ3+7wb}?jJE*C^uL2eEw*e9F
z=71uh?nUrJ2UMbV_H;n~h<JKQUntZQ2a&+Mr*iFfypq_rHJ_N)NE3mMS(^U@EOh|G
zmB82GYb!WVKlOvIfVK*cIqfZr1JfRaJslu^5xLGHZ7bIPUzVY5Bc7qgT9;J2n)Bny
z$4RGFM8x#*)c;_5K{z)mhHk#mp8@CY0{79AkEVfFyaz7WN(&#ugcUcx!nH8;5HLf}
zJ6Q;oCdN?rDzmWmsH66OyoiI{onxP<&XfrM7I7cpp`aqTd+K0yF?#vb+X5H(U@;C3
z@g)UU(x^78$gf3(u$c=uDEse|I(mA;bOzSfKS1%qH#e~ic$eO)>dOBsaz+t7nDyo*
zGN6u8c4<SWZVwNjg(@SI^$&G6km9W4tL(M6u`X7X|2BbQNbr^!N<09cP{vkWZY#;(
z53X(WqN65?ET<tBX@DQ`0(6G(H?3{}e3G51`0APY3aK2;_|tGlE_bAZD9+aRvDTMg
z1n`Un3~B^0hT2i{_BUUcZ~aLRVaqOrH$da9(ruBlWhoP5cn(6Gh52{W?s)6_&IjV~
z)r_F2!p4co@9j_%Tx*jhEn?Qybeo+`BpFgtP1BIr-iA|`-6Fr{v`brFLkHAIusiHn
z98R}(Ez=fliI&!SeP7DP>E`OA_^FiD9<fe9fjLMcy<1q;n?bHEHvqANJTXuKw+NQc
zH{4A}2KCAM2$|{rB5>30iitL#rqG~{h3UWYRa64FDD8d?I|1;L?f>u)KGhyR(Wp)j
zaY<b!B|;I|x9fr?<fy0#XR-oCj}=AMq%?vS2(^~ZCP31OmMz%>GE*Yngw9XXm|9-n
z3&nrA93q2Bes41zk%}8cBysi9UG#T1$Z7iclxAF(RB49aX1B$z4+^NFC?f{=ObU(e
zndst#rNk~-WuFu2wq(j*UR}BP6A?)k+cZN57LiAmfox!D)j7*KQMT+>y|bynSd<3e
z*!Sz`VhJQN_vu!*za+vCIrw|t2@qv7KE?)S1xe$yNpmQo_2U9;Tg$;4Uf&O1wNrWg
zSvHkqn<>{vzAp1+78O5cNeN*a@LWgZa1+kWP4FjviF6XH{paKaXfDc+ewD=ie1O=u
z$nf>>nTZSO*I)4i10hoxsijLu|KI6wWZuXp;|D7q$HtgHrL3?6YD&`xvLEYMs>X%%
zWFV4*FR$aV<7e$MJwZ(4f=@40qV-)cmeum02ntEhA)*Z;jpjkMg<y1PB2D^YqZwAG
znbbjs?S=VvkYKiWUEcjXrl*Iqmph;@hcnTaw>tWHf$`m+G7QoJYY;e-R+W6<y|zTj
zU;oorY?k{`r|Hu0EruWIz6N?0eo9a;K|Pxzg=F2MF&P7Ymgba7=kl}_r$Uj7q0aV%
zs8&8r7i<Z1Erq<3If^{j3)$3jl%ya}<5pv)8Z#K&dk;|@-RgAtoAqKhpJ@*D!hTE)
zO(ImW7g5%zalkwJo`j8;E0ISz>ri&yA9R|4^7rNf|KLn5YwTf`w42bhDc@4~pKgBt
zJ2&4EAOQMZW-PP>p5%yy(fR+-^_@{oE>XJ?JBV07rK^Y(DbkA+1px`tdl!%rAoL;~
zMMSA8z4zXvB-DV4fQa-G2u-CELJy$@?gY;Ft-J18_xy7m-n=vO&g^;i-p_tEH4Wyp
ze%fW*n>6Pbl456+8z&m6eI>%D6QwRk{Mg~1*Azc77*LYI2*q_+ylB^ZVXyt7@A03u
zQ=PkFp{Gmz&rOP56g(nddyvudIb)&bfvQ=YzUwcHoa+no^rSU63(^P4to4Qn?Irc^
z-#^8th-Dj`YCjDWQOff3S8BsS2};h(W9Z2qOWL(LUazj|36b5>WYRl2d&Q<`y$}Gs
z1*w~_HUph|FH<pxjb5WB0<7?S(qA!M2cahXd`0)V{&)lenA)G;1{oltl0?OW9dajs
z+0P<;U(B3Af;-bh;c4rOEsOw1>M`(wo(0!|`rLhDh{@>1gMsTirQ%;a$p8a;G{9zd
z<?ElLK>s5$OT$y$!@Q}aa)cf3n_F(JWcqx5kKsGs^|`HVckX7*tUb681BZj4>!Xh3
zH5bosKHR?+7Fk0a{{VXP%5l)^*nP8{Jd};%f!r59o7Z$E<xn>(CvVqe6o`SJe#d-X
zTm`bB8{z4C{jedB58Jb}$nWLL2eR@zUVOlznpv|&*?Mye$ulP$&Ol3mpnZ{D^LF|e
z$i^4Pogr<snOg8^vVPBYu)Nsk{aPLi_)vk#AzbtGTo<dEES9CWc6kF!cCU@kR5Qk}
z0jY8C`d2)Tq%x6F)P&~r^($A^p$|ZcT4ZSFM^lI5<Xckk*j8Id)loWt`6v|?uW^ie
zv$Vddtp4<Wvr2Y8p9NdT?G$?9RAUv1dNZ^Sk*ce+X17$trB4Kqfm)zXnZu5u*vn_3
zi0V<T$s{qKvVWkG1@HDLMgO6-n(@qr(6*4m)2E9h-pcBN_A31VzqntO>M76Fd+<EP
zMI%rE!{%Y~Dx+V+ZmUkCPOJAgi^f28Iy+|j|ElRWQ_o)k((av9j}d8K!=%X^(#B=C
z!iga(5R%2yhmUHRh&G%8E)V`4#Ond8*Cqv(5lN|hagl7a@u80z;|zY<SqXTXAn0p<
z>*CWhr~aP$+P4d&D-|(sqoc2rszu>#aNWg$nxHQWf82q`#U9Il%+2X}qrAw03(Bez
zFHXw3MvZ{xF(;h+z4X#3jlD4IZXnBM;Kc}%n1evEIi5M`w9VG3wQlE(mh=wt&@xe%
z>nt~z)GKuFWMA#^LR<#C>hDAlQDE}gA=5Sm;76JN@LSwd8j77vSp=E4_wV|uSJ$ql
zYMej-Y5)Opxj`XKt6tdMCzaz#Q5ugFVm^To3^L+eo6fnoOXnPz5h<&tbbykw)_pN!
z)H={{@+GPZ1eE!FC(V9HpiH+3pE7KWsXG#@?}NiV^TL*rAJyc_P+R{%KiLZahS~<Y
z0IR9Xms(;N<25)>5@>I3-O8=L?$$oyE5&iSOL$ujN}UcOfB{oy{R<)X2Xq(eEybE&
zT_@?9|75bLdPbN*FOB=|@qm07pw_DQE$feKZSG#H^Q{G}q5cLV%Ruu8<wex>Xap@x
zvbWh^U6ME-M^Venkaq24za39BRaU@Wgw!2LT9gIh@^mp#(6O<aCSibb2X*dCK;>)(
zlxGFd%D>V-dM(u%sKNbNu;8=MSkFW|D4xE}kGVzNwX_&Ys?U9HGG$E^1e0aAr4mL-
zAs8-%<E;(vQo=N@feOwgcPCQJMdE+<IyI<k%T4Wk^tsODZt|q&+@kc>n$e%~`M^au
zkYeDPx9+$oc-T8))I?-{oJP*Efh4g8fhPZzt2EjD!2e8;%0MnDMS|eK$9`TieF{2L
zK+oNmR6W<s<#21bBquEmHP6X2Nug4B5(gy*5!HT`r~HoRa&-O-4u4&W3Y4u11nC8K
zVTDdN&@jL-fXu)20+%0Stpy#WNr(0goBd?I+nBBEU)elEQTT7gQ4dK~igI*8StbrV
zK==7Z5lwfR`6@sHm%q2t6bOBdk$O0^lW)YoRi=9e<WCFH>U`%8s<)p*Pn-pf$AE>x
zB<ci_K3F>~?y>y-%~=Y-9#xdQ#t+8`0;zR+DJdzSe0<D?0{PIkhVDqlM}sbvjU{Z@
zo`i36Q_i()RaEk_)y}u`Kyhy8J30lrBOd98O+dCt2visR`FF$OPdI;?kM(Psme;1g
zPA4~=eY2|9&ATqqYj^eGOA)nf-akNuOqrwI@k|EE$@db^`a)tj6G}fA$hqb$fYtqU
zx^NOb!W#B*HFe;@X9Vp@bV*+lwYLLjsNHy&dlIPX`AI`N2%2;U0S$asSSp}+SODp~
zwT%rKAd7qT#tl;QbPFI(q*v>72XxzGwod(zM)m%~hbP(c5r0-!qax@<vViKfsP`5-
zsiiITf!3l?-?^`?T^v>1FpLM`?Yf!NTCJo1ZAaGIj;;AUv7qcQt<F)gQuZkG+VZ3%
zlV}akitkOT45&!P%9Y!mby}Tmi({`BguJNUe9zLt0Qmq?6A|L)!@_OQjA8}?nv{?;
zzRo^MIA>Ng!l9pRtI5H9-?8C63;Hzh<+bxG*6`jR_F717j^1nNg0D4PtV;!C8Rday
z^kBA4U)BYxnu!B%K+XUnB_LA`^2HRn&{&OuS$B}T?gc7n_!K}o@JkJ$VmAL8c<Oy*
zq|Pag!c<N`GztQZ0nE1+`fLXBA`GH{5dUfWT|U_9hhhz<jPp*t76}|v02Rf7pa|NA
zUK#VofsT28I4Q5ri+(?G@N{16>+#ui*h?2EYrow0inCwK*4r{X?I-I34T1ubPM=CQ
zDy*mPo}!ci;=XI5gRdIv#UK48Fb(zQJpU!s2f*Wb(8-D-++@P?fbwoL>*t@Nqa-Fn
z$V$Mf&f;lZCNrRJ@T$VRDW;o`ga=vG!Q4p_wu%P+p!N9DZdH%eKv0%JARcIgwL3Nw
z-vO%DG*G}EnE$^RTueZWe`DrbfqM3!;KfM(hkG%OOc}ORfBtO!SWN($ATDsOd^rU&
zLJzH@T26Y$m@0Foa8kd*I|!OU$1Kiv+gh>nMPcK1$LTNU6fhKZRLkk+C7-Ulh^+Wt
ze5r)%g&IRddbE1FXZP<c@Hta4y}fmMty|^m$jVS}rOc#OfFp?XTsh9RpAw;>9oS&R
zZ#Z^fv`F1J8;u<7MJ*2^_no_FB}{p!#*Id@fE)yXuz(04$N^eUzEMsVE<}Sv7b#$x
zr})CHHI(MY>pt-5F-G}7EPZY3K-!0JicuSZbUsj2eI`TpR%HQ&?k#>3YJU2O_tj-%
zu5<!s1#i+|-XQ$Z<SdQ4`jaA!Yu>A<cW>h+o87zb30yp*Ec2OT_h?w$&Sm>|qJ8)M
zj}oIk%}sO9wJa2y*7@#DY{XIf^;TLhOcnOY)$f)Tk4ZM>ghp_OoEwcZX-}yW=Ms{N
z=Xdeiyu{(%JUg;mT3V;|bI1%<=N%_=iQV^;4_D`GO;@bO^>Y6v2gkx`77ZLz>kYm1
z+AHOm*U=C7+xT0?cdAz@?K2IN1**<Npfe?XtIU<YjqtR=eW8x>7r_LR+T6@I+y^c1
zcW$DbDpf5}APtceJZ1`kKxQalQ8}R1WK!ocU?Do*u&vj?4wrT*SoHKRBONA^rgxVc
zQK%u%Aq@`LC;Qttfp~n2-tY<=Wil_(Tq_|xalg{rVz-e`bMS)Prud`YXXQ{`Bm;hb
z1QR`-Q`NxLxz@At^OA}ulw-ZFS=Bejl6i31CzEbppKf0-={0Q5jH`=4Y5t7j`-KWB
zp6FqJPR0Y`(!8W!?hS&0)%!R{wGzV4R_+<syoHXii^E8f72CW917qSU86@M(!);n3
zo>}9&7l+Uj41ebaMFUxZ;T^RgjJC*W^_CDN0=7&?n`Qy4{WJ9(1oGJAYB=4PJY$t_
zP?90LE#Q2L5N@D=_NTeIIrXhuHawZlfTm??VqH!D4T#|@T$C@rq_FSDjz0*gh9!L_
z@Wvauq%<A`<t7>D4720}%3#|2#!SiK)<D1`UvZvl{*qDz%beTF>ZiDSsgvenl@w)W
z57uI|mpRyDa(B?5KeNNrtw*J|##f5d3FR*m69+u1a~I_J!on2=3DlAvlQ)u%u#xxc
zMM}IY2xlRGZik!p(oMx5h<!t*G!bRb@+|FWt$G{O&gT4!9{7zjXwvg~HtoncX-Y;0
zfqZ@ULQBKmzQjua8e8wd$Hc-wQeGFj)m1-NUM5h+cMClu2W*)OT>8~ohQ0(RCnvP5
z)!0@78ecSNnRfQ9W%pM>9WAyS_;ew?qQNeg>Mzx`tWP@yY@;N4aGw?2=B9&#Tsoh1
z61jPp5DY&4)xx>^F**iy@=)%nXN8GTFiWg~RjT->lHTTrwXF&rj{DDdR}$`cTC{c1
zXmko`$#n8Tivp5orD&stu7?s<>(yT@9@aIuvtxucw>nmahH6X#TYM*I<`OcT9^Q`(
zUU!lx<G;V+zM_#R#N5HnVqEW}7cU%;A44}mv2F7C9kMW|d^k<8r`f>onIHCikxWKS
zXi#zZhX-cQ8K^A&y}AV&P$!5o=`u%GR||T*dPUvgb3L3ak^kTq2WxeemtOAuj_Ct`
zFL@l2iAlX-Ce5Crt;$uko{OM~oprZGA-G#6G+~xY>_R!8`eo=6quM_G)g8`VMJa5V
z?7|bd()}oA<E%K$V~kxQ(x5g%@*LWaFz#`<*&kYx5&^1_YFn8+LxLrYKA~igoUQ($
z7^A9q-^;v0jv-UX#j}^?DO<+0hieR3Xc*J8at7V}w&yRRTwLJ}LJ&wG<CSnI`GpG)
z9p!y}4-jEi?XBST_I=Cfm&UrFv2QbKZWV|=Zt_}xe)pF8Xyf0%nJ)oNP;FNH&pL&<
zRtqHS&Ya5uJPv78o16bjz`NYbW|e?sBP)J6RwGz7qM2xL)+BBIiiP=j^66$JJL!%(
zRl6Ii(uK1xTxqjBclS8ccKOgZq7$<6=St8`&&JS)7O17AM5)Mzl0LI$73jmZ9~BRo
zBHLNpaynTwtR61;xdqFNTjW$C$PYYJrv@J%?Kp(&u17uUS^Pv#Uu2eB+#Juv$-{S_
z=N+H3MEHm4|Gtos`*Vp<8)U(2uyOHAagt|LQ$#;umHEk3ENJ}_`7KNC<X?SDr_>y=
z_^Ztwv}mB|cm3tv44B>2qmb{H!$%`5ZS^AMYeq5Gc?`%OC7QvkZ0PC?e_0}PIObwz
zM~;e1yE>;dMmT)*3^FTb{BUq41{vs^+{(s^0Gq+d;&iHld%+RWn8;61v9{-<wK-Z5
zX$+aAZ1zf*+uTcY^L@}YcFhpT<pLe5LL*6Fn%4~<!&>eY_F&KYH#~vM3hnl=h+m<#
zJ5*VZNGI4VC47;=@dJZ;$n>os=Nu*7&-Qi&z=a+FH>x(Gh)=fH3Wz(-O~=O08dlq6
zg2oz&J*Kqbc{w>Ypgr&g9<NQ@JHuTkb~8Gs?rM9r_bP2GTmA#lueyx3@dICxnVifE
zMm{b{2jTzJQ@Iu5s;N0_1Ll_d?OW6SWxEDM#fUCGt)2b(Z;mInG#c&!o4cx3u@;}v
zE)Px4E804wv3kNqG=5T&P^IzXX(!eDI$~nDzlZOj#t?d7a#I$5O|xInW9b}R)cYGo
zILm?(HB$3we7UxS8S*D1e24+p25pvb6q^z>URpPQ9pJpU__yq)gF`{ZfN;Y6148Nm
z^M3YVZkk>923P<mtuxv3X|wbBfC3EzVyJt7Teme6tvXk$xH;b=!n}{i#%B|U4IPDo
z)TehrXUN%CD?o)*%iKK6p#di>z#!MHwuF#-Bor`xF*nEZrO$nxVuAwfd%quD?|rTE
zEjupL@~mVa5HE3jjVgpai4(T4efB%CxTSv~C{CYUmp@eUmVj2c#e5BNTjP#yNN$_`
z4XU0uT{}hxjn$TMF=?M&KQvU_^KVVoD9-Hfa@6PCN*ldXx}RQ6Og6ImQLl)1j1!kK
zzo^Z~W%C@WJU|=}vBljn{OIG@poYSfU(95O{K15mzVJVapN&uWa5I;2le<}zD}$a+
zTTQRDl3d!J<M~e8zX=1a{IKx}M(mL?SQg#6xKCy|f@M7y*rGpwb}N-$0ji!u4W5nw
zjHuY5%d|l+mfs%J(`k}ENq-js?xta2ut&|2R1UR^<9JM)N`UI|0%*Y_JjTMpGF0bk
z%_!>h7~I*qQB0%T`CNe|lJez<^MzHxSuD+$(R;s{$qu3W29{lxmMYAVbFqA~o69^(
zdPxY+!U{p@S&Yw=No&E9Nv67$8fLtbVM;G)m3|AIxe$J;zfbz`kQiY}l<zATH^FK{
zZN+|!OKaV6pM9^<-;eJNS2n2MFG1kI-HKn4<evHaNBX_IoLt>j8ejK&K4-4*kZI=*
zzTI_LC+EeW^#I)I;&SZGK*LDW!PN9anB>t5HHwL$qNLDJrN|G_7XPogzAu*$R<|79
zm+rr(cyvf;E}ie_h|`BNio1P5qPF^#=1NpsB19$&*wS9ffV!<r1Ef9dT~3>jQXCgw
z%OE&y^B3eOf%7s1nj(~f+7(-X*R3G7XNu*2+Ab^Zf&QeXp6pAu;fYyZ7v(71uqKAp
zN{-_b&spEpG*e@`U0y1xMt3uJ)5g(7@#TY)Ref)9>qh4%W2cA|v%+;}wSw6YF^fDK
z6B%{cnX=+BvIk0L1SPn<*zd#4Iz?qAbhImS=7O9fTt|QPlFiB**ehS3+}gLaKAYWk
z)ZX5byM&`S@ZgpWayQ)kwdb5XdxZB4n8-Iw(%}(nrUoeGi$FZ3d<0Pj2oDEn`)mtO
z3ymr#Jp6V^PI`Cdy1*6u_O|e8O_s+vpe$RKo*!^@IOnoQ>i+;xn?Q?}MKkC+@23Si
z>T<o2PTULy&?3HPzWpGgy~|uwrEcEF%!%;jcavabUL0*lUTwke+?_G_>%}^hhP=Vb
zs_S~e?8s(zX;*?AUH@Zo*yt436lcwsWoFEdN(e?;Pz1I}OLx?zL#&>-!A@{6Qop_e
zhplX$gFH^VRm^Ye5gS>8ObH3_GX7TZw=S7(37u;F8yBo%^1L@jNMY**LHyDM0K@p4
zMqjuM7O2muGoWcZ=OT!T>*zT-hGuiszGmx2|H*gL-Z}XeJY7ioqbr3fs-2%$S=GgB
z*sS$zCGHz{6D6<l&T?(UFqbMoiBfL0L|ND9w6x5d%@bv-H7S)y_i|H{^h+>SUKw@B
z<0n=TR%f#tZb12tV#yxd*pbrV)rGQ%4-e)@UrwG+=aGJ)Q_4HNI@0WR1{kihJoMq;
z*Js=>5@UxML+{_}qR3{~h>eS539HC20|1vj?j_~(8l{_2i}knAkDjpG+6S%wqIx9c
z+2U+x*p8XqYF!iFSbv##7m@*?8|OT$^T}K#@hk-bRy0Vg!`8<}ZI{>`-W9#iHzXlt
z;_;Z5VE20sSO#jo;g4A(Kknz=z`8&DRa~cNX$y^Ti1t2A7km}BHRG|ko84cKo}00B
zwn4e0Lgi}c;e7r?QqxKSqSUyHKS{8N+o$FfguJ^&)AmuDN7G+B4({3dl>)v;gBKL4
zo|}3;ZO__N_q__<bXMkJsQL9jnqMyd;_~Dn^Z%yN)vZxSwqiENcw2!m>9{Y*=c=ET
zDQEMgiD^hBw=t2O3R0^Amxr#H#6?BCdGF(2zhWp}si~|@xn1SJy0u;IQ?@U83IbU}
zUyxU~$Dld&S~rvxco$Ml2@5X&@Lg?>dBUBlZ`*n}FO2Q3ukPbJHck(3w#6#hVHO^q
z-LpEpLIL@Tzff>nsBXZ6>2Sz>N;Uf$aVL4nuqOhF2PUI&1t4L_SH#uutdUFhH#vEu
z4px;ClhQI(<C(PxHSx*87e8y1t9vo-qHW*8+muXb%N-@Zo2_og7hhgNvF?}5;~$)}
zX&c!l=age7hp<02BaBH&?S;5`pxv8i8M%v!6l42`H;)b*$HwWv>4V4xy`XN*lgTJQ
zS6vuaZs#ir50K;ik-snn>^0?T=^!ClHEF2LIW?TKo;ze_HAzR7TfmZ`cM$CFsdTs!
zm0dgm{kwuuEACelB=EaVX{uIX9Zurko^?chL&IWgQ$)%9-;f@=#g(5}|6~6v61;CI
z)?ay}F=z7CMAA*~#X@>)=hT?alY<|@XC%cu!yNW^s7f)OWfy!5WyUw+v{<5)rX$c3
z2XPF2%WD=^XZN^<I^+6Fz)Pii+slY#kXonLEz4E%HQlk-c#R2T9%b}dOq9P2d!~#U
z4GUq5XkrtXsM8nVA#*6^tELa{ZqDOIDXCd3j!FtGz6*+$><PsW(c{`S+pxdR?JRtt
z$HHb^C50+2D81^(%0}JyD&>6{%gnB$?e;%lkDlcG*w~1E*A<Tmuivip&YpPXKSI{g
zsT(;rrp&hW&vUGFUVc4Pe;QM)@o^eY1NkG9MEUXHm!6c$hiK$)o|qcHzj5z=?ZwUi
zsT1v*aB5VWya|SP`AWDy(9Q>f=&=VxqBdw<7Qrk%xi=1I`^62bO@`+$kC5ko#eeS;
zS#ih{;vLVhcC^jd7J?S*&qCZwZ<?o_jKA{jnVkj1qa@qKfeDhu6`Nd*I<3A$=wSBt
z-L_&3i>zr$|0(yq&z~8py8780l{3@J11%hZ7EKIDh>S(dGd`pyI*)Ng99b1tB3~5i
zVH5<~k-7-}+~o-&$YaHwqpG1VDV>W0<pCbnEzn$7d+DujpNXN$P}K3peXNqkDG!6e
z=s+JR5O+E6<>gffx@BSN29R4ry;*V;n?i6*HMnorqy8;3g(g<~*!`5|E>xiZ#f$0M
zwT&9|;H7mmo2-GI5jxD<b)BhHk{a%}5>lF9{i+>C2{)CE!WR|0oZ`yt7O`0Eb(nUq
zTQ87^`XEU}Zic5NRLSX&b-g?DD%mHLE<hCmVZQ-ijUM*B%OM*ob(_(EX9)GTerkJh
zlJfT|2?5g3B<GatF!pPr;M!PlsQ<hakSAR_+(xx(HRCQ}kxY_BxG}hrX%)D86hQQ3
z2sHHztFm+A=avcT%I(*buhDFQz8>C=slKGF@A`CNN<T9yV5)rQrIl`N(X0;({%46Y
zwDY-Kkdjy8&^%V>!WU081j4E~YM?<(wx7RxonjUqfqT*BQ3#hjav8cKXQILtLjb2T
zknv3)hh|=Zd249WBhRwkSKJ`PC>*5uryMl7EK~?0-`ia;^A31H;cD8!)#g$~h+7so
z-Jgh!(y0F0df;^%N~JPobMEiE$EK=XwdJU~tt*f~bF@PWZW<MqOA);3w|siSt~jN+
zX4hE;nk1!H-+ZzOJub)-Rwjx;yR&4UutS>ZUDx>n;mAg3PtSpg(&9yebv-t{Mp)xx
zdTC&9UBW%$bOYm(fLW~nsIxq+KE3*PSTM6xd4;A3JI7FENOE&cNM6K6&4HpP+beXC
zjGUqYCC+4_1_4>j!$P%5;a+qnmrSCi!w){3G`%MKDkYe=`DOVCKe_AIkNhtJZT)uY
zTQ-JFlrzEVB`|w5#sF`mDmj9R^p$`Ipr}&A27&~Hi;k@AsGVmdL<SY%QXWsT*+P=5
ztS<SRFeOQdKQAq^);V(y@|9_PBG<zLKA)VY#BnirV>qa#s90xia<pxQ&yiS}e=_%0
zhHzn6|5JJq2d(G75di~?w6ukw!D|74R^e3SKN9%%zH?I|{*5xxjUbc8C+vIR;vVV*
z-zFW4eEEmd-#eB?y%brRF6$aqvQp!>-OxWi!D)1gOHd8xAc2D}?`O1sxv*X9R(jOL
z9n<h{_HWs|qr(eH)A~mm*h-poa2p3kpUDP7`MPdy)l9x?PgvR5<_!>spA?wXeSI6{
zBN_BljDskO7-sTo&R6&Hs(K7WL~zc$0*#~p<y|b^8b2r%_bYU=a?4m)7IW2aVJp>r
zo|T&r7ax+`bZb&R75mO<>=Y#OTY31PZw5}{K&kK}a;>gVkrh#DX2`fcmG1dKvTElx
zFhnW$ZlOSp*HE?sRacs%ArRMocv_=nxYQ8;<GN}AD7ZBE^5V5OVWl)vHsppi`p@?z
z-AjW%KH&scUq{+%OO9Y14kY*-TQ1^XSqD!VH7dkk(^$r+&a6CsS@KTVsGMRwZhhU!
za{wIjV(Xw3GZA3=wBG{Axj54%^FVYrz>i+PrzW*Fhq)%5=lC$NcZ3Sv!mq9Mg395N
z5GL<u`6{XX@uvPTq~m0xK6Ai9MP1E8t@HF2kua4!1tAOW&~qW;WK*|xzYG_p*6GH7
zWB<3g`zvVau-ir1$nV*Q#C_fGhmrE_u!SG)p`nQ14@Ho22@eZ$#azMB3(+hr)Iw=?
z>t_e&C`a(u=N96Qnri|^vvahXtbvhmN_sK)2a7FMl_qL|hVi|i@)i$#yF~!edqD?L
z_pJqWKhW22&Mq+P#hDcmk<yZ>w57bG@gc3*(|#pA#^I`cSZUla>1wS>R$-4|we@iS
zC)4=O7hz(}%a%CbwhEm@<p=K}3e2Y>PeImnzgKqAP3)#p`;_&rpj|~oVyx%p7TI|2
z+3aDm!%0}deJv(6hS$^tH0z5(Nl8LQRjE8lrqUAuF8g9CY?yWkb@I#6=8c)wGm?^y
z#Z5-;Ke_%5qWrzA9^R}Hh`-jQHh3$H>j+hxxZ+@3TH8Pdd3-3i#CBHevw6=mSVw<e
zp+?Pmu*=Per7hVpUG(7Z$6M2u=iOA3)y~Fln8%Rzj9DA|pJz}npQQ@=CD?40q+pSz
za#ew9oTRn6psmYW+Ftl0=e{x`mtuG8J=o75?&2O&lbCJW<~BM8oe9zvep?lIx5#Yx
zJbhDKKUcFa_ob*QHPus6adnh!hYRUtqF=v)_lUNH_XQBKrn?3k2mMOCG_Zg`u30kQ
zttFhYV4f>CYJbdx_yr$>uS0}nx$m<DEDg`a;>VRKwX##-0UFe0o6a3pnYps_|4QJz
z+wcPQR6FP5Q;_cLE_T?^BMt8&x80m-#|q2)useP|8){MF-t%bG+-{6?l+CLUI&yBq
zBDG0o2qfbk$MB1-Azf3U(>>wg;YR5_oV70{R3DQ26quC7NYRZ$r|XA@lbe@^)6Zv>
z_7JOa)&3LCZARa%e)Cga{DM;r#d>l`$$>M9o~+^<Mp}EL(Zq=*Cm%2r)-Rt27d&9V
zlfU~sm^z#;+;oO+KP;^-rC_Go4Mi9;QLe4g&O}KAw?a|9<lDkbN3<&(l!Br`OA^G(
zj%&o-`E>7@PYQ#ex!k{Hx{tC|woj6rO?^rynR7*MuJ)A;#CL5EZe4OUE#IYAO?W*q
zQihmGuS=mkdlN*!u12>YHe+U`=$RJv+b?CDf;d3|etgr{Qk?TsQX}{su$}&sOx}5_
zev*#@lD!Uzahh~v2xO8DC1(ubJh*T{;Z`55n9Gc*)X_#KFBbHc7LFgE3OFLR4)fj?
zX)Bp^z;_laO<Zw>p(=h%7C`LYE2#{eS0cdn>a)H7wRzXq7#B23j8xX#{uiw&WCeYT
zWU9eUizAh|BUT3jn-d_Ad2LjXRz;zkN64&%d6pZtA$WUR{>gX600v>gQ;`G0{6vx%
zQt~VdII0`p{(erGPxDb3D$*VZ<8888ErZ<m^c0yGEh_R4$ZIgEFRl3XviN`w;DGq1
zsZ1&6lK!4CRa4jG3o|@?tjZSo4r)I>Q49-Pq*n)wW8O0_Lm=H<BX>FNQ*gdmdyYON
z|37c9+J?oWJ>kl<a<N;bH2d8&nElfbNX(hbH^b>b8^=89!=0AN35d(u`c|)>u`LN$
zc3Dm~nIL)7ThyJsU(Ma0z&8sS1pGwua+Gm%2q{xNpRzf;9dD^NriSwHxemO#Ksy_c
zsF~!tMoBRpjBt(GRFfg<imRnkoJhcAcD0+oA_c%MgWncFFVxtiB->R7NF65*n+pJ9
z0nM~elG4Hiw@}M-QamDq7oDioLa^e2w+xX&8w({}28nR1&Q$K=g=S9?0qX@a$e(MC
z#N4<R`+51Rc``=E=JxxWz$Pa}Yf{ReYT2cax_LaoTJaEad0wO14C^#6c|)YVx}IJF
zs^RoOF7!#0cU6EZaa&6S?_k8&?%KKibZL%C7j__G=)RO?X{w=@lb4I_5HqZPiPpz*
zFOHRbCK<dst}75oeE*8nSiAauPRj!dJT6)5V!v@|kwMRtX=TrNGd(Z>mvwv#J#ZMb
zFORUWPG4W&98-k9zrXi%gh*(W-Q(9orB@2d<*SF@vCQM!{z+n94OW`w@!k1RVB$#a
zKsQmC$F!oZ`($*Rjr&9YfB?8O;d`)snB5q-N*7vu3_GI#X@kI(R#~K0O^w@&53>>n
z4+=e^WQf!~Td)k~np7PZ+xl)3mHwQe5c~)wo*eHA##EbSp33J9x~tkTk-7!j*c7~@
zVlI3C{(@Eb_r>Z`eVt9_<pSP!HR`Dwhr=GzAu+r<j2h^g_{Ff;^IdObS%s+m)*Enp
z9-E4GhBbS$_{HAgjl0xmA+?puatYgqT*h4Evn$#`M3RNW?#@4;N;-R&gjOGav+?%c
z6N<{oxhHTtRouOZPQ<||WrB>{y}Ud*NvppcU<7(k5zXMo%vjg>>zZA(xu{8Fv+jG`
zimg|}6aSQRV+zHtBAL%T8s^F8eTU!+GdKnL)4w#y9$N_86=gBTthr|fgobzzswe)A
z<#6tR?Kv$T${aC(IhVC%Zr?g<6kNgO>!jyi`U)A6hAMnb=4aoalTsgJvm)t@RVYUI
zs^-wr)$>pHSfBZ>iDp6|5vA(#*A<Yl=^`LZlySz1@DXD*X6H7b#lc#kCN1|dJ)Q|`
zX$V@&93)&$3*#Q_A<fhFg8b{dTEE6Lqqa(lV|(y|@wHxFBcT*HvFq7=ns)_viruY*
ze01^OKKtzf5RLT;113+RKJ}m~xD|YzMxB;>s-~Uo>wW!Ys}w}dOIS5o;6L(93+v=H
z5<AoWn^4ZP=no)BZH&f)WdDQeCdjtd@RT74S(Nmp+AX1`wwLy~^GkY4AGw)$`tRjC
zfOyw5@W2f2Ac=~p6KtK^*lf%5CG!yv;)kpGa5M{sm0@b9AkYjA%UmnMv*dik?v~~l
zgK@)x^zUN>#yu0`kE6OV_Gw4;n<aN6Q*;}WEGh7tq}>#Hmr~wmYr$-#PEQR6W375d
zX{2j2s*&X6_#gsjU<d%K0tgT5rwec*z{BBnXO7nCmkNDJ!|2m3zPvawwXNTS)xFfa
zwf~(urtXLqcpQ}%G<6<&yJXK6VDi+YgV)1`%VntS?B;A^Kp?<yN@{SizKIRkZzpXz
zy70(bd~Y1T2O0^M(&a1?5NHtV-U7j0jMq}-Xc~w_EMg;VzvW%0LnDxF?!};F*T_W*
zj=M^npPv}s#N0Vd;zOc-ofY*Q0ih1}!f_dLI4`5AqZm~>`-FDww}PvIhuMxSln3Ue
zUQN3ra@>>7@_xzMJcB*JZ2ln+6?6uv5U6^S<e#njL5jXCapP*6F%Htr&M2M!0@+SK
z^b)vOz|~2rQi#ycF=6ViU|k!3Z{h9rR|V^3qc7dXfHt8a6Ch}x1{XC&!_<xN6}{Vd
zFXIhf-P-gl9erSx)RjC^g?b{iIYoqv^a|3!i@(x{PH72#ZLI|{i^w=_ch>=E65=p{
z6t$Y4{@gX6Wggx2aUBbSX!}ugozo0n9OItJstdu6HHJOKXLfCeM=k?sZjJT_C+H#F
z1kbMS$A5QotM9=!1q(YhgAZY8&2^-Vv|!jn#)wFC(0~X#51-<C$0GUVHSG}0tl$@T
z!GPlg7>Sc)iUm2H8rjY(ZyUFH1A|?ADoIRLnJ>!TG)*CEx=V&!{!^aNdHDWk@z3eV
z)M0^5BqvLYi^-i{g{n69hXic^2@@qyxx(4@H7x(^I8bYZp>o4Jk56N?5NW()J}THK
zli}@wiaDnF)q{H7)X4+mBLdEYHSbF~02S<s%lsCCQc@-$&W;AXqG_&Q&kirS$4YOZ
zGp@vodKtBH%EMC2Uc@To@~WQf^|%#uBV~KnDAT)AHXhhdUF=Zy6ED~M&$55zGMZP1
z=X$ID9xeIpPy{?ps|dUDq&tTsPY@EBkF$Z{eKh2g+!hn6S9J@`rhtu=AE`UCUp8&J
z&&n+eQud3zb$ZH-*YBJ1M#<p7!USeN*nTlM;<;6rpVmLy8D}nVj^$QYlY}TX<pnjX
zertb|_w<TYeYp}hY7@&utRJXUO)zVnbTz13O<A$k)+U+oqHo)VK=8#ehbghHgNwoP
z0?(}F4TB=XJG~BmWRS0!v1NCK>Xk8wUKgfA%gpoHBonFJ&K0|O)V<d-kH=&g&k-2G
zA!Svp;K>C&0}DZVLP}uEm(<7`w1TT50+i7UI3~sQ?%1Tvh3qJ)BA_8uFWPWUl*@u+
z{ASCT?KfG*A*4L5T?1d=9*7qWZBEea^{6(u@l96p!ki6Uf$#o&iUjsHC3?}C1MStG
z35g{D`MO=r;|hsWQs1Y*m9kh|1IeNfzQzIp)6S`3ik#I_U{In#=9KbNKC6-f)IxE6
zBn=H6Qi^38G`L;t5}6tVLLPXKmP*RBNfw5K>oTy#PBXit$?HpY6J6i%C8er+`FYsl
zp^zaQZg$Ui_M7<_8`r;|UK1kjL7z3aGYfz_Uw5foACY0cdjQ^spi9l&h&Ya7;7aG^
z7)0Vb=0n!KE%uqfxB8r;7t{x?K=*~-C)@_rKk;4wqoVd#8j931-<WvK#sX~mhdSJp
zYYUvlW{Ey+N4#TRXf8bVB`;gvQdg_bZ`zzu0xLH;3AHSAT!sF;WELT#ZW?8qKRg5%
z02kF)(}&1U<n-}4X|%qE#`DZ^ehZlIlafc&#_Z_;qkq+>wtGlNPhY$=RBYJe=gXBD
zsUFyYx#Q`HaGWv$x=lRYWv5hH2U?5)c>*1}E{PxSqWsOetgm7U9dzBSS&XC7T_j9c
zyK*~tNP46+=3I>)ejv;-Btam#_E&L(O&)bJL<!RUG8c3&{Ws3~Gmp~P+>KvjRzzlF
zBQ&_UM2o@qc%WUBvpElM{#IsGSGijYSYiz20w&QPKdPk|pHBIlUK2usB*kgC!U|*C
zj<J?)R@AC}N!_4dZ#=eoaU@t~*Vm`#hs{n7er{PS=-8VdmN#Asrv3$BrW)vb^Nc%W
zq`QU9K=^92$|<R|R&TIB1FJZPUsQukBc^!@S>X%(<=><BfbE2I*BJwtwAy}@U&y96
zgS0IX{D+f!^Y94#zQBaLXK~ToQX?0L*J4+WO8aC5gqQx*jgSRgp2h&?4OYfC)NAGM
zN?z3Y8l9eZH00A!zzgXZbSS}1yEf#q1Q-zvk>%RR$7uH#c#<<<7Akm4S+$1Rvcm;i
zTC=qFw}qUFN~FiJ_U}0%$4MiQ9MuKLyz7k;P>T{Q7YKcL>SuayW$xBtM%><FMcI-`
zvv1`5jaAWX5-^u;8Y}zR`Jv9lQ7fDHa@1dPqst*8t!^NNac^<sG{$%N4RE1V)GOj_
z5i1V;Z=Z0JZ1^RR1VFRoq-o{HgP3$NwkiGeSa4FY_(sbsBFHhLiFM#Rr6_(Xi|6~^
zeMk144XK$Qh`<7ww@je(liV6xxqY3un4j)8<wt-m_UDSb&V|2u^JZ(@wI>k`VNYn&
zh9=YeLo>YZrw=38>~|<xHK>1t&Fxw2c?>8<U=5U}>xXnQ%H#Dr4o@<?A08BqwAtbh
z3yLR?aHqHj%jIa^od<#QUWXJnr^MOm32A7&3iOFK$eGcQ`3Yqx3w2%Y@rm8Nk@=02
z+2+9#$S0{?qh1W}tFrE~1)U^q$B?B-!tf#x8!-YgLLH$0=K40j`CucAltBfpFiFIh
zBSOHDZp;K3G+f19wtDST_uea~2im-bzc3D3(ML9;r%17yCIfdhmixiU(h{?m<Xj0D
zobqpGB>2F03In34WArlwS(GuNyY*8Wq}V+o$G_zh#hw|q5PR4NY)^O2v!Fh}l*E$a
zRX|?`h~M#`cK(HtQn__+{WoSh#ESajIkkUrwaxtfs~%%a24w)An5)Npe|`gY$Uj1R
zcxr6V$jzwoaC4I>n7M*RZvT-__ehh&DKG*OPMolQG$kqrMcA8asx_G~%`JWUW;Rq_
zS28&;p`6<YpYoBG^bFHkj%Y0FA-O}(!QO)dH8!ce1s2!)1r;w3fml#%dU|>suW1>G
zEGB6$ou^{5mx_;z(}^)Y1(k4A^^90DQhJb%%WU@<icQ!3=6{h7m{(U`4Y1_z4JhL!
z_~R?vQ=>hIP7{u>x7nl|s+~#glb*@J$2hwfovL4_mJE1*NSN*ih%AICJSu+9!Mlks
zT%`53X}b@XNFtaf0NRphm3bl5@i!T2HqKDcb?&*V7ZC)P-GKwcDJG^*>ZA^Q<}yz0
zqJ<A^X=;G6@9cJwy&_yvE`4R-@q=`1=8d5@8-A#Yaga7_T-65wtBtSCDTDTbAg0$T
z(*SRq%p}2N)m2zdhitOVo*%BuH5=s+{8*Wm@&3{8#OyYYN7-x&Ha&@*mw-d%<kfmD
z+{&6Oky*;O)*p22cD=v2zuN40!%Ez9B}M9R$AV<RDd~j=0}eOS|E<ueW!(y<h3@NH
zy`MqX%k~A6;vvvR5L~VK^R(8@R;gnATJ~ChJPYR6Sj$HCH$V?^JzAfhpH@2f2(}4Y
zXZf3rhrIh9Te`0Xy|8^RkaEKJ1RQG4{)!!F^4s46L4z^i$bGny9Ai)djA&r98Umq(
zC?%a<^9ExO#$3q$#yy)>#|V4*{PR0ygYusVKg_WJ9z6a)E?;#kb|GLNC$jlI(&|2)
znh}|=L>OKiWa~t}uhjT8`ZZCT`tJKpj#pRKvBBc9`_}1p-QV)C=1?1gSwNsqA0~bL
zm@!&qjRgTcZIWq9%>MiL?_BtCiW%gat8~$U*RuUeE6>)K$>LmsNr{`=g&nCHg;zRD
zpDD)(_plF-@fR4oqnwmvvAZh+@j@Q9Z?Apkh#`kSj8rSmWz*8q&Xx3DWsxU^_JJy6
z!VO*%`y1BvAWE?XG$$9pUa(^I$<C4t%o6%S3We~af6sne-+K+04J!c|jToCWDUIY$
z$j$d3G`!c}eWvm#&puy|M!Ns~c~+9&E*d!XVF=P>c&>&!jMu8GO5$V01O^LKq%GPm
zwYIhv0wt&<QRgh63z;qEI=6rvbBNAoQ*wL#kL#;ohB5*`iVWof{ni^GOZy3Faj)jL
z;{Y#H>}4+QZA0SsE=nQxF<zN?+=s!cDSK^iZ+Q}L50X(p4I_tX#ifh6<^kbJyY3r8
zg0_P{OQ6zj3u?jd__3G1)adRB^<}y`8wBk5rU4>pf4OtT76l~m+Jl0m!Hn|id4*1|
zop_KH2}MviI5_O}7%O)X<pM^%+U)oJJ2}qAZwNQve3(XZQ9R_tEw*ywP5J?G#6>H8
zs?Igv<kjD^GU{KS?09<tUeZI#%f<d(mU#Jw^~QDaX*?L<t+0o*0`l2ZH}<&+TTbY=
zK88h_jAN7kG=~}b6q=dYw@C>?(TVUr5JE|=lHK20WbyQD81f=p6AAw^P$0AKwz`*8
z^S4$9Csw*M<97D^PEv3jIF$NQR3N=yG^9)pyDf)9q$oW9>~L6a+@!GM^3;%W*ESWI
zTKf{|_r)#!*NzW~gW5_uFOd9;@)4F>kd%<C{!;x_W#@z_gnMLV_>2FMK?46-a%of1
zvk@gGT^zLXSMgLGW6dK9cfYo4YRZSezRuhI#(7>UKlq~g#NVVo+j7W!l?rTrGc!6i
z@WX%J8;n2jI&UDQQhyJgY+X|pgC`7!?_-LgAIrTQVyIqOP3mw@(Zgz_z`bY0`$io+
z^Y!ZP8H4YATvxAif5=JIy0|@1y^l%0Q+P*6QkJS~q##1!s40*IfC`qox4_4SFvM1*
zNOg`f_E#Xbmm`*RF7(Fq;bvCh9Bl~+pUe89LBqE#%Z6=WgfnhmkO%L9C}=mm)+%lw
zWgSKhH*LS|*}gRN^3n5;sZB{Jx@sDN)pKhkrAZ(kdCz2nzYnbXO*eshR_|-DJzS{r
zUW%z7y5bPG>B^@_Ck#W~<z>S(*nvOul79$}6-2ahujW~9vA&dwYOJuzCze`})Ig0k
z*WnLFc3*)lp1VVRJeu3(|BYtuF9(9&0^BD0P~|w5TO-0+AQo&RIpum^o}e6|CgYN1
zybmV&@#e{3vh5@_Hoj;D=`QQTdhUva?l%ne1x;Y}dPEpd86nmVT2O=f;|JC}|9ina
z^If63F_7MmW$4%x5$Q$YWJ>2d326g6jz~^P$re()8?y7@zq!(wi6eEytBfPRcXcTr
z)fFc?zzjMtNT*H?6w)T2pZ|gaFoPB+YoGFDNLV9Q=kg=F!IlYSKt?I-cJI_5%PW&C
zq6(ODB)OjuBZ_bAU|IfL8XwR3vJamhn^U}abLN?^ge0JAAZ^vTe`18q7X6iXH@}?B
zlm28I=-=88--|`~rX<~lC$cJB|1(|Kk=>$IBNK?g4aqfZ5$B>kaKPYwjXjyB_21bC
z2&PZ2Vt)10+5x=S)zU>maG~v&bVL_>TQvy%ocucD$!MMf-r+cZb40U~p7>4!gZk`k
zX#ocA`BivYex5aud!eUso;leBFaDdVVj>-|2aL!InjVPG^ESU09=dv=?r;bhTjV{p
zAuM(tdy<foUw8Z7HYzoFl<YR?97Zoxd?N=00b^_OEmh>7n-{%PB}exyi28Vf1Y?ZT
z@8eCJqFl<PQCFYHM%({R(d8v0HfDe=$gpFg%Y_L9gUtZe-*Cw~-jmRWZ~BbDJ#6#m
z>+2$o+|b6xMrsCz5+Da^3sB9kpFeAt@F3y6_a}&IutZ;AcXzkYcXwkB-{85*6Uhhi
zdXE*SS9lPe!XV7$#vx`BS)v*Z^)3!@#qO?eUYz^gr?k#-ysqqZ7v#&oy!b}uzC5Bn
z<+~ZdsasY;%KQVN++pBP3R?ZX1ukN)cI?2wfP0T5VFBRM;Sbl@+yJ;PQjETzBpuL%
zLBfmI*4F+pfV%<`L(P3&$>cCD>N+p<(OhTW#DK8YQ6u6L-gkBMRzxCQ=FW`P@zIER
zekOY~Cod1w-!cnZ2ZGB%6Qn^0L23&DTm_(jt4!jTmFQPh`|i46g-ip8h^GCOM?=NB
zsy^Gxe5d<>MrOh{Tac%GcbU<)i5I+Et-v=Z=SGnI{9jXOU5SH>phd&*aEs&;I5te+
z*jU+XfKcl34uLYg>9Y@iA;8bC0dkGKAMePzj28g)Tz%^>Iwf3HBgjS0O^-P?mxj_j
zFc<@xqUGQp#^*0H^nMSf2=itDTVCy&rKw7QRfF5On9c)9AI;O?25^ux1&)8(u2pgW
z0HgE>IM8K5F9hkCnbRdEs$FJ(B}ReT7Gc6wp=}zWxL#8jV9m`<gC4`=*41G6fy<o2
zakd^^Vs?WULCSp*|0sEB*ebRZ9)?WoFAnpVtIwAPpH}_$t*$%}k1o>8k0jlEJc&Ks
z7am*xPRQi9{IyWlu);qEY6@(ngyEP$u6{RG3rCHhic6#`fc+Y-4I?#)Pzx2qQj1`~
zX<ntW%`C&ql)wjunT9}0WDH>nOy~@FLt9IWtY*H7P;oE4PY@C|AWxX|Dfh-N<pRm%
zVxTy^2NIuMD0xc2s}*35*dBk0V3zc*UQoCO-ovWdVwn4tGcIaCGe=o-mWyNtcE1SQ
zUZt~#?=KLDNeA<0Cwt&h+V)Cd_TqS56_CD!b(2q2!=k-zk!m3TXVX;&7B@1Yw^^Z8
zs8QDx-`t!FwR!&hd74y>I_TL5khB(XJZNZWSam@~0jrPaDcu+U%X9qxN|dQB=hdzd
z)4d}+a{_aIu<Bs&yB1a|-hA3<f<t-f{`~TA=E9lH1B6_|%%`}VrU-bIqVXq|C`H9q
zKxuFLu?`6G?L+PNxVgJhe(O;u@OcLVl=gs&>v?8ora`kmiq?N+tVR`7WA*#2qO7}_
zl%Y^g&?XA}M}D`W1NF<P=1eA&v-Past3u6*pD(0&{rEF7IpepHNEC7><52X~w_}@J
z7D1amx;)iv3h0Dd!Q?bs(^1l#w{L&7FV`(kYufoo0ix``?2q=a<@jD%D*g1RsHh(N
zTw5#Ps{`?8FS>A0cXK%Vy#M1B^kGC@@zHL|)&FJY-)L(A(`fa`&%N&n9c$+6fv%>p
zxZhgQvM_hEo2%`wpWj4;Mk?tTyxTg+I-TTi>JvOvX>U1O#NhrM%73y3A%IU_CVrnu
zPS9}hYj~eMXcV6v6GKhX0w3-bXaMBTq^M$@QhsI--*Avh6Lr3ePEH;&0qgReSqv=3
z?FNr&duC>$ta$Q1?*yYhZsSyv`2FXvrQ&w!6$=;Z9ieYM(p+$?Z-AATx*+d*kw56o
z8yA$mKJF%uUffo-P2YFl@d}F&+5!^}y8w-Br|aNH)pBH7a-gG4tKkU?F(Qqyq1%2!
zm8HHC+|orq?&aFfps$Kwv(%3O2T)D#f_zn>R^jK}S`eEsa@2YH^zE(<wG97Yk+xC<
zosfo%%p3o`#r$Fu>3~Du%?i_I|6t)4;1!R{{=3Tz=b<0E#Re(?_}+W@%nsz<66e(`
zj$r{v%T$xtHGvd&ZgtH?K3e(06MM8=)dP$PVD2miQE|meoxgPJ1v~(}p{t#g7X0+-
z)9^M3i|Bwl#-OF)Qae9z;vgB%gmApO=L}EiS{@ks$p&XR)WnqV>21JIi%6g@3tR6v
zw%AULz-(4KOc(&UToGwfnHi~U$knuu$GE-#xN=r}xxkk)6`6dMjZfmUXgf9t6e2?Q
zBWk2vJrFmCy~_vbEAao`Nk|qtgCz<y|6>fbO)Xu}_@S%eT|Y3ncL*<9%pIdM>>;E@
z^d)dy4OLY^ka+rmcDHY#zCT)RwCLVm9>|X(A^O#(eU%0eoCe_V2-yvDRf+pW(l4x(
zf&T3Bt0+QRkyfF(PAO0}ZrCHNI`VXYV3eP8BndY{>yZRn>=HM#0`teq-0=bpAc{(g
zI^%r@D#E;-+U~RFi#z@SkdEQBCatU4Z-`K2<Hp+B!}vjK?qUGSA<KF8+=V90u%mL2
zw{~}QS~}$glEkS|s>3Dt_TQV@``wF+UWQwLQKcpO9|8KAxhZfA4RxbY7X~I<`-8Jx
ztVp<@z^LqQxA|)r36gEYofMwzEG#W$e!#u!4tqfj-s2?X?yYEPXPx%)8U6i^QCb06
z>02Wj#@JxJF{?7^JVN|()$!tNo`49Wh=vAIe99MGy+Z2U-5~Q~ddV?cXDFx?&dmEL
z17wYn$A9no-`}fu-ubM{(b;}+o<?F-<*c8;<0Oy#>Lp_iVU6yBn40|iAON{XbGih6
zbm$!4G~xFB*lu)(oD5Dbtx03C2syC1KkM#Ml?x?S1}LqH#NCj*lPfy)y#J5JWRh?m
zswj573Q5YJ$E}Fl9YeNxnPVhdn-p^f)&}A5K0=sAr`?68-0fO$^g=}!QqKVH6+-t}
zV2xK=Tw11r6}*2>w(l4KIbAz}k;VE4jc!{}ji}*Q6TG}XX@|(y(Sv+u<Xh{4J<%Ei
zLZH|IC+gKPX$;m<CGcdptbEqF+*KQ%U2};l4f8h9oKKQOPfjj|baDr0oERfRtBwy<
z5X&)aGU}Lv#aV9bnl<_l2#OVNBLEZdPU-C56{|Fb*86rNKk(wN9lP7AU?;c!w<fF#
zhg^T$y^Oq9GaT%V)B#7_K~ma_?+J<h(7N;T`0f$qIf0<D_u6l)x?i4I86Mi&fJc<h
z@3UA40s6?l&l)%kKox%yPN1jmKSs4iv{(Y4vF+lziF@fhDM}2;V4NI6UB@3J@_$|~
z^yubVJ&y~GD!#1zFQctqkM3$z{{TptaQ_FxBZL22i&FV#D<-=QZ4;Wdk}_o^EM7h_
z`IKm&Re>ZCI7|#`Woc>O0{7(WoBy78O_LiZyTKfO-zeq*i6Q4hs8%EF&6dKehM5O^
znsFyPar*Yj%5`x&Dhh2>2uca5Ct*}WrPy`<;TFq!-XV0bOW%f(s&UM{KZZh<kEeO-
zziCd-lBy07wC*_I&H8keAvZ?^`Ul5yDHLX*B(e=w9XFU^o`JyO(>?4C+pZs5r7zMa
zi>cl6{~>uQ5ZUqjKRvo;uY=#pQ7WUMI~Tt(Tn(~?2E#p=?SnUPgGy}4F*aNN@6=hI
zqR9bd%iYMrdbb{5*bl;7-Kc|&fX32(84iClN<VJMREk?yqoTSzFA7%v5yHGVUZ8da
z*pCLD?3m*{=W(*dW8BQ9bCM739!Up0OY&%-rsvSr5cpv_(Ds(27d;@Ms-lb@DWtES
zo&gvF!1a++$M_xsia`4#$}uZX2c=*bMvWA^t^#|b-0Hgdf~fpih0GC9%XA=a6w=*#
z>=|YxTnz^{2J&TLBW7?~ZfxTHIID8AEVTBIhG&6sSEUugTh&u!Q$m~v@Z^HApxE;G
zWz;Ok3kMONNRO_UvUnt2Wt`++6SH8@+2tctQsB7?Gdte7AV`XpF{(UXpirul0n&?z
zC=KmJMqw~2@XuD0EUc}ygQ@jZ+S;IerULI9@Ulc+`GcB~M$ySr=Z~KXEN<zODpxY2
z8o@-C$6HN2U~O+0oS+-3i%YA`OvC$P*TcMD?8&p{=8Ya>!G)7){gh-t&2krZu^W!{
zN#}?K<;FaXueVU0)KdjS|1W7r&bOheT@zW=TbGUx7d7|Ew9uCo9Ep!@#Ri8xY=Q+n
z6JnBP_&vKw`+VCjYs`?e&l`#1hr7hfmM^bF0v<@w$u2x-RlT&*k7HKqTB$%V>fQAd
zFn}sKCq9~AS+TldvDBB*h=6<S@PVY8$;tZ|Pu>@>sTmaFHb1X1{m35f6Y%-QI9qO=
zO6FY<X!R4Wj=&7ETfq0HLWA~fhwhv_NcrD`JuR9`(u%gd=wYN?<`ywXqaI7mxv{z3
zi)I-sG|PQ#Hx}SOS?Wa}c><Bw{#zD$D&EC34vmRPBoa6EOj_c8ZhpgW<4c^gxiE|G
zS}1!CyD<t1<RYliI6h@+wI}nNNzIQEw5iu>2q}ekK3~kwXT8a(rIlG-ZZ(cJ0i3<x
zuGx=?7F8m4xNkNm`{dfmICsJEoOond)Hgbebgr!4@rox`D2{(%+0DR>!@|<o^7HJ*
zt0^)5|2`i(lH@0QIq+bUhm|t%fi^`IA~@g<aa$EUMz76NTCRYIE{~s8$S3XQ6o#^(
zd2<}#Ttl2vPsT|du9_ie-=vj`D23zL`YQt(v_vsTEBz`1RDMIUm%kKgH<zIc!!90Q
z47Hb!F9uL1A@YpwuvDusu@sK?>Hk$@yi~SrulEGhPu~$y5-!q=zb53{?=5f-*zE2P
z$ENKoe*FOpr763%jlG@Wy6IvRmC;i7WM5^G2@d_k+ked{MPBu?NIV)`CG)b!H`kxN
z-S}vEt{9o6F-%+&XDM+ocV*?LiV%J#0$(z3sA|-I8f3ix$2#vS96yxdbVlo={K0MD
zRoU(1<v0!=#Mif|j;pC=iw{+&9eLe0Q0*Sgs&+$<>e7IW;>o4;_%DaCK3&~2@-hdz
zeXqu9=c3MWOA!$fl&_)1#AszG0=^z8u-EQ67W-F5E+4F(`+v)zt0tr*YEYk43h%q#
zA2-V5nm;iyvDGcfJy>jZ)^052{j@hW9(8O%e?B_-z`^Cum0>ef|A)7?42yCL`@YA(
zK#;9~q#!B?Qo_)wC^_U%!T=*8F?2T!2B=7P_s}8Itso!`Ll31=($Wpj8ere`-p_~U
z%gb@>4{imnS=V)~b;keyJK-;;+kJ>ozZ$Rs1RQo{H6o*%b3p^9nnivkOY7m6Hyc~u
zo_^bDAq66ts&l(7A@wM_=pht~A(%|l6)$hUy$zmUppxzT3<vwQf1?`@=kM~9%>ei(
z@%0+76xG^VjCKuDtIb6!h6n9eyiE~Vu>h)kF^<S6(=b*;3%6e*7JG)xR3~rC0q^NW
zO6I&YfC<dgm<uW?1<w#iUT1TN7Dh63Yl7CXCXoKDk1{JC?<{s`+dXPM*@*`qpRWEN
zbxRK7W5qQV3qd7V#0*jR^*sCNDrAigi`|R~3aPX%BFL^gnQqx#N=k9^AO>AK{f&*O
zre-MMco6<-n-Ig?QL8Cb*<>h{q>sVkRX6T6Y~rSkj2WoDsVlcX_?6(php*&kk8oo5
zBh(L(7FIj)&M;@xj3{>XN+gvxA8+gYy1vEK90(&417QOnWEULPUcNbbYrZg?9G}Y7
zrj8Mpx*|k8*k@Y`v3^I`tPT$7O;KvK?)|sgtsNo$^L?0S#EHdvJ%zF-&;O5Sryp~t
zf0=<ehQ-Ah(HY7i+q)drY3>x=Q(hxUez*{jKClkNpggW}?*g7R&xIQ9Z~ow~;&q)-
zgg!d7-#r)qiGhazk|dzzNPrJ=y?$$~NTGi6pq3x8h^os~Gb>a*rQQrxOAdzlHUGWN
zYtO);wZb`UoM0tvBP$Bb0DiOuzWwuuDlwn{e5v?qKkFfN+hALRqUa@%*uQAP-*(78
z%K8(}PqP+w=oP=fi1cv|$t9;~6_;F1UE&qxG1mkrS&6J{TQ@MifM!KGa4q=ep&^h5
z<TNaKuF@Ea0JU!Z3v8^M8Z~Ap>4bky&%J^sCmAO+ONHT)^GymCg{23Q^!6WvZS3rz
zPrIr?3BDS50CQyaFG8$evRuWI1mc6#h#HQSN%W6}MWeZHThwqJ`_iX`Ao$ItG1d2{
zuj|(%U}IU{>HBbleU>YO9V*R98(svg{C#f}9;`WZ0LR_19T_CZjakURs~D9HOsD&|
zxpDl8g=Bm@dVyxA0rpQy?d!pN3ZLVVV*1g7t}N)}l+<Vn8xbT_3Rn|oEd=yl0U?G!
zR$~`T`uN9)ng8J7nuN;skF3)@-kR1zO4ehdBpxYZ8ZAg|C)L^doErJh!gWasSCG3Y
zvd!cc8)_Wo4~v9~N*|v;J)4_v@+r=*(~s=#zKyWv*@}x(F^8KL>RpCdtHfsLy6qm6
zP!>$^<Yl@}ZJa))0tt$Na{Sfi!htweaEpC8hZbROgnw7rx*eLkn#~5Y+VE{JuTY^i
z<8uXVli2;6A5Qj7FN66#zdq5Cag$(S_FpFT1cISkC9SvqRAvsn+B`HVX;K(TT6(}i
z?h4X3MJB;g=K|JqXTLF@j#EZA;Y)ntuu;~R*gqmrmdmBr!Xw`!UKb!iFt+Eh_P$B}
zV|T<P#kCSEaQjaJ;Bd(4-bNc48*AUd3U8LSuz0{P2fZvK+sSp|KRsQQ1H>vokz-fP
zK0=x$EPkj8Yzl)-shwpQ5K;^EFY0_<sI*=vczyaICf}!e=tY8tS;=iACwRN%0wST#
z7-XmjXBNNScK?r3;635kGku2O&7lsP+y$v!7Vu#3+W!{H%di!NgwcXX+L8_*NyAJ<
zQ~t}UN(;EIBj5|crKR_BFoI9h!k!5VAvsBa#wY!(m21MEz^`XqJr07B8XC<$l0e6S
zDG=h`<q>FJI2QRQ?+G%$H;Hq=wBsAI;j33<y@{6~FDUlWq1@OtCxx73_+#&s`QTpG
z=Pu9iZx*xV@-o(fG_9BnwZH}&NuI`5|H39wg=7Ri4g7e+vDU^3DmqqGJ7Xb`ukNPE
zDkiA=?Og4=a#h@=QeySpuQ|s=Qjc*(`UIOM%6dR?H`g$+Z8oWbIG4Q%{A_rw6Oi$U
zdOj7!yRY;vK&%-?W?|wY5p`y!_Js%V8-u4C(ASFk9$~RyYzQz-TR=@}so06*9=bTU
z^ichpy(hY0stj!->JADD645n&7e6*1$^W*i<Z^0<7odw2nFD+JD7x6t<TE}Xq)NLP
zbl&UQ(B|8Xyux_-nO4ZLZ^WUL6K4ok)fOpc)lSAMp~5-wawQ*nx@rE@85K>ds{Q;f
zwF>>Yc<E49`;i6+tk$fT=<WPI7pac@v;N$PS(~17#EK)Q>!n&gy(nY-Xl!596IX*&
z!i#B;pSfFyOda$F2nl3%9M9V2EQzNe5ytT-wCqQ=u?s5d0rr>#tSKRdEwPJq@Ceuy
z@O269dZl|8<M}0UWkcA~1-F(4MCF1V%vt+9CG4-iK|}ER9#9+<JyMNWdccVS5t6A+
zMKN7na{eAq{(UE>h@lH!y#mD&F~aS9tbO>{rG}A=m-3f!*=psevs$gjov%K>VfgzS
z7n)IKxa&SfV_`8eD=RL-fyv0Zk3tmX0@G2i6NwYNz(??t`J#}A7D?w&8bVAb4-^&P
z+Cq{skgvaPBOY|nv0)gsI%_Uq^e1G)V@IltIZl&7uXS!h4l3_RQ-`t=i)e<!13$I%
zImKn!dQy1(kz}AF7c0)VY}?$AF1|#IU*S2%8=;85HK{@sDluG-<vy0hxrK-Lc-~Vt
zGgwKepglb{J3HExs6`Oj<1GWFzs%+$Ddb)Wn3`y?%OL$tauVrQQh+78b#?UhkLRLX
z#-Cj4>fqP-5|mA~TViytL9Q>gJEHc+;I@9#qYcuPP7!LUsWomhA!pl%xD^`pM<h!-
zD$n9@78?>NXAXWeoKYr`*en&9xR^c?qZxrHWtSq6Y@Ca>D$O2rW90?$2mFf6xv#aI
zOX2BbER1@^>XGz3y4k&<!7O)AHx`|@frZC7_bfS9#7Ima#;_nK%}kj^8Muw}7?m7)
zfoh!DjX2$4c5-v{jm7-#GGT`{TD~Q#{SJZGO9~I=7}qK?dP6}cyU0uOA@dX8Uyw1J
zE=7Jr=8*6rA`1>hjLbV>!mUP%G_R-PMGEC*;SpkEx`znOQ0dZl8=&A;voq!h<S7;D
z1)?e6!+5H;$RTompPDf!Cz(QHZkkc>fCo`e=+6dJh@Jg#jG7i|M<UDp9%5weSOzWs
z*|>mK4wO1wtzKMXcT2CjR6-nXT<Wy}0*0Dm>x{~}BAw7<5&6f25XreU6v|Y54r_xL
zS)!NixNJM|=_~^soJ1;8@4i*bPsp>FW5wc*hruOhNC~2Ac#|q30#}k5mU7zK8g2z8
z)WoF?-dci3mPMHTo_~5$u0x*tI{iJNsGY3FdT7A0Z3Mn>V{1|U<7rC#m6t#byrPDt
z!#K}Fah8`UqHfbc06vCAub8HXcWw232;iMs(%)C%ddMeRa9oVgozTwj(xg+<xp|HS
zqEoiBj@_tA%d9Car9p<`#J_g1OP$?4&AErzAChou2gHa{mrQIr{*rU#J|`YINUP?#
z=4VJb<+IQ$jRgAj*tFoymJTjv(PFxukGVdAjub0IAn$t{KGGUqDlJ{cA5X=`1#<V#
z7MWe3?`A+mzNy*%FB{YXt=m>>vO3`!h;U*|HrGXY^Uc_IU0j|gR{fKh;^aA&(`m)g
z`wp{j&+^)f46?>1s2IbmEL74mFtB?ytNGgKGvU)J$<MvkzT$VO=fb&ZxYJhXLmb&Y
z+cnc7ydNVECkL909`6B5{ljUCYcfD3Xj+dwoL`&at~nmj1Fou4GqB3PF!yDOF2kA!
za5!*)u_ZedEv@?fKFv{*UNLJnf0@lhyMO?@viL<@v0E^Bh5kwa{}6EYZ8ophY?yRa
zf^)uDj3P8FJ22w*Bjcdj!#2A3z<c0{&Pii}txL(g*Tms~7|7D|lX73c>FXCpJ53{V
z@0OgWA^R*93d^60si_;PGFD8^tt)E+d>FLY1Pq_oysj<v;^7cfI7ZlXkG|dTPjp()
zkq^<`Cxl$T$F8pZND6lxo0m5%3a=w!bV?C)`@IY@EC{pKL%v`scTken>I6+3mj=v*
zI<QwM-pdS&Oqkb2qHDWhT^soYcf>gt>{fwD|7AaegNIx6QHe<;z9^1gmwaq5SkCqe
zp=1^Dxy~*|r;)AupGn^Im<a%tPg5X$0iNH|)uja5eCj~wvI*+uGkbdgbeH9}z5GzO
zve*Rx-=2yeZm6mR;PtOwZ?Z=vsE^{ORB^Tm5o{e)cW>)8igvum*6O(~`nZA{g;!Hj
zVYEQJy1AM7zJGIR+STya_4wMbuQde903QVt7h|zFZW_=i2<$sHYiZz{q}zJ>DCQH;
zuw?_oFaVBiPfbr_gqO>o0un|yaBOdWyG*aMxd*12{@EI_8U#AVKEMRoobQJLjZWoK
z>BvUQgG91s0et1>M?tnlTJkz0C%VnWG=;}3$estGLNxWUaP|-AL7HybiEh4}@FBeV
znINqtYc8g8E3>k$MgnkrsuXoT%;ulB_MoD|a(2PMJA*TIh`gj2DPnOfRbTrd!!DY|
z6--`bWng#$29fey=vwsq3a!HP#Go(_cXxb)6!dR<%qPmM5``S*(=rlVTixqG`}Wr6
z^V2JvU&16$$UygCSy$n5)jaETZSZ|li;BeEsg=nrytn{l61>0wA%=A6t{gP6)vm->
zwgDptF9w9l<mu&;ZBu%g`J}+~BI@gkOVn4Gi4)jec5y|<<>#SN1%F#v3z&iEZ>4&@
zQ$0D8fsKu=c^6DG%>-O1(Vd@f2bBAi>pVRUC+UxsO--|RfgT(9YO;-t+emWg#3I(G
zD8WGk(yOiI=w5u$1(=qip)$y-nvV}J55MsO-m#940{ICmdEG$HFmJ6Ehkt;*EvFIK
zm_YMcb#2(w8QJk@R<fUuK(~j>=woLT*HbXxky_N%KEd+EfLO|fOGM@K6}fx{$9VY(
z<a(~6(%g7-i1f@_QyL7vmqACC#-JH93)9KL@usGYMWP#tRWaE>S+H3Fidr2L&Jz69
zWfJ%r*M;Ch{7yyYE6yatI{rCc)0~MIac9?P8AbeF;!#WoKoyb!1-nL`b~HgGkXq$t
zBzkI-h#!2e2>g?!nqfOy{fUBeeyGr3rn!k%laQELT}I{u-u4aT?-ZvutekGs6}BxO
zJ_>cBg_YmI=L4e+9yN+$33SxBS|9w@U$)1uYNCaB9FxG{QMQ}rivA1_>=@7WFg7Tk
zfW-Cgabhq9L!D2lpA#O2KQ!yo`^EW>pHUG|NUj%3coSBxcMA7|IlM(fSmQ(wqh)f_
zMN%O!K6PQCNTLU{k)w*_?Nk8{V7&*g1Oa-Navu-OQRsbsk~SCjVxA>OmU%C*kKL>m
z9peSkGjPJaAE)Zp;VoL?GBs~0Gg)BS+<g&Fmr$Wnr39_G=tVj#pssz8yHqXDj`}Xa
zl2k3~=3Vz>6=Tk!Q~pBi2#h`kot<v5P}y$F71FD#t40pHP7@xQpeM@1I#6al3@<E<
zz|djjbln>M=6>yq`ncy5!-EPj+Xvz)^&%q$yA{>{TNfDL$=y{h{N!%wu6YiY5E09r
zHdG`R>z>0gCJLK-!b=${fh|f;tPC*Ep4fV3hOG=0auw^@8|@nDijoejG~_8YQ0L8k
zF0#M2>TrfU)9El?ksx4mk+O`QMZH$H&zexfJaCh344N+Ai%P>_q6KwTUNo8T&CSit
zq^dlcLmux%R=leP8V#_|_-OgHT#;3U!`lP#OIx0wcBzbY%ZER27IcfrHVz+EAjMFF
zo)y%fUc6~Ro8pohvmjp9ufAkk%DCl2ewo8$Xydl){74PXCPq}|oB-X*g*xUJb43xz
zG%5zYEW%3rW_wIzzUfLn14$HDjKbr`UYnDnzMNDRc!3A#vqw*EHu+)AK7J}vdrm||
zbTIO5sKRa**?FILi`Bs}|7g}u>OTNt&nZbx5N}QQ=_|#UcXwsP#ZU>Z-{auJ^gggu
z3fL3x?F*a+FS&{(T!@#|kaf!<sX!D|AZl!$v#dd1X+k%)5IH!>-=`W&ZAiFu1ZC=c
zU4Vzi$>6qgHbz2$8)G^>j4-(Q550P+`-P^of5`jIRW3mBFR_miyFb5?uU^aZPRkE|
zemo})X5BZ5<X(Dn-#?NHj^n*~UZf~t?MlWG-@;GQn5@IJDCpK=c$+QgjIeh+T$pXH
zns57M(N}ER`LGipv{a9~224Q1h)~>p-16`u<hC|L$88Y8KezO;`pom&twk}Jnb7A2
zPi$`M+SRL9<>cfl=Z)gU(PGW=JwJcGFcYYBS)a+#LxWMcc1Y!WWbC>^v*<tIG9Yo!
z_V+Pj1tXnZ^kJZ$(wI<WT%aR%XQ?+W<d!H-62$O1KtyXRa@_oy8E->cKD5mnp!I|M
zs8n2q__p=%Vi&)`wT&F7ZZi`fYh?HNaanVNMlU6UF&I?ceymm$(PkXkA3>f(ZCSIa
zv2Js8u&Y@kmXn8XSBu-?ufSI+qd85FbGS2gORjf0=y!C<^RUs;QBY}=^f;C=#%H_(
z{cr6=>Xy4*fJ(52DkOg#9pFXwxJS59B}PzLu4PoCCnt<&gC@(AX1SL1F6i{yb%`2_
z1<;G@0f0$qsnzfoNqkFpcl9lan281Y_s0kAHP^+!7;m5!>crKek3A1(#gBtCGBQp#
zc*Xn?=dAtp()Azl*bQOKyHEH4^s0>ip(KS!pDdp7@x0@UU_zjPE$Ga7FD!$bvpX(x
z9uAS5+~7ks>B4Pi=zh?NVSf(8{R2jA9!NfN^~MY4f$b3o8p^<WXx@2csXr%D$o|g@
z4h%iNWt>*L80_sO;`WD|P1t>)m&ykHX8dN?5uE{?o36))+hD5d*l#*b{E|r~Hy_K!
zvo}V`XOzi7mm_X++SPqxxwE9h|7@LZF;j5cNjXDk+E%0vSjO<&I$^OxRhUye;~fHJ
z=eyg_J*gs`TWpt?8Hr;U`j@}yI=)oHbTtBVG@cuV_v339zVzNrw895BUoVhECC`N?
zxX!ac4|vXFfs82@q>!b&#);#OBNme4z9;waJt(S7=D@YT6fdJAN<*8zw7R9~U%O8a
z6FpB>bG@W3TKYRkWr2i7yGFcqZ?u#&lE)Eui8o&dm-})e!$#6>0uEsg`tvq=B;y&P
zb4(=d91^y<Z~Zhr4soeUO}Ls#AtowN*l9V8m77qFN<u<nag6-c%m1#L!S9#e?aW*2
z>&_rC$jdX*#FtO2$P8Xyjt$W5ZmwGyT&vNfXf%D!q729=c&b(_?;X+q$<!Mp(!GqY
zX*^DRxkq}3|6pX=S#C5+M}$dXnN?RPVfZK0*kO3zXlcyQxQ>T>44FPhli$hN%>1Lh
z2QgmQPCLfafpvUU!ejh_$2nkXx=obbC@&|nXR1dZ=lDBCZ12!3Vp+`0!?G)y5-&rZ
zSHIGo3LuK5GwM^oFaq*6yq0msN+da~crkp*po1zCc*lCZ_>x^QNP}Hhmq+Q3W$kvs
zAW>wgvKnYM39B*tE;P`Ab}NvLBqgSgVn)Qmw24Yf0L7()h5^H5r?iyjQu0E9c34AP
zY(SEqKPzmq;xM?-^=0R+O;0pt<{f?Shk^!P;e#FW<V^n_G2w$KDbL%MKA8}?pdq`6
z>2->LA>3XqkT6<y=_Lo9))ybYMyJ?DF7K$B;wA=4k2O(8CM@jU`=-(gIhW?ve_3p_
zh3ew<2{ZR6*xsl7-l#7dA@>A|=5e#bU+b<GJ^3jMY>?)g=yA9Si)mtB-gX`4v(45b
zx$mh?5u!7wq)vy`MauZ^4TDZAvxl&v9Bg_Vrv*?t_@=_%Qi~-J^^%hpU+Tpp%xYxL
zl?$ZKANW;aia-}lR4+_O9DlhVP7A$XH`o4#?9q_>S{0To9Vlw=d=BfpX)di?@G?oP
z8f4NUV`I4*iO8ledoDCzmY`R@Zr*PM<w3a&z7d>|IEw?iGoeP}#%X2NtN!O4zBJWe
z0lLu^`Ne;1SVZI97Vpf5ktkO{R?h2IEi2n6Z(sI$D<c~;LlhBE0Qy&=cgA+IF+b^a
zZl0D}$!;mpgIErpXIWa>0ZmJ6hEY{e>^xchq#(yWumD1rzWb<U>$$%V5r~Bw07Q7x
zw^HCVp=6fV^ThrXgl{UAmJ)}iA&&yB`<`6faR$}XP>P$yzkawF{$qO~zhUT_>k;ML
z*P95$`V&yxV<Xu5i6z{s!=K)OQ3#yt$?IuzPO=Z~vRN#M7cENSR#kupGkm;G!m`CC
z1pQg9=#!x%{4v3@DVGT{Cs$)7uyxxZ7$}SX?rH<~c#_+Q_dJjvs14M;Xj?lc05Kr>
zvqE1?*4~Ew<2V;^tVOu+ZTjq4QTcl{%%?LleT)IXZ&8T#;NmS(mV3H_zl)!?VaToI
z@_gj@>lj^jxtSzQUQ{W2?Cg6MCBdK2e(>wZ6F^4l7S$7($aw{FD}@F)9&EpfsJ^Ux
z;8&CAFPc<_HZaR^3hhIOO#Py@83w4G4u664ezz{>|52rUOz-B@#UjuwgU=MbpljD6
ze9#XRDinN2QK+_ZDTee7GSnm)h!8>N&`?&)_Zdi~iA?~TqhVdouvRtRc4ji>ZRvUW
z7BH2^W(2jKsaG0yspML}s6}>`1nP~&*JP>@eKya|FPH5jaH46id)d4<Xmwu7#efci
z>N<Zy`ELr5!Wr|Os{rBfI99m^TTtj;6ScdiImC8yOMKy3U*MQ@7xW=$RU`G7Tj`!)
zL5&~^Hoso)JT{n$Lk*N)*XF8yPdBe3&2Uc8*x<G>eF45=5CAF$<tUnB^DZq6M%DV7
z^$%tH78sC4mGT)V{c$rEY&7?{M|K<ZM0P*Ln{~MI<BZ?aLy^YSbc3h5aEK%e=mt!V
z9OxFgq?6HTsfoUM)tLhHZtXgkR;GjZZ#n~V*SNFpKyD83rMe!?_-OB=Yw+U8`QfDM
z(J#7|?~;K}xIc=8rf;{y(Dk^iM#zRC!R@*Lp}|N9Fa1boPHC`Dd&wg4(nSDQTp&s8
z>IMA@u+eD-Z?{Ajh5;WW2nDeJMKO~#vXe4T&fRdr@B+Y9ym_|7v};aerFRw(fnsAd
zxC2!wNZS{HopLY>_Hke^4uC&EA)>pvjU>~oW{rB3Lyey&o7qZfhWVW1YV&1mE5F5T
zc#LerEty(O{L9C84Q_T!ukYfGOY0K?TeKag@@ohgu;<-ctP~Z8#V3AN`yw68eg3Vq
z>p*{!(YF~F85x<{{DPZ{84s*-3z}W~d*=^lc^({;gDpL$uN|||)H(*L{L#`tf3#PY
zZ?r6}UFH5b_`n4+^>S<$i`BH4Wgt%bH39Q9jGJ+!s&j9#>Jb2OEvKa)deZu=P01|R
zQb<s>+$S~HK@H!$4$sSncjUvTZ(YP(ZwKO6(8zm4Vqi4*#{WTwZ;y0}1#B+$W$0#O
z_R|^tMO{<2etx5P_#Faf2`T+5WI|bdWFEW!!IQPF3C<^rEC8ATbD}W+6z=do1u(2n
z`xp@4kZp%{LivxO*N-d(zl^tCku!5_A(BJL(H%UW%?w}hzpDV;GkJg%!^{7>9B(t6
z>f4~*Kc<rICef?RQCA<Mxs~k`9%mrS`ID!#GyIk)N|+>@!++-qVeYFgy+g*-7g*r%
zDVgjuToSO66;{;6))sN?Ca}ja^0Ab3@BewYLywoNL3{yp5Su)`Ti4m~v{k0cb!+Z5
z;A>EaIkw*lqlU`ua&-mcsa~q_|ExRna%fFhhyg4^bMZ>91=A|#9T^~teHYR8xnySj
zJk!!lPx462kI`D!(Ua5TIH@q%ds^i47arSWGTQk^{Cr}9>Q#P_jVVS8aThINC0*>%
zkLN`}2>q)+Cqm4ABen3C!z>3HG_2#T$a73ioO6W=*v5O<U~#tQk5^dO1tXK}KTbb#
zzAVT4<qeht&iDo{4R4x27*zIQ|8(+}?CwZ*Toq53L@2Q`G~V*E67=j5!Pl8At+XV!
zOLOvP`rovBkv|q&+*jAOP7DhcgjK11Fig)Z^cz=vc~i9*3cbi1s2b_;S0}fE#757#
zyn=<jfU~oSnd$xLzq=}7E^`U(U5l8QZ8L4+@K&`l+LB5wT*xHosBI-}w0`Cl#MjBD
z%O5f?JybXC^n+i1@h%PoBV2)zmS(y1r3u{E_`t_+*^4Qk;_0|9Zb|3=Fp|$W7%yOW
zbHLn0aFF-54O7v8*=T2+s{Mxj;0@p1Yjj-aXv~O${bYwe;f#L$=T~OA2y$g%+R}50
zKZiOkUHwg8nkg!rWjb$pg{^Ba#FdkTpV)js0Q%}S@!8Q=f*21;A(4|l-q{}<_;Yvc
zV4#0#9Fv9{W0wv{vUf02uKcy~7M_S5ju>|;WUF!7X7&?jAY|?yggqS@d_;2ZG1u1J
zL(g^D##bYx-9u)7r@e(Y6B8X5fb87C>bXNnj+T#B+GERr1D2D<#qiM>%@KetqJqZ?
z{tVr3^Gq6uPKvZYaF<9Z;GAAcW>S~SK^a{!6&YYz;Z!2o&e0PF^`mtPCKpgg%51&7
zH?_OT`0usza*Csd+(AzwtpjR@)UaYp1lb;Sa%SYpM4fT|6O?l)6{g}MMm7?2Sf?G3
z`!z`_!yL8}OB#j?rt(!I#(wgknafzp=)i2z1n7MhOAL$2x8hIaA-TuH6)`+9R+-&O
z@Q*8mX>y`Q>jI{)T^ZYkq!vPE<0`u?m0!ufG=jJebCZI{Hoh_}YIfm*he*e8;*5NE
zd#aHj+NFHfqRQ{gKW6l+w63>SLkk=<HVOM0H!BQZk-e}xPnPp<G;QA^Oixa3DCYC-
z-B1<lkMIAXAIAgMPg7|b^R)klw`Wg&wQvLU4(s<tT5PbZ=1=Bi?=c_7wtg3TqRCcc
zrI7+&f&(GJf2a&Nijbe@-f?`-n5vX71vU;mtw?C_YOot!1G(|94+e0o;9^wVIFmw+
zf?WG(NPVv+HFwumTdF(v?=R3u(vq=ULaSI}YN}8{QeKibFc&RjFTOl&+(EhPFnsXP
z!Bi~|ZPCL43S1(ChMP@w*P7&2?vZV7+8&`BVnI+Y^=SSgz>bd6Zi!dk^gCgT8|aJt
zOMh2gG<bOlvrt5Up;@O4GfGsM$34lqhmOCGNuMi=HwO0xP5XIcT`t-1kSEh3a~VaG
z?TcA|v@mp4U@a<4?YbaSa21B7Om4NOlxpX#F>KRyR`8;z4a2ueqVe48=(UiP$$Vz#
zZHm@ix7c%;hD;_X-mIHxriKT;_HCblH|u}%$LXSW-9zsZNomQE;I|&e*JX9UialM<
z%`952EmSf$pTsj40*G7Fk9Me^po|g9+J#xL%b0-g&Am^7^pY#kpl3Cv>Q_|lu=U;M
zMP37?1}F4L21&%SX4fV1cC9o~>aZ?{M2WA4l>7WjRSma%D_vx^<!g<YV*nvHb#^k3
z!DQge4(w`$xs5F`Ic)z`>{ZjNPyI_%h@RLPyi3G8WuJ7sxy_mDcq*d>P7+<JFs8<t
zIF%TLvMHO&*nZLUj~ii*9k;@6){~daPs_~>1I{lXmYNMG$lwd1<Zk!E6Dm^p*hQbh
zoDz9S?&WeB1yV@^VvFQBf6{YZfrkn;y1t^ZCrK8jFEeq|>|5r=#1f+MAyRuFB@pzD
zJ&e!(=4qs#mMi+i|L_Ux#mXi>^V0wyLL_z$K1Rd#o|joS(qitAiRIps)f?<j9iy<D
zVYkQ)fU&tQ(<ZJq>_z7t-UwV`wMmYT$Chmfo?DX0CZ5FM@U;C6zLy?W_F(e-11FGS
zEjiAuT{Y_kqgnrSO<l*WHYh@`i~+*w@6duBrv*;ReRPc5Ya@;K{O47CV=MTKP821O
z{2O88CW1t=ToF{5rY~-GQgbspZ?K=R<B4q28p<)`A=J{|OcybdX|_R$pqHCakvlN-
zwlCA94ltfDMvC`%TR95G=?&?c^gbMpsP!u9_liLvd>3S&JyA<?OwLvn^Qt?v7HXmB
zVm4T_SgWxAj@#14Q7Rl^eADt=Tmu1B#`Gn}+cGjq?yZZ&52w}N)%cv*5g`YniC=Tx
zVhuo%q3){O_5rv|PeWUdnu6}Aq~ai85y)~oT${N8Y+VF2>_sx51*(NKAPd_CsG#*L
zIa(UqKHk|@MXekvHPrddnO|$S<>hBQlOi29c5G_gk6d`|g^fHq7FeG03bL<Hq_a{I
z{PagcUM*e570aP`^WoaBYu_cEcCR30Jj{7csnd_{>vfK%^0+C-B&^50yEb@T&deda
zmH#d?`!j}fVy;PUx5p;(N(bo0zz8RC3-P=uwUP37^nzA&1xKG%@zg#yz^7E1#(EDE
zmtRRezX#|x+BMtq!Rn8dWE7#1bt~;`zOU5YPoVjlgw_R>S7YW5>3QwTyi-;%MBU$u
z5qWi#nVJlDq#c|mSL|4<W(e*&9dzK|KZuU_1UBMfw^n$Pf6~T~5JK726-M_4`vu-%
z4wbtqcg<UcW#r0dzsY`2g^jTpQloF_0N|HfPyu|JS!RJT(x19t6s367-BKs}`P5t)
zO9kaap5_6{a@t1ToT|AMybYku2b{#2dUJyU$f5v)P<V%g%y3QvJ<x*Px={sZVKn`+
zJz~1-IfUcuTA_<K+l$gGxMl8>Ow3Bay-u}TUuTWKQm>S&atqsqw1RK2>d{Z;2Efy{
zj$M|FxF@ZQV}~+Z{P4pryjn~a$hKqmUsO{C0&pJV;G@r*Y60hY5rIgaK=g4rtgI~a
zW#?TBV0k2ZuCgZ46O4Qx3k@h}yaEHcLT|ENA;<>U24AefC42?1+0VALf%8)BJ%4s1
zjoZYGWRh{V(Vl|xdYH#RY2W9|Jbxp~c!KI8{}on3gfD{9Zj?&Q`=nyE3f72mexCHF
z+^z)pXe1j%Bk1vg=fEw7k48joTK1^#vGE#3P`~FQ?TV6g)yy#^%Vc>1@&+`yuaR-}
zGO#{v08nA>{%fO-i=x!G6KA{TW~cR+&zUX~m~wn9n9A8}qYv8uW>HE}LdDpH82`OM
zKj?p=*nub?0I%I1zt;7q^^I{)=Atb$FJl1hYMGwxeX`mQa@fi>%CM$?2P4?R0zwbo
zvabxfz9Un9lHd89LmXtFE|joXe~<fhBkouoy~M`nj>q#Ux~>MRbVbUcH$r^+AGWc<
zDQ;1Pns6j`kr>Qm+Dy%^Brskih8LMe01)_v_8JKV6bop5roF8j;V|_quwS_RE`^!w
zv=a^4U%wVXJ!&qPPbjAe%kUq5shL~l9~k1uUQ9cXR1BNZZ)djnJNQdh?hTO9qT1M4
zL?y?E6NQU)v{%#nOf&7*5h0NUa_8@*xh@5y@72}%Z>(?i#*liBvUP?rvha=(Dfp*4
zey9VPtNJltf4hW|HT(MA0AyjtpG_8^#myl~)Vf^@Vu=c4?<7q*rO;Zpucem@lUL)h
zw-di$E)kx^L0@IxU`rx~)6i65o>qeSMBu#*1(Mb`@OxzOT#tqJnoIVBPJ9`Xw}Sxx
zx%xm2PPzYVe5^9Yg_6Jq2#G8^=|t!w%{@AjGX?A}%~jPcsjoDVJ6KiC&%^nra8D>`
zC8VT$w04-enPh__L))X1r5bmOB1!FvZ?`nBZL@*^(~$Ua$NXRQH$aTfxdQd;?Zwd3
zg@QhKNq?PW<vwf6Tjp!t@9Pxs?+E0<RXM9dS}pRWK%;ANUFOI8Nqu$I?BHzOD|p(o
z=m)fOZ~9iAhCg#)z4!-^xOr-oF0c<fXxQBii0=PUL|H_L9`|e#$-cB7T_m%DLMVj4
zl~W8_WPY8YGR5pxP8H4mR|F(lZiRXE18H)o!=2}mZ>)-5sJ#O1qhiDKygWxGAh-@O
z4saR!>Tqfhfe6soal;#G@%c@D%dN2Gav^4a;Rj0xowiehGtuxabl3+`>4HXJ#3|z|
zFsB20y4WHa|H;Ma`wM1xZvH-O3qSb+q~LF~dTNc|uB~lYmzhn(Yq`4mbT)%o2f}$!
zk)jeRY1?`7{WaVZE%eI5HA(b-1{qh+fDxHam6OKD;m-4or^W@y&%00N@**1kL63jg
z7>}YdeTOmjr@{<=d#+K3is`d(PX_8@?+A8`@g7e%DSuzDZ_O+SD*&?ap(ykdA02vv
z6h#L(EPzJz7N?=PX$vse4)23wBJ%%~$Gy&2UDcYLY?InSU3;QhWNFU8O-LI~@>j(h
zD>g$JPO`yE&l*uGl0QU|MYXV|C&K~*pfAGltm)(M0neAh1vm|AZq2os6=L5@rzynO
z&9H}V4$3jSsrKu@D$IAhg3^IKih0XLy3y1`-Z9zEnCiQ0gAY1LDQ@N#aMjlUC_E2|
z0SVTvL83!c)<Z-z-zCTYk#&CIEA+qfR0fGgPxNe$n>jXKwc|u6%-+S7M#s%^Jcxms
z6?HB91t@&E)Zz`$Lu1v_TCa`0&0ibunp-rrE1GR?>+p~eV@KU@y;xhbhBjwD)~I`s
z=Q`r3msP=I{(6e^`RDBmYp1$wh%)yZtW=p+KqyTb>5W}<;G1_@j53%zNKsr)0v>UM
zrt{-w#T}O}$OpVw0!Z>1{dcxbW!a`2CHz~DIzpmC(t&D*=bGp=(bUTh4+Ve5y$iT^
zfD`ZEabBgd<qx8BI9|)m8AnJ-H9LGwjT~UXoEFR#?+vvRinCIG%b;@BPPoP~t^OCY
zI83?1f5OcXPnb3HD`Zi&u33i8ZKH=f+xWwL&{o3;N@j`EjmaydQ8)?6F!lYiH*^=m
z`AG~krT~@K)bTslZ6OL{5C0o<iU*UQU5azGnsQAhfKpskz#tWz+~|&NzIyENuO_!f
zQ~V^HtJ0Gpa0~Kb=!Gs?bsThr<3V~h^Tj>qnWz>m2G+kkM$Seh;agltP0H8Cp4Hfb
zkAjwHUM4LtK)~$Mz;3Dj7fiWU#21IO8`l_*7oLZZOx-wrB$8fb4QmM%iyRNCuRJHK
zu|WaaEl)lIP{XxhH>5dC6nD4|iw}!KzK~z##`!lq_lX}g9FbDq2Bb1P4Q(*D+wx*`
z>GYzOx9=BqR2PxRq;IA~6_*{<ZAeQjayY)J8B=|mKZfg#@jWlT<&r`L3Cl?XKg4U}
zRm=E$hdW_QBAJyy_{Z`Y&agqZ;})>rj~7A%<Fg5`g!XC#CJFAjxTj}o8>v<+HW{MS
zB;WiQOkin<@-DYtkhS}`1qvj21ub2A5kA1Kk)ua|W=u;%ay9hcd}Bm{yrv2&N+rrF
zTf_0g*C?r=qMzKd&?;O<v{H~m0Nj`nMV8Fk|61IyTo<0(fA2>*VoUeD@uu%3b=D2>
z3)bxa-a^LDDS)qCj50mS|1`?z(W6kgOAOpG_m)_*=_-qp;Cj?Oh3P&{naLIpIHJjy
z3dU78RxlXjKS=RqjxaGQ-VeEL1JDM=dsDg2jf<VYyyW6io^zjjx$8`xS)0hfz(9a5
z0_b!C1B_q$UtC=^BN;m)C&=~M)Y-|AG*vOp&a#&TEO>Qji^q&CTYl4%eHZ7NA7C!P
zFeBonWDXLqje|?C5c35B?hFv)S9Y(Y6}FFPXa3O68oT9eME>aE?8<s1IZoxnb&k*(
z{~#=M+kBJNU|5wWjjoKU5sXd1ue|b_^R8^e48ph8JOMw6&WSUtUwLk(j7`6@UOMev
z`&}M4&oD*Hu;l~!?B1fGsuk0laKh5A3;=Jd<Y%^GR}S-V%viOFmdNf7kg%OnLT&xS
z!ai)ftf~#<JZgnk%P1Y6oCxP3%oV>(>PRpN$3c7ws%uBn_`o6Zq=4Rs4;{X(;eZYy
z+YGZpS4?i{E6A=;r#in8)wf{S(mRrmrZv6=#%?&LIQVn#O?2}C!8F-xQkpca3+zSt
z#Ck{A?p?sK7_}Vwcl};L>$^^I{&nNRJ(*#miwM-%aoPm3sKXVpUTANE=|kW2jwZ|m
z^c~P}dpI#j)rkIiQPC>gXq26?S-TSq&||Oz!)AbVB+Q!8uK5LiwIGD`W4iMjnLJxg
zENQRv4%_))`su_-7}YN8-HRwtl(!S_K6nI>V$a^c{WQw1P^BtY{Yr5AZ^UvuOaHv-
zO2WCb0A>m?J%c@DO)K3V#<kbWE6LjV$k})!WqyQH?Z3WmqRNgOBr+j2y`}W#!Y83S
z3N>S;`~|V^?Yqdbmi@Pusb0K175hU7e(B0pE_uw255u#}VU^oQ_dNz=g`z4bSk|Th
zSF4?I(?!2}8SHu$MFETTDk$6%TqkXMv_p6PIK1z#hTAsL=hJo#<fkj8cQl>$z5Y2v
zvrnQ1EbSW$;%R;Nm#ygjcM6WRa-@>1>b`8G5)OCT;7X`DpD(e>c(P9Ukt$KBKj%@0
z#`t=!cl3ZKP;^P^r;Bjccj5<5{AaNmbvmYNkgfRDB1`L<%Vi20l$IEJH8XE%U>g`B
z7l&EzXr8SanTCFPK%fk7mE5%^ITbg%TSk?;b@14p5X6x$QTQ{don4u(O6oqgArX?R
zR|}mYgD6&K@xsoYeG3czLrv323r@YSuRotw(!Elc+kuxi&%a*Y+Tkh%`-t?j<u4_h
zdl}P_1YU2?Rwap<5IVM(z~kJ>O9*A3OlWYxcf3}D6|G8296Y4vw{k_@2oBgIu=sun
zL|Kh`^d(ri!>6T>`q<j-Bl}iW=6oU<mFSnn<G_3g1yyy|W5No?X4xY!IfesX^cq|L
z9z*)8bkNcH`TS;xsN1!vtEU?^q!Au9XNQ_&)g&|0j@F9GI%fcB4hy-%?x~04hRG=f
zJ8jJZXEktHurv$|IQkhPRkpC+q%T-RPu3s*-TJ6e?kxAGi2dj#EX5e+gDhOC)cUG*
zn6iBn#4bJahVKl=$ixVM$$CuOBlGS(%Q=(E)l4JY^wSd)@E)GuDOA@4t{bHP=@DN$
zaxH*IAkRY--_+%u{1UPUoOR&gwX<Vs?+XU2NW^8#-Zs15;9OHk!SeI|shAP+`TZq+
z7)f6E{OAktV43~<U^NkJ6}jM$Y>9Q3CO2c#$<+hBBu<SX5U-kx8u(6_rR&qR9~uKq
z%<Vj@m*z(Gnl5eGOm&^tiwwkUd&QsDcOgGNdq-Ew-XLXZfA>3*7EwKT&hgZc1o3)G
zZbWTt22%+0bd`#MKJ)$b#dt+I<a=BpEy1tb%0o5he2LB$`?`A6+!**M45eE&;;=-A
zlt-k#1G^2_ln0or9T-^iwJkc{Dl*3cue+z(Pw=yE8G(1Dre{D(pNTBINEpAB2O?lJ
z4`3()wu9+q#u7S}p_&W-@f!lPqfkHiL5osPH)<}22H?-P7H{i(TfKrBsEHW<F;W-I
zjkV|^(1^$`?U>jvp?*l9#=K#9Uh-5y4wy$A?R~!(P@`*c-qD?wk+qA8`b<+uDIfcv
zPN-H3Y#I&5<CC2jGCcwW=yM<Qu$lB2Y8M@9tLo*MGRhkQ<fmOx2(2zAJ)&M-e;cVA
zh1z;S2>rE!$$)|RPROkwu<_m2ieKOLRRD6ZG--Yr;EhQTix9PX-%%Dv(>7&iP)yTB
zg17@ZkT<O#0=mb^Ljd`4;a=MOet_Ww7@8XK8=BKc13mJ?bUS%6_1C;ce2l}w(=680
z#2?70?B~}CC*MxX?~(x$I7`cl;~J<@(ANJL4$A&72n$F;@Hi&Wg#^Gr%%fiLrd)u5
zt;A2u>o#4mrF$dy2ni#?wz}A*a${B+J58!7Zgp`{>W+4*>iBrq74a(n!Re;d_FmwH
zkXU}Cd~o(SS`XCA|3b<Du_HDF_$tN1uNM@veasKCP=bfiUZuc%C`fZi95EtCRLJ_T
z1XYT$t6S=4Tt6QG#u}Y`USp1SwW6Hj7rFM9WthXo>)-$Yp4+9SnOYI*{0Dq+?fon=
zE?K#N3Rn8>TibH+iNM5&%X#nBaO$Cee4V=nWiM-|B|gS#M9s~vM$At-x!>I_S{yb6
zwY|Ju8JtK1_wuky_!ly%`JGHMwSGO(i?p}S9@KoDs5$g)OqE}~JU^}~l3703Elpf3
zs1$wAFm2i$SThOT9-AH~O(6sJuj^d+_nXwB=6;n#SZ{p22}9_l@ub%E{nDTF(Y()z
zblbi;IQd;_E^r$oDz0~^^H{QNvAZ;tG4b&-^e_LvOU5X*`4?zR7m5g>j3CB5R1&K8
zt(Wg)zSjU(Guw2F;HrjO6KA!B!ap%woOmpDR%`re>h}hAn=Z`MA$(>+TA#@{Jb`2B
zaQNnj1f2cmIyp5=Hz6Wsl+op%Rmg6mCU9qiul($np>@pd#cGv@q(Dko<MxpigOLG7
z7_?$g=TgPqk(${9u<vF&g-$JZ9$p|kHA(^Qn@UtxS@B<emgP8%#{?(VIG(wEN(O$D
zt$+IXK&H}uaej7T<4gNLdBcs|tdw6J&TdB1{mcnzR}*6IXj+xuj4Urh4C#k*f8tsd
zO#77P_lngp;qgLO%9&;m$KHSbn5bteKLJpQY(&{Ia{LFFr^5`0G3U;mdx$8_-P>Bq
z0gMc?E$5Rywe_KQw51DT?QdZT&Fj(c;C&w(9s5n@rnq;A#9r<IaY!4LZ>5_Y`+K>-
zcd)nVq`v1Ry{J;rzoLy3RMgb^CdR+xk%svBd<O>yeHlvhj7&_XEg_710O!a9XeMJW
zv+>@7Mkk9#7FT$&>hMCu^bj}}gR9t<jGbh_`@C1pQ9{!OUrMoGEiaxiK=tyl@G{KW
zC3ph602~O)es<qox}=QdGT5N@JU(<%h!;|yZ1Uf4qbawagG0&KHS^;DY$$uB?pP1c
z{{*5}MiLSde>zcZ3Qj#X-@=n4@8=#N)E~j*E&9T&?O{7mMjP_oBOI)#!8(!1(wBtQ
z*ZrXK-Mgqo_)xS$cYdEQnOT_#fM9|F7x6Nk^JAdS9@tr(JYKt0dxB*WKi*XW@~JM|
zIG`Wn#l=R<LMUunJstna2PMpU)H{L=vbuk4-aof}Y|7GJjAn7Fcoa8!zvDKO2Tl(s
z1dhfMQRC5V8f16^j$`ca7qTD=S_l~nfNoW9;mm-VEC{b^19PMf4ZSJ>jcR@J+=WXz
zo9-GTcvzFw_mf}5oLw(3HND4X6O3&?!v3ZJ-m+yEPs3M0t&g{S*3Ppm@qKwsG_wA!
zA5*&m#w<I!$gL6orn}JS2Zl&~wiw|9Gr)m{b_dAR=E3Cp!D<&Ed{>9VLs}y_3jh&T
z7r5~U^72-$;(wi&Dwz@CF??@{k%helTYChBeH}!ns1+90xXtZgdodn$GU#f~_z&fK
zyKBVkPfU7`LYhk+7@T8v#bdTIGR(k$dBW@02LQ+Fu#A5NFF!W0OwRl^F)`s@09577
zOiWUMC*;j*dGg`NkoxIA;v=*IYmV8y{Zk*QT4Ldt_zAh3iO9~S+P&Ru3pTe819g(N
z#^*SHUIC)(-JQum@*6jj!EDIb#;_wrFeQ2SIe@>I)izy`_V<ulzloo8bboN`?PZc|
zqYf~b(l>+^4B7=gbuU(cTEb(7{67Ad))IcOaMOL7Kws?G#1C}G$l3^BzeW^lwMcG!
zv*@Lzvnmxvf|7K-_I`^~*ZEzGJvd!tAksl8B*y_RG4ehPUXseFEQZ$W^aFa+$$5j2
zhzO%w0-S_kHH^^I1Ywm<EBQe4Pu|i27=XYnjB?(4m_O1cm*1oC8kQL9CQ&@R=wV;c
z+Fqf~#b2EVCL*iDK~UD})XcVPv8%njI-Bn*mgQ*0SnMK`MUEK4pz%X#P12?5T%NVG
zv>1KERO81B(@#!L7VO59mkX?Oakl+&S{~hvgvvgZ@I5NC*_xV1iy8lK-NKXE%Au@Q
zKOk98_))*^VUH%-nYMSB3D~Lcm7tX?S9x37%BK8eb&3rq)D1WXzOx$5SGdS@T*e<I
zO5Q$e!3(yTT(4n)AEj?}+~Nhw@4eM#`i{fL^zMJZ(eg8M^}t<LfKYM1Clw44juW&4
zge^w(0=+R2ahu=Yd7rAB4hJ4Wo*ZXCN4=wc+C%H>LOl14OY7wmVed5~!Qm3AC}SoT
z%%>0z&yTt@J;z!?&EeoG|4_9797aJ(C+gLi)^Jw48WpL>F`GIX&v8jlF6{2?`~i$N
zBWu7A>!%$w#}&7@n~zt!cs2tT0QkBLLSnR$e)_)cEu+0J@B3yQ2HD!l93JnjUqCJB
zu!u6w+KFK>j@z=g=}O-<L*fVxySafcbIO%g%zencRxw^^fG_o*kZ-_P0zl;4;zwXG
zZhmFOze8~~btX?<r^h|qMm_-uOD(Cy#;7NiJ6foL$1Gd(hkWtaEOu=54eSF8Ob67~
zCq?R4mL8|9l4Yc&d$=;0HT+`g;2dD!@zDbyox{>Z-2|@IaY_4R`qJ6~V2!W1il3fR
z0S!Z{8xduAN67J7sUs+ubqUGsNB&>|JB0L6So#FJ$FMG-zMB+-fm|{6ZNd?ci$|PW
zIENBy2=MrYg5G}zuma(#>F^iKa`n36=F*5J7!{!kJQPey3FbbjCu>$7=URh#KOncc
zH-!7$DGR)~pAsYCY=|B~$vc%RnsW=WX)GR?w{^4bVrjMZ&BtlY{D@N0zZ`}I3Fn!g
zEplmJVUmw};ggc+zV<PKP3x|el@;`n#~daSkYO|GcTQs(fpo7m5ETMqr*|}*w20hD
zn{hL7s@yvoYz(>+Ftq!f_%WN!^>BooZelR?I8z0*jL4ezVk){}NU3i~b7RGinzt3O
z%fT134LJ0reley#>U9VIDZ;8$l3Li>H>_9|J)2qD!(#3O806t@vi&zW;{N*>T}-|b
zti(-7G4ULk&{>SCEbx#gq=`Kg4}LgiL+Gc^vh4?q?~3o=dMM`$kem@<#(iTP*r+af
zU^tXu$xDkp!jMM4v-ph6RzIB|Q^_wkA%4G6QX5CY7A&^#YB;CJvs6^})6)YN)FDO0
z^x;PeJF(dr4&K{$99&v$A`dPwpLJ{@Nq_sRR9sE`i~ruh<EQH7i<X1y>4IF3+is@Z
z!n9?i@g~a9WXQ1C2qv!o4F-}DAyF_hTD|xX@-yfxV0wJxmQjqGgMRv7&NSdnJ|e~V
zDi9v8OVNiN#Q_*5J0@ewy;JzHsW6D}K9D`n`YX;4$v7*MKo-@avN8;3O!hAmX8h;@
zx!e3Ud-x0#3$9mFWBzXthSSq9|Jd%FHQ4=6mON>P5PEnN17yYEV(UaWZ$FO#Zdkl1
zAzN+*$xt>W&>}u`Gq;p3*ljgE)eIv(9=UbwxM_#Uk&CA*(pgwSen-ndI^X@ffFuS=
zJ+Tu(^P|?_6C68)S;oHDb#7y`yISqEWk$jtsZos@rr4M%yRSqKOEPW$N3?WizDqqn
zzi(GIYxhnIv|0F^*D3e|0CzGT^^ye2?Ryp$H%iN{`y6gMG<haVF)$kVWWLX^=d;uD
zbPSJy=_W>iAr}>HWD3XU$}gTh2QL!q<=@Wg=ti+{rflhrX`~kQO{21wiM@-EERe{v
zToJN}h-w)^+qdQsxCOfM1CF%D3P|lP{QP}(FT6Z%BM_e#>X#$;YE?nbrz}xEQgsr#
zK$6}GuNi;K|Aa#hiJnt_a~8Hj_T>WD#}^=Hb!f;?ywl@V;O;+L?XSzGjvPN7bP1~-
zK;-^8OZ*}Gro0li+pQD4O$&%X=4`ri%x6w~h?fU}Mws^XmI+><-#ka|n=K8IgZ%pm
z(Ph<){XZtL&XW%Ob?SYh=l}Dv4_)weIWQPm*G;RY$5KQb6v(F$qoNmoz7$y+I|(u&
z5HkVX%G0b_@ic|ruxfP0XvpN$G`%^?St$kL{qH>$xOMMfkxws@CXid{DP9?V55n;Q
zvvKnH09xCbqZs^=@%mZL07B|h<`wv#k3XJey#QwS{VZ|@#g5<qE*N;}&lVdnLIuv&
z>Hn7>8<0^W>{aKqIK+iXOUnezQVy3YEEd}?4FXj+CxU27ydMQmd@OuKcNT_B>i>r%
z9{*RG^q~gL0a<{4DY-V@PU&zSSj*Pd)<SZGY^OfBe6{(%hA$@&$rFI07!&v&K<rcu
zt}a7Jfv@0dXppoPR3AhHEuwb+{C^EM|M9*5{uTTTBMTP$|7}^-=gyvlFo9DL?f>&n
z_;2^S(Gp|;ct4`U_LvhM1!@ZzA0$IcfW!&{bhk0!+cND=dhPDvF}<=<aEo3058nRt
z(!hX<PS_b3FgglC!Ai0)Gs}pHiQ)ZF_`wHDBV|w~$6L2==Mj=Wj5_x0&qEB3kFf;1
zf}uo*;`hrY!R*CCCkj|DKpdhDc2;MOSpdWkpHyj=S>^!`+rYRktBOYM^VLY?J+1ev
zXi;BHKzh7%oi-D2?SHhj!M=U_HjgXG0mo*ppC6G=!*$1%ar`*RY`|rm+13GhSs#9M
zN@gZ=Q^Pk;jyP^Z-}?G`vVZ=0adeCYR=GT_A|IPC4N<h>o;t^1&IzE6GxM7E$t*7~
z&n);Kqm>T~LJ|`4L1wa0F`J+Y#+{H+QkopOX=Etg#%C!)?mLefLavn&9nDH|RRK#%
ziS@7g9Ncb>i8$#4#Xc}gvOUoMxEnuL0T=;eCtiI2{yh^QE43?ZF;wT1ciz2w$IQW@
z*b&QrGQgq~U_VU(OL2xoWx{hm&$4QX&*!_MpA{rSA=c<<#L&IS=I7UQP4(BmWv*JO
z9v>Zc&<Esiv_rcxwTg`VKHaW;T{o8=+m58;L1Dk|p<6)`V*mU5RZMz1H&f%Qt_0B;
z64eS>7_8Ti3fdkR$&N?|=yPt4##i6o5K!}&1PNYh;w17z=2O+lKk|&?trhbjqDqN|
z8gtV%{@9`ZGgy!)sP%QHwhRn{!2x>bu4v?qXSupn1Mcq*(H!n;Ee|#U_cx}_egR-4
zZ<3O30%&FIV0)tYgu4>iM3j8gqbC3(->1F=)`GuI>FH{~$JO-@Tv<)ZAW~hYxI#xq
z2j+SVf^4HBX=64KtpTQ>QN}ES1D;tCpeK!*z~G>;RY13Y6({B))X?1AyyI*1&!S0d
z7z@?*1RC80KCf*taLYbS1p~Ndc8KUihAa<RvyMO-;|G>H2ZuKv+sQxF$c+jP33(Y=
z8*UGa<lt@ox>LzTx6qemu)+~8GgjrqzjFMm;r$Y@(fIoLwO_e<wS`$dTdfITf(t4+
z7X}Mv^#ng8qK}3T_O22WcgQFyl{q=d5ltR1;h*zuPe4-@On}ysu!1Lfcl3*4+u}fT
z2oncK=Rrbi`3h&<!IzS;ok~h^&+6fEkl<Hs^{7v8&(<@-BBHt?Sv5Hfz#}lQ1s>j4
z&TekT7cXBn)+x76j&fazSrcYzI^I+g+fCbDiRNNz0`q3}rrRPZ%<6QtJe#JzzP>;O
z9K@YFfa7a-Fp&@y6~zUf==Dl4yT<tbg9j9oiC<TPrM@j+k-8nb>hH5klF6kgD+@SB
z*SV>l#Bp%|sQ+{VS<%jp^ZF6L<>=7CrJxsmp5R}1JtYx+<*7hf_w}^_4fm@Lf*PFF
ze*stto?<>xJ662{fXhENcbn<aqwYs}W#bRGYQxofGnC2#WVN-m17`jHCV}*DW*yA;
zD@4%4eCzfr{zf1yxe|{7?K*$AWF5rVw`@3J5eG-Pp1lhEH~fT5JYOCVk&=<U(yIa!
z4(`sy7QGBqfuLK4jQfJZ!d`KFdS~z`0!st1!b@Y}H)l%*^?JdJzX7IJBAU;6g#`t@
z;OOAn%A^x@<th9Anrfu@6?+>Em`zbrrJ6$NRx>SGVLR<x&H35lSpUyJUTlT<OUI_;
zb?^f6iFaDCu=;KvQyR2gXz)6B0px@^7CkAFMAw3@8SH<=k8`0151Fr9n7{EBDWp8)
z2E@?Az{K40`hKjKM<pKLyi6Zj@}9`I8O+Yy0OLZUlLJ-mPl9s5sO#lNAYopo;BO)+
zZsK=u(vt^!OPN!dTpS>BNA1ID_BE&`+&T5CpTi>9xVF*ICdQm@qQ$PERNNJ5M2V^4
zGUmf?)hb5|JEZC4@hW)jqxU}=aUK~Q*e1(Ib5}0pS5Zd1eCf_k>9>ER$*>8g?NX5n
zbJrUAeWV5tN|!^Ora|3!?n*yoN-t{ePfzN=p|n0Y<PXqpPIM0qhxs4}TMDhY=A@1A
zVsj*8+ZTl_9vJR^mV68L7O4W^{q}n7hedBb3kGg~3HF{4BH~Znk@B)dN6H9h_7a|j
zKogs+$c1GZ<Yru`6$f<Iy=&$2`)FuaoM6}gsqW0*p?upgKCM(*M3Frz`>tZLmgSpW
zLzZGRqijt=vW%>KvzyA4B_fQFO!g?#ir$$l&5R`m5!oACvU{(of8qV*{e6x(=6T%r
zeVx~NxzA5}jJkSj0NQMjZRkJOMlws?(4s~5axgFdIg>gVjnC9*_{FW1D6Xe_l2H&U
zehhrIN77sb5iL5yB_UBz74wLV6<P*&<<T3NY{61~j5RtSdNUkQ_oKTyoddHzoV!GN
zVpeWMQ|_y2N)k?uk#5{N?{GE2s0Dm1-M#2|{Qz@TwV<;uug5M@#JdGkRHk>gWpIf@
znIyVHW2=1efkE|dg5G+Xz!>He&otWiry%?IOh(|sS9iQubuLk?(8jzZA*JinK~Y#m
z?!~9Cd``P(m5ZTY*=hvKI=#OOBGV_*h+k5ybkh$iINaURZYts(BZE)m8CRw(N?Pqt
zzIvZaJXEEfjMn4S(+dZ0$`CXU?FRi|0b9i?&xFt-{#L328P#sHJ@~`!llct^0;i4~
zsD#3*{Z4E1jVR^=UeZ^%tm)DswgyNrI$W5Y+dA?ogbghnC2N+FdfSsxK!T8BT!mtR
zrpXU{tgG;Yxw%%o5gOcI?+D7~PTt<Mv$_h3qXtl$Lf0a>#O_X4ibmSxIKeq+0raHA
z(iW|Kw&TZ5mzp!R)Wu`Ck)Jb;%ez0kG1_*RD?$eS@O|5pGjnr&kmPNJSL79+91M_)
z;wDkf-g~gv?M)t@`fz7A?VTny)lL+m%87(#a4jEK?8m4|_d(bU`|*iutTZx8tL#NJ
zT)GvBK$+UtV%y-@W`YL??&hk<v?C=nI4nGlhrUbcr9>(ZN({DS%jGU#5vAIp`}0s=
zeoV~$Xr}cyc{_DcHe~dj_u0ij_e|TRXY<9s2UlYklIkT&{;7YU3@JvM<BjE1Wrk=V
zYrwI1TduauvXk*KAGZYK^y_Xa<s-k?{d%~r7l-#=%)OR5^cXUu!3GGU8gNmuAZq&k
z>gxtz=q`y$rrH>z9kXvOIJRU04aJwk3H6K6C}&~5%zbswZa%tj&j<+%Vkg_vm-)<I
z`FF3*%tt<d@{oF~wtDI%lOj*I`X<Sq{$CQL*KAdr!{vElWz^9D<uVD;U5uITgF4^x
zYL45DsqVarU0eR8Rk-gKaq!4O|HgWad*Q>lj_sWn{Vg8n3Z<NE)%>1l%BFANeP@Lt
z$ENHZu!ZKHs!u@4E-l~Q!RL0VeKW6H?A}P56XwB&S3HV7moY1Ryq`N&QB!$6a@2CI
ze!+|Oi#S|vEb}Ia5X;x@5YZQ+`sBzRVgugNHg<lZv-Pmt_X+#Tr8Iyi0y6$u>4{i<
z&-uut9M4#GQ6}BG0V;7pV~&SHtTEz(EB|`&P~5*S1@C+<uy_>OCwSnz?NODTS8e1D
z$8Qq4cWndkR>O8Tys|%O?C|a^eLi2xZyefHD$7vZoKM1$TxF~B`Y#vt3*ueOHTUvb
z$Etms;#z2Uf1yxG&@kB0s&5~ACcN`0LFXwyQ)~L|mS?>#b@lT?#!H6b<DW|6$<K{)
zG>8ZFixRN}ofB`!AKm*M?&_{if2jE?mfkTyL|GQKiJhKObA21Zsypgr(eOF`pV^!c
z)3HbeOAPttU_8ryY%oFj#LVl5^4kVLb2^VX%ibQHaq6}AJckpBq2ov;nsU;X8JIf%
zSc)%E`H}RpP1A-!Kms?Z$8?h|RX*9Q=yr?7GFA3hKvLquIMHb+NV!O~qr@>K2Hn`!
z;9#BOC&^G;X5X<#->RZ6Xj%@G)0E^_C<Zvb3SPK3T(tUCVf&}!;B?bp**@EmxH*{n
zjCsMWk*q+!y)>Ca-4H^rqkcfcy(Lq-y;kFM{t+r0gA8$7`^fcCrYJ@-p69V(IX@YF
zAz{a;y>oz_Qqil`SsDuVhkP}`NF!+aTj(LwXw5b3zN5vew#Ph{(TB<$_Tl^_X~p~(
zb5=3DNW-F4hLv7@bM;=`MG2kd(Y&Q)z)??46Tff*E=Yq?<@oPG4Y%il*3Lya1*@(|
zz)39mdqOeJ!0}7oNwvY{`7zWxo!iue-}eOR!n=G`Kh`ksL}kd5o=(DocnJJj%J7Py
z$Nm=NM2TWegLOLWbtLk#nisQ>g(|Ym6-~MQjBm}@>?mu}apsb8$m_;A(ddVgsKdv0
zgn^#a>T1g|h}O6{*`@vEV7$yR&8CfiLPrxy+B6Tv=UC16C8hL?ZWEZ&mmx!)&#&nV
zk%z&8Qr7kNJA#AG5<5&JPRa3Iqb&W9yIf2R96cu@#i){(b|GU1By>>?BhSC&nT%{a
z0IfLu%~Bz@&yS`!mYbkd{LST{l?Y)`L8R#^6xdpU*~zaJa}(z?Qw_6q<-%PAHw0Aq
z7r=XM)!{o8Fis3VrZy-kzy7a)i?!0lAK3jPN6RFf%K={ydWh@;Y4p_2@01z!$tCRm
zU0(uw1MDeNu~NyOHqpoDr+VNY#Rio(=h^0eEUS}!ccH()2NR6zZ7SxMcy4Jv%rB@&
z*dvO}hx_qEbOz|dp&Spl8Dmdpw|hJynku3JOq<Ky!iBdmUe|e!#r;l}(Mjqo8<iH4
zHsuXUz?I|Wq%6%_wMH^C>p24Jhf6!})tA7S-zFe;B<d7NjRETayw}M^J%aY^KQ0<U
zKhoW2F)g51XJ4cRu?Y>)g@aFCV+0+E&EcyvO|@Rq+ZR7Zlo&*BA5(Oqwd@kdPnNB^
zh{uWY?n`QI;#Em{YrTrL>BH`4E4TOR-C27e63Fu1W0szL_OoHEQPjQ!+>Bk;Xu5*R
zGWyrLf)0nggFtM1()1_2(pq!#A5%+zfcx)7fq$j`PJ#K8-~LZN5O5l-<LXdowaASt
z^|Ms@3qLynDrYOqfk_5$g#7*qyMGfxMj;X|tdD0xYg*fgQ?8#sS6m5{w;yjuUR?Sh
zS1*r1F!jMNi$G$@^$Vsjs`CR17N#5G`X5X|`u~{>-CH5ZsY-@iIfQF6ML7?}l<h=^
z-{KrEkk4=Y0LQD+`_dOX4&Vu+h24mVx-);ik7Pm+t2M8$1Ev8EYLAuuMc;;g-Nr{g
zlyr#yA@0##{Kka6aAUHpsQ_Rur`F~fR(3yyho@&&a<$h%bex5s9K2q;w$P&tsI|k*
zP&Xf~a2%4}pzldb9JI$93m;}s;uPdd=mKF+85#_QDPW9_<)>JhVjB~`#<_1tM1<$A
z>(#;3&DH@zD(E1mvkNS<GQ!rEMnt%Gqr;Xii&3G%k(uy1gu>UK#E6-mxx;f7zOOa1
zxiLxjDZs$;AtXrCB3<n$pgiP{<GL%Ut%?_4s&I;J)wN!vGf+-B2*f3dfJ@LNrx&gU
zdpzy{>0n50Bj_{AO6Pc$C*ukYD*~&#NBhcFOb;X=Z6re(S9X8jh+P<CNUy=>D}oS+
zS2O8b5U$>8KmaK8&$V5LH*gk6g{5kD$Jo?SsR%8QEh6SwI{2FzTK-ouR4$!fUY%=2
z0o8ypJ52MRu0V1`mq9ycXJtFS4)TR2*qSqFrGr+lVJWLwnQdy8C%;y6k9$aI(fQ57
ziOv1$M7OS4OBJp_I#PaMU$C@AhK8&UbQX(Bx{xNg3Tle8ex8vj$kZ$!oh;o_6Ri-p
z>m6>)LK`hUf1tyRLBr1S!)u?v+5<Aszhe~UDbH3XVV|aewehkU$LqHH-f*qD&~Yzf
zxX<ePeeMF|g)xBE&^c8EMF1LdGL#C0^@zxgHiIIlt7Gt!ExkKR{*#_Vd#GsE>4L{S
zzKBlY^u#p8(<!JgM*@Dbw74wuc*5{yIDCv)hzD}$?io7tg@NO2kDh8=SmKnZ|7X=D
zKX-8fM1&|GgyrT~#@}Cp{W4O%K$j>Gwa7zPdD&5}0?w|g$E*hMcr|v_fZu%GovrmP
zVhbH4=K9P!dsOuU2yV*XpLvL~6``MX1EvnZClWx1s&Z+A#9m~P{p~*vEoQ7vpkL`d
zb+ytyhCplxXTu1#FeO*noyXj%(!*vMj;xz$ib8u%O}+?Sg4b^Us-DT1gIJ;dX8bOM
zK8|xh=x0IyL}ukxfF;qsu)DVprsJu~O$2fD<(}>;Z;sL7*WtnA)O`R-X&{AF>B&&i
z*@Hmf|C}lT=eHs|pI=Cg&QQEi%^Fw(CQvr5GdpN7t`dA4#TpYrTbk|01o=(Dwca`s
zxL%X=um@@=tOQI?s!}+i68y%1$)E#}lmV+FrJIx0b#pSU!UDT<4gRVO;QeJ86U6Fi
zZ$?TgTBxX>uv&=WP0;kDZz(_7djo}BnXCw;^#d}v^qwj_&J&(PYDem48ik9_#O(0|
zTgDUEP_^i>Z||ZRt4nhzMuA1(QXr^z35!Q36a&VYvWhORHIqb7ozU4>o$~}>=Br_d
zb#?7*Ujf~}!P-su<9J)UfBKVtjM!=N*X)-O;Ve_Ib+2#zgU^U~&-;J;0f__6;fR*+
WQqehHTV8S=>#UKbVd-htsQ&`r<<(sP

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/jackdaw_classification.json b/modelling/data/abingdon-all/resident/jackdaw_classification.json
new file mode 100644
index 0000000..97224af
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jackdaw_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Jackdaw",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "strong",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "summer_detectability_trough",
+      "strong_spring_carryover",
+      "strong_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 1.0855606069296941,
+    "target_trough_value": 0.3794364203481232,
+    "target_mean_value": 0.7203418580614599,
+    "target_amplitude": 0.7061241865815708,
+    "baseline_to_peak_ratio": 0.507571844890725,
+    "autumn_to_winter_weight_ratio": 0.09491525423728814,
+    "year_end_to_winter_weight_ratio": 0.535593220338983,
+    "decay_to_growth_ratio": 1.4302874302874302,
+    "monthly_target": {
+      "January": 0.80002742601049,
+      "February": 0.8000489417626719,
+      "March": 0.806463974124809,
+      "April": 0.8984243632003523,
+      "May": 1.0855606069296941,
+      "June": 0.9729038410845438,
+      "July": 0.6137805534765457,
+      "August": 0.3794364203481232,
+      "September": 0.4718410843872588,
+      "October": 0.5433715199551731,
+      "November": 0.5768452708148974,
+      "December": 0.695398294642959
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.951,
+    "GROWTH_RATE": 2.331,
+    "DECAY_RATE": 3.334,
+    "SUMMER_DECAY_BOOST": 3.832,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.468,
+    "PRE_SUMMER_DECAY_END": 6.905,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.428,
+    "SPRING_CARRYOVER_WEIGHT": 0.249,
+    "SPRING_CARRYOVER_END": 6.93,
+    "SPRING_CARRYOVER_SHARPNESS": 17.086,
+    "BASELINE": 0.551,
+    "WINTER_WEIGHT": 0.295,
+    "AUTUMN_WEIGHT": 0.028,
+    "WINTER_PEAK": 5.21,
+    "AUTUMN_PEAK": 10.89,
+    "AUTUMN_ONSET": 10.66,
+    "AUTUMN_GATE_SHARPNESS": 7.752,
+    "WINTER_WIDTH": 11.016,
+    "WINTER_RISE_WIDTH": 10.754,
+    "WINTER_FALL_WIDTH": 12.4,
+    "AUTUMN_WIDTH": 7.472,
+    "AUTUMN_RISE_WIDTH": 6.728,
+    "AUTUMN_FALL_WIDTH": 8.124,
+    "SUMMER_DIP": 0.172,
+    "SUMMER_LOW": 7.96,
+    "SUMMER_ONSET": 6.285,
+    "SUMMER_GATE_SHARPNESS": 4.835,
+    "SUMMER_DECAY_ONSET": 7.075,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.954,
+    "SUMMER_WIDTH": 26.527,
+    "SUMMER_RISE_WIDTH": 40.632,
+    "SUMMER_FALL_WIDTH": 10.338,
+    "SCALE": 1.368,
+    "YEAR_END_WEIGHT": 0.158,
+    "YEAR_END_PEAK": 12.13,
+    "YEAR_END_WIDTH": 89.4,
+    "YEAR_END_RISE_WIDTH": 165.468,
+    "YEAR_END_FALL_WIDTH": 10.85
+  },
+  "fit": {
+    "score": 0.435
+  },
+  "warnings": [],
+  "summary": "Jackdaw is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around May and reaches its lowest point around August. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/jackdaw_consensus.json b/modelling/data/abingdon-all/resident/jackdaw_consensus.json
new file mode 100644
index 0000000..676abaf
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jackdaw_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.435",
+  "INITIAL_Y": "0.951",
+  "GROWTH_RATE": "2.331",
+  "DECAY_RATE": "3.334",
+  "SUMMER_DECAY_BOOST": "3.832",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.468",
+  "PRE_SUMMER_DECAY_END": "6.905",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.428",
+  "SPRING_CARRYOVER_WEIGHT": "0.249",
+  "SPRING_CARRYOVER_END": "6.93",
+  "SPRING_CARRYOVER_SHARPNESS": "17.086",
+  "BASELINE": "0.551",
+  "WINTER_WEIGHT": "0.295",
+  "AUTUMN_WEIGHT": "0.028",
+  "WINTER_PEAK": "5.21",
+  "AUTUMN_PEAK": "10.89",
+  "AUTUMN_ONSET": "10.66",
+  "AUTUMN_GATE_SHARPNESS": "7.752",
+  "WINTER_WIDTH": "11.016",
+  "WINTER_RISE_WIDTH": "10.754",
+  "WINTER_FALL_WIDTH": "12.4",
+  "AUTUMN_WIDTH": "7.472",
+  "AUTUMN_RISE_WIDTH": "6.728",
+  "AUTUMN_FALL_WIDTH": "8.124",
+  "SUMMER_DIP": "0.172",
+  "SUMMER_LOW": "7.96",
+  "SUMMER_ONSET": "6.285",
+  "SUMMER_GATE_SHARPNESS": "4.835",
+  "SUMMER_DECAY_ONSET": "7.075",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.954",
+  "SUMMER_WIDTH": "26.527",
+  "SUMMER_RISE_WIDTH": "40.632",
+  "SUMMER_FALL_WIDTH": "10.338",
+  "SCALE": "1.368",
+  "YEAR_END_WEIGHT": "0.158",
+  "YEAR_END_PEAK": "12.13",
+  "YEAR_END_WIDTH": "89.4",
+  "YEAR_END_RISE_WIDTH": "165.468",
+  "YEAR_END_FALL_WIDTH": "10.85",
+  "SPECIES": "Jackdaw"
+}
diff --git a/modelling/data/abingdon-all/resident/jackdaw_observed.csv b/modelling/data/abingdon-all/resident/jackdaw_observed.csv
new file mode 100644
index 0000000..43f5a8b
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jackdaw_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,91
+2,72
+3,98
+4,100
+5,110
+6,91
+7,62
+8,56
+9,68
+10,77
+11,101
+12,89
diff --git a/modelling/data/abingdon-all/resident/jackdaw_parameters.csv b/modelling/data/abingdon-all/resident/jackdaw_parameters.csv
new file mode 100644
index 0000000..b92c4db
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jackdaw_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:04:30,jackdaw_observed.csv,0.7631238803755975332806572591,0.801,0.995,3.958,4.234,0.337,6.29,15.32,0.118,7.63,15.88,0.622,0.268,0.008,5.88,11.0,9.81,4.887,8.719,13.92,3.518,6.538,4.201,8.874,0.011,8.88,5.74,5.996,6.83,8.356,24.656,31.771,17.542,1.618,0.126,12.23,96.594,182.809,10.38
+2026-05-21 10:04:30,jackdaw_observed.csv,0.7797546054275821228002713212,1.014,0.355,0.438,3.76,0.892,7.06,15.811,0.215,7.13,18.307,0.658,0.655,0.048,3.63,9.58,10.47,9.867,10.174,10.102,10.245,11.246,9.09,13.402,0.091,7.27,5.68,3.818,7.24,11.335,17.584,29.907,5.26,1.707,0.197,12.05,113.200,214.235,12.164
+2026-05-21 10:04:31,jackdaw_observed.csv,1.777522579656785028272816288,0.777,1.114,2.442,5.529,0.552,7.6,10.713,0.053,7.54,9.363,0.818,0.315,0.031,5.81,10.57,10.46,3.96,10.298,15.747,4.85,6.306,6.223,6.388,0.035,7.96,7.32,4.781,6.84,8.515,30.332,53.805,6.86,1.354,0.285,12.289,44.852,81.341,8.362
+2026-05-21 10:04:31,jackdaw_observed.csv,1.920069679058041827863222929,0.915,1.365,2.283,7.652,0.805,7.38,11.394,0.442,7.5,14.746,0.35,0.12,0.046,4.48,10.07,10.09,3.455,11.844,14.437,9.251,7.861,2.37,13.352,0.135,8.25,5.25,2.515,7.52,16.341,36.422,58.793,14.05,1.607,0.277,12.252,60.782,109.9,11.665
+2026-05-21 10:04:31,jackdaw_observed.csv,1.661416933869632692179575330,0.798,2.848,0.606,6.12,0.437,6.4,8.705,0.016,6.51,6.135,0.362,0.072,0.041,6.02,10.57,10.27,9.511,7.441,7.740,7.142,4.654,4.932,4.375,0.117,9.14,5.14,7.625,6.85,11.319,47.316,75.794,18.837,1.655,0.228,12.187,57.938,110.931,4.945
+2026-05-21 10:04:32,jackdaw_observed.csv,0.8301586177828895134989758819,0.807,0.547,1.407,0.367,0.6,7.05,7.003,0.353,7.39,25.013,0.283,0.669,0.005,5.01,11.66,10.45,11.336,19.198,19.832,18.563,11.798,11.729,11.866,0.005,9.35,7.17,7.642,7.48,21.434,16.274,26.802,5.746,1.698,0.114,12.164,105.032,199.923,10.142
+2026-05-21 10:04:32,jackdaw_observed.csv,0.6867447093899093191342870451,1.088,0.601,5.369,7.729,0.007,6.5,4.463,0.366,6.66,9.356,0.616,0.701,0.021,4.39,9.62,10.8,3.046,14.321,19.369,9.273,5.686,1.25,10.121,0.002,6.53,6.99,1.819,7.27,11.392,32.976,50.76,15.193,1.703,0.266,12.282,108.696,207.508,9.883
+2026-05-21 10:04:32,jackdaw_observed.csv,0.4326294400826977343824192971,1.046,3.35,5.283,4.797,0.742,6.73,12.668,0.298,6.51,17.529,0.342,0.46,0.041,4.33,11.04,10.79,10.104,11.016,5.866,16.167,9.270,5.21,13.331,0.113,7.38,5.01,2.654,7.32,9.13,6.056,2.866,9.246,1.172,0.171,12.064,49.388,89.789,8.988
+2026-05-21 10:04:33,jackdaw_observed.csv,1.097596229175960623307572007,0.756,1.735,4.13,3.346,0.794,6.84,9.52,0.084,7.37,16.6,0.292,0.451,0.025,5.15,9.6,10.73,8.762,10.596,11.516,9.676,13.210,12.419,14.000,0.035,9.1,5.51,6.234,7.29,15.916,11.216,20.031,2.4,1.791,0.032,12.074,51.872,99.679,4.066
+2026-05-21 10:04:33,jackdaw_observed.csv,0.4638711656722727065045804457,0.81,3.012,1.735,5.309,0.24,7.39,5.951,0.41,7.5,19.318,0.578,0.206,0.046,5.92,11.5,9.94,4.962,9.298,9.13,9.466,9.198,12.511,5.886,0.068,7.32,5.22,7.632,7.35,21.24,35.448,62.817,8.078,1.548,0.325,12.254,88.035,162.303,13.767
+2026-05-21 10:04:33,jackdaw_observed.csv,0.5296324806028650337222701708,1.108,3.695,3.621,3.646,0.105,7.28,12.942,0.359,7.6,26.282,0.81,0.327,0.019,5.69,10.52,9.7,11.49,14.842,11.752,17.932,6.783,6.749,6.817,0.072,8.66,5.28,3.366,6.98,22.092,37.984,64.137,11.831,1.169,0.325,12.137,44.934,81.943,7.926
+2026-05-21 10:04:34,jackdaw_observed.csv,0.7108411282446985083425568494,1.098,3.442,3.092,3.951,0.748,6.73,6.887,0.242,6.61,13.101,0.373,0.684,0.043,5.02,10.38,10.49,8.831,9.721,11.103,8.339,11.198,11.442,10.955,0.093,6.69,6.29,4.186,6.76,16.809,31.830,46.043,17.618,1.092,0.188,12.274,116.860,218.712,15.008
+2026-05-21 10:04:34,jackdaw_observed.csv,0.4785828577604716737686452360,0.852,2.947,2.416,4.135,0.621,6.37,7.001,0.027,6.72,22.457,0.52,0.566,0.049,3.61,10.93,10.24,7.477,10.536,14.734,6.337,13.157,12.314,14.000,0.184,6.86,7.38,6.879,7.26,13.32,31.313,62.228,0.398,1.757,0.077,12.062,123.754,236.367,11.141
+2026-05-21 10:04:34,jackdaw_observed.csv,1.355558903681045877483320799,0.97,2.289,1.027,1.091,0.344,6.69,9.084,0.168,6.98,27.839,0.515,0.221,0.037,6.26,11.46,10.0,7.544,14.671,17.393,11.949,10.168,11.107,9.230,0.173,7.18,7.38,5.223,6.86,22.729,26.078,36.952,15.205,1.69,0.167,12.025,63.862,114.616,13.107
+2026-05-21 10:04:34,jackdaw_observed.csv,1.218773769229132805091713537,0.585,1.096,3.614,4.309,0.779,6.87,9.768,0.007,7.42,26.465,0.559,0.385,0.027,3.62,10.99,9.31,2.932,11.673,9.958,13.388,8.304,13.213,3.394,0.145,7.77,5.48,2.453,7.08,15.873,32.226,49.094,15.358,0.939,0.133,12.075,68.534,121.848,15.219
+2026-05-21 10:04:35,jackdaw_observed.csv,0.9633493766489339604808955221,1.116,3.179,1.657,1.119,0.315,7.69,12.944,0.3,6.85,17.975,0.851,0.474,0.027,4.43,11.05,10.9,4.126,0.760,0.814,0.707,3.663,6.606,0.72,0.192,7.49,6.33,1.187,7.45,20.022,29.918,49.899,9.938,0.83,0.242,12.046,85.490,161.194,9.787
+2026-05-21 10:04:35,jackdaw_observed.csv,0.4448990099289491631998226874,0.846,2.393,4.504,7.351,0.466,7.73,4.19,0.138,6.65,17.064,0.622,0.519,0.042,4.37,11.72,10.7,6.178,12.129,13.441,10.817,11.794,13.351,10.237,0.159,8.01,5.02,2.389,6.79,7.183,36.475,61.058,11.892,1.394,0.248,12.126,71.974,128.009,15.94
+2026-05-21 10:04:35,jackdaw_observed.csv,0.8031716868851344480786898468,1.174,3.352,2.752,2.014,0.281,6.94,5.234,0.023,6.95,9.457,0.392,0.698,0.042,3.94,9.68,11.0,6.508,6.585,8.243,4.927,6.993,7.594,6.392,0.038,7.89,6.04,3.999,7.11,6.727,12.896,24.056,1.736,1.29,0.233,12.087,96.330,178.002,14.659
+2026-05-21 10:04:36,jackdaw_observed.csv,0.3433786552665501246578979089,0.883,0.426,5.185,7.61,0.641,6.67,15.838,0.092,6.59,17.976,0.764,0.428,0.022,4.68,9.59,10.73,10.631,18.164,17.547,18.781,5.855,11.001,0.709,0.12,8.7,5.45,3.984,6.75,17.963,20.370,30.72,10.019,1.483,0.341,12.145,74.952,142.113,7.79
+2026-05-21 10:04:36,jackdaw_observed.csv,1.323415642274925635732218296,0.834,2.805,3.267,4.517,0.515,6.63,13.499,0.215,6.86,22.173,0.791,0.497,0.031,5.3,11.03,10.51,9.158,6.372,3.311,9.434,10.516,11.362,9.670,0.091,6.57,5.38,4.74,6.88,11.994,28.450,38.309,18.59,1.744,0.17,12.042,88.886,162.073,15.699
+2026-05-21 10:04:36,jackdaw_observed.csv,0.9821490750600876335338763996,0.61,0.588,3.608,4.112,0.784,7.58,14.585,0.006,6.99,21.237,0.497,0.429,0.022,6.05,11.06,9.28,3.874,8.214,4.787,11.642,5.008,9.376,0.639,0.206,8.39,7.23,3.109,7.05,7.283,24.866,46.715,3.018,0.91,0.075,12.053,116.374,221.875,10.872
+2026-05-21 10:04:37,jackdaw_observed.csv,1.625047068566241374352747707,1.033,2.978,5.02,3.471,0.462,6.44,3.816,0.227,7.54,26.948,0.755,0.558,0.006,4.58,11.44,11.26,10.921,12.488,15.934,9.043,5.700,5.59,5.811,0.17,6.89,7.22,7.807,6.8,13.539,16.528,20.858,12.197,0.887,0.198,12.258,53.591,98.61,8.572
+2026-05-21 10:04:37,jackdaw_observed.csv,1.015026772791765445206907187,0.683,0.475,3.065,0.763,0.197,6.51,11.451,0.211,6.51,26.907,0.551,0.398,0.019,4.99,10.61,10.39,3.65,9.816,9.91,9.722,8.948,10.136,7.759,0.151,7.9,6.43,6.599,7.12,22.208,11.409,11.736,11.082,0.905,0.35,12.175,110.184,207.999,12.37
+2026-05-21 10:04:37,jackdaw_observed.csv,1.103945481752512492898063745,0.685,1.585,2.371,6.509,0.022,6.34,14.567,0.309,6.94,27.476,0.598,0.573,0.031,4.65,10.66,10.61,8.539,1.690,2.521,0.86,11.034,11.541,10.528,0.165,8.53,7.41,1.331,7.5,12.529,20.388,36.528,4.247,1.425,0.329,12.163,99.706,193.901,5.512
+2026-05-21 10:04:38,jackdaw_observed.csv,1.299253247518117588566602414,0.728,0.619,4.976,2.431,0.495,7.41,14.335,0.167,6.58,7.527,0.609,0.648,0.012,4.58,11.19,10.89,4.233,9.096,6.074,12.118,6.101,6.644,5.558,0.113,7.01,5.09,2.51,6.93,19.905,43.652,73.565,13.739,1.222,0.112,12.132,99.470,183.548,15.391
+2026-05-21 10:04:38,jackdaw_observed.csv,0.8778752720602805617702119673,0.901,3.238,1.617,1.538,0.868,6.71,13.972,0.165,6.96,22.16,0.708,0.167,0.029,5.73,10.56,9.68,7.05,14.770,17.059,12.481,2.522,2.479,2.566,0.221,7.94,7.37,3.41,7.19,9.715,10.024,15.189,4.86,1.675,0.082,12.038,50.552,90.637,10.466
+2026-05-21 10:04:38,jackdaw_observed.csv,0.6650499922968048317946756774,0.818,0.654,2.702,1.941,0.593,7.33,3.16,0.015,6.59,19.822,0.54,0.686,0.034,6.22,11.23,9.88,4.328,11.630,5.535,17.724,3.798,1.346,6.25,0.237,9.36,7.22,1.559,6.64,20.998,27.578,38.747,16.41,1.099,0.213,12.282,63.886,118.236,9.536
+2026-05-21 10:04:39,jackdaw_observed.csv,0.7487749460231427450372676085,0.938,1.641,0.159,6.551,0.626,7.15,14.865,0.431,7.0,8.57,0.553,0.017,0.018,4.89,10.36,10.17,3.987,7.290,9.029,5.551,4.334,4.015,4.652,0.239,8.28,6.5,5.092,7.4,17.897,39.668,68.191,11.144,1.299,0.268,12.014,110.300,206.181,14.42
+2026-05-21 10:04:39,jackdaw_observed.csv,1.048397080934348030948053374,0.766,2.303,5.064,2.909,0.159,7.51,3.537,0.25,7.54,21.181,0.467,0.487,0.021,4.65,10.44,10.54,2.71,17.531,19.278,15.784,4.415,6.075,2.755,0.028,7.72,5.53,1.031,6.96,15.942,21.179,41.268,1.09,1.196,0.262,12.185,103.630,198.044,9.217
+2026-05-21 10:04:39,jackdaw_observed.csv,0.5156328075562856481994658708,0.918,2.472,2.24,1.11,0.855,6.27,13.445,0.139,7.18,13.358,0.767,0.257,0.029,4.63,9.99,9.9,9.025,9.639,6.461,12.817,4.872,3.992,5.751,0.234,8.27,7.45,6.708,7.5,18.737,14.331,12.718,15.944,0.98,0.048,12.214,115.422,224.167,6.677
+2026-05-21 10:04:39,jackdaw_observed.csv,0.5862044956668506289795056637,0.72,0.475,3.894,5.015,0.091,6.55,6.03,0.379,6.82,13.782,0.516,0.68,0.004,5.98,11.13,11.24,5.959,12.364,11.266,13.462,7.730,6.894,8.567,0.233,9.48,6.66,6.7,6.65,17.941,23.443,43.224,3.662,1.489,0.255,12.208,107.591,200.597,14.585
+2026-05-21 10:04:40,jackdaw_observed.csv,17.02691272212508531803010667,1.076,1.247,2.122,3.008,0.235,7.53,10.428,0.406,6.97,7.236,0.488,0.625,0.046,6.36,10.02,9.33,6.917,1.450,1.492,1.407,5.226,9.458,0.995,0.009,7.06,6.28,2.267,7.38,22.946,5.223,8.174,2.272,1.102,0.29,12.156,54.315,95.426,13.204
+2026-05-21 10:04:40,jackdaw_observed.csv,0.7305936613608206816132817763,1.103,1.519,3.091,1.489,0.496,6.36,3.357,0.162,7.64,8.421,0.453,0.585,0.04,3.61,11.59,10.16,5.608,7.658,2.641,12.675,4.832,1.458,8.207,0.194,7.27,7.47,1.252,7.22,23.217,19.972,35.766,4.177,1.526,0.052,12.044,60.080,115.178,4.982
+2026-05-21 10:04:40,jackdaw_observed.csv,0.6026383924790188741842736621,0.688,2.634,4.33,1.298,0.325,7.3,12.375,0.106,7.19,19.579,0.379,0.431,0.03,5.34,10.79,9.74,2.495,11.008,13.164,8.851,4.964,4.564,5.364,0.079,8.28,5.06,1.445,6.97,6.321,43.524,70.554,16.494,1.485,0.05,12.181,96.748,182.506,10.989
+2026-05-21 10:04:41,jackdaw_observed.csv,1.398680653068135002177295058,0.875,3.474,5.735,4.071,0.039,6.73,13.433,0.189,6.97,23.112,0.31,0.206,0.038,5.54,10.94,11.19,2.703,11.180,9.325,13.036,7.471,5.618,9.324,0.05,8.86,5.26,6.883,7.3,13.264,43.877,72.221,15.533,0.834,0.244,12.292,96.934,178.785,15.082
+2026-05-21 10:04:41,jackdaw_observed.csv,0.5058102597322268401438406733,0.825,0.925,5.283,5.098,0.753,6.98,3.061,0.014,6.55,12.393,0.562,0.736,0.048,5.16,9.51,9.53,8.02,8.974,1.308,16.641,2.531,3.031,2.031,0.237,9.37,6.75,1.44,7.22,20.602,36.524,70.189,2.859,1.52,0.064,12.185,56.828,106.881,6.775
+2026-05-21 10:04:41,jackdaw_observed.csv,0.9566855836607997418948374855,1.148,2.146,3.714,1.891,0.072,7.05,9.343,0.396,7.39,16.918,0.391,0.675,0.017,6.49,11.89,11.23,5.514,15.950,14.328,17.571,6.673,5.398,7.948,0.193,8.28,5.79,5.914,7.21,22.009,41.092,69.34,12.844,0.917,0.343,12.103,65.510,115.047,15.972
+2026-05-21 10:04:42,jackdaw_observed.csv,0.8251704309941192915392511865,1.084,2.926,3.944,0.472,0.057,6.77,7.846,0.168,7.03,6.63,0.456,0.079,0.021,6.16,11.53,11.14,4.628,10.611,5.089,16.133,5.396,9.868,0.924,0.082,6.82,5.62,6.085,6.75,9.337,10.852,16.509,5.195,1.266,0.249,12.153,63.736,121.701,5.772
+2026-05-21 10:04:42,jackdaw_observed.csv,0.5995927000588108918346971019,0.614,1.162,2.495,5.971,0.492,7.22,6.456,0.043,7.09,25.787,0.295,0.282,0.035,5.48,9.87,11.2,3.017,14.837,14.697,14.977,7.447,7.648,7.246,0.03,8.61,6.64,2.993,6.87,16.789,41.707,73.221,10.193,1.289,0.131,12.2,78.775,152.408,5.142
+2026-05-21 10:04:42,jackdaw_observed.csv,0.4287703717982017750093913008,1.063,0.441,4.464,0.446,0.623,6.86,3.05,0.23,7.25,26.974,0.852,0.133,0.047,6.04,9.77,10.85,9.482,12.670,5.553,19.788,2.618,3.314,1.921,0.128,9.35,6.78,2.117,7.53,17.911,37.488,58.891,16.085,1.188,0.139,12.259,56.553,100.448,12.658
+2026-05-21 10:04:43,jackdaw_observed.csv,1.110274712600307378984063483,1.113,0.646,1.118,5.38,0.425,6.53,6.172,0.128,7.24,26.892,0.505,0.361,0.002,6.24,11.56,10.9,8.817,7.510,1.594,13.427,8.808,5.663,11.953,0.237,7.7,5.9,7.376,7.5,18.906,15.148,10.413,19.884,1.618,0.299,12.074,102.084,199.114,5.054
+2026-05-21 10:04:43,jackdaw_observed.csv,1.802711510680028024570258678,1.1,3.021,5.23,0.062,0.886,7.46,14.798,0.044,6.64,6.766,0.737,0.357,0.014,3.59,11.92,9.57,11.064,2.540,2.851,2.229,8.035,11.72,4.35,0.232,8.03,6.92,6.858,7.47,6.156,12.488,23.092,1.884,1.627,0.261,12.02,71.753,134.59,8.916
+2026-05-21 10:04:43,jackdaw_observed.csv,0.9759246241912344645586883751,0.678,2.522,3.53,4.217,0.742,7.37,11.174,0.055,7.46,25.408,0.609,0.475,0.01,4.32,11.47,9.47,6.421,14.685,15.773,13.597,9.228,7.239,11.216,0.211,6.51,6.16,5.843,6.9,21.485,38.192,68.087,8.297,1.494,0.172,12.105,112.620,211.529,13.712
+2026-05-21 10:04:44,jackdaw_observed.csv,2.355858094093363081577769206,0.724,2.89,4.17,1.856,0.19,7.43,15.907,0.144,6.83,17.241,0.607,0.727,0.015,4.6,11.46,10.57,9.377,6.874,12.319,1.43,3.551,3.007,4.095,0.001,8.83,6.83,4.096,6.92,17.925,33.368,51.648,15.087,0.976,0.343,12.006,45.567,80.659,10.475
+2026-05-21 10:04:44,jackdaw_observed.csv,0.4596782057068699126262567164,0.998,2.185,4.697,7.729,0.864,6.84,10.373,0.301,6.82,27.511,0.702,0.311,0.03,5.55,10.8,10.23,11.47,8.566,14.624,2.507,9.336,9.494,9.177,0.142,7.89,6.49,4.301,6.81,15.973,24.184,33.293,15.076,1.639,0.12,12.294,95.078,184.0,6.157
+2026-05-21 10:04:44,jackdaw_observed.csv,1.102163691149431104737460202,0.623,1.779,3.247,7.495,0.615,6.34,11.069,0.334,7.39,16.884,0.647,0.738,0.0,5.14,10.61,9.9,9.426,16.530,17.773,15.288,10.182,8.991,11.372,0.154,9.12,5.74,7.211,6.74,23.29,25.302,44.425,6.179,1.601,0.083,12.073,52.698,100.212,5.185
+2026-05-21 10:04:44,jackdaw_observed.csv,1.233967690299549787717959269,0.877,1.757,3.904,2.155,0.526,6.42,8.917,0.393,6.86,11.519,0.403,0.72,0.014,5.51,11.14,11.13,6.949,5.153,4.878,5.428,11.446,10.093,12.800,0.009,7.93,5.98,4.31,7.34,13.097,28.961,54.769,3.153,1.13,0.272,12.057,75.776,144.752,6.801
+2026-05-21 10:04:45,jackdaw_observed.csv,0.8682083939255175800105816662,0.625,3.312,5.78,0.065,0.224,7.2,8.77,0.045,6.69,13.335,0.637,0.368,0.045,4.01,10.08,10.94,6.152,7.719,6.786,8.652,2.293,3.357,1.229,0.075,8.08,5.96,1.866,7.53,21.622,24.802,45.993,3.612,1.612,0.332,12.097,113.642,222.079,5.204
+2026-05-21 10:04:45,jackdaw_observed.csv,0.5768320689437260525804582650,1.038,0.86,3.695,0.413,0.357,7.58,5.779,0.438,7.27,23.105,0.649,0.534,0.033,6.48,10.81,9.68,8.961,13.106,13.562,12.651,4.684,3.951,5.417,0.116,9.11,7.16,3.159,7.38,6.904,48.274,77.764,18.784,1.321,0.105,12.242,100.110,187.708,12.513
+2026-05-21 10:04:45,jackdaw_observed.csv,0.5782533045043914793913854930,1.15,1.806,3.612,7.194,0.701,7.03,6.162,0.25,7.33,18.914,0.387,0.243,0.009,6.01,11.71,9.7,6.931,13.754,13.745,13.762,8.330,3.785,12.874,0.239,6.88,5.8,6.726,7.0,22.817,18.216,24.639,11.792,1.439,0.193,12.105,96.360,184.016,8.704
+2026-05-21 10:04:46,jackdaw_observed.csv,1.118997371617916936642723207,1.142,0.895,4.642,2.687,0.599,6.79,7.449,0.106,6.72,7.073,0.296,0.709,0.036,5.88,11.01,9.85,4.06,11.018,15.862,6.174,3.910,1.085,6.734,0.039,8.51,7.5,3.179,7.27,21.736,35.957,62.268,9.646,1.143,0.129,12.085,107.044,205.31,8.777
+2026-05-21 10:04:46,jackdaw_observed.csv,0.5046596758201845084974012478,0.969,3.217,1.955,0.244,0.654,6.41,5.065,0.37,6.83,18.017,0.363,0.489,0.015,5.05,10.39,10.45,2.71,2.856,4.621,1.091,5.330,2.643,8.016,0.031,7.55,5.69,6.853,7.39,18.727,47.022,79.651,14.392,1.409,0.169,12.139,62.582,110.553,14.612
+2026-05-21 10:04:46,jackdaw_observed.csv,1.016357870119900379229835896,0.94,1.101,1.586,4.87,0.498,6.61,6.462,0.361,7.45,26.639,0.574,0.444,0.015,5.27,11.58,11.26,6.315,14.466,19.974,8.958,13.283,13.445,13.121,0.172,7.78,6.71,2.77,6.63,18.17,29.868,58.983,0.753,0.9,0.138,12.241,76.118,147.159,5.077
+2026-05-21 10:04:47,jackdaw_observed.csv,16.63309540146382972250259969,0.813,1.905,0.88,4.173,0.939,7.19,6.992,0.368,6.92,21.222,0.285,0.571,0.023,5.2,10.0,11.1,7.522,2.608,4.083,1.134,9.820,6.872,12.767,0.054,7.53,5.01,1.292,6.86,22.3,12.538,18.149,6.927,1.71,0.097,12.23,70.868,135.431,6.305
+2026-05-21 10:04:47,jackdaw_observed.csv,16.69270184553820254228890415,0.703,2.273,1.2,4.194,0.664,6.34,3.234,0.059,6.61,10.237,0.422,0.24,0.018,5.83,10.85,9.51,7.677,3.012,3.190,2.834,3.098,2.567,3.63,0.004,9.24,6.0,3.575,6.74,20.591,25.086,34.957,15.216,0.995,0.005,12.156,104.580,201.068,8.092
+2026-05-21 10:04:47,jackdaw_observed.csv,1.059977211832936878687805341,0.741,0.644,0.077,3.758,0.876,6.49,13.033,0.295,7.44,9.189,0.324,0.281,0.039,5.58,10.26,10.48,6.661,7.488,10.052,4.924,1.709,1.953,1.465,0.247,7.19,6.21,4.061,7.21,17.222,25.807,32.239,19.375,1.586,0.094,12.022,71.130,128.805,13.454
+2026-05-21 10:04:48,jackdaw_observed.csv,0.8943226806801476332391538431,0.758,0.658,3.137,2.105,0.878,6.41,13.308,0.266,6.67,12.028,0.434,0.61,0.006,3.7,11.68,10.1,2.966,9.710,10.434,8.987,2.947,3.413,2.481,0.078,6.52,6.29,1.734,7.2,10.212,44.633,73.685,15.581,1.286,0.16,12.299,47.626,89.013,6.238
+2026-05-21 10:04:48,jackdaw_observed.csv,0.3765400055815412278470481263,1.101,2.324,1.528,3.907,0.002,6.64,3.164,0.268,7.15,18.705,0.837,0.328,0.042,5.79,11.33,10.58,11.464,8.197,10.045,6.349,9.972,10.051,9.892,0.227,8.12,7.24,2.65,7.3,11.152,48.842,78.606,19.078,1.267,0.019,12.082,103.757,198.588,8.926
+2026-05-21 10:04:48,jackdaw_observed.csv,1.337463433782027591174455097,0.669,1.725,5.008,4.261,0.335,6.59,14.679,0.074,7.47,23.575,0.785,0.222,0.023,4.31,11.17,9.94,6.649,13.165,10.053,16.277,2.924,1.917,3.932,0.101,7.73,5.37,5.051,7.12,21.828,36.966,61.664,12.268,1.136,0.058,12.069,88.576,162.074,15.077
+2026-05-21 10:04:48,jackdaw_observed.csv,0.5127390473412892706413980657,0.886,3.338,4.564,7.79,0.711,7.55,13.35,0.323,7.05,21.072,0.605,0.401,0.032,4.11,11.11,9.76,11.442,13.909,13.923,13.895,4.987,3.893,6.081,0.213,8.45,7.07,3.097,7.13,21.723,21.028,25.877,16.179,1.124,0.107,12.245,84.576,164.641,4.51
+2026-05-21 10:04:49,jackdaw_observed.csv,1.242288278863120280971222643,0.714,3.207,4.407,6.601,0.517,7.69,14.386,0.424,7.62,6.308,0.713,0.482,0.043,6.18,10.67,10.04,11.651,4.394,5.93,2.859,5.240,2.032,8.449,0.049,7.36,7.4,7.329,6.97,11.183,5.943,2.588,9.298,1.295,0.318,12.209,49.554,87.693,11.415
+2026-05-21 10:04:49,jackdaw_observed.csv,0.6398973437591770967963429706,0.824,0.39,1.267,5.746,0.929,7.2,10.572,0.097,6.98,21.273,0.33,0.351,0.001,3.84,11.54,10.15,5.481,8.181,5.139,11.223,12.058,13.119,10.996,0.148,8.99,6.16,5.563,7.01,14.07,10.044,16.42,3.667,1.136,0.06,12.077,71.028,128.371,13.686
+2026-05-21 10:04:49,jackdaw_observed.csv,0.8554289110996603391269853650,1.125,1.316,3.395,3.226,0.329,6.93,13.663,0.417,7.5,13.002,0.518,0.537,0.008,4.79,9.85,10.19,3.933,11.996,15.404,8.589,11.566,11.1,12.031,0.053,6.62,7.26,1.253,7.2,21.73,40.356,78.895,1.818,1.1,0.089,12.265,55.520,97.844,13.195
+2026-05-21 10:04:50,jackdaw_observed.csv,0.4376589445397510918112988639,0.704,3.109,0.894,6.6,0.232,6.74,8.045,0.222,6.73,22.467,0.781,0.303,0.045,6.45,11.58,11.15,5.151,15.153,14.011,16.295,5.866,3.789,7.944,0.145,7.06,5.98,7.283,7.07,13.794,23.956,42.513,5.399,1.493,0.338,12.099,117.226,218.83,15.621
+2026-05-21 10:04:50,jackdaw_observed.csv,1.805396588338710105791434440,0.619,0.418,2.592,0.438,0.753,6.29,14.541,0.227,6.82,6.427,0.623,0.384,0.011,5.5,10.81,11.26,8.718,9.710,16.107,3.314,3.561,6.202,0.92,0.104,8.54,5.74,6.806,6.75,17.273,20.298,37.643,2.954,1.153,0.207,12.099,91.149,166.551,15.747
+2026-05-21 10:04:50,jackdaw_observed.csv,0.8040739912620512399841695985,1.013,3.175,0.524,1.323,0.227,7.29,10.337,0.388,7.61,17.234,0.726,0.422,0.025,5.71,11.51,11.4,11.407,7.952,8.756,7.147,9.179,12.398,5.96,0.089,8.31,5.12,5.493,7.13,8.662,12.635,16.077,9.193,1.439,0.037,12.039,101.758,192.544,10.971
+2026-05-21 10:04:51,jackdaw_observed.csv,0.7473446111778241811568037191,0.987,3.331,2.246,6.273,0.217,7.27,14.348,0.321,7.5,9.49,0.552,0.199,0.013,4.84,10.45,10.71,2.816,5.035,4.567,5.503,6.732,8.596,4.869,0.049,8.82,6.26,5.595,7.07,11.335,37.890,56.626,19.155,0.84,0.122,12.174,95.948,179.167,12.728
+2026-05-21 10:04:51,jackdaw_observed.csv,1.084212841187688901530823445,0.77,2.484,3.781,7.861,0.888,6.96,13.355,0.301,6.79,16.353,0.465,0.722,0.019,3.91,11.45,11.16,10.284,6.592,7.929,5.255,2.399,2.388,2.41,0.249,8.32,7.28,7.677,7.25,12.429,33.580,58.455,8.705,0.972,0.044,12.195,99.106,182.98,15.233
+2026-05-21 10:04:51,jackdaw_observed.csv,0.4808926015847291400562426211,0.94,2.751,5.344,3.1,0.471,6.25,11.045,0.326,6.83,6.553,0.479,0.51,0.005,4.19,9.75,9.94,2.256,13.505,14.665,12.345,11.282,11.627,10.938,0.217,8.82,5.76,7.77,6.81,11.39,23.256,40.727,5.785,1.743,0.054,12.217,49.480,88.173,10.787
+2026-05-21 10:04:52,jackdaw_observed.csv,0.4425135330053520069207433770,1.09,0.817,5.326,0.962,0.412,6.71,5.469,0.41,7.2,18.104,0.325,0.037,0.016,4.14,11.89,9.82,3.8,16.711,14.61,18.812,6.526,1.857,11.195,0.241,7.05,6.65,3.362,7.14,6.094,36.152,58.92,13.384,1.357,0.044,12.227,81.932,154.394,9.471
+2026-05-21 10:04:52,jackdaw_observed.csv,0.9014594911095124271873819617,1.087,2.265,0.642,5.053,0.738,7.52,3.202,0.419,7.36,22.353,0.664,0.224,0.029,5.47,11.14,11.48,9.727,6.250,11.628,0.871,4.919,0.718,9.12,0.152,7.42,6.42,7.207,7.38,11.454,29.766,58.074,1.457,0.913,0.148,12.288,50.673,87.13,14.216
+2026-05-21 10:04:52,jackdaw_observed.csv,1.360169938739537565670315298,0.702,1.471,1.582,4.154,0.871,7.59,14.803,0.207,6.59,16.673,0.765,0.664,0.015,3.54,9.62,10.7,7.004,5.138,3.219,7.058,4.904,6.446,3.363,0.065,6.51,5.64,4.465,7.48,19.972,31.022,42.046,19.998,1.293,0.197,12.271,63.116,116.277,9.956
+2026-05-21 10:04:53,jackdaw_observed.csv,1.463363950448203279989077621,0.907,3.355,5.62,2.63,0.636,6.52,3.438,0.214,7.14,21.258,0.83,0.426,0.044,5.11,11.79,10.38,2.454,6.908,13.392,0.425,7.000,5.437,8.562,0.009,7.49,6.52,4.843,6.96,13.857,28.935,44.48,13.39,1.732,0.338,12.193,87.701,165.35,10.052
+2026-05-21 10:04:53,jackdaw_observed.csv,0.3339809208764983574079788482,0.758,2.982,5.917,0.901,0.374,7.27,3.9,0.213,7.25,25.575,0.424,0.145,0.04,6.44,11.16,11.19,5.74,14.206,17.902,10.509,5.864,1.371,10.358,0.23,7.43,7.08,6.246,7.08,10.303,18.476,27.663,9.288,0.943,0.061,12.087,65.162,122.062,8.263
+2026-05-21 10:04:53,jackdaw_observed.csv,0.5142266934352449351513143976,1.072,0.493,4.158,6.835,0.262,6.52,5.668,0.069,7.08,6.28,0.555,0.38,0.028,3.92,10.2,9.48,6.83,10.497,6.267,14.727,4.262,8.141,0.384,0.061,8.53,5.6,2.453,7.4,6.736,46.594,76.664,16.523,1.772,0.035,12.163,124.133,239.856,8.41
+2026-05-21 10:04:54,jackdaw_observed.csv,0.4890783354030540088443067581,0.963,2.589,1.415,2.173,0.788,6.25,11.657,0.382,7.23,6.223,0.538,0.255,0.03,4.23,10.86,10.07,7.591,13.438,18.759,8.117,6.427,12.346,0.508,0.018,8.16,5.97,5.5,7.07,12.216,11.199,19.696,2.702,1.33,0.269,12.21,104.573,202.053,7.093
+2026-05-21 10:04:54,jackdaw_observed.csv,0.3945283556852834149943635914,0.665,3.267,5.954,1.722,0.383,6.97,13.475,0.417,6.59,13.539,0.463,0.287,0.047,4.73,11.64,9.88,2.059,15.080,16.608,13.553,5.917,5.749,6.085,0.18,8.46,5.78,3.934,7.38,13.82,38.832,76.819,0.844,1.289,0.27,12.102,68.033,121.859,14.207
+2026-05-21 10:04:54,jackdaw_observed.csv,1.247289345773552124769121205,0.835,0.34,2.804,8.0,0.726,7.68,7.178,0.235,7.0,16.663,0.756,0.284,0.033,6.2,11.74,10.3,8.572,6.590,5.878,7.301,10.492,13.714,7.269,0.159,7.02,7.1,6.816,6.84,19.831,39.868,67.453,12.284,1.379,0.164,12.165,55.844,103.204,8.485
+2026-05-21 10:04:54,jackdaw_observed.csv,1.402438664355291049458241509,0.843,2.43,5.104,5.689,0.573,7.71,12.38,0.056,7.33,8.624,0.568,0.587,0.032,4.5,10.84,11.22,2.656,6.735,10.55,2.92,10.772,8.176,13.367,0.205,7.63,6.09,3.771,7.07,8.738,8.498,11.382,5.614,0.886,0.201,12.094,125.944,238.201,13.686
+2026-05-21 10:04:55,jackdaw_observed.csv,0.7118572176283205492256999575,1.033,2.263,3.498,4.281,0.174,6.84,9.03,0.183,7.19,11.46,0.499,0.067,0.005,4.8,9.61,10.51,9.839,13.114,16.796,9.433,10.751,8.071,13.431,0.007,8.75,5.91,5.953,7.16,19.397,16.306,23.846,8.766,1.781,0.285,12.178,60.792,116.311,5.274
+2026-05-21 10:04:55,jackdaw_observed.csv,2.145509774124682701752673436,0.821,1.084,5.113,0.185,0.687,6.78,8.553,0.24,7.32,13.877,0.718,0.74,0.01,3.76,9.74,10.8,5.38,9.460,15.055,3.864,4.718,2.141,7.294,0.014,6.82,6.99,6.22,7.53,13.608,24.166,43.518,4.815,1.4,0.028,12.049,84.066,161.266,6.866
+2026-05-21 10:04:55,jackdaw_observed.csv,0.8774412039224084505610399452,0.771,1.687,0.322,0.124,0.009,7.66,7.548,0.275,7.13,22.426,0.791,0.108,0.007,5.63,10.96,11.26,8.037,9.408,2.711,16.106,8.845,7.324,10.366,0.122,7.8,6.92,6.034,7.18,20.357,24.046,40.456,7.636,1.263,0.195,12.022,111.124,212.384,9.865
+2026-05-21 10:04:56,jackdaw_observed.csv,1.717136797073208250695885050,1.148,0.558,3.846,6.956,0.483,6.64,10.213,0.026,7.53,23.954,0.26,0.383,0.009,6.4,10.85,10.31,4.972,3.552,1.561,5.544,7.834,9.197,6.47,0.065,7.86,5.85,5.627,6.69,8.707,8.405,13.433,3.377,0.978,0.296,12.128,103.704,192.689,14.72
+2026-05-21 10:04:56,jackdaw_observed.csv,1.846442361025412558807499227,0.809,0.842,5.777,5.085,0.114,6.39,3.101,0.37,7.39,8.009,0.707,0.266,0.015,5.8,10.01,10.12,9.691,7.886,10.217,5.554,2.958,4.448,1.469,0.025,6.83,5.76,3.845,7.19,22.456,15.911,16.265,15.557,1.034,0.029,12.242,73.993,135.66,12.326
+2026-05-21 10:04:56,jackdaw_observed.csv,0.6799685711160708529450546772,0.791,1.379,1.263,7.127,0.148,6.91,5.22,0.317,7.47,14.508,0.611,0.378,0.006,5.8,11.96,10.37,4.274,8.132,6.456,9.807,10.052,13.144,6.961,0.063,6.97,5.88,4.254,7.33,21.906,25.904,49.295,2.514,1.7,0.157,12.294,50.338,92.638,8.037
+2026-05-21 10:04:57,jackdaw_observed.csv,0.5561737656080382080025741048,0.672,3.813,5.373,7.977,0.729,7.7,5.422,0.372,7.29,12.314,0.755,0.463,0.013,5.5,9.91,9.92,5.711,16.509,15.541,17.477,9.790,11.791,7.789,0.06,8.14,6.32,1.698,7.33,15.757,17.344,30.664,4.025,1.764,0.278,12.083,67.056,126.09,8.022
+2026-05-21 10:04:57,jackdaw_observed.csv,0.6968339377749887521351096642,0.956,1.39,0.314,6.569,0.286,6.38,15.741,0.187,7.41,27.229,0.472,0.371,0.034,3.85,9.91,11.06,3.918,11.496,18.565,4.427,7.761,7.006,8.516,0.067,6.52,7.25,2.188,7.32,14.671,14.570,24.241,4.9,1.262,0.09,12.114,86.170,158.986,13.354
+2026-05-21 10:04:57,jackdaw_observed.csv,2.099584373306617639667258686,0.733,0.422,4.376,1.16,0.361,7.25,5.961,0.374,7.38,27.493,0.834,0.628,0.041,4.24,9.81,11.38,11.915,10.725,14.508,6.942,7.466,13.15,1.782,0.16,7.82,7.27,3.946,7.36,15.901,15.756,12.457,19.054,1.268,0.095,12.177,105.372,202.71,8.034
+2026-05-21 10:04:58,jackdaw_observed.csv,0.4306119009727077330437693241,0.963,1.98,3.452,7.163,0.385,7.37,7.264,0.401,7.1,12.989,0.763,0.226,0.05,4.0,10.46,9.77,8.079,7.357,7.854,6.860,7.986,10.672,5.3,0.142,7.89,7.28,6.385,6.99,15.934,21.495,26.251,16.739,1.693,0.08,12.249,90.765,168.632,12.898
+2026-05-21 10:04:58,jackdaw_observed.csv,0.6134740832164716931958674932,1.107,2.871,5.001,6.324,0.616,7.17,5.533,0.147,6.53,15.92,0.416,0.56,0.003,4.08,9.98,10.23,11.662,6.512,3.926,9.099,10.240,8.987,11.494,0.009,8.54,5.02,1.839,6.74,21.387,10.960,8.683,13.238,1.369,0.342,12.276,52.843,100.72,4.966
+2026-05-21 10:04:58,jackdaw_observed.csv,0.4200391045306638745371835161,0.949,2.638,4.449,3.177,0.91,6.79,8.637,0.006,7.53,10.768,0.452,0.635,0.011,5.23,10.44,11.05,8.064,12.754,12.92,12.589,7.593,3.869,11.317,0.189,7.45,5.14,3.243,6.71,6.979,16.502,16.074,16.93,1.435,0.035,12.209,113.412,215.911,10.912
+2026-05-21 10:04:59,jackdaw_observed.csv,0.8010938057999611197465822668,0.682,0.271,4.265,7.647,0.928,7.15,13.203,0.385,7.33,7.299,0.431,0.366,0.041,5.19,11.82,9.51,10.039,14.657,15.393,13.921,4.800,8.385,1.216,0.018,8.32,6.68,2.263,7.58,8.466,40.388,60.83,19.945,1.175,0.239,12.001,106.319,197.61,15.028
+2026-05-21 10:04:59,jackdaw_observed.csv,1.444792164662274063420433898,1.138,0.812,5.267,3.733,0.851,6.4,5.74,0.414,6.54,23.75,0.273,0.186,0.047,4.95,11.4,11.43,6.322,9.828,10.992,8.663,6.096,4.599,7.593,0.072,7.35,6.6,4.288,7.52,11.575,15.892,19.873,11.91,1.673,0.13,12.13,87.552,159.631,15.473
+2026-05-21 10:04:59,jackdaw_observed.csv,0.4017303391122802779422488067,0.977,2.178,0.831,3.542,0.504,7.74,3.07,0.22,7.51,17.108,0.615,0.189,0.003,5.91,10.23,9.96,10.592,17.967,18.234,17.700,7.171,12.83,1.512,0.125,9.45,5.75,4.656,7.53,22.602,40.458,65.844,15.073,1.038,0.234,12.029,81.250,147.033,15.468
+2026-05-21 10:04:59,jackdaw_observed.csv,0.6878511166293209999299290563,0.81,0.964,1.592,1.755,0.79,7.65,13.739,0.256,7.12,11.284,0.47,0.655,0.008,4.7,9.61,9.96,9.726,8.215,3.076,13.354,10.624,10.290,10.959,0.092,7.49,5.97,4.507,7.44,7.37,38.363,75.133,1.593,1.504,0.237,12.173,92.302,171.593,13.01
+2026-05-21 10:05:00,jackdaw_observed.csv,2.785808462603833396008230877,0.69,2.421,5.797,5.068,0.215,7.05,9.58,0.154,7.55,7.412,0.65,0.45,0.038,5.41,10.03,10.65,5.488,11.584,14.193,8.974,8.426,4.739,12.114,0.006,8.24,6.79,2.821,7.19,18.188,20.645,21.421,19.869,0.858,0.001,12.208,49.278,93.708,4.849
+2026-05-21 10:05:00,jackdaw_observed.csv,2.519339677733664835825744950,0.69,0.604,1.907,3.098,0.008,7.35,3.97,0.329,7.42,13.653,0.819,0.541,0.03,5.86,10.3,9.77,11.212,7.718,9.427,6.009,6.512,9.668,3.356,0.115,8.2,7.34,1.067,7.11,6.33,41.260,64.401,18.119,0.916,0.116,12.275,116.337,222.521,10.153
+2026-05-21 10:05:00,jackdaw_observed.csv,2.174813381022833774560340121,0.688,0.419,5.34,4.309,0.599,6.83,8.344,0.17,7.01,21.192,0.839,0.339,0.021,5.41,10.91,10.54,2.981,6.358,7.959,4.756,4.158,1.301,7.015,0.048,7.39,5.3,3.458,7.6,13.748,2.840,4.612,1.068,1.043,0.185,12.247,114.142,222.709,5.574
+2026-05-21 10:05:01,jackdaw_observed.csv,0.4485626422148785930837750949,0.677,2.611,0.39,1.668,0.921,6.98,13.179,0.15,7.15,16.869,0.429,0.234,0.037,5.96,10.74,11.46,5.87,11.973,6.932,17.014,2.344,2.505,2.183,0.16,9.19,5.92,1.53,6.69,22.707,29.466,39.1,19.833,1.095,0.317,12.221,113.202,214.319,12.086
+2026-05-21 10:05:01,jackdaw_observed.csv,0.8409640393550997953795356416,1.085,3.739,2.591,5.439,0.107,7.33,8.706,0.358,7.5,17.646,0.606,0.208,0.024,4.04,11.45,10.29,8.271,13.366,17.184,9.548,11.420,11.143,11.698,0.202,6.63,6.53,5.172,7.55,12.304,31.748,47.003,16.492,1.608,0.21,12.248,72.937,131.794,14.08
+2026-05-21 10:05:01,jackdaw_observed.csv,0.8517805172015146652500495868,0.78,3.546,0.431,4.728,0.345,7.67,3.371,0.041,6.92,6.333,0.273,0.648,0.012,3.64,9.98,11.02,8.065,12.514,12.79,12.237,10.907,12.79,9.024,0.19,7.3,5.34,5.158,6.77,22.698,42.250,66.652,17.848,1.693,0.25,12.265,59.766,110.391,9.141
+2026-05-21 10:05:02,jackdaw_observed.csv,0.3296149821203274033795022669,1.06,2.824,5.771,4.987,0.02,6.61,5.46,0.192,7.4,10.419,0.471,0.042,0.012,6.11,11.11,10.93,11.15,14.468,19.533,9.403,7.351,1.904,12.798,0.167,7.56,6.34,1.599,7.19,20.731,41.000,65.693,16.306,1.69,0.072,12.134,116.498,223.647,9.349
+2026-05-21 10:05:02,jackdaw_observed.csv,0.5316625465313309323367752028,0.842,0.947,0.129,4.754,0.165,6.66,5.179,0.364,6.55,7.624,0.347,0.58,0.048,4.42,9.8,10.89,11.561,2.457,2.455,2.459,7.730,6.594,8.865,0.17,7.15,6.44,6.766,7.09,8.934,20.057,36.82,3.294,1.328,0.121,12.279,75.922,141.939,9.905
+2026-05-21 10:05:02,jackdaw_observed.csv,0.8563254434151153801731302195,1.112,3.897,2.735,7.161,0.412,6.55,15.069,0.046,6.86,11.312,0.405,0.117,0.015,5.44,11.88,10.54,6.2,14.692,17.086,12.298,5.418,6.345,4.492,0.141,7.65,6.58,0.93,7.26,20.026,6.178,11.857,0.5,1.73,0.238,12.136,64.746,119.888,9.603
+2026-05-21 10:05:03,jackdaw_observed.csv,1.264598457535871923427031873,0.765,3.821,0.303,3.476,0.273,6.94,8.526,0.419,7.64,22.894,0.665,0.713,0.049,4.73,10.04,9.84,3.911,12.778,13.099,12.457,3.179,3.953,2.405,0.046,8.93,5.89,5.069,6.9,19.842,39.548,66.502,12.593,1.306,0.327,12.261,47.700,86.655,8.744
+2026-05-21 10:05:03,jackdaw_observed.csv,0.5463007283770842780810376749,1.093,3.945,5.338,1.325,0.594,6.71,5.418,0.374,7.09,15.847,0.749,0.356,0.05,4.09,9.93,11.26,4.121,2.846,3.809,1.882,5.040,1.725,8.354,0.181,7.84,5.26,3.933,7.19,15.512,30.675,60.408,0.942,1.537,0.105,12.119,98.561,181.447,15.675
+2026-05-21 10:05:03,jackdaw_observed.csv,0.8659891230433993152882265972,0.823,2.674,5.805,5.512,0.131,7.01,5.241,0.277,7.3,14.662,0.38,0.046,0.029,4.93,11.09,11.09,3.966,11.713,15.063,8.363,5.530,9.555,1.504,0.177,6.94,6.24,6.563,7.16,19.136,37.705,58.02,17.39,1.666,0.242,12.156,48.984,89.844,8.125
+2026-05-21 10:05:03,jackdaw_observed.csv,0.6741114575874078274082958747,0.877,2.462,5.947,4.578,0.772,6.46,9.264,0.181,7.37,25.742,0.409,0.181,0.029,4.79,9.65,10.56,4.988,9.711,12.95,6.472,5.941,10.379,1.503,0.124,7.42,6.48,3.523,7.01,8.056,46.242,73.326,19.158,1.629,0.052,12.181,106.789,204.732,8.846
+2026-05-21 10:05:04,jackdaw_observed.csv,0.7202941287293033490482805588,0.705,0.71,4.486,5.358,0.806,7.38,13.481,0.149,6.57,14.602,0.502,0.159,0.022,5.1,11.45,9.82,2.051,6.715,12.562,0.868,0.518,0.413,0.623,0.104,8.18,5.95,2.457,7.4,23.132,28.600,42.108,15.092,0.845,0.215,12.14,45.632,81.302,9.962
+2026-05-21 10:05:04,jackdaw_observed.csv,0.6745867440676553023135105343,1.145,2.121,0.306,5.528,0.658,7.18,15.289,0.038,6.89,16.811,0.339,0.106,0.018,6.39,10.74,10.5,5.966,3.730,2.231,5.228,4.146,3.692,4.601,0.152,6.88,6.67,6.264,6.83,18.83,7.030,7.762,6.298,1.169,0.199,12.299,59.423,110.073,8.773
+2026-05-21 10:05:04,jackdaw_observed.csv,0.5818475691390724762227276354,0.777,0.683,0.319,5.442,0.775,6.57,11.314,0.439,6.74,16.43,0.401,0.078,0.048,6.32,9.56,10.51,8.544,4.125,3.445,4.805,6.252,7.984,4.519,0.045,8.23,5.79,6.4,6.89,11.42,37.087,71.904,2.27,1.104,0.027,12.1,111.770,218.77,4.769
+2026-05-21 10:05:05,jackdaw_observed.csv,2.344316232089256455394906140,1.123,0.956,0.736,2.122,0.861,6.94,4.169,0.14,7.03,20.447,0.539,0.482,0.027,6.06,10.42,11.11,5.014,14.682,16.833,12.532,8.320,5.099,11.541,0.19,8.29,5.82,1.953,7.12,20.025,14.213,8.694,19.732,1.752,0.034,12.001,91.982,178.916,5.049
+2026-05-21 10:05:05,jackdaw_observed.csv,0.6491195183442229827359157716,0.972,2.231,1.294,5.603,0.783,6.29,8.598,0.289,6.79,10.278,0.484,0.576,0.031,5.02,10.8,9.3,4.996,17.072,15.897,18.248,6.805,4.666,8.944,0.007,8.17,5.08,3.547,6.6,16.466,26.204,50.079,2.328,1.16,0.287,12.065,81.401,148.639,14.163
+2026-05-21 10:05:05,jackdaw_observed.csv,0.6451920654637113746464040981,1.152,0.439,5.395,2.12,0.242,7.37,10.911,0.117,7.26,7.7,0.325,0.472,0.042,6.46,10.15,9.63,11.218,7.751,3.455,12.047,6.565,9.607,3.523,0.239,9.39,5.12,6.956,6.92,23.337,7.116,0.379,13.853,1.46,0.041,12.294,78.956,149.923,7.988
+2026-05-21 10:05:06,jackdaw_observed.csv,3.024914519812558730686730510,0.947,0.817,0.19,2.986,0.382,7.7,11.071,0.351,6.84,17.285,0.432,0.105,0.029,3.94,9.8,9.68,11.148,5.856,5.647,6.066,5.064,2.174,7.954,0.056,7.22,5.04,6.831,7.08,21.331,39.325,77.578,1.072,1.763,0.3,12.149,81.366,147.266,15.466
+2026-05-21 10:05:06,jackdaw_observed.csv,17.15279317852162886869305818,1.118,2.905,0.838,5.317,0.877,7.13,13.487,0.45,6.52,7.456,0.839,0.423,0.042,6.33,11.77,9.97,4.982,5.392,9.877,0.907,6.334,8.423,4.246,0.019,8.85,7.41,6.664,7.53,10.531,41.754,77.56,5.949,1.016,0.006,12.207,98.236,182.156,14.315
+2026-05-21 10:05:06,jackdaw_observed.csv,0.8898611665664293858523989853,1.153,2.082,4.169,4.854,0.838,7.75,10.483,0.212,6.77,10.744,0.655,0.46,0.032,5.76,9.81,9.8,9.521,9.044,7.542,10.547,3.357,3.783,2.931,0.102,8.6,6.64,1.585,6.79,16.496,32.666,53.593,11.74,0.827,0.126,12.198,70.162,128.226,12.098
+2026-05-21 10:05:07,jackdaw_observed.csv,1.322030712631837289278209707,0.821,1.608,1.673,2.038,0.222,7.52,14.882,0.253,6.96,26.268,0.466,0.059,0.027,3.96,9.65,9.9,4.056,4.844,6.565,3.124,5.334,5.462,5.205,0.005,7.15,6.67,4.92,6.96,14.645,24.226,39.18,9.273,1.545,0.236,12.061,53.606,98.754,8.459
+2026-05-21 10:05:07,jackdaw_observed.csv,1.376831274259413262446813738,1.039,1.526,4.387,0.098,0.728,6.82,3.246,0.401,7.24,12.919,0.295,0.258,0.007,4.56,9.86,9.61,8.206,5.550,2.528,8.572,6.960,6.26,7.659,0.24,8.85,7.36,3.774,7.0,13.757,38.678,62.794,14.561,1.654,0.207,12.146,119.874,223.948,15.799
+2026-05-21 10:05:07,jackdaw_observed.csv,0.6743413943139830304653218833,0.993,2.924,4.839,1.162,0.277,6.62,9.132,0.337,6.77,6.286,0.448,0.688,0.043,3.84,10.93,9.33,2.569,12.462,12.474,12.450,9.634,11.793,7.476,0.015,8.23,6.88,2.71,7.27,21.934,32.418,48.879,15.957,1.529,0.333,12.004,111.591,217.01,6.172
+2026-05-21 10:05:08,jackdaw_observed.csv,0.5722848886815631254517962713,0.739,2.286,2.951,2.663,0.107,6.92,11.602,0.362,6.81,7.957,0.513,0.536,0.034,3.54,10.27,10.15,7.781,18.374,16.749,20.000,10.394,11.39,9.398,0.106,7.29,5.11,5.021,7.58,9.118,24.010,46.384,1.635,1.599,0.168,12.176,104.973,205.457,4.489
+2026-05-21 10:05:08,jackdaw_observed.csv,0.3624785483260038191264091791,0.801,2.338,3.126,2.559,0.604,6.57,13.696,0.21,6.93,17.226,0.558,0.485,0.028,4.16,11.47,11.38,3.891,18.703,19.63,17.776,9.372,7.126,11.618,0.162,9.08,6.87,1.378,7.12,11.898,32.068,55.445,8.691,1.492,0.348,12.035,125.676,239.26,12.091
+2026-05-21 10:05:08,jackdaw_observed.csv,0.7142105047465952456860639208,0.667,2.356,5.824,3.954,0.422,7.32,10.583,0.211,6.65,22.81,0.384,0.394,0.047,4.11,9.76,10.52,10.585,12.144,9.717,14.571,4.004,1.757,6.25,0.038,9.23,5.36,3.967,7.18,15.684,42.158,64.608,19.709,1.464,0.028,12.285,62.208,118.715,5.702
+2026-05-21 10:05:08,jackdaw_observed.csv,1.013392489089767261287878788,0.627,3.386,4.069,3.829,0.844,7.35,13.054,0.4,7.0,14.832,0.824,0.252,0.046,3.54,9.87,10.29,4.44,14.454,14.388,14.519,9.384,5.315,13.454,0.168,9.45,5.05,5.544,6.99,23.274,34.421,63.374,5.468,0.9,0.25,12.062,84.681,157.016,12.346
+2026-05-21 10:05:09,jackdaw_observed.csv,0.5849079638822704484490133039,1.031,0.843,1.972,4.06,0.063,7.53,14.821,0.417,7.19,20.672,0.532,0.618,0.004,4.21,11.2,10.78,6.827,8.944,0.446,17.441,9.295,7.925,10.665,0.108,7.67,5.18,3.778,7.36,19.2,11.996,16.98,7.012,1.589,0.315,12.054,118.413,224.859,11.967
+2026-05-21 10:05:09,jackdaw_observed.csv,0.9009476648676989897781267994,0.895,3.37,2.924,0.424,0.822,6.62,11.249,0.338,7.11,23.147,0.76,0.215,0.023,3.54,10.27,10.4,9.749,8.754,5.779,11.729,7.660,7.921,7.398,0.014,7.17,6.83,4.722,7.57,11.133,36.660,70.972,2.347,1.208,0.016,12.069,123.137,237.682,8.592
+2026-05-21 10:05:09,jackdaw_observed.csv,0.7716080954919900629071506120,1.045,0.977,3.877,1.783,0.47,7.27,13.505,0.036,7.32,8.395,0.505,0.131,0.018,4.59,10.94,10.6,10.467,8.710,5.962,11.458,5.294,8.985,1.603,0.203,7.67,6.52,2.708,7.11,13.588,31.270,61.62,0.921,1.151,0.23,12.196,78.017,149.732,6.302
+2026-05-21 10:05:10,jackdaw_observed.csv,0.5997173160176488562858010980,0.959,3.25,4.714,5.24,0.713,6.97,11.485,0.345,7.4,6.897,0.828,0.124,0.02,4.08,10.42,11.29,6.259,9.534,10.466,8.603,5.776,4.36,7.193,0.134,6.58,5.22,4.128,6.64,21.319,8.507,10.363,6.651,0.994,0.321,12.276,49.214,86.345,12.082
+2026-05-21 10:05:10,jackdaw_observed.csv,0.3142123828552630156595491383,0.777,0.676,4.183,0.252,0.189,7.15,15.342,0.271,6.98,12.954,0.641,0.096,0.03,3.75,10.67,11.21,8.644,2.941,1.74,4.142,8.686,3.955,13.416,0.191,7.0,5.96,5.15,7.31,16.594,38.647,68.778,8.516,1.224,0.141,12.102,91.940,175.761,8.119
+2026-05-21 10:05:10,jackdaw_observed.csv,0.3515121410070857261130115536,0.847,1.911,0.839,2.065,0.126,6.36,12.763,0.089,6.6,12.041,0.287,0.454,0.042,5.27,9.72,11.36,11.793,9.365,11.309,7.421,7.350,2.231,12.47,0.221,8.63,5.43,7.35,7.53,15.719,29.648,40.537,18.759,1.164,0.125,12.264,98.135,182.489,13.781
+2026-05-21 10:05:11,jackdaw_observed.csv,1.211147986884149847707418274,0.856,0.979,1.887,4.02,0.401,6.81,13.274,0.288,7.55,6.196,0.596,0.092,0.015,4.77,11.84,10.46,5.815,10.299,13.733,6.865,10.336,13.004,7.667,0.057,7.36,6.02,3.839,7.09,9.567,40.424,74.541,6.307,1.673,0.27,12.167,110.760,214.007,7.512
+2026-05-21 10:05:11,jackdaw_observed.csv,0.4848076829157316115158295490,0.822,2.506,0.322,3.77,0.57,6.31,12.468,0.01,7.29,11.119,0.513,0.308,0.007,5.89,11.51,11.23,10.005,9.858,11.215,8.501,11.166,9.774,12.557,0.127,9.29,7.35,4.819,6.66,12.89,32.020,44.623,19.417,1.021,0.114,12.02,61.866,108.441,15.291
+2026-05-21 10:05:11,jackdaw_observed.csv,0.4760643239891416488119890780,0.786,3.314,3.261,7.578,0.567,7.51,15.229,0.089,6.79,19.326,0.499,0.334,0.046,4.32,10.92,11.1,2.041,9.122,3.139,15.105,7.770,8.452,7.089,0.171,8.69,5.46,7.871,6.8,22.586,13.642,9.663,17.62,1.604,0.008,12.156,62.668,112.37,12.965
+2026-05-21 10:05:12,jackdaw_observed.csv,2.486222001350106882647691744,0.62,0.855,2.128,3.03,0.878,6.78,13.962,0.182,7.38,11.456,0.609,0.423,0.004,6.01,10.4,11.11,10.904,15.702,16.685,14.72,0.932,0.931,0.933,0.002,8.62,6.22,6.991,7.56,22.386,27.471,52.933,2.009,1.233,0.121,12.109,105.115,201.892,8.338
+2026-05-21 10:05:12,jackdaw_observed.csv,0.8465760673774044888639388685,1.065,3.2,3.11,3.713,0.929,7.54,9.812,0.034,6.82,27.253,0.535,0.127,0.001,6.35,10.67,10.39,7.882,9.566,9.42,9.712,8.706,8.441,8.971,0.001,7.54,7.26,6.537,7.31,11.679,37.388,66.503,8.273,1.064,0.038,12.088,92.596,179.432,5.759
+2026-05-21 10:05:12,jackdaw_observed.csv,0.8609551267235756574697498177,0.716,1.666,5.205,0.589,0.283,6.87,6.973,0.016,7.48,14.448,0.261,0.288,0.018,4.93,10.16,11.25,4.939,10.428,2.716,18.139,9.144,8.605,9.682,0.075,7.61,5.77,2.279,7.26,13.704,40.528,78.282,2.774,1.293,0.125,12.157,71.238,138.363,4.114
+2026-05-21 10:05:13,jackdaw_observed.csv,0.7278763596452198801763184909,0.865,3.191,3.469,1.988,0.162,7.12,9.608,0.046,7.54,7.421,0.583,0.735,0.045,3.69,10.47,9.69,2.727,11.180,19.803,2.558,2.954,1.542,4.365,0.248,7.66,5.23,4.556,7.36,19.282,6.426,11.064,1.788,1.355,0.282,12.134,50.149,92.348,7.95
+2026-05-21 10:05:13,jackdaw_observed.csv,0.8114772976252353572763708626,0.891,2.226,2.389,6.923,0.374,6.7,10.293,0.27,6.55,27.525,0.701,0.46,0.008,5.32,11.44,9.55,3.66,13.036,15.466,10.605,7.287,3.688,10.886,0.178,8.61,6.84,2.547,6.97,7.169,22.705,29.331,16.079,1.021,0.227,12.029,123.092,236.45,9.733
+2026-05-21 10:05:13,jackdaw_observed.csv,0.3864219214830514732285537391,1.067,3.921,1.544,7.351,0.679,7.13,8.955,0.093,6.94,11.898,0.652,0.321,0.025,5.92,9.51,10.6,7.754,11.935,8.509,15.361,7.812,8.589,7.034,0.176,8.18,5.53,6.553,6.87,7.601,9.124,4.536,13.711,1.214,0.064,12.249,47.646,89.613,5.678
+2026-05-21 10:05:13,jackdaw_observed.csv,0.7347860787665126585889421889,1.15,0.409,2.848,6.741,0.084,6.62,4.047,0.312,7.13,26.643,0.38,0.305,0.014,3.78,11.42,10.47,4.705,3.538,3.83,3.247,6.665,2.526,10.804,0.036,8.23,5.69,1.578,7.47,20.502,31.992,52.941,11.042,1.676,0.294,12.003,88.276,161.77,14.782
+2026-05-21 10:05:14,jackdaw_observed.csv,0.6455653322010840786681416460,0.736,3.888,1.982,1.985,0.743,7.03,7.533,0.023,7.35,18.089,0.319,0.147,0.036,5.17,11.91,9.96,9.129,14.166,9.903,18.43,6.350,1.291,11.41,0.086,9.37,5.88,3.508,7.05,13.484,36.852,71.626,2.078,1.294,0.146,12.238,116.148,227.677,4.619
+2026-05-21 10:05:14,jackdaw_observed.csv,1.121481444895439547304858130,0.796,1.384,0.587,1.995,0.253,6.34,12.446,0.233,6.7,8.948,0.585,0.68,0.035,5.79,10.99,9.64,10.234,18.063,18.5,17.626,12.404,13.727,11.081,0.18,9.49,5.88,7.6,6.84,6.921,23.546,41.464,5.628,1.077,0.269,12.193,103.396,202.574,4.217
+2026-05-21 10:05:14,jackdaw_observed.csv,0.4220158884978208426719892322,0.953,1.346,3.386,3.894,0.503,6.61,8.973,0.427,6.93,11.477,0.544,0.552,0.003,6.3,11.95,9.58,8.304,8.046,5.395,10.696,9.339,8.015,10.663,0.225,8.59,7.23,7.571,7.6,16.421,26.094,33.986,18.202,1.718,0.238,12.029,122.251,238.348,6.154
+2026-05-21 10:05:15,jackdaw_observed.csv,1.870544456171412905148084970,0.691,2.965,1.888,1.384,0.238,7.67,15.516,0.021,6.85,16.139,0.818,0.652,0.022,4.69,10.89,11.12,4.212,14.180,12.138,16.223,7.716,6.965,8.466,0.182,8.63,5.37,1.684,6.76,18.491,21.330,35.452,7.208,1.188,0.174,12.279,57.412,102.688,12.136
+2026-05-21 10:05:15,jackdaw_observed.csv,0.5020263103501272516667839458,1.033,3.485,5.55,6.338,0.754,6.69,3.864,0.125,7.24,20.731,0.376,0.39,0.048,5.4,10.5,10.26,5.086,10.970,2.021,19.919,5.478,5.092,5.863,0.141,7.64,7.03,5.849,7.58,22.45,13.426,25.893,0.96,1.468,0.282,12.236,103.330,202.609,4.051
+2026-05-21 10:05:15,jackdaw_observed.csv,1.047171878180785904443305958,0.687,2.426,2.724,4.711,0.29,6.96,4.555,0.19,6.77,20.071,0.41,0.712,0.027,3.69,10.84,9.93,3.264,10.174,15.158,5.191,8.960,11.872,6.049,0.167,7.4,5.47,6.923,7.59,8.175,8.189,9.082,7.296,1.124,0.283,12.166,55.288,96.863,13.714
+2026-05-21 10:05:16,jackdaw_observed.csv,0.9733784850570595689731813429,0.97,1.652,3.151,5.958,0.254,6.31,3.698,0.326,6.72,24.442,0.616,0.257,0.048,6.33,10.48,11.15,9.603,13.596,14.246,12.947,5.180,7.481,2.879,0.055,7.2,5.96,1.131,6.88,21.832,43.314,69.716,16.911,1.796,0.271,12.079,86.161,167.117,5.205
+2026-05-21 10:05:16,jackdaw_observed.csv,0.9051360101487740276515017416,0.661,1.555,0.054,1.5,0.868,7.21,5.005,0.073,7.37,24.941,0.5,0.749,0.049,6.08,11.94,10.98,8.964,11.702,10.992,12.411,7.132,5.493,8.771,0.214,8.92,5.27,7.158,7.48,22.229,5.850,7.364,4.336,1.788,0.333,12.048,52.104,93.55,10.659
+2026-05-21 10:05:16,jackdaw_observed.csv,0.8102814166620221713386973022,0.907,3.328,0.841,6.245,0.028,6.71,8.735,0.042,7.08,18.806,0.821,0.017,0.002,5.32,10.43,11.39,8.003,11.216,6.299,16.134,4.306,2.928,5.683,0.248,8.97,5.07,2.113,7.52,14.491,15.704,30.27,1.139,1.482,0.247,12.092,84.139,157.979,10.299
+2026-05-21 10:05:17,jackdaw_observed.csv,0.6966088350085722050703364356,0.629,1.111,0.155,7.028,0.584,7.28,7.608,0.045,6.58,20.403,0.278,0.689,0.011,5.47,11.7,9.86,8.03,15.920,19.003,12.836,6.774,12.901,0.647,0.011,8.12,7.26,2.269,7.02,10.668,11.214,9.87,12.558,1.341,0.04,12.188,68.722,130.658,6.786
+2026-05-21 10:05:17,jackdaw_observed.csv,0.3939136762674121023257751516,1.042,2.918,0.692,2.394,0.701,6.57,8.392,0.43,6.7,22.675,0.707,0.032,0.011,3.62,10.24,10.2,7.547,7.507,2.558,12.456,8.073,12.094,4.052,0.15,8.13,6.79,2.094,7.4,16.055,11.930,5.746,18.114,0.817,0.291,12.073,113.260,217.571,8.95
+2026-05-21 10:05:17,jackdaw_observed.csv,1.423569203389205398781664460,0.7,2.603,0.642,6.659,0.45,6.49,13.383,0.437,6.78,11.052,0.666,0.369,0.029,4.49,10.26,11.35,2.742,7.179,1.858,12.5,9.458,10.538,8.379,0.002,7.32,6.34,7.068,7.12,11.81,34.064,62.753,5.375,0.975,0.043,12.228,64.206,112.587,15.826
+2026-05-21 10:05:18,jackdaw_observed.csv,0.4795349779032960634529522260,1.002,2.134,4.769,0.603,0.094,7.21,9.635,0.38,6.6,23.465,0.421,0.574,0.022,5.98,10.57,11.15,6.707,10.796,15.729,5.862,4.489,1.618,7.36,0.072,9.21,6.86,6.123,7.0,21.685,46.608,73.315,19.902,1.51,0.152,12.029,115.146,225.176,5.117
+2026-05-21 10:05:18,jackdaw_observed.csv,0.3121855710397988889111365626,1.093,0.849,5.344,0.39,0.111,6.32,9.927,0.07,6.54,16.725,0.594,0.196,0.013,5.71,10.85,9.53,7.75,8.899,3.816,13.982,8.678,9.051,8.305,0.19,7.61,5.94,2.939,7.07,19.217,9.938,11.094,8.781,1.568,0.018,12.123,62.566,120.498,4.633
+2026-05-21 10:05:18,jackdaw_observed.csv,0.4736244881266613985226934398,1.043,1.371,3.015,0.969,0.305,6.95,12.325,0.202,6.51,16.386,0.572,0.068,0.019,6.11,10.98,9.66,4.718,13.960,11.981,15.94,3.013,0.806,5.22,0.205,7.34,5.46,7.88,6.99,18.994,13.913,19.56,8.266,1.378,0.195,12.188,121.264,230.119,12.409
+2026-05-21 10:05:18,jackdaw_observed.csv,1.206158535941122218215600343,0.753,1.764,2.425,3.633,0.752,7.14,12.034,0.07,6.58,16.769,0.28,0.243,0.007,3.9,9.67,9.27,2.516,1.610,1.518,1.702,11.624,12.395,10.854,0.103,7.19,7.24,6.291,7.29,21.879,39.108,76.07,2.145,1.56,0.101,12.104,64.950,121.16,8.741
+2026-05-21 10:05:19,jackdaw_observed.csv,0.5286242040813959438617735476,1.037,3.063,5.543,7.954,0.55,7.43,8.364,0.404,7.0,6.58,0.539,0.743,0.034,3.81,10.83,10.7,2.777,8.992,8.559,9.424,3.476,1.642,5.309,0.143,8.17,5.48,4.693,7.27,22.9,14.920,22.146,7.694,1.621,0.044,12.073,90.706,176.167,5.244
+2026-05-21 10:05:19,jackdaw_observed.csv,0.4990346618332877652805024526,0.977,3.161,0.471,6.023,0.771,7.18,10.576,0.141,7.3,8.983,0.792,0.526,0.049,6.16,11.09,11.18,9.252,12.934,17.543,8.324,3.160,0.67,5.651,0.183,8.87,6.64,6.85,6.63,9.957,7.802,6.429,9.176,1.543,0.061,12.082,61.386,117.237,5.535
+2026-05-21 10:05:19,jackdaw_observed.csv,0.6931416158147275289253313328,1.083,0.817,4.083,3.647,0.569,6.4,13.733,0.059,6.96,6.644,0.334,0.733,0.022,4.67,9.84,11.03,3.785,15.154,19.061,11.247,8.534,4.429,12.639,0.131,7.38,5.64,6.197,6.91,15.938,25.004,33.218,16.789,1.185,0.234,12.124,83.366,162.171,4.562
+2026-05-21 10:05:20,jackdaw_observed.csv,0.7208381936568466828166179615,1.098,1.64,4.419,5.336,0.348,7.37,6.086,0.403,6.82,7.479,0.446,0.045,0.012,3.63,9.53,10.52,3.949,18.708,20.000,17.415,3.855,6.94,0.77,0.074,8.16,6.18,6.882,6.71,17.52,11.641,10.358,12.924,0.968,0.046,12.028,96.904,182.525,11.284
+2026-05-21 10:05:20,jackdaw_observed.csv,1.044556128309964333929346457,0.867,0.265,4.568,0.525,0.782,7.27,5.565,0.097,7.61,27.372,0.767,0.152,0.01,4.48,10.9,9.38,6.638,19.048,18.71,19.385,7.761,10.966,4.556,0.029,6.75,5.53,3.126,7.01,21.914,9.188,10.273,8.102,1.797,0.139,12.146,98.244,182.864,13.624
+2026-05-21 10:05:20,jackdaw_observed.csv,1.269436411038033508001150088,0.696,2.09,2.775,2.244,0.895,6.97,6.927,0.23,7.35,10.593,0.475,0.625,0.048,4.83,9.65,9.97,2.478,14.356,14.247,14.465,10.942,11.434,10.450,0.125,8.97,6.82,5.759,7.26,6.962,14.486,13.895,15.077,1.086,0.097,12.203,72.580,140.477,4.684
+2026-05-21 10:05:21,jackdaw_observed.csv,0.7830738580120716205556073473,1.151,0.84,2.907,0.746,0.688,7.0,14.293,0.297,6.54,9.593,0.51,0.148,0.029,5.47,10.57,9.84,2.573,4.414,6.59,2.239,10.836,10.646,11.025,0.239,9.16,5.97,7.673,6.91,20.806,24.006,36.846,11.167,1.405,0.25,12.113,55.320,98.702,11.938
+2026-05-21 10:05:21,jackdaw_observed.csv,0.4406389062963635700094361839,0.763,2.685,5.538,2.756,0.409,7.03,15.847,0.202,6.67,11.314,0.703,0.02,0.024,3.58,9.74,9.57,9.288,11.016,10.293,11.74,5.794,3.87,7.719,0.184,8.97,6.75,3.324,6.79,20.748,26.024,40.334,11.713,1.204,0.032,12.092,55.974,107.034,4.914
+2026-05-21 10:05:21,jackdaw_observed.csv,1.002286782039314087183709197,1.144,2.743,5.074,5.753,0.633,7.5,15.47,0.384,7.33,15.859,0.789,0.203,0.002,5.92,10.12,10.12,7.662,17.512,18.326,16.699,4.023,1.235,6.811,0.135,7.07,5.53,7.607,7.25,10.578,15.053,27.627,2.479,1.772,0.204,12.182,120.298,226.697,13.898
+2026-05-21 10:05:22,jackdaw_observed.csv,0.5575285450168768687373200039,0.698,1.172,1.763,5.266,0.242,7.42,8.801,0.372,6.82,19.585,0.382,0.278,0.03,6.02,10.52,10.01,4.362,7.150,1.21,13.09,7.850,5.386,10.314,0.162,7.79,5.96,3.641,7.59,16.659,9.052,5.424,12.679,1.703,0.036,12.286,100.394,192.532,8.257
+2026-05-21 10:05:22,jackdaw_observed.csv,0.9960663678540034062857847737,0.826,1.017,1.257,7.126,0.037,7.54,14.49,0.049,6.65,6.913,0.662,0.539,0.005,4.11,10.89,10.28,10.888,3.412,2.948,3.877,9.800,13.485,6.116,0.022,7.93,7.25,1.915,7.31,8.84,43.754,74.402,13.105,1.413,0.327,12.086,94.450,182.991,5.91
+2026-05-21 10:05:22,jackdaw_observed.csv,0.8834371843528270354366125383,0.622,1.845,4.245,0.162,0.736,6.46,11.798,0.286,6.87,27.322,0.405,0.148,0.02,4.59,11.2,9.65,5.108,9.385,3.777,14.993,10.343,11.335,9.351,0.024,8.27,6.38,4.903,7.18,8.733,18.248,35.586,0.909,1.761,0.186,12.198,109.770,207.126,12.413
+2026-05-21 10:05:23,jackdaw_observed.csv,1.734414228330917093676149546,0.872,1.274,2.953,2.318,0.922,6.87,15.367,0.326,7.23,20.858,0.599,0.457,0.017,6.14,10.07,10.87,6.889,3.758,4.156,3.359,2.940,5.254,0.625,0.055,7.95,5.11,1.5,7.47,12.846,32.671,50.945,14.397,0.893,0.226,12.233,124.338,235.115,13.561
+2026-05-21 10:05:23,jackdaw_observed.csv,1.735060305094854230637684181,0.732,3.282,0.704,6.103,0.461,6.6,5.828,0.447,6.52,16.106,0.774,0.745,0.038,6.19,10.32,11.4,7.589,7.370,11.666,3.073,7.942,5.824,10.06,0.087,9.37,5.72,5.97,6.8,17.461,11.452,21.317,1.586,0.994,0.134,12.115,63.875,121.796,5.954
+2026-05-21 10:05:23,jackdaw_observed.csv,1.257579557831482200130508284,0.669,3.837,1.388,7.325,0.4,6.6,8.989,0.086,7.11,26.805,0.788,0.693,0.017,5.36,9.71,10.63,2.674,11.782,6.741,16.824,8.793,6.281,11.305,0.063,8.04,6.31,7.845,7.09,10.781,23.134,36.665,9.604,1.798,0.246,12.203,116.348,227.955,4.741
+2026-05-21 10:05:23,jackdaw_observed.csv,1.624437444188668433026844170,0.895,0.993,5.113,0.804,0.939,7.69,11.759,0.165,7.48,25.534,0.804,0.503,0.036,5.79,11.36,11.23,4.679,6.896,11.429,2.363,7.184,0.49,13.877,0.043,7.08,7.4,1.808,6.86,6.954,28.883,43.0,14.766,1.724,0.213,12.252,106.412,203.739,9.085
+2026-05-21 10:05:24,jackdaw_observed.csv,1.584413243756584138126953102,0.902,1.33,3.862,2.252,0.14,6.73,10.225,0.266,7.62,8.812,0.801,0.408,0.037,6.28,11.11,9.75,4.382,11.535,16.664,6.406,6.016,9.744,2.289,0.111,6.92,6.3,1.303,6.79,21.902,9.111,1.976,16.246,1.168,0.147,12.287,106.396,202.657,10.134
+2026-05-21 10:05:24,jackdaw_observed.csv,0.5610568454430355651841151804,0.842,2.68,5.357,6.1,0.819,7.12,10.761,0.342,7.09,12.833,0.735,0.035,0.003,5.58,9.98,9.82,10.29,12.560,10.532,14.588,13.039,12.078,14.000,0.016,7.8,5.92,7.548,6.81,20.211,30.336,57.344,3.329,1.361,0.138,12.137,79.024,143.874,14.174
+2026-05-21 10:05:24,jackdaw_observed.csv,1.285892674763067663421363664,0.899,2.518,3.511,7.675,0.441,6.54,4.295,0.366,7.02,16.559,0.423,0.441,0.021,4.53,11.65,10.42,9.564,9.878,8.785,10.97,9.710,8.913,10.508,0.133,6.72,6.52,0.963,7.05,12.642,41.864,74.825,8.904,0.842,0.064,12.001,61.800,108.865,14.736
+2026-05-21 10:05:25,jackdaw_observed.csv,0.5012159027046580005695512151,0.825,2.104,3.219,6.303,0.005,7.23,15.261,0.423,6.93,22.621,0.443,0.135,0.02,5.0,11.3,10.55,9.764,5.325,5.161,5.489,5.296,5.643,4.948,0.186,7.91,6.24,4.056,7.38,19.358,29.094,47.531,10.657,0.827,0.256,12.166,75.906,139.556,12.256
+2026-05-21 10:05:25,jackdaw_observed.csv,1.249767964756419130292080463,0.621,0.897,1.16,4.507,0.42,7.61,12.933,0.13,6.62,19.084,0.482,0.51,0.031,4.67,10.2,9.31,6.664,10.472,3.522,17.421,6.688,11.294,2.082,0.111,9.02,7.39,5.344,7.11,9.888,14.808,11.042,18.574,0.975,0.198,12.017,95.203,185.126,5.28
+2026-05-21 10:05:25,jackdaw_observed.csv,1.290770898023821348327019986,0.655,0.746,3.818,4.853,0.172,6.45,10.677,0.099,7.27,24.148,0.655,0.663,0.032,3.6,11.81,10.41,11.723,8.052,12.483,3.621,4.492,1.23,7.753,0.198,9.16,5.92,7.818,6.71,17.975,37.486,60.581,14.392,1.214,0.121,12.082,80.126,145.404,14.849
+2026-05-21 10:05:26,jackdaw_observed.csv,2.095622506065138986704910613,0.674,1.522,1.592,2.965,0.74,7.35,9.867,0.025,6.68,12.243,0.82,0.395,0.047,5.32,11.83,10.95,7.132,15.924,15.837,16.011,5.550,2.62,8.481,0.158,9.09,5.22,6.286,7.16,14.31,25.572,39.057,12.086,0.876,0.2,12.111,102.694,189.431,15.958
+2026-05-21 10:05:26,jackdaw_observed.csv,0.4968215320379612676105566113,0.907,0.989,2.132,7.065,0.01,7.28,13.754,0.407,6.94,23.105,0.274,0.536,0.024,4.06,10.79,10.62,5.229,7.226,11.341,3.11,5.398,1.098,9.698,0.098,7.17,7.19,7.72,7.53,22.349,1.759,0.424,3.094,1.484,0.259,12.149,81.760,156.367,7.152
+2026-05-21 10:05:26,jackdaw_observed.csv,0.4648411698316190380120826961,1.122,2.31,5.688,6.524,0.492,7.74,6.832,0.36,7.31,7.713,0.282,0.746,0.029,6.37,11.08,10.8,11.582,9.488,6.455,12.52,9.312,5.13,13.495,0.179,7.68,5.66,1.334,7.39,15.856,18.494,17.66,19.328,1.715,0.232,12.157,101.589,188.657,14.521
+2026-05-21 10:05:27,jackdaw_observed.csv,0.2709729471726831574322035005,0.828,1.242,3.281,6.746,0.05,6.62,13.534,0.348,7.4,25.943,0.806,0.133,0.049,3.67,11.06,10.98,7.156,8.610,0.81,16.41,6.135,9.198,3.072,0.203,7.38,5.31,7.862,6.67,22.707,34.458,60.099,8.817,1.414,0.146,12.103,112.556,213.753,11.36
+2026-05-21 10:05:27,jackdaw_observed.csv,0.3595164218328606220374260933,0.958,1.392,1.468,3.166,0.833,7.49,13.496,0.445,6.69,12.559,0.622,0.206,0.022,4.73,9.67,11.23,11.351,14.050,8.762,19.338,9.106,13.01,5.201,0.172,7.81,6.99,4.851,6.94,8.107,19.142,33.342,4.943,1.275,0.215,12.038,109.154,206.417,11.892
+2026-05-21 10:05:27,jackdaw_observed.csv,1.194081458026593508685508906,0.845,2.606,4.964,7.941,0.516,7.59,11.201,0.095,7.29,21.579,0.839,0.276,0.015,3.56,9.78,11.2,9.399,9.176,17.205,1.146,9.079,12.031,6.127,0.052,8.71,7.13,3.238,7.25,15.862,12.800,17.444,8.157,1.314,0.211,12.174,67.613,126.257,8.969
+2026-05-21 10:05:27,jackdaw_observed.csv,0.6112806467730413667307209430,1.144,3.274,4.923,2.069,0.702,7.13,8.227,0.175,6.64,23.353,0.657,0.583,0.033,6.34,9.54,11.38,4.113,8.831,5.801,11.861,8.324,9.302,7.345,0.159,8.75,7.22,3.548,7.42,21.866,6.286,8.213,4.359,1.205,0.134,12.146,66.584,117.831,15.337
+2026-05-21 10:05:28,jackdaw_observed.csv,1.885040536057994833200669495,0.824,3.823,0.413,3.851,0.795,6.48,5.103,0.246,6.81,11.469,0.611,0.432,0.018,4.83,9.73,10.02,7.811,9.776,9.151,10.401,7.966,4.076,11.857,0.08,6.98,7.1,4.121,7.28,6.636,28.231,41.953,14.509,0.81,0.224,12.24,68.739,123.094,14.384
+2026-05-21 10:05:28,jackdaw_observed.csv,0.5155524771597806785672467142,1.086,0.396,2.093,5.771,0.931,6.43,11.599,0.411,7.6,15.845,0.453,0.609,0.016,6.33,11.38,9.81,5.962,14.563,17.255,11.871,10.276,12.282,8.271,0.153,8.82,6.99,2.547,7.37,18.069,22.008,33.16,10.856,1.109,0.152,12.278,76.163,143.249,9.077
+2026-05-21 10:05:28,jackdaw_observed.csv,1.295057050751970371202155452,1.062,1.892,0.448,4.814,0.619,6.79,9.63,0.32,6.62,12.836,0.265,0.077,0.011,5.56,11.35,11.48,5.562,6.398,2.464,10.331,5.582,5.922,5.241,0.009,7.48,6.38,5.352,6.85,12.668,4.278,2.11,6.446,1.439,0.001,12.13,94.686,178.539,10.832
+2026-05-21 10:05:29,jackdaw_observed.csv,0.5308797217671384805464357500,1.134,1.508,2.56,6.099,0.471,7.68,14.95,0.106,7.61,9.055,0.555,0.619,0.036,5.13,11.65,10.93,10.727,10.164,10.973,9.355,5.758,5.636,5.880,0.113,7.28,7.29,1.96,6.6,14.441,21.250,30.498,12.001,1.224,0.316,12.078,94.956,176.148,13.764
+2026-05-21 10:05:29,jackdaw_observed.csv,1.939249199650517119309239805,0.75,3.4,2.666,7.474,0.075,6.41,6.709,0.354,6.79,13.033,0.667,0.699,0.004,5.76,11.26,10.1,8.454,10.574,17.383,3.766,8.225,6.794,9.656,0.088,9.41,6.19,7.856,7.22,19.849,33.929,58.32,9.538,0.872,0.193,12.004,56.584,97.438,15.731
+2026-05-21 10:05:29,jackdaw_observed.csv,0.6873161140749276480187912941,1.169,0.476,4.133,2.211,0.374,6.52,6.153,0.18,7.36,9.976,0.345,0.647,0.006,3.94,10.39,11.0,6.547,13.320,12.053,14.586,12.878,13.6,12.155,0.102,8.91,5.16,7.999,6.8,8.181,11.406,7.965,14.847,1.348,0.187,12.01,97.560,184.918,10.201
+2026-05-21 10:05:30,jackdaw_observed.csv,0.6313657553685284204349806996,0.94,3.657,5.629,3.989,0.359,7.52,9.113,0.37,7.06,14.147,0.516,0.391,0.007,5.39,11.98,11.18,8.751,14.148,16.107,12.19,10.428,8.471,12.386,0.215,8.49,5.02,6.812,7.57,12.259,12.759,16.829,8.689,1.004,0.053,12.086,87.318,169.668,4.967
+2026-05-21 10:05:30,jackdaw_observed.csv,21.24169102697766432307318654,0.671,0.271,1.359,1.36,0.105,7.42,4.109,0.118,7.11,27.522,0.724,0.423,0.043,6.23,10.6,10.97,7.766,3.352,3.650,3.055,6.898,1.042,12.754,0.242,9.35,7.2,7.245,7.27,15.235,35.196,58.551,11.841,1.59,0.06,12.241,54.536,93.261,15.812
+2026-05-21 10:05:30,jackdaw_observed.csv,0.4849477060683388790670125621,1.082,0.454,1.097,7.534,0.186,6.73,14.523,0.049,6.59,23.673,0.803,0.333,0.02,5.8,10.1,10.01,5.408,9.703,4.726,14.68,11.195,8.704,13.686,0.081,7.08,6.33,6.377,7.51,9.591,26.960,49.565,4.354,1.086,0.288,12.1,60.528,109.943,11.114
+2026-05-21 10:05:31,jackdaw_observed.csv,1.783536062029034487718196608,0.642,0.272,3.201,3.369,0.768,7.58,14.06,0.327,7.18,8.029,0.696,0.613,0.027,4.28,9.68,10.05,2.856,11.757,8.745,14.769,11.242,8.658,13.827,0.106,9.25,5.31,3.31,7.49,7.845,9.086,1.066,17.106,1.641,0.169,12.03,61.204,110.631,11.776
+2026-05-21 10:05:31,jackdaw_observed.csv,1.344672159038180563858644170,0.602,0.666,2.199,6.962,0.374,7.4,5.578,0.118,7.04,24.705,0.632,0.324,0.013,3.81,9.59,11.49,6.23,19.336,19.815,18.858,7.478,5.498,9.459,0.131,7.52,5.38,4.953,7.01,22.468,42.085,68.925,15.245,0.997,0.116,12.28,89.539,166.81,12.268
+2026-05-21 10:05:31,jackdaw_observed.csv,0.4717960972250059316955691151,0.962,3.416,4.502,6.797,0.846,7.05,4.178,0.43,6.77,15.872,0.499,0.267,0.027,5.19,10.09,10.18,4.305,1.812,0.749,2.875,5.322,6.329,4.314,0.142,8.03,7.18,3.397,6.81,19.046,40.740,73.195,8.285,1.272,0.299,12.287,77.338,145.526,9.149
+2026-05-21 10:05:32,jackdaw_observed.csv,0.3056934852127529675263257371,0.607,1.048,4.382,1.418,0.419,7.17,10.483,0.424,7.42,24.871,0.416,0.104,0.002,4.79,11.05,11.27,9.335,13.070,7.422,18.718,7.262,4.036,10.488,0.215,7.55,7.15,6.652,7.56,23.184,31.252,53.889,8.614,1.273,0.165,12.292,122.032,239.401,4.662
+2026-05-21 10:05:32,jackdaw_observed.csv,0.7189578102248879681570414789,0.874,3.391,0.623,6.802,0.179,6.5,7.056,0.115,7.45,8.632,0.527,0.516,0.027,5.29,10.48,10.82,4.126,19.094,19.672,18.515,4.405,0.908,7.902,0.038,6.7,5.7,2.463,6.9,12.179,8.186,0.88,15.492,1.558,0.088,12.11,70.228,130.162,10.294
+2026-05-21 10:05:32,jackdaw_observed.csv,0.6955069778571889559077286373,0.822,0.514,3.516,1.398,0.552,7.7,7.67,0.032,6.53,11.48,0.344,0.648,0.043,4.73,10.28,10.88,8.24,6.661,10.63,2.692,4.878,6.616,3.139,0.064,6.99,5.04,6.146,7.58,6.149,31.424,44.931,17.916,1.694,0.093,12.166,59.886,109.801,9.972
diff --git a/modelling/data/abingdon-all/resident/jackdaw_simulated.csv b/modelling/data/abingdon-all/resident/jackdaw_simulated.csv
new file mode 100644
index 0000000..1f799af
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jackdaw_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.951,0.1,0,0.01,0.830811
+RungeKutta4,1,0.1,0.926460,0.1,0,0.01,0.794779
+RungeKutta4,2,0.2,0.905907,0.1,0,0.01,0.764602
+RungeKutta4,3,0.3,0.888694,0.1,0,0.01,0.739328
+RungeKutta4,4,0.4,0.874279,0.1,0,0.01,0.718163
+RungeKutta4,5,0.5,0.862207,0.1,0,0.01,0.700438
+RungeKutta4,6,0.6,0.852097,0.1,0,0.01,0.685594
+RungeKutta4,7,0.7,0.843630,0.1,0,0.01,0.673162
+RungeKutta4,8,0.8,0.836540,0.1,0,0.01,0.662752
+RungeKutta4,9,0.9,0.830604,0.1,0,0.01,0.654036
+RungeKutta4,10,1.0,0.825636,0.1,0,0.01,0.646742
+RungeKutta4,11,1.1,0.821481,0.1,0,0.01,0.640641
+RungeKutta4,12,1.2,0.818010,0.1,0,0.01,0.635545
+RungeKutta4,13,1.3,0.815118,0.1,0,0.01,0.631298
+RungeKutta4,14,1.4,0.812721,0.1,0,0.01,0.627779
+RungeKutta4,15,1.5,0.810754,0.1,0,0.01,0.624891
+RungeKutta4,16,1.6,0.809169,0.1,0,0.01,0.622564
+RungeKutta4,17,1.7,0.807936,0.1,0,0.01,0.620753
+RungeKutta4,18,1.8,0.807043,0.1,0,0.01,0.619442
+RungeKutta4,19,1.9,0.806496,0.1,0,0.01,0.618639
+RungeKutta4,20,2.0,0.806323,0.1,0,0.01,0.618385
+RungeKutta4,21,2.1,0.806638,0.1,0,0.01,0.618847
+RungeKutta4,22,2.2,0.807561,0.1,0,0.01,0.620203
+RungeKutta4,23,2.3,0.809181,0.1,0,0.01,0.622581
+RungeKutta4,24,2.4,0.811611,0.1,0,0.01,0.626149
+RungeKutta4,25,2.5,0.814983,0.1,0,0.01,0.631100
+RungeKutta4,26,2.6,0.819445,0.1,0,0.01,0.637652
+RungeKutta4,27,2.7,0.825149,0.1,0,0.01,0.646027
+RungeKutta4,28,2.8,0.832240,0.1,0,0.01,0.656438
+RungeKutta4,29,2.9,0.840847,0.1,0,0.01,0.669076
+RungeKutta4,30,3.0,0.851063,0.1,0,0.01,0.684076
+RungeKutta4,31,3.1,0.862935,0.1,0,0.01,0.701507
+RungeKutta4,32,3.2,0.876448,0.1,0,0.01,0.721348
+RungeKutta4,33,3.3,0.891518,0.1,0,0.01,0.743475
+RungeKutta4,34,3.4,0.907975,0.1,0,0.01,0.767638
+RungeKutta4,35,3.5,0.925566,0.1,0,0.01,0.793466
+RungeKutta4,36,3.6,0.943954,0.1,0,0.01,0.820465
+RungeKutta4,37,3.7,0.962723,0.1,0,0.01,0.848023
+RungeKutta4,38,3.8,0.981396,0.1,0,0.01,0.875440
+RungeKutta4,39,3.9,0.999451,0.1,0,0.01,0.901950
+RungeKutta4,40,4.0,1.01635,0.1,0,0.01,0.926762
+RungeKutta4,41,4.1,1.03155,0.1,0,0.01,0.949080
+RungeKutta4,42,4.2,1.04455,0.1,0,0.01,0.968168
+RungeKutta4,43,4.3,1.05490,0.1,0,0.01,0.983364
+RungeKutta4,44,4.4,1.06215,0.1,0,0.01,0.994009
+RungeKutta4,45,4.5,1.06597,0.1,0,0.01,0.999618
+RungeKutta4,46,4.6,1.06623,0.1,0,0.01,1
+RungeKutta4,47,4.7,1.06355,0.1,0,0.01,0.996065
+RungeKutta4,48,4.8,1.05804,0.1,0,0.01,0.987975
+RungeKutta4,49,4.9,1.04983,0.1,0,0.01,0.975920
+RungeKutta4,50,5.0,1.03918,0.1,0,0.01,0.960283
+RungeKutta4,51,5.1,1.02645,0.1,0,0.01,0.941592
+RungeKutta4,52,5.2,1.01205,0.1,0,0.01,0.920449
+RungeKutta4,53,5.3,0.996430,0.1,0,0.01,0.897514
+RungeKutta4,54,5.4,0.980040,0.1,0,0.01,0.873449
+RungeKutta4,55,5.5,0.963262,0.1,0,0.01,0.848815
+RungeKutta4,56,5.6,0.946308,0.1,0,0.01,0.823921
+RungeKutta4,57,5.7,0.928906,0.1,0,0.01,0.798371
+RungeKutta4,58,5.8,0.909124,0.1,0,0.01,0.769325
+RungeKutta4,59,5.9,0.879395,0.1,0,0.01,0.725675
+RungeKutta4,60,6.0,0.827147,0.1,0,0.01,0.648960
+RungeKutta4,61,6.1,0.758845,0.1,0,0.01,0.548674
+RungeKutta4,62,6.2,0.691340,0.1,0,0.01,0.449558
+RungeKutta4,63,6.3,0.631879,0.1,0,0.01,0.362253
+RungeKutta4,64,6.4,0.580764,0.1,0,0.01,0.287202
+RungeKutta4,65,6.5,0.536030,0.1,0,0.01,0.221520
+RungeKutta4,66,6.6,0.496062,0.1,0,0.01,0.162836
+RungeKutta4,67,6.7,0.460549,0.1,0,0.01,0.110693
+RungeKutta4,68,6.8,0.430463,0.1,0,0.01,0.0665188
+RungeKutta4,69,6.9,0.407522,0.1,0,0.01,0.0328350
+RungeKutta4,70,7.0,0.393266,0.1,0,0.01,0.0119033
+RungeKutta4,71,7.1,0.386719,0.1,0,0.01,0.00229051
+RungeKutta4,72,7.2,0.385159,0.1,0,0.01,0
+RungeKutta4,73,7.3,0.386005,0.1,0,0.01,0.00124216
+RungeKutta4,74,7.4,0.388264,0.1,0,0.01,0.00455900
+RungeKutta4,75,7.5,0.392002,0.1,0,0.01,0.0100474
+RungeKutta4,76,7.6,0.397200,0.1,0,0.01,0.0176795
+RungeKutta4,77,7.7,0.403757,0.1,0,0.01,0.0273070
+RungeKutta4,78,7.8,0.411516,0.1,0,0.01,0.0386993
+RungeKutta4,79,7.9,0.420269,0.1,0,0.01,0.0515512
+RungeKutta4,80,8.0,0.429779,0.1,0,0.01,0.0655145
+RungeKutta4,81,8.1,0.439793,0.1,0,0.01,0.0802178
+RungeKutta4,82,8.2,0.450056,0.1,0,0.01,0.0952867
+RungeKutta4,83,8.3,0.460328,0.1,0,0.01,0.110369
+RungeKutta4,84,8.4,0.470390,0.1,0,0.01,0.125143
+RungeKutta4,85,8.5,0.480057,0.1,0,0.01,0.139336
+RungeKutta4,86,8.6,0.489177,0.1,0,0.01,0.152727
+RungeKutta4,87,8.7,0.497637,0.1,0,0.01,0.165149
+RungeKutta4,88,8.8,0.505364,0.1,0,0.01,0.176494
+RungeKutta4,89,8.9,0.512319,0.1,0,0.01,0.186706
+RungeKutta4,90,9.0,0.518498,0.1,0,0.01,0.195778
+RungeKutta4,91,9.1,0.523929,0.1,0,0.01,0.203753
+RungeKutta4,92,9.2,0.528674,0.1,0,0.01,0.210720
+RungeKutta4,93,9.3,0.532838,0.1,0,0.01,0.216833
+RungeKutta4,94,9.4,0.536588,0.1,0,0.01,0.222340
+RungeKutta4,95,9.5,0.540174,0.1,0,0.01,0.227605
+RungeKutta4,96,9.6,0.543903,0.1,0,0.01,0.233080
+RungeKutta4,97,9.7,0.547998,0.1,0,0.01,0.239093
+RungeKutta4,98,9.8,0.552402,0.1,0,0.01,0.245559
+RungeKutta4,99,9.9,0.556792,0.1,0,0.01,0.252005
+RungeKutta4,100,10.0,0.560808,0.1,0,0.01,0.257901
+RungeKutta4,101,10.1,0.564218,0.1,0,0.01,0.262908
+RungeKutta4,102,10.2,0.566938,0.1,0,0.01,0.266902
+RungeKutta4,103,10.3,0.568978,0.1,0,0.01,0.269897
+RungeKutta4,104,10.4,0.570416,0.1,0,0.01,0.272008
+RungeKutta4,105,10.5,0.571435,0.1,0,0.01,0.273505
+RungeKutta4,106,10.6,0.572514,0.1,0,0.01,0.275089
+RungeKutta4,107,10.7,0.574783,0.1,0,0.01,0.278420
+RungeKutta4,108,10.8,0.580287,0.1,0,0.01,0.286502
+RungeKutta4,109,10.9,0.591409,0.1,0,0.01,0.302832
+RungeKutta4,110,11.0,0.608951,0.1,0,0.01,0.328588
+RungeKutta4,111,11.1,0.630022,0.1,0,0.01,0.359526
+RungeKutta4,112,11.2,0.648726,0.1,0,0.01,0.386989
+RungeKutta4,113,11.3,0.662904,0.1,0,0.01,0.407806
+RungeKutta4,114,11.4,0.673007,0.1,0,0.01,0.422640
+RungeKutta4,115,11.5,0.679475,0.1,0,0.01,0.432137
+RungeKutta4,116,11.6,0.682709,0.1,0,0.01,0.436885
+RungeKutta4,117,11.7,0.683026,0.1,0,0.01,0.437351
+RungeKutta4,118,11.8,0.680174,0.1,0,0.01,0.433163
+RungeKutta4,119,11.9,0.674690,0.1,0,0.01,0.425111
+RungeKutta4,120,12.0,0.709558,0.1,0,0.01,0.476307
+RungeKutta4,121,12.1,0.728365,0.1,0,0.01,0.503921
diff --git a/modelling/data/abingdon-all/resident/jackdaw_simulated.png b/modelling/data/abingdon-all/resident/jackdaw_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..8e3d86900773e2905f7ee80685851c34680eb44d
GIT binary patch
literal 33137
zcmce;Wmr{P*FOv*p_GVpcS%ZvbScu^(%s!1(nv`u-Q696bW2EgZ8|m`|Ft>CbD#U1
z`}y`>?*}iu_Fj9gwdR_0jPZ-HKFLapBR|J|4h02;{7ynd9t!G-4-^#iG6Ed%3ESBG
zI`D_vK~&X2!P>~dS=Y`GN=nzk#=_dc!c>pg$<WT;)Y|F|12Yo?*K1-E2L~H_ZbnAS
zzm8zAwlij=6#J<LjPlGzLd_lu3RM^K4?3Se&lC#EXW^ZQprT9aej2>XtBvz+)Sc|$
zvllPjq_#yZRAog(D#BoYIPC}C)GaH$0EcS5RxJb1$|~;Vr~5n~m!!^slR(J6&^~`?
z*7-6I^(=tAsp@9v#{FyH-rn9I$6;z3mwoGLT3OnVQPne&fEPjt6-ZV_96rE*NCG%9
zxqToXkzo3x5JSEU`H>DI0eta7k9iyFCFBrQr2p>^Vd&0^;-lT4tudc!R7KrI-&(!9
zSW?+Cnk-c6(Y&bsDXqZhztH4dbf||%U-7AS`E-Oo5ru$T!q&E;^L(bk-k9sK`BeRE
zp_{degDTa=Z{GXi4rPvrqz92eKuFycokN?DkZ`<0U%cU<ao1p})iYrX94o^YqgG`^
zFdZ>JIyf{W<>&8D!OSdY)p}*5*6QI}G<z~@UdFXf`LG@<)8FiR+LctHf@f}KW^jGB
zW4D#&9NO0Aox*9tebNqt+PgPXwbAYiW5f{{EtUZzAwlQ5SJAWH_Hb9$eB6!4;<TrF
zwVf4ZFp)1OudQu`Wl7|9sY^pghpyrX)dBo2-U#?0V=$FVL7M;0;p(92P;tVbKaPgp
zDl8IZnX&CQQ@h6;{oIUf_~%rKMtrAq@}?gmLv(w)fMIL^CmA8+@u|Q|FO6mhPcCsR
zx?}|e2KN1w;iq5nx+&3gnlZF&<rl#{wljP|({c?eLREtsDs4V_?|S?LD@Qzv&~CS+
zE_sU2`1`=XK!L?-%f(`BtTgw#G~sd95Gx(KJ_-<tad$Wl%6=wQHW$+q2?;#=eww`e
z2j_!%*WQ!$bpuCXfrGfHs3<$!6>|3M!ov3pua}{8(?&;Sxvth@H>P#G-<q|mh>8Zz
zyC1f^BqU^jhK9DgzuJ;iS69#47rr<HPwOzo#Kf%b@6+F1gJYeSJTIahG3nK_&wVw^
zydQ3sUgF^u&Dw7!8TUsL@PMX;t!7dAZ;9Q{_X-ZDL{&aYnk==pggzG{+WTo#HR-La
zp;43>ZbCQfTl=s^^bp<L+<fg=z9f~x-naTAY<F&)$(ezlU+17<i*RS6AeQ^!V4;aF
z4}H!GVX^IOT(VFD_r@=GE7e}wvz4$`LtdVg$m2-x&TDiZHNDfaZh^AJ4J_Z|f9kxG
zlURsf-AzqTuhioUenFqiYC2BRV_-6W#EH9RlVVaB(e`lPbbYg1)@H@}Icy|>USn$A
z>&4_(e(%<B!nf+lo%SPdsi?lXWODOuGaK~2NaAs}%GxEh<MX(*IR=B{qoZGNfhQEA
zaIU(JJC0ipTW?UfMmVR^(~0A?ZT4%X3k`#-bUWc{w5Ln8CS4;#L*?7TQd3ifr+g`q
zz4MAx%9ID-PzgP{{Fg(}$WYXrrqqmSQdH}#wBAgRc2(3nVf((I>Z+evqcno*=?Y2a
zy<GNR-P+1aEqaDd*_){2MT4d7qI(yCuay}>zG|eZs+x}<#b!R0pYl%OqvyN;nqVjL
zMctBDtnFGiL4~%MSP;nQ2l8Gd&w=dlkPQDFImf(>|11`Mb`URc7qp*`y&o>T<z;1w
zM|e-eH616FzzuE>*VAnicAP08^S(i@x;==ki1drDTLd%Bu2puIP^sh&`_f-|)qs7=
z@b2Ba7!@5)rKwUaI`2DhqKlgwE&N!oq;L}yzG&x|P#tfojs+b9gLDFe7Og^_bo|}T
z1<`mQGJQGY{Ah-`qhrnOaSzeS#gaE&9)WbBtyj3!sMSJa!GlVvW<jm{4-6IRJe=C2
z>)kRsc$6NPty~gLcpG_}#j%o5#}y`Q6c<U;!U)a_8z27r%Qd%@H|;FNZ|v54DeDlo
z@+vD&5VrDYmL=A7pR)TOdY;c1_mkY;-yEV=$nc&C!2Dv6r+onqi0FtM;k(%rtGk=h
zu<oO;n<qtmdlt=m+=Xt2Lx?*HzTW!gT{r?nn5<MSPTyev;6kk?Cz=$$)8HlQ+D{L*
zr5WBrLVn!*k_oTndZ0fdUP=|~v}xZNE!VGQKyTe0S=n+nL$Pz4jHVlziiLERqY0^Z
z0b4HkMZ9H)A8c)L@oNn;vqH;*`G(q~Bb$`Ex;i&&8(>$>zC=g2+}PLv515&oTS69O
z2@n^+18_*#AMrS>=H)JUJg*&Ubo?E6rwT6W7M$itcC}nL;?20GIO<n|@GQp0#%h85
zB0SZy8cJs&C@5GvJ}wWw2j*I3Y5!+lR7qxLrdLa%w%a>;nfLDtb%M^jdwMuDIEvk?
z^*w+vG|AU`wTTD5kK(_VJ%r4!@Kg%F_dVLc4S3fWkIifXZO#LDdX`>ZUbU8UwFH&7
z9q>fe4NXmR=LZW#ix1~>)@CWr3y#xhbM03w?X{&X=d)x}%xC7km4*Wo?EJS!on#iq
zz0oAK{r&yd8^HP-B<Vr1;YE(3p`Z{g@wa3(L>D(-n<!9-_uSmtnr0jr9ISSAalzN4
zi#Y!FaJv<9>Ro;6R!_(|6%g=r4#zlEuFc}+e4m|zgJUibOWUNVpuklAG-xiEpw@g^
zI&C^=Foi>=29+CEQAK4=nrkDDjMaQk)AM>K&#Z+)GGT(TlP?&RNc-VFGmJr=@fT#b
zWG9rURc(fx8ZB>Z7&d{YG@?|cLuSemzeFqh9WaTEzfcpzV$5{kW)XUdu)eujC;@i@
z9Tpl&&cmb8GCIj>G>ARZ>gj%$uPcK0!neJ0^JFcGzwiMK$GmrCj8{bbg(W_}SM&9p
z3B0xmJgI94EBn*2m>@0_u?u!ms`Kw5#6omOKd^N24|qic@M>|!Fp9&hhV*?c)AvLA
z+2`Sg3B+nhzr&=XlJaA3xN#1B>di>0(skw=W^PQj)kdAhB-RVq&VfE59Lq6HRdDyQ
zGRj6`-3v{7V;mXkK=?J$l~e4(q;uQJ9xO1;Zh^Fwk%5Vw?}sp3ZTeHuU|%(v?78Q~
zf^*S<JCc_vf`h*o@~Qa3!h({)rHQ5RH2WSjn*3<Fr<nU#4$2EH-ivwrNdZa`80dR(
zjhIqf&Y&T*Rf|7nN*?vC`?(?q$NG3jl0ak<wB6>i&D)b+GSDP;Qc_Z(JNAOk_V@4S
zqjv%GRpzA)V%HakOY8Szh9P))W5}jHywyPlhK2>2)DHG5lZrgJex>6<*c|trrxUX;
zvug3}aG+ClP4Ljr#){cF;A(w67&t-Vb8si@`g(ebgnE+g5}FPx`sq(ouY+8}IfFU{
zOO1t>N5#a&Ig;M|!aO@z&<H}t%Wd=+TR=YING0Md8p>F)B|vrnXS!o@+1PO7+3%%u
z?bTT?wf4*tp76xjhrXmkKE21i$4p;ZF+~V|zzm0f<M1|1<Jtz#%%yZ0>N}U16*=Ka
zIYYvVU`Yl{$T^1*$7m>wK*$>*_-J6^@Y3nOVzRq_0V}{jXxC^%#sY^!9EB27+s$Ov
zEaB0Ee4Jw4D);Q@;cCQN(Td>xAaPz18}`0HTwX;gwM~82r|oy<_&y2cK!6u!6>M6$
z?RaMzo}1bj^bs$Fm|f`$7K*cmj|6%uzlctZWN<Hq)qU?XUXSumNyN`XsB!H$R=$vI
zA#=s|Jn`oWhle8jzVON>G@1iGMU3VZr%{NL5D^lm>9gKvKZKF&@M8vMawM@#X+nC*
ztWhJ$GhMr_F;KOTM=-qRu*v=4d3axRVCpj3Jh9arMeT8Ok<Njh4eN&r;KXx)dS)uT
z%!K2(ZzKG}2Q{4KY5f(O@fmq0!nWHF#4)CMff(YYI2ddqqB1L08+<%5?qwhLE^Lx;
zhLO$4RSOhLoQ3vdQd6QBO!6Zb5q7NCs_AfJtb4UQUu!?&{W`CR#M`~QJsqLtcBrQQ
zsBj}#N1M6}1nT?fgCE^u8Mra;euYBMh6vJZ>s4>L`U;1-g?;n7E(lfs&JL7rCq|;E
z&~Pgs<IcteoVoF-wr7|~QQ(hkhIHGo$zjCzOxk1ox?Os|hd4O&km}7H)s@?<2<7N^
zQZKKx!E%<XqM`{nyv1WpaPxhIz`Nej=MQ6&Ex7E>>FvVQu}pg_jS4UK5y^|$BI$*(
zAD2%+H8b|{Cp<W@gw@Tc5a@)KtIZV9rWfaSGMkC2-;-s^APLpZgR0IB6Q!e*0Y;+A
z+oRP%8)?SYOFc(@_Dl<@nl%@JVSW9DlpaKUGzaI-tMAm>oxXzEaMHU#IPvOo9%Y*z
zZ4lDHwXZElc3A1a;leMD+K1Zq-=@U(&k}u`GK<Q}$IE@)Pgj<I&H>lB8bfE|BiC*c
zW-F~BtYFECPm^WBg^w-Ll8l}sv`B%Ux%ojCp56upkC3Oa7L`#tBA=_#C+6P9C9b+c
z;tgq(3$afNapBw%2TTvnwV*i69?{nFQ7v2TUGDSb&Y8}9gY^_#6yh^K{a{TI{j_c|
zDVT68%C4D@PorP(_*hZIH3@K`#bpV6CC<bQNuGE3DMd>gk`JBw(xEdW`>6mSTB_*0
z37YTs2uw88I7HLuB2tvnsrijr%ONX9{@Y@mZl1^kjlitA8JfVK!v`b2JE$*MJzRse
z{6YLgBraM5E)N4nDiV&A%!UstlP%=_V>(>!(DfGoLqX#Ol58vNA)1;f15Upmv0k7F
za;v{Q8McRhH7tksdRm8V(5YuPj&c5}uP@h^LZq6da>CEov7bN3wc32J5f*1fk)}>H
zwOHCl5jlhZhO-5|6s*nIeB>7@kU{q{S?^~1tH?BC^^dC`Zer6rE5zIZ5}5dkA_X=m
zx>RC)F;k<8cz8}Qc#UkEnjCPXZlgqVft^mQvYW6sK|vCq1P<`M;5iw4dsy4uId4s1
zQuD(Y8YM)L<mBP^yIuM5J>Y3xUX~D-Jn=7<jf8aymS845<jmuQ*YN~TqM=f&VxjRM
zQTxI~-fCE&#td}}G|8s0u(5$(h@;N6`xBVSvQJS&%D)N0t$d1P`+krx=tD@6UfhXl
zgWU$&w~SQLI;({VL__NK;WQr0SW2l%QBlzu-nVZp33!~U)0`Jw3mw8c&}Dct-b+7)
zho76Rv$oz{XsX*^dbqzJ$q~Y(yOL8@&V8R45EN8+LbTQsrDAA;!UzMy!op$!RHIEL
zK=D^dV1n8|(F|l!@GiFD$JWc$FyYoY)n}hqSM`+a;4Hh1duX5ek5mw9Q*WSQW9RqR
zK^8~t#y}#+)!S-RLxprn0RbP{BKwECi@EWiKX<3OY?gg!=X^&h?t(THLPJ9ppTz;N
zp=camS68<XX#}X`okLnVb%6S=c${!Iqj=<3g}x<Ff|u%0adFK!feP{pYd`XfHN-bJ
z^UkgJ#ZK1V-Q8L0cZbXEu71HwFkrSYK3@G%3&i6Y%$F}Sr`kY;MHXCKT*3Ixk^}9m
zlVUJ&7ad-5_weUGHCwMibdHPR<6LmIwzjnZ9Day41R!uEt$je{n^AO2tKyR71?Qz2
zWL#E>k}#*0FF?IKot2Q}+p?^=#u-t`FnXA5UMlAlsNcC{K3)1&sH(b}Rmly`DGbce
zawcym8F6Ry91&4z25WEN@~wXq-?c<ZlqahbvOr%>Fp*dN%<RimiP;sRsx(=E6NrS>
z$_XhaF$?-WHw3Fy7*b4PHp65W62g}072@-`@q|6ZgOmdc<|BeF`xgkCfaxe3eetPu
zc@6r?e*0e3xm2zaUK#~XnKdsiOi93sSRQWs7R@*iO#t8~USJRU;PZ+cMqm6=^#yJE
z`7KkohBr&Dr|PxtPQ@7klm&_y)H9MUp?0;-4>;Jwrz^okwPqUm5y2h&*f`;{@ecP0
zwglMF<c~}TcKE+YjKFl%Vf5s$UrTfQR<jo%M=_%-Zqw1y%I73ADMY?ahoR0)<sW?e
z9>RjGzW#Wg)NPbxint9Gn&114gf$m|^c-Fx6`6oLPM!w=w9lDeqo1)jp&<^LzK{J!
zGJDVj0!V>;oIAX!{M<f~(7Kjpz(E`}Qy8=C;He}h_&ap>c0uB<S4@K38H?OPbGeJ$
z!Z%a!+&*2eK7an4&kLS<2{{sHwvKP~_iZ>peWGzVm{00gu%^$jRIpCV@Z5zV5YT%*
zIXS8L)y@2wWs2J_(!K@}K-wrsNJ?g%OlU}&%uQ$*n=D-mz(+$Uo-V!WD&1DJFn_-=
zpk4=1S^KO5N+tl_ft^TD!!sb<LI7Xm^m+mqNg@O0_N5qbPI4+L1y@iBMYScU<W04;
zCqNE;$f&N4``2~c-{1f1I<}`u@Z$3p)&J`jr^<9>HVWzzMr#Y|hDTe$zJKGLK9Ddl
zME+xF2nF>bOb|Z$%lE|=_k#a9JJMTF3~H4k-BCo0%*@Q=rCK~m9M;-ZZ8rcB@hLbs
z7zv+qwA7Nk#JJrDI&REY*4nIu4!9#JR$C~^_wOfA-Ol%BdcZBWw;oBXrk_(?H<O&q
z@l1J~4(8u+5g>qbry3!*kZtG^63YxwJ78{YtA-8ChLe7}9}5e2^_f9k_@QB8G;ja*
z<T$mSmQyreEV@^kPctO(c{a{SkqmWBPbaE#y#Ps-I0n{AwS1yPYhN=2K*h<jKWaab
z_ie_>L$WZynz-S-!o-}d2+U@7yEu^2#sBLPy8KW+N=Ze4&eNFngU$dFYGx^g%Rcvd
zc%@jq=KbyMt-;Z92LOOD0j??5#|LU>JSWWJSGiybIuQ|LO-;?`<mAFd{q{b9Q&CjK
zUlQd3pmh;nSVV-9);Pee$Q|BX95OaJA1b5d0qoA%?zD_@nRW?ZXFAqvVRCeGa&ifE
z_2hobvy&6~8?_3(!0XqvwC|;QBkuh8Jg+4HIskwvv{Wtt>@w3z8KPWSS$X;LCFxwP
zrNZtxXi~ByF+QHc%F2qx;un+S{3r`6t0E~W=|qJ;;aj)-TD`fCT_I?dMnkv-g@y8S
zA}Jh}vx@xu2BxM3drNIPEkxW7`4;o_a{U7X6x7rb7^qV3-^+h<JeXJ8&+@!E2faO$
zmX=mt>ao?;=ynhm8<WdAgE|q8IfZFCUXKdnpEcNySPSkZ1~@;@vh;KTQ$#7-Vq$J?
zb<d?<qVEk7GBSxkpgul3Q?yiX^=P<$&B7x81O{fZGbqE^$S8MxeLep)Okb<PE~gT4
zdm%#@ex}i}NFD3k$5O}|$qbjzqn>*U*o|gyE#^j>+%FD5^(gq9>5KXc0EB*LXqW?J
zwxTuv+;kxPzSpS6Sx#Nk{D?FAJOXd_^(+i>d%B>1+*{%$OgH_uU#QyvNmUsZ#Gdl`
zGbxZOK^`l=kXv}1_VO*zzu~#9IYXy_&(D>Y0vUpaRxfn77wW8a98=4Gbb^DBzZ)U7
z*hW@WRZR|*s|g>LmotI=?y%XzP9sk3>xYD_tMyMehrsNJ$Ve>}S|&lk!rRF7NGU(q
zptf`Yo)pYJH^KH~3u=FvEz@xt;a1EBnRklq$x_c@_;kpW7MTqy(;43^<O9!u>5v2+
zvg9>!><e1=@nJZ|j&~i%rvUSn0B}jH*IZVtHX=6Y>^}LN<gafw5_Q(Y-wc~5KYc;<
zk^|+IDdetWh>*j06+6FfEqy97&`rUbfadjUMO3l#Gf7SECkS##hjYs{)7r5Br75*J
zoL0np&@JHbgi(*sMV<l(x4(nivI7dSP`cPOrNG5Yp^@!YL97k{)GLL6J5l)+7X-Jb
z%n=%+!VmaXn^`$@Vr8vW{DGb47<68OD$Vg6`);w9za8;I5{u~FTgzEiFyR$hYG^l@
z`Q!`%Jcax_40CE>Z$e0EE)S_=fZ`zn-v9|R-wo|CHeumE%~YtQ;CdClsei}NBiK?<
zQwj-gk*~Ph8EqRGKI$R=ijZk}-0_d+g~amZf*@IIg8z!-Vsd&yEslR(-5|69N;*wC
z$fNVgVu0K3lRpCd95WMqv`H9QZUf209MbPOXlMBNpD-!p;K2H?sH+MS?Y8^;?@8iU
zgFV$h4uj;vM<IYY(ChA6?w@g=<n7zEe*|Z}=dP}<|BCxZXJ^@e&p+)2%bXba5OpCH
zK^j)P+VJXR!-%6p{;xQ!4%g)KC{4VEgXA=T82;Co2uMi(H71bLzI;F5pZnhl0W!sB
zJ3oW}b-4f|@UNkJ`}#8eez}mL{hFG1{%dxmVS5UeA1eY88(PjxdODR-)~06(er^ip
zT9C&$&hiWP!-tI8+Jt|d6NrNUI_LIi2F!nr56S+uRtxX{&(xS<Jo5El!}Jae{4>*k
z5mHvh{MXQc(jxv}Lo0OH(sDu;4JTUa^GK5c&}7k&m0wQ!;)J>iu&h$5k({8>74l0<
zbN@LtPm1~!tRL?gQiS;b<njT?$(ZA{9?1_M!r!x}aab?PO+SE&%GQgkhUHJu;o#u<
zdt=Bp008Zz>i%vZBs@IZ0VUw~#ASYhQ3VKh7&xTpnJQzBIo$x5O9+pp84c(eT3pdU
zxU6y4csDRpX^6OCPdt&L{<w}~6IMv1yMc;(vZ!G&nQb@vLWb`u+v9YI;{>RK`+#V=
zH!AeFDW<!3@Y|>4H8kjeNGd+0ke{C~TNcz=@=1SZv4w}?@Ab((e*4x}cWEG(Z&VI2
znA@c#y)o_&$9WT}+G;jQdwhBt+u;viWEEIh$?^;VA(}y}u@_)>Cb*A}kNf*RNJ%Lj
z!lU3*194jRrpuXGCUfi#9}kc2;NYOrc!Ut#>iuwE>3(6gVRL<XDbeP22a?1l-a;F2
z+Mmr?r1~Sbu5WFHB_<}$j)Y>+O&H6`$*mq9mYpL41Th&74$kM46goiIVgZDMn$jU7
zg@zas5|T>GIrbW>GVPWLxBSh6%}vVAAY_FeEd>R#jEszzXlQavIpbO4sFTVTc;VR0
zLQ}<RWJ*d(W+^78xl$<;#tV&(u>f^D)8^gg#_zB#J5z6)6_=PODJvV@_2b7odHK)R
z#r9jnW^c3ZMtQin)I5oL0xe4b652E9(6`0?qVOSxu-tx2I;XCztPH|;)%1<x^`J%w
z>gi=(YYPhcj$<aTstP(dRA2Me!rCwZ&}x!Z{Oi}Rg;E2FjAbLtLS8$-KHdcn4-Uqq
zrs6w#*%kwvOVJ6s<@l(=aaXy9VGnvPV6oSf;4#HwzY7MJTMAois@iG-vn_jAanR_v
zn_XEc4+wgb$ASu@HRdWg^s`7d!?q0NNS1-!$d;H}qoa5+w!dJ;>C-vR!|r^f)3|Ax
zOiZe1XlOtgg^=Rm|JVG=t&7(zR(*i$yM$2c+tVnvTo+;AX)dx`idGMg?MAeZ3*5W=
zDjRA2kLi%jOSJBm{>s2~+s<1+sWAK=@N7u^0U~CmST(+LgpMM7dtFcJ!x>X=yBsXI
zhiY|R&xPJ2@V8oCS2x3rsWML|Q|jqa)d*iKo^`Vv1RiH`dqa&qYlZ|hq2iFA5l^h1
zL1?TGfckRBZ#B<Zl_H!B-N^B2?XRF<vI>=nir)Yy)(U+Rc2pO$#Ow%C1WM*{l7&{6
z2Y@jvVh~+FT@Ea#vDFSgmCUcR`d#IB?BENK^N~VNQm?QW_P+vO04(r?JNXN|VPY3R
zj8v>V+OJzGeR&fx4eVaaS>|Yce*?AEzhDz(@;cO4r&&|8Gc$$ehx?o0W}Rx27#MZY
zS={hS@<{)`g2}t5(W)?Ubi{uv5FW$1Tv4d3^+Ni8kkfzi<&(k*bWjP|-w_V<Pc*cD
zeAMyf+voo^!q~7=H9+Ndpv5x83JV@vp`zx|2^Y}+4paX@QWmq-pZ=8^K9J`wK4Oc%
z5a6##>3@_8{}cA%v0J47BQXB~@c_h_`+|t*pAd^VFgY2QR;HyU;CJ-{Ns-w(IseS^
zkkz2a45aHkzc+#X{qK)YPFRe$F#ihI1T^c4HX<s3CS&A;{u=f_*a#rwzX-j1_v~M(
z=l1UIpGi7*w8h=|UsqGCQTKm?KcPJ7w0}b5P3*6DQc-TZe}P{YEXv$+Ak_Y2=s!z~
zJij$Xn_O9CWy<}zI*$KwQ}Xiiga6Kf)U>pj|Cs78Pnx_7>K?1SM+nR1GYHKZSXf94
zpa<6f9@qedcq|@JP`@lZmHb^Aa+u=mJ)wkDTNT)kz<%#n%)gd~wzl@a(*4JM2GApN
z{f)){cv`8$(3+J7pTddwwe|G$vH=B=#d@(>-^+L`Q<TN!=;QJEc>=&(4cr{I9Y)uF
zPKf>TMdIo|pi%@KzC1fy1d#rStBgmioH*U)>uv1-;c5T~tm|Lh4`Lt@!|VRaxT!9_
zI(1?~v42b8H=#jE-zl6LUZLMpsABKB7QvA%naFSgi3As(*Jm;O54Q^19>=0MZ;ZkT
zG~TNVdwKD}I{cNy(WUSK01RYy7Pqr);e?K3Ve)bsT3XtPBHbUBtE!_~GMXxfv+60u
zQbUOtG!62~N@PlGHS$^tbV_XO&(4mceQi5f$`wK!j;a<-tbbSQ_02FY%k9vg!oztD
za27iY=;-Lo9Tva;GnXq|1!&Y-$St8FAjqP1Bjd5>JFc#+<<!>Jw$AA;xBFJ=_n^=)
zFeoqW&s60VYc(l*V*Zb0KFLl*M6@$q_N`dEMcp$fRs8i_jd`Nmx9DhMQ&UsW4rb>;
z#WxH(<@^yq5bau8(%GL5aWgV7kg&2Ub#Z|pW#NfN_7th_ot+fq<RZYn%AMMuEJ{>o
zq@$CZpPx7QRjv!F2W%+h{|hV^g7|W^zq5~R0#1j55#VuA=H%p5dOvu9y?_d{(soUZ
zhLJH5a1VS63yaOpCI_o+4W~`ECNS!hE(#w4Mh>tiK2~jw*PR;}rxhNetlo>eL0H=O
z#n#r=aexW9PJ&A3h$O<rYY@Er-`Sjkkx@oUE|?u>-~TNvQ0x64$(+Ywn^>dHN@@2y
zVY$?HMC#N^XK<0dww6}ORA()6OH5nnnx7O*aaeT_5OtoRpeXmiO9=ulhxl5PH|<<K
z4ecz|7`PnOGv(#w*K0VeCefAf*%|`YdssKnY21$TPGh4+F-E@6mftpekT3BF@o816
zDesp>-#$;l4>RHC*jemQ=%x_s!|^1g*hu%h*q>7&pt3l&Y0>pB#}T$pUEABU0JB(3
z0kumY)?QD!TB>#Gw@yn;x3#(|*V9e6lt8$k#a|4pot-3SL6`vS#`QTZ2UI(^6iX1U
z@8L@G5$;%{`BN{ldN{&eAhE;N_WeDf`+6>O{QSlC<U&J}D8ih@3~u$_FdV;|4W|up
zetKDAwds-`=9b+Sm94aoTZe2lWd(w&2Zmw8@iqYtiyocwgNYph0-NiJK@zv4*<B?-
z7RhbEuIi0_f%&Bh!PH{DL~s@Smn3V!;;A~;A~&0*?_!NNsU)3j4ew5%tWmjgjK2h2
zxrYU(q_{NJp`%_neU?)tF+bnzD=q#kT>JCwcO5I<hOiIV6LKEB3!)GV@W>qw!tR}*
z3ApTv1@uE5lBntr6Sc>}cm4{%Psy%+l61Z=rq)!)VEl%+U1RtFkH+{S>~oBk@Q;D4
z9b1E|ocKxxHk|~EfrJs2oc_o`J=dcma@T{z61#;@X&c=Njb{4@FNH$htev1N0|-H>
ztBj=W{<=tAI(5#LYPg6awa(akk@j2hFS>2Aqf@)YCh?2tUFkhL#k?|-j#h0u^)du-
z<3%wci?Ly0^Nn$6Hdfq#eVawB>+bl*l_Y$xk90>S`tQ7M)5yZK4I^Ia8)NM=4}EL7
z?wnraJf8gyyt`yKKu>FZ004Ux&)c$=^JEXesbqK9a*^zWwEl~D#FsN~F=Qg`0i<(s
ze8RnT=;zB^dGsx>Zz#{ny!O<Y6PoWU?P}fS{m+fS0l0iC{k^Ts>BRmjekw^($B6Ae
zfx89~5T!*{$zIAHKT*j2Am=TU!Y<Wf{bdg^TJ;K`D)RG*;1JUB2fgo4i4uHl?ZQQL
zRyExoYREJgJoXu9QZ#7OxT_OKtoQ`A8}*_^V6Up*@$fDztY>yqob0yb^<Tm0W#>*&
zR(UVcU^QPST1Zdpv-17M`>Cafmk|CUOC=?<LXGc;K!2T{B-_xVQLl`b#X3uIde%U~
zBc$1J=*2T|olL{m7yOK_uB*g2DK97<lI!F?qrU3<QO2k=Fbs0v&i8_l1bDE;KTYuL
zsHt&$GLE}ETA2GUcCPwPHa|DMq~AXAyk5OW!Ap<P(j>VUR-^K^7{RP_B7HM_NHrb4
z_qy~i9-^&lr_tvV8xx2Y%^uu+x)grMKFQ;K5qUsU#Xz(@I@Zt&?{U$nYj-s&EpLwQ
zx}GA%a@s@R&+I7rdwD{NyC<RUFHgZ<E7O)I9hGm#OVfI*63<k~JmtK9juCSl6@;O0
zd@}|s9<D?$Ud^b}l-ad(ko;a15I!3^e&JJtTU(1kV)Kc{f(1)d+L8<d!EE1z!jqoU
z;WzI2a^I<G?>d9-?0TroCs^%EpZ=cLFEG9M0(ydc8Wk!ShHw`VI}~-_7PV48@z)s-
zAQKhGg@V*^ruo&iTlJ#r$pirs{<Q#!J=CXCY<upPJ-ZRTvlC^zscqh=vr1MxB`H7C
zf@0kR`ckHm3ZkAa@;mzvtUn$9&5~=i2dIW1n_k%+ZtW`iZhh+H>GRijPx*X0jnCxY
zONS0$)Vq{uK0XoW@LF8}fyDAr96&=uQ(WwD%bM@!zi(2fEi&H-Uqn0U3J}S2yhj>-
z7b5@jM@ACSU5m=sYZ|pwg5L=gQbYP&i*?yvUc>iV5|zc=!ETJR4ayj4F^?MBfhdtc
z)H2#%RQb6t+XkG%-U$C)!Kk%flHMTbJu90Y2#wP`zBrGrqePAoAezPvd~55Hid+1I
z@Xo60^<o0W@L$US&@3{!bc)}{Up4hlE>TyEzx~c;{ITO>d>DLB;g$d4rAvgx2sKO7
zJ3x=Agk0Qcle0DLA=Kyb=M$Pu%cXDJduQ%4HI<#$>G)jb{E!ak1w&~IH?C2Y-%HyD
za^n5{VUzIir1Z}veGWBiIQ_|HHrmt6>D{n3NXSsuP#4_PY&-Pg6Dl}<VxFbps;wx^
zs`ka-C#5|s<SyxcpK>NmftFd2&rUxxvA&@<JxYJ9V?=VX!RgD>OP5~ITi25#-Yr_x
zzt0PPr+wDWOsw^E-oX5%>634VKL+66r$+^Ei(DXhyWSO&fG%xPzm-a082kP%&;eRT
zp#yD5Vu(K8UguhPqi?}c%sI)<X<=K9z}0h1+SSdg(xsuPZ>ugm&Nt0($m%6YKsD|o
zzqZjIZ^R)eS!iyy@s(>g?v#U*K^6ISRP9hh%rTz%jx?t-SJ~>uq-H%qF?oU9vc^d{
zp94%u?|*00^$PHV6*LpLT-6cKGBUK!2}8n-OMR1R35OUQzxxi<&dW`z9oP-K={$3#
zB<we1O6JB8@^+jBqC6oWB4(Xf4kov_o`9?!VQU{e<uV;W%jVBo<R-2oih?EFWt^|<
z#cP|7c9j+8vZ|(r0ciseRv-_xJ<Ms&PoDbW;)k2yk@@#_Y%Xts@SL*)3=Co!Elm!s
z`Mo9Qe(OG*+!|5mk~CzHRLi>o$o3`S;!5hTBN@4CR&p|omk{x(8|38g`0S>`RGy{D
z!=in6H!?CkaPP;WFsln&lJ@NP4@1KIxxALH=tS@C&VJlc^iJ1oURg>K;!cad<c52%
zZ5ls+x5Ldw9rQw|H|BBCWd-k!yk9|zQ&t}Ew4X)<5$mwCDoY;{=$f`LEA$qj!-uui
z1sDHHqhq8m9{A)yt~@rY20&+kN`sJl&!0cf_rN<klj*D6TDBlU{WhKG7ACR9#P52N
z+33-(;=M%TZRNaI?O$!#Bh*p=U<3#>FfcNbzf!JrFs}6|w}`sF*^#_18Y`b@LP7FN
z;^dVU6+29-Qf3M3Cor=9+wY#)j+HLKx6Y^Ex7vxMrjC=%?@@9Q{Oq}iUzCIXtfff<
ziOMyU)9`>uYV7w&1+Mz>o-Y`=UX;Ds!JgOlYQ0d5KNX8K5I3p__ui19DJqPCAKsy_
z`#KfDf+mzo__)l5lGy+n*RbOQ(II^a9ym<1Zj;knd9ukpply(|?c4Rul}>H{Y>TVY
zQl3%`JL2QSf5c*9h9D){r6;t7=8Dsdc5@7b_;gur>}9*t{cbwktjgWss05ID$~+hd
z*0gnHn95VLNPnzP6k_H;zy>aRg?ZHfouE+T&ES#-Ay*kH*lN?G0|-g^jROky1M4fU
zct7A!XQfAL2@wBUUN0~(L^q;hrFLLXu2<7Qhg6hju^)99K?@)JX5IS-(BVUyG<dFz
zv>H8XjJ_@GMb+-B{^z7aDI5w{Yw3l#$_L+?1kKDWS=dS50|7L5v8ONk62<OtyODG#
z%A-n7zEW~e@9&TBnJx6<y?&y_dq%~WVjQdqWHaKPk&-;eMD#|d=<$BshMTGyd9|T}
zRRof$0LcAWEvQCjHS7)2Ca58Ta#>THv~@lq9AzxhKh<hy)aH}r8pj)dz8<Jk_fA82
z?oq9cO@OGQLhn9#HZD29{0Jkuwet^E)a^PH_2;QI;hDJc7J;ux%wsG~p*<L);Mpi6
zu;fv~|3m48{I(qW93Mvl1>$Fq%f|7j_J}H;PowhEJ~%l<M4t$mN)Tv4h2@ItR<u>%
z)1hjhh_^I~nwYJSwFXJ4!x6N@-OhB!KnbY}t7{kV-YHaG-}qLvP_TC;`qh$9XZ>WG
zmtlEMhcczS4ns`R#XSmb(Y_nzbV9jI3{a<=`C1L+He&Z+uoz82aZJWBi5)oPQrR-f
zjp$QZVsNv^58`77YpOP@;pnJ@L(BN?iCO$V*lBJbWC8h0qB$H`ho=A;V$<uT8DBPi
z5c^}UvTLAI>T7FuTYW=K@$R&b8;7(|4>6lKlgsMOP+_l=dBz`d6C`30c1t4Gy?MS3
z1%OWc3cN(}s&Y*u4;2-v<AXQu5_L8Y%GR-N97A9#$C%ir;CG^qCG$MST1AqbvgVJQ
zbgUOT^{sm?K+&jqcz75<<V(FDp;@K;=2NeC02Ehky`;_U2qFh`;4*+zCA#oJvs7!L
zlDVIa`58JDyZHhi|3gMH=sK-V?s<P9d4_)ayocE|``9Np4&=<D5iM?k_@H;QD#VP8
z#dHnAC0Z~*Hlj@C^s(O@jG<A;?FBRrLtq!Od~An;Kx`mdus7aQee)ni<-1H*_Z~=~
zKN;pZ%(vt{8x`(pIg||UDts`e|J6;Mp5~h+9l1US-k~Kzb~PQ*W)a|BnA@a!-x4LQ
z7#)?&h}~Rk5?s6(D_NrT^v{z*%t#Q=3=4olcIN6HI~`Vccj*9=I^bbv)M`|e=H4NP
zsNzZ!M|)Kx37^oZ2;Z3f!sbYw7Zrt8+3$<Z;lY8erUHE3P7AGcpOq9zqP&{k-Ff!x
zyv>$z_?QCJRYWPacUc>mf&@8Jly--yV0leBsS+(H$R*%%`ozb_SGs}CaNfE(+_3;o
zT(B2F9z=L;b)m~BE-~Y`0@Ozz;3%dBSo{OqLw?dxaY~e;un#TOJ`Fxy6<TdkgLBlb
zIZFM<P5TbRae8o3+M_buaCM0-4LK*joE?WbNdmS*6u5k5W@h980v!;df?xOC<c4~Z
zo?QIWkLv5A`t};2uFcfbe@gT0=WDe~;4-{^&AV=BGhn*VHLxJ1yf++g*n|yRjiuG-
zP%&4l6+`s-eBf3JzDsx`3v69gssjUB;C<rB3&9EqAWQF7S}Cs?hg;Zzf=3$(kStJb
zZGlDza)_MKd_HS#*4_)K_3J>3NJ0;hw<e+MdW=}x8~e=<NzD4)Xag!G>J)%S+HPhv
z@?`8p(RHtA^5nLmV!XzD`dS_a5GEkPM?paW=nmN4lYC)eVUx~)(oX}(DoWpeba#g~
zH8lY~0`Zo^rM9-c#TE^&RP5#PG97-5mZyN1!VHJ>3o!|a;Q07BInY1>^i@oFg;N_V
zD#l&j+!Xy?_78>lEO1yvO2YExU0mt|0s?w#EgkK@>Xjo+4fOZRk10)zez)yBMnOi7
z4+%ktmwX0rJ{hy2mN464&4WNjsFA96{h8ZH{S5!`pLzstIQpws<bd-Dti`rn*u$<M
zFF$buNHLOjc9qwBk%)8ZZC)+cNJ}v87gLia!qVH142A^qHeez%i_L)W7yeycBH$K3
zzb85LtUoIJwzo~do)(D9n%Q}IlG@r|-J%6j09Hi%0qP|-HuYScb=fo?R{>zg0^P2v
zLfQrPp13)0j|u`3UEx&V+m9)ucvUV)M0}cQry!774PkAI#{y+iBe6`0_hdQ~jkHw4
zMnUG3R-IK^XgJvz0l;NITfCgj9D>@y-+D4Is%$bpYE<DZd?@G-N8{f9O8wC>V8$=T
zhq0HLF|_IqNL6Oh7?BI3P5M2N{p=C@Le{qoAFCD@7eP&<Kg!i^`H)&-7JY-cf32>#
zb;9Ys30marapCOxhvsj&j>J)|wjJSQv8c)M9oGpCIXqa>Ld8^BjwJC6F@ceNb6}#u
z{0AMQ>h<|v?r>+T=MBgbvn}=yflF381eiPYt;9#^Kb_=Js}Qi(Y;$N8!=5&{Rkqa(
z8mir3dxDGmC|XF_;48O^DJm*bx7fC@T3}B5Y-&Fm1e{D{W@l3KZ{K$L+YY7is8D|R
zBHMNgv|A~`0fOBU{&AXuG?%C}=gL!8ppRlV(erFf+z$ALj#(Ee*gtl<+yN>TKUD%7
z)(iUvv46eV7^|T2MVU62#PBYWe&SjU3xxMDc04+5+Q^zbIn71dA;2JBTC}a~7q&Fd
zzc`lDRw6TQs~2&EU2?I*a=mPBotS+GQEeYB2hyc0i6%?1;Z(4^Ij=SA%e`=#4VsC#
z><qG&I?z{EqzS*)3n;YGf8`}M>6~7P{jubxu7xty=KYH_C!Sssj%r=iqrvE#-8~Zs
zD@S5)<u+!mr{|}Zk>;q(-QD8&LM7Low<&4Bi%b}4=Q_b>UjW0R2H)i}3<h5dU{+K@
zz|8XN$bJ`V0GcQO??wR}uD17`;}sA;6~9~o+>er0o2nJ3AN@*#+yc;R)w0J(ojB7r
z?O5}<7G}k^C^lI`ogZ}Zb?ohA@vCz`HzNMLi_mC$^ehM)fI1@iSse*AcS;%_2(1vd
zb%3!=6NrsmN$i%%AT064j@zr#UHBkkoz7koXrRNY{Py(QgW?03@p2HJm8>Jo5}>Fm
zi$moS?47&1zYE<PW-#4|i3!5yqF06;?gGkt6*CBR;I>>&r99n~^MR-A+ofy6Kyu3!
zi?Nbc>u|-N-VQ+JML4KmLy7+w%G=U;%EPq126X(Dc}E3kzw#A(Lh+e?g;<X=rZykN
zTX{)>tH!uqacZJpe`%T`@N+HnR)2r<sd4CQnLZ31MrStAL`%H=9U)@T?n3gDF@@oS
zoO>@&o<Sc2-}$ScKPwYfJE%0+@ZMy;*0TPQYkDpPOsfJsWJz^YF;TVn68O;dnQyyd
zP<(bkb%hG9y5TD+b~bNtGH5=FKvDd8I&@oMMZPlj=fyu(3jS6r_ja9qj;9sFmsVA{
z1QO~|O6JZTUI$54(xUMrdjupZ_^)}btcwesHI`QnC?8sx1SjEc?WB?|2B^6~*MF;+
zjBK`W7AROoHR1zYHtMFNUde!%KqP7rRNnKX8s}K=;rSVpTx~N$S$LilffkgJLJ?!C
zt|vA~yepea7c~|BtUVwAA;tGwT`(_qYbkjbP*nBzFVKIZ{;HaIg?BL!JOB#KBRym!
zZSUEmj9FU-p|4Ip=#)z9n^Fsf4E&@-A%4!r2$<#^j4br3HF-IerCxcD81H76H}~&R
zHn8RgSk-)HycjA8`+lddsKQmE5+HnG&DOHt(YMe^&Nra~LD+MSj#YH5aDSAN=;#Cj
ziiLoat2$W^_GcxILdJG?*49P5G{NjZ>n%$Xdzn=u!8nWT@*J(=<V3&Lx03kG6EmDw
zSg#+PZ4?X0Dn2ise;+DI(`3uEGW!mcd#076ynhYd4v?@kd8nc(TZ2hio7ng~PQ}UN
zfZb?E$R{dqu+bwuU9YFvapz=+`z?W%_{TwC6WFgehDF5-DU7~+geNB${#`#8j+3yI
z$LGFka%aaTml&?K3aNcl9^K~t{b<Be7Ctd`uo)e<KV8UQ2=2=&YuLnP!?^_dBQ^L<
ztBT%`xBAc9ilKrpI#1c(1Lf|F6sh#!VPDe8=BgIx(3oL|F^&5YK-A;Ug>IYIo4ZWF
z7vkR28}<OnNjJWkfiO7kyYuVlyP^e9pOlhQP!y<fL)4Km-=^Vh1{faLB8C<k`>7%Z
zK0A+(30Mm=@k+&wULDyn$9B>}X=@+hlt<^}G#zc2dYyNF=A@tX5~7&>fl?^BeYQ96
z0Du2R^Xag{vj!cH<G^{qp!^xIxo)0mm4EbwaGEDT3G<1;v11e?oF)@esq8FSnXwRs
zu%Z}QjU{EC&_XzmN#Q5CZtgCc3)Ox`8BL3k1~!`IXP;0YTvk#O<$lP>pM}boZ7872
zWk8B!Av?7V5IA}Zm5SCAG^}FU+uN@lfwtB&_N1>vYTNjmR1nyL5iF`zesMo*=@hFO
z3RtqoT)!^4ZxtsJB>i}au}xN{^Hy~uBI(nx8xQV;Rr7T~V+S!22Mcz9IuGU}ZZwH)
zdfDiNw%>{0EETx6a+{N#9U`5&!1z8la=+x>Yc+W2M1v(S)SSV~>-^jO;A<oLc?QH<
z1M0lPA@d+k(H8zRFuOk@oRi{PsHV#I1~bE{!hBhO00F&Bn2-)aKEBPR^}*#_g~r02
zW?7=6VVSA-C%!^eDeEr*qosla{rT<5_eN-$H;f<Rpwm*xKqW<sMk|N=Bv>d1`S<r8
zlNn^if7NiqPsiaF1f#T~iOHIR-oG=9m_NFw?R!mYy>C=wyg%F6fyNyZr%Vjssj~al
z`)mfg<7ib|Ooxd%i*AbU{D;K-ey(i1FTd|S9p)EYdeI?-KbdCYS0Z;C=b<CdtIwoo
zm(mPan4z#+aHq?zt`r->J|1mwEPxi#k$u+QS(0Y(N?Af(J85Q!Bp`YXaE{`kt?$wt
zYIA%bebP*EB@m-|b#B*}i~fteqGA}Gz??qhQrgWqa6L}(ecKlSwrv=)A8F6h&YUo3
z-5VqU2nD_Xs4eh+3e~MfNmC}4%c>Na=w1QqnPfR~^rdT!%24cQ7Dy8z6FKt(>le!X
zi}UiIc9-c6We7`+!fn|d#^z?QafveTbsBi;ym0=8LL+u?4;a5K@XE(O{Q9c)8hz<L
zh08ah+&F4?BvV#Si>%J0TAe)y>;0FuL=Trcn`fv;n8qUTEom_sX*~H4D*N|3Pow`c
zV<zy8_~B2*;IH!4Z9<;rZrb&8rsWrx#y9b6QF-t8q5*lt^{{b;_Q{9hAEU#LXzi9s
zq7lQ-0d9NvIe`F=Gknj}tKQ+_mkl4!b%Gtx)za?oZo=rq@2zfJY6h1a1e)h};h-qG
zr#Ae!=t_(0-k@(DmJnVtA-D`JHc}J+=e9;8yMnL#66?~apAo=N)Md+;dfXh6nFXoE
zFEnY{Z^oSz;x=4$PF8-D%yn_E@0*)OiC1tB3aeTxbZgQh{QE$|5EMW1z$`y375=#p
zH)S4Rh<T6ij0yxdOb``Rx7}c?24uI6{o^ZLG!iad8Vlr>vNYST?3G%y0(Hd*mpfwG
ze+N3iWe2~!yFpSWjsMy?ZAQ4|VdNVP%g(|^Wm|h=O{b>i=9lj$v`Sm3T;5-v?D_X~
zZe$<muF}>gFP3&i`@8z=Dx500LH+F}1p%xbOJfX<Q=vqWA0y*@sjsa`x>O>AMF)Wr
zwixG|as8rY^zj=s4KJ7XNr)DiG{qc{F;u?CpE<F~LbdvTOH@>x?(g;toS5wZJR^_n
z7s22qH1o+_TAswiFJhY4WeGg|T6E6dwNrLv2r6aT^rh_p!wfv1Z)U6<ARaHb(`PK?
zt)&Aa@irJOT8`WjWT-aaubO82AAd6jl%s&k)!GaenWWe|n38T)OJvw;t`_lnKkMC_
zn%Sk<sv1wLa<^sOM_2N>D^l=epMYw5<W@jJf8(Pvdp<nS$S{mVAP{@x;H;qa-QF6f
zpkD$~jcM>}XXQpq@}+x!_W~?%oOHcw-v!ccHmzh~oSA&!VO&XJv^b)MlfY92#H_gi
zVUdySO<W0n0M82{FilweSB2JlnxtcZBv9HP`g$&&Y^(Jw_`{7+)_S6HXep=p>UrcK
zX@kwVJew^1a`Q(h)J;!E!&D_}Es2n4@@+bC?)~KlzZeuC?iNU?!VPW1kej+7iTMGC
zLLWWzDTW@OX05oi>$S7%!Bz<<HxsYPY5%416RkrchB^8*?Ry3GL&mrlIx?=i$s{0P
z{HUTe3%A{%#NZU9?N`P3+U2DOE54j?v$a5@1JFz``e}QjLq)sIEyTla4FOVWi(*Wk
zfDU=q*Ymt%llZM-iZh>ArQ}oWTp8Nk-Ow4%a->X1NWXHrzxt}MvF9ac#1T>dq7!8k
znsQ6kTmXxti_O${Egwcnf)%iJ13W1?6O(MJFQEJ1R&ohzUs*O;ye}JgCW7@dz?WbH
zsAJN+Ko$COfN2l_zPTfy<EhVDC$pIZ^4dy8nVbqe=LzQGPE(|yE#M}Gf$Yq3br=6~
zI-})v!vj)PiariRI}(3Ru$;*BWIMYZnv06$eQVpPf$K$M24E&A50xHLi>F=Fxl<VS
z2FoN>*_8o|Zy4R@gao76*5g5cwCOAz)z^%-jZ$3RA&VZ)J$)=!*$lH>-bTBY7;rs-
z5=~B|?)C%NCC<c;lq|TTa}O?Be;S)7%Q-uBkxnT7%caW|;T6q}kA(zXG_vVCfO<$#
zQrU0?h>tkJ7242^=YS0`W%cr|;;n{bQC2Ha2+B!J!Pa@q@m*H@RHI(dqB2?Uw1S)1
z)846YQnkcnMq_XUYty>~pFh{sHfcK-&SH+gn-ou(&}ON0Y*gZ5JcQ!_&w7F|w%0N;
zgN!dCKBG4U7t(B}VlXl?2Ja)DGCX{#)>%|-K8-#&^9~15)`f#W6Wk4%i^{pyAJXlh
zVlS}9p&efQaZ|orJ}4mbI+d@>vlAX{Y54f5gK+*L&GQR!RW9mfHaL@SG%>z8<sx8Z
z+MZj<i0L*AYBb64sa2?)ug4V{wrU@+0BX>@%X_R(C}xbx9cXUoF&tQjaY_6X1NHY~
zEI0ifab3`l1nyK1V+PFjca-H7IR*#w`)b>^+g3IOd3#iPv7m<c%vu<!La$2pvC#8F
z<x+l}Yz!CzESzPl*1E`jC5>>aW-KKT?v*JVq52y&o%OJiSXs1%Zi}&ys}dL2Wic&>
z;&vA`XcoTT8LaTjWbvZ-KzQFeKCe&ro;sM&3jGm#n1$LdLUZw2q+zv21$Zy<g(qHi
z<?A(vBj_G(L$TH1g#P+YvWK>FXt$8TsXX|z35dS^hZ<i$XTdpQx9_x=*c5-jezj)T
zBc>U}H|B^1irah1)<56#vj#B)UFa;(Sp->7MW@cj8{D|E&LFR*MfdLJxxvPPrdkb;
z3Nj@PbrCmbboO%ep%ao-S!0;H$fabW4gb!oRXSS&4+_e9&lD7<PoZXN5iLLgH&b6G
z%YHy7+Y_+%j**(*fS~#!vx8vcyC4AtUtEridKL#4A0+wr_GmrtH=po-wiQ{+|K|fm
zNr&}WV<+bmX)#dbz+mfKM&p#X$pkWP@8+3MA5B4==anHSFhpHg7Keg%R6NtqV<NTQ
zB@o`FNF}5!5u}IAciGk!6&%V$NWV3>wDb^SXo3~0vlXuh(NgfKsS_vW<tLS!ownj8
zwoVAVJjfayq7~c&ib#jwlBLltjp3MlupU2eKWGfT=>ts&%~ZBUqol*6TLJ}O3917W
zy<4o10TLs55ng%<wjAPG4OO0q{3$4v(V>WR+{vYS-$ZL1+s0P~P?(NwoY60w_9yHB
zmxH{j;%jZbeI<v=!tUJ0ffw<`?4QpgpJc{C(s6};^jQ>gf^Hg5{jFxpxlvCf!Ao3R
zGp9GN1p`zTCL%OYUnMQPk`w?0P7yMA8=y<*1i<C}zA*3xKqnDEbe8oVt#n4I!-I4l
zt`j}LlPVC0E<n1m0Q@f((6df3Yo!7YBN{IMCRlv4GK?<%%@;LQ2An_)vjF=05!%vd
zzwyQpEicoYR|zW9sPAcL%aqH2M{ec7oGK=Q(Fr`MR$(nHR_zLcS;@nEfk|nh)cE@L
z#sM=H;5|1X=xYur%c)%UkT=JibmLj)%Z1sj1Mh7i1AI0B#}-01RaRUaS2fHn>B;VV
zpt<v_A`3$G`T6fs8c|uIGqX0jM~OO0mBcAeN~jq|#3?FDngV~6CaHr*U6iJ$-n*(L
zJ%zt6D%EpXadWSily!F?b7!$#L;+~$9>Nrg2pf>k!O7;V<7bcb(oOOT#y{g7;I{@|
zBO++kxI>x5>sslCDt-j?5Jm$pc~K$sIO-sq>ai2KgS@i?LZw0+Nd${l^6-srFvlka
zJXlf{o;OZAWAx#bT!2*^DUsfG-R$WEW)aQG3$_v3LX#<fbW^TB&s4C9EX-;R22DZ?
zWY>m3YZ2%UXn(@J8wOYwIx_LdxH;=KEmATv3V_4>>T&W8U_xy_4)h&A$xGuz0h;&v
zLr-!}JI1yKVXFV!2OS0Y?SL0(qrM}?9AS}+sGJ$%&u;WOZh?4i0Qwcp6@XG3pQyf?
z*zsdvU=;T1bz<4RCM1-`@|eN}?W>l!i^Ao%%^>e#w?M43*UKkusk5`{@edckD?mO0
zbSs1<1x!+Ta4{dg@wJQ{LS6%8H2B4~>qMzY`O~*=-;fA-RckF~NDU1QU%q%j3^2(t
zkM=aC_NO<$UFP{>85metMTfweRQRij%Th?1bo(zJmyeI{k;py%gUH2K_mMCH+P83*
z{Ti?yJ!uouy5D6z_NIIL1XKxSj4o}30RL47-v8>_%E>Hxw3Q>n<7SCuP(%`(ZI21p
zV9dew_GwlbMJOsM6<B5trLbE94OzQWQtu@t4Il3BKzG0kiVWAfBY>A6l@=!TJo?Gy
zJ+a<KLSt+||EFDRce+gF+lu?g!^IYmH`4Rj2K&76x#?*Yp!==l?`>PC@e>*UlfHdV
zA&?S&z5@MpA#b~u{p{aXa=?9-Zl?_W=p;Ae+gj<I<SHvIRo>N|3t9wTG^NsG$h-Fu
z(y3L@%W0=>>oNMuVSiT1G>jc4)jk#RwXjBpt#FEE{>5XLR$N>hbxVcL9=ro+;@ym>
zaEcW0qMFQ1Qd8iaMBGlo*6aVTxATst^8f!osgR5`WUml~Br9ZvkXdF%5i*Wr?^O{B
z*(yp__Rf)UY*~@LPBvwenXK>g()<1Xe7?W$=k~q*ZofZ%{qwH3<DBbU*Xw#+&+&NN
zpSW7VpQVXH-c<RzXf%4mV8(dhvNz+i5fGYdHWJ?x(?<_5S%2=J{c)Z=z?E9iYKH#Y
zxetc<jCE#qm3H1_C4VZm6{RC)iH{S7FeGg&zC_qW{|7~%j*p3r4H*wCbmpF--|EZR
zlJDXvHFK3WWYx0`sYV~|ul}yjny(E1bP1^zukP5<0S}j%YY34|ufT+kx1U{JA%}{<
zS-Sc<W$IH{@M-n%RzZ)US9uy-$RZP>$#NkYLSe^9&h_x_%%&yu5Z%{rqK*4R)B5wO
zZ{*X{vn_XON@;A>UJ4e*fs+ces6VP=-zsl)w=`*aS*&4!-GVd^@n)T%zj8MIjuU>J
zZrz=hT7Q!H*czqJ9#h)_pA|UXrihtmoBMK5-E^gK*vCscP4RL3h448J_oe)!J-7nB
zWc^bE@6@y9KA+y1Q>G)_=p#(C$HP~wuGrhetpWokePuSMWF)h;<8%6$LL_@Ln7!uv
z8-L8mmF+B*M^6Tvsyl!5i4=3ao0K+Z;z-$$;G9+xo;!5z7Hl4F(sW_mPlH8kqh{6~
z4_FQM(Yyj+`-(RAt^B#Y_M@Ntq|`gYRo{~xPCMYSZiT{6mVIbg>{0WT$Ak=5eqL-U
zkR)TaqeG6f95SAF>iC5>1dK?J*6a?|d;k5;EWTq15Q+FhQ@4z<Fl8wz(#~0~I@o8P
zPxkl)f6;2rxpmcNCNbcy{S6SxOL2m~%M$06G$(hY=uEK5I(z72_xY!H5bWB--1?0f
zJe$F<B9Dog+X)eO)J1uj^pbYW@cfu0Mc)y};E{ShwLiw($GuY-B}*98O}y^amX!30
zmMN`S61X6LDG;u71gN3kqD1SzDkUB9>KVmd9U!$vV}nd!lR|V<Ca$D%_8^7NLTwo{
zyqDQv?}@v{xNjfGd4Gr-oM|PCBb{`_3%9UAdxvQNn50<0i(G)31#Zc~mZ>Rb&;Ob{
z;f(SEIb1VD@o?p*FkAqfbKdb{JQ4qxy$$xw0QWzxWpJh-;$}1s0<VT{?AtS%caa+5
z9bD?AiWs%O#3b+pLp1IlxXo4DJ1R`K%%mQb&;RS~VTY6kOB0)Qx#~3%X;BTdu@MAr
zpw#fA5Uu4Lhh&WiIbGuJ>+mi(O3d)i{iC+6_@PIg{YL65|2k!f`C&pbb0|{y3i;>8
zmKG>Ev!((yJ>X+V{`wZc7y#Wl#t#*+<DrzE5Zg0!6Ju_#DEzP2fM8x8{8ic#tVHrh
zPD{rhL%zIR@OddXI#cWNtr}`6K?gaC05~<saz=g%CLEc=pW@CF$A5XuMAjKMKz<nJ
z1aZP%3Zi@zHE!RCTT+Gi2N9g`zpjw<ty@H(ua7BMTspNs0V(XNQr3m!{Msnz*%SY|
z&Y%HDjyM>#<65Q!1)~k2dHf+Gw6VmW)AJ$UqMIEQ^4zAljbn)-6!pyRr*|Z=e~j3|
zzP}$c?dXz(Q5fGil%~)3g@80&Y0!BTeh^<;3xWDyFXr=yHr=21k>i_rtIMXL-o`n;
zkRwz;-h<=YeHU-B<%Q^G@<ERL=Vj`TZ&3D(+yVJSA#2gV_+r;tL&PI8U@eG<LY+s+
zA*dm;>xr@@T*E85LLNrZb#%V_#6#84JyslYFekxt4+qma=<Fr+2(Dw`NXla3$mWkY
zryaU{Dmbqf1Z}?ETFfY!wl4o#BPRKUNO~bp$igGN#7pXV(-tjVBufJkNGw)Y?U4gA
z$6=F&DF?#cBQXK)xY+4(`wLm=($Je-sNg`}?8%cS>Eauhc+^(#$uQ@|n-IVC%Dx-W
zhA34Hy|da@=D2Y%xW}^i=hYJv6MtS^vSlC3lSr86XTtD)c!M29zJX!9NWRhixol~)
zfVk5bjTi-)IXMwGh|&;7o!pk6UJ@3^(78F3#5r_ZMD40&(8=`}C~FPasX84lXu^n&
zg51`toH@Q_r={n%oxKdUmfiMD>W6dQ4$$tHQ&V;ky%lx&zyr2A(U*M$#!q_>Xg8-t
z(`DTe5n8)61bLu9iHeUnkpVR@DCKTQSo*R%o{V~T3V)){&qP~8og1p9=~cYv&rgPJ
zcEM#+GcZs_ZZ8xr5bwkH7zIOxRKH(tBI%~?wN}I%f)1ZU;gYZRhgu_gu3ap@{By21
z`+Fu2m&1Nh^kPLb&0Y73@pj8ZWLmN;QytRtE;yfzNMhNEeV&A9wz#>KuRAZ?+CZ)q
zZFh|m@meJ0MT7ZylEXxSd+Y2dl8s!G*-&e@-#>C-i#-S&b@5Ek1G!sJto(3RMW&o!
z%GvbY%Fz<DjQ%1CboBUJ(Wa0z$M8-smicm@uZ$GQEYCuH5ww8td9m?2{M(AHX#}?d
zNsy}R*WLKbAW79)9-kqdr)1%9B9BDG9aXR1%dKs7hzD~rfm9*7%4NC<-Tb=H*d^C}
z{P7im5}Ub_HTs@C06|dRIWOjV1-TK67xxRK=7Ja<yeW6)m50c(=HA}XXYQ^Xz92yt
zpIQeyo4x>xp^XH#+>g+eaczfT$tL1FZHi%}>KqHT|Mcp9*YN7kQIDQFrWsoLi^HsQ
znMZ|>gdSo45EdVQ8`&UG<p(v7nPA&Jk5#}uki|xlpK007+fR*`SZ_DHmY%%3`L%nh
zb8SbUb=xYqNs`fREPkZWdhYdAFHfVh;+`|#ZcN+)7RCoPJw2)=_8#1G%rGyzT8EP3
z`+WVYB&}>L9gWPW?o-HpD6X3?BD1t_ofCDpFCCwzD32z)%nf%!0!@DQRDElwFzP6h
z09m?L0T}=>5^81ZbY>rd@3<b@gDcG$&1xY67>KB^09g3ZMMJf>bjoR-StK60W1Mwl
z(EtQMUmoEU+H;Av-&a{U$F*i7k)ixnqR38>(6&8Z1Tlsoq=anUB00p20;H7iFJHbS
zd!x6OhF1}ipgmA1g|l-~OdVlc>H?6$qNg71aP@iO+sJ)RoBh6|%`7s*h^_gK1lx-?
zcKhBy;q9^C<CF_o+Rf}~j(A3{<Ht&8Kg2y;ooem^&pcvS0Vad?2$0CwtL}i}L)*Y9
z`pYXmnKI|axsJ_<Npql6MztYdsGEjBs`}ZrbAIsnNI~U48R6Y8Q@(NUb*9|f4QDBd
z?JfVHiP@#7C5<fGGS*DUyLz*<TW30x=VMDtOEb1Wiet6v@lt&A)y<nXn@E9^_{9r4
z<+mO@7-!~%UC)v8ya^K#3z;9q+UxS`%7*)>fZsdKB&Q#C-SRTeu`iQi0!<3n8!BpQ
zw<h}vwB>py@TfQu1Ps`wa&>oJ0S4mv8HRS~!qk8Ls!HlGT4?$rDmq#Lpf--PU9y7K
z1MmBSUcQWlR7Bz5oT_2ai`f`{C+^V#kFZ|zf`WpHr6r!fSrB<;8RNDrB?U%R-YtX2
z5Ix9Xu0eUv4j}O~ZTbHZgorhzr(cW?c>JIBAaRQS=s|EjWe7@h9x@xwM)yN&OQPGO
zN9p!Sb_?$TK$w{`ASlVhUN)7Lnc4Hl*3#=j!bI(HuwTZ!Dic5!9YQOl=;l^>^w=>4
zeSQ7C3lmL?ep+B8)m}~%YUi$eIa!MdPP^?%zA#*_z4y}57q&$%?5VS0fBL^vf&gSP
z6Y;Vv{^MnlyDqJw5_-K#xG(yWHdndt2>o@(u$+4(nNAPL2iVu;Z04W{&@0loa7>3B
zC%C>ef-S$EOF&4LzNJGY7!r^)Hg?|$5(=gkQdFmzuS2NAW79{MuGu^)>gW}IcPIe4
z$jPbRT3|F;(w%XK!<32?B?yc{%~Y_L9Oe^eM*UF}4l@5;0TK`Y<L0K_f1^Iw8C3rx
z0J)k=ikMhf4N?;SC-s5w=6|3*EZZ4|I)$WX7Z5)=A;K2DI+<ij`F+0K>gLmbd@cA`
zyW#OeGQ>B6lh~KeA=MtcW{wqdDO$gpp03S%Po8$i#PXN_%AB;Gx4P-DOEhU{iby{e
zI!}K-k*r(hm=R1TQs})6y?@>pRJ^%Dcm(I^gJ%%T17aaF?Kg0Fdo>?gy#i(A@nRJx
z$EL<^)?QqxW7;I7vKD@TM7lqE+`qN@q?gJVRaxc-D^D%gjJQYkC1;I@UVSm0)W5G$
z<P<#5$epLpm)`8=L65&nDO?Ij39vw%e|J5JORlFGZ~3R6t+1<}WWD+Bub*7MpY}s_
z;vz!M{f%>d^N8qB=m9DH=WgKhXkk!fNA0o!!62kLwf%cbo9hP}I-+7evv_yjO304`
zeWJF3NR#(aHzJ+tI(miWk#7gDbUu+PZ64$hMhM_{Lx{x#V)<ZOCL-qV#zliuHF*&a
z(KZ?NPAkzR9HeI%Rb7<g&!x5EAH9h0fKXn)aZO2qu1{&2<^J6(uYgH2$1cZ{5RU7m
zSZ{k;7kl~#eyOLQ`@Lbz!4JGX(xY}g7gny<z+>5lRN}&7tdWp;V8A_5x5+tX%DK_P
z*W&u8(q7;_`FHJyV(85a=>6U84FVa8RiWdw6#Xd$xo*<f95b9aD?vT3PWgFDmZ>V4
zd1FDzNXo`cii?dx>g|IMHcXSKG?&;)zCJ}lhZZ8HPm`gdJz0E^;W+jzSAsLw+48K#
zr7J^0NOdJ%FBx;*=DO9^_txJZJ!k2@oA+a8i9m@`64h9VOOYGj3SN&DRaxfIs^et!
zz3HR&#2=s-B8Ir7(f15Y1yv&{PBTecAo;$EHYj@&x$|1-cwlV6#y949dOo`oS6m^T
zL0+vg6=h4-8>hAm1<>vOey0t}Jc*1KCl~Gt*;HF15$OFhC)j#$a~SclG0Cuyof9c#
zpoq!oqJpR1*3YYJX%7dD)Oda-R<3?6@(9udoHG$KdzZjBqa&VTNLv-`FF*Am#_wBd
zi&Ty2?+x{wOWN-mX{BK^q5*0)-?7`eH`7Z(>GDt}wcE@;ndg?ltLSVQUAdwsjg3=6
z<tQ`k<=SvHft#VF$tKa*6p0|JFLOiIcT36IL+1zC+(C5tEZ%i#w6QYwM-Gky`fCke
zTMZb58_Nu;jw7M({ogkr1xsPWh*z{8&`EN{y&Ik#FNQ@K08R!s5Wj3}(VMS_1xhj&
zTn9QLbN$0BtVAtp52>^j6`g~i1AJ4|@ZLw6t1q~Es$b5lE?GM}#2-O25#Ycg?%ar&
z0Sx#bPKxP}JsYmx?2pq?TE>c`u5L1N&Mo`A#mVoDAlVe<tM-?0(k(Jj<nzWSk2YIP
zo|{Ed{v92$?a6aUYzdK6v#!_thbT5UY=tvtZ2Ji2ayYn)|J+6OH152^;oNIN^lHhA
zj3Rk?AFcY^L7Pqre%KFVlXXY+|GYTrNzKQ*9u7)u$@vv+f0DxG4;OQ?V*)BwG<=N2
zSybF*j|uB=|9FN-rr~J>@qBSgDu#Y+lG7`Rpm#Kz@R1KTXy5%{CxE+9H0^HEQ_qLb
z{mpkDoj|^{R*s%5L{~8%KVzUyr-KcubU%0(&&kLb|8ufbiSU-1hbr{_9S=iqj+%7B
zCL$(gZVqVPF2$8g?Ro7f7)(J!G^*$nawP*pLk}4ldL}rzqqbIZ;b)>WiyvgI`}b4M
z4O5)a@R`ZF(9Dw?#&BxiUILDQ5;+1-FR#PX-Z$Xv>RaMSymtEbaVV6g`4^Rp+?2pp
z=@qGl{N4cRGoqdF6w_VH<3v8|Z)i)G9*&{!^#&e&hES*cGHBYb?%|Z@mObRQqWnUo
z%!HaV4p%YI^qx@I?_S2eX4S6PE;*xpH!C0=JRr%zjSw6Ei}I3Fj51+rdiK$iGcVI3
z`A^ZnWB)UO{UQhp(v$S|yhloHUUBW-4kbfU>e<;@Bzsq|LW$-+&AWNjRY@~M8SV~r
z(P19i*SAx2)?*s;QadYS1aSp28cOIN@zPmM6+!OCu-L|Jm5h>iANw$Tn!Wi?)vKe+
zAqyRGKi%I$TQvRUmrbPDFU<(Zvw0YY6b#EPuMm3C5h6E%tNSW(i2J<4y@5?)Li*}d
z(IVV?S@$}tpyG9v8)_F1c0IB2yX)xH5u@_nLY(R{yQ)F_MTR9ui_idP!82_I!v6mL
zlxNPQu$PjZ%#M2=L?Qi!g{}OiijPe=muZ3b@4<=r>6%EX%Y@$|gKJL=R#Zs}rct$w
zmfKH%r9bevc=fnP{2+&hV{!++H*p?U{TUF9^03MUzyIBHPjsjjBO35q(fSq;PA)}4
zE;+qEathUVV|c8%eq%j1qgcVvBK1uHYuYCbdqu9E(Lvd>5&l~ZXEVe28T?ii$+-hV
z3+SO+i`XKY-hV2KP&jnO_)%~WxcR276UC}(FGRE9ieMGQCVwo{bAEWP6%%Z%(99FF
zzH2`iYs9{@+H!Z_P=Ipl4Zhr(Gs#wDW#{8AA$GO)St@S3#CC(=A<aX(%vFu5Ff6|e
z)<AXsj=LWx;mXU!F9ePd)K0rY6CT;A1uW_Fa;W{e+`Y1o7Tq^eogMqZ_P~3@>44Bx
z;Z;?M-)|44PgSvwCpV)R!uRP09&jK_^L{SdMqf0haPf4xf94X;P4!KxC<RBg9l^m|
zn-#qYSFC!%>au|dB2LJ@)f_!VAe(t_%eHnGn*w$b_l9S`6mQ#l%${FJwx;f8aJTPx
zmVqpmeCP#y$J0P_TU^4CZEi&D7t|o0QdxXn+Mx{Pp)}fx7~yBoSlV{$#@}|HCL4Tn
zkM(SCaeybo=_%Hy6EdJ)3S56d90fNYSA={#6baxtobsOb6)gW3;v#ITCSCa3d=^y~
z7B30cj??yD(pQ;dV3(PYIiKh(g?z1<?lf`)Y0wpe33<$vw~LVh?LK#Lv7p`Lx|VZq
zT;RiVF|8%@-KHaDUWIl>53m=mU{4uHPfz7aUH#yb?MSkv{WLmo9@xCEq|MCO9bD33
z+et-{KPNdS!Rw;QVzRa`tuS-GhaJ~TYzXqi<954++rHpIF&eIWw&=rZEALDi4RTKC
zn}=Kaeg-LciU;7D7ouO0BDW$al)HeXkO|vgGB=7=VU@MqzvT({>r6UOD(uXm*bom`
z-dmB?jW^e}-R?Yt=1z}~AlSip=z7$_XrrF&Kr4M%`{6t0;&RAjNXbD#PGyUC@a-LU
z$y+)3#u4}V8%4+M6{|+`jhxoZ&T7(Wc<$Cp6<mFw77XGRfl^YaT>WvYNyoo3&~32)
zy!N62#PEH}5-+-I!zZ18L$=;TuCOy5K)R#JXZ94d2GkNva<V(eollslB%H3v7z@N?
z>z8VPCBzK6Zv-38207(^+X{_in{%JBVr<$f%MBLe3mGM3ceVO6uX{nQqUlK+b%dds
z;lb;?*z(||(;0MC>f&_`t#yl^pbNh7*q|EmvXSR7%chs`d@M%wE0a*MC*<6YmcW>H
z<9{p~$vtuW1ozMzPLfD|)1Q5pIdju<53;do<#3NngRYo0ZQ}&G_X|zWAEqJ^fIScj
z#KHqy69FKKeuQQVj$*P*daa1docRbEky3%J(la0xNIaYq2p$m6Li;`6Ow=;6im!a8
zqY11pgq#Q&46<_ui9^w&HgReQb5ex_3Vd&)GvDaxzK*z5W!<heT>c7O!VFI_Fl&yt
z%+gZOTE~`!YjxdoIeY??IbBM7l02ekOpYV_xuzlH7(BKsE~1o6cdGvb&c)QRDyDi?
z26ZF&+a7#P&dUcz{kbIpaf;-^SQkG<(rW$kO*t2Aj$ik6Uw}Qtm?wB?0j7=#!7phW
zy2(BxXB?R+Ls#u#Jb#S`AOL|4Z(tOx!b}Xo(i_ZvpJ+g8aF>jUMZytpV|k>(modt6
zo719dDq5@8=UJJj`DUovrf-k$rs3tMGN8c)wI(arox@>9g^akx7YJ#gKbibajD;nX
z4!`74C(CPLyQFy6i6B5PumTeOV?2=b3!y-XG%Gn9B|}xdz7yvRCrBL0%@Ziwc(>=4
zwOh)1Pw`TgF4^aH_c$p;Szz#%Jt0pqT3jS`qg7_F;-R&16iq!}wgaJnOn~l8N=dI>
z%XMGd-&e8^dbN#m7@eSHz)`x^E;<eE1hMa12wVZs3tm3p23Ju>2hg=Zj++7oiKqrC
zHFSSJP3+vAggpZdaF&6Vu<4bzI;xUfyS^7i`@`uc=JNK;GIn*R?{<cWFnJs}0ORA%
zr?wQ|zb;6=HF>Gum{;Ebt(^#ujG%5=JU~&HBHc=-xt_yrCA2Lc>0+#Pi!kbXdR%~I
zQfAN6x_dWWTP88cq`9SKLe>vf3)Y%;`aZ=m&*i+~ObqSeeT{~y+QX3{uhsSh&O-5`
zPu|-dzbHyQbvVFpJj9t?k(((bLYY>S3!TifH7^hnhR6s92ZxXqExFi=Z+(6J#k2xG
zv-WsSezPya#@l~Y4PbP{Wnf~2{|CMm7t3pe9Z60ntfm}lps$}@`C{eQ-z5XfA#g!$
zrf<Rgg;?mOT?#mD&<ll=JMBD@9t9^=wf|2C36zc!Zve@j(#OZA*r+2-m9e?0DeT)f
z{huo<Y9e7eRH`xO3tv8(0UE|%1%q+<lZ`atT699!$Vo{x4Hkr*JN_`OaDiWPp<X1?
zKfpc|Y~$RKb5Cg66}&8eaFH#|mw9=$Rr$a=5)l=Za%28mX%WC3x9v9=+$X<H><IH%
zTfu?O@&8>g@a#A&7<hSkrMfJSWGaKL!u!!l2$FlZR*oJ+C31$Iy(urBwQO<^?+1&x
zxWVe`YJGS2o#N(4jMn6;_x~72PIs87+>SS*yYxJ{mgl_?gIHKD-hHH0@R^j(EkpPp
zN+j*t>xoZcTPN}nf>n=<x~*;g^&6~T&r;og6!^b49+|qx{=!#j+`W4Na5mbFHZvjX
zCkEJW2(5o!J|Z~3xR_H(VgO*r<+_e?C?w1YKX?%^PfF|8cHVuGZnDfb_Ce9J5g-}Q
znd;NtFA^RVmI%OIUY8RUM33mBi#n=1XmS2#uEKsJ9kuzo`UJKN(6ZJ>7bzRCu6V^$
zdFZn~YxvdV!LsVmb;E5c-lkB(D*^K_V5GZAT&{h{3h@Gy#Ny>hRjm|-2c`xezxH=4
ztGrl?C@RCml6)0Yf4i1aJWGa^8{0iJkUU;CIjE33TJnpglTM;GUq%T!h&pyA|Fdjx
zP$STAM^&5+nJUskQs3~g^ps@$EdbU@$9vtJ32XGxWR<F_a7sBDWUfG_otR&tII_nt
zJF?9x`<(2Y#pjc}P=CD~OFDny@r`$8Lg6~uBm*K5Cun@r+{E~(Rilo(zDyfR{s{tV
zh>l<=ibdBpL7<9c$1~muo#6E2(A0XMirWMgAe%&WUfg_AyjJ629^0$%$=*>+YqRPe
zd(k;-?RKN(bUZiH2_{|7Q49M?P6LCMZ3ky;5Q(VoOp9c?`*^MYMk@tZ!_Ko)HFZ)w
z%P^@V7Fv*5wxV`69aw1bg%02_;e<qLWY2_`i;q4PxnWSCt>Uo>BEDD@mnDw1)(B$b
z{9V_6PD|T>qLT|9Qs^WpGA2plS5|pgEfM=BJ4x#EQ!EJ1%PTY-I|CI2M#;fgi|!BL
zV)IN|r3v08n&KIgjVITNOdBaPM&lSD{1N*$)C{B!h%3W+9(Ws@#{bkq+{cJHSU{6@
zhUPoRR(vl)Qi;>6mDR=u$&rl#+cTFkY`mxDwak+XEFPb$DK0FshzyRwj34dh*jRo0
zW@a2x*A@FclT3z|5D^R@UuE9(cb`udC?ipwp~;-XHzw0@WY(iLFI<FJ&TV(6%`#Jv
zVrG(gD|m^sKR8%>c<cJuZTHh{#~;7KpU1n-aPs@Oqck*{=^o&g529IKdY9<RInFXU
z>~}g^2A{QkW~BffkBTbC60w6;K`<|?t5;^p*K__L@BTIG$3KHQb|Oayfg(3`iWI4)
z*yADI#EJ;T#rTuj#*>vtUjNpNfQV3SIlyI>N%i)vuy^73AX*GdM#8uwbBYKYEHr;n
zh2FFGmd4a8?x7e?DzfKivyA(SkNU?O>E|o&ugO2BS$VuP641WL8cQn6t=!+fCQ4J`
zJpYtIfw+EJvPKE=`FeGXm)2;Rezp<$_c-0N{JCs#T_jUav=1Uc3#ZXO3W`9}8VUL4
zvvrdno%iwbh7bF+Pxv&T`#x+Ng-RGM$>o__Zr0V%vl#B83$2K$9`pb-!0RhJyoetA
z!M@?@W=i7fT=Y{mmTLKI<Q)!Kp>|S;#~nH<3(cI-$L?L7-o@uL6H>6cQtQ(4V;<CJ
zVjKGlmEl*{l5P@jYzdZI_<bY_J@OrfAykh!d<j9icEVklgdMl6ir+hAz4XDiqR!g+
zjjRbVgaLUb7JMBD`N3jxrzKU!nA?qXvKYswW6vdQOd1^2Kn!G6`5{5GNW2#%W(rce
z(K@F*<_tjLjhI1gwjUMS?;meC)~f1~kaXN#r*oSC&e|c);^H@DxGms=J!FsF`g+SJ
z0|fUA_bEJPu|jEgdAv+sXD$=&+gWOF?=rIX5?NoWvpVbte?VNeNV+dPg!wveM0IS}
z#;XiIb0&mZ>oayW08wE=mgDwgDDmpXw;MxWzIW2NF7^@X@$>l)=*;(V^Fs+EukWJN
zkt+iFHbEOK^Qa6LsOp$;53mb)<|{gFlZBGRFfLt}Jv+jV$`j&4T9IdvR^(qFTK;S&
z>r~A}_0{grd&UAoipwCbMywVO`<^V$?SZ{xb+C;!)x;KZrAnTaAw=y46`TfYpM2V1
zI~#otc(^Bv)UsE{d#mn>(DRZDxot-5uMQj|o<mDJ`u8c{PJ~$HFs!7;h%en2S{daO
zi2#|IR#LG$>*#WAe@sj60%Z{KYIrH2B9sE0EsHj1kN>rpq}@u3Z8Xeez>9WWuwHvQ
zYtWiS;)3p_69XDp^{-294WiSZ$+Z>iWQ&7mx}+-0*B;I?w&GiEcEkxYA~|_V+C7K*
zBwaQ1Ua_F%5k1s3TcvfLyv%SP?@B|n{iy8t@0aB3n|;vdYjnjIQiSYOAc&O?JRYnR
ze6EMxut><LYgMt$CbT<3_bv}e{_j=lm8*Um9%?qBT95Qmy<f>#z<_)VXr}xSL>gZ!
zhV_Wolpjyx+;U#u!s#qqF?aN!QTlNY#OWioC_Y^`AJCc-{+3%bOI~TL_)qXY@X_Kl
zlEfK*KpF8>*sRp1UD{NH9YW{v_qmW7hS-YAyImwLsaCHNzLf7>5Xta(HH?GQ@~>rg
z2<d}gO^Bpmqu;G~=p$8ndFTzB)|igFNq(cx{y^$+59paS1r1A2&*M}gVBaLON>=%E
zA%i%N9zU*upmfcKkP4gr)fAf#&s4P*&SuRUXx_O*?uAu<_v^t6ngu>PSB}GO)ztiK
zhv3}Nzb_Ez<B(DjWf96_Vnul4VEG<DH{babPArLH*3^)TcKVWS$}e%T+?Qf*4_JPz
z6-SQLZy<^O0}yN-u8KiSNNyX{<uU^M%`a&*Ja<of7~ABZx5uXB@;xviw!FftO|A52
zR4(1Z0}gDE73^^o($@%_7OUemGcsv=6p`}LX|sb=v(0L;N(Z#Ky4)71jdlHm>5(f_
z-`IFah;P4-gVZ2u1rOcKl^J#{j=!GEJ-K}AjZ2IY+~Ow}&RjMc^-fw3GOH}WuCwPJ
zX0HMQ0*6P)KY&RqkJI<Iy@3Oza<3ses^ay2n;fzY1DmKP`(nbd=aZX9f4v$OTeLmC
z!~TbE1AMi^-!2+}m1n$Cmmpeb>f#(Uqqv%jMJiWQPfa~~b`C_#(|{u&`SYivP`QQP
z#N|z8y+ffvXV?IRkw}iYt5<(|=t9%w2p{g2*ed5K5VMw7xV2G~P6jj3ElAzsKRlTo
z@1_16>foj(>)dKFbpE*fr!|vKBYPfkQEbcO2t9#;$<}+SQG9zzUu<GFg(JNp`=sE3
zQ43)#2r~L8;qlh(ArDvq34x0fi%@wY3|rpnQEdhZRaWY!Bt1%&ifNpv%EWzgk|80B
z!?PO|H4_&(6|9D~vRnkc#}aL~(%v4#{FZm~FGT`gDRRVs8JemYBZ#r}_4O_z={;<l
z%^Oo&_8s<|!{RiA*hq1-e$bkBI0=*iNJZQ1pi)LZTEJuN;qE1$%!&4<Esu>Bsnr!X
zFE-&T)e9eVPnZ{>yX+6^AHc{(Zk-8h%rJ2Ek^b`BGF+ta9{v6|47p%3&D+NqAe%2@
zg~%QEUTs_CXa;RUyasysFP%^=gtvcAz(=SK1vGPt*QR8CX6N0XyDp*+CV{Iz7ptaA
zjWC?@6dQYEyBmQgZ7l)OeW(=zMk1aZ&shKbrUJOJ?3}@@!D|9I9Ice8%x%wvDo5YU
zWva1B3+Ha4&clNCb*Id@RA1!zsD)c%q`mxuT`s7Nef8VddkwlZlF_0!bXiNhE9629
z<@P7YUEZ=#kq4nZRwfhySn*G)?{M;K$On1sM*VBlPJ;QC2J2HQ>*gq^=+(c@AGBWG
zZn;anS8KfOUFU6Q#bJ-L7=E~v!=VTumski$Kw`5JD|7q7*LP(WaR@@(9J7cRM+ZA}
zHn!d-<Z6mIw^!$88<(ywPTL>E(%$XKGrIlW)1$H3{y+rVTk$zJvm_L>Nh?>%@c|G?
z*C+$Be*uqGQ>ZKJAM7iheXzE*c_pWOYuX>zd)KMASP<6rq4Q=QBn1qOw!1{kImvHH
z?Oa~m(b2j1XU+rD<HwK9gc>Q4b}&pEXtQ}{3S62pW(&7eOB#VQS~sxTpDM&H(q-s*
zzKk8ZDH0@{Gk*KwExxkzep2uMo1q``2nUSz`N`OoQ!idgD=MBiToWfS^t2O~4oaQV
zpMTn`6i`AoGMUXd*vfgi2Y8a-Z5zn$kL{AqoVlDZ;`pRO$nBS%s84QEi3)r}TfIX;
zbr%ft1i^IpDOR~AU>=8-?Nb?fG6PpwYo3Fhy#-(nGx?Z^$+YzJz{11H3FPMY)9$<d
zEPOn-ycN5ob*Eu4OXktyh*;^5qGJ25J5|juNH7X23aO5yYmxnVG?&+GMAhY-Nl-sA
z7KdK}(bfI0_>8VpCDV!eAp1H}p(aRh5#a7zF%&`qO5R>0cRside#9JF6EMw+31e(x
z!WyeaFKh3amu9QBp^J5FF9@Ylr9T=i<=tbZs>Iy=o};AgpB_*j&;*2;=C51tGB-zc
zEMg}g|FIben?fnY8#d}lWX>TrFDFN{IAEz_O~q}chVZ4%0XRCfPv3>%rdu1Wh&`TK
z*!Dd#V6^cYqXQnjs-|YNt9#-5OB;RU+C`{uM<62M$>Sa3j20-i9Q;)OXuFCJo6@S@
zl6UQBkz>k3s@Cs&vW4z0xm^53c{M~Pye>ilFB+XVoMY+-n3U!h=hV=RV?+RDlf&26
z(rN)DxG9*@1A6Fbz|;$cf$YxZ`ywpQNTup+M=IQ$(YzMafeW>r93WQ|CDZPvIrYio
z>l|k+Sx7XM_b|Ir-Y^H!jogkSyOr03H`|klZJ}N`(*^d6ij@3pMMS$+1^-dJWNL0!
zK%=g2sQE*ThN)@=JTUfJ3Ad<+g*2}JavMzD%l%N21px{$gb`&nNVvnBnwn%{CcW(K
z?UP4gOpj#pyos9$$SKle@x`p`CfP&rPu)XCvj`R6IQMvo<>k9>O?I-Ak+J7&V%czo
zrjtvQgP+RXhHA#=si~Qu)CTRG@vDVa=^wZ3^LFw-=${~IU9_h>T=SyGC-)zHRnbd>
z6JGP>HNPnou;efQI3wgo(PfW$(L~O&N+)|EMHwja>IOA2ws>{5we`cp2A~@x(+%AM
zgm;KHVe3nCFGpUXg{$pfzsCOh<vLjIk~i$f9&lr@dQe4K*>qTz@ZX5dia^aq*xLbQ
z^a~hr_+V^B#Y3pV6~dq}frx(4w{E$7vy)FAr53SI`MnE%{tTl{7`%`<9WoAizhMBu
zkC*=M=?Oo6K<3i?h01gPf?a@SwWQ+`a2KMX64?T(1yc|raxLEnIn3M|h-nqT0HLYP
z^9hu+rZBn|;kdSbvYVVjsL`NJZ@!1dny!W;pkY5@MwMB-q--TEt(e<DG9;an6hYG0
ze)4rmZIn#jFCel+0m9@a0}Q@(1F35Ys5>l=+QKl)AbBYSTRRaioJv5{F^sz#yPPEZ
zB2>p28Lq0WB<XVHxr$I9_w6AD5YzvSne97^Cj7;wqD%DV@Y8jy|G?`hj3tnG65j9M
zrxd>r{PIrx-gTFy%OHWbRA~lx@+&XHk4H^CpuWrwqiBJOo;W84qd<EX%ygfmy>nM=
z+aAi-Vz;;lMGg+Q6^miglp<`E$bjJJWEK?3hZ9~?;qnOFR`Cb?UNaEtZTdNjvg;$*
zlpcbL04hYuxzy?DofI>{C+J}~rs6?ovV802;wyq@AB#tzvWJWfPPanj{d$C^D?mX{
z<<74l5H@e8({!OoMqO#%@Wm&12->5F*RKcJk3=36xc)RQ1<~^~q8Rosd+-fvwV2GG
zw-y>(qAyJYHX{lwsdvmo!((GPINmx&fN-S+8NnJSgw}FWkdc;7ccWcf?^bPvmBEu&
z`8(5kuuvB31H(V3qO}bZ`%rkfji1O_u5_L6_zfw13{s+nj#e(+>2Lh4t&9BqMbR5P
zFzD8sn89`B08UEk6Lw(ud*c?qnb|>|*rpr~Zho}Cr)K~Zr`G)D?bnJ8w3zt$PrqEi
zG`ygS8$N>qm~Y|6OlKXkI)~&!XiUptX|>rz#E7j_6JP*hKDc0}^8{uM4(0;+Qzpj1
zu~Qb4m0Q;GQE>J|?pGrqVeIXIV(A_LXBG#|6LO4V5)#mBo0}M9uqJ!41|wO2IUiC^
z?86nAt7dJP&l25-St|&P*FT?B?LN(NEcZP#OI-HVe&+li`T<&mr?kI>c6WSMz^wss
zJoEJnwHIe*NuM4kjR40;oCXg6%zk4}0y42?xj)Z{*Jpn_Etp<3#vS)MD(Z}Yh)mr)
z@dq{8xiibJL(9=gS;E4?I-}AZp-eE7b2{=ofAIM+*p&(`77LHO8l~QTG$S|}%)N<!
zhb0Mz2OWvZg`r|4Cnc7*M~hBLt(7m8DYc<OEw~kMKVbrpB7oWvfd04P;a-8=(S!XG
zWMXdAV0-m8LC7$F$k)I<Ng+}DBOEZW?z@Q%cZ@S$P-%DuD55esT)H+>K77a&DGav?
zs!^`rC%+bmcLPQ-&xy16=A)++I`OUV-8k5F*oN5(z3T~3^Nd8y4gm@mn(kO7U4r##
zKWG}8AtmfOU`=v)_!u1+65cWK|FegEC{}X0(l83+U3o#sUS9wC^P6EhZYfKG<5x++
zts*8S)<g2tHmo9~>XZO8ick(QxNL=)0s~roEhZ8(UAeP#N4@$|?kDMx(2DPGtfodh
zmNhkx2YT@>y{IsMGr0?pWqI+Q64`at>?OP;4>Q>AxDryvBgIBu(us8SfNtcS{@AV;
zOf_2tOHamCvicjyoF=5Io5cE=<P?`<<TzUFR~UvM<77bWHR(`2PfsyZ8<Q(nDNBb)
zAB#^8fuuWk(Dn%J2!AL2%g*Ww^P&E2nT)q!c1XW^2jxFq?i*h8)P~?29gJz^DKcx*
zs4L`9efQ0bCGx;&Ckgi*91`lqcp>qpE}Tk!cg8~W{qlHe^u>PP7laNxIEI_=uL$EC
zRDaS*j+udNGSx5zCDnFqYPX@GA%kZOXiP06ycJBqa}iIqA%FoBrm)opoZPLJVLd)C
z<=|K%0V9EtF%8ocP;x07Rqv1fm@_h?`)Mjd=`N3uds~Nt$v2^&B2RR3l6oft1;*eO
zE`awQ1R~R2-B)l;aNxcm{*qJB595E$ox3mNw^k3t0-CEmCM@i|qA@Hi+$I>12Hjrv
zrR3+UMf2AR;2Ikn`#`vktJ>e-y$5rr29>*?jQSj4JLlIyl6BAM#P@J{h5}hRIj(yW
zYhU<L;42d-AJm(B8xhep<#l@0ihFTIbzc7#vH?>}DC%5CQb!mx_WV#e@dt1I&s>+o
z7a@bZ4qsyY|NIgQHeFp^%Cl$L;PLWsuP{|9_Bl+<0B}#(Z%XO-P-nroHZx~dIEvnF
zsHr01Tg%URV6njvFg2b}V@KS^{i(j#&@lVa!Jsy2A`4cVsy%02KxBZt{4NY&dkFMQ
zm`kqgMa--Mh705sFhckO7{~w#hIDTt0H2P69}+u2nI<I!G#P0KMGA$=0e)6o863np
zWI|mEX*#Gt5z6&9i7C8xXni>m$ltuFW+WZheRvjzd|@+Gh0#Wr!2d)Ac^b8VWfTY-
zo8c}~J^XZJDo#rDWxbELWOw&>Mh_J4-+%uJ)TC7hzb47u;9kh!Wv-t^MqeUl-54gd
xBNxJ$?>{^fK?zME9oPW5?Elx7u=GtF;PcmJN=rZYJdOu{6l7Iy=1Sjx@?UB^2a*5)

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/jackdaw_synthesised.csv b/modelling/data/abingdon-all/resident/jackdaw_synthesised.csv
new file mode 100644
index 0000000..2eb6b0a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jackdaw_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,91,0.8771418000000001,98.92727967707187
+2,72,0.8134364,91.74235025888686
+3,98,0.8173978,92.18913152699284
+4,100,0.9203029,103.79514734780659
+5,110,1.051312,118.57083569824374
+6,91,0.9681145000000001,109.18751552021418
+7,62,0.5820601,65.6468797879253
+8,56,0.39641570000000004,44.70922127104445
+9,68,0.47348999999999997,53.401944422551466
+10,77,0.5381796,60.697875538133815
+11,101,0.5721786,64.53240785861011
+12,89,0.6623684,74.70434535904525
diff --git a/modelling/data/abingdon-all/resident/jackdaw_synthesised.png b/modelling/data/abingdon-all/resident/jackdaw_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..30752b633c351726dfc7c0be994f39c2e753cec3
GIT binary patch
literal 86431
zcmdSBbySpF8#fFHDgvT#Bt!{eD9J%UkQAhb?#`i0DWyY25hR9^9He9j>FxsvLrQl@
z2n;FGL%e(Rd7kyHZ>{gY_n&Xpa(NDTbI<I1@9X;2MVPv(JlT!AH}LTA$P^W1HSzF>
z<nZtawy$3WU$I2>I)T4LJ)Y@%Xt~;WytHt$##6EIc<$ut;bd>g=w<EZZtv<Mz{AhS
z^O%d#&coxmyC^TO^Z)(@kE@$4Z>y1KKlmxc&lL>Z@$jfAaDVV^kwcnz_;`4VveMeG
zQa5LbK56UFUE94pEPKX1J3D)yAT!Q`lZi7!;r*g*77cqI4f_YiSw`-U9xq?M<enCp
z|DFCrb+eymTI+KD_hz~K&dd|{pEFO&edoOge2qOs({9TC@1@#4Iz`6#;J>eKC(;Ot
z+y8mR3|pATz5nkk_2!kV|6R81K|=%i??n&3w6(DR_oCY(_pi!@{r94-bv{0&|6Qf}
zE?DD#7rBZ4|L;~^D3c~XS{@!AjJyjaHm%orvaDm5zLZ)eMM!7se6xJOoV;+db4Y%#
zVaWFI+tg}qC2~IL?EGjx9~n-?oy-*F>WZY5m5mGdvwHPZw{HidW7)Etr>oeFYxv6G
z=#WB#@=W7ew^!!}<E7reZ5)MTQrpwTefgd*NO^9bV6kmIJtS{$+<DrUEXZ%(g6C-w
zxHTm>K|xH=Mc({RN#NnDi^=@XC<eMYI=5-sgN<=snJY11{j2_+{qvZWion+jNG>+U
zi|NLQ2niXXP>L^VNL|UmixW1}S3ih)Q$;96+<(Gtwd#h~J!tqX30YNB?ey93-#Sf}
z{g`X?#hi&fU%<;%NeON8$L8b37tsjVL@*h3#}F{?K@^jq*0*SAuFEHm{Z>0wI8{20
z*k_^1Zxm*cV)wTXi;9ZEJOLY^%&Zr;d+HwrUidW}FNR|>o27yYK0&Q-&`bEe&&Xhm
zf98W3;UHy@xVOE%tzT|Kh8ZgguYb8?SU<TO6mb0Gnv8nB%)6TtweDX;udVpS%~SK5
zwwnc>za1+wYU}Iko9gqtAz;(1ZWhsSFlO}J!(RL{J1V<4dw|{AVf?G}F-0WUpqrEe
zV54?zD}2|2KC`m4R7Yt-oMvin*Sf7hr*px_<uw0ZW)1V$oVdL@fRrybZ7i{9yIN40
za!<f$2fNd(R}I<SACSCcnaI^IwZzExPwwtMe^`OIcV|Ene8|iSi*MjmOr}LioL;xE
zu*eUc`}ZvgCE+s_MO~B=FH2CJ!)QJW19qm?-C+&h8bUO>)U!Jz{rc*UpM5D|+sp<9
z(74K{Z*S}#9Oz(I29OMb4kPLtM_bd0YfVGx{b^4M3iT#=eGfP7W@`8Yuv@~i&z_09
zBi^sA*(rbGlODYt_anW`l$9{1m%nxvrS*lyZ09WrHEHZSr|By0)^q4TdZ)#Pl@9q{
z1=ZEUAE<dF_00V5u&Jgh?3KFC)C3F9y^<Lfi5qA2pK1;aypye3wExP)ar~<e7UnA^
zF0OMz<gHR<So!bquO*#a6SvvsK(j{GL9i!mU3dkb3zn9a=93M5b8S8sLZ7oNsa3^J
z#k97zh8{rAOvZY4?L^F)u-i|xQJT-v-nlg-3%f=JUY-jNo(3n|^d-}tZWwqHtsE;x
zkMGws9Zorh1}H>SxDI72Vrt>XRr~&P4c?>t@rB#%3Va5UutuMQ5o}vqn@r<sPa<z|
zXeh5~!{cX^s4i;Gz_VZPrsSrWqS&m3;0hi`+p{`mY;q2zO00Da<L75*BkB$(6gCqj
z7BxNx4v1p2vKzif+eN13hZ1*1J=nKrYG02i^_(Q8q7y5A%Lb5$3@ktHs)clBJ`1Os
zsPil^n7=stJ%A}!o6{>x^SjC*_KI(m5|ix}(oj?L_#o->aN4!t_LV8DNu*~itI96e
zGz9|#$Jq?a;iMmDg#2AU9csC;n$`JZh35Q^OxotJoy1J<G#;5|c1m10CTuO=i>>Oa
zjb&4#-(MSSb4bcZZA~A8E&jz+KIXx*k=i6?`J38bjSU)ky|$*}Gldi-(Z2epg+2!u
z;!|A-*Oi$#>@rQ4JG#`k!fsH20XvifqY-vVJ>4ttSRZl-^uFw|jrOBwIh;%6b;%KL
zKHGzZV3!Z<J8NKxJjC0H7qJ7rwPvTu@83hC!GY<DoN4gZTE$@UV<j!lPY+;Y65xr7
z1_lOJ4v_FRn0w9Vz!FD%PLhOO(=DDzN=lj}a2b#ut#rl6yj*ArCXDhw-nB3}+?*tv
zuC1*_SyNL}x7C3S!#css#icx+1EX#e+M~R6%e=~Lw$9U&oIygl#1$;t$a$80)YxdT
znc1w@%a_7pJK%hHl2G$#Z-|SFdy><ODO9*hU^fLSO-e00JYKwbVRKYu)@+){Z6qY)
zD<&r9(bUuwYVEzbKK#YV&v^aea6n8`oW!W<>e<O}vLiIV!q<wXul!cuJ{{D80`=Ks
zDr(=%ZMM;Oyk!0wgI@*=r6zf<y=9cIjUqgE%~wqmb*LXV_3d-=$325nWZ=bQ$;W$a
z!{aQgxDsStH9zgzT+|cG7G*&vqFYvYK2m5fTvD|Eu4)!kP0}dtojW2s71+Jif#Ujr
z^SX{hvnD?Sz0XgH%7v`^l1B^YuaVu2GjC>7OJ4)Gw5&p=#^w$@^pBqKl|3ETR#uMq
zYTc7yGw^V0cW)1BWQztJqqiz{Iv06+hyk3>%9@>ILC4<1c!~YPL*44%D?MLQL_Hl4
z18Ewo$aN8Re=4M(mp#&A%6Z*)%U#pRwAAt~&w~d~$Mba_wqb|&%b(8KVvlyzc8`a1
zRbcxxhNlscmj)I-F07TvvDIG#wQ?Wtq6RFr?mzJwA-a0?ZdJ^5?haY4q{skomD8l<
zAuXrB<rME;({z=y5yIK5)-8wU<@QWyz$5Xf<#O$ds|K0(i$_ei?XgCpLZ~ex6+64U
zui$OlO!tUbpVI6#scqM~t$k-Q!5#5)Zo>+7Bwg<EjNiq{Dp?fwrA*h0!Hc=>`Jr|R
zfj3@AFPGKcq~YDb_lLBW>yK~V7uBA1_35|!7J1)s!i=8xV)gQHYnlux@Z-l1Ds0UA
z_e0lk7zVEQvp31A=2LX|uVu_kZTSxZ9#PS$MWS@$8Qf{AwjH4NL>lKQWMn=6@h>Le
z<o;#IM(t|4){#!JsY$itI8R%L3LKujy*XK4_iL$hqv`x`ns5tjuc)cwSHBkPCd+L%
zLPA1Dd}{FwtDKSyd5@a+hhSl**=WZYhFbFx9;u!A=3;_SH>Nxy)<Eo5wJbIVjz&17
zs7ai(JDm?^$&*Pl5PwS(^VTGaZ;yYd=OGhH%1`(Vd=}fP;{6zVWRX#I|99ReFSoVv
zp~L3VN(5Q<-X;{O!#p<fk@rybFP1`oGyxP)Kw{)=l0fiSF=nB_%YwI95W*78-s-`<
zW*2skq^NkYT7@J+3HcAZy3`TqV{4h2nIrx<G|=j~WgIh3W9Ampn%m0Yoepli0rtK1
z;{ixl5mC2kz{v_B_T8H|YuyRl1>3Gu6{s6j=okMC<?b|J&fRi4|JBLRcX+-S&P!^h
z%w^gzQDWxgR45t%I<mqoE~+ph5u5&0)EG?Ntvikb1EXYGT}^xP(gT*jrD3Mu&eo~Z
ze_v#N-gigbv%gznkNLci$eTqSvO}&l{?$ZlV<ljCfZCgkf{$CjBx4fGlr!XZ0TJfo
z+=?A|4ZswggyXX3c%FvLtXYMf#;lQRV@~972ocE$*!s+?j$ss#5h1d>kGe)$^7egq
z<{CXg%Miv=Jd3OqD<<5tZobVdm%Szui#^jTHWj=#zPHj-AeCsdF;-LuweF_r-#Rv9
z|0L1eu$sM7F<@|lg_s#CN|}&I*?5^h;`V=7=ec2XU0q3ClU~hzXHNV;nE!$r5|;LG
zuNKwV?6bf2St52Z)~oBB;(B~g_TiE4-0#=d$c4_%)wuXXohJBZi<>X<FLHaZx=(KI
znYzr@RZgjyx}Qmv_@&!*>QD1tT;4RChSWH&mk$hK5nw-4|J~0LXS*_O9j2C(_6c^>
zw0rIsXWrq|8Hh?IYNcO_>gr{(@RVa|Rqj{p_|40RaLY;gvY_R~Ns3za5oq|L8DEl3
zao1aW%ehxeWR)tQn{v(ZI*-w>0%T%yB<MP4Ty!~qd6Brb1RMM8H2hiSTKU1!w~qqw
zF@^b#mm6c;<xWF!gmS}sbroErpv7zq#lk6)Z6wfd>j|$zx~i=@Z_4oT@>86R@nE=P
zf?}!sqSU~?(~Y4jj6iDSS+goV8NN&7JXUBBLgM#pSWOazT{$;D?Rb3*dMg?AvEg?i
z3GN`qN$*@NEVR1t5>rs@!4acxu1ylsaB;eU4&d@`L<~N}Dw^~0Q}87?v%I%l7oo)Z
ziFj>(>fTdvzV)zZ)y$0`D=bZN&%ohyCZX)7kjso+&HN+0gu&oJ+Zd^=O*UltFM+)w
zW<Jhfaqbchr1!6+tG)Anzx!m7W=+~9ao!xr^RNR)xodL6L)CObPJ9)P0F9snlwqqM
zBKE#t2!U=jV>#C77o2JR34o4HDu#O7f%H%zgBua7&zkt+c*WpmCyO0%5y#(~A_VTg
zc(9{*QW!_Npphkq!m=rUGOsH38|(I=J(rS|r41Lv0n@KyuXbCW8)1?li6ayh`!u=P
z33dRHP!{s)eNFv*b)v!hckgy=UHT$G1ZbCV-8OX$nNpe@EZZh!#B#*J((r*NW~$OL
zaqV}**<Memp-lqDr$1Fh>pUSj7y?UpR4`g)Kg?QFUvD*%rx7M`@vyidGoa^<u4c1J
z)`12%YdZ5CY=Trd#aa(5i(yZ6HM0aBJ^E+;S!7m&jfl-+cl^VAGELvF0I}v%WsM9z
zaa(@haej@QzA%8-q)vM@BErnf9XwP_)rg}?L@H8q11f>);5cWDq!<5Cak}uDd;ycZ
zJ1>u-%&*kL>>G;C<7yYi+i-6P#*0dh+dCz{_c%KDNKdn(Gqx@Y4H0~_B8ax_Y6-rA
zJPF|QZ&up$zBoHk3~16W)E~6`*xD<4iI8#N?pgNy70<5m?=HRLNZ#$cLQbE|=};mZ
zm3G4$_mp`x6AdEY`BB}I@Ox~+U=)c3m4UR=MB?{i>{5>Z&2N|WmYB4cbEW!phi|D(
z)jh>KO07D%#$5fA39lGorU8t;+wZ$o&MO#jy3V%0IjJ?e7<Y<<PG;s97Hi6AJIpIF
zupS=uYH}|wySck-RmyjO+S#`qdz3!nN3|!cQ|^1@a$vx*qvmWjjAdqKCKJ@Hyu9-M
zJ^Ruhp1dEYto^$XyZrB*hh|un^K||^lsLk;<>F{Q(7`e<dvl_+?G_(`<Y#*T%R(NJ
zC|68)el{p3HMb0(_jx?H$8DZP<gr+-#ySy=hEO;ny`<Twn+;10==JIq)Kmj=<s8iP
zwx%j|p2I?%JTW60l$Kq~koDV-qZNI5OdH;h7U&h=We~oHFOo7*w+yioQ=OfxB8d+H
z%gyl-cjFhc`W8V*eGtVUsY~gve?!@R`G7@^m4K2XNt-igAWK~SY&9k<xZ<}S>!#AC
zad#pw!_%ivDN=W)u&~H@LTS*#k%X;FanWHxEU(J^PTcP3CqH@Vf}ku&YGT0k%MImC
z!7f7WU(>v?Rd(kw8awYQ(gV><SXQCdXk|hcK$qg}78J0S7|<cRl=r+DDe=+m4sM$)
zQjVfAL$mcS$tc%y*oK#QD77JSbJ(X6lGez$hSlZpht7+w`>$MWb?3qP8QyG6y9*js
zQ*wk-KQ}R6kF0LkWOHEik9!HcW?V7E@o<9n>@Jo7C~=Y>J_OmBTdb2JHZbI!-B_)1
z1v%whTO4qHn!mIBtCE){CkhZfZ9YBLYQXm*I&dn;<eg!z!FH%5H$Pb}OM-p!$lDk%
zBs~3->6>n%7`TUm`YMh(md|u|BpSc*KVAPqWs4aj;8#l*(-2r?J!Gbqdr&G>kh59d
zUiNV5+AT=XgJKzIBukzp%AbNpCEq{SKfh9gUhA~0Vt{L~Y+Cc7U@@$W2y%<H^$jJP
zYF<(lBul5v2QKI8UAWwvol1iajWeHqLrgjH>?`3TYay4~phU*d{cyNK$G}W1$;P-@
zpvi0`Lk(hb_$}eH6-zOG!&|)+-Yzi-<A;T-gXzo{zdv2Qzv8Ee@k9LPzBu72HaZ2&
zz6>MkwV4-bhSJR0{h8vLY@NvZj*t{muiPI6c$}ViQ|cE)E#QQKPIC<+trAm?(c|&j
z*vbqf;R8X#=j>VY<n|($2xgI0J)5-GXox>AvTZMUyx6R`=~j%BE%A^NpI$)4=IVYg
z<9Pa$oX%Mf2Cb^GV*4#4ZX+X`Of|BTMd`V=#f{=-)m@@bIaMEQi6mlu$U$Yf`;kug
z+y46Si=Vx;2h|1_E_TH_HYl}Cu_36$ia6@rc|^jNg)g5-a^*7EAA6WI%PXzL{qPf@
zIDh0VxE{-E4QA?dv?suz2Sy<<R3l@#Y=|@BoQYZ-QTbpp!mX4OKLwyAW1{CQG`31T
zH%_*y=SgMm$DYPS(7;%XSZndy0Xd<8&MUu5fsI8PFBmu=jdvkm{P(l~Ac5zOH1Kfy
z!l30W0$OE$E5{0~3m@)09I?_Z(CxG2dm_lf#~5|A6eW3=Aa$r32f<6Wg7B|sk43{v
zy1zR!RabsaGF%v$`;?&n*b}2&)(=5<Lm}sEt?!GQPL+r*mc`j1|FEhgXNL$t;bIUR
zt@OOv_1%c}UtTjlh1|r30Ty*82&3{974S@Y8<(3HoTQcdCFLJkwqK8L<S~1L-gPFP
zQ~Z7kq#n-4Y?6k#<wf@dY}cmSp;580vT~&Fwuq-MC`1$WFL|K|!hp(%?@ThGdE?xZ
z=X*q{hlV+l6i=d9GB__OyAr<)>7FctHYnbeEcno2B+r7sKpWd<u`er|^ctrGmOXU)
zoMD{_AmU>KY!^|O@r<44u5$UbGUU#!;q6#|_vNk_JJw{vG8Qez$ujFaZ4{zTKQ1E?
z9%o<S;~qv9qo&poPAyDYJ022>n5=Rb<@B7^tok@6f!>ALv&Qd#q$*KS4Yc{WF{I!X
zMJNrq<#o7eaOa;`tJSS7=Pni%*CF~M)eORu#aQJ6AgH8Re{^VGSv05*suIqvyff_9
z1iRmJdA<|K$*d3U$hk--6zpgZqa6Ky92cGOkx)D5Ye9o>j%=u|q;@xTS0dFfGZ}{|
z*W}T(m_L<kEYqLLaq?F}7d15pBzOz7T$*k^1)=9>qDTrBRhU8OGW}6@=z7XrV(M+Y
zD#jxJl(FW(JtBl(3`FL5WhUB<&`?|zRuSMo=F3%ztvoFTyG|_N{6J5KPVgcTp*YHw
z5Mj3U+lU~2PckHqDLM#s_}CCndpohY*04ml2qFa9iuYfk@j>PF$}rRA5Qqr%34)fD
za@&rUA*}RKgwTaQpckqh1hgLsC*XEfUccC>&vRp;cKD6p>kkC%q@N~{%JOtASHl|=
z_*5NuzI~}w<8c`;G>FYyMOXw5$q!)EhJ7594(ceFWw;>IdJgS3xZkIzFB9nZlYCZ@
zr9=wd4kP@z{M4vGI5}oA)9_GN&bn8TwN&VhP6+L~bQ4X?=PyHQP!4sUdjcmEG6aKD
zwXUbHrbI<p4IBSm=F~0x^dmejB0w_x;H>;AcY#splOEr33iMYP2ikZfqzEDC80N>y
zMiniXX3izJLpHqB^kV6oZ1pfk0roRz(~5j(sv0ULR)oApu?+eV<h5~V2JHKg$8rz{
znv;5OZWKe)$rf7xp=xRJ+A>5G>-0z2HU@$^pWC)3i1@g@w3Ou#-hJ|*)s}V^p+9T-
z;DM4EPPUGjJpuFv)OKTqo|5tGvH+G6wzjQ`@K_<|DVDk-WfqI|QkG**X&MW|YE8^r
zd(Ye4{Ar34`%jHXJnl;d%y0?xQK0E#GRzD;HpWzlWLUB^dE_cdVM(Yd&1k*QL|Bpb
zuOIIiBm}G;UbHh9GH@H$e79UM3}GA^w~rqhkJn#-T>L6~wBcj9Ji&5jcSr$SaW@Y1
z@9LV5@cS?!1mQo~<SWL0W7#nK92L0-2K}_pQsNX?>4udIS&odAFrO4l)C!stXRH#E
z-K8XiE0V^oyEe<`qH>F+2?pHKSr1O!_LddfR$)pxt0%T(QxUTi#)!??W0ob;rU|7!
z?;@ge?osXd0hbdem_wk7!yMh-%+%__GCG#q<{zak!&<ejcFV&DMg9+CONi0^fn)Q{
z*$NqE{j?`3JZ65~@E}843N1t!FY=BX&qoHyxkW3*$&~i4=$A42&ZgdGJ?*xNgCQA+
z$$bAwySp^;1N<iha#QROnTqCXVIN(X9%SzSZMJDQ?r@spSfr&q#$S>3-H3=lV^BQP
z5cEko+(l_uD%5l!Nq`M~YJ<pOYTK(IzO`&=0`*~`dq%(smF~%qeoZ<J3k@T@4cX<y
zXK=P8Vv=#k?yp<X)XioqQnvZK8HF<3NRpBZ;m)Pj-7^LXw5~yfCb?j#q6h-!0IhNy
z@8>gkn_!SNx?ZuoiVW117Fm}^_s4GD8zyC>^<ocJKpn7BYPApe#f5P#dv<l?!&~eO
z^bqF|Pl?zY?6xBth#z|h3zjXRzMBXyrK<Ip^Zs8FVsE5(vaKc<FDR8Lvd$xxzK&+c
zjkC8s>x`hy3aK<ym!>OoM$@@Ad=7A=J|0N+;3#6b_0VP@J#CG}%pQ_dgNWf+jUuGA
zJ}z2sx8G}uHxGv6!B8Yx2*m>+NLuwIaNAhlXUSuMkY|tODY%4|kTxd{QSJHVBB?2Q
z<Bm!bW^H|LDm;H0!mwuq{Q<vTm@t|Xb5!iaOlzu%9f^y>i~dnT@lX5!HTQ=093`N}
zTC3Uc@EkcGWMGnt1RDz;%kpnS3D?R)SengAp+es(vca}O+05G*Ju)oezD&X)Vz&I)
zF7~JXsnZ}dEr+#W-PYI5f4B7-=Ed?1V*GR8H=gBkr7^S!dr}Ux$HynuuyLwzeVqgB
zCM5pU$?=$xE9&Uo`f6!|+VW04m6XZ{KYmtbf#sbB`0H->&dW@x$gH!p(I)Nq<~vi@
zDbNA&LS5~?hIo%8PUu*d1!NA#CEhJhDBjYNct?@)U4!`?(yDes8i!Y)%*cie%dL<?
zB{21!W`ZuIAP>}{FMz~k^&lmiWoJkw4a#jsy?uRCiW~tN-QJ$9r(#$FoHuj}h>~A^
zA06pc16A2WLP8=GTV~ypJ6-K+mWl0-N=ZrK0rW;xO--#$w6+oGN`wP+w6rL?$Imk+
zFZNP_WHeq|SC?GW3?#wHCY9tz8XJ=5`@`^~QJ_Hd(U$`|VqnG=d$?5xXkT(;Q>utN
z2KYsmhx&V>i?K}ziQy`sYL2s2=R^Us!nH>2l)qAQuP(b;xjKHFsk5h}qod?2FqZ0!
zs$C%16B!v9oo0Peav+cPj;;2m8C833jIl8Ava>6!ZfrPC*j`?oE4r9vE8MP}t*{@a
zn9X&aZ*rhJxj)~VBtSL*+2U5u2=eK@N_Ll~YO=w*+#)60Zo2F6*KExT8NF&3lQyBD
zRkr{_Lc&i68fXNByGdf$Ul}VOAQwRsvv5M;8)dgq$>4o)?7TLV6V4+fB-CofV^TM=
zdy;XG*uc=x(9nCx@Wjh0#9!~Lv3*sVSmdDu;1fs}%m@mNS&DdkS#k7sUqz`uEzXY~
z;+ak_>e01H)3sXd74dr+on=(%pp%KbqnMVmH^(oomwj2ew7R|hHHF_w4zYC#3U}`z
zw{~9iR1*;U(LMpC);&}Q!iv*!Q&v-~B1rE0l*7&3ivAL;qXAnJIfrg))6I5+nd@`a
zZgXD1mTL7KtSJ5?%|?ku7AAIn<mKe--hH*#G*x2pdh#4-jdfJqhMyYcmtBhvCnbUE
zBRgQ_y$N*FB>$U97iliTxgWQ)q9l~|#k2YSBfgr{v(^LxXTs*Z^ySW+EJHX>*ZE^j
zxqyl$^rRC0LBZxd9Nxu;0XwZAf)XudSnpNT{rwdcS~XUg8f_fAc^gfE=#2Z^f=J3A
z<s9zvhpvai{giZbMkM14@1VIJnl&|aYsQc!gGFX}#RED|awy^%OOiN5DNa2}v#eQ}
zib-Zt@?@DZ9zWNbC+96ZC+SdHb22m6fCs_P*+ve5sg@yGU~*8;p7@7fpq7wfb(_XW
zwNs^(?{ZVT{v7_C0<FOPxK-&muKL?iX?+7haTWTcn$##>SrI)Hd+MRNst&!g;;Asb
zsK$c$$D1^%K^_y_?HI2pwCt&Lg1^p&ejgiQmBgrkndlgJAE5?4g=@z2CVMDGeujTn
z8cT1WN-{AlBaKbwV-<v#F{7(epS=9qy^T2f0MAqUmNmi@-)pvhc`Rd*6IlWmQ?e-=
zF^}7VXlX%F)_G;1739L*6j>|aH+xp!!hK<4dZEQi*lZK%=ajghl1Gos%2ZZ<{{+&L
z&T28dAB~kR8-pv<+zX_gdRRW!$wr&!=AxLJ+R(h>2|Ap-b%A1)x5EZ3_XxB`odR7Q
z12@BYg~QJy#0difZSTkn28KqWo1zt+vg3lq(#5{Qx4X;ywk0+M)S(hN^ULMR7r9-&
zPv__qRVpZv5jO#jkLylO7*Mu<o$Bu93&a?VgpnBQ(}%Pch7_!gr@H+{-o=V(Taovl
z<R2l=wi24tG_wrL+E>a&YnP9Ek&<TdV=+hWKycR)s#-7cMIXm4ajd4CoyRXR`txQH
zHJ$uSVPP<$hs_=B1-|9#Y1*S@%)wg@3_6bGH?T~`cd*xlhzwLv+}xW^P%^!BTSSyP
zEYh(4HqN%sW*FlQhSNIm99$D{TZBBwZ0}0E4OKP`sn_fd0hW*kzZEVa&?ToJmqYjr
zV#UtPW&$u$1l--RvI^1$B+9NB{yzx-_!S=GnxH7j3;o#y#U`lR5HNsY*{Pv%6W>|c
z5kt)2W|0vx>$v1Vp#sL&w9Z3ulqb&6Uz1wXVM<9w??GlSqoC*t2`wt6Am(n3W@6%>
zpZ)jtAK;paDZ;M#iW%?+h`tnI0d^(XBqdgEgkt?NxZ<Ix|Eb5-XFyZq;QMpI-*`gm
zP24H_&+Gq6QemcO7SE>&ROkmlDFbe+&CCDBB4UPL?JnR0^ZDaSPvRG>m4MaAO$GHw
zqM~;rIfaCD&!e{%_)EpbSgYQ3wpZ=GnxLnroNlwS^nIo5L>?8k_2ch1I|ri_?d;gW
zN=7q9^+jkr$*}&A{`dt!<l4nK7W2~FJfkw@soJkk|GnJkmDvCDa`3YccmIBKX{|FG
zn9H<>6MwAu|D-bhZv;7Byn8JQ5&~nzW>Jm4NBKxPVVArE(KMdcDqzh`lv-WWEz}PN
zEPWB!C+|OecnX~FL142-0Pf!L;SOxS7Cz70d`5x8TG)7AGkVv?11eMRm3UJBkGLHv
zE4%z@d1`d%prAZv!*h5Z?hh8N(=;+HJUslg6mpY}24_5!fPM*g_WiZ^?2*fi{%n7W
zFfZ_!Zwd<w-%$s?3KSSXuK`@nvS<q>J~U}~#b5Vw=c}rOcSK8z)E(ok>1tk_N(s!J
zFIY$Bzl+mJNk<nB<W0uMkM$w5w{B5VX4OfbzID0+9#82PtHt$oVqk?X_a<p|%oX-o
zT**4XjLNKZ$7>Ymav$KRzpR{`;f!wPD1!F%0=tt1kVNQOrIV!HcSc-7WNo%yxF0D=
z4qj~mKuvB3tbc@ompB@<9L1t$_tnT7nW~@o@IhAO8IT18)^#ZV?5!Aa#71|4UNLx+
z|4ylta#Y=V%;b(+lJrPLZSA-l3!$N*nE-F-y4JT{m9swfbpzrk0RU~Vk~xqi0siX0
zpsS2B<N*sNQ!$n`6#GRvDFnEW86aR0nvvHP%SH|iE~84-kgWd(b~H3u)ET8Uh$*@R
zbBc?3jZH+j6+ApDFbu;ikTM>ybFFwgS$KF<iDV(4)g^Y8-FblpsOuaH-oP+$c?{I+
zJnT28tI363=N{F&j^^uNUMBLGP;8Fps?fdi^|fjXCBvBaIR9r;!r;dZ(HV9Cg-t4|
z*|%C;4RgMRTk}M#MGVH_*e{kQ#c$i-37^BXxDE5*=0m-&G?=JlQ6NX3nl$=&h6_>x
z8krZ82~GODVz*-;P&7hUOB)I*!o8%O;Q^78nesyxchU%nHsE=@INCN@?v5t`Ng3h7
zM5cXdX=zMVuc>QTl_^Q#f5K56ws&bt4kCC#$^&|yTJB{YC$k>=97J(IX2p0G7Yfkn
z(@;@Rc>kj+DoPD;`?<41d%1R=dh6mT5Qp;6S=;l?<nq}>pU__aIgsG6|G!Rar(vh8
z9A|gokfxco0}=GGg9OK&Nh;jxy8dT%b7m<ve8z0kof0)-AN?xGlU3l?PZCqS`5ngF
zm~Hcg?LQ0n;6Z0gga*knT^+z0mH^q=O_VT!6A)`o2VDBLt&$QxfYkI!zupK8yoBG6
z06HQ|lHy%lj_2oE@c{k*XFXvnj|zjUp*MS{3Ws`WRJz7&r@iF<9!EuE<9o)&#tQ&;
zNw^{pk`gs0Gec;zsBWsxH~E*^^xf4iGQ9Ipw@_VRxRWhd-I=urM3Rg)jh%6>`p{+9
zf9j@4*gJBD#qt3O84!4i5%=}-OfxOi=l48s0yb<o_L1|HHjx>RSySrzR;8^`m6OIf
zs5_F5!f)Bz`1$S*eE%#n`UVDK3EzMb62om&CHtgUDV`H^)cX1ww@n(oWWc?-xj9Vf
ze|iA>3ZU<A5D=JU?<aoFuE{(NW{<V+(h#n`Py8|}aa_M&D`ZmM)=+xR-WY~U^?<|k
z^vAz%O9Re*mVthR?spu{C986o{Q%-2pVg2OAc$aGi`y}F(^W+`BEf%YT)kdPaxXP9
z$lYjx;?9j@n=2oL2=ki>jv?nSQ$a&Bm?ep9Kl9fsT^*8nBm1popy$44_^NDm^4sX1
z`N!)e+|d*-L3PqY%R@Q#fROAeWc&({g0;zVHjvZG3!MffqBVaD@&Nm9%bJ$t+3uAl
zkm^|OOQ8m)m3r%-EiE7%Q?@`%(=UUEB^N5rH2PA5#7TPHdH<6g`0_7M?A%lbf3zeI
zw)_y0GJYhcvQu9}JF!QmUL^e8=iWjqFFR<Nva%jr-wGcGKfCsoSyb0{jAOcgwlj*Z
zKNI%x>2ZaL_bXqxu?nyn4GON2(gfw@u?t3A08LZ1<YO;MnaixGHZamn#(Vsj0PCn!
z@(t^{c)Y283ZN8<TxLsNLgDSY=%gI*XeMs8#NCBZY{nVh{S~;J!mcIaw%js;($a~U
z07y2&`}a?bOpS69^l{*Ym>h7A9FlK=H5R@0%+^yQDU;%#N`*0oW4ceH2F>EPZ^y*O
zX4uW6eEDDQR1!*Sd@MxPALUP}R#ginVV8hp+=Y~slsH~^En5vr$h|qg-zs+$&OxQ-
zb`fwK;{vek3ZQik9(g0IjW3quLbjIq0p~6v`0Bm4tidcra)<K`fc*<VP_L|Mj9ZF*
z6*M9dzm+3S(G?$-9GmaUNhuC<ddljQ01eR0RogDm`l6aye1H=TrWG1mL9l}q7vdTz
z&{K=2iN0G1b?pXVDQ_F*M6i}<>Z4d`G{p$HaREAoEHb6*wusZWHPBv5fVxV!p)!sZ
zS_I7s)26I2_%r*4aL>Ce6fPn5W8bPXvIDSG9lR>Plf73PMb#tMxWR_Z5kUXbXnA36
zoe8fGoWC}uvTOlDpkG*%GNB$4BJg_thpLMks`2J3hR|5!my(WETR;yku-He4b5_c!
z*w%uR)4-YXWt27E@g+)yvl6y)+HBq$66$Qd|HWx%W##R+k8}mJ<$yGP1mT^0LU!U7
zhh^{V!gNA8z>i5OWzf5UsCS&fCP`ggLvQ*)ZbmQ{v>m`F^C<jqHorkJNV#-?o4)w*
zFHs!3#)H-Xii$hAD`)?<wdtUm0mdsJ<RPw73esI<V3vze-vAB7VT^6)8;FlFv9J(=
z+M+E9h;3UqZ_|5l+P^HY-<}kHM;75=kd9`;SL5bOzPl&Q%J2#Rin!L0owauZU)n!U
zN|lovxC2C+IySp-UC>VgLUq3;G=>{yRQYo)hFN~Zm6%2XmZKEEu)ZD!a*D=v9%!z-
z$KHEzLGt&6=Wj+HZp}A0-+(G<4ohC1WsUWSF#$1VGInnUnyJlfkoYS$4@foA8etq=
zt{i=AEEW!3(M-p{#?TJhPjPKh{BFw4H=V5*ONejELCZLq{R?(Yp+q|*jY3RtD;8%J
zFW3U2IO+(BVSypTy?X#O`Iw*VtsH~H#Rq^yrRgFAq6;ED2$CeSl^V?W@ZkmCm@M~+
z&p>mRT@Je0r{H(&X9>r?7J%kI17Avd8e$;*V-R(kRQg*fvu%}<d3s>NQ)G02L(*PR
ziUNeI)SKN`x(|AtLGD<mDz_%^vT4#E#IpnlpS^`6yWuL(LQ^2V7jdMEd53g$DcsQ(
zB>UhH#Y_7oH+Tr7|ENIt>JtcrF|l*9NIk^YHDJS6M00)I8PzjWx%JN|LDo}X%v*;$
zOxwAq;@n1unoFQJkV<PX;hPfoEBV4dHOiIg19vQJu_L^oC69x6ja4uX*){ms374+C
zEt1jmM6-6@E8|z*z6%*R{JGu~w_kHwjafTHT{f&YoGKPEBdeZ{aVe4q50D}RY0ZEI
zJ_xc-@!a`+PP~=!*7}XTGJD{dFCC1V>9xwhvgz{(%|R<cImCQpYg^69Ma5l-X2L+J
z!%)D>1qm|ZF3@8baN(N)i)2~{4n9t4RdkRu2y1jOVJT9%b@KlKR4q4jrbh^HGOZ)D
zF^7u_G20}fsYE+Dy6g5|%Csr3t?+Xj=u5J?%&oBD6KTW)+SDj|an0%+o;=ipXCL%u
zz5vw$a|E_J*+#A!@+(xk^CR6CsJt~DtrvZ>U%GNS3wR^NtTJW$S)&Rck*%CJsCiP?
z90v)IhK$+;#6CE)<B?#W&FB=9K~`9$466Z<a6vy!Zk)3{Ac+w$|FeRV<Z8{mvr(W0
z7UqK92oU<a?o_|Adk;W>NUu`dn%(=%VwZ!dyr+i+rWvbkW0x4AjJn1t2_+r@F~||G
zsoi7HG4s9U5tIvpkXUAjoWt9j00of^UT)X#jASb&ls!|KW)k=g3xqsljeGC_;4IJy
zW6s&9@M>yAR<L(0i@1On<cdGH?O^BQa8`TpAYd|ekLj08N@9D9T*5m9TXmm3lc%&b
zGy|9@d0~-=<RsGqG)LQ#ime$nP>7@f%%<FA-gpM`0DaT<Zv~k)`k)w?$|qiKP2CBn
z=KY2lEzqg2NZPc1kllQFLAS0*fC6Sp!;O9=b6tlRrD$!_W<nJe`z-*BKIc0o-vdWV
z!1w$Yq$<7Z_6v5<J8n-#ITYi4Mdj&udC)&!l9H<c>&33s6>WzaPfAAWVW@+F+xH<|
zttv3bbWmIJ%b7yT@FFfkP$>e^v=%RHUiKvk*zWf5Hs`I<iMYW-u+&`o(dKES56!Aw
z(xz4oXpx{7c7X3Ybt&JebQsl~L|vXAAuZnf_(0R%DB2V^`(vwaBzzl?07;pod`eDf
zZIod0y(tz=inYo|{BeX9VW~ua68dn-Gq)>~+~aLZLs>m7aS1I6FQlB5<ticozOY$2
zJd#Vid)oW&GDb7&mfMNZ%e6{)K)3P+wBYm$GT;NwMI5C7&+#8Lp#rotnp858(Z=uh
z>OdzzP-H!OG@#f@0SY=*<?NVu<b8nAi9e^MqOz$9l$9kEavh7(kC~jWv{(n2f<EN+
z>p_$jn=znQt-qC|UINI8^4YpC>Y-lV4cm1CS{~KA!Egei8|E!R`1xab%E=y}ViQg)
z*yDNMQvoDLCwBvoXg;q^{c>l(NFq$?y>jyVWDno}(FwW&oX+mOiVpc4gijR2CcIzm
zS=y3N9OS+cq#B4P0)y)d0Hos7_hpN7VX;wtvvz-T^P6ag+rqHdiUo<oSYa6GFer;H
zhJa%xT%=qOKc@F<!0EpIJrOrqXJL;u^@u;lMAzmX!hfpfg_U50v5j%F$2#KfQ{JT9
zyXdpc`DRHROgLzODw~9Sq40|*&VZ*8N((~W8!MzkkYHEJfG4T#uZ8mDG$;h0KwIXx
z(rGv@dVIXpN?vDL8~PZcz}cz^!(lgqEQ+(Zx;#x+?U2SHFZ<Voa@J<3n0%sC2;SL@
z`v5Aad_<*4zch17mDT$$6#kymLTZ`x6F+Xc;?QEexaDxCuUwvzPM3GXasNsvJ>h9F
zepyoQnU9s^uCI*wrMA?Uo?|b-fF|)=$%T~})ak?>sZ~An8w(S$)=wtqbQSP+0Qosy
zj#bnCmOC<g29U`J*FJ?uT+0dwz{X`%<=FrX#JK?l8u8ZAGMcgyNvNP=`!3O7Ehhm5
z*H${r8xfjq@~=;BG$AO1I?Z_yFndc78!Ij7mgzz!I9nAb<yrN7j%HtyO{SwPl9@QA
zHHi}pA8Y_O@ihofW`TquP71r>r4%gy4mFr7AjJ{Sa)0;}G^z9W*EF9ZkkxxvU;hLs
z2%j-13K0_Ov`9U|s;@xEz#N59vMsy^w5mAZ+SRLu^&I>E{7*MY+U)W(U*Gt)GIJ;B
zq9AC(Zef8`Hf@?TF;D%~e<64#d8)&MbiB(8^2cI5XD?ut1XGs;$E)au@kN$n`u|EZ
zhx!|z6w>6;eE(=_36$cQ`P5S13nRi7TO4&<yB-!1j7)rjp&AHt5iFAQlaMHKvC*XD
z)%dvx)SE*u<wecoq{NsP{5NxO%xv1rMZCo6{R@LKNi5gZGWa;JF#TJ$6)eP`Y2!X#
z!~R3{T)`4cnp=kp>sG~ASVxJbE(zlt6Myi&1?QMbVfS~R4P=!3c8tK1x)1nqWhUc?
z_#~$Ii|MKr3zXLz&d6^?^Lj?HwGOn_2Wbw_jlY#7{CR|b;jM)<_&brK8vJJ(r%dIg
z+7<UYf<ZOg(1ZOer(8f7RfIY<jr(P6kq5ntdeKN)e%Xls+}d`E9{GnTZ4&&gGrsg@
zS8O~9{$*HCoD~bEcMm!n9a{ZmVjPrwB}jTYm_Se^{fLuq>zVoa7b#`<sTeh=qhSBB
z{Fx8xs(K^w{n|6+%&WS8iPrYn)Eg8}B@^MuoBAY=u(zHM+RTsQKM5eb@Vi;#4n0T4
z{<*W$fA0L`flQFdY!KG=<Hl6PHO_{(7X#}*Z$9!Sr>UXuGU%?k=;vREVr}U+gJXIl
zd;|XQ;IbQk?<>?UyUu1<S2|zwb^S8P@QT3d3CRfF+{BHMfY}-zp&R-~Onh050k0(g
zyju~{zgL~IF#krjw!HoL&6DDmGgQ=l`p5c}hU5F+ZTS}x$7?S3gchn#TVhUvR1<6e
z3KyBAt$(JX3=#?Nj)Ps*)K&BKsr<rQ*MnFV0~s_`OSFm9$<1$`F=|0M#aBqM_!i_v
z!yt(bUP{7$TcoFR3f|_)Y>jat@%I<dg?yDzI7C7u=<9HBWFVd?{<j0ROMKSREB&q|
zHXDD|hyCN<v8)Y|UEz{-k|npMe5t6(p!!7Tdw0<KMML*#8YtPPx@shrh4=~tN={7}
zIeU}2S#bBv)VBOH>{Ylla>IP(`jT5e;&dwA^rGseY}p+GQ-hlorxeeBKl(b4y~bC|
z|9mM!&<F=!WMxq;e?F#l6Kp!@SusJ~<MXmWiHre?7UAz+QK1D7)i1dh4!EV#KYTkN
z@5c|UB)q^<z5iHhL-I#@WheUcjx&2bH`w`#sc+Gt%ntkW2ma|ZZI_6YO~29Nm=big
z4PMw7U}8*Kaso5Q{BC(oGUmec=jlMM{Mm_d-t?v;<3HnQ=ib%}e|HR)n6OjJzUt63
z5FAhtRQUGehU@0F0N3lA$g67}V@}}Gn6`;BYZB3y+YzAqv<weZ0{=}O%r1SebkqY`
zN#5%>ZiH}GO?Gq;fjNiQMI{|VCLp9=iLxKgrQJIQ>|Q6zHGKK8!t`<t{E^Z2HAkyI
zYX_Czy>D(K&$$0JV6sC+a>MsW-Jvhx2O+$xJ9znrLSMsgUeUdI?Wf0hvkh2rBT6^w
ziPQUhOAvD<lJlLSrGpLUUI4#v=#<N#j1UNf&j5fNbpwjoNZn_dcZ-1eCe3{X2*!vg
z8B9EsD+jt{9=BSb{F?#Z(&i`a=W2bbxJSZ4ahtGrn^dgM$$0z+b%wGdc1K|cZy`rf
zYJIHbgN4+w%=xLiWAHo%e=C5XyRy>jA$S%+YtPO5>=t(KG4f0`$n&^dt@68~y+Kw%
zf9=&PqsGpg_Z|oFHXRet)6?shnB$xJtV7DNIDQA-CKG_mx{g`mD3kiC8xLSXlLojs
zs=>iu{hn;?0Sfp2KBUr2=Ahcfpy|$t4Z{F@?X4AkakD0I^}L%Un<@)uKIe5M*ILfz
zq(&vAHi{3VwZRHG5&<HQ|J6y&kB&Hj{+O;NkbbTF`feA2BO*dQP4ykl&AR^K1JK(o
zL2J^rPZ8hy^-CIv8$Xnl;@B;=SSJV%WfmXDrGvu(RW;@+IoA0dUUDiEeAV@dO)+*A
z--nlQ%8&fjG0iwbI?>r2UQO9>auJX~YylBgBzmTT_PT5$cLY*&`e_;v1>nvMw6tM3
zi5SoC?6|bU*=u_S71|<fKh$2L8rs$)N=qNOIl*7yI&V74e*osTrqL3)+4MF*avR+O
z6DE27!1Rnb#tpdvO3DldKfnyfQ=oeDgEXeBStoGMc5&vmc>);8a$D~DtaQEI_1(H7
zqU8l{)?^9RqF*L6A9(5i=FJ<i@^5*BNI?HThLX`e00apm0wjp+P@BusjbdT|M3KU-
z^g#3eda7833k+jAOG-*)&4vNOER4*#hrBE3kmoc%l1{xh1)NoKAOyza8v$LmVXylk
z$ad`rI65Ye36hbKb#%ork8Z^8kpjKE6GYWWr-A)&3l|?<4cYGlvo0TZcXtV$5uLHC
zN>ODbfM0y`-D&&+rvG4(_P-W8_~Bi*z~IoZlaY6?Wyc59G;p8=pHQnrxoZl_0f7D%
zjBU`Q!>TIxjenW-fSU{!=<!w}_e}uF?K|x^{X0NPE5piQC_?bKaj5325^qMwYUJ$F
zo|<iuUa)W#K9K{>xMb4}W#8KqyR^3`t^24zLZ>_?c^nED{LQ{9pFRy@-7p{nE^g1-
zRzC|71<601;D^Nf273VI<j;fDy-x`CaA!UW<oEMiCVvk|Mrr0Kq0EQf2gKhk0cESo
zakftI?jySl7d<etCjRA6s|>DK-WiAI4C3-7Aj|s5VMJl;B|wi2r<ejT$@rmzF<vZ}
zkR|7hREm(ZHlruV-QouIegbp8s*x~r`NhgF$nF$?$JzzDDnwR*+Pwo~H<IP^EZ4`s
zs4*OzuGFsZFIO^%`}{NSf0Q<fb5A(&I3$7ECj%7oU%=$Z$IBuNOA&NTV0`{+eF$<V
zFJ8({N-F5azls?e^j81AAyx=mSTMhn2Zs2h=M%V%@{`LcGUCm*02_)u*VoX{z)W=4
zKIk+Fh`c8f0w}8`(A|$g>PUNGV1C{#jU3GI9Ro_v4`xr{*{)3|a^ls|=9T-!gjrx{
zMfi^2BQkxZ%bs@lQ-bQ;)yz#SSGi3eG*uG%Iq9CSHv`&TF<QT02evG(2^^3+?-L~A
z+*Os#6oLYPd{FXGw9FegVS1907~D|lJ13l^|JUV0m;7)~+aAVS8rXCZHBpXpzaRC<
zF3sh)u;{GqWFOX2^Ge$GA#oaW`J~li`+xkg(lP$9j~_>IBQxh+&f$xT9(5)1C~VlJ
zut=>WU9-Zudv{cY2pQP989fL{xaw2ti;D}~@EHbZ^=h-=G<x#$^HUvx(btInj*e$~
zK;t1iA|fJM_w)1fz@;<ZzI#VE76|gX7?EY$#r7~8EKce#3Ord!>>E={5mG5i^ykJ!
zA%5`tf;kUh;`7Z^d#r0#HUaa6cq)<COd<`WKwN;0VFQLZtJNx}2L{w$0<WR%6epH-
z8Ul+bL}+uiUJrolSa6^MMieApd3&QS8ejd&oV*wu9IOL#KgmT{5aJoNdSpK&`w|Ra
zw4DOgWwxNWDSw+z+^1qv0{k1@4IsN_&})^0jd@^L*$ImT!S#G_Q&;3d<AZZIP@~E{
zpMCg8V>+b{@R=VIkHC-zH3bD?p$7CC&4cRw`k&xE)d4<GfL)n+1ld@w<x<=<j#*;d
zSgH9mRbd~y4YUxOjpfQnS^+udc@XpsFP86r+pdp!2fV2Kqr`i!0lP{PPxP7t@P2sF
zF$Vc^&bxDy=4`i(+`&If?jwb>{0E8OP!67N5xALfrNH{YYgHeGd8qSAJd&=~ct6&2
zt*^bJB7fz|_!SWqsKWNWD;IV*Hcxdlc?&0>0=)YrjI{HP;%wCV{Bm4$(uNi`b&uIu
z^$M*7*JLI_gfl5*_={SnV{v0HbQ0dxKzh{Zxsfm_0nIinqk{ZagWgpEgj}BNAc1KX
zdiF#D{WI?KP_D%38neHi(`<77I3q0r3`B-^|2wRpn+6Z=R)?b-hP!rsyv2dTFAoNX
z`sn4MM3NWBR`C#fQ9_f4!shmJZs@gGr_O9K?>*Ug#%K%dRJ7B_`uh5A){*x1_61NY
zbtcn?uF{qj#~2JkQZ&bKlTw`J+JGV7zP!K|W8Q&Wx~X_>E+D%30ZvMG#d@K?>g$r<
zRlpUh_Z{8P7YJI8VtHnRLN}K*$v}E=CUY?_Re<V2)(NRxm2vAjc{qvuHGPU^LuP=9
zYR-BAafNSguU<U{buG7B{*y!^yr_F4o@)_I@3Bni^~VFc-@QqraB>Yj1127;yT4UZ
z|AC$wr=oSYj$c;15P9jHF)r3Joc%MmJcj82TG2G-_|3C4re%seh;}QubG&d;6g<8Z
z2tHquq6w=dsFBe(J}5m`3C)A4!$K*LBJSUu7$*BYCj8t&2T5oV_i+N8&c}gc{E20R
zXv`kXFGW1PPZD2+2n|97j53KhR5t9omq>^Yl^FF&6j=2@Vqc@gTv}&b6XT`CD8LUK
zSZ$f#Igg~yTGFCLV~5h^qv(Htjp{H9b|l%#wQMRoKXKnfWewlT@rN>J)@u!fy;?8_
zdxuVG=3oibX!67fW2;Zh)NiI*da+kQ0MY#b10NdJ)Y+zaXR`A01=wuur-r~~RXLAj
zctcImwKG*&FzJ<>Em1(&rh>+5666}vZT(eR;sW}e@h%3<BG?T`uJ}`3F(@lfgz(MS
zh<*3vU$AxKf8kBHYjkB{jlkbT7c3H#8J`A)We-+IS+N_ub~7p)&OXe8=O-Z|l+nhx
zJd4F16EOxIMR>reoo8P94kBe21~<tSy269%{0C8l8Z48CxQ}{J+~1OiO1-t8RYy<7
z)@5iqYGYn0Rb|016@|<J_$!-Y2N6JL4$mhLcWr`D%`7+2NNuL=w_;CI+?2U0Ux4mm
z<2-_~aA^H@Op#K;&aXM(*8cuB<^?2=Q`!*)j!vT@ktcV|CJY9D`lWq)d|N==WnHD;
zXgv}C%GEqBBQ#5b6^o={(QF0b8^Nhkj^r->?_={dFPK$UD~kkv^5JaOoQ{L@mXO5Y
z8k+MmHPwZc94V=Q!vd5hcMwy3@SV0GEwy(~pIya=nO^BH92>CPiGA%aCoB82p`0MA
zIQy%f*F|dGkNuDHM3|&&_qAqzl177R-uOG5GXB;NkT~(5X%9MG8?6`)VvN!<XwEpa
zTSZtToISvDk-SfpoWon0ds-_rG3Dk?WHE>WgidSPNQFKDlZwOu#<hbHg)br5d(3Tf
z)=)MWZNaZ{H|w>UO<wT-ho`gxHhBz56Sjky&uq40iE~+6Qb!zp$J}$@5|Ye=2{|sK
zDrF*j>%40CAUH}HnL@N0hEXa$Y2+N}#YVT44;Dfv41s4FDoqf4L-e;hz(v;U)HWM?
zWL3)o4fmI8)GK`Zhj%O0``QLgngp-$otJ%K`0jiAmYsyaLvcv(fQvv-*6-la9fBCO
z{S7rPqOaRmMbB=;`9;nG$zF~ky9>eXDXxk2H1CvU<Pkl=*7&R)!M5CO2#D8+lempT
z#~gz-oNF3J6ytvUhL+ciP{)fVg6WudMF=i24iZM0sY<3LG?UCH>xpWieWMUZ3Yr9S
z6g*g|W!E6vH5<7suaKrds|31^rQmRVFPJwb?%w^~d~pgR%0NN@Xa!Skh>26%7}^os
zkmdn%QmJO=!R*WVj)m6OvG-|I)P|@Hz1)C}18IgM_AB9RQFjGz0Biw!9;j4q8T-JD
z3#1q2?q7i!j2MPKw@j*x{P)Gv2C#ME_oc^!lhT5A-+d!NZI=fTjC#wadj=cjT;qFn
zO+EYb3;$hib6qz7mPZ)-j3gkya-aRi(>cH|h8K*{?e;j21_bKrrou&T(2jA-bg7`f
zJEI&qlHNdjMS*5Ds`-d4J@>7ynFcG15-;$AwVSQ~MO8$POZZeY&0&FkrgcCAG*}%^
zm<oeT=pHOh9VL=9b2pKU4s+QVqpY2@#vy@TQ+b%A03!&acoPpLnR@=amt}z4Q;>Uf
zEUs{D8F5+|My8WUj08n1)@3zQw;T|JTH@{4g-!6QANs1?wf`1Z%v<phAbl7I{*gYe
zsb|vq3f7k0xqA8)4=|&eq<=~Q%ifizT=>a!2mxnlmSm~7`917|)3{ISsIQ5QMdBtJ
z#0Xew)G+kj&mEWq1((zatwf23$${hBYq5_)S5f|A3s55Q7KhRz;IESVH^0WTi~|L?
zFC=Ym%4NREng6#sodYrsH0wpsb98gAD=Sjv#<BDHlO{#WLm%Zd<@CZ`ID9oCdvJlz
z9?f!Xr~!nXlag4`tJt2da>2;$9H3;*6hR4;_(N$K6h3DT71Rhft-k{%=8}sNtxzgb
z@%N_S>Hriz1w-Bj%?_*XetS7V@WSq2d|UIjF^Xv*z?vB{Z0M}dv^t9$wNKZACg%Js
zV*aaWDW&D9o2v>hG@*%F!{_nua1UfFDMpK`kj-6HdUP$J;pU9^XS2XdF1{S1@5}xf
zKd!fYysQHb5T`dB|CEd1!k^*sqv^d8AKC*ZoELnsTjitI^L-iUg!#z`3O-I;Ch}%O
zz_}>+l>}Kf%?Un<n&E>Kv=`jc;<Vky<u)n+nRCxhvC_s<w8x#MKxL|Xb$L9gt*_UQ
z1S^vfuPM&<f?vCUVnh*6;sPeDNr;6n%JdM(6_zaRv2YySb5cwSLV@3L!P#>NNYrEB
z!@}fG3fr&`@BqLy82)r`X0&!(&<yZubq;e1H%8FM&1r=BIJ*mA&Mc7E%~!K#bwl&T
zF_zBg)w)^BRH357%Cgn6`wIw-AiuR)FJgL!!Tb%*c2@CXP(0TXVS~S_7ORfK`%Vud
z@EKxA2wA38fqJYMN4slGvE%;$hA_%q&2$O4jEIBBU@F35OY{Fw^_5{&b?w$PN{VzV
zN{S%ep`a)r-HoJlBe8*P&>;=dpmcZFrW@(*?r!+z#`itveExjA9@pA)&3VVT#~71G
zrO)!Aq}l7uY~`G6j|c+;Nu2_eB-%>Gwby{eG{Qfj8f^Iq43`3dzB=bux?NxA>7hsH
zk#w*TnEEMsjSl`BX(_O9lc^05SJwAe=69MVJ6#%m;{8)g2p!`=KA9UenZt<fF*{Pz
zo5XDV_MMaij#FR+m&ZK_6nw~eN5U|R#h@m2rx|5bH*Jj!=6_=I86V@)H+3Y-Q&Ae8
zpFeNniG^wxAAr$PyeYOgU~-Ak>AD&RU_2a<d?M-HAVvOsOJUPWQj|RpQT1Ww2jg^<
z8$)*5&aepnpNAUDE}*>DAHN0d-a9a4Q)<iTp<xvp{j<6bK8)@0x;!ECM}L%kI_a3?
zuQg#p)rOsqBNrH82ejnMiMp3M&zf}k=oH+PbgtkQ7nTzem*Si5UCf*5&rO-37JR{v
z$0Ns{k^Vm9?Z=pIqkk>fDHs{3%^3cq|E1;6CzV+0(PNg_fLi}6|8IyLPA)K~ILVWa
zcn+Ok4)aQnUsHIYe5pv+!tc0A;Eh9>O~p}Eo&R_~LIICGLU(hctBRq0R~=~XjZWM_
zS)$zkY_9+q&753^{V?Yrj83x~G-^{)iJ;TKo5rV4G!Eg70exi7+<|%X&y)X>{f67c
zy&Z2j-iz4&OkYK~vDp03qZ1oSari}R7KfP<1tpeX`)nUo!xL3$&%CVOY181-+W$6I
zq0&5-@5`l`mfmv+XG9wQ@L!fb#!o`Qq%~y{8=%b@n41$p)>wD{YbVWMFh0fRC$(Ur
z^RBJ+{IeAJ#GUkW8TnTOf(#n<$oq?5;&6v25>l~G@Hv#(Vws=u6R5Fa#Y`bT=)Cqr
z1t86~AJ$+LRx9Ys*a3r+=pS>mv*HF_ui`_{?@vKc8Be5qtL@gn`2@oCbMgU8w4by-
zwl@==&<~DK#TOHM;E8mG3<p3XtlTS}<--_$&|wXDrvEU;Wj<cyao)Dd_yUXp2=}~I
zuE1MT@nSolZ6wKZ&U{Qagq}TYW;c9aEaNdy!XTQpIb;=70=5blUq4);_x+8yc$AHq
zBB<nCxjUsJo=*RwXob!OAnqZY>KGsNV;<`~*uKM5yTW^fpRem_N@Vky9Kg16zo|md
z!JxVfOiQz4C;WWFzL5eG3h{{2ZUL{i$Ozi;9uus%`-cjRti*0CB_AlqG?1YHKEECb
z+M?DS?AK^m;CMpk-wt4Zknu?W{gjp&VYHr|hb`|mqw9*1AW;Yt0mWmvjD^qlH~Et{
z?huIc>T_gtk)0&%=XV*YsKG1Kq?+j6gOto}UmnJckosc%Wvy{Tu3JTPc~RVM0gXc+
zIEKuRoQMWLUTxa${OG0KfMhFM;{Fe%MZ8DB8B%`MH1-6Gc2M3F8`3((q7h{E&lYo`
znj?HGN95Aw$`8kyE2Bo>5I}f6mIv<(B+-Z&BM+4*8ir|T(1}eB`AjYWW%?huUFA!E
zDLp6=9k>M_Y(PSVjB*4a(DFItI^qrUMl%*mRJsxLV3txiw7pLH{1u>FWLf!mdlxtO
zcBK3ezKIX-7cxhG$M*t0o+W)NfpFxCSP?=tRz?C~OPEeE`X3FXZ_bD>d=N8K*2g|D
zey2r-mY91Hw<8Pl<<3Zg4zh7>jv6o=8WRLA2gv|W!N$>uB|J*KO<H5B2~cmhS7KUP
zTeFfgPx<JR+(z5(VeXCARwPigvRHGRzOSnQ(Db<2X$ueifF+%cA=N#guGVmS{%O98
zW&V#Y^l@(<{7L@wCVlZtdVre*1uW%a&&0nQ4x1HaC0!l9fRQ`C#C8CzTHuc;fDc&S
z-^L-S)FH=fSZxP&33)~7c6h37KXrT7o@*wnw~v$j9(n0<KJId|$ow7h;KDtg-MX~8
z>J3Va98oBDZlc%txY~(W`8W8#J;Zi!e5{mYf9P`m8}55;ByLYsiWuW<KZQImoCXAn
zW|O&MV#Le*fquD$4a_Ipk_{gHdyPLnie`v_k<R^Exk`RTsj^>F5eWnO04QI{eTacV
zp`%t9LaqPSs<N_jTubG}J=WW2)lc0xY8}*#YL2X(fow%JYC-siSd}NaY3g#}NJ<BN
zH*uh#!ILQFFOun{@PHo5e48hj2Uz&MM0=F`I;W(|HRt~I_hWuj`TPZkk*~xcz>8~-
zG}=BA)wLI05RyB=)b+sS1yX?}(k5<Xx8+TBC5hh9eR6>XY&*j@ydBg1M&o+{YFUS$
z1SBJ@=maR2%nP|I!96f?Q!W*eT4D32OP5=2&^a<B^xM&~xO+=GJEVXAUm7{OmkY$J
z()7kIilVVw3Yv?WJHy_E)k?NOZyffpoO3V*fa#6XRH7Z)ROt6l`~v95LV)}XDEH(J
zo5K%LF^SxbAyL5JMjzNktdA8?1J{I%O^%LJfS9|i+V6}PAp=mI24KC20D&FO*CvOX
zq^zmJ<Acm@0;;j&AbRt6A6C#F{LJC38IS#9g3A99t@;+*u+vJ*^Hf()L1_M%$-EqH
zXy(fR<Fkmofur<5<0W-^3a38!;yqKi7A)2UydgYdVxN0nRwMAg@C8A3aeXk2M8w10
zpBjwU7+@$f2>0W>&1h{QuU!u4SFY{ip*>WIPq+0s<4&vG&8dq&d;7`%myp;!*;|53
z$dB}66RCR^g~ejH0J8?SXA4!yjnwppYktLgN9CR``$qr}uSRoJae=7x9WV_WmIcif
z9w}+;`YF)ww(l>%u%{Y;QJWf24u$m}>@SF6k-S0x@FSBb(?r%HsE*)_Rgj#$fG0vK
zXxTSzFTu}MVBUTT##oOWb~Z4Glb7~HJJ+`JIi95&uo<^LWahV_94t!bViPOenTA|f
zE-+UQGklkwiu9@Qi6hiBqenVK1TFhjI>MGP+Nb7|E!<ud5Oer%5DD_l|NGuAz<UEC
zIR9G!oz3aon1+!#6@W1j2Au2!hpoS+!jboLI3UOWFqj=KbWkBCMC;kWnHDh8I&0=l
zRv;cXkSpCAt{b=C_&l0}`j|PP=8TDD7PILXv5b`BBhJNK#;LjJL3(4@7>L0q|3dzp
z9`C@hr&o=MD<udY;7^X-I9Xb({s<FfCl4^Cb(Da02O6NR0_QSh@YlHmAlRm6d`g4<
zfShoIn3FYN4!giuYTmQI4ae~R6}AJ&nz0L(b_~!zUaDh=A7|0E5{;)e7rl1okQIL+
zJAeGT1$LacxKki>kdya6%;^)9GZ$CaRDjttF#s;nM5!R0U$xoVir77i)E67!lQoEI
zdYYnry7|9cxpcEo1&m4;gx=c>+@Grq`dXe>B(JI-7GCk(RKfXX;)d-cBp+!>-%t|}
z{I=@OJ&Q8kD$uG5o6L9$vPIkpHL}DSX>@lP@}zqKHMgY?(RK|{LHc@0=PBl?xuY`U
zTZ~Z@G)rVNoLBh)K`5ZakGTl*U}wEwBY~Adu6G<7{~=w6v|74DAR~M8^Yey6#=tU>
zIlsYX;p;EKO(2!95!djF{U6Br)JD3P;u^WW#)FMnf-v(N{l_*$T<RvB&h4YDqLbs7
z4h0b}XQq}oH$5JN)SfIfY(Ofz0#6qIdiusG5kLLd_9VOXL&9m{)xIzvwXmvFGZ#OB
zym~QBwJ4={#2#9LZ1RZ?@<i)e6o7{RherUf%p^qUz#g};?~Zw>ObRzdv=h~#CvI|H
z<AvEt=VLsu;vls-`znMP;NLxb)4@<}$|1N}h2{|_@_p<r<TKh>2mJ#z9;DD{Zkpds
z==(DQcsd!;jkGM2xm$t-mOlNnNsr|7Io^;%KAo-Ik4yQ`(B3I__V@SO2rx5aAtE9^
zEPsfNt=w>Pa}$0N1GoNT59fR}P*lQ9adR^9>^}+=i^G_Bb!3a%#>)6QlIg44Z}A>g
z`g_F}F5Q(uN;@Xu?OnSlNUW>~!9A!d4d~(<60KhnG_!D{+TPJtXP`)x#K-tBKOKV#
z2Oxwn$BtXEx1N3dubkz-dK3vEIxEtMmrQB~oRQBT0sAr)$E!=n?r>4ltpEbX|7?!f
z7d2i#ZV<F{|6490eoal4DWb@lEU-F=-<T!JpgsAVbBY9Jtr%lG`LZ+&W~*IJkRXNo
z&GEuOj}se+_EJ6ICVfp1fTr_$T=Uk})yV@0{NL6-oEF9bN4G_MJ-QCbOE>^Z(Mpku
zZm{I=z|Z%?fd`cp%eqR5oOfwwmJut`vF1ZgvdBXSZZF!KU1RYac>MJZ3j*iI6zKad
z>i~BT<$vhkgQ-96>EA|~646lg1ZYRbkFl9ruf!v-+DMAjr9Cu>`N%A{{j1Rc#@PzM
zq3&4e{}n~rJc7OdzV(hz;oI?iV4&&!#9O|Y?bR<dWON)Qu}$D`=M8ri7@hmSB<|lU
zjNnZYUoKO<D#3qr=+NdwteU*VnQV&evtGBew!75oH&wWFjSS<LJzKuPT-roB&T9|j
zCfz&?R@$u)s?!8zF33JKI06@cK|i?PN~}u~m6m$!SO82o&DG8TWKCWyY&}!`1B{Hw
zb_F1prI$ir#s_PWEY90b>kNH{o-UK%56r7lfQ_K(WGSQFYL6c_Irlt(SV;Knero{U
zK!iTv+LQ<&<Fb;BmBl@X7`cO#n6MSup4-CsuB%rB9r%|niC?U=0`gYo6`X^+t`;t^
z<Tr%4$HMR5`fZC|AV!jrfH17;>V8%J;DbOtTjPui>@YtR&N?Jmr1=E~mR8<?xd&DS
zNQQCqw;+oc0ND$PfD^OR-fSLHAs9ck1ADL^AQ7ey<$(B8{Dkgt%p7^8V@u_3l`M3#
zU>xE+<4zH*e}tnyw<6)~_;~!f($eKPOOXUvz@Aqt(gs?nlVP6f!bXQG9uW~{7$-&h
zMcG}sWqD=tIz4+JV#OP9ra^x#AhXdp#A<&A2FoDG(SsUcXRILU@<Tr82;P|d3Jya8
zhGdOk+bfi@f(V=4@~_0S<jT(xKr!WQ-W70I$`bfuvVbRu6TqGOf@(b=$xT`8$F+KI
zdE{h@HTMg@-N@ps6)>2FLC_0?o2To>hIi&}YrN?G*r(u_WXO6d6fZ2UDs7LwLM9Wt
z|Ge%LiU4mlv|bLV9ZB;F?+)BzazxgEJgls2)Op+5qQBi0{>Aaqqa=A<O8Lm(V!-?1
z*VKNRi9e6!Myf4Zu3--_c!XL0gu_XZRE$#+<<4F`a83iDao!hC6LBx+5Uw)FqNU0a
zbbg^!PVOb0nB&3*PR<fyif_X7wTW<f+^7Dqd#vjadgw4xFE1`_1XH^y{ix|_d=5MM
zMzcRC(yl1<=KJG?B=pS57e+IRc|7ycaoYFPB^9FvRXOl8`b_td8a?MoqA`b2s(TTp
z6=I4^#8jwjeh_<3dOsWchPBnTe9(SaL6)r9`zAZl)J&Nr2K$*t6gP7LuO0p!MSbWh
zx1u0xAhQ2+d(&Egu2IzdgdgMF;CqDD&DQ-PDCw8%^hlG>-ZUzTXid+Gi?=VPc?Rou
zY=3(Y?8}zBr(W~u)};hda^*ladX04WH;Nf?x4zo#c@jR8SmfVO38LhFn&fv4zkNo!
z_b-G45OJ-Y?wLjEl=qeL>3p-XUgws=OT`8XIfO4R59bZA&L_e#&)y8!{*~#Ogp3sS
zjSXSryD7DfB``e;$k417ijK<(APe5x%cBmaeoXpp;RyE`9XHEN;<rRJiK&k$?-Egd
zc?M>_!NyCdVMhoLobyj0CAhC_<L((rp?Nj7k7DM~eckwN<)XI#Rkr#eQB>8zP9oOr
zS(>s~TTIKija?PwKt6*+dKiydY}6D@`GPbGSIg!52Tc~k4tqYKEXv6*1c?qY!O2!q
zP=&leZ9CVpA!l6pd7QwxZx<~lZjKtaSwxk5Jtko2>va!0l+jM<n3>S_SOmY~9fdq$
zW*RN5*S$$qWB)DeFO=|FIIXlGj5;Bk6uAJOClS_^6T*JX_fT|#IB3Skm9Vk10RC}0
z-rX|-4095vk&K;CnyJ>KwP&FB<*L55%$&#9(}wNFX5=yKEu`8Rwu=?A^IQn(m#U1p
zfs5aP8*+$0><r~AKu{+U-YX>2kR{DL#%x<Smd!`52q~_Cce@>Q{~i#~OpRE=kNCQc
zEdI-ebFv}kI6mN<RJj$T!dL}tZg+=rRS`xoOkkV(LHq7MYGWs<JgsrB2lAM-lG--%
zg|T2J-Li&e<nh6tR7ZNkK11-aNNCV~6W%c@{sYn86~S2+^s7|pO1l_tk16niD%L35
z?xHBf3<GUb(|CRnw14H<Own_q&MD0?9;En^<H86#Ohq0m+FXB`Q`-7D!qT7?VjRi!
zFJc?s^RPl+`URm8ouKFMaOayJ<H$Kb+U`6ce{Fho<dn;6H&n>tQ$U}7Qt;!hP7a64
zYV?M9d1sYYc{F>~Q!03Ib;%~DyfY<|?P1`oFq&ZXr`}P}v*O_~{yWncu@S}>Q;idz
zL0dqw1Tec(P6v<4V5xP^&-D3%4>)oQ6q(USvCO|48`;5#Dr>41+jo^0wz3K=FQ3z(
z?J@Iyt>jH8i(8Gci$t@F;$%ruH~9Y_;D3^YAhAjk-Cd44d5ush_|o_D5|z)}g`imU
zSH`U$#9KFg`lN<@gj6x?b#ej(5oZf&-`ZVf`z3MKun0FMO|fW{eZ&cZ-HV7j+Wvh-
zOs8v<?d#4;t=~@vE?66TDNpAcBPC3ahMaN*T-pm+q8o^f8#K^CRPc`Do(c`xP)K_+
zsnlhnM%Azz$b>9PDj0uzi1TFoX$=@SfY9K79~#UB1c}wG*|mgaX_MC|8e!$^%r8Sz
z)*9}d5ohT3nz6&l5`rXAvr~>vq|ln9swykzyMqZs&pvaTJLKY6_X~XA&r~z#={@M^
zIj*m|XD(Nrj9S6h8jp|f{_x~(Y-{LE#I>z#zXi1u;$Ci{BkmiT!Mi=kxpD937U8^J
z#@Lj-GL~-}H|Ea<`Y}(R#D&n;@9DJ46~XDw?p2q+%i>nPXw7*2%?s*|Pk?ivd~*Z;
zy?s?Rx!Qngk`TSSJu)jR>h;n1HQR*a0-{b#CH7rHorzksNDdECtvs>Vuc+@iK{yGr
z(l?KxU+QdaVTZXhszpt|nGycr10^<J1D<cN-Wa^g3my5l;MmSGNcPo;Y_dK{Zm0+l
zB1FExCO*yQu_^F$IIHNiWM%VP9}-~aQs}DoY?vVo`E)ZO%1G|1r<eXkU8{sGPYkri
zLAmzf{6bm-B_Wd5<gfY=+54RJuP-+$Z&w91l$UQt_;sZVqR=YBMfUh{QRUHdBuM&p
z6HuWoY;?GMsjQk0FJC!Wd%-pQ)4^?ZW7pqLD7$$|>~3!mHo#C@v(MmAoxvLQx9=II
zTxykV?0<HR|2@9eC7p5xjirRnYhD_G>Zw~-wCEi-gu<}nIsm^yf2<YV+wq6}x!%G2
zCCNZx%&(RXyojEikdVm;9=DkxXPt7hI0{$Zn^-RPZ_!+u_X$_#e&thp9+P7A>>>&B
zT5FA+q9<z!#0jAd7TJ=V?R`E@s3yjJlZLf5rPSvWY0V?P@^xa~)OCz8kZ8q@JgPy%
zp3KAwT@&o^KgUO20dcoZ9hCEJh~^dW59=FGaGy?MpTbKR^hy^%HocG#4f5cgy5php
zNxNFsKDX>fh4HgGtGbUAJ@(j8$3~o`vJnrv;m@}>Lb-IwTFH#z#fo!&fHx>h-<eu^
z&<Pr06RlMn*ZZ{o_<mEeYXB0R!y_Bp09);Z*P?0i+*4;;GSezzYq&ZP3pG`mXjXVK
zbRA*bekHbsA3oHNxm2UV&74$E8Mrr^SOnHZ5=8R~*@ALoDfnx5_}yc?5ut{QiCk$=
zd?`?eI3Xt9X(-@Z=I=c-_ylj|YlV*xzBZ>}ZwaWf`mR`WiC4L|sZUXA53yGb7I?_R
z4t1wk^|vP6;0j{~gU2Lwo@kZU3Oc}_0H7M-_q#G8wA=%I`)a6CYmsmM&m4m4)D^z_
z%4>$|>vGH?ClY${!vhD{_k877DVl`mu2ry!+PgRE5q(Q0Y965M;?flQBOm-pbQhz|
z2<M-y_C;Y`4m(&GiK0DLy`$*16(lY%D-ICQ$A1w@Sf%#LPT6k1`>C%zQG3fIRcasf
z)kbBO$|`0&jZARn_>LVe^IUJ0NC}tLlO+G|KY33gWq1~Uj;?kRY|B^3Ibi;D-l#{o
z6qP+?0OSSOK$Xv<$D{__95uuEFJq_5C(W@Hg!PUwjj+47WM`XdA!E6dbUt$BK?kR0
zLZT143E<INe)XQ%%TT9%jjML}>mLq=aLJ75Za=A{o76xa80|3w1!;|J^un!bDOzV_
z->6-ZNi*#Da*Wmg-5(_EnS%@e@X9Z&-)F*!F0wc0$o+A6YrJnhzz=2YeLPG(b~t(k
zr|({s;{0*uhRAVhK8@R41M<+cnSOy`i>+T>s3o69rh*2_?L2bIdx?P8jh_1$Q^)R7
zN)#;3fX!l7U%a(Nz2@_&6dm=8qp!BHCHMJKp6=hG)CpE1^lV~@3-vxf-iOmR?Z|!f
zH8o8QvEH%p0&R0h=6vGnh<9tDsT_o$Z^K~ZbfOsKhx2rMBUtgU!Hq3U9iG{YGa4#M
zeKE?6&F?o~=fAx{1+OIPQNGW3UJ{RLiwr8HOmYu3&|3??uF)+w=xieQc2qC<GT*Oi
zwzyQjvar$TiJ7=^f#EV(QqFdDR&mFo2iX6lPCXPlgYUdly>6YPQEc=}$~58YBQDeO
z@8*T#7f+p`--hsPtT45n*Yxs`%N5eu*zxU;tL5NR(jorQXeR2w+AKNKYF&FF`wROf
zU;ep($EG?qsJ)8JuC{|vLeI3^eFM(Ko`w&F#CwvMdvm=T&46t)qD~8)?1e7{oOEZX
zBCbpp-}9;&6#xA+ivM5A8~(I0J@Jk#^Y0AZ<;e$e&fAJ}5*5lCqjHb;Lyt)Yi#Y|S
zV`zUV2q*5I7fC2P{3^v~v*n-0@^AFHqk#1b<utwBG*;;H88U|smfRr~v3Zf-y@gkn
zse$eA1}b$K<-f|?j|!r%lZ`#&)`y;rQKjw3PW66Gg?c2$uqAWPnrlbB9^}l_dPV-O
zoXJv6$K{wPii$moA(`N3p!`_IMEL?P)ZA?x0$;ue#`}QmN(A((#X>GO$IJZtdsiyd
z{31qEZyhcm^q|lJg@-N;y-LH(gCME3VzVoXR`MXJWTzqu?-kjoghsCL+jPUjJ`4hL
zL#?O<xDXO-TQ7JbO#O{AH;9`g>nB!nQuaP?Ufz^IC$5OvKsDiwL#|Aoy(8kga^|4e
zg3;Hz2-Z2J-FQ`1)$=}}rU9k*Ddm4l?@_h(NCh^5n^@(?GbUs36fW=mZ`U&V7z?_c
zySo?PG?B*67F@B4v;>G)!n_sRk}VPuSbJRZSY|!)BQTcbFT?zD>NnLo3*G0to?Ta8
zAl2}_go5D+v?gQR2mZnl3-{|F*|kEMwUyM}N#UA=16Ypdjz=yIcLqFGsBcL|d0vJ~
zVJ8%53Yw&swUU<Qz)NYuSIl>%8x%M?5W^AfiG*BKfav#>{Ifk_C%MlVAN(*nr*9P2
zb!?tr%1i}-IQ`lp-s8NeCI?gaOA&MWY2J@`51rV*I3_&lVyFaNp>JoRmR`Bf>T{JQ
zDkMvjFIkR~-fsfw`wCQELGXs%xq)EZ_O_mkzX5=+B`GtQXd|$#AgRVku{DmMh6;3#
zZ5`zidqVb&5qOcTgG}*SJ$&Jq2NzM+N~44e{)3lM{{3LdJ_YcDQ?WU6b&c$j_Qn!k
zCpDaA2Fmvy5guly9F1U_^cSwBw~T;7!kUXGku?BEtGz1?YnN7Y_fYgSwQYqX#|5wg
z;2-5*9AsPLM({EDvsjRWE_V}&wJ|pJ8gHG;2-joMVfK}6MMm6<w$cKxxvODO73vTy
z7ahsOinwU;vgQe_Zfa&e@3;`y1f+9evH9OlipaWu&0@nj-Ntw;Q3tiIs|*e6MpozQ
zv#r%3=aGSnx@ao0QNrGhZ?s~YY1TKXHldA=)gx=-a>x|+wl>nElEho|mcPQhFAE~R
zE*wXfBjUZ@hG!O<u2=VEcdUN^@~FpyT(XDjpH8->A;&QH@U-`0$tRT#J45T^yzXU}
z1ebSpxVU2Q+CjB51k?_1T9MR;PA(WM{g;nhV{izuyK7j5TR?$atQnprr~RaRNa2y~
zVB-b$HqZZg(&yA>uO9^n00uqv^Aw&RDT9kI$Zn2d%P()=o`5+o(7G%nSV3HO^hv63
z>oGkoxX?yxg|yi6?P;aA<v}CAE9k+UX@7!bs>qn6@6ue&!RzsDBBXzL6(_=@snY$I
z<Nd~CSlT!92Xn6P)2OSb2v!uYP9+j0MGG!ON0Ba9obaK>)JW(iPd2BGE5&~_!+7F6
zQfadofAzuE?u0xr_g?a6dmETbuAIVH>$20Nbv&tf$mxu*>$lbL;MhlA@&obq&Hd9_
zF*UAIykbF0W7!W_86xZwo>$ZSPv|gg&J6EOdE~3_&*=K@XFVs?C+pcotdeC&)zYZ7
zi>Oa%&nG}@8?l!`gp7<lRCh;{YH)C}sTfng<v($0#f7<8a!NSA)G0D|Uv$$s<b0h~
zJk9hg2C#nXxHA0#$e*KDzbs!2QrMiKeWLN|pl^)axpahYYw?YHlcSC*?P;XzkuES7
zH-9o<VAY&#N>}M1LXhA&^_hqu($C%SO_FtulD^z<-!Lnl?-)5T4|D&lJt0W*pop?a
z%wUzPjs0)Y%JA(z*!OMCOY5naJW<HGSw|AQBLw4iNFGeOe0v|e^yV|U%(VL_HC16<
z1Qjex-{@>1%05}AHF)J+B<iK_a=e&UNlu{;V#LVyv5AV<pXq;-8xDBg*TH9!ICsuh
zc>VIp?&lksGiK2<b<sMWKca@|-1LG>L}|p7t%WW=cw~g;YIl-#H23}d+F|$bsodqE
zgL7-hOitE^k`_>R2WosFu(icHrOkFQzab`E?8KfQ)lZCqFHFSl{YhGTOo_<sK{(Fc
zRN2SFGvG-mmv5QQv$ma}2ZEiz>RyAf+S=Yu@SLk^`x+%v^VB!|6W*_3RX6+cafjY3
zc_w@Mm-*eG68sphQUAk?Jen{5zVl&6fXBLJ!8d!z9FxfOQ6yt4Oz5@ccnosS6ys8d
zHVXCTxJvJg1o~zlvgH;iFp$I339C|9bk<Hv;8=}}eknurRN?i>uOVK@lo~g5k#VZc
zofkfO27VLwJ1HJ^W8WA-)L16e=E&aEonsEQ_`y-e_%xJ_MELI2tfo5w-k>eG|K>w~
zGwAB&aFV1gagA`mB`ASgTBJ}99Wy>AIvm&<<va1xB6p<N`$E>9;!6vbCOD$z)j(&c
z%bfs=!<0?A+s6NLQ6L15{bh+AI!3oWkHPxI?i}Li>99UoEV9);QT5`U17p|N$%rMM
zudf_-pK@K*($$2Z!}sc{(UGB<Cd1Ln@lo@6e&nF_q;Q%0rPHhWn=>ro&n6Vcva+aA
zC`eMsXZ>V8Lu2I4yCAi986MK^#t_mMt~WZ0xBnV_kK0ske|E6sU9t{z#KM-UiAKpC
zyZ7!|6jPxWje$6;uLp^efWWA0I5`t5A*pDKo&Vz`*xY&AoaidJ<}JyY_@6cCcrHg+
z&D0XBm%_67B#CU`D;hfTEftcn+X_(3Mbx)JhBwo7sv}Mm55-Qs;Yr(0nxC?8g&gQP
zMYT#j65@ylPOOs`e5Dgygc$_MzL`+A(09u`VNwxs&`I<#Jqn9C(x6=K{zW@9`KEl~
zhPW$Ln#vP)C;&>viA_eog=1AG1by6zdou(uE(7MMvvax=Rz3dVq_cFX$1U)wKVM?Z
zd%cY(dfj7fj>3FUj~7r3O7LlY@`c~TC6zDC;a6a9{cc;%Ro$9TP%)a{Z4+tj>zIN8
z)K29`M$PTHlx6;4KuC7aC-$e|sTV>o*-`?K`|^#>KzVKyR?~zBOpGMKyfTPOqBDQr
z4Cu5e0t_R1w^1k(Othj)2wvGB%Vj#Hb3J2`@ewK45gnUzUbsxNfn9pjA{QB}J>z5`
zjrnZ(bV`Za8sS|9i@BPP=V35e`a3!;Z74e{Npyeir+<$^y?RV7oJ2C=(d2O}B6bP`
zCROM-6pcJ{?%#m;HU$`Xn9-?SxJ1D<@<5B^os>ikCeu)2U3WZScOY$-1Zd-#JBDr(
zvZqPFOOd~x4B**OKE%)l4Mf#)@-f2C4{ED%I^+e1_~pID8~7pA^%@W|Hrq>2I&Ez)
z=Oor|q{wE^q8mI^>{4$}0#fA}4Srq+MAF+X=sXahD_S^S<3Sv3V<m(4ZA;IcA3)qe
z+IoLh{>X^HCn53{Sa~!8Q%!}^elRg+vt1Mim!_bCaWWWKpup|M0C`g%43@ua{E2?N
zT>|K<4tukdKsE!{-5?<&7XjCn<DDsDKp1ZYw^j`uD1)<`n!k&<dV<m{eT$d#S5c%h
ztj46;F&@h$v0;y?JfSM6Fq7Bt=;+<dBHv)1@l(S6Y5N02?_PnxDOnn<t7Yu{Hd&#Z
z6i{jkdKtEjjG*FIt27;nShc1VntqpP|8!mpQxmML*N>?idNE3}zmJ+Kb|ON2hul@_
zbO~H+X}U~7c!;g04&~yt&?^P51({k^?7-*#kB2|eOaG3J4)KaPU@D2>52W+>HBLKk
zfZsZ}Rt8vdDjx66>E85#$%cLskX(HN3VPq5AZ0{_P8mXAw)Gm&ZQ1mjQA#bRRCd6;
zg>?P=lir5jlhI}S`VDl^@Uy>`VYIROivIml3A9H~-##68+7<Sgwjo+MM4KNEdJ;2x
zr8O~qo^MXLy#KLbo|!Ld8gZ6ntcqPH$wl;KH{UVLyTll_o$$+tNA8ese%Nlw#`PaU
z5T6w7mcA=th>a8H|H}2)6n=A$=~zDH;cD+y&kopGZYNj3{E{8zZ5hHAFyP%kKQOok
z)*HrGz{dv_Ow(Wc;7|hpk5F*yl{>f_XR{nd!q1oCTZcH;6dghU8p*d*t3=Uu5wG;L
zAufhV=S>~uJGLTzsp8wr4|2n>UQ}vuFc~4{fI!wioc%`UI9GeT@cPP=m=~*8X`;Ms
z%48J5wnz{@uVYtBPzrVm8&ncMZ3ahy5s!*07~JHSHKh&A2W=Y4t$;GmcuO@;BXV8X
za<UX!QBlz)9{KbF<f=X}YF`n91|^Y?8Fk_Sv9;VEw`$=?L;v*OZD9q`<U}~xA<!Uy
z`kZ>M(DO=5J_6ihu9j<wK9RuWLQ|(;hLOiMwnJxc*M;UUJx(#fK1AD6$@zI%EJACz
z<)nOQq!#D<mmE1Q?2FB6AenK}3sn{_c|~_1j#F*;W1N}wOd>dD#<~j#SK&T4uLny^
z`qQtV&uHw-7DC|jMKO+`EknCMsyqm9$$xJt&R_@2!PXRM*!gilJNaSE>F3hXfkS%>
z)yO;xha+MoDFGDsmJcmK{6j*5EFc&`me@_;Fh`e7)lJ>tpLfk99~71wqEhT}7GA$!
z{Db9Z@enzUUAKKCC!2#A_3e*>f`aUqm+OPiP|(qH9NE7MGcYi8-jtpI6@O<;nuPdr
zAeA;^x-hQRC18fiX#;qm(6Cx$<}1VxG+%)|;thItWe(PueD#t5B{0nS>%F2ZVXY4u
zZ+ITZ$q=cV{Phx?7CSQdsEdFuXtCquiNmcW9CYr@G{*ZwuF?|und8kHC6n{>^XHTD
zk0~Pg(;kzYoSpG(hYx!chYWnp>Q?|)Yz1tw0tFadNVVskFhwYl9^F0B>x=a9^d80A
z#_X|qGUIE(K;{vmrhW+K_bspeQcsz-4TnnN$3JpHXlz#WQH*!0Vzb*PTrY{LRoP|6
zB}ltNXP+f>o3wf_-SU3XzPp3bcL%44t0e1jTk{^V+4gGVdP|z%_ALxn3HkQw&}b*Y
z2KoM8waEXk?VGkpe#3W@l?NTB(dC3l3!95yX(jfu9iyqgFZ|IhUuu^D;AoQWD(9#l
z-{sYFZf+tgE7@+QKmRH-mM=PLn0F`779JbqPEn}XKWN?zM9@+YMxbF3L{p{yvDB6J
zfDonba(`n_0?*giPs-j6miqUWWI29XOMCw!fOf$Ck_|<ojfRs6Cn>kyOT;yT2dl*S
zoh>5jBYZWS-80!Nqy7N$M>_Y0{i%U=3m!2~2N-8f<q)h`Sh7z&)Ep>~ioc}3OF?kR
zj3DQO2q|48U8~pacXQu#WJxTreKELY3^dop!1m|R_p-o8PD8l9KAzM0{^JMjq<l)s
zC4o&R5!Z~w6zh{G^RZWg-GH7Q*7F=23+ubs!~biQhC62=I_NEWqKeQkJ!(bCx5&4K
z5Pul+9?}Ykid(|28fEVl+NYsT_zQ}8xR3i!(3{gf*<QS6V3`@a)2gL!5F6f+AQjB|
z$Sq>MCa9yb$^c<uUCNPRA>lv!sUhsjfpQcq+`LcJrhh8qBF$8aemjKz4pLwV-8-UA
zpED4^lW<Amef&SBoa}R%gl>3e$8&qBe31P<%*cg}T{DtivyGTQvvADTqm@RtfZ*&y
zg)o~}he;*yQL#ggIzx%>*CE^CGe1o<qX6JWfJnfirRLanvK2)?_7fokD-GO~Q1i5d
z5jp_wbjx-ynkWFCT@O!(s0!YP(vUhK>?k<!78-Nfe8G7{j4eBK_5W$K$Hxj^(@2^W
zu{HiW^SbdQ9dj{4t?ozg=TQy-0CVLn!}aGzj-E&7wGOOGA9cbts;=wgm<Lo*RYPXp
zUkpT4x7w#)R{4q7FkKW~^k|C(4JPp<NTexL$)&w_TH8r3w)DDd+pyN1Lr0lIygpK^
zQ3fR^jtM|r$L&@V^)EbGqZD5cF0U)qC12{g4)h>D2=aex5if%(X^s9?50qgxwzji)
zuMFKtNKoa{rAdLX5q_I!rR@?L1_6WK=m)s2s{x2}EXwQQE=1sR#cB}`J-9(C@FDU6
zdT7b$@`mkTENuV2O(d;}#B*-Yz(O0KS8H%;32xuE^l}8vH|UQW=+PE-4vjnJCrDY6
z?Xsbj)?~FTs%U{Qmg3yI4DW_$0soalWkk81j4#R5{%Dttb5pQaFCgEnx&N3V(c$tC
zdpwib_#}OWG46cvG+ziym6#B=M%}zwK~CByn-N~Y{<G}SqvvAB4viCB0AC-qA_Nty
zSm+&Jz1AP<l&6~n-B6Vk#nZRH-D3srf?U_{&V;8iNBiaOZZ1nI2??OA{7POm<ZDRu
zQvfaT0y=-Vi=7&{;*^L*%Xb0h6X*CBZmYBhqy@2g)__Wa5!iJDxjbg8u?BuJAZv*N
zPXJ|`h{Q1I!QWp~)8YPYsxTwJ4nCA0Z<iKt9!=LfA#yp@LZ|iDu+J!iUqGR_?-p*o
zZ4jcvZekLx@)^R0B&g4OXrZzXy)Ls>L`C{dJPZ=1=E$|p2wJA=I+K8tL(rQ|O}o_6
zFobo`x}|RI)eOsVKm6%Ye*GLY5R35%FZRaRSrOdsUiHcJ!wY2jYK_7>vc73H8JZi=
zhh=pg=Bhn;5rvf>Qa^N>9j5YWcQ&Vzm;##QrXoSqA4pF1F+z)lKPz|(<vA}YutE1n
z)GP*ftCm_!JO&Ef7GP5;m#xHDrenopJ}QkW3+|KpZZQ#v`i&YW=K&vW0q79afU6K-
z%>TY8zrgtu7e{OG8*@1=v#EDuH8g?-Tg-k=Vw3KkilIW@nc7vkB0Q5VUNxnY$~MMQ
z_jyJc?z^7hD6;osadBueX|f+Qr%E<efenHUVmi?h-Vl}c(YB8DCSR`=y|n8jl~-;=
zkj9}$C?|@q2d*cIGdnH*POjD~o@Ku|>Zh5@lm&h|vsBj-tQ>rQ-CDw^N0VAxg4VFQ
z8;-NR%Oj6qj3J$^FF{juIc25O=thjl+UI0GV(=!b?Y|bkA67B^0$&g9aW8qikI>jv
zsza#XQ{np9z6{4C6Y6mRw85R5qrpIayQzuKcM~K1lZxU7qVN=X=@U*I8@NiA$^D>}
z*n1_D;U=ycaBsXFfe5Xr>yiLmq1XuSt$hW`Wnj6fjQYVS34R5z-X^eF>jC^l;7T9E
z@5lrMqTawxArm1JMTNG5iR%OS@3E`NnPPmL&y0W?V~RQ+k&`M?K9439>k&S=4|xde
z1S-q55PBdnN}pb}_4<1IfWuw;7-reB$7adKl8)|R^ENqYY$#9`a+=|>Uc-v9vfnu%
z`dhFZMW8*G*AL7F)G1V0VQaLC$H0+^l;Dp8{YhncVvUcOEGvVsnjIE^_Ee#s8H&FV
z0o&jA0n(>uP|P^5!=1btCeRW4>`z4<0e{*GpBJ-`dg))(95n^>tF<bsADOCdmnqA3
z_siPX53g9H_jJjB*wb+(Fv+*sjW=cvW6qSA$bLOZ-!ddu1oGW94F6l;_`&pK6Y$HC
z(jSY0yF=?+*EYbtkYq9<z<O$XwoVgO@z3n~f4D-%jW0?JqMd)+HS7R<ZsN(s-}jrS
zvBnUyl6t9`{)pjaf`ZDt){I?_`PI}pR-*iItxueX%C4l{NDz6>0b)dz+#H4``Ph&4
zhTVV7z6}0f>X2d7N1UXLKpMwNI;R3}Vmd43a1ud3-zMJ+pOLrkG&oXsg5%KTvI%W0
zQamn>neGejztHEeq$iA-)lXcP9(P1@Nmbvl-nb=^ojY9E0{Vz@Uig-eOv6rNsYjW7
zmfom?3sq`_-LI76(;j{Azp|fGl3sKF!5BqCv+D3A3Jp(Rn8JT3*f-})IMp{@uJMS4
zLGbePJV(o`Yi)82R>WV!KexMR_)bWZXzg6nmg?r@Ru7q%&=PM&D;l6-FZFWHg^OPH
z*$D#1RxlXKkVHvTumm)Hlxo}v?mVDvOufCFQZGhM>qEA}xq^6B+eV%F3H=W#^7#=~
zlJf(=%E_`?J3VV&mH)V~wUU_MF8)R?yj-i%*}R`*^x{jkzQW$7sRo_%ugSe0_z{4L
zZFD~Ua%r^dA?_q?rV*@e`v&!O4+raidA}CbI8#w;HHS~6QAL(;Jv|>~Q%i;`D4cP4
zjxsY?>5raWPt=}p$iMr66o8HttxE2U#ei_Efv}txvpV*6*_2<E)vMQJ_tVIrrrE{S
ziOE2rVe*lYdPg)JXhSRr9^F2utj1&*?U>91o3dDwy;K|1-(S8zx`>1TNCjIqfJ;*-
zeIxlEtFV6zFJ*J;CpMc)5BH&};$O!R3>*hJj$MLp$q|ToGTa*~)t<1E>>u{~s^Cq;
z1Ch<MCWY9+gT=a^hO)=_<QcFa3Gmh}xvLpio(-e~!NbASKVxUgk~6TJ$BZG-vGd^;
zs{59DGR^=}TdH<f2J}LxmwT2uR_M3z0KWpA?C;-HsTNe^zF#tvaNj*r!LfWmElYn{
z(I<ewFiOJP(8L>`cs~_U3T5sqdLc^|)xCl#y0%G5o*aRY8R$hWxaEZrDCwp2u65ew
zG4$z2smwbUU-obKH|QT#RCfsVx+^1O8y#F;yeh&NIM+^IMQBVY84WcEmmXa1@nA6&
zh<)_lOqXoa!(059k-Hfe$jJ}Hlq|HeCzrQ2P92J$iNL-~XguLGk5U@GskKLnnZf>I
zH&dB^j42x3fFL`kR2JHyZg_Ig_}xl*z^#kw<cGI=6`Rutqx*>b9p5}>SFI^lV4^x|
z>8(amHrxk?v3T{|a=YQMqwrcj&MsB~R{LQ?E9TBs==jc!de>*2UN`dTDG#;J(h&|}
zLP0RUI#6{-xWFZ)Ziwg^8SZnykfvb|xrPq0R~UiG8Ci?N3eAkhyo#J6#k)V_`|uOU
zqsLjr?avX&9+QS|Rwn^UK<0eL#=i5zuU!>Y8>e}BDC|VX$f;k0wl=Yl67T%?%u@}s
zb!i@1bFx6^?rM^w*0!ts0a+%^=t8iMkVKnH!Sm`s`G%N<x#=}%GHF8Diq2ho8DVw-
zc2$GPhN~l45q6?dXk!v{pWQ~v0%Pjdn0C=57Bi?uezt~>-9!|Tko@U6Y37}8LY?nA
zHL=#rWRa_6DLlh{!Y|#xvd*;M|3q(1w$VNb;g2SVz;}wSuaGeX!8o^g95v@dnc@o8
zpDzQ{du2OOBIh%5RUJh*{@#9W%yveY8Tt^Xr3GDUK-<LW8egNe6Md!`)pmMxW^>(!
zUnb~!Ag{zY{-6rEc7fpc@;fM5V-WHsn7iC_nk7><1X!0QVK$CaGb5;XZbe$@XZj2A
z!T=W$M!T+)9pQ(A+OPK*YYtTBG&**-VmB;l)&Nn>h$VzsH0kZ-cE4E3OWYji6NKy&
zG>s5s!CGkbH)!4*BKj@bVxn>LjL^fLofO=}@^dT(g%F7_iZ^yX10qr~y0S1iXV}1*
zRz1V7As%fybIGDgUcDug#$dlTM=D{_=q%A#V)h0hah%4X8A1^daLYxk#l#&bsJ!3l
z52vP`*XX{i<nJEf=p+L+r5UP7A7@LP0zd(_?R~wsf0TaYy&~)wkSxx!CG8Op8^gEP
z%?U`c$JK{1LjJY`>e}E1;5yDWaD%*8Bw5pO0EiBw58--8U~k6Di!8s!4WnfupsJtn
zO2r0TQv{EypsA}h)JbWC&ANvcmydyA*q6Dona0vl(X6!-(%%$sB%D~vVDm?4U-ZGq
z|Ab4_{xX~FJNGkw3UCLEjaij#g04>TnEMk?W%KgDj@`(f9iNb?sCFNzkevVG;_GwC
zB=K)1xEs@1k1MPx5x?dmtMkPHLtuG3X#oB-;azTpAXqzNx#dSF3&?o)-pyw43+p(&
z`N;X=ca&@U2Z00UJB>`WCppSf62Xk$+NB@U0-wVmiG>e78xJ<CAADJ%F0&va;EGJE
z^!OA7oOx(9W9FQ#UIGU~$o|Tpk(0p0OOb+Mh^{hIhzP&R3*YP?#S<!WoXb@E&YDNb
zrn|uJiyV*@CF$$Th~EX+wN0k#7VrfPRh+=KD0T9SFYj<UO-9x3CxlK**E5fLCev_*
z{Zo3SCR%<vGVYuxxBGv|F!~JRkB!L!oR>{Zz0_kM+?q&oj|6Q3wEhM3Ynk-!0HVYi
zvd9<;;H!V1F8lP%Pa)%fh~(vCD`$NOKor4qN<P*ZO@@4H^p04bKg@5i%`yKs-3NSm
zHd_+zvsW~!Nu!63hU|>-SQ%p-_beIL^a9nSH@VU(Pq>8b&*vjA-&$;X#-;Q}Hdkmf
zksGJu2Kg&<y^p4lo)9k+?{5aLRq!bY=rNFIOpu{Qfm?s9HfB2;Te2@x&hTWyxWsT$
zH1pn=If2{ec4|hLQR3_lMD!%3Zlni)0fW87BcMBkf9R)h9N!r{AgX`*VOyoAEbO!Q
zkU5Jrdh<y*H$a#}ji&l%+S`WO#8Uz3k4R^?oad@WYe{-T6JJ=?Bt67$NPqe3Gx#uJ
z-GMQ#Fp7Z<D=_TF#6Q9u6Kew1AqL#xGfWtOgIex^DV>Y7eM#sWTxcxi7e-srz*9Z^
zUL8`)!i7P~-fHnxI+r^K{}Ji2!w<{>Gv<L+x5l79d4BAYaGp-XYrxYfrHnpE;=tm2
zp@hEg@{5Z#oHKDwZ-)rXP$rl=A5+$B{?@Nj8QeD2W@EKbE@7`?+dHX#aLj>obZ50g
z>R!D4{pnI9!%HwGYM<XsPwMnoN1VSX@M5Neg~F(j%ta79va)c;Tlks=-V~ef3F&fA
zsHd?X-@^Sq@s~BHJ{mxc#EzRDE+nF^b0cSpDBZn9!!ybp%<KL)63F}^vH#@x--A1J
zhMTXppuRFM_XZ55^q2fL*csO7<WVAKiaOZZ6-JSm#<0bv6M4=ITjR^vngYF!ZR9?A
zeqVOL!CF=mtUW0i!xg~d^uXQU=b9yU_()xNkyn44>X&t9m_|eexa{M<8*U;RKle}m
zV1tNSesLRbEF|vi&^aV4JP}yppVJa;P!_#79kn10RSfO_<|mZXJfwZcI$JmYK2XQK
z=fEc}k}HeD)k^5m(tML1pfM;t2nuXEcQnE7rpzG}jeIk)oyr=pe5~9gKXjTeWQ$&x
zvE7t5z>rfOv<*PT<rv_y(JL~H{@%O+r}9_NU&tOO;O^|JN<m(-(~!f7sB`67ui`8(
zXV$utWkL~@y4HLE4`}4D?<@%hSjZFa<T#HJUmelTkH0yJO+~jt!5A$x?)HsWn5aek
z(%`5LJM>m`e&xK!#ap`AdrZ1X!$eY9+dKIZULo;?gTz<QNvN}%zggWpYnI&)$-_x}
z5jR!13wW8JVwchKBrqN+54{27dWtw*tNGSFuZmN|$m$JqO0)bu<XbD`o=v1_ezRVc
z$E4CT9;6}7sUw!UvOKjz*_^W$DvukSUiy5ld!e_Q<2YR0J4^tvK|IevwQ-EL)h?oI
z^ePi|nu?tW>zFvs(Io(c5q4(J`a_hyIczBG@EB2&lZPcq$MT++IuQ?s{Ri#k0p2TP
zWP}p87P1XWrOyC4Cg$1>`#9G!-u<+>P7cnJp|>)#r+7q54HlQejsThe?jhDBT7;RA
z$K1t9<MO-4MQEeg5;aC@&nYi6hNASXIw_zHUaAZmYfn6scImr@0L%(5@oN?KUVg;K
zq^e3BxTiqM=YE1u2ngr;=htGs{(j#S!5q7U%-4Q?46xuM-YktJ%HQGoii)senQ1gz
zT@B3i66!kUe#d($Nj?f7U-7ffnxdO&2>i3-f;ZDTR6zpFsmr|4{!iwT-iUV!m}*=Y
z59$r_h{Eu%ZW;m}1P{w<5X|oc1LPWJOsV~#XC2|Y2z$QUE`IV2t5=O}+k2YgL@)?A
zPgkUc9UhR&?!(XwwAp+VtGVV6k9DW!H5>E9?rE%{A9-DG*rF(^_0_0GvN^A7r}g^{
zn=|!aO6qH^N!r+tgkWKVez)PXThZ}=qd8B=_5<*S@&4QcxF<Vo#2w0gl{&_MXV2*O
z6_xdth(%Ep4;byIv4b1u1XxL<=1dik)JtN9+sX*pq1~QyNK$A>MX~|$H7<zS=}1Ad
z3q42T-08|cYS)!B3iU6}07Gl+2fEGsdZ=hh^?xXQ3iz*rwOzUf@Qscx)673Ey>f6H
zt5eaxzL3N=bm2dHBOQ<PY?WI6?uhq#IXr>|1f8{&#Z+o1o-gS8fA>UHmVP`-g?U*n
zLH(4y5=6F4rs=vw!?|@|kxnjVZ6Z&`$1uz%J#AcN4caPRMz~}_XL2eBM}*-ad_1uT
zt=}xyq7KxuA$cupPAYJHpFZd-PFpOu>#hgj<?5j~mXyR`tp!z&TOEs?@XM#q>(%Ya
z3{>L9EhxUFMR0=N4^Vrvg`g={(9t;rVZI;;4ea|E1m#+bl9w0XcLdj-PEr<7KMnd4
zbG%nT57s<3>RsO9rmsRj-$Aid9Zw5|l6y7Nk!pw=hKCaX{s#80EbCW5B%1%`8O&!)
z^p-TdaeXE{mlBlHG9S$XJnL3V^{ZSarcKqD9tCGgrdYsBI6yFA%e``2GpgmgdIES7
zd6V45mY^^GJYDAn%CrhxWFR&aya|LHEu#Vc0Nf-si|{gnJk{awsLkHjf5aqU6?^}k
zb+~>3_re10e1S^iie;PQTQY=#d~~}>>p>?P6NM~26>zu%^<6*{re-&wX5ORUVWN;<
z{GU%r&uuVfq~-D`-AXEI9i8>pb&!MTTV#l`O{rZ|uD9b|Vr5YD-DDbFHEr>CsC?>q
zEwY#K-4OcwEi5FhkDG$CBFH^^$kLw?wb&m%#{2Vk<tjz(OQRZv`?@{t!cD1g@W;w>
zS<m`8p4h@acFw@c$V(OnBwk;I^^>+%`HYwY$W>?YQsv>3;e*Q}3qXgu=X27ZFmPgs
zSPGh`?JC#2l3YFYNy7w*dU|X#RXtYA+wqD;<W2OPb5^LUIJ`8BAZgHQ#9Z=9LHA-3
z`ooZQP)~jZ-LQna;b=;X`$U)l_OyAXn<B3dZuNx1(_?(8lQoxd$WnFs9WuYnsEHbW
zsCKAyD0Q{!Td#_GB?(g{=65|JfiW4RTR3TfAM}nlS)L5PrjG+5Sh5*FQ~S@~=wkHE
zbyLDL0UU4}R&3~5uYf;eM#Pyb;K_rMK)2J_87G?yzNQfPnnF^iG@|WuC*hot9!=Nv
znB>sTAn03UFLdJZ=m;7>OE#DYjq^6TFlmMLq6tU+QEEA*22iY5Oa^|)ht*OP@woc_
z*fqaxwOb4IedP>E@0D+=)JxI5YYTFRs>s)eo7P*4UL|)LHTPrq&E`5#*g;wguT_r1
zIyTm{{IGYe^5N6RS&u%FNA*X~AHzxZeMfYD)XT>f^BD0RGRs*A$G^~z?}!-)tczop
z0-(C)$S))inkw=}-V}4p6^IxxsA@7*Q1dIj)Z3v$EE<GMx4mV9wrWcd3$BrsHuQU=
z0F&dhCZ7nuGLOe>$EzA-)xeUGNg-9$J{iD2m)Y4G$-p~uP|`@DP#>u9kmr2{=WYN2
zn67j7_Y8YEn&<3jkc^$yVi=B^d4d8kc}k67QotqIXC1H?{#jFN3jqeUo=mTbm<si=
z9^J-3r2P0nj2um@G*F8Y8E5Yq$)@=VH-!2&1Y!p9NWY+NX$qI-JMj$*fJSe=`Ox7w
zw144)M}fB!1Ka4gMoB%!mj(45Uv&cUt^tg3$+7J!uX|#Y0!?M0#0ik|W~aockphB8
z^v7#q=LTD->%2w9Lx8Hnz@??-#hwTEm;g4y6Vk?bArH~ZJ#pdHUCaaVl12_%PW=R1
z_B4zOWFTzGfC=ZV9B}EGna?j8FI9gn191Z?x|RjTdd$~#Li+}1X5OrZ04Z+=RK8|?
z0&|ovm*jUWy3?QTD?20J*c!d<E=BJZvbV)ct&%GBeT8`ak=<!@MqLYApViJrHiypL
zS3a}|_2$#A0lJ0!ui4jDqLI6enpaTbdQ^9$ptHAvXrrD;*GiPUuPA*-i0kPl0XBat
z;MPBYm!=U3&EYC}YfXWYE{HzO_0V5w{lT#|;`y)mA@OCo<xii%?7@4b6}`aV$A=k%
z8an)zNcX-<cerc@5c4A#qbO>F!z%*AF(Je0@nkYGu0Yb$4ywD6-xa?;3$PfhPmB5b
z1{?A4F@li$cMB=EkG!!ECOU*0sLn)lPFJ{Ssi&Ylzs!Eq!o6H-nArwksu)zdUs0V#
zb!Z7XsKAr-0UJ)mYgi~)GB2NslgYQ@v5R@ewDNT}+^|E?oGq*xpp$OMmFFFt#(F||
zb@m_Og)U(P__NjYnd;IuV4#FmeS+3A@oHp=s=%t1+pQLWR1}Y3Rn+JQ!vsi6lCnCt
zqC<n12%l%3dd0DQqy{d_zz6)+qVFk0#$u}KYTRujMZG*zxxO_L;U@n>W9{svetPo=
zrRg2Vz@p;KGOhSB0Y`b)Pgh-8$W9SG9vcbUT_Ksj$(dx?uxGws;Z<W<-F;G*_l~`u
zdkeC#Qiafr_JPh8`}U6b^5I!??buf8htCFI{k75@FCZC9?ysdg+g|9V20np>XnJB}
z2_Y!$U{}V}j#yEl7&{;s*P=`dw%j@wTMRzj3Y=TyW{AZ<kzDS%_I|JK!?lNKen+48
zx8Mi^!Ic#$yCLji=P6ANQ~VHml5?i1+N}M?)7x=ZJSSEuZnzZ&J6u>5`mLIh0NSa^
zN)m<6&FuYkA_&&X_*9qG8Q$f9xdsSo&i6sBWn-$%4rTcqtXtQ6cE%y8aIYqTUXu<&
z_Re1FkMNLnwdO(*-*_4BY_sh8Q@z|YJpc<3M37Ez^|hkQUcv2E#7lataq%X;%Zy+q
ze_U|~Vej!;Oy~dO=_>rH>Y^njC@B&W0ty1sf^^5FOS((CTj0_H(p}O>NOyO4NlS`^
zba%gf{oZ?j06)$>XYUoWX3cEIi-7X1C3(XN^bBvp^<0nv-D~G_W(GAf2Lq5Io_m7D
zq2@80Td6T}4#*=v&+Bx4x&3KXSrAJK1fgO$s_E5FN6h#7Bp>Tr0j)U!p=}0P6&*2s
zarM~lBg^EU%iZt~<8|*6c}^`KcpIL{SYo7VS!yS?alg0odw4}jo<~W^*9t9oabi3@
ziyr}+x?jyAg}O;PfJ}dU(S_FTxwiQpG=mhJUKA3tnfZismFVF1f_(w^Te2;{S^}j1
zke`3MFd{%zR&ZOss6dsQ^A?tvl2B*iZ^~w{G)9#M>UCeDy}Ba4Dj+I<P<nlb9U1DU
zVSh#?_ZyS_Hjq*Yh|=6$r#{q~Q>nD6_;{xeTccsm<rMRiUbSkem>EYhEn@+GWS;&k
zP!vB=We0_}`M*Lt*S(;$qDYSD?<GT8AJ&ouQQ%jllk-v~q*%SuXSP_L-{@)C!PXR?
zKh46c%;x8m!LS!brIyO_rkhyHS5C=iPc-~;;4LT6i>FeBuYH7r1RP&+`h5Gv33MM)
z4H~RBJl<spygnte`%Ln_hV8l4Nw_HxZvp!n@-w95<gt-oUvM3Z8Lk~Qak-a%S_)pc
zSQ0f}_=W}JKsaP7>NGJCQGdQKmvv*SAkUQ>I&pjNuCHTs$!xMXnAojX%v&G^7h|}}
z^R?gNkY6p+L2YHkvpsYTUT-bT70fNzJ&-|B_DcXGDEzN|rJ*$Da(nLW_nlhwF@ohR
zr@wsH%L2X)OTPKf?<-}HW=s%{?h<{9yzni^$&~=iCf0+{%VaAC;NvEF@>dk^fuF;3
zt4&|vL{2_n78cw!Ybi&3BW$A1k!GBxm?sv!r_Nf>k7_dZN&Ry6LYjd4@Hx5Rr@0c$
zAOP)JI$k1Kv>`Wp5|~{?dwsT(1#)^Db}O^o?Z=dg`4h<uxyn%j={OujRiZp9OhJHE
z$<oTS_Q|(~453IIzA<kz90(O!!hf{X?-dZho@0=AQ3G}3$osfG1$EYC4cBh350od$
zQ}Qf%TwTS0s#ob<^;wTuy7j6YV-sD1iPGWPU?A!yU!P^r7F2Ss8)Yp|QB5aevJLd(
z`c+-8fiA@~iiGjEs+7cQf9%j3L~kH{X;o`NM-%XOzvU|!IZa!G0WCnMlzT4?l;4%F
z;OWmY^*TRX`@%o&3~@fkrd<01w!ZMthhTnWpjB9~eU?(mMD!mCbZ>F3{9V<0XnGA=
zwiBs0*asP3zqstZ18hu%0>Lh@S4*0;aM)x=C*kcW9sx5)&{|7T5*T*dg3r_>yZ>oA
zQqt8voanQ??@NqQJSQdf6)f@HRbDq6G>DgUzKf&qvxFl5hJUaz<nIWQ;XRobdtEl*
zuLpsQfqeW%#Zvloq%F_><^t!IOwM~-;PnJ2At|_#E!S?7ZX$oPfOUje^>DYMjvVCX
zqO7&%X8{zxtMP-&mvQq6xm4yP^+Z_n4yomhwF%Vo?Pxly3QUO!Z4^k^twJ~?Zlig-
zzyiwPMKlndTNZVWLFq(z>koGEl+pnal%<sJocE_U#`7ov!;F-mR}rD1Xsz4I&j1Sm
zy=M692wzx`8BcMUN<IHdnyfbuJ1S?}_`iN#3XhPVX_hdVBPAY^nK57{B6ayf1jcep
z83~J3T1E{K1V!v8u>Z1WjRFSR(IrDV_*=}xuFi-btD`|2OWfX#Wb`I}+Gqf}%qJb#
z<5&A_XkRzfcJPGK;SR%gi@->)U<^@cHf-0T4f8Cuh-p#~5{Jrl-~7JS60eFr*#41-
z8d^?lb0E0A84gxlH2#5q1s5a9N<k6Rv-gZq3}`nT?*^BL{h304d$!WIZhaI|*~0F?
zW-k1@HJHsY_xKsM&h4&{kN?x<$xqXY>nJlFdON#DFXUTiGDP6IFek;5)No|~&C4~k
zERPtOW2D_`9C6YYlwuOrK}Bf5_U>raCDkoGXhO!Mo~>moxps}EHnqXhn@_7ZXLPHf
zMv$Ib9@wYdk`snl$}ck0M|ypyZ{}MB!PWG{p(X38#07(m=p&@3*8o%#JM)oyFTsbr
zfV8I5&LOyZ(t*9y*Y3<~p3K<oqZvNID!$e@XE;YuD!i!SopIK^0uf~(r@d-T-+qMH
z+qZum^TD%4v}eA7f!L8;f=fc%j~<ZqYQX#qWuc1Y4g(ZxEa9_U;XSc|%`hBdF(i1k
z&;M1{1NblVx&T2PV+a&EB29zWzx<MloqL*L6j`Iw<Bvn!Bu71iu~!b$lFniM4}eu}
z6bU$_QaUgI#+nMwt9O9;IUy3T-GOC*Lnf1M^^QX=rq^#3$?}Jjdl1XmY13~|&>GOJ
z?lIwqZpe2#8Qa4WeM;7R#npU8?|t_L2<qZbGaoHZ=Msa1CVY*uW%e{wrsrN<ijXry
zkD0gDE!uTmuMvAv2>$oV_D_g#*xh}#f6)z=E7e4rX-;8_9-+w7YPsmF-ZoAC24MM}
zr5Dq(f(N!XyO#v!qn59aF5YBb_kmTc<JKsi_QL4)vKn8oAT<{d_Xo^N^l#)0na=>F
zUaeysHxzSrHsZdOx7?f_CYsWhCeq$B0^o6<;CSEIM}oRB9e9Fz?0!9lG~H*|(G8Vu
zh(}(#m0ve7@(%Pzmy0fVQXhsbJd=UITXZ;DWJnKeN|~^rIvNP7U9hV;T54n?Ku@Ab
zwsA^W)}i*QA=pdl@{c6a(D^SM@Vu{l^O%0R;=bQ|`ti|v?W54~5qY^898CH14p|q;
zq+BwE={30~nLp;)sf-S@(=)(*$toiuPW(lt5*vE`N!ADc5n&EBw{jW??M;GJNLI$Q
zp>leWK7eLbRJCtS?hz#wA6zj1+Y#MLdRY97U6%pLUtocXNG(R4Z(tt5qF<K50Em7%
zFUc}t(T_*MySe`YB>r^?4+prC)}N+Ps@_lRnB78u^P_?lJQ-UQ?cW)d1`Czx>D#?)
zcEfXq!|6m5)o(p`mz0(rfhL(+Ew%UUo+zActd#*^3jmYWFUJ6$-k}<LDFmoA!pdQ3
zVNyq9h`7b(>1+VWGU__u4Q{v9VkAhQJkI)vNmf)F90qEW_ceM9PQ|M2<p*c``T%7^
z+&n<4D%yh)`6J$0!e`!(wMX#@HeCF@)LBNBal`yJOI+_l<<?bed=ES>SliB}2IYxI
z3zD9RwiYh~B*<<sQs;<d<tR07-_e!PZx#|)Fo(Uyt;S9--BNWpn^80N=PXZ6vx*Xo
z4#!vxmI(dDcXw3>U&aE~;ec)xb4<^zXB{oUVzs})(n#i07y<D@7iu<LJ6@Gb9v>XE
zCssNkc$w6Gj@aHi<|C~&!h}qz^uvJzHjTS!?Isid>Ilpz|JTFfJ$}+>Df<dR8Grtd
z^lgUZcK6E^seIKqH9A=<`!51~@lLyL&lG_mNzk*|#{{_Q9^*9t_V&E}Iz~N{4)ZVa
z<a$D$CG)e=gY<kOGJ#USZTAT)O&S`gqpR;9m==(Kaf*3seVqWd2u9L9FEzk#BHZg9
zc}>r2w^YuXWo(Y*n)m4eVbG2RJ0Xs<pLivFOf~hR@i5p%${f>k2VGsEYlR{|=@a4}
z5Y<1tQ%7_)Zs13B>N0IFp}0A3<Xq`*UKfZ!KYY0K%v^%}^8dAk1V3oRAmEsi^X1zg
z!BnqaH>D@WKO`m}6)<`42j~;)J^*>Fq@8T`jq=-7MD6C6g%8(c4J+>-NM;B$Jgx4&
zFqE@KRlPl0Y4*AvCdwQo{*PKk2s9U%)Y4dnao)w=pB49TJ+adHeIp8H>S$n(zE}!l
zU@XNEb9J(IW4ug=86b)DKw+U@qrM)FG8wTadB^m_Z&rL)vtpH4t3VUP5q_jQhuy>t
zCTA;Ua`=8zBm$*st2aRflUOuw;1oWyUO&U;LMr%vrxa<i#c7U`W#|m!Y+)sk!j_E+
zil3!WT7x|`9&eV2%zr`-R>QqYE)}Pph@h3T9_&~OpMJhCv>S5$-aYdrvfS^;%p)`B
zfxEeo*d1@m0owTFeIp*wdKAH2qpojDKP@CJJPi#I0i47shIAPEBFyL=t1(UE+0cl9
z#{;%GK_@49-HpRyb(^>2lhVX2XwEIth!f&R*Xc|e<U{>QrzMKcUA4a69g%d|r)eP4
zU=Gc0EbEcM_?b-N<sDGSO*#<++=y;z3UVn$uoT8zX-pV)ds(fi>%50=aWEY5v!7t$
z;g+#$yQY0>gGBI(;<fZ=%R1P0R&Ydkmzt#<Av7CQN30BKp)H2u7I-7RKz--?;gqLE
zj4rd=uIQrI3*W;=Wd&!+0d|ltk{HRk@c~NN4rD4+z6L8itxao+B;!aGO(Y69GH*IL
zy0BZr9(-p*dSf*_6;wGscdosJgT+adu!cf|qaioSPP)wLz=J^IwP0!1dFWYKWcyT!
z;f%4I2G4gq3q$EK6#_9og08Jz9q#GuwdQAN>ko%qWf-tuUAE{mv~#?C4wV<USy_a7
zj=)Tqh+nfc=PHLstqTv}*KCgy7%2=aKERffZseAVObTBPVgByEkCM1s&g*@gYr;Bu
zS6GIzVhd%;`KjdVzwC~(t&^Pf^yxc&M7;CIxpJ515L_#ttaq=aVwc^w_};X@y~&AM
z=J@Ss8ncA-^zECbs*QU-`Sjtmw568ew^kQ>4Vw}q`;u;8oHpv0wJH#>cDX%F^(D8+
zuNzGWSygU7|1O2v@JGqUEdI>p(|60%(kDV|EJ6dfuP7?jovj{hMyMM`cDW4otLCvT
zeXObAZ~4o#5vd&MGWT-=-F3;cXe-}ybmc|X3bsADRrq@<=jr9iQ3r>B3~%Zc+t;B5
z4jMUmOH^_^ljk?})e1~qGwlV9aV~}FX@}aL<RqQ<r*%p@6Hf!XV%~erF&Dcw`Z@8?
zg!(E>&_vTf+cM3}S2?4dPqw%4H8T<i3U^L+8?Al5pB_F{OwgoaT((R0$?P|JRS%Ws
z^Kuqk>GF=*RYo(rN3w$&_Z&|Cm6RP(BPV}yXZL=!RY;-5!}I0PwlqSvLDM>PW|a-B
zxJU^7KEM!_N=SYCN8kF5a~5^iUn|Q1Jb9OH%iU2)!tBm?VsnD~CG6tVd7(ji%8l}T
z_-z?sXhgL~E6Yq;NW4XKOv2UYqWOCwEX17}L<_bji^OoF&hYLW?eoh<KpISXU2Q>R
zYVCrbt+4E1Y-J2S1C=rSWgo^(Gc-Lhs6S5k_q{u!>P0dhZZt|<8qlptYTn9`Ddv2U
z%a1j7ZXT2@H~fwjIqS#P?3$LLn7sEnzk<8d@TIstdEuu4!yFRWXD#N!b{Cf&N5SbU
z<034o;Y#AIu+pOMDn(~pNO<*B7V@#+WqAW)(HpI5|Ni#0dQ3Bp+`C<hi_it?2Zlt#
z*W`*p9j&dQkCwz|(_uXhFr|ejp0#Z1_sN>GJ@}K2x5rQd?D6o2$FHo>J0*$D&bT_e
z)DKRt78rZ!`1oQ$WZsq$P5k+LTistf(62hvXzsJI-CS)P1Gl%hL=t0k)|x|2n*muX
zn9H;Lyd+t7a~Ah1VfXPSGpFBwS@!`*?4o|ynsup2ZH4rE`$*-k!>|kg;Np&w+%JZ<
z=r+S%#9}+!HeTu{5G`lZn?(dXlY1{zI%#9H*n{`)p@D#|y8^5xAZgsr`i6#xdU|@z
zN1bRAGBWg+Z*73qKJdo*QdL!THr?c6Yc<zd?8jrgj=y#0r7Wafs{_Eb-`&^sQ!F*2
zHDXhk`&=*0Db&cF7rFH(+9tlSi3UsP5uEM1XZ!kS9A|V9a`^7%#ixT&ankGf!lz``
zt;M8uCk{PF3C?(FIOela_|8WQQxSHx@mi0#c<`s}x}BQ~UveR@CP<LQq=A?=)_k2U
zFjT%mEG;c1V7K~)`%0(M=ozpw@vE<I+BIbWo<_jhvK^TG{w&erfb9tZ-}ed6HsC-=
zqAPX3X=Ye3d8_cme(rNFZed8de&7#jqc*CVpYucU0yYq%O7xrar4Ev#gF-@}jRYif
z^w%18In`*7SJS@B<`~Z!EplHs87>u<=C5VZgkRjZ+BG-+eRYCbA0nzoK){d?A0I%S
z?karq06bHrlCptA0SB<pWOg~wrg_H=mQPrynclvIG|D2$V*w*B;PJ8we4u*3@A`9a
z5Rs_oMQC7Pz}@uirZhG~EB-)jUpj8v2E1g0lrcT={t+j0t*HPvXSgQFi)ix?SF@MB
zB7=-DbYtTCUb8Tbba{6ae$DuDokdxRkt>1)m%+WG&Uk(8j}P}ZA7<Y>_dLtlT&Lsa
zQ0izms{riLwZ9`NPtno4f$`Q9wFIluH873Lp*-jLyw?syVyEf==k#enK)^RHM=Bt$
zm$gjx{JBrvG87H?=}a)cCH~!krivebJ0<-}pta?t{P$A3xeL#YmxV{?a<a8s<q6K?
zIT2MCWoX#Zq_AggSM(j%>JU_{kEsGnAULO|-=8i@j6~O#Fbp5}X7)<S2Rju<gp$k*
z?|os+<!9x`O$h2sAQ2HxzN-?N?*dN@oVF!@17)~pj;ED*J%fW%np8|yzsiML+HxYc
zfZ^I9cLn7w<X$0W+NrYV*XMIOXYStG(=U0k81iqn1J3i-p2x>gT8G9nINq=+LP5nE
z0v^kSLm<=S!^pQGpf)5S{$j%MXo-IW#X+g@y0dS|ck?$A*Mg=&&lD!XvXqk6#Ys3T
z@68gnKc&$-ZVtmf@KD3UGTZLqL~I9cS=|$^-`^UZ0soSq;Na+5(fe^8H#fJAt}aBN
zQYaxUJvlo4LGbh|N6}GC6P0u7ds|nflCj`?atAcj;}IKK^Dt)X-E7}H3VBj&1xmf&
zJ@(Mco6!v*bdUo#-t?NT?Bjf?fo;I%E$h1Tdjs|aeDyPROWw&Y`If`^eXB4XC{kWl
zEM8g)v!Q<Vx4gW(GaV$BLrNBw%He%VAq8v+XS@1KYHsk^+YSwr$+hUvKuE^M;f4y>
z&FMIZkvg1gynIHUTf$FD(em!us_A8}_%{YAi1OU5i<Y$G-H|fSwrh(bl*@CN`Sn`D
zf8Wq<LyTx9HB2Q^?|=;MB@dnGCS(vtwr-hd9`_L4lJ>m%xsB<@S}<9p;cc#KZk}n}
zStd!o*K_GDQ3izyUVdg~g~1DY`~7*gy~PHlc{%ySlu{$3{(|9)i;E3@6Up}Kb$+ag
zVvPc0?OgxBKxsC)p60NgBEDUHDIP4V`Y4~Z=z;!0wT`(_qGdL#iU(~3)KH(4?S^l+
zn=~HW&EJ)G<DID4R3@>b*S~Cqx&#)=_vGWV8RQKLf68huPM_^&J-&pr9YMDacbn2`
z@J4my#lNHW(|r6>mTf?=R7iCeQuES+bLy+;57#aQ|Fg;6s0F82VHn=>XIN#y4}aLk
z1$td&LqbB{AO6<Q4_U7$OJP91S|A>F_cCmzx-l^_r2dutW_gJy;;xf?9Y6oQ<upz6
zLl9GMZK<)tY)*OkbA0^yYyC9e@lS}z=&*eNdtf|<PRdIloj@-Hd~;!*>BHZcMJ#gO
zE^2tk6^<@-pepgqc73BdaWDc?t8I5{Q(}7l*WM1byA~{sdQ#oxe;ve_qF>CUwgl(U
zH&A4T=Mw&Ko|*D|L!O1w*6LmR;l=JKrNr8AIqklF{PgnYJ;~<*NrWeNw;czawB}|c
z4MXohTL#G?!xaBP{!UZL!S*wgt-9v>8A0Q7+dam3^>0moXjvT4as_Wpo3iXa@L`QP
zmoZUBQ5yeU`;GSODQ&#n%;*pyh1OKu164K(>?B_KzDU~!yMQ6F)bd&23h%_i{1}=q
zm)%{#THrLB1PRH8z(rMMC8>Jd)WARiLLx%F)Aoet2T5tu3Zm>7@83gyi}oyxXyOzx
zIme0aS>t&D9HAfSTxDf6H0Aicc-%Dk(if+(!ad{B!cLO6$aHb;J9ocl%&zCcU#NTY
z3*GqfUwmeiTcU3V$t6=wGaNYtF`K<2&|u99OFglTr9TRsg2$u({?d?s_HEn8fF2a4
z!oDS<Mnh%sE^SJ4`dLT@#>tV7o{qfC1Lf1>9+I6zvbKnIZH26Ugx#@jNy1zrE>6<4
zuVj(BvB^3ijR#P*&V1DBcm~=dz)Az&V|KvA8*Bq1JN_MxW)W=zy3*Rfi4rv;0aFp`
z?k@dXNl|eM{wGfl5Gp52q&*ffxA}U#rd6<8Wb_yB)2N=Q!t0q8?CoD;C=|KLj9;?D
zDNQac+ARek%96_m7sd$Rr7r`ehn}8?*kZN!YAiGMBX?fD;{!sKEW+N%J+JS87~S)V
zpLJhZ+4?izZOiFfQx|)e(ji!wCqLS7x|4XPg|$$;D|~ZNh8Yr#P`J0`;Ef)(+%Yln
zVy!p43wTn5!%X*pf~bE=3Ndh*BVPg{ownOeMMXv2oKUdT+9YRXWmT+920;={OACGM
z|AAVxYY`|<YW<xwBe)^F$DNg=BiQK;<p(SQvKZpBXG%@C9U~pd)EPnfs8ZhLPW+5`
z;$0i@Z=hWhL}pWZA26@w2j;*4ExJ_f7Ml3OrQ_<eu9;@yF+!nwn9=@l>DKzDYQZF>
zMQdBzHjDhR=ll1X@W;o;KzN#DacPMe?5m!8RqW|LuUjfG`VF>>=}vH+utc<GIzU>O
zUh8oewx{Jz+6-|LGh#JfA3P5bMLs<v_2RvSKvbrh)6t-;6Z8$YUf%T&X+slB+ak3H
z0VkGlfL`gWUde$zkmNQ|+fwsHm*janjx-+Ca%{+SO}y-TT^CyXx(P?OA44F&(!6BS
zg~&x{SA9QoxB}IPRNBVoSOyjk56`(ZSo2KSc@;D~0W<Nq1X}p3Ymov8mGV8z%Fc)3
zX2`Z24Xug!((JcmRT5*-iEKFLO2V3$s-)qHk)~%SfmIBlYB<;`YBO6MKOx%9KTJuK
zMSJtzjvvqG1_bx)b4>wAAV$v4g*Jp`zN|OAGY!X<W(}$<!gTL3Z4u)l>|o<_OSwUe
z(rp{`u!NIoH9g51$nDv-AE;aqfKjRlSUSeW#q|eHZz$l>GCH1st?T2BL_Km2j+cDU
zv-YSrBJVAx-c?&nqe@Cj0vl0ZC+|XTg-QEAYbDcZmTQWY%(h)EDazO?mw63b*A6;b
zSmMMo+dD%zGLW;VMs_>#P$;7@%jtPY3EIkn&WFFSlDUv7!x~LY*Zz0d{AlgB<*tm)
z1X@}8@UjrYo{^G&PfGqJ8Eo_l+1Zs><30eDd;(Up=NAV{p;-J^E2Mc?uE4?%wi~|f
z1$NN750;w7TRq*a=Bp(O<)yI70Cw9vRTm9yei&x6;&n;OOQ@z|q(t*Z>dEgLyEKP$
zx0Ft|C(jCen=BnSN^}pj{~**$O~JXJh=y`w-ganx+^$9k6g{4x7(1=e-yb9O$Z((X
zSau!a$~CGf?#QZLet6=M=Pj<U?4gp7Pcf*OHBX74gd%MFN7*Ta)oV8c&1_Q%@m!lN
z7bB=}h@(kldg*?r@z-jwoI^GnFrskvOP>8&*2I?;Q<=lUB|sY1E}qSb@$x)tbj#au
zV?Rz}MfLs1s^Ez#&|4tpD&qa|8&R7wtZ?|GybBE(4MulYDPcS`MFl?M$Q=`%uh7UW
zOCF5n#%S7yywgO#yNZh{hm+eFuN+R!POT-9nj;ZQdnHRllyx9(sishi1gug%!oY5H
zK8vR-idgxRnjbKii~n^I?bh7hB%7aXi~4M_tPxIE740GMDs!c0l-##Xr$&ijo0Nq>
z*XH6%-{`|R=Q|d{A<QieYZew)G?#!v!~_0=3xdhg)(POX!NP4gKa;q_f!6SZwwSZn
zT<rTxBCJU(l*hbv8PKixY^=Xr4Yhu=bDU{XGad|23w^rA<JvKp<>2dVe|L4E%X_#1
zkQ(&CZ0j8Z*P_Oq<1Zv?_WW|E+r;BtPb1`G`NtWK9opd3HICXO$+LD$ERB8hn#_~u
z@1d+xZ5DcLq*-&VUPKax){fw)HS1xDuY#h<*>1<%kNA{zLZo2ZD6}G8W|?qd6fIru
z1ZBdBqjini&vO1~Jpb>`eAbgf^5N@K`pT2Dtr1+p;%lDLLU${qDF=ESe`@gW*ea?b
z8zFL<a_|rI(`Rz_Y$*t({K?EsV5Y4=xg<5#<KoUn_lnx(IG`*Lag2hm+N~=^#Z|I}
z(`NbT2k-7B;K>ud0tFO3!EaQPp1C#b;H0Z^WoFB)LQZ0LVjia7%8`28WbdXsKuF(j
zNl&z~xt#2fSjWphTXPB(U>S7E+x&NjQp;R)RLZ{E)zo!{dJ-SwD%O-VYjD+2P&u73
zx@ffgVzPPJ7ra*B0h(T+7tR_c=N6fyAm(>mNFT#a(ZU_c8)I%!Oe<CC@$2W<NngyD
z?)7!FE8p@npb(E*B>$!<b<$@&fs2a$@$Yo__;=?eYCL1UjTW=3s8e*3Gt!2XpH7Z5
z*sXg<t^kI~*7{l)zVoZ`?C3yN{M(*=^br1U&0fL%a3k9<eMAg`IYF`uf4sbOtG;j$
zWiZvs%@afZ>k4^+`IV}$uMG2P)F7ZfM}H2UwNencD~qj|aGmpgTEHBu>$H2mgZ^t8
zu2Kn3h5vaini;?5wgv$2;jgaR=-wS{qIzSYfS(!79yI?QT<@Sh&3Y+AEG(?_EvZkv
z?+EEFr5))#irMx;COefXPnccyx$>oSeS>H-^YfqT#Sh}|uV^8*An>{!1O+**&*?tw
zoNyXEBm6~@nn|{~-1*`uK@K5`t%3tPfW2Q|1iW2opVrzre#9{E{8|cu0*y!(vxoEu
z*E;1l2GQqrcM@?~j^tgHk2?&hK~f5lo0w0HYTsc;W3nANb^H8CKB1Jpv?Nm5ns&JP
znI>q^`mea=Q~Q|TN&RSkqvv$&BHl*D1|m525}>9U9g!ZcsQks4-qiB5-$35=QRt}@
z6{Ws;kwqGsuLsO}8riCpmyVRiX*jXti^&o*h4k7h>ml+sw9lO-wh6&YBE`uyC|w?o
zs_n4|s{6`rF!3Zh9T1Ap)AOHP&wWeC-!`HMKSfpfcE3ruzW$Pyk8Q$nfoZ8bz|tXH
z^UpNAZ^&q1P``4`ajCDIm(9-cgeNqH&0-(!>T)Km0VdNk7@Zy)`6M@n5i+v(_gvex
zHRud@M;qZTzA9$+_Mkgg_mH}ro6!f|!cECX75^tZY&D{{93_-&hakEc5AT%>5aBtC
ziHhsBJm-W|kyNVCb9{uo>YTjRg_jXI!@TBNXC2Qe8-pYs!GJ?7Tbx2(X7?bEw2bpb
zK+7BGM7!_V=nu!)A$mvbv@OuqakU`wf;Ko7+PvqJZWNA;iC>0$@>%nh-CF9z2k<ZX
za8gnOGO$Do`#wOgvuma8Y4FJ>EWsU7aI@CePvTH1E8&am4%3D`Fg2(S%UsM88qjSu
zUWQxp&~bzITZvj~Ev}TU@p#W!yD1H$hie9@ncJfG%_9vLF=)<3^sKOibbY1fOE;|i
zOx<sQJ0N-CYh<y3{9l?HD=E*c^{r_h%|bJ`9v}Fb*yi5Q9$yx4La2=;7x4d@e48x8
zmd6AijbNq{bEjcmaskAmJCBdCp4l8j+Zv{EK|xYnB(dZrVsyvz?Y-r7wd-8uEYHEy
zk3Y-b@aI6`P>poak!(NgGsI29*^XTNBJ5Gcqs&J-Sxb7yM*=%l*aP&S2baN;)kqbP
z?_T+wpj{@b5FTh=YpaW-m=%`_{35oWMf;qN{~g+~KZTAGEd59a2RdsI4E)0;)=OKr
z@Ky>)y{k7^I$x|qV~pk>I7$6>3%Dj~;{ynFq5gAO5Xg;@2MW_vd0k9x)d}kH?zmZQ
z9+E375--9ay8-wFv2`1r7^x8rCHz>n80M&sr>l)q5ToY+`^+v;y4a{suyZL-=;gYm
z9ey|sYdk<p`cd4BKtD(PgH&LAocP@G*T3&TD@`weOJ<i~^W$5ZTK=8+Dl90{Qc|})
z&#=Z&jRa>bfDvQSEg}dV9h}E%3+}nq&<cj>HR;*O_ui&K;5QkU@V*G|Mt76^Q4-IU
zemEJG=pQ73C3~=n#zTi@&cpQq%TlhFmX9*?_~XduGwj!N8vp9l&TbSJdm4vWL21Vi
zcX|a507>G6J^O`3tme00b6R{4e*}>t{3&U<sTIXQ*OG96#dP|k=|>d<6AJjWg@5$J
z`?y^T`at3r6#Cv-#J^L6^2%axK{P;c3)6TLFx*10WxW#j#)~2Dg`rrt_|FO7f%CH!
z%*}+sOOj(fp862awt1EvjkrA}k3tchoW^9$Gq3*1qzt(k0Rn+qL9qnXac9kO2)VK%
zQnH3eeA_$zOHWC~0Zpake075JpDU_5tu7c|v#7()PE}QHdsg3qMEGa_tLj(H*JDo#
z{9Y#^SD>G6`eE-JS08vOvIA+cZ6*aoC<K;|C+@Ka+de1i%8}I)_a~-YgE+JOv?VEG
zS}6GiQ&v(@5#MjE=Y(L{b>J;)+2)r9M1<+JN5*c$r2<ZHuNo;5ewyNQ9DvLfQwhY|
zB_2n%Hp-S;9Vjqv%a#?L_>Xp<s1Fo<jLLWhIZ*q|4}yVX#+}QP0NQImZao)w-s!nO
zHQ#<85D%!<l1Lx6Gz+Cy+=-dqaMLJ_b46cJ=4|M1M87*%r~mF!S+iO|P0j)bZf~}H
zW*$_#QMH=9*vj{7q*<>v;D{P2VrsX5K$48L{lHQGteAmN^$m;B9R^jbfz7|ROp;9>
zDO!jVl;{0wjY){+({=7$QChF{3}I#NPN%$6a1grWcJj|Y@)&#ei`obJJghm?{3{nE
z>}Z<j8d+qv4OyfvXO3O%CN<znV)OBWmy$DOU(rP!S^F`vC#9$-xA9qweX#6k=T0WU
z`BeZvhQ6(J!B%QeP`*Pq@fiDZDJ<%unufCz!F|){Ur2h^UK2YAqH>Var;!15|3w+K
z$lrwXxF#kJWN73p+Teo@5YAU(_SO`Yk$N{#<5FkGz~I(CP>4qBy_<b3*t7_Ime%Z6
z2%bF5b&{({d1mWk==f<{{P#uwy(PGe(q!gDP|Ogvge@Wr|HjTDjkM9iV%TYV2f`oA
zmv%E78%CSOdf#;;<Xnlmzo3U9b8!b?<w*MJtOfubPgw|}gR}^*ZmWNE%t%MF`iC3a
ze+5`QVVsw&#diZ)adR!!ACJd^{-g|fkMaXaAn9Xzv@xLv6M|L?+(cdCeDghN$XD6u
z_AOwJ>BDY4-`>#y55TNG;2At!2bR4_v&AFD)Cm$fVlO!7)mL}>G`l*rb#I<0#)P{O
zGakngN0+$-NC_Rr*hFV9SXBB0IlQACe}M(1$?snG+m?!sd_72*<5twVPhN<`rvNP<
z^XZy}xvOpc9O#|Z7_wq8J2?v`H%1sfKK|;sI9U(q=Iu5H@qm9flIW`8qoQVwMF4<%
zUwYr4Co<-VQRRb<W7sR_|2qyHFtRzX2j@9ON@pnX7NvdgOFW>YqR-{eoPS)HQ=K2B
zQ~tBrmCRAVt=5H-pIe~u5Buxg9kTA&F)3wBvwELBh2jh`x^g0-fmsz*0Hp;OSOmbu
zdf-j2)5mJ|6At)ubkCG%IdieGD2$!k_<*s=)LPv`!)s4+iLcfV5k))u?V54~%ax^B
zrvMZRG_^L507c%^nm|O)YuN!7&Twhta0h^VM=QJ-fj;sTN!EYkdHo!d-RiHDk&F`&
zflkGzCqUVX(%3KLaKn7Qx&W7xa)MnN&Cy)4MO~9AXA^g2qir;++z5l6F!cj7%`fMT
zAJDr&A2{=8RN#B_k3+`hYOmOM>fqYQLdPRF&MJfi#lAQ=f`_r7R;}}@zOIBW=0tqx
zjk8#lhV%;M`Hn|LJqIRSl7$RVfz=DGI-6}PU8DKt#l7P{`6fH|AB|W*G*xqwQ+7uC
zY*8tyHRICZ^JByNDF~WhMLnXfm0yybUnO=$_YW{Bo3J=*!jDqgMuqx3FZ~R<5-KgG
z-Zdkq5a`{-PpTbKJcto5_>nc0mBMnPerOwg-QDd21CrE^<g^7^>{;<94d=5wWvd>G
z*6FVh9qGxRp@`s2uc@IRbq<GlH$TTFjHS`J&oMslEIHG@bNrjkf`eVg^e?8w!BF1q
z8M+;NP|A&$d=CW4hMeMQ7`x>RdY)XGFcb=H=zIJ2?aJO<mDy5b4eSWXA&v3BntpYz
zy>ajb)_^>~8W7aDbRv~c1w;R)ViB!2TXRAG{xh*WHE|eSP26!HBKBZ>J55U}zXwxP
z%J*Sj5H&RKp>K&Q1{@Bb!4lN(C@S7Ah?o?3w|VJMSPu___)ktw4(4ir%vXlEswzH}
ze0uRv0d_~vC@NZSUCawX|Nd?n5B0(y=-YLkYPRtjJ1j1*t3-o?!ltYE?hSNz&Y^v|
zuEtcW3nb<C(RFB!zDIn6!+t?Qg|ZGNU^^D4kW_we&ks30;{X1&X@)0$i~D8o&U6tr
z0l~W`5&@2zqXxjB>gm&`?O-Yr4h){wz*uT(V=Cxv+TBvF+&QHxO3x>d6ql_Oaw|nQ
z4}ThkUZ5XA#05Cgg}~d~SUd3PVA#p;%VMv0W%$X3M)z9Z$7J{bK<LP}<E2H4O1d2b
zGcTC<CM33Lu%j!G#2D!5kHEh&m?_q%2M)4cSAS5<ACo?qmIKwfg4(SQW4wOgPA59U
zOENp&Jdu!fm%96Xb6THtu`*wule(X{YJaSm4CQqZgoEYr=#**cQ=z{N^~$fpB^155
z?x(E<-wXjFIALMAKYB4YX*OxwR2?=bgJD${p@P10c}-1E45jpQ;OGX7nb9)5AGrAM
z&y?=K^$v=N=mjcyIfg-TpNtJ60wQa^ro{)a$_)(mE!J#iDi(SXE+yvEad-#*z-ieM
z{$1HhH%0`W!BThZ$&xf%r+TA+a8fYq9?CbZfrU95!C?jCzhE03Yk%^wG=Epsy=l%+
zQH?BJg`C2)U<$__3jMTLZ!g8iH|}}u&ix6rrB}ai&?eNKxF0v{-u}2e+Dw}KKs=@+
zV)kWmPk1U24^~<Cvkvb~!v%J}$lXU&v;8x1uFP6gq;dWor*_mwPyV$>oe5Wq9@f&R
zZ%`2F{GW2j9;V#K$VXc{!(Zxy11u1uW~X#!DWi9!yDI^{BNhdHdRAy1@x;j+^Eu6T
z!g#IA1vFv&St>e6GoL|k2~s`}fMm1X_)O1TlN2?w!vig9{px~NXa75A5TjtP>WvWS
zVn-b^GF#b5m821ZQ!?{S2MU?;mHLMdADT}`c{J0o#{ImI1&Ehkn0~^1{f6(QTL7%4
zL}zdPNmAQ0v?r;tE7$Xeic5OF_B}`JPS*?UX!91;(Bkoz51bU?92sp9pmO=MZ&P;5
zovo!CU1uwf_$<*^bHs@U1po_`ZSp<wl3(21&6F<q-mqYUe9;P!?g?+k4QC9zx@W7O
zk;Np*rtHdl?~Y53rpAOOu69PyJ!;tq4#QVcNOEB)NXk;O)p&*VZr50s&^Q+;qYf}^
zbW!*Z-UP`FetCy>xz_R2gR`)~hWd{-O8x?Vy_aSz+aOTyi5BV~W@u035uRETUzif1
zW4fS!&4LG>fKjjYF8x-87VndxVTI$S+$(+$f-!+dUNA{516Mr02-ZIx9t37!ib}2F
ziD&(!`-$U;V0ltZvlY3<TpyiGVXdY0Z7tU;+?6jVNG3|1`A7!KyZQc5)V%qx5xvQ!
zB@!rnmYDLGNC@`N8*MUx`(>fg+=Jbs)L4A2HT}r(yddmZD8aMHrSo35*0tRpG+nKR
zGUZTSj`80XkNy=sdtHWs8kfw2)R#B3R<l`QEr+$#woNXnstXT#z90O=@=hmWd}=)D
zBw%#NR;%Mlzvzqys)K%pj|QNwTjE&5@g3(Q8(iQRMJTZMk@oy|=x8@?_O0&hJ}PBs
zdi+#PJfsVf30Y>-gWjLdDztfdHedfuk&+LPkaeQCGZ7}<#(}(Hrg&*v%%f+c@pOVQ
zx`uA~4z*VGuWPA1V!8wP$5a;H0!t(Ed=KYl)zz$udA!7kY^;ug{i;j+zzj%b9>nCR
z*s_>f(TSnqWe+_eBa1V}_q5e!;|O2?q6j5|7z4<tGesmhzpu#;r+mj1eJmy-*JLws
zo0~Vchz#^2C)@ybsSi%`Skbrs?p2~rlCw5zra<>N3JYR6b)$Vty<n6(wFVC1idpug
zXbmI><&5P$5s*Cmf<WRuD6b43+jy1f0?OLE<AkB7(ou=Cu{L)e?}edVbewbQp8x|Q
z9W+H>LR;|C_x7^gS~zion-RFsBuu4H#IiBrxeA(DK*JzWe0OU$gm+$VZ%rL$d6)}o
zPYFUO9)YZ+WJgh1YY2d_vjBQ6B_FuOXkub=^~p-Qo=08UuwrjDciJ>s>tlaaE}|r1
z!vwf!lhCX0V#hUrS(`jRf~AUYG7<b7<Ay!GsdOQBb^2MkOJbeMwcwVVE-q-rtM4ad
zkwmHf;f=IxrxfIq*^}-0ZEfBSdTf?6U<!!R`fy|UYi{n(q`bg1NDZ_y^b7bM<1Z3z
za|}8nig^9F%bmPASx(nqJ7Kuf$?WPDCJ@6&A@hv2uGO+FENNd=Xh~)e|1oUL|JD0B
zF5MPi<m*7~aEk=Za;Lxo{Ro8W1wnX72<;^u8ylXkuCD7&L7v@e_cN2Q7+v=qNd}p{
zy%N$;xv%1#FYwZ0E1HrLDA*?7F;}S}a?WYez%YRcfw2p#*YUTw!Z<AD)SN;M8)pVh
zJ_rpOuR+%os23>)S`+Dce2uK!TZ!k<+vDc?%DIa1xA7?{bWbFJ;$rX**_0gzO^C|L
zOw<pvmF?Hop?}ZHin#(8G(1kT8Gau;6S1)`;RIP<W@ojiW)n2gUDM@1C~i0kR7`4o
z<*qN`>G#+77g=BLWd6I7gYhv*fwrFm3;X1q&cw1c<#-JtR5E22VJ`?@@K~bJLz}}J
z6Er+DF_-T)zbN;o6slP{;6Lzw-)6iM&iFcU4SrK&Vp0onex1Bn-ilG&kBHP6jRi!E
zoBz6|91i?_Oi@ia-^S?ORIl*3^cUDP00_$p{0Rmsy2J$eq>nCdNI`HtPPO=h_3ciW
zYejo(8Z*+xs80ek>3Uj+L|a>%KeT7ewl~h+Xl>*I{$@@-Xd2X=Wt5V416ncu9GGRp
z&Y@evyvGr+&f}fB2W$WhYsWVe3ENBe6-?{+5&qPYYnSZ0!YFziSJ3{Uz3o3>R<D0=
zE?e$)K@qNRIA8_#85-L(T8Q#_Fb^AJe2O?Gu``P{VzS_4lej+SAWW1Y&W^#I&+q(g
z2oBmx=U*ZU`?C7gL)Yf>x5fC}h9HR{-*F&#*HxTz<B5lhKe&_^e3sPEK=?P(Hb4js
zi=2%|Zzq|5v#d&;rwXl@{#)FAIsQRoNX*wxFH%f`CDlpmZ=fFIZ9(J%h!oD3waMJ$
z%6sgI-5NPgS2*1?pKsYGoa+LBQyhfr^p+R<AN2dkk^ju9<eQZcL=!ViE}3=vJ3=<(
zYZf3&@Dnc~RCx(7gpc(u_pUB|cQy7gN#avk-q<z&<?-+pN^b$D!SYK60>OLzfSfiy
zM8@>!EJtL^>5c)wRY9HE)n18td`<`s0l?dCTT4<lDao@~P*p^)%ud1GPm{+$H&;k8
z4GyX%gBAV(>}2T@W#~2vC~Nc6ee<hC*?{{cG6pAKeK|eFnLVgc{sGd$Q0euxu6RgE
z0{m0<Vq+bTntR&PrO|{0`3H}8F90o|u!%dH=XZ1+4kO|~v`<QgO?paD&=f?YbckaD
z^eO<4M0kl^V4rr#m&$36u+|qTzSQV!U~K$EO-=1=YaDSXk*UqJ&%R>)aks2ZEEJzX
z-_#UEUS59tL9Nt`Kc0N@y)ER!RsDkW!l&yxb;XQ?*s`-~^oi|nxCK<&!D=^PH3bdG
zztBp>RVOWr;Dl+D;QB3SxHWS59$>(Y^(I%S!}dhE<KxwQnCdKJ7{saz>Daa?$Z0#;
zw@4lyZf(JI`U$WC76o)Em@+QV=Ed)eAnBSaPy%Ac-7I}Y%Cup`9GGRzC#b8dtM8q*
zKC*%$A9xmu++OU1!CH3)JI<<^VKA(u6Saq9Vx%NKW!F}OY9gD10JgKQdam=c&746L
z2K#*7286$S16xXK(+#}Uy6ohLZf*@ZJz;tn>nH8Sc`nX`W3Dwovzz&Yaz}$C0;RWy
zVgU&W6xQUdthn3T+n2+gxX#~~-SS+oqa$!}aaS5P(_>i#L0Rj<d)$q)vjDj;1*XEl
z4$@oy=4^XwGB2|F5ipTD1Rn4F#KMXGtaSM0s}v=0w{rs(HD16Gn($;`z~h?E@nK(P
z%NgB9`#k8|;ytPzOC%U(HS$9U&zY6?8K?>W^+gU1pp#Y!ZmFT9az5_KTKYcW+7tbb
zcXCpXLzV+j{xBJ$>O@<{hu^k$=-iG0@H$9-qyr0ue9H6_)J0&b>`mDLc=O*+&C>FD
zZh*cU1%s^8nh27ZG>17Y;V$=kqF1lN{QZ%TkdYIfg`mnNvqo3`o35J|cuML!bs$_v
zE&(59VG>-t-Y`NxYzi@bFwq8XyMC-xlgHYJ$eecP_;O--5^HsjE${HI|DqlH1^<35
z`)rob<aFjJ5-CQi*{lgb{yi#}^PWn?Km7x0Z)gArDBrtUz}PzPz1nCE*EcUH#tTA+
za2;aF&_g)z)0uy>tYozLQfh%TV&>a)6TCbdHceBU*KDcIH+Jh}+%u2U5sqBS-A+*7
zAI)2qeK+X(s`zm|;H7R93$yb`Z|@J`zJ{iuj5BdDF{!!CtkQgSVQ=baW?C@KEJ!w$
zx{-5|d%UTbv8#+0aF+l>K05ETSZ?x(`+c;A0Hq#y<3BaN!}#DT2d@1Ez#@-pQJ=so
z7_caHn>W4q>glWEf8@4kIql|zkT&@tS^EGOATglISR@R|QP+2RxVu*Ts7#;zc+`cJ
zyRq2`>w`d{hMvf%)0xWUn3HJ+M65F{A08geerCc83k&B^p5_L_Z2_OrkJ(}vyf<6f
z6Rn_|ll%>Q(iz#z8)NfjX;THfb*WFO?^icWBC*8T)FS<|Vk(@x>$4muTxeD1tj2ZW
z)3;W3f52d_eoh#mUkXo}k{ZtN(q^la$20hdPtdE@2FCe>1RE7a)@qAM_O$wFMz|KY
zBu-3%(jgZV3hG~$8yro+WO^sPE|fb}&+{D5Vx~A4Xmbk9($mwIJ8Vc5pta;<(0-``
zEJDtki~Z092CXcw`<q`a?i`DY>w>Z}GGS*rdu>2wb9|he{zM*XtegT>-0XUxci0@_
zSWyS^J^z9i4QXPj<)GCtN&D&+1fuLorjBW=A<n1UD6pFDd{C68C*MA=usk}3Kz?EV
z$Q2wU^J{d7!=9d8gU`#-Ovzl73_E%i*c`L4tnBZ5&Q3Uw`wRe}VV<3XLma>XIdC~I
zU{a3vx0liy-}B@%5?YZgEiGYU;e)gc_lMYf`-eL1a~&N*_lHGK$44G?JG;96?Cyqk
zLu5Y?8O9_hqZ(c~L~=h3k$`wWNl}$WU5_J`)X$Y2e`)PzZu`OO;3$}^gq9>uuknXl
zWJXxGjz27_B~(176OjMMpYc9BPUf8%Bza74VYJq3i2gc4-8J4brm{P>yS{|OZty6%
zz_mF;(ba+&ml-+RJ$3w#KhxDpbsa$KQGFc)U7VhMGO{>)l`h<2DcoqV2O~Uvlrot@
zPV=%-Z2D~dmfDiPp+HIeVd`N=rNQ0hnZ3;CT9%<O)iT|1;7Hp!G=v5eV-vq*eDYHI
zArmbHAG9~VxTr1qSM2KmXyVB*t$kLf-Gd|tI=-|FlebRR(t(#e8eQ8{kUY1)ob(Hj
zAXKLNCrNegwWrqNg&H;FGB#)BTdYYM&^``~2!bRGz4v4kg0@ixUFuc2TfV3Y3c?*D
zum&RY!XhHmYe2kIO8Of_{1U`Lr9uJddOtRRX7Uy{F6Q6<Wp_I<GN*Y2{K-FC@0i?Q
z)O-~6%io<XlfD(jn9`^+DX<+I9BkZNGd3}i`Yl~)Kn9soZ_%SF2n@7$`OE&-ThAK{
zYq&8fkkWmFDEm>jK0v6XnK|Fhdh3IZ4$kqw!B`(tejkO_tY}{E9fjC{r7&KfWtN^R
z-&tg<PHf^0M@KYSgyaIX;iMhI!i$pT>QuI!_e8($xie{f+&;7LI*`L3j(!Yj)xlY1
z8yCOhV{W!|;Gx43AdOe^Kn0Y)Q@()CS%0T7^|IiAgi6txbml_E`27nS?z&L90~lZS
zDq5U0+QOw&s}A#gXFApbda*qz-k4$5nPW-LnUawaDddM-;Fq2oP9~sx<F(QbzwIum
z;Zx5kTh}xpb#Z%jWoAEP^zJW^{2RJSrjLIt5r|ANKgmn_VY5HL+5L8i?0rx#!KyZ(
z0h^0Z3vg63;ys;~G=ww}`N(sOd|Lus%)+HrJ_Cu7(ZpI3Yx-O{(EWrUi;0$>0=7yI
z0BCZKb0lNSop)7fD3qWMj*eDym7;}9Nl{U+NvL<6z0StPzj4}=JC(eR+Fs3irW>yc
zB-trNZ**g(p~tJDG?~!6n428(D`_JDt%yd}`KHC+N%rj*djK|X>QwMj9B9Np9h1sZ
zU0+?C|Ji*r3koChLYq$k6UECIQ)||VtJwC^rNm`b2WRB(3qyNB!9YdM!i>`f<LG4U
zPQsB!ILPCWllLHGbJ#9-1F{N?jKXTW{0ev}ivnt2u9$GHUml?RiD+sPfulx+C;HI#
zcq{NuXi5+dG|6sb3-YO)Z#<cj+JJjQGOIcHv<M#jGEcCKy1~`aAI(%Y!WRNqD8t0d
z%6u@UEFd&=#@&1IB6BEi3~N}TIX3^Si-z$o$SG#qBpFzb;spG`!6L&FGkcUoM6s-m
z?egueWV;9s%HQE%fIhhnI6;v+*WQ0$lLEvfv1!N%@J2$@y&v3Mq0rTnjUiW9#?sGH
z7j6Su)+|f&qCfJ@dUHk^;jvg8)+NpruMgWETZgS-br7J7F<3{E@Tj&t#;fT@w*p{m
zS8>KN7=ZPLAo-g8D*t|CAM6k2T?YD9nme(_J+;rZThmQqsHs2H!TsLHP>RghT4%U_
z1InKq*}q@{I<6GUc5_)^De?2O8?l;g=H~(x2n<wJW{41dYjB&JvU5!AN8DBG8c&KH
zo#i`@Ny5F7V%r+cA|xud0jO1&fOWOE)bw&PPd<@_m0IT8>m^n7d=Hn=TI+>R2a638
z7mj0m)W!`Vjaf@gF5-1IOF1S|Am7p7oKHI8gEEhn)bmWCz&_TDk<Dh2vp}x!X?lqF
zF35KJ<^_|aYDRF<SD+GqQIoonOY$F{6jq(HI0cpv0{%^_;|N?^<wbJyKun_gWR%iq
ztQ+dhRjl!)AQrSbkLHipK|x`u@1!rr6TpC#*j5e9mc;?|6KybVp$}FL5J-U6xfdwd
z%-!w><LPo&KI!U`g15>PM!<{!+%kGVV45D9jz0k$EvdP57@5?=gBKvVWHbvkYGt}t
z;2q=~oaF{{7l698=kEG6*V}JP(;LuB!w5f!X~z66P@?X6V905+;8b5LvIk@SH>__E
z!OZk44R*kIV!VYbb8ZR~Z<;y^D4d<TdM6Mj8!ZzwAH3*^%(+}<!^%{BMOYW?seR5|
z_xV9)i@v?wV*|`I4bRJqpFb4IQL&?SpNL80NdL`%?$B8MZq*rlt5dEI52Nh^K;Pha
zwPy<m^~SkfgECZvh8$6OSbmBJPc}X#HnzfajFhISrn$XLU6CpIeK0h8)r(x6cBkM)
zd>#zAVmkjSV<dloF%xI_{<8o{m>_6DtM`ozg9-WW<3SUOo%HP)Ny{H2y0SgVF@|=s
zKEvu;{~9eg#^q%De${`Ei#;?-7dIFa51X*hUr&7mSfi1v6Da|MtW#db2h)f+4L309
zX}-T$uyb(%ZV76~fZb2a#YUdyYW?vw(d_4mu-P<`PhzFx8TUD1+IJ2TlTH>;Ebsbx
zt$$-_7CyOJRoB9*NGQE-iUV4;`n;GCGaF+(+aQeHtwKe#*^_6UT;Ix^&pbwjO{fa{
z=H-hOhJk1CadA0kPC-tMVTUl9fFaEzEtSdopK#|*g}0jPL=}gZ0TdtPz1B3kmQewx
z5)7unOhZB5<<!slc-KxC%J{(LDeE${O>u$PkZh6z3KeFKNr#+ET*~x=12iTM_jG=8
zmQ+wSIkZC0Ezn80abe+}McnVpmz=Qim%6S(I|%Yds9=@g&&V6uskNn!XX?58xgMw?
zpiH;z%bH%(Xd#v$<N*g;>iKy|UoDs~KH9xT2%u%~65O7|D|h}k3MgNicV`5lh|OF4
zX=P~2Y$KO?RWKbkp_sn1QAcp`Psv!S@2Vx5u#jDAvqU?+g}b!KVY3(n%cyC4qT=r4
zO3VeJST{(}!alGv5>}41HvIbfv+X+vH06oUved-9(@8LrK~Ax$`&CzSy_z`W6V+$k
znNLb@VKaazlVRA4j(6CG($1uZDE*_Wn^I{$kLE`alTYIg0PT*(AUfXCHZTbZ0F3^#
zy*V6#`?J`o`+ESCb_3mQeRG<Z?bIxkS&pkO4YfL!gi5Pu5CWM>_=}dfO;Lluq&7pS
zV&@pmlelwqUKj@3VqZf!_3ci%cW{pHAD-?f)PRZ10}v8<pYhT+C?BEwaRkhPzr;Ld
z5zjbv`(x_zx<GO=d=<tube&8Ne^pT6GibhjA}HE-Ezf_Aq@bYitI37whg=$}si~>8
zoL|3w!igtyZ7$T~T8s#PuO8K~(oXFiYDgmWjAKpL8i|ziUvLx@e-7(nOf3NZ-kLh3
z@*=(X4~37Y{bWb#g5VkUKHp31XzV$hR3C~z$*pf~F{}}!(OS&XgdxaMMcYY-&8HD(
zI`k<S?+w0GJGEK^n^F%caz7ZOLD6L~hA4Fi6Ow7_L*2-B=JOpV7yf}OTjPYKNsq$0
z3Js*4+?xEuFE$uU_M9?aT`d5SYh<;X9gUsignwx9{YjF%arV$seX0#6Gdrr_m~vzL
z`Mo*rA5`j?>p)H{%PX)w9PdYLL1f+N4+?^Ts9(Oz^PS@&qZ7b6IwA`O(F(JE;wFmr
z2XhtkyPagmU+j4(+WVm&q|v8ln}ii6hB|+D!DlZ_DZ%zUATGw?2}oj>dM%VK@V1(>
z8t(s=*g78J{rGWeoLxnO`qyE|`@L*p`GNAQ6Ex{Ww&>qv@vheTnaVL?L0bl9Y?{}%
zhi!&GGlkGYUZ{M@Z)n&$o++=4(pz7fbU5<fWiqRqNy0?UvE}j>;Y*(s@R8O9B!)vL
z+bv&{T!imKnEsZB0|+4RDjE8uysWu|{cv2|v^(kNV5GH-joXrv&qf<TO%5fHS$jJn
zGP2Vsk>Qi@3(DLovneW~)TnB)HZMmoBRshR>~JOYf`+pvYQ(@a;td<-6l&hQV9Q0a
z{Sp2?FBYJ{VJBtvQP8QbX}r38_%WoJ0Y*(608l!cIy->zB5LPgya-xmoUebKWKch&
zQ0K##cK!`qiC};k?M1ZM%-+1Tm%A^lg6+ji@V$lFl2^HE1PmCG>iy4Nng0)4Zy6Tl
z_Qeeo0!m6r*U*iGbm>rnbhpwCN;e`>3L+&S-Q7qtG}7HApmcXXdpzg--}id1XFl<1
z?qT11uf5j##k%x1D-tGToqzxi6WqG|B<3L{2k{aqhpXnO0Bh;vcXvYJ0KCEc3Aluy
zmtk14F_o1A2b&@FR3i%)2`P75hl$bUvb{YMU@pX+h@)^EQE-UDWFkI}p_m_|Q{#nS
zVn|*AV9$)2R2$eH&TKr{I-HrF({2<d__!kLo>3nfbTEtXL>4qaZuv_LeB1?kU*Wtv
z($Myxdnv56hKo>Z6}Kl3&mk4m|5erfxkbfQF$3I?taa2Md4Y$!+lAerb=4l4S8zL$
zCZC}*t~JLulaYKgKU|!i!wZ<+QOy<A6|k6+=B>lt%n<;r<lQmiEyTd-ZL(igI`1tC
zJ;fmqxVZ>2(DCqG)c2hZs!PGXiw{BA8L6&p9b}OdyXQ3{rFfV}#=$G=c?=jTMA(y0
zMqRC4#XwgzJ3BEOIddd9z;?if5%5Bss>;VVZ$m;JfF;HB5ByBu>|4ag7MAqHpdtA)
zATUT8<*P&V)W<@b-O?Cmuj~Kzm@|3-?XnF&xp87O6=Zg~gKoFj{!PJ+#ViQV-8Apt
z0p!vDYnNN>#7t`8D9H4{qH;gBYqT*Qr2Ra;3VJqR{L@rgWQ{>s_ir+*t;51wWJ0)v
zQbhxl-#DxomoI(-8rQV@ndfP$>^lr<$1mpOjdfS4fg!Syzn>7S^zF84QxK?aUWeUh
zcK<jZ?QH~*Alz<3B4vB*F@?8HUbn;jJ6tDbongkH0tnl5{?8{A<3-PO$K6!mfF4xC
z?!7>Pi|8q!bvjyUK&x#;6e=ldFqnFZ@7AdSac+Ip-sEEC1z_Flvyf=&n9O;!j{TG-
zQ=^681IjGe>hhaJpB%7qSA>K%>rj9b%{x^tRihiPKcsDV+*x)iswc6Ch(K8es=Z$G
zlOrt$qoxF!iQy90yC%fK75Xd>5{b3eEkA6~J?O{tIccCBy)UNUnkst{Eu={3i8(Uw
z0)SB6@AS9{NbvXaDLzRQAoBX6*kLcbMsI%&qj{jPu+10$d_t)646&N!EErJbqQtDV
z#~$4#O{zv#A0^tDq491M{_VGrc*JdlbOvX$jf_5`jBdCv?(P#k9D29Fm7e*dKIUg~
zhp*FhZ$8Cq8+!hqwBT^nIM8xSWX_I9b89{$m=e17T-Sid6L6%$25olpwL2Ir<mckx
z3_&F|d@xd^M|l9Cv7lodQ=<gUURHPJp1rKq@N>KR>TlVjX}p01`!0wHHPzS2SlYqv
z1bi(sqzus4zIda+>TH!}l>wT6Pu#Qp5P+hqGhmqv9*ieOG_9-Xti#@3ir{Jx!Ixkh
zjW%i3R6T4wy;(xzgP>n>=O3a5d5WFbFVRLJoek~dt4_O3%d2~7J^CP5EKn0p1#SIp
zhT_r3%}Yc9sSH~0jH^Z@VEyDws)!_quu~q1Ti1zeawrtN?s0rroy`!<nz?7fEkyq0
zRPyuwC8hKO@znjX$C1@vqQyl-M4X=)LAWVyh!cAx>ZWym!C5|y?m=><Zy3bpy>-ej
zi-ewh27EQEx!E>y&NI8b>A$~Xu75F6H?yH+9=bu{ut${`D7?HN^;dSl{grK`v?kbi
z+%358fs|C-#+HT9>TT2jq5KXt1P^{*j45vC5A+>gAsh|imruJsHC#W2<E-b`ynIst
zLHk@^;wqF1_YJ8zc~le%Q+26~rw9Sj;t_eq4EAN|6;*18Y`0EEM%)HqiS@E2r;c}`
z&6%IGRXV4H6fn^u3LMaX=U4dHH(L%X&Gbh$`gxuI9R6I#%4@#og;yMaRy>*7J+RXM
z%0S0g08b7sK1q(1N-zd?-%(Gwcz9R=fvJ7QrZ$RYYNF)XXL%H92NYzvs}cREkh}_=
zjAOU?WWYNdygyW6%%>x+goaY8`aUZ=q&JpSGaiyDix7QKm}KD}(gaJv`F)#Yj(l1F
z8H*SKf7jn*g9M+5Eux-HzLn{k)46na82~hCAC|&b`8t<o73L{>fBN2l?w4uI#~%gZ
zo}H|aBaHBa<JO)nA0&RiG;_6qZ#tP!Q)3Rp=t?NjK64WNmAVC$ZR!}l0a=+MlS=gi
zDXq^ailq<KFVDrKcf_lawE3jPQhMQ56}Sh-j<CjGiTtXdm3-Lu%i6b6GXj*a)S|h7
zs#sCo@hJt%`KS?|czP2H7B{4NHVQFGU->KB^lb+IP~SJf$F-6JoZDVJin_H$K)Q=~
z69=9+bA|fYC+|&n*lNvfB;&mpe5LVL=e%AkSI%x763sn#y!1@eOyzk>`$GZY3=j!H
zfF0d>2g(TM&BF*oM|R)hzJAsYkop#!KO)7Mu<fQq<Hj#MKLi*_6#dmMjd>{E=JTsp
z%R5xD4MPb_I`2;YJ|kn+A~nK3KzH!js6eT5(2QS-q@r*7WQrQEes6Cy)zUyKshYgm
z2=IX<p#@SDIHX6(DNe4@R9fvahoI>4dly3J=%RNj`V3cv&mxqAX%G)9qJ>u8SqQw)
zs+IoI-<+wOkpg!orH#~Zp+rx}Uy^}S@x<!z2Tbp)CBkA6EpKaVU*RXkltVxg6!9!h
z*8}9_5FhUBLQdP_HStWT<JRijm4f}&fqs8DJrofBq9`pwec#EjkAx;S{npLE(vgpm
zWzE3WI`k#f_jGs<Up?*xGLPj1%EbPGSeeXneu4DaRExtD<xRCW={eC@DO)RQyF-9?
zk`>v(652iM1?RYifL8QPqW12>X8Spkht9+~Xx8B*(bpfdNH0XuvyhI3vW-MaR~vVG
zK<s+^hIelj;ASz>mU}P>-u%@f%9fhF@9H>J^&NC(ze@2z+6}Z0ZIitjvy^~&AiMNx
z{}&F%J02@x20;u!@6uWdygqwi8)npvQ4tW*^uMPG6QH=6hc@@KsX&s;T*v==N)M=R
z!zmrG$mB1zM4r;(l$HudW<Un0xNuB<?G<i`e}rPCgWiQ!-zwM?B<P@q!nFCP@!L3S
zXz|(#i+3lN1npi+G*TX#mCdFSHx3!aU9#6`G&<i(2_1pI8(9><0?>Prl-KR`9>1(W
z{nc;*y1Z<6i$zI(cO{k8gY6XrHgLF^6GkcnJg-MjdC4(fjVroc73v|zo+UEl;l{25
zs!e{~XtGX*k}KHPQG=nQLi~lpFFNMYErsRCc(~C&nLj2e&lS2(gEL%jM&ejijgMb@
zH}MeA`{4tE&+^E#Q%cuFaC}hntqd$q&=1(6`E>0_Pve(*9_q+R>>O@+*+MeV%|jz@
z&bUhEWm%)?udYuNFD_KzJAAyj5T+D~5Pw&4<1;7nNMLfjtLPIF{3Z4G_hTA;vO{r0
zv$6WFm)0g<I0X5TR@UnhRHI*;PT4Xlju7|c#^D1Xl1%j*CKip*{*n`*a%=FUoSw|y
zso-}7z?SGwyxp#dV`#mLFZ;m@2kKuH=Bd?coqOA36vQWWlR4&?#3R()Z&MVXUA)zo
zKfM5|?EWRE>X(u9VtgDliNaV`CHckDATEUoT{omx#}~R*NXv8P5(SKG6}$$LX2rOT
zseU~AQL4)sSk4UWYE!~D$J{TT$X|;Cc{j&WGk#ufhv<jW4Ov;m#7qnpF8IF~(i~QG
zzm0dw{AF@u2WymI&*pCs<SSZ*Y60k^v6hSz{>DlNnUeWf>c?al;yjO!xc(;mkN~~b
ziQ`%*^tWj!M?J0l$s@3W%(TqFd`sNXT54v3F0vFA)faPG2)Ui;C*o-HKJ`$c@R3b5
z;?1?JiB(H&vg8O_h4%ps)D&}(d=#p?LKOD}I8z$D!`8Dnm-xJ5c80_4CllhSXWAt)
z`ho8yxOYDwzOs>X`9W)M_EIi+1-VB_=7;-5^eXW88Y8WB(gd$sZA=^74?-2tmN}x2
z4(A_YABBYJW~4@1h3<V8asL|Xyu0FQyecnYn14roI*Vu$511~Gl<-u9tJd|i_>v)5
zq9PZ<dOH0e0^rtY0xi0`jkZpYPRgN`p!;zu22%m7qLKD>sH$>xhYd1vHYN!OHSeq5
z!}%wt`4`vD<Und);3w$Q<0rBJRk!0XQi`sC67AKy#W4kDK!r5FVAy&PYM(pLq*><b
zz{ckGu)|cV;fLn~Z{ha)DYR!CmGcg}KWncSWgaNDumPp5b-s(;a>;}T{8%Qc*lnf9
zRelyiwz>S3x8<=6qe<Mg$@S-bg%5>f6!dVazy4KHNPM`P-XJtsnmG9=wQN-+YL8w9
zLHry|@g{4=VioDrJr?l|iLp+3Y>GNCf5A)m28gntK42)jT+ERVsaIm>Rna<8_>|Mm
z0p~%6?3tTb1>`T>jIU~RX8;Av{XuSlCJ(Gy{o}(*>ClbWmC%+ZVR`50G7h#$V}Uvu
z(3iE1xZ0B#wN8qarHZV^UA}3X4-N6zffA?ZLHzXq)fA|y-k#SNH9qgZ+b%l!d6=wT
z0P)r+2=qynP^vn18r$>+kHrkq_T4gNjXzKVKp^ODQQk>PZIS|4h>T#myGf%eR`p)I
zCVdw9s*-Sa-=s;Eg76(vJw-Pg$Y{iS5#wz#SYocf{=h!HkOErH9>P2?RqfX^cnbgC
zx?y^yQuP(hVCP~N;EC@GDY8{_HZ}eM0wAFzTCm&GaV3L7llf+n#i_!e_L8qpIdUVX
zan@oykD<^Lgq8hE6?yE{Z3C_SUOd8Ts2A_injqb1b&Tb5d;sh)JJDxS5jJfEtY~Il
z83s?sru0Cu;LL)#sqRF;ERa9@m~Q4n1O#TQ#<C*Z$LP2z--^Y2Wy5DJ4Tq#!Nq}l)
zvn99T@+G2*iUlv=@!hA?eFSk?d_K_A4ROaBVTReCh3erP3NMv`ff@sZb`bB@*GS;W
z{v#>h*D48YBSYOarV=r-%%BT!KltFSD&MtrH9}YEgL$%p`VC?p=}?8~#$N-=+xDDx
z;W&}0m!~mR&Ufz4q#TPqP}gR2kERXD)Mz6t9ZnEKrHgW+*}JNWODQ>pAJfF<crZPQ
zlYmhVd~=Zw&3mttf#GV%j!%$0JQ5Cn?acjXH7zJNg6X!(RSN{b#tv1A5KIw?di1WW
zJVuPYB!r!4<>_TSH7XdG8$!7}lX9nOrA)J;$>6HrtkcxDS-SUS2|y<cwDRgPJ$Thn
zP6JLo`ID*qj5tgANj!Sh=hoz9-VYs5^ajLO(Tq=&U<XqEu@t4@f742*H=#yS6p;#D
z*GU{UE<i^C{Wv((ju@CUr5PE&ha;mh^1}S{vkeUG>7Kc|e2MY&U{L*#n8a;lE-fU}
zU%8`k+IrP7dZK~>BT<kJv_$y^WGBf)A0T)f+C$cjSd~&ChKEZw8d0=u#h-lAtkw(p
z+JFc+F$-YbkWZ~3=99j*FmaHl;t(SslSz}L`s=;1L8+5LR0@9r5TH4lgPVVWl?}ml
z5c!Unaq1E0h&hDIhkuy_R+xbXPdZ-PD0akM^438*4uKxW+74bzcBPs5XgS+08#35b
z>Bf(RcVXcq1-*o#atfq?Rrh4x6)Jm6?C73uo|;X;wdG~Jh6mH#JC*E(pSKShd|tn`
zp{mtGL7<NMRw;cRH2*cOPAmr2+PV9<ldMEwxvMVtI}I+$+qezDvmtJ-wT-i+Akr%`
z1?y1J=K529-6X>L%;N!A1{7WK^tJvC%D+F9qz*->i3)x<Y=VZ?z?M*9cOT_5oAGjn
z<q4I)B}nujUa}uZvASpbDAv8o!S`{i2f<Pz{WVMiid26>*{R|KGx(AYdN*i5Qm*hV
z^K-W1z6`kCUV^)pD-$R+a*p{QCw<odTO+h53q<sVcl&H3z=8?3ZURr(o^Bq(N@)X-
zjgXk`U~QvMh|7uHotceyVd0s%e}5zBdlWdg4BjOsT7h*`Z>AZrY400QoaIm_{I&if
z3dgM;p6M<%B4k02Pw*4`zg##o%byfdoDbsdQfRA<T;e8Fh4>teUgiZR`s`u-MwPc?
z3{`p=`<+4*p13jC0_m5wj{2Us)n6&EZW1`WU?x@-S9hi8&BQ9uoKXw%ly2c{j68I7
z$b#3(Q7Wt;!=<RXpa$vfiPPpy^N_!h3}V6$-s_}Dl#~Uuar=_BoxHyZ=xZR2cv@p{
z`*Oj;R+!UWXvXrN?O?9&#R=ym&H>dJKw>m}bTV7@DBrq5vzBx+WcEN|u+%IDzCI={
z3ZaM;Yv)?M(s{8BmH3R0>klKWOKy`y6$P}6OjrJ3IcWZ(KV7K>qFrmBzgw+ivKL9M
z{;HrG0DjLk4JA(>NM}YO=={VHd;uB#!8Stg)t;rBK~$1ma6aW)(|MFDyc}L$yliWe
zy+IzTpgT_EvDv8o+$iHC6_*d=urEveAQ>_I<$iasta)oKqp-1Iuvg((ZZyvkf!_^Q
zOXWAH2r$rWF8NMeHO1~Q!-}t%i>4?YnMxS7)gOM?TmDVWUBNcO`6HORRM|x<&XNiq
z2qIq6^K0n}lK0f+&n!99ahZrK=Mt7iAigoKit)KVlUsN}b#e;m(eo}4ts?CJIO;w!
zf@^PYPt0xl5ZF9q^x4R%n?a^8L1RGRs72;r7AE0*<Rl#~6tOYV^MW+|7Vw$jS6@L_
z=i<w&FXbOB+vtQ8v_k6y9}8&zv$=clT*^(ro_@oPAF$Mo<Ryj_7G~7KUKG%3gtV%O
zRKw9IfZD6N`Di10w%W$zXzk~DV=-_>Dby_fTH|%Hq4K8&OcFH)<KW9GE8G1Mk-tPo
z2PO-<y#Yug-0cAnl(M5Q@kQBGgikKTunx5`w5)c1{c4Q{ZC~|QIj0Bhy_qVi#W0&6
zmF1iBE}!i6>U5XP;>J=9nH_?6QIFmsu<9AILXe$L&4vDyhz1`!CHm)afv#esXc03q
z2-e|Z=tW8BSw>Sk?@kfBiV?P|HQt)5V*#(HY^T*O)j#V^whQ$d=$|}2Jks6v7q@N!
zGv@32jJ>@*0nZaAQogSZAHwXM<^fri-N(%(7Wox8VNlb=t=j3=rrVy{ZY+wVoO4tG
zfUzB|NvDx$#0l#~>=}w_f#4t@A{Y3LLbE2=M$FKFpQx5)g4r=dUcG2?Ypk}`6cv~G
zhx1(zKWq<YZIq85aH*s@5O;{zpQ7r&G?JvB$pE;4X@a;R5t}x(k00D>MN%alpwDor
zhy7CXXP`Bx^DHF=Km{&IRzlOw#2gL(SUEpkx-|}6#S5~tiBEz2TJ1X_vhg|@Ce1Ak
zad|y>vDTqr9(xws$h70>Dy+mKF)go-p6ftuxm*J?j1(7Dnw6S|2cPVj?Ux!j(06*b
zvttXeNtszn;3;Kr&N}nMYAk1~-tg}lz(^;Zp9AZy@zv~WNWq;k#3Z|8!tSj(1}+Jd
zedP5Ld0U;T{JM?cobhE0_QhLr8;~_~oINP3LVH|qP&w3z@vWX><A}Urkc<R8*ccdB
zs5(}Gx$l;MB<1NREBg@80)B07hF+cSm*7m)6zkip0OWJRV*uPkz;Iw-3&@PIKp!uE
zBc?!9ITO)8VSdwaE5d76op0bvNEJ=hceau8-7S;uzNT;VFSDvLAj>^JU`LV?iTY>K
zcwEHaoDlMs41dl<#R2z`P_vWlN~xf4--tJ_o8D&t&#yprJzjcx6u`j4@vHv($mQx|
zrx$2Tq;Rd|FAXnhU~!jQ_!pY;1f7wEW-d&2M)?y~cy+)jjB;@-XWXslUm&r_DCWI$
zPs8=P`X*6cI&>hOa=Gg>8Jw;J2u)nC+dgprFf%okUE1B<?Q3dz7!f9v3E|pWTXSAo
z2h^t-(evQo;P$C0qR`M#F6sPyvj)zuNA9owvoPXpq`V5ATDwcJTn)und7HBVrzt_`
zp7`#$#)=Kq7&a{vyC~0c)HXi)G1u5*^G4#r>&?v+9pov-zFj!%_eDSVbuj-itk1_A
zL^u1Y{o?`*;ExnpZh+sHwEnAVS4um}rUHsVVNL5Z3?Ue|!l9#=Tq2p{t5bXZI-MYX
z4AuOT7z{{&vN48R{QSmC4D?t5J_bGt^89{U7xCyH?mSndV<{PjN?SbVxarCNFh@;r
zi$gpGfFi0$z?VYl&b3@Yd3<aH9fJxB*4T=*Y}+S750N4yY(1Mtue}j%R#4_0YGAY%
zZ<fOj`#Q3E-=U!|%_$%x^l}Nf4)r#*0B)KHlb-s&u0x_CBF6onZkH@V{_jP~@*X<J
zf)&~f$<57`(5(#oVps0Y{;HF?vY)Fv5RgQaovzo0o2G(hh>zU9guhzP0D6A&F6&Ml
zXRZmi!2P1Tp*^v!bFqNb+|u*HE5i@-Dse3fiOdk8#CCj#hX?Jd84F~a?F;i<#}Bct
z66b?!Dx^@_8%KrS0`wWs?xfNEBS`tSO6HoHnzHwuoU+4?0CGgww_!7$r;-kz-weR+
z2;AcBjFRx;s$?VW4@TG;Pv>|XL(GNU<@p98LJCynPp*A_5!YWRCjh4d`m4T}vv1<f
zgrMTOTE5aT))}ghROz0Dtqn*-Y9S(Hg{e*)STA)uwA?cIPyy!`(d`gaRMfVvE>ysg
zXsfoF+N-}k*&G`^2OK)h!z0kW0;;Nt3a;)d%0%o_Kk`UPYfazZRC#c*wC&?BQOd7)
z=rY3Ky^e3$GKZHn#=ya%*EDqR+ZX^&r&fN_jRuz-Gx{R=?%`xXt<J8`5zQ%)yc?JW
zg;l{^sozX2ENx&MvdSK}XY1e~Hn_rKYXGOxYibveYonWSsKgrUONijhKoSL5kFA}G
zhMGwUS|J+UnXLEJaOK}=IGPk}!frxX4#J|9UhojuCYki`n^i(>gl3l4f5MvrWP(<(
z`g~ZNRzO?hO0u~`>JR@=KjerMbfqsbZ7@qgY)X-kjSb83LM<hVo5px8Ll3E|J0J+9
z;pJ6ty5AVd)UL55(Kj%73f%s-n(hCFx(DR8Y)|XLBRv~$9O>R3VX&T4o10548~;sx
zo#W}RZgIV9s%_&oHfm1Gj(;1vXFY=FJ<o4YmV?2Rfzw1EY`y?FGJnHT<Ug~8Msin?
z0V8O<2A(USjK;pHS9l=ywSzbt6%+FTh(G14WrHzE-lvFqWu&Dc0J?Pi`%L)HfSz;L
z{cZKN@Z<9wmF<l;ZBJ>r3;J}3Q7et1B!yJP(|evpu#KcLRCm8WEQY6!Msb6wx`;R9
zII`GNJLkJJoXO|=*=swpO29S}r>?GU%j^K3QPF!@PQTVModCgZH0zP;-aNBec$oiY
z05aO%Oclru0QmBuArq_X$GK{xp9nDxiXltq4`Jg~hy&3Y!Y?oP_n}qPY&5IQIvKZ#
z+~A>{Yvu^ssVL6|;*5ys%_U0t*A!G3?@GS*S6m3kLP&w0pHXY;yFvoD)D>td0A5y+
zh3CcU`RY?u30@&)(DGY^0rNrDJA@~i5}9`}smpes2lr@T7LHd&Sbc0tc#C4kGN>sl
zj?^7ps-!IZ+%{ie02#%m+i`9n?zfg>>jZyr*WIp-Ji!dX+l)?%52%g~=qOC|IirMq
zqY6O%9siPU3{1FzZ?vd3AVhsyB}D-|g$zi;&FbISGHeBFs;|-{!Zs#~C0-*Mw~C*K
z?#Yaw`1p;{=YIgz=cd9gCg|vOv>9kUO|!D=SQu=pn;z#rr&!3LT%=eeC^?%H`3b#R
z>EC}FnEl>%Ky1GR6v_zeLN5nDoe<os{{5#%k%3o5A#x^BY4$HiZM=H^qr3}b-W{B8
zdWZ$y)WRqsq70nnj2UkOGot+-wH@{xX<>vJZ^mKp_wL}6WTnE_xn<1^@qPeh@XpZH
z?_6tb@c1U}OK&UbKYPV9O~-)f1oJ>WQfksN8}z1pMfpt10sPrZ&n>l2M9>s3GZ&(p
zAzJ60BAYsoj_A9i_l(JU9aW?bdxJkxQl*{~<g@U1f6~zp>{E7u*-PzXE!R!^pt!O4
zhl^}(YxEfnbXn`Nee104ZS$B8*j8=X$Iz>_c_SE3Q-Gcp?{%XPA`eb)^^Z_We}J>X
zKcXX@OBBV8`h_Wcq}nW8p2DQEwfdhcX}KvuJ-Dc%cG3z(&f#M;seZ-?Dfn<>YrGl`
z6CXml)JeQGFha_)MbzIqc2*4n?G5;G$YO+6X6s~ENK3h0<#qIjiTl4ZNVC`bdnotv
zE95ui$-`w=Na$5{-w+?Di7%g&Ci>Krz&?lvAW|Vc(R?`=0k@HWe-qR*%WrJ<;N0;`
zjfNBq2aUF%`Ma2@Jl{}6kAUf4t5lGTaugx^ZlKIJ=FMo8CO0~ZIdUoSXpsK*1<>)Q
z-Zi-lHtOS&1gDQ#*&OrCudhg`Pj&f*zVsXj&T4O+_yY5+qj&xToXCDk$Vc3~*TUjx
zB28G1r+=7pSb!A=e6?kVL}qI!fsjmg4nUJd0^}Np!c(?L;|F7(UQ8#aY$*P%^;AJ$
z^w<<{Q&&~s;GN&{8fT)<GY*(Zp}%A*Qru)CgSr{$cfq&!CJC85hQe;iBl|m7HquSO
zOTvcA1d`!e^+~u-pcw%nAq{=u`xd2aZJlqgy}dY7UO^1%8zuLIsQe5;Qwt0j@lE^b
zXo%qnMmqoVh3Sk!9_{(=GxnZ}h=BT_UM%dhCP~exfx$z^Edsd1jfdwRH{MJYqvsTG
zE2hqbd1#gyN*&Cv6xoIWvCb;-mLe4;XBT1qW$`C!&xikgEscd9tH{iZjOdeq@AL25
z!WL!<@r{id*R*1BKJ1N;vV~&G04ZV0?I|5VH`VqltGP=LMz7%oof9Ys<M2>!xF0{%
z&6%;-eeg*S5%UtSYz>V--3OG%@O?L`rq*!THv9Z8`qo^R<JtE*!*XF=Z6w4%UK7x0
z!;k+K75+$^ynXSD-j)wQy^WXV7rzaU=;<=}alUD(_4z#>QC3|s{OePw!g%ZetRm&@
zF$}L-uSb48Nwi?Czelz_8%z)Z!6c<%(>DC+?$&D;<sx1~Pik_LxryMq%cej9H}+id
z>xM>lZfUPI#3#1Ok~xfk!4Vyg23L_aIXE8AUI0OW>R<DvgO~RRMS>*Z$gTWeVsqaY
zW)_cI%8e8JKJtK2F!dn2HldO0sk-_#<OWElB5Kw&VrCKkw~XcRND6RHCKe=M7xrd7
zHi>w;=qzx5It|Cz3WESJJ!gtaC}f)5a10a@WF5YLZu)G+sz}YuqtxW^mWZlRxRHeI
zr4Nkyed_<;bV=%uyy;i_ZX}yrgegVqGaX^1b|OUfE*3!^Zbbc;fIAD$VmI)jd77tA
z?Yw#Cm|u8?tRswob!GiAs-cQc3er@?c##7fqn(vcfM3^Y6RsJ^ShCW-*uh5kz@L0c
zh(miO$}!IG|BDm+K!|sGmhf%vVVFXRvzzCfyv=fjE9SvA(=tp8_zgVEd6`87CmmV%
ziU#f6Ja;J`25Ou*-}wH1Vgh<q{nuh;s}#nkCK7{o19#7q5XamQDL==2r$~6rkqvk!
zU`M<IVF(_LfGg#=PG<5=c*9^kqc~ZJP#$Gs{*kfEagj*KG{(*~rsXjm*T%a^d)iEz
zihQD7?9MiW^erC%ziA7VQ`GaX9JvE?Z%-_3e!>t@u>Z_(Ft151Piw#O(BgM|`X}rm
zb5;HTk->QqJ3^_!PuY1wd-=xbH&tdYnqo16=I5wLMs7#ogaV}L7-qmR+jYZ;M+mq=
zXK_Av1AQrZG$~Os<e?oi<ro4$n)tiX5I1IekY8;JfM(R0OpM>bB)|X03qmhrr}>(D
zjdsk?m}sDWB56tfN*Wsrw1@tumGv3mJ}@MOWD`C?XaFO6sgO<MS<uF;kq-JP)67li
zEo2yg+7G@o5M=5t$RKcUp>z;&qX66wH>z*G_yX55zbS9}_lpEyqOvm665;!bL@cx>
z*4OQNTQBeH82tKeUb-<K@=#(HYk4XP)_R#Z_Sy>LlRlD2y}JDq*{sL^UMH9x!%tk6
zf15Mf5fy|TjJ5VO;0PTTHYzl8cO2&W73b*SZ7MpeGIV+SJy?IkH=u{gTO72M>-N5|
ziH{Q{YP9XV7pzF>8%GB^i_n^cytV!ix_>u6$wS~`Au{#?aE+%zwX;nB#ELR)IZjZD
z6ug(;4?O`M*K?}Myex9jg0}$0_7*Rvuq|dING6N=sYZz8C64IpMbPtd{CmWcRey_f
z#OlO^8)nEYn5Fa2f|E=QV%TH9Wzcu^r2$TkEM5|Z(i4=m1?RM?u*EMAMDE(3(wSR|
z5xe^+Q;QMLU;^i-Mh56hJbD9PGL)Tra*3$MA<&$vc}#puYrNXC{lXJ?@BOpfZ!GKr
zm<@a;R%2x{vbuPzCpEm=btbNXT`1sLeQQ3V1Evw#<=JqJqD|1cCx49fAzsvb&|v8E
z>{*hpy+j7PdpGq7N+oF6jTo@)FT$rc0>>s>RU#_31u71dkE#_%+4QG?RvPVavWp7c
zDZUB3axFdcz|+Xh$bfh^Fk&9N8EWjmE35euH+YVDu=bN-wC2-;<&&2J!Fz!^h78Ng
zEG@28$q%NzdIn<8e2@t8dC#rRn7D4pV3P?`!6$hCUW2I8ys-(xBV@oOG>J2mK>=U*
z8rIuJZprg#`rP9;DOZBtPY2u36LraS^nKgf4-=A4w|oE$s4bR_oH+GP#n~Pz%_&Yc
zeTC|HhO=3nt)RzqC^_Fegdn3ty<2bI62!-KfS=axY##d6a8(t^py9if7mx?4K4{mv
z3X>%b5w*~`6rfc3X1v9j{38b|&v{}lcXCj1jQ;f9L_W8q3b2(cN}Y(6RDl@4$qTXE
zQhm3uS38^(1TLqD;93$AYX=6aqW^7HWdkkYPqqe1qJ|rGumuDJ<$F1(q<W3`b6smT
zk{iKgwbtyzi0S~z3`x|eJGsIBc6@P)_7c`dTRwJ82IcmeTJCi-z_1$<P0cNpiKB7j
zuH|6dg_vefW;Ym?H~ViMW141u2B=MF-MJ=4J?tLFW@rlfXjMrN&ghoZPwvaJ%<Mxk
zc}H))R&f2frWL?{r`J^KH>P{x<7rVV7^BlK51rlO;EWs6lAgs%<BFUL#6<n?Z4{`m
zGoILF=pfzS-Z>6@h6o6G;~w;yrR@v%9B)P3=-MINi%IPBBSuOLlqVS?9ldiF@ya+d
z2$ApH*a!1`o~kwN|5RLr2fCdicK59i=U@G$v4vXfA*)LF1;r$|8p8iA)bwAXs$|qp
z0g7nVGlYL&#?Shp<4)WDa`#A0O9;|FINu0cC}h!*&p?BCGx!!5PLxwcK%Tycb~yu$
zNpIc)LAJ2%Exf3>&`~z6A6mQ3DzVz0N?Bb0Jww~eh`;JQKb?|uL5s!a#CPilve3Zj
zCmc>B`|ne2n4v88z>7*j&k0G#BWP5cm-zavt-Q!mF3sONVYFap4wmibk2Qphk%-{L
zSa2rbK{6rA11T;a2P)FPhrFahI``gFb#~F?Hv{0G4VUGtf~)hKo!XtpQJ9p8<-xP&
zhYCwr+6Q(>n{k%pXA8}a-gTnTrlG}Iq$SarCr!wFzab%cr1|O+Hy+fs@i&BIbS+Or
z*tXFd?;dXg?fKsnilnyrvrUGI6SaDg@69g>luGGhiZ!7udi(Dv5k9%uI(Q3upt1$W
zLz{tV>zC!{mXzJLG$s|7zL%&RcUU((7~iNK-V9?*AJaU3SLF$MRSxG{9^?=T0ItF_
z$R1ciQqpVbeBI3Z?{yz9#?hatSr4OG-e#FMp5s#sKF6q}tJhQXr7<rS3exC)Gk$#|
zLSE*p$zPSX-=-$5PN9=NrHFjpg5XPu;5~x?t~G&kv@Z#c=Z9yM5`EqNBjSja5y*cu
zW4*+jyyxT^?M=CArNMl5@Zg7^EH#LZ-99W!TVunCM18+x8wIoEI`>4DX{nuaZy4&R
z$)<V9zE$BGzmgfvi0Kzm(DOjbHL))|uReR*$*Cp;1D?X`DR~9l(f$XbM@JV23le{d
zk0J?QT>w8d(o-~2F{E)TS~0t^`NgY8%O|~I;%-TdzjOScsQ+aSw8sA!A{_w6#OMXE
zzff%_C2Bx7y`FABe9??BsTkEAh33!G@^m}6iUC;c!ZWZH%^Xi7;ObNE{#<WbNAI8?
zU*luJ<67S*59gTudR%s6n2J>I4zW`t+I^3-0-KL)Bs@_4u<3%3M+i4~_u-rd!BPqm
zf`7N^r;ZO1i`tEhnE5l8Jw5EO0+SKY*L<EBfrJ!{M5DKMc=jVe8W|yXRyUa^AtiiD
z_3$JNzcw~S?~lcKd(?ojRjaiFl<;f9!w<W0f$0!oUe?V!o%B;-q|Z>UDsklovzemd
z>+%X@h7#nOTO5I7;k4eC^COQaW|sFEAQ|*GRsJ{W<;KH)76+$1phuwh;mFA8WYuUA
z_Q3G_{sjA?Kq(%)9rK@8Uv8-bbwic76E_Lk3y0T#9CE)T<XRmaS>Gc71rklac74DG
zcsvAOoh_0GY>lCLan|wjn(w%P&<!}44Wt_44G;kq($iB941rtLqvz*sY@GO-*d=c>
z=~dKX`qqC+01O6x9hpMm5?mk+{-T%m{Ealnoft(hqwuBr&fuU+z}-G_l2Kf@)-%L-
zexz42mM(*)q?4%;?c3XfnG*D9@7VeW4giQjytF94nUA}f`{_f4PWlY<Zz>yeM0dBi
z?GG<?(%B1I6ssQko_!Cm%6U6Oh=UWk<>L)O`7g*qMab>4B*p;qEBi1K4RYX)wjU-g
zF~<xGa*;TB?ZH+ded{TrUjv{p_?6fqP7cg$RQ4+?D`0N;a~Vq1NmY;YLGCoA*h`WQ
zA@*FIzg3D*GZ1{tLdqCgq^w7jqLA_O&A&&m2iW>kwNOQVl<g0H+1pkVez>9j1L@Vb
z2P$s%7yPhugMc=D>Q#oaV*}%kH+D)%pOoPz-l6`3QDkp`XKVY2?v@BJ1S-sUM>~qK
zd6@Y75Z5c<`}k2L-;W244FsG~`#9say0<#%P==5HW)ZZjyY`Xk?Avd~>b6JSK@#rl
zEmF3^M=nZ=)O3%w<7-5jdPiva6#HO1zf&i={O3>3jvetKW4QRrr+M#88<@;`&r`tD
zp*QHq0k!yvMZ*^u=i-ZX%{f+IFT|%Ob+mZsxgY(PYo!Bq&P2cn2H3vi1>t4f{K18p
z?4T-@@7onkw(a%vFX2RrpR`%5a`1li&E-K^&D2PXKjzGC5&X>K<!12l;p%zRt;GM_
z{k7+wnko!2iE(XG*WB=}t26L`2D<^nx+3MFu6}g-Q8<+m9$!8ww<kvA?b-%jROwrh
zd-D`t#Qm=gQ<F>tP(IK7lG7)eun>m;s%s=*z4(%@Y+ub77F>TD{G~Ni{%6~o(fh}~
ztZGfA4y%b5XQ9u^e*Do>=8h^F{$}!4+H!+~`q$`fq}w4!5~1~KUSR@Wf=Dw9{AR!<
z`GseW`;FyM*rL4eYg|zGQm<%!tg5<9X&tFA4k+P72qyZunz@8DAcO2OXX$ii+QVU>
z)H&9tL``FGTzL*q_rKR0dp{vqV9o3<Le9t~dW)bx+3|iwL43<&uLd6ywkk(TgZ~%a
zDTSXGsI)Y1gCJ#se!5Ag6WAM{00*e{9I@#hr?%peYy?7>I_x7+fW>()Nj5Z_99zEQ
z(~=?$?GK422gMfYZ@03UVN*Zoxd~7_fOFI<&5dH#bMfYnrQ{C?<=1XK5hjZ&<+E`9
zixiMYn}Pt!Dp5Vx0Uqe3Cpfik11hY-#upGUm(;`i7|C&sEUmk6g4cu_70%O`noN%7
zjzR$>J?|sScOsLmdf-%Qq|QAxt9*V8?!dh_Ru~tq@yO{A>a9h8uuVPTV^859+KNBW
zA|U|{m6Z$7=Q;FF{dg`WG2Un+EVrk~xpPf!$^G2$PL81%*!Ti{%5r6K>z0ozpeG%f
zlAYM;%a7FIidMbXr@kut8-YS;zz!WS!hRn{fAl6_BxwTof2rFi*?+VHP}R!-mGt{y
z*aQV!<^PS<EkCsah09_=R!t+1r7bv#(*zhAoQm<I+1zkvBkOwAu?X>Ju*gTm1g5R9
z0;^=B(b_#q;KX8fIEr^EvsR=G;b!{p6hw`lQn1qU3E$tLP1hm4XhFJ5WQsJ2K*)_l
zrpVFQyzDt3^KQDC(y?tKE?op%_{dl#w-2RgHjG~pe-0sL;1F5_?LGL~w&&OAmAR55
z7ulneo-zLrmxS%VEgzEkYT~Y=#hD!oE}LRr@K$O0c-w?y&8=_v+|MjiWKj_3AvvbN
zlurmrbb4KKY_Nr&Xiyr{E7!MuR~)K2dBLlqTjO|}Nm-79wCdv+pM@R}n1U@A+oZ1u
z9Y-fbR2hK+2e|+8Md_^QR5D=Qta;@dBqepRsZ19~721~er}}AA1J$hiRP8m4#t1R$
zI^erHH7CXN5zD~^l`YE~2(Sm~f*-B8FX@X@!o&FTDV7+)EU3Rj_m}}cx(RPE{n|J#
z{*gd!@4zQ$lSy}Ctgw}b&RYa^T}TVQY((w-A!R_PPWmmdsr08uzJqp!l>&VY{0P8J
zXW3>cbT?5IvbUw}fjH;NdR^@W`WI|VO}#B{4yOVX%nRb_i}xbfmpHX2IK$q~e0Qv}
zR0crs&fFL1$iuGH<ludMb#XEBq^!cYSf_via0WrOT<M2U;H@3s%>IV6Y@a7>AR3l7
zgvdJQB`&R^;-tBuD9EbLtIX2Fd@oo`f!JawK|3PZOtri<&?jdK`QNGehq&NVgdJ9V
z-~+rlBh6is0o9qQgU*KZ^Y<{tsAkYyK5*6&XWn38pK##8tu50WBqywC#=ba5-C3wQ
zRDy^)(y`(4_zDM|sPfqwd1m1n?oB;3H}8~um$CIQtb~+x>V_?ng-W0rNfr}a`D5c3
z1UlJKXnd{1b0g<|C5f+o3#Df`eRU&(RVX}+3sHFRU+^$rJTMQbjnzrVK7F%!8=RTg
z4k!;wz{3OJgNI;r58TL_3iu{}#(8Gc1@}Y*?C5W!130H2Igy&TAya?)8c}ThFx*eP
z*zfyfACV0jwgcO`ah)EBhqh^`;zm!AP=Pr_?Zj7dWVFNSz8`7pM|^xwc+qfM<5A=f
zSEL&+tGJ$q@zNSA{HS05yB9;K*MUOf5XhQ9xH(Jd+bU-3=lUmjvruq`{65NP&btsI
z@&W~9SO;i!XZ=2X-}B_=&^RkbN2u1r?#5_NOPO=S<Pve{7O{$$)xtPR1&%63qR}4w
z^aHU1xP4u?KG!?3(FL(03io9TGiPe)r@s3hqu==x`eVHLzB1-Pcq0Y?|L+FVn+||m
zq6v_5gMmK*$;lMnK0b#%w2{kwoGp#p?oRVsMm|A27K5^@Kxn*DJ!RNFoc^NE3;k~-
zE5>ad1R)v5dW&2JT-2~1EJ<jlpqE6{Z0zhu90Co+rn>KoC?NK@0M=xUPivq0isA){
zzkl;3g_bk(Nx<m9x`Qz*sY$R2Eico<*!?OGY_4r4&>3L0S%%XDYkzacQAMckzk65K
zH55I!)WA$M(*Czoa`$?=76Hq%uWz+8n0L^{!ysg%xj(F<+h4saUoDr*aan?no<1Fz
z7+5Yg3XYDBI$j=`b#!*7r%9-3$!OO)(ir+)nrZ9mW*D{jmX(*c0@}!z<mAtt;Y6!J
zL}3_XT2bEu9XChmGaFSyL*GuR1K0KJ+~=MDH=5dUQ6eX8k2sm~sgpC9Haq*2KJlBB
zN#^NX88>T8mj{J;o9D**1h36%PH79H;AIe8e88+%`yr2~;b=4B;GB0a?MJgAel+Om
z)zzt*g?7nNq_Pj9?;>bxTba13qyI&rjiSwUKZQRvIiXC*2t>vD`aThm6JQ~@w7v6`
z1O)2l<al`R!Kka3t;4`DCj+n}M(+x>N;7~;S{0@)Vh9Fd6yC1<y}>ubEbC94`Nb8!
zZhh%m%?*qaAW44DDkY|^DS*kTZT}^rQluP{m3uDp-v4#py6!wd5T>-XrdZ15F5UZ=
z6S;OOLnti@n~qDECK<tT@ha8V6ShbvN!=I{P>nZ+)eR)2z@kJh%C%hoZZIuxxZI?h
zdsQm@NjjjyfDNRMCKcrGkI;BJ2^zQg0{@gt#62#u+s0rN*~NNY30%4ymnTiDuOU;v
zKrXf6edr@{)T!85d-X}ZFb1>zbZ&<D$Bt}5nq?`1(#@r<1*(+Xb<s|tt9aB?z=)Ot
zgFqk^P#}LrK|@0mxjh*p6bjI*v5jg5LjJRoxtC|5SN~)cUDD%;H)o+W)2CMw<W@O9
zr>$)%!!7!s8H2o$xNeQBi(T}+9ntE<tM9V+z|8OUiJOe$X%2&pgKfjrh1FXxfoaEd
z8mp)RW&3((gS{ygtLBA5FKMXh^9yvX-k;HoQ7I`AV0MT6Kpap4hXJM!gppCE7lA_D
zS7d8)g218K=elP6o1EoX&VT{qR9~Nb!Tw_k3ib&m7gyKGPQHKI^~~j_clq56)PC(w
z+Q~W`yI!qFMmM=z9}Y4+fhYcZe3jhgUGvEN1@EUNO+<lqo@<uwcyMfB^c`Olf#J@a
zvh_T0?#S7g?+FQYWlR?iFxW?Yq)|j>X^&EstiHel<Y#T4MpU8i=+n&y5{db&2|fbA
zwY24q6qt!Nsk5q&KQd_YtiHPVnr8W#lrM{I%q!ohr5Q}*f>Sy{Dw;3>!$Da09Ig4R
zgBT~k5lo`KHD~g*@?bHiZ{udu-n;%ZtjaklhQ7j+@g6S=J1j8?kxG1)9OyJnm1C+H
z_Xx@WB-LFj{5~TVv*U*co@0^DLgl}|N>x=gYoCnY{zFg@N*tTcdq7j7VP(Zw^1Wtn
zzS?3{ND(0cK1q@QGLMR);p8d*!P)ZUr5sG%G()qhZ!-BGBbmZIZgX2zHMQ6jq=kT~
z|BXiigO&Wi;HC3K?NfIg4!xA98nShxt}{iV!{57$(>{D8^sJj>@6gL^{T}!VJr3{<
z*mJM&vEwba^K?Oqy%W`OIYNE17ac7M=8wGd<}RY~<a6YjJ*T|#ef25%a#vP>JQ*kH
zpxA984xbB8XE!x)tl90g%k2d+6>Ez<W0tGCLDlNysBON;jVPGC<@*X910!1?`5Bi<
z6+!IFJ6=6rg{$R2oP+syL#<<D_+nyWsyqz1bOS>}@il+feZ&6J*C%Su@|)-U!O<J<
z#W}=#MTgIfa}yr}tN*aezQ!#R6?hb_Y0$>wXV}#|Y&uCZfvBN^`()=c2R?yId1c4>
zDp{shJ8Atlqy*y1BB;QQ7ZKkbv9lInm=vO^QqF~ZLc~aWYZEe#+d|ziv&w|mx3(_{
zv;?^k+SuB&8yiLvAUPq)%oY%`7RzqdI;Jmo*qyDO2F#a)RVisJ4{jcw?0rQ=MVv-r
z;I&lmz>uG(W&QtVqjW$^fA$2yzP3xaqW2&3{BpfOt`)6&!cI2ce*bZO73gBLeFe~`
zUb1J4<HvLOT-JsQW%;VEQmI*8W%eyagE0W`$%W5SBenJmjoPtUb6ugxN@IPq>^S%P
z1q^kYu&7R0ltX~`WmCCsvZh4K`Rj!=oTB~4rCKwIu3*@vQ4~=<k-0}g*;~h0Quc)E
z<OjmtiDiW)f~v9bd0NEVeC5NcHF?IQepc#VdNA2_NI3y;Ocz&)@#xW`Q8xz%hf_Rn
zT!bdA<dNFiTJFeyh;b+6q5%P^NcV#=-LHiMFl++iR)3k=1Z|4mJOwf(K!6TS#g<-n
z?zcNN$c(Pwa#*DYZshM7g)WWXYEg|ly?&S_lx4nd(&fMi_gZQy)iJPO^Q%V&fT(8Q
zyT@|qNB(N8{<o>fI&N$(Zl{Qp9z>SUNV!^uAe#Rv8{Ui~QbAOo#E-_Sj_QaB3zGqw
zgIjXZ+S(d-LIxN*xwX6j{Ac!r#GXCVEEu4Dp8?nq@LZE2dty~0usQJ%WQPi`{5!xD
zo)@~~tyk;yzW}@erwHU9Duq^kM*=PN2+Gv`PEbBCKmYDDr8HJUmOn$>a$*UhGcX*x
zu#qN0mCC;gIdUetM~!oSP}8glp!I!h%qw#DUv$H7c5VUs1r=($4}FO%IS70c()03U
zoAjHjzWUH3s=wYCP9Hr7t{@98-angvwFhh6$AYOb0J5?$H;0u4`D+{&6zrH9&)qK^
z54(!-m971(nZDPh0*YU>ZdLgW40Wk#$1|aieqIk(<0(2L<PVEp=*rO?Zo;RyewZKU
z{Xnr$L+P6`pWa``;K_u09gup3w4H;*9F=&hc_uM56%ap&lx%?%=f?h>5uyqZayNJ2
zx0<~V{J=UtlktyV52c8PUmmZ^&+%A1;e3R|<#lG8KiN8(E$_55{q*#1cv#u{=CHf0
zswyS|sK$Yzg&<$Y*BLk7RSX;d;pE?xd%!@<?IU03$o+QskKkvLqEi*}8-bAM!ySj*
zgPt3oi&IMi0C`jidSyBSi|*Ap%GS^0<fqMGaw6=;so2===Z`>jtQAg#!Y+iC2!xV&
zT{$ar#Hv*EMrYKG>nFzB{bR47p24Lb+}r`dh6`9d0d@-_U>3%5KL-we;e*M-^75Oh
z9)C#kfh`#fCXp}Sr0uzsDT9Ma!u=pq`tw(ArRc9;%Zyu*cx|VZr>1~57a;TE&fZV*
zrVM!&d1dT--cr%K$ey=Ml7U($eA2MQ%svt{dK$<$())6~4gfQ%BOd)Ks_W13)YHv%
z>U=gyIlTQ~+9Y7?_W3mfDimkc6|>A270!jMDcrGpC5<pdh4#@0OJL%U2Lq(3(*^&$
z%=_}K^Y$cGUmSZoxHPlGNoQ;9!by0{WhKXin{JN!R1ef1$l_3nFzwnbH8;ih2-!|^
z?HWnJR~+JFW{>#kMiV<F?<k;3!1x>u_JxzmT}vg{*|JY)bP6b+07j1l=GVT^$g*NM
z0b@{a+^Lb;^(JEDe({&CXWaTlBVPPgrW2cgOCr^|-rF@w4m5Rvk^>}J8No5JnB?Da
z9^4`j{E2NEXkZ<_M}`$5EAilx0P*|2<b&r@=6M$dOe!)l)u6frpS^T*e9%6C-3_fd
z4M$2Gm;1ZrqNj4G1Xm?12?G`M>&stEH!cv=1dpICp)An0X7F)2dKX>sipokK|4(*<
zV8TN%YZi<b>jLe=@oW9v;)CP0Gt2c=_ze&HZHCw#j}-g_sm_h}#WBdryl@^8GvzV>
z+k}Vz*3q)po{dQQz&R2VQTc(bH|{r&$7NOd<Lx0rS^L-yVS=}0ze>}z*~H01x3l9$
zsUj8Pnn70_cqwsqRTbiR*^If*Me8Yt0ClqoNRzgFG8DH#88cFrlL<O>$eP*+->;FU
zubID;T+VzIm_oj4d{mW4Z4nH90rBKN3<St7KB97Y7G>v*DMZ3^xsXNtdu1_U%I0Py
za_M>N$|Jkstq7s4sL%xW+*<5SqPh1@JOj1cUvhr0ne=ip_CAnGnsn+CA94X8aDnvr
z>xXwZ+Ox0js570F$GcEA&czN^n9~NJfXv-voX{l$H!6ZcvqVZG-ty$6nH^mWBc;tS
zrD;~Oh-c-!VA%@Cw$VY$HBklltE_E{dJXobTL$)K>qGcV9JSA7*!h-Xd}bbx->>q$
zDz4{0ft};ez5HAh!ovPXpv;C6zz#dU7-VT<l@jM#2wrjK)R6Y>e{fRV%|Y6IB$|7~
z{Bpp29fT&;9H;XPLQ@e`UZ{C@(wV)!jFJVznhQ%_Bm#QlsYQvLQS$8qS5t%d6{#e}
z=y1~Jw;OrogtthMHTl6q-Bll|>4_ey(l6Ab@Ay(ZT=ee7GCz9jQEt095uO|S|1~bM
zgr7x#&<NW%Sv#y&gB_Yl#IG0ZGB+;lJ_Y6u{hLJ8d{(+n0tE`o2f#<=<oEtB|J;V_
z*S2$4WtGnwuR;KB1#s2}qi@m2ug$^Kg()=DmjQ1w(B&Iw_+^A|$&~5*zNJlCA{_LH
zq`AIJ0WBb*n}<>GtsUZAs3M;B+a&QY1t%aT&)Sa^OaT*_t3*6&Swve>undel?c+#~
z1e2TYn?g8Jce~=}unMs^Co%ZB4%b(=((*zAo5eFo7Kz8dNvagoepiQ|Ren2g%k`p4
zZP%bMIH0EJ_oXr6lCb{^9|1e@8v>w<GNnhn)Pdy)!qo12aGR~ofe{*R@zxvnJ|TEz
zlPX0q+IOhxK=KRd4dQmNy1~iG^2`RatkZQ2Zi`>kuQ<{zE_v&S`hiqCsawxP`B><s
z(q~L5Ne;&qi)C26gzMXxx%r#lUx~nQkKgA}A+o9ecG98s>&w`fcSsjri6Rlx7~l1<
zs(hc@C^5&yyB)YhH)lk1m)|%N0Gf`J=B7|qZmFD+0a>j);;2}_m0GZRHVb?pboq`1
zG@)oZmElMH-76^J1q~8MNpxkELw8KmKr8;nDeAC2x^Zic0o0WA-);-UjF$@eyAkpS
z`}pp;I~>bt9LJ*k)7&#BH<%Y~;;-L#h!;FesH_ptU()$PSu$<WS)3}t>dqBZnT`~r
zjYx!sMsC=^3$bKT3z!yzWJ#huQ88>F98-4MzHZF>CaB`Nm;y9%kqivK*dXBJCOrP{
z;F^V))xTKp3m~Cce^z$tlB_6csz10ffq-VX9|)Z1nk^_se}r#;@vRnp@CbdJ=GD;8
z?lIQ);KY(mxwe7q0TAwSTyNP9wq=bcHUK^MoqSq54@};|fAJnrUP2W9gU++awK&t3
zyb=!qNV$CPEQSSwHBcB#A9(W@C5)gTCrz-Z8LEua+`2jt*ZVZ1m6iww_f3sCb90V7
zw!Wz_5g?DtT4ap7EKQg}ss3)~!i~nQ{4)wxZw2Uh{vkeQ4mM{@2i}jlPFRyoE%9+T
zS^s6iK+LLBQT4UaIw+&N^$Zcc8xU*i9sKFGzPO&e18)<LC!7AvZIb5p+WGs*L~*)s
zj@!8ms6mUzX|Mnfc+E(084Th(ZH_A5Ug;|@&iW`1J&#FX;@7|%h*iHdb2#2bJn^H-
zn~GqJ4Ee7Ktopr9kn7FUvMMs=Z)jOdaGBUgPIYJ9X39<%*=rQz(@<i-d<(izmEV+l
zl6zqd2rNLl`Ly0nbXr$KiDEQb<>$AWBRbVezJOwYL%^p`dyZj-ohTSGIGzYEA3&%%
zn|AD~6OnHh0c6;w2=t8ETqb|f(U6#R5`+_Pis|bp5wU7=%cqKi<Qm_AnL3!qO6`(=
z59UVRxN{*9m0HD(1~2t?B;D)7;^zXNmRI5cDSTj};&0A(E&neL>L-VN6hK0?Z6J<>
zn*-Pfyc9BI+w^nORuch^^Nja~++0DIu!JRlpHxH={=UUOD<~&EdUpogS|uLDz^>-s
z7Fo#2iyt#@KaYHnKXM<FhxNDn$NB>LTmB0n_#6c(hSl5`QD7tsLs;0_92k68?yf`}
zw;KrynRLmPu#OfQ+`3->pApjcDmo)tWH8~R+;K{ys$f4XdW3mPujA__ph|UtS-Q@b
zO7t(NeGf`(kz8AF=z_pyK1sMCsAXT0#n>Va2qgc#uTh-1Nmx%OOzGAi5=*`_b1yjT
zKzS0H_hR<vlEGD&LVw3mdz7{pH}=fsTX5K(#}eES7%h-_8tdYSJ0H2UkFhE)yPLkP
zi)4MDogJ7lSQB^Qr0TWl5z-qXhP2~N6e6tR+LFya?D1sS4%>LWH(DC#Pyg+)N8LSs
z^;$?Ajr>-VGTbvXBhWQDZde9*af6YS?;3#`y)f`i`HC!^ea`O!2XTTpCLh5WU5IFI
zT3e)zgI$12Wj!P<E;`O!5taEDdfB$<@>Wg7^+12Xq!Pfza2)e<$9I4R7h8|yFE$_L
zyLrs8yhZCkM2JLYgn-UUsjd#E9>Fh#z|!;BxMqGZAmcfwIs+36;Jz!jFV-ho$f2^H
zk{;|I16*$(I}8;Y(VPNN+7}+QRp|c(KcQEhvxvmavOLXB*a9^VK1z%~pqR*^eAY5e
z;U_jna+^3_FuF>R7X~_sw$($Cm<q08ji$a%ddoX3bsf;qD~f>JA4vF`$b3mmg7OeZ
zAaL0Dr>pgUs(b68sNd*+bO8Y=NeRghDhLROh)AO}ND3+q(%oGvibYGe5)zV1FR2oO
zv~()Dv`Xha3;LZqbN{$AznOb~^V`36V4wH<iSwL3=aq)%H<Q(PdCMRBQqX5L&}Y*7
z4pgH?Gg4GTImMbwUSwLQ(a^m(V3=ALY)Bt)7J3=T&|$Y4ifp-$)#r{7*N=hf(8xxU
z(9`HluPTl>_8kxG1OjIx%RXD9-)!V=PybVofy!9ui+9MwEUEK`^Gs(E)|NkU=0qgl
z@<XM<|3>CG8Uh_=q2(tIRNZ1^qP)Z~CfeQ|l5q|@J0R%oX>X)f#LKDOe#VAgriOa{
zc08Ga6l9$P4sQz9h(rfwuLS<*3Owjjmz+}T@N5y0^cE#nV3(-i99O;C#7;@(LHJOJ
zVaJ3a!cpPl<QU<?4Wf9za|^qPdOmSb#diL$^E<Qt%ZJ^!hFCY7^e0^IJwBfM6cMsE
zh07J(#(hlF67H~;RVEb4L?+-eco)xqk;_6VZr~Ba`cDO;bqgd8&J6T_hH~E1{S}<A
zmOLiCG0l~PY^OKA0(R&laD>HFcMZ84th;{b8A+DEO-F#KHn`0AxcxY`wxgc(+B5<x
z5Z^p2(%`?udY$fn2-!x2ZXI1n2UsM_RJ5=D?+BvM;|u-JUbuMsURB@0%QS>m?wn4U
zF1G3+&fPtloW56a&j8#0pCCN6us=s^c;+FMg}V7z^it@Bv%3F-1s{jXHvo4<@bs5o
zrk5a&`-b_k!w6zu0_QisKt+`|PDTKB>NqJhG@7{z?X@UI8BVF*c-`{s#u0PzzMq%x
zoM07oMgT7@Hu>^_t1A)aib09)Psw!>)7jjqMN2LL9SQ-ND&L7#;SR$+d`LryU{K$>
zDI)l0a7l7M7kOEUjf|Wl=x@C5I)lF98J+_CpS-Qp%Dj*|f<3Txjf!<=7b1V2`9be*
zY^|@Wc`Is;LpqztByM3E2Wqm7Y2kOxfs5_Zr#~vvnb-cwsn5p7xFI{#*SHL<Qz>wl
z_oV?a^y^PvY_I~kp2v~AdX+Zlu8N_jy*dm%MW+5uh<QP*G(I3XNONO4LkVe<9g|F+
zP(8}mutx{Ur;<a3A1VZx@I*a`Y3s-w^9sHb18M-K^7q7y`rNmFj1Ua)LdoOW`YPBv
zOJyo)e{I;RKsK!){{*~ZmhG^c&_`N{JZ=fV7sc_^hirMWzcgs-nZJzuF=^Q>$cvCu
z41HP3Awhp@L!dZE01CU`TvK&PvM@3Fl-AIvi&Yd>a}H9_Lpp$l;nR9;cM~z9f~Qgx
z-Lfx^pBRD=y}%*HfBgm>L2p;2%Yu0PtQq#XLZpMoo0UtD;Wk(K343acxnV-}@y3!F
z^XFWi?s?@m{b%4(mH`|b)^P>f>0<hiai$jCSuQeN`4$uRU3C~c-o=SQ>)Ia|Xd*By
z0XVGrN|V$jG(+2T-E#^?-4>EN21eWa4Fyvl!i}e~H$3SUZs8P{&szav9LqnV{_(*D
z_nANLfq*(w3j>x4H@@)Qd*0@zXK(jF_49(%za&?lLVV}Gwh41%5-_3{esLPDz1u`n
zkgIP_x8$7IDyBn;#Bp)maYI6+^0n_~LR!gQ-0j)Nl~LlNq!NgVYp?etq}}1e_)YNs
zrKw)`m8!$G)t_0ZaW!gxFR7k;?uT?%)?{>C*MnFGRinAvQ$1M#577lkQIDZU{A6#5
z)9!H_HMAuD>Mww@9L3HT8^Z~Pvu3|zW+#bq#_!Pc!%qFn7?Ey%+acXh6lZ=gxg>f2
z!)tz4zw>UDueRS$_4<HQ<6r7}q|-HiP+zbiMC^2*wfK-b%R*-F3a?bfHh67n|CX7M
z(~$~Fym81iTBwph7LQ|I99foOk0}H9e);dJ@T8byLH0m%(mbN-+eXGCIs(b&j=Yp}
zldGbk5DR_!Kfj}nZFtdytjZFtW5ikJ?vH<Y_ntbrqq{(H=EVrds^8m!71$#xz0Kc%
z6aV+`pnj33d`5K)goOK%eo4`Emd(tJwlwOuoSICKbXV+W%IJtfnsh9t(m|u7e`5c-
zikKn(82x$DSIAIaY+Nrw)mN^HT37I!>X)#eu5svcxlUyxRV!YJg{gWNb<gW00YDtb
zzpU2lD)-AF6XS+SiSJ(bAS~DwJ!dvGkJV6qjJ2DPco>R@=wigF7RA4NKyN81V{n>k
zug}2l4*;~SIaD;`C%z-r>vzQUA8+*`qa@m=p#ol64qJepON_raHc)SB%6DoCTQa6-
z*kO&w!mpf`C_dpU1VxZPf|245SlIzG1`7soSw6KjYT5tmf)?5HPt1hq)^8)<k0MKL
zoZsBNnwwTla;-wm+gx+}(UX}aAFj&fBkF0$u*W{fv|X3>H?Qbk=G*6TLM@Q$um0n2
z{^@o5^3H~C+(aimGRO2=PohJl?D2{>Nxaa$=r=hoep4^Ypy;Tb^c4V6ef^(T8&0vj
z*`@99gzL5P@Un$;|7F{_F+KE-M%CBYFT@M$#OnuqEJlbf0caCJ`H!PqkoHqRUHI*8
zfLFY0_9o|2ge)FAKfyx@oQDE<@}WJ;+h-$`E)yRT7CUJ;KLhiB{vR9bn_3_sKG5Vp
zH%g%Q@cm3k4yW|B{ZGP13UX5iX^Dq(u^6vk!gIu0r)UMV{*e4fGib}rTitJp%&#tL
zn6q&TUCayle#;07hbQ}x`5J=-_PUr{)-_#Z771K3a;<-fE2hHVz9Ef?u(<HOl2eFn
z_tSbmrsJ#UA}J-Xl!S2}R9J24j$q+PV7*(zwicN7y2P5U__z86ibhG8ry@OoYB0T4
zVPm$VXbJOa389xvs}fYOt&xa&P%ZoxHL`DXk%x}3&41-|LTXqS_U4F9bCMyJvl8yO
zyca0jkBg9NC@em?8~b+p$Veq*_7U#bK{PahAg8+pj;d~yheLcqLd<@doo=ofeOCU%
z5^P2h_oo>d7stlNu9>!yF$ifaHUYQ^d^Vo9USrthHnP7Q-uDx!zs4oT#p$$iV_k~b
zsO!0;ap7Fe4Mqad0BlQsb)H~J*hI3c%yXU1w%_9UG$Q_}Kv!Or%_P)-7F+hP0{D?}
z0}`wC>(@qbMM9|XTt4(^2ft%)PyUJil=I2@CYE;%;qviarr-;)+|3^{s$T#80Hy;%
zE)F5X+2Id0p542WQN~ci1kot)(a!EHzAu_uTH0@*th5>A;kdH6x*7(En(68pvc3K#
z+#gia{P(QTsQ2$}HVuSM<bk)Rm;n~gG0_+y9>ys~5bqU{(h);e!aTG=5ka8^1tuI2
zHNX<7%Vq_H^roy0Qme*5+}`bqNq=3y<EVB;2ZAI0=hn*T4n)zJx2#S!N}m3z9g;j)
z2IcLQOv^f0c4_>p3f9dU#DQ?St=jhv=J*;q+PW9FLEr2p#FJ&d<L-VFAOkOA8jeGp
zQfUjSF44xRClS&YrC;A?jD_TWd5hc7p(HwA?dWx}IFr(GPOw9qpXkk~t<eB^LlJ%v
z4s@X>0e`=gsTbSj%Z+1W3|LrL8YyZH4r|w2o<4obA}C0cnwpwpSbwA+-cxR;i{1zK
zb(z!3$%J#NMSt^<{br81K$Js>VRU`&ZOVx`ds!_wP+V6y7AdWP!oBuW_l><xsvFE&
z7*DqS7u1W!&~>GV(42JH)na91lil+#dXqCXHO10T4Io>$y}gB#lauq-+D`OH_01Be
zGtaos_%mM&FG|4<<HfBO?fR&f0%qKDH=_fNP;TNO^-amOV=PdYuI77o0_rt8Ep4q7
z_}cmW_FP?8M$Wq}e!p#NoBv(g;Edv=-?siO5fKyEy515xI=WsDAD?|^)#8)t@$&>2
zRLbSl{m-92XUVGltsBoeVqvXqut|sbAEtKP|Ho#xL=79%j%Q+9mp(I@x-#_afQuy9
zJ>W&Oj{aNct)Bw9cyqZuj$`}O`O{&s!)b;U7kl@8v9(AfSY(E`@h~C0lkpHM+85xs
zdKKc8?)L#1Z-G&KXA0+T@-1?}7lE!1QL#Ps0Mxd#ZMYkr0bqKndE6%nq0-IlANO_D
zhN~4u&2fh{SXA4bGxP49Z&=+3&nfYSP<Kw-2msbfNH1p8w_^x~mC>Zx5|@Pb8e(O%
zq6K2j(2c}tV|AQ9EG(?oPFq`hc7m6m|K6TKq}j&b=o`R|g(Q?5?-P?3y*&CMa5Ced
zL8;?)4BAB$e(HZl3vs~CG9%rVjXl4tAVx&L+Gw2rMKcrjN3b(?ocY$7IjQ;2Jykq2
z9$I@r_3W@+r?FI%S~hB(HtO^7d^!XWA%0yqS?MITXV4qM!NXHH_9o|{tRVoY4A7kD
zk=Lm@S`eXl*3F}nXRcF3CrAE(>@W8K#6dR-?nEOcEsDYOfV82i@HH3=tkB)#x-@0h
z>*}|6jEq=pZEYQw2DtU0Ek)t9YMMB=pTqEn%K_g{XqPxBf$o|umXUtVBG-v`D$By`
zR(d!Bn)=|+E4455>xf~AGM~A@%$;Te`xnG#QW_||{s$0&dffrLAZslh&uX&HFKY!#
z!6)39drB2(#eF^9^m$JhL@#dKo@Bk(UyqdM>KZ#c$<P5|vG27As=VQ~MUuOEq@sIb
zM!bU#u*_b3$U$%hl#Sf4uNU04bTl=oj_Pao5#f2?wr?E~)jlD^(a1oaz4@v)Nl{W}
z@n^LL)fuAnR?c>B^%~Aq{Ut(0vImjrg=XZqxa!_CPpEDOz38RVB)j@u^7{5}z0-99
z0x^DzPrLr97O4qB7T^XpFz*zq{}T&g*2=<Pz_>MM+hX_!#(mamS0~I1j`x<jI|I<Y
zS>C^zXtdtlrQ2Ld5*H^&AP`8=nGbauG0ku1`&MJlB@go-r+(Pv&+G}!nl<6)4vD-l
z$+2n3*<acA`4bi*f}hQ>?UIm?w%^`{dJy4xz4vNF0ssk-5AXta@y{_hMzPdx^eSoJ
zG)lT@=h`K<Z8_5#nWtM(NI^jn{rYt}a7a$Fvz7qOx#|M%M$GW-{)R-CxaJ#C8uv0M
zE0p+;A1q$`wDejgTudaBE+B58F3N3pxGYO0BeN~eOY1rU5f)6Hk#NKMyF7r&JZO4#
zJ_dTqV|Xwmxwt)^2WX$^*rui?v(Xn9WkVdXEFm7P&thF5!+i}p^gkB%SoJ;7!MvF)
zrBmF{I>E}fr>j{ZiP}p$eSz$({QJph3f`^@ujaU}lreFR*CExY5M-N{e2Fh{lR$ik
zXORqpnDoGb2RJ^na#!7>&5-bmJn~(X%sqaTYoxy0%d4BYjju5It+Tqu`SS*Kxf6{i
zX4Wc%+_G3OYU&{&)oWof-lhYmz0xImt0T&zQFE)@UUrkrFU{IgJ%LSGHmT9}3Ae8h
zB3kdAJsso8DIlLFf5q~bOYc_y(XhQlL6m`2oOtTO+uFCY0weM`;*l4|d1l+!%m}a$
zx2(=&U>4}eT1d+olN)<<D}qzGR##EX*W3a1nWML+C5x{kYwh)&_Tbo<>I2<HJ_XKu
z{p}Rk2*<X+?~|tD<Z+{=^S0-fl~53MsTd!)gl>xMtqD-HdVZ&!cae=`N3(hZkAtoG
zWSGvsVOsTf@<uOi_^uu+NCdc;+toku$s}EiYi5%dsUzg()l#Vb#hp9)F!#%_K`a>p
zsdxJtA!erR87n3lzbZFco|DS2O<u&swrIXNc1`!fxU|kzU?>flj=#1cx>Ge%=Yfy5
zFaqIxzVQlXSaQfCvn-o5VzJ3mH61=a2Zzsos7#Nw2!kcg!|KbWHG0aqUBu|>00kLE
zFYP-pj`8ofeBqQVofWAr2`09~a<Mf#IU98K79&T=+tR(z?%%$+nbc3RM5q<|6Fo7*
zK0Py{!n{r;R$2J_kyY+GbHNqTBTi-J<cjj?qDdu(u`9~eG9##qr8SSl(B)peTAwom
zWooYehd>z1oGvgsT~mhRM^E=3H)eT5m6u0$39)S40WufHA1WSQE3J|2+4yyDzw<Sx
z-ZJI@Uz`n8$Gq^C)}}*jo&c#>+L55u@#?~Os)(RGWnq-~&U@GOitgVox{4k=k%<%B
zv%FI$<7oemo8`~*)o7W|#13#3n*3w3=b6#Nwi!{nPKOS9*E`qrb~Z>!3GSSIB4><P
z7v==Xoc@xGaGO?~&Lp#U-ES@Q=x)zP<%)u6gX%kphdI&SFj04WbfIe2o?upZ0wDs~
zMHYe$(`-OnJ3kn35}IVblC}KD9W^ppG4P&O|MFomTWO877rLuRQLu(BCjVrP>r{Ww
zpzr`UD=Z^3{s7(O;qZFyFwJAsZ8~tn{*O{>6n5_0*#TkKhHQ<Lu!$HF1oFyXLaBQD
zNIw^?|8`!9GHdODwEO7lu}q?{T4ML@ky^gegZ!NhCuuv;o^&%-T{Z+F{qMVGVh4^X
z6Te)EU{kIY@%xz}zq9DaQ4(4D=#HiK-MWp0xqaT4PMh-y&Im+=-07Mm?KvK5F0Sh>
z?1tN9HC_CS@(Vat_kJI@abMM{i}da6Ebr^Rj@S`#w)33S6L7mD@X1g1LegHiB1rRi
zuKUlfs-j4J=b;_LS$Qsl7z*CFy2J}QsrALKv)6z|G_v-pjy>S6O8tAElBXu;ua=Ot
zT>L)N_w20MiTSmWE6U54lxvlQ*KI7l`q?y&n>5-R(Uf<v5XcNxT3pzA<d``nLs<aZ
zhHtwD`lD0!aTRcq*Xq3sY`x99aLkJDj%z3SvW60~k3A5Gb*xkRIQx8LP{B<&D7EXr
z5Iwl2diclxAy@5~?A{I*di|*T_n)FzysJ?>YwWYrRHO(bWs?CVh8#c5CT3@{X7w>=
zAMhxnc>Qd<qnvi$+?eM>PZng_aREDNQVh7jHNNvsvsz;{mL7p%W;vauBZszu^?rEw
zpBd6DUbeKI{R&^!P%9p8Penx$1|9#ehMB0>nZYOpKE5hla|FUS9XW_u9RkU(Q=8hG
zc>JvSOv=rNd%uWcMoRDUark8YG|SwX(>P4Zq;NtP39TpH*oSt;v-xRS)vsK~&*qvZ
zwH}MW{rUWNb8l$}cb>bL^`%*35zFeB$La?^XY{VXWM|Br7*GGwfBlvh{dPRi72l>K
zo8?38;|dwr&hy;%17SyW%Gg-O6z@kUYDKs^2=CeSo>NE*RjoI3-@=7Emc>c(+2Ae$
zaq#q%Nqp+iK{9bsbtu#YY6S0RQg18b5<Y)#ia_j8pA!DlzBLKO_eU<T9bQG+d-M7&
z!&N7v{-#KZS@4fi=SSXxyHOPKX^~6_#8Z-gW8O7o@6^du=~Doy5&Zq*y|&cWIvAEr
z_V-w`?_6fx7YD|F=kK(We<r2;+>iGpKp-9e5{zS>M^tpt)YsY;1H<EYjxlH9?WdF*
zA9Izrf5qQ<Eq73glboiI0;JXHgI^$RQX}$Gj0Qb@#`{&DqNHIpO!{byG-DYfq>k}c
zd3|9++`GbC*M7;T?&A5YcT(V~=D42@@iB`+1U$`PlvR8n%2E)Y6J0dV$!1nWNX;81
z-t#(?Lvh;+fnfd1VOhU^>WY1`shcvfYGrGCb(9%_AnlHUjlg`6Yo`;1uj`Db6N9gH
zQl}gi*pSERs^O12=T5f>zE1vkLW1yZO5~Ks!B^ksr-$|b!$VWB4QLQ86=v<!jKZ$+
z06_DD4zhdi-5d7<Ou||o!XwEPY39XCdur@GL3=O6zbkCKRY@mxqwvd#T97*ZS2EfS
za22Vw3UmanrYQ&ah`#as^^@~q@taOf(6O8arAbf6KNo(<^Ih)$IUXK8f43;=XH)Qd
z@6AQy-Q{>m7P7PL>^SUKhA6gzdFzalWC;FWAMspR$gT8$WiLPHZ@`vgKEBVXPZX1r
zum6iDz`FXeOT2G7T%r&_#`2(%)T@^-odi8CKx_A2tKI%y;b7RGr==wGib@?onB34=
zaf@J^_CxQW9469(CBtLq$*4pDn>@fg<<zSz2FR;-N%qwWHUs%@RYbS`bV+dW@N^#f
z_vfg8Ui!JC0ZFC&TmK1-n}3V{;YRLf16}$qh<X-}W>azNXqvUhYC)%>&5HWNj-~Y7
zwi>TLVY`e36Sjuot%{0@y=lh>7Fzia)p3caH50CzeNUGmf_yQR$CAj!^#(|#&teku
zUPyN7bZXK2_3KylQX#4o(99Pvwsm5V0*juJ(C10Nq_97BUMU;2{`&gz_b7a~4*(Gt
z$|R-(>D~81vyI_36yNq9J!bjs_BuB9T@VqCb!)_b*4=L&E5=?$`*-C%C@K_Lt(1cF
z*-Ra0GD@Sa;Im7BO!e+=!fQLB<MXwD0E2XCK-a-7-0r!1j|>eOG-(%n+WO-o6i?+8
zc1N1TWRT>G<e?$xZjO2or|0~VQ!8&K)(?ybMHLlycJ(NB)d9CbeYqIVFXs^KD#;7}
zsAVG)NHqT*gx{ERc=Hgg8sN+>Cs(~zx9<w0?(s4)G*s9OcIt~(u74up-{LUz-_5Gq
zUlm~#_l*~R83CDoRZ+RgneW~$LWO}#`24qo46ee;K<}3k9ur=2f@6+P-s7N*jA#az
z9|fj-8`;kA*<QsUpy!64{jeqpz~p)+SR$(h_p-wV3iX%5s;<6xSnZmNdcHj$1S#{q
zt&tbUWh$V6VX@&cPNJAkxlb2B?~PfoI=fwe^yTc~W>G*#xi6rot==MuET9x&E|C>@
zcPEH&75ffc*-dnI+9Dw5c-%%qqp<!OFPA(vej?e&^4^f*hXczdx|<>_Pz<fSB!7Gg
zTA^3I>}h$h^Xu`bJ&JoB;LOamF~~!bwceY0hhv`8p{X%lMSzS%g-Mw$p9R-Mp-NjE
zFY_(eg$Q=DKPaeLs1hz-3mpg4v+*U?T@C0XIkpA1b;h7fBeVY=I$IJ9;x`XV9zEu`
z_s(>b2eRW#bY)(m`?67Msxh2e*j83n1~e^#w)KoOH1p+$05P0umcsZvhFf=_APKO*
zEX+2NfS9UHI7e4W#WvKMo%aohnM8-U9Y)Iwvdu*Ar7U~>_?Eywz6X~L7x2sYV|led
zTvE$Xdn*Y<jg9hH3sXaP-DTHhFE3)gVHvS6_EETG?NzNmY#}-KcEYmhqABdlV{kk*
zKu@oa%cG<Wx5yU8Q58OztBS+H!9jjNBQ4Q;#WT$4M)mOHXNO1~F+hmxUivvjO8rH<
zHs7E&(T>6xQWafB>s3;OR}m3L-+`O=WCt7{t%?}aIFgN5d#tT4E*|Z#ZC78Z`(WO2
zp<>*oKQCr_54v_$Z>oy^lK#>@_n@e5&ssJGNXuN?;>T@Y-x}R|>weCzwgs9N5#E})
zM4Pcai!{HjoXM2zG=Jf5SsQUtVh<b!3mF?NqvzP&&)utbwc4J5%7&mU@W7gcVBcb+
zxA@Kgb9D=rb}cU4c&GOEjsZ=R2b0$fxgYeXyufdMS5^!Wv9&h2R&72?+Ye^5ag;P4
z{kzLU+(mGxa5fKY^D8LT3-zjs<8a^pkhlv+IKJ~DVc5S8PJh)&MPHkI*e`^{%Lo8e
zW9|GLhk^W5%Me1vKiE4Zj(xX1!E<4oahK549~&X}0dd9C$nr_jXCGK=-awJzT5~u-
z*ndx2cMkq^ZGPkLs_brI`#Mx=MVTZ{7{VwrpkG-+sUtG=u_Qk4e!-$!iLb@(?^%02
zYx;_|b9E92>rx%bLVcmf=9?7BmUt5%`SQ3K3LX@t(kqcix=eV@S2^X{NgM&EYYAmf
z^!m+=s&pLCw#bFb6HTS3LmrJo?h^Oqf!eJXzesJRlsvlt`|BPyT|44g+h`(y5K{eC
z3fmd-OOE``HNvTQTSpg{&He{zj$HUNh1sdzZOYZA_^a-{rs3Rra9ae&j7DCJHA>g}
zAC7%%godD(lEhw#ZVj1er;ge#0F}82N{1;In%bt<C9@II3cKbIl{nP=lFe%}X;g@_
z<i6llKA8&mUrC}p=8_e`cJ7gX;GmtOc(v8+`0ZWzgq^Qi@;5e2$v0{zhnF)&mVn&#
z2q;x3&aVh$%vhPI9o5hLs9=tGI#iXhVzVq*1noa<6Ynl4l1}B=HVccqEE`Dw{G8N6
z$!jJfT-=#m{bt|0pmd;e7m;#2k_&3=<Qs4dTpS!<ar<4JLe34W^ysJs02HM?o3V}Z
z@9=;FDO^ITZYff+XeVR*NMrU4^TqGEiF_u{C@3k%u`0{*%Zo><Z%+W;vQC-xd99ys
z!SjcrOXhxaF>~vgTSuxyK%I?P^`j=jS}3it$Fs26OpS<`ioN(@pMu|R<i^Ta6@R;M
zQq!<b9X-+LREn6-R^|SqrdN!c0@Ps_771IeLEv40OYC#7kP+THg+2>9lXI#4xbWuk
zaG$K3`)xJHe0AxGeC>~VVh<NE8Nq`eGPT~{=Rw?=(cuu?nR;T60`Tpm4yMb?4W0hk
zSEbK}C7BjbO!};eRUG|z&g^c?z&e;W!XWND)ZdZfF@e^(Jk-Q68m<>`xG4-w&xd$z
zD5&iFcTJjxo|sOQFa}*SPct_iWNlRgyO7ZEieWx38gMw#)x;OCLk93twXv?4o=b<o
z-bSD5_;i+1T=o1`l6e?I02Sgl_LAFBnau-_A1&S+V@@rM1~eRt>r3ZY=uyJ<`t#f`
zP~d)b11D8+Oghqy^n(+3!R4Yd>N5LJ1A*i}1dSRHS(%xY1aT39D$cy9<?DwaEO}fd
zO{1@<vrapyMDgOrX)6hNKDXbP*xOqw(r-tDob+37#OGltyKnE_^QVc%&{coA;5?eE
zsOG1W!r?_Ww&qZj&yOIQ>XO&=0@gDy`3LuGHtlJK!vyd+SW)36Osp;Rys`EhlENq!
zJDPVZ6&=mUijsmzM&LHBkDxmwk7lt`^zx-G5JcugGIaDKQ_tw_9Y5xbd`kk@zp6nQ
z;pyS8?{WL&42;VZ%mQgBbt>#vm@ppa(oe6jsjm;+e&a?jYx=Og+eolwD&8-lsig(w
zLv&$^gg)CFT!uVG#rH415FM2pdYPw>?DXaPua%ACqhHu28G5o_LW`<#l9zsNdfa2O
z|Mg`hJqH{jMLULvM9QIJ&piU8IQ_TBJ>*DaRswTyht6b3daE*_$Sk6ap^M{Sil7cD
zm#N$}LKdlFqDbX8#vLn$-ssC7=NWribQ0siW9g|+HCg;*C8NysBl1Qi4{a=~a5IWH
zOz_$IN4m~XT*3j8omPVV<xfdpIf(C=4#n3rZ~bbykWKo7lGsf#jwfY$Z|e7y11)Py
zb9Q;GmV5iRKn=<o1fj$CJgxSX2g^f)Jn|3nG&$P6ZLI8gs%9v{70*h?q1Ng~NyZ;Z
zDGw)~A85r9%HR@1w5U81aa){e*0KiP&z~w+WpwsIt+!iI@K2(f%{D3(Q+LbmlQx<)
z-gjCLOSv(;+}Ye5DmA0?XUOyWmRKvA^^T+VHAxv$?b<V_Za(^2kHG0_o#3tHGtXO%
z4JjD?cYfdt?q(@hThdTXG1{Qbr`HmXkGAWF2Xw^}0P9t{##XYlq>5ZNoM|Pj!xp=$
zvhr3@FjYU;H<b#sw&o+yLAsLfYC$^)o1mfVfava7lGHDBD?uT`t^VV1PeFe;Ba2R)
zcSCqSZn*LX(|W^%Vd4e-YF8)yMZmnz0mxOK`?3-juA9C<RcJ5plbRUmYuahheSUL1
zQ5=kW^KMw#2f}AWFGNvi?egCr5b@STn2oci`KAN!9uQj{D4_4Byba#gj)CdVI@>ya
z!^HDj`!Y0|Yr|vsb0sZIF4LQM!_wL}WsAyQER9waJ->XW#$um5DRYqL%kZVTM&m1v
zuC7^fU!Vd(8MtMar#)q2JhT9|xcX7SY^1_Lbw#>0M?GUKUa^s9<Yttkifv7g5sm%R
zIL75++M@DWyY$O8xkmg1h1wsRgGfNt@7eh^JswhyWF98&++r+wB5rfunq7)|Z)gbR
z?rdYyIPA#sA|HzImcVWpcuGL2nXSSo==IXApn_%8n{CW{sbIJ|m-Rywk2WJ8s@!9F
zyN!ooh%biG;W8Ur^;#R~ih7kMG|~>Jm78T&ea)XW_QLz0GZN_@g7Pk8e{}{58>=R{
zMR-e`_NETK-um&{Y79kQl&j{Wq@<u2^U0S<E_=l+XwNVnbWxAp-QW>T<`cLO^Q$Y{
z1)8}Ut0lDq6HnF$U+TZ810{Lv1AzAq;${k=2aD2@LI}`jWq&Bpv?QAobk>A8QC{Tw
zbL)O1@&@}&F7`%CQ$U7SlzM*7O<xsYy<KQt>2Mh==~xuV<DFy3xgcOIopVESqeT0O
z-6M)okB5Wz_8C9^l3tPi8YrkMx5VTy^wR31d57Lo3drE9l00tPO2C9Apb>raL!~&$
z3Sw=woOnm;-|wkb1>>1Chd9x=U^EK0;1a)jebHhA(HB>fLcUdZ6dBZxY>t!=_}T{M
z1CTafxn*<;O&BfTr<J7w<L9{P?!LB<b8)4%YVVjXec9p_s-0llC#s$bB+7|B+yAoT
zr4bE5h`#MdT@~AJrhz>X@sf`3G0p|}AXTq5pZI#=`~OB$o<$W3qQ6#h>sN2&6#0N&
z$8SKx%v@v%0NA1r>LzM^eDpCc;>i;yi)88_5C+U{<2FULY(;=5K7pG?DsfOeC<BXX
zP(SfvuynPiN!0Vy?L5K=YGL0U$MQ`$z>i>OzTMkg^3eb{4q}G!#ADHV&wFFxEmV#!
zf=<y^-ih4@2cB!um6{q&0>ARYKXG>ajs^lp*)IyYB~+MQR*Y85R!Irlr2~lQ2Y2oS
zb_y?DJ<p*bU1r_id$>JW1UA>@QJVshnnSTArg~79-Ij-XYKy?JU=3O`R9U{B-Gp-R
z`)T5SW7Bd>UYFX3a<=H?prw7>-u7A%ki8t(ngcR4`kBx$c$TW17-pg(`#8#50KQC>
zfRUI3B0EvoEe}Gn(}8M#Rw^c|6%xP!k#(YP93CIcO9;3wsGYx})_|K-Qc{B9VyT`#
z32OIOQ92N*0W&CV#Sgmu4nmiFP2j!|lT!ip#HFZqG4FkJbo30iGDcTK*&l5s#2I+!
zE`mYxi%!7$d+YB6>Mu8~dcPcs=#*Oi(D^iC0YUi(U<oY_78&x`3&9jkWrHz3_8Fl8
zEr0MGB#L@DmlGs}^@mPif5T_??GDNfrsnPiJ!fMs$-x>l%WA-<j!8~l{?wIx3AlpV
zCin_G*0js4V?eRX#KAwe@RdF7n`cUyC<$I79F}{5^plFYjwFlSZ(x~K{!-)qjxh)X
zEIJvWTJ>uIy}0j=mHlOy0|U|N0VdmzS6A83Cs<@xv<xtg>o_uX02kC#`UVn87h<Yy
z5AD;;mR?bFFY1KCPX$JOk_2qtfqi4HZT{c;lKZI;WdLrnHZn>2;aa~=nms_sgM&yo
zs|%c|4Zltt)GS>vnGoQyMZ+I0mYy^FJ96KKJt?X`nB}#f+sn|dbTn>0qaybzIQSlz
z75a|W<5S_LOJSOYdO~0_-XE=SkjM&<13P-mf&mS>tjBitUKK3jmiUQFZbo6iOk6;q
z-_3?p<%?_0@Ir;%=-le`^t6i}v)&O<o`vp%D(6{-$$KA66+pR4cHIr%PMCuLZ1%?K
zW7rHKrXZQ>3O<kO*bHdK?E2UO93A7HDcPUR!z2=+3anoF_APOYOPc-JMLx_SD%|AB
zR*o-qo>e>qXz&(0Zfnl_`3tKMmP`hfAU+lB;I`RbcrMGx-`fWb+T-Xm_;234+2SM>
zj`7TR95>TDnCezQ_KDv{k6dAYj&iB1FyVR5nN{e+?W>apAwT5$i8oO))$H~>WUA=r
zXcy>|P1pHD@=D?U9<c4~+4eY#s}+2A?B4A`bn-n2$vlm$Hmew}q3iu@PcbWVeH4Nr
zyd7DfDFL|mV(Se!*1ef8F<P2V(#X{fzz^5zNEC>PkM|r2$cAEP``CTJldh_F!kAl<
zTd}(K>d>LVWp)xChwPI&q2rx4=){15zQ_S(9OHYM`5HCunI-j%xCeZPnsvUreMj^d
zNm**u7abAt27YA)Zix#b?)hNS!?R#Y$UYj%vuCiY)-m@3^NFzNesmJ~g8%&=>3seF
e*iHO9=@>sa(^Fl3)Vvb2UkWlR(uH@70{<^tuOCVP

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/jay_classification.json b/modelling/data/abingdon-all/resident/jay_classification.json
new file mode 100644
index 0000000..b68f028
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jay_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Jay",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "autumn",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "meaningful",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "autumn_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "meaningful_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 10,
+    "target_peak_label": "October",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.24747398820984062,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.10859575234282763,
+    "target_amplitude": 0.24747398820984062,
+    "baseline_to_peak_ratio": 0.14546983406383107,
+    "autumn_to_winter_weight_ratio": 0.1308411214953271,
+    "year_end_to_winter_weight_ratio": 0.7383177570093458,
+    "decay_to_growth_ratio": 1.329608938547486,
+    "monthly_target": {
+      "January": 0.10211848249782211,
+      "February": 0.10200000104206225,
+      "March": 0.10200000000000001,
+      "April": 0.102,
+      "May": 0.10199999999999944,
+      "June": 0.10199972512552061,
+      "July": 0.06884233383832522,
+      "August": 0.0,
+      "September": 0.046936862805024605,
+      "October": 0.24747398820984062,
+      "November": 0.14960198398985217,
+      "December": 0.17817565060548454
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.964,
+    "GROWTH_RATE": 1.611,
+    "DECAY_RATE": 2.142,
+    "SUMMER_DECAY_BOOST": 5.203,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.652,
+    "PRE_SUMMER_DECAY_END": 6.97,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.579,
+    "SPRING_CARRYOVER_WEIGHT": 0.066,
+    "SPRING_CARRYOVER_END": 7.025,
+    "SPRING_CARRYOVER_SHARPNESS": 16.434,
+    "BASELINE": 0.036,
+    "WINTER_WEIGHT": 0.214,
+    "AUTUMN_WEIGHT": 0.028,
+    "WINTER_PEAK": 10.015,
+    "AUTUMN_PEAK": 10.105,
+    "AUTUMN_ONSET": 10.225,
+    "AUTUMN_GATE_SHARPNESS": 5.652,
+    "WINTER_WIDTH": 12.324,
+    "WINTER_RISE_WIDTH": 13.943,
+    "WINTER_FALL_WIDTH": 12.457,
+    "AUTUMN_WIDTH": 7.298,
+    "AUTUMN_RISE_WIDTH": 5.852,
+    "AUTUMN_FALL_WIDTH": 4.806,
+    "SUMMER_DIP": 0.132,
+    "SUMMER_LOW": 7.995,
+    "SUMMER_ONSET": 6.095,
+    "SUMMER_GATE_SHARPNESS": 3.804,
+    "SUMMER_DECAY_ONSET": 7.17,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.33,
+    "SUMMER_WIDTH": 25.27,
+    "SUMMER_RISE_WIDTH": 42.635,
+    "SUMMER_FALL_WIDTH": 9.45,
+    "SCALE": 1.284,
+    "YEAR_END_WEIGHT": 0.158,
+    "YEAR_END_PEAK": 12.146,
+    "YEAR_END_WIDTH": 78.982,
+    "YEAR_END_RISE_WIDTH": 145.46,
+    "YEAR_END_FALL_WIDTH": 8.68
+  },
+  "fit": {
+    "score": 0.581
+  },
+  "warnings": [],
+  "summary": "Jay is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around October and reaches its lowest point around August. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/jay_consensus.json b/modelling/data/abingdon-all/resident/jay_consensus.json
new file mode 100644
index 0000000..a5f4d56
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jay_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.581",
+  "INITIAL_Y": "0.964",
+  "GROWTH_RATE": "1.611",
+  "DECAY_RATE": "2.142",
+  "SUMMER_DECAY_BOOST": "5.203",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.652",
+  "PRE_SUMMER_DECAY_END": "6.97",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.579",
+  "SPRING_CARRYOVER_WEIGHT": "0.066",
+  "SPRING_CARRYOVER_END": "7.025",
+  "SPRING_CARRYOVER_SHARPNESS": "16.434",
+  "BASELINE": "0.036",
+  "WINTER_WEIGHT": "0.214",
+  "AUTUMN_WEIGHT": "0.028",
+  "WINTER_PEAK": "10.015",
+  "AUTUMN_PEAK": "10.105",
+  "AUTUMN_ONSET": "10.225",
+  "AUTUMN_GATE_SHARPNESS": "5.652",
+  "WINTER_WIDTH": "12.324",
+  "WINTER_RISE_WIDTH": "13.943",
+  "WINTER_FALL_WIDTH": "12.457",
+  "AUTUMN_WIDTH": "7.298",
+  "AUTUMN_RISE_WIDTH": "5.852",
+  "AUTUMN_FALL_WIDTH": "4.806",
+  "SUMMER_DIP": "0.132",
+  "SUMMER_LOW": "7.995",
+  "SUMMER_ONSET": "6.095",
+  "SUMMER_GATE_SHARPNESS": "3.804",
+  "SUMMER_DECAY_ONSET": "7.17",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.33",
+  "SUMMER_WIDTH": "25.27",
+  "SUMMER_RISE_WIDTH": "42.635",
+  "SUMMER_FALL_WIDTH": "9.45",
+  "SCALE": "1.284",
+  "YEAR_END_WEIGHT": "0.158",
+  "YEAR_END_PEAK": "12.146",
+  "YEAR_END_WIDTH": "78.982",
+  "YEAR_END_RISE_WIDTH": "145.46",
+  "YEAR_END_FALL_WIDTH": "8.68",
+  "SPECIES": "Jay"
+}
diff --git a/modelling/data/abingdon-all/resident/jay_observed.csv b/modelling/data/abingdon-all/resident/jay_observed.csv
new file mode 100644
index 0000000..d283a96
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jay_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,9
+2,8
+3,6
+4,7
+5,2
+6,2
+7,2
+8,0
+9,2
+10,10
+11,8
+12,5
diff --git a/modelling/data/abingdon-all/resident/jay_parameters.csv b/modelling/data/abingdon-all/resident/jay_parameters.csv
new file mode 100644
index 0000000..5ab79da
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jay_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:05:33,jay_observed.csv,2.693987564343096018604394154,0.785,2.064,5.073,5.453,0.262,6.91,4.15,0.016,6.54,10.39,0.015,0.545,0.046,9.46,10.01,10.72,7.674,8.835,10.215,7.455,9.647,13.344,5.95,0.201,7.78,7.33,7.171,6.8,6.845,11.386,6.72,16.052,0.971,0.086,12.167,91.012,175.355,6.67
+2026-05-21 10:05:34,jay_observed.csv,4.793515245861535926052099826,0.898,3.531,0.708,2.869,0.047,7.03,5.138,0.069,7.15,8.465,0.024,0.304,0.032,8.94,9.02,9.53,4.98,18.056,16.113,20.000,12.270,12.962,11.579,0.181,8.34,6.26,4.55,7.02,14.77,38.560,68.344,8.775,1.148,0.007,12.253,91.527,178.712,4.342
+2026-05-21 10:05:34,jay_observed.csv,0.6920886836896679210129519485,1.05,1.506,3.114,3.723,0.747,7.32,11.466,0.036,7.24,16.216,0.059,0.045,0.042,10.77,11.43,10.81,4.063,2.650,2.334,2.966,2.814,2.437,3.190,0.196,6.77,6.57,6.701,7.18,14.489,4.325,4.253,4.397,1.183,0.085,12.011,52.747,91.043,14.451
+2026-05-21 10:05:34,jay_observed.csv,5.143362150132979662512290370,1.02,2.922,3.08,6.312,0.474,6.54,10.577,0.007,6.68,24.108,0.072,0.325,0.019,8.84,9.86,10.45,8.659,8.068,4.378,11.758,3.568,6.081,1.056,0.237,7.7,6.09,1.261,7.57,11.019,20.244,26.783,13.704,1.424,0.295,12.272,117.730,222.8,12.659
+2026-05-21 10:05:35,jay_observed.csv,1.568948369151004430915193067,1.048,1.128,3.128,2.766,0.689,6.35,8.101,0.024,6.77,14.207,0.029,0.159,0.043,9.08,11.42,9.97,8.739,11.838,5.974,17.702,7.200,1.807,12.593,0.042,8.79,5.55,0.945,6.92,20.32,7.260,3.375,11.144,0.816,0.305,12.051,96.225,186.323,6.127
+2026-05-21 10:05:35,jay_observed.csv,0.4479894180297723532055019333,1.055,0.774,0.608,6.312,0.26,6.99,10.675,0.068,6.72,24.12,0.046,0.296,0.037,10.62,9.24,10.23,7.472,9.724,4.28,15.168,7.673,11.641,3.705,0.084,7.28,6.75,2.014,7.1,11.571,15.404,21.623,9.186,1.149,0.143,12.251,104.044,198.34,9.749
+2026-05-21 10:05:35,jay_observed.csv,0.5513561753140833152437166343,0.713,1.537,5.638,6.935,0.624,6.88,8.048,0.099,6.67,17.549,0.081,0.255,0.024,9.65,8.96,9.74,11.631,14.108,14.54,13.675,2.464,1.053,3.875,0.111,7.71,5.42,1.338,7.09,8.337,43.102,70.489,15.715,1.405,0.175,12.185,61.442,115.478,7.407
+2026-05-21 10:05:36,jay_observed.csv,1.932990138251699932404455751,1.045,1.738,4.676,5.283,0.488,7.55,8.487,0.083,7.45,12.342,0.006,0.589,0.005,10.51,9.75,9.85,5.216,9.345,14.13,4.56,6.173,10.11,2.236,0.206,9.23,6.75,5.162,6.79,16.539,0.854,1.167,0.541,0.851,0.228,12.22,78.725,152.96,4.49
+2026-05-21 10:05:36,jay_observed.csv,1.742446933449975841541383369,0.84,0.475,2.47,1.036,0.035,7.6,9.857,0.029,7.61,24.309,0.03,0.293,0.005,9.49,10.47,10.2,2.151,8.406,7.541,9.272,6.981,1.448,12.514,0.1,9.39,5.67,5.161,6.73,13.784,30.486,46.169,14.804,1.2,0.257,12.232,76.098,142.352,9.844
+2026-05-21 10:05:36,jay_observed.csv,0.6652115830012883866546074067,1.193,1.882,0.903,3.777,0.528,6.44,8.309,0.057,6.82,23.198,0.019,0.255,0.045,11.41,10.67,9.59,11.642,15.669,16.208,15.130,3.888,4.161,3.614,0.002,7.27,7.46,1.328,7.43,15.489,8.488,16.053,0.924,1.308,0.314,12.179,106.916,199.521,14.312
+2026-05-21 10:05:37,jay_observed.csv,0.4868076520912072706275399131,0.72,3.898,1.272,2.731,0.113,6.67,4.123,0.034,7.03,9.99,0.016,0.179,0.008,9.79,8.89,10.64,5.64,9.438,12.291,6.586,5.140,6.004,4.275,0.062,8.98,6.57,5.415,7.02,15.17,2.646,3.411,1.88,1.403,0.284,12.267,87.082,167.274,6.89
+2026-05-21 10:05:37,jay_observed.csv,1.828877677754060778853147278,0.976,3.179,4.922,5.362,0.149,6.37,6.272,0.093,7.1,22.879,0.076,0.204,0.003,11.34,10.8,10.53,2.994,11.773,7.344,16.202,7.988,12.662,3.315,0.164,6.55,5.91,4.922,6.92,7.561,35.584,67.436,3.732,0.929,0.318,12.007,108.512,207.474,9.549
+2026-05-21 10:05:37,jay_observed.csv,6.073553567900816050881009536,0.657,0.36,0.262,0.393,0.672,7.57,4.936,0.047,6.69,9.909,0.055,0.229,0.005,11.02,10.79,11.23,8.563,5.672,0.598,10.745,11.304,13.346,9.261,0.033,9.44,7.15,6.357,7.43,8.468,4.794,3.782,5.807,1.54,0.251,12.285,68.504,131.579,5.43
+2026-05-21 10:05:38,jay_observed.csv,0.5612303108389897854703651840,0.801,2.354,4.778,6.365,0.327,6.34,6.502,0.071,7.03,21.665,0.026,0.253,0.041,10.11,11.12,10.99,3.416,16.750,16.784,16.717,7.467,9.509,5.425,0.171,8.56,7.47,0.998,7.02,19.29,40.288,72.298,8.278,1.684,0.314,12.153,86.328,167.415,5.241
+2026-05-21 10:05:38,jay_observed.csv,4.688759948024341563312508005,0.906,0.732,1.267,0.304,0.121,7.28,12.349,0.067,7.23,23.109,0.032,0.466,0.042,9.1,9.51,10.45,4.443,10.886,16.337,5.436,11.962,11.637,12.286,0.205,9.1,7.42,2.094,7.2,21.657,20.124,35.803,4.446,1.747,0.07,12.207,87.574,166.352,8.796
+2026-05-21 10:05:38,jay_observed.csv,0.5974609024403215377823486750,0.903,2.872,3.012,7.745,0.403,7.12,14.005,0.098,7.0,22.778,0.046,0.15,0.008,10.67,9.55,9.95,2.481,2.378,3.418,1.339,7.648,11.239,4.056,0.044,8.9,5.54,7.407,7.33,18.219,31.096,47.425,14.767,1.601,0.35,12.161,55.488,99.792,11.184
+2026-05-21 10:05:38,jay_observed.csv,7.200701681831355052652069259,0.74,3.964,4.258,3.036,0.584,6.4,13.03,0.088,6.89,12.067,0.019,0.686,0.033,9.45,11.04,10.57,4.091,15.163,17.54,12.786,9.850,11.141,8.559,0.068,8.52,6.93,1.02,7.53,18.586,13.457,16.68,10.234,1.048,0.307,12.216,70.758,130.162,11.353
+2026-05-21 10:05:39,jay_observed.csv,1.361214340147228122468494287,1.225,0.695,0.583,3.755,0.527,6.32,9.736,0.039,7.05,23.186,0.005,0.731,0.041,11.17,10.18,10.88,3.685,13.201,12.133,14.269,5.404,1.435,9.372,0.165,8.78,7.48,4.129,7.02,11.618,16.676,31.0,2.353,1.581,0.059,12.062,59.068,113.857,4.278
+2026-05-21 10:05:39,jay_observed.csv,0.5893065852307739446470174933,0.844,2.138,2.592,1.065,0.699,6.6,12.494,0.004,6.79,21.43,0.057,0.064,0.014,9.64,8.74,10.39,5.112,15.498,16.2,14.796,7.899,12.467,3.331,0.034,8.18,5.1,3.476,7.47,19.542,36.032,64.188,7.875,1.596,0.082,12.031,68.972,130.469,7.475
+2026-05-21 10:05:39,jay_observed.csv,1.119009772975731053612873333,0.88,2.424,2.214,0.736,0.31,6.31,15.592,0.08,6.62,16.217,0.036,0.465,0.029,10.45,10.22,10.45,6.785,4.807,1.114,8.5,8.324,8.772,7.876,0.135,6.62,6.3,7.945,7.13,17.138,26.770,50.763,2.778,0.97,0.046,12.292,85.146,160.207,10.084
+2026-05-21 10:05:40,jay_observed.csv,5.183864384965253170656601273,0.908,3.926,4.032,5.755,0.838,6.56,5.379,0.035,7.51,13.265,0.031,0.339,0.025,9.2,9.28,10.61,2.603,5.760,2.735,8.784,6.676,10.873,2.479,0.135,6.58,6.88,6.76,7.46,21.794,33.228,59.278,7.179,1.345,0.24,12.185,57.136,100.586,13.686
+2026-05-21 10:05:40,jay_observed.csv,0.9384789262010160084718859142,1.057,2.587,4.264,6.699,0.934,6.28,9.284,0.087,7.15,22.914,0.002,0.321,0.024,9.83,9.81,10.38,11.055,9.488,8.576,10.4,3.348,3.162,3.533,0.237,9.26,6.01,2.975,6.99,13.783,12.500,8.521,16.479,1.682,0.053,12.109,121.931,238.383,5.479
+2026-05-21 10:05:40,jay_observed.csv,0.4037264415577430472430500000,1.111,3.318,0.692,0.47,0.648,7.7,13.435,0.021,7.14,15.42,0.066,0.696,0.005,9.87,9.06,9.38,5.288,4.548,5.77,3.326,5.687,4.657,6.717,0.227,8.5,6.52,4.102,6.61,19.825,7.215,12.318,2.112,0.9,0.284,12.09,78.515,151.429,5.601
+2026-05-21 10:05:41,jay_observed.csv,1.588864857974855565781826916,1.153,1.221,3.12,1.992,0.383,7.23,15.035,0.013,7.35,8.2,0.047,0.523,0.003,9.03,10.66,10.27,10.281,9.102,16.52,1.683,13.136,13.833,12.438,0.207,9.22,5.78,1.15,7.28,18.869,8.110,11.655,4.564,1.069,0.096,12.174,75.550,146.721,4.38
+2026-05-21 10:05:41,jay_observed.csv,1.445423785004233592824275661,0.767,3.69,3.025,4.968,0.327,6.32,5.383,0.06,7.55,13.597,0.048,0.005,0.016,9.3,10.5,10.24,9.545,10.150,3.878,16.421,5.484,2.794,8.175,0.199,7.58,6.4,1.87,7.02,6.317,38.898,74.479,3.317,0.998,0.197,12.274,71.631,138.054,5.208
+2026-05-21 10:05:41,jay_observed.csv,1.906445237399386960340483858,0.923,2.325,3.355,0.54,0.535,7.26,12.733,0.032,6.52,14.315,0.063,0.719,0.011,10.99,11.5,11.0,8.875,8.098,2.824,13.372,10.100,10.531,9.668,0.221,9.37,5.18,2.678,6.71,17.212,22.636,35.121,10.15,1.722,0.033,12.139,115.080,221.519,8.64
+2026-05-21 10:05:42,jay_observed.csv,0.9760334234989502682041303699,0.866,0.857,1.524,4.465,0.029,6.89,14.754,0.034,6.56,19.082,0.005,0.521,0.046,10.49,10.69,10.25,9.028,2.398,2.252,2.545,2.360,2.242,2.478,0.191,7.1,5.07,5.432,6.78,9.434,36.106,55.283,16.929,1.648,0.322,12.149,61.882,114.907,8.858
+2026-05-21 10:05:42,jay_observed.csv,0.6931289749694891859568731729,0.78,2.84,2.574,0.671,0.856,7.33,11.727,0.083,7.14,13.15,0.042,0.137,0.001,9.96,9.13,10.64,8.658,13.233,16.86,9.606,8.262,11.601,4.922,0.213,8.5,5.28,3.393,7.51,19.754,23.862,29.314,18.409,0.843,0.264,12.283,63.752,115.316,12.188
+2026-05-21 10:05:42,jay_observed.csv,0.7111339340176402454343257225,1.201,0.46,5.482,5.263,0.863,6.9,13.04,0.002,6.86,7.604,0.006,0.206,0.02,9.8,9.85,9.6,5.665,6.745,10.392,3.098,2.388,1.775,3.002,0.169,8.22,5.09,7.728,6.89,17.874,4.108,6.828,1.388,1.431,0.346,12.036,120.192,231.308,9.077
+2026-05-21 10:05:43,jay_observed.csv,1.066140542831488951893656705,1.068,0.472,1.683,7.49,0.487,6.79,5.672,0.092,6.74,16.839,0.021,0.0,0.041,9.31,11.11,9.86,2.519,7.650,8.329,6.972,11.416,12.718,10.114,0.16,7.09,6.72,4.168,7.4,17.067,31.548,58.881,4.214,1.002,0.165,12.215,58.518,108.235,8.801
+2026-05-21 10:05:43,jay_observed.csv,1.958024083980448833826075438,0.705,0.893,4.524,4.208,0.86,6.82,8.389,0.05,6.91,8.027,0.054,0.493,0.043,11.03,8.59,10.92,8.439,5.486,7.982,2.99,0.443,0.500,0.386,0.061,9.24,5.81,5.847,7.07,16.147,27.032,50.635,3.429,1.724,0.152,12.04,118.580,225.178,11.982
+2026-05-21 10:05:43,jay_observed.csv,4.933312500479276976679424500,0.721,2.704,2.954,5.019,0.669,6.83,11.779,0.006,7.39,24.701,0.058,0.322,0.042,8.98,9.41,10.99,2.808,11.760,10.014,13.506,6.104,8.073,4.135,0.227,8.15,7.15,4.511,7.38,12.679,17.782,22.568,12.997,1.542,0.06,12.078,64.664,119.012,10.315
+2026-05-21 10:05:43,jay_observed.csv,0.7195031345243844759663714705,0.976,2.134,3.344,6.325,0.665,6.79,15.78,0.046,7.41,7.717,0.077,0.01,0.01,9.49,10.4,9.52,6.559,17.464,19.371,15.556,9.459,12.242,6.676,0.004,9.22,7.03,2.369,7.28,15.702,19.220,29.511,8.929,1.535,0.292,12.062,106.926,208.828,5.025
+2026-05-21 10:05:44,jay_observed.csv,0.8612516999870522027199543737,1.154,1.959,5.351,5.544,0.725,7.69,12.075,0.013,7.09,25.67,0.019,0.015,0.041,8.71,9.16,10.29,11.188,15.382,11.117,19.646,7.854,13.705,2.003,0.133,8.34,5.21,2.309,6.68,20.744,31.210,51.526,10.894,1.699,0.089,12.187,76.490,140.795,12.185
+2026-05-21 10:05:44,jay_observed.csv,1.320832162401008395735728848,0.741,3.525,3.374,1.498,0.296,6.6,7.391,0.049,6.85,12.926,0.09,0.135,0.007,10.88,11.0,9.68,5.858,3.528,3.970,3.087,4.645,5.434,3.856,0.058,9.3,7.35,2.763,7.2,13.057,24.304,42.195,6.413,1.146,0.34,12.018,85.389,155.291,15.487
+2026-05-21 10:05:44,jay_observed.csv,4.876576104858573053713421086,0.964,0.968,2.315,6.257,0.609,7.1,13.181,0.048,7.62,8.404,0.023,0.44,0.01,9.28,10.64,10.32,8.987,11.367,17.614,5.12,7.238,9.186,5.29,0.18,9.29,5.95,2.863,6.68,19.774,18.208,32.956,3.461,1.126,0.322,12.15,53.854,91.888,15.82
+2026-05-21 10:05:45,jay_observed.csv,3.947997476213250834481078964,0.725,3.396,4.784,0.658,0.47,6.46,3.424,0.04,6.82,11.831,0.077,0.578,0.036,11.15,11.47,10.74,4.414,8.344,8.475,8.213,9.512,13.469,5.554,0.064,9.37,5.63,3.248,7.46,20.182,34.344,51.084,17.604,1.579,0.329,12.091,79.184,144.117,14.25
+2026-05-21 10:05:45,jay_observed.csv,5.022136239658988413129010306,1.122,2.701,3.846,4.642,0.817,7.66,3.172,0.076,7.45,19.919,0.061,0.451,0.031,8.93,10.92,10.15,10.262,9.760,15.761,3.758,7.040,3.714,10.367,0.012,6.94,5.35,2.46,6.82,10.0,14.398,25.322,3.475,1.353,0.141,12.149,73.232,140.445,6.019
+2026-05-21 10:05:45,jay_observed.csv,1.050042816775013575869979271,1.175,3.266,2.719,6.168,0.739,7.02,15.215,0.045,6.55,14.446,0.065,0.051,0.016,9.81,9.37,9.68,8.034,9.632,6.017,13.246,11.032,10.352,11.712,0.195,8.21,7.39,7.751,7.38,12.611,28.308,53.255,3.361,0.941,0.023,12.08,67.976,122.047,13.905
+2026-05-21 10:05:46,jay_observed.csv,2.048947249756115363410927117,0.69,2.061,5.468,5.671,0.028,6.73,6.335,0.011,7.17,15.386,0.037,0.066,0.019,11.35,9.79,10.8,2.126,11.573,17.345,5.801,6.322,0.747,11.896,0.076,7.25,7.19,7.109,7.04,15.539,27.845,52.473,3.217,1.331,0.101,12.083,49.379,87.01,11.748
+2026-05-21 10:05:46,jay_observed.csv,0.8230304489877435538406068917,0.916,1.472,4.345,7.102,0.459,6.28,15.654,0.076,7.39,8.914,0.066,0.463,0.029,10.79,8.69,10.86,9.204,9.802,8.38,11.223,13.249,14.000,12.498,0.027,7.11,6.44,2.083,7.54,7.681,30.730,47.854,13.607,1.461,0.345,12.085,48.560,85.735,11.386
+2026-05-21 10:05:46,jay_observed.csv,1.183872035606528981432212398,1.223,0.566,3.143,6.075,0.861,7.18,11.517,0.098,6.52,20.022,0.02,0.427,0.002,10.77,9.03,10.73,2.691,18.409,16.818,20.000,5.585,3.475,7.695,0.173,6.62,6.6,6.913,7.51,21.16,27.135,43.993,10.277,1.759,0.18,12.042,50.316,91.722,8.91
+2026-05-21 10:05:47,jay_observed.csv,5.783912818728833733823225881,0.869,2.624,2.971,3.134,0.047,7.48,12.545,0.007,6.55,6.773,0.02,0.436,0.024,9.42,11.04,10.47,7.985,7.504,0.479,14.528,12.058,11.788,12.327,0.226,8.33,5.6,4.161,6.89,17.24,22.075,31.437,12.713,1.724,0.208,12.118,47.226,82.5,11.953
+2026-05-21 10:05:47,jay_observed.csv,4.787625095214630265201797356,1.151,2.083,4.123,4.823,0.451,6.66,14.69,0.084,7.15,25.771,0.022,0.335,0.02,9.33,11.32,9.52,4.385,11.590,9.908,13.273,10.163,12.115,8.211,0.199,7.33,5.5,7.209,7.08,10.703,3.988,5.98,1.997,1.602,0.149,12.204,65.371,118.61,12.132
+2026-05-21 10:05:47,jay_observed.csv,2.436290878981615647453530896,1.169,1.039,4.084,0.012,0.12,6.8,12.63,0.027,6.99,20.601,0.015,0.412,0.045,10.77,9.19,10.17,2.493,11.055,2.923,19.187,9.055,10.923,7.187,0.004,8.26,7.09,4.686,7.26,6.001,28.532,55.311,1.752,0.802,0.33,12.229,119.728,234.027,5.43
+2026-05-21 10:05:48,jay_observed.csv,1.131555066780330813391210667,0.934,2.803,5.02,2.67,0.574,7.0,14.597,0.042,7.05,13.619,0.071,0.074,0.012,10.36,9.98,10.09,3.926,5.255,0.948,9.562,5.246,7.8,2.693,0.001,6.65,5.6,4.382,7.1,19.802,37.587,61.203,13.971,1.488,0.349,12.242,84.152,154.312,13.991
+2026-05-21 10:05:48,jay_observed.csv,9.262478942645030394970825423,0.853,3.85,5.688,7.328,0.638,6.91,5.578,0.092,6.54,9.344,0.089,0.562,0.048,9.22,9.25,9.4,5.48,18.503,20.000,17.006,8.435,4.791,12.079,0.196,6.81,7.09,5.058,7.38,14.618,28.906,53.172,4.639,1.599,0.04,12.136,56.112,100.293,11.931
+2026-05-21 10:05:48,jay_observed.csv,1.236836130433266912164089188,1.077,2.353,5.851,0.685,0.62,6.51,5.537,0.039,7.19,21.475,0.052,0.413,0.013,10.69,10.95,9.66,3.774,11.376,17.574,5.179,10.888,12.126,9.649,0.234,9.1,6.58,6.843,7.25,23.464,19.690,32.902,6.479,1.318,0.186,12.204,121.810,229.504,14.115
+2026-05-21 10:05:48,jay_observed.csv,1.684164140457609087409928843,1.121,1.56,1.979,1.428,0.008,7.55,13.641,0.052,7.11,26.482,0.083,0.025,0.049,10.5,9.19,10.64,11.882,12.250,11.244,13.255,9.918,10.383,9.453,0.241,7.2,6.05,5.928,7.55,6.561,35.249,59.855,10.643,0.873,0.262,12.058,121.943,234.521,9.365
+2026-05-21 10:05:49,jay_observed.csv,1.194906344619986955535277159,0.986,3.957,1.415,2.369,0.545,6.87,13.587,0.012,7.37,23.796,0.05,0.394,0.019,11.26,9.07,9.9,6.522,14.078,9.107,19.049,7.564,6.866,8.261,0.0,7.31,6.27,4.482,7.33,12.06,43.891,74.672,13.11,0.848,0.034,12.209,110.640,206.918,14.362
+2026-05-21 10:05:49,jay_observed.csv,5.277763140943520386537303309,0.684,0.695,2.146,7.023,0.094,7.7,12.237,0.038,6.6,19.855,0.052,0.041,0.007,8.64,9.42,10.96,4.002,10.790,9.562,12.018,5.788,5.706,5.869,0.029,9.09,7.17,7.354,7.56,17.986,17.174,32.438,1.91,1.321,0.002,12.121,51.055,96.837,5.273
+2026-05-21 10:05:49,jay_observed.csv,0.6594738631682438733034205065,1.12,1.412,0.088,6.523,0.252,7.04,7.634,0.077,7.26,27.435,0.02,0.549,0.006,10.8,9.71,10.17,5.31,12.082,12.79,11.375,10.636,8.266,13.007,0.237,6.5,6.19,6.297,7.59,14.91,44.432,79.978,8.885,0.934,0.03,12.186,91.516,177.513,5.518
+2026-05-21 10:05:50,jay_observed.csv,4.667227361434383868406890667,1.171,3.205,2.083,5.06,0.808,7.74,7.757,0.042,7.65,9.105,0.078,0.324,0.035,8.87,8.98,10.72,7.343,19.450,19.294,19.605,10.079,8.708,11.45,0.204,8.09,7.07,4.684,7.03,10.886,7.340,1.269,13.412,0.948,0.221,12.026,122.500,237.425,7.574
+2026-05-21 10:05:50,jay_observed.csv,1.3424243860487955426679305,0.803,3.496,1.058,2.603,0.305,7.69,10.68,0.089,6.82,23.57,0.034,0.746,0.015,10.02,10.27,11.01,2.857,13.982,14.493,13.472,5.397,0.741,10.053,0.054,8.54,7.36,7.871,6.93,9.69,30.378,47.023,13.734,1.461,0.338,12.035,64.709,114.449,14.969
+2026-05-21 10:05:50,jay_observed.csv,1.529870897486587851335305760,0.995,3.254,2.196,7.092,0.242,6.95,11.106,0.049,7.61,24.729,0.083,0.14,0.035,9.06,9.03,10.13,8.141,6.129,10.102,2.156,4.724,6.125,3.323,0.099,8.23,6.81,2.661,7.44,23.603,10.442,2.565,18.319,0.839,0.343,12.233,71.751,136.381,7.121
+2026-05-21 10:05:51,jay_observed.csv,0.7170450586825735579114961784,0.876,2.074,0.715,2.692,0.428,6.33,14.963,0.061,6.9,9.49,0.077,0.076,0.033,10.23,9.79,10.77,7.297,12.082,13.582,10.581,11.642,9.59,13.695,0.179,9.29,5.98,2.142,6.85,17.639,38.930,69.641,8.219,1.194,0.073,12.059,126.578,237.443,15.714
+2026-05-21 10:05:51,jay_observed.csv,1.022728707981182316623386898,0.958,1.521,2.504,3.849,0.715,6.87,9.431,0.007,6.73,14.13,0.084,0.624,0.027,11.32,9.17,10.43,4.941,10.574,9.854,11.294,9.606,10.370,8.841,0.097,8.55,6.43,2.145,7.2,14.271,45.640,76.104,15.175,0.975,0.198,12.075,120.086,230.295,9.877
+2026-05-21 10:05:51,jay_observed.csv,2.127398035105985153597816481,1.046,3.51,3.209,2.494,0.726,6.87,4.266,0.05,6.76,19.377,0.045,0.642,0.015,10.24,10.17,10.91,2.468,8.779,2.623,14.935,5.234,1.104,9.363,0.237,7.81,6.39,5.886,7.12,11.022,42.770,69.804,15.737,1.702,0.206,12.25,113.296,222.499,4.093
+2026-05-21 10:05:52,jay_observed.csv,0.6529267365919206397689426661,1.111,0.712,4.922,2.813,0.627,6.57,13.154,0.041,6.6,17.809,0.006,0.505,0.037,9.83,10.86,10.92,4.159,18.587,17.174,20.000,8.780,9.31,8.249,0.048,9.09,6.03,3.101,7.38,21.015,5.721,2.974,8.468,1.717,0.05,12.139,52.695,96.417,8.973
+2026-05-21 10:05:52,jay_observed.csv,1.036775043665594122749664400,1.196,1.377,0.871,5.315,0.764,7.29,11.336,0.088,6.57,19.111,0.08,0.371,0.048,10.15,9.51,9.95,8.554,12.508,11.281,13.735,9.100,9.231,8.968,0.204,9.11,5.84,3.585,7.0,8.945,17.235,28.485,5.985,1.544,0.2,12.199,48.104,81.599,14.608
+2026-05-21 10:05:52,jay_observed.csv,0.5378312769565393305300912933,1.133,3.225,4.424,2.334,0.731,7.46,3.792,0.016,7.63,22.72,0.01,0.325,0.017,10.24,10.97,9.44,11.55,18.464,18.798,18.131,5.068,9.105,1.031,0.02,7.04,7.2,6.276,7.32,20.89,31.268,58.17,4.367,1.451,0.209,12.062,66.659,126.88,6.438
+2026-05-21 10:05:53,jay_observed.csv,2.088751997242066182541539067,0.652,1.266,5.063,6.08,0.087,7.5,9.108,0.055,6.62,13.315,0.069,0.307,0.02,9.75,8.79,9.7,6.932,11.984,12.905,11.064,4.800,4.385,5.215,0.001,7.85,6.77,3.443,7.26,7.548,45.018,71.885,18.151,0.918,0.235,12.205,87.782,170.251,5.313
+2026-05-21 10:05:53,jay_observed.csv,0.5831548249654289427938395287,1.243,3.476,3.404,2.119,0.91,7.41,10.954,0.08,7.11,11.586,0.014,0.182,0.029,11.28,10.58,10.65,3.276,4.918,2.851,6.986,3.152,4.575,1.729,0.204,7.73,6.69,4.446,6.89,7.642,26.394,46.952,5.837,1.025,0.008,12.287,48.211,89.889,6.533
+2026-05-21 10:05:53,jay_observed.csv,1.188633336458789122383248837,0.794,2.578,1.664,5.699,0.235,6.95,8.343,0.079,7.53,25.362,0.024,0.136,0.036,10.96,8.82,9.54,7.771,3.480,6.105,0.856,6.428,10.589,2.267,0.08,8.64,5.55,7.095,7.19,22.453,18.058,30.615,5.501,0.913,0.132,12.109,101.814,196.325,7.302
+2026-05-21 10:05:53,jay_observed.csv,0.9595241798922069322879542900,0.694,1.165,3.04,6.709,0.722,7.63,7.374,0.005,7.57,16.604,0.057,0.247,0.03,11.44,9.64,10.29,6.318,8.782,14.816,2.749,5.734,10.356,1.112,0.095,9.18,5.84,5.01,7.59,11.551,4.621,0.646,8.596,1.112,0.276,12.029,84.128,162.054,6.203
+2026-05-21 10:05:54,jay_observed.csv,17.61457419051410985137019783,0.705,3.076,3.801,1.879,0.295,7.23,6.283,0.025,7.38,11.996,0.072,0.722,0.041,9.12,9.87,9.54,6.055,13.017,8.785,17.249,11.014,10.408,11.619,0.05,8.6,7.42,2.31,6.67,7.424,16.369,14.026,18.712,1.592,0.3,12.033,50.788,91.561,10.015
+2026-05-21 10:05:54,jay_observed.csv,1.533430024759924217803647915,1.205,1.024,4.843,5.154,0.139,7.69,6.023,0.09,6.75,21.756,0.007,0.326,0.013,10.89,10.42,10.5,8.736,8.432,7.369,9.494,8.500,9.112,7.889,0.112,7.12,6.66,5.204,6.74,9.775,31.572,43.365,19.779,1.499,0.056,12.076,101.473,187.877,15.069
+2026-05-21 10:05:54,jay_observed.csv,1.410944127995386528776942176,0.662,0.946,4.061,4.908,0.023,7.41,8.719,0.037,6.66,17.868,0.07,0.411,0.035,9.81,8.51,10.94,2.643,4.248,7.593,0.903,8.784,11.092,6.477,0.084,8.53,6.86,2.875,7.22,6.259,23.788,40.148,7.427,1.358,0.04,12.037,116.373,222.326,10.42
+2026-05-21 10:05:55,jay_observed.csv,1.124963991529278600735730151,0.717,0.945,0.706,5.309,0.922,7.07,15.309,0.009,6.59,23.406,0.027,0.068,0.026,11.29,9.39,11.26,4.445,9.496,16.164,2.829,6.226,4.633,7.82,0.038,6.59,5.82,4.354,6.83,21.69,18.175,30.931,5.419,1.405,0.164,12.069,54.380,101.548,7.211
+2026-05-21 10:05:55,jay_observed.csv,1.748713606867529093732592523,1.055,1.124,4.074,4.087,0.312,7.3,12.999,0.049,6.52,9.293,0.087,0.454,0.035,9.46,10.67,9.88,4.157,3.951,3.355,4.547,4.161,2.859,5.463,0.1,7.64,5.35,6.689,7.01,23.117,42.816,74.086,11.547,1.451,0.091,12.031,64.715,124.896,4.534
+2026-05-21 10:05:55,jay_observed.csv,1.828849953927920116252518218,0.896,3.819,3.726,0.179,0.041,6.98,4.232,0.066,6.78,16.734,0.025,0.422,0.048,10.02,9.9,10.72,7.503,11.722,3.664,19.781,8.536,13.37,3.702,0.074,7.11,7.35,5.46,7.11,16.169,38.497,75.444,1.55,1.79,0.271,12.1,97.605,182.799,12.411
+2026-05-21 10:05:56,jay_observed.csv,0.9579994697333196470228905694,0.688,1.646,2.772,7.013,0.258,6.8,14.707,0.07,7.29,15.449,0.004,0.144,0.029,9.59,9.94,9.71,9.624,1.520,2.391,0.648,11.778,9.97,13.586,0.24,9.07,6.28,2.435,6.62,20.332,23.868,29.358,18.378,1.378,0.091,12.167,82.002,148.41,15.595
+2026-05-21 10:05:56,jay_observed.csv,1.443704120293591612432753860,1.225,2.758,1.835,3.849,0.013,7.01,5.793,0.023,7.17,6.454,0.027,0.449,0.003,10.56,9.75,10.28,6.781,14.579,15.052,14.106,7.616,9.841,5.391,0.097,8.68,6.55,2.349,7.05,11.325,47.241,77.139,17.343,1.004,0.269,12.038,112.558,212.876,12.239
+2026-05-21 10:05:56,jay_observed.csv,0.6502201919296024419011504408,0.866,1.169,4.76,2.743,0.94,6.65,7.222,0.004,7.01,12.081,0.022,0.433,0.032,11.23,11.43,9.99,6.917,9.270,7.654,10.885,3.561,3.158,3.964,0.237,6.67,6.33,7.825,6.84,17.296,22.651,30.584,14.718,1.105,0.132,12.239,67.481,130.884,4.078
+2026-05-21 10:05:57,jay_observed.csv,0.8373149211448826868124242667,1.203,1.31,0.802,5.996,0.112,7.36,13.952,0.015,6.51,19.546,0.068,0.325,0.015,10.33,8.76,9.51,5.307,9.766,0.507,19.026,12.044,12.342,11.745,0.057,6.7,7.23,5.118,6.94,9.51,29.091,52.886,5.296,1.763,0.205,12.131,120.622,230.162,11.081
+2026-05-21 10:05:57,jay_observed.csv,1.225361428349421277494931217,1.04,0.275,2.666,7.516,0.785,6.27,6.195,0.087,6.55,15.321,0.027,0.685,0.038,11.46,9.95,9.96,2.798,9.976,14.918,5.034,8.426,13.534,3.319,0.095,7.14,5.27,7.175,6.87,23.932,22.916,35.052,10.781,1.719,0.178,12.211,104.822,204.918,4.726
+2026-05-21 10:05:57,jay_observed.csv,0.8704978076466978080710034184,0.834,2.382,5.614,6.37,0.53,6.83,10.186,0.044,7.62,20.521,0.021,0.099,0.011,9.77,8.97,10.81,3.089,6.228,2.083,10.374,3.568,3.102,4.035,0.212,7.4,6.3,2.899,6.99,16.224,25.060,40.206,9.915,1.505,0.315,12.284,48.577,91.821,5.333
+2026-05-21 10:05:58,jay_observed.csv,5.121458897498430130644306667,1.025,3.36,4.939,7.07,0.876,6.75,7.752,0.052,7.27,17.646,0.068,0.518,0.045,9.18,11.12,9.82,9.434,11.851,15.044,8.658,4.866,0.684,9.047,0.036,8.67,6.16,2.423,7.39,13.661,20.506,37.181,3.832,0.968,0.21,12.281,78.021,146.846,9.196
+2026-05-21 10:05:58,jay_observed.csv,0.7069203484073408085771899257,0.656,2.217,0.323,2.719,0.516,6.27,13.803,0.087,7.56,12.404,0.048,0.275,0.021,9.96,9.78,10.16,10.203,11.276,11.016,11.537,2.504,1.735,3.272,0.127,8.88,5.28,3.161,6.92,11.418,24.272,44.508,4.036,1.264,0.16,12.195,79.450,144.294,14.605
+2026-05-21 10:05:58,jay_observed.csv,7.396524174507509185273093350,1.024,2.972,4.32,0.608,0.27,6.82,11.84,0.019,6.53,23.479,0.065,0.724,0.034,9.6,9.25,9.92,6.656,8.377,4.395,12.359,8.460,8.829,8.09,0.027,7.12,5.65,2.956,6.89,19.237,30.359,55.163,5.555,0.846,0.267,12.236,79.274,150.517,8.031
+2026-05-21 10:05:58,jay_observed.csv,1.565801346679848029863780286,1.076,0.978,4.85,2.9,0.607,6.33,3.676,0.096,7.49,17.61,0.004,0.415,0.05,10.98,11.25,9.79,2.012,15.238,17.792,12.684,3.790,1.267,6.312,0.201,8.88,6.92,7.671,7.37,14.501,42.705,66.913,18.497,1.06,0.096,12.05,116.547,217.677,15.417
+2026-05-21 10:05:59,jay_observed.csv,1.180691831175964031812885058,0.735,1.202,0.517,7.626,0.535,7.27,12.504,0.013,7.22,6.098,0.054,0.502,0.035,11.49,8.7,11.11,3.494,13.526,10.762,16.291,10.361,12.572,8.15,0.064,8.25,6.95,4.192,6.64,23.546,7.982,7.79,8.174,1.277,0.316,12.173,86.012,159.061,12.964
+2026-05-21 10:05:59,jay_observed.csv,1.994398115150533528095982656,0.75,1.564,5.152,6.452,0.203,7.05,4.43,0.013,6.84,21.034,0.057,0.292,0.001,9.89,9.16,10.77,2.846,13.386,15.506,11.266,9.975,13.354,6.596,0.079,7.02,5.81,7.407,7.23,12.264,29.825,41.029,18.621,0.897,0.243,12.081,79.883,155.658,4.108
+2026-05-21 10:05:59,jay_observed.csv,0.5587400279002747726444165762,0.967,1.062,3.505,5.788,0.718,6.68,9.729,0.064,6.96,18.998,0.031,0.151,0.035,9.75,9.96,11.1,3.16,10.777,18.929,2.625,6.811,1.028,12.594,0.173,8.52,5.8,2.199,6.65,6.628,37.205,58.885,15.525,1.668,0.047,12.111,61.000,113.425,8.575
+2026-05-21 10:06:00,jay_observed.csv,0.3756182132329654393412218251,0.929,1.012,1.626,2.48,0.729,7.27,3.056,0.012,7.02,13.248,0.064,0.51,0.047,10.24,10.57,9.58,3.667,10.660,8.717,12.602,8.407,6.168,10.646,0.103,9.34,6.91,5.164,7.46,20.474,11.150,10.469,11.831,1.502,0.157,12.153,120.512,226.505,14.518
+2026-05-21 10:06:00,jay_observed.csv,1.253010648894905662213141667,0.843,0.893,2.717,6.943,0.235,6.85,4.146,0.048,7.09,15.945,0.077,0.707,0.018,11.44,8.76,11.25,6.496,9.992,2.973,17.011,7.880,6.661,9.1,0.155,8.69,5.19,2.573,6.72,8.529,48.104,79.398,16.809,1.443,0.293,12.083,98.940,191.053,6.827
+2026-05-21 10:06:00,jay_observed.csv,0.5338841514437625374516113267,0.973,3.669,0.936,6.781,0.517,7.4,9.429,0.065,7.43,6.106,0.006,0.234,0.039,9.24,9.39,9.54,5.775,12.876,19.301,6.451,12.590,11.732,13.449,0.135,8.05,5.68,3.844,6.64,9.587,31.287,59.421,3.153,1.113,0.005,12.109,111.039,208.003,14.075
+2026-05-21 10:06:01,jay_observed.csv,0.8674698288218114241699259254,0.943,1.751,0.29,2.133,0.577,6.42,4.914,0.024,7.14,7.109,0.03,0.128,0.037,9.9,8.58,9.46,5.867,4.088,7.476,0.701,3.828,4.733,2.923,0.074,7.01,6.18,5.792,7.58,17.291,18.617,18.697,18.537,1.4,0.252,12.132,109.690,208.259,11.12
+2026-05-21 10:06:01,jay_observed.csv,5.014055248266925841773118124,1.085,3.18,4.215,2.798,0.857,7.72,3.041,0.008,7.58,13.213,0.081,0.414,0.007,9.07,10.56,11.49,7.203,7.446,9.346,5.546,10.380,10.389,10.371,0.19,9.36,7.5,5.545,6.99,8.416,42.258,79.422,5.094,1.367,0.024,12.231,104.902,201.065,8.74
+2026-05-21 10:06:01,jay_observed.csv,0.8128762414656647278479806086,0.862,0.883,3.943,1.923,0.919,7.7,8.464,0.082,6.71,9.953,0.032,0.259,0.019,11.43,10.28,10.1,5.621,7.744,8.144,7.345,5.972,4.564,7.379,0.029,8.03,6.48,0.816,6.64,10.183,25.769,42.611,8.927,0.856,0.082,12.06,110.222,211.422,9.021
+2026-05-21 10:06:02,jay_observed.csv,1.263755928010958622128600023,1.23,1.277,4.519,7.991,0.378,7.41,15.565,0.031,6.97,26.161,0.075,0.606,0.034,11.21,8.6,10.24,9.57,9.760,11.07,8.449,8.158,2.537,13.779,0.086,7.64,5.2,7.274,6.75,6.502,21.625,27.973,15.277,1.517,0.241,12.051,107.116,201.231,13.002
+2026-05-21 10:06:02,jay_observed.csv,1.542043733060832593103337448,0.856,2.753,4.885,1.437,0.096,6.54,7.604,0.097,6.91,17.823,0.02,0.025,0.044,10.5,10.38,10.18,8.239,12.678,18.264,7.093,8.602,8.716,8.489,0.12,6.97,7.28,7.771,6.71,22.994,9.480,15.097,3.863,1.376,0.05,12.071,99.424,186.587,12.262
+2026-05-21 10:06:02,jay_observed.csv,1.157824019157527728053031185,0.755,0.698,4.13,0.565,0.599,6.91,3.283,0.04,7.62,23.92,0.018,0.104,0.011,11.02,9.73,9.73,3.7,15.208,15.268,15.147,2.186,1.207,3.165,0.154,7.49,5.35,1.563,7.32,7.626,3.380,3.089,3.671,1.217,0.276,12.132,50.836,91.332,10.339
+2026-05-21 10:06:03,jay_observed.csv,5.096717071407765099581400000,0.923,3.859,0.11,1.887,0.788,6.28,13.012,0.015,7.6,22.948,0.056,0.592,0.022,8.72,11.07,9.61,4.731,5.550,5.627,5.474,13.501,13.81,13.192,0.164,7.94,5.46,1.917,6.92,8.255,35.937,63.775,8.099,1.416,0.324,12.112,73.530,141.382,5.678
+2026-05-21 10:06:03,jay_observed.csv,0.8867407078383463486469588654,1.037,0.528,1.836,3.026,0.417,6.46,10.55,0.019,7.47,20.858,0.041,0.129,0.036,8.59,11.42,11.17,3.91,15.562,12.132,18.991,7.566,11.374,3.758,0.075,9.37,7.19,7.145,7.24,20.377,39.518,70.033,9.003,1.457,0.122,12.169,67.291,128.031,6.551
+2026-05-21 10:06:03,jay_observed.csv,0.6436701448847722444970581749,0.951,1.106,1.106,5.296,0.671,6.81,7.452,0.077,6.95,10.163,0.005,0.024,0.028,9.39,11.38,10.98,11.735,12.024,18.41,5.637,3.456,4.519,2.394,0.062,7.44,6.03,3.763,6.88,13.797,37.796,59.384,16.207,1.036,0.321,12.051,53.230,99.266,7.193
+2026-05-21 10:06:03,jay_observed.csv,0.7514494218315877199911801461,0.794,3.456,1.426,5.249,0.339,6.56,11.83,0.052,7.32,16.506,0.003,0.035,0.043,10.25,10.2,10.98,11.51,14.107,9.555,18.659,12.026,12.121,11.930,0.197,8.19,6.07,1.206,6.91,20.745,27.774,47.446,8.103,1.701,0.157,12.058,53.771,103.504,4.038
+2026-05-21 10:06:04,jay_observed.csv,0.7557859731263313877540369001,1.001,0.752,2.803,4.781,0.816,6.31,7.603,0.007,7.07,7.098,0.022,0.066,0.001,9.81,9.15,9.88,5.532,15.964,14.259,17.668,4.120,4.417,3.823,0.226,6.9,7.22,7.258,7.43,6.667,15.879,16.168,15.59,1.641,0.216,12.05,63.513,112.327,14.699
+2026-05-21 10:06:04,jay_observed.csv,1.663805549329322368318432292,0.7,2.807,0.226,1.423,0.138,6.87,3.684,0.095,6.66,16.07,0.023,0.455,0.036,9.65,10.01,9.79,2.902,17.644,17.916,17.373,10.597,12.014,9.180,0.101,8.74,6.69,1.028,6.99,15.963,14.498,27.779,1.217,1.683,0.079,12.061,86.372,163.857,8.887
+2026-05-21 10:06:04,jay_observed.csv,0.5643905195372520966690576720,1.016,0.718,3.193,2.663,0.562,6.95,8.739,0.062,6.99,26.036,0.06,0.062,0.028,10.16,10.64,9.65,2.169,15.694,15.749,15.64,1.845,1.515,2.175,0.13,7.69,6.85,1.611,7.02,18.795,40.854,65.745,15.964,1.687,0.049,12.068,64.378,123.422,5.334
+2026-05-21 10:06:05,jay_observed.csv,1.876109096906710993489520381,1.249,3.463,5.743,4.799,0.644,6.3,15.496,0.004,6.77,22.119,0.079,0.225,0.045,11.49,10.45,11.22,9.018,11.907,12.578,11.236,3.621,4.634,2.608,0.107,8.06,5.39,1.36,7.44,17.045,22.682,33.226,12.137,0.895,0.026,12.142,44.887,80.936,8.838
+2026-05-21 10:06:05,jay_observed.csv,4.963175972347064298587791875,1.181,2.584,1.658,1.322,0.505,7.68,5.101,0.055,7.0,10.517,0.07,0.293,0.01,9.67,9.4,11.19,4.681,9.356,2.253,16.46,7.772,5.311,10.233,0.013,9.39,6.24,1.922,7.31,21.726,41.172,65.616,16.727,1.087,0.138,12.004,120.440,235.232,5.649
+2026-05-21 10:06:05,jay_observed.csv,0.6251658481549859627255072917,0.662,1.862,1.714,7.948,0.803,7.64,3.647,0.0,7.48,11.794,0.052,0.025,0.017,11.44,8.58,10.08,3.159,11.221,4.999,17.443,9.857,13.342,6.372,0.056,9.14,6.14,6.993,7.5,21.629,26.269,45.389,7.149,1.183,0.189,12.035,65.085,115.316,14.854
+2026-05-21 10:06:06,jay_observed.csv,1.138855681226594222619029815,1.206,1.046,4.065,4.984,0.576,6.31,3.247,0.049,6.78,17.526,0.036,0.744,0.039,9.81,10.67,9.47,5.524,7.718,5.642,9.795,8.486,6.906,10.067,0.108,8.75,5.02,2.742,7.29,7.54,33.131,48.155,18.107,1.61,0.096,12.216,45.592,81.086,10.098
+2026-05-21 10:06:06,jay_observed.csv,2.112697832271695672211562576,0.772,3.306,1.495,4.075,0.652,6.43,6.186,0.042,7.14,25.194,0.034,0.611,0.021,11.2,10.52,10.88,4.039,18.346,18.236,18.457,3.676,2.405,4.948,0.115,8.45,6.48,1.779,7.16,21.659,32.748,59.467,6.03,1.382,0.164,12.132,90.925,175.737,6.113
+2026-05-21 10:06:06,jay_observed.csv,0.9928992342371285261139920925,0.871,1.306,1.573,1.01,0.418,7.66,8.528,0.032,7.51,27.748,0.013,0.158,0.048,11.25,10.44,11.26,9.461,13.347,12.280,14.414,6.959,0.857,13.061,0.124,9.13,6.37,3.874,6.64,13.971,11.372,17.943,4.802,1.127,0.159,12.236,73.190,138.334,8.046
+2026-05-21 10:06:07,jay_observed.csv,0.4981418243495233509399669334,1.23,1.581,1.661,7.82,0.783,6.51,10.432,0.072,6.55,10.35,0.056,0.503,0.037,10.05,10.18,10.01,11.493,5.045,7.499,2.591,9.456,6.92,11.991,0.203,7.0,5.9,5.836,7.16,15.754,23.742,28.381,19.104,1.388,0.348,12.13,101.760,188.019,15.502
+2026-05-21 10:06:07,jay_observed.csv,0.9959491981384874376017124000,0.707,1.725,1.513,0.263,0.852,7.19,10.429,0.079,7.2,16.719,0.052,0.229,0.049,10.64,8.97,10.31,5.334,11.691,11.644,11.738,5.802,1.989,9.616,0.19,8.52,7.03,3.558,7.31,20.841,9.924,8.476,11.371,1.512,0.206,12.205,111.106,209.032,13.181
+2026-05-21 10:06:07,jay_observed.csv,1.186527862500222516116588416,0.757,1.891,4.374,5.595,0.654,6.64,10.569,0.025,7.3,20.038,0.051,0.471,0.019,11.04,10.75,9.62,11.903,6.197,10.443,1.951,10.310,13.78,6.84,0.098,7.79,6.42,7.468,6.8,20.809,17.722,30.143,5.301,1.038,0.211,12.017,69.376,127.507,11.245
+2026-05-21 10:06:08,jay_observed.csv,19.93953375092376479534304649,0.69,3.652,4.234,6.79,0.357,6.99,4.11,0.032,7.31,24.472,0.034,0.72,0.024,9.34,9.73,10.09,8.877,7.880,2.04,13.721,10.344,8.298,12.39,0.212,8.4,7.03,2.559,7.28,23.174,46.034,76.341,15.728,1.747,0.168,12.07,92.304,177.125,7.484
+2026-05-21 10:06:08,jay_observed.csv,8.318131923251031049312376667,0.706,3.886,4.364,7.702,0.126,6.83,7.346,0.021,7.41,18.084,0.04,0.513,0.008,9.4,10.78,10.98,9.779,11.274,14.844,7.704,5.979,1.551,10.407,0.13,6.58,7.45,2.587,7.36,6.678,15.584,17.586,13.581,1.238,0.32,12.035,54.950,102.336,7.563
+2026-05-21 10:06:08,jay_observed.csv,0.5187643657896109865634304056,0.777,0.99,4.361,7.026,0.773,7.34,14.456,0.092,6.83,12.194,0.012,0.215,0.027,9.87,10.17,10.93,7.462,15.168,16.082,14.255,7.430,10.534,4.326,0.171,7.38,5.94,4.829,6.87,8.352,28.214,39.263,17.166,1.799,0.123,12.159,85.868,167.355,4.382
+2026-05-21 10:06:08,jay_observed.csv,6.258318973914867509930171160,0.862,1.892,4.393,4.448,0.488,7.58,4.318,0.018,6.93,27.886,0.056,0.393,0.003,9.1,9.97,9.51,3.383,11.425,5.518,17.332,3.602,5.181,2.022,0.006,8.29,6.76,4.547,6.83,23.862,26.736,36.449,17.024,1.114,0.247,12.216,44.590,84.58,4.601
+2026-05-21 10:06:09,jay_observed.csv,1.132353021211908553798537455,0.671,0.474,4.554,3.271,0.419,7.0,14.913,0.071,6.83,23.895,0.008,0.177,0.01,10.76,10.98,9.87,3.998,4.850,2.065,7.635,11.274,9.066,13.483,0.105,8.13,5.02,5.433,7.24,12.253,7.301,9.919,4.683,1.231,0.107,12.197,83.765,159.952,7.578
+2026-05-21 10:06:09,jay_observed.csv,5.364818827627129408894468518,0.745,2.08,3.468,6.372,0.661,7.59,14.865,0.09,6.85,20.36,0.026,0.375,0.01,9.04,9.59,10.67,11.616,2.144,2.300,1.987,2.359,1.836,2.882,0.09,8.64,7.05,3.34,6.82,6.457,13.744,24.44,3.047,1.219,0.102,12.018,98.784,183.298,14.271
+2026-05-21 10:06:09,jay_observed.csv,0.7327530374630835677341540351,0.711,0.698,1.471,7.858,0.603,6.51,6.11,0.052,6.84,27.501,0.043,0.442,0.01,11.23,9.02,11.25,4.832,9.257,1.397,17.117,10.207,10.656,9.758,0.207,8.1,6.91,7.176,7.27,14.927,11.229,9.696,12.762,0.802,0.157,12.058,85.140,154.911,15.368
+2026-05-21 10:06:10,jay_observed.csv,0.3760727425395719455823516548,1.165,2.819,1.659,6.573,0.739,7.0,11.865,0.016,7.32,12.984,0.011,0.315,0.01,10.04,10.04,9.71,8.975,7.060,8.936,5.185,4.354,4.017,4.691,0.037,7.63,6.92,7.45,7.59,18.704,18.348,27.381,9.315,1.126,0.317,12.026,106.853,207.215,6.491
+2026-05-21 10:06:10,jay_observed.csv,4.687964906342497973986532730,1.039,1.993,0.87,7.654,0.758,6.46,10.301,0.019,6.6,24.318,0.089,0.353,0.038,9.4,9.26,11.44,6.54,16.428,17.615,15.241,6.890,12.809,0.972,0.139,7.95,5.57,5.304,7.32,13.015,0.874,1.045,0.704,1.423,0.203,12.275,120.510,228.941,12.08
+2026-05-21 10:06:10,jay_observed.csv,0.9872340470982652237336574322,0.7,1.83,0.451,1.669,0.154,6.28,13.979,0.08,7.61,26.69,0.021,0.51,0.007,10.52,10.83,9.86,7.126,0.918,0.964,0.873,2.376,3.261,1.492,0.034,9.16,7.04,4.578,7.28,14.598,38.712,75.477,1.946,1.121,0.194,12.243,116.010,226.746,5.275
+2026-05-21 10:06:11,jay_observed.csv,0.5788567726560297046551275155,1.138,0.972,0.41,7.488,0.284,7.03,3.504,0.011,6.96,15.163,0.045,0.052,0.017,10.54,8.93,9.6,6.007,19.590,19.668,19.512,9.280,13.942,4.618,0.033,6.76,6.17,6.507,7.37,22.259,44.040,74.575,13.506,1.252,0.168,12.182,78.479,142.501,14.457
+2026-05-21 10:06:11,jay_observed.csv,0.6744707332806207595980344656,0.898,1.381,1.372,3.968,0.656,6.73,6.961,0.086,7.27,10.18,0.064,0.101,0.002,9.79,8.92,11.06,6.371,7.971,3.513,12.429,9.210,4.435,13.984,0.204,8.55,5.92,0.897,7.5,13.295,8.590,5.467,11.714,0.966,0.177,12.254,83.844,159.62,8.069
+2026-05-21 10:06:11,jay_observed.csv,1.246451221544925340673253585,1.063,1.977,3.081,0.104,0.36,7.73,11.684,0.075,6.61,7.939,0.085,0.687,0.005,10.69,11.24,10.61,4.582,11.022,11.788,10.257,6.731,8.12,5.342,0.066,8.22,6.65,5.039,6.68,21.617,29.469,53.13,5.808,0.981,0.152,12.113,57.474,106.714,8.234
+2026-05-21 10:06:12,jay_observed.csv,1.290469447548861211546837974,0.958,3.435,3.313,5.669,0.797,7.09,3.973,0.016,7.41,8.676,0.014,0.731,0.006,11.24,8.61,11.48,8.182,14.320,15.196,13.443,9.860,12.684,7.035,0.06,8.72,6.84,4.173,6.82,9.955,40.462,64.873,16.05,1.082,0.259,12.183,61.748,110.062,13.435
+2026-05-21 10:06:12,jay_observed.csv,1.389589064695402582844691193,0.957,3.388,5.533,0.672,0.395,6.93,12.971,0.011,6.62,18.238,0.037,0.173,0.041,9.85,10.25,9.28,10.108,14.508,12.270,16.745,6.850,7.416,6.283,0.044,8.44,7.47,1.355,6.6,16.317,31.902,62.506,1.298,1.569,0.178,12.169,102.548,192.628,12.469
+2026-05-21 10:06:12,jay_observed.csv,0.9043574491125922692811247933,0.691,0.77,0.834,2.964,0.385,6.65,14.688,0.087,7.0,21.684,0.003,0.076,0.033,10.28,9.85,10.91,11.761,11.622,9.802,13.443,6.047,7.068,5.026,0.167,6.72,5.0,3.292,7.3,22.633,18.900,19.746,18.054,0.933,0.025,12.143,98.364,188.06,8.667
+2026-05-21 10:06:13,jay_observed.csv,5.308495635478904266161539482,0.731,1.654,4.952,1.714,0.281,7.15,15.901,0.05,6.82,13.983,0.086,0.091,0.01,8.96,9.4,9.89,3.898,9.539,10.058,9.020,10.926,12.385,9.468,0.013,7.25,6.33,4.076,7.2,12.439,16.932,14.144,19.719,1.72,0.04,12.102,105.412,201.569,9.255
+2026-05-21 10:06:13,jay_observed.csv,1.613084718055556815864934640,0.898,0.792,0.384,5.778,0.575,6.91,11.462,0.062,6.63,21.116,0.049,0.429,0.03,9.19,11.31,10.19,9.634,8.616,15.307,1.926,10.845,10.629,11.061,0.071,7.35,5.22,1.22,6.63,8.432,4.120,2.248,5.992,1.635,0.076,12.04,122.906,234.553,11.259
+2026-05-21 10:06:13,jay_observed.csv,0.9136535744238659667762003490,1.067,0.948,5.153,5.585,0.741,6.42,6.081,0.006,6.66,23.321,0.016,0.032,0.016,8.83,8.96,9.39,10.053,17.793,16.65,18.936,4.896,8.407,1.384,0.014,7.91,7.02,1.947,7.37,10.419,18.082,17.111,19.052,1.51,0.226,12.081,62.728,116.63,8.827
+2026-05-21 10:06:13,jay_observed.csv,0.6860007077955201547850773843,0.962,1.527,2.463,0.341,0.44,6.87,4.208,0.042,7.5,18.543,0.061,0.131,0.03,10.18,10.43,11.12,8.242,15.224,16.329,14.118,6.142,6.05,6.234,0.214,9.3,5.35,3.005,7.41,18.676,23.412,28.058,18.766,1.529,0.188,12.213,104.502,202.051,6.954
+2026-05-21 10:06:14,jay_observed.csv,0.8157105914318422268771040444,1.094,2.553,1.714,6.597,0.642,6.35,11.616,0.057,7.48,12.184,0.027,0.273,0.01,11.04,9.78,10.29,5.93,15.022,11.075,18.97,6.928,7.91,5.945,0.214,8.26,6.03,7.539,7.31,15.052,25.226,47.268,3.185,1.09,0.065,12.247,49.924,92.955,6.892
+2026-05-21 10:06:14,jay_observed.csv,1.029014330958237071468124483,1.022,1.838,2.878,3.15,0.805,6.37,3.143,0.062,7.21,27.516,0.05,0.251,0.048,10.77,8.91,11.44,7.799,12.697,11.562,13.832,7.928,5.871,9.986,0.226,7.15,5.95,3.962,6.74,6.804,28.096,51.284,4.909,0.832,0.071,12.248,64.538,115.055,14.02
+2026-05-21 10:06:14,jay_observed.csv,0.5661740721884808959804205729,0.735,2.703,2.558,5.33,0.311,7.21,12.896,0.081,7.27,15.76,0.0,0.191,0.023,9.01,10.45,11.28,4.44,0.880,0.795,0.965,8.407,7.061,9.753,0.146,7.32,5.61,4.695,7.11,12.313,40.034,70.484,9.585,1.775,0.051,12.095,59.810,106.605,13.015
+2026-05-21 10:06:15,jay_observed.csv,1.106837527261403640711251246,0.692,0.299,3.02,6.214,0.139,7.36,15.134,0.012,7.13,23.653,0.082,0.084,0.014,10.04,9.99,9.64,7.532,8.860,3.592,14.129,6.050,2.22,9.88,0.176,8.83,6.19,7.368,7.55,12.519,34.394,64.633,4.156,1.435,0.328,12.195,102.134,189.717,14.55
+2026-05-21 10:06:15,jay_observed.csv,7.222441420138901546083452749,0.747,1.17,5.164,5.917,0.832,6.57,14.495,0.034,6.88,15.296,0.089,0.476,0.006,9.22,8.79,9.43,11.754,13.356,10.095,16.618,1.231,1.160,1.302,0.097,9.36,7.44,0.977,6.8,6.575,37.448,64.683,10.214,1.771,0.145,12.009,99.518,194.018,5.019
+2026-05-21 10:06:15,jay_observed.csv,0.5869331608765117019350377600,0.657,3.712,1.699,6.372,0.082,6.43,4.858,0.068,6.76,27.098,0.04,0.583,0.034,10.33,9.71,10.87,2.638,12.916,13.346,12.485,8.435,4.309,12.561,0.141,9.03,6.82,3.452,7.05,10.915,17.724,24.583,10.866,1.014,0.251,12.255,92.842,178.853,6.832
+2026-05-21 10:06:16,jay_observed.csv,1.077104748037419412248268073,1.164,0.454,2.536,5.634,0.194,7.06,14.473,0.099,7.38,25.837,0.08,0.232,0.042,10.82,9.77,10.79,2.968,18.328,17.063,19.592,9.484,12.981,5.988,0.135,7.42,6.58,1.461,6.7,13.13,28.182,42.023,14.34,1.203,0.267,12.193,67.866,121.3,14.433
+2026-05-21 10:06:16,jay_observed.csv,0.5983644732504505258175388303,1.19,2.366,4.042,2.278,0.69,7.36,12.984,0.077,7.65,21.727,0.024,0.605,0.02,10.5,8.52,10.43,5.402,18.229,19.698,16.76,9.180,10.254,8.105,0.243,7.23,5.27,6.933,7.39,14.876,27.462,40.762,14.161,1.286,0.021,12.125,108.718,204.94,12.495
+2026-05-21 10:06:16,jay_observed.csv,1.727607111470528103361856773,0.729,3.307,5.751,0.496,0.281,6.84,15.164,0.08,7.58,12.777,0.009,0.576,0.047,10.63,10.11,10.09,3.224,10.522,4.776,16.268,5.714,6.132,5.296,0.035,7.16,6.12,7.496,6.92,8.699,4.225,3.076,5.374,1.771,0.23,12.265,104.866,201.81,7.923
+2026-05-21 10:06:17,jay_observed.csv,0.7797113163090676816483958333,0.683,2.363,4.399,3.535,0.863,7.7,9.579,0.085,6.61,7.148,0.063,0.083,0.028,8.71,10.33,10.94,4.143,3.788,2.825,4.751,7.562,8.522,6.602,0.086,6.94,6.58,5.275,7.12,22.331,28.615,46.107,11.123,1.59,0.13,12.154,110.138,216.057,4.22
+2026-05-21 10:06:17,jay_observed.csv,0.748189547994973828654882385,0.69,3.278,1.962,1.153,0.596,6.88,9.005,0.09,6.83,21.722,0.021,0.32,0.042,10.24,11.37,9.4,2.765,14.776,19.02,10.531,6.460,7.692,5.229,0.087,8.3,7.25,4.322,6.85,12.165,23.308,45.641,0.974,0.878,0.327,12.062,121.993,229.646,14.34
+2026-05-21 10:06:17,jay_observed.csv,0.7697828333124452408508534477,0.796,1.354,3.104,1.152,0.526,7.05,9.899,0.099,7.06,20.659,0.036,0.665,0.025,10.25,8.68,9.74,2.171,18.242,17.622,18.861,10.580,13.809,7.35,0.03,7.0,5.24,6.771,7.17,14.093,33.832,65.55,2.114,0.973,0.327,12.277,78.460,144.106,12.814
+2026-05-21 10:06:18,jay_observed.csv,5.421128793279783143711023095,1.106,3.449,4.566,4.088,0.624,6.97,12.154,0.013,6.78,22.28,0.028,0.361,0.004,9.37,9.55,10.78,5.728,5.238,5.630,4.845,10.516,9.281,11.75,0.107,9.31,6.13,4.974,7.54,23.732,37.758,70.627,4.888,1.197,0.326,12.097,119.766,224.011,15.521
+2026-05-21 10:06:18,jay_observed.csv,0.9124031959160885292881026667,0.85,3.474,2.562,0.464,0.219,6.98,11.605,0.078,6.56,14.885,0.036,0.027,0.013,9.17,11.34,11.48,8.589,12.452,16.329,8.574,9.876,10.36,9.392,0.076,7.57,7.16,3.146,7.48,10.032,21.378,29.977,12.78,1.31,0.131,12.281,62.218,119.319,5.117
+2026-05-21 10:06:18,jay_observed.csv,1.928833230261801044970414075,0.998,2.653,2.849,5.198,0.301,6.97,11.292,0.015,7.09,13.194,0.005,0.081,0.04,9.29,11.44,10.95,9.337,16.616,16.127,17.105,1.779,2.275,1.283,0.157,7.59,6.94,1.369,7.35,21.447,36.452,70.144,2.761,0.919,0.337,12.28,71.503,131.238,11.768
+2026-05-21 10:06:18,jay_observed.csv,1.138052586509058323833531637,0.953,1.477,4.237,1.604,0.026,7.29,8.371,0.002,6.65,22.089,0.058,0.57,0.016,11.45,8.86,10.68,10.202,10.063,1.656,18.47,2.704,2.685,2.724,0.176,9.43,5.08,3.683,7.15,17.071,30.472,57.12,3.824,1.697,0.05,12.125,122.430,230.214,14.646
+2026-05-21 10:06:19,jay_observed.csv,0.9410266936805787777921771979,0.952,3.91,4.137,7.99,0.472,6.98,11.471,0.073,7.22,11.771,0.074,0.061,0.021,8.83,9.77,10.66,9.097,7.277,3.825,10.729,9.460,6.056,12.865,0.065,7.28,6.81,1.643,7.23,20.772,23.362,33.398,13.325,1.599,0.125,12.292,77.749,148.262,7.236
+2026-05-21 10:06:19,jay_observed.csv,0.4918050063569331066398596914,0.856,3.685,3.355,4.887,0.713,6.41,10.367,0.084,6.7,16.652,0.07,0.057,0.029,9.94,10.93,10.91,10.196,17.286,18.846,15.727,5.688,5.477,5.9,0.12,7.85,5.78,1.814,7.59,20.833,28.762,48.983,8.541,1.283,0.125,12.026,111.060,213.334,8.785
+2026-05-21 10:06:19,jay_observed.csv,1.592463371217248751642446242,0.824,1.637,4.293,5.112,0.478,7.36,12.611,0.09,7.08,23.365,0.045,0.404,0.024,11.14,10.89,9.71,8.342,16.347,14.721,17.973,7.090,11.761,2.418,0.03,9.43,6.88,6.19,7.0,22.023,9.572,1.701,17.443,1.068,0.047,12.225,68.283,121.478,15.088
+2026-05-21 10:06:20,jay_observed.csv,1.348312686573914263764370115,0.777,1.797,5.795,7.891,0.173,7.14,11.033,0.051,6.81,22.409,0.04,0.256,0.019,11.3,10.12,11.23,7.769,7.942,15.26,0.625,5.263,8.178,2.348,0.102,8.3,6.26,5.251,7.09,23.804,43.628,71.171,16.085,1.637,0.223,12.068,91.492,168.041,14.942
+2026-05-21 10:06:20,jay_observed.csv,0.7048581907200146619036512125,0.886,0.36,0.702,7.656,0.697,7.52,7.601,0.026,7.13,21.002,0.071,0.0,0.042,10.54,9.81,9.38,5.76,12.774,7.243,18.305,9.582,5.7,13.464,0.242,8.75,6.19,1.187,6.76,7.587,24.167,46.265,2.069,1.016,0.303,12.07,60.927,110.099,11.755
+2026-05-21 10:06:20,jay_observed.csv,1.386263245575199418319067256,1.24,0.444,3.94,4.218,0.904,7.02,4.963,0.092,7.01,25.706,0.074,0.613,0.037,11.09,8.97,11.18,4.785,14.791,11.391,18.191,5.050,4.96,5.139,0.078,8.18,7.5,3.664,6.65,11.977,27.420,44.722,10.119,1.762,0.071,12.18,57.470,110.438,4.502
+2026-05-21 10:06:21,jay_observed.csv,1.051756219738884446757964851,1.091,1.28,3.871,2.373,0.075,7.52,14.769,0.035,6.63,22.084,0.028,0.145,0.007,11.41,9.28,10.49,3.364,2.085,2.337,1.833,10.410,12.483,8.336,0.082,7.57,5.38,6.289,6.71,7.869,10.217,9.293,11.141,1.623,0.218,12.027,111.563,209.972,13.154
+2026-05-21 10:06:21,jay_observed.csv,1.475552619431738432158721593,1.177,3.102,5.988,6.471,0.538,6.76,14.013,0.055,7.62,23.584,0.035,0.248,0.029,8.58,9.64,10.69,2.67,7.166,4.478,9.853,4.660,8.454,0.867,0.233,7.92,6.49,7.809,7.16,19.862,38.173,68.553,7.793,1.267,0.29,12.27,111.958,215.823,8.092
+2026-05-21 10:06:21,jay_observed.csv,5.649748154009200372772601855,1.151,1.035,2.973,4.857,0.563,7.59,7.457,0.061,6.67,14.531,0.066,0.731,0.039,8.81,10.75,9.95,4.059,14.820,16.48,13.16,11.792,12.534,11.051,0.193,9.3,6.58,2.133,7.2,16.417,5.244,4.837,5.652,0.868,0.309,12.118,113.998,221.215,6.78
+2026-05-21 10:06:22,jay_observed.csv,6.088219922598951608396089812,1.14,3.642,5.891,6.397,0.313,6.86,6.032,0.085,7.56,27.804,0.038,0.211,0.028,8.94,8.81,11.29,5.245,13.756,13.612,13.9,11.416,11.43,11.401,0.249,8.4,7.09,7.132,7.19,10.448,14.717,28.977,0.457,1.184,0.049,12.18,104.058,201.382,6.733
+2026-05-21 10:06:22,jay_observed.csv,0.5789326644843773645500335,0.686,3.764,1.128,5.143,0.62,7.4,3.516,0.04,7.28,27.368,0.003,0.212,0.039,9.99,10.32,11.36,3.849,14.358,15.084,13.632,4.916,0.848,8.985,0.113,9.49,6.13,1.716,6.84,19.731,14.658,19.562,9.753,1.586,0.038,12.206,105.790,202.147,9.432
+2026-05-21 10:06:22,jay_observed.csv,11.22228522532182320648349016,1.027,2.041,1.768,0.955,0.943,7.23,9.569,0.075,6.54,27.371,0.056,0.744,0.004,9.45,9.74,10.45,8.472,5.672,2.801,8.542,2.042,3.503,0.58,0.127,7.62,6.6,0.907,7.05,18.004,46.494,79.866,13.123,1.627,0.01,12.077,64.656,114.946,14.367
+2026-05-21 10:06:23,jay_observed.csv,7.731015562010613716063308910,0.85,3.631,5.339,1.137,0.329,6.96,15.213,0.056,6.82,16.804,0.075,0.57,0.022,8.54,8.64,11.17,6.86,10.240,3.384,17.095,13.785,14.000,13.570,0.155,8.61,5.92,5.456,6.9,8.583,35.338,54.215,16.462,1.409,0.147,12.173,51.952,95.806,8.099
+2026-05-21 10:06:23,jay_observed.csv,0.7421107371020374820356749000,0.848,0.672,5.807,3.073,0.808,7.66,6.332,0.045,7.47,8.874,0.066,0.644,0.019,9.51,10.6,10.78,9.849,7.908,14.857,0.96,4.180,1.102,7.259,0.032,8.45,5.87,4.016,6.76,10.794,26.306,47.864,4.747,1.473,0.229,12.248,94.584,177.827,11.342
+2026-05-21 10:06:23,jay_observed.csv,0.8623101279090476246741987105,0.67,3.051,2.958,3.589,0.397,6.29,13.912,0.074,7.57,16.212,0.051,0.013,0.027,10.9,9.44,9.59,6.432,12.838,10.770,14.907,6.475,9.946,3.004,0.171,9.35,6.56,5.63,6.96,22.591,7.694,9.247,6.14,1.315,0.185,12.065,70.816,126.542,15.09
+2026-05-21 10:06:24,jay_observed.csv,15.58491532267228412076306593,0.69,3.076,4.975,1.173,0.539,6.79,4.131,0.067,7.55,17.861,0.035,0.71,0.044,8.71,9.72,9.93,11.667,9.456,17.627,1.285,3.042,1.721,4.364,0.045,6.51,5.94,5.749,6.79,15.719,22.640,39.737,5.543,1.748,0.026,12.26,73.365,132.55,14.18
+2026-05-21 10:06:24,jay_observed.csv,0.9525818717423432930860839341,0.97,1.95,2.464,3.264,0.609,6.68,5.918,0.091,7.05,6.014,0.033,0.019,0.004,10.36,10.59,11.21,10.293,12.970,14.63,11.31,7.328,5.138,9.518,0.227,7.59,6.2,4.519,7.03,9.003,24.913,47.685,2.141,1.105,0.103,12.095,103.333,197.179,9.487
+2026-05-21 10:06:24,jay_observed.csv,1.222422368895084690820997106,0.839,0.994,5.106,5.916,0.687,6.83,14.776,0.058,7.57,26.248,0.068,0.376,0.018,8.68,9.72,9.43,11.538,11.021,19.419,2.623,6.306,8.17,4.442,0.178,6.72,6.02,7.082,6.89,8.592,39.010,75.304,2.716,0.95,0.078,12.091,48.770,91.55,5.989
+2026-05-21 10:06:24,jay_observed.csv,1.246869546122630441033886566,0.789,3.407,5.592,3.223,0.461,6.65,12.376,0.052,7.19,18.294,0.032,0.138,0.037,11.16,9.6,9.77,3.211,14.227,8.501,19.953,3.368,2.727,4.008,0.114,7.42,7.26,2.447,7.3,22.612,32.618,48.789,16.448,1.288,0.161,12.086,96.652,188.881,4.422
+2026-05-21 10:06:25,jay_observed.csv,0.4956003924028669560250870414,1.142,1.586,2.703,5.806,0.868,6.45,13.129,0.097,6.58,15.742,0.025,0.171,0.034,9.98,9.76,10.27,6.633,5.196,4.673,5.719,7.696,2.652,12.739,0.213,7.94,6.06,2.004,7.48,9.234,38.120,65.538,10.703,1.095,0.054,12.233,126.516,238.8,14.232
+2026-05-21 10:06:25,jay_observed.csv,1.248075000871582823990390493,0.952,2.122,0.849,2.343,0.179,7.48,5.41,0.004,7.61,13.075,0.032,0.699,0.008,11.26,10.29,9.87,5.046,3.258,5.231,1.285,10.782,10.717,10.847,0.011,9.48,6.57,1.395,7.46,12.47,38.913,74.505,3.321,1.393,0.154,12.185,120.456,234.37,6.541
+2026-05-21 10:06:25,jay_observed.csv,0.5381074731909101213109225483,0.976,0.637,3.655,0.691,0.811,7.63,7.709,0.083,7.04,25.913,0.068,0.733,0.02,9.78,11.04,10.07,2.835,9.116,15.663,2.568,7.280,10.419,4.142,0.052,8.25,5.5,3.376,7.4,11.291,39.213,73.437,4.989,1.061,0.033,12.105,71.720,138.73,4.709
+2026-05-21 10:06:26,jay_observed.csv,2.407225515557254971435188859,1.089,3.263,5.175,3.121,0.121,6.42,7.608,0.044,7.21,21.26,0.049,0.26,0.009,9.55,11.39,10.43,8.309,11.813,9.437,14.189,6.846,3.988,9.703,0.084,8.79,7.16,6.546,7.45,21.202,11.502,16.984,6.021,1.066,0.227,12.084,64.908,114.408,15.409
+2026-05-21 10:06:26,jay_observed.csv,1.606804838387684922280374026,1.135,1.989,4.237,3.487,0.219,7.47,5.688,0.044,6.99,7.543,0.021,0.074,0.049,8.81,9.14,9.61,6.958,11.085,11.657,10.513,11.304,13.387,9.22,0.036,8.54,5.6,3.115,7.14,14.621,43.114,67.756,18.473,1.549,0.151,12.1,43.806,80.634,6.978
+2026-05-21 10:06:26,jay_observed.csv,1.606149506884260117245172050,1.062,1.062,3.228,6.934,0.376,7.17,14.605,0.017,6.54,19.052,0.075,0.627,0.011,10.26,8.8,11.03,8.315,15.431,11.595,19.267,5.971,2.825,9.117,0.164,8.33,5.81,3.224,7.42,22.57,23.124,40.515,5.734,0.854,0.264,12.253,73.854,133.436,14.271
+2026-05-21 10:06:27,jay_observed.csv,0.9002333571611750585804286822,0.978,1.943,2.465,5.515,0.586,7.22,15.867,0.014,6.93,14.946,0.042,0.725,0.03,10.22,11.15,10.8,3.518,6.761,7.354,6.168,5.880,7.884,3.877,0.078,6.71,5.81,3.37,6.78,17.568,28.757,38.679,18.835,1.561,0.114,12.089,116.262,227.781,4.744
+2026-05-21 10:06:27,jay_observed.csv,1.206234208480546427793665082,0.692,3.636,1.642,6.675,0.11,6.39,6.156,0.02,7.25,26.748,0.082,0.444,0.048,9.99,8.67,10.4,3.909,8.511,11.028,5.994,9.345,13.901,4.789,0.051,9.48,6.56,1.863,7.28,7.119,46.598,73.638,19.557,1.013,0.262,12.039,109.744,204.781,14.707
+2026-05-21 10:06:27,jay_observed.csv,6.380165800370582932878070370,0.877,3.316,0.347,4.719,0.107,7.08,10.3,0.08,7.01,23.359,0.049,0.708,0.04,8.94,9.01,9.27,3.04,2.598,3.393,1.804,7.664,11.379,3.949,0.121,6.73,6.76,6.532,7.26,18.941,11.538,21.12,1.955,0.956,0.006,12.134,45.337,85.208,5.466
+2026-05-21 10:06:28,jay_observed.csv,1.280813713435611722539197438,1.009,3.357,1.275,5.777,0.735,6.78,9.478,0.02,7.37,6.479,0.043,0.53,0.04,11.4,9.7,9.27,5.187,6.288,7.941,4.635,12.200,13.565,10.836,0.181,9.5,5.65,2.889,6.96,11.02,34.796,55.34,14.251,1.36,0.277,12.251,97.006,184.682,9.329
+2026-05-21 10:06:28,jay_observed.csv,2.071591182259817551802479697,1.217,1.345,5.132,1.557,0.045,7.63,6.67,0.039,7.34,9.343,0.052,0.237,0.011,10.07,10.59,11.03,8.49,15.690,15.522,15.859,8.652,3.694,13.61,0.135,8.1,6.95,5.691,7.45,21.489,32.980,52.639,13.321,1.114,0.327,12.075,61.672,110.538,12.807
+2026-05-21 10:06:28,jay_observed.csv,0.9093194063137901546827725258,0.721,0.955,5.958,4.623,0.753,6.53,3.945,0.077,6.51,26.259,0.086,0.152,0.022,8.71,11.07,10.41,11.814,13.102,15.274,10.93,9.477,5.584,13.37,0.137,8.2,5.22,5.454,6.98,18.995,4.552,5.67,3.433,1.061,0.223,12.02,119.530,224.2,14.859
+2026-05-21 10:06:29,jay_observed.csv,0.8363132503564477288300799062,1.039,1.859,0.66,2.234,0.193,7.03,8.754,0.048,7.35,15.63,0.049,0.465,0.004,11.12,9.23,9.35,9.504,13.324,9.173,17.475,4.134,4.346,3.922,0.032,7.32,6.8,2.0,6.72,15.209,33.035,49.139,16.931,0.945,0.152,12.141,81.894,152.376,11.411
+2026-05-21 10:06:29,jay_observed.csv,0.6716322972505818950942097974,0.653,0.262,1.821,7.614,0.492,6.73,14.281,0.097,6.81,8.343,0.019,0.54,0.024,8.82,10.5,9.64,7.908,12.567,16.54,8.594,7.317,11.657,2.977,0.068,7.24,7.36,5.872,7.57,11.428,21.926,34.163,9.688,1.289,0.024,12.014,80.119,146.627,13.611
+2026-05-21 10:06:29,jay_observed.csv,0.9468903810453309521703318333,0.842,0.263,0.805,4.262,0.173,6.84,13.88,0.07,7.56,20.394,0.084,0.297,0.027,9.89,10.53,9.53,10.638,5.363,7.198,3.528,7.310,8.174,6.447,0.166,7.52,6.84,4.568,6.67,10.454,17.435,30.201,4.669,0.865,0.01,12.051,109.965,214.174,5.756
+2026-05-21 10:06:29,jay_observed.csv,6.269271396149641936012552414,1.22,2.078,3.981,3.175,0.369,7.4,7.378,0.005,7.03,21.239,0.036,0.557,0.023,8.94,9.82,9.27,3.283,13.314,14.474,12.154,8.421,6.041,10.801,0.007,7.1,5.33,6.762,7.29,7.285,22.392,27.258,17.527,1.167,0.259,12.015,96.254,178.96,13.547
+2026-05-21 10:06:30,jay_observed.csv,0.5172993290373315122715147409,1.172,1.636,0.422,4.991,0.359,6.36,10.915,0.06,7.13,23.493,0.014,0.127,0.047,9.41,11.04,10.22,4.119,17.900,15.801,20.000,4.950,5.613,4.286,0.018,6.59,7.24,1.773,6.88,6.5,31.067,51.545,10.589,1.217,0.129,12.114,67.504,130.57,4.438
+2026-05-21 10:06:30,jay_observed.csv,6.121635188330222908567988745,0.802,2.46,3.49,7.249,0.012,7.43,7.319,0.057,7.53,16.068,0.005,0.302,0.029,8.96,10.22,11.18,7.553,10.748,10.977,10.519,4.970,8.926,1.013,0.139,7.32,5.65,6.169,6.77,12.986,15.243,15.833,14.653,0.979,0.218,12.158,92.210,174.718,9.703
+2026-05-21 10:06:30,jay_observed.csv,2.380950472467728320801732560,0.871,0.501,3.649,3.888,0.24,7.67,13.328,0.033,7.52,16.25,0.013,0.184,0.033,10.25,9.08,9.92,5.773,14.270,15.929,12.612,8.217,4.01,12.424,0.181,7.08,6.59,2.354,7.25,22.522,31.134,48.696,13.573,0.824,0.154,12.289,119.562,223.63,15.493
+2026-05-21 10:06:31,jay_observed.csv,1.099392964444705581212789417,0.88,3.775,0.512,2.541,0.824,6.36,4.861,0.076,6.52,27.018,0.085,0.709,0.02,10.01,9.3,10.51,4.677,14.620,17.423,11.816,8.218,12.999,3.437,0.185,9.18,6.09,1.082,6.91,14.731,24.804,36.014,13.593,1.517,0.328,12.3,65.929,122.644,9.214
+2026-05-21 10:06:31,jay_observed.csv,0.8267185094386602979976899191,1.049,3.27,5.423,7.543,0.694,6.26,3.584,0.022,6.59,26.612,0.007,0.032,0.007,9.99,9.41,9.47,6.057,6.092,1.282,10.902,3.698,6.124,1.273,0.208,8.52,5.86,2.74,6.68,23.864,48.060,79.752,16.369,1.765,0.101,12.2,54.446,103.706,5.187
+2026-05-21 10:06:31,jay_observed.csv,1.200978376538640526289589395,0.856,3.18,5.27,0.922,0.201,7.47,15.218,0.075,6.67,16.156,0.077,0.553,0.031,10.64,8.92,10.76,6.943,15.304,17.196,13.411,6.904,13.285,0.523,0.122,9.37,5.02,6.4,7.48,11.94,21.356,36.5,6.211,1.286,0.243,12.056,59.748,110.928,8.568
+2026-05-21 10:06:32,jay_observed.csv,4.748857346112619897220567843,0.692,0.302,2.073,0.606,0.695,6.69,15.916,0.082,7.61,22.68,0.065,0.141,0.044,8.64,10.8,10.83,5.576,10.258,10.378,10.139,4.184,3.275,5.092,0.094,7.98,5.06,1.409,6.89,10.299,18.158,23.445,12.871,1.209,0.07,12.035,66.620,117.4,15.841
+2026-05-21 10:06:32,jay_observed.csv,0.7246757152969129922375245627,0.836,2.139,1.334,7.275,0.439,6.93,14.373,0.051,6.62,26.449,0.058,0.3,0.036,11.45,8.99,9.44,10.863,7.130,2.438,11.822,12.126,12.138,12.114,0.119,7.37,5.39,2.864,6.68,20.725,31.296,60.633,1.959,0.916,0.146,12.225,108.690,212.997,4.383
+2026-05-21 10:06:32,jay_observed.csv,0.9521193232649423498131824444,1.206,1.011,5.532,2.646,0.736,7.18,6.385,0.021,6.96,18.658,0.015,0.07,0.003,11.26,10.1,9.55,11.661,16.922,15.179,18.664,6.079,8.582,3.576,0.095,8.67,7.2,3.147,7.44,11.421,30.412,44.636,16.187,1.474,0.274,12.172,66.798,127.039,6.557
+2026-05-21 10:06:33,jay_observed.csv,2.011644955711330732961462655,1.217,2.386,4.576,4.346,0.224,7.53,7.812,0.026,7.48,12.765,0.045,0.048,0.007,8.84,10.0,9.27,10.519,14.020,8.207,19.832,1.670,1.556,1.784,0.039,7.82,5.36,3.244,7.0,13.752,30.690,49.041,12.34,1.213,0.318,12.105,102.808,195.995,9.62
+2026-05-21 10:06:33,jay_observed.csv,0.6005143136070861605559004864,1.209,1.73,1.683,5.638,0.19,7.75,5.349,0.092,6.72,19.465,0.042,0.62,0.037,10.78,10.78,10.98,4.399,14.061,10.804,17.318,6.951,5.392,8.51,0.223,8.08,5.92,7.36,7.45,18.243,20.209,32.058,8.36,1.455,0.321,12.254,60.474,115.29,5.658
+2026-05-21 10:06:33,jay_observed.csv,2.157939682054075583572460649,0.756,3.983,1.353,0.965,0.48,7.0,11.545,0.076,7.03,23.558,0.066,0.661,0.035,10.34,9.56,11.25,11.293,8.644,6.731,10.556,13.432,12.865,14.000,0.147,6.9,5.54,6.109,7.0,8.156,20.818,40.418,1.218,1.595,0.012,12.067,93.920,182.437,5.404
+2026-05-21 10:06:34,jay_observed.csv,1.192222750836440459410569483,0.825,1.335,0.974,1.768,0.739,7.29,11.637,0.076,6.58,11.539,0.037,0.38,0.004,9.66,10.14,10.98,8.038,8.524,14.077,2.972,6.841,10.852,2.83,0.071,9.34,7.36,1.28,7.21,6.358,17.390,24.151,10.628,1.736,0.289,12.26,65.430,121.543,9.318
+2026-05-21 10:06:34,jay_observed.csv,5.983249757212875068004419792,0.765,1.951,0.637,7.315,0.222,7.36,15.714,0.097,7.56,7.553,0.064,0.342,0.018,8.68,10.52,11.34,7.451,6.764,5.758,7.769,8.014,11.132,4.897,0.118,8.04,7.42,4.03,7.54,14.052,27.380,50.384,4.377,1.777,0.284,12.106,78.858,151.536,6.179
+2026-05-21 10:06:34,jay_observed.csv,1.020221619190273155410957600,0.825,3.146,2.54,7.051,0.801,6.57,13.98,0.027,6.55,12.786,0.005,0.641,0.041,10.53,10.42,9.27,8.063,9.308,3.176,15.44,9.210,8.404,10.016,0.057,7.71,7.44,4.179,6.96,8.054,29.170,57.02,1.319,1.235,0.004,12.172,63.638,115.193,12.083
+2026-05-21 10:06:34,jay_observed.csv,1.691774704987202069341691696,0.802,1.399,2.916,1.312,0.244,6.87,7.071,0.019,7.59,7.084,0.032,0.638,0.023,10.66,11.01,9.51,8.494,15.836,12.511,19.16,8.926,10.657,7.195,0.134,7.81,5.78,2.116,7.24,18.104,14.630,11.553,17.706,0.908,0.101,12.046,74.930,144.565,5.296
+2026-05-21 10:06:35,jay_observed.csv,9.236936775037646802565171181,0.811,2.955,3.151,6.76,0.604,7.12,13.704,0.051,6.78,16.086,0.021,0.543,0.023,9.7,11.4,10.24,10.288,7.146,1.925,12.366,5.440,8.927,1.952,0.061,9.5,5.85,6.717,7.55,22.732,19.982,37.226,2.738,1.629,0.288,12.139,53.425,95.044,11.806
+2026-05-21 10:06:35,jay_observed.csv,7.390351838467840196941155527,0.888,3.394,5.34,3.328,0.066,7.01,15.742,0.008,7.07,20.947,0.051,0.469,0.01,8.67,11.43,10.5,3.39,12.004,13.015,10.994,7.660,8.263,7.057,0.104,7.11,5.68,6.721,7.0,10.837,32.139,53.396,10.882,1.295,0.336,12.046,114.456,213.544,15.368
+2026-05-21 10:06:35,jay_observed.csv,1.282671539929810832186167947,1.078,3.487,3.241,0.801,0.324,7.38,14.109,0.027,7.15,20.472,0.08,0.053,0.048,9.23,10.27,9.56,7.343,11.352,7.181,15.522,6.244,9.409,3.079,0.116,9.4,6.58,3.293,7.08,19.06,28.436,55.364,1.508,1.432,0.03,12.167,46.852,82.136,11.567
+2026-05-21 10:06:36,jay_observed.csv,1.190030916181083121555055412,0.804,2.373,5.275,6.065,0.314,7.08,14.614,0.072,7.38,7.955,0.017,0.17,0.018,11.22,10.18,11.17,7.223,17.059,17.685,16.433,10.105,10.844,9.366,0.024,6.98,6.81,1.329,7.29,11.761,30.737,59.912,1.562,1.625,0.237,12.197,50.670,95.369,5.971
diff --git a/modelling/data/abingdon-all/resident/jay_simulated.csv b/modelling/data/abingdon-all/resident/jay_simulated.csv
new file mode 100644
index 0000000..a2e69ca
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jay_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.964,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.902086,0.1,0,0.01,0.935773
+RungeKutta4,2,0.2,0.844616,0.1,0,0.01,0.876156
+RungeKutta4,3,0.3,0.791273,0.1,0,0.01,0.820821
+RungeKutta4,4,0.4,0.741762,0.1,0,0.01,0.769460
+RungeKutta4,5,0.5,0.695807,0.1,0,0.01,0.721788
+RungeKutta4,6,0.6,0.653153,0.1,0,0.01,0.677541
+RungeKutta4,7,0.7,0.613563,0.1,0,0.01,0.636472
+RungeKutta4,8,0.8,0.576817,0.1,0,0.01,0.598353
+RungeKutta4,9,0.9,0.542710,0.1,0,0.01,0.562972
+RungeKutta4,10,1.0,0.511053,0.1,0,0.01,0.530133
+RungeKutta4,11,1.1,0.481670,0.1,0,0.01,0.499652
+RungeKutta4,12,1.2,0.454398,0.1,0,0.01,0.471361
+RungeKutta4,13,1.3,0.429085,0.1,0,0.01,0.445103
+RungeKutta4,14,1.4,0.405590,0.1,0,0.01,0.420730
+RungeKutta4,15,1.5,0.383783,0.1,0,0.01,0.398108
+RungeKutta4,16,1.6,0.363542,0.1,0,0.01,0.377111
+RungeKutta4,17,1.7,0.344755,0.1,0,0.01,0.357622
+RungeKutta4,18,1.8,0.327318,0.1,0,0.01,0.339534
+RungeKutta4,19,1.9,0.311133,0.1,0,0.01,0.322744
+RungeKutta4,20,2.0,0.296111,0.1,0,0.01,0.307161
+RungeKutta4,21,2.1,0.282168,0.1,0,0.01,0.292697
+RungeKutta4,22,2.2,0.269226,0.1,0,0.01,0.279272
+RungeKutta4,23,2.3,0.257214,0.1,0,0.01,0.266811
+RungeKutta4,24,2.4,0.246065,0.1,0,0.01,0.255246
+RungeKutta4,25,2.5,0.235717,0.1,0,0.01,0.244511
+RungeKutta4,26,2.6,0.226112,0.1,0,0.01,0.234547
+RungeKutta4,27,2.7,0.217197,0.1,0,0.01,0.225299
+RungeKutta4,28,2.8,0.208922,0.1,0,0.01,0.216715
+RungeKutta4,29,2.9,0.201242,0.1,0,0.01,0.208748
+RungeKutta4,30,3.0,0.194113,0.1,0,0.01,0.201353
+RungeKutta4,31,3.1,0.187496,0.1,0,0.01,0.194489
+RungeKutta4,32,3.2,0.181355,0.1,0,0.01,0.188118
+RungeKutta4,33,3.3,0.175655,0.1,0,0.01,0.182205
+RungeKutta4,34,3.4,0.170364,0.1,0,0.01,0.176717
+RungeKutta4,35,3.5,0.165453,0.1,0,0.01,0.171622
+RungeKutta4,36,3.6,0.160895,0.1,0,0.01,0.166894
+RungeKutta4,37,3.7,0.156664,0.1,0,0.01,0.162505
+RungeKutta4,38,3.8,0.152737,0.1,0,0.01,0.158431
+RungeKutta4,39,3.9,0.149093,0.1,0,0.01,0.154651
+RungeKutta4,40,4.0,0.145710,0.1,0,0.01,0.151142
+RungeKutta4,41,4.1,0.142570,0.1,0,0.01,0.147884
+RungeKutta4,42,4.2,0.139656,0.1,0,0.01,0.144862
+RungeKutta4,43,4.3,0.136951,0.1,0,0.01,0.142056
+RungeKutta4,44,4.4,0.134440,0.1,0,0.01,0.139451
+RungeKutta4,45,4.5,0.132110,0.1,0,0.01,0.137034
+RungeKutta4,46,4.6,0.129947,0.1,0,0.01,0.134790
+RungeKutta4,47,4.7,0.127940,0.1,0,0.01,0.132708
+RungeKutta4,48,4.8,0.126077,0.1,0,0.01,0.130775
+RungeKutta4,49,4.9,0.124347,0.1,0,0.01,0.128981
+RungeKutta4,50,5.0,0.122742,0.1,0,0.01,0.127316
+RungeKutta4,51,5.1,0.121252,0.1,0,0.01,0.125770
+RungeKutta4,52,5.2,0.119868,0.1,0,0.01,0.124334
+RungeKutta4,53,5.3,0.118581,0.1,0,0.01,0.122999
+RungeKutta4,54,5.4,0.117382,0.1,0,0.01,0.121756
+RungeKutta4,55,5.5,0.116256,0.1,0,0.01,0.120587
+RungeKutta4,56,5.6,0.115179,0.1,0,0.01,0.119470
+RungeKutta4,57,5.7,0.114099,0.1,0,0.01,0.118350
+RungeKutta4,58,5.8,0.112878,0.1,0,0.01,0.117083
+RungeKutta4,59,5.9,0.111069,0.1,0,0.01,0.115207
+RungeKutta4,60,6.0,0.107129,0.1,0,0.01,0.111120
+RungeKutta4,61,6.1,0.0983284,0.1,0,0.01,0.101990
+RungeKutta4,62,6.2,0.0843009,0.1,0,0.01,0.0874385
+RungeKutta4,63,6.3,0.0663667,0.1,0,0.01,0.0688344
+RungeKutta4,64,6.4,0.0467884,0.1,0,0.01,0.0485247
+RungeKutta4,65,6.5,0.0305448,0.1,0,0.01,0.0316743
+RungeKutta4,66,6.6,0.0184774,0.1,0,0.01,0.0191561
+RungeKutta4,67,6.7,0.0103568,0.1,0,0.01,0.0107322
+RungeKutta4,68,6.8,0.00542003,0.1,0,0.01,0.00561099
+RungeKutta4,69,6.9,0.00269340,0.1,0,0.01,0.00278250
+RungeKutta4,70,7.0,0.00130237,0.1,0,0.01,0.00133951
+RungeKutta4,71,7.1,0.000627837,0.1,0,0.01,0.000639778
+RungeKutta4,72,7.2,0.000304714,0.1,0,0.01,0.000304584
+RungeKutta4,73,7.3,0.000149829,0.1,0,0.01,0.000143913
+RungeKutta4,74,7.4,0.0000750775,0.1,0,0.01,0.0000663693
+RungeKutta4,75,7.5,0.0000385382,0.1,0,0.01,0.0000284651
+RungeKutta4,76,7.6,0.0000203535,0.1,0,0.01,0.00000960104
+RungeKutta4,77,7.7,0.0000110982,0.1,0,0.01,0.0000
+RungeKutta4,78,7.8,0.0000193586,0.1,0,0.01,0.00000856898
+RungeKutta4,79,7.9,0.00177288,0.1,0,0.01,0.00182759
+RungeKutta4,80,8.0,0.00673176,0.1,0,0.01,0.00697172
+RungeKutta4,81,8.1,0.0146366,0.1,0,0.01,0.0151719
+RungeKutta4,82,8.2,0.0251900,0.1,0,0.01,0.0261195
+RungeKutta4,83,8.3,0.0380454,0.1,0,0.01,0.0394551
+RungeKutta4,84,8.4,0.0528026,0.1,0,0.01,0.0547636
+RungeKutta4,85,8.5,0.0690092,0.1,0,0.01,0.0715756
+RungeKutta4,86,8.6,0.0861677,0.1,0,0.01,0.0893751
+RungeKutta4,87,8.7,0.103751,0.1,0,0.01,0.107615
+RungeKutta4,88,8.8,0.121225,0.1,0,0.01,0.125742
+RungeKutta4,89,8.9,0.138077,0.1,0,0.01,0.143224
+RungeKutta4,90,9.0,0.153843,0.1,0,0.01,0.159579
+RungeKutta4,91,9.1,0.168129,0.1,0,0.01,0.174398
+RungeKutta4,92,9.2,0.180630,0.1,0,0.01,0.187366
+RungeKutta4,93,9.3,0.191079,0.1,0,0.01,0.198206
+RungeKutta4,94,9.4,0.199210,0.1,0,0.01,0.206640
+RungeKutta4,95,9.5,0.204800,0.1,0,0.01,0.212439
+RungeKutta4,96,9.6,0.207724,0.1,0,0.01,0.215472
+RungeKutta4,97,9.7,0.207931,0.1,0,0.01,0.215687
+RungeKutta4,98,9.8,0.204988,0.1,0,0.01,0.212634
+RungeKutta4,99,9.9,0.199243,0.1,0,0.01,0.206675
+RungeKutta4,100,10.0,0.191239,0.1,0,0.01,0.198372
+RungeKutta4,101,10.1,0.181527,0.1,0,0.01,0.188297
+RungeKutta4,102,10.2,0.170638,0.1,0,0.01,0.177001
+RungeKutta4,103,10.3,0.159069,0.1,0,0.01,0.165000
+RungeKutta4,104,10.4,0.147290,0.1,0,0.01,0.152781
+RungeKutta4,105,10.5,0.135812,0.1,0,0.01,0.140874
+RungeKutta4,106,10.6,0.125363,0.1,0,0.01,0.130035
+RungeKutta4,107,10.7,0.117171,0.1,0,0.01,0.121537
+RungeKutta4,108,10.8,0.113100,0.1,0,0.01,0.117314
+RungeKutta4,109,10.9,0.114591,0.1,0,0.01,0.118860
+RungeKutta4,110,11.0,0.121394,0.1,0,0.01,0.125917
+RungeKutta4,111,11.1,0.131952,0.1,0,0.01,0.136870
+RungeKutta4,112,11.2,0.142602,0.1,0,0.01,0.147918
+RungeKutta4,113,11.3,0.151264,0.1,0,0.01,0.156903
+RungeKutta4,114,11.4,0.157961,0.1,0,0.01,0.163850
+RungeKutta4,115,11.5,0.162780,0.1,0,0.01,0.168849
+RungeKutta4,116,11.6,0.165806,0.1,0,0.01,0.171988
+RungeKutta4,117,11.7,0.167133,0.1,0,0.01,0.173365
+RungeKutta4,118,11.8,0.166758,0.1,0,0.01,0.172976
+RungeKutta4,119,11.9,0.164526,0.1,0,0.01,0.170661
+RungeKutta4,120,12.0,0.160711,0.1,0,0.01,0.166703
+RungeKutta4,121,12.1,0.156498,0.1,0,0.01,0.162333
diff --git a/modelling/data/abingdon-all/resident/jay_simulated.png b/modelling/data/abingdon-all/resident/jay_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..289fd578eb7ac923e24a22bb1ca32cd98343b7e6
GIT binary patch
literal 29938
zcmb^ZWmHw)_Xi3SQc?mUASEIo(%m5-A>GmlA|Y_-MnI5|ZfTHC0qI6SI;5q$yW6{t
z{`8Cbzt6ZYo)-=sc+O_+z1N=eQ*-;t$%vufyn7P{1_oV1Ttoo|2F@J@26hG+5&VSh
z>%;>1i`(YOGaE(7OB?&=Rt7NA&uuJBAvUJQdiU%MtgMY8<}CC~jPzWz_l#_8EUdX1
z7|ecuf*xXJ$UrGNpazbDVj-?(4FiMu9Qp?~OCZx22F6BPLgcZML;Pj}k^`>t*_Zl*
zDH^&I1flJF$#33ue(;~GvO|!!w6!%m*TJ=qe4?esldA_=A1j0{K)}8I6+zfXPDltj
z<d!%&S?%=qeUf<7h8v$L?3b3h&gTiN47Va!wq5L(;;ifTi7|beW^V~0lX>0JBjnAe
zhXMZ(LT19_c8C5=#_ox65Bd||?qqoJA0J{_fx(7;d=%~f{~r<AEw8_n=H=xbOG6xP
zI%}?V*ze{TDpe~tpF|l+;I#Y@i*~f}Ew!wLKfcKCXvPzhKcuZqoSK1wWApu!Cr_|%
z-+rLuvisJ!^+7W+Sg&s!e{*2___#)u&FcLTZRh-r>3W@w&(+&?H2cfFko~jCYI{h3
z*T8_{=cXouzU0SN^MM>spFZuNj$AxlP7>%~vce7K-Sef@u6Z^=pc+|}lJa<|D~8<d
zVxE+Olk+5N{VZ<!LR9mKl2XKkMH9N!_siqz4ScT(avK;FOGOfwoyVug_220j>P|jL
z#V|jadVOvd!}$D-lB#O;f`i-Tx=wmd&QtCjcw}!3;v81z_5AV|Q#FoO!)k`@Zdd!H
zT$?2W3kB6%R#mjz-0nJVm!+{X!<3rJqMDfrJob-#CQZ$&Rw=&~KKFDv-z?7{jk}e*
zQ?}9O6*3Q(30Y_hU1KqM_#riQ@v9hVq^!WD5`FDKznv;3Ti|<c<}B*kv$fn{b;Rz1
zn!TrvXRDbM)YKB@b*C>oJC<cm&d#bLrE7M-5Hi2MaIi)1&d{lU&1^9vxVVtydh{)W
zH0c(NF8Vz(VlS2+PT|Y$t}b2^M|Jhsi!J+l#UjP4tE&!Uukg|Msw(an9{U0-_d<-=
zS{Z>$o71H@ND$$+vZ5ln{gh*7b91w}xVW#TMI%C3c=&+cX&<lar0s}=re^%f>1n$=
zEd0XZh>n0s0xpe8mj1or^=-HB)i#@B%8|?Q);*zG)pl(8KBFbQ0^c={wkF31^ZYXe
z4Uv(N<x1c5A+_3Y5=l?9v9sr>i$>rs3Vw6@em*T}X=ypY&AC-(HokDaT@QIAxj$MN
z7KU9pAH<WUQEt9g<9xi8A1|{}&Gr8KvcUK3*mO%;qqB9L?^V>=nCJOfSs~CHC*At^
zlYl#h+es5?8f3a|&Bfx9zH$K@w|oRUGBR?Fw@};2C`&4d|1!&(nbrI?37uu0bcxEB
z?YeUrSM3rbd4IOb6Z6Bhp?ngg(lN<s`bddzN(l{zIX|iw6BU+g7s;)@SmX<-!Tj7N
z#Dh_o1k7nIn<?`P?cu@dc3YLpIqGdoM~{7bY&J$*g-pG63xj=qjnolao3q#|kEfiK
z8F}J!jR!K?TS?t$@w9B@2Rw<SKV(S|@i~=5L`6Mnh40pO*eOLE78_tO>Dy^|g7XdR
z_wW9PdwY9IEHoqs<x@_%R_1jVdy<t`XX`^nGxyk*Nxz@?yc;;L|9&pO<#JNUdo-$V
zHKeS{*0OfF$lxa5Icxf134=8ll}D|RuEb%pbmYbP(PqaiyhWJYI*av^ROM#b_yZam
z$wcQZu5T5VsTbhUz$GOmUA%YK()b~sd#Vwqx&`aZg`N%y3QDob(4!bW=Q1Kri<vA+
zQzH-kl$Ur_!y_Y|m;x8~1TGK4t;S~4?vAt?A#M)kMxRyNZK{_}cQVv#a&;HJ#nX0p
z%w@ru)X>n7+JiR&!xU1nWu($lWpN)JX+lk%hP;4}Xa>6f+LzD@(bfZqdCG<^3v}wW
zO<uh+IN6ysdxS(}TocgnvTzdYk&i@kz5M5S?ff4rm+r=}y^1oOtWqA@A`t96IItP2
znIz&2Eo8gMi2W$*TgHh@X5K;wsquJ(+*)kVNrZra5VWyj+A2osy5Q^QX9;$7wxg$Y
z4_7ObQQti=TU*<K;xAuBTPrN*i6kT>q&vOQ2<AAyU+f1vPjFc;WzF9;9V?OO{yvN8
z#%WSZ^RY&OuJsIYM8~Z*RWVa0==0~#sl&Awd!5A3pFa=k=y=NZebRn9+wA;seK{*T
z+gN=&>H9^ddSYzsSP9yqw3L+TC-Y~=4$CJ81G2gLv}(m7-QRbbFiox!?5DU)YSSg7
zuk=pAQ%8hDDRt7qPwKQnCMG8rLe9r`nY9Qu*2kvK&dwspG(X$-&GP9S*D1Skv-(k_
zf@s(yHvKOFI(hmlBk@DIs=2Ophr=56g$Y>XqMYEO#zhH$?IM=I({RcvkeQc9TZ(b?
zHCCGFW56fFUX>#?1%>_+S^<IS+09MYi2Rb~+>do<{_Acv>rQzjoFg9aNZdXA=NlOY
z4}I$E>*t|6$V5vMK3>?-@l?K3HD5iwqtIgZ^L$j~EiGLfMl$o8u}yN}-m$o>yC3W@
zrK_`G;e0TN71*qNk!WdX!asi&Vk65(h%IMkW{!12Pi04DBYZZj5>SGlMewSpsMOJj
zS=elTFk5lRFqP=N9LC^6N=6Y^mgOrF&zG!_?WtM~&A0NN$oUOEq^}=>3!j5n;us^3
z<7N9b&+&dCW(09*ard#uD<AEA8r1@&^~a=xH7U{SMJ4H?7~S#Rar>5mUk3xgsg=Q$
zT4&X=3QmygoodFc-RSN@CNP@1U2QQdq&(ngs<~7&;}VoVX`V}BH0B*R%gs6hH*)kD
zl_3IpC$iP>Ms64gp>w^K?PdxJTo>~t{&DIZZxB$^WRv*UX1$+rbK>|iu?Th%k(i3>
zd{w{ce{tb5#2Y};;()K`W;7+VK@i)9h)FWBw)^#k?@RSmf?~%DCF`3vZz>T@fM+Q$
zW4Plh5o=`G!44n0Og<lzRVP^#Rs(@|Sy54u*&}O7T~duQQ~98?-6M~R?w$mmTuu=~
zL0L`K+0@h<@n=hxCY(O{kMj(zXZq~c2D69WHy+*N;!+b0yqg~D@^u1zhoHO3LS<Y?
zV}84D@Eq*J&J5|eh=FghEa;iHF-T*_dU^My)XGd_ZmPO(mfM-K?2};YQT*tww+syq
z;6wuvxXtd}!DP~MNG41`yCr6CDp>8YJJZsHDbp54A*r+$tg7Rx+`>cFf~Hp`gOEy;
zwHU*sFY3Qev~J|&=vZ2jNCUrvg*vQ>6G7NR8Xpm5)Sdkb<H+M~Gr$PdE!(pe<w(Ad
zz4m>^RGa%#>`;Sl>cItXn(9$lRG8Oa+Tm8Cw4&_>`eyTDt#m!Ffx%~+$cHt=*mWy3
zPFwcS_aBp4@x-9&Zrq03jrG-UIXfXFC7sqY#F<}&uiZo`f(K`^3e)hMd2eji;~fSm
zpYxH@^z7_N)KqwutIz-q<)HVhhp!A=K9{?npI=9%`}}ClFeZkPbpXj{BkfnO7<$V3
z64{tIbq?g7SaU19h8Z;dAc~w|6w5)KD5X}2xp6MC9C%oFwnj5#>Q<xPFdXFhQkio^
zmj84?p3hKze@wmmfoThjfk<Y=eh-hVrlZzO$o=X2v0C!4P{wOEiaW=YoRRxbkZRL{
zkzxnF`rmb8|A^%SKia>I$RNGq;+goZO~*HgjIP#wX0)LYQ^>}L$=%E5R^L2M>6;a`
zcRm6p9}73qqqP+<kM$o9Y!or6AZ9%lk$$$n^hy6QM0ux+rI)DmVsxR);k~xYZp&Ju
z>0oiGN>Df~lR6z6B$3uaq;COf8MW2{9SN~0+(I2xqZA!e&x+Ee9^8)puupGY@71Ej
zhw3+;jbgg<XHAMcN}L~ZDzhUpaxvXp`P9pw+cAx8^iC`<8P*9lmG%o8AFeu0s=V{d
z2XtcHkA%?26jHq_B%8g;43K$@JYJ1nOnfbwRJStGbROJFiDoC79iGGbibKGbD~f3e
zPL2(n+`X%dWr189ysWPcD+s<gA_I&j(sG|X)E_r<Hc~%knON$M8?w7RKUVFzPg0WQ
z@!9iE=~Hn$s~UN>f{MADLtThsXvVrx3_7os>gtw^wfc<py52M85OI<a(cf51jY3b7
zy%T}EtC1xyWJ(aPV#CTs;v4L_54%$+_U^XLAg9Al^2MsGn}UoxY=5~f30tl&#re?3
z*XbsCa?ajnAtpBxAOXb<enJxjM24Kx;`jmU9zk6AIcTRlg(Q0m=@}W1TxZ`mzzUfW
z5n*u-j0zBu4;Fmj!kH!*fgKnAn3?GGv<2;G<*TsqyGwEeRHEBP{_FmS0T~1Ok4<hb
zsCaq4yQ`roJc<%4BO5u~F<L_~+LuqUTty+5iga0|)0|6!ndaD7ltN~5e9O>p8nys+
zjw#q+wD9?(E!>gYrOx^3v5#e>M)CAv{LBig2${(ii~^KMUX2u7zGX#6M-S4jb;{1J
ztJ9|I?CP=s*l7}rlyrM%ch}NpwZCN-inP;%m>f=KeTY-Vg6+I~e0bpC;E3AW+k@)A
zUv7(~-!!IP6jN4?d>V&^i<_=sD3!pioSwqPj*iyW*=apt)kzm*K3SD*mCP%yxWCuQ
zz>%+?=5Y$jPViV+`t1ke10E494_WGX<e%cZ1RpXwIyi6&2@5NqMX7yy$)%v6pgxJQ
zC_Hw11sfatL;u=@>+xjJ#Kc5~Ed~j1mO|)^^G3bnSwwL$b0l24{q_`wj*gC)jZMkZ
zru}9dS)z1?f|2=Pfr64&C-HR_gO1y+XNT)?!xEB`*71%@F*&rHL80d96&0gQ04kMk
z&&=qy0<<?&#kssht%f#!dUd`{%rWJVN`C*oP`(?$U0m<py$j-o7!EX)sEER+9XDEr
zULhR~sDP&%$96JckP8vOs327OikU2fkF`g!Pp!R5So&}b%(L@aGa4NiLdDcCUbhAj
zOJ_$T7on1z^qNpb0G>yZoK3*ynI$bew^{avQftus!*H=<H<?ME{JPIwIm5?h^r9t?
z12>BJ`e3<7lB4-zJ=EaEH{kSPP{_PW2z^_GC#YiI$Rai$rJUk*SBiF!*a!+;kPrzQ
zJ|;#Yl4m_FU$`LSzf(K+wMKS1cobzAN+!7s7z0T4cI2FWDq5qkmCA7++z{(GY1X>G
zbbDTle0b-DAT8w_3s&4&2hGQ<+v1y8@DjfCg*bqOhA1NT+~uB0-oM37op94A=*cqa
zLEGDTyW$>FLAnRre!3+Q=UdgmJ)~r<4R-~9u-v#t{Qv#qF;WPW;x@lzMBG{4<+Zl9
z9<or`KoEt}T$;z*htON8&^|E0W@~E$^CV*5he-&W<Sn6zw*b+tj+N$09!Vp~i40v3
z2>Ez>SBV%|vEsio1-vVw<v~`tqueX&l&L`tv8R%f$}JJINfmJ1?khJh_h)u2u2x`T
z;d4r}OC9APCiyfaW^4H@Bm(DD1?~xgz7!=9p-FNO;$$;LNJ5J1Iy|wU9!hq0wo;<g
zD-^Rhr**VV4bp2QycxU7ep_ZSyF99|EW5m?ukO$T<6e>1*_qQL+1gUCGU-}d@1uN7
z8yG)|g@pw<$F+QlAHT2!;`*D@^Ah1hnwRd)>OFh*o`~P&edVguhk^nb7Z;Z<?)c4=
zsinvH-EW-~A;i>djSSDx!Qo3vSpPY^l8TDLUx%k9<K%qbp$MT%xqddaPKO`%1~nv&
z#s@VFji%28kwTt*2DLMr_iz|{jQwz!V62?K5B336f+!+@uKdA+2mklV!G(|<Er*as
zW=^RKjb}`83!e`o{Zb~HHi;S{X;eD^luNf>?wOmNCG*E)FyAi&^}?+M2m^q3uk|yB
zDH^tgkVSkI$>Jy-#s$BhGM3XF7Z-O8saCh~P54+rTAE0PY!W@-oI#x(qGQ2bT~Zy!
z_Xp$D*KdLwg0sAHheN+3g4%>z4NAx>_c~}=Iy=|XOwj$<BBG-eovvMSi|V_Ah7Ley
zcyYWn$!yp|l<O}vCa$Y{uap^UO*-H9Ex2EPlx*%)lA@yC6VBVUdrg=ESts>na*B$n
zl%D<l3V2Z=B_dW<%x{_g`vN*~gSR*0&<2nFmged}rfgh!90w$EZ0Xr>z6RCf$B&s^
zPAt9^>H8=tD@y>reE@2Fnd!F=!xB<b5rBTQ_w=ajuUHhn8lhLF3o?@r3MAyn*{-tN
z%!y3{%gkLu!X%+}KH8AS$OQNs4WChP_@mCpI^j$_T48BQd`^pGu(Ps8MM254jc0o`
zoV7hSKR@I?!AZX|@-b;)aj`u`*e3#qSFahlw4iA=<o$bmKVRPvK%Yv@r|VpYoB&Ol
zTV1726%ABaMyE^t@ZkYFyGjC&_|vBf1}$}s@0s*pG<l;dsH$cj`7uMr%kqs~+5p?(
zvY2s?CFQb8gEF$5+*}G;S}6)lX=!QYY1{27En@O}_XN9zx4~X5<?BH`XZ9v!4hy=Q
zjdY9j-FwoNKn}Nw3wcUmNW1_mq9-D{!Z<O%%QItCY0H9SK(0)j$zLOn+~?p>edq7r
z(%LE(NliiV#1#(@k18c4WzC?ek4Hd22UOv~!<Nbdt!kBT2nRs{0TDo&$+3NoIZAaP
znwjx6RV??FwvNun;ifwDTBx+pvp&=4X+pAY4tO14MijifnhB(=2vG1h_Mr=AglGh=
zQ%=QbV&bJdi4lx9I$_2J>~2{fVQY(}Ake`gv{=i(0Rlx$L!&r?x@^8OnJ$TE5O*@w
zM_7+KnwON6G<K&7pWT1jC&m8z)#Z@m=R3hegzU(1Ob1`s=xJ${!k>Tgp8ERrtI3;7
z@Uiv4b?dxtAxMNiAnVfXsOV_5MLI^_(ZVa}bZBucd@v)=!BM2y$H(~KMqn0a_~r(;
zuucMJNE|*m-zaO{4mkEztQMOg&|Pt@f&ReS>lk@?8_R5$JisuLX4j%Y(n4{kL9@gt
zR4R@=zh!$j*@OIzPa&*G3-$AFfX31pCb`<hnZQ_*?ank{dRCC|ZtPl6E(z9ld#cBw
z9)jmtL0vsZJ3w<a+Ggdhps$|8G$K%YYM_GG9?-R@gR3dzcs%@`Ax$Zv91dgsDjpRH
z@V<}aQjKwv9Z{5fjp`obG;VzRq>Q_+0jW)o_3X<VAz~#Z=yq*(HGWk?nKDI;{`;F+
z47w%G<X12_73&4ngUd)H4uaj}uf2r7+PDO8@(I=2dj2Y@=Bnr{mUAMwO(S<9b*D>~
z<=@AruQDiqw3&Wb9*>pVrV>GjwWsgvJ9&SVmf=tZoD1yoS8$X^?%gMY8miZ8Al#G*
z^0kuy6);No0R`ot2FI^YHQ)<=fl-Gm?%|M~k<Kco|6j@P_F!@s(dfco@|J_p{B9g^
z?mzmKDI&CkByijQQ*+_0VH6-*f0X8!n3(_fMuUikFZfTRnV8W0rxV=9!&Cgb6EwEA
z`ux!eeBR8<SwKs?B{}D9qOVaA5w~;wb!mQGDaxKkO5L9=8+7VtLYkUHe--&=Y=F=H
z?io=bp`nleTI6p9n>GdLn17$2WLs}<=HKl|NM0W6pI=u~Q<HVQMOi%L#6S>(;suU3
z!i`vFYSni6Lr)5E|LY8Zk{5Y_3j5C$0?Oy#4ULwJnK|r_D+Il7proh$wYZ<C1-d)>
zGG$5sIrRT^@l%qM-Tyf>2?@y`*8<!HpEu-CwV$vtWyZHGPp5ur?f&S^-+jrt5as<d
zAy-$vf3D1X=|ra=&F}|0ndpJlth7pp0&s5ot-LqVcnsPu6Ndr-nsOaaSPz|efeOlO
zxAE+BE%&1o4TEJ+MFr<m!~Z&}G*QF5cQ*-`U-;5KD@^XjASY@7BDzq^n|Rw{wGIy;
zk*0QbK8-g7_%)*UzqZ{oOK1Kif?9EKP-Uq%$!+k0Jec>sWE5@acR<^iO-C8=B7Q)=
zH2rxyjG65I(b0zn1_rHxia;xqSKQwkZq{@<-jZ&=hNT|!Ano{3C5G(nSydkNOKNBt
z0)?L0errO9R;S!N;RXUi`_62W@+TocJiNTT#DhurUUWv$nItqfi!8o)X=s>x3VL4$
z=nsQTMRZ>zSYwlbR{2O<Tf5kPTboV5VMq7dC&OSX&dbY7g9dk4X==1v`@RO%_S-7^
z@JJXD@$p2|)YMpibXMR!JR`<CSRauEdhJ4A3c%`{bmXD|a_ihg7`TK4SXgAMtE(oH
zb*|?*haugQz~F#tE<M%2zxeQ@x0Yo~K;`~O+;c=A+l8VNvWshJC5%yZ)R>L4A8LKn
zu1za0R=^<QOkNTTBBBPmc;woe2?{D|xR=)riC_IS-!OvIDKkAid(%>TbOg$M?ME>-
z#>-_dpEwA<e3{YD!^kKHbbaL*v|7unK76#htm0<&Cp*v6=~!DT-^e6zXKxlUxW5XG
zi_7)q+S}cgH+U)`Vf>Cs$i-MxR5X0*^z>9gNhz&>p~rS}th9qZnM0f3ZfhcY_${Aq
zQXe5xJ|KcBBSd_wg(OF2D}jVG|KFRdB|3VoJPU@iU<Ja#7fVZ`zI+W11H5iCcA!w#
zDk0psk!8(su+^XLUo7ncSqYp*Fdgpgl{G`v0$p*tsju4Y`_&rnbN|*gbV9Fge5d)l
zcz5pPv=^!gZ?CKvu{FL1A3OYV$Tj>jg`=a$_56r3?k%GC)F=aMQzzMh_Z{!<ITH8v
zLU0tyII~R>*n~pNDRP-j5|3%*Ef1<Hv6=F~S53~%*^}fuXp9H^Q+#kv^T*B3A{7J2
zzGWv^Up{q|`6ciEZmiPl^?>IvzZ#|;y1{GQpBA12+x)iK6J7vq&S|HxwJGL3{2@E0
zi5dMM;1A-)#@S9xR_Qt)q|s-9zRkcfVd3clcy+7o6^scLBNnvij$)OsBW$2;*B&Q!
z#d9fM@&QdcpB}>)-e~H<(&O6f(gM(WIKDQ+iV$+@p$9m?H{;EI!kT7sJ~EBrcRiEu
zu6ysc*G{Dzet*u9F=Z^Gg5k>{#kEE@V~24Mjugw?B+a7oTAy_vwLolyN{?^eLMj*U
z;EqD1%BNpf8!QXTpuI8h`^}f6S^Z$+fg!k7JNBdZ%J0*t<T0iwrPV%WkkljjU4W%c
zVEp(5tKdM}{(}kOSLT3D`@8A?!8Ptl@}*31Un3LE*o;J2fBz_8ml^<$e~&;CG*2=4
z3FRePl~fR7dv$H?Bt3e1*>9dlo=$l}kq1h5A$ZdMDcy`A@2{0nD7Vp7<T?DoNq%vn
zsJ>cf`+vS@`mOlwU-kW3>(tY`|4+rfd-v`iy$sq;Lc+s^|IgMrBWFQ$vj-dC)s~Tw
zkyy|1TfcgOZCV8Ad|DE+vgK9CWpA7mU;V%nb3~?alu>f>@_)DDA}=6q{ImRnt;x8*
zmam5r$8PpFV!77&!1Ma|Vc5KvB?eNboPOUr{<nS<8<W-1e;xYgl>se|^L9K1loAOF
zy0ambll|H?>*Ca)4_1XmMjF^+nIar!3|B!9*~~S1Ly9&fFE8M)<LRN8UZqd{_zX9c
zetv;rM(o30TU%>xZEgMQVga0{%5FNU`_F-)C_)cvu1l`;r=$LJyIfpd|3Nwp6Iy=)
z$e))7VBZR>#iudcwmCLi6KcRtf3Z8)LN)QS<sB}R2=4Chhfmcycg8{LjGwCc?Sr!H
zyBCA}>oi4hkP1J15CTTjebhU&M%K0mz#C*ROt6iDT2WgS^B9%0-h>OlqOo!W-+p0e
zsK}24ln!+$l#S!`DX$<<%#e~-)NtHw!Alnl2Fhc&Y|iQH%d_@ifvbnWh%S*z<o))R
zf+AB$LIMSW^*<U5<-MJ2L%9b1X%b>|p7TD7`SO7F7MpS;2|iXU?d+5ca$j=#^YNCA
z@<hUXs;N04-^qxXS&);H(_)Fb+#N>+2>)fvo_$n)cze72qeKgU6->@ULT)KHRTy;M
zDV5RF`@qW1&d$bzM$D~bw>d_!xVQ*S5V)Qlg#O~c|MclcaeoltF7l{NU<Y+$5^>5|
zSy>H^(^XB*bG{nRlb;5RQPRSqkh?&BJtjJu3iwah5D0{TNzY4tWY$7lN-97^L`2-l
zsY<;Z7|15IZ{EP|9vno-r;4^$*{-MkZq<L%V5MPKv|2CM4_)JBW{T6mK$d(&L$lc6
z0dMje2v5bf>nhm=1yO~CjDY5c3=S$CY61Q}R0Pz^LEZxyNlC@=`I^Fy-Ekbb+l9nH
zH%U74-*E?WM!LPOZt?>vDvrP#FwkB->Wlu_&IglJWlTsho@Qk*JA91f9IoO{Wo4y;
zre>aZmT*kKUSlG_-xTEJsS?}3SfYOPNMQtT8K?&826%lu%*+b^w(1%n@8<is5;~E;
z#$85;Lwtt!9KE!(6q|&kpa(PdO(LK3BQyDz?yrJgc^EvTVKq1Z1emJyG7Eri2AIg@
z?o*ufLGa-6WNdt>?7rUx2j4JX?gbjPC_m$9##fqKPV@G#aV^3G<3e~%FL%!w54NW3
z>$zn|=Zc(~5TCPnPgQ(*`}VB~v*~aj;qqIQBmGg@0*->-B6ieT`Jm15a*l7btc(X=
zUZ)Uf-%8;qVKlvS45R4-1bvQgrmv2XO?}os|7^;HjeI*I$H*7-g|a{UwxN5<@$MED
zC*o_C8Zj>(*I*-m(&xOnraX5TN#6V4p$h|cd}$SiS1gxxMpq(VwedGR9ha0jILl8)
z?Xb=0B;l~}M4D~W^<@g$HCt$S@hDt({-weupPw}l*CF159EhSv!Y+|LlLR{Frif%W
zVlIn+TG3as#6%K$8ipTqXUOIRzoAIKwPSCwGg$qon`1g_kxJ6iAi=boZz3q2yw!T*
zdONj*`HC3y44!-nX7|a7X|sKDw*A?`s`UD_&4BbH^R2DwZ55{bKbZGUBa+o}f<3qG
zMdT{NrVZtS!@VAl_ej^u$1RUwWWkmjTUG1yho>G$By#)Rp02QPGy>l*td-Y&FyO?I
z_5twcPJnx9;Pjj)0fmc1)DT7wV{n`|tF%%MvUa_@(*^E%m<1%3XLg*qwkW7;QKek*
zZx##usNwcan<g;%Y0gT?tgPHGh6?WI`hVaPhZo8!5Bg6F)n)l|9Hio=`jQc&ZwS9~
z#FtABvY$M>BvhNtVTr-*PRHfGiqLB2O__;-4TH0v{JWAN5jVUH*dQUR(@qRi)TF3J
zrHPM-C_xCg672H)ug}@Q#9^(h)1^9zWc5lR&8ss?VK8C->W+TaeXzXVEa7^CI^6CB
zE%?Wg*MJz#ax%OF8qOJsC5-Aeeb`zRB9#Hf4?e830z)D^U2)3~^)P&`N>r^pb2K(r
z4_;4SKcD_h{vRvU-`Uv-VF`Gto8f6m0KDjeajul9JHI<1I6aG(N#qza$2>8ZeabIh
zyr?jp_Hxp=CM1_N#7KOdTO})I`6y-ej;6c*5p)e?^j;Xcs9s2C9c|6xho|EuE~;w~
z4FKl<S%C^?=5(mc%}%>MSQ`ZJbkTofNSRU*{!fd|w~(plJUq_qx=;Nvn`1wA6mCi+
zs~n0S|EE^#(j2@)3EPtQP#EufC{WB{aZZ>>CEY7^O$o@{vFvY*PjE@Q6VlzV*_$Pw
zs#&NiRGaVfON+6A32sVDnun>E?2P^*>Z3N&d?!z<diYQJ3T_4lxKU4i>&tH|4|Zh4
zV^dL3(tRBr6@M<}b^VqGdj>~mN}X^~AM6o3$~=`)zt7Db`}zIv9@)&b0+Z-2A#jYS
z-DAVJc@r`Q-A+F-F?3H+!LYgG<38BDCx&1w+uz?mX6xqVRE_$d?(P70{|)COXwMfq
zc!Qx!IFog6Q&vGC4E5+~R{7zzOY`G@dS{z_wEjNdaTsuLx4nI?FU2vx;H7lDCpefG
z0+R`B{nQs5M(CYf9d+O&!WhT2lvh`O1WhZL@UXI$JV_be;(8EWQ=v}bt^Iw(x@9D;
zjs?1$yj@8dTqh>87a~Gl&0Z%GYPPj`9ke#>ErmFQ?52f(f;=0T@kbGvK2jtWX#^*^
zW=IJUarlEnL-J_X00DT6!e>U{x!GD^*;&Wx7B3=v0|IzUiEpiKX8d=eGZKs$hG}5G
ziOWC9&uiyir~(@vsL20pxA2D6PQ{+fN{*fWe5Ck@cy~~?6_Nk?eJ?ta$=OtO%sRtG
z+2L`(Zcc+2LfUyiFwLX>=CWo{*SOTQgW9rNxd;|m5ygL>lPtCXgn^5POT|^YDzeri
zA^pRL&#PuAhjxa)WH>>jK9mf!0EiV#jMz9A21(k!DdjKp2z{(qZs44K@vRTe+~857
z9><K}rsn%ml-a;D@<vbx64OT|>iUwU&^q8QTSq$`I5gzip(QfVc*Aa=Nq&LlZi%AP
zh>uK^gOq#!x6>0AHeMIatuInn?{!k}eav(H_zoQ?7)965<3lKXg>EC<>Qrs@$@zIF
zR6*~KWoy-PySg~-FNf%$AR~tWH?$oDf2fCshUn?^v+9H6Ppw&YGUKeYoM?$rFfso?
z^dJ1-D?l&>O4eTV#B&utZ$gCXGXTn|?d|VtXhMTWk-)D|&9B#Q#c%}quR(s$HTa{W
z4?m|Q3{A^&EEjX^NWh6D{Lw3RvNIFIfWg|{6~mGa=<wd0Kf_aiMQT9qjIN*_#J~sy
zUe{<kE=J}I@2J+FMQU2M;8NwWnPO5N`iBeZFbokoD6)qOC7}U}jJ}%wdTpENfX&O#
zk33u-=}eOdkBxG4a>_Xc>7??CZjiScWcO|=cRn^h1;25jX1~YU(GlLIc46YmQo8hK
z_>~y8+zJL26*V1zvAMY*PG!XR5V~(vCRfm8C)ee{0Mr#gM`g8~Yo2F^B{!-lDLKe$
zSEI+b0#CyyI;1oYefaVi5<Vx+d@e4>-<BX0BimT0<UJ#UhD&(?vCe5~0|L>)(Ksa9
zhr~&ItN#1do$?sq;B+PM9OHG4{Ac3e%05$8rXV9DTSL^hah1Jh-=rd8MCt0tQa{WM
zJ+9ZHijL<JVK<-1s#^y}rGukmJ3#zH7r=Tj=uPD7m=!^ahJ{DW8k6j+v^Fe7V|%YV
z)8GNBJ2?df#oYQjjj#`fS<YfWaBwuBYqkZ+KsF8g3&rB4MnL16A|hUCnVGq^U)2!T
zac|$w8dF}d`Rv%V8}#m7*y!jp+pT;56Po()EMq|4%_QmJJ_uh9+FR7n`~_Wy2&jO8
z1MKzKSd2cUVAq!h2HB1)2~klQWv!0Sb%3R%GX0#V5X8?8@t9J8Qmvq^T_6Pi|4m_{
zX=!O$djj`EVRC{+K}U}a2ne98#R^ydLt(Oi@gi+wqEaz`97wCBvMZawGyI`4{f4dp
zP-`Sa?-qO7a+r;!nS8-o3EKC}NH*+Ee5w&aFcUkku1nByGcazPHVCr9_XD}&_oFz?
zS8xVl$s$x6nSUBB$jg(mE&g0d=w!dz|KwXnk<MQV6Qr|`aF&?!58&#+)%;>KFU1~Y
z3SxByfPmyg$kfzrcE>4|XuKQ(DONMmT?xDtVyU?&1TlI(O1lMHfpLDk4JrOM3~;He
zrp`Q2m*`*TR+OD!us1q4`)y<O-8yc-nIuo9-qNWNiw73Z-Mdbt+aw<6l&_tCqFB!1
zV53zM0Aw}&e3}BkFnc;M76kL3iG!flaEZ&80D`rY;uq~<I;PfN2n^edGZQEQ$8#7c
z2BM9IdCjgU1tkf7>l;Fs{Xtj@D~lf{&-{y+%l12t5a}{a{+zgr`ME}_+FIhqCK61;
z|I8ILj2+1xy@foT{@GY}`8fCTh{eum4m!{1fKz~J%PP>Pkb`aa<Y?g4_s!&aU?0cH
zW_}(_it`A)T~$`M8*%gm+FIvKKn1uV4!aL>18wzJhYZTDP9RX8YhrY86A`$i(Lj0S
z$QQ6(Q*xYri??ujJgq7%Kkc#~XmZwK)r4ikrtc&oVd|SiRFD%6ux<v?r&P~1%j;5-
z`7(^Q-8X|hknm`O$K*{OYr(QF1aXy&ATr;5#<{Kro$qI=rvph>X;=3PR?gNxsyf2!
zIIU6)bZjiHepNzkn`$s?@^vP^W_XFD%G`s-Z)4Th555xJxFknmrKEWbnHhQA6$U9=
zmM}1@y>V8RUSbXpr~ilJrG>65W?(VGC=qZoBBu&*@kZFZr?!0aZ|8}!=P^=Yg5Wz$
za;llRK(Q*1@ZslM^w$3|chIQq7Ct=J8k~+KcpIjpKABiOj6qI{oibJR_&+qaDc<{D
zmmm~BMf8SRjo;5o`E?Xl<iiqh+RIuCxOwXdzbao|8oA2kIwH4+O08U5!X0k+HYGme
z{s(MmINk;<-a<v>%a~gaUQZ>4C92YApJQrh5tSpL)LlQZ5`Xv#hh4qJ12W_N&u>wO
z@I9gOf^gMyG#MVOwQcfx68vc;RB`n$`0%0E(Y3!mjJ}@U;6oDpWI}xey`7a;1(l+}
zj-Um>Uyz#FvNJ){E~ZvBStHD&$N15mU-5Y8Mqr?|dZP#zfxhS%78{!*y6OP3@hunu
z>$r5gDOV;&6^lH3`Sd{=Z{)SFdv#!yzAvZ1=708jKW;k9eFEf^<)C6odv~|8{u#YS
znH2xY47?*?Pc0a_MitW-0%6$R-3@e~fa$LI(Qop<`yf^wpgNqbNQH~<)Pk$p7R&ZZ
z-9?ylJ@3;4;1zFtZXvJg*r#D$JU@Vo#9?F~oL;+Mi3_v~6}(23-#Cyq4_0J=-sJoa
z?Xy0UL&o@eU>O&o*6O`6a1i3OhAR^SsoqMw=B59>U<32@ThnwBn`Y}?HP+;y&eDww
z3Lu3TV-Ap;c{#-)m9pclfoOuY#e-YnR&eG$&t)2xOeZS7M)rs6C;twJ%n{kZXo){_
z502-^3O~Cr@6c8yc?YEvY25(&FsTMf$hm$0bn5;TRXC`xbUjqlubJptV?-hr#A9J*
z5;|)}kW|+4q@6OFCff@_;JSZ(LqHD%tShU<74lN|?Tif^Fu}4WY=?ZbWf0DJIE?el
z$?bz>_3-z$$8{r>{T8E2xqf^n&Qcu88$(o5;EfavL$W=2IELV`LmNGj6cPVGkb>bA
zYb7Fw$Dan_6*T2(>_Bnn`{ViooSiIzwtAQHlIQJHGuKp?8ZxmB86d3xY5yg|8|fK_
z<jR~^vb5c`L!516`jaP6TFv&+V=t@&a`|W>bJC}|2ZSpc{w6J~p}GQ)N{eTBho@$7
z!Dz*=FP;80N*^Qjy(l<yd=c`oj3mO-C%2oQ7rLR5i3L9q^l?dv9{Wa|iTYfeQ=K1q
zZBCqus}ucKY4b7jU`yQBzt}@MP@ZXx+_UrY0I8g7wsap{&n78@7CBs6MR8BrJUqxh
zkN>^G5*P+q%owI4ak`oH@7;4J4bb1tgv;%I$8t5x9D8M*V%2f6_|YfvjW0l}`Ww>=
zqP8MkP5KtB?Gt|Q#;y(xZ~7{iRi5}CIY@rng>Rom;NYlUw?UnEi$`8TLGMoibp=LU
z{NsCFu3Sg}C((UKL9yyneBhb=d6{NsEgCKhIq;=;0nET4<);NMWCn?|fs==nn`_|R
z`{swP%i;hAkHWqu{vvkWc85y#CGT0nKBU{57Ag(0x1GN_^3!_u>1E(Q_nRpTA<kA5
z^YFBk^ix{KRH9!B)P&a~v4NR%H*TsD*UU;<h#VfJWU_H_srmccD~KnK&h2?DPC2~{
zuJsys?;c`yqG4c^T}SrNM{LroQ;aHW!X0Q53+rY`Pwaty`G;05LXKq7_y(aLcm-@L
z2LS!c;4k>|%9T%8`P-}wN?crAKr`ZdEqFTOV)sXTHC_ftD<$ci@P{`wLG7PrevBDV
zYZt-rQ5YCQXag~n7a$_V?6~)$y|)))c{w(w4s~*&U=kX`Xb0i%#Yk1{P<pK@aWN^h
z&Fy(=4J(XS0=$~_uP^hiixx(6F#LyuicqgA254ai+tWHA{rdz34J`sX*3fcTbO9XA
zVo>p+z(0p89t=!b5%JuWZ+vZanswvw^et}82Np+1$3LD&Rtp&UxN`7d#IPDG3^2>e
z%Cglv9j@IeKLwKx1{<SAIVha;^fKsZS8e3M;=;nMQkhmw1boe%1H!K-lpktX9T3x_
z%kW$`d46L5$azGu0<QN04uy+BSWs71x_%VH((QQKt)BOEA$$+SN6Ve!V`J||8dRSy
z(AxweN1*!H4A<T18z2AcF|j$xw9wa2ZT|A512|l?zyf9lfv9iw;7C^|^N)fGDS(Cg
zKiS%LeOLmNXf#rOO}mXzGG%3D0E_SQIUR)1X_RHzV&mWpF@5^<X$X3)lo?8ZJ6%f0
zoeb)+yz5BmD^=wTkTuFV1%)m5*%QwAl^JH;1{mde6sQ{?)tEv|sK$`w+Xe{qViV+w
zrZyFR$TFaZvCaAIAd=`dM{`3m!41gE3IZYcJbyB0Jw3e#Aa&Y5FfddFoJ{4PFn<Ur
z)!F;r@Wdc%Thd(VnU?lIStZpEf!OL+wA$~WmbB|gt|~)zUS0$+v$IY^$;CQABrUzF
zN*&!WJS5~EAZ=?rtON5z|8ENQcH2X0qp{wuE+r>&R_OFVWIK><F#{WuAA1hk;Xg$h
z`(TH^e6#O4^0>YZ%pY;B_J^d}f{eFie^|-B5_JFQ(=8w1M&XZ8YC{j4K_YG~7Fb)k
zhlLPfP~n_&_nEcr3bz2xRqA$daH!xGFuLh<w2@u%BnGyCs{kP?C9kidvYUOx83dd=
zNFF_U6!C{R4Y-Shnp(__pGLB1Jl&V)EyvzdCtAshcewSRYpm#v(!M73o<iPk_#>kA
zrIU=Z=_Pt?YHI4xjdLc`J0s)11V9JxBU~J<b9D~y7J?UsY~aPtB49ZQqc**?#B8u_
zsBJ0yHa|&jp{3~<3{$uaG6U%x1)k<WpBA-vZB{9!oAeXjkBs!4LsjdS4#CI*>3{-U
zAkV8A#1*-dk&tv`eFcV_`oJCm%gd~|2{1nKx(I#lat8(sV5kigGt^%w^zdx++LA+z
zlPzdlU$_(E)2HF;!<K*PhJ1`>C?|>7M{McbR}H*1+0cZ9f$<+|WJekgL_jk{hfsG$
zGeFc483^`$_g|sdT(~a>9HQ+ky}6qh6))gEhJrliV#Q&e6p?oII@C$dj>sa3a_#7I
z;1rK3>~D1$9_iLS1hoE&3owzVFqFwL?eZzdTlAwYqwARs7#On~I6EQf#)W#uRu}w0
zZyrLqks!p)+`gM)bu}Ziwl5G(Y<zP7g%v=@eDYs<oJBQ$LnnQ;R7)c7P6Pa-9vHKE
zFq3DthW~~WvpF3<dG!dmU12=iHHt00_vlf2X84XL$cYnpdL+Ua6foQR&5#T<ww^;<
ztqtt%V=t$5<X<`6iARWX%Vl<km7BGJd#g*DT;*=@HO#JQD{ydESd21R<>vqEa@~z~
zOzsQO6LvCT4o<!<pZH`ItT7btL*Yt1Gbs4+Q$>wdjlGVr%M3hW86Xg4@&;st|BG%l
zU?`zh@Y3n98>};NBY$dFyq@c7zz_tWJ%&Bc|Lo#K)mS}^Pf(2XI*+k|;X$^SStAEh
z_ujPDlVavnId1N5XDghwe4JkwNtZ#FV;f;2-iLpj{^R9)ic9Xd9m{UKTD)KBrJ!sp
z|DgecZhyQ+?;0K1)s)GLke0Zh0FF_4CjEF}pwznm(yxGtA}Dg>w4)oxIlEW(bprj6
zEqcFvW5fLQ>$U=8$5=o(EzJG)wDT(Lk>jgFlGQAcCr{M0ZfN{YA3&8>Vl+2WhRXd3
z{<VGU>8-G^4)s-EP+`^o`CN#<k9}mFB^j^~7<xapMFh145%c`fnK%If!tjmG^qJtH
zP;-54Jw(#ZuVic+3O%`gk7W4K$1$TEqQFcD8#@zqJlWsu{|W-C|EPyN4*@vcYk&ZC
zrQu`QVml@Q0x^B-U-<#z_jS8uR^7&aYx@)5O{1&4MOPn!ob11+M|6N3gtix{b-K7W
zyjH7%=K}@P#4s2LBOcywUIiYHY=k=tNJQQefShji;!tpp_O9Lk(ZMA^n#&j`I$(p+
zv&u_CO}du1&c@J3&J5&e|LC0Yp3)6>-GlDARqMK+T{NDVev8+-za<0WK!1aiEEIBV
z@`duIYTqU@tM6g?{e3I9>?!Zx|NJ)^97KNLgRy%YMaSi{sFOS496tl#fyUo=<SrKB
z9K)x~1I47I6Q|4#hHPwm1K?`@wK$CAmr$7?V2y+<vJ`!<VJ?48Fpd$5ZpDFFZsMJp
z>C<(-d2e@jFJ#g9bZ>Fkb1vv$ZK(5~HHAzSky-6GPp$38%a*s#K002v)KF71{u@S`
zbdXXWg(WgQR*+L652lyKv7ZNs^`Av$oSZwfljET)Buz_yqY~JpFRl`YVqQxekSRbE
zZX^!=mSh@wJp4j(#1}@*sWk?BW0`JCP*~U#XmM&<XybzavkS_DB4THv3lZh4w|G7#
z*`Q#C#LqoCJzwT&)*7v{&Hd*daFJc{@10P14lN%KZ-nFW?6(kS6%_mf5X~AYw7)W2
zyVxI|CI*+c%|2asMo2Y@`=ewC##tOMyjUe5e&CqS#=NY!9;btYjs5o{AsBaSW}QM-
zlUszBPvj1yBa%TeU%ClUW0Te0O~hYy8ES}(`OczXflEwIZZT2*P#J^dB@qb}`ig=7
z3K$2q5;j3Ny`osg+|4bOl~tWZ#o~BNOb`3d6io@i>nZKMiO433wh>8%VvKh1R2Qca
z9UdM=5sei5rmIl?g}#bK`~XvjRnGNldCx|oNH-z`biRRLW5fT9BfyL@G+Fa<HF;}t
zlMzmijyWVOpMZ?!eQ>jUB|v_&+vg1r2`<|q^WisA1N-N1rPlDMK1z{-hDee@RQ+=X
zLW=87%G67t@gEHMXW&H@dtsTbSCdJ~rIy#=TM)0~W-IN$4OvM^md$5?Eu)x?Yi4mA
z{)n)~u@p+azgWC@y|!P&Fz~`QgKO6v%!p?Y`N%;&{VL#|<J|5bZ6P<=4b1_9p|IkY
z-LdRu$6)Ly_hlFGjw@>dsu*2OKY)|*e~MzgUQM{rF#9N)l!cRXbg}i`;P}m72Et6#
z|1az=uw@5={Gs2$9CtXF-ES%>UV|Z85~IKS0Lo;6_cC#CgqWQTu~=ntKI9GyiM=kV
z1QInshs40rC|C@8BCamaJN+5z9(s6q>;Y}7yh<AEZ%x}FWsr~5T>bVbGkbB!Agdy}
zfPm~dEPpXqwaC@cDtj~uWPhofeo_FqguivAa%-4ZVD|d*?2sA6*D?$e6BA8dL+9ho
zkHKpmo|>BGX}Vn=Qt^sPO9!q!A8@&UfAT)Oa^@|Y8?S+oSX2Iz)Bsu&SerE_0>F5$
zavX^1+YefGl@E`vgCY0`@b(93cC)d;4E?S+4%wmGB%L5d@ZjM?ac@jgdLFxtker-H
zU|uQ|i1ls2av9_X6PM6<=(lg*OkS__r9ej`z<VZC$B$MA#QslRU73ZANT!(`0}MxS
zRVRb+iOILE$?BmCP(76241hNb>>eH}w=&J$o1dRoCPEBC1@m82fW}y@^pWiz9Yujj
z=`34f44><oI>_Yb4%0k*C>L}H9M3^V;r*<vhXi*>X`&BNBaX{eJK!bDp2`WwG&@G+
znqm3-Q97n+HSo(XnT?mRu{GV}JozgaqC#y4Ro4;C#7wD5K-5xxzmIU_4m1+NFi(dw
z?%{eK#F>hW)CNV{sVba*qiykRc(WAh9$YAcGz)fx)$|A1Z)$pal~rRo%2by^zBHtc
zwl<@F!dYbSHjcHkIn9v*t=tVbCoxgc4$uOIstS=daGX-JU4OuB{R6l>AJ?W~L4dc1
z9Eo`y<hu2>Mp?DrfwyrCojz7{S2s8EXNK3b)<mThR!gz8j(c11<rIyOUFw_glP7Q0
zgXZtnCjbwN8mg(Qsi`Tbs8GVf!mdrA*H+uCelW$ECj5~HIo#h@{1FJT>;{?7Pr>_M
zbR@YP+6%fr@*ouqy3jZX4>z~E^p{#PU{+{B$Tia{{~e0J6Zt=eBK9ljtER{;T+!m*
zPCcYKnw)}y?tllqt<_?Jkd5%4;}K^+Wp&3Nz}x<e<m(-Q&kicz9%0@Kz{QMG&Q)n2
zEz*yRng%0<dq9Qe;Cq0!qx)HU9|W(WsTDJ_44^MBsiLOWuBm9zpFs?6hv8t<6t7-{
zHAR2lOt)<w0#N8vk>p_7vnGdC65_#v)&_J!8GI(BH8YaIF=!<MV+TA-u+8JVQ@-F8
zC-7bK`A5&>Qr$V0vK2FPI5eanwTDqIK<HfiBtPFrG$<q3w}f*_nw9Oe7nZ`D_Uip@
z)!}wqNI_&%r0wRT(A_ebE|32-K}w8!vCMMHwJxW783tL8T3q(;K89z-Ou2byXyA)Y
zBLZHVnqfjZf9lI%&JpT`NCNV7NeB14)C(EqBa&vW<mu2kFV=?5Soc6yMwXXdA<^1S
z5-pFrlLU02k|{3yoA=pZs44fQUh`gQvtO)xa7%%3W9i!x&-A@&JQYbt=~_+h;#^**
z-5EOqdJM~lzJ~X&3F_PmCasjZ7T*k_+i_%h$uN0$+;0YnNKf^rOU7|~CwELEKcFn2
z;Nn+GthRa&#omSVVs~8ZA7ou98D|?OR$%<Th?KDhaO@S}#Rfxz*dT5SULpd<J~I5D
z8pu)}1x8llp@p1Bn}$=>$war^6R5Q63Z1I#c{3$*P5-_-1cQA%A6qoJIQ+>ex7ST8
z{*g{bqB=UQLgB6dk|##D;f>e>U`+`bBhT-cDWiOFt>s<pj!Au?xowomDwfE&;C9_H
z04F$tFF2Q&yx-b1fY=e?u?x*ne40|H(y)3OKNcM-_5OMh2llkM%uT3X=XNSbFhcY6
zkqP0#7{~BaCv5^{=&j(sWdqYLF~7V?!Jx$=glLNrE{t1hwMZk-UT_g^4af8X>(7A8
z0~xHjZE}bfhx(cA&B)Jt>Xmbmx7%rroO`tc`i1_?%J>aHp+65tK<L8BEvQ#XqkSb&
ze3NFZgwA`L{J&r^6xuID_+ETN*&xKbe=5M^;XJl-1N!2j=DY6^y^VFp-hSRA@6i!`
zUD^EhtbKeWI5e#yL}lb-Ufzo<`rleEn7)ib^tQSE!SixqQY}*=sY17%CO=eCN8NSe
zHWPkN@PA(Pk96l);QLzwY7X<y2>RKi-qEZtbf_u-UG@oGf&W6(wfhLHl#mj)))2MK
zc4I#B^qLIqmo;^wb<&;ZEl%L&H%cJj@@tf^2h5v(fvNHW@t(@VN%Ue<u{sB5r?yl)
z%qV}c3x;EzpO~<6X=VZMcQ6T{LT1De8>I`^nuWKyVr?ZU3F&oT$=uE?K3!O=dEb@A
z&(kRHS-U^>=WIp=8YzRU<63{p-Z={2(8WM!|Ke6~nYflPxiS^Fv9w+o_bl^09G%)W
zs4o|0jp17cgcq6)xtR9@OR=#DBp0RAz}y?iG5nY_h2|K<rDoR#uos62$SL|pB%w-K
zIekx<>yt>O=?8G|@Y!soKjt-|)>6p(FW=fNA4#M2w`|bogk|?$J`{L)d++9ZFbP0u
z%Z~CheE##G267{er@i@^lH14-E=^^s0Ug;;RkzW}K`yXLWU>MujC)K8CyZ`tC+9_0
zyE_H_E4KjOBHqiyWX~OBYGwl>xqE-?jbD}oG`cJo;U<?@@uHA-C+=!)ag{8|bb<ko
zul}hWUc~;p3U|<`)=aQ}*1{jFeI{gSSp<ZgHrveO5H}qT^$%}c3|c)DV$L>#i(d@9
z*2cwKk?!*NIfMp9x7d<k6y5lYx4^!{#qykhIYTTBDg<wCL&DDQq!&w!K5@bs5&AhM
zJ4ZxxGf23x68#W8aIbffU~j^{`i84e*u3yU42?I~g|~A3p<~AH5kby)EG#T+&);AQ
zQ148g!$`Mo-u?&ic7;-}_cwy~#)8%QeW&iHX&q7){9X)*Ax{LcoHw^c+sBg`9tMU&
z`RK~0O{>FK)L|M52DV?Jl$8$LK3Xz*`mKuTR_~L}^^qV2;WmU5hxVMV`=^H&k$dgl
zL`!Hk9#d(T*V1r5W~yW>Fq}~Ikt=&4JX+p1sL}mvPL=DP-Bz1~uP8F#H?@_PPo=s3
z@g?vkm9ZLgATpeuWEAZ!x4X8Cj4Rg3GK93tevBwr*?w-CjCw$siFoan5yRQss$9&Q
z+G{a0Y-?*qj-+4mpcr2Wi&l{wYgEYfht5^mJpA#n)2`2LnGT>k-KY;QR=wIah_$-G
z6xJ31%4m>v_=CZu)2%TLh?Ui~iEHR2C{Xw}ik&%LK?k3gmw9UQ0aw&yDXVs|9=Q?2
z%&2|$F7e)(+oy$is`}^_!sAcj;ymlpG8or3Ds4(u)=I?jS1w*b?FuKa8rw-DC|yD@
zV6$rdEN!(anQNeECs7@th&Lt-5z3#0jvxNqU2meJRjZfLMX0dS0@SKApJmXUe4IF%
z5^d*ip8C9*&%wq2YcKvN4<;=hP0D)<BddEw9e59OMs~V(Cl@hsoFt#!n}-MfL4`m7
z?1QmlyG`}zjdI0j?!1=mx1bMDXN9)B$%D}7x@o#hfunrhYF^=vS8FXn6;Hu(@}ZF-
zzn?Q(KzEir763$~#<~gL@p3FQjEMBU!O-E}0>`S=lKyl%4UN5|t(NB~it4&_R;e;j
zrGA7Xo3VlVtN9u&;DME$ReT5WNf&ODl2|Bc2z$p2c5MW~u2c*kyCQDJ4I;;;aHI^Y
z2>uAl<HNV%3raqurVicNu}}<Fo9=rEeIUPUMv<LM<_s3^2$IHd75HfK6jTp0y-`^)
zQ_W)gIrYutZUeIlqb~IH>AL^|mM>xY<n$K18JByX-$}JU%9HDS10p)_zM@!do^18A
z-IudzdRn`QSeh}VGH=1Dq@H(BV<pi`6JFDAk`1xRiq8%VB3Cr^tv~QX4F!Tr*e!xA
z?6q<PFkOz3TwXy97*_~j2b$mw4iAOB(L%v6s)}eZ$>dzs$C|x&HK5Z&6V+@2K&Jok
z!UV0PQNjbXI-3_9l@1Q7r}q!tX-~|f(}-!qRo%M6I8-*}+tVSOshMb-U+%I9iMPT~
zf2^Bu5(Irg_4rd*M-@9{eR(sRs8Ql_ZlUIJLK-lWBs-r@z?bL2YF1dJfOlSKLA?;=
zS4?hKF3>kq7%cZBU=tFa`yYO+TKkcN3LxZ=xwyRi@lLlV{&(6zlqL;mmFBa?;i&+M
zNBR09mxmw-c;ND&E&vB=p;haxbf*uMS7(6b<l+eYd`oY&{_<CAs#;qgbw$XhQB@`C
zB=ac-9do{i<5s~WIK;S4e)5mQZWHF2oG>O<MQ8d(`yj!k8Ms+S<`8$aF@QX3Dv#e`
zAZqA7l6@GekDbc75ys{?k?Hsiv`olgmi*p?buZiD-r8_}+{JFNTLg%N9ea&)u(D?P
z5SRIoJKhKHKIjF^C>?mJbLOVKbjm^Z%yVqf#a`c)e_UtvEz8_$@x2$uIPXRQ&{4si
zEqJ+p)wK8dIA+ga4c6G^qIZ^Xfc$9&+Pi2hKdgQl%4Zj@G8c32UOpcrDVVetFZG?F
z7_B&NRJ}NKcc?TLVj$SF_D6=U@Y@Yd4Go(0k&i!eA9VX5Z4chM)(++k#!G_1G<kMz
zZg^W;+nxH4&}l&H6u-*bw{KUZ3-{MsXYo3&-l|+4ab2us`?j|gTN|dTP7YK=C5{O{
zS3RZuU9QVHB}FT-MlCSDYa(5%1-oVf#Eb0F#q9yq*r=o_9`)BO72)yY0x}=oT*^4r
z`(Cb-5T|8GirR$(NWFJ><Ox-WPsvi{hUoR~j<Y;9j~$h~z*yYZ{(u5PCU?Ma+1;9o
zii*@IeSSK+eChLw<wWN+z%o0GP5m7Am)a*Pt=)=TCaY|rBMePGn9;;McH;lXOrkP*
zOhQ8b5*SB#1m+OKpvI9|62I$<`7eQM)gXkH^ZXrnlisz7f2!CVBsBcwcrEumJ%Xu%
z20$q(sHnsaEB2s#79{rq&*=I2wcmJp4p}}1X5Rw_23ZVZ?gvv-Q;!g_*XO)FZlh$O
zOUuftt{-iVtLFRo+$MT8STa|W;s{=wXrkBpKkH~?{Qs%#tb?L_`?fElgfte?NT?_v
zv2+Q_5&}v$NQb245=*yqr$`A1NTZYrlG0s^l;qO2<a1v7yYJ_@=Y8k><C%G#amI0W
zb}ugAyw3A`9LMMQkUR}gh7KiVig9<k*Wam^>UD05{wv`h+VQcZM9r2H9MU0MM&lYV
zHflu}7=pBdbr}@ypQv}MI3|Y9um=TA!MFfPsDi-7!I5=vC})k$;_IQK^n2omQ-I#W
zx%z(|Vu$Nz=jXFK9ktpS?l`G^GFEHrG_%N!DL?$=QBxr<|LR=N0dbp7pw8@_jz^D1
zeE2PAtcLA5AG@oU+`o!u@eK^nv)>&3;}FBG;{{=+x*9=_mWIn8>nsLY_Lcl;>-ohP
zdv5kn^E~}WJ({&9qvWd@|BWE|*Ku|LO88&0oOtz52(h!XlL_Dp#=)}s{h`5s1pG&&
z2MGQng&2sE!Wj5{N)8Vvghg6~pIrX8gk(HLWl&KI1u2_8X)eEYcs<kD&|#Y8lf`#H
z(7ok=*N_$Ps-hP6mmol6Hg%Y4*TD_kb#DJh6cHR_2SeTcUsW8@%)6KY)#~1-C*jKB
zW|w;QRW`_Gil<p^Uq48ccZ1Iz_vsqxsEc8`Y~eEUD4T*}5&D3WqLzyr8)U9H6bOC(
z*GYT3VvlY!4RsBC6vTKb=6*!!=H%tzDSjRmQ}(rr@bB89jYbUoi8uz*e1T%}fn{^w
zAQ<2sA?MeFI{?e2-FR_+l1Haw1t6RkQEjyD&w-ONi?E^?=3P6^jT1#pvPW@lr(5k&
zDGJ}|IyV!8bc$!qf?Zc7zesx|i9KWTuOyJxxcJ^%Owz9RYko0Hi{1-q${`cX#X)`5
zqC)S4L9Qy8V%v8x&^e(Fnf@rf8T<Lep!EAyMuhaj=JigVd;M@O>xs&|MQ~Pq0V4qU
zVhg9qdl{}0v|dNAAY2(@-tu8M77tzh?A+T*Mqdx#huqhUXD40{&zHE>|FjT!zu=pd
zZnER;8bY{p(<O^>ZMy&6$WWcgk&Rj7Pt9`q1DZmWT{EU<T~h=&klRYGO)K+kgH^Mv
z=1alh)@JYe10;WuOX?hv%w*Z3##eKt?|znG^ex}@LNyfg8|K^QtJMVgNE6s~5lTID
zWjH*xjw*er#Ejwfj@{ClCy6pUhhaFK%Nx<Y>JNCLf1Wd`N}YKo>zrAJ)~A*$hIU@4
zYn$Js(cFxHo~-#=Ylovh3ZO$mCngLe60WKfC)SiuSr_b@g;#m)ZW+Kvj+bepm6T`h
z_j=UHvGnRcxUf!m;^Rm-Rf5wejqOL-^yfq`Nl)|>m(Jszp*SgtPey||i_{}J@rgtT
zuz>PB)Qu-@y;OELN#TmsrEc6ZuHeyukTk;_<M#O88ft!4W^BaL+jZIpO9x@fJ`;G=
zyi_#%&d{#GIUyalYaw#e`UQU4H)z|W*tGian-|K)Y{rhJal-ipm^nHNXdrT=wt#fe
zuHU=4sa8x!6R#x1i$z5r5EhL`i4_BZ<_4v4uHREo!TJat>Qmax7|k1i_2Fl9(;3?K
zp71Ri@m-(af=fD6${JaS9)@Cx)$?Y!XAo17bgf{SZMf{{FTVvHb}5&JX?*YiP`o7^
zIHNFrj|5q*J6!k-_oPEPkvJOc*=rj-6IDk$uIr=YYP=?jw4U6(>}lLHgvA;}FIYvo
z^r;HloW=1{cbh^pewL}-_<=CS6rPc@E}9c)%!RkTo3P!G9nbA5l}WKO_uku5XvG>f
zl!C}4R0Y}ylFnL<4c9;-lOjI!nt}nme3R%T)a0P807`arUlbzKPS4&yA-_JCvDA-x
z7u&P(-9a@hRbPuSh}9}Lr(BI#bx0Pt{bg(X5<MLko>065HZI37yf~X^tW}N}Cpb@$
zK$QutxP&8iM|LUAjHG-}(W>!}9uEvVo4%Uqjl$GsAcPKIK|ICn0NYa5n$a=6m*lkV
zc{d~+ucot_HdHB8Z*Ztad=qI>NLXt<B<<ym=vq@CR1A*lwGq<Y*YY};B*Y-xGi2G%
zeg$BwW=Kq1Vjtd8ZSUN>3~iwWJd>|3!W*W9B$pl|?<7z#G=B+@%ak5<DFi?wt4nNH
zn6fCBz8)T4L6zOdfmtV_BKo{b)M}a-BD<!RsOS0n;W3;dcUAkUxI^@?{-&X6R5#zA
zgf6xsOA~#|DQ|Kg4!{_VRSpwyIhM^4oBS_Wk;euVuf^<`ZXMS@+1}|3z)o*Oe#UkJ
zr#d64tkra)He1F1Xw-Q3lQ4zMBhnR0GI}zf#?>$HWrTUY!YOHp3yNH%ttGQ3)Pd+=
zd|SQXrAB$!!(ngiZi|lvaqF1Ga{RI3PxxaVq!l5?Njb?hYNG`#hI@I<cF*f}BCq)J
z<*PrB3Z<e>rg+diY^V6d8c~t=$7+|$xZ2=4@Adg)o~>~Fv4H4Py<}0PFVAo+bNSNJ
zuFjximKvvXEnDCFc`inW;dGSZw8+8lR=m>@)ktNdvmN6I=;jgxQ-}}loLW{mj`;D7
z+gXJ;z2hl8p(%**H08Tghp$)@s#Z=+x)^WwV>!aWPh^n2(mj@@k6I(fG)mX0B^j&p
z1ZI6i!ECUWGXITv&Ex&gxizo<j>-gMP<Wq%l=oUj;Zmj&W}h&LBu+(ojo{eR$|hy~
z&i>*H*gYq|d4j~>KO}R>&FW{!%%_d2QQwS*xf8?Kg06>Amj(|$4OR#y=*22SQbY#>
zu;5tK7%39d{j10Fa`5e`Pc<4Nn-3HA-NQ`YIETckj1<^ENsS~5jbOsA^Y47e{)+3J
zT+*=|UYY2^{I}lfuGFFkLP?iFe?5o8g+>}K)TS}T81r+{vw2sy<5WU7H<LWb!KY?+
ztJA27>TdqMXJJBuUcHZc%`JVtEdtqBjh$*(zDFSf#%zWCn9($b(;FDV*5x&7-WgOp
z*(Ecy?tA^|LETdU|KzJT!LTU9m7=^v-y`@qb?U)WC;shS(}VMaz-nuDnkTlWY8RW$
z-K>iDlenvzep1g!uIC*dHv}z|knnb)GUt~{sAK6X@|o%?S&EB$FiT=WUU$IXtaH>V
zr7ox7w-^S|WE?5Rtd4%j?E{QiQkpuX@LFqRfu-|!io3?yw5~?h&Knwn0dmL4YjL9X
z3^D!>cr_3|uE_N!(G#yZUhAvw{xQ8@^07EE6@_{yNK9|D9wHamUinJ5r34`viS$Tj
zu`NbT4jFDQ|L|igBAT*)r*d9?UzK<Lp@qY#4LINE2sPH_b`L$rmaM#LBpQ2w%lD`y
z&%lya=d`0nEJWSd_sjSz31MOf<*ZiH>oICnzZPj5#(ohxM_yBc1yD5Pz*V9gL-1Zi
zFlJfT5o~yHJekP1n$gI<e1h!(&AWn%em@mjqgh@nR%(8JXG~_}+_l1(t}v!ZU+yK$
zx}sN(w|k`!Tt23Y3p(Sd4BAGOCQiAUawNNbsfx%<c1&wmet#3shWR%sQ0cPWTcu|j
z@!_y}gCiC~f%s^3mKC>lBh{=qy{*3Q@^@m}FANE=9O7r+iZHNBlQUv7bF#h=2y1r=
zHqOh!LfOnvFIfU@jfx(BYj1S4Jt3``b!8KprZh+i38GDATxE0-C&@cw13Z|~)rK8Z
ziYJ)yWt=Y7d$H3!TS!H_?bHCl`J8-e{watICF15Cs2kBt;<sJ`zx?FDH^g+m{gl%l
zEvvmBXr!U?@?kP&v6Ep+S%pC};HIUyPz#zqXn0$k_R$czGjZEOsm%vF3ZVc@5r0bU
z3nV%<(E?l=O?8PE?AhWsN%q>BQaZ*np*1qSg=;5z>6%PP%{10JWW+1cVzZo1s^Gr3
z1KN0equb5>S6tmZx4vUR$NE~TaI7I|^8tHhzGZRu<+rBfLzH*1MPm}bGfcUEP&&A+
zE~8*S{8FGi0+%+}?#jHx853`dqG#(&5-D<6^J*q1p_;dCo8t|O$%7H9CTxDB1#Xwh
zM3jpSzx;7)O(|n`HVU>+w6jX0X?Y_W<QZ>r2pH+OV9xwASQ)<;IDdEBZ<{WR4JzBz
zG&_i!>``!-JRyXDf;QNO7cWxtTOV!=?<D1&$g!FrWvUhuRL+D|i%i-bB43r-?LI@}
z<<Y<cMXhfxNHt^Ma3jk0JwN2zNy7h3x_z5d&DqwAWn^iiekcCMO<AAB<U`Z9(WtUx
zeq_m&JNPyNMKwB)b1GyL{Y<r5md;M{8yv>lZ5-y4MHB@!d8x&Q4n)r65z3o-;e~r!
zl?SD|>%oA41M^OJ@!|zNCnx6!^;BT3AIe;hy|^$DJ6F}=mtED3xDjbRi>if08jSV}
zz3jjr-&K^6r+L2<w)PKHn%Q6Bv9#!X;}qUGY!?nRk{}WDIG+(dN7PseQoHm`DAb0b
zK21K<!^j9Af!lm%<0Iz)H;aa2^P>h%(_^tjvk$~Ptpv*fl7d}BAXHV`d_+{!y5Z}f
zS<9;}s+E~7p>;`*b`uy0PMuv7iMQWtSW0v;3Hgx90gpi54(}ip-}GaC6CY79{Xyu!
z%fQ@P<c0k%J8Nk)7~2n5nhw$OW=0WGm4&!Y!sX}7j4Z3KirMzE;P%@Q65ZpXCN_Fk
zdThm`&zM2hV=6~N{^yGQP@lSs^hD-P8BqIYREn`J_eG4-x(BElayjQ(73)Ykb{{$e
z6HLHPN9&p8_g><|sF%}>Dha-Goq|r8_gPEhr<zp@=ig#U$g<On%bTY6D^I((U;G(f
z0`?k^X{GiH4mrG)16n>MA*!?9V-XvfSWCuoYv^beA-JfnBaA3BUt*8%eg2}5`yK0p
zJ&z@wVqPm5OayHFdER!1lWCYw{x+;aNd=MYeSqt%xmWBto&Ox6I=swSJe-h5?zWWg
z855(*<Q~eJs-#tQg-bPk7_9en>GWW<N@g1?wYh8#@j)ETx1z)gsh&^YRctgOu%wbh
zI^)gK(_*an!|m>`<t&)N$zjpvC9RTlu!s|4)xwn`Yd3j?SDAPmm^V*-(vojXGo+*h
z@7_=!>QohTITDw@o+h^NlL_7Xt7Mkz$YoZ(EMe{7Mv?u%wtM)gfRx4$LR?J8R*T(a
zuA@E9KS+tSwI7qIn{-2UM!vLRm|R%lA$Q<hbF+DKqv0Y2W%%>(sJb3B<2<5n)HVOh
ztKo(PJCk%B%&KBJTaC)T7QDiCQ{&9=JR;!G=8XX*#an+Cc!k@pDai5RnQ-E-q7i*J
z-o83K$BZK|tQF-2j06rT3`f*3il-!#Qf%9>(!BQHY0ZTr_%NjNifX5Oh^QAnRcnYf
zb`AQ<zO#t=#*ZyG_5H)dc$Z9O?pBu2(!~60hD}ESsypW?o-A?Sy^^daO@^Jg=J#Qp
z7|B7#ozw9j80`AQ<v)naj~2No!AV}kwcZB1cOHjJAzW_aX+tpn1(c$aNl#3%l8bM@
zN_)qe^(_i@_uo`js+Qz?q-}U~g3N9<1obX!*hZJeue`>Gtg@tE>2+6&o2>bG1s6VV
zI(I0~<P>4bM6!*)sWz*k$t;i!y3b6|WJ?^(Yf-Yd_clHb8XF`&E~Bb<NySd}4gqMy
z@*jT;MAqpeAX4uzDIl}617l<YmJ~IR)F#L{dC5f(5&m3!Lfuwf06E(9SwR3vv3Xp)
z);2cq_bY<fYb{s2VDx&orn&UUvoEV|&KBv(yfk9Heu&dE1GH4t2%*4x9=l)qxhkoI
z_M#$4AletO9RMWPWKZ=;OF;WQzR1{|F#`b&t>Qr9W{Qp$7@{U|Hz-2b?))5#qCp6U
z!8!2I2EuqkR(2nNCDESXB_C-7Gu{={M;6i$>kz9w(cvU9LF8|sW&l~G%pX`}05`?j
zYO)NhFFhXzbAT4xN#ojGWECNMSAIf$GxlnBv(Cwzph!ke<VVb#TvQ7sP(LJsuYSe2
zyNpo4yw-c_xsuNjp$@{qRR-;1gqziQ$-8{Q-%#C+PZj^p>$9q>)jT|tar_W#Z5<N_
zC8rLb*K>!Jz|+m_AS8O!H2ek~vEC+ELnPeGqDp6Xf^sp6v3I7)G$MgveQTDhL1yhS
z5n+GA-X5bsKi+<Iowd>F*k~yYGnS}cIah-?v>PFM2-nGWv3dtTVCE=R>(K`}Esw2}
zGRJcucbC!fVqKT}@ZrNdh@6&IW<A6u;<EU7dyf=jpc`@e#w}2;GmjB%&+&w9otdK~
zq2XEl02`OM=ogE$)iQaVY(9GuNbtcUCeHiw236=c$3HqG2XP8}cN0z8ao5TxKN}+)
z3J+uArk?=~TD_oBSh{z2cC$@JLdBpiUXjmr6QYo|kV7~zh^UhmYON1rd3pZ0Eb&<Q
zBvwVUk+GCUF7ICc`@^=iHw&wyN;x^@3d}BgK=C4{`#n>#I7o!5`%7|_Pvw0H!SwPi
zCy^Ob>g<#w&wzB{FgUrkxXXq+QT$qPE*uqH=CQh#4iqvzIbA==9=ahJRMR$3MDP0D
zh7k8TYbPwArks+1KW^(Tevp=UF`o7i>0#@qGDMgl2Y1STjur>=|EaV7TNuYTB`NT?
zYZqsQrIZ!Pq(VU4(~zjK@kn}UD`Ekb0?H&zB2hfOK8G99x_att`&K;T)|Wx|O1V4e
zLKo8~pQm<uaAbruSWp?XJMGW>mNn{L*v_FKmG0L{$1?V6@jbN3q+SLs*Jh0$Q_GCD
z9)>}V_VjgKoZ4sydWoq(OTxhc!7-7<h}5i9WwoMW5*$;{`0SAszD6T|N0A)5FN&`W
z@c~UU7y9;03|7xBPrK-eeO{Xqm2dFle0qocR&4c(u4)*|Ot-_*_wG&%6&R^D)}jdo
zkqY14|6$AW;VAsF1|RoZR?JorBibMiO)lhW%HOnyXvAyYUlKd<>nskIRUXP{^lYYp
z-Qs3&4wC$4f1h9OLt$ZzxA!G0VjIa1HMCl03-KM04v5B;9X{QZa*P*HK9K|I@3HuV
zJ$9gR!yCsK!gx2-cR3lnc6z%4%SU>jAz}}}n~_;}bawuAkgjDpDd_}1YBZ^z5-v+D
z>_0a5j7U3QcG(#M3eAW2YU?F@N=v8E7UdxJVcah6+Y(W>CkfL6K0TR0S)-w<vA(SL
z$-u`Ea8H3g@GlG5e96UZ5FIoG)k1=T8z}IRq^9Pu6Bi%<k{8J2$L8oY^n=4wLCsqz
zel<kvm5$j$K{r#k!0?kc2h3#tq%l$^eoWrB1#{-UPrG<D-Q-#nr#jm8l|8F`nPh%(
z*20hJQC}l02TioeeEk2mo`Kj1WOcczuEPK&J)q+Yu-E716>Ha|=s6GYj`<s~4{3`P
z!$Dlhb|a0xS0AP$AT;dscIS7Yh(l}kOs8$;MXAHJnuR!NqijjXt5q3cF2kKi@TPd+
zyHGa51mYgI&*U8>GS{S)NFCCn3I1FXr}u|#Dwt)QFvzP|HkOsWT%<h)qr>~4L}8O-
zqzQ2Dhb|3+RvTb)A5;*M2S{L64p7*mU0D^I4J3i<baajJsaJs(WHr@_1PXXBGVwu?
z%Wax{8l{YI>2TmH{bsp(^ZFwZBVXpR(s>iCX1BXRGok5MccyzhG@EKPU?;v{gyPV=
zBC;40t;^h3GoP*v_c<hg^SGJAzD{4p+PWB!7WGVfGdxvLS^r29+EX}PFO9~ihbVyS
zXKZnixyL6(m;V?_%b~Qg^SAEEa9Vb<6)1@WK*WoS4c0iYgTq*AgQ}0~zvgoTMY;1n
zU81Xc^mSD3)bp`hq5qJm9_<|3Z2>%#^9{ZdhNsM~__&dgobDd!3v88H=yjjjp0{%u
zP0wduKNTF>T8vk_5FT#t@iTGQO1i->(%i7v^T5xz^Q-H&luxkSY{OGJKzV%h=usR1
z4~K+>30VsK9vm3Zn)(eg=4>UAi);|Ni3QtrEU-=fCl;(4g1gjsRuUiF5D*j4k+0fs
zFd1wl2f;j6aLy^Odna+mR`?-4lrlQhA^P=-#u3J~Gl@3ZK}xAI4J9PC<7}H4E#jL?
zeowNp#<uRoaYbv%>l`N`+&;p8hh`jz?IrOTHhS5~+}c(pNDVIo6I$Vev0KCjATkYX
zw=#OD{_dMek&%(M_Ee9=lK1=Tr|LUu0o)nHX-oiznEiSR^_eNQnUIiBDrX|ge?w@$
zH~?rNL{tK8Q;9TyDlHDOWf02gk$$7j{sK(U$KZTK+t%7X6@-%uH#ckNBl1k3Ah8yT
z+{??$Qt%c(a{Y=SZC?rkFtq>W`Q$t(pA_&09UzeB2};H+_h*{`JOk^70ce?8JprC4
zpzP_YD6`j|9ZZ^h_s54wTAdJ$YqRO15ja2;^t>=8VZDD$6D?<Ua=4@xx}d#d0b=gZ
z2t@UmtPJGJ(}?t`Oin$d<+Dkv2av#>(WY}%2+SY@;L0N2xWv@vvzn0W!oT*O&B~?A
zJcrdI3w4G+LiHcjEyTzTEfAU$OAV|fqy)&ENH#ze@V|sN-EHn~9QIvL`~H5q(_<?Z
z$btEPFABR`{@*N$B2MAakD5mNPW|LL=sVyS6T)T!gJ<V%?VBZqqA(MJbD$f3u-8gm
z>SRK90h8$>fCVK0=Oe_dfHWLOl^oA+FS4Kv7BCV@u1tZ5k=t@skdB~nLb}HP0FQ3m
zY5&kqy&O(R1L(I($BHRDGQg<t=wWFOVsv=81Ee^zH<$q)+ma^dTUU3tb)wNE>W>oJ
zDHM$2rC31xkIdU`pN@+oV8>ld(6))r^g5PdUJbOrSXFOQ5}*xP(*WexdcX(e0zA*o
z^}B!=ZE||F4frLD`d*k^pt|TTGQSNDe)k*w6O=l!a@246LhDgEKxM!##*896KwX7g
z@g&w%<TmxwAJTH-Yi1d4Qji!7T7h0h;AbQQNXJl9IvCr0RPn+G?M;WVilQ&$S#Imt
z`BV}Rr*b3q%-h&%rUrOs`uct?PkpX10-(}_gf3#>eVC7*-UhxxZQUEzfE)dWiJ4gd
z@QSJ0{PC|-Ls6OGX9F?r8=u?kfdf!mmr&d89J2(Z`He5x31<g2O-_)fHz8g|-3|$L
zR}FdqHvyxlC~Es?K9Y~^;e!WIt&sp&PDR3G3rN~lr^z7#+8TPg?l3OWY>o0ONDFE<
zc{LP%=N0$0_zCEu69eVrCLbk#b(RsMi7j<F1r^><-9z{0XL=P%u}iQk`SU?GPd&HA
zo3iN3QAc!=$UMN9zyNMp7sQYQ0q`soI}1Q{67}?*digS_kO}@U%X90M=eZda6ttF#
zH$ixffIw9^g!6ka7PKxsdYDM_^{6KpE?IF0{@R|1f}E@y$NVx&i3z|t6l#*sGEuz6
zOPK+6MwYMN5L(GhL_#PNfbM4oCRl*|9TGW(s>h%k5jXzhD+ZfQg!}Dg@R~Tckm2Q0
z(Cq=E-7PS*0vjc5?keCJ*#E6CkqK%7U{bt>Z2g}@YR?03VBQe#BLz-GzfNVZ1kgE&
zB%(*+D7PgV*y)lt7Pj$Vp8To_Io8fl%CaoTU+5rKatp5$>+w!vYx7~j;qW59c5o?>
z1PpF|xx)%^;L*u?MehPo#bSYUtEEfL_QV`pkc$YU2J0IdhW!=z@ldU1Ln%=Q*dliU
z3j#R=vcty(_FXb3JD}T4bNDh?Ko$#K7GR?~fBM)uxx{tCwsjV`2Pv1JqNCN^MiI-4
zmJML=G?NOa$eNQ$Y3eZY0(r`W1bO(@@5@WJ{qLXcKwVHg#4Rw;$tD1)vzG91e3*(k
zOS4)15%}yZ!nQmfiEu4|p)|2E>*FRbo9OltnMcX%5NwRwT}~C_?x&7Kef2Q?GJ=sT
zOgHIDDBw{>2cT2E$twIzv4yDtM34<M_Nh;ooAsoP+uV)4fStS_H|>aFX1)E6jN6yq
za3S_C8h1~Gx0-x~(r(w_r^$&Q<$Xs5@#~LmM%tN=LEA@BNF_&ma$r&uAlMFHskfh(
za$7CPU-+_Cl0AeLcXRu^K2f#yA%f1;;;EU4dBpDnQ0}AwtXXlA!8e%Az2JK41C5Am
zlUbLhll0I<siHetHsMPwjd13X2lkz3!LVQBW|>Z)rhp%i8dbHDzzWf^de;K~XL0Vz
zTRzmMFXq+W76v+9P_JJb<O!DzUsy1113}RBImU@t!1a&s!8?47L?YoJQ%i%ybm>#W
zU@*1Y@&t`w)xNbk2%Zw=vRB`LjzOWhxw*LFOmMR!0Bl}M_chyoPiLp){^t<1!cCG>
z7fW^~Xeq{9kscGo`P*?30ZlN#e?e^u|AvA?i#};8*xf_Re~an=`XvI-z(a=#m;h*j
zOD4~xNUfM0JRdb1Jp}fd{cCAxiG!M7IWYhRK=v-!f3{az493lm0tV3?LB|g|uCoC<
zL&}Ppx;zqin5)p$<)qhwMb>z{+=R<vK^oA8<EyMjLo+k!{=D1YS3o;(PzxsO><m$=
z^>BzNpIU=~AwD!V%t;3Z_Bi19vv~bF4si8fs7nM-euwHmEO4QMH}K40Js{!qhJK>D
zzk({Op+wR-KrdtRk8=Lii#)IJ019t8n2X>O6DQzbXORY_7#;`XW`AA==6|FT3eiv>
zA!QR(C`e98$qLd6tGiG!9az^d|G7#)c>R03|NW2u5BL3l`Q0OP-@b^k_14*ba$^|O
Qk6w~_rtq{x!oc^x0Nw2e^Z)<=

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/jay_synthesised.csv b/modelling/data/abingdon-all/resident/jay_synthesised.csv
new file mode 100644
index 0000000..2b2d8d4
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/jay_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,9,0.7325787,13.776882657907015
+2,8,0.4012327,7.545586332792924
+3,6,0.24399739999999998,4.588617644267299
+4,7,0.1693825,3.185409058170726
+5,2,0.1339748,2.519531483397703
+6,2,0.1169306,2.198998080777754
+7,2,0.047040583000000004,0.8846456935623921
+8,0,0.00043220559999999995,0.008128063012602325
+9,2,0.065563626,1.232990233034214
+10,10,0.1917577,3.6061973022832032
+11,8,0.14558,2.737778995400908
+12,5,0.1532176,2.8814117805037656
diff --git a/modelling/data/abingdon-all/resident/jay_synthesised.png b/modelling/data/abingdon-all/resident/jay_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..9d532bf86dda2cbb249228e416b257ebd85539fe
GIT binary patch
literal 75686
zcmd43XH-+&w>KJ5Y^bP6v0?@33eu(6P`Y$N3(_H>h7O^rj}JvaY0^=8FCn293r!@U
zhtQ=32oMkmC6sqX{hxEsec$`#-Y=Ii9A;!Ed+)W^T64}{nF)Tb_VncO3&$Z4$VtU#
zk2N6>Mg<6jVd>~$@QzvT4+Qv6%Jqr9tCpjctH%o$ONi<VS0{v{E5g?7s=K8N($>*I
zMDXq%K?(k=Hm<HtNGTy9`~Uicprebm&}Tz895~A{r)N+k1j2rn{_lWwYPTlj00g4=
z_<^=((!$6QS8W|a^9uLPz~>JsbsM9JLHGE0|NWOCXrO5n25X0JEnKeAJa^~}|Gy^>
zXymPNfsgpiS5QxCoqZqq>ZVBi)_#9NOqIvdk0ePFu5p1#T8P}--1G!jp#RCAZks04
zM@0XVcfWCmK3?#5b@ns|<DZwOU5|z_{CRm)>X5?UFCMzgkpAaQNYJT3jlVA+ylK4s
z=Vd_JBhzz#Udne~`~Tf(%RbL^B(k18J7KgSRd!@I1-Y|MfGur2Q|l@<f0|vlPaE5h
zX4x!@D2!O}D#W{7fTbqZ`}u+SKTjWP_xRde&-Pl6x?7))UanbF$oE9?;^VBm8B%WZ
zv*FT9o#nPYvrjETtB|C5?2rQzSJ&G5Y`QJ#DJ!q`^VOLSQJc=IZ#nKh9KzbK=698(
zeK6kCxJqgdCZ#q=`EHib>Ru3Db~OebOb&3I{vLxGIR}xCJih975CU2Dh~idvuU~c?
zs~@Q=HvJqVg`5e~EjC#+lHK1y8vAWcUyyXk2w~-$>7ib~)6~*J{`lrfw-2R`G-`d|
z^_SO7@UeOnZmY`a=fjhnvPK6FpKxN(-kaDWrF!fcU`?+w$}c>9Z-BAO^<0@a?#k}H
z2jzsqpsCja86O!_PBNV~fN^od>V4J54nP8aJZ%P(oy#HZUQkpyah#;=U*$5r*2E5*
z9sm4N%4O=`s3+BSeY`T8<1ddhG4(h$>}K^B8p0`~b!$ArBhr-G$x}+k$PUp286Pb2
z)ZmtlzqrG2&c{b@=F8dzwQOu|--tX}zdg@Kdh-qpKzy7=dx)1K-yrjmMKaXeV+BU!
zzR>UD3H>g3O470|Lz=&R%X#qfaDtRuo>KJfce5V`F>vVvFN=(8@}5RqF=+6sbEux<
zQjHgW?e`?hid?r#9m2UW-QV4uj38ao%2Z+{nUNN9wX$bXPJ3XTCmlHt)_BJFTy|=I
zTNHP)=vwpJiymsvdlM~V23MLHavFAiDd+80JB&zK&s%K$noe%1n9KASaf@?b8jhbp
z@x%MF%KG#5)VEei9!q*y1XL8>|AQ#!zqfOa0$;3JswO8D=+(g9U4P=b(!@@ljF8jS
z*6#IUYJdFnDY>v>)TRGS`CJNi?0As=%m-r%5pA7U?D6%VlS>oVM67;DklYhP;Jbtj
zMHcJD{(t{Hs#9p7Q!(nDuUnx1Zr+?SQ2NMY)GHf}`&cJN?lE+zYC5KAt!-6Xq!`5|
zxluu#!X*zu{XUy$RXB{S%_KTX#k<>L{P+DxZVCCt_1m>ALl-IqOG``DE*88kZrJnA
z+dzlON#pv%@4GL2@M%!>uh<on8N|hjk9t0OdqLC%_vm7=TC&vK#+bjl^R9fHvS8J>
z5g5r(ud^8+R69E9O<Sy}p<TPxUmqd6-RdQnSZ|MlRlC|+s|e&v-(pk2I@|VSy<Ocq
z%FOIBy6Q&mcgy<6e`CaBj<?=IF2|Qjw8q`-Kjm}Z(CTZ}<1weNC)Hrt-}=okDy}}o
z?6;pc#w*#&eYwBfcyO@V4W3s#R(705T_o395oojZw56UD8J}nkc9*@(%+2@Y`=t%d
zIFXA-q$?2o)vj}&=6bTZ=ZCI6`bQ!aMXfKJToCc>`t+m?+j52COEOeo!ZbBCNv3Xr
zp*4t@H?I3tlrD9Cd?~v%#X?#Y;UOQPUHjTp<kKKtOXCq}igTxo7PegR`LRoRX}quv
zrZr_^fE(4}o|J6f&nE4m6vLY-i`w4g*Ah)f!D)-4tO5qTZB}ZFE5@nzl9>S)AXk~b
z9fSlR7lx}uWc7-SR;cRJARP4cK57ZS92yZ8=DLL3nvUbHw(rSO#rf6vu6BqoO&&jY
z`*f<fqsfN-lTfy|uu7+&k`Z+lZSOa)KMARfU^;oy4g2Wf!(rOt6C6&sUA2_^=g0E(
zgf{NF^XQkDexhN(GTs9_mo!}Q=*=nIqWb-n$G#v!C6iygc(FuE7PB|lsdS!9+67T9
zT+V4+J_NPeu)m9!ECS<MadvhNc1XPM<>LGE%j=QFW6aDE_*A(DpP?(XcA*9ps&ip+
zEv;$0d%JgC3Jii=-_d-vP;kvnW`Acjc>6wxDNF8Eg8lxs7!Qic#%_xDeD3C&_fi!p
ziPoQ^F`2Zt(VwToN2(lhY>?^N16P!!y*Y7yLbkcNjV4Nzyz4sK`FNvde~&h)9K$;e
z-u{j?jsr2iCIYkPba{i6>R-({G|J~bTIIlJh(+vB7l)$k_rV7y$$j~8IjXOZvnusc
zz}_WDZb*Bt+4!a_ygfUD$0<@s7};lYGG@DE0WL1CdN`pdIE66yj$1wDG3~vGU2o3g
z7NQ#kf0P^nw$&}4u`xfIKo_cz`Ns9@No33K(ZQTz2>m>KvJNSAL(&En8;x?WlKpB#
zD5MytMingvvv4=3%A%y|4J#a$HnKOYU)SN;`1PG|lgym5_nYpjEQv_XS-;+>iXYrH
zLZz%F)y#ehO~RWw%6PB+D`ZkzN#m$l+8r$!>iM-Z19qv>+Ic(F#E1~JKJl)(LZ1CT
z2<?-~vHWvOPbsUdvdW8NX;YQWeCaSg;|+BOgz#Vm)z2N}7j{WfxQT?_2qlm86dG1o
z<?KQNk|OBIyp2P~yPOsphdQsGPcEv#?J^2VNl6ifJgH4ZFTVb>f+XSG9MJMHj8eS1
z1+&8r{)?f>6}V(+=?YQ%!FztVB*~@m{&*4V2||(a#eEQFnj7}E$)xgZSc4yKH&3_l
z!ahj7Eu4}r--!P6y}6smShyr;i&S`Vomf*^L>*g=zSHM*M%VqlUA4x}pmRlyQ!SkS
zNoEb&#U>+?GeqlD)pCDgndMSi1mmP`k<r|tm>;nMh7*)3(iM;A7JEBe!Ao$|)QGkJ
z&dQq_m=!){@lb2+OUAilVJ5BQvhgIooW13*%q<{Xenk!a{Q4#t^17~Qia{c`bUdH$
zj#aU!41c5zY|r>X%hZ5=<u<SFkWrupIm%`Fd(%Eh94i_c8aVrWy<+zuauKr0#9Y(%
z*kPX|{tI43AbD--<m*=9kxVW%43@jJ4LQ<YO9W>`v2hI+=>xVwvgy0G>7`=yM6_hu
zRzs;zoUIqC-~2>-6HKY6;ZO|&1NzoG;5_-rpr%|#1py9on!xQXkYgp}5;&ygHWr91
z`@0)s(sKGYEhp_r;mMQ;xxGpxZV<I#w(GmQPN+GkL)}}(+7F3YH;gRpZkZK-W{{t5
zk5gasdsfUOx!-+(14AW}K4+);&F>YI5=IK3A|&ef7`~P<kaTepC=j%9VBMON;268U
zBy*5a;|js}H|kNe=6z5C1^YcNy<0)T$k&fhK&_!fKxVCP38axO5USnC&G;nA9@G%1
zmL}nSdDF5LQG03QyF1hrbUhM<8*G44(_<KWjSsXgoC-5}Ha5t7)qMyIE@=V@M%E)a
zlb2ug{rS)VNMPXarMOA)-zV>t#c8@5xELK^t0{mr$P$IpnnGBSK{phk&pU<F7CvM=
zP}5uPWbm`KgoP~1#xh20iiM$8TrJrIOll>FX%WT?p|(m(wX15R4`TL%H+^a_#B~XB
zf1$FgVYXUw((e8i-e1$#w_U2-yr^m>;V}*7vncA(|6$!&v&MZ<DOxolrE&Ikt)O14
zT}OiGq)3$IS#N74=+(~*uh^y%Md7j1AL7n3`3>!Eugyg*EV4PdFpfpJfVm6(!CIh_
zpfUShrQF@b#&qqyvY<1Aw_+U#TDV23-}2ti&$Y{6n3ft7`D_xS8E+aBy+$`GPB;$j
z|7sU%$$qL7*acR|5YfNovPZ^N>B72!Lh%Tm;U!OLK<VYx#)Hf^X-Pb&dVW~_aNDmA
zo73cn_=fUB3R+VB3+P^2RaCoQ5-5yl?lhzJqQ==R{j{zn>r^!LrM5w;NFknb95QH~
zjGDPMefbXOeNU$lyrUfN&5qi8RAQ=TgO!`<+QaRBVI$+kvT<+C8V`zl1E(f!<0Rzt
zroQ<(NPxv938zNXNWX|OpP}-ds+MIdcyKH~^jFfZ+kCG^u}NJLdCYfJ_0tf-SRD<5
z=)H<2%s(Fs#cjy<xLW!VXbguj+zh<RC6Ctmgy4G`{QXIkBuV6ZV*+xj^&JjoC{p6R
zKEJe!%^FGd-^(p2xg)bZo6aM<*C9T(u!9NG#hPS==0_BPLM5B>zD$&@uvmmQy|`Ue
z7pp)5Q8pTixU?ub^dVlr5G!F{g1J3}fs+cFY{&-$jjQhwX=A935!@K3-{xnii16HY
z0*L=EMMK_&Jf*8W{naYp`zOl%?trSZ=QT)8+0lH2s(n?A+e70;jGK3qH2sS&tYz?1
zMm~!eTtYN;n_bYz^8ux}xAF?UAEm-)_^8Ju3iZ#h`;a{eCFj`y6QF`JYCu~KHcu#~
z?D?)VZN;%+`^#91mGeOTy|gj#gxxp;WT{kSSfQjXyvwRz@&goMY;}>D#;;#yp_nC$
zeM_qt^CMsJp#4z(-rT+}`C)C0)iL7!uV-cOuO<Kr;Hp!sKvmjSH0CWvRM_jSz#c9m
zi?sD`tJ-ZY|HN%)^vhvo1t3>F&j74<H4*wTVRgg`won(UWCVZ>4#vk|4l@O-(=q#w
zww+Z+!t^N)BKu6VAe)mbqttuz2NAski)@v5ipCQ>u3ge=Y-a6L9F*k?c){qPX_u<=
zLYz8HU`1eC+)#?@%Klc56<~Vc`6Z9XG7`ZEGnr*K8+lCLpAS69H;8tgRM_1n7pp-!
z86NB2Ze!&y7lW3Juj1w8NcF}w?rtV{kV4k_^kBED?RPd;=qO2Rmb<DkI<zh&TL0Re
zsFY8dbEqo><W1BSz7tbY{)MJ`N+ivAVM|x=aU{-zKx=QFZ@%c*3*w`v+OmWUf2SFv
zvETL_H+RWBs~;b<nex3FIKwYVPSoO}O<uC5DGlzaCW=+jZsd<L100n3dPF>v;gRmq
z)^eM!>%^f)j~<Q4sa%$FeMW4PWiA+xVAVyJq9KJI*D~vTHmaFsEx9Pp6%0B&r5p97
zc=Z}}?@=W6YfS#Ksa0(S8trI&;03LARZ!R_wF&0C@|w2#1$P-DzkD4aWqILR^kc2>
zJ1XHGcWz~>Xyu<sJxj3HbtBT0b97iLeyB0c*Mfwh)@0W1i<bX_#LL7XG9C1;&dheD
zt6_dd3l`<o@h}=hwaY5=)Ck)`x)^R#rT8aXgLvC8c!u;`48BI)*uK1_T=v%zdaAN)
zNSOCVaeEn~z-g<`uUPqXC0IWTr1uHW7ksLa(RGQ5?)hGJO<;i9Z|G>-9Clt!z9-Mw
zP}G*mOus?j-KP784Ab>t=a$R3^^8D1J%t#?Cjt@)XZ23=OHzkt9-0horL?SHQcP`;
zp0yz<+mWJ@9To8&J|q49{ZC_c2<cCmt#?2X_3`t|Bi!EwRhgJL>ZyZp+|~+>(jXn-
zNXoTz7;|YCNC2T)a>Kdqu#a&rW{h<WEuRs}ClTF8c|*@(*9Ay=?#VB0Em4lCU#SV8
zHe1-aYDUDdWnfH;jE#u+`1l7)-b-uYH5;hfEyD&Yg)!>V$WX3|W9qRn|NT0jh7Rq4
zk{2&oPOAz?Uxb{#L}xrAPqdr5mJ03KVmw#ONX3kCygGT&wkY^#F`BS-;J=^<8E&&G
z7s_WV@%s6iJqZ%dI9Xejl?=*^mZjYATw{cig-iE))yd;m2jf)rW)e4Ck?pPMMpKtX
zv`~euZK^S^UQxk9^gF`z_tCN+{O#Ih{IH9h?T3;ioIkC8P))d}DE1-w3>!yDiw^)n
zBL~#ThKalhy=f0#CWY~}n__Z@nv3Y^wQA{j(#*Y4W&Q#K46iDw8vq3snSa*D5=7x^
zAaO_s%K6}lXODBD*50usmGVr^tqhn)NRk@q09@r~1t$l8e#fYFY?ZCDyyuYwqvFrP
z8{OM}%SYxU_Zhk#G0RL@6b~_jO7A2x$b+qXw8AkJ9UWwB6pz~zw))&%apugKrH!f$
zS8oFIBdRPujFSlhk-SJ}N#4I8#uuqXgF;476=gw8itU>)ID(h1=`gfAaF<~34r_N+
z<YDPxfX3#EzW8zokRpv+Wi}6l+HWJB3&rEQ&u#tC#@Oj>MEmG<b_x%HfEH(wo#<16
zFZ1e7RJ24*9v{fcltZt&RZZbj$BqRVTtzGnV$`1hXvWnS)CenzBw|`HYH5sH@5@x^
zrK_NZQ{#FC6m5mO#r?~~aOEM+!?5L--2PTX)EPwl1h&3_QM7|jm8iT`XJ#7Im+$L$
z!)#;;y!-k6IeMCD;b~|_@wFR^8@PGg_l>WwQ~c{Ew)x#HTew^NDxV24A!>xr*q=Y#
zepsy<m(3U~WC8uBJlw~wXRXdrx%~vhKN5<9!?_H(Hevp|(>t9nT83y{ZWkdCI;HmP
zpTZ}zylZA!@Sb0{#)Q8XjE7f|QhYS;3s%{dD>}l#;tXN5Fye2t(n1@<t}H4y@U7x2
z8NB88chF@o`JUM{$s=UMX>c;s;ErI`1X~f67&k;mBF1=2t?0rC93eH<GI6As@0M6!
zUm42&t^VZkPu5&aY(rizj9%Ml@_w-hlx(kbDHKnLA$}@yyMg94#|Z};YXuANiHi&{
z-vF4veY-7$!Ls=SF@l5bU-x9%Xas4{+Pn;KP_8l#F}ym%av2uuw4Z>ZfjL>a4fP^?
zC|uS{!&P&BM(swfjD`YmF-dBClBRrrO{2cT=*7`VSx_3Bi$E6Mu#b;(PfZ$sNbAo8
zX-4fI?0RwCh7tMgU>RHNUBF1vSCi)QM5vGyQJwl^Fsm*rHr_0-F3!ZeE!p0CIz}(c
zvw-#ev!zo0O}hsilXVW6g+!78`(4S=m{)ZTHZ=^!^ep!2NBNX~bC!p5NLb1GFh7Uc
z`53k&7fXGE%=xLHTCuv}ekIZUU5Y<Gu{5T9`AvQVV0+>a<AXt0`w8s4b;W#{jmq6C
zN=5VDN(h7|lV_Da%?SP+1g3jLbAIvwZ?vKO=j~2h(<-ZR^>gf%qEdcR!33|8MN_kp
zvO&hWk&^un{sB_n_vHS&?X8lgsTYgBlf_<d`cj@!2&RG7(&}0?Uucy}CT;aro$%_;
zDr5e02Y!i}?`&&U=QpTdbro=My-v9*QJqEfknE6VO@lIciqzpE{AYE!-QHt)+!gMH
zBUS|^`fAP}QHe%pxY|cORC6oNvz;?$fN;?1+Ke=lI&ZaU1KKYOauT#Zq!2l?%h;dw
z%+SrMeYku)P_^!gjJIn@OpLMCp+cqQovqaoSie9zsasjdje$3|ZDRX6DdDi~gU3v@
z28}H`uB`*T!+yKlRoM<6vz?z&iN+OkZ<>#{>X$U}D%A`icR~JEV@of5lc1>)US1}8
z9+ZtsM*d*FhT$&N{c|d~$ZL<1(vsHGElI>~$mn@_v2_B&yJTsPeirrn&T2F1h0NB)
zUwH|J&Cz`1?_~{$WPC5fcj$UGqPo`dI<%%PyTm|RU}){F_^1<Biz$WMk`!wx11)I_
zaU@pO^k<Y4Y<h}8wdlpIPd?6@p{xB(^mQ)=H@g)gXndRLTLQq#Qcc%k?B9i*1#a}<
zIGKb8*9<9NY^n7a&O7`E2V$$2t;pV^{`<Q)S3`>BW&Rus<tqc{jH3Eayh!wO3}p9_
zrQn&EtOjWVF(V|@sR36<Cc8mc`>UGGiO}T9TEaEVM)76y7^3~6mLv910BdJyS`Mnd
zvP^AJW(6b=36e#<?^g7gc+{SyI4!A!^H3PdWQbIlzl&8vqjW8%R`H`EMJg~KqxM!e
z)XV_0rhEN>#DFzYDOI3I#o92ckA{{h1Y8LZ$$4S8jBwY7irBEHLM>?vm&$*1bEo=h
z#&`5DyXyRlS79HlP#lX8J2}=o;P*Iv_AKP;J5LBCGLIf5>Jh{;HfJOZP}t`<&zyN@
z0|S)c#KzJ{;(|G1u)Ga5EI#JT!g>DuoRQG;G<jce)58_4f<_X40ABNq5(Gbf{J26V
zo$$%h6+WrPoPfxc#QV(rh~FG?s1fMeU6c$x$8$E7Pp{}Pt-^6EWwstvPEJ(0jbWs%
z>?2TxWj~I90(7-HY7M@$lBpc0wzdseY&O7WjXsXBEWW`*r+o=``{StF3)Sl@1EuC8
z6;L@VZEusf^|*~vsuZI3A)VX;3<6679bd@pgQ7plPjTr!;1ku$8vqfu(vz*OzP<vA
zytAot{(c)MK(s{8uYlO)5`IzE*E6K$1jn65$>u#SQJ1M_8%U^6dki1xz7@E!;TDxd
zu@01qol(ocisIrx>5Y0oP%fDl;1_pp)9EwWJg~LOit#kr(OvVnH&?u8lSs;QG82Q8
z>VZ{m`$qr)O_-aT<Gp^+A;#|3_`Hyh+!SDyyLMsTbD78`8rUq{Qn)KE>$1FBSt>gv
zFTQs7wm_Ztsz%xS#pfhFx>voT2feBRG5^@yG<B@#uAoky_Kr})&ie`LCw8Q)I*(dB
zE7_m0`TF(iCja$5y<99AU}+WCF)*zXEp)=v*4uBD0P~mJ=c)=XrFvGh;Yd@>-)Lj8
zy|SEI@CNvT@HVE~Z6Bb2Yws~{A22N=5lA3$SmqQ$0vaFFiFVQp;=e`ny|I~Q=VfDK
zta@_ncgqYN>-yT{6Ykl*2dumE=wA84y>{2qADD-)k4r)yQa^~X4hU-%GGN7PIzsC8
zo3kx-2Dh_yXWN9^=lcuE7B3ABtAfXa1B@^Of}96sduK`2&e!c|i!P%Xo;j8HeQyDc
zmpX4+^dpn$1=MyF6={IY3AJQ|HqRzH*3VhAL8(!e5>Q?BWGT0#F#Yy><#_}}D6H!E
zpgyfos8GG|?9Qhrp}l36?M!~Eb0}l%t3Xvkxov(dk1f<2=mKv2lI1E-d@lE6GhRQ|
zG>>@E<by!n_bJr9*=CY0AZNO3ao#!B8NnC?)C&(a1q;pCE&|Ah2)=3ybDQ(!u^8*(
zraWcC*cWz;=E7e>E<>@?AMTnb@jLhw>;IEyd4EtUBX$eEOZgt{R_gXjV6sa%%KoH+
z^r*0?K-6Fsui;FVrBYUm<wL`n5|oKPwxS7XUya4!2Q3*#5Xb(V%9=5BPehI02YUs#
z1&>Ek{Ys`UA(SfLHmDw{$lFka9?nZP1mzpW(dTleQcO1x0Ld1K)~=|wAF}(tADt(g
z)wrti9r<aU{l~C){4M2JiPX&VFHm<KNAFwn9Q3&lqRTMGo;EBqW}Rl~YtTTnj^9l*
zqa5>byeTdqdrM5(v@cIbt-l;)WpHsJ2~7s<eGW2FE<D&-;QY_Jn<`f8h2n;%T3&xr
zhCm#zv0YXzKLUim107lGhF6JM2}9d2p-|6b5KS{Vg@JosOiP2BY|v@Cx)JmZtKE^M
zny3#u2N_qOuP*t>(l8~a5Q7;TT{dHefM|WO3V5M?`)miVnDQ5$fKDr`=dQ;f<8SF~
zko;*PDA`lIX3mqUS+~A_2bYh$WT^Hvc0dB?6KH$o2n$9Kq}w$INGYs#zXTCSApytI
zLBR!KNG+t;YCW@Ge8|K$P#vk;b_r6}4kAkOct&9&*$h5DI5-q<3veT@ckAU5=IWQl
z*l;I<{sTuKhuD9so(~#BssT5zMJJv@jOqZNsrHc%(kiI?>PLt>(K>>a<>Eb?NUeYG
zprL^e_{=OB3+)I+i-%x^ooqnZ)$l#`A7S*x+yAf1>5F;?`4S%E>T<OtiH{&+ZdddC
zIe7p~+G#w%0E@^?_1os@;Y<wcLRdZMnw_;_%mb_<iDCas<tBG?liXdwy<q1R^{`NX
zGou}r$%#}B_Wf^v4l#bM1Zd>pMKMI{`xY+qdx=%TPxK1(KgyTWWg^Fwi6)>;dcOF-
zf9-!eW6%qudBCz;MyS#!nf~|xRvu2i0~7yqhMR1hoD`!V4I?9?PYuh=;P$^OPM)PJ
zx;w}I>d`y$2t>iDOA=}3E#W-8yh@*Wxwx9Q;HU%ppDQ=Blf(pplA&v1L6=LjIy;}k
z#JQcayM>G@p9A$P&zriC`)j)0`Zn)KrZW4+E*7LMOZ(rN_#tto5QmZKzGDuDkk5Pd
zOTKY3a6JnH&rs6d=+mc9Nq9+GEgCNaV;TtSVu$%^uyCogF7G}K<M;@)MX3i}rpfic
z$IyC(?Y0DJyPReGHh`ADNcdu-Dh9DQ9-XePF5KAivJ*_4(FDv!bX4;#K|wWcwWLlU
zVkP0FX~TTbvJCa1b0vXYp#IDO=*+I`(`#g|QB@fr+@rE+OG6dvfC>5+aIjfGbhH7)
z3v|?kepUJ9vbojfpie;X(7c0WeDzZF&O-6uivX!<310!~FR4_YLkj3tP=&qwNs|Qv
zu9VlW4B7438*WR(l3GK*pF)6mV&-gutYiEq$m!N!sk=#F$h4hR%LiQh%-q&!fUAwu
zpGNfi@6%v_1n(ep{B{l;lAufvxjgJ=hZr5D;3Z)~ur}@@c0<zmQVm5Hz_)cksnZ;^
z|I9JOA~(R;{N9Ze6cuVeS_}2xU5|4i;TFj=e~-6bKcs*+D7Sex>O+w^$#F*>logfZ
z;e~p|CS^2n#K8Eupuq<J28OP8H=g>A9J=}P|6!qTwO8tA&V2a5k$t^R=ff%L+#1k5
z>m3;0|6V8(f<WEEo%4p*G_~M1;;mbVBy-)POX`Njr|K86L)w*2FY2~t66+mK{l2Yb
zm*w#Xb%4pW8>z-<HB|$Ilm|s;9X@#>!+&p!n^-^Jof#@}vDfOK>x+AIc5Td|Ze6$f
z<bjAV4Ml*Ki`axr3V;lr2U2}}cPXE4!86gQd+3xF7~?j%J@>!2=l|GeQN=AyW!Yf0
zj~g+AzwIy$b~2NQ+q||hcxqCvvyt>w9x7P<3^0N{c{=&`?0RpLegW2acClhit=FSS
zi9nSoYWcGD`t_|>Aq7HFWby58x#<k&;LuRyXsUY=kwn=NRzUL__MYa5x#v9b*jm0G
z=-((%X#`8zfMO8`qn*Y@aYv;1{!%n{Ct5<qu1fZ=)OCLn(s3Gr9S@eeHZ8=j;~*qj
z2jzX<O(+C*2B5KHC<Eu;CO7CH#V_}+h}`9k<W?!nXVaq0uxeiyj)1NA02JcZ#HuHu
zd_uoD2gSW{3eu4zsRcymbo9LxM)gr|vOp@9T^{$)bdBF|$P}>dJnqqaqW<HJfkY8u
z$tP<(a~0efx6(5!ZEo>GG0q8VgnZ4Y`fkf&#h+*D;oS7QI8@csRqE|GaU95|#$BZ=
zK*}t2Xc$c{)2&O;=|ql@d9U9m3zv7V%8bkhJbv<I4y@`_kb2^g;kIM-b$gqW%s}nZ
zrqr&6NA+6tEFQQjpl`12lGizO#K9$wu2x>g&?T6}Mw|C(vpFVeSvibPqAY3b;gJf)
zaZdN?_t41wpzFZb8QUMV_M}5kj1l`EybO~k7d&A=ff-Ah`(@c4+oz>26EooqU~?A`
zYLh7oV#%_SVk7l*PUD=fVR|n^k+l1Q1WCdt3_zQ~W0kSII!b_`$$S1W2yHU=hSTrE
z!isrwm<A9!v@@QaA$h_h7+us;?t9@@E=#++S``ddXM;`a9#r}6-8;1o7QW;56+rgk
zZ6Zinw4Nq?0B4Zs^5Yv_2k0dq(4)BRe6Q6Royq36$(aWivC*-RTEN~VyBl6a1P6f#
zAk#!T%y1@9!y?Ht#34Q&Yra@HmYPvPj|7cJ__cboaM`afZ|r=F`GtY`Z8dGdp=l&T
zxl-V6!NJ<EVAh%Hpzo$Zkq2cwey&rLV3ZCPgLL~W^tlU=_JhMwfNSe3hRF%&m&gML
zf+jviMkih2Bw+Ye9BWq;KAA6iEqFNs%ZK&%2FC05gLFu+wzG;S1L>tJSF4TtXx*>x
zeDh-s4O&yPKx@+6-Cj>FAOMXEK3eNFSn}dg*#<hTuvDyi0O?BZR|O?lM1PSnxwZ&c
zN<d0C_MZLt#uaGB$vxZvmsA4jGRJr8m)gYz=Yn1EP?Rynf%0cd0ySt5jCd8<EO(>X
zCzbq&?Yt90{ma_cn*NU47lRD?<Od+o8w0l1+rHjmu*wc-Xm4Dspz-_;2zpyy5%!&F
zfh-pHfujZl`{-FLfcx5X=10qZq)b}C)8>FGQwRuvbxV_Ksj`a}76#M|%RGa~zA`Bw
zuB$JCLgmKOaFw-6Y)Y<7ie+GtVTBs-4fFsrL-9J9Ak8`=&}e(0drIH5{|X^?4c$_L
z(X2aIORZIembd}}M{T(`C`XW9^{ozz4?DdSa~Pg2rvbsxW$;CyTFoAiV3X00Kd(%-
ztb;<`4#XF=i~RcApO0|Prboz1Ir<+Ayl#3h9n2U~_Kp#|&*Vi4%Ke0}&59n6da8Qx
z<%ZkN&V2NT(6~kP7`&1FNyK%_jv9L|8=w6xeBTZ?b3!iL*l6sl$ULAnabst1DJ5;_
z=R4SIed*ZSrLm0k*LXN`%g>q-vvmvFvib}=J7aMopsw!&l7V)ifv8Td=5$g^MedBC
zm<&)vVIF1b4O=r8V+4%{QHhK;0*!Vw{;To#414s)%YpNOw4g3<XZ|~z+hub=66fRP
z_J`w_<a{@sfO)GGe8Kb0smt@_Em=e#A?`|-X(iyg={pwYjV|cv&H8mPkjpewh-i=&
zUwS2{kQO*4Wu<#q+BM5{CEfLRVV3c=tLLuW+72gi(E8Dy5yeQ@ZVox3ecN$fYaIOu
zI00}(P+{G*-rfR2#cUD65gsvE{tFcCvu)g|y_Y?Pe;#6vGA9QbK>D)^h72+ki5F6_
zS-BnB7(_QvRc=-9&gU1aQJn>@0_%ohM~cjl*D1=6&MAg;wyCi2@P5lU<C*)`nrum!
zOb9<;Z`SvryTD51<Un^pJbZ)~D6>SpXtR*Nb95j~!=f~2lISBxpBnk+rQ?~3?FjYu
z@%tc`AnQPG3U)xU>Zs)bAsh!w<f8nVj)O^^&nvE@CPYcvwG5Oa`3}Vxo$Ui4H`(l2
zo3T;*#;p!hQ6Mm=tY9h`Qj6qsN^O?_E5fK+hlUz2mK1bF559O3%kQ%Rf?Kc&Wow)9
z=-~s2cSHDNYvie;%=G&>tzEF$RRBdNrKNe4ew^9?DuJ5)nM9=&*9*Sh`fgr^i9P){
zF~=8U-`SD_2b)4T-g3%~O5#Li>VbGj-?0e{wW9^zC?!N;=Mhfd&iGG`jHzG*F$ipq
zhjhVm)ViMCFL1~6i}H7_-w6rJ9abBZ5IDF2SC62lD|so_u%pPVEbDKi9`X5?wsWax
z{bAYj)r+5|vfpQ8I@rJTGh!afvxSvIUf9LV8N*!$*F2eSdJmOZhF%auc;Zlq1|DEP
znQ&+4pVdyN2nFs8e^;<5$w1ld0Wo{Nygh69BHycfX5WrlaxrC?0B%6dsh<IjWy@t$
zTwFKo>`lzSyf{?h(J!hRDs1`vruVL5W;y54$10gmo9|UYzsKM(W(%8H;ysh}=M||Y
zc5ASo{G)Yx1{-tk%7ynuB=n@CgO=o1ye&I?^>yXWulD4|$?(h4Yhc}Ec@6{BAjxi?
z>dP#*vn*NR4{{G_0c|_2TQ{<VtPjHj2%PV~zqj;5yXVsrCT{6I-jSND9BVGhbrsz@
zKTrgymE5zX&fSVLnkZngd!TIyzb9byB!j;*(dfl(rY{VigBouObCpH+O8g|C@4>tE
zc%Q$&LWhe12yJ2Ehjj_JEZDMiimgEM@2=1)7Fg}cDlybq2VA%sU^>dsu{q*=nih<a
z1tpQHaurvtG(l<Km!TLnJVfPSmRXCWqoDkv>hE=<Byg+A3wU6c<f`5W_AXI-gD+u<
z`Fl$Vu^?SXkOAJCC!(`KF!RK%8pwM9k@>v$BEbmxR!e6zC=Tcy%I+8Hc=U>rK;br3
zAZqs{in>5V;_hPa1;~Ue)6E+JtN)z5xCY44TT;{>b-6wuR}1%AUFA08l@VV0MaVdK
zF+)HE?~ll&f?}g<h&~_V2k~yj*>7oTHcMHn*5cSaO>OW7pTB8*yzaLg56b8^usGxc
z+g=NgyhUFhsACHO879>-;xUHu1}?8C)QNmSM`AXB6{R9?hk1(}0X-N0&@nzsFm}tU
zU7*5ddHl28Xl<2<>PS#Fn=gjpITjz3Ca7CAI%xVC5B#Y)z@~)T&cgQRT9y_WRdvUI
zp?nupW%fY<Ly;51*Vxat4>Xx#xk!LUK!TvLQ|_i=U#G!DH5e*9$;N@94PMAC3P3Xk
zNP8?T97?j!4ccBOOScfci|EM_{p!H!6RjLinqQM*w%^7joK!&>pkhvGHc&E_quJwr
z8;vcJ|6P8LlFZ3;KtS&{*{);994bJW<KG2f7NAws@Upams8U<91AUs*SiPB~490%}
zkBgkOy++(qPE>DOH9Zv~8$h8VwSk7@dboM!KimiMq~!USSeb3`Q8*wG)z;maS_jL$
zC=3ckVf}Pd5j39-ff>&jX$j$zp$?cYA@E_#xYL-cxs1wD<}|R>#Zf?Fvg^x>(JeHX
zJ|r#B3jOr>7~P=e4R$EYNJ}{SN9WQ=jdbxkNPe37`X9K|l4c9Cj~@#CZK;NdU;ogX
zuZQ2NF>5-`7(MBe`2@yeH*)Xw<K*X?!N%PyBgZOq5PT=MI|u?N>}VSlk3CT74--@a
z+5b;4e8<uVk^Hp%&OK0oDcx<1gHkU`r#rGEdgLxL&u+$Zu(q;f_3MP@dLYNtQ^kug
z!diUTR|_q4WD5Yx+|G~o@A?<C=H5vn7CS>Z`?{(RCU;C^iz~xi)hg}D2wMtouEk|<
zIv)b@{SlP<QYd%H2y*qq-Iy!TbR&^m*MoR!(9gAd^y3i7&S6l*y^TDbyH%L7m}#Do
z!?Gs!_Xq<xl6;t;Ty=w`C{>bomv*`C<ex(g@}}pY-0BB%yH2JoZatc_|MT`HBSU(t
zLB|oVB8tKFMg7OWBP+=Mq@!Wi;W2sKIyQ?$6Z!tXOo1<Op_PflUAH{CbHA=h{W*ni
z2zb+E1fEg*gr%q@>3yu<qvGFi0@9cb&O(0u^qK0mH<tZG)WqbR*Wb&Y05=+8RpD7g
zfdR$o3I6XFticz2&gFCI)ZKLc&qc>?98&n1cwL3h|9v<mbK^I1g^aTtQh0~5GZuUj
zt5|u3T|nT<6UyInaD#KuUj3u2>PSThT@q|+y8GKPA8-!T$f^Wmk7PipW)D{(^Pj!D
z4zO1&-KBzB{(OY)k{(+h1&Uy1WaR0Smn5F=ec>D`_gb~eRs{w5kM}Kr5-3~U+-q(A
zJZLrfzHg_B(-*K`WqLgaG+T*1OUt^pU$qr}53no>C~UhY=knp1Le)2SlJ~M;f*#Z_
zOhP$Y*=pN+G>T5n^J~Vy*a1k_#9uQV<OPs(XystNBOD3;p1F}E-?P8B(SY!GxN7S}
z^t;oVH|~<g1YGB*Esn=T*_j9yZZ&DW%2m*VRs3!eV1WGxS+T^5uVVivuKI;}&BQJh
z*aAolx`V75paPbWdY=skP^K$^LsaNR<a=P#lX_smbmvGY;6-?)q}r;kyqbLzeTL%+
z6@Issg~OOu<La5HUCD6c_XI%CpS#?rJSZ$OZO*S>?ewbLzpmG@_FM`fd-BEkk1H!H
z^CLAIk`FYrfTx)54U)ArRErjZ$@Uc)8-C6J#ZkRO5G;*Tvsv5Qq9HFi<9ZBOJ1vT#
z^=7{t6|V9@vux}hXgInLQ`EP8?*s1*X-7cg)8mA2IbgC6VHa9D1OcYZq=ma^YrK0_
zBVF^V!<T8=r>aH(|7sQR``KAvrsGu*4^g$m=xMs=x@r#q4(Say<AuBLr979@mg;E^
zF+5rdUcaU^0NfBo43wOMwE%;jE9mZ!`dk2f+;lrI^x;)o=~`G6V>q8q-qihi#xMct
zHF^mM%4~d1a}HxFuu;M>j$<Z(^L0r<1FoG;E6DCFe?_L?!#PE)!qDFW*P|}OvehnU
za{`PPKLMvB9g$cuS>RhkmZ3zvO$Olkh80D?I6Q9A*k1tE0x}O8cw#+9F`{(@Q5oln
zS66_qiL^fW>jYTIecyuVQShR;TA=~P1;<EE1mzbvf3j4zD%F!}6kodV<^3(?H4wL@
zQ5L(F=HQv@i~xViU=`9DfU&!an8b$tJ?XBhSs7ez;aw?f+$DMgz!Is<Jj$miqu3JI
z@T%vs5|e1qF;PHIYm7~w0~_%rS}?Ac|0m~}H;fAAiuS+D1%BuMKqw5Ja0z1?vjqsG
zau3SZklBOe0|yUF1oAPh-68=|#ba+2*i%TuSkuo8z~el4EXf!YRe2ie|75AB76GR!
z830u`P7k7GTrRL0;no%2UXaAkRRe#iOqaPq02YiKC?Tn?T~F90Hw^2%F?6~H1q}Ob
zhjSP13S6~SK5FDO9iw*Dtvf@p8Yq9Fz}WS;#qjF)D}*a!48<}&RP87()g;pe;AzbQ
zF3{A9G5(_jfLlrHL&zcX0XPhch#&QweEYbixv41^pkFn41W?xOhAT_yofX`THV-C%
zn|>;(@h70mljI8-0dvhid*~;Br%m7wVEI>`b6yy@%l+K8xFhJdU#dR|16c&KnGQmW
zXh#GqE9-PvVKSfCk~_58HP?G>_9Ks0)@-uJsI!SRU_g<w-<q54S|hJj13oJ{#ssyl
zL#leqm|y5Gz_AOkzVzp(lz`0j1`I)eyq{)NPD{b(XrvF5B3SRCODi_s$;2@RFB++a
z*F6Pf+|NUw3Yiy^(3wK~^7}yLy!|xzDK-zRGvqOCItUabx%t9;cbJ+cCsX-8I6+s;
z-R}w6WO^Az7XF{OtzU7@!EfKbg#l$8SxRmT2@Q>q^SW&w$0Ouf?~_RqUT+Em_^_bk
z{An;qBQeAP-2^}C$z=RkL7|zM<IdGRum~bx<u)3=Dk>^v8^&lWRo`dNp3xoNxT?k0
zcQ;l5WDOP4%y_l~;?OWH)n`ePB)RYlK<Zo7_?OJGvkR252LDgHU*9l$P=`=aB0%!r
zFsIJ-aPI+U>(Y?l=FcP6{y+@C+roh3Yyx=0CZE2&5HpJfjUUpBf<Q9e0j|ao8nE`7
zkxH8*IQ`Wwf^Ej`zc$;29JJV-HQSBkR=<)>Z-DtQy9elBx>V`mIP{?w@Dn(5S1`GL
z0K6;>0d|+gAGC%@RmiM-V+p=O0<AJgD)WVVtzIf|faq`YDs(pl0Cl3r40uLxD|#^0
zx+H~_90x4F+=F_#nzu-vj)`LSE)l9=-%dnu%K70cLI2RmoFmyI4y2rKas1Hksu7&3
zBNm^+C&>fW%qi?xbJGxz(a$&dY%D#dEnq;e(JF4GV%SCb(-7c8d`4weia4<jBlEQl
zh!b2YA0lU~j7TWZ=oEz#aQB*e_w?-B&vd)dLIW_bYa*Uj%dVF3!~(^~_lCc7?vg0I
zIynDZ6nWM*ccU8~BkUf(V%5Ce$4jtYlUy{juZM`C286E*AbW)w=}k8yezZk3u0+-N
zin)5aDc6-VQ5OLXjoq?7|8`U%;>x1RI+kZdY*(76eWpCOdo%?|%&&?*$jUqd_NJS1
zo8t$$nea_z^ZZP`S=S9`l0#LCD+sIOFPWvF@uU1&%kkDJ&Sf|2veRl}FP7L+6rl>K
zmeN^tgB|YdAu;;~z~}`#FflP9%Z?eFnVBV>P;aM}FQ_DzQOtC@1QNTcDA28<W|d2<
zbWZo%-}T7m9QC8wlkOT<dr*piP|PD^R7}WPA(atxOb|*H>u>|&u7F6lNkph+>0lMc
zZ`b?emHPv89&tdltZuoLPI_c8umvZkDh_P}iY3pe%0<oH+NvaM8l-kf_~ziRGoyG*
zXg<|jAk-7YandjW7ZV5blkDOc_{AJsMFS*;1hG<*F;HVuZS_G4IdM--fBbjp7l1}2
z6fx!&obEC97@0owM4-}2t5+b$QY)BH0FBCNSdgIDuG+>cI3kqXHR*a+|E9`?098Ii
z?(Qo$cnH;zqY>nUAVg1m)Z}qZ@8WdZ2uJ<_c%Z4Cyl|mXEI(aBktQ1qRwuKys<cfs
zg(l~2*$-i5xSgyK$%=41pt;NG?Nehv;zdT<nFkEg6h}ZHoU<z?uMeK{XTljY-cLse
zs1hV9_0#bEcB*r}C8l+4vs;n6M^0VpT>klWz4b<fM7!XC_eb~O@Njnrbmm#X-mvo`
zNezlGmzx>3fZmPzG+9gBE?_&cVMS49`cOUiLF+WfYl=4FMhqZ0OeB)Jeiu+T%?@xF
zKJ8-ohz<W}d2-OLT@8(SDxlSoXlY?E^NIDS3o9pGYCx8*%hK5r1hZkl9m!a?_^uO`
zy;pklv00&fKE1+vb)mDBg0TneY6&MX1u};0y~1$&%j)g!<qLA{hwr1dT@wav;wxkA
zZOQHiGdYYW?B9O>-814`L{&|>FG-{l0g>XT*sDPB{!nCUuF1p7uO#q%uk#VJWCZ+y
z4wJ!9LV7GQ(crnbWGpKF65nie_hQjdZHoY!=mp;u2CaqM?ft^R_F)SX2JnrC3||C`
zN^_IGa8y!3i^F6P4(?BCdvUldQRgwbplj@k@_@-NOz)g6&wU~D-(}Y5_2Y`_h&KJy
zA6MR&&aJV_abXlMxvF?1qUAwrPjbQY#CiB@Uyz4pRNhtCk(xu;pwHWa{)yGGX>u`o
z9gg7jQ+lt~fjcqhrJ{$;Ru$Sv8BNv(%FYPEKK?-B(hgue=D|OA-YCP!UO~WlRBQd<
zsS49^6cZRJb6MOITO7$F(ESUz>1uLO&*sV`3kH8&r7A={bIKR*b&X%&la%aX_vO_w
zwRblY=k1~8VA<!`*yF-V+X_~%$v|rX!Q!kJMQ<HTo-kxf!yt^ziPd6R$J!ID3M0?u
z4OsX2H0d1;`%-aX<f^KdT8J!9veeDOO%1!GdTnp|QaI|#meFb`VZLGS_2wQ~hDT6p
zaifhj#i=1o)>^D2Af?pqrx<3GmBURnuEOoC{dTPmTgCbl`{eeE4wVn~zLzZ{ppeAw
zr3B#=HnG>lEL2UFpP^F+!&f$b4F7W`j+BV?x9d^HVTCNVTDc9hCF$($8XW}>%VP$n
z?%)1BV{2y!vdFN#lA00?-@=<C2Y@iHN!Z-}G66J|sQ@OxBjI3rd|S{;(ZW;)s2pQw
zT1xA&3sV3bYcqoeILV4^aXv9o>enxHHs|g$!O+2&Ye||`_Gw3xP7Aqk(HKhu31;m~
z|7?|s(uaH6^SZL)TNVZr+y0DV?X(QvIbW!A?DTAcougK39kJKmkkBoB%sycqsAx%;
zb9FDX*}q`wKe68Y&QJGd@6r2b*w-YegQ=bq$4J|t#7q3xVgtl4v_tNOx&F25hTOen
znmyIcmLUBnH^c_py-s;w7B<Rc`MMnR);!QRwE8SMa$lN=9I8%eD=f5y7TQ{p(OLI&
zMvlua64Bf}xF>`J3=l3PNn%VmP=E?{IR^p=xRZahhw9b6G+mGQ4LJ{`w8Nr!Zyn0T
zwTIU%h;Ak5yr|%BJb6(p37J^vW7CuSwlFuo{B)SdnJhrDkZOBoMc&(6zi0ESK27y5
z;COH8>8<DPQQ8PvDx=OaN-ts-N9&}CKOPaZX}t&___pnpXCAGEvSkTqjPG*jMz(|;
zAa2L%UgfP?cycigJe}$a`wq=^3rt$h2%*fUZfN#+eP$n>$hAOoS;FxKot^y<OeR|y
zJw+!q2-U4=e%cj_En?8N{mFY+6ex1Z63*8(8me)mjD@EM+VwFT!5;f55v*?X24j{a
z_rjC#g<2obe~?5f|1rHPkQmtm@Or%-Hdq^*TaJ9k4PVQ9<zGpkR7iZIo#fg@q20ZV
z@=fwocHhvNSNl0knvLfxe9cG}R|Du1r!z{)0U9IKZpjOcfK-Ij+5UC7A*H+DOeI`(
zADfn<YKcX(aH%F(7!2{JcL#mI?q%uBV(q4}OP^F<RJdIg`NH6hb+7`=Uos$4i1cQL
zbMa;4*{l&|w+`~B_fiwVULS3XEoV>x<8vxQ#0eVbVc-O**TD<eUi}%8K*jJUVEzVx
zAwGmHG7<CwN1<$K{72`_v<QV0wTyD)-rUKxT%GF`Cmu1K1#nms%%`h$;sw5FOOzS8
z)}W*><QeoQXTG~1US?zVE3=#ml9RZd?XEVk=HTOC$k4d1&(?|FdnWiSrH}s+0mmrK
zUig;nv<X0L$R#3t2Z$8iYZ7cz6}F35hXS~Oo?c`%-83UNIN*sUz&~3vIShJ%j&3dM
z)Dc3n*eyU{_tLwi3T*92NtYcd?9zAyKfUSjkj=r%=hK%P3c4)El&l47zg(bC!&OD6
za+*)~SH4U&{4*V)ci$_XZNi5D>9z4PEvJ-cnJs`!C{B$kwD~N=Bnw^c;4Lu}8wDsz
z)9B#cd-r;i+v4JhpPCuU+5Rn?qx2tcuf8PZn!^%V+ZmA0*vk*GeIS>Jb%4Idp310W
z^GN}{ER_+Q!WRDm8FbRZ*MQY4vCIJ;PKSlS3KGx4ulkm8nJ$@fSHg+ubnkoAPn(_<
zfs1`9W80%mK@GamZ48yvL2>)Rse(s#8>O<PCt&%XmO6r(*;=vd$^s?u;uhg&Z<sm#
zMjP!l*}kEFXtfVuEYB`f0ebLI1rM28jrtrEkIl+oPftEbZ&u&#KYj~(RicnT&6ZSE
z7-P3<%UB8swoKYm4c<$o{e)^bql5s5z1Eh!jIlJk{Q@o<5X`t$I#YpL9iV~f*TStD
zvK4uJES6_In|e93V0^})(;d_z2Z(&XSu`%=vFX}RYD$iMvA9c$1NFb`bDIjGonOYI
ze>y*i{oh<IKsIlKH8%;57-^Li=BQlN@x>i&KP1Y-7})(i=r!9t49{$=4#)ZP@rnW`
z)Z#@2Ta6^0jV8Lc;^SgU%g6W1U+=dj3ptB!Gk&$tw1;7j(q}pHCGnhn`}0e8Od$_6
zAZ=!EH8u&Z+f}JIjmFSMgR-!^P9S*y=7gqBi^UA|`;<StuRGilvT}cGDyrUr4I&5H
z*ms@=8wBUyG&sXWKP9BQl{af>JA~f1sFh?r@hw>G!8ORUQ(%b+2^>~5wBj<_-|(61
zj?46Yf*Rqae?$J%^C}n1Y+-3g1|$7rm>T6RoS^R&9|Z&9L4v@aUvZF!fF_guv$2MD
zgK{gb+m#Z3hX5>F|ALUJjt+eP@N5z1@KyViB{JI|>g#GFD46znG@*H;O=uba93jKs
z#21wJ<`ly0U&NP7A~TRfSczi1Bn8;NuY&XUPUzy-`x>4-_4u1)A}#svL`r)&khXyc
zJ8KI$u=tG#j55QkZl=+BYs>1Q)rySm%1<klS4z7l-f6yR`8%f8vp|ZL0#+u#zE2`Z
z_*4J{r;pDggv+dVnSfi#rMvPQ=*@nhK_DfembNZ{5;xoE<1zSKH6NZAK0lA<?taz0
zoy`xPPC%m;P}aCjownC(>7wXoep%VkEizd}_+~SmHI)(sQaO&4Qp`xgtGAvnkU|xq
z13S~DGuER}BiHHAxAiPAy5{MZeqy=pq?*sH3rr$7#=X~noIiA9iZ6~xN~Yh%oX0Zk
zU1sK>o)RCoXULtt>ft}rAHe_OK@iy8Qta&vNXsC`L_h~f`-cK<iJaB=cQ~(Jz1lRk
z;sXPzn0a|Wuxni_<540@UO)Yj%R^RMAP?Q03kxq4zzeqdeiO&+|EQnetl+(zVb+It
z_{Loz`u9gXjIJ`IFFR71Y|)1Ihe8#U?rPK{&d|pJEO5Y6zuC|%uK3aGY*Fg4P~mpl
zf31&GPfgG53BfdS{nY6c@Za3}=Q~qL*Hr`!t(1K9Xn$%4@KAmN^3(eE*hAjFMs!_d
z!Cyz4#ic+E`lmbULhcBhzwsn_*)sIcwIg2wh7Z?OQW0Gv|7Bg|X@-BphTDIRJ)$3b
z$1QwKV!q7uKkEz<a4D?uwu{4=tmM$l%b~u+-;ospnR<TUB8PFM(?>dCvA#gm0w`DS
z*|UF<ifTqiNuaCiBcLCQ0NbSnI1V7|r312auBc|I8&t1lb-T|V%pKO;icPT(x$}3K
zAN+DI&BS-*iRy<t*Hl{^hATDbLJP9ab*>v2i=!SsdPJwCP=F4)0J@_6cGvX)11B45
z`1YQybACC><jeZ>WTu0V;+fa8zdaqmau02^3d7p=DB$m}h5;1H4JzUGHi&Al<$L$V
zK^=hK`Tzx$957E;<3VP#0k#z>;9uOPF6Ph9&LU7JpFJ3XXVyMBTl6$FIyO8r|L;Q-
z1j^|4Hx~7bE&W7cI?a-V9t+B)clpri2>X$09l%oRf;vOED)U*z^3hypm@V!|%5@b1
z$BLuk$$u<}0pmE14t~0Y13aW;a;)lcIsPx@j+k<{@V{FeJo<kcXT9`aWC2%2C4uvG
z>TO-syuq&jOBDF~5rDZA06(A;eD+o^C`uR3vu4P_U8fJtZOVH8F-Ac?*EQQ%4PfmP
zulO!MAZ;@V)kfMK$j+d90~h@GX0<`^S{!SD1<nFehPYwTWRUl){{3;8D!q`<{$Ob8
zoHkk-P1!<5A}+IMoc|wA#s6W2qMI0j<<QLBob|$mgj>LMXmgw{3<C3<)PWy>gwq9m
z{(7+|AcFEXmAGE=;%J!uU4@W{bmc$Gz{$iSjO&J!lmWnwb-*K@2B=^-plXzgLGI5;
zP&BCZbY?6=_@EXkv24CmhaNwQaL`)$+MaR2xQtYVOp}+RxbXg;B%S}Jw-|p_zOvH5
z=3Fzs7jLEveukx!{_`lH;RH^P^OoM5xeuo^6XLvpgt2M~|2yT6PIIVEfS<BJ9vAEb
zWG&znH31?+i3qpqpUJ{BC_csZ`26|kGuA*2Az%|Jr+fBv3iLHVBGzqte@lxZv-!p@
zIr9rEOVQAU^w9cW|JiusKz&JB$4OIW_xC9K+JHg_Ka<jQEd2VL))-|w_fTt}pK+Rq
zav{S*f36_MUeXi?TC&*d0O7f`n3Hpx<OtZ?5gOf)YYga6gEEWYD_&D)tYN@kp9HaW
zaj01o%jRI&c^<XbT^<MASaX{WwjGX|Bl&+LJp{6u8*nm=Ze0XFDj;Lsupukmd`Z?<
zA5i<abxGumMBEf$!rnFJH1IyZe(m%&#RDwo|NJ7+X+&UG;K3tOapffe*?f0GE)@W&
zs&Tg2wma~oW+~wQS^wPl&S`kqbti2*zL*>!Gf51`75<s@0L~kCLK@GUy)Mc*MKsyL
zoI?%9{mqyGslW=**u8w1hu`tby4I1*7#80@2?5;lHHP$~{9a7TCyQ1QLLBq${eLdg
zs15>|DccJdqL|*`Zt;J16GZN@>AApcBduH&a}Zo#{8w<@IUT5RD2vSmn%>^5WF7uD
zX@Vd85jmuA=EFRUdzvTONoKyX+&8KCzvkc}I2VtHU#<oxp1Siw)3^4&r-yzhe@h^R
z>=Uaz#QwkNdhe(vx2<~^Q7mu}6%a)!R-`LcI*Rn(dsCDS(lHP~MNp6?O}f-j6X`Xe
zDAIcg5FsK`k_e~}B7wlSAN1UNe`CDg`RfcdPv2|LHP>8o{r)#t{{V%plMNaZ34FEd
zZieB1q5zE}bgi!PT|V#*@<{j7|6bG~a8Y&AGljt&P?;?yCHCikzLz5)>c4%qkdVHi
zDVqh}!=Kx}1*&zlwtpdnnXr5Me;~xWPVj>ttQ8lH*S=2`9cAAC_liT{p?~3Tuc0{N
zCp~QI_6x)`H1aBTEbnta6&k$vK8BgUThMXo?*<H>H}sq$hpw04X$Cjjg$o<Z{sUj+
z!J~bjkMB27b807D!WQ`byKRGC9R<INdvd>E+B6U>Dbl}7>WdP199HQ#LZipo{K&fh
zKBkl4tqK`St0|Xd&pb~(9s9%U>7N_?!T|lkd*M|&(=RtmKg#QC|2;n_cfLn>+473%
zwv(8*3&s_;o0R|js_OyxRq!v?WCH02_(~T4^OZnP@#Z641Ws0Ix_;u{Z&6VKdMrk{
zg+`^Vjv0S<)UY?;oxbP2e8(jOtVX;OFQMSy*B#~t-Fn$APhQ#3cG9S70W0pmr@jhK
z-Exs$gE1(mE=^}&MMHB!44k*&5u5#VrQUSo$N!%90ywWpQLa(zv;R3SxUU}r?AG!^
z_UONx`ynyfd_^>;!JWDAkmvHeg4-$be^$}ahlf-i|7bCoZ_N&QtzZ-thp_$g1ZdAZ
z)_*6~)-lSoZK7_um;1ke%!0aL+&DSP#$x{mp&oSti#m0&9!9yl5I6FIy78x;tQZD>
zYr|Np0iPb<9Lz1L=9??!&j-V;2s+rUZht5&k_@8Ud;gGEC>HW>0{<OV1c&m}KB9KP
z5qCOLLj4?Kcwf)-2kd^Sct}^GA~`6b{QB=zo_eg$U3*c>H6$_i`<uAGe+UZ4+$Dsp
z!rLHfc6Mq+x90uN-+ajoP%a(|e&ZN43<Bgo)Iag@gd%7m?sgur?E$nAbyCQA#dG8D
zCr<<1&@Lks)k|~&{^!K>;2c+=nz-k0L+Q7VTmL?Z6X0<s8F>h^qVOPCJ^6qBI6V9^
zcq_6RQS#cMfA01W4R|ds?4*SDUstUZ{PZkH%+x<FZYOBK^^|m5-YE^uas-9#KX-Nj
z*lIkK7i=jS^~}1oVty;<&tbknFL9k0Ys5F&RgJd03IFqy<3E6>JYpH{jF%iqo8Q={
zk3q@-)~Z@G1zjLZ$Bb0vNZjSnZTou|J8+nqE<;6^z^9HuyL!Cx*{y%-<z2bpYMdA3
zvO>rr&Yc%2f8YUkBzV6C#wAS#9TM3qbV_)c{i_T+515{K&VEl4$aiG$V;3lYzG3bo
z&_7q5DFe~z)P8h&nY;JrzPthORfL5@!3he=Dt{BIu=60niMQ!L3`266@wjK-;`;NH
zzg_?Tfss-<CoicK1K};7-kY$f(}Jb^$cEbhRt=;`T#CGAVO%;P^&iQAchYsb;=gKt
zH4Gd=IFJ<|MBG3kd{EDE1qc)}gAxnb3A6?_5#|#%->&x`Q9oC7)yh^}U%C~Dq5fux
zVdq_Om7?r2p=A%srz#Tlz4)xSZ~u=h8kKQ`n}*KKt_IX5T_)e=LRB{_sGnTaaiAb@
zCyCcE^NmyG-3~EOVI42l|1jl=0m9&7s2;s#35=oKf?0o9iVG)R?A7S>*YLVAl7}jY
z<|6s+gG=sCDGrXZB_8C^?`K$6j&o~%y<Yuh^|os|=4Cehe9Miieyk@s2_I5ukBS|T
zN#1?IlRX5W+#4W`DFZ-xNp2Simi>3-sT-rKZ;JWf!GHh)514v(X<w(5y0cPhPOrz@
z!uA1$Rr%i#CM9xB+HO)dCaqpjU2p8eW?WkRxYR)Gk+41>pB>(~=|@Ncb#&b&7}O}%
zI8*BhVA9mA#P7-?NzDt6p%t=K#uf@4e^QvR^Bp3}OCHj%i-6o1+(zFoi33MD52;+K
zFt7fU_P`d1dJuYs2H?^8?Fw1e32dt#-7T{-FPT{QHxp1yUy<{lPLt2!oM-d!nYc(7
z)~9G^Gy*Bg2GoSExqw!UwQ@n&^3VlPF%vM9<~(2&-hF@NGX7zE<No?ro2g$n%$CnN
zC9{jA!!BFUq+JBE(85koyw7R_)ke*qXBc9qrSngpiFx@_cI_T8i4&fpf<Bvv^tb+l
zfa&?3u@|f5M$y-nY(!zY)3}HZMAdJePdu!=kN)525?4i7KYIgC5}FwbYwwzhAxDSO
zM?lq6V<)Ex7Mn}=SQ<`TX!LEGjalt~o{ZC|)Zf?_rDk?^7dN<}xo9pce=07ZrK7)@
z<@M{Edf_)v@E^d{I7FxaFYr|ig}<n2Hca1+Wj@jG=iL^ymcu_zyb#J_H2>=9_5Zt@
zNM(-pq(r2s68T<VaAYf4_pz){u6dH6OV^oXqsqI=2vMlL=C0mY(J&jY!R3CiTPN&v
z6f|LAbxTZtcWZ7{C*wk=I-mo6b@4i1380XAK(hgW<_Pc-GDp>;PYZhQg7WW=Oe~FR
zw51$J<)eriPeG3TkW;cellP=uNoiz8RkNOB;)Upq4Z$!56+0sXAoLzDG2}rg?R)$2
zKzh+FEU@rkSo1nmL|;+x%1;i<5cxOT{X*7IQ7Ja9{)KPFeKQUkpU*d+u2Hb>mZ9mo
zMw{;_2WYkd9B4~d2T<52U<e2TH-K`W^x<546UhWsuK3PU?fF=6ykk%|#$bb&vQHfu
z{Inv&oU_?&ueTdsy}yz@-vsN@(za=g+@*`R2Z4zS%0Xkm(T;qDk1yAt0RqK95-0@w
z^7x4Fmv;xmJwBUZY=SBvp@228k%@ZoVi+v8tS{H%^CBeG=C*(;Oa5ZT@5cjBunRM~
z6CO$Ey(KvQ)+(1Jt`ff~Syx^xrRzVE#ZlTs=8|E~$F^C#soyorpKJ)EoK<Y1b2Eln
z3PU>ZrSIff$Id{=jUwyKGEmRH0qv{&0jr;N-fe(_sXh=KR~OE7y@#*{3c^e*_AbGR
zD9imFD1_^LOd`))^VWx)tlj5UjdDD#YhS}8QEyHqJj%rG`aI$g7qT^ri?u9e)~_6B
zy%37TjI5|`gyekU%M`93v^f%%$pb{>2ag>06`Jx>cxOL~w|+d#!BAkWStt^-d>#t?
zYVS9dct~rp`Kv4SsEU%(j&;b!vYRvX(NmF9{nD`2GmU!Z$XCimrQs{`etULB@~c=a
zl3}+zUD%t~8ce^#>2CFkLmS2?Md)yfd{--elrvk@28I~(rjT2x#%PCvtN(Z)G>OUH
zYgqpuNyzQMx>n1Etlh)$0A)SyoA_L&hN<!zaUK-TfsPRN@oL57O6zQejq@`zFRa+}
zmq#%?)O7rdUKf7MRCDHw7o(TvQwV8Xd&Wju=dBsJjiIBMpdwkk{0S->$DF6kC}*Gp
zy{g>%eO7QXcnA$Qr;gwWJPdiWGnMJB>|+|rzn(Rd<8~aQDZvt|L9y9IxB~^yHaF$H
zl*mpdfx8jvFubr&`@Bl8@{Y5jThL^Csa7iucbUdqL%tx_njS=L3s1w$Oj{KUeIz;G
z%pbTM4GzGXKJ&G)HQ-r|yAbss=pstA^6N>reHs@(Ix22m+!9+wN)TpRg7aREWwgF7
zvlo@*%?@X!Q3uAcRkvTH8!SZ2V*enzusg9?u@mK_Y_|bTVxcEH-1}m?5^36xk>nkB
zn4U@dXw|1r9mHojriAyEn!X}@5&EDV)Q+W#55hyJ-?yaS|3QEc)9N1N<lSYazsx$o
zhD<SzdZ4j1*_1C?TUzY7<~FZ27?AeX0RamUv&<mp*qxxc2~dW4;ij>{?yF;%d-(-d
zY)3KBjl}nfQH1<7cm>3KlvuR+PJ2yoxLc1iKeR?~zitY>ZWxN3{cw{8u$T^MZ$BH1
z?!G{bc3#=pw*sbl|J~QOeAfakX^0r+LELfRjA^P(_Gl}P3c^*6-e4EI`*=33#l#EQ
zqf7JT)Y*JR6Bmi0tKOHb6l&C`H`u5UlI33Rw`jBF$-A2s(v>P>#5R5{8&opViuce}
z$cWFAA0G*&l8ca|6}AJIgv8-n3Y>~>0n%{*NqZstj4XCNas&t6#glBZ7$vq=<EC<A
zl?7SlK571of2o0NXr7;ry9>3{TJ>p&R+t?~47ywdJxErz>lwbjJa7nVaXWQ<{N((r
zN6uV6MqWx>Q`w~*y)sto!AowfIHFtHsam};|CM8E;yBGN0EqG9r2z@_#%c|mT>OIU
z>N!w6J!-Ko$u*K&J&O6Dq~xo<QmyP-t^WS`L-;f*jdR7s@PebMybK2i;z*~^@Lq^T
z?y{MS5)GvNj$c@-(kq#Qa<`KZT81u1@x6RZt9$KNoi`%Q3q7oPK{De*&n+!VAIcA|
z$Gt|IOTu^KHaX?8R@`ahso<4P<#zWQAm4@)0dyf=9bN;6pn0Mb9Ne<|gZ|}%B{9l3
z-(vII%xmtbru+0)dz{cNU0TrELAW1`CqcizP?cn~&G#?(K9sv46YI2;5bmax@o5!3
zfj}8uOV`EWMolo{f@`z&<jJ$7t?yiLsi11+KDraH!4X=owb$5}`aWcaLr|2vcxM;I
zV_Ea4@FL&IG}T@1i?T+ZHaI<D8%vxydF<oI4q{`D$?}|MD#6I89F=jDn*mxQnhVhd
zcg1DF<}ym&zXgA|zO8P)F5l(Lcc_-8Ba#6%`Xx`Y!&aE01B#bAt7}Q`)N|^X6c>R>
zvjbZO&j_@S{Jh4y_z!jeDz25|g0#+UX8pjvE7q*mP!{{yy6IwGSR8}{-@-WcX<B;S
z1C%cIFt-nY@l}TT@&;yi+DVB=3X&Cu_i^)+_5#)*z*A2qRIK1pV53_mVlABYn)z1Y
zsyfQ9L(jKhp#<rUj>^?*CyqkTkr!~pyM6$we^?HM?%>w@9Iz;OWW`dmS8PnzNY3Rg
zbGZZZWgj*+ztuL~`$o&7N6+mDUB2WRe#6pHGsr|_KeeEpj{ShBaoavg-n>tuDqJUc
zYtMUA>>pYh^DTBi%&KxhA-C*`OxENHqjd)wu7e=?-2|Ct)Rg;gDnt93%VsJsIeNjc
z-+(SDaZJcsPhkdYljWM~yM_(^QUD9SX{jJMg9ktFx=EWKhKjx}NL7*c$@GG*`^5Rt
zWn!v7-@7HTXTKtd>lqouTp{r+l;5I}Z}}=$wVCj4i@|WESF6XxFke6gX;p%rMfi^;
zX-3X^jrw5pZEEDec;x7W%yz=d|3?Tt1A#$qZjPHFD(ey)efq@cqRXbp6LLd^5fO}T
zxlc~ouTqs9Jq&Qdi@!L|blD$$`SnR=Z0vYwt8GyoN@qMHw0!)tplWR}W*>liYFW&G
z-y0<NX3c-O@<&$vm%2WxXK1>TT=qPuyGz!^s`agRlcr1Z*vIYZGM%(1tMJo1U=92u
zI1TH9)_^~dG25U1e*U^!_NP8<(eh;VUe6W#?an?d;k@cYv18!fG^eP^oc5N05W~^m
zE*mL+XOHr+_M+C-Jjyt=dm70rQZN<CU}@D$dsBIV{Ps-mP=G;-kW=t_wg}UXREq&U
zeRoPxJO-uNM!B{BG6@G3fok1R#hzO$Usq@Lb1tko;F4UZpWL%7#@`lChC~&1%TzlB
zFWox&!v|d9g`l{s36Ow{`sMs&sIQ#WZ~@d<TcXa51?Z|2zx;OXw^7a#1ok@77RG|5
ziuaxs9ImM-_gr<V0FdJIcAI65H3lwgi9MdZ;k->#015~q->_SMTF&-Xp15x`)Hh+&
z9u4kxaxW&;_zF;=z{YK-Wl`A)NBd;GqGw|KeErUPk20wjzA~QYeUjYDDic?_eMD3o
zz=xbVM#W#WWaeY$d=-Yvi4@2A$6B76v8OpNh~qN?rR9i2;Ak{QX&mp~6?Z4ihGnVb
zWWJ)iBu3esV4tk33c}4L4zphm&X&)tv++Xm8PV)OI{Lt@*Dr7SOQ&<{mQDfgZX2U!
z`CwQTI+AzG6p^W+O=gjiX}m*R<JuWBlka;-BqG4Wso?pK@VC(mZ7nyPV^+`C>Zxwo
z{PUX;Xzb%@AGM44wuJ_qAJ<esjZx5@%a2m;ju(`s22$?r>g|&!ii*bhYkJk;hQ-%j
zZ#Ws);BYfKtkH`;YZ)!xaY(9N%EZc?%#ANhfG<+AFz%jwGIhi2C*|(qRli3;O~^fm
zI>UE(BO`(Qp|2*oT;=K4ILKO(Q2HO1c~wGa_84uGl|@_96aASgI`N;gn*_7oM8RgS
zy<^tva{^Q#1_1FW47`})fM|N~yc^%_X0&a^b8^%h3EF1oIfm?*?ycTD)iSTY?#)}J
z)lO<~a{j4iTfdK+Mcm#mK9zoWv8RzUh5t^L%MnMrF_s=Sr2RpQ<=p}C&)YgG9WFnX
zm0?>L<ER%g>(1L@c0h6{QsCea4io3kL2g@NYFcbsin0kQysw@1pzV8W@U*qKLs1h`
zS_x{&<5+90n$m}YqJtnvtEzc9j6h#rS6T=;T?JQUaf7wz9MUd@-}E`>s)eD_5iwJT
za7X8+!6Hwiz1;O00N6mZK57CjHqhdey2wlN|GY;kM(w)u5mUFZL_`o4Uu42MXkO;K
z6?=)Y#<W+uu%|tKZ$8CkE=4JdDTQxE+cV|%0J701u&gGe^e^p;e}J3YHLK()E*(Y~
zFG&|>mXK;Sl$*%?Q-SZ)Pg%5(;=waLbP2rvxBq9K4fCl}c@YZ?#05@9F>=WOjM^08
zVo~`pZ#ye0cD&&k)^Db>+7I76D(<^@l|x#F@sb@Y9}lQs0wU=3Ul#jp)!ilim7Brf
z$)CFDS9T8QXc7$@14F3S8!C_<MiXdHOu}f>+-Rs6Y<1#``f=JF#ZMa12OZ7dt|w<R
zX7V1u2~8H^%L4EYMw#?%&-I9<9b?Up=#roJCEg8P7-U{7H+4xBZ;r!fY*~`1c^uN-
zJ)+4WATxsfTuO$m)Q>lnhd7g*_1`~o%ZNJhFdcWXVpnR8(xg5z=WZ}Z|Cj17m|EL|
z6%9*PnBBR;pfVJs{;ijzh)fYPnWuk73T;DrM;R-3e8QJ-rMPz2DZ%E_DXZTu(wKt@
z1|rYs6pq*$SWAkjb?pe)v;;PB<(uHu9AUf6spAs`tj(nU7WaW9TDEP~uZTjKEX~5Z
zTfR!s^n~%6U_0t1%i2Vvf+}C9Y8EaYL5cxkqvmf8<op1)WF=IgTIZzUCb95l)7S{*
zc8ie{J&7Jzu4kxoC9U40G}wwJ^Jk`tGIib7DvZQc+IAqFt#s~zsOB8!KW5EQS`zs9
zqdCIzc;*<f4W*x9x;MsQD>zg$9+YJ}>D^-0SO7X)>e%2{Iu4s(*cSyzO+>&uYdzMy
z$P&cpY}>NZj*WHr3bWvida&VIlXm~<x2ji&R-q3Aykwh6VPJ^dqet%jTe>{(5mcJ=
z1m9e_{`}qdLkcFV!-AI<%c!oQgq3dBTI!Jcf|E8yJ-3k=$%VUAvHLIk;_DbaA;eLl
z(eZ24$62pQFTAxeKZa6|{5Bh~>`>#uDPhXBSNqsc^|1ipv!!kaIte+#hfmhmjFt09
z<KGL38`bH3<=v<=BW)XE@Oc;ne$jq?1N+N5D(Zz{Y+_r35t;p8==SYIVoT{THsEG~
z_3B$I*w1MSj7U-GVNN-LtbCDxqPAKD#90*FL!@aRb&von!mH=>K-rPzv9Xst(#{_R
z1%1uYBlPQhA06m+icm9%<~ExGXxrs)LymlcXP2Cpy8TBio3e=_|0x-KY4PWfDlEhv
zZ>~>M$+>|M=SQurdX)WAmL*2-w%)BrQXi&F1PL0_d}#+eVk~Pq{~Zq3<S`y<hVwwE
zw2a}ZI{{r!?abf6Z^RHbCU9VtNKx#6`e(()CgaK`RrvHftI-b|{w}m7Qlx2}Q%Bxb
zX30j^Ysvz>^H=nWpI85>RX6~8L*iV0z7JGsyUqiK|AfY!MXx9^>XzD(m_~Fh(%otz
zE#iy&YSB}e(|3c~oi<(yPM5#N1*5+uXsI?X<LV2bBPHoC{pM_A3#b>%aX$yEgq=q5
zU^|8xOi5D^?nSYgqyM+Ewh9w1x8qjQ$M>sIdf&NbCB~!hGxFMEYaoIkgRIB-l7E}_
z<Rk8h-Q9d(y*v946yM>Zo@KE)FA{LhzE4@Qh36>v4<k`re=9j^6S>U#IwDcMg(Qt(
z!!$9&UkM(y8|HftqWYK@XZN~s=fv!O%L3#S5pq}vh!qZ%w{Lk9Q~ZrLwx6=$BZH<1
z5sR!z!U0Zs_uQx%JZ-i}lRZgg-H>`M%{q?F9GB3O01u!+;EtgDseQ%g@s@2~o8Y6%
z${NNL+&&58XZ9;IwP0R#N2C|hH<0@+LKSBs`^KtPvi+<N6fl8PDxY>vj8fjPKt-gJ
zaYC>{$AjX0w%3MlNN~($Y+*Ay$^{dBKbC7tdyg>j?LtKydE4pQzCXp3uyvFCHIw=z
z??<d%%8SJod0`<9h%BU=*(bE;Qo<;K)O{YfUL<=Q76JR;6OG5R_Dz-dm9-n{(IM!)
zi;PZ&>U5W6M^E+<W;!?8Uht29UEqcN$mjq#;{fh{LW=vvWOu@p&GkOX6$l-Kv1Hz4
z&c_os8|zC{a{PWR9UDC&DKR{1I^k6`l~MfqrrggNZ|c(af;4mD!6?RqA>rVpCSX%0
z?TC}I1V$hf0rKgqO*6Y*TVCBdP{M;KMOVyKt-WTN@C4$9CCV?ak+geLxP8E`_8#X-
zmcr${ypmmmw0POt^VK||-rC4G-@_fmLLWd#q}3av6{xB*Ook0?YW$#@20J;IOBgO_
zX+>AZ6v>a=3b3&fA65{0FuKdEGu|eF(i)%1KTSZ12h9+d92#MAg|d!_T~&_Mlo&?J
z4G5Zj$r)dk!SEJ-whw2oddkYVyS2ONVwL+aPnx}Mb@@Bvc6A}6qE07*^-H0}3tGw`
ztDo4CLKaCMSJc$-;MlW3!5C&{HWY4mrsDC3CE`~QSkS!0s$ERO=dFTIk`U3DxKpSI
zwStAcd61SDikv3S7O}%O`3$e2KFv;90GeTWHsH&hBnte7X^uATi$ce<0}9HZ`Vm2G
zf290WgyN#7sU7<L)C{hqNdr(UzI`C8*%(Nwb=jNFX}bSgcFA;Pc`_V-$=o8`c`YjZ
z_I?%S%e|De!0%cwedI36rY2fF`JT)pU?fa-dV>iP_jM#rAL>jEwXO(K6`uH6J%8|v
z6-a*8i}l2EI9E+HtFyls*dNR&bDc3*RYqFxebKV4)(wcYDy~EAmS93`D+G_|IC!+B
z6kjoRS)0mMNb=f$kfx){!bttwTi!fE9?{=N!PW~8Ftr5R4hFrJy3p*q5?NhikMoM4
zRRdk0+%W=Yrc3;J;UPXg{g0{=Ih$)z_)hnyE}!8a*!XFCZfq{5&3E2$&#C<thcri)
zy72+a!22;sz}h^DuiQVKs7Zi5ARAWQONX~@p8k5apP1UB8-j2Ek^1!?sXj$ldEhcc
zw<vZ$ImsTZ?nfm#sm8QcBsWR&m3_{Afz$Dk;2b)L6VNA`77?~y@Ynbc(wQWpW~_Tc
z{Vg=UpLOoWyySq^L5_J1DSneH&KnuIK(D_fedR2pf}U8Y2h?u7iZ|;=4;GDL1v(|K
zRt&V>ZdW`GDw_@Ql6uG!wG}p2N*-=`q1l9T1gboraE0Nr^x}_hC&rvw^O@N+WHwj-
zNd0;}fGme60+00yisRS7^0SKS%@fy#@a`AckUdP|<H;tM8>|DV8S?A-XXD~*O)PUZ
zT#INQ$@ZQLzUlt-@bMgk63;2xX~nlt7W@_E4K12Pt|l|w%!~>;Jvrbs7rD-fXfL-r
zBLZS}35*cAU{ObXNGUxeaqb%aJEiD|q*})AgB|E*9b~pS=jFt=M<|77=@fhcF-Y-x
zC}Yf@fJ1wJYN9p)+Jo9W{~W-<-v>cG>?*^tWBPy>AT5$&#MauZH%4kn#%)&b?{rRz
zMGX7Y69`NX@I7Qlmv5Q<(%yWO9VVNCS4R0|jzRCQe}WhW#X8GIVsRap^up|_Nj*#c
z7lfP1e0UI+=#Bb90-w4sK#t-b?<GKL^g|q+@HF3<lgN+?e*Dt5(8wU*8QUgUS@GgA
z?@3%yj#ta|%2E*!DdM!d__V|^L4wQ&WB_dVWu!pxK4bh4sctj6oM9wTZa{Zw`KrQ$
zQM>{HYqZzcQs<qO6&`r?s!m*tZ4n~W3R!$6#aZbgM3N<fO%h+|dd_JzR7Pg1pr4;r
z-FF+md=uX06bZ7G*rpb0y?joq{*l-mDe_|%-$eQp-F;$<Gff)>Jye=gS{8F9Dxv0b
zMZ-%;Q!xSl#YGAAb>1mYe9n>vO=f;fonMjno<^)342HO|{$C5neI~d#LIW%v<wmg6
zruqrNb1!12-mZo3u3?OIl(*mKvpFv|QKNi}kN2^{{40j5PshgJ71it8*ItO&f%s=p
zz4SV0+kiG-N~4+3ArA32My>HdxUUtFe&g|Hp_mVzX_v<#mBbsNyTPQ@8B0);G!6`G
zpl1^*hdiA?XPT~U?)fjWE=f^iqo(72eAAXdY(E~&(<CP?VbdmnEeugwD*cc#y74}T
zShKY3T;d$ci<#oxQVmce?!G}mpRfbNTAn7zB}%=$bnUsm{j)&7G(IVVE!K^uUxjbS
zsg|s<`G97-n2+)&#7+tO9|eZ_0Znre=UC32D+7W$=>x;??M=ucJY5P{WN4-3f!>bv
z?At{>%%@9NV|t`hD~{;6e1B5GUT@dD$+@mohyxV*?9RQ4+3XgRESJ==z2ucV18k^n
zgV%e#l1<hn+11v2j$;11CjDmBmOS}ijT#igEldTAX8ZYz0rRQ?k=lw)`Z4m?p`yk(
zk-gOGSv$<XogUzNUI`%^VQQ5IKm!v*G`qAY=a$V2MHRa-O)agLt6(+=&o!6#gBc!8
z-Eb`E$R2Bj2gPv8S=7(?XMje_Q?@VJo+x(Q-P)KetR?BCrUULQrxomJqZ8kgU9Y04
z5GSRx=u$e|$V{96lZfE^_T_4c6RYDkV287F8g7HSVL+9RT&ycth_HYj3zCb;EszBg
zckb=yuFm#Ez3Cd)R81nddIWK_D$gaAw>U^eaBQHO_;R<!Ep_6%d{KJgB~oY9Ofc%s
zySseo)bTP?Xm}R5T9dpt#h_I&7FaJVWxFsr)V>|EB3RTXMI3j_oznH6xMb~G8l2Fw
zigoN9AB|`b86chLaQ*tjbYs0L3oLDogAx6suODGw?aVLy<$WA)?OU#?MR)VdjV`Zj
ztIvqg;Tve|%=7D3ov<z)pSLGg<W>b%K9MyJiO}ZTfa)N2?CaeQSuPeu|7+IQZj=3x
zx%fEiJg`>Ak{Nrh0TNK9)8CtGbaB}e7Puh`MYHr~yj?mcCN?PKYmb1N6nJ}KibxgD
z<bjiCqFB4~QHN{CKozQp7y|BC2YOY&cM`bki0{{JMb`R@M&dyCxN;PWejKM<RZu34
zD$?pgQ?bf1_#|-m*+EqE`88SVYZN=#%6=;r>KC_ly!&-z+;YE$`*NR@7&|Y2wouB(
zxL3HsHvKrmyR_)~I#k|}6`mn*9eqj)Qq2K{F9q19XYp--ui3czLH`&+mkT&<sRMDQ
z5h&e?14}iiK|A2m;Y{NeMb4SejW62ISud?7hS(d9%qU0*euYZDrr_>qO46HLP==YE
zBzS>y$HfgZ8jAm}1o<X{6~~`os2|Mx0!TpdYi)b}Rkzs$ExuW4fhya0t*a?dnV8_d
zC~_B^v>4da{EvxU_#0-E{8V~j>Zit8K8%Yo(-e~Qb77QpX4G_TgprZnQJ*2<)U5FT
z<>^>3__4!s1|wW*p%!@@R;4Nmgp!t`6M+*6+Dxsc6qV~Owm>tP<?yLo@sraj$R`Zg
z1{&wyrt8m=F$HsLAY&|XF!%{gny}Q_Tuu|!l8M-R&O2^)ql4H`za62YO}>};QUkZK
zuR?sk0NCzDw@st`wt~Y`d5`(>aZF$hW<GzZFAU0~qhSXQ8i6?$RL~v|$t$YcK;Jbq
zQ?J%%Nyl*y*x&ks_=1@J>wi}RDtYt{k9R3MIz*X*94>F94V$zQs`K+3!zi`&83wlJ
zc74ImLBad~kozx@x7(V1uU@r>`8i}?x1J~{^^Uynj%1zxdTx`dC!L+Ued9qZa~GT|
zU3n@m0$d)LR1%YypYI1+!W*CF&BDm5D?3^8a99fC(fA9D$W(8h%xXF%ozkG?Oy3!_
z-}qf$NbMUY2B<V6ghR>^<vE#(QipORJ$TQ|Kh+nZzNY~kXwkodHAhl`CbuWH^1z6Y
zZo$}(h<|huD4UB4`<@xx=K43h(yMxy&!B5K$CnS9ubpOP;Y@EW-S7_vhIm!w+KMI@
zt`iD<@!?ElI)>AivF7VbgJ5#s&&%)D#JIk-PG7^Qh##GLz1Tb}3agA5_+0S&_l7Yi
zL_?qWy*m}C*s0Tb6SE$^U=W#pC3xntL+-1DlZ0^rI2{~o!jA;R>A&Y#NOwhg=_W%H
zj+p(%fZJF;WJ=RG3kDqtoIAn&K?9S@SL5xu$(ZFm+uRUx@MTOiCK`~80HqCg7l-ft
zfWH5*E%-Bp#+EYRD?>SZk`Fa4HDNR{Nff#aCYS!zd*;(ux%p3=A&r3M8pyC=fE2Xa
zs0u8}0w!49fvq0++z`w>I?zN#J<v8(<#0W$uaAA@th}nSl5Ww>{<%*ntm2yk5`2bT
zh6Q-Q#Ej2>n3`_cJM<J<?22AqKhs-AL}PZVC|dbUhe7^9@z&E^3c9B;O8DUY>?WJf
zMLv_KDt#ER%TzTMzI!(3n0*<v;WGlOK9ii_UoTDzSrr5G%xfYd2EbQx2&h_+=YX#q
zZS(oA+kU9zkWd3@KefjB!R0lNAd>Ot!t_>HDj*%DjA`9(xmj*^i1*ung|GPGmOIj`
ze}+|~9}M1rs?M|M+)8N-Z^uLEDsQ>{tW#RGGj&3q@GCJK!D!!>IIL=mpHgHBs3-w$
zFPfV{3nT84e%oDiRmM~P=j98b`aEE{S3a|K9XtB+DsaK!9H8s+YQI$Q30^40bu%Mj
zFQo82`E&j`b{79S&{_~OU>(KQl@CScbBPnnqxfUQSJRYR^&yRl<N##u5gCjgvbv3S
zpX?WE+arQzU&AtnrQVg%P3~=TgZ?j?r99i{D$N-K${MTR#)xoP=E@c9apJI-CMhK6
zYH-}0*mp)S?l8otE6&Ba_xt+n6#=o-T_0r*c%UJW<gaYqU!#@~#g==wq=QBH$}AYb
zeZSK+_nJ`Wf2|TXHZ$EC<>6vHjHa$vSwov;6QdL$!?}kbQ<jxw0J8=91JG6WXSL6K
z)-jG=3Rv5A?U#3Sq4s2{iZ&O5gVF3vf;_o~^akN^tG=mRILhZ)c=+;G84;hyo~<=P
z-m^k+o%TdDe<6di)#GgOrmsP)JG&~Z>=;c7!NQr6G4d15J6o$#q6QN1tfp~Nxp33U
z7hcj%;OV`$`)^4)rd9u0JKu_N1M82|oavfepT~^GHBUcW3%a}G-H!{7k9}ebApN1d
z(o{A3N03aAmpt%@9#?HPeN&sVu8d!48u@snV0pBAR!-!i6_gcp3RPUe{K`Y*&u<J(
z7DDU{3oCPKj4+g7hY14|3I>#!#JTAgAoXS+GM*c{t-Q`tu5^y|970A_Xl&wOcKN+`
zI8aEW)!yKB?u#+#D@lrb5uF0iC1fcXEK>gEmEc?I!kZKzp!kdq{rJ7V3BMj%Lw5Rg
z%NTlQQn-|ZJb+jdN}X8myLQmPpwdhpKGBxu9eFi8<9PP-5y1B0yGop-8AD#YyLQ4U
zB<MEqUUBc7_G(i|BU}Jw>)aRQI#a4Q-OToBH>m=CK%USRDMN=okRxc3?{L6aa4zj4
zV?oiQg*+JAREfM90p}6>O;nDGy}x*22QVz$@#nFZ1kYx*ZVT*6kBh5nKg-(^+eOw9
z#>-oRa9~-EEmen#-JQ6Ku($#a8}{y&ILzv~Yev#2HLJ9_-VupIErnRT4^aILrqL>L
zo9`I6i*0SZoo9pl&3=G11}dls7=D@pGzMmYVpoN1_A(j_m_nP45P5e+r(K{+4f&YT
zZ_%(25AgQ{oAP1VvDzY}3m|FaV5=sK8MSGx;kJMmJ@l%-S|qToMjOoplBl+cWHBi0
zSPvN{{EF<58C##95-5dA`-j2+P3mPUY<d$#NG1uC(G?`aLxa~TDlP_<Z-a1}ZRKNQ
z#@Xu(M+xu1_UTyTiV@<F4IE1Cr=e9H`{~wbI~w(;ZfpFvZVTc6^g3yh^A>cm-UF1p
z6hW5*Lfn_!7UvwP88Qd_@0Gosk$g~TvMQ?)c`@){KA2yb2CUfgfDKI<@S=om46Dx6
z!@-a^$n9(bWxEz#bU?~-m3GR%4TO6!LY+xd1)P=K3XykUg~B|0{*-vZ>EcJvOP#Hd
zI(NJQuu5?Z_i-GNplS(<N|`H(`jt(j-mQUGjEZ`|l;z&NaWKhe24n=l@+BFx%J>Yl
zHv_Am5zzZuTzRkaf#Yb{JH1Bh!)q9Mr2qz|{z3$*wCsYUg#PRgJ;xk$Aug@Tq&~D(
zQB|kV2W<%5t2}8bT~0^vfT2LB2crGv!(5l-*s&v$;`+$y?#|}e%n5f}!8ay!Px!Ax
zPLocc9lQy6+11|fJuPV4x|4Yiz~mx;p@?8aR_{R3fyeuzfgc;dzs3``PABL7U&TaQ
z5N>Qd$d7bHv=%05cp02KEc5P2TQ-TSc|x#I&-5}wgCa!Y0vp)I`c!v?yvR1|b~mL%
zx^}*xTN|1Rl*s53YG_dJVa@Z9o;wR_ruNjp!Pz%c=#%=AY-xBtV|A<vfwNe^+8f0&
zIl2O>gl*?HbeB~VCB<gc+6hC^Fqe%kw}aCr6JZj`pRsM!W=qfA%7|DMpv47F4EaFr
zCgmDk^vMHP?`d0C%W(8sYTH#~jn1*(m#~GCeQCdJu7j{b@+?wqnn-emZyEwW+b<bc
zVD?`%lsiA&?^%b=))hR8SsBGIhwoKmVe#%|Z21`p`0U0~Bt-Mi?k=MkL2h<VF6JH6
z%ZSKG;s$<Q7}@McG*MPjd7zmQ7RH=yN|3a1k+{C#OuAs>N!1S3Y?DuUd(-J^S2F({
zC<T~1Xj!ahGq}!_QL7GbdtHX^G_!+*!ar0KcS#Tu^jBXvrdfQ6#-Rx0EIL_H7KO52
zIfxK5WT*rzD&)X{vuA*Lb2hZ|0%yO%z&_xcQtQxt3aH#}%48fqWb@x<+H0k^gOpQU
zE*hghPE9D4L1MvJ+nZMDa+gOjacO~`LF0mkLuk+0qNfCThoaLSQb{F)5V7#3eeye!
zw+s;WHYO-B>nH){vnP?cfJF;@{Mm7^EpSHMC0Ala;TG!B!-M&tJr4uAN_>HY6*!3V
zO_h>>Av`n;SlsSi*mpPf6R-cetGTw0B@jC`CHI!y%Ius=I(ZDXPG{faQMgo*8DFAn
z3&qxe085ga!2sHGa9EVEK6O3@h_=3p@@hhjDes=8HUE4Qn;q+gTsq#H>{Kcm&)UP*
zjTrRsSk3f=h^QIqyRFA_WF>759lB$;0YM^QK`8#9?+i$idXL4Y15F^|@exiv(8xss
zZh<9W1_l9J@98hWcyyqAME+hud-gLFiOMmuNtZ?ud*l;IsF;n}Xcs2|kdRkMW&hn5
zw?`QE>h+bDmN3lO=X)sB*1M_O6y@<~{?P2}O()HfAd7)2EUPOq+q%oE`q3<`N^tr^
zc6MT7Vn)D^sthu>f?6w~AXFU+{NdR_D{^%mWHF883f<Aafb0>ZsnU6T$^iG%;7)G%
z%IndQ*YYE|{os-|Ls}cP@5i94Yc*6Bz1H?ThW)L{Ki%AA0!98_&omgqON?X9cHT&x
zaAcRO(uLOWLrnVWiqtu#n=i!ruHSh_r=or5PB`dyRssmp8ghq(OqWb;9w`G4+%e!d
z1_?5yJ88PEUUAWo3|`?K^Szt1;pd4To6`y{eUKbQSlY&x-CxLCh4cG!8k3nG5Y}q9
zMX3AnHxu`2C9)O>f|i=Je-R82EHe>qe!%~eFjspBJ4uJ#nA(VWNn4dU=smBQbS;;N
zYMV9HWqN0s99>X`OATp}u@Bl~$76R5aBBr`!#m!JYIb)Wg~NmR(K|#wz%)*wQ~KV`
zt#7Dd(wh+X{18=g;L`~Ej#9x@Y3Q@|=QQFDgw^zk1e2N$54g3{IYyIODcdf_LfN*d
z21oySoOFZ!ovwH*@SyS<+$_S62s441nB2UO9*1b73+ZuyQXuX^P`c!vS(%Kg;Mnl!
zaN2GrI0wzZ{n2EeiXVqmN>rF^y8&UNyDe!53Qq&s86!^tq;Hdny?*WJOW<d36L`V8
z?X>KApQ!mXCylz*uOwfm#F}8M_RX*Q2E(Nz%5e_rrq-hknJy_&W7henU3wpf`>F7t
zKIgm2zh2mR>a_3v+$HV0d46=UdXG(Vrfc9S6Dxnb>W9M;rg3o(h?Dp;P%RqLzlFbF
zF>X51D|9jPh{_(hZBOdJVAAO!KUS+M?6H@$@^)+Q%M{{c-BRlY)F&lLbR}x{fgs8J
zSCU^3%b4y{Eb)D1w79!=yL5iWX3kJ8*T4v%f(WG%_p84>dRzecDORr6yL?KYkv_|c
zXs5e42H0DYhs~`kEm08w_8oeqz6XmE0!1IS`wUAY=b$jcl}jWq+yh9sad-Y}?b7mD
zo|}}FEcYaZxIvTfJ7GN&qR?o??$x;H=uyxFDfZ}>16YunAZVBXJEZDrXBw;aOQ)i4
zFs@wWkZqnMF$HMS^{TU4I;tyx^$x<2#WGa^gGZMTGkKYL^6&bsEq7Qnt-Q@{D6eb3
zZN7ETeEz=-lc{exnJJ)C{N79mTIPNQOuXz3NU)6W1YY|9UMX!9SqxUCJSPmvJlT*X
zh`rq(sAi|Nr}t8q6GQr0G_>izjlEk2X}AHJ3Ot<0!RNZF)z~&4D^pcrP4lYDR*N8G
zL&>Z5CB(A?sj&Ox`(jy2%xVSjLi`OIcB$zuX07qnv3<bLcwl$X(QV`xhw8?AZEfQg
z8uOs8oj1#2_UmE+qwj&r*bWc8%xk@HUVw+c@?IY#qu0xa`g^QZXRs`dj}`FP(pM6z
zGP${;l8vdLGlD!0BScBJda%<z#}(Si0s9j^+twCn%n=xfa1=DluZUXE%ULG;8oTA}
z>xp;hIZ)6y1WFXzEhw~0>SnnxW$@F}CIU6hqD4Gc`a-<9fT0+$<dBqE1+@cwFgShu
zR33!hg~Ajnxt&s_ugqXUL8sVr(VgU+al&jz=(-ELnA018&?rr3Y4~cBky~A(Oh+a(
z?`^B!aIC8Fgv3x>tIh~l_Mi#28Tdwx$L|d;xLkl{6p`g1zViRE@&*+p?jhRz)CvBD
z(K?#$O6PU362FcWJ$yvz3>9~!hDiVO_}rNpFw5lb-BU%wv_C2%Fq)}5m}>O>l#NlU
z$rVA(90|`=J#>)LJxA-#x7Ds)cRD^vx%SEaoDp%P7khZ2HLFdqJ3Vj7u`{&U?i>e*
z-QKd>l>zTh555#A8vbBw{=P8xV0tq{-X|bMT-9f&4O#QDm1I2d4n>;}$cT|kak6>9
zVH#?5fo2$_Msp>y&n)BP?&H)#+p-s^kYvPi+IaZ2j0I0A{qD+>m8RW9sp*jA%lE?n
z(Im1^3IMebW&?crq_Qh8%RPSAEU(>W>|y=oml(#9ESPC(`}wog$+=_p0%hv<$pohC
z=XscTU@i-YOzocrfCFL`wy}b|^MNa683@%^z)sICe&K=vnOxYz_Gptzs;cpItJ|=Q
z24XCrT^KJnI7yc0?;3-5Y4uxmvd}y94I2)hZNmK&?Q;TO{$taa*;l7%LMMuE+oNZi
zD}#c1A15}se!HFZ!d~Knx0;<VSc|+iU=CCs7>!g6>?YC`LgmlqhqZyi&dhZKK9djC
zYlxu2{_3g)ye8|*q1RYTSH%pCRd}S13USfihcs+UG!I~LzDpbxnue+AzO-FDgb~eC
z%)So!seW@()m3%fJgocV!02*<q1Eu4mr&6xC}?)^DFvwaw&b7x(>viA0ES9TZTZrO
zSk7KFz<G^;aj%Kng_GCt85srGBDD@QZISuq05c)EP;K~9>h0~$H7%{ouU`u>p|<%z
zfI#dgp5qm{DBFvDoVoO)`x^CaU?gCuwLx5Me$(k<U29fU3li;jY(*8bL>pJM)9z;%
z{V7pVh93cB-|`}0LA>0oeC(M~n{AEKxCYA*$nv+FoVy<HxPX~7Qi{WTBQf_1hN@jd
zvgHNfaJ28m?FsAeQ#CEEZHNj!mVV-_q;m%+ROYY11=-&cK4jv*oXL1(<DF#m_^*W$
zFiW9_;doR;WJGbmI(^!N3V1EHzp1u^`^sxRfutcC@8g!6b3hL?2KF{`D=5hg3-|hO
z)mV3>{oXhjAHr&(At(RSjcYn7UWy$qjfGX)Ox;cgu+Fd8yd6ClBHpt2)STijwa0xp
z=-GJO-t-&I*&R*Eklnbe0#hZ$uRn^O{;r_E_IXGRBPpDN>|7l$znyp64qS&+KYkft
z?gu$R+f|f8_%tVXe)Tbh6^s_pkNT_y{l;Fgs9L$sLBE%#p#Z0BFf{E!BdML;55#v9
z$VtcDQ;Ots-lA8yoZICL289c(rq(kw=Yku>-Rv09lJ_fS_k7URYj=#wS9f6vtKapE
z<NV4xP`FzcK}7<B-;<B9V)w^6J0{r~)LD9SEJ4{1!zjpC?DB$kptYBnIy`ZZXVfUS
z)i^m1NGoOpoD~3<<(~%TQRpc1u#|P@$QZeou_D$JF0pp!SSlT<(*r4mlrh1*q!!z1
z_2wA4&akmPd+J#jnDq)eV_M$y_*YgMoj$l@u^n0P^ju-bCFZ(4st%upF=4~EPW*xx
zBw#bqWb9>|P{IifSB@TI{h&Y%%1`lB$b&MpN?M2Cbfp}Ty3U`UxI?uYA35G_p5;9D
zE57%D=E(|?wBB1)|5s}!+8?sh?!H=E_i8<-mw2-i6o3!)Kr(gBUwh}iIn~uI11SuC
zF?T)l+jDB?;PS-Db@AQRIu`9`YX|dzU*$R-oyvjVQbD1%q*z}dd&94V!$)!PQAVJZ
zuYaP*x5QEd67~kfSS{PAdT&M?gs{E*DyENjGW^{Mj&q2TvP}Xc8zWD{qjayPm>21V
zBRy?yVI=uc^vZIhuCMOB*RjlBo<oY0fClt0V^^ZLd$eK}ZUl;4Ql0P(3=Hn?vtAA}
z2Oo>M(5GFlT38(TR$yBBssoPZgL|0#*6iONjn!xv`NoXGgG%|f#>PaogTDo?OW*zY
zygWFNW|v#cia<>k`)=TjBZR}5*HY<|Q%n83CW?%Bvuzdr@gVLzz3GM5al{Q=Lika6
zd>|k`hPdD1=FTL7S)}r8^zXQ{w>@lL*L-NOnUg(Gt68esOHa_Nc4*pTc5scfxYB!$
z{qmt<K<^>d`TdCl2@F{)5cg0Oe=bQlNgV~sOx!{JSYN$JT@@LOPvoLOr$si2@;LK*
z#A(*7bmkl#+_KwVBj~52+%E+1a1f*YG$;S}sW67r`nSHL^-#|Q7BmJ<?vAvIPt7)O
zc}L=@@-d`7W51clmBo`c<+iAhqU63b^M_L$QWZDfg<p{Ybd40@_o6N3+ZrR7VZwj9
z9|2gdLeO61Eg~&5E|l!t_D?{Wr3R_zw6ABI%zgJFSs{q*+G%YUjcK(e-Hm#A)RFtd
zbqMXO?**jJRZF;jQ?Lx4zWQ4M4Biq^P0$#L!Kv9hvNg*4+@Un3`UZQ}k>3i=dAV-$
zQ7CmLd^X(mL11tSc5EALP-%S@Nk4>L{kcY=9t0C%-EoMWRyfDZrdst+Bq&L`Y`9l!
zVDdS#v<87Tx9Xc!74N2yq3K%T2%wv~625-@O6sIXId2%{tA=%h40mnQxty{f`+{*Z
zt33rr8!VD6e+3L19;<O4g<K55YSa4JEpWooRwW0xAlQmADXJuUUbQAax?NZNm3e}b
z!zW+tha<1-b{TCQ(n5=Q%@q~YYE#f*$t1I#;-QdN7SRVN4helM!RX5d56{5I<<$Gl
zVh?sr$bnak0iouo9-gh;BV~N8S_v_IWxP1}!qVp(p1L+=pmf%kvILmJE`eVE^TVt8
zh%BN+W059@?gNe!*W3=zu}Rhgx!Ay1cD^IaIW|-fP`a(HI+vvvUWCuc{?2t{dO6*c
z4;kpka>@~A9UtqjUDQUp15)j{5u$l)MHwGgos16<h!1HnB#5_%wD)c<Ch;bj;yw>s
zK;roP-6_I%nZS!0)QExc#8k}03Y&4ES|-!f5*47rOg9@#w$0yZuYF>>&vBNPv8Q;^
z=4tbv9@zX@wG>qBs?B&_9ygWU>YsDkO}=<BIr@Ps)cPw@#tsKNzHzxCr!>of65rgT
zj2uJlCE{Lu(k7h)ADuu$0wj1~U20K1HN{@|S_I6PL6c0DG#9~`oI)@v<>s~mb;A(y
zdI!T9o7S&v0Y}$yP*|!0FkHkiBd8GA>tOkL)C_aT=3Gn17{)a*5<}<E?0f-c?VUDO
zEgQd3We@=GK0F^^8=Dz5Vd^76j3PTiN(nHgr()@)(o^qekd8u}+?GZ9M2Z;$$RvlZ
zQU<scAG&WnYhMAdZv4|pvKv1i-kW!P`Q#TuDt`eGp{5XtA2yW`zMZBFne2z5Q0<8(
zrK}fD6b-ilLk-BCxO#6B>xn5twU&bB%VofE`98@5xdcRJb!ly)1{XZl#+w5-`(dUQ
zH`@`^VE8&c1%y&Q(@D{az5kK%<kSh8?J9XB>v3^5-x1vNjLOb>d%Mj4(F3N}U9$EB
zOjBM+D+*ox&uu_!8VxZ;(N4Bm$N82m%x2f_h5=yr4&e?;18QY{L2<4?tgyP`K?1D(
zI}B)Qqb~iLUR_bPWFr3j+55_R;N*LL%Y*r#BxMQ;e4y_*-@%iKfngL3@F@YFM+7j^
zc>n6%a_tRJa|Ye8Y`B7gfcx*!rMB}HLo0x*Cn;mr<d7gyOm>2u6d8Ox?+8+AM#9b}
zjzGnqhqnbr4t)H0MY;&I+Q0y-3d!<x{82H9ZO)bzuPsb|YUR||s%+^3My2c6)kh$c
zda#fr{Av)fa-b?&Flz##Oh?|-)eInj{OSzN@2l5gJHNevJ<2dTi$}LT{i;b=_skos
z#<5ak{{GiDE<rGq{|-wMC4`^#TGm?*E`GR-;&k;0g6ggur1E*h0C?sv&N_}Ztg+YX
zq4rv*&EK43vmuR5d_BKIx>y@>zqH!z{U<ojsW_$9hcgqcQAM)Bm7j1kV5n5GDQJKQ
z!IISZ$1FFA-x(cZz%$;HbS~V_*-pxS-}?cz52<@Ud=$_lt!-BI0kLvB{;&#Y{H%aR
z64v)7@y_o6_eJ--`R}iRi_m??Q5uJ2U>cM0Nn_42G+Exqh<(OVdJ+4*Z^-Hb?EA<x
zr6yFAwQIgai9Bq3PVC`tS%f0<h$lH=lwHIxODN=CI*{fLnwN4*OL)C$gp<Bfz7$=h
zECGEdrL?KkMr6q-(hY#hygj1?$X{w_rtT@|wLCufOBvK#?3kgN2-&@;^vbVhvYbRn
z+G&rU9}y>7s>H8bfQziKTv9jpz}8iWGX8`n@aU>$0;4~uqkFt`!MvAI@wjPS<ybF$
zX_oaCrAxwDi;I`f>u|2{WavK-c`B{}DlO1NE=ZUU+8KU2W4)tZPu>Jwva0p5uThX_
z*D?_!9i0)xe>P2(Y-3<O%GG=)-@~;K1RKAoy9;+_&GQ-R&yQ^QZ3Dmu_MEYuO7FPs
zCc22yAZi=i(bLa<J#(E5I}K_jxgocVv@%zJyX3BaIPk<W<*>^9*Hfqq0bp#g3mBV}
zF6o(FJp&BQfpfdwd}o{~up`TSqM2&t{lZ6qzx@z**jSTQ(|6;+&4G@QfO<`@RusKi
z#hnAxn+-tz86V%_0TuDGxdtbI<a?{eeb<fnI1zSl#HAKa(w*5Ir`5Jbo6eS<_(q@5
zG{##p=;?t3l8zCOKN@u0l?s(B1M!jYHT}wG?EW_sno`4#))qYcM1SGy7RkBo0jPBZ
zGM&G9vhdcWMdC8v2_$-t+0WG4EkRjcM>LxZ7BYDU{>hSvhF9y~8olwrZB`$cOV<Xh
z*(^1Hk^#Oj)yAMLgj!YQOcR_-vNq_Ik;A%%BwSS>vfWEi(0wh6-flA;^P+_zZBJIX
z%!P)UAw_SrGJT;OBu2i_3@F91`DEdLap_>+pgRXHOBVqt3ar3YyFa9=y7kP^ZEIqR
zftgdCj$W5HlV8bPYpXBTUfZ%716C=BGXuNxj$)zJj!i%AlLnAfrb8tr#?kokY{nTZ
zag#HEaB))L<{_TJc9^*x821H(nvpfZ;McLX(9jv*QEf2l>~`K4NK}CYo<{^=B&9P1
z*hxnn)S>vpspyLwvllC<a`r(3M+_2r40^HfS@<S#YlY3!80}35m1+lspDz*{Eo(uG
z1N<|pq=%)a%&sP6?FLXYXBg_sH<C<OOfepQnq>fwxtLZocsJ(t9w=4sxJWQ+F4(m~
zW3t3y>J_gXpiHAp<o*I@mUXSpeR}0$`>orp9;d$eK$`KG?Kl~APGsR2&<Ys{TN%df
z4IarA(4I?^2|ylZ;w%R<uAIP7A{cP`G%D0!b)=_)mTqR_{CX{Y{!e%GSdKnyyj@6)
z&?uB^8^PCi7S@J#+16B;SV4$Fg_XXUEI8#qX&&IKbHez70xN47=%6aYbXJcqtl&ZK
zPLa=(ygHra`%}B?IRlipo`%*&`FGwOQMTqJd^L9+qh}99;Q&+qg=xRjrNV>viTpeB
zINypwe)d3-V%6Ph<x3Adi$b61fwf^-<CF`m%WQ$Y#KWRKGJaGQxQUGeK;(;cuLoHP
zG>2`eZqlr%g!a}Y-N)e?q=fs-b@THDKkL<+Q+sWb06l<%)U|cx%d_=+fk_m`tTN#T
zZoX_U8Sa?)67XE9WuPr)I3KjdyiZYj;W5aZqA8b=GTP8Q?L_#%ktu+^OZV&Aq}Vmv
zF7vDJ7P7isS(ngVpz|S&i9?2?Vu~oIK(MvQaoz}vzT(s32fru&t0yl6G?Gw!#Ji8b
zziN3JUM(=xE8J!UtnzC`(YxS(jey#Kg_X4sRIUhwGL*?w)qN6}l;{LJ`KN|2)3lnr
zEgvIW@{*@YU+Z@kqJlJ41A1)D#y3o15<{*SalO^I;c>m7e;&Qj%Lf(bbTVJ)b5lDX
zjVW0Af`T5T%#5Kpmc?Fq1o!J@8H>h@jkfIh4`b2i%9I!KZsquW$r5jZkt^?*p9No0
ztC)MgymFScWTjf`!`gDIqyq<9zV&mI4uY1WsoN(9>K1NJzH%w^=P1m1qE=`6;Vtia
z-NZ7mu+7vO0o5-{?R2r>R`|9UnBWKIA6NkM)rmbSZts2o*fHuy7z>E1z#T^+Dt0AF
zg$xWd$z_!dxys5hZDldrTw3d(CQtY|EZ{yJdRr>_K3eFr_fR*z`&OtSX(Mh=+OQoB
z&7sM#Fdow-*NqC3>rMA0l8vu<HVjUG_avkUzILLIy&q%o<2;}uFjuL>t@m|4S?~BG
zjyXgC=?S~^+h@O)bc+2TDFzhD(VaS@?{Bpua$cG^;Q{6udqT$mMwIZ$0W%Rklk(TV
zZNAJghZLtVPE%zTgB)S?46JjPrvAQVkQpk78h#sW?>IB;KOWsku9)$$GG$7`3%KMY
zo|itkAaG=8B@5rQIxjUKorlO{CI^g0JtI;47{#G3s7BR;OC(D#zD(ld0r3R_dzs5t
z?=Nd#VA=Dd1dN8HxN6@{P*W0zao>li<@k*BE@M7>pyO|%mOUHTKKgi2I79>zX#uX1
zY03MG;tv*y0}oB2u>}%jSkt|k%XsqMZ)@_Tbh_>Ah(Ul~F$5d>J-1yR&r<Hi*gDcr
zPp4K-tOcadIFWuCIZDwme0{{9DQs0=Q&z6dWK+Jj=8TvX<husSFgdkSh+<=D15<I?
zW*cNd0HWNuZ^{|6h-<amTdVGqOcV|%29)oBB2CG%QFBsuYZWpm2w(RB_6=J&cH$_l
z{Pw3H!Wb_VD0|q&U6LT7CK!C`XyFLTHCY$6C1yAkPv9v}K>tz=Whs2+QI3XknMTFh
zD}_p4HC>zkkF2+jYkGadfCq{kK;S4MN0d;cOIjL4a)geOR_X3e6Q#RDVFN}=cNj>6
zjBcdH1_P-PBi?8J-u%4hFF)sxFVCL1<GQc=y3J>d06O)l`TV=&%FqGeCV!aU7<u+?
zZ#AWTGH}1<C;x0YV6BV*YC)oGf!5ed>`2vXfigp50RQQ##mUinm4CKK!Fi3dPd9A8
z4KZ%g1#h|VHVGt5=X6Ufy3G;{>t>-<y9B*H)o{_E>-u$4^9xVs-o`N0aX6HO4@8$Y
zkFsR^tLU!Qep&}YqFKQ}vlBa<9}cLHg?$3enlD~hagiu;8WxT2iP-;0Mh$jS5CBn!
z$Mk7&@VnE2RqEa%6(nhs=gK4J$<!}{>!6PT30gW2)Z1-}4aaro9yA-RVZr}&0An~$
zJP+orM2sQ<d1fOsb%GkuPCa%`<?L-)k>*ulpv6XeL2&-JQ@ezBHfVcGscj*0q^r|;
zbq)Me0;*WrNwRYJnegpf2U%|uZf)SD336$5^As`W6H)MRg=GF~-NYF=U!RmHxawp0
z|8wA+1vt~D)q6a43<}6y{V@fQKeml~P>Go2wsk(HDI57hwS_sJx!n@Ix{s$?2MO`S
z^hZ|QCB2#Pxb98i=wANRU{luASuC2Ug8^V#fYxM!ekI>ZHxu$|%Yp0KLdZdH4W2Br
zBayM-Y)89qsBCT4>2nclMHJxFT5TnQTa?vxIuPy!I<-7yWkesRjtZ#fl3>#A9=!m4
z6kGXITZpcl(~xw402YFV5mYP*7xYrTfzdfA9*h&!#-INsrqW#nYSI-vdW%$SVfR5j
zTq2m4x>--kQx9mZN4F_9IT!0qUdV~uWBYdC-d+IUf@op{WXp4q4q8=&U63Fd-YnHk
zl;+z=@r;T1I5Mgq2-0A2phBc$EAK$ZZNl}<NO1JE7bwdNRMlOUCa^c!CVC8_$kqVS
zXf$74k`%PxvYKc~5#F@g8@4u3s=O5;Rgjttw3+O<*@XXY1o}obz?@fb4@l44bfj%&
z$UgD$x9#_f4A~uE$37MhRXnSFq$76>w;)$O1QIhuX>~A%i>MZ(4<?BahrPzi;?pWX
zNje<njhMI4xNAGnEYrq$_hG<E(P_MO#{$sjIB#zygvAt3pFcc@(%yXq`FuFvEQ<LM
zM)ve^T;A)5yyt>Lw*J_W!^7hruV0&CK7HVdphST|o`=i<YJwNuTUs{P|A|vbNVjUs
zt=;OK4YW=8E~_bA4G0rmGP9cRUS|o)bn(qq%rEeb?Cho5y3QBLa<c8u=bCu$h1za>
z+;OaVt~&jxsG>e~EZA!_jKlaSmL{OiQtWk}<RX$rzs%9~juagt*I-H!2K;5#^XmyP
zaup*LT2q$9yC(;4qM6hMIH(A}hk3mPByZpLSFO83RQN0dY(QP006h*i#fpq!F53w2
zT4fC81u7jMA0tibU5NANz$DT#K>nB<`+iAAb(IE{%_4cI<CGGD6=eU>XO`}g+b%z*
z;SH7Eh%BEERq+jKQsc$v_}r29zpL^cy*av=Tj$VmG!U@Zyviu#o9cb)khgq&zi(Oz
zdprj7K5}boGybCb`&wnHHGjt16X=D1WLwau%4vN;j@%UmrYeiZdx{3Q@f$WdmP@!R
zX5d;+4TxUS;znBaa(R~;Wku4M7XAcHuy2?T?hp!kuyo6YyaIRQ9W%nMHednOQF0PO
z>3Idmx_Wv^1=@gWwAI8ra17G$1}CR5Rfky%sa8Yd(~qs~fpz=nNbuWcD)wieq(4$T
zv429<D(PJvVrq?rYy7?@gxwnuZXIoG!oRl|9de{G>J!SkSGqKx+duu8Il2!!P+p7j
zqL~ZWZwYzkuFzg8Te>%#O8$PJFs*)q`^6ZIvpMoh@>j}<TeEEu92IrwqwYpKEo1*D
zv^7N?N#MwwQl(64)Q`XMFkbJ_CwEb(zk(<WE3z+l;F}88xX5Vg!E%2kl()RXZzEg4
zglbA!TH>TH0jdZ_pnf&b(@64scDKOGrlQ8WI9S#oHYq|c#U-TIxgwUrp=}{QhcSt&
zmK0t|@i9V26BQWh+>Bk;WOZJOxHK;8ulpx(EoJ%S#j0YNyr1|S!BCJnkC2&Ci+%R~
z%CYT8`;`g0JMHc2lF?>$3&TCTZJE6V6g~hBw(@;mqw8Fy{HpYiQ&+LU>ps_w*k=Sf
z!#jG2FVCr+bU#vMkprDmo2tiM(YFf$i^;JgjHEo99-=)zkCL@eN7F#V4X3)!LzF1_
z1;?6BFJ1LTHQP&$@fj)TM44o}q#p4awH?-ETr4>8rUf8bLs`7b40|a*h;!ZUElhI3
z_TZDtqF#*L**H4>k9Se_leMxTEvS>MylB=o{k4_Iz(g2jAgg-cbM?$3HbBaY1LjCG
zsm^<GIAM@1cpa`?3w2BPY;-CU%E(On`Gi5h^a+?0S@s@E98I1RdhRa^^t?}25_P-)
zzTE?XF#PG`JUCaR<WCJ^RnOQ>^Rla*(FvyjwWnW?)6Hf>?4Q(xq`wZR2sA76E6Y!g
zp8jHb_jR62snypY?1<><MTzLkEf?iZm?NknTIJr#jFono5YX>%V7|oam^Nl%A@7$6
zG89`}=Fj?}(=XbYG`Y*y(H@{t#CfW!^TZhFT@y)JO=tL-G8?Ex(9XLYFx&_X#8n2o
zTCY`8k{teqqEX+f8)>tXTyh#2lTay3K|>$g>bg4;pJz3x{v3=e@%L^F6`D9=;|vV0
zIJiMRo;P+T;&@Cv(_pqfrn@LGFe7YJK_Y-P@EsZXI^kUFM#5<hACG`yY>YW#87<N#
z_3u`=?_>{{Tx1!128bXl%gdHyw_3sMxf{1`A%A}lcU=GVnK($fH0FSsQM6(0T^YbN
zn!3O+%ra1(dseHtm*<H-s`<gRn(n{DbFW>1O>eROd{-kXRUk+2bTZI;YhGQ0l8e>1
z)~&gET-Rolm%g;nI0JF3(jV`uVjj|#7H1cG(kU8JD|?YUG>072-!)nNcd^M|ar~wE
zEZyExP8!2ulHuCw<nezcY{3yWh)W&^8(l5Jg8tNd_vrEQ=i7t50Y1Gx=^;&BgQ_JL
zzJ2@N6&bzgyouwS2Z9t76b7XN(s4o=d_qFQCyXpC6<|8}!ua)*Jmtt@kWZh0xk9C^
z_CS%^`*zsIk7WDLAMh9Mn}nQsWL*0dD22O=G=F?0emk{4BBr^m>ua#gXiXAnVztW9
z<4#AEG5Wd$*y2)Q*VOEF%Ou_#MH<SRt8I`f^T>$L0hLN*UFYM=3<nkMKD@)F6{_V*
zKkcd(7oT@2t5+N+ND}9g+Jm&^R@0YE3D-6U4tp@Ra<{7Ge7mn~x4)%^`F`g+DAgt{
z&nYec)5)p}HQ!(x9?QPDw^ztDA{xrOR?{W>-c>D4XSxozuSy0>hSt~0yBr9~hCsF6
zT|Tk?`j0H#5XIq-mIltXPFW$rE$;fEzHhD4O!clMhP@iQJyafqmKFW}$o(H>FQk~+
zqm8SEnm9atbA}H~v@yvu4i5yUSevVqsfAS%)BB&WadC0Y$=|a%ZgvOyeomQJA?d%)
z#gN*x==14HR9@`d?sf5!XGcxU6D_cKJ{BsEc}r&=?$F(;jOuuI#_ZE2&{M_An-%e4
zxHq_viD0&#K)v!oVyhH^AIsihOS~#%Kc-k7BB1nKG##Vj3g)<Tb8xIxQF()534Ov)
zl7_gRt2psTJTtTYPWTyA0k?;QY-Un&uFjgU(ZE^Yyq@^X&$n5+58K<X)ReAIUIct)
z&W`k0K!Jigt8aSi!Q1PJhJS7f{`={~`jMIJ{SLMxzd%g2Tr|k8KP*p{=!!dFwsZxU
z7=*(+?5aRl2QuXBL<9Wi+ZfbanFQg1NGvjd->=BCa#aeGs)%~E>cQFhh;%I9JzZ0_
zKy|qanE5zo%SVF&HQvgqhrN5lJ0~H-<^{mLS$)K0W=G3`dAxUBT@QKr$yW5glC+(a
zhtic;wqDCkgDWl@I1csnr^4Pi0_(a8H0A2r+5pll6|i5ld;}CK_kV}87}t|iGbW9A
zUS4$AWr#n~PT8feI;49EX9<879yW}52Ua`ct_mV04#7XloLJ~QwC&>BneA~`7c)E7
zr@EgJS27#-A<d6}8nY?4fY7EW=ZgET5xzE3Pdf(>TPY~9@t$PMH{1!3Pi1|Op#jES
z?}NEU_Fz;xaVq9k!!nKc`Y*+SOo{pw6acY)VYO*H2Hxsdil_#k;?BBtQAas2c=dQf
z3E9c9-Trs2v1a>5UV##ct^t2fdC$-le%kutBGOkr<LmFz{DPbRiqX4St~twpo_zaw
z!{=*Ih(kbjEskV1?TWS1!Hc1jn6uX33<pP(V-eByxw&o@msJFXJXX|#!NAvIFnJRU
zX)6S7A0XK(#9YbyPFN;SXtkNAXeTlo6-%qOvz3@^`#O8uyP|}>Vm2>T$`EJ+lIhi3
zeK9tquEr0zd**zyo7ZFgHRSLk>E+5&t5ooC@OdaHBy869gaa*n5+fGbHxyof6jm~8
zRFP!fP@7>HdOSZ8fJ==w=uv49l=dd0F*i3iuqm2?tOy?jXcQi5?41wIFSM(joY`Zx
z1UGH8T)vIcFo6IeV62vEIsDzb#sIbMyJsc_qxIv$ClAe{w0;><`E2CYkFA_sf`n;C
ze$@HZg5zW&WIHmTc}NAs;Y#$pCSJYM-^b5&N@$U=;pei$<y9r&?|B!O??e2dGpUGx
zL+Qf_our#Vi@n!K>?5k>=YJmO+4U!!N%`M>&kNd1gq?fJbq%7QvgPK+PV4dZ>R+B^
zo!V**+$dImx5E5i!hCL<)`)~8VX~tYP}bw>)B1lk%O&^LdoX7bSnR*wH;kcl^IKor
z<w;m555G;H`l(`VdkqWh-fd%*h4O%>y+R}|_c|t2Eo9vid+BLB?gZkyyr<pPOQBuw
z_JN*N+~Ls`wbq}YdGTSa784)NVyX8jNeXM|f+*Dfr@%}F9Xh{J3Ov*A*RLmvdTzLP
zg`lUs^2uk_f1jS8w1v{WyDwo89RnTB&o{)ZH*y)$QiBUh$?8hU!*_6|PRa9foAZZ;
z{C@m5-^Ku|uoH1!*Rc$-mrHa9$1+taBoKw4WwXB1!#{>6W}rC78_T;SE(IEu&x42S
zD}!2aAq<=XKi1=)mUsy@UcNGW>D5z+zu|8U)EON+i!=mLB!YTNfJYXZ$_o261f9zT
z2<wlpzg;Ci+6UTyR+CW!gVy^Jh7`Ks_L|CeP}deS7Wg)exo^5k2ABh<Ki+%tKJf2i
zc_%cR&{XJijI7U^-5qG^Z{ya?6x|(CpI>s~cb~GYB@A4JK+5^Kxz$5mwOgZdT=v7H
zH%3acn4R^9E9D(GC|VEE2B|R=+CVdTCD?l_+2uIZ^I}oBdCl&6F6yf{=~<8{ytSHU
zE0&iQ`zu|o035vOSiyI+_mNXl{`PuVEoiUU+RCk;(Cf+=L}TkC@x~=T7X!fO{N5W3
zL8%FnhZ0&TYv;MVs+Wsw6RUWbGKQM2yHltWq3keC{(M){^0<h1mp#TH61LbVn&$Rb
z4#|9r5Ai=owTx>-W)aJvF9eeFEhsAl%?azQ8?>Z4=Pb)y?0x$6JK52Rof^6A__|IB
z4W@(pf2Ts44-VNQ_LOJ}FSK}4X5WsD-U@zs>VT7S|2n3$XJ-{f`sa>Z2y93Q_RJey
zxsa2B7jRoGTKpX#Dv)3G4p%yS^y7Z8xNTucIQX%%qg#pBrv2}ItJDFqdS)6o`wO?3
z9r6_9rSJIOl`^M|HAajuSenU-#sXP@Fxwsm9&mYjEk@^cq7p+kIkRWCu<>6(mgKhq
zvM(lr?l|-K{GUhxCIB<JT{sPAuu~P8#<QlzkSnYK^7511eTT(Kc{eFoY^)g~?dY;V
zAyGJP(I0RL0xr0YIVLP4<T#_-bs`>Oh~M>geP&FburQg%E|xpUL5vtpU9QZnzmoY3
z%}zK`O=XNZOC}7iC+AA=e7y2iGNywIGNe~fIeO-(8#FpE-)wR6x&DT&@6lzCgo@bu
z9L#z@V|LTlgWC51)?ic}Qno+)S{-u+gcIG~g_$}%nbE-d>)z@*7j&d`JjyZ?U`pf!
z9oQY7V_1&46Ib;4=VX-N8~BgM;At~s%TEycNV|{?pO*=uPU3<Q;AM|2Agh%77${%|
zOLt9~SsC_rcTvs06Z(4^@0hyevKo~}#P7Ic8f2)6M~+)7g#WyhMKB3TUV~GnkV^jO
znt=}al&(!m2!5zz$yWje`!8AxNp-hdDT*Q8bEm<r2iEOBi~qCXRQnG!(^S-w4>ow2
z<^bIb$dHZslX*G4;-JXA$-G#^SiYGgk6)2AHbt*?>Fc<&uK9YRk+i8SXarciGH4n#
z7D0?9z&+ZH`NbL<ywLuUa&4~~Z@EM#=GM={Bt?h8e)hi%=n0F<ymJy7JO(rV`~|X{
zxSa2`ub|Z`7t>yvnXy@xHvyFBR$a$j&nU_Wocib&ry_8tSgF#Zo+e6S(U!Ka!&QG^
ziALhCRLn-!0C-Aa*Pbb0_wsL;&bBeDQ=s7C@MV(*x$dWC4yjKD63Ffla{Kd?07W>*
z<);nsCEB%-eKVQX`wHeGK&|WyozoO^hU*esM}Bmq&sCs}+5}pV5ZK$4+Bf+jiujOz
zfBQ!|nAg?6WaH-gZ)c-n-bJ~Ms}17J_lQ?V$6JWQoXY3DG#=mqD`v8;JSB?GywZ5I
zvpmxGViJoITJ;9+nza^2jR<TP=~Ts?d6FYOw!)ubn_1Db#w88dBp;jT5KUqUTxR@~
ziIe`et8EnhKl|W-m5IAMwZ1wyR;F*ot-?Q5C<HxpAE>4PN8O+oJ%bR~mOP9tO)j{a
zbe*ojp!-?@=qjt1a*Q6F@_FRAu1Nt2lWDyj+?CO}ivB+1$68UrN@y^=G{$fC%YCzK
zLELd3Pba`+Xx{0n2T{|hR)mdoWf5iy)I}~jYahkfTePNO3mr=T>}X1jUV<#z13ND2
zn<?@iid+BYt*{o}-1gYE;B}5<zW?lSne&cH9HnD;O9oTf8W|uC1%Y?<L9wSfdbQPi
zlc?XQUe`u*H}&!LZ`r?%8@ELbSs)PFDyu_ovkxEZUC2-TOPp)-%9*c+-GQ|ze4@WY
zy?a=RXM4GH@TVx5=sYF6AAxOL)CdYfFfTyav$9DJ&`{K1x~a&@2XX!HUb@GRVuFdr
z><?dPAy&opbsk6L)i89CS@9>i*7ncI^_F+!ZX>#WmczX6SkG4h8F@%UM%Z)Y(0y)r
zQfqD!*V(9rR9*bW`#VF7Vn%FG-`u5M@S92g`oTW;F1fjNlA+N`1NT;+K&`Ix=}Wc;
zs1<4{cRAz#KMccg3z1H|L*)nsP?(HO2>sH^a{F%dHg~rCw_2q-$ES@SGW7Yf3Y3Cj
zu<M4*;E-Gn&P6C=Kh(Mq0s=89jGZ7Vh6wDcl|*3YYO*XZ4i8jEPg|!LPY!AL7edW%
z$ErL-)XSw+nn_&v)}2dQvl$_75&xiYo|P=JORb0Zcw+4x8|tk&O!M*t?NpA~iD_}^
zFnyqo<BkAvkGeN(;KnMha$NlXt)Njm5I0=l>rmg4vYW{f4`b5bYhpe^)lfg^$@hO9
z^8OQJ17w9D-9--B@R@V;tbCo~$?-Mr_!EI{b08b>w2x<yL6K!(R+~5z-apNVDM9Li
zhC~1)L~fpk-oY0+^kFqnX9KrT@AkVKC_zB1R7PIG_P!3DF^wQ@Rd`Ux<6skvW}b_s
zYugWd^vNNtvC}~-Ei~C5t6VY*c(WZVqnQ7AaSA-%s6R;OMT`3%C_2QL6GMaUQtfTE
zv2C|4!3&r%o_*rlRI&T<Hv@_3Q6?-Bl-?EQw^bH^^#CpNekuQjwb-M2-;4_%_dhty
zt-(I8i{=&t!2l%vd;r5XM~K#|dbKwh6{<0Fv1EMD1W_*5bpA_nV9Mt;FAYS2S=3Sl
zoWE(C=y?F&j8f?9642`gnfNZ>K8I{mxD_bR{WRnBi<cGu1l?4D;?$ElSbm!21>4`P
z_9Q}D_+^GWAdXCR!}viO!at-P-3iVrB>wpcUijNl--H#Gm)l*+8gyH!gG@^q_f)G?
zw9YC=ZvkV?dI+8KLaKcHSO1^BZQ@bUf_z2t<e`otIB%E7JJYbC;e^!KRu*?n#s%F7
zxgl@mx+2}CPf`;;;?Iw)#%b6&Y|6*~1&-5VL}ECaxnmVvy&$tx1fYhP4wewtAW_`Q
z|9|0*9JF!QpH+oz?l`G}5TVYJVc)P=;t6pXQa%F48#FoIo4zk@$%a||P55FB3(CVA
zLx(bZJ*X>yYAwX--On>b%Fx3@-+_el0CkOfiL^!)Ha(<G`7S-8M)?%P_$6**V0P*B
zOSRMQpkgE8Mk_i<tRdh1C$fy3hYj7I0NPh<rxw;_(foIhjaF0Y;TgV?hlas|{7hdD
zl<WKoEcN}_L!Y<oJ$_r@{P0`y6$oo;W=?TiQP0f-jblq7dp^HuEd3pd9XJF3h}`g@
zCfeT;zd-0*dy2-wiVXg612w+T__Nz%EF!$fu@x3`_M+N{NA7MsFEvC#z*}6{pbwwr
zvpE8G3qg$KPJS1FcQ{L*I+nS-*3y{UC|^zt3ar@MgJ9bqVRnrxm()>1mk>%Njf34O
zrBAn4CX@od2|8e<{@#Ex8&}!iT+wtl?|f2Or36_A$o(jM+9q1dQ(8PC&9SCt1HBAS
z<`TX-n2GgI6LYlJdAF7`zY<6w!aNOWqi9Y{vo@?>lKU_46yQ~-S0poW&8Wa*`1#!2
zmzsi7Nhe&Wlx^Xb!xN1Vxu7iyh=Pl`$^z2I-M=vCgaU$jP^&~<Uy*0-tyFgQ<;#Qe
z5l}a!gII;X6oZ>vvTv^p<qG5^aqK7MWtph}xX~-Tcvn4Sx#mI-9->Z@Kup5egvEiA
z%ktW+j$(#*0JS4Xw?Oi=hFLfOt6dU90@S2@pBevoMX4FAMiz>_8{KGP{6H__;a5}E
z5uUfJ6Rpu2(s-?LJ13c1qV>_zd?LzmyzQ&@slr%~X9;_kButff5vPzZ<dFxFgJ-gP
za2>3g=X~<TSLI#lHiKyq!;HO{{ipnxLtA)*-P+~!T|KZ!twBavFAfd)GP!R0%MezE
z^tPVHsB>UGSGN01yaBc8w2mxna~vQe<8y;&a9*oD_Mhq{s_M&I$xC@@3|7ykz9}|s
z7gWWZ{r2?X=8${E`wuw(=LP}&^J}J(KZFAy-IBz+GZQ)z06qVD3k+;kM(rC`c|Pub
z^WLlI-o;7*6vTTQUCDp%^=-a6PYs5=<+2%)ws{AWR$|-&VSYorDfLuc2x@toEg{D)
zUC$foFe%a8Emv$mBNM>v^On0A$siqb18QT@ZCbT?l)E}E^AwP7AU{jO+FZtDDVR8P
z)$>BkvdZyscYcnOVdvAtO#sSjJqzg=Qv!4-!}z!~c)J9P@BdEcCh>G!2sbUz%QvkL
z)Z)65x&A9^8|an9%jedcJgp?Ib+LS$`C<N_5C3h{#nz`vjq|PjJp`gvo8lM0XUjq!
zi+|kQOSxZt(UK`)Y?+GlJct9~?Uj^ai3+`EpB2wdc_H13e^+Q-umf`lQ8bdh?icp*
z?yG<=$^dFh-8)==88!C{FjX32;qdzd&u_^>8gBeu8ojak!g5S`s`#0cxtQ(2hqx};
z`GSPkr@^H&g@QjF_F=?V<0fGeYyRuiNPNthcCAJO5RO><2tqvtAIGClE4b9-F6G>0
z4tc)dz{r|Vb)TrK{(A9?5LvHk5y$-vvOo|UCQ^5R1;>C~>52GgF+B~W+vx9d-`z-M
z-0xX=(~>1YTaltN&!M%+_HMf$JA5}bpwydvRR>(E+qVkiBYTLaVs<It3>(K!2`L8>
zSP+kI&fCyc6YI^kwU9SAp<-K_fk6Zo)CU_Bi=f&y&T8wlZfVNZ!-?-@JW}{}qXt!U
z-ruuj+LZTxIum2&w&`201-@fSbc8FHf%$0ffi0gKnj5&rWbU1Xq-cz$Y_SMZrwJst
z_4wz)FWaxyqY9}JWGrfxgH3uJ2#|rQ-+k3Kj-vvQmdmiYz;y`3C57L(%<l`&`&D1y
zT{?6@mLHaNHO7aDL$+NR`{(`3zB-uc&U+XFKi=j&n{^1)w<r#x!VDY1V&h?VZ3omk
z&EwWuc!S5E8B3dMXg+6lPk*f#V&Ep)c^HYuI$7}<0va1bW*hgIFldt^>98gqgEo}_
zN3H);baV80BY^`-d+vZU=^9yHWgo)`P@CWN4$+~!>YdZ<_Bi7NzOR4Veq!?ufs^&{
zzhA|#Dc7p2lR#uw#(n^}4&K^XvEvz+Yyr$djO6=3;ubdhO+vw82fp7gg;^`S&k~Am
zT+W2M&mk%g)w;wRJ(Ao+$VkujpWU_{FS7sUb#l)rAKbFu1(O(QmsFa8!f6EMgIkcr
zd&J|e?=e)v?w5;NCF>ow)u4Tb;@h0q&!nD7h5pcIdz<OMzDCJ&!^$>V<tN8_$#F9=
z?gCLbVs5>)AIk~}gZ^Dk@e_Z{yes0Bry#~J_kP)J&fw|pawW#)O+U(^8+R5<x@HV~
zHe=13bT|cnG<a!3AbxqC@$SY=ge1#cmwm{h@!ys3&Z%MLwVFcnZWs*s%gFU^nYv0%
zW@_UpcFOOtn{Ix+xk`W2Db?ZwKvz=#+LPrqC;4)aR&V&kpPmD?>VK;t5CLMCw@X@m
zx#TAfMF&Ml%O&hGfQ|Npoh*}KB5$JV<PrA?oeyQ8aqSgX5WS2{^-k?Exv@T&G>})V
zxa?;;Fr>yx^sSS0Booikd}*0i%>QvfK-uUTdyho!p6L+{CVU=MBn|&wVkW84pw_;&
zsxNxKqlt+ww@7g9Dad)kvaZu-ema)cmcnCHXd&gQ&-Zz>v!xI(J0pxbzm(`96FjR)
zArd^SkFkH6_V*cqRZoOrW$HsK_qE9FciB+sXQqy{*VobcUvXJR`E)5Pzv8Q({>|=l
zzFk(<lDy4!zr#?%P~fj;=wf>iKrh(x=k>Sm-(}C`DZ)%kK~z2SkNvNE$X$N>A?FM}
z>UQ;vos1jaKlRxj11!W|l9-Xq#b~LGerRk?1GO}d4j?r+Twn22lcY_~)ED9=M4E5-
zAQ10Fl(GV&GWw@(k%VnN$&1<VxPf_P0blaY?xK5%Kzv8MpoSyZ;C@ocfse=S0?|Al
z)Jtfvix@S4{y@T71O)Cr1*xhpF;sv6ylU7BVC9&dE*8Tw<J$eDNWrz!QqYrvoK*}6
zYV$f|fT?k#ch;*>QHF@$T5v60yI)CN2QA1_jqvFM+vV#CL}S64$v@+%fzAhR<Q%vW
zLs|WNO$hN_Xm!oFwwK8U;@1K5Dk(SDVsMBOV#Vpof>dO|Aje?g68A6uMK@Lx5IvXR
zuF@KWRAE~GB!4Bm-v7`ZTKfy+|1cE)sVKd^^%*^C-E)WqKv5vi!5)7E5=z9W(4(Ny
z5sXpUfa+XQnE%akzt(?v>-mD!r<LU5!Li@^sBQriZ7{;k;mMlvq4@ua{k#R(k5r~V
zh{UAtb8uj`iAWp(0w9Nq&qb4e{CG?ht)Zl*9=kX{l%E)&gsi|9^H5Amh_8JJM&AP2
zdgqLNe-TV910qs1zYlsE)N%k~keD-zab{Fb;<djw!+&`Cjji|6YqPF7fM_r|-t;9p
zq@L~toz?0gxsl#vUNL}2({sZfOXLyNqL>$21M7M8isEdW=W?Ze2gj5Yq(J#<C1ek#
zhJC2nR(ryIv2?iN8`K*7P{`c)IQsg8mY&{n7rlOH*ov(!<C^l8gy2-6ccVfwC?#F8
z%}Y+Z52WllT0O%(KekHm!2Nr)!1w-F(eXsDPUw^0slS~<^YrDY|2tJ{LhQhpU)$em
zkN>xp`}gm6cX5tUcJVz1RVQ%a)&aTK5X^xYYY)9}YMg|`-Tsm4kmo5IGJZVxJ?Y7(
z(&YwU)3>{VgeUKQ`s#Iz=OTVwPK}|H7zDWKC6gqdO`U}RjX<3pZE8^QN=QnAH%jYB
z<7W){e{_;TBp!i30!D@Nii?jsG$hfByUquVX`(>nw`%QwwvcK9>Q6n+XoOuTQr*?Q
zQv&sxc60E+hT_=|p?CcuMt1=-I{Vz&w`u6jtdDusvs?pZQHNC_oSgqt^#qj)IpptP
z#vU{O-j)^d{>Z@pRR)drs&JG3Oj3@5`4UYMC8b|p`}?kH87v?FuV$Ev?&Qn_)hp8c
z9w2~cGj@|n)b2?J)eR;l=U~~Oqc1?f$ad}=6jt=|9)oh$4T#(AHWJi;68wEIf=mfP
zZvmyK#5XSACVBvUDUJGb6P}z9ifauLx*MBQF=P9qKWfL%S#HNVbXV>bKg|m(3BLkS
zD3`EItj563gvs<1K5;=B=t=XDfK6=xX!kmYkJ2Iby^TrFxgma0LGR#$7x5W1Nj4WI
z)BDwXv*kvpElJoLIT&FAPKq#<gqel|)NAyQWOL2g5g9wXdT#$LQjo>2zxFbKzO)vC
z`rVs7nGzg95ckAVR3DeRUk3&w8KZd(%Qqj|WN?D;mPbz!yVEM_7NggO*z<$s)%axX
z+p__!V|W@BF#p0mGXSQWGZq`jY|skd3%TYCBrit3j>Jy`%7bOQC+IMNEV=-L4H2&J
zvP53608AWlZ!j!lDIZRDQGE$s(w2ICsj;c?F;IZfD}j3+pK@0FG!f;tR(wQY){zF>
zH%oh!-<U};LpoN8-zkqxP1RfW!So<dOe`9T$cSJInY&tn+9yjk_5=$K{@ju*-YS(6
zNxZGIY&muK=6e&61nw2MdR$RyCdNZ9K<fsw`19yUU5hz6$DFq|<ms-~n7vp~v*=EU
z{b)Aox0tED#6+cy5D{&vyx8ey5+HWmHjedB2^j}3Mp@=s1J{`IPn7u^B&P#5Vr#mV
z*Vg7T#G|Bx6vgkVrc;)}xG%zu81y7Cs4vu{hJ@%zRWBsx|IqjI_s1OT8RdJ{=Z<2}
z1|__~$}DYMB)6VD&;@}tz|&GnNFWWgV9&xz^}p139Rg?Z2<Z`CgBCx(51hpb!J9iG
zEK}OSu(gOWiQ0QJR5+42JkkYzJGgMVvy7G{p5z)QoQ$QYV>DdvPa!iZtr^@y+%hDN
znz(mWsvnzBm)h0NK=<j!!&p%9fXXGxIdk!!nMTA~Uzz>jzl?vx3G!zm)>U~}1MRvD
zQZf$#9&M;^I1wn!C2@a>a@B#dj3t1`>*7r$utQ}vw&kK|Cc@G7ked7Ol%zLA28{58
zDBz1dBKMC-kuzwRnmXD&QAlbz7xjSyR9!{wJlM*L-y+rD0qDztm|44f)@MI4ecc+<
zrWO(^hJ2FN=Uet^y@45(F${ZYdU7b#Wf+_AbIx&r1yThjeS(kg;o}+c$vMVs-hO7g
zv_3h~)jAn63MX~>HKE+qzd4NZk<z1rAgzJItlIz<&6^qTaO*FgxI7?yQgX7v;v;(!
z_24k`obuufVs(qS<yp%_r=cDYkUiHk-`C~8^@qpa3P@46!5&g?o8s1bUpSZ}-7-p_
zjzj@i!qmvi^ff3vVkWmu3m>L#I0)QH9oOof6*HF3$;gLPftivJg+VF-p1GaR`zyl8
z6DHvDGdY6iHBa`~G53rj%J)yp#+d32x1{rxo72DzE4TR?lNb>J{o+DSeq_udy2LXc
z)402P%qw(gA@aVDl9d?LK^nA&9bnrOunTzvEIO-;ZW&ma8S0FiA!_{G4EDyApfKs(
z_L=a3crVHwey%OY%;1U{^gme?j|nx*wslVU>f^25FtQL+A{G_4p>M}6D`nDjD9v4y
zwdV&gV|+Ve$R%N13m~%~j*8s}fJ)ggK-V4SY0$e005iXl8do$mllAIp)3B|A(~pBQ
z2H}cpB!6e#KpMzhU6C%d_T4<lk!IL)MRem{IH1_6Thzz<40*3|$!ag}zAKGNy)jCR
z7=i&MY<x;B(5Rt3wjNMge<GSvMyVx5mb(Km6JJr~MzBX5sY{m>ct9Kq+3J)~XgcO@
zR@9BWn-JT+H(MEvnrue6%L35c6fAU?2o+L?58C6$0X7Wwb89}jO@Hh`2^b0S#bG_*
zekXL}CozSVD-}39FRk%?m1H;JOBNOdiW(3%9mRJDU`(%6#5wrt1iDOUV){~0qjyoq
z`Q?nCyNWEt^?>V!>N<)F#nXWBAO0Ye;X+&Aq6Uh)ZkiQk2XZ^_H!nVd0yZ`twO)==
z6+_5dq|opcUZxAXO3Y5(T;K6(97ZQGXR{?YPx;GmKQ)#%I4O-6J-mRYZInKJr#Znm
z=ds^%KEKo-K?3O*DU<gCO>n9v^{uUN6Ik%454>s`2`Qm3+6(%kt_0(n_CXTYT-E*I
zp+MP@#z|Y^zPcG^djj#@aWj_;f+3<3-AuirDOXOpiG%}Kr@xE<EaReW?rX@H8u#7#
z<oy0>Y?4442Vr$NU7DCOvSz#NYw_GL0O@G?z*rjl_DD|R&ETxY4ZXHxuP#*|vlBuW
zR1lZ2bq*``C|L<s$B^pghxFK@ByhNij|HF6m0Fk8N#I0yFD}r}UtMe~F2|H(PEL=K
z(i6n_k23J3`<(+QJf>xR;L6av@tAucVTbC(lg|1o=n4TW30<(8Oew<_`az}pd-?d?
z!yBCr>IVVp^C1}dpLbkmEwG2xD-7#0E*ak9>--0qe665YQA)FT62H58Y>U^RlCOaZ
zMcZ)<5GuSp$S?d!J~;dW5Kvc_j)T;%5Rz8Ev>LC58?J&Dx<@|tF9ng09FZf^Fy#Ak
zX6Kxz`HxBFo>sumC!do)mQSzMtsmp&W~sIT51qCa0CoTi_1g5!Yg<q5RMALeuG#1;
z<Qmb#N~`z&P19;@qF(wACL3-lAFt9T^VB3T%5sr0H2VYx(8-9I{GhP!)3YDBf$2!7
zITWb??F+W9of{h7O*1B+DJKXP0J{Ox(7>*d-HdbbS8Bq%u-^)Wd(&xt<sr<ry+cjl
z;7zhP!rK(j1G~Mqwywxxc?srP4R4&(wa*I^EW>lu(B^<=AeHQo(i(IcZbDEMd)dj^
zu*nXi;S`63)OrS6tOtyo$LRV)tv}TRkx~{V?X|aWrZ{*%u}RyulzS{O)A${gVu8?-
z2h_X5)`gvDyg0!bsmF#KY=z+h;jdfjNMy*M7!pWhuK!NJAsY4R9Z1W8LCd-y?31{E
zcpElqWElNmsK{96@f<eQW0N+sRd<IX-6;b=8O*}j*83AT-C>O0w$q>N2AbjX@(<tS
zO&v>Bc0RXXyn{(UfOXZwuX_u&FT{(X7An+PCKB4V@9|$4H!YSjQL(xbUud^<f8;EA
zXzhj$eF;t`=U+DdW4)7_S2ded&2?jle!v*{|9L&NWsFI&F_SNKwb!2sZ`FoJ5J;@o
zA1}B#i{v)2+RY8nuH}?L<|GxL_!wt5X2(e#tPpH>;5Uc9O=D0A8m<@#zgq(LsnB>a
z2A1{;fwB-(XBmrA@vXfbq>?i@RY}@?jcA$tb&_Lz@atyZ5pfBF%TI0Lm<lzv42{gt
z%G;uy%IfX1{K0zAjJ@(xT7iUxomx~*BPz>xbGcoft&@G?!8;y$>Ty}>zK7*M3afp2
zVu0ZeBR>g@6v_YMF??DK<NJYFc9;I$yt&z@+nm*9e6`Xd|G1%{%Ho+ma!wu&QW4G+
zwK9t&N<)pnT=--AZPMni=wHRChCm!jtAGy_X<jh`@7B^Yqw269W~Ld6L8F#*;FJH@
z+M;q#pa|E5>n}%a9+>h7X&cM-hP-f<$~k!|(eHPX!gJz1_k#UC2c`p~re)-*)|&C8
ziypGrc%Upj;>BH-zk#TnLv*{LD`_fbNYn%+9A@o)!dmKD(|4H6Y$cq9S@LqF*Ma10
zOO0bn>+um(-=)^V)?niv+2!V43lM<D34vps(VQ!;6I9o!sLd4hKYlpGWbS?N$<Bem
zFf~>11@v}W$TA`Z8Rrm_e#A&Yri&PbH7+!^WOUf^5K<?_ly%9KU0HZ){d-zp=cNi;
z@{T>h?#Jx+U%|wu!$4)w?IU<|ETyg&N}&3KdBa1jvhwTVlGPv{Ah3o&hMqSi&L3C)
zb<wzqL)r0|!ZkY{B`Ll5+}N|VwLeo_TE@vdB>+s8aTy<9Hqd9zxB99u#;f~lOv!^*
z+IBiUPpGHXa3CBt*Ip_81I;l%51T4L0laO<HU8w{MQAs(-hJHJQvPQ7Aut?o;PSLd
zbvioj1+tKOCGhGOjUo&Z19XxY<>HRJGOQ0Ae_C}Fc_6CZy&2sjBD~i;eYvFsz9KA1
zA*_Y{0BW7LiVSG<<gn77+OGy7tMoIwqswZCv8mVty>h`}z0b*KcL`L|aPpAK+iGOy
z*RM)gXNqelaNrZ(8^jmTr1%V^TwgL1^MFhcfx*S}L8hj*E}Tiy7+cTSmHLW%p)7>e
zAH$x*C+_S3o(gN(4)V%M*_2wH+<q(((CkTAQQb7odLQ~_blVnr;@qpNIa1Wi1b1PB
zGx(~vh9+STsxDfQ=~uKIyVRGPpezQ7#8SB#7yIsA;YDp?5Gtdq!B)^ORjE9U=bTeZ
zOr{(toYx{cAitEx8Er1{ujOTCT-`cayf;!*P4+A28qIoY$#&^em`}`#Cyo6xD%$m0
zBLSxYgD`^)Rl>@e*%zQ0-YPi>2El^SZMr8#Df<)h@Hf0GMV*ii>vauU$REwrkmB5@
z*SZjZ=Vm?+L#n_Kb%0$0o3cr;_#`u&h%2#M>V0FdhoED4DH?K2B8w`{D+wn9%^t^r
zd+uF0B8f}F|KM$x(5u!d*O^ztH|`=f5o?_e-T6nWi4Jqtu0q#PF&H0Tf|&@;MvMDi
zjCx;tP5o<Y#I!FI&}=ls-L`+~DKG=l2-tC+nk0OG>v<O^`?MKupze=SkHjyU7~@wc
z9~knAk1P-E6HrJ#Ar78l*sjI5r`7lM-lN_{TLYA0Tj-z$?IQns@^I2+-$wliptmKe
zQnB>KT(S@KdGySg`B|S8&wQWnPdIT7om7PFO^YB#!`!z%)vSmFicAb%R@?AOjTpP9
zM!E7Y?b$Ob$l?y89G5@AdP_L1ym(9sdQ52+A|PixEp3r;=8Bo2K@sQ?AA{km7V4aJ
ztH%hK4(L}>kSACx`#moGDKNJU(0522|4rOgL#t9VPT}qa)w1IE{`1M=OcS9YqRvlh
z{FpGmZ(UXvv}P0)TW9;foOZvtvy}l0!Uqu3-HM1&0eS%8zYYB@?fG1oWJraF9MU23
z?nb=@y!=-7PM2svM~F~n8W+<77cSkET<K6Se(B!Gyu?~o%^7W=$ZMz?{mjGE`EaQX
zk2Nx7CDQ#Tk(4J6Uzr^*`i`5&>izx6$p64DLE?Oy0hDI0`6?u*^3jjG;;@YUPpyw-
zl+z1f3+k9qzpI6xz5!4h@AJE%=0L)JWC-;NVPApjaYnUVRM%hkMoiD)G*OS}8!{Ab
zF3(XyIy~p_ZC(!bHS(9T*ZS%cnp#{J@c0ys@%s7{of#v#aD!<@7#*Kj--fPWq6U()
z);*#1);r!Q5|jpRGYskfIjc{0ydVLv*IccKvpz<Rtg{nJ%Rz9tLcc@tF{5_O$fCxR
ziPl8LHRYX7gN4+WAO8JbcH3gwyF=T(@vDQhm`s|Qde3n9K)Xg}q1s>1T^WtHacE3&
zaUxfDTwtT;!xhJWH+!7*B|(OAGmEogG7@(F1o?;;Is69ZCS({ZFhL9y|Cko2wHb|z
zp3&Rm{J4d-b_r>#cxuA5;xMn6p)ixW)&Q)!HdH^Nkriiwy_%G<iGpU&Te^;47ZsGg
z&5Dq-Kfc+xJD>~#$Ak99*K)b_Gt)%stn6f7%Og?|qbfiem8gBWV88KQ{`*3g39f`8
zx$DD2?&u8xrkO<<gFOKNQnN2W3}g5Xd7r5?`G085p67Kw@1#k{2(xqGuyd$uw@B=*
z{o<G~j#c@$f8>X<dgz&wvBcMai>2I?ETpCMcKbxg1u6Modv5bO-^M=(ARuCvH<~@m
z4?dPGL<cP~{(Db<!^-t%ryFpPwx32v<22ZMLK0ty>jo`cw(Jvi7ibprOk7EnejRxU
z%;ro(5a_SbRd_yi2LxO>*^$cPzxE)-H^046<J!>ipY2UW`^`BN(rnO@nxO7WlNj_5
zuN4wZa2+3-$wUe{WQeD);(yPK%n$LkOUzgZLg|eGb5QG(6m99FZ=gSCIlwfyGgBS^
zOjd((!J6|`+M#sAy%3;l{XA{aHj}}-%^=iKf{%~tHunl`wMA*hz{9`}qukM;*7Z%N
z4L>2vl%jO!`M?B=5aj8=paRm~<$20p^XEs$X9sR25hq@Cb9{?4%7LYPsMm_jyFaf%
z;%wR3*%3&==}z6IVL+%$b3q*|4O;TQSIeG9cn0`TmGIOO!bkDem>)N#6&y$rNO>zA
zjT#Hx3|uS&TmyvoSz=pXZp+_w1&uSexG&kH5z>?0IVdh05`q1&teeJzE-O~zBW3e9
zCUq#1woLAKX6Xc8G(`Hmd6UFJuBg1(AC{zmL>gjOSH<^^07Hba(XT?_ahJ)AZzO*G
zSbNM&mJc8q-S3sqUi+ps-T+s^J}dE?Z_iVmfLb;~<9`oYGMT3ux33#i$nMH`mPJm~
z)zi4DsZN0ACf(HiSw-}jW;7vbB1-NYmTZD!wLh5guukVN{U*98+=mwVo<t?WyIdq0
zpiB(e+zzPbUW(z$j#)u26jIr2o5RE<`^8k_gE}D%BylMgxB;$b;*IgT9-l^U?D>9v
zeSBKVegN1aFL0slez|}iZfBhcfD04E;LTQK(2I9u=$)nvLaG{F0OG6zkN@mb&Dwyk
zwM4$hkMAt_TzaA#J37i9?UoYo<WVWnYV8eh>Tkc4a48Ppg_d}h)LNppKe~ynojd+~
z#=9IRN4&`mbh?Foqc_Ad{Yfmb|1dpUGxc$OU0~Cr=fI)+eC}bONW{3;6?H8oE(X4Q
z#$Q#h+e~UEibWi-(IM4tvF2MawyrKfTs26~;dzjOZXVvw0xh9oH(0E<1CP}XgSf{w
z0IBe<n65F>R3vcYG}Pz8%w_d@&02Xiofm7v4(t1oD=bce)e?%RUZzcsyopDLd!>nK
z&m|nhSRSTT45M{%x$RaLk9LCxrz~{LVYcG={Sl&|JVCq<5MP@JgrSS8tIDVmp;Jra
z(?06a>Cc`reBCLur_Y3Etos%h{|ujMlWvC1jo4ZwoYrP?`F5>UZtahGuX4bpsh<Ln
zIX<gpeR4Y~HFY?XeOi~fI@S8N90{O};60og1VQ=WrDI?-?h>Ik52@OO^OgRRa!>rx
z^q>6JblM?DpW5abLpx7@HvXnu>GWO0N(Mm+hn(g|aU#cl0gBq5XPz0nAvOYFLLEpE
z?^_h<?P&*!46<m=?8tdrUjA;C%4}}!N+q8ZbP2auM9<~Sne6bqJ#O$y0Vbh`Q8rk}
zAik1<=wn&~0tcLqfsm9{;Vn?Ancy~4u%;qk9iVD+fQ#ZJ_ej6ZOH93M4gK=Qxm#8<
zth$#UfAb=~CNPHS{@l6kG;2D=W*L*MtKtg~$ZWFOH{Qg<PFqlCG6E-*M(Kt<qb;I|
zBeQK@V+JlSa=IGs5%0x{4Vi|<LEu#8@qNNRvu!Y{l?qWbV!zG8g4;AL4uz7CAt=kT
zZXuLQY>h<T0ctGcXkEhj_K@@VIWTMcb{i2qHxtfom4G!PFqts^{EB4N)M3GsXBh`6
zp7ItikPAaFj7s?(dY2^Euxy;8cp^#Do~yK4ljZwrz1J@ooytz;=Yi8brkvu9Go3n{
z9i8{JGBLl)E7IEE4;7Kriko0MCQ~ONgNOag{ouHy)?zUscu(v{PV)hs$c1OWW3cHp
z06jr=Dd~Rk!KUUjWbUzZXmm+PNzZ3C>AJ_;vsjwz72H^p=%@M};hgmf^{Yxk6i%LD
z_-ld+&m(hBW!U}WiN`$iS&3uW?UNj^A@J|E`87L#8e2>(MuWac5uBwTWZZ)%?RN;m
zgs^YW+#LDU1`>ghALD#9>)*f&B7?DuFMbFGHqURN*Tn2*I~^y6GzED@4l1D*^-WYP
z7d0eM-2_(ee?{29O(CFAWD~G9M2)-08sh_hf_gM_|GxZiA`y&Z6=YZuG+LN9mgDd2
znucO^Nf8B+_8MnjZmcQ)`KgY#xlz8d>F4U8vnrT?yt}e@I82A**~qpxDLr%VJKWf*
zOV$Honjp-ceW6n9G_3LBSikm}+q}c&y)G(%Bn?`=<I$kiPNq!uUG0vWBYll%lHD8_
z{UXt~sTFKgy}OQ@2*35>wRf(Vc<$(o;y{we)vX_+^YyP2dS3PKlctPUk{Z%_Wbm09
z{=+Q*!mqNw(bT3Rd5Qa9EBNO|!G_&&Ca&yE9;f;05;PmS9qZh3Dr95dHdQL2X%71+
z)$<C42TI2Yq34e0lYoqY0mWwTrAJXOmjN|?)-0geBzyB%0$9RM8#tE8-J$Tee%f;@
zRfHw&e79k)Q$~453f9i;1G$o;|9$@QY`@P=lIU*T{_P<1Ncw*VeoCdM_w;&QeyGbN
zQeomr*gLE{MCdkGm=na5j}2g{hn_F>8X1YVMMhHh6SfR*V|rC*rW?~g4`q(CBG(zH
z^J-`nE!3n#R}oOrxWx^2BJZgon7;LR#>O#pDdJ5)sk3!5jrR!Y83b})n*LgTG9l}r
zNqS<CjpX~Jnmy_b{yO%Cb%sVT=Tt5G??zBPr_<}_DcC{RlBV1;3dqqKc;sm<d3j{L
zchpO4l?r8I;A)<qsri)d#(`z>crEc3K<Z9kz_PdSHd(TZz(%*3%f#a~(ivWor%cYY
z9Nup~^$~Z__%v#j4dihXwp@)3ECv_K^3i$pnQ=uRy~A8=A^VcaAq}-gCb7Ii{>pA2
zNnaIPaOgGW*lUXX4k2v&Mt~H{d|9~W`eo+DfabJRC$2d$KAgvamz=2T&C9A<`MkO#
z-UI)2Ze{U;7;m?a#X-VYSWMYSF82k|+bNtp>I2vIi^NFU?-g;|PhJaoeW}p&djyWX
z`|O1KMIXQrXL>H`qDcd#X~S{H_GzR1L<8ngI%nPzr{AASEY3dA889J8rO`%$M?a|K
zAPO`YmB$UsKA`5Xip%ax{jHLf^wT?)2%?BY`!$6wH#L29lLrEifonGB?qb_Djx%hw
z|DU)fiZ_&rm<)zFiX5axjMdbyy@9{=!>mgIb9Si@@iwg{_M;5D^YPgH{R8eNDr9?x
zBmG5;#tF|<0c#aSki{Y{_LlPC?dNyPGM`%)6!eHa5FACHrLsQ)J+s8fO<DRo=nr#1
z@4D>U(rQ?4r)c9mm>rM8vi*MwTf@iyDB8~xyyV0G(zhVOLtTbEo{6oXWK3hlY`WFY
zC0k{np`p3=Z^d4?S0N2X`$BU3Jcb(KJ>OhSIf}ItBvA0#Eer=$xXYHC>&^2mTl@{<
zCX9rkfcf722$VCv^tS)^Suun-dUva}ZEbt?{~d7+oDJB;9ju4Y&=MUGWcDFlTIuNE
zd{j|2>bw(#b4Kq&KRV2ZBd8Z<GE?jIia(oW?jIFIc~6V>pK0#+C*nvU3gX`R?Fbe3
z<C976YR~NdfiY^f_!6lWf!dJxPh90uTj)Rk{yqNjJ_eq#hVS!HR9%}fhk<Ln9y5Go
z%F+u?#+p8u-(z^7qR3XrEvFOj4^g=JF$VfYSVh+hnFviC-nO`>wVqrjaD-Dr6kGy4
z`jsnS*TRWe1Ek7AjRI+|<G2^A^Xn4JS&;|Y0Bf_Y<*?DN^_3!3)T8%mb!o`Je}U>i
z-_q!L&z2kLR06e)V?vSlnCaxG6<QP1MGimW3S8(@Z9+o{+d^^Iz{kn|e%u4!8D0?^
z;N?(a8^TqzL&3Dllw0H<{Jm5Gc{7+#IeYL_LM&FqTT7`A`gt|W<nt~}LCxn>1Tc9g
z0SM}{4-_=@Kjp@HBm+!SmpSqJGA=k5f<)T^%%Yt6mIqr?E*mYF=K&}dv)Kn4m}*cW
z-FOW8`&tgp-$SC;_i8{2i1`H=@Rn?F=Mj{AYQ>Y{=l1@#e?~8BQKcl4zIHuYxCB7S
zCA#Zko*O%}%~1eXx1aVb(2j21X1RBe!=>+p!^V?@%@EOlh({KntL5OH=>x8LE&gKC
zO;2e$*HG)i=^vO%cBRBf&^=j2Wf+;3F4+@Z(!z5^BY6%;*o<-QMU=Kh6kt~$`yqp)
zU-pXiQ$`rMN*?afr<|PeCA+MECaAC(B0LH)UBXKN4Z$A*&eA?#r!N43Hdy~NqQ=%`
zt=$N>1p|e@sY~|tZ_^y*#dnih(-B9Q9*h0m4kSg!dk%8#Gg1+Gb5MF-S6RsONTa-b
z(t`u#;_8LEOZnW7G}LKN@6nh1?gc-`<nN}Lew*oKEGtl4-qhX~5oejGTk|b>e@O6A
zLR<}HlgHE@3T|uUrg53c{JxryGnL9?*JL3T_`p&gy`&x}?G(Ew{IzqW!r6gLyHBl+
z<km$!SU%7Hx|V9A+I$3_spO`yo*n1aU<1*WkLVHPh0~$2fG_wrv~18sPj~7!>ybFi
zz4S$}G_91jIsZ~M7Li(BfWKJidz1IRzWxU6+kCHh>uC!`mdYI{O~#fE{R6G@fUUS{
z`_8e)ck1hvcu|rV>x<LADy>9Uh6k^7FQP6?NFY-VBfs~gg2uO&wpQ8aK#xP9#m><)
z%!Hy(HR49+2C;B@*G0|;;&zGnuEP3=72QTq$6rs=A3rZG<E;6;W2nD9>SBM9=NS5C
zw+t?@ZLvTr@oIz=u~}xiw=d!*a7T+?R4d!rfwV9j0e|aw8h4)%n1)-d>eC5KUvx%#
zRcV0>fMCxx{qmL$vb!jJlG)1u8~#^f@FX@mi9?nPmw}NnC_n=4^_<_o5I3#A3jw2h
zs?)H^+(n@NWkg^ZkpA@ai~~Ai5kDTI6WZ8pB<Cuuto1~+*&!%^FbVxVP>_<EtMegs
zkVTu*E+c3r3#!p_GV}mF#8Op%2`V7Jy=qCWIzp9^F>qNw*z}Kwz|z~~F_Y(L8UIf6
zq}^~0dSl>CH01*sARZqvNYec5IsaS1`;zwG&g?II^#0Fc0|;3ltcHJYziF;mfTI}o
ze~qZ=-1;-P0n0~&<?`=ve1*E>Pc9!cpk$)a+9VI@;zVEd@{YMeKUAkKTL`%Y{21hF
zWlW3@*a~aK>7ZNcU5h*HkD;W6t2paZj*d+I|JwtQm5$sXd7xFjb|yi%G!BW=^2v?*
zRZe$pi{-!Q{|9I&$s9eqjWxcczyYX+fRZ**Zv0e?hoM-Ee9)M{GBo?yJy!hxsP3(!
zqFn#JQA{=lY`1~51xQN^NEkE-3?;2}gVL>{pdcaL-7p~C1Bwz-5;HWYG(!l(fCCJ?
z-@*NRp65O5{BzD)=bUwBt-Tm^!`$5Wb$#plM7e*eo#7xsmx!Ex^5h9@xPN|sy12q6
zzRnwa{Gs{@<?an1^@B}arL%)k*+ktqUvp%KyK<ym!cw6Xy_v!(Q-PbJ#cgOs`ncsu
zbY|8sgNTkDd}nOw+F3IDs&^=@j-%{)x8>~H1Ssjfs-3N4agSQaZ{VI7Yx(|tl8ljr
zL??3$F6x_iKo<K>aaC_oubdj%5YHvaPR{D&==r?=x)qaBvoO<a_3S&p%UnK1lHr}F
zE2&S8Mq6x+j!ioE?EVJ5`JD5&l~Hy_2Xc1bJmHh(M{J{SZS!aU-9-o3VrFyOXE?LX
zx%;`i6U!SMY`SOOi#B5S49=3ZUm$fC&0G~lhzBrz#Q-e|Ner`C`9>918Q#XH*w<1p
zJQkf`f1B^&cJ|qXgp&6^hW2SFO8XZlwqh8kq{JMpV`kQjl4{ozcRu7?cv+~(2*6u<
z5xQ)AM`dwHkIQ&b=58Ope|Xi(uiDMsz?yjNE|6J{9IjwJH0=s8WTMe$BxOLiOiW)`
zyGOcn-YLQ_T%#hPF}qDbnop6NVI*fa`L24o^vIEg!k{q7=@r#od?N+WG-v+}AQoaW
z9P+=ucDKOr&I5as0|fA&*yb8=!~aQMWbNlkMF&}RAMmFt^E4hPZYPy(N$z+B>Yn-9
z(z#e3xu~FD6wsK>I`@e=BweY>s-SDYvVIbKcBJ}E^Ude_PvAV=DyA=y3OoL(C;pHi
zthR-U4Rh{|MKq>BVj-KMI4-09_T9U|DZc|G{AUn+iK~B~2&b&mncyU|KvF2h^-7j}
z|NeNW8z^Ip-(mFOJQb^m94p*P?E~ONf#$ICWZE3_k*kRHQFz)5PCZu^jY{O^DNXk+
zK8x0i9eZ9cN=Gw)bK2Osc$x(-EllK8_UN*&uz+&_aal#QgA*QhUN7*kzrLb4FW{Kg
zNS|)rolu7@u6N$w^Wf4cd*FZ~<gh$U$|K<B3m@@Xo52v*AVK415k|A6=y~4yMlYR)
z#Gujp(zmD1QfdI5i*yu0k|4QZn%n#ma>-WJ&qVC$cdc!5^74aComT-ry3iI)Ug5aQ
zo5CZ-lEM?%(|YqNZ-*#j%#_jDudnL%caXGffYON&=OzToHL@yP)T{S2B@535c;J`b
zUKNtoPKwW#4#%y8p9_7Nb>LA@;ku%WO`=GHB5@gKy8AV>d7;#)4`UwuA=Ho0CJ^|W
zg~Ih1L|Q79`umB)nR@r$bf{f83dSmb{pj|tf<oroSd#;01|0~H1^Nf2zr2s|?R%Fd
zhrUDGG}%8}nTnNWQY@c*wmQ$jiQm;>pJ*4HKJxrd*BJVkBP&TO7qzogC~y~4PCFuK
zd5vGWczumx3knHw>H7=lTJMCBsa*}8<xDtpS5QpxT-d#cA-?aXmB_o{(1i6`{%F>}
zAePNL0Y?$#o~Dewdk4b3{%<)bbLeJx-BDyTeyF(5YOzEgUYaeID+!`EX%Pyvzo=nH
zw6h$S;m-r<0L&2Rb|s6N3BQ5~s!p%z2Io}bi_pagm!@jJsZRo?)!{#NX-2=Sqlngs
zo>V+n!q(>$kA63XY>LLLOu90gEXKh3)8VoyJZ~xbnR>@YGT2UOMlq)N&a!v{?^@=u
zfdAI=$n+z7qZ-E_bWIxo?cf8xl3phrzsbguzZUYg=~}}b?}oq_X3StEtzaT<&X+4Q
zV9B;*Dr<vlVDd?u^I{=}be<MD7GFh|L=BIg(H-@<O+o#nLLthHk;72d(>*{V&wJ~@
zo9x%)!OPugPg(+WjOv{iGoF(r0I@Ngfd$#HvC#?;m!{bk5BBgi(OA#vgdW*1Y}Y=j
zP%-b_ci0J4qe>-gY}a|ewX%%}V_~g8kF8U&%lKO3Oe#(tN2Mk1i7l1ZP!vQ*6+HM9
zV-)>iR=9i9Ds#=pYw=BWqVtO$Gu$)r-dMoDT08Etj|g#J;UW5TY|Sg$W(h3bwHi{I
zFXdCtMnz_Mzb;#wKT5_4cmI2@<iViZl#hj3FbdZrM&t3udZ;*gb$z1Vtq@!uPf=CV
zDa;7Y_ar;v{|=}8qm1#^<0;nw!*9=|u+VBD(~`>sEc&-BUTx23X^~&MyRn*mm_y;5
zJfVoQPo84sV)4t^?#`>4LnWSy)$S#I!6?c6oa%`mld^A@B5tWvf94rfp#ZarJ#o>T
zYf2_UdLLHuJkc)x#bb;CO+2-@HAPnmqXuK{yk@3jvu>Yt{6wm3ZIYXaPK(Abop~Kl
z7F~a(@T|fmsr(Tz*;wyL32;9yQ}P7Bn@d9_sSyzon;^e;n{=r9yoj16vE8iugwih@
z?o~aKYq~)|th99Qv(VtmB*$jMno7a4&!Fh^d~})w%E`H;_g;ufjdW_8o8tM$(wLtf
zCsmvqL75Iq_<510_+^tM=Tu}OLz^-CRL<#Si74+!>3@-lyl!65q?hm>))n=e>!J}q
z*u#0w#ar-sKM{6t-G8CT6Dh#SspO$!c(6UI^<U^r+VqbvBChcfYXH))0Ic(_7~Z>{
zYrV)(_ut-^dK6DHsL&UEZdBKFCFY)LupA<u{uMOPf*Qc9HhVK5!EI^KS84r-sgOCo
zA#R?gX<9$fCbfPaW!j0Gh3UPu(c&QYd}#pH%{1(-6Ydr&G8*<@aDPNjczT0Xgv^3z
z;f8(RTpR$uv&gNrsgfhdPFjMN&4>`lkThe8jGu6g#}l&s4VIz?yQ6Wd!FRQ>`t_e(
zPJAyG;n8G@6+IJ<35lHZyJB$Lm|;u)4I;kVD8H-tEh6|M0>_%&d{lTtr9HCP%`ibb
zL;uJfm5KfnCD=8^7)hf~Zt^B|^7HC~FRghW01aTGk&-Mtb3q|B^v#>UCS1qtM$62C
z>)h6gA&|=$?!AYz;W4nD((;vv_cF0uoq}*ZBE({fYxupRC@jt?-lzqH)(cVW;j~VM
z3EL?GMJW{v=h?Qd4LtS7883^_qz}7))oOOKz2p2)9Yf!<IbF85)(NS4J9*%wv{=JK
zRiJ*nX<lG9HZ~qa>Iox3J1tqv4fFZ!`Eo%sYBI9h7f(}YgteOSxyX~^a>ms`lTJMD
zC-u!rcZ8>TqjP6dR<nknOlFT<`D9dpV0erl^OrVLYfcX|zAJbgm(WsofXxP?o~T~y
zi5flO9j_++43l~Og9CBJ1Jtq+dq|ynkWzG|=dNmgx1wp#(dVbnU2e?k)C9L=L5m)G
zlIo>;j?(+4rY5X8xRg+Bnh%X)B1izg{|K2l8p8Ap!z0&g8$Q~=Ngx;NHMnyXd`C!N
zR{Tx2t3A`XEd02LsVTyf17LNy%v+qU^zLN~YYJ#j1p4si5)U07(jq-gKTA`c{*Sbz
zgWWQx9DyxHvD1^ZZ^EFk%wKFSBJ2aA4gza5s2*WKcK7K8q|ZhND+w*#S@r8z*H8}d
zifGOQgP@N}SaU6Bwzx)Vm|l3ko7hEsPd?9VlsEW8P)y1bHxS_<F)vbn1`oV3K-}Xc
z72Z;8XvD|IGM6}iBPu6#zHGT}jGiBxC6Q_1WM}q!-iu|IP5mfOpGqYlCOFb_L`)e?
zlM4+@^;UL_H1Q<*#;{ECe32d5&6(aKPG@_HJM4KKBeRdw{-@+6{iG+Bs}VG$h8iqE
z|4sAtsf)$fm$}Z_O^BhLac*YIq}clOS(*RZmxd1w-}Gf^l2<++Q<H9G(VcjqeEp0%
zE@T$RD8xe@Di3pWt&pgHcseeeE#!ui!vc@knU&hqT?=PJk_;N?mg$sI^oV8}U}O7t
zw=tUGl8rj$r~Qncwf0Zs3YdNZS%S;h+geSwd8makx$JweU)OkXyVj#l5fPH^zo^~=
zUV^=<Ct)o$aNYZ<3S8I5E06r-kWx5*5P8>pQ~%?6U$wdazTOmlJ{}7yxziHin9$e=
z?v4vwYQ6TRh{{OWq2<o@h9WU{EtOC`<n{cecUquwR>Ejmbm|Gg$uub?V9I2qb7t4O
z-mzp~%qQ`mf0AjwvFzfI_10|7L#!6_W_@k_Mb$~Wgj0$n7L@SU(bP!U|LvMysPz)%
z7$AYys#uCF7WZad<;boxXR|IKTPQu-|0<>5EjddZ2T056p)}h(U%!HA`(pjiPi+Ak
zw<PNQ9w?Zr{iR3ZNo@W5EX8QQ{qd#0f_8R2^>n_0Dvj5dG|Q@6W^77Q0xqfoSy2Mt
zd0u9aeGfP+bFXZ(A$01t=@#EIBf5*NdKq+q;MloJ=JU9=P-bB(=s3A$SBo;<Jy9Xl
z1n7VG_65xy%Q;HsoUe7q#?e4vsGG-q*)eHRYb)(fCkS|`p2k}vxGl&{mKYA!8<M#a
zG8~x~e=H(OX+^{?kx2y{&O)VDH5+0EZIU*J?|4!8Snpm^m~x9~onmFsnJ+k3Cuqdv
zK*Vh&>@+xJ3K(D|lN;5k!VL4v-}i`yJg*0|1+NPo>XBHe?CsFXBE;vf0ma%Z0v6=w
znK+bbZo;{PN0B>&RkL%xDj|vCG^oA&`+Jf=Kf95ezs}@C-LCAq&*d|rwNskvY+MMx
zD8{}-579(vpRbU=6x=iB+pnwJG~4bG8+x`TN{3t0xz$x%$hDID^JlS8Dr-HROmYED
z5RDP>>NCEc&9pPju%I4g#g0#9d3~XGq!g5JUX!{svW?JZ-7Akj`!~s(C1i<L<J}f<
zmq=V%^?C!rd)1ni?r(A^t@3*+lV2qH=VlHPgTL&Utz3l<m3um8Ty*lCZvGD^H<8eI
z+j*W{!G4Zv^oO!ECk<$##~b^L<9ke^#pI~=*=IREe?Ia&@o?z!ydf8%M?y8F%0mgB
z|L}%99jkmxqFj?WbF%mXFhWzqr6heuN=o7E&tS5{2MLOb`0+3-9^;UBkuG&%>FOtc
zJ5leRuf~QSrn9CW&1Mjg&warh%gI;j9BZTv4bM}?LbUP{(SK&G3w4sLhKJM-lC>u`
zG-O#PXSZFF+YX8OR3O&N%q(ZqDwir4vF|Nk=hzi}-Gu`rj6BN>E{6El<exf05D5*_
zEmQG9>EwVckAbL!drqo0Q-7loXJ0zMTBr%gTYMY5iqyz{B-caL?w!Y17VK>6Pilp;
z7_T!=Jx^kyBKuzVXEjaEt#F}HdY;enoqLB6>8E;}py3QEA@Q4<roy>Xp3TZlC}0bu
zkt{+k3e=ADdN49u{cZbRYgKHezx1P19OtaC??e{0uWm`)%saEl?!7Q>!A<EVnNyU%
zx(Rn*uaS_3$<MgwwS%wr8>Grl_OO_fk!{P8#<FB7ACGe`ZASzYMbuG7o{Dl!2@Z>h
z@n%0;$kR=fthc|Sk)s;ULRF`;Eyz7xLkmq%-u6(Zfb}{lB0r4|w+l@U#t@Bo(8FfC
z3~fr6aB+c&i*H?{k;`-RZqALHJ{F7K1$Fgssx8`RW08OCUql)xL4aV*^nSm(4a|=e
z3Be-0B&K5%j}Jmc_jmdQFSQizZ@sbyST&V{+T74R@8xC{Z{vu`9iQNo-KWVJ#^?3L
zAI#kC+)nCGPUY%{Y{t;G6vJ(4##>!LJC|^G#mIW-LdY36#(JMTAkRU(2v<BDh&;F0
zI31Nh6_KLD>f$YCN4^M*uVue6nk+@h*q?Xmi*q`<uwz9HzTOS56)ybcOn=}qac%-f
zFkX?ACZo}5F}><nZCSG8U9S(in4!~+_UwhJCo4ac#TgjSD_JdzBf30Dqu!<ckU{4(
zn^u^f{zGd0$-a*$Z7*o`D)bh`juO>3RM73SKjp1jC9_rN6gZk9f11p8&_;8Znk@?!
zJ{o>%J63vnX=mhG_k`=GY?J$|)HHM@7QT;i-E!>I?qwL{d<29ENv><#Yp}d5*1#BG
zJfC-0BIp8Co;x47!@PRv9XVMzi3<u3SmyEF{0WZ!a=NUTUIi2(X=wJ-xy7*g>>tAN
zSQfdrDfQkB!0B(5990UdDp<JfDnZf!GR#*oUr{xFCUv^~ozD+yG!e(VV@EvKRvK~Q
zm>}qb;_Y>NT&SI39K3NIVcgK@AaQ$fyIg}PG!#PdU!R<R;$n=w&sfhDJ0ZD^b+;5T
zQ0Ku@EaK*XAA!i2U>+Ozz2lC>i`guePoBLv<6yBKFQEjgqWLdOv=;R>k_rRg=$md~
zrb#&>+9xSPI{TWI>ofnd^kO=a=8aWv!odU>Zhq>&-vsW1_4Yu;<0Qe)0BWrw_Y@|y
z*||fb-3bjo$@8Dw<RZ!Cj4Iz(9hk|U5LX@A$=>XY<kIBjY?>Zkwqtc3`XxQ;DNuXq
zy5k9!`rn!HVw;dD>i$knde634Dg;)^?{iL_rff&qP(Qu*e<afnO4z6LmQR*d17t4i
zh@X5m9d9aGcwm;N3)E@QaGvOtGYFLDN_{`q$Yb}rFaEBpccy{Y2jB{|U;$#xIFwxH
z`Sx#RhJHlvL5(3vUMF-#@}iZXndiZz=MpBZqA>6;VP|f>hrRnXT0pFErsp4NW7^Cs
z5nGDxLNU=(GZXP)GZB}cDnwIpuf%fzI9#J9;sR>IV|-ciS0Sl64FMS3KcEu@*8_*C
z*C(1H0Jn~=6I-cmDO?FfXRd~C@!)H)I#<4_7)gG6#N%2p_vW;08?$bR^W?ry`Okmu
zl+Td$S3^p%S@d2?v&{amx8vg2xl9!lioJ@Yu{$9>U>2H78FZ=S`q?;ADZO#?FtAFQ
zUnsnar{@w!Nflt2S89pD+3yXq08-mxb7!f})62_BF0g=h<WP>tiJqy}J$1*oTpv30
zdS`D(D$tV6S~cRtkeKEs)fo0-qreK#H@Z5q+oGJaurE#1<hP%JIIwcnIZGy$ayU6B
zt6^luD*E_FF~+lL+9qy|uZ{qCA95TVzIzSg?X(-?a>UUJm0-p}uUEQOQRiDFSGb+(
zx;Xq@l*Q&Z=<Z-^nTGU6J_mGg`{p~j_@GNlqg|4a-1OD4y%qrVV0$5BOcow{7)(Ip
zV<g8lcPY>}_N$Phm;IQ)VsK3VOknme14gIh&P$a2y(;5Ht075v>9EwWJ_wTo!`Zu0
zGwIz0chGNfeI#LBlA7dGPJwn6$jRvMTbf0-)3(*FUD2_<MsI5m5_m@hufZVW@Vp2V
zJc8`90xjfxSjR@PDCPTeQnSw~1NB7FV$16@zGr?dlWMK71a#G69G-m#Ens;ErHLYH
zUp^gwiekoV&zcK-a$VXif-9a)(X^EU6MJF%DsnJKw=XHt-zT^P_cZ>ICly({%b&QR
z^QGu)v1j4tuy_8@?R-n+`C0&8PuyNCZzU1x=fma**wxwDY;s+VZ((7=+NI%SZR>0{
zl!d$Viq5w*ljUc)SUB7Ve>Q5x`~p04=(IR(Y-!nBWv!>7K_TrU0NZ(X;?ELsJuYYC
z8lCcp)8zoOYMJWkvHH~k;-VbCVI+6JJOMjZ<NZY0t1dc0>*n(9s@VmP2?B)1sUOQq
zp$%8rh3@vM=$2IbPG$UlP;dJ(H7s_ru|8B{K~3d_uY`!?&8cRrSCXHjRv6F$W&ZqT
zBU{#EvITCb0`9M!hb#~u%X*yF`}#o!i4~tUvL>h2lili}RvIo9!ZfUOOjpa1UX1!;
z?*4Uc%il@K3QCk|SKY)M*%1>>k1~J+>q^gIctuK5V)7m_A-1~gjnm*4b%4HS`*Rep
ztzXnN!@mK<7fG=TCP5S4ds#A63c#MTXJS7=?UoW;f0K)zlxw+uO9j=2Tg<ogw&^*z
zB9TwFg;mp1iCUjGpOA!wNX1)^?7)#b!in|7SF3xr=~ay4Yqv2K#&Bl}Dj{`5mHYE%
zvn$DLvAQhJYrb?6@eA-^m2?2$K1p%{NO-xREvQVcpi&ZP?<4zlUSGF(!O7J;ks_R%
zpcEARwH()vylX|=Fjb7^`B}s-VuO83s#3?oW+$2*4b94Y0=q}^17(qega!Auby=`V
z_$`~5Z&|QYHqs*?oVe8h{dV$u2I_dBZ}Bu|cNIQ<Df5Qk97x8bc-(Hae;3i2n{6R1
zw_+4|^wjNM>6D0lUjtf<l<s=S1*SyS`CL$<*|BrvaLM~|=FZC5raUhRqarK1&>Cmk
z_S@=|Prk=#?zm$pId+HI=jSt3yo3ko+%RQjubdwIez+LRn$=4yUx<qQ2O;k8GDwbL
zGCXCBGrISCzq?Zt_nO6+BXFxox(*PI*<t7mYLFHfMWj*q-iBDOG=1d0ci*aUlWS7c
z_pZ;K9H&ka7RSgP`kfdGb%+J;+J}#yjsKvv_HZoY_p1lmROhryflmu}N3Og&*^$0b
z^@d#28I+D2nkSlnXmwa-F?YZJ7fb&R1;V&sUS3W<ALj+xH(Q8D;p&%c-^lD%Vo8#?
z^&d@%z2fpG=gF=N{c-_JEWE;~H6GQ?8X?MAv!t2E46y3f*HXl;fEXm#o}BeTfku7(
zO!7nD`@pv8w!AnjqGDJ|oxPXtI(=FFdS6KFF)uJlh!54&EK#~Ej%(3vLo7Q`ub^|T
z&kHoDTnGH#cZ98J`=Co8{%bGY#f!1uZ)1Q1>N8ya;?!K{OavbL)H1r_abCrANoVit
zm{?tL4#5SR*b=#Jp435?xa9oCLkdu33XgB?4B;qQyRM<UJlko;@bfS^wDXy0@Ni0L
z`2OR^56lqonYF1-<lp);pZiZ!9TC#QR7%%cL=!1=tmmdyC*{&$&3&ze?0o4RfU~=>
z=y7us&)in$=;J)?iaS$7%;jEMFD<O((oF9A=fqLGN0W@mR0C`9Z1lXM{=JO--60_#
zsK%z_2o9EIzJV1b#wY5^Lp-o`4)2NM!(s;;xF_i4F082d4JM<ogxH1v7#04HK02oV
z7~JvI94WTNp0E|}E&Q&WVZLEi>hLw<u=Y+)V+EcH8WpV^%euR2E%Zj>Us0)v!p`hQ
zH=58<i>oJl%!Wxq%0t?Ug1!Xb_X9t4NyYJ6b>{%cB)BeY6B8GJnqzLHI(Ynn+a8zC
zln$-W{OsL609o(KD5`KrE={HWNP{K0_l5N2$2HSWfi$=rG9_}Zk<~8c=N&gw<fcjL
zJHHZQFtBZgJKsz^lJH~l883VRyjXO-pRFcT#6SOu*c|0atXOT<X>@X907=;z&p1X4
zkSz0jwr9;C$rPFM0;5f&E!2OXwoFKW`?kMoYK0lsCZz9+Qc|yXwM0L39c3pYi+|91
zxI0#Xsj*7Oc2<{Dvx&IV)H}NF%7qY~hd{s2#bN!^q+3(qv(EL6Ty)^zbSE=Ni}z<w
z<8H7hx-FLxNdqpcml+duF_<V;`<|4vJS%~!eOXe$mqpG)6{KZ*U3{~CvwaFt*>ha_
z2-#4`pRlMGm3JM$1mdEy?D}jt5WrYcp6J)lkbnJYXF6Z2F2A81wEzO0XneV}ZVfI=
zv2BimB&7dSg>JL8B(bQ-paq!s4pW+XOj|_`X4~fZzb{)sW$JFS7~7WhYsCtj+^&i9
zby5Z;e7~ua0on9VrO<BoRiH}D!H8<0frXk)>x%06lR`uHxsnbh`QJY!9d+z@PjWAX
znn(KQUUyleR@}rT-0!LVivrFH1&8hnYkw&7ELXD40(O?wqhnTJsTS{(|Ikyuay5q0
z=q8?^#y)lf>&s2nJgsJO7z0C$uRq&*%007&MON3N)%>5O@61Pq1cfSU7)NY2Esj<0
zf7dzNSc1BDl&CM>b;kslvYtDEm7;WuwhQR2dsjmi2HH<)Si~>jK(8+=J5}+$tF{?A
z4-?e;`DmOg8w_mAj{FJs!W&d5R2u-;ha8HY)?fHLV|*qhz)S<_{^n$e9uj)>A`=p%
zq33)sl0`~0c)r*#tX^J8sjSRVGO4!3`gm%_LHEVYQ3k=;`AF&0l-E_pXfilZ5gEPN
z;`7ryg3GLx-mUf$z~dJ>#AT4p$ovNg^*(obCj|Avbvi+Gd(@zjxWOh&lKJyx>Q^9X
zyW`x3U1YYC8uIF8IWgqh=%E!C#X8S7wf%&J+l{xZ8c9s?+m{yRkq53Nx%G50Jqb+D
zevmkg6&qe`tHz^FzIPGRhw1}Iv&-h@0pv^)5Cih_c-{~H{)X+90EMCJ!0q5ePbzI$
zg@|Q|iUY9whLK-w`M<iC0o|kND)Y-_p(IV=$myYlb)o1@#Qf4mcfqm@)raZdC(hE=
z>w0}k{`mFTYyVC3u@KF2(-(9HM_{-X90-T`3KTs(TQSd%f*xbmoQfQw#eUBM&KBWJ
z^zb@vX4MR)g;kh4w=$XVJ@8kQ)ANhW=*dEg)%}q5>eQBlIbpKAZhG`g@|Wbc@;4;N
z%$kM){_CryT6ru;BTb6#qhE@{^gl@gJE1E5@|eE3Qnj#M%elro9{$%%&eOMzYV#DR
zcnWHKOrt9rqeUs|ZkAU3AZP1KVG8tqoqb6~LHVQt;hw|tJe;$WbbBDU)S`i_mFudw
z%m2*^<;}5(;ssKW^RB8@?;R2cq{_;QjxYXsK1EdmS51w^E~A*7ZqD1N=;Zctxi;M|
z_%V>pZ=D96ydo1t*Hpw%@1@0H-w@3v&b!r{pIL8!t>M^a_oqgyP|2~<f|ONN&B;mO
zTSIL^q#<e59y>F0j=059oUkPGgn-mWuOCtJ7<6hRY8F%mNF{@BkQ9MVXw#P4R5UrJ
zVm++Aw1Hx{AlQW<SSK%YaVv}xssT#O+hS;(dhKUT#h#)U$D@Y@CNHzZfl)cZE~g7^
zoG*=c`TjaihKSmK<FX7E6BFCBh{g$Im8US*{L<CBXb{wbG%iC@kE1_Lv597Fq+N(f
z_)>B}$E3>zRhZoYZo_HrK&8+k`=n3u0Trw*P@;iLl(MHH2{u*wDeLmfl#0!N<=D#D
z+Xx(0{6TlffZdt4aVf8kJKew4lob-0JyAZu?I#hd&)RP*T`;PXWzM0iyn3a5N;`FO
zO6u&_fTe@|@d6NK`NDEzDHY_@L6FuHTReJd)2X+NOvGyC1-}*-CUZXN$S+#vdz&Qv
z*S}pEXp(Y#i2GmqU#2e#ALBpJ)|KQzH>zyZe#|BS#QERrG<^K>KfsQO4<E3Wrsw~@
zhQ?YsywA->HjTw+?Ow_;_{YaOSKy#&%e+ih`FVw_TfVACZA5HrETfgCTBYK}4}8~P
z=#HG0EV`4&CEKf~h*b=ni)01nGD&ihG-X3Re;Q<eR$;Mm)dku7jHM~P!ltU?`>{np
z_w-ViT(9)~NLf>Fm8?rf_GjtU^p*#xkdd*Tlz(tnLtpht{`!3q`^bQ&|F}FAw~AMj
z3EhevM$eT2Q9g*;nn1`=#2TRIqJu0))sgtmztOs0--}#qThg7hCe#L^^35*xF8MMt
z#HRTvPh`P)r${IPR5{UOHr7&|r?jL*TK+k|Qdf}^u+Zlco66%83B#ZIzF4|wl0t^~
z;T9#+H;{XpKQg`LYTi^qpca$!w7oyN%b;uJkTaLB)9Sz{uiTnOQ8xGCpA*OMEhgRg
zo(eA7>gDGy%bQ;wiT|2-M$A+^3#2B*+|ie{gX#S5G5sFrFF!m73WB}6LWqH&__)|t
z?pC-9Vplw$jm^$;R8;ZBXqIvv0j-4MKjpAgYy9j+&fCzDPi_i{IdX|CzzRc5uyq*v
zI#fv-MX|em@Xta!#2!68GmNJEh3_LN3KRL#Jy(X5gF;kD>0;7otYZJ04zWbm=LGr8
zMD>GU*8nVN<U&3ki7Hg9RV~btT0cr-3tWin$kdx$I}b!7tNa_Ytyw|C4^eBbbNd+p
z_GBh~F2Vu_ljYZ%(WAus*1KiS-jT`D)>Y-M0Xbg;9Qh2^y65OD$@`VU2RSQ+LQ<bK
z`v^yCf^P37$jys-3w;&cnr}53eR}7UwJ6LwKWylV_wmfFVZPCfA*CFH$n~Ozux^79
zO(olvP4c!`=q^P?iRd0C)J#^a29~=%z_MdUN5U5_g{1ikFX2{Bd12+aF4xY){&Y>(
z=YyQJVYlZRjJ!!$MK2sx6~7#IE1bPD)|*)FatX-&c~&Zw{R5IkXh4-<N)1@AId8xD
zLhEVd<B~sJmyoBkc+WY>aL39&$HCQbo6N|8I3@1l;xNrOw12X1K3j82UQt$#S|vw(
ze%8b-R@h)JSgSXn4|sIte^zh%=oPCGmMsiH5<si2;m(~JY)kKOzNP2-0r`IEvbDvP
z1SN!eAzxx$9QD_=618IqOPTRwg5Y<8ee^)7fs}1oM>R3Q$pxKlV%r#o37~vLU##Dq
zk!~yHd%dBfQ_6D7TN5_utkI}mMLA>smo_8oZ?e{eB8?hjArP*5p7du-E46j&NKcU6
z^2%0vKL8+FJ3ve<Yxs1}u5@Z;tX(3PA8-DaxNG>JbM1CdbJ?2GtrxwqqC={Uuxg(4
zdve^e_U3h{7GjXdh0apr$KFU{V*<nesJjNweuW|RVOG)NC?Iv6mftk@#i>IT6$2Fu
zQPuwFe8OC$J?)i=y(o<|4WUr59X;gJ!J^qE{Fc{rsI0EJX*I7T7U|sP?Df_sD3~?t
zqS1)n$1*^RyM|XhXyjaRovd}G(4_gN=&p&j%{+zJ70Z}mH=^zP=qEbWU4nd^6A!%a
zWk~$?sz)U>v39TLifQ!mGl0O^v90C1^}cx&GP$Vz0KYddQ61cqXRERNa}|Fok1H1O
zIf~|s4I{?fa$^T&{#o_rif?-;mqguEb?<ad25FQY%QElG*olb_K8YRr$c5jSIlE&r
zt%i-W>TzC+Rot|%7F`<2DjFZje{;FeeCek_E`8g*quzM6l9P3nTI(ElEUPOPu3HhQ
zTuq7w!AinEo#m#rJ*<$nKO>;;qR>w^rfiun>Dv=0C?i(&ZZb2AuDMyq3LN-&aTp4V
zL{`*m<b66z{7s^%Oy;K3a-Knh4^d@ZO<ODL(rl`*<wSb9XSog6iQncb-2-%`PzQ?h
z+JjlMlew1`2V+qQV~za9mJOr*=hJ#wubF@dnblY<<M`C8)_eL0Ldua6bU(?q|K!u>
zUVpK33i`HBDy=9EeCQy>SVga<X^62~V-RB_rFF6P`BEL&ol-c?pdHSMu#V+U%LQ@h
z{NPf|Iz=ayW#@a`PKMF-XwEp5)t>-(BGuRz6ThEvoYX1Fnry00xwxP_{fk!YN}b*4
z>{NRcyCvb>;IAVcJh#YYD9N6C9ik!0nu)J2#3qQFJ3!e4A_4wcvO^%ckRH7yL`+4z
z)^fdM)oqX1zZSp$URaxQU=23$`RSoYH1Vx<pd>b*8%%0gEAx^FYw^*fqiKwTp1{*D
zN7{JR?{9($#JB56cHJX}fj+_6ukUA1IB_4yyyj3urUF5{%%%w>G}HfVUq^@Z+2t;o
z^4DuoLdx%jlw&@*W!0%iH118>`k`)UT02-oU~2B4;tc=6q{%Lj$|62_N13eOG<<8<
zzSeLNaX+jIb%QMaerQsN!ubz^pI#F2I%^t7#<Ff$ZQELX4D5fw9P1ZpTnWAX@JQw4
zD#%5{h9&7-K-I8%PD|5zn<{^$vwyuCBAIDKLQ(&PocwRa@mq7}uK-h%T)xmXX3xKv
za9v5cZ@X?t)4%KlzICu$tGf^C1LAxyQfs2`AiLUBoQ`XRA;tV{Q{M;uJc+f$hR>3`
zYNPwP$yYs1S7xWuV3G_`y^=ek+ATDM4wz~G#*9^yG9ksm(rUfQD9VzmV_7VT0zcz$
zz7)K!_gTvcv$59W+~~!tnyXg`J4SffO>4wMLB&ho&QD_=O)P~-3elr`rl}7r5Dft@
zx{Gk&vzYkWYjdipN=G>zv1zCE@PJP_UFn_Ew5ioc)x{Z1XVYCEv?Nkz1Nj#V=+pi`
zW6LXU{CAu9gh%vp-Li>_%UANPCNH>*dNkDp_qV1lbA3qDz;TO3R@}4cU?o<|Kq;*2
zBAc2}BNObFTo$@=n=#$Kg&NzEf=B1OzO^N=N`L;0Wr`GD2n&&AXd`LluTHoOmfwA9
z)#7diN7aksv63}kk*-n|`Z!w}xEmfP{^S;q!2D#L(#pn({TCG$sK#+$tN`2AOPnt#
zh*X-aaQUenM$ihSfzFsj>YlZdzGDg23sYj7vwIVm($l=_p0>-@XRVB+K?<zf`el?R
z34c2c5pC%0Ux$asn`mOC=KODs#epZlJB^k6V6L5yKMmq5Izj+~+~7MbCdoEf2A(!r
z%X-!Gj~0tq^T}7M#Qt2#UXKZ8C5aqC-0Znx)v*)GynvFJ^qj4tg(X1Ef*krXd>s4x
zS8aX8k6$8Zv1qB+8%91>zA|0I-d#KUEG7b9kkS4EMH{pyh?_Oe>kmfB-95&#k0`|w
zj0GKj&x2UH{J#lpckk%RJB9Ku`XBr=S>)<$Vxlh3H%!&~_eZF#ARWzs7h7d4STq25
zAB||^k6JSGtC7@56VMmd82S-hRF?@SkPXE@;^!VR?Kc{v_LlP_LS6=ad&ACw=G$ZS
zU~qNKtajg(Kf42ijObI^b;YTm#h9DP{DV0oBV)6~kEn<)&{Ti?I87m%Jv)%e_YrvT
zxptp{)(OT*q)57(B_S!tvl_m-!&!T`kJ%yY;abe4J(Zn?_)Td=s~>^=i;bWc@_=;K
z%?)SWjNtv}1(Vp0!U3J1zGp4CTMG`_FNUUB#`P?QJZGv9{jF0ex*5`tp?*Tz=UBG6
zf0hMC-Yxz+*IlSLim7Qb^B>5{7Tyn})UC3OSBT-vx1Xr9nnL-|iag6A$>A}SXuPF{
zZ4KuO=QJK!1Djqt=>wfm{KGZ!*lbXdQ3e&6Da2yp1;o6e&r@w-9~~hLrmhe5t!<xK
zm%gN8Y)Iw(bdRo9dDbrz@=B+jzfLgd<UD^R$AIrH31-&IQ;21~pp{VssoBCTHKBN$
z*+n6Y@KBv;s`iv>(Tu(_4`4}^8Q<%kiFp}3yQv8%D3xn~daYkW*_@Ch85e`_vEIjz
zA2I7;5<7AvEzW2WQHRMp+TEnm?)kFm(NJab(XkQ#{yC%NR^`Jm{6iBnCpfJsu7=9C
zw?pe3(~j<+%=5-9mUeF0?0%f~6x#O^6xof{bsxdYam~%41cP>eDt3RJlJ8BbH<JEG
z1uH%^1rWKTgj`g~xy$T=ehBNWxTuo9aa6#qfve*b64Gi3q^h<LyUhFP+yz0BryNPm
z6V&~Nme7Uhny1r6Nu=Q$*(yr~WK}D#(^JfLDaIBN0S+oIxi_p1u4#@m$vHK6SFmKg
zV9~eDAiTwI?sfDIj(Zh4zc$DF8d5A>CdAI|a%){pj_u9f?le*YPQCL$%T~W14BA0O
zk43M+y|gD;EEm)#3jvZDYmmn%?r8}|cRR%GDT>3kIORrB5YWK^Z$%2x11#mq6KgfW
z+K895ZAdMX1GIwNMnsr4zzFG;S4#GfjXk;Is%h^gR6#Vgqqj#2BHV~SxM1P2E3>>I
zw1NuT_p<4QKOPpcjO`CZ4nyxgGlQWCPvw+=bkOa&nna4AoN@8YpQocD9qPf7sPTr;
z!SZE5iPju9Sd3)2?by7d3ud;8C29%NyW3)t7f-@X`kt;dSgvG}-|5wl)63fTd(=5O
z-EgcJJBDQU4jf!K0;k(#GgrWUO!~otM@IfHU-mbu0_wRMWmw~Q^*(jg|CHQJ`}NCl
zRyv3N$T-y>&$$1#Jp&}=`|q>}+>o;=(HgDTkfo!3az?C-vlk`nXmQ8rKPGcC6u5}+
z@GDGAskVg4KSzpEm)2F@p^Dp1+<3qTN1ijc;99bs)5G2=9h~R@yLM#B)vGkvziPo%
zyU;u$;Pq=Zo=)rmYCP!AK=!{4?BHTr)u#3k_vV<W=Mz&!oUZ<h@Px7L*G}BeNac}?
zlQfwf@Juay#GMyZ>!{gh-3c4B<#v3e<uqe|jycg_Xqr35_Wi601Ql)B#{xRU9Xztc
z22&(YdOjuEC6j{OY^48NMYFOqGDz{OzIkx1Uo^Lh=@{tnO6|bfu^B1LK6Q!HQcza6
z+J3@}+InNA0|WN*^@cwXq<P9O=O@fxt?b^9A;;w9wVNEi5(K4JRUf@A6S)NjP2sdJ
z`b_ut_i6b|-?(`F`u;IAA)^(1MzcW0HP3FW%6h!!X~OBhNSBb0_S#gm+bZGUDJe9f
zcA6Y7*>C2leGcn^tUDIr0S;b*HW*G4oL#d}OB0JhR{9<Iav7oYrGqb_!LocUNQ87f
z;lamGo+#WXAE?|LV;x)=WZJ+f$hi?3IxYy_?Q8ZX81Ov=b}7S)K8>TtjtRQ0>Njpr
zdL`U?^3s=x*S^TD|A@G|JtVf)kjZEEwZ=Y&bY(LI-!02?+t~Mp@2({5zusWb$$+R;
zxZ7Y=VQL*DWI_P>N^a@LoBzPwA80xtI@pjl^mDo=)`0=|1IgEcfn&Q*p6IK>Wc#=v
zX*5Q9xzqnig7EeZ<)5q!Zy8CBB!6CEB)Oo&*YmbNg(Uo;dHN71L;CCQPyeJbc>C-2
zpLQPJ{=e{JLrV(Dzgtn#-%hKkxs5J1(DP8cckd-0-PYEIzJHhfKPMcAlB)mPmLi=v
zzygnC?dp7Sj9jBwzxHt3%zXe?&`w|lc%Z@7yy)!e>;IFz@UI^s3F7?c+@d2@vWZ>0
zIEia&jDrncdMN%o2nCj9uy`{NzmWCmzbp*@{g(f2XZ`tU!U69N0~Fl0|4a9sBr<gP
zYMv%(TK)U>|Mr8iABIGLpE}sr2E4g;JfGRj?5vrcV{&`D9B~I*;yLqPR-@6=<;2O8
z?0)-u1x8J%ed3xQ$F*xO7oWa|OxNyNtbx?k1dC}6DXHgQV|hx*nY>l$gzZfY$3N$*
z=W2j!DAr9Unq5<0oIVU5m{{9X)MnM<KyJO~8^)EHj!4h-FVx5;eptThKR&%i=c!$9
z-0W8@W=v>{7j~G`Oyyup^f>!GsruQh0)BZ!JzF6<A~iMj-u?UNIv1M|dJ%-Yyu8xe
zVB3j0O`qK@&5j6W<dDflc8zc0SMOh7Wb8?*`Qg<Do_qOL139NCDXaD;$9;EKbjwUB
zoMtmTMBIO+NgV7s;n${&V2ejpS693E;kN%Oj*kURW-k32Ri383GFoB#qVVv)v2J>^
zU!w&rzg=0GsE^IBJz8>OpLY7>1h}Fmh`KD9wGm2YMW=jsktZqXEhmKh@&L@83CUKE
zhml*qCJkKwEWtig>pQs!2O!X?c?{v!;x+1=t+2zeaw<*QD6!rBQEckY^T}>}T-@e{
zGa)qmtvll8hDyt$m7VDO8^g_c1Opc^b=Gxw#f|@TnkNtHByO6-Tz;NGF}GD)pEs)Y
zu6Aux@mzXUfF8de6c*-&|6BZPmEBm8@WVxUIk|77q(9~~*QK_*wc_ONoU$^X>Zes=
z*jVIoi-|stYOE{p)LeI=M+#ukWvAQV+i!`7dT=|hjG`4-Zj}VvpbN6W?^ma!P3hN@
z#r|xJc1@dCn?<UR7NqoYiC0*_uV-Xt3W9JrmN$}Br3%IR%+*kWFmqmfd)z6O0d%H|
z@jGWlBzfkDLGmbGg{YfPe8Rs2WeL0y7k>R{(MsC{MubM87BVhHF~0ex<MsXBsRNeA
z^;SChCgPS}e_y6-<k6!?yUL@2m+ocCgeZ6}m$pSz*^Wfa{eFL4HiA~j*0Ng#;MxX4
z5-L@eeHmGKd3l|oq#7t8_UD&i)-PYa)SB9U=uQyqOgN3B=Q9Eg;;!tc@8KrtI(=|k
zGn{J<NxJ>?8XG4kCmXnkTESzCO*TS#*DAKY-Xs#{Q!%(a+mSN)w{PF-=g^z(r%-cf
zb=B>|-BNMtX^`R2ule9&4<5B$ij;Nk>lt{@PW@d!BGxE$dXBITis!m*VlGRclWID=
z+T!^wbmxOFutikB({Ed6R*bnp*xhA)9T32hEaDVE`1-?x*Y6<JXG;g`mKaZsOXA&z
zJIL+yBg12)(nh-<Sv{E`;I*|Z;J22UnHjmWz2+bevF(|BX=!O!AM+c-tDWaAyEx2A
zzanH?&VfZ~E4t+_I}4e`oH?XpeQIjpk5$a2Yaw+p!FP^k7E3=K6c=Crd>-S};+=ME
zdni|h$p&TUF?&&)>dUn4cuim37P?SdWqS|2VC|Cq4v5=M-nJ>W%fqFi9<aLPoO+I*
z0Y&l0$wt-o$(^kW^2PYc^{O%Z@*cmv^)_v9%Ciij0*SJV9(=ngD5v?J<1!PsF~*bA
z7dRh%^IUH5z?GTV*3v+tqB2=}N6X90i}^>chN?Vj^4IpZ8(#Ge=6~qBJ9m+j<>uwx
zw9%=`*Asu-OvW9O$e*o;i1{x5tNB<lV`v+1<pf`b-1}=I5|^^LP8e5M4YU>n$0ZQP
zrpn9|v96w-+V63GPD&%kGG)UUW0O@xwszN=_ywCa<M=K>e^hSIB=YQ)jSIz;BH(ex
zl)kafzD{M+r`*2fy8Os)3N=x1Iub#5QpAQ-&HiekLOu?&3MzG&lE`UR_THXw!;p*2
zoh|ZEvsmJa=Fsjzw}4xf7P8D*GjT^_PI}A8kC;t*{`kqR@hpM37hbnq3Y8rzph(s_
zD?L*LotchHLHE=)#d(%T_y_93`@Bqi7uYrAU>{MbNBVa;eY!QYZ~bBkj~(LY;WkeZ
zV~Nj%<-UmV7Ig7aH*7gl!#5CTb+Ati-N}>-Zoc{biPDc}nToO8G(DzLm|c>SaE{{K
zms$@eQ~SinpMYV3yf)HKpgs+8JrB+H8=QxkVyC(rc311Iwv<^ng(uxxM#IaMoS0h#
z))Y&wHW!wltWT5yiobiX=0#MFqG@nl0KrSbbJMagKV#9?Uc#H7$v5Tp(@)kY)0gO+
z0U;)hdCv2u{D_ywV-*(1y|Z!cBIK0xA5ez*=VEjk9~;)gns43t)*}#m#8CvtIIy?E
z+jL-$BA9dcF+WnEa{qhabx*?+!I6x$23%-i;B=pPSKO0E9lm4%Wz`CBN5(J}wT95u
zds;Fsmj4mFM?M!+q@4)VnX@d*2NP&J7fPY{>j#8hzZopH@NiF3d4@Z6C8|tUPx%f&
z%o8;J{1^6hRmTURBR1vB>*;}v{UG!ocZpgI%x%$?Bgg0e(x?yBi4phP_vY|&h9I&7
zUIxhGZkA*F7(Iu|(ChODRhMD02Z9&FKoWm)qVlDNCr9lZkwB-x+Ni32ySQfZGV>(v
zMAq8(kN%!pBNoUp(EM+b4^<$4q1JrgcC1PnwkCgc0`j|x0#dD}wMeJDsP@*~07$Zr
zXl_8^TKQ6<onZTF$jEP^4)~ti^BeW&a6h~ECi!0YM~%v{TwjNOs_bdPWAwDHP>LiP
z*nMtm)5GDwN?dn@e6EE7S3Qf`T~$AHkuElquvL_k`|#3%Gtp_~j)2{$hFNC}dSkW|
zDb*XwAXd~Q%;H}GojC^aWF`qbEOZn<bnA};F-W)6__d1{DF>hkM00&zKQMoxD;F(=
z1%U~aGSBW!yXz0;eAS;Fyqb^2sWf%N0nIC~eZoAxi@&$VQ%=r2<{-{9h9z;xG&mvq
zBa72H5eul&f%RBP%YAjbA-{1kC((IpS%>4>^Q80i^vgBLhPdn~6PEjw#b5Y5hsJ81
za-;7uT)LD4sa@v?B67l9;tX-Au%w82izRpywlYKv@gO)=)AXx`=1Xg02DquD%ilmm
z9&wOxuGc+_nAw}6FSnl26*K{F!Ynh1JRzn>iBnEFLJj#YA)5dhXrF$VDq(lxoKo@)
zTmU!<r-K1s|C6tDn@i}<r6_Ar8zHOySJ<fgU5T3K(@>k|H3pPeX8m8o=jl}Y{r*AD
zS2F&Jf-{cV)4cZ9v(Sz+$~u@hL@rMy$&TDe+3`rRiM4i#K|SUad)%3GH35XgCzEjr
zRJrPYdEuV~IQaeiyS~0>O>zIkY_d5sWtKD31_en5<cUXxR7#*N_fqh#ddqT4C4!cV
zQPg=M=&l;>YCeVW`O7Ezi+}Mlb;Yy9gAw|NNuva`wj9$7wJTJLI@e4S%;GNW0HLdO
zCyIWx!!+tLt4fM9gx63HHJ|J=!so9ji^TrJ`FeM-PAQ)&An8e6A|1<{$1w+nqn~@d
zFI!|$AHUbbTM3rt)d$v<gz!ehOA%O|O55IF*Q2H^+I4aaD?4)d^sHG_t+Tvuo*K$G
zY^=k(wKfPr2#Do25bgGed}=pXsNE}l{rLERx{A12^fO+wJSB(Ik;h+hn6Qb5%f<^A
zP1L!RFR{3+j>p^2*Geh;LW0kAF=LP{Z>8bD7^1E}fgmRm6LFS&h|eKhN!Fre@a_E`
z^R+ly^c*34GLV9;4RJKD-NW1-5!2ZhGFgeRu1{Fr+RTdT`QZ?}d)sw64t;q*z*vBZ
zv$;|!AThtiW^Z#qB{o^u$qdRJ!M3)OH5>zCKY&7AZCD;}{_IQ8MR0f;XC&Q3zV1s(
z<f9@^bC2*G-4R#({QR`3I;Xh|8-|yDCiOSmc&%e@QJ0Z;h6#7{8)rWGo#c*TUgems
zwemrwZJgI?ZJVxy+mL}<zEV6NH(h3~Crp8nB{`>kmJlb+bqcIlOjO6GT)F~J=6Hv8
z6e&>LY!>Vy9}Li8KlnmzlqFJaJHqD!`4qDPvy>WB?-bjC9OYQ#QC=F9d5@Bt6R!T9
zS?=n`P1#$MKHCO`_70~8I6DWI1mhjU?rZ>{_^%o&oZA-xoFJ?Z^Cq_0n~pA=*==Wc
zr^6&Sd&JgmZz-QYp9xcfP?MbWE(W*pkLaGOq(PE3OEzb(kb(bz$x=uT=akGAKhK;}
zvbIyVawc<R$Yast_D~_5;y!-zr1fB)n%2B-^FVxY_Z-34a5%n571!E!+)IhU5ND1V
z^yQzu8;%37^i0y+4AL)DAeBV{%;r{&6y}NOQ{ey6U~9$x47C^$&st|)A48ZhlaRVq
zQr%@!dhWW+qu%)IvZ0UeGT`nmnuLkxK%A;`&q`_Qdh3C-oy!9fwU)sQ^yWHEEnT~p
z)Dx*z*C+e#NGeSalUTu(|2Q<_wXnP_=X*@s!{|jK%sz3)QR61Rc&jEG18EhbjjJz~
zdT|tE=VXMtJk!+>N0n#f{^JDp5i9{DnUyD_&!$=-&H1Fi-d$6S5y%<3cpJ}a%`#Us
zSXqELnzhJlAWZRYE(z+%CA79tWlVzo@Q075f)bPr%U|`F2HzoW4iq4=6(~dhax}_O
z{9q+xydM)cn=`ka04@)c7vj?rMP!A-uyMi}P{vo3xj=JZfi4j`641uvm-PJQ>G-sV
zU;F!kwO#w{rrZ`#YacN&dcz9Bkc*8~J5(opjvG2YcmH_#CvuTq0cQTrxuFsx2jl{8
zx0h065tQmNqZ#(UC)XoYBue-96KAN-|1DUOs@yzy{8bn3G^sLQQ})~z?mj@kL-fz@
z_~^kae!eU4L;&Gex9uV?K9b^H&TMqlv)Mo0Ct34-)k9<z{PF+eX~B1`hK2_EvHonu
z689$gNEVS*?eu#mYDr63XBs=z)KnM<W12(9D)=%+E9tv;u{VTH_+hb-_25m8Uj)eD
zwVtFQNc)Y$35lbagoH$aUUjkW-n#6Uwl*Wz{lR?o1PPxyXy#@j)?uD<W&4mZMOHmn
z?O+7s7Ms?0G_lG2M+RU(0hL)Vvk44jq*nhN1=;7Tq)K4;@S8DRi6$^DUcw;9G@IH|
z{r2<q92!YvNCeE}3$#m$wGBO_EqYTLmr>>-4FnH!k3FbtTp(oVgmuF7VYJGw5RyPv
ztzW(CiU8EU*e$4xlXHX$2#m3!K06gD?msD_Idu?6jvOga&kaQ#?C)Z0NW;1IQz)Gc
z1JbkN)T*-8sk9o9fwn5~+O=y%QhB8oy^Muy1IMWDq``|rVjl)n15oC%8yOjKe4v3;
z3u8nq3~q-=SqMUYp8NXGSaEwOmTB*RznXS&5zKmRNPEb~p?3BXQopwUlqIb}opWgn
zA#qKo$=3(k=jL_s0&u{Z^GcAi1<i^gKUtWlA(bBC#F;#1&M~vFEcMAUb${Z38RqkM
zR}R;feJ5vh7)V_}cg$_m?p$fM$?}{40}8#5gRsr5Fhx2$V2x8@GsHasT>8;clfa96
zO1*E+T`x*o3OGww)K;Wd{jgVJw+MPuJdDYDpGro0B>eM@RNNvt`=XFA*Rw*+!^1^-
z=CS07S@qxOj^~#pHLyL6K+6|)kA_?3D1JEhYPQ2K^tI@^rqqcw*4o8nCZ6fxppo#d
ziGE8MR9DH@DL02s&nw=EG!QM5p<=w_K4PL*Wt*Ry>MPpKd)`z~DP|sjQ#I{5-l@A+
z<;lx@mfg+f7sp1c9j07-jNo(hCI75Gz4Y{Sl0F4=c(x2;u3cY`PoRA2SDOxe3!RA3
zoccB2`kEIJ5R}w&A0`(y=j)vGV{=+XNC#a|gIS8p=0YEK$4$U~e0Ya3wm=J+fX90_
z@xae7hC%?o)CiWFN?g7AQ5Tca|7KBlVgX{Iu@6!;{a)R?dMJ~G_wO<%v#(L|+q_q=
zUWKx(d-Hb*UOXf&E)KhcB7MKFfDvgw>D2?D7unUvYts7YNN<9mjV@l);ngC&AM@m-
zPO4Zq!xWg3lL-fCTf!Gdn;h<3t2mP61_SKBgpmxHd_;Cp$?o==%C@(Haxd&&i*-xb
zS>bwzW3A_7Uf*Ak7ttnzNX{bWY@-Hgv6P%=eb}%(-Vw<vXwrIy!)8!Gx9%LwdND)4
zfB&Z2k$?|s_c$C(e&13`<G*uf{FHSJkI{a@HWRGVN^c_cudrwf>D!b;R0r}U*x40G
z1F(@YGY3n3w)p&<tEBnoGiqzn0mYSGtI>-5NsoDk#;s8s>%NTFBr_(n#02h5aw<j*
z_&LxuyrJ6{=}r``t{YcLxihju10%1pqh(Z*dmo^Ind2mY@Du=i4rg}H?<_)IKtnq^
zSY@XNdjtWD^3tVf)ZRv?E{qw1sCj%_B(LAPrAq1}>>*bnVfDhOqaW6GE-VDojwaG1
zcckrb`bgIVs%M9<8V0`q|Brb8A0J3>2pmv_pSDD*HK^5)ZkxRH!w1Fp9>4rwaR{oZ

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/long_tailed_tit_classification.json b/modelling/data/abingdon-all/resident/long_tailed_tit_classification.json
new file mode 100644
index 0000000..e0498a1
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/long_tailed_tit_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Long Tailed Tit",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "late_spring_early_summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "spring_detectability_peak",
+      "late_spring_early_summer_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 3,
+    "target_peak_label": "March",
+    "target_trough_month": 5,
+    "target_trough_label": "May",
+    "target_peak_value": 0.47068776872668894,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.15154760741292142,
+    "target_amplitude": 0.47068776872668894,
+    "baseline_to_peak_ratio": 0.09348022813303479,
+    "autumn_to_winter_weight_ratio": 0.06313131313131314,
+    "year_end_to_winter_weight_ratio": 0.4393939393939394,
+    "decay_to_growth_ratio": 1.3518164435946463,
+    "monthly_target": {
+      "January": 0.1670295603802078,
+      "February": 0.40623213562271965,
+      "March": 0.47068776872668894,
+      "April": 0.27344319708715903,
+      "May": 0.0,
+      "June": 0.01347300975656178,
+      "July": 0.07728834609976509,
+      "August": 0.043744787645017214,
+      "September": 0.04403168428690156,
+      "October": 0.05495030223680121,
+      "November": 0.06891210576537947,
+      "December": 0.19877839134785516
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.865,
+    "GROWTH_RATE": 2.092,
+    "DECAY_RATE": 2.828,
+    "SUMMER_DECAY_BOOST": 4.102,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.496,
+    "PRE_SUMMER_DECAY_END": 7.04,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.016,
+    "SPRING_CARRYOVER_WEIGHT": 0.053,
+    "SPRING_CARRYOVER_END": 7.11,
+    "SPRING_CARRYOVER_SHARPNESS": 15.116,
+    "BASELINE": 0.044,
+    "WINTER_WEIGHT": 0.396,
+    "AUTUMN_WEIGHT": 0.025,
+    "WINTER_PEAK": 2.62,
+    "AUTUMN_PEAK": 11.085,
+    "AUTUMN_ONSET": 9.87,
+    "AUTUMN_GATE_SHARPNESS": 5.719,
+    "WINTER_WIDTH": 8.103,
+    "WINTER_RISE_WIDTH": 9.346,
+    "WINTER_FALL_WIDTH": 5.85,
+    "AUTUMN_WIDTH": 6.605,
+    "AUTUMN_RISE_WIDTH": 5.337,
+    "AUTUMN_FALL_WIDTH": 8.283,
+    "SUMMER_DIP": 0.158,
+    "SUMMER_LOW": 5.035,
+    "SUMMER_ONSET": 4.175,
+    "SUMMER_GATE_SHARPNESS": 4.039,
+    "SUMMER_DECAY_ONSET": 7.09,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.452,
+    "SUMMER_WIDTH": 19.302,
+    "SUMMER_RISE_WIDTH": 31.706,
+    "SUMMER_FALL_WIDTH": 9.523,
+    "SCALE": 1.25,
+    "YEAR_END_WEIGHT": 0.174,
+    "YEAR_END_PEAK": 12.155,
+    "YEAR_END_WIDTH": 79.582,
+    "YEAR_END_RISE_WIDTH": 149.49,
+    "YEAR_END_FALL_WIDTH": 8.574
+  },
+  "fit": {
+    "score": 0.319
+  },
+  "warnings": [],
+  "summary": "Long Tailed Tit is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around May. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/long_tailed_tit_consensus.json b/modelling/data/abingdon-all/resident/long_tailed_tit_consensus.json
new file mode 100644
index 0000000..7c35765
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/long_tailed_tit_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.319",
+  "INITIAL_Y": "0.865",
+  "GROWTH_RATE": "2.092",
+  "DECAY_RATE": "2.828",
+  "SUMMER_DECAY_BOOST": "4.102",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.496",
+  "PRE_SUMMER_DECAY_END": "7.04",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.016",
+  "SPRING_CARRYOVER_WEIGHT": "0.053",
+  "SPRING_CARRYOVER_END": "7.11",
+  "SPRING_CARRYOVER_SHARPNESS": "15.116",
+  "BASELINE": "0.044",
+  "WINTER_WEIGHT": "0.396",
+  "AUTUMN_WEIGHT": "0.025",
+  "WINTER_PEAK": "2.62",
+  "AUTUMN_PEAK": "11.085",
+  "AUTUMN_ONSET": "9.87",
+  "AUTUMN_GATE_SHARPNESS": "5.719",
+  "WINTER_WIDTH": "8.103",
+  "WINTER_RISE_WIDTH": "9.346",
+  "WINTER_FALL_WIDTH": "5.85",
+  "AUTUMN_WIDTH": "6.605",
+  "AUTUMN_RISE_WIDTH": "5.337",
+  "AUTUMN_FALL_WIDTH": "8.283",
+  "SUMMER_DIP": "0.158",
+  "SUMMER_LOW": "5.035",
+  "SUMMER_ONSET": "4.175",
+  "SUMMER_GATE_SHARPNESS": "4.039",
+  "SUMMER_DECAY_ONSET": "7.09",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.452",
+  "SUMMER_WIDTH": "19.302",
+  "SUMMER_RISE_WIDTH": "31.706",
+  "SUMMER_FALL_WIDTH": "9.523",
+  "SCALE": "1.25",
+  "YEAR_END_WEIGHT": "0.174",
+  "YEAR_END_PEAK": "12.155",
+  "YEAR_END_WIDTH": "79.582",
+  "YEAR_END_RISE_WIDTH": "149.49",
+  "YEAR_END_FALL_WIDTH": "8.574",
+  "SPECIES": "Long Tailed Tit"
+}
diff --git a/modelling/data/abingdon-all/resident/long_tailed_tit_observed.csv b/modelling/data/abingdon-all/resident/long_tailed_tit_observed.csv
new file mode 100644
index 0000000..832acde
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/long_tailed_tit_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,18
+2,8
+3,21
+4,5
+5,1
+6,2
+7,3
+8,1
+9,3
+10,5
+11,3
+12,12
diff --git a/modelling/data/abingdon-all/resident/long_tailed_tit_parameters.csv b/modelling/data/abingdon-all/resident/long_tailed_tit_parameters.csv
new file mode 100644
index 0000000..7f335ec
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/long_tailed_tit_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:06:37,long_tailed_tit_observed.csv,0.4294743465829357521463546246,1.01,3.718,1.9,1.29,0.157,7.32,10.936,0.004,7.07,20.857,0.066,0.71,0.034,3.13,1.3,8.53,4.503,5.702,0.746,10.657,8.112,13.389,2.836,0.242,3.95,4.11,1.661,6.95,15.879,40.959,71.708,10.21,1.043,0.003,12.098,98.944,192.451,5.436
+2026-05-21 10:06:37,long_tailed_tit_observed.csv,0.4584260075464196558401822675,0.976,0.468,1.975,6.193,0.828,7.43,9.208,0.093,6.84,10.331,0.009,0.428,0.01,2.48,11.25,10.58,3.84,11.992,11.357,12.628,2.324,2.561,2.086,0.048,4.93,3.62,5.294,6.79,17.764,33.158,55.971,10.344,0.91,0.042,12.194,105.247,205.026,5.468
+2026-05-21 10:06:38,long_tailed_tit_observed.csv,0.3383579764223935286103654978,1.008,3.935,1.323,4.236,0.407,6.33,10.861,0.045,6.8,15.429,0.018,0.252,0.015,2.33,10.66,10.01,5.569,5.432,6.907,3.957,2.492,2.726,2.257,0.159,4.76,4.04,3.909,7.43,6.82,17.387,23.748,11.026,1.349,0.221,12.01,48.898,84.799,12.996
+2026-05-21 10:06:38,long_tailed_tit_observed.csv,2.459797945504314136614982330,0.795,2.839,1.573,3.887,0.819,7.71,9.597,0.016,7.47,7.881,0.071,0.393,0.032,3.94,10.69,9.81,7.644,0.913,1.411,0.415,5.768,9.256,2.281,0.133,4.17,4.59,4.817,6.91,7.344,38.874,63.999,13.748,1.671,0.286,12.028,59.886,110.456,9.317
+2026-05-21 10:06:38,long_tailed_tit_observed.csv,0.4595203310386520577987992043,0.782,2.596,2.437,2.391,0.7,7.31,7.398,0.084,7.35,24.707,0.069,0.739,0.032,4.44,11.59,10.96,8.164,17.514,17.194,17.833,2.449,1.336,3.562,0.178,3.72,3.62,6.426,6.99,13.872,27.970,36.722,19.218,1.207,0.233,12.02,57.988,104.243,11.733
+2026-05-21 10:06:39,long_tailed_tit_observed.csv,0.4336090986471079196825246852,0.666,2.66,1.641,1.466,0.102,6.26,6.242,0.02,7.05,13.412,0.006,0.584,0.027,4.07,1.48,9.89,3.106,8.377,7.212,9.542,7.625,9.186,6.064,0.156,5.83,4.53,1.813,6.91,16.262,13.574,17.87,9.279,1.283,0.215,12.213,58.693,105.577,11.809
+2026-05-21 10:06:39,long_tailed_tit_observed.csv,0.4343616409123215354662507458,1.187,1.37,2.206,3.761,0.868,6.79,9.57,0.078,6.99,10.272,0.061,0.315,0.03,2.91,1.4,10.76,5.731,6.252,8.112,4.391,6.454,4.801,8.106,0.211,4.41,4.38,2.073,7.52,15.426,39.172,69.075,9.27,1.302,0.077,12.166,79.770,149.838,9.702
+2026-05-21 10:06:39,long_tailed_tit_observed.csv,3.806395693949371166548330865,1.072,2.437,1.515,4.1,0.489,7.24,6.025,0.034,7.39,8.192,0.04,0.719,0.039,1.58,11.23,9.99,5.834,2.273,1.422,3.124,11.554,9.513,13.595,0.221,5.86,4.38,3.632,7.43,9.421,5.292,9.01,1.574,1.652,0.185,12.019,109.831,213.498,6.164
+2026-05-21 10:06:39,long_tailed_tit_observed.csv,0.4669812503197902228380913691,0.796,2.172,5.727,2.788,0.054,7.22,9.31,0.005,6.65,24.088,0.012,0.228,0.034,2.34,1.25,10.95,4.255,9.514,1.194,17.834,9.314,9.418,9.211,0.244,5.25,3.83,1.55,7.15,10.635,37.603,70.521,4.685,1.782,0.11,12.099,80.912,147.332,14.493
+2026-05-21 10:06:40,long_tailed_tit_observed.csv,0.4026343780638676241361179019,1.084,3.845,5.242,2.131,0.48,6.5,13.833,0.095,6.83,21.483,0.056,0.247,0.042,3.31,10.95,10.28,7.531,9.329,15.035,3.623,12.984,12.6,13.367,0.035,5.29,4.24,3.628,7.3,12.281,8.510,13.03,3.991,1.67,0.184,12.279,65.638,125.691,5.585
+2026-05-21 10:06:40,long_tailed_tit_observed.csv,0.2423922213342911310823349238,1.198,1.804,3.684,3.812,0.577,7.02,4.616,0.076,7.39,27.756,0.079,0.108,0.019,2.56,11.85,9.11,5.218,19.556,19.770,19.342,3.904,3.654,4.154,0.208,5.0,4.17,6.571,7.28,7.809,14.832,10.361,19.302,1.711,0.334,12.214,62.838,114.849,10.826
+2026-05-21 10:06:40,long_tailed_tit_observed.csv,0.3614606344407678203404676374,0.822,2.474,1.203,0.252,0.252,6.5,5.085,0.052,6.6,15.594,0.045,0.276,0.046,3.33,1.39,10.9,4.387,11.068,16.107,6.028,7.370,3.69,11.051,0.119,5.07,3.88,7.975,6.64,18.887,17.868,35.148,0.589,1.139,0.131,12.044,77.612,149.667,5.558
+2026-05-21 10:06:41,long_tailed_tit_observed.csv,0.4301482415671527899545235081,1.047,0.866,1.39,7.884,0.369,6.29,15.448,0.07,6.56,6.708,0.014,0.032,0.049,1.88,10.93,10.3,3.723,9.110,1.418,16.803,5.507,7.571,3.443,0.205,3.51,4.83,1.614,7.1,20.114,5.512,3.722,7.301,1.231,0.227,12.141,62.950,114.911,10.989
+2026-05-21 10:06:41,long_tailed_tit_observed.csv,0.9263543230970736199950836207,1.014,1.39,5.114,6.249,0.931,7.56,12.297,0.045,6.68,10.698,0.033,0.535,0.027,2.85,10.56,9.19,2.506,7.772,14.45,1.093,6.564,5.483,7.644,0.008,4.22,4.86,5.638,6.72,12.04,47.982,78.999,16.965,1.597,0.246,12.208,122.876,232.984,12.769
+2026-05-21 10:06:41,long_tailed_tit_observed.csv,0.6550009445510153032237300737,0.631,2.881,5.439,4.866,0.825,6.87,3.189,0.098,7.22,9.512,0.088,0.584,0.021,4.26,11.17,10.36,4.038,7.640,10.669,4.61,8.848,12.477,5.218,0.01,6.08,3.63,3.211,7.56,21.847,13.256,9.989,16.523,1.143,0.138,12.174,45.576,83.866,7.286
+2026-05-21 10:06:42,long_tailed_tit_observed.csv,0.6840303833707341902741363726,0.916,1.497,3.33,7.883,0.32,6.68,3.802,0.033,6.85,19.425,0.047,0.374,0.027,2.62,11.4,10.37,10.219,3.826,7.075,0.577,4.432,7.455,1.408,0.043,5.11,4.5,5.546,7.25,22.857,13.328,21.598,5.058,1.149,0.005,12.228,125.510,237.807,13.212
+2026-05-21 10:06:42,long_tailed_tit_observed.csv,0.4409477154361475332687880168,0.848,0.646,2.12,2.108,0.472,6.57,15.144,0.002,7.06,21.753,0.037,0.334,0.013,1.84,11.41,9.79,11.663,10.266,10.531,10.001,7.556,8.931,6.182,0.017,3.85,3.6,7.444,7.56,18.381,1.891,1.005,2.777,1.484,0.335,12.159,75.704,146.062,5.346
+2026-05-21 10:06:42,long_tailed_tit_observed.csv,0.3381140689678770143932491457,1.033,0.39,5.475,4.294,0.781,7.6,6.645,0.079,7.16,12.262,0.038,0.149,0.039,3.76,1.47,9.83,11.249,5.642,1.494,9.791,5.811,6.81,4.812,0.067,6.4,4.86,5.817,7.16,6.455,40.372,79.535,1.21,1.558,0.35,12.101,81.047,150.369,11.725
+2026-05-21 10:06:43,long_tailed_tit_observed.csv,0.3413774118749785964392889115,1.088,1.568,0.941,5.921,0.666,6.36,9.851,0.088,6.56,11.817,0.024,0.318,0.018,4.21,1.14,10.69,2.017,14.090,11.974,16.206,1.920,1.645,2.196,0.197,5.88,4.67,1.234,7.35,6.234,12.496,6.802,18.189,1.113,0.132,12.123,50.766,92.907,8.625
+2026-05-21 10:06:43,long_tailed_tit_observed.csv,1.099999637243868836511084821,0.842,3.561,4.704,5.148,0.122,7.28,3.618,0.069,7.08,23.718,0.078,0.17,0.012,1.63,10.53,10.2,10.287,8.074,3.411,12.738,3.676,1.016,6.337,0.013,3.59,3.88,7.082,7.16,18.78,11.058,2.584,19.531,0.956,0.17,12.082,77.098,140.432,13.763
+2026-05-21 10:06:43,long_tailed_tit_observed.csv,0.5279943286708478959881882212,0.893,2.924,2.636,4.251,0.586,6.72,10.495,0.071,7.05,21.643,0.02,0.531,0.042,2.26,1.04,9.91,8.953,10.480,3.273,17.687,12.084,11.542,12.626,0.241,3.71,3.88,7.355,7.42,10.56,11.828,18.564,5.091,1.391,0.042,12.287,121.568,229.684,13.451
+2026-05-21 10:06:44,long_tailed_tit_observed.csv,0.4582086358827112407461233472,0.811,1.094,2.053,2.953,0.81,7.32,8.845,0.032,7.01,27.783,0.007,0.323,0.025,3.11,10.97,9.93,2.353,10.588,10.850,10.327,6.834,8.61,5.058,0.153,6.2,4.14,2.015,6.99,7.655,35.473,59.475,11.471,1.4,0.277,12.281,92.931,178.271,7.591
+2026-05-21 10:06:44,long_tailed_tit_observed.csv,0.7075098390253834493819455704,1.181,2.212,1.383,0.006,0.493,6.89,5.977,0.03,7.27,16.111,0.078,0.276,0.006,4.13,1.27,11.12,2.109,12.956,12.51,13.402,12.098,12.607,11.589,0.008,4.16,3.75,5.263,6.61,11.507,34.124,64.414,3.833,0.957,0.062,12.224,97.638,187.523,7.753
+2026-05-21 10:06:44,long_tailed_tit_observed.csv,0.5870924369773856980432203531,1.069,3.035,0.666,5.384,0.292,6.69,14.902,0.042,7.59,14.914,0.039,0.007,0.023,1.5,11.39,8.86,10.295,6.486,11.646,1.327,7.283,10.662,3.904,0.185,5.96,3.65,6.418,7.59,22.922,6.006,4.3,7.711,0.891,0.103,12.105,84.848,154.056,15.641
+2026-05-21 10:06:44,long_tailed_tit_observed.csv,1.745527130947650601703365515,1.03,1.92,0.62,0.625,0.81,6.34,15.364,0.091,6.93,17.886,0.041,0.586,0.032,3.38,1.2,11.35,7.965,9.652,3.748,15.557,9.174,11.539,6.808,0.183,3.98,3.62,2.025,7.12,17.286,25.200,43.103,7.297,1.572,0.257,12.181,105.560,196.505,14.614
+2026-05-21 10:06:45,long_tailed_tit_observed.csv,1.287296534162627479694063960,1.041,2.4,3.511,1.498,0.088,7.29,13.963,0.009,6.87,7.03,0.049,0.282,0.007,4.3,11.73,11.09,7.917,10.722,8.743,12.702,10.706,8.97,12.442,0.143,3.63,3.93,1.345,6.85,23.118,39.916,66.419,13.413,1.244,0.345,12.111,90.489,167.556,13.422
+2026-05-21 10:06:45,long_tailed_tit_observed.csv,1.004611997361622513877328812,0.699,1.422,5.466,3.738,0.316,6.3,11.338,0.026,6.56,8.009,0.011,0.146,0.018,4.27,11.44,9.83,6.269,16.230,16.503,15.958,4.026,2.889,5.164,0.226,5.97,4.72,3.284,6.99,14.906,6.296,10.878,1.715,1.678,0.009,12.245,68.688,124.804,12.573
+2026-05-21 10:06:45,long_tailed_tit_observed.csv,36.59431973386581913711173671,0.952,0.524,3.296,3.931,0.733,7.24,15.24,0.05,7.57,26.885,0.01,0.384,0.031,4.25,11.07,9.66,3.458,4.569,8.728,0.41,6.856,12.846,0.866,0.109,5.23,4.96,0.895,6.81,19.886,27.800,41.217,14.383,1.341,0.085,12.198,72.542,131.455,13.63
+2026-05-21 10:06:46,long_tailed_tit_observed.csv,0.3417842395672637945300067791,0.924,1.873,2.033,3.869,0.867,7.12,13.124,0.012,6.86,10.848,0.014,0.415,0.012,4.14,11.28,11.37,11.141,12.415,19.962,4.868,12.946,11.893,14.000,0.008,4.69,4.32,5.259,6.86,6.263,35.538,62.512,8.565,1.161,0.296,12.246,96.431,183.282,9.58
+2026-05-21 10:06:46,long_tailed_tit_observed.csv,0.6200499229287491161177610596,1.131,1.102,3.293,5.514,0.83,7.65,12.801,0.03,6.53,17.673,0.036,0.154,0.027,1.98,11.49,11.02,10.89,6.522,7.059,5.985,11.316,13.297,9.334,0.166,4.69,3.52,0.826,6.64,22.164,17.671,21.751,13.591,0.896,0.15,12.224,52.638,96.603,8.672
+2026-05-21 10:06:46,long_tailed_tit_observed.csv,0.5267546656320329593155135899,0.952,1.814,2.334,5.325,0.312,7.68,13.332,0.039,7.16,23.381,0.013,0.493,0.018,3.77,1.09,10.1,11.723,9.086,8.448,9.725,7.647,7.335,7.959,0.146,5.42,4.45,2.108,6.83,19.5,43.630,74.038,13.222,1.253,0.337,12.02,115.120,217.94,12.3
+2026-05-21 10:06:47,long_tailed_tit_observed.csv,0.5411824623657397011351480506,0.804,1.076,0.414,3.603,0.528,7.54,8.397,0.097,6.84,20.438,0.025,0.045,0.031,3.72,11.28,11.29,7.26,15.424,11.54,19.308,1.788,1.902,1.674,0.214,3.55,4.01,7.729,7.47,14.246,32.344,46.332,18.356,1.208,0.215,12.099,119.162,222.812,15.512
+2026-05-21 10:06:47,long_tailed_tit_observed.csv,0.2980601299681807162346363341,0.797,2.997,1.007,7.168,0.189,6.86,3.08,0.093,7.5,8.832,0.088,0.376,0.049,2.87,1.19,11.27,11.309,13.767,11.861,15.673,5.972,2.645,9.299,0.044,4.18,4.6,7.136,6.86,22.008,26.458,38.386,14.531,1.185,0.089,12.005,102.904,200.519,5.29
+2026-05-21 10:06:47,long_tailed_tit_observed.csv,0.4004890300869815827316140648,0.694,3.425,0.949,7.481,0.676,7.69,10.157,0.1,7.31,14.591,0.033,0.115,0.006,4.5,10.87,9.65,4.267,7.454,1.126,13.783,12.762,13.445,12.080,0.04,3.96,3.52,6.6,6.94,10.563,26.773,35.669,17.877,0.915,0.196,12.007,90.566,169.505,11.626
+2026-05-21 10:06:48,long_tailed_tit_observed.csv,0.5198729453551636026198290560,0.643,0.435,2.379,4.267,0.565,6.83,14.478,0.1,6.79,18.514,0.01,0.625,0.014,2.3,1.38,9.34,11.927,8.462,12.952,3.971,8.980,13.679,4.28,0.027,5.23,4.7,1.184,6.91,14.224,27.377,35.026,19.728,0.877,0.034,12.287,63.574,120.67,6.479
+2026-05-21 10:06:48,long_tailed_tit_observed.csv,0.3437107832399321532648233268,0.935,2.57,1.766,7.936,0.09,7.01,9.863,0.097,7.5,20.727,0.066,0.446,0.041,4.08,11.85,9.4,8.798,16.152,19.659,12.646,11.540,12.004,11.077,0.188,5.07,4.66,7.757,7.26,13.494,10.418,17.068,3.769,1.445,0.213,12.008,61.528,116.41,6.646
+2026-05-21 10:06:48,long_tailed_tit_observed.csv,2.148505008170991294707700716,0.896,1.818,2.678,3.248,0.9,7.66,10.134,0.005,6.8,10.42,0.079,0.629,0.047,1.52,10.78,10.27,8.24,19.058,18.991,19.125,2.758,3.795,1.72,0.227,4.15,4.57,3.431,7.31,8.638,13.456,23.232,3.681,1.716,0.159,12.075,50.058,93.407,6.71
+2026-05-21 10:06:49,long_tailed_tit_observed.csv,4.458242827093475906198368240,0.709,3.193,1.065,1.588,0.349,6.33,12.592,0.016,7.12,17.219,0.032,0.138,0.049,2.55,11.05,9.74,2.234,16.716,19.287,14.146,13.495,13.343,13.647,0.012,4.13,4.45,1.026,7.09,17.734,10.961,21.353,0.569,1.618,0.031,12.283,102.226,197.552,6.901
+2026-05-21 10:06:49,long_tailed_tit_observed.csv,0.6606772914556220503173923378,0.828,0.904,3.696,5.345,0.779,6.33,9.476,0.016,6.63,23.135,0.076,0.137,0.022,2.45,1.0,10.38,2.294,12.894,16.523,9.264,2.882,4.757,1.007,0.138,4.91,4.13,3.946,7.12,23.208,24.966,47.45,2.481,0.869,0.12,12.098,63.062,114.926,11.198
+2026-05-21 10:06:49,long_tailed_tit_observed.csv,1.197483316635023798863751836,1.092,3.466,3.107,1.864,0.438,6.66,11.464,0.027,7.11,11.092,0.031,0.131,0.017,2.07,1.39,10.24,7.988,11.054,7.391,14.716,5.748,3.465,8.03,0.207,5.82,4.72,1.963,7.18,11.094,20.598,23.506,17.691,0.864,0.0,12.037,94.802,177.83,11.773
+2026-05-21 10:06:50,long_tailed_tit_observed.csv,0.7709362157871169638473559208,0.866,3.017,3.076,3.652,0.681,6.42,11.691,0.011,7.54,10.132,0.07,0.461,0.006,2.53,1.29,10.06,11.4,14.076,19.896,8.255,10.716,10.587,10.846,0.226,3.8,4.55,2.25,6.88,21.821,29.172,54.179,4.165,0.837,0.168,12.238,62.557,119.659,5.455
+2026-05-21 10:06:50,long_tailed_tit_observed.csv,0.4727151993549458140006522336,0.98,0.777,4.701,4.342,0.144,6.48,9.275,0.037,6.71,16.779,0.045,0.227,0.028,1.83,11.36,10.66,11.865,3.432,2.593,4.271,3.202,3.561,2.844,0.239,4.89,3.99,6.11,7.23,14.651,18.208,31.06,5.356,1.454,0.005,12.111,97.473,185.022,9.924
+2026-05-21 10:06:50,long_tailed_tit_observed.csv,0.9080163929226479956176405672,0.645,3.695,3.282,5.854,0.909,7.26,15.041,0.026,7.31,10.995,0.037,0.428,0.049,2.9,11.73,9.45,3.451,17.974,18.459,17.489,8.184,4.835,11.532,0.115,5.3,3.51,7.521,7.34,12.289,27.648,47.192,8.105,1.584,0.169,12.129,94.609,173.565,15.653
+2026-05-21 10:06:50,long_tailed_tit_observed.csv,2.977488553293352418076277497,1.046,3.269,3.439,4.9,0.916,6.34,12.984,0.023,7.59,8.408,0.016,0.573,0.019,2.06,10.67,9.79,3.377,4.189,2.043,6.335,12.179,13.212,11.146,0.109,6.23,4.56,5.659,7.18,8.335,41.056,66.079,16.034,1.764,0.29,12.127,59.254,113.658,4.851
+2026-05-21 10:06:51,long_tailed_tit_observed.csv,0.3973358085269625354968371885,0.808,3.876,0.569,2.198,0.275,6.96,6.233,0.017,7.27,10.963,0.016,0.572,0.004,4.46,11.79,10.48,2.804,5.364,6.058,4.670,4.554,3.816,5.293,0.185,4.36,3.89,7.472,6.86,13.654,18.557,32.532,4.582,1.071,0.21,12.037,117.772,222.004,13.539
+2026-05-21 10:06:51,long_tailed_tit_observed.csv,0.3003494372614911575312608617,0.987,3.245,0.894,2.962,0.031,6.86,5.164,0.078,6.81,27.414,0.043,0.506,0.022,2.31,1.39,9.23,8.631,12.562,19.433,5.692,6.090,5.061,7.118,0.169,6.26,4.04,3.505,7.25,22.613,17.066,20.765,13.368,1.148,0.146,12.273,115.590,226.767,4.413
+2026-05-21 10:06:51,long_tailed_tit_observed.csv,1.133237118399737810647483847,1.002,1.741,5.435,5.591,0.142,6.51,11.832,0.057,7.0,21.636,0.055,0.402,0.008,3.6,11.16,9.63,6.506,8.920,9.726,8.114,8.722,5.623,11.821,0.149,6.2,4.59,6.68,7.19,16.761,36.013,55.047,16.979,1.206,0.214,12.238,51.294,87.323,15.265
+2026-05-21 10:06:52,long_tailed_tit_observed.csv,2.693116397483264912326213376,1.152,2.632,0.918,3.979,0.462,6.57,5.234,0.039,6.72,22.292,0.048,0.681,0.02,1.61,11.06,8.5,10.996,6.154,2.151,10.158,7.963,9.995,5.931,0.103,4.75,4.81,1.228,6.86,9.577,29.190,44.098,14.283,1.718,0.188,12.123,103.972,199.181,8.763
+2026-05-21 10:06:52,long_tailed_tit_observed.csv,37.03376315311504252875239339,0.898,3.835,0.315,4.085,0.919,7.37,4.339,0.069,7.06,20.678,0.018,0.466,0.043,4.28,11.54,10.95,6.847,18.852,17.705,20.000,5.712,1.612,9.811,0.133,4.04,3.92,1.747,7.0,9.647,17.632,17.24,18.023,0.911,0.309,12.127,100.075,185.015,15.135
+2026-05-21 10:06:52,long_tailed_tit_observed.csv,1.346676366177448017151202407,0.932,1.747,5.038,4.731,0.072,7.69,10.041,0.039,6.57,14.593,0.003,0.008,0.043,2.75,11.15,9.67,3.105,3.442,6.274,0.61,6.260,9.619,2.9,0.083,5.37,4.89,1.017,6.86,11.087,19.885,26.379,13.391,1.361,0.329,12.15,81.918,157.17,6.665
+2026-05-21 10:06:53,long_tailed_tit_observed.csv,1.710734372379943066395152137,0.825,0.464,4.807,2.158,0.086,7.62,5.512,0.022,6.53,21.682,0.073,0.128,0.005,3.86,11.84,10.14,5.433,13.568,14.196,12.94,4.520,3.028,6.012,0.142,3.57,4.02,1.842,7.28,21.128,20.217,39.986,0.448,0.918,0.333,12.246,123.215,231.941,14.489
+2026-05-21 10:06:53,long_tailed_tit_observed.csv,0.3191204279824422383910157493,0.831,1.508,5.63,2.741,0.384,7.74,13.833,0.096,7.64,15.344,0.063,0.091,0.011,2.77,11.28,9.44,5.658,9.368,14.136,4.601,5.352,2.633,8.072,0.181,5.58,3.84,6.022,7.01,7.826,13.778,24.795,2.762,1.713,0.039,12.134,67.964,121.301,14.626
+2026-05-21 10:06:53,long_tailed_tit_observed.csv,0.4684688448283169803431456381,1.185,1.939,4.372,3.583,0.793,6.87,12.937,0.014,6.68,22.906,0.055,0.039,0.009,2.55,11.53,10.39,6.649,12.576,15.182,9.969,7.516,2.31,12.723,0.022,4.6,4.37,1.016,6.95,17.43,34.818,59.894,9.743,1.623,0.188,12.183,103.570,192.214,14.927
+2026-05-21 10:06:54,long_tailed_tit_observed.csv,0.2979095494751819639440322884,0.712,2.012,4.287,4.737,0.87,7.25,14.548,0.074,7.13,9.189,0.031,0.718,0.036,3.63,11.59,11.31,10.085,13.376,18.562,8.191,10.688,12.588,8.789,0.246,4.09,4.61,2.873,7.04,10.743,15.650,30.468,0.832,1.15,0.338,12.112,78.118,142.499,13.736
+2026-05-21 10:06:54,long_tailed_tit_observed.csv,0.6832901457085306428719509182,0.805,1.957,4.596,7.104,0.415,6.81,11.474,0.046,7.0,9.653,0.04,0.558,0.034,3.61,11.81,10.55,4.446,5.549,3.173,7.925,8.840,10.889,6.79,0.124,4.56,3.56,1.51,6.72,16.704,15.478,28.482,2.475,0.969,0.209,12.043,65.389,118.359,12.419
+2026-05-21 10:06:54,long_tailed_tit_observed.csv,1.157197188267195419609313386,0.78,2.568,2.392,2.809,0.774,6.94,5.02,0.022,7.43,8.438,0.043,0.593,0.037,4.37,10.71,10.56,3.442,3.888,2.768,5.009,6.997,6.199,7.795,0.221,6.18,4.83,7.749,7.12,6.859,20.716,37.962,3.469,1.725,0.127,12.229,91.710,170.468,12.952
+2026-05-21 10:06:55,long_tailed_tit_observed.csv,0.9899073163098621634945710163,1.068,3.675,0.487,0.861,0.509,6.76,15.542,0.063,7.34,23.753,0.0,0.625,0.018,1.61,11.16,11.39,11.735,14.210,16.519,11.901,5.060,5.886,4.234,0.069,4.73,3.74,1.693,7.42,16.667,44.902,75.543,14.261,1.41,0.291,12.181,59.745,106.552,12.938
+2026-05-21 10:06:55,long_tailed_tit_observed.csv,0.4767443522863472532652879835,0.718,1.023,5.064,2.972,0.418,6.54,3.942,0.096,6.53,19.037,0.067,0.441,0.036,4.37,11.35,9.11,2.249,4.312,3.934,4.691,11.406,10.781,12.032,0.181,4.0,4.97,3.777,7.5,9.61,39.364,71.185,7.544,1.646,0.076,12.075,80.636,145.931,15.341
+2026-05-21 10:06:55,long_tailed_tit_observed.csv,36.78344382190389820199073529,0.715,0.314,0.066,5.684,0.028,6.49,5.46,0.04,7.26,12.014,0.019,0.619,0.008,2.24,10.87,11.32,7.016,7.368,6.988,7.747,3.483,3.983,2.983,0.214,4.93,4.35,5.317,7.14,6.583,23.173,33.134,13.212,1.161,0.337,12.268,52.186,93.343,11.028
+2026-05-21 10:06:55,long_tailed_tit_observed.csv,0.3062698805640729008551676892,0.829,2.113,0.713,2.611,0.258,6.88,13.747,0.029,7.56,11.344,0.017,0.346,0.014,2.76,11.06,9.7,11.893,11.236,8.77,13.701,5.370,8.719,2.02,0.213,6.14,4.37,3.11,7.36,18.678,47.336,76.351,18.322,1.228,0.227,12.049,124.822,233.7,15.943
+2026-05-21 10:06:56,long_tailed_tit_observed.csv,0.4665652109178061333557381305,1.147,0.906,0.517,7.048,0.293,6.35,9.891,0.047,7.0,15.834,0.068,0.02,0.01,2.19,1.39,9.26,5.265,8.988,14.615,3.362,7.875,11.7,4.05,0.186,4.42,3.73,0.996,7.16,16.367,28.828,46.377,11.278,1.41,0.288,12.275,84.814,165.146,4.483
+2026-05-21 10:06:56,long_tailed_tit_observed.csv,0.4690609208414206080747310242,1.063,2.448,0.724,7.937,0.446,6.63,15.254,0.026,7.4,23.962,0.067,0.231,0.046,1.81,10.68,8.54,7.009,8.749,3.475,14.023,13.484,13.723,13.244,0.109,3.9,4.38,5.866,7.14,8.669,33.446,54.397,12.494,1.392,0.084,12.261,110.504,205.343,15.666
+2026-05-21 10:06:56,long_tailed_tit_observed.csv,36.90232819462947764769773276,0.809,3.98,0.289,7.416,0.214,6.71,14.079,0.096,7.01,10.582,0.001,0.708,0.009,2.99,11.42,11.15,2.298,11.343,14.682,8.004,7.563,6.842,8.284,0.07,4.56,4.66,6.235,7.52,15.104,35.822,60.583,11.061,1.361,0.193,12.178,95.746,181.835,9.658
+2026-05-21 10:06:57,long_tailed_tit_observed.csv,0.5743091152270925354718501881,1.09,1.919,2.179,4.377,0.661,6.8,10.571,0.07,7.03,17.844,0.06,0.309,0.002,3.29,1.16,8.87,4.202,11.022,16.566,5.478,7.964,8.592,7.336,0.195,3.84,3.72,6.521,6.99,17.542,21.738,26.858,16.618,0.983,0.195,12.079,75.334,135.781,14.887
+2026-05-21 10:06:57,long_tailed_tit_observed.csv,1.415879564542235883470337599,0.738,3.519,4.552,1.625,0.287,6.58,13.016,0.097,6.66,14.05,0.001,0.63,0.038,4.18,1.39,9.2,7.658,10.140,14.105,6.175,5.129,5.025,5.233,0.155,4.41,4.64,3.499,7.06,9.43,22.716,30.915,14.516,0.889,0.138,12.25,99.072,188.94,9.203
+2026-05-21 10:06:57,long_tailed_tit_observed.csv,0.8939214238245674633397384680,1.143,0.297,1.087,6.856,0.872,6.73,12.469,0.082,6.99,18.016,0.013,0.484,0.003,3.44,10.64,9.35,4.689,3.988,0.711,7.265,6.558,9.194,3.923,0.105,4.43,4.76,1.175,6.82,8.715,34.986,61.345,8.627,1.403,0.275,12.221,68.584,124.646,12.521
+2026-05-21 10:06:58,long_tailed_tit_observed.csv,0.3195864389729595892264873960,1.132,1.179,2.576,5.321,0.552,7.27,3.432,0.048,7.0,22.727,0.046,0.532,0.012,2.48,11.89,8.58,6.431,6.530,2.385,10.676,10.957,8.789,13.125,0.019,4.9,4.47,1.4,7.23,12.77,40.031,60.581,19.481,1.285,0.076,12.264,54.550,97.106,11.994
+2026-05-21 10:06:58,long_tailed_tit_observed.csv,0.3792734802767744324696655781,0.789,3.466,3.369,5.54,0.413,7.55,4.39,0.029,7.07,8.124,0.041,0.528,0.016,2.2,1.06,11.13,11.571,15.032,17.114,12.951,4.644,3.647,5.642,0.081,3.56,4.59,3.129,6.67,14.362,6.470,6.327,6.613,1.316,0.087,12.089,76.558,143.477,9.638
+2026-05-21 10:06:58,long_tailed_tit_observed.csv,1.175245259409218769886004127,0.66,2.254,0.178,2.462,0.584,6.37,7.974,0.054,6.96,23.705,0.046,0.545,0.033,2.58,11.41,10.61,7.017,1.240,1.143,1.338,4.264,5.256,3.272,0.051,6.25,3.74,4.323,6.91,19.646,11.460,21.587,1.334,1.111,0.302,12.118,74.308,136.655,11.961
+2026-05-21 10:06:59,long_tailed_tit_observed.csv,0.4103442091216423571412646760,1.194,3.199,0.823,6.48,0.361,7.56,3.34,0.057,7.55,17.916,0.054,0.229,0.008,2.84,11.59,9.64,2.333,10.104,1.565,18.643,5.124,9.828,0.421,0.02,4.64,4.51,0.929,6.93,18.64,21.292,28.577,14.007,0.955,0.324,12.145,63.436,111.45,15.421
+2026-05-21 10:06:59,long_tailed_tit_observed.csv,0.2805552354537453532568723123,1.064,2.874,3.37,1.095,0.387,7.45,13.637,0.087,6.83,6.829,0.005,0.576,0.024,2.67,10.73,9.59,5.095,2.794,2.841,2.747,9.142,5.373,12.912,0.242,5.47,4.64,3.675,7.08,21.228,12.306,19.931,4.682,1.315,0.039,12.257,124.776,235.267,14.286
+2026-05-21 10:06:59,long_tailed_tit_observed.csv,1.004691390885919183735200237,1.133,2.665,0.694,5.331,0.346,7.47,5.135,0.026,7.64,12.358,0.037,0.197,0.025,1.61,1.17,10.09,7.263,3.409,0.554,6.264,5.246,4.033,6.458,0.18,6.49,4.1,7.302,6.98,11.36,7.128,7.602,6.655,1.624,0.198,12.262,92.651,175.317,9.985
+2026-05-21 10:07:00,long_tailed_tit_observed.csv,0.3216210538918934356603763164,0.886,0.388,2.22,6.798,0.393,7.47,4.018,0.029,6.65,7.983,0.004,0.705,0.01,2.19,11.55,8.36,4.351,8.074,8.025,8.122,4.546,4.578,4.514,0.141,4.02,4.37,1.744,7.12,13.752,13.712,17.352,10.072,1.145,0.287,12.044,72.403,136.58,8.226
+2026-05-21 10:07:00,long_tailed_tit_observed.csv,0.2948486896473016370780001282,0.678,0.979,5.173,5.443,0.316,7.65,14.983,0.061,6.68,9.379,0.056,0.436,0.007,3.12,11.13,11.25,5.78,17.621,15.341,19.901,10.018,10.588,9.449,0.215,3.89,4.46,3.503,7.21,16.232,3.381,4.25,2.512,1.51,0.213,12.174,63.659,112.386,14.932
+2026-05-21 10:07:00,long_tailed_tit_observed.csv,0.4065348370353358885297728415,0.813,3.099,5.547,2.132,0.534,7.75,4.169,0.091,6.72,27.789,0.009,0.537,0.047,1.77,11.49,10.62,2.676,14.746,10.204,19.288,3.240,3.663,2.818,0.068,6.19,4.58,5.269,6.77,8.632,30.949,45.93,15.968,1.279,0.219,12.141,120.376,231.672,9.079
+2026-05-21 10:07:00,long_tailed_tit_observed.csv,1.711298708734072539233637086,0.973,2.44,0.789,5.345,0.145,6.59,12.915,0.058,7.12,18.036,0.085,0.741,0.028,2.88,10.81,9.62,4.568,1.738,1.877,1.598,13.222,14.000,12.444,0.128,4.11,4.99,2.973,6.83,23.165,27.081,39.486,14.676,1.631,0.053,12.16,112.518,212.958,12.078
+2026-05-21 10:07:01,long_tailed_tit_observed.csv,0.9905389691771705521436780365,1.191,1.481,3.37,4.994,0.104,6.99,10.218,0.022,6.76,27.75,0.061,0.422,0.005,2.26,10.8,10.1,2.215,8.860,13.762,3.958,4.646,1.476,7.817,0.036,5.53,4.1,1.98,7.06,16.891,11.110,13.293,8.926,1.077,0.182,12.184,69.774,129.147,10.4
+2026-05-21 10:07:01,long_tailed_tit_observed.csv,0.8516959168636613303888731817,0.728,2.792,5.554,4.084,0.032,7.03,4.23,0.056,6.81,6.704,0.027,0.731,0.016,3.33,11.3,10.63,6.0,9.710,4.332,15.089,10.122,6.827,13.416,0.148,4.26,4.6,5.276,7.11,17.186,9.929,10.724,9.134,1.046,0.111,12.079,100.694,190.24,11.149
+2026-05-21 10:07:01,long_tailed_tit_observed.csv,0.3323532878231803930194189412,1.082,2.869,3.078,1.871,0.797,7.13,10.672,0.034,6.94,14.201,0.085,0.504,0.02,3.74,11.05,10.83,11.003,2.772,3.57,1.973,2.328,0.558,4.098,0.138,6.06,4.61,4.003,6.76,23.021,14.618,22.458,6.779,1.135,0.258,12.269,121.708,233.962,9.454
+2026-05-21 10:07:02,long_tailed_tit_observed.csv,0.7067750149304399633236287627,0.976,1.908,1.014,2.948,0.543,7.7,14.62,0.06,7.57,25.021,0.068,0.111,0.024,3.11,11.43,9.32,2.519,17.746,15.796,19.696,2.780,4.329,1.231,0.072,4.34,4.35,7.572,7.47,16.511,43.228,79.942,6.513,0.811,0.161,12.102,126.176,237.377,14.975
+2026-05-21 10:07:02,long_tailed_tit_observed.csv,0.7248740967705057076571070557,1.102,0.684,5.879,7.152,0.785,6.25,13.792,0.062,6.83,12.059,0.09,0.171,0.02,1.83,11.34,8.79,4.306,13.410,14.340,12.479,6.108,6.446,5.769,0.233,3.85,4.61,3.197,6.71,10.151,4.242,6.724,1.761,0.918,0.215,12.073,52.710,93.374,12.047
+2026-05-21 10:07:02,long_tailed_tit_observed.csv,1.424578108255399515333194691,1.186,3.089,1.939,7.323,0.122,7.56,14.788,0.034,7.56,20.691,0.007,0.057,0.017,2.89,1.4,11.2,11.458,12.042,17.74,6.345,7.270,2.414,12.127,0.191,4.22,4.92,2.61,7.39,6.35,14.178,25.378,2.979,0.824,0.144,12.115,88.942,164.5,13.385
+2026-05-21 10:07:03,long_tailed_tit_observed.csv,1.196895679218190400648891256,1.176,3.15,3.467,7.861,0.321,7.16,8.737,0.053,7.39,18.727,0.013,0.432,0.043,3.86,10.9,10.18,11.605,8.224,15.955,0.494,5.787,8.942,2.632,0.148,5.3,4.84,5.357,6.81,12.951,11.032,6.364,15.701,1.146,0.081,12.036,56.125,107.068,5.182
+2026-05-21 10:07:03,long_tailed_tit_observed.csv,0.2651381254919655737570305219,0.608,2.739,1.982,6.739,0.913,6.66,4.072,0.008,7.43,12.409,0.064,0.306,0.034,4.45,1.31,8.29,2.145,5.372,4.736,6.009,2.816,1.354,4.279,0.158,5.95,3.54,5.515,7.43,6.506,15.102,24.472,5.731,1.009,0.157,12.042,116.372,224.581,8.163
+2026-05-21 10:07:03,long_tailed_tit_observed.csv,0.4913418929304453444414574313,0.986,1.315,0.176,4.95,0.56,7.33,5.57,0.007,6.68,20.329,0.081,0.597,0.027,1.63,10.76,10.66,8.663,11.248,17.474,5.021,4.114,0.842,7.385,0.236,6.16,3.76,2.255,6.83,19.808,3.354,1.465,5.243,1.173,0.145,12.087,99.980,186.794,13.165
+2026-05-21 10:07:04,long_tailed_tit_observed.csv,1.671106250113562605813007390,1.181,1.092,4.235,7.703,0.933,7.53,9.296,0.012,6.84,14.516,0.057,0.675,0.04,3.04,10.81,9.22,11.088,6.393,1.871,10.915,9.280,13.93,4.63,0.22,3.68,3.92,6.825,7.41,22.066,28.932,39.126,18.739,1.694,0.2,12.24,90.755,167.846,13.664
+2026-05-21 10:07:04,long_tailed_tit_observed.csv,38.57495179933847554885469353,0.971,0.566,0.216,5.41,0.708,6.59,10.735,0.095,7.55,12.681,0.07,0.498,0.013,4.05,11.38,9.47,3.75,3.026,3.261,2.791,7.102,7.792,6.411,0.076,5.95,4.62,7.602,6.96,22.537,40.361,64.876,15.846,1.745,0.154,12.296,43.291,82.014,4.568
+2026-05-21 10:07:04,long_tailed_tit_observed.csv,0.4716123578404559408541341493,0.65,3.222,4.454,0.379,0.471,7.36,10.677,0.09,7.38,20.209,0.015,0.144,0.006,1.66,10.96,10.58,8.258,16.740,16.241,17.238,11.533,11.300,11.766,0.044,4.92,3.56,5.873,7.02,11.532,13.484,20.161,6.806,1.291,0.063,12.03,112.754,217.699,7.809
+2026-05-21 10:07:05,long_tailed_tit_observed.csv,0.5009935235091487443600896557,0.747,1.535,1.239,4.782,0.568,6.66,11.439,0.069,7.34,21.243,0.025,0.343,0.024,1.99,10.76,9.77,5.003,6.997,2.415,11.579,10.158,8.084,12.231,0.094,6.0,3.51,3.535,7.57,22.135,44.800,70.596,19.005,1.295,0.145,12.018,45.429,82.51,8.348
+2026-05-21 10:07:05,long_tailed_tit_observed.csv,1.431364928436618401933852299,1.033,1.226,1.241,6.974,0.868,7.14,5.654,0.006,7.14,14.74,0.052,0.273,0.048,3.61,11.65,10.38,10.414,8.832,8.536,9.128,4.446,1.421,7.47,0.182,5.27,4.17,7.743,7.43,6.467,22.648,35.301,9.995,1.675,0.188,12.004,80.144,148.3,11.987
+2026-05-21 10:07:05,long_tailed_tit_observed.csv,0.4430420765447351994833754899,1.131,3.718,5.008,6.539,0.735,6.58,9.986,0.087,6.62,7.017,0.072,0.564,0.044,2.15,11.36,9.98,8.389,5.044,1.977,8.111,5.778,6.032,5.523,0.127,4.85,4.12,4.171,7.35,7.251,26.717,40.804,12.63,1.23,0.182,12.264,101.708,191.719,11.698
+2026-05-21 10:07:06,long_tailed_tit_observed.csv,0.3767091586722772493617400861,0.937,2.448,2.034,3.551,0.648,7.57,5.118,0.025,7.11,26.75,0.021,0.13,0.0,2.45,11.78,8.62,2.71,6.744,6.642,6.846,6.598,11.795,1.401,0.101,4.45,4.19,5.365,7.51,10.311,20.749,37.064,4.434,1.344,0.255,12.262,120.750,230.831,10.668
+2026-05-21 10:07:06,long_tailed_tit_observed.csv,0.2750170457351027243646197129,1.022,2.893,4.489,2.594,0.121,6.72,10.379,0.032,6.6,15.551,0.024,0.517,0.026,2.57,12.0,8.54,9.027,8.132,6.771,9.492,9.328,8.559,10.096,0.156,4.24,4.59,5.122,7.08,7.027,40.328,70.603,10.052,1.586,0.02,12.294,94.798,184.55,5.046
+2026-05-21 10:07:06,long_tailed_tit_observed.csv,1.582094782294319839944223589,1.097,2.483,4.807,2.975,0.077,6.36,13.109,0.024,6.85,26.007,0.083,0.712,0.009,1.59,11.88,9.29,9.533,10.464,2.736,18.191,8.221,7.795,8.647,0.093,3.97,4.15,5.011,6.92,10.227,17.246,25.469,9.024,1.634,0.027,12.188,93.850,180.471,7.23
+2026-05-21 10:07:07,long_tailed_tit_observed.csv,1.508988838293213442780543351,0.749,0.259,5.603,1.326,0.301,6.87,15.463,0.03,6.78,27.133,0.065,0.009,0.022,4.21,10.92,8.26,11.914,9.498,10.463,8.533,4.336,7.546,1.126,0.002,3.66,4.4,4.415,6.96,7.457,9.802,14.413,5.191,1.276,0.245,12.225,79.177,144.203,14.151
+2026-05-21 10:07:07,long_tailed_tit_observed.csv,0.4385783451880007736128719459,0.86,2.677,0.381,4.369,0.421,7.11,4.152,0.048,6.65,13.444,0.062,0.428,0.048,3.67,10.88,10.12,4.478,6.928,5.475,8.381,9.926,6.318,13.533,0.008,5.65,4.46,7.76,7.32,19.533,18.585,19.394,17.776,1.035,0.213,12.219,116.554,221.98,11.128
+2026-05-21 10:07:07,long_tailed_tit_observed.csv,0.2965791707259854523198308742,0.664,2.007,0.813,5.055,0.656,7.06,10.808,0.048,6.5,11.97,0.043,0.398,0.033,1.53,11.54,8.35,4.173,10.678,9.608,11.749,3.602,2.755,4.448,0.161,4.16,4.17,4.478,6.73,9.598,6.296,1.745,10.847,0.99,0.25,12.029,59.262,104.886,13.638
+2026-05-21 10:07:07,long_tailed_tit_observed.csv,0.3227005392062527935434671924,1.135,2.449,2.699,1.035,0.376,6.82,10.52,0.077,7.27,26.593,0.064,0.453,0.044,4.4,11.19,9.24,2.005,7.232,9.19,5.273,6.384,0.959,11.81,0.152,3.91,3.8,2.762,7.17,10.5,35.488,50.995,19.982,1.732,0.338,12.287,106.746,200.849,12.642
+2026-05-21 10:07:08,long_tailed_tit_observed.csv,0.3415457324326099694970197813,0.965,0.805,4.843,0.784,0.738,7.06,7.942,0.083,7.15,10.606,0.042,0.107,0.028,4.01,11.66,8.72,10.357,4.452,4.958,3.946,9.866,6.689,13.043,0.216,4.13,4.11,2.078,6.99,22.106,7.394,13.123,1.664,1.509,0.004,12.103,114.080,219.81,8.349
+2026-05-21 10:07:08,long_tailed_tit_observed.csv,0.9036157942909181352412114672,0.998,3.422,0.84,7.153,0.151,6.52,15.692,0.072,7.18,9.41,0.001,0.564,0.024,2.59,10.89,10.79,11.85,7.592,10.776,4.409,5.492,5.616,5.367,0.05,5.45,4.46,5.833,7.29,13.524,21.542,25.156,17.929,1.761,0.131,12.165,83.215,159.516,6.914
+2026-05-21 10:07:08,long_tailed_tit_observed.csv,0.4946141573226614899658174010,0.947,1.211,1.588,6.787,0.595,6.92,12.501,0.091,6.65,21.755,0.038,0.169,0.014,1.57,11.02,8.59,9.52,19.084,18.32,19.848,5.173,9.866,0.48,0.191,5.97,4.41,3.659,7.36,19.403,43.221,69.149,17.293,0.952,0.095,12.269,54.801,102.202,7.4
+2026-05-21 10:07:09,long_tailed_tit_observed.csv,1.336968392843519952648330242,1.052,1.415,3.074,6.416,0.948,7.28,7.623,0.076,7.24,21.752,0.047,0.393,0.011,4.12,11.84,9.17,2.536,7.219,0.669,13.769,9.631,9.953,9.309,0.241,6.15,4.5,7.255,6.68,12.503,42.735,78.268,7.202,1.536,0.224,12.096,75.684,146.17,5.199
+2026-05-21 10:07:09,long_tailed_tit_observed.csv,0.6745374307955050934133921773,1.044,3.467,0.905,4.846,0.434,6.89,12.625,0.06,7.54,12.852,0.005,0.304,0.019,3.49,1.16,8.62,4.907,0.455,0.425,0.485,5.560,3.886,7.233,0.202,5.24,4.4,2.524,7.21,12.249,17.868,30.426,5.31,1.492,0.1,12.27,62.582,116.282,8.881
+2026-05-21 10:07:09,long_tailed_tit_observed.csv,1.677155450708442341242352049,1.168,1.171,3.651,3.069,0.075,7.19,6.232,0.055,7.61,27.764,0.013,0.591,0.01,4.44,10.88,8.35,6.491,4.762,3.976,5.547,11.892,12.548,11.237,0.083,6.08,3.67,5.18,6.94,20.623,35.468,69.997,0.938,0.911,0.027,12.187,68.861,123.757,13.965
+2026-05-21 10:07:10,long_tailed_tit_observed.csv,0.6727756136597332116256185543,1.018,0.794,2.879,3.731,0.184,6.8,12.374,0.048,7.54,16.378,0.013,0.544,0.037,3.61,11.27,11.28,11.654,2.972,1.845,4.1,0.912,1.165,0.659,0.214,5.9,3.77,7.632,6.65,16.382,25.268,40.635,9.9,1.043,0.031,12.117,119.842,223.696,15.987
+2026-05-21 10:07:10,long_tailed_tit_observed.csv,0.6874862386233435070414639641,0.781,1.759,3.391,1.551,0.135,7.65,15.737,0.023,6.66,27.642,0.031,0.227,0.013,3.92,10.7,10.01,4.635,8.429,14.092,2.766,2.916,1.664,4.169,0.116,3.92,4.82,2.278,7.21,6.405,23.200,26.413,19.986,1.578,0.302,12.202,47.670,80.035,15.305
+2026-05-21 10:07:10,long_tailed_tit_observed.csv,0.6370067910357680163090579433,1.146,1.393,1.596,3.567,0.543,7.45,7.736,0.062,6.96,26.431,0.085,0.312,0.009,4.07,10.65,9.12,11.653,6.914,4.271,9.558,7.952,4.728,11.177,0.114,5.32,4.17,7.551,7.31,16.757,10.151,0.578,19.724,0.954,0.087,12.144,119.338,228.816,9.86
+2026-05-21 10:07:11,long_tailed_tit_observed.csv,0.4437698947223890106836941535,0.983,0.918,1.748,5.285,0.9,6.91,10.121,0.054,7.17,18.532,0.042,0.515,0.007,3.04,11.69,11.25,2.128,10.934,10.569,11.299,10.025,8.562,11.488,0.239,3.97,3.87,4.339,7.17,15.654,14.088,22.552,5.623,1.235,0.113,12.099,102.581,192.902,12.26
+2026-05-21 10:07:11,long_tailed_tit_observed.csv,0.3001807354532785068461818470,0.681,3.943,2.479,6.092,0.579,6.81,8.202,0.041,7.09,26.265,0.087,0.044,0.021,2.49,11.73,9.91,7.418,10.322,6.956,13.688,9.498,7.14,11.855,0.208,5.8,3.85,7.485,7.01,16.945,33.221,57.448,8.994,1.197,0.057,12.286,59.053,110.479,7.627
+2026-05-21 10:07:11,long_tailed_tit_observed.csv,0.7703888278159267294149002194,1.155,2.938,2.673,5.86,0.151,6.75,5.89,0.054,6.82,14.873,0.077,0.597,0.049,3.09,11.27,10.98,3.053,14.089,14.767,13.411,4.519,7.965,1.073,0.242,3.99,3.97,3.125,6.85,23.191,32.904,54.207,11.6,1.168,0.239,12.204,82.994,155.133,10.856
+2026-05-21 10:07:12,long_tailed_tit_observed.csv,0.4473433650070359779643768249,0.795,1.77,0.468,6.01,0.417,7.04,6.004,0.069,6.88,18.193,0.007,0.109,0.005,1.64,10.72,8.59,4.519,14.779,18.825,10.733,9.409,10.795,8.023,0.12,4.36,4.51,2.989,6.86,11.646,8.040,15.418,0.661,1.285,0.34,12.121,94.136,175.146,13.127
+2026-05-21 10:07:12,long_tailed_tit_observed.csv,0.4072430739130276656216871800,1.104,1.428,3.373,5.044,0.285,7.19,4.75,0.092,6.51,23.735,0.038,0.488,0.025,2.38,10.88,11.13,3.897,11.206,6.902,15.511,5.906,7.624,4.187,0.131,4.68,4.61,1.618,6.99,19.647,6.506,9.204,3.807,1.776,0.318,12.074,69.768,132.999,6.538
+2026-05-21 10:07:12,long_tailed_tit_observed.csv,0.2988044013087347397150607657,1.035,2.44,2.029,5.232,0.826,6.76,12.567,0.096,7.63,7.71,0.014,0.013,0.017,4.32,10.71,11.23,2.254,11.931,9.023,14.839,8.538,9.043,8.034,0.085,6.27,4.49,7.496,6.7,16.182,15.793,25.306,6.28,1.059,0.337,12.28,121.760,233.559,9.961
+2026-05-21 10:07:13,long_tailed_tit_observed.csv,0.5355620734954880190995216724,0.736,1.5,2.542,3.661,0.858,7.34,15.198,0.07,7.08,16.939,0.053,0.745,0.029,4.0,1.34,9.61,8.14,10.184,1.77,18.597,6.375,1.241,11.509,0.009,4.89,4.24,6.177,6.9,14.754,19.000,30.667,7.334,0.839,0.194,12.214,118.765,229.93,7.6
+2026-05-21 10:07:13,long_tailed_tit_observed.csv,0.9406420018828301018324717800,0.74,2.634,4.241,6.523,0.569,6.59,14.994,0.002,7.18,9.161,0.033,0.213,0.036,3.85,11.06,9.25,9.681,4.604,2.904,6.304,4.702,5.315,4.089,0.061,6.02,4.55,7.491,6.64,17.217,33.890,64.253,3.526,0.927,0.139,12.27,102.286,195.591,8.982
+2026-05-21 10:07:13,long_tailed_tit_observed.csv,0.3791905374031781877698611955,1.123,3.592,2.2,6.114,0.734,7.17,5.385,0.031,7.5,15.617,0.01,0.127,0.04,2.28,1.48,9.5,9.094,7.524,7.621,7.426,10.114,6.592,13.637,0.001,4.97,3.78,7.455,7.29,14.427,41.342,66.875,15.809,1.15,0.155,12.292,113.540,216.184,10.897
+2026-05-21 10:07:13,long_tailed_tit_observed.csv,0.7591548943974375486695852320,1.156,3.764,3.519,1.179,0.949,7.04,4.821,0.08,6.94,6.246,0.049,0.385,0.011,2.17,1.02,9.65,8.399,11.004,13.317,8.691,10.650,9.064,12.236,0.08,6.48,4.69,6.682,7.0,6.749,37.997,56.696,19.298,1.412,0.305,12.092,119.872,226.616,13.128
+2026-05-21 10:07:14,long_tailed_tit_observed.csv,1.010676293072499464087558385,0.876,3.591,5.708,1.806,0.355,7.73,7.886,0.013,7.05,22.382,0.064,0.349,0.019,4.22,1.23,10.92,5.768,18.075,16.464,19.686,5.372,1.67,9.074,0.081,3.63,3.63,7.683,7.27,11.247,6.028,1.653,10.403,1.618,0.141,12.199,104.914,204.053,5.776
+2026-05-21 10:07:14,long_tailed_tit_observed.csv,0.3862086968449695610184037913,0.8,0.892,0.995,5.909,0.304,6.3,14.736,0.064,7.46,13.115,0.057,0.707,0.046,3.99,1.01,10.46,8.324,12.514,6.762,18.266,10.296,12.169,8.422,0.108,6.28,4.65,2.012,7.53,10.135,13.148,15.736,10.559,1.331,0.124,12.255,52.640,91.903,13.377
+2026-05-21 10:07:14,long_tailed_tit_observed.csv,0.4240426732587368837119932448,0.859,2.945,3.827,7.827,0.388,7.16,7.424,0.067,7.05,25.264,0.07,0.472,0.017,1.66,11.53,11.28,5.474,13.611,9.11,18.112,7.383,5.247,9.519,0.116,4.0,4.34,4.709,6.61,23.977,46.332,78.686,13.978,1.271,0.219,12.19,58.642,111.884,5.401
+2026-05-21 10:07:15,long_tailed_tit_observed.csv,0.4155474603757192345001935201,0.607,2.726,2.124,6.743,0.299,6.72,3.752,0.022,7.4,21.114,0.031,0.516,0.022,2.74,11.82,9.7,3.386,8.910,7.546,10.274,4.254,5.758,2.751,0.067,3.76,4.86,5.796,7.14,18.69,9.936,13.215,6.657,1.076,0.01,12.197,68.382,124.41,12.355
+2026-05-21 10:07:15,long_tailed_tit_observed.csv,0.7868748444910134903933897918,0.967,2.144,2.021,6.787,0.55,7.0,13.138,0.05,6.88,26.078,0.036,0.164,0.027,2.68,1.32,10.12,8.27,11.953,17.579,6.327,6.903,1.098,12.708,0.023,4.51,3.84,5.387,6.75,21.033,42.446,73.794,11.097,0.916,0.076,12.126,64.410,118.539,10.282
+2026-05-21 10:07:15,long_tailed_tit_observed.csv,1.219231096585815372635645473,0.961,0.42,4.769,1.289,0.32,6.4,4.611,0.039,7.58,21.353,0.043,0.216,0.024,3.6,11.83,9.48,9.118,15.090,11.278,18.901,7.021,11.651,2.391,0.115,4.8,4.85,6.08,7.55,10.337,26.688,33.477,19.898,1.233,0.147,12.17,57.932,110.379,5.486
+2026-05-21 10:07:16,long_tailed_tit_observed.csv,0.4903440311692110258417824584,0.628,2.347,3.875,4.066,0.919,6.86,13.855,0.03,6.82,20.665,0.069,0.732,0.037,3.78,1.18,9.92,7.675,14.491,16.962,12.02,4.386,7.732,1.039,0.003,3.73,3.65,4.154,7.56,8.075,18.331,29.81,6.852,1.124,0.127,12.282,66.868,120.591,13.144
+2026-05-21 10:07:16,long_tailed_tit_observed.csv,0.3741360282300142775094575027,0.798,2.142,1.966,1.19,0.624,7.68,5.532,0.008,7.14,6.716,0.075,0.385,0.038,1.95,1.31,8.54,6.177,7.887,12.766,3.008,4.518,5.412,3.624,0.141,5.49,3.56,4.116,6.87,8.981,26.260,51.744,0.777,1.315,0.304,12.238,77.478,149.569,5.388
+2026-05-21 10:07:16,long_tailed_tit_observed.csv,0.3215852229928045699235976000,0.844,3.06,3.171,2.054,0.788,6.82,8.855,0.001,7.54,16.259,0.048,0.655,0.012,3.12,1.02,8.68,5.325,11.988,19.513,4.462,9.892,8.490,11.294,0.081,6.22,4.28,5.657,6.87,13.929,23.736,29.166,18.305,1.426,0.192,12.023,83.480,158.435,8.524
+2026-05-21 10:07:17,long_tailed_tit_observed.csv,1.058947345876325403033122766,0.643,3.868,4.172,5.453,0.101,6.72,9.26,0.053,7.36,17.483,0.075,0.085,0.042,2.97,11.55,9.13,10.645,15.126,19.741,10.511,2.828,1.453,4.202,0.083,4.2,3.95,2.611,7.56,15.072,40.570,74.061,7.08,1.232,0.244,12.045,80.267,146.109,14.425
+2026-05-21 10:07:17,long_tailed_tit_observed.csv,0.6928328500076201078477773302,0.655,0.735,0.284,2.822,0.061,7.49,14.875,0.094,7.45,23.217,0.026,0.715,0.049,3.03,1.11,10.29,8.444,13.906,8.135,19.676,5.259,2.518,8.0,0.222,6.39,4.15,4.73,7.18,13.056,23.403,28.242,18.564,1.41,0.228,12.213,119.880,228.343,11.417
+2026-05-21 10:07:17,long_tailed_tit_observed.csv,0.6045463365256679674332162478,0.649,1.635,4.248,1.708,0.727,6.36,13.924,0.035,6.84,22.852,0.072,0.481,0.006,3.73,11.27,9.98,6.242,6.932,10.479,3.384,8.110,7.202,9.017,0.186,5.7,3.97,7.8,7.0,18.509,28.158,41.192,15.123,1.086,0.074,12.008,116.379,222.12,10.638
+2026-05-21 10:07:18,long_tailed_tit_observed.csv,0.3672140025157810658612700280,0.908,0.512,3.256,4.396,0.441,6.58,14.638,0.092,6.74,9.357,0.054,0.151,0.042,3.09,11.86,10.03,8.295,11.587,18.162,5.012,1.384,0.723,2.045,0.208,6.14,4.26,6.678,7.08,11.635,3.138,3.707,2.568,1.501,0.057,12.128,96.348,178.205,14.491
+2026-05-21 10:07:18,long_tailed_tit_observed.csv,0.5397700643526140596118550888,1.144,0.521,4.114,0.786,0.079,6.98,4.499,0.009,6.56,18.7,0.08,0.126,0.012,3.12,10.81,9.25,9.137,6.048,1.684,10.411,11.890,12.667,11.114,0.159,4.35,4.42,4.184,6.8,13.394,14.140,15.567,12.714,1.644,0.155,12.037,103.836,201.972,5.699
+2026-05-21 10:07:18,long_tailed_tit_observed.csv,0.4386400808240103350108831634,0.726,3.12,2.296,2.828,0.725,7.02,10.188,0.005,7.28,7.914,0.017,0.429,0.035,2.95,11.04,9.73,11.376,7.157,0.942,13.372,3.512,3.735,3.289,0.13,3.96,4.87,1.277,6.67,8.75,6.877,5.989,7.765,1.161,0.154,12.156,117.162,229.245,5.079
+2026-05-21 10:07:19,long_tailed_tit_observed.csv,2.040267366262328226314268420,1.096,0.615,0.247,0.259,0.309,6.72,4.11,0.009,6.93,24.779,0.088,0.35,0.04,2.15,11.65,8.25,11.952,6.162,1.095,11.23,10.482,10.067,10.898,0.146,5.5,4.42,2.869,7.18,14.237,16.334,23.73,8.938,1.767,0.322,12.254,65.366,121.415,9.316
+2026-05-21 10:07:19,long_tailed_tit_observed.csv,1.289466825801519635353360278,1.193,1.157,5.766,4.682,0.021,6.81,10.695,0.002,6.92,22.851,0.05,0.503,0.042,2.9,1.3,8.85,9.459,9.427,5.25,13.604,10.912,11.328,10.495,0.009,3.67,3.96,2.886,6.7,13.051,33.334,51.876,14.793,1.185,0.055,12.293,66.518,128.214,4.823
+2026-05-21 10:07:19,long_tailed_tit_observed.csv,0.3759939046468988628752910568,0.629,3.244,3.891,3.242,0.461,6.68,12.937,0.098,6.76,10.05,0.038,0.623,0.019,2.1,1.38,10.95,9.373,8.414,15.196,1.632,9.587,7.144,12.03,0.085,4.61,4.45,1.607,7.31,22.975,28.247,38.673,17.821,1.078,0.173,12.098,59.756,104.371,15.141
+2026-05-21 10:07:19,long_tailed_tit_observed.csv,1.465844454070644109137150122,1.183,2.196,2.594,2.062,0.025,7.06,14.025,0.068,7.24,15.464,0.087,0.022,0.01,1.88,1.13,9.71,2.398,12.183,17.941,6.425,7.181,6.484,7.878,0.109,4.12,4.61,7.281,7.18,16.355,21.041,22.761,19.321,0.955,0.208,12.071,124.093,237.067,11.119
+2026-05-21 10:07:20,long_tailed_tit_observed.csv,0.5134360900508900401744884574,0.873,2.262,3.514,5.743,0.555,6.34,14.081,0.017,6.77,25.084,0.088,0.278,0.028,1.64,11.65,10.86,7.089,8.292,2.033,14.552,6.119,5.844,6.394,0.082,6.12,4.72,1.039,6.84,20.905,39.410,61.871,16.95,1.412,0.155,12.111,97.739,190.281,5.197
+2026-05-21 10:07:20,long_tailed_tit_observed.csv,0.9704852571916945125777388025,0.674,1.217,1.35,2.715,0.356,6.63,11.835,0.062,7.01,6.287,0.028,0.432,0.025,2.08,1.22,9.4,3.675,13.068,17.17,8.967,10.892,13.092,8.692,0.244,5.8,4.12,3.136,6.81,21.583,34.670,51.53,17.81,1.691,0.268,12.102,55.288,94.778,15.799
+2026-05-21 10:07:20,long_tailed_tit_observed.csv,0.3080579856575216325297568328,0.813,2.072,3.827,1.329,0.827,6.98,12.792,0.077,6.68,24.072,0.06,0.675,0.048,2.48,11.62,11.12,7.762,2.489,3.822,1.156,5.932,2.851,9.012,0.13,5.79,3.6,6.087,7.05,8.207,45.812,76.689,14.935,0.944,0.236,12.093,59.724,104.566,14.882
+2026-05-21 10:07:21,long_tailed_tit_observed.csv,1.262016478703157284102951252,0.63,1.193,1.086,4.06,0.752,6.52,9.973,0.028,7.39,16.807,0.066,0.67,0.044,3.91,11.33,10.51,5.571,7.284,3.963,10.606,5.430,3.808,7.052,0.158,3.94,4.32,5.928,7.08,16.702,13.443,10.809,16.077,1.648,0.173,12.093,87.984,170.011,5.956
+2026-05-21 10:07:21,long_tailed_tit_observed.csv,0.3944439613822849020244575890,1.116,2.88,2.597,3.607,0.264,7.13,13.26,0.031,7.34,16.329,0.017,0.163,0.049,1.85,1.25,11.37,9.202,6.036,7.556,4.515,12.196,13.177,11.214,0.154,6.23,4.97,4.212,7.28,8.333,29.438,56.576,2.301,1.556,0.165,12.032,44.262,83.44,5.085
+2026-05-21 10:07:21,long_tailed_tit_observed.csv,0.8531730931761967348760153076,0.62,0.33,1.425,3.983,0.517,6.79,8.809,0.035,7.27,17.813,0.072,0.205,0.033,3.8,11.65,10.21,9.517,5.096,2.459,7.732,7.386,13.837,0.936,0.121,6.01,4.54,7.267,7.42,7.496,34.588,67.235,1.94,1.71,0.158,12.028,76.352,147.672,5.031
+2026-05-21 10:07:22,long_tailed_tit_observed.csv,0.2777133961675051879412282287,0.775,3.619,2.115,7.833,0.387,6.73,12.725,0.01,6.5,7.744,0.031,0.661,0.028,2.38,1.14,9.8,10.066,3.980,6.651,1.308,9.912,11.949,7.874,0.14,6.29,3.83,3.802,7.22,6.61,47.574,76.09,19.059,1.157,0.245,12.037,99.592,192.475,6.708
+2026-05-21 10:07:22,long_tailed_tit_observed.csv,0.2699889910796326953459000235,0.782,0.953,5.031,7.084,0.054,6.57,11.879,0.048,6.73,14.888,0.011,0.393,0.021,1.94,11.66,11.22,7.675,4.898,5.566,4.231,6.826,3.426,10.225,0.165,5.51,4.01,3.008,6.62,21.424,27.191,36.033,18.349,1.439,0.221,12.29,66.416,116.892,15.939
+2026-05-21 10:07:22,long_tailed_tit_observed.csv,0.9134622165396157640463443099,1.099,3.866,5.883,1.462,0.359,6.54,10.232,0.092,7.53,22.268,0.054,0.105,0.042,4.44,11.22,11.5,4.291,15.487,15.672,15.302,0.599,0.635,0.563,0.206,5.77,4.07,5.08,6.9,17.109,5.500,5.387,5.614,1.385,0.003,12.015,110.328,214.074,6.581
+2026-05-21 10:07:23,long_tailed_tit_observed.csv,0.4228088020028317791450692472,1.065,1.162,1.315,2.221,0.651,7.07,3.069,0.085,7.36,16.121,0.084,0.572,0.014,4.17,10.79,9.95,6.973,16.410,12.866,19.954,8.659,11.306,6.012,0.104,3.88,3.89,1.598,7.57,7.541,23.109,30.86,15.358,1.029,0.164,12.037,124.496,237.172,11.82
+2026-05-21 10:07:23,long_tailed_tit_observed.csv,0.5210006800292414023962226463,0.742,2.305,0.834,3.011,0.793,7.48,15.106,0.068,6.96,11.117,0.035,0.468,0.033,2.81,11.15,9.14,6.901,11.606,19.458,3.755,6.628,8.121,5.135,0.123,4.9,4.69,6.004,7.18,16.332,16.332,18.06,14.605,0.91,0.076,12.03,55.092,102.365,7.819
+2026-05-21 10:07:23,long_tailed_tit_observed.csv,0.2746401396339641748915245932,0.968,3.318,1.373,4.662,0.475,6.39,11.685,0.055,7.39,12.044,0.039,0.291,0.044,2.41,10.54,9.56,8.741,6.752,9.888,3.615,9.522,10.549,8.494,0.013,6.43,3.95,4.818,7.19,20.88,30.918,53.688,8.149,1.3,0.122,12.016,63.409,115.606,11.212
+2026-05-21 10:07:24,long_tailed_tit_observed.csv,0.4919981762480479191480661406,1.158,0.699,3.176,7.612,0.369,7.7,6.051,0.053,7.42,27.169,0.0,0.271,0.033,1.57,11.84,10.32,5.424,11.699,13.132,10.266,11.353,12.003,10.703,0.087,4.12,4.09,6.992,6.75,20.972,6.354,7.703,5.004,1.444,0.171,12.295,77.563,140.567,14.559
+2026-05-21 10:07:24,long_tailed_tit_observed.csv,0.3703576747694072126946762403,0.733,1.368,0.819,5.502,0.45,6.39,11.168,0.066,6.73,25.766,0.025,0.064,0.005,4.2,1.36,10.15,11.065,11.764,9.868,13.659,5.712,7.816,3.608,0.008,4.99,4.84,2.389,7.45,16.008,24.654,48.218,1.09,1.043,0.202,12.289,121.698,229.073,14.322
+2026-05-21 10:07:24,long_tailed_tit_observed.csv,0.3541016025540753909464701397,0.636,2.811,4.406,3.038,0.322,6.36,15.809,0.093,7.6,17.682,0.043,0.001,0.035,1.92,11.35,10.4,4.374,5.905,9.501,2.309,9.896,10.212,9.581,0.131,4.51,4.18,0.842,7.1,12.198,27.396,52.716,2.076,1.68,0.254,12.093,97.356,188.925,5.788
+2026-05-21 10:07:24,long_tailed_tit_observed.csv,0.3779777901852746347906057625,1.101,3.429,4.164,6.099,0.165,7.67,12.937,0.016,7.6,18.807,0.076,0.405,0.035,2.91,1.24,10.42,6.183,5.802,8.288,3.315,2.375,2.383,2.367,0.017,6.18,4.48,5.551,6.61,14.862,15.258,13.589,16.926,1.784,0.303,12.117,91.365,169.042,13.688
+2026-05-21 10:07:25,long_tailed_tit_observed.csv,0.4809851602892496594298632310,0.677,0.962,2.594,0.806,0.92,6.88,14.443,0.1,7.33,6.254,0.046,0.116,0.028,2.01,11.56,8.49,11.739,8.955,13.82,4.09,8.814,12.383,5.245,0.006,5.52,3.94,5.795,7.29,9.968,41.734,71.641,11.828,1.254,0.299,12.275,89.899,165.922,13.876
+2026-05-21 10:07:25,long_tailed_tit_observed.csv,1.146448138590974516436210215,0.666,3.872,0.643,4.854,0.087,7.72,8.804,0.046,6.7,23.054,0.02,0.546,0.05,2.86,11.36,8.27,5.186,4.406,6.037,2.776,6.655,2.112,11.198,0.035,4.43,4.55,4.014,6.87,13.745,25.126,43.467,6.784,1.578,0.345,12.288,107.702,202.301,13.103
+2026-05-21 10:07:25,long_tailed_tit_observed.csv,0.3282336625812260710042885582,0.742,0.839,5.799,3.968,0.796,7.42,4.468,0.019,7.57,11.723,0.054,0.332,0.022,1.93,10.55,9.64,3.304,6.131,9.658,2.604,4.174,2.328,6.019,0.205,3.6,4.17,4.236,7.5,14.975,26.782,41.567,11.997,1.158,0.126,12.259,69.437,132.554,6.32
+2026-05-21 10:07:26,long_tailed_tit_observed.csv,0.6611037549920688541896076970,0.696,1.091,1.018,4.638,0.027,7.66,12.331,0.043,6.64,15.863,0.068,0.568,0.036,1.83,1.11,8.9,6.881,18.050,17.072,19.029,5.681,1.262,10.1,0.189,3.79,4.71,3.836,6.88,13.027,32.108,55.454,8.761,1.431,0.056,12.017,92.875,177.317,8.433
+2026-05-21 10:07:26,long_tailed_tit_observed.csv,0.7532739161421667532946114286,0.839,0.449,1.622,2.189,0.818,7.35,12.373,0.045,7.28,15.507,0.003,0.344,0.019,1.84,11.92,9.32,8.818,9.794,2.897,16.69,6.888,12.097,1.68,0.182,5.16,4.17,7.043,7.19,10.367,27.704,37.99,17.419,1.435,0.331,12.101,73.956,135.289,12.623
+2026-05-21 10:07:26,long_tailed_tit_observed.csv,0.5169927226388389770397298160,1.094,1.827,3.521,7.831,0.052,7.55,13.618,0.019,6.92,6.189,0.026,0.141,0.031,1.84,10.85,11.03,4.031,14.301,17.765,10.837,11.863,12.076,11.65,0.147,3.76,4.67,4.509,7.16,9.893,34.128,56.764,11.492,1.742,0.276,12.04,116.502,220.575,12.428
+2026-05-21 10:07:27,long_tailed_tit_observed.csv,0.3640625497424050923128266624,1.06,1.152,3.056,3.921,0.517,7.71,8.896,0.004,7.09,13.756,0.081,0.615,0.003,2.87,10.78,11.27,3.174,6.018,6.813,5.224,2.031,2.133,1.929,0.088,5.39,3.79,2.721,6.93,6.741,39.086,63.479,14.692,1.273,0.015,12.226,74.771,141.684,7.858
+2026-05-21 10:07:27,long_tailed_tit_observed.csv,0.6910911027677067352207107722,0.903,3.91,5.527,5.878,0.157,7.46,4.822,0.017,6.68,27.064,0.025,0.42,0.018,2.5,11.54,9.37,10.902,10.386,16.887,3.885,6.704,4.134,9.275,0.157,5.05,3.58,6.884,6.78,11.331,41.988,67.042,16.934,1.525,0.005,12.229,79.295,147.035,11.555
+2026-05-21 10:07:27,long_tailed_tit_observed.csv,0.4281203466171887300631584066,0.995,1.052,3.415,4.598,0.517,7.02,10.856,0.081,6.85,7.218,0.072,0.556,0.019,3.54,10.75,10.94,7.966,18.356,16.712,20.000,7.947,9.266,6.628,0.113,6.38,4.06,3.059,7.53,9.291,41.242,64.374,18.11,1.242,0.293,12.124,116.589,226.706,6.472
+2026-05-21 10:07:28,long_tailed_tit_observed.csv,0.6891502134353868097713285676,1.152,2.79,4.126,2.4,0.154,7.31,7.956,0.052,7.39,12.216,0.063,0.485,0.036,3.77,11.02,8.78,6.667,9.147,17.106,1.188,1.125,0.991,1.259,0.166,4.12,3.85,7.377,7.38,23.379,18.252,25.857,10.646,1.794,0.275,12.225,87.080,163.412,10.749
+2026-05-21 10:07:28,long_tailed_tit_observed.csv,1.338418985198735215071188654,0.706,0.32,5.299,2.107,0.014,7.13,13.277,0.061,7.57,10.111,0.039,0.434,0.043,3.58,11.42,9.78,9.896,9.146,5.417,12.876,9.244,6.882,11.605,0.059,3.72,4.81,2.133,7.42,20.682,43.752,68.995,18.509,1.122,0.02,12.226,81.804,153.482,10.126
+2026-05-21 10:07:28,long_tailed_tit_observed.csv,0.4258518434025288608205413718,0.738,0.335,0.764,7.175,0.349,6.97,9.281,0.01,7.04,15.436,0.084,0.214,0.04,2.58,11.41,11.49,8.291,11.732,15.441,8.023,9.481,9.331,9.631,0.147,5.27,4.36,5.739,7.4,7.374,34.864,53.274,16.453,1.431,0.235,12.29,48.182,82.165,14.198
+2026-05-21 10:07:29,long_tailed_tit_observed.csv,0.3669684192116950138594921400,1.091,2.646,5.138,1.631,0.261,7.4,15.857,0.081,6.66,6.88,0.019,0.433,0.016,2.46,10.8,9.44,7.199,13.095,14.304,11.886,6.014,2.874,9.153,0.168,5.29,4.87,1.911,7.17,13.474,30.076,51.68,8.471,1.717,0.03,12.257,77.330,148.133,6.526
+2026-05-21 10:07:29,long_tailed_tit_observed.csv,0.6453400172006635494703730821,0.767,0.77,1.006,6.879,0.312,6.34,9.405,0.085,6.74,9.792,0.003,0.622,0.001,2.59,10.58,8.98,6.536,15.894,18.336,13.453,7.620,1.753,13.486,0.155,5.18,3.52,3.441,7.08,12.226,22.190,35.815,8.565,1.616,0.193,12.232,110.556,214.895,6.216
+2026-05-21 10:07:29,long_tailed_tit_observed.csv,0.6113107951146884166707453824,1.019,0.955,5.649,6.079,0.564,6.51,9.665,0.036,7.5,11.687,0.081,0.47,0.05,3.97,11.16,10.67,5.869,11.475,19.743,3.207,0.600,0.642,0.559,0.097,3.89,4.5,5.635,7.37,22.448,28.579,55.505,1.653,1.693,0.011,12.025,116.962,225.124,8.799
+2026-05-21 10:07:29,long_tailed_tit_observed.csv,0.4203178063588708014752669160,0.755,1.731,3.131,7.405,0.602,6.5,15.415,0.09,7.2,22.838,0.033,0.025,0.007,1.9,1.38,9.83,5.179,10.798,12.546,9.051,6.819,4.711,8.927,0.213,4.86,4.58,6.318,7.28,17.719,16.156,21.158,11.155,1.22,0.335,12.285,96.560,180.281,12.838
+2026-05-21 10:07:30,long_tailed_tit_observed.csv,0.6302831851213341717178171564,0.825,0.396,2.39,0.469,0.703,6.93,5.553,0.084,7.49,14.846,0.012,0.265,0.048,2.96,1.05,8.45,10.553,14.846,11.399,18.293,7.176,4.462,9.89,0.174,6.48,4.48,4.876,7.0,17.416,39.276,76.429,2.124,0.895,0.268,12.256,77.274,143.025,11.523
+2026-05-21 10:07:30,long_tailed_tit_observed.csv,0.4360402986644200000281113899,1.19,1.142,2.221,4.596,0.267,6.34,9.997,0.009,6.72,16.904,0.068,0.238,0.018,3.9,1.04,9.59,5.849,17.798,18.533,17.064,7.048,9.755,4.34,0.025,5.47,4.25,7.798,6.73,7.801,32.754,51.92,13.588,1.738,0.098,12.296,113.378,219.326,7.431
+2026-05-21 10:07:30,long_tailed_tit_observed.csv,0.3908732844228366965434123051,0.854,2.336,3.048,0.572,0.87,7.24,4.529,0.01,7.47,17.418,0.03,0.69,0.032,3.5,11.94,9.75,4.722,12.494,8.826,16.162,7.993,8.897,7.089,0.101,5.97,3.93,7.011,6.9,7.334,9.766,5.286,14.245,1.304,0.215,12.291,82.841,154.608,11.074
+2026-05-21 10:07:31,long_tailed_tit_observed.csv,0.3587353494617625260032757671,0.734,2.997,1.451,1.803,0.035,6.49,7.158,0.059,7.39,26.516,0.078,0.074,0.026,2.21,11.65,11.31,10.476,11.474,10.595,12.354,2.786,2.478,3.094,0.225,5.19,3.87,7.089,7.51,19.281,11.280,9.991,12.57,1.109,0.212,12.18,91.548,178.963,4.133
+2026-05-21 10:07:31,long_tailed_tit_observed.csv,1.130498145382222076369985885,0.777,3.469,4.299,4.15,0.464,7.61,6.158,0.06,6.89,14.873,0.015,0.078,0.029,2.6,11.7,10.57,3.56,14.564,15.589,13.540,4.396,2.108,6.684,0.181,4.18,3.91,3.322,7.54,15.454,43.660,74.492,12.828,1.038,0.071,12.065,92.440,173.701,11.178
+2026-05-21 10:07:31,long_tailed_tit_observed.csv,0.4735212331200346952905246773,0.994,3.395,2.672,6.652,0.12,6.63,13.631,0.081,6.99,23.183,0.031,0.441,0.021,1.62,1.23,9.75,5.947,7.988,3.364,12.611,7.790,9.408,6.173,0.222,5.37,3.83,4.98,7.58,14.412,19.142,31.96,6.323,1.474,0.026,12.23,102.810,192.12,13.501
+2026-05-21 10:07:32,long_tailed_tit_observed.csv,0.3745498000207096136495367086,0.843,1.614,2.546,5.259,0.279,6.47,3.209,0.07,6.67,26.052,0.058,0.384,0.023,3.45,1.43,8.37,11.636,4.791,8.587,0.995,7.385,7.851,6.919,0.083,4.25,3.92,3.391,7.04,12.961,18.260,17.016,19.504,1.438,0.315,12.291,63.806,120.781,6.832
+2026-05-21 10:07:32,long_tailed_tit_observed.csv,0.3049439962945075474727842335,0.924,0.49,5.602,4.951,0.763,7.49,11.629,0.054,7.01,15.707,0.047,0.219,0.014,1.93,1.02,10.04,10.018,4.978,4.743,5.212,10.014,11.18,8.847,0.236,3.85,3.76,4.075,7.31,16.608,19.318,32.944,5.691,1.328,0.153,12.296,125.228,238.736,11.72
+2026-05-21 10:07:32,long_tailed_tit_observed.csv,0.4975199278818572611526884196,0.842,2.823,4.938,0.843,0.199,7.41,15.517,0.002,7.07,11.168,0.062,0.291,0.016,4.36,11.3,8.76,2.35,3.558,1.082,6.033,6.775,6.116,7.434,0.107,6.24,4.95,2.99,6.82,17.7,15.000,14.698,15.302,1.351,0.275,12.267,117.875,219.809,15.941
+2026-05-21 10:07:33,long_tailed_tit_observed.csv,0.3618085423645686201831051195,0.76,2.818,4.149,1.199,0.082,7.51,9.791,0.025,7.45,11.811,0.056,0.146,0.047,3.03,1.33,10.34,3.774,7.490,13.819,1.16,11.893,13.905,9.881,0.214,4.74,4.37,2.434,7.22,21.77,26.886,49.861,3.912,1.793,0.136,12.102,99.357,193.062,5.652
+2026-05-21 10:07:33,long_tailed_tit_observed.csv,0.5856191186533112704314032914,1.154,1.177,1.233,0.956,0.565,6.72,12.784,0.074,7.24,27.978,0.059,0.403,0.023,2.64,1.15,10.57,3.634,10.892,6.833,14.95,12.666,12.294,13.039,0.175,5.82,4.42,0.929,6.76,13.212,4.391,0.895,7.887,1.555,0.077,12.028,91.339,174.051,8.627
+2026-05-21 10:07:33,long_tailed_tit_observed.csv,36.50574323077803155238282120,0.689,2.99,0.206,2.231,0.42,7.1,5.859,0.041,7.45,13.71,0.056,0.001,0.035,2.1,11.38,11.19,6.706,10.820,15.353,6.287,7.637,1.631,13.643,0.142,4.77,4.04,5.448,6.76,8.718,7.036,9.477,4.594,0.84,0.016,12.098,64.436,118.882,9.991
+2026-05-21 10:07:34,long_tailed_tit_observed.csv,0.7335414454710927275755104145,1.011,1.363,4.805,6.911,0.75,6.76,6.764,0.043,7.36,27.0,0.025,0.7,0.008,2.45,1.5,8.48,11.539,14.632,9.284,19.979,5.634,9.167,2.101,0.019,5.58,4.44,7.747,7.14,15.52,33.977,51.451,16.503,1.77,0.209,12.187,77.226,150.008,4.443
+2026-05-21 10:07:34,long_tailed_tit_observed.csv,0.3230197379426070857983252920,0.813,1.445,3.296,5.814,0.188,7.41,11.888,0.049,6.95,21.239,0.08,0.664,0.026,2.1,11.87,10.01,2.416,11.240,13.375,9.104,4.790,5.301,4.28,0.005,3.51,4.16,3.449,7.29,20.528,16.298,25.078,7.517,1.228,0.065,12.247,73.190,141.058,5.322
+2026-05-21 10:07:34,long_tailed_tit_observed.csv,1.011429117632857505085304311,0.968,2.737,0.156,1.712,0.307,6.33,15.798,0.082,7.33,21.521,0.054,0.66,0.02,3.96,11.42,8.73,7.431,12.634,10.759,14.508,10.997,13.068,8.926,0.22,4.32,3.74,3.843,6.66,7.048,6.835,13.139,0.531,1.482,0.053,12.008,55.979,103.253,8.705
+2026-05-21 10:07:35,long_tailed_tit_observed.csv,0.4561620912988885684331057834,0.948,2.883,4.013,3.185,0.639,6.78,13.064,0.005,6.74,7.326,0.027,0.125,0.012,1.93,1.49,10.24,4.295,10.153,3.823,16.483,8.544,3.691,13.397,0.138,3.66,4.01,1.217,7.31,18.427,23.672,27.531,19.814,1.269,0.307,12.142,62.160,119.145,5.176
+2026-05-21 10:07:35,long_tailed_tit_observed.csv,0.3467706186662665315909653441,0.653,1.566,5.367,7.443,0.76,7.15,8.101,0.029,7.55,25.843,0.031,0.308,0.034,1.56,11.3,9.02,2.654,3.678,6.093,1.263,6.834,3.678,9.99,0.118,4.31,4.38,5.618,6.9,10.908,26.806,38.761,14.851,1.311,0.243,12.24,96.134,184.24,8.028
+2026-05-21 10:07:35,long_tailed_tit_observed.csv,0.6380337645385518619557655227,0.848,3.489,0.672,2.546,0.033,7.67,15.353,0.001,6.92,6.544,0.074,0.427,0.039,2.51,11.84,9.77,2.721,11.027,17.8,4.254,5.548,9.048,2.049,0.241,4.14,4.23,1.05,6.77,20.718,15.204,12.651,17.756,0.899,0.037,12.111,49.995,94.361,5.629
+2026-05-21 10:07:35,long_tailed_tit_observed.csv,1.071525923633580245502430473,0.995,2.59,1.59,3.316,0.638,7.56,5.949,0.038,6.9,12.063,0.029,0.069,0.039,1.68,11.18,9.75,4.723,3.726,4.182,3.27,3.514,4.061,2.967,0.066,5.75,3.97,1.38,7.56,19.42,14.500,11.937,17.064,1.787,0.298,12.234,46.729,82.623,10.835
+2026-05-21 10:07:36,long_tailed_tit_observed.csv,37.29801961402027832962497851,1.172,3.413,0.056,5.685,0.728,6.83,11.89,0.054,6.55,7.384,0.049,0.308,0.009,3.02,1.1,9.19,3.906,9.334,12.119,6.548,11.788,9.64,13.937,0.176,5.75,3.84,2.707,6.63,13.42,20.718,31.075,10.36,1.474,0.105,12.209,82.278,151.044,13.511
+2026-05-21 10:07:36,long_tailed_tit_observed.csv,0.9774412525204718125150340709,1.183,3.856,4.097,7.446,0.803,6.96,12.218,0.007,6.88,23.091,0.062,0.281,0.025,2.92,11.64,9.47,6.209,15.942,17.797,14.086,4.415,5.62,3.21,0.012,3.7,4.8,1.852,6.84,12.863,13.477,14.418,12.536,0.805,0.068,12.217,66.322,124.422,8.221
+2026-05-21 10:07:36,long_tailed_tit_observed.csv,0.2990008439345613697802896440,0.681,0.408,1.001,4.464,0.393,7.55,7.017,0.051,6.97,15.496,0.03,0.504,0.034,2.32,1.29,9.93,2.258,11.623,4.48,18.766,4.432,6.729,2.134,0.163,3.74,4.49,4.961,6.91,20.19,19.287,27.333,11.241,1.063,0.106,12.168,61.998,116.922,7.073
+2026-05-21 10:07:37,long_tailed_tit_observed.csv,1.132956773206353714987630402,1.084,3.977,5.078,4.008,0.166,7.75,5.424,0.0,6.6,11.13,0.012,0.236,0.041,1.95,10.94,11.45,7.631,8.412,15.149,1.675,11.776,10.734,12.819,0.041,5.68,4.47,3.91,7.31,20.939,6.187,0.93,11.444,1.184,0.179,12.137,111.360,208.006,14.714
+2026-05-21 10:07:37,long_tailed_tit_observed.csv,0.5624851811613170094258581980,0.911,1.553,5.632,5.194,0.405,6.8,9.999,0.025,7.62,18.883,0.066,0.274,0.027,1.89,11.1,9.72,3.394,14.489,13.107,15.871,8.735,8.338,9.132,0.199,6.0,4.11,5.977,7.4,20.026,17.852,17.713,17.992,1.176,0.241,12.227,75.442,146.765,4.12
+2026-05-21 10:07:37,long_tailed_tit_observed.csv,0.9426748196881449424328311132,0.614,2.172,4.275,4.239,0.478,7.42,6.209,0.042,7.04,18.315,0.022,0.248,0.041,3.7,10.88,11.09,8.23,17.450,19.497,15.402,7.970,8.136,7.805,0.147,4.26,3.96,4.892,7.03,23.382,40.126,67.564,12.689,1.135,0.12,12.157,65.434,126.223,4.646
+2026-05-21 10:07:38,long_tailed_tit_observed.csv,0.3645243125992197134147637195,1.112,2.977,2.957,0.441,0.847,7.48,10.17,0.071,7.45,27.076,0.03,0.62,0.011,1.57,1.38,10.97,3.22,7.892,11.84,3.943,3.670,3.261,4.08,0.217,5.35,4.82,2.053,6.94,16.241,15.085,26.036,4.134,0.865,0.02,12.286,42.476,80.321,4.631
+2026-05-21 10:07:38,long_tailed_tit_observed.csv,0.4103768827625832009955355162,1.009,0.641,2.559,1.128,0.429,6.97,10.433,0.087,7.12,20.602,0.078,0.232,0.0,2.02,11.69,9.84,4.452,13.958,15.335,12.582,3.292,0.794,5.789,0.074,3.8,3.85,5.082,6.98,22.226,46.692,77.936,15.448,1.452,0.042,12.203,121.677,228.45,14.904
+2026-05-21 10:07:38,long_tailed_tit_observed.csv,37.77840410251427575359574961,1.188,2.302,0.424,0.58,0.721,7.55,12.739,0.048,6.9,16.681,0.076,0.591,0.019,4.12,1.2,11.29,11.199,13.046,16.129,9.964,6.328,2.595,10.061,0.064,5.14,4.51,1.225,6.88,11.425,27.862,40.975,14.748,1.548,0.234,12.185,61.178,106.851,15.506
+2026-05-21 10:07:39,long_tailed_tit_observed.csv,1.212724604947394968802850340,0.649,2.447,2.368,7.331,0.114,7.53,13.164,0.004,6.6,7.923,0.045,0.083,0.039,4.45,11.06,8.37,9.545,6.420,9.325,3.514,5.923,8.345,3.501,0.17,5.2,4.79,4.109,6.62,17.228,13.402,13.655,13.15,0.952,0.025,12.018,94.216,173.704,14.728
+2026-05-21 10:07:39,long_tailed_tit_observed.csv,0.2817952070039096961560253519,1.034,1.103,2.43,3.421,0.691,7.35,3.991,0.084,7.45,15.624,0.076,0.726,0.026,3.81,11.11,9.0,10.396,16.238,16.418,16.057,8.420,11.946,4.893,0.132,3.92,3.76,3.726,7.02,20.911,20.299,40.237,0.361,1.323,0.132,12.142,82.383,149.312,15.454
+2026-05-21 10:07:39,long_tailed_tit_observed.csv,0.7385538835804874861673878330,0.99,0.497,1.126,5.759,0.382,6.77,5.405,0.013,6.82,22.4,0.08,0.682,0.027,3.13,10.87,9.98,4.084,12.916,8.001,17.831,7.259,2.663,11.855,0.16,5.11,3.83,6.504,7.48,13.105,14.662,9.562,19.761,1.76,0.166,12.105,107.492,207.721,7.263
+2026-05-21 10:07:40,long_tailed_tit_observed.csv,0.4749114092680655322275186474,1.064,2.089,4.778,7.064,0.203,6.85,10.704,0.087,6.58,24.521,0.021,0.712,0.02,3.06,1.0,10.65,3.876,8.060,10.503,5.617,8.631,7.282,9.98,0.115,5.34,3.61,3.402,7.15,14.055,29.914,53.51,6.319,1.457,0.297,12.065,57.944,105.215,10.672
diff --git a/modelling/data/abingdon-all/resident/long_tailed_tit_simulated.csv b/modelling/data/abingdon-all/resident/long_tailed_tit_simulated.csv
new file mode 100644
index 0000000..a83a118
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/long_tailed_tit_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.865,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.773379,0.1,0,0.01,0.889530
+RungeKutta4,2,0.2,0.696292,0.1,0,0.01,0.796584
+RungeKutta4,3,0.3,0.632121,0.1,0,0.01,0.719211
+RungeKutta4,4,0.4,0.579441,0.1,0,0.01,0.655694
+RungeKutta4,5,0.5,0.536985,0.1,0,0.01,0.604503
+RungeKutta4,6,0.6,0.503604,0.1,0,0.01,0.564255
+RungeKutta4,7,0.7,0.478240,0.1,0,0.01,0.533673
+RungeKutta4,8,0.8,0.459895,0.1,0,0.01,0.511554
+RungeKutta4,9,0.9,0.447614,0.1,0,0.01,0.496746
+RungeKutta4,10,1.0,0.440471,0.1,0,0.01,0.488134
+RungeKutta4,11,1.1,0.437556,0.1,0,0.01,0.484619
+RungeKutta4,12,1.2,0.438248,0.1,0,0.01,0.485454
+RungeKutta4,13,1.3,0.442326,0.1,0,0.01,0.490370
+RungeKutta4,14,1.4,0.448488,0.1,0,0.01,0.497800
+RungeKutta4,15,1.5,0.455509,0.1,0,0.01,0.506266
+RungeKutta4,16,1.6,0.462325,0.1,0,0.01,0.514484
+RungeKutta4,17,1.7,0.468058,0.1,0,0.01,0.521396
+RungeKutta4,18,1.8,0.472224,0.1,0,0.01,0.526419
+RungeKutta4,19,1.9,0.474528,0.1,0,0.01,0.529197
+RungeKutta4,20,2.0,0.474808,0.1,0,0.01,0.529535
+RungeKutta4,21,2.1,0.473424,0.1,0,0.01,0.527866
+RungeKutta4,22,2.2,0.470368,0.1,0,0.01,0.524181
+RungeKutta4,23,2.3,0.465564,0.1,0,0.01,0.518389
+RungeKutta4,24,2.4,0.458992,0.1,0,0.01,0.510465
+RungeKutta4,25,2.5,0.450683,0.1,0,0.01,0.500447
+RungeKutta4,26,2.6,0.440710,0.1,0,0.01,0.488422
+RungeKutta4,27,2.7,0.429180,0.1,0,0.01,0.474520
+RungeKutta4,28,2.8,0.416218,0.1,0,0.01,0.458891
+RungeKutta4,29,2.9,0.401945,0.1,0,0.01,0.441682
+RungeKutta4,30,3.0,0.386443,0.1,0,0.01,0.422991
+RungeKutta4,31,3.1,0.369720,0.1,0,0.01,0.402827
+RungeKutta4,32,3.2,0.351689,0.1,0,0.01,0.381087
+RungeKutta4,33,3.3,0.332180,0.1,0,0.01,0.357564
+RungeKutta4,34,3.4,0.310999,0.1,0,0.01,0.332026
+RungeKutta4,35,3.5,0.288028,0.1,0,0.01,0.304329
+RungeKutta4,36,3.6,0.263327,0.1,0,0.01,0.274546
+RungeKutta4,37,3.7,0.237206,0.1,0,0.01,0.243052
+RungeKutta4,38,3.8,0.210239,0.1,0,0.01,0.210537
+RungeKutta4,39,3.9,0.183335,0.1,0,0.01,0.178098
+RungeKutta4,40,4.0,0.158981,0.1,0,0.01,0.148734
+RungeKutta4,41,4.1,0.137862,0.1,0,0.01,0.123270
+RungeKutta4,42,4.2,0.119549,0.1,0,0.01,0.101190
+RungeKutta4,43,4.3,0.103668,0.1,0,0.01,0.0820417
+RungeKutta4,44,4.4,0.0898969,0.1,0,0.01,0.0654375
+RungeKutta4,45,4.5,0.0779551,0.1,0,0.01,0.0510389
+RungeKutta4,46,4.6,0.0675996,0.1,0,0.01,0.0385530
+RungeKutta4,47,4.7,0.0586198,0.1,0,0.01,0.0277258
+RungeKutta4,48,4.8,0.0508328,0.1,0,0.01,0.0183368
+RungeKutta4,49,4.9,0.0441579,0.1,0,0.01,0.0102887
+RungeKutta4,50,5.0,0.0394178,0.1,0,0.01,0.00457344
+RungeKutta4,51,5.1,0.0366677,0.1,0,0.01,0.00125757
+RungeKutta4,52,5.2,0.0356247,0.1,0,0.01,0.0
+RungeKutta4,53,5.3,0.0361974,0.1,0,0.01,0.000690520
+RungeKutta4,54,5.4,0.0383555,0.1,0,0.01,0.00329260
+RungeKutta4,55,5.5,0.0416718,0.1,0,0.01,0.00729115
+RungeKutta4,56,5.6,0.0457625,0.1,0,0.01,0.0122234
+RungeKutta4,57,5.7,0.0503021,0.1,0,0.01,0.0176969
+RungeKutta4,58,5.8,0.0550042,0.1,0,0.01,0.0233664
+RungeKutta4,59,5.9,0.0595423,0.1,0,0.01,0.0288381
+RungeKutta4,60,6.0,0.0632775,0.1,0,0.01,0.0333417
+RungeKutta4,61,6.1,0.0647907,0.1,0,0.01,0.0351662
+RungeKutta4,62,6.2,0.0626156,0.1,0,0.01,0.0325437
+RungeKutta4,63,6.3,0.0582275,0.1,0,0.01,0.0272528
+RungeKutta4,64,6.4,0.0541128,0.1,0,0.01,0.0222916
+RungeKutta4,65,6.5,0.0510125,0.1,0,0.01,0.0185535
+RungeKutta4,66,6.6,0.0488324,0.1,0,0.01,0.0159249
+RungeKutta4,67,6.7,0.0473334,0.1,0,0.01,0.0141175
+RungeKutta4,68,6.8,0.0463097,0.1,0,0.01,0.0128832
+RungeKutta4,69,6.9,0.0456112,0.1,0,0.01,0.0120410
+RungeKutta4,70,7.0,0.0451333,0.1,0,0.01,0.0114648
+RungeKutta4,71,7.1,0.0448047,0.1,0,0.01,0.0110686
+RungeKutta4,72,7.2,0.0445770,0.1,0,0.01,0.0107940
+RungeKutta4,73,7.3,0.0444178,0.1,0,0.01,0.0106021
+RungeKutta4,74,7.4,0.0443053,0.1,0,0.01,0.0104664
+RungeKutta4,75,7.5,0.0442250,0.1,0,0.01,0.0103696
+RungeKutta4,76,7.6,0.0441671,0.1,0,0.01,0.0102998
+RungeKutta4,77,7.7,0.0441251,0.1,0,0.01,0.0102492
+RungeKutta4,78,7.8,0.0440949,0.1,0,0.01,0.0102128
+RungeKutta4,79,7.9,0.0440739,0.1,0,0.01,0.0101874
+RungeKutta4,80,8.0,0.0440612,0.1,0,0.01,0.0101721
+RungeKutta4,81,8.1,0.0440578,0.1,0,0.01,0.0101680
+RungeKutta4,82,8.2,0.0440655,0.1,0,0.01,0.0101773
+RungeKutta4,83,8.3,0.0440910,0.1,0,0.01,0.0102080
+RungeKutta4,84,8.4,0.0441494,0.1,0,0.01,0.0102785
+RungeKutta4,85,8.5,0.0442680,0.1,0,0.01,0.0104215
+RungeKutta4,86,8.6,0.0444929,0.1,0,0.01,0.0106926
+RungeKutta4,87,8.7,0.0448922,0.1,0,0.01,0.0111741
+RungeKutta4,88,8.8,0.0455479,0.1,0,0.01,0.0119647
+RungeKutta4,89,8.9,0.0465287,0.1,0,0.01,0.0131472
+RungeKutta4,90,9.0,0.0478530,0.1,0,0.01,0.0147440
+RungeKutta4,91,9.1,0.0494715,0.1,0,0.01,0.0166955
+RungeKutta4,92,9.2,0.0512870,0.1,0,0.01,0.0188845
+RungeKutta4,93,9.3,0.0531916,0.1,0,0.01,0.0211809
+RungeKutta4,94,9.4,0.0550942,0.1,0,0.01,0.0234749
+RungeKutta4,95,9.5,0.0569292,0.1,0,0.01,0.0256874
+RungeKutta4,96,9.6,0.0586538,0.1,0,0.01,0.0277668
+RungeKutta4,97,9.7,0.0602417,0.1,0,0.01,0.0296814
+RungeKutta4,98,9.8,0.0616767,0.1,0,0.01,0.0314116
+RungeKutta4,99,9.9,0.0629488,0.1,0,0.01,0.0329454
+RungeKutta4,100,10.0,0.0640516,0.1,0,0.01,0.0342751
+RungeKutta4,101,10.1,0.0649814,0.1,0,0.01,0.0353962
+RungeKutta4,102,10.2,0.0657325,0.1,0,0.01,0.0363018
+RungeKutta4,103,10.3,0.0662956,0.1,0,0.01,0.0369807
+RungeKutta4,104,10.4,0.0666913,0.1,0,0.01,0.0374578
+RungeKutta4,105,10.5,0.0670438,0.1,0,0.01,0.0378829
+RungeKutta4,106,10.6,0.0677640,0.1,0,0.01,0.0387512
+RungeKutta4,107,10.7,0.0698641,0.1,0,0.01,0.0412834
+RungeKutta4,108,10.8,0.0751700,0.1,0,0.01,0.0476808
+RungeKutta4,109,10.9,0.0858815,0.1,0,0.01,0.0605960
+RungeKutta4,110,11.0,0.103030,0.1,0,0.01,0.0812724
+RungeKutta4,111,11.1,0.124667,0.1,0,0.01,0.107361
+RungeKutta4,112,11.2,0.145698,0.1,0,0.01,0.132718
+RungeKutta4,113,11.3,0.162900,0.1,0,0.01,0.153459
+RungeKutta4,114,11.4,0.176656,0.1,0,0.01,0.170045
+RungeKutta4,115,11.5,0.187477,0.1,0,0.01,0.183092
+RungeKutta4,116,11.6,0.195854,0.1,0,0.01,0.193192
+RungeKutta4,117,11.7,0.202271,0.1,0,0.01,0.200930
+RungeKutta4,118,11.8,0.207215,0.1,0,0.01,0.206891
+RungeKutta4,119,11.9,0.211173,0.1,0,0.01,0.211663
+RungeKutta4,120,12.0,0.212939,0.1,0,0.01,0.213792
+RungeKutta4,121,12.1,0.207937,0.1,0,0.01,0.207761
diff --git a/modelling/data/abingdon-all/resident/long_tailed_tit_simulated.png b/modelling/data/abingdon-all/resident/long_tailed_tit_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..d30d055e99f8cf6ce65ac48c594bf06999c6d9b3
GIT binary patch
literal 30224
zcmb4r1yq$?*X;q6kOqSWK|w&eI|Y<(X%LX^5|EOX?v_Scx>FhiLAsF;q`Twp<NIN~
z-+%9a9mApHob$xq``K&FHRoK9zl@Y9>Mgum5C{bIshF@F1On?0fxyfm!h=s(2BsFl
zKb*Etp4-Y>ytH-DvDSx3>eyPETG*Nzy&$pIx3)2|FlVA=pr_?{Ok!wjYiYwtM`!l)
z7qk}E26W^igDT)GNS0zMHV_E94)iZfHs5<A2*mF7Q(*yxSBV=*2(Ruap0+pc&xrXx
z@WMhws(<_Tj=rqbxJIp;PH{nfk%`Wz4{B}x+Y)W9(FQ6d1(|r#dLfcf3|NobVp~g>
z$wyvYnu4&DM>EwNM;APw7iZ!mIQIG+3>r@Q9Qv$EpFh5P-wQ(!@jk6*?f6ZSAO8*Z
zMk9fK=ocV>5DNXSwJils3=w=Z|Dqq}0rWRk3@Z>U@Qqg$jx7WU`eStzPWK;2)4~(-
zL%+ee=lTD6n&SH*+`E2N)z#%j8u`8l{x&;@lNNa<rS=;W5rxhpDh4@S+FLXA#%k;7
zWUM;KyqCwi-$x1(BBP=>)?@o5Uc5*<Kl$ut9<NoR=U+o~Tz03Tp}n`~HK`QG((US_
z8D}$l(|JxX09C%$psv9|d8hrARP$T}Gy)9euNOzNG2^8Mm21tqhTk?fX;V{E84deM
zs(0G)^@np6lc;*~J~TK5>gv(Gd%gSgWIlkdHLh40cWrHL>8mes^rS_j1}q$0NOj>o
z4cjo=n<x}DG}t2>w{WBk)Uu+-8eD3v8Pzyv&o*nNzkP}$^F<@HZi>T5+GehWc#TDf
z61ylk9jrc7R8-srXQD*VYkPaA#BNP#=is3HWQXY098C4q<yl)C0e|9}hQsvmH!~kJ
zLMpe5HLc;JFJI)wi*<cp?{-lzx?R4m2G>~fzNfiT1c!r(Iq<Dh#2_(GoVHq+T>9PP
z!*9OCt}CIEV|jsEE(cNTQ`Pbu>l#s=onj|PjaM$8N|uw|G!M6C>F64c=dIS>p{#hs
z;4<OTYd2XfGwZgaEM;6R5MQwy#eIeJC346=N%;CnZSQRMO7o4U=kONt5trb^Ekgb@
z7HkTs$S^X|+^tb9w|Z;-cdn;KC%Zj#OC>$Dr6)TWMy*3p0vY>Pms?lCD)7C9HLFwy
z5UFR+!V@eS#>;j&uxDmwr1Y^Z>JOq5?I(;@@$400VPS(y8`1gBWo{uOhp5fmef|1%
zt7%$#dI<HIyfjbdrYKF4ymL2-C?*~DR>N7LH5Or<Ie!gnJ}fzHTb0$q(DFMT=U|n0
z(a~AvX`M-edKgk<iNYqvCMLtEchN9LkkHX%2BrBlT+eqpu)o17Dl6x8;-=jZ5D>85
zX}gzaC?cNXbUI=3K@lB=`-Ysn{8BI5tZ6YPQnjWu_l{R<TU*X<qVr~TiSyBB)&U01
z@wWtv2h`MgIZio_`zZy-Cnq_G@cYdSG<U@Zuki5j6j+$L-&&`vyPfoC4Z%%9I;Jbk
z5*};Rl;u1gskV9Y<O$U?Tw>x6eYF;|4c*^c8w#4w`L0f+6={NW1qNp?HXS5SoW?91
z9joj1`nV)J7)XQrzecN>hh1Kr<?S^e)b4)~S1S<7&(4-v_Bg=MiDT67W?0rUG<6}O
z8JHqhrC#{Vca`7Zc6qW)BVxVN7)7mI;Y1)@eUDcC(LzT^Ot6fyGDQf_VeJ0*K~W7j
z_0q<xi>+?g0*2fO%%{XWPGvP{_0C61Xks?37Bi0x-Z^G{!M8s>UI?M47`{7P`I+Y^
zG0|x?XZ2M3icBOhRGROitmVX3%*vg{+sn(Zv9Xcrh_3P6ddi7?OEz63XU|9J>U6ZR
zb>w*rZu#9JdCS9b1Ge!%JG2GI<)ruP&I|29taQi&F@=P=BpFFK=t)IIMOpfm5`o!B
zxvLl+?l#`5V1FDn?)vhbr+ydUH5qw)=V`0whl~ti4x+Wu56WzFBTc7U^+)gCrhN4{
z0PEZZcF3zKr|Rlzs#JWoqe=5xNe;GIm!l+ghiSXj=e>DWm;z0cSF@LgY?QRL(O`rk
zg$<{xS?W9rG&<FG!*O<+&z+kq`sah#W@HrQERP|H54bb3BooLTrmTGRUcT(6{!mAX
z&uS`zE<;C0w?u;HXe1JKkKjqmz{i%meRPLWp`j#=m#2BTq+GAI=NLEw`(Zl-_3qVt
zG*W4JU7b7QJBUUxT*WKG@`&h*c5gh3aig-jmAAEsHu8u1!+7gCOWs#2YMv(U1Y+tA
z3SBxH+<K@8b?IeFBI?fUO;;cc#+&v*dW!nSignedw`%OxGP1Hne9(z!Qms=ZET8R=
zdfkSMVXhNWLVA<r>I}7c)I)OQ-{;2MW`At?5v8{2fSKT~y7+marrU*G!jr{qQui3j
zG44KmSwZ$^THv#Q#t+yYvky#fEs3H%bXB%g_{_0Pps!V>q}>xuV-23Gyjk*f*hAj~
zRJ95OgG4KzQ;mA?P<G!JwPU2`h3Q7!b_TN(JKZhF+#=}bQ+F_;hA69Ymqt~u>+|PI
zJp%(Z-iv*CaXr0^wvG<bUVP~0iWcyMSIN!IjgMwwW_~WkbD$tDCnq;pa$m^jIc?qc
zM{J@a5Q~*MSjMWX(&HPKqSb;`wsP|d<$8)6n(an44E%$F%5UGkO;EadM_FA52??oK
zK|vw=B-!m!#f(e42_kN1XE*3{b-v6uyi222!Av9M=zO?7{&Ko#)4vad0WF1&=SA8c
z@mgSs;;%ltUD|wdLcT}KZSH7noV)ai=`*)^GIZBGBq3=kF&Qn?jh=P8y10vuj^5MY
zayE1h_Cdy>V+WxFK_$969o)Lf>QGKcf$oYyZ+8^+FfVxirWZ^NTKzDi<KyGAmOgXu
zePUQfv*aCFj*N@T8ENKKE%nEavT6^+?dA=5`!+s$X=zD?n};W)I4b(p#ldJu?WI|L
zp-&Q6w1bYvSCg}sS<ynyYc4wDCHg(Vlw{o(qm7s4M&lcmv*uPdHl?OxMX5&PUt4@>
zrfclvCx!AVzJwF9HNLA-f<r(nOSI|Z=t!z9A8Fr0NcP#7bKuqa=%u@kc(yg17qbKc
zkBKU)<E~!7hYueff>38Pez-9il~i$LH8HW3n#t$}5>iKG^~1XQdK$Lb*EY4?{Ob5h
zFxUkGb~rO5m?{FTu(F5>8>Fx|f(ba%W-i0f{ov7W-n?nd`TDp>B9>m@%iv&wDk>SC
zm*M^B@+gbO3niC%)S38i1KbKZq!a8$UmhGxKSCgngbU*q#w!qL?d3%1&7SG&?8I=^
z5ynWp!@q!`5O*KeSmUMegCg2o7HRlHj}kH}lX`S@t}<hd3ez}M^iz^}FF$dc39K+7
zmQ*`C-a>}lcq@$r6J(4eq5Urq$B@n?rotQ^eio)&^@2P`zS9-5J4T!;m-v0}9c^n1
zaF&@}PWN@A@q;`<pJ_`zd-g1%9_GAVrrg}jIXhUS6)Wg1N~oZ_UlL7G!@KPG4vQQ5
z#@|)nAu1%yvjrjYFf*^C5ATcRxnJBrfK(g<43ZZQBb<YZ;oo90WEwb&e&5Vnu}RpZ
zpGUCK^<t<6W>}#rPEA=Ll?oYc)DxXIJ1e@gr$>Ic#ZbrhuEW@DlLwq)LqE%?I+-T|
zy7|FzHlwgzxGbuXyKg4T$;k;7y7^2UcvK4rMxOI|<rAOx?hTpx4^$FZ<H8Un_Ont^
z<x1+CBdx<#zbGhQVLtSz>)o8LrKU(DQ&3XMrIJ+GXwIqZ({1HoMyP%_(v%tmwv)*y
zSyxvVRU?XGL$>D4<KR^t_B^xZ)4GYbI`4Z!FtM@I3G~jdgewfjlFK)A5~6eSC!L5W
z;1ugSDZStflHQNatU4}uqbZITz??NPXbbgjd_3lv+-plI7)?Uu7jp){vkbnPON3gx
zt~z}Her7*x&>Nv<pcCR~TTtJIkN$XZz6nVMY|7P3xD$!af&?yy!tUf%6cG-LC8G_2
zp{arW?d_sCxPGPn%)oN;M{J3F?36SE(dL{*=)xFkYoG3-RnqXIktXs9YkiF+vGzwG
zw}wq%V`ab=hS{pylZvWEdJlIJ)S1JLYls3f=Y@;8dH6*M;UmgqDZHa&=T(aZ)^u_c
zgJ{{^(R-*bCp@h-l3fnRb<?6o<}?TD7y?T@?unIAk!KVD+(`>Zr0NH`&p?Q-z<kWV
z_Qc&+R83Wy^wcX?S;EifD~y-k_6R`}z$v*1C<LNw*~A1gCV_W9X1`oDr0$C@(ies-
z2ed=7rP#3gF~`-*48x3tbu}K2zAMot9y{vl!(U6ig*JRh@fNnio<Je*W3@=K^$3l@
z&YUR?;|(<ie%ygaOK*^AF`PB;v1eqzy_oYvS7=45a6DOxsibs5>_<c>$e8rhdCzXJ
z)_&74_J+&$)!`ene6>vcva<Yo5<*CUr4ITCrVG3KMw?$>dghV8DMq90*eh{Ll3usZ
z72ot4b%o0YFxpQiFs&J5;l$K$l^qK!V9<!~Y>V#S>gkVyBiig07&hG_pkB*{km^vp
zMM=@W&yUP&5+BkBv%D|ub{gSSgezMy(mg;Fx;G|w@Y30X?9Hk<yOv>_33q5H7t;GX
z)4t3IjwU00ce=lXmwLOTIAe2vO7J`=CWg3R=m;uvQ@rIaw<j>1;ubsrfHQBm@<#4_
z7`36hQq!XVD@iUP6a5>0^K&?c9KoGba;Otn;{r1etpz6;y)<l4-d9v>;3c_MRw~l)
z3lokG*O*|9Nt+DJAG(_$;g>boXUA`Ku2A)(N|Dq=85tdOFI4*K&L>(1x||)dTo4yz
zsFi4_!8*efjH9T!!|gNji>c|{2(2PGnz9L5rG=gLpRyg4q>{!^Z1IbqvTQ-6qVnrR
zAkxhCnJhDsm!IcKe8NqS;qlS)uIxkGdtdOf<!W}jsTEo75HL)o+@sT+dU5;4bWO@Y
zYb=AV0*56xH+|Sp@FV<&%6pM_f)Fue1<i32m6(}1RG4A<5SrjHH8N6C;eFx-(;>FQ
zFWfiP=tDZGi1t@V;V`L%pBACktnx45r$4q#3$47_f!oJcGv0K--$JlYV_^I6&5hT#
z)i5qQ+P-jJh6IT+?1N)`1Z2VmGK79txT7$WLUinOow%)H^!>NbMDIP$KJ~7sYIy!R
zo6`)9l*;f11mO-Qk-E?rQZ5mfxQTvQAv~+CNmsQwl5lGZ-{IsJKa3&{!&w4bd{_kZ
z0a^BXOGZl#<qw(#HQoZNUUm=43R0dC+k36LC^X_vH<7quR7}OKFn1$wXv2wp=YRLe
zwWEl7F`@!tkvC1<vSz>=HSMhPq-_h*C@Kuk@bOkt4+36gN-@%DWGga^CTWp|bI2r-
zC9wzG+Xe<JVu2y-MnbZqyDnjZ%Jwiq6W-&!p-9CDBFaQ2Bl#SgZU+Yk(Y!9F**S%U
zQZ$pL1|j<0k(AM~u{Z%SF)^8<Aw<yuv^8ROgu2@R?W&1{5SbyNqLu@EuM!>+K?7=m
zRt634vY{nWef`YUng`t6>ULKQAXN>cO759!^P8I&E{&*Jl(%+t<XNY1uVlRh5xK)o
z*Q4-$zEKWxcu5K4@DfUQ;8jw-I8J&1y2Q#yGIsXocFI;QsBF)b3RH(z?H>`>NP5tM
z$|P4U$$6`O6kK?)tS?o_SHXeknD5YH`lg7HQO+uCCa4{9xdQzB5QkAe+kED62yCd*
z{LFin|AlBRRV~>cn?iM@Ky9>4N>w#}DUhj8M!(rAaFZF-S2TlJlJaM0C@2ckuG-Vz
zG|X`-N^QT(^#HJIh=hzRzXpoO;aq%d6V3@#2@`#0{v%#?+L|kmi?S$iehCe>^tHt3
zLX$nDX>^Z?3DurYaZHM%6h%B^B!&KVM`9GKa#_`PAsS7A_-s;knArF38N{)eL@#B=
zXv%eX^VnwL$Fj}560)0p<I+Nu;wY|~oR5#QR&u!$;-=6jzm7erVLz@P-4<|<xRhue
zwgT;JZMwEne{-suhG;Z;y2<@yZ#i!PSECPSspA4=T9jwI32uXv_r7^(iVH0nASRsO
zbYhWu`i-P5Y*f6Vk`-pdEH^b->>o(MM3bY%&@eAxKr-UW4i~w7+p*mcMF?zTD3QVb
zRfw?KAp4d%x@ES^MZju*^zJwTs<mi=01-{@SJ^13<<G1ssyN@#Z7;=~!N$iBOuT{8
z=%dakycK#hHX{|3gt}OG-{Nk8e3){8;Y%s0;BL<+$WDTOjzyS&E@4M9eBkMWZJF3F
zmXqf>(q`D{+5XUQ-^1$d*Bf6>$XZ|HTr)2qwEo4##KOI@eJu8XT=x+zT9zdAOC|wy
zm(0w}T&_p9O6KS*khhPP(H9baFgEPS<KyF4V9sM)24QZ?hVcm*qMQk>qx;C>b67vf
zw8t2lw30FD5UkIs433P9%x;SOnmh)_>27$-#a7}OyPGY95boo|(1ewYg>eCOnb~Rq
zlX(&j)0rL^2E$Dhb*b#i;Qk5#6#5$uJkUrOyaAGyaa=8U_~WN#7B0VYNm-$>v0_U(
zmC=73QB%W7C0$?cRUuh#=W|$qZVU0JT%T=B?v}TpNi~zVNJ@2CgS%##T6*8?h^Q0T
zR^eb_k+!w9tta#e42_Ju1^YD}ZFyJ5qC=p75cwc$hEr}H(&&ZB|KgUBk&(hXCle&I
z1gABW4K-rGWyxn}XQ%8Asfim-4yhR!&YtokgvJVLYm-F1pHUT@1V;;<jUaHkx86S8
z|1R{eJC;mfmHnT`7#hm|*AY<0><7IT`w>(I+1v*sSQD%VBe)ZlygwPX#6B2x08%C5
znV;4;Y|)yVo9}`Wq|9+r%k|_5K>hkF{i*geWZ$`kd{9yY(Y&1GO*EjhljaZiTvM~q
zwcqC3C!<k&Kqi3d|279mLmNu0FStNKBg8?7c#t(x107d}?yI*E3|8~PEafo?<~2{D
zWX#U?wxRM+XsnQm3U21_<9{CjvG=N+aS~@_WLyNb7HjRJjG*JQGkIzR@Vt~4f>mT2
zcmO-539$Rp<=IxuQcq0Yd1Hl)hDHIoXLvXkS9EBZu(dU#w-w1yg6i5WumafkY$1R~
zQ!L*CVIotj(ba6md?a7RIN@8qMy(Ryee{mEzn18BpylM}N2a8Zd<WHs=}etU!C<L@
zw2`4<==!=TO9(tgt;3d*j+JSEHK=L?F6d}!r4*kU=<Da4G<zcS%+xzawR~S&qt406
zDKVesJm6z?YGxE>YzB~7|LXFBs&Zg*QjO5yV0C!aje&u|nBSb>9tsXUzqO6cQfC-h
zHxd!U3oq5t7sX<rB=z$4?kd!%9jduFJ5pX-T3!yQt*s5jV|kXuR)zwIr0ncRcAF%W
zlux7XoWbk12ZkN2jf$I@6--cc*O^ULWbNFirlMM$YxXpDUF-~l5`8(jx#6Lq7{iV$
z(KKp9S6JBC!wl!==R@54QsUzBlM8i4bh=gd(+6eK*I*WXNtY3v7J7-<+#<XB@t4tq
zno|TkhwQ<#|4hyBt<BBi;$mZGGB?CgQVI%D5YF3rdc>oQ0E@ZmHZU-NML>|R$%<0H
zx4XNz{k3KFbY6WlUnPAV*2!UQMACk9Drdx-M?1M6KPVogw}L`P4UHsK^fT7|&B@9S
zoF9aI(Q+K~YpoVUz*L6y_siJ1_TS#$oK`amV1!e*QAd6(q>@@(-kZkV4?)3al^BQH
zHA`g+4p?wMK7OTtZ-g}=E{+m}rd6k}Q>gXMfPyu}zGB;N--2abTUbc1@TT?Yoj=l9
zNeT~7>%*=XQ@0o+F>UY1AFWDB;g|I3#d8uB7S2XG)E#?V$W|zAli)q`r~_1<38r`P
zaGZ1-`%&n8`|(wASOc6Pg)JU%2=S&B<<2(>VY-{0g_k!mkAvojUX?iCsOZ=VJo4+C
zCfi1#-{&3Rft_67_~<O$v4v^2Ll$Td#bZ_4ByK6U-E@Aw_gQ~;v5V%C7#)wD^c5mL
zzd|Bb^u=}yx^*ANav3G8AF@9Jf-6qz<(y84FOwC@Ujg(Une*vG4Nh1@S(L5GxnX6k
zsASjEr%-xh$*S^38g{Io<D6uaj0NF!X!9K8a7XmOQ%ryiizD)+pTaBNV0!sU=KhGo
ztc$WDLaOR#JOyIhVV71%Ba;U5)EN!b>)64rL9IRHOm+pqj^%Z!Ilb%`LeFtr46%F^
zUl<bhUNpPX{5sAyfB#5tkYpF#{naF>a@O_CYm#rblgya(2ZgUugy|>M6}|YpKR)Eb
zfdg$-vcS$88jLeqVO;$O6=ASP-G`5d)Rcb@masF%hzBE>*S7+~SeCZ!Gl}1>>A~Ut
z35NORKBvXB2V3e)4gWu3)gI*&%!7$}KOJ+#16H`}<BM*^{*)dh?z6H+{}udS+**eV
zb@~xOe#Y>zQUmnA;`L8S;>9iSy#6cdcXoB9{wwP1=-mJ7EUmZe>gxW8(w2|d(Qb-D
zQ!T|Cp=L}om2%^#@h6s)*=*$_cfc6P2|X2?e!Do>c>lUMA{tuOzb@|N#QE37e>)2t
zJj%b5l%^)pUq`gwMkD5x_$%cw+yp$-A8D1~Rxr4AsJ`PrCu1qB2BNO6J*N7t>*aph
zp?!y*!Q00N{*S|;*;rUaMDDMACy}aFY5uP<j#b-G{B?J~jpyR@ApKu6@ZY9?cW*D}
zuOyi@_wAd=A7d11wtB=4m7dr!!O#qQ0PFdQ_Kmo}b!PgG1Jr;lKy8cuaTvfTHxJ3B
z>;HMgp?E`T8A7X8Awez~|6sb-LAfhS>-A0>(&*KC>E}hjd&w_g!y_Q{0BUvVY^%}X
zx#QCgzu@33+rLvVElA8^95&y|#&x{ljsfYGs~%eVnOBV?6i}Z<&MHqkfN+DbWb-o>
zMg)JQlxlDF#~vP1dinXC%ct`QX<ka?yN^RZG@L&3LB)URi}eG;*_r`xu>Keo6;)1E
z)#)R*_v)%KiwavMc`y|8M<)J;ZOUvQ$<CV`l+@G_J+!s?!*(xw;~z2^^l_V?Oq81d
zrjj49!iBkasHmwQK6)eum7x;YER@#v*T>~K;s8`Mb_F;C=o;pB5~cxGSV61HRaNW&
zA%y1VKW5>3wXHo~>+r#v-NnV_Aqz`+4l>*#_X`yf5ubQscFPoi+O*!jecSp+a>c^I
z$qq(_N5LTh{JZsHC+5!nek3NDNVXl#-GJ^O6lCNGjavI0yR)OM4<kYro8S+l@z5i?
z8Bm;I5fRbK%F0SAQaye8G&g^Y4TtGvV7^wPCREAcmHh_NYtGdHP%Wtbdxm`~CKd_+
zY4+7aa`N1Rz+IuOvNGm!o<8KWi87;zQ{oD^v%?MfWHEFQOG3U(&dzFq@=7rdrQYhY
z9|r}GS<FmXT|K|dJBwWz10O%HqN4#)_yk~iyl;Ss`zOmva)@-&NlHsweBq*_lLk96
zzmTra4siJ0v?*+wyuW2wj)HX25T#K9n(swKhh{55_|$!C{i#C6L~G_#RkFs$#t)d8
z6_SXVZ$ibEiL_6UQG!v}9vLM=Q?t@4AD<b&z!suVbC`N7bpixXQBv0yRg8c7Byk`I
zAj$i_>Hb<!uXeNUxCvRD(`uLU^70z1t-Kg}>`Lr2LrF=w%B>U7d*Flm@g*2t5b~{C
zLwaNRsSd)zUh&#|APGAyoHAFctOQw`&NkF{y-f8;WjjRf-L^)oPxaO*twNaNBmgVi
z^-`@?l%HbV^Pgmj-^{bEcZ7IeVP*CzWMzs6_A^9i3wxR@h0RsEPSnf(m}uZG-^W)<
z)uy8Tue4o(P{8Q8yU1Dq<jt)fRJN&<T=$L;;@Lt(650nu1jjlUXP&-1M18FczvFm0
zxirnd_3tr;*f8fH4KJOpeTb3fJz4bXBj&e-#r^@VspoAA+_^p?5WgmYR<p@K?@1kR
zyKe>=PH6pEx=1oxL1Ynv)#1oyAtz6c%@-X$#WDzGNyJ%8l+%3!x`3l%rr&EK3B&}f
z<+iE@FQ+y5>zV;<K;d~ZESVr$^(^V+!Un$mez0&ztv*bM-+B|?hkFC{QYmW8Lc(Fj
z@x9S9zZ6=yzW+kX%#bQHYbF?m!@Ytk+9P=dP?ejQsZp;B3nB9D7+zV)gJ92}SpF$s
zkl<Ge-G74zpz?WfOGHcY_q+K`jrXTaiE$FFxBH`d(q<?9`y-qMd92j}{C`ztRVq?L
z-`@qy`3b~y6{qZ(OH03B^N~}#PHZD#SO~`t13|?!R$+$!S7>j&9V;gBTOfs|ilW@4
zztXgrgha;QQU4>Dw7(-fG*SF88pyAVm;RkaT5qqet^IvOR*~D4>tD(0Kkfvyn;ofh
z5~)B11A;^^M-}pQ!2+sWkj&GlYwb4}YY}O0{wj<B1c?=NbmaKgAc4~VuPgUgT4?=s
zWq(T3sj9HQaLZ3?1cNsK#D5>b;j=6?m_Fn5v*P6S_NUa-*Z=Ru<qr^Ia4RY*YJPdy
zps!g2<2rTQWq5(quF>`B6Z3x=laUeSzsB_ZLj1Rd`vjwhmO}ZTGMWRyLEyLL{|3R*
zP-%3n|G&W<9;f|(0hKqEm2CgI?3ly7gCBtDe^dJ=+9o^{kM0Cj3se+5J=~xMs!)Yc
z_cP8uPyszkhD-gqz2+g&F)=-%_l5L;QNavNRO{7OZ)+ec_p}G$FBR5qhOd2S)NHuA
zbgqqwvP}dfWcM=v^%%(sTjUc10Y8?TQ}8K?OBtFIfnHu0PfV}vp8vd9Q1kW9lQ?>v
zH-zHPIE7?oF>l)bOySs)r0yH~OWje7uII<P(ak$8yCd0!g-Z3NYSP+UU#)9nVwm5o
zI?c2HyjZ+2WU>dacMmu@Ph<6CedU!^RL1A4yh~s9hQ~1(5LKQh+`-Rev`Frzm;yeJ
z30{z;pWv`r%;b-JA1{5+4E`u`p%8K^*l*3y=<DlaVPKE|Tor+e&zgM&YC?ZsUtjP9
z{j7r($6x<Q)rx@pdw=PhDEhdkvr}ddD1MQkoXx9LW3KJ6QUY}B<vna{G7k@r)hdx8
zCN?%@Ak&e)d-sm<MJr-?VcUx^;2HsB;BTqA=kw=#4h{~uEXI-0(jDy2hk*Y~OG_K7
z_RPq5ps2KtABf8&a!?bJ8dD@4={Q+ow(17-v#_^sZ*jcZPKhVxu+A`@u2BRU?}G;q
zgt4%&^njYY>gMn7zxq5+sX%V8pNob@(kx`}V*{(%M8>7>MiW$6rT78|SdH}k!=s~^
z#l^*}Fh~kpA2A+&wZK?mRn>DNWJ#++5>{3vvk(^;^?<}g0?Nma6@-RTB}7iNrJI|Z
z!{5D|$#Brrd`H0h`niTy;#xe5Nu&n<micr|S6>p>a7_`yI<^zpd%OLWfz|lY;o+Qv
zA`2ml#Sim!+Jlfa(gJ8$5fl;{J`s@buXV7<r0GVn?6smPLeckbA7RA@J{()#79Ujk
zLw8%`m7s-rb`oA*&2jJYUeaDzxTb|lFB`Uf5jX83$#g}MAEj`BFXR8B5?-jIZ+1mV
zXgg>>FfuRg$6o?QBj<=-K{z3c^?UJOZ(=$LA-BA=LT|ETx18gT=&i61X|k`PtrNA~
zB=VR=-1MNR6`gbNaM>jqsCK^b4#sDOqDFKM=eT#92y^1Av#{DZ;)2Rji7w27$H~cZ
za?fH{gqj9|ARxOWUw(=mC|d_+B}GS%DwVQD$UJ;V7eoq;b}=IPLj-Pw@8nkrF`Mn8
zj+Quf_|*;e>~dYOIn_j;5zybYj0u6v2hI4&;A#`SDPKH?5vEYhW$o;wD^=t85v>!w
zX_MjD?bn~H)V<na=mDM_(ek=_z1#E%{b9jeRs=t(BS`}OArG?ArcO3~SIh?d6T<A(
zBu4#bgQslMwh`S4wZQbH7~Bb*TU5ku=fzV%U*F(m#q$^%W*gf!6*D3E?7{xCxb-JT
zBf%mLbAO8@k<6>%;<l3NJ5*;^LdXAN3CP#!X|9GO?wi_BX&ucDMqbS#%te&S^c8Cc
zOJF<XcX%QkLC{p%$0=T}X%-YMa?->q(lgmt!u3JINfdrUPwPkZ)8{w%1ky{+6M`y0
z08;~V|5w8Q0*rO6y6A-bzS{fsBEJ{UXxdCTFt#Wwkl0`M{InwlZY+@JME^_wT$zim
z37m)<37F*TvV3lc%!9qAV`IkcLU@(uLa)umKwLexal8#$=KCSb&AW&3<G_@WrY5+_
zi)+8o3bfMl*G-uT_EhD%yDC`^J-gwP<j(d!|L;HCe!>PT5Y+*$wBjp1PWM9!DynW6
z(fdP_JJ+Ow2U^OV`t%hD=dDFnjE>*xE?Y>!3L$3y&>fV?_OY1#eOoSK4;c%alwVvf
zH5M6cYp-NRRf*EAZsSk2R6pj)-V2<uL6b<5#$#~r*+x!nPefwk`Ys+j)^(!$X9gO=
zf*jomu=*N+yJPGG(aR|T?i#0o=}fn<O^55e|8*VNf;8Cs8d^bTx&jMEPnrI(Z8|Ay
zS?p&-CiE0)X2G|9m|i77{`urd+MCyU2Yl@gGD^_g9U9yWa0CJBgAZk@<?!T(Isn*5
zj)2kpLxxLo!moXe$6Q={SbV=>l`GF<LsUq}lkf<z;*P(jNgH|J3=h*wqj?M}&(v-t
z$XGC4vp;ZzP1v07`oRrEv~U)re~>KOH_%9G-xL!A{@Q+uD|P0Zz%OE&V&xV&PYmV{
z>*WdpVbfi)U?invgtt_gRc~lKHU#A4!Zi-Xvn$7czYDKp=cnqi$)^n)+QsP~{KegQ
z?;-uc;h1_4Z3f9UZE!pct|Ouq0wMCRtdFKmjj~RZ##=e?L!R(^*$)GbAqv85DnNLy
zXoL>DD!MTjSgU5Nzkuf0tsGG@cjw)njFPOGu+i3s&;N}kz<Gslo`?yjR5Cvo{({DU
z-aj%lQesz5_A|xX0>fzm-~dK$-_#>Y*?>Ah2@juTSDySfKzvnLiyj@Klmd`Jicffv
z4(#Et_Xa=0_6>SiL%s@&S@Vv1>{T<O-)_(cQF|g)E~mi4a)<?5O&}Ii+d`!I1=-w?
z_ID!VYv70RV#k7kPADVwi}?NytgzA#f@>2pa2(wc#<0esBV%GFZQZ<_xR8H4cf0Xi
zfhpn(c{D;!y-7l>)r|+gZg}pgwh)x{@>+o>1c3wMuox)@=j2V!sxy==tMKLbr;M;E
zqMwaQrjBPiv#ds{1eu!i5tC6LK+%+Mf59N=98om)v}lCuz8N}#UY030FVC!!Nw7W%
z@tSF4&xB()=p%S4A#qzvOA8lTPixkndaZqa$D?+7v_<FY>WW27Ob5uvN(Dv5@qBIq
z%+^CMAD;=G4`8FAUvD%}5S_22hv)%)WET`=J*Nk2`kkTo8FfD1=<4Y)u>$TEH?7Ua
zE7$VNU_!1%sB!M>7<fm`OBpjQCA1UZM3a66HV};Gkm>43*rqH!B|y3XJ}*5W@Xc>+
z(OEQ{ybM^o0yUrYgwgvhMP-f5G#}twZBTbyilPX@vuB1iEH1k5M>AHUA0T-slwDc+
zbDO-khL{)|>jAeD6rN@217^Y46@WDwbDPzi_qk>$zI0?{LJb#(YSnXZkWG~eVHld{
zH_7E>l*k-2KWUJGM?q|~T|Uw8%^TR94<BMyR#tSQb$MxM3fjytPFn2WC%e|X?He8*
z?vex<=p&W(gJM;RlIY09SCQy^7U<uxaUXqm)Tg?IL%2S<X+zfWB~O{|+59iyiO23v
zsM8hxaCb36x*MdeT)e>bnR>NNU_^0TFYZ`uMj$q|N>C|%*#)$c5VZ#T4OJvW#8BYi
z%6t8>yZaf^ty^+zv4+X2Pw$0A86iC2sM0JcEgfbBq`hLtV`^&o$-}i#X;#y*l*@bf
z?okjC5rs!ZWqw0ICwdHwtBPn8cvZkBn7i_DWv0GX)d!Ir=PwSY!_T_CwN*@8JB5=L
z2cY4_Z{NCs(YF=2sYL>DQb)Xn2yk&Jb#!!q{f)Mq7OzLU{`~y)9gQc%s_Yi*Ghe@c
z#kzARvybq>!-qK~FJ>X9q;#bf6-pb}`ZE<~YJ;y5@7%d#y*($u!e_lGHeO?wXB>zP
zWIbTjlT<{=&h6l3VqzNR-uLkg*|5?a8wG~Tp{pXou}X{NQ(>tUV4aDa5knP|l2X!V
z+;2Y-(xnF;?s5$)tKu(r<LA`{OilAAh|XZE?s9N&$UT4lNK;cYR{{V_V<#9SG_>gb
z{eANKun4E)Z5=xot3u!i2m|D2rbDIqwBB-GlCj1Z+#yo^^wgBz4<NYk<mQ^rtj`Sa
ze<&{N@0W$xv6)Y0lP-wWwf{FDC~}0u<9w*l!M0BXoR1|4DBo{DnVXKz_ir?wPd=`o
zrlC;`%D3F~nE}<4Ooh?<J*Nc+n1q9!9ob32do3?_&gl0=oDlvHMR4dGV^I=V_JjTW
zWFmInAObANYVA{CcGoGLV6xJ}qC~||dnM>Xkg1M9(85q>?C~Z{6&i578<vcJJ3<t)
zNTevF+rmr&435wgoV0z2`%IPF&JQ%m%=|+YIg&g-d=-MYvCRYPB-8?koPVSdc3C<6
zR!=LJ)9>%0{7u%9{Cg=y^r)N2cL^$cf!%sBQeG;|AlaqDXdGA+D1e-wj)jdLSRo9t
zy1z5mgr5Fz=EUv;_xTblN4i!<o%4nveqw>i531)Etue{aMAsZJ;D3%)U=6{PY*Oo<
zZwp9>ZWeDphuT`F;4Qp*lemTT`Ar&V(y%dxoH%jGoP2UVAE<cCeZ~}klJj4@t!k*W
zZDBn9h;tESZu;<EV)%&UY10EiRPn&eSe+hf&9KI~Z<2lsN3rp_Is2OmNRj};>8ocd
zc1i2p3RIM$YVZ-k9^34Hpw6Zqx<>USY97G(P_ZG{EdUd!sWHwQZuB+3SvYj=6zjZg
z{~Cuy?dB8bd4CF1Ra$9u2i#~3s-8h)J&h4ePWPl6)tH@_WWgRzTxiA{&$HPM$m7}F
z=PD-6<>gI+c=H9m@Ns&y>siR4q99nBDW$42u?}o@4B|d$2b>MrbvCigCEzzO(EDt@
zYO^sTSQ_wUNg(ghpFGcGbHA6&@cn&{v}YX8KOrg^XwPc=g@NFhVHxn;=x>d21YU;v
z{e}O=nvLh|RPy1;e;`IK_mv8LU?!cvg>wN@*vt9CUbcpL1u5w_cFGfA@_hv!*Yj5_
zDA+#wOg@4GVPXD3Xmf{&Si=+~-*Hyv5`K&G{%CXev|gtsHUR6t3NNr%vb4`Z3Gh&J
z98Y<Q7eeP5qS?vX^r1m#Z$HsW#kAqTg~?b<Ujs+aUTeqz43o%C6J#2P8pBgm%chsb
zn0~u<tD)9N+ksG<g&vx|YZzHAZa~Az$xa9Huvh9BZPgqs7)C%wMn-1<UBe?z`c*>~
zdi*!G1cBRv1PIp@P^&Nk#&8|5zPl}@1<=YNr6s@K^`8PxV!#QL0e4{VW7RS-Xd8;-
z{($Hc1Q7x=q&gj~u%UF?*fRXUaf#o~)S5c?LRVLjbTdj>lQK{FgZWO-I*=2hfq**T
zamgTnwYWf;IcyhhpDip`>l>?)K`W}F688t#BIk6^o`9OD+eSw#hwbLh^<Tbxi}tFj
zHb+)~o|Zn><2$4x+1(w&rH(6D-|KsAo?y*^710gB=5XV5K&<y!fOYV5y*M2|e1q{j
z@*wlDt+?N*X^%LK39>`K>~{c_jDJC;BF~gtV}sL@)^GFlX20H=)V%Y9#^Mr0DDpgZ
zcJAIzZ}~_g`MGk5#R_SDe*Q1j#TLTV9CtxFy!<7}7BY!^>h~ML2}R)(O)%$n(jG%Y
zR;H7Op;1x8xZj@wbo+Z5GKM7g!t)_%zbKXQs=nD>d`~D!$}r(aC}NtguI<9TARRi&
ztbL9;MFfvdH1%JOe;SK0#&EbfJ*fg6+Oyw=77-}^_BI<^SeZ~}xSE`PLf$+qu)V};
z+=zMed#PX_ZVofU$X;j_sH+55NvMp^(Qf)%#ekNAs?B0~_Eb``+<PA&KEmrg3Q8y;
z1WQM!hN0n7uGoqqU_MY2lb%34uqPOrD3-BU1r-A!KR!J(uY%xtT}DQ(6zc|ENgM5t
zLU<ke)!f%j@`dnVdxREQfeGQG&1tjyJVs<cMP@cA?len6=)8nX-oUPeT3xQ49sMw6
z#c)+8{KW*cc@@Lv<qyfoTGmOcZeQ2W5y1io{UX9Q&$`{mw2Pk$E3MNO4V(YCvMCxN
zKbJ7fy{*pDCG&E<xh9X7_nI?*($`R6$+~zxWOz_*C|am6GBjyDI#CSB*V2GFx!-Cb
zaQlppc@^esPo6%Jtha`Jx_0|caV>%9HTn9_&HE)JB&c&|6gx-U#J4f6Hrd!dJY@Zo
zx2#fmY*;Zjp-sO7Y!c9xjJdfvsSOil^PI%1dB&Yx%ZTzTc4@)$dQ&B-B=_-V9r7VH
zw*RcM#%DSsR1t`oMB@s{(_p0V38#R^Q}+EMwWB`6dCCcYuk?gRfNu%j5B0eZ8O#E`
zk!3nu72`tDVwA%80*1yr;0FBHFu5>hd$mONQRI^Z-OA&Jn`kg`a17DEKc)VqTV&{h
z^}rS}nWJMXX0a3pz;06W3n)COt{)Z4X9$*ntqhNi&4xcA0+RpJh}Q$?Lj{#HRKU_P
zzpy|C<@KOO_)m*(1d8XubCFOIpl2aaoumJwO0hCV*iH}O4gWs)zNZD9?=fh7i2=<K
zonA=T59mHDeH{jp5>&v90D4k4z^YVS4x5p{EhipA#M3H4>iK$ci1+L2nQ|a3QHMJW
z9D$pxI?i>W{r^Pdx+ee#E`n$pIw-{@`2-DgFGwu0$M<gevT~*(vo2*fM08$t_AZH0
z2LG}udBFJ@&H$ZO@BDa2vS(^~diWf)La0rB0|_>=ShpjWYHno(gyv(Y5PER%Eu@X>
zK8q?Sdh{JM<4k#EUf5eD-eTVXm;v!;9nuZ+_|YSoV0;1&6M8qGUEZzi0tBaG;~1Kw
z8#?cC3is9d-Y#%&RyrjD*>t$4;y@4m&Fgx-`KI<wshQJ<gR~thxv!j@;{SXwYR=`W
zQd0#0ov8;roAY14-iNj}0ot?^Xu5g3h-xo@e$EIyR}0Y}{@=zWyH8Nt5})mg%rI4M
ze!hfR0Q@6pyU<lYKtMzn+?(O5CS+EkP_Djbk=<knQ7!)Pw7|bWHID?WV1?1msW<)f
zHi5RvV%hvWhCO%y2mV4cbqy|^<*v214C)&;rYV$En2{&tHvi47l(({)Et@{%*y4eP
zj;^daKLsTRsPbgn-oSHo_T(27D4q$&Rhms^U5>t&CeF#u4)sL9udT=Z#m){{vI0mB
zno8~-@F@%~5CCIp=C@P_U?iO&TK0A^n<#sFfj;R0fN_qr!p7Eksp$8hA@{{aJw<YW
zIr(-4{&6hfJVTfeluxAQ_q=cV8#Q|ybWACdr@wv$(=5aN{rh)GCo+lyK>BxovxH)D
zS$mlJTD!F@Ygw3em@}^#oKy2Zc-bvL3Fq!HYT6fV0<vFGkNbZXQAeE6p%x_}&`9?M
zzoX5H|Mly-l7MSr8>lCdpu2KsZ%=;Nd?komZH)ZVVkKzyrs>_F;vyPb2GhHZ=t345
z4s(AfsXNwwT}3KFTY%YN`G=nUA0Ro&FGyZhiNorg25d^=YFn5^_f6_`8tX(K<U%=G
zvue?~hL#`RrC0DcPRZ+lx<%Q-Oiij0P5cx>|4xyX=`MY1ix4hmeOCkp8%;8&U9MC1
z<L5<lRc4`Ez6hOZPXgkj0rlx%-F)+2Hol`coVP9qIoy<~)%^{YZ!`Kf%H6B=qKna`
zr=9hU;uR;CwWO9ZU*|A>iGv+;*19k)DlNYNIQQ<kDl97B9EUCsTwOKE$HDMD1dJs2
zl#vLYYIAkEgOg;%vy8N?zQT@GD)s?qUvd6x6UIOj%#9UT_~|NW=OWc>r@dabJbGr;
zo1T>NS)D*0h#%>=k`1z5PI92?*aDzXHi*CfQL73LABn1y&zZQDe!;nei|(tjVF5+T
z)EUm7LfQKsn7Z@b9>s<sA#|RMT@)F%2FtG>vwZG%?(q|a!sMDa0<j0$9IJSVvKu~!
zG6VRG`Nt_jD@O0hyUDc7V%U`Rx`)%TTc@Wb)o~Xw{>Ir!YZE<rYm1R80hwjFQkuz(
za_#R4Cclgi^MB;S+6S!JwFyhtvYLQD32A#LGOwMv!qCO#iLSWT54gmX0=L4S6)dSR
z+}x;75LSTjwk=A)f%*5~1-R4D%~V(GuPM(DTrRCggJDb9fY0V1o9z$p?25KI&ZwG8
zn$3#j_>=kElvMQJXMxil?WK&m-?`Ou^n;7A4;4>^JWVQ^i_N<vvn!>3@=OKpghLbU
z@l)Yc9Lv=Y<uv8#K5KCbUow;SZFWH0yTwLRyb9b89&nB+oAa?fb#XJ+iH}sQomn9X
z##s&pT;(<XhFkk8@nXWrKOAS1?j&<~cUL;dbEXyx=T+iw6#>wzBer+;Lw(6Jv$t>v
zACNUlsQYhkTmCDDVslV%sP=6VQ<fjxbv#cXoPQ?#<VoD0QFsLs|H<=SreBP2!g*vg
zg_cDhrgBO{Gbt!`*=liU+ky!T58i;}AODZDm%EqNJ#UbUQRdQGgxGOudD?pGeL|*%
zLdt`VvBrlbJWWMkxNOArms91&BeZA%B?<0M-5QXlS%m@|uH~qxZwB7iPd!PCK7W8I
zz>9^uLMGeH%Sb{l2H)ZR%-S?Gmy`lp7`bS((UaT44JOu{!p9vR;;FpTB-xohU+htn
zjwymze7{9N`5|oS`$>tZvd3fb&&olnoXDhUa4$Udg+J5Bh2oK=W7X!|-xs4O91J7-
zQlQ56Yz6X5F`0{@hh4ex%BiZSM;R?5K<nhmAz@DFB=2*&EeZUBXfCoSmV@2t5zpP7
z2~(9QN8u;?DCc$DdfFk{P{OI63~tB(Fqd}*_Vz91BVuZ6*FTL>^WG2Z*7-!2rzHE4
z2H~0B-X$qzZgy1fS-|lA2%R%P+G>5`{$c)bx==_Ul^0MtE3pERGx_0BgkpA1q}0n9
zMz?OUla{>3PP$t3p8TyZ3a%+k#RvSwud7}r<Fyx-0d?;ldB=?|DEMb4WyqHtt~9^n
z&1fpqcsDPsG(@30>*7g?o<YOoi7@J$`YgN6t1iZ?n5z`>(i@a9A<sfF_~;Un(+dH~
z^b9ojkGEMOWwTtHq-{x0!I_a`P{R^t)aWeoJ0l~<v<F3znq}+)26y#lN_a|MTIdY!
zR?+iSo9fk35hpULef{>09O>(&aXfQI?a&BYrv<L>Qf+~+-q#T!>y&J{cjv5<m(`Cn
zXbEvYoXW4`5^0w%V1u1o2(f`AksuUt(47~_Yn~cal5C*LHt{9LXA_W#%4sOmX_>N<
z>_zKm1JZV~MZ=YiUWAtT4xO&EZ$Pc*-fph(ntpRTTsOx|)Z~~2sWsdOoI7+5$)nPw
zur36uM9@Me@ARQ9B&i=pcxdDDGiy(W$x+@3wP;7rrvQYvmG3WXX6YYKpXHS-9xTO$
zJCq5ChJJW|K1<1?Kat~)b!XiqVgc%a`qABMCM#L@!olN{);r1``=va658ijyJ>xEm
z6N66vAMUAPOv+h&;r;n&jUl$O2<UBm=R;M}_(*bZ+jDrF>K5D4m53M{S2>!9$xNkN
zSEPf|%cmghs@}z3ryfn35ii6cq!VbU=&j5vFyj^x<!824m&=G((kD<#GPK~3dHnhD
z6y?>4S@QY9M;Pnol;;W2m3f1>^+@IRF99G=utoU>;iR;*Hs?+cv4-6`)=tmw<0frP
zE){%tx}ZIbHKL^Waiw%?ws9lss*sB$syt|6?=ToKG@);uEW-DoNNtGW@#9bAXSjo0
z>UXD{;vbLM@^iR%V%9D3tu1{NDBc}g^su*yt;MVOk|1MZ;0fwrsFAS<TM35E0MrZW
zSAD9(Pf&0G9aEV!t=#uCcr}#FPb#i))?Vzgo>5$Bi|0!jce!)Xl#@Mpy~4ZtvuSEz
zo@;92PjHaln+TuYT@B}v8`YMb?%?Ki4DD94wOdbROC9NhKoO`Ik`3elv!?WR^k^sF
zz4v*AGP!GbLyWf3fl5U!*dG;!Hid&2(e5a-*pDS@l2Cuy%PdMOeufb|b3!>_-3yj9
zAC)YCLKm2|8DD<FskKwy8x3L0k$u|KCRCGWm_qG<uPY6vk`)`u-iKiUF9uv7%5G;{
z4wc~1>01;>3;pPI_UCCnA#gA=MB!g}p4$<68c*)VJLO~-$|tM%_9UqG;t9i_bVj9P
zFXj#)VPU^W@FDE`*hF-HcWL8&mw3S7Qu#yY#U4qH5{6na&9la@;S)Tq>+?{bXjTi=
z94!`%sg&%Kpt@Q{@#ytW5gQ2N8Mze<RAYFE>pF?kOyQ&o3rGrN&T;H%A_4*)!otF1
z7wnej=FV>Q>vZ|IiKQJJ=g~bEu_DfthEyyB3kXsFnKm-_MPV}EDJ%2v_*MMJ;bB_j
zYBp~lZfNKD;gi03H@~%UABOi`?)}!4R&yzq2FoW;ba~V3aq)<$v}RpvrVa)~SV}r)
zdB-2DmE2ki3y_~+e&J8c{_Oe!5y8z$O?d9y4H+vWEM4^9u?V<d$pC)=!MDea9Cnd)
z=Y!^P^{-;O(}jm@FC#Ir?qnz*R5Gn>tjd^x{uYpU=|7-_Vj#SMXLJab4zIlAekOQP
zuP1LGcD^&LrSC9PTpb3@1Jq3fO|<cFW5YlkxQC8zldH{y+`aVKq98iI<xZ~tcAbex
z_T>$`c8PioRO5e|TSBxxB7!EF0=3Hctk)m>ASdhJ<Q0W*0-daT@$(eLb&?q5EtEY~
ze>T0mxCP!4l0`*Kv_eKaW%*V@EGRnu6ux@F6Lt4=7iHj1>4E*jUs3WwmV1B2__32?
zXP$CMsEPDi<~N3{ZEC*EfM9mdnL^m|-x^yIGoMhY%J4B$KDl(#<YT#-La$vM-x_Rv
zQS2wh9xzh~`TfTgrsMMp-LtOd;pZ1`^bTD5K07Ng%TQ4CkMED*{%2^QZwHB^JIG)^
zOw=tox1q6^RG#SgMIJNr%EAq(jTIhh4|_mP&Y8I@-%j4m<c62;(|7hc*JZa;d9uv!
z24^0?cLl$75`n&;_llP#vOBxynL?4+eml|0s$&N>ut_R_5*+!}xAPIa1|v!Jgbytw
zf`S}fZuY92Sx8g0POXNqudq_;dPzYak{Go*3%LMM-J>TiZdL=dag7qQuCRdrsJi>Z
z8yzPInl@fJIzCl~xWJ`3<7~GQ!*>tsIz3ZPr~W=YochltgFT=I@TcP95rrSkmLGJ{
z7#zsX4lo{{nfYeq4Mgp4{(Ojj*r|aXmNxU82m7=KY{4650`#U+HTh&;qE?KZ9Q3bO
zj=kWACO14aH9D#cG*mJuWjJV0?0TFE-jCA-j2Ii5B44b45v?}zbx}@-Ycka`x#&|n
z4Nvu>K2?Ba$ThqRvmBIt{`25?%5%CCyX=QStqnx3$2w5|778w-Fu6o5iKC+<#gsXC
zvCeK~<Ao$BnU;%6!h;9iOY24%D}Nkp(a>x#jz#fDk4k&18h855xQn_VypUgcs5b9<
zahfR!n}EMkz`W`!d>pG;Jd{?Qs<vqZ?%A2wd%a4PP^}EeS*kDl5-9=qU~lO7^lTh-
zy~afL&Q8kD#B$03Y~OSF@mclZ28*2L#<|P7onn10={1Z4+G0NFHnCe9={nw7NQkbk
zt<5`uzO<xf8t@%dzz}RbZ8w^<j{~H)T<@R*VKFs-#QiXbtf1&^h{d>5ity&CA(?L=
z5b(ZaZr`Rz2fZXu_R_%HV^o4qMpTIlfT?Td)dK2xm6dKnFaz}cA(W<lzx>g(T=wgs
z|LAMsn)OayKxQ501Y%AkkcYbZ`jqy7z!n9p;^Kg_ou~jkOeH!k@CS{58Ko5^QGKzi
zgFqeMJ$@5vEbn1t#5;?}2O8U|WodS{7;q*ITLp4=0)i>Z*JI%g3>>@|=ols7uoi~)
zdw~~27;6M-VqPn3%DQai*BwaI9Zo<ZUad=YeD$izI?d{5`%!0`a1?h9Ow&K!Xck3e
z5{~2l(s=}Y(S~@!1l39X#vu0?6FDtRyl_succ@>d|AMQ?VwU&7-_{+B_)$IP9jX7V
zzLs4hE)W;E+k6OK5A=|Sr~c_yO&WK#Nk%evO`VAA)H~{<x>{jc{J9VNn?SvXzKy5=
z*|~`~m2DRhIF}0wIh+PNoW?3s9cCL`h8+nxhsL^b);?zK$lb=n%k4vthZU|){nKiN
ztP!+_3su*AcXzGJ2|8F@xpsDTx@q&xSecmQpNWgNef}(+RGaDm7_UgP`7589V~wVl
zF0Wq?RRCtes6<8GM#w_=(CS@L+c&2ccpWC6nX2|GI&DVNyJu}%^rWPMlI`^{tO09g
z8391E+ZW*g{(%|2(*CA?{4?*DuLQhi`ac$_Ou<<aq7kt7>y;KvlhKE)fySaAtw%UX
zXvr%?F!jaK2DPG1@aVuB{tkv+x#eZj0g;D+d+L$@CT48Mj^hu(Ese(2OUIXX7@Z{W
z4tg|r>55`|FyUm``Hb^cRHk?g>%|<(w)RKQZ_th+s990p?Q$=9SZD=MaE3cLRn5AL
z?h&5I{t1vDtw}yX_@>IsjcbQJT6{*YG3sA0(Z>N8%uZIbGJWSdc<#fk*kbb6^)3W;
z`Edewmc>?Y^Ca%fH_!<&REF}7r73}ErX-%CfRxk2KNbNHca~zHYLv477TsN^kGoqb
z&HD7kD|eK)$e0E~_v&k5f9_ve1PsMzh>CQYb;mfqXnP}=0&reOm~WoEnuw)sIDWx#
zwq82yAbf~eOmTEUtJ1ehoKxdl{dKxrBTFBu;Ec9?&vg$n*UpkkqJq9DNFlgoeY|vO
zA%stfgQU|pmQnw0F1ZM;mUv?Rt+7BEYL2^$sU*uH_nze%FQMDGhVh&%F>>Em;H|UD
zf91^i`7FxZiHqr<o10{)T9>hm(Q>Wk1|5>S(2l7^G2z|2wCZC+^f&Gsl7+?EN(QzX
zYakvTgpa-t4%gO_R%!eo_U^Q=+DCIx(!$_pj2&Ep;7!?2ni(7W1Dk51<s@jVnv}{U
zt$-~^vQ1YOcIS2*mr+DL|3(+bNW~yQj%FQP$3=Kxuk<tO>)!}nL9bEn58IPVTWV**
z<05T58tg5pOi@pS(KxUd`SnAzlyn`mlm&rC(-m=XQR6lI#oUv|uK0TIa4h`C$<x-k
zAm_)bkp~^vv;OBGUCVI-{xm+3j(pB}ZwAi~1hmtzb^2$`SaBzcx*aVq(@JOh;D4of
zuQ88U46T#pJ3?)}l8c_hXL`-;?K5AY;(&oWv}FcGC4*}roOJ2XCVc1!fp?bb44GPj
zI)Hj*<MD49RstrytP0j4aZuUkq1Q7byQK4j1xdMCZK>{pyp;`<-+$SR6R6?9%`>Hc
zxFpmzJ1L~3PZTy9V-PEcraUl-d;N%lzFZ8hK_+f~qIZ#L4SYu}QsdF`620KQV!^A&
zUflA8N42J0qQl3fTYfJrZdU(f^U^R~VR(dV|F|%#GVb>a!nB-JV}Z6>#<dX72S8i0
zUyANxLU!Q%FTYGutHJx~!MnTu&~w-U<<5~>yN)m6<edXn<X>3FpYr(hv?gQMfI_qj
zr1qgB++;JW=ZZynt7h=m8-e{cf$tk8@6%JKoo#xDSIni4a&n{gG@nydKODB+Q*l{r
zn0+{T5nGsFnf?d5P^q;qsG@3a(A*u{Lde|$#b)OS+~J3JcKY>%sMm`IUas>3cKLmK
zr?=+|#g6`?3x`tRblm2I+US8s<WJe!-d<C;8={^_b>CI9gyy~QH@eUNr?j(-i>mF~
zzMz6dTOb`GB4W{HA>G|lDkXw+izwZtgoILqAl;$TgNigmiZFD@AmEVi+T(S3UH9+3
zzdX<LjW58Sz4x5wxz=$U|Mg}x;jbLt?|Ad}&W?d0zLlBD^+$R$dHQ|cL5`OPu|0bG
z|B=ihUVH?nMRrZVwuK7?ZTxYTUPm%qct?3alSxXUZ%+9{Y9Aso+ai4eY7=|XPNiMr
zh+i&M?eE;l+xrtKaBhgBN(8wgaGR*&UpG3h#_M$~<<?2;es<!@&3`>=aQbg|5|Sf~
zh>pI6&8t`m8ST0{Y_vx93-{e&ZsgfNjyZVl&z?O~A3b8kOW|s!YO4M-^u)`kS9-Fw
z)#v_JSKzoO|DnA-7+roze%O_(6H2&9|C83m7EeJ5{mY*U#VH{t5I_^@`Q~PGeSv!E
z5idO2_=<(Jb8+x(NXmUcvI0C{89}lFz09EW{jJ{<0)K*bPb2!{7Wk_Lp&Yp8hs57O
zzc}yhOTw~Oao1-vjODvBk9=)4`M<A<MNsesI%VHA5}{J1ik=?6*6yR-+0LhY|5k7b
zH!5qW?w!cUokOnQJ|4GwOv5MKI#??uTq^PJYX<_OAQ#ujQ*4mR%G{Qzk!}2QlC2OL
zdARO1<l`H^_i3gVus6v}={F+w6gBVOHPI=U-M6+x{HHaDTyaf}==m`ckb@Gcp1E#T
zC#$M-7d|x3{?F&CCg}0&Qmidox1wAO^jL({RXO%_6K>Qd)BpR)eH$OYfgS4P`4kcu
zsxbwxt@J~g6KhT;f4@xc)4su1VwU)>{x`X){1``_XDH)VHE%j=r%14G3>=1xWr;aB
zEbpC4Yj-@lx^XnBcO$(2UVHv<my?ZBEdyz((}kWyHz@DU-!(Y`c{ugD<d7MR!ddbV
zs-GmQJ<f~s^a=ldM#$#_<NEnAqNN>!BA2S_HYE#J-25xzxkbPKxC!9>R>6~h<z~H}
z&lsIrCxKrK<98-k_}9M#IOdCwU=PpnAg!DjW<QKuiOD0CMJnf>p|-y|q$1BzgKqtf
z`=$Z<2p+`mkU&TB;2=AeS1oPhSIvhj?5Izk%*<SwXi0hG2~GuAW$e3kJbO0o*N@Fc
zoH+>V?U0(T2Dik+j#$n*%tdefhVILsxFfVH1L0S2E0QL*qD_bKe;MztI4|jAw?Bh%
z4-WRJqoN>Ih3R>Nq0Al|tA)<VdWE8I2Hj8hi^QG>28e^8n>55cX6DR<BWp}HjlR1s
zFMb1kK}cDhYk9j$YuEnX>s!))yaXdc5oN`8-jNqDFL~=1E=Gi6B%zxmxU7hwU{0z7
zkY5`>@49->++c2hSij?hFe{a+AQ)I1biiZ_`ul>C-XfFQzz%rhygV9{LE}-xueXGE
zC_aF9Ll?ON;%MKpW`D*X;lJ9qyPTz3x^Bc?S%EY-H>`b89KIkwgUO?yMc&2MqvShm
z#lgb=F&{F?l7EbSaDNHLK9sIAIQwh{r6eVvL6D^^fnFb>5Ll5$2*!aY4LmrL;SCd$
z$U@<it!}t$Q7(Fo>zSJf(eJP3a#^&NE(g-ba?|N3wBIDI5u1EFc}|Fp>!#xT85TR^
z-4>hqL-mcb^zXq8c;Z8FSeW=dp{ee!!M+U)s4bkx0bkKn?o$Gv9F#q-!#H4N$zH$i
zbBsw`-)Uih1yVcI$B(nux~)ZhP87&>bX#A@VU7BC;1V*MYD27|b${0qeAbGZnsEtC
zqAmpsBh^|4+UgovnVIMBpGvLKeqOF~2|WIodhhz<Cr$*GmzN8NMfRWmJHc`Hy$?}T
zVj{Ox7(JDek`gTfGdT6Z;2K8innQoSf#nDSj$He}_S`g7n)}O{1jvl!o_9(Tk(QNJ
zHE*g5ZCwC6XYAup&-72(_edeLp%S(MT!r3kU?Z5%_vNW-Xk?`4{?P;{olNj3ja<MN
zG?zB53-T^lK?ZNmdw_gls9edD9172W<u(2i1+S67)~z};PIiQ#2?m6QY7Chg?fVai
zLEAYdYYN-D1WnL%pIb;^;C%37$@?V*kg7OE!KOmD?&EpW)?rH2?dJo>&+~J0J^wBr
z9Hc*+j)a~OK*gv3#VufVJ3_WMFr@HGlpVJ`wvL`DkUhMLQX`}`tnxMrj2mLaz{JZ<
zNLVs=k^dF2<l^BuAt52*2v$AmcRv4FM%>}7EzsE(KUS-zs@miF@nqsW*%`mjr`;y#
zChC0t=z_ExB>yvhL76|#Z(p7lTLtN>1wsum%BEW<_5LK$tD_YswfnmMWGxHCyskpl
zvdk@fKuw!F_s9-5k%u&6=|Oz??kMAx3uv|G^&fFEuQ!9@tFzr3pBRvG6dfdFGSyF9
z`tPNN7`yHStR7Ja2NQenJ5f&`lF!Wbk<pq=5YTMH{Uok@^yuxUO3Mm}So%@Mn;B@P
ziS8IAyd8CaV}beMr;J~<sGZ!7dBB(Nu4mVl_U#9Mcy<t#<CXWKqoYcV04K_#e~&ab
zG^Qz-g^6zDaemhhY2}<1^{&6`Q&Ab{QH)Qu9?+7mRe1h;Q}h(YNS&W7+vsmkG2GG+
z@-}3Ai1RlVGy9O2)pox;>Fg<r+0l#B9V&v!`vcB%_@NMfR>?69u@~iGhxkcV>RTAy
z<>82*jXD|d_~{&j$r+MHl6H=Ui3DN)hg{kJY%GbA-~$w`y`=EP(>TYY7N6=yRqtU|
z^R{A{-gO0+c7<JBJ&6{iN02n{0n8B{d5iIQ)sq_+KbBZ@_w02Ro$76D#qOV3$ENu+
zMj-}hEZ=D%u~vikx05K=M{V_X-MqZ<mXE{UV)V|9*|x`yk%{u_D*oAI5<fimd}iO`
ze};WaIwOH;NJO8p;(^Z_CyK~?U+Cx{Rf}wbzZ&U%ax!L0%vHMQ%$QSc-$)QdsBB%$
zWRzSOrUNm8AYA2!b|po{)jQ&E9yj{^La$|Q#A$hr=8Z~s$b?bbcI@py*yQhno0RkH
z6=w{i>$txGa!P{j-PJ`E6~aWBLAUA1k(5srKwH3cz2#}M=z}yFYdr?LzGAsIsc&^*
zOZBeAzOCySIzZUq^)Yp;vM967mPE6rC1O7B&TrbTI5=w$^tVs7*tgwbhBO7$%mmk7
z#U&k2ZwtFB=n$vI_)(hd?_1`M3Eb1qPm(a=b#~oUdOC^a_Qy2gA0I~!L#akwChlh`
z7FkT)9HUW#BuEA0?c6g|NZ7$E(mi>VI^uJu-$gZG`J(7)*pU{ozWDjHb`3ngKT^9m
zxX4&jJd_SsVm$Y1>7k|1isaClYPIw~JI`WUxgI&X)b?E@de99y;UX2)&(I^(41`nU
zgB%5GB~^zAeTjU#B&<~3;8{@MdWN2SEhB)2*1to!qz*>+wUfP_yJys-0_)4w%90l;
zp&!}_mX1a4ky{?--o_c9@RfG0NMggrbhqf(%N5K?i-G`sA>kW_RVD+M#kgno=@Av5
zDBwz6an<TbdE``wNEEnbN0ip)@)CU(Sj~!WAqkL)BkMbu%^g%JZw2<PxP6D;F1f`0
zGUBs?CdV!)E|50A60P=rgQ}}oOpaC6@^(<SH-QW?;fStRWZz+2xm=&vyHTHn(L>He
zW#sP+SLD0QueXde)_u!dn}LF3$+(NWA3dDmey(zVstq9=WYe@%a|PdC-_Jj_O%@cp
zb@rN5ZU&?z0=fL23vZkbtU?S?j60sFO>uXXDr@w`E7j72gsXj>>&bKxPSBoms5vv2
zo7qqmQ`$NAU&Y-gFqic8>0_NKy-)YuI(sZYz2W4@PUoGR?3~x@PJU$sr|i-NjnXyy
zooXxdvB)DbGgG{)Ss};a;NQuB;F-!Ej>uvev`={GEV~7guSbUX+PmV07<xv-{(3se
z=2KcjW({?$hgVjk1olK_KkoNzJOR%&;3(zH;zdxx)jhqJ%RO;wx~8O^z&uB97c542
z6bS2m{bKq>qXAKmD~=!^6sR`?Dwpk&Mzc62TOG4DR982=s&vS#6&GIffn9j0a0Wt!
z7O}&7n3HQe&32(1(ptXA`4e?snCae3=<eG~appI4LbtKCj-Vngf3>e5CY(L02Ff8`
z=`N1BAceMK=it}QOc_(sCqq7+y}f;Q&0#mTLf56e&<JQn#IEALozm+KjTkVr`hGgQ
z+_Y12*;(seTbBX;`^4<Uy&9A3UoLZFGp~i<<+HmCDXU3r?(?H=g1=lAy&Ty<?bl)v
zD=*2pJRB0(X1VR41-W6MXsBi9=F%uBd6M)l1-W(Tl}RDmsOa#>WbJ%&>wx%pW~>q?
z;VWKM<=GDv%cM|!>-tj;`+N1$uI_{9vgl_aLq%nSoG~$ylv@2;&+Tf>abK69@{iOT
zGvbBSTb?WNH;u-@acg(_y8#*x=liJpytE53Us7Hpt@48g)PdDSqZKP+Ygr$z6i5}w
z`qeEZ^QmfoVcA?r<11u>TkK$7+Yf6+f7~_lK>Q>ViHv%|yNWBw(>Xv&s^-cG7^9n0
z23J)bscX5*<#)H&>9}&Iq*>O#CJd0yEoxVxMo$yXzGJeDB9WVzk)|PS3d+5OkiSe!
zSYw^3YpeY?bLg+D2i|@A?aZi7?(;jWW&H^QjK6<V$vgfm)W+1Hi-zkD3yN0}ewC19
zuc4U@)qG^DbcP3HxFYZl4)1;-$;q{Sq>XnV)ODHMgB!S?9<I|5Y)Lx|g|*4>caRK!
z7_y@nrU=V|#SPoCSZP@jLDCZsj*L?okc@Nubu3>fBMS_x*Q%uz_p`wZ0jEY8EcmY-
z4zA8=G-&i+O0f}S_TDm!?zuw!;8b3q4aE5}xMxF84Qz>zT=17gv0olGx~Crj1y<4#
z<c*q}e`z}P)-7BqFzysD)8OQR(d|*;sRM&DR$Z>}I?c+uNt9kvIQdY7eUxzt_YrB$
zRL`#)Jpia2AOPyUC1RaTYIzyE40hMN*?KO?1UpT(^$2LmS!m>qptEQQFSJ2Z-Pjh7
z+!Rl{@>oixS-~--Ls#JgkOIO@IydsYb3OwP=+s5$S7Gtn6A;qZR46^fqWHN3DzmS?
zd2?Gv9rK(Z{a%9KIqdH{q5LRQSxt=%An{Z5!v|+WM)fF;=N|etj-!i}x(b$rcm|PT
z9>P{2SnX-s&K1`Vr6ow9m1ei~;~5rT0~Y+|&6{s3Dh3{U@?If^x)_eY>UF_0Vg*tG
z9v<D=v*1B+r_gF;GThPd8gOdO#C9JhRJHfZY-`>cZmrW{x0Cw>^h4J>Pb5o7A%!4;
z6R>>KZ6okl%)#>Hv#>L%u{|69wd{Dsz4M|IjVWoK%oaS0Cfc<-R%7_~E0YxOc3Gk8
z)5R;S43dK1Tvt#Dc`r*Q<>}MX*y<OfRM2f2T{E5R$l?z>a0!-B!ZPu(nT5YUp@d;>
zanNl#R<o_AT(g~KY$*aPtw|}=JWL~kamixkL{s~&kbXT5Q7_2Jw<JBSW-ja7nkdEK
z-cRdgWY*o#AbUOZqO-ONW4&iU`}>0x+J-D{Eymr#^*D>bR({8$b{P91SQU|ob=9}x
zE|Esepg|h?3_KlUt6FHUy~7btRO8zqS5WCOD(gB|eJv+{Uf9zQbCmE0uP&ZxP}{A!
zs<gEE=xK<Hb>v(&;};`)`3Mikp;`O27q4^$y~BKKS*dRdH-7!4j9(A4!_8<7VWS<l
z%$K^viX61+wpWAFy2A7P4znz_j^DDm>FSsqqt!3xs*oJ?gC&KxI90!hJU*A?LAAYH
zM)r5_oyhfL8}V{djcscaZo%*3N!K27BI^KvQPf<?ev;$XU~yq!ohA>6g2r4V1F76(
zdc0;U$dhr<d*b#QWxSZf$9iIhpR@dpEKU~1@wH#gP3nNOSp)^!ai_0|11V6-V?BB|
zrI5~x`jV}TdGZ`{-7!Ty$7D<9=N)iTDD~2?xz)V^`9SRCI8B3`CezOCQA1CWW_k*W
zA92AXEvUMkAJpgoqn0$J88wo;81B%u<-Fh2+y!hvD`PxGf;>uwc-L}|!WAD;Q7#Se
z;G9f;Qe4iLbz5^u=mNOL;%rERCZ(H5EM{Mx{I<vvNJWIwSeuohvUl1$hdmw@*5EGF
zvbZko8af%Pnfv_s!3;iCWkVkSc1v~tWtS%(HqwLWxZY-Kge9^4Sj9!`V^RX68X#mw
zqfRq^6_orX*YRVY%p&6jLq-p;0b+h)V>U`PZ9rRrF|QeUkHWf!ObS~!hU~GOU@lX%
zi`8{{Xdff{<@v<xqy7*M=nT`xbMYu?-e**a44=At0o!_=3H$AYRv&uzW6;Uuk1Q)`
z_KJJw!006_HatA?vZ063g;$92Hipvkj@Ls)l??g|`KtWEN*7wD$8na0C1OAN%({19
zv5w#HqF$KhfCi}L8)iZ4C*sd1rnsP*fde<0Pk5HUW$KfQI+se`l>7U;xK`z?xQ@3P
zSFQxwJUYfoZgBt<c9zC_slromt0zOesKBRIja|dio@Wghe&2qlshwe(T}D2@HeQWB
zY%%O<25w?qAN$KjNZI4l-cwI8bNS^*LK)5#zv2K(tjNSQP9)wU`swTSvv4R!TYOxX
zbDC<K+G#4{s+LyZy*QYGDyO8Sk3Y_JpIuT~{ZW5+&;XNq&d16jqkx?6Gxsy-&%IS{
zr|Pu|eoVR=BDfjldw8s2e{FB@QSpZDJ%MK=E;13}SrEZY;9X95e~6jQCsSERhYM1e
z$ZB_4Zh6Gj9M>o?gq=>tTQXAlaGAQJKi^-|=oR?_#zy4eyj;#0wOr1m`X!Nwj*dK-
zLSup>CGt2I*v%4?YS$kmYpG`F^07w!YF}z-k))=n!si|ukEozr3p|uoFEBRbSRbG2
zb`s8P4V5CQESP7pQF-Fr>JtIcPXg$w9?UV$aTl_9!KRmMSQpZfeK%#oP*q>URx5O0
z7tx#j4~~EnFFq#b_+#=V-xqlTD4CQUafQAG9&7ZoY7+-vc@Z9!?;p3DUb1pS3rUb}
zwmsUnXix0HcukmGkg`zdG`m!JLUq4NUL<9`c&>6>#&mm;!NC?uTCyMemQOrM%HG#o
z@Wwqm<u>V-v_rwW^U=Ab&#w)YiQr7042!5Yp)7UQbht=^QFO0eQ0TIvCI=!b<<E3X
zQ@nP@UQ(Rivs6=AN#Y)?3D)5x)CLO6`LcoBT0|W$uS&i0T-OnDn2A7CaYHY>IjxwR
zL+(5RvBv=@8w~(S4gfkLlT46kD825zE+>!^x#Ew`hAO5@?6zy`6mc89GN@21W4aJ2
zplOC4s$Yr)|D1a6_y@bR%os9?A#C*#_1-1iPhZohk*6MF8srmx>grZfsO_`v7NMf&
z)Y(j{?)ysHN#<FLE5AVn3f!A0mX`D)|6qJBCn}cKUvHQK^}2z$rdRq<vtQrfqpHwJ
zHwjy%l{E*gFRb)>OuXT*g>)XG=tH9u!7CV?Rh<|_Jx+rUWPBK!a){ozvO4i{nrx?n
zq!a_@O82X>P?WczwIi97#5|9xfp>}Ie5YpKgIQgb(1&t!8R=z)o>E73CO!ET9Z@Wj
zUKXWu#Y@tzYck0qKJ!mz3_Jt`U3XC(3W6Rl!YNkOs2r~9zEAMvWl0eEV>6iglALQ#
z1{gCQnzQl|$s*3O>gqjqzk|C-H}b7c@g$_G2vspMn+6FhAh<?*^2x@6BOlg&Ha8r}
zGwhf<m19pl&D){e`^v}`i1#<dZmRDxpDl?hJvEbQ!ozA)O=-~{|FfpZbazawQA=Yn
zjEOSOesfUdRd!wp`O1cBrO%6FN7}8}X*|<U#N_IKgo2<=(!|@s)cNX+?&~*4$Xi!J
zRp~?R4>X~<8iza06;?Ip`Me~m-db>KZdsLu-MHmh>*BH3aJb!Mvf)FTT8h-3cGyL$
z?c)~jH(sZNMh_fJBE~I-%nfL(e}4W8HN%i3b{ovD(;;NON#lk$ujLaz?-l@j8Kjf7
zdOQFIFgHI7#HV;b$L&?DA!AVZuCKwIoRN|RBs2*mnDd-nv^Vo6wE<}c=+5Axii*)8
z`ygy6_9YIRNq@rpvUJc9b&b54>7#f@7iK5+!6%lz0HaW63x@uAk(W^<1Q+c;J!R<7
zp6pM?@TxLg<>0SSi#$<W(ws-XQ-qDz$Z4h7v{q9y&x_IMm65bbRzID*pxK{$hbzEv
zoF<Gdv+DIu5#M@8-;es%{?3l|pZ%HKm&k5Uhrk<x4VoKh&M7=-{iCxrcZGIp*-?J~
z(c8<E28%(0^R>4HWc3S=Q~(YI=rWuTVG+zs$%5W?J0aCU(oS``goLUArVD*s!g4U|
z@6>VHKOvZ;vD~x7f}Aa}%csbdU7e4@0%o*vJUctd(TrT9@X-O9h8>RMJk&e2>^&WN
zJnyU?ynUYgHb<+se5U$BajJYMz0Vt0tCp^PktZitS*o0L#~zh-<mdAxY2GHgjOlLk
zO9}}4Kzl9S?7Thlk!X*%aMpd>(>5s#tI*L6_`+b2wX(IB?$|=VSAh!vwyX?<$hxfa
zCKy~AvdY8Qb*0!=EYxjsv$35Il|)BIn)dgOYif+=5914pN96)Y$nS#Dt*5_V&f#Za
za*N6DICuo-K-Z@B=-}PH7stLCpJ5cRI~FjYYTGit;MTBHbxBBFp*2Ofj@w9sV)+wK
zY{>Q%u8U=@woM#3J<|2X3GBtT&Ku{^{&Cg6L^IuEtIl(ASu7NPJyBA23T-Sb%&<W*
zuXKiH&X7l?j_h;X;5pU6k&lIWG&zNz8LLI}Eyu!|zYe^LEdh|BF!AIO2o<eXVChu@
zD8(>5tb1~lfU(H`0I6{ejRHAAA1W#;B+ddbzLpCu9`f??!9#al-TS20iX3C@R8%4n
z6d({*?+c{0725JYDl0B7e))KI-#`5#10;~;=XU^MFpPwaJCLVB|2gFJ<(nsY4d3eG
z=t8ew@*c7&FRl0tx!vBq<*NDoOmm6dU$1pXsSzrjC3%trKd~MC*91@v|6our_mu(&
zbzf&C45mRtpIKwfdxnI>l@!6b?WKU^59-A&4Xm%oa*f&-2phQqOb+|;C@)0qx0U<y
z4Y*gQK3~Oy_ytm25=EB7zRo;3FRwaL2<@U+NUI*}R6H_PyG5bitLxsB^~w!3x3&C)
zlraJsb%bJjP_pkH)9-<128~1qvX^Y~(9R&FwD2Iam3n)qlo=58T)8%nyfwudB0~M9
z8P5lW@871*S~!$I;5ZC~=VML?Ay;r{_7YU!$WQ+<DUAvcPhsGJ3xX*sbQ6z&KYY*V
z6wi%vvDbG(qkwiC7!;(sBMRt)?gf*|14?3RF?97kRqy0Y^uS-jytm=K#|fc&z<+Tf
z-SZI@sv+OBn@k=*ZXlTCu1cj8aom7uIL5K{f|dy+Uavsjc^0z$Rrgb+$gEPYy3HVc
z_RVl62?W`!!2RxvTYq048uW{-B@QAYB1;B`r}5FzrqQO=HT!>cN-^blk#-J}Jk_W8
z$2`VQ^<q053@K<Ns8+wTo;a6%rr8r20VK{CxT9TsFLZm}XfF!n0=0W0Dv-L*N_I*B
zS6v$<FgW3~ptTeA{Mj>=$7fc5b}O}8y{kR@t_ByhFi?2wv&8DBt2mhBpk{T(XY2B-
zr-wpH4wQJ!X2c^fh$740^Vk>PUg~I=SFe;91mb9B3{+IowyA4=d|QP~mfDSIu)+-R
zla^Nq0%x&o*lj*fVHE-V!&DPJz+jqNR_Z?iv9qQ~FYcm&rISiYMoCFeR7{K+k`v}Z
z##&*&h%7^`t!odnd2|#db{vX>$Eo#!B^C$Qx&Ff3dwYV3N6W~w)WW>$#BhoPM9VVq
zU<#9ymk+^W?x)!3YO1T7fd#41<HrZmv$3j73G*Y=VCK`D2UM5irprZ!znyJ4lx0N1
zFPf43n*vW_ZiwTd1);vQ+@}HDcUlU|>`dJ2wsCTN_Eej!l5P#4OqlI%<6{QF1LA#b
zrxIujeDxOHXLSlqp2;T(M!F5X1P~;j;M2981GlnS9fLaLTf_uZH0Z%NWh?bHEENoJ
z*yz)2A*b)ca`m~yzLNO#7%l!mHvdEb&pOd9*7U)B8t)tH%*@QPEoI(B-@V5AzzYT!
zWfy+F{FbAT0b1Ghkdl?Qw=Z&WamjZ7MWZCj0{4N>yzJ_u-Rp84@)O>TUa1KTLQk{|
zT{GyyD~l^i_Dg>XmA3)DS8XNDP;_!~UUTc6d=5GRs;&C3%*4Ndd4Y1hz0Y{8H9CF&
z13e^H4Rfq^Uq9cIS5Sy0=r%I!t!h^3+@+<Z_89Z{oI8Rpn397R4Gz*%QKgMCKYsie
z@$-Rut{a^pa{Bu+Fy7*j;ZB4|a#$R5DG}LAaLHc;ikan2HhOm336b=(jZUeOX0o#A
z%k4lUO>O4kEW^HXUs6$d&z)a!vox$`D#2=Usd`zn_88@siRdZ(r)w?vb~IX*cdaa7
zH!xSkC;Js5r=d9uy`ozXFabQhuy3Caei;KO$wi5spV4#8PX_!!<In=rY<fCdv)`c;
zsJ0&ryyA^c%&}>%@poEP<^gbMUUvBbZJ@r5)!mK?XPPZvcmAa7^Y_o9COYX}bjWWB
zd(T+j?@X6OC35MF<22s4Vs4ZYF^0jL9S4I8bMIkbT`YdtI_ce8mt97fh;#I7EA0*H
z%bU@xW&1bzJMwNjlU2B0n(kU>CVtj@IGecnGo5GPmqY<2g~qbfj%$<K9PI4b=f43s
zt`%Xg^c%YKWRwxXdx}i8Go|zTmO&M|mMVlA0+^Pa3@C%-ELG=jtcidoP}X~f?`XWf
zeIOcpCy&<hVaW8^-Ed~jtQiLp6EYW=FvA1d;7MCs+g_ee5MaIM6j^d$s;}!O%))qS
za4p_v<o!TAFmBOTK*Q|ixC5`1IfN{o#M7;S{E}XE^`qEOe}8`$u+`cnc2_81P**8N
zvfCFPZe`Qf&z>B$#42A`_=fQSXBpiG^XK&2L7D%2u`JH*{=Iu;o5PJx$xUS5!qYbi
z{M?9qKe_3@23WHGw`Cc6^8bqgmjB=C4y!&p3|<19I~(vx&AN*a7azDh%~!rRL0j*;
z1H_t724kLq5R(4|++y6(oJyKuMgXKo;QlydvZA5O_`%}fJBL_W2*Wt78<ABu_#{sh
zq;1gvi#G#z1Vn>xc^+mVG}I0iQh~CJ+($5`#vzVbKqF@JurzWJrdSLFfQb_TDPe#O
zY=xpGhnuC*f-tSZ`nrNbXb7X2E_RoN^bzQ@C_2IO=Yuw>Zzho=qdiUbFI7%6;$e+8
zhc^uvzUPny($CMY6%MZognyswbC~5#^aY)w+mhS6KuwT)^r)Z$th&qX@x1ZyI)xJc
v*qy((!9PFzpC^a@mmB}TeSVFlzr0m3rfXTlbc`^Zb)Sr+;_dvKcYXgK@p6b8

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/long_tailed_tit_synthesised.csv b/modelling/data/abingdon-all/resident/long_tailed_tit_synthesised.csv
new file mode 100644
index 0000000..7db6108
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/long_tailed_tit_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,18,0.5972571,18.711382062495275
+2,8,0.4539733,14.222464433611231
+3,21,0.4481892,14.041255193925878
+4,5,0.2933166,9.189273711224365
+5,1,0.09091221000000001,2.848175593820155
+6,2,0.0438546,1.3739144763585152
+7,3,0.054212329999999996,1.6984103146334708
+8,1,0.04439241,1.390763448747509
+9,3,0.04461546,1.397751350220827
+10,5,0.05573475,1.7461059925577418
+11,3,0.06934757999999999,2.172580392078145
+12,12,0.17169410000000002,5.3789798446536174
diff --git a/modelling/data/abingdon-all/resident/long_tailed_tit_synthesised.png b/modelling/data/abingdon-all/resident/long_tailed_tit_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..2c57a828becb0dd27ce96fc0d8f92d2e95977792
GIT binary patch
literal 82105
zcmd43cQl)C{69>!I#pYpT6AhlQ6yCCQfk-U<5PqrMvd63OPARi6*X$FL~UYsP$O1I
zN~~7R*u)5t=gQ~v{r#SEe&_k?dH#9sbDV?|xBI@Y>w3Rm>+<H2t~%Ed-Xm;mY+M=-
zRSnqK4yduQ?OQy=34Zc8ztaW0z`P%rc^kUJy?y`jbY#={$NPzkySEGC@ns)JPcMYK
zo201tUD11YE<1aBKk<TziMjsoPl&pEI*Bz~qPxIZ4nKKl?#0G-?iA~b-6^flfQ_Av
zO+!`L$nVqq$U#3NM^e+uht!z;`(E(hU((rUaObqFkkBEiJ7y-<9Tp^GMKZ1yC01BS
zT^y>t`apI5@~ytYb$;0O7+rc$xBn|y$-^H~+sc_s{;Lj)oheDai}hX~WV}Yb?z>1O
z>wv${IxfF{5fJ#_TQ;_yo<kA){`=+-Y`+?~7}l|$Z(rtr@7SIlf2#jKZ<Sv)-TLos
zSh|Yc>Hpp;^<25jdT`*lJagjwf&bo~@c#eZX?xOr=6_uQ$CSF*^M$C=sjd{NU-Z^H
z{Y<r_6$ScC<{$35nn?7;*|j;THR(|Wsd~olA?^5-#yWqu!08m<PA}j2UnR<ErfGWM
zOMvYeJ9sckk$<PBJ1)A{U71b`ZMc5(rk1vL1O(Bi8bF)7AwBAs*_kByO5`nPiF5DO
zn&06UJ4?<92#D$H>-RMT2VRi#`(ougf}T<t!CBV^A>C(Qp%}ll*qPJOt!c&WKYu={
zlV10{i;?p$HGO8+fagQ5O+?#D`3dEjC#TKr58b}VdHKZ4K-O3?R~VaP$=tiOzDqt<
z<Z2K5+qZ7Ta9x!8n8w`OY?Od^p7&=mHnaWLrfm4c_I)70Kh!SbwQNGR9b3`#&!ShZ
zC?Ds8IYf0kb|kb>+#5y6R$h^Mj`eaIzwD=~Lc+MS*j|Td^ku4ZYiMi7DVdTd^r~Xr
zgh$|Ch<16j(VnJ{Zd$&)P^3d8-@e3<-k}2H!U>$%?c1^C<&ah;A3fW}pMZgWuu}}J
zaPIvY^wfH^H&gwFuyBVJiG1PgS)XB;hlj_MZ=$I6br@`D{+%7`)~Zi}*<{p_n-(Hu
zYU7`M`rJ9KTAzhZ#ny?|=)@eIWDEs*s~{<>xPe~KnJRA?&UI0+agSbD?lSmZBqD(J
z=baernZY?5zt6+IW5E*6J(u4^L_o-{V+|t?qM>`+({75ppZDrFM+241%&7spBR&+@
zse@2yho2|bsyLr&jalMsVP=qy2E$z4C^RI@#&+NAZiPeJsVXw{9E5BWh_z2?e}+-q
z+sbThImp)V8Z3@<O)9xqIw^zq^a8m!Z9CVz?35L4evr8TSeM+I_62FTPcDO{4{+6g
zj%@#aCGhKO9@(WHTw$}7!t^IE2m1PKD>hRgm8KqTPI%9LZx0OY_;Dy$l*R$e%?EFY
ziFNn)5bxxzD(jn0rv~E8Z4qo}QjvMQ!p0OKS!YV!z~H@qP)eWA8bP{av_4R{E?U=k
zAipS>z8?GQmzh^%r7HzfBvRjy5pg(sqGs#QI~`KtsGg*adc^rF#f^LT(`V1(>!VR?
zFEcW(`hzE=!>63Gm`_HjoFH5xc3>V@CSfhBU~~S2G(~1L1ucYgYkbOa5QA`mrC`0L
zyF3{*a>q~wN;r64K5*lwj`WDb+@(1b(Y4^hRo*NdmhNXg7P5n_X^c`YoAc()YRD<;
zf@!4&F3QLRZ9S=I%{07CLl+zstxj*JS?5~L8ENx9k6KA`O3hynac|hpG1o(>!=0RJ
zT{S<qc9eB12y<{AyW9GCv6!eUtJAPOm3)LcWv&*@Z=F+V={P8hXF`5b@wUw6SBm#4
zRUUW;71wWI{6$k>`IH7Ul>|>in)p6|d@R~=+*<xU#W;EL<UgZp^?{pGhTj^&v*Cr_
z>J>BETT5epM0;PN`&qzMa&a~Rv)OP<Q`NHXi*;+dYc^y=DlFcj@kPx<l<ajVw4#q(
zob>X8ppHcGV1U3#$j*Z2coTa*7Jn&p0MX#Uchf}b6TcH)VEtELut&=Ur=NBHYwa!+
zFui|#+F1|Irq0UvZLdyNxJ?;QIQ_G;v!^~Wa}^nFo#(%dF5!#Sqb}WMt!Kh^ncT>6
z6T$Spjxz(1MY?O*jGfI6+r8Cutz!ony&YgqyT9CN*hP_O>*t9jGbNdZwPLmN5@`ez
z+7xQE#w&Mw$AQ7+%cv#B5YC1&8NO?yeO_O550E!g8*Z+<=kMuM<ovERBy(!fhb`>u
zEvww7E@e*_>@jvaY?*YjW}2ypRrMoL{LED^w|;S|zy4C<hY#0A|KPR_toOp%!@A4Z
z*&e+C&vNL#ii#`!rv2*Qwt*p&!NI}Gtt~&VG;#ZuxEj};jfJTI#`fP2dY7m_e*74G
z{P^*uDkzH7SqWCj1b^UUdweBW=P=UIqemq>K;@32;%cTa6N`z7iB8FP|9NK5$3P5M
zdnE0EO4sQFMsZ?M*7NT}ubtq{5hvN%tPh=&%gaw%*SeA<TQ|0+(~_yzu3dATot-`7
zmaHxi++Re_H@s<yKp>JR4a~hj%lr4A*~@`>PzhE`YpKFU?NS4E!vk$u<92Q&0k4B4
zZ_nnY!Q6<!kF3$b*3t4CW=XE2dHUB{tBb&351^OFm0KD7e&g(xI`XSOuT3?K;L);f
zJGHzp?>zG*?$9ljB&w|Uj2$j?GT!tObtc3!SSLWc4$NG~#ZA^YlM0N5TVeQO??F1N
zIoMl|@RI@*8S5V=N@(>Nttn_rN~NnStH{gl@yYu90u{p$uC0TC+%6jdD`W~hn)rCf
zi+Amml6GdrXX$l#E}?+vnGLkDm6eO^TBl@(TyfMjA)$g!^kNVwDUKv!2X6Y%2tR9G
zQg*sh<!d{G(HGU!)ss71hssOpX(Y>dg{s^rMY8>)Ds%sU#nP^SNRA^LB>z5(R2i=v
z5k<u@ACkF~%xD^J`bcn^h&6t_x;1oXp-Oo8)nZrgWcL|dE8KCjtkQqmezD(B4?6wW
zbfP7)?1rEqjMUqKTjHv(hjkZ&W^6fisetkwT|2Ymwzs<-AH^svZYZsA8SE?JvyQ$d
zpEx&m*|&&cOo=unF@!174I7wqcg!A5{kp^Sod(6AaA1tj*Q&L!)x)1uV;;I*k7KG-
z?*+S)aVf6f!nxc8YBSbMjjQrOI~iJ0d|$y>XE=*cx8Y#9xh)lj-n3dOTslW>0EMf(
ze);Rs3Yg$<$>`3&;5kyI_ed8MG$gjYa8`*o5C~q6oe=nkao5KBoNZ9a#5WIp{a6aO
zH2q3?D08p!!Mn3b6v(6Or%`|ZI(XIYk(43}iF%47!wK)-KL!tG>{2uK*|U8VFtc5{
z<u^YqfC4AuCdX=VHMY}TDXsz`Tc1TFC5cv{>ofY4hzpXPw1Axl=d6u>AG{VULeCU9
zTg1HyCas`dp7IglyW4bXv1zq6-e&<x^56RXs>7-=fQD4>QGf11C1E9%Z&Y|q>rzCj
zhW{LTd&j&qi#5PCZe>diJ6$E#>(2{0e_AQtBmd<<TH7RYP8V?pgKk;n+MOyNMUjw@
z=zIlc`r^KO@x9}PXU-GJ7CgKU`|a>&yuH;oUshn-qY3n;Jc_EKvtF9Qh>4k*vm23n
zgx9Jn>P&Ftr18!3^Sryg(>3GIj=F%(=zD3J_iyF1lcv__0guh@wl;Br0@?-(fHl2Y
zRL{2W<EEG_|H)3Y5%L<lnd<k|s#y7@Si{y=kH+`!Pn9u81DEP2p8beFz&#qu3|3G7
z6Uy94+wN1HUGWE1meQYZNH}+PayDeZUOjpfe3pEvEI@$KyCCQBM^%0K!I%KfXJN<@
zN2XYJi_v)@c9^(0qbbHCL$u6Z!Nv0fE3@0<k<z12KB3mp+`N#V!=okk>J-<i5%|Uj
z&b0OO{jQm<C;(A9VK>u)JfCx_p=<RpkhYD<MB9YzQx7(46pA@lX(0g6nMS6T;k(l?
zn7LoYpa@nnRy)L^D4<6>QF}9AP5csNzI;YqqXz0$rJz#>8g1#>@toB~<GAAeYW3Tg
z=u0wxs;!wJbKCv&+A_bD$7=`PQ4`Ur$0KZlX#<tMqyD*_+e+Puio46tU4O=0iDF)y
zle}9n4WR}xs~Q=EO7}4Zull_O(&isTZVKFu>=lJx^kPU5>0dRvi6j}Du?~UI-IBp#
zQUmQ}ld}%1U^lWrd|p2&?xwAZU(Yz^*4Q5~TX*V65OGr+hPaOo?^kaprl-e4^%Z_1
z4sb)qO|9wd`b(J?#Oca?e2ho#j)O&JC0`c~USsrfGtSh^<|KE*zP;l14XlkC4ERJy
zmQJi8(Aj9A%+1g<3Jq|V85qDlzdbGp2h_Vsj`&Q@zN)|nDPb3=rKLuozPT0ZVKkiO
z(`cXdIbQJo-Jy|f`I_tAIxkx;`3^cJ*3?^b=$;9FU8!&vsTNODt_)K99G{doQG~Md
zUZ3d|Og9}>WNzzu)iwxNHTpe@R@|$;whTYu+CdD<icgsi2qi3&sH{#(L1tu(Hw!Sg
z)V&yB?9CQh`^beC>H`$Hj+v-(wBWn=e20H;$Oyw4i_FVf9JWbPuZ_tQ#jvNnZ=(d{
z6Y&aFwc1VKY4&>5rjmJu?pmDT!p}0+<qB;d8gI%J?(AaNT@P#*u^B&LU$b<tulPDm
z7CY1KR3Rk4X<BYwf95>s$CZ06)NS1Em?V0p=d(mo6BuX{wde0mDl=<0wO#jR(qCqs
zsotGRb{|$KPPN2}N!kRh{E(<JpSED^%(zjg_V`r$xwoJ+8Ab4BvW018=jO_aqOjF-
zeF5f+{NLh9r_khz2Ge32iGRNC_uBrTr*PXVnM5-J?YD5ltcW+<!u=5yg3m<vmctW_
zd5C=2K`B6$j-*W&6yhWrK{1!ELd%bVCAVgY;si@*z@wgIvjbY;bvZe!#hU5VBLd91
z!eXh$iqG++j&d`K^Plf;;FS1W=vlNS*~Ha0v7)$K&B@IT*MDv#nvOxInL`)7k6FB1
z1+8DI;(UeFC?E{Oqs-{g-OO!y(0C^18WF(+ZiTHTD^dXVOz(st$~qyp;vQNyZ=ldr
z%UXW9iQ^P+z-}YT;$}Z@F=-a<TQ>%peoktxtOZe*x-?6*t#mO@8MTcs;nzc5Hc2G)
z^pmruV=lT?e{SD=PTeuK?@kM$BeJIx8-jOWU1Fp6_6k%`BB(X|YPnAajbE15Z#Wre
zs4L^fhn>!^;HOg07l~OUns2^JJ!*opGB1wC?l3^x@tXIQpN`Mn>40%3Fl+zJb%*Yi
zQHH+Qw?v3T4F@n#R8*}sRh(Z778^dkKrW)S#FGyD$S+y0Gf*k0dL2~A+|GSgd7!O+
zv_Q#RyY{XBuKdn?*$6H(lqlA?yE@Tj7@&wUM}5OnHs~KoW2e}{oLIcbFH%Y)Z%&F~
zw>0!+Vt1`uy0PMLM99Y-fO2%~^V)YoQ-}(S4e=|QQRj#<N&m*j6=0<1PHuWx`V57O
zd{Pt^d8X&KqJpbU2A7)<Z<^0Pro3ifo)PHPq=Te6m+qmw1uCzE!|UxQMaq?*RbI7&
zW{l+Z?^hpJQjBn?RO&SB(NR2X{cN#Pnx)TP!UVa#?`}3S<rf>AQvGxM<qsS<unNj`
ze2r^+-0dlq!jKrBb014*sQIs@_8CGELdL}DlGM!IHD~+F)UAQ=TW9#Rz_5EjHlN6k
zVmA{Pg&9hUfVK!FzcNz0$d0g&0?(pvzq!KR)`aH8!kPvF2}wx;wP*(F%u%p9G1d@V
zYai%0$9TkAo9hi{py&H??#+GY(en-rG&B1+@h<<GdelRezO|=P=6x+l{1QZoI+Q*+
z-uyg@Gl15HZbUsVcsmnlJG*VTWcXq86K73P%X8Yw=*Bd;XlD?~>3rbQhzHrO^FsrD
zPIzs!Ukx=B)=v9X_UtDOJ#RjpPot7e>7hR+q7_4i{WX&_XU78d(sJ3@23Ru5qub;=
zy>BHHM?AQ4jN%XlDZhmukK|Y<S}VpNq&*1p{pnpt#p>)7{18*goTvEx|DLQ$!DE%Q
zO-vGI>nwZqLP8qMi!+o8Yv;?}mI`+qJOK^MC{`(RUw@ulyE1z)yS-%^U{moq`#CAk
z5%{9nplgM3GC6zj8Sfz?H;I15LiQO-tq|UiP<Ic$<7-_|s8x0a`fCGBnvUJ=H60~G
z#V1H7M}|@{<$+{EyVK(AD~E;4MePT1<$?IV^gK>=;l~G>hkK_@(EhH*^3k+QlWDEc
znY>ml$JP(D=3$y2nT(|XJpleO@}hLtyy8M-5EWaM&?bsK&UIdau}+-Y+5*+9bAswo
zkVF}(3F!JH(>l@`z(vOkU2HtFPE^YJaiq?l&UlmvMz6pt2-+`hW{qE<$rTlE?<_S+
z+rD<LEaOB#KNc#QY<LC3V=TL^iHyYn0n>&`>);hARb~uRF;2gs;~yVcs4!cj-7Nyk
zRN+YHWh0Ga_pl{V^)oXw0rDF~YjJyHj|TlUnM=1qQ(b?qon}i%vNW&wzGG_dLS~9_
zXM{~Yj`3Q}^?X*TcXi~doGtg_QXK|RLNHlhu^Q2&CMgLC%WS@9N;+6gwhbK-A1Emm
zNI7M$FKB}1cnxS0+99r5SDG9l$M`bk7DWGzg-sCCqWEMrRSF2yQi-H>l>#^%nNYka
zK-m8Y;AemBl<*nRkJcA?y?a{&XR{M8vFnahx;HX5Jg7DRNeCwENSdMND*HM}5G~;+
zbM97Jcbo+c(NWoLA8sc49~%j|DD4*4$Yd-DF6S=Eh<siiLKP=9CF))%KAa*{(AxA)
ztid^FnR@ORrXqVulJL6k)CrvOIV#lotR;GkyCGe$)%G%;imTP$z=xdNAX&O6HRW+)
zxq%p@d3z@MjOto^a5%p3R$0xJS(g)x+Tzem08jrhe5>NL-<gdJ+bCMS@b411&A9&s
zHhoJZiGyuf=f7t<uPxl6jzSv0f_oubVvG-VLu(1fj_l%8se1P^I6<gWm8g^eM-o1Y
ztI%mwCxzFj9xX}e9g~HMw>dw_H&ebk>C{v`3&#vfp-6YUYIeQ7$Sa6&Tb(j<Z;BZ^
z1yrf<AnUU!eR;}{xL$zj(YF7G_ZWgRI$pzK%v;W6M2c%QKG)m@V04e9B7N#+y7KeR
zXhlz~q*>yGHHvd@jLArAJ4Dj<z={<r>(D?EPR?I}er6Zv%0pV42D>BQ94idTOAzZ3
z6KQV@ABq@*7E(Sey~6W{jy_I#hn@HHU4Qou)7P{CfG3~hdC0};Ac7Xx^?~d=D(KBX
zN5gDu_rk7YY_?Mb@;u!)x3uqkYDk)S5j{UZ*MGjGwR5{L$aM<SFN2Fxx~Ip^HqTN_
zg|aISVb#RwzcXP1t58Ypi;H=dZZ+9oX~R01BB7SdJ%+H$W&2*XWL-j~!bj?>5Hjac
z6D2)rG<3i4!#qQ}H!N+BG=GMx1wr_+TC{=~x7(N>ga(MFWE4^I3KsIsE4dhWp$x-=
zP>Lz)yO8i}o3wS6S}3{?scM)ya9)+ei~f1AKzgptMPInK-SC1JM#Dvi&|fr6PiGJR
z=UaHvLYB_cIs3HP#PhtbE2DzRtz|f3aH;ofAFsSyu5QXD+bln@kjWF>7mJGAQrZib
ztbNalSQt&T4ir5S{#9UJwm2hGlMz;gI#DRK#6@Q8ftqPjoocLZQD#9?*y~I#HfJt6
zOWue2E)E|d7tUAG%TZ*UX0$w`v{I@S?FiOzmq|XN3?CPFx>bCMuofq_$Hl?sewl?|
z`*`%^{wYmce_pN|h`mEq=LpnO*v`5}S+85`Dtuz?+V^|01hQ42e16iR$^f-tjy^f!
zu`oYJSEd~CX6)@OIZ6<Rdn0tX=mS4)Bw9Uwb_JuK-+Wv6n}Mux?a|e_b<aYLA1wVt
zNV2kBdhbhRtj}SebJe8FuidElf>~<8t!0Cd&>AY<=H!TUd~i(p%vKR^9Q{f^9|1->
zKFM3u>zdd4*jOiVPLujuh~T+#y6|?au2_Yph0&&2flC_VOZVI(>ycoSWP7FVizbPv
zlvL}1on9Jr=9Q1UuCQ!lk!4kvM@W7?U2d=LpQbSOsPu67QbO*9P5KWL*C>>*-5*>|
zL24~+*kq6)QsM7D<7GMB3{>cEu0H8-sX5p7xzmf?bqowPe|E@OTdOE8H))Et;+qS@
zKoE~ZOpUrtnXgJ3im+nz#+ZZ)y)FpXCKL1YM@)AQc^oZdC|z5AbJ)wR@orDp#<K%Q
zzmp-~$L_K@JF}L%abIT)s6wHFcQc@WA;K!CpEY~-MTS|lZ%^TF$YrHmo6z-M^>~s1
zk^A(JxNqD08*p<)vzb><0fwUNH!4@|AV`l{!8Ox4PePXq*aZq_WBT%ISfto~t`e1N
zRbON%8!r{pYxmA4u5!i;$WJ{E;z;@ax4cG1i6H>;pO^zE{#B-6u5m6gg(ax%pY)bR
z`lKdsK4E;xGMs~)@Tbq_b^ws*Yc-WAh3FxFPN6~rf6`-e%q1+Q%Syvab8QlJ6Un^s
zFgNn-CzvilDtKeiiQwtjytWDiJA53kOW%|wehh2jPUl5iWa?)3+hJ)}x-g{+T`a9L
z#1gGmh{PM2^1e1^70H)64Re~39?)xs(E?l&bNz5~3xeJ-Aa)nRVWwqW-G@&Nr4!S%
za}rVJ2f4mDw{c*h1qI1hiik@U<u4V|sN46SC(#uuB}S~G*;5v=>}MEQ^YCkG5qGII
zq$>lP#kkCr!HSK1VG;Ipf&=7M!Sp#{s?it^z`-dpf)}C4>lONAt+pz}wHF~*($|Bq
z)0U`R%y!Q7+o4a)b$NTop4kaxPBOZyS1fDYua}WNJ@vLr#3ZMT<bam1G9`0x%h~a(
zM~ejW;goO4o6e#Gjv*5!fz2RB(?QWJ_<E@KtCIO^;~8ek3hoV46t`MJ{}0ky#NNm@
z0HJ)LzTURfz+$PL5~=m=c=%^jur0OYG}l?`SfJ~WnLf|Yp}qwi?FDua5^$W@SVi(E
zZmj4klX4<5Keu<A_1a<g^s+0kv<6Zl22WUD$_#1F?Ea17{o{U~4RY@yfL4&e4HuRi
zM*9#wk*o1Ruo5(R333XWWM29FAU8fZVu4a6OWFYx!)0Y<Wy;ga>Jt`74N;U+r%t(O
zCEUqhZlLp=Jqt&XijqVmB>Fs3Z1w;qiVhrQsWV*C!;hx+=$~|wr7B*AhbPp8Y%Y#C
z{wFUou0_ikEZ9$Wh&A3>`v?@HqE!U|)!$)(s_bZEyEa8|6&DwG<kzxQ_s3(slg+6!
zmHp)0MD)c_Fa@J1-m)YU9h*cqF*2Hlp4mHc_^^i+xzJRM0;os<W4ETJ23}h&d;IFv
ztL;`}rH)z@pb`rO*L8MkTe`RuO(<w3iekMPz_9s98wC>c5i$@(QJpY)ZQbTr=-7%C
zY!r~Rq*ghgtnyKT0o7Wf>sW;LW~_o<V1H4{<)b~{$W%ZO#BI2`Q)+IgqL4zK4iF$O
zWGVv0LH6i2?G5~nAEozBiz$X5<`Mj*si_$i*oh$K$aHa&Hu^SIjEszub`-(sTSqnl
zF%T+CRfwV~Ac;AV3)rgB0+Q6m_Z6plF>gx$-(UG{+j*rE-ap=+aol*C+K3Gv1{x;?
zuxTMVQzIXjxxiMMS?_}TLL*RWDFA7i&Q_=T{dps?35=S0b7r5G7?!kFSmQN~Y1AOW
zVEkn9*_C;>wCX+A{P|t8!7XgCDUbwlo5gd}Uyq8dzah(o?gh1uC9Q_~uKUy6OVE}&
zU2BWgQB}KUQI}*M@0~TTqK<h7hfv)KV9^@Q1{RiX8W}HD0XSFR$-EpeKj&YtyFLD#
zTjAbfgL~bIT2kXHya0ABp&|8Or-l^#$P`Z~*ilq++^K_weq(DIixCICN8coTAjLv5
z4DwCA?148g8cdf-K*FRiJY;FB<<7ks?XARl2;oj|Cp6_qZqh0GN7xxNNy7?`O5u8)
z<OXNX*KlJb!w}1tljO*9AqLYiDGoX-UfG6W&}3CfB%~}C47{MB=2CIw32&iVpR$2t
zcZI$3MIpij^hKit5oB+KFyZ__J{of)ckn7^A=CUueE?13LJ21OAIJRaK37L*dG89f
zvfs5JWjs;LR#YYYSpFIcG_Jl=oS6Dd!+X#U)w1={(o*dd6@pPe`Ln(7SXQ<K{rpg!
zI`!!sYCuqf4y)J=bGu1+O^mR2J&~32ro%}UG@xKoTuZn!K5OTZq%#zyXZwznL%j2?
z9h2K1E+yONqP5UpWIjx{>7C~%Wc9(aFx!QcvG%wM=cx~HIV8N4bgiETH8hmWM-SmZ
zx5#loBLvIg$3X=wtB0l*5-ZR_Fj3c;oEw*ibqHh^L-{c|mb|_-P^22H=qz(E<rHqm
zHupJ-yt4}7(25oz4EJwVH5@0n5${M7q>5d!Kj;d3b-!Qm=-y3oB~|uzN@015rn}>X
zO)*{w*O^MQI=_-OZ(=L4b)eJQnzZI-Jgr0s>0ij1mS7}jEFBJZ@6SR+bsg`yBTvAP
zymF$Hqh;!YfOz|n66BHA|5DnvEVXrgDXQyd&u01FNN=Mh<_2y_ks*s(aoEUIsN}aF
z8rSJ|r`z;1kFGD_Q#s^ivTdCzoGWwPQ1W84+Zx@50S$fj=8_8);ia_(oOEde$v|3A
zk$F8V`F?i=hK5_ZQ7HID43XFP4_i;neF$tQz55U_2d}L^&*OZLE~p{>S#y}U!FEWH
z?wFNoSWzBT3(I0-+uA1qTC-A5pUYLQx5%lyo5`Z=N_Tq)uao9E3ps(8|F3Duc1RP`
zyxyb2Et8`XP&#{xZ9lI_{R&tCm{U?F->#+T7T<uCYYgJiRAA0pELKk(cjrFC7Is8D
zo*yIy&R`=egLixkYadZp5Y`W|2<kh&F!m->gjybH*94e0If6N)h014H7L=V4-!Ul7
zg`I8L`1dIIT{b0^KEacLn~U*48ch~7?Uq|RrmWAF_j#>b(H4}q>%dcla{2Z3^=VJs
z!QO@itUD8rX<U@t$2Q*a^Z!m7<bmb)@A3aOe{ge{!l5)$?lxlK>E(4pMkYz;@W1B^
z3yZ~Igi1<EN<*0;(Q*nGGDCEqXFPcD;M8kS5<9tr4(@!f`l1+gbm!aV7d_Ss>pSlM
ze)vBxT9=oift$*+vwB)Wjqxe|HqhxU4nu%^Kjr)QaYogvXZF8tHoRo~w)`c~@GAHZ
z>jiul_}>rz=f!fLf9U!wu{ASVujT(^0wd*#JNJK2E6%ZOu#<aUQ%kF3H{7>GG3Z_6
zd~{6AiM0u>|H*EQbAa2tE-!CgT2_|*<x3Cc+sbX=(@j;m3HS+so82Pry^e^81CAbI
zw65mG%a{Iv_x>kBvivgL8Hp?a;fTP%TMBLG_T75&ICSf5=#aq6moEjwl9Q8#+uGV}
z1Y|G#moxE8;yeN%jPf%Rtc3<>axcRB&VDyAGI9t}S5@`%5NrOrw=A+(stB%DM`^w3
zDaTY$?sR>Eh-Cm;`+xmOi4=um$gQC)4IX#y)@d{4$IpH=JOvMS*D>@(csQ)f9n3W7
zw7mO4wcx;a{{~%7jF-2)H#Rhqe87G=<_EuQ_pE<6MQ7@N-TnjIQ+C_#t$ks5Px)?^
z==R^N;A}DdUx}Fir*O<N;uW_*LaRWi6(=|U9e^L=KYlzv+n@iz%8LM91>uUC`tCga
z%<I>$s{)m^cYK28#G2<6SKyJ3@*f%Z_@Da;>!z=?3S<M_mL-#7E>Gv@rV6p*44`kD
z0c}lQ1{j=wyJVN*`uYsOiVRCTytx6c5bAZSR!PD7z0jKUVq)D_1C7`368=d^?zr)s
zqV;a;meft~nF1Q~Z^pu_8@cIbe=@!XZ!p_#XeImvO0F=N-JrBa|71A<Z(hHCGQ0;+
z&QD-*hyn$!6pV2jSe#1(EBltkz;!n1{XG}|(_WI?9_Lt_o%empQ!A=-?317v<BNvi
zF{D^@#DYlg$$xAv-3EVjm&(*wX=C1Wl}b($vNbci#Vx<y<DsmNZoi%T6PQjnZ{NPX
z3Q`;G-{0^!{`&Hd%|%Hz=2xQtw&f3@kBj|LB|&w5WDn+di*<VRxm*m*I~bg_DUF%-
zNj|W$$hOgDsM1v!AfV8f)LF<5P}>Lg8`%2&K2SwvS)Hr^2%<kP7Q{pP_FHYv4|)v;
z(9g5Hw!_tx$N|la%*^cIoefWxE8n<B6RV<z?yj_Y4k2=rhH~)@QPaKZ0`YZqb(+-F
z5Wr*vUta`4p2LR^mj-QndQpI2Bpie-u3LR;KD}7GB<dCH;ZahzN2f}FWP{;jCDfPH
zCtnY*0yL9E88)x=!CHCuK7bFyI7RfA0r4@~8dkb|6;Rj^rN%*WzV5(hs=Sm}N^9$W
zaEr{}(M-KA476jHbf;%EDPt1&y=}Xs`QFtEwKNc(sG-jl-Vhb->KBZRjD%KbKyTH6
znJz(P*=3%<Xm0Pz)^Y@FQ6gm5Z<d5jF0!e&NCnhJf;zW0vu5M*;|#pLk@G5gC=@94
zti+E5D6}#G>v@!wy$JzkOd$@hdG*@0NdS&nVmYRWoGKsK{^!R#N8m5IE#)d(X4{v~
zczpuM+p|NY>L)NZJE<^WHah}c){|`Q+x7!!FvC*4<XkFC?0NtGedqag5AWTy&^`Zb
z3h$xoteMox*V!daOhG<wFSX9`VTH@ai<x>ji;DJLlJ2_kEXdOwmVm?I?Hdb}j^T}#
zi|#*7ZG&$pGIz_`7W>CPb3&lE0)Sg5L+a@6mcEdLk<U*m;B^=%>H<2y#>V1^@KPf)
zB&l^EAcyXUIe_<HgC|KkMQNwNj6vMsDhvJ{eu50^=i};}o9IfG?v@KDX`;E7=hhN(
zoBLR%?sz_@z6c<|(f*5CV)aHKOapIWfR%yqa85TAV@@kFWpJv>y1G$vyUX87;RIeu
zPObzX7#FSrP0qNc{;85OP=kYpowS5f7mZF@Gt07T<)j3`okH$#!5#TU3I@6ZkNS}2
zm~ERO6n*M+zW|??byjX}@|cK4d7kG8K**9etUxLxzGmUQmZ&)U{dXY5QYM&UQmp*V
zx^|u^?d0gFp{)EA$T1IK=sEA<396CTJ6*ldsU#=ujagt@UIhUjpWz&K3$8D7Xx^AR
zY1n+o6PV}UpA)#^J9m+e?<}Z!fIYPXXVq46gbCd01VJ6lJvSoTQnGskq9v0!F9NDn
zJYYH+z^m4=>yL-0m`KG79D+b>_pu3>j@;Ip6d6tst%_Q-SegJ;R_R+uyI2BybTB!+
zd%IoFvQy6$8}RoI;*{a`>8<c5z|7<GwFZ=lu)a1+%$0>vPz(AgCJmmGnuf%6Fv^f-
z72k6HJWe}wJDzk^L=P2&)G-t}m_C>#AFzJQYv;f@tMLsF=;gpZjhk&imFV=UhKJ*i
zMj&I#^70;b$xL5b`!tDoVxq<FY?7xNPexC5r@6ba(jzZk@{KuYRlS7g>}w8-&}Uor
zkU8*!D?pJ|Rn9pt8}NbDMmrk%eC=oKwJA>!PD!G`yl2KY6hQI<(ul^?O|tOJg#tZA
zMtR$%0kro}jnp&GY{G|rP=wquS88@jkXZ@ccE+I7ooP5Lyo@+-KVH|1e2R@1f+oN#
zT0Wa+o{3aRzJu6U{Qd1!N8M;a<<S$zSja};+_^KO>6;wjQi7gJDbj)csq^R&)yZTE
zoI3IA*ZY$3b-R!)OwZz~MY194J@S<g;b(t9Iz3Y-B1b#vF{v!4)pudYSXW{DFY<t&
zHDZ(gb_P|y)+I|g9qhVwnwNJ@%CaAQX=qEM%G5C<BSWa3?~qy$l9Nq9y4+AQsd0PD
zJ*iNlXl;cV2F9>S5gK(|+K`BvXk4poEA&Dt+}PV7;@i1$@oAbiBjV(jqyqzLO1u%f
zJ7Y{6gi}DFV6JX7St+A1Mb=jnh?dc{(Kf}PJX`t<M_x?UU88576}7s>b5l1C*!%Zc
zUXr9}if3{8$v)Yox@$BIj(n%I;L5{YNIMf$EHcK(Hgub<1R4eGxF7vcY?PGiP@F$w
z(%4)6#Osfm+-wSq?|CR%s%8%(7c;5064mvsEue6Qg=ZUPRM<GVhTs(PRj_+$bpd{@
z7K*uhGaspsJ3opGE>}Bs^Al(Ct^y4mGSW}mUToM|oN!~#mvu+g>gL9yHht>#j4z~t
z_{axP1lwbi3UuXGR6nE?06FIN9IdV5@CTpbvBuEG!wCu93ViYb<@r1X%0^hI1)mAe
zZLW1Z>R7h2*<~|UELMOlp<p3+tTdFz%9@9>BJu2sc072rVaz?n{G>G4OY7PK5G9;g
z1sRzniws=3My!-lU(0<M!|M6R$zY%xtb)Y|OQ4A_;;Eu-1VTLM!(;kOl2GV?L+I4x
zWPD91Fp5}g--@)jL@HlracKbD9Cx=?N?j?H6RD;gcvcC-+U&eMXXA`-M=h@cw(cn#
zX;XnB>*8t`VTLH9WI?`rPsXd!<&ZFiD98RheZlcMG}Xj^we4m{(GIKX0&~KoP@H4$
zb^bcr_(A>)6!l8JcC5*(fRq5{&tIcl5~5(%ZXFC|gc?XnR=nv2O6pZ^#oaHvAV~+|
zdR<;i2T4tbfdXTAJpe=2toUD5^yiUD=#KaI*C*k;H9l4>KQHNiaZ=7%!fxHh5NZ<m
z67kK?4<;k#c;yDh3#G#PsE|X*-Yy!9lPhFnZa|Ck_$BALWF*#*@YuS_EhXuzyJIrx
zMMHzfL`zcB7x)t}hn{CI*6pr#2;MDd*2BIlps7KB721=<o$ZX43ZVwrurkgtu#&y~
z|Hi6o=RadLI$C)u735|fYo2HOuRw4BEVH_ZR>|_Ew8ZQB;)5QRn(L7dg8OY}D&{lA
zOd!}%Q)ZgnM1-Vv*ivyQqp<B)KR%h5t0!$e11z(rT3jC!ibaqBXa#DM9O3Ys8e8D<
z)ueGgw66VzI!6Z~;!y`9<i-rJ6hLPQ5g(!02CY1hbRDgD8XMmWvu`=}p`xJKgiCiW
zxV)y1mH1PybaJhRzy9wAXJ}<k-3b6onT8+d6Jljin{~N7E1i4q^9RnCOlY2*3BX){
z`OKTGSpdOG>o7NWB4~n`fC8m2he`%rq};jpRgiP_1l9r<hAP;rE)e_X3Gh=qJoWOY
zFMU&3X(%b)y^7j!z;rBNRNGQJ_qDpFjmcT*&j0FsmwD8!?thb?{}|D;z)<HDb;4aE
zP^t6oHksNUcRcsgNz1qGtLyB0!$)^K^nd4g<dX6>H`ce`n$aYMQB5zxzp;RRrJ^S4
zN!Ob9@H^HdyV>V?<dU*J?Q8YoYLls@18PXWtWI7e@!vFhK~{6OrMfRvk?lk$s}_X(
zNhEA^9vHxTlzY4JUt>^OWO0_26R#81SYdv!-dIVOkU!HpuP!C3`?#|L;S%YtpC<5*
z`TqmF^F%@Tef*%Nma9Z)ndDtqM&Qx4KqXnHmYIa-GVfzeXX01>We?--fGC6sm{o~s
z^?A-KclVr#HN+2HWWRnxRb%bf!`1*{1Iaomu#o^9yN5woe7Ov<ezROJMlf=IgcA)5
z)_j!{MM+q2fXV;+nE@6&*u^zCcSuxmvA`fWlp<NYLm)B5_Iii4gtEGKm0qUrx%1XF
z!YXgIG%tDw{rj6+*H~9Pan?mA@sB}r&8MDQ_vtrp#MRW>)(W0FdG@iWfQV2m*G^fz
zgzmqe|L<x%)~s@RQN--K3k`p-!meu5%U%DN<#hc=FpaN)3sC5Um&F%~4Sih*z!7H?
z`@;U^#bHAKUQ?yKh^dc&%$ym&eq>V~N*?T*0LKZ{r@eJ`a!Croc&ktbjTISx6BU&J
z0+ko;+J(u13itlQ2gBdNWB${87eK(^`;Q+QzzqC5?A0BA;ON<Y<fR)oZm?K@W@8BB
zx}cz%MY;2pL@UoX0N^(qFFvkx*Mo3&VGw3x0gb{*+{NFV$eZu*<~00wM3iFot0~fF
zuCapFbs)NU>g-v;b5>8DehQe&F9jk6Yi<7psem{Dark{3L9a2y)o)mA15tZ2LbB^F
zdmku}Hfj;)|JjFy>RVU{u{sn8fm-@3jf#LR0I7h4tAqY}75sj}k9X(D6T+M)j?o?n
zW7LX4oU9+xQc@S>6yDnU-&9jP`m@PdRrSTN-$Z1o+X!rJZO|#LO?oWo8q2f=$?0}b
z3AIo34}kJ`nMJQa(8>xBV8?x*1JXcLKWV&xQ(ID^K)|^teZCw)%wpwmw;`8dzKd4d
z0FCRYQL{8YWK~!H;wa`<O8+S)6gyU#Z7O`%LID-WsSQTs&}px!PVq7^S)ch^v9Ymz
z<p@JbS)&iJAV_B1*4cU5HZzT>a{s;qpq_t(gFLjs=kD5r9DkfTzisq|;2_(q9p%=X
zogc&?e_20EB~G>CnkioYiAd=zKuaBQ?m+R~rP?wj5`pz61ekpk1%$c|tnD-(6o52q
zcP#(@HVK@6Ddk>p(`7^UU-*|m*fAE|q704|vDV?F0t)ZY5^(|T7tgkDq>oSidShO{
zRn(h9AC&o0o^}gyWajr@0K{AAfameIoq;BQ>))yF`Gzw#>!#<)JLg4S`LYPw-|Uvi
ziygpq5OYdFC)_s8O{0P?<x?D2NR$ZTbq)Z0?c#3D)7552##bdLh0Lk1H-0*&=o>$J
zbQy$!1<e9L(2^DH?WFMtYTsK_2pD0d$C7|Qzq{QXid&WOZf{8aNK?fc&Wy;9g1U_0
z*W<`$8}I5){>1#4+Mivc`tp@A{<FdRl&8HFff70`2yfNNO)w{wPTYnGN$e=Z#tXcO
zI~!l`O1TtUqxa_6r|X_w#H%M4Q55Mcu;(JFDYNUyz<Yldy{~Z@1c-t~S>MORj1PFw
zkBXejD|riG_`@$-EJYwMZ@7g2#joRMj^dkU01N4Kmrp`^-N-hahdwGG!~%L1Rja3|
z`F0zqzjH|WSGqq;0kIYF>ccHeupiRJMJB3k<OT884}8kkclh}COu|Etd>xaeuDB~H
z^V2e5*6f$zdK+?A*<o7jOmSv&pX1W&EZ37Yo^Kz%C=0Kbc2>(Hz$J+@&|4NZfB;T{
z2ENk%YZq86ky%dNsi(B@-m`xeu59hEREg2aE{-6bGzOa+qEsI|Nb1PX&!4KQP0#C#
z+Msjw$6iyvE-PExKAktWQbYxYuX%?l`{f>l>9)>6&r2QG@Wy=SxwwzU^9;#0isb%V
zm@YvK%S+Sqgsqp7cj_Bfj`Nk?JmP%H5bgZc5U6Q~*-ZMcIW#{z06($|Ksz59VNzg|
zOPnAVncKIIA@~d<56lFB*oXzU;Z96mD}P|;Fqz)ldTR+x)YVqSz1~i<fqO3m^%1u3
z-_8$JXt~ucNbz*Ojf#@eu(r6LzI)HgmI#8l*8wxQ8(qw9PdHxB+}pWv^JZ>4ZzgZh
z-tsqYR%T2*n~f$zsd9JEfm==<>L_Nm-Aw!Vo)e$q9W3IQN6`-~Fj~jp@N+_CVrb?u
zkTiAJA#GImkV&<^?r+|`lf3X{q}DeP7%TK@HS!`7g(pD?1Oim2j7FO)vej`Q4%VMt
z;F0v6dE|9xrgEE@w&wunOU#YV?KT#0JO|Qgx4{O0;z2chy?2@qc&ctSlV=CPxs%W|
zaar`7gD5Kc64|~Nt!Qduzg{&KB55mU)}2ko2jW(XAK2TPT6w&zNpq8Rg)HJ1b{{-)
zj0gc6J92dM;2sJq-+7{_Se};+GQt_|`{YZIb`S-HhQ8_ixs~-2BlNSPvkT5kT_mg}
zK{+`gLGWqIxuebpWj8dwB~`S@L@M0AqWR}<URE|A)-!Y+dGf~5${{haUv;*E8(gUf
ziP4t-LrA?|y{V2s<RiKYBSX<c?#|Bg(|0E?#Vp4QXy{lJ|1t@>^&@v!_!QZoE*l`+
zsZAg=TmcqVV!4a?wwZS=VtD~%iQj{V(Y^m#2QlRO97wu&X_tuJzAfGe&GP{%CCuf1
zP>~SuMC6y*b)uehvpScvP`%DlA(^%`Hl|;yH#_ZBPe4`{DfhC{4{XC=C|xw^U;~UT
zu5mA*EH&!ez}J^Ybz(Gm${@d_!9J@se<pynP_7K%!&-k(Ms0&+q;`!0mkG<&nyOjf
z8fXw?F-CuWVLPWtjc94|>?E&4zrt<a)2z&)j^P}~!Q&szarApb!$TRH0}Y};zsNtV
ziCos@X-g2Zb$j-m*SB|y#Cyw2L^_WhE)twhF+sH;dvrLGND6%`rcUj(E&7m0`O*2!
z+9T4xfBzO-E@-ykI*uYPtXc_B@I_C(`QCAALT|Y&B(vc00v%+mI+%<xX4~tN*E$uL
z0C@h5H?<LeYA)X}?6JvPG@%t*JBp+94T<5%ERSEBP`5*)-n^OO{k}$b^9QxK(G9tP
zyi5#mpApZW7@$F)6gDHtsWOwTh9TSExE13->asaPCryiI+oZ_spHwZ$%0{qmB+Oe#
zsNTU}0d<HV7m(V8?@&t$*#o$u<~9l<8hl2k>3#u0raoOn^!o73ZDpSG16|9kK)~Q~
zx5AD~63;odEzC<w3NwOx$&4`$XI6HJxtS~x#HZ!(++a)Nezs(ttjmQazFgMyoELG$
zw=E7>D|!zm8^G4j=2zskU^GpswYDMKlR2MDIISUUS?nrYc8GB;j`xetZt(u?P0GNW
zHdeTciI2Zwn4>Lj9tF0YDK0kf9_wTK3`bdb7c^{KVr`O|1iVa&jF3u$J0k6j%Cvx_
z`1^?MbIv!AnEZ(nI2L(r>J86L4BJPPol&bVh<IVfFiE+CemI&5aFDEsmn=B+P0lW`
zf?ChCc~9SAViH8Hk<UKGw*ei?{4?)(9}PRNB5ar2ENV&*;ypcJ_n8wxsX#g5$Wx@D
zLt0g_f*G@@GUtSB&Ii!vD-~oL$*0=c&FUk^p`V*!!1v+AE^3j(Fr0Uw>6X^?A#Y10
z+pwk`F)Wu~g>F%#l+PI&&*=r_F|DeAYa?UGJbPfn)W?aQirA_}`;nZXi1}D`{#aI6
zdMY4T&pAkoBa`=Gu?F!;u<Z!Y`=Z1ITB7)<exmX%v}$svGuQWoO%SC?78BlEi4MKD
z@f26Qbgmv((3B^3_-)e+kPbWh{TVF}46~N1C!!>(s8yE=GUD8`#}@MnN*@%i`9b~f
z{JV*aaD8BQ-&3I&+vLW_X?`Xi8u@p0(R;)|ALd`psv4?mCNK14628}}OU~lX;HhgV
zJPXs;A;(7l4;Q7mMiFx2v-0_D$x9<}JwCz-|Av34H^LdKb=&zBJ3eo}_cw?eMDxpQ
z+vz`-<o({8PbRIS2nPL4vnt&34mo+XA!;PML@6`U?KaH76ifu@2dME5+FJD)yMYK@
zu8r!x^jyv$h-FX3tJi1&#saSD^_gANaCOOHP79BH*%wlIX9glvBTdaNr0}{7Rk^1j
z=tbs9I0%oCZD9)pau*Rv#K;$jN3TxwL@4{(_f2$Im`+^B$mARThJKmSB=@?`^4=O?
zD*>?>;v)`U(!`8A*B7u)hq8YfVriVFE_oD6F|K+JU&X`UBXcs{jt0wPI)A&#0#mkH
zGk4qaDf}H=-y$h)vPPj2ZQi=M6w0jCUK5okL7tmPItm0WE0>LkU?O3NzUw@fNOqt3
z)8ggzj9cH*6v&J}0l^QH9}s>HxE8WI`WENHC_OYEE*Am$fd0DZ_JaeoqldZVP)atE
z`Lz1qbPGt>9uO}y92~MH6nIfPl(9X*cV|T;4#RL&HL}yQezXdze`RTez8?G?=YvT7
zV4|~732CjLV;9h2S+^9hTV@UD)+1*)CD6R}A%#XMc5vfpC+lK&A+}rY1B=>i?NxeS
zZw?)e{cSD8OduP7P&?UIAHS9+I>*|<+>|zJgy1q@MRwqtRiv<fySE`~<YV1Dy7!tL
zc5C{IG#woW%!?e!`M+^ixmPS969zy^Y$}z4P<pIMIcHvY2M@FM#O(Sc5(>OAwVv2a
zgrg+#@KfN7+{<w?O-#7iGfU)EC55FAd>P_P5iNddmg2d9AvpJ@=SHbN$0kd=gEF8r
zcw`tU(z6P=Wy(XM4kR^UYRo^JdO3+u!Ux?o<M1{qY8hFvb9_VE@XHfrWT=+8Lm%QM
zPe3Rpq25AuqwoW-srSqNiRTRLAf}ha6HwS`O=?*JchKC90Y?t$JmZ1VLA44}E@{FH
z$Q&{yGa5Z3aR!mAR9$j8ic#4zl5C482tk_>*J%_1U)l{M-H+{A)kVhmal&<}0(cwa
zIShifvPlidviX;!Kp<RA&I@0Gl0M+@W!A|Tl#A6qptN*o2b<z?x@hLsL^Pkg(z;jm
zp7UA92l8@4$n>Ja1~B6~DWO2^>_N;~EIJ<|+g<S{ie~TFh~GHhJ3GMpyr<J5WePj!
z3#(_c_UI%D+VWv!@(kCY9flVb5KWIHO`to(c&GwaHh)Jov_0Ab>|%9nafUAE-x4p%
z2!9ZNpdD&yB4GNwfVZ54$;6D9n?EA+6&_RaH}NU1rC=#mo0h@E36rXK3FbYwX+wEh
zo3VQ{E4aB+Co0W$a_kT6G~q|BKNShKRumuomA{VXDJMM(`QQmAM>0oY#=0fLMCIt>
zT(XTJbqQnxC8|*LFQs!LMh~w2#e_G6Fao>`dOmns^K&abNt!-&p0Bq)fbX7l_I2s_
z=yOXFiES(|@X(1~oq3>%+BXYdU5ieWH_tv9dh&ve)Qs7Lcwm@rFsbNKiWD|&XSy@V
zKIf+;R}32eg)<)FoM-+LhPL5&X~JlE+aE|Q<W<OtU&tqRU@?h{)l%PjIaMt#8fhJz
zIZXxr$l!hrntHAZHEyY3E&?g1TINaH8yeTBC8Mx94Au@_KJjCyAnRHmv^KGLhGtCr
zg#O(8HQ5c{){h)e(_`(2e#4ld4*ZIas!`a`3FhO5w*46x>@tz|7m<H5>OY;thBbbs
zRE9>U%^9Kfj^<}6e7QL)JbEhTss4gl_SmJFH_C>DihJ&k6<l$o*`B5uuzdt^yv}U|
zpG2jF5pn2%KLhKIrt}t~C^8@h(EI3C`P9@W6?RzuYLiVlz77^!(!CzA?;xA0y5~{H
zfyHC3t3NIFt658`N%Q@T?aX}8cRgn=fF*$}|HGS==UU%&Mf&Y7z4W0D@7<Sbzm`m2
z@qSLtVV4)?OgE%roARL6HmJ*Uo%*hi0j(2Af+Y?O|1?FMO-(q^b9;dlw=&mryA!rR
z!O*eIP_APrZPhX*sGZrF5h;91QMlgF$A`HFC`0}QNO5FZ(H&*3P79rof&v6$Aap>y
z#;})W+?&+M>)tCsh!}AB)3`e+mh&5AyEADTRnOy7tWrs>SkVy@CZ$LxqJ6VfA4+(O
zjR-0E;xVCC#y#w)Z+QW1o+5F+Z92Sy?~#7t^Va~QhO@3L3OI&S#LZ4yRGV_cu+P(>
znvf2|v8^G5&e3Bi*MsC|b()Q_eb1c%pK6U%*1K=<(2R<l(NNL5Wl?U{xZV4(@oYrp
z5dn^{$wU!E&hI?rNr4;nLq?4n$=QaFiy*FlcMm!qAkG59`OGp%IF{!VUss{y`1RO(
zfzP6=jN;Gann!8!d~TO+@5`rHkPUb+-WW7cAM>+kc;&E1g|{^)4$yue@%BF?ky^H_
z-LuoTR!lDrc|W8k;1$AkC&{qSn0Sj3-o)Hbo^Q9YNqOexU7TfS2{YKjnHguEhy9m}
z63oBkBuifpc8k1OQ;5ws#|~uE%!M%p3htwFGEc^p>iOQ85Qe}`tgUJa<X)j<fi?N4
z5&MPn700hrUpyXoe2ZzQfGI|_^Rf*fmMtVz${s-N3J%(C&n_GHmOqw%U2dPO_8WR5
z82lfBspO+NUS!_$Y>&)?dryv77{P)+Ukyl;K&$y0I05JI@=T<^Mb>lqhsHOomp<jz
zH?)->t%bAWwbc6XuV5(_2pt{YGF7ag_Rxd60>nDh5v?dTwv{isPMdKtBrNZOJv?5+
zr(L*$5U+g6cDW6eV0U#bL9RS!$W#ytH3qAO@59!lX4%~e)u&W@XZN#&o_=})OQfRA
zKNt}M8d8J3IVu4uSjhRHA~puTiI3_%(qK#m>XD8V%HJZ;<axLSM|qHerOJ63&#Y~1
zS&a2;Lpkpw<5vU6G(XIipRA_(R76d$u4}Oq%mx_0@xg@|Wf}I5A8S7uD&Q(yuMQl4
zda%<AIaN9ktMKT6L;Ii1Xa!^l@>{zg_V~hA<3VXN3!+hOKb4!!=t1{QN9wx-2B}ui
z00xN{AW<4`TdVyWBf0um75C}tDuHoTSixHnYm?iJ%E{w=a4n<0fdEOG1w0@D2-RJ2
zwZ!X!gstKFz^XeI<v$^^BndR;@877deFN#Kx{mx{qw=v!_r8p_<Xnj7{oYSc=DpbC
zHi@~MU8Y{~$;Q<g#M9wO#Zz4Gkug~Jv4)(sI8Mb1|G0!>J^Sz0+sFgMS<uqp;@w%P
zzV6e7CfN5NGLh7x8er)NSz80nX*|oxcew@vX<@^_-_zd6w#g+FiNFY<z?Tu+%IC^P
zCnM9&5bpM0E|F>^QL!$D*^#B*$<8UJT$RYFe5t)&w`th7O;)0zqAHf8IADK2*O%&r
zI?P5bfu!eBG7Ajerlw!O2i%z{$+Pbd`y$vnTasJMLehn#3FjEw+zQnF6n+YCT=}zp
zSgm<g=Hf+DdH{5*s98t;xPgH|Cpy4(r0R@@uC7$}H7I9J>n9fGmGAPl1;K*${mvZL
zN^qbQD-L~8v^)-{)NUd&X7WdnHn#l|w+55M@mHZh%q_582B}sy_Dh%ec1nMaP*rsU
zA7-sN$7b;?G@{Lm$&}#Bw+g(E)NzjE>Q*&BVDof*AX{0@(hE(vK|f(rT+tWK3_)S@
zq##<72vTQ^q!gzc3fv7+Hff|k%)y!i$NPxbsm(>7Ek_gH_rqf77VG}r@IsIeu!-#u
zt?hIOLXMqIDaASNK$KCmxq+y?+h=;&QoFnd#&Pgyr0r?Klm6K)Ok_cKF=aHP+19l^
zt3n-p3CJAMi8KYg4&<9@ZC>sF#n)R$McGDO<0=R?N;f(ZBBi7>N_U7LjnXYG4T?%5
zIW$NkB`u9f3?U5NN;lH&cV_f?*Zcd{`hNbyTF<lQj_bbSoPGA*rzfohue8ED56@+L
z+Z->ibFlFCGo2K?-`tz(TrL#~FGQ-s?!TNAFd5Scw4iM71r&s4oBW4XOO1^)V=3N?
ze0iJ%%IQAsyc%KWof6)ihU1-)4kHb9^dp=k?b{D>Hmrp8gh`zz9?f8+iCwOcekIOz
z?+$>QNXMoXX^~Y%u^7oys{jp+b@F_%Rq&#~v1QTWF+>dn`2j^sXel(cs!i0??hX>4
zo+pB$Dp_sm*uMOO#DVZZAu)1T`M1HCchHv2TzpYluDef@;Qyv(5sn^;bBz@+4-Km`
zz7-G|AnUkNs8mL$Ny*xqmZx-opy2b~Uc$hd^zjP8^RUL1@E*#fO(B}yU)C2-i99wa
z=N+5Z`zG;PHnlR828D`O0v49<^^Aw*JmS9-tcq^jy3oXi0r7DhE(Vz_TrrEvyyko<
z<o$h!o7g!rP7}e@c;TzW&;TAX3LO%KZ}K{xZ}FY_h|!mMHbFf_?Rmi!b5Ey_Nk1A^
zlZo{N(L|USMeNRxumx>{-+*Crb-0;!CRtEkI4$<WDGUFU&(v_}Npw*lA+5&lTA`Z2
zy_fm5;nXoWTKhfkOYDeyFjXy~cSg-&*<6CB)bW9*b=7cNlFcUJt4yswdGm%tHX2i&
zJ~b%@k5FfA=3cZc)0IDPkRD6?-~S=S)I8o<Y>jDum(@YCcGXZuFDEHAhIDRWet7C0
zrYy>F==Lx{x>OS7n*GO1IUDFiy-QPY;k4BU4<1k><>gl{^Pj%15>t~jr`zQ-j=fp#
zhmY#sBMBO7@I1mJU*#1f;;MDkpGNU`a4v0QYBMUXl;prn<3>6<Iu2!?I-|W>vYC{!
zTSr5l#Ugy_d3R~DG=0^Nly4Lyw710t__>6Z#3df*UNWDMAhi`-e%?SN*uMrYP4E!E
zrluHx0C$D@o?)z!kr4xTv~KnWg{g7x0p89VyWhxTs1jJdNbh%3>hc(u!hDQOs^brx
z9SjGLUCg{FN8f41W2;o2%0O{YY`QKgY5-J}rInw1)QKIY-X4Ormt2+!CVqt<-UQ>D
zq}{sE;?z@3(v%#1u3oCB>&VV6lq;?MQ8%WXy>{;6#VE*<h;Dtz?)#FLnfdjoiSGmO
z_C#00TUulsQ_!2q@RFezDnsPUq5V=@gV^T9U~Rk_r)=dew&>&qx1PIq`)_u^#PA(P
zU%wCP?v8Np_ztpRB@2t4nxnwLK<cL=zW*q5{{DNq8Z4Mk7`e|rHb27fRR&3#a$bXx
zJ1Dw{ZORz+iMrXz9qSX-&_RZCZrr#}Cu{Y+ogwi2cBEG@>`>3NhFqnL-D%N=myyX(
zK+3`%&oHo<nSPcbi#NV;h=QDEXsqlZZQB3_=ZC|45K~>^*n`PH-O9p={PIA2I<qL{
za!B?^Tq!=<me>N%Lr3h)yIKIu&xt5U732Ndp68po=b76{0u`?=JP(p->qFSH)e8%x
zjpuYPaqoWbzD7G%noMNG@J`j=c$y@TH_IR*;b)1dGUkq__HfQ*tkXzJOPWqFm2TXO
z=s^TJ{ohD^_c#@k3c+kl9>?N-r{BAGHzFfP)xC$G{pj`$#D3vZ*W=)o8;FRH4PUep
z_oe0PxF46gN{D<MY!I2u;S48j4br0sn~4~sVkAls$iUwC-Zk=9c0UxllN;6T^e~XN
zurQ*@h}2q^s{^SHCBy}ErTt5MDa}k;`w(n_%hyoCka!&F)g<E8z^LJAUMzWG&&{j*
zVJ$;~#p>lJVrnlewlW<q${SCeEaSQ9V{hVl%}@3DM9}W-6cK}KdOrIeDU{bH@A4)V
z>Uwp*w(=z=qR?Ozbk<so!1J*E`-97vAA}iLxiwlU)#H1%K-sgDk87gD)3WOI%BAAV
zajYm;Ld^C8AR7k^UBl<3*Y$LhH=!orQ6}lB{!*mTDp_?!0ZTL$`v9fPwcrq|!Nb!c
zkV*~tqUXoXN<Ac)YyD(xwsRYM%TNAIx9W<gS}W=%n74%qn=&?n<&1yte9_P2u(U|L
zdebIBLNFG)XF}ekfh+aX3#XX$d}!{Fm(y`{zAz7>=_aYIJo3daHAjB-+jR={U9Y1*
zJGo=8eJ<oP{?{r({+~e!V`dN&e~iTpz_m@@EPi%^wH{r>m-@}I-s?zTR%akf!@o~K
zA*y???<xm7<$mhjTQ&1=;P#b1s#{3YT!O{q>VzldGZAHyz4vz#TEq4EB)$gd@=F^3
zm|j%OPjxAiIp}{)PNBl#Lf0Bq_{PBtac4MR(I_zNL+Z&zc{!7nafRYg?C_nkgKG4|
zg|IL$t?5-~M2;~1s}<#lbPXIyfpA`wL*J!{b@IcS{dh#G?hUoKD=VrvJSkEW{C72m
z`K+cZ*vPJt-o}X}q(&*^V7BX1xEUCB@4c}8D>U}u#@i{@q(nqS$yIt=2`$l9D@X#H
z4`yNd8x1nI?t1T4x+Pw5tDy3714JN3a)cle^{@Q>DZrfYNPglsB4>0(cYHmjrOvF5
zACV>}$&j_N6w93&C$&aNUcovNe}gx%BOgQYf{pSW%;Z1(EB7O8&G?aXC*sD(3U*=V
za(mnKC?fS#tl6bsziRu@*-_W<4Z9nmnBVHX33qoE!u<FYH#bZo(RWV}WPg-1-8AQ%
z1+q>i-R;6I<o@WQN=DDWak69#MbsO7%ha;Ybh5p+^jN<JEmDYKke~83gsS-ob4_52
z30<%RPbCN0Y=Ea{wG8bin!OaaM7^cpn%?&9();XM8Q4N13=$RGjsH#Q#p%9OUQ}Uf
zG15v@mqoL_TIPhuEV#NMgmg^u`yWk-2g@kw%3x3XdYM44HqOb5J&qTQJ5m%NdtGJw
zrWswx<^DC_=-=DB`G_z*Q}9*|6ykL(RM4u_36j&L`ZV2g)M2sFLy&0vIc;YHxG{t@
z*GwDpn)wkq$B(9Sm{w3aK7{+fRU^v6*l_fBP_f)42b2}I)NErq-vW!tN4qJ=$DUu;
zDcuaF7ZLcJZ-n*fOM3@$lhpG;`kVbv_n-eRa=5R`RDUw{EzeX~Z{laKhlIPqysrLw
zP|IQ$rD3mF$71jz_rcq@MiiYQX^u~mxC2Y@AMiZSS4_u@-l=n>u$YLrA3Ajdiv|!q
z+QjNkw^w)x?4F95CUkSo2IK6duCMT=E~pz=<SEYDC^@o*&yRo3;WaQf56Glvy7xb;
zk`XTCj9<3dv9+HNS8A;}l#ronk3jm+6FOR3KC^FVVbTnmzE`&G`??a&rOcVZa5R=M
zaiBECaPfau9&7`vWeg<Bsl@?Be};PWOp2|CRgHhuB5pJ<hMTUC?k`(L{QB%p&8AXo
zyM;5%B=aCcCUwM<nf-E{Mz*PptVPFoF!sgvSl}zyEGoU@u=`oLHC4PUq&B_W$d7zT
z7U1b<KqH0UtL)VsA;KFv&Uu~r{%7vwM-rtFd2N2Owj=n<a=?R$rH_25qT9Gj<zCj}
z%aVkWpCHsaaAA|imnjTa9!N-T&@kvFq#|LjAO0#Bo5zJ^Y+y&!8K^DW9-=niolb%g
zD|r0HhX)*pyo*-+57K5~dyo2Mgzl->tTi<~cz?gOb72eRa_?m|_PKF6G0*)jIiYXS
z`-=cy@!t0U^9Xs-tASP~2JCEv`&+jo+J!5q8B`7r(sP{TofI^8C5xP;kXiq2$oQDw
z%PU!PTzkTEk#gYxdCAsbUoLbcNEa5qxxW|xZdyxDltfTi|C4gDKCp#s-+p<JzAAuT
zQ|O8kA3Cc~^H(2m*$=)&k%?!y0(rE0#-RdvufFzI=|}ZXH&h}vQ(W2C^lor&DuwFy
zJ<Sx`wpK>Pj7f(bC>oaQJqRhcrCxcguhfral3YJ`mHd_Rb7SjNOXa+QZQzU59uSDk
zQ$`TkJ!3CEkud&gRYA_6BD~4VUnc2M8HUtgzb|b-Oh~B4XysHbkN!(XIrFFqPYTJV
z!>BC09UVd^s*fQN1IH{cz}dq@G$+|byCT&GSPU^D{TMO4yL*=34WP7)*V_i@iqKd0
zSZtGBGPmkSZ(B_#<wyu5E$g1F-j67BT)gu%?Wt%ju9TOsPOnX}DmI*fz+9!)Wzu^x
zkSXOY1(&J1$FWsWb@t~G(~blNP;NLZ=H>K1r^ZkeK{RskamfSt15?cxoG6!%n)kdN
zcH_rpfZJ<4{@N>2^D#oFC#<bIU9C)MAl9CTAn5&va}o06MEhO0BHHy3m1+@POu?h~
zq%*bV4t(yO)83b4D1A2aq<Q0<==qQu(~zR^DCV=@7zj!9gLf&hQ^Xr#h?4={I!KHi
z8$6=9H!!+xojps!N9+b9l~MiFh=?1ho*RMHo{-(ag92x?F@%!m{rBCArrLsA{oQ&q
zJ>KU{_t88Q8_QKx9WxdzJ1r|Y&V}5ERS!x65lF9F8?!@*Z_<(*ToNMj^bW_n2vz&-
zW6rCYv8(qG(!p}=GjRcTC}4wnwq;U3!X2BtuEKnaJ?8T-HLY4cd9}!6qh;))_DVG=
zWi<k<J`KbLWQkF8O~+tCQJ3hSQC#&m;MWNLX!!$o)7{yH-r2-w^Rl>_^m?N!D6TvF
z%<r6exg?Q2!K!B2C3AMsa@=%|`{1Wu!l7cniShH?OERTC6z_8XEjg#tROE#mP|Wb#
z_v(A3>E?0kK1-fO24`qIw^g~)f#OyE{VQ`D2l0r_)cg^nGtEbJ-G3H?YXF3bFaDoZ
z7bByn7_+}QCl8DrU9kD97;XaR#~2Jp5mP{S1MJuY5QmB}&HFZ<a)Qk>@%cLmc@54E
z2R9LVUC-FN_7huP7ccF^opV3r+BBK+vu@1iSS;$CFYUegv}~wO0DE4Y5(;cGXAn7B
z7bhYo=Q0fe%1@mJ)gC4b2N3>|zR$69H59C~T-U}Opgt`JzL++<S}K(2;?VfT{IF?~
zn1us97VKGBY(15g#}`ChI>33>(kKOGA3s_U;bcADQp{^CSL%5C_}%iEA+PCN&1P(*
z;>&c_dXvFUIfL%rvotV{1mcV=7)CBnG#Z$8rLck7P8x=5Nk~D#45Zwr6?Da5>1A6y
z0iVc%H3n16XXN54Yu^ayJiqaU(W7cjnbbDQk8Mf6_U>}hKxXS4nY_7bk<63IXwPSX
z#=4w})~caPM}vO3M<VyNCjK;x*t^Lb-jh{U-mN{380FSh3!hFzIr=Ea+^r{CI_5t^
zvPLig978rphd}HjyiD}J{;>JgiDI-!tnH5Vf-U5QO&c>P6PP@}kTImZ*VhX!O*i<)
zoT4lSiHV4ACJQ)oq8FSk8=xQ>>@-lM=RD?fe`Zvq^Hj%CAy7^lSGB4bI%;G)<GTc7
zzi_(B996jnL=V>n;q-~b%Gs2f=WK>|uPb#f%llxdfg6kUou$}$0@656sr(kw<a_q%
zKxpY3!5e7r0>er%3@Hrb1gelCRIR<MQ|n^$Dm;gf2!}5p<!)n?$Q#AfICA5S<Hf8G
zUl}j%lD5r=YY%)O(q(sWLe_WYy38phGX>`B6Y+1B)QGzHUYMRLtc=Z}jVSQ+5EB;S
zmguA%lm(&Av8_*1?@eXXq6)LLV&S)44LchrV#kK5kZ`@Rd*ZW4yA$}o{=|xn(mkPV
zCw*ibqVYES5JN&iLH*pM-p;85@d)GowA*~e_}Y_qoRvO_2TMw8i<s!4+8FQ8L1aq;
z^Y-rEx%akPF9msRKBVO`QQff_Ol9Cd+bfPGx8X9L$*?tN%)w&=L&NJiDeji_c3WVw
z6E^{Rx$TodKU-b7$f=EAD{o8&e%2khP5w}c2tHx!DXrS9p{NR6)_Eiv9`4I$w|S#+
zMQZK6Rq(yQ@Jf7Vc^gE&i^+2j8SHRB$Mx%$1CC;)xr~fVz3n;(v*UTJVylxPBh`w-
zX)fUbh|?L^>AMjUvmM7nNy6kX^aj!0Y$;AkN3w4mDHFyudG=#egyv&L-+MjbI2qWq
zZMmINuM&MCc?Ek5zt>IX{BCY;oM0eg>6~EzO3<z4p@&Lfy2v?TH~8T`#%hiT*BQLI
zZd5Oqq7=|sr*ZIFU@&z>J?;jWr@4<dxrEK+vFrqNnC3S!nfGfM{}P07Wt=j;Rzjpv
zDl;?pBn9X6902!>wQ3CCC1s2IL%*d~E9Dr-0bT(AuBM&gz4Klx9yS-pBd}miSkfyl
z<K)v*Ocl{{aB#p97HNgu)hQ&#KH6tkkJVJPZy)ZiVF*In!{rt?F`PGr1a4VyJ_Y+l
zr@P^)(b4p&UOQU#W*K<F!MbNMMy|}XEsk|6O>U>7%p<r`pRunUJ(^DZlRq&h*3?f%
z(=FU>tcNFO==81grkbUs7dEOrcl~6DCX<p|(6KvRvRQA<J-O)N5ck3G;&^@SC>%7U
z&wf78Dl-km2vj<E+>ZxKjAp_FSKnqUCi~&{Djb@I8p|}BmOgKOB2AQidL>-Zr<mi5
z9m!Cmw()k(&J4pJ5(~5e{fwmxS=)~g69A4*ghI#D*O)?AEQPph(;oBEwMWnvPSp#u
zVn5U(CIVnmPO<j3Tm;5R(M}Bz&VamL3(Ox3U$lR(TGeYxZJ7T|2AAeaOk>Ib%BirJ
zFQG$l$0VX$5#gaZSbVr>8$l{8IZW_G^V1X9p!wfEn!IPNw2&~rtHZ>8Ti3n9g4Jr*
zlz%bgzi2AKH(4&c$;Gyjmyp6%)D!J^(PW&FfLkUg;9B(-PQ;)Qg>RN5B2}L`vZCrF
z^`bXwdvIx>D3CimI8tm<AUOrg!aU_G25Gx@o~(j@Qg^;dJflL2TRJ@i0c7VxKXA-Z
zf54Xx-VomOTo)9zyHH@UwR$E4^>E>D`g~3Z;_9mJmlYgzPrS!Yx3=x7%<WzIBH8KH
zUtMPw-%?Op@iEgZg~0n}@rTE;)~<M$rEygZxfuXg8B2*}S>WGsz<$kBxECNW)JaGl
zD31`1Dgy+~w0LN)nu*G@uw`;73B@8xthM!e4leZMXQdM}D>DyrD&vcZp%>rj&GgLd
zyFHxaTBL?<maqSvCSqPd5N^!kk!rqTzVtYyW>g%#z&0nu7AZ7ZeYApu7@2k7;s1%A
zwUKkw6{(g__a89Bxx;bs{P}l(3C7pc&UWTJ$IY_G83BNE*!wZ$%A2E6ucRSPO_7;0
z>at+Dw(nWm5<!#Vp|l6FI;|g9=(tUCck+K}94Wky6^2f&6j%~AL%||EdRL?<3(~+K
zf9VlqIPEpe4)CPNER{@ziAT7rcl^><3^<8wntwk=k!}1p|Mq*)bnD2wrr4@~zIUef
z+w4NNj17K}?s|~pe$yHPZTF7i;oE(;GA^BRE7Uy;<kg#g*~%l|vyETfhH$6CgR5Sc
z{_pGr%w$h^plQBeyt>p>83)(yzyQH{#5=c9vj9=Y?$PFFvv$XLDbaMDNt59Bx$Acp
zCW-=$+$gX`JAnNG06Ef!H8cG+Op&VSeAG-xvqVkOtnSHzY=q(jZ@c4{d?&g67i<=%
z^`LCfGE-k66!RBF@@;}d<@A%$CVFg0BBv^g)BE7kMY8zySQ)fZbJ2%DPy3fG?-Wyf
zY@f&AopZb>-#!EJ8pUv)R?}+4{Z>Vkafo}J`rq-m49{`qv)l2ojB(uYGbKO`_u04U
zgl}i(wah?%{e1{|u~b5&`T>2acF3omP;c|OSx9Ob{n{!{qx}lb3`N=Z{s##(TqTzj
zGw-?eKxwV7^k)t_Kek@td;L#cr3u!JZ*&rJD-^HJ35nVPoFa{9$mgyZXs_B+;&!tc
z%6Qlri}^HXO3$Nrm#)ZYc&mO9b}QbLlp0^t9X~3ppS^Xa^V71YRuu=TM5xpw9amtW
zpnHbf5St?7o;#Cqjy%J?JUTlR(LMvH(7tKM$!nUXmO}~mlr`OxnX?fSIlRl{llGf@
z{E6%p@&OU-Y+*5~=L}!MZizB)!pJV6z>h0+?GECL_{`CX4Grp{=CbYJY5&(jA%|5m
z!6}_frlYq@eH6ch;n4DQWqGdztOkO!2%)-P_x52aLsi<~e*+<c83+pGFMz(Ejr@FV
zM@&S*;V>kP0Qvw*(hWgpa3eBt{KJ&5bad>n@yTp?8h~C4{ha#0GCp_AM5-kg49EOj
zxq%%M6*G7w6}-xSlYW7P^27P4EH|=<^LBy$)E*ut*+HJ(p)#^K{X(y#j~e(MUYR3J
zKs|YP!$EDJshGpEzMm+Ph#K|ZIGurUx+PG!pH7sdm4Vh+zLwb0zmBuu{<?)CoFD1h
zPPV`L=`|g`P=BZh1OI(W=@F}8yqBLaC5eZaIx8Gq=gx&7(rVFm{BbuM*X&)c+Nm&&
zvG=SI&TXXo1Q+Zz2^!r$9w1vGr3TQikD{-0OIri;yHlrp04zVvRPA<?Vwv!(#X6$`
zsZE>XCsE1aOV9Lo`}7dCNOv=#+^B*hgjUL8K_P#s^s}>4_~mwpcg+V1CNpHHesTVB
zT4<vH|C}GdwI=*6X5ZJV>8dRz`(fa?gLg6+MisZ@FGxZL6IszEICZ~}Z7|Z5k|58t
zB%-Hkr36psK0-v`fqS{_@_(|2rip9ttppkkbOJAx(T!X1zcLXB<ooEqgFrTL5L&J+
zvhg2Eiqy(wer)nEdJuYC*UBGy(rX(?Xqlyq7jd8FznMb~pXqG^chFn3d!-Yr^0t(#
zyC#hiA;o67quVZFgqCaY^NhR1mI_qQJ4T{O%eN(AaI&yP9<UREM`)^P$vTgAwc3?;
z@s7}JzWK74Ot$)abwOwx>7Rkbn-6#_ggb;Oq-jt&E}|NgH(D;qxwvFcxZKi&@BJUD
z)_c}Z6}O;USVtx*?wn(F8tnLg8YXISdQ27OM3{QKb2n@3R>_7$CK59q@Ek2ivJKZN
z8d*@#(L|3FdX<sOh6LY6C;!b^d?aCjS#Ap{bgoT&FA*9WK`%Udp4q~%7W}oUf@4Gu
z6X($1>>If$&a)JZrvr-_R5d0`A=&?q(LF$k&zVo@)u8`Wvgz%Z2;_)+C<0FbC35w=
zV5}Pw$-dD_f_UXNPD?S0Q87r4^e_wpa#zSD_t)>BDID`%<YjGd(<Jb5A}hMOw@5s`
zF_lx%JA4vNMjZ|Ww112-RS+@n-uaSE{4yx?5(^ReC8?JJ_m)D6hGT9>GVIv=O@hGa
zHpn;iz@z(oXF<0Gi%a5_DUl~lCWtS#&g{j>w>OsL$EmN4#?5htdOt@>1YROoMVn5z
zgfeipH(cg6th2R?t$Ksq9mEQ8cbPnKU)i&dEntW&6%E8K{G0X>of%0eQ6a|C1wjBn
zXH*Qf_J-?^BNP4yC|lQrxv?(5_+3t}wCqVcw}JU*<MWu^x>DxB8zap@iH48&>1~3M
z_;?kdZL#K$n;Im)`LeDdcSIoL-@4snhT*(0r4~tzG%FZo`PQILR-(!kff6MR45;8B
zGY;}}sFrCUFsa029<bO-CNyH$e_TIom{Z}whO+p(x2->fry%ZJ8<0YLe$YNso^)p4
zL_T3JTEh$W=v7^%5qi#TsR%W?3zK+mhE5Vy62)QPkeN=;Obypi?Z|ox>H2@^tmVt5
zTQ44<2W2S6GP3NHa;ml(RE)nGB%u;bgWHd5`J{<^x$_5kd__v}(erF<QyC1^@mwA*
z%vygdAfgZ$-8b?KDm#y^g4wQgzho~-l_0>0Zb~<0x1gnlVw_s_hc>94N;g-U16-ca
z^;cI{y_qg^miku>SeJ$u;g;I9W>$O(d;L+m+WzeB@h`^*;sD}G)0e#2tg-MR=Ks*2
zm=S5XCgt-qC%fks=V<=aZyx5N%W?l~MD}jLh*GNleBz-0hc^uH5SL)(AX`?<F0G2$
zrK@3=W{-3o9JzV%*Fm~M28Z1Tc|)hM2G&-VtxuOQ?O{%xx(&zheUl@xIj4iOI%pGv
z>~P*t+2z}uKiRI8@P$N%BqLIlNtti#^<ITV+O{YhA7-)`Ok3=c|2#0b)T}!;df2#+
zeQpPPf;G{>nen4fvOMAYpf!R^W0fSeZ{<=17p*<J-5;&#!#DN(>1lU;Hg7n3=4ymy
zWJ>2hw<Bns^MCcarODXL^<XAX`aitE5}biw$jQhA=uSuS2-xh?mS|nOW8k!rjPT-c
zVdpqPwzP#~u9na79zDPP@zZa$$bU%Yx&aKW)Awp@*^PJmnpZ5|H2d>Mna-kf&RlC(
zhw9rCGcK5CK^3oxxuZlVU2t16zb{^7J7CBKJ0N=(VNeBN`k@p~_ZO(9k`A?uhvca`
z9y-YSwd8098Pl!rw4CWVIM#}ceQ3!3=5;_)4^Q`q_=Xk}JyYCZeOn7lq>V-Of4h7i
zoEU`5igBg|!z|wzvVNfnBPAIdSO^JC4LZkJHijM{zU`c%72*o@7CXeXprmS@EfkxY
z58&L^M6L+6S7OI??=n1++}y4m%e5yv>Qw-DZY=dX{dP-MBH^E7p4%vrL>T<}HZFN#
z+f={$AU#(%2<3EOBKY5;p@RX5=Dzq$Jv<gB3CcCtfP4c#!cUVQiELyk-BPp*yOlOg
zOpNNG>6{#Ip~aQT=M4Cp0h|(rE%ZLhS>U+Jia^E|rnwN?{PXcmgsgbdKu3eJadYuF
z^`oXe8><>(I;-ow^o$Si==rU>(--j+bO>hJB1RwZl3+%)i32k;1PV3fEvRX1vBEw(
z?+Fg?8$xo^J-d>>Mh21c!Ei)r(;FeHq-S@%$DMxI??=NCl|6=3$-B})CHpj~?8;J*
z-oKjB9stJYwEs^1O3c*vtP`xy-|I&py{{9xuwIWrGHxu;M|>8t3vag@vaaL=`H-4H
zxi*yN>0d4Ut>j}@v5jYtqrh>o4%*nqv|%qa^AlpOaawo0O3rvT)%?4<ykO6!@xafF
zu$gOPc^uk_3tRu~W|(PW`BIQOW~bw6yNS)Jh*1`uN$7jOD2dnO%ewlT)h#c4+#MxO
zcZW8>JhvF5ABNQnq4s;dcr|sk#lGLz*``8+D|O?O$mQpw=U0v#1?p!Cm?Q;K7Ija4
zsz$JhK6jMx&THp(ujw9;nQ&30N3ecXEq49VuzWE7SA5x9>w7tbU8hnZ#eI>PLe#sC
zo`E6$RNRUBG>{CP3#L}*fYe_6n;cN6X|S`1_C7v<RyZNx>-B)WdYVwH(c6p0fMyZ>
zF&e^fkXo9IjkEq4ZhCSJK{P=kD^m%lq-3@(Q)C02lABZj=w{!nH^JSOw4xV4wBt&%
zp<HN-y2k#VQPP7t4)|$cfd9a>Jx+D%FxhjXwFflXQ$=*#<|?7IIpyW*j7mwj(AkPn
z{{Fc9Kw+h4V^hRnP#~p@<ae9}S9oztA(7rj$c-Ex9O7zKvwUGy)+y0(uUc6#NEE27
zhCC^-&Mj6(HATid8)`EFqw6na)a$CG=QaW3eacDm2v`-DR_Bu_!xkx`N7XelhbP44
zU1=j)nOvWuvB9XPHe}@Bb;AzyI3zf4b{{z{52{|caN&L31lZ?Yk780T+T3ge9VX+g
z;X)n0cu}8*av((M{(%8(@jp*w+><HG=*TT3Wa#QQ!SkdPGIx#Dn8W6+$PYh)xI(<t
zmb?*U^^6<)B~!aU@FMc~hH3}i;8{C7uOA?z>93A&^_A#Y3OQLruFP(1Bufwe6~m^I
zedvxnT&-26^*OSq5OgU3jK1bm>K_oj-)T&Bo28IeQP%?pb%#%9$yz{uXc^Oeq3d3w
zkIs2f(sRObde<9mWkFjxW|q{F=i|a|m&CBKi5{np_|r$0Mdg)Db!Vjmdjc*Q4PYnU
z<Xu3Yx3j@*Fwt72kmdcuc@#QCmB(>bfg|L~DtB;bw5qW7fh!RsY93#*CV55oWS===
zo7#$m|80z&B}!ZBDtTc{Y$&+TlmV?~L%sBG`qK~!z!awS2L@|#z;yJ%FmDq8>;$j$
z_BGI_%SlLlwXe#_%#54J*DNj?(|_5Vjn-+{_iCIbB|e;s?YGz@`=goZ#y97Twk744
zK^KF-g6BgHkD2PBKt`;|e;dHPGZ`~=pvTz&2V86`EAZucdx=(P(D?c6^t8H1Ms{{~
z!i21Br|n$PUzy&a@Ednm?XFltI-BDC_o2@l^lB%3svMk%urY|GwE=tkwf#MZ2%(x+
zni>Y`wcT(0_q1%Z=#rI`ld;xGzQq}vU3Z5APk{O#1<hb&-dv%X2E`sHkVP@@x8j#f
z==gwE$P*~IZV5Qg=r}EvRhJB^(?w~bP%c%(YgE4xTnW&R<pjs^6WZI`@q9YbwLCEk
zR?B{+U8HMoueEmnYD|#(8qXm!ReW;&##18xQoReJ4RWR58<+_xSNRUVM#;(9aN42o
zH*YlYs(NqhZ&Vz2R|j(C9vzOe4%M%TsqmD-e>%MrSo~8MYs>Y|o$KEphPS)Yva*5x
zuiRE087MNEb=_uSHoyZ$%YAp%<_t2S&+QwDW=kZ4d?qM)IlT^?v_3w2*X)Ap`K7v^
zhz3cv)*fA+^x(IdB#pHE_=j2=R79<Jgw(~9--~gctp_;Okue5O+26o{KDpD(32wZ4
zgjBK_0V>iz+{R9HE3v3UlUc-F?N?xi(E?OOt5Vs<{aGpsUhBs(R6Jk@bkvDLIeK{5
z770JTN=Ij~LQ?^*kaAqIzz8^9FNS_wyb@yCku_E&XsrBQmAN9YUAY4(8e-1ky|Vm9
zqO>xoAkmhTs?hTxr86yK&!0$bQR6gfI~Gj=`HPoUf2a#oTCtt9Aa|OZt|-n7ur17P
z#I~#PTcxdqu#xZLFaK}i-2WathO4{MarkADBorBaKME7;13O?Mzpqe@ii+x31Jz?~
z{aB5D&hnQkaO`UN=-0`p@bI`=uwK&2RDUZ$CcmL`si98Kc<sV@7YLquLK{wCIi_)8
zx9}#{YvhG^g?x+JROPoZouL|ips^A2?b`yYJ2NO`;sk6{#jOnwa46<_lD&@`Scg7{
zqW)BQ85dyo!mr$A9AtCBo}9Au%~}RrgT}KYtw3G?!Va#~l4OuPPPR#&^jFiezAhZ>
zCauzSE=1$LXs?bU5*VQH1|Y1Y2f=M*hIDuvxLbzRdSRUJcL5c(YG|Ic*VF#m>YK@k
z2^(;(TdDJ`Tz6>2RJD74l<fp~x>U%N_zb8P78+D$#ygz9eV1L$z3N?qxfgldXfHi;
zen=f+C|2s<+Ob32xs8AY6X|ojWYFv!IIz0mb2LR~0x)e)jk6UTUY_wIWE}de;7l3~
zoo9|eUiR1>+j-45+;=j0-%Mj1V=e)%UeVBWt_^m@`Ml#G0f%HIQLh<Vv<%~QC(0WR
zI}^#Myv9IJ$5h;mRK1$+@cI7F(W+u&Jb{64SJ{%cqmcjE7BumlwKi1e;;B%L+<y4j
zyer7DzO!w%*Horz%q6khW<*0taD_Xb+aeO<57h%5RWR~#`WrVs8N2aX_U5)bnmcBJ
zZ+shQM#DW$z=>Q5wA@S>G0i75=;qqyyE9Ba`=19Bikp}MpZ^>5VVh<s%@2*w;b+^f
z7?ZTv>8x}ZpZWYFQ9>zhT37!dwxy?vVUY9F96*n(4-I-9fp~@`Ljut&_lFp;mKBtj
zn%_Il0id0cz-Pw}j=-s)!j*xAL=SEouQ0t680EJxogDH=+`;%{V18d*Tzm!$SCANk
z4qV+v=mLO&zIEXk0q<)y3UCUN*5_N4-u#%$$-|UW^lU-~#jzkXx2b>Cg0IDGY{2K*
z(0(FrFzA|%eKZ=39FvCG)&+Lm(ANh9GXC*yL~a{CB*g;U?{A8TfJA38k5aT5oZ@cV
zu!50+X?Cv;dhw@^Vx0G=VXEzM$J*gcYj9AOs<CgK2_jvR{a9sM^roc4m4Il{Ku?#L
zmQY8@1bW#!&KYYXm4WB|zi|0=ci=lJWaI;vX7DTa=t?F0K#?J)m)xBn^Hq8X=bhUt
zhK;dd9KQ-xswynL{Xyo?VfBVb&Ov$x;k>uY`4G&KbG9CrN%$rukb_=J{|n|e?E;na
z_Ei7^=XR{701ZZn)u3xFMJ1-|<{&%Q2x_kr4}K<>*2cmb`)z~(xDp)Ne=q?gL;OD`
z+yn&oxlbW#Lw3BGo-C<}KFu&=8F7P80IBJ7dt;=LUWIMg<?#i1xek+#bF^_ulPfpQ
z(qnaB;E+V)r<z76F2Eb*a{lhDL!RO^>X8SIqet?wYeZO%0J70X#&}7Ya2`Fcyg00j
z_<ZlOyTF|q2hG>SbQh(ti+PeI;M}R0`ujjNO!vb;eMtOCCwCIk8=SvsA{bkDOmy;E
z<_3bO#~J-bpIaF3#_H3^Utdb?mG~?!PR--ax7@X}^A<azw;&x>d1a52tT#Ncf{G0F
zqnr#>B(7c-k9g+sx?tLDF!3(Qbigz<ar|xpcZz)|_rB+g77wz(c8^Z)db%O!d&-qr
zGXk;FPRd)0&(G9L*`>NDQln5V|ExDAb-;4u(flxHr*WfJcF`cs$B_a>pNL>x$Ru@{
zHV&RekhupRZDmTV9!Mgt6kHwRl?I;C@_<!YcDiR{qSQo|WC1;o&2-;y+?r49=!Nrt
zdw+TYdYwl3{jwA9lZ29|#nI-Uy2bi-pGHKjIkB5%21S!r8)z0A?1Z)8lLZsgkoa5(
z;S3$${0DZeo8U_MS&|E;75dZUBR`6=7yuQIV0p#m;0q!&`P1ZW(2!3j9)3fTkRsdc
zbdnE4Ew(OGk&i{$tM8Z{NSofp4BT}L8TkE;yX<mOE_T=U6ysQ{EqIFQYJQ2Q7V*~z
zZ3jSFm55UP`Hr)|(b0~8d9uQinr(&fY1=aP1D^5(uq%xez0kPtl}gRVdVbWV>Q{YG
zPM4;{fWb-1o;Wn;N=}HM74t@gCp@|P7uK50|6DJ8s>vW}s1~OGD|wguCDWv_Ev`#D
zs8>wT<EmP8=(p9%YSlVV#LFeg^j{K)DT(x7k_aO`_NDETX4`PrBC>87dhYVmOThwV
zKF2}*_Q_tUkWMRH7wFmMwF%(aWsZO>rqfNE9--~YaOYs=ef=!w<v8q2X#k{MMKR&Y
zy=()ked`6=W~T$lKuBkMSH0a95RJ-t-)O{j&*V10$SLxBxa2B{EELNpaS9D!BQh6`
z*1Ha6s(n{O^_S^%3Lgd>3j_KtvDgH+#5|NhB%uerZWuWM$*`5<_U|=oJ<RRIn!q5x
zx9OvwY*^F$5v(yomxl6?-O%<r_pDFf@l49_jka@Q?+#5p{)BFMe4ZmPQW;?rX%tMV
zBT?X_w^hjXvQO`NKkj2aTMjbw?F${mg{-$0izxaBk>5t#fwTj35PofSgd_v6R=prP
zniKnqO(QT{dG3Ir7+OI}&>A@`(V$zcX?w52anj~X7}H3O>417wnPj9AF>^a9kawBy
zkuI~|tF&fcavs{5;3ep{s5n!INaqj!Qt;6<&*k)cQ{V0wXh+hfB3xwcYn6A3FAI0e
zRq;&W5dJcH&T9CQ)s}(eFYO?{S8ramonIlEuCiGOTiE)yzc%>7fa5?3*x~1So0*Dg
zosNxi5|1-r@Uw0iQLQ{saQdOSf6J?44biJ+Wr4(GA90l&bzkH)pUKg9hQ4N4_^U?E
zW56x^R$IlN7QX{Gp#d?g{Y!lt6a{&WeGL@-0UlpR@La968UGsh_;O$d{KsCjOITBG
zf8nUpb)A~3AcBGw@(H<Ve-??@MxEnBb98EgG1F`RK`Pt@W$X0bc&oHN2E!V!uG4NV
zvuc5tTakNj&s4iQ2?nxvIJO$H(M3B~ccz{xTwUJ##&jlwnH`8<IkbS<Gv28AgU!j-
z5oa>QE<4*$a2yZwL;xY4Mlo)c4$ZY*ITe>9*;A!aTx9a*;d1hi`n(rnO9gC+GfQfR
zdA85qWD|NF$o3JG#}db)3_I8oI~LhrR+L^ENHFzs&kxiPmbX~D6hhm{7EJ>za^}1J
z|JaC_F}*m2SLui=1yJP8-ITE}3S|VhhP!nI6Rn8o3N;tlb92yhJP%=}Qoh}~k7eD4
z=gRWAUoL+wJ>>H=aiGhPJ7fFfsrObtDqfVHN!WMW3ZUceb|{w3I0sb_B`5>iE95Z!
z9o2PScs(}VXAgAtM+TO%GJ6>hIX6w9V9B3nC9HtI`)xAUg?E5a1T_)$xx<k@^NuFs
zDUpOg3L?^>Vj%HQosp$cCN@g|C+MaXA^EodFrN0DFv|uyipNJ}Oj_ir%A0JHGZ{p9
z3~ql32)@@fUskr9VujKaXL=&nRRQO3DNW<|D37RtUaPlPWUQ2gaM*V8SdpW<67>G8
zPLJZcHjfSQ4X+WNYmGLqvxcg9-Yr>84ogSpamnE@Vituj0cKwGd?YseKC;YnIBovq
z{74TFk`~@hZRCw<%fvOt3Vuj<(kG#q_=HF7d#(xklXa`maMQL1_WRy~7R)O0X4|$5
z_NqIU#MPJsyXM$ho-RGPYYvb)D|Lfj&BP}bQTdAjRx8J*k7t~eLSp=-u7x#du;|KB
zW7p;6W!SN`gTl^5-SyG|r8xe9le=iywo1`*>%GOtE^J<t105gm6pP%oy*j-kLd(7)
z{r&x0(v1J<Iy~`Vuf6g;tK3mHrHWq>Ouaq`d-(%NqnI}|%Vf&@e4OcH*J2|6l^e{~
zK0(A4l(%}^%3E^rCA4?!iw<XK5DPlrkRSUgoNa=zMMqyg*!vd^ALq>WWCsdQW-EG|
z77e3zwmu!C>#s>oT<!QEHHKw&sD`dA5t{~MDqN}!dqJPr{kmiFC@>|Te;CjUDtIz>
zyR;uytJiVO`scZ`(TDy=>4aM4!eanX)}|_F6c?E$OR#(PRoD51wp0-W6wjwdU;o)m
zX=tH09*ST3ubwM*6{_34-OrH=TVQwA7W)#{qs|8S=#d7-T~gM>6pR2@MWuBgKEQ@3
z$Oh((L-pTh??yc7$yq50(YU775cLllTLXf3uj;PGZ<80o50Pm9R^(zZ)-dQb{!rd3
zU{p}>V)xl+O3mZb2JbD9TVN&$*;%dfQ|loRM`&R&ksdXw#NpsGH4Wy@{?dU8p3o1Y
zyH!Nh&gtsE(?kS{r78sM_uds!vn1d0;0$X6d*7iV{Zc-tA&A6HJ*K@D;-}hIP}Xv`
z_#Se%m~?;j{_m`&`Jyk<GlsFdFDtOOodh&K7au_SnO@t@Q={c1wL?WBcS0MCHl=#r
zxmmBT28)mdChg(RZAAVFDo9@KxF(y(c(<ogw%jQG-}_<+?a$NBqhW3<nmKXTxg~-n
zQd$Qon}J=qv(MZHvMQK*e7577>fZw5BoQ1D+tUT(g$%r$?Yf=pw_?`@XbeYqKm3YR
zi*Mv-`v}@avTHWQe3TS+2J9`R15|A6>%(vVG5^-j!c2B2B%)xP+p>Ycv+~92)@7TS
zqD!rv9K6VzpC1@Mo}0Zaf|uG`7u<68j}!Zv4lEdPeX33n#8V@I$1m%`gL(BP7I+TY
z1f}BSZnQ%kGKOq<TT*#>P~mCDXQ*_f_PEvoOClK+JaJWv?+c6g!VshWQ^fL69~^i@
z)Yw^!p}?PAj4-`bX=`oA`cTa>3iyGgUQ}=KGT3^_oTru>gUeUvbW`jTTYj$e{D88H
ziP#}ym<i<_?82@Cx~)q1XNW*QV<J$69J_l!7c;4lpS=P8V(<A5ie!wF%EsrTt?Je6
z$`ybIAx(L-kNqiTLn-@>6Ge^G1QRDVe8<7>mkm#5#esClQ56y%nNk?eL-qOhwp4S&
zvhH~815EjVl3XvvUBbG*6B|CI`C(R|R(SvK9;g8}!?{>H1lJhPF6TtggFo2dD#-%h
zedBfK&Kb!+q*}WsFKvtcR^Y<|f*~uM1kSF1Im3RcO<xq_vWo{<va*c7xJ8;$b&f0-
zaI|qBSl&CNLln04Q3;odQ_4ZPXrTwuUsC6U|BwH0Ik@T8<Z0mOvb<|1B;7Tpj`=2d
zr7T(4{J6oIKiZ}^DlZV|&Wgq!n)&1Ng6!K;T#_OK?isJf^SBcJ(WriWz<k0VrS|1X
zJ%z7~+=e%Vt>^F-r9`hYe=@$APDxlBo6lFHJN-tw?xERVd$d!&c#wCjzx|B^>ZC^f
zGG&mR4EED<b}`&}zb&cy#XaLCqac#3fwA-?A8*JXloF1*;}}N%Mlj{H8+PzjAi5yn
z&sS!#Af_;7HzOlP5iAjWC=|Y4mG(Gx)hYINT7x-T(q=RUyO^P<3ZNchPU!~$2O*_o
z9BMe)+r;v9b1FvNck0wd7(Q`I$=4`;%&r`-v_{crqlio=^l;4o-u;vFdS2k06lPz^
zuY*gWQq)$jqf?nVzin<yL263RFqGAK>%XCdM&y(Cr|=nL@?OTL7};IL?dl~HuF$!7
zo?xn6gC%fG;(G(&@?{Dz5=&1A`qDaY{o6z?2b?=IdH+i-Hxg<}?K5B{*sfcFT+!>A
zwQ(urkmEZLSnvsyY2)dfdG&{I=#IQlE02+rq~+`A=;1OS>}afmlEWAO6`)p<O!pG+
zDC*pIJvb=82}Xh0bNsOub?OA)g@6MX?&x+vC#-Gf1S??HE8XEjkO|t)I$W3xI}Syd
z@5sykje=aSLhxZFZQGMXkLx<+9{Kky(DbiumLl9U2HXn9bNhd-jAfS?{YxQzUjqwZ
z{X<G2l{^Qsi9j)Ku?xf_eyV`@XMm!k)2AEwQh6=m;j-er6bygE3G-X9ec;{kHXK^m
z%IZ}uD0}gXaNkC!#wgxmYumah3xQMY!2W0FJ@9(J5vjprVV<w<I?%5{Iu`|`N4f9e
zbR4p>vcUUz>OIQL#)csfqoAie%S*h=kzkA;7!(xAu2<6n9^b4Wl`a0gshlD-^gC(Q
z`vi=X2EOF`H-23AuXHE~Nr%Jtw!8~9WRgeYrC@|t{Nbx^SlGE3B0=8GowsMY;>_Rx
zW!JIezS);Sk&*Xi6JmJpdQq(K=hVzAd0+QmflL@Ly*_PMXp6)7^ea^T!KWExVJ-_z
z5Lxx>9*;kty1YN15k3tJx>#`2&H6rd54ufu7{v|%Zbd0ddZdZ^-tFKpAOU-CM+A>R
zIVRge6(29F892dK3S6IA$Q?6Vq;}jh{!lQeMKeXFJ}KsNU$Kt(5a8~S02z2swru$_
zsvKVexz_&H@c_D|Ve92-B7hS)L67d9Mjs!3@Db}!ZVsc#N=s{6sY&?c1`gG2nBGG0
z7%s-Kiw6mJ55U^K1^f+-VXO(Ssg@b~ip&BUvN*%@sWDX9V(wf>r*@e#ZG9TSr#b;x
zWjGey;?s3xz!|qT7_a}TZ?{#zwB#jlT+nyeJ_7~Of1gi?-7u$T0xVKDz^eiU@Z6ZG
zbxjZRCfIc)w-P%i+ZLl23_MnNEP65nGqbbXKyprLIDJmtY}bM<6tSWeI<)_7W9s1L
zIBn#Fz}pxOsvR>7p0W6Z3D~@!V>)Nf76(`#W$ULtRrxQ~yUYSJW*a(QOVvPUTXw)X
z2S&d5(OD5wu+MGT<1IJ~2wR$sGXlXKL$u?+8>_frF(<;(la6%M;*#NVam(zSPZ*2O
zt|rB<j}!^R@(aUp7T~`<>+mQ(XBFdNZVP^g)ibd=(_k?f1MSdzZIy3a50STb$w{sK
zokrcs26)0zU!4)d`2y?iAj<qtINMS;DTjb3R{}>W^Lyl*wXw<)i}WnOSY~#GwYE1t
zVsEDI-(*e#Z8wehpRcE3s$EI~3-oz;z$2E#m`J*TGo0eU;ds3V3cQ4GLw5)sZ`QrW
zs2X}X)ZQ(}>W{sQ28E0ltFtj+`$X379uQA0I@7%)Wb+6DwJWe;o<^jm<RTSGLCSU<
z1yVN9yFSsx-dgCkVIoK08@*bW)@0Xl3wAj93i-A5z#fhJa$32q#s5WK&(op&e^A$F
z+tV%*$H&JL26QfVtBX9Ynb1A4{(XhNN+)UWqQM|j;~FX=M93rd>0|SNEt$9AQtIX6
zL!ZoGFU%1;f7xIV>EorvnYa^`9+t6m^rK!!qV?Cx4(cNB8q&U=Dp>UQt6luIr~gk9
z_Bb6lni7(lt_}P;4@~Uqe0-X)YuKG(C)0C^SWq$`avimQGwOs^?138D!<=#u9heFn
zV>)xHsF%s`tOrdx+OA17&rIyjv~_;L5HEZ-M|LhX&z!cIqGu0UbEVYoY?03TsKwXp
za75q}@ngBhOmx?dZ0%#6yK>l|b)|qPHuE?|awC0G3R;ybB;8X5i?Q1nFAq=fP*F1g
zqlFh2+21lh%x(dLj$4?*UH@@^k)F=asl2ZeW*^vo;0{}%2he5PO46F!sjkzlV`C%m
z;<F-JHD*y$8w*~;c%#2nsq}~Nko6oJsokI*Vc`A~z<sy?1;a9l&j`!ow;4|<gB8lw
zCbsGj{FIa|tsUWg+}k&)qyB%op4j{NyWP=IkGQ*-J=DW9plg&}p9*ahIH9%{^;;{I
zJ6Ij6ZpHd^WG6<WVrE3y7A(7ODKr)1-6Ts9eOexokU;d7Y7V())RG1sZ5b!imi~``
zFxLH}QaE<+6f-#&5}QFYUGY;5+^1$h?-ApVYsU5Vz+pN-_yZBu(xp?^Kk7bzAXq|~
zw<h4J9@}G{t?fOQz?ju+s>v4~8a-}vl#gf9L~&2nxM`+y#=wAZ=*TOX)<MPLVe^bh
z9S3$Y(@GfjzUm`q=I7UH_;cc6F;ogX{QnQ3eJz~e&yO0}@}$vk@xMfz_i2m6nhijy
zG8F19u}ccwj#+Cit#uc4f2Hl50ojLf|H*UO-cLMt77LgzVs3$9<hqBr1pL7mZ-LE!
zEEv&!!j;Z1g%08iLuENh-UkaNMH3&Myu=jy7|$(Yx|}+I|9*V7Jd{h`LV2-TWS8OS
zIcCfBU}((!3T1ZZ;efe0#Uj7%ru^hzNQ4nEE^ZQf7fiQwe?b`Na;T~4&Na<{2L?y7
zfx5v>Y#@C7UIK@O#w-+se?DesW#w)Jq0j8c)pu`bBf)=O8DmfBbF!J*;XEv?kCVAN
z`s~Z)Y>Frb4i05r+tFM5`}-zfQR3663%$;>xsIVlZx%FPD0N-a*Q&IRH#Reqhjs4>
zVjRM!9a&N;0y%b8ZqE+Z9LjSgAS^TKeEpI$+kgrVEi)UDxSNM%Noy4kYb(|lpHHSg
zvWsv`CE4HLJ#<*KLpYu=I()y$Gp+!o8QH1%XPYTMO3#D%ppAL#+zV`2yl4OgZl3?e
zf6w6L<fQJfgPv=An^T=|7`5R_v7~RyLIGY0Q{IERk5msD&2am6o31FhY!ltF8SafI
zc{NE4B0)Gn7|@!lV1cE%eB+LGhs74a1hHQ~-s)PTSD$ENk#spilpa8%AP$ZIr+ZqN
zBNRNtLE5x8vcw<8dszE`qWZ5m?O7d$wz3eZ9^Yu+2=1+N4|K~fEsg53Q;dQ_Z!?}h
z7bgQ&Ft2FeyVJ_x1x!RTRty|@Q%ez*7<*<6{x=$mKO<xNjyp8e_)GO&JMg%c<8!CW
zq*#ZDY|R14@;gh}W49bOIS`>E{U1+9k&x@vMEx~wn3R+M4V_8;)3{El@pJk(Ce&?x
zVT`|%TQ9^}StTLuU-J9*{ZQ4WV5QZb(cf%gDeVo~HUyFB1sSgxO3iDz#CS_Rj`^g-
zg#&^FHSD;D8<LRhoLRHmQhGqvQ|Ne0nEVi%PTaZQZ8fgVO2;w&i2c@L=73M#y}klz
z(Wo{^wCZjNv8uCEPqt^H7q;$=e_mNod#r28-YoeF)ijOE8&z!C*Q{^X8(AY}ygFgE
zbrmBOoi8D5A3FQ3bl=cLm;lQhJ&H07s$snHNNT{tdR8DjyfqbbX=~k}GQs1Z-b+I%
zu}giw_uRd@qiT7P0e6)2L~JG>A&%MY*}Hu18>0w#-Zzebu)DdmAM0J<Yv_7Ma6%!q
zIFK3T60e>4EPVdVBvv0sTlk9xg>IoNEN_?(Sar(S4R+6%YrNG{H&Vi4jd*BB*gCAa
z@`ikwGdbn2nLvPNW#+GiO_J_yQJtFL4$adLS0i8f`$xA@CO14)E==${`(E$Ort!!P
zGt!j+TU@E*vT^f-7BW8d+VNbM>?&3!BP>Dpz3{7sx>qATL+&JyChqxOR5rJYTvlKF
zDa1K_yM=UR6oHYF_f8(-SM=5tx5VWnqXd1f?eFJN@)-_Cq%c|VD;#4sm#d=?q*HBq
ze`?D2>joLl5I7l9i|Ez{@Ljz%%pDjJRm1Jd3h0Ixh-wuwc14*70=5$8fy0;7(x3Xi
zP6sSQEc))Xl_+3Ep}vMW9RXAua5Wac?mtI!qMTq56&M;ClbJ~mi~tYnDn$rsFtN2x
zrS<RcKTZ`>@ZD*(ck5sDQd7|--15lC%~U6~cFsP6`d;c%sEe@6E5+$xQFSdlb$Nx4
zrlIWef7!IYlf2~*%e2Sr9-EmVNbAVS*_fFl!1S~gdWA{@XQzH^v2W?4b`WO&gYF}!
zoK)}Ox8gW;t4R%o3<94|V%vqZ=^c5gqYZPkUTC!WV3dbTUt32xB)^R;g}#>LUkX(^
zeko%y^XX5t@!xWk?+msV#bAkmXJ00!8HF%aH`$pCF!Oy6JtxE=KEEmGx*E-6)lXfe
zgk;ytg!Z<a9y`mgsVOI&6NbHAQu{$pgxZz);8@7<ej)@sW89pDa$oizxAjwv-8Gmt
zLz?jEa!F~fbkYZ71fgOoRupt>M0osWi5kuR_gAtc>&g@;;9b2y44U~UUxSfK-A6MM
z1ci*xF5o5trZl!NXDxIK+}If6j_U#s(odWGFpg*-6GZxWOBpXEUC>-ZR|d8cYrOiF
zRqA4=As&KVES~*0jSkg4<m!udLCQ``7bR*1c5qOvHJShMF1ym)WNSzKP15OW*B=9o
zPnB?Ld19J4W^g*6CuZQuCF9{&N4vtEV&vPBI9cQK@`#Qa>e|nyscNb96Dy09#58Yv
zzm_Qcg-AcKgK{^e(b(7jwYrGc$;ORVOwWb(gY^ikn>zFq)2!Bq=3-x)oB3MeP8kr=
zlHMju`O#k@WV3I3USm@)ySvJQkPTdCFayWb9g6Cw>JX;i_;#73pNgjU)4t+-Y4Tt4
znJ-{8vI`}#!uG09I5WkK76urVlvZMI`S91iVg2~WX&>agxRUudbSYJUbYcvLc4Tt0
z-jm5qIF?GGMGb~+A%5lZdfvj8-AU;f7%L{+5bSZtGI~0r)$eCMp3U71bT{od_L*~6
zZ4QEyHVJ_HUE53LC1t$z=aIIV(?aLX>?d^1n8ec8@R7D<6m+%{h%FYZj?ztjYNwtQ
z7dQVcVm}A3gS>w6eLkian{C6sDKjgp(@4b$rYi<`?PI!sQaYIXcFm(JOPuUx+QX76
zpDL@Q%+FQ#ldW`r&Y$wbzto_V+4X#`l=tcI&Zd2S7AW`G>Dt)ef@r%`5VOE>3k|BW
zWno`%)XG5{2+$7!57X*0C3*et?^KvJAR8dymB;v``l=UdSIA+y04{(K3<}_64w&2x
z5;g2I{ILFrseaC87mpg1PQPfa@zRR)F8CdtGOxV)xk~@EG?#C418YygCTx5=%-ciw
zZ3X>8>~aFt#tIzDCfH60zLVQOADBTqS6a3#P?KvmPpwgM-=PFAe*>T6iX(89jfVc1
zZ4gAzIUWa*uwc!KD<uDbZEXu!ti|6BOmpdOs${gy1k~ZI-kp{Ts^g~V?4C?je-JMz
z4^V}cbIj2a$GdyhcSjq~Il2E`xaTzR%Qj{Xw>ym^Szbr7Eo%CylF-nwLA&QhV+ag4
zz#qO1*c5Dk_L@bfAyq{}Z<{tMySgX+r(b9R49ZzoRxcHhP~)lm15c`=;ntbQiKih;
zj$PT5m=)H1^560Oq7OP?$hMXg$=f7KpmJ%!riQ+8Agu$bTLIY>(E8>JbMTMS&!b-y
z0;xtbf4B9Ek%zqc^Elj^We`KG_IM>7q~AAO-$sng1p`ONAmxxCV)_XpS(+C5LNs#7
z!$!@(-e%>~fcdOxpDe_-roPouqmY+nWA79S<Ns+RKdT~abWjm7f9_C+8yv>khbG(8
zFBwx_Vi(!D{P+QsT|mJGEO%ve%{8*4hnW^R7+QMv$$k2{G_6G_$@~gG`(XRW;|i9S
zUYLn{J=gr@FJX!u({jqI^;=(e#%a~W%zs2DLJPb)smtcH?(;Xo!|>Nl60W&wto3g|
z5!BReIB3j4X`-J{0gCb~{V(jAUPw9-dDM6FbrCZ&6Swjk5`^jVKYAek#n|vo_AK3L
zD}m!yJ&P7hfO-A7=f{>Ir-cxGwyZ}+Z7K(Ph8QDAp3_}H0@h15a&}NF3J8(M00frb
z&877J4_j{?R%I8g4-?YeA%cP+-60{UlypmnigcHBh#=kF(hX9Z22onTO?OGRbO`*`
z-uRw#uJ8K%Tb}(qYt5Q9bI(2Ze0j_(G+xMnu<5aY>0LxHhwhCMU-u*^4X^_$_P=u2
zrm}F~x<yBy^<}M8-NEnZq#isGeM<NBQrVqB;D{vSk17R*xLQLd5)%^o0BdFiC}t-D
zW7M!|IeASX;%W!;0Wt+H3UMHulL6u;9RR$pHOZ96TqIhotI?bC`XS2qJbXv-cV3p`
zG7hb9&HM&-qC4oXv+Fj9(13ON4y&eqQdNQ_B+v2BoqE~TUdz|olD>P3a`3%<1EfA`
zo4c?fIwD}Knn~YvxWN3R(QhPA4Ogu~J<hDM=96ugYT*7dd~tzhK<KH}0}i%iO8ndt
zDMNxOi0n!aE&-r0kWKVsObn2O`)`RM0~DibRXM`RmSley3U@!!B#Ch;?S-pVM6oi2
z7%OXXfQMHBSg^fd5cJ~i7X;Ba@UHhf;mB7O?iu&Qy#Ta^##J(JHu<%RKoITmX^C#G
zX35iT<~v>?KK7cG$m6T(!-3TUP>(U@R7gY;;w-)d!r`!4$&k;8=buEa@5@aj4Ep{8
zh1kdVt6-EMP%?vQBqd4Fj85Yc3vSD-AJz#vXdY`uNZv)iAHRJLbrE9EoGYlU35q-f
zyA!U2Dh08bgJBQz)ToO@H3U<DI995%t7xc#%;QsM-2Da=!ub;KO9u94MJRyd<~kE~
zU(!9?nKh&J)`y$dxTT>v?T)66G+X}N?Y+rs11{dFlHV8-q9o+cKpF^}0+9fw#r6SO
zZSym#c2m6-Lh?Bf9<jK*f0cFNmUCn**6ipQjEQ#y@(dQR>LfCi6Jt2hs&0aZ8s_ZD
z`6`<3ihdAjbg;h&)H$`1WzB_vn!8rb{kQ%?6#zLb&1_GeNQ2x#fk6+@iUFPL)~x3X
zqG%a#fFQV+hv|};b;QL`X;H)<@v9jU+x&P8aNt(J;5Cn~!4;(CkZNX_Af9{Dug0_T
zbG~d6-jjf&7|pM*vt`xjbP;vRtABVF1_iUr)X!s+lbJx~oCurjm%yt1vWro9@ElMB
z`gt_><2&A7)f_#qgcXj2qCny3g_labMWSl{{6<hE-(hzp$6b5CL!;};JzuK6x}lg*
zY^-<;f3wDwGe0O8){5x^IKcA0$6z{IJOG9SRw@zNI04Hc7!%U=p64*cc(2Q!ka4Za
zIMl^#{uSti0Ub*RFT`yLH{Dv_{TW)yl$&3>Fn9nDI$ZmtL)H3!AOpTp)mP+}E=J#w
zPHE}5WPYkwbDR31GLbuq0`BU{w#OZsc@GCO1Rs#Tjny5wWe7<2J3@g&(uL`p4X_;L
z-8((5Px*2gFqD|?w^|zDQR(?8b03BLSOA9K$HD%@Gas7sl1qW!czH(EtXg2rg2X}M
zP^{@i0bL~&wr}^0>&$?J2Y0R-PesI&D7Tu6VKA6`%juSYPHJ>U%lEmR1%z~1gkN<S
z*5{wAZc;Y&L=*dD-!|g)?qF2u-?xr}w5$?=AHMWcGm}oe32J`e)1sGpL{mNMIy6Mv
z*813CYtD)v_DkMMSHbeyjWb_8FQSYwpcGCAZS5N{?6c+w@XxoLMSR;r(XrycB2V`T
zW4R>3`c<yHjE>h82Cbl=Jx|6ePFhJ09pTDDpJjnfkHIv6t=jO<NGxsdcS#}av(sO&
z-^fygv34JeGwt#?eC_|KGAb4+^{~A4(jt4>7Y*=;{h;*15k25I47Y0M0P*%|pb}H4
zBin7_F!VQdW&0P}W2VOnKVH*vuL?z{`Va)u|0V}d^}W5cgDQ5f9$iABKS=?Tn`z$w
zV|IS`en$JK+UBB=D;KIY<<2+({j{l6@PWw3=`lnZj2^KAL_OlMXdtOp^;pq{<!`Jf
z^+l4zr??>FeUfCC*dCJ1;7_WeFnvtlTkz-7u;ZYWv9iu1agCTsjVPA0%G6abDeS20
zrvk_jH)c0LN-1!jR#eu#Hu&r`Y7y;NYx7rgbZL!qd_f4uhxy7?k7yJQ4@WcDN+?^>
za5(VmZ%ql!KMrWG1~{?zMhDTf5W6i<wTW*^(@wlG&gkcLA0W-k;srE?uRi$mtQ2(j
zQ__~3m%5)wsFGE|yED(@L8&>pYIe#=<|_DrV(O@Qc=a)WHP(J6(*ZtX!p@ErWXh)T
zhz4AUw%B+FZZZn@dw(eo7=xy@h*GGZ_o+fm>%Km6&M29rLavh;GXM&pZKQ{08)b(w
zvFWtQO&|lX9t{hJ=?t}V{JinX1X^~<{agfZ9H7rr*inp))VCw%ohS5T;^Q?Ko-b3P
zKoS7MD_#Ijtp`o<XhYj<(Mvb6_gdfh)KUFp=S)1=^|6?c0Fp=E#&*){WQcOOK~ybE
zZG=bPE@<;QX|+8h^5<9`E}o3uhh4pkWTFnqQa;~&>xQ2KL8{*vq&Sq47fYXMR$!CP
zUkss9yFL%Zqp>OX0UXa24xfuqr`_qXdy=+IyZmlI%>))9E>Hj|6Nv{{pQw9Tm`CR3
zXuxQ8AJvb%;dvv}#TB~!uECL2J`hb%KP9QNp*0oR(tC3Rp>1pFV1U2D5&wgp1YntQ
z$x@LB*kPi#e~%a#LFZDY>oUgX_`tl(6`s$zzX+J5Q3VDqHvq&*LD}h7)(ad#-uC?s
zh_vak%_^u9cW8(HpaIWV2)9xhl?S+QT2$JimO<-LP|v}PL}R3V`SJI6v_+wlH82bL
z%b;5W+P;Uyih?z}iR3{v+GyNM2!j74Y;w-_-QA_7r9&{lN(NLaR>80YbKtqX&70*0
zqG`ry;(q3wx<77Zht&gjDiaZv!R}gPZ!LmuV0q*mo!F)92?@$4Qx!E^;cJ4C@M81<
zy)>5G3KrN=X(L{6EyTp8Z?>zbsH{QwjU2EUdDUUV-Hz6WY~jBHz`^0alf=hBeCNV_
zK=cn979>wjCAei%2gre9zj83SL9E3HV^<o80x?F*((n(6<jctTUxU+Z+}Dvh%_%rA
z^ss&1v(~-Bc%3Y@|7-Lcz>wnA$DC}3=~1s9yfIx<Oy#%!xeuFV4CdW|(XeK)fJY7{
z9pds_7u1Var}Jjo0I^}3O{L@e-vV=D&u+lKl8-4Iw%W8d7d#C(6_-%_knCK!c|Ur=
z;AHS2%r$2b(lpBFwAmR62MdqOA>!n`$RU7HmIqP=gcFoNnPJ3g6AWkJY8wMJm=%zk
z#{d-!-j!bnZG408g|3$$z@$Y){s3|+T_XVav=-ZzbLe2LaNUQhiEmf)=glD1>7W;r
zxysTWIT9bXk<4|VfwOcreo3qKEjkEDm^pR8Ka&ff0Urx4#Qx>ZQ@jH3OO40-3x=?M
z8ZZWr2PY9IYgq3UC?p}MD}-`?fC<oLw01zMr9R}Z_eC5xbFU)!x|e`i0XQTSXSUH@
z-K|d<+4AS%%2k<%(B<@qei;6=-~tx4u)Ppf7zTOtgUsdU;h3f&8yMNgKM?;j_H!VN
zIKJ|eX9zZ*Eae2u;d-njdXWq3EXbgu#ODNz**@MkDRpln>5yk8swJCh!(!_&xPW38
z5+i5I79qI?0Ps3yXdk^fT?NuoK)vAKJDACecy$_dA3m;<MCRahUu;Ko19M1>4;H@-
zLu?H%&f0F-Kt`1i@jy5MBf}f?ng9nv4={=7ni}4Vw%aQ)C0s1@r{$f=ki6Bt;<@By
zyc0?37`701>@XYQI2J%u=r4~FQC~U!oDS>z{Cmn#2Tv+1E*-`UdYLK(^g|*s6OYg)
zuMQsiBISUo5HUd1SpzoO4Omz#%x!>iwZ{3s+JN5g`$i~`q2_;wi6xvcg`71F@Tte*
zLVS*(f2nom3B=%yeG%(q%AS@9<+Cm325mafsO-R6!I;Tctausw3Q`Sgzoo6R#JEob
zHr#i@b7k1cTu)ZmoLFWg&lf8UHiqXAaJxs0KW@cc0OezOFxl03Fip_mJB~mS`w7si
zZ)hk3;;OOYh)5aRPM66gXEG`>Q<QD3Mw^4*V>HctDx{@9C19)})w0oZ6^efZ%{1jF
zQXH3%SDw08pludr+pf^9If^QiNXPtj5^?iJ;$Qlkd{|BZ06GNTGG+4wNMe<z*>_Q>
zf-%^z`96Af-%y6@taTfHM+h7D#$5I;!_aP+8-q=4mXVd^rpY)dU<N>Q1U3b?#PafT
zE+C*g>@}>z3X~Rns5qysU>d-1g`pS`{`k)+IravL@d`u3l5S*X9)O1jV?)~VoQ3{?
zlDOKqS7)<=c|^asFkj*ZI`@yIZ>aL+Z&O3%UHkLq&5C=%bc+PwS4_!N_N80C>2}vn
zz;lpSfFh};zH_|i)h>h~_82q{M8QVbeG&f*OTeSScqEyjjAyI1K3BTw8S6lojI&m@
zKq1v6qd;g6;NuOjIi5g?Ou!F}Lh!!5K7$pg!I(hz@Qk*9{cNBp3)z`((FKKH5rD=;
z$|rMoj_T<*yV|oEQY;#PHg>^k%@S^fBu|_Z$)!!WkOv9KrpehIF2x5|!wo}OJ=4=+
z$xPNa;L4JL+y{$UBe9;Jisp2>fq%4IB0HaU98Bm6HfRq<_s0|48D`BP1$P!Ztm(<~
zVl}bKc0n{a#9=(kas4xmcN8#(DUn;yawY#zJ@qAUO+&`b7VW%rbUD*Qw*Y`i&awi@
zhcQfw{D0>1!D<;`T-)Q$&Qsc^=Ux=+-03%0CuomZ+Imd+_r8^SYPSK|3VAP;(L_<}
zRG8AnkhZsqdGha_r%&b{4WG!bAD-cb?ih3pf=@yC^$=hw+l*WV7>esB1)Hh>U0?&9
zQ!q(qvCYlFE>>rIP`mE^9Vx~R)SCHf<x8@YOJx14DStZQRL*-I4KOfXf+2jbuP(~E
zJpfdbtHEMQx&T`6tYp!wrm7@iJ%-;kQPgdWBT0u@`G=t!W~V7$qSd{C^`V$!3p7ta
zfdqu;=u|o}Uu>JYG?WS;Tj3FoWdb^n4=;?PbK+;=b+j$N0h3rfvOOnO!?YNQ;07a{
zFqmo)tai-P*$k?<436priI!b!){r>{EHZYhUtj-%ky~qrpc62nX|B-*#7SfB&9FW?
zY%S17S5Z+OiKeazgqg#fFY3&<92Sxl#cW5ua8G5A6<uJBf+Fc~A5so8zlw23>grbb
zyi^OEJV#yoRx{9QGIJOBcr%YWS56cuKJIeuFF;<cwl}-^u#e^a>CTi%apU;!QS*H;
zafUB_r#8n+d<uvw5fc+9t-YEqENYI6BR=u~GU#LOBIzL&m#4cd1Ox=m-Xd8HU3pI<
zmw;eu{~n#2!GiDqsu;HfXm<Oz<A$+UFmo0QfeC-phUxwHTM4y~ZSlh4YEymu`jpc}
z$xhZ3LneQ!4gy^Xckyq*ti&YT<LP)%3`=3lR|u~mh&55>x7lgI)hjAGMIO;tR`2ZU
zl70E|BbA_o1eoYc4<@cDg26a#js-kkl!Y9~F)6Rse`rl5Bv>ZE^Z>x<?X5AKW)qlz
za`l8T4i*l8=lRdJT=891fxHQfF>BkU0%Ud7F47fS<v{B(t*%cEhtFBmtE)#qt<udE
z9`t-1xUK#`_De<2nx_5Mp6sm_Hr_o2-$k98JYptd7UIIT_{heV6UZLB@-%IpvYA|H
z{4)DDHnV$3_8%?=TT*vyULi#f4DRgReo$02G1)b-G5K(s?2-B8SpmM!gE5vyVuC_5
zj~;YC6%}poKg*pC68Y$Xn6Rw$o3e^0<HP3<!~?6Vs#a`GP1h~<=|1Mr4w)$+<p_9)
z{?YsBTAo5kvRmSC^VjVj8d|?d*%||YMmHIfN|$yim$s|gHx93%Nu$v357j2Nr=M)&
zZs#9=uvrWFSnBlH9G6HnOYEofrMM#=nx5iN;<j!?w~=el0P?|W|M`#WV_cQJtqe!u
zq_++N!+Sd6s-LF~OW*kv;$2DTPtt64+$htW1~*oUjehpZX5WdNzM?-YW+i2D6`IPH
zCKC4VbokjI77`k|D(@JZCd*OW5gM{{Ikv8p_S6puM!x2Ip+f7(Tin9_(20p2ub|xg
zW3KF!GnYcsEX$-gv@YsmYj#$n$@5rtfE@_@xY0SDcQe)wds0mscYQlqFio<J3xfT_
zmcl00b9?-vNt9uf?6j`9@UzVyN~a$iaZG9}8^6Fb@$Wk7NUxbRH3t$m)6%vaxlBwg
zk>mvKv+2aHmkc<@6CtkN4}W~}=Z{|l_j+5|mmvLdx~HgD9Oe#eHjPo?h!6ZpHi@|O
z7hRieTsJn#za9K}V>cS*8fJEEo*G{JBzE<%_fvDqK3OL8`6X6+{={nW_W&Hb`bxr}
z`poM$46b2?SXbh(<@zqFLU#K3vQlX@;97;}iX(6Fr9-)k*J+l^!5`>P1{0rIE%69a
z5=vejrhI55m7wa_3zbKl%CQrV*xAdcpXVn@Er7(A5{1Y1)N^&l|KrCks73bu`x6R@
zzg<qESr}Qzv8M#;($`~^vwL$9ZOJ@7@vE_CawbC#p6h2oi8Q&R)Rfha(9TlPYACaH
z4R4X`1c%$%9@E19$<??<mUqc7jL(}v5niYi-*=W~4bKIh%FfR2`P;X&?1tm3FImYb
ziY^>x8ywdupBaLB&B{KQ1D8`-Svfx>txg7UvB31WKkz6cO<(y7b2FE9=x~e8Ex%}G
zUAa%WT6S@b<uWRn$H3SRKxd^2FOkf6V2@}!3-Pri8gQ3+ROv|?1x6mckbwPD*Dabt
z(Q^D-?BZpigd3wqgeryjR8a6u5B|WbFQ9=@b6SSwb!k*vcNm3QPWp7VB$l=@vw#2@
ztjn<_GqR9fByE?orX|zG>%H-6RvXu0q16~x7_Qa2<uQNMYUS6umjW#+IcPb2MUO3h
zj*%rjrD5zB2&pk!9FqRes<w6@Jx_^=%}wks>xGQ8K6lNgGIz9_C4&yu-UZv{Kd4~v
zSjpUrrVsmF0t=qVN=iy#-grUBAYiu9fZ&wVY2%kg<~{(*rCxqy|F+i`&+-Q}%w+=-
z8o98G)%Rm&m1O(56w9+tu_qOe=qe7;*8-i`A7TC3belf8u_h<a3nU>`k8Cf*pT#3T
zZnn7|&1`So#~u}e?^f00x0SzQTDYc9Wah55on+qs<mY6TvVcwhzET5|Tp`=GBQyhU
z{cMoMuiez*4i4OnF1sPZd-ceGQ`Y5+h^(xx{t0j*UZ6^!1TV{)4yJtrWIdLao1Lj@
zE}Pk>6viaqMgUep1cL9bAHhVc=wpC*@NK;Ag{2|E8)acJUWd9^58AfEd)pD4f&2IU
zZ_J<(19PimT-kxd<z(dHVKS03ZXai+H^lJF1hpWoODKzdkC1Dl;0Knqa}TSxJ}Q@~
z-TFO>{AN*+jQG}@IzN?Y4yXP3mT4M-JhEd*@YTi@V5PlBP?z_=1uM5=rb56uS7)7y
z9XB4x_>?|>)d!4)H5)IbxVhZspb~b$2J>p$K@^5hK=9^QTVf&eY2A2znIq5cWuLeP
z**zX9BPRsu&=>+IoP)S0R4;WDznnhKeO+qp`-gVHY>GH>8A+iP+N`s}N)KP+&;l_X
zb<Zcb2M%@TUfKL6_sP?N+#+`1{D$;wL2-9*dtRYLW=cv3&?3kN;-DI>U0E;uSB~@=
zor?NqtgWn8;@nj}$*kO0kd=-3HjMi~i2Uz9eeqyD=bY2!Gcr{>LAD7-VHQXhxd%tS
z*#uhMDzCeRE48AF+4g$Aeq?FCll!+ZyrhE`_64&o`nCJ;m&&G;>+9>jByyKbq<yNR
z9u9V0R)TU4Nd(%_E!iaOEoPiXEAPR<U`Zt3BsBTD=la!XREPg|vT2Q8C}MlNsq^-e
zTZB^|!=Z6-ffEo!(`$J@#0}_7nd%Rpd%(#np-GiI>hGsQ%VYZfeSmP|mQ;ATkdt<*
zPKVaW##PN>U^>o%P0!Pg6PA(gQ94d$Y*#`vE@epTjoV`1(&e)!@P{Vzscai<iq7#~
z_Rb+2_3!^E{_zSWIzXd<EPgrCaM0{vVm3e1Fm7Z+<_nVi^6fJ=X*JIZMTu4wuDn*&
zR%oDDAlycJcy~oIKPAOcHCS1r$eTdv$KD#n^&s7I7tU!is4V;v%GsH>w&<B%zJYTT
z8pDO+Cj5P-)1b+lk)h06iSaNz;#M)NZM?L=;NEL7O!7A?e0MLG(dproBZ&q%5_eR3
zA~_>I_73*cP|h+@2NcQ9l)srcZ*<jTTpIEsu~_z_p(D~8>osMX8Bhl{G$jAy!|)6(
z6sjb{+x0sesg8+?{_LZuKT=-35!1-UDQo=5W_uL-^u3@$OciG3bt${6xtVSbVNHLU
zl#;Acff#=J+oUHC4&w43sx>$dA^(xaKAMF)JY!PtXZWGZgabQOCe#t+qY;vcqo7HF
z7HetA>hmLajf2<x%FdS^%Y-{ZiKY7MyzZ((obHeL^=}NvQ+ou2ZamuacAhd1nzpLI
zjdz$35t?`Pws!l&3HGP(SKPA2o$ZX#0g43+cFWA%N0>M_l(d=eOuVD@>L9gJ5^@~=
zZK%)zCyPBq;rjy^uWa6MDR!GuniMqfp)zc&-dAWqC~c&fyriDJO~Qy=CGyMML#S)P
zGv1U^B!U~#1(9SBN5N{}djkCQS-R(&3{VA5uo^EUhE0`Bg&Wcg)j!sDSMZzhU1oeU
zu&aacom=A1h2^B<yi9d7o4}*A5Ni45fX{hgK6jbS*S;oTMAL-qGJ%Uo#*dt8fF`<w
zQ0k4%`19Ro_$F%mc6vBVCfb<qf9~3g2&wyQ69HQ(S}D8v@rEK7FO6KFuxAVWy#wVl
zrlKZq#Qe+G`E3T7(uipKi?y=!0qx%c+Osj9e_1Q$y0eOc^J6_Lp)x}!rdQBY<pJ2M
zzv*&5nqc2=ND5<l|NSq{BPJG_ZuSDp32oQl(HK+SVf^^blQJLbo{8&<1?6L0qjUpF
z5BSn^3%BirN@@?#-*XlG;$umZmny;64qJQ-tYe8vNVOh28;ZA>RlQ1%@G<k8fc*!F
znXYm$ZX$aca|A0aL_};Ev;2jz0WvN}(cC*+Hj}}-9p%wb*ZcVX>Li5y1pO0VD0}if
zRH<Oru=seAy^Zna4yQ|1f=7II-cUqquN6xICdrkfKej8m`jKJ$znm_`#mw`2Cj#qz
zR+IwWyx^~?8b4r4XwN6ErrSO~jTzer47kV$b{4|HTVyEobOf_doOllcaak+jl1#(V
ziuoZK<DSi9G#tM4o8dtrQJc?i3^L(IRsH>+d9&TapkE9J&W_48&(s~U!w9vr9@-{i
zBId-SGIls|iz3Ttqc~{)B;V-vWX`Q?Hw*Ja%0bcY@}h!oK+$U}S;YX_A8K?+B-VIi
zxX3vYq_RGv8=2DOJ!y<5Uv6Lg;%g_O9&|Zz7o`<P#~MYEQqohDws~QHojE!`Rv$?R
z|E4j*2Fd>Fk=g_M7yAkGvI4;telWvu)?Lr9gnS);9lPMIsQI+$=0ehIdk*#>^JP?1
zkNaR=j%rAbJ!%gR<t!v3a$ECug5mCYjKq?OxEmqt3Y!$|*>Vhlu&1qVT19?))JhV<
zIi_J^@Fw7II5Gt}eSBr@*95vG9HI2qnK@r)Hff2_tIu=#|MR3t*F#D|o}<+&a#voi
zG|5DH9N0Hn=?VDk9tOs0M#mef7pzZtiE2l55s9Sl{+co*3!+t3%YeQTCpL1h#CA&8
zY3g=LMXj%TNC8{2XhH2N4yh)QVl^VyhDnxb>f&cGdq^VZ+FHt`xJb~{`smzUF)rLz
z$k=F1SIj|BRKx9M?uL|gNq&Nhul~L0Pq+>O-9pi=B_aHA77|ZP-(6|z%QhB0({}15
zhWWB@R94o;<xqzb+|IE}L5V0CG0wif*}434$C#XXYsAZMRb9aH4`L*>BB5tGADN#_
z^_IR;g1Ix}t{h3-tA=b-EDqpfoxj7(|2|EAiDKKfC-?G*qveS!fpLi3*t5V3Ng3-O
zg&TF@&Lm4GM@!?vPleWqjOJyGdgK_<H$HcC&G{zy``suZ;M$~Ikr*SS&U60!_sYwd
zA+nXrzBWeCxD3C_s^y<DYCm8<goS1G>7lJ@1FH%7t^K)d8FdA?$kh>SclOK<fO0MG
zP~js?&P}2QaWs+Ou&-jY*MlVOb8X1tw^-Qj1|KqeX#7gLajqKSZaFvT<ViWLVAFGU
z;Ypo$ALo7PxY=OF{nTD#JEDAmMZKUx0k_NA-A^Tgl%CHJf%7~Fn!3qFc3@Mc&CZ56
zE>_TR`5gWv25a~sDN9f77)b{EPXhM;ll`2NACzZ;+n!rAN6Le~qLRFc<FVxguqQQg
zE=p%MtWCiHoZIZW)Apd-&2bJJ<iS$&^NG7q0M${H3(JE&*KDFdvT`Ga30!1B_&dKp
z+W2LVNQIC8@RKX5N@-a%HuXO+(mx1(rJ!?OpA}tQ{z}!jG+HXWjso{z5}+JsoA%G(
z{dF4!@?Q!GUQd}DyOWdC)0#KW7ed7%^j@fZWmt5hgI{G{I&S^UXA%|)6e^E~3cu!$
zgx=esn@1|`iwGYLZJ)0QKbnSrv9a>o@s*HQ`p~>00@g<3E!gum>jnpmOmm8|6O)o7
z)7PEVR!XYbm}QzovdTEl9vA6oMIpIKp|s&=byLk<j-UCm&Pk%&c~u<C$ZonaR<^_>
zKDW>F2z1;EU>~AKdpfE8r!UOUx|mx^j5LCkhT<<?^>ei`7U`co<k&r2nyjG=58+RG
zF@zZLev=uK+fTuke7`mr=C^ttCTu9=w6)0b)C+G7J4c&?03)avlp=0^@Bze3qv=E4
zb~q`{u|tBJZ18AlbsL&h8DCDeBW8&GWifl@!eUwr?>DGJv>4(a>F~2l_&2L_s7!Ew
zy;ZdcFh4fFgne<@quuMpJu{X>N377Vd*@>oXM^K~61&_W5@oWhseWPRh_~x*97a$u
zf(0ZWlxC{pRgJEXo|_lh&)gZ#2{jw#^iO@<=7%HQ?TiHG!OJob7n^*2L+8S+t>d?t
zhY^lHIb`#nh$w#%$@v)mfOFZW@kDOMPpu?;1{J<`#kI2^-~R2&mNN+k4y@S7Gs#Bi
zdhkf5J|#ob9PdG}oV0s6!%_|7<Y-g8z!`1wz3aYXDZDUD>p;Y^&zs`{&FI9d_uC%a
zec(Hv2Q43eiYOEdl6l+@+wIGiTl)xmYL<sG9k}s&-*fe!MShQ$4!0RemEu5BD926N
z1ja%}s{R@Q<2j(EmcLiW{VPyUV2kvcKV`MX%xEaF%N7~tgb2naW4s#8kKZ-%t$#4$
z=>T7=VFUtEdw0#Y;uJ+guC~JRm}k+`d?$7<9hDRo4Zo`7wC?(5oNbLmybz2Hc)W$-
z_t8eaqCs!_mn7cZ%h3#Ad5T~kvSqshE-VuzS8e{hP-bU?;7k8@qQOL-zO=)Ok-<=N
z7i!@=plB~DeSne-GWd9NH24e6{fhB|POq{fW^5E{{)(5U0f$yy28)Kw3FnuBpn)@^
zVpB7R5HkJyfEuqks$XA<gwGx(#~nOZT1CzoG-%ISci#R?3d|$U91H$D4JP3>^fsEt
zZ2inGXtv2`uyBp$1o>jPhA-^3d7aMkoOVxdtUXsoJ!sX2pH0d&c`nNe9b$%(SoB!6
z3*=hm5o?{LF?{8KKdh(&T#pY~4Aq=^2fmR)oXv}!Vtd+Q-^x5U-arA2^~KPqpPoA+
ziJyjtRd*V4Q>DZz!7-ywPK#o&v8x&(7Gq{*@BG@|Xw;@MHEDs#6(2f}k@i<SxelaI
z1OzJda;IJD<RU9pLml7OV0T|}Ok(IW)Y=h}*X|y>=06P_2!pi)rmaD2o8L3u)%da)
zy)%CVtIQU0I_y{3?Gd4JQh}Zad`n&t*76;rsmO<;FK2LxgOjULYqMRN%3uc~gYM;O
z=2_9pkzH4tRj$>1TB0$PdP+>rc%mGsvi@?Bf=&dFR^_^9cjot|rttjcS9$RLvk(gS
zd42pbJ@jm=cwa+OUfiIO1C@tt=bc@gJU=HTMLP3{1Y=hL&aWfUxyw2{-=8IYU@$rC
z<afMZBLP?0YJSy5%oO}F$6H%OlRiZzbepFJ^505IlpK^|dN=YllSKua5TLz+A$4fT
znW$-fAumZxkZ)Vdt?s^yb#ni6#lwQ<JUqkSdvPIK1No1S;C34mmHe3m?YBj(>1(Pm
z$+sq=XAH^rluSKpP94X}X_SGzsnHo795tSN5A|dD9A^dJ(P&A+>fYl5s1o|o=XctF
zUUQ4VR*JrDFEV~)#Zr9sb^`h9Y^pJL2eL+-sXBTa+QGJRohoLj*Xy)+rddY#VefZf
z<i{yk=Be2R!4$DI9v>@+3kv&+{y2YKf5{Er!YV_h^WSdIA*X5O8Hd7mh&2MF@Ij;o
zX1m?sNW)T(Vi-nW7)hu4GReS*m-!LVW<x;V2Z@qL&u3H`Pke5$h}W2>;J-;58l9mQ
z)E2Qtq91~;Uh{190Dj{19$1B6KBc9vIdt|bs7}`-<r&B8&M(TL`%$Q3sn8TfjkR;5
zw@C{BbnQ>^pO>S+fSAM<y&bNqcSIm;#(}?uggjYcr~z9`gFvsbmbP{g$57$o9A;3x
zA*A)1?jfB)@4pA=LGyx_ZtN=GL+Kr1j#7iWNE%_ssuXO&kLxGSrm7a)bDPJ-Jv=%#
z?P|V`Qvrb;R*MUo@iuo$uPuz94wP55r%#xk35L%Tf*e31{=7l3ujE}V7ncY^s|_w#
z`YMzp+|JzWdI@@s#dHzBM;u$@k*p}}H0o87aQie-@ToC_VQ5RgvjL#{6n+|8L>Owi
z)V4aW4X8)_JYwV($$XS1wJfEiL5J+`pJVccQjjLZHs!g?#&zCa<-5BnOSKy7;EYTE
zvbgA(fBk2+d&oKNbyicfj)QYM>#$+0&_Ntr+}5R|G*Pd{FPHI!^HjT52fueR94?<b
zk8E|i*f-T@){8|K*;hecnDKnrz5KR8To@S6#(Bs#=e}dGcy23O2jBP})@xFV&mU<O
zp!77FXxQ7ov^E){qbonvWPq}b5vW6G>=iCAzXj87U$LL<FSNZDZfIOTJ~${GJHn?(
zMR#fCYb9F4u?#iD`|);W({+V7u6<-og;a-7P*Tt<LtbCYh>j{;Zi3V(1u9Hl40U*j
z?{MGll4Iafj01UB3i)(U77_+Ol&qob3R`=49=Z{9HN@CqTNoG^-#P-YN@i66D?Hv0
z>g$VuP03pb|NY0@B(&!j2aDrLv%PBNSLf%9bB}5L*C_Psw`24~$#b%i<W~b*P$kOH
zWHJ51o*GS<wr82f*^t2YI$9fO!cdUKRIOIUlZ3KsQwFwM7JAlf)R>Q~@Ve5{a<?JL
ze`RWT)zjl&><U40e^#iwaKRPjt^Lo^l5wt~*~ru9wC$nQ)vOrEIeby+>EU4Di8%XE
z5?9Wbt4~2eVTH*BL@91hEhgy3o?1Ay#{z?UwcA1Ue+;ho4$9H2g&kCo^-zGzg|8CE
zqo&#&FS{?~ROq$33uuRUcp?V~)E+xruv+6QdHGT~L*Sc{F-Gq5F&~B%N93S!9@EcV
zLf=2%@ut^>TcPn`0!@%Os157c?Ckk|dE^aJp|CJNsE&M2#kLs~)buGAJdbchuaDJc
z0b*LEa}DaITgQ455~Gzs&6<Loq;UX&^22ahg~w~-5Y2zK%}|n?ODuP`nGaRkqejrZ
zAK1%^6Us3s;pr)IbA4twIXP(rRNiW*8z2kb!l-!EVFw3x=a-kuU=O(;UV<SZMtidj
z2dAf9Fd4XGy)R$BXxNDP+%#j?FwoO~o6Rk-ES89MhlAs9o|cI?HRMF<1NKx2hF#%%
zdf9i!pY``mm;PMw4)m=e_srHJT<lt$3cd~g|AW^%sV?6Q<vIPxUFmsm$ztScsTmty
zmL%?@UQl1J)wM#2DZV7|6=;=BVSrktcr1g0MXh5eIutZRJmTcUS5#EwuD<}Ks6{YU
z<fXYeQ-)ihMnG`TXjWN8H9tOc{%~4revxbuf51&k)Pln&mpQkIrj)dtyBmsyB~ovM
z{mgnPm|+ih)}J(pPU^lZrI!XcN&aMpo&+$gHBT;aC1@yB(0=&`j&#iBc^t_qr})}m
zNHR0Lnu48U>H7rSL(%=~BXXQIp^-vYzw18ua_}Q}qJVk~X68t!-?t&Y9m|xb)O4^S
z%>PsszKHG+IdhHO0OS2Weq=s<qJ6EKy0efyM0FFm%?BV<KRPMfMWA{2)M*1>Pha1@
z`@sitn*v?k9MBsvT?B&I+;Wi|H1;BpB`uC2ZJb2ec&$Hq?w%II2KV&bOl{OblJ>!X
zea?d?jcoz$ii8k9=>7AH^~}}%Kfk-bPfbl_35)V+9Ocab5^B~Em>_k67bew}+ZXqw
zc<dGf;8ZJRjAWDNA;bS3i9!3Y(aEsX<+>cCaRf3_y|i4MIyip<Tzg~aQ8T3sMcEAG
zbI87pM@8ZLiwb}!Q33K?--wr~<auh4emvEj-xrR}@klnbw`WZMuA|sWHfDmv5r@?(
z^dQAOf-I-lS1+)`UcUoleu5$*q`>r9F5{jkiw}zcR%Z849eSq8)i#sDXIW`Jk}rEE
z=6=iwE7DWAg85RrySv*npFu{8V8DKAwpnt&(}z>1b7V81e8iU_-FbUE14UN$zw3L8
zZT^0aersL}4P}!s^E9<8DRPbgQzNhQmU=Q#jS%RKcQ{@@X?S_IJM$S(1^PN<L6N!>
zl&L_x<p)knaubZ5<qFO@&Qu~Of+)?M<d2kya#~m;hmBrQHF)AbJuUgS6RNd$m{p0C
z7#}S_t)dRe$;)1PdyBp<)q0dzpp<D)@IV-_3VvohyT7-$H`(A=;MwZ9KKRA3&HH?>
zX}{9`w-l(Tj8&Wk1r>e+jzpA``Q90dP}o>ms9w&6_P^WVRjv0FS!h*?9QuL7%iHla
z&CYa-?z)6C2s$n<?kgFYBB+<4+bYS0V+*Y9nFe^zf%c7L%jBM)ET2+y9;jPSTDB)U
zKerc+qNpfR6<a~c(}mxZxy+KC^jdX>6&tFN&$R&f)cHFI0A1PKY+iaxOSu@ILb8uP
zzZ)5Cv!z5qZlM`3+rK1!HL|L37jGCHB}?cH^u#uG{KKvY?U|ne&z?~KmWp)4TnFsW
z%@M*xSITO($YN&Ve|LN_>(u=+eQJW~d*C()xZx-`4dA+!7X-$>h>AUi6_}xg@nc8j
zpTjFANR9DlQwg3vDI)NL{dX8NPD}gjjk_OIoXeb%eQ2=UML!=wp=oP;LKHbJj`5%U
zY2Y_VN*1$z35djUhaA6dl*uIofgAzB=H~J~MrzgL9qkLrpvDAq%B${aO7e?3n`bwi
zcE@D@ymxN>OBJV0-|~&&xC}(rMhTs}zqPlol)TEf$rngBK;Odo6fsg}>q*ixr26k=
zL#F>jm|DX57y_#|2sdFNjD%DA-V1~2)mLhmVVK_ykgXo@^=oVTJ)mKpyIaam)+w?a
zed@6yjAp%^sr$JACng|(;v9xihjD#vFEoAlYn@>3vV6!-T^~ge{wHz->1pA+rm-Nx
z^r+e()BvCh>@S!{q@S#t70f4vwMHVBEAaMrUbKtdYBb&jMp6)`Om>KwrI_Zi)t6KX
zsmK3b4uIWe%X@{Xinc)7_JN+Ct^u?x^Y4S8`Tye5u;Q%3d;KiL`k0^M<MVr%RRlpi
z8x&Mdr<ims9iF0>q4MR(I7>Up#%r$nxlHhXek$ev;x;d}9QVA6Kf!h{J9U+Uud}_d
zmXGt$dd~eX!Q#Q&|87lQxznu>_POZ>CXsY)r(k9nq7qbyc}XV~X`m?Wt@3qqx1b$8
z>$k+*Wm^T}Me@HRQur-h>1PM1XicA(1E51f<KN#sNNMb65?H+mjxZeL9Jqe$5I!wr
zo={EXyGz4(xA@tpwd%GtX0M0@KA~)(KEvPq_m`k>wXwW!J`JFdA%v{`oW_$mLxiHl
ze{M#_zn6uzE2QTsNN>?e^|QACRtKC#_<<485RXpz{ySe?o&g7Y#L6Z5yt{Z{^x-&l
zq%<ga>A6%@e|s>e<rG{D3y}#__&QGVXQ@E3&fL7ne2>M0Y#{E^q2T5o`>ygoyTUPW
z+B{_+01!s^GX+=;1}q6`{3a345kX>#W#d)xNc!`my~Y#gAtZVRE#(kcC|5}NzbJ@=
z04yH@zXZ$+I^5kU0_fDb$aD+iWrojCsdRGxr5}`5HD(}8bviv;q|U#8_cMVxQVK%A
zD;*;U0X+a)_Xj=w|GgDzw61d40{9LK7^Fd)eIH$*puO<ne@pDQyU+4(iQTWZH%MRt
zw(tMLE1Y2PG`L1MIo&TUP^%94p6D|4=Lr7Vx1YPrsPK)$`fp$76Lv-va%g7C1VJX#
zpt+e3qIp`{M!)gaay!S-H1+s6q|fh$<$Zik+=%VYCRoYH5bhhO{xf)ImqS@p+|Bd?
zrQP0aIdvZRZ_aJ_4^Lyh@iXC1pP#27KP|SoJ~nLcwEpiG2NQNe$Jsw%97uGp0ZZZo
zz$sWd>%*|Fq!&i&8&44r_KS24&#07DOaHB#1>65c6x6Zqen#R$OZ&!`4fVJn!IS*K
zK1`U8xt_Lvc=+U>t*cv>MCw7u5$zl+JFWFo95__N;a22C^j0XMHr_;#rw!edsOsmt
z%!|*+>HDzNNA8jPFA}V+a;*UF>AZ5yuFe!nUwn5YZ8|!?k?y88rozf)kY?;jLCXZk
z7+>psrhi*ODM*?a@h;Js?6g4Yp8b$Y8Qce`&xqu#5tBRHq8_If=q?=bMS1?0(~UK5
z#5^^$o%j*%5n&Mk-)J3FDY}6?1hodyTSO5g-hNQb2_*aH-=R1ltzVA(-k2??2F~x6
zFZ?ek;pGAjhWB(#EDN5esp&+VI~wpZ)5XBQb>9f|7V|_AMCo*xf@Se8pxOwB(}RL6
z+S{Uu{?1a>Y)7y00>}FR@7^&8i+!jW$JNi^#0k|{0Isk?SsHmC{iKO-;SZ?`mL~!*
zk%R;vz^*j7h6)=L3LsTTQmuKqN>4E)*#AovHH3&$1J(Xez;2iK=3j#TS#skF1s{YU
z=j9P+);90lWxjylEbo7t7W{uwbajC{D}DsZfb0)YB<a^6`+?2(CL7EW9Mycw_W$$m
zWyiBG|2nIKdsgD%8SWUx-K!B#|3p5mONmq@Abw^~Klk@E-9s(wR%Gt7)z&xH@!zt%
zveYo9I>h8dCI)90mXq&2DCU8CUyE1wB%97XK;<swx0CyqGarP=DwchENw61j|MF?p
z#u_bK%IoxhDS5H*-5)-Z7XvFoV#I8^j*ji40HLnMeR@{$&ue%1ZK$Uy^bGF>!*cM9
zEf_vVo2`S6H(DZ3lg?bBlbVP70m0A9X?r^pEhO}xKh%DDoh|33>p?eJz$zfB^5D)L
zb`#`Ga39)(D!a&8W;_W<d%tFBD~aGx{e7|d8lDCQ09sM|LiaLAz&ucyrm4B{?pE|;
zWC`-emh=JeqQ6R6ep#p3cparaFQ>R|fd%-vI&G3&y-0<t>nq=dc){Inj0$%P#Xz07
z8aE76{03{X$s$2g*{NSx76Q+(S;Jl#=81)StA6m&CXX*{JvRi;QI}gv09J2_eeClR
z(t0cWkW2P1zl;u;x=T-MDKdeB!|oh68Up{{*v}6NtfgmA;3!+7g&GN${oZi4Ukt6$
zcdYiBRapq!@v?pb7J_K)NwAnFXZ;>pMd;f@v*hi9Rf<`KNT&3#o(A7VU~#L!X<Hr%
zZU?oa<3l($xOF{0IbO;z**)gRv3@q-DgfpNem6w(Zqcpwc0smtq5HK)nx`uT`+5_0
zPzT*s(i<yR3Wp&*#mY%orCz8{o9{6)eQLR}2K8Fq`SDTUa3a?9GKxEkj=>+*8e3Zj
z*d&1SW9B1_KdJ;H3}n?S|NC4NEqhMDLCAAx_}YXV7^rpr>J<U8KCemyG06)kbMWrl
zu8C}nlq<E`yJhx2c-{iahd}F2lDi<<HW+2VeVAgg9qC_OX;PY-`xcr9qaIkkTl&Jv
zrON9rJ+Q~J2icnnw279fKDY(7z3j_%itsQ+NtvQG<~nW5X$thzFS-kV#U4J9{P$KA
zGj5_7Tug!vQ`4A9vm+e^P*Z~upk@#*9?IA7sz~<ER9++^;JG<4fX<U8)v5q_6^cVb
zqy2pCLAj9?4tT6&fpGahY=i#!q0ipM-j|-vKd$L~EDA}JMc`**t9<~9yPHyPIT5MX
zTNQTASgecdDGO}E<Ka@xzmvfe2Z#nZPb$nOw4Fc-mF_%~oM`d%WFG0x*rk_VG^!p;
zbC~K3dWX3pn2o-y*3&6v`eBSwbPtZLnEhiH2%5mtHq#}^#7`ete~S(x!F{l?uSgCl
z&s+6MXN17EFS=s49CoKP|GbWg#65|`z0k4pg)ts{{#Cb9*5sBFdm2+ja`KizKzV_A
zx!s{g=WUBxe>F9=Ka=kwA2Bk*(u2b@z{8CIw0ZGUIsyWwha$h^ny6w^KG&q_tX*-v
ze*{7LcI~|VcGT=E%JntOx<-xa(iMKJ@+#o^z<C6|9=hmzx{z!9*~qI3%DS;RqfG|+
zBm~WgK7y0Afz*j}K`{CHSJMaEG~o}pY`S$n!01~)q9=-rK)&VMbgkuAk24!rx6M{{
zB7$ghj01;{kkDr_)mST+X?afwHi-NIs>oI3f#5kuWmH#M>Kko~yl{*rE9bjXo#L6(
zLapBT9=w#X6sX&NwerEP%WMcq`$*{8D5TTXkPx8TEUoFZnQ-cDwzCJwo9a3C>(gRg
z)41qOO^<Zmk%DZj3v|XtE-o&*@9J@JtKXCCj--iv-=FYp{B?B`jn}aXOt>XUz?Pbn
zT~DiG;vp^V`xO$>-(zD>qEtzVNwU?BR)$WiWzJpS5i<m$Ev|AsSTr+zmoYb*ONY--
z^z_`{#H(NTd4Y^?C}fxoRsiP_oX~-vrOSq&)vW7!{VzKU*58hp1NZnMq)wVo@fN2v
zN&l+bIW?atOIBl9{SuXsh9(k#5gqgM)P~*{dHjsb%>Z&bI63LemJE%Giu$Fj@Q^ke
zRYWDT!6@^mhq`|6BYUJaC&RGj%=)$|%D+g9i{-%F(dzyxZNhNaXo_@84eSt|#fAhF
zojNhn_k4*f*kw0mUU4=tho@d>tf{!ftMS%_Z(7H)yxV&|P*%NXi1dS^(mF&Z#KmR#
z+}@bY*4qcnNR&gtB#f;3dUDJ0Qu9Ive1Lcn<d6YO1SFgQNY(cm_PpvCBO^brvAJ$X
zT1>g~&ZCR2<?kCpLgWrYy`g#3ewB4A*>d#s?Eq@D%oxqBAf$TcyV-`gRLwiGQbJo7
zI@5W*lN7ip^)$Yf67&#B1D;%ISs4`c9wgK70wjpfd8LQoLYS4cv~Q;K6a|ZP5h(EU
zd4oJi)!?N`M%u8(eHPrVxAT>CYpG}@>(?p1W_>6F7^#duc;Ce{;4y&}QDHmK>#wpF
zjSVWHNKuKd8-LB6SlY?lhj!yi{<KaHGB8I2>gNZRcs10;$t@%oM3{p%ff_IPcl1Q~
z0um$?RTMKT2vDU;fb@W^x|R=6;Quo$$I+Xa5)=%5jCp!?R&jWGxC@0s`L>zBYXumd
zX^Q2Q2rb_Lpr-S?zwUR|scGcz3-`Q}v$fkQDS~wHYVH>~^#iZa^8@x~Y*Qtn(P8M;
zZ(EVEY#0O-c${yBUFPb#(tXYQ5zq1)t!d8%7iEl{lIS(PJd<3q>R`tn5C}Ox?CAl4
z0W{DDC23{F3PT-`^T4!upQXLMh;D#a<_q()u*luGxVV%bx{#5PT?m7T*-{TkC@FPT
zPr+jM)2aYKgi~O1b5mBpul$Z1%Pk=}+BoSVL>(*a)?wv#=Iim?aI$+ZuB6j4<3+Kl
zX?vH!SB5|2FdFUuu#WLo!FM=BMzd^QOgb>AG<jPFeb(+0vgr~!!kpC{^0StWbJ2bA
z+|W4U5-AVG<vGdKkF<qqz)F7eZp02{Jn7xBP({lrWxi5o1ek!+(c3GdnB#MEvHk}f
z-~JgGy0Nmh#;^4mpCGz%l{k+4#Gc`MALf*o;q#*Swb2fSYeK5Xn^LEe|CZF@+MD%-
z?j&zzG+iTF0?B#JLw=cprLW6_m@lBsF2AGfXU-UFKd9AMuZ7S_S(*VAz>WD9VO*-G
zzM${uEdYQ7n%hcBO8%zD#;UFE0zB;ylBzp!^A)hB?Y~Fou8HVPr`__ab;8NS_HK<K
zE34Yh?rBqJ@#j|^`-r$dK`S#_tFL9Ipl>MX9-P|$K=l3pK!k5RBXGxvV;e9+pH8Sg
z65l-nq_R>`d#xtXmJghNJ-yzjuv;O%9zZzcahkal!{~m*(eX8~;cDOyd8K(fG#g1e
zZ2TqYfLqx=KR-{Mhcqjz>FJH32=zhGP*BG5F+hY=3Cc*$?s^po^Ofkdh|T_=O$5ar
zO#aOuh68>?QPG+~kckW_V|kr)>V>I=Ff~$bUmqoX@wX<efR6UH>xUf{OQVx9MWtCb
zJ0r8no4Hd00CAJ@S{q@5-?p%@2>6>NFq|g`Op2Sks&A$r@&O>r{J>Mu1}JP1APA>U
zYv_`lL6SmJ*yjQ6@3f6ZhNKzE0!L?5zkbXn{9AcMi`v>mVQBj-aye$2q=6M;w=U^f
zyD9>TtvK^i7OtUZ7MNOCIYNAXiJ=Z|Tj9ku#FICOm0O}&xysc8gB10aOuxM9hRdqa
z!8<7fesrDfggP=77FN^dwR8j(hNY$DMG{bo#)Pb{ufGGm6An)gfbZBIwgn4>FD4)@
zk9}4#_Rhw9VX}(Z;<WyM86y>fn=oh2tfr$A!q>gb^*5)?)%ipwca3-}e`ID%R6SZ>
zIqbuDdRNpL#OS>-mFyO|5&iE_#lf!A>c)>R)jTXr7E@Z5X&3k1+S@8N>jbY5cy5uV
z!_}+alY$)TS(D3djAVjDCyN&#aCg+(|28)G1$5pX+}t#B{K)jV5d`Gr1JJ;!0f2Qg
zvG;wT4TN|R2$sDBYI&!1pmv~xsv{ZwL`<wLa9f|2)&id+5~FM^?h-js6+czgdC<Jt
z*b)zWBK4(@J&T=5_+0=)B1oS85yNn|Lp+quo=N*d#EO-zzuWiew-eRk7M|rK8>{yO
z(DZRTST@~~&bA4{E<Dj(GOC+H*7D6ZTeWr_V7O7~yDjEe)hHZrhfrx{&8&?PCSBnz
z(v%zbv*LzwYyx%Bj%R1H{-A2rqw*yqBLhIaUEloCq7xIJU_I~xgH1?Wj8s(#L3f+l
z`*|qP_9F*fecx=`t{MCbvRz{tvz`8)+b35Xf5#KEI;RFvqQ7HJ^|#1sk3J|4@bcM}
z^@l<C?pw0#s#pFfMf#~%iPulFfn%$QMIkuta_^S~x}A5diPtsO^KD%OU95{MfKnC4
zgvw00n(msH3ftEXyN&2SLpnHTv#zbSvT-S=S0xD+iQ|ae^ab<`&(;en?`ba?j|D)}
z=iI$&As-zi8w$6GbWzZP>XsD|C(!&tkt#UG{-gnVSdvRiC5$$W7Y|>|@!wLn#~BiH
z=vV}klaB#5rXL!Or}FFc1t1&ulZp8-7z{ch`7rNR&^*xFTht}2sg4X|s2c#cCP?T!
zR;&RoTrO%5jWl0wm2e*bBq{$sm6xUG6T#voP;Q3#VnG!8D%xVkn#T?yA&(D-%0(FV
zeI7C0uO{2;j`8sL*7*%d)VmX7H|Q48@B~FR)DOl2vh{6^WS-*&hRj{HQtIh>xv!lp
zUA583v`4%8t2$@;OKqlZ*-&ktf8lZ~$J{s~j|bZCxs!rF6Do7<d2FVHUjc&uArQ@I
z{-6%TS7y0wDHd<9gG*iwvPbpf){Q6OkIy!L&^vT9g5Dcwuy1gIAQ82q?WD(BC3jXa
zlLSBOF%DKK{YV~cVe`Xm_7H)m2pQh7k`JZHv=s_H6Ob^UxPtuo_BZ*Nk*(#UDXSZA
z!bwB^nT~G{TpttKo$&R^9sPf9neX@kQEU74K^2fRX_Hp=mb71;3&=y^HXQzGfqSvv
zznY&fEEH7ktI7uKD!TC3LwvAi1u9AO*p^<_Vo=ekwa)p^k;SYY0?_2#PE|9htRA^N
zM&^0M+J3zIPZX&ZEUoR~7o!1!ZKeVIcC-C2TjN3S!1R0RTNzjNhbR~Q#|b_bodo?%
z=$z+n?NIURv`j=RZ*h3grGiYf`3cYrzAv6Z7F$kCneRzn-xpkpZEAcwChlcPMO;=^
zj+mk4;=|!7Oh?7$rC&1x$Vh)S^Bu{L=S^6riNdp&V^H0^ij$9mwWqTRIoUeGLfO*|
zkXf6{-YOp_X!=3-CxjVgPwwC-WJ19hiLd#(!UAJ9SHBNPn*W?JX@`&P2zns;A7c_r
z-Q3d~%OwNOnD(gp+KSfZ$_gz*&-)&%v0)eR+g<;RpPruu`;pJo3W8t@%nz_~H6tqZ
z@kB6a%c1ks+pUGrzb9GjT!?&k-aS*f^h2Zn=@Ydtc^>a-`X4FG;*(CIo0#8v8cp$L
zF=|%ZSfhpAQg58qGh7ohg~0KGz?;h2x{lAWjajyqbA>@D!W_%nWn`@H7DAa`idysa
z=h3$}t|NFOJ_5GM0+<qZXCJ+ixO_78*iCKUu@zL<dRgGFo!Vlc>Hdz0sILCn6=v{a
z@^I8hggcjyYS-ya6jtz5{r<Xt(%)Tbs$c~kize3eSJjoY+=@-2d>z=K?7>HK;T1?e
zLnCR(i3JHMUkNun3x>;bxZyb?h2J^h!9dvF#^kJi({8$R!Fw*mYSVWGOh453hFunq
z4e!7g>=g@l>I@z4dpTlr?4eYfO@O8*`0_YFSGavdTi~r425rFx(f64*{jvUBMNK{d
ze(qQ7`9?cr!hd>(#e)=jRjQIn-_89gdDYJ}y5`-IlbTGT&&-VQdJb>rTp2RZBFO3S
z;MZH<7`B}4yA1FL(P6+DjG$b;yyD0b`Q~@8<=O%oi~?p0EwgncVC=g?|J3o4-2z;F
zt|_qHeRvXR!b&(P9%l!T-MH3sh^7zYAR25H*UbI+POz`I^RYJaq`SS21nXrvVAqR_
zO@;{E2nE+rDdag>kcXa0X`*K}2~Q^vm4gI=ROwy>`-t@s7RuURWZrRNLfR9+Mg~D@
zkf+{*gOMHd^F~3lP$H4$$AoA(EUy*#<lc@JYD^tBjLNlVRNR41W2$fLF}&x!F#P9d
zJ`M?FiW__>_f=srB=hw7@Zqn6A%_#jf%-`+j`?x~jp^BsY(avJU+Mxm1zGj?7Qn$q
z+_&laFvH%%v|z0DzxcHY-8FZm5wV?piA^f`BOwpA#WyB7ZwCM$1LTHMq#L_oVA*_A
z{mb-*IGDff1fZ?RWNRN;qa8PELRxpd9<scEBMK@w!AOz-IOz<EtXs+xQ+z1cl+_Wi
zAkgg`7Z72y`D-%QK@yCM@^7Qw{EWA^^AXfVrgtgaBwZZ`m}U=`UjMZ}=a!Y#%IZ~4
z*dWozv|fuCyrJgAnovYK`izM2#A!xI0V)3)^=V4)f>|IODFM1uJb0cSAHbkq3(=4f
zM=blZzh3oeuV0r9>*08!+A)_r)rrEea@U9Z5U2uGh)id$t;_G5OuXfns&y_+JwP4%
z7eBE4hw`E5AIrjPdrAA!@b@AWlyEyn=w{4046y8r8eDf0zt{inPoD(bWvEMvKa6T<
z0=gI2ZIDUB?s2nk*PWz-BT8DS!QaL{mt@{*3H(~J-+Wo~pG|%J+TPm=la-~t3y<h*
z0i^FcPk|4~m?)FJ!Tv#WSB6s$-&nCqJ~W+8Y+{!8s;fiV+ah>~oP88n8}Bwc;0Ia=
zs3}KvZuF}!?|py$_sjc;uDo}BA3Qism%P*X&a_2wHY##7qmnfrC+hE5bJmqm$a9D_
zQk}brL}iw1L#j}1t`X{2->VlMN*2QlS<xS*T&zMSx?M)gGnIaVZttsTwJgCmymE8<
zh@R8&WpPN`8AL}%#5Tm>JL2U4gb2uDJ?1MuG~pGM?@%E}ozvZ@i@O-<&`EuPli4)a
zCZWan8Sy_u&3@!#Uu6PjZl0z4642PjqVN)NAN@bZ-a4wP?%x|FBqRi+B{qU|BhoEl
z5YpW!-Q6J4B_h(@Al)63(%s$NU3YH$o%h^#+;hgb{Pm3S2&}!<V$SdUB#vo%u3D)K
zXQ+o+)p{0*0{%u3uK=P_Kf(u;H#265Ufsdoq_$BOBx9J5?;A?|JUw#w!mxOq2NwrA
z24mRIcJ$sKK=XMFG@qM^&AEb6k4myYy=mX}OP3vIG$+f~9+S>b0ltQ7Bg_;_<PF*1
z3UrW~Wzh2kGWizekv~T>J`GrSIrLPN!=X%b_!Ow0+)IysJ8KVeq(mySS<z5Q)d^H&
zKgHLiqeUF&Lojnwt?HX1iaEo_WK-+@CCm7TKxM#%qnrC|HP})6tM|WJj>VPe;~etb
zQTO7Yu-hThdV<2e{WT!q-P2_^{jpRov^yR8c`a8p-Z539{jG1|RE{m%52tUF#|7}F
zgqMW1F85jlE=|-3018_%1N62>Lmf0|ZkEAlKk;IB#LVG=^j)oPma-X}BtG6qIPEL3
z&J>!?gJZ2Z(6rm$!`{}>PqF2}KZ0utLa!1%&(6aL=H7E^ny#hxIJwRl#}okd>G<c7
z>|s4Ge(ir`TyWWr#&e4YJ*0cfsR$G?vN>Y&qum_L+nY9_kezjAR2<don&}*AskPH<
zWlId-=-|Q>X>edkP!j~o#YwyC7awBDbAEtSx?7LUAP4uj+%UX8X+)1&60Vaf3-uE#
zoqh4<x+t*T@;s7T?<mcF7aR_)7H-ZBtJm$#nByPrRi3bX6fg&R)~)d>Ph<lv#YYMb
zk78RbtJhTE?52UsgZpjWTz?13#VLA6Wj5l9w|9YoF!^u^*ra*|T1tgR-ukGuv?$>#
z1=jxZokGRX*>==R{)M~z(iqr7yZ%muh&ucueB$Pl-q*nNLJ-^bCd^HFQDSOdSe5h+
zjjlg(Cgix*#T6}8j{fOy<sJ7b9}2ib7oK&rFrd4=usR-Qz&C&e3P?MsZm?HPM4U9~
zZjVOXqaHn8np&ZHZ(Lfc#Cl$+o{tJA^i*6_?(=?_gOiH^GKU~HGIr}NJq~06;M-O1
zmGI#YHptew+_Ua5cn4#+nlB*Z#Qo<~N_Jbv!izV$LP7IhzWZg~-N7)ffEpJ+`}gPh
zx0-uecWIXt`E+=#*yXw^ebQ|%8oz9D6q(=_xFiqtfY0y|xiqMhj}^R?h{QOFzAGv9
z`c$(o99n#wDsZU>UaWe;)!fi8Nz#`(a`?Ar?*vcln2>gWlvAe*N&RR%PX65hW4@Y&
zcUXJoO3Xa+bS{=K3$5WeEUG2E%@4a7zecp#>z6wEdazpmSY>kDV_VxcnKIYbPQ}-1
z>D3tuN_pWS?|rA90*$7*HdLeO`b@`y3Cu)3m<Zl@2cf@Uhh!f3gJ)ZpQ4}Ydl1RhW
zFaq*+LaRG>UY5rqc_fWsqaJK|1D)>l9^iH^zsw+jKY-U@{-l{;tl5-v`b1GaG9#Gh
zr~`Z0gOgHhwpvs{!m_UpIGhM4rLFM@*vDNxL#{=DNySM<rkcm7P&AmCjU0cn=9^>;
zu63sS>Vw@5Yn?ZC{v(YN(T$DZ#gSC+7m;k%iJBh<$TDr$cz~B`5fKHUKXAfO@Nz`>
z`sUoXc@U5GV|WTqL%<Fn(y{++dS=)L<>*?Q+PcSI{b*u{9#1}n_H_}aC-FG0W}FF~
zShVOv0FI339psZ5Uax}{QdSX6t)x<|y@Al<K$NS}xlVfNAkMXG{=0&D%yD4BpWa1L
zzfUCpW!&o7+PyO&4SQKr1Q-S0fwg_9(DFiOUk1sF>E*{dO&k;#Co6hYuFd`VmeTK-
zZzP5L-p|1ouXVRL**K|JPwt?ov}dd?3VwX13-*uV2f3iB1CI!4s9^WQKdO(zJME(w
zLh}Iz+|0s+xveSUY#E*r_dBq#!7tX40YLNbneiS){#Z1|di9Sa|5()XmyFpkUp`+F
z#cjP8aX~A-vCV{%>;`gr@-~N?!*8qaP7)_wW%2E>H!!jP+<g{0&Bc1jmdyQzkJ^>!
z*6<yXnY#<ims6A<up>4=;9|8gQD?mXJ`X^1>N%+O6n39Cq<u_#7nPpK^zQcuXTs(m
zyxtTa?Po;)X4gExNb%53v6+xP-ndv8Yx}#3nYR@?fT?BK=!EZLtb?<}b5n!Iy4V3L
z$P<IMe~?Gycc9MYd=Lmsg_yM`OW2M4@&zujlJ%i`r-yzfBVZU(A!3XLtQQ!-(<L=o
z>ff%QRGD)*qyG_{_KWr?irH@_4p=<My+i|wg8-NuwGP}xf7xbV##-~1JMXC-7z|JF
z_lX_=oxaJjS<@X^NJ)m(>O5F@a50zzMRiLEDUTqBIE%Z$6Vr=$?=JN?apWp_$g(yr
zc)-HX&x9OQYKwZ$a|_>O?UxdKr&*`@_1?L_P4j4PZtiI3u3?C>Sspy?sat0mcEpA%
z1aO8k<-l*m2mXvuqb1*Q4?3pWpH?WB9t2i<)fVc&oO`+eL#?SDai#k>M1H$nD6Wi2
zi!S#V*?PiPbsTf`>JXng$wzyz0HO+~A&~RPrYlIe?FUDsrhOkE@=O+Su}D3yq}mU&
zvD?%RKYjba(HK-2nKxeMi|+yQ4+N5@(Y>|$r}u!A$I0_84q{Ui0zh1&VCCg0@2SNi
za&6=(6g2F%hM(!QAd^u@R}~zrG+!RTsB6M9vdR2=ekv6soco&rSgEzfDga<uO0+lB
z;b{E==TTb@3v~WjY=Hd7(mn7sm_2Hjj{V5aA*P%&IM#wE6Kdq&2VC)2qGu<nKX?YV
zEOutm9(swqqAhk{WDGUuC-MoMom|>wXRo&$%tAkWqgBHt^sg7`L;k{y?;5f@`6SQo
zmUD5#T1d-f3Xxvt^rpF38P?RVmjTu_7K#f8F!LnOj!A`a&|I92pV-hPsuq_ZKnd*d
zxqNP8pn)jWNvpk`g<$9$SGiifD&z}*pHx#{+MgFLEglA#bI(^n10G-=W69P=HFLLN
z*@p~1Kd-E1>D$VWEnQp>xpK8W4q{TyrVTL~PZswytZusHRTR^(TR0;u*5ml3p)@!;
zjulgnyy;vtTtGqbxM6lZ2@FbFn42ScDP>m^*QQXrfT8K9YQ&9c<d|=9mmKXaGM7UD
z-oK9#z*&T^MDiyfyh?W^*A&-+h;UjI@6_4cOhR?hUozUij3kL@jx;`rAb_`)Bj0KU
za4gklWqVG`6BGe5$`4nAfQ442DNpctL8C|mW*&Z2Gbh=qzHU^oNg8>^|6rs*_;+MV
z<4f2z5Jq?quSF@7VG`6Ul`o_tyywx;<S39_b$hOS1`r?yQE6c;fx8O^@Y<?|HI58$
zPB9K*)01w778!m^&n(JM+k5rr*m5-_{9xN}>|x7)p0R-*&FYqsO&ZV0#c|HqV0G*G
zZ(iT?hM}}aj=K{ygEEyfCqLc2Q>!YFWntNXkfmgUi}L+<QLVSLBu6I+$WC>WJ!fe@
z<oK#L$)0s)wX8ZrrOYYn3rASrQ$H>Po1Q_KD9mZJJ1ZN^`I4Y)*LeOX($&2X=4@Zx
zH6QmuewAoB|6UntPYi|{PB_#r_7X&bnuowo_(a=+oB2V|W7Zx_m2rGYCJ}L(UQOZc
zrW4ucXkSfMGhhTm5u^*o%}wzTd#8{u%auw$XOKM(W0D%cI&*6!gHio+4X1~erh{K_
z_s^B+91d0Fn?>5@DTy+T7<e-`#mDvGjfz%BUp6+&cBHwJ!y4-=gLP9&(^WJ7=uSJJ
zE91mW=Y139>)Lf2=t25?n7|aW6JFKf__ZjWNmJy51FY8l$rC@%a`c_B&YlOz8_aYy
z)FAd2wTO9L6(r4;Phy!`aO)T&tA)%H4zE~tn48CxyMINrJ|3Ld;1loo*X($J6B<8r
zG(lvR-xE@pwb7En?E>>wd$<5{hY-M<^0;E4?O(3hNhUYpUogyu=a|-_#;0L|PHc7E
z9(f;YnFTytloOCP0i2=EJXL($(8(RK-vyzPiR$x;w^&5X<(UO>h_qsPA~{!`L9)e*
zyNvz&?aSl_;-_w&sNdbBs~FwzSe#jPiqeelGmvp_{ef&L;^nF3N-zeM{aB&4G>BxB
z9I+jZ_sJ9gk77I6;EIkA7lddiK$go~=1cz&oLoHv79fqK%A>hB{gX(aLon6GDkpRS
zu@1N%CB%1PDWhtZi^a%6(w8Rqq-t)M(LYLYr&NKpa8V>}y`nwkiz1F@&@>D~J$l!8
zPmACx<zi(xERi}`^XXck0;LGT8Ynt3RyYfUpD{Nh9;>+9$C0tbrbIf>A;bE{Tc7@M
z$dGLaXyvvn;ty>(ux$DJHkw}J0K47f-X#MfkT8qe$8V2-7kFyh8=QN#1A#zw>$ncR
zar(-vy8r@T8^E@yZD0ioTcF?^?7)ZB>i;y_0`bmtg!TRGt!Jvf7*^yBD`P@lCHil5
zg|Lq81N5wX2jr|Qg9#w@-RJHr)68}lvQ>_`>yBt|xX<Emf$(-Ls;i+|r&A2g&GB{P
zyo*+Ru&mL<q|`c^Haj&ONxZ8S^@vo3@vh%hnTyU=L&M<v1JA7DY8+HY%^wej+UDGr
zKT%iTt6r&iE<?jgzI{y>Ymf5ldw>VA13!P=?VVcyd4|vg?ca)Eg}_I-Y42bp0B&q9
zVD_#%<R=bW^H%cS_i9uBS%5LyebYl2?X8*osF+H7ftB0@j+N0AS6Vka8NCQv{R4fl
z2a=oL-T+)>(ZPe^w`j#Uu<SizFE#ngG%LNg<n?9y?0x|e-4WI_w8qsZ&A^0YAfyB^
z)KA8*@`rHn;XL`!%-kia`YN7U4ZKJh!~8rgn%D987-N-K-EB1_W{0(upW01%tGE@v
zM4{@*M;P3BId>fv?tRMjI9S`sBQa&_+$z@{9{zYI3N)Wpb(1qXfCGJm3ih#(iSE8d
z{1bhYXvVKBP$Mp14ZXB-99<iz2P2eo6KRWi@?LXT*?Yu=D)Plz1E3}QQO(7SB2K93
zK~-$<+{&rMBHj|2#gSsLyzFS^Efv(o4d`u3>34!)+vWdCWL)JA@N&HUdgRDQNx9h*
z5m~0<BizSPOd%6BP__DD1HM%45^4f;z=BD{!=j<@6Xa1)AON}rHev~0qFK%q+)93a
z0^6GkuLdozV*@wDtbqmkVB4g|INjoj*+=<DTuM{Gfs9hxrrf$BbmX~`sx=pOhmJfl
za}0E8JCA2ygLUf8g@w7d>x}dl+uGDe8xiy@@5A<+2czwFI)A~J-28j@5xP~cE)O7`
zfY31qFN>P*Oq=90S(c4H>%_&K^=5tv^p24!Qs((_SfUN|HuJ=IrD}6i1#)rEQj&q+
zTtTLU&SxHsz<EMW@@**Ck1`3iu?eBtMY4*~j*mqjcQJ#AOh^IuahdH+0DGKA!koP8
z54zzHfukK=Gr@S|$Wi+jgQAu^qqT<Z#7vJ*@*9+RD7hj=Y^*{M+zS(r&=Tlmx+hg}
z&}McMEaO$Xsj;z)7y^+SD<`?Smv>8zn}oZWb4>UAVsV+m2j(sQMEzv+O*zs7$&WD@
zTJnXPa;Ho>_bg=mN>v2|6wTkRycn4U2K)ZqC)hYAuD^>$6d(|S>BoxT;fXMD=!n$b
zYr=7k=B_IHooEab@i4H&(WX>qfa<_DJ#ZL1oWBl&rFsyTzO?(m`P(IjnOx1K%<~<q
zCOlus?!6ZD+@N+{YgDy?hqp2!wZXF4(5F&P{X(q0qHgkb$6IAj%<C~vqd!0_TKYGf
z#|zZe%xLpsAjeCmoiy&V!XHC>kOv1@hHnI^$A9?wmkbOkCdyEQtOqb|tXXM^sHm%%
z2X%j2Xs*6sWNB&g0c!E-${bPE!S!5R39RJ8_#eAV2LAY#=FF%|v-6p;3?Xkb{FW2`
zyp8X&dsehCge6dTK0O1%Kn|A=z@uL=p9BFMAKG!!UufW{)XH$mofIaCGmux_pz2&P
zq*M!)S?nN7UO(MD^Rm`T?nNx)1B{O9q>(q67WDgD?~b=UY#d;}^ezNPVVrv>*HK9R
zEuQdtz2mj)Ms^aE_2KS25a8iP<WYWE*Pps4FcY-J1?<hCoxLbvV`E17y{?`GnplS<
z1PwGlj3>07@6fpgi*UZad9ozvGt;HOA!=e^s2@t$@Rg-d-PWz{jIVLd1J>C$E+P&8
zd71UX0MZbcf0H0{T1mW0jv*R749#ohe8AyNDo$ggAcywb6L#_@$|Amtf@ck%tXTO^
zlRzv<{&1WIBH0)UI(k$S;ILtBBY$RacOM=d$=1>;_(5~SFzi_??l12KKl3&27CZ1~
z1QL0;r*O`aNbP={?SP8ax5ZIzH@qs3b8^oDYxF&7=z&wds8GNgy13DW?o3Uo=;}Ga
z0DGM<o;k(J3aj3W&aOLn^~DpZjU#n~gx;wFnGiI06H#8^P$nu`!u!_w?hh71jKD0W
z?;4W+=Y3iCG^>#j3X#Q)eXBqEZFy#GMm`>4IP0+V2ME%4xijm8$dcMmFU!3tUvI2X
zlzXpep@qb8A&Pg$^j`Ii<CF-Fw&UEa-0a~Wb}VF<?_e?38<5IHq6DoP!X^8{tA2j}
zz$*<y#l$itz-qXQ@fltKxK#hl2h(yk6uoc6h<Qp%k!2mCqG}vOpyfGRZ)NIgcV5I*
z8ip1Ou9MgO4Lo$uWHhA1+bpj@1bDc01tRV)(XQ<)YJ|(rbeLu8RRzY%I@?8F>iQ}?
zwgLhoL|iO?iJ<^Bo{7c7FDD%x`n}pqk;_SDe}hJv$R*%)xGS=_yR;PQB?SvX29Mr1
z87Vk{uhk0x%j9s150E?~7{Uk&nw>i_bm(NhIMe&|vsdIDwj)D*HZ|TrsE~iw{`8(0
zWsdBp@)iLJxpZ#?3OYnFbqx3~cYP@|V?>W&CEjjq#2(AbUhTR@;HZyvTF7AAvx`Mx
z-%C?}xOu9xQ)l&{PsR63=7~ow{N%a7_ox&D`aqnB@3GX`{No)#J|%4a#1WJ^J*?z>
zoODliNO!_h_lSDFa)_>HSeinhsEr#}F6xV&wQ<E&+tt6i&~=CQLlxt$g_N``lJcK=
zL{;|3^^hUvlI`OBn>4}m<?OjiJ8d+9X(v3YKmV*3Ko+fY5?>rX2U}<A?}ZxgEmZ^$
zaez@0%<7gAGkEDS2T}jbR853+@o?r<_?IPuJ0Dz70GwYX$1RW4de8JU%F3Tx)=Wd4
z0*GnxKtvfpSjBhbsGj<0!*sZzOcwv*B1By1hMoixawM<YM_GW>-zME1@S(T$H_s)-
z%PhQ3q-^M-aNvMQA(#rrx2D5{Fe1$%Azy{HF6&(59fy;8z-UgE{AN+7{x^p9mKcT4
zVG&))-jtDEt!90-6^tzBA9WT-;tZNZ5g(=YSS{W2h^SxAgop&^er7z}JHvq?f-|(C
z?3|D++YdHnlcc%UkO;`sgJ>9-TJAs6Uh4cI47t;zKG(=mAEXAR-$io@x%Armq7#Cb
zA9YXlMKf%tk2wxEJiUhX`Z!#{o5q$hQ(ntYJ%nzx%L>k@@00q^FO8*TBrk373o|yl
zPlg}V9SA}b_6D;ng6K8A{GTwJamjX@u}n-dHbvHM?nxI8teN!ZB{yztZ0MMy46K>t
zW};^~;>mHEpRzk^c@Fd0RsFzKOl(=V`!;Kb!~5fH@yqJ#Odkhbtp=h2Umdus@A7l~
zBhkWKcxJlKKw;_Z1=v)Y5(?)V>^7<U*srEBFT!tgQ`JOAQ$Xrb2_O^ePj9TDP#R)=
zl`4}ZmvbMPu<X)14IWZ0;=s+-QrZwvAb7l2CJFj8h*7yLXCs}Ml&<{I(x)o;T`0Ml
z6X6Cy_W<0lc|}&5?U83ObrHg{CZFnip(Ynx;O&ka+0OQ;LUQ({w4odQ4LM(`Lb@UA
znh|q%-FeK+L1I~a|F+7nYcU8kOST8@8DayX`)LGgZt3AidjNn9rHfIZ8Lb2lej%+k
zTx#UOjlQ~3;p0fC587(@dbs(W!)R4cd!XstJLkH7$|X-znWf9M5FSDQ#86x+dkhw%
zx`0s=xo{Y_<AW(R_ps4x0<1F6U$al!AVcP;yYRCW1XhLWI=^!MIT_MEw89ZB<r^=7
znH`q!=lj2O%^_De#mg=8hqkr~6QuNAZ2Kz#A!Gvl_%j1kAQy|=A?c%tNq?w>Sk<|0
zl=tAhx%*(gZ&fdmhJ{|W;II9BXM3Fpf%Mz6HvA=sgH~&hkF}GNm1*xbHkt(QoGo^2
zP>yM=lW8BVnLwlpt=9-ZOXs!ZvH!q>0Z8Xk{CVzou7mu&jdulM5p6U&M^DHY#j6Vb
zkTh3Y!th2V+Wt`0(@~I-mVU-zHt98%uMEs{BtYch7aEGLR%H?T6q`zCzTVl&ehfFW
zI(BhU=ZbiY+kP7d=vlTWe82-jH?RtT%qI>K$}mi5G=#tJZuyOH1Dzs(n?tff86o0(
z6I0t$r(RMrvae%O@2zVP+9w@p#Slf>y9RSiIiJnCa!sXb6G6ZO@&PFgL%k!p(>IL(
z=LUPDse-$@WUK~PKGJw%ebB{(#FC9#;cQZ@@;4xL>KLd?KUxi_B$&wrl(#Bw%qa6q
z3Jl0Swl6SEFJF6)gFug<Y>D!>`i>GnS5nl`+0~=Z!>-{IsE|{cOz}oQJk8NGYhWXD
ztMUxQvfLx;^!0`t5G!S7rj^4zUGRM1-*33ks+nzcceUG{#3CdloUAa#XM6qnGo~%b
zls-H;$yd~|gIc-gp*=~dz~*>1eFY4-#}|Rv)V+n+kw4hSeBIp?G!Fl?J{oXSnbv0^
z3l_ZL0Q)b{JeV6MLN&bb@+tTr9%}B2F?lLJ2RWD_-4r0&WFxdXWijaK5($f_#mrtb
zEd2aeC?|%L`D+@$t;gmUI-q`+BsOFoknqCu=HmN|iM+u&(72W?>zGB2yll_mW^I*l
zi)Dmh(UF!}O;Cb)Gy#~ucP3{^2Et8>_FK)U{5k`4KX2eK#RHOLt`fD2ks;qqGfTpX
zf={rPzZQWbZ-P~%qg`KA6;V)J8qhxu%%2jpD_c+qj;IE2bpLS9!^NB&VNEw%Gb4(h
z-GWR(Hsot)-)*x|4QM5vb=fI^x?w@W`B%!1zeed;roWdM{$G3h?9EDFlgx769)86R
zfE`*4<y%c~V~knIna3njE0~+@_<0ReR-Q<GFL#bfRg=K82^kf&Q4(-Sz#dtNT+JE$
z)_ctCqlkKF^J8R1jI7*|-m;oVC&K~IN5tG!dv<&_C?6KLwrNle0yM0~q+BJtnVJpb
z`}KyBHa}?lfvmcA+w_@qbNwops=nbP0@jeU<>w5%n8D%q+`$>YgF00{Lh$)s(>?ja
z%kCEy71a`k#r6#Nf_1*@8w@A|twY;qk-pkcc$Rx2GCK{Q%DIGCa6A4s=kS1hX(IRQ
zQ*R$1A7U{ROV5+l6QE`b=Y~vX1^s6(yST^1bxQ{F4SEdCaf|pNdgP)|^n&xAOxe3D
z8q6#GzJmoD%ui}?8na4gds1~Ka2bhIaOZRkT%W)8-Vx*m5x}|t7<i`NB&&1b_hfKz
z1G-DqaZ7V$+}07GCi1p1WK-|w><tZMsoa;Z11?4QELGGmYhFVVSZ}`Bwdwryl%ZVQ
zv(L6>O4Xx70g0x39v_Kjfe_t+<4t^0&tv>7;i<&?r-uU{oA(FoXNdW|X+L_W2%rys
z=+W)(lrVxv5|7m{_p7zrBKO?b*r4F%u9=r#1UrXhU>D_Oe_Q{%ZrbKwrLDMv2Z4S7
z11GJ^3?1%+7jJ-nm5h|;ID6YDeCI{m!~XOxvL6=76XqE+qK&-$MW7(sZx5WwL-Ijq
zw!u5nl#=y~kWF##SfKa%>?{&ld?UhUgF+|0G)7%W8$f$hY9vPl`G)W&&w5b&sqj1#
zl!W>sk-h9`D&3t@M0U(^Un+>_N!<9=6{)=K4qmOb-CO&0ms40<R`)~q&IyEPT2<eo
z=~uO<&PV&T4ysa7UuVEsz)&k~RXRU`8&QU7-1})psLGX8GCJssioa^f%ggKJ>^x>d
z-30X9T)<^dY)(f$x6%>nQ&eQR=L)#Hcf#a4Cu`*_l6Mx&&pJ(hta_HSq6k==$KYXQ
zm@Q0l8%zJ5;727^(>N=4G38B}Vb@vZt)<HrD0p-A+pj*O+umLW7PC&`BIXv#y~ZVb
zX~oHAkaU!Opfk?gz|)J4A=OqAZmd_4wFhSCpNioZVol=$hc-1=46iDlVwilx#W?M_
z#-2FruN`3{U<lv~OTKr-1Bo+>4}KLbtNXCUiq<L7k|3D-*}S?Zq9<vM+*aD3HWtrb
zqIo<i{yb($aZ&Lfk#M(c=mAriGvgVrS<JZ?$G^=91?hziy?8DbD{7quG~|l|f)Bry
z6<rJs4IlOP{H`3^!Q9Zv-Px&;R?jmhnDR`*!~vGdqXBgTyR2fwNUYh;Kq9I)tLp;{
zxu;0WR9`V&mtSHqH3(uwt|PK45Qc3xrS^gsgpu%oMPZ{~*dImS<UvPnlE7A>4CWCR
zy>F$k-m)>NNB$NR{A5D8c6>v}G&JDXe5p%)7w&Y&fFkY|HQE@&7x<q+UJb;OkKQ(7
z+jMUu$WX#h$H-Ms@wU&zkf}3(HDd#3`J~VAXr<5y2S=GfjVi2cL)<sTUH-zQ0rBRo
z`y@5hG{l&-IW16Vm~gIA>8<yBLAYnVGUliEEW)Y1ta<gISaGp(#=@tdfbslbp(s(w
z^L4nuHO+s*8Ms9hLU=TbbzlXqR<VEn{HX)ffY5B(f_tn&YVounnB6dvH!(a$dZ3DF
z%@PAc30VpCU)po~@b!v`xWE@?ZtriuMa(IO2dKWKxa!<B2IS?*pp-6IoilThXrs-v
z<=MW#y}S_D>dd7vvPRX>ccFL)>HZlWae3;t8z|kmA8b4ciS+Kh-OlbrEpSg5q@RRu
z_{u-jQM&*Nbc6`siwY}L)Wj$Bo9^F%h`eu*i*|j$?XBV~hT!;L)h!(fdv6Z5jgb|7
zE|k0?VEr;buZ^Mo=PQ47M1=AYm)Xuvhy)ViU;P2h$M9v=hWq08e6ZnTwmOOF@Bh47
ztw;{|Eo=$HA!(_*d(WbHcYWpqW{Lb^`Zb_zFWr<gF`<Jdw)34&>VqgmP*d;>s7N8e
zSVEoLL<O+oH!K^R>hf(sT>Wu3{Nz1%Ox<Y)$GcZ3oo<fGuH|R8taSn<4GuVA)W2F^
zn!NcPL?;u)WPL8Ib;BEh?}Gnf_HO6SWxeZX7*+&6I~xal9dl-nmyz9vdGv#WEra~0
z-w>V2$S2_&3(xUpAQNmSM`vMNxAx?@_2b3k0hpG2vw|>vd@55jG46WLK79CCvSi2B
zI7{kJPl!w3$LUbk>EnLKn&*RI)`o)!uM5rWZY#h3!}NuBc3c2$N2Cvp;$?Pcde_!f
z4%GqzVTGWisvx3xl<n2==hM9zWoiFpU`-LYT!i=GD<WW|3*w}F^=fgsJ=mtrP!qWA
z2_v~N1~|pQ*}Y`+p390BVWe>(_?Em+L0p>?>GoU*0$`(f!{pU0SP9RuRdOjl#deb4
zUL1eeYu?SEA^kQ-yO^eu?&|~*0<_W{hDLdv5|m3qb|@&p`N<GVQ*+7_vmn|!_?hc8
zAVE+~>HW!W=b2Fd!@Fuc>4#X(>C}vh{+DF3TSF@%CobFa@2od%3VSu*L#oCTe$X<U
z*6>U&w+I(N`6sSv!uy6_chF!A>}`yQ15KO~2HN4@>QgZK0^=EP$X71>15rOKx_r*a
z$j|{=d^Q@F0sf0c&}qmyX{-J(7=w-F1q7m9^azsvs6}#J3eMH7_8bz%iT+8>`WoWM
zJQ<9OaUOxY(-#&=jcE-TJkcWi5}uXTkW;9pk)&RN!&N7ILLnaJH}C|&^s|aTJfq5=
zvz-`VDy*W+Su;I-uZnx3uT_*89{ihlp(&KvrQ-OPFkzmS|CjwsXX$Uff9UdjlN<B8
zC+LrbJ*w`=ftkx+!mqp|WM0^+cn#r6-mZoS6%f?CAd;a}sAXYgB*zSYW)5#@dz<i*
z?Q>>kbLEA1pXFxdRE^PbU=V7jC|%p@S~`QzpLIc*C71K@D`>lHb|VpwZhcG~b9Hr&
ze(g)(T+y5xPGy~cvG7!;h>LE5nQ~(>339H#<=)WC>GY}}^{b1ihj={#v1%HjSe%Wp
zV=~CuIf-xnRptGCC{9m`5h<8H<3r`F-Wo79HD@XiBG0{u%0VAh?CcxDb5}P;p$hae
z@`^rAPmzk4^mJFhfr{A$CNX`1Pp13{$eMCmIgr1!zM$lLL;ggchx4;H)sHrW%5YBc
zB_QZH{u<vHkt%g~+T~!h)#Fwn`WLU}7Hi+Is*60Dh8Z+@(-ohYJIDVDhOq1@r>Jr|
z5ai<J4{HP2Is}@4oh22|0>Uv=z31oWi=ES?K_I<!B2NqOejvWvIk`>vAk$&c|K~&s
z>oK^!Sy{b*CDFcib_!5%`YpdngF+EsyCnbo2@_pu440ApFfIidnV?a@Cfnm6u`2m}
zA*X*KVQfs>Pide#Gxdtw#QLBecm$PxYZb`!emi)+7zjL?tSJQ;wU@4~;~j23lOO60
z*YI%kTl#~K8$@tShbN%g;&6*_ux%78{JQ7<A^+*yL6vqJr}_XzU5cJ=CP;a7(zSEt
z{@9|z&>%P(;GS08s-d&@x_OCGC@|~ti<llu?0h@g0Y~#GZk#Q|#A@Bm?VAl<!x0WX
zzCMWQVWXLD^7Q<zQFELn+yk~qjr$NH&S#dO!qNA`d01E&0h_@)-x~<O3y$NQeKenH
zGOuG{i%%gqMSXDA(fP<dEb&C(TjIu#qqZW6!!6A@Nu~$A#DIttMkHeowjwxx55#Bp
z$Qhm6`;jhBCofCCyfVI-0mez6>tbYY?~E__IvdVXWD2X5Au>(YLmBHy(rn0dS)IW{
zslCoq#R<FShmYA#6fpl83Q}^+L{qvT+*dRF)tT=4e7tl|3hubb2jv1}Qvp)E{Kqrx
z`*+onV!7{CuagJ~zsi!tTZytp3=0p5VS8_qa8^fZeJXdB(V1pzo^rx}9kBgZa-(W2
z6xpf}^tTdy_S{VM&#O=F;#4E`#h1N$ZP?$XkqUY)X8b`>2ClHM@aAwPYC>Y7^-?Q>
zsJM7qP7bmUB6=&ZO_+ac0?ykmF45^&00M`v?z#b`X3*^U#E=tUU{`?hk8$T?fjYKM
zv%FA~b8}5-vp2-6Y{z@J6f2mVdg}-`4wCE;2V)#v$IdO8+kq1N(Ta;h>hZ{#Zf(rg
zplYA6Yc^OHRh969Im;=yJ{9lGGxs_9!=b4@ubxt}4)<TTyFk<F8IGh{KM?3^r5p|e
zMr3u>!O-4F0-Dk_$ux#xTzkg+R&xNy7(5#?#u6^Bdb1EQBTDr)1gAmw(<zU~9sv$z
zWJ|LVuCt);F^sVy@CHQ1Ka;^5In>wJFY$cv*qyDx1~x4#M@NY!k2}!g&aOJx-QgFw
z9vIM79}tmxAhrAT=PsQ2n{9}r#GipV;N30bN~3e1!HP>RR{^O5eKO;UbM8O-VRn*W
zIU3>Y5>lT2;J|ntFPou<b5wfAI_a@a_wNuC@XwPel=xK(3K7xecT($JTp1W>aZ=v6
zr1s6O1$+WtN`)VWsgN^FXY!`lAripvb-_vb>kXGvAmbkZZqc7<<=(r11t{>jW=>3l
zxw$>KHP5dKPr7j{gUL2`8yO8MoH3|*+ovT&UD%3@vj!$QBDB3y9}qO|s_EaK#psW=
zv3Amc4Q_*x6}rLcdMf-()c%&cuop3+-_yX~h`ql}*d;*A^rZhc*xDM3Yqsx(GRmlg
zrj5x#j*L8`12j$WpRGB{-+KE0pwqBn4rAI3{k`-*VLxFREjVysfn-5Wl2EP`GtnHH
z>pxijSw~5f;uwY84!8$}f||MEM0LDSX6^W)y(47ACZ|B=MeAC*Mt##gni5H^hHhQ;
zGxkDLTRzsbL`myZ#9xDuEI)TW17|`Z7vka*?8Qyy3eVf`(O$4J9HKp4tzqGVi2bbK
z<QE8nMnbw17R>&$z(r9SuC4SJIj#WVuLk~6NKv-GJ`m-f2RcwEA_1rQGe$TYdAb99
zSI(4^S1C9ALXpxenJJsS2sgzSdbpk=_5c}M>YU=QXpv=A`xHV&KY;y$Ffy<2ttzf7
zk?E<?&^tV-=M-;eIPF(Xov=Ly=xFF#()foi?M75H))W}_hYCxGl1NCt3Y)w4m4=T^
zQ~N<pV$7V$(cC#=kR5E_>m;HvQb5KENr6HUN#Nk~3JPW~Qx;v6zi%`70;(uiyxiv6
z_jruC394@#-&VvhTwWr7*7^DK7D@KU|LZ&p9wj3OB@%Yiyss%?+}9VtN&<G+CoYvn
zmj<^~W7J|-&E0};(%<PjD7r%)NWqCFbp?jkJ|rivABf`hwgei|<T+U@O<!}@%0GGQ
z2;i`7d)Shlz*ass%;|BY1~sRiGywyxP6-!_myNSF&jfet4cNTdZ4V-^pVSJ@*i{Z&
z7n}=Kai9C=>L-tiXt}hfWP3Er-x_GZeh3~)X>;zG4Mo3sVSv>sK?9$ju__qwqxY(r
zLlLBUfe8-vCfy~w=u1~bdaQGt#&?UbN|k#d%Wv$~hRF()OFy$zBD)3@$BfV=WKwn%
z$ZkoSs~AVAUcSa~Uzk@|JH4uXUW0fOxOHUCj=LJ4Ymiq!`#S34cl9VSAbS74%F<H*
zkUYxy=4*01d=f$7{V4MKC}jPsdm88T>(^S$gM{+jhq1}JF^LxX7%HmpV$Kzw3=$zP
zqPQWDRCMACJv>{$(VBcBhvD)3f&nxU%3-9>VTbEB4*pnToC|wJzrMIXyPbwlUqG;M
zM&K%udmVHN>`Qyj#?490Zv<QJ-i++N?SQE~&zp<}ftLl2pA?>aY=z_R38K16lefiC
zMEaDobjfMcArV=pC*6dH8+7*b7aTw(I<z~NKbIu=BUXK_qX<6BY4QF@>m*+kqXZ48
z#Ty~7B|KVpC>u(O)hjn_k2tko--UO&jJ|uKpyhCc;NS*h=8}FsKr%bPV*bhm7z_db
zDC>hQzaf}BjE=#;gB-!c_VTs%dI}DOM1!WOcI+(qBrp72mZ?V}G1%f@h&7+#nAlW)
zh^{pCXv4?1ZYqxTQbwgz*G#WZQ^YdHqw>4y5i&YZnn$ydMbMkRU9Q0bCRHrU0)F2d
zQ&pR~>d9juu~MlNL<AF?4_KW`OSuUbeA^hHJpOocwG#Ln&$0f`s*d-T;yD7rnS^VW
zBI|S+*@#s-e?GbkBFugt`^F2-kv$8Y9$umD(2-dM9do2_bDBl#*o3H$T#Nxu+UD>>
zhka`qeR#LM>`&wK);kp&OXg~>!=I~uarOvt?r><XBwXk8#h$R=Q#cc8c(Epru!>jo
zQ_em~F%5H2z!0tMDPyJZ5F`Q+*ZxLiA~lwGp4gBFA*<_Bl=N@QOOMTk4kW0I4eZ6M
zVtB%<MQ*^hcw4>mJc;yiL(XBd%&ftizFA!;Qz_-ll1nXDpXTf+OBXTF(n;g#fu6R%
z-Aplp(>5aTKBr@eE%uGcd`{;dDMYo?;#`)0B8L8ET3!REfbCGVl1bc0jc8FMLS0`9
z1w?k6-p5#sjE-@NayDDO1Vf4eJ19O7l~WR!U%;fC2ye^m0b5NTzl8IcS32*YKGUH4
zGt4UO*M0YGbPcoGnP6XzgH(NqV-8*JOn3HK#jKC{Sx`XQ^oZhYYjw3mwOHr9R3|dM
z(z0=#_;TrSBgU;)e(QN4XY-6yjhI%R6-wHDLwe(u%K0%${S!leuO~2*f@~q~j2`==
zi{_K`8H%*bD!o05*Z-B6AsPk>Y*^M?zv%SL#KFvVIl}Nttc0B7hy|C!4$x)Q;2VjT
zO~i-39TS$3X&6fCU})poCLz1x!)#btzd+y4-ohrw)>WkIH|aJgxqJ?GD{4EAf4kLa
z0@oQPMIGLLtwJi@l|*E1>$I2iE5<At8##90IMMIyS7vK7Vng35)7jJCsiWskY+}jM
zx?Nno0$Rb=^RmEzkA1$Wd~ec7NJ(d>bp|9jNu3oxaUB1ZE}$qfc?k|Y5X+EO<{N!k
zx4D3J=n&qUgIRuP?L8g)*Y($ACq2a*3Wt>udOU+8%hgvByYu6@xxxzrQ95*Yy5rD+
z%#<`BzA??iTLcTQTdLv8NX8m=7*pfcf^T}HT|)k|w7GlfzUt!Oa$fdW@YYEOnnGlI
zy`gU@9Y5_AM%pV|fnq7#M>8KtKFmo31qFQ9JugATja&C1CW3-iZ9zjzR+E}Wasab^
zw1W{C&y|$#GTUDxBPVBeOQ`vfsmNLf5|7b;P0=&hT$*H$r8pON7O6wvXl)Gc=B!^h
z1DUbKJ5#B>f<|o-%IlZD=l>2@h(t1qz1GI2=Dx;Q-fT#@akekwTU~!SL7YtYj1z*2
zRF0-Wcu+W+F`&<V7IjSFZFNw<2flYJcaX1YH=K!)$!luJf$6GtTWQYrcy@4IZ2y~h
zbM#?ve%4^Y&>nx%1Bx|$vGwjFjyZ8v`k$Bo^W)$kR>LLOU9N2BCVc3mi-c66mrSty
zu_sk5?yFQ<@modV;&XlQVB4b!8+7b6Ov1qA2uH>{KnY5QmT{(beA%rd5h6wBJ4rzk
z2Qauk?rV*cFE|}P3<%Y~NxBm2`?4C<3Yf<ZbtpP{f423a?IySydBvcpaWOGYP(qaK
z6pCA3AiAG(jK@q-BR>$%B7$-T7HX4yjIwBF^h=uZ^LCG{KsaCSv5@n6lj@<Q!cfZ}
zGb8Hm>HI`6;aK*p8~6Y7_B<Ne^^tRJhM&tp6~EcZQO{6vo3vSg_1ll<i?>vLG{ZR+
zig<1`M<$`R!jZ*!PB7!zy`8>oMBy<<HYL%*fRSQv8SL1Pl4t-?8v0=OdXx7FGSrGH
z*uPH;pJzZ$Q6y=gaJ`+b40I*0qvQnG&#c;@Had-}^-{fBwVWf{SAgw;m<6<2Mp)Z?
zs%@O9V~?a|fvY$9G&cPtw?vSkqw>N_%97?}x>6c^Hin)9T5;FuJjc}<R%k4N?SA+t
zMDh3Co|u%eC*J0Hlhps>IVJedHI)RYJSsloNnwemEXQvxRcF4{KM#DFsr^fS;RA)|
zH&A-2B&(H6a!<DvN-6dhQ*~PW74?|3Ee3|kEBMrZNXW&DwP!djvJoF0+FMj`@RUh2
zDUuxjDIdIrW#5F=$2kr&WQhhvYzZEObpQ^bo4DqBn$y1XB>nB`L*<K{E!$VGi$391
z#5JvuAESJv)9l6cE#SFvZB59{73`I>#`+$aLD)_Eh1)=LtX})GCcJbZTq%8+GzY;1
z)fke%nvo21Fu|TNGN1Tpd%_LHPj6YdV~FVcbvK>(f6=ATW;4MOT5f`eF(y^fOg`nc
zAFdSJin4L;X^|ijd+#$sq(gFpUw@4&Yu~yyTCo6%Y5rf~o|Ewwt}!!m4OeNg3kTt|
zJObwH)BkoK|3|-KqflH#Br!*jKrl|7M;<KXgUqn|@Qkan{(NA>`YYAg*WjY{&Y?0b
z-@2c_e#wKl)Z{<mb!oDnG*}0z<%EHVKos#qREFQhZ;*JvFo*9W!;vIr;~?xi1B6b0
z@7Q0p4d~RQj7g&3>Ha_|rAOp#x2(~^J7vJ|2ud-+EhE?#!y!7g(7a=J3_EA10R)R)
z{~e%FX#R&)sR=lzSgzvdK(5j--U)O_D>vWm5XhxuRXh1FC?sG+`E`E1w%6Dj$&#s%
z?n?E=(4cmOSG@QsCy8+|sv}G}7^D<uXb$U{u&RMV4kD_9@(k45zt$|R)yY38SZ`Mg
zt4tXkuXhU>Us-Ac?W{b%YT?eEgO&1H4!t#&xMb18NmmrgjF>#N-&GIoxfI_|+Mu*m
zRyhzW0J0I6<^ZYkGFOiW9fUpubv#GREI&*o2k?FuF*X`%M*pIuu3@Ooh3wW_WMp4r
z;eYu#Y{O!8aqzdH(RYb84N4C}r@p+KHBT`1k;88f_L400?S|Fi@4gk54NN$90dB*~
zy;K3CedAhRoe<nnuITT+=AXqPL552q`<-HP%+m$n;DVnn7Z#o2T^wqA%2kKRbqH@|
zT(=*VCUVf?8<)Jk1Wv}APR;XtwkR+72fxS5v8LogPDjBLNnQ?0zX&NTR~ZpFlE>ya
zcM%>r_A*u-998vfVCXVAfYZmkVi5#}RNL!{@9p3Io-77Uo*esFvoYsZ?*ZG?;<}Mm
z`?ox7!brMc#l5DVYPxliiRk+zgU>I}jZ}+dS2FZ`ool_ai2GE>-VKzlG_H2|UT*i!
zE6Vr2yRDA8ljeihnAEu0c;5abFu<fcPa)xbWcPA_EE|<=Bg*HX$8JQH1pCgFqrv5O
zKYu2sf)MnUW2Eb@G{If$#L->2UA`g^a{6Hi*rGXS`N^w614fpS+=7z8nDTe&kYR-~
z!FqzOe3dbEn?smdX;={KaVugnONnP4f`f08Rb&{A#F_upA!q@eHMAU#z7JVOHbUzO
z7`A?6rVEI<nnos<7w#tH6S%8Y?z+u!lvpS~$R;kE4mM>!KOCQy=knAXVujLa4j+jm
zw+NBz{75Nj?;+%#qAiaT7~ngyshY7J9DUZELqW7e-A@1Ff&NhxQ$m0O{sZT4^QiW*
z-XxJbU6$n?cMFrTbnYSy52Z6wOH8FWeI>z3)t8r3qGinOwLYe6{_0K^2J*UC$vaeS
z&^1GT>;Jnx`s)H=Zzz!MPZT<WdNyu}#65GyN*U4pCSa^*!=w}UBMtqSuRwWyJ*3s3
z?%ebDh}>WABP4oy4FLzX0z01_cW>of**!U>5ggg}Iu*1tCq{kH#ID9dwi!^pwvl+-
zkq7+@%=3wiY0ou%KVumjGT!VVaXG_sRN5Eq^Q}_qG)I0Oxg2>jVpKt)68YET`5RcR
zJ9Bi>Lq>|PmAK-`TAXZ(yn9V%s=L7^IJnU|P<ia>fT}8*bTXGk5+Ux_C6X6J0!3L|
z9peJ<#9DIpFz=qY)JnmNH|l>ED!vzslHp8j2S?s0lyr29jo=OOsv=ty?8vN7o}=5X
zJ$=UxzaH2}k!{sGOBcU5>y*7;)5)%uB97+dS~po8kXSR62=yI+>u{56n#fRNtvX?l
zH~ilg9~M5@+m-ZC+37RkJ-4H|xj9olmmcElS5(|c>H}1Iu0X|+EHl2YT_6qeHVL2L
zf`-xe^DW~YEa){Zl3*g<EX_Ls1{(RQtvKc^Eygj30cN{!-rqh|+Ra$xRnF0XJT{JJ
zwPc3A3(K7n%$r-vRdDY*NS!I=pJXVJurp%(-bPYwcMomJ9SXHg<GCT5X~gp2`{6U-
zNc}RqSg*PGzj=E$N!PZc5+m~eOteUn+OU({W4srKt(wsWSb4qmK?js1@pUU#vU@|>
z6<dwkacZ9LmRsL?e0hA|9D-J|QUg$Fala;hhLzr<87MXH=q1tE5xA0y^{PO4?SH~x
z`@b&HEPSkeXHA|7%>%A!6*C=<rePNcyKttg6C-Fh&@B>CsD1R(+z=aN-P-=S2~MMd
z|116t7_=!Sh<;wed72?u=`>QQsA(Pr7mj%QoOo|)c06VK8E#T9z-efI#fxfLue~EB
z`L@Z!VB<_!=4$4hSkNfn@rRJFJ@1E5Gq#cBdpvfKR8I0~o`2EFR2uIpJ!+1EQ+^dy
zOMzhVj_ypzCYLvk^P+QbpJZvGO&j09{xruO@}flM!-o$?oe@1wp6)nI*=tH4N{&VY
z9I6{Wmc3{wier3xA@SaN%JuubQNM|}3x{Y)`7vJ;Td}iyahX|zTTq>oU}=G7-ivgs
zmLZVW>W`Oy07n$N>imoQ_5U`Hv4?=NPQFt1=cZwrV;0!HLTz1)wwu^T7bHyyO!=Lb
z!5@BzeG2*;nXl9`-|>Q9-KiTZm0Z~f1Qq)w&#R9Jt**W6W4~Ex8hZ$KR}@Cv>-v+2
z@_Y-4w<j1|F#*opiu^JY-Duu`u5LO=K6a#wK4LoMZ%Xdv5K$mqW$;6&9}15qBq5iB
z+GGt_sz%QwNJ80y94BgC-CFL^5;tkErtGd81wWu!gvPpmT{1FEiCD|ZlTObw_f{8t
z5_FvR%p>Tb#qR^{%lTls)!pA;GO`IM3)(i`zWq+C`Z#ZA#r|lQjBR!PMftyur0fZ|
zX?neC#gIDY%`7YdL7pdIi}?J*-R2FyOc)|=jR+J50;;H{kg6lwDB(}CT(oJvoC&*%
zcx{+1Jrq6c!owM_?OmVIo06?Mq>#NWGKxTEz#*!wxMoJ-a#if_Q(aSVSlG7Bi9`8F
z;!HVAr4Wx@5fqV&9u<FdouZ~m=T-%}nus%0$EgUI3T*gUUt`3}Py=rU)tQ*HQ*TEt
z&K%r}R2h2aSbvoZr`f}+?MAJMPJ&W&PStQhxHgDi+HW(v_JBMFl?>(IU6}HhQa{xM
zCm3-7wE@615l}Wo`5^q$pdYC+S1<WLRki4X?QX}Mu2yVXoZDMIymdMv)lJ(sqN`^!
zuB@5AUEIji3Kb*L<-@bfNUkf-Tben5o}-UXYV~6=GFw3IiD?qtb7>lUjql!lr9#>F
z$7jL=@i?oj>cr0Wk#6CHimRehBF0MO%S@e%Cbyrf@iJRG>EJ`ZKUJrvz=<Otp&T~R
z5VUWQJCw(vKZg6Q=rHurcl5YM`UO-e4Bk}p#p-B;By^}7CfC}w{7>r?Kg&`6T)_LG
zRev{N2|lzb>0HDV99t9Tw`DA2z>It41Jp=kNHV~4jfuAjWnYGx{v$_{42vlxoK?nt
z!eXGKu-cu^l6O)ol<iS0FG*5hZcYA?;(W}DI$}uo*OZ5M-o!(3OcsMjJ$=|ad<g>>
z80`i)aaCu8Lm`g(0=7jTG`lmVw$*cKqpbvW`=#7joc4Qm6BxbKFFMIPK{%TDw{})*
zh1BG7|MGIXUV(a%<qd9r)}?&ScYo==UvWd!hy&X%#L0R;MWyY~aMMG0`zgEmQuP#!
zMAk!3G!b36dvcHTg4_U}WaU`yGnJEP;x1MF2L5^=pD(I`$=5vKML<{QRdcfvbev1J
z;0YFUO^Z<4^*b>NYk1$xIph8ErH7M)0`fG6L;mIBGP#u1X>_j8?EQ38b(hSG$^2HT
zh#y=`jQAVROTQ~;#J<oH(4B2>c?NP<1}FdIn$fvWS!eJkp;d$tEzFY@sm{5OXvwU;
zmma~r$}jQKY7U92@C1#1xhVfYC$_Kkn#G4nN!2?u{9S*UML@0O7v|Y;p!^UwZQA*Y
ziT*AGhMyoYk2cPZqeM<OatH9Xe_@QA5uA@4W6nm0Y7e0~8WV#BFHJB*HFl4VV?F^b
zVTj{IVhc34waT0)(F<e+v49Lm&_IGJcu|^AKyL4Yd|gE%Th(k-gtTU~a2&Dqko2K>
zW=FawB}d>t3L>-vLS$Z|u#`qxSqAeFqKX3y*;~*IBuV=3y5)E{E}E-ex3cc|-_g)8
z39CuJ+)rx4peNlO(YfLh!vxKDl~6vWD_G<cH^LY`;&Yz}9?lCI`nc6#K+OHZPQe`6
zVm2%MvqE4%HbTK<<HpK}W~(Q6)YK#cNbWp`R~rC6IqF=ZuXYsrI4hV!sX_d=(Z#-w
zX!2NkFMl`~WflhNbq1odZg!Gu;=SLjRodX+6=zBcio8)6xCh}nBafaPtk?vB0(WSR
zz~#X3J5}bj4=$u%m?r(#z%ACbrv0@S-g5q0IYRyuoQ$%>smT_jgymK3SbeDzz^B0&
z&^lhabp%2@IO{#J9VJegiLmH`r~_}a@dAYrONGc2{hc0EJ(pk1t2(M_y~AqDIfr`I
zDP8psJ^xI1(Oy=PV|<>-6<Q5{<LPZNf~me3bn%N6+DfHRi}{+h7joiPB_@x7O*@`N
zWxtETeI5PZxA=#}-YgF7RI1Y!hE!@Y=-sJa`%_@^#5jVWFf)o$!o{PW6$J=G507J>
zvB@l+fk;QIQ=8gKqhTmw(^<{~fcpTW+<4N3jsaYyUf*sqcvS}L+i>7*eLHibyVXeG
zR(iw$&H6M4-Yh5GF>4U{_B@G%@M|i?g1GT8w@T-3{niQI<wc8sj4uMjEGm8VEbt=f
zKl&QPn>vQp97nI!6QR?v_yx`!2+J{vemP+JLjDCLu&KUwL84&I7YgfoE-IU~9T1U0
zu44U?^$}?BNeA5%J#eXklhzzhL52&b8^3Iq=o9j`u0epgC?cvr@2(lSdB<FX4=dDX
z(ExlF3m#ZkVsTzsT}V6^+3=fKqsZ+DCoCmhu-N96t@C*{CShOYh<?+M223#bitg70
zrHhJ@odRDKn<f%r+DL-e7QNTwmafcSpe31%Pa!7uX|#~Rk^zLR@a4-zum?*j85!l=
zx-WnGQXazn9+VO{xx2ajv_Of{{jWv;FIG02UdHB?Xy52qoYBmrVi;Y6Rb*!XIn`ZT
zz#vDQPEKV2%AAHSlMfnQ#|6U*XxnQ?B1$_14hzXUYko+E{*S&dr=<c2%J~`wQ9Qab
z?_F=z_z2z~=2$Ick%l?xIq?$ORg^RqKIbJASAxU*zp^g5zl%Y$E|qZ>ssM)Ys6T}s
zFu{=u95307168jA-goDY>4S~u_p(Mm2*Fqq4qeUpgoU;@I7%{(CNS#$WIRU3tA&}R
zO9)SD_0A1=+hazG5a!if)xzW^sJ|v_<1M`Ov{+3QE;t0iHpIE}gQADF&5>Q3EInpE
zXriJSkNH+uvE|wqoqvsw?Z<{Y#d!I(aEynQ!l?e}eD{9Gdv}*T#ecL~Bmv@{3ddc=
z>N#26K~-FY?olta3srI&m^wi8A&9HHWywc^t4~0mry@_=*68WYAL*a6eMyLcVbMnd
zI#CRS#{Jx&@o41wJ%5|5TQasmt_2&-2T`h%B*lqNAgY%=dvv3cN3N@N<{sFCrc_z?
zLw=}mkN-da18=A`UpgH7N;EJaB=kTPz~0-BeoXKQ-t)s5yn(9UlSlbeT0kG80!gDG
z_@TK-|5mtRkZI1!I@_ca9!o$9qs{4$Xo`&`Yk!#pgzOolk1R+;x2v<HQD}B{&`kqh
z)?1&dz<?Ycw*hd)a!8N1imp}e>8VA)`a#_f7608ig%u(9@8>*Y=mc?cqF=C$oIsvj
zFVQ$2G?TP)<fx05#ydMdodKFCXLHSmm5Z=Y2JYU^$4&yQSX``IHy|6A++U@gczj2n
zW64(h`;o-bnbgpm_V^Y2?|Ffb1-?{?A1@0081U7#{Ah*-za097_n0I8pKmJVdi-?%
zzA2*pF(2UHHw7?2duRXa%fR~IUH<>`tJHjFXEkmwnjXYvD$SQRHv_)(#p#~!PF1^I
z*%UZh0T~&zzv&4ALQ6}F@V&<^nBaf?`Vw&eueBEZhBO`>ol_oXXJ;V0K-TiSvxjPP
zb|*`ak&&A*1aG}8=4zKfjnbR>8W5SfIaNjtt!|o}o?Z^)-S>)*CxQz2z=e}hQf4x_
zKL&L_ehd(qvS~l>w1N&=-H|}JsJMax4v0AQ1OK_~gCQWKr<X>|ttJm}@EY3<7LQw}
z1a4b#feBFKbJRr<-nEg$X{qIY6aJsu6A%DR)aOS)K)Ad;8CW|8Wk#^d%F27@<N;GP
zwuWYNwYW$ar1e{2q2b}3Af8j#(lVU6=~ga`;QuM^O2eUS-+oVuBH6dHH7Yylku9O@
z64?@2A`)epL6&SO*+TX_ga$2>ND;Ee$V3vQ?3zI+43lkUEdTRX&-)zDhxfz(!+X5<
z2lwGH+?VUVu5<Za=lT1|LJcbU^_MSv@w~E7jeo+PmhjKtgyzm;M+0Vcf`ip;D?AQ7
z>~QoZ;bSSw-+P{Tzq;_{>AC2X6wU?mh)BX-<r1H4!V$HL@A#1_mX5!UEKX_ueyu1J
zLin>NsEW~9-_64E1ml+O4MIMT%<^Ez{JwU@!=n@w6eyJq4dLlWpM+fV^DF<?2To?L
zq`2?|zwYa+ZmT1bNT_hPix>ASR^R;a;e%9Vo<^wcH+j~bI~8h#xgRrb+q-vfQT7Sf
zzcJou+V9f&X|}~*HWex~H{oAEh2#0;+i1sFfq;_>wACTtem9@D0h2_jBv6gMH*Rvd
z{=;aC9QLyPI^+1oi~H)XZ+P#(z-1;rCD46dOtZe<32crSH&-{e_7N{HFTGGXB0iSu
znc{eXi|o9&we+t#O)#X0Ak^m3F;Xvzj7H?|ADIO}iKzIYL#Njh<Ks6cjE$N3@OR%|
zTLZo(J1HE(Jv^ByM+tCoaoL=(iTC#sXrL4J`*Jx8rTS9?mGbK9>OSkML4q0~Ro(Ax
z%bcTDk6nCsH+!}>SxmpFzkd%<PU^#pj~bx-{8<*f=#j<ew=mhYNY?%5^+E4y>B&i2
z-o~oFoaX9WbH93iQ?y7}43uj*e{H<JgN^Nr*9I&+SKXC~+-oIGiJtxCl1R~hWaL)$
zg%8>iQc~T+OA8-O#S|1cK0Y*!&dYP03Eq^J+kF4u6IwD$ev;zlouLXE>5u3ycfYZ|
zMi*04+jDJsHmbB#o>%7VY2rF;F%{o$yGWy>(ldkqrU@OY3CN7PnJA(umv?U4IVd9k
zbrDvIjZU6C$rEUA)!xz3a?ZOh3OWfym6UiL92_tnt3OH`c87;=FfWIWr(4f`e^TlU
zy%=Y!e4L6Vj0_Evm#I)~h@R;`qUbfq4}(ihnqOE@Bsn5YMZd1`f7_zX*1lgq`ESe=
zVvK)Xh($C{zrn;tnyDOlvob$QB$L^srKPFbZ!%L;Z$L+hkngv5$AK#L>*VAPAa4dD
zlkEse^7H4<du5qd=9<~Y=er)9+8Y=c*!cSOA5bAxMW3xfPxmS;#Wtm+rV=M6#78Qj
zE9a@7uS_?v#Fys@S*;bHt2CK9Xj_QK>!?%5QYk<2Z{O~ODcZrp(rjURtjO=9OdHrI
zufUMBjhN1$!?|np<qO?~hL=7U3rtT>f1R3&g%>sot3nH^>uQ<^P_q{W%`8Ym3q@U8
zMTLKZ+8KT)Ee&6Px-Xy+3gNMCow+{#{^@zrNY!77eNC^a-fU8D@7WOQI4B8U=IyWa
zW&^I?pz!%D?Kd+?U}~<6)C-wvt|>M(Hxs{oJ2=t`Rw;@}IB*M}yn{=o<!fA8-pfK%
zz#y7w9hyjt2B_X1A^+2YBct(E?do*Q?c2M8o+oEz#e!xT*hMSG>x96NkPt*C@cq4`
z1wlW*VFsY{hMkA!K!fp9yK2tLp{sjqboP;M&H=%03fYFVZEUdGcbaAU)&f$Ud(+LG
zl=$w&+(6P!zwe)7*PO?=XdGgC1QsUf;py*8O%*pq$;s{3)rIq4G1X97`6|XL{cp`i
z@BZ?g@TM;|@FQHex8A0Tx39^|@y5h^kWNIdI7=rcJhph~JWpzwW)b7qpkH`%JDFh{
zzS=8#w~!AI;s)g&*veTGK+b3|q>>|GJE$PeCaBC4YGn!S?ad7v>(U}GoLiWwIW9Tt
zD=;PV;Ty~0=`X#9Yi)8fljmvLA<OIxmu@1wyev#gN=m&zKP%^0FT+p--0sJrpsZJx
zrgJ{cKz2BcKGU7)5d3%n3KC_&i^%)?_^|8Obay;AVBwRKse=k^Bhy@U8z*|Yw6#%<
z|Br)oSEyx-tLQYJ=`AZzR93F+UXrh0Ik992+vp^)G4r@*7Y$UQ3#J*+gE1pdZ7a-Q
z8S=V=Il*i=)&`nQJvi;|?hc0OaZ-}$;}<V{r$oY6&D`^*hiWqEh6g?u+lVFIi-?Hm
zhILVteSrf%QIVIIH%JC+4z5ULgF>OCRDvBcEK{;gnV!B9Bz$0r8oohyoVkitN0vB-
zK1Xck@hqsu%>*<8skr{|?97b)9v+^ep?XlYG{1I@Zf<JY+5PF0rC7!A>Zg~Q_z60w
zCdiGn>V(IP>I{a1Se>3{Wi{?pIEWmS`1L+>D%x15dq;IrYHMq|ZC+e_+q#{RF@u+z
zn}1&Zw5DE;K@UH_l{mV4->{|b#@NJ!^pK#G*j6;wF;P&p35vs1RaG$?0h1q&=dvF@
zgoCK5XB?ys(^_v-1!{j+0;#$_>rM@Nardb*e(0}DrPtcmT!p@|$%3S|fsvpIp@PZ|
z&NZ;Z{p%8Paxe=!P}`W8+6UM~G>U;ns->fzA#u+Uqv7=~eG#i`gS9YN)<L6ovjOs$
znBML4=Ph;D?r(&)G&gH&Ty4*gW$gwgbFgQYmr<RM?&RgkKh#T6i+Q{dSyxvFLr^KL
zr%B1#RYjCGtlJK->14<$D_fg%@KPU>t0#nuvbB{(&CAnFKV~ajU|dd5j;ZxNLY$cy
z`s%swR6m<jW5gea^|2cBeZ!UBj@5QOX=e`4y2Tp=i5lmqly%RH51c7==<wRtE!J&P
z?m2Kq&aoO3Mb}Guy3WjDb}DAeX{sUCz|W+O4&sLBZ|?-MEFP$r?h<J2D$t*YDI+u{
zNo1g>x)00-^W4=8udnqHs~?O@)k@Bj1gAQ6(I$<7X*VI~6DlcPMZmG<sw{BIi)1mG
zEEoor37F>+Ol2brhF<xns`9*5v3+?(@~2sRCmH+(Ap}d?9)XXF(o5Lm1ZoJ=oMP;)
z5u!`fgsq=|THGmI!az{o+2<BC@}yH8bW4UQKmSDG&fb+&Q?tzuPxAv`fwkp|eIEtB
z_j6!5gTUu&<T`PnrA-Z-A2*bV-_i_mhijzg;o+Tcz{t36CkBj!X4cs2LZq0$`~!=k
zos_TJ9}YFG=mW>Or=H+^8h>_zf<mvw17oL5iQ?KxPW|{jnJcyH^Q|JTT{>pl?d@E+
z_>{RgIbG%ta1`=dRR(eNtLWsPl3)|GE3N&@*S|6qjmP5&BRxE?IbU$&gKRuJaJ4Gp
zaUJX&W6L`8RMhYf+QL+`JvQ26D)!MC9iF4}x@T_lhORAssb1!O9<~-tbv3da;y&J$
zpD#*v;u98ruc3g2Wx9*LOwPRSVd8Jeq_ExmcD@F5Iu%RF=w;MWzhytGsA$>Tj8Q@!
zfuxg<=Roe!8D@M1f`GA|)%;enTYH?<#@=Q9iC&p=x*8n`F5mTl8%N=VJN+y8h3Ti~
zD%-jWl9Q9qzPyrEJSL-8!?st+*h_pgG;9aRrYeK@h}7UgoN7D=IdaF#WDGdRF>g1w
z2@kSZWWiQ?oPiib0AMkz?80U$zNl19sX^*tmT*rabPvQQd|A1!qL0+SNC=F)N!aVE
z8PnMO(sN*JN9uJ3rnW8Y0^azhc=>vXWqPsAi>d*u6FJkd%aR<%5}if+^$xDD)5(-2
zYlk3R#xa757%mEnMfJ(E9b32~SR^V3+M;)kl54r5qM|TaX<~9X9zMQyQNf3wC0}d+
z=XoqB>4Jr`W(>t*v11c){KwT?2<)n!clQi~wHjBv(#2Gum(WxnN*|-l4%Ljm3Y6z6
z>C`mRDZJ=>iwM!e_;wM68xz-=gipUR#5D)_qi`JPB0J-IeAlbMwGqo&g-3HO{!p+o
z7^~nG3u?J!rf}-)?elQ*4sk<4e!dp39qQvs(?H#|fWo4pw_h2Ks3Um<#;PT=tunR?
zQz&RsVEw-Dh1>WecM%cj^#9^`SW8OpRc!n{kgZL~ahBIhmOJ}Q>-8Di-4L{7c`GX_
zT7EM~jETAP@mWing+jl*-Pszm-R8({zsrMp5mE*c<ryY+5xjiZmTP|zsB#n=3)goF
zMmoyrDJiHM%&3PcD=0e5sc-4y+XkM8f+#LFW>%KO>8^t4?o)@akxmu^0YrF@6?cYY
z!`(xdK8RMYw#zs8?9X71Ie$Y%f!iYbF)=pz{`g0scHiYGmfgEE8gv`4r|rX7im3S+
zFz&%ia2}SM?-Q*rk7Mbi@o~1rZgnNS(0jKlXzn#r-!Z-55zeV&XP(+dfw6rnz=%36
zg=vh-e=PdhP<1?tdz3`NvBt&4=c6Jz8YOIK?}X6vr??xY`zxNTCQ4kiFmr{4)y0}_
zD$c2^h-Y5~KWXA%CcelaW^xl^t)gsa1$=CPf5DJWMEUAV%6ZAhViT@GvkD$(u}#&Y
zTUnf?<`!FMcwOcDxCnNEXhN%WOy~06@gD`Z%!GUALFyTi7#Szqy9lDhEBKubge}Bs
zJw6@Qm73O7Vt<qxgnA#)qB{wSJl0kAx1aN>1<V$oW{LeoOx71pp0d@kl{Cvcv1>9P
zhlq4qoeW79I(oJEU6~>@V4P96uBM3EJvs9<%_~lqUDe?UO|sNhnsz_r9F?GAp1890
z08X6+6)h;>W|>6Ll})^klM_wzmS)ROLC1zk=9#y8EVM~<PD$xKw=PmYvRhL-EnxAx
zmCc+vw=J|~8>l+tvk7(5GLH4N-80y{o6r!*U+1agvG2Pm5&=@|jJXqk{`_eH>lndP
ztqi%H*?ZiTJ^T0jo{gK*URqijJjdJ*+Ns6Ub`Bp3bMD>}#}&jUYm!{dj30|X*Kt-%
zl6by<xM3kyY7&XuKmPD)Si8DHr%Qj<JNXlmk@gWRb6prSgMt;T9gefxv;;^et{Wta
z>77ew5+GFJTilKtr*A+?AT{{Xty4H;p-UeV1o`ju9x+u&$ct=*on1;NrOk+Twccnc
z97U&&fta8?e5X3NJ@$kRO0$$-K-ulR;P!I{g@W^a`<N+l@!r_;-a)jTIN^ugskl{0
zEds%eR{X#|i~aD#T7E{!%<daBfm;=ZW{iPd&!nceJ-ig}(PYIz)oXv~W6{hh9)@at
z(mR6vkiuUfienKzdexXwP*6yy%!hcwrZ0oQ8Ef>O#Lpof>1_FE#d-f$P1JJ93RarZ
z6zeDIqHgifq~#Xt-Z_Y3u-ehPpU1@BwUv+Tbw1Nnw>*5#{gsqJ<z&jF*qOdFw*vDx
z`B?GQX)2vG#3Z9J<83?wUpe?rkZZ^qgP3+%=86xLn0oe!2CVmAN}f`_qU7E(?Rv*p
zvM9<?L~=vuv>+FjeOf#(1m!Ef8*H<N-tF651;p?bB9qBpCFk%M@;=g5ziP0y?IWbn
zj-erYxp;b9>*?mD=&HF@JeMiKQ`WZp&L7>lclVB3^Ikx)Lh+Wrh0qfmZ*fBcl`BD8
zGtVk0qFf4lLY$%Cje^ftEp^C2F|;X&0bEa8-X`%_Oye)5=!=AMgSSvJzZ~;P-;$ko
zyAj^)*4;>{;Z_|Dv-u*!Z6kP3!Kn)&Bo>d6`p|KSTo9`wsP~{IeKyvX|0Lvt8<d38
znoycw(O<{609bM?==E2~8Z-FNAXg#A@+PJ;1WnX>H@t6@LzjRrr;6z(60+2=5lIq>
zix6`ES^21~o&f=tC_n9YePjQ_3~eH_^#Mw2f1>1JhwzxrG~BE_^J+TF&Yez~{P#6=
z))>%eEq1<Mys4E=i3_8if3Z>f@}7S(|ETkc2=4mp`oDn8{+)~d{Up?X{iswx%8J(d
zz?D=i)4@?xEQ9gAwa2sXx$aAEh~JHrqaa5oIRC~24|+qQ(=+_?QWr|X6Ckz2bJRBJ
zQi&mMWCT*b@x&|{Kz1O}+6nQgwwak((LicyYMIxN+Rdma$!-ngqvk**fTaI~LeM{A
z1;pTNLs)3hfKFrivuEtE+^h>dkxaV~c!J=Rk|WtLTg@Mr^T44eEvT%cr-uiqE9!{8
z;Mo}w0dnxRkY~q$QU|fmEl=0h*0zWqH#J9E#4oJCCy7e~-kC|hX!PsG>kMU(HZU)X
zC|+Wpg$THM6->t&LV{H8Xt1QDWFUBxu5xz^6&00y_{Fo&&L0<A+J(H<p_my~Z(#0(
zp;v?Z-^G7u3#23B5VE+4T2}cGBW2nYFTB~Ma`dP*eWh|Zm<3WW^(&s9uIE3twlV=e
zhlhaT28e_^0mO-DbQQG<srYOGaPkn6A44|!6?$eV^|0exAV+uAvfx+66y|)B&wT*^
z(j<7QB~^d}?1`$nqAvr;!xZx5NJE3*PU&1<Sm6?qlCL2YWv!Y(02P_N`oCuFEtkc(
zF9!1r?1ItuEHA|bhi!)(L*{h_jEBlDFe!Nr#(-$qcEF^X?*$CUK6)e}uv**(u;jiQ
zIQ=By^d!}gl|#betLU-uapF+GNYAk8ZFO0;OT(agj!C;jHHF+$N__%SzI{LM$K}sL
zju8j1)2Stnhw}1^V|ZQewM~d;VUxa0N9P~{Ok(=0!~BEGWF8d6bL8|;5hT>$oxX6;
zHkjo88B#Ug6XfGDpDtawa;2yhI>`8-;rddPCyF2yW0va=;#hKy*0o`(9L78arWc%@
zeWtpL)Q-s`ugL1xi5{HSn3|d*tQ0HDBjIT9W~!VE5TjQ8D5-H7r+o)}!v0+2RB%{W
z7(c*myK>^(=e}@N+IJ2N>;)_(CMl`(;|Pbauw33~u;;+b^oAd_T4XI+{*wOGapA?M
zQ2`uKeOgz`{;>ns1zC^oI>_~vAYMLG-m%0l8^K4D(7wLf0PH*+2!Aob4Y=Kph2MWC
zesj3VHvGqe%LP?wA5AsiM!3<JW?bvv)7aBTpIq?tTv1?TozK~P?2+6c<iAU{VGmN(
zeO(9(ga{qf%0jYIikCkduS2gP^5C4@j%;ORpUcRE8@T`8HGOv#F5G(8H8na4iaj5G
zERshY*BxH@xfcy^a&eVGR-o!($!&{cyLRmwwdT>IM-H9Z$Rlt4y^mQrCXL~s>v%_g
zet!1w1~FPB<Kq`ifX)R~e6(up$9C|ffA{tERRBl3ZQHg_PwdCVEOd`cZ0-`KZ;040
z3Kie;!p*dHo%SP;7{!NZ4er{bXppGHV>JoQaR>w!GT*|t7<SL0F8Hm~vNY86mv%jO
zJt=VK9xx3+Qgh)>17d+<Jfb)Gied=ZW8gtnz_=d*Z!$g7AR=vDl14Sk3!}M1P|k;-
z+{>3$)YM4ihK)DRoSJ<gH<7WcVn_7pEG^THuQMXU!X10k4VRiaM7_T+f(sgtFb4m+
z{@3%6jgds59b2|+IkfAQ=Hl@){H*zUx3|LgTU4F7ksE=d0J&);@^44(7`y~>yCbIe
t2izhA6_}B4$70Noo2dT($FH70!sO*??fv#*<z-|LhPoy?B`3~D{s-5Ux;g*=

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/magpie_classification.json b/modelling/data/abingdon-all/resident/magpie_classification.json
new file mode 100644
index 0000000..571e16a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/magpie_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Magpie",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "strong",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "winter_detectability_peak",
+      "summer_detectability_trough",
+      "strong_spring_carryover",
+      "strong_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 1.2467964363947392,
+    "target_trough_value": 0.528501487533441,
+    "target_mean_value": 0.8662751790538733,
+    "target_amplitude": 0.7182949488612982,
+    "baseline_to_peak_ratio": 0.5453977731652019,
+    "autumn_to_winter_weight_ratio": 0.06287425149700598,
+    "year_end_to_winter_weight_ratio": 0.46407185628742514,
+    "decay_to_growth_ratio": 1.3685051958433254,
+    "monthly_target": {
+      "January": 1.130873428724485,
+      "February": 1.2467964363947392,
+      "March": 1.1039852316090435,
+      "April": 0.9343077935437688,
+      "May": 0.9162034711620163,
+      "June": 0.9160000755661624,
+      "July": 0.7746361122664497,
+      "August": 0.528501487533441,
+      "September": 0.5852748528416601,
+      "October": 0.6699984273920512,
+      "November": 0.7096624369114307,
+      "December": 0.879062394701232
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.948,
+    "GROWTH_RATE": 2.502,
+    "DECAY_RATE": 3.424,
+    "SUMMER_DECAY_BOOST": 4.088,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.438,
+    "PRE_SUMMER_DECAY_END": 7.015,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.662,
+    "SPRING_CARRYOVER_WEIGHT": 0.236,
+    "SPRING_CARRYOVER_END": 6.98,
+    "SPRING_CARRYOVER_SHARPNESS": 17.536,
+    "BASELINE": 0.68,
+    "WINTER_WEIGHT": 0.334,
+    "AUTUMN_WEIGHT": 0.021,
+    "WINTER_PEAK": 2.175,
+    "AUTUMN_PEAK": 11.01,
+    "AUTUMN_ONSET": 10.25,
+    "AUTUMN_GATE_SHARPNESS": 8.01,
+    "WINTER_WIDTH": 8.989,
+    "WINTER_RISE_WIDTH": 4.59,
+    "WINTER_FALL_WIDTH": 12.225,
+    "AUTUMN_WIDTH": 6.896,
+    "AUTUMN_RISE_WIDTH": 7.629,
+    "AUTUMN_FALL_WIDTH": 5.65,
+    "SUMMER_DIP": 0.162,
+    "SUMMER_LOW": 8.15,
+    "SUMMER_ONSET": 6.6,
+    "SUMMER_GATE_SHARPNESS": 4.378,
+    "SUMMER_DECAY_ONSET": 6.92,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.188,
+    "SUMMER_WIDTH": 26.104,
+    "SUMMER_RISE_WIDTH": 42.038,
+    "SUMMER_FALL_WIDTH": 10.746,
+    "SCALE": 1.348,
+    "YEAR_END_WEIGHT": 0.155,
+    "YEAR_END_PEAK": 12.162,
+    "YEAR_END_WIDTH": 86.157,
+    "YEAR_END_RISE_WIDTH": 162.472,
+    "YEAR_END_FALL_WIDTH": 10.124
+  },
+  "fit": {
+    "score": 0.45
+  },
+  "warnings": [],
+  "summary": "Magpie is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates strong baseline presence, strong spring carry-over, moderate pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/magpie_consensus.json b/modelling/data/abingdon-all/resident/magpie_consensus.json
new file mode 100644
index 0000000..a2e6524
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/magpie_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.45",
+  "INITIAL_Y": "0.948",
+  "GROWTH_RATE": "2.502",
+  "DECAY_RATE": "3.424",
+  "SUMMER_DECAY_BOOST": "4.088",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.438",
+  "PRE_SUMMER_DECAY_END": "7.015",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.662",
+  "SPRING_CARRYOVER_WEIGHT": "0.236",
+  "SPRING_CARRYOVER_END": "6.98",
+  "SPRING_CARRYOVER_SHARPNESS": "17.536",
+  "BASELINE": "0.68",
+  "WINTER_WEIGHT": "0.334",
+  "AUTUMN_WEIGHT": "0.021",
+  "WINTER_PEAK": "2.175",
+  "AUTUMN_PEAK": "11.01",
+  "AUTUMN_ONSET": "10.25",
+  "AUTUMN_GATE_SHARPNESS": "8.01",
+  "WINTER_WIDTH": "8.989",
+  "WINTER_RISE_WIDTH": "4.59",
+  "WINTER_FALL_WIDTH": "12.225",
+  "AUTUMN_WIDTH": "6.896",
+  "AUTUMN_RISE_WIDTH": "7.629",
+  "AUTUMN_FALL_WIDTH": "5.65",
+  "SUMMER_DIP": "0.162",
+  "SUMMER_LOW": "8.15",
+  "SUMMER_ONSET": "6.6",
+  "SUMMER_GATE_SHARPNESS": "4.378",
+  "SUMMER_DECAY_ONSET": "6.92",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.188",
+  "SUMMER_WIDTH": "26.104",
+  "SUMMER_RISE_WIDTH": "42.038",
+  "SUMMER_FALL_WIDTH": "10.746",
+  "SCALE": "1.348",
+  "YEAR_END_WEIGHT": "0.155",
+  "YEAR_END_PEAK": "12.162",
+  "YEAR_END_WIDTH": "86.157",
+  "YEAR_END_RISE_WIDTH": "162.472",
+  "YEAR_END_FALL_WIDTH": "10.124",
+  "SPECIES": "Magpie"
+}
diff --git a/modelling/data/abingdon-all/resident/magpie_observed.csv b/modelling/data/abingdon-all/resident/magpie_observed.csv
new file mode 100644
index 0000000..9d31e56
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/magpie_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,158
+2,133
+3,131
+4,124
+5,122
+6,113
+7,118
+8,102
+9,108
+10,112
+11,134
+12,141
diff --git a/modelling/data/abingdon-all/resident/magpie_parameters.csv b/modelling/data/abingdon-all/resident/magpie_parameters.csv
new file mode 100644
index 0000000..84f493d
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/magpie_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:07:41,magpie_observed.csv,0.4814524130480676821437167918,1.176,1.44,0.274,7.388,0.771,6.8,7.093,0.133,6.93,26.659,0.447,0.381,0.017,2.14,11.35,10.08,11.647,9.896,3.408,16.385,2.356,1.23,3.482,0.122,8.26,5.35,4.332,7.22,22.153,45.462,74.566,16.359,0.981,0.24,12.225,93.148,180.039,6.258
+2026-05-21 10:07:41,magpie_observed.csv,0.6511804046333030907162644890,1.169,1.665,2.586,3.252,0.21,7.27,10.195,0.122,7.37,10.641,0.517,0.332,0.014,2.25,10.88,9.61,2.234,3.304,3.415,3.194,5.841,8.547,3.135,0.128,7.83,6.4,4.92,7.41,10.966,38.194,56.396,19.991,1.642,0.214,12.174,50.180,89.148,11.212
+2026-05-21 10:07:41,magpie_observed.csv,0.4535403956571650766727356160,1.128,2.465,5.585,5.308,0.675,7.1,13.211,0.052,6.63,10.752,0.77,0.023,0.022,2.15,11.45,11.15,5.84,9.532,15.987,3.077,8.743,9.366,8.120,0.085,8.84,6.92,6.019,6.97,10.917,17.299,20.535,14.063,1.785,0.143,12.061,58.426,112.369,4.482
+2026-05-21 10:07:42,magpie_observed.csv,0.8480184225325626178220897132,1.181,0.975,1.311,4.135,0.555,7.29,14.971,0.363,6.84,26.918,0.466,0.577,0.009,1.88,11.99,10.24,3.943,1.104,1.164,1.045,7.952,12.168,3.736,0.08,8.95,6.22,2.576,7.55,13.318,11.938,18.369,5.507,0.834,0.184,12.093,46.922,82.117,11.728
+2026-05-21 10:07:42,magpie_observed.csv,1.253721233977714704189433162,0.932,2.159,2.246,4.084,0.45,7.29,7.045,0.095,7.62,26.564,0.863,0.217,0.018,2.04,11.15,11.26,5.124,17.572,18.857,16.287,12.724,12.0,13.447,0.017,9.23,5.9,5.337,7.06,8.869,15.810,17.725,13.895,1.121,0.106,12.137,61.278,109.409,13.148
+2026-05-21 10:07:42,magpie_observed.csv,0.7844392386331876387687361136,0.75,3.502,3.083,5.978,0.061,7.64,5.86,0.196,6.55,6.642,0.514,0.148,0.05,2.35,11.79,11.17,5.838,5.216,8.186,2.246,6.856,7.971,5.741,0.224,7.25,5.72,1.297,7.03,22.175,27.495,52.884,2.106,1.508,0.166,12.152,116.444,225.898,6.989
+2026-05-21 10:07:43,magpie_observed.csv,0.4750942904607944656869321433,0.877,0.287,5.361,3.949,0.07,6.95,6.508,0.19,7.58,27.293,0.722,0.681,0.003,11.67,11.46,9.95,8.083,13.929,11.863,15.995,5.124,9.76,0.488,0.076,8.3,5.88,4.718,6.74,6.325,24.418,37.927,10.909,1.489,0.335,12.077,64.899,124.836,4.962
+2026-05-21 10:07:43,magpie_observed.csv,0.8643723115786890104363006500,1.338,1.813,4.532,0.848,0.651,6.34,4.366,0.324,7.23,22.529,0.731,0.575,0.004,1.85,10.9,9.28,7.933,16.436,17.472,15.399,13.159,14.000,12.318,0.189,6.58,5.14,5.6,7.24,7.88,31.286,55.389,7.184,1.705,0.087,12.273,121.178,228.565,13.79
+2026-05-21 10:07:43,magpie_observed.csv,0.7543482235956973482351941126,0.93,0.676,3.29,1.129,0.033,7.29,3.451,0.173,6.63,11.623,0.804,0.119,0.007,1.65,11.42,10.79,9.2,14.594,13.97,15.218,8.502,5.119,11.885,0.045,6.99,6.88,6.79,6.68,7.87,15.414,25.416,5.411,0.94,0.326,12.244,55.572,104.313,6.831
+2026-05-21 10:07:44,magpie_observed.csv,0.6710797348770176648608164280,1.345,1.691,2.473,1.221,0.415,7.21,13.147,0.251,7.2,26.689,0.805,0.711,0.019,1.14,1.35,9.31,3.285,10.975,17.145,4.805,3.584,6.514,0.654,0.076,7.0,5.78,6.611,7.52,13.655,30.744,45.095,16.393,1.142,0.226,12.049,83.511,156.761,10.261
+2026-05-21 10:07:44,magpie_observed.csv,0.5246065001555093152165801018,0.816,2.54,1.905,6.4,0.857,6.71,5.424,0.264,7.26,17.5,0.72,0.108,0.016,11.94,10.52,9.59,7.938,10.238,4.558,15.917,1.016,1.02,1.012,0.189,8.94,6.8,1.879,6.92,19.536,19.472,30.288,8.656,0.916,0.041,12.172,109.468,205.76,13.176
+2026-05-21 10:07:44,magpie_observed.csv,0.4930163408221898790548286538,0.88,1.811,1.302,0.134,0.894,7.39,5.03,0.196,7.42,11.258,0.448,0.508,0.015,1.8,1.41,9.29,9.896,9.200,5.21,13.189,11.262,9.397,13.128,0.068,8.12,5.09,6.703,7.34,11.212,18.834,36.793,0.876,1.166,0.203,12.238,73.963,135.889,12.037
+2026-05-21 10:07:45,magpie_observed.csv,1.110921597450469110223228722,0.918,3.574,1.553,2.894,0.679,6.97,4.973,0.023,7.21,12.895,0.574,0.361,0.007,11.5,1.16,10.83,9.897,12.576,15.277,9.876,3.524,6.298,0.751,0.131,8.45,5.03,3.598,7.14,22.569,5.396,9.018,1.774,1.315,0.11,12.218,46.704,82.665,10.744
+2026-05-21 10:07:45,magpie_observed.csv,1.763141510199220204963322201,0.764,3.667,5.911,5.863,0.159,6.52,3.712,0.161,6.69,12.015,0.73,0.533,0.043,11.58,10.62,11.43,10.321,18.259,20.000,16.518,5.236,2.943,7.53,0.13,7.09,6.36,1.171,7.25,9.745,13.030,13.483,12.576,1.328,0.312,12.22,81.246,151.272,11.219
+2026-05-21 10:07:45,magpie_observed.csv,1.359885043366060730476689673,0.906,1.045,2.863,6.594,0.903,6.99,14.944,0.296,6.75,10.415,0.832,0.35,0.019,2.26,10.68,10.74,8.012,9.036,9.688,8.383,10.290,12.531,8.048,0.021,8.0,7.17,2.619,7.26,14.882,23.777,28.463,19.091,1.35,0.205,12.138,97.318,180.443,14.193
+2026-05-21 10:07:46,magpie_observed.csv,0.6201506534850630683085304743,1.052,3.473,3.463,6.412,0.436,6.32,5.878,0.366,7.01,21.222,0.447,0.658,0.006,11.72,1.39,10.96,7.984,3.924,6.575,1.272,4.953,1.515,8.391,0.16,7.95,7.48,4.308,7.31,9.465,30.879,58.791,2.967,0.868,0.052,12.233,122.073,233.066,11.08
+2026-05-21 10:07:46,magpie_observed.csv,0.5665094225776947261350828467,1.03,1.703,1.273,1.448,0.795,7.07,4.39,0.281,6.81,27.047,0.609,0.536,0.003,2.15,11.07,9.51,8.503,6.701,3.234,10.168,6.597,6.626,6.568,0.164,9.09,6.68,1.182,7.01,18.355,38.604,70.319,6.889,1.489,0.346,12.154,66.170,125.341,6.999
+2026-05-21 10:07:46,magpie_observed.csv,0.5635584648033318060775028706,0.843,2.214,1.53,3.63,0.342,6.91,3.998,0.34,7.25,20.729,0.895,0.211,0.049,11.68,11.02,9.86,3.504,10.934,6.103,15.764,5.302,5.229,5.375,0.02,6.67,6.53,5.048,7.02,13.195,39.954,69.477,10.431,1.062,0.229,12.295,52.166,93.836,10.497
+2026-05-21 10:07:46,magpie_observed.csv,0.6335109181260889497389752082,1.119,3.603,2.224,1.09,0.814,6.39,10.345,0.422,6.88,12.904,0.799,0.25,0.046,1.72,10.9,9.49,9.739,6.324,2.841,9.808,1.252,1.293,1.21,0.163,8.91,5.58,4.652,6.97,18.98,11.210,9.228,13.193,0.915,0.111,12.021,72.568,135.677,9.459
+2026-05-21 10:07:47,magpie_observed.csv,0.4934125239853964535170826899,1.102,1.002,4.744,1.133,0.612,7.49,9.693,0.418,6.94,13.836,0.808,0.69,0.04,11.69,11.79,9.58,4.676,9.212,9.026,9.398,10.388,9.35,11.426,0.239,8.01,6.7,1.037,7.1,19.756,31.964,50.711,13.218,1.132,0.286,12.22,109.208,204.464,13.952
+2026-05-21 10:07:47,magpie_observed.csv,0.4315403299422513647627383208,1.167,3.034,2.913,5.542,0.136,6.29,10.243,0.181,6.76,23.488,0.529,0.079,0.02,2.16,10.84,9.53,5.608,2.510,1.548,3.471,8.980,12.909,5.052,0.09,7.78,5.3,3.662,6.85,12.438,28.410,42.137,14.682,1.724,0.17,12.282,71.470,132.841,10.098
+2026-05-21 10:07:47,magpie_observed.csv,1.465811055091216520995167240,0.918,3.408,4.637,0.486,0.697,6.89,11.298,0.001,7.13,10.502,0.584,0.437,0.039,1.37,1.37,10.33,4.325,15.304,14.371,16.238,10.533,9.611,11.455,0.223,9.02,6.69,5.419,7.26,10.965,10.339,1.021,19.657,1.702,0.228,12.189,70.537,130.79,10.284
+2026-05-21 10:07:48,magpie_observed.csv,1.662883375664883182630335200,1.101,1.254,4.627,1.26,0.037,6.81,6.69,0.229,6.73,21.675,0.844,0.734,0.039,1.74,11.31,10.04,8.452,9.379,13.633,5.125,3.470,0.571,6.368,0.194,7.17,6.83,4.933,7.2,8.461,11.065,9.468,12.662,0.803,0.082,12.125,85.995,157.525,14.465
+2026-05-21 10:07:48,magpie_observed.csv,0.3538378404778628234114558496,0.853,3.896,1.685,1.444,0.188,7.02,4.973,0.36,6.53,6.392,0.817,0.246,0.041,1.26,11.21,10.71,10.289,10.323,2.406,18.24,8.428,12.776,4.079,0.082,7.82,7.14,7.516,7.43,21.433,19.683,21.55,17.816,1.419,0.199,12.202,113.534,222.172,4.896
+2026-05-21 10:07:48,magpie_observed.csv,1.527768280589885496895388914,1.049,2.877,2.808,7.467,0.458,7.01,15.257,0.383,7.1,8.434,0.758,0.335,0.014,1.17,11.5,10.72,9.806,15.835,18.532,13.138,13.650,13.503,13.798,0.064,9.15,5.27,4.642,6.83,18.388,40.180,79.127,1.232,1.79,0.126,12.284,71.729,131.208,12.25
+2026-05-21 10:07:49,magpie_observed.csv,0.4785290501137822022723063190,1.337,3.935,1.087,7.348,0.772,6.92,12.835,0.449,7.41,7.624,0.826,0.027,0.044,11.79,11.53,10.73,11.807,11.411,3.128,19.694,9.150,8.13,10.17,0.108,9.41,6.5,0.898,7.48,7.192,32.982,58.358,7.607,0.947,0.101,12.07,120.744,231.953,9.535
+2026-05-21 10:07:49,magpie_observed.csv,1.117228671178505998769126847,1.295,0.595,0.983,3.677,0.375,6.56,5.343,0.121,7.53,16.694,0.582,0.06,0.043,1.61,11.53,9.71,3.064,5.610,5.316,5.903,5.308,10.147,0.469,0.174,8.44,5.58,6.58,6.74,17.032,9.180,5.358,13.001,0.88,0.329,12.161,75.838,137.53,14.145
+2026-05-21 10:07:49,magpie_observed.csv,1.311781402242219321200469873,1.313,3.578,3.046,5.408,0.848,7.05,13.315,0.327,6.72,9.76,0.494,0.303,0.038,1.57,11.63,9.62,11.047,4.321,1.723,6.919,1.798,0.69,2.905,0.029,8.2,7.25,5.706,7.06,17.186,7.253,3.196,11.31,1.578,0.242,12.041,99.576,186.671,12.482
+2026-05-21 10:07:50,magpie_observed.csv,0.5216012776392506127128016226,0.899,3.165,5.41,7.899,0.451,6.68,8.15,0.357,7.51,16.077,0.543,0.617,0.024,1.38,11.51,10.57,6.174,7.772,9.278,6.266,6.868,4.109,9.628,0.189,7.96,6.06,3.474,6.67,14.034,23.960,45.979,1.941,1.088,0.141,12.108,81.470,149.127,13.813
+2026-05-21 10:07:50,magpie_observed.csv,1.592377163575011767577253733,1.048,2.545,1.888,2.375,0.651,7.39,9.136,0.278,7.02,20.791,0.848,0.525,0.026,2.49,11.27,10.94,3.067,14.103,15.749,12.457,7.376,13.133,1.619,0.149,8.92,7.25,5.568,6.64,11.509,28.927,48.492,9.362,0.971,0.212,12.293,105.524,205.487,5.561
+2026-05-21 10:07:50,magpie_observed.csv,4.315794113458313786852537864,1.088,2.236,3.947,6.68,0.018,7.71,3.593,0.004,6.77,8.047,0.746,0.081,0.018,11.57,10.58,9.61,10.992,13.302,8.841,17.762,10.611,13.237,7.985,0.189,7.23,6.26,4.564,7.09,14.094,31.748,58.122,5.375,1.734,0.005,12.163,111.403,212.918,9.888
+2026-05-21 10:07:51,magpie_observed.csv,1.773248003760544896902807581,1.249,2.493,0.802,0.497,0.022,6.61,11.146,0.059,7.21,24.213,0.698,0.487,0.028,1.6,11.78,9.59,7.012,4.430,4.811,4.050,6.698,12.02,1.375,0.244,8.39,7.43,7.054,6.7,22.822,12.354,24.32,0.387,1.627,0.197,12.3,80.410,153.162,7.657
+2026-05-21 10:07:51,magpie_observed.csv,1.451763770688274181795857902,0.882,2.141,3.566,2.547,0.4,6.88,5.598,0.223,7.2,22.366,0.52,0.331,0.043,11.83,1.04,10.84,9.105,2.605,2.843,2.367,9.712,12.245,7.179,0.151,8.02,6.35,5.782,6.91,16.449,13.080,14.248,11.912,1.524,0.136,12.102,66.992,129.71,4.274
+2026-05-21 10:07:51,magpie_observed.csv,1.126067152586587553092590453,0.932,1.29,2.089,1.374,0.941,6.58,13.803,0.288,7.46,10.675,0.537,0.266,0.009,2.17,11.9,11.32,4.182,10.440,14.845,6.035,8.492,5.279,11.706,0.147,7.78,5.14,2.271,7.34,18.721,4.605,8.757,0.453,0.829,0.199,12.023,124.016,239.46,8.572
+2026-05-21 10:07:52,magpie_observed.csv,0.8339684511646211062253650902,1.319,3.893,0.876,3.793,0.641,7.01,7.123,0.216,7.43,19.148,0.77,0.182,0.035,1.16,11.16,10.82,4.146,17.617,15.762,19.472,9.614,13.742,5.485,0.052,8.49,5.09,7.636,7.58,9.896,24.160,36.197,12.122,1.486,0.058,12.253,57.616,110.206,5.025
+2026-05-21 10:07:52,magpie_observed.csv,0.8267899890355564365129756768,1.195,3.577,2.84,3.577,0.278,7.52,4.144,0.335,7.18,27.823,0.546,0.241,0.041,2.4,11.45,10.14,3.389,10.712,15.119,6.305,8.875,11.094,6.656,0.127,8.05,5.78,2.665,6.82,15.208,31.774,56.314,7.235,1.734,0.024,12.002,106.075,203.378,8.772
+2026-05-21 10:07:52,magpie_observed.csv,0.5083342324639519176739499150,0.845,1.042,3.557,7.779,0.651,6.26,6.639,0.369,6.56,25.008,0.552,0.619,0.038,2.38,10.65,11.35,4.57,12.878,12.735,13.020,11.170,8.442,13.898,0.227,9.12,7.17,7.183,7.06,18.044,47.978,77.784,18.172,1.49,0.28,12.121,80.105,154.297,5.913
+2026-05-21 10:07:52,magpie_observed.csv,1.862936216021994748208328163,1.168,0.332,1.605,7.918,0.916,6.68,12.827,0.24,6.89,9.731,0.559,0.513,0.038,1.38,11.99,9.74,11.619,0.918,1.018,0.819,9.338,12.661,6.016,0.019,8.75,7.06,1.918,6.89,19.829,38.392,60.495,16.289,1.761,0.205,12.183,104.106,198.353,9.858
+2026-05-21 10:07:53,magpie_observed.csv,1.737477852629179023681595916,1.071,2.61,0.109,1.966,0.744,6.47,9.485,0.16,7.19,17.22,0.582,0.497,0.023,11.79,11.98,10.96,6.843,10.386,18.233,2.538,11.404,13.135,9.672,0.192,6.66,6.27,5.302,7.05,20.174,32.208,54.064,10.353,1.692,0.117,12.132,100.160,192.632,7.688
+2026-05-21 10:07:53,magpie_observed.csv,0.4464445820020335782567473586,0.817,3.033,0.754,1.373,0.328,7.17,10.645,0.116,7.24,11.012,0.881,0.271,0.026,2.32,11.22,10.65,5.543,14.814,15.690,13.938,5.631,8.356,2.906,0.23,8.09,6.25,6.128,7.52,9.21,19.775,38.083,1.467,1.602,0.224,12.289,49.282,92.248,6.317
+2026-05-21 10:07:53,magpie_observed.csv,1.029836742535285235619285073,1.254,3.046,3.228,2.681,0.267,6.75,3.531,0.048,7.07,24.326,0.49,0.741,0.002,1.09,10.57,10.75,4.216,13.842,19.379,8.304,8.836,5.872,11.801,0.045,7.38,6.14,2.367,7.22,17.004,26.908,44.214,9.601,0.914,0.159,12.168,113.003,210.355,15.651
+2026-05-21 10:07:54,magpie_observed.csv,1.403663702312059915978704907,0.935,3.466,2.882,7.373,0.15,6.35,11.308,0.283,6.65,20.008,0.832,0.552,0.036,11.86,11.16,9.47,4.827,3.630,4.175,3.085,4.339,5.341,3.337,0.245,8.2,6.28,7.829,7.32,16.432,18.524,22.348,14.7,1.77,0.169,12.255,114.642,225.041,4.242
+2026-05-21 10:07:54,magpie_observed.csv,1.297550726034831671027354438,0.881,3.389,5.417,7.521,0.725,7.64,7.779,0.4,7.6,27.667,0.41,0.722,0.043,11.57,11.3,10.48,8.251,14.366,19.442,9.289,4.298,8.022,0.573,0.126,7.74,5.4,2.788,7.35,19.778,40.808,75.314,6.303,1.599,0.24,12.122,98.755,186.969,10.541
+2026-05-21 10:07:54,magpie_observed.csv,1.079049618526976147610394725,1.235,0.528,4.199,3.712,0.884,6.96,4.234,0.212,7.09,10.371,0.661,0.407,0.043,1.67,11.21,10.84,5.07,12.602,14.221,10.984,2.720,4.293,1.146,0.03,8.28,6.32,6.226,6.75,12.947,28.181,48.289,8.073,1.499,0.334,12.094,69.259,123.268,15.25
+2026-05-21 10:07:55,magpie_observed.csv,1.114982365280518466804875342,1.275,2.413,3.529,0.144,0.748,7.55,8.261,0.444,7.11,24.698,0.797,0.58,0.021,1.85,11.2,11.23,5.146,5.332,10.104,0.559,7.460,4.62,10.3,0.03,8.31,6.69,6.692,6.62,19.654,25.469,33.122,17.816,0.932,0.307,12.009,95.979,186.498,5.46
+2026-05-21 10:07:55,magpie_observed.csv,0.6269557273565758905176753444,0.905,3.712,0.789,0.803,0.657,6.5,6.208,0.101,6.87,22.416,0.654,0.476,0.043,1.11,11.33,10.49,7.013,7.556,3.119,11.993,2.522,2.772,2.271,0.186,6.7,7.33,2.61,7.12,22.073,22.817,35.01,10.624,1.697,0.255,12.192,101.302,190.483,12.122
+2026-05-21 10:07:55,magpie_observed.csv,0.4373985262492844222537873736,1.121,1.882,0.39,1.174,0.799,6.54,9.618,0.366,6.85,21.153,0.667,0.149,0.019,1.99,11.03,11.01,7.117,7.611,13.087,2.135,11.950,10.148,13.753,0.169,8.18,5.76,4.808,6.68,13.781,19.416,34.3,4.531,1.069,0.329,12.054,49.404,89.269,9.539
+2026-05-21 10:07:56,magpie_observed.csv,1.763474316521339338955674006,0.766,1.565,1.611,4.849,0.078,6.33,8.05,0.427,6.79,23.555,0.767,0.59,0.014,11.53,1.47,11.03,11.426,17.418,19.546,15.291,4.789,2.665,6.913,0.04,6.68,7.23,4.203,7.02,10.659,21.842,25.977,17.708,1.586,0.118,12.214,98.056,190.636,5.476
+2026-05-21 10:07:56,magpie_observed.csv,0.6168029242720614866480130693,1.311,0.461,3.225,0.773,0.652,7.04,12.809,0.389,7.29,22.889,0.502,0.285,0.035,2.36,10.83,9.59,3.472,10.828,10.576,11.080,7.116,13.157,1.075,0.157,6.95,5.72,4.485,6.96,17.512,36.994,65.719,8.27,1.209,0.147,12.029,117.988,227.893,8.084
+2026-05-21 10:07:56,magpie_observed.csv,1.443092104792479746146880746,1.244,2.718,3.055,2.18,0.76,7.14,15.894,0.316,6.62,9.332,0.491,0.613,0.011,11.76,1.24,11.35,5.995,5.586,10.518,0.653,7.144,6.131,8.156,0.188,7.83,5.97,2.404,6.82,20.084,15.564,23.216,7.911,1.722,0.081,12.076,118.934,231.303,6.565
+2026-05-21 10:07:56,magpie_observed.csv,0.9387216680503921804640772419,1.063,1.211,3.13,2.881,0.761,6.59,14.708,0.036,6.67,27.197,0.41,0.4,0.008,11.75,1.5,11.04,9.594,11.053,17.473,4.633,10.148,11.92,8.375,0.188,7.74,5.27,2.238,6.79,16.753,30.597,57.63,3.564,0.92,0.239,12.135,47.582,84.995,10.169
+2026-05-21 10:07:57,magpie_observed.csv,0.5820589188209084821593899519,1.269,1.886,4.892,1.662,0.323,6.62,14.231,0.074,7.63,18.743,0.87,0.628,0.004,2.28,1.05,9.66,8.768,13.256,18.595,7.918,2.311,4.234,0.388,0.175,8.08,5.4,1.343,7.01,7.614,39.925,67.392,12.458,1.341,0.298,12.194,90.687,172.368,9.006
+2026-05-21 10:07:57,magpie_observed.csv,0.5472981638642721936954090626,1.033,0.583,4.223,6.353,0.248,6.48,7.407,0.166,7.27,13.24,0.812,0.31,0.031,11.94,11.8,11.12,9.398,13.058,7.946,18.17,7.612,12.207,3.018,0.16,7.17,6.35,6.537,7.4,14.949,4.588,2.596,6.58,0.819,0.037,12.281,78.960,147.743,10.177
+2026-05-21 10:07:57,magpie_observed.csv,1.438517678205418940970000395,1.158,0.834,1.965,4.745,0.188,7.63,9.149,0.068,7.45,19.874,0.666,0.478,0.039,2.49,10.95,10.33,7.456,11.984,12.304,11.663,10.344,9.46,11.228,0.096,6.82,6.3,5.706,6.69,12.077,36.372,63.974,8.769,0.877,0.127,12.218,120.422,233.082,7.763
+2026-05-21 10:07:58,magpie_observed.csv,1.531795607480154130658316301,0.921,0.58,3.812,6.306,0.288,7.59,4.34,0.22,6.95,27.101,0.684,0.624,0.042,11.86,11.37,10.85,8.778,11.861,14.536,9.186,0.861,0.485,1.237,0.002,8.73,5.14,7.764,7.31,14.741,24.364,41.64,7.089,0.808,0.072,12.061,62.940,114.629,11.25
+2026-05-21 10:07:58,magpie_observed.csv,1.140150454833174903646808033,1.245,1.298,2.862,2.703,0.866,7.72,10.001,0.369,7.58,17.119,0.646,0.265,0.011,11.61,1.09,10.98,5.14,6.150,9.736,2.564,7.110,10.101,4.12,0.059,7.62,5.72,5.522,7.39,12.471,7.580,1.94,13.221,1.559,0.303,12.121,73.820,142.593,5.048
+2026-05-21 10:07:58,magpie_observed.csv,0.7165881529319939943276181876,1.24,2.44,1.458,4.21,0.677,7.52,13.68,0.343,7.52,21.963,0.853,0.567,0.036,1.79,11.42,9.62,11.211,5.460,4.401,6.518,5.236,9.004,1.469,0.218,6.87,6.75,3.746,7.5,16.704,26.850,51.521,2.18,0.919,0.33,12.153,69.768,127.454,12.081
+2026-05-21 10:07:59,magpie_observed.csv,0.7716001626817815069331351604,0.838,2.105,5.019,1.026,0.229,6.66,6.619,0.081,6.57,8.689,0.558,0.4,0.031,2.1,11.44,10.76,11.199,8.489,9.234,7.744,1.317,1.318,1.316,0.009,9.42,5.64,5.599,7.33,16.172,31.331,51.342,11.32,1.472,0.196,12.265,105.875,197.387,14.363
+2026-05-21 10:07:59,magpie_observed.csv,0.4835683029544578239693479042,0.814,3.621,3.955,2.014,0.792,6.38,15.476,0.364,7.1,19.199,0.663,0.019,0.008,2.17,1.28,10.7,4.204,6.522,2.899,10.144,6.245,10.683,1.807,0.067,8.03,5.56,2.203,7.56,8.302,24.882,37.844,11.92,1.315,0.109,12.051,84.470,158.136,10.803
+2026-05-21 10:07:59,magpie_observed.csv,0.5987045061510827156771783448,0.854,3.305,4.973,6.989,0.727,6.94,5.182,0.403,6.79,16.274,0.761,0.489,0.007,1.47,11.51,11.39,7.54,3.873,3.428,4.318,4.152,4.486,3.817,0.089,6.92,5.92,2.141,7.49,13.739,26.202,35.19,17.215,1.087,0.215,12.24,66.999,118.702,15.296
+2026-05-21 10:08:00,magpie_observed.csv,1.048635642081084080864226040,1.238,2.695,0.225,4.379,0.446,7.42,15.665,0.301,7.11,6.142,0.619,0.336,0.038,1.84,10.86,9.56,3.359,3.975,4.337,3.613,1.312,1.533,1.092,0.026,9.0,5.31,4.974,6.74,20.6,16.354,22.541,10.166,1.468,0.169,12.171,71.119,137.081,5.157
+2026-05-21 10:08:00,magpie_observed.csv,0.7023755832694605169143825402,0.804,2.364,0.139,3.992,0.918,6.27,4.407,0.401,6.56,7.483,0.627,0.531,0.015,1.8,11.75,11.27,10.586,14.524,14.811,14.236,6.778,5.603,7.952,0.021,8.74,6.06,5.409,7.1,16.671,16.268,28.811,3.726,1.513,0.202,12.252,76.610,143.258,9.963
+2026-05-21 10:08:00,magpie_observed.csv,0.6198786621931856050748822572,1.188,2.88,0.254,5.012,0.436,7.18,5.227,0.325,7.11,19.814,0.885,0.18,0.013,2.3,11.46,9.46,5.47,14.130,19.18,9.08,10.098,11.908,8.289,0.196,7.33,5.25,6.663,7.2,11.904,45.136,70.289,19.983,1.615,0.187,12.18,87.820,163.772,11.867
+2026-05-21 10:08:01,magpie_observed.csv,0.8345549357728181471114700114,1.288,1.957,2.908,1.907,0.94,7.41,13.09,0.401,7.02,18.52,0.491,0.039,0.021,2.42,1.12,9.38,8.738,10.066,19.167,0.964,12.408,11.154,13.662,0.186,7.53,6.43,4.509,7.01,8.396,21.130,39.799,2.461,1.472,0.305,12.018,93.849,182.609,5.089
+2026-05-21 10:08:01,magpie_observed.csv,0.9987830087301873126311879183,0.801,3.09,4.722,7.059,0.929,6.3,6.183,0.29,7.57,27.968,0.716,0.514,0.037,11.89,10.9,11.07,2.65,6.102,5.974,6.231,4.788,7.537,2.038,0.153,8.51,5.48,1.031,6.64,10.034,20.924,27.379,14.469,0.87,0.155,12.242,94.988,174.069,15.908
+2026-05-21 10:08:01,magpie_observed.csv,1.138635520381301683512986121,1.203,2.583,2.967,5.267,0.186,6.44,5.866,0.008,7.34,13.834,0.797,0.2,0.017,11.52,11.83,9.33,5.347,10.456,4.523,16.39,8.010,10.901,5.119,0.095,7.93,6.14,0.96,7.55,10.74,19.168,30.437,7.899,1.088,0.255,12.139,54.804,99.336,10.271
+2026-05-21 10:08:02,magpie_observed.csv,3.559375911066386040833556332,1.309,3.02,3.32,1.046,0.386,6.46,5.172,0.361,6.9,19.591,0.871,0.614,0.029,11.64,10.99,10.13,8.683,11.516,6.815,16.217,8.626,8.425,8.826,0.094,7.05,6.82,4.956,7.17,10.426,30.248,47.703,12.793,1.76,0.163,12.14,89.342,171.213,7.47
+2026-05-21 10:08:02,magpie_observed.csv,2.337878615042621487735300996,0.981,3.579,5.079,0.639,0.158,7.11,13.852,0.038,6.96,14.27,0.609,0.501,0.04,2.35,11.13,9.88,2.03,4.240,0.595,7.885,8.465,7.796,9.134,0.066,6.63,7.15,6.743,7.39,21.919,21.888,33.905,9.87,1.7,0.118,12.075,86.391,159.362,13.42
+2026-05-21 10:08:02,magpie_observed.csv,0.5399484524472477337487714815,1.015,1.846,3.056,2.468,0.176,6.48,10.562,0.09,7.35,25.212,0.84,0.206,0.04,1.46,10.7,11.1,6.837,12.642,5.444,19.841,11.820,12.437,11.203,0.105,8.49,7.41,5.197,7.08,13.684,37.610,69.072,6.148,0.917,0.105,12.263,107.398,202.578,12.218
+2026-05-21 10:08:03,magpie_observed.csv,1.506799127716675591050263786,1.055,0.418,5.581,1.235,0.209,6.88,7.028,0.271,7.27,21.944,0.793,0.293,0.018,11.82,11.28,10.4,7.151,13.827,14.572,13.082,7.152,1.056,13.247,0.12,9.29,6.12,7.33,7.24,23.153,33.580,49.746,17.413,1.591,0.06,12.255,105.907,197.942,13.872
+2026-05-21 10:08:03,magpie_observed.csv,1.328961720342532202732438222,1.301,2.71,3.039,1.819,0.523,7.25,3.073,0.062,7.02,9.259,0.582,0.467,0.009,11.81,1.06,11.04,2.004,8.192,3.266,13.119,9.001,4.257,13.745,0.033,9.39,6.48,4.967,7.23,7.31,26.542,41.506,11.577,1.794,0.246,12.052,114.972,217.465,12.48
+2026-05-21 10:08:03,magpie_observed.csv,0.5394044651944141843906689145,1.207,2.996,5.01,0.619,0.492,7.32,10.339,0.235,6.53,25.38,0.785,0.217,0.008,1.95,10.77,10.07,2.034,7.695,11.735,3.655,9.866,6.977,12.755,0.132,9.21,5.45,7.716,7.38,22.586,10.742,19.916,1.568,1.232,0.1,12.129,95.645,175.617,15.673
+2026-05-21 10:08:03,magpie_observed.csv,0.7347568351213521455147521432,0.897,1.612,3.556,2.303,0.361,7.47,5.807,0.01,6.74,27.598,0.489,0.334,0.008,2.2,10.82,9.32,5.953,6.852,3.281,10.424,9.168,12.04,6.297,0.051,7.21,5.01,2.544,7.6,9.7,11.184,4.889,17.479,1.079,0.326,12.041,80.014,155.127,4.901
+2026-05-21 10:08:04,magpie_observed.csv,0.5390194366108864893397384188,1.145,2.551,3.887,5.078,0.759,7.07,15.754,0.264,7.61,17.966,0.885,0.5,0.033,1.31,10.7,9.94,8.712,6.396,2.838,9.953,4.142,0.972,7.311,0.118,7.36,5.45,7.268,6.71,9.614,36.520,68.586,4.454,1.49,0.005,12.163,67.765,122.883,12.647
+2026-05-21 10:08:04,magpie_observed.csv,0.9143819223863452104884847678,1.297,2.205,0.923,4.135,0.383,6.58,9.835,0.364,6.53,16.818,0.808,0.408,0.049,11.68,10.78,10.03,10.946,7.810,15.064,0.555,13.126,14.000,12.251,0.161,7.21,6.89,6.045,6.98,17.806,24.902,35.273,14.53,1.021,0.335,12.227,71.507,133.316,9.698
+2026-05-21 10:08:04,magpie_observed.csv,1.051707701814229282442309408,1.202,3.278,5.482,1.114,0.255,7.36,12.757,0.321,7.05,20.016,0.812,0.652,0.007,11.83,1.25,9.29,11.087,16.935,14.302,19.568,6.414,11.92,0.907,0.023,6.81,6.08,7.815,7.54,20.265,31.094,53.051,9.138,1.364,0.26,12.121,72.810,132.836,12.783
+2026-05-21 10:08:05,magpie_observed.csv,0.9380322232824572627032927842,0.844,1.863,0.891,2.225,0.473,7.75,11.754,0.393,7.39,25.849,0.581,0.433,0.013,1.66,10.8,11.45,3.599,6.863,11.143,2.583,13.660,14.000,13.320,0.247,8.84,5.52,4.993,6.83,17.455,18.428,29.676,7.18,1.769,0.306,12.126,52.926,101.767,4.086
+2026-05-21 10:08:05,magpie_observed.csv,1.303010807978156127049531636,1.234,2.899,4.312,4.376,0.853,6.85,8.156,0.426,7.56,17.371,0.617,0.047,0.015,1.27,11.56,10.76,2.682,13.376,16.881,9.872,9.535,6.013,13.057,0.078,7.79,6.91,5.456,7.04,11.104,31.155,46.364,15.946,1.678,0.203,12.173,96.814,185.821,7.807
+2026-05-21 10:08:05,magpie_observed.csv,3.113220104590048990738751728,0.876,1.833,2.962,4.753,0.537,6.81,13.764,0.347,7.32,10.433,0.778,0.402,0.01,11.83,1.41,11.08,6.351,3.977,2.686,5.268,7.558,3.198,11.917,0.223,7.43,5.09,3.789,7.29,20.648,9.704,15.421,3.988,1.76,0.139,12.259,60.069,111.801,8.337
+2026-05-21 10:08:06,magpie_observed.csv,0.9879033268676838011940038625,0.916,3.196,5.343,2.042,0.19,6.82,9.521,0.445,6.52,9.178,0.654,0.39,0.002,1.71,11.76,9.79,11.756,17.330,17.728,16.931,3.398,5.203,1.593,0.061,9.31,5.32,2.59,7.11,16.843,36.038,68.452,3.623,0.983,0.027,12.011,91.672,170.123,13.22
+2026-05-21 10:08:06,magpie_observed.csv,0.5408995196391080950113684039,1.136,1.445,4.665,2.339,0.602,7.13,15.812,0.173,6.89,17.846,0.715,0.729,0.042,1.35,1.08,10.17,5.205,10.198,4.287,16.109,8.889,10.255,7.523,0.146,8.21,6.44,3.471,7.23,13.689,31.086,60.828,1.345,1.126,0.198,12.206,85.134,163.926,6.341
+2026-05-21 10:08:06,magpie_observed.csv,0.5447538643550953076888430898,1.157,1.242,3.394,5.26,0.827,6.25,6.249,0.304,6.66,16.252,0.473,0.041,0.023,1.83,10.86,11.19,2.693,10.782,10.267,11.298,6.718,6.857,6.578,0.143,8.26,5.99,1.179,6.71,10.317,32.862,61.873,3.851,1.324,0.164,12.139,51.942,98.517,5.367
+2026-05-21 10:08:07,magpie_observed.csv,1.383821685954279884704883592,0.87,3.701,4.459,0.415,0.57,7.15,13.52,0.064,6.96,19.419,0.47,0.413,0.03,1.28,11.23,10.24,6.691,17.889,17.02,18.758,3.926,4.191,3.661,0.236,7.96,5.98,4.994,6.82,13.655,48.966,77.995,19.938,1.737,0.296,12.219,89.468,171.615,7.322
+2026-05-21 10:08:07,magpie_observed.csv,1.318603392810822369288729233,1.237,2.212,0.638,1.84,0.935,6.55,10.417,0.127,7.2,10.597,0.543,0.18,0.048,11.96,1.46,10.11,3.989,10.068,9.227,10.909,7.491,4.014,10.968,0.147,9.08,5.01,1.24,7.53,14.796,19.555,26.207,12.903,1.563,0.318,12.061,70.150,131.425,8.875
+2026-05-21 10:08:07,magpie_observed.csv,1.008856406370711951341819994,1.272,3.588,1.379,7.918,0.637,6.84,7.699,0.16,6.61,7.767,0.54,0.15,0.014,11.97,10.8,10.19,7.441,4.558,1.641,7.475,5.962,7.261,4.664,0.019,6.69,6.64,7.977,6.88,11.149,15.123,22.901,7.345,1.673,0.181,12.257,50.926,96.652,5.201
+2026-05-21 10:08:08,magpie_observed.csv,1.746346345646848371561033819,1.209,1.0,1.802,0.236,0.113,7.38,3.849,0.192,7.09,10.887,0.599,0.382,0.008,1.66,11.78,11.48,5.639,4.544,4.665,4.423,8.718,8.459,8.977,0.02,7.85,7.24,7.382,6.95,6.444,25.602,45.858,5.346,1.756,0.067,12.168,109.126,211.576,6.676
+2026-05-21 10:08:08,magpie_observed.csv,0.4337545729807296387702809352,1.204,0.619,1.392,2.659,0.456,7.67,9.767,0.085,6.9,10.186,0.823,0.162,0.0,1.82,1.04,11.31,10.126,9.002,3.594,14.409,6.450,5.601,7.299,0.172,8.59,6.3,6.758,6.61,16.9,19.818,32.439,7.197,1.155,0.146,12.274,70.645,129.577,11.713
+2026-05-21 10:08:08,magpie_observed.csv,0.7283404391973750916195471670,1.186,3.715,3.928,6.369,0.462,6.27,9.076,0.243,7.23,18.608,0.5,0.434,0.017,1.65,11.82,9.93,6.244,8.701,5.16,12.242,9.083,5.605,12.561,0.13,9.13,6.25,5.791,6.98,12.351,28.938,44.231,13.646,0.833,0.262,12.154,115.710,223.603,7.817
+2026-05-21 10:08:08,magpie_observed.csv,2.407853030870167018282560948,1.256,2.107,1.945,4.986,0.414,7.66,14.41,0.137,6.9,11.555,0.874,0.335,0.034,11.81,11.08,11.12,4.85,1.716,1.658,1.774,3.296,2.081,4.51,0.055,8.16,5.59,3.103,7.57,19.538,44.488,76.316,12.66,1.555,0.058,12.23,45.436,83.866,7.007
+2026-05-21 10:08:09,magpie_observed.csv,0.5154953132756281183484433152,0.832,3.956,3.706,3.469,0.194,7.66,4.851,0.423,6.97,12.535,0.702,0.652,0.036,1.18,11.16,10.29,5.223,11.024,11.353,10.694,6.676,8.993,4.358,0.168,8.21,6.4,5.303,7.6,23.928,18.208,31.16,5.256,1.108,0.032,12.233,115.391,221.259,9.523
+2026-05-21 10:08:09,magpie_observed.csv,1.182736165763633774810351228,1.001,1.569,3.183,7.549,0.305,7.28,7.868,0.003,7.06,8.549,0.406,0.596,0.017,2.38,11.95,10.78,5.72,15.256,18.626,11.886,9.584,5.446,13.723,0.05,7.62,5.48,5.285,6.81,22.881,19.055,23.606,14.504,1.187,0.286,12.014,95.154,174.334,15.975
+2026-05-21 10:08:09,magpie_observed.csv,0.5487259397557470519655355178,0.817,3.201,5.771,0.657,0.593,7.44,5.147,0.144,7.15,12.491,0.404,0.08,0.049,2.11,11.41,9.58,9.121,5.533,1.51,9.556,7.756,8.992,6.52,0.069,9.11,6.59,7.512,7.3,7.536,12.252,13.112,11.393,1.633,0.259,12.141,52.010,88.909,15.11
+2026-05-21 10:08:10,magpie_observed.csv,0.6964446744898125699788286172,1.193,0.339,4.463,2.996,0.19,7.58,8.913,0.377,6.61,9.511,0.531,0.446,0.042,2.33,1.39,11.0,3.966,13.938,11.418,16.459,9.642,10.476,8.808,0.087,6.96,5.52,1.16,6.78,23.951,20.450,25.578,15.323,1.191,0.227,12.003,80.139,150.029,10.249
+2026-05-21 10:08:10,magpie_observed.csv,1.094126288631663207118532478,1.197,3.851,5.517,4.084,0.167,6.68,5.059,0.319,7.25,19.62,0.876,0.214,0.023,1.9,11.8,9.79,9.642,15.325,12.255,18.395,6.654,12.054,1.254,0.0,6.66,7.22,4.067,7.4,10.353,40.688,73.315,8.06,1.738,0.053,12.213,92.502,169.92,15.084
+2026-05-21 10:08:10,magpie_observed.csv,0.8570573637677437547706718509,1.23,0.447,2.386,6.303,0.39,6.62,8.867,0.427,7.19,14.262,0.525,0.639,0.02,1.48,1.25,9.56,5.184,13.252,12.993,13.51,6.150,11.011,1.289,0.036,7.27,5.46,6.904,7.31,23.64,24.984,31.152,18.817,1.015,0.074,12.204,63.055,116.61,9.5
+2026-05-21 10:08:11,magpie_observed.csv,0.5787906118706437536031495069,0.842,3.109,5.547,7.42,0.019,6.53,5.569,0.172,6.71,6.69,0.723,0.569,0.008,12.0,10.87,10.24,9.583,2.555,4.708,0.402,4.314,1.577,7.05,0.166,6.98,5.03,3.434,7.23,22.668,5.782,2.702,8.863,1.566,0.291,12.25,110.445,214.9,5.99
+2026-05-21 10:08:11,magpie_observed.csv,0.5715699593950524301865045052,1.326,1.345,4.563,3.396,0.67,6.34,15.532,0.347,7.35,9.981,0.896,0.372,0.01,1.87,1.28,9.31,6.746,4.474,3.755,5.194,8.786,7.185,10.387,0.024,8.39,7.24,2.22,6.8,14.029,11.208,7.167,15.25,1.357,0.031,12.265,111.156,214.545,7.768
+2026-05-21 10:08:11,magpie_observed.csv,0.8033597295565384809433218060,1.087,3.549,0.587,0.568,0.585,7.51,10.829,0.075,6.9,8.593,0.671,0.013,0.047,11.77,11.08,9.71,7.566,9.226,0.899,17.552,4.568,3.025,6.11,0.124,7.75,6.7,2.33,7.39,21.432,18.260,32.727,3.794,0.847,0.245,12.167,58.034,102.095,13.972
+2026-05-21 10:08:12,magpie_observed.csv,0.6860661050272896499249814085,1.094,2.952,3.517,5.311,0.518,6.54,10.058,0.125,6.87,13.04,0.703,0.101,0.031,2.42,11.6,9.37,9.376,17.151,17.845,16.457,6.819,5.860,7.778,0.141,6.77,6.24,7.077,7.13,18.914,18.712,22.83,14.595,1.004,0.248,12.036,60.984,113.732,8.235
+2026-05-21 10:08:12,magpie_observed.csv,0.6260863062668591157284047563,1.318,3.743,3.017,5.955,0.74,7.68,6.073,0.13,6.6,15.156,0.719,0.456,0.041,1.03,11.84,10.0,6.568,9.384,5.27,13.498,3.122,4.124,2.12,0.214,7.12,7.03,1.718,6.96,17.468,37.642,56.413,18.872,1.411,0.16,12.018,116.396,224.936,7.856
+2026-05-21 10:08:12,magpie_observed.csv,0.7109158338683837770518701416,1.32,3.116,1.983,0.669,0.934,6.49,4.356,0.048,7.34,17.288,0.41,0.686,0.001,1.6,11.54,9.82,3.904,2.356,2.175,2.537,1.711,1.578,1.844,0.242,7.4,5.63,5.31,7.16,9.026,30.359,49.209,11.509,1.368,0.046,12.089,60.880,115.84,5.919
+2026-05-21 10:08:13,magpie_observed.csv,0.9443013356237735504746433158,1.334,1.937,2.921,6.468,0.312,7.26,4.964,0.107,7.25,11.441,0.637,0.4,0.033,1.34,11.75,10.42,10.827,12.612,19.381,5.843,4.776,8.021,1.532,0.022,6.62,6.88,5.292,7.13,22.085,26.596,45.818,7.374,1.068,0.278,12.206,116.408,226.838,5.977
+2026-05-21 10:08:13,magpie_observed.csv,0.3924496211893812790388006420,0.768,1.695,4.493,6.05,0.161,6.95,7.018,0.191,6.99,24.024,0.441,0.118,0.031,11.95,10.71,9.36,7.197,4.466,5.082,3.849,2.818,3.062,2.573,0.003,6.69,5.42,6.588,7.55,12.453,11.774,6.765,16.784,1.353,0.116,12.161,86.148,160.683,11.612
+2026-05-21 10:08:13,magpie_observed.csv,0.6501811003463209197347659681,0.985,1.631,4.105,2.813,0.118,7.01,4.066,0.16,6.72,9.762,0.553,0.182,0.001,11.57,11.2,9.98,3.521,15.636,14.036,17.236,8.194,6.734,9.655,0.01,7.43,5.33,1.462,6.74,7.955,9.955,5.635,14.275,1.373,0.326,12.264,55.927,104.666,7.188
+2026-05-21 10:08:13,magpie_observed.csv,0.4981145191948458250434081541,1.329,2.006,0.803,3.551,0.338,6.88,13.935,0.38,6.58,8.013,0.456,0.188,0.037,1.55,1.22,10.88,6.099,10.476,6.277,14.674,2.260,1.207,3.314,0.184,9.4,6.86,3.011,7.08,21.637,41.253,75.966,6.54,1.32,0.057,12.002,59.062,110.223,7.9
+2026-05-21 10:08:14,magpie_observed.csv,1.975377566672242674812517051,1.255,2.407,4.376,3.622,0.23,7.21,9.513,0.027,6.67,14.0,0.799,0.027,0.03,2.16,1.42,11.28,2.245,13.272,6.708,19.835,3.544,5.361,1.728,0.172,6.8,5.07,7.169,6.7,11.39,38.658,64.561,12.756,0.87,0.036,12.04,71.924,129.68,14.169
+2026-05-21 10:08:14,magpie_observed.csv,1.389430946691282032951266430,0.956,1.837,3.743,0.509,0.417,7.12,13.087,0.084,7.56,10.924,0.596,0.339,0.004,1.59,10.51,10.9,2.123,11.522,17.043,6.0,9.616,8.958,10.275,0.189,7.58,6.54,5.007,7.04,19.334,30.359,49.274,11.444,1.651,0.168,12.213,46.314,88.548,4.079
+2026-05-21 10:08:14,magpie_observed.csv,0.8762735815870377957067488186,1.179,1.41,1.83,2.051,0.861,7.0,4.036,0.046,6.67,27.23,0.743,0.271,0.028,2.18,11.04,10.4,7.44,10.378,10.655,10.1,8.454,8.057,8.852,0.019,6.96,6.1,1.307,7.54,21.141,30.385,56.481,4.289,0.848,0.35,12.013,109.194,212.209,6.179
+2026-05-21 10:08:15,magpie_observed.csv,0.9730154244673869450977836056,1.114,0.64,2.986,2.34,0.205,7.47,7.438,0.101,6.62,18.535,0.757,0.32,0.034,1.49,1.46,10.23,2.171,15.578,16.248,14.907,11.058,11.091,11.024,0.039,9.32,5.04,7.38,7.02,9.82,44.134,73.675,14.594,0.862,0.333,12.037,91.022,176.891,5.154
+2026-05-21 10:08:15,magpie_observed.csv,1.167213156518380903928684088,1.02,1.432,4.637,1.179,0.841,6.33,6.267,0.277,6.94,14.223,0.547,0.079,0.002,2.05,11.91,10.83,10.198,9.931,4.369,15.493,8.575,11.452,5.698,0.026,7.57,6.73,5.984,6.83,18.134,29.276,57.348,1.204,1.624,0.12,12.045,61.675,114.321,9.029
+2026-05-21 10:08:15,magpie_observed.csv,0.5807656985679981824879899273,1.101,0.43,5.93,2.191,0.829,6.61,5.175,0.051,6.98,8.02,0.597,0.3,0.046,2.39,11.44,10.37,6.784,15.476,18.028,12.924,10.286,8.522,12.05,0.208,7.39,6.98,2.373,6.68,19.318,8.804,16.102,1.507,1.504,0.272,12.011,70.442,129.133,11.75
+2026-05-21 10:08:16,magpie_observed.csv,0.5649420070627666463513308790,1.038,0.31,4.637,5.186,0.747,6.54,8.342,0.216,7.18,26.291,0.458,0.278,0.029,1.39,10.64,11.19,11.901,8.992,2.771,15.214,3.742,6.95,0.535,0.2,9.17,5.72,3.306,7.15,21.561,15.848,15.388,16.308,1.371,0.148,12.253,59.286,114.106,4.465
+2026-05-21 10:08:16,magpie_observed.csv,0.5836570326930479234466848771,1.35,2.394,4.306,7.327,0.001,6.72,10.793,0.176,7.37,11.149,0.781,0.063,0.042,1.29,10.86,10.19,8.472,9.251,11.947,6.555,5.279,3.49,7.068,0.041,6.53,7.15,5.523,6.94,19.196,8.074,6.514,9.633,1.563,0.327,12.276,65.699,124.802,6.596
+2026-05-21 10:08:16,magpie_observed.csv,0.4444600211867503053774074773,1.04,1.841,3.577,4.362,0.618,6.9,10.594,0.317,6.93,7.684,0.58,0.039,0.004,1.32,10.56,10.08,8.861,7.440,0.463,14.416,2.349,1.132,3.566,0.083,7.87,6.81,2.107,6.9,16.804,13.692,10.559,16.826,1.11,0.13,12.118,72.541,131.265,13.817
+2026-05-21 10:08:17,magpie_observed.csv,0.5990367403647215708225637828,1.0,3.292,2.192,0.573,0.849,7.46,6.437,0.015,6.8,7.394,0.568,0.265,0.013,1.25,1.33,11.14,6.644,9.960,14.246,5.674,5.188,5.346,5.029,0.191,8.49,5.2,7.974,6.65,12.143,20.924,35.071,6.777,1.337,0.175,12.089,59.830,114.368,5.293
+2026-05-21 10:08:17,magpie_observed.csv,0.9593154872174037652096517035,0.836,2.148,3.448,6.311,0.827,7.01,3.983,0.112,6.82,15.775,0.475,0.139,0.013,11.86,1.06,10.46,6.722,8.401,15.951,0.851,7.748,7.576,7.920,0.167,8.91,7.25,5.003,6.73,20.013,31.411,60.514,2.308,1.54,0.323,12.1,49.750,85.038,14.462
+2026-05-21 10:08:17,magpie_observed.csv,0.8560882642364271306237974284,0.974,2.887,5.061,0.648,0.198,6.88,15.544,0.005,7.07,20.476,0.544,0.565,0.005,1.93,11.29,11.19,5.428,3.580,0.613,6.546,4.700,1.519,7.88,0.2,8.18,5.36,2.67,6.7,6.765,28.814,48.917,8.711,0.818,0.121,12.227,49.442,87.2,11.683
+2026-05-21 10:08:17,magpie_observed.csv,0.7568746952633405243574803892,1.113,1.693,5.12,7.734,0.487,6.34,6.841,0.449,7.08,15.32,0.558,0.66,0.047,11.55,1.41,10.05,2.203,10.368,16.199,4.537,4.059,2.568,5.55,0.057,6.86,6.47,2.01,6.64,6.736,37.008,57.206,16.811,1.634,0.316,12.045,86.198,166.426,5.97
+2026-05-21 10:08:18,magpie_observed.csv,1.051080366715986909035454674,0.926,0.706,2.411,0.394,0.105,6.9,13.247,0.242,7.03,13.917,0.615,0.011,0.036,11.94,1.29,11.45,8.924,13.046,12.08,14.012,9.432,12.552,6.313,0.241,7.6,5.82,1.371,7.44,8.382,22.778,37.921,7.634,1.568,0.337,12.06,51.870,99.12,4.62
+2026-05-21 10:08:18,magpie_observed.csv,0.3999571940558002538329856012,0.828,2.302,1.317,0.314,0.063,6.84,12.272,0.287,7.57,10.02,0.534,0.349,0.003,1.68,11.83,9.63,8.745,0.924,0.992,0.855,6.924,9.162,4.687,0.067,9.47,5.33,3.271,7.01,22.15,31.147,57.338,4.956,1.359,0.173,12.286,70.867,127.954,13.78
+2026-05-21 10:08:18,magpie_observed.csv,0.7467785057575793058259662117,0.983,0.5,0.411,1.219,0.598,7.16,9.092,0.155,6.69,23.717,0.722,0.232,0.046,1.22,11.1,9.51,10.036,6.116,2.405,9.827,3.145,5.232,1.058,0.119,9.25,5.0,5.26,7.02,12.476,21.595,40.527,2.663,1.371,0.28,12.177,52.948,91.616,14.279
+2026-05-21 10:08:19,magpie_observed.csv,0.3940270081329400535999507255,0.911,2.72,5.576,2.895,0.031,7.72,13.642,0.209,6.59,27.142,0.714,0.473,0.039,1.21,10.79,9.75,4.662,8.578,11.102,6.055,8.652,7.791,9.513,0.162,8.27,6.89,6.645,6.89,14.597,28.128,40.282,15.973,1.258,0.044,12.052,112.050,213.95,10.15
+2026-05-21 10:08:19,magpie_observed.csv,0.5057045730943485874185850617,1.215,0.593,2.412,7.44,0.858,7.53,8.011,0.03,6.9,22.308,0.64,0.541,0.017,11.72,10.99,10.2,9.501,13.424,19.058,7.79,8.101,10.956,5.246,0.154,8.07,6.73,2.005,6.73,14.343,31.670,53.863,9.478,1.35,0.251,12.248,69.974,134.765,5.184
+2026-05-21 10:08:19,magpie_observed.csv,0.7096074403050719727889817470,0.881,1.53,2.696,3.845,0.366,7.59,14.718,0.321,6.67,6.401,0.803,0.333,0.005,2.25,10.74,10.47,9.721,8.216,2.176,14.255,6.565,9.908,3.222,0.236,8.6,6.08,2.682,7.24,20.977,17.710,34.731,0.688,1.734,0.292,12.189,74.046,138.619,9.474
+2026-05-21 10:08:20,magpie_observed.csv,1.258069467557167873269282184,1.089,3.912,3.909,0.557,0.209,7.71,6.643,0.17,7.18,24.634,0.461,0.198,0.015,11.63,11.79,10.36,10.135,7.680,10.351,5.008,7.246,13.817,0.676,0.138,9.46,6.12,4.616,6.61,16.07,5.156,8.496,1.816,1.01,0.063,12.141,84.714,162.23,7.197
+2026-05-21 10:08:20,magpie_observed.csv,0.6191927848269977327019197393,1.158,0.251,2.917,2.812,0.155,7.35,5.709,0.184,7.56,21.597,0.789,0.111,0.02,1.17,11.77,9.31,9.603,13.675,10.089,17.261,7.630,8.163,7.096,0.002,6.85,5.81,7.356,7.37,7.222,30.942,42.218,19.667,1.34,0.255,12.21,64.558,122.188,6.928
+2026-05-21 10:08:20,magpie_observed.csv,0.4920226913868091343897421895,1.146,2.024,3.007,0.036,0.324,7.39,4.018,0.077,6.88,12.902,0.709,0.558,0.018,2.48,11.62,10.04,10.812,18.222,17.948,18.496,10.372,8.783,11.962,0.224,7.77,7.12,1.608,6.76,16.339,31.056,48.854,13.257,1.375,0.218,12.099,119.724,226.504,12.945
+2026-05-21 10:08:21,magpie_observed.csv,0.8961158599220110122115944784,1.244,0.645,5.68,6.535,0.617,6.7,12.539,0.275,6.81,26.877,0.433,0.38,0.04,2.05,11.95,11.03,7.984,11.274,2.609,19.939,2.498,0.763,4.232,0.18,9.28,6.97,6.792,7.17,14.855,21.506,36.386,6.625,0.906,0.312,12.113,49.529,90.014,9.044
+2026-05-21 10:08:21,magpie_observed.csv,0.4170289702021029083881157442,0.882,2.904,0.71,5.321,0.408,6.5,14.492,0.053,7.58,19.058,0.788,0.471,0.042,2.09,11.54,11.01,7.429,2.078,1.938,2.217,11.331,9.24,13.422,0.098,8.08,7.35,4.755,6.75,6.702,34.810,52.068,17.552,1.562,0.23,12.249,70.856,135.484,6.229
+2026-05-21 10:08:21,magpie_observed.csv,0.9929698773664290579451387752,1.039,1.827,0.177,7.714,0.516,7.43,5.769,0.091,7.1,8.62,0.49,0.641,0.032,1.7,10.74,9.5,8.854,15.490,17.56,13.419,5.872,5.320,6.424,0.012,6.64,5.36,1.757,6.94,15.45,37.442,72.921,1.964,1.531,0.272,12.109,117.295,224.411,10.179
+2026-05-21 10:08:22,magpie_observed.csv,0.5805329273161328709988090724,1.275,3.719,2.311,1.463,0.543,7.45,13.345,0.175,7.58,13.363,0.705,0.334,0.026,1.44,11.01,9.58,4.097,6.909,7.382,6.436,3.004,3.867,2.14,0.05,7.37,5.73,4.22,7.47,10.902,35.457,58.038,12.876,1.202,0.343,12.277,84.520,156.082,12.958
+2026-05-21 10:08:22,magpie_observed.csv,0.6223229820193852166461384801,1.224,0.785,3.165,5.062,0.748,6.35,9.382,0.341,7.16,27.398,0.486,0.325,0.033,1.94,10.95,9.57,6.393,6.864,0.886,12.842,1.821,2.53,1.112,0.167,7.73,5.78,3.102,7.07,13.22,24.985,40.975,8.995,1.378,0.265,12.23,106.088,202.926,9.251
+2026-05-21 10:08:22,magpie_observed.csv,1.094341750437736686004823228,0.962,0.891,1.387,5.342,0.949,6.34,8.016,0.257,6.9,11.445,0.6,0.523,0.01,1.18,10.58,10.72,8.483,6.500,11.712,1.288,9.076,5.58,12.572,0.036,8.14,7.47,7.871,7.09,23.949,35.786,66.223,5.35,0.935,0.085,12.166,110.006,204.748,15.263
+2026-05-21 10:08:22,magpie_observed.csv,0.4202554718003071257911740240,1.118,3.382,2.93,3.674,0.032,7.33,3.77,0.166,7.26,19.42,0.864,0.714,0.032,2.3,1.34,10.45,11.22,6.681,1.503,11.859,4.814,4.908,4.719,0.162,7.33,5.92,5.205,7.43,13.101,8.264,1.024,15.505,1.345,0.008,12.065,86.166,164.26,8.072
+2026-05-21 10:08:23,magpie_observed.csv,0.4517911491371625580024036422,1.231,1.583,5.934,2.902,0.414,6.66,4.567,0.4,6.69,18.4,0.699,0.221,0.02,2.18,10.56,11.26,11.731,3.364,4.623,2.105,7.888,3.187,12.589,0.243,8.9,7.49,4.275,6.75,17.555,37.162,60.814,13.509,1.033,0.139,12.15,108.404,204.624,12.184
+2026-05-21 10:08:23,magpie_observed.csv,1.096340821240828885266644262,0.829,0.847,0.696,2.247,0.512,7.24,5.907,0.24,7.32,27.008,0.469,0.274,0.016,1.82,1.15,11.0,4.349,5.258,3.323,7.192,5.231,5.21,5.252,0.215,9.34,7.03,5.217,7.38,19.043,41.437,70.398,12.476,1.577,0.227,12.093,67.767,126.72,8.814
+2026-05-21 10:08:23,magpie_observed.csv,0.4478433732221657080588531683,0.893,1.936,1.293,5.315,0.798,6.51,12.485,0.115,6.82,15.85,0.61,0.456,0.002,11.99,1.37,10.21,8.615,7.032,2.987,11.078,8.230,3.341,13.118,0.241,9.08,7.32,7.601,6.91,16.937,14.254,22.475,6.033,1.442,0.299,12.171,93.610,182.328,4.891
+2026-05-21 10:08:24,magpie_observed.csv,0.6716704690455988716457557629,1.025,1.229,0.301,0.52,0.519,6.53,10.594,0.312,7.43,16.195,0.547,0.672,0.036,1.45,10.68,10.12,11.2,10.729,14.362,7.096,8.842,7.777,9.907,0.222,7.2,5.05,3.471,7.53,23.508,25.816,47.735,3.897,1.459,0.264,12.287,105.566,201.266,9.865
+2026-05-21 10:08:24,magpie_observed.csv,1.842833031959040329783881848,0.893,1.686,0.932,2.338,0.866,6.78,10.786,0.086,7.59,19.248,0.805,0.056,0.042,2.18,1.34,11.42,6.672,9.082,4.463,13.701,4.778,5.558,3.997,0.017,7.18,6.53,3.156,6.81,7.529,17.872,30.164,5.579,0.852,0.275,12.259,55.703,95.442,15.964
+2026-05-21 10:08:24,magpie_observed.csv,1.529339817026076635746286670,1.068,2.936,5.485,1.689,0.539,7.69,11.136,0.018,6.62,22.392,0.506,0.265,0.017,2.47,10.93,9.94,10.817,11.168,12.84,9.495,6.356,11.406,1.305,0.186,9.42,5.02,7.69,6.75,12.877,22.602,37.955,7.25,0.918,0.046,12.134,53.754,100.071,7.437
+2026-05-21 10:08:25,magpie_observed.csv,1.088625642057821418098872236,1.269,1.462,1.285,5.164,0.04,6.73,6.706,0.022,7.12,7.487,0.658,0.706,0.028,11.55,11.27,10.37,11.222,11.804,12.325,11.284,6.546,5.994,7.097,0.122,7.18,6.5,4.17,6.63,14.281,18.131,17.245,19.017,1.526,0.309,12.165,82.066,151.736,12.396
+2026-05-21 10:08:25,magpie_observed.csv,0.6496460143538707184750174805,1.266,1.136,5.007,2.99,0.18,7.19,10.516,0.264,6.58,14.129,0.813,0.122,0.038,2.16,10.98,10.21,3.473,7.408,11.938,2.879,13.073,12.532,13.614,0.067,8.66,6.03,5.1,7.28,14.891,20.799,34.014,7.584,1.489,0.098,12.189,114.677,222.193,7.161
+2026-05-21 10:08:25,magpie_observed.csv,0.8501400648777546945691824022,1.196,0.378,3.398,2.958,0.142,7.22,7.344,0.11,6.53,15.805,0.586,0.648,0.019,1.12,11.78,9.95,3.492,15.868,17.756,13.980,8.291,8.905,7.677,0.067,8.91,6.72,2.46,7.47,9.003,19.379,34.782,3.976,1.26,0.215,12.037,110.293,205.848,14.738
+2026-05-21 10:08:26,magpie_observed.csv,0.9583679397536275733731407422,0.764,1.272,2.742,7.197,0.653,6.92,15.924,0.229,6.64,14.418,0.63,0.111,0.038,2.37,11.86,11.26,9.248,18.109,19.71,16.508,12.346,11.646,13.046,0.089,6.79,5.91,3.873,6.71,6.122,35.722,66.442,5.001,1.797,0.201,12.3,52.392,99.029,5.755
+2026-05-21 10:08:26,magpie_observed.csv,1.973121450729294426308395501,0.769,3.489,1.298,4.715,0.137,7.6,6.977,0.424,7.39,26.541,0.785,0.584,0.037,2.06,1.03,10.46,5.296,13.784,17.327,10.241,11.272,11.593,10.952,0.082,9.3,7.18,7.092,7.47,22.084,8.229,15.279,1.179,0.862,0.159,12.114,101.562,187.202,15.921
+2026-05-21 10:08:26,magpie_observed.csv,0.8558104212757805567149731322,1.312,1.147,1.216,0.327,0.759,7.37,9.478,0.196,6.99,18.648,0.436,0.583,0.014,2.25,10.57,10.54,7.846,16.994,16.883,17.105,2.658,2.706,2.611,0.077,6.59,7.15,0.824,6.63,23.935,18.018,32.278,3.759,1.019,0.144,12.066,93.574,182.426,4.722
+2026-05-21 10:08:27,magpie_observed.csv,0.9407865036897955611761927137,1.177,3.164,4.125,2.789,0.484,7.25,5.781,0.324,7.11,15.097,0.453,0.258,0.026,1.88,10.92,10.41,9.76,5.634,1.412,9.856,9.705,13.32,6.09,0.021,6.68,6.32,5.679,6.97,8.854,16.870,21.22,12.521,1.616,0.224,12.167,74.860,143.052,6.667
+2026-05-21 10:08:27,magpie_observed.csv,0.6193237068708626866841118950,1.31,3.652,0.563,7.612,0.868,7.21,9.949,0.324,7.15,25.962,0.41,0.024,0.004,11.74,11.81,11.41,11.0,18.990,20.000,17.980,11.296,8.734,13.859,0.016,9.48,5.27,5.395,6.75,22.418,5.301,8.528,2.074,1.01,0.278,12.031,47.854,89.458,6.251
+2026-05-21 10:08:27,magpie_observed.csv,1.110480752959001093009669022,1.084,3.921,0.27,2.293,0.725,7.65,7.47,0.218,7.58,22.611,0.59,0.112,0.035,2.44,1.43,9.98,2.956,11.870,17.625,6.116,1.899,1.683,2.115,0.095,7.94,6.42,2.782,6.94,11.85,3.294,4.247,2.34,1.538,0.103,12.256,124.621,233.618,15.624
+2026-05-21 10:08:27,magpie_observed.csv,1.277840746886666261248490462,0.9,0.331,2.565,0.912,0.799,6.95,9.592,0.014,7.1,17.537,0.513,0.732,0.017,2.34,11.75,10.28,3.463,13.639,14.699,12.579,6.595,11.143,2.047,0.212,7.5,5.52,4.491,7.01,6.203,21.242,26.155,16.33,0.81,0.138,12.256,62.938,116.824,9.053
+2026-05-21 10:08:28,magpie_observed.csv,0.4558226671085368883279646851,0.924,3.325,4.282,6.177,0.763,6.78,8.525,0.301,6.62,8.216,0.775,0.531,0.041,2.27,1.43,10.08,8.538,14.622,12.283,16.961,6.254,6.993,5.514,0.17,8.33,7.14,3.472,6.83,19.01,26.314,43.256,9.372,1.698,0.19,12.121,90.544,169.856,11.231
+2026-05-21 10:08:28,magpie_observed.csv,0.8025364491369221367359855858,0.945,0.26,4.157,4.68,0.561,6.6,12.557,0.366,7.54,14.874,0.532,0.224,0.028,2.31,10.88,9.86,3.715,10.812,5.143,16.48,6.469,0.888,12.05,0.099,9.46,7.26,5.677,7.22,17.468,35.254,51.547,18.962,1.507,0.015,12.211,109.314,205.127,13.5
+2026-05-21 10:08:28,magpie_observed.csv,0.3515829698239238143146971221,0.969,2.631,4.197,7.684,0.559,7.18,6.894,0.075,6.53,16.788,0.862,0.305,0.046,1.91,11.8,9.38,11.228,9.688,2.06,17.316,9.344,10.254,8.434,0.174,7.35,6.72,1.539,6.68,13.745,32.404,54.31,10.499,1.363,0.119,12.188,107.034,201.654,12.415
+2026-05-21 10:08:29,magpie_observed.csv,0.4664940188122867835294312136,0.915,0.83,4.392,5.16,0.426,6.86,7.76,0.279,7.37,11.358,0.617,0.676,0.001,11.67,11.87,11.13,2.245,18.341,17.584,19.098,4.840,5.692,3.988,0.223,8.06,5.93,6.602,7.55,12.158,38.862,64.444,13.281,1.375,0.052,12.199,71.320,130.04,12.601
+2026-05-21 10:08:29,magpie_observed.csv,1.793094182440842506325943909,0.901,0.878,0.092,1.748,0.023,7.41,13.965,0.381,7.19,8.513,0.566,0.514,0.048,1.9,10.82,10.5,8.27,11.592,19.545,3.64,10.592,8.898,12.287,0.161,7.61,5.13,7.927,6.9,20.262,12.992,24.597,1.387,0.809,0.01,12.01,86.199,159.991,12.407
+2026-05-21 10:08:29,magpie_observed.csv,1.138462264834558180454426538,0.889,0.633,4.179,2.717,0.141,6.71,3.467,0.379,6.96,6.575,0.524,0.593,0.009,11.6,11.68,10.12,7.684,5.118,9.887,0.35,4.786,5.426,4.146,0.104,9.39,6.87,4.091,7.25,20.915,7.334,0.826,13.842,1.594,0.147,12.172,112.667,209.58,15.754
+2026-05-21 10:08:30,magpie_observed.csv,0.6026641544179295488558122858,0.983,2.997,3.239,4.15,0.793,6.44,12.937,0.444,7.16,13.852,0.699,0.408,0.039,1.14,1.38,10.77,3.616,12.062,19.998,4.127,9.997,9.141,10.853,0.065,8.14,6.06,2.439,7.31,10.298,11.143,7.526,14.76,1.435,0.328,12.139,56.259,97.525,14.993
+2026-05-21 10:08:30,magpie_observed.csv,0.3393179479325766541402943077,0.945,3.721,4.076,3.246,0.297,7.71,10.072,0.336,6.56,26.448,0.693,0.04,0.043,1.94,11.65,9.54,8.341,16.334,13.9,18.768,10.238,10.595,9.881,0.223,7.87,5.93,2.594,6.63,7.312,32.414,61.28,3.549,1.171,0.272,12.004,94.905,183.601,6.209
+2026-05-21 10:08:30,magpie_observed.csv,0.3821928523239911713626451231,0.965,2.898,3.29,4.228,0.549,7.18,11.19,0.032,7.58,24.411,0.575,0.638,0.03,2.29,10.92,9.34,2.931,8.976,2.437,15.514,7.512,4.084,10.941,0.224,8.3,7.23,3.421,7.44,12.265,24.782,34.695,14.87,1.163,0.203,12.151,47.188,86.394,7.982
+2026-05-21 10:08:31,magpie_observed.csv,1.002862524106142814746011819,0.993,0.923,2.277,5.916,0.126,6.77,13.06,0.404,7.44,23.173,0.747,0.128,0.042,1.81,11.16,10.28,7.768,1.776,1.953,1.598,6.862,0.604,13.119,0.215,7.92,5.93,4.898,6.61,18.776,46.349,77.188,15.51,0.824,0.226,12.001,119.252,227.454,11.049
+2026-05-21 10:08:31,magpie_observed.csv,1.050954847170221448264401028,1.337,1.369,5.746,5.137,0.05,6.56,12.388,0.155,7.32,16.948,0.687,0.303,0.006,11.55,10.55,10.95,10.168,4.744,4.292,5.195,3.676,0.927,6.425,0.1,8.39,6.17,0.906,7.14,8.554,36.582,66.621,6.543,1.132,0.147,12.124,75.760,139.43,12.09
+2026-05-21 10:08:31,magpie_observed.csv,0.5441881518175326178380722124,1.155,0.409,2.107,3.457,0.17,7.15,8.237,0.299,7.37,23.753,0.552,0.244,0.025,2.19,11.63,9.75,2.999,14.437,14.509,14.365,10.040,10.872,9.209,0.145,8.27,5.63,4.683,6.88,7.258,13.343,22.592,4.094,1.297,0.259,12.103,65.734,123.922,7.546
+2026-05-21 10:08:32,magpie_observed.csv,0.5801572930585074825286124605,1.184,1.089,2.275,5.275,0.034,7.15,8.663,0.086,7.28,26.675,0.896,0.203,0.02,1.14,10.73,10.12,11.116,15.890,13.754,18.026,7.894,11.293,4.494,0.063,8.11,5.66,1.436,6.7,22.161,23.368,45.813,0.923,1.125,0.272,12.11,114.636,218.814,10.457
+2026-05-21 10:08:32,magpie_observed.csv,0.6228377756640679092533980554,1.296,1.184,0.242,1.123,0.124,7.44,7.831,0.2,6.78,24.454,0.714,0.346,0.036,1.43,10.93,10.48,9.524,7.761,8.619,6.903,5.929,5.809,6.049,0.215,7.74,5.46,6.355,7.23,20.967,7.570,11.697,3.443,0.871,0.246,12.164,77.286,150.033,4.54
+2026-05-21 10:08:32,magpie_observed.csv,0.3867689799125263256138859408,1.192,1.557,1.921,4.989,0.681,7.22,8.798,0.42,6.89,8.715,0.628,0.294,0.009,11.91,11.66,10.41,9.294,7.853,3.823,11.883,6.626,7.467,5.786,0.083,8.75,7.48,6.217,6.91,8.913,2.351,2.259,2.443,1.049,0.105,12.034,101.034,197.659,4.408
+2026-05-21 10:08:32,magpie_observed.csv,1.704118911363267763967138007,0.97,3.601,4.968,5.832,0.002,7.31,14.732,0.144,7.18,10.858,0.685,0.384,0.029,2.07,10.82,9.95,10.042,0.830,0.796,0.864,9.866,6.393,13.339,0.155,8.7,6.3,3.596,7.13,14.973,8.134,8.056,8.213,1.728,0.021,12.26,106.014,198.852,13.175
+2026-05-21 10:08:33,magpie_observed.csv,0.3880194636411815695358524538,0.952,2.851,1.938,3.125,0.886,7.7,6.621,0.003,7.15,17.572,0.808,0.062,0.023,11.57,10.77,11.19,4.114,6.340,1.732,10.947,8.692,3.609,13.775,0.092,9.46,5.96,6.962,6.74,12.762,26.520,46.098,6.942,1.495,0.194,12.275,57.885,110.569,5.201
+2026-05-21 10:08:33,magpie_observed.csv,0.7073056269571553132479759958,0.762,0.97,5.89,7.688,0.467,7.29,13.802,0.392,7.11,16.079,0.532,0.668,0.004,11.88,10.97,10.79,7.341,4.642,8.122,1.162,8.462,5.079,11.844,0.117,7.9,5.75,1.213,7.47,6.661,41.090,78.859,3.321,1.157,0.26,12.146,77.991,146.907,9.075
+2026-05-21 10:08:33,magpie_observed.csv,0.7873655459900596496743498363,0.77,1.472,5.166,7.693,0.515,7.63,8.139,0.016,7.02,6.117,0.503,0.538,0.007,1.93,11.16,9.47,4.005,16.958,14.438,19.479,11.732,10.096,13.369,0.081,7.88,6.9,1.827,6.7,22.39,30.366,44.277,16.455,1.262,0.098,12.23,59.731,103.704,15.758
+2026-05-21 10:08:34,magpie_observed.csv,1.519271809222827771330424281,1.256,3.894,2.557,4.596,0.056,7.38,8.275,0.307,7.49,7.847,0.808,0.599,0.013,1.27,11.54,10.3,4.075,15.278,12.974,17.583,6.650,2.039,11.262,0.225,7.69,5.06,7.019,7.14,21.182,35.586,64.229,6.944,1.722,0.275,12.022,46.007,85.107,6.907
+2026-05-21 10:08:34,magpie_observed.csv,0.3712501637586016018694502931,0.908,3.466,3.606,1.869,0.125,7.4,4.064,0.022,7.39,25.637,0.48,0.075,0.027,11.55,11.24,10.98,11.984,8.000,1.64,14.361,4.027,6.359,1.695,0.154,8.39,7.23,2.987,7.51,16.386,12.570,5.196,19.945,1.762,0.164,12.179,93.122,177.323,8.922
+2026-05-21 10:08:34,magpie_observed.csv,2.553465591828682475789152851,0.754,2.498,4.863,6.764,0.368,6.51,14.271,0.019,6.84,23.237,0.757,0.55,0.043,11.58,1.38,10.48,8.939,10.954,19.231,2.678,7.809,9.825,5.793,0.125,6.7,6.79,6.258,7.49,6.214,18.995,36.684,1.306,1.302,0.201,12.277,57.012,104.764,9.259
+2026-05-21 10:08:35,magpie_observed.csv,0.7732854829127982331393618151,1.342,2.124,3.081,7.129,0.75,7.13,14.917,0.203,7.59,20.728,0.596,0.155,0.049,1.81,11.26,9.55,8.72,7.602,3.173,12.031,6.458,3.496,9.419,0.051,6.51,6.38,5.894,6.67,10.621,20.234,24.341,16.127,1.115,0.18,12.006,75.798,139.529,12.066
+2026-05-21 10:08:35,magpie_observed.csv,0.6041365198850767644629836177,1.065,1.294,1.227,6.596,0.674,7.25,4.792,0.051,6.91,23.347,0.541,0.028,0.009,2.35,10.87,9.66,3.543,9.084,8.249,9.918,8.564,5.257,11.872,0.101,7.47,6.48,1.004,6.76,16.348,5.560,7.778,3.343,1.223,0.256,12.109,64.297,116.2,12.394
+2026-05-21 10:08:35,magpie_observed.csv,0.6123233644546697400295881053,0.751,0.717,0.117,7.466,0.921,6.35,14.764,0.381,7.3,18.393,0.397,0.127,0.025,11.67,10.67,11.27,6.591,15.568,19.786,11.351,8.960,11.768,6.153,0.084,7.83,6.74,4.488,7.59,15.131,15.600,26.437,4.764,0.934,0.235,12.119,44.627,81.748,7.506
+2026-05-21 10:08:36,magpie_observed.csv,0.9497090343902284030174369676,0.915,3.923,3.765,2.349,0.452,6.88,15.773,0.115,7.43,16.488,0.476,0.339,0.047,2.08,1.38,11.36,2.402,3.425,4.869,1.981,5.048,8.586,1.509,0.042,8.96,6.27,3.206,6.75,20.135,37.332,56.123,18.541,1.504,0.034,12.06,52.244,95.79,8.698
+2026-05-21 10:08:36,magpie_observed.csv,0.7291177521313423060386550993,0.784,2.527,0.11,0.707,0.668,7.41,15.225,0.432,7.63,18.612,0.67,0.371,0.01,11.68,11.12,9.62,8.347,7.496,7.459,7.534,7.850,12.236,3.465,0.148,8.98,6.27,7.417,6.99,10.397,16.446,25.288,7.604,1.089,0.117,12.01,62.690,117.221,8.158
+2026-05-21 10:08:36,magpie_observed.csv,0.6570111803996441755062639354,1.314,0.96,0.823,3.241,0.06,6.94,14.253,0.04,7.13,24.767,0.472,0.287,0.024,2.29,11.1,11.42,8.673,9.374,4.36,14.388,9.501,12.628,6.374,0.231,7.92,5.49,4.794,7.5,19.665,30.306,43.529,17.082,1.62,0.263,12.067,79.216,152.344,6.089
+2026-05-21 10:08:37,magpie_observed.csv,0.5883763320956254257324875614,1.314,2.725,1.968,2.349,0.417,6.5,7.475,0.113,7.41,17.285,0.471,0.711,0.005,1.62,11.15,10.5,9.829,10.762,17.641,3.883,1.508,1.631,1.385,0.174,8.8,6.76,6.627,6.78,21.946,40.830,79.091,2.568,1.219,0.146,12.241,53.691,94.336,13.046
+2026-05-21 10:08:37,magpie_observed.csv,1.323324310947498418019889237,1.035,3.18,3.254,3.277,0.156,7.36,10.568,0.369,7.23,23.642,0.646,0.321,0.045,11.81,10.66,11.08,6.955,11.987,11.830,12.144,5.732,0.701,10.762,0.171,7.53,5.8,1.427,6.82,9.03,19.457,34.764,4.15,1.499,0.079,12.25,90.567,171.268,9.866
+2026-05-21 10:08:37,magpie_observed.csv,0.3232318745368682241235585839,0.967,1.618,3.649,1.602,0.053,7.06,14.522,0.381,7.36,11.383,0.4,0.318,0.018,11.99,11.63,10.13,7.47,8.396,4.225,12.567,0.816,0.97,0.662,0.166,6.95,6.32,4.21,6.9,17.238,21.061,26.055,16.067,1.205,0.009,12.112,118.209,220.473,15.945
+2026-05-21 10:08:38,magpie_observed.csv,0.9151287363173633504428570998,1.279,2.708,4.256,3.433,0.388,7.75,3.462,0.21,7.34,6.361,0.473,0.441,0.034,1.08,11.22,9.81,8.225,10.472,14.598,6.346,5.209,5.698,4.72,0.08,7.32,5.46,6.324,7.25,22.953,27.760,48.436,7.084,0.951,0.068,12.23,81.173,157.216,5.13
+2026-05-21 10:08:38,magpie_observed.csv,0.8449151854768618825431981793,1.272,1.387,5.169,7.399,0.836,7.17,14.961,0.251,6.74,11.48,0.611,0.302,0.049,1.36,10.63,10.22,10.279,6.922,9.767,4.077,3.540,4.859,2.221,0.171,8.65,7.22,6.852,7.2,16.169,35.236,68.373,2.099,0.817,0.241,12.004,64.433,122.758,6.108
+2026-05-21 10:08:38,magpie_observed.csv,36.91387389469249907395267083,1.34,0.883,0.095,0.1,0.063,6.29,15.376,0.384,7.22,21.379,0.87,0.602,0.013,1.33,11.05,11.18,5.048,3.460,4.941,1.98,10.420,11.118,9.721,0.226,9.44,6.37,5.694,7.26,11.522,37.336,54.745,19.927,1.504,0.338,12.18,80.504,148.263,12.744
+2026-05-21 10:08:38,magpie_observed.csv,0.9232180101869295510058284498,1.245,3.778,4.896,2.986,0.683,6.68,4.098,0.187,6.97,18.309,0.702,0.227,0.001,11.67,11.7,10.41,3.283,4.670,4.65,4.689,13.124,13.845,12.403,0.07,8.06,7.28,3.684,6.63,19.567,42.520,74.87,10.169,0.912,0.125,12.216,106.416,197.295,15.536
+2026-05-21 10:08:39,magpie_observed.csv,0.9723423069394823928677579691,1.186,0.404,5.846,4.337,0.835,7.37,3.302,0.106,7.22,27.985,0.568,0.637,0.032,1.88,10.94,10.94,7.584,15.381,10.91,19.852,4.298,4.621,3.976,0.073,8.09,6.18,2.299,6.82,20.024,20.154,28.753,11.555,0.929,0.238,12.17,111.797,208.42,15.174
+2026-05-21 10:08:39,magpie_observed.csv,0.5191880536732730562788503664,1.27,1.433,4.17,7.156,0.251,7.01,6.295,0.134,7.53,17.576,0.603,0.385,0.003,11.75,10.84,10.54,4.025,2.634,1.168,4.099,2.005,3.369,0.641,0.138,7.09,7.21,4.987,7.43,20.025,41.396,71.718,11.074,1.182,0.057,12.3,113.720,215.11,12.33
+2026-05-21 10:08:39,magpie_observed.csv,0.6313072655253487256012527207,0.881,1.409,1.249,3.159,0.847,7.14,12.745,0.232,6.51,7.093,0.479,0.367,0.015,1.21,11.91,9.69,8.819,7.810,8.254,7.366,9.504,9.4,9.609,0.051,8.23,5.53,7.137,7.47,15.061,45.018,70.352,19.683,1.308,0.107,12.279,80.267,155.482,5.052
+2026-05-21 10:08:40,magpie_observed.csv,0.4206568234663924737049441454,0.937,3.378,4.067,0.835,0.029,7.45,5.571,0.273,7.17,20.865,0.613,0.301,0.007,2.12,10.99,9.96,4.929,18.370,17.761,18.979,11.117,9.776,12.458,0.165,8.52,7.01,4.424,6.92,20.841,25.946,45.051,6.84,1.383,0.087,12.224,101.524,191.785,11.263
+2026-05-21 10:08:40,magpie_observed.csv,1.240811073077536448133960496,1.317,0.605,2.921,6.42,0.38,7.05,12.348,0.377,7.37,12.748,0.699,0.346,0.025,2.08,11.83,10.94,7.978,10.218,2.186,18.25,12.686,11.947,13.426,0.235,7.85,5.72,2.107,6.63,23.503,8.176,14.16,2.191,1.614,0.211,12.123,72.708,136.471,8.945
+2026-05-21 10:08:40,magpie_observed.csv,0.8070477054718545456470738066,0.843,1.456,1.444,4.446,0.024,7.08,10.112,0.054,7.42,6.132,0.506,0.211,0.009,2.08,11.6,10.96,7.24,14.455,15.385,13.525,7.752,8.296,7.207,0.171,6.52,5.36,4.357,7.35,15.687,5.807,9.41,2.204,1.68,0.036,12.256,122.939,231.184,14.694
+2026-05-21 10:08:41,magpie_observed.csv,1.195215482523211768489604062,1.221,3.753,1.248,3.518,0.509,7.6,3.051,0.031,7.27,7.677,0.663,0.55,0.034,1.23,1.41,10.11,4.437,8.844,7.241,10.448,5.120,9.085,1.156,0.095,7.39,6.36,1.157,7.43,15.962,10.571,9.045,12.097,1.49,0.133,12.203,112.856,215.995,9.716
+2026-05-21 10:08:41,magpie_observed.csv,0.6689714635333933299960379606,0.792,1.485,1.737,1.805,0.82,6.63,13.481,0.415,7.08,8.122,0.445,0.049,0.008,1.27,1.37,9.53,8.832,19.178,19.412,18.945,8.476,7.225,9.727,0.02,7.77,6.16,1.753,7.35,23.864,28.597,42.9,14.294,1.126,0.113,12.008,85.264,164.937,5.592
+2026-05-21 10:08:41,magpie_observed.csv,0.6950953186972474131520104541,1.151,1.226,0.057,7.454,0.373,6.98,5.144,0.086,6.66,10.863,0.715,0.653,0.0,2.05,1.37,11.29,3.538,12.431,9.091,15.771,5.914,5.861,5.968,0.213,7.9,5.63,5.34,7.3,21.733,11.567,10.69,12.444,1.563,0.09,12.165,122.108,230.028,14.187
+2026-05-21 10:08:42,magpie_observed.csv,0.6433049364092781484728382911,1.327,3.027,2.793,5.867,0.798,6.34,11.784,0.334,7.62,15.708,0.622,0.092,0.0,1.5,10.51,9.66,6.593,11.358,9.349,13.367,6.162,6.814,5.511,0.046,7.07,6.97,7.686,7.3,19.741,27.850,44.196,11.505,1.228,0.011,12.059,88.206,169.583,6.829
+2026-05-21 10:08:42,magpie_observed.csv,0.4626121828615073166771890223,0.898,3.053,0.938,6.026,0.277,6.96,12.4,0.06,7.53,18.15,0.775,0.375,0.017,1.17,11.03,11.14,10.451,8.282,7.301,9.262,4.074,3.154,4.995,0.057,7.79,5.23,2.258,7.35,9.264,26.261,41.94,10.582,1.438,0.25,12.035,98.938,184.768,13.108
+2026-05-21 10:08:42,magpie_observed.csv,0.9824885061771249978071338110,0.961,2.944,4.479,2.901,0.449,7.57,12.031,0.307,6.97,25.298,0.636,0.738,0.044,11.67,1.2,9.55,2.938,8.984,5.061,12.907,6.766,1.422,12.11,0.044,7.47,5.4,0.926,7.14,20.831,37.848,66.964,8.732,1.377,0.331,12.148,56.974,100.278,13.671
+2026-05-21 10:08:43,magpie_observed.csv,0.9381397383374023595684306864,0.921,1.984,4.985,0.401,0.741,7.73,9.336,0.068,7.37,22.579,0.41,0.25,0.021,1.39,10.79,9.75,3.581,8.715,0.641,16.789,4.418,7.767,1.069,0.132,7.57,5.26,6.118,6.88,8.682,24.369,38.258,10.48,1.604,0.237,12.02,44.448,81.607,7.29
+2026-05-21 10:08:43,magpie_observed.csv,0.6547698552193631202984182125,1.071,3.572,1.31,7.017,0.466,7.26,9.164,0.186,6.57,19.366,0.778,0.38,0.035,1.93,1.11,11.2,3.269,10.566,11.805,9.327,6.022,1.058,10.985,0.012,6.82,7.28,1.558,6.64,6.023,4.954,1.839,8.07,1.193,0.231,12.063,47.138,81.569,12.706
+2026-05-21 10:08:43,magpie_observed.csv,0.9081899395843097733178556652,1.14,0.556,5.566,4.634,0.738,7.15,3.502,0.418,7.36,19.178,0.621,0.249,0.025,1.78,1.03,9.73,8.075,13.986,10.966,17.005,11.646,11.482,11.810,0.197,8.28,7.03,3.971,7.19,23.679,20.964,34.862,7.065,0.829,0.109,12.035,58.690,108.698,8.683
diff --git a/modelling/data/abingdon-all/resident/magpie_simulated.csv b/modelling/data/abingdon-all/resident/magpie_simulated.csv
new file mode 100644
index 0000000..ff576a4
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/magpie_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.948,0.1,0,0.01,0.601921
+RungeKutta4,1,0.1,0.990350,0.1,0,0.01,0.661950
+RungeKutta4,2,0.2,1.02687,0.1,0,0.01,0.713716
+RungeKutta4,3,0.3,1.05872,0.1,0,0.01,0.758862
+RungeKutta4,4,0.4,1.08677,0.1,0,0.01,0.798622
+RungeKutta4,5,0.5,1.11162,0.1,0,0.01,0.833846
+RungeKutta4,6,0.6,1.13371,0.1,0,0.01,0.865157
+RungeKutta4,7,0.7,1.15332,0.1,0,0.01,0.892954
+RungeKutta4,8,0.8,1.17065,0.1,0,0.01,0.917518
+RungeKutta4,9,0.9,1.18581,0.1,0,0.01,0.939007
+RungeKutta4,10,1.0,1.19885,0.1,0,0.01,0.957490
+RungeKutta4,11,1.1,1.20980,0.1,0,0.01,0.973012
+RungeKutta4,12,1.2,1.21866,0.1,0,0.01,0.985570
+RungeKutta4,13,1.3,1.22518,0.1,0,0.01,0.994812
+RungeKutta4,14,1.4,1.22871,0.1,0,0.01,0.999816
+RungeKutta4,15,1.5,1.22884,0.1,0,0.01,1
+RungeKutta4,16,1.6,1.22595,0.1,0,0.01,0.995904
+RungeKutta4,17,1.7,1.21998,0.1,0,0.01,0.987441
+RungeKutta4,18,1.8,1.21096,0.1,0,0.01,0.974656
+RungeKutta4,19,1.9,1.19908,0.1,0,0.01,0.957816
+RungeKutta4,20,2.0,1.18468,0.1,0,0.01,0.937405
+RungeKutta4,21,2.1,1.16819,0.1,0,0.01,0.914031
+RungeKutta4,22,2.2,1.15012,0.1,0,0.01,0.888418
+RungeKutta4,23,2.3,1.13100,0.1,0,0.01,0.861316
+RungeKutta4,24,2.4,1.11137,0.1,0,0.01,0.833491
+RungeKutta4,25,2.5,1.09173,0.1,0,0.01,0.805652
+RungeKutta4,26,2.6,1.07252,0.1,0,0.01,0.778423
+RungeKutta4,27,2.7,1.05411,0.1,0,0.01,0.752327
+RungeKutta4,28,2.8,1.03680,0.1,0,0.01,0.727791
+RungeKutta4,29,2.9,1.02079,0.1,0,0.01,0.705098
+RungeKutta4,30,3.0,1.00621,0.1,0,0.01,0.684431
+RungeKutta4,31,3.1,0.993123,0.1,0,0.01,0.665881
+RungeKutta4,32,3.2,0.981523,0.1,0,0.01,0.649438
+RungeKutta4,33,3.3,0.971360,0.1,0,0.01,0.635033
+RungeKutta4,34,3.4,0.962547,0.1,0,0.01,0.622541
+RungeKutta4,35,3.5,0.954975,0.1,0,0.01,0.611808
+RungeKutta4,36,3.6,0.948521,0.1,0,0.01,0.602659
+RungeKutta4,37,3.7,0.943059,0.1,0,0.01,0.594917
+RungeKutta4,38,3.8,0.938463,0.1,0,0.01,0.588403
+RungeKutta4,39,3.9,0.934614,0.1,0,0.01,0.582947
+RungeKutta4,40,4.0,0.931403,0.1,0,0.01,0.578395
+RungeKutta4,41,4.1,0.928733,0.1,0,0.01,0.574611
+RungeKutta4,42,4.2,0.926519,0.1,0,0.01,0.571473
+RungeKutta4,43,4.3,0.924685,0.1,0,0.01,0.568873
+RungeKutta4,44,4.4,0.923169,0.1,0,0.01,0.566724
+RungeKutta4,45,4.5,0.921916,0.1,0,0.01,0.564948
+RungeKutta4,46,4.6,0.920881,0.1,0,0.01,0.563481
+RungeKutta4,47,4.7,0.920027,0.1,0,0.01,0.562270
+RungeKutta4,48,4.8,0.919322,0.1,0,0.01,0.561271
+RungeKutta4,49,4.9,0.918741,0.1,0,0.01,0.560448
+RungeKutta4,50,5.0,0.918261,0.1,0,0.01,0.559767
+RungeKutta4,51,5.1,0.917865,0.1,0,0.01,0.559206
+RungeKutta4,52,5.2,0.917538,0.1,0,0.01,0.558742
+RungeKutta4,53,5.3,0.917268,0.1,0,0.01,0.558360
+RungeKutta4,54,5.4,0.917044,0.1,0,0.01,0.558042
+RungeKutta4,55,5.5,0.916854,0.1,0,0.01,0.557773
+RungeKutta4,56,5.6,0.916670,0.1,0,0.01,0.557512
+RungeKutta4,57,5.7,0.916375,0.1,0,0.01,0.557094
+RungeKutta4,58,5.8,0.915342,0.1,0,0.01,0.555630
+RungeKutta4,59,5.9,0.910310,0.1,0,0.01,0.548497
+RungeKutta4,60,6.0,0.890682,0.1,0,0.01,0.520675
+RungeKutta4,61,6.1,0.850340,0.1,0,0.01,0.463492
+RungeKutta4,62,6.2,0.803921,0.1,0,0.01,0.397695
+RungeKutta4,63,6.3,0.762464,0.1,0,0.01,0.338931
+RungeKutta4,64,6.4,0.727435,0.1,0,0.01,0.289279
+RungeKutta4,65,6.5,0.696881,0.1,0,0.01,0.245970
+RungeKutta4,66,6.6,0.668407,0.1,0,0.01,0.205609
+RungeKutta4,67,6.7,0.640259,0.1,0,0.01,0.165711
+RungeKutta4,68,6.8,0.611889,0.1,0,0.01,0.125498
+RungeKutta4,69,6.9,0.584228,0.1,0,0.01,0.0862892
+RungeKutta4,70,7.0,0.559470,0.1,0,0.01,0.0511958
+RungeKutta4,71,7.1,0.540290,0.1,0,0.01,0.0240089
+RungeKutta4,72,7.2,0.528761,0.1,0,0.01,0.00766703
+RungeKutta4,73,7.3,0.523933,0.1,0,0.01,0.000823543
+RungeKutta4,74,7.4,0.523352,0.1,0,0.01,0
+RungeKutta4,75,7.5,0.524529,0.1,0,0.01,0.00166835
+RungeKutta4,76,7.6,0.527138,0.1,0,0.01,0.00536650
+RungeKutta4,77,7.7,0.531223,0.1,0,0.01,0.0111568
+RungeKutta4,78,7.8,0.536739,0.1,0,0.01,0.0189755
+RungeKutta4,79,7.9,0.543566,0.1,0,0.01,0.0286525
+RungeKutta4,80,8.0,0.551521,0.1,0,0.01,0.0399284
+RungeKutta4,81,8.1,0.560377,0.1,0,0.01,0.0524814
+RungeKutta4,82,8.2,0.569883,0.1,0,0.01,0.0659558
+RungeKutta4,83,8.3,0.579778,0.1,0,0.01,0.0799815
+RungeKutta4,84,8.4,0.589807,0.1,0,0.01,0.0941972
+RungeKutta4,85,8.5,0.599734,0.1,0,0.01,0.108268
+RungeKutta4,86,8.6,0.609353,0.1,0,0.01,0.121903
+RungeKutta4,87,8.7,0.618497,0.1,0,0.01,0.134864
+RungeKutta4,88,8.8,0.627047,0.1,0,0.01,0.146983
+RungeKutta4,89,8.9,0.634942,0.1,0,0.01,0.158174
+RungeKutta4,90,9.0,0.642193,0.1,0,0.01,0.168452
+RungeKutta4,91,9.1,0.648908,0.1,0,0.01,0.177970
+RungeKutta4,92,9.2,0.655282,0.1,0,0.01,0.187005
+RungeKutta4,93,9.3,0.661503,0.1,0,0.01,0.195823
+RungeKutta4,94,9.4,0.667604,0.1,0,0.01,0.204471
+RungeKutta4,95,9.5,0.673446,0.1,0,0.01,0.212752
+RungeKutta4,96,9.6,0.678861,0.1,0,0.01,0.220428
+RungeKutta4,97,9.7,0.683765,0.1,0,0.01,0.227379
+RungeKutta4,98,9.8,0.688166,0.1,0,0.01,0.233617
+RungeKutta4,99,9.9,0.692129,0.1,0,0.01,0.239234
+RungeKutta4,100,10.0,0.695748,0.1,0,0.01,0.244364
+RungeKutta4,101,10.1,0.699130,0.1,0,0.01,0.249158
+RungeKutta4,102,10.2,0.702392,0.1,0,0.01,0.253782
+RungeKutta4,103,10.3,0.705656,0.1,0,0.01,0.258408
+RungeKutta4,104,10.4,0.709052,0.1,0,0.01,0.263222
+RungeKutta4,105,10.5,0.712772,0.1,0,0.01,0.268495
+RungeKutta4,106,10.6,0.717228,0.1,0,0.01,0.274811
+RungeKutta4,107,10.7,0.723381,0.1,0,0.01,0.283533
+RungeKutta4,108,10.8,0.733082,0.1,0,0.01,0.297284
+RungeKutta4,109,10.9,0.748802,0.1,0,0.01,0.319566
+RungeKutta4,110,11.0,0.772035,0.1,0,0.01,0.352498
+RungeKutta4,111,11.1,0.801037,0.1,0,0.01,0.393607
+RungeKutta4,112,11.2,0.830215,0.1,0,0.01,0.434966
+RungeKutta4,113,11.3,0.855516,0.1,0,0.01,0.470829
+RungeKutta4,114,11.4,0.877310,0.1,0,0.01,0.501721
+RungeKutta4,115,11.5,0.896124,0.1,0,0.01,0.528389
+RungeKutta4,116,11.6,0.912393,0.1,0,0.01,0.551449
+RungeKutta4,117,11.7,0.926487,0.1,0,0.01,0.571427
+RungeKutta4,118,11.8,0.938725,0.1,0,0.01,0.588774
+RungeKutta4,119,11.9,0.949394,0.1,0,0.01,0.603897
+RungeKutta4,120,12.0,0.964467,0.1,0,0.01,0.625262
+RungeKutta4,121,12.1,1.00317,0.1,0,0.01,0.680122
diff --git a/modelling/data/abingdon-all/resident/magpie_simulated.png b/modelling/data/abingdon-all/resident/magpie_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..3d4bfbabb74bc09931edb1b613070eae9f865a75
GIT binary patch
literal 32778
zcmb@uby$??8$UXLqynOpw4xx5beEK*2#PdP(%s!DAfh1MprmwncPTY6bV<X|b)Iq8
z-Tm(Ve&_sixGs0Nc82$T;(hM>{=_{Y&lRMwu}H8W5D4}&Y4H~j2(mW>f;5ML2L2D{
z@bnUR;j@=`ZLe%)WbgFG)(|59#@^c8%HG^WkIK=|*3QJrlAZYpD>E-6m9f3OwH+S|
zi^X4`V79V-%R(bLss^rtX)Ud02Z7+eLHtAdBAjCafp|GS6Bku+PTWdDcPDsx)T!ud
zl^Mh#hK%{l7*q82jT?q|N}CTDf<yDd2*z8sb-rbowfa7AoRLt%H-G#h6LSP5Eh}1#
zs{VNYD#fnVAo{%s#!kJ<&cM$3sem(kT%6M?_i8`C-FEe=`kFl-IT9EJ1k$hj)e+^_
zZ{9XOC>V&}QlHF0kP*Ka-{SE`yh2D&aHtTk-W}fmzkft`Mc@)XYVhXGaE65oKaAot
zVT$M3*D5Zz<88s6ip9=IB9?%=v<kr<r^NNem>#=_<2uSILLOgob3+ZPaPrp!_Lrg+
zN4lb@u}7F8w~)w0An=RDw7UF)g0EJy4fdVnPD9<%w450Sp#%)Z-5(wa!h|?D%H-K)
zWo2!hoN^{6Ue~N9yBUucY7za2ahmn0^wT$ZtnI!hp<Zf)9mf`Es&8k<&ZJ%zOyN9-
zWb5cCv{9oF&+)bQQs`vPuVMpsw{!fv%gKDu`dqUgycJjY%M3om^#)=XeWim!vO4a2
zs7x9a@3Q6M#I8>Vy^N=;Y*bWL-`*~`-nqVtG&M8p)+84(S{q6eD;*TRP9$W}mb*(M
zmrCh%5yf1+bSGZe%d-gjAOqzDYSkDr9x&yfHq|vw$IGk6vzb&}S(!8Ib)BRD7G!Mp
z>U{P(v@zjM<*aAz5YxklOTNd42L~BuMfEY-9)~ae%CI3GDCoB#f~^X(I@f2aHRs#4
z>tMv0UKfj$ACr?UzjZ;RNaVMI;9~RAbY>kz;QdIL>jqO#S6Ax#XwE39Rh{Tg{c-Y?
zJjXqA3ybz%74wB?MWHlVmU<P<)`4Bu2&_WQ>XO#8>1oZW3JX&CB)(5_m<$XIX&P3w
zgH{cvMpF$QwcoTLa^&E_BK};g-x+#6iD^E#x7fMfL289xt$dMjmy*&eCVFCGLV8f(
z;Fg5Ac(8?lprA?L=O<;JmuGe>Za>DyN2wzP#9%Pk(!zq+xTanB$?z7|c5=hP0Dt%R
zc<kop=3_p-c%iG4MI5L(tWM1xZPm4Yx8){2G4bOmcAEup8Ch8~XoTIU=hf-ko}M1l
z4cKB~6Krm7jw;<ZAJ;2eA;;`oLsm8{n9WwBntb}G@p8*bMO}TW0^4glidxFJH-^c=
z!X$-X_0=nynk`>n-!_+^prFxSmPW>i847LBgMMy_N)9hVv$NR7i>w0Zhe!=AE%_9W
zBQ@x%b)|4C-^JyQSB?(~dg#IYhSR7#w?l&dD`jQs0l!K+2Zt=RQX>Z*T8YJ@)nS4p
zi}YG9Tl<LFBJKK`UTNlQi`9Xo8BZLka<9w7am!j4wW5upMs2b@K^@Q2M=s9JLrdM!
zgHx+RX;0HF-n@CE=M|A(>_JFGlv2(FedJ~3TzhqSK6<{>IJ<o86T8!R?TP2GWY!Gr
zY;PYPE6{NJh;jm^5xi3z9UXllRJ_<z@#CIE5cph!Mn8m=ApeIY1X7Z5@p%_F8Ts1z
zvC>@yid9NN$3mWk!>!8M5r=Ut+KNR=_U${%#(H96$S+k?Fgo?GuP*J|2~_RR<LU&R
z1ZN$g796f{<Eb(e<=EkviwpPR{@e?Z61!GmN2eKw*b_#__frQWvMeD2f)S=Mv9Y6#
z*OylDymm$!g|Nn}Lzd#?B>9NxCtC+C%=oa_@{_fU$hEcMjFx%*iDwIx8@zTaLw>kI
z(s6Nd@B#jvA+XMCk-}G0q@<+tRP-(;)69Y7679namM)H-r>~ovo6Gb&an!%*A|>%T
z<US?hGHXt0kJ1_||N8Zrc+u6xf#SUTx9D6=$}G~4Nq9zs$$|@2l`z*l>-b4Rp7?GY
zvXsb-4E>;kWwR#U_wF;*8lNf+X<yhhxyd?NESU}Bu<}cW_S5b1!Hm9tQJSG}nr-m-
zJ~SlK8ic#!NLta%P*nFq076&u?P(XTuzM0;D=s&g=%QKg0Hv2|42ur))!Tjo@)Pw^
z>g}B!7K#r%L{XzG6M?n9ls9<pbRV_g2<M>hUe!A7WPkqr+0K;P?Z|vSe;)-Iilam1
zd3%wo%&W=9&hGAN7graqF61)@AH-Yx1Vl_8@hs@KH-3fRzCDkPj?U01H~lmKg=)Ng
z`<6C_fJPzlOIUdL5Aai7U}j=698MvqPK1XyTw&Su{(j9@<(%XLJ0d3aheE3NpFB}w
zyatc+&bJwh${CumgCi`&CJxNb>Zq!ye18Mgu&RH#y0Vg;_w_4YZ{zh<?F2VHy^N}k
z&TPd@f>i_E8117+<pqmJf&TvR*W9op&D9eS3xWqvuFiMb_bV)*ZTnu==d(D_%d?H5
zw*`?A5o6(`+}rv3LdVl~e6+N*S~4;+L5GS$r<nsiJu<OLNlY=^7E=!+PUrk^lO1j~
zXk)qOPnNz-DGyKAadX_Bri(Z|T}??b<hQZ0sR;}WtT?>BI&S1o<ZoRay-H+bXK&|n
zf46PEplPA`P1on!U`a_yg##)oDxaCz22RBY0j1~3yxMr<frEvq>B#BnDQ16MhE!yz
zM}_(1h$GDHXp=X`2pq<&3CoSK0*j4o`Gjmcd;9N60xl&MTBfGC#!jnttA?IiGqsf#
zTCZNk48UO8V9CbI3zVl?<Jmra`o!nt<TNu~ZO2cx179CqI3IQqv|Ik98oGlC$;PSi
zMjB$D#%@!>h{(78=$GL(UEYgFm7SR>F22O0^QENZLuhDdTUc!sPtW`K_$e;a&l#d*
zr*jU1hFeqR3tkcSWjS^nkzPc+Q#=+^9DCX(=#5q6WZjF>`ffb*qe9nm>o6{Zf#^G;
z1_hr%%$5{a=Ruxo=%3E&gxXfFoX+W6LwV_;SH$jHJRdUcu}g%=Y!;LXlh&V!N7Q;i
zomLMxR|<_93X{qWdHBYK=sQl|Cl2OlDnD(S=}Tn$X8I$y!hwu#QJQwuAo*sNMumrc
zZC)K;g~RsI%Lic>GtbReHRElF*mZ~^RM<j|+{3xdC#W8*AR!@HKuasgzHVVf7?gxR
zw*DTAZjrB1sX$i5z(dmg6`9?rZ%vohT|sj{i$O!#91Eh1uGIuti_4OY9q~p&@keQ|
zw%?Sqj*UiM?JI6Q{I0ARqN<9Ij~~4KW_x6Tl1_-iN!ccrAX0@)z}dPoWl$?{T0YOd
zlFoWt*$wOF&GtxAr=q>QTF0^=FAiwN#jewU@+hs01@Az;-o!m43lDd9*Y7KZU~vl7
zoMr-go>W0Uklz}3x`{22{;_t~CG`gX;no51DH&gDb@JAmpqN@7H|5yE9C1m>kzhP(
zfBlY`nOlu-bHd1TlZUSAYBtbTd;~RV0&2agW$XCS<0;=)$sXqwHSley)5q_*j#cCx
zIgGCiOtD?mFEDFeF<U#?z5R$@1VVRRufA=vk*YdzDH=7T9u*XBu7L;nJlyZ*F;G{r
z_He0I?e}nN*t)zA)@o#Yt*)sZCk<mUY5k*ns^RF7^efYR%uiZ*wTS#ia3c1tBa~I`
z9XWXShe^@r^myD)tkLDGW;QR1qelp4cpbLp^{sF0?R8S_?C)$6ub~Wx8mvZU6p{HX
zbUorn--I|&n5WZ_p}Mc71&MFdNTKkKN7&I1qT{|&qJVtFa8k7{dq*k#8hv1VY3Hev
zb=ms^8cMg#CrT93rvtmKk;R<KLXiiMTHD*ae9(JiExo<HkGD|f^gs>jjr1ny*;lhp
z;V%Mnep1|Q(?7;%*1C_Z;UTr!r|rY6j#w`5MVxS`##t9BnH|ZXQkN4*7LjaXpKBXk
zM<SBb2iMS3SR$V<Gq-;E^0+vH9CQ0>QIun=_9javllv{9qtk(e%0*_e2$>`Xtce+r
zv+4QAi|UWmgDmAE>Ksv}5+`2aSA`2aUe3)ceDGA8$Wgi)_P}Y>)*#&CAV$M-T?zjF
zO-_W=vy_|Lk{(y5tL+X3orMe&E>l%D8Nm={&8lw}9;^5mo{+hyx-F?x2K(~DJbhL=
zIyyZn1t(l=8T=&SqMTX0F+C7&1*ZrhoT6YK(E_F1ZB^b&#q384Uw_`^V^(Vx-cFj|
zejG56#ll0<62%%ZVjuJYrCrN%Yh5!jE@_n1vPyKRnog-=d&=g%^?<(WOac)W|AXn7
z{sE%Mg_mT+5x0v+&!+7Llge>d3(B1etC+NSHQaA8TeS>my>)gI!f8FTwvQ(NU?(A1
zdrmf1WoHiuS$>;q^<C`(uj+FjsRUb%nqITo+cjp?t#}Ms#=KImc&Emq9}}*Aw^1-w
zG}@m-CmhH!-?`-^8N%u`md^k+40?A{V|97i!TQP>-%WM*&@#m-E;^d}!G?fXb!``y
z)LL~yY?yInBlC=h)Wr5_bC?tiMfWEaGKM$a+%{w3b;q*!cKxw-6m6GQD;Z}Tzf)l_
zmhCgbtEdG_o`Fw#XxJnV6D6+FmND?Jhip|sdIRjyrBr#QS`3*_&_lf5@#K!YH1O}O
zv3|hsG;G6vaxgK!Kq(VZvUh$n0NUe+!IR!rZMa#sFA{Cnd}_1l{#c2HIjRMP(-|#9
ziqb>nqp8x|K2u#^)Q`3{@ja9QJcfwfT_MfVNc7pq7H?=nsTDVQN)P%^HQfcBbq9W^
z>M)rO>^W-Eve3~zTkGX@+Jx9}L?k_T%sxGl;eHtFGv7!z?sNRMUfb)^A&PyXNJlu0
zjxwbdw|XPCe0if6N~e{RH2;BKQzMF8C1PTq(|~`TFM<e^7Ur|q`D<gJ>}Cka0`xCW
zs}hS`nR(be8eG0iPA*_@#}erUg&pYf9{OaMCe7>b&GOvo^D~_Iy7HKRwWmbOK5)GB
z>3GAfTce-sW*Y>}h0Reke+E)#kumiR3=keNpO!+MK9%BZ*4e_CAvBRwt?!ZE2NcSv
zKjz@(-Z(qnVbRtk^n0eLINl%6Df_YOTXFI5;TBZY>F|eY*vJzsfMn{J@81{wm~L%t
zJtQG1`BU3@J^&|6tcLznNkfA{Cf3>2HFTd+lg+Pp$etOcb!l~VW2HYK=Oz}`ovpbe
z>$v#k-q=cujE_F2D+yM7o6wh-A98c)m23l{eO~-J&xo&TUu3tow1}<#{7K(aX&n--
zRqN<bOIaD&oBfR${G{g(EJg|!f|#-KywFcJYIpYZWUDvFIs}*5=MDu$VQG2!4;L4g
z5H^9LhBH%ik5kwB{T>D}H&{gPnOq#3L?r-^6&4Yc!iBY)CB5PrCw3og8M3mnYCv@v
ztk2KSzd@sz%viB(XQ}f+qL`dH+;&j#cuhb+pzVnL?Z9^eA|fZA9axOddSN)0CM-xe
zwm0G1CH&(~!?}Vccb2_^V(+>AaZ-1GKS7q-gl82K_l$jXRkqgTc1Jj=Lu(-R-SL1%
z4b7O9VJS+2Wv!{!^OErERpDzq!<ec~?43@>nU`)K*;uja$aVNFaVZmoHzN4A*Pg!$
ztX_`Mu-ET+x1MGT`4WbDol$WYuo)s+Re5pLeq;s9El|M#YAdptr7wnx)Iov%=-Lj<
zNp0&W2P^#>!%Z=;mSNL~-2F8}aflDEH$brv$b*y!yQwOM6S27q-tDX9GPEp%$l^JH
z;iGS(ot$?ExnCyVpA(Q!Soc0a??V-bAVEZ0cR4&Y??z=fB_2<_^f6TqFndUUfM$0o
zJ21Y8^g=*F<GjYJBN&3LYpHu1Fb>AVj`7YA99)V8QJIw+xIObDoYR**DEw7p4<aYF
za@W`)snp=p2m-?R*3$1^{-P#$z2C05Et&2MFcH%1A$S_^c<X=$Pzfr<caMy)7W46V
zi?^IER!jaOJmgT5OITT1hp0LOQKTO}@CqFgIK*WY5Xe$<cNfUyx-$fI7BO2yu1~9c
zr=p?~-1KoFg&3K~`>m<?lg*1}Bn}+1vB0qo6xXL_YCaZEt>TJ#7QqK@AtUA9CL_DG
zoL2d<sUoeiuc=`f35V)=KxXE{$GG)bH!85}4bhI6aIL}mfFBMtGLclQw6wJ66t1$E
z=A^E@w>C8>0PXV9*woZ_e@H_{7doV2q&vG0LBIV)%+iwiV-V~GGBgmzhH@T*{(J7N
zVx0%!#$?P@Ybz^~%gf7O<ljCdAtmkZ=;(M&nd6dLx#vCBf$I9y>fTpYUmafzFd#sv
zJat)Pdi2d=jfwr6l?zCwDrwo-XgyD@=zdMe$D<boF}Q(&f&UC{ZMISPUjq>#z@ZSp
z_}9D<Q~bphsodw`A^z8;5pP1mkr4B8bmaQi<$k?M(z-;}RG?8gQf4yxn2O4qk&)3D
z#2G=@F#^V!nVFIB*?$p*VlXG)e;OzvNey<ZJRdAO_xm=a{K7&)oi$MPX%BfC8X9t#
zjWNda*rYd4p~0nGUHO(c9t@GH_hNx1_k+EWr|I}er`)z7R(%X}Td#mxQZq2*-3%o`
zb^!E}FZ>_dplgfQ1l#SVO?fUUi3Zpp>8)&UiiNc`jDmL<@W8PW#MX#>z?cj85FalC
zpvXfDXodXJ^`ZaSnd{z*FJHc}>fRJp1=XGy@!!K8N=2ENo@T7^NO4)YN5ZNr5_zmq
z=UhCI!w$%=M*!K72)Xl+^E<vnute?c0cVFBQb9Q6ccA|M{?BD)Z!Rw_1shUWe~5{p
zX<4Xasa$OGL0Pc!@$pHQ<zrxwWyGZr_^gn~bDvDX&CM+|A|l)4{3xVxFO^8UGfIwz
zh9=O~&Q8KIqoAPRBypzJDXbBInGnqCQ@c1&74-}b=6v{YXZ{9Y20|<x_{d${+@gbm
z(6cf#gDuc;$R1ZPFfu*_EE>rZJ%1jnv60cyXm@w_wrX}fJiPP*cXOkquBbAvYfn>i
zbNtRFE=pe8ObgGh_;?aNho2u`M?^;E00^wCrA1y{T^+KJ_UzfS1uJkO7TC$i$lBO8
zJT6XbiiJ~%C}ra;rRn%`KT^zHJRdlHQ-9i>Vs$l5BVi@vHTF3qJe=VCQ*7)_3pHgS
z)eZnUH;a~V_sY9^doxBxUX&CU<5^6Vo5h|a6cw>l*VKdtVN2}z`XbXaGZT)-4mtod
z-@^QQN66#sxvg!<M9h{?WVh=<YPP@s4V(Ui`1m$QcXNrI-Cb)N?Ht7v!rnRyJ-r8<
z931a!YioIg$39}-ym@!ZHsM~wiaV1tdF3ZgORLgpiZSndT;`v@p$}9V)}Pv)+I>z<
zrFuiOWx>VH9!<}{(0;gJrwZSORu+Aezp72=_F|bZ+S=S~Yse4NE4{dU4yWKSe$S&=
z(LUf>ie1wG*!6&unV$X*OS=(4eSKYBTiBLVv04Mn-GdLxxY57G1Gtog{t~oMn7iiK
zJ4zfit1&U~KKiZ$kITM6LcgO^<eXX4R+Heu!ZzLo`MlfQ={8=Su-Bk<WL1^hjcc^W
zt|=Q7&F2R@7~6RDjZ*No$mgDUw?YCU>Tlc)@M2Xh(v~01Q3N&q#naXZjB5;rZ(rPH
z>b3#Tn1KKsQg|W_?=M=Lb#Cc8pL8aBCHmNS!#YsZNr~1#)XPjy7ZV`9H^TB{1A{6o
z-FX%Z<UnSNsj`q)1?rCkwhQOhZZvwk?ncvl!`S|caM5-U-W$307Hre?ZE0_}8|ImP
zQEw6k-`-eF@nWv=tI{YEoc74HKSmnO$~ldPxF(SP4rr{^N=?%{{io;`dMkq|EHD<$
zs^^S$R~XspPrN<~2tw)&QGN$w8lu2^!k%?q^BWP0!k6&GbMT+h1=L?LsL%R#uv~Xc
zDz!j7?qTga^xub^?ZulLjcrRc-acF++(Pgef(b5o%)N<9fhMFIxlM|k5Z7Lef5!9Y
zp?6T$nEo1_2o9Ak<fTvEKqbo@c4{T#pUEN|#TMdIMywxC3aS4A`8~chWJEfH3=vyH
zeCSWk&;Jv+kvJh~m59jqcfx_g?f>ryXLxw{KQSGg6u<u@91|0|e+6a{0&{coQ~`L*
zo!=AIrRR}DMMn(qF0yhnlF1}EW>fM*_<zS&A7)*|+kXUmUvL2bb4^Vxt+an$6S0VZ
zw7~km=M#E*tbgT`R4l;F{AXH^nVAFsJuTl)p9ubE2y&=FU*`}b)D;7>p<)8ujZ!UU
zJo4}CKEywSdP^lOD+~2M_XO<of9|<9nuGg4*XQvTA@~p-{qHFv?)b;1-Xdm&{O8i3
z%KXozA2Txg|7SV@0jU3TyMIsT{Af%0|1h1eUoro4&o4B%^@gawA3T~>h~-SpC%{}u
z0^;Stq&>*KtJ7DtI}I5Og;ipGifccA%4A4}r#ozn-7Bb1bvija6XW|kvHg*Uvq5$q
z8p)D%+hi?4sdC&>kGjeBrsc-G2nCOI)0_or{pv)q{`<jT5i4UR25@|_U4uB|h?TSD
z@QRX447xwy^s+RZJn*=_Jcff(e&pMm)>}hjh_!<pbbtaO46IWCh^B*aInQ-;ShTl-
zG*A{nX^+$Wk0MNz4}BMauq=QbY5<a`oiW;5XovT)4<?p-?!fAomX^dp79yI#Dlacb
zs0o*6hZ#?Ua6&A^#Kiog5x6u4WLy~&6O#pY7oB8UrFBo7TeltpO#|o#cY6KMakGIq
zg%LCggC(bDWI$zztp})!db_%A_da>@<YPjDEGR+@%*+^s-X3qyELeGZdM<5lG780p
zgodUA=9`|5?mj4JLc_xDLVw!xMUk%0&x;~>04PEo*s6-J&B}TdPW(hH(Fw><F0QU0
zA|n+wVr9g|{f!wY6YlZaKHQpZOaVn-`;+Q^sR%MWuMJS7{rLWU2(YwmwxFmb7jpmn
z^XJd5{{C=ZKR<BoXBSKy94h8HWhsY3o)=XUDT85=4!d)rd)%<dZh-!-?Oa7%U2BG*
z!^2SzsHr6q@as=6)bwe%xL$3lYHKr>8Oon(-t+SEDi)>;n>UM!jit@z{heu5H6rj<
zW3#ifE7rB1KNo3lZ(lguuil<4m6|}^=*Ok(?(Wvps6ZE@+34pjz{JE{h(D0#gGEFZ
zto3uh5-I|DCd?4V_2fwu2?<Hp%#2ndrCE=EKmevib^k3Ly9UC#2xt#UWu;m}U?`02
z-dndh`<r74!m+|Zm;gCC4#SMt0e}1Slb@d-kCVhsgU2}*bg7ZS_2AgoVr*bQVY9d9
zF<0*_uEdV0A6m$PfyQP&H<SwcE}dIvF+Kgk-V5_r!_eMd*}4f&{DkF={_&jB{u0=9
z1R!`TCK=6A*ZMmR`%mWI9~v=%_uU{mLD95|6_e&p#~5QFkv?v1?K9LT{4K{#2jI1~
ze;n;NIILD`*UCHnxOy8epW7?NI?{UQP%xd=(|=zhYf^0J!mrx(&@^7i!!@!(r&tfQ
zKZ#$}9!W8tW8L?GxBLCmAiqZ9rrq60!D}9rMM!-(dKnk<5C9C)5)uK<tZbP&59Dv`
z0%kBBoX&&>@QmB>dEJttJ^7W!QYGXp@vW^+_Ip`O1`>G}uE9f*J3}^vQss7+7<Uc3
z;MbY=d5A-G>|<Bx^TDd=RN_Lrd*?M!L%^BOds@lD(s(pwmM$B0;BwObMp?J!@i>u)
z)ucB9`v9om*Ujslc+!RWMFunW^k6mY_$CoEes7{kK967D{&KHG$!?v?fw*4dzANAW
zRrt}ZJ$cj!|9NL#Z-m5~p<25*swlkm4Sd>&x(sWLl)@16@1zSVYpNkM%|eKX)xG}#
zDKZ80|4iurgRV5QDE|F%0dl;578!`}{PC0y2_A#}JE?&Lga|N0#Dq0=1T&);9iQ#*
z+53k%X=o&9-jgx$feop@LO?S~`ge1&fRj?02g>t*qP56_C;zGpybB%Ieg(O|K-YZ^
z4*dUwVGwKnjs6hB5z$8^#@l!9Apa{dJ`Y$~G5S}&_n}`}SrPje#zR~s^$9BhS+=io
zKwuzRNqPCp)mF~GunXG@pRaS?`I(uSUuJH|BmD+cYviB?$$hS+h5hdvqXMPqKR5Od
z3i?lt0t6zwf6Wsym_HHV^XIq!CxwA6A#W}9Ul+CF{cEE=1AOQW3=Kv9-=;J*rEY6&
z{rvwhB?BX)-2cOr)YLHlGbQ_LF{?jNJpu&VLZVQ<V1<W=8|dq23<R0o{(W2wGm&|{
zMP424%oaJ`<v{&i8Kyd=-XuoM?2p|Vs<hJi&jL+MP5pakRFKMRQ~#%kLtMkVgOwNE
z8t6wHK%>FJz@WN$^CmDP^t&8S*151_Qwk*_RBi!*M4?N#az+^eJQ)}ny55SXa+m!o
zNzp#=cmws0!=UT7dX2qFWb3eUjzSjZU7F_rzX)FJw%Q-hIE~ggY}|sq8gjF>wWUhI
z`~7f}!g0*lo&dwb18qUW$r8iwfRuFIDj#pNRZ+pWm~BXcIWJ<z12qdt1B*GZq=XH_
z_<!z8)H9I8Z!(hkjC`zku`{Y^`%6&~QPB}WWx0%@7WI}iOZL-h!|y}i#hCcgR|v`1
z?fHH#8c4N1oi=&>4V@RdKCV(#OYx5wAxYi@(n54mkyVgGU7v!Mg@r}z0U@(?-RESN
zmAKNeotfI$#Kc5#p?P2^XuAUB--8zCwW0gP^3u{6<z;1M4*a*s`96+}i~v+Gv&pa9
z1mUxu^FGng)umEXQ&R#G+-nK}XVxSh8?mzfKN7hKP-z#e5)ZmI*x1<GY~|!`Ew8ME
z=4enj4yKg49b4{k3kwSaHwa-$p19z_!NJ$eOn+cGp<`xNFz;1JtgPe)Qv7onna~Nx
zxh9`7mM#1OVb^#ZLXH=v&+c*-k2~Qo20xzY4`mL+$~4ZQ|G8><Kcd@0$aX1sBHQcw
zN<~@uX^ukDo!-5@J^Pd0H@SIv)ZE<MSU5O9=X<zUIW+Wq9}dq1oM(vP*!jucqMnx!
zi_loJAA0+&voH-mzsAMjI@0?3x|o%elvL=ucjgJ0-iIp(Z^J)LQ^AVr>NJge<M%m@
zE-o+IuiO~}izKwQDL%!-gwp-2l9xH3NCt&D9VchG{Qn15R(t*Wv90>uJ9pYRtxQet
zK=+C#$A|}XmJjq2jGQ$T%#4kVseqPg<C#x)mynRAY?+JQz5i5wm(P;HY#L?+!0gn(
z+lg;)S}1sCd=FO!mj~YfH$~UTNQqy+Z9J+XWN`M8kduT}A$mu}*LPS3^`~ylT)o0Q
zbu1g{6O3NM`1R<3?jMM@s3?UA2?@0rfl`Hph=3r3sM4Y>7|+7>z-2FND<~v5`1W{0
z5iYy!lJu~4GV{B`6-P2b*Rp;iH59-jFq?JY2IX^`rA;u-qMYz0f=9dGs1~GcPj{`p
zQ;KG2aX&q%AhN5g)!eO4&p-j;YNv5Jk#yKF;daAI>f~a;DN+~v^mCPz=CmNdIlprK
z#l4H9X2F*F@#Em+6TBX)Pe!ZAE0ldd@>EBGrdvA`7!c3?7KiEew^WN6z)(nNQ_V8g
z*g|SUA^QPKlsH#<T|IlF1n@H}IyiKAETLRXn1#0HVPCZ7RzbkZs~GVZLc)*AFP^%U
z%FtDoRkR*uv<R&4+&vrpY|T>aVKqnTc2x}NKyoF;HMY=9<%Y*ZVNv&?njhhbc#gbG
z79wztL*3{()#u?$%d+%?x6rGX-2dds_fcwdTSNV}Jn`DoMQRUYO@D4wH@;-M>x)pn
zso0k?q!G)bxFIfO>>01?^v-LB>oDgzc&94IBd8ED>s{m|zc)YyckmjI@^u=u^T+wh
zvHRisMV;#hNwngYl<W@Qgaz5?d|Ny;UERraRNZRm$8_o_>TRh!zH$0BOhwB-qwQUX
zU2kT5Exv*;I213f7~6?P@Uv3<#*`?}$V9eLRQF#I53npuqYTW>li_XuToyV4f`jJ8
zCCqIn%L(QZMB#N|Qv=*UCZpN%a9|i41#io#uk3c)x;h&^$Rbb)S$?J@1n(k1dCb?e
zl^y{dpYcg<poyob0s(b8nJ%$8C0b$FXY+;YVoVwbTVJVE=ez*AuE5{X^*hp1o0Njc
zG7-DimHVFOd`o~{wMPj{Ysja~O`GqL=or?#pK*mRo|it-b-uAvn=rao<8*y{ASE)4
z+{5uLvImb_n*_ht)}DPu2JO|IXL;MC^7oS?KB{U<u?w9<Yiq^Ih4(Y9&gk5`1$l=8
z=b{*zsuHnU!+sb70g{CFJGqUBLZj0;kB>?Y>e;F35!*U8-i|4c@p`>NjxyTEJ3j<P
z7c>jm8NcVhyqJ6KdKN@oW~#$nf8ZA1MRcL-SO=5sMC_OdN`|)~iG{xLi+u)@0a~{;
z12rbzN%auRDbhvca6TSC^f-Z2i#soWa1Xy1;Xboh5UU)ZjU|{*+iT(xv06kb2)_vj
zl=N>(q&c9Jx**un*(%8Ts--SbTzotGgeoJluin)fQt+Aog8-Sunyw}9OwENN-lt8h
ztRoUuoWJ;X?lp32NI%)OW76TCWp2J%y8n<6d}dZk`Ae)T3L_eN&FHun=_6a*=mUoJ
z>|>`;SKp+0vC<~zztJN)nF#wzLHJjAq!mtRoIo}<X6oRM43(2q>+<>GM+_Yzb%z~e
zte=Y_YVDl%qa{fnUuw?0Ax*wS`a9Q%?ug)|#;rga>Ysel)|lmU7_Gy+TpwmY`|wEB
znd^R)H(W<}TH-6}OTCIHs~u8#k6S!ch(i0l57rXIxA1iXXMO+a`S?pE_{5TQwB6N5
z<dN$n{tw84WRFX~#BX1j<Nn~}3Tvc0Xh8l)E$;^dObPp9DLL(0dwId#Sz#_0s{VS$
zcXIbAiQLZY2QX~yzNKAG8p3x~L(*T}N9^2p6r9w1d&}GA>hM;)z2vtGb1u&PNXd?t
zr&~4#W`@riDR|{s3I!!WP&DP1RsP>an(y>;fe-$8ws0vJ8!&vqfcBoZS-Gv=_2Bm2
zRmN5v-0tTjwV%)Y9GR*vS!%frs0%<zz~gNsqNi|A@T^~S;loU+WWbOwU6f?eUJh>I
zy*na`3L*GAI#7FG$84g!nTP#=#K{H45lY!#iUrNU*M0T)^HXh8W7D*dD4{ZA^)fX+
zFD$QGM!CM{Eo$Dl?k=fNv0=pQSjns*@}J`aY345oUX6{4=n%Qub+DGOH4irsA@dgv
zYLPz0gGH#Qyi`2)a`BFj*Z6K30~eR9kkm#h`&G-M)r0j385v2xE0K(wl24^bt8r%S
zD8LI<i@wD(p+4N$aUOConWQFGbTy_vf<_zxuwR$i!+%VcrsqTW*D|hkj>*?*LnY9~
z$6q3;yZxUkqh6kOG%sA1Fs+we88=MHe;~P#7W+dB8seXW#8WlW5(S&UJ`)v%W#OfH
zNOLhVF|Fsm_KLSN`SRKmzR||KdJFArl$03#kGKp*s@xnmp<*rYSg$7m`lYJI$0!mj
z?QLQB{kZvNrb@=yXXqup#?IgPJuWMi3@lLJg6GZK@oSTc^;GY9!u6r({Ds76?TBw)
zy7a4~%}MI3%JPcL%D1<uiTKT)D0jIfjQ+5U|L%%n{ELLdc10IsqG>zVU^jMC$K#!N
zjhWL0>j*W-%3AiK_CgUPTc2DXUbsvkRbGE?85hbFtz!i#FhmB#km!y#itz)oF6OLp
zPg%m9lm?^Q0p~o?ea<c}4zH7i%2?#dHx=cX_z)5H2Ny@)7#GtTc4|3-;rw;9<-J2|
zBwcs&P+Cr_UB3y>kWq@O*P7UQG!bQYzAwrnH^hH6x}X#Bb&Ts?bL7K6t60P~V(!9m
zr5@*G#(-0_7O<h$@0uN%Y<qFCS2|YBKQ)raT|Pi`aXP>_m8h92)?1dr?LEc@0dh>L
zQxlTPJxALHsMm*yRkwq&w51i@r|L%L{@gQ9YRWnK^z(3(OdR~C<Pp+hCb(0m$~gCM
z<10$Soyql(n^8qD9Vc;dar^U1+8psvGU;UGoyn94l5#Ee@1!DTc4&Vt%9jU4S21$5
zy{2D_YEdp1dwen<Rjueb?XIn=T9U~LZ0-F-p*2~2(sxHsy57gr=MO;+@vP*wU2VQN
zv+u;*yK3Li?|$~d#nVkjw7L4=JP_4wXhy%a?cA$SA$@;JlDb?j0qmef;qS$K8GpIZ
zZG{`9AZ35~t%1YRyON}z)n!HJi8qM5j~mmIwNLJ8HG^q+H-HC)UJmtmB~Zmx|0$LW
z-{eT(>0(!F_t;#DN#UlTk{EY=qcTr#%1j*O?LF`Za1}s>o=UUir)M?hgdB$zhK%JO
zRDzn6!h(o$D#t=)*VhVH$&kFp7yB!BmGfUm#vX|@j>uC;61$&?<4r2JJn5#QdRB4q
zYQ(gDH2Mo`N~s=(qKx*&)a0bJLo}j4SqwiI68ccE`7^pq`OceNQzO2~HLmYzu!NkX
zQiKFqTo#SZ<XL7}U)SjrGbA_~;*)+ew6(pDSP6ySD-kZPY<E-8D?58;b2truh3Qzc
zakX`DaL2cT^2cnn(Ze!@sLHw8hq-2Ln$3aVN#PWK9Xp)VsMp2(2`_HucC`)%Qq+-2
zxI|La?<&=USoVODh`;A?ZgwSi7ReG{w~Q4WZD@)NL3$uIj>Km_UeeXWBh*>=y2oc}
z<;&JO%=M;X^zml-lZDH34YoC7?SMZXtG+ut-jZ|u;a^o=jY^}qCz*5vk6FqUj5c~*
zYi}LL5(~%QS(HMYn*G|R>1O1_3Rc$hf9TJ@4h^=Px+sB1L#aatF2%_k3)Jp7z~pJ0
zo%L}JFPU1&2if+nM+>W$qXv$WY7+lhBe<g1;h`Liuyl%-nd)WYhKD!3qr?K@)pmKd
zP~j20=&RDgrP)R_U2T;l%eagYvm`j-^7jA%@+)W}@xIprbsoX{Pg$s!2k%;u;jR69
zq8#*n(LYHvz#8%;)Bj>f1d(x4kzDkjZb-jO-l=Tt=xwk!0u?t=x$yXNO?MB*Ni~g;
zqp}C;<t(aJ7ST~*KfsYuMi9)u;z$#(d1W?!X!;;->SnJR8K3=HIw#JdZMsw;F%?Ys
z`rrwDetzSceov?nV&U--RKTx=59a17i}9$Y6MF9}NREB@#7Neo-ZQbhwiBMQ22rIi
zvdGNw5=f8L?+I=|{NZ=Rj!{LSRN1e;z{19U1Y}SW1Y-)TKTm|RsFnDm;gCt=;NSos
zpm?OfJ_bO{QR)|QN^)MA1kvH2Q2P^Z7pn8i-2)J&o-9b}<pGCH;@i`MG-X8W*N$Ky
zJsUwx3n3^04sEXI6NAas#c7%G@PnyFFJbI^Z2rI`A_wFNEz3r|b}ZNZZrb*v&It01
zNTD-nvc;6^3)-(pxRTF9g=X0v1S1RHzTCia{C+4Qr^6l3&m~vqW!nEH_lwzgXtAMa
z3gWSsK|J<=U3UlGZ<FomYL2%9WF#EMw-Fr%WaQ-QfG6L!JqMEUP*$wAOy!JYLNJN8
z%kn1<;0QU8#KvwPfa^_xv{&&eCip7J4`9jqpI5t?7+8n)nWF>_@O_rfLs#>ALzOUy
zdIA=LlYeLpAtfO(25^`IK>7-Yn3xzn7hplx+GYo`V{zoduAza!5CAai2rC?ChF4|y
zEgCOw^o&Z;yb0**;e`$Ku;c5QPfRuQ2<L+?8jh}#5*{Zv_b)tuSU0UztQc`2c)nT6
zVbn*AV39|W!zqQY61AEVIW(1&hUc?ztH`=x`7e~>mm2myyKZR0H^w93{a>z<TlS2S
zPmXSbY_oC6-be5hk#Fe!2>q|4<4OUQ=(^WVv_9iBOMoH?;6I=sDbhi+M?|vg&#%nK
zYIV*}1P}Vy-xkc)I<fHb@(%CLw@L`Tv9MsOuBr+qefPqY>fu9wb#?W}w6s!;xa52)
z?nW<P64cj}%H-Dyw8bcp@k`75_yBH70`LfWm!Jb=y)EQ!%lr}&GmzRIxOU&TaU<A)
ztl2<MPwz1|cP!8hy2i#{xkubth94YI0}5@gS`LsZ%d4x(&z@nbX=o^GY9>y^P=5gO
z($X&_pdjiQ1!F6efRHeBjedM+;lQX9`fsH@@Nl`VucJfKM$Ymein@T>YI3je>(?~E
z_=GH<oH+BjpL`>Jw+JjE!0T?I#X0?Qu(PkP55G767&Kl0{IBhv4}^@+#yw9tN5_hj
z6g#oe(a``{BFXK0_vohDZlIx!XxSu}Z9iu=Bp4r(HH#d2C#^xx!a_7vlI>pjuCcLk
zA|<kY_qXW2N7anb+*P3{!FhQMSqLehpZDwkDgiS&ij*=63WQJ`Vpb8d=);w%fL~$&
zHz#Mv*2zRDY<_-zq3&Z4IYJ9i67S$0P8y8lG;C>U@voRR3M}H)xvAZ0VHggDGI}+n
z9|LX3UvL*+9T4oyUJ)M@+Yw5DOCvA=J?RP^)Ece@Zmt%tPm9196S{*6%}+{7nuv8!
zGLLE02!$oWnpe9kCe*AdL@Vw|ST%H9Sa<zfYnK_Yc1tj<uO^p@q_8Me8xt8$i0qBu
zLwT^#uMYTtV@LxItzxoy>E!k{o_n&pM{SMN?(75&4jIpoQE8Qwy$6CIpm1(*yJ6OI
zT$Bu>KB4G7e$#H`B0Nnk<`1-t)f%a9*%vdde=r7ir+7VrVy6Xc4+;71#*6v1>o2O8
zn-a*U2-RC$ZcdiANA?`gdU=fr>32qC$ud{_BMy0m1ERrbE!k}wPj4Sr^6d#4=zoIn
z^8yiprb#%teqLIeSKh;{mN>j-xp<HG!iM6PT94hl(~Zip8ZBt>MzriFY#5(tK~%l-
zJqR}iGzd|hnt*^{p?OX3;!f#L<P~FNDK;+4>4}PndIN0=PE(cG^WD2|-qJ><e2Lq3
z*N9N~mb#@w)GGy5&!AG)yO_K9+UM^hWZ$|gve0{dlIy239$csk0zs1jxk#XFllyKn
zI(+hNO33cI$MFnp%a8#5=QvI?!e6||Il%A3Zaei-Iv$6g)<V@AJ?q!bmJdUzjg1vz
z$A@vzHEI_=+CH3{wsxL=FW}&S?@~LV<obrQzPz}cL8+Hm9b~p2h}snqoS7=8#emh1
zo(cE?;9+*K=Ay={DK1w31I~{E>?_w-JJ)Lnuidqs_OO=I%%h)Z4cAxal4b`v{0h&N
z!y@j8oe#aI!k^y4lz}CrSv!?wt>$zFAMaT8r)Eyuj<5xeflN^TE8h%Ly$Ag@I(0Rq
z@L>vtwdDsx7ccyNp3$fm=W)Kd+AbzGnN;R^GBzX^ag>pVem<%gq%eF@ba%ZIy(8H6
ziFz9`V(HO-1>X=zJgLr3e_Ch_&Ck_k@#u8Em?ET^){OLb&86cV?_*2Jvj|m&%^J%i
z`hGm<KqMo5ls`+~I*fP?d-xt@fuHa;$!H{iA<Qe*@hz{*YtMKlM|!#2LXRme2Q#%u
zm~MxwoBSbb{DOHz%{A0HbfDe_aJ}t|@{rv}SLqI2y^kz2cPJl9q6z~5n44?$px}*M
zeL2qG_>QO<9jYG2HS75dgLlG|y|Pd9q%kk!3#f^gW5z~q3Re>Tax;{LYLkgDf3I`c
zcr|h-NHJ#AXOpd@yd)DU6##^(Qa^??(z`@%q^?^l_tSacv9)%_qkChM@@2lohhuC*
zB!3v?;0qAjte?-KX+lgsJF9aU(&NXS+B$8NJ&o4C5U=O8eq-%prEmA_GwqCviP`r2
z-B}tXn;+Lkeo^F{@G<&-T%}O0RFcO-v&?0==aU{qC!KP3Fx`wZj>6;@6XW!qyBarz
z2Z`}A9qsz=7~+WQA51Ly;Lk701$;V0a11YG!@B$YA7{bTZ>ayNhQVwh_4W1bj1&T*
z+=KmH(NeRX=Ue!<Z;OEHLK@n(&9*z*tgJ^R`XwhLm>%iCX9LpU0c9;It;n2>zPTPv
zUJ%`aXvS0*+wl`|j=@Qe2-guHfWB1Kk^uH7y_g7Yn6sb3T(4lkOk?Fc49WFa?UvHI
zFA|w4441P%{MycAJ$Y&Nc@3rH>&wx8Z%sXq_jLa`qB#rUM!qB7c)CLB3K|yaSXdPM
z)@$FiqMd=pnssmpAK9&*tYbYnX$6J2<-4cru`pmQlQi8Qk7@=qUo1(21H35~J(C4H
zqXMRm{Cm#Y*}ezI$3!7%pamlp*vOnt{aJy`Z|lT;?PA+FH4`uE&`zau>#7PPH#b*W
z9+>&omPyf+Uu<*rFy>}U%u?cI_!~-C)R*7*YsBJ^YO~l357}7eEiQq+0UaZwjr@Bn
zGFtlV9+kqXb&Z_&UvI5^=2TEnFy;1{Cbux@E@%y=wLW$9vV@j@!c!j7U=T6;!{0a*
zhSKFHxVg3U%yEn+>CVBGt>}F5ytXNKXZ}4_T}T`<=H=Ot-(BiIu$F!fy|kp9gcTE{
z;7?BtyAM45{CEsc6vWFYG9GJhxd3$L$kbjmXJsw@o0nT*9xB?@I_nRVM>HH$Ie%M$
zHt(CDekwZ`4_RZbqoXLlHfZS?@rBhmJVrgVN!|QF;_AGN)c+kFRMM&PbC9F=MaLB@
zL0S~+PdzR7ot#MHn?y!QMEg&@clzI%<>8*JNV@!d6`u~wpTCENql-IdJcRq!=&I@o
z&akjY6Xyf@@XrmFWhZB^_mat*!aJAZSSIifV+f4@a-O<1CEtByUy~l8xtVWrA!604
zLxBDM(<h1SuESOold&&={h9w1lD?sXCifEPtYg0osNc{poWF3Mar1U4$~{6`TDi`~
zNk6%bi{R*ZQ?}F6b6v|55SU<%fX90^t++Y>EHvRx4mRdc(HV)+?p(7$?u5F=$a!U_
z5&{O&ea)&BhROnJ*kIsu39JO^uQ|=ROhjqRJ^F$Dy|X)pd27ccF)tkn7#Kyf-{q8&
zd+@!z0RaDV1PN8bHk>bomQVv@`{!Su?CF{v@4PJb1T;xC9O&cgM4C7Uj@iqVozVrK
z9$mUFaWGvi6UQ;E0O!^32gF;-F8S;17`f%vRlSk4j=t7id0l4q&Rx0tMbqD>JkFXc
z<j%~4TqH;OB&_av|FtN)WC+ySb4Ii8R7&KB?0pp+5y3^uTSPt;du3y|p<){5$s?9`
z6gQjLypma2{rASr@t(}f9q;_`yL@t(kUUvwMHzSZfX086JmYEmd8aD5xhys-QJ=h(
z9onA<427)8@=KwWDZ`C-!;MWXExv^Eq~h#%e1kiEt;3rfq|`@$^>5pu;OKIj^Ta4R
zgfrp)T$e8Pn0e>+l0!s9#9NKehea+jYa{3|3+Qb#je5eD$(kZ7-n>683jbOLlnHDZ
zB1)<2lOW19B0Kqq6=h|qUb8%(vpdd|^-CkRFZEK?czjlJD|wOs+Av+BkK-JnNK}2C
zkFU&c1Es7>bKX`&){<OC_11pYSvFz(`K0!l(B8v1ww3(K>c96&m&ja!?)GpJ2Ibq(
zU56)EFOg^>!#_Q$=eOh0;^**=SGR``sfNJUDdSAJZz3KoJZng;?qcy6bNw?vcem^Z
zRl1<0&a_6Jt#UDjuFV0|CsS0Uct2?XZgeY3)XEO&@5N(YxtejO$uWEJF_L6l{O;09
zybe?Swk@)Y{q6;W`o@ih@+Y6J%2&R9qgECptnWwq`@rxQv*dlG{~3?q2LjR3PD;}r
zGcZuA&54TPD!fZw&F;J%Nu&;#2_w&{u+ZF}-74>&St+CceP;!8J{ZYm0_#vvKI4<K
z@#jGO{a`)~5~PQ<8-j}*-R`?nv$C~ie`3HJhs^fVBKP-hd>e|>Yx#f`tx;QDt>ogu
zt99J$DZ`SV?PN(RsfsJP#qqS+h}O&{smxafP^v;8kkas*$-15fHgkA<uCaU8n_v0$
z&(#j!iLI)sAz5O-jbtwM%BI}<DxZmItpo{%hDTOb0;EinER18DG|mI&EKHPoi8$h9
z&Ly3^=r7r6&&s*F|8bqC(Rlk^^N@<CUoT^aig2r^pv0Q)R4kS_T=4l#JPs={ui}eY
ztx5Ys4d}Wqj_n@Uw#0;bTAA*lCM5IDF?O7}<tXAyGvkYk3u#B5Ab4?i6g;I?@<U3V
zpdtRt(ZijsRBrA}lI3*;GuH&HKaw<*=fd&(u3djC(q_wIGI79}S768FWL#OxXAG9J
z!}((SLtU>YLA#`+FV+GL`NR1{#ARLcu>Z&-TmtANvL+6C8}?;^H*j?Moh5@<S!h8S
zWnevDuAr_?VuI-;rQzz<!K!ZC``os;l2EI8ysk8f(9`R+oS?CBS$1XopZn4JLG={_
z8Xgyy2?x6M`bZW&2?;$-5(TgAl1sEgHS;iVt#r-KrT|IaxXBx-%yDZ<+v7+a-wO@R
zS89IWc<wOrU53e1<S!CZa6nYnT$K02`(b3J^8{dxIG#Cp+?_d`)K+@x=v`ELMAr0)
zL3QNf^uS~|T>{~sCSfzckWUtf!@^SEIB>{LOY<qLTEOD7S-4T4ULFeUh3lZ%IkmyV
zP1SL6U)uhf#1FW)N9a8*j~<XzEo?{OZ!gNV|G<V%<UY0UAK5BfcWw~P{xDhs>-aOm
zkfPy0tlNV@?(6EUF7K4K!<hpu<qCGI16hbx>QqrbW8eZ<T3eF_UrJyT3q3dkzHr31
zBWSs<XFagxv7F|a=h1#VaP$hFGIUb-ov5d$kV(?;ymr}9b1{4{??HF>SSU_Pek#B4
zjO=)QtzShJ;m;p<{(pOf=RVDTFu5FdF9Fo`u~lSF14YD?Erd57G~o!vbC|q<@&TWD
zaUB>D^YQ6?5T!Bbq)xv%F+Q#;r*gRv#`40>?f}*6>hqPhfxh9357IaJx4he8FOz%E
zMk{EUa~i{MQoE7L%Jk7?K!vB|xf>g!$H;k^&>}>v4v+vm0G$~HIwzvnGyNuT*ouAe
z#SW-XG=puBmBtLj@CgVoJHyGVk9PL~TCSa@rKa}dvX~MFT|W3OUWut^$BoxXz<(#f
zZL9iyd^}9`JQUh@;`8`gk1@YMz6Y+76B*6K^!bj2QzYhHZr|(8o^(N48I!>f5B%?)
z2(CXXVZl$_qZ#(Mw=01GTb@bpgSXYua_DjpjU=(d*yGY`0!tH<`;?TF>J9F^2-||D
zCK+fc{(wM!mgG(CVML?sg93JAt~t4yQ{{Pyfw+_k2&xI;jIpsv1K*u6oc1)RjqCpX
z`wQ%Lwzh5i;41<GM%7-vlmK;<9;62t4%=ptQBWijK*Mv}J|HtB3Lo$%3N$_9<5L$G
zi1YS_fKEyEK<YSP*w^#EIauG7l5s0=o=;8yU*}$UJMX<|>=s2McXk78XARGi-J>HK
zTwGk4XV37U00uudR|Q^y^gL?Gcd7Mm$5;p!L)o}{bpSBz!4>pci~>|a2W*qoEBdwx
zkz~9NuErX@ymJ4S#b5>eT*$ilZx>^D?fNMhIBSn$)T|tLUH<EU&^rI+fKb2=e)kUF
z;sqSxe~1G<nPN)Ctkz%L#VuUoh0D{|w{*hl>ICSSm>z-e2pFcx^0<JsDDP$dUzv-j
zu%2&%yHC`tC~kas|DLMQMOis|0^wmKr=U>aeEE`NGUtP&oNdO_ate6+fE=RaS@jZ<
zEV_)5%Q&AJG88@HFl>YD-EOroI*C6h*R8KE$hUDzuqgV2$N=9Dauf6o+`W6ZeHPdu
z{I$v|C;R&3a`W>aqNAhRYy-;TZEr=lmnwV(kQt1)9Sa_6MD0eW=V@#G>*R<&h5s9y
zA?qSy0Bnr~OSgc9ax4LA1792FN-)H(BELl$%c-w5GcyxF7}~!t=<W9S1eQLr2~3Ob
zT7UEj0HXuNM6}xtN@a#)3?V>}xM*B$mspha@1GWD%e{X6d8i`i7~=~2Ib3K~&{vr9
z7~?psM(X1$?xBmFh~eS|nvycAGib07$5gqBrf>yjI}Rs15o=hd4i81&6OS`^#bN2&
zK|*1A@P#IqYUkDslwS9^%_oK`wqtcX)A9;yWTv}n<Ev`&FsO8-pAJ-`^R?j6&(<|n
zf3+~q<_w_)L^vDWqsCkdK`GQC(y7=&Qi_R;5{bX`<;v<P?bi}c9yLJ<_~Y+OlQ`?`
zpx;VesW`cbSozH^K9<-lc2qcAw6*mnu8tE3?D|o^sY^l@uHGHhP#vIb9mXUqySzzE
zbk}v8)r8Evz*tg@wZQF!?aX%jk-ffVDluz|QgbC&*08@S_oz;cd6w$<qp<1bZJF-B
zh4K~g7eM{qh2hL!pt|x5RUU`GV!G@Dy#&=aZb@D67!2U0Ka!0JX61;)GBWCqe^irP
zMH*WT+9lSKoM3>vbp7=mG<d$NqExs-C#gMekq1zn{JfJ}wVr02xrL6~jdui__`ag#
zc?NwEwsx{Ev*)^c%(3rSoUw;eXJTJP8;*5w=h55LN}E5ub;rq<lUW?+i!&-}<Kj<!
zr`Izk_m-B;rA*)0{vu2s*xn~()_lBwi|2T2T*u3Tl(^-TBoRHcNvjfA(=wzeT*Q~i
zitV}v=I$yAq%Ej<A2jp&ryeUcn*|*a6qUrI0ZmSNBXW5(W=RY%`b3!RGB2Ju;p*I3
zc^0Kz@qIz_kx@<YlK)*@R$b_?J~caCCnL=MQv>do+#Jec#*}By0~o`Xc{DViP`(g$
zteK&c&o7xM456Q8G<=P7H2gS3X(EAeqx5l3S4&N_55%LPS1Xz8IEBLP(tJFbzt2L|
zK4u`DAyxeHz;HQSNi(GX0w3Z195s!!9z6WXWEKT4k7ebUkue}^<c?#n>?a{sdwM-)
zr0vS9h41vHJQ;%&RLY(kdfdH?dc~-XH5NnIg1Nb~D4v$AfbVJ~WbQdguwH!*q_d`g
zR*B2W(>yEFG#iw<^-Jg?LRytW5{KX+si0E)=r_FSy$5%6v>~7larxF2Rc9+Bq(!H_
ziSHPcRQ~AD!6_BuguW-dihou!6&)F-wQ*hOxHNAZhM`AW@CFKc4nafBj2+H$%y2>P
zb!L2^Q9S<gQ`xsTM7Tc%k?=&Qm^81kg+FwRyFK^LbEdOK>-xISH;-WiYO9cR(;k5X
zAixnQ7Stu{thThn;suh-B}C0UtNAA0*ZLJa*4$drWs2dQZJ&h2Yi?=G@=vLSSl*T*
zW%#;(=gl9zh=SC4Rq@*w_L0_C9sX{^wd{*>+oJchnnVbkQ*nvtQGfpIpQ$CASseFg
z&i$UkT$C|gLc*t}E(@ely2kVfEc%~xjU|WI053+p?aG)sY0tuT_45n=L_FPcePHiA
zEzz>GWzN`smtE??siE6SyE51Qwd1Q81B)Lu=K6;B$J8|Tdwug6nYyNW#2CYl>l7GM
zP7_`$8aNoa!CsLa_wAj$-fY^hI2$4%Mq2|L4oZddh5Se-Wu=!W*!xad$5(vQONqj0
zh`!7t>S`a8pZ(nVx{6Z&Pi<!&4`u)M{gFi3vLt0K*^(`LAwsf+v|7tjwn5fxA<0f;
z-?z|0*~Zo&g%q-H!;pO&!btY#I9=EE``!2NeqOKV`RDG>UNfhebI$X7evi-b`Mi(i
zIhwS*1Se{ZH}kJ6-uS7%VaYGe)qQ8<EfKVLjJ)Vg+Ma#Rn<}0+R<=AA6eoFASHE|U
z5>?&ES?GF*&c)fg@@>veUYyj_j!TkK^nYJz+;8TSl_!MXR$O6R*dw;lO_+{U^UK0(
zz*I`%d)8sy3Dg6)$aS^6-;&<x`%}BO(O}fR7A|P|Ow1nFK6Lu@OZ1*pnU0<YrG(^s
zJ`~kSNiJjd3ki~G8|i(^lC2k9?--Q-Tx+fB-HV;fWnz;Mm)KjnGtAiY;PJsVG?%{$
ze;U5+2Nmi?XzmnK)qDxIl>3#AtaxFS8)Ja`#r3&6jbBNgky4QB9DAImB=j4yNc<x$
zGD*$4tz*`Ui&IIVWJKt5)r(qGRBsO0n9WT6$-wOVeV6LpUlwkf*%3T(+S{UGC`$ZX
z#rm3^D8<36l-ja1aG=kX0kS1WYJ&{FRM|W~*k1pZJoxUNnxRy|D>pBdO^Jk45V|CJ
z#cXkir3rmx+v88E!)`*K9lN7$TY8bgX(k;qZEbDv&bHFS1|5tOmqag#MJ|q8jy_$Y
zDQi`u#O*ua-)ddCe{5$w*?(+j*le@oX3?%W4PuiX9nWr?=+h_jnCD<WxB@P+ES5h%
z!szuYdCB$Pq9B{~R!vKZVR$`#$JCcad-?a5n5*ZHBhg!F*9B%UBR`;xeDQ=B;y1QK
zX%nfdsKRE8`#NfT0NZmpuM2Sp<W6j>uQ+0|p%&v&znVxn)diS15ydIPlj{DY!^(-t
z0V5o`)iNj)*D{ntr#TXA0)((==8cNM<k;Uxk_&b`3gBgKy%!Z<$Z;-2Z4Yz_i}}s`
z;WJu(o`;FI{9CfDJ$9$F$95QePF&^s+#>v*4X#--_AxlQ=YA1Ad|3J}Y&DIIoX^iH
z)Ftp(9U9WeC@-?I>*z2WVPz~+bLZ?IDw>j6rA2bQkm*GH=?$dusyg|3T(RBa9l~mP
z-F6WV>aYhrSdz7Ozvf`?zB0YG8gCawaJ|K;M~=YWW=PU%|2+Q*XTe_emoKSrSkCcV
z9Rl;w4O>21;aLiii+SI~U68ZJ3=LH{Yn_iQO4I-N80beOFfcN+4{3yj#;w`ebp(6(
z7;ZV)K07{qVa!JimB@vhfrXJ;4)BD}GLOz{?zY`BjTkH753rU}WkAkzctarW{EUL@
ziOT-FUEigsByoi%WQbM&Bums8TI{61&(X0R+lH-?h%A<V=22r)!_qfy9`}!7G4d)O
zedgvA8Alftrf87w&d#2DNjpmup1_Yb>UtfIvP4emnK^~hUAmhLjns0{Bl4G4$93rj
zYHfX`h8aha=4}@DjrK>6q7ZYqq5PS!k16QaS%tx_599KOS!X{Xrz{DyT4nV>=nu<z
zYLyPS?VLs4<S;?;K+_lR=(ydl3k$OVe$REHbg(rFPDMufDJw8NO+T?tts=IG?(lVg
z4>pH*IGp7~f$SgBzN)J#>vX6(*$rpa+=Mm%=}oN9W$9*s$YmVa*;)^T;Fms*eRw1k
zo>en9+}XHO&)u$8yY3GcizFi=M)x*~FYhkbQk?<iJo+$luB@%Ck+5Dbrjn2N#}99M
zLM4;>y_5*Me&<$?OY@DJBg$~C&NPat;4Kay>!Dtr$W10<91ioIwOgNYvpoANsrYkz
zowTLO60|oqJxn4V*IMd}-_`#n`YT%w$ywB)G{GebPs5mK6K=;K6l%)vT3+@;p9_~$
zYA$+Pq8b9e-o;QM$A%UpVuZ(_rBqp}&b%w*8TC*mp)QmXq0w*mG_a;4$mpuO_Qnz6
zMvMjt5fbGb@<@`Nh#8hV`G?{GnJ9dcUtbH$;rLQgxgqOfs?T54CU5-s(*c%2zq8#v
zJxDeHi`JIaqy43D?L=&!wbKznCFK0{^5VKeEKP3N5SQ?e?w=7uUSCmJ`Pb{$;gKt1
z&ua}g4)n!u;<yDW;uY+@uk6LyT88fqOP){gG9;)yK(2BM8X6={$bgZP9MagX6)e+v
z#neo_$lY#WvK@76h-s(VK4rVi`X{{fs=7Lo;XqzmUtM5xnAzC=-W~HE1Kunj{;{2~
zgB#gCR0vo>gfpJF&Nz9mIK+mp`p!iaXA+U}nGtAo7f;TNJpSud|1bh<>M^N=cUF%b
zY}ks>Rx^hrOYwCdzUG%-3)@D+CyhI*S#vUIR}}en;t~?@?Fvrd*jXO&(29@^*EP1Y
zFw>k^!$%pPo7=VG-)urI*B8mjlyHt8*m|~{Aa_vppp%d&&u>5Lj$Gj;=f0Oe2->q}
zqsvL0;XsgqD5{oG1vkgC@?7XdU2raD^&q`>I_KDpj<}f1#UD7UJi~@u_AbCH^Xs99
z4tdAkFtov4{ZbW@@;tap+dW7>pGwB36Qob=rZdlKd`gSR;oe_zpKMFR;*nHL5dB#&
zc~6J7T^e4>`4T@_7EUDW_Qr(E#D9~jnDjzEvW}j=BXhff0j7ZJ;6S?3l~|VqrZ(iz
z@cNO3)=bzDot&A!oW124-79i;U#KyysKjFB!dYdaU6=5~**i6xa{|R5J|HwhmXF~X
z>(Uo5D#=4`v8V3>`1=ApE`(V9+->0#H4U9W>|LHpPN5O<a$P%~O|LTR?b}cC%%XsB
z7!AQ<?NBDcEVwzlUYt_0T$yOTp`+u_wu6Y(dw-fPSuXS!U9l0EVcXfVd6<voM`5*;
zY%FdabtYv|wa@S|@9-Qi^7<xN!0o2Wk_6s4E4r7?C=)=yBwch9YE2Xi1d5F^PzJfc
zy}$WqJhFN?ud*`nL0gI%0!0i6u(CN5DdPy4y|UyC{)}=f%K~RoGtQt##6z2^OxQ~s
z<I1>Fdm7BG92Lzr5?f2l3`qWW<fy$I?7ge6A2OMG(ap7b1i@2+Kh(L;$SrkUY;J!3
zbyil^XOLUNL<LzRDcZpQG<4nF@ij_>HzM^-M(T-%vFgWL+^2GGzH9!%2Z8hsS%A3F
z%)3`scc|jZ?eoCZ5=76y;7L3YdR&+(s=jUEuVls-k#*=(>;C1d(5Zd01GGye)8rQ~
zj#^t;Wu~OC7Rfr#=m3;48)BM8OMvT|`G;iikGH}d+6Y<6No?2J&|wh~Ol?98M~`y$
zT9}tI<%9(X(~({K{*SdHntXP8ns>$c&wr&D6k{;C6&2D&g4*`u1cDYjJ9|uY=Y`f*
z_%jWz0RaK^MeKi342D3JknZqW)ciYO`O{EyG1~s$1cL$t-<ST{sTa88#>dBJ;aZ1U
zUDeLcj**phNHSP@+O_yrwJU-C`#UKU13VI}d?jnK^0%#`iv$=60eIG95&t1an7F%F
zw#P|KI$8W@9wQp!N0u);<uP)%Z{Jqe(n5D7chNyuv|(-1X}IKJ<Oj;$YVCCSn3R-r
z7z@u)vtoRT*}ftnbGvK$-#!Z9g9^sE8(^%S@B#Dm_;gd!dDh7X{~4+5y(yD^|MT<1
zp83GgnBQ=UUAm^D^WsD3Z^`7uL^Z(DO#mRX?H@D6#!?7=8+$LgtfYitt5^s`0}0S0
zzRIWb;!Gc62M!JFXE9d2{Y*k2J>dzcop?w4dx-du6I%M;#0SW1RJ=QJiL)60F2J<J
zi*|J00d6SCWWpl*r|(`yRn@9ghn*Qn73B@e0~eWDB0QC)Kxc^HQ%U>b5_u21QRDwt
z>{3dhW6N-z!gy*aOlE`&Z`|kcgYBoi63HUXmH&VmJPnTxe*of`xOI0vW(}Ys(&&NW
zSFI?<{+a$Dy!X0M(s_%JJ8r;^r64sZd7u@a{^@w6$&rPLUw=h2P@g|b*}B&I0_Pw%
zdks8<vppl%Ew9JWg0KG>odFLoH1EAn#oUl;&u?IPUGqBN*6_uUF{P~+{Pj-`U#xsi
z)X*%XOptSlc*Cd5OJ@Aw$49a4(mJ|y@H+(0(ALWDZ98p(%=yK0(ke@Cd*ahmj1S3p
zmTUp(Oo0S0O+3HM%?zHK;Co_ueRJh0JmzYSBHQbf+Ws25eftLFqZMe5JLP+fH-@9<
zrEh%uPT+cagmrWB=()hW*glCqLnVOB9$k_th5&!=fj(ABqQlWkmvLPp0u-pmEGRc>
z`V)I@{TaCI|H?%30{M%d^dg8lQ+YFmyv)3rzJvBh_R~b*lm^?GwoU3eRu6vmUe%ml
zt8*STlt*F9EOFb}V*KB3cXQ$##M29<8R!l^?_hzxQtwv$=e${G6*jPHbaa2Zs(8MV
zg45}{V0k-4Sk;m6Xmb>6^A=<_aEG2dd^I^?i)wjUST#jL><vMekbbq5HC7N5<cWQb
zc18Azp5K~q2ISe>F6I;icWp|Dq0OqO#J|iJra&~B9$JS~sf5m3-<r{mYe-h0tMfvp
z35R1*NiLM37ZMDve12M%8tN<x+d(&NX|O&9%RpS)LajX9wm>M;Mf3atiitpt52%@f
zn>Y-p(~n3E9+C|>yc_qG%J9MZ?TXyS#@7GnqoO_vv_aVH9A^JWno%ByHfY|#IS_~R
z3=izgP?x@4pIy12pX~ew{fpd^j1IPS>X|xlnyhi-<bQ$^DWX>e_^X*qo`Pc~!w6gZ
zXZ4^&*^Kg>inDL>V5{f}cv7N#k5tGE>eMHmE}c1as7|C?Lb5BwsGv+{>0>E}xgA6w
zGLFbvK)O}G9Q}$<oK;~Q{%qcQ5-IO%sAaqH%FVALkY{LJNhy367u?kBXo689_YLDN
z%eq_5l(3PhzIZZ8e`dI~z#<Vu>0|uIM}79+(6vs2yn$xfIg6yGt$QddyOp1r%G46;
zhav7R6`uPh^!gOIWs}?wtJgY1ZH+?ZfBhn+k}1XN50!3B{yUo-aM1>@(`uhoh``La
z%)#a-<493a5mJ>j2Ml7)3w)g#C%ZAyZJY7;ClSDpL@PoYm~o1rEY*~J8=qB#V2b?m
zR!JdwE7Xk%B&&Q0ZKIpLQXNwhm;K8$ZaE11;ZvL6=V#NFKMY!r)Q&h~BT#X{h~%d4
z*_inF{ZQ(0Yg}9$lQW^+7eg0X_rZg7W6ikuQ~=mo`Gmgs^Qe|z>Hjo<eC2!g_O!_M
zpV)}Wqn#Jn9eMl?mF*XvA@$<+5;WYPkW~F>BElVg?wrU<IoN>@+zbj1_Cx3l9%eY*
z-9pCM>C51PF8%E=A9J(L!GqL&?a4-;xpha`wK8U(-1ZAICy`z5@5Nzc2Npx@#l-TB
zTEo^r#hx=AKOZ?2dOUv1b4-}D$1b9IfA^*73w89-^;?9tbD2ZeTd1k(0$$wGQHgw~
z$+)z{JRAvuD$db;l+&k?5u~!>pDjR>S6po8-jQwCT4Gow4*j*WyWK6(DQB|q>dhvP
z`b=LSli{(~n7c`2$i7kf!iD{4>Txq%AGJN<(5{`25JWTOFzUt*!W|gAAefXV-YS3N
zdk6MTPY<^#hhoKnc=mmclZVIrb{LRP8XNk5o0x8YZ5xd4q<lMj)i}U-e^YH~U@x>$
zy!@DC;4dFQRD4P5pw@Yo{R=yI)Y@L@<)N}(!O!=OqS{&qbM%P4iL-bnlj9mtq?{Tc
z+h<@oJBuSpVaFnj_i%f!-6#jml&+prXqrB^a7DbOw*BI7qfO6~(A=)QljdZ_H+(d3
z7B9qzoamL67ZWtt$q7^R7PLJ<QBy){CRL9j{2;R9x71hyJ2#R{@vtzm!PY|bX*T_~
z%IiTMC!lBQ1OP?|DPQ32$xexd>_ZnMhNL_V9*U#Dbe#~1SF4;9Un8K=GCsma92)P3
zq?!HYJ%U~A-42eL0v6BD_sT(!<oI5&>tqS<wq&`eUJJdNQBFyZ1N*!P8cTV0Zf2+8
z#Ms3S2*fISv(8`>A2D|Iwa%cU4pXvOQ|qXxkRgC1wL&8!qn;Wb2yJ!6?<&GF1rZ}Z
z=(<WXk|d2oZc7lCa!p`;ilQkpk#SPv{jm76A=XLPZ2`!sLoPYLzR;+8AK&6V@S70-
zENJic!nfQ9*IW-A>S0NEj<=o1U8l6#{ib|!@7oeuw-)>zn+t6RH}Bm_AtIv8aS;?M
z0i=PgE~iTz$8=weL>@1V4J1*Jtl(PFv6CrKlU2LKE~}z)a}Djoa%@VCR+H-Zp207}
zU<G^RmKvQ8<q(?@<lQVrd$I^r$;b!Ar8j#&CAGYR^?S5d2xhBGogr3T%LkTyovN}5
z3HFN-lHwA*CNZuj*cbdX%s7#|Orek)QuW@0zgwa{)sqZGU%z^{p@(s7HmBU|`+-I7
zsZ1%=4OmI7Jgw=_T7p@Z#6oZ@o6O`a0?RMNpdbwo|HYK;<#!(__cu;SNW@-=U_HE+
zS?)a3g&FwCB2{M~?VCbbfm&;$dLz~T9`9~ZR?3A<Konzwm5Qmdr{`wX#r7|J97#uK
zxvCz^%u$EIstaY@{l_8{7ky>vSE2+CjjGZooJ*;0ijrF#98NS=<_)pAusw`#jHcgo
z@9cLF*8Sz>`(A8i^Tt8s%F5@vVHb#Z%(BN#%}}VSKNk7=Bk<b&Zvv$A)E<RyDv*`_
z#+S)93ko+jAtJqS;X}bIvfvGO)%EopQ95JfLGRidw32uPxqZRH&gn+(p%Gkz#(~$!
zj^)I;+?vfFh3BMw5B0J*YnwSyqGg?*p0`<0j$iyVv{ItZsIpnv{_3Z3{VYod($3E|
z4}E<Ap|U-CBpMKyT_H$}qgCpcj68&_k~HS=!LuJsNkvJYo?1J!=g;*c`6Z>LljA7@
zoS(VpQ#32YRY&?Z_KV)}&)lzb@EUx5$g{teS_Igk;D>+y0iAXv;=AcPwU+Ei%)|C*
zgTPtDvpu9i1kQQ{%|uLxy{dNT$~pdxn{2y_);5acS=%b?Bd_R;Ps@=c@FpB-yQ)_R
z8hb-sRISyLEw7CR<>2m@$%*L)w2FSlqmJiNn$~e0Uiv=bwVy4G+QwO!78Dr{d362p
zlNbLw5_`^_Tg0>WAoA!1$WJC6*A)ft89}z^#puP~TCfs=zSI8jqINrjPjL6v!vwC1
zc%pn~xj@OYC(;S3wXE_g782oTAE%-cCjZC^Wy<(dj&9o~<w8V+#iwvgUw`*Dic!Hn
zQ6vXFBA1))fU4vfC5;b!nJsAdvm)M*nSUb|>G=QrGkJSkxN{m>EHAUYXTMoq(tY{9
z`f^LV0lULG>dh#Du+Ldw?!@q3*|;8*$A$Q<%eNe7f9q!ExHt&QT)MfYMeO<{tE&-B
zPS0P_Z_ss9bl17H9VP1PubQG{PuO27VH&{xt*$gExu-DVZgmL>32y$0WDs{U51Lvn
zauA+Po9K!q&PFg0y~otv$cTBwJ6#oyB+^YjYosOCj8=KUClVQ8*9n-IFh>@@FYOp_
zGegeGK?A)9x)SIM#tQo6>(LPoMm4aWb%jm(bWU&^%zhspsNbMmb<BdiRA&TPeAmj|
zWiSrDzpav(SuUIK?!V?RM3+VvhpVfHe<S7v$n8f1K>x88P)|~Dq$uCYG4qF7Vpk4@
zu5+M&+^CkRQ$`G#h*bIL{q{AVEmICc3m+5R_*>JRnYW%onc<NU*`7^nyd1~F*vWZ@
z$UZtws>9?2dB{a*O8aQUoy&w75TU%Z931H-m=Pc-v?hr9Ux{QFWNn1*Vq)RP74-{_
z6BG!-G}Z|<{Qz7XFTMhpsIoLo?re<wP#pi0iO7jqJ!fB6N+p|NOz7LW*^<<|;O1aJ
zbGgewuC@2sz0G;<QyxIDalu;DpP5G$cQsis;@ziHF}kXXii*TKQrdQymf()xNls2y
zIrCyYUBaf<y<C+|Vf<xOlp?VD&w3S0`r%isc1GjLzg%rY{91kXC)D*--eOwCoX?F!
z3mtOpmcT^FPLo`AYI+_lPU6Y(nGx6b2H)7o{3N*9g+xkRyd9V~%2I_-fsS+sU+MHP
zGC~(%0#HW|^Stft>!W;xtMz@v4>+j_*sz3I;M~Gzd3X1gkH)X&a}{Kjd8*xdBq6s!
zIE6e2POmhzjf^TtAy4~3;>=^ZHL;l0JQb`(BQz~TLqe1f{^;u~|LkE59HGaN5zAi~
zv~|F6M$TI-2MR#$L*O&KTl;^r41<EquU(6{!+yb;4?eZ-&6~0P@t?<mF?iI6l8TD4
zixC(~!IJ<t=n7`wefGK8s0Y#&^#c|a*pIL*0{5QzTWjkp08s$d<XC$4gv92?MpQ{j
z$sa?Wvu8tA{)5i&$w(-wuA@CBhOvmSU;l4&KWIwgD)7R;tIW&Gn=zesdU*QuX=O<G
ztDC#R=z{uvQ$l5O>g-5ut;5IvsQ!7=O#fv_aJuNe1J7BY7q<4rtxvCxnX$<}*4YkU
zH!ChFY1mVGPL&CKw#@SEY%XBphDh>ztZtMvYTDYq>yJ#&xMR>8^CNZ{ytG@ZMa(r!
zfTx9_6Y7$Zl356o;rE}z=MW@=eVT9DG$*iur@uAm4hY?`fAUL*{?!2cpM-biKm_AH
zb0)|J-`#x%Gj0alBd=Vqf0GNd9{;QU-#*xO@;|tRgf(`AS{OJtXPt@UC}=)MxnllD
z^`G1&&@cHvi~n_{4o|QOjmZu$U7T-~{3@9})7qD?M7jMhqEd_}Dejz!eT{r7I_`h+
z7lQt8{DoaFqp(MjLCa-%pEn?!G-pH{eD^&Eq7`n>mi(rxRX^apGzXUGDvxQEF2_jh
zc)SbJZzJNCSwFt?4?0xE;NE{r$Ed*O{Suv*_c1Jp1*1C~7yUh-dBXq5Epstm?7nea
zghgQQ1E_WWSHe&BV0M9Jo(GFYsrS#Safnc5A(IDA3%{_>HTon)^@RTyb(rv(+^3|d
z1P0l`mkhh^H-5E|F*Km)I8FHDq0H(0p_X@bqio7*V6j#<W$d!fHH}+mOZ&-Mv{$#k
z<jCrt{dN9QPg>}06YrbSzO_5Q4a)zEwSfB#Nk+LXGgy{XHm*af=4Q7<#~bg04wiyb
z^VkVXV>0Mjd1u9Z*ACQAtrZ~O=+veS%haAalRvfH{HB~qREGRTb&T{4?7oqK_3Y&2
zZ@N!y4&6(Y(`nhDE#7>F^RxOq%mVxLAW?MkcQ3w5UqkxmHg#6i1B={E+PB-WCJWhb
z@q<_3d8ft1q^xJQGaDb+7_#Xt>fOV(ESQYfZ#=U_S#huh5-0&&O&doI4?TCHn`%kq
z+HK?VtV~XD+F%yiDt7pJS-;3M;H!;}qldJcpGh52K?3x7fkq5Et>b6e8h?z@b*1^p
zwA|V+e_qDDm^7|8!rI$uW|pZH)S85huaADAI5|3hIrr%~4^jpflzrtSQ`FJ#*VryP
zrEoS!$ywZ^;3WX8vmTNmywSq;AD0_xn(mfb(#Zk6@rwN==}W2P8>r6*u#-K59lc2p
zBB*j9$=XGZJ1;SfN~%V$=HvVN@`9q})gw4AKB3h*FW98bg!Ma2dq9`8n?zh*HX%@z
z>Hshst@~Y}`xoxM;bv`Vm$|enpY)vE^TjQZK2J483pOlPR7<m`*Ex6oiF#PN!}jSN
zO)24F!!=2%vtc3>U(Rs(qEIN0h{(5cMq=U$R0lUK4S1;2U$c?759PnH&$3AFQfYgD
zHY>R!W#=m;C+VIsx8bc|uwQb!yh0J<=*n!9$^AdTIF_G!2<QW912xKo@7SDIDynaP
zPj^Bu?)8V_GOB?O_uM?Z9M6Q$EvZdCt(>85abOeySk^CkpkL{J$7F9CS=l~|=cC_l
z<|qh=DD#yW()gXimuUl4MCAJmXHsgP7+)jq5*`tUy|Y`tZHOJmD*iyqZN(F>p(|{g
zZ-rA=ONjL>hBjDKsW1PChV+l6%=a|yTHjr-cQ!jBT8fX+F_n4tnlK*Kt>DB<E!29w
z5J%moSE`K~7K6!GT`)iE{rUtFYVNj+=J~mZfB$=;U89zjL8WToN41Nxh@8hH3c9L#
z)$S+?kt596zBm2I)04-$-d7&LmSwNqt}dBvUW!KIBxrYA*}DeK!yS-9FzQ*|nw~oY
zY?8BaW}8)=WAlgfY%^F%Wi_?z@4jvyyWya~!p9Jb5IC)Izlry~o4cChuEq6qzE_=C
zD%3Nu4``fX0`y5hZcUk%w9hrnt<qm}iltLa@#^E-iP8AcF{E1XqjZBKa9QIp*zjXJ
zYtcuS(<qg`8_(TDV`KA2T$XkfH6(LFlAa)@=e5<Qj#RTvwc~ygWDxg$@%_Bt!06&)
zA;1vGh`n*W3#dV;fj_03A50$}JjO3zJ=f|aTw5-anv2Dzf=Lo^6)YY$;7NVr$x2pn
z@kLm|Q*Y9p{cRoKijWG}^azGPFjeiNCJ5ktDg<AeUlGJs_Kv~N(f+-b{kYf%%`jr-
z2>cqrW#Dv)Na637Y6tGL-&t09uYDG?=rLT4jjfGZ0_@%NTpv+4hn)2ANq-z&=;6dd
z_#wpb%E-9#kqCHWj9b2*zL;w|vVRs(DEjkteE~u&qr>{l9)Ux;3TC=SBg%V!ra0w@
zH&25WqiYyMUf^wcZkUndj7vA|*Taa=bN_z6_95)#ml)fvMX`X)N}hY};VA)`;jh+z
zzMOPk!{Hj7J>!^^5kqzCx?xr#|GH*J&8LQaSpnF<`(Icc)2jCwsudj<C9#73RIT%%
zKDjflg@D<3$MYgW*4Q3iuxc36u-rXHn#1zb#_l(@5Dnq3u*l(+m6dM0r@6lP!S1AL
z?&-8d>Iv|Pfh3z~{`rMRpSU<AuV_Q++o-h)NacFvrQ?JSi@o3Qv?#N8cm($%3Kg6v
zdB%6!knlRAIITweOQf5&nm~Tetj1nO5Bard2uaJya7W809MfjMhB<^aMln<FQ#fyA
zzJ4A2u0Zq{L_%owN(t-bISAb#)ct9noY#rFj`YcAm@hA-)23!M-C{$$JS&fivVq!=
z9d$BdGqKA1`&BY{%oICLe5L!V#e*qJ6Fr}hLU_ktmJx!<VT{(C(OUv*hsPs=Xi~Xp
zt;6n>0Qb%xv=ITT4>_@ZRY=W$fIb-TunAe{>OovPctRSs*2{BWYR+gZf%sXqlRaGO
zW%K;bF0MjkbFA>7?hTe16Z;H#<Wd30_`VpFYmIXYqv3{PYf~)y8CZ{^&dn$-eMvbl
znu==+Gj%L3%UXXxlSihPB`))=&yc`kDE-0ipQfco@asXzA6nnLVnmnHgB_de8s@N$
z+LFT`ZFy7AzR!lv>*nsRhL!reTKpg{ORn|EXgzYb{e<Qaq74S~<9-i)*Vm}uj&@dW
zv3LvV%QH0bZti2aGotZJ6P6~MPw=n6+?=&8`Ry4$PO3s=UrxFbwBmNGA=BNX!opzU
z8`;OBD*|(tjVqT_{2r!#A`~@~&Vs@+VQQc4+JzE1iF{e0X(N6N?p!<Ex;Dk}Js+%;
zY6#zGz#Mj6IXIyc?E_YXL4&R)x3CO%hWb}$!?P{64#|N_0_b}WHXfW2u>da6tx*qG
zvwCcP(OuOgTXn92eo5`w#*)k-VBH|jH@%6SKXuGWBJEA1=$OMp8Wa0;c$ky6UtO`<
zZh?3JnhfE`t9N78(MI-Zodn3@5L+TuU%yu2eW1FrxRlNRrK_0_-tF|kzFlnpyEX<<
zE@v#0VqaIPsM@2&_xMIDrFCy;_0?7@Y5F%=I4~K@1tF;;nL$%Y$_(^>#s4*=B()pJ
zw=`gAr(!zFH1;^Jc^h2vVO?8y<ryGOb+o~wK{<9!3vmN3wXt4<loT^I{QP~P-{?gI
z5Wy(`AW>^6MT9IfoOnucQJnvqY8b^68?&>`<~YN#$yttwcJIAm;go$TY2%Zq!!A{h
zl!*2|P`7IE<7z|;H30Rh$9}36RQg_GZOM+=R*(LKaW@w`?z-#T6pY~?uK74kzv5DM
z`*nb$pJ(tsVR>}HHf>mI>IgvhjOe=h!guKjsu$Qgl3A{|;xU!q-R2B%2x6#GroUaa
zWV|89PBNjhmD7WCb>H>%>sPP7IqZL)R}TFCd|Nrl^y?+wR75ChW?d@;q1wmGNymBP
z7VNv=p{l>tekX}}@~!J?&gY>87Uz98O>l7V{<T>-;0mF;;R~m)e)Ji`Dc!)`GnTke
zJNO|m_hV)FEyDL>5ep+t>v^&3VOcecG}cmD>MgA`itGDJN_ffW8$O5)<-Hp_>9JOB
zex7{pWb$mROVjKudNRg9Uw~EKb(?)p<II5mcpkOys-OK~oq&vt-XKz6eDVDV3<2~~
zVdLYl`fsc95Wb(~)_Y$4=Dmjvi{Or2s<X25&aWEc_s?dc-})#Lvc3Hak(=sMCw(qC
zEW?Iq&&xTH4mpn%zK*}8386@St$VABbFi_i68I}G%R||)(h_0DweI;2rhY#~Z*LuX
z=r3^i#wh^-N<>u_eTbX7d%piQ5=D{H%9rH)ac2c&jU?hG)24_0{0(ym|L0O0)(v7V
z6Q-<=IAQGD=~@CHo}@6kXsPi-J2JD@yC@RWeIfNP4xcQ`+Gm}Ko{l8gZH@EX>96&e
zA*m4hJ`%V&2_2-qp(J{r?w^&unO{)AO->%x>5pGI<&Pdg(o4=Wj0ngi&xxK-vK^#S
zq;Vs><Cx-V5f@}}+tVgV>Qu^Ng?P-uyMmlfTnf<0;aDVA%`GiA{^B9eQ~G85c90a_
zFdSAW7aCE!*clSm+f%*x)oM8r5(-MvK#^Ft2RIU@Nf_b-^CO=&%=XQ106d*S2^m$z
zTvk$Q22>!3h-xr=O@8|Kh}SALQq&R5%*?D{(iXJ;D;&-Wv^ov)JHZHsc}l{O-MKUk
z%Nq&2;QQ-hOJ9HuZyptosXLm>yHxIFW9?@3%#&SMX2Ie((^#P}xE;Bir5T=V*5@z#
z_up2#;45&uFb6=ZU0EujmQb4_fJZ<vo<GLO=v=uI!FJKIG3*4=(eD5|zvU)zcFYCv
zf!XD3L@MV2W&pAm2s467Xw$rn0wIqeuonA<C!1c=hpnxC)(afhwsIl$#_|SEc@-yL
zk*)Ph+nVK@jOh;HA6jG?Nyo^^`x#@cD9BRsGXC=Kxr;QjDn$GNLh)0OI@pSaIy+BW
z)5`s-BPGI+xwNt!h+UuN$={vLOCRhta%|=nhfcpf#x_xnSmqxgE-4uuPW?@inQ{g#
zYu=SqZIQmYD^k!OD;Vd$Dc!F1NYPozaFnbSqkHGBHn8Dl?p>1sx6tV-w~hWI2u<bp
zj84^)JDf88t_xE=(fC{%q9je@FAW5GtE5Cqz?DZbox9VXx!4Zg2g`kG#pih$(|+~{
zW=Q@vjuObQ{#?}yGy7oOKwEvM+Y6LkX3t8>ZJnxuI<YnK0r>tGmtk4AM97o_`cc`b
zWq;Dkg<snprQxVOa(13yqBeTv+kD#v*O=P3K_V*x^?k2y6JBaT49sJnjjN)f(mgb!
zSyRKtyF4`ss9U$nA7DPI9!l$TQ}Oo3KIZ=rSnznLPTJuM6R`S_-zN???lseRM|;p=
zLA(H;u3D`f(;oMEV62DXaT*@>>ZT5AwkA?l;zOaAWmDU>Z}!b^k?eaZ$1}V*s0P$*
z9BDE{@BE8x(ZnbP*bV9an?ncuNM=L<!;mF#hk+&|KK?k8A^{+E;M&K9>FK^n`H#Do
zG1H5azl|C}aABmUzdSH7aERfgvsdx`hZlKy$z|fNp#BXMj9poAM1Yj?-c+}L4MD@%
zz`y{k3E425FC^;YH_oHRNP@n4=plr4#+Cqv=YXqPo9_!<GrA8$28~niPt*D<gpu1&
zBePZzJ03DLCBbt5j`Td+3A)X>U>sAwdNl*_#DDZh=I+$~NRkNM{7n$3a!f?*@GvV!
z6~=O%L<Wr_)}BG&cnF%*7*2{ItPzxmoMtD<M6nPUJW8P`6@B6Vy>c6}&S+A(inkc-
zZCN0gK&48yGqShCv9p@KmlG63A$mZXhv!N|3333Gh!z~dyrR0iT4<y-St`A3F*n(c
z{yn~K_>-Y?)myv!89s=c{vRsvtp(_|B$%JF+<$XM(O+<Rl<!Zdr;z{pZ<BSEOaD!!
z5zU(bHMFNj=z6_{=an#KMSz%2jE{58$@1{>z8yZN^$W&fMg;_@1nMU$)B>O~dUvz0
zHaahlS4JA5HMZ~gRLO{x+Q&9wuAMFzY@W4&H7O5JCv6#e53GX!JxfJlNUS33iszk&
zh3!9Ko+L3{+=?Cu9dCM#6W8o)ZF6|j9$y~P0GjF-Ny9_JkPsJ6FK{P!fOve?B4;G#
zr&?hk)rrf%yv~Io8dwUd-KID}155lzcOndC2)R6LJ9OLF{Z;-l1yxg;oafBW`bZw=
zc1jOObwSCBH}>Ek=<jbAuHC*29F1cxYI3r&8I@`78<X*~*mZn1!fu2$j3*8mDA@%A
zZ>bB`P$Q8WZZAl=j6UhtuJsy}+76sY26{MX{*fvvETq|-zq<r8MSjNrBBkBi1Jp}!
zMl)h>@KDTqL{Cre3@!j012E|Hk{vua1H*OSSyz`TC@PX%DxQaVjajaGIUpQfhuM~y
z27s5agXz3gaAjR3@TfH-nFbcI2VsM)?FWIS(lZQNE?ch=%w4TY6nprlm*?)!t<|}n
zx41Y1eSK%Rk*bjIjyAe`HxY*CTw9-vH+j>o?mqL*?e+p5YhW868|%`Mo;OQz@2|B<
z``L$M6?NjmOGA}<Js2yCLZ!wRPHfg}5fv*7(gZZ?Ogc=ORBSQ)Qg&4admkvN#82cL
z3f81`0ekLqKM?)W3mjmBHQpDs63>%)up~f6NK{5?YwNIf=C{{+e_F-yOFVAJU{c9<
z1ByXr2(krx(OW#HBSYlc3Tr~=0ohuy>Fh`4Cmz^}Qps|kc4KikE+TU7#EBDG2GLz=
zk0np{Zo{8sbV^<=jZ^TE-I#cJLswTZDk=(WS=@_1g+Kl}(3&E{aGr(PbvL2#iCAnc
z$>&eQ3n>iJW{p&$9IFjkR?tvlNkj-Vj~&T3VWf>}OH^xRoNUEm=3T$%T)sf~&$=^3
z!HJWaR{KQKEetx9#116tj&=E5QB~D5HO+dQFmce`lG+?tVo`Q5LRgd{kVA6KFSptk
z8HK`N{;vfrPruqcFz?S6JZfeDj*?ebr%;y6#ho%(N1BL);d*;}#~S<{q}`K8oVpLr
z(6ZCXShi=-%!BFe%g0HDTG`+IW~Yxlo-Zg5>4<{aCKu&azH()KLy4RNA^eG0&!b%=
z7pH`k&+^G}0jcfb*w~n|yxJD8JHkPUd4qmQ_r&r3wEfy#56ms%(QPDQehzx|_3PK8
zgCh8ZBXk}~ov58A=g7Du9h>Q-#?_`vdHAqji^p@-D~^S(p8aVXcxo!jkrEh)yqDZO
zyexZ?xi;~+%Wg$?+jD9b<wSn(%nhM?Z392;NOvD;{=F{VA8?v#=}7)M>N8w3gkFXF
zEmYrEy^VsG&Pk3x<I<gxw#rz;LO*-<ua(`GU@qgQ!$V{(QZ|L$RbCs8%Lg_CY;qs9
znK(Fnm^mQtFp9$NZq7STr@CFXmeYY?AdEd=JM`q25*KZ+S!-qW4vbCBgC+9kQO98V
z#V6BMg$lJEPCx3yrSN=?m6d&Ao^~-KTDup?i-bZ#*;UVx*w^l0grueKJcI!V-|DyF
z?bcFi>it7i9^Qb$f?Y8~236So4G>*jU|K@fnJebzId&T>lZSSd(bsi#PklSFEQiD6
zjgK=i<!<%W?!J2a{{8K0tLwkO;^XF?4l9hS0e?bXnuq%I{Jemz_t=-<D(G01B@4d7
z!}Q<bUAvVh$6*MX(<7lX`%AJ2uXyU;OR)-4LBYTOl_BSbXW*FwGwoF2`ZmQ?0g&rO
zL4hE8sDf_u07{dFGWA-XUNs#&mlxj|RmbIOrwg&x!iKFAO5fQ*oA<9EY-L2q1(WsN
z{fa?O)E+N8_~AZjLsOI9_3QM6fs#N78)pck>L&IdEgo4IOdJB4;^hteO~9#wy{4TB
zbuXF|@$M3pJv=VJbTC~Q83l~%16A-5nDz&?(Ta<U>s-G4^y|(zYaQ~KwYvua(-}&X
zh|GR{$^LkusL8VD%}r-mXn=N|3(|5_axx1Dt=jF!QTH4{Wk8{XqT$gP8Z>g;#7nWT
zu+SWa$KdU8m~f!+%IzQP=s!^Xe@$_d_TB$E{x|2!|9}3rFED?6zSI$Hl6*+tB5zSs
Mxu#rr`QFq210en>LjV8(

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/magpie_synthesised.csv b/modelling/data/abingdon-all/resident/magpie_synthesised.csv
new file mode 100644
index 0000000..8d75dd5
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/magpie_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,158,1.086582,151.89569257999867
+2,133,1.216601,170.0713351486763
+3,131,1.102131,154.06932155961218
+4,124,0.9634395,134.6813311019579
+5,122,0.9235396,129.10363614255985
+6,113,0.9163527,128.09896355180902
+7,118,0.7236506,101.160712282121
+8,102,0.5339001,74.63507168168675
+9,108,0.5940939000000001,83.04969564934123
+10,112,0.6691857,93.5469438718212
+11,134,0.7147243,99.91288513177537
+12,141,0.8759235999999999,122.44729055806715
diff --git a/modelling/data/abingdon-all/resident/magpie_synthesised.png b/modelling/data/abingdon-all/resident/magpie_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..d04b3bf3aaff51596776bb4b60dd2b0b9de33914
GIT binary patch
literal 76427
zcmd43c{r4B{5CAnCT&VdmNryG6xp?@WD5;Ls4$adD9c#JjHOaZsTA3lEXh8@$exs?
z!Pv(bV@VmqjEONb7|VOj_xpX`<M+q&{_#G4J@;{R++%ca*L_`|&-ppe^W(Xt`Bm|4
z2e%0c35j37cG*fuNYq$JNO*S3Ch*O@{B|#})A7Gz=Wp!;^AEi1>n3D&*Z+Z+kH44u
zJ$a;?ub;b*x5nu+YNyXD%is6+f8eL1s*3o3|Ho+`U$|<cLqI1u%hm_ipngI^`}YX`
zZGfluSP5+q61sl*f=y5ggSy$@rk~p~=X^3^R|reKM|aC7yV5M-lU92zccBexvIf(s
z4UXM;tR=5c*LI(Xel~dF^4`}YC{|q_F^s9(?z%_e@Yd_Fw@a9T>QhyLv#HvCv#Hl%
zL<9cgs@ta%z|{qt{Nu-)tHCw@*(|%Z#0dZUaf`Ny@qb@GJ|z6{zyEM?N5swlJ|2Gh
zRq5Z4;jb^<+57KDqt?S}f?)%j{O?@{MF0J`%lH4f(}r)?^cu`4Emeb;jowt7;(c=&
zDt8|tUAy~m{K<YDCVDavZgW5c8(S31cvwW-mTcsl9DxblduR=|!Km8^Jg(*M?=3Ae
ztGrQLQnBN$0*J~!Rj1oIHxeKd%`XEeh)VbAzWfO9BNx9HLUH~xMU^@vr`xwvqW7K3
zO*-fK*|7$B@a+B92CEC!h>==o<M+sW_`f+u<F*G%8tw#)ecizFY{KlkvT^f{g-vM0
z(o9K%d9W!C*3l!gQOKzD`F8(}LPD)K3|AN8*b!lbc$E=Ej>&tgix(pyg?8i0a+t-;
z;xE6pq1TpZC!Oo{6orC2|M<H99cv8XGb`&T%1V~Grc%t2I!cuRtuwX2!eHt0#!cHF
z2-`INBE!=IF!uO6sX75RHiHSr#HBTDo^0D^)0aBSfumi~Zs<)~Vo@PZ(vtG!^$U5I
zpYJgreIi_g(LpjkxZT0fdvZ>G&dSQFr43;=3+**`1@kF7=8Q}8)X!5T{ss%SB~FfV
z=!G|2CMECD=AAmwY(j!62@GRNYwI<$MD-s_MwOnVVk0f-D_vcgm+CI$7nIc7Yrs4G
zi!ap3GHKNTGYfMqas@XMPDej`w#DD?(zn0kO{uEJv-N!MeF1r>Rj3@)8Jd0=K2+($
zTHRCp2^(G|I>hvuottREZBI$cS`dAq$~SECD`o}?8I50VRuam%R+^FL7OkMDSP;yf
zT>g{bY*Tjchd=+UM_=pK1GhuyIn~@D&k9(_K@O8*Yq-AR_jTxHR$>uvGTBF`!C{OJ
zUXOu$I=D5R7mhfnsH9M_p@=k*Px5J4%>|b&2wPuMWV*0CokQoINEp@8bCVZ_{fMI3
zMM6R;+oV1Ug&!GrUSCdlC8Imp*CnlsWL&>+(>eZ@2VYt&!#qt-o4|Lf3#riX#~Qyp
z*tzO}Z)aAH79%Klw~!dOq9MzHT(jhpnwkUJ#r72*9u#~L4&9leoha+cteUN!N!h+v
zx7dq})mdL*b3k-Bapuh2I|;(E<HzYQwMHIHZy9=ELGhM|w43~}I`Z*qta3VQsKT?3
zGlp4T<;8hdW_}q6D{`nrdQ>)l|NaTwNcEq12Xk#N-<g4;Wt!nSy-&NG21AFiJG68!
zOb`EjLE|*-G(6wpfXe##F?C*yn{v8_p<cJPJY$~gh-8v+Ex~EIDBf(|@TkXFNOpGi
zc|@sZ{ql4HR2D83hEMN*r5Czb8d&27CnKe05hQ|VNnLKdih~X*GqvQ!>FR5vVe9Bz
z&PIKmz}b{y%{vgNGjdJ2bq3|MJ{KDn#6PStP`|#$Yv^<#|3%F3Pu}``p4Nx0)^NG7
zUsn~Lj>fZ>OYatPlYDxzpKF{Qjy$KG7}{2Exit1@X9~Jd1{nr{HAS^?>AfxVnRYuB
z2;p)iDWvV~@zl&d?(udskD6zetm(G2qS9OF+<@uy<JP{Kt)j^?hpVis0(3~uNCoHl
z+lt)Y!2lSou~<cSf5L6w=eZW?X~jOH!893K9nr}apI*0_n5;$gK{3|M1M2=Ddy@P5
zY-sxH;Qa&`Zx3=}A&XVNj0vx@!q)vp3^lNrQlpHgtF!!}zsx*_X??j%%MSg8u1g~g
zJMn|8orWt9a%lz=e)v_!K^%Ut!n(@W%`t41BO0IY!J^bdGo{F$UB;fS4BfCo2>ocR
zUKYDk*P_CcgiMQFWn%pnz}lQ@eRC8l8@4cYQ-5`#*IdQ1ChgR%&%bZGAd5BX6=D5(
z+N%!fsWV;0Rd0@7)nS(TxssCWY{{eX-5;;&I%jVX5^fh2GCEv|plI3#1${wRKM+53
zUd^H9kU{9+zWw`Yhx~r*v(2tStS)mpkq-5Xzr<LW<2T~{LD(EdIaK-nx$Q^m)Th_)
zSGF5F>3}Z`Yyis}uCJ`zUW51=zClqYkTH11mYAkr#~-x%Y?JTb62KVjuJ9SHk9$=&
z7AclOkqiF4o1{%knOKpPlA@!B^R4r$n_tPyc*VYYg=A7|w0i4<L0C^&ogOHfF)=eU
z3#3>WuKqr0of}iBfAi+e;=w^XRyCCe=Ex)uQ&bYl|FPV&+{e~yiIJM9>*&0IOr2$i
zaLMpqPVn<R$7`AM$^&6!Fp8&H4`U72zMRTS!z{bg1~rI!?CdpOf99pl@P@FJ2{}3*
zqzDRmty7m3#4BU}=BF@{78fUCdu0Myb-e16w#5u;OXvF{R6LS76wIqw`^(^gkP^b8
zIGsXLgS`tNMM<6@$YUrCcbhiZ_U4-PR^<EBd+5unT#An&{mZ4NJF4vQUWv2kYZTCO
zq-A*==^3Y_<o9n^Qci+X((J<`nIF;nZd7)p?>=grO(9}<=-AS=#qp<dE3&$7Ki~Pc
z*vo;%eZIlA$iDxa*I=o#oNhz0;izZVvhq<BYrghrFs8DeS8EY6plFu#J32Nt&=E;?
z8zJSfP*3VQ*Vg!~xY_kM3xl?WL(8bx&PAtj6ap5Il1J2V@}s2&rm>wEGee#w0k=L`
zHrB)n=5Z+n$6kbioJ$|MRAd2$+9|MMeGL_lSO<^f`2OUrdG1G6fGaD9tJNw;T>8np
zYDAnvIv&#Y{jN>pF0*+UboZ70+WZ}I2E!<G4b*T9tD!zj(aRmIYEO{UFtHU(WDRTd
zn8mt11*|H47AmXasOtIvJV53kALS1+WBS6#ubPoMRG{s}ix+ov3Jb}X>;{NsZ^%dE
zm-Cp`(w!6J0BQg!*ihv7@#9OYr7m*!?91<ugY+Hmmn`~Ox$7p#`ZOfpJ>sDAe&^6K
zKZj&Z#O<)Pr97=KZgLn%k^P^LRSwCq1O&J1O!{a;gWv7C5YFwRS6}(d=mm9=F)ND?
zN#CDKq%x8GbEMmG?p-ZuFI2c2y4d3wFwr|VpB1wTGI%ib^hbMNiSsC#mY<hqQi<-)
zx-zo!g=CBac;gZ_>e5=?{?uSv>PSXwind>mj3@dx1#Y;u__5L%)|o;VX$^fOs=YNP
zt&@!%OHur^_I2aVFL-b2bRF|+#76V*Z)ph)Lgo<V#p$gvWWSEBV#n;&s1p7QEuByD
zO4RWk5+bDr`A&7!Ghjv{k1HtXR2JElecM`$D&B{BCFQ1gfFZq7)>5{U2l6=2i6;4*
zD<b7xJJ%fdsxrd_jARN$wf65tMLSnow_Wl`DBH}Zlv7kWViL$;6AfA7kQh0`5!7uH
zlW4y+<y~=S>{4#sSpdHY#5-8de~dNotv`DPiMH=@`}TNi=YB~ka&U!bOEK@M9A>Zz
z#ysFqn2zF1{}Hz#&oq%HJCear*0A_5^f!xr82EJaD0Sv=o;huq;C-iW2+rEfYFMx5
z)itLDQt*gW%1mGWL^Xf5CY8MaQoar;gY(j{1fKFR3P-G>r8#6o+??TIR+p>lmnM__
zowEkDD_bgz>SeTo{*E2ehau&{z(O2hdo<QcX~2Sfk`2(+1$UdGMm%*V_HV0?^(oPw
z(IxT=S68vBMamhoTW2Q&@AM7(5>znG)&meRlc95%g{f}qO~y3=Gn2J&uhDvHO-Jzw
z6f=1FyVfE@fN(mQNR^=k{WRXjnHdB0^7#$HV)(R^YDvir9H^rNx3Zg^*8BO^DO#As
zj2Mxhj*ghx>J75vD%oJOP<ZWC0ZN_HpZhK`vQsh9EpKUJYv~{spqK_Z<j(|EmX`I8
z$VhGkf!lWA_kzeym9YdzZsy>tvYjT}h)y}aC96$2$uJC4P0^G4>Q%OLHE~Ih?HPU`
z0`lvqLyW5Q{sLQmhfoNktVO*pjG$AFE(TNGpW+<+XCJ(VlgM#2=0*%^-B41D=<W@6
zN>lFNB!2MA{9Cs@%P>*s>lWe1lE3*Av4*vBBN{G^KDx8ZGbKD!jcAHqBQHiT;wIq;
zTjZ1mY;TCVL{Vy<^Z}4!aS~mGsnPYdO07HN{2z~kLFTR9AZgL1c~mSq2+IzQt=#TI
zS^M=uwc7Ux?(39H;PALt0~1fdqMf;+Dj!L&a9{7hl<#=)hXY5^7&#3bFX6|F{kn-h
zRpR#mz)eW~dLKrLtxH%oz&9{joH0v3P&IWW`)uwk*eG}1Zz1yw(TCqtTiRzQ95$6J
zmeQp~7WS((%oNwCqeJ;thg~2AWxTca<#UF@A0-DlB8_Mqg-KAP%q~U#vWe&}931sW
zsp5=0n^g}mhUSM$(2e7)01uW$8XCJTW^&R84Iw>7UzpIgU8@gQ=N^yHSFKrZSHHJG
zXess}fQc7<SR-{KqeYP0NT|w%Fy1&}`USKO8&en$1@R(v6cM@A86w>QrjkAdG1sS7
z9`Xp1*DY6of>j*QKX+!eOecU^9Y9!k2o|U@jg}s^Mz1Uu>}OZXlOi}XB%XKWvU|hY
za>0?KN6)#ozBXlzDv;GQGvD_U7XB{WEODw!sVB60DBC;JAl~T-wA;{^<^|RXwhX-?
zKfE7I(|dTTywT%k8fv!6T*bIx^OpzX7aLkeAGXMJ5<wXJnJ<-CRzLY{_tBKmA}3E6
zW4YWuK?;i2o!N}L-+d&txJ54P_V~Es`VIGhi~7upA@o`?Z?kOB*L)hC2qNS}Uv@do
zFmQIbHw5kW!!HcNJ5y5_m8-9a+F8XJaIjbk`HQZzXOLm+&gs=0C=NElOE9_}M!w70
zkC?BH={!HNo#ol?VT_#aqi3TF)AITsv=?})mDoALbmh2CrFR-5_3C_dS>V0r@M<Y2
zCu3y29_x|Rdhue&-^R_W15tIqqEDq9jEBwr`k_emKBsAMtXWBQu%a*H!bTdasW0C;
z6@eU0M{^U|HT^OMju20Z$1%z(K;s%z1jJ(4`chx<QVav#W^J)z<IAozIF-gbk5a9y
zu3odFI`Wed74iD3n}w8u1hsc-q?wK1XA0v{9qX|SC>R4UL&wy(8wOyr70)xV^I)uk
z3{A<KC)*{(&W8xgB%&=lqN&~yViQ}7g9o2#SbS}k=xQ4@NWS(>;Y(W~T2rj1>}#ar
zpciju>2+G_TKmgkgA!1N={Bl}VFRYRF0ktP#TvoaokVtc^`r&N4A5&>^?t(PlJeN+
zZ}l24dd7*~Gg$fC1mM;}&y7@C-0RmF<4sTVY7oO;9_l<83)kq5ZTR}`seXF<;N?3C
zig6}?79Q%wzL|UIbx)qi@svQiAysYxfT2r|W^rbN(d4S?@hIs94#_!vuU_ZY<h?%>
zEI_FBN%{KL?AhD??;iCfo0D%hr@>*wMum)@gKJ=dqWDJ}oOXgL&+Vy9GFjx3W?PK*
zOd)P%M0WS?@zr}C>uakguW>PV;*`n1wUD#QMl-r^dWs!uY9*%r93N$SOW3$IJMo)G
z44EHNY9|>lP7%L93Z5J4Y&&M!6eaG58G3vbS?6HXtzhwU2fs$$qfZHrRTKN-&_&{<
zw5RD)SlV-@V{UO0Fc6qWH_arhEIOo1@vXWP-p!l3#`ljdygy|NThfvddc7{7JhthN
zDtEW58?MfY=eowbdyr2i&JDwGr}>yI73A+KxZX$|pZcX-jZ-CV^-%dnSSLrzx>9kM
z-&EIOIDWi6esM7f-q0>ww5IN)PAG0aU{o#?t-q6S9-9%}z$I@UEF7Xy^3pVi(Drgm
z+(g4P27dTw2OH~kLF_S9?JlUrJ7dPU5hLo;j7!y2Tcp7jcr*5}${@E{+GmP48Wt#=
z#JxKLi^K1n8BmSC`R<G#(ct$el7i@DNo};%L{*n%d=kB?F|jog<c_^5oqoFg6N{UU
zhRU^QP2DHmfRN%GeWXePQ6mFk16Si41DF*g9U7}$gV^U7NPU00=B%#ro%<Tj6wVwd
z@O61Uq<lAThprZ9g#?=RAp7U%)wGOs(IfhL5tS<#{gh5lf(*H;e%tiH_R}*clpLP6
z(raO;?flFRk}2x0^1<_kB41loqg6jPwU<4MiYd7>ZOg~D2~#B$OdqUaf?@eQ5mSpF
zP83Ncd<^k=oPs-hvZHgR{&tn`h~KZalf)o%Bx?lSlb|LA9is&LUxNu&pawn`o$tob
zmoMOLAqMO8C*%o*uL$@o%PHt4m*(wn86OP8>e;=KHvrP_#BuFPJEBq@<bMJ1%!L)&
zeVqhY!B6<SWDNU{6mkt9&ETgxu!_Og*TNVZJ&+rp0WyOFt6$ooRT-lvwtd+%9eu6C
zobOdO{!;XW7LhRc)R)kXZ8s&%SFl|Y!?}m4vpBH!FptPpcQ5R(X{a0tAxMvv*K<T9
zLdj}2d`lmxLQQ|lAWH+*{s6-hF&C2_-6ICD7jdBC?1Qnd{=B=Z@I;7e{bH8HB94^u
z-f|JtkTW9nUadjqdZ1+NJg4SAWeMNXfNs1)cIWEgyw053FfM(6UT-sDm@qqY_`vVq
z%cr6@?UZG>mQeQJjUT@saZ}9RA-u!n#Ne;3SW$wu7;?Zl!5LH48yo-J^N%5e^_sT2
zXtTyzUn4HfH)1a{Iq<|du4o3jjjpYjww>JGc^yX1YWyp!1!@hiIzv0y2_bp4f7b`0
zbHQ~9U_b+h7CX&6x9!2xV{V##rwhVA&@^=iuny{k%Q&NWHxILv^EW$^wE_){?7Ilq
zD|&jI$!+(}I|4jidudkx!X<)7qFyj|bbPX&iQC?g0<(gS1_|TIbYf(vlWbX8S?A_p
zvByRB6+gE|ldE1le?A9$J9*ACHqSf*em+N);9Cutk{-90AsBmvj>ER2qeIboesvBq
zgcey;d)pSgd~|<8MMiEgpwCh>=d{KD+8Ol=>vD(6@8Z&yGa>a~>&sgg5Bc_DMhj<G
zLiJN-Is28;c=s%jwT9duSInVzDA<GgZU>Y<o^eUF5WAmh4vk`@@d~5p{E_(7-9n9D
z<7Ae9$64rvjWP(^!p_;O&h;@vr}OhtNa^A^!~;|9g=-~wUPh1{Rb@X7UD|^G+5p@&
zB9Iu+zAIR03r3JGo}~33SukC=Cx^wd509!_dwr7;)LyV^XNbg+Aa74lHsngQ2HAyo
zM8Qx7A1F^T7L)07A`A7aT!(!k7O%S$HkKu!xV>P6)jB;+!+yJ`i|$a~sG#We49n@x
zU+%?vi7f}ao%8R(qKk|R=R~^MZ$)1)tJTt;-&aq5+$QWNdFXGSbO+JvriJB^2K7nh
zxIvAx{a9aiB>K!f&i0~o<<htNY3=pjOO48DL%cdeqNc7QK&yeTW-Gm^)gxmjm<CyM
z-m;j81*B5^C~y1K&iey}Q0;nW!ZwbGgNo;X9Ll0oS$;;h(azgRx}HXzegJE>zB&}?
zi8Q@?CyY{9$4yJ_y`JDT6$+t!S3u5dWv03J=DuY2P6xr8jduo_RJk56SsRe1v`pL5
z{-6#C$*&7I>b+ZuhU>L)tFCg{h(S+?)Dg)+6kvgC$+@<U0k?AbLtRE;Jhw($v2O=P
ztKV}sv|I1*mK#lcj5fTF5_Y^1uY5fraWdA;E5smt5&{rf>YZn9Hba}WETVEcY?!P^
z>Ef!D_W6^~71PeUHA9+pywVJ?(8sHy#VT9wq0!a8%eCrawXS;3YcNNmDH47F&kgpl
z3^5qv6Lj!WKUM5p(DzBd@)aC)93eYNcJY3gIa3qYxR=2u_O3kppVKMOQliGGKqL|B
zUAzG``nSE-y9sB(30XkzkPO1loGsubxDn!mN1c67s+Keul}fehH(n)-bhN7PVZJCD
zzD-KYXlO|K%pF0n5KtM`n`BayKAwjD3t~1eS=2o-7MWc3{KqyiR0lL3kACCotQ4$p
zjj)3l!%Xb2LN9b*)zBZ%aHtivK+NaHFb-mUrO9u48#sBtmXf`tn0VKm427S<LW}>D
zBgf7nhHM1<uf&0}gTC?Td*^<K8h#zx<(`~M#yThm-MLi4Y_frH+PoHXI`-(nI}foo
zs}QEjk~}0W%eLBkH>`5~o8(oV-H)&pTU>;F9_$)kTjiskdOJU86dj>30*MbUCmS_K
zs%U;Jf2tqf;p-`<QzYvFi}Q6&=yzod6eY9yH&p9>7qunca{LlF65O)&C)Cg$nf89u
z-;QGJc$DO`+QnZlIITxxQ{FAzkBc5;mnP1rxcrO@a3ecIXc`6Kz8HN~>C-+<21V5R
zOLj%6@rY$WZD`LxMTr_%Pr|g7eQBG*D3(2&uMH=5M?nnu44irCfW(8j?PM-3eSIa5
z-D?eBu!%dJdRpvz5@6FNDUanPjmlz7YcR^K_b(-*70q#^B6P%EsjrafZwdX<wY(A3
zImA%8znhHmC)eXU^~i4Ij$Qb1Ui>&Lmd3~2ZQO>EL1Fo!B^#s_JR|n<-JwyMr|?Xg
z!_z*e27GKsyLW{J8oE^|*{DVM40r8Un@$DkJK(IQZpR%rd1vYUo5Qi~VxYg(?^5Gp
z5Uk2Hu0tveRnpqQPp^aNCDtPw;@`{!6U$Vy86jotJFJexy2>E+)FK5>BzBiZ$jV$x
zD!<H=kk-<ks8Lr*M!iSiJiF9y;I?g<jPIZ3v@fKQyymk>&SBJGiw<*0&eK(WHLg8w
z_r5etMN$LT3C?O-^SC69@+l?7(g>2Lp8Q(MY8oLHnL%cBbxU$m)`|@G@g00<y|XO}
z&u}!F?(fl&8iv?*KFVkP1yJT%0rj|B-R<XI+X|0<<zJJICJCpR(a)b>uVi8gr~Q~i
z6$BO<(6u8qqkyRykACsO52FgjW)}eYVubSZ-HC}L4Y+x3%g`PGBLN?ma!N;MsHOuW
zC*a~^lV86cs|NK&uZ&MD6z>HE{AN%!6VNZ$0~w<GZ;yF}Ez|RGRNGO&ZdCKV`aX4^
zh)q1>5>;UG{v<ukd1?NSBPcR00-d>f>eza$0h{51b|(@sl?JjJuo#}^Ov~`kHa2!`
zo=Qr4npy%xDHgu@rF0G6XEcr3Vi>aUsaJKa_|d0NpZqBTPBzH^9TLwA{5y8R*2}Aq
z_W=-Rx`b5#G?)xtn_{|aH8Fg{#uPLIZVW2CDqdM(9VpZTXW2k=;LK_SOxv&wpmPit
zKD<0&24dUtN~Vr)mrmi_6tJpjn+6QJfk@;X7+ouK1B#KNz7wouHxWs^7n@!tu8-pS
z=VWK6_@_IgIq!L^jlIs?5G5cwRZlnvjX#NdC150bnQ-1ju#5of3&=z-&O^-Yur$&W
zj+uFJYD%q~TR>`Ox}hOeyOifc)GoeVh4q~O-IiEy>l%O<@@(PRm#y(q8h{=|0@4o7
ziv;MP^w~kcyXo+G^j<}WSRWvGOs<&CGhCQ+h&V^$TIX}tXnf&_9L}SGHvETsG=mlt
zM!EtiR7upIjS`nm@tdxqc0Tf17p!fllLdFgi#1nYa)CH1#jjav+${ISqyO`t!dO{-
z9U@4qw3I<qAfRk5Lc+@U>{V$OqLk3C^ZzJWdkF?}?dAw6qxf+bsC#^44=DVofYULT
zYy~X*Sn8L<r{Ys#(97{vuuE&o$v<X$vDV5O{jjfGw@PxhYW$o#^gU#~Pay=`j#V&A
zI!`_vpZZ%$_`}2VS^a0rm5&e@+7mGvDW)fMM-;|OGZ~r}p16evt0$O0b<0`eUO>Wj
z<6}+{4pg+u6W-z&ii8JPQ!1D$x={6a_xm^}xGVZkVpsE!5855=q0uOi7#!k?<kJ(x
z1Ix)(h{4ZpCibxI%u7#GwjU=LV`+C0gxSkSnrE97SY;s@+}nt^$53ey%-7{M^<T<j
zZBc2(PIb%KF|9GmA6Z}_ohrSaz&K>TsmP5<_A5)QQ6Z=mY<2N%QqaYE5d=B_beL;j
zw*3|%s9YyIe#vu{)%K24s`D*=?tWq$<WV=b(o2<)jn6EOuX0a(OLj}_ivI&+?T=?7
z=59+DBbYcO`LQ=d_}ge#C_%G=mz<Z58LGmloa%Pk3F&N%dQ4fW93Ru1K^w<Mc#z`V
zyoY8eX;=UJd>_E02I`V0tBO<;NhD|aa*zI>ZO3>EFWr##sdrH8w@dFtu$_{m2lnIO
zM5Kw-;3|35ezLfT!k^6_*{CwnyWBBCVE9DWDKIMDkbfJk4NissAtdNRd%0=uh*Hl^
zjGVgbGd~Blw78XfB@TRP&#+|XId~zrNW7)8p*P+!bsx$HuWXULm=6fR&Y8Zok)atf
zHj?R6k+<+-weDv@1BZN<MTKC$MfFfnas7sPhBYc3$H(&mq{+KX<I*=6DQ&||-OrE~
zDDLZwN9E{e_{>R2n3|!YlW=&}_sDf_&L?uYdz{9xktUD0koxe_Og{I?b|LwN*Jps<
zzU#a4$DYWnc=WsUxYHYqZn{V%He+MZkFtb>g8otAw^)Jj5D@k3VDjQoLq$j7@NY1n
z2$;8RIaT#=@$a}l1#$6GvJ&BUiz`GZJS!q|0o=!h=4sSWmwAEX{c~H2PG|R55k4Es
z3OznppiQX`@MKl@Z>~scg0%Eb2t+H7CfIk&5TWqHF2D&O-#VCm8gQ(B3K0V3^c)B|
zky%2oBh0Ms$88w;{sN-fr(lM?E`}JaHT&!qr?M;-Ei5#40Z6g`Y`{<OKR$v|?4Rxb
zm$e|J)ksSy50YcDPewn)1|)^7nt#u-OPxDQEdaE~OtMdX8=J4-QogG+<Gz*E+vv~l
z-tC27_&b&&BG-BS?|6#H{?4m{-G4v*kKKuB+V83EkM=c4ME$Uq)W;{`iq=4n$vGL#
zWsoOU3N14)W+X>SoL6jo>bEBp?4Gc93wHng^gnjd%i8Wh1gWQjv;2F5LjR{0iz6GU
z|DNG>8sU#`yk$aCQqruVa4fikZ3OMDVq$*rcP{=rnBnrT-@eVNL-D3TfHg5S-R|!f
zdC}Jw%kEtkZHy2c(5wCY)hh@vEC8ao<k_=lMq2;N?a{bvFBMG0UlS7>sqZrOY>$x0
zZqeRq@PwXn42T08hJk|o8Au-+e02YNB9RZG+mw|&E=2x(f9jN`CS-ivRP61$cfS`b
zY;0^YEOwiN0Z;$tYi?z2of<yXnW~%0(?yLI*yLLoQ7->?ze2cic5`GFuvhE=w;H8*
z-t_hPpa<rW7I(E3$H&J<ctCc<YqL-hJ7P8k#{OelvHVUxb|Wn*EB?ebp({|vbDlP8
zRBYjx-+!)_E%KvZjY{F68@|%#(dkG3muW>vG^PYBnt!(co$X~;pTM{PPYX5%n8KQj
zb-Ps?^sv9k!4}vjx&(YG?}M0Xt>xXjcZW*vUW%x!R0En&Qm+p%a%}gv4i6Q8V8JF*
z<Q%qo3lLf)9MND#M4PC~(sM*}`hi;gE^4P-v0tb5RY1@*fI-<vwGnz^>Y5=fB>(IX
z`FIE4GzVf~ZTIWu34DxAUR>X#LcVK`QRNPBRwLO#^!W=elU_ZA9KQdt!_ea|u6%Z>
zo1dl@=bmidC-&I@D0L0}K=J~L799{5y+C34{OOYtiwWq2E^)2ljLK1r!|vU?LndBo
z2@g35JrM(bAFG~+?mv(AMBcRWc$<ahyHai3hX__P7^?)^>`w<mwu37xJ^mGEwZO>E
zIj9x*;;q$fx;G!qk*(vfPjb8*tStgPvp#&<BAP__0}|$=cOO1XZT}cH-==6WlxLl1
zz6=Z<{kdk+;xalmprE$`h-70Axc1IV^axA%h3?(@sirr@qL<w$G|b7DUpngy!4<<V
z?%yk;=7l#Vj)YoS_BG*S)9TvDMDEV=6V|!+L2v`JFiAFSWzLl6IsByzl=r6<UoQiC
zahVGL{%p6vCSmeUDHA|6?TYK5{tW5CAms$ooNzJV@F1q9F&+bj`8Q5iU0z=zhONv3
z7<S*$zx#?g)0#3m<PtIL((=j;%Jc90bkls7*6GvcfZOP<4Q8iMbo{4Y)BVt(_D(^|
z28~7dQ{v*{1kMXO0|(O2c02I_ut4ZQ1oQP~!$H`no=oygK{`kmUTy^MJe}^c@yhOq
zoAQ0o+^J?MGKIwDuXV3@?-o3?9xO3S)89bXs{yX4BDSdg0gxVScJ)m04Xx0Tbf8vg
z8>*nrx)gN-tnH{p^^Y@&SElzVynOjGz$4Dy(if=6bS@ewzx@qiVel;i>rns4t2<MH
zFb=fMH%=&Kg+G62VsHXXb6da3_J_i6Y@LF0UdifD_gxa`FR$cy>2~uyH&p3>L$vYt
zFRw;2Kf^kbw4o(051#8`kZ~1ArhP*Tv}?dlTAy)7;QbJ&lfaqso?UyoZovvMTJH#)
zKgeZOm-In4ZdJiN<<r4)9>4{{FXP6_=xP$`H%0Fe{%EA6TidH2YM?k7>rXl&aFSUn
zF?0^Gwx<)HKlIbmt+=+)ef-;#P7AREX(oW_OO>B!e6+a&jDde;-TE4T86Z&(#iv1=
zoGPhT9-b?D1rXfcEX>^8oVjtXo5gA8`r)ludq|$yS~)N+2)t7CS<-ak&?;1NYP!Eb
zkhRP{s9o?JDC}0L9R4M8Ud3oSRusm><XNQ84nOTT;fVhont-`B_5h_pyU}{oKnlPF
z_8@wBp&NLCQjlT55@W8b+~wX72Gj#O_O^-(7q~1!0IyRXG<PpgTv8d>Ndh@Q&*HsX
z72ms0#5lrIGc0JbiKgMgCrYO|s|d_^V^2kKJ7g_>_N#|ZHk&>r!kf8rYqY4_hPf&O
zlf7kuEGHTq%y)|_A6M6Gjbp>$9Vk)}Ai5)kAIrw0J>t%hOGCsCdXLnS$r!*aA3t_%
zDn_Hz5=cQ7)nU>evv-?%0h+(1$X|G&T5k!o_u5Km_<(RBzC-w}6z<$hQFGu$iHyU;
z_Z{H4z6jx-sX;P(fC4+Uowp81E1PP6cNRi&Y!z4<Qn`a_s8~R{xP#dE*|sE2;sD1D
zng<pCvpM>pg0t{Na+INO@bGr}%Hd$@LGW-wiRbsG7seCU>@rr_oh6<r$15cb(1|Ad
zi6L7;FMI*6A&VhMeP}RzaS2RmW-58aBX+2CUQ|qSs{5*3KcbR4DYA1FfLF=zio-LI
z7iW(a%(<U4D>@YJ76%-DYE)qS2;`v}Bwy>(QvA;PO`6iqglb$`6*X3AO?>w*`?O>A
z`PjraqVS@<;ciccEQ2XD0Wt19L&oJDIbxpXN?87;ZXIE1)U34Y=bqTTjE91oer+aM
zd$uN!W$>pyzOgE79Yf=7+jla%rU)1~FtNaR@`~LX)rJZMQmJ{=^r@2CU#_o)3^W<T
z3X$_}af*rQnB}&_?QNsK^4}z#dDPzrMBHB5udSgW!kNucRSsK)#FCa_xR9Z{(2t1~
zO$tyfgNo*Jb5Qkp)BEN30?79mJM~r+5LjSyjWfe605Rx%VjRda?Y^VHRikv~Ot+Lt
z+QS2(=7WrRNOG^o+oA2u_&4qxBShKt7*H|L7&Iwa;9o+g0<Dg`?e8*{Jfq=KaS=%5
z82Gb#v&Fr#va?zaeU&nrb8#G72rw?j|6v*_9Z>_<)}fiq<WBzjV!qV<?>ki5CqdtC
zMtr$5ucWue+RxzFTH1^0nF037&f`SyWQ(W$q7~1>y)GV2o>D4Er0bv4Mg-N0?m+|P
z=%$K&`FZ*QiudPR1@ZON920Gg4$3|7+EqEz{Wm6BVo5-#rIiz+hNY9Y(19Ls%L!{V
z4fOh15x9z)XT>#@YaYbW$lQ88=2TyPoHgmJt|0KwF2UcCkr_(&l=OG~v>%dNE=`e<
zkUd^eb)vyu1Pt2Oozi;{934O0u)jIt%9Y=Ybqr-a7dP{J`3#~=GyT=6;xFIwJE}l^
zT(>e$NSv+o{bK^x3_#TaHF7MQ(g41U!;?#Wlk2Fjv~M-TLCOjMDKkXFx&sPN{o|T9
zWXelBJRRH?xJMzm4g-E|UV7Gr>kgbLsXCdGmn-Z)lE)J-{}irUQ;5RKEAKi9=<v*w
z=dLU-NhOb}!&}}LDqU%rv@H<4;ooH@56?`K2U4LQ9Q7#!Hb1_6-BE{cw@7xU!fpw;
z2M!Rtbt*2S$;Yl}Zg^{^?Ak<Bd6wAy;f%`yu;K-gm<E8(FBBj%Pz8*HqytRii!}tX
zHhy*yNK9s_)3WYxTmvd9#}Ej7I>3GxvM`kiWQf#-FOprWD{P`4XBg<W9&kvon9~kv
z&32Yrh;>~^fcU|)t@-CX;uJt?U;{<<Y&bQx<;i}hDc5Qsx<Lfak7~5QueS>9HdP)P
zmIuzflihOVbixAjj{98OXi8d7CZgwWK~BB1$?>0muFm}XxOp|_`m3o|&v~xq<D_-_
zRPw+VTciEDiXC-<4$v(%u=ZWT;{H@uW~azy&6;H}H_L(03~vBa`D#hSTJ<Qul>A49
zzW{DLFzO8@W@d&|5*XFxkemP14FfzV9Ux)Wq_kArotD(A7%MOna-%43nZBz*a*$SD
zB!7A6QsGS<%J=c8FjsjI00LR(E{p}<-F%Q;1FD(Sq1^aJ_X}2H@yl$GVswEzg0XkB
zDbVt0bn>jJXcYd4EbPC=5lK-I3Z470Uv~q%AbF?|ssT4l{!IrKFn^N+LYd()H|6&}
z${ICP=-?|O9GK=-Gt$(i->YRzw@{eEu=>^I-`nV811mnNU_`=uB_;M{5;s+l#F?IM
zI)x*63KO5slv7p?uMFXM=yUq4&6{)ksVl%gkqVtsnYtfA2wUfmD)viq4uF&t7Z41%
zBAUP^rriP!?+Zi*B|jPQNVGT3af`J_^aB6Nd0eG~(LhuO-~5hiEIi_d*s%S;XHf^0
z^X@H!zfE@PFTB>GXlR9MTn5Xn(JIV~|L%nK0<a3_gLB%~hgL~2%H;(~hyx(bbib{$
zSzrtko|p+zj9=P})@bNQfx9>9Y+HWbw#U(G352X;TVTLO8Gr%t*XBxhnm#Heecwr&
zE&kRQn^cL{8yeo=op2xhCq#IE7mwCt2RFU{67u=mp4gKo@iC~Z;{_+|vuYQpyXZdY
zhKw9f6D`c~Tjw?8EsnqYtFzT0C2s87(iXw42~;LvC-KSeUVyAhQ<t4tN4s!nup4h&
z1ii$AtyXxKygGKQz_sjJK%uQu9Yqwg7;2nWod`9neH{5iP}VS0vM2xQs~S$++n%%e
zV%q|#XY-YUiuh%8B1EIy^*G35I(@Dg>tS0;Lad{UlvcUXsMRr;``{m|^|@KTAbsyz
zP+knSr7Z)4S!PV;g3+f%wqZ|+!IO$p=iV<{yuN1wUpMfAv~|Yba5NV&?kKD4$#cvJ
zX!wIb{cFFU7hu7?gMWE)vK9`iVY&Xjq^fki{0XL2Y;5*liR-lISF_*f=eS9*bL#}l
zM@VQX=BturpUMFhG~Z|_Byp%G+-JCH(&Fk1ryg<VYi|^{h36eJaoKF*X9&!c|625w
zgaG!)@}k@JeAh*s4B>_3PtRuD&-V!STZcPM*Ef7npAE46e3otyC}TYt0L<rLyCArX
zP0@<e!LR~dJNJ91u4|!>zAuWajJ3wq`Lp+)DE3%RWQ7HN%S|FsS_DG@JnKgV*SXKM
zp%ap``&@Y;bJ!j;iJWaqXJ=ghDD-5=W&6Uj5&Rj$9#Y`76W5p6AO1N^C@(_rNM0+}
z%ULDw-i|q`LQJaXP6hr|H+)~j-0=#6NW>$$_xJ2y&HnDP#2@_kAZ<`SDw*Ir-y3t^
zzBLy)^6_2{W+L08NNjTM2ISqQ&{O@|stC%oTsE=f{VO@851RiT=DIQBX2z$%vdhc0
zPu~R%*2zj8rK;I~?$5kK*=_w(CI-=W4ndi0$hIhcw}YiLi2v`XNN|UH8BWK=8|<SE
z-@KQSJ<gFj++QQF#(W<ACIqceQGW(ODbDF>Nw|(8ZOS$K_b>wx_n%Pf1A6|>_LS+*
za!R-4)70qgH#Sm=pIyu6>ssYCx>I&|y^9KXgIC?=O8ECE!9hcfDm`%98&50K2X`qr
z^6UGuYa%b&eeiG7=y6lcM(9@GSY9~k-Xs^{CH2oiTOI-i^GW}BY7d;6^C-CoAAoZ3
z=)Q4*mV(Om9PxwWk{(~`c_!Nv%@U@n|8vByEWvfUyX$6?viPCX0m$Gh9=b*s3T`>m
zm*31@&ouR|J)7HbHq14{LC_c@{|u~XGm>LqDgb`PQ&acft2jUe?E}Czv@l!4njUL>
zw5?h5>60h!V_ze-Nj47Vg5RD;RR8@Z#{RP=u;UGfsbSf75IFYR(a0(};g?`Y2M-y_
zzx)Cjs?$SIepuX)@v-gl40_@}VQW>^1LkD(**SB1Y~{v(Zdu+R6v$>_W(P4Z7rKwn
zruRAr`s`E(StwFah6upCpg{vLyQ!RCKVIlk1ioz*=UF!SQ+Oyyqvjd(M0nbXzb%{8
zHzhE|9)aTT@vF8ct;2^z<c;>cx^@(Gow7d{p}T&UUb}f4@kBoQl|S2+&X%1G`8b)E
zm+gYexset?IxbjJuX%4@-LRH@BN_A7Dz0Y~@BR5K(=9*1kaxfQlf=<F;rp}0RUx3{
z*tc(Aj%ve-73sF0Sv3WCoHKz%_mgR&`UX#zyFK-2l;Sh54U?901l0zm6DOJ~WFx1Z
zwga2$wqC<CA4?MO?dB9Dmuf|8xiw|uewsS}Xkn?MXH9$-5r593vAfu(2422da66Uh
zipC4?G&@^E<;3DUS8axH#?yx8(I;iQH10@co=&&{n0>tyN*+K1$U1x}N+cWc<R&mV
zgX;F^leZe3=Z|)oZP~VPY4U){&b^!3w$6s6NMkH01KzJuc;2_9yU^mavs0V%eR1Uo
z_SI`Ho3CA;`*+@1F4*PXhk$kl{3tK>WEU`CFjorg%I@L07T2y>g2s{*p|OaKn^$Hv
z05pehSrO<dR9MqEB3V4vxi+Y*I*>KncScaZa&a!9Q2lm5+mV-61zjqyILb&lDJG@T
zB5?TOQ-JzD-}@1r4{EW4nqGFfL>EvK{$uaFBPiwp`9yoSt95Y4D9tru0yH=PJIV$Z
z!VZCc8SuOHjrG8RiZM2*&ieDM6>k;aCI`0*1cytwb$0rC%0du+9SBF6p#7kgu1INk
zIMHlwD65N9?xpzy*r!A5>9i1dO1(yho%VBwlg_$ly*++IN2(M6q%JcpYBm`MPsieO
zeH?oM3Y(7DEc+m><URa85T}6(@S6(Wd)ahX<|989yU}6Lz@-DM!PgO3KCb2G3#^!!
zq;eO)ag2pGz@XS0!kHGph(0`m(!=!RK`Xr-X+RbM7)cUM^n;u;27MkD0xoH!1&dzQ
zhcwf$?!5}2bA_bcxeQPllD=GADzCOpq~@Kg`>?!w2hp8kKO*nAWIQe&9rFFwn@#5N
z9;tD7#E;6JXEWK0W2Z6%+|pi?r-9W^iL}RNZx4<oeUvOz7brkTrcQu^@+XZuUxgGO
zxJ4L*0f*Qn8V!_X$Q}gH_A5bK(3D8$>4p_w0moooN(WGN0E|s7KY-qIg_edYW}^TJ
zk=nAL4A?M>z;wwBeIS@}I<!WoYT2EBuN=zmJ@KykBPn=Mm`66qbjjD{dxU{7|6bzS
zDlp*)oZO!6AI{LZl}7KVCDaB{Clmm$14RzHje~%@xPsy`wA~t@yNbis*E-piEqHz@
ztsb}y>j0Lcb3q$GfbeTP&@Hb5cSz5BTPM260hMdRRerQM;im%JC|n`AMFr4u5|434
zAE_<UKDC)C=K(~P_ypQsE{p;-xi4SabA!Fu00tEE<oc5D-!IdKhbr#TsPRw4_D=(G
zxF7fn3W4gP6VdSH%XwPJwd>crby>9^9enC;Ezv<SgOsJ%l@2YFBD+CDK$=A8g1DXi
zI_0}-vv6fSDN6=*@~CmlUnfJ&%*0d_N`~wLeLYxwD~xf@cK{04j<`Q_sb;cp;fd%J
zpu4W_J9%29PM|H_xLJYXdBY>*PPCmSeQ~&5oOdHf#l_pV>TO)~fcAC0N#B=@xV7N=
zz+yr`5WKPCaO>Rv2Y7n>_U$i0e*tcgg~`dSzTLv5c`q$hEv$RO1DF0R4gbqTlmg<%
z78oNPC99tSfmQr~+E)&ELDj&PO*1h!=c3xdB6I}QXff#KN%N-ww#E^t&ksPF7zhAX
zcotWn_XKZu7{TzF{w>2``gC%^aG#-aL4(?NvUkh!KjJ0Y3ADBpgSv%<5KKW_9bnTG
zD@uTbR}5N4NWfj%L)8S%fjp|9zeJ$@)(A?Nz*)cpK2)r@3pn~>09#Z06lSjOoOud@
zhW2U=FrfIiC>}pvCFs=grhuli>ERYZFdC{y*94+KXWdM^gZD#k)bBS}dt`cZZtREi
z0hO7;Usx1a7HQK}4U7YtULSB_yjiM6NReHGvQzDODqaw2_<Z{YOdW6dHlPoS0mYc&
z?*t|mYoU@;(*owHpxeRMyVA2a0fB3oSHyY#=zN5zWdE80ghv2#u<R&R6IBelHVbj<
zU{x@9OM?}!rNUNA!K$Wl+-P@xeSc1uCHPT6-&`lluj~)dGfe|`MD387_A+GEvegk+
zUyZQ0DV;V36h@(yb<TC(^%pI<2+s#k`X-vPY#;S{?B^^Er*54ob16H^m@hw=4VJr+
z5^ndclD<yrJb$JNWtv=NP#Nn^aDOF?8*hqN@ksm_e_{~?VY=M<;?uY`*riFt7Z%_Q
zdu3cMeOB@8R$o{C*iHI$^J7Zph-Nk=Dh%#QPSLa(A~mdWR0C~I)6)uQcck75ET?f#
zXm_Cj@uD7=-l(uUo1#b*b`_xS`b(S}{CO^kk>K5D#~r8Zicqb+zmCTIj_-z(UqQ72
z$!Z<>HHwLfaz$M>Hr63OmThZm3*q$Jrg~X;J`yMMN}=5<0Op_p_ht^u2XQhL^o61F
z<OEF!Gy{D=(M|Tnc5EfGEAFn0kJB&NgBx8wSHlP*#FWz}?m`QZh$1M?IFK5U(94qT
z|9p#`mN4wJlYEy{;uZ$;nz6Rf&jCE4E;%*0Q9V9Z&afCXlj!~d_DBL2!d$YKoRbS%
zdDv5iEE34h^v;O)VWsU<;I1aLHLEBCXw}$S{{Wk0z&5m?KuU0ZGu9{6?XOr}e&^2#
zqe_?rGaMArp;hI6?(+Y_D<fqgm_|P3vMJ!`Yb5qoj3tTRtjvfPKkfwDy{cWj3`g&>
z$x_BXUe}PuK)ww02!(C`3QOpJUe0fA75>u9!{}dnjW~}pOq0*?kuj?Yb7^!E6F~{T
zCEv=oI^O^3W>dbWdw{OW>%>IR2C03CU3Au{`D<#KPTWA+Dxc>G2$@d2px1%0(@v!;
z#`{a7qPBvx9+4EaNa+d|`#_8D?^#IMyi;reS~SpJyjg4@Suk7`fS^PJu3zAwPQ{7=
z?Jqt%`xs60)cXh3n02cD)9cOhwPi*afD(I{G{Q8_UTrv`?zGCCX?K^q7w+uc(ws3x
zBwoXfT2Nr;&X>rYxRSb31bcIDRFnMJDq(SNjsf-(sFvM(o&QA~;X-9XG5zRrqfh;3
z$_p>>so35^?kBg;OV}7w!tF!)A?1PdhsCDJ_b$`{8^JRAkl3ze7idCNM>t{H;H8^q
zND%g_ieG==9vR|2sf^}I?@w+_sH0`UIgbE66-qaDU0GVqzyK9DWUo-{=3q}XCmgB>
z&+Pw{qV8r=y{gB=Ehi(*S1KL?O9OpqD*q{ct0wFn`SF#+vXFQI?>$S3{480HPx=^7
zPQGPHk|WeFv?%!hWFU!%dYVcJIlyyO{eG9cB4I%NIr9+tSAGRbXT#l{#H#$bHtoM&
zqhQ{;JCYiUpS^4mjTVwFo^Nq*pXsNVpj)nWyVF;%B$+AoyO-M3rYta5-=6B%7lALH
zvto@~J&J3n5EO3FwI6zVj!OFlGTH-uwNlnrp7z8}{WMEvUr1DUODVLJp7xYjGELR#
zmpbBuOO;M8Z;dpOJX>CPF<H4qqx+5c529&vCOP=9B9Gq2Eg%0=-&CXF(f8>MFYuJc
zou*U}n{Cm+Cb<lHR8!>hRWun?1;6=(vZOPoNKvmSbKqxKiJU>`7u?`?1JEmdgJh6=
z=cjNxRKL<%f0AB$XWVdo$wEN$Z0#Ac^dV$b&^#|(A-Z19LwV0nhqPXoWC8lJ4%gNI
z966o89V9a<ylw-zj0U<q9S6>aJ#jlj_QTXdgr9s>+GWa+i_c$Az&lkX_W7jjwKh4N
z#}vvBg1WD$SeazK3%$MkYZE<*mn~Vhk*Wj6CgTqDbyiT~unc8Q6I2yBec22-3E4je
zrz>NjLdqF%FZ=^(d)C&NkSKyf>SbvIAB`6d=$i$8<U9*G(NlzPIINInHdVt_PuFV;
zPMpu(zKS195{*)^^MGbZs_E^Uk)Ba>hyg1yvky?4fv}Lu#BP0Pq~^*BXoEotcjZ}C
zc--<yUTO2<=MQe529}aioE@yN{~>xR^QnJ}OrWc-T2exxsvfyb3iOR@Q+O_D1i9@}
z)b?(HlF-A{?uhP)MwgWWx{`Kik&wl8-2#t?I@s(@-KA<d*s*kNx!ZA&ax*i+e}ZK7
z+;<z)top`k%Z+ZuZBcm&Hzd{$uX3FJt>*U1K75}8nGLtaSIjEDFU&U5xdlma(>^FY
zfVk9(CU+qUJlzu?Yql?gs?J>H%IFxK{<qJzeCzZ1pP=V(dZm18p7~RK-c{M)?@MUV
zK3i2C3;LUN0&bvLO;Pg>sg?!WiPVD$pv~MDW3TYpY~kG-w}rIR$=3+N&m|vMsEehI
zPl~q5Ql>qY3yR#KMPxS)R73i+w}b)U8a0T;S1dY)faN6JKUoy8uK^Y!Ox+E(H$la}
zWs{ik^*A|G2UUlw)$Um~*n9F0`wmT~sfw>aPL8u<UzwS52<+LALh!zY%$d=)*+aAP
z{U^v6N2jepB}2-Lc>O9s<Hvd9s-J463<1h0Mxt@i{M%XosV?gsABkr8)VA|;z4TI=
zOWa{-R358+R#tLx86ce=QC(&gNZ3t2lbP^OXox0aC>wN`_MNygM!>2SU5;R(2OsOj
zXS#D#5DI=_<QGUMgLOT`p1TE5kHkXBy%o<NE7y=JU#5*YAkm<6&|K5g7=jvzjDl?J
zGf~-FE_V9M*QKRzVyf8`Z(5JWhFi!Wg+~X^+<Oe<xujxeeUhIsHz(Y!aA@f-bJV)*
zdTR83)mf1|{ffIU9Rmd&s_YN(RbJ<OUZ_X)Y>dFW)}Ea!F6UUC%TBI;V^X!=^=)nD
z{&Df;3(G6^^f86N1iP1llD1&v^|zx_3ShA0Pu={Hvo<k&eG~iYvK+*xiKb%R7nyZI
zZLUDv3}Cj()TFnPY962iGfw7<8$q%o=^P<(b!ghrUd1@fYq3(4<E7*Ww4*){!t^|o
z-E8c4^-lW?ZKrBFRP{TSA7(%{t80N(7N8+$i4(c5(hBUq8t}I##4tm@Z$i|+s+%Bc
zf`O)z>UBLioDTX7{IOp9Pv8Co{``WrgajD@Eo&!&`Vjh0%Dx((e}6+&q6S=toPaO7
z8Y?@ps$yB^MOJ@#NZabAv=(x?4|b$-`z5hG6a)|<{=$+E0td|U_vu>u(tdRd#4kC5
zULEL@<^ap4A_eWrv0x^Zj#IgV5aF+W&XQfYwZHq15q;t_JxP&{F9wXowx~MQ4pxC`
z12mtncMPoBy&jFKaG=`N;8m39TdgXAD~WzpSF4_}WdD~OnT(VvckgW`!&-)_I!r<B
zu>iDr-E(HlB-|>KbB~mmN&s+Kcf(NDE5H@MhM2!m7@kbK)B3JZS$xs><V;v|{cA{O
zy+2{6)sJR($|UB<%NnT3X+4b*0d2TJ{1p=A5OOEczdO#VuG8uzZrBh(1-$WvU3<@I
zimZWN-G|do_V_H(2IWQ9My=!sDt1m%+3vNw_;&!JeH5IXU@s1eb=k}RjA{U^_)O2V
zx4qH4|HfiTOI*9D*fQDGB>uR2fIPEmaN@Ra+wqZAL36vH>D;_Iuj7c%rGcW!sf|1J
zGOoOk)Nbr4v=d?p{@OrfO}xI&-ESg_P2Euw4w|3!>p68#MZ=gWcFdcoSwXplsdOo{
zDD2GZ$eJZYHcPhR+4mzHQ3mlBJa~Sezaoq!zvJ4i34;~tTe*V+o5Uh1uLDpc5qBC*
z3+NuJ_eoy`E!_)6X75}h#u(V}Tt^z@RR40X!gm2nE#P}-1{wu39vjS0?YnzvsVJ@3
z@da|${0|Vb{bfslI?_2YI5V?2H_<uaAX&`1?0n_chXVOr>^Jwhy^W4Q=zPOy15C+z
zLydvQC*}v%PQIL;NV97lRAy*}Dc+jjx*~ebGCj_PKfH=}Lk{7q_g^E$zKc%%bj4mo
zl%u`%=Kq$OPV`PYOxDady_qz(<PU{>YU{jgC<QI;ip<p%p<=g9{ED8XJpm4x*M{3D
z+SfbAQBIiVA3>F(!grhGdZy~#FLd9_$w{u?5uI_r3)l9kuw=SMEKYY|T>(8{rZc^E
zRZ<Y?yq@9Rly)3Y3(rszY5?F<6hRp6`7~lR|Bx4AQ&=-#(I21kf)V}dz4rl?bFBA(
zT?loz+fV-rTNW4(w%pWww>aS76X2m>uWy<h(}EEWHw08}WI6iH*(^YleizWB9GRp2
zUc}(m{AWt^p`F>>*+eB7l<keC(+Nl#wf(i=Hn#0dK0}>8wFb1}&fj`*3TD0vdxeF<
zKD?JzQmTPmOLso{L(VjLu8epse>OPf(J)r$m~HKmACT9%Yw0LTX3^}}{f38DFOdr>
z;AFclf<Lk{(cZp8hz!hQmb<vc@1vYmWGFLEJ72sGL7z-b)J&H5J)vw`J$9G=S<CB3
z9di*w$IbR6IZr_ZcOx{mACT(}(2g5o(X!-+_bz?to7kBD(018CH8r51&+mh-1nJoS
zL)d#qH5Gi{qo}A@Xi^jqP>|k4QJNG*dha!$B0_+G)X<v+!9oY6w*a9EgwVl;fJh5X
z2t}kP6cqvz2)w!I=Uaa7x8D29wOriXd*{x~IcM*E_Hg?2+P2=mL4kBGAYuRwRfm2g
zQsZNz_VHkTYQo;D!6pGpCU+_+mK?m4+4m)%UvtJS?m?(V=mAb1<_$)Bdv1{nS+LmR
z1IL&9={kGy24`mV)M>C^))cl~{d6n^a2Y^TbEf7gxC6uE52ZH-PoUB0Lx@vUv(i&r
zvQt~F$^f#NJznAgXA)bnjl-_QJEG`n`=^fPs9D4Nwv5mOIKH6ylCJ-^$#7W+@uLxD
zJ@*V4AA~@{mF%=5RNG(H6&(*GQddM2Vn@!<Y4ZkX$+H$B8owK&2PhjpH;ca+G|Z_l
zt-GKUO2+XILN9RQ1z_u$%u9RiOwcbL^YHK(YeZJ~u8uF2wtxOCd?Ve4U;hEy8_fGh
ze^q9h08NR=%{<UrNdXCmt=0|xmkqXKWaJpuYc)<hC^3ZYF%ATr))ckPL~OU0yY-cx
zjDGxrmk{~381Px5y6_HaO{P8#^kp?b)1@pe;8drV`0=E-85{0E@O48#Qc|*K$2OZ~
zv?6OBnAd<#Buj;W4Fe!QNq^2Oe^vu%`6dI1V!#^07Ba;FxyKMt=>jB9!@Aau6!;Z~
z(gu2H3DZ&wLm<mGhomDrG@BX<zb!l?0G^HUP$R#=Nd!+$W-P8MM~O**?Y0<scMMz8
zT1RZP+Jr=k4AeY4JSL$1U%=oyn;E?jA77g#!wsPDE4-YM0Fdv6;GW5~<zR`vXxGn+
zK)zfN#UwDl_!@BdOOPHt0+8KiLwqSVKV0pqAG}oDo@Ek{v1)G6@4lr8`3H!%{JF=e
z6f%CIU>I$zK2WGX0+Ot203dzIcD2AjbvaI3NE7!hZQ_u0j2UG-LCj<CNQFiE;FdQ0
z0|Hl7F@eW^jZ>_@MNqmaoU!La3m%v{;^+yWEt?fhJ~ZEX_>=<x#XLgHiVQCH>ApV!
zHYH<=9!-nu39P4#;%HxF25*i!_vb$8kt2#aR)#qMdxU}=Ja;-^>Ev$q1CYjQpFGma
z%=Ttj0eHZ8UD3GuAZ3#{(t9ErYL(Z!JP5fooOlb;Ju^r=bd2u&>zH2VLn)~|!6be7
z+$;v68>lfc6<2hE`3BE(O;7<&B_-@}&4W%vd)h{uhF>n|TNLG5258O^sBT^GBa|As
zUxW01^b41^qFwK7#Hn+2_V2NNN|*B~zItg7p!Tv$n*bQiz^nk|21h0lhpHU3-3<o6
z{oDci0dp{uh5(Xu^A1L^+VjNJxQG~A7Pf5K)F_5N|L42H$Gk`61<ad;l8P?qh7L8a
zKm?uxAn=T8hQ0riCl_-&hR=1QK|<cQ?cb}gb${n|XTk(qL^3?p5U}a#cL)H}!~pg0
z4OgLvr?f6_e!s=sxjlxxDjpvY%%ghyXq7`pbTBcbp9zTOa9B>fNbs1c)fPuEv{b2-
zp9xm6<;mVv`QiBW_4MhCTDhF(tYV&5G>|J}bA!yyz#J!|wC@G0xXmJM1lb;splO-N
zqMcJ`JQcmSkto&9X@DG5G$&leDct9HUjdlGsNcAeT5WWv(GSM0WztCSrEB$aePw@X
zJHQSuMv-%X45}C??*U9yERgBPGx6g0b<AGN&Z?K&dJTju6?O-##W?POT5Em%JP$)i
zpla&&8iqtz$#1dGUp$i@^C4eV0`12J|N0Wd5FtK8c6kGWoQbnG;tupmRMA%s=f!WX
zO|5x<2CxX}n|;gyYW;{_u?Q?c`Kx&RPcmq3)P^*Wpj&iq<wn~5&P2g!rE{zt9K>DV
z0rU{7rv@w*C~kI*zGVp>gf|YQMY4WBvri`cSXVSy{))N#t&=5n@jDB5hmXw7Din>N
z>%uH15mDArqGXJAcQ^I>aIrH<Shqo69qB&&3tQV5Ie9!hR!-mv^}?mPhl<c_`tx^E
z{f~e24V46hgn*k`N0z@$ktE@3)=UqbuAbg7i@8nC{_cX3UU1*<xh|K!?3)3g-!&a?
z2mGOeWKRg*xW^itsVHc*s>9htHm<*?bsPheQRp<q6Yj)FB%ZMzZ4}$A7-5m0QAK9|
z6@fC#-hYw#T6J;;Ac%_S1h7sP??(e5(iBL}Jg%rKv|D1AD(%~MeOE!DlaU2>-%&X>
zU<=WGB>{8m$w}ca5qsO++!u92`4P>oFxAQ3vM=qXhK4K~3zsBDy_!h^&{iJolA+sn
zmd@B?L~@CMeDvT}+5i6tC<riaCyF_DoU4)bavs_Aeb%ZO?^+ZDcGL7J#4Y|9Am)=*
zs&yUxQR}6E4_@PbGWf#-_o;DUSbGG}s=O@I*-je5*4FGBk4#XiV^~!?4ZDqmGnCLn
ze@Wnz0>B+%Mi^!V6ehan?ou-bJ3zUVo(LnnL5EB>`G?4lR5z=h%DQmsWEM*T>O}3R
z$;K)v-ZVdrU&~=U+=E$?Pekj8fVNMMHXchp4!=#mRJRj+Fzcw8K`*5K;$(B<x);z@
z3;5uG&K3m_dB~j&u#FpTt%Tx|^eg~8$S=L#USE)}o{)AK{_4&ud@|~qQlp~~5>+>%
zorpZH+Lgt)n0!&GEis<_GJ)Mk7mr=iUrG=`eUx7e{5!*`4(AC#D0TF!SHqxJo=AO5
z!Ij^yvD-Kl0~oGJe0lSxmB4^E5Gk_Dc{??X<z|i&5x#+cYIhz+Oj3MmR@obEq+@J~
zIg~O{`#P{0SNfA259%Tf3NJN`AR<s4t;xdIPI`A4Fy!9Lx6RTlbJxLRUC<l99B{Ts
zS}0foNu(dkXlDw)er73fahPm$W6LT4y3|Po1e!_{2dd<zfc4Ep0I>{m|MCH)lf25Z
zV^2C7r~``uTN^N!gc<G7H8Dw4dvPuY61&ph_!;&Y_#F*0Q9%D+P4JE{X?fHbsG9}f
zF4$On5<o4EYHD9|TV>@#rJu`OmC2nlU+cG4sxa!sUL$$e@<&H~X+7L%Id(&xeMnvF
z6|zD-B@w6`ij7z==HI@p1$O;=A{tlqg0?;G<Vlr29}K-Q@^@Q$VgVx0>SVJuaJiF%
zH?CdBw~qjT9gxQgkOZqIq&<ckIlKlkcv`kAw?Rj*z{C_Vd&-mbnqOQh%<_FYZN0h3
z=9r!n$rYdhu#l_|A3pqEVq=}mUJSci4WvXZI$M=@mKI0TFm79n!Pkp|-yc`6l}J>x
z5#ZzUs8DB3A-{@q#)y3Ly&&_=<xjlhxC3*@Zb~4&ABHP5*OU&rI3z3GCkBbfsHo}<
z?jOkmbJjaK9b&ID_ykg~BM7xUf_gxoYk5>Pcr>I}&#E9LKuV&ne7wd6RMbM#*?|f?
zRt+KfCWXfDYYx3%N)H@=-yel+bm`$g@2TH0xXy&`PYQSAJh(&0Mduf}@BWA0^{h>|
zVF`!quJh72+pPe<{Kn7sDbInDfpOQ0<a7KBul+dD%=xZPD15I&x%O|WI?E7l$oyJj
z!L`T0cw^9YUt)i<GzfVoVZ#!+)S<T(U{MFM-7AMYs-Bu_00j+;$eeBMGI%1b(A~7j
zgQc3yaPe~V;e?5c8*G%C)!WA$Lu4@%oXiTd3Eg897<$xad#6sY$vKO6VmE`?S_pyH
z*Vj@~;H&p!-8~3wRN(-?Jvy&(%QKuSMNECGF0yycE(^QzWdt=$`MoA-DD{`LHo@wR
zVU;G6Tk5T~I@?_i3Kpu_6NmEzF9QiX>!L@YcTlU;E<3#U3kH#*C{eSozITHwI@6Ps
ze^W^#DGh~4Q@X`2udEeK|4$<EPKe>0YWR{ttxfqWqD4heX07V4>v?~Ca6N5sym*j}
z+}31Ms3<eS!!$oU0cGV_h_L=uwnL6qI@ghWpt}hZJ@|oOGhJ2H$8(G4@U6(kRDXQz
zCwp9xB5t@Ij_+yKZ}>jl6ny^is~-;edrbMqU^pxy{UV6$a#bR+Vt?oLn+sqBjfKS3
zfO4;+U-GYh@1Fk%4aelJsvUgbD+aORo*?dTcCyQ|k5xmU;qjp3<H6rgF$j59O;9;)
zx@T7(%m|t*)M|#=nXAK6col+6vRF9~#dS6w*Vl~yOqV#UtBW6QXdRqmiOB8XU^K)H
z?I-oL$RqGTS<;@OEuVt>s~n+b1Y>F-X~;-+H3*#OYZ(@b9CBCkvvKj|>`XhZryIw=
zt73JH4`E%MX;d4kJ>7IVHgY+jVfpA%ydy|kMlS|?KEc3QVNgy<r5t;K=W!Udx*eh4
z<|=oy1wCxifYUj}XuX)vXYvh;xBddT*!$jMkY}-!-`B%!0;u%KBLxLoOl!%>AxYRW
zL-VDvea&gc!fjV7rBYFq!uPB10>4GoTBbdN{~5v+b1(gsp+qQy=7+F8hZ>bNf{k5p
zYKq6Oh)L1+-DN*Df6`7zhGlKQ2xIf+M=gcXYbh!OnD|oTMcfBNIG$j~LpndtwRw8B
z5PKy5hXd+Yt%gt($X1q~a{$Rpg4IUB+QGM`xo|~|(YvS2?q;obF%h=!_c?%4`9Oa)
zB3Efoo4hlFLHP6}1cZvK&QCwqQ#MQWP9evn<j#x}(VeSRbfL}atp`8DpiHgCnCSW}
z_|X@>W}?bx@xk}@nzD@va0$)OmNcyGjOfzS{?*Zs;SnZVLGbUjMkkPFn3)}QlwBtB
z_|Jo%P!8w49GzXJB8SlzS)<m)(|;y*Mrl`t9>4ljtF<{EYm0gUfNYcH+rwN2eZ@8L
z$0!$)%9F4wTO%m<<BbBx|IWFi(eDH!%m$oMq<1LVX5y6SctI3!jv~LaT+>$C`ATD3
zSqb649!N3c3wMMEQ{1-S2kQoWrQBvmRwt&vi#m9eY%0ccss@cKy8+I2h3QC2XGMw=
zK78g4_ht7wskvzk2`s*}mgIX~3trmcuEM6e4cqc)wH*wii(d;UWllscsU6JQlQiLm
z)HTn3UT*GhL}{@;_a3Hi6CmbzoJvY16pGK}R^p_$3d-=Ya{z_>QOtbjdAO^fVGrlq
zicrllEU8s9%O~O0{JmVsgCC2v2SdE!oGg+9X8*79{mKUwiW&76DSBN3ns$_df?Q-p
zyJ^xfoy0GLqTh!Pk1}(Lz?7_<hp&PPU>o;V92eg0&3o`mkVx+2lT3t5k@f)QYi~-c
zU5=@|{%LtzN`lnpgHE4&hdI)=cM76b?`|kxe*PjkAV{#LHhb^HKRlztyMp^bYlPyb
zGgzurKuwQmKystM+g|-VSJr9jdeF(+{4KA3-fgU6B9bZbb$anmt3`H{c|G&Bg4V>;
z*-6QQ7lF?_+b{sm%x2{hhy99Xw!WE44qZh=Vzs#K_=gnDttfe3!Rk9))&Eftp}Rzk
zOmxE7>7mz9o>u)Vc=DxZWq&}8<EgcPudiC?*oUk^;B|lYDgg?-QuH>w;o~%?62$#1
z8VI!39`4VTE|jIGvu^ZuV0$Sh>>e43iEWSX9}LPn39vnw$Vr#x?{T`I;oky+*(uSv
z#`@Hcd7f)iS`wWxwBAhN<MKo^^uk-rcPC$0u-)woHbVjtDrGt_VRF`Q%fn47Q%r@w
zax&|h<iCP#)tl_3D@)VL1YZxDd^)o5X*X{0{DJE5LL|+L+=rvpYHjLU2Jm_TTP;u3
z#aEwpHa6n5!rj<nrRV8WjP!LbCBv?lhD<)}Ie0`WS>V3=q<!xtq?j|@avevX90}G$
zE~N}&+2xVXTkNWML6p{;`rBs^zztm#b{=fPAEx`RBMk;05Eb7KQIy84nx7*nzbaT=
zMy8pVBo93?{Sg<TaPS^s461jS->-GJLA%f%EkJAnj2RJRLYZQj$qnHTqnI_PTrRd+
z4e=C_hlrzk=H8wE>%x_9iXiXKS17?@VSBmW!(u%ZJ|dq8b}-Q1p4#A9tJX8d{4Dvf
ze_l_0{f%-a$Ah;zc*5^2p&H<GV7$P@@7a&<X%U%l3&xKaEj(puChkl7*AK5eu#h~7
z9+uXeHk6hByy@;`98yDb@P<55V96W*Foc`9!|_cRM8+}g1$tTd2s8z8)la^(smT-D
z6O5$(bUo411IRk-5r5wDs=;FSo>y?+43nxe|KmB{$yRBn?xkw!p3lbF2Wow+h%0Cn
zUzxfT+;2X%;W*a9>6RiMGM1YivQ}(l^TM_XTaOH$o<9<RB&0_8u_{kC{$N4-(mnmW
zX1TO?<zO$Ny3YYpk*53^u-3KQug8T1-|SCw6m(t)f=`$%jVz#Qtu=@Rs1<jW$Bj+t
zaD%}-?P_7d5cVmOl3_RE^nU)x_O?#gE~BXp5Un}OUtYgUx~u3ug`d|3GFBnYbO@rP
zqN)O8a8glFF1Ju>?W)kV>I<)WOMe5X0X8M)U@$ndw5n@bZR4@9m1vT3EXFe1KC08d
z-!uFBqr8d9WG)MS*hc;t7hfZzxnY2q_cU->T+Hxs8QUuf^$wl>{@b5&aE~w@Fv;Ji
z{(c5vqRlM{R)Ht#_XD@$+jvM1*32el2xJ9y(hp>pSHHmp4U3h&^~lA(p{%7l6&^TU
zyGEB4D>0miZ4x_D8;_h8TuNCuJZg3DvnOf6!jp+aYMoM>TRw-Ma*msSXX*20Y4cRi
z&+?c*E(rzY9izciPa=ZheKWl1O^|*(XcFoUP>L=4o2VIp86I&p)Q=VP4&8-%hh`$#
zgEWs^LtA}m-0Q1T9Yab<wr?GwZZ0~vL^d=+@h@GiP6=V@F#8+1Ho!{!?)rx}rG4(s
zBIQJX+;jkuY}TV+y`T}nmG)LcoFI`aC~T`nkk%8PdlU4PPq$9jYCkZH;~4b#%0GF)
z-4p!sm1A5CWc6Zv;j=IxlGJ;d*2srMP({F&2)LI_`9MTWO1!=Fyao4)53KKl7rzO8
zGd*Yt>EYga5f;bEbIn93ckbSKHAmhH%Qmab0l=2fmCwzY524lJeaHAOK}n_D2a?kW
z<Are>t`VUTdNwYuf|0-)6ZC5hM~cR+Dy~1C;YLQV`WF2QMMH!Oq}|&m<$rC4+>hMw
zr(gQk@-Ima%LaJv(L$20k)KJ=t4a!f+}n!Yy2jh1`60q<jhs%qLwdjAQ|ObWY~bRJ
z8uW1*BTo)NxH-=#?%)MLf3@oSs1nf{LRz)G)mDO*ncPa`>SR@FwO`ZrfR@;3z)#HD
zSsE+Eajmn8nb;PGS5m7Fg!p9teYguw(De<_in$*784pOv&g#gJJ;H-xt1(!hq);2`
zy*;a-q7Yy2DmRVX*&CuY&9aE#p)FkPmbSQ-=D{O?4e_W*aou2Ox_p{g^<5Hn!fj2-
zHd;<HN{34j#`6U&O{n~vB7M2h7<ysx@e@t+=8M+|saV9`0&ei^kx}7;--$R37U_*s
z|IHj}m5yp^CRuBf<m8DxzKsg>k8-&dhAXnI<%US*p*QTC_bjRfdby9&uun7Me7H5Q
z$rm8f_KKwz@|3X$F7RPtAf0(vIhM0P-=9;WH1OVb2ILIB!|S;~6w1}ml*4W!z69gG
z;+sRqrTt~3o%-;e!zbE2RP;+6R+o!MY={3p!<0?)f@k*AZB-|yEVJln8n5A6?iV8o
zOexe2mdbm=hCQ%Mo}Q~G-e?0YI%b+afD3vdhInw%rE6toR`fPweT{qF9}uZ^cU+Y5
z)U%BMgys;?kVH)og-+lWIr1~Kmx7>cpf2<1SRed0X|P34c8#21C((~R(tc!&|H721
zv*^UnC(MRl!BjM0?>Clv`=;k0-alqOoJV8HIDI!D52>9b%DPm_9j!mCGQ%o-ZHQ&D
z;Lvu-rmRtK4C*aY=wUkd1W<Bv;?;W(a<yB>!VMo|Qs=Z5m)vxlh@qvUCHjtTG)`$@
zhx_Z&yyu8;VxXB8Q2NGqq#mrb$H&0E{6QIEkWygUMEUu9O9bP*Fde&g_HkIXTb#Jx
zB}DMLC=ho3_Z-Vs26L?A)TvVg&lOTjZfPRB+dj>jOzgKEUJx*th5dOwIA4GvB~58g
zDG1gJ3LWeSf@6TShzDVVSd%H%6kO@LbCH(f&jKt3BmkY_Tr~JS8iVjsN(u?&`_Ctu
z0<vVi#qpweGO~1TC1#(3HS@ZDnT__A^6h*;rI_Rek71!yIP}cFT_?5z+(VJ8wW^X}
z_RJ@wHty4-cG14+KbOcfs&?Kd&}-+=w;o{-3EZ(}I&}9BTA`>qq(K8WH(xIAHIN~z
zK8}<nT5ocXcqJtFtJBc(ebEGB1`pE-V!6rIeVw#DfSy1fm8t`@eTSd68WPP56fa(b
zasN#e9);X;5;X4OJTC_1<(cOtUJ`g$tN`e9FaWWI;Ne2XC+b_QhDB#!p}Qq*V?HvO
zEw`MC#!VXTCNeXw*v3H8bUnGcYkhx<y$ihz=Z@|^dqFeOHz{Tcas|sNq?BRI3+qcM
zEL=x#-OSJffHPt&V2hk1hU>`0{i6J58}tX=1F=y7EZT&q686B6!t(L5xa#Zub~K#2
z6>;T$*AT%YSK!`uLQ%_b=zWx@K_hv`tya34!TP(ZYvg@h+j5`Am_A1uPENOkp1{k9
z-~k=@hcY8)tqax%xz;;4=yAV)QB+i?V#77ZvvSqy`G3*@Elt!EgPeGPk@JuQB6#}}
zD4))t_@LWRJvkR{_?=m}t!=T*B`t8|teavs0IF14FM5ML1VqiACQ$@_>SO*=#qlcB
zgDcWm0qt|$8*ZlBJU0BZymg((F7_=btVLz<*)srz3!A#9U=f5<xbfb@|8^Zupz@E^
z)%S79Wp{Wk-&&a809A{e+ByaM405^lP;1y6u@JGd83Lb6{Lj8(1CE)vZ)~HJ_;eFK
z_d@tOaqIlh^C_{yeFm$0UD^}@4L*^^5f~bfB&hD{zs&(uRGyE)osKvT2^HccWIi@3
z{;1GRZMb(f_*tJ37CRW)WKx<KsIXlpRa}b+H2qJI!Gc-s>GYG2b}*k16&9Nx`B@Ct
zk{7kXdrLcM9!KIuJ#*S3|Dr&h6FDpY`JAH=Ntm<P@vzw^SY)Aa)a%mC7+s4?DP5{|
zJeWZRyN1o+H0)$^$ir%>A971FObG{5E`l47k!RUWUJc~I*!@RBEgFnx=G}567y|&e
z*wB=YZ2{<?s*;e9;=d*LJrT^&da0l3a&omH{%hpwgk<=7i~WYcE&X;p%4<#EdP+ux
zOt>y|?Y|bOHdqKYC+X=2h|N~TCOY}mA;2bpKB!(<2z?r@PSY^UhMuE^6G06(r6g>4
z?;yEg$OpG6%yC}&5imVAKS`41*d#t$A}$&~&U||r^r+z2&K4rlDB)7}PXA_`ashM&
zI<U*R=f|&keUX~`#G7Q69049Jf`U!)up9y}(W|wte(c|*`2!N}jw8Kx6FR2a?J}(b
zsJg#^fuSAa#Ucw$^qK|QrWu2n8s{w|OaABGFM&6?VbE|p(b#>^o>a~ouo9WHA$H5S
zGumkXgpsT2R)dHtfP}_=BmaHMFo^4oNw;o|a9c7NY25quf<(6O<|3cXLEFI4Q!+vg
z`GE>cucfL|Fpj$ax#kg=GLcZE>M8Z+VYmeE`1VB3Pc%wV&8c`;i*WVU$r#TH?kNG#
zp(57=3Xg+5Jq%ovaxa%>W0+LN%)&Td>aKLILO?(~CxNk{XHgWk(~2P-Ny}$cK>6_t
z9$Z1q%9f|h<ziKa;i|*rASr22@KPS{&B$yyCI0$Lzt0W~BgK<HZ=}RC{aZE4&%kn?
zeT46+DBSe<;y;qL8xV!%l+m-}_09-R@$ON86N!b|b`#>Lf`5Y?#-IiU`S|}mNU4VM
zdc%IF4>lpk$hZ?Y`WS6-+q2Mm4vT;`8i8wFNqqwoseU8-7S-liJ>$yY@1I0!oA0X^
zkH{kMrCa%L_W!d(Uj*PoY)k;QET=2YY_q&|mvXXf%>T8b`eO8pWO9(WDd^Q&0o^iB
z?5O{K{xAlh+UigT!temJ`YBUE%deLDI(kDCJJE+BhcA`@ViO=95I`7()N~2?uiHEY
zx9R;)fFgEbxp942=KX6l2tE-_Xaf+g8!=8mNlI&4FC1-fICvQbfJO>ZWpJ1p?Z2vN
zBJS@X%I00asZa4@l9W^k(jc+$sSx0V+Ql}@Y5#?ei{NV-DE|#o508hro>>J6+2X^X
zGnAM<v*wqBj&;mjOSVc_b@qN00Q>!$0?Zy@b{;n3kuy@+!5H24dtKe)u<xND4QHd!
z54L_%ux@VOqXi+r=rB{#!P@^#51P)XYKkq@wrotM8Wnw4S%X{eA77wy@^AKD@`6*|
z2Il~BIx$^i>R_M!eH8qC*u>EP5uVnm(!DAMfvhXULRvS~uP`xH>)+p>hyETwnJ!Li
z$--PL)1_<jsYU9a#p1h8#vIN8aRGpQ0MLcwS!0qy0<Qd9Wz2@)J*bMzEAun!iYt-9
zgfA29vMx*uhiT|j%Ki0=18-W{?QWM#t#gtOvXj_CJ)I+`v$IJ=1MODPsU>RFZYVZ+
z^#}qqD?FCfQU|OV@`e_?{oWRqd!H|<l&5BqWpNl917(B%xR<PnAQvs}6@N*5Vb~rp
zH`EBzHGLt%x;W2r611=#I>X9ZU><-q7(HXyL;jV|OuOfq6K_;hNF!K~IOyJFQs8Ul
z7!(|d*)*4fvNL6k=lWXx_Drlx=_#T8M5S_E>B~rr-wq?CB_PIj=Ps(6QhDNe1|{|y
zh+I^r(a-y}6|DUJ6YD<89@4RKK<`tdZ~G%dfwaTkEfFi09SVJf$Cpm|(w)0*o#*Io
zW)!_&ujRS}=!J9&&8r6>rZL=srJ5R6V6Qb1*LEA!PF?4Qvbt=;oR&dkDYNN^=1jla
z?4!nGwc>y0OxWQq;GdFO6Jm$mtf6FPU___zCa+mW-z|b>6w>c5i4ve;D>lq~dewC_
zIlXQ+Uc0FsF<QkpKmlSJdYJ!Q5@cKl{65e?hwlPRo&0}-w(?BE@a=0~Sdk(6nm+KK
zuaC+lzdpbC;Lv*@8$oY96cYW=9O7LI1)*n+icqgH)#C_Q<jgfUxA|W}p`W`amIrxM
zpB;sa<op#jzu5yOx&pYy4WH-U2c!!DXfI?PE`#QcUk%_0jt#&Vl>ogL0f%~SR$*Iq
z=*Tgrj@XNZzfLn~{kWGa1u`~&@mf;gD?-~^@^O&3|CCub0;J@?u$aBKiG<L!#=r1!
zbiPaW4Sg1HnB1S6N?R|}eFFO@O9%i$a;P`RX=igq*i3Y%+5?<oWKFO5CmZVU0~&pi
z0Se^MbMw(LAj(h$G~WPF*`;TRn3WoUlSfEE=Ou#=Tb3!&lbr~8&o)V73`O7uSsE8_
zyvqY^jXw$p0KFarHK!(mEEEifa$L$^_QTCRvldk(SQXw6B(1lB1Rx!#7z-dx#o{+$
zs$&OQ{0E?>YtgNp#k?4x6}<@cVD-cX#{d~05wt{u1oyjOEbNg4Je%KC+kb?cy;fuA
z6+bRKOug{E(N1UqseQ~YKMJW`o*wLSP(3~A9Gg(bc(za5a0XrqHwwOZ_FT6Z#~CHy
zN)5UC%gwyNEGvWp@^5(;cz!Hs*1~*-Oo8iRKh$mn8vBD>B%+i5UrET>o80fZ3A*0?
zn$DiORxzUFTjXuFfWPk=ADf=*&gwQm;@(9+pZcTQ=xHf}xnJ3F!`<5O=AFTIz(e~0
z6*B1SPzwMiGWw(br_PFdhhX6Y^Z9si+|LluYYGT9fL5HQ8;*iMpj3wUUn+C8y)7x6
zN9@Keko%x}{NeaLKW#Fx`Cmf!`*FAYZyd7AXH&bCFxkIO8fh4(&DmPCsJP+C&qS>j
zd;>JO152exkhW4byu0)p0~tC#sujeZJwL4bc%5X|&fzN!+Xt!87{|!JRLGn8J0lA(
zOv$KtT(nHTB~-`iN~R)|)EF#Y;x8oNRq=ycA6o~vN$`MBazla^aj4>4$<NXS8YNAW
z+phy^OWxGJ6uZ@dQn(9vY3T5*jL}&{^0u+8=OqOH>={0-KNAAr<fU!@KMyyZm4UhG
z;Mykei7wX5kQ=LZjEUya4`W+W2=UN`wQh&e3FOO=lvmldYbVzREEr{j&(5YZpJ>wC
zJ=OZ-ND|kSHe+P1mS^X+X<tsQS4KuJy<`L~J{{5czj}~Oj(J|NwG$gdX=?krOjRbh
zgtI<BJ%FO^DpBv!a<;9>x7~#|w^(81@qopJt3Kg7Kb-k^d`N)y*!3m<+qZ86-?H$2
zCe9#mGFdU`HiZr<Sx4oCrx%|$*NL&UGS?4k{A_9Wmh@IJs~UDh-X!m8IFpgK*>KKk
zR`JH4$&)ct6>kS`x9PU191nb9rq#y30ZGKdvJ=wdi{UPtE+2AXsm;G)r-BJdK!dDO
z;c9dfbr1IeN$*>p_j2dQHTN#`kqm_MCwPZy%{pd9l{VZ^)4iFLJl~sD0i?<nzzm?n
ztUXE861UUXeaEiYWK8Er%QbCX8yg$!suwU#vV0K#pce7O)G#!pzQ4lwX!lsqS0SwH
zWLCW@%xcK2nt(br`%4z`T>DXLoF8J3>TS^MY-h>zzU?3|B|Pyv&jd@iaOu-e_5+82
ze?|fS^-rg)NSt)QCO>cqV0EmTd*RA6U*26(>>g?5Y~5J;!S%PLk{YGD$=K6<e7svr
z%VV2UajF`jt1wX(buag~z(Cc7Idg2$#mmCrJQ~fOHbA^*!NHciB<BS7iJo3?iWVA3
z1Oh-$;}B>i6JW3c(o%sZL7)@T88<uo^%CCAd4yjsW;_reL8;Yuv#{JRkdr?l)KYWH
zTlkE-n{p=FKN++P0W>XML{+ZJ7&NQP%dmH)h=b2Sb(mL(&lJR8v|+V0acih?PEPg}
z`l|3}@B(8E<+?seLUE*Y>CZn7Nsye%kBcL+A!>L@1WWuIbv^j4s#0@VW}@eMnS}4r
zyvY3SSuX`_jdbJ*z+S^MgzmgdUt<|C74DHV%aXFcBPArH32cxJL7y#js-2P}{ly&b
zD8c5*5)?UDs>{-@nfT0>5`xMke7=15LdH{AzMH%D)cA_+RIM3cD}V|z+IJ)fN+7}_
z-a70{21^E3Gu4gzd<*qmOzJL{In-ZGxSz?H%5o}X5@bANDT$fVgtjzL)bjxmgV+FF
zm1c~q**5S8&yw2NH8qFLQLDAT<R}Ezz=e$~zyr!OD5wb-RS~Gw!v{RvC@0yy-C(pk
z_RZC9N)m21ouhQ`)YCXnyz=>Wb`LAuGell;3c{4MqMzj+fDW@RD}8q6%ebP^v<<xQ
z{%8(KR2~y71{*1O`sH(`oILZk$c?PER*mWtX|5U+aG=jMpm1K>gj#JuSAcH_<o<Nz
z+bw23dL+E)st9Tb%lQ}aIte8N-jfVVrPc$(=KF%W4ZTl~{mY7@i^`6_B6f3|6UNO$
zh7ei3LztwcN4fos(*yu6w$zp7h4_CzJP}~402KJS9S>fBgW@b9A8VunF#p*et+ZEP
z!wO^t;X27*%RJ}4z`wn{OPFY^4cJ^pLl$+QLu>?!6F|kV2=yal5Ba}$e%1u)RoHr#
zQo2>1nb!uO9yiuFtOnkPNpM7Xww0{P<#h?v*NUAJYBP-!4~cGpcG8Dq0A)=L;F0$p
z`vTJ<B}5w5-YRu-vK#266SIp?&3a$daZC-lHVJy^#;>sjZ@X0o>y7w~z!pvyh60!E
zbh&(B-2{NMso>gUr_Vhc+oJ#D{I3wQ-41zD?N&X6k0qB_n-=C#*-bM-t{037`7cB3
zYAJh9O{$^?r>~QtaH(AG3W#iAe&@@oZSh;0ch^C;q{wc^N^a-H@A_g+fD{AG#&ym3
zwcDEYH9)Cnyy^w?;LgDOw~%6?>^troqCjc5R|pD%wNj;R(wPj?!t~-KA-&^=TXOG>
z*QhGh-x{m=+Kl+}(Wq0)XuxGr1l*Krw1<v@7!rS(TGNTXNRW`n_->zR$O#q$ws$Hl
z9du$+K(5FvSj_X`;|3rI8h)%y`GA5u@<#%xukHys$l&;s$aP)jSiN6Yj9NV)Z-_{&
zhNmWI#7PpA7*dD<rXiqtADt2Tqj@yPOkFCk<6#$FS!v6P3o-rbm-RPI48V|y`PRSs
zY%#~<c{)jHczLMss<e|qVMDkZJ429`IYd`Kg^9Ou#~PhMNszUq_2Y`API(id7ocYB
zqN4<p+yvw|Qdk<(NiP7oT2AaOM%k`77a7^;D33(}-6XSMzNo_f!kj$mBQB$d+%;8U
zP<U0O=;mA<VD@Mflh`$bTN9rmQ{rb(z(oQ;TVhID4$em#e4tw#b{)y_gZx%rX09m7
z530G_j@4C>eTz_fB#~H7tJ?rHJ1Hdceb*?4HMP;BVe`DE!9CC7)%|<nEiFVFRrROG
z8~l}jqK9r0wxgs9vSziC=-g8PhzeR&gbl_2>KYB+85zS;D<8xpa5_h+cZO7{l%xo)
zeifa9iU(m;UnfIwri0+8fAymGdZAZ3$pKFfU+gW}&`42(1}dE$Cgj5j^n$(3EsjY5
z1@az{Hu8@8XRUY$6esUH=_vPl_z{x}O7a`IYDwwKee1oYi=}x^&{y#MS6E5`T&ah=
zA7V{x3die^sCJ#?4dj}PQ#W%1gS*bd$GeTP;*6+6SwYPcmYd2c=e1({GPT)INt~3$
zX;tR^qTJoCtCOzGD0R8d;GKYSHjUrzm(M-aIsoHJ>f)p2s#Z2$mDl%>G(31{alda0
zi6N^3t0dDY?Wsu#pU`%K3H9HB|NSf}lLHts0*}P}mw_=E-i>^Z0;*IboD8Ct`xu}B
zIjnVC-5EgY4Xe#>dS3Yd!%~-OY{iaDNL`Sz{JCB%ouAi;Vwq~F?cTSEE)j-p+|IU!
z>Z<QjbvELZdfy7Qp2>XflvM+xFP)<~0Kh5gwY-*r0%*|&@)<NPjAhQr{R(G?Mu1Gr
zceuT0BKJ9mxmn5s)5Fj$o~Ua8eJX9M+889Z+Av4eeZg7Q9{c+Oo=#K!w_m0aGc708
zOvqg^i{o$O$=C|iDGoD}`_xQlBjrHN#^?#$bs%Py)lKnxsnXuiy&5!3E$K(m%fo+I
zOl=zOVm3NiaH}k<h=fRu%A|b$i6trU{MiimBll|Dvedf4<0mg0+|wdx?wE+1>I9Ds
znPhF&q+8A(qKAI|3=3m<PO~+kIJCD9l$#6qDo{4#-iA90y=aIE3;hc^bHju=Cm-xv
zY0kJO-D^#D&Qhs>YTBDl```t#YTHgcE60P$zY%ea#Ybhws-e!1uS#VaAX3@S(EqCI
zJre1R<HQvW^`0?^em~v-SN<ssQ)%#skXrT>+RILizwolfwqZLE?V0d*QoaM9ag;bQ
znq$nm(@R%&4#^|GQJPw8Sx!xPDhhDR=<E<q=cSZ6`HbwM?bgmNpB}ckjBKGW9g_nl
zqjA0n*x)J4f$DEKYdqW-JTKKDkMFM?BHer*B->RJpG|=Y-cwoxwi`Jw#5X6c3-SQh
zQ;nrf3q?7ef+>18Y;tRRJ{_V575L|gkn5or!b-pOZD(?8+f81oH=0l(Dy?0lB~L2M
zLVS#JxI<*mM4esU0|aii4WASn<mv15B))C15k~7+cVjfC1CXG~j1ElV&4YPQ+_)u2
zENf4^*}LlVa<w)8W_H>!>e|l}`66~H{7T<#r>c$EgC7Aeq}9$;=(%Up9<|3y-Q8mq
zkoO+yNvKxQEhMuH)~blXaCKF=yq$EatI&YF74I%CGRLz+Qi19{;5X=f_oJ4xX|>M5
z&jbF1ZY{Q;m0&xyn<BN!3M%BKKZ@{4N8y@)RNy|PRq2o~myv&6T9Z%YXu}-zPB~xc
zGHRE?!0{a`xrmTzm9BQRl0t{bOjB(i;ZMi%GXw*m5gRw2NL}pp39JDi5b7_$t=m$Y
zpmlrw_wlO1ZI7i6I{4(nE%KL6T%e=&&agIGGkS9Z`M-@;<sd{(=84KLO>)4VnZSjH
zd+m2ycfJL&C36N?CJ5h;<mqK(I}}}4_gav4Wk9QWYTsBq1ryS1*!*Y0v-zR!I<!^0
znZ2hJ=iuTdaK%Eah(I%kmQd$-sV!r8FFSf)=II0kN4~iqDgJG_hb{x-l=dS*uZK>|
zaWn@pQKLeP=Zp@5S}YI!1JPC1bghY{5I-&MW@4GaA-R0E!{~tR+3-EJw79zLGyIti
zw-uu`F<IaR?RQLc*1n4o2t8%*?M;=C9h7~uCjp;>6?eC?Y~$fwl%JIcQ{dS-z+6+X
zp0&vte~xSb@|x`NbGt{{gQ_a_p@m$?1xJ`vX#U{#3FlWJI%aqLf1*aoaNosTvEvzc
z7Nt+sF8LXK(FE3IjHpb6^Wsyw8gI3>_@h5{!lVGo#c=m334-f=f*qfpNieSY$9(S-
zr_AnNzke<)bUm^$vUA}vaP`*g<-Sz`-P-_ymO!cLJU%W4RRQCkw_7VF^J+tE!5v%(
zfYM`Tn(O&}BR;k?>eP6RN{ZWh7Ux*YD~HHoPk!3X^T(N?E*Tm)M4EfU^A}oS^QHT5
zy$jdd%gh^7q5Zw-`fgm;%mWZ2p~*%c4dG4I!)smMz{clQX0s;Im%INXj2%2c8Tr9`
zGfv$bvho=3UxH9_3PLQJob=;&J?R}9O#WM6yB7xgD@1$=G1me!NWehW>#5S9s5wuc
z?hzmzi5urk`M#e9`CEc>v32@OBXV0@TZxl918ayC=M<kRP{i3LEgMiL{RH0H%J2UN
ziGY0e@ra$cfmZQaEDe=ye|@PJ1`!U{4}59F=$7~+D2Y}MgS4zKE`Jr<`6>$ti=J`T
znN=Beg|Wd4g3;N)@0%f_I9a^>Y&oJlP`wv9yx{t+g1(?)fb(o7BVbV97xvWS8ql&z
zJxM%bYzwwL_W4)Eli868?7nf)Dcv#2P@d!uV579FgUsET&M5nhcMh~Zrt8JRT)Ha;
z)Y8zjf)eKtTkOCawmyiOzgA+abxNAMqhIuqa@+`+A3i1`n-$h+?%9O#tO`64lSoKk
zpo_mw5N<Q==^8$`0Z*gK;#IjkBTbOrJ*p171zgD(K4i8wya8Eb;mYxu4EMwCyMDe;
z6|Q7CFwn5E*0~Our*2tp#=wWBGT0h+t>JUbLeqD~5I{J1+Qgb)NpNWSJGjTHFz`*2
z(1#*Mhmc64S#0~EaKP%*+(l{MUINq`abADnetp)OC^$>TS^pt(&H`v#ZgxSvysFpi
zzM_XSb=NSITn%&d%*9M2;oFzsz`Lh^LQ%dkzdN)(g*z*@7!%8mL~@%~<}kA+XZ1q)
za)(Lhy||+R=NV{pTBsk_ai^?w^c$Q^YvZDkJ!tdI#~wlb6x`qW=G)l3?+27qyjQG>
zLn{YY#FpMC;ku`^IoIN~M&z~?eMRF7S}ss(A8okFFD*FcmwEA>O~?c9l6}Xg$XeXI
z-BR{?_S*|D=pVlw|9VBnZS{e|L--NrS3FV&${RVQi`^XMpN5QClKo5!|HlsN5X=qI
z{gvv8uDN{ygxzA#r5cCcFB?0nFy8KS1Y514hx9eIIyfuG#x*D(=}>R(Ek@UdT4v;(
zc%94hAzfBD>;s@x89sPk?aDqt5`93Tustk(p$OzPe~tU9t#WQX8J~!uO{f_D(rmMv
zj|p_JiuK-!*x2D3<LM@61qvD7boNFCb_7qXqcr%{!2YN_S;Bla@4=9^%U;2eQN_>m
z1$TbfGV?=QNHX5?*uK2a%X#;)iel9B5-T?Ad+AwFPUML`r>bgzI?^FoBIMk)t&)Ev
zZJbHkGS+(_Yt<^Bt9?_3t)$1OG;#2|Cz2md(avAAkb{Dz|Bv39z?z5a;pb_aYfl7*
ze*hdNcq4i1@BN>cDNR8sQ}_=b$EQTiYVM$!WL|2XRj!#5Nqk{;F5wH+8xdn|xgEVN
zaP|%6UX{E?Lr6nnY9iL|!$tTni>)(kGjy-4Vh1BoZC$vJ&;TZ_9FHNc8m=b>{Mgw(
z)6b}-qi0&>sPc4rJz2>4X8&tJEybLNfOviUcK5Yd-=5y84D*`k`rJOg4S<XSje~~^
z;fGA7rtF!|CUjCuD+|(1xFf3rWkZyKh7q&N0Vnku{r-ia#LrArPvXyTEpa`VDk=$#
zDmmZb2yP#C>(WJ8)!LZXh0W?r%~?}w`+0fmZ@Rw}>)KVq+Rqr97TkYvwLgA{+2PNP
zlOoWzS)D@%cH4xRnTDFu;(72r@Zo+7X}5cO71YN=W%S!x;Nx{$udDC#ms{jZ0}F<N
zA^ly@!Q>EKqP296<@qdL<MC^t+-7Z_(EcF_Uy)eV!6i*;pEy3SsjZtlyhpJ8yFS6Z
zJCXin_{8j0@RZ82fdM~o-YScBbq#MIWx%eRm+l7Kc7DTo<;cx{AE)cPF)WQtQM;@t
zq$*GM*(FWDBH+8<*qT7d1LU8*>BslW#{IupUNO$OU&-`wed3zl)d!hY9K5csN(RiT
zDKd=9%lv!-S{wz9kMgfC?=8Azal&x(t>axW`WmKIbpmcxGo=MW4p0Z|!w*H4X&Y_n
z-IIHZBRR?I^^AhWAmO<9)j50<RG@i|g_LRe49jC>nK~IKD|_PKfb3x`<bo}}>E^)9
zDv2rF_*5x>LH>ghvA|cCWV&+26yJC%@_hW5-kFW#kCc;L2eG6myByg7T2?-P9nGII
zU%gXz^2%AZm2wH^E>m}{G)GkT!_dngiGl4rTUSU&(YtTp?}wbrPQ-%^^YL5%v`ylY
zd$Qk%^@wm@;cJ}}s(^>O@Co2#=;0N`)G{{0`n}}$Mv{iYrhHnoC7-sN6|N1T6x5m0
z@1PytxRDb48;B1hY(_OaYd(CprvDaf!TFgIvLyrvEG8M<t{Xm8diuMzHyXZ2E?aM|
z{ENhFR{~;W=IAHM{wzm(rtSP5o9vw5^4xxo+dK-ti37sSwMJx()Qs+yQL&m;EXGWI
z3)1#oxMXqba|Z9czf$10#io6dyY}`KW`Af^J6dLfZMOmh%z?W4GzwjbM2F?Ek6@5=
z%&c$txb6-KPWX33<nLY4pTN^`ZM~_NKLxZE7~d^J$4(u<Qt2h5-RIHnmxrp1@_0TZ
zrQGa4^znfsTPb#33P6ly_~1{np<nlCT17d=uG~b_{}F<3X>EPdWxX`fa+%Ts0D<aB
zF9|+jjhE$~^!2rx>7u+W;CWSzjI@eZ*=2j*D34tIz1qBoNbi+ZHUxZa7?VjLTHOom
zvX5>_c4c=*TU6VeaP0ir|9IA$NoD&%X28?cb^!<Xj=ep5&7LYC?P;yGW-~rDTj1~}
z^SrVcH%G?G#hqlK)Qr=%_B)ma_#W<uT4u(WA1b(Qdd(f_2FJH{du5m<eWaLCjD29f
ze^!0UJrrnv7=M#bl1R?IDgkktVILOu`6Wh{Y2jJmV9K%EAZ0w;cm2>&;LAcKaVms0
z2^_Bojwc8~$vFOMpYxP`uO~1d1)E39hdJYyIR+93jblb@VXk)8^I(=WOWI!^VJluU
zo*JwjMo+MwWkLa(Dr0(G_U@Y&)<L?0@7GR-SJj}Z*E}WEed`4fRXR9QYrSL5mWIqF
zu{~V#ZC2!Qbuo>x@1AJCQDsFa%}p<;n0N07NQvJ_Af~)Lt*2bKmFGUlv>4(=1FLOZ
zG1XEfwqt9GokHlb;7jj0r4-`)ot0|0?`N(mq`od|ub$rL*y8d^{`!gKxk+Wm!`8Xe
zRrhwR3o4G*gxd&NYC1!kUyGd;DKD^tl4_TKzob7fg5qXbfPJjq5IJfcivbO&HV$$?
zqMXfOSw+g`;%xoaIEk?m0-|w$1AV<yvw)JMiXG*+|JcF5;i^1-xTlG$$RWi|NwPCx
zy>YFNa-`iyN|MhyI7kLyN=%+exjn1ely`!^pE`tNmuGCx#56q0OV(^41R^(!A{~;-
zDMQUcJ7Iwz_)menhR~x1C6#?+p;Crm+bwxKYqHjK^7`l*ud^2h!7zjk+}W2IEMp*w
zzM&meVqQZd2}<kU?eG7bcZ_=Aed)d9;?-F5(oCm>)m1)OLo20;3{B^ct7UZPlrC7|
zU@|vXN-_3^<i}tn5(br))U+aJeb>&eLp9J^`icFP9G_$_87fs4aKc1~`t{Q&khMC(
zO;Cwb!2rq`^BR1*+)k|g^&At_K7C$E&-=C?7lySXqFX0)o^KUJGysNAt2#y;W}y$g
z$iaxuf!07&T-^8lb}S~%q$a6ZaPa|{gH!>O_9Sw!&sfSh=uXjC$gqs_iirIr0H>mP
z`}5~zN3$KXYh8=QtfpQ*++Nq02VlGlOCUQ=R~Ct__`sVFjLyxQL?>D;8W5@8laGwH
zuj)@Cdxe*_r1R;;6DOU;b^T4oenuvyHlJYvuh=1P%<4W8I4~SA0&->5T04UnakUN}
zduFN#jkRiL!U{M+&d;g2?UsPV<f^F8my|xziVNBi&t7a0|Ar9PD|!TD<+A1Z%NVzs
zv^u?+tm|x<*CJZ&Jsh}-x_uPgZwmhNdQ^f#KG<6?OqEXhTc~_4poIE9K*a<3zc#=1
zEe+@-lbfHesEcLG2KYYB>9iE&V#%4&gpVRQHn|46jLjBb0!aCHfhklQXTU0M?ElQZ
zW1-t0O|QA2bZKR3k;~crrV&SgdyR%dsoGLg@3?j)&gfCs#K#q)-Eui16{hYhyJhH1
zl6o?F|9@s{b6v)uH%`!%u1#PmE322Jcbdao)M#z$n;GA8M%G(SGholUIS(qL8n-RO
zZmZU{#2w!vYrT)hFauwGcA$+=7gn!b&QvMTB}eh?_jRo7%mFB}G1M?sZ*gVaK-txo
z3@vXUk`@twB4boSxAR)uLj$W_RA7|oDoAGd(MPqPr~C??(riZw#b^K@Ahf0y(zGH?
zSU1qpc|xD?JDQm#VX7Cj-(GOCM3)`^EIQbrpx%t1TprLO2`8U+Y7Dyr@@}e#hXp&3
z-!=#+a6s^cL=LH|K9;@N1DZ}eHd`^84vwP%-|Ieqoy?aEbsz3gIWb8YS(7b3+iINy
zWLqfl?s3a}R+E~}oUp@;=9bRV9nI&bB+AI|IWNK1s}s*>VeNi<Ad}Hz({V-<r@*dx
zeR(qB5J<5Y6+lXVCA4Yq5`47~mwC---^0k{*KX)5Fu86nDjAO~0tmL5xMdquus(Vy
zjCtPE-}5;`Db#$pYt!J3j?PsG9Iu`>{qM&9N)WhPb_1&mD!!H5N1=s{uc&bnlg!tA
zubE1Uuak4Y=0<jC6Bl^CQES@RY?<HEQ{-fsU*io+V;9zDg}?eG*U5W*cOoK>^-|3p
z_=g-F-_r@s87p-0ZWL>)D~dZY{l3|QD=SUTl2uXv2UXd*RLSV@NHJrEa^s<4o)&qr
zz_*9`ZF)j(UQw%F>b$+pix-AeH1}9{n@YTbNpM?!_0UBg-VYh%TtMR?bs!|aN<*xV
zPzeHQ^JV{fTgqKjxp$R@3$awrp_51TeN{lNZn>`naHGAu$$AMUISPv$?BYYDF4=lI
z?`fddnGX6)E;@Y7%xiGp2y!=oz<Ktu!Xfxk)$m;Y8-1XQZMFhvZ=E{kXs@mJKi_EG
zLwHZVS$b3w)rlqtyuVHg+1H0%_ilLFZBYU6B^fb6zqq!15Z@a1t=X%z*#Be<PSc@H
zUJf+cahNH&``Ol<0aI%ch!=-fc;^WQK~=~P!}M;hg}Amn2<<F_PV2hJBg|t1v>`sp
zx`8oE&t=m#=BBJM3mR6eO9Ytu#&~Vl#+NM-Z&17HiQ%v{;7zF>t84i5_(;HP<FVaH
z$M~LrUYNa9;a-sWSfz%rnO3xr7|V0{Ux7kdz}3Ke?E0xeqe$t6SIhD9!39Pog+gDo
z_&z1a5xnEa#%~V;g7D}&VSdFcA(dv!GRqU2Ru!zy7JRSvj$Z*5BUBfQ%(l-2)M@ih
zglZlsWY_`urIfwy*xNY}9&}%~4q39Bz4Cg1X~pW&w%k>_WAU&mfMcr)RGnSv=~I!q
ze=x51dS0D~`NAO6{U^|7xE9}AWFd6p_OV5acL4{72<aueVb&1D0<8htWT2OCXyQ?A
zqb|<?4znKIy%rUkr)vF2+~r#{8?Z&JAYXV7<YXX`1QiBsw5hn-f;P9`>pFZKjM$b_
zE;1`go}Tzdvugv$pwmN(Tt5_CulZu|ocU0LlQ!$P{V2n(ec*(4`I8Ku*X#=kZK<kn
zukl>@^C%ZspKv(dpU46V=FQSLa!f*Q^x6BT4pGsZxH_`huWfARH_}^XXG?E4c{v+#
zIKnb^KZTY`P!M2xgh~;1;(KilLc4=}x+w0A%fR7VzckU%xkuGf#b*{ySGN}U_#{Q=
z=rNv*r7f#n{+RCU_r#?75p!sV!g}+9<A-UcR_+_W*5A%*b$&e7IKGAGT6!itE$}*3
zGugQTub)W!c8b^jcZF1#L-Yd{W|G5B@O}|kV!QBDR8$w8iQzL1frCK+MRc?-wk@dJ
z3l4U1yk|zW2M`{r^h8zXH#yi+eDH0%ucOP<DqGw4<E)x<3;D%|w5Q4pYLm^LW3X1k
zg1W3izwL-=`S6OmYI?6Lms;?x)#g*U0)(zy^2LV%eFCooWK`}9Eg+}x2{TEBrMlSj
zqj5VsKgDRjQ)_EGGP-up`gVQmwqXDMQ*Z0%cKT~2Bf>8AHFa=mJ?}3~p$7X;Hf#IK
zn@W^@a;@oheA}Y^g;UVUTW^X1*bRy4xSC4CL9Z65P~35L#7%#9rOd=1I^XYWClsT+
zA34Nfiwk6`G~(=j2y2&-<q~%8rw!G7)iW5hP;>Au4Ky6Gkv8s(5{N(@r%)SH?xV?#
z3X+HqkF!N+zst|=f6GiiTC9M0BW)uW+5yLaEXR-EI^Z{v&kDnbc>HA_HlWk(l34I4
z%ov*SGN^lTj13K@K8}`+JI~a5$MQYav5W62F?TwuRwC0wJ8a2r^$oS9^QUXv4f9Sn
zKW{>|iQpz{MmZW_jR}EOSrM#kVyb4b_e5s*6pf7asC6kv_2?g*aU~^mr`n+o(PhlT
z5U&A;299sK>^aQ;GNZArF~q)oj4)KrAAAb3o2OEKm2Oy>zc*A9_0(pvual?7D!*Df
z-yx1mTgT(+6dqR^AmmuZf2t^1^mEqvS;jO>J2<gXF6sIuyd5@|mP2CsYIdZ$Mq5{1
z%J}cZV;W~=x>Z?SY*UV1j#B@<rwHb?q?hz66wU%h@WbLI0*%*C0Pgw2V|_GLm`zkv
z^h18TDhE=}M|Oq4>d(FS+(+#L5hmJLE*z7cSpV~cl#;*_0s$15siuw^^uGmVoD;Sz
zGQRw;V;TOQMMf}xAWF+%J}0Gp<oxD|bTYMZXsF6qqujz4oTPOKkhCju%xi-zx>_Fk
zSQE+e*L(Pim&SI?%9{|vnU1|G(!PXt)7^NO@|5iM%NK;DwU;~1wcNTo9)yH3T&^0N
zgs{_|urf0iwak}+naOYb7mo7*ej3&;q;(`Q<z81-5FRM(D<o!{wnW3gF7L@FDQk*+
zm0k#oWJ)J>fL_#*ikHGE!uh-oVN}yD)Ktou58^hRj8z~^Qi)E{?no~>&q#8q^-*>1
z&lo+6QaXvfT!9v=QWPE+{ppC{W2>oIaab%9w$*`j7>po9uHg81ZUFhm*pQIA`(fzl
z0jgLDNC0(pBF%YtCS{RiD>hVMMwW|GKNFvE>z6qt@M-y8FE`n<=K+Wp^R84+bb-*&
zbSj<Go@6J62Vno~w?FmP8>3kq%|xi*187#4G%uV54(wDN=52Yr>7m1}mX$NHSHJF+
z_*?tPToj{ec({JZ(SHx`px14b*5BeWWR%X9{kHB03w+HAKJ&tO%{sR!&`1<e%J$&n
z4$jz#ZI<Kj7fRR+=-f3kKd<~M4#X$H%P)%)abD)q1Em7u!zBvVMW)>wAfFMX>{h%y
zV6az0_xrxJN)!F=ophuTJe_ct#4S+6=|{LrYTwjy2@x*>Effa#mw~`EG(^$-L?^l@
zp#GZ^r6Sb2Fr6jr)@#Ys*w}1fh6HI~gw0=Bougt921H~r=&%RnDE=ZuhuZZ{&7ZCS
zhubcNRo~cJxdH*&ARp8QAi+`01eG4+`ISv9AOQex!dISI{Pt5`bhH>R)G$kG#*o~%
zS`xUu^;=ACP*QloaX+oIi6#^B0WDZAnbrS?t+$MdvJJaHM-&4^R6rC2ERY5Xkw%p6
zp<8K&mTtsAx}+P17`lc|DQOsnE|qSH8JwZcJ-*-i*80vl|M=nZnJ4Zm_O-9Qivj~>
zcjt$7`Fi6r`uxAgJ;wvZ<a|JC3=Rv^04h?vrax}&+LALWr~pIQD&TD<&PxhWX-!hE
z{3SNPx49RBc^|O?Ds$)h8M5wYo1=*|&N#hMmpLz<)Fin*S<@(@SADR+G_f~<C1(m(
zyuxDa@VfOsAFWRx<$N{X@d@9G1pL}zc4A1zu={p*EMaKvb~?gJy`F-nB${T-U}73>
zwUm<!Cdh}(Id;<$l<TPZ?bzb`V(rp_boRz(Y0Eh9_93aT0u4?G`(4E5%mk2M5n7+|
z5)^QeGRYn#yAB5FEp!hWh7(85fM5sGbM==$l1luhMn0#(U$Dd0_zP9PuqFlM%--#1
zZF`>AxXfb;b=Akj1`EM5`)778JTPp40cGj>-@&X^j*C+4hAEm{lfavHkietl17>#t
zHq^lK0kp`voQ5;{m1(sdI4j9zA6nrwxboR#hJ2usR_XZwTI-<aF)_(!p#D|BtE`vq
zT>8zOEfV;eJ<JEJaBZ?My)^@SZ2_fH!-;^NIREeW?wuZvDr*2m<7YHzU-Mkq7)GU^
z6p&lfgw1ho>6WHdVa57}7(!>jz-<~eI8|l@mWI^3<9!{?kziyg(>i_qC&l9|_|C4}
zyJv>o$NVyC=Mi=nf#Z|><+7f*@YIA*UJgb=V={i<ia6ueWht!^eZ);#!IwzMO5++}
z-`>zVO$@o}3o^twU;@8H${5w=CMKyXrb~MM)Q%QSD>sa9#3kb!&p}q5Ecj#!11~&J
zm(^`0zuV|MwtA4%Gz17&2_g_2B3$Ml#&-oa=CD{yv3j1w_#OpBKrO?F=Z&N!v#99V
zw_{-HE$ismFMI>?QU`3afX%65FtWA!759;v&pMlteYRv#l$;y1OG7%nabJPR%Fg}m
zO$|0#H=?%hurQAFr`vk0b<mukBbge-n8(@wHeCX~xA++p8)<Ismn``8B-ZDvt~{~7
zKoJl+0`!hyz;{B>`{h9oH_$lE0XAv`@l4_=UWoW3a=@!5bi-q5?0lO+A()df#j$)j
zJm(k~@}dG;N+%@kPjYEQ|H{YQwNo>G4{M#i@$*yuZ|IR5s@`M*3iNW<0b>31w8A?N
zKySzzP7W)5*&{<|MxTom*w!^5|CkSCXEuOml9sV?)`HIFF7RZe6>?P|sLTAwy#OI8
z2S8x`-j-m}`vs3AhgAWkI7<a}yqKe3$xNY_)X>Bf=V?}avt9|QXnQo|l6b09j_XI%
zcwP(3wr(2&z>T~#f_~=-#PgVXN@I+9x+WM=T?Z{)R)P4%Y~V<c%mMtU!stYFfe?^0
z5!@UI^V9<cax_qf3!@h^j5qW|0Oc^PNX3f~iYPV|s3bQ)&;}=7{?O(qcd$RT8B3>#
zJ|3M||2~n2SdjL!0%r#t_Yd!TDuDps&Vt&V9Q&OpD1!6`<f@`Hc{FBd=zRRwUsH=Y
zMp|S~9NRVEQl9^u`u6Qia9Je+YgrV(_Jkl%K8Ph~5rxd1Mfjb(wr@GDKKOMP;y=q`
zAS`!r5RnbAsbT=7S}zqTD&693vtT-<x5f&}e~up6n5xbtFd}r9<xM?W8pxhm_NOS~
zeU@*6oT8B!{d_~av=Pu)5y6g~FW-qPb$p8k+w9bH-A&DA)x4`u5ba{?(tslGSf}sl
ze)1R`$&QAB<}LfkU-G^X57vIO(q>4R&T5`wGQq2biH}c%4~A9&E@m1)u~eM*S-y^~
zW~K8wl#*bx@P8EL+68)Ou7oqdzBd+A^LfRLZ^<3!jZS!2XgUzV<9QK9`CqF(P=Zp?
z(-j2;d%}{k%+Jo(L&0WeK;eIOp<jhTPZ=^H^GNI&kW-8cbvmb`WSzsrtLJKp)^HvE
zkI@r>v6=Z^Y5v@{*f1$t6S|U4g&sB0;??9LiFJY|P+*);y!4C4#7WOL3W3r;&}-Mq
zpreD_3h4dzbv#4K#pR&R<?yKMl-f)O9x_Una}I1vEy}ls=C@&M_)3^S3)#IFGl}b>
zJa^e>MZj%ri)H~};Mq%(r4Gtc8Ee1T@ZFf`aJiTrz_F^q-#dH)2GYl1tEg$;M^~jv
z?UclGt>ViCTk=~hBvk}c<F?jbWC~!GfxWdHod|;>KZ7xC3`<uUujv_R?>9~+as@Fm
zl_bIVihnBr>AE*5RLd!6+f*ZvEi%_zt`cGk(=EW$8J){sVa9a$!@)dbGnGb{6=kt>
z$Nxkv<9;?Er|XA{RsmVT7~C{ClD%D0z>9BVJx<9bH6zz7%D2Td@QxaQC^Q|+32>eZ
z8o=5FsgQgDlBG8XhN$1=s15qLO)+7{u@-F>ogm*!5DHn%f_3a|C*-+ybfqC1_iUm~
z&zTsp%B73hL&684<bV2$iVzmx85&YSyO!~AYJoQSO;4PUG&!H|&fTNozar93-bOEq
z&iX*vP%?-)$SD?&GCjXC{YK$@n~8xgDttFSSC|ch=OrvdJRH)QT?{IXv+NmvJ#R}$
zF9QYfxiufMsPCNu!^so7nx6O<_VY#QzIa(+c@ao3cLl8Ll84EcA^uu~QbWw^=mM?A
z$eH6wd|KosqEEnmwTXn}>*FkS$~PTfXdC?cto^owi9c)QTzjmT6AaBcx{31IWw^GE
z16a1{#ix;<o;LLOimh(RuFN;|aJ`P61G=$8Pm23Ce`zi|uhxWAJ)gQhUPayP9-*;?
z&~AoMlI>~jMM5?Yh954#X+A(oZb9W>N7cNGk_}BbH=&p+*t0JrkjTPN!)oQ2@dpYp
zvEic7dOoIgwCIH$CcTT<KzOT_Z|Hng?0f{UHjUZq`~W$)ve*a$fp=Wu;;C;L?J2W7
zEpr&s==Nz6(O^q&!Em*qerx{Z74KB|a|pe~H@Oga?ZYw5k_D|Cjpannj2cDuRz(s?
zq|AZA6?bPrQ~a*%LcWb}lcThY6qN%}o<@%H0Pqzm0%XW_<b>fU8ljdtM+@;!zP{f#
zD;7IazBld0^4$~8I5{N5tPQJBkk`jsP6K26EZoWR>UJ#Rlt}+eUY_$RKkA4bUdy!p
z{kGM(A6%%#)pZC0seRWyD7~@w+?v7*F%A9oR*ZDVz(|xrk0|B)GEue^h#$OOSQ`sB
z0LAk$Yl&ZXOHnwIsVdS|$st)9`BfPu=#9+^PYF@iR<}t?^LoUhITLPBMu)gYx?fo#
zuhu8bPO<fjQ#o$yNgzq_Q>2Gvk`uyVH7N>OyaTNpAKU@*0{qS&PlBFXJO7sWHiq5X
zA3pM-&UYvi%MK2`CS=#7)Z1XvES%Mz(|QYGBaiSkBGF!1YFz^kITSR>)%+2_Su-as
zOm4kUK&U7{&dSVi$#<%7UPEJjNV;qC6$<=7Q)2lTKRQJA>SIb;s`T7lM{c%WPn(zS
z9GwUAX>=^n6N6le><7F?{$$6g-(C3py5>y|*Q6RmmhZ3cF+|(bSsdMf_}}obpT1i>
z@5YEY)m){9sW6Ix<<gKkrc+#S)eaT2s8n;$(01ChfpeLH3B8TK<x8)BigaI+8cGq!
z21cbuK!8(?;5-E08>C3+?;OoH^d#jKlrS~;tDc1kwuCuSozD_2(B-uc9tw$29`5<W
z#HtM=$`2fp-1v&w%Zl}Y5h1!c-!MNSeXd(6+;>TT;0fOaQNtdR*EuO3)Ia;8eO?B|
zM}Ti0MaD0G%@LI-f;u^uqn)>qgFplZKWSV!JgD%I-A*HwFK~-NDQ%O#cTjP5cC%W@
zLYD?bL}^AuD(!s3D}3`Ns;CSUkgL8d)fdm1zCjSj0pjm+*REY7xq5XN*vTfO8i1p(
zv0`_&L;g#*dDS^7ZoXwqz$AIq%hOZ)gZ4qb8q3o$25ocuf{taJ>+s=z|ELp{3F`2a
zqpQPeBFJGgD(S?-yNFGV)zXuBk=KK3%rr;PNtvyZ!gjXzRJV3J|8dqL<(;L{+~w;9
z7VY0Yj{bNTJQ15D#=w5oYsX2;HnzqRo4>o2b^#J;PIEJDY}3z14mQD&sJ!cn=;@_3
z4eg<5(p2FUaGLAa${CC|ly9s1Fam0tT+hMoZfPKoh$47B5ln~13e}=WAwQ{4d>VNx
z{7ecx*E+_oK=n24<A#zIRLLp$CM+n`#^$#SVBm|62u4=OlUFK`rMj4==}zUZa<FhS
z+R9^x-gIb3uuBi-xzF2}z=-NJhta(+6>lUZ<s7@NSha~SDER%NzfYd$mTNZ-{`=B|
z2rg^o$yb#%7Jc3iX{vBy>kA0f`W#fEk$2f@eFWz!#SDRP?5JyhyL{3(U0-KQarF?1
zrCi2b<6ipy+zaRJSw#B;>60oVZSaVTnm)an{~b8S)Ca#Y?Ip-V@8e$TmJR>AHX^?(
z?gxMHoiEUSIq3=SC>rEy8-y2)F7;u^kAy_%5w-GT(9%wQ;}SlyZLwq+*Tf}-(pV4b
zt=*WCjJ1pHn)*B+Coai%mrRz<J^Nmi@xos8Jy+#npE`nmq{oha<|#YfQ>1Utl*mQM
z&m`l;-<ZQm<TzI53v(!L+XqvW+%5j4h}MiVMw!g%G)Wb@Np;^@3vdn~5G{*<bmi*e
zd_&|`&Q4}#X0Me3Hn&HUD<X+uKL;;y_D1^~EpO8|511$;S#BChgwp5{&;2`I%97d<
z=u5|5M$-$t%l)H|aVJZwwidog3L{lE)^8Iw6>>|j!Jb^<8PlK<W-6w$t2xKLDR9kG
z&kwHjx(pF75XD(1$88D5qR(1p3JN?vryNb+<}ls;eM8j#_J<L50<HnkY7zgl53~hW
zud96IMp)P-Jw!Aqh&{L5xSEk9?e46fBy}WVT2w7*I9zQ)1#M#F{h|E%qYq{`3SBB2
zG<DW$im#WG;^fXh6+&TK;MW6lYAwBFPe1YutTf(WhO{m#82D+Q>y-&1=IWFjMbH%~
zYR8}S9}2R0rLSJD;N_}++ZI6M=?h{7Pcc~Xd+3z7yuK`Pu~-@gJ~HX)<5a=m*9K`G
zuxaM)sif$bcdFx0n))aBXXq0YjF#S>;ow5eksx^0kg>&Uo-y%xp#QxbZoP=Ki9T}v
zr^v#)q~qOlFjbpt{Db^V|8vo4&~4D*+af~b_2RAprh>={pLjEbep3}`IZpv1!@p3}
zz@*NSm}f5QCoyfDhtRD)ruZ;2o6&0v9k4^?%DQ@CXP~j+P#G&isD$*@eZ41wJ%Aa6
zmM`A-IBnuPJiFYx*cV`68c@LwpF80G(-?QdkEP=9S*86#^XzRfghuQi9+nkMCrhV7
zvCYNI+p3;hjkHgFJW!Xn8@dd05Z6M2&F;Pr38$BDSdpbtmVf>WRkaGACs%wrPq@cg
z0jGAipS4KYQjPxf+|r%mJZ@q&LxYQOy{2Z=NyMm@f6u6N!9skStJGU(;3}_!TfPAC
zr{U7rmZ$t-A|gliBPO$TZSNpTkn(O$z^g5uq(x%NXhGknr@mI#P6ww@UmT&S^7303
zAP&*5oLnvEtI1`zS7$UdXIMTbl9{Icd<-4YMg8Kl@>6P>hu%6TQ){=wfEU<p2`v%-
zlIFH%1K0K8R!%=f4(R^=@}R_38DZ=t?X^+}O;`*A)#jA#c$^8|b1)q4+5nTB?7EU@
zf8@RXXS&MBC^x5R`tlCdJ%c7sB%up&*`C$_epyv<hk4ZtR$yNSs14^6w6%e7wu*y8
z*~!U?dZq+1aP<-grGDMYkuGrOvuinZr3CBIuU@@^&DNGng;B>!o&(jsS*;<doTbIs
za)!~{BaV32c_rkDX-RWp<;P`=K%$4DTX%f81QFGcj9>HCmf;1+EV_jJou}_?J=_&H
zEbcQ>7>+c%6=^j{8_g(cDwi^Cdm#9OEk-#=U_K)qZ4te+IP_Hiqnhh^*w?SajUES8
zCfzp;Y8~1NbiEkJJG>7D_<2r5K*=Yfm?kWsI6+VqE!L~47Uk5f%C~FAnR|G6SOK$I
zpvs!>i(94|NO=C5UC*#dXB#dXg9g&zthKOaDND=zmHxzRVE8Of^TKA>BHbtM7eUdz
zHf1WL%Ijk^b;ED*q`+K5#I0>1+RV{kBbvwH42z~C4chPSjx5@;<l9$P>>uqJ=Q|}u
zLZJ;cIrllIw+C8ek)ARd_HKj{$*yC|MD*wCSiOUl*nzka=V__^#bt~#!&_q0H#Swg
znduacC_68lEZJaWK!~ih6ticyu*aLgzGqw=995=R3Nu`z^<}AnW<tfEGMFxw?%aP#
zD#pTzvD*GA7r}FQti(VMAX*i4U{^~+U0pqRB58LFm`V~9rD33KfEx8<7){WJbznbd
zy3Q%j+xtPwtWvsYG1#19<=_}3iA>s3Uz{vA(Y%ELGUgMsZnK%d)x`Ag0ytY7N1$Mt
z_Ia$|ca)+uiaL%urD1&``l_93d*uA?PBl?>SK`-ur*2)Er?n0dY4vqko_s6}V)jIE
z0lD@-co=!k#l9`<;p#T5_zXv=QNg(>4~c(PG7-M`PPSWgS4W!i`V}Fh(T~sOP0Y0V
zzbxJG3M`u4XN{N;L8GR03_^DN<8{uQbP=y=I?uI7tbhIjt391I`F2yY=0lWxfp&Qo
zCS)0rmxd~P*KW7w)wJKs>Isx#$LgFcSg#-I_DADd&d+9gDHQ24`1;mcj(3E>Qk3%X
z(e4Bg^XBlH2YZN?#O@8w>(LYxe8CjVSwK~{13!BSOgY3?o=>GRPI}lcq7WQ~{M`c{
zPN{XGKZf*_7of5shRr(4$l`qA=5WZ`-gQ;{(9%FXuF{X!clknRS0|5wz~_Heb98*^
zT(iTQBn-X95eeic<Cl|4J)ReIiZHQ}+yKFGwiUGKBPwqG5AkG<RhyX1UT-DR(4>c%
z*MyVI4$To>px!82j1b=cilkoy9(#NaKgC&@U|75}@r4T)2-@Bl+^_aPP9c6Dyz{0B
zu%#>YG|W><UE1BXC;s^4$&*S%4fvX`kZ+xoS+lcyVD2_KTT}8e$7msgi4ht(DuuS;
z$p=~-QA6?F(wy_UlGlyw3Z->pW72CDbA~f3sWAI+QrP)2k)olSjN_h`J?0{ndVYoT
zC~G)&<2EYo^WfHPNGmDZtfNHw8IliSYxuEoI5U`#nbta9SoQLRS0iNng!EplOt!9p
z9qF+uE449%6Z6~=$^88Mcv=cDPXvw=O$=IZu{Y;x?9(y0*u*?w5mF;MUTSn+u!_Uu
z3jjK+sp1Tl!KcuAAneFzz7;F{z4?=FjJMH^^z=l99NdJFeA`2@rg=pDnFpeH$6j}(
zqJLE6SvzK{bkli8>pHK~XcWbfL|};3UXeOHE?We1pLr#V$LkX0N9WCy@ZnLD36?!N
zSkK7?JU-2HKWp+1w;Gz*N}ryYan>%mIKcCa4R?uaP=Jq%8UScO+uW#HeU6JbAzE;0
z9RYk8wKaYlw1Fc;us8%;tukOsQCZL~Za7`YZ4f`J-lQ!1d#|IF1!PEe$phSGQv(dP
zbKMr5{YsX>PptA(JK=JuVfNqx2ddGw`&wi@Hzz%!k3YIQC%!t*P5wa4*|qea9<f3S
z_;<yXx1VdyEOe{A-nGv-`4C_2a)J9}-E(_xNo7X)ss^uo^^6CL$uS|EiJ|gpWlXB&
z#@Klp#%yjJ%EM`(Gi0!(&+ljJ1#7F8cUV@%8%vCrJ;;}PVxD!bUb%ePkn(R+95o*d
z?(Pj7bT#+#W1ewp(D#|$x!CVO+aI*~PD!84DY{{$eb&t{$M)KsTAu$|%~Isqyr*1{
zM^^I9)QOMnS_Q6q4@E{Q;M8%sWy-Govh}z)Xj(lP^UySXk@@#%d*>2&n$Ek3)TUF1
zcPI1jMgIGLBUlH5bR_r3(;JYuvh0LI>+L?oS9^sLpO&2sr)WJ~DSc+fKnnx%3AJ#^
z*MKm%`dRuiRv;(@46fp}28Zr}UbDb;YcdM`;(o#kRS2{Cw_1e(ikC@3ZY2fkjyv-Y
ze*OBT`HJD7Z@Z*nr=no=B7okC6+S?G9Hb?~d@|yu)%*RX>PQ3IdEcIBiab9vvVECS
zot*Z=@OD_bhJG{m_$uACJ(8qjKWIwo2!NWysB5qZ<~EL(a(56$Z)&viNM3TsA4QFk
z=x=G`?if_mJx&tt=34CtRjm}u)1gjpd^l1$Bw9$xs+kX*W$TyY^wb+%ZGi`xDudj&
zGHw}u5OPI0pR0}DH#Rm#XG@cT8<Jz!t40Io;P+#EAp6RuOTT%;WIx}?d|4~(=g*(K
zK1OQZ8@h?`%*?uDDm%OLqvbdM`;LTG+r1NW$K<Tr+bZ!VyW4n+;~=;bD>i*1*r<AK
zrQkCL)cOTF0XI-v2{F74)@8i=H#gOG)$}OqZ9~!c&aLf_A&W<G|Gn|wo+%>FSg|SN
z8Mxz^>99V^VXwK3zHU~%g8}{E%GIY@Btnl)Pm3t%t!qAp^c|(Cl8~}2jXV90m7L0w
ziaWcM{B{+rqh<j3Mt8f}=Xe9`q*ev9>MYETjuvdqgIr}zuk4hn6L$vekqVX5Mc-d0
z|K{`a!<8amV4bO@mZyYd88zy;Byq4@xp0+M*qy7hG}gUQ;l2=I-(-mmDgVXN^t>yH
zD<d)K8>_=qU7cRUX1M*`^`Pg4$i;j2;T+letcX`)(#Po$Iph@IFF{OaN1UQOjr*xP
z4GXH(c}rU^FRaeLQZ@Zht8MlBBkJ=L*O^hh4FRZ}i3-L2m>jWAg7O1UDo2;SdtE4T
z9Qo+AdXuM%bxZ$J+bD3K((Mcd!v#}zgY%a2V=;lgQDre(N_|3jKErQve*W|c?r979
z;Gzg1`Y-!@6K&dpKR(to0<-=l{jlD<!=(`~#?}Ip^6e0PMl}7C?&`Fc*@vAL$E|jI
z<TYOZ(%)W)4cKnlqNHM1^q8JKH3z;n>vt(>^18c=#(T<`3b!|x5xd7|t<1O5q<0>w
z^#e=z<f2=+;`3NJK63}B_ivqX`^yAbjpE=Py=t2g>(ZuNur914zZOVF@2jKwIEEP(
zhq5s9+`=^Ob<q&!Lh4{y9e8`OGFS5PnOj5JZHOImtVVO0xw)ahZM8BW8&s$k2Y>#k
z^vPx7PlHzQ>mR-pX!e(fg-@}Z9w7sr`>4*>&V6SxUR$IZy+IY@R$~Nxep%9MGZy1}
z5=Dq0ODekxb6LpaAx7jvbLE$f*k*6~_dmbbraoeq!%pXz^CR}MZ`df2g}#8HWq`mx
zGWHrQu7AO4NMyX?5O`M-)~>4y&_MgXX<R_<U2kIZ$-X=RX4gzNA4;<&mM-l+q3Mst
zgV45Fv+!W-dw(?q9Hk0O-4p;dAWJ2Xb@s7fOZ+H%v6(X^2{B`8NQm+<z*W%LQJkk&
zuQ{z4{W`k29$8Q$&sPtW9v0#T=^}*$9UsXp49;afdv;QIrQ2rwRE&M%r-xASBE%mZ
zrdMaw!sfQc>ZzO!tuO7tm=KHCr_8gTrWO5kv!p~EOsq&gyO>BSeCJMIn+3UAz9kS2
zpay1@8b0%v-VD&(sC-p)EhVW*Qc)ZumH2iO+*&;P1#x=67!r)gWV;EbrmUMzbM-C-
zMlH=Q&A<j5!QsRIK}9W;S>V8aeX24KGYd+$e9#JNz6F~8m7c&j8G~C*U-;9)Q2rMR
z>r8wvSm`5SH~;kIGh;$5|LvJTKJmLB$JI96vw72Mc#C%0Pw;nz)0t?RXNHarX)PjP
z{|df0wYFpEEAv~f+9>C}(7BRH!wr!(+j+}3T^;MGh-5xT%&X20gVX4R?!MOmlS1jG
z7WOT4dlXjBCd!|r{Nx5v$#FcTNXS7`B#=$RIi-nGJ{9_i`dnKL=W%cxogSk=;iQT$
zZ*sQDp2Lzx(<MHmlv{`kt@BZWnZDC!lP^T&b+9FZLhiUYu&0QZazQZ?y)}vh8Zm2x
z#eYJPbO1yPJioLI0TZ60oD(fM-+q0QgoozF-tIt0V*CjM;~x*Rw^hI#NVn|m2MsRR
zRD~I^bg0Iv`fMQbiXJP0&)Mx@|4?ND&oBo1YgPyblR_)_esGW?EHr3hn7Dz@9OsL%
z*HI#?VaaPe6CK>CIOggkA+&jC33KxT^3z;~1*7siw<vtxPLi-MI0=qfE0j5J1)qZI
zxu1nw%7Fr6V=gw*EnTWa5`6c@;aH?7=34M$r^J`&L#hX_R2K*BQM442H~a1>4gg~=
zUi1EYh2k+m&dF?03(itEO4HEC4a?XDMS<J@^U~xF-Vs3=CwblHOW+cuLHopi*G9&d
z$4WhPi1B8}r&dQP<OfhU1vjfzn+94HanJXXC8d90*m}MhLHJlxnEWOHd@8Dx9e$;g
zKLvSR*>y<PM!yk%Ql;PLnyyrTL2%_4BTTpXZMFA#ia&To6`pWj%zf#Gb#iDoSz?S$
zc!=3LUG_RI6Az?uin|eNc_{>d(*FjJjvHAuQywvA%}8O5hK3BC^p~}|kmvZrQrr6V
zQ4hS;2p#L!U^er(frY)CB_}J+$&kF9#L}gWcVfPeP`!pq5kZAyWvfgO8T_B2Vp;HL
zkTZq1DI`~f8a0#lqO%PO5a=@lsp)Geckea1?`3s`(^_xu>14gRMhY}5rmvv4My%p8
zlg-w_F&EIFGqSg~ANkB#GuG-FOOe9%`p{InYCgGI(pEIJbfgc<EI4jh5Xg21stcg}
z>?W(|s_h|tq1i<(IvGdh5$op@5k|{toe0Ros41S=*;)m3j-4aMUN!E5#7gi>_OM;n
zP6J&X3T>H<=lc7`4LSPs_xK92ikg-S%|04%ncIcKD4?sv%*n}#SsQt+ma8xV>h)qd
zY@(_^08Cn^0#1E+%M8re-Rp|!?A2af=n0;E0Pr>bvq`vKbAr9u-^69FACJT6;^YK^
z9bnT3(4{(kf!Q9ORMe5MrriYxqjNfeQY}VX8JHGpoEE)Hv90aF71N}@?q0hGmB-uF
zfq7`3gl{!3KW;sps;C<Sv$0|#d4gmTFr6uaAaKj5dKc@$A5hRb#PZwEZ>@o~F@Lp$
zg2PhhqJlH_-t`8Y5TE(f89eLe6(u8d2>G~Pce=HfPAZHtChwVj2X|~<p26^28F^+7
z-FgS@BupIIBl7)6r`ykUYY#rH*b7Ddf>;1}KlkW5<b6Qp?Gewd)iKSHjt-HwK&({;
z#E511Neugm{`6i=w$DK_fc0-U*^!3&5(4=v1~qNw@-8(bY^><5C79Z46sRMLPO#v;
za^$I$rO$8ZzmBM4DYakSu8I@s?wTo$aZSHE0g8FppT<<r%-592Ld^t)SOwY>7L+2V
zywgI>OktorvR>Xyk0tMUX>rX10efPJRePZlzT+X59n^VtC`s=!aU0|z!;0H#WlPEE
z+30P}nWtZUU6c)CIT8Xdyk42+1KWNdvJIA95uM^vQ#}=jV+21+E1-e00*u`at=GK)
zd7^S(5Ae5_u6DjAI$UV5wi4eYq2{${IMeo$334nhmgZcGQY}=^GZkeOpDuthT|o64
z&->e)y%wzQu~YWY_4E!}B7dmmCdw@p;szx9Y`ZZ-SaLzvGt|6k;-}y~$m~eQ)J*XL
zBFJz{Mbfr_!WEVtc|BE#Nzrq1cDiZ?*C*%ZV_$0dY6o<aZ}WR@ZVzXE6i&1O@3t@@
z^c$z=_!zk@%Ua)*5U)>r6x?Z(EKP0U9V@!l=0ekOW<}CB&L3Cjnbam**%0S@cbOj<
z3O4B_okyY1Xyf}y_+IUI6b+9Z4?Z=c%7eenD77olm%;QcP0XmhFgloK_0VVGCW7oN
zl@3T_24+)bxAm+k%FpO7CbGQHr9StkaI`9<vG+r)4nf7QUQC_2m~DPv1iaFcQsZB5
zNt;WX(`=j!jryl^r_Sk=1#66VtuXinZdNC>Y2-M2=k;|OXjU_NOV+A~-*v{j$T42M
zF>Um`(2z?fQ%G6og9`aAKH_?)Nu1X>^Zl%94U$5|Scw9S$4036s${bC(Md|HQf_;R
z{Gl+tJbHRd)9vCbkh;0S#dn_XPVjKo&k`T-MbfmImJbh3PwSm6W3%VhuOqZ=rKTmz
zqJUYM|8<0+a4BVqZo_$Ka{|(UFwqjU5ao|>9SdH=VPlJ}qh8q>#+;=xrcOO!=#Y&`
zkE2Vqu=r-~q`3wlkEEKho1aQ%z3@qiX~aZ6WA)JdX-)Pb%~%qh?QaP_HUnwMz9V>(
z#A$Dn1=@NI8n&^Z{rLcIv9@p#BJiQ^8fJ2+FgkcJQ6w&KenF+}Z1$c6;|$j;-90hs
zhO>*%ruiF{*TM205N-(Ah#f3Vr-vD9+&e$nwbdME8QJoS(1{R&QH_E?s8Q|^sdk+7
z1h*2kbD~Q<H3dL<CU%@I3?mWexA`Yun|<B`dQg)-d{W%)@^=<lDPbM|!(!Xbq5}MJ
zBWfb2XxMu1Xb<({EDSS<W>2cc`y2l*xmk^O_sG{fjSdczAMW70Qfy+r?tAn|9&_+I
zOe6R0Ptr5_3$2(08YridcB#R$?=j&%^OZOK<fCxm=d6l8T_YTt()HWqQq!IP5Os%l
zxeo{bb|+c2g~w?6JGZwv$*$(wzRbE$6S21A$$;5nkIm0WHeA-7Nu;rsn%>6I%a84R
zlVCN&C;u^crl7fYZD7GyAM`Cs&s7qco<>CIYO$CSOXz8Fz=t2U-0(3Xe{c$55!MFx
zlY)!7Wf(9zCX9~kPg^#o%D#~hAM2c6C&i9N`nl>1@x&%J__U}$Ip&9k{l;;h>|Taw
z9nPH?;H?kJ;aD|W){Sv$$<*m*OA=A5IgUQ?gsTnP^uU^g0ay08eeA#6aipW8(^RFc
z{NxD`+wnVIF;f-^8WUhrj9zjHL>H<ui?}#RQueLlDaQ?@j@@!-{p6{_WgJyqWAVN`
zcC~UgZ=8$b5}G7x=xd0w0tXEnS1{&&D&$xB5;M)orm9Ro=f+<16`iWi@*Jx;$|WTw
zZQ3}W04W$5%<sdsXtX&AdWAV2=R{xcj7O3!kR|F|{E3C1y*w<rrFaNgx<!DZ<YXdq
zg&9)cQ(&PJ^jmU=4gv&9FXa7I^41NN?0jVR+F_XV;d0UTv=7RV#1fnHpwhdAu}Cyu
zRIzt$?*(O%|GkoS^-tS}b%&ciu3qO*t1)HhqBM%nnQ;@<FKJASTW(Nh732^d+dRN~
z6>2O?X#Rqa$G+BhIf=XfG@^>b-mI`0KO@!I`D{%>y$F9(?;RzvwN}&D%7!Zte$#Wr
zRS_Q7V#-QxfV*dx?jVv8{8^B`id{H+4DH7eycy#CmCN0d1fDeH$2*1Py+N1Y&FUmc
z%<=SVJZ$hLt+0v3Q>pGQ>&f3D)D6ZhcqCI{chOs|USdxN*)b((SVPW0%gpway?m^Y
z+@qWlfj3myi&f4?J@ReC<l}b^tr4oirLmOLSg2-x%|w`4j`?RgQhA+oqcpr(SeEf(
zakojf)@F7Ivd9S%NuIbcvEnubYM=k`8a(gM-6z}&%?zjod%@}D897@+Gq?eeUj}jI
zLGPt;g|Y(qxjW-@(F^@^nI@~*MPTyz`|$L{fV#;!oz70f@Ki4@XL<*jV0;x!GNLSU
z*0`*uouIqdTrt_ESZ$rmZa({&YlU2K*WTnYPMUt!Btc$(ror*egr%vb)UcyK;r!1J
z4bAcV9y%YZ-<MN^zK&-Xv%YNbf<*3wo@x2bWcWp-C<|g8Yo-efg*l%D^}GB^;QjTA
z`O%==Dm$~wvF!e#@&EqbK@jeJlHyd4E;I0XPKmNU^kfm97PKJJGa8&P`6Z9FY*hr>
z96I-x_m&xcY6OtT(~3o(-FsW(HW>XvNyQXtrwQS83_6)tn;0Z1*5%c<Eu8)^j5piw
z>n5(07|oK!1yCPp^H?)CP1&RW?uHf%($ZyX32K&CyFmO?-v0gFl+?K606or(TP~sr
z7S9b1iDksbe-EFwRi;O*$}pEbytw__T?0&%BIOfUmKcQ&=eu(FjC%}8Pc7mHrMq-j
z2c<gJvc+mPx<7jzs?U(r*T`DoJYw1$5(SU6+f=rbO!zoY_5uVIWQL;>GSs_;0r1Pt
znp89_QIC+z)YtgiYpSN`*_cQun6D_!=<y}=Vl2LAW7_8U4BoRsATooqlX7e<7QD<_
ztt>CDnAX?r${pVon5Gr`CilWL!wDG6fuvWbkda=a@p;xX>a5D4##gsW`qv1yf+Obi
z2#aRNF9gha;^X8r<E)ehVEt@S&mDEkSF2(v@w-u8hbG@26MMd4etFhtICfQ}Fps05
zSuW})oMfN0cd3Tk)v1u1_#&T`xD%_B^XAC)@p8w)o7#OFEzLD)l%ZE3TFy(elGZJz
zm9$?~0ng;}QOPdW?;w)+ER_We%127Z)L@5PuTx+Di(Ef)2;BwlrUtrHQh?RVc?s1N
z99n+VA?(coJwKX}V!i0_wn47GQt4VvLBH2e=TAu9`Ae_kw*<|$dtlem&kT>&Xw#!K
z3qvOEoGy<*%PH-VM<m5ina<bml{GDO6Pi>9D)52QC1{ZLicI|M1#*4cwblZgNv9g_
z`u7C|hmHD=SUYp~&uex~^r<ZzS!E1A6ti$6ts6iXpy-ufPJb?tO}%1(lorqjYCGUG
z>6eISl%DNkVdKrPkE`2gPF5@{<KSS%lpBi#$o!>k2d?WNTaT4XsTOYd*m=h^z8^}I
z{~Qx;JrVRrz4TO|q{$P{sTEdRtm);@JhH!rt6EB*DE_#Wjpr|~C|$7;v7^<iKCarq
zEpUgqmz9$cliNUk3eKlh=xmauD8gFYv`EL;DSs0pYH)aD*Bqy$0n64h4In@1?2|gX
z4n^Ml7glGP4t7&H_%Je?`*>hct*Gt8Wfk;`P>ld=YK$pOi_<y32oy1^e~E-Zz^}TP
zsi&y9CM&5wt@Mxq5IA6}<!_;ymOTk_s9{a0ew8rCgE;dRhPl0*Ssnk<_%E{y;-w1H
z84KeND#C3=y$waau#F6n@u?z+JW}Q)Apq_;=5y`*0FUB2wmX8UCq=zlAtV5iXS54j
zFUObln5*tQNp1fxd+{(Ftd2;}!SpmXt_;kV^lXypmF|*XG&q$mf;OQZd6t86JO5rm
z%45M7hK1NEug^*TYgm(a6OGN@nc}Pv8=_1A9M)#t)6hU*`cREW+bad{paVP5sk`qj
z%*CdM>L*k`2sh&$N9Z;u=hbd+V4G+k6hnC@rwlIr>>A$@%dTM*BGOo~pPF&gbOYtC
zd@&t|?ccExJM1_0MGgz>)%yfKKBQGKmXs8o;kB_IR85Hii3;yDIs$jHK1$cvrH?Pv
z!3AhuwrZ~+UMlG1yK^x!#5F~Mg**0+AH6bP>07Nxd$qbUIjTmbFD4;i>%B#&;#ICN
zyGXP4zGJC~RH<pTu6vUjALZ5kv1dFrI^E$$Un{t!1H~p~NPBBn&M6^vGeOr?J-rX9
zCA+7*tddXPwCv9P3{Ex_XM9;Dg+HK_ZgA#7%+1`ey$R&d!H*r#;J9N$nKS9UmO>~e
zojA82S+ULe$jt?^Ap?Rqt4gzU84d)HrOzGrbencVk;-dgGfGc2<dhZbhFif|SL~&f
zF`{&_Hv;nlRKzy?ll%H1$9j5%$H5adwePQ$s}PoE;mz1%sYKfQgs9i%O#anU5BZ05
zhz|l^wQrAUDH<6$h{BfIE0g(5G&BdV99Z0ns(Y*?zerzJJzak3Zd^TCe53ch^#_C<
zEeM2-Pkw2%%r~scbHU2z?8voH*Xywm>%k|xV%0Z8HKozT^0^VI5efwl?JFcW-*o1B
z7N^(bC226_zlhxijYx3QBL-?2#q`KHU+WqwKX#24c^1Q?u4X$9N99EnNzY=oMOR5>
zMb%@I-<Tiy8iZPWPNVb_NdB#gCvIIWApSW+XH1dF>`;FNN_x&y>{n;ImO1R7XwMt*
z`*%$;oVfnQ)!I-UlGDB?ib&H{Ss(1ti{h!>{H^1O6%)Ky-}5=0yxPmvg*IlUhIQW@
z|Nm%1P^%JsIvOf_ALWLClWV75OHky5`Zwl;?wg-9*=^WQm9;?Fs`4?I7E~0h)ROxe
z18OD_?ue~Oc`(w;y?yF)xRyUg5)!Oo;~j80TrZCY^u1-0b^WQ=A+_Ikt;t{@f5~n)
zY{sgzteD+@X4*`gE+=FmG`&3^-CJ!6cY68nCS+6(f-{rUGc#flRz&bzu9$Zud|(i#
zJ^JE-Y7L&@u%A7)sA+aSv0jH<i(Xw}Hb+h=j*ETP5yi5PZhFPsG*;&s{Go4=k=6P5
znzhHtciLw~W>bhg47MtunDHJg&c^6|%7AmT2VnC>Nx4?fNb}3dH%IA;q$3yjuRQmv
z3HN~`@T5kWYQM1i-vI$>Wc`n&$U<`k@{kU~J+sojdg#|;s{qsDjMF-AYPj3t6p2$1
zcRmXYcO4UguMBaa>L7$@41xDvs#5qf0uZ~2mF)35$F$wsuwBQ!Yk+E$;j8DQLj3W>
zdCOb9z^MCwDMJK8l{MH{xI(Dnty_jWGOS^8D`aIXKWd6~e~<*P><z5MmoMweV~*vl
zrKUjXFFPhEpBY<GL(kE_B_{MvoM-NQl!R8$YeWzWno!M*!zK>C<z-n13h@;In%l(}
zvbFT|-0zv|MPwfFtN3$v#zpoF?!+^S*w~TIY!fZ#G&J*YM&H}e2h#B17Elxq`Q&qF
zv^Wc_Xm09hY#pTqmkoAyZ6>`MS&G{gD86aLF%0Uw@h5!EhH2wx4ndz|SSU!GeJ`sV
zAHlc%<ljl>)G~p2D70lgSE0e_cv+&CiUbAkPA=RnTb}mqznO7f;oU;n`nN*Mpy2hz
z9~3KHvjE4~Xtg?K46WPU$B1Cm3&iQ9?j^Fm=;f#;ps?7Rk%Y0NP|ZCCZXhgAc+QDE
z_)TcdCp*Ao>7_V*KOPQeX|+P0SJA38L4zXw;o_DDB*c_!tHzuf7bW0I>GF%7GuuFi
zW~?19#TaraNP%)~FM@CM;}cETcFw7lg^h556O|Th?Ua;q33fp8up0+j$?+HLL57XU
zU|lVaC6M3ZlW=~3y%O%a`U*Od1m?lq_iJiE#}H{JYM8b$mS44FrO(oyy}G#kj#%8N
zr76i=WI{K@(5jGZrz8hE7E)`d!mElD+A25<GH+r}6<X`3tAj@hH&Y)tkk5T%Qz>^}
zWyYMnOGNH6K}^y8iqeFxOLlt(c6V%%U*oNK6mI;S1<Vvi>?Vy0oXDP}_SLSj0yr14
zbgA&jKvy?TX)Ku7`n&&%0FT!nta1*J`1w%@JtVf8K0x^_PFin~nA1<v<6jV<E$d!<
z`*=C#$`Il>k^zs)WYqk^1%a=0d}bm*``2q|HQqQkN(7u}ARHon4a&vVsYlPMq-j^}
zkpZ)-ljc?%;?fQ7B8Ww4@E9s&ZhA9-P8_0j`);f!=CAeh*mWmU74%gWHkT6>{Gww+
z(;}zU;v0l3nZ;56@?TFcm`Z6q%dNG-+wxf5ZUAIy9qlSQRF$*bz3J*ob)h!lN5ab{
z9+yhS5>ZRa9jB`eHaPFde>wi)>KXfo&0yhYVGTyX$fGh1abLtLQ_sxMl*sG5Z<z_;
z3O8G}y^PZd&6MDg9HpIWl|}R8&qDKM?QNr@ukBq*N>*pIlmuOu^x^enIt9pMo;b%F
z505TO(%-9=FwuHY`<TfS`5Slfhp_aDyiDYoyM$nBt-;4YG)9^k&YPVo|F7Q?{{lF^
z4_^;i1JHPo&ZW}kApBLda>iWvONIgOv8kr_I_8O+JT>YlFSoI(FM}^>ZfDPnaZG@)
zlrkp*;rMPE%mH9?#R)sHySX6R^z4ha4Y1*)rUeH^><$3(m&)Vyi47QBfZMr0Ua87l
z_!a7zu<7-p-+hEJKB^_uxzF#xHn1Su_7kX-=GZ;UH9H(=!bG19y?N7(IR6@(RNXfJ
zk;4C25TMMuqUm%XXqI6g6LWXYOQN=FXt#s6;p3b<wRJ$f23*2a``24P7kd?MgQ4~L
z41fl#M*GxLi#?9DS+Z32QVJH{1s`f7fKw(wHvHB-(FaRju27CJC`^x^_KGBOP+rtB
z^uwLR_G1>cXn$0QwuR}xWKncik^5RXgOigr@Z&med)Z*|!?>RdT+Qx>UaB?RL$;}I
zaEm|D+TByu&6m{!H@$rj$T9TdRj{rG3*3m#ssM0bqpO|0oc7I0lbQ^!<z8sDeIV$i
z8Z$wQN>~nu9juqz93d2T$!8VxLkZj>UqD}ISr?I(^Wd&Fxb;5nLGvczb4VFbPoSS_
zDMwBu>x?HryCQT1ZMh{CRnYqBg%l+$NMBiian2cHV$=&8)N|`9y;e{gaU>(3E(|!I
zE3+0ED|BT{2{|(gPm@$9XDLG7$4}O}gDe@KxhqtxaXe^=Y37j?JHJnPmonMv^kXtN
zKkpHzOO=rC(^$)&{dA9L{(Ud4q&#hdWDVmLED_0OVb`naRR23&#S-%7$|L%f-l7cb
zm*tZE;=_$tE^#kgS+yGXbT3SaI9UPCkTq&?z~x-I54riK*2QKC<s(RbJA23z9aYMI
zebzr^%iA<`d`rkgMB$<H+=t5X`R|F$KO)L5+qK5^piuU-+tWufq{lpPyH5)b!SndR
z%lH>(IupF1!P)@}{PLx~d(HEBT7JV1_KcxJKF?L|+?x&Q)d#Na0T5l@cj8VWFTFpH
z(+gYBCRd!54H|}yfN@T2cYF<-xYFC|wwDh0EX`f9Vhyitn_=5-4sAU%ePsmE1rqGR
zNZgb4h3u(W?~B|^OG@hz&uF*5^8xbZH(~AapGxlkoI*^$M3cgEm0xlz-}Pe{tCeTb
z4BTr9C;9+_qKq2pUk~KnZDA`~y|U9!p69jt?Z<pjnKXH?S|W%01U|p_-xNxSfe-T&
zUeJLwiHN9YzY*nQi&^mGWr{HZXri9Rx}G;LzX5SV{|k0=NutQJ^VVOezsEUi*Ij2g
zOVOJaJ^W-J*Uf>(6nHd=IosB#aVu0}ldIWGkFsn;e@vtMRBGIEnHa`8f3>@K0sulq
zCWQJr;*mVxMrIdF9H;+zo<DhN*jFVI|D*`e5oxH~oVcXNbGCMq_`ay6xLRz${pLcm
z)-IpH%SogE`0NB&7F#knHdFP`I)Qh^YDl2E<@pX?iADRvZMWBr5`dKl;SRCSK;u}g
z)TtVLoIh3_(jb<dLLI69dU&mGdTla4jZlVu-k|MnN1q<&fbiYLV#M^-@lu7A&PiI#
zFU?!Lj()?b-R-Eu+4q?rWM2(`F*_*qwp2+9K_q^+ZczSYjY}JyXsVX2Bhq{&_Ha%i
zs)Ka#!S>3K%$Oigq}_k@Z)9R`P1MF5XYuKj-O#a0!L$xZ@sF2zAL8=@=UWPMNiO3z
zHtU3nO+dG%4v<g2{kE<G4Q~3ytELqoe%lH<b1>7OFTGa&ENyh;L8ujmOn*naA28ip
za(n&xL<(zPL@2cW-$e3@>+c<qhpUC*u8DV1>|0lM2LI>f6t^Fv!gZjNs>~d6N%+vi
zR^FZ%mQ5?bb;(>6Qdd0_H)0hxPPrK|E^@9{0J5C=L9iVZef`Jdyzf~YeV6Cl|D<Fs
zmb9?V&z9w<v(Z$U2YGAex|wtTJD8}0ZC3053yo6ha(e|=c+=g#<10tKpcNcZKJ!Wv
zzSBOn(>3t#P(!%&#J{4~c>s5+p~=3y%Ci=|_NWVhH#Vw+Ed7Vy|6+o}lvUiFQ$S&f
z0Qg<u42;r*?E~*uz!e7kP}!-Bm3MJHd6GHbUxlB(>bt8l72r`sLp9ZQNi5w)Pqhj5
z88~jL*nRzZxuaXQMT9L?%(6zL5l;66{`2vT!eoLp4v5{vl}0)k4pdx^tJk<5bU7T_
zd?(aR&>5j8;c?OX@bB7KaA;6X#dO+<S(s>TL)?z7ep30R5{Ku4N?;PAND`3LT^AD1
zy;RaRG^6Gs_xY*W$8pY7qemXz_l=frf>^Mfv}sx6r^PZln<x?xLJ$}L7mb|}jdeYL
zBAFJO#W|_ruuEex9?Y|{K3pyLF3h7AfsfF(B6j~x4hNP**~rGTpcj-C>>o)TB)f;C
z8O=T>MI@7@R&p1OMn_F?>AbMS7<(*l4!F|)_*{K%dqs*|qd^UZg#*eO74RJcm;1qD
z9yAXa9*kn|YTQnMBFfXTjlqPxm}~Q)enp7@H!UF`h$euRH$W2J?CXW()oQx@zM}T;
zC0jAqM^k4Rc`iQ>J2yp#W`**hPya%1p|@`9iZdKsaZtNZw~*+AvX6K<P0T81aM|hO
z9ohdrHyy-|531`LYRAL%cql$+-!`W;Ak<4xgPFQ0=wcEmWhrI7o}N`%Mht$E-dx;4
zE-y+})4Y!d<Ah=``!B?%jclA+RJktPH~1Rdv~#fk*Arp5ev6MO)rhqBZkg!N=57qT
z&t-in1-OAtPti1&_r8pXU);%oV1tFjqkn*je~~E^Dd@-GGoc<F6!}<5md7Zz{<O8$
zLL5LEATIM@XqqJe53MHrv>F>ph|52ZH&|QwomfpTPObl$3W+!Scm@(xEQ6;==K)Ud
z!tmvs*F|P~8X=eal4*z?+<1(l!hy8uz{2mxV_<|+`|w{UCa&3MBvrpG<|>Y!d}&xP
z_PSv9L-~+DK%v4wk3@GLDF<fe)!_qkp87}URr(+@!o4q;cC}#u71SD_Z@S2%Dv%Ef
z$Gns`|J3~ePkoD8waI-RZlhAEY`GWdZ?n!5X#zGgis^n?@_W81m>VU0SU_2u@L>gZ
zMaa=SlMB?GvQ_)K-eVSR#I=}yq3ukRdhe}?$nmD`DH509(r-GAp{`d42$klq#<NgX
z{a)OUd&PVgR0>s4R>d=Zn!iRICwvUc(rY#nAIs)!pT63RBT>zuw_pCCPCLh>=r=#Y
zF``nB0h_waziYr22_%wMxCzd&Aop5VcJDa~_Yt+_2AYQFXZM$O7tPqy{Z5Y*scSa;
z!Igiy&{Vt;JF?HJ$ovq>j#~QvRLo;l-mfq=+PwwyX@+1MNYK5DEkw*#D`de-3aoso
ze8*^Y7OH=M6uyM|s4*cFd;u)N#u*%P!OCf`h<C@A84Ja_h+jZ-U+ob(73+2&`|o4e
zg4QOX@eEdHe%shydU%pS4);Lf#~a+oOup#iIFd`ajbmIxkx8zc8zB@|_&ouTT12^I
z0YDcH2hjsyYL#L9J6f8(y~?3mmQYar4|zrJ!(VhqN2m3{uY>W5zkJ8r;slEC#QFK=
zdL}i)z7BY%#@>l1ra~9*6EKLqT4(d2oQrhO8v2|_XecxEAGQPep~RjZQ+@J?cEPwN
zPnexln+;cXD3mQMEPN=}UBGg0t?(%C+?rPC{@om}FC3#0WW4Gz`@}rf*vP(sEV3JV
znaf^VJ}@=ofE*L8t%)7-chplYj!=g~Fb0A`(59bC#N0Kbp6^YZrkS7XkwX-{(aiTH
z+PEH8vf<>WU$l?d9Ve;p-R+{9_=k&upEKW#N?ni>L&n_souej{L!3U@ndtDEFj&AH
z{M}fVr74n|r^+%ObDJdb@iOv3mKuH<=`>TwT|)+B^(1a8+(HtNynFSF?%GLdS{%Gw
z%vWI*uUIKaqM!Bs{?K1z@qu^MK)S)$3o#ZF%3BihuXB!^lY0@FB+S81V^c##8eOo!
zKv_7TKbv7kDyOUCp?p>$rCPo>Zqm9ohR?TV$5{S&FE<HbwW_$GyufSWhOChrfZV3b
zux+-7;Us?j`s3uptsn1KBV@>rXZUHtymN9&&SQi{?tA}-{6bpq+xh;3Wg3+K2bK}m
z+W*af4}*ajlCN)m5FK?Ll<Kib@zzK@qunq8(QsA!tdJ<WWCJK4wZ_ULhpe~OlD}Pp
ziH@^H?Is;Z68#`@e2)6$3;lboVSAYsL(Q<v-0JW|(R~cem>@4d{wqn=R~xplQ5aBK
z=EPl0j8GV^)xQwtRh3A0ulakyOFQqstD3AY@f)@p#XhpXno;$i&g3Nb@#~*&Y81WA
z*I^twf704x-o!wwy<)j=h5#dN(Ca+-(r65>(5k~y6}y3PtXlPBO08fmT<p@|Ow)?F
z%&WCd<PjZCYEY&}z<4KXH>rAG?XcAXuJdhMVRw$#L!5MXGQi3n!aMU}K$d@{?b%#8
zLzrq!jr#co0GA5f`q$^QCJHuk5*x7GprBz^^pFaEW*M&|N7bJl6v3~CH1>!I4>NL6
zQ4ZBHA?}Gh?gWQoetZ#ZaR~Bx`&AQI%av3n+=s}36K&^fwV%jma(a{nrX^vrHGYic
z)R6W6K0SwA{}XI--J9dPV8P*KrF5MV=&erimTG()o0CpEyX@UXEQ_m8c<w&@Xw7rn
z%Q59a7%N=n!@sSjdr%H-DHeg3<xkS!>lOQ``m02Veq`ixS)H6hofGD;ea|otm~n!d
zS0GmZ9Xp5W4L7;5oks7WDyP7dscijj^#Xc~iV5I?{H^d|+`V7VW<>^FvH@X;0I3o%
zdquI7>|<a3l5*CYYc?IrZM$GkV@|U&zfpL!W~eA4J`fp7=TFY?R7Nd5R>{WYLBp{Z
z;^AjZ<ntmzRSMDn&_g|U5JBOg6fDT8==ZALjjfM}Ckk;-6s~-+iQ6ihu~@*8cIN$3
zqvs7BV~ujoSQ}30Qp(%>#CGOQGV5vl6G3OJaqtAr!)pUDa|!&j&1_uD+X`95pS;EO
z{7g9#ZN7<<UXb<b-&d?g-$*wsJ3+^kZan1<{ddHEk_3dv)SPK0oxtbj&+@8p{0MV?
ziz7CzJ?uU@Z_c_<JR`zayS7`f`bhm#y-!O=FH^BDx}1txe*%melIqXOa_wFgfki#F
z#;%#s*Tt+<&{e@sbcyb5;^Sj|*R$e5zM|FK90{M8_r!;qs~d^qevtbPZ$BSSSckh#
zX+mfC@5#;H`j;sE3%Mv=_?04EhiYbc4C8u{QAAS{Ts$70o@;=_g%Hn37frL`>=yQY
zBnPN~W1w|Lb4?k-9cZs8No#)?Mr=l`Ej(ETzXNSxrP-Vjdw&{?XqL$i6)~HMMI&JQ
zWHS|^$Lol>(AmKNul1fc4Nl6)ucPyi`IP>xOYC8%(KPjw+5|v(T9VYh&j0276?i@1
zH>su$8p$s3#TY+^e~m#Ioj-FqO|SHd+jMt#|2MSmA0ZTFpf)>*D&II5eNTYG?Miez
zrVKv8O;(@q`Ly3=eOT{$KBe9bf0cN$q2G`IKsE)?OyzlODU==j-`&ZquWRm~FX8k)
z$MvUWv87*0VG~tKnl!3+n6&fqloyfue~5d_xG38%Ty#K@S5Q#_kp>ZvZjr{IOOTLO
zX^@bVMtv1Qx`sx9p+mY$MH-|XQl()Aq@~Xq;s4)f@88}Z&iQZ-UtWH`%skI?KX<Hk
zt!rJE{Ou5lv=>3gr+a0@z8NZEvh-ByS7;Q=r_(@fbua4{03E<;hWPiOKtq9+^V8a6
zJbV!FaNBXi!t|1wxfoS{xuqTzxjfXGd0b6)SwsX?^ZH`9X!BsUD_?Y{ugTu$_#bnT
zwj4P+`4@9(si-{e8k0z~#BUpWk}Th&oj@uIo4pNZI}Yp$GTKa_7q9PwmaFHY^xqKU
zBa9D+OP;PK6aCXXIoW)Thnji6evxjBRc?xs(xn}8b%@k>+Wmw)+uT;toLpV6bUj^&
zkS+WEjr(pxY#+oH$sWAEa~nOOhCn|ZRkr$R5#kEPb(T}HXH2P1rpoF@#PYr@)yT+%
z8g~D-Rd-DvHU&bxD(w;?g3YBgmCeSF<f7zswzQsZBUd;)S6^R<&PQ#x8bC>2&|-;?
zL%<n&>9oJvDJqixbAN86Ip6y(bSav1Bix>Ogl_Dmg}7Rp?b$OmgoX#4JZ6@>OZFgf
zpA<bBOD-iZRIO+hFM_*Z*X12t@c2I<V{C1bDD9>E?dpLjBx_SIH94@YUyrKk#eFC_
zlE`>FUrAQTL4(N@16~>*6#DM)k~s+TQJ_}6QLRp{qpbHAcLX?C!xm01n=`l$xkz7t
zFEg|JgXEYqoDp7qMh0gV9@O6tW09CJ@b>2#hEmy3k#Wq*F#4^fH#)aqzcyPr*{BHW
zKGl0s(UhW2{pz``T8e9Pt3`pVah=~}&4@3)Ju`+5LZ+ut(_qCKVu*BH%tOPDu{eZ5
zbVbU*jQ&E4tLvkUfeThmnSEULxWU!y^*RLRt$>7}V>G}uCbS7ft6ANK2HAjvYlhL=
zrxmbDO5V=hN-BE!0UDJQMv{LhHu+58$RDs8Q=epc)rt#vOX5xQ+Q=%{__~%-OR)?t
zE(5AVF~uVa%k4+I;?1adNp7yaZaW^j>p1vA50I0N!8>bz7U%q_mY`i<(0BCg()V9U
zna-0W9fGySOyuX*oLngkRqxz+d6Q1mg5Yi@@O+r&u05#jhE5l34tWv(U3;LJ9ZH)1
z#IKxg^|0D~7xME4y0zdAiRq=2`Bbw5uEv537#}uC?fCtujo&nF?~v=dY@vk}KJ%mZ
zaik+4IqSFFq!G`gyNiUIiO;$xFCF7^l=x({msp$EdGXC>kVClEYy%JJ{9xvjwt3ds
zz%vmp#6J`%dcN-kew9IE#R*V!Ow9JiUx{?z=xF@iU)Ik@iTZLKcp=9ni&gb*KD1uV
z!|g6{sBz=1yj;NSaKwY9@6htTxHW#6Bdt^;{83d}9qVTy+s}_x41MoG3@pD&^&k&g
zi(hJ+&*u-mV>hNtdAh>tM{`ZmX!qdRLePPyHeIsD_G3t8LHNK?<Tx);z5gL!vm&(A
zu5>(k+c<lXR-=gsw|&elEPSXC)zN8^HujdZsd2%~@5loY;9-Moj<IONSkuoEiocth
zz<_CYM#eKVK3vtdERZdVix83C{EG*L^%WhlHAc2qJjR6098Y7B=KK{UF$;yqE$QFo
zp_b8i>Ve91H@w+RTu8gY6&)q@O~+n!BK_af3s3I_c^rK-xVvos2pb(oopkP9UkY`o
zCE)9NRm0r(q9a6^*LCAQBw15DDDryBhhU&}?Lp46jDi)WT=vZRImTk}zJ;-6$o!|3
zXZ$d`jxeFfKD^XCec<<PfXi(+tn|L>X-heb>A^uT|3o>Fj;>0>cq7k-0Mb<;p8_pQ
z9rlOS?#Mtj`JHNZnV0#U_t#grAMo<l)SP7yzU3w#|0gW!qJ72Pc6m3FpKs`k!JQCy
zLDuXEnVccrUALU^<W2hQwS0|<u}e`MXO*>0p|e?Hcb#44UW+bXpM{TMF3?%48+3JN
z?)_9Ria%K4%YEA?HLCXTC?hJ0E4GE`-wE}a${aG6o&zmB(}?euR(GV>ex;9Ztwnkq
zJe@p!y7=tLGgci4SoPquttFDV7{wpHbnf9Xud4vi^`@RS(cpKv_?*e#<bZFQaOL{~
z@(Y7G1QfnJ)OG<kKa1*mMbbz9yL0=V%He!S{_=wRK<6Mohc&3Fw2o;_U^=u#IQr?@
zD-!D58cC8w1`a+m5B>4x<c+F0sAqpB?2F38Y?V{?%}%1?4U@(NDl{@R-?E&uEU1U(
zhM!L1Lq&zNm~U}!E$has-e{G!4MJ|D-!avd{GsF~egEsM?_`C<=hp_YWf-%y^NMqB
zZN9{QG*74QS?yeutC={^IM~Bw(rhO)R<kg)^x4bOIr<ujDdw7&_R09&%W?YI4{ynn
z(%To*f7Z5~TjgE)o`u@W<LvA41Vp!Do!A8UV3y6v{jea}(oJ_`B5DsOs`E2w&)MqL
z`_<MZPP!qgzOClFt~TD2u^HX7IHih{_yv?Cpwn>{clHY-pIpO8jF=y$47g;$(7Fct
zpSJvD(lucJMKNE>VMx?`Yf;>dPxkKafDYXx#uu!M!rqq=cIzF)*8hA935nurwRpXe
zwQ=3sGUa-$nfnl|nRy!HRfcB~<FM0MhZ<~(+M<Z!+F1wJo*x+}1FZGJv9HTs-nY)Y
zLU^BjaFJ2VdJdCZm9+n&es|_43l*<N*_Gvw!~vY&eeP@@e8ge7#oZQiyc?5D6nULM
zW|eq83z1<Q=TJf}Svl;11$qzh>QCRrGd)#8xgM2?iX5eFSw2iTs5s|v`DB2HO#Mo&
zBAhMD#*=T}_jr;$E!X@Tb7g)mANZ~S*cMh43kJIocIUKwI|fN(cx?DnU6cMP!T&H@
zwDbkVnaA<m)8ipQnzFg2Ka~s_h&nKP<N0aENyv2hd=Jp8yP>tv>erNg@`!PnNStuU
zw;>I$Am?R2!8wVAEj8%%tuT#A_4QVhnCY2H1D?HpOXoz|c!P0{I*E`rL<YD<nknt&
z;ZL@5<d<j*!x(&pxQy>hP{(L|c+?>1o$|`!nxO6HODei<5A{P5)m$oGXUq`6`Acha
zMeD`WRy_hgGORJn!NHp}!)2CiENbwAAL%gy=~#Vj5T)ItbmaB4LTA6H;J$HnHoWne
zT5*XDBV;_3*fI;}FdsvpIIIpglnN&)H04hP1}MpI1@YSK900X?@VI_nz3*LMG~u)F
zm7ZZQ{>1D}0os1WEIz^mFr&_Is%7u8<&BOwcZBh!<6qMvSvDennP6QVo@I}!Z3Rm-
zwjB>p)$LpgU?-wT^}A&4wj}LBxuU%O2@-kb@9&>%Z>&qO_GccOtq&*#)&8V@2x^yx
zl#>>iiBJIS2X<}#kNLRYmR)0B14M7QN4*tS+orPHG<jl%+t1adL7>MT#+rMmiwKi^
zR@C?9u#dpg^O8Hnm~x7@Utd+IJbgSR?0#S^c(RYO>u9eEHFI6@F{iM2*}q`}h-|Ik
z?_n2n?LJe0z88hPUgLY!<|+4m*G&B|bN5vKBTL8wG>dpW+wmQ4uTLPixSdPw4+=GN
ziU5Z+0CRR&VPX1F)}|CDdWUu6MjI&21MX}~71*Kkg>vuTPfn%_RN@*JAi#B$tUkw;
zpn(H&Stu?W@gt(V`{U6C<{Y$&^?nxa>u{a{@O25X=X!1XQP8_^Fy`Z{3@RLJ%X$o<
z^A2ph_t-}@awc_%*fE%i>es6rB<UPCJeVJZWk1M&Qe9&AY>)#Ni1{sv)#>kg`=!z9
z$t>=d8IoW44|X{Ag-5>HBuub6cU-c(&BH)D)N5PZ>QD}N(;6+IXn(<Xai~>Fb!Z2y
zpVyKDYE3DTD4ul4MJIKtVVyuxiwf^o=|*YT1~tETtIn=CKN^H-F@G1Tamn=6*B1F)
zIr+32wEdHCGr-oho~UL%VLY@pVvKr!!!MDE@iuN_f0{P+J!w+@HM>}ejx^511HPiF
zE2U8WXG^~;wqB;MQ>Ua_&W@|KM@&D35TROP9#v`=ls3L`HhUIDe$J2hIA@q<p$Jh}
z@==&{8VU*j)OS^0ruuK`HEjrBHd$)v?q|>Q1*e$hYBV2YAJjlG+QIM`FdH+)-tdg`
zg0iVf3`z05V*!VHi921Ju<)M9BBsw>%ESe+l{ac=k6T*So`HzL_PL+}qdGl$?~QP9
zSj~aXdA(@rt|<@MpsOFg22*p~xFJtKMD`6^F<Aie5(euc?<jc63j~G}=Hli;shWwE
z;4yDCO*B(_O{8`%pXFww!4xi^SIn>xhve2wD~%9=qyQZ4FxJ@>$K{EtCW&0T0_q8V
zOYLO|L$%uzp7G-Dj@8Km(EbjF+d3d7bl?91Eg2<cHuS(PtTY@Afg>yUjk+0bCPJ%R
zwoai@U}&fgh@p^EQRRp@&Eo7&zr8t6y#Xe@X1^M6uxe$<{6~y8UEegMx21dcp2xEf
zB%rpT7~b8A-%5GKha3B6w6}gn3a2!MxfEtzb@P8Cw=jT;S|;mEmKcSeF3yMdm5|(j
zyV0g**P#z@9yCWwCExt}?{$f}jfMWj$%ckszkWg2O`EDv2(4HKPUrJPapAE93EWca
zmHON0J@NE_hEU}HtrSE?iVXX;<_=AoFH>hd5DskSJc~k1(QYkXAQYkWg3(pma_xzd
zmZ$>P8PO7?boKN|<2*-UZA8IR!=GQoOH<VLwc%uBD(6040AUYYE2Yow0&CsxPs9py
zKKrY3Nm9N>hSkmrM1fQ?fn<M`$!G<d)c<ZBtvAi|<!k25ez<d$qzcP_JuN1M(NhAV
zSKeyw1<R%(rogu$I`Ux+T9$1Xw)Qo51UKt!>c$+0>*Iz$S9da84dp2p3RcnupPKwr
z8E8<`V(DQ}`&`{=uDeVU`g!)W=14<Tl0-L)r}{J1)HX$+Nj9RPp&>fJI%XONt)Nql
zjG@=5nY(jybI)8W)PaC>->cYG=KQj{%4g5vZ@^_N8aXY4S80lqqvCk5QT_S=e@$ru
z6C9NIx-l!=cC=i#14B&CZc1)ltpR;G`Jv`L-=;xZz!$wU?d9#QRbsBfaibb^YV+cy
z;DSFKn`F|fw^8<*i<>boi3B1LejRbjz1~)w-EO8yg6mqc7e$D`#(HmiG`e2{M(o9l
z7ef=N7Tt-xAZ3teVt)3Z%4x1(r}oPf2o`k2qj686;W*l&5hutUOu`A=kJx9Y5eCcu
z(PA=Lks+GCSmhepyYUZk35UZh^s7SWpu+}qZ)!ghymjl=g2=E(vU^DQRpq+m|G70^
zja^vr9PeirUe*GCk!R3HZ}V6Z*VBn_N1fC7dZq1XQemxfXszY<lxT%d&Xe}?uI`B!
zDWu3RE8N4M6K|<C<}eb~POR;4G`HOF>b+?A^v^wQ7h=0VPM0YtSa}Nb*c9b)a)yX7
zYWF>kS}dXHxPADig!=bypQw;i>M8Z2^w?|LoC440Cp%kx+ZUd`6kVRMgFtNmaI%y+
zlTsnxzlU#1&M(_V-1MHohWFaFYZ|m!zkfR{rL|pAIZXUAH`A4{UENca3~C9+0+E7(
zf|^yj|5F$HFTGe2xYNp)_p>*ABedz`M2gsn=vSD}+j2F_bZ}s@hzcmLyBxNolU$(B
zw32T2%O)=?`o>yqsadh}SV3-tQT<u<PGsctPzq@wXZsbQ)~nID#%3Gd3v}YKzZl{W
znYywmQoe`j44G&Do$Wxb#P=wP8)YcR<;CG>5)5fXI+1oB=w2g<J0lV)tEUleWE33O
zSY{OrkGHl${9060Z}jQ<kbC@%gO}i|QHta{J39-o7l}I0f75ye!opNbCeSa<BZgDu
z=;&spASF!$JL|T|N#ke^o$j2Szh&)$X6bB8E;-NkevK#-9&dy+cT5-qEt;XrOJz4T
zUNEBu;yE&EcN61^r&RBb@VNaNv(Wc%F-QwfdX)$<fQoUYbr_3kqNO)xtZLn?Ma*T<
z8KyUAGi9{4%0t(EHxbT75y9QkA-A}eH0^HXpI@?v5?K+g(Lwm-IUjy3{ll@aHwzr%
zzTzfr#`=!a)5yh%xj%bh+R2g{2la6yh725+uGURMD{+NnJ@ny@fc11Ag3GX4^RE8|
zEqVF3pw9B4<ID=KDLZCB4Q#3#4z~3BR;OA*mu8SyGX)-yWsOl~fV*(G8#oxFCpl+X
zc$FQi|LHxxwA~Z!Q+Y>PR4&L385f+o;FNyB1#9iPyNg1y9*=9BhqpDxCl>Z3H$9YY
zzZNK4lGbi7Yer_Mr4+!)z>`f&OKa=>bfna(uLuT2fNiPY)Kzj1Qv&)og_;$1hGq7X
z6CT}px+PH%(nI&9epBx>5!sFRAc>f5(UZIgYQXT}w3h_L)>|0#P%>yCT899G4Z)qi
zsnpldpH6x-g2gc(cw)TpaUwR-vdt|Do>#u(_4;Ni^0~g4&y9M@Ik><K(sDCw4m(w&
zk};~-h%K(_!)=a!jm1BF>#u2;he5>0=L5*%H7q_~GntK_K69SRlt2bIOdJf0OG`Ec
z$|{I5Xl!TmNwFKRwrYAwpq;T$Y}S$Y$a-^eaC6{++5#M6tuK8+^$-!(R(p`n{R)*b
zqHuP#Z^5vy7UcS90zev*=GXTtR-X&|-mHR*0h=+YhHQ>gsAdgP^W&XG<Bl<gB?0yL
zot#qFAToNVO(B;4fxi$ciT>GZ7OV2S3t<jcp#J(%(r%(wx2hL5qx?{iS?gXV;{L1s
z@wZ?6lNT(t>;BzsllDLuEtlH<9Yq(<75y|!MZ#I?zw6M7%++AzR#W!{iE73foBcHf
zq2-9hF^*_EcK7G$N1l0<sCnA;=}WZSDUBCvzD1xPM9r+LMvwX)_k0hV{|%1hGs_DV
z^fN~((^#CG*GT(Jh%rGL2tS*ED$Aqpn@!&golyT)<`(ibN3xffl-%W*bTy$&V)=vK
zl}Rd`;L#!c`NQZq%5vb06I5FCpJZXXEn1|d_dDBpojT|uqVnaR=T=9TtqvYqb&#<w
zdbJOe7qSl4%RyL5#2z(XciQpX-*XT_(=HfEC1tIXDSX9;QEQ2lJoobrJin5}vBwr~
z;=S+oVAXcwYnf3a5?IW)J6gpx{?Z}GwU5S`kveAE6t<*s3!bjT{q&7i@wN{CaC|=u
zP$)(O+ql!6EnV7&|C~`6tohz_{{i_#f8-8cAGl7!Yxe8dIiu+2!xg;vq$1QV>IzAO
zUc(o8JZbH~;9`5_ILtR_5nC<NF*XUD(yBxou^X2~PAB+_;PJmb{&;S*J(JKpYd+oM
zzlwGq{+g9kX#|KkHpbhcA3se9JFnYALvd6ghek*Dx%@#xBJOq?MBFju)i0{dS7(Gz
zNz_+9@Lf4_VEaga?U(Io#MsCF8mz=!71#MV37B7+nmOa2!9G?m@-`tqWuYb9H6pze
zWU5*i7LatVqnKwE7_sbTfuO4h(=W{eIFMm;D*aT4M*UaT(4-Ic#dlS<>N6=!&Y!?|
z2o0U8SDJH1o&lMBE2pyCu^N^#vgZ+f*KX>Kh`?P6?fJ)_+s}P24{d)<->j3E8y<bV
z(t74^e2Xv`1xAExSM;Y4g`#kPHPU?qvV6`VhDU@qzERbr?tcyFYwl+=*2!8#dEfO^
z+)?CBmcDt+8Tm1?MiwUO%^197Td~a({Z|7oD*Tk+G_Zni29+S&Q%1tqzMsAlVeMLR
zDz$l0o{lbv@yGR(>l&AdrBfMV1KYl0DzIi-J01KUh%tTGX**0kv-j&|*o>!UShcXG
zgm*c{INf(l-FWcQPlma)>HwU1r8K^<v9TD$uLTXb@uO7{V`>I@b<J;e*&AG{>$>C>
z+e<&b`T#S80E?(3JD!q#EWDb~Eos$v*LC!?!f;R&)rQGwyvmmP4|2lap(Swg+wUoO
z){m*0dvw{ZYHYr7m}O=^=VP`C1J>F#^5y}HZ32iLdfd(VuG+2>p?*3{EJ=#f_Nx5~
zt%sLV`|#;$Hw?92Dqh@%^aY%`1z3rV#9d=_^Lo6JMgirndIl9w)oOe37m&utX~u4>
zfGOSnvafRW{NV8OU3o20MVIAh_HtyccT(>Igz(7|Z=B_3ciERe=D^yEMYfwN;z_HL
z(_7eIdcxj*BqkFW0GM4wFm}>SXgOw$taaH4zxCenNT;W?g^dU*jEIcd9qj~a)(6uH
z68I%f!=49Ac<S`Rr|_u4vuq}WcWt&Kh_qXm>F`^x9e>i)LE(U5p~ig6aksUkZ-W9-
zIb98s#!bUpEVl8Mg!e-2ly|5ayfnIMuy+(u32QayTVEgV9j&pT?dI=>m5>e2?@#Y)
zP!g))PemB0IsaQ~`^HeqXV`#^ae2{3ybgPCN5$20CL|)XLBNBEA>nW13?l5=<{nyW
zahtmoN@5Z1Wij}7DYX#Yknv#kpAz1!P%al3d!SKUPkSyO9Xx65NBy^h7r`(kE`b7O
ze!aaN1$)3Ps}<pq16Emb>8}7a3<YUU(5}zG=1K5I-b`N+Sn#)B7ar}Cj$#AXsJ|-B
zT}by*nTXIxGTPGExf317)p-6G8*wlpii)&zSBl>W9KX4@6*se?CB|2b=!2-;+sSO4
z2QVD3$dpkDHR$%%EUXw<oytX4`KJ`W`xNJWm!wc(XKC+@5==w%2Q$6z!fuF4uH(6A
zXD}s)J&+;cEE(-jMz#wg@z(^Z5q)%IwBv>&6*o3*ewm~XGNng~p(IIFm~UC_DZ@nR
z*46OB4EC)4j$$9<9IVpGajb#eixThA@c{hz8kd&~^pnYouwSX^AJh7b3zgiwTjufQ
zsUz7u^50uJ&Q^cOM}0K;yM?jobr`W2=hl!JMCl?N$d7M}U(S*_8~BTu3d~kDpGI(j
z2Ff*v*UzTLq0<N$z^oO<-ke!knl+hqn)UMMWoa9Qj)y7CJzj#@cIU2W?U0?Cw>Az$
zOF^oi39Bwk1B{dMXQW)t5c<NKn3}&Wk$CB6YtG>UxmIzb2@T}Rbv61L@5A>@ugDM@
zC2r5Ye$BWqw9rheF?@vHdwZFT;H3ErVOjt{Rf3Ugsm}SxEzU<#c<J1toF-{g6sA%L
zhEpeV&kIN-fdh`Ez#x(F7wAK1%u+|y^_)6xA4C-YiwreHO-%I}`C4o#I!%~-#53UH
z9y&}4zhtHllawFlzXd<KY0nL_XQbskcP?5T@yk;CeXd6VWY-tc&@aVq&NH>^O{s#Q
zJSJC54_O@)lj+T9Fx`fVGMQ8OCBiYo@6Q&t@%ny;^sRPL?ok~_Vl@_sv48$T*a+R0
z7UM<!hijD^LsJ8)fT;xC`qAAni#$@>&G=C2gPEDb9sSl3<%JJ2P%x`F7p@_;Pj-|c
z_Ca~;-G9^Srfn9!S<BKo2=5`4q)NjNy%YjP=WZF5mT!FHTv%q*m~7K{<+H`V6BRo(
z>y@Ig6-<Gs#G4RaGsQijd}Mi{(x|yS2&O?qG@Y3)H>Wh=bB-Zw^mS60c>`BIwfD}m
z1}~_BDW2a`N=6cu?VOfRYAE)#_}@k%2>xSm9--SK{8t$H?I?C@m8<Vl530P7Z&%um
zoF0x<?k;zoK;;-lYj8|1^OS>-Va-Y9cgeAM;o!OR=eyoqIOQPBiNb+JVG`}-VN?>o
zEE5{%dxL`{!>DNum=C^b#~*&0x!rqB2zBVI;O33=xKD;SsSF^{ndABz^?h4V^n*S}
z`Dc8cfVcgd5&=DF2hZO*o7PQL8XMI->`Ob6M<s}s_#?u=ofa<Thnb?_9N&pf1DdR1
z&{^qj<C_iEl^eFFZ0x^v4AjecSVs>y`%O28_#g}jkKZ6V_fwZEUi7_nsR-4lCRh9t
z7r#+K^{}t>MPIW($P{!~9+=A;`YSfcB%<#k<S(6ks_^rkhQqVH^-4>twMf^mlmK=8
zDiy?vEchp&KHJc=0A!|r#Bu(i<qFq11ottA)(<n6qE<bnB)9iN(F(oYc{+^rOUr1-
zOoJ6eJ{1dF)3X9|H&3)z2`e)Xy~WmL#0irKF_+b+o-^Ljo4l9oY)w&uS6TddDg7}m
z249InO)SJ;JDe_--Q`H3UB5F<;<TUO@wwjU4jMfKSBj-VgG*m=u~47)v*GjfSM^oj
z{g9vZGpUvJzV%VE;G=NOf-(Wme-I1DYrt=PnvKC_cdU1!;-TIqsQ`W@kyF|e?A3*Y
zH+{e~``1*M+j@*kqD;ejHE0^U)M<n-{pNVL|6wp#BR{y}SZYznoP?h1q{HJ4v5R^$
z$)e(OC-Bz7)yS98>3c_E9zkJi(U0;F(+`hNr(2WQ6h%A&OpnPYRCbTz**2nTM5|=@
zT)LET_?z;W3!F|g+igr`p86mSqWOVK0H2}d<oR}>x4Odnm*q+_E0B^wT5Bw{in8cX
z#}mE3#)#xeD0I!-m?i?IG-m=~n9a#eQdzqo*(YZ$k2b3z{R8;5GSnmi^|L~$L5k%y
zy&DbB{o9KI3X7X1WE$<b!BhszS=_v``TaX=`OlrT4vUJkZl(TY69tK|=xaSn0>+VV
zN<oqS8O`>EFgu?Iuw!Z#(K;a*bdC|rMwe+W?(y9hX?5NiQ2l`mPEVMvQ?tlV-i(Sl
zA9MK^&0Nj|qePW~^+D=1b`Ce5F(;oa8(3n3;I{X0-HeSB-DiXlp8cb3Woofd;SYO%
z$ka}U!nR7-G9}Xt&*vMbS~pMP{W|8&q=pEuSC}mbIyWd1$2l10-c>U|!9Xzmb*bBj
zsmh9mfi0JX05gr53*8t-gemw<!z04EE^n26AQrOK@Bp0EfvqInZFI9?L3m;GYhQ$Y
z`k#j_A`gCdp1x=Ap}V%~X3m4hFnWAw{D`O8K(?1Ums-@`c%9;C9_p7k_r(>+>VGBW
zK8H*(nx%XCMlbJavEK&?kJE_E<8!W2$lU{id|RECo1fI=1&m!>3;hxqMGZhpXT#eG
zLc@?LBcDE%!tc$|Ib*Y(bohS#Cl{<H(hjq8@9&+sWi+ytiF=EO#XDS)ShMwagh1I0
zaUvg8Qsayssb|?SsQw9ECdYgs#4wbIG>ePUBw(HX(giM<g9@vgVp@&j)SluTiD<|i
z2lFNs(`NFcNl=V=cru{2$wnH;rmf45raoO-SQ$<l=V)}fCnxVT5nXT30)*&W%QGBh
z9_k*BuQjn3+CG1dt2>QA-aVc+OB|ZI){#$rd&|;LNluAqrbeNdt|KuOs<DT9f2znR
zu(x!6nlG%PwzSFW-4oGD2nXHcWifrOD<wQ|(4{m}l0(MO!8{Z(CsL+F)qj_2SYOnw
z@tL^&S!i|2?y-j~!TcXY!AaVb*wis<q_MJKTcN^hxi#9oOdeMEgj>-`Dy-gy9h*3F
zYk7gG%uCh78l_oB+%b#CaQ@`96$u<F-BwmEU6Zp~xdsE%Dmi*sitOU~GreZEK4TX_
zXM7FT;M#dpSp-Ay$!B!+>KMoiep;&ev~x?In%0JcxM3sW>jYEM_{uFh1LZ|YgGDj)
zgg*r$jQixNIDv|3_==f?r^eenRB+oHv|(Gl_`*SM8r7tdjuoJ7>2ken-eXwuwBB4N
zrt6gSnUlC=ove_x?D^MTqpc+8N3Y?Hn-<WPV7%|m9q9xHJJaxtDpGxXxcEDHnxZr7
zRO9)RSl^<0K`Z+aN-6j>Zj*jP8y1;_W<40ur|KW?expjJskyinxzVVZ?Vx3`brIos
z{&*ocve5h1DAtK%w%V{jnGvhek^cHcR)JWu4B2I$G<(agJjik@s_tpMwj1siS&r8$
z!yNngJ?q`dv^v0)e(S*)$~PpHpjP71o-<#K;1>JuP<@mKnsJ*H4-+vW?s!W2C1PiV
zQTsEP9@1YJ_RXSRcx4XW79{dh%Sc(bNYxcb8URnn52UguowMa#WG^F%Pa+SI1be!L
zZhIQ6NkY1eF)Y`{vbe^BPdw>O!6@I%TOpp$6;<ev$wthB3(dvuh}I`3ufS_YPvJbh
zV`-OBu$(Y7j7hh<c170P!-*~z7~nv|GkDMA=?mvkxd>lLSrSAs-tl=?b$8D#-3x{3
znKHq$Z$2x6+k7MjT!L?EyF1(q0~cDdrq4z%?;3eHWN4ONfm9oPl8KKs@jP4<Z|%hq
zMB<+YNc_k%ThF+t?CpX;uq`RvyRCWSdqpth7RL2Y>wB5Dig&8F6_RTu2>mc$?Tv8T
zQk7h@tH!uw$W|>0igXlLP%n`nPG{so=^lkY`9#~IbQ7nW=d!Cz)C!$x_<s7w#{+{~
z)#fR-tgHifgQ&W6Ny%<>-AgeM-+RD*5G*cnc1)Ohp8OI=3qClC34~H02_E8PfJE^a
z`)G|tM+kM~JN!jU<Qyn~2HV#Jx28fGne;o1Y73dH$2{1OVz!R>ajg}nxPl1V)2uVh
z8T{Ovyk6k!Q2`{@F}sx~R+cskg~RFd#3577OG=@gWv@2fiEcr(;>U54A&I%{e=qoB
z`^6|KL!7C(1*Tf7EjLZ1kEbTpvl?fwcT<&UvC?&&zRynSmp79j{*Y!rS$s+O#3RkN
zm$8N*+m9n52?xB3jyWG*Z+pY`DiZUrKX6?avIik<gwqc}F^k1qzzwE!OtueFGrt59
z)*9QKS2~LfucMxP3xBqUQ~*bn5Zmhg=S9^TnLVh8^OS~&R=kso)rpIzk4ixqG=e)h
zJoR%r9Ms+{=s5%vrV^+rYs;}b|4W_nYT8FqR|oF{9%N{O?^|e4<TiWj!IyyuJJ!`e
zgw+sG6m3%<9H`gS*@Qr;56BVVIAHOA@&>8iY}gWVnutv8HarySJW6w2k$-{QDj`5j
zUp;wiK4qSY2`ma?hsC3CCbN%So8g+pBsay~?(H2%dB4+WV3Cy712miWcHr5DeS=;-
zjZB_&jo^~nTtI?vuQKCCrz%DFrf&-}0zymM;zLk_V7?BWiVjy!vaYsQsXjX}4v};R
z{_k%frX7wiUFq+|oPJ?NY-IGPv_$@=4>wH-@@uBfW(_J+M<JO0F%MXP6C4ku1ARuU
z>dwuOtso@krKkgsjU2jTx<A*ltK%IX9>P)Zc>fu*QShECWKNN;@m?+6m{WqaRy>L;
zA{tR4Cr%+8kBi$N2z|(}vFAnuvg=Cv8L$Dg+Vwt$DjLF1=_G<U5cHB~A0O*YK72{`
zY$Q(Njw>HQ#S<ohErZGToy+GDjVJU#2dU&_4WvD@y>AVzj{)>G<F2UTm6${;o*wP&
zZ1S~U79A5e&Vl$3)8I!k?f~}r+&l3*xAcGq_BvfgZdpBHZK|<*uqBAbG`-Kt3^lAJ
zM*KJMs*jgsjJBM&RHMBilk5b1J>4g1=~|!D?WyE_&xNUCEBC$XH5T?fHa#AM(;*xw
zPlf`Si5xKdI6Y%i!9x>s=+lp``xN{(BrL|8$6HG$ek;-0)wnp44ielxzvjLN94LM(
z11kH1C4ips5mo1o_par92d#w+9U80<6UuNM4q?-K08ss;=zFgRb!RMt+cgrNY&(0g
zt0N|rnxz>aK(`rpLulRtY&Zf$?7Fw(uJ0I(gkFJXc`jCiOLq}JoVk*t%avn7>^_b@
zNDfba$iAcgdTd4}F(!tjh+fC;)g%5FOXK!E_J{mBQp2a^#C(~{ybbjP6nn*H+n7WR
zB%yZsfw?5p^8U}KdzlDC@n7{81mgEv5pv+@n|5GmbT<|`Tgx<l$YwH?13N;D4@dsK
z0&eOis?lXPz0z3EMAbGI9F-~mPgz&0>M4Z5Ndm|Fx7@(P_2&y+DEUz&gzeE*-G3@0
zoCs0P#=4Zrfx)%=iN;3Rt4yxy`O+^FAjmZd?Ip`IsM3(|+|peA)jTsbl@=Cu5o8EK
z)Sg7=&Ye$M!!6Ct3*f7y2`bHG7caiQ^O{Jv=LpPt3I+CYBV(YrM1i_9NCS0)k!G(S
zUXYbONG^ZJ9{1j5?Y$-RXJe`R8iV_|ju>wcA>>K<Wea(&`mO`c-$CRG)yYYsx5>Aj
z-65vn9!QmWhx1ShrW9aV*!}b8IZj3rlu&EPrLhCqk*dk!*&umpy}PjxFKnL-7LtkO
z=)bSVV8RDN3>5t+6bM{-?GAlW7ghuWx*ff8OMg27iQH2)f|&gY4^p^e7EJ;#Rn;_z
zg_N2)mo@qMC!#>04ue#rklom=t|T!X@J6`*0-s<59{6EX_r1?=&X>GQjb_*C19|3r
zzxn;0b)m<fPRrc8mjxaJL&JYhg1b?cj|fLEbJ23r8q7eebSC6#po_K=FHhZKOh?wG
zqgZ_)uz)_lWpIg%0AY%F(QB&wX#LOXRE`EJ5Cn+pJI>_jm02%BVYp9Y@1C*O>g&zb
zNHt0I@M|&=A#O`UDsB_*nXb!Y*-)ggFtx)y^ev@?qevp{QYm4)DyihKCuy;vn2)|y
zf*JlB4GHPKnMOVZ((Vu}pfZQQdj{<O5nu(mQYPN`pp+Ej_%rz+n>*A3@BHE3+jwu8
zuFJa|E-Mq`ySH2x$$dL<1)<8DDTtGZ$hJ=k8OYDL9;bJq<|tftjPd*u1NP6}+Pe89
zG_WhE6+|sg^0@Eu6NBY}>?6UrwV94wm?R_Rwh3jXk|LxCTG0Jno9iirCmj_n_c`!b
zG6B8i{A(&Y{GL%%=9H3fJwKWZ=LgwsCLvp?JSe6uPlV|cY3DuTJ~b>#-A&Px!pNuo
zp<(v$Rj`@@ORNYAGqB}|^KZ1|H!?D!5^+q|y4Qv|KLXZ=;~<+{y)&Dj1(M^@oVprL
zvz<j-R6<)TllI<%Ee|4|dx2bO+$}TQAQlH_JJ4x-JrrkD-JMck<9>6tQhjx`Z&oV(
zLw>rkhaw^EXtb`PP_&0y1YHu3R?XeD>3j|Z!}_xtED@Jp={KpPeG{|S1-d0)J+9W*
z*IQ54*F|f^-{9oz+>K>bOC}=}=H>mi`y7lJ1y#UIL`Xxt-e#CPnoEBu$2EmI2^90u
zhK=MPOALiysOXmQ(jQm16~6A2x*P8tR!-W{jAs3AkowjvtH#Gld5NB*0sDabqsQCY
z9!%|`vvc;9K+8YrPu>Z~z;XQ`Gb-uN-{Lq<%3RGZC9<;e7DpT(hr=kA$fPAi3$#!{
zR+Np)xPFYt$8NIT5Lg2Jb1A-dW}&h&MGJo!&D>8EZw@z8ZL^fE=k047WtNMSsfnl>
zMD5=U);jFPl8f&(=e|r;H?!|WFGo7pcid=>v3x=(14h|TU{#fXbBV<7##8JDl^=06
z+4t`mmY#!Vv7qz(eOgJc@1l}Vzw=5Q{+UvkV}cqv%^0pmZsOqJ5YJ+=KHD|ic^#zu
zwCrL=kG%gQ{tH8MW%e@^yJ2YB-gl?S6JC*@BWYujl-)UUzw2SCoq=(W%bmL}dIvUJ
zz5QtCpTEgjCDN(f6!MM2jC=JI_1VTS;qV9kCo0g6ONr0T)XTGOf3@UqINZ&}Y0!g0
zZ2Ef(M_3T0lH3nJHts%z()rR<(<{OUG-F?;%-Rh`BL9I2Bi%inqO-UUVAJ#9(oW5M
zxxi~Zqs=*I1|!Vt9o_E_d{)YFD#Sq$E&o83`^+W84>HrBjEk+ENFL+BSJBV+JL3d~
zT0~tIAJXGQ@Ch^v^ORF6rLx(^PQ$k|_~#B7<v6939#YguY#$edn1NvCau0XPM8}YX
zU+XdQ>F&_U8P&HIx!-O)qzkDv!&%C-HZm@~f!#{$L3WhsjAD&OD%-!NQ5-s|gE?CL
z&F_H!yt|QGkaFu;>ShrTQrLWO6@P?CXFk3BZ5asgQ`6hj(Bwno0DW2w>ASv}m!dbM
zBip<X1}C^gjnSg`TL^v{%`RS5$pG4qg3=65pSt4=PFZ?)t%E1Or^an1*?IrCWWK-F
zA?maLyl-{VXHNxGfYrg8CbFIzF6c+Yt%kR7VbA-;Oe4S542h%u+yw>S`X_|<C`ckw
zKhw;4y+XzGD4h~k1m!qjMVYJNAu5TK79z7j1Kh}KRmOV@ZQ=1NfK~AM??+mNM&s<&
zrC`?C+|shtD@P9t9vhL|-{9+uGr+-}8#&tfIr?^0GO!c}V5z40`5|z2sS^|Dz(Eks
zc1`T{K@3zxOe-uJxU?1-$ZxP#Ks!a9|9rJ^`k&a29)jr#fqT?aPkb*R{N7zN*&qUk
z#_VV;`omp9*wY4xp4*{|WrW9_BXPDnxuOSVr{)*3&yupt1Jy|fPSgCHO=@8~D9n%N
zG4H6v3$}Id;NEi>t=-<e_6Oe%#aZseua!crey`>5%gu#~7F=v(BWpxQcAk^7%y+o^
zV%>t-%TxpcDaUR?v|PVuw-l}o8{SaF?iaI7_$Gv7RpWi&prQf}uv-(a`xY;0d?t+M
z06qoRzVZmaOdmPkk6PyRE2mJq+e(sn-HVJMr+*ClA^1~eb*%dBLGZwJZ$%i}zPY0~
zo4hLi@s8f_xYDV@+@2X8)-n&H9Pdy-{emXI)9LPUNGmP-{JA{vtGBp|b3e)%hh<!d
z@=*KOGoxv)gowne`2i)qm$^L@IqU$D<UFgGZq`?Xh0|=zhr8j{tRJbsKuni9^BtR1
zlD^rX=(5rkht~_Kz2AHjxlRg?cFTpg+I64F^c`d&Lu=JM4!M8G4pg-i+_!(3`n6Lh
zoyZpZ-b(c%J&$dYHBX#W_0Pq1RJ?q?aRhsL2RiN}u21bRI1HdYDJMo;o@#8sNR{4Q
zHGZqsx##Neh3j9NL2V-vm~TnnJvMh7h0%Du#axDa-~;p@{K1dfjELLixmx_qZ+7+x
zc7(Jxu1<AD!ND;@q0v{o8I#bSn>+2aSmt#Ul}MT!&?Bjj<JT}ss*RFY9|8#8nb(?H
z7@m1k{q@gRgQ%gP2oShPl5%cVAj$TifYuz1q7l_a1|WVNH;*DrM<R9$Q7Z{be3zg=
zx&Te*%byd)>eVUIqoov-2$g=e@JP-5WFA~*12~6Wvl+Mc8`(}?i8<SSRS@;2y(pxt
zo<U`ZvUW2)x@s)W#C4QXiV<U5gQ|qMce+O%>dGmsBskHXu;Qi7tvBA50^rxkUn6ng
zo~`V}ruG6uIroti*fD*9^w=l&+uRAiD;*|Cam{dqOB~=K8jlr65q_Q13v4cwoae0=
zn`ITDQKG>JxqK*T)3P(h2!h49sfcOr=-D{~2~l{wBpU&F`-l(B{gZUiuk(tYy7gYX
z;F6T9=K+sK7u2h^;-rQ$x8(uQTk;A2l?snbe@)2Sz<S?u%PbH7e|$9WQL%vV5hJaU
zNd;hK5=F{uJqaSlN8rK(5&qY+8h6HK=J1IXx{@QPB(CoeSaffL5hL;#fkf#3#ml5h
z%gE@NlB7&6!d&T`O^ml&&shDOgU+Rh%iL1Pihl=w>1IzHMA#=&??H4j?RY#18FI<8
zxyLsG1y{Ul>O3knr|h!#RThr)2(=Z7r6S9FYIh9|i#0mt(m{G?!bf<*9z1-Gb-@s=
zid=+>N2-uNl#cp}GY;0Nxo>lZ%Q;t)UA-1<%Qm>eK|o%=Uv>6uA4v4PR6|J|861?|
z&6S5k%-Xd?Kocfr{3?<Zw}gr#kUc2oP220uN^>NN#FF9mYc{Suk+Z(n2bZ`2T>u*%
z5q((1&X3T8#wC_q*_%olgWVCCtm}j@yN_WAzq~7Yy6rj!qHesKHl32`K<M2=qMHW3
zoa>)fyjgxKHKV%DUoOU#60BoFj+c^YnUryr>wUp0QvE_n?SeAei(I3Deo%smJ1)e4
zzbJ7_x=Vv8rYhPlTCd?ov~?o74j<8oJqGmr@=9H!>Xaqxs3fkr>~eB=z*cy@NJ$v?
zNT#T|cLH0r55xp&Sm7KzNd?2AQ$H7PyTd=IoJ@0VQ2d;j15Y}^|GdrYr|-^57MhuF
z<G$?}f<+W-)YV61s_iD56ckPh=i)AO^7$*o+}8%{c)WYEhxLir6Scsc;{*d@pdQ;Q
z(qsu%0<9fdsqRHOJj9Q!hl)6=Dnhr5ReDiC-TE8PrrG9frO4!8%eF+A%+0kWyVSTp
zL2wiNA5*>?9dO63H&3RJSlkbbB?^~%52;*ADysHBuozDt7tP>Xez+drDE#UmcKiYO
zwUYLDYk^<KE*vMg@T;Bw@q2+^D^4C9j@Z$Yfq`af?D4CH|NsBR*G_aVBMR(~4i5qY
z0@NYab)0c%Zf@44udA(1949yU^dHV*!Rs9d;BWrNZRfwi@8<ND2)e<yK@rKF#B7`p
z)Jwy_%X?o^QnEdNYkAy8;)m#e|Mb6c^8fNJ$zzhNKvK=Q|KU!Imu=|3@WZ*&E=|R3
z{s}l<aePjf{(IdMw&gL6@`O@)V)^vU^e-I?hVB2^E70<QkKlgn{ErLKe}Dad`;Nk~
z+J#2>p_04uhBdBQZ4t~fKYu=!_#uAj(xu(0P^pb?cS*7pquJNCw{;#pdcQc3o#r;_
zt@HTtW93j%uhnLXp&kW@yQ6rFC4r`ytsKX{I9gG7({8La@fI5VD>N$|9xrX{KxhV5
zyA=ZvtEV?GvPqbCCoW*PtMf@&Rp*;2j7twQPM<!VCH(>)=fYy-vA}HM)|KCxB6Som
z#S}oYUO|VpnQ4z+1UHsI3Lb8HdU`Mb%F@c!rjqokynOj`>;=|802B<?xY>glRHsLm
zR{2w13E=mMy02Yd|M_HvSnj{H`qte&$31L?4LoXRBq>-Izc__6=NTw8mVz%-Nls24
z+MHb>DfU(UH8oY{@bgX`1e(_0-oJSH>Q(-v1z3@N^TRt;YSBZN!AwARc7I0ZX3bJT
zjiCG5bZ*GHaj!d$|1GiB$}}`LOQHw)r_15K`x3!d;4*8LS!*3Y$fkYqA2cgabASH)
znPXT}t{8RWG3{urdr7(dq+MOWE^z*xTWH;QnN^<{AwsBx+IPpzjGh7yHL}X#&ZB{S
zyTzgWgw5G`MIeB_v>wc9uD$h>U_ZZN!g^dhOFd1tZ!!u@uI7I<y$TEtHd8Hb!$Atd
z57@xitAD;XEx!kR=ySmjg`Wp)3T`<7N+5*@XWzW2sxr4@i4`uHotvuPTkenLGl>m-
zYU*=F)NT1GGjZ&29hkrm!yC*SHek6}1Of39Q{qv*!;i)nI9h04f*q}>^L<m(bg+Lk
zk+AsnC17ay-d0x|csy;4IrSL2cumy04=o9rt|Z28GqGfUy#cn8E~lD0I+QrH^S*t!
z>z^mR5JV|3P;91@!6HI>m7us^j@~=!_iTba3rsBLpRM6cXMKEpW?ADE98xba$zB)V
zoliRp?n_meKR`kyg(tD->Z#kFSSmfN%9VL{g&COft2tAz2uaFk)8)gjo#o@>Q(Z`?
zNdWIdc;vaSUU~OFyez4ij<Ks=V6oZX#-OJ#1wSHyV$1sPn>Q@efP*|<n{Lwy?f|fX
zl7oWJ<m<VmxlGM$jkBw(tKG{XqrAQq04Y5UK7irk7PBz&2Vc)dQDL`bgUrp|@qhjO
z^$W8*D{=nh3ZiyC+_>yw={Yo7B#yL<vDd8-TXe;nCGkA`_~_FXb~G}CN4NNT)9|n`
z<Mr#;e?k(69@raWt8;pCI79+QEW6(3vtRb}VwdK+5|H@^-CcbGtYU7<$~b3~Pl+N<
z+<T*Rl$3GbU@kAYqm+=UZ$m=5zxuvdVxl6*Wa3>M=_EeCPCU^0KvOfSq~?{9GDCM~
z$L{75W#rQ<mo7aH_64*opTh67Y?6Ot){^`FYD<2~S*KHk1z4C6C9{izI#5Z~8Ec0I
zmHcOg8YsoUxfJ(V%BB4ldf!B>x04QJKTds#Uz(c@UAs?{w8wDSBpFxOCH3#la~Eva
z|1KZ3E9v&#nL%bBV!R;7(j8OUj+oe9teEiNc%e=aoD#du3$|J%$zr~T`<x5<s?Bt1
zh=MkZfb~5Y8QqR+KdCx3JU$N(52FpAiLKPGhq$gx<TKuVbG_>nV&PZwyP>|PC32gu
zNF-asDtSv(lztW0f|1T7di)uOd0|EA4H)K_ZGsT2R1ho){XHfYi^J{;%id4B;wV&J
z>qG;edB>?V&+TQMBsKAyE{mEO1oAJ?KB?gAH8cmdUgkj&tEv-FVu?fC|3!Saq)H@l
z1z?RKSW9^aCYQIvZf|}6`1qA13<AfzNuViayaxHf4NvM|BhqE+YwZUio<E&N%J5!X
zT`R`AbF^~vytBLNwPu^Q!OsTQcB8x35a+JIDR^p5z*95fhh?3|W?mgxxOY2}#~!O>
zdl+&AS@4igYTLV`*aYI8^||43x5=(jQ_}U4N3qWuw8K0AY3U3gjZ2}7%u>&~|AB1V
zQ)q9KrC$3~nB(INXvtv4N)ZvlDPPd`)XvTs^PR6t_d=@yF5T2}ZmV?=wvX?eW2xkI
z#XPhTur-~07XSw1-*ag8+gMY0G2GJ!+mj7>wmBaf0Qed@g>E6!;aC1p4@!=;TO&5w
z7x%zC)=V#vvuOS@Iu+fsKTd~3%*1;&rG<q@J5{=2UFkO?mEVtOj?J1oZ}Gjj$;9`_
z0riEwJ3C2k>pPsvn|x*09-5cEbPsl&?W9~{Nn+za)!0<)Cg^L^xl#*uodSYwAEW4`
zbCjD!*I9;4-_-+OJt!)2e{<M)DB;EftNzn69Z_s12aj#Oy~lHk2(I6mrOr2~>Lb!D
z`O+&CYZl7#%44{|P@DO2q{<pJ6Sa<x>L2a&_(s@a7(8Qz)4oQrJrH!7RX$HA{@nx5
zjz3rB;|S*~FL2H)wHp`B_!1C8Bl1Mc;U=Ew%Yp94G3H0O{d{XaUdToekloyuC2byH
zqFm=fgWjw75-aIl4REqMTI4}9+O(dU<@=erv&6(DlK*K*8F*CS*Fk&BLHZQog;Ggh
za9LG&UX2f-7u!g+OD-VLCax~!__qT*gRkv%K}%FTA*nM=;uq1nj{Pdax_Atx#xb9u
z7wK`ZXM@kdRac6~M&IKmAF#X)tF(`3Q{0CWJa65;;h>y6=<b%87Ijfk(a@Oq>K9UN
z?Uz+?CWj##0DZ%zI5g)#=VZc#v#xC{it2WE`d0bO1kh+jAlFymOO969R~**Ip6dfw
z9<&~R5T+N92^-4tIR8<*8Wq^RKS~-`J7*8xZ0HZ-*ro^eXk(rzW~40FWvV4_o|5;G
zAMCM?f3O#Ru+J`6>WbRqKLfwQ+GOu7UD-B**qPhr#!8WGHpMbs{Es7>-sWvjN2;-l
zijJ^X{+qbUQUP5BqMloM<j&Gt{}2%=!fO4c6wsoaL6hijw$WV%SRjX!D4eJL87d|C
z=`0;xV;eN!QC#+A!ZiE>_07&U2^V_s2^p%d!SV376z%%b1Io^gataCQu0Vr)*%pJ$
z)?qLo$Gw6IW6q9wyo4%7TRY{1Nn3N0=Oq<F1z%wo;&$5Iu;R#iw585(|3qpJBOu$_
z9GidMV{_3=OI;{hm|Dns8pA!~G24}UR@vCye~>I%p*HSYh6?r4I`oG{b8=EVdU<YE
z=DqICAk1U_yQD}FmSr^30HCe>P?m3qIo>_ZLc^LNBHq}%OQurm!k=o@g@oTnPAbcr
z21dm-h?u`_g}2#FW;V6LQ_|G}4SKl7z=yf#mER9wPT9Q7cw_b1{qj3@I`DEF1OXRD
zYy9sJ*?TgFR$a0Pd<+}ju*amO_QRjn@UPbu4DOf`S;ji=(fj;qs(yE2*o0pt2%@oD
zH5_)IYrm^<^>>|?C+%TAqx6$%&yZzV_)VS#dm=T<`$sW&#=0MS#-0mk5S?N4jFoUd
zzb<^Jx3|H#bp4DAoRY|2J71;(8a{`4cODL~l(dUS2)xi>T0L_kF%9C#p-J-fk>Rm0
zZuQhJW^*bTW$FN*vu<8=;8K%1C@ph&hqi7X$m3O@lc!W#z<b!4@SWSR`r#h?xW`hy
zrnuX)fZLTs<m|Y+Y{IO@_c0Y|<j47cF$vIp=0LZe(WdEkv$OtLYyDHY68f?o5%~p{
zJHLv)AlQqMamX*s&YEd%$zQw;Rb)LCFITkwv=6Yk<*|{awckf(C@4(!L!70*3)5hu
z9LxJNXWcwGs5?o_!gCU#V`9zZ1xs_tM&N;Tfy2*F-OCY5Km}-I|MZBxAO2`~<Z~Y<
z<=W<^nQ5XWz;W7Ib6=jY1az*6J)j*oJ&2`vYpx*iBSiU3C|j|qk1w+Y`};}n?eU?A
zYB<Cmz*}_IqaW{uO3+hpL9O{ndy_{oS@Eg-XA%y@{Ht^ymACQfY6mnCm`XX3j_{s<
zqTLYUDI5Fjpf=sXXDlxHX(?Dq=4yMzVvGcgGd@-A95i3noD(P`34*|Qa->i=oGr?1
zYhH-*8HvP37^&w!w^DY*o&;{hQ$NdiYyayenLMr1LOAxn9YD53@mHa%N=4K>u-$oa
zAOPLQ0yt}aS*FIX%eD^`ZZVrT^nPI;Yt@@=PDW1+234??n(~t?GdBfO3+pwV@%8l$
zzRLG0$C9{`=|K~EKPZ;Mn}uVbmXiNAeaUu#yOYh<OM%fB44!a+dE?yfgdC^k|3a-s
zPhy4=q|0^Vez!7(8k8xMqxGHJIxh{DCAI9=^9x_-v|(TOu=)L?X{e_i=lk{}q>2&3
zz)*;!T~#rtJ-+qFM#Kp_Y}$FTWfW^r>dTwdpY;wvXOeXL8e95sE31Dmtlw=P5h#M=
zaL7qnHnA;`UefDU$LkVz)y}=kPIpCnaRGDa?6y7xtoc1%WwRo!yCQtTsm9NL5-dHe
za-7LSSSix^{CS*vmGtRp*`HC&A#7S_RegfINlSFryz?%fN@wHK5;+@W9-3fRtx#CE
z6<@aD3?)A8`vaz{@hBITchhke$vD8eBwN^TiBId5%HzxH6`wgJgc@2peNtzGBhJ>w
zIhk(X@^?2GNtGey@U%GG-x)F*WcmL4yGiIJ1Bc6`V+sc5BbjRS7A~idUb_pKLn^Nz
z6nZG^1mTD|`8z(}y{@iPC4q$K4l*Wzj@jWtWBdFOJ_0Z07kMvE5f)cuy{qG)5wr~3
zteCj&8ta$k?)?-$gN4`BryvX$aMq_g*RgFOvmn7xR=U|0kR9;I?()@H^91+wFPJ#x
zM*~evjL!!CCZd1=sC;a}kz{c{|Nnvn406AJ|CaaQG^`dJT>2VHpW<u?TkK5WY)^{)
zW}$I|5A<E(;ETUJ20t2$&RD+eWNIiJCfa^^drAApI%Hq2t~&4>VMKq?kXF9h+FH$A
zZ7!JDs&IblBuTj}MnM9b4S};5$`}5!Rpc+4!XURWUQ>Z9A49okDaVQB5f!v1N_y|!
zLIFVcKmMv}rG78ZY>|yCPPpae%a;QX5Zd@aG1@!}W@LMcRKxzk0kk}m<J{)q+{0)M
z$Itwp-HV%91(1Ir$!)?)f(IZATs<I$Q`Zr_X**Kd3qh}?_hGl#ib1(>&JLB1sP}Fu
zo$vlL$cL37XUfqn$$(z%m>1ztbd~map1EWVx764MTQUk}yG?r(8xaI1_#eJ5kJsd<
zD#NDH0EtiJ;=0uS@4Iyn-K}kHmE$Ks<C<RW^CHQ^KPCs@ER1vh1c!IW!FBC?Jrrw-
zmj*6BhEy~sU%x_cc*3!RORvfiMgC1t)D>gNwJvO2qM9U{1D>IM!&wiDewi8fpMH`c
zWMh6H28C%evrqAbJAgQ_NlF@#NbNhYgwViUMlhM+h_WIfy6p6qE`5M)2%Ga#d00=@
z9zWK;cJ&RpvSF!ZI5^bi!$GSB`H*HPokXeko-4<nxCkh%>E9kaPkr-Yk1k{)XD-lW
zK?A2Z822g+$9499@tZYt8#glxV3E`-f9j4NP84@9E~C#myBI<*Wdt>>LFhcqcLEo}
ziSr?s;Vue}H5D8aVVv|kx+9@`EhS-Qp5>K*5N>~r4%pe~SIhnDE!#EBKZlQxpO@DQ
z(VfBO*cC3ld06&UnAo$$R4g3=Olz}UHr~eT2c&V2a@r)vA^ZgdD&a#Rm>Byl{pFhZ
z(Xd{>eh*r>`yjh>-k4YCAax!sx2>K__RMSF%+>{TMFTIBgPhyoAtc`)@iWaSK_0z|
zgB%*?aq<D-Omh4iE0%y>Yzh@<Rymq2naDQaN@NA0e*q)M>m{a=5cTN|B|m(-;4wH)
zLNEE$n-fy%KxiYUhnCwMCpe#!S4Endn!wyu)$OQoTPQdyE9;!MA$*MieKQjN6UH<S
zFGYKH9^i*OKMP=W<Q<6G|C>#dLZ#Nz*~8WvSP0IXex*O7ufku$MR_vWVoP1IdbDD$
zm})Sz#?`Pwp}SjY)$3PsGPrlQPEP=2+6XRh%|{h(Eja=A)DdrbZvHxTI`7`aHKN-D
zy(~PB>`f9T?kG)4%d>q)zm2}){_n+i16EurDY6dF9#wod{Qkt?p~&R$xvb74E8l{-
zGl<4~stf+jLESYqHB#N@540*qxe9Uz7b{jmT1;S(lhw%b5OPJUXKMy7{a<@oqE#x-
z!0=BtQG}skb}8rF`Sa(yUdb_$s{i}<^5x)<-@pE>k^BAk-}C3wB^OSg47>wsUy^}@
z%icKsuQB#z%i{Q2m>3@XPXX=q&IBIibR@^D`(=sL+cN84f9p2h{!+yC_hCWD@87>G
z>gx3N`mMgI<+n3_J#aq!Y}#gyO^YvTSj{~bdXJT%q38{85un1<lPN;C-<nnJjoY(#
z@6oi)n$M>89e-R=TiYA8Hms^QYpc}myLxi+@{j-iwVif4RY$D*$B!R7PFXWB1l-&H
z`De|(L$$zg2aXuF$%5BoJ6Ih8m(~;dz^CCdEK!CGMZV-1YSJ!d_Zj2tXJmX1TD%kF
NLr+&fmvv4FO#r+|Ri^*|

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/mallard_classification.json b/modelling/data/abingdon-all/resident/mallard_classification.json
new file mode 100644
index 0000000..fe71273
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mallard_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Mallard",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.7848787064147251,
+    "target_trough_value": 0.26132004497130956,
+    "target_mean_value": 0.45620398110730787,
+    "target_amplitude": 0.5235586614434156,
+    "baseline_to_peak_ratio": 0.4739585836125837,
+    "autumn_to_winter_weight_ratio": 0.048,
+    "year_end_to_winter_weight_ratio": 0.4106666666666667,
+    "decay_to_growth_ratio": 2.0201660735468563,
+    "monthly_target": {
+      "January": 0.4300334983219825,
+      "February": 0.43088146044493775,
+      "March": 0.4677281684385085,
+      "April": 0.6813342094796644,
+      "May": 0.7848787064147251,
+      "June": 0.5338988944208285,
+      "July": 0.2894760362432284,
+      "August": 0.26132004497130956,
+      "September": 0.3423192825498804,
+      "October": 0.37987702510837046,
+      "November": 0.3799031887658213,
+      "December": 0.4927972581284379
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.75,
+    "GROWTH_RATE": 1.686,
+    "DECAY_RATE": 3.406,
+    "SUMMER_DECAY_BOOST": 2.509,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.468,
+    "PRE_SUMMER_DECAY_END": 7.02,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.564,
+    "SPRING_CARRYOVER_WEIGHT": 0.058,
+    "SPRING_CARRYOVER_END": 6.975,
+    "SPRING_CARRYOVER_SHARPNESS": 17.462,
+    "BASELINE": 0.372,
+    "WINTER_WEIGHT": 0.375,
+    "AUTUMN_WEIGHT": 0.018,
+    "WINTER_PEAK": 4.735,
+    "AUTUMN_PEAK": 9.665,
+    "AUTUMN_ONSET": 9.95,
+    "AUTUMN_GATE_SHARPNESS": 7.024,
+    "WINTER_WIDTH": 11.905,
+    "WINTER_RISE_WIDTH": 10.74,
+    "WINTER_FALL_WIDTH": 11.449,
+    "AUTUMN_WIDTH": 6.701,
+    "AUTUMN_RISE_WIDTH": 5.923,
+    "AUTUMN_FALL_WIDTH": 6.57,
+    "SUMMER_DIP": 0.145,
+    "SUMMER_LOW": 7.28,
+    "SUMMER_ONSET": 5.17,
+    "SUMMER_GATE_SHARPNESS": 4.038,
+    "SUMMER_DECAY_ONSET": 7.205,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.27,
+    "SUMMER_WIDTH": 28.79,
+    "SUMMER_RISE_WIDTH": 50.49,
+    "SUMMER_FALL_WIDTH": 7.55,
+    "SCALE": 1.194,
+    "YEAR_END_WEIGHT": 0.154,
+    "YEAR_END_PEAK": 12.148,
+    "YEAR_END_WIDTH": 89.252,
+    "YEAR_END_RISE_WIDTH": 168.94,
+    "YEAR_END_FALL_WIDTH": 10.783
+  },
+  "fit": {
+    "score": 0.421
+  },
+  "warnings": [],
+  "summary": "Mallard is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around August. The model indicates strong baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/mallard_consensus.json b/modelling/data/abingdon-all/resident/mallard_consensus.json
new file mode 100644
index 0000000..eb8e0a3
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mallard_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.421",
+  "INITIAL_Y": "0.75",
+  "GROWTH_RATE": "1.686",
+  "DECAY_RATE": "3.406",
+  "SUMMER_DECAY_BOOST": "2.509",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.468",
+  "PRE_SUMMER_DECAY_END": "7.02",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.564",
+  "SPRING_CARRYOVER_WEIGHT": "0.058",
+  "SPRING_CARRYOVER_END": "6.975",
+  "SPRING_CARRYOVER_SHARPNESS": "17.462",
+  "BASELINE": "0.372",
+  "WINTER_WEIGHT": "0.375",
+  "AUTUMN_WEIGHT": "0.018",
+  "WINTER_PEAK": "4.735",
+  "AUTUMN_PEAK": "9.665",
+  "AUTUMN_ONSET": "9.95",
+  "AUTUMN_GATE_SHARPNESS": "7.024",
+  "WINTER_WIDTH": "11.905",
+  "WINTER_RISE_WIDTH": "10.74",
+  "WINTER_FALL_WIDTH": "11.449",
+  "AUTUMN_WIDTH": "6.701",
+  "AUTUMN_RISE_WIDTH": "5.923",
+  "AUTUMN_FALL_WIDTH": "6.57",
+  "SUMMER_DIP": "0.145",
+  "SUMMER_LOW": "7.28",
+  "SUMMER_ONSET": "5.17",
+  "SUMMER_GATE_SHARPNESS": "4.038",
+  "SUMMER_DECAY_ONSET": "7.205",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.27",
+  "SUMMER_WIDTH": "28.79",
+  "SUMMER_RISE_WIDTH": "50.49",
+  "SUMMER_FALL_WIDTH": "7.55",
+  "SCALE": "1.194",
+  "YEAR_END_WEIGHT": "0.154",
+  "YEAR_END_PEAK": "12.148",
+  "YEAR_END_WIDTH": "89.252",
+  "YEAR_END_RISE_WIDTH": "168.94",
+  "YEAR_END_FALL_WIDTH": "10.783",
+  "SPECIES": "Mallard"
+}
diff --git a/modelling/data/abingdon-all/resident/mallard_observed.csv b/modelling/data/abingdon-all/resident/mallard_observed.csv
new file mode 100644
index 0000000..40ad262
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mallard_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,17
+2,17
+3,21
+4,20
+5,23
+6,11
+7,6
+8,9
+9,6
+10,16
+11,12
+12,11
diff --git a/modelling/data/abingdon-all/resident/mallard_parameters.csv b/modelling/data/abingdon-all/resident/mallard_parameters.csv
new file mode 100644
index 0000000..87f8cea
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mallard_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:08:44,mallard_observed.csv,2.018520184715057580426964320,0.557,2.359,1.668,5.914,0.168,7.11,5.414,0.04,7.21,11.902,0.247,0.246,0.014,3.89,8.62,11.3,8.157,8.992,5.183,12.802,8.526,6.927,10.126,0.237,7.3,4.6,2.958,6.69,19.669,13.952,25.937,1.966,1.65,0.227,12.256,50.338,94.08,6.597
+2026-05-21 10:08:45,mallard_observed.csv,1.552753887239255746902423164,0.726,2.195,2.774,0.063,0.756,6.37,11.477,0.073,7.36,22.03,0.388,0.693,0.044,5.26,9.12,9.49,4.888,4.147,5.002,3.292,1.022,0.732,1.313,0.072,6.19,5.28,2.74,6.9,18.5,14.451,18.958,9.944,0.858,0.006,12.121,71.638,129.242,14.033
+2026-05-21 10:08:45,mallard_observed.csv,1.229673603167959538815418637,0.497,2.68,3.72,6.597,0.46,7.08,8.156,0.026,6.95,22.11,0.24,0.644,0.049,5.94,11.13,8.7,2.839,9.616,7.099,12.133,10.782,12.198,9.366,0.199,5.84,6.23,1.509,6.96,6.737,22.792,29.227,16.357,1.639,0.118,12.261,82.858,158.482,7.235
+2026-05-21 10:08:45,mallard_observed.csv,5.908532179181701202930629877,0.74,3.445,3.396,7.511,0.331,6.34,9.594,0.058,6.8,8.504,0.386,0.612,0.046,6.01,10.89,8.57,4.786,2.383,2.342,2.424,6.128,1.922,10.333,0.05,6.19,5.15,5.771,7.11,15.607,15.582,19.044,12.12,0.812,0.057,12.107,57.586,107.316,7.857
+2026-05-21 10:08:46,mallard_observed.csv,0.6169466625106912023583435484,0.905,1.205,2.298,6.103,0.774,6.57,13.791,0.042,7.4,22.468,0.322,0.325,0.009,5.58,10.73,10.55,8.973,15.718,17.018,14.417,4.856,4.782,4.929,0.178,7.11,6.05,6.229,6.65,23.222,38.852,68.68,9.023,1.297,0.112,12.234,75.000,145.749,4.252
+2026-05-21 10:08:46,mallard_observed.csv,0.8524718510267132166756963356,0.623,0.837,5.885,0.82,0.703,6.44,4.867,0.016,6.93,13.822,0.063,0.556,0.007,5.89,8.88,8.52,11.382,13.227,15.727,10.727,5.617,4.964,6.27,0.029,6.96,5.92,5.071,7.02,17.367,19.691,23.334,16.048,1.424,0.178,12.01,76.682,148.526,4.839
+2026-05-21 10:08:46,mallard_observed.csv,0.7145928663229788150000295756,0.828,0.7,5.558,3.254,0.441,7.56,5.663,0.09,6.58,20.03,0.328,0.582,0.027,5.41,9.71,11.02,9.477,12.582,18.273,6.891,12.229,12.47,11.988,0.195,6.15,4.86,1.025,6.8,9.193,37.958,74.532,1.385,0.93,0.303,12.018,121.370,234.186,8.554
+2026-05-21 10:08:47,mallard_observed.csv,1.106773692108195859834787070,0.86,3.526,3.587,2.756,0.334,6.4,6.765,0.034,6.96,6.11,0.514,0.376,0.048,5.09,8.87,9.19,10.155,12.334,12.262,12.406,4.320,4.121,4.518,0.055,5.88,5.77,4.105,6.98,15.496,17.584,26.903,8.264,1.003,0.016,12.078,115.461,223.052,7.87
+2026-05-21 10:08:47,mallard_observed.csv,0.6065082489326525884853760055,1.068,3.214,1.473,4.906,0.603,7.54,10.076,0.084,6.74,20.013,0.563,0.458,0.007,5.6,10.6,10.67,7.006,3.740,3.175,4.306,9.846,11.069,8.622,0.168,6.83,5.23,7.947,6.92,7.742,14.408,25.668,3.147,1.378,0.088,12.099,89.730,169.01,10.45
+2026-05-21 10:08:47,mallard_observed.csv,1.251702234760133634333779119,0.548,0.52,1.621,7.809,0.627,7.3,10.145,0.054,7.02,18.111,0.609,0.263,0.046,6.18,9.23,11.17,7.602,19.529,20.000,19.058,2.341,0.773,3.909,0.155,6.88,6.42,1.945,6.86,23.741,41.523,69.274,13.772,1.622,0.094,12.278,60.022,110.49,9.555
+2026-05-21 10:08:48,mallard_observed.csv,1.098485016621722839996857109,0.882,3.909,3.047,5.045,0.071,6.66,3.611,0.015,6.77,26.91,0.142,0.01,0.029,4.54,11.32,11.34,4.081,11.690,7.897,15.482,3.734,4.052,3.417,0.201,7.25,5.63,7.274,7.35,16.616,37.543,67.112,7.974,0.959,0.224,12.267,88.930,170.996,6.863
+2026-05-21 10:08:48,mallard_observed.csv,1.153006973826999546420329486,0.709,1.544,1.041,4.072,0.142,6.74,10.539,0.02,7.07,15.435,0.186,0.393,0.007,4.2,10.9,10.72,10.662,8.860,4.778,12.943,5.482,4.942,6.023,0.131,8.28,5.68,1.047,7.32,16.584,43.146,76.728,9.563,1.733,0.165,12.276,84.698,154.366,15.03
+2026-05-21 10:08:48,mallard_observed.csv,2.442283033985624471350390140,1.07,1.176,0.198,2.391,0.267,7.05,13.394,0.063,6.87,17.899,0.074,0.055,0.01,5.62,8.83,9.31,9.868,7.526,7.026,8.027,8.792,9.659,7.925,0.008,7.78,6.23,7.705,6.82,7.489,26.707,49.508,3.906,1.781,0.164,12.234,50.972,96.411,5.534
+2026-05-21 10:08:49,mallard_observed.csv,0.9070902544957379123944184080,0.761,1.982,5.745,6.423,0.454,7.71,10.969,0.032,6.82,6.788,0.581,0.154,0.0,4.48,8.97,9.88,6.599,6.847,9.152,4.542,4.413,7.961,0.865,0.088,7.59,4.2,2.204,7.42,14.263,36.889,55.441,18.337,1.739,0.003,12.176,109.791,208.119,11.463
+2026-05-21 10:08:49,mallard_observed.csv,1.009854540203637025875410810,0.726,1.78,3.156,6.814,0.158,7.59,5.926,0.043,6.89,25.371,0.589,0.555,0.043,4.0,8.59,8.4,5.569,2.392,2.239,2.545,9.938,12.499,7.377,0.06,7.23,6.01,6.272,7.12,14.092,35.628,62.33,8.925,1.046,0.11,12.115,102.428,188.902,15.955
+2026-05-21 10:08:49,mallard_observed.csv,0.7161492661596682510437267999,0.72,2.654,3.814,6.957,0.602,7.63,14.474,0.069,7.16,12.984,0.223,0.443,0.003,4.99,8.75,8.92,3.799,3.850,3.335,4.366,2.618,3.564,1.672,0.005,7.11,6.28,5.627,7.34,15.827,21.392,37.682,5.101,0.911,0.075,12.024,44.670,82.453,6.888
+2026-05-21 10:08:50,mallard_observed.csv,0.6188579670495691870903036243,0.747,0.64,0.86,7.457,0.303,6.27,14.406,0.012,6.89,22.599,0.303,0.031,0.041,4.62,9.87,8.62,4.897,11.916,15.463,8.37,12.310,13.264,11.355,0.088,6.78,4.77,4.209,6.97,7.974,41.280,79.587,2.973,1.265,0.045,12.229,87.488,164.985,9.992
+2026-05-21 10:08:50,mallard_observed.csv,0.9462148335199150106841196993,1.072,2.116,1.34,4.079,0.908,7.03,14.242,0.039,6.98,20.561,0.319,0.359,0.026,5.83,9.87,8.97,6.159,13.964,12.982,14.945,2.514,4.007,1.02,0.21,7.84,4.72,1.188,6.94,14.041,17.196,28.605,5.787,1.331,0.101,12.202,68.052,130.129,5.976
+2026-05-21 10:08:50,mallard_observed.csv,0.8160373779062253542307578120,0.542,1.01,1.152,4.062,0.299,7.44,15.024,0.02,6.57,7.303,0.428,0.458,0.001,4.29,9.95,11.29,2.354,14.288,12.440,16.137,9.787,10.533,9.041,0.022,7.42,6.18,7.794,7.53,17.386,31.656,43.37,19.942,1.619,0.135,12.131,72.738,130.701,14.776
+2026-05-21 10:08:50,mallard_observed.csv,1.216083163089505124397489053,0.906,2.638,0.738,5.878,0.543,6.88,12.43,0.068,7.57,19.405,0.218,0.174,0.039,5.75,10.86,9.86,4.287,5.450,2.163,8.738,12.769,11.610,13.928,0.072,5.75,6.12,5.966,7.18,7.03,6.750,7.003,6.496,1.592,0.017,12.022,89.072,170.604,7.54
+2026-05-21 10:08:51,mallard_observed.csv,0.3662681628270388550457061356,0.883,2.3,3.699,1.177,0.018,6.82,11.476,0.05,7.2,11.36,0.538,0.254,0.048,4.2,8.61,10.83,11.076,12.320,12.862,11.778,10.955,10.13,11.78,0.202,5.71,4.14,2.532,6.96,11.078,35.660,64.753,6.566,1.591,0.041,12.131,89.064,166.699,11.43
+2026-05-21 10:08:51,mallard_observed.csv,0.7767585442701960130991345986,0.95,2.23,5.033,0.489,0.853,7.75,7.229,0.057,7.62,6.252,0.367,0.145,0.031,5.72,11.31,10.96,4.723,3.854,1.158,6.55,4.619,2.173,7.065,0.077,6.37,5.65,5.86,7.17,8.722,36.462,58.282,14.641,1.423,0.263,12.036,104.266,196.873,11.66
+2026-05-21 10:08:51,mallard_observed.csv,0.6916869123246312431099131010,0.816,2.968,0.893,2.742,0.244,6.55,9.426,0.015,6.65,10.716,0.082,0.248,0.002,4.16,8.92,11.44,2.627,6.724,8.503,4.945,11.274,13.762,8.785,0.227,6.2,4.71,3.052,7.13,12.01,38.502,68.581,8.423,1.381,0.262,12.015,51.722,96.016,7.428
+2026-05-21 10:08:52,mallard_observed.csv,0.3760387845763702658965360724,0.65,0.396,5.678,1.791,0.41,6.5,13.125,0.06,7.23,19.22,0.402,0.11,0.015,4.89,8.73,9.76,7.346,10.118,16.43,3.806,7.820,5.921,9.719,0.226,8.22,5.83,4.247,7.49,19.856,13.030,22.462,3.597,1.255,0.135,12.226,112.026,216.8,7.251
+2026-05-21 10:08:52,mallard_observed.csv,0.5659197049985462778467857279,0.557,2.34,5.807,0.266,0.187,6.76,6.914,0.07,7.35,7.924,0.519,0.472,0.003,5.32,9.34,11.38,7.119,15.777,12.103,19.451,5.482,10.051,0.913,0.098,5.5,4.7,4.507,6.81,21.938,8.114,15.343,0.885,1.759,0.288,12.133,70.495,133.478,7.512
+2026-05-21 10:08:52,mallard_observed.csv,8.499840597990111231975919440,0.654,2.86,4.554,3.051,0.634,7.53,3.47,0.053,7.64,12.309,0.543,0.504,0.011,6.43,10.88,9.39,11.749,7.040,13.297,0.784,8.219,7.034,9.404,0.037,5.8,6.42,2.095,6.71,15.28,6.205,9.025,3.385,1.202,0.038,12.095,122.430,235.517,9.343
+2026-05-21 10:08:53,mallard_observed.csv,0.5533276075579827583007108206,0.818,1.674,2.219,5.765,0.809,7.44,5.824,0.086,6.65,6.346,0.07,0.137,0.006,3.66,9.31,11.15,6.757,14.993,15.651,14.335,5.898,11.425,0.372,0.173,5.74,5.81,6.341,7.5,14.432,16.276,29.511,3.041,0.995,0.191,12.104,120.001,224.678,15.324
+2026-05-21 10:08:53,mallard_observed.csv,0.4985194122948001928712294428,0.829,1.232,2.159,2.235,0.496,7.55,13.639,0.051,6.56,12.743,0.591,0.43,0.005,5.7,8.67,11.05,2.336,8.776,14.054,3.498,6.254,1.451,11.056,0.225,5.61,4.23,2.96,7.15,12.92,29.882,57.664,2.099,0.975,0.251,12.03,90.392,174.925,5.86
+2026-05-21 10:08:53,mallard_observed.csv,0.7183858470427737918893448138,0.753,1.683,1.343,6.753,0.406,6.78,7.307,0.038,6.77,9.042,0.208,0.221,0.02,6.24,11.32,9.65,5.808,9.547,9.557,9.537,10.865,8.048,13.682,0.088,7.83,6.11,6.537,7.4,23.626,37.724,67.017,8.431,0.876,0.29,12.218,62.597,119.289,5.905
+2026-05-21 10:08:54,mallard_observed.csv,0.6678432175445395871051033448,1.038,1.352,4.59,1.73,0.857,6.31,6.448,0.055,7.39,12.502,0.051,0.473,0.015,4.58,9.91,8.38,5.156,6.518,9.163,3.874,6.826,6.199,7.453,0.142,5.79,5.94,6.249,7.12,17.416,44.546,71.494,17.599,1.098,0.164,12.084,123.218,236.505,9.93
+2026-05-21 10:08:54,mallard_observed.csv,0.9857527412130165799327135218,1.037,0.314,3.162,1.23,0.655,6.9,9.494,0.043,7.17,12.765,0.24,0.066,0.02,4.55,10.49,10.69,5.96,16.990,17.051,16.928,6.938,11.764,2.113,0.122,7.47,6.13,7.326,6.84,15.439,25.659,35.409,15.909,1.753,0.129,12.174,62.340,112.807,11.872
+2026-05-21 10:08:54,mallard_observed.csv,0.3947542654116102500422110946,0.875,1.038,0.212,7.486,0.6,6.9,9.058,0.041,6.93,17.461,0.123,0.654,0.024,3.97,9.52,9.19,11.816,12.612,13.980,11.245,5.886,5.925,5.847,0.091,8.29,5.36,4.19,7.27,12.702,12.878,21.453,4.304,0.893,0.028,12.148,63.077,116.779,9.375
+2026-05-21 10:08:55,mallard_observed.csv,0.3873998020308743404305862544,0.685,0.271,2.375,4.748,0.283,7.13,3.149,0.092,7.21,19.135,0.559,0.604,0.002,5.22,10.28,10.37,6.97,12.761,14.254,11.268,3.224,4.236,2.211,0.165,6.42,4.64,7.788,7.31,22.077,9.424,18.458,0.389,1.425,0.136,12.022,71.871,137.193,6.549
+2026-05-21 10:08:55,mallard_observed.csv,0.4282663876010855791890429248,0.831,1.744,1.316,1.557,0.749,7.53,6.37,0.072,7.46,9.515,0.357,0.367,0.014,5.51,9.92,9.82,9.991,2.797,1.995,3.599,4.430,0.371,8.489,0.086,6.41,5.41,0.896,7.39,17.31,34.290,57.986,10.594,1.081,0.238,12.146,80.381,146.632,14.13
+2026-05-21 10:08:55,mallard_observed.csv,0.5401232319489638248226716724,0.57,0.739,3.526,3.236,0.633,7.22,15.146,0.073,6.69,18.586,0.159,0.133,0.009,3.81,10.49,10.06,2.013,5.977,6.593,5.361,1.065,1.080,1.050,0.169,5.81,5.56,3.567,7.09,21.311,45.768,76.099,15.438,1.318,0.219,12.104,88.048,160.594,15.502
+2026-05-21 10:08:55,mallard_observed.csv,0.4309385712414893524530316074,0.954,3.424,4.782,7.111,0.037,7.42,3.313,0.035,6.94,20.969,0.383,0.563,0.032,4.31,8.91,9.81,8.552,17.059,16.276,17.842,12.456,11.905,13.006,0.18,7.06,5.08,1.754,6.65,12.476,11.606,15.232,7.981,1.174,0.322,12.244,82.864,156.13,9.597
+2026-05-21 10:08:56,mallard_observed.csv,0.8306379556445207116936683913,0.999,1.302,1.335,2.776,0.871,7.03,9.489,0.099,6.9,26.657,0.181,0.131,0.035,4.53,10.87,8.25,7.985,15.024,13.583,16.466,6.908,7.700,6.117,0.232,5.93,4.24,3.708,7.22,17.845,20.072,20.156,19.987,1.333,0.017,12.071,94.188,183.813,4.564
+2026-05-21 10:08:56,mallard_observed.csv,0.3921956309689665686882957604,0.52,1.276,3.43,2.516,0.774,7.36,11.523,0.073,7.08,15.19,0.515,0.322,0.041,4.26,10.17,10.82,8.929,8.226,1.966,14.486,9.646,9.302,9.989,0.173,7.17,4.69,2.008,7.25,8.046,32.750,59.423,6.077,1.341,0.159,12.008,78.146,142.781,13.511
+2026-05-21 10:08:56,mallard_observed.csv,1.034366917660861706282981915,0.843,2.504,2.331,3.622,0.855,6.61,12.337,0.062,6.59,21.398,0.184,0.34,0.008,4.27,9.33,10.31,6.245,18.958,20.000,17.916,4.844,1.506,8.183,0.084,6.24,5.81,2.476,7.03,21.416,11.708,14.384,9.033,1.434,0.252,12.102,66.400,121.497,11.302
+2026-05-21 10:08:57,mallard_observed.csv,0.6634936898292397884919463284,0.746,1.41,2.141,0.061,0.253,6.39,5.764,0.059,6.53,12.325,0.354,0.128,0.043,5.67,10.36,9.02,8.404,11.146,4.732,17.559,9.338,7.579,11.097,0.0,6.83,4.58,4.11,7.37,13.828,36.094,55.078,17.109,1.13,0.195,12.147,97.196,189.398,4.994
+2026-05-21 10:08:57,mallard_observed.csv,1.933997077707246003465920247,0.586,0.69,5.421,1.214,0.885,6.66,6.14,0.09,6.7,11.542,0.246,0.094,0.01,4.44,11.22,11.46,2.348,14.058,11.081,17.034,8.952,11.393,6.51,0.048,6.99,5.89,2.522,7.48,18.949,27.470,35.398,19.542,1.792,0.175,12.088,108.294,206.079,10.508
+2026-05-21 10:08:57,mallard_observed.csv,2.953981325871496755946517668,0.994,0.678,0.538,3.439,0.797,6.57,13.722,0.073,7.41,18.752,0.52,0.496,0.023,3.8,11.09,8.79,6.815,15.000,17.057,12.943,11.748,10.428,13.068,0.153,7.71,6.35,1.718,7.02,23.655,6.210,9.929,2.49,1.757,0.102,12.089,95.727,178.805,12.649
+2026-05-21 10:08:58,mallard_observed.csv,0.5521646558277946017770707530,0.932,1.536,2.543,1.425,0.13,6.85,3.249,0.04,7.62,22.611,0.519,0.543,0.029,5.85,10.45,8.86,10.529,14.056,8.298,19.814,3.944,1.59,6.297,0.115,8.27,5.91,4.022,7.27,17.306,27.232,44.082,10.381,1.155,0.169,12.028,118.322,221.377,15.267
+2026-05-21 10:08:58,mallard_observed.csv,0.4770415077797639956519203388,0.933,2.407,4.472,2.636,0.632,7.32,11.441,0.051,6.91,23.378,0.494,0.474,0.042,3.75,9.8,8.92,5.155,13.969,10.587,17.351,7.090,3.801,10.38,0.184,8.47,5.22,2.913,6.76,7.482,25.115,41.292,8.938,1.505,0.327,12.189,123.010,232.826,13.194
+2026-05-21 10:08:58,mallard_observed.csv,1.742086798888877101242266568,0.615,0.578,3.351,6.206,0.898,7.36,10.292,0.059,6.63,15.478,0.568,0.602,0.013,5.73,9.59,9.45,10.212,9.434,0.591,18.277,7.756,4.79,10.723,0.017,8.35,5.11,6.14,7.53,12.727,9.488,0.85,18.125,1.003,0.002,12.188,73.671,139.753,7.589
+2026-05-21 10:08:59,mallard_observed.csv,0.9206329304676919433063104222,1.051,3.992,1.4,0.922,0.949,6.91,15.432,0.037,6.78,18.932,0.366,0.299,0.01,4.39,10.94,10.67,10.076,13.272,10.523,16.022,8.787,10.506,7.068,0.103,6.89,5.36,5.054,7.25,16.893,8.220,8.874,7.566,1.256,0.296,12.253,121.012,232.328,9.697
+2026-05-21 10:08:59,mallard_observed.csv,0.6368071055173068972690671358,0.92,1.811,2.075,6.513,0.257,7.5,15.756,0.087,6.88,16.01,0.321,0.431,0.001,5.87,8.67,11.2,10.974,8.327,9.390,7.264,1.536,1.485,1.588,0.04,7.82,6.39,1.295,7.36,9.333,39.405,62.125,16.685,1.112,0.335,12.213,70.729,133.433,8.025
+2026-05-21 10:08:59,mallard_observed.csv,1.869087380703082187518303619,0.676,0.416,0.471,4.002,0.421,6.52,4.552,0.089,7.22,25.228,0.075,0.416,0.037,4.61,9.16,9.76,11.741,12.322,8.837,15.807,10.872,11.409,10.336,0.124,7.18,4.24,5.074,7.11,12.944,32.154,60.159,4.149,1.677,0.255,12.039,79.270,142.65,15.891
+2026-05-21 10:08:59,mallard_observed.csv,0.9259565303698583561662323547,0.712,3.349,1.857,6.695,0.4,6.61,9.486,0.003,7.45,16.206,0.453,0.029,0.023,5.56,11.37,11.46,10.125,6.750,11.713,1.788,4.196,4.154,4.238,0.039,7.67,5.98,2.829,7.14,12.312,22.928,40.326,5.529,1.362,0.211,12.049,55.070,105.69,4.45
+2026-05-21 10:09:00,mallard_observed.csv,0.7413696423835381634233221930,0.627,2.056,5.628,0.405,0.276,7.22,15.037,0.077,7.06,18.509,0.437,0.543,0.025,4.8,8.95,8.26,5.631,5.934,5.572,6.296,13.362,12.823,13.901,0.086,6.52,4.96,2.619,7.3,10.995,39.696,75.532,3.86,1.777,0.109,12.293,95.488,180.0,10.976
+2026-05-21 10:09:00,mallard_observed.csv,0.7106040520804769475108232673,0.903,0.938,4.102,3.444,0.727,7.55,11.385,0.011,6.78,25.951,0.143,0.35,0.016,5.84,9.5,9.98,10.745,9.200,8.928,9.471,1.099,0.786,1.412,0.212,6.42,4.01,3.593,6.75,18.453,28.341,49.077,7.605,1.324,0.049,12.088,117.138,226.57,7.706
+2026-05-21 10:09:00,mallard_observed.csv,0.3894707313979196395274867276,0.83,2.634,2.544,5.785,0.338,6.44,7.052,0.095,7.07,22.547,0.452,0.433,0.004,4.48,9.7,9.03,4.218,16.008,12.284,19.731,3.612,5.506,1.719,0.025,7.45,4.41,6.468,6.68,23.513,23.570,30.473,16.668,1.347,0.168,12.144,58.938,106.242,11.633
+2026-05-21 10:09:01,mallard_observed.csv,6.218549561943279709164880969,0.548,2.075,0.432,7.175,0.211,6.27,6.599,0.0,6.84,8.467,0.403,0.724,0.007,6.27,9.29,11.4,4.506,10.634,19.226,2.042,4.033,4.822,3.244,0.16,7.1,6.26,1.737,7.29,14.478,27.261,49.151,5.371,0.979,0.287,12.275,92.666,175.283,10.049
+2026-05-21 10:09:01,mallard_observed.csv,4.615387879519216452679045558,0.574,2.778,3.577,3.625,0.483,6.34,14.002,0.003,6.86,13.632,0.433,0.427,0.034,4.02,8.73,8.31,8.441,5.956,4.747,7.165,12.398,12.37,12.427,0.15,5.74,4.47,2.497,7.04,18.393,44.708,74.498,14.918,1.707,0.026,12.07,111.517,207.656,15.378
+2026-05-21 10:09:01,mallard_observed.csv,1.592551140678627841058985677,1.067,0.677,3.458,4.576,0.867,7.05,9.085,0.023,7.48,11.589,0.234,0.625,0.045,4.81,9.8,9.56,2.838,2.405,0.791,4.019,7.993,12.369,3.617,0.181,7.25,4.72,4.185,7.03,8.558,41.633,73.375,9.891,1.623,0.011,12.217,84.397,155.18,13.614
+2026-05-21 10:09:02,mallard_observed.csv,0.2977639699393739360628672104,1.002,2.01,5.134,0.191,0.518,7.73,3.732,0.091,6.98,7.781,0.534,0.382,0.008,4.8,9.6,10.32,10.641,15.686,19.775,11.597,6.754,8.422,5.085,0.183,6.48,5.85,6.062,6.67,20.769,32.379,54.006,10.752,1.593,0.077,12.14,46.352,84.104,8.6
+2026-05-21 10:09:02,mallard_observed.csv,0.5347209590461913771657107358,0.684,3.739,5.34,4.766,0.937,7.34,3.697,0.079,6.55,18.555,0.096,0.061,0.028,4.02,10.17,11.48,9.484,8.206,6.147,10.266,11.107,13.704,8.51,0.104,6.66,4.03,1.417,7.49,8.572,15.410,17.679,13.14,1.095,0.133,12.269,110.764,213.046,8.481
+2026-05-21 10:09:02,mallard_observed.csv,0.5068213480764902079350780216,0.494,3.452,3.814,4.113,0.374,7.67,14.485,0.02,6.81,15.704,0.236,0.109,0.012,5.89,9.01,11.15,3.85,5.558,7.25,3.866,7.348,4.779,9.918,0.245,6.91,4.13,4.215,6.81,17.905,40.289,79.1,1.478,1.395,0.034,12.164,117.908,220.793,15.023
+2026-05-21 10:09:03,mallard_observed.csv,1.108777653202126611149358397,0.703,3.859,4.784,2.752,0.826,6.7,15.317,0.098,7.15,23.307,0.358,0.138,0.024,4.79,11.39,9.39,11.771,11.074,2.757,19.39,10.551,13.573,7.529,0.209,5.57,5.03,3.142,7.37,17.29,45.613,74.649,16.577,1.624,0.092,12.297,112.340,213.009,11.671
+2026-05-21 10:09:03,mallard_observed.csv,0.9950743659921800236154178432,0.61,3.665,4.976,0.169,0.885,6.57,9.509,0.029,6.51,23.053,0.555,0.288,0.039,4.24,10.89,8.47,10.325,8.448,3.52,13.377,8.275,8.144,8.406,0.235,6.58,5.33,2.182,6.93,23.76,22.650,38.928,6.371,1.383,0.286,12.072,49.726,93.486,5.966
+2026-05-21 10:09:03,mallard_observed.csv,1.021090611466689651761280182,0.693,0.479,0.369,3.48,0.198,7.52,8.914,0.067,6.87,21.803,0.152,0.041,0.028,4.73,11.02,10.36,2.598,14.946,17.63,12.262,0.720,0.723,0.716,0.048,8.4,6.44,2.149,7.44,22.336,39.267,66.114,12.42,1.423,0.245,12.145,78.934,152.341,5.528
+2026-05-21 10:09:04,mallard_observed.csv,5.426704819157385566601727738,0.885,1.396,5.156,5.748,0.166,6.95,9.177,0.01,7.34,22.535,0.209,0.503,0.012,6.15,10.85,8.62,3.089,3.522,5.027,2.018,8.406,6.554,10.258,0.066,6.68,5.77,4.979,7.47,16.828,4.588,1.322,7.854,1.496,0.153,12.256,76.464,144.426,8.503
+2026-05-21 10:09:04,mallard_observed.csv,2.603768768134795431974330724,0.681,3.507,2.295,4.985,0.08,6.98,14.947,0.022,7.53,13.15,0.562,0.606,0.018,6.44,9.88,10.83,11.081,3.604,3.423,3.784,8.504,10.202,6.805,0.013,5.57,4.54,3.183,6.7,11.484,14.314,21.083,7.544,1.576,0.14,12.055,79.946,152.015,7.878
+2026-05-21 10:09:04,mallard_observed.csv,0.8478417115650482408640311469,0.873,0.778,5.643,2.437,0.582,7.43,7.723,0.013,6.81,8.023,0.35,0.211,0.035,3.75,9.84,10.29,11.341,7.286,10.438,4.135,11.332,11.243,11.421,0.03,7.2,4.36,5.56,6.72,10.174,12.530,8.546,16.514,1.249,0.171,12.065,104.274,194.512,14.036
+2026-05-21 10:09:05,mallard_observed.csv,1.371817780043075373881187001,0.931,0.315,2.89,6.238,0.45,6.56,13.388,0.061,6.98,17.033,0.083,0.212,0.002,4.82,11.32,9.49,6.106,3.816,6.875,0.758,11.171,10.07,12.272,0.15,7.76,5.74,6.483,6.84,22.816,27.640,51.83,3.45,0.808,0.137,12.213,53.517,92.922,14.112
+2026-05-21 10:09:05,mallard_observed.csv,5.530280151823455554280872956,0.633,1.79,2.354,2.135,0.815,7.53,9.665,0.007,6.7,23.95,0.322,0.669,0.022,6.45,11.22,10.54,5.131,2.900,2.705,3.094,6.089,7.227,4.951,0.192,6.14,4.52,2.499,7.44,10.757,37.373,61.357,13.389,1.263,0.111,12.212,46.566,89.004,4.129
+2026-05-21 10:09:05,mallard_observed.csv,0.6870024320365944896616204620,0.509,0.392,4.274,5.814,0.904,7.72,4.863,0.093,7.04,21.044,0.471,0.228,0.033,4.4,10.01,9.47,5.789,5.638,3.057,8.219,11.584,11.971,11.196,0.033,7.59,5.85,3.973,7.48,23.602,23.272,31.757,14.787,1.34,0.237,12.188,87.485,165.19,9.78
+2026-05-21 10:09:05,mallard_observed.csv,0.7127873489402824023923944677,0.702,3.487,0.231,5.132,0.353,6.76,11.942,0.007,6.99,24.224,0.442,0.424,0.037,5.81,8.89,10.94,4.875,12.412,5.595,19.229,6.564,4.475,8.652,0.231,7.1,4.75,1.911,6.96,18.196,30.734,45.599,15.868,1.533,0.002,12.175,98.479,189.183,7.775
+2026-05-21 10:09:06,mallard_observed.csv,0.6328981317851795686375907320,0.719,1.397,3.426,5.404,0.205,6.45,13.481,0.063,6.99,14.642,0.125,0.563,0.045,5.59,9.15,11.38,7.155,1.518,1.538,1.499,9.708,5.926,13.489,0.239,8.01,5.55,7.004,7.45,14.014,32.790,57.586,7.994,1.311,0.073,12.2,98.288,187.191,9.386
+2026-05-21 10:09:06,mallard_observed.csv,0.7986437896523797412228894767,0.797,1.587,4.964,3.375,0.46,7.13,10.611,0.029,6.53,8.84,0.383,0.734,0.043,4.69,8.64,10.2,11.614,11.494,11.144,11.845,5.006,5.202,4.810,0.033,7.69,5.57,0.965,6.68,17.785,39.816,64.257,15.376,1.62,0.064,12.127,55.120,94.269,15.97
+2026-05-21 10:09:06,mallard_observed.csv,1.551055690674922652985826083,0.977,0.52,4.696,3.095,0.342,6.52,4.792,0.04,7.1,13.862,0.389,0.047,0.035,6.3,11.2,9.69,8.179,7.140,12.576,1.704,11.809,12.559,11.059,0.05,7.41,5.37,3.212,7.01,21.203,42.528,67.414,17.643,1.054,0.111,12.025,85.853,159.749,11.957
+2026-05-21 10:09:07,mallard_observed.csv,0.8128432622636325497007916253,0.941,3.484,3.052,1.055,0.803,6.87,14.94,0.085,6.5,24.669,0.569,0.23,0.017,6.4,8.72,8.82,6.05,15.066,15.943,14.190,6.218,7.665,4.772,0.151,7.9,5.71,5.931,7.03,13.909,9.964,11.732,8.197,1.315,0.099,12.226,58.510,111.954,5.066
+2026-05-21 10:09:07,mallard_observed.csv,0.3737999366629006736902961833,0.52,0.759,5.299,0.401,0.767,6.79,11.594,0.017,7.32,17.464,0.468,0.196,0.034,5.13,10.24,11.26,2.192,14.292,15.930,12.654,2.924,1.095,4.752,0.201,6.24,4.08,3.325,7.17,16.25,26.198,44.452,7.944,0.858,0.247,12.21,110.387,209.107,11.667
+2026-05-21 10:09:07,mallard_observed.csv,0.9800682407812916734554100837,0.961,1.668,4.645,5.394,0.192,6.56,4.132,0.07,7.4,19.579,0.132,0.459,0.02,5.67,9.83,8.5,8.832,11.043,7.116,14.97,9.356,10.126,8.586,0.164,5.73,5.7,7.893,6.93,16.782,9.892,10.69,9.094,1.317,0.284,12.286,76.239,142.332,10.146
+2026-05-21 10:09:08,mallard_observed.csv,0.7248613151682400001163806555,0.581,2.241,1.172,2.09,0.698,6.43,11.683,0.098,6.87,13.559,0.109,0.146,0.032,3.85,9.7,11.3,9.516,9.006,4.678,13.333,4.636,7.787,1.484,0.235,8.11,4.72,7.074,6.81,13.756,8.346,0.919,15.772,1.288,0.04,12.118,107.392,206.841,7.943
+2026-05-21 10:09:08,mallard_observed.csv,1.157105778914677687856058714,0.843,2.134,5.599,3.054,0.381,6.78,4.224,0.043,6.72,14.518,0.438,0.152,0.047,4.75,9.11,11.1,8.571,18.550,20.000,17.099,9.984,9.539,10.428,0.16,5.62,4.65,4.753,7.22,8.334,29.565,41.981,17.149,0.869,0.281,12.103,88.616,170.517,6.716
+2026-05-21 10:09:08,mallard_observed.csv,0.5357718711331803622929555406,1.014,0.462,3.673,2.72,0.873,6.38,13.157,0.095,7.3,8.079,0.482,0.447,0.023,5.36,11.45,9.25,8.587,13.028,16.461,9.596,4.676,1.285,8.068,0.184,6.82,4.39,2.434,7.58,21.722,17.608,28.653,6.563,0.831,0.342,12.15,110.076,210.194,9.957
+2026-05-21 10:09:09,mallard_observed.csv,0.7724725824607492362570488420,0.865,1.18,2.809,3.094,0.35,6.67,10.526,0.005,7.21,9.191,0.217,0.163,0.018,5.82,9.56,11.1,7.111,6.712,3.506,9.917,7.245,7.223,7.267,0.06,7.88,4.38,3.953,7.37,14.359,9.120,11.328,6.913,1.377,0.006,12.188,98.462,187.767,9.158
+2026-05-21 10:09:09,mallard_observed.csv,2.266711717304177192746929580,0.708,2.685,0.333,0.431,0.432,7.29,15.926,0.016,7.32,8.553,0.328,0.168,0.016,5.67,9.7,9.45,4.811,12.317,18.838,5.796,8.179,3.899,12.459,0.225,8.16,6.21,5.018,6.91,17.244,13.384,6.858,19.91,1.628,0.245,12.176,60.738,112.47,9.007
+2026-05-21 10:09:09,mallard_observed.csv,0.6467679951655019489736714857,0.948,1.248,0.374,2.373,0.041,7.1,6.488,0.064,6.67,21.992,0.333,0.169,0.004,4.82,11.17,9.23,11.144,3.994,4.241,3.746,5.100,1.144,9.057,0.229,6.47,5.88,3.388,7.23,19.482,17.016,20.068,13.964,1.151,0.025,12.133,105.936,201.962,9.911
+2026-05-21 10:09:10,mallard_observed.csv,0.5740865800924615861618004268,0.528,0.831,2.158,7.922,0.683,6.36,6.263,0.052,7.58,10.505,0.18,0.248,0.017,6.21,9.81,10.78,4.334,12.672,11.278,14.067,5.213,9.073,1.353,0.042,7.63,5.96,6.413,7.57,12.443,20.122,28.966,11.277,1.114,0.098,12.152,109.065,208.902,9.228
+2026-05-21 10:09:10,mallard_observed.csv,0.7044010857504866666838106111,0.646,2.79,4.616,1.873,0.907,7.47,15.878,0.043,6.7,7.428,0.444,0.266,0.026,4.65,9.04,10.55,3.223,15.932,17.718,14.145,7.186,5.675,8.696,0.068,5.96,6.1,2.845,6.74,15.907,14.406,11.082,17.729,0.808,0.268,12.07,57.194,99.984,14.404
+2026-05-21 10:09:10,mallard_observed.csv,0.3196373174564406206539430929,0.81,0.946,1.683,0.919,0.084,6.38,6.566,0.073,6.99,27.437,0.323,0.312,0.038,4.36,9.49,9.64,9.23,11.490,5.24,17.739,8.672,9.437,7.906,0.143,6.82,4.5,2.474,7.38,15.768,43.100,72.882,13.317,1.181,0.241,12.068,67.310,119.97,14.649
+2026-05-21 10:09:11,mallard_observed.csv,0.5413188314390822422289896190,0.961,0.957,3.515,2.656,0.592,7.51,5.438,0.096,7.05,20.319,0.521,0.625,0.011,4.99,10.56,9.38,8.702,13.933,15.844,12.022,6.032,5.052,7.013,0.095,6.97,4.26,5.423,6.89,7.779,28.544,38.634,18.453,1.031,0.266,12.061,100.671,185.775,15.567
+2026-05-21 10:09:11,mallard_observed.csv,0.4592524327466492310678566856,0.52,0.921,3.381,2.367,0.245,7.14,8.264,0.071,6.7,23.075,0.471,0.303,0.01,6.23,10.39,10.56,3.01,18.913,17.826,20.000,7.926,2.682,13.169,0.206,6.7,5.35,1.236,6.89,8.278,33.529,59.552,7.506,1.729,0.165,12.079,105.636,201.375,9.897
+2026-05-21 10:09:11,mallard_observed.csv,0.4891306848811470745658934772,0.631,2.77,2.118,5.71,0.879,6.89,11.233,0.017,6.97,14.251,0.098,0.328,0.043,6.24,10.43,9.18,10.226,5.654,3.139,8.169,9.656,11.849,7.464,0.211,7.96,4.4,4.05,7.16,14.55,36.615,62.065,11.165,1.163,0.053,12.153,70.944,131.854,10.034
+2026-05-21 10:09:11,mallard_observed.csv,0.9537646765796737873295343662,0.643,2.7,2.015,6.018,0.07,7.55,6.185,0.041,6.7,14.966,0.206,0.607,0.018,6.43,9.64,9.26,11.095,14.798,12.55,17.045,4.081,7.112,1.05,0.032,6.04,5.98,2.666,6.79,15.926,31.357,60.351,2.363,1.446,0.002,12.14,89.214,170.424,8.004
+2026-05-21 10:09:12,mallard_observed.csv,0.7778943279064789963305080126,0.511,1.503,5.829,6.829,0.438,7.53,4.297,0.036,7.29,18.735,0.561,0.15,0.04,5.59,10.98,10.3,6.661,12.271,9.046,15.496,2.452,1.36,3.544,0.066,8.23,4.05,3.865,7.02,7.719,23.325,30.042,16.608,1.591,0.319,12.228,125.506,236.433,14.579
+2026-05-21 10:09:12,mallard_observed.csv,1.010037179012962418293165087,0.747,1.044,2.491,7.278,0.304,6.26,10.861,0.028,7.6,18.335,0.068,0.636,0.004,5.5,11.23,11.1,7.694,8.684,12.919,4.449,9.485,10.745,8.225,0.133,6.49,4.9,1.03,6.62,22.488,25.940,37.207,14.673,1.076,0.076,12.255,68.802,128.705,8.899
+2026-05-21 10:09:12,mallard_observed.csv,1.598641113753532680916511027,0.645,0.819,5.187,2.252,0.354,7.53,10.57,0.065,7.12,19.633,0.13,0.047,0.014,5.51,8.77,9.99,11.926,8.928,14.384,3.471,5.715,6.505,4.925,0.001,8.1,6.07,1.586,7.09,11.054,40.624,78.651,2.598,0.935,0.118,12.211,54.942,103.484,6.399
+2026-05-21 10:09:13,mallard_observed.csv,0.6714580675214990398713938318,0.874,2.41,4.819,1.017,0.814,7.4,12.231,0.031,6.88,27.899,0.526,0.716,0.046,3.55,8.96,10.78,7.157,17.064,18.005,16.124,5.422,2.903,7.941,0.037,6.61,6.33,4.896,6.69,20.413,14.764,13.102,16.426,1.553,0.034,12.255,126.068,236.317,15.82
+2026-05-21 10:09:13,mallard_observed.csv,0.2762965935575080350576091196,0.699,0.431,4.463,5.483,0.336,7.69,4.501,0.0,7.11,22.609,0.36,0.431,0.017,4.22,9.59,8.88,8.983,10.060,10.893,9.227,6.394,4.925,7.862,0.146,7.19,4.45,4.526,7.52,21.747,39.650,60.088,19.213,1.361,0.07,12.092,94.354,178.854,9.853
+2026-05-21 10:09:13,mallard_observed.csv,1.969621549222031380007325125,0.955,1.229,5.926,7.555,0.105,6.54,12.854,0.05,7.34,7.371,0.345,0.629,0.038,6.17,10.46,11.39,6.479,5.751,8.431,3.071,11.092,12.889,9.295,0.111,7.56,5.83,3.899,7.16,22.811,7.174,0.6,13.748,0.815,0.146,12.17,107.816,211.265,4.367
+2026-05-21 10:09:14,mallard_observed.csv,0.4591922104899464872440070119,0.591,1.321,5.942,3.789,0.909,6.85,9.189,0.088,6.67,26.627,0.123,0.663,0.037,3.99,10.1,10.9,10.99,1.438,0.369,2.506,5.262,8.245,2.278,0.227,8.08,4.76,6.013,6.73,15.795,32.910,64.393,1.427,0.878,0.15,12.084,67.216,122.147,12.286
+2026-05-21 10:09:14,mallard_observed.csv,0.3936880211902450616937187770,1.02,2.573,5.445,3.019,0.921,7.35,3.281,0.066,6.99,17.309,0.554,0.512,0.021,6.08,11.27,10.5,5.192,9.280,8.078,10.482,7.408,4.745,10.072,0.17,8.46,5.93,1.558,6.78,16.187,15.627,27.636,3.618,0.998,0.232,12.283,121.162,237.174,5.151
+2026-05-21 10:09:14,mallard_observed.csv,0.3712601261514444218510455274,0.781,3.659,4.971,1.859,0.683,7.25,14.489,0.05,6.91,13.269,0.322,0.365,0.036,3.83,10.48,9.69,6.055,13.077,8.754,17.4,2.162,1.176,3.149,0.042,7.51,4.23,1.456,7.22,15.438,28.119,50.218,6.02,1.082,0.347,12.269,89.439,171.182,7.696
+2026-05-21 10:09:15,mallard_observed.csv,0.6390237469750148113944085586,1.063,2.684,1.001,1.81,0.752,7.74,3.31,0.026,7.57,9.173,0.218,0.443,0.049,4.85,9.02,10.73,6.409,12.530,8.476,16.583,5.236,4.277,6.196,0.193,6.18,4.05,5.438,6.83,23.965,36.688,60.398,12.979,1.222,0.089,12.054,91.275,173.186,9.364
+2026-05-21 10:09:15,mallard_observed.csv,0.5511087530494777351537326010,0.602,1.92,3.639,7.119,0.099,6.35,11.628,0.094,6.52,10.496,0.172,0.644,0.03,5.9,9.02,8.9,2.743,6.848,11.081,2.616,8.491,9.531,7.451,0.226,6.15,5.45,4.989,7.1,8.864,21.076,41.758,0.394,1.544,0.294,12.15,124.880,235.178,14.583
+2026-05-21 10:09:15,mallard_observed.csv,2.661179854253798416035831699,1.057,0.407,1.325,6.937,0.948,7.51,14.202,0.048,6.96,9.219,0.143,0.243,0.018,5.59,8.91,8.41,9.756,6.040,6.397,5.682,7.144,2.99,11.297,0.052,6.82,4.63,1.425,6.63,20.22,30.074,52.388,7.759,1.786,0.006,12.111,77.823,148.811,6.835
+2026-05-21 10:09:16,mallard_observed.csv,5.538545833781966921305924714,0.535,1.57,2.035,5.347,0.682,7.46,9.651,0.071,6.71,8.265,0.4,0.392,0.021,5.57,8.69,9.92,5.269,4.844,8.497,1.191,8.940,8.750,9.130,0.119,6.65,5.19,4.469,6.62,12.708,42.464,65.529,19.398,1.365,0.054,12.046,121.516,227.172,15.86
+2026-05-21 10:09:16,mallard_observed.csv,1.194213463084817375696729282,1.082,1.631,0.19,7.234,0.084,7.66,10.816,0.05,6.99,27.168,0.179,0.549,0.009,4.12,11.26,11.01,4.615,8.664,5.005,12.322,4.196,3.331,5.062,0.021,6.01,4.45,3.574,7.19,10.548,39.847,64.529,15.165,1.508,0.234,12.106,53.908,99.609,8.208
+2026-05-21 10:09:16,mallard_observed.csv,4.656287323963112156629343518,1.014,2.394,2.896,6.02,0.652,6.71,11.133,0.017,7.25,13.78,0.484,0.641,0.029,4.96,9.05,9.91,6.398,9.126,15.321,2.932,4.600,1.58,7.62,0.0,6.84,4.25,5.764,7.39,8.913,41.865,79.604,4.126,1.31,0.002,12.167,78.086,145.34,10.833
+2026-05-21 10:09:17,mallard_observed.csv,0.8261266312113871219806869803,1.068,2.381,4.38,0.515,0.334,7.66,3.249,0.081,7.11,19.034,0.242,0.548,0.019,4.34,9.71,8.7,8.094,11.178,12.959,9.398,8.998,5.93,12.067,0.005,8.34,5.55,7.112,7.54,19.244,13.784,25.351,2.216,1.2,0.213,12.035,89.644,174.894,4.395
+2026-05-21 10:09:17,mallard_observed.csv,8.448500800323280730887559629,0.615,1.606,0.112,3.195,0.831,7.22,13.491,0.033,7.53,9.931,0.434,0.641,0.001,5.54,9.75,9.1,9.845,7.888,15.33,0.447,10.394,9.360,11.428,0.148,6.38,4.32,3.613,6.7,18.374,13.302,20.832,5.771,1.098,0.324,12.062,58.794,111.658,5.931
+2026-05-21 10:09:17,mallard_observed.csv,0.4951476005830663919214068970,0.891,3.945,1.074,1.412,0.429,7.06,7.505,0.091,6.89,13.091,0.233,0.186,0.006,4.77,8.57,9.8,2.817,18.328,20.000,16.657,3.576,4.045,3.107,0.085,8.25,4.8,2.413,6.68,13.924,16.562,22.379,10.745,1.096,0.223,12.198,107.613,207.498,7.728
+2026-05-21 10:09:17,mallard_observed.csv,0.9639689827208783026502372014,0.64,2.948,2.829,5.414,0.558,7.31,10.643,0.07,7.02,10.038,0.108,0.088,0.015,5.93,10.01,10.54,9.074,15.350,18.737,11.964,12.992,11.984,14.000,0.141,6.39,4.37,5.054,7.56,14.727,25.156,44.186,6.127,0.813,0.193,12.181,111.830,213.479,10.181
+2026-05-21 10:09:18,mallard_observed.csv,1.278193010976245264549380157,1.051,0.355,5.967,5.49,0.187,7.29,13.508,0.034,6.96,12.061,0.072,0.376,0.04,5.44,9.55,9.6,8.67,14.406,14.09,14.723,5.865,10.452,1.278,0.123,8.46,5.67,4.704,7.59,17.393,36.855,67.2,6.51,1.421,0.14,12.128,105.331,206.107,4.555
+2026-05-21 10:09:18,mallard_observed.csv,0.6613313279838506075091175477,0.941,1.701,2.338,3.905,0.546,7.0,5.195,0.075,7.52,27.757,0.36,0.466,0.015,5.79,8.82,8.77,6.568,10.506,11.008,10.004,7.864,12.475,3.254,0.188,6.46,5.23,2.509,6.72,12.089,42.744,75.194,10.294,1.561,0.118,12.22,123.390,235.767,11.013
+2026-05-21 10:09:18,mallard_observed.csv,0.5237928717360976059232317886,0.79,0.764,2.63,5.786,0.328,6.25,15.618,0.01,7.3,16.695,0.459,0.49,0.004,5.95,9.65,9.88,10.63,13.492,7.493,19.491,7.668,10.915,4.421,0.151,6.05,6.49,0.904,7.46,11.145,39.500,77.362,1.638,1.208,0.035,12.093,103.494,195.838,11.151
+2026-05-21 10:09:19,mallard_observed.csv,1.101327075324191812004284251,0.619,2.085,2.479,6.753,0.401,7.25,14.608,0.073,7.46,21.355,0.144,0.679,0.018,6.49,10.86,9.94,5.067,6.902,4.21,9.594,5.724,8.476,2.972,0.087,5.85,5.64,1.865,7.16,16.148,7.664,4.356,10.972,1.07,0.164,12.173,71.933,131.208,12.658
+2026-05-21 10:09:19,mallard_observed.csv,0.6987492486853488497690130366,0.772,2.443,4.794,6.18,0.693,7.18,8.39,0.083,6.69,21.072,0.443,0.056,0.026,4.63,10.98,10.13,11.552,6.088,3.069,9.106,7.754,4.487,11.022,0.124,5.84,5.37,3.5,7.14,16.851,23.588,28.471,18.706,1.541,0.123,12.076,53.546,92.015,15.076
+2026-05-21 10:09:19,mallard_observed.csv,0.5586132236511310349684054942,0.952,0.372,1.765,0.906,0.551,7.72,7.767,0.083,7.64,9.166,0.282,0.055,0.008,4.24,11.13,9.97,9.138,6.077,6.03,6.124,6.014,1.398,10.63,0.225,7.99,6.18,1.56,7.08,7.074,9.347,11.446,7.248,1.206,0.347,12.218,47.572,86.419,8.725
+2026-05-21 10:09:20,mallard_observed.csv,0.5194261667801718441741924128,0.688,2.337,3.725,4.033,0.53,7.54,6.078,0.063,7.3,9.323,0.303,0.396,0.04,5.44,9.45,8.56,4.107,18.237,16.96,19.514,9.202,8.911,9.492,0.089,6.46,6.18,4.658,6.69,23.226,34.537,60.755,8.319,1.125,0.083,12.233,59.868,107.108,12.627
+2026-05-21 10:09:20,mallard_observed.csv,2.033700878550531190721064500,1.044,3.258,0.673,5.472,0.754,6.76,13.834,0.014,7.41,16.087,0.101,0.3,0.008,3.6,9.48,9.69,5.728,13.089,8.906,17.272,6.988,6.212,7.763,0.234,8.08,4.56,1.627,6.88,10.214,10.439,18.979,1.899,1.657,0.163,12.224,90.228,172.684,7.771
+2026-05-21 10:09:20,mallard_observed.csv,5.588347810517755413557382225,0.621,2.037,0.618,6.402,0.19,6.56,5.243,0.041,7.01,23.507,0.433,0.71,0.03,5.97,9.34,8.61,11.949,8.630,6.925,10.336,6.830,11.043,2.618,0.011,5.8,4.91,1.749,6.98,7.507,46.199,74.388,18.01,1.627,0.247,12.24,117.396,226.929,7.864
+2026-05-21 10:09:21,mallard_observed.csv,1.952565249570102562014522055,0.678,0.545,1.541,4.705,0.942,6.32,8.215,0.069,6.86,6.996,0.3,0.336,0.047,5.37,8.54,9.21,10.542,9.940,18.419,1.462,2.818,1.428,4.209,0.039,6.7,4.14,2.019,7.33,23.643,15.804,31.106,0.502,1.579,0.225,12.124,89.478,164.098,14.858
+2026-05-21 10:09:21,mallard_observed.csv,0.5535796071563708234261540488,0.924,0.769,4.365,0.705,0.17,7.07,5.023,0.086,6.96,9.067,0.586,0.662,0.0,5.39,11.42,10.13,11.284,4.776,3.791,5.761,7.642,5.965,9.32,0.101,8.08,5.83,5.889,6.63,8.833,36.989,60.786,13.192,1.566,0.299,12.06,47.104,89.066,5.141
+2026-05-21 10:09:21,mallard_observed.csv,0.5162309511395277251786671142,1.078,2.527,5.47,4.464,0.91,6.8,5.038,0.047,7.37,9.393,0.398,0.163,0.003,5.24,9.23,9.62,11.205,10.358,11.454,9.261,2.396,0.548,4.244,0.132,7.79,5.32,1.566,6.65,17.932,15.582,27.354,3.811,1.016,0.069,12.162,48.210,87.885,8.536
+2026-05-21 10:09:22,mallard_observed.csv,1.492714828235353470258142129,0.525,1.607,5.354,4.498,0.856,6.97,10.076,0.035,7.41,25.87,0.185,0.29,0.001,6.42,9.01,8.29,2.745,11.316,18.831,3.8,9.364,9.532,9.197,0.137,8.37,4.73,4.388,7.38,12.479,3.222,4.739,1.704,1.571,0.161,12.113,111.546,217.298,5.795
+2026-05-21 10:09:22,mallard_observed.csv,5.228129928265741025105014123,1.048,3.573,1.741,5.872,0.894,6.28,12.639,0.082,7.38,10.569,0.182,0.555,0.026,5.96,10.19,10.15,7.923,4.824,8.838,0.809,10.845,13.672,8.018,0.019,8.2,6.08,2.183,7.53,15.991,42.916,76.429,9.403,1.441,0.305,12.097,89.376,166.39,12.362
+2026-05-21 10:09:22,mallard_observed.csv,0.7174669589926564327168451440,1.015,0.864,1.281,5.603,0.249,6.63,4.518,0.007,6.92,14.818,0.223,0.159,0.025,4.63,10.4,9.11,4.678,3.856,3.666,4.046,10.358,11.243,9.474,0.161,8.31,4.1,4.957,6.9,18.718,42.672,77.109,8.234,0.916,0.337,12.001,118.150,226.263,10.038
+2026-05-21 10:09:22,mallard_observed.csv,8.449168764999201713086973877,0.504,3.794,4.382,3.04,0.866,6.25,11.512,0.052,7.15,23.747,0.425,0.688,0.049,6.25,8.84,9.36,7.775,4.698,8.259,1.136,7.640,8.664,6.616,0.163,5.96,6.43,7.322,7.01,8.177,43.774,76.104,11.443,1.415,0.12,12.292,49.280,94.11,4.45
+2026-05-21 10:09:23,mallard_observed.csv,1.704252774940199779153290864,0.894,1.017,4.255,0.444,0.295,6.63,14.135,0.0,6.99,23.205,0.175,0.581,0.046,6.07,10.69,10.38,4.454,6.651,5.723,7.579,2.695,2.337,3.053,0.202,6.28,5.18,6.216,7.37,17.153,3.496,1.181,5.81,0.901,0.236,12.013,50.660,85.73,15.589
+2026-05-21 10:09:23,mallard_observed.csv,1.098818381211239847612899044,0.7,2.087,2.115,3.52,0.442,6.33,14.668,0.033,7.35,7.133,0.519,0.358,0.01,3.52,10.24,11.33,8.507,8.160,11.892,4.429,4.291,0.97,7.612,0.041,7.2,5.64,1.911,7.06,18.755,10.306,14.243,6.368,0.872,0.093,12.125,108.298,206.167,10.429
+2026-05-21 10:09:23,mallard_observed.csv,0.5716135675786199848393745481,0.93,0.906,0.669,4.832,0.52,7.41,10.951,0.047,7.1,8.329,0.194,0.511,0.033,5.6,10.82,11.06,2.489,7.432,3.412,11.453,9.570,8.189,10.951,0.161,7.11,5.2,2.958,6.61,22.518,14.487,19.126,9.848,1.225,0.221,12.215,108.339,206.651,10.027
+2026-05-21 10:09:24,mallard_observed.csv,0.4840565599279980837557339216,0.805,1.094,1.161,7.811,0.394,6.32,14.004,0.05,7.39,19.02,0.45,0.348,0.027,4.23,10.16,9.34,9.228,13.176,18.777,7.576,7.236,8.007,6.464,0.128,6.78,5.73,1.127,7.22,8.671,14.066,27.671,0.461,1.29,0.017,12.029,101.958,192.223,11.693
+2026-05-21 10:09:24,mallard_observed.csv,0.8930343834551542515294996236,0.906,0.725,0.347,1.287,0.368,6.94,7.348,0.097,7.09,13.087,0.552,0.379,0.047,5.09,10.24,10.03,9.795,15.310,18.4,12.22,7.726,13.251,2.201,0.166,8.05,4.44,1.097,6.67,19.31,21.840,37.268,6.411,1.262,0.094,12.0,89.688,167.434,11.941
+2026-05-21 10:09:24,mallard_observed.csv,0.6883315303537031584281803099,0.809,1.709,5.9,1.22,0.823,7.27,7.195,0.046,7.04,7.096,0.459,0.162,0.04,4.29,10.07,9.3,8.308,13.710,18.373,9.046,7.906,5.364,10.447,0.205,5.89,4.32,3.617,7.25,19.902,39.213,65.068,13.358,1.664,0.036,12.032,120.869,226.192,15.546
+2026-05-21 10:09:25,mallard_observed.csv,6.101752197266922863781943235,0.669,0.557,3.447,7.445,0.766,7.17,12.863,0.024,6.66,7.184,0.317,0.718,0.003,6.05,11.0,11.47,7.046,8.184,13.721,2.647,9.231,9.559,8.903,0.07,6.37,5.95,6.197,7.13,9.858,26.554,40.618,12.49,1.599,0.253,12.066,79.650,153.368,5.933
+2026-05-21 10:09:25,mallard_observed.csv,0.4929478391355881546819367893,0.98,3.815,2.963,6.206,0.776,6.91,10.72,0.067,7.27,21.199,0.356,0.696,0.014,5.81,9.49,9.62,6.005,12.320,5.235,19.406,5.434,7.676,3.191,0.054,5.78,4.22,3.264,6.86,8.402,40.316,74.522,6.109,1.332,0.027,12.214,117.072,224.543,9.602
+2026-05-21 10:09:25,mallard_observed.csv,0.7799438481412927014973840111,0.834,1.031,0.725,0.706,0.092,6.6,3.437,0.06,7.25,13.68,0.61,0.543,0.032,5.07,10.79,10.36,8.727,10.894,2.781,19.007,9.533,13.549,5.517,0.154,8.26,6.38,6.367,7.55,10.389,26.910,49.657,4.164,0.994,0.169,12.289,66.342,127.426,5.258
+2026-05-21 10:09:26,mallard_observed.csv,1.706811682206902734805784196,0.921,3.346,0.592,6.135,0.143,7.48,4.083,0.096,7.58,14.058,0.244,0.063,0.047,6.36,11.35,10.85,2.532,7.338,13.168,1.507,8.169,7.56,8.778,0.103,7.2,5.89,1.862,7.19,12.519,41.600,77.022,6.179,1.72,0.244,12.118,118.120,221.405,14.835
+2026-05-21 10:09:26,mallard_observed.csv,0.4366837036647643686461498199,0.719,0.753,0.071,4.175,0.277,6.99,13.019,0.042,6.52,19.699,0.157,0.629,0.001,4.07,8.94,11.08,11.536,16.175,14.601,17.749,0.982,0.834,1.130,0.084,5.64,4.7,5.178,7.17,7.631,33.494,61.717,5.271,1.016,0.271,12.215,88.696,163.075,14.318
+2026-05-21 10:09:26,mallard_observed.csv,0.3857820044074278964126595336,0.904,0.611,0.581,2.502,0.305,6.7,3.773,0.067,6.9,25.958,0.331,0.49,0.043,4.76,9.03,10.54,8.556,6.368,6.141,6.596,9.977,8.591,11.363,0.062,8.34,6.21,7.144,7.07,17.599,20.986,35.933,6.04,1.079,0.061,12.207,54.018,101.899,6.138
+2026-05-21 10:09:27,mallard_observed.csv,0.3226058893915542645568863192,1.05,3.127,2.095,2.101,0.747,7.05,10.409,0.024,7.13,23.944,0.361,0.576,0.002,3.73,8.82,8.73,5.827,18.006,17.415,18.596,8.262,10.741,5.782,0.232,6.46,5.97,2.826,7.19,15.573,19.040,31.74,6.339,1.151,0.097,12.28,82.481,154.493,10.469
+2026-05-21 10:09:27,mallard_observed.csv,0.9337249508846381259612160424,0.669,0.477,2.276,3.347,0.111,6.55,4.997,0.06,7.17,18.86,0.051,0.562,0.044,5.54,9.32,8.34,2.259,11.567,12.994,10.140,8.296,5.216,11.377,0.144,7.08,4.58,6.475,7.27,10.676,14.150,22.774,5.527,0.964,0.328,12.088,83.315,151.343,15.287
+2026-05-21 10:09:27,mallard_observed.csv,0.4628543580132986667403346584,0.494,3.247,3.561,1.234,0.444,7.68,8.144,0.07,7.15,23.865,0.397,0.1,0.048,4.41,11.44,8.91,10.443,13.928,14.252,13.605,6.098,5.52,6.675,0.082,7.73,5.34,5.17,7.45,12.899,11.697,20.809,2.585,1.204,0.244,12.019,108.679,202.364,14.994
+2026-05-21 10:09:27,mallard_observed.csv,0.4132400452337785988111069380,0.648,1.949,4.766,3.41,0.771,6.89,8.343,0.003,7.0,6.975,0.236,0.638,0.013,5.6,9.32,11.41,11.562,5.266,5.522,5.009,4.197,7.812,0.582,0.231,7.41,6.14,7.955,7.15,22.723,29.462,50.761,8.163,1.433,0.11,12.085,73.528,135.011,12.044
+2026-05-21 10:09:28,mallard_observed.csv,0.5202766537167202839329614311,0.585,2.546,2.847,5.382,0.662,7.74,3.356,0.011,6.59,10.147,0.501,0.203,0.009,6.07,9.67,10.34,4.031,6.858,6.466,7.251,10.500,7.079,13.922,0.233,7.43,5.09,4.607,7.11,7.613,10.043,15.613,4.473,1.437,0.329,12.253,109.384,209.472,9.295
+2026-05-21 10:09:28,mallard_observed.csv,1.040507661845173219573858073,0.899,3.338,5.951,7.519,0.553,6.64,5.137,0.054,7.25,13.043,0.149,0.428,0.018,5.33,9.79,11.19,10.925,9.942,3.009,16.876,8.354,4.972,11.736,0.045,8.44,5.02,4.18,6.81,10.897,42.618,76.375,8.861,0.899,0.206,12.145,94.541,180.847,8.235
+2026-05-21 10:09:28,mallard_observed.csv,0.8308396337762891253241359115,0.547,1.768,4.369,7.695,0.685,7.08,7.108,0.005,6.53,24.812,0.416,0.101,0.037,5.83,8.5,11.42,10.92,13.872,15.606,12.139,10.487,12.225,8.749,0.03,6.47,4.19,4.546,6.99,22.024,33.031,54.289,11.773,1.425,0.197,12.29,59.534,107.469,11.599
+2026-05-21 10:09:29,mallard_observed.csv,0.4411442769741554082605828138,0.806,1.768,3.006,0.271,0.936,6.55,14.397,0.022,6.76,10.633,0.31,0.006,0.011,6.27,9.64,9.57,4.31,13.783,10.277,17.289,10.493,13.296,7.69,0.094,7.96,5.6,7.776,7.02,15.103,13.004,9.619,16.388,0.89,0.126,12.007,106.163,200.39,11.936
+2026-05-21 10:09:29,mallard_observed.csv,5.152400888848812229506010707,0.918,0.678,1.414,0.255,0.68,6.59,12.39,0.095,6.62,8.048,0.203,0.4,0.009,6.3,11.32,11.22,5.209,1.092,1.333,0.852,8.788,7.78,9.795,0.208,5.5,5.58,0.967,7.55,23.433,35.396,56.784,14.007,1.521,0.162,12.083,42.823,81.461,4.185
+2026-05-21 10:09:29,mallard_observed.csv,0.6512452010520525044189678606,0.853,1.774,1.16,1.716,0.173,7.03,12.645,0.006,6.88,10.377,0.607,0.585,0.007,3.86,10.73,8.9,8.98,13.792,13.767,13.817,10.468,11.851,9.085,0.089,7.77,5.39,1.875,7.57,18.452,29.728,54.316,5.141,1.22,0.035,12.261,106.838,205.72,7.956
+2026-05-21 10:09:30,mallard_observed.csv,0.4849481839731195040861120537,1.014,2.533,2.475,1.055,0.485,6.96,11.624,0.022,7.46,10.244,0.099,0.572,0.012,5.73,8.97,11.3,2.381,7.740,3.109,12.371,9.701,13.248,6.154,0.131,7.29,6.13,4.181,7.35,10.982,44.062,77.094,11.03,1.586,0.241,12.17,67.050,120.145,13.955
+2026-05-21 10:09:30,mallard_observed.csv,0.3616958301211197120577920130,0.509,1.595,4.299,0.014,0.173,6.47,11.915,0.032,6.79,10.299,0.319,0.338,0.044,3.79,10.43,10.14,3.35,4.093,4.504,3.682,3.846,1.524,6.167,0.113,7.46,5.56,1.16,7.31,17.794,41.220,68.917,13.522,1.718,0.093,12.211,74.604,138.111,11.097
+2026-05-21 10:09:30,mallard_observed.csv,0.5339094528753471194316326794,0.908,2.967,1.324,2.157,0.854,6.84,7.724,0.086,7.62,14.576,0.223,0.281,0.002,5.26,8.94,8.97,5.283,18.764,17.726,19.803,3.826,2.19,5.462,0.122,8.42,4.01,6.401,7.22,13.37,34.146,60.809,7.483,1.174,0.083,12.089,104.478,201.328,7.629
+2026-05-21 10:09:31,mallard_observed.csv,1.244262145549074494407405731,1.086,3.266,1.01,1.073,0.206,6.27,6.59,0.019,6.76,10.697,0.213,0.22,0.039,6.06,9.01,9.51,5.619,4.322,6.686,1.958,3.370,6.362,0.377,0.043,8.49,5.42,1.167,6.84,19.499,23.560,30.251,16.869,1.754,0.185,12.251,64.125,117.248,11.002
+2026-05-21 10:09:31,mallard_observed.csv,0.6070657640968315482678409687,0.997,2.496,1.006,6.387,0.003,7.29,9.326,0.078,6.95,17.419,0.406,0.52,0.018,6.18,10.54,11.04,4.168,10.670,18.053,3.287,7.990,10.163,5.817,0.227,6.69,5.93,3.34,6.84,11.56,21.995,37.668,6.322,1.184,0.313,12.146,84.150,152.625,15.675
+2026-05-21 10:09:31,mallard_observed.csv,1.824826253479450859587409477,0.601,3.088,1.012,2.556,0.899,6.7,5.78,0.096,7.24,24.726,0.594,0.492,0.001,5.92,10.96,9.72,10.372,7.186,2.85,11.523,11.288,11.816,10.759,0.048,6.85,4.26,7.897,6.8,17.035,22.841,44.183,1.499,1.192,0.02,12.287,82.371,151.658,13.084
+2026-05-21 10:09:32,mallard_observed.csv,1.477193435450650126485154971,0.848,0.919,3.927,6.231,0.37,7.48,12.584,0.043,7.51,19.95,0.419,0.429,0.001,6.46,11.36,11.22,5.64,15.959,17.939,13.979,8.159,4.593,11.725,0.062,5.56,4.41,2.747,6.78,22.746,25.470,40.679,10.26,0.956,0.005,12.261,83.262,157.152,9.373
+2026-05-21 10:09:32,mallard_observed.csv,0.5902885459280603587337842848,0.788,3.166,3.282,7.159,0.815,7.19,9.196,0.027,6.93,7.847,0.108,0.021,0.006,5.36,9.91,11.36,7.363,1.732,3.026,0.439,12.849,13.015,12.683,0.144,8.05,5.63,7.024,6.96,17.194,37.695,65.876,9.514,1.077,0.031,12.299,48.630,81.611,15.648
+2026-05-21 10:09:32,mallard_observed.csv,0.9592511716702654175195724837,0.983,2.692,2.304,2.289,0.809,7.43,13.722,0.025,6.99,6.049,0.075,0.102,0.004,4.63,10.03,11.28,3.832,2.443,3.748,1.138,1.932,0.956,2.907,0.144,6.75,6.4,5.81,7.58,22.988,30.854,59.971,1.738,1.474,0.163,12.031,66.103,118.11,14.096
+2026-05-21 10:09:33,mallard_observed.csv,0.8695506529445909056363986174,0.927,3.379,1.581,0.797,0.509,6.31,15.496,0.056,6.88,11.615,0.183,0.325,0.018,4.88,10.99,10.78,9.128,18.030,16.273,19.788,8.384,10.184,6.585,0.033,7.67,6.3,5.722,6.88,10.674,35.571,60.176,10.966,0.832,0.142,12.269,68.247,128.418,8.076
+2026-05-21 10:09:33,mallard_observed.csv,0.7934629133053943366562673938,0.787,1.679,3.308,5.92,0.144,7.57,14.745,0.017,6.77,24.869,0.234,0.44,0.002,5.76,10.36,9.1,6.201,12.288,15.378,9.199,1.654,1.506,1.803,0.132,6.47,4.48,7.007,7.47,18.265,32.448,53.428,11.468,1.577,0.312,12.106,57.284,105.355,9.212
+2026-05-21 10:09:33,mallard_observed.csv,0.6213296381997762489410941374,0.698,2.309,0.985,5.822,0.238,7.37,5.626,0.006,6.79,27.851,0.123,0.429,0.015,6.09,9.5,10.14,10.411,13.563,10.492,16.634,8.140,7.344,8.935,0.067,7.53,4.72,6.797,6.84,9.901,30.406,40.897,19.914,1.233,0.249,12.07,70.448,129.7,11.197
+2026-05-21 10:09:34,mallard_observed.csv,1.150919743486236123610878408,0.974,1.661,1.597,5.68,0.025,7.62,6.989,0.047,7.6,18.13,0.335,0.127,0.036,6.39,11.49,8.7,8.596,13.184,13.560,12.807,2.566,2.616,2.515,0.038,7.31,6.09,2.49,7.32,20.437,20.263,31.567,8.959,0.965,0.051,12.129,49.406,84.859,13.952
+2026-05-21 10:09:34,mallard_observed.csv,0.4425334156906520017036657087,0.573,1.627,5.395,3.695,0.71,7.2,12.536,0.066,7.55,11.191,0.208,0.52,0.002,5.31,11.34,9.37,2.997,6.506,2.472,10.541,6.405,8.164,4.646,0.204,5.78,5.56,6.642,7.45,12.426,22.376,25.171,19.582,1.548,0.237,12.275,54.666,99.793,9.539
+2026-05-21 10:09:34,mallard_observed.csv,0.6241647388016365848392685312,0.69,3.601,5.482,4.773,0.816,6.68,10.533,0.069,7.37,11.07,0.524,0.467,0.048,6.05,10.16,11.32,8.065,14.170,13.022,15.319,6.724,4.315,9.134,0.092,8.06,4.16,4.35,7.55,22.651,35.362,55.885,14.84,1.518,0.068,12.215,52.530,91.201,13.86
+2026-05-21 10:09:34,mallard_observed.csv,0.3632982159564477138617252633,0.513,1.546,0.803,7.806,0.114,6.57,3.9,0.057,6.69,21.089,0.554,0.246,0.047,3.77,10.57,11.05,9.755,3.786,0.556,7.016,13.174,13.231,13.117,0.108,8.37,4.11,2.161,7.38,7.889,37.097,54.203,19.991,1.134,0.22,12.27,74.030,132.181,15.88
+2026-05-21 10:09:35,mallard_observed.csv,1.400615407607886175994333869,0.848,1.989,3.435,5.26,0.095,6.57,5.042,0.088,7.53,24.046,0.532,0.738,0.009,5.42,11.33,9.75,6.101,6.232,5.299,7.165,12.800,13.802,11.798,0.174,5.76,5.99,3.227,7.33,22.235,11.082,3.056,19.108,1.421,0.059,12.086,124.001,237.522,10.48
+2026-05-21 10:09:35,mallard_observed.csv,1.363937472017717143172187579,0.581,3.674,4.689,2.899,0.517,7.24,6.053,0.0,6.86,20.135,0.125,0.624,0.034,4.67,11.45,8.85,7.085,9.886,6.614,13.159,9.880,9.298,10.463,0.02,7.1,4.71,7.403,7.1,6.343,31.526,62.322,0.731,0.938,0.069,12.166,117.190,220.998,13.382
+2026-05-21 10:09:35,mallard_observed.csv,1.123848982027881671659161868,0.959,3.435,1.94,1.339,0.73,7.42,12.685,0.016,6.86,14.038,0.571,0.356,0.031,4.35,9.45,10.28,11.018,16.012,19.39,12.633,2.900,1.987,3.813,0.054,8.07,6.16,5.961,7.54,10.456,17.717,24.285,11.149,1.535,0.232,12.294,77.642,139.684,15.6
+2026-05-21 10:09:36,mallard_observed.csv,0.4449429080121916805947454386,0.959,1.31,5.519,7.434,0.451,6.76,8.624,0.07,6.69,19.76,0.47,0.41,0.008,5.08,9.58,8.34,6.477,9.396,7.49,11.301,2.232,3.867,0.598,0.219,7.27,5.7,4.027,7.32,23.816,23.402,39.21,7.595,0.956,0.056,12.232,103.246,197.476,9.017
+2026-05-21 10:09:36,mallard_observed.csv,0.7585620962340776649626559967,0.984,3.255,4.803,4.865,0.825,6.92,12.417,0.042,7.13,13.057,0.294,0.243,0.039,6.08,8.63,10.19,10.768,12.092,10.158,14.027,8.738,10.55,6.927,0.047,5.71,5.42,3.81,6.94,6.168,43.482,78.185,8.778,1.225,0.193,12.13,72.141,139.131,5.151
+2026-05-21 10:09:36,mallard_observed.csv,0.5113392777043837312418951842,0.979,0.4,5.155,0.741,0.25,7.61,10.724,0.065,6.59,13.271,0.562,0.264,0.025,4.1,11.31,8.72,11.687,2.787,2.175,3.399,10.752,11.426,10.077,0.046,7.86,5.91,1.502,7.27,19.273,14.020,12.7,15.341,1.086,0.184,12.1,94.360,179.702,9.017
+2026-05-21 10:09:37,mallard_observed.csv,0.5062410692210285653248779422,0.673,2.692,3.072,2.542,0.796,6.96,12.0,0.014,7.08,21.925,0.12,0.477,0.035,5.06,9.91,9.29,2.991,10.482,18.278,2.685,2.316,2.443,2.19,0.01,8.33,5.12,6.449,7.3,11.193,20.740,39.971,1.508,1.042,0.143,12.148,99.321,188.887,9.755
+2026-05-21 10:09:37,mallard_observed.csv,0.6879325127806014257335523732,0.791,1.71,5.952,3.034,0.828,6.81,12.233,0.087,6.69,27.821,0.378,0.096,0.04,3.52,10.8,9.32,9.036,18.772,18.859,18.686,10.856,10.9,10.812,0.193,6.65,4.68,2.0,7.07,6.897,17.456,33.898,1.014,1.33,0.123,12.11,80.562,155.947,5.177
+2026-05-21 10:09:37,mallard_observed.csv,1.464045884939898640350952848,0.993,0.559,4.832,7.711,0.896,7.56,5.91,0.072,7.15,9.748,0.5,0.001,0.042,4.83,10.39,8.35,7.333,11.262,15.16,7.365,12.716,12.113,13.319,0.005,6.9,4.7,1.057,7.48,13.513,17.526,19.729,15.322,1.723,0.086,12.108,72.292,132.272,12.312
+2026-05-21 10:09:38,mallard_observed.csv,0.6482736666005147688098167094,0.764,3.644,1.502,0.207,0.528,6.33,12.404,0.046,6.5,21.23,0.494,0.74,0.002,3.66,10.19,8.58,4.721,9.875,7.717,12.033,1.598,1.162,2.034,0.238,7.06,5.63,1.641,6.69,10.461,5.622,6.035,5.209,1.046,0.258,12.259,64.770,119.789,9.752
+2026-05-21 10:09:38,mallard_observed.csv,1.058448627213032161800605833,0.926,2.789,3.877,0.617,0.309,6.5,5.413,0.075,7.07,15.055,0.598,0.485,0.032,3.81,10.92,10.73,11.8,6.082,11.043,1.121,5.203,9.336,1.07,0.133,5.57,4.23,3.87,6.75,11.193,23.298,39.456,7.141,0.969,0.332,12.193,48.056,87.726,8.387
+2026-05-21 10:09:38,mallard_observed.csv,0.5710153245908483893735093207,0.931,2.065,2.854,2.355,0.308,6.93,14.714,0.074,7.06,7.906,0.295,0.609,0.018,4.91,9.98,8.95,2.464,10.040,6.865,13.215,4.660,0.815,8.506,0.11,7.73,4.71,7.02,6.7,22.704,15.930,11.997,19.862,0.933,0.184,12.094,109.658,208.899,10.418
+2026-05-21 10:09:39,mallard_observed.csv,0.6519338394022882148972279720,0.979,2.618,3.757,7.45,0.898,6.46,9.415,0.015,6.72,25.698,0.149,0.586,0.037,5.3,10.31,11.21,10.091,8.626,9.801,7.450,5.921,6.667,5.175,0.215,6.34,5.84,3.949,7.45,16.672,14.258,18.419,10.097,0.811,0.257,12.122,89.326,173.451,5.202
+2026-05-21 10:09:39,mallard_observed.csv,1.486126385244451745755917431,0.948,3.676,5.63,0.765,0.658,6.54,11.059,0.056,6.87,15.639,0.533,0.658,0.005,6.42,8.94,8.86,6.184,6.205,5.729,6.681,6.330,11.442,1.218,0.014,5.83,5.77,2.307,6.72,21.989,13.171,18.315,8.027,1.033,0.189,12.23,126.098,237.404,14.792
+2026-05-21 10:09:39,mallard_observed.csv,0.7652769715005244132666153847,1.003,3.131,3.055,1.19,0.133,6.8,12.169,0.063,7.42,14.609,0.412,0.006,0.028,4.33,9.97,11.18,9.96,13.014,7.521,18.508,4.360,7.667,1.054,0.094,6.52,5.69,1.158,7.1,13.069,24.552,48.72,0.385,1.307,0.078,12.02,64.978,116.306,13.651
+2026-05-21 10:09:40,mallard_observed.csv,0.5767973478648504882299980138,0.749,3.818,2.263,0.066,0.71,6.53,10.928,0.028,6.87,19.316,0.595,0.255,0.04,3.53,9.62,9.44,2.407,13.301,8.545,18.057,6.059,5.103,7.015,0.095,6.06,4.49,5.876,7.08,14.979,24.110,45.625,2.595,0.822,0.328,12.145,119.943,227.796,12.09
+2026-05-21 10:09:40,mallard_observed.csv,0.5912593070196031850563573918,0.882,3.931,3.42,3.443,0.172,6.47,3.632,0.08,6.78,15.856,0.583,0.105,0.015,4.21,10.86,8.7,9.386,10.136,1.796,18.477,5.892,5.964,5.819,0.085,7.86,4.52,0.846,7.09,15.956,8.396,13.965,2.827,0.823,0.21,12.097,55.486,95.591,15.382
+2026-05-21 10:09:40,mallard_observed.csv,0.4918228569324744232782556924,0.606,3.508,0.38,2.251,0.565,7.51,10.898,0.072,6.63,16.25,0.543,0.062,0.006,4.67,9.58,11.27,7.078,16.204,18.413,13.996,4.934,1.055,8.812,0.144,6.35,6.34,6.74,7.33,17.916,12.348,20.595,4.101,1.754,0.348,12.032,110.384,205.496,15.273
+2026-05-21 10:09:40,mallard_observed.csv,1.072781325020463635794350731,0.849,1.369,5.889,2.665,0.341,6.42,5.983,0.081,7.55,18.15,0.312,0.74,0.014,5.22,10.66,9.88,11.182,12.696,14.522,10.869,5.226,9.778,0.673,0.066,5.58,5.59,3.017,6.85,20.055,41.970,69.568,14.372,1.326,0.092,12.158,61.912,108.425,15.398
+2026-05-21 10:09:41,mallard_observed.csv,1.225638345525974518699529747,0.686,2.547,5.332,7.158,0.076,6.26,14.0,0.001,6.94,9.48,0.134,0.632,0.02,3.65,10.74,11.34,2.777,9.584,9.118,10.051,8.026,3.986,12.067,0.006,6.57,5.49,5.024,6.9,17.952,11.514,22.625,0.404,1.488,0.009,12.038,122.360,237.757,6.964
+2026-05-21 10:09:41,mallard_observed.csv,0.9317943291809508673787446998,0.744,2.537,2.647,2.329,0.538,6.54,12.573,0.018,6.62,24.147,0.502,0.732,0.038,5.63,10.62,10.44,6.086,7.966,3.764,12.169,5.087,3.192,6.982,0.114,7.94,4.76,4.585,6.88,12.404,16.182,20.596,11.768,1.185,0.216,12.12,45.576,86.57,4.583
+2026-05-21 10:09:41,mallard_observed.csv,0.5121353553900661068665731198,0.857,0.337,2.18,0.757,0.436,6.44,7.711,0.064,7.1,18.0,0.411,0.141,0.03,3.78,11.14,8.29,9.018,3.553,4.591,2.515,10.012,7.548,12.475,0.131,8.41,4.7,6.072,7.16,19.179,17.285,19.369,15.201,0.982,0.329,12.193,66.898,127.638,6.159
+2026-05-21 10:09:42,mallard_observed.csv,0.7929512019770739769738282912,0.717,1.472,1.645,5.414,0.513,7.04,11.775,0.008,7.2,20.411,0.298,0.496,0.017,3.97,9.31,9.64,9.974,12.565,10.005,15.125,12.678,11.665,13.692,0.182,7.45,4.25,0.977,7.43,11.213,22.956,45.396,0.515,1.415,0.212,12.145,72.230,130.262,14.198
+2026-05-21 10:09:42,mallard_observed.csv,0.8066878696799107923745336741,0.82,3.736,1.94,0.74,0.244,7.38,14.608,0.089,7.41,20.062,0.418,0.695,0.04,5.61,9.6,9.4,6.142,18.998,18.986,19.009,6.949,6.837,7.061,0.025,6.48,5.29,4.195,6.89,12.796,8.216,2.888,13.543,1.476,0.204,12.042,81.936,154.004,9.869
+2026-05-21 10:09:42,mallard_observed.csv,0.8469807550990984752434619199,0.565,3.432,5.893,4.737,0.571,7.27,8.489,0.003,6.95,21.284,0.439,0.267,0.026,4.12,10.61,8.89,4.57,5.788,10.665,0.912,12.566,13.867,11.266,0.062,7.11,4.7,0.942,7.28,14.662,15.206,29.194,1.217,1.62,0.17,12.212,82.927,152.581,13.273
+2026-05-21 10:09:43,mallard_observed.csv,0.8544506062479703749792068885,0.685,2.988,0.432,1.813,0.156,6.55,10.543,0.034,6.85,14.376,0.218,0.695,0.007,3.66,8.98,10.27,10.801,4.694,5.318,4.071,6.669,2.641,10.697,0.156,8.03,4.54,4.971,7.17,11.995,10.240,1.2,19.28,1.737,0.279,12.258,123.786,236.271,11.3
+2026-05-21 10:09:43,mallard_observed.csv,0.3430631978013139294576485831,0.594,0.629,5.87,1.685,0.337,7.49,14.274,0.051,7.11,6.07,0.297,0.696,0.045,4.88,9.69,10.74,6.394,14.502,18.221,10.783,6.648,7.085,6.212,0.173,7.33,4.83,6.92,7.46,16.676,33.623,61.4,5.846,1.771,0.028,12.264,116.026,220.121,11.93
+2026-05-21 10:09:43,mallard_observed.csv,1.336133703958961330653278085,0.552,0.679,2.918,2.089,0.136,6.52,12.505,0.062,7.5,16.684,0.341,0.176,0.031,5.65,11.24,10.77,11.657,6.037,8.512,3.562,4.804,4.72,4.887,0.228,7.32,6.48,6.822,7.02,21.213,39.513,76.958,2.068,1.603,0.194,12.017,93.715,174.711,12.719
+2026-05-21 10:09:44,mallard_observed.csv,0.6348320032953203788264462467,1.051,3.14,5.635,0.108,0.82,6.29,3.676,0.073,6.87,10.195,0.3,0.188,0.045,4.79,11.0,10.26,8.321,13.934,16.905,10.964,9.492,8.39,10.593,0.182,6.75,6.16,4.088,7.4,19.805,28.048,49.946,6.15,1.465,0.214,12.254,80.750,148.413,13.087
+2026-05-21 10:09:44,mallard_observed.csv,5.616349629146040857967389230,0.656,3.287,0.655,0.53,0.489,6.38,5.218,0.022,6.96,24.31,0.474,0.281,0.015,6.4,8.62,10.06,8.614,4.875,5.406,4.344,12.412,12.037,12.788,0.211,5.68,5.44,5.871,6.97,22.361,31.464,58.482,4.445,1.401,0.068,12.243,96.829,185.702,7.956
+2026-05-21 10:09:44,mallard_observed.csv,0.9068832275189633771578261143,0.661,1.09,4.249,1.587,0.66,7.23,14.774,0.005,7.64,16.009,0.272,0.641,0.025,5.87,10.02,9.27,2.744,8.247,13.253,3.241,2.042,1.171,2.913,0.2,6.92,5.41,5.796,6.62,16.337,23.117,39.634,6.6,1.598,0.088,12.247,63.674,112.82,14.527
+2026-05-21 10:09:45,mallard_observed.csv,0.7791967997115471958684007704,0.911,3.921,5.149,3.481,0.738,6.62,3.375,0.033,7.35,25.481,0.057,0.105,0.004,4.15,9.47,10.28,7.713,13.604,8.161,19.048,12.264,10.789,13.74,0.043,8.49,6.38,5.576,6.93,11.099,27.135,51.87,2.4,1.448,0.263,12.11,54.646,98.582,10.711
+2026-05-21 10:09:45,mallard_observed.csv,0.3071834161958166362541193512,0.705,0.616,3.492,3.618,0.714,7.3,4.258,0.061,6.55,25.214,0.385,0.262,0.0,3.63,9.25,10.08,3.891,17.810,16.714,18.907,9.550,13.13,5.97,0.108,6.87,5.74,2.055,6.77,14.131,40.156,64.615,15.696,1.185,0.071,12.14,105.171,198.12,12.222
+2026-05-21 10:09:45,mallard_observed.csv,0.7765983447992357101483057873,0.942,2.382,2.412,6.509,0.757,6.89,10.971,0.065,6.97,18.3,0.195,0.261,0.022,5.93,10.32,11.15,9.883,5.266,7.545,2.987,4.974,5.465,4.484,0.091,8.09,4.94,5.812,7.5,19.032,18.952,23.894,14.009,0.881,0.156,12.103,98.685,182.816,14.554
+2026-05-21 10:09:45,mallard_observed.csv,0.6264703201951025585667037335,1.049,3.625,0.83,3.025,0.112,7.33,8.325,0.049,7.62,14.808,0.306,0.056,0.031,3.77,10.21,9.02,6.98,9.714,1.339,18.09,4.248,6.383,2.114,0.243,6.85,5.66,1.271,7.58,18.638,38.848,71.91,5.787,0.919,0.274,12.253,94.366,175.5,13.231
+2026-05-21 10:09:46,mallard_observed.csv,0.8740233857224342662759382448,1.064,3.357,2.896,3.792,0.564,7.05,5.807,0.041,7.49,25.314,0.221,0.339,0.003,5.21,10.18,9.99,8.15,7.055,7.305,6.805,9.681,9.404,9.958,0.167,6.4,5.08,5.39,7.08,10.673,17.042,20.301,13.784,1.091,0.034,12.033,94.076,179.119,9.032
+2026-05-21 10:09:46,mallard_observed.csv,1.800124431068380207867246843,0.753,0.415,2.593,1.477,0.88,6.72,14.555,0.02,6.59,16.501,0.198,0.356,0.042,4.66,10.91,9.91,10.073,14.296,19.776,8.817,8.524,3.699,13.349,0.156,7.37,6.32,2.92,7.04,15.356,15.028,19.23,10.826,1.689,0.109,12.207,57.262,106.868,7.656
+2026-05-21 10:09:46,mallard_observed.csv,0.5509715241995099474418470384,0.903,1.689,3.324,3.401,0.676,6.38,7.576,0.074,6.55,19.868,0.201,0.304,0.036,3.89,8.65,9.28,10.268,13.662,13.354,13.971,2.852,1.851,3.852,0.138,6.02,4.88,3.063,6.72,17.214,13.338,13.872,12.804,1.085,0.039,12.146,86.906,160.4,13.413
+2026-05-21 10:09:47,mallard_observed.csv,0.7100627036546301749002326020,1.07,1.741,4.238,1.595,0.092,7.54,9.982,0.062,7.44,16.476,0.283,0.008,0.041,6.17,10.79,10.93,8.931,5.015,0.714,9.316,8.416,8.711,8.12,0.149,7.42,4.18,2.599,6.93,13.051,25.230,42.851,7.609,1.371,0.242,12.165,124.154,234.556,13.752
+2026-05-21 10:09:47,mallard_observed.csv,0.3048093862147487708152025152,0.655,1.835,2.469,0.217,0.022,6.26,7.41,0.096,6.57,16.882,0.486,0.368,0.019,4.71,11.03,11.01,8.835,10.284,8.512,12.055,6.816,2.801,10.832,0.112,7.73,4.52,7.677,7.57,12.587,34.206,57.333,11.08,1.547,0.212,12.029,87.012,165.288,8.737
diff --git a/modelling/data/abingdon-all/resident/mallard_simulated.csv b/modelling/data/abingdon-all/resident/mallard_simulated.csv
new file mode 100644
index 0000000..8e57ba3
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mallard_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.75,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.696969,0.1,0,0.01,0.895845
+RungeKutta4,2,0.2,0.652726,0.1,0,0.01,0.808950
+RungeKutta4,3,0.3,0.615816,0.1,0,0.01,0.736458
+RungeKutta4,4,0.4,0.585024,0.1,0,0.01,0.675981
+RungeKutta4,5,0.5,0.559339,0.1,0,0.01,0.625535
+RungeKutta4,6,0.6,0.537916,0.1,0,0.01,0.583460
+RungeKutta4,7,0.7,0.520054,0.1,0,0.01,0.548378
+RungeKutta4,8,0.8,0.505170,0.1,0,0.01,0.519145
+RungeKutta4,9,0.9,0.492782,0.1,0,0.01,0.494815
+RungeKutta4,10,1.0,0.482493,0.1,0,0.01,0.474607
+RungeKutta4,11,1.1,0.473982,0.1,0,0.01,0.457891
+RungeKutta4,12,1.2,0.466993,0.1,0,0.01,0.444164
+RungeKutta4,13,1.3,0.461328,0.1,0,0.01,0.433038
+RungeKutta4,14,1.4,0.456841,0.1,0,0.01,0.424226
+RungeKutta4,15,1.5,0.453437,0.1,0,0.01,0.417540
+RungeKutta4,16,1.6,0.451067,0.1,0,0.01,0.412885
+RungeKutta4,17,1.7,0.449727,0.1,0,0.01,0.410253
+RungeKutta4,18,1.8,0.449449,0.1,0,0.01,0.409707
+RungeKutta4,19,1.9,0.450257,0.1,0,0.01,0.411294
+RungeKutta4,20,2.0,0.452239,0.1,0,0.01,0.415187
+RungeKutta4,21,2.1,0.455528,0.1,0,0.01,0.421647
+RungeKutta4,22,2.2,0.460273,0.1,0,0.01,0.430966
+RungeKutta4,23,2.3,0.466626,0.1,0,0.01,0.443444
+RungeKutta4,24,2.4,0.474730,0.1,0,0.01,0.459360
+RungeKutta4,25,2.5,0.484704,0.1,0,0.01,0.478949
+RungeKutta4,26,2.6,0.496628,0.1,0,0.01,0.502369
+RungeKutta4,27,2.7,0.510528,0.1,0,0.01,0.529669
+RungeKutta4,28,2.8,0.526358,0.1,0,0.01,0.560759
+RungeKutta4,29,2.9,0.543990,0.1,0,0.01,0.595389
+RungeKutta4,30,3.0,0.563208,0.1,0,0.01,0.633134
+RungeKutta4,31,3.1,0.583705,0.1,0,0.01,0.673391
+RungeKutta4,32,3.2,0.605080,0.1,0,0.01,0.715372
+RungeKutta4,33,3.3,0.626854,0.1,0,0.01,0.758137
+RungeKutta4,34,3.4,0.648486,0.1,0,0.01,0.800623
+RungeKutta4,35,3.5,0.669393,0.1,0,0.01,0.841685
+RungeKutta4,36,3.6,0.688973,0.1,0,0.01,0.880141
+RungeKutta4,37,3.7,0.706641,0.1,0,0.01,0.914841
+RungeKutta4,38,3.8,0.721852,0.1,0,0.01,0.944716
+RungeKutta4,39,3.9,0.734101,0.1,0,0.01,0.968774
+RungeKutta4,40,4.0,0.742967,0.1,0,0.01,0.986187
+RungeKutta4,41,4.1,0.748161,0.1,0,0.01,0.996388
+RungeKutta4,42,4.2,0.749532,0.1,0,0.01,0.999081
+RungeKutta4,43,4.3,0.746933,0.1,0,0.01,0.993976
+RungeKutta4,44,4.4,0.740456,0.1,0,0.01,0.981255
+RungeKutta4,45,4.5,0.730440,0.1,0,0.01,0.961583
+RungeKutta4,46,4.6,0.717332,0.1,0,0.01,0.935839
+RungeKutta4,47,4.7,0.701662,0.1,0,0.01,0.905062
+RungeKutta4,48,4.8,0.684001,0.1,0,0.01,0.870376
+RungeKutta4,49,4.9,0.664939,0.1,0,0.01,0.832937
+RungeKutta4,50,5.0,0.645041,0.1,0,0.01,0.793857
+RungeKutta4,51,5.1,0.624814,0.1,0,0.01,0.754130
+RungeKutta4,52,5.2,0.604667,0.1,0,0.01,0.714561
+RungeKutta4,53,5.3,0.584869,0.1,0,0.01,0.675677
+RungeKutta4,54,5.4,0.565516,0.1,0,0.01,0.637667
+RungeKutta4,55,5.5,0.546497,0.1,0,0.01,0.600313
+RungeKutta4,56,5.6,0.527486,0.1,0,0.01,0.562975
+RungeKutta4,57,5.7,0.507933,0.1,0,0.01,0.524572
+RungeKutta4,58,5.8,0.486926,0.1,0,0.01,0.483314
+RungeKutta4,59,5.9,0.462559,0.1,0,0.01,0.435456
+RungeKutta4,60,6.0,0.430830,0.1,0,0.01,0.373139
+RungeKutta4,61,6.1,0.389290,0.1,0,0.01,0.291553
+RungeKutta4,62,6.2,0.342081,0.1,0,0.01,0.198833
+RungeKutta4,63,6.3,0.298520,0.1,0,0.01,0.113278
+RungeKutta4,64,6.4,0.268615,0.1,0,0.01,0.0545432
+RungeKutta4,65,6.5,0.251656,0.1,0,0.01,0.0212351
+RungeKutta4,66,6.6,0.243461,0.1,0,0.01,0.00513988
+RungeKutta4,67,6.7,0.240844,0.1,0,0.01,0
+RungeKutta4,68,6.8,0.241116,0.1,0,0.01,0.000534217
+RungeKutta4,69,6.9,0.242452,0.1,0,0.01,0.00315817
+RungeKutta4,70,7.0,0.244767,0.1,0,0.01,0.00770491
+RungeKutta4,71,7.1,0.248014,0.1,0,0.01,0.0140821
+RungeKutta4,72,7.2,0.252119,0.1,0,0.01,0.0221445
+RungeKutta4,73,7.3,0.256988,0.1,0,0.01,0.0317074
+RungeKutta4,74,7.4,0.262510,0.1,0,0.01,0.0425528
+RungeKutta4,75,7.5,0.268562,0.1,0,0.01,0.0544391
+RungeKutta4,76,7.6,0.275016,0.1,0,0.01,0.0671150
+RungeKutta4,77,7.7,0.281742,0.1,0,0.01,0.0803251
+RungeKutta4,78,7.8,0.288613,0.1,0,0.01,0.0938200
+RungeKutta4,79,7.9,0.295511,0.1,0,0.01,0.107368
+RungeKutta4,80,8.0,0.302327,0.1,0,0.01,0.120755
+RungeKutta4,81,8.1,0.308967,0.1,0,0.01,0.133796
+RungeKutta4,82,8.2,0.315352,0.1,0,0.01,0.146336
+RungeKutta4,83,8.3,0.321422,0.1,0,0.01,0.158258
+RungeKutta4,84,8.4,0.327136,0.1,0,0.01,0.169480
+RungeKutta4,85,8.5,0.332477,0.1,0,0.01,0.179970
+RungeKutta4,86,8.6,0.337459,0.1,0,0.01,0.189755
+RungeKutta4,87,8.7,0.342130,0.1,0,0.01,0.198929
+RungeKutta4,88,8.8,0.346576,0.1,0,0.01,0.207661
+RungeKutta4,89,8.9,0.350892,0.1,0,0.01,0.216138
+RungeKutta4,90,9.0,0.355120,0.1,0,0.01,0.224442
+RungeKutta4,91,9.1,0.359202,0.1,0,0.01,0.232459
+RungeKutta4,92,9.2,0.363003,0.1,0,0.01,0.239925
+RungeKutta4,93,9.3,0.366393,0.1,0,0.01,0.246583
+RungeKutta4,94,9.4,0.369298,0.1,0,0.01,0.252288
+RungeKutta4,95,9.5,0.371705,0.1,0,0.01,0.257016
+RungeKutta4,96,9.6,0.373638,0.1,0,0.01,0.260812
+RungeKutta4,97,9.7,0.375140,0.1,0,0.01,0.263762
+RungeKutta4,98,9.8,0.376262,0.1,0,0.01,0.265966
+RungeKutta4,99,9.9,0.377056,0.1,0,0.01,0.267525
+RungeKutta4,100,10.0,0.377572,0.1,0,0.01,0.268539
+RungeKutta4,101,10.1,0.377857,0.1,0,0.01,0.269098
+RungeKutta4,102,10.2,0.377953,0.1,0,0.01,0.269287
+RungeKutta4,103,10.3,0.377851,0.1,0,0.01,0.269086
+RungeKutta4,104,10.4,0.377573,0.1,0,0.01,0.268540
+RungeKutta4,105,10.5,0.377307,0.1,0,0.01,0.268018
+RungeKutta4,106,10.6,0.377407,0.1,0,0.01,0.268214
+RungeKutta4,107,10.7,0.378429,0.1,0,0.01,0.270222
+RungeKutta4,108,10.8,0.381739,0.1,0,0.01,0.276723
+RungeKutta4,109,10.9,0.389217,0.1,0,0.01,0.291410
+RungeKutta4,110,11.0,0.402026,0.1,0,0.01,0.316567
+RungeKutta4,111,11.1,0.418838,0.1,0,0.01,0.349586
+RungeKutta4,112,11.2,0.435497,0.1,0,0.01,0.382305
+RungeKutta4,113,11.3,0.449443,0.1,0,0.01,0.409696
+RungeKutta4,114,11.4,0.460667,0.1,0,0.01,0.431740
+RungeKutta4,115,11.5,0.469277,0.1,0,0.01,0.448650
+RungeKutta4,116,11.6,0.475398,0.1,0,0.01,0.460672
+RungeKutta4,117,11.7,0.479180,0.1,0,0.01,0.468100
+RungeKutta4,118,11.8,0.480803,0.1,0,0.01,0.471288
+RungeKutta4,119,11.9,0.480072,0.1,0,0.01,0.469852
+RungeKutta4,120,12.0,0.475771,0.1,0,0.01,0.461405
+RungeKutta4,121,12.1,0.468188,0.1,0,0.01,0.446511
diff --git a/modelling/data/abingdon-all/resident/mallard_simulated.png b/modelling/data/abingdon-all/resident/mallard_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..33149407784a5581b69bfce55b6a47be76f1d168
GIT binary patch
literal 34110
zcmb@ubyQVr_XfHF0i}_WMvxK-=?0~gMvyK+y1Ppn1Vj)-8YHB1)1h>i(rmg*y5YXt
zb3EsK=lsUK|J*$WgFRracfC31e4hEt6{;vNg^5Oj27y2@pFb0S0f8X;LLdlpw^6`f
zxQ3>ez%PDB33W$h8)HY8SN28_xmS+1mNt%-W(HKwM)nS7Hr5<0kJ(uG9#NS(I@&t$
zv$9(Kbp?x!y$LIw<cJ1n<&Nz$4F?DW`xX2LAy*{F3<3$rdoKP&#WiU=8Pya2$8m>(
z`))(@yQhfhC)vIkAp~B|sZ`Ew-8Wz6$^}z|OM5)R40anJsw#@^yIcVQ@1!5DH*DQF
z?66zhzVo1Gr++JX_T)fgd`7nBAhDdoq+jSn8`b}-J{5R41d>Kd_QU$uH%JMyEd&An
z)e(hE^w*z~5m0g9Uqnrs5pKc13=;qUf5}#o&()^h(%jr&p^+P(E`@10w(zNFQevT2
zRf_XOC?0)S{I_Ttsn*(hOb5$vcRi1OsNvtc_l%2+i+k*CR1=d`!E>pI#Kc5KI=UcT
zpDU-tElOVwWGpHOVdH&9RudDGu&}U<MC;nn{euIi%mb5DFG+O5M{CFXc6N4jePrb1
zU9+>PC>Zxdt7g3gtR^eg-%ftxSv-!6u5?{VFfr|VPy5-Z;79xDsH*#Z7yUZSW0%&(
zW;dpPbEzvvKxcQmYL+|sWQVs=v!kso(0Cw4?&fU3CpSI)$@U7wR&x%5sQ>EvYS(9^
zgVIMfoRB%=i*n8|eX8eEJUZEuNxAvb4vNh4bN4be)OW;!t|fz8nNh+SX9uezpP$F9
z1yg#b4P{D&C+5|3u0gJkr)(B}C?}SvlAZ~Y3%V-uZjsx$xa5f3T*jcGqbr<G<)nH)
zyk@}zi~M<b_{AP6M069ZT=Tb*k&~0An`G;TBUSg+WS2F{n^ROHW8>kISsxpMLcU?s
zU7i<_v1P`WwVOqCYd$v@l;pymAG75WC5!9#(Hi#JNzHkbII3%F!{Svf7p_ibbL<w|
zLmkF(uTwJL=y{(l-<e%qULN|yWwDkK&O%){JUskVPEJlpGdOc>HPxq4j)EV;s|=qD
zqkjI)M|&aye%sGwWHOnG>t8I%@AbK#{+y@h3r$kvw1EjqOH1GFxrK~8bh@{=4tgkJ
z)Tm}?NF#JQ=Z}B)?o(l5VaN5X_^?E46Wf!+KAu_GSFc_zt*l6X`SRrutWI)CZ}$hL
zHeuee@Ve@Z%uERn_>S-H>||r^I8zh3I>a+FF-fdFsb(4^6BHB_S9y0d??r-vGBP_k
zIVm0+J=MKE2c5O+AXm}Vwbl$esk50C)~q!D@P&E%pylDihiiVQ6gX~Lp3|YBp@-8B
z1EE$`!6G+cdI@HR>sdz+-=MRwIce=XTUc1Ew_uBKZU@(05s%LA)a_<3ExooA^t>*r
z-N?h+ADvWIQ=^ack3Tp%%32@ENwt-o>2ugL#nY*b&UCo+-dkv+xAM<azpTO}<#w#0
zj5KG}f)?~x>yB=QF%|JLQXikKrYehyLgW(Imp?l>@4}cT2`MRAN3pT7iH<c?RV9T2
z$*bv8T;Bv?l1h4edoL|7(|SjFPH!viGw6BlNxV|KbLY-Cy5rqh*6T*+ZB3HL1_7qn
zH``!Jx9n5FHc3&x9xpW%vSx)qTPLzTkVJzScsv^C8A}W^#N}3c6KJeux3ukAH>Yfx
zvU*sXrX6WkS(GB_BFXsP=jG)EES7p*INN2eqv@v9r4%<^yORhwKf2oMpiGw30%ua3
zhiUe5r)HI6e)@91ht;u%xhlk~)c<=5IH9Ub>vk&TWo7SEe6HPU=YvRPYus-xS4G-R
zwk++JBF$2XMwMN4Mi*vWW(jx<oloyMzvu1#rel3F<3ed<WHe+^+#o67yp`s(IU4Hu
zs4<$!&1{+_h+Lv=Xu;ae+1pL4!Tl)XXmf02y2fFBZ77r8@l`otJ!|AvSrHlW!rG7a
z2-3ije)&9m?^tU^=er-7wV)x}x*pq=-^`4)=1l1XY&`{2Qc~#2SW}TAsrTGgtzYWK
zB|mFJ;E6Aq>|9MD*WZbJX({j5v}n}+mUv{@xyovaE~y}0EZDgQV~R?u?G)kJP$2nJ
z@6-8%@3`L8^J}cBTF%#}Rr{k_Hla5f2PtdK+`USt;50^B*KKp>6%`ReTO(Ij`Vu8J
zo^*f?R2JY0_+I`jH5s57^1inE={A2bz!w$9>=ckJ=dC_};Jw#I<Wg4%87D)6G*j2#
zTwjo7us_mkoK}4C!l1LSkIVC*k0<EeI~;#tI!_C1!9tJ#BdBj`YRcv{Hacp2Pr$k0
zJ|kn-;Y`{Se+(iW$05d(i=`Nau&ak#(>2PTjTbw03hF!Oo5e)42m5GM)Ar%_sj0sy
zYHGTFD;v}GDEvAwFrWx_xbO|wrv@{PUKb=Jq@;2^SMZ}UyE{?daY$ap!_5tys@*Hg
z;cr*db(7dKTp!L_H~@B}byWcz)qv$VW-aI86L7SH?%>fSRrKYgxOdMjFB?5mP!O5F
z;B#2Hmz0!*!N<q9a6svEc^~RF>vfV`fhnwqR$oZWVVqR)Hbc*Y+j5)=dNw3QnfzLy
zB?yy)lZz{%(dYVXRe{$zC@SabG1xPqMy{kf6Rlq+d0lq2U!@Wd5M=L$g@<GI_xIC}
zOPkam^b61@-$brfW@WYEP*AXNn!pdvs0OeM>(y136ZX=5!Z()=rPCWf@)d@EIVRWH
z?d=bYtgJi%fq}%<jb|${oQFq81Rbyxvyp7#>6sbKiHV8q-P3#H^89syg!uR&yQv;K
zHOl6wzLRO__aNvkGq1>)=Q`1(_;_nObn3_u45}?cXzbPWyedPU*$(qIRfmVu;00rm
zvqzAunBqtYpVsZ{9}I|u-|(@IrbG@2M!vAE*n2O-g1h^{`Dggl*J!~=PH1o@`}V;=
z?2c9BxH>xRn@-KgdOlZ`YyFG2O)t0|mIC9q#~a3o>oKhbq>QF){0GRR%yk;vE7c>9
z=0otLJo$%{pW(Y)KzI9B9eQ>8Jaq-kdu*4!c&WTSxX+iWz?U=XTbICRG?!@8_}Ht1
z&x34zA*ok6-LVH6W$n`1)%ARw-{s<Aw8XU)1JvPRA1_JAY9P%AS(8u6Xs{}S;^_|q
zO+vyfk<-r5!ltWjn}w?UX6Vn&;-;`pL8(xJ^W*I)vlAx|=IR-UDKW1vMEzqRI#HPQ
zqsDYy*ZIH&$>y2oXh|F$SYwM(A}rS2+j?P{O4{0%Buc$C=3eKAxO}GALWl1<qxlJ@
zjXGy4q+JpbSJNwVK7SUsOspH@hx(H@9B(U{`rujmly82_F@7F9X`j^7S;EoVZ)R$`
z_I!KANB~;H;YylRH)`ia8!tD3;-V!fDH&EI>M$2wo#darM2v!p8h%x><B35&uRU;F
zB1VdfJ7m<KM*HmfbKEnlt&fa9J)CRDHMX&~4>;;JP*zxWb?Tf$cl37d?soeb({Ep2
z>=Nk|Y+;n?Hh7#6`fSRUk9>8DLPEvjTprv%=2fUHw_?07yCI!-7~iXRJoebg4P@SA
zL)6FWggblN6auMx_ae!DreQWB*vk{m4t{uok|Z_u68}lfUW(W8#J4*dwT@pHuD+hh
zCTVrh8uR9C$|_ENRZ0N|#<3P-mRCShrPmJ99{`@7l6I#mF}dj&OU7eT%C`1R)mPkB
z5S3JqG?lkl-Qh)zKIrB>@2+tqt9jkwOP&_#FZVql(|60!Zih|^iEk{@;h_SmfJ!%#
z@7?*Gw@R6kp{RF9{SLU!P6i3cn3pd3yvOIsgqC?)kZj!Zh*!Vv``*1K-#;F=9uMLx
zhAyTRL=H(gC{YBBPoRqSz(biZ1|HHPiw+(Yil1LINr`thHq8%Td+?sO;_`Xh1%xL*
zm6zP@MtB<$LBJ#3__Z?XMG4X*g;4;Ti-S`R`ApmUXl!9!iu7(=&K+mN@o4o%&zgJU
z4z;AtYF6`BKcNaP)AeL72=*!)DoV{o$1O_w&P96e>sffUTzrV*FJHg6lJJ}A^nbzo
z-m>rD8y4f3){?bmq-&{_u0tQ!Oc(|G)_1#rbCsW>Z$TucnbZ;K&pIifz@%D$Lo>@~
zpEnqT9};<fu)AHi+bA%9DzG`ci*X%M65#~BiEN@r9(|*<MF1&$!=eu<z=%3s%B6~W
zw45j+b^la=h4w4YNu+I6%+roxA~MYRXZNJcYTroZvun!~3z3I&lsk0uDI~3Ci%-;=
zODW7HNjcPR@PCW!jNpMWB(YMo<xe;BJ#CfWR8|mj8s<-${Q;|4fI6;N?r~Sw-w|*j
zpI>$pz}RdVl5>70PjIwlE>d9Ev9^|9-1u;EmUx<cpymylAlk>NjHD5c^nC7zLl3h|
z`J`0&CP$NR6RzsmN9wp3@6VwUI@eDMw2&)N_mXpMn!Vanwu+J}NX@H|>p0?*9zd>e
zu(y|;rR23uQ=U?ilq@eyF+b#lXhLvBA(jvq5xXlM7J7RScZ3N(*&$iUy%V1^$ABFF
zdY%-|rNyoYf23GXWd6~9L>!HxXXbJ)N<8{HT4a%JMWD%7eW|xS&9*98UJZ@MMmny8
zw_Jwo1YCW#Z0+6%N=@{BF>1G3esYUUX<?e(S<@}8>&x5|)-6v4CDwkTML!Zj|JIwU
z*_+T8%xKz;fg%pComTskGsID)3V5YkHf{TaDLgYP0+Sgc1xpuu`%m~*lW6);v3uv)
z$)_bcd+d@0S<b$m+xL?Th>}GZ(#Iy7!5W7#yNvWtZMxm&jx>tn^}IEfFzi`~ExM;x
z?>?G7>Y3a>TV9SW8i}-hPEb_XiS<zG<0)BLvMqTBM^-*JbQeX{akIB(2ctjV@XD<&
zso4D?FS}Q*TW-zqeW~i2dK`go+H|4Hl(D&*3a_sC&O2zWt1<4{1dq_4YCF2X44kj|
z^kPv9ZRMn#J10U{--{<NFWO(TO6An?cR);0DueGMQK2V)s8BSuvf_I1;6Vsce6~J2
z2M6Xzjsg)aySBDAhLVy}P&jL&dTgYU>-l;PCXG}i=jp`-DTtUc7#SIZ;L#X;EZTa(
zl9ZQM1B1?8eEbL9KHBzOv>6z39qeqfN=nhMMhi58K7PD6gk_B#|HW;yuu8Uv!AQUH
z`g{{_bi3fzb2+&P2EG=nm8RsP2N*ZW@r&{P{{9SYUzfGuK~D?7AGO+1QyoUi>O_>3
zluD|r^TCvaM!fg{>_{-)y%w-(@(O*ov0<)+Nc;Hl&>Z-78w-oj$W_;KuMO{T`QYdq
zI_vFiH$Ik44yO&37O2&fY|rPcEaHCQ3(FxwSkw#aK$*ziBtB)!Dez%4>c%g9MCowx
z{!!SrtywGxYiDq9aH!&%KmdvXLIirUsv0BxTJucAc$xVt`!h;t>drn0K|>F+WBb>w
z-BOFZIo#abf<P>+J&s+qoR?q3{z28urf!B2sU^!j#chRnh>*pJ<8>!aOO(hpLu5mP
z&O?%Yw;c>&R!a-d>&3-IOn?wKR18_NT6%2V$RHJwNH>{KJU~N;>hPAeML&rgwJ%-T
z`8G2_rnH!A<U$i%_D$ypS;Nw$mJ9|1Lh~moIAHhfbXcrc*g@O5lSJP!)08wiIAi^i
zc%H>#N7rYov}5iPp$>lLAcKzu8QwTd@Va-nMF}xOF(4%hIB=X#-s1n-wH=p&>HvgH
zUuMW4z7e9g{v-mZ5O2eYfHV#O=HOq}F!0|93$vO&dE)nx5FO7I3H(h|uKKB-lT#%_
z-_n|CvN}1LDE0j1o^~eudWhzI9-epr%L>b^czwmG_j7LdDdQq+wkUtXq!cE5F?D;*
zN+7M$$`3ZEB?(Z3xW4qBLIDDqC<U6A=X*Ej>p93I3YLYK#S}tAdSyW~G`*^qm+S;w
zg5n2xx%MNUC^i`O0&yw`#*TCmhsx_KN^rb2fwY`n75nSj=Eh|Nzzu+pZ@(|nZI$~h
zELh!QHjI8&Vm1kWUOh-;qG@Q%%*=`u?lN~QN!@!ewzMd~SYLMb^!V=&YDw!)4Qd(d
z&+bEhQzN|hTpMwdTabyaE-!P-%I;RKTZ%h4aMV;+kDI&HqPkCEnObS3@f^lQKO{Y+
z4FOF(lacv%Q@KxdbjbhH^ZJH{biu>8yW`x4am3?Qg1`ahy?gf#@~_b-27>V6iQ5`8
zZHd(yGe?Py8yFdUh`(0p|C$u|KOy``SX7FENl9c3*bP~?pqLFtD96m$zX_h86|&|Z
z`D!Dy@!C(LqoV;oBPtX3X#Kc$bF`2Kuqq^gtav$fyFclPKgttHQp7)3gXdi<LP236
zfyf#N%Z^PO!otu#348G;gSb}Jg0zGzAtB-2NRX(FDKiu3EM{*@0%!a8FUoECIn!>d
z$&Ob?V=*x?%263XqU7f0=2Sxe7`-VAqAAvH(~U5kn@I88e_ol0SR0y?LtjyLe~?tO
z2MsJ2(sOEGq2<AJF;0_yGR<=1h|Zf$tcZw+g)GIFFOAv=-}HkR%#V%xmb;jR27Jxa
z#868rD_=TZ^e6H}ogc1`Y#*%*q_U2#ca9cnb@lXw2Vs#*qhgVz0gh&WZ!aCz;4!i@
zQ`g2`T3Y&jbX2mYre=Wyo42d86X%tkZv0fKVF%V;)!Lfr5N&dDGP5u?8Sgs)h^fis
zU0htG<>a!grl6rsduc@1ku(XiH`iAHA1Eww*8*zg$`V$uamg$ws4d&scVPq~T^R`p
z3CFGR$Md(aNx5YoS+Lz>c<>+q5fPC=NJ!^VVp7thI3`BM`%+R;aO}=&J<86&5b{(^
ztgV#e`Sa%)h4og(-*c5J01P*`wkDif;@+LA8sHRp4fYzjkh_W}g|H{@_Do$o2?<H(
zz<>fi_Ds1+)Tx%XcG7q-_?-5-=VWDt9-URYYIQq`Ne?My9YR)v?fbDe`xLG{_g1+X
z-4FK4+k1TxkXqe8eE9HGYcw|MLug0{&L-2Dm?sMw8d`3BeG>2|;)&c=lMk*52?-?|
z8ygp1i4E0NSAXp8?ruF>Hk>Il3NJw)6<}j~heaXC5NG5uXH^Ch%r#r;j9y5ps;CHA
zcAW}?0lsCS8kqhz6J2NEpud0rE`EJ|y>P0oOeZX?YuaOFe42DnGq+n^SYYRoxO`lK
z();edSb&giBlBk8#qt%~<HwJ`u}n@`s;UycR8tE-XzM6iBPSrBwT!tbTI*{<hidTf
z@RYJ_W{f|&5yo%0INGF-jIk=sgjxDqa)iM=BV}Y{+GI*KBzEWK^!E%dlq};0cv4d%
zxqI9l1OOVeDbpAg9ZIa~`Lx$^f3r`MfxBl6B8+`@c1D-Dy+QJI)pyFzqBTK>=9K5#
zSo4SujjPvn@;r&1@!0J~R0j7{aLML@*R8SJ2gSHEdo-~gAGqw;O5)R$PJ?P(_Y6L9
zTWRL_tde31P<!I3>MNbSJFT1bzKG}t0g1H)<V<`&!r$j!^ZC!d6r28LZc&>lghDIy
zLtqJCynIPZ@wQ++e%$HSI|-$Fo4_$WpXBS)MeOsHM4Nz)8Dg^JIU+@D?-$6x>i)KH
zX?&>f#L}e4=vroE$lO<UNO!0|3b+*AF7-YflFASWsXLl%nURuqp&VqH=^MK>I0f_l
z(}?=7NFq2i@vKt*3{Md9fV$qa;wgj-B#FHFV!B01tAH(PGx7JO-`Mcz<?;DEb@slZ
zQYP77!P(#i<X;wQ%N8d@wkvK<+?A7Z!({?%4YSY)8E&XPccXZRuGISa35)UwAI1^<
z(?B*Wa6#OAZvWGED~8=gT4N^tZ5>6isO%vx{qp;(Sm!X)sviC67_5-&A$}F(2A@bF
z4L=~i?co|Cobvz0eEU5V7Z(@(mz`BX;DV%A{o#oIa4w30y}h#kr%eUCdKwzwGXCRS
z7#J9Q|K(hApSrp6{l_DKqm=efkD&jMR~8u+-a$;iFLS;XmXj6Fx9Qf<e$SMj8=Oc0
zpI;Py9u6TP%D<flvYwvazk2KUkc{8)_P^XBycGyMBar)aw$bZ9en}AojsI>su&j*z
zKTY%U@%@jlYF4rRh=v7koCHz%D}vbsum+QIg9Lw>^aD{MHpM_Fl>0wT1q1~AXF2Y(
zvElry=V@rD*c1W(nqT+>|Cp4)90kh%G#wisFZS=1PXGM*)_<DD!ovEW<zyou%YFlo
zf_#I($V4?k(3$Ow=ZJh5G+G7^OPU1-kug-#v$Bx?(^M`UcEcb08}5idIY88kb>-r<
z?e9ncdg1j5txQ~!{n>8gMP$FguHa*l^x|UH2x5*P@2exV#7d%%QtImWK9~Q)6_Pbi
zPHK{Hn&L2PSC>p-(Fpj0OhI`kassE>ds`}(t?^e!P{ad1+d0V6KW;m)rHgnB!sWdU
z7LX_5oj>3h5EPS%XUU@UKJ^R2AT|gj{1y3)^MD=>#DaAJ?4+<!%2PwbOxH?EYfMWS
z0|V*@|BS-c$(o7uJfnd_U)#tp-my=B=Qrxz4&=|hK{Nq)X$i4lEP@%dqobpx#YHhd
zJ7mw)xr7@T7#aq~BqSy>31d?Teq?87ZxwdaNugI-_l}H=q@$;&@9ys>Oa<QgnN%bh
zE>=!moj_K0_9y9kw*53dE~h_V?bZ0)T!W>Q0(9Qe#>T_ra<>EHy{ex-ZTF9l3IE5(
z+B-XEziJ5zHNr&k?~K5>eLL;&(6Q9g-o8vdGQUQEpMN+6m!{RO3JQIpsE8976!fW9
z<^B8j;#zJ~y}3%6rWeQC->0V^LA$JARW_-oT2G%M{`m1@2xM>CR_9xSM?m24B|Y8m
z5(J50St|f<yH{0R&0Cr@>^&;L%q&+h(9t$ES!oe}N?P2pw6qj*!zV<=!J)jiy}te&
zAg&BK;DIg+9&_k7LrQgxjIsvfxRwo#sHv%2&+D0k1|;AS_)2G6n?wa*7v-|aX!==&
z9M|4G-(6TRc*w+rw;CVi)Dy@2jYZwY`;^!9XPSE4wqI43yMz2@XEaS4-)gjDJ(-Qx
zP$FxAr*>dq-~tD0ox`d;STt%MA0Io<0!BQLU8q>*=J4!4)Bfo)tvXuW(6`U0a=6mT
zJB5^^RRXKmgJI+0;n8emH1rt*N;UW)$VJ#~g~0%t{KkE@8wR_q(@%7AaKPIvV+rfq
z-vwcSUX%9%?*yU1Mjv-4cjj8(YIQ}0N<Dt!%R_Lo2w9<&ZN_Jw2WRW1<pn%dh9F>~
zOEkj7Z*Z$CAQmAjgB1iClzU>%9lT3TwJDn@D#9(mvq2gQ;i!}RX%kTFmjnNuIDlD%
zYvLR+=i!@i@&#PNbCY5l@ssC*WQbhkX^q-C6o+$`jfhoO7EIjc=zgl#G4YJ^lvM`0
z>;6)gP#9!Cbcq!8hRyeAK2c~k$<N9c21U}GB3y%eqP#q5!Fw7btkHCcr)@-fgN0Qv
zX~3r*F(!)yW#V1_Ix2%SpGc7{u~L1m`T79by!088AOg5*5VP6?Z~QN>=Jx=L>cr2X
z$nU*P^O?k@Zr3hww=8n0!dC&-de@i3GOVF268)?5M8R@?&Px5PzOXWc-#Dj_&o}9`
z^G>exo%o4zlkgJ-!M%Xf-aD;f9G&$?qgvD&t^kWum+HCA_}pCOkt6X6B|Sp7MEz})
zMBkG&!!xZz`G0ufpKi<DAGl2kN;n0(@BXugxT0y;)!GQYF!uj}Sh1QffzL(xhtGwZ
z*EI|{{Hm4~`uF9o{M3*JqkljSzlRJ5%837P(SHFLGK`#uwK;f}kJs6Gaamy7TLm@j
zvBSU7M%7!DiDuR(w{UX5f&9Y%ct$u@@)b8&`-L-pgCZ3Ko$Wy_)!z{gz;L-wwYACq
z<7PoJ4f9{l3_hSgAtN_8;eTv*VPWC_xPkvy$oR`^=b(WMDKJWT{ryh2e=h|4i$LJU
z3qI%M<j>sF`3-S-*svWDkY45%76$&yi{-wls^a-i_wVB2{l`C-fV2EBFZWlnKMf6p
z#{cfV6UG2;HfqE2U&~aDj`Xs#zdz_-U4T!FsL7v0f?M$U`Skx|NUx2IzWg6UDk}PS
zd%1|UKK~4;_<TDNR03C4jP330luTCn|AKDBU!G!7z5B2|RrTMwf_LhV?U#{}@t=JG
zm?E@)Ew3W-_nkMeUmp5T;sD+RgkQ`7YYt>|)<F^_y|eR~y{&B;+z&e^e_&D@1~{{;
zuP*{j_qso}aLIEmzcY+`Y>@p4oWJ6)2Uz-6R?L_roFRlP+T+`{hZ00O;xTk`8OZ`J
z!${bIqE#?=rYn#|Q?+4YOP!w9?lcig<Ei)+(xR-)%aRyweE+iWLx+%AQylIW<8|Gi
zd+tnCu@>so#p${&6MSMf3M0@$>kj}(`?l%d_r4d0cyxozuPHEL^qw7&ls>Zr00?Jv
zJ6{mR=%`v89V60A>tKH$t4pu>fJLY}vU?HEP*@U%fr2C-{-FY86u})>I1q+}Lylv=
zeR~Rkm%zNhb+5dRmzP)00bzftNGeE2x(uI)6wN$$YU86${n_k?WZ(suI^0*&4IWkM
zbllu=Ag3-ngXNEko&EMLM&6e%_gPt4H%4->x5rDxE}8lHKY{cegMfgRCk3x96*-^1
zctzjLO!5n5WwR-$)q+jZLFX)h`|6%MvrQt)%gdoTS`^L$7Zdev<)>P%uDos@9^qFH
zl?F00sQI0@?(qo-jFh};X)W{Qz`k=Q-Pac)t)M{E144!HWgsi)92$z2e0%SSR+V)Y
z&~pHInlU)2XtyQ%;>CMYCYwZJF7w#j+5u(OJ?@%5;L!1WWS%`stF7hdcR$QM74$r{
zovd?V<>KT7-iGpM<3~84mT0aCiHPWrE6qme_7aZdWn}O+5A61!&fAl;*X^5+;h9Mv
zdF;;KUVL{CclQ_4(qU$FkkQ1bR4!F}f7gcYZs~Mpi|&qY04+j}+_W%K!{59?e8|d5
zr2O43G4{Ar=<NJ_7$lBm-HC{Zlr=OGc$+*6w4j!_&R^Y8QBa1z`lGg$Sz_1AjV3y1
zf-s1&-%Um)Ts^X?aINnw-&5Oi1cSB53=?i^c6V7LqqvL~78e7d)5bvqe5vTykyG6y
zRaFxJ(Ao(yTcJo>+{sRbnkZWv;e8mbRPu;t{XP}g-g>5#p+<9rZI?dOf)dV&o&rhn
zk?{n6T^swYl`=6wr~AR~8>={*yOz5J;RfZG7m9~FW5ubw^3b+O_j1g#J_h##J{D$X
z0@gNTf`+r|)3)Qx@kgmP!Xo5WaYrl8TeD5GugjC{GuHa1jQUOyqK_g&Lmy8((nC5G
zTv}aCw1nnc+$!!^MgCvMzWb&s^bb5uk+voTSXH}$xmncBzA?H+LcmPeWM6q<j@{lE
z;>r;44zMpC-qvpRY|*ZFeJq#AUD#u!o}0j7G7J;|a<f;L2Lsfs?^p?w`FuV7R^t%`
z_&kTa&+7^g2YP}v=AVg5of;4DnCO#oTTef8x^7rsPsJLXe~(8qBW&G|Prmj%SjIfJ
zG^_8hA+elBh?6$Knqn*wNQ-RqYVTN1K}BuWm}y>ee?%YOq4B*GFBZ?mKjlClO*rVV
zb<8MdJ5FCP&#%OTR6b+P%QhKR8`?2g#4~yq&osk#-w#FdLdi3P2ic=8ESPx*3uasW
zR+aowx(GI*va?3A?LD=u_`z^B%nUX?mn3lr<lU`07f8ojVj61i?K2?MX*&_3&8%*J
z!;F;UFzt7A=BUgqRO(1s2_^3Q(G_hR8I`FKbGK`3X8E(xj82m23;SGGA+t59RLk!4
z9G__g3#<>r$mpsg4nCyMR&y5Wld;C3aBi0L8T;*ki)Owt(Jr33X+-bhB^O(@T|l47
z^~?eukJ@GjPSx{K1K9_^7f@^+&iP{>yUx}uAF0fKH~*T6p!3xYtGTwmi6#8H#<ke?
znvM=-aDM{Nbmx0xGQSV`e8^lxrr~<dMZ0p-ZM}!Z7THrGFv$b&@nApd90ceuLKWpb
z?;k<Wr2&v#F~damTJaVfE?(;e;W7D~uhZimEg~RlW342+z#iw{!Y~n|Ml&Ui{R(O3
zudjI+vvQ?Rw$(h-;BxHpS@%hb5KP`67n?bSE6!R(K-bgTX9m~ZI>F8teU0q*h=-8{
z?G{><CGYVkF8hxuNy1VXQN#1hL@QDypvb-?^|cE)4Tp7h-%q?&>4yAcVq|GL`@Z%~
zgi<t=u+j#(j<n3~WJ~0;OTgv|O^B190`GDhyh813?vQ&M>4_ymJOV=8>WA48x&B#^
z{#~*1flZoP2j=vXA2bH7x%xq<!H;0C9uXtR-}-a(D+s71F}JBogr&E+^!dDD4zbsD
z-_!+ccE01+t|mPQ-}E|Zz4eKYMZVr=ZF9z;f{hpV&yjpYC2Pj|O!N(*0$Ce!PdzfJ
zjNg4JaV9&dNr3Kwx`a(6ov^o(NUf#qXNHGfC-hThE)>~E<w2uq9)MFqYybqhJ}TNn
z(%igsjpXul8rNe~ePR+V&GnRlDrF}_bj&DB9G#}o?}_10n{1b<`0EsI|KO<_zS7(J
zT$@c8ZZ!-0n{01(4mcwT7o))*Jpakb*UT<>((`08S?&3C3d>>BX3)Fxn9LtX&Q8vs
z)r!fV;(G7IzSNW%xU@{_$7+UJVHVL2lEMe${2<6Z{05sagQ}uZX~hfKq}}EMZN0&%
zy~b6q-X2Hd++$qUMnr+=vDoc{u6D8|BuyoYL9Rjg!30$Kc;sg`%8~CH5Yy!Peg5-~
zvAWg^t&WrIuB&gBupqn8uh~!TWBZgRM*iTQsK*4$=8gp(X`9TkLWS~1JsEhA&0TSW
zYSoqL-DAa<V(6G*$C<&b&y?hLrC6Tf4jsJTkaRz+6RJ&R{O8h<KkumX#YLzP_V#9g
zdeL3h7Ay7+^&DKVR6B=sb}7r)q=>nG<?`>E81jqTX8ODfU5!ck=e)HByT<q<DQQ>%
zL(Q4zqUzY3F4peul(zaaWXdNo+bui?_Ek4;b4H{)ib8OJ_x!YL_e4qQCDQso$TG{|
z;C#F`6p~dL2_ez6mxR{|_qz!s&O8Qn@bI29P1`xwuSFJ_S*EYXWx>-x5J(OLEd4nd
z<?T1bPYPtDyT3S$imsBed`YiTBbB-mwtFtJH<&@tP;=Sa#3DzqTSMw9CC|5x`!_we
zC2G$ri8%EJs1p;nq@aG3H|MWJxGJGT0mAnky|E>)CZ%`pHz2Orh-J2USX*c%`W^lQ
zRX7tMv_8|%e-r*};LJ%6w@{uH7fFP7xP7F|ObI^ObgXLhlOMF6%x(|P`r`cKsqBdA
znHTnis$7CnA9WRSZOpTByg9KhtFN|pFfSElb`|wpYEPyg?4>v$@X;$O{FNzkna65H
zb_=y9^c-0b_s}N?!2^PsM{@^hl%ltUki>b-NWt^aPh*MUVjakCVUxbaSJ6-05r0#M
zwh)2lqwfo1Z-)rJBUMlUr(L=*y8MPx5~iNO2y^)IVF&9{QQ3yagx-BC!+YV%!=ilc
znHlps^4~odl%SxJ{;D1YSQaL09Tu2gqQtUOA3o)lL_BtA8EM17HmS79$sJsO)s-82
z-$TT|5t#E+c5q`daO_}rB0k*wv|h*++;(w6Papb%={SQ2`-R(OM&r_&K3Q`aeewH4
z$UkpQT||1qc6Z!;j(S)Krs451k5sc&tcw<jW?Oz29F|Yq<M%2(*H8REqy7!0O7PBu
zF2ZiG34SOlqt`wxe4<HW9L7s-#1%p9Bj0u9u%!5je4{T~hF%I))2$=`O2H>thV&c1
z^7<y@;H^CY$DZ2dj*@5^p-qvnY^7Y`caiS+?9a|kYvrRMnEM&|!KC40O@~^wlYMaT
zf?BdUorRzTrmm<S?OqtcGimnGP^4sK?H{6)MIzL&o7uB2p@-)M5)He2^w052;LdZ@
zq*Dm}?WE==CV=mLZd8cl$VizHSZTU<$E@UxXdQ(Jii>+cx5sgl5R!`GT?C9bz?7~j
z9ItY97p}sa$YX0eYyY~r8DZ;<-_Z4fk2s`I%+9X#1Jv>+c9e5?HPNB<Vq*1(Z*eVE
z^{~;y0I{ZyclbC7EgGAFNpnzB0R#k?y+~O4L>T-#5Q>LIxFfa*`b@&=F5==hC~c=B
z;{jA=0jrD)*-@b*68IqXS^-QB%Wa@v#-Zdfx8fLVM08wN{{-|j8lH(|z2|#FD26+;
zI(Q4rcdtg?!(5Wc6?BW_D~i*?yl3^q*)s?Vj}Sp3pjmJZ;*2osib_6!G#w!*8eR@k
zLp?Ssh>hb(VlOe74Mw95&I4s~T;5fY_T961i^!s#z-WZ8$fUW6{A;$rfF&vBtl!>(
z^7i%h#m(j>w{X$VY8Vz=xLi!^WjLq2b)OY%<f-8k7%rMd(~MV=EK8>?Jc9iB?36bM
zArQ@o=4R1Nt7&<ST8>n-d=iH59T6;)=CGuu<209&DpDPuVP0z2`BdTuq?*H;AXo6m
zRPms^A!8}b%0m(Sq4oZ!ZI6>px2RU)6MXM$rl%_pDq&>vj?RuaP6$;-@iDTdauyTt
zC<X2ulyTOUrH2qG7Or%c5Hw@2E>5(Z{hj;6Dh#?AitbbLm?$?0CLBc`o}@8FO7ZE%
zKSImpDl|fM7qii)u!YoV;J6c!iRw!b7Ix#`+<3`8I;*W)d%7t={{RQu-gwo;=gEg(
zn^6Y=^(Uu3RfyBGXU|H8<F=y;r6NPE71d0nKJoSQK2^nb?+A7s2}Gi9z2J!yXl757
zC^SO({SaaVamIT+FSN8Q=9wp1cZ;|pFB=S=;Rl{qZ%XfK;Ni91h-|Z@6}+&5DiMMd
z$e*_<h}|$`B7M|TQUHg{xEq82g}VA}r4WV_b@Hp);z7<+F&p=j@WU*J7f-+Ri5|8~
z^VuU*=2aH_Ii+)EbDjmKIIMdVN}~E^!my9bNvY-U-+WQ{7{!8|!qqiyRO>1wOz@H`
z7jF9pk!>L!ide=(Xiv4?;?hXIgMG2GOdsG`4LKR@zA8s;2yR0e{y7dYx8@qW*nB%O
zH^HGfswoK)-ze}%g%pDqhFOnF<Hy_%(x=aNJ*$MGfK|zLDIt>E!ppO0s9~WxSkJb6
zOj#zB=~QTh^m}T)rhROZ{@Tgw@`Z$xdqW`gJ-P_fP*Gxgdvqppj#s%<1N{jm-WS3x
zoCD9!<F})galg*BIM&>^Ky*eHpd*}_F@q;T-40fiS(@~}B1+54(*asCEHpG7mD2Ma
z3CW{)neVLM6nc9!HAkLFF-2#-zH@mMF|*-r^dtT5;}#4e@9U`&)8RVU7G&02wcbp{
z(ZParf=P2slN&xd5QPE-JZ)c!P$E1jJ=y3b0Ehe8vI$Sy+S-y?ZYE4phm!alTKC~;
zWS3blHOobytEf~@6x2>;VEnFC-yw?A(;Qiw;<oF$9&aJp`mQRm{Ktt2wz~r9UD}m9
zE5QYn&IIoo46rqOZh?~|dKdNQa=c#llyzN%aevbDtMj8wiEzSbkO^-%fq5jeG<jdS
zlkixR=>Qs%+T0cBTt}S7bX+ELUnvli8G7c;M$?SdXPLvb!^2F$VR>eK=`R*^XNe69
z1x{O14xL@>*fE3LERJ5)$yJr078)UfwV?7t8V3ni0LnAFV(1ea9UL9;Q+X`M2iN%x
zJ0b}-8L(yn%e@Z7{@LiP^@AB!q_{*3*Rvm;dNZbw&lj(b+NYa<ZBdd<%bDyO!uO#h
zkVz?$k5yHd%g6qZ2j5`t2sclJj(kC6U~XlVRZ>!d*SI=hW@eUL)DkVCYjb(JM{O_&
z>Iz(7ZmW!SzI<lYUJJG_f2^<GCnvCRgq*CXg(-zW*Pt;8u!cglL-ih&QLgZzrrusV
z=t#5f;qieZ?#zOq=t|*_1kQAY+Y_Y68I_NI9fg*ihL3PM2cGBvfTi{x+xzI~C-BMx
zp`-80ho_5CF17uaX9s4mdN+EnCZ|o+{r&w6fXTx=zx^Q#z$N;4c_@Uxu>OqJ$?9<G
z7$eNS0DlvMLQs9HJUd&mU<#y|CQA*2PqiE!IRPc0<m?PR6||ib<+oo7vE_C1l`%KZ
z3(;i<LW>1~NPTu-q;l%(1@m%qsnpceN-1f(i76=LVKA6MlPpNSeaX!Yi6j@01lnXy
z%W<~SM*^+)@88GA!4X|wUpLU8c+}GKAvQK-?cvzq!lH49z`s=iK}XB=y?{|Gm9sto
zys7Mg-RQqk6>a)tA|fJy_=^9MA5^#DmZ+i8F33BYNbaed8WmnuX)(sK$D<q7)%7?M
zV>xLMBs|l3a!@{h{v7iEq6s*F-V-K5Mn(pO74j@BEExcXTd@oIp8h5{9OTXa<~Pzo
z$dm4(uTKRpba~Ws+&uNVft-xY)WwjEi?d3JRgWIck})&yAyLd9!hqNWOvy;H=K?M}
z_|bOqj;o7?atWuWuIbEG3G)v9t8bbXp=IsTZg0oO)k}ROcJGS?-S(JctWdXsvF=KB
z<rvhN+LYJp0@c#J*MI2(lqXm=lR^5)a<s2cuArwDB=noGC2Zt(=N4aUZRMVvm0lkX
zxo0>L8y%h%Z?1hCx@r@nX!<L6v5XLH6*o}zo?{wjd{%G!|0xl0jZi#XSzJO@8b$o2
z0Vueyhos;Vq2F+JPTRxv#^=OSZ*FlFXd$50k|jZ5u$)@S5;{*Zb6uKK;kIA7lkt=y
zTp&!zumb;La5j}A!yu8ac(pfP4aDc9KtJ$l{Q_uwZ~FuN@A~u2B&SggPWMAo_xV5~
z*;y}8-Q;+&U4{O5;$AHt!V+GW<X4fmMIWzz$e&w#2+s&T_M>Q|TE>V{o&AZO;NuEt
zOZN4w53xF`QU}HNM8_gH`KzGKu*1gP1M<VGB1C{6A6%VG-hZtyo;Z4p^;?IKG(B=g
zJG=zhk3kg4Do`)|c1Z5gb?Mgo@i92)3IXKFg5C=Twfk0QUH-^cHyc=)9;l%=JomA2
zK5Co?CW}zIn9Ps+jt~W1+np#q%*_o}fk3FrkveVfd<6AdiNcpZ#c+iiK;4A+?Kml9
z4j^dEsc~5S6xX!$US<ubVbfR}PoD-PfGmj1&{5AUQ)F6};y%P>^`)Yha=t`WArG%$
z5sxsx@af{l{Ntr{^QkR#kC8f`Sjvb<?9ZdzNM5$uJRV<R6;PKyZU30I17^eNLiizE
z<KS)AFQ5*!Ofb{Gy=uY0_n_A>N=WkN#OH?odNs*U%eqG5J0`sFf*A(Y^-IB@Uu9W&
zG!tphW)kpzB!j4|$K1@wJ=E1_aZNpOcb4KvHN!X6raOHj$heGXOUc3m9xqT0QN06V
zDyjNflEWbi`L$*0!OJr4q%?s%7b@ln4beob_@U}n{rp{JRo=&{3Z7+;6M1P~8Q9-$
zL-v^PygAP08Hh^4S&&Getvp<g)2=-_mA$XoK~V`c`86PMNM(Pnt0Bc)drK~=E8Wjr
zhKA;K#I0twk&bcUbCY8CgG1Y}kq)C*np>~kc|E>Qru>exD8Au}8k<-nb8!MRuYIUe
zXR+SznP+Z_%Xka#JRolv#pB1t{(U9<rDf?ef}_I&T|-8cLc?OsDW*Z7+d2R^T+AKS
zLn$PR6pjZYlh8PfP^E<)Ow32GQCfF$FJJTRUD`a<|J8$$j(a)59wrf9ve+j7Xu;H&
zf~uS`zgKp`Pj~#2jy!6lYII#VjSiQf=Jv`stq<i)_;eDvnTsy1mE;{d5Yt2=bq0Qd
zXW89f9qtJ>%XK1gk`@INp$hX;T-8}B;-7ic=8a-`j0$v4MO<_Dt_e0ZwDV^A#+8~B
zZsWou;xH^KwY(HTx3Z50fjLIX*-xVhiWJ&y89%lYE+KqEB07yrUf4j<gpR3~tx0}B
z@#)MsVP5nAz<p>RNg`I`g_veLtP;utpZbUVzCd7yD^E#ebq(sF+Q|HsbL0t>YxgeQ
z%c5}><i5g+zK;*n)n<tfD6NRbCa`j^hJA__^EeCt)^2XF3;52RX?#QGL6<Re0W{NH
z%_&m&ynb+ixV^DRY4fLFTd5&-+g~HKsgI_np;-rF8&0{&M@R<WtZA`-vh72@c5zlg
zhfEUR#*7Tyvmk4QJW{@QK4s;mqIoc;4FhP4lkIkZ$@<*-_-UJRsSYT%fG4pZ%XEMu
zzNcku8>jWnxu~WTf<58AmyJy!AhH+#eEQ~k-ke7YtwE|4c`(gX1lR56)YUqRF#3sw
z2Ry1s%RuU!sRtq^W*s2erM`ax>O8VhDO`O4HQ$=l*b~p1Q`~qS2CtutdBkvlXw$=z
zlTEmEc^C__3GWl4xbLkNH#pyl(y!b~`tJTCk!H7wJPOgf{;^iM6R*+WWQs2U0lB;c
z+T!8?&srOHYBx;}R{D~KqvbwvhF)G>JtsU5I1gEqH<QD&60(2WZlGCBp`@I-Eq={$
zzadvsJg8=A_9)Xmn(&>(F8YfWM*e31{qD{6sckpM7KZJJ>JJhY9tiMp7~FbS=gc=*
zWjp_krDbpH(#Xh6z^yK4L`6=TyMLpEx=<Z#KyqDOXe#!YD#J|7>JfV8Gau|>#Im*R
zttAG@TO7LuT^UgBZGxb<-)(}q@fQN&>vNl=7z0Ph4LBi&K%pqc{$gfOcGhYDZ}$W7
zqY7VHcReA&AkUd(#{3G^*uWtYb~CF#Q4@z>62fB4o36I5C(|KV7WLc-qoAM<wX1W1
z{7hx)yY!v=x}4l!c@>|bcYdylPvn?kn;bv7IR4b~nd|lNBn5o(;0TJNxnrh{ljNR~
zX!F5$?`dn89z_MDpheDbv9)C^j%K-nCWnk22_lN^hvXV0`;@0dLtLtdhjk~Ymz`fl
zTMWc`j%|BidMe&nx(A=tju`o8wq8`JS}>t8B#vtS23iB}9HIn#1)mG8`uOd9<)SuP
z^gn7JX7wQ@k!##x`Aqxz`vtW8E$u5f8Ag*;`I+GLcg>#PNQU?>(U!#CeckWF#%Wx^
z(gThTwf6<I>H<Cc?ibhhb5gx(SKt0X7cFN)$2T2JM;rX^tLS0B=C(M3(cg`vA@fQx
zqB=m9^$*dA=vKlWEaLeyKK?GXy|NYrc+rrXCRo_|JP_5=HzQO)Ru8%OeVMQcEy`FD
z2#G=Nsta-8*&Z;caswAkF|cjo9|G?Hk`G^>7v_f{7ju`H7rum_a)5;f5#NTOKLEh<
zVZK#{jvGPT_~%11zKn>(N?LUQi63r!YQrFqwt7~0AG9+cJ?cW1O0km}F`+W{J;OQX
z^AFAZKZl)$Y-?x#xjaU!)g#t_o#N%omk(st<FQ9c9U1{~Kue!;Bj?|l;bJ2D95ZK}
zN?|_0$4T&RJ{`M7p~Ua5d~@>!7&rJ4M~5wWEs|7z=S-VYuVVVk*F$w2<Lj!Dx0=ei
z!!<RhRIH+UH7$ObJU1|W9K0B@kj?8IrreBg-6%3vs+u5U_Z&r7FvZ3B>>b1Yi6d<x
zbvR7NZn?x1ZQnkte&7Av%_cq1Dq6>)5M;GMLYvo@kQ!Lkpw`pylMuv|6rhWZZg8k5
z)BT<{vOkBNa41Z$!y=#U@N*?kc8IH(u*{;6>vyl;Bu(+iUfyil<v=?7=t;}JRQ6Fx
zW@HCk03b2bGP3Jd%^S)fXl{=PY5wAeWcq}K4Cnr}UZRq87FR^vbcLh1q~!aCc<(by
z<w!GK%|gRncb8xYt6Ht|=f~I%LwT}4Ceu+1E8$oR&X{Pv157F>!=!?Ep!cNL_xFi$
zSRM+~*B~bPFvg`Un}(X4N+Pe>0Xy1ZsY)SG=#Rvz5H5e~yppH<{yD3r#c$@Mg01`3
zk&N?-mix#HyVDZq?41op?X8QMMdhd&PH2^}OcPiug^>M|G&8ZcO<#FbjdO=l8cYib
zevkT_HjwL&Q;tU~KjAZSih~IbLh^@Y7|K7Z;@>p7yH)@ig1p+{Y5l$Eo6SaQKyCyH
z0~dG47Q!r>8zm4SgTdX0gTS8y6j9DheF7bsK1nt!i#tz`eT6n>lwDa?4lamMUpJHv
z9}n>gnH3`cer)$lvw2+RAUmjRcpYUsv<jkK>hAobVOI7vD;5_ySx%vVWwq~9j<fC~
znpVGWLIZn_hQ~x|NUoEXvAIh{WqdWMYqzNH?u`OD&XXa8l-I1|`LGps-uBdXx?4&z
ziGDC$t0{&wScNL-pG;E);xsewnX8<rBa%yGe!jCw-&z>(rRUxzey%>7r!Wv#X2MLm
z0ae|4qi5NbZdfVDJylFmsfzczfxGdT+@pvW-fDgf=t%Off6je%rthLBE&KANG9u`B
zKL-%aohc<!4Fj=zp<m%lBgv<!HGik}&O+wF%u#b7GWoSnRSgX68P43Q6_sAnSn+Ec
z7tV|`C-T_Pc`#jG?zLMg7xH<uzz(6efL_V*WKX*pdz3Q$Q#)bemRgi%{+-{O=ni0l
zYHfW>McK>|Cq?vZdhh~MYx<Mezu}vvGJcuIr(BSLGjJPV%^;GX$U&d;C#wg##H~A*
z60X(9CIgD5W>%RzQ3}k?fN5LWdhH`Z>M=a^-Zpxtj_#fV!mLJ&QOs<*Zlx;vui=l+
zCih0(BPMzl?Y*NiGx)S=he@T5@6)%bsl=^7N@pTPT{j_Qx0>M}EfEfVlcdL=tFq=3
zp77fD960z?a*b_VjFgX>Lw?Ud>(G#25&1+<tpBZRY8tU*v)bN-<L!tK?Q64rAe;eN
zgbAACj4Cd;Jrbb1cfdWX?ey`J)>J{Qh>%4g3Oo=AC2Iy10WW~I{Ns`bAY^jn_Lun;
z%Z>XoLPBoaJ2+$tdz}vsh}_6(&ecXYfaIi-EM}De_R-g^h-K6;hK5{8*^A?op;B`m
z)Q@+hto<8i#Ff@)1=z%}ArRAk1b7L#8A!(;f)eFnc#Y^_+7nJt(DRUmWykR>JDZMw
zxBg%a2;Jas3>XAS^L6mzhU{Dh!|UY9fYa(B2_%|U4{?N>44c`;&rYs{@nca^H`l^+
zs&6--YFkfiEEaYa#H&(_3T95*^JMemjECz+p}*qsP^44v>=CP~8A<qi7rd{|hcYC>
zJ4Z%hz{?04<l|R&qX1L~p<O!soe7=u0eA2M7IO(=8C$%kom7_YBLIa8bze`(ye;u|
zZy`>3?X+NjBbvxmCTui_rn+&b-?94hXdYk9;3PbcjQPM8!uJW3lXHIpQRlh<(Ejha
zftu#zq63ia9r^g!P@KqCT^&?iT_%{Mqyv?MoSY07Fkbk$*9H!efP1;MRbfF+d$Rip
z_c8T*i-B=}*l7DyUxGFNPABUnM~nG^BPgzc@BMep2#-L{K9W?xetUi(5P+{zN+88>
zyxMn9IynKX$cPMUgE%PDc8tF;v$O<CxI8>vXc(e*+2f9l=WEBl<>ee^#Qgvu<*LNu
z*7RYai%ccLpav`By!(z$cO4vy1=S5cc!~b;G&bzICZ>wYN+nZMh6W&60}@DaFs{tY
zOHVjH6{mP*()*X>1PC~2fsllR-;sfw*VcDqbF-_XBiQ|9N3PCgm$0X`y*<opWo6}4
z_WcDVQ}Ct`104$AvcD=bvbVM@(X6->-^HU7sB#T%%8U)S-Vy=D83ecrbnNUeFx+1S
z$IU-8*40h9H}}m!XWu*aE1UL7m<%OD<}5F2P~DT$=O0;v3J_R(a3etpJ=#CTqD7#R
zSX@o&?Y;YviR5c(X;kU7lmaoau@90Av%&*Wmuz*79URKX>8jiSk+Wa}UcsQErY0p7
zMM01nj7=%;ak7&Y6odlaRg$UO;69Wh<k31?otP5!3P=+dI5v~x;^;<K7Z<FyCo5$x
zBgPEv?cYW#?@SKB^(7AGqCj3^8k508DYEL%j)a1Nv-wh070pURSy(j)6=UzWP!!=q
ze0)rJIC?|Pz}n}iaQm#$JOh5oM#r^55OO5NXsW8x^|MlLg4+84of4RzpC2{RhgW|T
zWpK3p5{ufHnc?>AwM1mN7#L*mvMj#}j-RP<$O(CSad8p;AL<3X;er6JGC6j~CT15O
z7qhY|985gvxp-w@U;v)b#|}!HKNl1{0zzUqH49gaCYkg=yL{9RS7wo?9$~jHIB5_8
zA?Qi^THiXkXOd-j0ne20urTxqlvu(>xZ~2c^Ov*)ln=IrZ%dVG2+vCQ+j=A#HPn!=
z9@=M7a%`A=-9^o<@<{G#{3RWw`dd2MJVw}Ntl$(ecQ8C+5s<+%#d@<dZhYh!F*kdg
zQqQFbw_Z+5k7jb}(M{x;i^;&)ZQ&-sy#Qh9wNazwAJUZqzl<u{V%(eq8hn8YIxG~6
zBma*G;T<Bpk!yhD>N~u8OUx1Q^^s2P;b$k_*{BG^v;F1lUGUx%qS~L|(A%DGSZ3H>
zr|6-1A}s!*T`(;6hHX&Se~7S~zTOo*--vwt+2nMkg@~28jHl^6i?<UqA1}_;aq~nh
z{)*UfWZV&ytL-Hw=k=M$moHfnjn!V9fUYQ8J5K+*kS-v`Las?%S*LlcU{AR_jDSgY
zwluysm2aS!!*veTqrW~0QKaVQh?Yq|Ws3sEBh!m`=IU1}kN5=m2UiLV9p`e7>XIwp
z2BiqdFMODdh<+!7Dj_|8X{KYNg}1ROuZA7Py^N?y@<*u~%3WSxjCkL9b{3!+PrscC
z1N1ZXt)9#`3E({^@ON&=^&HIdiF@8$ouGH@f>P<b{-UmmA)~iX9C8@1B1Xi$O5|q)
z(`!h@!z~9Ga|q1Zs84qNy1bqdR^(M_g1qz_-j1Zz8m6(bBfdX|NcwC60<Xb7TnJ|!
z##0cyf8NHos}D*Evi<HS6{jz~W1DumfWJiG+Pj~=8ffSPICw#Y*s%Fs{)3rF!EUBv
znuc#@Pc#GS))Sb5C6#yeS>GcUZWIze_DgY`n0uBlj_~(`*iWV%qMorW3ku1fFFlY8
zgmcFrm0<gAe_E*CZc#FNy8F)ODB<(mXZ1g*TNV+`ET7_VRgn}7U%h5!xU;Hh;APBM
z*uy|WM2`xx&f@RyFmDucyC}%At+?&1PUz+_Lv?=7BcE>>$AzHb*ut3B0Yi>#lagrR
zGH%1AR;}52;~GSvGVxY{EYPj!yfc^Wa@Fa;HiSUD5K$Gg80IFtp5|utiQZha@V?ct
zvHfy~x%6Q}0Ms}>TtmcI?mg3ajzmM{8~dWB*_ZmI!H@rZAb=-|%M5caQwI$B6>*0_
zad{^Whr3yeLrv?328_L9$*;v^+$}<{mApA0^98t?>!;9+-~G#i^ZGuN$9A!n&aK|N
zbg8-CFRxzvqB`gH>SRgneSAJ1T+Z}b9Nf=^cDfA}e3)m>ySV-2xA_M*@6YWq%nj=x
z$0}LYJaF{z&9AiZYmZZPUokNZJk@GH$)>WoNI6j3bhn7cwe#boW)bcEaRuXFe2Z*?
zSOI1J#UnNAJXzk!Vf^x{mCIdEqo`P0H06a9dVSUL?Paq3OhrnbTCw4^)VRaZ|EIUJ
z42!CL+x;K{A|-;Lq>6xwfHX);i3$=b(xK8rON=y1NJ~iwNQtCMcdJNucZ-0+(6z6H
zKJWi|_kNFk>`$97@L`x)bFa1Tb>G)@p1<?z?di>~K%x8UW6rWep1p<tbk!cnUg6*C
zT29Wdk`T}H>Nkk5>r&Plk;tWIe8FR6deW(6V86RRrdPA+?rqXkG5yi|UHvx`EVx^(
zO*#HPqM@^!_#GSgE7hMs)_3!8$2Gwsjc?NLYtL+hE}05im5t=p@AoEN$+ryi6N@6P
z?d(qFd0keX@HSjq|JQNwRSy&GzV`8_K#SP~R1QSSVa{K^e5+@Fr7<%lH`r`{ntA^P
z?s*>5MKqb#4Z+tJ_lG~^r-fDy#anLJ|1r=an|BG4Q!^`)WOo%$ugo33mOb-K;gayX
zckeQmVw1DhT*r;sI`V5mdGn+8x>7!TD5@BroW2E{7|zkEf*WBPPQI1r{&jL`CT4$E
z$dGn^8e~DVQDPd=;2m){-9<{V%Gl`SoZ!0(7eo`&MmOpUm>z!{>v|a!-qZ29;-w+_
zuUy^(Hjmv(*og%b-1=SU9ky@8*%ZWHVlD_|$NuE}@|hF%6Nx9p$>6%?eeph%M}d)o
zb(B*h;zMkl7Rvp=9XI`g>;`E{6-gk~3ZrIu6zoiIJ$(H-Kzp=scKfMGIJ82c(`&ao
z@MT#{G%<2?;~NwykUcFWfo_6&@6`I=n;03Gz~A#PuT0NP+}sU**da&Tnnm|A@<YaF
zm&Vu@^{?}FQ!!%C8zgKTtS?q1dXH}0PK;vH<`I!CcQb04V8|u=<E%rrho;2wev_d@
z0Zt~I2lgSPQQaW{lxNNi*tu!-PK8=J_;2<F`M&!tUz5UWo?TSIW2<FpV|9LKO;0}9
z&Ffzm48A_WQ#<GLJ$wb76$vY+x*|Myra%n_MV-i6=aKmi|DBtPR<|cTE9T>#OnqA*
z>tpoLK%o|3NF<9{Mm){DmE7MGEwQC@lW2tafiPgeT(``IZGLG=+o?@U%-wlJ`<7+D
zie+??J8|D^mg)Qf*6LrME=vegZ&VJ$rO~RY<rDjrx;Y%>AgmsGB2FjjG9RnmZC^e+
zR^n23E4cr*W%SvovzKo3{5I#(MK>;OVE*+!-a@R*0T$;h18#n#fX#gTlXoR0yW|l(
z`ZcRk;X3!FBz1DI^~@hq)XY<h?g|PDwktditg0dtpj)ulH~!ZgH1*3p1cV*;mHX~)
zx>c&ibY927=}mB%YRfmkJbs$yc-WnPU|{!N=hMqkZX2jLD4)Ht`A9Tdu)X54$Uidy
z42`wcTl$3_(2+q$^$pur$y1wYTwt|mJll1ed4?TV6K>drd2OK<hdjk7E4wJmvG_(u
z0TU)#g{u_zKW}5q%5-{8S3iz<dWlaRTT^=Nvjglfj0(^K1^FFWZT7zD3sBqKVU^w2
zcwjj&L2v>jE`uO7A%(FMmHE%NYF8|NqI3!5q3Y!cn^UeDg`4Sv3Z2*5_M9aG_GUZ>
zi7e0FwrJhCvPFFDUP={#b_fl}s9Sr><@2z^p%-+wuOFeHnD<t$@P$V2q5s?b^>19C
z)lQ#2o%MMH8pQ1cUl$82Y+BC0BK?*B-SsDl*+Mq8VGvI%S-GQ;*n@7qw>IkkI+j*h
z=GHRa2$oHfR1mwAt|w>1tee2|vb(1TG$p%48OE)@2gLf-XO+9FF_=X^{ZBaE0<~%>
z)W4*@d~pBIbh$)q#L7U)9ghEX%b%|3+zL8v`0<8=tvIIpvvxn!DR}oQT9OQhK+zK8
zqQmHKF*f=se-z`qRciAn|HF0cKX3Is`CZ8a$|wOVhxk{5nWYYT8{g_3jELW}QKL_F
z#cG!ri@Mk}UA}#Cts^z5p@+n7>UnH>ewwnh3Dt<;UBU0DN3Wak<vN{PIa@MQq-1(Z
z_bYHvrT1J^+2BE&nqPbMhSDPi6S>U!Tk3Dq*?vq;OW?%kBuT4--b6v3BstUjYe<<t
zdbO9H*t9H>CNU%96=Ku^0GYFkOQX)^4AVr~v5`wB>DThD8Jp?ky$tpm833Na%=(^3
zz{d4e=|)Rn{-N=i^^@2X%Vip=cVf#_Cdqdn-L|Z-UG&j3+4i_t`uL_u%iF>2xXwSf
zOSTM57459Fw)2bV64;@4F0Ff3XfMDFyU^*1LrFnp{-EkOX(GL_`&}nA#R#^Bit9&D
zQ;*+hG?(X>OUFZd2MWxnNobzL{aC(RJ3ow9d1dj9BW7nKhl`SS`spYB?=P6K_|i=q
zRGn`V%#r7whWK2ZB2&xXPd@`X|NYR1*G#>0S}yasFv3HE={bSQ?P4-!pIzVht2rvx
zS%r<*+ngCxi!*9xjrLYkWN-W$9?SX>l}OazO8Cnr^`0fYOp#lDM6Xd~N5G~)*I^F*
zU21Hf{lt{Fw>OVQRnCW(hAySrf^J%ucD<sR#`n~fE%m13!j;I;oH-ULeCJYmuLx0U
zWD<k&%*>-RMiyiKTSucXSIODl>ii8>p>WuKN3vXc8IqhV^`1Fxt08WL^@U+TAca@6
zBYvh=NpIVdTvGV)kGR-T1*Z9OSAB!<N%*esx2x#dvH8|?)_hT)V`NL0mlUvbHK%QC
z?Nf@<$dV6~XD#oM#rchn*GD^X(9$uFx(zkxo%(ZUJd91SXG~qwRcDVAH<BYLUCJ8G
z-+3pGT~=VKmohMF)io*>6zV)9mAueL(3(b_OJlrlpA5rM<~~$MI<}|VIX_bHCHkh|
z^xohzsmtAc+F_}*BBIZAk~zz=9@_2NoMvz9`0l0e-GHx=8py4mGdlicV^*!RAvfnt
z>v*IbYgod2qWp)5Uh*Li-s11n=L=s)zFZ|5ZrJVY@w&{{*~YPVS{lXdxfaS$Rm@o7
zTBkHMTmw(5+QaNrlIW)?d{6=DntEnG_n>`j^bu!V)jWy}E{RW82U+O?^Ksp`bgkb}
z^WiuoXi=Q{V_@q!pIaW3R#B-a=qB=D+GXxi=jLWWk?)!j+c@g>H;^mM?>_(H7fU(E
zJp8LwHfFO<EW_mI!L3W#%)K@aLj{)Tl+GBIAJh|f#zy!ePv0!>v7l);QK+sW;p;uV
zXTSTw?AS5XG*e!RcaBEB$LFRWms#4qB8NqT3=<NrVeozu?wYdC^Z&jun!mMdZP)YB
z*pw&atTyj<>H`B(efIkYe*Qd)**$Mh?T#c^yg%H<P$SPrb@>|X41F@+Kz8=i(oBJQ
zhA0w0%6t35Hdhs60tx<nFLdL9=hae72mTF>0SUi%qu6!&#~{_-m);-5B~V)R?BLYm
z^A#&~N=Xk@d(?9t-`9$rr@)BJ#6-x2*X99+P(l4;jO&2e-K_nu+b;9_v9ck-yM97y
z)!Z1b<+=hERxIHH@5vK?Rsn?un)X84yS?~GLH|Ix65B)n`0{X@s~5Qy>KTfR^Khvq
zZy{dZFKKlPRA)ElQX_ab%S1DTJfWoe{+gBOX4#0rM}nxKTPJ>>?r47ADql;?_z+qz
zUuUEOl0DpnbvAG`GI8N98S>OFIb$&SGQ*pShJjWhVT50!d0f9Oku*_p{KL}&E@t(+
zM(eqZ8y%$q+&j*;q%IYFQ8{O6Wb#;;Gj!yF{q;FCBIH3Cc{7mx%V~arz`*1qh4Nig
z{)S$|NHw&CCnc}4oJ!8Z2??Fdz%SjO%DzZq;%xBovgquB>ESZP_v%~s@zYp;otRKN
z6qGh2J(n3_8=d6W_|Bkq*LK(Yb!^@<`kW)H7MJ}@<b8ooD9+1l(>zT)DXuT-Ecxp4
zQ`~Er0w3w(i1N3;abbRZzF%q`z}0s8&pFGMe|#tNtoyg^N_jY8BO{N|uf3lTRn;G8
zKhmT6`N+k&>2he-uc|XX(v|f0^y@g|lV&?5L+uvEZ_&_AalTU3h<W>bQ`JN2I{RoS
zXPi>}S<Ne-YC^yJx!kNbzN2>zprppt?l>V`wRi6ll9P^q_hM!t_<I{<zpT+qWR3hu
z(VCE3##15cQhZ-%9?o9t$9~k#uh~$8NmE6`LyPB?XGgG5^Zh-!{c=E^F80*5*|W<O
zvyXd~99&;bcBl&5vc2dkadx}Fm%kSg#eexr!m^-nJjX4P75g5$_B?}<>eahHDQ>rM
z3g24fzSA(=9cTKN(a<}YOfrC->DB6x+8A7yy29}&r(~9I5yhcZ90FiFysOu)QHJ$b
z?fl5(wVD3bm9vR>O<`Lt7o}}~j$Qq8JqtP_)x23sRmFJ2sWHilSJ(@>Q>sqdd2eh2
zb&2OhtjTAgjX_C0&CF5)3NK3SFBTj@7d0Mrwcljs3rxb-S685b9TG*WuBy+61;;0=
z`4^OV(N-z_;vX4CN89^oU_<lnx~>51+9*xV#8Lmf_IveUGrPb0b$=4}A1)1+n*6*A
zC@5@1@jl-$*T^>}52WFHMRo0wglgK|cVGikF`jP>%VnbzvUzdvJJ_vV-RSMpu8r@<
zg&m<$*^rstB0+F6^MzC~M{;-}-4$vfjMm<3U1{0(AIpwAmbQoJ;P77hlHk3$n%d#_
zZhp3a9O`F<gAqC7ym&#!Y{K2kJhoZ>j%Z|Bd7<C(uCvcAg~^VCqWGTJC(>bF68#Ib
zTn5K0HU`ZmZ8bG%8|v%ZK{a>BcD8xJ?k$u{Z|wfeTL3CX8lPFO67W}wnA|aR#|=o$
zuZrkRS(&gurFXM#q>4Z7FSlePVENdV)~QTbH6)4_Z?{;*w<z}Vpvd*_!3JI;3Z!Ge
zuc~*#FT}xUl5ym;uJcWKRm=yw-F?x^j}H=Y_7*SQWy<XZm)i0MtVP_QzL}lS3D|`B
z0Wm<<cCMArWo~}{Rv7EOv?KoOXw~7qB{_ZhOr+)uT*s?`(rn1AXdlOZT>H{WS0($E
zK$08fYpezL>it$S*@348?Z;8Vv#?&C*s~rTTT>%dY1qy?1D1V&n8@&QUc2`5#mY8M
z@Wzh-5OZ|`knRphr+)T|0sZD4^vH!5b^*ZrIx32qg#Jc2DV?Ci|6tCSk>(Z<P;+Jw
zalHQY$rB~Oc|9t+mmrq^Po>qy#wH1Bt-qbdt38rpW9a`faL%-HP@Fq=rBc{=>*LmN
zm7AOLcsNsZPEL-2IP_Jh+=u{R>%>{En+CP``}glle+{BPA`bDJzj+kNWdARz+W-)C
zKWWL!`&nfPb$<Wa5<`H8N5~oz{8k<q!sr<^58bDsN|&<BWz~P-H{B$4js5?7vGq4)
zSEd?gSIUyeGYYeYd&|U&Epw55|Gmm;Q-2so784zP1-pU8ri6!6cCbL<(Y5!@gmP{<
zgSh0U!mKNdY!u|=7kcN=T>qeNw8HO9@LySaJT%4n5fBH_SdhJ?0Tjd9b^8%8LofdH
zTqh+ard&8lJcMf*wr)rev-W5^ZtW-DkrQ8-i%Xe~dai=I{Mrz&IOX>LR9Zz;ZA<9L
zXAgpmzJ*+<WiT}}YuGH;ohhmdwJ-GF;E#=nkO2+>m~t-!X?F-;y?VQ!<xsmL){WXc
z&%(mOK)Y84s-<(UMnOeN@wKtAU)l1XqN=m@c$7ijtI?X8n#oix+W!CM!*_kGLpF5I
zEb)(HZz5#fkexDi#tfC<0|ooAmclAoV!z+X>;q@8HMyGe88z=F%g2vMHwS^2W#XaQ
zs<-bHTPzzlz~{Mwb0lT^WpvQ;%`wnwZ6jIePQc~{5rxR*!DJb__sluuqU#6^C#TeX
z;L(6_Z?5jW$6o@tTn>NLk#%J}$h?c6SS|Zi77H%gE`%lJATVOr1rkwVe{k+gQ-53<
zC*l{@2ZK6_`nuaj6mLv8-OV<wQ@BHg7m6eMsiN28cSjhwByVbku<qL&4rC}w==pQ#
zwJ6|yjlUuHAUr+nnA<Gti=ba!$K;$jN~TYf?@#o}F}g^PxgAzG=87of`y_}wYTw}0
z(+q$A42<o12A{28jPEpafB(iUE9;J~E~qd3ma)0htTM63)pmeR<S<O=jKlplVL<vI
z_ecTfb9>u%*EjK)kE_t}rU{doX8^eF1ORyb^PrzND0e=2(zSOd#2vWKn!1_r)Z<qN
zrJI?)6B?r_v#~teb4NgEIi?BcN%8S!C^Jh3otTrfK6kcN=8ceT+SV?3@?-?K=2owi
zXfI7vI;Bl*N(ftVFuISbM0m-QA_8s|9X1T5IbjZSp^R*W?k<y5cV-~g_Pvm*>Mc%S
zZhh1GcU|>0lhA9pa=E*zPmxNp`PEm8Eo7N7NLW7ip6fJx_)~x-0C&jU%nu!^u#z0H
zZoq(<ZM>tJ8uO!tgUP*FbaR+V=j|t(neVDOyC6V%^x;9Z$}eM9J>kS6^!FNATPsOE
zBci{O9bqweIU6Ai7}YjarTTXVhFW{rxmHnR27e1;VRDynEj~^JP=Sf1*=vTS`i>fc
zdbC#TpV+w<-adRJGiELjSsDFY|JAY~kXTOK_aIn70a~EWAdqxCXc+2EN$_Hi(b?6X
zoF?@ze{s;9(#JS<QCOjXLh$k?4mOf7elBJpRP~*`svRy^%!cTCpN7BME_0$v@JYKA
z#^8a#)u;@tIFoT5Kc>fI&?=GQqu4up4HLJk&Kl|M?9M+LnO&>}{y?=V6%Kqd>;@?(
z7O$2@z`7h13fk^wgxKXP;y*bOE4Ck8wA>uEJuRP$@CvH)^5ICC_L<5X4ux$(2#kr4
zZ?%!*@c0f}#ji~3oDE^tdQ~uIESy2e3XVHsaJ60P>=A4eTt%VbSPL6Q*AE<}_-7*e
zRMUfLN5G4*fIxCldXle?1(Ls}FFEsMyiyP4&XR6woYr^Hd}_rgq0dJ|dr3IPDGfP<
z>wp(QFagt()?SU^5Czkl-$JVUvl_UD`}0Qq9~!F2X!9_8W4a>hLVQR8pm6No96@4H
z043G5vT3-rn4TT3CZpCJbN`AT+K&b#R<d~%w>N%;Ke4g*+{MLnzk2_n!HY}S$i70K
zdOFS%fgb1iJ81h!pZ7ekS+z4Ywn(1%gku-qn&!NC68VZCe?mwGy@ft>xdg@Zc<<0j
z0w3u&(l_5FneLdH<ygFj7rGcp9P60}gLt>kXy>54)w3{1w{hb$Jpu)<eKNxaTV7LX
z-AUYBa6IVq>NY%oqe}NIi9bpHCxbyez*(GxULrzO&=?BB+EPDd(HJDoFRB(RYyOFc
z{MVJGsc&36E^g#PLO0s$sP#y9Hei@gz-HFIds_fxb2v&q-m?!e=8ZbP4?r?%faTmG
zLXI53EC_dCu+Rsqg70}hefVNYO~G-DL&I7Vsfva^A7bb&bsLvPKoP&NSOiaGI>c}~
zSsFEg8oX(#NBdJ|<-r1T+GkEqEg|2V&RF3YO*P~Ug+xaa0=%HRQ1txZy=i)+gW2&N
zQxMC{UK}a00u@)@PVvf7=FzsZ6nDZ@ZlW!sHc&{O!^dMHE%$F12RjBsL8;K=y{_~0
zkm!Atkz26X=H0BV45=hSj^&nu0x}$!A^slRW)8JaGB#dtxmvUt#o8J}8H0;{$_=cT
z%N&<$y3ZiD3?(Hc!eFXE#~L1Qlwn9@$KvnwK5uz<8uJ5L6xLB+Qmwi*6&{dit8{_}
zpjJW`FScvC4lzKj^IN6oZ7?(W#!2XjR(Oc5&svOa_R)jyc#!j?*u8m*n*za$+4gz7
zWC%73o}37w!g8p>tKwT-gWr!>%>^rY66TlZY>#<7gAeU0`;;2Np!+$haxjKfOjqby
z%z>?wn@xRPuZbiAkOIB_&7%Xgt-rV6J*cLXYLGdN*LQmVhc@`d`l>4A1>JtGh}tXb
zVkW+OOwR_CS1luekXl&A!I|uRiGCkLCvlh1h^WG27-L(%5+y3PP#9d;Sv+@;h#r`k
zo?5=UGQ#U=A<CxHT#H*uQ0k6@s(ytH#!?)vw8$Ml)z7NHjz+o#d?f7Qnmsq;og!+<
z&CE@b(|Y+$&3Jt2`uK6HeEadHI37Xmq3clOYF|r(9|%?(dj^#E+Cp#4h#tP}vz$Ta
zhi+A6RH}EkUrWE<+u3|M=iSriL?1HV&Abp9ipph>CcN-wHv2ttt^DPEahUJsa*W>&
z%?dj4^4U86h{KPQY_ykQ<G*_K$AYm8ZbT2iiU~<oj5OEG_Z`Cw3uE%2QNpZ8nHkL!
zmCJSmA-75mZt*fR<`xiw^%c%VW#!p;vWj*6A(vX`Zy+v|W(QT|6_$3fw9e1eR_sE2
zP|vr6sgcxAjf5WDZK3&|-!a^0F=>2c#!!bjPo`$1dc3V+z$1>1uHK7euH1%$!Lsjc
zBabXrLxbd^N`L<_OI+iZ*@vd)XbQ#o594DBZ*qlYwthExUECX4_?dEw2D&li>r^O&
zU<nJW4j?ck0tjxju*Bd0tpvmIT4f1A_ud}OwvTlYI$G?8@dIEBh20tGNHpx4?D2)I
zm2ns-XDpq6JC{IBnsRzcwr12~dS&6_>Y_71IGS4g;@;B9kS3;LXMG*JtmQtI^qh~A
zTjsXEv3%F2=(_Bh1}NBIUVZ9#-nRoMD~V`FPQp@;%O<#|V=zGF_h5*+>{ruRMGcnj
zuL^b%EZ|S}AwLl3_~s8qz6T2O<1V(8<jM9uz#>(8S?R(h&V=m^M!$dMao#CkfRV`q
z{jTVzawUiZ^UZZH>=)+xe!gvXZ>#KmCIv~*Z)z_ld`35GfsEAlSiqbj5F2Z2E*po$
zA`9~}H%e2SK^4n^@tn>jp_zO;BOLI8g}ln3QE;0gFBF->f;jv)4doJNCu!D825c`8
zaubI~L?{Ea3+B(#k4xcJx|8vRlRspy=2#>uF*eCO!3H(=z219;(I^)Ut{jPXyP47k
zmB`iwT3J<<I%7~rIh748Kjg?8#UMygJXY5Graq%PpU|8FMz6>=lA2#@gc6*MAtq>#
z!3^=RXQT7?B*<MpbNTc>jf|1~v3g?o!+zbuq$D{n|AjZh+TB7H1K3_3<hY0##pnRF
zqdmYshw~Y?xGM1#h&KnzwLf2MDtN(Er)$xg+QvTz^B;cKX7Uv7!gqbH+U+R<!h%p4
zOLqY2+%_Nhj5m1n25B$yvPU<Lkr88lHNE9s9uS{Tg$C8y*VISL@oyx|7~-XMhsC^e
z=%}&@=kDQG)aV-5CAlvfPnEc$u)U$^&EVQ_tHN&0MJ6Y;H0rLQ%sk_|3GS{<kvETb
z-aIO`l6YZwCm953iMGfjdV-M9113?m!fa`jZBUQjmBKv{E%RY+p-=D42-_0Mp2&$+
z6zqJwMW9za{#yo$Y?07dTcFB*d=KNLdUQg;_ySm;($8qOdum)m$AW)Oi&S$FO7dIA
z2K3hzq?Epk78?qeTFGwWj<EV|ZJTB$_oZE73PV)(ks8!W?V?#~*G{;rTKyWAoPR8p
zSj3+%%aDj(e;A9H(OuPP0$n!9Vh-=bSREWSmxxr2_lIrg6R6ko*yipn0!H;8wH94T
zS((2Rfq>=c@XTk+s(t>qU>X6Z(Rm%%nTpM<f*uzC%Q?wg(kPGe>4?6LusfTbTQDK^
zsTry~lOke%;n)Ft&y*grdr3oWisu;}Qc$R89Z#r#0Tf$4&!{a8oNI)0mNlMuh+6CS
zG&v2%X8Q%wQAdg!h_#G#%C=2Z4vb}D(2xoSvDAGbd@EBBLgV_GpTPEd_kIsJ|D5PL
za~wOikndarANI@lyBeUQ)ff!G+Y`(Umcz#P2?Ws5_ryA=$yU@vPw0&c8S>%_yD-TH
zBtlR{3ojHUS-h7kHg#e^z-7{BiAJ9ZmC$j6k9e<L`CqMo)2hS$zI8ris?N^k+4k?B
zBZJD3Wu6G%&$s^2Wi2iJVY3=bzTS|@%Lmv&#&g)N_~f+O7ElqtocdZ4PbxwZaLHKG
zQdH?FZk4pHb~O-L@<GPc5tunXKYv-wvj5{d&7t(n%w!NQafCgfrKNpYyrf%Q7#<!j
zVKbjCJT$w<ne)4M&@eH-)-<;8&cp8VNGp;mVX@KM)Yl$Ki7)fta6@F}sd-;ISc`&^
zKKa$C2)PmGjI1V>aEybkj=Y8lVfZ{hh>MKu%|?r?eq*9Mch1R^Vj%v1;_;<|C`ZY~
zMRa>>OKD}a!en!K#2^~nQ{<t|EiGpf0I7KQ+_`i2RaKdKXMSyg9j$&0u+9znLJ(>(
zxdtep1yBmrPE6<g=<dEh@soR4=O8E{=gq<XuBwg>!-M<xLozcn`-5Nio&CRB+Xx(-
zzKO|6b#-+$d~R%PG!Qx<&wJbw`cTZGR|NXucAwV%3wF!QT?T&U39U7t_YAkR0@(b-
z*Ih_=Ni+TZS620Br$2~LZfWQ2S2w|cb~-`bQmm+4jFH;XtS?7<(z2WZ2*gYWjKEEV
zh@_JhqN1W#n3-kr<vS2)k0FGlobR1tz1;hM;P?Kjs{D<^K$s-zdQ2Fh?^(v5dOKG?
zz1H;gdxP=-!ruF(bUJl_!7(;VVC)1q*8a`wSu<O;K0`(Is;&HI>s#RlsnDvbDnYT{
z@CjC{-jJc@UqW-XHDlJA>Qfv1LppyfY`_FNgIRNR5+{}$9QY61HVp8+g7#ol%hem2
zu3|gl^BkGjGARR}#?FlSBsqXfwBGtNyM1>oIs`4-5!=S4OTCrapOxfbW%beVN*{h9
zsHmJ>Zwy{rY+35Ba;s`IRL7OE9OW?kLgt$#VD_&6f8+DC&823VNmrd<)Cg0S70()x
zzhJ~VLDSIy&NU`y5|I%;&-K~GAog5xyaMT_)wlC~E?>-;${fSOyynZ(AHG^QOC5C$
znv5Ij`cFw<r`%18X|JVH*6wSt(oZEd?P~KZ=f~<*uA%_G{DR$we5JdY53{*PE|pG#
z%{CQg37u)YRg!d`EzcTGJbRlh=_KHv>Y;VE_yPfMArCsGw7Fcm<26esT7PSP6dCF6
zX{xCJEmNmx*y$@*nnCT4<Cos~nEJYS%Nj-4>1QhAZF^YPt3Z^OnK%mI(!SwFEXVqH
zyZ?>VeH4?oB-!!BpsH-``l)&<jOMY{5$CN~ZMy@u%)8nZTIJhC&?-9A5tdeKW&Cq9
z>Mg5GDy@SA%Xl!~WKx(kVs#E2UGJOL1%GTN9ParbK+n4m(F9hT`0)1m=%=uUNHWbp
zn|CzR<!-#<%VmB*(t-tDJjMY{#m7tgUSf)_ihy<Vo$FU4`wrS-`z9}zToJ8fhLAl}
z8#+Ztz=2y=asuWyO1HVtieZK35@+Hl7pF--*7>|PF$yP=+pfpwIDQcslid&V8O0PV
z0ZZuQ=Ck*;8TeejdiO;PkAF%Vooyc;lufW`PCEp~1uSjq9hfGM885$dF)_|Xb@Cj2
zD1EhAPKoTL`p>FgTj^MDacCAc^Im@uW-oM3YXZD?ry8Rm<Y$I($O#Ej(>>gYY8fI^
zy!Ta7th!Xf5^W-SeK7dsrhu=79<1H^%2>0Yb?YSlGZ~vi^IJ%)-hWmr<l;rQ&w=xN
z1X_2dCBsP1*Ns$YKighK1#ettDs|tlPEK}w!E!Wa%lHRqH}a+C%#Z42Pa0JEUJpNh
zhHY*mn2)OX!jK}tsfKi;OYNnJg@jEwv~~EbmLdsSZorD}JewQIaSz;d{y_F@7~{J9
zUv0#u<|Y&}rIvK`Y^!^FB3#<EA=F1?!yHQZtb!$+jxRzUw!uBB>IzJFuoOysYGcFF
z_gcZHX}+W3IU>+^W}s)hby&(9p;EgpRGln5KFChyYliz^+%pP=S?np?7txZoIF~2P
zIHQ-9?H~shkoizc`z}69G-azU^r-h&N-toy(a95g>XMd;3dj;eN!Ap1K3i?*VX241
zOcHHB6^3mufA{j+-Oj5!HksB`-ixvuNoVp{eLY*xPU|~Wc-X@(2!%?o2C0HZITIsn
zrKL?2m;eUFxnKTuzWUNjOc#$DaU!{OBqtNDyC|~tIo9WJyj`=cQ1tq2?uqkl-~8so
z*0HncV^eoFU&XkJe0$tme;i>A**ueFeZz;v-@wUYO!wseBzQC|uH==|Kj$T$7ASx&
z$8z0%L3w3$kR@h)!9Hevz<y#c^~G*`r}~uf#&#q0Cldueazgq*M)k`w9BgkMx~xo4
z`SuI4rIy?z?UD#e`f-!>!Ug%2o&{!XaIS;0^|NHF{FV6dTbp-pznC&&uJG7L(8Qiq
zRiAc=BrHXT_{omz6ND_{=<r^z%~<O6A0=tY291#kwgxkG97kkur>c*bD`FHUvWK>x
z6Ip9Y%gF)pR{>LmwnvGNgi8r?o$kMgS>a4i+O6uB^m!GSdK+9dsU@l)%E}De7Dj3R
zAo)o<4X2_Xpm4BQOK}*Qy)yAebUUJZ(C{N{E_-7MI-H9SPAEKgd24lW(|LG)KbmQN
zENb0n%?Pi;gYGCx;cDpF9|~ZR0(Z~tXlA}{)@FjaB%k{Ng&k-{bTUZa>*pF>q!vo5
zNa}xHMaAJG7akDYpen*rF~lErX@PM@E;bKP6L8arK4!W%Q&<}F$}9${-OTE|xd}}^
zDS3J}PqQKsAVH@C93B@ARi#sPXx6ixnCv*th*w$DVcFg(?ZXY(iM<Ab=N%3X!Ku+x
zn7ZveZn&$D0ujKpjcmT<@1Zptai>+Tk7L83xrg24?_g`{^6P?js7*5CGCk+T57j%!
zwS5H5KBGK)T#+p+Y48ixs!iR~61HBWaG*dfQz|Bcs!dchTU@4ST8anNj8daXJPBIw
zqfi8l=@3Y`y4l*pY=U|^Vx&^-BoD1J3tHmKoOSo7PVGB1T;M+IyYs@SYf*qWwO)zQ
z)Wk!l@OYnv(-9`xWq0F<E-hMsj>mPh8N2>l=Un5-gCvl~8I~7CQ(Y6d;nqhS{0>%0
zM00I)upY!gfL5?;xpZ2}Ql0B-A?qg5nZv`-hXEM(rGC5O0FJ#C8jV=xtEJAmrKYDu
z9cHR2Om`<V3^Wt}45=qzn2{kh2to&guS?g#=*Gh#X<^$YlSk&~7orRKaVtu8u2*ag
zNlu)yt&m<`UCO#k3Z*(cOcU-!<YZ1x9sw$C&4(HqLs?j8lijOUI9Wthb%vyioQq$^
zYeurfRW<oYcfie3nic8`)m4vCB!42k7El^Tpif)$a~tt#91E~V`X3Z|ABa4<nbR7?
zd-w_myV~QWDD<7W@AMJ5OS>8t>^Lk~!V6Gh0E^JOtWJ#|^gm@V9&@WM@H7$Ky+c!w
zf3E%$XSwU;b${uM6R6%}NR<p+<;WG_S5mkHlDXu`z!En$J6@XNq#QqsLq}TC{Vtq|
zJ#CTeo|RQbT19Wgp#n&R{gc0;p{a=+<ZGT!=v2DqmEH9Tl!d6x-GJ4ZshJYzgwksf
zIu#Ztwu{T`p3@@rcz{kK_ak7TkItl#!O$z*V!kphV($>A@ReF|p81#}eig~5xDCKu
zDsi@?qv)F|akhp^Y5P%B2g+U6mk@e1R*YOb&z_dXC42a1(i-nPk6n1F8_2AaMiP|5
zxFSqsyM0XWF*1{$<$iJkIe|85h3J?w(zQ0%hoKtjS#?ra+-*hzGZRxY?Sj9?IQ8e0
zAC=(Z<4F;IXxs-h+l=1B)F`FL{&XdupDD0o=O;z&hU7G5J}p*~R~jUK?Wuc=8J-y;
z|2rPx9yl3Fnwms^|C=me6(Rau{a}%z;1k>dn%!^l1F^dDn-GLZ8g=$r$^K8rovO9n
zkk~cdu9CNee}@MN5&5;TaYRmS?JlIJr#H6Ioys~7?y|6o&hAcG&ck@cE~*@8=Dx|L
zMTAorY;7f#?ZMf9ofe>$9$h<k`uQCKx$oFdcR@|{^VjsT)ZFaU!)(Dzrn}mL=i?$r
z-1r0Uoh;m{L~7B0M)*O0i7o5VHBUGM2od+R6mR8NkNIs~ve()&`>w*bqS&?MOkVa-
z&d*#m#5(SK>r;-;m`1ov{u#paNOTJCH!0QE4e9Ex=q52)sLkiSFphY3E)~1gS&^ny
z<&Q7hUd5@9dfrl?AQm4re;oFgSL^G~mKCG0ktBBp>=Ds3Uvn{gJX6$MQ_n^4PT8%@
z3D0{w@Dt8)_76qqROzSt?hVv#*FoVLFmDiGlkS<!6fc@s6!)mJkWr9Rp7{8HO-kIs
zEw(h<;Jy>xw;fjGXoK24XMEDrKE0%)_qCv-zmwN?k7|u(=;YsV8-D3=^@)+u5g9%*
ze+iVTr6yW&j)!~PQ_bfz-h2rpcptaBdK<Iz9=CRzmTv0a*ceaztak5MS}UX1pZnJR
z#CeeOy(we81ehqBc|B!5P%GS1BlUlnN<WNO!CfIOm;}Cczm;O02`Kl;1!&B!@}W?>
zH8qJn^`~he%0ULQJnyTk%R`U`c&n+q`}&a8{$NWxN&8S`flmHa)oC1AfVkb;3}kh?
zw-}JVL>zSEpt34tRKw*>;oN=S73bl&g;qa8URy0Xr_u~sIV6nX+=tH|x)42<cv4+m
z{peQbGv7`7WKFp+rwD$1yPhPH`%2393g1))+U~VFnJ|xRH^M`_<c4r3+Gsru+28|7
z@__?#jU@_%G~;L$TU`JEPAEXx5e)#p<*4)bnW}>wv)hn@*F<*qy1VPawoz=s8Eo7S
z(_J<Tvo;CK-QK~G2EWk+q1Ux8BMVB_B-+1sFt>|tdKfRC8pKSW-M9VCK*MuLhA~(W
z`_7R`;p763|CEB@yGd?3-EF3P`^`AeS@!_?&p+h_NZNf}XgQ|ng-?=nMKw(cLVw>k
z<?2?&=aenqD1~OaF?5%C(Sy9d0qvUGGDHe>TQ^9}D0IsXt8<wzEBmTqkS>4}*&{5o
z-h(pu8h5&v(X!)2AMcIDZSjTgGPLtu3W$pQ?kCB3>`If0NgY&D7*$_i>HhjQAA#55
z`q`j_CIt-YPhge``s(KZY@+;p9?W5>5MLRWzsJ|7#l(_+0KupVV}T5!G5D~vh8U<D
zO9vsi#?ND7V;dV93X}2HiLsG#i?2#qN@wb_^V!R^>>5WM6feH*<BWr+VVGCl0)YWI
z_>~RiNzl#Ll1Y4;j8%KNGSbcX_eY>wmxd*Kk32;BU+CF%ZjF;7j5$aonnq<LRCjoQ
zL2j@RP22KTc=JW6)IXwwQc|}z^12PHdMijlerU;goeUCElgZ3+;YiFFP^$~s$@B4T
z_U*tjz)o5&Og0F4QoNQjd9s31eOoE(%2(6@mAUU%v)?g2eHLz;wVYzZ{SzA~e<BUh
zYED<`Pfz@i-awdjNWJO5z&{j3@vC$B`T2@{S3sp;=X6lXgQy+uc!-)eOyL)LFcr2B
z*-Kb%=er(sO7C!d@q$}8sYQJzTun<Zfr>HtUSFK6Hkq0n4IPC9vPS_2&Fw%exGf&b
zD%nc0^9h8EprEzLt@3P-#-K$}1K8<>dIx*kkUd-;R{51u0EMauQIyvGFmeJ_edP+E
z^R;VAtx(`Cg8G9WB-bi##f!ro=K#Yq7B*Azyu>BST1E!1;ma2lMa7_=7x=7V10VAM
z9OGZ=&yV^~08|9PegUaNjfan~fo23LhPJl0N&iRve1nFQT(8y69j{GTDVd8`>;pzi
zz}7C%q4jo_0YgMR=HLw}t&WiGDo*KHNT0=rz*PPLus>dY3g3WOZqBgzjU?2k-a}Y+
zrzakfbo|%mXr6|#_xBPMfxn-`7F7Z%uqL%H2(f^Y2LipeG^7CIp+`z1Mlp-*5y8;a
z0+RQ0<4&CE&m7Fm%tu5M4?3;Zr$;^-hT#W8qihV2;R_LxM%ezx!5t7)4L7sA!Er0#
z@;?wk($Y~Vbdo$l$i(t!PN}n6j+RrWgPQiU2*+q#2LjuUh1SxS9y1=Jh}q&#{*t<N
zo`-Hy<IVP?|CKO;1dyY@7XPQ{aX;gU+Lx5n)N;$q%Lb%vEwKWbE;=bMnl=K?a(OyC
zJ74DIz2EI50@((GEuDC6V!PLb1O?-i*eD)Ff+}HWckED6Qc@DM5R!;DZYJIR>BNVd
z5F2a#W2CI8UFgCEk9f?FE18PXsjLtG6}@4Guhwl$w%B~;1~m0v93XcG^c+6)>O`-D
zgd$Cj!AV-{PI-BGJ+~HqZen8f#ogWt+$}(Ky(;w*8T4j7gVd5BrTHb~$+BO(zUBWQ
z^I=DpdY<vrm%t<?0oqLn$mKK@Ikx!eX%iI&@GvHzmkAlT4Z#&%#nw}h>F^S<iVZ>y
zCjAc0sZ*#H_GY9eYFYjp9}zOyjaTFR-i9}M56Q4+G&E6_3~MeSxJ++rG!9qX4iPw5
z2Q;x>Jg(hr_Qn^Ekr-6O=4574xDty0`gMo|=AMYrf|Se1ffC8N06L-0>t?;zy5>L(
zCH3S<iay*L8HIPqVBFW3%Jh3O9+(QqXk=t&lEA6=1`Wi>b^Y4ob>KeD1v<fWs2l@V
z0He6hlHt6kKS${|EBHPMzedieY3Ub3j^2H<u&iI}P7rRL)`mu-y&;OD4uD~LJ2^>7
zwc{Wi+yWHy1JhIyyY4a`cxGISY-(*4o7!KvaqKUDjN*bh9>?_-1U{B%I)vr!yYRTB
zgmj%$PRq$YZiAonS{vLloQ52e8Yyw3*MSO+0jSZ1f-~c_ha&4n7)<F_Inb*#%Iw({
z-rhKa(ToP;A(xQU?jqs6ci%s#78?yNS2k)lK(y2<m1iMdYHI4m1nFpfX%BG-!}`$6
zAzHmAY%50N5Uc-%YOz}NqD>Kw0}k$@4aALfus1GT5}_qGbA>_mD`|1kxT7ZoLD^D(
zW(a@%`lh0y;v~%hQsS{Fp1}WR{<MGl@r^R0t8TcxUS$J9tiK?BonnnE;Yz7J%A+*&
z0|4J&u{!8Efjzo`ZXnLA(JR({ozYnE*j6)7n{OK(&Xe6)kt>4kku#9gnFLPU`*#nc
zV`6S25G=B=xbtM$9$CBs0$n|7y6pH9zv|MM+n-TeA>}>KYgez{fKo6W14E8R*%P1l
zTf6Z5Spffa3S^fR#4<6*4OZhuBjINN8JleI0!Ufxm~Hp*N2Cno1MvK$s9YQ>%6(Hr
z_bAeb0dq?lC%0llgX_lX7h1~{@WLtGKZoj-DdC)q{}8km1wm*GKiJ9lnJR?chede+
zSr&S)^FTgcJop@sY)@h13GtGTYef)owF9BO(&q^D=#j{Fq)h7@beS_q$y(rC)f@q%
zo{(U~yT|fOt;+s^fiIh>yyawVa_pb?$8QgkWD)7+4G@~UwM{QOGLQs3PkZ)OoTDJm
zdD}+W@Vm-<CD9vO`{E&Y%OD7{Ou-|f^3@-Jf>{2WZ{xWZy32(~AZ|Kd`gDNRX|BGo
zW079#OK&tAXK1!2J>u>()sbIjh^yAFcK$T0kz`r19_fhFRLj>TIF}3TAV>*;B?K1n
zfP=N1_yfCyf&vN1;o`3U@?xZM`p96`I<f@kh8Lz(LZ6U3;Z~c%eb4YBdt#qc<&>}9
z4sB|wFdVi`9v0YMp{u{a)apq0>3BH^J-xvId`?SSTSom&Agw^g$fYa#wu?X4Asje!
zgjd_0`+DyTB=KIyu8ir1*F&rw7n1bxa5P!$Lq^8wnSiaBrR8M{-{4?@y|sixUS59w
zj1k@|TM!Q|T%p+ZhO6%W$yqq(NH{g2rZ`v{NuZ>EzidF|$J>aAo*9?0K4De5tppz1
z3r91uyXd<`L`DEVqR0NpK0J~_0A%9aKdFI`aCP(&Bqs{_<0xSX`Q!ijCF4lE=sTDe
zFtgD{cgM0}sRm<U((vj`J2fg%h>jTFOL9pTvN$T%;Hz{&*v*TnsJOVhNW?%BM_GW5
z>-JM*%Yb4%I)rQW$V3ZvTV90TpJzmd9{Buncz8IG6D47LbofNdy1Mre;2wl8AZs8J
zNN^ZDhT<i(K|%li<`Y9h6-h~)f`Wn$c(5k2p(OH->NZq~Ak{?b_cn)u1Xj?$N}?6y
z<)z$#{{(Xx$SqKiGkwYhX1{!xZXj+b4Fb%O+<<*>&L4dh$bmwkjJ|!3V3Vm|feW7n
zg1Bq|tGLpar7nfc?N~gNF{v~h1^n3IUvx))AEh=TzmKv=kUx$>9+5wgybI*_|G$@{
ba2_!B4S4P4epF~cK3HBxQ99?Qp6CApb-A@K

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/mallard_synthesised.csv b/modelling/data/abingdon-all/resident/mallard_synthesised.csv
new file mode 100644
index 0000000..7a83742
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mallard_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,17,0.5915796,17.99726529494588
+2,17,0.4595574,13.98083444063244
+3,21,0.48716039999999994,14.82058367122861
+4,20,0.6548293000000001,19.92147233441401
+5,23,0.7226423,21.98450586607427
+6,11,0.5556308,16.903616882061208
+7,6,0.2948865,8.97115210260472
+8,9,0.2673842,8.134466406679454
+9,6,0.3284738,9.992958041553486
+10,16,0.3686817,11.21617845559862
+11,12,0.37929050000000003,11.538923506410079
+12,11,0.45512009999999997,13.845841169577684
diff --git a/modelling/data/abingdon-all/resident/mallard_synthesised.png b/modelling/data/abingdon-all/resident/mallard_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..3ef234429aed862e6db1cc32c0a36aed809dd3f5
GIT binary patch
literal 86778
zcmdSBWmJ@18$W7*h=?dEh#)=EHApwo-AJPh-JJspj~MjOjl|HPLpO@VkiyWdl(cjV
zarXGU?|c4V&bR-UGi$kYDfi6W_rCVEe|7mmLrtFe*5g}Ou3RBjRFKiSas^-R%9U$d
zH*bKyc~#i!0DcqpkbU8y?QG@Y{nE|yit0-b7YAn#2isS)UY2g|w$4txoIKo|g6y<5
z9v&|4!dzUA|N99}XE$rEuSTBz;9Uq^6b#(2Tp=gL{km$MIiz*v>Xj>sGEzD|X&W>6
zKC$}b1b>2NY+2e_wzjs~DDK}-dHuB`PU!w}_}8=uA)5RA4%`mh9WK_j4G&rLvhWSp
z61If|;IWmtjzwQCw|#e?3HZiNPamlcrKS0og{kFZ-n{?stLsCpVZ(Kq|GnBH-e}VQ
z_vI#hJDl|1e_k<|m*#Q*z3hG3o$EROyJ*ql(Id!zFQU(HYi0iLMfZfB+>rb5->bS-
zxw)18ca_?^|NniI=AHg@5dv~@a!<sbj;P?)p+#FLap>6lrr(oQ#cSIHGyzxq&HH!~
zco3cOJQV_?;{2uO$NfmVks`a2pv&_kQ4?#njZOH6_g$KQAH^LG9-e#J`D*Pm-g6P%
z@oa6Kodj>*yeZHxr_S(OV<|CfnVmFYWcp&!c}H~T`~9_XqMJ8gCnl0hKYu=mvQ!qm
zI9^yI!oDRUH&<RHs!u!4d3|2dxiFwNQ}5aHXEJ)P-)6BZCN!%&t=f4mW8LvFzeCb0
zKUjh4)|tsCwDk0>ti}4}dS=I5rj0hWB{CmK6_k{|?JRVTtgd7R$;~yxdEA#(;#hS*
ziiF%sSIci>D{l;TZa(R7Nyftu4i0uXKlSts*qW#yXgNQmlna0KQkz0`p)*PV2372c
z&xxi{TpKP7iH^Q2SRYIs1eJs8L9KF`zG`e%(Os3MP<9W1!$-!2t_uZDRy(Fzm|t|o
zFtkrHfl5;5wg9z8HIx~2@gea1w2<rkA)DTJu9mZ4N&zQYVPQkd7-|u(+u$#t(=#()
z0#4ix-fm4+*^h4V3uU2WnJ9y`j%NM2s-0$vBBg|=m$s96t^cf-w`8klio3YGS9p1+
ze+#GJ9VTHIkhm13GLedspkSb2qu}jM9W6DY4E)Dkhm<=}vLRskDI??JBf*D}``3x?
z-4nWD1vW%XTTE6y>?0D1%+}12d(q&<p_Is(Zkt-~xnA^IY9K?*6|D5a{wl_2F-HEg
zRo~;{gH$SBqwV7IW~~*-pGu#dUn13odZj7CXr5GU^EdB1X(k?Tp4%^UM7*eVp$jFZ
z^y=i_ZRYphGJYrt-yf9U`T35<Fs~e}+w#B9rN3djIqdk@NB6n&#o38Bo~){(UZDdQ
z<Li2d2^7^fcDPX6ZVi^F6hC~fT;0n%AR5w>$Yt$Mi8hQcEFpgU>~&^lX1&SVTMvI^
z%My8>l$kW3no9Rq-Vji07?is;ARx-w?koLCP|I70*jRUyRyqg--z@MXuZV#eBevvb
za90M}xp>z4=DK@8^UIenL;YM*1)Q4~{E|PiEsT{I@ai^<OifXa6zg{uXy&-3^ZTw2
zK}65@F-85KL<J}?oz(s+_=S7L+!<q_=0`U3Br-BGiq3*X^G%!lUJm6dvSRwRVq#*}
zd_Vec)iI52=G`cJ%E6&}Aa#0tvXZ&tBZ5AT-OTk`+?=ZE;}oRt>>)P`c=J>>rC>qh
zQ2%Ia=F6-0j}Geuc3?#k3i-{|49rlMj9vEiW|;xIifw{0`O~9?D2bv@#Of6EaH%_9
z8>@q=uV9cOpWxb@tkNzg0k4CUa<i7^l*gQ3QySUb=p_oy_A%;ql&kNiGvg+rSq4eO
zkFy@HZzyo+p=A=s>RVb`Qj|C(zBTR-Dc>X^8Q3{d*8BP6)AJGcQB!%Y#y{7}Oq)KQ
zv3BiPqkkz+y3z-|rLsoRERG}KgE{gf4wIEEnDM})8Sk|wbyIy*dLzO1Ov9K%(Bg%g
z$n0)|hLN9Nz2894PCNNX_|?q=PHeq$BIohk<wgFiL<Pb%S~5$nKed@(r4x;4PXrt2
z&*^$Or8vzZ<I0@RLWIK+d~}6<3eEEr9%GRYYQ*RFr*|JYv~_1|R4b$_5Mx=rqg}#Y
z%L=7Kpw(o9hE$-H_t8&$cLIX_T`?g3+`+-&)6wO|M8#V3QfD#PXvJ{aax-6&m@#*?
zaua27XVp2((y{YwW1V04{Jgm*7N3ah!KphveYWTia25zfgZf)HHZk$sy(i$ds1WAl
zjy-fVk(7L0uL_zBuZj2JhJj~Y+H!xo{doV}oY~64f<-N-px}!d>wyfBE&t1l^LkK~
zkE`9?-L)M-|828mkPEL}@Y>ngsh0}5K~Wu}{ect$ohfsis;&n;V%l|z)1<y&y)*Jj
zvHe_glkoP|mXpu)!TQ+x@<3)e=h6QDu&k`Cr3gPwz@ImhWrkID_51t#Dr2RlO@`zT
z9>9J_y?ghre_&wXM*=oO99}<xjsF6DLQbJfp}pyQ0je-`9Y*t_C~Ls}?06@+V|r|C
z><8B-<AQae{a6`=)6wCS^ZKscbgk=Jb(P&ny~UYol`Tfj@n|tt-KxG(DV}w0ce@$e
z|2blV3A4i3`Mtd5B4yQ!tNA#)46IM6Bg{<ENTkYPV(4>e_`7P*&)07sag;w4+NxY<
z)hWno@Y%_pxX2XoRvXKb3Q>XIx_!I%+17yQUhk8dun!*w`D}+6F`J7?&)~)sAseO)
z&}O8Twzj93|6%Wb?GOnUSGh`JGOzt;iOLk(7jtxzA}XFuKc#7Ncd3VWMz7<?)Ra*=
zmsxY8(`2QskhquTlOSYgR=9!Q?rdJuJKGh@jjAKX(k72pEt6NTvdi?#O+&}>SN-2M
z_Iqv5!aL6|!R=3MJ$K(8G?-&kiRw#p%8&3JwI~CXwbnE~e10@nPDDt^<G`?@YDVeS
z1c~C}cNmXe71QbX?qR&>S>wC6OohDwz4>={9E-&xdCY>stnw0X7nNhs($RXBm%k9_
zD+`Me@x-yrx}){2nTBFV>)xc7<M|U}PNPR=m;pkek#aLL?}Ihnikgwx?M0qlxAeon
ztS70UDMHU^J~a^}O_3x7&fXHb@ITsetW~cInmC%YuAdffI08_H)ewh#VxFIXHgVfb
zbg`#4kJ@McYFpw$T-<{SGs&eMP0+19MZ7jN#uT%Zt~~)yPj9TpjBq%qe!Z+=*t0KH
zU<{OE-`!~?C8eQsQC}?qup%?yR1K650v#Udq~GM{IRkc-=iuPr+U`I9;LU&nA6{}h
zhl4KA=~%_3ziYh6XogqCbp%==t2wjTP$gHIHc|!cWo$QEQdsQ^P8nX4z(4a+&wt1V
zyUIsV>q<dfFV1{teh=mlo89%^oQz+shRPu=s_jNt+iD$V>UHtER6_853B$=2eHC5Q
zuuxH}-bXWe%89qfK!qv8c@kDEIbX-#Cv3KR!{b}#OZP^G5NR(Z?+!Dwv52p7HsqG<
z$OXN%zCDb59UKiKo}E!N`d>XaU&O2=#Y4WDW9Fko`^Ao?bHI~H`YD)5TSLZ7DIReA
zq$V*-34FxJfk}gx?pOMWDCyJv5q&d?;8L@ob5G=yS`zoyKW*Q?y(J>9QC3#g#;RZA
zF$ig=Z@BWkH<@>2i8StPDbZ{=>Zx?3I$;O9VWq;kc})C<zL3|VPtZbyz%UP6O-yX~
z-u%}P;y0|m@T7W|pTYIUWdiV^m=)Tq7_i|i{lpe^r6MJiujdR&_(~)Rdlvm{lFRT8
zBjXr8&@I**5xYFwvy%WTr~V`a%J0@VTA=yd5%cN!yH~{F-L)i7gmsRN=7OwG@5vt4
ziI(B*E_szV?kZ(aV}?4xc_FZ&Pk87!fogY|L8_*Dc&-ieP)!*GX>h{>eEZPjw%ZlE
zClCokMM)E)EizAYo$$we-5d5wr>tKkggO>}{c<A?zw?M&vdP-G&aK@gnM!+i64UYh
z*|G7XH-m|$eu_tJBoYM!Fy9&51?KX0arkM$6nZC`Pr+$*r8Ig$p*r?UlAvq$PhOK*
z{S5e_LEGgcTnRsvz~S$%PmO#1BB5L+6PEeOIruLYJx=#+K^a5Bz8fPy;^9MjWUA4R
z7l(u2k^ZTO3t&l@QXq>C@a30p9=1=G#U5_<@MC40_pMh}^E36PD(%PmHx7oZHv`qu
zg)RB7|1PbW?LNGKtZP))0o287axr0@Nda|-ZJ-cb-;oB={}!CBK~a_c*yzKjXvSxK
zJ_xSgq_lCga{v`v-(0qo51w;tct`EmwQ)e|G8DW$fq$JbOod3#s*iaXdOt4{pE%rW
zeYEfH3+{u>nz^F&r33TRwvgjLZ6w53$vA9M<MCuGH$*X0%AqyJ7dxFa>$~&~tp#LR
zK5K>f?9E)h&4@v^n%GuzFGh3rDTTWo(-u}o7jD0Q(8VvM&e7@t{HJ^^XX1&(uBqMW
z_%dp1w9Lf5)^v94BO7-LCE>H~%|*CgU^Hr<hXWpfem#0E6)7d@esymp!=H1iGm++D
zFaE}2lSG3n$H&$JJg+L+T3fG%vt!0YdkKw2vPXR%0+2oa$#~=y7p)r6tu|_l1QI7-
zrJdL$(qNY8mC`eX9Lp~);MrN#_#Xd!M|{*4u1TN$tNk(HSc@9j+1a;O^7PX3auc%Z
zu-uR;nVvWn_s*q*wUIW^{D*xF%)iAAQ{2}tGyYP`Wk~$IP=ML<abJv|k5-sw@dw+;
z;X+DobIIx`-hgA51MjJ7N2_(e{xl)&^Z1lEeD<Tyj5+x>0qiC4_V#W(oV1^qZDB{z
z!KBy<OOb;eHh<>7+JTjP90nadiJx1^+hi*oq#!4M_l+K_nNhL9i)%R}1cfGJpPm!w
zhH0){r51E)-Pp_oMR;%ojx{YlhKkX#G(P(TVXgzi3Wm=7;rd=BJJ)W(_aOu%*;%uJ
zSjXD>*^}+OVZxD9Hc!94C)*Ys;hG1ceRbf7)KOLPz3@NWVEM7m#x!}ZI3usDNUZ9s
zwoASH{l5C*sUJ7INom7CZ?Av#Jnv;&Xy_5SJylRbv|$g*$3&0MZkW5VBi9NBfWY>+
z+?uZv$K*HR8$@BlAL7pGw(+q?+g!uggmZD{S<$w@#G}R%Sdi^@h=GK@O4I3Dv6X$>
z;pUY7h|0rvcb-6vTKE_gZ@iU?gcJ_2WRk3pmFp*>;eb+@q$k$5;X|sb^W;#|+u%`Z
zQcX`!>uhR%vFu53sOeeV)3bZ81UH#bpMYDX6nm@4$h3$2WxqsdX}&rWCbJDy@{L;T
zR>O#y0iIlQYj<}Oid#qR0=q5oyj7u@+u9rPI*06c*H)OF+M*w!@lB3etNOc<WS<AG
z2^(OU!V<fFJ(xI9$3j`&;B$<#9~HwDYha>#3@ro2p6jEmwGgRle#gmq>~@QOSmFb@
zc}cQOA@}9m7w1Q253j^siD8e+#V5*BCw+eckj-|jBOoy&dy0Sy0+O_K{0+W7%2B29
zzOFS+E<@c5M#mkKD4Vx?DmZBYgHstiQV<EW{93jVnFr7VC7B72*lg8U;zsd1n!rb4
z<Xp`RK568ryV2}PyP$m*w+^KVxw{#^=-WS_4eROJ>)jISx~5}*<qB)IS<uuee+QUi
zLiChXO=~ne9wWeI@s9I~*q3X|eW}c9yMeS}?C5WHsBK0``}*i1&`@p@{eJiqbIwVm
zV<~Tnm7bMY;`ap&mqdT^Tgcm;$^IUC6%0~UJIK<NO=xzBfZIS6O}bmR+es5t(Eg2a
zp7W~=295%3hkk+ybu*Kl{;32l8e6z(VHY;Hw4WpdpWT{mn))LgL*vsMlZC<y{P4cu
zm<K0g+-ZNN{H&o@-CZSwWx_ILc|T9KK@BCX((+F?IV*Z2E~{VP44$W#70)HNi*E~%
zpq2jG=rtbjva9;Jq4wd!2fK!iYo*Jm0aQ;}?_<fhD<4Hk(1M7pk98Ml^6|7&Yhk1z
z&62ofxJqX)6-NU{%kEwyqmjn7m!v9!Zj0{??-@7$P?k#%P)x)^Ym}<;7%8=a9Z_~)
z0tgddBTG6siWQabKJSo4J+H9ZLX+?1XZR_l4?M0#j9}j4$u9K-cvaFS3GI$&(++Ud
zbPiH8tS=<pc(UY!UiCpNaIEie4j6T)cPOCNwpuO&t1f|t@fO$aw7m);jONV6+C4jf
zX5I3<bW2lOuEv8`st9UNx<{|XYhPAnW#ZBE8P1m$n33QMU9i7I@8}wLX63;)mf$Zk
z_SQy<M@Z-qo9t4Cgv;HEJ%OCPx7{|s?A6byI$Lxnbm#^;AS92nWy6M7604P($hi9=
z8ml21><0aS^Rxr8V|d+E&w1?dLxQep5*D^G{^j>{T}8K(nCq{9P95Tp;F~;__$SlU
zy!iu0j&n<7$L!%_Lig@1J;6y<iyDj}nha*A997P9;s^S{%DP25ER`1upH-3R%Cx^C
z1ZFi1AiI{j*Z64yk3Zd-SK#iC<KGMbFf_C<QYam!lq<B0KQeUX)r%KNbbEas^>wgC
zG`WoXc`R3W!oIp101~pU-2;21yLraY3PxUSRDk8B!qY6=DmjdnBu|)o1uFcI-P#6f
z1V5gjr9+i@FiUbM>x2X1E30<R+q5yHm)#p}e+$D`KgYjVkUddGj94mls0UNf1f6}k
zb%wTAQ(`_lUWj7-1JUl-`*kp8rr+7Rh>jh35J>2wfJ|!aXLQ$Al1#dhQn^B#?4Qs~
z?I2|uDIve#%~oEp;dw%*0;Pg*vr4Ul_EoHP%WVjn?r51gAxu#|+vH#D8mD5+a!Hr@
zd=l&GB!2pv;b0*I_Mv-S9i<9UV3BaM!^-qTbCkg8rCd1}JobMNt|dip1e{z|^;Z$n
zbMsdLR1m-o{(m=!EQ+^^JrgXLp$8>;IgU%-@QEm9gI`++|9j>7Vl`q0Ve&Ku55=f$
zk48Xjh6`d&udzsRp_wr@2g|5bdb6Y={c@+IYX$hkkP3jTEUofWQxDalXS*p?3>G=?
zH<d8ausvT}MiGVPE@j#c@DNy;pJMx`rlz754aajO4AUhEcP$|X4kV&~B#|YWo6b0_
zho(**)no74;q+vm^IPYLzsD~1ppc7AN_D4CV6LEW$Cvnzf~4*>k=@BSQVPR!4Hh$6
z2}2nC&dF+vZGwSjGxaUMGlQ^0(-O<hR0av-#dy4GNU<hc8!bhI!FqsFbS<qV1^djl
zkm>+`Q$K>@O0{Iq9r$+B(eO&@*^8HDp+!Q593!9;nl)X(SmC3j#J+`>sfnF&ueV4f
z&a&)It%%*o_Iaw{iBs#f1!gNUGBE0Y3pbbSQ}vIqfS+F$m78J6u3!<v4h64X)to**
z6F^2POeEzPuJR|Rl)`xuxz3Sc!Zuf%f-X)7+NFp{yI;|2xvO6&b%f(B<SxI`GrVMU
z`5bVvD=L<tqM5+c?I;TAsjkh`_kx|~z_3aYFFxT962%7GOI(n)AsU3$+>FIrUJR?(
zbFO5rkgdv+(X{MUeENmINeAUd6mrH*e{kC}jq$VABdki`_h`vVuZ`5%Ot0jP`=tq4
zc}2R#R>yRCxLzQ3Q6kl|mQdKWJIQAaPGsL^GxV*I;8FyiePkn(HF-3ji8;GOIWcJG
zo`MxQBQXgjdUX+E(F6Re<&7)Lo`aBN;Y^Hp%-i%{jspF=bz;bkx!~ptMt74gY=|D4
z5Su}3>F0GMU~ZOw73p`pFTdf%pEH`}T29)l8Ay<hrvi*jH&q#Qc`@O{rhUC{CK1mJ
za+5)2T~Db`yp%Ir2+2m68aOz5&Ey>kO@CanRV2*8&P;O8zAKuJ^$|TqJZahxl-)AV
z&Rxnh*_5+Nt6gNfG1k6AZ}hE1B~OY(Q1e7<6`mBVgow3#fUTibdGy@UY2;v|s~OEQ
zpBHms%f}3)GAA!ev~YsMQ^L`%N8MkNrm~gs^Ee*R8}!S{8pSD)QDT$~U-+>vRSqzY
z=a+Unu8Q{z@X&5kPIj+Dm-uVOa#r1=TPvvYg_>HZ#QcW;Tp;w{`kontlt`B0=QH{X
zu%Q*=XsUPJjqRm^-1&5unv7<r-0GX2f+y?iunBhoqO27!X`WZ9F%#@1k3U_x5PB$q
z2C+y0aeVVk8Slo8qLzt~I{03n08wdXf;h5~)AA=OINBk|R|2u%3G_LunwTMBP?%5t
zvg9_~A6ZuePnO6JWM$UgDn5Nb9L;-vjZHh(($fm<6f^%ur70oarNYR-AT^Ms7;k&B
zs^^cT3DggED+5ml_9nqP!?)ve6D&yKuI9CJ(m#V_Pe`GB-s7KNh89kl)O+w4Gp$su
zzDK<d$1_rCNkUsV&NZ9BSL6H&COEoZvJ|2P&0DW{Uc{=4^9(Qc7IIE|&%yJ9-Jp?(
zbf&zkDiy^rr7S%9?fP}js?V~cz48Vy>5O+J##|KIhNJPYAjR~7v}@h62aT}$Mip#a
zV5-%Yf&^r0Ka8tcV>2yy#Q^;U;>iLTXAE;j2aefkb-Tx{jscBZ|EnR#e75QY|6fuR
zR3)5K$5F4NLHhn-h4nzcS4?>@;>t%Dtb2z+N-lZQq248>(P@d`Hu_3}7CAC^b{@R{
zdtyp{80$K%6okb$%QDd*g^nGw4QW%Q9@syZ4o=<`9z|hQqOK-yaeTdh!e$VPdLQOs
zZTL>dv;`GW(#u(;uBu3Q#XwR%ID7XZ+cLe|{?$m4?po6R!GUbxgTo#D=|#A7;N82s
zfgIa4hL?G26^;6fE9dH_yoSi~>2esJ-L}wfNE{Uxil$Q5ySJ&vCb?fLc4WV4M$5V7
zyt<x7sCv;Cs0Jf0>5ckmOSjufR<@dWczJr|)oXq)W7}gHuP|>H*7ap^Lox}ZP3@sM
z(v<pzCv4lEyW$RI{2o#^Q7q-YCz`tcG%;Ti>)Ut55i`Nz2?z^W@t(J$p#jvk6*`Rm
zIK-(RhP9P41hR{jFwiaus(_x4Q>Ph!Sqb9bxUtsQ)WmBtTCC4C1Mpt&Z0AIUHSttm
zx`;mc-Md-+SS)rO7zxB<`1ts%UO@ENbX;0oUPcn#xijkP=l7U1c5iQGpk=`|7J=|k
z7u}ITPW4zMup4NttgWT2?gE5rRqvR{X)?To>!Lm-7XWpu92wL&%@{jZSoV;a)VVD|
z#aguTlvV=*0-!UAqERKV5?F7gBaD6N1no<)AaQwyaY+xi2wYn7Mf)T>u?;*wObiPP
z`-$>9SX(VKu6qS6mG<^RR~~OFA0HoFp(R7>Ra5zwe1d@bBP<~y(dGz*v-E{SfJQW@
z&T;CQ6Ys0<H>)Df`s|i_lS4ZZ7kVWxG-s><54k;s^MyXEs)28SEderTuKiSX=}Srq
zcOh}5IOZ7JaG(#_9-bu6c6bCV;?Di)9iNFNxyqiZSkb^y@!OA|DI_K&cy+=r0D1^L
zB5-V6JeXfvieEjv&!pD4Pz`htb>!w^VC9(R$?lRTfX@{+;bFgyF{b2DeqSN4-QB=A
zjBCB~T(b&Ra<-)kZd~nPFoUw}LBY$rR>$MUB3HlAFO+Xe075wf7=+u#*gu5#p)>r?
zp6NJV&WDf~?jOGb#@QOL;*{K}#UztZM&IUr%s@igERFkGOZE0H)>EUQscwOuX((}n
z`e?e&-7eE^tS6BBNoJJ9g<$6bOa4mgj3*k6uE$9bel$GiX`6E`EnC1w>pQG7JoQbD
zj?P*K$~toFlW64O3Dj$2JOJ)>|DNVop1;mg0xa03SX=o<G|W*!F9r5_xXgqyM=nB(
zLV-=cOlEZ`&%H?ktrp8pk2a3&y@R%j!NwJ~B9e<n?qRw-QNP1r0ZMv#!xHhQuMh@$
zErIZODf$V;kQ>BMktdpVkCn(`V28s%KC)CoZ(7n3BzFUPqHrTAp-$&6BHl{)MnVZa
zJB2=ihc#IW0b!a@M_4i>*8@JUP4NX`%Uo<~4YA1Muwgh){1V3#A3qN)jWEC}$&ZDW
z4tx~}uN$NrAxo8zxv<st@81h<L(n>LD|GM*54wAFM|5FF3St_*Whe!Ns5*-T?E)i(
zE5emsTRpGCcr?7LgfXWa$hGa&zY!bH(OK~&V!oUxw;C7)nHPts!G;2gW2HAa2UWXN
zMNd(L*kSfmfb8janDxYsC_H(I_KE9-6@F!&Qbr<ST0J_J=;=5WMP<dOm9RQA_ASg`
zSyUg{qI8*ShRRBfd(ADtXNFQ;I=8~f;K%VLGQMI8LIlaAoLDntNKes`f#QuKDkDT4
zOS!WzHDJoR$uNXt#@s35E&R;jIVd~br*-`NhzS<Y;H7hS-~p^PJ(Ga3du>e@Dp7Qu
zqtBI=%PN=P0yRgH=;Juo*dyqPO3c_ljr_YPji}x`f<S}pPDwaYSq-6bce|(>Gu0lO
z_$AK5x?3MV@Z!WFVJt0rvIhFZOgtabQ2!a-9NX*QJJWrMKa>F6jh8Hz44FUQe)-i1
zSea71g<PcVNqAys%sE@~=gh!U+fSl2^z_{#<R2oJ7rbz$woWh1umulcSyVSn!`}Ti
z@vrMm^@R7Y|Gn`KOh-vW2Pz-tHu$eqZr%FVCXab?lZdFzf4eCkFjX_zy5D~d_ZZ%J
z9Y4?t=_#Kch*|1d6`C;f-OS_69j=T|DZ_o3Ok7a!U(X%&5>?Q%)RQ<uuK_Tn#AvzM
zK-ORTU6and<Nx&Gan9xcO)J0FsNuQ}H!#nh8yi!x>X-F?V#Ix6-0R&vYU(?nse!Ng
z0DaDDG2E}H@eEjqk<7rvOYib>$s8x!BANPj{?flz-GS)no#W4o&tlU|)o-zFhyVG<
zUtL%R2t>BM`Qt5Kxy`f$7Qe-=dx9xlT?z*RjEvtWO+MZJ_kwDdpmFN0`?z;As+Djc
zIr{K_yj!*4?uE^dEUB1TiGSDO@1p!)$stUa&RqTXcImrS@-c<?SM&1otxuIl+rbyv
zunelLtu2V<_+MtC>qc%~9vv&|ts3V!IX5>{RfB~#aAZczC}>dP;9<N{$F^ZG_pe^P
z%B)-T0H{YLGyiXN!hw$YF*SAM_wO?H-tA8(q_4aU2e%p~wi&g!2z%HX5f=6wEJW$7
z_x~2zAQ|r#BQvX1FzCwP1_nsV%8bcmzyX+j;pgM?!j&r~6x&uk-gBX#uC9M|5QG4V
zjzoOt*tC)1y4dgk&2PlSqxXI3qy}4CCGEXCmu;k8-3W8M4wman;`z_DH9Mc6hJX{4
z-&}>4`Ea#-_`flauCHi%WkXd>^aBXJ8!V7w+kLm$dQ*1!e-RNBJ*M?_sdd1;dk^DQ
zu~h#@jzp$CTtfE0MSAc5GjIaKI8E2S0c7behf%c*ppHKm7D9kL@$&ood*dKTFfrw^
zIr)&2lT#2l=wFV;G91T0OGQk9a6#$J!)*G_|K8rci4uS(vVrG}Q_gR>d94i-;!*?P
z41GhvYn27Z9{QXtCB|fAIBk}Z#-zK}coE?4@fPM_O7YlTUywiZy<~u!aPV2vV6`91
zZCi?uLsw0y9O&uY{3flJA}a*$rpDb0;_^;CFPW~gCqF${e+TTNa7uwY+l_m7L`6k!
zk2z1E@WGvMH=it1*4EYi?BQyuv<v#s)%<T#<_;YXgm@v5`fIQlc?<%{TlbVKRbBSi
zIv*2Hfh=<eaRG@li2&On$VzmLinG0p&5RdLS5u8wS5xZ%EyY`2L&sxd{9dtMsr24*
zACK=Y>^8ONBj8I_8D@gdaA6h0nX})?o9<z}UiJ4Ac?S$)x|ZC%LW?(H{-C(6Uqxlc
z1M9XExWXErr12Y1mQyF3m@pfe{#!y170%a+%X^)Gi^yJSGkC4JxtST%&#hY1dXLq}
z%|&smfsE2?WuULWt*H^fC02mZeFhYJtC~z+>pS({+hul{-G@V&z)8OXd|aVXv2$Rz
z>D(2drM)60B{kmQU0z=XP|}3>7|?;$9C@vJlT;G(k;qp-jj<UkOK0Vw<$ICJ@Awg@
z%!Ve`{V@#kE_3js!a!x3T$!&QAF`p~4)pT>mh*%dIxuGSbwc!J2bY-PA{^Wu3UYXC
zQ0FiKJ<vx<R#<(s;`8{e0sbssG5R?DnJp<bd|&ezi!Gka4Gat{;xEL5fS62@?UcZ*
z&vk%a+JNmin5%gIHkIIAVDWzY8bSc<c{A9g9<@C6QH(sbruGHoE(_)Ym^<8oXFeY5
zqr`-SgjQHAnkm!#_|MNj`}^N<xgTH$7L|+vhxgS=e>yk~c>P5PCvUCh$WiBjllqaE
z-!rug(ZURUT(V@T`(fj5H=ED=8-lGz_k9CVIM-04Pzy3bP)D<Rd3LhrPGwIo|Lt#$
zPgL30+#iW+ZG7>0CAg?u4ya$ZHx4RxL2zTOyhJ85RW9OjA+3dn$Fu$nvDDT2Lhbxt
zAaV1xBZ5-bD<6*plEor52rSFl&p4O2yDM%(5v>zXTMY9oGpf0h$Ys_6ygA;P@?qY1
zY%Kc^VD7#=KRtL+X>(64Q#=A>V+yb2<0<sTw3bY715a!iu28Cjxl%6bq({m=^Tp!b
ztqi5Rx_guM<%OMrf4&m9F85N5Y`0uq7#%#nmhN_upBY%6BO~SDz&;yv38xbFP&kkZ
z&I68-Sm4=Cr*UWMe?n9;UXHV68~J!v^3|C&Sm~Gp5I8INtjNtKOb0Q`r!X2=S+8*G
zsCGXIR1s3lBm$u)rE?BIEX$_q8ybpPe$qpsP>kpE(A%0<r6XXO-LF)krKZ85<ea}R
zncjc+Af=^6YByZ)26UJi*GuS#F#`qz5WjmoTp0A1I5z!$mvlTENGofiq9oM58X4Vc
z3)sX~t!RF0K>|mSBLj%ngo4Lvpn7x(ysNv99@*5YU2AN)I4xd_QmGho82@|~n76V3
z{^^<z$HCH<pT%c(4Z7^$a01FcL5--_4x7v@I#z1+>F6D}HRkV($ZYhnZo6>pT&YN@
z+KH#RF&EzHq9}f|py>XO=ibJ8K-1(q57_zD9vZ)ycUYjpHrEo=Qe=BNtgT)+|4B%T
zMCaOPsHKTrj1`1WJP%nIcRku+NZ4}?R)3M<zs2L<LK+QNwiqryMcwv{ci7lmCpe9T
zh2=LUKgzGSgi(+!?+PQE4zjz4AIKScV<1y>)5*!369uuLOD>e@e@%f)2g1f)#cG8e
z;LwqdD5DQcnORH5dNtxJaQ9U`#TgkHF`j_$@c5?!iKwUrs%pv$KlO<JbPDXl!d}e@
zIb?c|v<4Ek!}!JTz^>{MqApgCfzSR%aRIPMs|RF>0_@&s&|#+Y@LuDos#X|O1uBf%
zc%4VfCNTORff`QEaCTadUc8;eg9{yc_09D(y>ONXe{6qFCUFW1O-Dmx&3bw9&(Agm
zH8nkLbcI^T0Fi--shzu$s+Peg6DTx~x*!d9F9)Pq3N|ZOcYs+Y0|*%Vtv@M<k@X6O
zfdgPl>uK*>er3|v*RPn!MxIB%&4e|&{Q_)i;XtPU{oGA(V04vL6_SPb<!|+V?^2yw
z^A1#`11qZwX`C4u-ak9`#ZUyah;M8EGW%_MU)=*L5kEa7PX5m@e*D|ljE_!$o4Ha8
zZPJU?Ms_OG4i2B}tqj(>E{HfWB!=C3$O_x?{y=J%=PUF9q@gT;S%=Gz;f$RTu4FeZ
z7+o&dFi+kpUMp<!KhpbZK-jCqp+$)3-WzyKJ9;|!#X??pY?u@P$btQ{ita5p&@T)3
z|E`^(E^+^!qv*6Tcdn&P%>LiX>x#1}981o`<ZKof3^X@JZ_+sG^UX!EFs-^v?E|9>
zpPCEMQ8MA~{tx$=hV9mNeSni!w{Qwpe8x3dg)MPpYKgzjGN9UVimdG&i2w}wQLogn
za6`vn)igERG)aa0C3vt5^z=HPpV=SU0uHW|u0fcsRH~_L6Q-b;H8%ZCgY+MW8yQY`
zx)(De>;<`zW4+zCw|S%LrtIn!H70QFipJAc$`HffyhNL;6<SaU%Uca4MHe7L_Y0#g
zp<5-Ril&!ET|uz3GhzlH?~_MxAw!Vgcs%Jw0}TCJzkdC40TB$!HF)T|cf}h6$H&Ji
zHR>uV-@*Ak;%jhjlA3VQLFqgXjKN2OF0{Z%b?;nIlJo{N{lsqz0Elu!UDM!1Kwo%8
zB20BkUfctmwYG?lHSDQLlixw4WA3xp(@{te6JnjGA|ne0Ps(Z%V2?t8U5uJfRbWwq
z@fo0MHimvG4?a3vzcc-@hF#>F$J%-A)q}7SGq5<-Hq)<f2)c{i5$T`(Ts)wJ?v0ZT
z54}wh3@8B2Tp+g8@U?=TzC_@e;2kQ#tZM(CZ^^kq{G{TDuDD0}&=wpsBhTCnT+c!L
z#O_uTEX9s-Z|_Sdb({Nu*t-M{qaxciQqlPNV)iSLM8&&03~Xb{G>pdv<)&iK>_=5b
z1mX?z5$%5azcu;Zn)UGa5%~s!&uzJNTlq#lo+9LhUBAFwK+d%s(zCew0xf5q;HDw(
z)et<nrD`n(T_Qo{E5~IGTi-wl>l6m#&c4mujCBxM(Ivc2Z`}%vZ?HE+u-}}2{miVP
z49<2c<2-()VIewQ?^dmizvNaIc)C#fbMvQOuh>)Ylbk0Tu>+F+XC)hhIqz=$X#zP1
zRtxPlCr;DG7p2l%Qu2hxO0CcA9X0#x%bSoW&YYZ_k<C}HUJY+DO4`*6H<n0Wf<0Um
zu7svG0S8yL!$h{8bEc>-Duv&<{&h^kU_A^?8ehfwRgX}u+Y#oPH)a+z6TO*CgQUnN
zWsEm36mkO^Ne>U`T$Q$%8$i_7{;EdkmcVK97>I-|IS<}AFeQJwe&e>rzyWAEp$!cp
z;NObY3Q2{C$U&sG!i$Od^6@j9tP5%(x9>kgd7xS?(Q*n3@2eW5DgMWfn8h3VXIi^#
zMeZf0At$%MBRTwO^?OXACAt-0(WDyewNdK2@FsF+N~fAX6NfgMc`%;CIF%i~SO4Ke
z?%O1Vd(0G}*+4IuxN&?d?9ia@T;&1i&p)@9%E%ybr&FUD;+aoM1Fh7ExHWeGA>%l#
zmKfUmlc7KC%Jr`IQM@1RF53@~=N!J$!^H;>k<C!<hazQCN=pCEI}?q*6-6XNAWa&d
z&DnAdT`mivXyK<LOyzQsRD~Y}t-Vh{R#E@`KoaPNLJq`X-*Z|Xhh%3sl_fz--qJC%
zE)vbS&)EISf47z+_nxQXmyb-i?kTXzVfK{+-N`wV^W}q2hRtlJ>@?!u7ZeD>A~X%E
zHUW;(S;_0~#08GDmLN^0Yt{ge$mg{tvS`aWGRPwGM&C2*mr>!Mrk>|ioqIm3DErY7
zScYti&Pd;_u#(42N6GPc4gfH8xlyW{c53r_F|g>i_!Z?humwJzy=JohTVkNkmcsDb
z%NWA7v(eAYw;i?LK34;KP(~(_@=^ToOO`Trwjo7x9d`iD_P6I~Kw3t7OtDp4;YR-O
z^_XvHkb2T~jERfOh05hIe;GcEmj3Rms+@q0J7om#5f@}1Wzt?zaY!$uO7r00(51bc
z!SK`bzO;P7>LTN7L0g#e{(3R?TUt^I*fd-+8nn0NXzf+`@JFAZVyYq8(t4R#(AtK5
zS+d#L+6j}PEg<X_&ti9Ksffh%C^>*MdC{XUur$yvHFpeMk8fopS9RWfaIojmw%=*E
z^7z5SzURu4SevMi${pz9<et^LI06>4=hg*cD!Kgy3B->dK8#;KMAaLCXza)dU<2g7
zm$*ai_xAO~ooO0uGy-YH25s#DN=KDc>RKNAV<hS9mdy(~ZtV!Izu%btUAj`{{X!;I
zm{Nd?i%Z#5&o`BoflU3CzL8sf5ilgDaqV4OTiXJ?(#JP$KY9(2@Ny3Dy=3|=e`bXF
zz`tJ2UAM@-xxdret64f&tEG{#l@E{567*o1)Ue+Fa%bdYb_4inP%PGIoZP247q10=
zy059d<jz3E2LflrAmJtl)@AR^2hal(<RLItcQz^piUMmJL}vcnzjx07w$<;_crZry
z8ycMbH86vfd9sxei_zM&i~BaLdP*Z#llei~u>OuySqbmo35LauG*&1RThArP*|HjW
zeEWy6&MD~UH~cDvSX?NH<5sR+3ZH!_kfRIh^Ws@`rDbIB61dDFfj6N)!f^nQKX5BK
znp<uVKTc{AWoN&Q^NnG-3#!E7k)zf}(VO$)UpS^|fFhFfr+13{&A`~2wf%doX6oaY
z8c*U5RM41}^lJ4Yg5zSz0z4UKCgiV{oE6QMv>>{}q+OIm7yrMi$jU4YRGWv7@1c{E
zlY*k+o8n@OZc|Tu?>EM&uQ-{)F(@}bzgSi?Z*KPzuD0!qif9xddzkNA10c2_E~a?n
z0{9f%!;kyafXZ{@4po8I50FpH*UKLW1EDlRb&2z502k-2#dSYB1^mte&`eh5Q;_d0
zZe;^?MA0`3hiGe5R<;lz#dS#dl(EbHNdaOrKeEy?KQ*z5hW=+O^~dn|fs8nx=LLv)
zJmR$qzh$^A6ZnZz)Q21B;t`QgM1Fxol)185VR;4Y_7DKb%t1Lm5^~Fxtq}o<;_4$N
zX=yjJ<S|pBUH1z8|4BoOb0q8P7Q3M?&l_GvlU(?qh>PNO+5U*HYSmEPF%>VJBw!$|
z%Pe_ce(yhWRGNE`!eLys;OAZ!SclCaEC9$=LE~ip6Ev%<t1hmtnvkbUaQ^(G#_V1)
z&yV4QAZwfjSeo6{JdkR?9s5+Z+jAxS5s$R0zca{m<61pboG2C+^AYIE57y4XHk@Ec
z22}h&G2qMYKR;1F%xTU}Jf^M@$f~Y~+j*royjdLHm##DWyKzuvcb+_oh=`B{A!%3K
zdCPGD=$PKU)wISx--ztK=7A)(1yFu&-s+y}u1SdQ)&04mFKBj%Lk~jCrzhR_kF7RY
z+AK$;&$zc&y$W=omzb3bJJUKw(V2tG!|zP_Kj+(x-g?dbyL~dL__<T!;{E~B0lA3x
zmdy5SlkR8Untdb3m$@LQZvhwzVE8IA`}V+$Ukd<hO>}+%dglfUv#{#~kIKYdtJ)GP
zilDO-9iuoB_UVbov(!#D26?%kn)p;COk%*-djCEx@%aro%l0B%I%s{g^m)Eo`e&O#
z`l@+NHQ3wZDDl&q;D*}3=FxF^CP3;@YE;9y1v0fFWPT|^?#NrgDfNNp!qk4h>8gGs
z*e`}bJTpN2Ie1#wgp9H_ta9Z17>6}+;s^)%>pJx+*<{jL+1;c~RV2olxFWz4Cu#tB
zM&(Z3F{0%70-WWAds^Rh^+E*X*CM(PKpLzQOlcHx#*QpNB<=d|tBZajvl#l`*}3rj
z!+ix6mEKAdu#s`XKvkD^PXdQ#y@#!Fa{vX%r+o$RTN4oR-c$juG23(SL?a(RfMd&_
zCpD}G|3rm8R5o8;aMT#$TA_gwWt$KiNG{|Gw;Y{uFd}mcRd9_G<p?4foi%fT#fVtO
zp9<YW=-UH;#^iw1%Omjs!E4vAzf=Y>>DNv(^@V&YftTmr<JXKfFm>)LI#hCpIs4_G
zbxRF(ONAJC;~gT{JH!Aa@eBYd;3@^0o`lY?lT=XdqLDuj3||kY0m(%YU(R`^-cnEy
zU~#0{a@QNX$B+6Vhne6&^7;bDdg1tXDd+E{r94g=Zu8f-k`mZ$)A|8@T4dM44DECT
zhrFoVM*Kt}KS?EB_}Jr}KG<YUiD1M3Hil6hd8DeQ+?lZ_F!;%8r-UDOj%&Xvzv`cV
zedXdh!s4oWP?nv1)=AFmpr46xZ0~VW9`N3@S1dcMfSfbjJ%z|+tawh&{vwMM0Y-z2
zO3o3j+3bJV;j!b_VyZ%V(nY*Gz>}$C*zKabp0kULOB8rY=(EgZmoc-6OUEOZK~Im-
zR5BDcJ#m+~5b|kvF(@vA@HoQQ@O;P}HFSJx>#{wo%pC+>O{!|%%KnY3^g|$5Ux<^9
zUlK%TAWrIe*WVClUh50J1{c3B`Vm>FYT8wzeB#9Q=7+?^@$*s!`W01c`~DQZVg)i)
zFBwp#9Y7>=;B2U7E;VT&V_`9f^kn+(>Vo=LiAh)-_Gsj`=F+3Cv#TvJInX-xgef2U
zk<GO*Xj$tJg|DrLkFr#E;t;K$hQ}!F{8_?AO^o?!#@w4OOzUU-*YZC(LzDCo_gK*i
zIHf{rumlznJ!b0P#|p2I2htns`e-t6oZ2Q$J`++AFc}4aefi$u-SBRJ)o6x_)Sz0G
zv<}iH22a+~Zyw2|@d|wtub&35x0Yo5nWD+8=?KM$hzrl-FN%e4FONa(Rx3bd-EVzN
zL2T+Z657Z5WlN84e*TC3HT%*oaD5?ry%Y7G#fIC@?F{W0*>pK$S9i4TYy;^)b7?y_
zq0oV;1}*HbgB%P4#%J-A9g};Nh%?Y^tux_dfNJVn9)d}<_qG_MB~}#nbs6+DQ~V0x
z^4_DO3J0T2*vP;n@qCbmB*EFCM_gAe(06cYgnN{f_Ty@HK1wus)p;z0;y@5Hioe5d
zR9)iN`{RcONF!aB00QHaD5j}_bP;kuwzL))r^br))gy9B+7UDE2*b}PF3U@xR!Uo9
zmyc?rS8(1PPUE}%g2jZ{zDeQ9WJwiYMcFpJ_P`Q!BFfd(6?Yo>HH(Xj+srl!fqrf`
z?geJ9iULBYh@kvnUW1;LlyvKN>~yARf{>d^*Fi$RLxQKvtj_{5pB&T_r4F?9veAK<
z1A7%Ty!)Bo7jV}qo!P5_`~r7UfD&6sLtWX4aO@M)8(kp<8oxZXugr{EhnkXMQe=A5
zzZTBJ<bM{QiSoG%@Ml8Ht_A7OK#yPA?0qvkX71USROiK9Ul(}tacEY|RcsL7c2#&o
z*#G*>+N2%_ADF+9_Qn=n?D23N_T8v&vKUFpAuS;#BInde{)C#>Qe!M&AR>YvjOere
zIGT1JnEBENW-dxD#1DqGy^U-9kDNRy2^9{vW+?yW{E-b?^+XL`n_5>@2lLfwa*+Ua
zTwXi}hu)7$TkSUZFc|&9z?EKC1I)!LIZ>$1BqJwRgr(xMdoYB-jL;7lgy@`OkM!;H
z!GM~4dZOe!I8|^V!h=TYfIm`ghotWjSp|4(kVlivaQ}lOa5Q`aB@+q)B69d7?(|ZE
z25E*J>T5bmE(YBXs6>74=BsD+KZ_h%0lD9ofQYXJLLNQ+s!1V2ND78mjPcDO8b~4k
z!;-bc>3qCn#(5mZc-Zx<Cd!ST$WS>;YfC#aDnrcw+sup!{wm`Owj-_u^AEsMsd8Rw
zUi7ucE`un5z6FPr8wDj{WX}%m7;ZMh?g_;NiR=<iOXzH5=R}seGkhIl(MFmBxy`O5
z@1LA#i*4K_-IVgYUZiRS#D1|ig-;n@12Z%P=D`T~kYM0MHwr>Ah2rY7q)>LL1JLj0
z&6^q)%nMwdWmI8qw-tU&JN@n|!%eWHQw@TdrI8N~1poS4026wDR8<)id*+#1);%6{
z8+c9|qmaDZhZlDgBF9#d2bk54_^tzwvsktINelAA3zf4Kg`Y=ndw<z~|BqD$Kp{Ze
z^*QoUMX_lDY+@$)VJ*omm=qF@)9}WHN-yaP8f~?qm1{tX#+)1<cYUL-fBpK(43Nn@
zf$mx11Ykk^@UTurjSvW2_P4joj^!%Gij;*#Mvk7Go~|h+uoo&TC~zB#J5387JaRi-
zPIZRPEaQ~2#2$;(Q=ox@F&86uU{yNT4uH(RLSj;qP3;ygDxL^3>?e^I@myx6D<Hy=
z%4e^KTn8XJ?{sr}yBw5W%FkUefm@6<{A~X9349z-I?kt0mm|d^9`Ss0Ne&N5OiX+{
z$7|gWtA{HoeRKjMOfo0-Y;Rx$?y))~OHNJgR4dBDq9|ZD%<MS>XaMgF66CknaB*Pc
znfzry4fO_e8zhufQu$RKg9ZTB+%b%C6#~WpvZqL=FuPj76O5|0HLuP#HE{CtA4Z-V
zR#>U>%|f?Qz%jiFjES7GL<>xu@zW?vHLuQ(8w7R6hhc>vguMz*c&N$K0Z%Y5W`_k}
zv3FxH#)3{{xkKtOGb$=-l0Z3u9lifz(sd3@_ErqYs+BjN+9BcGz_s!81zQ2NDW5UB
z_mO3*{jWf$^V^9DY5u)3ecbD5x68!qrw{+kF!ar@ZrP2jzVRd_F;BzZ_6)R7`Vs`%
zIX?%_<Kq&g3$;|HrEMMoc+6#IT<m_`6-KN&lpYeM3dOhXPy4`>8K9-=olqi|yyd_2
z(N$BPPP?eVb3ODr!JPtjb#2t^Se1hWmKo@|2pc*nwr~hJ3)s}ThQnlB`HDui3}FD6
zNMfbbW-#zXz*!Bv5We{_s|ULQrhzAxx1R_<!<;KvE#sVSsJd!?mi^KVMj~D|jvOu~
z5Q#3rdjmt;X`}cMA6N{^9-|TGxJ9dUTMbc}81wP-D{@e(+W>}uR&w4i!0}nJS{+hQ
z-z9NApscilA&6-5$-T|lCJ|#3-b-~B?fR+`Q{}Er2(MN~lpN~C()bY6(sG&)kyp5x
zct%Z<5WS#}lBhU507ON;{o}(OpkI-9FP!c6a22t?9{v-*dk+}}F(}>*fQaZqb1D!P
zOTd}xuO!Jm3xSb<+>43j!X(k($@T&bS*Bd`<8qNN*fZ5O%j>E7-^WP!b=lgczU{Y4
zIZ@sVwxMbw4Kdm|+>4?Fprj(kww^RMMZh^D<$_a6lduf!;Yw(S*7*gZH?aB$6&itb
zerNPEzn4y@&V^ceIuQdUS6?VArYqD%l`y_$Q`z>$WxTe5h0`~iNS6DoG>7Ggi*cOo
zjX4LcEene}&I{txHCpphqU9BVwi_Z-dn%7h-iXj)R`MjYZb%|`!#IrgC5(F>I2Yol
zjDVq{wEPRZfg@bpO?w4mo?)h?tUX2Ym~daQbaW$<fN(Sn_rMUVr??SsQ}}_du9p<D
zp@#*S^CnE5_C$7o2CO-c(l$m*UV!N<UPo)CwF)Kf>9|Hth<VY$py|I(=G$c}V`%6F
z>Is(X5xJ;OfiCk?V!LYs`g{0uL=JPe&spnz=T{M-bWZDZ_cN<AS&k(VK;7ziFkWFW
zNI>}3Sr1Uh^D#?lqSbI+pj(F*GNrVfJ^Xc;j0TaFk(N7a4bnHg;*oea`(jFZ&a7IO
zJTj$Ge0+w71+cOd&g`6Y#_Ku?E?Nu*{#q+KQ2V@UBuqr<FcWtD>C>l%!=0;`{9*^?
zLPgf(98&H$!%{7_p}5f&Fv466r_V3>n{Yyk+YuexeC;Sf8GUBXmplQ(@Y!4X!9}E%
z2`M><iBxTkF)DQPGx=h)-Im{`Fy>rue6cp()fbpmx(TH)(jIX{EY)^4?bVkN)y_p$
z6(p5Cc_5q}X>Zioj!TOaXvlOteL2o0;v)L(IBGIyvuHl#D)GFbj+CbBR{yG4g3Y?$
zZ3*PeJI9wXzcD`q9|Fg{>!~lnHH(3j?P{Zzo;i=x{_^XaP=Y6W(<}6MA3VrKNm~|`
zmmr%0&;9shP4z@T1EgjxV3c}}W{ty-WYl1Wu?Bjf)cQDY`_`#*Olcz%Q`NTnyFGZQ
zSa@kM>0_lv?{E=fKyr1Yw1m)=-UfF&jXR21k`p)$>fHR34>^gpdXspbr^8-m0!|KF
z%Vg(<TwPAfFmsABxJ$|&aJriR1qi4m1{HFu2MO$kzRjdMapL41%`7DgbX*3FKn4;h
zd3p(QXvOU{jFQD1R*;E$l=^|CYFL6YfAKi^h<&@^-{?U0wFa`-_ws=gZ!lx~1{A+O
zM2`GXyYv&f(AH%}L_{T%UvLtxajgSiAjTwmKsz(*Y^M4^yESNT(J}OG@w*GJ6L{|{
z+N)x8Y<4}vejMCIs)>ohAE59HoKt%so7bPW`f;mT4)rIO{k4ki7&6>Q8p+*L>Fl^x
zgEz*=&HhyjeJ%d=ODC8EENzi7S1ng1FJYt~bUd^D^|66y2=ki>Fv>V`_n&@6AP5t~
zp-c@u?!Xd#QuV4ajgeOm^#M2OD2m;vAR~|?iVY7*NKYF9*?9J58VY-~THt2Y*q<R~
zt{GRjX~ipddI|P4L09R`>+S}_hM_KA$yJfxT%{YqmViCf&%Xa>UVVxeUsm3`R8v$+
z^Jih^P@Mi3;d8F-{Id36la4*e6d=A#<h@2oYQtN5UI7+!VQH>fXW6cpkP{6$_*;<M
znn|cnKqxX}N`NG;%OQ)Ix0SLvcxWk={cWhiTK(_n7VD4mE_WIcuM*)P;8zFC$b;E2
z-5D(mHoEXki%AEi#Zl@y0W72geW<48r+knttI2}VaS$>p-PP-6x54y<#fnxBk37>i
z(nc9_Kn@HlQj0i=#DNV`^&?WY)M^uWCtI~@!4)8&IZ&CN^Xl*aFtWS(EyCw^ay_v%
z!@}*vrlA~u(`}P{pWtl5n%Bo?BR9pCN5)+ODfRP#9x6X}#GCa|Tp^xqqHMtWGrz%G
z6V#QqZ{NVXu2FY;*wOLvRdC{2)ZfGaz0EycE;G|XB*yb+esJ^(Ll~W6X#Q&V)?>ne
zQsX+P_Gj%3BN>^0CVHPc7QxlNwYBYld8uM8JR~ELw$g*7*>~(+3=}C^b6R>(fy5?e
ztR*g(Sv|}iucAlzv0GXiF=Ia|&v9&32&Q9;!K_E_VF?~_-i?AdLuMynH){qlsih^Y
zx=kcbUeihVK^6iu4l-aiK_iO2M6Dqbw-h>xHb^i#eG%+yiwg@m!5Blw7j&I7Q_d}=
z)Y{O*yya4cg}<q=?nL((SD(d|%~~qQ-s*rH^(Wz5h7~??`@@gtx5-~moqpT#{k8Un
zjqk>Ff?vdM2K`fo51#?c(anuo9B|3jj{<Mt6@BW(iK}}E7FH=u66Y7GDykO%r{P?p
z;UZn4zfr_YaxT;FKzbWq8`Ij>vg1i%z_dULn6#6PsvSO9^`$&CoMX(<3Qp1r($@Q(
zFw&j3m96qJQ8@a9?y6W}st`zJKV*!jH3CtI5qfQ42DRtp!d}DTx|d!72*hfnMP`oR
zL9kB&bTJPW$L=M49VZjw<Ye3;>Sx_bhPDM`@<-C>DZn$ko8x+b_GmM1iaeo_2sFl*
z01c_6Lr0H3@%D2<QW`No9g{N4)LRD3${jLmjY^+&q3V`DX$&?403`(Tlr-$r4240g
zo&Tt8Cv+x|UYUd|N~(9X8Amr3D2A3%5xKD|(LiVez%;1m2HG98YZ{Jv8p7S4O0Pmn
zw$5riNEIzE1Un+w-OK|S&<`FUosL_`0-oj?w61hxYD1^Ym;&r{T|U*Nq}a`+1NzS7
zjUEuZD!NjdWAQhHx0I}s8uTaMF*!JU`><SJRBG_MjXB!Ab%S7+94PRi*_xY%p-=xd
zFASbMLBREJp<5n7Bn7j?1;a|0`jc*T#?IHJH0iYGAy)+cAGW@NEvm5XmPScI>6DNL
z=?*2NyITRJK{^Bnk?xi*>F$z}1}W(V=?>{U&y4RE*EwhZfSJ9YxO1&_TTj1?E1?hB
zlRlF9VpoaKWV#BlucC9rfuP9iFW>U>7yd-9ogAfXZYyZp?W*qB%8FHHz-v9umwBIy
zbZ0u-XeuL1Chg98!YAx;`qKIVU{F>v1ISg0(kp|1$m=8|ftL<#2XGdRaxOaDwi^%?
zY1ji;3;~PocMeiBffm#3{?&nLE1FBD5DuArm2D^>d&0dTEHudUvY&A$m&Tmg$GX6X
z(Z|4DB>L4gIKb<~^@Fls+@jqXiJDYjydu}TrhH|eSjjp(M@;jLf!n~0be&KeSOsD|
z9eNpr_V{Q>E|PnWW?^U^bD;CyG&{81xg%0lw9N>w$bk1;?J6e?WJ;BX4lqiq8>p(+
zd62q$(bCZ5_ardukNLHb#)Xvf#aCugW#jb<1GZd8n1iY5_v_>uO$?p?U<6r)szntg
z=DSCXT=F%xxSt-_Kvwn(@$Y=o<C#YZe7?ygR_O^eqovGYq|_PvT{DtF-iFxoD+ZjW
zmvZX=Ftg@WXVl?y?&)nXqCSVfkc)g5_mT3vHnO$MjH}X2A_Vw-ST&{<6l%E4u^9#O
zuM&!XLLd;Ty-dfx;rom%6T2H~VeCV9NwSMSO)S7*>+JQen+u(e@rWy{_Xm0ll&g%Q
zN<K9?9ozUI9LZ0w+rn^k`XXaaudUoqEF|h$%tBFDq?F?=BhpodZeaS#yGbGd8F66d
zkksRN1{y@|8T2@bFb=VVX%r%X?aC<VAEstJNX||mf8(lujKb6EIPvSXvxkjT{FdaZ
z8Sd?#0RGky$MQy$yN7X|E2Nn-@{^^oe)Q_{3IWo*5bC^8(UR>MUxo`s+W-Y<jc_oN
z()x_Hvp5=NK%mv8WO>?nkBG`A5zGhFA;;1N@>Eog|9rRpKL2M#>b(7*``^_kTpXR-
zL5$o5d2x-W6T&R#G||+yxShzxwuDq~ho-D4TC#z4Zw47Ed!BnQy~@?wtJW5=e~PXk
z4RIdZ6dT4KZINQQt)QM){-Dl?(I8FC4E1%iI_w5JOtK|XIw^1PZKIL>0t0{j17A8+
zugX6ozwsjY6Emhh*D;8^Bs@>*MI6u67=^BvH;fzB63H)DJ)oVDEfb%g^V$-g%n*S`
z>33b-9UPZCl1-5or!_84On&8?qJ(p{;t#KY5AG@kO^=-bMIcmE4!hrGRs#jnp_ev!
z&*^uzH-aB9tyG*|jeehN`<(zuy!e0>9B+joR0F?t;<4zPMXZy-P+oce$%C<cPvh&Q
zdzPZk>T3-BRA|#bu-E-xy!^gI^dn}3(vn|itkcA~gKHNXweFu%53`W>oj)gc^O_E?
z7S=@ZTr+m(+G2Jg4w&dJ4{0r8t;1pafAt{Ze>GB7FbRyI#cnDGau`@*luVN>sBMh%
zoRVJybQ+KCJM1EAUT@CkguIYDP1gdiY1W5p^L-dMPBQ)^nKnrywMA^drTe_!b%cN1
zZE0>;;<<3@*dg>C15@B(sLj~EN?)y)9_NNMdE35O_l5`G*bBL5ryeofMhR5GUsed0
zdnP3^kDgsGo4?(?VOT!M7Nu~-BxAitnhHIO&-xSn@nm-Y=Vx$CvPi$N-X^4#KHLJ(
zsQUJcL!g>-84F`bb7)sS;2M6bA}AoziGg1{_{Lwz4WKEkNz9`}7YL)*8Y|!kaTP^t
z_zaa1CmDKv?h-aDBbn7xdV@E(3fe7Z;s}V9!Ht0-A**~q(IaHQEj{K!*a}su0fv5L
z`0HZSHtmO+$+AYgw(FylJ)7~itL-OQCMStcYdWf}--jXG{nI3G9~##?f)1*Qd&%WC
zeaaoK47r|N2GO^V7r$VYTEge{2oh@*fp~-w3m|v{gM)v9%t2!g2E6@c)}QpYJ5+bB
z?H@20+HuRsKNq1p^qlO5Rfpf6hyQikEbH)(qF>(((ow2@)qFyWX6F?B&WC#yV$f>Z
z^21tuxrIUOs=KR>ZoV1f9dqie0Iwb@_yu)=$Jkcab&v0<-*~lCebey(z<lGS1F}j1
z<kh=(RIElVzcPnkCmauy)Km>fM?g`(tM^Ce=bF%ef4Bry;*@#2ht$Dm&sfNo{Xolv
zWj<qTX0R>xJkd8Rns(N#xFz2FBZ?$9cOyI|3UQLj!e$oDJ9|L}yf>^p&pv+!C$^xW
zp&`>@y`NDzL!pQ+ySkdond;xiT6~74?ic*-t<WWhxx%QY$&Kt7>CB?G<_XxR-4sf-
zk~L3SU;o0rgPT5c+!z?(f;&iH9(_?>xJUt?rwQLzLBEY#^d;La7vR*!cpqa{+Ae|r
z+?I~a03@0n8X{v|d_s7jkYY*r`gO1|yL3M%6iv-`)6vz{wNa@{1Vza^s4kTV`>|=I
zb5%2;T;<D;ju<cfbcZ<VLAtVi^ftp18tS)q16{nE-7JGPawU*6=H}Y^>oop8zrg&K
zFo`!e6x&^8V5QyU3c4Si*6a{t1>I(iNrM_pScjJS0S4IV?UO$5ODIw_MGMwsSPyX@
zu4YQfFn1t5I^1nLyyHZb92iGU(?@su+{5!FD``?`cQ@tzx2<E6^R(vhHT5}GLnUBY
zBqWew@_A7)$daN4-lPEFXH#G7VIc~7YJzd>y2hLLV^g>bS8BjTO+oT_;P8^#H|iS@
z?^?OIcAL_AmQUCD?2qF$nj~RACK&>|Lv(1t;YJ?M)Ob_b^);J{ThW5!(N9_3;<rvJ
zz^g%$H$xK=N>PO>Q0jMu?_`f^3mx<_wqJ@nhTb6TiF*7jG=LeBtgJ5RagBN^tu(cg
z+7)noqiHfy>3xO!?M7X&2F=SSWeH7w8*cA%DYZr-eesdHHCEGzqY&<bTz(Zi>*IXa
zBQ>iFnEeP0egZQfSgb4t0Tt-je<H|M{0E4&&^p0+cvWr$Z|U`-2XSBt$vcL5w5oeR
zZfdX>*K4V^N}}ony?sK{1amMvhy*yNW{rQHe+kKeqTf$(W)gSnVvaUT?X5*{d@k3V
zkghzlZO&8)e{)nXCw^YDhc>QuZV`b+sa&bti1R(VSuIidIY<5A`pKK5+?30{gO7!R
zwNxx1!Kc)2R!eML!tX$7b!5`Qd<{2uwm{CvZ!=`h#;SrIwjPYnpoVoOs56!;)W`z~
z{ajx{Hfd-rN!wZkFQ{xPr85IRlaMz<<cIKl@w8ec9)rcUoBM$`v!D}bN9|g+f8(jd
zyKSETn@-zki%{+rtj@x1NUn+s^??P*dx-%7sQB>|z9?F00YxELE$naGY7c!BO^O#l
zSsy%%rYW*Y5~g&oM*joe*7=ep<#3gfx?(9fla`{VYDp|LyqL^DKb!fU;r3n|{!7-%
zoX>+ZQtg8|MzEz$mXclNO-6q1ySwvmag!Zx?cKvZdfgmIuyeCU2=&{Qh|vs<t9zIs
zwQ>8V>mMBqaS1<rY>*d=cud&qObO&1?*?ifo&9<P$Q|(7S6DAgu<gY~yYwFyV20|J
z;In*r1Fuz6_Z*6$_&(lVUpmIt`E?x0xJz&H03Wz)V5c~sB{b{#nz<m$>raNv(~hqu
zsAxBzrl$nc<sNqXKb^u%I4d^7R|}}?H45@OBD-c*NmNW@kUOPa-X0XoiMQuE8%ThJ
zD9L<^J_$Vjx%vP{r=?p3k~r|F_rgBm<6jpuQ7;j}%DW#61i{5hrpW;F#C}p|Fzq1l
z+g|5EYW;Y1WaG%eb>Kt1xgF(BHE>wiWQ=m-u|-Abvl?uElG~}})Xk;G!Jmz$B7g=U
zc=(ZE@12sPwpBIj{i1N>=5;O83wGp)`$j}Th46%%B+WKnY;L~*J#x_lwmqc#sqG==
z(Q`Hd>-hYJ?NbQ)qMSR1#cZow-4J4OYo*H+>{8@MLOs7Jst)7|Cni#L%j@}^6O#y0
z2dH>7uhd~AU|Om?Ho~$%yZC`5NlW4|(L|(^l?N_vA+k^l+7@^FTW~up%Mh~LWDMxN
z751%u{An%op^p(Lf-Q$>-M{6yGI(`6l4C9;?8u9M*z~>faUc6apj<b#=wVxX$f*AS
zxrG{0y66ZYfZfF}jrtk1jSsa=9>N)Tbo;T2-4H-N@E~TEEX!NQAHNA~O%Ql+-a(W;
zWhiQ;Vj;S`;1)}$JHh|=f1dyT&!!N0bJt~Cz<52X$n9$Q&Yb@(Ci#s`UZIu;Cu_sV
zjr8PmbZcP{^MWd=Nxik{P2uHMi+`bFuB0li&%`0(m<N0mT^RVv$Dz^8qd|}W>=ZzE
z33+bCMZT!5e~!Ew_jVVOEmu6n|G)2K{qvI7D=YB<zeG8s$9`AbcRK&5IHJ_`u0|36
zJQJQcH(Z2w*e4<>LHDOUy>?}7Lc7CE$+a~6BjQd`Mw%q+0ZOh5!u`z)$9VImO`i|7
zaG515zpC5vFKG*Llvi0-<Cqo^qHXo^Okkg?PXF&y%@BT!=D#yev;Av4pnQ9-&2(1x
zz3ffy?(g5umxoTz7WF<6+K3p2v_H%R8}X#KcO@VD%{wwOCfL&EXKW?ze)JzO+%tS?
zcV1$pqpUuFdsp*egL!nBxNVgQvPi*i7H_V(Z}pXMD7}R|Ab;p7Jg?Fnavd8YiAas%
z=D!2fcA`}u9vB!r2s-cf%U?dKkjdpPMzq$!0}C`#qDb^9c2c=Sz2(*(Ns~ONt!7Tf
z-zG=?PpKpCgvFmq6LWorCm<{qU-Dm9Vd*RjOvAzJ^dmWTy99LxH_mqZnId7URlg=n
z9T!xB3%HPUWGba^`dbLqWSCB$364(JvHG77@A(G55@CG8Qag{)*-T~x&*PoDWPI~1
zV_P}H+AEw0dU>MApjDn;f649_D-AO@k?|EnArS#2s=t3nF(OM;MQ)$_>V7RO7{`4!
z(ObB-Z{?pqcIioMY<H<p%txAukfYo7h8q2{cl$3MopPN%<hisiaA@meRRz5%VWAz=
zqINxT<|dE7)?H6_jTu<3d9RMs7<bU=<POTkn>#NrQur|L2j@?n%Y|RLaLc}JPYWq*
zK683@(0qXh0=wl&cd-N%W=}k~J)@cF*##&BA7~iD-dL(H_JUw@Ph28Y<k7~#&KD4;
zNv#`;{+jcGPYySF^?wtAt~IKwsL@ZVi;0UB4^PViIuhQM-yY%N(F;GdNQq|&e>1O{
z2b{#~vnQhBk=1Xza518F+Y5^7j(gbz$G^xCKmH;*nW=lg+d`w0mF=_JQ)L<?0)mGK
zovem&q6viTxgiO7@-QFo7>Fp!F7KnILhM)`FTU2Mc-UDe{t9*cBxe&lPp66T&CFXD
z%E)!qN6VBS^y`w`%2gr-C~)5u`+l3Uu9u2KnAkpBbRMS?(T!9`$O7s6^{W3%=R)=0
zs9wae;!9HNBh1y`*Nf8CTF9Dkec!h3iK*)Y2O4o;7no^Ns2xdrZ6OtJt_wmE3JBwV
zgO<Z{qU@w2lH<bISLXYMVhc?^s}Eac+GniFdDzQp(W^4hYh(Hbc57Zi@sHTM9T@xf
zVFRlbSQ;UF$28KqdHN86=K1W}q{<Rx88gdfh60<bf%vK&_1dol9=!B<l`?u-n3`kf
z1@>eu&%)le9<-HQ#)f(!e>xX4iF=-sE$7KuDG`x)V39G%*=BIaDL4Ll9nnj@yE<Nl
zMJGG6y+tft2~zGXCM)!W;&E~EqtgeDbkD?pOXmYyx~JrL5nA{2cIH#``*{d&yL497
z@C}I<YH|hoEYEN$<HpjCk}ca`3{HHb`8DlgnEK^TXtc^u=hQ+Si_G$C+gR$W-(O}4
zyq`uW&IQc{6%?}cH5g%91m7fS{Nk5W$48w#aR%2rTH~xnqR55bzBPs2YWxWyX2@^U
z9A8GnR3p^M@F~0MU9G#<@_5O5byfeYDm%>cNWYUMPD^b@Whe4^X{5w^Yp0EV>8W$L
z->52MBs5ykC}0pG)7hV`Rq^Kt&sx+`eB#x_JTUU<O>FsUkUBvRX>j29oeB&D#@;EL
zCK_zoE>|qMJm+DUP&PSF4oE84Td_7+1gUYe3)kQEl5`Z0P(-0SzT2yj7O6+?4<Bi5
z*7-}m&KukQoNs<1WN(c1#2pu+*!pDbsTG_S`6290&mpi?JZWEgW54DQnt9jPCY7(j
z16P|R|JV-0PERtG=1JqmmIn8__rSLF_wPi$-=kM9r&{E8XxbNSo%{1CE$SN0iiy{1
z2yj1nzPq;Vq}$~b5uVpS>YyGREqcZOmseT=g~toa`o3R2ehXV{BD`zdv1h!tv8A>w
zo|a`Mn_Kn<@gVJb`|lX)R@sjq1k-;7M=WE{1ms}vhre2<1}?~RrorI_=k^iu(NeSn
zo1~6d3#OQYzv8-ng=+He&?d>6a=&~Bz~DFUWE<ZKK0aU(bdpRp_3+x%%^9tG%O9sg
zytVswV$(Q;C-p}--G@CX)k1F!vtPMbc9~xW-Wx2YN6~uFK$j4~<5L^+=xgQvC3NQj
zWI}w}7|Bs}V|Ddi3@%~}(xfuGvb!hwuGq^)jW5ZQV8`%Zh|IGLN<u&CF3U3)xVRnx
zJA&;A0#@;f=2*2)4vai0_2KIQ)a3`$8l7gQ!odJ!RLt+9k!ot`c9Zm+QF^w>TL<rx
zgG=Ss<o^pXj<l|nXochXoX9W7l^-l3SFM}(Zm+@dpK<BPQlG4TRTk9N7bm8Q5$T4m
z&52ci_-5DnpLt=163n9FK<hK#_*?vQ`owRdST?qGAp}<*joC)oCp$FUYIP~Wox#*N
z+FqxH9;Hd+PO1Ijv15Xt$zB%~wu4v8d+Q#He(GNp)l~wr`zht<w&5|%F{#?u0785)
zf7uW36~Con^3uTK?7N8EI1_bp6k5&D7D!b&i{;bPN_~rp{b>>U;TIO+HA5%rE{0K(
zFi{JuSIH@%CcE-2G&I+VLeer!b%k5u{iC5b>3Fq~nVbJ)ZS~2GB)-9pN^7w|&i5P>
zK&^_CY21-UqB4oWoa-Z21e^+Br{c*atNLGo_pE#C{uSls=O~M?JrUbO!&3P-4M>8Z
z_vatny6Oz>AL6$*WUiS<o$j*agNq|eD<uR89EVfifbc$&FMp4!pv?2nj?Fle(a-u<
zMRY)&8xkmfUCZ2gditU*?7<T15OHQ0@9PvLOeH~jrZU#gU3QuurdUH-#giG3T;yTv
zkYsNsz9-@;jx3`Eyms7Hr~KRjdTWj%#e*j)CS&YN)96X&Rky@QAW76|^%pxIl1#s{
z9}Y0{88YU|8<=IJzj|>8AN@!~S@Q@5F)j}J>9JULun(U-JAhAfsTr#yWZbnPc<&e3
z$qi1Ws`<DK<2nC}Na@pICOX>Yt;*%Q^^f9BR;j<;TJ#k1rYS&pXc=6eve?=rf~Ef>
zCpTIyLwz7^g0z7&TQNp6RicFB-k;K<`2^lR>Y1M4IY`NVG;BR_B6>9%-9rBDOoD_f
z|B3lLJ&R=ebH+1?s`o*Qe}$Es<&ItFWon9W-aQJnMGxuB51-($dooLGeotTS>fh3Q
zZ<5h|Cl-XJxdpA30!1%>sEuK&CyvSAk+IbIg6I3`=*(9kj2k^QP-ydgoLu2pve)jP
ztvEvQ$kWrBY5BRdM*I-9UB%To=RB31Shj0Z`8qpQhLM9W-#P12J3Qq=nfd}QJ>Q-`
zwNVBh=p%JveDkHw>Z!HDfQpz>A1?Pye6SgO?t=}6+NNttgAc6aVpf3sX$rNiB1i0}
z0wq7b_7%^|OV<N3=rN=sfs#*E*kg2)haW1YlugFQ2JzJVx!**V<&7PpKem;v{hngD
zuYsCZw$Obdj$?WJqK}x{S%i^XjW<mt@5E<uYeDSG_w|uV%kqBd8naew5#OMJaH3f=
zIceqUk_vT5Kkgmc^r<`WBw_`$*JR4gMR*<xC57={n~Fko`Sx5?8L^DQUyT*hV&BSc
z%aJg9sVs?{B#4AmOSxiELf0@V3|b}4|K?SD%LmZM7UrMrl@Pf~V`=MO%MNnDyRESD
zPrP<h7t$nc$l{R6xzA@PP`SRDbljmyOlT&K)p+&0c0#UTHn(=I2Q%;ZD)_0ti=UX?
z?XjtzI_B}1(UXsS)N-fB8zi-E7+c&vI$4@)yW6GsC}W1Ls#vSxZTXRS+ZTgKtOvjA
z5}Hv$7g6dx@f;(d*u_A4I_Mq7%l?dQ(9WheL_7<{R&<nzH()a>H^j1~?dXfAmP*hW
zn{_+g02f9miyPQGO#=$U`l(+&36Er_iAc{@Xg>NezfjCGDUgb_R4nWV0xk}Hd=RFJ
zrkRI~7#jf_6Av6yAFcxX;>(xM>Nf>5q<D9oQV#Mt3z4OOm-{nQ%6&lkTuUqCA)!sl
z0Ny~ro*HBNnq}n5Is64|{V@Nn-&cc(E)w)m9SAV*%h@-?GX^&DddearsMLb$YIKjk
zmI^rF4PYCo5Pjkp)Ny1IK?dalbvi%}cPi79LY8S7XDF$B2<D`}?gF6gkG?G;Ir;d1
z@+^ZjADzILl8=4}GUSiE@@J7k5T=7$d{LAhqft|)g0@sTfm%mPpPrJ0rR2(~)3=@s
zSCTefCeOyBfIy6iBCE-=K@Om>fcxPBy~>Oz$9)BEE|cV)FSd6jQQR6#`pfZ;j;jq(
zva=%#{zg<66f4&KiK*C_<}T*@gq*A>S(p(g)qM|`9us|Y9e4&-39mpn2*`PDbJ^0q
zSrjaS@eFF(mO=N&5+t$5j$>s!tt(Z(bh2m}x2=LIS#t)X3Qi3VN~L8LfCm*gH>&rW
zocJ<mH-AUw6*gLLC1y!geygw?)zGzI2D>l){x*1qOf-NEuKmM}9nh2g04cQ%XvzQM
z8$A}eJreKies8!wJr1B+;Xo6mV`+(^y}f;Fs*D1#Rg=oRfy~0&leIn|Cx-*%dXxb`
z8-s`gsVAI>V4jkyht8+M^<E$}Ml0-4*a*Wmivy*=z7IjuS6BTfD6qdh^b|f`=olPn
zRdK&`GsO~<6O+St@~}AYuKrez5^-1i^skFS+aTZF7i~XUVS|8=pDFsDJ&TiHfkDl`
za<;L#!tcI#j}^>Aky-YpFC$+e+5w}akQgzOBUMCi(MRksB6L4y0EEN%AF*MFytjZ;
z>fv$~Tj**nX6F+?tl9(28Rd%?QpkKgVI%=Sq|+E6qoJt#+_`3ePr3w6TJ<MYfN=oO
z=$$}Gu>#P2n6=B{05CDV%L~Xk^Z*dfF#xtdr>B1ez?N@7*Q+rdkno|@Y(_XaiEz8g
zaQoYu!|2RA_065FvGNp+n>7s6om+q)8)pD=15h4Ra0iaI;~t|e9kG^&5`c1FKb@NB
z+h-%FE+G#U!5qkT^{u3Tx}3VZs^6OWRn*nb<ZsX;z$T#XUD9K@=E`@cl{a+6b#yg&
zX+2l|?(r|u83fu3Z>tw_)l~Mwbz+0$exiix`Lh%Bek^%s@S`PfRowXV3|@?FUJStv
z*-X|YL?9QsA`5vnX#I=Ge*u&?K(0W=eAP455VDg1nIa!<y~XQh+!<GF0*Wp{mXwQQ
z^aFs}Oh72zao}I7vC<McpElVkL*i#)x0&U_dlq*CXlk7O@hnBGMt~y=s5f5$d!X=_
zimPkDJhDXWtK1nyZIAJn<Q(hgVT;auB3-}cIxw3_V%6vp4IhlOX*5ZL+X}OB>WS<y
z6mxTSkCwLSojpGHy{#@*RYjJejWkfP^ht^|-o4Cuqki{0mMdl={Yl7R9u>RA#N#b_
zR$E-+uR4gbl*Wpp%O@>@TI>nGUiZDEX?hfDdG5C)@!CQ6+>HIZzkRDr+k*hyc7d1^
zU%5N3{nSm@)LYo?a7ZgS1+w>T06h!9ACdrOatsxP{tHwMUprKO>|cWlj^4Kb;Iw~6
zJ`hMCOLN~Kns0PQhjPukyhaWV{|<}tB1v{3Vhd$(XanG57_D6Vvt=FJsFE0qnc>03
zA`V=@qGkK^V9#0K#J{Fjwh-y(&^W>1JB-5JUFzzQubbX6r}-)ou1tPTMp;dhBK>Gs
z#p%+C?BLEDJ=gkCM?)_k-ZL_G8@i3XACR_cJ+~nn_V;d|zDTAW7PV$C;Ah9O&e|KX
zFd-Wo-jzK1wkYhVtX?S*z>0Kmm-b3U@OS;YjDBf++-FOUhOM$*wf*DBv%+@P4;L&?
z3XIxdHzu&SXS*d;E>#6^>b~aZ(>seie-00bBmlgY%*nK03AkRmr-Wc^fW}M)2dxo@
zI=aVa3DeIse~)rRFIIn-AVK?&06)(`>yVzL(DmlaIH)lg|MbGFxGQNYUrux(oT!*3
zo5}ps)@A;w_77j9;w*%RqO9w_3g>eA?t}H22YH$2FYym`;^qe)x_4e3CTWegCKpD^
z!|Ti~!JcG>By<QCFSzBCF+rieq^scXx!e3V*7{hJR278;-qR4v#|)XE@8@-z`tNLa
zZ*P1|=XdOWxnPK|g$p1e%08+(qyYLC%Es~n-~>zW$%WiTvU>RJmm$}4<!{B$_>h}L
zsVYT5Yrs!|4z#*VZpH!cu6w)A)Dw(YfW`^}&2z2fSO&qG+%oG<FF07oYJ(ns{C03f
zG~4*T^;=q=95MMvqkw?<$#xA2iYfH`j51o?q7OJCB#f5(R<S=DSEn$Xr5x9{QBUul
zT{?bi@p7TIH^mt_@}W9lfO-=gvz~2)Y}GgFV8{uoq2aYf%*x8jPFX_+aOe9uwOc?#
z{UaFgfP{p!c1hT<knVB?NbBfF@`1gYHhdp3mx{R+W8x$~rR}LN6nbU-04V!ctFo_l
zPCX6<_}sbip?>n!?^T>S_93rEv|!nv>9LW&f{M1!6as)-xz^S!OWMmG+G-D}dlK{Q
z3+|%pJz<gzs4^r8`-~Nx?c>?)&Mndg*Vn-kJ){rVp#a9+TBw+B`VlHKZ|`nxU3|T}
zn|y~>flC@EkR6XC<=7<J!1nyYtl)q1@idqg1(UYSO}s=ZG3V(Tns8IUCTx)M{EEcH
zJo%}&z(geL3aDXust0Z5x$QfrJH;%7PL45+LUkGWQsDu1h(=u_;n_a*>Xbvri&d%n
z!bQ~qSU!sffr|2yjab^A%cKGm^ohIs`g6^G(I0q!O7=5$N>RSO;_GzwKpldlKmXry
zNF81<CT|G!VFc)})i;<`jaWRlPa@6+!2F)_w;dT{+ebirgwQe!giQDV`Lg$0jZvBE
z$GpMuRdWqyNOh#iR#d&NLd-Dw<BWLu79ePv^=EVE&zFtNZVFjfzaDL;rqedYKs)x?
zk#i9~GTW$`1XEZlm6f&nY-tio>(3n;P`_k1>0ZuBFzk0~1`|)NNhm1N_q{s1ws!~C
z<5?{G?$*}<05Y7kk3EKqh6X9TKPo-B`Hu+uVRKi&N3NgRAt$RhB$)=ne`&evMfbGS
z7DhiUlqMd~8wp~ar%jZ2Gf$@fE|YFOboj9zG4_{bc^r3nL#KZ0xAIBr<2Dnf?;|WJ
z@S@^S$*BF6e+0>Z8yKt||IIvwWFiYA>AmRDe<*o{X`3by!u~QbFBU2k0H<tX2`cqR
z(i>}W3anl={kO!qJBtJ@fR|Mo_6xM0`s0=G(y^(+_Nb$TY1Ic`lHys;AFWx=9H1Fd
z+YA@8F&#%ZA1YV7=TE*UCK~hbhIJ1P>sAFx_@C@m9%iU)$uRIpe*l#oste$KfAygz
zLrN120#HF`H)!=XFiUt}<9cX#R`+qW8(+ATN8tggJRu{)aCC<gWh035k;INgz|@?#
zkT4JwqV;N&)SbTg`U3q7(<aN<^EcaYcdx_W-6RT)<Cab!=DS8zG+%pB-b+2dh=f^^
z6psI!yvGhe-PU7vUY|aVG<&)_dqZah>9-oUBb>RmLE!O)U4U$jGGO%sB@Sc2=tFJ+
zX2qcHsoK$Av9PrC=u`>@;M_)tCwI(cn~&Y~c?elK^>6MA5O^5%Hm>z(juivX?XGWH
zGE4^v@O~xL`3BxflzELDG~Gd7F^2sAVfle}@P->nfiU9>#gsq*nId9cs<k1>RZI=e
z$e;uh5g5m8Xts3gYz^j}rwnEmmq_e>_(12WuqL$J0<3nvPE{`2JZ{uobl3c%w*8Y2
zRAJ7Nt={DfuYJ8rX4x3ufyiQLf?A1JWsdiAb#J4@WDNgH;>0=<R854&aPHcRTP*!~
zwZLW|5&@n(y-(Y~F!TUirWw7Ephxw`Gc7fsSHL7c2b79x=*NJJfiKXl$pX#<2!wQl
zXiMX074Y-a+Evsl>wg2`hRAQ<+<LqKA#C*$K*%*jtCuZIO=);+=kqz#KMW=zgUEu^
zn=0>kH@-^SoA2j{cZH{dQ;}XbuzK&FDC4s#P{5xn1}IjdI8LiKE#}N9x25;^Q(GE!
zXfKQGd61TN(_~pcwi`Ii*f%$RplCZ=y{3LY!vqi?@LKOvVSzm!cR=W`zMa3sEP$^F
z=8r{Mbd^HokdP&5%NgNS`Z(es+W>PP0Msfr3xEt*sikfUl5U<tvOg5q3&Lusln_*&
zXuNFr+E?P-da8ls(zF4I<5XY*tzAyo5_%3puRo!Y>R=>%-y-Ezdo{*L<|C4hr!}1a
zO~&7?i;_aWF)m|v?q`<0QB`pKl20<~$b;PS#r^ep9Aevnh1f1#NPZ8@7O#z{ZPP9@
z=%h8I7HXDw^w<DX5wy_cS`@cM+tvv5h^>9IpaViK91rICtES`>)Dl(MLSD)=tMn1Z
z88i51Nu2Lr@6!nJdb0igO-u2Fo?@#ccciIdBUVrvYyFagG9iQB^!igs6hKH_YxMRp
z<c`T1a}5`|AQ6k2T9>85brKI8!3gduqxQYf84Fp_N%7$X8+%=#8&bHxvhjt&pXUw3
z=hgo4wPoCFAB{u8xrru34MEDQagTbMp7stlX^O4rq^uN?!)LQo%zjs%tc8E|hSw^F
z@^hz<mOCB1+6)wn77<YtS?0rG7eVC(G>u(vPbg9XmzTu<yy<Q?+kHKnRQyBb{Zq>G
z!uuahyf2M8lq(tE?L?>(B*vRR-yA7z{FrW39|b|@{qwiwQ8Lo#p$9hTuX)`p>t|fq
zdqw^W9)iD$E9THqF`^ZPOBnb2zZCZri$Qa%Ho(KG<qYCO+T-f`vwK>I798!!M6eaM
zlXHj0lWJJ~iIje+bK3BnI5J-K(SOVr45wAuc9qZfL*N0DX;2j^Dnd5>h?TXNX@~3g
zn2%W*LZg$HV7<V|y`<Geuyy&+)@1o7#k_>Lt((s|EOW^EqA1qss?z^{E~^-tZT3q-
z%hZWA1i+*KEX)|@1IZ+Uw_&l=A9bu-c>U?O))zNlLKvfFwommsvc~^}Ua1!3c#pCU
z`YZWt$&p$>?`RekR3=e{71})ODeWYjO~<q>=8)<O>Rf`;Y_+qVYC_GQ=|~c$A{ndo
zC|~)(JcREe%=+N!GIay7lR~kSB`rTGdA;=<YLalwp!fw9towO9TWuR%p~+0f16zF`
zlMU-h1-L()J5nB(@LnPnE)l)mu_qU=7aZXI&uclaia8lS`TC?$5YN3yfXkbFRvrL5
z%dvP+2*V8DCkEm}7XEkUyk(@&rqik$f3lpX&q6EFoWUX-0+UYF8`JFBsh5g*OYutr
z*-0-V;4*DOZFEXRXe*2_V4V<&L|Efj%IOmtw5Z=#aP8+Jd*%KoAaihKd#Fw!FFGyP
z$o?_W8I|}BoXs1(CM{D`^p}18r`y}mm(w>mLuUs7mO0*Gga<FRN6r5n5@zelQyjDB
z?V;>{&sTqjA>EPWpdamb41$_OfXTY`xgsj-A$RS~=g0M)y5Jo<bhWTG4+;Lf|AYow
zQ>@cu@m7zj-Djs4Z)xpU<=YQpU_J%|wy*E{yI&Rydk>Cy*JzPB<y)js$thB?;%aj)
zPTO)3=1=xP_e1OF9AX$FGSRFax<IO-lNb6CTb^ioJQ6bn`kHIkKO%NNtV{LuAvL@c
z0A~niT_;$4KQxUm6Y^&R;8UmG^<P6;h~d+c1?oz~{lX7viblqZw4fPEGzXADJr4|*
zP(D3)pgWNixFzv}?*m13B_vMvdb#Mi!b;&_80{ub3*t2I!1Td6&y&cgnm49zQ%A`@
z*imvT80FQA5sSd7@4mBU`}|ZoeAOEk?=VtAMHJyJqjE;8E+`pUb;1IeD^FYBvOL+^
zZ9o3VV^Kha&T2+K_r(0{JGZBV%XhPh=p*~Fhi|yavB4b)CTQMytgP49wWUOdZ`cWZ
z!qN$D!ORHoq`;&O;Y4)2F+4jsa}^LTkJ3=gwb>(0RzqFx5cGvjt>wh}2N%HN3I5sL
z4u79Xi(WUB|EK`j$!&Cc@m$z`-)&`{7y7+XG0=`=%AzPL+iKmz5K;GA`w&^Ta*h14
zh!C|#GWcTNg3W0sdgX=^=o{u6guO21EZjaNexj}OSwt8Q7!uY_*dbPj1I8&zP0))4
z--Ljat9mz%&FAq2_ty}41KQ219brlalbtG8%8?FJ4Ueo(<3tP22Po01V`v}tguHxO
z(uw9ac@P8e?OS0sb^R&WhqdZI(W=KFfC!YEL}fwvvA}L-?&#)OuhV2@iur-Imuq;s
zW!I~%mFog|U1zNS)zSILLrC1W=<vH2W&&u%wxR%CYT~&*C-#o(;-CE#f!+>9nY^);
z63GDj9o^!UN;Xv9R})V}i_SxeX;>shS#;DgiAMggA7J$pu(|S97vox++p+xGK7Cy&
zwa|RFxmpUpE6O^51Jh4&z=eHsQpLW|y@>tHh<C0W=BcIfP@xwU)9gL9y@6h@lpcIa
zVuz`(vy^0Cq1cBQvHPKP2ooyW1^d513l937PUrqhot<WHF!yUGe2;a@W;OSp>ZqL3
z8vDvDbmLR|1hW*+P&<?hWZ$sPOT3oq3;*c}A@EV<KHGHOZmZPtIX(U9g#k5jRH#rz
zO8&U~X_#YE{q0m}@S+WUNn{@5!1j}%ldftuJFVj9#k$y*T6z_D?n1&xpls-DxM=5+
z-l|e>vU7lZdh>I-r5=5nx5}Qv7y6F9?d-T>5{lFSUX}1LAHg&lRJgyf19NVPkWgK(
zwNHv=$l<I!wPtu8MkY4WS+~&?db8?GKLxV0q+CIjz56`rqnJL95EksX`NED{H?NiA
zyT1j};x{EN&ZC8lzQ&47+>b9WoK2cktw4+4>O7FNeh6^Pr6dm{0LTCC>T7b_EOzk5
zN7%BFLNQ-!&n78a{q3ewd8%)Cm;+SEigap}OwIIKk!`<j4>#4nXRhyzkYp5sAsr|h
z-O$;C82m(k&@#dqEOFF=@(}AD^KB2{G5}DY*e!~*1lA!Si*WlHstI>ur(;`UfZ2f1
zW3jd2ZakLI?XsH(ISDHP8zBbjvKimY0tC`a5na+4)_^JIQ9?8$CY&4ShO;P;{HqPS
z5Li%)<X|4eU_mJC$(Hr>G*MTC+!lxwAtU@aYe#cXWm-g1eR{fi*AKU_SPNVQd_!Yn
zhRxZ#Z;FQ-nZs_A5~K(&cdA?wF#O$`7}Q<{oUe$!`M9N8oq2cM=AW;|+6Fyqf)xmS
z$7K}@R#eMm=7Z!>h*oy0ADreAsq_g8WSf3*J4}5>nh&RM?12TV4zP>bp<BO6bw7<`
zYmRNDM|8nkWI7=d6_-N;H?Z`ww#W&I7`x(qL~nZyX91_jo-BrKCoRE(?-`*T#tB^)
zT+t#+V-IxUsQ&$!cr;w6U<fwRtO6tQpXR1r5a^jA@_a^~7bp`w+`&3cM=GCW#>*tm
zxdVD?10#!uu{zoJIX+F@L~{Wfh#z?I7FMB$180UG^rU-Ndi#fmhh}}DaAmBMvo>sy
zHViBb&Kgi#1*0L}-^@<i-Y_fYrU8SbD2DIOnX1^z&0J|tQQjq;@tV`bbEZhl66bvZ
z?8?tTyWG8*TTTK$L>}OVB)f`gX%M~djMdaZS$V%SihJ9st+fo%f(Skff+m*0+n|)M
zUCo=QXk?21(n5a$a&Oevl-@$-jyruXJ}UCBOrHup!leDf$-_`2lK*+gf>owfDhIf<
zGY}IwpYob+m-GmDw$I=Yr$`INgpP7ftv<m?)vm_YuHYXz`Do&~y4hBOE_w3}c1~OZ
zq3489a7bdM3XcwBf2c-owF_WlplcYt3c<4@0&ye!*<lsfk3P^p%u<!15cdSTo2JNi
z;DLQK*sHD(gsS;c9M<fmXM%q4bA8aY|Lb`EoW&q-77w9$;+Y5UROt5iH8AyubtCKk
zM>5?=1UjqAF=q*9V@ZDA7<ziNSXof_`SE8+Oi}RtN0^)0djzhT=>>o~YABzAV0q%)
z-myKRLzi-TcnrE5P2LF8=gk!h_mY&~bD_IYs11Z?l7x`dZS8;~B$Jk*PlM`EfF>#;
z)KV_oyjy>~C*;{N;{9-NZB9%KJ#%5q^)yTld3if?K5;&ZWx7pTYv1K}Lk)i<f{67L
zy%Uc?$E)-KK=YDYy#A7wn>mb%vcfD$sxjDxy;)FS{?@o1n(1XUhDJD98?137!Sm<n
z_453ClcvKDki0VJixq>^XPkcjgSj1M2y-rKDR#Bj<aB(Sxw`hT5D)Cv!c3sQHaXMF
z2M!8|TAPYRMaV(a8ci!X#KMlEeHC6|(1fjAmkxd|mcgoeI(ICj)D8h2?{sr4+6Mso
zKB&WzD1O)xW~HUcTba@Ev=@{SRhV5GAXD?Nft2Mn)ig=f0tk_q^;Zz8*NN!G_IB@t
z?gTUOZR5e6UQJJ9>7kPvs0u|WKu?Bg2lUD}QMZ3}#i#gr960AcAVM)t2*3z>HAbe?
zR9J|Dxx{m1J#e%|AncNmo!bGU&UBbr_dN8E!{qO7AjAt{pn?T2(|w@~-2|!+&=%rM
zD!(9`@#vzQ|2b%ij+Cjm7o7)LOL#PTx6>LVwHQ<qkF3ywxLo@2`CkbD9>>V8D5>8G
zMPp$9Z3jvy1%R@QVQu<?8@g)zywJl|O8UbMo#NK3bHr9Bhh}k4ZweSC5(i@}`?pOM
zEIyRjcHkz^$DB_Vax%(JzzO`Ywzf+LL5l7VuYVo(=di<3kCz_$0mwT$=r&q{&M7Qr
zUFojli2hl{3*dVs0a=T18JgHwm^0SKz_`(W&m;ItC7s$0_eulofg0F@)z?5C2H>iz
z2^A=*nkd_Sp$<!~4p)6{0vW1uN3Zu~1`_*rABj@L#IiDgZDdmo{8|d=Bdxr!Gv4V*
zdqx@($gqgzb_wSt%3C}9fJ%B><#r<m+YD;hW*l`~k4@YEY0SLSJrqdPbbCSP>P`W;
z2^9<Ln3Uzw;Bc5~Lh4Y7H8HrV>+mj|JXG?qmGfFFns*E+S2T|={<+kC=x-(0U5z_`
zs@eFSxsYwBBQ)0F4?Vi|%eWl5Gy&uAvmzh%4RL1PgIe#B61*$L-BtZ=TVv4VHY)7A
z;z5OGc=k_9kbZEviaHUom-V-|TslZUt$!~sN&9ngyDdk!+h<GkvHh^Ndvb3#Vz%J$
zqL`)B!rD7Lb)v14#){@$0<R6&Hby;#HXf}t9V`U^&NqbQV_)I^`av*5M-uf&50HVO
z*25t{E+(_H<|Rc^-?bhj$5}5li!*ks-~K!wq#)asDK|PvRO7-1_q>LaSYSDwUCblN
z`5NeyfisMZ5gNT8)Qn<%jX)b8Dz<$4sx9;eq7ZYM5TkZwKBKbNYFzBeyVBxsuH3Gj
z9P!Aids{1;APpY$xA^Ey|9%o$7%6s;*;UF*__gC56S_a(c}6r1{bdQoFFq=jWDJkn
zme>%CCbVjXgxIWodM3Qu63^NiA72k7v><(_(QV38$B5r+{klCjL^6wAi_sMspGoS;
z(OCX;ns*Eq$}5LcOStf+E;0g(U+6meLDy<B6!i~P$rKRf2U+7gaA{@~p+Y)dxw0O?
zS2k-W!mWr^<Rf-USi9pBb8e0+&&8Ww`2j$)9U}B9$?GzfTZdK{<id|!GeA$i65z40
zr!2wZ-4Z@O1CA2fRb84z1kH#lLnBx`6AaQ0Q<C@y<RQBXYrPrUu4GA&r{EUUUHpQT
z&rl!Bx;2^fkKiAj+pmf|&t7On!0BG*zXlmsgX7m;Tdv2LU+V(ym&(77JME$K#$z(L
zL|ZJ}k(qctFjIbNI=dE!E||JJICi^DUU<_FZx(H<?0Brg1t?P$p{RMPJ&%-?$})d0
z$#vBh&3%HIWzX)$pl+9#HvokPg3m0WzYebA0Bti_##v}_Mx$ICRl$PJF7y7M@k9j1
zv)FDabT4oC!<*VA!R&kw3C$DG+ShhD3eFU6w8A{iH;TXU<<Pq$k9?LbdPw%@^fnSK
zdqJv9>gfI?R;X<E*@6+#+*CN6U>?+%K_AI*u)!^k59@zj@D-csn#wnCF+WxBY3KUM
zbe|U60N;TbJ$2VE8n%CM2!EdgLbI&b1)PnCKNULZ^!UX&tGP$4>ni}%gL0!1TukVr
z{vEmma^WnCb5Vmqp$b18fsiRT@R4S6ZYy&E$?Xeab}FV+EXdmDNfiby48U7s;mnly
z<H=IC$r+LG(kcWjY})EJ$%#cALzHAzH}_;?W<kaX9xQ(q)JhShhd<3^GqKf9WQHkK
z*f{JUSO)k`iU1xc#2IS+-`_l2Zj9I1LpXgvvtQ5BH*H<(N#~ic$sfu;VnRN>Y?~IT
zeDp}q4qP(mgGYoS)puR!(hG{E_%2GlXf3*4RBA7m_r1?XvVz%_#lA}zA@F>%Bn`!<
zhRCw;@tI!CCd%h6;p0C}9@$gLcqeCavor-6rvV2M`s7Q46sYzX`PT%sU0u|EvZ$`Q
zaMruZ^J$ISa*<yn2TS!r<h#mot4glAXIPQAd7_6;G3L3$vn8-H4V+gI<O5hGsRf=#
zgy7&K!+;DBx$f2=l{}x4C7mWM*gE*Zb`8+Q$KIT{B<G65KX6D+P&1;es2sbk58wH_
zoc;E`-1F%M0(dKzYVSG1E_#i+U51Y#Y*oR1?BhUeExP5J0yXE?$xs!q@l!@FWL@F6
z)^<sNHTd6)A^;YJ=kyLEKRTe`*e5Qyl2^SGSMB%F-kxxv%y?Pb-s*}!AkM)*gi1;W
zVwhf+%CAnSTVisNb;DByfN=v~T)0DZvgfQbL8)y{5MtCF5n1pUaG61M0CwkJgX+!<
z3O0rDG(tvKFKO;XvMH|ZB@$m<PQAw)zdhg92!N#{6u%imCC+r2feYtckjXvl=Q3Q0
zW^dNYy~5=;PaQ3(1!`QENbt=si0A0;krkQi-bcW;01dCzAle4`f2g^AnPgF_wM5Fz
z$(E}PWMal<U|<rLar<i9{v)f4q!aVS19YhHTjrg46Jvdyg=9E2_`Ci7Qv*Pe@;M3P
zS6#E8O*RcBkEjpJ*Cx^3%0G_$#VHWq3QyCc_n)ie*ZmeT8>%b^bWehP5K*%LtE<rV
ztzr#&&90+>^WoycpB@T+2h;G2v(|^ZvdFXo#OT?~R3q_U&0{#iZtzE2?<S<S1==FF
zA<22(P18kyhnM6nz%$cAosfOJ_@~3)Wo(4<$5?9`)Q4Gj>0NI(z0UpX;yE`fOvQ*h
zA%3e|`!yl6`7ShUoCxovHKu=jh~C+OiFEolr^XYO;HcA+)@Ce$;XdU+<RPSvg8iLD
z?G%{GfB^_uTcAyyb~D=KY6mpZ55fm_#|vUMZ>Zq#k`cW`kmJKfv3sr_AkGvB!lG+O
z(|kG>S0MI^icKn=t(@+Kb{+nu4|+}xwD#{3L8A1<TbC^gF`7btZt79H(G4q6?%0K$
zJ~>aeyg|l-BT#zSnge+xh-ANxSGo-U+qO=ygg^mL9DpcB3pJRW3w3K4qoXU+lg>fq
zKe_o9AV|Imx|RxvT5B&7+`0jgu~9G+LTD-60ay{rPlER5X)P>9<FDu7oNpYbt<^mm
zvC4)7ApqR$kM!M+!qy+{mB{1)@k~}M((=+&*ghZ$cVk0sp=2o#dGl|}S72%TzI}^g
zZ~pv=BaXD(BwH}gr;2+_SpBwFksm}wV1A{agD6ly(1M=;T6|fWEbpbJk*;ugmaQoN
zJh8v~c3;_=hMcwthon{Ka@ZSMkUV5OSOHQPCSl8LwUXbYOdNItrU1Eq=T5+zu|$Jn
z)Vq>cD*yQf2Nup~5Iw;bX7b89_URSUH(vcEkt%q;%17pxkQz@g4gl!S+F|LLRF^{)
zs_w`{gjPe~W>Azwm)jE|d95v}&oF;^s;65>@knx{w`jZ1j~wXcaitw<jzMEZd^{BE
ztAA--Z3{5f>dc@EgF|fnD{IN6+g~$pYMcaae9ywV%#B1k6y&A<Hsq_%DCyUL0H{#t
z(a}+xFZPBV@g|t{2?*Y7#!$NcpAa_t+j@2}31pg@!Go)z>39s)G0@v~)-u68{+ZG&
zJ+(atfPOFCrPb;i9d>9FGsm{Iekcymd*UjSZ(Y9#2u_i@*?I2&7cf9)HbTR^(-Ccn
z&?UR1-~dy?r405KCt=_%ex(VM09Y89@*!EE+Rb3=ehekTLmNV|3~EO};XA|o?%M63
zVKXwRKW-ddvcpF#`9tWw7pITcHM3D=DexCU4?TuJv!$puFPSM9!zw)5J8hoZbP?oZ
zV^*R2ixh~4@T4pb#QRpn4^se!pL35|!LM4GtJaMW_^#&x64)`h2Xh!IE&SGDDppF_
zc3?uNE?gl{2+LP5zy)Rv3~6-u0RSDBK$Ku*dpoEv21xsT26Fo^J>9_sQeACEj^8MG
z^LWZmPSs{4Jf9!?Y`V5lze~5=xhL|~6VZsoS1mIa-1^GANC)?#Of&)j<%nm?T*^Yx
z77MW4i)TCT%iS4{=^OT(>&>`g#04pHt?Amr!wCXrDX@Mnp39_Cn(*A^=so6p;_^7|
zi#2d~xd-;K^SmUsqbm?rOa?haiPN?QNJx?RKK7fQ{~qY`U)|ZRsEaqcy2SJI)po&t
z5k%QDV5kRMIJq#i-G@Q=l5!aF256qFK*x%s^8l@}3^4E4QlMFWFd-w~G|I5vJ~QJc
z;%hRU?Zp+=_F{YCc69t#+<|mox!*S75pl)*IDRvpR2aaoioY!XNOXYRAAeX%v5fC2
znL5?rL0S42Ro^}+MKQ3It`LO;F|(<|rrJBNiQt`J1Sgkp>7LKjv83kyzbd2mOB1dH
z>rtS3&@sT29k2O3^4GBEK?5o}K64vTS!H)vlMb<UUF(gqK2-Ypm2fwjpEx8f*_!iG
z%XmZVaZww~wUDfhH-VcyzAsbP52c@_J@5V$I{LeSF2dzWX8h4HbEA=4O6o%EeOWrv
z`Gci-qmvsBtyPVGbLGw53S`eB9hCj>H*0|^GPa?@&!@Gs7m=^pwz~kXw2-KL-w~;r
z5aAMK(_2l?OHncSf953pH!$D;yN>D?KHe|F!50dy2lEX(w*VG^<~2eaqORYNH5{Jx
zS~Xj6<gDb^8Csp!@Cu96|3Cq)w*CVJ#0XYB|LzZXV+h*}*Dl6p8DmzY><+s7R@1LQ
zMw6}tk1cw4bxCi$fb<_CC%qCOA-6aOKP^ysmBn)c19bfMHx#@UBt=_8*`BJq3AAF3
z@4dAyBS%eH>c?S4Ia$9;ZN*xJ5v~CIF4Xe5&=3P^00F`WUZOcKQ2_bkH(jfq)dVRj
zwMmRRe#;<QF_M#e$MoVIiM>U{e*(f-fDGMu8D>~1X`mm9{`{H$_wO`71yVlMZt;hE
z<|1z&&ORE(Ezu*43G4t?%x@2b_BV_Hd4YqoIN`151{~GtJNjgR>9kp|c8+TTi32^p
z8V^M0>yMqi1#zc;CGJjWIn2Ult824;emnnnZWJd7^LVBpwyO$^h=6sCM=ejGI=MjN
z`{R^>t63w^HCg@kf2-80LiG`W@E^MC)AgWnUJ@ZP`?HZc6KaTGHiYZ$)Rytn4cq+B
zuQ{NSJgMP(EOjVAYS};IuXI+Xw6cMGdKb#=6I7{~Cu+0mqvEOr47|xrzqj!Pn2!Ln
zWxemPfDU=_FW@?e6~RQj9fz@j>R$?K0PG+IMyG%a1;tRV5leva$Vfkb{^T$KL8{Li
z3a@8CiStdFVe?BMZU>!B14gAQUl{#Uuq_*@Qt6Y(!3Qjv(0#{bpR=d@5|Yb6!7DAf
znV`>NyO8Y9q2D2e1&S+gfR|_HPy4e+<*T2&UGmt)?772PKnd827!gWQdM>=+zZ)8C
znF`z@@thSMT*VZ~OrY@^)uv&bVI`;Q-t@<w_1uI$9)5-F;WBX5R)JDrH)vOX1bQqI
zl9B~+`|Bt0h$v9h$!jp|>95y=X{M$U93ZoHpr7uu#Q2Qxh^4lW{(K!BU)mw}`Je}w
zD`>Sl>r0lIteayfgJ<QpUzJ*CIjj<WmVnyJ|4w4IM{C0P%$xDBV)QWsp9d`pCKJl+
z`Q>Q}T#7b4jpVLU(Guzb@73|Y#2*FfrNPbLiPd_zzbWgQ1A>GTdzKY=jOx(A%YSdD
z)q82EUE6rYI-gUXe1*Del(gC2U)8Tq78=#2oqk^;`pT#C8t{GXEk<;N9NBccw6eir
zql^V{!7q}VtFtS|F#!4LENju1#LD<v_pIf&&a1mWX6!Q<2T-8?A!^@Y8pO6`{|~vj
z$aoH9#`I*%adm=!Pf*EI9^Z~*N(Ui=&h-^Fq(_VWiCUYNDrhF4Ul0@M?P#<X>)Hp=
zzj@3H8rwv3&W9+LXKNWai3R@!c9!vU`)tFFHqHAqkT2g(?)@caGJIWV(m#1<9)Py5
zB!X7PTTdV1?==L*a*fH)|9{BN%&n`xogtnr6KriXrKE82t(mQ%C(TOo8d&G;-=8aJ
z^Cmdd*-|~BC=fkdK|j5U&6YBix*>iJMLqjpf&3vdIvxufKo9qJQ09e+E^`9B{jPU=
zAp2?%EH>Sy53q#g{mkX(={0%y`u`$7BiR2p`B_AX7!yHP)Xe%Y6>IMy8`A7z9l!Tf
zAtQoL$mR}RP-kh~tF6>1Y#(T)y~+e0IBL*RCFlE!7dI<ECP<Y!Sk)~bR}+Ht<?>k|
z&k*asau;o=X{17AaVO{<YFC$7^LlTO{t%Tei+}{PgzbOs-qPyMML2wV^)s!^>-7+|
zFd4{2MMC7ij-vqlBD5sLOrgZfRYYoP4v>pYAE)@*=(Il@_D?f=B2S+p%Q6%Bv|af^
zh%VrhUwmALP5!Hd=1V)J3ySJ$HGki=r=b@fn5ETwBKUsh_12M7fV(FxEfbWToS|D2
zIv<2%-RG&jQTW~ZB8a{RH2MlSEqVXbw5HQ4<RDHXsBK%_5n2A_0c`hj(KS?;Bv!)e
z9LDBJA+!pOo*0~qyHVdSHoXA^gDks_6ZcPC*k7wJNm*)z9uxHGH{tjPCMp?!p0hhE
znvOX+%w)QnrGsi`fUyk@&lsxe>5T_byInd^Av*?qvJwsETG`KDl#Qk@c^%|3evHl|
zo|_yurY!%%LV4wKKKDHj&eI!}N(r$8AC6q4YepPq5ujN!b82boMD$(41jFH{W8fOy
zX1t;-<C?0`nl=<W%Pj6rCa^gG=Q`L&rEzQ)`?P2jeHhM52c4>41LQKG&q&2iOD0pW
zJx$;(hb*`MvtR#9R_>4;JWw&lxXjJ}m$k$`&ifrR(e)w+|Hi~SS>Q?XZ(^cZyT;*H
z=m}4|7O~%$gn7yE9Q<T8KEyC-n$r^t`tjc5DL<W(t5$U(v2`)0N4Mfm=weIK1v1vf
z;QK-7#1bk-7eL3?+&qkH?HB=22MyV)^_!2M<v%|?duRCC!hl9d|M$y@8^IsSfAl1p
zhzXkPH8->Wj5GFj)v)!w%E^Nt=q8*qBZezUuLY6vUggl%hT8RY*4+0Y^WoX@kffg+
z3L<Q#o>w?IRm{I(k-NGOVHahQl^V<RQ4SlMlxvaBk;NQAKSJx7hEeZpC*GHImvqLL
z@7g95{|`@J85U*teNBUOcR5H)ccUU8DJ_k3cS$26-3UlacXtjdrF3@)NO$*p#^?8c
z=c6&#-1j+WpS{;!doAlGqPWB9jPH3GjHf=W4U_w(;fzEv`T&kXjoN=mfD`cB!`*o8
z4d&jszle(q5p`tpKL`t78j3qK2Eztyz{6?69!?-ngGqGZq~R#eRsvW8b<v2{5sl2}
zEv?QfLT_SL_sUw7`?!7@sFl8@;Qc^aG`0jf*){TDL`gEBQ5-ilwc<yG3)#7sowl>>
z@e-I*1|uG@0i#k@f|aNjY%Ckw{9y7o$2CA})iwKE?M9=9FO3nNQS19xZQrced);$@
zLX}G#5&;xy1Qe(>@(1=6mTH43d@ULU<MYD*Kpa@KR1pU#EB|}okYg>^PH)-@xO5~-
zL9I<&THmp_isu`)m{<OO5acO6AgFQRj=EUUGr6s}gnQ(MMFM>u{V+e>6sqS?_4-%h
z4%5|D-v1EML^`lH8Nl{>56owd9e01tDy=5{-td}LYT!^efQQDC1%y;~WO!nvTr$PR
zqgj}p`@Xzjh9OcV0FinEYDsWg_kG)mqz2QfTc1SPZPgc2#n79)*7x~qd{1Q}O8!I7
z%x68%{hS%_-`$!T(M4`+Q@~DG!I~CsR(dq8ze9ad%tYn$vEn(i9eBhJWMZ*z4u-Qh
zWj+{9-rVV5CNH1NW>GyNR?z&mY=XP*biU~x2t_YZnuSBU{qRRxk9*7w3c~A1t)KQh
z)yzMzC!l?tty8h~+rV>JZ#>5sbfRY|pVakRpW^VNtM13f#{Tg>>In+Om=DzN+?sDK
zg#Tt2$bbWu#0@M-Xfvkm)x=EFUZorx0P-LqD=?I1QvUtyH`dR>x%^b5M7|P;Io|_L
zb)A<R<YcmkExJcpVH+w(0Z67Wm4XV1D3xMf-VmXJdP5Lz!+b-eM<d_&V<0t+<3MP7
z{ZLT|4yP^rh_UI=_zr~x8m2CqrzeTU;lIR(5VSFBoG%eRE1>$w?aTu#sBKl!7_&E=
zNyLI5PKKCl9-r{M-u9Rs@=G^k6tIc$$kI${x>U3m90ydgZ@p!)_d^qF6yXIb2h40q
zfm<c`umViIFFpGg6q<F;hyQxQYUOYfJ|lYVb)tqfe$^fy=ybDY&pJjEs5~tp{uAO%
zAF2Iiet71^R8dbS=EybQ&jk^x(I658Dnl-VMh^xFU06%5&l>FVUrObflA8b_$dy0C
z_>HS#KHq_wqXcVtBiwf;=7dtx=e%71^C#X)_+HaHMJa3irTiRDj6fdtw&wqG?R3J<
zX8eu3-89Mbik^!SkH8};N*>5yxuek<Nzbw6InvvXC%qv>Xfyg5qv_^m6I<rs0(?KX
z1mkAJ5dg54saGqM;s{zPDT(YWB1V)VfgjpF<V1(hx->SuO5~RxXn*La7aIO;XbUvd
z^umTb_h)ne#*h!w=wm)xs4;hdz4g8~;BX~UbmHC{D^wiZT<rgbepiw7BJYh(pYPXz
z9{We`XA;0=(f-@+8Z6rppurIx$EQ<Bvyz6lrKpI6%~9q44+`je0=~&KY-H+R3v)IK
z`dL}XeZ5T;KVXA_&y%$gHC5CU;Hg6TQ$_mIWNw!T<Y{ddj>0g<N<3|N(Bn+9KE)ha
z@iXxr--H%VQc5^0>2{#lXO3riI3eCB$4|a5TV#b4mhzO0ZyPnH;s|7RI!pS)78$}K
z4SHAFav#MneNYoi%-U>66K=XKLeu-Bc%VuBJ?`@sfi+mLG_`QFqJ@joYg-fHyTi{P
z_Fsxo)vaM^h1LJPRnSys;%Gw%c*+A86G`p>5~~j}2*qzGWt_3&GcFD(Bz1bYXkf5J
z0RYU_d4DAyNe^;AL~~_`??Mz%H@APg{$tJ%5rDmXQex}7a!?ty|NA!Ji-QYgzYwJ%
zN;*ID)6rYHdmI!gbz91Up(0C8+@k@sGltiQy-7N)|Dwja6l{ORFyJ7t(Finn+#^t?
z4_80yO`=3C<Lt*SU(%qNpoNqoOYe6K6(#%sy;;=z^siG4YhXxSPj0IHYrt<uK<iB?
zm7Vp{7~n@q&NlVM0{lSr+(!;*A!hG(pL6p+DXi?CyNtFJ|L*y)U{1?2klOx_h`|Vk
zfmQsPz2Soj5tm-vxXXziZ939!^Y<oF4xc9g^^nN@3(#g_z=*?Bsb=2Z47=Ho7aVfE
zkz)%SI|qPDZP_dZY+0NkU|EQy`dPr~i`*|#13jWGlA@>1Maanph+}GJ`_Q-9r#4du
zL~&}r^(=Vt-4(|S({KbDE+66Z^8eR=SbqlI1xwLfd!Q1-iyS(CcoD^q`BE1LeUO#C
zo&mFGqWAySb$aL-XUqKnR$l)6HI8!>%~<jlZZ+Olk`Mn%6Bfw9Yqwr0rF<X*)tv#I
zRlETzXaVShfg_qz2V^Q;vQ}t9nSAwL@BkB34=XFvm^5l?ZYc_|bbW~)tsnN{M|fbB
zu3!GyA)5>d1<Cu8@#(pC@O%`G_wM+Bd>B2*2>D+?uPZk|f2H#oTza6-AS2}-4SW-W
zPvo2tsZ&sp5~mx@ejVT8Nv3BgJ3N~^Vs^X@_oG~B3+Tw&E^Nn-(?It0&UVU|?ER|5
zkt$&=>JNZYk?;Q&g;ieR%@5rO?40{T8!&zJW>1hN=#`dn^|kslfaAT?f0)X7Wi0~9
zxdR)xsOl;i1?3UD$^4mduO0%i*ps}|pwzvINjm5SbB}wkR=~;*45u<vvv5so2RVI-
z2O<LN?(pu|Sv`>N>0^FV<pN~LQ)*8URL2IABjSE<?qO=pbAc@I8bI<Y?@Jblx30fc
zQ#D}ETnY82?74L1n^kTH5#*R^WUu`O>xuW((va?_qu=H%h3p&o#=~PLH{?_-K-V5z
zH~tKIhSqmubTdvDpI^`aatCI(Y$xJ)aVGzMc|8@@L~HNN(iNGbH5N>DGq73mN)vDh
zNCHCsp#|D?MXLCj_BZ|;f8xg-kBsZ?V^q|hM4Bh=HaVdPK4#U!T1?%0bNf<2eTYlB
zQ5)uz`dUsZQ46*g`HMR}4{;<Nqara}p*f5Jx+H>ArZo8W@TJQ<4ZBNN69;A>M8%OU
z0h=2G`o58+zi4jKK`#SA58qB3cF59ywdv0)XAMW&N;n8~I^d}+fuN^O*d`B$GlaCj
z!@Y-Zze8dow^5m5iaMo;^rvEX_&3+WCIKwu*MQ*T1a1SFBA!$?yaI4<NKD}ZUVW7-
zy07N^uwdUNEglh!I1(;5ivnFth}xI;4$uIj6a5YPOE`NElQRb=!nldmr096F=@)!a
z7@Yg!{^MN4Sw-W3f8uFS90vV%J#_%WDN*iB-h^>G)qm80aMkgUKw`S6{R|0s!0j98
z=g%)h{B3~jN`}#tSb|*V-34}Y4kd3fArcLafSb4wAC>nHhq*`3W^V*VYW@ZxAY|BA
zeC6Ftvb!JJ*9?2$i5nl3L<eKr$9st5zF=>LZA=-QuT^99qJO-&<O?bO-{Xr!<t4}z
zbMsVY!oIbuJ*Rl6=d*i&6+k$b;#0Bl8n7g^38kcxV2fV#!4vV7Iowhph%}U(hbpwp
zNhZn-bPp(1e-TYuyCk!{v|!N4^9djm*;~q^Q^1Zp$8d@x0Q<Jjb?Ct%Y4Vx&bn`gC
z)y)*x0QbW7s1uVmQPU%%iO303)!A#HVl+t{79NT8nt&U9(fbCmUE+@s!R&h@*T-Pp
zP?tn<n*!}z)J;U@CsTV^;PoYN!!MCe<fvxa^8i<7IaE&~?X1u~C)ktg?VQ02M{_mc
za3Hzge?Mm2ZEX^9!RoAVfTw492igRQs8}pW5U8%978{>_i2mkDV`}A~m1E~a2zeYK
z7Ueyx6$A1zZhJ|@h{6eZ?XOy16D<FK{|mZ#qZZBe&lnshi8H-6W!tubazB}|Fy%-t
z#;N;|dK=Ui4FXfPBA?0B7Qf6_rNa#zUP?<_7d*i4DFhyhp9OBG>MeD(eU1RNGB$H)
z)>A6c1Ge!Q1w4#Kc%hx?9T}Mj0~GK-h5C};)kuK+PYauL{=O6R^<Z)I7itI~Ag9J~
zW=eD-hoaZQa)csMJ7F>_K|}Eo3cHd-$=s8NEp=9;%FBwNQGFZI3PbNZ@&em+3naXa
z48J8JJR+J$Zs^K#!15uAtCi%yYopNw=m>HEtAA;>F`+lsJCUv#`#apX`C=aMaa7iZ
z<D{fw&O+p)$INJFZUHnxEDa+THHISAdY_6z`d>PMHLlX6iQr79nQB0%wk6CP3i<S@
zs5Abl7vxU^dU!a8R)!>~6J3jnJHaN!kNl3S9fXwS6)n*4V+tXyW2GbePyLOr@1poB
zC^NX9#N)^57wa>?<==@;e)#&PX{{{CG^(Y^)ZmlVBaNg^_&+?ddj;@0C_4yEEH6t8
zFQV<h4BpXXYyle91((l5J76S3atNAZLi>ziNrybplWOsxn5PhjSE}52$o}Kx$LeSl
zUA=g(@5|2vWK6G}XQosN#|8Xw9mi39@w|xy>wo>*1CWNlGa5gxOY(hGY885neYE@b
zLYZIb79podsq1kA3P|n_7&y=d{0fMTdDp@v9j>0(8Uj_-(G%Jm$mJ6vw*CekST$0?
zHDXODlhGHr6Dd4^pzys?{Vxsv<xt&!YgZ<2jTw0XG}qWq7MUpkEN1+@9Sd_G2#_81
zpP0N}l7Tp5!k#0+gO<}2W#ypUfpG!uZw!)ZLbGAf*4|zJyGmtPliY1Blwh{`f-jP9
zQc15p3LsZ2oT+IFg%b7nq0Ppy^hpIT{Eb4_1y2vnmDkkpyC!~AoQ9IfE;bgjxz77b
z|BC}emXcB%#G~IMB4Zj--6)~RRYr&838dcm@)OSrQt$ecmlSx~(=t=+Bf`SCdhosX
zu*#TNvOl7ad1tK}ZW^SJl_ds>Z1_&4ZlwQCTx(AJDrRx$OI(U=Xj><QA9oFiXtGuh
z`s<+5JG~9Wa`}>u_mu}vVdkX4o{|gEa#F3I3@<J)RQ;8IV+qb&0J#H;qQQJufOob}
zyDB23LCzUa-!F=@75f_P?3VAkI6jLVSDrSx<9FH<{4}pQ&HZkHMg})4Y4}u1Y8r%?
zI4-m-&D!RlOO=5p{!Bu2+*-SaNWV%9XodL^KUcT%#5LnuefAv$C665PC*{hoN|o>L
z1%ZC9axM+|9)`_i{rJ|o(2UO7?lzvITUA_7u$i@J6B9~sK2a3E7KGauEDBjf+H$f-
zjOOj_W5Ai3+)(I%;-9Hh_{-JGU-h@4eYR(#7?G)y(W5&!cq-?A1#dAO?L)?RKw^SO
zpqS9mlRsI+p+i#Mo_@T#Za?SbqXVD$c*?}Wx<OSWC6x^7hrV|+!U&BVNPCMLPTKHC
z^ZJt7-^O_8TxfTuDn954*v}%OWqn(Z1aAc~*Mb|}iK}qNXKGdq&Qd~8z?=YtoZ8w;
z1%{JSch9-`BF^lf3O{$dsJ*?I5R}I8=tprMyv{vwi;)litxaEwX9IGNe>p{AFMKIA
z>eUlQzKMh3z{nD+K24UDB%F;2bqF^r{9yXX-0yzT)^Wq7Puo{=*@C+LvtV!06^!C+
ztspXr2(fikWKxde`F?bzA?~QY5j2j!5(o;d`03FN8h2Ob*~=y^$D_*uh|8>CP27a~
zp$(UAYt)wrY%SmqAl6dmx)$nNg5-`Rb7FbyfHJM+1<)5T8M)}2YhdJRN(Gi>_Fd`G
zcB11|%bdK)=z!JGA5v4|L~_##DN}KfjB-oAGDOk2oQ|3n!_f=Xbe1;#H6@0cNYX$3
zTJrstyxeeTD7i}F686`{CuDy$v<7>yx7-WuDerk|S%8GG)Lyr!-T+%%g|0UIt5-f0
zXP)8}7gxqQpBg@>$=N@lzCFjCAm_Phm6gH*TC#CmH4X3#_i#<>zH%k(h<<5L2+f$q
zc)0lr1>l?>w|eL{;iIX+#t2QV8Y=P(`oLbh6NKl2_f3oDdQ63OBR0MkB=m^dm5sW*
z+*M?4`s<6CSfjO3jF~i4WmJcu!_d1ZTSs{*Vc2G4)siq8iwXErFFK@%^3X;zVwspp
z_BH$@J{2n&;TCSO0BmxIH9|)P_SVX-amV(Vct(JxN()ySCm!Bcec#a*_uS4*@7u=i
zLH)b>HD!TblL&)NZ%B=8IEu8qynI}I{KvBA2OsHLO8D;s-gE5s98(1B(>PZbxx4!z
zm}bRQM!>aNHa$Cu5ADm@i9Ar^t%YuFD5gX|U?+Z^t#}84U?ik#d?H}}5QR@#UsLnF
zm7o>UH?QrzcWf4txA_dB`iv81MFbHQr5qX>0tQS_HD$5<`#G2!^b-OGT5<7Aix64d
zs1)JF9Nh>u2ZSfOP5iFD+F{U(7}vEW90b3NW@{<p9Ay!Q({dh`Ptk~bdK<g>ADlw~
ze9Ns(p}gfD(QxV{9UH@b+J&n}WqUk%CM!7iYu2;5d&ASy2~+OZB#JLJ1h}}8lWLSs
zl1liA!fXwJ?E}Kor%$!o-X2bsQ#{=4a=;AEUJMgaQAK$yeUL$~312C_N|e>B*qGEZ
zoLu^AoxGXpU19LJ3>-2^fzLo-ZY~{AzHq$VZ<K%Z$k8EKZd~g?O06#!e*5Iki6hoK
zFhW*~(XX<?SMy-zc@t<(>^_J@hAL>O#}>K=c}l+^Qz|5amd&)n=`-x~ppvi%f$EIg
zlDwULe=%10y7kZg6aBiiToUKw8;M?ujpook*BRc81mB12&3Dbt^!6Rs<}f3mqtnwM
zISn5E`3ilJI)`OyFvi&pOlIC4Zi1oq%riYVU~eU{ea%5aMy6fZJ8H?BBKm<_v+Nx_
z4i3(O^KZ7kzCI{0R)$%>+s@V?18Izs)4RTxVdg@Oj|e^jdf4tnW(b|b2nPm;@8(&=
zM7a4Gr{M~xcYAV|kSG@t)A8{5xNsOnT<upsn~<#6{nS4u+uG8q|1qZbX&5fYKfW?+
z{)y>N#3ikc&!FgAOVU-3Znvl*r;mDYUi+>KxzXb%J`e)RlY5Hs<YJ1En3i>5)2vP9
z1&(I<-Mm5n9KM(hiF(j^`RY|ZRTdV^56yLdj!4Y=B9Yy0t}f0xb*T^7YjfF5J?EVO
z28XoBuSHz90)R=R{G-DvSSlzm&Ef>Q6jqx>QHlwf2;63atq6@iaCi4bqT-!6Ge_Kx
z<MVREk&$6VwT+q%9+vZgk||3SERY&f-;Zssfuo-k26nVEJ{U3RNW*nx1lGM<tQf_s
zWEKMeTS+b(<9PN|-`Bhx0$)$o7-{_<$@W-XaTv{l>FIP)hIhM6FLj%q<_QVl<7($H
zDCSFiIC<uEdEmR4T}0cFnVGqiz3Fu^YjF(RZB2l`%h9DndimA#>8OmeT_<ojSEe8&
zf=%$w+qWu~eA5B8(Wa{qbGXIA-5&1_Bx5bu{l-5p0q2~szRRM!V$QDzsZsYm2gmfy
zz(mJ3FGY@KfFD7@D|tA#=6G-e<)DCgjdL6<H`z4!a^J4(c%u%D*Cn3kQ0^C>r=<$-
ziQJXIr#^f>E2D|2DPnqhdVw~5RaJaFeMN!AU0??_X8%@2OFeJIP-%~p2<U(0L-+dD
z!}N3gTIK}bU8BW1>GYGuRpTzBibzaG-HIbzxvD!$OXX!}+KIi_KmW^JnTOEJvD0#&
z8dc!|H|2hE{+)Maq7xRHLwB<4UPhHOj;B70GBA|Kk@0c1XlkIooE?COp3lEOwb7K7
z>LDWCUudpPgk)u9`47$m0h(3N@7)4!REbp|PR&KZbg<`97wR#fluWSZ!-l@cI^Vy4
zugZDl42rL@PA~+^1&!?g1G`-xF=w>$y%LGwejgzGLjRIU#{8x&RQHrHyZ9z=zMY8k
z$SRWng7MebA;=#7VD9+fCuRy2qcW{&r2PN`;88P}dAwvm|GhqRlw;!4dC_7U(!*br
zi$hH@^+LqJ{|=wnR@t^@lM#Y}8My=|tosHA5<f<pnVD(r{}Hzsq9i0DdJjxZ-hTfc
zjKSsq;Nt`MP=FrA4!qu<?jJp8D)JT3s$SDTLu>Ma-`rW-9O_5T3fmbdrQ$qbT@<`W
zIvOT$c8q+Uz*HRDq#;0DZ?Rut*zhUzIctW&1R0<Fs@L{e&avLoYkCX7Z9P}WrI{I}
zz;2jQZ1H;(s0$*bEx$NuNtj8qEb!+D+bT(|I~@i?-!aSnk5s^1t-C_Ml@s{3?PLFj
zS?xaFoyH`776-hHVj&eZ{ERJ$s};mZYB6$P#VPIX&JX(G|BM5zQ=WZn$oZ;jr;e(U
zk)B?0bG}1fIz2DsUBB3%l@J?C%a?>tbvUSKZ(lK{#%V9E;)tGwRT#9~zed-Y1Fhwe
z`(D65r*@J~idve3DF`6BLYLNT77nSe?L4+)(N+@MEH+|jAC^=C$Q}$h&F`)`#YGt<
zEoc_y#g3&p&Q(FbNaL@Y_=0fmR~xvp(_zFf<b(%00e`4n$Tyn@(EP<CafZX3R<A96
zQh&*n#VC$O-_|*I9Nf<J2s66K)P3(y)XV#u{N}ug#(*-a+atJZKEFgAgKzsf`-W@t
z^qXesd%HzXnpECxR+D2I?OJmz*d3zR=83oLcU$gy2gHD`fYWteMiLMRqJiBe?=(nm
zEg|ED%DoB7;$grxli88k-3{2n69M<z5a6H3TL^*}?{<2qeO}S<IFrMunuz-nKMsHL
zyPPgtjYO!~DaO%Vu|)c%4^m;Gm}8$HdMk!^HcPTZY;m3Hx9sIpXEl6Cji-KU>-Qm@
z2j91P6)$W{$ddG{RlhxRt#RLS^l2uf1!()4JER_W8`+tRNd>>v|Lq#c2Z(WGblbdj
zQD-#o+XtRM@5OlhnfrYql^8$nL_``H6&2OzxSPZi*i}}$?P{irc@vXINux_)1AQkp
zow@)nE8x(1&~a;TC9n-V#Bqs;+<x3PH8sgThR4Hcsl8+BWG<EuDxR5{**$o6eqrCD
z^IUN-{m}u1%M9=69Ikl#)0YBF>RlQ{>MP}n)+t#}CBnA`n9oz6q|ZAorfF+fuQZ=x
z8QnNHQ?v02J@}B)$V)Kdm8ZQ|HcoQA_moEd>~_lEc{+M2ZnW&fOlzHyjC6QMAUQ(&
zLn4N(<}3@x<fn_Vo~JnZ@PnoPFRvK>OiP*>y=oWkzIh4`5}o%4hP`=C1J^!xp0tR=
z%aq1Po7@6-WL)fjJ;lo?oEnR=Ri9(b^r9v(D)#{I$tYlqsVSEs(2#9ek4?4yae$e*
z#qMF6fRvQ!-Wv!#l=`*bG|A2~T61do8;#+NMU%a;$FKVHLh{EVx4GGVtpLyf51TLd
zuBZkLb%yVdoye9(q&b}Fs9Atp_2unEMBC=rpH1_$d(ifTG)_c!&L)Mr^;(l4(n7}b
z-x*CLhI-}R)W2}Z(`~dL>+FrDdiCLhMu?>t@bVk$1T*}6TcZ6R>#5){GfFA49!O@6
z<3ON)^{W$!Qb)D%mQoLsFz;9t7w@Lwbgbf~t17?TuZ@FF^F@%vFH6R?$%Dppq_V0x
zo|3`X`2y*Cq(Bvwp~J!B_gh<x76ItWkA6rN+yhmZSa{3{axf3}>FwnBE%eH|U%%w+
z#`8hk)>$kBVo+#Lo^%13hANOmL{bP;^h_sn7_#4sm=B~#r*LVP`Nbgi-v+4JY#b*E
z1O`w`ju_=zNMpGjkx061ggl?7x2HM9;5=fkkcbQ3C0~JO6tN-vQmmr+?S+D>dz5~j
zdG4BGKrPPO6zn4Tz}!y6cAB?dno?4(M7uGC)|C;GrZ$yxb}y}MmE8HSti7J~_;nB<
z=M(jDltW)d<W&Dz^>eJVS#ULg)C53_idb0?G9fdbe3MwoKc~}xmPcl0G&sXpJmv#M
zDwk@m$^Jn7stV|b0J~Zf;5W~A(CDx%zAX;ewm*SLg|*Lq7-MEE`J1qc3qWZMuB@zd
zy#r>hKSA`20&E%+Kr>Z5d8EVmrV78-iO@lYw4R<op?t?h;b}y%VxDfsQj|1wP`0d^
zvDgI$j=F}VgEQ?!kC%&Gt@zv-O;at5CO~Dvk34f;EJ{p+ecqBaxCPcoG-`>|Jz~dZ
zbM50LgIo8Hhz*6|rU{?6t7#P<!DihAfiMOL4@M-o0%Nqq*i$*^85vE0Arvs~WCRyY
z5Ve>W?^g3qr9oh(WYr5UqOs1K!33$5^CVsSxYVa&Cw+7<2IdGbBr9HxM@tG%yc`%%
z@bvVQZ50K<+*&lmvcmOb{Y_$GqTcZxu&~9MD$}Oh=f}dv?g8|-*tobrK-s~Gj*fm;
zXNhNPo7#3s^i`zS9J=2Lw;Yq`@jFzXr*j!=;0Cp-LBq>kon!}n<t1-y6S81ur=N`$
zgGUJ?1b_Q%5^O(<vo|jK_;E^xRHW^$m`$FzmfEe6VA{l*d^Xr@#$QwGz*MTJbCm6V
zP(Rhg{juT7zL(7E&SC)h%yK`hxP8M90_wq3UTy)GzXQ8|_b`$Z(B)vvUjPeqkLAUV
zH$x~Q#!=|6upoVOauQE2xj$Qr3Uj~(*Ir(Q7KGjpJlfUr;{)S9dO5}yxnS6}2w20t
zAh`?xS{^bbD#A{Gq}nd#Y|yZ<>_#4Awo-LmQSJS3-kqn2DlH+}`Vf(xGms3<n9(CV
zNeleM2K~A(X=VR|dRR$|CM@)M+5`6JkA5Lluk46+GC#@PaXhp=#Ao|ceD4A38roN6
z8!aDHz!EkwJxQ&v+wy}{OhlM8WO&o)QM-AwuhhR6QkI{lp7S|$AVg!M{$!5mnftqN
zrK3{Ka#b%D=}MQ)p|Q^D>S|5_<B;-|eY?-weo=~d?;g)N9p6>HkC}NxK38>uCCZ4R
znU0t~%Ygc-duU{@_Oq|gXlw+ZbQ<P=7iF}LTG-L_G+kxhOY%og4`s~lb(_r1SG-xe
z*Hu1?OIV)V*i}5yb8bDKBxrg<Hh(r9`S50<5>rDvtDRZeX9BOMuGpo$mDo4FtRyLW
z(B@{VlQ*6@{@i)o#R0X#JK={&QW6(&nhXk|1G7Z^?N-<Ak5nS=Ok!A&aeC|Jg_EZ%
zBn2WD)0DJ4FZ#9PS}0}b5N$tTT-ggA8R)Jwwgzm`R8kXa%p%yKz};sdsk<%A(jQQ8
z1=%P`;oE#6@<QEi8IKUoH7`9CgjST8`&dys`sBkPm>d@R4QpEwdQ`{A>W;0Ay9LUl
z*+j>p61fP2KIWda-`FqI+Bd$0DrBmlNE6`Wzg2m9Xi1ynRpS!x5vJKG^!zt!(jsyq
zk<*(r=gkT<=|f$(=Nag2^Tb#036GXrofqGZ((XEocS%nCfYxn5T{hQms(u)vv?!O(
zyM!ns>ZQ61km8Z~XN+36;=4M?4MxvU&6&m9Q`WwPp($~h8OLNy>{{~E8T(~6cXr&G
zzH=W|w^h34j;9i~uZ-o}a$F#gA6zAWRA*;rJ=dZH907F?s4hxvZ{vOyuXKktact;^
zz0`SLb@S$$RD^{;I;Sjk`&j7BbZ2{l04^`7r2wI&0FtAP)A@XqpB8paW@)$m&D4Eh
z+EV%QU05HuoO%ofUfHV%Eo2PTaT!WY+WS1UB8hb(KRU=hD+5@6rk}vgiwqwl2NOGd
zo0FAn+MmzNY&IW9d(^h5w*uj*d=fLs@xH1W@iH-Or5ds_F~tf)BjO8lY;J)$*<zv^
z9k=1PMtEOpcz1vHnAeM=&?U+B=lK@q;@ii@mxU9&R<#T8*VZC0O10<vqh3hisw2I+
zZwa-x6Y!(fl>sS%(V~m<y{O{#<oIT{k_sMSy_@CCV?^kHl8gk2r_lV<+A4*)k&aCT
z25C3`4kakcDC8wOBc1R#23IE>-R8fVErMZeSRhlD=PR$5ucoHvm65Z+!o@Xq`tRrQ
z577_HV?pok{SimL|4`Z9#)~UPk{-@%cQ?V))zz)Do<s-Ur}4r+Yi&g0;IaIPnsCc^
z$6EiAWq<H!4icNB6B9Q$pyWXKX3>afhCJOF<4|NTV`*gAJn+IdbY&~$8X8NIFK}&E
z*a$5t!)+L%mP~taR#Yh%CKz>Fnh0}+`bXzk?nb8C8L6AT4qXnj$%^X@Nk;f#fKoQ-
z8uA=3?ulSZdaj-EGiyTuHv;HqXOFt><Z%e+>Ti9f@)6qBB1#;N=q?AGv%rif6;0-6
z5EG0@Yu@SE*RQ3bWZLl3&*+W@;j%fY-X<e-4#H7i;W*m%e5q9Q^7*4F#Akpc<&se8
z?`=UtTVyR$B%9!2V?V=3+%+7i{FK8rY1W<kSx%39VI_8Cs#}K2x8J5l_j=b3nOF0`
zryG}BdRrT?1)ksY-Wb@4D%R9`ZxSDPn&^>c8u&?()5r~VrIp64)mM8dI)wG*k!nP#
z0K^X>C~)j;v??exDY8jf_2=oz5PiM;M#D2AGw8Li*Y<J9Pt8%A<)t}l%SEkZ>cjc3
zHgZzZZ}v#b-FH;s$4=!}*Q{}B*Vma*U&gRa{}()ExhSFwQ%%Y5HyAE0gST8}uiQG@
zwEt`_ZsLx%koCAb6rW9m7EuGVu;$r|pmpB8K@GPlrE+9|bYXfTRGpn&MXG58j<7*z
zsU$zFo*&X#Plrhs&5*Ht%z+GMg!c8-A3MKv@j%U6Pm*0*4Ex$tKF^oh@l~FnU<Yb>
zheCUauref2Atj~A#?=n@WINa#kCe!uy__dnf1tY><HOihvqUtcu9-sk3YcQ?LAVQ`
zTQEAY>m!&tBDZCiQqO-RaIU3|Q)LRJwUWfiE)TwMBQoDnUF+`rKvLoFP0|UDb49_u
zadhbO)}gH|E|NMo=|N%6Idj^TQJtZ9+*$mPB)FhVO;~zFoFPrKcNngjd0y7+@Ql*7
z{CKiXcHv~(ef^7ic9UKdD#>e;4Z8bP<KcS?se(Kee`8b}>gVlnl^pdtb|crgaa(#7
z2t7dRUj(i1P5d$wdnc-=QR}MBd-8;ERoV}g>|){@edptAc9a2A_pXWwQi%B|cj9#5
zsf2S|pq8Jn9|s9qr3E^l#^A6cp@{Z7GfGLJqe#o7UfGXYLz-@nsTQ3Mhf(vYXYg+K
zXk?DA6OT~3UxfBWBIJTxY=r{|g_pPTUt6q%s06eq*vmcrn9K9XpB3E>5fc|vnihLl
zP|9xGy16_)R3$>ALaz%)u%$}1Zjh1+pCA)U)Bc1Z)NQ%_zGp+SMH#W7Ex)wV*FCN6
zGz);TpSGlEG7`(FV$jY7(!S6Df|1axxzz}^Cu5%HafDJR{6EC*0n`N+=reRnS>k>o
z1xHy5Ym^&-^q&1__;KB7jNNG52HIDm&sR`HtA9WZ&OG>0h6imviWP%41--3TypsxH
zp@eiFvva13(84tf$Cbk|IhT3<Od(iGAPC-9ibh|<IDa_|b=Oj<brvsh-70?Qw0xbs
zk>JWnn8@(6@G0Q+vl)EiYO@jDH<c-;92IIE*v%38Tzh>{a?D_*ukyrm+Cs8)sbIXm
zu?<OfDOWy5S<LHxeqIp4?q;{8_ZEpqEHm`E`?RH-k*n6r&mT~wgG0$$pj%-Yk}65*
zV!&Q6%D&xz{Qd}6qV_jSy{7j2hm6&x^KmNKLDm<+1^BR7vhzp*=Ro3}UnnCb0Q8~a
z=m|LF?C;TJ#SrqSl4I`AtMrt|OQ|BGuZpw>)Y7OsF^ZTv9(+?hO6Tx|k<cO$Y_I-&
z3M~T2?eoRtvPCW(ZEY)e2X&h*L3GCpWc2ZMd~O*(#2jjM*mgCqY*L7#I^H%P2WX!Z
z+*yPbUej9IqN>rEssZzZ!}g2kZH<kDg7lEJd|9Kqq9Qclj@kv>q~o%(INC`&(><NU
zJr4Bf3uH{S_tFFB{oy;P5E3^K^FKfxcmiiB;B@JVgp&Q=D8*DB&>F^qH`Q8SCKp2k
zDU=iT7J#jmf^-%wpmZfJ;9Ff<>N;4Yu&GG2-Vz#Z`sfS$9-^l3NlH!hHDoEtylIwh
zIk0vJVruV{_{&h^#?$60k7l4t?;tq)B{nREKmF%;?#D0SA|wN%?-Nw_AeRhjYZKkC
z{_Vl69s`WhtRYKO0o7TEox_Q}$<YX<S>TwBo)u=dk;=~Lf1&O~ZgSnbX>4>un8O^&
z@AdXrr_hJwP#ihc%YbVxy+u8Hk<WT6Q03_zyS@=G8*vjUVqN6FcSt-Q<@c76W@fg?
zXvqBBE(me6CZ9p!qvbC`ycq@SF)68@;x~x7K)3N{`{fdbhldBu?{lnT6iCCZr8#uG
zc=-|mAj41hA-?NzGPq>@BqdUcC8vV4*YAynlTWTjAhcDDddcNnVN`37EA0$wj*mG+
z^wZ5jL?bz^>|z}n90k1uc$2S|-IwM-rNtv$?~#4&k48G9WzYYv-3I0}m?ND#rEct^
zmpWTGx=TROwv;hL<iz|zR+b|%`rcvo>D}oT9Fmt1vzQn}RhaVzc*@FkGD%6+f$Fyj
zjA!LTw|p-b8GY}g1eTyY!=gbBo%h5*5zt>vDJt|6UL_()PT+d`iC3t8?qDlo#e?L)
zu%k#jk)~O2KyApvPgx{IeV^S9_v>P3+B#t|g9)Ej>PEQ5=(lmy!=K5dq)@D&XX6#M
zNop4AxS$=0m@D%LC*4k;oCw-AK@o3$Nt?g_>bfXx7TlGwbKKE|)I2l4vb!BedfTl8
z3f4F+)xZ#9nYEaZo9|syI<Wj9K5!IhL({Ra$f1WDL`6kmi39NL4!Cf8ZhX-?>ZS4L
z-8c)CoiIxK?`~!y0C%%QGzyCxyrR(FnU*XPUt<U2CuKx?FOn*^ri+^|MEwp@`TE~<
z*9m)et6hr024+E(YM+Ch^*(6MoYxz%tDil-$2}T*)cfm))=RsT!o=@xBlVPZCnlrs
z<sU>qS1l@4nnOI&#iOo1MdM&)GrW<}wacWFI=-ix<n(A~x!TjhSS!C!T1pN@8Ur02
zm$XQJyrwa^^;HClLPf<1h7+iXmfF2dfK#uc5Fe!E?-G8>l~|Qyx+r_X`149RHEgLz
zB!KvjC-0{6S@Ak&sM>kmQ495Xv1zhozxLFib!8f<K{ZmN!vqc?D1Q%3BZk-(9QR&k
z@@FjVA?CU(NhZI62GXn_cLjs~7aku%TyQoGY5gbOo8M9UOZcb>&ULe7od?R&QoH6&
z?J}(Yek!u`{r!F1moNEL0uD=hH<w^0md`poe4dbmL||hgR5oiSe^!)IR_I-;n@}U-
z)$QXt@8!<fRZisYa<ACiWa?#i+VM3Iu}gSLFe1(W9QfG{K8l9A-t2&VY?I-KezaW#
zOMnODUV6a~nfCGV2d@&(`D_KJy>h(ri6*2a`upIfaPzjt1;YdOdo)t(==B^Ot0we{
zb(TAP^OfV5ybr~;4c|{!=+6LgY%nP_0kUC;?{%{M0@j1Gj6b5LI40%&{SFXk*2*4d
zgAUTb#q_|%(7@Z@s@vcEO#KG#HQeH;$%|*^a#7p^nME1<)2{`@uOeW*L~i-rbN7hP
z^{%flVoC<MF-$CSzmurZt!zKH`0+*4@@OQ7be%Yv72Ign;m{)Kyz!mpjU-*izXN1@
z^Nq^nI28Pt07~ixZJ^N_GkL4&t=Olp@@~Zdnh*t6xP|(dK_#zW;FD|&&eju5FXAR|
zs-rzJqhI*h)4l;(B2$?35N-sqc~3bku1|OI=#-sIhtzyFIaMVyd^-C_m6E{=l%GOF
zF>|HKeM386bCjZ?4|mqKo^8s={$lx_&`I^V2VXoguSY8u#nzj~p4H;}{pA}d$6A0L
zO<(VuYiJRgyEu?-7xa9q)SJO&f-+U1k6~zNXeTxb%s)+jhJtZl`2_pT_4Q|Ng<0ah
zUM3(GRBY}I-IT{fA>w`zaJ+rF@>R;{LfWVgLvmL<mRtl7bw}NX_NRWm5+QbzW_vl^
zA5gEiOC7uoEp~%-Bl>LfHj-D~)}#yD7oWf85XcU~$t0~{ov%6mN$*q3rZOrN7skqw
z^n2Eq5Z%@f(Y;^9$a_0mZ_fTy^!lo#H{b+6-@<w}a1@~Fs{s9d5koD8OHBM3=!KGh
z`}WNeoSdi?7<3w&oE(Bd!cI#^hX^1f9}}gBQ2TW+tmKN`P7Kb!1hi-T&}y>juc3WN
zXOr@UB;cohyrQ6g(A0={4+y$(-)x2BK9|USu-sk^js0uBG*g-M7t<={X@*bT+T~-^
z4}1CRR{763;q0kMKkt0@6^3`D`y&{BH8PqZ<bu)HZr}>PvbGkq)*G`HOkyAjOy~0n
zZ)p7QRCc5d759K&c1l@!IfaXylsbhwyP~%QXitU%owZ@}Z)G{=%+G4`vy`%`p7e=T
zuG@m6(X+9*RbJxK$CfT<794Z9#f}_-9QWpNYm8Ly*IKlANpAh{FRWObR}1!wE_%lK
z2)O|M{s~6zS@w~Lm`_2=m64K)s@m)~F&G%u-BFb=`$f2IV_o0ERrpfMZM4AfeyUW_
zzk&xZE-VbqmVqw>H~iOxptC{pgXNUYC2FdM8JC82z$^L0Ot8BBtk27#(VqI+NpT9f
zm0dsju?-bt0y66FJOpyHF=L*Gy=b0$DW3T32d`Yku1!)<gtm+NcEy=7$rex*uJ$}O
zW^RAj%<}I6JtP%P&CfvAf3;!W{uK~_KLWPt?;juT6}jjkEtyAT0VUCVFS_^7J(fWM
z|HiSZUfR@%=eK;JR&l^ltLs`2#_P?u^Z@!bJprl1v^jN?&`h?4u5x~%scQ?0=gQ=~
zuuU&`qic)xPT@mg18pibO=7=Mm?=mn8CCxtw(PRsfl28xrLh?C8#EyP4Kp49i1cS5
z$c}`Hx;7}VY`as8r^2Ttk$pSSQZ94F3w>>027-Knp2fsVa?U4z95OT}f3K!LTN&{G
zx3%-ir{(`~UFJ(N;?&0z4azyWAd(^v07felO8st@(_@q9(~wkrNh~|MtePWozZN4A
z4fBrw8Ajl_ou9n2u@MXug;xQv1~hS`cyIKD2CMjg?%R7M+ek~9=G-()BTJjaJHJ)6
ze@Y*{paVxGz0<Rx_(DqEfyf$*zc=5im+s|#bLuqhPDKY7J7(8IOON{SbBT|i&b;`$
z=zps$OZT6*XCZTj$2dqa-kk4F%O?*gV7ys|aJx4|L(euO*UM}QCnMJW?2bReft241
zP*+W%b>fU7&F}@XfssPVc0x9#hA0dNG}%n@Fkt0t8AycU)SeYyg_EZSoe5Wsf1%tj
zgYg8K=H_MBK8~S_)-jR4HY3twZ{g>c<IjRxIyrGAvFnHH+BYKu;5X4d`TzvVIj);N
zx)`J3OffmdsL->ZT$8_u%9N;|hhA%!J}_Nkpnm);YqH&RB@6^~r5F_RgfGTQ5iPjf
zq>-ylCYnnKBU>;9YZSJDJ>OR!fgADtwiQ*Pqg)%C-TlZ*Mvw7mWqlTC1Z(uSnwt3E
z(psB^rOLXDwuwH9iZ^L;ca9D-Rq$W~eg`tj!Qa2X+)fD!LhOm5i2*tAT0xrq$0#iS
zKzuSH6%p4JwLXjtdaU;L_AlTt;PJf#f*XwEpe^iP6Uo=m@Wm$T;7%%8Y5Dd=+-A|)
zKxnAK=Q9IC4o=~Zi(5AP1)Tn(oSbOOw(^NRtk?#UuxpmJ#LXm~h1;z65hcgJ;`V-q
z>AEHL83Gv<6&v!a*Qj2jUkvWX2>JL>uqm1Nj8l27@D~;qQjJ+)GlZ^0Fj9~gm3S6w
z{+afGJ<UICS5X98FBBdD@+Ff999LWss)U;GIujJ>-M`x^8IGJnsJBCX8+w1sg`?To
z7DwB^gai%~e$5M4HM*CFb~x;M`18wYvVSpfO~S##dJUVd1#Q&4f&w|J&1J7$HdxOJ
zRv(C6F8s&_Ub=X3-$5h3Yw!j3rxLy|Glu7X2OysHh&q?!Q6@Xp6hWbVAMFG)OWK#%
zpj3YLdlGL+_@`KW#OWyk3uvrKp}Z@-o2!rIInPxygdpJynvX<{`P+#pvZD$!a~ukK
zRtnM#(7pZh=a02(R!me>x680t2xyP<{Z)g>o~cm1D=ot%%G*`qC>;O6oyJLZi^ybl
zsR_xMGbZ=_aor*$+of`R`K~EeEwVS6Dqg(o83s`+!j(C0th21gKqbb}iu+37;|$X*
zAwn*2DCtV&vvFMgj_h+bDg!z&mIH+_Hhm7t6j^zL$mmCK=$|&iUufiK{6Y^{^Jf+V
zf141SstfsIRLl>VFdV&3sabkq;CaEYs06hu96O%<I}Sn*=)obB`Qcyr62DC?6j@p`
z02ijvcyLraR)GqJ44Xk)6Bo@t=XA^>2X9a(%|v|YV`d2oNysoOtIi-8G2?bz@zy6O
zINFvQ4iD|yvJ?Df(?Ynl{VCdyJ$$HlVo`t=jce1nid~aknbUvVs(5N^MX3W6wy7`8
zKT_f<isguyZ=x?;Fyr#C{+h2<sc||4I$+>4KH4>nyu=PN_8R<|1j`q0(j3Z#%1an|
zS?bRG;GBJx<{)QNyAM0}c5v3JJ9Zv>5F=(j->h{TEbmhYQx%7}8AveAwWX!=``2eP
zks*O$4DiYG<(VqXu%F(tmoMd+%Mn>wel0-U3V8NgsVDNkZ0^d91iXGYx>R**jnl0f
zv4+?>hyThqSI8%__7h0WJux<#T!Wr?2h{j19vfUDUfRd1Z5EHh6jZ@S$Jd(Is0K)q
zzWk}Mc>bdkfoKm+LCTfwF+)zKS;roGebqFAx;)LP8uM9RGsO~R;cb=Dgp==D7J;6j
zOM(+Qz`1ena}QFAK8OSO<L@Org*Uy01s;H{VC!7UZzP<d8BlkJ|63=6Jpqma_1a4X
z#nHMP25@tS@!kN}#j0xa(5_epX%r*tLrEZKo9S}3yMi1fj>^2%cL;3^3Y714?bZ2&
zh+~T=9HZuJP8{4>54KXMY-xQmfliaiR{pr|Ood9XxpT;kwL&2yq@~2U9!2-hSlwFO
zH$S~%&^jsqwne^DK_&6HsgkZRDc{I2u8{F~tFkgYE2$lL;CUDl;QfFsI?o~`67kPz
z8xK#vc4#Y83Iik3VCfUHA3?0Q0W3I^<@;LH#A>NN)o-j-c`u1d1Fps-7+Tdmfz~84
zC%5*;nU7kBkZsa~o*>Z={T*l7U(`zM11MEQz~~{Tn*ltmNWjAz<s08-s~NIPdyuT%
zStS1g?dnEX2AN#b_||RX<>%V=sGL(Si*nJ7qyCJ=_h$4l1U%@+11EGvglxP0uAy@q
z5I1o)O^-6OXGc(X!1IXbskQv?n^mxU&k%Aqxg#9KTl;D>W!p|8o8$$=o6rCg53rx&
zRPf-1?x9SrqXHcu^E%#&y_h?mGbz6E>;1~$X>MIr12Nj5H0nl_{P69-bAoc^z)iAt
zO3xG-(AHs_g|F_&QHp|t@i!p1xu&7N)BZi}k`Tb73k%(Gqk@_7Apppl8;<`Re8nP0
zA8|Bu6iqtvLhIn~e!bI-KfnB_&?r`3H$2AYUo<tEE=O<&dgu#h#6~8)^y;MlZFN`V
zd*NJSGEz4iY**4^irOaxcyUP&_M->oqAR;4Hghsjy*g&W*B+m9KWHRK)feEq5ckrG
zbte9{kHlt!C&q*yQ{IY3K0~5jz(!gwTOW|c`QP{c0AH)!tI+vGZNWNw1Of4<l$2H%
zuh)jB@cb%(Z>s8(Fro`KlK+h6a}~X<U5^-LVnxyvMY=o3eOsXwU38cWU9^FZk)*ef
zNrq|cflmbplNgZ&f4{6Kd^S*gF8|a$vgN9OdeRIUX9mk&WSt<v;upr5?xNgvJD1P+
zzJ@~0Q@m}8+}jwrFlg)ryLpT-$CTifvEi{fMyXtEQ53XMB7G1+)6v=8mFRyvg~&&5
zf3$yCLu4t#GO(4t+%Dii&8A>n_s@_v1R_RpKDIUQC6b#FgE1`w@A106$8J%_ve(cK
z4ByVEXJX`sPNQ;RY-C&ZyjeWfY!5{BfXlG|)6Av%zi-EC9glGJiXg0*24ozxR@`z}
zavaGXwIt_in8Uz0bq{ELBVAe~DSjuHKLnGl0?DZ5SlMDlh92+H-aZwePdM|YOsOY#
z#CZ#TGE5m1wz;u(0i~<&le7u=z3p@G<+r;%ToSA>!r<!-;$)K;1C&6t$av@UeY+zV
z`*B`dehn02Fyb=kcV#9OI5QJpxjPOzi$rHaCzb>8D!JU2kp35~v?g22NlF9|%!rd#
z)pa_|DiQ%@%*6kf$SctB8JSA3Dk{2(9r!(~RO0sLm-XT9M-N7~$!O)gbr_R^Fe9Nm
zZ%F15={YI7Y339a&K_OikOyV)`d$(C|HUh3kDAx-Fg*4>wc3IU#zU4+X0*y*X~W~T
zzJ#Sh%$d>>yfY+IECr(!LAtFC(8c>X%id0ztlpaYH{nD5Wncax`Y)lDd0`eYjZz&x
zB5|J5K-=@<YjcHR{ZjC;{-Wei?IvwU6<CpA!~Y%#s&bkUk>7c6>x-C^w>y3Cb47#b
z?z$fh>61m6kT?@%BxuWtu@nx`-0OP`^kbwvpmN?3H3Jhu*rY4?z9LPml#9&%PjmP{
zX*E;H-;XAixDd9Asp&;*sfIdF^*yRIV38^lna=pXN;?l9buw@dfIoDNMS9!CUzK<6
z0%-z}e*_G8E*?+auTNZG{P>bi#RpTg1|L^NP%VEiV9`+Jbqj5`{MM?R>VbIY#<$?;
z_zhOitMW#5_<Pd`YVzGZU0Xdo2v9Ekl-u(Cg|jAC=GA_z8NV`bUc9K$wHQ?55pg14
z1GPLLP#KZu0cAmlN%Vy^+JDcn)k5Xa+ITV&&BmYcaH5|JdPziPazmd(i~7|yHI3Jv
z=o`5{YaOL1_uFqjUhh+yJ1%JA^*J~EnB&52#T*jofC^vjzY{HV3+HkF1k*RH_|*KL
z*(?Oo!VYqcF*9zXHCjWCUr0(7s~*^R+Mi5FPGaL(1-@3-AbkD|i&ibsAt?1fs*Dze
zZXEC5>_rZ*q)zg=`7I-?w602O<{WsY!8`Bxw0_f5=7EtRz(-#z(I8{=-l8V2#f-Rr
z6cLT8^k2Zz4#nzKtDmMrOzWEOHW<AgIWJb%yxO`ru-w>Yih9j(|Hvj5I#II1zbN^J
z{peP~XizPnMOfq~I_ViDrwRSa&M-YM-Tw}g+iN8Lgj8X)?hR{7@hp>O)&f`^OV;;B
z6P8aX8n+wxj>cu&H|;P$7yF3~6(c4d?uVW~|M4Rtm+kV$;9QF*?v*($=qMkg)K*gB
zQk{rq8{6r-{NF8?98}KdRcBv7br{~b0(8D_%PihbX5$Oiy<2?(lJSc5GRV*Tzc!!>
zYStZ6|5WeV+g6=Xzm}3m+17sX3B3EAiR<=dK$}3S8QzI*q<U63go>r=>^>3tzXK&a
zNw%0_+2!_2%BlTdjTr$K1&Ej6yR`*wE;`sPclQT~1fF`FVg6k2gWJFA&9FEgj*9?i
zX^U_Zu5%H&%vU;D*dZU`a~s-1J%Zx~yOj$dwZmTj;@d2M-R^=s4U}(PUC;wH_|g*f
zmIYH<r&3sYVI2?MLUYd*c=P|KFZNF8LX}zHx++Ppy{t<Y_BZ}=kP<<|x#nOr!lRJU
z2xm?~8WkPgBXZal1Y>*C(!znJ>)3`hFF96&!*aAm<_8p@Vdv=P7Tn%022^Q6fVT=R
z@Y5+iJsk#OX}9TGtv>hX(<oPlut3NcRRMqC*pLtuXl9L-Gi;`NFcwjOK_#=@WBVPn
z5LgO}FmH#<t$HydQ|;fRR~E`ZC%dG{Ns@|>M{+C)lQf|@YMYln$UYM2eL{sI)VxTZ
zj*KJj0U($#JbP46`3C4Q?>FSyjhm<AQc^-eS59sk;EG&8x#yj(t_eW$V7`Db4L)Fn
zhXRn@%2QEbo=7kDcLN}L>YM*$zg5G_>(Sfiyo`VMyIQreK1IBr+jWoAF(oKSuvy=A
zDh>RO37!2o9TYk+mXu)iHX`XS9PC08gTC5kRuQYea844QT)zAbZ{;Ig4mbSxf$;Qj
z&u>uC)Vx%X0+4KRFJlhgx$XEoGQxeCJ$U*|9zF5`xPt-w?lmY(^X1d{?cVC>cumfS
z8zR6=>|nLX(^sD@{h34OBdBsE?#~DSjp_5%mFLXd+>{mdA1=`LvyFX(RVs1uH+83D
z7?C=Thz#HE(V*QlOtQ$l8{qPl%o2j7^+ls&TOlD=FY{}v;8MThiTKfwFJObKF}BB_
zrX!TvF7>^17Jn7#CJr26`>Zo;M>q4MGWg-tZ5M*H;VIY)zJTp)<EtCT-3dhBSfe9c
zZ#X*d@L4s>BmvJD==}u02$~6t1VQ+@nqj+euFTLTq%)7Q0^99&WXAU0d|$n^hfkh-
zVT{*1`yo*FqsXyNTvhJ;;0&}n`@7nYN9DxCjM_@Dfg`wi@1nP3K!Z1fX`UtAd5dAR
z#u^}9`AM?%J@k{q*Yo#XO%hiq0B{<uHj&xB>5kZ20HBFfl02`yqemj*H%Ps6r@^97
z1fjUThnSesQt(SDQwAyXfTGvTg0tGwSB{Yi$x-#_SxQerDofjW*|oHc|IMT5iT#**
zPG|-%UkJBrI04K93A*1`!i^{KFj=pXlD5N-rfe?=HRB#mS_d!n!A2lp0#Sfj#JS}E
z2>iXeCl3{1=a6{-WMoCO%KM&;`Gw=&^@wv@d={bC+OUL~Plx;-iY=~+NW+bjW3Wdu
z4$14>eF+;<F?5&JRh}w)c8J(P4VSJ{D)M&<AEXkbP_LYy&@C)B{T4ziE32d9;}>8j
z@7{@>&RS%x0;|GaEkj>=w{}oT!yv)8D(|}%m%$SBnQkAF)?5kaPAaC9P~8$R4Ql<V
z0||Sgv|3n{SD;G4Xj&GGyLPu_wC{PljXALFiEjQX7v6mc)sGTuJ!6{ckQ3k2NMxiX
zCcc)A&bWb38tbW$5E&rlH@Si{ZJ2BwJ*DaC*)#zs=h}pWh9+rk%>uyPh-3q=Hzm5(
z78W6}e>xR2-R!biO06s_8%r*4W@-vuSpWN%MGUzG^B<#^lU)?XLCSOb<hg?%9c?)9
z%EuX9v}A0T?ZoHmBDk=fLOuV3<cFsxm+VqjTl<{u=HB88q~O0+pPf2A&xf<RcDAms
zCmI=?);YdRPx4bD|1o2vwI{wGrdYT>CYWU(EfX8UcZ2#N<?OnOW$5E>kA;zkeZ<AP
z{4adrH=@CRj%FpD=-=8Ja1ok_(_rQQM->*C`YPv-6&xI#!ukH=*>C@aCMQ*on-<T#
z>fR$LB2M<J5Ny?qG0^>&+di9bbV&Y~V@y(v)&>i5U*j7LqK};8!7f~7XPEu&Av-6S
zUAOjbf8^<f!0W<SQl@B+-4-^L9yZ%Lr8v;Ovv=Cs?+=O^&}{!^i(Q<gdg=}EEqdkh
zli)y2W>d&tsMO25tSh|>{}Xx(&-%Hmh~a>=J^bXvSs_!D3>BMF5}=vYAf%Co&s=|)
zw`+V4{4QtetO(2pQ#DF&yL);JPLGis98TFj*$q7ksCEA%*G6Itha9g8akX_&`Bd#x
zEhL`2^CGi9+_jtC%ssq^js}lu%*&&$mj6Gx-a4r2^$qu?K^j52MCop6knZkOP&%c1
zi6}@aDIrLANH>V2)S?@tyF1Ub-2CR8d1qe!+<RuZ);FHJuIqElqxwpkq4yp6CcgNN
zzx+CX-Mour?s_n}0hxGAka)zX52DwP%$>@)7nTZ?PtQuFB8VnZ+V*kI^0kfiGX<zL
zwr=QK*Z2b!>Z}v9maX)nt{+pX)RS(m^;r#kg6CaxP>1|DD&#Rt0yMbTGccC&C^D#0
zm_D?Y1D7-U>(|#qU9h6r2HkJQ%eu5;fFW?r7_v6!hC%QQRUXWIp;O^6Q&gCTB4t00
zH$CF~7O!$w;_35}X!l|x*r@St&^a;u7p7T{1(^5Or|0#e5MR=9ykRtZDxqFLg(AcL
zOt3rbqau*5{cgFx!@!9mn;6e4+_4j2Z37Ce#ebyw(O3xdq7or%HO>k8Y;U-@?Qgbt
z@Mg}_$6wxz?8_|l3_gLFsC*vyl+;;!5Dyw{Rql-zj*ss`#%&EOiUxKOn)h&iJC0Jk
z!$I0JK|S%48pQyGfdv9F@tEcuF(U^DE*YO)AW)&U5j9p;5)|r|#+S%SNfF;1!ctjM
z!}MHy1Mdwk8+ZD*F3@&5cs^}gjTGb*qjuh>G%+~gKgpWjcx{g3y4q&Xke@A?$~x1~
z;>gHn4LJHxU2GD9^p30sOrwHk0(C?{0{aaYMW!$W`_QrZlJ4gAw%mDH25{Y;U7zhr
zIyrHC#3IvK_B1jgCuB2XK$bYo&dpsO5ZaGTVsiuBJFpj*d!-JxG|A@YTToNGN9?JX
znGr-%iszL)!hh}m*W(%9x0Iq^T;wn4Js60HiK|%7_{J|>43LtvdG%QsCl-H5L%W$7
zKdCdyp%SVV70?%aiORQws5>Hhu%VDAGm1!ZJ$*alE5Fm50-R6oMmjolw`5PAWQ*_t
zVF1kP^ul!m_q*?r{AS_?kZfe>a{HXw<&$VuWn|E#2zx!IrR5#z($Lfds~0izx&6S<
z1~wf5d_NjNLDI|1OPF^J%$w<&@?oelt})lERc%K1B5niP*C<Xax|iO+2&w5G9n>Cv
z+69yL*CU~dLt4EPx3fFY?CgeN%?vs^u9u>9+~gJhv!8ku7VX~ReZRZqX#P%VP0kt4
zJp&PYi-??GZ@%QXyOI_d|3zUSTq$-6MW$n~ugT}!#M$URu{I()CMHPX5TD&$cxRr~
zxa94@VjC|)<^;`Fj3}7aO;%Xqz^I=<yE{2EquA9IPVx*{DVcYfo)`o-i~19faJn~7
zo(dGA6$`UAVjFKa2U-eIGsBD1IyrH2taxQxN=s>#@?8CW>aUg`PK_(0?4Tw~CCpcZ
zC_3e7KzdK+^9ZAwe(4Uf8!JRc%3F3TX|_F6Z=CV6n|QH$aJ3IB!<%EKbps?vS&H@{
zftGG&m24$$ErhHFa`~6A!e_0ZuHo6Vx6rbZ%#Z4Uybe^E4i!@92kYg+BN_@LBusA<
zHGO8EpP;7uk!2LIo6B8ko&z<kz9*Z82Xo(p1x7E)sfKNp48uTFAo3I?w&y~&K4OD%
z-)~0h&%i%hfb*UkL{S{2F5>*xTR8=Lc66ckOlI0o(E5dNo;&>YAj13hfg+b1xFzCC
z8YX8(FDO*wWp@bgRwDPN--g*J(^Bet<I=OOEgkpga;~4_*ZMfK>|Ob@H%~r}I=M*_
z(ZQrU6sy~A^jE9YCtI9972iiCCdfvCEyw_WTgH}^(<L9mz27V*Qh=Gvh}B%8aw3@D
zjciCWRayO(j4%FHkvbaQGhl#C5xThEpSIVEx~=+ZzfPE3nK9a(q~(5J{>0A`A6SC(
zDvu}4@{bMYQT$0T2sWDevt>Skex1PwvNf;nrHAg(>ErAK6%WQztz;d?!(aQutP-=N
z>1qi{3Q`u~za3hYo$D9zM>g^eYIG<)_twmIFAS(4@rBIguBMOQ-j$X9ZG+xu2~b}x
z2-RB><R9|~z$x94IGJg3aFIXM!X}NzJ9s<$1r!xResO2*@DpoCZps2qwFR1B0Qp5Q
zHYFnbJ=bP^RWG`v;3X*exM*@Uj&1#BfXDA(x?uS<;O7Tcm#v$r-Fox>X@qkJaEH1^
zy|`XHeEhtg<q1>KLkFg!4-Su{{M6g}q-n<c*IbVd^fLNT?hkt#73cc4YuYNb$E{SL
zpahPu1)hZ*hoBcL?RhG_R`!5L>C7_T*yI0dYb{5=li^KiOYew}ZZfogN8G|<ogd51
zckOe5=IB+1QYO7$%dTqt@XGef*}EFVo~jl}lg}xFExUeAqh3CX@lk>DVsO|F!i=L<
z5A~M!HpL2ZT%4~+VHqYp`<Uq5K#>;;yge!~Z3d{rO2&!UXp_L-uEr5oC^DNzqZe0`
zF^T#OWSx$&n(KqRLlnn$sD1NjCyfdD$D<qn`%s|2kk(T)#zz__8N(Nq^thcwPmh%_
zr{UV0%Xr#9hdb0K4}QKgBSUfC#O>FL&(WqD{<ou-%B6^5bO_Sk%IM%Q$GJh}**7R%
zr!9c-Nnj~kpqtDT#F*Ivb8+#hDLXq-<ZaJB4-J=~QfBV9b9qhv1VU;*%gdF<h}!ks
zTMYw0_aC#fieG);FT60p+dRifhHBR5YqsPO*i=&fOx?V2!Q%xiA61WQ-fcYW4+tGT
zZ3@-TQ?oTQ?;l)vwGHRmggAK~QSwN0Mah2w_X`vk%jNagpH;9fF^Fm5QC6K*x30IM
zCoGz_Wddx<^<WZ`Rljn6k=nU9S*I4ak-g#L21j>~bn%JAVM(g$w{8*am>8uNnc)di
z*8Ty#8AktY(zpCsC#+VnhL8vwE+O)reMq;JU1Y-t;OggRouwG6Lr$JmQ?5C;LpIzl
zc)e6*@dmk8V0`wIWj3R1OGVl%tCJK`324TmeCw?t2?1@#L*EN)$-*+|ptT^@88kC`
zS}=xaj6hd6dcj`G0<5lWm%KHjr7@85_BE#9VB|_yv30Q=6#w1GgAitU-g%NI{-JJV
zS+{}zAiAGv*Zwo}?t$y&Et&`qCD`xwOV<$JiBEC@DLgO#fBzWW@N&WK>r`mcuT%F3
zN)vRg*dw9H5CUB-9rb6@Npl;U1|}pU`U?4_Sk4W)ogWlv-L9(6JIQ_!mG_<roT#M^
z&#zVH(00c6x9@MYy=G^`P8;lK*k0ne2r91KjImE_Ipk3>?v;IW>i#xE2DZuu{PF7j
ztLFa=>|eHP7mvSrY_`l`%07Uyqyw%ZXr?k47@RgtkIkbr%>Zg8&G5RJZA9AsW-wzD
zLg_ah_Q<f(u$j;qNn`AyfJb^RLPft9nwjF}a?&lvWiTmT5ZgDVlz659ABu0|A%Tp4
zBUZcU70&)W*(cCuBYB=J)4m2IKHzqm(ZtQq%g{FUuz@J9=7Q}#=Hd}L_09=ZFbWkk
zYI$FwC&TpR-M=<-p*YxQ!Kqm1%FwD%v-KJL`o&N@ifp#ynI#Q1tsKawFvN`ajZQvM
zIzSGW;FuDF#L|NLqQ&$au380XW?GqiN$W!fF@p>ir;-KbAwzCm8rgq(6fb$db8|M~
zn%c=nv%&Y1a|-rR@dxwDdNSkW71$)>^Ah}bc34F7D~U|=v=3Y;SvLwjje$V_By(t^
z%HY?)O|1vMExt^ZmHMn^%apD1cPvpxwQAKoE=*vY*(q&KNACx2bv0$6TR^ML$2>Xo
z-^K8E-e?Rx&<4$rS+{xq+D`M(q-yY9XZ^XCag}=Q4L`1fEFWdkUF<w_Jk_CBb{p<`
z_^zT$Idzpfe-v&wNy4u{?BSiJ2Ij4C6dCDMXxB%N#a<nZ9YoJ6RIcUK!yg?$QeG=6
zl@$WC&R{+{k|U0@x6;lnF`;XMS>#9fq7rE+wq51kb_ubicpq+_0#Z4dbdHgR9qvz6
z*1%<d=OQ7>mdKse<SIYF^sA*jUn5=1w`Hp#R`+w7M_LS<$$-0t**zEtZ@Qs*h-w-?
z1RWG;Zfc3>Tw4}7K|=mtE6e_|CsMhVurSW7jZuk4e8Q5xbcL%vGUFty?PHuJ(I7B+
z#4~gnlo3V;zwT~y&6jkPB%y9-xi}sb=-@GK`^L~q@YPu$^`;ABsTB5CO687u?r%dI
zrxv}S>sERllO2{Eg!S=Lx5O}n!f(YO_n#OQ_JET}O~mgxmDfl}SR?n2l3IU~y~nQ4
zQ6emzAuu}@7T1JdF@}50he#o#ck>f`pU0`qr`us%5#Jr;b_kkG)J|NmDO;P!;L;*d
z^o_*$QTsMVWa<G^;`MT<B9L6b+!(ss8ChPmPcDuZkvGA45%ILGS;Kf3%z6IW4IU5~
zQ?ziy!hSckR0O;Fwk_!R*b9mvW_lal21fG30~ACO2ke?DvxpYMS#pO}nwPgnf&n9Y
z&*rh4x(?b4Z=T)^@4Ct5$nTJ0+L~JO<YhK_A^CfuI5ytEA|0)q&aG#R!_qvT2!!OM
zqh0mNsAf}ZC6iqLiy<^Yc&AOS5cRrwhRx8#9~j}^jSva45ZQ`$Wu=rYo8}#$W$_MH
zfB$x`<`xzfA)Wa>%k7y6u5G$Fa9q@ksQ<YaSxrnuNo|a-$Xs@6AvjK{*cM;QLlB=|
zRf7+&S*~bcWT&OGF*9$7{xuTwGzOvAV(KAy$>ei03HGif#J0y(ZM#lmAsQLNT@tOv
zUOj6;@S|GwpvL3<MrwWX^v=jjQQHJzCAT}FF-&_x(`_O<Koj20`j+y3CsGC{d<#GS
zsK(Wv%@{BmCjA8^(Z4zf`^zhom+Jh;|6Q%QIlS8OL>5|DOfU0^w<~Yp?!d#t>gVOx
zL)daN@P|oPS(jWHB$-u{4~F^yd>E2J-*WQb*uxZ))lKYC9g#_*QQiIDKpmuSVDbo?
zcHOG$nb7fh#T3*kFeAKRF$c}vr09x2d#!vaDRmyJqzFy{PdPzq*T|W%aLCN#HQhLc
zV%ycEqDDoIO-AU*_unj=N4*Q>A!sMj@3S(zVyy0@;vxT`Te*nideH$e0L-`dJR6xs
zVP}Wi1ke(uAbdSXfT-WFJ<pJ-Ih0B|^A_ipMY?Wq8B-3;o6~>R?KQPGuw|U)rtIg4
z>CVQ1;?Bo}xwY}kc%GO(z^q|UufSElpE=)o1~iB_kJgg#HNJ&zQCka9Enl>#E&uOI
z6gc`cwK9NtMNb9mkUOr^nwS@PMKt(oHjl|7|Fk3{mnRQ=ZWxOQlEEU#GWPMvja~YV
z5W7Zt5egnms@CE<qqUAPDkuDVzEZ()@)u{QWw-71Vy?+|96$)cEQRbPpOD~))$!w4
zKqF8qYnI;f$wcig%+j!W8=#sIR2rrgbCOfGhGxCjn?}a{&<ZEfg7xsaG>@W-6RKsr
zK^F-zvpfKSzX|I_t+N+sCWfr>2%U-+J%*^qP$PWg6l>o-(a{T~h#8=C8B)HXbUO@&
z^0PDbx1511WR9E=s9-GX7F6aoj?ABJmfJ#pQ-uBgbAa&;+%}o3mB$f^yT3t=aUPT5
z<qfgdM@1<!?#(06n*#a62#P%ZFox~ynX3W3ieqF~Zt^m;^UtHqUpLuvS#t=pB+q#t
zCT(9NLSwn9bbYec|6q{;t!0MgF<Il`PoB0K1Z+xid2BV4=lk88&NagoG&J0FN&O+-
zVej*h=L#d}!wtMR%g*!{haNLBSmxeW{bp?)_gG2l=WoK8WE$d;H8y#&s5CaSso&I4
zA&8cQ5IceSlQ%IA-RZF9YEQ);w^G1t-zM>Dti)gZJYU19e*Cu==UI9cW%)b7qU;7&
zFB>iTl;+r|D(%g)B}5ZHaGD&z^0DmTh9EvU(y97ymCxdo9wxIE2mHht0~-sU*lk8O
zefTWbmq~voUpROm__V}#p%QVyj->Gjf2%Tf;F|BGATZ{6^rB{Yx&}{(I5Pl&YYDRX
z2i{P&efNkUBGe|UV%x)^R8S|8%>gs$r$;He%hvv05w@q!?g;_BY#eXW=!OTR@56Rl
zluhyVpEeu(@wP$j`kRF^>=z08dQ~wzRWi$5e_uO1@}Kq6srPJ{G}p2eW0ac~>c+3`
zyg8QUeMpfazN(ah_hqsC4l~^3pSJzvC65y$;lXy_z6=dlEf63iFAXcvN0{so6f5JZ
z;MN$PlXJYii*Phl_l}!R^==R<L`-|an|#ER*t_-<Zv74T4^cA$?F^ym6=<SiZlbjp
zTh^yEekMH>jS*Q@3EY&#qbl`AeT<#JwHU3%<NTQO#D)YpTd$E{zTWf2)N84bw9(r9
z0941x86Icq<gI^OltJZR3zFfg3F+bzQ2KZ_jLLm@e$SCEjpW2BGx5RtM97GUhU*31
z?;h6pAbt07Cd{1;^TxsyU_D4H#lS1tzQs*vYq)|v(H;69(@M=NY{BIerQ32XQ1V6n
zffo6B@i>|Yl4z>t?j5FeJT@L{)6A!afg?LRS6b|fxB7mZDq&>TgWe+JWoFpdHG;V1
z^Nr)-j*fYm=^v~~{8)P{7_ver@)1}MDUDOHFa>nD9goOmg{>6z>#>t&2%DaQ_HVMD
zt=5e%rjWm-Nn<KxG+fO*SIxUkS!NMX!3)JX(p$8pGt)D^9pR!~_QGZTxmLM=+}xJG
z8W+mJX#Uu~=w3f6vVPRmyt%U{sv6Bbbzn6H0-3BdPQ2%H{(^{aY>b~316>_skc<(z
zoi_0-lqj>|La|Ll7j@heES<QSiH05EN_7Kya=Anev>$He!A;kmlv-RMT0v3D$T6N3
z12S-B&<f}-($>)#M++zQBfXtUjkqTt5Y^ouE=gNrbAL~o;f4221UO2S_Mi&&D+#gY
zAOaT&#lL5D-URJLTSr}ulD7IutxXzthcF(WFAnU(d&vUag))r)jRMs(aT~sZLup&Z
zf|@gvn34@U1pVmOu84tr11rn-AhIDZVJE9{(47L;(n8!h|MEo|>;62^$4|swW|ft1
zi4FwI-RcMS1_}r~pwPLG5)3xvKtc-i0&)pUT)cO{XDZL1Dktf09en2gT6c4;mS>Zu
zekv>{jz&)KX9bn7v2B_FjmA~NuIjI|n0yANkpnj!k%!j-1$_6;@t6$r(xS?Y$FiE}
zQX1c4-=6h!Y9<m)p_hg~3Jxj`o|t+3?^F#ngzQv^SMb4RG<_d{w!;BvJJ#Q3tqN*H
z!E=fsGJe|jxaUI*{8m`|Cno%39zE0h)FlmrADtx^N<|{^G`C7`i8gzs^FSEIOM7a(
zRwDfId$9;-!Ipmp3$)6_vZ<Ph@K5Gorcv<(^5@cut?-AS$8h-CZw=?V?7Xik*(ikQ
zQ1P7hDX_kYEsXs68I%c857b4aKCUbY?H(e63H`nSv}0CzHZ*|{4#WYd7$Oli&rbP!
z6mA9u8AaC|s>eIb#!RE6o4jAqzTT1f$WNc@E4$V&c<?FK_g$~Qs7J0{20=#SIEQb3
zVA%db@K4$QGNH#p#3e)oV_<;|Xga_exPL@2GCrnS{i=LbA`G-T#5d&WKNrn7LCUD$
zz!_=M&D(sHL4*Sj6@!;eKzwtF6(Af}eB%?_jWnrOI8@qH<LY%=%>mr4=DVDA?S5_}
zy*9vut&rd`(eZS0;YlXg{>a7~Ra$`w+fNJY1||YM7GrTCTf8j&GN@Qs8`i997+Z5D
z;FOW01Mor?kX*_0VI|IQ`_UQJ>FGa@D141$la=Hto$Tt!ahr7NeZ$bGUFf14iC$D@
zokdZID(}UsSiII^Vm`52W;8abr<J;*&J>jMrpr9|?A^Acq3fIK2BXn|H26!~O|{tN
zPXk?kI*0oih(#aC@Vv|5hcKKWYaXZ9al)b(7~laOHQPRIfPT7YE68ss3Ts@%fQp|)
zwU&!Pjxv}X%>fp&i6SKN5zjso)wVZkbSe^{aV)P}%~92E8n+Lo=7ol)4VJ)D4zGR#
z`phE@(Q(SSpsXctzeBh2)Bn{4nll7fe|F{jDtB7*a787Fh(+oM8RV9+8E6V>8o#=1
zdKA)FpL7Vcepy(V`(a(K+oCMaPVGWC<V9{qKcO=E(+w$y9d%rUe!_TsgLG_EE{#Y?
zS{eu~<;WE9c&X(`clPOw@Axw^wPK8Sp5NNoBA}nt&rA@SS{jo*oOT?iUgh)A*WW;^
z3T}cBc+utZ#Tp4V&J$q)8~=2n$8{I`?yX97h}~S#p~ok>-7i9ax=P@f6iON+f<74u
zN{u3(Vl>??hd%gq|2u~<ih9vsZSTNWZnBG^jI8&(M7pe%qoQ^cc76ofl3Tt3%>(s(
z57nBP(T;u6iT_(^9z*mrY&#!S$}Se9t2?R&7JT)f1}F~JSqy12&*u!5%OG;7z9`ty
z<2X{E)+oed5l((kgn@TMenD{b(o$a1(a{l6DXE+1&@KM&;gf#_J&DqO^>>gcXAYc)
zp&u>j<4PF-dmqnnW#e^$8&wGw-k5xyK@eb4k+Op*i7nD#jQ#QZ1({lcu@@PAX~EnN
zZuqpwkAD6%7#$P(A7SgzVMSEmu885QyPOd>n^p^3``{U$O7O`^Rq*do5JL@DPhZr+
z^2mY;(D><Q|DqT>37~>ynGkn<!Yr_pUNL{STcP&Kej59$&>z$V^vOxko(z@y1wMa5
z&S&#qQ|j?$y`Y(fg?Q>7H{(yBzPen~R~+pxq}w`)TOmEb#QQ=!39A&F0(^jlj@L{z
zRtE989g2T4ye|QQo$qRIdR_(l(0xGbJq6O+JFE}N7HYA1cn9FJICuT`3r3mE1)p&?
zmFZAyJwp&V=uIT!SuEpuoe*cvo&JK1fgK_87XGAG7MPU3gyt0$6{(w6&Rd^c=C`&<
zAMFjLywk0N#Le=kWc7NGV(HC{2MkM%GL%+GZHa&<i^}7_cT56Cg<SXXex*<<&ZvCn
zozx(tP(v?5b6UBbT3>Dj<Of=cz(D21sk?{f_y!phBVW=?D-%Vf7&Tr6Sri?aZ?J)j
zVQZS4_yY4_@|D>YmH37|=I6&GQ`;=gM!v?gk);(SQ9}Q9@fLrF9l%^!_|F8FK#Ovc
z5R3=8u!N1sv%EdXRJ)ZWbf}cuQgcT*fiY$9eRD`dV3TRj1bZi3zAXGbo6$3x`lq*Z
z8Gnm~ZFCEspZkvO4F!wOUoy8iWFrWM#|r(ap@P@rjup2k0zXnxQN1Dc&1aiWE&Z^N
z43cu9)ps8&yC{r>v&w5~_(zizlrC(Du<6(3x`4?EbDNT?n*!_VMi7zp83Y4*q=&@p
zP_m_?D&<PSJF;<G>L=-j>~v*XSK)hulCJS?)qd8n$1SQs6>-+kWiC`{(T#8nOY`4z
zkteTTSah&f%aK>`vt{5d;orhyAjh@qIROf3eU#Wg`Q@Os>LS{J1}caWQ&XO6mNIL~
z19{?uZ7qQp1ylr8KjUpFRIepf5~xlvf#lwz`k_3fBN`v3sJN;gi<CCw;cN=Dd}+G=
zD6lxjx9K@*$n~dfNvVk{b;la3=o;?n>-z4X&s@}J>}G#G&HO#gu2IGP75atvZ4ohj
zNIaKbIIX`<Z+8;!ARUsjn16^i(!!iSpWV!nXKe!&3W$|-Zkjnv*bXjEl}Q_z%HTqf
zsThq%h;qXNxZHs=1CS$8zpB_UENuwtCEO6Etlef`ga)++(!)<|XD#64eFLkmVDE_>
z9@`n8=Nl!UX5<#d2ZD<33g=?iEAD%EeM`{fan%Mu!^z}CWT9B|a2ukv=eIZ)EC`bV
zR18X`Ugo7|ts!2mG0v@EcH}Mz_oN+B%ED{X7xuX!1n)Ex#Xh<owZ+FAC7*fSlXopf
zHamIzT-C=jI7Mg_LLkXqImHD6vHsO*T<8;Q^2s1eZ46GRJDG4Xdf@0E2Qzz|50S_;
zmI%ey@H*PT-vPyhSPZr{kA|iL44?m=mcJ^i`C=OXmLT@;?WwcyvwGx$I@^<>$8|A0
zcwYeAiTv)##a}wi8CT}L3jJrO(x;b5i2O~@_OVlI;jBi|B!DrL=^>V77<dW(z5nPo
z6iKwN{Hra?PI}!!tA74bUcuw0BX&Skff;-lcQshb)<_oHRa!rz24>CiHWyX9!vUlB
zo<5FnBWj2@n$wY%T|F4Xfdw|Ouc<NXhxop7E=Kx3n@E>jGT0#Vq%u4RM99sz|0Xmn
zn)*+1D{x_i5p7em1%7dPhlphIiONpfBp<c2$wy|h3F2msd)UDAgZ*%~oI#=9D8Qy9
zBnmXTpk1a3G*Gm!bM~(C-Nc(qj(PCD)rEZm#28fHp+^_jc#Ai8Nv1V!o$!O4wZ*QK
z4s1Rc>oclBnPeWH9^;LnJj5>oZ&a^WE*63AH_)pXxgJ&>@S&2f;qHY7WXi}+p7}t8
zmC>p76_xw~9{2+ecBwDD_5J&2D$!6KZjs_tJO6%p-{73}GnGLp9Pfv}Fo1DaJv4(!
zBGw(TA+p-CSHHM;O-$X4HW^7!<9KmJl|k2AtwcavYEAM+DJ=>`M-;)Am}UR5vVhhx
z-<gAWln(^88vfi7*?Tr3lY}&DEl$o<M<2fZy<glnF#x4_P+^9D%&nj>A*RTnC>4qS
z-0!SJmJlMtRQ9#hveOi57aXFb<&0hC2!G%fu-Ne92$gCznAZ`12!r@Kcvk-oGy>P=
zDov-IjLwC)fTP;8Zjyg>2h8UUw0#s|_m5^7G~wY|Wa-TT28a9h53@OxzMCx4eZ0)7
z-vCh}2=be?o=&Ownh9VT3-<ShR+_|52E}*K)0dduNRrP&95h!*+x>q`_%Z;g_Q*zP
z$kxY)vo<eJO9!ATh$cf))Zo@D!VWjrMif;4ypZY}GLE|4{v0_fWwG-4XW*PEf~gF=
zSU3VUdmR@8=_C>HJ?p`WyxB>^1lDId%O_9Sv~_)4rSbyI2Y?rM$LS$7r2;`gq6jsb
z>3srq1d*NM?~8-@jg58mFhXC9#f?V<mOX8;nSUVP&tc!Z9=bPFArzRH23Zb3+!|(f
zeCA)$pc?1#>B_a})VpK?WRCL_$o5UCUTk3282IoD7;YEJ&VUDy!MJotYYBABen9m+
z+n<v8q|boJlqU_yiTTtN;Gno@L_IhzZiOzCVt%fsKvTMsD4`JC>K8<o4*sXE{3fF+
zrRDMequ7)2zuKff*&4%OV`DowIr$B&XW>9}HfD=$Q$-3)gPirQn+US9vKJQ@i)S;A
zT>uBRb?OOg|HuFC89*tG+AX38OUnFXKENzUpNZ?Auy@rFB;Jch3mAo0JfzgGxDRHO
z7Bg|p+W)vz@c0dginnw@WX(az5?B^`^oi0f)>tp6xPt{&9)T~JtRUt%FI;3)_fzHE
z>*lZvhEZe;5dfG%z^F0<=qtSzf01~0(@5v#&ata<AUC8_{T}{=S*NwV9kFKC1%r!=
zE2~St$(y&@Zi)uk40cd%OaqbqE6|;|A!E)BYi?RY`uOQWer}sJK97I$C#uumK!*vd
z<8x5SeDPwCi_w^$Q*jK|)_=PAFEgAtcROr4yFJo`1cj~SSP86`xF9m8&#8f|e#n`}
zY~*0!Rr2z1ddal({<2Nf9y}$MzY-0NqIoq0D(ZKY4!ErwQx&<c)+0Gs3W}u~f3kZ!
zBgnGT^AZw>-1p}ruqg!Px;jq5;>_i}hW+@vClUkG7r-B%m7eFB0&u78gM+Gqcfe9^
zHk>7&$Y-Ba`EInc(@qs0Rv<_;a^-MWrwxd!e<PieUiGxxebmUGpZun@1Z`LgRVIoB
zQKk`lviA)tpriDLL8=B307oRrWfaYj&H=vq|60(aqijdTZ|LgWH+rhXv#)x)-0ZPG
zs3v%L^V`}FX=W}&nE0AKC!GKT!?{FzrrU}^(Xa{A01ETYa7fF2gwU}cuq+L?us5B2
z<zq0QF!KYr&M!dGu-|guJU(c8>$%@_{+*A3Nh#$8Ud^04+0ruD&zBhoZcX>&sspFr
z_|IJ3&i#d)D6a=B+A@Nb;p_^Nib4iX=<n14E;<L+$dbo)vgs}LCvz6QqBny|!N4{O
zVw>nJ-!OmQY62A=$bjaNX6pz%Z-_ZgXoFCt6+!FSUC>yFlBB?AP#&C@mf(ieGqACB
zuJtEpZ@=bWUoD6#HmEAliShu3X>0yGxgH|M6D&Vr*s-L@U+75ofd`oPOs}>XdYO32
z^v+7eCq3u%kX%FZ{C}%J-wD}x7&<o$(m;wG5xo+|gxxXVP+F)_C3D#j-#eldk<m*!
z>Ar6aGjaM^A(Q5A5^*F9bP`}sI2^s|_t@bb>37eed7CcaF2V?=qa|gxf7?H02ekkC
zWoBzTv)Bdme*JU>UD`$gQOvO>9+-*nTxg&*L%MI&Sge7fTLEU1%3-|!nj&gysxvNr
zPz+;JEz1VB0jMu4bn;|m1J&&W5>)J#2{?;i1YVmF05Rs*N@87%&*%WztYHt`*|A$$
zU+2F#EQm@I@~Fy~g}v6Uym*j)j%?j@cj15$#^;t#^!Hu^mq??~W@pAB2HseIn`ud^
zXn+Wqu?*F<;&(xWh`=NUt{~@;iVaWPq$iEC&|7|Qnv5&+bt<T5S-Q9ZCOv(wEn6&T
zfeB{PaBOXDO{aI^N70VbbsH1|u9>dL_x}$@H2u#(3Ng`loaJA~uY5gK`i_13_BMm6
zWZ7uIx+mIIQsI^xYEjAsJe@H^dDd{r+)$?;PsRF@Nc|5xZ0CptWG%nf|H;^9;9~aR
z;4}>6r6jb}KW>PcrrjO95l#I<B#41~>!+A})-(wXyObMDAj2>;grD=Z>pQw#T)p6i
zVJ5@F1k!M-46tmsJFgc*AC6=TVDnuJkaSg6a(}*NX6wtxqHTTfLaSh9Sb01+!OX`Y
zd03N%ixF@sP8-u)8piHNu2UyOTA%Di&hCRk!t@3Uy|tr5+8{h5!}i{pnI-n#Y~HHI
z%AT^6ElQh}kMFErNFLZbUzPM--oGvIRDsFy0NfPDL|yX`-6LHLu5uQbOig5r5Sva4
zhvG?qA=&SQ>Uo!-gk|RJFFrS>;)64`0glZBT!O;%%6(IrCLR@TXKFh}yDtiT96jIF
z=n$TZm|NeQns*()GU_|@)#G0RT00>bcqEkGs)B*EmZHLR6Kc&YD8KD^kxpA5nTW~h
z;drrI0|hMO%yXBTz9Cy~H?w4IiB;}lZKEes(ce3g1~FBvO2vUrQi?ww4`*exVqY@(
z?sL(>xA2$0b9=I9KEQMXeZY=s#KD1{4s6C{H8rx{-hymKwN4#09lw9e-2;(ul}^}n
zu_6EFf_YcukH*HvwkV)@15T={W9PP@p!b!_R353)JJQF+rEbO&l5jNzIcae=i%y7w
zcKG@TUr<^$-4+W)#dTiK?X&mlZUj(6Kk$*Oj+x+`c}O!4+Mf4N1KNtY89^Wbe1F8I
zU}EhC=aYX24XbIh(Uk|lG*{_qr2hxKlmI?qol=vz|6aokW)a~m5d)td33%Y5VlR0?
z=Vn{|A_L$3!gcP&+ox*QkZp0-XG`l#zr|XKngC@TVe98ru|Du@cj$gOop&;-d6qH<
zaud=>2$V@x`0&HYKAB@91TbW6iLB1|=3wIU#lL?cfM;0KxdhI9oVK<$Vm`Y`UaI|X
zmfs}|43f?+V4`9mMkE9OyKA!C9LotE7TQ>1fGc4w0&64^hj!g;^X|FcbG$qV(6lha
zzo=0JJ{*#SJ|we43$rO6YJPo>*<xCbSMWpirn{86AYse#`0=6dy@piU2(Jk&-OKyi
z$H&3sZX+WtZO#7X%~3Aos_Vq#9X6FHd6dW*F&8&C6euwP2^5=u!IvADf<r!kM!x}U
zN)0EiwEsww&!0bkAV~rbGdr@r^a0>Y_7HPfpwTHOJ>OL`{>PDIDVKnQ#jn4hi5|oW
z^I`3mL`Zu3=dZGs%Tf<HggB5N!w48$l&c*;CJJHC47|XqUuGgpUs!HU@e`kzfoulA
zeW_UCxh%x%>X_)*wWCP?pzLg&H&3v?zZM9*#ZSJWf<upUraL8%sNQ3Lo;h-x3cm(=
z-b0@zCjkXm26C9dGBq`ofCFao1*_N$bJunAwKNO>{q^{;9Y<^tTyjW71viY;Jz?U5
z1rQHd7YpEP<EdBG)qF6sH6lGyWCj*TNX>XkYnO*>O(XJSUL1VBKNHdkSI~Wg$kXjw
zWeY-;66A4F#1*6Jn8sc4#WftbG?jXDV0lmc2adxb>{W4uXzTwN^)s=leD2>&ppe!A
zq~Hf?ruldjK<p8&{e~6;_uJ2bR3XLt&d$zXvlbQ>a`)aoKFlId3V!{+vfc8c<HJ9D
z6`o$%d#6KRr<$NOO~Fkc^B6#%0{%1C>LDu?f{3N*Y0iI?Wt3Pq6uonDCmZAb<&u7&
zw?s&#hvP?MBAvNpVAFi&JMSGEYnydAcz*ILJyNvnd8fMy3k5ij05=(0_hs1x<Z7z0
z_cPwyU?24L(iNHgHcQPJiq+aPCMOY%_eUeXsi?*$^0k~&EQZbV24&FLHv@0rvuj9M
zD8T2EW>OrIOsD6CHDP7E7moY>81IYz!`M^lJJ6juMs6c$Yd1dQ%)~WyRQ}KrTC3<G
zvRdZ*^e0m8UEFqvgCCjN_85r+H=L&vD#sC4>->`(oAyJk-P8X_hQ%AcfL?+8P=FEE
zBh{J%6T|c&k>Rp4T_!GJ2R{<pMm|{=3oMRCuwRpxxiXclxKm#j?bU{faR7$h8q?+a
zuMe;pv?~Z|lq6fZ|3323!$<OcC!fM=21fGJpXgX7CSI6?x*DcDq51A7`~pph-LtU?
zaQ96(zEF%8bp{@@y`&*Y&vN@czFB;=K28uyjE(5~1q5~xz34$gj5A2UTAlJRA$Z$9
z)<#$w{w3@LV@B1|Z0rkx9syLZb3nS;<SRysUN+dAg1LPn1J1hEc>ci8kLM0sn}L!S
z&>j)UXZzlcfo||Q_R)ui%;Jn=z>opUzW+6o_3P@w0wNsxkM9H`XO~>`Fnx&9k3C^k
za<|dSbNCh&L_$@hpC>kGLe~h(Ey!Rmzy(lZa(1<Dgy7~t@$pC=gm@M@pwo76H8}ul
z4Q%DCCoHv}(!WxtdAn7THivCN#~?tK@iCtPx!MoTcOE0;TGnG$0r|uq&GQ6qXcxOe
zF1f|X*8noAR5I-}P6P-u3=a*~oys$p&P>S}+b)drl=i<X<a*(Ol!2;c4!%xbz)?`p
za-rO+>j&vS4n%MAt}D(61l4Qi0zCO_zkBehN7zR`4@q%udg*nbqjz{{=v25av{F|d
zJI9xV-6^scz4(k?g+eH?lQQD?%hl>pdWjmK*t^B}P+r)hlvyD}lavbWtzd;;qu2Vd
zE-rNJ=(_!TobYB@f$Y-hf0yxRO?fBTvMVG8IOT^2)We{sD&pE>S=rQ2LKf1&y>TeY
zz??kfJn&Loyy#7`K5p7WrHlZqP-LyOdmWuvc!9i{kyKdsqMiG`g%0)tS(F2N&aV$4
z@zaN&wpE|<>XwF83A{T)c<%^>;iSWj0m#wbf4NZH>&u>}IQ!yVacloRVkBi5L9&X`
zSN8@CRuOV&T`(;7py3kw-}m(SyM|jU)GI`fp}?HQc1kEImU=hZBHql#n$T^vVvOXU
zhJ3?C*ezTPel&9UEkf<OX}TA`9_j5>M!TeMcBc#YVtW7kuw(b~u6LPk5h1V+C9pS@
zp@9H=E`I5qZBW9iV8JrF+B%>L8T5uLXFh2*Lq4e`@?3$#6`i9QUSkJZI0)=jKMYX|
z_;-6sSoYa5VdtoRija5ZOR01=<nz_IE;Wskk5l;Y*$3A3fDz?F&qR}*I)&mpM>WYo
z#K1mE;Yjjm7BJLKpSAYj$J@;0W5()q_b-9XAVWgkE)(xV@;D#n6>n9ufBs5dZfG^2
z&CLKM{PJ<XcWOz$z6Tz0u|iwF0@A>)mbZ*W&yhyp>N$c~6#VeAYZrwGgfk5YS&<Ar
zv=77dYMUz<hPKUa^fWe@H@p92$An-p5!v4Ef{xJLTSJ7Uk)u~<!UpiWAGcsGHHGZ{
z{VQ@%ii5$=JW)|#cf+c~@fU7Zm>TOJAY~IFa|aaSqn>u8hvonJcj3L}?ShMG?L^L;
zHAt&l3XQc(#QsfUy*J58A#_TQl2^97bbl3`zssw%{A6n${oVBQo9mdeTMMSoy*vj_
z&f;3pL=O8<bilIUz_9c{u>FoO%x3FL=l*g2=tqjEssR+xQH-_NjBBc@e=Vwr8c_gD
z8`w4Z@5*CZ`j9p9@nN3dx`>nRi^K$rnX{R_wt(w1$W30wUXcDKF8ydWLG@*JD%pQ!
zFsh2NZ`}86X*^yBQ^O}=tI+jq>LwL<P<*!1lc~PauwZWFq9Xv?2sq>~6IMtwWaGz#
z_ZHzX1CT>-g`|{E?#HF9PiW-!w#*9uouVYi1h9;<J0ql0>vnXMe<DR(MV+KCX+v&5
z<63OSg1+@^Sc2Laqs)u)K%Jp%i!;4Z3Tkbjq2>x3OuCvLy^&C-aQ5A7e!l5WH^HD}
z48L=!ppx7o%)s>i03fzR_Fk!-FflPRm;e31#v!P&@9_l8L?|E5Zf6+2lf2OV@0%y_
zf9Kr1mCgE;fzHEfIL^B7if2{)M71>|^k_F<Jv24rb&ZRC$V^l9mf-rpWXcSdFE=g-
zoBwDUjmfimo7IDGmh7~aR-<6=%c9ZSFYdxA;PuXs0b8s7d&uJ{BQF+0u&2u>>xleH
z+#yUc6+loj8#z6vGpmABnFj?_DmkDWD;E~jFOaqwMIR1)f`cG7kCfH16)9Bv$4zQ~
z2BC5*e+5&SEuvXb(SygsL(5h4zj6{*t^SnrIJXTm3((!Y2o{U_VN?v!$K$2MVa=cM
z!)A*QG8$#@p9$DKxwOTrx!)E4d6?6`e@l2#gzDsJ-Cr84nlQ5FGw^oWm$euOn|_js
z;HfV^=-yer0?(skBo1KMnDlnxfbz45{6<<OrWC{ZI?<HWR)(;&n(-uICMMC^*EXS&
zNRNY9@0v#~sZeNd0lC&vgyRgOb;_`ZBq>(Wix%uo$)w;0ZJyDKhx0k?$<#EyrgznF
zq}Y@vDL{Li-YU&crJgpLvTE+<51=bBgNa*21~tWnE%rgX9QA45UTu>Q$Cck=b1`V!
zf@^+ceFAi!wmVkzpnv+{HP)}RbVLVT%T(7UfJ4>2=ldbU&#$4Q)^hzO4f#kDON0zz
z@wMYf);Tvr1nFcA+=VbO@#d{f)GH%Xiol&TQ<d?(uS@bY)7l{fi;py57drmIApO&d
zQpMf#a1D3Y6KDzbsBGyZB!m*K=Gd<>4_?tP{t<1hCkh-PgK%+A%NM54+ly?wwd7F;
z3)Ru@qXOW<xG-|;Mt1*oFuX@8VrKwy?FEy7WDK1<(!R=2oT3>ixbh<pDG<v%hzGm~
zI;D3MVK2=Uj7v)SZb{wmE0<fpvj=wILp%%-#pclM?$H2AeJD{svw)84DGi+49Gca?
zQQwAwC{O+`rNw<&$o?lF6L9O=oeNB!N8Y=~v6_?pR`>18y-H4IQNd+$Lnf<tRlX@)
zD(F0ZgoP#WIC;{%(dK#m7@h$p?^$yc1mw}jqKIl!<GZ3dOs!SmtOn$Usa-Gz4|GID
z+^<3OZ!vTjjWy4r7>Q8Q4@N01{w)1wE@?Q^QONP4b~>|XWDVyA&X>^n4R;CH5EHe7
znn7tX-3YOJQ8JS)$}$P4Jidi0QlkWVH^Hz&0ZrV;R9Bdzj6!tbF?(?rXnUCXdMbi;
z4ENlr^C=>TrLX-<ZvDW@oEosp>K~5%cX8`CdvR-%{+TD1z~0_V)K-W%<bXEhz%Y~}
zW;WQ#c?GnHi4`wkTB9vrQjZQxxl{UNmZqzhJb<e0WmzV=paybt(q{Z`HVnG9W%~Qq
z@2yXOZT!=J*Cc}}3e!HS1;<oMLkADc&cIpC5HB`K#1!|4UxMV8E&3Z=N}+V_<@oLD
ziPe|w-7%HslX@IA-R?FnMzwn67Xfg2S`&?qYu1-P_YKA0AR?W_24zV|1`_@yY^o>&
zh}3H$%GR?Hl4<iG!K>E6eo7dksqU(mH4EtULiX#?m1%o<<6z5tL{lF}CO7anHii<u
z=@ELLDNSwcsN!DI8odrN$tc&L@Sq;S+7*ilZhTzl`YAO69Z~4YX$(LPLROmv0q+vH
z{KG-bXhJnZ0t`#+5di5`wj<7!bArw@SM|S1Jt|l*VbxpO7$H}KlSYRsZBJ2hQ;%kY
zau&}{BTkpJpEAXUDvw_cr~io8u{0m<tNWh>u;B}PPkaUf6jw-!A~U}<2;#IC=hLvw
zJTgkk2l58|FYFXP5Fq(@YjOAsMTgr12L#hdYkP+TD0*x_qn+p#IM;z0;wiEmmHy)(
z0Gf*|pDWeaN`ETVG#S(aM`nurxx&`J7!ay|3%3^IA^s!;oLl}Ye}LPv8?4y`w<@^B
z`CnW;!Q5L3Gpy(7+R9`czDTWd*03q8QN*9{<Z*R!1vZH8FpZ|}pCg85+B#^4mN){t
z##w_C*_pLyt{-QaOh4?r)0WUE&pZ)Jf1bOxD@}d+o9U8<$2N0DnF%2$l9EIAl6Dnl
zvj9sAi0m4xY~L}~S{rIhYK&s1a%YL`ZP1iLYHDiEs+VjP-^%_ip*o|<%_C1zSOkmH
z)C_)b8gbKoVPhX&>xeY-6K!*u_ML(M=tWsy09J40E4{43`*CN)2mrzl;~nUmwRzId
z_bS<$>6Hku&1V1}?Ca{|F=9&pKS_Zx-Ur+0x5bcd{Ud3fU3r1$uv>%B<5N1Do#dzE
zu=9*9V@mT+cfnki<O+c=x7-Bb0{`op^&b|-(Vj0o6+y$;HkEYS^^sFTQ0BtEG+?2Q
z)^2`VmCdS;9r3Pl(3`$l<6n7~p2p|6jfv@x9pc^1G7wZQ^yO<5j9_zk5H08nmeBrN
zpa+Y0&^I@86bCEak)HNr&i^(zD1F9^t`8c)$}3tG&#lGuC1qfR8`zE2+><WjS+?k(
z(X|OYzFz%PeZJxy|C*?9Qk@AQ+hlh&DVOef0|39TdhNU~c{N5MV(_>4k#W}a54R`N
zzpz^7se<ztcBMhnz;&nNNtc?*kG3Lz`|a<10al!4hfmVw66V=Ah2e=WQ5GE*wfySo
z!03F=(5rP~mnoYCHV}U(w_KmVU@*XnRMl3Ta3}b&DheyGDS~&RkZs2}Ffwx`EZRpx
zH(ATIk$sr=`B#7*&K(D*3u}78Op{y#73K>clG7_og4owr9zJ*pNu?ruB22iY3xwn8
zbS4xxM&(LKvP3)5HYTC2J7d~i>N(?!z-DK2P7OdDW2*4$=O9a(!>hgYqqcHtT9-Yo
z_$yU#CfES#EnboT3ZsycvzJo_!TeorZMEzk3Y&jIH-q)cSn;ATcUw<w(8|d;ed~Sk
z8i?2_ih<4=eqa}6^e9rUxbe8PE%-?K#M*Jbm`P2Lz-o-FjPv_+skImFaLE90uI`rm
zTvc_<8cLeI2{bMRhJlM+h-l(ZvnamXt72Yf2G)s1=&Om#W|o0`h2(pa`5%V;<Bxy`
z0QZ!`%zR?;Qhg3cEKAA@JuUL65~4%$LLahkSFAY$FF7IEfGIx}(tv6KO7r?Eaa(rF
zl5bD*v|Q3PjjqJ7W1sY-?qt)c7y@7wTZ3e_QHz$5yDtmsnZfxOugejZI?JvoZH?Y^
zzZYGmn$OOUw%voiJQb8jpLH-!Tz>sTT}jQ9*OwkH$Kg-;>K-Y|nPJ|){ur_jWa``N
zCUxBWt}Gl|tgRxgX74iVr#xRK$SeR^@UEY6?FVp7Jc!&fwmpIN7O3Qy#@q?!T1`zz
z!qWEktcT2qw9DTiOyk6`zr3Rr5I2}RY!)Yy`x;9Ge@M0(wz$N;PxnMZ;|t;5G>^~$
zFmQ34Hi*a#4D&+0?DSBDMH?kEebbP@_BHoN72`70P;H1FUL||s&|)35?dV+&W!%VG
z%=u_zMc$O)mB<`v%xfF>%=6`a0va0R|2>ct4%pS6m*Z-}^(W~(gmYUH<jNha#>wyI
zNR!d*+#4jDL%dO}>0Kp;D}*5E#?%@b(dgtROr}UJ90KA@?y;X!v#TRf(w2Y)TIt%s
zF=AjzHEQbvK%r-rlYO|o5+}%EoeUe%&c6mIKqQ6ZgOppUvgwxex6_Rg&p0-$(+8i)
zX#2Nntj5Kft7ep3j{UD}%YVq)>LG>=d|i&HU(0VRQzCDs3-mx24@(!-u*6ssuYvmZ
z<*H(ufVebcbfYfz*UzNc8RgM(RTK0YhaGRu*8{6W05_m9S!;*sbekskh(9ooR&cjL
zq&7CUFzjlW^(kzqs@yg)Cb6X>c6;sj;>*{t!vcy#KdVPYMJ~4U92S@yTlTG)+A)1$
z4tCo;uCaxy`?{)@LQ>TZoo}AeXgr{Jr1+^dV%8(D+PhV&<u`k+FS9S4ZW$ZB4J}Jj
zHGY?LRU@wcInafG6sb=~K#qwm!#YM3Ix4U5X93;L7uo5kWLnuE&YL~y<yc$KsIPTy
z-o{JQ-P7_^&P-J@9$I!H9~QFp&nv-$8SkX+B1*NrQQB-yuEjt7RTiW#FeJSlGBedH
z)JqBqk$d!C35_@QlFZRkm@7*}blORQ^#12H3!My7x?-Tv#31ntANW`Jt6_2tgW(gq
zbRrED3?puz6GGlfb;bW7YHNr|abZWu1{#gC35O5(KAc1&Ei+*|87{kT$7?!0+G0&0
zRvNTkK$gB(eQxVoqP2~!JH2%L*;(%NdxXb(??dIZFL+cXb`gq&>ZZV85&MuQtFwx5
zFrWocG*a_6LbVXs@7xHODfhbOOgd$xn3{yT6XtQ?wp<o({K56Hi8To+(GSq<e!*yZ
z=8v3b2LXsI_aI365Am?Qz+Qv;sV~O@wcFQz-9R0k@j7$CC#D|Mg!t|rM34nA2R~&u
zfkxZ3_)*=k@2jMgp1?<1WYiwviq=&K*%g!N@C9O8?tfESNzjp-*tORp9%@VeqbQXH
zT<QM;x=qh~C#hpNM*HagnZok3^>^h~g93d!GnJboTC(HSF2}UaBv&+QDOeyc*=KkH
z8Q!S?c?l!xz-}~q@&X*WaA3N`i*>x<T#tI1no&)Ey|^c$&6z?D+v6FVDxp^5RcqE>
zL`BVS?Xw(?Q)e(G7Y9+DL?s+{Dz2>1f&a)?l-KC$j&@lglSo3HUZ|Oso<;*b01-x3
z!5foUIGZP?ntu%Pwdl_Md!NVr!I$lW{g7=dCh}zXA2mHhPnp$gl6joT)V%eNGrp29
zUMN&{D%{v2r<5PJ5A>Fx?TQiNrKTjm9mu|H4cJHUX-42Va*zy-KpeV%1orC&79*y>
z-Eb7rQ|b{%fJDF+(fRewDWHK(a=j?X0$GFIC`LFiKZVHY|L;+QV(@=513vX`=6rEr
zp<26rN1mn{u_&0tG)R3pd~70a3~waNfGXb+sqy7~DOCv4kdE6U`*QfnCiux?V%(w3
zf|*;j^f%AVj6c=rBZIZ#|ChFo3ess@PDH0eaE_VZBi;Gob*tukEdW;(e-ol-b+NM^
zl2}VBUZ_AA4$N*f&9+eyAR36w?cEBEY*Wt$rj7QF*~j)BpFp%`SCGnj{&0)8y1T|G
z2P3gN0Vq{|8Ei~3bBS^Vewp?v9ygl2se)Wzk`v5o3dPp1ZxnI0y^s*KWT7f<`c4`=
zA`0`&rguK5Wgdvrn9<2ELdEmZYCoe*uKsV}Eth}oer1X;F$Ju0!0!>f>7vjg8YRwX
zPnjxXdff7Kc&#Oc5CRCDzmqcahs!~$D)Dkz)LJ$_Ok@F_=@ray1#oo3`#>0_fqhR3
zYo_9jwa0#k=u!Gn0-b2q;UDIxzYATcT-sCNAp|D^imE@9C?IYjftkg;gprOA$}LIl
z{BuLdQc;ozQ$M0gNj&>|A2aP}S2SShSp=I-q=}U4xfZ>=Qb(4VZ73_MQ9+12xu-JQ
z_H4hLnaVrZO#NF{B^n<0iA|yFEVbuX`2P7)u8((He_J(W;meN&?7ci-Y3}Mn0M^1`
zihD9oK7nj5x&Rwk0mR|KYP=^9x8YBWU;-HM`+Gxg+$Tv2);o5V5mfto!IbvW%h@F^
z1r0KYS(Nc0FH6_jA=OS8^G%<9&Zuot-->R9$A&7R88vSIa#t2Ea{;+=dTi4H#!_`{
zn2j?*Itm6ZCZ&4^cK^CuBH<L99qnwH*#FiCPjkXrF1?zJBJi-{gGLjUym@T9W!-PJ
zApOpL!XQX*Qwx6C;ul&@FbyaS!Xg~li!cGM&?p63R6$hXM_{{{=NSu!y#OvR>cOMB
z-e<Z9MCMzRKqrXO>94+?Zp90BL(L~oKGF0>wuzz;NDIryIHM^%_$kiDo3!O!`Z79-
zd-}50sS0r5A9z^mh{B>7&ypJcP;CAgi%Yzo;LJbf`IfVQ{d^ggr9Z(B{uIL+-xv9H
zOJY7cm3!zFlGBJ`Yl=uKzH@7BDTJ*CaiIA$EjG{G+v!!1$BPzTQOt@Hgi9c3bXu=z
z`10KpOt^EVUx9-D%i#k8F%Mn}KUufabv)98{_Rq!BvEY+oz>y|JI}Y5c=>pZi>r3@
z$kGi+wG;dBb4iGExp4SIaH^>Yl(UaK#~ml=2TXD)ty%SfC@+rlM{R&v^x0&-BGApx
z%*hpR#i~RAKpnZy;Kmj-67vn1zSEe4y&kX!RUI*6Yv<Fewt5PP<ITI5=pUjtFPzs&
zK>3>J&Qc$I?;Q}U#nwhGW$As-QFp1~7fX^O6@(TkDkexAg>4TcUx_9R$g=D!1Y|1$
z8w!RhIr3E@$c{upu8!Ja6y3lB{9t^i;Sw*~1k~&HHXVPjRDHdV9`_N;^+_R)cZ#jH
zg^{*hcMjNk?g0c~MGom*&yG>jng7Ivzn_Z*y)b7+=2@Z@rF$2DLpF-UXe}^lzrW3@
zFO`zY5`H)xFw^65@hQo2FnCy}l0N`btdZff^QoK>PoHA8kU8LjX%QJhm53N4&Q)&l
zo-b|rVfp@^Y#e?t0((4i(2{8R%+Vc&rf5t1^EFN<ul&>^$-U13RQH`h|5f)ih~Grg
zSp}~)5p2MC7mNu$Zrgs43M#^xNc;VXOvO41*<0|{6rwuXiHl7mJ$4#=p53-PmGgB7
zNd#9aDr!~xpPG+0U5s_K8cruC**7v?qKcJ5Pw~N$`OSK82wZs_=y-z`vKDMN4D1iF
zyh`V9gfrL!4NTTImD?;66KFvh`$ZA$mdVRiUGE!Hvr{wR`$;(&m};-!=W;>g<?jew
z0*Y%@3&iKDrh{zxSEV^L`)<JTd{IilBvT|e``^ZPEL1~VSd0DNigDQOCs8Y{{tmV&
zz=Ve%HEX+b_+*|CJUNvD>nQU?#sPr0MHCk~z~fWSx8K0+HD09@K~&SQIoJ6eFGsej
z69jPuk&J@v6&3w5)GoFazN>f1+z~mC!E$bdOh8<q;bMCTIV6+sG9>}pKqY~VNprbM
zyWGh9*&~gni-~g522aVP2Kl*lKjUNu1}3nicO(JvOGQcQKO4I0Jz|-CQr+BqCWy#Q
zLIu|ds|0c8Tkl0)B>pz2J9RsG$p)6qDNJ<KV`Ch0k8Z-Q-9v}0yHz-K_uyCm)9J&O
z@`N&V_SE>K?_j^3<^2m9-j0HC-c}05{cS9EqU)TrXtc=4Z#crv<ivtRZ;G!nXW7Zo
zNNFOn0c>2EfS{O<t&vtV`7wNQ!G@KIJTl;dP@Sdq+YEaphMmIjgg%vLvHtu31b<kj
z?u`H&*+{KfX;{GdM~O!HS*`>QGY52KIQp=^m^!5O)WpXs`+jrFp+i}pCqf9;rvc+V
zGXEz*zL#7)|1ZQl&av;E;>21RXwIk5ax&=ZW`GKxJ7DtD{{Lz2y~DBm!?<B0LXwEc
zDj{T(O_aStHrcz7y-A4(*_$L}Z`rHtP4>>-d#~rb)$e`Y=Xj3ypZ7T4<9+Uby6*1l
z`ubki^&RK=InVR+G1`AJY2Vt__2ROq*|+)dU(%sGWgZBz$HKek-C&%>pXrk+Hxm5K
z-r7&hx4)7ETnHf2mA^SL(TXk-Fx1?6ez>1QmRBfmDkVI2Hsk(^H#}$ew{&A!yD&m)
z<`RiDaQ$b~n>_$u_02^s#oA%T+DESFn65pG`#_4!SILEz8I)=gwD)?!J8^vpgV1Gt
ztST7Fr4MzD<hX`fE$>RvvqzonAioOKSMx1jC%BDWJ>tkaxN;H&<+=ar7M}$y_9T%4
z^@V)-OQ-;r@*oY5L6V=Lqg9!C>)pfQr3jeUl#d#}TIZJ=FjpGo91grf<BQoD70tid
zX*o!%@P_7C@FUVYKLLR6Tw*a!m%=x`xQ!4lHG4B!WNI_s^wHnnJZtANP9s|1(@DJ3
z_`&p&f&XC908)+D{aWe1#Rq7}E%#Of)7|taQLt5BIEw2F7kQzVs*aXSrOImsx9!A4
z&U%!5?B+1Ory>}Oy3JJ^5L@fauTxz9^Yim4Zku@}Ldk4p{hqHPy?e+gXunN^bN8aw
z*VpZwNf0xebv$ggNB3M+qquDyn0yt!$Oc<18p*O_mIGomlB(jRdIF5R<|~E@<02*d
zzrGGvy%{`kNs-+{P}H34eR=WIPWTy8<Sr}Z6h5zF83VP*@hg0#Kw>8fB}x2{7;?Cj
zmY7ri9P$douOvePTm4ksyOpBmL1)N11nicCDF`E+co53HgB4#eUKJCJ8k1QvjSh!8
zo%Um0a=j4iq9#yGdy7Nk@Gby?^4R^^;ph<nrYr%NVlQ8Yf9L`Pwy=&t?K-x*t4+al
zY0mH3yqkjGGh*@}W#i3s<~#L_2?id}UZ=&rWDft%2t^ZrJ_g4Z%|KWvpN1vW--Lo&
z#89DDR`4MY<oA+~Ps9t!qb!frlh#a3qE9f|_m&pia@-F}RxLfrx|i5EyE1CQ8=gcO
zbbU_|fw$YfzW!-ISXcL+a*iggR?SLIg_#W@;`YAMx3BgQCv}V$%^<KE2)wJbBJGi+
zF%J2ITTt8tFy=28yo&l5-o5KNp*5NKB)4h*^v~yfYH%3E!@e+}HZgWZ^K0wxwd*O$
zkmF@aNrSmOSX*ntaC)?ms9?p;$43Hr9^W%Te25%J;E;mMWtGMCWbKEz+~DoEG>9&=
z-RmuzBq9H>jQR~wlt((u=|Z4d_XhU;H+)obF0Yg)A3K`6-sy|HEAOIBc)I_DyvWL-
zo6JRj55u*LgDk@09iWzV@vcLg{=Ut=EX?XY?8nFJ1a9-u#+#6QI|bsz4JbH#6n2>x
zkOsQEr;1o^3`XivVs+ImwfGz5IO9bXjDmqsR4KiT3Sj|o*`+^mSv`L%1Vsi9+q5~}
zLK&SZ;_q(T{w8y=9G7q{*utk139P!>YeJU~wd(&izkrTN3koW#t3WO3Rb0%GDjltm
z)=;%pGRkbweDj&8Xnj)?`p1tS6`t5aN=y{L%VWsNVzyr$Qs-A*=#0;G=DT-K2(!q@
zV9{(S%708#iw>U%9oXO?X%CS<_g9zu`_crNfU3>x{Q^HaKtJnj+Vq({gwv?8=A(Ze
zfh1YOyPEjgqc{aXqmtF9suL!f+u5r|vQwR9pNa2gO2lt&ZoCn1Weg5<E7)SU-oe_k
zx<CrWem;2MN>UaT^y$ixOYaEg;__?#h>iX*oeV+BdB269rBORa&olcKq;vAEnijDi
zX_dd=!2r@s&zc&KcmkExo1}v7d{<CVrWY3<UgZ=#-F)f_qS(DO-@61(UOnxEtQ%nK
zd#HkbmyhKe@V2c;Gd@o2gp~c%Syx$%^^-lvfG>;h&aP}ezfh*W>&s?%Zn1y3A9%B9
z>vu~3Md`tPf#Dc~H@spO{)1;EKIo-&<H0V$Ko(8pA;oD;eAYh(iCzfF4J%OI1w{kp
zku4`mkais$msnm~!?rQ}-|6^(3X!Mp*hP1(g=F<pqywjW5eLSPXJ~Z|)k`nG#{N0t
z3YGWuaToj)R>``SzaWY}Qzx{hb3=M7?wa068~J|y?#BLoMh<PB5-y(G1NQrlcGAY7
z*$3)_JNYy1ENgo}+ZVNZ#BQXic=_`FZ)t(KGawJb<+w?qsj10qF~;?ip<L1%QuRy~
z_Yj_W^R{n%0Ialio$Brq?zFl1<k^BLP=PVBBz07J7CSE960TU{4GaSuv0uKYBa#Su
zPri0Ts>1#dQ$^Rb_ieG1k=S|0zp9EOEGz!EaEX8(C0BpC-n+L3k6PL@G&EF*P=HrM
zHs1<F=@(}%Q(2a-ZNI5|`p!<MD$zc^E+1=NgC^^q?6=uzu!qF87Bj0rf8=1-GIO!=
zd#X{Vy(%j&CSZ~#L1*QHL~;y**Ndak#UM)t{iNb+c$)6yQ%F6UW?^>5{z}jpLM3%Q
zK~y`QfT?#;B#(oOYv{`*-QTlR5meDp#};IKTu$dV4f2IJ6#e1X2;{&piuSfXu6#&&
zJn=0jiYz6wPqOhR@C*B|uX%$QfN9VfkqvSX6YqPdbC0-rhZK=Tq>0F+1lrIKkjytT
zR%T-|TtEdGiOwBYPfvHcQl{pCyi<GT5cDAOfVr05!eh1>7g!zDFf08!ckS)%i}{o;
z7llCJ(`T{NjIwt<bY+ZKl~S;kZJgCnD8a|?prwm!{Q6?9>4!rT)IHPkbCllzgznT;
zjtNK~%!0CcTycXKxqS;Tcd!EeWOsWc${VF9g;xejBQF7>MeG<xnRp(h3=C%mA|j&R
z^{zH^Z_rA?feidmV)_75UII|85Zaii!X+Z2?PnzAb7Y=yS|ELza9P&DDv!c*I8|c7
z0D?sW4fhzdRmA!f)&yg{E2<}bfWh4KRdPYSvEqGZ#>$jl#bkA>k{@+Jh0Z{}t;P1)
zE<YU+=Yn{hQSpaZxo=4YX2}kq&iTIhcfT4!_`acbQ7J4ULJtTnd-p&lWzbw#EP&YC
zWxWjD!op&x%qDHuacgU9ak55`;E}3lz+KMzo}PSN;~+$AvAt31$A{W}p>=VlD{n1x
z1dydlfXkN+`sJm-{m=}er%Y)gQxQ2Gp!C=OHaVVypndTzNH2`&L*&qEk_o+?j;s77
zQ-Hf8un1@dz_d<0ZS^-pB(wqpa<=kZzlwG^W8_L-T9EB!xGe))TLqoZMv)mIB}Saf
zXNwz3sgYDOVZkevzxJXWpNl?QvaF;~emWKu=e`nZQufgiZUMf-SI&-h(b$Uo3+VE!
z4uVd$&a%j?3fR_uq%;_st@_Fh1`Y%0(`@_CI1CPs8lle<<=iNv4~p*3DIXcK{d3Fc
zA`8opXDDOyXM4hRzZfpuv2#~5REz%6tqNWiJT{M;DYs^i^Ha@EmTbeq+9q>z_8&u~
zyuzigBK4nXkAZNnNeHPq?%e7$!2h#yaZ8652vi#0`G1vH?k^i_=_D2$A8)(w&=Eta
zVSZbnESZ;jvEO&x<FQ5tWvqs#1;IFEqHhO#)xthTe0Vn&@fw<a5e(T`)vt?Zn0`DE
zM^><*;fd&iz@N2Uiv7ZPy^Dy7&3ZK(4I%+v5VCF-dn8>}fnqAv?FTvthBI@3y>ux$
zbm@jL{MXlL8d3ZAHL>q(wN?}G?ZoIaHD1Oh34ZOG$=Ak_6ru*i1kK;*K-9n-l$t~X
zir9{UwV#=v4q^;L-h9$9nSm#Qx_F*NVz@aAb8+N*7IP`y%G52~=v)6h(NCWsU-2ao
zUIyugZ&xiaanzHXl`~<$s`4o#>R}A`uwILsJcn6!$dP<{7PIB6JL^knqokyfF+sdF
z<L`<pZ$;@5R}GD?uA5w@!F>NORgF~`a6^4@8uB&A3Bjgd4TEyKJGt|b<HlQKiDL3q
zL<6G@H^6ohqoa8;-__cRX=8~EE8wVUPy-~L1X><YQ2n^mD7*S+0Ot}5Y~KABOfdK+
zlswq<p{_b3SV~lgXhNGD-DYci|5;@vt1|DtT`^Rk#-D24jwj?eJ2+xX=9$jdB`s=t
zCNn--GaLYv=E(x27)w_<mM?DL{58#9IQ;jl)0Gos4+X0{d;U~Oa7Be-D;~@ZI9BE#
zzqcQ&A4f)b<PdSek0+!hBsrV(4RmyVL9>=Wo25saeXg0h^_WZ}_lHK24Hjq7uGM8W
z%l~XS{{#)y6y?MHxl=@7FKM6_|Ksl&xyK3hE-SKTLB-p)zY5TgzXbd!{Axov*Fn@v
z#x#EGE2(xfZG?TGUwm|<FCucE8uZWErZfUFe}vaGGehfi=ybpxrT2Un=xzRl2BZ}?
z0c)lH@R{4U`21(}tH?r*Zm*2j^fX)P8%QTt5zv3K`WK)8Ad&3s2~-30yqWzU%4RT&
zDCtx9SJFq_6DKP8kWOKtW-R6l|3If0sz`FT*HV*hG?ClL6bv#QkS1Znlw>iiBO|Ga
zGG;d~UV0W&Vj3l$g!6hmbr)dyOZ{Smfys*86?Ef+PiVGnRi1RfpbDuEZMO;C77!GH
z_6X5hKIHk(x=jpr2tgL^R!lGb%?-I_G$kb~_RKtK%s?{k+|d+MY17@WvUFg@ko_CC
z(w>q2Rrn;?CHty$kDHdf*cyrP-E<q|PrpVUGsXOVRK<ij!MN|&8Sp7_i0Z5b0LL7^
zz<JQ181bs|6-ax9Qc&NEx$4{19f+tVGbsP(H?m$XW@0NwBLITx%WI~7U{Nrq+xorz
z^U%(tU|$vZDG|GGN8B2I{N3ol(emP2LdBoD<_zd!J5uz_GbdG0`I<fyhtOYD^BzO$
zfC&m5>vWI7+BduNU*F$@@*HQQPhF}R`uNeRo@<HPV0*J_SSE*~D@cnH*$BBvquLUV
zk7BJW%^~@ktpJ(Cp|kUY)hwkEg<EVMV?ID4^EkHGxr+T5JlDMJ7(&F8IY+y+=UMO7
zom-STJkeM?9DV(f%dW+d$KF5Q7R2Q0GJX;kH$igp)((Hw)N<{Yhy7jP2tA4#M%jP7
ztuYj0jlF(uDp(RHZQe_j{T!GOWe?&m*CTLWE@9&6sHP8gpLuk#0Bx--`V;m0NXwLJ
z&I|-Rh%XwK?SEr0P6dz~?|C6)Y-}j|IKL<3xX1P51(pnqP@JOFJR3B5|9c3a2vJ%2
zGFz>02majPfi3;3%xwO}1!Tm<mr8S;M!HVBP9h5r%;F~w+TIdZEPX&b(X0DJW>pl5
zqV^2C|3}r2qLZPrWtR+4y?W~ZHGkejGW1c7`^^%N@m=?#zR&vRzdnDNPIA8kW(sLd
z@jPk)RvUh_l)T#2^&_~`#DRWSlKx@246LQ+#T7x#&z}`0dl$Mu!m?<E`EgGQdj9t3
zoYdF)H!BJ_<HY;_j+Nv8#)^FI!~l`367NERf9qD~NGWyVQ+Ek&;48(c*eicOIa16m
zkVuSNk>ULL*#`n(c!%_fy5x-LNOeV8j??3_C)UXf`@s1p-bptQDE59)APV?;`+lj=
zA#9;%)EVABlnHlw<auA(QxE|+BFFH~0zu?V&c=a+9bu--HOr53>x-ST<G&Xn6<n%L
zp2?Wk^ik`oK-KBBh*cT0u!YetD!f0;J$WI0fq2ddCgjq8YiK<}bocYT#mE*!C%$TC
zo9-^$Ha+R99)0(;g?mKbVb{bPgx<iNo-}&ickT7`2kng@ub|AT{UI#+z&~m6#@Ej^
z@5%yZc9}^`cIbDR<<$KCBgJei6w|=c@VC0_IyruCr2KO~TCDvk*pJrom*n3fNKaHV
zGpL1sKLhMkZ}?1p)1hx|%GIv_jcWx%olaM9jD{D&_npCwznq$&&ysRsxgk)S{O|`_
zVB%*~;cNV;v~R^d#VsXozjJ>2%GVkfRY*RMLgiCH7mm=?%EYU=Uk8U$d^KC=dht=0
zyeLF4`fmmkT)UQ}X+~jKvrw5QMRC{J{zLr5hSRozgOS4yD^nqx&AeL|E)o)w=E)I3
z1$*`%CxKV8e&5ywl_@;TyOORuZSEveIUVSB6*Q@9F+Cj_3>QWf(G516t2d|*W%#C$
z{x!kyf|F8BAm-piiJXC0E%p1aFeY~;0YW4lhAYX?uqXLp;^AGsG6FVMo7p|n6`9*>
znWlptK~f7{9uYDwfsPS-7I+LO8|hTY>-RD}MKZ#$!?)xfN75Mz^S4c$-4mHO(Ve-y
zfmO&kn;_~zdNGMyD|hqGRcQJ2NlUj5k(C@n*G^fBi-B^E9*c^k*cbcbSLv@L1eewJ
zSJybcX}ew*x<4d3*PCQCYf`+amtaWVIr_k|L%Mo(YH|9LwA!&)`GS+?>(m|;&l(D5
zOlbG;;|Z~H2tj|Va{|t>eH96Juw6r91;^R<Xo1A?i&EoZsV$amO-&iEuX&`|1cK`=
z^9q#r+Y46<y<-hG9quyHbCok2<{B6!I%}tQ>y*)E>?*xxLaOCK6-9>D1(W)QCrfK`
zK)T?z`=AG#!O&_L{jqfX<H@6)l!Be9=r4<&73LC&8kyQ}T;6)!lIQ#NA~RPh>Amr=
zZ(>QSC+*4unkKv9zC}y_kIYxQkdV&bTG~RpwL#A!u|m`IGMy5FR11_qJuN-ejrQ@n
zz$;O|bEiePd}`nBo5~7XBF>P~aNd2^{VgMf8f%HJ0+zOtwzkj#@qH0AF}6Y*1NUvR
zE*r%2@VNK)c|@mKW-}_aCD1)dM*gBgt$qBE8#`6t@JK;I(3<XHMsfJW>T@|V3tT0N
z*Jzl+>D~3)GPy>*-z90g3NYv$nz8Ug9?<hHcx`A`8`hAta)k$ewR(Q9EX9bM2NUV^
z8kAB(@4MckqPId1`MW|Da9W3Mk1`#fWh&xG4l+fwyw#7McS=GEP9nW49+|3y`K{`S
z5FPHVN69XaLsR7q`Pxz+q_h;ygtYs1`^Sq;(v@f7)8BgW<@HshLxR7p<1`FBqB;1T
zJLPn~f6!8Juo+Feb#!Dn>b|r;$9lA}r6|->D~!y#S|{3@FEMxJHPiFY^?s-=%}o{|
z5k1C!p)%SPQVC=`nQ_gn`^RJqzr%Q$M@l;FY;PeQ68#<JiNua_uW8+#-^a?LpVtu8
z#2@UnJ>Cdi*Jg<PnMOa1j*cd-Hz;at`OZ(k6j~R?LT}k5<BX0)vmicnwcce436AFE
ziYYjVN?VLd4JoZsMkPf>a{u52&j!gekxu*mvzMQOf(KKxIlE|bM`-K3uNY_?-{ZDt
z6_fP#7T+;5Oz8^<PVH96%~cT>olj41P#-=IwFsEoSD#}zS3y$Y?D(~S!x=1~uiO$h
zDI0*MmG>rhm$+D=+VN17+xos#W9|^6|Ks%th7;MVB1-XoRMIIfNdMOe$hYXoY<(Y|
zULdgc*-2nJlC*4qELfx_t<9xSvAsyw!7cT^koWA4k0qbE0qGQzAL>;|Gv<hRzm;jw
zI5KWD{6}WVx~==jdTLPu()GW;dOC9NXi~y_uGqd<#_BfG6nT^+4&3M=3j-sb)!RXn
zIcJAQ4<CI0{E5rBoMp<gsQ%Ok=W)nBcGtI$-6WM0USA~%gS4u($cU=PR*GDZYKuSC
zK7{M1n$X-TUJk^QF*vhW<lr(gWcm=A#3J!t!+i8$!_MsCpbufi;=!ZQ0&O@i>B;C-
zq)pO)uW!VL>nU{thuwKSLF#JN_vJlL!6Ap;_p4l1t05C?TahpJagjFh{!L*HU6Bj}
zBbP+tIC8hD`3G0yJl#-{;sXBmA<cGVWA4ytr#f?jpf+$w45@bb+NUefJNM=0kB<_o
zaY_gBf{;85asMu2FI0mm{`dbZTxruBIEhiAcj+I!GK70_4T<aS-=QpLS5B+og@VGk
z#D9D&%PC5r3OA@rj*MhX`FFOa`~JCy7{yY~a!u613OSC!SIqHrXjUnare6K)|Gs(!
z4<Wyns`i0;#mLnO>RMSuH_QHY^U(vY=c4=rFUr}oLpF+>wQ^SW?2eslB`(i-$cX{B
z!bP#UW8~w!?W!pgoyV%=E<HijBs(vjo_ABxM8d|8)s0NHQQ!(v=QACAINRzPw)=ir
zak*`dN-G}@4$hBq3D4}yXTTgz2EW6{bLQ`w4u?}*e|rgsTsJQ78F513)61sd=>M!!
zkr^Y~4DBebj{FFj7^9=3Z;_I&ImEK?@{XR~xPHB;oR%v<AfNE~=gUQ$lO(xS@AEwP
z;=YLIk|en5^Y@q2GC>drz`?k2BjTqI4q@{Go8B(5N|q|i4*4(g*W=~=r?moqFMzAb
zkAFc^|MTj9O*JH*Py)#Hs~QuNQdCz1^vhXl26MG7?G&wu-Sn7teX6?2_n#&XVV&v1
zm$Pn~ePNFwod14_48lch)rb#?&*dma95(%3{^6+h&EKH`hgKw)69(}+iBHBZ;$QfX
z`24?X;D7mB8b=^nJe&PvA_PIEFxMJRML|(}T6+*k%1aF>Rd52oi=?#lr}yvQi|6Y#
zd=q+y#_G7K1Dq1q#`WGFOt^Hdl5?2-{tVEcWbl2FZ)W`&+nYae+Ca5x3C|xOIyrF4
z+7FcXmix0U0x644`x<RlH}}B;lFp1>6bHraa6)a@9uhe}0tPz6*05mUcW9Ghsxq+a
zBQdP=y1FnfI40;E=d+QenlB7`QV)QwB5Z0(hgK;gtjJ<qUG&qPdyJ9(Ih*;D?k6&2
z&WrcbpC@^7clr7Gh18s_S%xGe$Z8L*5?jqS2lp14Dq>(^u{DKPtd~ngJW>-DJSr6g
zaf>;SbB-Y6cNT|;(6{GF!t;C1?QbnlC~0WKK&IgVh;)QP0j~JgpN5VDRa@I4zP;ay
z1t7{@{>vYUP)uW}+3jGQ1`4w~3ga$Ps}JCTwnB>*WGl!y7USjCi{1BZ3f>%U>XuD^
zxN89DEcG?iNempE$Yik~NoYJpAw|+?7*w69sHhq=rDbB+CDzLp$jX1+cNRVbNubz`
zNBqdcpg!ZKE2Q(HCieVzuqFm8#inYr9!nwjCI4|l6U{DQcJqxw@jP~XO`+I#A2-AM
zdq7X`f4&(!J8NL`W=_W5zQlE>gL8hX(rIUQK*KUc+jUCt;wZ>=eQfxZN0r(a&i-9d
zua`s1)jh@LDnx8X*WIQmk3DLD&&0^nGhqcph%^SWHH<q8*(vgEmlSsH4rrrLKX}j#
z;$%7&CB?5tm4QCQV12A?o*$1!mOT+;a<?f@_vdWcLPA@iD?~x&E3a3t;8g8*BeO4;
zujH_C-heQIApnsDHVd+N4?)KM!x(hYR?33-&ehdFFea_BNw~T>AXqk-qgA0P;)mZ;
zHNI@b-P;^YsfDNoHwQ%3m_bfT$_B<@^DaosYdtbgR0Lt(A-mJVExtB9JUp4iFedGZ
z@aSk$iP1QV&N%K=9NU_n$)27bWzLphJ$?O-{mBAD|9+XbZF3`q#zFLad}FtXiI-z|
z?938g7rYu~EeVx@0{5S*ydcV!6BkF489Q^$xiZk#mwD6;elX7N+sS1$Y>l$pneQmf
z3XrwlU6i*WOBp={G;{CK;MsHop*DLPD9M|f-aYG2d5O}Qz(1PBq*0PZ4==pXwIzfq
zr`{W@LNc6gj>l@sGe~{IgRxj}_YkNZbgG+*1Z@R-2D=gkC)3vURU&)IA>?G;(9lpe
z-x=>Rkk3a+`LjP+3}>gBPAQ{QHi2*Hr^nkf+&5m?xOa+a_?Nnwl-3gAg{Y2`#HGIF
zT8r$@R4J5kU4=S$qZ4?pqj5KH-6@7O-(_jM;>R%g?mYHtHUvmhb6>h28D_@*xdUG~
zM)|0z8&{62-A-cmK<}lbYjpk@4B!1-F?;)cwH0>Xo40Qp4$x3hsSSvxm3DJX#XC%x
z4nWQQ$<aFJM)ipW@{e9_#=RIm0fB_t?*Ye@2YZrm-yJT5k5r#iysl6V*2k}<>f=jZ
zhM0+w*@IP~wBAg3C>rDVO+@S_pI=Q>stKI!D#{5W$vT`KzG36g*ijTbUQAZzL|;gv
zRUhlyg+letl5O0M6ML4{2nLO**LCSd<jWBn7A)MiZ2I(FGL^I2^(__Er$_buQ~92Q
zKv8?)MAho3Wlf5PrzZQ_vyK>!j+vq&_7WLJp|V7z+J<hV&nFM$@#23v!>vXD6dn`D
zx?ah;8Ngva&@6bqg@bq4qerCi!@{s{v=;Qj3@yeM8?qBn&D=r8GDCIzk(gSUbxMmw
zwo}%w0YbAra=6eqmd|R0W?hdhFJV4yV9F#}G(cKb<WRKOtY2EdjNkoYMf-yF=$Q>6
zQtw@?6sgDvxGa%z3wazp%wlKf>UWjgmogrz;s=DJaq>Bu+_^_Dq2%@C6y)=~qd_@q
zzD3ZF4fc&vgP29l@i$GRg#07ODudlgPi1<j_&*N%)3{|Jf5_Kwia{OS9LEp^m2l~+
z(+(3(J{=a6mX%wLYF)+mk89tebl|u?^{1z0=v~ORLa1TMAXUKhvi;aFCK7pvVOhhu
zl8nPFj5g-GQuiKp?8Mj@OdZ<lZ$f6-<sC96lig2Zt<i6E&gIO<O*$Vo?yrq@Y@GV(
zEIqo)&%_I3yo@`o!3fE>O!oJTzx!bEtKkrt5G=(dWX)UIdTE3OJnFX1pYOfm_ivBk
zXw#H7?U%v!1M%>Fl2y=A7fw9vhLuZBEnm+Y;{{uP51B3Ix4<vwu;xlD>5{5#AJklE
zd3kxwBIe)NkWgKpzXD<ri3UBa2h`Ltc-Ev!*>BC_ZybSgy*Oy>jq4`CDi<x;N&Jmc
ze9eW2-vt(Fqus^ansd6DrXbGnIJ+VjP0cv98<V7hzjv4VsQCHMvh375)Wj<3u}kWB
z!~#iJYMwrQy5kmrCU)EHYFtQ63>^jr#{3rK7Z8ov-hl0!QQg|Qz;<OohK)b=$!Ffd
zhpv{0#fY4Ja}zoqgG&ujOll<5$pF<m%sQUK>-^5UI)$U}6IPcF!qD)>%ED|7{)Evg
zwjTp|&^YSsR4i^k6lk{Xwn5DMwJ7ak015vGK9Erhft8NzCy%ot1DHdo(^2Zi9s8Ce
zMd=WeZiP)tx*H~G1Br?)>eA~U<3_32$y2a&4@mzU5GdX0<V7sU^IN?sQXMvDjEW2M
z<X4e+`-nb}^4KzSy4s?3Da!F1+J(OIv9v=X6xj${`R#=Li~r(uXM44<t6=WclQc}z
zmr|rHnaLt{F?oSH&*~7d91xP~#n-GaepBZ%6TsODbWJjw$XA&jJ!;<>(%7OpU?pWh
zUttcI;DPm`f{25ZjEr&8?I0fG^RhT+)$kE0@<r3`^Z3~wZcY=F^m1Rhaz(m&9E^b|
zk`|b=Y<+olt?7aGgLlmr+JrDC$uw-0o4vOiSOdsp(>TBEi59u1nRYsK7zb1~vtUkn
z?Qcw4dSS*WN-!C~U(qUw=`b;S2LutZei`cCJE^f21?3X%a!h(0%x>#iDh!Wis-wG8
zW$x}cf?VCFUj@k6j~72C$&!lJ^#v!bF9oiTxs{2Ch(u2kTX}M@i|u77WlDb$5(}>V
zu{-pIFxz>C`yc?7li_)46LCCIZ-s+pd6U?rM$CjhP<s@B#2nktCnzZ~D9Z0rB@=)0
ztPA_`+OIZqKFr`0;_#Hw!Iw=eOXi#`Iy8i>u7l%iXR7c^u+-xsU3h{Cdb;l&YP)WE
zmnGjg>A|HjgNULsX9LUbFW#CS3t|epTpM&L-JrP0^)da2s_N64raD4tR}wX{<Sff+
zEs^gXewd$8a&{Het`@+*?x2%q&=T@;up+Xeref-DOsKk;>XMuV@k6Ec*n~V$Fafy}
z7LRf!-sikX?^Ro|3oFjhuBjGbKwX^%niZBMb@uGAfwXR9(#^p1U8L<4!U8b<IJqN$
zt}5Np!e*U96AY(*nK!5%Tgz)rTE)sIbye;BtTzUFupVY_XR-T`xUyx4*~qU5Os%1L
zxkU4NVovtDzmZE%Ca&Tb<JPi!P{FzWn~UUW)(@8h3&l+ZEQaL(R8=vtO4D_%y$z2G
z-Y(}gn*JOu-ozi+d05%+Hn*C{V{KR%NC2<ag&~V@6myGizEe(%2PL!?-Sj>mOhU%?
zfr4&1K`0C7t-y*YU1I0U4$PtS*fo$(`;8*|E!nB4ImF##E>)=;L3hJewLamp5#Ab3
zuK~N<(qL}lQMS^eO&W7|dWO2Hs61*dv2*eh#o0v@dWX-*)hV2b;j-Zuv!QaG>IV>&
zZiA)VlFVUsC^%;;7}Ve9qUVw*U5ayy>dV|MS#I|`t8YB1+G@N@t&$r{(As-i$-|ms
z+?7C3ax*WGjJJp)cfz&Lt7?50ubEtNNtYfda3Vp()G@(a7q7q4$)<~yfzjq*+(DyP
zfaYj1IY`=_>Hz<BHuY-2{9QY_Y0<h~Ji(5wj8P3NhNbUUvl&b6*VOT>u3=yV2UCj0
zw3c|{nNk^#i|sypF6O=L9gODAevtEW(d;Fc4EmMHrIF&yQ!wmV&3->j*QzL?)%&Wr
z!r_};c#F*Abc?S~X?pal)QH%N;gS#Ta!WEO{E@voS-*ZgD@^>Bk`j#+G;z)C&qtbB
zCXXY35e8ebH7x#%{%VA&-txB6aZ7K<EoG1*CKm@x%4LBhZymwIDU?uN7DmR-N-?p<
zC6hy3N>S$5Lq2CogZG?KMi{uchffDKif>U#Ml~I)yWwD#2<|rSU@=wdL}+=O?NL8j
zmO<=nEYxwrI`}2A%Zu6SR_lhda=QUzM_FUY3YJB}G;if6eFFl*&(BU`m(qZ+i3Mun
z8!{DFZP_IztKCwZ_m&0Buyq90g;cS^7FnLAeOW$;n#b$+r^c>c;t@SQOnCXF#H_#d
z(;u}wowqHD*+M=viLN0O??l*}XA&$BWK5Yc$hbs2w%^NiHzDsVCYI|irv>{}{oSZs
z&KtJ-H(bU1KQ9#>fjt%*&7)o`=C4on;K65&-$sL;FxlCf97x-fkmdPl20YWzd~FlG
zHjbYL(N4U~y?Q=oQ96xQ{tNvqX%A<2-m~}atK*q~c}Z$!XHn0#s{X(3AyVx<SnvKG
z|3CSX|BEa5|JA9U<_b@qcrF+(^`;zEThzbDNEn0#^CKyPYF=$ou2>M6GAAI*wJewJ
z?o<q?QG1l@pd0uqdc}y5S-Y^3TVr9T2;H+HzJw+;3&C+nd0FMm>VE3j(%RZu=nij;
z6?{t5vC@31H59-r+%A!xT8_0OAF`0$UE635bL9j(V&;za_AqeD)OsI7dqaeO+v_X0
zUo%ThcZp@qZL6=Z|K@hGzi{>md?0by^}`so)P;qG!Ez8qSj61m{w54A+d7_sq2Lb0
zTh>6(7jpo9sWdnfhG5hhS5?czKHi2Y7}N9)4V#CaGsC^H47MF6&@7C=yiF&L@RXqw
ztgeTfZ9}Zk5w659J2?n={S_lCtAa(@96>a&6_RjU|3Ve+2hKei`PB9C3Mms4lj;o*
zcrqy-7w5O|@eQuTPESv7g9Xq6W-LP}ja&q<PRh4NG9@m!(W~Ty0g0kGth>LOnxw$`
za9UgYG06zR!pz7rc1@%XQKsj|(b&Z7pFyP3Ss)okys=v<nx00HiS9XRw#JXgl)8JM
z2f0ei&CT5lDw>(4bI`@OfJ@k+bbjf@5s;0we3J;>#y8-ZWOv5axp9ZN7FCgu>E$Dv
z`SxI-nQQ@F<=MCBWS_&r@bOM}saaThP?ZL=)buAp!@?ebi4+nXd~c(2Cvd@zXZts4
zcP01=?GNP-x*(g+b--9Qo~M8IY5$k?_ZWBv6O~S^Z~i<hv;fmkr8FG6^7$`3r@6yp
zziN^izmOxF8)U~*9yrzB1scKzqIv>5?QFeSYHVHBXOFa0icI9$%-A_NIJ#Ukip{9t
zE%Td4qp5`lZdZ~}Nro|ds9aRXqAA+#E`hyjxH6C(xmN~%rP=>-n&dd8NQQ@0Y*cH2
z<3(TLu<@8uh|^;1A!Is!N!LtF6!9l;!sLplzkgqN1bn?KX*}5Hn&s=7hHVky;2t)E
z3(L4N+4D^TZ-;0hL#;6N$gM093x;at<-o6HS`0e^QbD%taV_5^;r_+G-rn|&@82Kh
zu8g-itdB(-YXLe_Rh{Oz^~V})2PumSZvn-4t~Y-QAnt>N<RtHk014fvb1K$ZDaC5e
zkInHmvy?I;S_Yk{imYATF>jY2>tDzG!v+D7DN^H?aPlTrOr#<fHNYN{=a4*w6-b~2
z<CwkX2RIUTRlI4&aK|~;=5T=yC~6`uxI13qz{$<?^XJd1d2D_act#x?;7!b{{czZL
z33Duhh$F*0BIg+x&>b7Vbwqzm0+(s>U!sdsob27v2?-WnAfl^WHMMfGyQH6*>j8|N
z1=e$tUDh4A8R5%8<bsS~ZhmfVZl*VjbTP;vcn>(PC;w-C1gaU>4<HT^tATIjb}N1F
zR}n0r1`Qy3ouRa-sHm6%y5k{HQH~8BX^{Gr+Ij}QWXI%p<?I-YW`X@7{a&ztGq)|_
zc4|{}e<84Il5Chr+v5(C60crmAs{Bec?`D0_g4nxz=foqYm2P;Q-gc!)_ufgTUyE`
zAt@OGYf>vXdsMWvv?_Cx(1@oL;gofmX5^Ltd_jCljac*$orTZ;S-9!tTR?Q{|96bn
bx9?O?cW>+(YBEX(qC*lQvd?mab-exu&h?$;

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/mistle_thrush_classification.json b/modelling/data/abingdon-all/resident/mistle_thrush_classification.json
new file mode 100644
index 0000000..672cc0f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mistle_thrush_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Mistle Thrush",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "winter_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "strong_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.42389052211390243,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.13845269500030552,
+    "target_amplitude": 0.42389052211390243,
+    "baseline_to_peak_ratio": 0.08964578828160052,
+    "autumn_to_winter_weight_ratio": 0.08536585365853659,
+    "year_end_to_winter_weight_ratio": 0.47560975609756095,
+    "decay_to_growth_ratio": 1.0601503759398496,
+    "monthly_target": {
+      "January": 0.25453673606619265,
+      "February": 0.42389052211390243,
+      "March": 0.281857972633305,
+      "April": 0.1288438794701441,
+      "May": 0.09733460706032249,
+      "June": 0.09600546446752863,
+      "July": 0.08367338837368603,
+      "August": 0.0,
+      "September": 0.0,
+      "October": 0.028695759245436808,
+      "November": 0.06535411266715686,
+      "December": 0.20123989790599128
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.956,
+    "GROWTH_RATE": 2.128,
+    "DECAY_RATE": 2.256,
+    "SUMMER_DECAY_BOOST": 4.542,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.652,
+    "PRE_SUMMER_DECAY_END": 7.25,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.534,
+    "SPRING_CARRYOVER_WEIGHT": 0.058,
+    "SPRING_CARRYOVER_END": 7.175,
+    "SPRING_CARRYOVER_SHARPNESS": 17.308,
+    "BASELINE": 0.038,
+    "WINTER_WEIGHT": 0.328,
+    "AUTUMN_WEIGHT": 0.028,
+    "WINTER_PEAK": 1.975,
+    "AUTUMN_PEAK": 11.18,
+    "AUTUMN_ONSET": 10.205,
+    "AUTUMN_GATE_SHARPNESS": 6.834,
+    "WINTER_WIDTH": 9.936,
+    "WINTER_RISE_WIDTH": 11.04,
+    "WINTER_FALL_WIDTH": 7.793,
+    "AUTUMN_WIDTH": 5.667,
+    "AUTUMN_RISE_WIDTH": 4.683,
+    "AUTUMN_FALL_WIDTH": 5.872,
+    "SUMMER_DIP": 0.16,
+    "SUMMER_LOW": 7.925,
+    "SUMMER_ONSET": 6.35,
+    "SUMMER_GATE_SHARPNESS": 4.537,
+    "SUMMER_DECAY_ONSET": 7.105,
+    "SUMMER_DECAY_GATE_SHARPNESS": 12.341,
+    "SUMMER_WIDTH": 26.25,
+    "SUMMER_RISE_WIDTH": 46.552,
+    "SUMMER_FALL_WIDTH": 8.12,
+    "SCALE": 1.39,
+    "YEAR_END_WEIGHT": 0.156,
+    "YEAR_END_PEAK": 12.136,
+    "YEAR_END_WIDTH": 86.744,
+    "YEAR_END_RISE_WIDTH": 161.908,
+    "YEAR_END_FALL_WIDTH": 10.806
+  },
+  "fit": {
+    "score": 0.225
+  },
+  "warnings": [],
+  "summary": "Mistle Thrush is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates weak baseline presence, weak spring carry-over, strong pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/mistle_thrush_consensus.json b/modelling/data/abingdon-all/resident/mistle_thrush_consensus.json
new file mode 100644
index 0000000..b274c5a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mistle_thrush_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.225",
+  "INITIAL_Y": "0.956",
+  "GROWTH_RATE": "2.128",
+  "DECAY_RATE": "2.256",
+  "SUMMER_DECAY_BOOST": "4.542",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.652",
+  "PRE_SUMMER_DECAY_END": "7.25",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.534",
+  "SPRING_CARRYOVER_WEIGHT": "0.058",
+  "SPRING_CARRYOVER_END": "7.175",
+  "SPRING_CARRYOVER_SHARPNESS": "17.308",
+  "BASELINE": "0.038",
+  "WINTER_WEIGHT": "0.328",
+  "AUTUMN_WEIGHT": "0.028",
+  "WINTER_PEAK": "1.975",
+  "AUTUMN_PEAK": "11.18",
+  "AUTUMN_ONSET": "10.205",
+  "AUTUMN_GATE_SHARPNESS": "6.834",
+  "WINTER_WIDTH": "9.936",
+  "WINTER_RISE_WIDTH": "11.04",
+  "WINTER_FALL_WIDTH": "7.793",
+  "AUTUMN_WIDTH": "5.667",
+  "AUTUMN_RISE_WIDTH": "4.683",
+  "AUTUMN_FALL_WIDTH": "5.872",
+  "SUMMER_DIP": "0.16",
+  "SUMMER_LOW": "7.925",
+  "SUMMER_ONSET": "6.35",
+  "SUMMER_GATE_SHARPNESS": "4.537",
+  "SUMMER_DECAY_ONSET": "7.105",
+  "SUMMER_DECAY_GATE_SHARPNESS": "12.341",
+  "SUMMER_WIDTH": "26.25",
+  "SUMMER_RISE_WIDTH": "46.552",
+  "SUMMER_FALL_WIDTH": "8.12",
+  "SCALE": "1.39",
+  "YEAR_END_WEIGHT": "0.156",
+  "YEAR_END_PEAK": "12.136",
+  "YEAR_END_WIDTH": "86.744",
+  "YEAR_END_RISE_WIDTH": "161.908",
+  "YEAR_END_FALL_WIDTH": "10.806",
+  "SPECIES": "Mistle Thrush"
+}
diff --git a/modelling/data/abingdon-all/resident/mistle_thrush_observed.csv b/modelling/data/abingdon-all/resident/mistle_thrush_observed.csv
new file mode 100644
index 0000000..da1d707
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mistle_thrush_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,28
+2,16
+3,23
+4,26
+5,11
+6,8
+7,2
+8,0
+9,0
+10,6
+11,6
+12,10
diff --git a/modelling/data/abingdon-all/resident/mistle_thrush_parameters.csv b/modelling/data/abingdon-all/resident/mistle_thrush_parameters.csv
new file mode 100644
index 0000000..c41da9f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mistle_thrush_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:09:48,mistle_thrush_observed.csv,0.3196645686786038269229847829,1.162,2.365,3.628,5.999,0.778,6.49,4.205,0.025,6.69,19.5,0.038,0.131,0.015,2.25,10.65,9.39,6.947,13.644,12.479,14.808,2.946,2.548,3.343,0.237,7.03,7.14,7.008,7.46,11.229,35.934,62.269,9.599,1.773,0.197,12.196,60.052,109.436,10.668
+2026-05-21 10:09:49,mistle_thrush_observed.csv,0.2204701755503920868722883661,1.102,1.931,4.22,7.326,0.814,6.84,5.267,0.019,6.6,26.348,0.001,0.486,0.042,2.2,11.8,9.25,8.096,6.194,5.91,6.478,10.248,10.414,10.081,0.088,8.56,6.83,4.014,7.24,8.519,28.406,52.354,4.459,1.486,0.012,12.004,109.780,206.537,13.024
+2026-05-21 10:09:49,mistle_thrush_observed.csv,1.234358048439405750174856514,1.215,1.945,5.571,5.864,0.925,6.43,4.986,0.019,7.2,12.79,0.019,0.604,0.05,1.24,11.21,11.08,3.501,5.976,6.331,5.622,8.950,10.791,7.11,0.204,7.61,6.2,1.739,7.42,6.811,39.220,70.627,7.813,1.772,0.179,12.114,95.972,184.13,7.814
+2026-05-21 10:09:49,mistle_thrush_observed.csv,0.4953578978437018552756950770,0.813,0.419,4.476,5.698,0.91,7.59,11.197,0.006,7.65,25.925,0.078,0.22,0.025,11.99,1.33,10.27,4.417,6.636,3.785,9.487,7.511,12.165,2.857,0.101,7.44,6.62,7.61,7.57,16.898,26.910,41.806,12.013,1.666,0.082,12.267,100.512,188.555,12.468
+2026-05-21 10:09:50,mistle_thrush_observed.csv,0.2523908898988560544391512185,1.293,1.399,2.361,1.218,0.326,7.21,15.575,0.058,7.52,13.997,0.014,0.369,0.004,2.35,1.44,10.45,3.127,1.396,0.836,1.956,3.442,0.84,6.044,0.142,9.14,5.7,2.202,6.8,20.051,17.755,27.312,8.198,1.757,0.347,12.101,90.564,173.973,7.155
+2026-05-21 10:09:50,mistle_thrush_observed.csv,0.1006158301167420939839929247,1.181,3.014,0.296,6.472,0.292,7.44,3.631,0.02,6.94,17.987,0.085,0.317,0.032,1.94,10.95,11.08,3.354,11.980,7.591,16.368,7.702,10.534,4.869,0.092,7.19,5.95,6.613,7.48,12.664,28.952,51.79,6.115,1.171,0.125,12.208,53.592,98.584,8.599
+2026-05-21 10:09:50,mistle_thrush_observed.csv,0.2708648140108051473034930272,0.908,1.143,1.655,2.07,0.377,7.35,3.245,0.069,6.71,21.204,0.04,0.355,0.024,1.03,10.92,11.37,3.476,9.940,4.984,14.896,5.330,4.082,6.577,0.117,7.88,5.36,6.474,7.47,12.018,30.796,53.018,8.574,1.505,0.025,12.131,47.629,86.814,8.444
+2026-05-21 10:09:51,mistle_thrush_observed.csv,0.3076758867412049453089323376,1.018,2.069,5.193,0.744,0.817,6.42,3.645,0.033,6.52,12.931,0.088,0.191,0.032,1.12,10.57,9.93,6.69,10.786,5.719,15.852,3.810,3.044,4.576,0.066,8.85,5.37,5.326,7.38,12.738,24.151,39.299,9.003,1.621,0.112,12.104,54.192,95.288,13.096
+2026-05-21 10:09:51,mistle_thrush_observed.csv,1.614230660995446582734098776,0.768,2.846,3.039,7.849,0.457,6.4,13.451,0.029,6.84,10.346,0.058,0.393,0.013,11.69,11.68,9.4,3.278,9.382,9.226,9.537,7.549,13.581,1.517,0.053,9.25,7.09,4.132,6.72,12.218,31.736,61.908,1.564,0.884,0.229,12.105,62.202,116.281,8.123
+2026-05-21 10:09:51,mistle_thrush_observed.csv,1.081178773120459566244369254,1.08,3.135,5.268,5.268,0.302,6.67,3.169,0.003,6.9,10.098,0.06,0.342,0.049,2.31,11.64,11.04,6.072,10.670,10.206,11.133,8.788,5.848,11.727,0.209,8.84,5.11,2.141,7.28,20.245,28.014,38.639,17.389,1.32,0.192,12.137,52.048,95.834,8.262
+2026-05-21 10:09:52,mistle_thrush_observed.csv,2.701583430917136274162204353,1.204,3.774,0.368,1.108,0.722,7.47,6.464,0.038,6.74,25.242,0.047,0.4,0.007,1.67,1.31,11.36,9.963,9.823,4.375,15.271,7.524,6.977,8.072,0.153,8.86,5.12,4.196,7.29,12.388,20.461,33.571,7.351,1.772,0.241,12.174,119.117,233.938,4.296
+2026-05-21 10:09:52,mistle_thrush_observed.csv,2.133467800512918288083891870,0.8,3.891,4.306,4.855,0.345,6.97,10.533,0.005,6.58,22.149,0.031,0.048,0.033,11.68,1.12,9.85,5.2,10.443,18.423,2.463,7.584,10.956,4.213,0.114,7.99,5.4,6.98,7.15,15.123,32.608,46.68,18.536,0.927,0.341,12.093,68.998,132.514,5.483
+2026-05-21 10:09:52,mistle_thrush_observed.csv,2.408362998873966135868313322,0.805,2.893,5.499,3.61,0.053,7.3,8.131,0.038,7.08,24.628,0.046,0.048,0.033,1.59,11.85,9.26,7.647,17.762,16.399,19.125,13.248,12.955,13.541,0.038,8.71,7.27,1.431,7.09,13.13,19.700,25.97,13.43,0.973,0.11,12.213,83.880,161.33,6.431
+2026-05-21 10:09:53,mistle_thrush_observed.csv,0.1695872389909719134769562013,0.891,2.499,3.303,2.747,0.84,7.5,13.721,0.016,6.55,19.741,0.074,0.726,0.016,2.41,11.53,10.58,5.471,16.233,16.863,15.603,11.272,9.0,13.545,0.058,8.53,6.33,1.46,6.87,11.2,24.446,46.164,2.728,1.431,0.033,12.17,51.354,95.705,7.004
+2026-05-21 10:09:53,mistle_thrush_observed.csv,0.4252822826414223018425455820,0.832,0.741,3.187,2.918,0.733,6.86,10.884,0.082,7.01,23.819,0.056,0.367,0.005,1.59,1.3,10.59,10.621,10.924,12.383,9.465,12.455,13.735,11.175,0.194,7.58,6.93,7.85,6.93,9.196,15.672,30.219,1.126,1.036,0.201,12.114,102.399,195.834,8.964
+2026-05-21 10:09:53,mistle_thrush_observed.csv,1.204859404492598392489773395,1.151,3.349,5.079,6.283,0.048,6.59,5.426,0.097,7.05,11.365,0.088,0.015,0.016,2.41,11.37,11.34,6.563,14.436,16.59,12.283,10.892,10.79,10.993,0.247,7.39,5.92,2.875,7.16,15.177,22.928,26.943,18.912,1.543,0.221,12.081,99.260,187.06,11.459
+2026-05-21 10:09:54,mistle_thrush_observed.csv,0.5402177669650046533951611123,0.876,2.026,2.643,1.582,0.731,7.52,15.906,0.03,7.63,7.515,0.029,0.473,0.029,1.93,11.74,9.44,11.647,11.086,15.348,6.824,6.452,1.794,11.111,0.088,7.88,6.58,5.015,7.28,21.974,19.774,24.781,14.767,0.968,0.008,12.014,102.855,191.574,14.136
+2026-05-21 10:09:54,mistle_thrush_observed.csv,0.2871115305428796841904790720,1.057,2.323,2.253,1.494,0.328,7.53,11.082,0.013,7.16,24.205,0.018,0.392,0.043,2.28,11.47,10.25,6.554,2.330,0.992,3.669,6.776,10.403,3.148,0.108,7.69,7.48,2.634,7.57,13.031,10.558,5.393,15.724,1.321,0.109,12.228,95.866,180.671,11.062
+2026-05-21 10:09:54,mistle_thrush_observed.csv,0.3159672102623336773847975106,0.917,2.469,5.046,5.486,0.268,6.76,15.589,0.013,7.02,23.625,0.066,0.416,0.011,2.33,11.15,10.06,7.123,11.541,5.52,17.562,10.396,12.178,8.614,0.234,8.32,5.43,5.25,6.69,8.519,13.464,19.537,7.392,1.601,0.212,12.147,122.150,237.47,6.83
+2026-05-21 10:09:55,mistle_thrush_observed.csv,0.5069654546045662820769110682,1.081,3.393,3.562,1.543,0.696,6.65,13.418,0.051,6.98,17.873,0.049,0.735,0.039,2.32,11.3,10.51,9.946,15.071,10.266,19.876,5.521,2.325,8.717,0.01,8.95,5.07,1.17,6.88,16.854,30.166,52.348,7.983,1.78,0.262,12.01,92.444,170.826,14.061
+2026-05-21 10:09:55,mistle_thrush_observed.csv,0.4144201244975102348836799344,1.13,1.026,3.035,0.897,0.693,6.68,15.07,0.045,7.58,19.238,0.054,0.011,0.028,1.95,11.19,9.71,10.139,16.350,16.386,16.313,6.029,0.407,11.651,0.097,7.37,5.36,3.719,7.14,23.085,29.974,57.353,2.594,1.328,0.305,12.264,76.947,138.684,15.21
+2026-05-21 10:09:55,mistle_thrush_observed.csv,0.5226326598408907434177516989,1.122,2.164,3.284,0.523,0.055,7.16,8.883,0.095,7.34,14.868,0.032,0.23,0.026,1.52,11.06,11.41,5.729,6.766,2.0,11.533,11.333,11.524,11.142,0.166,7.71,6.06,3.179,7.51,20.753,12.751,24.755,0.747,1.485,0.247,12.215,74.338,139.001,9.676
+2026-05-21 10:09:56,mistle_thrush_observed.csv,0.3064080972618866208580087791,0.851,2.41,0.28,6.933,0.361,6.94,3.456,0.079,7.23,13.905,0.084,0.198,0.047,11.97,1.45,10.86,5.606,12.391,13.784,10.998,2.266,2.631,1.9,0.212,7.02,5.94,6.024,7.55,11.571,33.452,48.414,18.489,0.927,0.082,12.017,88.424,161.437,15.411
+2026-05-21 10:09:56,mistle_thrush_observed.csv,0.2607211875645794523715825413,0.831,1.258,0.776,4.773,0.35,7.3,7.356,0.025,7.46,24.977,0.013,0.108,0.037,11.95,1.5,10.27,6.351,14.600,10.045,19.155,10.138,10.605,9.671,0.091,6.5,5.28,2.649,6.86,8.167,21.200,37.863,4.537,1.593,0.088,12.22,86.512,159.401,13.624
+2026-05-21 10:09:56,mistle_thrush_observed.csv,1.557399774263172355595737458,1.224,1.387,3.473,5.129,0.677,7.27,9.762,0.011,7.6,8.989,0.07,0.105,0.012,1.38,1.07,9.45,3.338,12.009,9.799,14.219,1.514,0.586,2.442,0.154,9.27,6.91,6.071,7.13,13.618,31.480,57.267,5.693,0.832,0.011,12.146,56.732,106.682,6.782
+2026-05-21 10:09:57,mistle_thrush_observed.csv,0.5615497179977698572405304402,1.106,3.293,1.155,2.431,0.569,6.56,5.508,0.071,6.59,11.992,0.037,0.278,0.001,2.08,11.21,11.3,2.32,9.676,6.637,12.716,7.217,11.805,2.629,0.003,7.59,6.9,2.356,6.71,14.062,8.896,1.888,15.904,0.966,0.044,12.145,121.927,237.283,6.571
+2026-05-21 10:09:57,mistle_thrush_observed.csv,0.4391796416270238574976077997,0.804,1.263,5.918,3.609,0.042,7.67,15.996,0.045,7.16,11.626,0.042,0.594,0.045,1.02,1.11,9.63,10.955,14.606,11.949,17.262,6.160,6.178,6.142,0.06,7.87,5.89,1.442,6.93,19.801,27.388,49.16,5.616,1.156,0.004,12.019,51.708,88.815,14.6
+2026-05-21 10:09:57,mistle_thrush_observed.csv,1.648564074894906424871695354,1.192,2.949,3.17,7.026,0.217,7.13,3.065,0.054,7.46,14.094,0.078,0.468,0.042,11.51,11.93,9.29,10.375,12.816,19.379,6.252,12.318,11.674,12.962,0.163,6.79,6.48,4.432,6.61,15.56,37.900,56.852,18.948,1.263,0.037,12.025,48.879,87.971,9.787
+2026-05-21 10:09:57,mistle_thrush_observed.csv,0.7694927550282600791648769606,0.759,0.528,5.331,4.788,0.622,7.58,13.472,0.037,7.62,21.064,0.039,0.065,0.044,1.27,1.36,11.21,3.827,10.055,7.117,12.993,11.232,9.044,13.419,0.076,8.46,5.7,7.621,7.0,10.318,12.662,24.724,0.599,1.38,0.238,12.24,57.902,100.614,15.191
+2026-05-21 10:09:58,mistle_thrush_observed.csv,2.050468638543983314621390109,1.074,0.746,5.317,6.187,0.249,6.3,15.446,0.034,6.7,11.839,0.09,0.309,0.018,1.92,11.77,9.97,10.178,17.074,17.853,16.296,1.890,2.958,0.822,0.195,8.27,7.09,1.072,7.24,19.267,16.200,27.188,5.211,0.817,0.145,12.073,59.436,104.786,14.086
+2026-05-21 10:09:58,mistle_thrush_observed.csv,1.373958498554771517778701315,1.32,0.592,4.783,3.34,0.067,7.14,13.362,0.1,7.28,18.575,0.075,0.678,0.026,11.89,11.71,10.4,7.016,10.836,7.705,13.967,3.982,6.934,1.031,0.201,8.15,7.44,5.943,7.08,7.438,9.108,4.465,13.751,1.11,0.038,12.129,104.792,203.297,6.288
+2026-05-21 10:09:58,mistle_thrush_observed.csv,0.5551211441488754680797987117,1.124,2.033,4.108,5.594,0.771,7.51,10.356,0.099,7.58,10.036,0.07,0.582,0.018,11.93,1.42,9.66,3.009,18.380,18.833,17.926,5.904,9.553,2.254,0.022,8.44,5.35,1.909,7.09,10.99,36.864,63.19,10.539,1.486,0.058,12.027,65.460,117.77,13.15
+2026-05-21 10:09:59,mistle_thrush_observed.csv,0.5342706438846571079884341381,0.751,0.739,0.855,5.491,0.649,6.96,5.353,0.07,6.8,21.805,0.033,0.613,0.01,2.06,11.03,10.55,8.74,5.660,9.15,2.17,7.174,11.384,2.963,0.034,7.06,7.36,2.699,7.1,13.559,24.554,48.412,0.696,1.469,0.23,12.295,55.642,97.406,13.877
+2026-05-21 10:09:59,mistle_thrush_observed.csv,0.3246983354161534449111820823,0.974,2.939,2.758,0.76,0.514,7.17,15.778,0.072,7.61,15.684,0.028,0.349,0.021,2.08,11.75,9.9,4.999,7.595,14.238,0.952,7.206,0.65,13.762,0.085,9.19,6.89,2.046,6.64,21.679,28.164,42.163,14.164,1.231,0.285,12.086,116.272,217.246,15.297
+2026-05-21 10:09:59,mistle_thrush_observed.csv,0.5415131260564542080989305797,1.187,0.785,0.153,5.008,0.268,7.24,5.461,0.062,6.9,21.422,0.079,0.363,0.026,2.45,1.1,9.96,8.53,3.604,4.195,3.012,9.929,8.159,11.699,0.004,6.84,6.67,2.813,6.69,21.931,42.340,66.139,18.541,0.86,0.143,12.178,77.636,146.814,8.457
+2026-05-21 10:10:00,mistle_thrush_observed.csv,0.3693873128227506561180064053,1.063,2.497,4.433,4.601,0.545,6.34,7.734,0.081,7.51,10.397,0.086,0.153,0.007,11.64,1.0,10.05,5.473,2.174,0.738,3.611,9.464,13.637,5.29,0.043,9.01,6.99,7.317,6.68,19.537,21.656,39.776,3.537,1.748,0.321,12.12,53.990,97.988,9.992
+2026-05-21 10:10:00,mistle_thrush_observed.csv,1.180363962560254957376759010,1.228,1.197,0.885,2.895,0.346,7.59,8.052,0.003,7.04,27.114,0.084,0.081,0.018,11.78,1.4,11.12,8.91,13.048,17.552,8.545,6.481,8.978,3.984,0.031,9.03,5.14,4.122,7.42,11.111,14.470,26.108,2.832,0.812,0.311,12.261,100.880,188.199,13.56
+2026-05-21 10:10:00,mistle_thrush_observed.csv,0.2886772422623848594008674059,0.767,2.574,5.925,4.362,0.54,6.64,9.29,0.094,7.47,9.266,0.007,0.603,0.038,2.25,11.38,11.47,5.492,7.684,8.54,6.827,5.996,0.773,11.219,0.204,8.29,6.37,3.251,6.88,22.916,12.720,20.941,4.498,1.232,0.211,12.234,74.120,143.141,5.098
+2026-05-21 10:10:01,mistle_thrush_observed.csv,0.9336524059396216778579892922,1.21,2.701,0.457,7.604,0.343,7.15,9.905,0.062,7.52,18.444,0.065,0.097,0.044,11.92,11.65,9.32,4.707,7.909,8.682,7.136,11.670,13.629,9.712,0.105,9.0,7.23,3.291,7.12,7.36,24.134,31.897,16.372,1.796,0.192,12.26,47.202,83.071,11.333
+2026-05-21 10:10:01,mistle_thrush_observed.csv,1.718491159838795887699548788,0.845,1.873,4.012,7.947,0.164,6.7,14.4,0.014,6.76,27.806,0.046,0.052,0.039,11.56,11.68,10.06,8.154,9.406,14.087,4.725,5.764,6.971,4.557,0.033,8.77,5.68,6.022,6.86,9.65,27.748,49.14,6.356,1.261,0.336,12.031,92.403,172.054,12.752
+2026-05-21 10:10:01,mistle_thrush_observed.csv,1.242598479350125196511210169,1.21,2.729,2.779,6.978,0.397,7.41,6.358,0.042,7.53,23.087,0.029,0.315,0.045,11.96,11.96,10.87,5.814,7.304,6.054,8.554,11.492,11.799,11.184,0.088,7.59,6.96,5.808,7.34,9.531,36.593,62.164,11.022,1.005,0.125,12.076,46.144,85.927,6.361
+2026-05-21 10:10:02,mistle_thrush_observed.csv,1.684435077138523350518749977,1.316,2.955,4.2,3.833,0.335,6.7,3.103,0.002,7.22,23.652,0.052,0.464,0.021,11.51,11.51,9.27,5.088,4.036,3.763,4.308,7.974,2.973,12.975,0.002,6.62,6.5,6.103,7.44,6.88,13.875,25.262,2.488,1.407,0.174,12.0,68.158,122.889,13.426
+2026-05-21 10:10:02,mistle_thrush_observed.csv,6.705056453416553809554770206,1.175,2.561,3.552,4.892,0.06,7.6,10.296,0.015,6.63,7.712,0.07,0.737,0.047,11.57,1.45,9.46,11.424,8.645,8.238,9.052,10.069,10.359,9.779,0.006,8.37,5.48,2.795,7.49,9.211,11.923,13.054,10.792,1.006,0.003,12.254,85.620,165.085,6.155
+2026-05-21 10:10:02,mistle_thrush_observed.csv,2.058676579447736134605174741,0.919,0.633,5.708,4.876,0.273,6.49,7.034,0.022,7.61,7.531,0.045,0.116,0.021,11.86,10.73,10.54,11.89,8.161,6.026,10.296,13.352,13.833,12.872,0.196,9.19,7.43,3.759,7.37,8.105,26.283,48.789,3.777,1.151,0.088,12.053,104.660,197.338,11.983
+2026-05-21 10:10:02,mistle_thrush_observed.csv,0.4110817830585412387110803944,1.156,0.949,4.631,6.233,0.246,6.55,3.069,0.001,6.61,16.037,0.031,0.663,0.046,1.26,10.97,9.35,2.069,5.308,3.99,6.626,8.848,12.06,5.636,0.144,6.67,6.28,6.712,7.21,9.468,41.264,64.333,18.194,1.421,0.094,12.224,96.147,179.287,13.007
+2026-05-21 10:10:03,mistle_thrush_observed.csv,0.6650455011448762444139163573,0.969,2.413,4.273,5.476,0.591,7.71,4.116,0.011,7.63,19.103,0.013,0.603,0.026,1.56,11.03,9.9,11.529,14.372,17.245,11.499,7.124,1.318,12.93,0.053,9.35,5.17,7.513,7.56,11.25,21.904,34.633,9.176,1.781,0.038,12.049,72.520,139.151,5.89
+2026-05-21 10:10:03,mistle_thrush_observed.csv,0.2778612379519599937799561926,0.935,3.785,2.663,5.141,0.849,7.29,14.364,0.009,7.19,14.242,0.007,0.172,0.045,1.31,11.56,10.8,11.942,13.328,15.215,11.441,12.888,11.775,14.000,0.167,9.29,6.92,3.969,6.86,21.138,32.707,51.213,14.201,1.133,0.165,12.101,115.064,216.393,13.735
+2026-05-21 10:10:03,mistle_thrush_observed.csv,0.6748584892744578719380309689,1.026,0.349,5.297,7.146,0.436,6.44,9.989,0.068,6.79,21.951,0.064,0.246,0.032,1.1,10.68,11.33,10.45,11.414,4.814,18.014,5.894,9.923,1.866,0.006,8.57,6.3,1.225,6.6,10.88,48.338,78.156,18.521,1.511,0.294,12.152,95.359,175.561,15.157
+2026-05-21 10:10:04,mistle_thrush_observed.csv,0.4781359975375739723667177880,0.844,3.624,5.485,3.703,0.008,6.51,3.278,0.03,6.67,25.772,0.08,0.421,0.001,1.44,11.92,10.73,8.228,2.869,2.852,2.886,13.444,12.888,14.000,0.168,7.16,5.19,6.893,7.51,22.812,39.013,72.204,5.822,1.156,0.193,12.001,80.719,149.959,11.479
+2026-05-21 10:10:04,mistle_thrush_observed.csv,0.5743124527192061499796017840,1.124,2.167,0.707,6.333,0.534,6.44,9.065,0.001,6.73,13.376,0.044,0.323,0.049,1.33,11.18,10.02,8.87,6.900,12.75,1.051,3.675,3.31,4.04,0.036,7.8,6.47,3.023,7.51,9.821,45.208,72.254,18.163,1.669,0.077,12.03,105.044,197.944,12.143
+2026-05-21 10:10:04,mistle_thrush_observed.csv,1.658998729173288029139895465,0.863,0.328,5.889,6.879,0.21,6.76,9.907,0.045,7.31,15.483,0.002,0.657,0.028,2.34,11.42,10.52,3.706,15.132,14.919,15.346,9.180,9.769,8.592,0.125,9.0,6.12,1.48,7.36,8.878,24.153,37.625,10.681,1.027,0.322,12.191,109.922,213.497,6.346
+2026-05-21 10:10:05,mistle_thrush_observed.csv,0.4592641783517671068787838849,0.811,0.768,0.916,5.202,0.452,7.41,6.817,0.084,7.47,7.231,0.05,0.571,0.045,11.75,11.58,10.53,7.598,5.388,8.835,1.942,9.050,7.668,10.433,0.111,6.71,5.32,6.127,7.47,6.393,37.109,57.433,16.785,1.023,0.07,12.186,45.814,85.895,5.733
+2026-05-21 10:10:05,mistle_thrush_observed.csv,1.078108413320801592029887117,1.009,1.103,2.859,6.002,0.141,6.41,4.886,0.033,7.02,18.664,0.04,0.152,0.018,1.7,11.39,9.95,6.285,6.617,6.292,6.942,6.028,9.054,3.001,0.138,8.94,5.74,7.822,7.2,8.428,9.116,16.473,1.76,1.247,0.156,12.035,88.664,163.268,14.06
+2026-05-21 10:10:05,mistle_thrush_observed.csv,0.8209044131772425330769161721,1.206,1.384,4.908,7.346,0.578,6.6,13.915,0.085,6.57,25.074,0.049,0.629,0.041,2.43,11.47,10.92,10.635,8.174,12.762,3.587,5.990,9.1,2.88,0.202,8.07,5.69,1.822,7.39,23.72,15.938,16.57,15.306,1.064,0.274,12.111,75.325,137.774,12.876
+2026-05-21 10:10:06,mistle_thrush_observed.csv,1.353085631459442714726727603,1.261,2.404,5.225,3.096,0.089,7.64,4.346,0.086,7.35,25.592,0.075,0.489,0.007,1.01,1.25,9.77,8.504,11.690,7.225,16.156,9.280,8.997,9.564,0.022,8.45,6.56,1.417,7.24,12.477,31.930,46.624,17.237,0.946,0.225,12.214,57.763,103.049,12.477
+2026-05-21 10:10:06,mistle_thrush_observed.csv,0.8696553992783491854599446030,0.999,3.063,5.531,4.375,0.769,7.38,15.41,0.047,7.56,20.041,0.007,0.495,0.035,1.61,11.26,10.14,6.962,13.451,11.131,15.771,5.456,6.124,4.788,0.077,7.59,6.75,1.128,6.77,17.315,26.543,34.055,19.031,0.891,0.139,12.239,104.561,196.775,12.347
+2026-05-21 10:10:06,mistle_thrush_observed.csv,0.2729039571256074730382275462,1.282,1.41,4.292,4.611,0.897,7.62,7.302,0.012,6.6,12.549,0.006,0.631,0.02,2.26,1.26,9.87,6.636,5.000,4.342,5.659,10.492,11.449,9.535,0.17,7.97,5.12,7.717,7.32,23.392,33.980,58.506,9.455,1.066,0.105,12.274,84.858,160.998,8.718
+2026-05-21 10:10:07,mistle_thrush_observed.csv,0.3315825259415063532091108188,1.226,1.205,5.455,2.985,0.804,6.75,4.043,0.06,6.82,19.772,0.015,0.11,0.013,1.8,1.48,10.51,11.986,14.662,9.871,19.453,7.296,6.845,7.747,0.036,8.88,5.19,1.909,6.84,12.588,15.378,13.047,17.708,1.728,0.212,12.052,59.675,114.832,4.518
+2026-05-21 10:10:07,mistle_thrush_observed.csv,0.3952170477144116192263069571,0.996,0.308,0.859,2.63,0.556,6.44,5.102,0.073,7.39,12.113,0.079,0.616,0.013,11.69,11.72,10.9,10.174,8.534,7.107,9.962,3.548,1.628,5.468,0.248,6.72,6.09,4.326,6.61,13.578,8.950,0.69,17.21,1.524,0.068,12.162,57.544,107.328,7.761
+2026-05-21 10:10:07,mistle_thrush_observed.csv,1.159279479498500323152073163,0.851,1.314,2.861,1.95,0.806,6.86,15.949,0.054,6.68,6.953,0.004,0.727,0.047,11.81,10.92,10.47,4.892,16.737,15.781,17.693,7.366,3.795,10.936,0.173,9.03,6.15,3.456,7.44,23.407,40.076,67.754,12.397,1.321,0.296,12.171,80.517,154.517,6.517
+2026-05-21 10:10:07,mistle_thrush_observed.csv,0.2040320807045072433401363352,1.001,2.258,3.578,1.24,0.679,7.03,7.813,0.049,6.97,26.165,0.064,0.165,0.036,1.98,11.35,11.26,10.764,14.930,19.56,10.3,4.964,6.328,3.599,0.113,7.73,6.16,4.668,6.62,18.638,40.288,77.584,2.992,1.578,0.186,12.252,67.996,129.127,6.866
+2026-05-21 10:10:08,mistle_thrush_observed.csv,0.3955157090801121203343970026,1.091,2.709,3.358,5.027,0.921,6.33,6.35,0.078,6.88,24.663,0.027,0.684,0.014,1.56,11.13,9.49,4.483,6.177,6.220,6.134,5.592,8.723,2.46,0.069,6.72,6.01,7.565,7.46,21.764,9.684,7.637,11.73,0.825,0.162,12.121,93.147,175.746,10.548
+2026-05-21 10:10:08,mistle_thrush_observed.csv,0.1610191794281195388126058952,1.131,2.139,2.259,0.603,0.892,7.05,8.275,0.06,7.34,7.773,0.027,0.084,0.011,2.09,10.51,9.63,4.961,10.276,14.874,5.678,6.348,1.606,11.09,0.207,8.19,5.01,1.984,7.18,23.612,21.305,42.05,0.56,1.264,0.116,12.044,57.164,109.423,4.904
+2026-05-21 10:10:08,mistle_thrush_observed.csv,0.2236925488356955924692383776,0.956,2.062,2.941,6.726,0.012,7.61,13.836,0.066,7.21,24.122,0.022,0.484,0.006,1.85,11.36,9.91,11.862,9.932,19.156,0.709,8.344,13.897,2.791,0.213,9.37,5.97,0.841,6.77,8.324,41.840,79.998,3.683,1.402,0.349,12.019,61.873,116.859,6.887
+2026-05-21 10:10:09,mistle_thrush_observed.csv,1.339581244700328003954204888,1.33,3.722,4.13,6.948,0.818,6.92,4.407,0.065,6.94,14.468,0.013,0.02,0.021,1.05,11.25,9.64,8.413,8.511,12.911,4.111,7.492,4.627,10.358,0.089,9.43,6.0,6.678,6.75,7.239,8.214,10.564,5.865,0.844,0.082,12.071,47.992,80.913,15.07
+2026-05-21 10:10:09,mistle_thrush_observed.csv,1.639297215070605432651380742,1.03,1.029,3.43,5.569,0.635,7.58,11.628,0.058,7.14,27.617,0.016,0.295,0.038,11.7,10.52,10.74,11.202,15.174,17.801,12.546,10.994,11.658,10.33,0.156,8.89,5.71,5.659,7.39,8.77,24.766,46.831,2.701,0.824,0.184,12.28,110.594,205.438,15.751
+2026-05-21 10:10:09,mistle_thrush_observed.csv,1.250761135869296759695460079,1.226,0.529,5.324,1.836,0.245,7.15,10.02,0.081,7.29,21.182,0.08,0.022,0.033,2.46,1.06,9.32,5.006,5.054,7.122,2.987,8.696,7.716,9.676,0.135,9.41,5.42,2.832,7.26,16.419,32.807,61.37,4.244,1.555,0.15,12.201,82.321,158.871,5.771
+2026-05-21 10:10:10,mistle_thrush_observed.csv,0.2981862634099017079619233707,1.318,3.771,4.263,1.446,0.796,6.6,4.061,0.077,6.83,16.224,0.037,0.464,0.037,1.48,11.46,11.11,9.912,13.289,11.128,15.45,4.818,1.752,7.884,0.13,8.88,6.52,6.494,7.09,7.797,6.132,9.376,2.887,1.451,0.134,12.018,103.020,194.106,11.933
+2026-05-21 10:10:10,mistle_thrush_observed.csv,0.2473311337642795430299903826,0.773,2.68,1.348,4.591,0.009,6.35,7.16,0.06,6.57,27.627,0.062,0.045,0.016,1.97,11.38,9.85,11.088,3.142,2.722,3.563,0.657,0.643,0.671,0.057,6.68,6.04,3.322,7.41,12.949,6.674,5.308,8.041,1.777,0.131,12.083,121.428,232.009,10.846
+2026-05-21 10:10:10,mistle_thrush_observed.csv,0.6601043009001750596177562757,0.804,3.708,2.076,2.188,0.276,7.65,6.929,0.097,7.18,23.532,0.076,0.482,0.044,2.24,11.13,9.8,11.745,15.184,11.27,19.098,7.482,9.871,5.093,0.2,7.02,6.48,5.556,6.86,7.51,31.971,58.814,5.128,0.941,0.031,12.277,90.478,171.987,8.97
+2026-05-21 10:10:11,mistle_thrush_observed.csv,1.660880022363735476034137600,1.149,2.163,3.055,0.085,0.249,6.99,6.16,0.043,6.8,23.056,0.055,0.042,0.0,2.26,10.61,10.15,6.483,10.340,10.194,10.486,4.240,3.201,5.278,0.094,8.3,5.6,4.755,7.35,7.382,29.848,40.153,19.544,1.027,0.189,12.282,79.379,147.66,11.098
+2026-05-21 10:10:11,mistle_thrush_observed.csv,1.397051544319404412023626685,1.024,0.391,5.735,4.673,0.507,7.27,14.711,0.025,6.73,15.329,0.078,0.095,0.046,11.6,1.13,10.27,11.742,7.717,11.206,4.228,8.978,6.275,11.68,0.23,7.61,5.66,2.828,7.22,21.647,25.558,36.883,14.232,1.281,0.034,12.217,96.621,186.687,6.555
+2026-05-21 10:10:11,mistle_thrush_observed.csv,0.1754593331282500593590063989,0.916,2.526,4.156,7.265,0.642,6.99,7.786,0.006,7.56,19.429,0.026,0.504,0.025,1.77,11.06,10.99,10.652,4.854,9.089,0.619,3.433,3.460,3.406,0.152,8.44,6.69,4.356,7.32,10.733,5.398,9.009,1.788,1.315,0.006,12.205,109.627,206.625,12.629
+2026-05-21 10:10:12,mistle_thrush_observed.csv,0.7997557688167789202427274403,1.323,1.791,5.732,6.152,0.282,6.76,10.594,0.051,6.54,20.7,0.001,0.258,0.025,1.06,1.26,9.62,8.215,10.135,19.154,1.116,6.316,11.179,1.453,0.231,8.94,6.85,2.44,6.73,13.408,33.684,51.617,15.751,1.588,0.268,12.047,83.116,150.284,15.947
+2026-05-21 10:10:12,mistle_thrush_observed.csv,0.1441905921977828377690367641,0.881,1.95,3.911,4.536,0.871,7.35,10.29,0.057,6.71,19.846,0.077,0.037,0.012,1.52,1.22,10.82,7.85,8.566,13.6,3.533,5.293,5.532,5.054,0.175,8.55,5.14,1.546,7.06,8.312,26.030,38.279,13.78,1.421,0.06,12.229,111.473,206.976,15.97
+2026-05-21 10:10:12,mistle_thrush_observed.csv,0.6287841333856860682390317068,1.295,1.466,5.519,6.184,0.84,6.96,11.978,0.054,7.55,10.224,0.078,0.154,0.036,1.3,10.82,10.32,11.508,15.897,19.48,12.314,11.626,13.452,9.801,0.077,7.07,6.0,7.705,7.31,20.623,21.274,32.165,10.384,1.089,0.275,12.169,107.187,204.195,10.179
+2026-05-21 10:10:12,mistle_thrush_observed.csv,1.889105840253947019051807924,0.861,1.344,5.757,1.834,0.573,6.38,10.716,0.053,7.63,18.117,0.001,0.534,0.032,11.55,11.45,9.34,2.007,6.855,10.806,2.904,12.119,11.689,12.549,0.133,7.03,6.74,6.144,7.12,15.432,15.755,29.796,1.714,1.672,0.252,12.194,103.056,194.103,12.009
+2026-05-21 10:10:13,mistle_thrush_observed.csv,0.3988822961830531387546293079,0.803,1.101,1.283,3.035,0.217,7.08,12.236,0.072,7.64,11.129,0.085,0.052,0.001,2.21,11.34,9.29,5.337,17.474,18.327,16.622,6.096,9.895,2.298,0.203,9.11,5.5,4.547,7.09,6.877,39.365,72.028,6.702,1.328,0.075,12.276,85.268,156.868,13.668
+2026-05-21 10:10:13,mistle_thrush_observed.csv,38.92574543509910663538063521,0.899,0.902,0.078,0.043,0.223,7.34,13.354,0.077,6.76,18.322,0.071,0.509,0.027,1.04,10.91,10.87,7.088,5.971,2.923,9.019,3.000,2.598,3.402,0.04,8.42,6.0,3.459,7.54,23.452,39.086,74.922,3.251,1.769,0.076,12.094,112.604,219.469,5.738
+2026-05-21 10:10:13,mistle_thrush_observed.csv,0.2881700976266171916070347009,0.919,1.281,1.451,1.44,0.168,7.55,5.877,0.097,7.41,8.527,0.035,0.141,0.045,11.71,10.93,9.5,6.621,8.588,2.085,15.09,2.046,3.517,0.574,0.202,7.52,7.23,6.79,7.5,13.749,32.450,56.417,8.483,1.726,0.041,12.151,72.542,135.292,9.791
+2026-05-21 10:10:14,mistle_thrush_observed.csv,1.470714758681962334472289510,1.031,1.436,3.215,1.199,0.172,6.57,10.393,0.055,7.45,27.016,0.028,0.687,0.034,2.39,1.21,10.75,2.801,9.830,13.625,6.036,5.405,2.274,8.536,0.098,9.1,5.84,6.506,7.1,15.576,38.446,62.789,14.103,0.893,0.089,12.183,45.690,80.561,10.819
+2026-05-21 10:10:14,mistle_thrush_observed.csv,0.6594111091658858362138312894,0.995,3.834,4.028,6.991,0.774,6.81,7.444,0.046,7.52,11.364,0.055,0.293,0.012,2.04,11.76,9.9,11.527,10.146,1.391,18.902,8.588,7.155,10.021,0.212,8.93,5.45,7.929,7.5,9.076,41.552,65.03,18.074,0.924,0.285,12.117,119.766,230.602,8.929
+2026-05-21 10:10:14,mistle_thrush_observed.csv,0.5072461986163527306836874131,0.904,2.956,4.401,6.569,0.651,7.11,9.459,0.077,6.63,26.374,0.011,0.374,0.04,1.16,10.54,11.47,4.307,10.548,3.626,17.47,6.854,12.112,1.596,0.063,8.3,7.11,3.861,7.4,10.008,6.045,9.853,2.237,1.564,0.235,12.106,101.288,189.655,12.922
+2026-05-21 10:10:15,mistle_thrush_observed.csv,37.24404864908528801095867614,0.871,2.098,0.223,0.864,0.443,6.36,4.277,0.063,6.72,7.911,0.008,0.741,0.011,2.44,1.36,9.91,8.103,10.040,17.742,2.339,3.393,1.683,5.103,0.041,9.35,5.89,7.26,7.02,20.049,20.212,38.553,1.872,0.92,0.022,12.255,120.350,227.23,13.47
+2026-05-21 10:10:15,mistle_thrush_observed.csv,0.6095553994146946198340965693,1.208,3.209,1.413,5.71,0.32,7.57,14.205,0.041,7.16,21.37,0.021,0.635,0.0,2.14,11.44,9.37,7.16,14.908,19.743,10.072,8.699,12.638,4.76,0.081,6.92,5.37,3.186,6.93,16.734,33.984,48.008,19.959,1.057,0.289,12.019,119.745,230.456,9.034
+2026-05-21 10:10:15,mistle_thrush_observed.csv,0.4906811444947507362583626412,0.852,0.991,5.061,5.453,0.816,6.6,8.76,0.076,7.41,7.362,0.006,0.275,0.005,1.13,11.01,9.8,9.382,15.516,12.511,18.521,2.169,1.847,2.491,0.055,8.16,6.02,5.175,6.64,13.443,34.546,63.964,5.129,1.707,0.282,12.161,87.880,166.007,9.754
+2026-05-21 10:10:16,mistle_thrush_observed.csv,0.3771467464806251651065830089,1.322,3.888,1.017,7.197,0.533,6.83,13.806,0.089,6.6,19.278,0.007,0.287,0.038,11.64,10.65,11.26,7.469,1.506,0.815,2.198,13.104,14.000,12.207,0.012,8.28,5.3,6.626,7.06,12.469,16.088,14.557,17.62,1.552,0.161,12.042,49.963,95.418,4.508
+2026-05-21 10:10:16,mistle_thrush_observed.csv,1.774698737299371650118206641,0.994,0.443,4.462,5.547,0.109,6.39,9.385,0.092,6.92,22.147,0.008,0.24,0.035,2.03,11.27,9.47,6.47,14.071,11.21,16.932,7.476,6.568,8.385,0.083,7.81,5.48,1.401,7.13,14.68,36.222,60.9,11.544,0.99,0.297,12.18,78.286,142.895,13.678
+2026-05-21 10:10:16,mistle_thrush_observed.csv,1.326588936395310618233741907,1.029,2.982,4.234,3.886,0.591,7.33,6.778,0.074,7.1,25.861,0.037,0.6,0.033,2.4,10.58,10.48,4.736,12.822,18.81,6.833,4.333,6.667,1.999,0.172,8.1,5.3,5.81,7.35,18.796,31.647,58.873,4.421,0.899,0.031,12.093,95.504,178.423,12.586
+2026-05-21 10:10:17,mistle_thrush_observed.csv,0.6270867185514551617051807271,1.247,2.334,5.942,0.308,0.473,6.77,12.452,0.054,6.68,26.641,0.031,0.215,0.012,1.81,10.85,9.46,6.227,13.548,11.477,15.618,8.531,13.596,3.466,0.161,7.01,6.07,7.2,7.39,6.037,11.694,21.903,1.486,1.751,0.063,12.29,51.398,89.106,13.69
+2026-05-21 10:10:17,mistle_thrush_observed.csv,0.3033213507135244252868307250,0.969,2.903,2.207,4.848,0.637,7.39,10.664,0.02,7.22,6.079,0.049,0.138,0.023,11.77,11.9,9.96,7.12,13.187,8.37,18.004,5.075,1.631,8.519,0.167,8.07,7.18,7.301,6.66,14.422,24.314,35.521,13.108,1.38,0.158,12.129,50.070,91.675,8.464
+2026-05-21 10:10:17,mistle_thrush_observed.csv,1.319814713625170943695654316,0.979,1.694,2.313,6.277,0.521,6.62,6.774,0.048,6.83,23.801,0.023,0.012,0.005,11.72,10.85,10.15,3.843,2.930,3.346,2.515,11.928,10.296,13.561,0.227,9.17,6.42,7.251,6.63,15.86,35.008,67.872,2.144,0.947,0.167,12.051,73.319,139.003,7.635
+2026-05-21 10:10:17,mistle_thrush_observed.csv,1.607880127098290985762772313,1.226,2.516,5.659,4.546,0.365,7.21,9.102,0.077,6.87,21.616,0.044,0.568,0.01,11.51,11.97,10.57,8.938,2.363,0.964,3.762,11.694,9.578,13.81,0.066,7.27,6.99,6.75,6.91,13.194,2.512,4.197,0.827,1.194,0.099,12.131,122.758,230.185,15.331
+2026-05-21 10:10:18,mistle_thrush_observed.csv,0.4609809501126723645553372168,0.818,2.463,1.981,5.293,0.751,6.33,5.129,0.077,6.85,25.456,0.013,0.151,0.013,1.51,11.96,10.94,8.315,15.425,15.817,15.033,4.180,3.801,4.560,0.198,8.15,5.97,1.854,6.65,10.958,6.383,4.695,8.071,1.016,0.131,12.07,81.400,147.592,15.209
+2026-05-21 10:10:18,mistle_thrush_observed.csv,0.7023440773761916278416909220,0.755,0.309,4.437,5.829,0.539,7.47,12.882,0.069,7.63,8.76,0.083,0.154,0.022,2.46,11.65,9.43,9.385,10.610,2.935,18.284,1.724,1.664,1.783,0.148,9.47,5.6,6.758,6.72,12.863,23.636,46.743,0.529,1.209,0.157,12.239,66.748,127.387,6.11
+2026-05-21 10:10:18,mistle_thrush_observed.csv,1.800518092470888449486181598,0.983,1.494,4.045,2.551,0.057,6.3,10.535,0.083,6.56,13.314,0.063,0.123,0.005,1.57,10.97,10.41,4.638,15.585,18.241,12.929,4.655,3.823,5.487,0.194,9.26,6.94,4.961,6.92,15.931,11.237,15.868,6.606,0.926,0.263,12.015,97.560,179.183,15.937
+2026-05-21 10:10:19,mistle_thrush_observed.csv,0.7509511433546449120903179641,1.067,0.73,0.368,1.344,0.701,6.93,9.667,0.003,7.52,23.487,0.036,0.468,0.047,1.77,11.03,11.32,5.219,13.881,14.503,13.259,7.166,10.455,3.877,0.073,8.58,6.47,5.941,6.93,23.748,10.864,11.15,10.578,1.563,0.035,12.15,93.093,174.39,11.796
+2026-05-21 10:10:19,mistle_thrush_observed.csv,0.4913904350358722232696742209,1.294,3.469,4.506,0.54,0.008,7.45,13.121,0.092,7.14,9.138,0.013,0.343,0.043,1.33,1.45,10.16,6.281,16.880,17.33,16.43,6.656,9.505,3.806,0.195,9.22,6.69,7.79,7.1,9.535,24.706,40.796,8.617,1.723,0.241,12.267,59.760,109.423,10.097
+2026-05-21 10:10:19,mistle_thrush_observed.csv,0.3312262473500614840110097030,0.997,3.869,5.951,4.759,0.818,7.37,15.006,0.02,6.74,27.873,0.052,0.284,0.015,1.45,11.47,11.31,10.986,15.504,14.052,16.957,5.672,4.407,6.937,0.142,8.85,5.83,4.044,7.24,10.593,40.523,62.5,18.546,1.633,0.114,12.234,73.150,133.543,12.757
+2026-05-21 10:10:20,mistle_thrush_observed.csv,0.9436287932737787039289053626,0.964,1.508,1.888,5.65,0.096,7.04,6.856,0.038,6.59,20.045,0.079,0.396,0.049,2.25,11.0,10.25,9.763,12.225,12.598,11.852,4.754,2.177,7.331,0.207,7.11,5.32,5.132,7.27,21.437,42.862,66.706,19.019,0.99,0.157,12.068,91.686,171.536,11.835
+2026-05-21 10:10:20,mistle_thrush_observed.csv,0.8353901735544594914637428683,1.275,2.116,4.722,7.481,0.878,6.83,5.292,0.07,7.03,26.327,0.051,0.699,0.01,1.66,1.2,10.84,6.608,6.378,4.938,7.819,6.639,11.093,2.185,0.099,6.84,5.1,4.768,7.32,16.117,35.974,53.347,18.6,1.676,0.064,12.277,42.954,81.0,4.907
+2026-05-21 10:10:20,mistle_thrush_observed.csv,0.9519373882384307739097567181,0.881,2.207,2.713,6.905,0.825,6.42,5.193,0.018,6.54,15.166,0.067,0.033,0.049,1.51,11.68,9.92,5.924,8.730,7.721,9.739,12.904,11.808,14.000,0.145,7.64,5.06,2.251,6.94,6.81,36.042,56.431,15.652,0.815,0.049,12.18,106.470,203.2,9.74
+2026-05-21 10:10:21,mistle_thrush_observed.csv,1.011503080535718085597826377,1.328,2.667,4.226,1.347,0.148,7.53,11.299,0.029,7.12,27.25,0.032,0.445,0.028,2.19,11.01,10.34,11.579,10.654,8.974,12.333,8.888,10.524,7.252,0.204,9.49,7.03,2.433,6.86,20.963,16.430,19.957,12.902,1.33,0.249,12.113,56.352,102.709,9.995
+2026-05-21 10:10:21,mistle_thrush_observed.csv,0.7013447986725295247219999699,0.763,1.906,3.803,4.909,0.546,6.93,13.232,0.052,6.95,12.636,0.062,0.105,0.009,11.96,11.88,11.19,4.816,10.762,12.577,8.946,12.867,12.659,13.075,0.18,7.97,7.0,7.101,7.08,21.919,9.424,5.69,13.158,1.2,0.293,12.137,49.818,86.834,12.801
+2026-05-21 10:10:21,mistle_thrush_observed.csv,0.8396716576548768857303931196,1.206,3.956,5.563,1.721,0.253,7.26,8.417,0.009,6.82,14.278,0.05,0.512,0.043,2.03,1.15,10.17,8.724,13.950,14.544,13.356,9.664,9.339,9.988,0.232,8.07,5.88,5.664,7.15,6.618,34.143,66.501,1.785,1.456,0.02,12.038,103.572,201.955,5.19
+2026-05-21 10:10:22,mistle_thrush_observed.csv,2.215394131134990245477121923,1.219,3.296,4.011,4.877,0.081,7.17,9.373,0.01,7.47,14.06,0.012,0.005,0.034,1.85,11.25,9.42,5.785,4.899,7.982,1.816,10.001,9.488,10.514,0.178,8.0,5.79,4.341,6.62,13.92,43.226,73.952,12.501,1.286,0.136,12.238,52.810,91.935,13.685
+2026-05-21 10:10:22,mistle_thrush_observed.csv,0.1215878131438804650280763018,0.812,0.848,2.305,1.526,0.854,6.52,7.514,0.07,7.61,19.106,0.01,0.259,0.024,11.98,11.57,11.31,8.55,11.128,5.166,17.089,0.565,0.622,0.508,0.03,6.76,6.21,5.686,7.34,13.059,38.864,75.929,1.8,1.207,0.262,12.134,92.868,177.597,8.138
+2026-05-21 10:10:22,mistle_thrush_observed.csv,4.725640241534425318057621059,0.997,3.188,4.38,5.771,0.851,6.76,3.138,0.04,7.59,17.79,0.087,0.245,0.043,11.55,11.55,10.16,3.003,15.288,14.649,15.928,10.182,11.896,8.467,0.127,6.63,5.14,3.316,7.07,6.189,15.612,30.23,0.994,0.988,0.045,12.242,94.492,183.619,5.364
+2026-05-21 10:10:22,mistle_thrush_observed.csv,0.1564801591338541787483331986,0.912,2.451,1.393,5.189,0.77,7.19,14.362,0.07,7.0,27.249,0.051,0.64,0.009,1.32,11.2,9.67,7.872,8.848,13.808,3.889,11.136,12.117,10.154,0.199,8.05,6.51,4.406,7.08,19.543,22.184,25.776,18.592,0.934,0.313,12.291,70.668,127.151,14.184
+2026-05-21 10:10:23,mistle_thrush_observed.csv,0.1498506699955289423769013672,0.94,0.741,5.915,5.083,0.678,7.03,4.184,0.042,7.47,9.844,0.082,0.302,0.02,1.54,10.76,9.35,2.609,7.744,13.534,1.954,6.893,8.839,4.947,0.118,8.99,5.37,4.698,6.77,11.304,12.139,6.905,17.373,1.563,0.173,12.138,96.152,176.792,15.512
+2026-05-21 10:10:23,mistle_thrush_observed.csv,1.066259248004247525774717115,0.821,1.617,1.746,3.356,0.538,7.02,6.621,0.059,7.3,19.897,0.0,0.729,0.049,1.73,11.77,9.51,5.94,13.526,7.246,19.806,12.608,13.18,12.037,0.062,7.67,6.63,2.788,7.54,20.235,27.016,45.848,8.185,1.599,0.252,12.147,121.481,227.258,15.704
+2026-05-21 10:10:23,mistle_thrush_observed.csv,1.202314260748386477308900670,1.314,0.485,4.257,2.591,0.421,7.69,13.419,0.05,7.07,13.163,0.033,0.389,0.041,1.89,11.13,10.96,9.452,2.350,2.599,2.102,10.084,7.021,13.147,0.241,7.0,6.5,6.553,6.6,8.899,43.992,69.128,18.857,0.989,0.127,12.245,63.564,122.76,4.369
+2026-05-21 10:10:24,mistle_thrush_observed.csv,1.439237504811916120301870748,1.227,0.396,3.111,2.936,0.311,7.38,6.122,0.059,6.83,6.784,0.051,0.445,0.008,11.57,1.25,10.02,10.433,10.662,4.052,17.271,13.141,13.392,12.89,0.086,6.59,5.92,5.833,7.44,15.466,39.600,59.266,19.935,1.0,0.042,12.25,122.271,237.88,6.662
+2026-05-21 10:10:24,mistle_thrush_observed.csv,0.2687845094729081016151122965,0.959,2.612,1.411,5.034,0.943,7.7,5.468,0.019,7.3,20.55,0.027,0.71,0.009,1.67,11.16,9.65,6.65,14.690,18.302,11.077,2.652,2.024,3.281,0.054,6.99,5.15,5.869,7.57,19.115,16.035,14.264,17.806,1.025,0.019,12.186,65.458,119.497,11.419
+2026-05-21 10:10:24,mistle_thrush_observed.csv,0.3131733541059097909360815796,1.252,1.03,5.259,2.315,0.706,6.86,15.857,0.063,7.2,20.86,0.057,0.506,0.002,2.32,11.26,9.86,3.863,8.587,8.093,9.081,10.840,10.758,10.923,0.107,7.56,5.4,4.566,7.42,21.42,22.210,30.277,14.144,1.369,0.145,12.16,99.576,190.621,8.532
+2026-05-21 10:10:25,mistle_thrush_observed.csv,0.3066125478502808839202629938,0.861,2.875,1.329,7.307,0.677,7.72,8.975,0.084,7.2,26.148,0.051,0.285,0.044,1.52,11.85,9.42,10.129,6.723,10.951,2.495,3.796,1.675,5.917,0.232,8.92,6.63,7.074,7.53,6.35,19.435,30.482,8.388,0.939,0.336,12.117,84.925,165.484,4.366
+2026-05-21 10:10:25,mistle_thrush_observed.csv,38.64302324463582173326969610,1.278,0.861,0.077,1.529,0.491,6.53,15.219,0.079,7.1,6.254,0.063,0.179,0.024,1.73,1.03,10.36,3.79,5.571,5.318,5.824,5.778,1.543,10.014,0.173,9.0,6.28,5.695,6.61,8.794,16.854,32.547,1.16,1.386,0.294,12.139,111.258,212.268,10.247
+2026-05-21 10:10:25,mistle_thrush_observed.csv,0.2840898812957758226248969464,1.154,1.98,2.517,3.317,0.149,7.41,14.104,0.063,6.66,27.939,0.08,0.182,0.047,1.77,11.07,9.62,4.47,11.118,18.176,4.061,5.394,10.047,0.741,0.184,9.38,5.15,2.9,7.16,6.329,37.330,73.786,0.875,1.775,0.163,12.246,103.304,192.29,14.319
+2026-05-21 10:10:26,mistle_thrush_observed.csv,1.649173122293926040860717892,1.337,3.562,3.165,5.72,0.144,7.57,5.364,0.004,6.94,20.113,0.081,0.062,0.034,2.11,10.76,10.57,9.11,15.282,15.349,15.216,5.958,5.652,6.263,0.019,7.57,5.8,1.127,6.64,18.137,24.103,34.017,14.189,1.344,0.079,12.234,76.876,147.816,5.935
+2026-05-21 10:10:26,mistle_thrush_observed.csv,1.209356959872421598393537688,0.964,1.514,3.959,6.437,0.738,7.27,15.356,0.002,7.16,16.269,0.052,0.529,0.017,11.61,1.35,10.85,3.397,9.634,14.583,4.684,5.930,0.947,10.914,0.247,8.93,6.74,6.284,6.71,10.736,34.370,63.523,5.217,1.55,0.279,12.126,90.329,167.217,13.441
+2026-05-21 10:10:26,mistle_thrush_observed.csv,0.5315675225115111711068013139,1.227,3.612,4.318,5.117,0.666,7.3,8.862,0.009,7.51,12.21,0.012,0.554,0.043,2.05,11.4,11.15,6.489,9.015,3.988,14.042,3.396,0.729,6.062,0.162,7.66,6.39,1.191,7.16,22.972,35.493,66.993,3.993,1.75,0.232,12.14,54.816,100.25,9.382
+2026-05-21 10:10:27,mistle_thrush_observed.csv,1.355198820332859144540878376,1.258,2.485,5.548,1.734,0.165,7.53,7.292,0.064,7.13,23.597,0.036,0.051,0.014,2.17,11.89,10.69,3.641,7.677,3.669,11.685,7.056,10.156,3.956,0.119,9.23,7.2,2.759,7.19,11.267,22.161,43.755,0.567,1.642,0.297,12.111,104.432,200.59,8.273
+2026-05-21 10:10:27,mistle_thrush_observed.csv,4.894098097386920378402887890,1.213,2.291,0.874,6.995,0.298,6.79,9.051,0.042,7.45,7.576,0.068,0.665,0.045,11.57,11.74,10.08,11.984,2.652,1.062,4.242,8.130,8.891,7.37,0.215,6.82,6.16,5.314,6.84,12.174,15.124,11.356,18.891,1.486,0.142,12.053,63.048,111.545,14.55
+2026-05-21 10:10:27,mistle_thrush_observed.csv,2.190589452413775921949027579,1.21,0.727,5.333,2.483,0.067,7.29,7.087,0.088,6.96,13.121,0.081,0.133,0.019,2.02,1.04,10.12,2.537,2.934,0.911,4.958,4.776,6.201,3.351,0.083,8.36,5.25,6.392,6.63,20.243,34.877,65.402,4.352,0.864,0.137,12.13,92.548,180.826,4.27
+2026-05-21 10:10:28,mistle_thrush_observed.csv,0.7727598198476801725535780809,1.083,3.029,4.401,6.841,0.4,7.67,4.972,0.059,7.25,15.622,0.071,0.124,0.036,2.19,1.47,10.55,6.73,9.158,12.161,6.154,6.876,3.762,9.99,0.012,7.02,5.75,4.794,6.71,10.92,27.566,53.076,2.055,1.561,0.177,12.121,49.404,89.511,9.297
+2026-05-21 10:10:28,mistle_thrush_observed.csv,0.3883032351043547772121044159,1.0,0.878,1.846,2.5,0.769,6.32,4.694,0.053,7.25,16.444,0.061,0.054,0.026,1.0,11.32,10.54,5.942,4.826,6.268,3.384,9.552,7.4,11.703,0.083,6.62,5.2,6.415,7.0,20.175,42.376,78.293,6.458,1.054,0.162,12.125,91.462,169.619,13.304
+2026-05-21 10:10:28,mistle_thrush_observed.csv,0.3736313985169447299021989092,0.889,1.465,2.864,0.454,0.807,7.2,4.265,0.058,6.6,8.056,0.056,0.266,0.02,1.22,11.56,9.41,11.965,5.090,0.41,9.771,2.654,2.740,2.567,0.022,7.43,6.65,5.371,7.27,21.75,44.678,74.735,14.62,1.072,0.127,12.209,114.432,218.799,10.065
+2026-05-21 10:10:28,mistle_thrush_observed.csv,0.7176573127628036214984713127,1.011,1.651,0.956,5.55,0.124,6.79,12.367,0.021,7.1,17.586,0.04,0.016,0.035,1.86,11.72,10.66,2.068,16.182,18.864,13.501,9.034,5.203,12.866,0.17,7.05,6.32,7.796,7.05,18.01,29.111,47.329,10.893,1.136,0.04,12.253,66.796,128.847,4.746
+2026-05-21 10:10:29,mistle_thrush_observed.csv,1.542282398659882525300528221,0.941,2.526,4.664,4.213,0.045,6.59,12.455,0.082,7.45,8.629,0.077,0.078,0.013,1.1,10.99,9.69,10.333,14.763,10.248,19.278,8.128,10.141,6.114,0.071,6.6,6.46,6.068,6.8,6.378,41.254,66.981,15.528,1.259,0.209,12.202,122.079,232.202,11.956
+2026-05-21 10:10:29,mistle_thrush_observed.csv,0.3315217736482272321993435219,0.978,2.611,2.066,0.384,0.615,6.38,13.072,0.048,7.27,11.651,0.087,0.169,0.0,1.27,11.25,10.67,11.187,13.726,9.902,17.55,11.588,9.807,13.368,0.185,9.13,6.82,6.335,7.18,9.172,15.888,24.995,6.782,1.175,0.34,12.299,56.474,99.497,13.451
+2026-05-21 10:10:29,mistle_thrush_observed.csv,0.1168787779315778816357739125,1.287,2.763,1.316,1.455,0.651,7.74,14.686,0.019,7.28,6.3,0.076,0.34,0.045,2.24,11.57,10.16,6.513,8.977,14.281,3.673,5.940,0.429,11.45,0.231,6.6,7.46,7.187,7.12,16.8,35.458,64.783,6.134,1.426,0.029,12.131,64.252,119.366,9.137
+2026-05-21 10:10:30,mistle_thrush_observed.csv,0.4555682371388876803429232291,0.775,3.304,0.688,4.849,0.602,6.9,5.403,0.055,7.0,25.094,0.017,0.275,0.043,11.75,11.44,10.34,5.089,16.610,15.234,17.986,9.955,11.943,7.967,0.169,8.0,6.41,4.56,6.9,8.521,9.005,6.127,11.883,1.234,0.331,12.062,63.374,116.817,9.93
+2026-05-21 10:10:30,mistle_thrush_observed.csv,1.801603573486646774550221860,0.81,0.981,1.717,3.371,0.354,6.71,5.657,0.028,7.33,11.691,0.068,0.708,0.026,11.88,10.53,9.36,4.914,11.960,11.112,12.807,9.804,5.819,13.79,0.118,8.59,7.33,4.595,7.58,7.387,29.060,40.552,17.569,1.495,0.234,12.097,113.520,216.924,10.115
+2026-05-21 10:10:30,mistle_thrush_observed.csv,0.2417838816320503409163877675,1.017,0.373,3.907,6.403,0.652,7.19,15.472,0.035,6.98,18.474,0.047,0.226,0.002,1.44,11.37,10.0,8.084,10.388,16.958,3.817,7.401,1.031,13.771,0.055,8.78,7.35,3.93,7.52,21.161,10.124,2.378,17.87,1.637,0.256,12.079,73.170,130.608,15.731
+2026-05-21 10:10:31,mistle_thrush_observed.csv,39.51350831004389906915911010,1.35,3.694,0.074,0.176,0.88,7.27,15.059,0.05,6.61,23.83,0.07,0.019,0.007,11.72,11.0,9.96,7.319,9.943,1.654,18.232,4.096,6.756,1.436,0.011,8.67,7.17,3.478,7.0,12.949,22.519,35.535,9.503,1.276,0.255,12.278,43.247,80.215,6.279
+2026-05-21 10:10:31,mistle_thrush_observed.csv,0.3515109362014698130561994155,1.257,0.94,5.7,7.536,0.188,7.05,13.413,0.053,6.86,20.791,0.011,0.557,0.034,1.81,10.84,11.06,8.727,9.365,15.024,3.706,6.000,4.804,7.196,0.1,9.46,7.45,2.219,6.94,12.765,19.540,35.296,3.783,1.72,0.311,12.198,52.708,100.047,5.369
+2026-05-21 10:10:31,mistle_thrush_observed.csv,0.6184657163868057842024671579,0.956,1.189,3.947,4.396,0.735,7.08,14.751,0.013,6.62,16.184,0.055,0.167,0.023,2.27,10.74,10.3,9.286,11.846,7.715,15.978,7.470,1.63,13.311,0.014,8.27,5.23,4.682,6.7,16.431,46.246,79.216,13.277,1.198,0.293,12.061,117.073,221.102,13.044
+2026-05-21 10:10:32,mistle_thrush_observed.csv,0.6080835187577343080496800249,1.288,3.928,0.715,0.028,0.175,6.53,10.559,0.032,7.43,11.048,0.051,0.539,0.037,1.53,1.35,10.19,9.258,4.112,4.209,4.014,9.460,13.637,5.282,0.047,8.88,6.71,2.404,6.63,10.2,43.899,75.074,12.724,0.877,0.052,12.241,125.648,236.331,14.964
+2026-05-21 10:10:32,mistle_thrush_observed.csv,0.2109239800645353190023714794,1.073,2.118,5.155,5.27,0.655,6.9,11.831,0.084,7.41,21.667,0.07,0.472,0.047,1.98,10.85,9.72,9.068,10.613,9.353,11.873,7.732,8.971,6.492,0.151,6.86,7.41,4.118,7.41,18.688,26.471,49.368,3.574,1.687,0.054,12.013,121.418,237.181,5.654
+2026-05-21 10:10:32,mistle_thrush_observed.csv,0.6934757645892202391682756718,0.981,1.873,5.925,6.565,0.211,7.34,8.02,0.075,7.57,9.644,0.057,0.238,0.049,1.39,11.03,11.4,3.155,8.568,4.908,12.228,8.200,13.086,3.313,0.212,7.47,5.72,5.244,6.82,12.716,8.574,4.666,12.482,1.363,0.271,12.082,120.390,227.093,13.688
+2026-05-21 10:10:33,mistle_thrush_observed.csv,2.474657271665300674378949682,1.097,3.429,4.981,2.72,0.231,6.97,10.847,0.092,7.45,18.172,0.0,0.667,0.038,11.63,10.9,11.3,6.208,8.072,11.157,4.987,5.707,5.688,5.726,0.224,7.02,5.61,3.728,7.18,8.03,25.900,35.379,16.422,1.124,0.177,12.148,66.532,122.268,10.795
+2026-05-21 10:10:33,mistle_thrush_observed.csv,0.3763342910490070674383108678,1.234,1.083,0.828,0.357,0.166,6.87,5.309,0.078,7.15,15.733,0.02,0.022,0.018,1.55,11.57,9.94,11.042,8.871,8.219,9.523,1.744,1.948,1.540,0.099,7.24,6.08,4.522,7.3,16.794,28.528,51.931,5.126,1.302,0.177,12.117,103.238,194.491,11.985
+2026-05-21 10:10:33,mistle_thrush_observed.csv,0.4221449711265452301732943315,1.329,1.996,0.425,5.227,0.698,7.47,8.345,0.069,7.33,12.52,0.074,0.435,0.003,1.46,11.38,11.1,3.392,3.408,3.584,3.233,5.523,9.751,1.295,0.176,6.54,7.47,5.197,7.27,18.425,30.935,42.238,19.632,0.918,0.08,12.218,80.914,151.942,9.887
+2026-05-21 10:10:34,mistle_thrush_observed.csv,0.8700213832187704071254884336,1.169,1.439,0.36,1.043,0.365,7.25,5.364,0.063,7.49,12.938,0.044,0.537,0.012,1.3,11.9,9.33,6.4,6.340,11.322,1.358,6.464,5.849,7.079,0.033,8.59,7.06,5.943,6.96,12.128,2.851,4.715,0.987,1.609,0.047,12.171,120.298,226.351,14.245
+2026-05-21 10:10:34,mistle_thrush_observed.csv,0.5063392744133193316820559945,1.143,3.393,4.575,7.704,0.145,7.09,10.115,0.05,6.61,23.845,0.017,0.321,0.048,1.63,11.01,11.18,3.24,13.760,12.324,15.197,3.406,1.795,5.018,0.115,8.69,7.28,5.72,6.88,17.461,29.651,42.817,16.485,1.757,0.008,12.131,73.810,142.58,5.039
+2026-05-21 10:10:34,mistle_thrush_observed.csv,1.022486679906624363778964529,1.047,3.425,3.876,7.503,0.199,6.72,9.02,0.023,7.38,8.494,0.057,0.363,0.035,1.82,11.99,9.46,2.678,15.460,17.174,13.745,9.644,12.64,6.648,0.224,7.26,6.99,4.693,7.53,8.668,31.671,55.266,8.076,1.128,0.247,12.091,50.517,86.278,14.756
+2026-05-21 10:10:34,mistle_thrush_observed.csv,0.1948273120774565408018685104,1.124,1.324,0.307,4.113,0.35,6.3,7.757,0.03,7.37,14.577,0.088,0.229,0.014,2.47,12.0,10.96,9.926,12.592,13.594,11.589,4.830,3.833,5.827,0.249,6.88,6.17,7.461,6.86,10.473,21.448,32.057,10.84,1.399,0.003,12.004,95.021,174.524,15.518
+2026-05-21 10:10:35,mistle_thrush_observed.csv,1.239360829680396894036769065,1.249,1.601,5.624,1.234,0.365,7.72,9.238,0.034,7.55,9.28,0.061,0.568,0.02,2.3,1.45,11.14,11.202,12.512,15.654,9.369,8.443,3.173,13.713,0.247,7.62,5.81,1.439,7.43,22.257,6.084,8.39,3.778,1.209,0.125,12.017,71.468,138.53,4.407
+2026-05-21 10:10:35,mistle_thrush_observed.csv,2.125997825297344251509417568,1.107,0.512,5.723,6.453,0.622,6.57,12.983,0.035,7.58,26.362,0.012,0.004,0.021,2.21,11.82,9.59,4.636,2.688,1.642,3.735,8.482,5.955,11.008,0.201,8.74,5.85,3.989,6.89,10.624,22.580,38.934,6.227,0.94,0.239,12.19,72.831,136.219,9.443
+2026-05-21 10:10:35,mistle_thrush_observed.csv,2.098092840968720768123078615,1.192,3.272,5.506,7.756,0.086,7.61,6.281,0.046,6.64,25.939,0.051,0.143,0.028,1.28,11.24,9.7,2.95,11.179,2.649,19.709,5.208,6.409,4.006,0.136,7.92,7.06,1.601,6.79,13.554,14.109,12.396,15.822,0.965,0.269,12.13,53.968,102.112,5.823
+2026-05-21 10:10:36,mistle_thrush_observed.csv,1.481167131589687975135804479,0.906,1.134,5.955,3.793,0.014,6.39,4.798,0.088,7.24,10.611,0.067,0.691,0.021,1.53,10.87,10.29,6.187,7.278,4.126,10.429,11.357,13.768,8.946,0.043,8.94,6.25,5.209,7.06,15.71,32.416,62.482,2.35,1.738,0.181,12.183,91.966,172.838,11.093
+2026-05-21 10:10:36,mistle_thrush_observed.csv,2.639659853168580667004557214,0.89,2.591,3.882,7.697,0.037,7.14,13.441,0.001,7.08,13.297,0.086,0.018,0.027,2.23,10.62,10.35,8.209,10.792,14.292,7.292,6.541,8.012,5.07,0.019,7.04,6.32,0.942,7.16,14.657,21.882,35.417,8.346,1.033,0.094,12.142,111.774,212.593,10.956
+2026-05-21 10:10:36,mistle_thrush_observed.csv,1.013580644143032188888705908,1.266,0.652,3.078,5.882,0.665,6.46,7.611,0.089,7.56,13.558,0.07,0.636,0.025,2.38,11.21,10.22,7.393,13.597,15.132,12.062,9.536,12.055,7.018,0.213,7.67,5.34,3.559,7.4,21.642,14.428,11.224,17.633,0.871,0.221,12.063,113.714,212.797,14.631
+2026-05-21 10:10:37,mistle_thrush_observed.csv,0.2774981437059530951669615442,0.841,0.987,0.328,6.543,0.352,6.29,4.824,0.092,6.93,13.462,0.021,0.501,0.003,1.19,11.21,11.01,8.916,9.674,10.589,8.759,9.146,9.01,9.281,0.242,7.78,5.65,6.622,6.92,10.609,29.556,46.941,12.172,1.331,0.158,12.185,46.688,83.786,9.59
+2026-05-21 10:10:37,mistle_thrush_observed.csv,0.1309544867216980762204135235,1.259,2.043,1.496,3.026,0.617,6.66,8.546,0.038,7.48,10.565,0.077,0.585,0.043,2.13,11.04,9.58,2.454,8.064,14.819,1.31,7.136,7.994,6.278,0.07,9.19,6.87,0.813,6.78,11.837,12.063,23.182,0.944,1.373,0.262,12.148,67.583,125.95,9.216
+2026-05-21 10:10:37,mistle_thrush_observed.csv,0.9214678173776170314608088436,1.056,2.775,1.328,4.649,0.098,6.49,9.585,0.027,7.02,9.651,0.009,0.425,0.017,2.1,11.31,9.31,8.143,12.286,17.952,6.619,6.481,12.16,0.802,0.177,6.92,5.26,2.707,7.25,22.843,30.264,42.538,17.99,1.0,0.154,12.122,54.762,103.847,5.678
+2026-05-21 10:10:38,mistle_thrush_observed.csv,0.3369767555484451540763504974,0.934,1.88,0.691,0.677,0.725,7.39,3.684,0.081,7.04,16.056,0.026,0.596,0.013,2.41,1.38,9.4,10.282,11.898,4.808,18.989,7.368,6.194,8.542,0.067,8.59,7.4,1.273,7.41,22.399,42.654,69.931,15.376,0.982,0.228,12.078,110.336,215.467,5.204
+2026-05-21 10:10:38,mistle_thrush_observed.csv,1.302318230106073405876182630,1.297,2.145,5.758,1.073,0.283,6.85,9.82,0.09,7.51,23.576,0.078,0.012,0.014,11.51,11.57,10.14,9.424,8.743,13.457,4.029,10.366,11.644,9.087,0.063,6.76,6.47,7.863,6.88,19.846,0.806,1.068,0.544,1.521,0.259,12.197,64.756,115.694,13.818
+2026-05-21 10:10:38,mistle_thrush_observed.csv,0.4369218531452476174786033802,0.885,3.343,2.218,3.666,0.676,6.35,7.835,0.049,7.55,6.64,0.057,0.462,0.03,2.02,11.85,10.08,3.801,6.972,4.935,9.008,8.729,4.307,13.151,0.04,7.78,5.94,3.515,7.49,15.333,19.726,22.337,17.116,0.925,0.135,12.101,81.056,153.998,8.115
+2026-05-21 10:10:39,mistle_thrush_observed.csv,0.6365351702532852772490738566,1.04,0.781,1.755,4.983,0.674,7.7,13.578,0.077,7.44,10.376,0.082,0.482,0.049,1.42,1.04,10.89,6.419,11.412,11.095,11.728,9.474,11.951,6.997,0.211,7.41,5.87,2.769,7.19,14.631,4.505,1.847,7.163,1.652,0.198,12.022,49.810,95.071,4.549
+2026-05-21 10:10:39,mistle_thrush_observed.csv,0.5441062383470911699362776047,1.157,3.15,4.251,0.089,0.363,6.78,7.676,0.047,7.1,16.645,0.006,0.217,0.036,1.03,1.09,10.41,10.511,13.962,12.411,15.513,8.132,8.993,7.272,0.136,7.6,6.23,7.216,7.52,10.403,17.368,16.321,18.415,1.714,0.285,12.015,99.154,188.652,9.656
+2026-05-21 10:10:39,mistle_thrush_observed.csv,0.1746488437999190927131129737,0.957,1.228,4.022,1.433,0.941,7.45,13.897,0.059,7.27,16.628,0.076,0.631,0.04,2.27,11.24,9.71,7.019,13.154,7.695,18.612,8.089,11.291,4.887,0.22,7.38,6.23,1.963,7.15,13.353,3.692,0.86,6.523,1.316,0.085,12.258,124.558,234.035,15.082
+2026-05-21 10:10:39,mistle_thrush_observed.csv,0.2268902128614935993882878625,1.292,1.136,0.428,1.682,0.153,6.54,8.58,0.034,6.92,22.651,0.007,0.64,0.05,1.62,11.05,9.85,6.067,13.462,13.828,13.095,5.142,6.528,3.756,0.226,6.73,5.32,5.85,7.0,12.693,22.973,36.686,9.26,1.407,0.211,12.009,107.020,201.526,12.514
+2026-05-21 10:10:40,mistle_thrush_observed.csv,0.4748809474534834280304884846,1.019,2.199,0.156,6.963,0.561,7.73,8.869,0.035,7.42,16.836,0.009,0.404,0.021,1.38,1.14,10.18,7.415,10.094,15.206,4.983,7.875,11.78,3.97,0.22,8.37,6.33,3.309,7.23,6.669,12.190,17.163,7.217,1.389,0.1,12.051,105.994,205.927,6.062
+2026-05-21 10:10:40,mistle_thrush_observed.csv,1.703798258868218305471896074,1.167,2.789,3.336,7.783,0.17,6.28,7.106,0.054,7.55,8.377,0.057,0.501,0.035,11.69,1.01,9.68,10.308,4.130,4.570,3.689,3.284,1.676,4.893,0.085,6.6,6.17,2.812,7.11,11.122,35.570,58.125,13.014,1.584,0.154,12.239,67.673,124.909,10.437
+2026-05-21 10:10:40,mistle_thrush_observed.csv,0.5217530137278842974420051729,1.035,3.472,3.755,6.814,0.424,6.87,12.542,0.064,7.17,26.057,0.03,0.162,0.005,11.97,10.77,10.75,7.812,11.464,19.9,3.027,5.254,9.821,0.687,0.073,7.93,7.11,4.374,7.29,13.899,4.277,4.679,3.875,1.619,0.331,12.236,52.409,100.443,4.375
+2026-05-21 10:10:41,mistle_thrush_observed.csv,0.4503287165093549336042338170,1.28,1.274,5.413,7.977,0.473,7.48,6.031,0.01,7.19,17.146,0.003,0.638,0.025,1.95,1.41,9.98,7.691,9.020,5.177,12.863,4.453,1.917,6.989,0.033,8.1,5.22,6.269,6.75,9.649,31.582,47.68,15.484,1.521,0.031,12.116,119.669,235.05,4.288
+2026-05-21 10:10:41,mistle_thrush_observed.csv,1.826373898137719013557872082,1.074,3.055,2.876,4.074,0.035,7.4,13.784,0.041,7.29,16.541,0.039,0.277,0.021,2.3,11.41,9.29,6.582,11.694,5.968,17.421,7.274,5.522,9.025,0.229,7.06,7.36,5.904,7.49,20.022,12.264,10.114,14.413,0.859,0.107,12.211,74.867,140.893,8.841
+2026-05-21 10:10:41,mistle_thrush_observed.csv,0.8419923660074119815573081942,0.954,3.611,0.914,7.314,0.089,7.72,6.011,0.032,6.57,12.373,0.018,0.416,0.018,11.9,11.75,11.38,9.323,12.776,10.163,15.39,7.179,8.63,5.728,0.104,7.09,5.56,4.313,6.69,8.005,29.398,53.341,5.454,0.979,0.192,12.273,113.537,212.757,14.317
+2026-05-21 10:10:42,mistle_thrush_observed.csv,0.7104855783839323624266824247,1.006,1.312,0.295,3.371,0.555,7.27,12.613,0.049,6.68,15.935,0.077,0.018,0.027,11.73,11.9,10.81,3.885,7.715,8.242,7.188,8.045,9.773,6.317,0.115,8.45,6.18,4.191,6.89,18.725,12.959,15.733,10.185,1.604,0.216,12.03,97.368,185.776,8.96
+2026-05-21 10:10:42,mistle_thrush_observed.csv,0.2557643971480194811603030918,0.765,2.24,3.495,2.381,0.683,7.29,12.656,0.044,6.81,8.262,0.007,0.219,0.006,2.26,10.88,10.65,7.619,13.391,11.564,15.218,4.074,4.241,3.906,0.248,8.38,6.72,6.711,7.08,19.698,37.878,59.419,16.338,1.56,0.298,12.156,112.499,215.687,9.311
+2026-05-21 10:10:42,mistle_thrush_observed.csv,4.310491113682728822491672488,1.08,3.827,1.084,7.069,0.464,7.22,4.465,0.053,6.55,19.461,0.046,0.742,0.022,11.87,10.61,9.99,6.632,4.564,4.411,4.718,1.680,2.735,0.625,0.239,8.14,6.39,4.809,6.96,19.482,16.850,21.36,12.339,1.569,0.004,12.249,63.484,112.219,14.748
+2026-05-21 10:10:43,mistle_thrush_observed.csv,2.004427102663373159929089787,0.917,2.212,0.615,7.013,0.566,6.93,10.503,0.043,7.21,20.494,0.072,0.502,0.032,11.69,10.82,10.87,7.954,5.255,2.602,7.908,11.744,11.12,12.368,0.209,9.17,7.38,7.63,6.82,16.777,30.097,52.963,7.231,1.405,0.034,12.275,50.997,93.052,8.942
+2026-05-21 10:10:43,mistle_thrush_observed.csv,0.3187519811297756956065101336,0.776,3.677,0.339,3.169,0.105,7.28,14.432,0.076,7.5,22.133,0.033,0.622,0.035,2.3,10.64,9.25,5.448,8.434,8.333,8.536,7.533,7.186,7.880,0.149,7.89,6.68,0.97,7.05,22.319,1.740,1.654,1.825,0.94,0.053,12.167,93.619,173.557,13.681
+2026-05-21 10:10:43,mistle_thrush_observed.csv,1.296646157795540158640048223,1.055,1.614,4.748,6.243,0.701,7.12,9.018,0.035,6.76,18.845,0.014,0.217,0.047,1.87,11.79,9.35,8.999,9.152,15.765,2.54,10.595,9.876,11.314,0.211,8.3,6.24,5.214,7.16,20.372,10.497,15.345,5.649,0.95,0.034,12.149,52.310,93.636,10.983
+2026-05-21 10:10:44,mistle_thrush_observed.csv,1.480866124960805272293962024,1.24,0.668,5.418,2.827,0.359,6.89,12.131,0.029,6.94,24.995,0.054,0.502,0.036,1.28,10.75,10.14,6.437,3.002,0.352,5.652,10.382,10.454,10.309,0.115,6.84,6.23,1.325,7.25,12.658,23.827,33.117,14.537,0.849,0.012,12.14,111.640,210.444,12.836
+2026-05-21 10:10:44,mistle_thrush_observed.csv,2.032831254540404244107977632,0.763,1.449,3.134,0.36,0.545,6.67,15.615,0.031,7.54,19.713,0.028,0.732,0.043,1.32,11.36,10.89,3.502,8.217,9.637,6.797,6.650,6.597,6.704,0.058,8.27,7.04,1.273,7.25,14.017,29.648,46.416,12.881,1.75,0.112,12.28,71.254,137.363,5.146
+2026-05-21 10:10:44,mistle_thrush_observed.csv,5.096973406463777871502471618,1.0,3.463,2.33,2.575,0.383,7.1,10.349,0.088,7.38,12.961,0.056,0.411,0.029,11.73,10.74,9.99,2.328,10.396,2.668,18.125,11.344,12.666,10.021,0.043,7.65,5.36,6.172,6.74,18.234,24.992,48.245,1.74,1.3,0.092,12.089,110.455,205.101,15.809
+2026-05-21 10:10:44,mistle_thrush_observed.csv,0.1328653879654095717413784256,0.94,1.464,2.356,0.919,0.711,7.51,8.521,0.099,6.66,20.36,0.012,0.242,0.0,1.86,11.63,11.22,2.594,0.728,0.690,0.766,0.570,0.644,0.496,0.055,7.78,6.6,3.756,7.35,9.834,26.833,51.608,2.058,1.179,0.309,12.206,61.221,111.677,10.765
+2026-05-21 10:10:45,mistle_thrush_observed.csv,0.3459135228220390107514729927,0.797,0.706,2.346,4.209,0.841,6.6,8.952,0.053,7.0,14.73,0.014,0.306,0.025,11.64,11.82,10.24,3.769,10.248,5.212,15.284,8.812,10.353,7.27,0.248,9.12,5.91,7.356,7.35,23.08,29.398,45.963,12.832,1.055,0.033,12.143,105.791,201.541,10.041
+2026-05-21 10:10:45,mistle_thrush_observed.csv,0.3713337200105971705813652864,1.285,3.267,4.819,4.907,0.927,6.46,12.906,0.007,6.85,15.495,0.041,0.345,0.035,11.58,1.19,9.36,9.619,3.870,5.592,2.148,6.742,11.411,2.072,0.134,8.16,5.01,6.049,7.34,10.467,40.984,78.444,3.523,1.007,0.171,12.039,101.276,188.363,14.188
+2026-05-21 10:10:45,mistle_thrush_observed.csv,0.5495841431735297421634236170,1.343,0.928,4.989,5.391,0.876,6.61,6.486,0.093,7.24,17.491,0.02,0.139,0.032,11.66,11.45,11.42,3.275,12.696,15.518,9.874,9.210,7.325,11.094,0.175,7.6,7.06,1.248,6.74,23.447,21.466,30.432,12.499,1.069,0.336,12.167,62.140,118.79,5.489
+2026-05-21 10:10:46,mistle_thrush_observed.csv,0.4313926161948656075749873458,0.832,3.71,0.959,6.159,0.29,7.05,11.601,0.094,6.86,8.452,0.071,0.732,0.011,1.51,11.16,11.45,4.043,10.655,11.424,9.886,8.772,10.48,7.065,0.022,7.82,6.96,2.774,7.25,10.586,47.661,79.345,15.977,0.803,0.169,12.176,48.039,90.844,5.234
+2026-05-21 10:10:46,mistle_thrush_observed.csv,0.4231558161173084701237430744,0.798,2.816,2.779,2.475,0.085,7.48,8.359,0.08,6.84,23.186,0.081,0.151,0.012,2.06,10.69,10.51,11.056,16.048,14.492,17.603,10.066,13.707,6.425,0.223,7.49,6.9,3.008,6.67,16.48,36.252,55.864,16.64,1.43,0.171,12.059,108.088,207.706,8.471
+2026-05-21 10:10:46,mistle_thrush_observed.csv,1.827438299667525758076043990,1.309,3.771,5.124,2.146,0.725,7.05,14.237,0.084,7.26,26.474,0.072,0.724,0.015,11.84,10.79,9.92,9.357,8.810,5.605,12.015,10.836,11.608,10.063,0.189,9.34,7.22,1.178,7.26,13.977,20.642,32.134,9.15,1.423,0.282,12.046,93.548,178.71,8.386
+2026-05-21 10:10:47,mistle_thrush_observed.csv,0.3462795031445681213335799614,1.294,2.099,2.403,5.23,0.573,6.83,11.927,0.047,7.31,9.939,0.037,0.107,0.033,11.97,1.15,10.55,9.919,11.748,5.856,17.641,6.895,3.938,9.852,0.142,8.25,5.65,4.712,7.07,11.086,19.740,38.161,1.319,1.586,0.052,12.009,78.069,148.515,7.623
+2026-05-21 10:10:47,mistle_thrush_observed.csv,0.6570046329424941422988138502,1.192,3.806,5.704,5.353,0.759,6.84,12.281,0.002,6.53,9.896,0.006,0.509,0.036,1.39,11.72,9.32,8.947,3.418,3.459,3.377,1.642,2.599,0.684,0.19,8.63,7.16,1.843,7.11,10.968,34.107,48.718,19.496,1.002,0.171,12.205,84.956,165.789,4.124
+2026-05-21 10:10:47,mistle_thrush_observed.csv,0.5487800229333568464425866872,0.894,0.493,1.174,6.422,0.177,7.25,5.98,0.037,6.93,18.856,0.073,0.185,0.003,1.27,11.92,10.59,2.958,19.330,18.759,19.9,1.784,2.861,0.706,0.066,6.63,6.48,7.107,7.31,11.817,21.832,32.73,10.934,1.174,0.087,12.106,61.734,112.195,11.273
+2026-05-21 10:10:48,mistle_thrush_observed.csv,0.2056941527203643389790171807,1.289,1.89,0.343,7.344,0.763,6.82,11.708,0.075,6.71,6.696,0.001,0.095,0.03,1.31,11.25,9.91,2.723,4.712,4.150,5.275,4.138,5.125,3.151,0.025,8.41,6.69,6.342,6.83,11.711,38.952,74.184,3.721,1.123,0.201,12.004,86.976,162.38,11.573
+2026-05-21 10:10:48,mistle_thrush_observed.csv,0.1201621255914886801837760927,1.312,2.537,0.976,6.216,0.808,6.78,7.034,0.048,7.07,12.799,0.024,0.188,0.021,2.13,1.26,11.04,9.94,8.451,1.303,15.599,6.014,2.014,10.015,0.167,7.61,7.19,4.354,7.57,11.734,34.306,54.822,13.79,1.101,0.308,12.0,103.373,194.793,11.953
+2026-05-21 10:10:48,mistle_thrush_observed.csv,0.1768794104307007412837349946,0.943,3.15,1.412,4.076,0.093,7.38,14.583,0.079,6.88,12.097,0.059,0.592,0.039,1.96,1.03,11.09,8.606,14.756,19.299,10.214,7.842,9.973,5.712,0.169,7.24,7.24,4.834,7.01,6.257,31.180,52.162,10.197,1.463,0.155,12.073,102.417,200.177,4.657
+2026-05-21 10:10:49,mistle_thrush_observed.csv,0.8308285612532724963619615104,0.997,0.953,2.249,4.609,0.253,6.36,15.633,0.09,6.66,10.451,0.04,0.024,0.029,2.24,11.82,10.94,9.78,1.987,2.185,1.789,12.772,12.649,12.894,0.117,7.46,5.48,0.853,7.32,7.181,9.562,18.511,0.613,1.253,0.206,12.047,110.446,215.832,5.06
+2026-05-21 10:10:49,mistle_thrush_observed.csv,5.627992616244890290857559952,0.954,2.462,2.335,5.811,0.443,7.48,5.626,0.059,7.52,13.118,0.068,0.642,0.019,11.88,11.52,10.6,7.265,3.296,3.294,3.299,8.057,3.736,12.378,0.045,8.85,5.56,3.384,7.05,12.825,11.665,9.987,13.343,1.707,0.322,12.007,80.290,149.472,11.108
+2026-05-21 10:10:49,mistle_thrush_observed.csv,1.178437029400999897286380007,1.059,1.64,2.655,5.14,0.353,7.31,9.774,0.037,7.25,8.982,0.02,0.478,0.027,11.56,10.77,10.88,4.983,8.238,11.781,4.696,2.324,2.534,2.113,0.004,8.59,7.42,7.646,7.54,21.697,8.566,9.12,8.013,1.638,0.013,12.096,68.333,124.992,11.674
+2026-05-21 10:10:49,mistle_thrush_observed.csv,0.3982779031707577212121099067,0.956,2.267,3.147,7.796,0.55,7.1,15.57,0.096,7.5,7.28,0.073,0.22,0.024,1.36,1.46,11.21,9.067,10.832,5.396,16.269,7.868,9.248,6.488,0.044,7.98,6.91,4.485,6.99,7.76,21.790,38.351,5.229,1.207,0.164,12.015,118.034,222.384,13.685
+2026-05-21 10:10:50,mistle_thrush_observed.csv,0.8870701692566137118197199092,1.042,3.352,2.813,3.902,0.403,7.64,11.787,0.1,7.29,9.451,0.088,0.432,0.01,11.93,11.38,10.23,4.161,9.598,11.478,7.717,7.164,11.949,2.379,0.031,8.94,5.39,4.135,7.57,19.987,19.446,34.776,4.117,1.381,0.022,12.125,70.472,136.123,4.822
+2026-05-21 10:10:50,mistle_thrush_observed.csv,1.651598735090897707222487328,0.845,0.737,5.206,5.767,0.163,6.62,15.56,0.017,6.9,7.811,0.065,0.342,0.003,11.55,1.14,10.5,9.232,19.141,19.275,19.007,9.212,7.238,11.187,0.072,7.06,6.86,5.858,7.18,11.458,43.443,73.99,12.896,1.353,0.322,12.147,64.010,117.627,10.394
+2026-05-21 10:10:50,mistle_thrush_observed.csv,0.6317902656703725952552011197,0.764,1.835,0.749,5.417,0.183,6.65,4.54,0.065,7.44,13.568,0.012,0.425,0.038,1.92,1.12,10.22,7.683,17.240,17.86,16.621,9.810,9.348,10.273,0.086,7.72,6.28,2.094,7.48,20.316,12.148,6.572,17.723,1.742,0.147,12.166,96.486,178.052,14.921
+2026-05-21 10:10:51,mistle_thrush_observed.csv,0.2711050582950681570048458241,0.87,2.872,1.972,4.548,0.25,7.39,3.155,0.076,7.58,12.515,0.047,0.426,0.039,1.35,1.3,9.89,2.417,8.566,15.233,1.899,4.400,0.611,8.19,0.045,7.76,7.41,5.604,6.84,6.462,27.894,50.993,4.795,1.045,0.264,12.246,57.690,100.872,14.508
+2026-05-21 10:10:51,mistle_thrush_observed.csv,1.659659183476999001728381828,1.137,0.736,4.772,1.32,0.048,6.86,7.846,0.003,7.33,10.577,0.034,0.428,0.005,1.61,1.04,10.33,11.311,2.659,4.505,0.813,13.018,13.76,12.276,0.05,9.34,6.48,1.422,6.97,10.727,10.909,14.173,7.645,0.834,0.297,12.152,69.389,125.33,13.448
diff --git a/modelling/data/abingdon-all/resident/mistle_thrush_simulated.csv b/modelling/data/abingdon-all/resident/mistle_thrush_simulated.csv
new file mode 100644
index 0000000..58ac526
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mistle_thrush_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.956,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.903960,0.1,0,0.01,0.945565
+RungeKutta4,2,0.2,0.857704,0.1,0,0.01,0.897180
+RungeKutta4,3,0.3,0.816799,0.1,0,0.01,0.854392
+RungeKutta4,4,0.4,0.780785,0.1,0,0.01,0.816721
+RungeKutta4,5,0.5,0.749174,0.1,0,0.01,0.783655
+RungeKutta4,6,0.6,0.721450,0.1,0,0.01,0.754655
+RungeKutta4,7,0.7,0.697082,0.1,0,0.01,0.729165
+RungeKutta4,8,0.8,0.675523,0.1,0,0.01,0.706614
+RungeKutta4,9,0.9,0.656228,0.1,0,0.01,0.686431
+RungeKutta4,10,1.0,0.638667,0.1,0,0.01,0.668061
+RungeKutta4,11,1.1,0.622372,0.1,0,0.01,0.651016
+RungeKutta4,12,1.2,0.606979,0.1,0,0.01,0.634915
+RungeKutta4,13,1.3,0.592167,0.1,0,0.01,0.619421
+RungeKutta4,14,1.4,0.577659,0.1,0,0.01,0.604245
+RungeKutta4,15,1.5,0.563223,0.1,0,0.01,0.589145
+RungeKutta4,16,1.6,0.548673,0.1,0,0.01,0.573925
+RungeKutta4,17,1.7,0.533871,0.1,0,0.01,0.558442
+RungeKutta4,18,1.8,0.518725,0.1,0,0.01,0.542599
+RungeKutta4,19,1.9,0.503189,0.1,0,0.01,0.526348
+RungeKutta4,20,2.0,0.487256,0.1,0,0.01,0.509681
+RungeKutta4,21,2.1,0.470953,0.1,0,0.01,0.492628
+RungeKutta4,22,2.2,0.454340,0.1,0,0.01,0.475250
+RungeKutta4,23,2.3,0.437500,0.1,0,0.01,0.457635
+RungeKutta4,24,2.4,0.420530,0.1,0,0.01,0.439884
+RungeKutta4,25,2.5,0.403541,0.1,0,0.01,0.422113
+RungeKutta4,26,2.6,0.386647,0.1,0,0.01,0.404442
+RungeKutta4,27,2.7,0.369961,0.1,0,0.01,0.386988
+RungeKutta4,28,2.8,0.353591,0.1,0,0.01,0.369864
+RungeKutta4,29,2.9,0.337635,0.1,0,0.01,0.353174
+RungeKutta4,30,3.0,0.322180,0.1,0,0.01,0.337008
+RungeKutta4,31,3.1,0.307299,0.1,0,0.01,0.321442
+RungeKutta4,32,3.2,0.293050,0.1,0,0.01,0.306537
+RungeKutta4,33,3.3,0.279475,0.1,0,0.01,0.292337
+RungeKutta4,34,3.4,0.266602,0.1,0,0.01,0.278872
+RungeKutta4,35,3.5,0.254447,0.1,0,0.01,0.266157
+RungeKutta4,36,3.6,0.243012,0.1,0,0.01,0.254196
+RungeKutta4,37,3.7,0.232290,0.1,0,0.01,0.242980
+RungeKutta4,38,3.8,0.222265,0.1,0,0.01,0.232494
+RungeKutta4,39,3.9,0.212915,0.1,0,0.01,0.222714
+RungeKutta4,40,4.0,0.204211,0.1,0,0.01,0.213609
+RungeKutta4,41,4.1,0.196122,0.1,0,0.01,0.205148
+RungeKutta4,42,4.2,0.188615,0.1,0,0.01,0.197295
+RungeKutta4,43,4.3,0.181656,0.1,0,0.01,0.190016
+RungeKutta4,44,4.4,0.175209,0.1,0,0.01,0.183272
+RungeKutta4,45,4.5,0.169241,0.1,0,0.01,0.177029
+RungeKutta4,46,4.6,0.163718,0.1,0,0.01,0.171252
+RungeKutta4,47,4.7,0.158609,0.1,0,0.01,0.165908
+RungeKutta4,48,4.8,0.153884,0.1,0,0.01,0.160966
+RungeKutta4,49,4.9,0.149515,0.1,0,0.01,0.156396
+RungeKutta4,50,5.0,0.145475,0.1,0,0.01,0.152170
+RungeKutta4,51,5.1,0.141739,0.1,0,0.01,0.148262
+RungeKutta4,52,5.2,0.138285,0.1,0,0.01,0.144649
+RungeKutta4,53,5.3,0.135091,0.1,0,0.01,0.141308
+RungeKutta4,54,5.4,0.132135,0.1,0,0.01,0.138216
+RungeKutta4,55,5.5,0.129395,0.1,0,0.01,0.135350
+RungeKutta4,56,5.6,0.126842,0.1,0,0.01,0.132679
+RungeKutta4,57,5.7,0.124436,0.1,0,0.01,0.130162
+RungeKutta4,58,5.8,0.122104,0.1,0,0.01,0.127723
+RungeKutta4,59,5.9,0.119701,0.1,0,0.01,0.125209
+RungeKutta4,60,6.0,0.116862,0.1,0,0.01,0.122240
+RungeKutta4,61,6.1,0.112394,0.1,0,0.01,0.117566
+RungeKutta4,62,6.2,0.102690,0.1,0,0.01,0.107415
+RungeKutta4,63,6.3,0.0834682,0.1,0,0.01,0.0873092
+RungeKutta4,64,6.4,0.0599940,0.1,0,0.01,0.0627546
+RungeKutta4,65,6.5,0.0394667,0.1,0,0.01,0.0412825
+RungeKutta4,66,6.6,0.0238989,0.1,0,0.01,0.0249981
+RungeKutta4,67,6.7,0.0134506,0.1,0,0.01,0.0140689
+RungeKutta4,68,6.8,0.00714767,0.1,0,0.01,0.00747592
+RungeKutta4,69,6.9,0.00366762,0.1,0,0.01,0.00383569
+RungeKutta4,70,7.0,0.00186462,0.1,0,0.01,0.00194971
+RungeKutta4,71,7.1,0.000951053,0.1,0,0.01,0.000994091
+RungeKutta4,72,7.2,0.000489161,0.1,0,0.01,0.000510940
+RungeKutta4,73,7.3,0.000254894,0.1,0,0.01,0.000265890
+RungeKutta4,74,7.4,0.000135133,0.1,0,0.01,0.000140617
+RungeKutta4,75,7.5,0.0000731575,0.1,0,0.01,0.0000757892
+RungeKutta4,76,7.6,0.0000405693,0.1,0,0.01,0.0000417011
+RungeKutta4,77,7.7,0.0000231003,0.1,0,0.01,0.0000234281
+RungeKutta4,78,7.8,0.0000135286,0.1,0,0.01,0.0000134158
+RungeKutta4,79,7.9,0.00000815672,0.1,0,0.01,0.00000779672
+RungeKutta4,80,8.0,0.00000506434,0.1,0,0.01,0.00000456201
+RungeKutta4,81,8.1,0.00000323676,0.1,0,0.01,0.00000265032
+RungeKutta4,82,8.2,0.00000212742,0.1,0,0.01,0.00000148992
+RungeKutta4,83,8.3,0.00000143592,0.1,0,0.01,7.66588E-7
+RungeKutta4,84,8.4,9.93453E-7,0.1,0,0.01,3.03756E-7
+RungeKutta4,85,8.5,7.03063E-7,0.1,0,0.01,0.000000
+RungeKutta4,86,8.6,0.000608853,0.1,0,0.01,0.000636141
+RungeKutta4,87,8.7,0.00233043,0.1,0,0.01,0.00243696
+RungeKutta4,88,8.8,0.00484298,0.1,0,0.01,0.00506515
+RungeKutta4,89,8.9,0.00790860,0.1,0,0.01,0.00827187
+RungeKutta4,90,9.0,0.0113964,0.1,0,0.01,0.0119202
+RungeKutta4,91,9.1,0.0152742,0.1,0,0.01,0.0159765
+RungeKutta4,92,9.2,0.0195588,0.1,0,0.01,0.0204583
+RungeKutta4,93,9.3,0.0242164,0.1,0,0.01,0.0253303
+RungeKutta4,94,9.4,0.0290927,0.1,0,0.01,0.0304310
+RungeKutta4,95,9.5,0.0339529,0.1,0,0.01,0.0355149
+RungeKutta4,96,9.6,0.0385786,0.1,0,0.01,0.0403535
+RungeKutta4,97,9.7,0.0428251,0.1,0,0.01,0.0447954
+RungeKutta4,98,9.8,0.0466226,0.1,0,0.01,0.0487677
+RungeKutta4,99,9.9,0.0499542,0.1,0,0.01,0.0522527
+RungeKutta4,100,10.0,0.0528345,0.1,0,0.01,0.0552655
+RungeKutta4,101,10.1,0.0552948,0.1,0,0.01,0.0578391
+RungeKutta4,102,10.2,0.0573763,0.1,0,0.01,0.0600164
+RungeKutta4,103,10.3,0.0591268,0.1,0,0.01,0.0618474
+RungeKutta4,104,10.4,0.0606144,0.1,0,0.01,0.0634035
+RungeKutta4,105,10.5,0.0619983,0.1,0,0.01,0.0648511
+RungeKutta4,106,10.6,0.0637095,0.1,0,0.01,0.0666411
+RungeKutta4,107,10.7,0.0667765,0.1,0,0.01,0.0698492
+RungeKutta4,108,10.8,0.0730678,0.1,0,0.01,0.0764301
+RungeKutta4,109,10.9,0.0848160,0.1,0,0.01,0.0887190
+RungeKutta4,110,11.0,0.102964,0.1,0,0.01,0.107702
+RungeKutta4,111,11.1,0.125267,0.1,0,0.01,0.131032
+RungeKutta4,112,11.2,0.146617,0.1,0,0.01,0.153364
+RungeKutta4,113,11.3,0.164893,0.1,0,0.01,0.172481
+RungeKutta4,114,11.4,0.180558,0.1,0,0.01,0.188867
+RungeKutta4,115,11.5,0.194121,0.1,0,0.01,0.203055
+RungeKutta4,116,11.6,0.206066,0.1,0,0.01,0.215549
+RungeKutta4,117,11.7,0.216857,0.1,0,0.01,0.226837
+RungeKutta4,118,11.8,0.226932,0.1,0,0.01,0.237376
+RungeKutta4,119,11.9,0.236685,0.1,0,0.01,0.247578
+RungeKutta4,120,12.0,0.245095,0.1,0,0.01,0.256375
+RungeKutta4,121,12.1,0.249304,0.1,0,0.01,0.260777
diff --git a/modelling/data/abingdon-all/resident/mistle_thrush_simulated.png b/modelling/data/abingdon-all/resident/mistle_thrush_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..29852ed1eb1f229a671f3fdd3bfd7ce941add391
GIT binary patch
literal 30657
zcmb^Z1yoh*7dHx164HXwB_-V*(jg%!-GX#?BS<Krq?Dv|N;gOe2qN7e-AK3GXXCN|
z@AtiTjO!R@90sht@>z5KYVHsPc}dip_&1@Tpirfy#FU_*V0@vVpyv?b!EZP|Pc4G~
z@j8mDJ1X0lIJy|v8$-z%INDm;I9i$+k~$mPJDAy6voW$TGxE@rnmRh#I`A?vS^eCC
z(Z>D>6P3iE2G|Rdt(1lX6coAv<Ui<~``KntP%aG8V!|q}Nn6PXuD4asI+_jw9B)Np
zkfuG;6_wOcEKN<%u@J@<8=WcLDXNaWT~~DTF6X8pY=OFhN@kS;EEyak+yH3<_3>3b
z0`(OI1%|c#&XmXUrNAc&mt}dL{XUl`jXW!Sv%4kZmYie(7$S&du`Pp}FpwVtFjhnm
zUP69qGwg?^fc&u(*AWT{vKc)*k<j%fFNFU;-=t0WV&(o7COUeAN#Tpb5<xqL<-X+n
zqTU1!i}1Sb*DOXuk4rp`tt%Lg3?k&p;ZwZNa?7nIA3cBmT(iD-gz=nXRGU1R&*hF<
zV^$xG^I)-F(?U^|)5fFSqodf~L@vI!+F~}VP`9>NtWP=u2uy>}h=yQIufAOx-WEJt
zC3jnU8<)@^NZc1_^5)H(TX*hIU7jDu5m;9XKPu85Pk;9@fg}Ho(c--~o_o?7CHj8V
ztl_jqPEHm4dmqT{&$p^%6cqXuN1ZmuO2e#=I|yusbdO_srSb6ay6vV)4E(uowtlwm
z3vil_7xX&&;I@)XJ(&HFtL~l{Y<({y6j|SVX(w?MqfV`qhDLmWdZ`ExsZ1QBs?FfH
zZ{G^N>wT`yXZPm((Vx@t_;QcdZP(_HPom(nOKsPz5Fgf*lqghMO;V+J9mU(<+HO3z
zcKh-SXVV#qoSZxcYuj{XeaGjjPWCmkFkx@R{comma@={LdOnvGma~mIJe#O~4OeFy
z#r9w4ghN6?a*wBjNW60zJ9idcjcvkVPgXM`XtS{@7ZE2aEU0&yuDlzJKi$8o-<+&^
zsO!1go-yL&VqLpN#dAF6K*_<OTI;l7;%pa8Ad2u(J<x8UqpLqnba=(*Vu7R^+U;yD
zdnv!TF|voTu3$JKC_zGY8^!!VaqW7Zdr#_kjGAsPaS;*{lKp-!SK=c<wfCc=qi-$e
zlU-(BMalC@>$C>ypRNz*8_(3c*{>wKj4%cb9(0oUd=SUcq0sZ(eP(8S9}@-^Hsamq
zhk~bKXe5H3Lwm7?W#iFCgcum4CVmN%U%%SA9Z$Oq%P^1~y{FPQ)R5;{!agLi8E}%8
zmw&{;8k{U5hnOV69paQ*P@uv=VC!2VFD4d{<hj?iH~8>A5t~U~eZBT@QX17=Zf<qP
z>N%Lhek&CAhk71c6}O0p7`(l`2dZrJ+`xL+C@g#2b;}8*&HeJY=_)3ih%aw1$*u$M
zox@6>JB!4u_j%#wcv*HO&&Qb)I{piV1sE?|S$=F(b8~YQHn#5P_Nkj(Gp-r#xCC?6
zT9uZsARnltcQRVp+uKuNFwT}w9&&TpnbF}%9&^!QzG}L<e8?fQpx%Fw<j|LERoUkK
z;>C+${{ilB#RWtn>zbuIYv5?SB-%|fObz8-RPQ4rZ#faGGf_~8Q9XR4y_19zw(&;N
zh`l@{t2=mt$Mem7AMXr~niK2Oy(Kwf1o`fC@fQh}%g=Oi^gK%^)N};Dofs`?CwU!>
zcQWw#HneVI68oB%te$@I`BpZ<8H7rZCHOFzx8mp`eE49N@Z5~yt5y=HRl++0?pL<%
zWo2a>g|J!zR~P$BV6`b6LyvWD6gSP7dOlI!t<T{J5-`#$S;@({$Fu*D&3L-jDXilp
z*?GcjAWM#5sro+nrDWm4!a~NT<(K!*3bSsMQWYKZN(M(U6Cb(G;We|cn9KD~Jwt#^
zqGSJ*CIN?z<V$c7ipQoRH~;lZ>)X^+As*uD+=b;CZ1pRDbU_6U(+tUoSUvAk@%96D
z3N|)niEzSPVydcX=R|iYudB;r`)Q}qTq6$44zKmxY?Y*$hT|E!)6>)S78bLC%n9`d
zpUVwBbGK=e(pozM>YJ6%?$|UO#=4t+@k9Mu(jkh8e!;h0EjlnTusE!y7jw8V+LPk*
zEtgo=wVA-q>>f_D|BP+9yuhK#(uJX(ot@n~%W+n>)wH0+W<S_NL)^3*;m;CuRy9>s
z-<lWq*GB|#B&jT%;r6CVMB$k?mCVu=Rg3WSmOLBP^^g-#w-a=Q8oe<JC689bm!Mk8
zm?YH-T@?qOsRcR$Zf|K|FP=W$2p)&IO4PYdopYgzii(t>p<&cUGyEssjRJSM5L?9E
zJ^u|y{;yho4($5PP^wrrR^XY4s{2yGYBT4VAGWpbK*rf@q)9NkUwFe3qsgmHdj71n
z(l%L<P7_CaCj^T+@12g%<zaW1z-OvSP%E^z2v|I8YHDZ?;J#ox6{9C<*Ect_NWOrp
zber=-7(zy~tY;JrL{UT|-M-;UM%Kn?8DQGSw^Q#=OAGn9WlvvU<=gD+Nx`cN2dz5i
zElcp0na|9Hvh|f5?##|U0{`j?va&ij-49H)L_|ck-ub~IOhEQvM11^8l31~mV+>T_
zgr=oft@T2er5LrmCH2|4+Kr;J3Y*!P*r+IFn`v+t-`~N<H>abaQQU9(c9uU;39h#i
zylfMP-@pr;yOhXjm8TQ9*U{O@rNvd?QQ!coAI>n#9Y*b(<*SngbdIYpK_nwuHlNeQ
zB^h=mtBSXVlphM1r+|`M&A`muUuo1C?%qS<`BgYEE-ub$XQsjYTb!P^;(7f-IA8b#
zLQx#_5r=VibjAqFL4MEPQqQp9tjA76hUJqFFUcxFmz!An#J?}w;DErLQo9lz8=E!K
zBAD<l#3*JrEr?j@C_XMut&X0Ku4j2`OXt%g{DoewS^o7iuKFTXRn^MZuW{e<jMX~j
zPb^o>dglx54CkwHX*e&OEpQEEk2R*j!*j3H9=YB<a^Md)-sq?aBjT%kQ#j>yJl)-~
zz8>bKuM?fd7^b7;AJ}Akp$pdch*2z#^I-qcSC5Xvn#D+&aLucX2tlQdV(pr}*XNXr
z>Lp08)#2HL(x^~5=yH~Xwulp)6=C7fh<G#27r!2bnItA95psM9Ba$<up`od02vj5p
zz{jAsV4U?jPCkoB2&-i;=xt?#s|Z`@j8IDnv)32lQHUBXIYs24ax&@<orneNHzb4E
z93$<v(8|mHeg#!n&8m+%h0V35BmBf;2;Jcc@wMm86{5u>vp!ckg$P~>`+*aQf$Z55
zMb;=d3Hx?opNB#>Ce#NB%}drt1j)8BcWpa3oZw7NB-kj;pQ0%6Jxl0YXs`U@i9ce^
z)z;G^GtQgf6_y}=!HF`-L)?Eel`79*zh0m`@G=RpI?KuG#tJHdXs@+Szg<Bo)$TG(
zvI15F8cQe4iu!Tw{BdZ)mk#gN4yR{=0b|HSLWX!IeMz~7v0sJ6nRuu8KU*66F4J*q
zqu;+MvB%z!56pNK6Z7_4h8c3Hxq$nDf*d>OTPc=P)w{1dJN<9;mZN%Xb66^g5Z*cx
zc+!`Y(G4wGY|VqxuQD+P`yR7Y8D7Ggr;QbcyVX`6b781tO1;V;o&fe-Xj8LwD@>i!
zh{UuqG%QTjF8D}6Q!_7tDvVpy5%IlUDqmk3S@5CdNs0ArV}t16^MmzanfCq`7PjUm
z?C7l;R%lKOY>DRZ5>YNnN|EN@#G_mt63dyIF6?hJ`cYZ3e=*VukQv)Rsf65<-pk%*
zXiFr-PN5x-F?>Sa08IAfp)ca)X-D^zjhYM=YI)hRDL$ijK;7!`O)UP5jLYJMsM`sP
z!6N9IN`TJT_L<|b!-n7W>Zq!Th8nJdMCxjHIngF>taiNYNj`$140E^NgfES97JDt)
zd=dW0^4J1YIUG4&VH#3*SdfcO(2|(4tv*Q(bnVr*bAn4^G#86@pR_o7b3II%pag1u
z*)MJ75>}5aMqtw87!A1;34%`~+S-WF9Unp45{Ke%ci^%Z2Dp>?p#@j9?xfYE-nq^3
zE+<|Tft-6gCyoE|U~t$bohH%p`AA6$R$5I{e24o5=aOq0d?{IuvG~?q-UFeyCn;W!
zoXpSmdYCrakCH#wjM?7Yofipi0I)h1j!VmNUMPZ(U*YqY42#jCbw2h(j$w~?j5%H+
zVT4pe3e7ZalU~Yb`ktQk?jKt03bZy55Xu=P&<*%y6O_Z32NEi7aO?5+E9Cp>`#?#~
zucY`qsu1aviTbRfQG&jC?z$3o*w2R5d(@eC!*ZQF=SHAIn5UhSM_)R8N$v#A*mLOa
zV0oGxY3D^JKhfuJ@=UYD3n?wJIBa@z1>kJg6-2%0`&+(*P`^<a-4$~<Op_oG=wl(H
zrm)9PH$qPm(Qd^mt-&fKDPu85CYX?ET{eOpx|1==LpAg`eILQSpKEjKv$m~HnwLcb
z2ByU|*y>-vs(8A385DHioTLQBjQFdqjnp(YrbK8Av^j<%R-k4=7PIvcWHB`?p-Qg!
zI=FXH#^rEVbp(2vzs^gqAzdylUGBxY5&i-6(ZVDq{>`u;eskWrasWmaB(40bD{9eY
zqTjMSK|U99$KrNDZ8;l5_Z7^+6Q+G*H2j*~iO_Va#01oTU9)m{gj62l(x>pNH$vZy
zokJDNC>yhzyV{~05K8vqx`%LPk097N1e00xNfEmm2nUPmJgMfHJL77zB@LT}?n7mF
z@^<3EJZB*|sBd>-HdNZ6;x0z+%l=}6c8nLmM7W`A$KT&WAh4t8AQ#+F0{>DSzipfB
zia_ZhsSfNs+-LSsO{`2$p+Zuncg-}yY=nkyp$2%GHQM~|a45L;<L445z@SSGRnC$5
z1;Gp$(CgM$>ozvln&~LKcuK_^4cplYi$jF1ATu!5dhD87V45x(cFVA5t~@=Xt5hf(
zhnqyA5NEy}qaXs4f>{Jn$q1L!3wc?w?0H(#OG7x0M>ztmoFB%6`nV)C=ETyLk;2)C
zpPTZw9SU_4X5t77@)rd0yMb<}bar<c4PAGrqXp?1Ti9hQi^vx3K=T~m0<XTu>az(N
zen-qtH{?ovGWA<vu_xxw3<WaQ%E_d1pK3C4)8v%4a|9%lMi|MM<%K#W`k_waJA~uI
z@*JezKk}%5+>#St`GnAX69)}r0M~#dXZ$InseK@)L?JP+Fey7s#e^-Qopo6IaB}cv
zHH>Z2E?>J(K&;RUB0lFKEd-*>RD^B;+c}}b#8wVr{B$g*YSgcHpAshI$Wdg96P86V
zli~NPKS1_hUpLpPvYs9aD90t`;27p~+j|`Iw57ANb0kd^Ve)h(rC6yGmw&entMW^0
z(B%8~?=7LBp(}M8+{eG2&t8ql+#XQxju;qFim9czdspP`74CiS`Uj$e%uaA0K7LeL
zBj<Hm&+PWwBbDn-;&Ct^Wf^GpJQ{z}DW|NcqLQi9m-_K!+m*&36dU(7KR>@E85tR^
zSI^<7p3lbvta~H_SweAhbNVrlR=%C@R2e^hJXGWWI9N;`?5xq1(_l9CojZBh_onMy
zs!q?&Chn4xtKz>|dE-&^rm<T0li+#50PzM{;iqc51xrvo3U#P?c*a4Yyp)T%(aADU
zNGRwz#_6=KQn8boN;*0IB&Beqoo7_8%Ww=$DPzjE6}1v@p^9&r(ovQGnjQ8{&agAf
z#gtm}Vi4l2iRs_(UFu<KQW@=)N*<g#5On%<u5PA(he_A6?(2JGtJ2ca2R;`m+;;Pd
zG@dVMvmd4i(t6412;gV=ftSK8jGY;E2cg3T=_)bfwh|JV4ptFzx7)aJTrRtSlTS~z
zGo+P0Ab95VHL-I=qs(M@5@!>>sW6Z|>+|ufPjUFG$jAXp0Yozt^b50iWNDy7D5job
zaroyHiqCH?KV6m_vQ8g)SHlt1b|{QcnI#cIwkW2LLP{1;&5V49UcoNK^rj#t#!9e>
zW&j5+jYqJD|7X$0(`5qQgG^O@RLFLuQpBNCkvR>bQ$|Kec}Qe!y6Uh}h-8e2yj}Wj
zn2s;qb{dX9GNO@*v0eW@0K<^w=MO+afG8m9C{$0sS)g=>hN8seMEhG{LG%*YmucuB
zZLeT%wtnM*;q|@SecJju>snnY5^;C0#h2^A?1#oy<nRgX$6a{EO^lKp_$4aXA$6wD
zUy~1KU9Q0?6R;CiS-fu{<f*X1Mg2agCg>{>XsHfD6`U2$#6yXi8#k>I-8Vuz^}r_j
z)EI_00b@{k<8FZj`8CRx76~{%<*{-zteET>O_9m08D7!z5d>b}>$AAyk4DP!tS^~Q
z*=@a$vfOIDkgeRtD-~8sHZ3pjdAG6+Lz<PcO>&yo1}s1*H_wl@GWLeFWK1WAw4RvG
zo(cWXd|bzvXM)>>-?szU)%EGq6Kh^-MGXxaK|#Sj-lV0p-!7*a$s5T6DujlDn)=^k
zW@ZNbb4+1j;eRe?b)=Bsught}j*N`V;XfR?HNkl}f;Ukm_?uJ}LetjXuK3p_LWC_t
zmg~Dy=fd>Y?!Moh)+NGb2v+QfAYlS)eE!Q9GO(abk1Bn>oo2gwc=V(S`x9zP4A{e?
z5lZ1DBOYdr)Ix5t7#2cFb+!6sDnMdxB9lu?OI?dyQA>cK*s709ZM;fIc);^(>o&pq
z_I6w@>!bwv=tS#U>7x3*2fKTFylI-EhG^pA;?ci9P3<E1e&QLo6{7J9i#UkZWP<aI
zJ&Mz6LV=E2q#?JWsJ}9o>vJajS21a6=~oCOo(iBBqTjw6CG76$8GfvwpfJ~bE3#vC
zI3MSk-Q6GS2Md|kcX)U>Z~XYPBuNahfIGWK9UhxWjurkplU{rz6qM+;HnH(at3*IE
z9@yHJIIazdb6QX3jD$o)#3dx)OFw+5w!dl%v<!JwhHxvza6oGFcX*vQa}qL-H^(!U
z5m0bR>s)pop=CEUH63hCs*M!s<Tr|D<Is!BQLT;^r$F?hcFwc2v%G}@&58$JI9OO2
z@QWRG!hjc10tyb{2}yHgqJcS1R-B3D7Nhd-TU(7g!->qN-w1f*9lk3oYabj`4g^9&
zAAzQXn3$A`N;I#_%a<=xyPtdcW0FgJ08&)uyLU=kSjIE&jAgb?UQ$w0+RrsZbKG}a
zRT!^#D~pbakv28Wc|criHb`}-v(lG5%mM=gGsJ%&57eN^h58aEqiQnpwVYS(P`hct
zr+zc8`<=Zc#;gY&r=mvvO+G#qI^N!m19uYUwS~dEGJGU)fl(wbArT0wueztFr%F7~
z4s#n{gonqze2H=R&R{h;CWaE!+x4?~ZM9<E!c7?WDj;E2+RPS>JQL7Q=_g1|2t+3-
zDsod*jnPCu=RDY+X{h5Z_D4X^b1SGbXob(s$$42)!tCVTkL|cMp=$Pm6;|6p8<}2I
zBh5}HQQR#R8kgU-<Q+oWq=*e6PA7CSualCq;;6~sz(6L@33Zr~>e5_*^cih6?;&b)
z!KhybVbfZxhGX>JB!M$tX9tQaNLrRTT$UJ|Myp{KNl{T5RIMhc4M0pBhC64myfaEL
znw{1wViRq&F;ZB;iHwTUP^xDd7$>@l%7BvCE&w%Z07TUa&dDJGm{F*uIe~QJW5f#y
zTXg;z0hq}JmktlHo^4E5cwBdq4Pw8oUBWK{@4tD7Ib0wvXe>$bTYkNzjm^)z@+pN0
zi%Qn?z=Pj(E_ja25=znTf%?%x#QpBI?39@Td?9Tqe(tZWq~QqY9{fomf7j3kT%G|Y
zyA6DyU_;kg_%f5;NQk}zkr0;bxZusHnKAd96KT_Ccz>42I0q=j8|Lg*Fzife>v+9f
zrgvR|2%~a)1Ca3S1pod5H5_&lyk4(1Co}7Ms<fGH_#YKly9kGQq5;##7fCjeQ_ky+
zpjT~z<OO0-x}8rbw}424lYb?s?14vx=!|NpY$hLZZ?}$O0~t_Y`RED=W<z3-(j+of
zf)y;^5}PTw+S_@d)93H5Y@q|G#zZu>Pxa>Q<(k{@OYl<Mzt{gCg}zw}_4jMw^=-or
z&1?&B-}rfQxUe5^g_MOxPHU0skq$?0{8ug=K*Rie=Lw2~XigO#s3BE-{f&oya?QWB
ziKDH_e@eC=4^(ayq~?6z9@0&QhE!-DHdF-sxW?a{0>hhL=SOe<>L9O0BqZSfD!*;m
zK&_Qs%B_n1eb+ZgNJ#$JHQ~*0(H2ZdqkT4~U@N8t-Yzp|O!^x?>TsLj7@X{{Iv*S!
zp7qbcrKAx5Ik=LN(*L=Y9BfY~{?ny2G&KI{QXhJI|GCzuad9|*91iV9XWAU(6z4^3
z?{TLy<f|2P)*;3|{qeL7Ni1QgvJ{k+MgP7V&z!d={_bhAX;zb!|D4EJqZi*F2mPb_
zgKDqvS8J600(8-TcJraH@1NWEG$;t+k6r(LJphYx{EzEVRTcmHdTy9RWzSr<&ufGN
zUO%6!OBXx<vD-R2^7IF9Am1T$xCCrasSn6r9D)W?Qo*7491pxtz93}B#EnThI<miY
z_|?+n2%G2U4e_{bQ$Hs0l#Qd26E^QOp3ApCO#;esx1V;CcSCE>gUu(Cl~&Q8LKJMw
z3+Vs=lG|+6(hdbiMQ(0Q{lS3D;c^PZ;HkDv^SnG9Wp(|kj}ZOc3v00BK`41UG&Ce-
zVDN=y0UOd^RjTSZ>=*$?&tCiuCZ#6Bo=iD>l2%lFrR_X!ELX&4)Pdr5@L4iKv+-AZ
z9WDUM3vEkF%fMS1obhVA3{7f5L0z8swY4>K@BUO_NON_PwR~ZBD{OfM*ay#nY6u(y
z$zF6^W+CUDnL<K&A0MB!$toMGo3L&ChT}y#bwi#_-j|PO8@(dq;;0)N8`rt>9~COi
zwzsuODJZ<;Wn7)Et9oo=(w!z6)HXS(6^MeDK2kAmNz2K~&#&#gIhHoE1zZA6^zkVH
z0Rdy6ny%O9=jT%b@{^vPZl0)e>((t5jZzzC!!|^XD(hsGN00Kn(mw)wLUGn<V?^%3
zg9i}N+T44!Kkc2{z6lK-T@*lwAunD;$t7~;?(n*77mToVqc=oFMGYTuGi?I3RoW|P
zt9houW7sDEAu}tBwqdf|jJ(19Q0f0in;pYxuK4ibgF-9e>B&hBYoT_{JI)To-M0`S
z(fx_Bv9z^yQEemlD9||R>U?KhPr(~er-^gq>m_2-Rt`#ywvNL=W~=*HRT`Id0r&rP
zdu``nKal9<-h}>gr=Os+-A)L&Fwr_g731aQ?1xIXF)&j5ru*wegV4G;cN@~Uym3l2
z?%%&(!QcqmW)r&T4zT`m_5&C=hX^<k6Il*AIQqJ}6r&8v0%u;mdS(9f5|{JEM%cz+
zzeyTbcPY4`nu*Wg182sV*jszZ4g&84_RbUgZj|_3ebY>|S|^51E<v9m*L03(wt+it
zUYI8TI@wY2<+|PS!=f}qI7Rr*oCxd^W11Wbr1N+O>=wMUyleWawT_&Tcpbdb22y<<
zk}L2nsa0TukwXv=ym8xh=L{l(*zC}TCfyV)Rshbd3dhFA&cPv<JfoZ#g7V($qTY+}
zxeygR-z+oY^?|CudVSr)3W9qMVJd@w<gK11pPctC#bw6L1Sg0cmfhyoittak+6FB~
zz-@>c>I&P2^Q8=PcDG*?9fFuQIL-~f0a~sm_dIx|CBR&Hz7}^hPQhk6^*>hP-^1gJ
z=qU!3_v*dzM7i1e{=wSdFh5K%>JyBQ@obVekZ0XD3TaDbUvJm%%MbSX5t6|5{C;2x
zc-xP!S@Mp}l|Lr)Rn1&PQpzML&<;$b#!=e+Bv)8+=1?IVLbWiUbN|-WLTGSn@(>S4
zQ2!_4Ae9mLyAd-JV*dTB&|MnPga6$FaitOEbQxkFu4DWVLRVcwgAOC=+sYp`s*wDK
z{8t%3KxGYjVj2Fa)B2<=ha<OtJFBebEa&y>>h_D?0l4wc2gj=I$p0wjfAooy6W2eQ
zuOnb_Dr#!~Kmr3$ZvNi&cY=J~8)Vbc(?vYJyn1=6Z=}r(X{tfUq~uL*Y{JhmK+bus
z11IxyVU(hCLSrf4V`TiN?}#WUVElEeZP>LgJMw>bm1n2~oPW2sUx;9JDEDt(+(y{C
zpSh-JBk+^?ro3;%KH41ry8%NmT5vnS9fUXguph|CP?C~1C;4k(tjiTTJ%fOsOkV&_
zbfjfu*#1WYR9Bb!`&4gmUMbmJL%eIkZ3Kk}YkD&#CT4zN!Kkl=;U~M~Rcgi+N~Z&8
z``;Zy;2I>H5klj*+VA%dOaU$6??<Dozs>mP;`n}hwELhhE{|u8FHUxE5fIQ36BEDF
zZ+W_44RNuhWo5BJAzK4n1iUw+G{%%igMj^XuZZPvRa`GUsswJ|_V#vGAj-w_IGB{>
zXMEz@;pf>ZAAH;zh-yEo<I;8i+b;Sku*e8?9~s^UP455Dgg?F!(5iJ@y9)^!B<z5G
zMXyt<0+I&eJfPMPsVfcK0-oHxRIDFsDbZ93)-|18uTi@roJh+CkMKUd&GWrI`xxW8
zZ8$U>HSYTQMMTpg>R*65T^e;R<T~yU9$r+1vTwT%o+bfNm2F2T-X4fM5La9zi|0Sq
zPC>l=u-a;pv%(87;5>t=A1xX<^yY~~@Tm9{d@kG3>FIYNd>Nps4`+uP!!BS=V>2-^
z0gECcfrMG#cXOseE2ejLR`2X+iw>Y8)mgG-%pQQ{-Y%aXZcqc-sBBZU>KyTt29pB?
zWW8FV@QH~@79p>rRDDB(F>nCQbrO52wk9f~fNnQlY80ed_2knV^M=h$%iV*6XoJ?k
zE|8PStgY3&d-pB{E$xG3J}D_F1>^R{mS9YBl@TwLhJgRKtvbBIe(3?n|5dlnBSM05
zU${ss#Uu#W+S}icsqDvIxj9i~Q(W2E2=$W_qbdfm;w||LJPQbr0$`zV2H@z(#Kim}
zraq^`_2F*DR2KlxjKNJY*BOI7LTbPq<n=tUb?VK}%Nx3G*Yj$2x+P}5PM9MKii%_g
z1_tXFsWht-75M{qjNz-7tM8}>z7tuf<s`tv)9?@ky!p|QuPyRw*up$_s&ck`H{<#Q
z{d;<5D1L7lZWmFTMOc3;{05lsy_!F|^#7t&b2G`7khGfEHQ0IKPtYGo@Kjn)Yg&}`
zH}?~qKQnO^4w&hGU!pMuYfE&rGplD&CO1u9LR5sjgUL`QImh+XV{UgF^F&8KrCzdp
zli2TxZ`yI`HYPW`H(R}Az_?e0X*h`ie?C3m9cJR!`zxQ~kg%xOYtRA`c%Ab25Bfzb
zdK%BS`EKI`CyE=Pky?L!jWV}5CnBFzqb^vx<cN@jWQGVr5ZqWRLJi3X70!%9Koyko
z!|H%>KF1fT|4hK40{=QlKa2;`v%@$D3Z|T-_GD-&%fljCyJfB`0jD(yEVud4J&k%-
zy9VR?mj_Xr-svijCKt1<4wI$lxjU1&(SOvu5Gpj%iDpa-{Wb#9M#Pk`6EyZi`8WJE
z&X*8jtG#y`Kzdq<$0G$Adw{ifPrJ-ojqWzhI#LKe<G$0zgYhROm?MW#VDU2>%*y=)
z!cl7bPX1odFmz3qM_Q^IL1-{i2>ZbPn@EOPj)*3txtDMGwu}r!?%+xL{M`A_&9}63
zxDKfj+MvSm*dz{ht)6#CoHlbxe432yuh2=|WXyS`S83c8&_bkHe;?AHFx1+X%%OT0
z3uYt-x;#5g^n?7_N!#3hG+nt(e>8ofzD<udXzh38TF<-lH>0E35y+46e}hF_rRcoA
zPOF$i^g4H8-=^nDc*_Y!O2u-+Q$SJuDmaEDj!*;?Z-_^Cq}(HSxXQRn$Xiy?e>)UA
zAyQjt=%fd-mHjt58Or8PnGr$$M-wNt+V}Awr)nzeha~}HfT|CB))6R`T?wtEslm`>
z^~pJSb@9Vjx!?8#Icf6V=9MFhVnLstnQJ=#8H3k1jJfCv6Tx=3lKu$Z8ADM~F?@m}
zZ6@od_yO6X#3*MSHPmEIJTbng4U@Fe@3-gd)emi%j(0NOBmr}3xFyK<ma_9MCFL_1
z9?YLh0kX-{7q=p~eS2J%x*J<5oxd-rd3VSk!oOHORvAS+bZa@g?5n4WO$G9o2~LaB
z@3(u7rTU~;vzcjR3nxp)QpeujUehfiz`YLsmr(7RG}A1Fm>jE2zcIL<<f2LsWpj5(
z>l#yh7pTAD!kxN}qM>&7krrCIzF`-5@>3-(MMt~gl0>E!o3;2s)uu2S!^cMBu())7
zXTdmo=vw#a3=(arfy$^AmpWJQ0V^z0FS6_-V>oAlZo|apUG<y4uC;_{o7>gR{R7-G
zoTU@!2bw<F;6$N*o#+?}qx5FZH>UAd4CBw1!W*e#Nm*G3{@e+;FYwbDPao@NGv^kS
zvQX>OwIo(L{A_Gv2t>^$_T&BJ6}}`zQ{)^RoP0}E@LgS9*sZ_OSMb2u;+b>&;m+N9
zwx@2L8c|2#UV9N<X|Q9mFqid9kz|tQ(6f4tldneGZc$KB`~|sqeW{y=Gv<e{+PgF&
zy>r^+yO4zX#OL{cw)P`ogs*U`BaBk=+r%`S1cuPZ6Er-~8X6ySS7m?SsJ~CM*)9M0
zfrfEK@;k^W1iVHFddk;Ark0myv1s$@f)?-8c<<sZti=M%b(mBW7VXB$Q&$hS?#x$^
zQ`9Q$+?=mw_+LP$(!VFj>6RYTL+J;fqQcJiHlt@I0Q*e%6Fu_!I%D81Qm-6ED5lJ6
z^=S%um`+v}>P%vu|8iJDz&b6D%9nI{bk+2r`(@JIaCFb~wl+e$)ZaD4?_0H1Gjj;q
zimQgz?>|Xss4JxhZsK3+h9lHgTWhPRHQu0{m$%J0G0i<AS%Pah50=-LVeaG1=SYm(
z6wj7a_XLfg9|l`bhjV{w<593#5iU$dKFpeF6I_L=gnIZ8z2+1weUQ|WHoJi($`v<1
zKOZagP#$A_i$A9VvL+HC%i#{Iw|;>m3i`{b`J1PXa_%xNPw>!)`Az>6!N49dNSGeh
z?AquIukbYOM0T$y#BN7kCwkLt?^Qp-wZCBmlX7uTOiT39Ar39N$-%XHK}lJe{LLHB
zE89E2v%d0vCNnfom@1fWg1Yw8T{=T6qp_RO3HVwTn~yAjCGhW|Z>fcaM(O+5NcS?v
zl2kG`Zn;LsvAI>U{an|ki%@+@Jjy@}pa<zzR*05RVLr?<>H`wEnE=$>0%1)cTSwOI
zG-`EscelmEou7Z;$cP9<+Z*^qqtvU}Yy{%D%Sp&Ux{UgP+9Awvf4MgbbdN6b2>!cZ
z5k-L*ST}G!834!#E4l(sM;A!@<&4Y%U!(qTM9ZAy3IvXmb)DH^gHAkpjy{USH+eS=
zM(oHpD^dfF^27C-vqzglW~wIz#%+UaGOy~{!5VqllTWe0g!wRO(=@$$23T1XB%um%
za#Sr`M>L*vwS{0sXj!ZxzMnYhX2^C@OVK;At6L`&!GAKCB^TZC>jh@Fg`%USeGHHt
zD-d8Nj8|!%pDy*pan<&&e$E)?3~a5k7-c-&uG?7zlG1H9AvRl3o4P(QMIFcPaK1&k
zu3Od%P|J&pQXq{iCMh|p6@Ho(>6N~`1BnzzJrvXcPQ*}&kWoh{j|mp@)4<Q|wcA4p
z0#A1Y%Yx4M_eWK_n7-h)gnfS7^GbK{&$U_K-mCHMaR~qEVic>z2>r0ZV_=d%vbWtp
zh-U;@CEJWiK&VBDy$(KS#1?CmNr3z<B@2sUJ67y>=cu*?Hy0i-8r7NHg9GvmZ%AsH
zs4OQ(%4#x05`9gjLXQ{TqpR`#1Gl3|3Oo{*Od8i_U+8xr=e=Z`?k@wlrRo-CFi0x(
zDEK1*fDHl6QT6rwyN8FWoh;@&MuvtI_wGp%;Q*Odi<OOS3FM9Ex3(A{fx?XmOHQ-V
zqU3;}pdKKg4b`sF`$LQ))vfgsgVrIp*4^;n;Flm~>a<NtMkX9{`y9R>$1WaFF!Pjq
z`>_mKLoT-UGJk1W!*~caq2TQ_Pc-jWiSWvL`!?5YH90A%pt94=Ko6L3>wK07N88i+
z-^i)hK_Gf9tlt+T3UXQfAQ9mGppI0a-<b0)Dn9++5V=7rRhCYzsK5(am^dpsI$E;<
zGb$l5kxo}vcm02RMw6ia{14NJX~7s_!+NYlcsP{&EB*?CobYIoPE6%Jwq}mbie}d6
z+xVju8icd`9$)8Lx`~+s?i_U3*%6XAA~=_VmrygY-TB$GXL(V#e@a?mmm>cfMu<Dj
zZtw39tfLYHfZWUi{=yQ*UxJoZ8wxnkYM8y{bZy0mNt$08*Aa5>*QbaLY0nJGsuAXR
zH)nk)Dv#BV5tFEkb^sXO7%eWY&=^zDX>g0+wvX@)tVST-A%>Q-yPCgNw@gh}y$U?w
zwi8db{!q7M@0tc9ESz2Je=>d_fK<_wEgPRsOpA=e$ZwvgEYBkjV!bpVIbpf=4qfm>
z$h!IqJf(?ISD>ALaUw4W%rZW<pwiZ^XHYKka0xqc_vnuF=#;Wl7s}sM!}(g$*&6>#
zh~h)&p?oS~1v8@rG7;K!D7vi6l41D6tDLUnmaB_j!tmLbCexi^o{l7ICJuUtcYS5F
zf}lg)i#4gO>+TRtH>ZR~Ds=NT$ass+cpdAgdbxwtd%n5p!A<xm>W8sG#O^uHm%9s{
zJr>0cR6vssF@Fx?^C>EWOtA#vsd%Y1J1uq%Ln{C*MHS)|;ylTL%_07~YAwa-F@6#_
zPLfR#)TwwuzO4_ksTD+`7%K*C@qUn*0(<b+oU35E+U?p6m6>Kx;dDMyu`p`)5%lZ6
z#5&VM=Clj0=Eb$M`MoTNWyq64ve5|%>j#QBaF^sr>{M!tU-r*FL@v^6G;x87lgy|V
z&OMOZvQEkzt6)R)t4I$+txL$}G)*}?dU$x6yHh1CkJ;ILWA(Op62dPNXBCRquPbBz
zt&L?ccC>0&)a<)8EM}LuKai0S_1xAH%~eBAldEg6XN`9gy-Y7=zR{v6fP-8=Dz^|q
zzck7^HkDdfuv*GhgML}Gnq87U1esKq!Ul`=HeG%5u-JTHu`N)SEe3zuRkUdszd!j3
z^M1ii)-<g3Lh>JY&h$0{MtmM{pYsC^-j`T*DBQ~wOoJBO`+C|iyb|Xl{fYtaG&Tki
zsS&7qm_L-b^5?MC`YkX^2V`dZ^=|t^xc&<rValSl1}O4-SK7?XkNVcJ7-EJwYc`@#
zl^&V(X6YNDi2d#s7T$p!E7IZPc#Z(S+M(`;%YU|>UmQC&re1TtU1x#dT*Zq^_PC?{
zQdQaZ!J}9FhnKH}H?M)!R3#Ro#9Fhh<!ff_$(ofnbdWSxhGYH7{EI>_?kbAAA0EDG
zaP&RncNw=n^^&YqM-AN*$*BteVZNoQ5(=^JdxLzlJ&<Gbp+1ARMiwj)#x5Yb8=ZXv
zZ`d`TGl~!x!4DdII_NHud*M4b^C@!C*6x{l2$;h81DUbd-Kz#}Vt#W!NQZalspjK*
ziE;yNh=QKJfCDWX6+LW&!Dsv9tD#N9)0GQ3Rtu$c^ShNWAPeyaMUX9k78_(VKL^3t
z@yCbENloSD<s;lloNy=ZT{3a#cWfS_pL*{LpSs34@k+qK!~by(rReC1y(U;Mlob?6
z)6&vtljVS)G#GI;5vk(luK4c6-L1QxK(c$T+V*qu^XE4~f8nUZjrIHC%U!#$?_UXN
z`zFe7(LOm2i+#S1Uvuj36se=mSX<_O>0b6ipXLuZd_!nz7J{y<w_uj^h2y8rzVPN2
zn4~|3tUqpeUSCF$lBS4{@%$=JFY1klw?+46ZK^{095=^4|4kDd$!aT*BXJlB)Dua*
z_Bfr3sl6nR{O!F0VI7=>f<_km^R?;W6@;cKiu?hzkZ|A@b^fy};cfg$(Y{SAhTEzf
z_Lm+OkDokB8yCL|5jQ26QA3e4{meoKo}1U~_1=ExZS%$v5&7k5RcLGuhR^3`APR?s
zh{*isebL9qwV)31w&-SFyM=e}eE-2xg3BWr1C6(<@3*JxdKsU-P5n>y1rRpTSLb!5
zU*q2P(3e|yi*#D(*dG{3ij;fb*Va#C{Px17!miG@iI=~sD#oL-@@!ZHj6eQp4L-NX
z?y5!W;_}d}&l%y@&2GUJ!U==6{7^huwitLkB4u15$4ERS4AyumAZfvMN~)@qGcz+L
zIIXNd_$JWQL!l|)vkyZf)u^awvv+z9&zDm4tRwNcijcIyWW>053HHyp%(*^R34xt_
z6YlBkZGX7iKKmn?JqN{{FM5|7<w2edL*%0$T56)*H(zzPZ}0r(zmV;<Ja5=L;hLNp
zKmsxAe>lVR%NOu2(b-JIse(<HPZDJHs@t~`{PC)RihM04L$U&nP}9*pfliUxjN8TL
zFtd84lH2E=87iuE51+pV(f9bjsgL!?+pP<W?LF|h;beLRlhiKW?}QWi{U89*j!+hM
zfyzujygj`aVJSRfR7Tt>ENO=Bfr;D$Y#$OPJLBgsUQmJ=g-t_s_#Y$}=-FoaQVt#n
zO)SPaCvG0yOkEnROIxaudg~Ld9b1!CpZ;81B}nR6@>`$fXBwQV0SE8tE*G^w-RPk#
zOO@4*0f_DI_d|hP!a3}v8&`O=bBlMRXNdyin+jQ_vKMW)uiw2tJn>NIAyW7fvbCTG
zkM}0?DHyWV-%p-=&>BUFYOA)jqkLJ{53BPU)LxYTYA+<+Q2IjNYVyMhS6HMUk?4}G
z^jq!Ij+>`u7Fja6HRi*#f1XYYmA+gE;$Bol5lOBgY!9skSVyBDrtS}ZWV{1;zS>Z{
zzW7+HD-1UBc(hnSF1JGO9H$glbsOo~#F*pYa!^oFb^Lid`k{vi0SR;4OaHdl%+p{V
z6kfOHU!kO=Xl!2d^yyPsfyUwA-U}ijWZ%9!ToG$j#j=F-jWcg(iN8MQp`++&V`l*>
zGyB%qqktc!DE$>Ix5KjR+Eh&$zN33vFlHy}o;Y!imQ8~y5L}rcGiU%>LnuSiBV8AR
zi)QuHRT6TQPji4b8^8Z}-`GOJZ@m5bjUOgzcH3X>DmNQk1cNfKfaTZ){M)6?vQM!E
z1qBkL#UO3O_K9B^*v$-JW~l};F*xJ8fV$S7=0Di8jfS!{^=Nt4KGHD^B|7wiwZ`#?
z^^|h_R3O0Pczf%>NE7eJVgf?p{~r#e4oqV*$Y5oX<A8MD@>eiCqZ&?bmelvkuN#SQ
znnC0_UEUJOPSGpCk#jHP`|h$0RtyZRqWypkVz3Ap6>dOak0~|k9AVr)I8fQ|iDR;H
zOe}6Zdms^p|2DxlBO~LjUX%CUV${P2fGlCjY<mY(?kb9Q>aY|<r7C|lnzf7x!m*C+
zUdPWSB$4O)%@af=YzFfxOVur}@{yO(iTTG?Il(BBl3ddmnw<}1XoDXNv+cEEJ!E%F
z`p<oMJWTwajd7dlioYsOUm+a*(PoUrN>S{^z=I%?N$~GWC+W~6$`7nEcl7WJNY;fs
ze;&!>upA7`eiS@bF(4r`LBhVz$t}SEo5=?-V&guv$6+xdrLUg~7F{<O{LCybS9$91
z{}v34zO!49sE`K(1H2|6Zkj;CZu)Zl*&`4}t`tXz{+ZG1E`RcgnBzVe?z)|i7=%Tn
z4XlZLbADk<%K}aKpgXBl4uE#$`6GAKw%LXDF@NxQHiRIt!`0TDiU()&{=`lMw%`TT
zG_WwFU0thzaV%OmS@z^%g|4%6Wu6WZr{!ykN*?-S6!ciN(K}rvG(7g($S;=s6v^!O
zQg!nRBtZCZk(9CQXEg7{SrO1xKnCY70ve&hKCsVYz__jq7=*<)VPa&I2Ru8oQIt)f
z&tR!L#+=xlnwmO)%T9Mp4NRb%p-uWVcpT?lnNB>ElT&pkXNL%jd9r~s+&-o#XU99m
zm8}>){UD)-59^5g{^-Btz{}Pk^cN8k5wuZ?g7v=o!Og#j)?Z$PDm|_5buh1?H0ZZr
zUSOdgXm0uYth&x6+aQFf((9_O{+jo`>CIZ_t-Nyac<3UYq8qVk1^v}Uy(7clITk3g
zF*DqZ;job0_-1-hFCdT71_o(xaBw*eTn7?K43=241nvti(23$t=q-_TK%8!;wV&V%
z5%<F}L(zs^kHG)Iv3vsp;G7!5UVo|OL~c+FFVw0UnV@H9KIrgH!_&n`<0@yiymJht
zjWDH!k|;0&GI`?J9&p}Vu3doqDvWlPXsmAKfM1YvH!V+*mpuHQC^+Oe5Cn0(CcGK)
z_nM9o+;6T;3AQ`TZLOks9PS{Qm!l(S+>PxNrB!YFMRAgJ1|9t+q(V54g9tYhB&S~c
zii=Z$JJyJ`85IRbDX!Fa%Xt5r=WTS?l2qA4Z12nUG}d|<tsp{VbP{gv-}wcvl7d32
zZYbeeT(t@oa}r1WTgU)}GhY4UkK}#DEd9H%Z`elIniG-DUGW{hL77vNnofrVA8cUI
zBHQpupSf_e27b-tQu`3M5nhj3$;o&yV}SG%E8uhcLec2I>{tR`gz9iM*Q{q*UZ6y=
zJ~NmNfDB!lk9HoL7FF-}@x?40Z&l6a$&;>P1Ak=|!{_v%Ly@&eFBEtok0-LF_ufZL
zYF$#jFrofUD+Tt0uJ`E@?a^bP64CZSSuMP{!;rUy`;;5K?JaKV+7TFceF+h^+CPyp
zBK6I|qVwy|YgBVVH|nzPcZ<0lb#CoJ5b0@La%8O5-A~`Vd{53@E4o=QNW^|oBr$(n
zq2$Sl>6nM3nLYOb+*9S?lnzCX;)wzc@}=I3;}^a@aG`&BK*NSmAscq%{qlP=POX&e
z&5|Qqy-_brE@}A6p8wb7G@*!u?6oCaUPLq5;4$oCT2Wjo<ZACtuxgajRf%_#4a5Cb
z5zj$vJVCt5S$J=$H$#<;`Ifle<;Vk#l5bLt<R1D*-jLYH_joeIB*`2XgFEe#9F2%}
zI44;n^Bk>5-P@bTu5(As$Uy&VukwfoFy2mv=~J%eY8+SZAM!1dIo{%FVF}ncTBHgO
z`epVUwdgi)-mv5%DHtOk1a%uf@q?MbWLLf#)q~WO9^*TZ9yj$I<_LzW=%Xt6!mzE~
zH^Dc18%LJ$CmlDt7%#5Kj>4a@b?{L9R)?FNxd-k7d|WsWGYNmz-Qjhb7xcAgb0IsV
zrFr2`r-jsvCB*K_UVCo_Wsw!ZxJQoIH$jgYinl974vE3Rh_pMu>~Wx>zbwBAOrjX9
zu_n<RLfRsQ-WH!s_US<`TH5E`e1F&|6onFX`u9&y0$<tNA4}2X=EOq!MsXx7z7E75
zRhjvv9s<9I)Jzo+h^0b{!0uDniF|E87tea#nNzkfT8IYE2uCC|unyo`SC1M>tc8Tj
zqx}f)2GuuLb{-7@pTV&G-+Qw|eDj8Q@570p{f>sf&;?!7X7rV3g}C`k_OHc+l7HO*
zJ6w<xu%BE*+B*sGhQQwKJpubqPo$MJbjai5<Nw@uD<?*f!{G;4q}}6K4?(%e(~V;Y
zO^}u5-re<w@YVrd5Qzkq0K2zzUv%Pqb?PNm4%T-TT5b;A%)@37AWL?I9`ux4)6Tuv
z)NN<tOZS>q>BdX#!{rBEOu6iJ>aqG@Rvb`9Rt1ailMMg{+R>8NN_+qd?<FY-`uNK?
z)N1vmBKFS{xV)K5Q@S7UPV_zfK6(L>{3+z02z4^MeXExT?1Xv}4g14VF;krXsd4=+
zGzxzHq%&Tm|9nQs1AYBo`m**zHbAgr3O*3ITSiZh3Sd-M4ni?YOZp0@TSF5y3N|2P
zcs+K(pj9a~3SO5rxeN-y^sr14T2&4|GoJSPyJ!Q6+z7w#_(A7a&b_s;j7+UMA)xgt
z%g^-{i0Ix1H=xZAoMl!&sPYq^K9hZ8-RV#qprcZMce7^+f)`IoC2!hA&$N|(k8NH1
zlWo`!9;|nsr-^>(1g~FXDOsel3K`Z)!OPzBeK#k<OfEaZKh6^twBZVR{(d#VvrZ|z
zF&bI4IF;@gn}U~_2mH$2Pi{0IRg6FbpiKq22i4eVR-TLg8-YFjC$_*cQ|d||-4d{L
zE(IhPqwv49OkRF|drwb(*UpRX{KW~EM?HDdK|>$Nc69k<1KX;c%<&2{xza|quP0li
zgoXVA0s|j_V0}P90QVwp0l3~0fKrXT(X(x~D_VzMx7fl{H&r}%^p?n8^RyuA$49Xs
z6-hR&VDp6Br+oJ?)};uKk=iNZ<@|H=_`M@qjW-D!(R&(-HX?=75RK;g^k2i|RVIr1
z7RS|d7{5-6#GrW_Gi<*#HT;gAqw~vBS>8;5W*xzGO!WE@R##V>6mRS-P};~6(`Fx;
z9$(4N$@BV!4<weO{QmsjXUQeXn|g8k73&FzbsShy8^>_4I&GVuM#-nP9#9>L{xW}V
zRkhf{JlwfW2^M=Em95!L3y3-P66@K2lRA?X$thKF_0Fp4NxN}at^jl_9TSZg>IzPm
zsDVq-A^LeKB4B1<dh$I|l9OtB=oV37QnOEem4tT&)+%#DSIBRE6POPIUsCa+QcZp?
zQ;etVVY!OR@Q1^l!dH}&WtxSawV##1BX(8=$P{8a3C&kR#L$m)SW5*>NzDW^T69eV
zNRY3E2}cfkx}ad2rSN_9r?9LTNFtXRhwn^#gm(}3REWgoH*OEpo{u~m8A?>JP<#4Y
zN=jbdy29(!)vcRO4K3F0(l9f<R>IoTr;vUocHI1Y)bH0PLcG8v`D+oNtmki|%g^;-
zA@sOiPSR0-%|ajPj?hA@TxXez9~prhzz-ZC!~|^)WC2x=y+Jw_4@~fa@sd1^NiPst
zgv|2*<YMcJ7jg-A<3>fTr!CBtOFJo#kB~=hL1h<EBBI0-(aX>5rZ6Q}<#H<MgdoE`
z<OsIl8%J2JCfMBoOL`1S3?$|Ri6c?cZHzVWgYOAoIG*t+PO|T&k*A|8jj*1s<q_kx
z0pxFOPuTuTs(Nl-X;&dhVcZVqXC%kynMKq8EIr_aHG+9Mdyq8l8Ol|D3+CupJ&r7a
zhZR<Tc{C|!t*oQN5Je>yDM{j`0)XZE&|V}KH4ROd!MheD&oA$U?LW_<Dd`wRP2SgK
z(xWsEj<L%GD>e}_3x);q&_Ku108&OMnB{kl&(6+H&};N`i<%TT8Z)|e`!*#=Wlh^f
zDC+7KxsMGc2kSx%ZHQncbBm9b`fJg{k)F7X*T@l|?n2KLQHjdShv)TzS(c(I!hN~J
zBh6aJT!@YK4rGr^h=99<mzPySW-(Ims<~MRB*vmaG+o-vEEf&|0WcGt$3XlvPX?jF
z+}zw(2M3NE_f7jr$7>w2v2WkbwemPvB?Gd*+AR129mV?k`p2K%2$*{VCnzr-AC20O
z0JuK+Njew=1o^SRDU<0v-WYvI$=%!2gQcgZ=R`=3#!5vc(cUmu4f&Re$oO~~FyeB{
z#>NJZ^>MJ~s7aYLAZwt2|CVuP;^Wie83Exm<rUOk^1FAVvBDe>KtIeY7~>M6r%G6S
z<qUl;7GGsKt~80_ufGY45YAo&rjk@RZD#0=jg4>N<I{rCy9)nG@=7dC5J6Vz6}8dU
zvW(b&-xylu{=)+z1cRr*1Je9*?E&FIGEyw7vrSFfqqAygD`#Cy9^FfCK1Dv3e2|wk
zGOqVeV(P7oaD3=q%Mtiq3kpigw~uTB$QPHF^EO^M=rp)jyhC1{uC&q`|1I8}^*!Dk
zs_T1LVk5e9%~E(>ze=s#E<jG~kWu`PrYQ8FS}B_NT7+Bp8Q-I0F9HFkVeXU`e*`)Y
zkiUG?W2e1PHJGbRZHxovuNWBQZXzRtz@t#||8aV#s3wie{K)Q2NqeAsE4%?);7oN#
zHIqK8<w!ptE31-RM*}oxVoHi00i)9Bzxih5yZ`2!{oJ&1{>wMFN$q(8$LF9!aH~O5
zpKlChyQz9--W#z1grC`(`_F-Q^l{<jSAc3P?d=}ad-Yv?jY`XSFf@?od<wFSOpqwi
z7J45PIu*aENpAurM33(&s#(TA#Lz6!7tZKxMkS7dP9oHnnu5C?E#k7A(oYta3zN(8
zsn8Hqw_AkXoqciEm5I4)NSTydHJmo`eK2wn+OY=2t9lp0x^kRYoB3yE2%c84)%S*x
z+;4Qo<G1kT5~w%kK)EHc1xIB_?7HC`D>}cnMi!wr_VDnQ_sXZ~z2eivx9{>Kig<Eg
zsNZ<9ZsnB2@qMhZS{sElAzDGT!F6}u9gS#tV+0XD)tyAOB<Brh7BXYCkUZZO`yn2O
zM?k8X@!6@@Vux~sBgWaMQ7z*m8_5J`NFUDsV$T7gJz2mIo2SB9_&OlNl&cQ+-D-N&
z+ZMdUHqW{KR2{M3mdB0=Bikqt>tv3np$%O+!)Ki4p;rn$<?Uhn<1x6y<i6KwRjNNO
zdk*Y&4t%*m9N>HMSr1c+o{}p@RhfQHp9m+*dCCbB65?S9_lS>x+kLQao#r@YP`S6M
zo?HCQg>~XOa|WBqnw9v^%Y2MVTD?^{IW&YT6HCvtTnPfpP71kF7Jf7GCiXqAw{OiY
zP(qOF%n7;N1G@aBQslE-S79O+EgL%F!tdiqEtFu=^c!iz({WjW+!y>_(mui)Ozw!Y
z=NgeJsw8VdnFK|tRjR4~J+nD`GkwP`Yq@p*ddm-Qmu}KemFQ)8C1l=`NExTr)Q#s>
zzwoLTqt=$Tnf`ITCzKE{qEBJsbc2y_NZ3S=L(H>5U@5yWp7k(!SV={flK0C4_YJg)
zUsJciISEZQ%0bep#c}krF?3Ng>SRGL=yFiOQ(;I0a0OcQP7QuWop^UAS7`KCPQl1>
zCOt+EuNuM+Ot*<_#ep8I`P)D)?%Vd;c>OH0f(>@jZ2>1T!1mE*wTR#RNQ>>#sS3O&
z^Zy3TAc<gH|I)g<NS|BwPJ1&lEv|uNRMRJ2MvG&@J1!kDAcy{IYb3J(kkDG(Pn76M
zl{bh~Q=*BQ(I#u67$r$bfC$KHui*pD^kvgBGus&Uq+?W6uA3#m3++9Fq9)o?dW;0?
z-U~8yFJ^d!zCVp**uiEDs}@`DZ6N|Z8#kjpg&OWs|86YTs}+K!_7vyp>3+NI^eVKU
zP#uez<pxESBaUZ1|I(=pLN|j^ZSLt6gZwLx`;+%>t8TNI2lK6MZU5LFg7sQvXJ-qe
zkH3C>dH!h)=zE{BFWPIp?0fn0DVoZarl4I0CzF3XJCLF7fJzVnvY)G4&5EssOyv{M
zlZ&DNI$XmfqOg&}qe`Brb@oi=+t{-H?;tCX;57qiX_zj?vY+mq9%L!rBATb>V}0=$
zqNDb1i_Ujfmw`#Z9}gVF*9{T8j6{uF3aO=M$1u7WieA#qs?($tPfIcYSXX@m@?grr
zw+?N^*pT3prcARx=s0}w3gRUlmr=y;PIC@xjScq;+qn4s{@iO9Ger|#$E#6w6J@)o
z?H6A)$`tw7g!MR~eHOQI@%?>M&|W9*?SSF}dF8I^3|~UP8<6g48JQ^uojNc^q;1rK
zetkehGXxpI>E$OIe9F?aZ;`Re1xd|2Ttumj5YZbg%g+EGSNR?-Z6x>>fzPj|((P-u
z0KW57D@tf`ljW*8E_g%hld7>=P?i7ROZfe<1D_B>2coAR7ZWg!rVNPpHdRun7I|B|
zeSAAM{t;F3p)<#iHy?uT-h=O7sCYCp*`xf;Ntfg{&REB&Ozhj`ZZ{^T7~@=?tY}G>
z1|6hd%Qb}N<m5!1it%gyq`VS&;A5QF9#xy7=s28gsjw*Jc6D(ZwVyWylB<_W5;7C7
z05*$;;5nVf0S(eCNDhsXHo)ir4D;ur8$pFs7JwFBAO@%azsH)8+xCDT2nN#lWG;T-
zxjGm1o=8}WUeJ=WVf(qBsPsjWKFkI=M%!55*ElOje<j*}o7U{0Y1u}JBLLjJ;4;V(
zCFA9tc-QR`aWnR`Dm<3p+lXqfPqlq<(s4J*J2Sn;)^Ic9hGf(q>jyHw2|7J}VLib7
z7yDB)doBM@Z)X}$WxMwON=V62ccwxz&mjsKD^nyabEqUUAw;H7$UH1Er(|5_aT!t>
zmsKkBEW<K}ka>EJOMBmY@8|z~{x6;v&$~Vqu4P^8yw3ADzQ6C`%*rOwpzdNui}%;}
zZe5YFi+h=qpd*vgwd%srneea3zml?Y+VTZQNBMNVsug?3J)bpXW2o!Z$4y&Pg%Vq|
zAL^I=8zwVUv=M7Ie+d^Di1R1iYK4kPD@Hk}UF@4~6eUgTbCLZRTCYI?f_BJB*y!_$
zd&$^|bH&xY|1{cspMfspnNVJ^Wa23XW(B*gPyEaCCZ@++t!cT`jXO;g9*4djwmb4C
z8ap6#{_;;sLyA^BR1s`RkEdtUTyHn2QUySqaSa12zR+_FhL2~Y;i97mCp&V)U>9yt
zhaM1NS)6y`+1JY|#>&L2E=2#Rk>{C=uitdc2-zNCc3cUVi&>$anBw2Rve|O`O_)D&
zTpAp_!{bekzza0$lG+>;;aV$5r;h&XK8Fcr$h?Q^!oSeA>SETC+Z=VZD*4IP3gzZB
zDus0wgANM5e4alpVdp+GQOLZns1KJ_VtwM~rV%$z)!(Feu+Ay}JWuI~Rn{ziIRX2&
ziF)+YiSH-2l=s8ZzH~?YU7B*aOmRlHC0J%YB3x%)J9*!u_Nv(|E}0N3G{k=CM@wNc
zF|iqiAnC!qId~}jg`3lifZJ+ZGW3V|nV2r<lFzZNr*vtFo`o8YgDvorsA1joZ5}vZ
z<J)G=vQj1w+#F*)GM9%>`w>|F2T!d$18t+(`CoBQn_B$kihRirGZ(1D34P^{6tBxv
z(I*r=J)!kCcDV52r4bf^jR}zj<y=z*uG>_b8(WdW+p{c+;@)k(kT(7cs8*T2qBDVH
zt8sDpbbQeYO?cK56)oLF#LE+|xaEanDaXY=sfka|7#lh|#<S+LDpp>1w>@{)ve%uw
z>lJ@>X<ldZ;dta{ihH&mDE!H>>RJY@uH<Rt9tW4CBEj%OVVf;sZa_U&uxCDc%6pIn
zX&x`QDKAelTOvKPi5P#SC0R+KRTqgrAjab4vtH>2Ync*@>c7ysWFED=iVZj^^EDLK
z#OQF-Az_kle?d3|sDjT)e%1=`iLWW)Q#0Nc)jp07Z$OhT4(enicU@E1L(BZzJ0%Kt
ze2brnP1MO5H!H8(nHSye%gfC4q-`>;(-A3^B4LDwv~p*Uc+{die%P<4a`dEh-e^3L
z-|wlE|Efej-^27drq46bU6Q*00Nx$Y<|@dEHK$?6Zwd-(w=pkoN_pKg*&Lhv&N;Co
zej@J6-`%^7?QJ}SGahv1XshLKgEO>+J2UCR=;){wgQUw(p&ribiWfr$e=m7XRBSi3
zbg_;%Hsh}$%i@T+U|e(DB)&c7TxN(M2vT$~tJS}{WX!swP{>)c&+{!|$}+RH>#am0
z)7+Gf+6M%U#6@%B0SQ2_ti$#X2WqN};olJJ3^VX<PgizqSLVb4afq(p_}!t7-`QL-
z1FEqdJUMY$R_v?d9vg*@-9h8Mu9epx?p0|?8<waKMSS=Wmgczf%Fa<I^_7BTa7662
zfrG?BqB3lmhxbI(8n?7jJz2C%oPx8QQ@^c8-t0=$3pyy1Qr#K>0uRw4=FJnj;Fy7h
z<1XPNDf88ZHSkijVn3`sVhe}b!&C{-k24VOAX6;QVBOfce0E}+aZ^)AUrVy-R~e^k
zWH6~KO06Y*^|kGRKjq7qtXKBnie;3Q<>Acrmr<F5^ylY&4O0@kqJ(_ToH<kMGH=io
zV*O)gCVMhY&}10n37sD$GqZPKk}dzfh{xm6mCl@FcYqS)#zs%m4J+hNkFwunzG7r2
znODtVcg&Q0-+J#M{c7j^GbO$#;&kVK{@}a%R$)o&%bJ88;*BRbZ+OA5rRe8rOEv5G
zFflQa#ZWUnJ?)McN=-@{#CTr)^??XtR)$}LFnDO}O#qxKWwi+j9=3}YZ=X7S+6?Nv
zn*T#QxJxM`Gc$Kn&W{8K7MFMb<S6wa+`N?!f<dcSZ={~CWo;fNB58r6AG$s$WA?r0
zHjg>&>l(cm75d)_Ol0~h>{Dk)C+FsJ!%Q1QoBn^<;2Q*is-JJg9{<a`@u<V!G&Dgc
z>GGv;XdkKlyz)=w##zx4U~aYAMAw3Z-^MdOhB&bJFjNw8&X@kB+sLkXRatqZuhcSn
zi=rr5@BN>Ak%MiKRNIMd2n1=4+><PHT{K?x{_){iR6;_|Z#$@kAPzb-?%UZZ%1}8_
zOLVzB@%ta(Nvm7SOG_GN!mXqO^=I`C(nWMsjHVG|;M#}`p>a7}yEJz1XhuC#q55=a
zDIatIb$e=Za#ZpHJkPpA)xapZ2adm8SG$Km7U|9{A8wh%e2F+q>iLWRL?-#vhl=HH
zk)6i6^m8xwho5~g+U<ek$wmqB7VO9J)SG&mwFh3IZ|6?evG27pFh~H8lZvdYj|8NR
z{B=M4M=&@qGM!c|cqAarHC5WP^FKMt_dd8n{cDRYElQ&F>m<E=`4vKUJ&h8d4|6ql
z=NVetmP0L4$Nnd6!YDDd``fOM|2=Xf_1_{#kWQNTI~z<&$%ILv-|&>RA545Cc%+x9
zF23rkDDMy}NOdOg{F}?8vG?U3s7>7##5(B(CUvsQ4lyS<{Ue)nE(kArxL)txB?Noc
zc&pGQ036*m0nti|`eZx-Me0Pnc}gVv%~-B+EAqjM7wJFXK7L6N@@cSg%kdhH<+c}8
zi$+@pSjD|{d(s~G1j|<RmLdEV?3k34Z=kRKYUJ3Im<iPKT>3$=Jkhw@IFh+qZ^74h
zlw6&$j7K3a`tamvJaaH|<P`Uj0S#?*8}o-m(xZ8j)Km96Jx;CsR`^<40t+VKT(}C?
zBurFH`O>Q9m-=we673f<n<ayrIQLCfc0=*t2CuxJafk*q=D06@<wXaZ^J}%GR%8b3
zn0qiIAP<GZUea>_%d-R&v{%O(gRSGza{gLzwmy2+*Psr}!*^)-4bl^60<HZf8OJ2t
z*F#UDVWkt~-FJI&RXQ#8_e-+a<s1h6N|tM|^+hKw{}x;xq#R)9&+N4{bNLfm!B~t)
zmK-N67Vt+;_&rCu4$MX}notI~S^GV9kUB2-@KFH9qrq~>rAXm$TZzceWg}ZFGiUL8
z2`zGPCsNuL_S|~B3Asho9l!6!;l0GF4XYM8eiTBwi+8=5(bs<EP&*VmK;`efODb~4
z6<)?qbeXv3Sjslv#@@Y)Ns>9Q6RM{Avm>Dt^4?fIwZ+w^l=x0;E_*?`=JVzn@1bKs
zCr?l@KEl$;5~V+K1H&0wB;XJZ+@<=&*1kffO<aoh3xilIrqocM&ML%Fw44fLeI>G0
zoFe+t_j`fKJx*IES5NMWAMB?)#Yo2quGizr9gX+ba=68L{M+u{EaTv$SalK5Y2U73
z>~rkcwtiPyY;baFtxdE(Ni3|uY~_%|SqYyu(quRCfRxJcVeAdU@=ylRvbN?6%&=#r
zi+IvU7Kc$sAhZbNE>;5ym_L>*?VsCo>Es9G7}R%R+b_JG!*XhRDi3Wk7KO-8dJq=!
zq^&<0S;i>2SKa1o%t#`q_1Za|j?*J{(J9|QI=U}%(GN(fkT@TA?MsU|#*)qwEXIst
z{PC?<2(lPgy=P=ao2u+U@dx+5&pG!NNu}T4&eAV=4@Pm1*h{~*BAHubX!@q~#Ba|~
zUQ+y>V)}LBxgnG)BIbHq?J1~+i-hK$PJPv`r;?)EWYpmd@<bd1oH~`BWUr_-Sh-hF
zo{ZprE1An(kS^cY2IX;f<m8$*cDyT*?zAlBc-^W6CnT0yezn;q_hZKX@Fb7R7oFiv
zJh@n)(KaIPX*!V|ylpM@u*%rgcuefI6J>GQ>D}KH*5kai6tk~0a%LIytEUQgQlj|l
z7F#0KwpX-yh*h1uM&2!3rs*zC+eHe$u{MMTv+L7<2&9Iupu0Wn@>(|E?I}72h03J~
z-d8)vHf+2ly4~GayIAT^6-RRU8?_N@=i`w+MTtnhp?FrnJ2gx#79{WR%&kpk&vcoD
zvt=%HNMC>9Y{y$K5peUqN9FYrS0U(c{lxL>Y~DK2n!_d}plV#_9=PFFZSOlZ`RU*Q
ze?%g+`spb(*H7B3w`5Qk@LEo0oB4P2(Jo461NKTbS#{)LC*nRj+~YZOEwz`*a(u38
zF+V@2EFao%L#H6bH!%jMsIbo$&ZG!0zR(a5I?B=U!Gi5l_E#jl>oeXUUKu=0@Aj_P
zeVs+WWLqhGY@YN4O1-A)JX_{dRK)K^Dvn)Af29$MwArRmw(fkNYKy!Rkg=?oAdJRR
z_GGJ)%=_+6Bo3&%#M6+v9AW9#)X=yG>73`))1l<s3Onby1PU}+qcG|+e9+9sW$d~|
z>EF&D?iTVaTG+1$4Yy#eHI+|?-S`asX-r0CxouL4Z<A4JH}R}m?L4x*BkVxaq~&Ms
zDWj%MCz||$F!@pr*zY3jnQPZsM)_}sbkTA;a`CgON17iYyhTlD+U(jyY?kHsSk`ND
zN4%NUl>?8*`e&V=p*fRoMIqE!VLM)U$lkT9-v|;q1593OZBbKRgZa`j?s78pr|k1s
z77m#n>N{$4oNhoI5J4pJKC~)*=T6$WkNot+IRQ&+pN}Zx_@b6`5)^ux&&nw9&M?rk
z84VDt#I>+$O$EvZ9bdE7m?a%5gERl-RcVcO$Cm_O-8hwd`e@a2Oq>WJl~0oB6I5<9
zT+?@|o(y}uYA$q1T+uZg6@55LV^IqAX6%^j!!wNW#ldW%xq6}VSl((qwc@<J_qVO-
zM#OH9UFgqBkiW#=eB)@&SH@374O3S{1FEd&t>8`fyl@^f(X`&fHAN}qweKXyT*L!{
z9e)e5`}-jYwN;&+y%Vx>@#$u?Hw|t@rhlUT%pF^cZH)4&M78o*KX}SvMSbGzka_d3
zLqYp^7JsKe4ub#m-7drUT5mFk`CH7$QLvFxk$5|M$ulov;T<>PmxDMmFUSfqd?tq|
z?j5$05Fg#QCYLjF4xJ6EF>E|d)6;ZjK?;SjIz4)h0nc!1Vk$4`W7|Dx$8Yv^FAY0A
zdnI*!)=$k2-I3PA>b_TLy)B5Gj#XkBB|I-39CM3{g~7~VL~&^`r@!`CCqubp&g8}F
ztUE4K=N!mgr)YA?ie3bA%S#u*iKdvv=)uPfn=-ZV>GPtkNc<H=ajkvpm+{!0LG4B8
z=(_F9<;|}6P5suyP3BP`)<2k8&<<Pj9QE3voJlIn3m5M_h^|7R(jFG-iSqLsl&QI(
zH;_|c*^JeszyLojc?g=cX;o7+Jbm>?Z3DLQ?eH|)3lDF)@pX*!_vLV{s#ivAaXu8l
z$(B-?*sGr*4dgC<TrhjoH-JLn%BBNePXAR*T0)9fuj6gI4MSb*OsAcl%%l+9cUB9T
zo>g+8!v3#@%mo=+^oHsHHiqiM^PC)>rL{?-2zSH!^2mZ;OZMfhfSXz|9iDdLpfoEf
z^!v>bRzLLHYc!J)p-h%m)((gksLVAoay|NV%q$G&uhQbsTWoeh)DemTck;HKkD=A=
z=(61z-_TshExZF&0fR=0sP3M`D-^En+w<=%fv$jh{a4#08FQrf?^{iBs+zZRz#}j6
z!eo+{(DD#tW{VG;hq5Z=Giqv8icjE^^(1z|T(a1-@mQ_u>e`pcTg<MZY7zJsSlz)l
zA_oOb4efr&jaJ#Rt}W(q*LPlNRO0tbkY&qc5Br{|r@pu-#u!0b*PA76;_66?T?si_
z5<C%g003Z}%;6s3w;n*&n<49fn**{YqWMeEWz-Ts7G(OHqx<_)+!`NtC3;oU^fcDP
zf^&1-t+sFGE!lwqv2v+pfIe+lr_46w_HuVjn$<KGin#=nmCM<Y#{=QZ-RD9_+5&jj
zThy2_=vJ%5q|2{suev#SOL#XQyp^vSfRvASGkf#I{rp4ARF85O<^p0CPNj!(@po3*
ztTuagzF3u}6xF^xAd;zNlsb^hrebDRM>H5oS+=R)B@GtDb2GPgT0Zd?i{!S*v3Hyv
zzKO|O?@^|A><+HO+e;Q}OSc7lU1W92XUdU|HXWD7c?9Z!gCy~QeKs<*W_z*cWF7|5
z4>ZyNT>)rmPr92ieee2fTSN6lz}Pn(=H$9M*1slWt@QUP(w0A&5ors%v|pXRa2lH6
z;c7;mhU!0yY%f83W%GO&_k)3FN8Dz&9|XjxDLxS_dNDlB9UhmyEqya8O?`(AA*#i_
zH|CKtk;<~_)MCRQo9H1r(+%uR(v~u(o~$B2bx6sYZeLF{;*(EO&~QV)oWk>P#bG`P
z_o0pWaHJ>LHt(jvGcLQr4uaf{OFzOKmG3JC1zXhTJ|I01oW;xExbb{rYb(L&(Fyt5
zA;r1o_rpB)`|%v3Kw4}|?sEvG?d2IrgA}Jaf4ECj49D*)qAMVNgAiqiV!<{l?oIur
z-I6xuD2~$1-ZRx#ZY)ZS6Y?LMseLms)(|F)ajNW=@;H%n@vn1;m=obQ;n}CSnqA>i
z+F8y_*Q2GAL1>K)IfC7+FI!$(Wu>Q_maPrib)Sku<vf^#8qI@|QO&+oU7l^qxEzC;
z&%Ta00Ulrpf~bB@@z2Zeuu1fqNW36bDp+G_m*miMZ#sJOdIYneE-y@#c_r^4)GYgM
z*u7nIU~OeBO1D5Y=7fn6&)oVX?wX06=Er%79+%Ri!#B^})OHU2*~T9k^I2XQ#}n0s
zBYii$?$MX5#TRgsC%jrpxafmJFe<uWi<x?w*VfM?e24P4R#CyL+w}pFj-XU+Z}<x^
zYeef7)m>=I7L+1t8K~-Jj{a;?XL9O|-vm_R4BvTFeSE4s7inU^Z795qaM3oysRj2J
zsRDEzI=MvmWxPbsNpyBPAES&2yQjF<?7xxwjkuxg6K-YgzPFaHzmQMJ;Y-f}_gz{s
zb(UW34(~3VUyoai1%{X!wO8xaMJ1kVuL}7wPPmyU$)%1d+7Aua7u(sV03?<@IoM<|
zKF3a`A=fU&qc>K+oBmWa>v7nzn2kU&Opy~+$YHjAXs(kW5JO*MA$jM3RM~rXlzCsI
zKHFkJFRSa9f%B;&mkhQVBsk6wf=K3ac+^WC{R&R?#<+a&Iz+7zl-;_%kE_2GD=@Li
z0zmRY?LdH1`1IWwDw^{t-k~`~aQ>$MUZ=}za^pS;@>ryzeYmwDUCf)QM7UbLS1X#M
zb*#fUVq8N*n{{rTDfXQ=JKad7pn7PeVO*h@v~Z=?E4HTR_}7&e(W>H@lO-a0#7K1y
z@Yd_dr@XY>b{hx}3~xZojgq|>Bk@K@+)pzk`+*^Q95KA`^2@{M(xm%H0%<2Qij~)e
zpyJ?H$}@j$*X%*hG5Wr;JcKW=QXolrG<9JXNkjy3KXDi4dgVSB#A+i6&I%95dZqZC
zHJ&rCydi2p_`-e7?0V0!A_<-Mad(wU3Du4daBDWAq9LQ#zV=5~DYoK<SiwS|guaS>
zSBuNTRM;VlQX$aLK|%LqC0DyC75iLJfpwp&9b&9VjA2um@AVX2BkWL^WV;l`qEi+3
zI+n8RLmh`X4i+afvwoJYPU|1z1eSV<3N&oQGZms{I;7LZTnfqxqlT+s1`hCt{@)HU
zBe0rdbMqXbIWOLEh18k=*}Vz4qKjQGnzHp{GbdY_x%-x%s+0p1mbWe?VG%OZcMAzq
zD7c2loS*#8`o-V!?kkd}|L_jw#dRySZA0VOY&hYuXm~;jr@(Bc?`GZ$yK*BP{k&5?
zg3xfhsa4EwY2sD;{Ss1weiB#SI#b`7XB43o?LU`Mk^AY=#p{MJnIs+1lRxp8+ERu4
zLzx0I1@3mztDeO+Qn$~?)s(B|)6sBJCUtaZN{J5*l>^81pnmwOe(iR|Y-N$ORDp4c
zz;wUB?Y-DX>H4myiep+%i`eSnhLZ_Cpu|N&mzZ-`pWFs*E>}U#@=J1N=^EUs%=S+a
zw~f&Nv-O3csECO3>N2~fNlzEBxA;XYr6GG7g9pxWw^SkTYs07mlo&1ImpqG+Q>;gg
zRe?v{rq7+IUJZd;KjDn!%q-uQY*U@l#9@hT<Y7PIxSTiSqz8pvrTS4vAvOm0xv&Kq
zmdxK4nF(%2#IEg$m1#s*?1!($!$=xLIK+<fgz)(Ul6!z)%S{xjQ)5ohuw0enRuUHo
zJ0n)U%9tQSqT(;!^Tileg!%bbbJ@th9<Ca*8ECqa`_)L|w!qnbWhUc7eP|`L8s6;a
z>;x)L+}C_HNaL;8^fY<ZZ0%82+w=VRaw1}@hLdc@!!>oXT^piDDTX69e)a#wPj~#A
zb^$tfR_#*IVgHWHHoX_!R=ae&Jk-=eTcsYuKp{MY*PnE5!Lb|5K(&)-|32GD%yB}A
z9vFYe3r1;q$(@;i)I-*rD>(Y~aQ8QcqG!{LTZF3J<&N&p?xvM*h{#Uut}W8#?78k(
zf7ZDYVVpOp)u~b*N-gFx6~kpN$Pdl4<Y1H(@W2f8*K`}c4rmb`U9aItlHO^q#4h;u
zxf?z|!nwgNpi86&?j0m*fuvN8htnW&(Fy}g&JK~_HB9wrJLv@U3O|ez*w>!*>jTeu
zHLF6jRKey4eeK(>7!ytI5u4TsVt_w2-QUluz0_d2*hSpNoN$iS*F&4K{k#k_+472}
z!$S}bjLpqwOEA&x7kSl^iE1-lNMT|+BD36r3D}~%9j)C{i!s{kX|FnC^u^)YS)Gvi
z-pC75?rcidemT@v9!<w+=(tVDoZ>a7ja7aqhkZbEZZlO2H9R4G#IrVCcbiK4v}B>_
zE64Xj83Osy)t{aQNmnKjy^4-zg#t9pax$_Pp9D=Iye0?V(7bSh+DWD`+##m&QHRr0
zJ`9FPE3IO+^hN5W_pX%*-?HyQjLxP_*6G1}HfFvkjISn+J10UVv1PCQeqSp40-iZO
zgGrk2gW=ePBibTQJqBcz11X}QzHrLWoZQGSYV3l8`JKl1&Y3?1Lm5FC?MU%jL>BYo
zAnxHv;c)F3D9+`CQ`BNYulPWhtLrZtGSZ8H)c`8RCQ`C@mT@w%RXU8oSuC9pHz!6v
zMIb0c3gqWdb<aKd=q-D(N97$I9rR8!NB`BNF#>US98_a1L6K1(HVQwnpr8QBoIs=*
z<G#$0EPK&=z_voP>Pwc!+s<{@A!ptBVi>xn%x_N)GB8omqixKR;E1tML-c_Eh>j))
zur?dJh?7#icCl-X;TDF{FM6BO@-CI@MUc_2?t<j+9RxgbxM>Gr2AU((3R~f`B?v|V
zn5%~4MC{Y?BIaQ@b3k3ek?LNVP83)w(AU?86uG)0iDr<J8*1P?ky@E^?b!FXin)Uj
zr(drlK*cFj<!C6=huy7JktIIltL5*Uj(dFQaKh6>t7W6&2RIG9K<#f$(LSOCKV~5L
z6cV2+&t0oUEF6C<-c@5$N9!8cPs<&+OQ@Ph-}iAH#AySK;4uN;??1=jQG@6#<MG0v
z{?6`h7hMX7HifsVEXdl|$j^$YLLP@5BwPfyK|r(m8jFvrORdH*M3>p+tF~AD9H}$O
zubSlv0{eiE&!HK>!BiA)7|@cR+4@yaiNJC(Z9o}DLxpiL?b<{Apnr3c&!#*JVQ_xd
z*7EK9d(Wru_Iry=L2KPux;%?<g*FD#SC}<EMMsy_Eyqw35)z^#UQRd&d1cr5P22j(
z<wHrH3wl5056rMDA716-?CW+pDu&&2k)d<!vo9P{oxAmUnpqvrftfZI351i7)5*p&
zHb94-kRE;O6gYV|VPJt76#IDuEuTEOB5H4z;<aVzHec3rFy9IqDcPImDQ*hJZiF*d
zL&tx3g-o62QD7i4sM}e_BYdMi*72RA>aWi*tmy4t9>!H!IcWLjuTOsaplE)Va|!#y
z_e8pOp?(rFl)(-r4fSs#gB&28WDAgCMlAmL12eNx^w1i}H{y-{vgPLED`jV6>-E~2
z;T*`$OtGql^u`x~s95BeQ4Ru(K8Q8?!ry&$fotqGbb(y+0Eb$_1B3X-#OqU=D^opf
zJx~aMIaoG-^Z<}n1XL|`9wZlH*)dz+ZZ9_Jm06(;?14(;mri+S{ZC~_&hddmWEnzr
z9-EF@_=o5sif63N5~UJZ4vo`SoNbdzrA<6n(G1vQSS9M=i{O%V8xOtARYoK`=1snf
zHEpI4O^u0RgEt%v0$L4w(r6g!L}H%xROTa9&avb%kq)=7YM0IgJbyluc&wiu=^{Nj
zW$I5&^cf;hi8=zjK1<2e;V&MFg!PWmU1YnEaPr$x)pL08z@kdnJ}F;hpuSWGv!yzF
zC+WJQN|``<@ER<hN(IKX$S|X!dJq8Yx55Mnt`fgzE2IohA2N(kH$Qvm(s1-v(iM%+
z=0Q!q`9r6itTO<4#0(EA&qb%C<Tte_VAv%tQ#aRrdrk5S$C-*+$vW)s$$IN0#of7s
zR5&s}@Wnm|-V1ENK2fWBK{mzUv=I!{i-Ea+s?MK2;vZVyo#FTat&LR@ND1h}N(&kf
zRo=LTyMcA~?>7~^c2{+0dW+unHGV(kFZP;M>;C;Wpx@6WOMXOE6Z$nvlqHYU{rcKW
zN9J%bsAF>-@XB+JFgGgO-~%!ZZ8fY0lJW!yK<em|1eyw^1baM87~cW4tzvCwg~EKQ
z-q7LeE1x4+uA#0f4_$Wq9L^xx+F3kvZ1~QPoiC{}a2pb6(M`{;ybx)-at(=}St*8)
ziJ~kx>dk95BD#sv$WLl9uqg0LOQ#4|2v5@o>CIPtNO4%?2qRv%x$?|8HQpjj(f+Qq
z2;<xiOII7H3^DDhWi+w&M-)C&B%J*92>kGsh;2B>a1FR$L$wFX`(NH$lq1^VR$_~W
zkn@3bo9Rk(hds|W>0B@(vSSLt+IZe3dfrB6air-B1NQpV=lHiA?N#T^8Sd|aj0AQ1
z7o6b;&uNV#Ko=3KS%GBd4<-#V%KT~%Y;*s1?#sOT)g^z>KXC<6ajSgW39HFZcV1P%
ze;V1}b3KC()e$Kjr2DGo5w3!v`99{=!0@Y;x1blkw+%=ndH6rSJj44LK2skC84{6k
z1SP=_$zVfTgjkZxy>_><W9UHITl^(nr1_&_DF-nzF;6n}LLUfz%He+O-&-y4?gL};
z7l8zt9hf#5I-Ci14$Z{llVF4_zoDqeYbY}wB4PtJ<IB~(2D8brvE36+rw7XZ`sWM~
zSbqn}ZZ`j8_y+aAsY;QhKCltWDafLKFyR4tc<7P;um1}_8?eE!8ce|5jWH^RaeR<S
zMmGl2YMICf;z#e5^w~V5^@Zz6Mg-Fws;^$3tAn8gtuP&8;?oJi7+T{eAAi1~mT%EO
zo*NN5V=xsC4dFQb7Zi*<pkjyuFL7{cD)TD4f8{wum!6L1;^#-hZ&4Xin;4^N9SAO}
z+mf*ekeMF*tCE@;8s>~3<TSXZwRGVsJ~6-?R!d?YPzP=N8s%A|6!H<Q{T*dR687@t
z8-TasAg=%gw<E}?6%UX&M8QG>VoBtQs{%6*JU}+m8Amnd2=o<|yg>_ya8aQn+lzIA
zFr^02)NJYfrDo>ke(M4a<TZapej5CCga7^ml)#WY&j0O%*#GAld~i`kH2b9ATq_FH
UV*}p7G~GkWH*Q_em%r=#Uyx+26951J

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/mistle_thrush_synthesised.csv b/modelling/data/abingdon-all/resident/mistle_thrush_synthesised.csv
new file mode 100644
index 0000000..a47a70f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mistle_thrush_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,28,0.7814705,32.64300915525758
+2,16,0.5705525,23.83269807504583
+3,23,0.4121954,17.217922130080485
+4,26,0.26335349999999996,11.000608099178569
+5,11,0.174078,7.271457780848963
+6,8,0.13152029999999998,5.493768935618457
+7,2,0.056303968999999995,2.351887851869442
+8,0,0.00038533734199999996,0.016096027147241797
+9,0,0.0015704423956,0.06559936107297135
+10,6,0.031147189999999998,1.3010574402111754
+11,6,0.06356149,2.655043664465662
+12,10,0.18009599999999998,7.5228372367546426
diff --git a/modelling/data/abingdon-all/resident/mistle_thrush_synthesised.png b/modelling/data/abingdon-all/resident/mistle_thrush_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..817eb9b9cae536b9313000ce3519d4282ae1715e
GIT binary patch
literal 73261
zcmd43XH-*Nw?B#~HbhheL_|;@MY@92(3A&7s#NJ95F#aXf|P)uf&~FZIsud}Js}|7
zhLk{p^n?->A(VuGKq7>4SM)vSfA1LQe7X0_%@__djM>@Qd#*KqZRW`>;~P8&Pafpp
z;NZEb_pccT2iJ8D4$j5>d%?fBl=gUoztn<st%J;c-Gf5z1VA~A?gaUH`v!S?xQHR3
z0f8RAJ_@pzFUhJ%i`@+h@(WaxlY{^F|B&?!fXRKZ3&w+^9Prb#3FP1qJjVXB3zpk&
z#<7co<L19tE$(GgC-wzd3^6*Eo%Tofh0~2P^?U`Mx(IT8zP7K%l^#XLuvUrTS94?T
z=f&K2*~RVfDnYD;IjM6~PksmMoBncdsX}rF9adq})e=bW$p~K@cVkck5f5?G0SCY*
zvmYPzTD6t`KIP!peE$C8-{<$Mb)1j?eX2cr<`VldfQK0M$O*2$Pmdt>$8-LDx*xLV
zIyhtY<Dm#={@-UD9}h>H{^#kPxc}cBw!w3t$mr?g$9_Hx$mWBooDjoY&54!MT~cbn
z^FM2uL|Cq+<B?8R?~cx#kpvq@zS%&9K0@xup83Yy+boZ7@1u>gXs{9?&4_m^B+ub;
zq1hr1?Y?v1I;rF*i<@}P_PuVL$@H>l2@B?zw9q@R|LWGKSe{@Ot=@}N>v8Jp@AmPA
zz~F_7dNqn;jZ3>lwewZWGApABTWr5f{rHcFBjb(1Ubog_x!S2;(l|q%9MyMXhF<H$
zsndB_8mAf_1T2m@MQsHSBk>x{aW~dOFRk^xE|`F+utOY6DOyBON}7>dYqu%8ck19{
z>I+W=<tj%<t-;~D8;~1w#f`tZr4$2x>ZM4S$4<qaq69RoetW<>j|!PwF30fJpEpPy
zoNNh4tptAm_~@jPclzE#C%)||iD?fcXizq5y+7RQ9<PzRIX_ZWg@)oJ2cgVOjH_Em
zcY@GM>!jYT$!d<*BDmV)vi75@i0|+5xd<8wb@@_T#QHA<&FdBxuPFD3^zC`^D5+a{
z_a!Y#l4g+m4xj2PH80K{acT^jyHfuoKE7vKfRp3bF?mo~9vd4ARl!4+w^c<q$}CFX
z>}=7a@cR-z#qmOH3Z!mV4({ev&)ZyIS)k-bAvF7FL`+=%lT*xLJKxY4vk`|7)J#vt
zRQ3aeCW*i!tTc-uXb$k-w*RotQA_Bu%fprSPH+wLZ>3GF5E5R9NI~2?vz6ead#w+-
zEd?&sYd3B6YWV;7EVR3L#?YyHl<dh|Mw4}h)+xDF4o!%{Pz(!S_Z%9wo8#N{FBdt)
z__@Pui|$55G-qD%cteibahUE-F{m?ou$L$M{)fUe$G3|UO<og?!SfSM^^q)^a>B)c
zD|Yl=WpYqt{riE>Px#E?=4Dng6n6?WgOi(sA{z6YwV~+x<q#4S&-_@u?^`&vkuh}J
zNp;uY_7-aaoCmL--7b#(x^7@SnyoY2b}FVi5+Q-J&qW|gmbV7epeZEA7tRu`?cY;E
ziL)fE7wSwXD7N6!WHfZKdBvDET61m!DeW~Bi&pX(x7K}n+@Dcq-+;EQ^PVfu)ryL2
zWZ8ySwrz)rhks#6S-yRx7BriesJWr%@9z(jk#^PjHF<A}2X^|Z@b$Y3@JI#RDGWJ$
zb=LpONK@oi7@^r6<KC+u+{V+6of>Hl4TLQY&(7W*s&ue>u#Z=Bp}LDUR=<z{S@c6Y
zQL)6!B3JGv@fG0TX5Vu#FEaFJ)H6ntZe&G%a2$Z9ITVdJMNM?o;!2P#hHBM-eK-vZ
zo0yz=A8eqf=SOmeN30FqCcMjqZW0knAwR$7-_Tf)f#8P6mhM8F9K&gfig41PDsM%b
zZ0m0qqa1bBiS^wRY9Wi+-U&?#P^8U{P0~oclW!AEiQuo7h^2qx)e6eN#rlrbR9V-&
z87NL2LY?Mrv~H{QB~OM%jUKTGCn$Rkb_$*J`H<Oj+zBmbp}GE(4<_str;%fXxuX-|
z+c<ZDVqM%ZvyCwf3a=8Bu^klBhdX^7kJ{NHfu$ql)CTQZn;Yl|?OkMk1v_`yL{o@V
z89HzqTJYPf`-dDN$3|<k0gC)uXdu{|t*St*LDE~8*<QIVRo;-My>hm-7jazHXxnP>
z%a^}4%#cIKNc`hnOxDCkqiaXP#_y>_)B;Q&aZ38gta}@)RXHNj{QA=k>%HId6E)}8
zS<cF=t(uP02K99FR`)SH{<7CI6hz68HIwDbuq%4&P>;l1Ge<M?o)7DVQsu|eGS=-f
zGa|bmmpkTedW^sG$1kAI{6^3`hRZXOWqc@MRy(&l@9wI@pca%;VjRfhl#(^4=O-1j
znIvwx<|Oa#{MykVQRT^d`I44zf37w;h>C{Io)J;McgehCKgYF~+#DRD5Cqk48ka_Z
zMxEVz_*D99*TB_T)7xN=%tlr=|LS&Q!pGlzwehX5YTf9@IDCDh>+t9x|F7}ejX@qG
zA0Kg>YcO7(H?S|%Px<97C?qr|edFJM?+x>uxFj|d*^ww3vPLBiV4hEa4Kc^N4eUz|
zhfk>_d6E-EAZkqZ3aMNnXpz@7qP914C@3X(rWbXz2EW0{b?_a7PR?Dd31tvrD4OTc
z+i876Lqi0)s%?8-(gs~ntYK<uT6tFY>Ah51P22Au&#s7$B&5*&Yg|1#2DjAOwl};8
z$l-lLDH9`W<AH?pkeNr^f{a=m5;K)%8qT0DQ<*=LO&aAFGGICWjEdV;j&G;vW$>{&
zJfeOAVTWE*^c?gXZevb{=fKNzBb<^^e7Q)54SH*_iLQAYTmtnmYbPR_HT>36icp78
zA0IP9sST}+G8}7G@JJ`H2|0|_!3{85SxWE#MW1mMn=JiT7hh1{kwYn{QU)a8=i@Su
zfub%3Ca|9wN;^@&JY6%jAf>4}89Y~*b|Ku+>&Ax|uH*^>T#0G^OE|2J<#>*I&oD#&
zd@nL;d!6FOB3+J8NI*nZS(Lt902fhfDv&a~P6<Cux@^!@>9FXP&I*Ar78eS_L;DME
zR)QwkDBDDpC$I*Xws+_lE^dK>u+2N4VhhLOJRI`P9i<`&y$Upn=8OcP;hAh>XM+H1
zezK*h%$tbLfm1`s%-D(C7Zl}zViOYt57zZZxIGoA>@{4jP`4E)8tIoJ=QJ633Q0KE
zlu9D!)xKj%m5COQv&KS?^6^crHni;YH##~+EVtw9&RvgRTAd?q{4+h}#_;tpW|&)5
znb>@9RVrMIgbc8JJCn}f>5QF3x+=6DY`D404fxfzkHpGdLaMQ#1(^(+AQDIob7R*b
za{b}-sP*YIJXwahHoB#iGg0nDjZ)#*4`bt_uK3d$q!nHa@&ut|p{i|i<@@i!Qge^U
zTbQU$0)(zU0uTX;C4CDToiIOC24Rkwa1Z`&{Q1%#n`K*j_xlF8rWzkAKo=j$RP?e3
zb=SB6x`5G8PAih7#sd54*!nHM-%EF3TTl4J?a4?c3NyJ#AFi-#6h%<6qrIBW@3hA0
zWA%gsCv1~GZk<^HTYx_E-C%{?2ytevIM=u?a<0EHCohp}%BtM@`<|4Zncgf1u%Xmb
zbcR89O{RHubTZSoe&OVDrsQGxQ<Mh@^nFb|d#+<v8mXVESi47bcr|{KT9HkZR-L%R
zs=E$`J9u#U;XlVzExu208Sbgpe#6Bvezl|4+UZ@QWp`b}?tFydTZ_^knJWHoq-16B
z4ZcHfEsgyqkd>oeh7#vKIForlGt@^M!z;W%0q3lY$BZv(+q6Y)nbCZ&rtIZ8slp7I
zAM83HV54=?Yaq+Fb?!i2>lS0Ii-G+9NKoC$Faq?<oULQWj%9CSv<<tRmoqr?&)rA}
z8n(OjD{6<8OW9qI%54gvBc6+DO|E}Ddw$_IB!n6fMXl+`4jg9GWQkCOecpZGD?u~k
zsw(X2!(#TdjtGYH2wVbC$`j4hafebiad({uNwARz0G@?aDl!`FK;Im9!nhla09-M(
zI-pFBV51LjYD9&3aRR27OVIw?$omozrY3UZUF*&^%gyPHb?(@Ttr(dRzVu<A!dkWv
za$Cl(?%oF0H2-=f5d#Zf%u)?3DvR9O$O(i@3m$AG_|jD&h{c8Stu3@%g>>HH;l&w*
z^WdS=>MFg=SJ<H#7eoTsN~LkpU&}XTdY?pg<JY>JqD>+DsJOje&sb4hEW0QGKf@eH
z=xsYWg**Ic;S*TR5T_m5PG<1J@Oelbg6H1q*BcICQ*=ddjZ>aLMt!T=ClwYuB6hZz
z8Xx+LbHe7!I}UPO69PD2TYhI_q)mM%yEqM%DiCtN-KTZu9V@b0(!401@6^q%m>9<E
z&viG~KlF&G*WP!!PK<LI>p<Th7v0mpaf^<Zwr#%Wp9$*JU36n0utOw7WeoIK&0bbT
z?_!5d69S$oq`kw8+DTiSvKxL451a@dId8YqEmftmKuagq7<f?ds4n>j@_Z+H@e2X4
z(wsoNYGt-t#>3W(%K|@ZI9?+kZ%-v^sf(fqTtE1Z(LsMRUWw#ZY1qA20#qU6L%&G5
zVTS1}-mn(ou6&8q5C{{`OY3i<w=RtP()W?&PWOQ2M_=!w9VQjI?YbE<oJQYH{SIGn
z3Y$BB+r2>WM9V^DQ}$XtIWjy}6z5n4T_r^doG?t}iic;h=xtiP6hrz3+M6hE!XYMg
zwVaw0C3GOZC}evSJIHJp=#H$t|C|-sRJks7DNIS=ZtWIT&C5v-x~i(Mv6*^j_OK^W
zQSLnXegkxO5pz?Z)*xfZlS;~+^zVKCzJv=gan+AZMX-K#4L7yrb$U8qk%}@1e3Od~
zME<(%e5E4ZK$)4wCtz(zZ@@F!t|2({8M=uq<f{zVsqmZv#kXHZ1=A62$gc-DzQ?Pw
zH!3Q*jl9y-%b#Yd1hckH{EnMBCgao^@pcWMXA44(28vwq{-In}8IC&MpzsOqPq=e;
z#lP@2a(LzwrU5@5=u*@^b7uhn%|^mNm6H|)!1C>kndTh!%8MjrM}zuWE3a=L7a618
zvSIs+8>eqFmn%ABYhtXFoQkqoCno$p@!)F=x@O=QSCpj<(qXX`t*VwN0x8ON*}7Xr
z-01P1Y$kd<=+zDVz$K^>c$pM&A3&;*OcptK!~st@z;{6<@On|UQ{Z5UDW0z6<P}EU
ztZk4rM>nX@RMHC#(j=R5B7WTjKx2cfkQGOmaLg)Ju2`9vd4^e6ALy^JQ-&Gqhi@s3
z*dr#LU_T<&vzV9jy$>6O8zFca)`sl}8<9)MHd`w3ZD{V?M!;eNC9F~|T4hK6<BV<H
zk6?+RQuB_L(@nE)o&|xOsEG7s=0vUP?!fs|JrYVIZ`R@*xKpKVUgjslx3&TFzqc__
z87g5D)ll_7VyE(V*zfOg1KGk1P~Sl_AFkk1WefthhX-z6=stjuMS;@BljA_IR$ZX7
zkp?#<Br8M(60p&dV@hn$Tz|He>%1aS+^$i-lrd=sV>z7>-{_sWYebJK!}t?+=T4IO
zSrFfq?%mq&&H}!=BrIhSSjVD%iu3)D;8of1W!*#6mb$y#a#3SUYbk1TIgYYB1L<r`
zci(j*B=1}c?^~D))9%~HcMrUL7-znSRQvA>GOHsTRI`rGS|!0ON1t;EjEg>|`cH`V
zD+H)x&X!e`8D%LM`{6Y2)x*cEz;@GW-u#a^=RT`i7~sT!jpk<ajtYpOuiad9evR$o
zyqp`k;qewJ*RpCxS^NCui|6OZM@yf=PpJiUN~|VZId}IunuL|#d(vfSTH2$T$Wk@a
zOyu7iklSWeE!7g(b<pSY=g$Rd<O#amLYZSrn8%OLPfBAtGVVOOUw*HXNsglLN&ONp
z6!_(%XDfZ5l&ou&Ld%FVSBY6&)YO;fIa4p}=yB}zd52YWJE;BOt_;vZi$kN_+zKeq
zB%%b(Y8ImTZO|V*heHJN)@1rHFv4kA6NW#wOPU;6&uKYV!)&ctD5fQ6Ftd^V)3WO6
zd~{mR@jDxvD+E-o)p$2PgvHr&&>nijYCF~aHloU8+l5}SIvFL@(3(q&dPJ>mb6^x^
zZ#lV9=B28de?)x!#)8geSf7y~%Uv2^HC;P;0jyJ?r-%uWrN8#LiT~bf-jBP2?OvMm
zC&Mh$kXrYx75#D4T3#dH*7YLup&@w#>7=C|1ww&M>6pl4Re<!&;VLa-UCH7oT0hG#
z-HKroMof{|{a8S|X5^004FQXrWk`V&8s@Bs#L}kcjC4eNM52xDI1z4>k}?9#kP+CA
zasK#g8i#uNjS)R5KQF!T<+N0V<d6`QcwN97)7=ILUjS#O)$_5pH|>smN_Ym1E9x1?
z@HT_(v1ui|`+bU~iL$_P?6<pN<5#O|M+38{&2<=!zjxBN?<+n{0cEn--Q7xQYVm<Y
zBI2dXD#MwJ#ydl0w@q|n4|N4GQn?P%9yFmu0gObPCgaU<o#?zo2p>L;r8v5vX3m-r
z9hW&WH*>gon!!2)p*UT4`?>jRL^a(ML8YmASFHmc8QglL#v8`nZ+mIPXOT+D?hy;o
z3UOymgorwQ2(qW)E^r4WvQYtRy3&k(INkmK+^?4tfnw)&q})<aya;%m=c>S!$RAI{
z2LZP&rb{pFe7zxxT26=l#ICbQyEs0?{<&8;=O7I4mJs&dvJ0h{E6sDT<b~^vp%}Ol
zb)55Pq6Q;9IpfYwkKOwjz~@6aRRrQ!rtt;UyoVNFC%_tsNu8^jNp4r}zXOEYWG0L5
z7l`YxdGBmX!@R$Godl}~h_E{s{i|`DXqTD+&B#d2aNBatxSxE%DB$#fX5aMSK0ofp
z(Ww@IjdD1OMeIT@eMsZc!Fns<oUyORzC`9~gx9S!LHsgDe!KHj*f+@QQ2O6T?@rc;
z6=?$(eF5ke0i02c9L(z!(a7Jg`L5KQnaWt6%}-RLytnghnLhLan->i|L}K;GE5i@&
zC-Z(^9C0Sz5<+V2dC-#`^?LThKG7ib2<_P=oL?<ySryF1i3P(#XXTLVw$-aP)tISZ
zfSVy5U*-Mb8@w#Y&(_l{maoSp``lkK@tajiB47sz-gab5Ab7H5*6Gjqqrz(e%!v?)
zP@#trlY^u41kfGtyGiGNMoqi!JcK=j=2?G93O}t*mfqt8JNUSPjzPj_Z--^v73f48
zR?u5n#zvV}{54Nm_u=G?$H!NC*Io4-X(X)1r`hqVIyi6Ea);=^DWAnLO<Z1=_k|P@
zVP;%){3(;DR@r*M@>E2B${eY4?>#Ag(H$u$B0}r>r`KcnG*dlV;HN<sdKAbd8*VoF
zi@5;C1^I-&ppQQ#s*>R)(>q(_9aW(ZsS-XbINMtT%`12azVCO>-h0w{p3x%VzNF(q
zi|ab@4Ng}7*=es%eHKyy8?dsKG_fLgYkb5d1QB6NefF#e{k{&W*jRk0I{wS6l?dBg
z(vSgpw^}mciXoZVI^HvnySYg10|>2qo#pOiRiGH>X$76}^{56Hv@!dhsI5R`;%SX5
zL9@5S_j@{NTQ7}oi;n`uu`#fKlLMddr(&}fa2jXYc*xzIaS^yfm>9?xv|xYo@FmhK
zCeR5(=LGKhVK}mQdJ$2V>Uo71d$gtw&u%S!;*Feh2ubRD8a<jF&KQ`%)H-MPHl)97
zLJFw-2DPoQX3zNEnedgEPz>F>&I&H<h;6iuec9^;8^5}m?e@V1A{XCu#3)QRUHTG?
z=)JgpJy5}JP{Y^32ijwEp(gxd4Rm^D56k8Aj6&^{n{IT#8-nzbOY~i41D$nmF?d*<
zTR^&VaEi2K#uSuj*oy32To>HGSneZy-G@F=+k=8A4<veB6$(k}K)VmPjQm{XyxPk3
z1^sJsi58L-r=YPIS|C$4#OUIt`etEADjQTygCrnP2ADCE27hGtvvIl(w{wv=hOPs-
zQSO|_)i9BdK-*>?;P@!QM!}MD%}X)KTW+ES@X>_~bfk1O^T#u}Ftia+E9QghvDDbw
z)3}%_frpn{SFA|c$i>i({vUQXN13~`A$@BEt(|{xh6c}|-i=!K-G`nlPtNYqk<Rbe
z+-y*gt}qL>z3M28zPr+t5w*481nWJ1(`NMpGX6_~NS6CIQj8d)93zFPl4^Nx(7ml+
zHXjyN?u$RZ6o6qgQ1ZNiP|}!TrnKj)=H}St+Q4OR-83|ACR!miBgJl9_euF^dbs|x
z_#6Y+yaG3)p)3GaOF#!49u5BFaO!g`ESI)5%Q`8&<V~5&sFahkDqpg9l9v)Ev}sqL
zdAFFC3Z)mh*~Bo~t*r1~A$?jEs+Keoe56i+Mo&#)#%k2F)b0ue30RnTMH(~_tnbt`
zf1C_VErdJ$Llo3sd~=idVyLZ<NGql~=3aZmLf)mg+3vc<%0fAQuZwpyS76oib9`$b
z;^Rot2OWB?ZD)&cAbvDS2Dcxr`ZGf71o4PR8Qz<CK|sCw^+^7WMB{pNS@`cle(rRw
zs8-6SM(FBjwkLzo#(%c~EVpEy2eo2vxEyJ_Q<`RzYF;-0EphG8#Nud8K1Gu?p>gW#
z!A|Syc1isvV&K-=h!Z}}IEz=Y<;|&#jHU{&kxD#Wu5A+yGsY|QasxSru6k7!l8}mm
zeG)=q%DiW*xX#Ko{5+-sw4_pb(TbACEr-kOeTB>yy-&0HpeqqMb2@%LEwVWKnmf6}
zKIAjy!^SuzBn>-~J*~h+Fh>XCW(sSallc$TM1~OTU{zmZVVcbGK;!D+t*et7ZV;K&
zJFep^@i`T<W(XUx;RvvAHdtAF=De8t!h@2?B?P~V@tsL(@uhJe!g17<%0>{IbHGNK
zTV#@(<88Z-#o=pydelDuLcY*PrOiqCaq4<Rm7u^<HM0iNL|~q(zEdPHSeu(#G5lI*
z9}Gec)uU~BjajeV&0-Cv8SQfBx-Naub3`y?xU@w)a(!Bmk}Yljt{Q!|n4lGfS$K#%
z<4g^MkJyE<;668-tlXwIV0597qAHC_=+DL~RmP)ND7j(KHI3<{ANYT2Rc(+}G@&)1
ze5ob6Qc_zIR0C)3En>V<Dlmb4@&*;oM#h+iOEmgK#`X-<GFKD13Y-AQ$ROr<UgzWT
z?f(#435#qXLFF`zz&o2-l&KqTbfG2&Nw9EktGDh2gyD!0YoqU6W@zTfL!VN{eaNlI
z%$3O99P;nEIJDIwx7T5}fw~~`W2PbHqUlF|5fPO41kjpiNEnz&W@3&1)O7;F3AvV1
zW?kcgr|Uiw2<8XQMxayI%kvH^6oN^JQ<LuX>y7$pvNTCxXuwcgnh5Hs1wmL?c%cz+
zg=Cs9!RD=n#O>CI^_LaoI=CGg2~^J6@~D{%n0$l}n@@M0#$0`{7d8Q7P>GdK`K2y|
zBca`|{DF6Lk?2ZX(CbP_5m8_&A*5+*L^>k=ubhZDg^^UK!X>29>lkX~ZD-G(RbK#Z
z%`BU~#^&yf*0|#RZ!V}me)?3u4t(~n$_xcq&hqkMQBA6(S;1piE)d<a{aGg!Jypg4
zwUeHJvwa?KS1t3CssRO*hVmB6w-)}VS7Nwjm%J6=q$>m^*pJCCbtWDx2CWi^r=fK<
zu0E6-%RkzaMe-Yi7mC(5BACk>nh3UxVXom6MnB37WA^4~L50H@)H!`UJ-xMbz6*v+
z_M+n*xJh2{`G$2n&*WOuJ;?x9oFO6@DvL~0Al}*o$`~4(;O~<iwa9!VlGT$9$!Iu@
znp1ZGLIGN{dZE54QOcs^+XlN$w^(J*jn^_0=nXC%<cX;D6-vnS6PJI))4~AvdP%dZ
zuvLVyvV0mPbO^p+87yuZ1^Bwsmf^`Lg2&nuIyqIrL6k5U8A67xO}z@=sl`82sHrPp
zHqW(GQvZr4^J@}P<Mg!nQzP-sJL4T=j)7r>lovbv7ff=pshM}8FcUil04EU?-Fwon
zB);~IYGS>weAc?tF}mXc45}W#CIyxz$NgJ3*bb3H>hsx3W4MrZs;Y~PXzGUmyej4H
z(zg%BdtX9jUP;|vEWgo@9*{QwD6az~+V5_;qpqY|5S$_Q;AksVQ)<ISC^yy8V<p%2
zwKz`N3joPv9#7&;jc|rxpvoH_BaHM}92IzJ3CVZvu<VW=#`WC;91G<w6ms1VVQrO3
zzuc+Ee+S1|6K{$;gqBvt;cKWuxIy@6_3Pwz*Nj-JHMR2)tHl_l;Ydg-!cayS3VH|I
zEv<7hcXvuNy5l_503Uq|)wfNZd~xnZwzL3l4|?Pd9A|juX!s$iy)G-!BrojQn+!Gh
z#x96)>QR_bhtg^gz*ewc6?A+nPPVDXS2wMkSLVSmnnA@{Py68H)y+Somsh*oNQHY?
z7Ro#uo0Lj@?J1O~M9771la@nZ-5c)bY`)|}FN~dvuWNyN+9Hy9EbDrVaIbnU;vUvX
zD>pe>$7Z$%!r#?l2_z`jg!jS6wXqSlb)^ozIiWK`luc~;zu{V=L5G!&4{eZRAJ`4C
zUP<pB!pq=5<<z$%9ORdr%?V%hm;Z@YYjZQsjf(Cow^0yJ9!GjhEA-ABs9T@_Um@Ge
z!)ml9UD-EBAthQP2kdH#B(y^a0l`xnZvyc_$Y9ze7&+C<>$abM47d`XThYeR$7q=z
z@ajN(WYo_WH?mnVH71)f08y|7nlR+S^9WSBqF1VdV$7CN?amGFSMksYTLvO5N|1Js
zxYlv~!)S0Ha;t`!=^zfDKPTmRH)U=YhYjDIuV1AXfnAbRJX#&eeQflWv2bR3)}u7G
z;l4+iZJKJ2R>z;`erh{&*GIsCZPXvxWE=MPtE&Nr&{!KZ$J4ETN+~~+Wjpu#BM%ks
z<KQ^cJHrI7PQHS8PVd#bE7wTbbxOrj;Pv}Ux}b77_Ip@KyLBXp7=L)ib}@mIy+@b*
z_N2@Il@HkbKTrQ(Mg_#9@`R80NLrPb00XNuY;8W;=RXHOG6*b~Dqzjd0!59m+;PEm
zkRW|AY<^JU(c6a)_fTTLU2EGTzHwgVtK5etkq3-d4gB6X#qez%%brd9_V3@99_h55
zf*=eRMyd!Ye-1F7@dlSBcl#o#-Zysz1Iz{RaS?t0`vLxQ?C*VY&xMuoSa6L0k0}Y`
z?f;5j`~z(GY&#XUuf*W{5DmUTXsHv})U)j_{U?B-eFW^FeZYhW2A)`Zd%J{vdq)RE
zi)Jl$51g_@)tW&xCznOJ^=07eUw`r9MYPX<WiVpSTx^8m1W@XsX5VE`#GKcA&OUsF
z(~loNvc(o_TsuHgVeNi>Zv5ZK24@c^7a-_jSAnr)QJ{Bp8Yh?oy=sh7o8F9n`t)Fs
z`L_puPwyBXAL{-rC<fF5%7NLPCMVjbbo6gTMC`ry@8+7kyHAdtKaL;Y_1%x>&^{?}
zccu#?yVB%xDI0aJ9fv86g0t`ME{Q6FD&pX{md<YzK#=gvc*Aj|`)PJ7o)|3Gr#thX
zpve*K*68Twq%|%M;`eYAJ8SXx5&7lze+5ncr_9NIPj<KfnEqu}6}F`orDp8J0Wk0i
zckSLg3m~^)U@rJ#5@*j|1J>BD@bDG%+(0p;0}e7CpcaxA{`2Yg^VUGwmHA9Gh5@xN
zTa2PB=uiMeU*q;?f+LTQo(lpd*h2Ka)3;n)T=KFGiY0c5&h8ca_cQf{0P^(@uVSgQ
zi|G~x1r{sUN_C@3@2+dtA7-DvA89hbW+QA{pm*Y)_T`#oN!v?pq#@aSVLMCn1{bae
z^D4c$T28kef>Xdr76K*J(L{au;hQ&a)R{nuwF7spA3|@=@9flTS^grt3oduR`O*7}
zXv*M$IZ8+2`TWAq=91sS$*~^&t2_F=EWO*!XLWT0YuT$-Oxrj|zb`O3)oc7CTrK6B
zK7w41Wvw!Ny#_H*MU4UMi#PdacTbwgrs0GnMFj;Zhw`K5ON-6mfuOC<r#VHMJ`<2x
z1u2WUSYe-AO$ZuizavK|ug=_ymb}@L9OI%AF5LmQ1;N8<*Bx?eHQ3))Ozi5{UAcsT
z^iVr<F5L<5E$}3p=FQS(0cwa1nAW$fw6`(QTz6|6Q}iCa1+*T2&Qc&_xo3{WpH$Qb
zWZD8GQY>2|LdCx|0^DvfMs#H(VB`1LYmW{-O-Qi9dJYW&uN(;gh=-4sd(R06w#heM
zT-So_;A{X6u+~&_G2jS@n0M_@`ON`_!`}URmeLAhGDR#~ayVTBmKAq8>>_dF_wRd1
zV1Rg%TU!*`@ArNnfquXiQ1D0(o7RX10C#3;$4JiR#|_y*0?OWNN25*MP|&A7Ij9;q
zys68?@9$OSkTxHT#ls%Lnd1fg2Wv&6HovZW*yOc-q73vGn}|}1p@~J=UaNp<+}_#V
zvaG#p3iIh_OALX@wzmR+Y1>tY1b)<Dy|0sub+tB7LM#Dyx2ST|ka1|VsA^%@qT#eq
zYA8_1XouG8wF`JyS_o>of~Y4jMS_3)OFD3kO;|S87K(w5J)7xO`L%(Pv*6aEbhl4?
zWu|ukyfQFOh^hNRnsq1m6QOByz*8Oul2Y~v+xul7CJbE8U_ge7)h;kLyn!vkGG-@8
zNY06_G`3?el&E+_e}DX0uY^V8lbX3g&)N(#pZ(bwzbS_&<OIbMU|-%nvO_iK?VbYy
zFe1|S{07FOzu*a<n|j3WY7jd~r?vwBY#vy*eepsH*;Hfh)3(|JF>e6%NrW{4nNLk9
zBUQsA<E?-jwj2-OjVI_s0H(U3JFx49v}I{-Hp0jRj{TQJ(JJ6Dc(4)G{Q=GbkDB-8
z8jC#{3aF0i1~cUDW=6AwO?A-Xc!TlMU`&ZmqWZ7LE91%&LCH$qqu**-V3miE?nE22
zwvtUWZz}3uH8hOR0g5yzz8;SUTm~T1gG2&_9;Pv=T_SerX}OL1*{$y@b2T)<=ieUh
z234+o!RFG!(i3x=#^>o6)rmi^-Pml9z!5x@y#f(zdu83G(!K%XlLgW>Fuiv~aBtBp
zpXTN3;@Y$B#A2)RuGk^FKEH+G3j79eO)e@aSq0AzngY|&Orw=YF$D8{4k!w5laU+1
z0xorFf11OR*7n+EWe3~U^@^DJg|k=$bUEy{VYF#TT}ikwTcl>^zVLoKz+x}`_sKEv
zhW9Lxa#N+%++p|t7kvb<4h!J4iC>z>p^XVwUWx8kJnnRD*n8vLGgfb^n)*jmfDkzD
z8>$4zI~wJ(+N(OKEu{<Dc2-+kJy1#0*&dy5Ti@Bn8nzO|0`N;Kz=jT!92*<YS1OMH
z>nsdtq(MNygM9c@I~tKEa36bSK}pa<U#X+G*TZvQm$j0|*2Y@$L=@n{MeFYbk~DTU
zR}|SkvucEb&cMNV+oTm>m^c1-DwRz!?25rC@!y9&BHaodb003Z!6N|xws3QsKWm4O
zmR8{3zt0Vn;}4h3Cec3|Pr3C{KXsysSw3dFm-6AkJ`@?)Dp}N4Kz<4uOnNgFQMpQn
zlQh6Z{Nyd1LZ|t~0|)DB?oh1ucc<~2$OFPvW`0PbA}c&$@Rd+`5x^yLtpXw621NEN
zD)mehaa8A(`YM$*iKHrKIzq}jUqb1pRs6(=3mRkoyFTs`%J0nN)ZO~;b6L&@w(6$?
z2R8(S^>JD|oB8kFslYCVcHddbxHB{j_c6{&9+a%LyI$10&r?~-<qF7az#z<}-(b_3
z2W+hK*8Pz*%PNz^UjB{uyLnY~Rx7@l1BTb%Bd`XK<Bvp71z!N%N_}ceTjeaM(9+Q8
z+B>!ajHaY>f0|B)g}Pds!W9iEO;p2Gx(RMG>36tXWtp9ve)z@E>top>N^&LqoM`6)
zuKfgyj7bggVxGi$?Kf4uS;`AQu{6LYRw$=P-8P<F{LzlmUqL8DZLOvGy!*bFEztfk
zbP&X(aMwpkvAm+dhK(M?$+e9iz}q?x&z!}Im9|83XKn=4PkrQ;3z|{veXO4%c|Lqg
zqOkt-e%(WbH-@j!<)(2z?Jw6MpKYJ=XWzcge}s?0SAyNAhj%tlK7AVBIk-Y(Y>kcd
z{0b!XlCni^JBAkW-5UqdgKZXhr>JQHBq&gx^Na{yjn!LkS#9exSr!Z4)(w`v^+<f`
zGO^MDvbHcnNY3!It@ok1726huGmorg|FnD9^>&0#!r~637WHV-#v3pSCM8^^@XD|8
zeu6L1+P=1rUQ6%ie#p%UZm0`?f%{Ez4%B)@)9mZ7zbCqs|EvAY5C&@Ie&_m{w~f*C
zQ!d0T78*%9f+%~t4NRC>wv;||Yz?aWw4CE5zX19>Mc}jH90-IAzmhOl$1zUuYW~gx
zaik))7pFj`q{`T3Qwbo^CqB0Gvnx4MNyg)Ifn`((uK_!y5CnkW+U!>yVI^<9wPt}n
z5wIhsI<kNXO0h_(|27Q(L(a^lF!Mrv{)qsb4BkH9>WT*t-%IOiN_SEH$JuGuJ=r5w
zPE~?V5toT|Ah$8Zc54fjc84AXojmw<>sgwU96Sfffae?Byj`%v^LITl)d#RON>q)a
z24O<Z#AuzB2LKGFw}RrJ?zTtsg?*b%*?|ByI#A_$T;90x*0O9BcyExgiEw&L7-%H}
z5r@iTeTl^)YC(RnFYMaa0G?LUnUxtB?3LHr$8)maj81F`XfpUq!Q45vOG5{>iE7+2
zjW*L^UJtmm!1pZy@f65P7RkOiwY|}${UB_A8)WQ?0(C8zJ~?sVklo&5uA4H}nW;dl
z?l=%{yEHJPi(S7iGwKDeSF&~<WMEazCU(KNIh+Ez&Ktic7D=jrUW1}}YmR{aHkR>`
z<Ifhd@aEu6WXDaJeK|<$t*!_C{Z*<Yc10fH_-guM<43B}{7_L?<EMFe%Y^S3k@4Y;
zL7J>>6QY9MF~nU5W+t*hw#EF>WK4p<y9l7enfJ=fGdj;Ds@SB(@rok;1g|i;Tzbf|
zPj>tpAR70ntE86tb$P183rIo6YY6U6QgtYq^ZH`^Flf8@E?cZ~8J9R*RH||n_%C5-
z4a`Snoxzv_0coRW6*~Y%t+fj}m4M)wZ9_mIAGKBt)(|kg3L<B7?6go_A{>_S8st`k
z9T&jur~>x87l>owBi?Gid+gU>U#YEpHXCd=qw5V3>j95mrEB!RIr`KNVszBM<G5vk
zo7w9^9)$uUg%<uf`i73Ar9xi?4+N+|fsvq2mHLdLdH*N=6;tTsopS?s=?YkMCd%*A
z%o(Sj4=Hok%~$cT`1ypZ-f*pyInd-AYb?LT5rmoc88FGZJv;eMG3Jicw9kf)D*+0r
zUv7o{Jd_2g{d7*P|E}||DCx|#7n<JUDD{8Z+x7V9se3n_ohtl){sFce(!W&;0v#xO
zfm1qrJmB`Se*ci~y)@;WGh6NU=h?Rpa9L@vhLJ{L`p=uf)1smrNtmbSc>la||308w
zJMT7(O7A`@AoIBt9;i1saC61^&x;%!+t;0sZ=1fW4WfllPNSj>6r3ot?5@v7xBKHi
zM&TRmJtqlG>MM#Ktg~VNc~j&K@TTB(1G6XdH`|(y6&wiBFE;K21fKm^lH$x?s+#>_
z#!UQ2_a7O$os1Fkh2!7X?mHbl@n~nL`Icu$eaJe2x4;N9_n+wgZ=Pt=Jzvh7+=MRV
zI{Mw@qrY@X>=*v~wk5Db?T;_H1`b*HxU*nd$F4wP=gog|{@(=mTtBK}X{#r4dRbO(
z<C^UXx5nQn|9yLKp3y_!O-s$p>A#pv{SMweXx+bu+`k*V%ld_>8S}N7+lPYbbccQu
zO`C$hFKWvIB=la2e5>&{d2%|cHDy~!v{Qh6GdN;C*Ln;DffZi{_Ib8I3jQhtm~#QJ
zhCTqcsz8WNY81rp9gZG7dQ!zNFGlxL9f&s=8E1jr>6KI>J4!`ae(+-L0k(JJd_C8S
z|NblB+a0FG=?xK>vOB+%f`V>~+3jI}*lP**#4F&+|EoL~<?u2RAEDuaObP|mEO@zH
z&};MevZU#ohm{R8Cmj$(D4Pgk7J-C6)SV)=HCg%nQye6^2$qW+rW1Gy4#|!Q?rq?=
zKO77~!W{2k$eGPEUax-T>MwQefAXN8$-LRpmipW3&#gz(|8IP&i#~SAD0ADXG*oo%
z>Ft7&+54i)And6Y-BD6<5xLT<JP#5DXjTY~R0!f-rEXm>cX_!w_7@omi$C_>HRHDo
zF3Q4S>2XTfi61HjiSIAQ+?ccNpO(|tQctgKMm(*(S1|Y{D$kBRh{6%7by4kYacwAK
zW6Zib=)0c>S*?_=BJnnfvrGP(gKQcAm0v8bnwr<R=xY4huP7=1*6;gA&%V6qk2g_j
z!JHEh^WOXGiR#Q9wYNR|avrfPYqG61_iaYIZa@3zzcg{jHOxVV9Im{6fQ!VQ3CIOn
zIj)aUQ&S^pS69x*p$<&M%rOA3JA^pNHLf=ZYB+stu#$Qt5e;o*ki1Z#hR=>m{P2dc
zexuLeKny-0GKx*0krT?{@vlJoHm_;1(I7?A(hTHFgTX8FAZca74ECOAv}A*Sz8*HM
z1Ia{`#2&M{PfSIdZ||-@KZ&2Rdq0ZS$-VdEK>O#<*}(~>+?wp{W#iIEZp+u#xG1V+
zmSsh<4vn)9cs2FbBI>r%FS}+-9Hy!e89?g}N|*v$>;TdTK+eF8{*7WNF4efs*NVU$
z4hMl{Gaz}Q4vm7S&5bP<6QtHx@M`r%^yVT!ItFw=%CXroE9W(^0zk<BC2S1nCvVwN
z-3I55nO4@~06@NG*sjxr94YZ42Wzz3lhfhU%ajwuWwd66LsQ*iE6ax+x+m5#(ix;)
zz;|Avp0#d86scYZkk`Z^WFk0+f`$)-RlceM=Ox1)6~N?*Gy(nMJOmNS1(v;Fc)lYm
z=QvUgt0j9q^IrX{^b@nG?B%9C859)KzqH<Cy$O9!IfZpjS!ay-Vqpa0n9EfZkUUhP
zrMOoMrw2^5f+Huv07B`aUA1#G2y0RH;APu31K1f01sHzte470m;Hq?BCcv!3Yi`+h
z@7G(vs>BC2`T}-k#7Gy&g9B;|@{8dPL0@(8kw9MQ|MuYl+n$r_6-&`5;`#@EFuJU&
zm2{xMI740+H2OXeyFht|bN@@6B2C$S!`?_d?K#=pz!#64PPq*Nf329)%G@8<Xk#Ox
zTa0nW2?i-m*5NJ4f65T+o;-OnKTw>=cLZ>zRzOaR$|@VX4_vZMdKXB+mvY7lEBgd-
zVg>fgI5xlIdx+7_=aMIbu>|NBFa?0pE^JZa-f#??E5v7G1oF1#%c@qv6@dP(VGCfb
z*ueIU2_Fz3t8WaUSCS)HM!qd;sVi#F_@!pDc@G>o5C%f`K_D(Esk{Z|D}r;tS|cS?
zaph}m%$^hfJu6&YJLOAL6nM9$AqXd9gcLnrQ8sI0+=rPAO*929R)Z?@sA1{>I)~D(
z714oEyyv;O`*uK*w%go(sSK2}YW*#22;GsA3Xh7K3eYeg56@b;YJ5e`d)m59?8g5j
zXdai|dYP2;&9=tnQ6Ppq@G5;aKtwAYJLXFe--$^1I!2ds+ft>u!|^eITTtqN=zIJ1
zwMX^>jTf!T)4kr`-&JX%wKd2VKW;}vL}aom9a~8JM~{B@1gh>^)*p`u7<*vc#;lT0
z-1y$G)=G~8K5&!<y#JeZ1Tb;)t(*>UBYF*FxB`dAT0JrV_oiHCi!~!4TBN}=O272M
z#t8^i7Bp~_ms0Zb{UF0$;>HAm7TF^NtS|?5?!BDe_xiz#H86G!hGIikW*QPsslI$`
zgg7-pRXHwg-KW~h#<q1kfb!dex?GjE%WdBLg~PiBf#feXkYY?gg1x8`P&x>cZMt@y
zraYCZ^cyC#;jU{V5}0dvFDy$97;fE<f!sGv+$MQd8Lc_iOo2Qm+HC=x(|2#W7d!ja
z+5m$44wo-qF5SQap%1@YH?>%YWFc;^|C&azXydEU1!_b8%gF|pE$4*_rwDe$9t$jC
zw*@MeZPMZyV1ENL8YoYE*r5Tn!ypRmKj}2Q52Udj(3F5&CSdUTE7(!m_c&4G;eG5X
z!)(8KCaYgBlF>M`E|CgGh+@o>bIkG=nsIGf;xq@ozg<-OTeiA%i`hA^dYdX3O|>Eb
zX_Y(RGd$y6{rywwQICxLREggJ_s!Og`2@-ny*rzEm=nMSL?gYeYoIc=Gr7<!8z(iw
zY83{@VuQw(=&z)+24eMD8=#s|K^NWeJ^fzQhq?eFBzJub#FVSyII*ugQ$s24pB89q
z>Pzo;8(S60;f_ZD{V!YkCi%?l;@n>E(Qy6LuP|Z)EZ}G7QP@FF;W{U<3Aiz*3AyC1
z3qj8k6GP<HWyS{33h>U>EKA*bZ+$yvmw2v9Mxi^XnoRXjbl|DUh!rEs<%vcF?QM=m
zxTL~()ky3z1(&8?0M%)vy>ov>^UZj{2pgAvHiWNW>pJW_zJCaNK&jXX9j58_5Y?8t
zm4U7R<y^}Sle>k??7>-U`u}*S5Laa+`kiH;iuJ4-K|kIB(=Zk+Qp2x)1G)1HyR)`G
z$cOA~EXauqD^~&Z@=e4nYR%5<#jl&VW%0rTA$kXvqkV+fUGTk$cX}mPY59=>Q2cXy
zbY<ST>kP`2Ky{vgF%6Wr=omg^G~#;fS7G6oD6<TCXtt`R`Cey*?wKdG9eQ0Fas~9M
z#yGJtznR*14_>vd+$Bv3b2DtkMn#f(N<fUR42aSA=2Ru$VlMds3<!w9?gGG)n=9!D
z^Uk^HMF6FZMbK<v6I3EbV}N(mK2Kt8en`rk7To42{KNNy4R<;$rMGZyai22xD$%}T
z4#g`_u56<rD(?vdMfUjK>B!%AU?i?Axj~;|V^qK*rt}yZj7r$x39qi+bB*2v8F%2l
zwt7ceamTXI%t9{133!hb(DUx`OPq6HRfdFiob_O2MSCCpb2$jo9Ih)DZN&y>F4vY{
zWlf+5ycbPz7AsI7(KX!ViWzT@6Ogg}Iquy``0`x1cwJpU%<vi1!Ci6pqG6(kwB0~2
zO2adwtW`H?Tp7oq*t!yHJDk(Y?U{j9N-Ty#Y#F)G-8t%^@;dNZLwj6ZZ74)0aF8=r
z>BclzzuDf95Ehti9Jw+Es|RB0WgFp%l{<|Oo=X(ouAViF{<TjuqA%2*`>kysY33BR
zXHtPHc)*32=1~)4JU2maCDfAxGEwyid!L4B0dd^0{F91A>P(K8GGx~s<q-0qVKMLc
zLcK3Jr(#8IG&C?h+Sy`9ztqObqigOpr-I{)d4~&@J_3K6?fo6=Xi|qV3{F<1L*XjO
zxEqCxt_KMjKV;u#ebP^ro^u2Gl#|p?ws#JD+-wO^wyN!n(HFQ<TYgO{bxJnKO=o!^
zIp8kBxU<K#5u*XW*Faxde0B25-EZp?MMBlz@#e+GL%dp>-z+ZFi<M3|BG)X7)6H##
z%38gx8==#rZ6)f&+mXZ*mp?W*01f7(vX4EQVG}J8vRt~FO;g2uig^?=?jHv*38Yx>
zCC^%&v~75cfJLnm<zMp8!S$pJ=}DmJgum@-1H!iPvJ7{htx{!;x5L6ffrnAx?SIuQ
zseubE$1Vcozgc<DhNPmS)@-RCZ*tNsigidraxME3yC9Cdl-4sXaT{j91DjSmAZ9;G
z<LSwAk{)g4n#H2l+5~H?pRg_caC~DNZcP1&QpBX>v$4%LN`z@6<%t4ksLeeknfp8*
zA-qC_{lXu;KebNiw1FiSeTO^MR-lCI5aCP0a}n_-p)B$KSn#>DdgH>7viL>(vD)|4
zrSG2<2I~N$2qnErT^-JSZh7m^@J1H&3rW2a3@Mf@HZD{i+IKzhCD+shu}cCz(Wv+-
z(Y1qwP8JRQd2|9a{nAB(w-q&GRFJ#ub`@entU}r|B-Sr11N-`H(6#3M4qw{~eMH03
zn3XS!T2B0DJDxNxj~SGf_?B`9cq+OkBN6+PFwl0J)co+07M?Rqs7^iH(E#^P?VVvZ
z%bzh@<;ii63y;*5(tBkt%MLbE9v<LBuc<IdpoIM?On|h+4HCZsT?#g7M((J-_OFsj
z3AE5XC;<m1=la$?GD@swCC=k!du62xpwa(we<WSuUi?0@?M8sFcor$v7eTS^uX+iY
zledDUe%Aso;1on~B5*iCNa4Z|QXm`1!QN=vHU4PRpFCJKJvjZBEFsj1q%NK$!)AW>
zo2R;O7o5C#^(_WXtGuTh?QS_L!|eyaap@u^lozgotx;7p7l>Jw`N)=ZP{AjVR%n`G
z_eT@rovMzfXKZ4NeW4-B+!01#Ak3zEz;Ue7p{c(|J%|^pl?;S)6=JRuf3zI#W39x&
z2+>ame_3A^%Odw5{I@Wr<?fa|m_#O^du=>3%7N*KlxZ5Nf4=z5?z&O7%GWM;qpq18
zY~JhMU7qGLzwH13N9BURi24)UM!&;-$#diFc>q5Z0<-u$q;hdZ^*qb$y}T6-`6E1n
z@a3r*NYHd1Fm9s6Dk3H|)_*4B18rx15sQpE7f$FWHs|9M`WwjwTUHbJ^G3}EjVrvR
z&iy|-*hPIm=wJSq8wtr5w9d$E%hT?xfx4B~mAQCwk9iug?<Y`|Zm?&t_%5-dyvZW(
z;A2X?D9A`@Bz(nzWFPNQ^PMa(h<V+UN*e|A;gnYv)WY`2zzn(e;DlAh_>4pC8LASm
zn-y3dGrd$2wv6u|tk@Xam^q$-{#MMNh?dwboj*97Mac=rccs>H8iGAP5bX`dg?uY)
zFkd7L-I%B+(8$9lujsLDvV<2<Nn33ne734Fqp$)aR+7czQ2%sAVAC7qIsy$Vjx|8R
z*w;Pad8yHxSJa6`Uk*Zvmuo^DWkx-93(A)gEg@~J#ilh7)OGuPg1A|XFdkj<3HQn3
ze7|Ka(1)3NVU?s_ZxdUI;zr2Y3d@K!gJBlRIA#PmA)5Klg!eI<O63zX&w~lm^M}pA
zAYPAZ!mx5Hb<K8(7?XuKU3>TIM;jP$*oumQc79SVs6?T-6ct$4(&9u_$F!E;dL6@;
z#}j-8b=i~e7fE<j_HgPVoa|$*9}0RHitmaB1OCJ^5aWB2dd)>};Fb7k&egbP)-8#%
z@*eBoF3hDx4e+z?TGCg7g#-D;Y1=ano3AXIFc#S0eiOU8HAK{rJ-W|%qU$;ALHr9v
z02c=REt!i<RcL}v$=IO(nNU4)?%X+zj0n{X8BgG)L|+u%_JLQcd<1g9%$|QR!hYC$
zkGRBSW?`R(WeoafqH9N72m`=rBrpIs$ngQNSA1&VZRc20a8}^z>$ubX{e=dodz~59
z9CQ%m^owaq)liGvyeIzYtBZK*b5DYA$7F9zo7Jl>&UXxwvd=j1Pdr(pmun6=mAzTS
z#e5OytXnsbsrIVskk^aj5k?HZhwBS`#`KuuMzJ2ps0|f70`)a#78s4YKg47x6_<(J
zfb9D-@;_?(`XBB+uvc7HXzKM1X0&^@SIdD|KM!<{;L`*0Is-1djJdCm-HOaI8Nur=
zG-2jOs&ZE%M(hKhuc$M&)c|l>*-U-3U^gpeq5E#rv|CbJ8a3KFSM4h`F4zqwW+39F
zC__eUJ)XJ7HXq2E)@n7n<1+F)K(~O98%Ga-@tJyWY?sFC3hcS#V7i;Io)Hk4c1m$g
z*JH+Oa$1wDzt$Xe;z(ZP)uR7}*|=o*ES@1+SzLG}sR?@ojmcb%(H4S!xb}=|^hgj+
zQW^{>9>!i$pSEZdgH5+b-t76QD5vb|aR!OS`d;$>Vasy=7?X#<?Dq8_A%2X9EmU+}
zD8~8<N?)`sG87VD8*go|_O<hlv11i=nI+N2c=lMwbrd|Mgr>E%-B5dR<?3a2EpdF&
zWR1ao1I~QpIM<QLXwxjw4`zwx=yeh4LgIxP?C}WlYvy7Qk{q<cpp8M2$4Oj6{V$F>
zuXF#yQ<|u*;oJEY)o+rxx6zV)u=^aC*Pm1OKm#vmE`R339}i{laeS1$6n0_pxGS@u
zSt%~2ci$b5lFRT6XExqUzOar(>D_pA-HZ|ynwIuFCDr7o-yeQ|0`qh(wQm(TDk|-v
zRE1{#<DB<vA3`m|vYLspgLYOW5QV{1S65fyq&HlV%d{H8js9%ke~dzws@S$6ZQSnv
z#mlQdG-l8)xu+5O_rywUFh%C)_Hf9b1)3-@lrt5smhrowCG8kZmY0MT+~XBON^0i4
zF0}Z*e0p5s4ah;M1*VdeZyAzK?fIpvKcV?bv-Or*u)UhUc4ko9pjZ6yqeo|l|A>Da
zVvir`ItO*Xk}!sb)&sNcE*R$VB%%vp4!~Aj!2mI8PBVe)20Z6${GRI*{1`Law#b$h
zp46s|J0+^X8qUqFdH9A9bxjwhj;eh(0~0|hTGTu@Gl@Hb-z3X*?*Cup=JIP8{=Idd
zMWl|OTC|+wJ9dn7Vo$-JNKK6sJG0W`<JHvOfk*UWXyZ?wtI9}M)>*+P55I$k+dc{v
z)?^D=TNJIG13?2xyNz?k?EHshe@P2wti}8iA>wPe*w>9i`yMR5k$CGjm`>Ky+FDIE
z_t-8i&gp0WOaT!1ASv@bY>8=t9Qz|H{!o7X_YGM0KcE+uU&|mnIT2p>$I%K$KXr#l
zUN3}g8_e&t90$#z==eOv!BO{bSn2<<ILz}{?Z-mPGaGBlOE%X(&F62}JiBo29Xt0U
zw`Kr-Z-Si^@<I)5)Q}1P)T4EcTKzO^eAvG~keJxi9Ra!rDwjP0u6)t+(=5>2+Be^P
zDEXIv?(Il3F3bJqisk{gXY6k!rXzjvR-SgW+W}RMBX1K>><|v!`|8*6RITy0qvK5>
zRVx@Uhbn1Zorh@#+}N_z>^zYHk{|(*IiM--x+^39vst*%GPxk-<_DiGM!W^{SgE(h
zVKH#*`+4r?_+-3-fB}_rQt-RlNJ+2OEbG6sPV5_#SHe;gJoKpdlhP$M@S_(L7*Hv*
zb3qKLAJE%!U`^S8PCo?Xha_*7|I`;%Es#4od4Kq<4%IH!YcjQN^SsEIRD15L3*%=d
zemy%bR9CFV{$TYy;7J?5{{|d1QjKfe$BgHTSEBL%=mda}Sa;dhF)+bl&*YSGYm3|f
zbD~#5fBm#L8d$c(&UbtK?0jK-X)t!MNn^E72TuS-nJM7>YvnsYs8j^%CoG{KP&C%E
zrP#pJS1FCHQx21@w>G9^4*&D_D+kUJkNXN-^y4k#y=@h(CTB%D9L)Y$uPw7Y?OhZ#
z*htfOHsnhFHKpfx&MdY<8rxIvP3%{l1;)w%_?3uSpmK=IYef9^1AbU9#sr9BK|t16
z0BqD0j9LYOkcOnJtTEf8=8F~ue2?#xZjzTDcCfa7l{s55Jy)f-CYvUCndcAG`v$!l
z16U_SnRRF$zlU3yLDV?$)a8uo-)Pp8$B*|n_6#TS#Dfg8DTv|}D7dlb!tqaBOy_{E
z@fJqNY5c#)`pST)*0x<mkrF{A6huPlQbLrL4ymD}rDG(Nl14>9kS^&Ox)cVGfnh8J
zL}Ey3rDrH<iGlMhbo-s}oc-hd^WvHnPu*ADfQZtocNy2)hx9O-+M9%(NpGUOx)|bn
z70(EubY+emddBx|9n<?IwKvWg)B_0Ct$MALb@~}M=oUzQKU|XiMZYsv`cu5s>CLf7
zFJ6k3@lu6;S@PjV_K}U_<kM3m;$kzFSayU9v&ywfb>oQ|xwP$g51jkoq8tzlCoC{5
z9s?`aYa2c_O3s@(c8vXntxue|`|LfJoJop(flyJ=JvVj^upmc~d6a=42met&0QJlW
zIZZMufKM?)dVtC$F)%>9r{WI>A{%`ElHx+ypfT##-PQGH-3U(%$v+O{1|S}&n6hJe
zMAig?ykk739{eR9!1@lD_Fu7>;C_NNw}oEsI+m%oJBH-X;t!sg8vILU+U_KA8JwB<
zUM+HJ|KH7?lzTw)bN1POL8)_7hm0gk%hKPu2+@q-R?XKHp$Fi}K>GV*L~tkDXURP}
z{yfSLW$^z8e(jGF2$*PW+Ed1@-uzpogD@xH68xxJ_5rr6IbqBD*~0<;-@TrYf$lX?
zFxz9C1oq*AYR6k;#A>L@%a{M&?Ljd3w}vlEdy}dFZ`Kt%cO>|yQUG%)oBERC6S!|p
z{||=M^(rm({XydY-p{X7;3-|tpYIiQRe#aJ!QYx4%Q3;t{+Z;@Rs)E9#nVbp^JWp1
zu6{9}>UMiGyl)Hqc@kD|w+|S+lDZm){rC#ee9OjP-u~G_NOeGbf*9{-y(YEZ)t5yO
zceeKS$}tUnBA7Z+riW72;k%!RfkpRZo>7@M?uluh8eNn@<A|+?b(s^7VR_Dah#Y&t
z;zWv)mzMDaAx4CNfu-0JjSKzx<r(l%+maKCE^Lk=W*O?;(ly!N`LDdh{{LdQ=SL1h
z4fmY_(nXH?5VJB9$#@HHefY&cU;tP;Np2=y9VU-B_uD_~%eT=qHZHvFV(Yh2Kz@wQ
zlch*=CRJu`HuBzdR0$Y+D_j3pzj!Ac==Ht{DbBk{#^wUy*gQu?8>4cg?D-OKyq(${
zoqq3&tG7Qj&hz(fS-{=KODSuKf0`Gz9{X6)Ws2~5MwyBE5xBbEq=lgDJ2lMqfB&iL
zT#<~wv{W4d5Uz8X*CudB2=aN~6wY&Tnpe;LS@XfUSstK0>O$fn(gm1XOWhL6l0kP%
z_FG}i#faH!qloNm(*Gt;>?!Ckt*oXAD2w-c57|7|$wCjMjE#5Y{~KMwS7aa17{QPa
z0x>J}+Vqkv`p(N{Ssoag8nOSzkSq|1DkdW<^u^WpYs<_yR+-k?4q){$1qUzUlVesB
z0-wk}wsna<J~#nEGZpm6j3$P<dNvA$+i#a$AL{eFUR|s9EKtwh5UAR_YrN<A@7Es!
zERT=dg3nmW#GtcZ8vHLLq}*6J?;4P<SN7a{x2P5IX_V-{mt+IU_J)Pc810{^pq+Q_
z4JrBTJIr@*n(gH3y?N66c*zpi=ywVBhZ>G0f$m#TSrH#;GE!`qj<;tr2wGIE&0OAS
ziXTAm9xj?q0PgPy^KWh&fp;-%^`R@pPXwF6DS*vS88RGYXc<7jbj<Xs%AJzAmxfoK
zJ1)+UCs`?W`l@eLtqUCOA(24={~qYx*X&`YVC46)TzT=K0Syf`@eaTW4dn5Y3`~Ez
z)3qL75hh~YY3^BSA-&4{KAf~<QKEOSp?8hYTQc4Ixe;+!MtxU~g_rJlP_Uehy%}NJ
zm*>mvDOr?Zzgsam7^*qwfL#Yu)+dEuMSOnz-@T`TdvCx$71)x*9HF;j3#*11#g&_|
zp0ET)bVr|gyq6%=zwvYTv{GDInxSBU<`&v0-}MN^;Zd#Bsb8hm!ox|(qUMak$VbFb
z{5Oc)=)j*ZUR`(`J->sgXBylbU`-S?E>83q2b}tN2jX(oKiawN1o-%#oux^7_Sxmw
z`ap`e<ye#%!r(c&qh>O(j-T|uTY#?lbEh0zFnSJ-FO|ymoDuZ9%cIYW^ES*A`FW0e
z<w=gopMzVl2lb^F79te}FnTerRii+OM4tY1B1OasvwDPz@dQS5kI?XMdg8!v3f3#O
zs3W`yw76_#ls_=4N<TJlmbL#DX{q$@BSDv(%rLA)2&{E75TriOF^Fa!u_w9Cm>s%=
zd#t<t`$G}1dcL1yAlUDpC(t<=<?m8}wY@t<#&P$Tf#Z6@Q<vj9_QVMo%MEgj6Rb7_
zC9;_b7dc&{#4DO4F8$NYTu9BB;QsG=G+;XB80B|(U%^)KdWD$_n*PqwD=6^Z-QP!8
z@Bdp1enXd&sE@FXG9Vo%-{KI$^e<a;2YK|azm@8Zp;F7;7XP!_u5*DU{K<<wT8Ws2
z6zy*e{NB<1vqr1y5vvH>>3_2(1Bf6_b}*okabobzOz>x-&MUD_=HO{@mbkX)e?tiD
zPAWSV@se<luj|y`7&=q50Ew=bbH8`J{Zp^^&JD!XKcn(}+a*QW8YRIE@bUsGE?ktq
z0Y}<+;v!Pe9g9IJbpBWWiV04HNP*i+Bj4i9Y*6y%zAn1To9X_-dpD&Baf<Q3y9<5;
z-Q7U(<40!LcUINpTdb*~4Ch%r0}Ofe#2t70Z#sT7gIUP|2K@&Tt!%w@*k8*a<W+Dc
zpuv<NonA&&Sm8c+OzX>00jhP3AWe%mToy0o?vNLOBkvRA(!|gmCP(py{xV=ad!Ty+
zRMbaN7Nr|U`;F#Dwo!8~(s{NL)*|p_Y4k1I+M2_oFM{rM#}^Da2k!n|Xi~)DS9jjf
zL(}}iN8Y%xtclqYLA6FhFy>|N*F2aH?w)u2)>I*$6ua%&IvA5$-!dHi<2aY`_}`Q7
zm_aY}aj{)gTA6u5MAo^}oS#)MuEb7F6OHq*@JWd|Hq8CoOx6^Sbpj#e(0eP#mZkl+
zi3-JoUv_iEiD$EJHYTeHTTs|U2ERehFQ`VDyyMs1e`WG6>5eiq9#|B>aMiYps+<VW
zlR3Kh(I|gQAj$X~Ko5Q8N1AVd=l|Fxw$aBdoqcumFrC=My+Y&ogC4Qoh{(a_SUoZu
zN5tFjW=;-;xC|CIEGd@gbs{Fs$a+I03UoQ4+kI%`K^mYI<orE*+WB|{{$>U*-E7c7
zL7{gQ?$x?b6y(KYL(9kGxv$cTqi=GJ+T7m&vxNGVmF5?FXUzBVWk{ELf>Z#EH9fo`
zUtyVljgq`irH<~jKkmS<sUs+W%Q=G<3?SC-*~gB9BWPoc7>D{kJ^yQ&*3o0t$S)c2
za>RG`ZK5j2FXl6+yl@*V#vQnpn98rNe{L*DPzEE5#pYC=@X(Tecg&F<rh5*jLMN;=
zIv|iR?R@-YkMBCuorgyK=FoyMd&uKK2R$To6r9BIAwL22jTXQGWL1b2?8}GC7G=`%
z4}lE+V<$<?!F`>$^FaAjd&T*WvhD_$&<iz6Loeh99cJxdVXaLak;-cDLTGfToK`5R
zn#jM(+=+z-2{u{2eFgKz#mKDpjep_Q8v73Dxbxs#{jv0#niRZ|M7%y%A-t<>$tZBX
zUNkpT)JecsrF3kp@qmEtT`Sk`Jo8bCMcjGos^^hg^qF(%RV~~^dGrIkWskh;hKfx_
z@y{pt`|AvFXQe8SH^+v4C+KYlW57n(gIb+JWtC&M{9<rn1rjv9Z25>4`GU5-VTYTI
z1<cIk9%aEzwA5y`%Hz_%<)4Rk4#iiLoXVS=7%;y^Qm<c@ruw00p;#s0kvij+lkWIs
zj_fRa0fhvR(H;LpkF2BFY0p82p$(qJeM|yT-s)lVU^`pXx0JwNY~8$u7Wnm7-qG0E
zi-<ErDjL3LP`0u?_TkNhQDgpbuiFCzrf%+{eSwmqWKp$(1`M%;#R^t|%FH*q+31bF
zu;Ft5+B=07UO8UxtDbekKEFf2k%sIz(NvZc8oXYU?4F{IxN{Ar6Xn>&G<_WvxL*nq
z&*`|agqUS!PIfY7q1~ZF5XI6^XQG^9baVJCf*p$XW;1pp(hapFSkmG<nZ$tzZM+|W
zs4=b9b2R()Rc~4PLYXd^0GMSO-d^ROa*q|&)aT>naln{R31lNqK($_Kfoaam&({aO
z8<1D12RN@L;3<JEZ!Fbx^MERUeDtE0<oVd43oH0!!9sYt!MSX(pj$|njFP~f=BajY
zQn7c6IbkhNXv%KZ(>8i8?*}>jqNjinD@qIr7QK`g==pWmS?CIlhWcTfKdQZm2y$U0
zUcwI@k3Z6Dtf@D}eK#G(y+)n8R)JQgzjnyH45-i@0J!W6EUO~GRnhtSru=M2QKgbU
z$loajTzSbLRI&;>D?9C&n`$K-POwHQ1A_S5F4|;+x|@MtUl(=2?${fk+OZgzL>ItX
zdj%4#Jf#e;M4rWp?%D6h>FrpI<unP~G#k|-UUg@<SuZ;Ix{ip?`@QVkkAZjX5m0Z;
zhp+hgLt{hsM~KY>5gr~jC{g6<lOHF6YP}9r$z}mt10YK3t$Q}Hwl3to6?J3zQ1k#+
z@2|rN_n5jc*`UOGXV{drLNUm3Af|VOTeU;?kbMBpl~hR!ZYPi`{19bTpK!C;Ul|{~
zz+QAJPs9BN3*Mks&(c%8D5J1qVzHfp{g3k~m-YHJ^;2ig_Vnb+ClD)Y0N3g!K+kVu
zz^60^(U>QlScMiR)bZ_R?v9_Dt-G4?Sq0hTP}^oDJ-FQWk8XmaS;6NJ+4{4;Ok~0C
zXolJwA4UbteAK&(6`<@`-1igcu|H)pucqB!;XTTbHCZ9$7xQIq#Qk`YJm9>3D&O8}
z<5e06gj=4($n<pHJu|><C}M;y@D8#l`W^DQM<x)M*bOm1%_fAD_ZB~aJ-N;ER?PfN
zkQc7h+kP=Rj-uAe{%f!Uu?A{hj^HW_&omU>A<AoZPd4DYx_odod!hIH3ln$3o#S6@
z5WF7No82Bt$td}08Hijn@rRHL0|@)Yeby1B1{I|sttNg~@%d*o{m_87dYy!Ol*^d+
zy~!iAyp*w?ew)OOuj4FL@A{f*2L{73u*{aEm35vnL{4@yg|-oL9o0GwVZk66DSoDF
zdpO3!elQ|XM5?>!)TJG`G0;?js*z`!buW5*yxguM-cY=1hQc$tc`M(^K}KTFqqewf
z3H&m^+K4*bTNDLw2`#@bO6@jLo>xO2ey}{^i{QjcD!hO0D&=m2Qj~3!%b|S4FhBce
zHL!QO5X>T8fwDUI3R(CFwI_vSAuTn!T!+~HoK6slLV(eOO>_x7Q_!yN%I(VG#qE+$
zcV>wOj}I@h+b{GVY!+n)_Ci#FO=L4rptY~msBJ>@Py(xQz7i!!xYUL;Rn{?5g{~Na
z0Z<gB-LRAk%`O8FmSd#_fILBla0xIpanmqK``<QX#<)gSr#%sed-NSnGl=@tRytm}
z`r&1<=8?`zW)}_P@4NNUT7l-RqZ7<DglFYsJAtYm4I-YMCj<88y(%WX*#-!ii%Go|
z%VouZyKM2AyUVCl0}M^9$K8tfwA!DsHIfepjYWAhz7)&6*xzTr|G$vNzm7?obCAF&
zr>(8c)Mx1p*{ez*T>*FK8R63eWPMo;O5;n?79cEEXLSNS0JJ8ej=c&%Dbx>gi3@-?
ze79ltmp)n#S^4n3flQ?ed945Tyq6jFP5FA*huA?~QHe#H{B#=h6x_a{=NT1^VNJ~x
zZwCEB;mJE!snHbyw3*YV6`m`{6wXRL#ilM&Ia=Jy_)1qB%MDF`7D4jJ_X_}Y&&=IO
zCf@6jr@|fX3n$yoSK7!p^ssQId#um2Uq1Irz@qu!RVo5hOZr?LokKed`Y%L$2F|iy
zM<KVg%k5mF^t+QSZwwVTtWY|(TJ+|2M!2yT&mcJw5_T#&FNBbO#o69I`tLR)DN~Pd
z*_mA;m%xDpfjR<*H*xtnMgyM82TLh%^%N{zx89-kXF}K3{7zJ>D8hX<xK_~gMaMpS
zRqp@mKn1UwJ8_>~C<Q>YZCYJVe!M>kX;DX-d}=t~ry4;lUm)-%3DX;ge=9Yr3l|<L
zPVd~Or=!Jde6Ru~^7YKF*ztPfv^^_O&Sb<9pXVf?<x?<Hx;wATGkCas^%Ek}4&E#7
z6}xuikVO=-3t5D?IGK&tNZL)%aehBm9Ji&*iQixVIhfxrL&AB;KL8@PO4!(hWM)Q$
zG{!$Io|mM>^Q&0iT9v6JE20p3@gj|0WjX9g%F%)Bh=>F@_4QJQ2iDs(UZh5Qf3vC>
zpQa2SDfo@&NXiIa2n#SSz1#AGGJFs9)>FU1e&xH@uMoS+amEFX<AtP}%jQ%*kZhp<
zGcV#gA!!C;Bp8J4?j^%qoi$<J*aAp9BBvfVP>x;c3;+iqoZdT|sI<uJ_^*R9=pXSM
z6YMR8m2;G*g;;!tO@uv;4AqeWwz8W|YH9vKBmq4|idkggD19Cs6?(DaA4XTDywzn#
zj~9(Llz*;qMJW*Nq=|c$3ZNF)K<uMAF*(A5#TpFaJrIEn{1jNd%SAwenKIXvSq3~&
z;zmWJUFBGQl8=0F5gudw;ai$V;@^WDB1L8`z%le=2C)LCz(l3G7Ky^ps#G!`i*Kh-
zlF01Sb9*`76a!WF@A>Fw*G>G~#8i#sk1K1Q`D26(E+=cBQU_MJX3ma2j%+lbUi-$n
z<``@Dp^!Vjl?G+V<_VcoXiTdg;PMnBkwHg+Nqj~ypi|QY9!SE0nj44cR~ns|IeihY
zpSQYA^OF@BXfMaF9rl+ZW5p$TI)A(NuIC9thogB@AXs7j_WcSbA$i43s9x;%X?gTX
z>{sagR%*z)dPY9L^L9~2X(AtDIZX5RhaawUt^??l>z#^}&~$5)kQ2Ir&$`(E?i9lD
zH~{y(1CTjw0zDP*tsM3OSXc!3wCukJ0C}5;+Yec(-#?z0!dfIAGJcqzh+K3$m|9k)
z#ZzVUgeZ=Bf_<Hwk?CsO;Jsuo0afF}Lv!4UOu@&3Q{zG*s<NB=81IDuitrV6ChBFU
zlUQ|psmpE;X*kNLaIdqX3>RfFbi2c%bF#Ei!cX}7@qqG?S2?4^|HHBV6>yEe1_q!$
zBkwld(iHCUMH4-&7=@;Nl%`493jaqgxQLJ%URsY~<gQwHl9iXLj1=3}fn*QAd^m{$
z#-v()Rm-F(3Y>rG7?(zn)xrac#l#8$!}K>?kD3Q}VPAxl?JI}Nx+uSrpp2mR5`2#|
zVd1>ouvF$E_Yv+Me+L5-hKpN;;nr8NSOK4}jR)QJy)x6F1P^hO^#C4Q{QBHkDaq|s
zo4Y!G6eD_c80mhU)v+;2#PhsDxitr~sf(n9c(!}crDNwo-4$*VWw6CJDjD`@%~CIS
z0@-L%8rbZ;+Zu+*Zv+)d$bDIlrDqkWna<0;HcOKu$fGCK!Nr|h`=jzqTZ0;%dPSx>
zFCr(T6<-%tj#OlZX`TK%_P&AhZLC{&i>H)P{^+@^p8B7_wRS9Tr_sOexcm7oZh!xJ
z3NLssSG{;xbtW^;g-eUOl-w#h8(ybE9^UMuD?D&6Ke*T=%y(9=R*!XlM<Hdi^Wa9~
z3UuqTSLx&3U$GtN@tWNS;G1Ve&L!S6)<y{8^)Q_!j0Zn%{YXVdG8R&@Z_bmz4#;RN
zB+P)l1i{8$kVdb@zo)L4N_8GbqEHc=+R2KV4HmoPRQ_JO-cCP5@S0PS6jL~r?(VuG
zgueMYe|56oUEDRvn1*8Uz<+Iwpn9@7i!&WcJ-Tt|agzq*xfR3jJKWJW-pWU=3?XJM
z4rdRzel&LeZ$~r<qJ*>yygV%Yq)vL(Pzv$>!*f_a@ge=r8&qH+%hlIMZ!I#+qiUvq
zscKlDl~Y8@L8A8Y@DpNr)r+G(XOvHeaNB=ie5nh<8q9XnXwLi0Enm=5r3h2cuT0Ur
zDQNYsCV0Vcqpo;kv2W{leMda8B0r0-d`D^8o|`f{P+s?09(ST3U4?-3(;h61<uO?!
z`5f>V0`PvRp<>&pXtUQMNa^x}wd5JKw(oW6_UZ}QZOe45D#P?7)|w;=*_SZiQnQD|
zSbVL^5Wx#@F%kVJA)A+ltzyCfBY3HiN8y6U_7E09fN90TY7+q%w80ld?Lv!>SxHWQ
z)iov^iAl8Do-v4|4q1}2OpT(WCSYhz>g-$nEHoGpS^lZ%Tg!P8`|2GiIrRn2zUzkI
z7W>?pju+Qwj8An!GFUSgxp;)Q!6ECQrgX&8dMzAbxt?k{D##FL!Y>y~tboaA93~5w
zzGIo1pufyWjc)K1)$l_knB#o1N>fzHH(9L}U%R+W6Xd=S<*$)hZoW7RebyO30i0hq
z%4gOzDf<5V>^c7K#ao297J}WphdQ;w(gE|<ke#QmbK0Tk&uqPuSaauiqP!#Yp`?AK
zxy=M6f0<9=+IP<x1USEUSV9$lFbnXxuu2R$te0b*$tfP)JRGOG%S_FL1NHUd<i(>$
z6BI7nhYJIRsEgDA4J0SAOAw79;A)Dkk@Q`ednj`}*jT)0yJuTTi1O6h<v;~58sLMH
zL)u0ev!*`V?S@rIRq<-~WA<4cK*{@UvXrW*YDhEtL9qmj)8zqg@6u@-!)x>Rb9P&8
zB{C<As)oy)Nn+ezK|_iqJnm-1n>L2pAF;#{a^{^B)$b->+!?=c`hB}D8N=E<ho`?M
zDr?Whr#hz?O}~e%sKmv14XTf)Q@`mTo*&}QXDFJt^VA7B_6a?^3cgGES9S_q;UECA
ziYllG4NB=dDeH>1F3h9NibrEk=MQM8307U;vd(E)hb|4mtpz4e+x+pP0^BTn*((|u
z51nSr&vSGzc;=H{gg(b<F@Trsmg`WQy-Y!8l*5LgEn^W~%xnl?Fug|0pAEjW0Et4_
z(OWF|(i?=wpz2+0=<eDNTy}EU%g@}j5+lkx?5(lY*DBo00_g_<16MIp$KE6scQAbs
z(B3UpzgD4*nIPkMf#kJ_bF#5=H~@6f&*g?;wwW6eVPS-~I!xx7h4!2kDzwzglg*)a
zl7p&(9uh<C8KFms{Atysy1kNrgj_#BCll7yN=?s?yl|1y*naPf{>KmYKH;zVM`$w*
zb3~!c#RK2FYA6hz%FFJaD2@b|1ssf<(1mgGneL*Kpa|@?@UGk_06=tox7%JSe8*|=
z>9of&mVBDEwD;PKQ7~AIoc5-=JG<7y`iAbf$0#W)hI+Xn7bSpxLp4%~%Vk+a@iUXI
zUR=EDi{yuz5NMIjtUeOBs^<8u6NY&SJIRwYUk8DaTL=7UwZ19Qt?Z>XSO-9kD2dgT
z7CvqvFT6}mc)UUvAZd-RsS>0JH)dJsiuTldtKd;t&tyN;ta*8W$3%f~hsizSMu2Eg
z<W+Rj$*^O)@3XUD2)t+%9~gMOYeGw(y>M3I&}o8>vMDE7E~}Gi<mY)NN0A;QKA=t5
zX|D5DY25~pAYfd@4H+b~QM>BgLJ7nfv8;4I{9Sq<L)b;p1ykvr&klnl0lxe7qWIzJ
zv@G068`)TPI9TEAz#Tr{Zb2|n*S=aHZy^gmlMqhI`%zCrkbwMZbZGbCmQ>H|6~)Xh
z(_`H3G>LQpE8l&N%++6mR7GJQO!F^WUM{#bGvT~U1NNaAL<6hx@b0Z28$JxeuJDMQ
z;*<(zVb{pLfLn&l8W!_sQ-ju8liHsF3*mfU4uzA`pmpZfQf(Aj#2Ic1x5lDhZ}=uB
z4Oh;2BtQfA1UJ}LpLB|*$>0*}8!q#opxtI;LzGS4E4{b6z2krzD*ANTGb7SLli7IF
zdgEQ!q=$CZJ@ZT+7V+O7jRBmJS_z60GaMVSM@z#5+r3+~$CNS4J8;$SZ+?Dh1}jvY
zXxeoPga^UCop-p~$1rUp>qvrIVfl`4?`7$1TCC2lM;WmK^J;lfr6XefY<jn_Z~d0J
z>%-Cz{(bI`$7tk-5Wu~HHD73T%qTy<eM;>DE&mokP#mVD?qd#2jD<LEFwt5yr)D4i
z+7))x&rh_I@_Kvdd=hK*?ONIpAk~a(J80MVVp6pRk3r+p7r|`Bl<Q>kRmRwXYDd|F
ztYozwR+2X1IY}8ecrZ0@PA+wsNiG|fOBCm5P@+7+{c$F}K-%jr?Bs3erOCR1{o;+g
zp|a~>F|DHIiVSlLj|zc9Me!>;KkzcT?x~y16C<kR6z@H3ve=RT^{!b_zkBS<zSYzw
zqvC7m3M>xL8+v<(VINr$_plOs@sVEf4wsn(w>whyEn@cf#oiP#6+eSBIrVb#*k`*0
z6!SCX67ZIjw9a!Bu0mG`{&DvKjU}!tx)vN-40iWB8q!aVBYwb29D6hJ<A~#vwXVi1
zZO5K-ru67oUouTF!d7~vUU8*3sH*R#zgaW1+*cUTx^N7IlM;c=q|PWmVASV1EpzvG
z*+B<2pox`|u1&p=kQ}oTtF#pxy}V;@_#)((bDY6VzrI^Xh^i=^HBSE_Qvpwgjjt<8
zb^P6;e*l)uaxpr(mX=9zaN)A(3WpgX)Z1s0!ErMRcIC2bswM5LiGg5JNq}!%xzf)9
zYMzh%9Yv&l?}$ga{(SJe5ZNw%e_+Tye6dw{aPi5N78jVK)P4LW!rN#68RFSJvZ8~2
zU7yM9#U1#Exl^eOzDIzkY#8DAJ+#GN`Xu7UvJ733g~3wZae2q`9xS5e<Jh;+T7wQ5
z%?EJxoOGHDacPd)=FY~Z6*0%DahR1Ai%Ak^`RK)b2_*sT1Dw3A`{-OZecZ|~pANnQ
zU~7(uj@WdSk1JE76Uc$5>8<nW{@G55V&Yp#;j<C6dKfR!O<Z{tz<;HeOUv9&PB649
zD5wCxI1u1eync;z85V=ZRRiB5`*@7rcI#(+^3M&=8Ji|fF7df-uTq23H~$w9o5aVk
zOk-SqM{zkr!2v&Bhk~%018I9gpfkXbYQNHvdDI*aq=)ATcfU8H<(Z-m;58t>#v}Ay
z^d7vX<{bA-WTLM>Tjp&5_QxSts;COsW)YEBr`!tM*7csbFus*FId^5J+;6ea&gqeF
zB^I1i@P!=g$2kxkYZRyW;fcL>Xd|3DS1#H6d~4$OT`vuN>T*n)hVX~>URyE>H9y)G
zm1?zIct!b5G%f3ZxF8*q$RoN{xlg#`h;4f#6XVa$f!h4_9aHPj!P<@DtbCYL<{t{X
zc7Wjdh;&Q0n!ZRha(r+&ZU~`T?_FFWS2XW|EXT$Lxy-#o6g{|E(p?Y3jZAnZtRxr^
zKHrpB-m)-QY%P$GYRv~b3@ZP5_nO>yJhrJ+xZv3xH$F|><ki1R8_PqGyY!IDU8jR#
z%b=K9-2HiU3oKXKOtC{1nyS3l!Bj1H^c>OY{_)U%4=n!yw*%1gw@m>ForPI3<usw@
z(z&fRlwmmR&Z5*kt9}W3-J~=``R^U;cWt7KIZ`?$B80j0b@3ABJonig?;IjT_Us&Y
z*561ytQlMxz;GN+8&z85zLs9-lhcVab&6{uO&GOcJm)}|K>Q(-P8_xrdA<jPp}*_k
z0;f$>mRXB?fw?uJtuLwHno9kep9;w*!Qv*n9i4G0r??9j%(5EbGR*zPE&2IG<07Y1
z=?2sRvS5`pd(*xCZ!JSz3F4WgT`<LU<n+JnqM{#EVr$BLo_c(`0i+YN*X>e7svCjs
z;9*w<P)s=WyxA4^_1z=xkUaF4h3j)0arJ1(n{$0cI;3l6<^4I^{08UP_sXex?Y#X#
zLhfj**YM3H22*~sjXLjLpv36Nf-PZVWiXnb*%t-{=^XZRFLqUHu<vzscJ?FiIPNpS
zA|7yaMXZi$&@(C~nS%DCrK#J{p)NQZe4pN8(CmOg>d8T((m}&Z>%{Z?Br5bWvt|<w
z3VWz38fM1o*6z?wnO|F0fWr7*vodKY)@vKZdj@Gn8puwrSW@PCzR>4v(ecI^1QM_i
z+9;Kil(#3v;2x)p@-KU0Kfy*N&>f70>K9iM0gJjW>9<>ylveFuZ|@_!&w!dGT5ULG
zgCy;1iXuU}Xf4>^htBS@P`()AXI-RISsSighjDJN<w~`Z@aHda7KhayE?TRo+3AAz
z81+g-o<gqGOm_MvW|&c`1CZxcU>BSD#!P0TP~*ft@CNp%dwrq7<c=FOb|7ie)3Y{F
zf#UGz(OHr$Z@>2FvuF1&Un}WipYYs}j<ajND%9#aQYz&;w?CUTs{~k4w0UQeOuRae
zP}j2su$fN6{wz8N5n5}qXKIv6w6n=}DOALwV@r{nmFe4g$OrecWF`%kZs++a3Bsmu
zr@u$E<Ztc1ALN1E2+Bzhm0UpCCFyhV;Kbd3f9572AKK@nAMdf2pstFIhAEOe{2*?h
zXJChmTqLJU@{LLQ+P_h`zsBm=vg5OzG3xmn;c{8pqIK#*hAl;gi8j*e<$|mjrH|g)
z0+-onze$MW**_cHdsi?H?cEk%)aq|~aOBv!-yCw_0OqMJMnPH$rr(d))h5p+-|G76
zK0p5U`x8zs)MA^e{T+*t&A?SUC%s__<?FGu&7W}duHwa_jepMphhSs5Z8GRk-Jm3f
zCv}gq(`?7XCS3~_fMAR4QLiDoAX9zgTSH3hLND5y4&KsrEz7gp%)3%tjElL)i&X@u
z5keUDPk&eL9>36YOsUDf11f-wmJ0d-wJgy+5?Z`)h1|809WmIU+_45sXGopo)@h*N
z1O4C*5VL83*Rmh4pdW;RwVr51AjIW-;o6^F?*s<Al4AQuVv&VsGqm`2hR$dBWdtK8
zmMxyVbK(0{M;j{cFN|(yl|CJQM+hE{Eg3ZfG@UT1PkCyDBjjqjJ@OaM%2iqO%VJo;
z-;Hz(u=Z`iAHdJO?E}>`^3tvJaxCAS`Nufa4!VOxjKelMYxA5A6$gfIvVcC&H11*B
z#;BN>E<)o5`Am)#R!8%NZ#~u>{ox5T{A5?a9on$MH*1C&Gc32-p4p*+T4+aL)i_OL
zexU@Br}V*Uxb73`sEqw_Lws@>z`l+s9SS}Y#}m!SYA%j{k&yb7#~+4tGIR^Hgf4g@
z7ibD&?>-kS&y<93#zb9dEJytaEFnlu%xcsi*6P(>lHGlDubx>v*QEJ%)y1Ot5o^LB
zG!!lP#KAH{3I|$_G`%}!h<m-4B5puSf@~#dz+j{O@}mxehb4dax_ymUyl5IzN;6BQ
zca68t>~&mgSjC8rY<GJ;rxq^Ra-(*~p}ZzT#v(*|X;f~DmyW`rk@{*pt)+338Ryiq
z>5k*mC@Cbd`vy>m%tTS&O`9g^Y>h#O!7Az9_&LT3?^N&ckCwfgDW|-^=Bd&@ZXwW%
z9|vvH%$K|>1xgJC9yrTA!2$3qB17P#&CqLAb??(CRp{xdtHB6Q)y~sSbZK~>F1okN
zY!hXtZj<Qoi5@m^Yr+#)<K_bJI~%>Tk8!xwLr6U*xwwMYQwEis-LI1k6%HQ`P?bKk
z-RlmaeaEX#C0KQAdilAlm7G<is&i#6OLm4}4QD1iWu$lr!V^_tTM4O*B6br7-RlGM
z`n~xn13PfW6MdtcmoPSqtQFty{)K!f!SnLjM2*Dy)?3~hT6o0MZ?FEd7dE*DTPrOx
zd<Q;_`eM=U?7@NKuqOIogQxp(B%Xci3#A6=5fx&Q#r(_DCFz2b@c=lJHSu3zfgZMv
z7`o;qkGuS|-u6*nj0YFaL|c0$6|+I}nI{RE@k9-**T?{!%B!P_Cg<=Us#2aLm!$}l
zYwg#=JoI`cV`Ot8Z)lh{nYB(&;f|ve+AN_<+D8p;^HJ?vC!Ax7nZ9pl*sur7egxC|
ziI{zN3D?1hAS}Aies_^_Gp!GJEBkisWmX`;{{cLS+xUiI7FFB5^Bn1}{e;;L1m^D=
zaR)T)j8%LtP@c*LPi#<fR~Rtpjk;Fgui9$Rx}$onQB~P%ZUOYVWIlW4mezg@J25h!
z?b_y}$>dU#W`}5Ls#w|=6f=hPb4mY>vl##xY0I0!>Y%pRs+HUo(E@;UXzB>7Q-M&d
zD_`TnVj{KrGxO=32ou&>o=3}%vPOou6RyQj&4f%iJ3R?J@*A}z)DUiv9G{&YQ$N*V
zVLW4|-FG?A8Bpw77$cjgxz`&mi2^~xjZO9qB84d)c!j#FgJ9gWlXYy)hZ3?pcg$c~
zL-ii?fke;b^S`zXlpCvd3;iu6?7==-oqOLS(WSA?BscJPhKBePUx!<dW%nBkD3~_|
zTvM+_G4iq7ps71a`UV{V?wU2b(pk3fL13$T6vi?Xc_X0SCJY>o{_HJ}$-xb#pUJS$
zWv2iF5O8F&H(P(z-&E!8vlY`zMRgx<U&xGaWFOty6NF24I6EZ|235J{g@=b{IPu5k
zqp}Q*S~R<D9}cCg{`XBl$A{Q!M)?yBN?}KL2OXlTb7n<XRe-Xu(nJ!rN7%h5_3c1|
zWOLzrLDsCXZKQ((CYk58j1Z>@#Z0jrF<WN2o!H+6q6<usnc%}^_>*d-m=^YhJ|o84
zm3O#-cx%JG#Mf^XHSDSuv`gb4{yb_w8n=C(f(Gmcd?`Fv3M@~Vl<CD0ZC+gOciXca
zrGgLN`g=`H()RZYz?mTWXi9<ds^oo;$z$l@frOkLg&OI2Am26w38W|}0>IRH1gQgz
z`ud=`o*8JsnI>!>Z7~|tlr6f~0$%%j)BHQU08oLy(rbR}JwC&UD6sB+m)^PS+wp5x
z92|0LOj(4orI#nwL_6r(f1V*~$iLe%<)kwX_RUQ&)sB@UZ6{eTUt$8*bSQcOXdO&J
zZYh)-;)zwHcLZbyq&VmYtqDL^PtJirD#>5Lpzjv~_$8IiP#%wn5RmE}G^G4-+W2Wr
zr>IkEcxXA+6jq$rzhhE@5PPn9aW!#}kUTf{c8v_M>qMN^{mWa7>81Ley$u6$EQXsd
zCZ9I;cK}_z5p}$LRzu7>=;en3()L=wj?Hg_20addPc%mR)~1QMRss$Fox9o=z%iRX
z;WN(!MXf@~5f@2o1MIpoaHkFVANYdyufb@J(-?qCEY_U^10FS%glN8q_-GrSd~v#<
zYF~Ynj$`y281io)sfz~n-R(vx3szMDEk_sO7SWxhv<;q;-#E5=+bxl_7mndo8!bR`
zket1g15y%8L55%Zpkb+=DzpEuryKjf*QRMfJZHn7E}~EZngNJikX!`KLaRVHXdhWb
zAm~~c=ttR>zE{6v7j-p8y@yjc6)s|!Si!q>nUj_)4e5`6y=klESXDoDV1lW{daHXq
zNp^KG(g#3gg2eL4$3`A{2w!AzS~+O~@e#CnoiL)0e~J};>!YOc@L@Sf=3PAqocc@#
zMI!8?fk~ib`%zUoNJp_4jc7_0_4Olh{pI{QI~^&*aVy7}+z6x(iABY)vlHieP6dNQ
zy2q2oFZ^SL-bIxg4}AkOh4!>|I3nJV@5qwUSQ<A^hbRA?uGQ>IMEM{Q;@8>w`YE+9
zq2En%kfsffON|H8<E97m6e;HCf$@$oW;`=MzEz+F+PPIj$3{QAN3!qPBoFZ)J~rvm
zL4lcv5)&pjDqME+08y$=+s5pbA`$W$$hUOM7z!jitp8T#!xy~bh|-n&O&_(;LXMY>
z{bYVs+Q2^Y2!=8Ti)tHHh}j1zCR^6<IC|Pg)k<jhsOZ-<M*D3Hol^7Wf@Zs=_HTdv
ztlhi4E~?0DU>ix-^X6%VeqIl*9L5q-t%N!93j=3k+P}v$^JKkt)_VsanxsoIH<^DA
z1mry#Z2kQCwhRTmK*mZl-IZD&CH@=6<@ev#NE?F5(Ps*p;rR}f8|eb8h%T2n&^+X%
zQ`1zI8tO4?byvxAPI*r0J)20aHr?^wEJ3W;vrY<n`f}yrl#+J$<?Y|<H;e8Szi<3H
zw53a{CRrJ<AI*E|g+FFS=fjwwGY_ry+JXwxozx#Th@d-uQNFjza@?rD5iWH7PoDDs
z2nWc+0#!j1R`UG$&^PUuYSlK6wF3HowE|DawBN}h_UbEVjIK65sXuq+S`BY~hGbIl
z({#b1h2N1<i{kSp<#oIk)$5xL+fBh3MdjJPfv66j<kll}*k4Xe(K7BPNPYFPUudFy
z5wwsS2DxB38!--8#Mi;rn4)Zb;90pjZ?9CX*a;ji-LF-R>mC}tsMZb&xctaIC4TSm
zPZtO&NmzTyP=64c)l_OJJ4zElh=0A%D`idRI9zFMTxp`mGgVyqDr0qw9_`eWr*4=e
zuwfTYlCQm#qD@^+5PD~QH_GT;$8JF9#Po<48z#+gr%Q?f|E$*HBh&win*RH0a>oSY
z8WQ;#=q~3&ImD1V3|Q{rJvn!w6g<%E7wy|iJrB}@3K(f>EjNLR=&RcU8ZJ{7%*w)o
z@X!L7GCN$fc=wSqU4z9UTh+UH3bTFLork=JofK%sZ$5^5(`K3~A+J!gktG_Ph^eP`
zz{cQHeLO`|FZKf0qQoX>B-Rh8?EZXZDkudsBK)=)dPEtxyEEnP0js!YwYn~7F&Ve9
z0m2<O)Em!>@70z4q&e}JYUj{qZckQ>8*yKMCC2_qjANMlR~*iTpXSkqLy6qQ)liHy
zJOAa2ua$@zOhX)ddzr-l<Kd9NLG<Oz7d&v^_W}R22Z&~Ze|vosS2#fj`eD;sWQd6U
z1Puyw$7Mja<-Gk+rI~xf0BL(U_ME3=$F-x8a!{|IL2Be$0lntl&gUS>4oV)nJ`!{~
zZ;*{NH!1{L-t{zA&p`<0J+gb&Pp^2jG|=jox+Tu5r@V~R4JtV<l1V?k2O)wW4Kf94
zHU~NNK$4>2QzBI(Kit~}<xY_ISqu_fd<UWAJjj&{QX5Kun`_>8^t|sLvMdV-ZNG$q
zH_&Z@UMya@TB}0#QuRgBS9;#!Zjw5Kw+jf_xcvLXC6lL1RCW=zhR-%TPXHg%iCTuX
zJ0Kts)vP#R^9fh+js;pVS-zdhhbVuJd#`__`fo!iyP(OE?l=&#%nug<O_iojA&8qQ
zGpexz5n<_-C_InnLeJf`wKXWj<Kh+K>UdFKdw{|&6gPmwcWc%)PETm3Wnf(8qmPK_
zw?AcE_PAZHL`=ZU1TUe<<L2w~13;?_j0IA>H3Mf@E^V$~*2Fjs>F|#{=E_-yhDdM|
z$Mv#alPw=H?_d%BZt4Ap)um=YqEvU0ruID^ko$O>RO9!XkgpMnBw1WmTEO?!g-U0=
zy}NH^m06C>6~47l0%ssb8ToXry?Zh)ZuPW|S^Ov8XyS*}EvHHjeRTvzx1bPKh3zd~
zEC{)cn_&f|q2n(>Si939Tr&0(NO&u)t5t)qd^rW6#AMNrMdHU%(Kd!EcCU=z_l44A
zEgRGnb{{-1GUC8JBc{ku+oXE{xy;BS*ha}|!}~J<t))C{ny>sCE+YK!`vJj%AKU93
zCbgK=To{KEDRtY<gnPzT9%a9P{SUm`t;ZPrK;Yx%CopFH5A^;jM0`}iF8lOBCj-9;
zGH1i@p?_Y&-H2CyxT2&z&lZ>N_4gZaryk;3p~DkVl?jzTeT_hlEV6fo`&OunY?i=B
zJ%Gk^d)j`Sa(?OpTCfA&@-nb4$=F3r475uOEu`EU;sPj*&{Vg^-otIB?#C&ivmnLx
zZkY)}Q_DA{UNEs4C)m<zd-yh(Mf*k&!nbad`=dzA-_;LtLCJuZkNQfxVHXuBVlCBr
z#0N3^_85y5BNx+#cM}Z_4Qv~kSLw2in3xlcC+Ez}j~X|}0ouzJ@Kh2vH#pJocxWja
z`>}Jvr|x)xzyS>Dw+`6aSJq3kk7mdCM?kHJN?yHP4)7F%JYL5J*h_~1={L0zG~blQ
zZ<l@dnB|2{uS|G$d{M(3s6WmOWMiQ!F{>;d84{Q_s{3=N!8PEjr*rPB?SeA?QL?Bw
z7$(RiNq@Qev)NVCkI1?n#}UP8Y9r;=7M8r_npJ?$sl-5e6@`&bw8JD3TF(%%7@aS)
zmGE4+-6s#d#rMP1mxzhtMDaii)k*el@dhnEpyl(I#pIt9$bFUanunj}WB}+$$xGYa
z5Zz`0QC1}|;Z@XRb^=}0w}$x>2Q%wmX!Ykj&U5U4v^~gMzTyX6_BO~!ls&QOlmN<k
z>p6z4a4nU7bUwY~>>nUy^nNBjrF%D;>;65wuqMwkr5?ODptm&p@nJ)-sUAy^^wvYg
zzZK|NaG~I8rBx2N2yIG70bmb%kOO{Fi!Q6$CIO=ZZRjp8V@<r6IgjyAk86KX*vG4P
zo|^WQ)q3A1prmf5VP5`ud2Sq_Ogz!hpy8>{wF1Tr>dk6ox1DQ$8|Ic@^e5UVUi?d5
zhMB`h-2X2SJ0xQ{$=N31l+2$;v6#HY7n8LZAb9+dVbJFQ&V@<{*RIg~kn1LDyDLDL
zFG|XqEgVq8SEQ$LTQrj%iR4T*z*ege2St$*EmxD3%mkUnX0qo=9y_F+tIs|hE_mMh
z_gI7jWy$Ftjf%38DICw@BeI{M4#U;S11zQGAC|J^S^#Pp!e}hRyt-7F>iHtUsGE(5
zI4Q)X)t*3>*JeQG`IT;q&T`KSTPG{_hpMInrC5(qekS?_h<K~lmpJ#raB!jSd21&5
zCZ`s=ct=a#2K;x<AdffdcG9HiJ2m`X^#6de?~x>JHs=c&jrBLc!`HW@Hqt|1IhFxj
z^!>*>@XfY%U6k!_|K-S+p2-{Ykv**eCZ*;tte!gGk38&U*YZp87Km%cUu)s4z1YU9
z`1(({E!BTOb2)%NP8xt&843&(fl@M()k<3I*PYr@B9V69uk6PG{k}kyJ$3V>=TCXq
zXk$|cqrD2ym0q|=G|cm(98x1i;&<sRM?UI6=lNh@10sI*J_@`-7#Ud5N&4g(<<OMN
z0ZvmgX|-P2_L;<C%ePNQg_GjeQxF_tPloujSqKO3(802GXK$B5q8^T;8g-JtAEX4j
z+I9HmO4kJW)+FEe(q+~R(Y>`-lzUEx06q}~@X4o?LBpQ*6fM+>{2u^TCdsauuFc@2
z{Xl^ZaknIT+qR>g;%^Dd4QlLXp8?}lx{fQy>XKE)0$<J}oF-bxC&|9SHVWoT2rUHN
z9^~$F2c5)yIS)%pp788DyvF}qGPZ)K3rIk+-8CLD%Kw=kDxf0)HNq(0n*O0DPhD92
zi*zdd2iN2$$?!z(a;?2uJ+J^hGyaeVTYU>l^#%BkG+)JUY3M==bAtn!ms!7s2DC!J
zz?I`%hF^dQBxM7vcrqJY#Dk~bbvVehKIVSTyWa}-4GOtj(0cWiMuTC6aWf(@ZcigN
zLSNI^>n{QeNqj~0fi#H;pS1BGsTB{+kT{~<4ac^Y+!RsY-@myjuSjd{YtaY4jCj@4
z6UeU*v{bX)>}9HiFX~wKgyf4;h?{6cW)Lv8%BBGZm(CJ^>?zwVpC2QjLH7d$l*-07
z<l2e?lA&!^O8Vw%x2V(QJnvV=Ih1}eK7;6y4M~XG_krz(!d6`o2dV*xclo`=S-npw
zfeAPEYYXMqvI9^7Cclu5{<AVb1Ssj3a;y!|Rrd{^@)3sjgZlC1n)=pI=&3AEDvy$)
zl}@yx<vIfITmS*Fn%z;p4`ZO(%EKFYod5~t0o2r4vsH7>I#zj+`Nu#wSZ#iQb`Jxw
zZ43dfc=0F;<ao_kz7Oqq&`Yh8`Ath19R-WhzXX`at_S#_k9};!2rG~(f4)#-Kjtqd
zsCmtrhP1aF>*qhmQ2VpW2RQtvrj~s-hD5Vw!PdSwyO_@PktvsqxYJiPrTK^1MD4x3
z(ijiC4T}l!b=_la{eMUN3t+OUm`&!DmL{*;MK#NauG&O(jXsf$i88?(Rhrd>>pm=b
zaM&l`E#FSOqdGqc{FWl>3_)dyuc^UMZU@!;HL!P}mH&=o@N^Hl7`9U3o1==ONZX)a
z_E9e18S_V#1+-1&@@h;W_JpzDn4N-NyA8kI)Q?R03%feU56IS$|5`A`Wbn|%Z2Mz{
zynY%)Lu!iPHvk|bwHm6w7bhz2T=8u9sr4ghSz!_n{CaVWfDBR};L=rK<+qT=jqD(N
zQ~ZYbuW)Giaf9J3xvo6d7u6nd!@1y?YYKit-}Bx9RL@>3V<o3ZnrO>TUa#T`r~+Ef
zNr928NFxCIvM&HsCu2&$#dWMl4{($Q_rqVsyIc~`hcB9mZRk6$a6WxV`{R-OqSIGz
z--t<mlIX>lt^M0j=)sAP#<E2D+5YP<A=m<Rlqd#4bH1Pnk>n1fdzJFt>_K_@*h?$2
zh;2FO=ntsVdj)E#c;L__A5uiqKuwfCo$T~s?s=AHjJdgmS-OG2eQxdh_^l+p%3Sa9
z?ikghS5!7-CzNO7U-UNw`gCJ2NqJK!LlnF0{SEj75mwf_<Bi@!AkMS^<j+8$#p8n4
z&#OR)DAe!0`EU;&bc>P{U#>GrzBNtnIy6UUrMWk;=N!dBK!2+7*DZ5GHR>|G0MgKc
z=1H}dvMlqT@n0qdDzfQ*gq}1ADM8KOH~?;q?JH94me58=U3b863Ceri8uy;WK{XFZ
z2(JYhk9wn^Z-6q$4jcgZ(o%Qf$-5PP8$1Aae$JWi3lx;?Bkp&{g?!)cH-O4W%1-PG
z1oWn}(27e%$xd<O7Mpvw6~UzZXxi%j6)e};Z1*VYi2tJESD#`*Y;YOqKB9T6m~c-k
zUnwf%J$Ep2o+0zilg3-i6#jz?8J_!_LDOgpw|-s=J?3pk98zp4NkSPfY!IPF?!YUc
zw6}i7@yPd2bTRFbOR(CjW$vg2j!uwXEEU@U1aa%&90>H=e-J!UlfWqRa&xpXC>lNI
z=%g+-1_AYQAe=tduv!V8NCuA4o_^7IkcgXEF05PUa2Hw-)o3Ef9U7mh0en~k;KRG%
zB)pmsYJMF(tev)(NB%IgqIf*AfU*x!BB<heE1qLqFw^RZ@Z)X`u+!8rN#+_Y{@H3+
zBzHw`FwoK#Bye^gJ`Dotw2<i5V&wEp!M!TbL}1=1>)mxXqkQ01aryz#twIw<(a~Rv
zAa2E}C~W_e@;C%2qdS1$^D|;PIfAmm;<hP+C)xvlI_!Ky9_*zY>fKZC{x1s+uX><C
zOq~V3s`J>pw{!xg#h`IZVPhxAiA378Ul0W$Q`s7))<ax6dCCg41{WGn7HbFnA^YFA
ziwNIJS{M}*H3ZBgVIo;_x``1{>MYbum>ce$;e1@9Na`NoA8~_F_c+FjnN=MMdX)XW
z27iDAZj2F35N4%mLld-EDln=I1c{R%y6GL%91jd0u<&}Uc{y)d4?0-osZ#}_71Zml
zu9xo*=~H@w5|l6)Dv4WgacrIXwp{aDeeQ~4CC*Lr4zv$!uy=@U)IUCM3lqYGIimy$
zEicg5L)H4rD;=mBKT)y^GL$@_Y>y20E-WxNm8lD&^#b-b*X;X(C8r@Wv+QB7B>EP5
z-Vd`c2;WTNF5BFYX_V{;7}X#8K>^=g-rXo~xfUPVZXfE5aZqrnCAAa~vQVgIy9Y$m
z_|q!TL}AJJ4Zh*!%OybduL?=s0c?^BqCP$wVL<vM8iby7jpfykd!=(|W)zb$W>c_$
z6FjONgk}Td<WNjMpm;?*zMScP4D4>34~M=q846qVF&jxNq}$m$%dni{yWw;aRzv6^
z>oirz9-rWU&U%#C9KDQ=9t7!(Ilw1l0CgMzaC748*TtYUKq<)ZEd`05nDo;#cZP0N
zEa?^0TW%)L0Bf$N?_%LtdW!d#G_)_i@h=Xrk2bk|*VsnZ^i|N#DWM!lJl&hq6lnBz
zbYoU|esA`U7c_J}hEAT!cL90TeUxHj)Wt<4>mn2?6W*$3Qopw*yVik6X)!Buu~f4m
z@6MrVnHLi_R*>E&bl8B)T>I0RS_AB}la2l}Qp6E^-ZCuDed{Y$$X;mzGh^eqY`vBX
z*ef#7Z&*I{5M+tL`<mMhbj>y>Rlv6RKh5!S+?p^FFlB*dQ#w?rvByW$u{?J&kFAy0
z-;g_Z^Ra%IZ#!TiH2$29EI(IqTY!bhKeWE~j#9QSzQoj-Dt4zvX%Y9dD&=+uWT4tH
zHP!O$n7^0&6V%w0hgQvASEO-#qk17wjqP5R*cR7H#oM{B-e=Knda}@82NrqQFw7(S
zM<(s$OGpvz!v6L>q~qKlliK;?Bo+eW&)Hmu;t9&s(XiQ*-n4oj*dOhOY8`FS5}p;e
zmNe4fkmqR&C>v@57Wmwkns2Iac5g!@vxjrJI)g!uNp&88K8#!)vGkWGi;NjdxHhEN
zcE-P#rcE3=S4>?r>!N4vGhF?NhW1SsJ}~ISK^mRNkjYvBNC?A&Fz5l0ewh2W(Zk_G
zhFDG`gCRmne;>iZr$(v5DqwuQrF!d~;Nd$tOvSx4@1C=$oI*g=2#+pP!vA)r=z37F
z+Zm)16vQuz=B_shy<yn=1c?$U&uQ=QzSChn=L~9<e?R}=eX#Jv5x`d$K{Eu;&@mA8
zybLXzDQ52Gw&?wR<BCbYd&#c|E31o}E>-3BQRj}V^Fs-5+iM=4ObD_V=L$1s{PL$G
zL_&5fT~O-wn?3*Cf;J)$wV>JosD^d=SO)JMKlk&2im%6>>hOL<PWO=MOaJ%MOLKUe
zH@{oQlt4T2dOPQ-aT=CxKwX;Vy8vfK&&arP&E|bf)mX)R(EXoA()DVO(4%FSHz?<9
zAT4RHJTD?L8)jNd;aMu@UgBkMZ$wp*=#tG!%bkKm^Xlwv8vs}1ox#&A{PctTWssK^
zGm5<OhhC>X_e|i16UZyi8?F()Jw_9pAc_}2&Dca~nx)|K*Sohrp@5Z#lgo-HCESar
zhhE^v(C77E58T7No+v0+?#qR_UgF%!Uf`2h?8v;fbz}}%=|?|5!KI(<9kDny?iBLm
zd|~>i-Ugq^0}*M~n>o%9n-cuy>?>ezGY1gXQ<pQb_BBdD_fhh2p*T^ePj;@5vSRu|
z#w^5=Y}~ET&wb)iiKMsJ$&KrGeMV!(<~STW9yD$^awAhd%(M^ag=b~Vq5_BF64L5?
z1(hKwyQ~UD>H7tM*KL8u({SKLg!)wGq@SAMHWVvK1a<vR?d1_cFdNAtR_-t?l2r%x
z6un^3<I5^rZZXnx;n-plq`hsX!V9!ag(*m%b7AKi^8DXAm<_&rW<UIwFXP%+yfh5*
z(Tn^nKx7#pIs`$95B7W9Y>LG;Se9c;v|T^_?2PH~!Z(jAduqPe<n15T9tHqPZ>ibD
zQZId_gdtP+9jR7!qB1AmlJ5JCdNDxK=e56nreso~#2D^Na;MTeong<>2zI^@SGEIb
zic0_DsH|VBF6XD;a#q{%`u)oiP)|@`eIMxB(GEz^AEg{gdfl8LfI%3Hp%m(FP2)<O
z^e5ZZ1?|xi%_tUFKDvLA7g$pqDW|LuK-?h_PxM1pQyc@N!d%n3Aur2yz&kv_`mO3I
z_Vee@9<IQZr5U^lFi~xAj5!$QV?kCcH9nbVAOPmPV!Qp!*4FS+6vI}Eckxovyg~o8
zp~x?Fi8$3-2{o|*Zbdp3<7g?qs3n2ry)gNgR|G%ymqqP##8uI2A2Y483wdKA)K-<^
z_3>RLZw!Ew?zU0>PP7pMhTZj$6wqOhRDzm-@E9U<4mbMLx}`zpN56@fsQWWEQrH#>
zsD4y<KH4PVwXP&8nQ~I@sqz@g^i;@)(^~pYrwoApb-gRsj<w`w6YoF=zGHcIu9-iX
z?6#5HMrE|8R0kbPX5(&n^75<WXrGb90pF$30?nR&J$`+a>}?>dDONcb^rkGR0I;jv
zQyvyflbivMDnJxVj!7sr3>>7)<}Q-{J-TZrm0ivUp3ZNBhalL#?QPwOpHnj>rvpS~
ztOpR+t|4**Oo~n4K5Li|n2A*yQXLOdn|7^9wJHEzGw96{gp}0>W^P<l-gMM8lMxul
z9Y})!7iU2G52$f=N<r(@iCi|rQ~4nL45pwk7&gao{rZf9U$EOR5K)xYxF#D~r{SiW
zKj$*gA*D9w+Zg-2s}b@vH8aK|{cZeUbH&8U>Uy)<*G2(1pAT`&)6LeJUb{mZ_4v4s
z)MIu))}ejiy#q+stf9R`9D4_}Y3qOYVpOQM8#HR$>M59y6-^rwS><hMRg;lUMEX0_
zh}|}RwaXGGwO!u`w1~dABK<73dj{Y6dEzf0D{exfO(|ai)>u-E`Kl~Ausq;t?zNvi
zj)f3K)Oef2X3kfTa1tvQ9a!|PKiyLOfPE^Xrr1G@@@$(1(%8bGqH-Njl|j8>R(ZV_
zBiwlbstmn~SZfu+2{{#|u%4pLp-{q|3A*2^fb0hu6e&9u$x2=c(e}%xC&tw1{|{Z?
z9oA&_t&3ez!~!Ttvmi}CrGpfug+y9t(iIU19qEJsDx!k)CS4!_LKQ+sh@uFJfP`K`
zkxmG`*SkMv&bjBF=Xd{`XD0Kp>)LC*>s{;R{n*sHYRTazDgM;u5(Klzn?gbJRiLZr
z3kp2`)}6qqXAzW}=lrk{WL(snBfWe9{)6^8Xx~(Tx%?Z=K2Rz+i_>U@GUT9bGtg_$
z0|~yECO&EG9b&Jxh79A|i9=q%IXGY`!x|cJ8&Ra$^2k_#9x1OzZ-vCsGM#p%gsXt?
z9wK751=chqjo(==n=0aGIr{H}uJ5qZ6?v(E^zD71*z}#yayX+_DPf=q#H+tiM!6+X
zoiPSfo466pNjG=8nz495pxocOjUtzMk){%{vZL6;uaA%)jNM-=?<rO`+i}JbcA8(>
zdoPe&{`JytY`F340{1c#*hXoNk`$jM)l$cyK?6C^uTExbDkI0Jyx<~34QMXA0+94=
z0!kiMQRF77q~uMsXgt}!_d~DqdA{0$i_;2#pFpo2irD^DOeaFhEwVs9))>U+v`GcZ
zM4_8{#DbpY2nb0ycL9pNMnlAtK4#Np_yLJXNTSec*S?&bxxcqgGz6N72bKCfeZ|iZ
zP~>-NJXk5$swpSF;GRjrqp!xc7Z0Cft(kEH&9>*O=-P3PTdIrBt|#v110F+F@w@Vq
z?biPWK<9nw-nRf*OrZFu4Gez!XF0#U9Vnd!DMQKtp#tDboVyEZ5_*`Csprecpu5w!
zcjB<s=8|f6Ex%~x*J=l<5UJumvW~Y3oPjzKG+EYuFjZvoz%?3s20s7e`}b^bxA`}@
zFONkPcjVDTW!>Lg!h?tl6g$SsB_0oW|9?AI$dI3`mJQC8Q|-_JAAKS~c!LY<_U_K#
zy3gWQ4IvY;SLtoEb4x(Gh8Y8PP{r_H*#^PeK)ykVO~UC5!5FkroSXz7kF>Yy2bxiJ
zAhLN7^iR_Ymy`-cC<M2+Wzdg;E4gXa6t@)Tmv5g63an_{A+4sWP8v^}l>2;MA)n*D
zb0-|s?LBQD?up}d7-e$MHNH1_4(yNr=VoB$0e8Y0tXj%A=v_F(Tebp(Fr?&~lO$b4
z+-7t-3(bb0Kl^Xz3XGG20v)CO5$M(778|cE@_tN+lf3a-XYvBT>KkBk0~$^Y@y{{A
ze0<?UCIP(a#JryR^UzTU&l<OREOJLlnFPG7e4y(EL_WM)mLNqDP_eH8Rj>lRm!y}7
zWN8ogHNv%ry+uwV53)XLL%NowHoDyX^$yceovBPe)(s701B*M^X-<BC2-nK0qC$X1
zBk~|&r^0m$!8>gC4?+D#$ja@1{G9Oa@z&-O<&UkPvUH%UDC#(93~9JXP9}{q=s$1e
zh8jFVZ8o;3<wGU5-GV^${Xv+_+6RJ$`=icn(ArS2ecQz8>oIUe9CB8fN{;#8%LUxD
zZha_$mG8%upSb>x!9c!hwjOJ<_Qhbu#>fPq7aqQ;1Ye@qoOC9zwoU_J6==p(D_Jg+
zYtZFDX2pK8>(dhjNOSH~v|g^BfWZP(q7FrskkZCcwd>ajW@j=%%3NK{29gOe0*Zu;
zSFWJDb{%R~_2^h7Zuhs+)7;N`tOYp`7UHPwI;@*tt&kF9q~IPv_ukz5s2hUJ(XY+!
zntSIQOH3$N+V{}?CNF+a5%AKHXLq2|Mbx7493<Pvub1}+Xj|e9OKl_-ra*Jy*gO^t
zs3}f1e<*pLK{QNmuObD=ue(wEI(fH_(tP@5Tn`~IjESD~4ZpiVb1r93Cq1#!hx28i
z2IlD{2W>l_!zz%EFP{>f`$DU!!v_eRl|qU7#vMSO$pg+33aE;xTV@`+g<hQ*ABYS8
za)O^`A@~6f>pP@6?sIoHvxaAPQIO4_0CC%CK`PC4_)${kt)b=vv^<=96USHc?1ib<
zc+3`1O-UYEHS<|~UFABR4#Z6`;NnA!A>GR7&!B$p2|ys`Flwd)uRf9m=r7trwHxW$
z-%rszP>;Av@}I}uUHwe)#lRD`RXL4b-}|UI!UK8#5OX>4NZ&zAhm$j3vW2ePb#w^<
z!Zr0jZ(x9EQ*s@YD(?j9by=Xh0sj80<6EtMdl~YVC7)v<9uOUyl#YhXYBX3>93*6M
z^Cn7Gl;$L}QWJRc5S=Rp+nZXbkp+M%ddY)@tE}7abCRd5FNs5mLixdqBhM?1X%9mk
z=<mXTIOJ2PZ*qLYE$%nnDk>_{^>HM0C2-1~7aIr=N<qVODbIzEfNq3uU`PKxHS7))
zc`n|3*toDP3exG#;G7kD(B20?iBVc3t#$kbF8I+Z-i7<bqgjuq<9t-ga=!;8GJ3hb
zA<QBJ%&R`<^c<IA2n8x_FXMLwYBqzP84~9M2m|H1N-}@&$_29A|B2WDT9^XPM<wWX
zk=!-~G_+f{nKMvD@>4);_U{02lR3i0R;c~@K)v7-B(nK0{s?Iq36~H-H&zG)1bsRR
z{Y&U*o@<*g@<|QYM_&lK!I%>qj!^RRGd|X}_vM93!faC$`((`eEe*q34Zw(G6@c!R
z7kp1%W)U>ZNqU^|%w`Wr90fsYBbvWr1t<)t;*qtlACWjX5K;&?_1kq*OS#v}Jd=8U
zTB(Q}k6n{eFvup>ehvZ>*7w_lx&rUZ!M+tlhElZx__gZ&ykL9=$~HZ^BRo7?TyIxv
zvI7PaOLYMfJG1c4Q=rEU-YuFNNohs=haSC9=ZpuHX4kG?ccB*TCfu=kq0vN3-QTB@
zPq^xI_WfAojtMw=@|^cPZ2lwZ*dfOIN3p@HeFZfb)27m36QLfhAkJ%gisx{brgg&y
z(LyL}bNQO2>dhmEF2FJ^_K2k|3BOb7T6%B9drgqh^vvmCiUzs~KqI2G_Ny#rYYJ#G
zx7A{{^O9$qL)Qk=mFdtfk-+w$tN3ZcJ<@G^Y(trDIhc81VMFAb_6aQp4U$0tZ?e&u
zY9D?G4AvV!5!<l#0P>EFySsQyn&k;^LTJ`0ShL7yppI+^{)J0M-Rsj$M)9l4bi(!Q
zG)twC`mk4ik;+4yTuIT$D6HcN)g!erIc^KC^TW@Mm*i#7$IchknilVVC}Wk%pW!;~
zRb>S2-tcCS7J=~DfIt8eT3zb%fEe@1JqZ$iEdiR~!1N)YzCQYI(r<oO8*;^iZrCYv
zXKBW2?$Tku%E8l6hxC6jPbcn?LXRb3Dy(&`!b=g-ul_6sd$<HbpWk?Yk4`xiJtt}3
z^XWbpBDUijy<8q>0%Bn6D7(ATo&$Q#f363pt*H6;lgYA}KAg<Wo5}$7Dr6Ee%>(SQ
zTz#Safiz}+4!&+377<li)!b-}(6}G#G44W(uC2pLzh}c<2=H4P@B7xXbKSssmS`MI
zit#JtO|SMl5>epo@dh@KZ0Icc>=%P=26pB8ojYwdtpk>GPrn0J45Skd^wBy&n`vO%
zHG#raKA(O;9+0rn0n|fCRE(DC)>PTv5&s5VyJs3{^k)f$+&^GuL$|0VBhx8ggIBDL
z)km(bnNM+#Mv1ICc8x-?`|y<|*N`^QQs!rr?#E2hvR!=tZ_N9@^}!T~zXA1-K(*f#
zFs}I1cP<A=W<YcocA$X~!ymUUO+D=2jVCFCB=uHiYIGz|vLshXjVjAlu1-~L7W#yc
zro=5paj{#uj&Z&1Qw>6cxI~t?b=Pue;$Ni2%$AN`v`)A#P0PrK1sayuTepwW$l|v|
zkwZnK@*}to3*M0ck<2$DE8=(ydyVz8rp2eUy>C~!HaOc$c^Zl$icTHW70ac->1i6d
zZQNqK{dkY{XlF8d=&-nCxLO2fp^ppw`RH@LlXr9g)~0hn)$}jF4wU9CG?Lkog{{A1
zrPo$Jydq7_k&38E_vNg_p4`>VnD%{q@u1>L*8edBO*m#1jgV26C`=u+(hp7fl%@5}
zZ`E2y@0bEL=&$yvp9#f*Y6s<tp5iaHXyjW&*m=kcDa%{$Oxz{BgE)VuGSZ$ds%vu{
zjk}!;y%YW(&;Z7a3H`W&c(HuxvgWfYPtUrD?e_RH#oVnmtzE7VW0#<|?H#Pr>vN#H
zn4nrN8mBHKRmjn6F|Wtr@m_c)YbH)8-Fy75V_ivm#x8`<`k%fEzH407MUSASI-AOs
zsI&BI2g!XkSk;ct1qe!|{^C1ccIrV((j@w?JT${gC1|A0ZuaulUMHzr9AWiAnHuI`
zr=xcsm3TW@9oAK7yXIAefQAvy1*Z08{M5<t0xwe=HzL7){w~VcjQ36~fns&-^wC_E
z(dW$Fy$2DyfB7|Ne(Dl^<GT1>ww5xJ(~wiHx|sAtPWYoz{rf`wIjJ<iwbUhRKj_<>
z{6{lr{0B~}6rzo6?ltz7VG35Lk9jxGSoMZ=@arqmHC_5yA?v#+7`Apm&MJNYpt(kw
z7cY?O^tdfdvc1t>cx|;BT=nn6?TEej9A!VlN`2>dKmTj0A<!OHAAW^R;Xt@~OZ1DW
zN7NFv;a6FgFOjdrmUdkcRZmszD$E52?_jROFQNZo`{heqq6)mUz@;pIUv+C!mRIz(
z@Z5=Ov`2HTMvIxd8w8&G!#J8h7|xaZSCOe&$W`^0GSMM8QT7%t^Lf|qmw$G&W;>vZ
zDn0$rj>=m?)BSwWSiWl977sVF>JPd@>fq*j^GZ0iwUgKAQ3#*nGh?fN4&Yz_G?wxQ
zb-2BY*dTqW{#ai@HNRM=4*D~VC8ye3bJuv+&QN|sCV1iO!FMmQT&4TK6JtAJw{2S?
zGRjrg<}()<_)Le#{$l0_;hzbgy;HNQ4|2FnU`zec0gSQ7F+wq@DZ9k|0+DqAWlj$M
z%Pe_`3DHdzvMK)_>{HNBw*ypEf!T(4xs^40>n7~WW`u{)Sx+aa6D?a+cWdJQ{Vh8<
zSzl^snW6%BZYXuTmhEo7ESb8fd@VJ{r0P?Gj;lkRh{J#H<(Y#IE5$|!?p$Nc|7(}H
z7F{xnP`;kZ@~0U2qnnu5XPYm60Bocvf?Z#DU-t}a#Eno&YR_AxTqor$zK6-WVs`KH
zF<3g*F(iISPt~Wcy2e4rYC{tG_N1aNXws#`r_<HDw!BN~Q+*GYy~xgjO-zh#t=OYW
zJgBHyxDEZ(iZRz*KU6uoq)-}(<Cu%>+OKOI8&&(TH;9JYt|cw}b6Pi`OYT3Zq+iaj
za+;|e{1&TPj<}NLRb|zvB#K}}65vY01!4d0AN#?m&vF%p2kzW@jiZ{TB-~JAy=5N{
z%<<JQa8wOyG_o#6N)VwD--8a`unfFA?)W|@BafY#hHCW9Gtp(O%dV~Ah=N=*Wu-cW
zyu#57+Tb<9Bptko?DwH%5gbo|AK_NLdVXzn%oDXEKq{zDnPYx_{}C+QTa<V5Zt~!W
zlam8vBr4dT?b+6`<E2aDIrgT%JIWmAT!X7=k|7I^y?ha$*}hNMkJg)){OJWjVZ-j=
zP|?imRF-!5eP+=4QtLYrEm9U&;un&I4s6n?vA9~AZG3BVYolITG7Fl+KqxeanjE+2
zt<Z?WR8ig-rw70cNv(u||G{`50JSu;D^-8<pj*wrd+4|1f9>|s-tN&*c!pzis2zAN
zotUe-`17-0x(~CZMyIFh&5ip&hun!DTK)B0my8aIFfS*yRd4nx%GG1KM@(b=OkB~a
z_GYzTR{wQ*=9Hneq5FTVchC4w(~-L?jw9gMj(kDo4`5y{LoA{%_9vAO(bQ(N(M$)f
zCwFVim3?c|-oDq%Z=62Eb-l9~KB4yEWaYsMLZ<Uexk$CzjMQ(h-3@nX))2|DpQcwY
zi9OkJYnDxZukqLTV63O1vCgC1!a6p&CRZ~Oad%{}JsBypjDpS=Gt+^M1zx~R10z}@
z>|o^%c0aMe7dErNF}bQh!4=8iHb%kEpJ&TEg?o!Pg9{&N@?3&7Nd@}7*TG6x_sQ^<
zdJTB(eqouWB;o?Jq0c|Pn5lN+X^Huz5i#&X|IaGWI@q(N#uWH`@xshMM;UWWKYY)P
ze$AR~cnztqCy?TdVg2VSI30lo?RXj(dW@2dZydpX{n~V*FB18g8y$!M`}ZqhSBkme
zpAB4M0!zW^7mz_7j7~V?Tt@xCt#+A*D|OMLHC)YPCRT6pttN#c{1d<RuOS(`1HLZ5
zckVKHA!|E6rV{KaXHb9hk<Zh?*X>Tyoz<DQv^%J7|AK+`V^igEc*oNKo%Nem{h4?Y
zy$784XUZ&dahjjYr0bTz8}kx7?tjMJC=FS^9WEZgG^o^}cw6;vrQ%ZOB9PkmdWDS@
z$EQx3n2;+^wR?&kbjS&RbMSc$&9@zs{CICGtNy-u>`!_)9uGb*Xf7WNXExI?s5WbO
zYH%FdbooI}=uOl3dJJpy1FqXA*{|m-u)9_<=HyvyRpH;_2IrL`4F>Q={9^>it{%*j
z@q*y$zH*Ld48gt^Hob0jQl-Z8Vy0{}pM^08(ISrZXfL#pOEd?ocseBfxO((2agQ>A
zEm*?hwUO+&neGAR_YTsmx%K^FUL^;K!zJ#6FYA8{7jcTz$xI{I@1aRaPr$CXWFQw$
zmg3JRJMSiPRZHkYpMHLD+vWa;;r2C2ST6uOzkK;my7`Z8?QZrz?<#JzK;5JLjTw`w
zHBQj@U*doCkY$M=G9xwJc(c0sA)fwh)XaLU-g~`~W&&gQWqu_^)fgj$S|BWfONQ)1
zY{#qf#_;IKztKq5GKc3l>|53Z1svn&yZbOdhe?0Pk}<CzTEk)FdEm<IAS_Oy8ijys
zWS2-@+um1gPmN*aEnZj9AlS!>Y}4Tv<?)o;yf=O;B(KTw;?KssJyZHp>uL95K#7sL
zh~x74n*GU}s}6?ug<K0WK816JtsRWr(VS0)=F2{V;B~T;0UvU(cLMfvs}`?HTGE1C
z8`VVzO1c~Z25-wZ6Kvbs&1yxbVj13)u4PxIRvs+u7z1>z<>CRsv}tz8Z_)?V*Y4GO
z9qZ-1RAo1>=s36jcWgCD8d_D!1G}P;MGvR={p@|J7aC=Lc3d}%bNbKpQ8mL_Zk0)M
z(h`|jdk&g4XEk)v_E6)O(Fs24AGQlGN9oJF#J)p#7`2bN)D8IkEhZ-&j6f1{Bo;KJ
znT-FAPE5LMgsZw|{YkZNE6e!j!vFi<-`$zRuoiPoJS;Zifc&8^eh15{ZH+~9ys>+C
z>zt3O)yyNiYa<XU>CX!Jgd17E^v(K4)u~bH6Lv0~7G_O+^@7u`)O##hUEeHizUK)@
zC5L}2eF}|t1M>9z{cP?j(w_ObIT~sg9atXDbT$t8p*FdHORVr?_(y+)_bfOxHLKgo
zrCu(vfvp1%<)Jrv_~pS=@tVB&Hh%=#4w)yiD@U@T;$)hhS6lh!Tcq6v8z-w0hS$#g
zbnU?_<HMx#EJq~e31NlEd=v}5KvR6Mv}WW$)fhvo`P!I*SO-rt+E$Uy?P0^|V0BVq
z7<`d?DKBwv;`N*xK?XNCF#l$|fV7h(HM4iN6MQggQPq2rUYc{)>4#;qc@V@22mRKd
z9pJxV45Bg{sg<4f8MW$4%pZCrp&xr9RyE}Kv#M7LhGIyTL1RN{)#nleo!dVAw{E~P
z939j41o%=s3~Ny0<%!$z+m}L4c3w2GF*-DTge|Aq?ytpRl82i7){lpn1@1$<&;*S9
zzkQXK@PL4Fw@L@H)VPXDC~J{mMn;AVnbD%I!jt<)ebaZ=NWJ%3e<uuRVefTeiqX*X
zYVnrAU}<1`{t@Ty*4vs1YfD{eSU2%HW8p+u!K4+qT5aE-Rf~Fj^R4H~<omx@ODA3P
z#j@<2qH(%%%TPff)2xJ5`BvSNuT?c}jAVB=M#fXb05{8s7eh}6-#IU;zYq2>H~xHa
z^l$RzOY>v&qeyXjg2+oP@#~jgb8mbTf}4G>7<=Wcsvf<!1#oROUdgY$>^kx`%O5(n
zp73t$jIb?P8@JHHh!0Q0G*TJEneHB%?$pf-kM>_7Eueo(-x2&@e`V*1@yx`N+X;?Y
zBq6g}W5>^nfk4L%2g+>tIXS;b30ih!YuU7=zXsTcZr-CikcPEkg;Sc*))|_GJ73e>
zX}pK7;k~)7(7%{bYqq2YebxR6&*C?}LOGAK*=x#TMeFyz+S+7mX7a89H){3k`(_&%
zyG+r}JqzQ=p;RHTAzxA@hS<i00lZY~3-nQ0WhQ`#?g5`<VZq4+O)Z7PV1FP!!E}3;
zEeWeS(@U^QS-nIv{4Gc~;<$Qb*ZvJPjA4-E<8lu2wUA0J8>e7bYA({^l*W38BO~wS
zbQS6D4mN%Lwz$(}MsH3j)48C;tN?%39jyK{a$8l7n;$fa#JHp__i4fAeosyng!)&F
zOcMPSv4<dY3MpB;=@b|nShXazZPt?I_II=az^%9Vw|*5+9q<6O)2rSD^-F6|C0Uu{
zP(gNfcGJuy?dg$Idzyyx!I$HFqy$f8VdD#72)Q^`e9PJ=9{h4Ja`Y<lac%Oa5n(wY
zONGorCcE;kt7`PH_V^r9nx4F2eU8NI?H|V~U;Xb>5gs0$eu=vfD3ze2qyIKOk0K4K
z@lS#4mZt_^epU4l*IJpC;tdz7S&4*dF9Gmjwz3EC?*g|?&}rH-ApJ*-z9}B+Maiw6
z^anK86-wi#p&?$-dsH>2Hr>LEj8|@13%E!cdxI6KhMicRJnmEbJ&$+GDJ!9iVOvG2
zvqa1SZq;>dcj&hO*v#0$JxoSu!%gp!La>hV-aOuvIK)bGB-tP^JrK2T`BRYMJF!=B
z8?JYwzM;W(;&*)4scCZcx+FJmjXeO%FG(iT&|rDH6{~DBJE&^BCE?2@vj*2NB;|y?
zr0B~{(@QV?SJKo)MfRsdyL7gHAHw%G`)=I27~axhM0Dij1YWSeN<6#`Ji*T>wG+NV
z>ZYlam?gKP8IfWR1J-H;A+7X)Qmyu00Kb@<6abCI-Rnnb7EE5;M>hGX(%*`iu`tZ)
zi?}ARqsh{S?33t>l2J^kdvdjF;^9qBOrDEcoXO17i`pXQU3&bS7?-}|Y#A@1KI{(e
zQ?4&XF|yn@1%~YNm4cS9UygzD4ipOu#vqpS=g)Wbr8k6ebc16n<OD<*8Xt_@MGm#C
z9aqzeNuqLlAcj_=K=7bGF{=dn?sM*zpMs^%d~7Jp$7jDRI5e$7p!&OBKCoE>)_+OM
z8mV#|F8lAA+$RlEmtOf)^JCOOZvRo7<tyCsosnz<tB#`?uW6qpT=0r`{iL<bjiP6J
zJ$pqdcsVhOTf@8RbmQRzn<B>=mmY#M%FG@vK2K}5`T8(2YIco|_^Ze*)7<D@UO-?u
z{Kbx!JEbB?g?L=aO(Fk5LdDX@9|F=Jqfm(=z_d+`_8N)We05*7H-^7Th|$uLBiE<=
z2jkUxx4P9VsPf7hC3Y*WJfb2ChsE;n@Bj{Cx;a=r586}u12JI~MdD95U;n)fNlsq%
zh|{Lp9p6)EWj_VoS-cQ&?4=tz_xaZNoU->vwPTE@JOaBGRq-q}7DR^~pBULB0-|A*
z^wI%r1!o)>Sk<cY-pfda<xK9oBq?UlsC!aItEg!0ICC$aNfZdTd3=SFrlzdNtu}YJ
zmvs;9?2fDP@8#|d1w+x6!MD7FriwBfjdDQ=9Y!|p)vnFU$O=clszfti)8E7`&t7Cz
zmNr|+u5FfVVzub?lcI;FKj5}k$vFxv&!2ITJIiv?ub*yA{ZB@gS?OBc@1#jqIYGX=
zzb6}R@r30l(eWvB0fX8m#SFyKB^`NeGTSZ*7>e`*ABW}=<2g=I_8T&v9@>cTw9}nM
z^}<k|E-31apAm%8fbeog?0Q*Y=B9>QM?2Xj_mQIY5Bo(`-YwTTu~KF+MB(mQSm^gp
zf1sCDaA+@Tu@C)sr{3ohDaXb+aQN^^Wv<Q~UBoe3hCcu*1>*FBF6tyuM3~nEa)`!L
zATV-5T?<0UsK6BbqS9?8`=8RQ4h>xeprKS%41uBq@D)mmd#A|!&$C;^TZc)l6AlD1
zl(*Y2Z}-FCDt_T|mSFA5M0D3m>-UF^-MdV8idGYNm=fEU<Ztuw-n(ZEBx_658$E_F
z9xbX6BI?##gI+(K43Hf`jqzL@dZJ%@>Q%E&yhy*LDu)SgGy6?0?blQGho*^r@wB9~
z-V;@Qd?~z~YA|@`<Z@YVbE5F-uR@9&xQr^>kdrf1G_UyCVb=zqvf~?~o?0Y+s2L9o
zWVYhfeZ#-JStpg-?}0>l*Encvo(?KDt&%>1QgZ~<C^<bn-L-+uV{GH-5t{JpU(=9@
z4cKia)lO;Ye(e?*!7NI)7TzcJCTivxZQyarTp3sd{MoHmH+>!{k|^h{`JTIN&~DR#
zpHu;hnF`>lcBP_SL_OL^-mg7)^3|J~>1|_xdsNnvS~+x@OmQmM6}_B%_gN4~EyXzB
zxOvl%3IV$$h&f6xvl1T4E|UWu7d)iQ26`%Yl-V0`adT603u}w(0KsP<{ShN-*aMl`
zhD^KLvX)_ly(12n8xW|MFyr}(K8z%6l0I`w&-7AEj*viv#}dyJUMu2Nb2d5sz<jBr
zHNM+60!zI@Z_5~khnFbiU)UOra0j>!0R9Ib>>BBmWd5|OFG=ig-mQDE<j|hJb8To2
z?$~wO<g@3Z<iS|)q5-EhU(<DCVFXIQGO)1N9LsE#Sx<s$9LrY#l`F0}er7EipbeI_
z*93NrpJV&V^EdVSMAT+h(mTfVcyAB+c1=gsDZFyEO3Y#DDUJjg3%tgJT~p8dpGUD~
zf;|qU^wtJi>t(r_k*|dXz*7O9s@w~^mOmYAkF@@NVLkHcam}Ba0)V1q(JT+j7uU6P
zqdU7Zl5K5(-=0wYg!uP@c0PHsSs7uerj^-hW#<14Bp1}kRc`rBfI2?jMDPVF_msO*
zQhn_v_iz5=e?{qsH4QQXXBM`tUs)FCcopEqI#nr4{Dtgsc5gKvwry}#ul!8PpS1hI
zz`~k+NPy2UQ8GsGuhAiVVHm=<{=kd;Z)XcJ*yD0fUBi#4w_M&+m`gIzuEv^Dbj@&r
zONXlD-XqBOev^1WP1hIwXxnRKQSF(vOa{Zo-dd}7D<~t>mJ8B6j~o5=v`+Y7TUAhL
z@b0pBhw~<b+#N~X45m5F{&LId*QxtmFQOh6fpDX79;wZ?<=v+4=H*y`;4!>$PjQ}1
z(li_Bn@vyS5#)djOzn-^Fq=)G=@&R;a!QN4N>Isy0!k5q8r9KQJ9p`ErYt#yDLkQm
z0g=KO9=d0n)mJNtXx-l_UrT*I2_YwA3e{ots6UPM-fLMz#>5YiZG+Q6NN{?}s_@R6
z@A1oxMi45skq*GX+6>%_C~P*oWi6^2LYXffhjXt353vF!@7>?2E3yvk$b9c16g=n0
zPN_C^5G<<imeIEQxp3$Y#qqTj`B63F)+cR7x-yulTE`St?h}=_d|=vLDIUTg5~A@j
z2x%c<g0W&@sxPj#fVT|(%?JjX^YXSF8yLYHn*LMbzfymNlB4sa+uwCIJ=tcz%T8vy
z-S99H93_r2ignU)pCVZ6?q_x9_#DN;d~J9;2P&66B<aenuLl^%f?L`#oNY?nT)dF(
z=U=@k4E$>QVJik`RO?-^T)ih@jx{;O6ZhKg3$147lH$9ffY03>?2acJ5mr(;x^09Q
zp~y*AmrKe!&4jDUy1(fCS~{4=ll>oCu1?x9x4s*ur$C{lysuVqnQOlzGVDCk^N!W_
z*HY4@WULuS%wG+#V2#T1Qe(e<B`jN@YX&k3ep&S4WO?h;oP#~^yWlVV4ztZ?dk6x=
z;Tm`L5M5&HrRmpZUA(eC4Y>MB9Z+h1*klL0N3ncb^iXnxQ|?Z?BMW^b`y)#;OD9;9
zGW=U2!nQVw^(?*ng-hC;60lc=d3n7WCEZOj6#T5gq3MnK>W&d=?-r5cBt$m<Tm)aq
zJ=UMk*T&VKteakc?SZI|{8P-m?00Yr!>8;i3J3FH&>ARUW!p+*Flp*#N5i&8)KPXC
z(^GoTy3xUmbV+&KeUupRia5q%Phf5H$ZF684En>q=L}f|uYiCa4udya6Kj2$Z3Wt{
zuxN74s6nw}V=JGTeW8p^7bjgy2`Dt|C8_Ac32#(?THWhaun^{Ciw4HdTU#b3m{yLT
zlWczstKp{sg}}q70Adl6L^L7Ge#qsLP68vp{y@}R{$j}G9>ul@op;_>pfj~pJ*<iD
z_9mb)t1T^S(ZZzJZfsa#WLfi~1%1RTf7i!N@Pt)Qbd9?<CeB|(vNP=zg6hA5S3R)(
zbH!Ar_YRvYLNz<NwlPz5bhCVIlq=CsZhwXl44S?FVYeR&wS+oE{21Wbbt-3Y=>eXn
z*z4mbY~-7Q^yIg^3tf(oKwj?9bX1g{ZMRlt51_t{>BdY=x|9P=nB@|?$;J0;Q;nLK
zd!OC~(p#th1;ZDGhQDL)l368#+m3??%tsu)Tf^{ZIbY;6zGRl4U=CoycdSRTyGA{S
zrmxh@<oalVYw@>OW@e$qPG*s8W2>(NPU~1G!0tM>qh5QjmixKh?A`3^ofUC(Pny?D
z<<l~g2b=3JN6UZ9?aEDHulU*<dsCc{TdPl|n*>QOh%&tjW4Ae}aZKT7t1D~y7*2cO
zEjAoB+1-4sLfQ8nO5ItnLSB1?&O~WvmP^@875yY?yx<};)pGZb#&OZkH@jDis$0K_
zLy5KF)?Z=(>2+{aO?#b0MaRNY%VIL+__;1%H-o}I%9BZ-(=BDYOdSUY<Qan*UA@i&
z!8LZ1<vCUvu?T<QXL4piDe6Qy)9mgn2Tk)#zP6N*Uo&AUeL1!@q$C{<=$!f!PoIf2
z92AiGq?6O$-a7}2VA|7wVu6K3V0RHGVcP&zVGb*8PpoOBgAvW1@WHGoZSQhRl4*er
z@jne$SM6*dsKreA<o8kYE(mC4`^#P#(3xMi%}dvLw{-*BlE?hU$}`f2EE1|gIb-+u
zf%|`P3vplzoyvR!IPEP@U>#Q-KEmsh5211tww~0Rnmh&9Lf@bo5A5KV&WTs<F;kyV
z1-j`qEO7+LP9b8lg`lfUQ()s7J7;vG)axNFfOs7@bXf);7)lt!RVVT`AIbMM9L0u}
zwfAFKa+bhR`c*Tt0v2b9%4g37ZNjG<MU~%u=@hx7!cMfhWl}`sYuc&ctIaEO0wD~#
z;iZZglTTR?sP<XY`u=pnB*^FCc*Ee*mwKqGMWmH|SS~k=JQVj!eA!ha;>g$gFJ{Ok
zpG(hnfy5VTBTs-?dm6wmqrYmlygE&7#XC<(b!o0fMi|Jpj<j2?P)Q~U<%|B{g=S=A
z&eYQlHtNJ%!a>Q7zfiyDa7oIC5<}a&$I^d*oB?I?%1k!w>%;mZ3n=Jq8Qy_+#RjTJ
z=!KMvn+M5RmU9^MW7<@0+!I}!Pa{1UtlAn5lM)kS^~02(tv1bISY%y-%bwA~{0vJq
z<O&C^j$!v(7{YJfz)jWvq~xh3MIu?_Q|>4)i*dAV`#B)zGZ|MNtV_|JKDG461H7tE
zs7NF-pKVeusYvM^ZwqP}M|<fH1zew}RAf@0Paw#X&=^0G_wVrhs6)tInOr9QDr|QE
zhP5_&Z&P<>DM5!=jxpQNk?+fWcM8@7k}Q}lrympV{X0g&b#-lCw$IW1nlZD_ox+*z
zxBaD}Mm(7wKH6%IH0koj0hH^$1h8E`KLU?rt!#MYuC5Pi3sNx&vE77BxJVLT+s<22
zU=-!o6dB^Y--ie8-Hgem+J(v7*mcShDa&$o<+o}-aqQUf?5tk-;WqcJk7n0(1<pq}
zC!T_-NqFz>Ga27zX#PDg4_0FNQv=xRN_{RHS=PBd;-+Al^>p2nt(me3?_3Rq2W>u3
zMu=wYA#l|FnhD*UbZ1@491{gFt~e3&hiIQb!c4{?Jf3}b^t?1@ek?C%GhVgH!^k!Q
zoMF%0)opeB<lAH3>tSkwO-EO4P4BmJ*yo-tg?pFyHKL(i<(zz}KsBK>&#nG%r(2kk
zK{`U34l8K~)&aykEgr_Aj)FG@`;)nMfmy6zefJaJ)i))6Hnq@g8<_QH!2t$MhiaT%
zjxe5mI`df$$_~)P75sl(X4Z)_+fMQ}VvlpQGZ(mId;z3eIS4=z|E3~`A=TB(Me_6e
zl?Fd8yMKxRzqn&QtVFjuflK16Z$L9hWqujIb49R|%BxG^0eM%$rT8&ef4xg{IVlr`
z%({fT2|{Y0o0MSli%~+;&UdT?sm@@Hy|lQbe7cx0BDTQ@PD4RHW5)qwGkcqJZ?~=w
z0x#Ep;Jn_W8L@`|6wxUwBFKzjS18{|aVFR!elBGgO^X+g%VhyIk5hcNW*sYPKWJAR
zEy=*vQ=FbDGZ3iR5w>UpQ1>yxi$Q~u3Wie1gvH2c&pwACf+A=u?>de_Ztq7u5W+m=
zsL%&cGeGSlSmg?IJO6r-IKbbYm55489}zB}%IGzUd9D{Tl~{9SYG$Ub7JcpMSyg`J
z+=Yo=fQ-gmOUM4o$K6!G!o)&;2|{Krd>f?kV?7Z1u5rHmawu|`d-ZiC!wv9H8pv{S
zTwk~I8b*F-f^h`^fr8bgrVnA7{##<X;aR)jgh-@{qSdF~&39Rkel4M&Za?FotE%Ca
zORW|*iu{YiYpCY_K;TuM_g-`9zlB=6f*gH;?0$lTeVE*uzWxC)OlX$W0mPE3Mfx(2
z``6(-wTnA-1Q&(Ad`L*YSo4FoxIk(~LkEumtSv%vs2PwwhM(su4sBsxIc!;{0dKk1
zy5h%BCsJrVZ?Zpas=Fp1u5~fU@@I(<2NwoI!1x)TgP!n4w5XKox<F*#y_?4ZCHlp8
z_~;z33a|>|K52!CqtnnPwr~uPYx09T?$v6YRawi0{4&9Y88UaruHUk#c`T)4^Qyic
zX`a5kQ@7K{bLR6CJ|&Nq)<I13Zl+9fx6G0kbQ`|NJU9*Sz9&Q$Hp_7>CCKpVCG2rb
z6V^y6KoKb!PyrbCHuV@c3(7?@vqaYItJxeFnJ!@4%F8wPnHcj?O9rRTp3&5)5Z>7H
zT+^dVRECVmlHLPkP@tNyZu;qx>BkS1(e>uXR+~-oSCC=eK?|LHZLV4LeeIJj=Hn8k
z;${J1`w*xnn`L2-nqt^~O<u9WZ9H}V*E6*&SG7+Cy**m`R8233)(+;@vQv$<FUC>3
z2I#gK<38kMH{Q0*;38yNYd-b|AR_F_*&gj~*?5BPS;-aG?mpU+jZ&HijsU+0TldAN
zF3?`tiqqx{aHmsd4H3r_mQ`0upa0&>YE2ER+z+~g>~C1k(U%oU-I<35Re#jNQftGI
zjFn4?((_Gr2PuLzT#5PYYqJepVKN{WiC9N6T$n3JQ2@oK$6Wp1%v9lgqupfFGfc8@
zA;jF6<Gw|Y_Gjgune4l^h{ZFn?stbcLDtPQW(w`+Kmu+SZ+o7XE}y9;<X#BmGPRmz
zc{jX7_zd{GY&-oJ<g;iNl3vzh*{@^!GvQn|(*1;Ol!Ps}7tZ{A8jGJ5!bB_6Nx9$3
zrF^<{XzxigxF1fvdb3gm;I*~FY$UJ;CA5+qiB&<FG96<3uhW&y-=jGuxgiJFe^R#!
zzSVsXzxq_t?-umQbkvA-^23oSfO$|lc>|y)kd&*~d?LRF_%``(o(lKnDymrjB^Gon
zlPNs+M0osC2LHg;Wm_~LH;QKd94p^z)4J%5mC~r;n31UpX`>tm11pKG`W>qG>w{_k
zSxRmI!r{w#20Zb(it~0RN<^6+<!1g%O+%9<J_H2Xc)Y8U9Od)+;0Xu=-w_^}YTWE!
zT`JTGJxt>t91H?ueqw?Cyv81>?0O4dTTa{g1lQIW@3lZ5W3Gg`MoSbGn<OWAThZq3
z4I%Gn$A3oVjJM^a8u1En2qgEV_RBmFe9LG3CS&!N<hM4VOLpA|Vu97c(wQPWSlit=
zS_qa&A3|8$!4Mscbcr$@%4+=M%Y0f-M@6QWLrIHNNxwYctQK3CuJ8>#*7pVrB_rrY
zhlLRB6V$>ck!TzD7#r7!Ut+O`H(7g(>e>qDt?~D-U!u&{tU0Wj3G_TMk@ZtxJNCgt
z5*#y>Zo1=ct(KX9>+y8u&I{+gb3GJ9^L0e_Q@NKzTG2)cn>m$#?Szo`r7E}oh81=g
z&Pd(TsQ$q5&)l>&ZBYGrP3X|wT<X)7+q~%kI-`bo%S(8h6TH6-icZq&h7Pv<qE+dh
zlZihcn$W!~<jTzot^_HP+OYB++u7$OA~@=L^f=6;G(QJG?>diQvZ-Q@N$(<jYc&k_
z3ATs6s-?m@rB&Ng%EUQEZK+nGm_ePO1Wl0}zw^m!N(W{HEy8}SnLTzj`1A6qGm$K7
zab>MB>a)*l1lB&4*d$>-TzVH%P^^H|)-wETSm42NNgw<8t*)fhMpL~Zq2a8Gia-g!
z$|)clyI=-LTiz~x${~AAdw)bsfFlQ1<A`X%)Ct}6AB$`x@grCTN|L=&E^L<=0XKbO
zHoy0xV??g&IQCtl6))!<y{qT7*8U5KxdK_z1@_l)kl%yxD_iZ~2|3X(bhep)>f04u
zGZB&K8|N+%$;#WZ9skK~n{|6*ml^*^6u1>$`8tbyyb>ZBwOkf#p`oH9Q?PEQjuEFR
zqIlOcLvSg5Ey4Tk{hY)?m6|Z*+A4JKT=^p^x|0F#=n*s8a>!=z8|c-`&v0Fa;fD<<
z_=E)lbyP~%D%(vIfI!X3%^U|e&|_Ncp;Q%M63AKEa>tAEA-c-Kayg34G#%ofyuljn
zIbmL)So`?|Se|gCy~fV4QQcIVJGL7ycrDjlRfuqsW@WqkyhtzWbw<X1A1eRj>OsEO
z_v+e1z((x<c*l?GiYnB)i*#H^Wd|~*k6rqGVkcNOHdBtW^>t5oKek}AkU`NWPG17_
z$Ny3t5P*1f(`2ttbwmlbRYScls?<m5IIG$m;bjvU;n`>U?WbV_uRLG(4f`Wmw$$dN
zp36M*b#2mW<5L&%2QhUv!jA8MqhG~&Yf3^eLzxrhyv*t@3ssgWwT+44@<()^Zs)7+
z4$T*j<?t8Og5rEJiiW!(1ObVMRf~SeSG6g#@n#1e)F5-{#6+K}B^xOye>S82H0d1~
zr9GF`uT6=%c$eIJm1^R^K`@P>jft>vEqg`Eq2m6${k##nt2c66Te9zgg0f&+PKlH2
z>@{u4nLh~eF71!;D!{#70#PkRd%vwa*tk2eP&X%haHd_J?$@?zOt$m$!WF7KY6xy+
zG_r&wIwO0P!Dxp584Z77mwHeRrzo*q_QL3FNFu5Grc7z~YHilK(MX=#QN~ZNdRIzS
zgY{aH_ckOihK5#Vymr`q{!VYM_?y<U<xic^+JRTV_WAFae`TtMyS6%a^R;dF>9-$Y
z%iY$9$$rxHZQuP91G=$SZ`uamY8~tL{5s_23=e^axwNY9jq2aC1yN#ZQDPc#?m|WU
zuy$NhL|MzHFuVqg%cj4bs-|g}#zm1caggvvpQiiC5E^Rqxk+lf@Eow0!|moRHz?p?
zXxpd<VO=TWQgPRXeEovAJHLtxu|p|NCU<i-O_1H)xR2*F)_%_)7!<6q?Yr0lD-L^(
zIP);L(O$_bBq5@m86EZU%p38ZhB|uOr)z-Yh`J)-ChIY&X{?i0;?$uNS^zt((tL#{
zN}t#l^$SeEr){Sh#FK*;fsuZ!&DEDy#XhBJlJ@n*(v_d@NF`a=XJ%Ce$$q=i$aW){
zUSXmVh>~fXWY5>*0?T_;;E^ThB9|js*RPn&CxW<t8@+w<Bp}Ab*(8LQ1ncAoUXd8*
zWM#vEDFYZjcK)72DTeS}Cr)C;rgbY1oIw9DiR5q#-FLnOi*m#^<1<=H{vh2>AzWl4
zT*Ucp2}Q`t$buI?{|Il605dOy=o2&+Z{oWwx-N+}lnNml%AmCsoeteZ!qb;)Lv^GT
zMH}A7%_^;^!E8eL?5WK-r#5KbQs3IhdgDMb>pZmJ)CmWvyey(w28R2hagJiMRQh`9
zIsv>K^R(0b_X})$<81lJOQkv$0B)UFhl~J?pi&VZNE7xp#9v1B+fAyk-#KACkG2Ub
zvBP4HzUd#a_SQ7S-kX#=4YF0#Uu{Bh)&_<WQcv(E&JTdM<?jKszOnj#yDCG1F8LSo
z0jr`k);hWP^|*(gAHSNfCfq&nyN!ru)t(99(?rP}VFb@QP31><tZO~pT0{aL+oPu%
z<>L3J2geK6)k4ero9`$g@!l<TNx#IS4)0ovci9DGWH>mc_17Av<D`>Dvhl2#noBVm
zG~q+6vKZwdK{C$k3O$eD9bK)6CpNmJ6~Nd2c;PjzXBFC)zk2kp?dVmR<!^@6Rvj*u
z3k)CqJo3`e{rcLl@KoJ*nKuxAwVb=61HDY=Zn$|h?>#2x+0%z*K-oJ^@ngr~&#v^U
zY-eHHPv8XndhSnm#Ust%Q+Db1>^YW)V(Nl>uZYLPNjBZE5iMUiv74;BGh)C@>!e|&
zSXta%j&!je^Y`Jr%BuwOwOOi7>pZ;m5!11koBMqfL9C@(lc@Ix<VbjK1<;?Xu{UO)
zHdb&{>xT*toV|Q%o?8mE1$HH*`*P2H5SbQ3D{DzDOMzz`J#p^yap+x<2X*Xlz*Uz0
zt&Xi`%CsLAQIjfbUaehhz={s_y}|Qjd*XD2^Akj>GKch-9>rwnNmS_|+*t{IzY~R)
znVJJK?!VacGNs`p1~^)(P1pBRhvp6Lq$Tyfb?hIxY#Yy5r!~(K2V&dmqgk2ol{8zM
zDKqNMCwPZMg?hqmd8yiOy_S|Ip|0ZjV?R@_p7!041IzYB;iUo&*u;WD1bsm?`y&U9
zth+HsURYsFsjvw5mbg7nQ<k;|TOZR_`lCp(ayaZmTb<2!Cv%^dR2u5=#<p4VJxWO`
zQRc<R=RN``{&$@lraV4P|3>bgH5z*>EY2!X;`r0e_Q}fhu6ZM=X;Xk@CnQxJnC|8n
zIrl-GX9kxIMZycwQ!{JM<GaW@RTL$!Bzev+?r&(t;QDuU)X%K7^B10+$g})aV~|?n
z#Js5{Ayrc8aHUiSK^n}%5bMCT%ENmDm(Sl((pBo~RyaTRL$|*m<5E149TyVpY_@IF
z)pK<FDW^@>ht%B!k@ftCA%{q!t%!V%#eM_1T8Oew^W{naW5mo_3H|b4?;+aBXfz>S
z+Y%s3KX})kM5C-V$_v|+`1*THCq+2kfFo|}pq8sqXt4=!v3Rdl$JMLANiw_ZjHfWn
z&fZ@4n-2@Aszhzxqr?%VJ=EG}_e0j2G(|?DSH6)+nfR8n!%Emh;-@&pm-+{Y*@D>3
z9uet|#EelttoAmEPc;hxl8vg)1?xk^KG}&gQP<#D>hmF`oWA?CO@3F{8P1eubq>ke
z;F;_Zr&aXlN(F&C^u@!%BWJDmhfuFQ+k#+l85>Y0&uJ=T?Y*WpCB)V{W+zOkTi^bX
z!g#b0qIUxGLmL;9aJH15P@8Rl7O6>C`7YSK{ewMLFN6^G<s6=*>khNwg9qzt`_ifq
zS^JDZQ?X298C&y76*Wv#KeXN&ZzZE<rv*7LZIV3`=<|p~Z7CO0uO1<>gF^7x{Oam^
zV5f%>59+Wp$+H>#iKLMbcX{wp4}oHFdw5*J4g1um97H)lT5^Ew3ch!7(C&B)eVvxJ
zWCDBWo^_qp8-@85`|k-EG{fW9P8%EEc;YT2Wca6iKhTRX>ijNFBxVoU&^{@_O4?b+
zG7H7?x2%<Ez^VH}W<scFj?JI@h5$bBX}mRNR$PWD@qH8|Cukr4L_f-5^IL67Z=1kc
zk#zurAuMOG?JWGjTk75S_|K3+W90L!g+H9t&s|rL0s}U0GUW36tZLM}vNRO-jVWhn
zd=&oyE({XsEWdqAw%HnrwigE|A7L;h1!dzYR+?jIyqV%fUIwJ{Dvo4(OYPr@vavHO
z3l^<T?+$GHQt(1La(58e*=tmT1hMfwkLf>B-P<=)0I}ST!?L^Mx!UaXT4q9t>#IBu
z4d4}J%5vqiIO=9pb<BJy)vzL76=mmfW3$vRtGdI==4I<bmbAn(*%f_jOI4GY2_K{)
zz!NZ-<G4)gz2DjlS9crBHY{-@(0cU=`C0uKf5n{Wq9ZzUY4o{ImdKNju1@)ceCucU
zAy2%HiN@NQxEEo6zyq|D@r4s_&W{JK7UneW4e$&78Vb(R$x4^F!q9OD;A_d+^VgtX
zuQa_P1@gK-Q}pK9a&yc@b|j>yGPc+HM6awiukDf>12W9cpbEM=Glctm0i`|cp>h6L
zv`+cjF`96htiMr=tkLx+oG<;UMjZo0QGe~EH*h9e?fJ}cmz57ba)SL6u+&lyI;GsQ
zxVZ!+o|(~qjK~QsM(l(~pNe@>38tV#GCyG@x+Vi1*uG7r>0rHoY!<cj?ha|LzIVI)
z_k?D9N^F%MXZf3qa<TU0j5yRD6WV5CtaCfBX+0a<=ECCfKd9AxpP~zqNEeaSJ-}yL
zDlz*6<#x;1LOcIb8+OpfzgME_Q~PX7txOwsf1SXp3&HPyx2X*c0xk`W-$g^soKD@U
z5t-=-H<HY0Y-p=0qhVkBj4(p-x_xrQuBHh2m-Ct-)`5x1{7r_vjRe1nn#9&Zc`o$l
zg^D(ZQLEc_MQ2lGM=un_Pxlzyp+Z>SRKL+9;$+17Z!fXQ{v;0~TO9T%TBZ%9A*rCX
z{9;ipRn^3li=mnOE!25+C*A;2;wrOky<Ne8*6CZys%fw3ZJhr76M;4r&iAdqye&!o
z{aJF`2PRCGajyjah+XM!l_jzCYWs<D5p#u`Gz(5Vef!HwQWv5=ELu%9Ctk_cAkgY*
zN;&sBG?PDp01O`#bcP_da>rJGf`aNZ{k0>5snN&C^i^i=hcw|ar1Dp@xIhx4AUE)2
zY6PX1=pcucMnZ`pj%CoCgICoZHx;%H<Mx=`xkddjAMsdZw|T(oRbo{@hIZF%d8{^u
zXm<VeCnFh}3UcPFEYaaS%@yFB33m}ht|s={@5OFub*)ZWTdm67YncD>tlJ#*_c8Cp
zM?(JJ8063$q=hOtx?cYH6)V(GZO!4shg;AO6U79Cet^aKvVHV*4<(q14}%I5r$l;d
zdQ0>bSiXB-#%sGyNjt?K^F8n(&G4FL$-dPjz0#q=Pd+6gGv3{rCB0NqxY<diWnMnz
z*3pSXM?DLRF-a=u|I|de1HQW;m^N8^^H=Pbb6yFjROHwObk==pj0xg>F&V^s8O}FP
zak8^RAAsBI^eW`UEW9nFs6}&yI!NaxoW}E6>3RAJ;5Z|QP8c>9vJqgM0y;Wi!M81Y
zZd1!a>GAky*?q8pgM~|-q%s3Zzohs;IqE*PD-0gdlB1>(kdb=ECI?M4EigchOmz_H
zr@lI#1dqeTv?*zja?!uYr!>N4eikuA=A#-9+XeIRlJDx}^!$pFd3EJ>3{-7)smrqw
zr|Xx%W_$^A1M^2SVX>IOuZ}P>HJmx4*~I)O!D(e^G+vLM#_QR)7usFQi0L%z$Nno0
zW)HMHBQUwx);{pMKf8kPXuZj>dJzivX(~Q}3T)*g&)s7m(1NZoK`|3G0+>JY3G1QJ
zmnjj#rkp)zRiwMz9g=R_lMl(<_I-UJN?V4+P19Jo*XsvAB5RiS6afF%$sHfyTAuGj
zhg8knBh;zRWujBuWHDX7y1PMpFCVYmQx0Xt1A%J|NW4LIXF&lpAZV(&egr&qYE^Vm
ze5EZAp2=<^WU`&3^Qi*DutB*~^-I?_ZsZcP*EQB%PtA)aQM|0X81nr(Et<wvP1gtn
z&(@$oNC)B0lZ&6_ZGuF04W{2n<Hn9w3vj|_ma1IaxskAnEc8k7YnNrh^i92#05h~m
z`TgazH|*Z9&RqTOCL!W%OA&M|*eBHLKB^+y(<W2(9Q&H7uWIA!g5mlyoH8Ybpn?N0
z|73F4oF37h5-DqUE&uX$+>Ivk$dt;fgzR?47AM!Otyfj4;M7#uQPz9YrWPx1#A%kO
zTnDTEqT(s3Vvtm~FWLXwHukF=On=Zy=;dkRg<&TN)|9ybaWBAQ)g@S}LE0L8+L`a&
z=Lhpav8%y-l#kEnLBD+rKTpkvDmRK{Z!N^r)6Uvlp5&L4@>;^W8DL@OH9U^R-~OLO
zU4;C=`PccW+5X9=89p%Nep$E%=j%qEa@+c)bz6$k@SQ_{<5w$Vt!2q!Qm!!RhKjD1
zaqyeyN2A`nUofftiPOs(YJ+)RM#;9RW%*3FC*oZT)8v^=uYcLb&$}}fimKMD>7<xb
zlg<a#x|)c()m)<x>D~uBF0Q7=eayI`yHSp2a3x7zm#Fj<NUoZ@h-1R@n2l3LBiTU5
zFFj4oa6quj8c@ESpavSi>BkA0Fo0HqfD+4lZ>J8|c{F2l{RHXK=0E&ph+z%5F`HJ#
zht28n!^L3?WezV7BdIp&u0QK-`3pKT;CTaW_Ka6ldGX#eam@*dysY+5>)Pf-8CYf$
zM|k9f{^2kq=6XGO^w!k|K1Q7aH+r0sn~R`6MC9BSlx>dlGks9LSMb13w!j}-@xDyB
zv#@>IHn6fFc<z;tmvM3M;|>H6sW%3F4%_n#2pyoh8sQzf@<l`l>EP(}FCoY(_2f0j
z|H+tM8mV9%;%)ZQHk2`ao>aQ1wK;)on8fB##|nOF35V>3t)39>`^|#2tg4B3pSRuk
z?-gzsLIah$#(Jp;F^nwFZTa~j5)70!J~LiApSt6vsulx$&WX<v_&f458+jcQMLu`j
z2DuyRgNsFmb}kPn*mPt+F_{}84z-&=2isnWUls84)&*i`2FJYnQ*fjYS8#3OaCGdr
zm;S?NQ*RHcx!NZqneBzeSV=Wzg@5A5qVMgmANta*(DuTtA~2m}rFun^p-~i&k{wS}
z2Bup!FN5mEvarcuO@_Fz$08>}IpiEnlob`n>Y#S}{_u|It@n|8qWU>)^{WAPsn;>i
zAtJS@uEX>9=vCeT=7FGF^2pRf=nm`gfX<N2LB2hOMGn^TJhb%ERk~a0Q6<hngnUmr
zh+Ujt04jJspZRJn#wP3YXnCTUQ0o9_-KL?S%FBPBw_TG(LaPc>rGqb}*e7PfQ%hoR
zk_Fj%|E@W$q!cy9ge#8o&=}uh*frb#QB`}NS)JjY?Q$x~iVb`HO0xaLx9)1o9*)Mt
z@#o%K7K831pe|ekuIh{#sRkA3WY>1JppcNx5b?omz;Le~02wrYV`LFdWJMpf5Qgmi
z&7mxfB@*M5OTvA9<)w<GHPkD6Lk0sfOenD})`_KypXN3b0ANJQC%Yhlos2#obo|6|
zYfmtg0@*a4dyOOE6GZM1ia>Ia_>JNcFXNg05QbPkaqc?Y^~=o`?U`zNG&V0=DTPGS
zBPY(5xYt(w4dO3({PnPHQ8#E6xN}!s9GGvxUwNCl0H5rBI34SZe8-<uE{Vj(JjLyc
zMr6tg)U*DIa$4~_!jfwwV<jPl9(}SK49wJ@1Q~9Tg<vJAn6mB9j6n%Q@d4=z*zXe4
z+tOIMeOtc|HXq0n+wWrwywqt|YML2F*pFt!m)P|pp#pi(ULhBUh_m_o{oNMmRN0xW
zb-f0(bkQ>ct=GsRB4A9uEl08X1Dxb)d8mA=Bxt!TS`oF_KsrH(V-`|fTr*s#WDfPU
z)|CUOy<{SI0XM`i2A$n9Uo=RwzUY>(g5$Y2^<8kf$(9<=HJuJ3lAWua)ajooUr!uG
zR~;Grt`q3H(x#F!2i3dZ71m{^+v@v2)qQ1HRPVd)V1S^AN+}W|f`pWGhtk~*D&5^F
zAqs+o)KC&bm(nq$fXV<el+*yy3?(phoOkf||L?P}y}#^poe$^C<p)%*wbrcluIGK8
z`?;U{ZX7K?(TDEjx%p)J8>pvoZ&F#WkR!E-<N>LL;Q69H|B*yX7r{?vCA~&5I!d_j
znu|YgU17Uqfhf+5nD(Y<78cXr704>sx%{Ygy{13Dxlt=ZXw|M5IZ{T#s{0<NO-hXu
z6lRd=TO<#88kKyUU_%Q$g)f|!?C~GNQrHz}c;m?YpU~6KgHr{xNH>TMk_^<R-b9yi
z_WX*$51Q6ZkYW^k^#DBgri|s^{kfbXhR+7H_vJzY9+61ZT%cC1wV|PMIw<ywEvH2D
z!Jq}f=Wv*{%7kqU8x1S$(SrJd6<tz#;*z~60E}84B?sC}_@52Le1iCMSG;R58_&Jz
zR6NgxWG9l<$gCKp<_ji}6%hme6Kq#G1t`WY3QNee=BJpU4g8fXEp@cani3f@eH?&G
zKT(|l>yMatFkj9JUl2#5E+S5^6&>Z(nCa3<_sN@5{QxaUUDXFW+K<9hq|WG=0y>vP
zQ@g>xXsAGJE|~J7Rt|FHvVH4*RK7dIT-e!?+X_5Qx@*Q7hXRoLfFC1**?8JMuz$om
z6lEEf;~8z7cks0;f)ot<WBXjRbV+rg*)&9UMPUBUyTNu#r!h%BvpQ*y&9z3$ifKy3
zfO&KXWI`8|G%$9kTJX_rDis;RlG_!M8>GnYPE;Dtu$$CeCq2%4{H1-s^O#rjgEZKi
z&l2exToLLZ;2esQtUqTY_;8v}$r9C|93e1cXX{ezhBiCi6#J*ni)neT^%3wQHcTE4
zuP^vapceL|33D7`JlN~!op#ej%Vw8@S!LY2LG=r1c05!TB8if_F7+(r66X5@aBtq~
zv7FRCUgMF{xU*i<`eNnC6Lw$hWAJqj?z$%z+19trY+G6XW)L4$ipGX9HB>vfvFWfs
zwX%34#;?HR#UMzc*(T+|<E>?#_ErQKxCfyW9^U|uj%q9((OZ#+Q7cTWhlnvUwf3?*
z_5pa$f(@}V!vK{oRlIE7T8pF#luekZL)BPA;b+U9wQ@2w^UKyDmoD!rPfG*Br9hI?
z?w*<gX_8eq0c3_Hah)S;`A%nEX^NfXfC?U;R`)oF1VNwyg?aAT=UJ0rZC3tRe}(zY
zmHG?X3gj$H@_OSBvn`b+2V}(to-f{U=4O)e+7C7UBah5Cs|g@Mv%Npd2$}xk*3CI}
zv{0XA6+RB;3V9B4s^fEGjdJ4~)9nczVjVJpGv+2hyJ)cT0w9)OyB1UA9<z}~3+B+6
z^}4-N0Ttk|dbcGH>8K)~Ph=rP>E9EYqm(wgoNeC?im;i~EGwr^qEwP#+mKa?1!&mO
z*-a(^lmpj&CgbBGx50dMS^kb-!@sNk{D!Qp$>XU?@doc)&61)W-pcxpI29PteYwCh
zod}^sxKowqv#H74CIx<<2_3~^ycu|+UG1}hI>oGI%RKcevV?4>%7Z!NK{GO#D9!$*
z8uHU7teCpu+~KnK1w;iV(l}I$rYBHs&Bx*DFD-}j<9_EJZpzVc$1OI|rwjNGIPLbL
z2!|RAxhRdAPLtmRRBL{=zMldKs?}{;FL)EMKoJojnwv6C9ML{?(>_LYlhOWg5a5Dt
zlOhU5Be8$PGcIlvBv>*xuU7utnAY9fi23fi@MBA5`AXx@mys>fvU2$3H)O)6CdK`q
zhUMfv?9q(A6MbnbPj#2qHisY7Mn=7NGBzkqdfzZ1$wy_oYXm0BmK_|Elf8NIVq`90
zjvzPMm&k;DIik`;K~WY`#^1tx&N8{vnXzZ1&-F#+<>h_^@Hcd5Mzg8i0Kl=ZU91+<
z>J6#uSMXM^ORCiw*c5@8PwRFF6KB^LYF4kX|8Al9BhyQ@7Y!Ilp9LzW+F#Pgt9s~2
zjVbrjPK|~y>^qU%1)H>TdNTd=p%5$O`UK)$G~1N3;j@-U;4upX+Kbp|Rdhc#Cy;Wq
z&#TdlXirBVxry-<Dos3V!pP!|RAR<OUb4GhuERf{00BB^2cMnU-KVYWfxY(!5|Y)X
z^#c!VS)fu@lYdE&vW&gz^5tFWa@+=(UfBB@b0L7vd9jhe{Xg0=3T}@q+GvEV>^SA*
z7yu+x;eLR74QVl;Ej}w6j>-y}xCqk_a$-I8RbGT~NY$SgOb@<!Ph?^CG{q~W$464w
za0>BdOg6PlPN9u&axBP~2l4e(I`M)gv0bz&UK=@SMhdb!1?=IxI%tZN5e?k!@x*(`
zC92$xbN-1U&%_NVQ$j)KVYtji0|zojswJ_?If?3QM)j7}t{bso<yfYS#;boF1`BbB
zmrrS$oEq?V3@m^a|D@S$BAqtON>aUuiv(U>Usk5fNWjNQbC>Nvm15LDo`1#8@$@bC
zi~*ByL{?Du-xCOs8X2vg!rc1(3K#V>&OH$E%}v@AqdMa)T>%4BcR%U)LY=B!bxnZ)
zEwR8DBwXDZnw`^6C{_NDB&_jKmz>xn{pp{yd0B(_iIRz_V*ot`!dex%I3PrSA32-W
z$`LXMA4DZEX5E0QIrLl^<VAWugVCi9wh#DF{6z9lQf)8XNq?m;64Z1}s=thcN*-Lc
z;AexQFOgMyLY4-x5lE^*m=F9ef!EbwEIcveqGiPf=7Pacvu0Te+8!P75u1WFn7q#S
zKqpXRxH&ZV8<3$nbl}O(XB?)ktL`d(p^A7Der2UNi`7kwC$GOl$>T|ks4Y8Hg{87C
zb8YNKhJ9ecH7~3%2IyDRYTC0;9p(=O25WvPtDI7#F~n5wz9hb??5oahq9GZg57HK`
zM(oj}y;F(M(F2xY*|j{Q3BwVt5wjVX=ShBSV6-qo=(nAt_Xq9+8K&U#@GZ8B@GtH_
za4p8hy>gTWjtxZ6otmLX*554&PAX!Jqmy$Rp;GmsIUzD^1K+(oit(JRu}vr;8Frz^
zB=%Yf90U$Ae$vpBPrDOy>Na1d$ViwmcWD8w_G%c%jV-~yC&*|*-u$?_U*lQP0=luY
z+kF#pbEFkB{vwt2nbO)Bh1WU_dW%bc40M7e!^TQNH3webH@Ma$S&WklyExWEgvbca
zz8Xn$EK4N{kMri1{@>#o6A&aqZ^WL#4OayfBN$_yHCj_N8Wvm0_3s=eZ(M_BUy>hM
z6?u%kE8o(pRJjM}N$j%{H6tGKf%(|QW>~w}bkW0UOk&sW$Hiv*+WWqVW9WAqdcXY?
z56Sj?vKRXGJ@0QlZOhmIPXIDQ4p3?B{a*=O3Ze;Qen45O${|8lG;2w+Yo%|d@W^Ca
z30jw*j{Cu|<a2GUW^Ayc$Q7r6N<M1jlxb2XaYRjl`uo8*J@F*$O8)ZtJScqv2JRhu
z0NYni$1qoY^kA<^ijcDuz0tH`&r}DYgOtm3f<6#rM)~SP7#Iy8Dvcc%W(#|6HmS)l
zlWctbUg5p055=p^OcdLllIibF0mEeMx)hyc2=|ePq}seX7Dcu0v>N@%#WmRM+Pt&Z
z`a<Z|`WbB&qu)h?2{6fL)j(4N92iiCZ5>r(^VDZ(;WS6FC}Ee(H-Wnu%3Takr6Goh
zr&-I%uFnP*6ADSB*f<ih8Fmq6GaT06`qd*F*Oac|&|GZx5HEn86;9kow&>^%5>equ
z+~XT2n9Mo<+Ef&>X$(ttZ&A1zF4IWRDuft!l0AQ#Wfft|IR0Lhq<(f+!uJRat{W}q
z*t(p}x?Ti*h~q7-wsE-V%xjp-5SleSjg*f^gO_Eyv00vaOlkaZ6lNcd^S~sze)iKD
z&&a(9X|ii0$wJqpVk5Pq1<rR5uV2kc@yx~ZyMk?|0X!!{M?-uw7Adk*#aR^9qtxbm
z7T3JW9EGM^H(58t+epHLd7@>xOw^V)4haP6kf^(+i#;C4V1hLFO23~N#HIIr;LX*H
z&n$+LY8p)ARd)uLVk2w%nyb3kzqJkdwklMx0Nw^<ChU^@s7`M<1G@NKyyofV{xHL`
z<5E;={)Ei>2C@*2Y$ja_e5iq`^!xa4dROAv<!?rTWnu-s-K;w55pyM~RgC!*No+h)
zf>p-j@UNnKPhz9(8>^P&-@kk`^UvL3C%tv+Q<lFk8Y79>9XR>!BkYw8#dYvNz3iA@
z6H6I;ZaO{)#EZ6b%OTr+G-#sLX2mQkT0o{8kW^y66Y((o_Xh>vMA+4=NFdDO%Kr04
zlo|iOk4+?VUT$Cyr(IdBcOT+(f@NIGC}6qdxp49w2oVULbfdQLgH)26H-a{3TH5JJ
zcx)qh8Av)ibMxe7_$F|ye596Rqr5#)%(WJZ|2ihkHJQu}Z37FjJe8#@R@$%V{O<}I
zPKA&!ti3~2`BVx>W0`Tq5SQCoj4tyC>&8oN`|3hBrYbe%`JMlCU%es+Lo1N#%aiKM
zb{5IgmG_R}D!!&wkEgwH*YD=vC(JTy1qgYnL0ER4)TLMK{;ojzrxktbz%12Ws_J5+
z53|y(=t2#s1MwqlCXahF+|94C^3D)t_=wz1U(>Sd1nh}q!MwHXJ-msMbcUOQRzX#-
z-1d$Ky&hEFo{9gvDrpF0GFSB#aB$S;+Yc0c@9=g*nov~$G=2T24A3n-t2CcUs+}j0
zu&*1W@UjLJ!sXQ0X6=MI#6kLaFBsaP844A9M2@sic5^F+i()!8ZCKr@64xECZZTYh
zw4e`RIVv87FsgHscxB^uVoKDb(i8onK@H|s>3c!7DSP_?0PZxGX4L-`n(bMm8M3Vz
zag-46n?_quFI*uluhe`nM?jMJBlT8Q7|0%&!$`j$w$R*RBZQhcj$4l8_u1&fQ$!t^
zrIZ*c?j-I6Uf#O&_q;@JauQMvS$g&3cJML<m`?p#xG_wHsNOxO(_++4XHht0zP=E^
z+|$zlewo{_gB>lf)BXzHlvS<@=|`kKN=GHZyUEID1zANK5=rhR3!Oflwc00IQ#$@n
zIt1{6xWnT%i-0ZXe@-i?k0v8cIc$);q|W9q57!gxqogm3f!;`@*o}V}vE-qHW5z||
zKa-ju4@#QI&~V+sC48x!tU<i>!mSn3EQ<)gA1RSyY`LFKB@(p=$B|_>SaqLl9^1C}
z*L*;0re}=|FE1}Qo%7-FVPz@+apY$x#!~YMtQ7Z3|Cha)I@LDIqje1pXrbhxe39oG
z(F%fTiR$J#-Rar;-R|q^>*)2EDnNDP_{KVYeP%O2p_rtXG9tRM61JL<qdv3*do+>y
z(A+MrN>}hRm+yzDqWMWC6eT?xv~~E!9ezK?R_9w1k+n2~aq|XRJX=BfSI=DAj-je<
zYOAC^{3|%s*Vu|be;`acJM4r~6sBKK^W?VuR(k$jG(t0mg0O1zLu66%{`9Sx{JfH}
za=gd4A{OrhgAx&IbTIUR+a>`M)86k7*O^~z-pr&9PIROtWnPG;z8ruRB*UJV(=yIo
zI;(-_4-@>Burxemk&!#n8uKptfs(v+K6!k&?!K7c(R)hTSputHDo?}5+`Sfbt%top
zKV;`MnDB5##Q<EdsHV19)^_^ARdT0IK7x7Ema?(@aE6i}1td|-Rw|kK>O(TvSD&|`
zjL^r;b&uMhpoHrRk5(4!zHD2T_mnBb@}FC;YKC(RYr+@Glxx=5WY|}m{-mdku`&~H
zdPO-4IND!7-V}Ve<Tgo&r;LVrE-p75nU~B(Jk=uoxzeH@ZVBrhT#s=Z+>E0WF>{xl
zuo#o^;w)@q^^nysDhqFReGr%ogvY4QMtDeg2A9x@=0{DV^8EDcMvFHj_McSpRW&Aq
z9q<6rB&Qy`y|K(06!|wB^i%zZKmH!gaB{*3%Xc?K)X;sV5VehT*L)ZK(;cH=Kx>_@
zKSiQ?EVu%)5ey$P;xqDdX&+t}O*~m3XtZ9A=?Ym-U+*AT8m`5kR|w4(ZGF;b$Gpnr
z80TgMKYcmS`TS!=etW)7D3od2BHR;V9RAPq@lVzHiO0pu!bE@H5jmKAn$p+2zXwjv
zX<O{B$!5%v6IZn{OvEy?8V*apzRrwv7nA$`rw?xfkkl*&^8`h}KSk&mdyz9jjyg3X
zlywWMB-Kc(nWYR0mGwklY!!Uf_4Pd1wf<v~{<AKJJkU`56P!uCtLlJEeSrCd?aIG)
z$B=(|r5GT3FczTLLPqKy7;Xb?*bB-lnJU+6RH>V6p0i35g~EpgnPFkMqod{d4I*ON
z;<Yb<-Wllnw}-gNIU`s9?5Q<17)gy+h^4-P=pBHG8SI>nq?%&^uE^&e_xRk)wp^^V
zE;ujM)DIW?tpDWsG>g-E?ox<T|MM({0At2xVpi8S{Af)P9+>4z6&7}7rL0D))O7Qm
zmy%KAG=ZGXh6|ybCw0_dcV(@<Oy{c=T5HE)TaU&|H_z-<Dou7uKgO&$%hbvO?oY3m
zT+wjvO}S#vxL~gdoHVKkvdC-IBP8(b8wuI>Uj2I#fP*ycwwn6F2-r~6&Auy~t9<<U
z0OSQAmMw~d^_=aI_n<0Fv*``V-EV<b4>GSg@grpDost^d*QHiROAV6PRgPlm_5^hX
z1_m-V2%f(DxBki3zjL&Y{!Z!eSRZaY$sZ2Ca<#y7kl<d{^5L4$?egi7joN5Z%dp&(
zl$a_5(CY`Yg2U`u;yCy7ere@SSXiD0Nt&+_AOWKEdw9MaVDg*Jht><mB7y@vBvgSq
z3d3wlj5c!rbobd|4C%g?E<eldx(qAp$c?Fp%-qsA9+do9^<XG8o9P``1Xj65I8bb~
zU<f1cU2$46IHBHAKI33>-{DZ8yXy{SQoVx3PO^8U{*#o8%faqFCBqs6SH3kJ!&gPw
z4?BjyJU+%=TY{c|^xJ@IN{rj;G+s%J+hO0_65Ql4dsbWArbzDob4r~cd>-wnc;)rp
zBb<Z@@SWTpb{nH)!55i!K6GB77U6Z~$yyGR94Ply5Lz-hG1InTC4|l&9n;Z&&%n*(
z1ly>ai_RWyzOL4&5)cQBz0`k>6W21gpX|9E?p&zA0S&zMzMc4FmK?_ZAJQ{l>khi>
zDEU)96$VZu<o0+_*Cs9snaJAMPiofYQZSUMwgOSau0lPXKvKqsJj<rxx#su3(`@bh
z&YW}cVAP*1BC&_*!}Q{xcCZua4=z=fN{AII6In_vqe#o{cciO0B^wb!MOjgX(usAU
zY8aFMxQTboKZ6+*2m~<TWs@Bm8zS5(g%e(s${kINU)FEfNmh_;Sn_HDA`HEPKcrG(
zcF*1BSlJ6u1BC<}=veBp<))pKcqEd2EyvBj@XswFM)M!c+p#p-YXhd!rF{niv?RUl
zD<ONkhiST8ZK7;>vRAQpWjHDLnd_b-&bPm`KZuz^Vf#x8A9qqT2klB#%lg!M(uNbE
zTyLIoX8%N4|B~E7_G*#ARQXW;aKP~7ar~vTGYR<!chs2T>-3{g(6#i9fEPaG(byQ9
zydt`Gyx_Zg@W_&pg34MaV&sVwtROPM^h+6YKT{=cVWDWhFl)2ZSWloa<PfXP2=ERC
z0y*qZu{-5c+LeaO&@UD(iDtLs0zSV8Z;sKd`KHwH8KsJ0sWVLQP*x90AxLFgcn=Ee
zV@CZkR7v50cst=i8lcoIzpIoSaNMwgQG{lfz4{=F4y><=rzBw>UW+3Ot@-$a8-dDG
zgg9YkCc!5OW;V+~SpNl_RWSY2^dPfblAT!M=bG%#n`XhHhb$7A1x-Ily!AuSj|y~J
z6%)qKaxVRj7Tomm3+LV;wH~nryi*TS>rw}G)oXND%lD?fO!;gd^Q1@)Tsm4TOAO5h
zpgL$*`?G*QFgQzPi-fwi;w_(^(RyA7$O-x1FK(y-rgU&k^u`1M55rU|?ySb5h0IZG
z^-kP|Sjs0p9a+bsoFC+?C4o9)*=+9u3%)hi6FB9Ldp=FV775Ss3tx))iXiXs+~f30
z2U;oULU0H0J!>^FaRH$7#;FZJkelLzAwP2rT=u80MIok^F3;5d%}wXu0b-<;Q?dNW
zOG)Ikl5B%V3z@wuq1=9&@_@#<=72_n0p>bply0EM4YN|ne5<nCJO5V)=mL+)glVhC
zw}DZ5b(~9gyii|ZjhG>#fV&Y4nXw?KZr;c=zU|``a+)RW5lZqg?zhX?rnW=+PB%oH
z?C+WD=pRuH6~(zzzH@$)8))xNC^wqHmOG*1sTwrC((tzTNM|;z$kQeIk_K_Q=Q#YE
zC?FyYqs?_<K@7Tjg(Ggui_zw+Je5bPI0<2y<uCum?I5$NaLYR36W*wK;7%@(8?rM!
zW*q(6eB(wUsyL~VFc~2Y)Zq-bYjGece*rKj77Zo73UhiizfD*!9>^3X)L^-=+?!Wz
z<n36|jM<_Tnogf_Nt1J){z=K3XXuh;>G~z}j%AG*iF=y+_V;_n$ye=hMm|U3)%Qjf
zpsKqY+C|#!-OmPwG<}bJyP%&~z~+@ZAG#(Y`lua6FY0<rze;|D#+aMpLFwJ}(`LY=
zl1fCJo#J2xN<fbj;-&cK+a;hyk?o!w<96gD^vI}g_+DIwX0G&Cqnz8$R9fsW8sEI>
zA12iQR57HxM4TdDgM~D`B#QjuRB_tt53b^RZ=^nJ-UBm~M=d9}BB1Izm9u)_N-X40
zn3?{#?NQTciZc&BV7;PLd?l(Z_B0dj(2)x;!t@>XfNA+s5dOdHH$h?uFEVWi@Y7zO
z&dzqHj8q!hb>G|A>x<zQ4-_g|{Zm)uqkTHe>humbtWQg$)K&CdN?haF<6}lcR2iEs
zw<@##_xNdw?Gzwmy^=zco@G_o4x&#H3QYgp+T9IU(mdFW_<1ll=G&BVWc(%CmAMID
zQo)$^YM7x<CXkhth|jfFQDEsd7b!(4X7Y*kFpv=9H|_>rhxB1J0|2cCO%i!c3nU$-
zb9MM~qp2~wL1YdB+4Gv=cQnPt@@fV?;M;2oyl6SX?NytesgD@JUy4r~r|Z4P02<jv
z<EXNSrT!r#hOOWt{U+-=g)o^k=N|Y{k0<?MU^e(0`YW}w5%JKKEKa=2!x>27bNf*q
z35DUF)E5Acn-Yrw1+6{>o%7C<tB<;vA3gkmvie@a^kdf>@(+j}q{BjSyT|~lQx#3@
zoENwINlUKb0qdiwS;ic`_~VuIc~KjhI{DLJi{fWL<*%~%TiS(J*(dskl2?z?^3Ylr
zHc+4S&Db^@S84R0&EJqxAioJr!+oU~DFP+OTbMPjHK+^L3mt!8*B%xiMP0#W%~vN4
zasE>QW3_*F3_1B*=t44YYjJ3T#IfQg%OfR&c(*eP;y7GuX&VhRW2~DYA6~D<^rx{R
z3a{3~D;7Vtet%f+2o=u*LlnL0x-V4%47PAg$=8Qm0X#^&;Q;%QaZQTY6n1KB$R{IM
z!viiuoz~tpcbDl;)EW^Xq_zJqB)c^gQ>Awm&3`Y+OsTe363Hs##t$nHm8)0F%yrX=
z3?gix_o^woZdkGv^n8g}Hw#JN`|tGB0`AItGXAT@W4S&v-F7UI>5fGy(`uqBH<N^5
zT^}fl=eBUa#~R=EzkQqDX!HsXE#n{(r}dwuv4qt>19FzS;rMdr2i;|l(rXVZ5_1i+
z=;d^lTN<>cLe7w^5|u+7PN_R>|4u=Nyeft&S~LqjK5n7+dIu&|e(r$p3tA@Xe}u0|
zX~g9|JFjzi@8;w`a{rDw{gWT=N~*-6WNZq*h#*UU!K??<VY%?s#M)?}_IJc(-*DR0
zE5j|iK!Glxs^}q*btHh67X;}pg?w;`J@b<Q!>M3sT4cD{=P}dUTII9lHPxz;LXzH6
zRc;_3cb@2N3W5jhB6x7CGn?jh@VVe-NfqA;z9fEgYm^GS1LDnEK<9*ykJXVX|4th1
z%B0e3AI?K<c<iLfC@x#&$U}SLc|$SvXcFr=lH<2eSa~S00!u);@4F+O1GmrYP54%%
zEu)P`X1Q+Di@r?6Y)rIcf7P=SX5XCLugM^2@hdVLO}o23(wL&W`*Eik^r!*9fL2u0
zxV+`8fk83(lTo8bq3-8btK-$h#sP=sz>b5hI2>FVWXmP2LvpBC&KsLa02IvT2lVoh
zzeX~{V<Xu1_wb>|R?+Ss3HcZOULbI+&l>mC>Z8D&=!*h0r^hW+hSAB-kP!pSP2M$^
z5Yo~YX|_k0lbKwUeudF_dXwnf#zJ;`DUVboX!+mT9TFXliba^Wzgxqwa_BN^@eM*h
zMZtiYzXWa4AHvHJpv>))7#e!TeeIW8BpIuE%2V^992uhZU!R|u_+t_RPBA*gaNuF5
zmvN#0+e{pX8men@PpgqcK7)SoXpy#KE+y)lEa81^JIrU5D2T_VV<jH3^IB+8FMO`H
zn^d*s166KHA!5mSzSY4#gIDtEKCAlckNoRI(W-VSELw0hJc7-rO=S8>+Qmfg_s=#>
zK!J<|dN^s9O5eT4S5=6J^6|Iz<kAtL!y;qaj2;=P+=~@x=%>ZE0?F`7>RXIbqb?vI
zg=W*fd`|(X!)aUA1O6eTEGJFdKUjGDkKClBrS;dbdUw>mYn)TS2@opcTO-tkWflb8
zCn315*59>I(h-`=#Yc(!$YZ|yEw3v=*j1A6YVRO;7qqyX9J@>}^`*rnMpZ=*sbfg3
zE+KLKbGNcb*72P=^>;c&Z2Wflj8X)2c}zBRvvNO(4gCH+T0Co%$@pZFP$;#7KuV(<
zRnls7ox~|)=Vd!m-?wFS`6mVoBS^`RIulCGX`6Ea{ytTd+;a&{75)wtmTN}z>7Z9u
zX;1=1FUn$L*xG&?1hRkKiC-~Y?ETlT&l8^LsXtc97y?RNLv_xkNyLM|ccxUYQW`Lr
zuwF^*E4jm^2BQszwSD#4N&znaRnzDnP05RzihloVnp{oZL@JM*rK51JAX91yVJf0;
z?>3HQUwxqbivqXKDEY!s8G`^XDfhS$<K1apa($Cw>WsXK;80U<*2DZj7O&yEwt2qd
ztznk!sS|;OYXysZrv@<Pa!=f>?i%xRnkVYCr3Bop*H{NR==i(C{`^&+{7%yabD*}c
z)&%q%z<XgKDb+3=2ON!oMo&kUyXnH-+w^!?3M0ht8JKYgD*k<fuRt!A6&qkMDBZ!k
zq5imA5_262%X^*5wL$X{%2=A3`^i0C^RY&&hv?#7!#msRgGk@u?Y7Swhj}N%D<Pn)
z9!Vmnh)2|#WD08FO!p&DJ2D>?i!Ui<-kH{oc;Z|S$Aw@CpNiV$#`Z?M*2qUa@d+pg
zKn4JxGrDZ?3ZR=aBKWGGdk8_uis>8=@CleBz&Ih)%RhNX+~i-_PF}-xQi@joJo2#D
zrB^LJLr}d^R9yqv+}!H_#W&Y@O?2g4`iGQ5|77{~$;UlQ-+v!Fd6(_@XOfE%$>E);
zy`>Y7F%3Y?UXR4CYeO<N-#<8b5HBilNr;=f(udm%mBM-}>q4FzZr#7I7qx|qsq*dk
zGIBe~N)n02{DvAKyQVR+tzKG$!ZA5Z*YRc5VpS-ZI3LL3xG;(r61e3us}_3ii5#RV
zO!ZH_mwW*$&UJ}Om#`Z65&8)dqXI(N9b#frBeEyS7>AJCxA(G_^HnnY_Kxr@CmP&~
zfrCZbXWZujril-O_Ww(9&dIhhT4YzCpHNzM5Uu5AHGhMN-m<OWcD5N)IBC>3UxQ%V
z0^R+AKHPXM8j&A`{ifJT50u8B_LP&8Q&Uw{%@F3hNd6)7!GQ2D#n@KdXI|7XlsO*W
zQ6y2_qOA79$KEEf)?j_abiHP0YV=Upa%wd8uzBya@7!<?^L|NiX}Z@haI~l7Y@Gx>
z-8Wedu@(81roBz^nLy{W@V$GGAif88dmlYTqVS)xv9a~U0|zEsBQj>q<?P3MenRFj
zow&uNsrHlEf9V4LOMmq*{=l_|CnL)w5I8yBs;`gQqGxe()3wzaPug=Ans>c&1!jb6
z(cl(fuidH0voGhHRxO`LQ|4>kJXeX1I5WIc&=}vfa8S=H!>w(Kn((^O(tUCC?VY+S
z3u@H`5*$#u&Ir=d9ueO?Gw(0R2^OuQkCvCgz#F91v-6`h)4Fc#Tz9ATT5gs|!=hZ~
z1OJq#y6*y&RISAKG|<mwVqUH8F74uoi&}_EKZm{{ysw|cqHT66$pD7~E2A_n?0Q)$
z7{G|q3%F>Hz1lDVAvmp9*sWtY3KNo(j;S7NI+H{?p3_#t8%&1ZI^zTZi4X30ATp;f
z6+!ZuR~CrV4GTQR3a^fs?{7>^@kwG2=_l>B5}~hm(m;9Di6z3Md>KhP`BUgz3si3-
zJYLd~>g9FItCto%TwB};Gu6QO{p8RyNYG>KN~54C!lU+TJvur&-t5=a81llJN?G($
zRNIa!E2Z+fpI>+xZ{ZVeoIFQMqAgj1xb|(mMjvmiLQRfUJ}^)i?-53+Y*;D9_eTKL
zUm|uP#q*VcU+ex?Aa&%n?=u$0EHj5Q1J4S>u9IW+^MG||6xN8nGm^ac`MWz<pQ$O~
z=NDf>PPa`~%hwA^7U*0KrA*I`c`{PXJ-DO<E5MiPXr~iKsss`PMFsW^s~qyj<fGv|
zqeV#;g<3OW5jWoIyr-Kix^pT)HI!xT?>_*K1~RhZXVPGQt*GF@THRnXgRT!W<ybRj
z@Pr3{W<A4za~Jy^ZfD%PkRlc(jjr)?Dv752RmwUjs(sKL#vF4eKX>L@XJS24U!#hC
zaA``6jaI@35d5h&u*wS6Ki~daSphrX5}&H|;z$^Ba65S5NoaUD8kS`I1#lX%+DaDd
zKbN!0SAe|h9^mUM=aF;RhNGsl8XO8~%#AD!fs*#;E-co7{j^|JkS;#0f5%L*KW||L
z+y8$4l{<sK{Xg}qSnA-J#b}w4yu7?RQ1nZn0V1QiNfHtg|1FOAzf*ZHUP2&#3_QPJ
zU{78A?yAALY5`PR3GngN0;&O76dmOG-vqn=DxduD;X}<*{c2(F4M=#$?6-K!HzxAs
zp+>b1>G_Spia^Er9~ASyoc&+_wXm&vK|=(0_kVQz|MpC=PpIYDMX&qskN<~{^7j|k
z|3?3LMgRz@9<AhOVudjav`h5~u3y)9{yda|*RCMR*hh|&lk>)h@Fp+?Fw!p{MZu#9
z=<B46s^Y*05E(=Jtjc3uzpGP$Qp86S_%&4pBx#i!PYq7}F~GW@9i+w$a{?<)70-ck
zEEO2*Plxej01~0#b<v1tP}==Utm4&R8(_J&Hb#D;Cntumh15+0J!7o@UjnOvHZ3h}
zL_~yoDzE)6a3uUb>%{ShdK>U)t!7$ZV|n)&pAwgaA3ig$@!UW@)b;iHv`{n!k36e>
zm8zLpE@pqR0bMo-tgr5|5JmNDOf_N#WN56He`aA>xg>Y*T1`!#hy+`9(ev<V0iN<8
z)>{vFn**OI$&t+(kS4EW_-+jBtxw#8?p$-)8oir@)#^L~#+&`tOD%~@et$a2!5JD$
z%6n;wfU5S&P@%?1WH?~R7lUO7<+6+>J!yq!=j4F>s2HfP78usMXoDRWjrDUv_acGC
z+Nb*tb+2Fk;n;cTh)Cuf+2q`L^$KKs85?oaxH*fS!@!2m4t`s3!t{ek-Vp}vo9lSi
z*QC0MghgU#CBYlPb=Fq`e42sAteT6<m;A<M9bUU%FW}BUz#9|Me0F4uMyGID7Cj5U
z>9CO=cnm_adk<@^?%WGeeh!+N6e3bYs?Lt<(-*A}VE5QJIJGOZXqg54^0YZ$dm9<%
zD^s1G?oW@PIf+G2fEe}&ebXF#4(rNABzn+#bZcYWwp>e6GS~u<{8GdMyM?&6!{@fa
zS<taE)B^ebBPDtxXui5YL&PzuhM(z2Hly*Q2egcgvI>b$22gO{(oeg<F-!wEC*I4b
zOnE_4M~M|EpQ~TWa6JLBG#Z$o2@#Mmz6g*PD5U1L8Di|7@|<4RZ3%!Y90N)}CAjFC
zuKd9BGir3ESSs)jq!SfAOWV6mC#^fDUZlw+qplt&bA&qqwhQa1u)}*#lYlnv+>n=S
zqsMv)=dWgeA=4SDn^c1HZ=<6<NS^5a`~&<oGhL5?_m&8f-3&NQ22=(_Giw&i$SNr<
zaM#Bk`Wk;RlS7|;0C#JFcZZ@B)Py7Uz)#rBaFUUicf<#7-gk;U#(+bBD0Se8bMYy-
zN9Kx6^YA$^$?|f_xXH`88!WP?<K%3H%hw1A-JeTI2>?ERpI5!NA!7PGoF?Gc(Ue73
z=LsVDxF5<B`FZPSo!!`%&VhPY%kKC0xD3xwj~_kae{++{Mx^XjXGAop9=evF<m!9_
zlGv!;rnej|B)$CU0<K+yQxXgeL0qPlJ{X(6$ndY7oqBVs;F+SOsM`uGZ@>4+2d;>t
zM`Ii`%dN+RcR5-q%JVY=fK2KiA=}Zi>OOxE_P#Wow&BrKIneOhB~KhL_IE{7rE;<{
zF)^{#rnG(nZ{Nszv3BXUF3supPLvSvGwf{uid86~&HkUjP%XV1zAGl+uQCl&AP-h!
z@6$*4rU64i-4E#^z8)F7y-8q?nz2L(=5&EoTEY~wMQy<hzfD20x>9yfN^at(Hc?|g
z_&C!qj*}Xa_Iqxw)OyTfYIVY)F-l`@0fA&)(b&QzqF!6sIH0PmG4LQ^Hx}+czBCFG
ze~)#(LqD{zINJk-@9@Z|o{~w}@%du1InjHt?lN6{eJ19=$KRuvxrBHM3el0OW>l>s
z&C=?VHcLLpw`s-Y__Ox@Cx$mSIXu>M?I-I7^vN0g?eEr&0;|{EKA}zBmmkJROuM70
zZoE#yT1jFgqP;KM8V{vl5}CD2mRB4OVHeJITB(>qMC4kbM*b>@e-$IXT&D5OZ8w@i
z^lHaLbFk}oL^ae`t5km&h?JlB(})E$RcBZ&Mg=0mZvd0MVI{t)uRrTz4^uc0^)0HZ
zaPTO*Iy(^k(M*esYT3^dZJVL)zJn$mIQ(LjoP&MoLR=#>VZfuOwLdwmC#uY-(V{U9
zr+%}v7WIYK=qY<&Zz|nRH9m3k;o^PUSi8FO&h~Uql=V8v37ETcIf5gAYVvQFskP9v
zN!NZoyvZKBGPC5~<1gd4W>PFOJ_oOzogQ;>8$a+Lq%V>Z={OOg5%H<2F3cV~o%B1f
z5IqrgTaKwdjKeSPRi5xuT{mVh<3c_Qu7qt)`ZZ6?ih|ef3tNBf?Zg!L3*$yAv4F{=
zpM7?0muCzYMe+_OOasobBUNeHm0)yki_U^vaOcgiW@Iyn1sNOBCdVKamGUWAJXRu(
z&@R&aeiSlXWv!v&*~@;q8F)SjHjdI(C{q-wL(!FccnH|QR(ss!O`t1pJ}L?h3BjD~
z^jrG<yu8opC>muFa3}?;>cO|S=}O4Q^V-L+j984%fxA=$yxKXRP}c;W2iT5U5cl2I
z^o>qQ6tV21EcS5&`_>V#tSmK3Rl4f8)R$iBQFrbb$qB3iv2M@{yp^t%g~5D^KXLmb
z-o5+GcAe~r7wS0KY3M~$P{}$9Zh-aF#9$QI;m@5lvAqGY&o4W`zQFyhWXLW|Y{fRJ
zo$KsmN5%Gu;x`V@4a4H#TmU<1FJIo*p%Xq{s~kC`5p-kBpN>o>cU;_0#J`Cgm3~V4
zPV96y-u*c6{Mdx$ZHRAian$_0nXTVO<ECiwQLA5_=~>P0%AgD=#zscBp6t9d06PO|
zGpBuD<=oF~sq0z=suGdp>@~p|AUW3ybX2@*4OVq&VY^eNZ8>}d8f@Q{4Q{3W7qfR5
zj7i|Bxe;H>^n1XD1Oxh}7LWH<hkK50eM9VmnC&Y(MPL5a(YKW-S*4|S$eXwwYgz5H
zoD~lKBbRe95aE-U2OZUngci2tx!m4x1>({yz+Z9P3BP$KuST!ZLeTklC@FWVKX9Yq
zYVNbyf$j2Y(Bk#KqJS^iqngHwK1D}IkATG6=4x(UL$BXmZ04e`v8F`20xUFFR?3bN
zf`TBnr(k15>!TTJ?Z%Mc`ty>Y1YSE?6Ja9{E<%7F9k~HlqV;YN%Z^0#Ve9xw2A6F|
zYIRvG&&b`Y+x6h3)}sy9d;GoWr9T)E6`7(pYkT78gxxlUV9<1)R6fT(Zx`Yni{UFn
zmVv=Gyzz49FS5Wa+{h@fa{aXZLm~M^ThmXj!LV7;yr<m$`ld&M{wZ2zhGPxfvzLUs
zON`(y3-T<Q9HbAoZtU=NG;#9KC|jPX(x#7<AWjIMa>;DK_l-a74rB%<rO=B7ocxi&
zdOt$_Uj(aHl9k{q5xP=kBs35F25z-|_amT0a!PNNI0)+cwm4}JDN0Z8^VpcdTevIB
zV}Mrd0~&?Qhi1Gz9Q3<j53I*92{gqQGIC<gi$RE`+Q~lhBXwYSpwz-D@+54(#66|C
z=I&(2nu9~~tv1DT5np1lotJ5`TGy`ZbK34uEIOWtjVwMx$rHIokTAt9tgo!EwDivy
zTfl8Jl+2?MimEobfs6$Gg<8dl7|*UIUS1l_Bo>{%1rH5pdv2?rt<OZRG!3?#pE}wy
zkyqYG7@KG(c|CIiwEgBa771;EjdY27Ja7kYcUTgAAmRr$7HEFsZykhwxgOO@BNF;Y
z)={DSO^9U*pR9$9Wk(4y-oEx`GEY%&|1)hGhTK{hUV)Ps7w^j8!mlV)C34h*XLwyt
z&O|W0g%vf|`ug%nSF#12^iJC);U3Mp6nC#EfFf?BP4w#Cn`-p*^qqz{n(rweEa!YE
z8MU+Es*j^r@M%ym{_uk2TR6hvx&_`i*roK*I#4EwtgNhzjl^k#iWje|BVCUc=~ock
zLX|8Hg<G8Lklv3zt<xzHRF&W34*e5T#!gT2QXRhJ^-p=tMKPN+H+3H^mt&pX(a1H)
zOmC*kT&%-(45k%zElbHngotf{yf4fmszH{?L<NLgT4z9a-J{-qAY0036TV+k4wAF=
z*t5gRmh-dYG`$CT?W6Bg#-=7u*i6R@Jvol)?v^)gM^rmF3RdbR>J^V_wof^CQ&F$c
z&WIqUNh?#z4`1}z?WHzTUS)e<xLaqZk*7ESMrzZXr|e$6s<Iho&gr#dbOp}Lt~FC;
zK=yqEDz`FN*<048$BB;0Q<;`Vaj`EV1j`rGQlk<Td4k7ioxoVIcHJ#9vOKjMX+5FQ
zOJ{v+<95JQ;ku9psSWBNxuUzI!xn{rR!<|gA2_w(T*kFJ+FhXl8wc=uHnrD%l{b>g
zF@eyo1F3Xh3Y1{qvB9kCol&(&&&kG9ng_|F28-3duz@-=1-xZ?S<#1|c0qL0&R0$s
zp42!u?fTlJ&1<Ter+ClSXdX=38nkpEj>#%{X+W}?b9l&czdK;74R1vM9dLE2p*Cfn
zRSY}PG4b!@eo6E`(tGojXn}Gqh{I^)Ng0b_T?MAPzTEr9Bp2J_<yEXpvrVx&s32o3
z7Qn7w#cLW&+{Wl)E^n&cc*)YiwD<Y`k0xy`A8{yYC7PkF;21cBDEABRyyqEq10aDm
zqYblnFNvTA>-J0t5w=EfSi3y~N3gY7aNXId{i?{v(=v+i$zD{7#h*ghYwmbOd(-(~
zhII^v1uHH4Yevd>aXMPgFzlDE5<SgQJ{m#-(8v1=i|o#bfukM`wcqyl$0K+`_xT*E
zc;9iB<0HbaS-c^d?6;G*$m=aPhL1xBOnEmsQ_Vz9wmM2!SHm``ronhJdb5S;jN^5I
z_o*G|IbTc3WXGoH)2SsJj=bjzI*lIoZ@Qx9UhOGz(2(6-?BH`X>nzDs<XB~HjSX1D
zR-xe2s#5X)2ENcFFD@?L^#@q>r0)k1KUPN6nE>g4g(!>u410_tsP+I>0Iv6+ZfZF&
z+OFF{?SX2hXAq!A=2tV%LG}Q=p}_CVU#NdVnv}u7^Xh1Mxns+z_V@4KmnH*tm({@b
zsH6nt{v(T(3z#{+Xk*VL;NGMxpp%JS-k%N>TjC{7W}v6H{`pCQdIfkRK>RM$_#sWm
zAe_r3)~k9-DSY;^v9YTIIo($?=dhIzNFubVtklB7!U{q0?F05RcQB*rx?!8wks8>q
z_`#&nqtv14k2KmDKo>TnW$9#~YH&FRH7UAg!lAM`0F<CcBhozm&NX1)T0!}4YJr}Q
z<|lC+Fe|SDvYZ9_G@!Q(nSV25=uHNGc#wqM@a-pRhJhhdc5?DvmTNp9SGKVK!R@v6
zg7k^*R?~+-@cLsAT>Xsv{J#izfpb<hK=KKJTN3a$&spqC2QP$t`c56lZ&yI6rvm`Q
zA&}n#)8@8@O`cK19589B|2l7=+E&LF+Tz^@K+7T!8t(P0!F}A5mbfL>fIpG7KaKr(
z)o13Hy{;$_pyZX5hCw2l5^0Hrx5gwc@Q$X$6lNN7@_d?rgV{8~6gKWC)Rp9Z(c==*
zyuM5^lfbjXd~9ou)u5(8B~uhQ)yI<tSeSo(dt1Ap0RWC@POyO>vDGT*h`|pRQ}69_
zCFHNX1`9(3=-Th*0DB0w{zFi$8KASEs-ED+Lj_#(7?hx9Q+uHLG+D$tYq!EK$ag`b
zSO;{Tb>W?j-9=k2swqvUjQ*|Jj#7C9$h@X)fGf0gqc@wYftOdE7Ec3+(yr9L;6+A*
z>dDQTi?;Y>kubZ|Y<pN~;ONQmiej=&k%}k4rhr?DA#w+tX9oFqpww1MN@@kztB-<G
z&uyj^r}&QBTvrrWjhWT1r-z7CK6cZ~`IXpq5!QX0G!1IKWyw{WUh4JdHz+)kfq{FV
z+_VhHZA+K<4L}Gg?NRVI2KUrZ@PY>9#lvMTN>ASj9m#0EJ=p1yGhOSL>8=NKFrGN7
zI8HZuZVJ>Uu$zeXbdxY^%D#K|PGIA_Gh>k7brC@?!VZqZMwJSzEFi7LSgSCgy_U>r
zTGF}`!BSQ+f^MR;SULb2l!(*u*G*o^*t1d_XI=buin~DX8#xx8vZ1yRJa&Cnn~$sp
zBMp<FrcJEPFJI9sGpsk<z*@xnUA<@)G@)kNLP~iA!Ro6t<lD8wE*7>H@DN=cg!~RF
z0?to8i*1JNs@w!5pFJz>nV+BU@xiKX)cy0yW#9{bpcHr&1_ek}!}9573&`h>jzDo;
z0G6$JRVt5UuQKM(pFgX^#Yv#PchWnRFIVKbFNwX_+P{%)JDrSGe|aIvWF+uxhsMZz
zA;AV{o@m+Icw|k(eQUwceii^44EI_Fi?mp5la8?p5a-eWU?>&e169JPmX1*Z%k*_{
zQQNqrSg7?|Qik{9y;JaTv2SuBn^6&1*=_peyWbyY4gttPt4Oo3=Zvqty`3AB6z&_7
zde{YApq9h!GA|2m0FzELnAV5Pr(Xb(9ZT51U_a&m7vMo`LjrvMKLCaQQZD{y*BaAu
a7%2Uj#hLipqhRdUl#^0^UMBe>_<sTF2gAJp

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/mute_swan_classification.json b/modelling/data/abingdon-all/resident/mute_swan_classification.json
new file mode 100644
index 0000000..210f72a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mute_swan_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Mute Swan",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "meaningful",
+    "year_end_component": "meaningful",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "winter_detectability_peak",
+      "summer_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "meaningful_autumn_component",
+      "meaningful_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.864830809922633,
+    "target_trough_value": 0.36530042619975284,
+    "target_mean_value": 0.5774560907770357,
+    "target_amplitude": 0.49953038372288017,
+    "baseline_to_peak_ratio": 0.4937381914483355,
+    "autumn_to_winter_weight_ratio": 0.13358778625954199,
+    "year_end_to_winter_weight_ratio": 0.7557251908396947,
+    "decay_to_growth_ratio": 1.1929046563192904,
+    "monthly_target": {
+      "January": 0.7472873467886398,
+      "February": 0.864830809922633,
+      "March": 0.7242050510730234,
+      "April": 0.6147036808791292,
+      "May": 0.6031561445528912,
+      "June": 0.5968176393047385,
+      "July": 0.45836266845111745,
+      "August": 0.36530042619975284,
+      "September": 0.4189337127584466,
+      "October": 0.4511809551120824,
+      "November": 0.4613652381412082,
+      "December": 0.6233294161407664
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 1.049,
+    "GROWTH_RATE": 2.706,
+    "DECAY_RATE": 3.228,
+    "SUMMER_DECAY_BOOST": 3.576,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.46,
+    "PRE_SUMMER_DECAY_END": 7.01,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.892,
+    "SPRING_CARRYOVER_WEIGHT": 0.176,
+    "SPRING_CARRYOVER_END": 7.105,
+    "SPRING_CARRYOVER_SHARPNESS": 18.122,
+    "BASELINE": 0.427,
+    "WINTER_WEIGHT": 0.262,
+    "AUTUMN_WEIGHT": 0.035,
+    "WINTER_PEAK": 1.97,
+    "AUTUMN_PEAK": 10.715,
+    "AUTUMN_ONSET": 9.745,
+    "AUTUMN_GATE_SHARPNESS": 7.358,
+    "WINTER_WIDTH": 9.236,
+    "WINTER_RISE_WIDTH": 9.166,
+    "WINTER_FALL_WIDTH": 10.472,
+    "AUTUMN_WIDTH": 7.259,
+    "AUTUMN_RISE_WIDTH": 6.224,
+    "AUTUMN_FALL_WIDTH": 6.036,
+    "SUMMER_DIP": 0.122,
+    "SUMMER_LOW": 6.955,
+    "SUMMER_ONSET": 5.07,
+    "SUMMER_GATE_SHARPNESS": 4.004,
+    "SUMMER_DECAY_ONSET": 7.06,
+    "SUMMER_DECAY_GATE_SHARPNESS": 12.592,
+    "SUMMER_WIDTH": 28.826,
+    "SUMMER_RISE_WIDTH": 46.832,
+    "SUMMER_FALL_WIDTH": 8.994,
+    "SCALE": 1.241,
+    "YEAR_END_WEIGHT": 0.198,
+    "YEAR_END_PEAK": 12.15,
+    "YEAR_END_WIDTH": 78.218,
+    "YEAR_END_RISE_WIDTH": 144.166,
+    "YEAR_END_FALL_WIDTH": 9.235
+  },
+  "fit": {
+    "score": 0.259
+  },
+  "warnings": [],
+  "summary": "Mute Swan is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, strong pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/mute_swan_consensus.json b/modelling/data/abingdon-all/resident/mute_swan_consensus.json
new file mode 100644
index 0000000..b628014
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mute_swan_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.259",
+  "INITIAL_Y": "1.049",
+  "GROWTH_RATE": "2.706",
+  "DECAY_RATE": "3.228",
+  "SUMMER_DECAY_BOOST": "3.576",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.46",
+  "PRE_SUMMER_DECAY_END": "7.01",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.892",
+  "SPRING_CARRYOVER_WEIGHT": "0.176",
+  "SPRING_CARRYOVER_END": "7.105",
+  "SPRING_CARRYOVER_SHARPNESS": "18.122",
+  "BASELINE": "0.427",
+  "WINTER_WEIGHT": "0.262",
+  "AUTUMN_WEIGHT": "0.035",
+  "WINTER_PEAK": "1.97",
+  "AUTUMN_PEAK": "10.715",
+  "AUTUMN_ONSET": "9.745",
+  "AUTUMN_GATE_SHARPNESS": "7.358",
+  "WINTER_WIDTH": "9.236",
+  "WINTER_RISE_WIDTH": "9.166",
+  "WINTER_FALL_WIDTH": "10.472",
+  "AUTUMN_WIDTH": "7.259",
+  "AUTUMN_RISE_WIDTH": "6.224",
+  "AUTUMN_FALL_WIDTH": "6.036",
+  "SUMMER_DIP": "0.122",
+  "SUMMER_LOW": "6.955",
+  "SUMMER_ONSET": "5.07",
+  "SUMMER_GATE_SHARPNESS": "4.004",
+  "SUMMER_DECAY_ONSET": "7.06",
+  "SUMMER_DECAY_GATE_SHARPNESS": "12.592",
+  "SUMMER_WIDTH": "28.826",
+  "SUMMER_RISE_WIDTH": "46.832",
+  "SUMMER_FALL_WIDTH": "8.994",
+  "SCALE": "1.241",
+  "YEAR_END_WEIGHT": "0.198",
+  "YEAR_END_PEAK": "12.15",
+  "YEAR_END_WIDTH": "78.218",
+  "YEAR_END_RISE_WIDTH": "144.166",
+  "YEAR_END_FALL_WIDTH": "9.235",
+  "SPECIES": "Mute Swan"
+}
diff --git a/modelling/data/abingdon-all/resident/mute_swan_observed.csv b/modelling/data/abingdon-all/resident/mute_swan_observed.csv
new file mode 100644
index 0000000..dc009b2
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mute_swan_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,18
+2,14
+3,10
+4,9
+5,7
+6,8
+7,6
+8,7
+9,6
+10,10
+11,11
+12,9
diff --git a/modelling/data/abingdon-all/resident/mute_swan_parameters.csv b/modelling/data/abingdon-all/resident/mute_swan_parameters.csv
new file mode 100644
index 0000000..1c85baf
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mute_swan_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:11:56,mute_swan_observed.csv,0.5616252042862751819740758412,1.189,3.704,2.17,0.43,0.221,7.48,10.35,0.049,7.02,6.169,0.514,0.465,0.006,1.51,11.92,9.29,11.328,19.398,19.647,19.148,0.736,0.863,0.61,0.23,5.7,4.52,4.379,7.42,6.293,11.139,19.113,3.165,1.547,0.198,12.18,70.667,127.498,13.836
+2026-05-21 10:11:56,mute_swan_observed.csv,0.3883858381401559635951157269,1.243,3.863,0.155,2.797,0.317,6.35,9.241,0.385,7.25,24.912,0.341,0.076,0.025,1.35,11.41,8.33,2.043,12.718,9.173,16.264,4.754,0.808,8.699,0.029,6.38,4.6,5.551,6.83,12.258,35.888,66.803,4.973,1.146,0.333,12.144,100.660,186.338,14.982
+2026-05-21 10:11:56,mute_swan_observed.csv,0.2237847932862367110928598301,0.925,1.853,5.213,2.636,0.786,7.51,11.642,0.078,7.08,20.234,0.547,0.198,0.044,1.28,11.08,8.49,7.209,14.254,11.507,17.0,5.016,4.17,5.861,0.071,6.27,4.52,7.921,6.76,17.991,43.629,77.189,10.069,1.126,0.278,12.259,55.058,102.04,8.076
+2026-05-21 10:11:57,mute_swan_observed.csv,0.6416100893637040727309263715,1.16,0.743,2.296,6.194,0.111,7.62,11.823,0.051,7.5,27.032,0.394,0.357,0.049,1.86,9.96,10.54,8.636,8.338,2.339,14.336,12.320,13.543,11.097,0.002,5.75,5.97,3.733,7.2,21.145,35.122,58.556,11.688,1.123,0.23,12.076,85.936,163.673,8.2
+2026-05-21 10:11:57,mute_swan_observed.csv,1.510227416994738922902971390,0.935,0.795,1.598,7.929,0.929,6.35,6.182,0.273,7.12,22.239,0.643,0.012,0.045,1.06,11.75,10.16,5.532,11.096,14.512,7.679,8.165,3.104,13.226,0.014,6.53,6.13,5.497,6.86,20.729,40.330,70.052,10.609,1.646,0.046,12.09,95.680,180.312,11.049
+2026-05-21 10:11:57,mute_swan_observed.csv,1.116259634617711000878937035,1.054,2.715,3.808,2.25,0.842,6.27,13.814,0.306,6.73,16.131,0.402,0.509,0.046,2.23,11.7,11.02,8.568,14.718,13.172,16.265,2.616,2.791,2.442,0.098,7.89,4.19,7.655,7.12,6.964,14.068,25.302,2.835,1.794,0.044,12.089,57.378,106.315,8.442
+2026-05-21 10:11:58,mute_swan_observed.csv,0.6735457759863975288871746400,0.945,2.21,5.71,5.983,0.085,7.36,7.857,0.112,7.43,9.083,0.651,0.002,0.018,12.0,9.76,9.39,11.883,15.104,17.377,12.832,0.900,1.312,0.487,0.068,6.25,5.26,4.314,6.75,19.328,11.440,8.295,14.585,1.5,0.004,12.226,119.956,232.558,7.355
+2026-05-21 10:11:58,mute_swan_observed.csv,0.3564318974780481121075917211,0.985,0.51,4.475,5.374,0.646,6.54,12.355,0.352,7.0,18.513,0.616,0.052,0.035,1.08,10.57,11.26,7.865,16.198,16.198,16.198,10.656,8.791,12.52,0.24,8.25,4.95,4.295,7.31,16.772,16.362,25.686,7.037,1.187,0.154,12.161,113.494,215.293,11.696
+2026-05-21 10:11:58,mute_swan_observed.csv,0.2949118586219167435191430042,1.194,3.397,2.951,4.384,0.862,6.4,6.668,0.006,6.99,15.532,0.098,0.175,0.039,1.53,10.58,8.86,7.29,14.051,8.433,19.669,10.356,10.971,9.742,0.245,5.75,4.56,3.784,7.28,16.655,39.618,63.209,16.026,1.22,0.152,12.098,92.076,171.689,12.464
+2026-05-21 10:11:58,mute_swan_observed.csv,2.319914768496468376858951752,1.154,2.193,4.344,6.791,0.946,7.44,7.544,0.318,6.81,18.143,0.499,0.4,0.002,1.13,11.24,9.28,6.751,3.126,4.152,2.099,2.816,2.760,2.873,0.092,6.95,5.98,1.566,7.0,23.655,36.307,62.776,9.838,1.724,0.144,12.073,55.039,96.051,14.027
+2026-05-21 10:11:59,mute_swan_observed.csv,1.239556780105454790402971524,0.762,2.928,0.234,3.853,0.571,7.65,6.54,0.197,7.5,17.693,0.553,0.003,0.048,1.44,11.95,9.89,11.454,17.212,15.09,19.333,5.874,5.573,6.175,0.1,5.6,6.38,4.423,7.54,22.896,16.210,14.124,18.297,1.702,0.258,12.281,50.674,86.165,15.182
+2026-05-21 10:11:59,mute_swan_observed.csv,0.3984736554941055937928100807,0.975,0.542,0.783,1.211,0.13,7.19,13.03,0.257,7.49,26.271,0.474,0.634,0.029,1.32,10.8,8.99,8.723,5.780,9.41,2.15,11.480,10.587,12.372,0.071,5.72,4.91,6.685,6.69,8.918,39.694,66.068,13.319,1.288,0.036,12.286,48.466,85.494,11.437
+2026-05-21 10:11:59,mute_swan_observed.csv,0.2641551752322600028986029254,0.834,3.586,4.121,2.916,0.825,6.95,8.738,0.097,7.42,19.999,0.315,0.553,0.041,2.08,11.66,8.36,5.366,16.350,16.578,16.123,2.598,1.125,4.072,0.06,8.34,4.76,6.416,7.54,7.487,46.838,79.941,13.736,1.239,0.095,12.102,86.966,166.204,7.727
+2026-05-21 10:12:00,mute_swan_observed.csv,0.3037268964104690409710622060,1.073,2.561,2.254,5.414,0.759,7.48,4.532,0.041,6.52,16.707,0.215,0.118,0.017,1.66,10.87,10.68,11.33,13.802,15.310,12.293,5.412,9.52,1.303,0.072,7.38,4.04,5.825,6.76,16.991,28.180,48.618,7.743,1.259,0.033,12.117,97.530,190.698,4.362
+2026-05-21 10:12:00,mute_swan_observed.csv,0.1877003609581573441980338633,1.209,3.293,2.723,1.444,0.151,6.92,12.289,0.02,7.48,24.669,0.451,0.264,0.036,2.02,10.4,10.05,11.476,8.722,5.739,11.706,5.330,9.202,1.458,0.11,6.93,5.73,3.493,7.54,11.322,39.336,66.805,11.868,1.692,0.178,12.042,63.312,117.397,9.228
+2026-05-21 10:12:00,mute_swan_observed.csv,0.4440433300754526053715533358,1.132,0.275,4.645,7.053,0.795,6.33,3.779,0.373,7.28,8.172,0.139,0.034,0.03,2.0,10.98,9.26,3.16,10.307,9.670,10.944,8.721,11.025,6.417,0.089,7.27,5.86,7.072,6.89,19.958,19.380,34.448,4.313,1.169,0.202,12.288,121.392,229.705,13.079
+2026-05-21 10:12:01,mute_swan_observed.csv,1.563736301696432618347503490,1.261,2.124,5.149,3.063,0.035,7.15,15.551,0.167,6.77,6.619,0.35,0.324,0.01,11.71,11.34,10.67,7.163,11.853,11.233,12.473,9.946,10.536,9.355,0.073,8.31,5.19,6.346,7.25,23.538,24.120,37.332,10.908,1.011,0.132,12.008,72.769,140.077,5.461
+2026-05-21 10:12:01,mute_swan_observed.csv,0.3243944234584958326674374796,0.938,2.381,5.181,7.598,0.682,6.79,11.645,0.406,6.63,22.468,0.583,0.541,0.02,2.06,11.41,9.33,7.291,13.518,11.43,15.606,6.361,8.152,4.57,0.244,5.75,5.86,2.199,6.99,20.419,8.712,6.697,10.726,1.427,0.081,12.256,120.589,232.671,8.507
+2026-05-21 10:12:01,mute_swan_observed.csv,0.2023427146873334566808840954,1.06,1.196,2.666,7.581,0.578,7.72,14.856,0.151,6.96,23.17,0.178,0.68,0.034,1.69,9.58,10.3,2.802,18.683,18.210,19.156,8.660,6.327,10.994,0.217,6.6,4.99,2.546,7.13,15.248,12.350,19.275,5.424,1.192,0.022,12.011,103.401,193.347,13.455
+2026-05-21 10:12:02,mute_swan_observed.csv,0.4268049065220946146586100002,0.78,3.916,4.416,7.244,0.92,6.54,8.716,0.362,7.41,20.772,0.168,0.156,0.045,11.76,10.1,8.9,8.571,7.342,2.253,12.432,5.881,5.696,6.066,0.216,8.17,4.11,4.068,6.62,16.083,30.620,49.275,11.965,0.859,0.09,12.214,47.352,89.702,5.002
+2026-05-21 10:12:02,mute_swan_observed.csv,0.3493833563735459872406056002,0.855,1.083,4.429,6.72,0.938,6.47,10.167,0.369,7.48,6.959,0.218,0.042,0.024,11.6,9.87,11.38,7.212,1.512,0.81,2.213,6.773,4.659,8.887,0.104,6.53,5.56,3.295,6.92,22.376,19.502,25.828,13.176,1.146,0.171,12.057,123.112,234.866,11.358
+2026-05-21 10:12:02,mute_swan_observed.csv,0.5246792934494380339055897924,1.126,1.05,4.337,3.015,0.337,7.63,13.724,0.431,6.62,15.075,0.655,0.507,0.034,11.99,11.24,10.54,8.282,5.759,7.992,3.526,9.252,6.736,11.767,0.193,8.34,4.27,4.248,7.4,9.449,7.682,13.379,1.986,1.273,0.023,12.165,62.538,119.01,6.067
+2026-05-21 10:12:03,mute_swan_observed.csv,0.9705528192367265805982346014,1.112,3.618,4.592,7.838,0.949,6.34,5.866,0.201,7.29,18.876,0.518,0.234,0.005,1.32,11.96,10.33,5.587,13.312,18.883,7.742,5.730,5.048,6.413,0.006,6.58,5.95,1.914,7.4,13.976,22.128,30.431,13.826,1.498,0.338,12.071,71.245,129.337,13.153
+2026-05-21 10:12:03,mute_swan_observed.csv,0.7134935646867893568007698721,0.805,1.291,0.321,0.836,0.442,7.02,6.584,0.327,6.58,10.881,0.523,0.41,0.007,1.14,9.6,9.22,5.437,13.982,9.173,18.791,7.142,8.027,6.257,0.169,6.1,6.34,5.816,7.4,15.293,31.718,45.047,18.389,0.821,0.108,12.116,111.088,211.868,10.309
+2026-05-21 10:12:03,mute_swan_observed.csv,1.200236486967994082924256303,1.186,3.95,2.518,0.477,0.938,7.42,10.041,0.181,7.11,15.888,0.254,0.16,0.005,1.44,11.9,9.59,11.609,19.336,19.699,18.972,4.896,4.156,5.636,0.072,7.88,4.54,4.145,7.16,17.128,18.160,21.323,14.998,1.715,0.024,12.209,51.130,93.541,8.718
+2026-05-21 10:12:03,mute_swan_observed.csv,0.7474466278173795670619522634,0.822,0.651,2.396,0.628,0.683,6.75,5.822,0.129,6.53,23.744,0.199,0.287,0.049,1.48,10.94,9.2,10.672,7.160,10.469,3.851,8.593,4.682,12.504,0.108,8.28,5.1,5.27,7.55,9.956,34.116,49.562,18.669,0.8,0.063,12.194,88.202,161.573,14.832
+2026-05-21 10:12:04,mute_swan_observed.csv,0.8067838581885583721237448092,0.94,1.386,1.781,7.01,0.122,7.62,8.748,0.335,7.61,11.161,0.598,0.504,0.04,1.35,11.42,9.23,4.883,8.607,9.269,7.945,5.590,3.912,7.268,0.058,8.47,4.83,5.362,6.82,19.404,21.068,24.907,17.229,0.816,0.17,12.282,113.922,212.297,15.546
+2026-05-21 10:12:04,mute_swan_observed.csv,0.3035306951209566615810756201,1.212,3.492,2.875,3.21,0.028,7.74,11.325,0.254,7.03,9.727,0.524,0.131,0.013,2.26,10.5,10.9,3.543,10.518,1.154,19.882,7.380,3.234,11.525,0.078,6.65,5.41,4.015,7.28,11.547,22.770,43.421,2.12,1.701,0.143,12.271,82.862,153.862,11.861
+2026-05-21 10:12:04,mute_swan_observed.csv,1.959426152694990302744113195,1.057,0.896,1.453,7.154,0.89,7.71,7.787,0.255,6.7,10.37,0.537,0.355,0.041,11.76,10.54,8.46,6.512,12.912,17.964,7.859,4.690,3.243,6.138,0.012,6.4,5.36,1.313,6.77,8.518,22.094,41.029,3.159,1.638,0.349,12.004,48.436,86.464,10.407
+2026-05-21 10:12:05,mute_swan_observed.csv,0.5985742812004713546324340923,1.202,2.515,4.118,0.65,0.528,7.35,9.764,0.041,7.53,15.824,0.247,0.074,0.0,2.36,10.91,8.36,3.034,9.359,4.46,14.258,10.528,11.52,9.537,0.077,8.18,5.74,6.613,7.38,16.024,31.575,50.786,12.364,1.505,0.092,12.269,85.588,163.181,7.995
+2026-05-21 10:12:05,mute_swan_observed.csv,0.4466012186507772694301199753,1.018,1.727,4.484,1.986,0.243,6.32,4.853,0.076,7.6,8.512,0.55,0.326,0.023,1.59,11.43,9.17,7.729,12.188,17.738,6.639,6.900,10.313,3.486,0.132,6.63,5.88,2.249,7.34,6.055,10.879,21.377,0.381,1.442,0.248,12.198,74.320,143.172,5.469
+2026-05-21 10:12:05,mute_swan_observed.csv,0.5176673679099429739225108391,0.767,1.298,2.48,6.459,0.316,6.99,6.902,0.203,6.84,12.303,0.59,0.546,0.006,1.66,11.84,9.51,9.641,13.562,9.687,17.437,8.370,9.373,7.366,0.012,6.89,5.81,3.356,6.92,9.603,21.847,24.429,19.265,1.773,0.183,12.161,110.799,216.202,5.396
+2026-05-21 10:12:06,mute_swan_observed.csv,0.4224797201545305835595155275,0.788,0.327,1.307,7.484,0.525,6.48,4.605,0.197,7.12,20.262,0.335,0.324,0.009,1.99,9.52,9.52,10.114,10.186,5.493,14.878,11.518,12.079,10.956,0.121,6.0,5.09,4.237,6.68,9.251,29.524,46.243,12.804,1.261,0.141,12.205,85.188,163.065,7.312
+2026-05-21 10:12:06,mute_swan_observed.csv,0.2306829103771891692868147439,1.162,1.506,5.725,6.757,0.364,6.34,4.16,0.298,6.8,11.404,0.268,0.704,0.043,2.1,10.81,8.53,2.37,13.197,9.91,16.484,7.850,8.343,7.356,0.177,6.79,5.53,1.019,6.69,22.484,34.702,60.704,8.7,1.142,0.213,12.224,110.884,206.293,15.475
+2026-05-21 10:12:06,mute_swan_observed.csv,0.4694487856133669585703252655,1.147,0.367,3.073,4.814,0.929,7.6,13.985,0.331,7.44,16.194,0.511,0.296,0.044,1.89,10.62,11.04,10.153,18.576,17.883,19.268,4.633,8.571,0.695,0.201,5.57,4.36,6.9,7.48,21.408,36.438,55.393,17.482,0.997,0.319,12.198,64.896,121.795,7.997
+2026-05-21 10:12:07,mute_swan_observed.csv,0.4983889155193800834598323941,1.258,3.026,5.557,2.683,0.909,7.03,15.703,0.346,7.28,18.258,0.283,0.212,0.026,11.71,11.65,8.46,2.625,14.392,10.658,18.127,3.694,3.270,4.119,0.054,6.13,4.57,4.197,7.29,8.563,17.438,26.819,8.057,0.954,0.205,12.249,59.089,112.658,5.52
+2026-05-21 10:12:07,mute_swan_observed.csv,0.2790933835248765589034902276,1.022,3.052,2.396,1.093,0.453,6.37,10.862,0.079,6.76,22.365,0.518,0.159,0.045,2.14,11.11,9.11,9.643,12.030,4.152,19.909,9.704,13.88,5.527,0.112,6.49,5.1,4.762,7.04,8.907,28.800,56.199,1.4,1.547,0.135,12.028,67.182,124.853,9.511
+2026-05-21 10:12:07,mute_swan_observed.csv,0.5702177490099835110691229543,0.849,3.499,2.716,2.043,0.599,6.89,9.424,0.398,6.68,20.441,0.471,0.468,0.008,1.85,11.45,10.22,7.609,4.400,5.58,3.22,4.976,4.820,5.133,0.121,6.7,4.38,6.438,6.96,6.971,32.961,62.12,3.802,1.471,0.346,12.011,58.102,108.561,7.642
+2026-05-21 10:12:08,mute_swan_observed.csv,1.025304882665694906480725597,1.33,2.036,5.276,6.964,0.104,7.3,9.66,0.092,6.74,12.43,0.271,0.336,0.035,1.63,10.33,8.61,3.704,3.832,1.926,5.738,8.394,12.605,4.184,0.186,6.89,4.22,7.399,6.97,20.863,33.982,65.473,2.492,0.936,0.291,12.18,125.690,239.971,11.41
+2026-05-21 10:12:08,mute_swan_observed.csv,1.079711108469656158548900953,0.829,1.894,2.952,1.549,0.168,7.41,5.772,0.365,6.72,24.826,0.11,0.523,0.008,1.87,9.5,10.84,4.71,13.440,14.835,12.046,6.556,8.232,4.881,0.093,7.02,4.4,3.402,7.02,14.297,22.028,38.084,5.973,1.715,0.131,12.22,70.228,136.447,4.01
+2026-05-21 10:12:08,mute_swan_observed.csv,0.3931615530338191873377918026,1.149,0.31,3.771,3.639,0.761,6.28,14.635,0.267,6.9,7.455,0.128,0.349,0.031,1.23,10.91,8.33,4.168,9.652,8.437,10.866,9.543,9.172,9.914,0.098,5.73,4.5,0.859,7.05,8.9,7.148,6.218,8.078,1.492,0.081,12.26,112.042,209.779,14.304
+2026-05-21 10:12:08,mute_swan_observed.csv,0.7051726800950275173242489378,0.964,1.137,5.955,1.022,0.408,7.23,14.688,0.112,6.78,18.782,0.108,0.511,0.03,1.51,10.89,8.95,2.122,11.406,3.126,19.686,10.391,8.453,12.329,0.104,7.78,5.59,7.226,6.83,17.216,19.891,27.75,12.032,1.71,0.218,12.255,63.120,117.693,8.547
+2026-05-21 10:12:09,mute_swan_observed.csv,0.6414416087730629068958660254,0.961,3.45,0.273,7.71,0.615,7.59,7.668,0.16,6.66,6.385,0.134,0.743,0.033,1.14,11.77,11.47,3.454,16.274,15.152,17.397,9.390,7.745,11.036,0.123,6.83,6.34,3.631,7.34,14.584,27.479,42.84,12.118,1.282,0.175,12.286,81.533,152.933,10.133
+2026-05-21 10:12:09,mute_swan_observed.csv,0.2545828683930763677578947469,1.078,3.959,4.258,3.642,0.216,7.73,13.272,0.164,6.92,16.096,0.576,0.523,0.008,2.39,9.86,9.82,7.246,18.338,17.638,19.039,3.038,1.125,4.952,0.133,8.43,4.28,3.063,6.96,22.785,8.938,12.115,5.762,1.465,0.128,12.108,101.112,194.666,7.559
+2026-05-21 10:12:09,mute_swan_observed.csv,0.7414673561421218575167437224,0.993,1.184,5.462,5.779,0.122,6.91,11.625,0.158,7.46,22.286,0.343,0.624,0.01,11.9,11.82,8.58,8.516,8.875,6.469,11.281,6.400,10.162,2.637,0.151,7.97,5.55,7.647,7.09,20.918,34.754,59.751,9.756,1.424,0.166,12.047,102.955,194.076,11.834
+2026-05-21 10:12:10,mute_swan_observed.csv,0.3992598458004221143715613156,1.122,1.403,3.235,2.212,0.743,6.85,4.228,0.384,6.66,6.145,0.252,0.64,0.015,1.79,10.42,9.2,3.634,8.199,4.103,12.295,8.659,6.161,11.157,0.138,7.78,5.36,7.267,7.41,16.66,17.108,26.977,7.24,1.323,0.121,12.282,94.586,181.504,7.667
+2026-05-21 10:12:10,mute_swan_observed.csv,0.2704503961350260010264940177,0.841,3.389,1.197,2.469,0.232,6.28,11.741,0.444,6.83,16.299,0.573,0.261,0.018,1.56,10.34,8.8,6.176,6.468,7.468,5.469,0.606,0.392,0.82,0.131,7.22,5.0,1.48,6.69,16.138,20.308,37.734,2.883,1.097,0.243,12.01,82.868,161.579,4.156
+2026-05-21 10:12:10,mute_swan_observed.csv,0.5417588945157573050754184285,0.846,2.077,1.811,7.585,0.23,6.79,15.379,0.445,6.95,7.196,0.669,0.104,0.015,1.89,10.77,9.22,5.304,8.512,6.194,10.83,11.506,13.625,9.386,0.152,6.68,4.41,7.403,7.57,14.685,27.776,40.024,15.529,1.105,0.257,12.257,94.780,183.005,6.555
+2026-05-21 10:12:11,mute_swan_observed.csv,0.2680195258087446395849022874,1.258,3.465,3.23,3.679,0.249,7.25,3.483,0.44,6.93,6.649,0.415,0.047,0.041,1.91,10.66,9.84,6.45,11.840,19.58,4.099,1.884,2.034,1.735,0.048,6.42,5.06,6.235,7.36,17.311,22.874,37.632,8.115,1.466,0.199,12.133,71.155,126.4,15.91
+2026-05-21 10:12:11,mute_swan_observed.csv,0.2627424753640010778005262887,1.07,2.769,5.098,5.062,0.534,7.6,8.942,0.337,7.56,17.741,0.159,0.262,0.007,1.99,11.31,9.33,5.29,9.134,14.753,3.514,7.393,2.234,12.552,0.179,8.3,5.89,6.849,7.38,16.885,9.857,15.786,3.928,1.325,0.016,12.005,75.428,142.266,8.589
+2026-05-21 10:12:11,mute_swan_observed.csv,1.766916883302369594670181775,0.806,2.787,2.04,1.608,0.848,7.68,9.556,0.356,6.62,24.269,0.122,0.687,0.037,1.07,11.79,8.61,3.588,9.562,17.18,1.944,8.974,4.796,13.152,0.184,6.86,5.93,1.083,6.65,20.803,15.158,10.915,19.402,1.686,0.202,12.039,92.404,170.528,14.28
+2026-05-21 10:12:12,mute_swan_observed.csv,0.5103351985685381062432503605,0.992,1.056,4.451,0.619,0.363,7.71,4.324,0.129,7.22,20.177,0.399,0.254,0.047,1.13,11.91,10.84,4.568,5.948,9.463,2.434,8.593,5.204,11.982,0.083,6.3,4.35,7.968,7.45,6.769,37.420,55.445,19.396,1.057,0.277,12.274,45.628,84.47,6.786
+2026-05-21 10:12:12,mute_swan_observed.csv,0.6282104757312221843018000793,0.819,2.078,3.257,0.624,0.071,7.61,13.625,0.303,7.47,10.704,0.525,0.702,0.035,1.92,10.6,9.56,2.57,11.276,13.593,8.96,7.388,8.546,6.23,0.022,8.1,5.45,4.804,7.5,9.224,23.246,31.303,15.188,1.277,0.037,12.222,70.728,127.682,13.774
+2026-05-21 10:12:12,mute_swan_observed.csv,0.7403832943256344725557641551,1.337,3.577,0.244,5.434,0.495,7.19,15.802,0.261,6.72,16.959,0.202,0.629,0.03,1.96,11.19,11.5,3.338,10.058,16.914,3.203,9.620,8.795,10.444,0.214,6.85,6.33,7.228,7.55,7.168,21.207,40.655,1.759,1.444,0.013,12.146,54.026,97.93,10.121
+2026-05-21 10:12:13,mute_swan_observed.csv,0.7218770379067877777459228114,1.091,3.362,1.578,0.852,0.36,6.37,3.35,0.019,6.99,9.127,0.305,0.102,0.029,1.83,9.81,8.39,4.104,11.295,11.306,11.284,7.368,2.177,12.559,0.055,7.17,4.86,6.799,6.94,20.721,13.839,13.987,13.691,1.144,0.074,12.142,85.169,156.088,14.25
+2026-05-21 10:12:13,mute_swan_observed.csv,0.3666285694773425344044955967,1.163,2.834,0.626,5.643,0.062,6.35,13.03,0.047,7.38,19.437,0.182,0.27,0.004,11.5,11.0,11.15,2.526,8.100,1.02,15.181,8.800,13.075,4.526,0.178,7.29,4.1,6.661,7.41,12.414,30.963,52.268,9.658,1.044,0.207,12.207,67.590,127.854,7.325
+2026-05-21 10:12:13,mute_swan_observed.csv,0.6555736303529037081831632892,1.004,2.981,1.569,2.836,0.314,7.72,6.049,0.375,7.58,10.558,0.526,0.446,0.019,1.98,11.09,10.1,9.77,11.128,16.119,6.136,11.160,12.302,10.018,0.131,5.97,5.64,2.193,7.48,21.895,26.580,48.676,4.484,1.084,0.062,12.108,60.010,115.673,4.348
+2026-05-21 10:12:13,mute_swan_observed.csv,0.8617820805511575924955092624,1.192,2.931,4.151,2.782,0.211,7.75,13.512,0.143,7.12,23.646,0.657,0.432,0.041,11.76,10.84,9.94,5.856,10.869,7.478,14.26,5.964,10.318,1.611,0.083,6.96,5.14,3.342,7.04,21.941,11.232,14.245,8.219,0.972,0.196,12.102,123.181,236.031,10.331
+2026-05-21 10:12:14,mute_swan_observed.csv,0.6587881971637791747927702458,1.332,2.368,2.94,0.648,0.082,6.67,12.667,0.202,7.47,8.857,0.493,0.73,0.046,1.5,10.54,8.93,7.021,15.276,15.514,15.037,10.208,7.594,12.822,0.16,6.44,4.29,1.235,7.3,9.403,7.818,12.39,3.246,1.458,0.181,12.247,54.334,104.24,4.429
+2026-05-21 10:12:14,mute_swan_observed.csv,1.216927503868800215756106764,1.239,0.281,1.394,1.522,0.22,7.22,3.093,0.066,7.44,17.806,0.61,0.209,0.035,1.45,10.89,11.44,8.493,8.973,6.476,11.47,4.260,7.496,1.023,0.062,7.24,4.06,1.373,6.72,7.578,27.796,45.623,9.97,0.81,0.196,12.205,87.971,167.995,7.947
+2026-05-21 10:12:14,mute_swan_observed.csv,0.3094771821472885021524150614,1.33,1.981,2.076,1.894,0.352,6.28,3.158,0.075,7.46,7.889,0.307,0.407,0.032,11.77,11.29,10.74,7.418,2.312,1.517,3.106,10.428,11.034,9.823,0.131,6.45,6.49,5.171,7.11,21.042,32.176,45.846,18.507,1.277,0.05,12.243,101.816,193.036,10.597
+2026-05-21 10:12:15,mute_swan_observed.csv,0.2806979251337973434899726641,1.211,1.612,3.128,1.804,0.59,7.57,5.892,0.391,6.74,24.641,0.321,0.356,0.038,11.83,11.54,10.94,10.982,13.656,13.779,13.534,7.582,8.073,7.091,0.049,5.96,5.12,4.862,7.19,13.056,31.578,50.877,12.279,1.198,0.303,12.107,60.892,116.938,4.847
+2026-05-21 10:12:15,mute_swan_observed.csv,0.5304789456531027606210062217,0.893,0.555,3.007,1.676,0.41,7.14,3.93,0.112,7.54,27.627,0.604,0.396,0.048,11.56,9.54,9.87,6.914,5.037,8.299,1.775,5.930,10.648,1.212,0.011,7.32,5.08,6.595,6.7,18.221,39.143,71.579,6.707,1.124,0.189,12.086,89.525,171.338,7.712
+2026-05-21 10:12:15,mute_swan_observed.csv,0.3254052356814626884098705304,0.921,3.906,2.433,6.062,0.89,6.79,6.482,0.341,7.38,22.438,0.576,0.16,0.028,1.92,10.12,9.86,7.87,8.008,10.516,5.5,12.286,12.416,12.155,0.119,6.51,5.13,3.199,6.63,8.741,28.826,49.824,7.829,1.159,0.289,12.21,59.968,115.901,4.036
+2026-05-21 10:12:16,mute_swan_observed.csv,0.5669925093559974374008373772,1.164,3.003,0.665,6.777,0.83,7.38,8.921,0.428,6.88,15.189,0.51,0.112,0.045,11.51,11.89,9.69,7.549,12.855,9.537,16.173,4.996,5.245,4.746,0.2,6.49,5.57,5.64,7.2,23.54,11.896,10.341,13.451,1.304,0.314,12.053,69.404,130.517,8.29
+2026-05-21 10:12:16,mute_swan_observed.csv,1.506283908417520625019939698,1.19,3.256,4.933,3.963,0.221,7.73,3.264,0.178,7.24,17.002,0.284,0.302,0.017,11.63,10.47,10.02,7.163,13.221,14.370,12.072,8.948,8.111,9.785,0.037,8.03,5.81,7.564,7.41,17.711,33.076,62.809,3.342,1.063,0.145,12.108,95.548,181.122,9.974
+2026-05-21 10:12:16,mute_swan_observed.csv,0.5477876023377510914610828577,1.066,3.263,5.921,7.603,0.903,6.63,4.372,0.212,7.55,13.629,0.425,0.06,0.011,2.15,11.53,8.9,3.484,11.038,4.075,18.002,10.072,9.712,10.432,0.125,6.81,4.33,1.468,7.39,13.254,21.742,39.611,3.874,0.935,0.018,12.229,78.522,149.628,7.415
+2026-05-21 10:12:17,mute_swan_observed.csv,0.5775682453562924261379238192,1.076,0.456,5.862,1.669,0.336,6.86,5.135,0.107,7.08,24.141,0.402,0.185,0.038,11.9,9.91,10.49,2.782,16.867,14.438,19.296,10.876,13.121,8.632,0.126,6.26,5.96,5.39,6.61,10.377,8.896,10.779,7.012,1.632,0.079,12.095,83.220,158.53,7.91
+2026-05-21 10:12:17,mute_swan_observed.csv,0.9046005574602645568563513253,1.312,1.681,3.726,6.228,0.57,7.64,10.817,0.359,7.37,12.471,0.519,0.364,0.002,1.28,9.68,9.69,2.722,5.542,6.142,4.942,7.586,11.458,3.713,0.209,7.7,4.22,5.319,7.43,21.806,11.758,22.218,1.299,1.565,0.006,12.144,98.936,190.478,7.393
+2026-05-21 10:12:17,mute_swan_observed.csv,0.4449162403673094322972562142,0.973,2.831,0.244,4.444,0.334,7.51,7.748,0.253,7.1,8.036,0.585,0.15,0.022,1.78,11.77,9.48,5.111,10.370,12.323,8.417,6.438,2.305,10.57,0.163,6.42,5.88,5.569,6.86,14.182,8.152,15.475,0.83,1.231,0.236,12.157,60.930,114.001,7.858
+2026-05-21 10:12:18,mute_swan_observed.csv,1.253911226801175689371485905,0.889,3.774,1.651,4.86,0.856,7.03,4.94,0.185,7.15,8.04,0.638,0.635,0.036,11.59,10.42,11.4,9.534,8.811,5.285,12.337,4.270,4.412,4.128,0.241,6.74,5.64,1.958,6.6,6.593,29.678,48.331,11.024,0.879,0.088,12.291,110.331,211.189,9.473
+2026-05-21 10:12:18,mute_swan_observed.csv,0.4274221438841132446978473900,0.94,1.718,2.119,7.187,0.501,6.76,3.459,0.204,6.52,27.17,0.528,0.49,0.029,11.71,9.85,8.79,3.512,18.736,17.55,19.922,2.443,1.825,3.061,0.085,7.22,5.39,5.507,6.9,17.211,10.108,8.259,11.956,1.087,0.234,12.239,61.111,107.494,14.728
+2026-05-21 10:12:18,mute_swan_observed.csv,1.843550044082225136413287109,1.026,1.962,4.962,7.392,0.494,6.64,8.266,0.195,6.73,27.521,0.571,0.221,0.021,1.76,10.6,9.15,2.449,3.720,3.992,3.448,13.390,13.377,13.403,0.059,6.19,5.57,1.204,7.51,6.251,38.089,69.276,6.902,1.74,0.261,12.026,106.437,199.987,12.887
+2026-05-21 10:12:19,mute_swan_observed.csv,0.7170391807740279757804149608,1.059,1.81,1.003,5.107,0.302,6.84,15.778,0.378,6.62,16.221,0.329,0.048,0.019,1.17,10.08,9.8,11.034,13.026,8.492,17.56,5.392,2.858,7.925,0.09,6.9,5.35,2.805,7.47,14.461,41.819,65.709,17.929,0.837,0.124,12.183,54.325,102.948,5.702
+2026-05-21 10:12:19,mute_swan_observed.csv,0.1953339428133043859489724279,0.986,3.034,4.124,3.466,0.51,7.17,7.617,0.167,7.18,19.884,0.625,0.005,0.024,11.6,10.21,10.04,7.557,14.291,13.496,15.086,9.790,13.368,6.211,0.077,7.06,5.86,7.498,7.42,23.354,29.754,56.709,2.799,1.247,0.345,12.221,122.430,238.736,6.125
+2026-05-21 10:12:19,mute_swan_observed.csv,1.397931235576864003133989202,0.823,1.247,3.107,7.748,0.596,6.74,3.406,0.279,7.46,16.419,0.637,0.678,0.029,11.82,10.47,10.25,3.365,11.703,5.853,17.553,10.196,7.489,12.902,0.062,6.7,4.93,6.641,7.53,14.927,32.936,61.687,4.186,1.592,0.348,12.111,57.344,109.306,5.383
+2026-05-21 10:12:19,mute_swan_observed.csv,0.3829106556240265392205681892,1.136,2.055,4.332,6.424,0.688,7.69,11.564,0.021,6.51,12.586,0.166,0.257,0.048,1.79,10.68,10.0,7.988,14.368,9.427,19.31,6.558,9.54,3.577,0.211,7.09,5.99,7.195,7.47,8.577,32.501,45.291,19.711,1.226,0.107,12.174,65.438,119.567,11.309
+2026-05-21 10:12:20,mute_swan_observed.csv,1.439055124435706866534000851,0.982,1.352,1.243,7.899,0.255,6.47,6.419,0.166,6.73,19.941,0.249,0.398,0.038,11.95,11.15,8.33,7.506,3.521,3.716,3.326,4.268,3.166,5.37,0.231,7.59,5.58,1.094,6.7,8.535,15.904,26.399,5.409,1.639,0.187,12.181,85.713,162.614,8.812
+2026-05-21 10:12:20,mute_swan_observed.csv,1.144687339921946008481963789,1.084,1.947,2.467,5.595,0.663,6.8,4.828,0.311,6.66,27.826,0.593,0.125,0.047,1.65,10.19,9.82,4.173,11.618,7.848,15.389,10.470,12.007,8.933,0.225,8.25,4.66,2.846,7.51,23.22,38.514,71.192,5.837,1.557,0.094,12.237,54.680,102.095,7.265
+2026-05-21 10:12:20,mute_swan_observed.csv,1.445273571917206325169357938,1.333,1.365,1.739,4.643,0.898,7.22,7.992,0.256,6.89,22.151,0.38,0.407,0.008,2.33,11.74,8.35,7.934,14.605,12.168,17.042,5.646,9.798,1.495,0.062,6.16,4.95,4.265,7.03,8.214,40.071,65.471,14.671,1.727,0.301,12.216,86.575,163.437,9.713
+2026-05-21 10:12:21,mute_swan_observed.csv,0.5028430996360815152312810267,0.997,0.922,1.683,4.001,0.91,7.54,14.188,0.248,7.65,6.96,0.633,0.43,0.002,1.56,10.86,10.23,3.081,12.810,17.23,8.391,2.580,2.942,2.218,0.062,7.1,4.94,6.294,7.23,11.161,34.993,56.979,13.007,1.161,0.201,12.233,102.060,196.115,8.006
+2026-05-21 10:12:21,mute_swan_observed.csv,0.6281914423804217745823773869,0.82,0.29,3.542,0.778,0.117,6.57,12.074,0.375,6.57,17.01,0.658,0.057,0.007,11.59,11.58,9.01,3.9,6.210,1.342,11.079,4.480,2.772,6.187,0.17,6.95,4.39,3.043,6.96,23.685,13.121,8.255,17.987,1.071,0.082,12.204,44.228,81.611,6.846
+2026-05-21 10:12:21,mute_swan_observed.csv,1.482434626006451549147781243,1.051,3.241,0.116,3.281,0.743,7.59,14.728,0.207,7.43,23.391,0.469,0.62,0.043,2.01,9.54,8.46,8.458,9.892,5.029,14.755,2.066,1.908,2.225,0.139,6.8,4.29,1.731,7.27,17.452,14.978,20.731,9.224,1.743,0.116,12.152,54.950,99.949,9.95
+2026-05-21 10:12:22,mute_swan_observed.csv,0.4622328796537087272620081646,1.058,3.63,1.018,5.976,0.11,6.93,5.244,0.371,6.65,23.689,0.473,0.212,0.012,2.46,10.77,10.23,7.891,10.089,15.586,4.592,3.648,0.891,6.404,0.046,8.46,4.72,7.927,7.6,11.093,46.528,76.08,16.977,0.93,0.044,12.071,66.166,119.156,13.175
+2026-05-21 10:12:22,mute_swan_observed.csv,0.3576155078493101196452600806,1.211,0.985,2.026,4.208,0.436,7.55,6.655,0.309,7.08,26.099,0.377,0.499,0.027,11.53,11.71,11.39,8.207,14.868,16.268,13.468,8.682,6.752,10.613,0.016,7.82,4.53,5.452,6.81,12.827,12.636,14.184,11.089,1.586,0.207,12.17,104.181,201.502,6.86
+2026-05-21 10:12:22,mute_swan_observed.csv,0.5511453798677145345729191634,0.77,2.712,0.935,3.369,0.362,7.12,13.552,0.131,6.57,26.145,0.319,0.005,0.044,2.43,11.32,8.99,7.582,10.880,14.013,7.746,10.336,9.808,10.863,0.189,6.19,4.67,1.872,7.51,23.757,18.790,28.52,9.061,0.972,0.011,12.147,73.756,141.53,5.983
+2026-05-21 10:12:23,mute_swan_observed.csv,0.8348608062613074779662221193,0.941,1.101,4.685,6.14,0.841,7.14,3.537,0.024,7.45,9.351,0.552,0.177,0.001,1.76,9.74,9.75,4.976,13.785,17.451,10.119,3.744,5.24,2.247,0.021,6.45,4.44,0.964,7.28,21.864,40.664,66.993,14.334,1.706,0.3,12.19,103.425,199.461,7.389
+2026-05-21 10:12:23,mute_swan_observed.csv,0.5531844657361238560101223398,1.251,3.745,2.854,2.435,0.433,7.23,15.054,0.15,7.38,22.228,0.303,0.094,0.024,2.16,11.3,9.94,5.71,11.566,13.689,9.442,10.808,12.044,9.572,0.182,6.12,6.44,4.733,7.24,8.397,10.437,8.831,12.043,1.484,0.002,12.082,62.316,120.492,4.14
+2026-05-21 10:12:23,mute_swan_observed.csv,0.3829965587510016601854514812,1.095,2.33,1.84,4.247,0.027,7.36,3.214,0.245,7.31,10.553,0.482,0.042,0.025,2.09,9.85,9.07,3.79,6.184,9.454,2.913,1.020,1.35,0.69,0.137,6.57,4.62,6.462,7.45,21.601,14.158,12.767,15.55,1.237,0.263,12.257,74.950,135.82,14.08
+2026-05-21 10:12:24,mute_swan_observed.csv,1.761370489574379214268038954,1.094,1.661,1.479,6.018,0.203,7.1,5.401,0.319,6.76,15.677,0.518,0.419,0.018,11.65,10.49,10.52,11.977,11.272,7.71,14.833,2.966,0.802,5.131,0.129,7.88,6.21,6.952,7.53,16.83,10.716,3.465,17.968,1.561,0.15,12.231,83.042,153.135,12.949
+2026-05-21 10:12:24,mute_swan_observed.csv,0.5385287674813419214446029070,0.919,1.481,4.231,0.557,0.479,6.46,13.1,0.442,6.57,10.443,0.231,0.66,0.006,11.71,11.32,8.57,7.647,16.150,15.654,16.646,8.402,9.086,7.718,0.166,8.1,4.76,1.96,6.72,9.603,40.690,69.695,11.686,1.265,0.228,12.13,101.282,196.331,6.233
+2026-05-21 10:12:24,mute_swan_observed.csv,0.3612388605584864681118028500,0.857,0.755,5.369,5.389,0.18,6.71,9.824,0.449,6.87,15.473,0.407,0.243,0.015,1.95,10.48,11.19,11.739,10.584,5.81,15.357,6.732,2.315,11.149,0.238,7.28,4.76,3.052,6.64,14.814,16.274,13.99,18.558,0.983,0.218,12.254,120.812,233.332,8.291
+2026-05-21 10:12:24,mute_swan_observed.csv,0.6387449029243820474941016003,1.034,2.978,2.156,3.203,0.902,6.33,15.262,0.193,7.38,15.262,0.508,0.636,0.004,2.08,11.43,10.0,6.349,10.456,17.511,3.4,2.884,1.025,4.743,0.067,6.74,6.01,7.875,7.05,20.79,28.816,53.671,3.961,1.134,0.212,12.113,69.625,127.906,11.344
+2026-05-21 10:12:25,mute_swan_observed.csv,0.2351042537721478088352037567,1.333,3.359,2.72,7.604,0.365,6.34,7.219,0.436,7.24,12.479,0.517,0.091,0.032,1.48,11.7,8.87,3.588,9.017,7.981,10.053,7.272,8.954,5.591,0.048,7.67,4.32,1.331,7.51,15.839,35.511,58.727,12.295,1.277,0.276,12.181,62.086,118.427,5.745
+2026-05-21 10:12:25,mute_swan_observed.csv,0.8815377906230643887420527475,1.35,3.341,4.616,6.878,0.283,6.85,13.266,0.281,7.41,6.218,0.308,0.692,0.001,2.25,10.28,8.48,3.157,6.512,8.703,4.322,6.360,6.501,6.219,0.078,7.56,6.47,4.216,6.74,20.283,5.471,7.405,3.537,0.838,0.304,12.09,56.856,103.611,10.102
+2026-05-21 10:12:25,mute_swan_observed.csv,0.5771762533275624585963833206,0.924,1.489,3.242,7.681,0.389,7.1,9.781,0.32,7.58,23.491,0.282,0.137,0.045,1.52,9.82,10.22,5.893,9.982,10.052,9.913,4.120,7.564,0.676,0.094,6.1,5.73,3.47,6.79,16.97,6.031,6.811,5.251,0.975,0.047,12.077,75.846,136.095,15.597
+2026-05-21 10:12:26,mute_swan_observed.csv,0.3898287642973529242233650960,1.152,2.355,3.946,1.58,0.583,6.64,5.759,0.267,7.29,24.967,0.162,0.33,0.003,1.38,11.77,10.61,9.923,5.764,5.618,5.910,2.631,2.985,2.277,0.198,7.58,5.09,3.778,6.98,17.477,8.495,11.571,5.419,1.016,0.123,12.211,81.526,149.098,13.955
+2026-05-21 10:12:26,mute_swan_observed.csv,1.385906505652546681458344840,1.232,3.427,2.279,0.983,0.57,6.58,12.659,0.338,6.85,13.003,0.154,0.739,0.002,1.91,10.9,10.21,8.631,19.138,19.869,18.408,11.415,12.743,10.087,0.119,7.29,4.69,7.184,7.48,22.139,22.186,37.792,6.58,1.788,0.057,12.175,68.902,132.74,5.065
+2026-05-21 10:12:26,mute_swan_observed.csv,0.2772562923576958544064501365,1.304,0.272,2.439,1.1,0.867,6.57,4.994,0.017,7.53,18.521,0.233,0.116,0.039,2.16,10.59,8.91,2.346,18.001,18.087,17.915,3.026,1.556,4.497,0.248,6.48,4.61,7.2,6.66,22.47,28.852,40.443,17.262,1.239,0.307,12.208,58.668,102.054,15.283
+2026-05-21 10:12:27,mute_swan_observed.csv,1.336223336113202897671586520,1.027,0.97,1.519,6.467,0.578,7.57,14.425,0.268,6.9,9.724,0.368,0.265,0.045,1.72,9.93,10.56,9.336,8.016,0.972,15.059,11.774,9.895,13.654,0.236,5.74,4.89,1.437,6.98,19.094,12.970,10.834,15.107,1.709,0.207,12.068,94.370,184.127,4.612
+2026-05-21 10:12:27,mute_swan_observed.csv,0.9451978868262576546984160385,1.001,3.315,3.863,1.915,0.17,7.26,12.798,0.171,6.95,19.256,0.374,0.383,0.024,11.98,10.65,8.26,4.821,12.006,5.519,18.493,12.512,12.602,12.421,0.072,7.95,5.31,3.762,6.98,16.405,13.410,18.217,8.603,1.647,0.146,12.112,95.024,176.914,13.133
+2026-05-21 10:12:27,mute_swan_observed.csv,0.9197258855264355805286364719,1.108,0.474,1.254,5.578,0.568,6.48,4.893,0.001,7.02,6.193,0.303,0.415,0.033,11.68,10.45,10.59,7.468,7.458,10.679,4.236,13.384,13.161,13.608,0.059,5.72,4.3,7.704,7.53,17.134,26.078,39.225,12.93,0.872,0.328,12.185,125.359,235.306,15.412
+2026-05-21 10:12:28,mute_swan_observed.csv,0.4834417654932400821880029661,0.814,2.431,2.402,7.738,0.461,7.5,3.058,0.375,6.91,12.184,0.431,0.742,0.018,2.28,11.91,11.1,7.152,9.092,7.683,10.5,11.382,10.064,12.7,0.149,6.2,6.0,3.37,7.02,10.393,39.314,64.381,14.247,1.588,0.026,12.233,86.972,164.063,9.881
+2026-05-21 10:12:28,mute_swan_observed.csv,0.9175656282471549421291301898,0.825,0.495,2.158,2.423,0.751,7.57,8.151,0.157,7.18,12.383,0.231,0.616,0.008,2.11,11.15,9.32,3.5,13.646,10.607,16.686,7.745,11.758,3.732,0.025,8.44,5.23,1.741,7.58,18.181,41.890,73.946,9.833,1.677,0.079,12.089,95.632,182.354,8.911
+2026-05-21 10:12:28,mute_swan_observed.csv,0.5855724113609697063824149791,0.798,0.489,5.932,6.981,0.467,7.03,15.838,0.396,7.04,13.253,0.597,0.271,0.036,1.79,10.4,9.6,8.95,7.001,6.502,7.5,3.438,3.341,3.536,0.134,8.37,5.28,3.017,7.52,12.418,40.013,63.684,16.342,1.624,0.293,12.221,89.152,163.395,14.909
+2026-05-21 10:12:28,mute_swan_observed.csv,0.5363673947259654509144754288,1.303,2.309,2.84,1.65,0.162,6.46,13.174,0.191,7.09,17.22,0.34,0.594,0.003,1.76,11.39,10.15,8.738,11.086,19.432,2.74,2.924,5.036,0.812,0.181,6.12,5.92,4.323,7.16,23.766,29.711,57.673,1.749,1.016,0.005,12.249,92.681,178.833,6.529
+2026-05-21 10:12:29,mute_swan_observed.csv,0.7425070104876425545475479805,1.2,1.211,2.098,5.238,0.429,6.53,13.308,0.141,6.56,16.672,0.277,0.609,0.006,2.32,10.92,9.67,4.932,7.718,7.664,7.772,9.579,11.173,7.985,0.142,5.79,4.23,2.752,7.31,14.114,10.810,14.056,7.565,1.769,0.085,12.108,45.686,82.194,9.179
+2026-05-21 10:12:29,mute_swan_observed.csv,0.3435149986738941953573946409,1.199,0.922,4.31,1.833,0.277,6.37,4.983,0.016,7.64,13.528,0.222,0.497,0.033,1.25,11.64,9.58,4.184,8.862,3.976,13.749,12.400,11.568,13.232,0.107,6.38,5.94,6.947,7.2,15.961,22.266,24.632,19.9,1.723,0.157,12.27,49.352,83.014,15.689
+2026-05-21 10:12:29,mute_swan_observed.csv,0.4678810231827661160064911386,0.922,0.831,3.839,2.263,0.725,6.52,6.168,0.112,7.26,19.791,0.629,0.551,0.036,1.06,11.61,10.56,5.627,4.196,3.793,4.600,10.588,13.152,8.023,0.068,7.7,6.3,2.972,6.82,12.997,4.032,6.515,1.549,0.944,0.23,12.249,45.126,83.725,6.526
+2026-05-21 10:12:30,mute_swan_observed.csv,1.448198227407974152425176391,0.972,3.62,5.658,7.55,0.791,6.43,7.324,0.436,6.72,21.935,0.135,0.366,0.029,1.25,11.8,9.42,9.715,12.661,11.421,13.901,5.758,8.722,2.794,0.209,6.1,4.15,6.456,7.53,14.944,1.438,0.996,1.88,1.618,0.095,12.232,122.988,233.916,12.061
+2026-05-21 10:12:30,mute_swan_observed.csv,0.2742099376075199795947239686,0.827,2.547,5.818,4.355,0.068,7.64,11.541,0.322,6.63,20.966,0.635,0.611,0.009,1.16,10.68,10.19,4.755,2.440,1.261,3.619,8.106,3.425,12.787,0.019,5.71,4.21,6.418,7.01,8.688,22.721,44.157,1.285,1.496,0.224,12.014,55.445,105.223,5.667
+2026-05-21 10:12:30,mute_swan_observed.csv,0.6883157703674455545633567752,1.044,1.288,5.474,0.723,0.328,7.03,9.11,0.191,7.2,12.704,0.442,0.155,0.047,1.48,10.87,10.33,7.814,4.782,4.532,5.033,4.606,8.805,0.407,0.056,7.46,6.12,5.098,6.94,16.098,11.094,18.4,3.788,0.983,0.174,12.296,89.122,164.443,13.8
+2026-05-21 10:12:31,mute_swan_observed.csv,0.2470195318121737256257444135,0.866,0.982,1.476,0.929,0.892,6.36,3.385,0.128,7.12,7.595,0.126,0.214,0.035,1.29,11.6,10.57,7.12,8.568,2.611,14.524,12.256,11.436,13.075,0.182,8.46,4.2,2.92,7.36,14.727,23.814,32.892,14.737,1.056,0.168,12.179,86.733,163.817,9.649
+2026-05-21 10:12:31,mute_swan_observed.csv,0.2143226280898581088790634366,1.031,1.619,3.226,7.062,0.735,6.53,12.834,0.113,7.3,22.29,0.527,0.184,0.035,1.91,11.81,8.52,6.709,17.014,17.907,16.120,10.317,9.168,11.466,0.226,5.94,6.1,1.362,6.91,12.462,5.849,11.288,0.41,1.142,0.256,12.172,117.195,225.896,8.494
+2026-05-21 10:12:31,mute_swan_observed.csv,0.2735584685522199562819707598,1.203,0.489,2.102,4.432,0.803,7.44,7.002,0.144,7.4,23.1,0.584,0.607,0.045,1.55,11.39,8.31,5.643,2.868,2.519,3.216,8.253,13.408,3.098,0.231,6.97,5.61,2.441,6.85,9.226,26.263,45.345,7.181,1.193,0.051,12.141,46.632,84.116,9.147
+2026-05-21 10:12:32,mute_swan_observed.csv,0.1940144457457601949367666387,1.022,2.006,3.94,0.291,0.192,7.12,12.155,0.103,7.45,14.034,0.372,0.222,0.012,1.98,9.56,8.42,8.89,6.888,10.37,3.407,13.514,14.000,13.027,0.106,7.52,4.84,0.857,6.95,12.723,10.776,19.612,1.939,1.566,0.181,12.054,121.390,228.695,14.084
+2026-05-21 10:12:32,mute_swan_observed.csv,0.3503193778516660291883634047,1.254,2.005,3.139,6.221,0.419,7.6,5.764,0.3,6.59,18.223,0.397,0.157,0.021,1.02,10.88,10.23,10.909,8.588,0.774,16.402,6.424,10.419,2.428,0.243,6.35,6.25,1.913,6.72,23.141,29.133,44.918,13.348,1.642,0.245,12.056,53.004,99.651,6.356
+2026-05-21 10:12:32,mute_swan_observed.csv,0.3371769401648356803309365613,1.064,1.305,5.111,6.294,0.113,6.31,8.788,0.408,7.64,22.05,0.249,0.515,0.037,1.45,10.2,8.85,11.42,11.698,10.813,12.583,4.951,4.187,5.715,0.206,6.35,4.17,2.293,6.91,21.785,21.902,38.266,5.539,0.967,0.039,12.011,94.406,181.269,7.544
+2026-05-21 10:12:33,mute_swan_observed.csv,0.2678268653316182685732829290,1.283,3.672,3.555,2.935,0.265,7.52,8.447,0.225,7.21,9.717,0.503,0.172,0.033,1.09,11.62,11.06,2.261,4.522,4.549,4.495,5.626,2.102,9.151,0.077,5.62,6.31,5.44,6.73,14.775,29.636,51.723,7.548,1.426,0.196,12.194,82.879,160.753,5.005
+2026-05-21 10:12:33,mute_swan_observed.csv,0.5862034704452558604712986084,0.951,1.017,4.26,3.36,0.622,7.53,12.348,0.115,7.58,19.772,0.18,0.377,0.022,1.51,9.64,9.0,11.421,16.460,17.091,15.828,11.002,13.104,8.899,0.005,8.37,5.87,4.787,7.59,11.93,11.402,9.431,13.373,1.11,0.012,12.26,112.248,213.892,10.604
+2026-05-21 10:12:33,mute_swan_observed.csv,1.024730159567789364764314434,1.081,3.17,1.793,0.876,0.314,6.46,15.396,0.132,6.98,20.414,0.232,0.472,0.041,11.6,10.65,11.32,3.326,7.712,13.969,1.455,2.576,2.427,2.724,0.097,6.73,4.74,1.738,6.62,12.394,22.111,28.665,15.557,0.867,0.177,12.254,116.698,227.351,6.046
+2026-05-21 10:12:34,mute_swan_observed.csv,0.9920133743861178609632201648,1.126,3.969,3.351,7.328,0.917,6.95,7.463,0.434,6.97,15.682,0.383,0.58,0.017,1.02,10.89,8.96,2.073,2.576,2.434,2.719,2.882,3.189,2.574,0.02,7.38,4.68,4.228,6.93,22.167,16.188,15.442,16.934,1.5,0.104,12.126,96.322,180.724,11.92
+2026-05-21 10:12:34,mute_swan_observed.csv,1.569478124931718455986067978,0.755,3.496,1.059,6.79,0.099,7.6,6.427,0.394,6.55,12.911,0.352,0.358,0.032,1.72,11.41,8.94,5.141,6.082,5.156,7.007,9.234,5.88,12.588,0.011,6.28,6.02,3.227,7.1,21.138,28.171,51.546,4.796,1.759,0.276,12.028,112.755,213.326,12.184
+2026-05-21 10:12:34,mute_swan_observed.csv,0.3554707774288952553874874301,1.213,2.507,0.824,3.96,0.527,6.79,3.824,0.161,6.7,10.339,0.142,0.561,0.025,11.58,10.17,9.5,4.799,9.136,13.559,4.712,4.432,2.832,6.031,0.241,5.79,6.47,0.877,7.51,23.101,25.706,34.783,16.629,1.065,0.032,12.219,99.587,191.851,7.323
+2026-05-21 10:12:34,mute_swan_observed.csv,1.217837607551926891957808496,1.264,0.54,1.083,1.864,0.021,6.77,4.277,0.075,6.67,6.296,0.47,0.326,0.046,11.7,10.93,10.07,2.59,17.384,15.335,19.433,6.588,6.741,6.435,0.212,6.07,5.17,7.389,6.9,16.52,46.290,74.134,18.447,0.844,0.268,12.25,79.088,149.679,8.496
+2026-05-21 10:12:35,mute_swan_observed.csv,0.2987423711908650577486004936,0.804,3.335,4.871,6.69,0.643,6.83,6.011,0.393,7.57,24.483,0.389,0.148,0.044,1.59,11.77,8.75,8.936,3.936,3.51,4.361,5.218,2.783,7.653,0.084,6.19,5.08,5.402,6.76,7.024,14.974,13.816,16.133,1.032,0.181,12.166,65.078,117.511,12.645
+2026-05-21 10:12:35,mute_swan_observed.csv,0.3870844681892185433947937562,1.241,3.507,4.075,4.811,0.208,6.43,6.888,0.415,7.03,12.584,0.451,0.434,0.046,1.53,11.17,10.61,7.998,13.032,7.794,18.27,5.712,9.536,1.889,0.013,5.73,4.55,4.311,7.29,23.409,29.664,46.407,12.921,1.242,0.338,12.101,47.246,85.799,8.693
+2026-05-21 10:12:35,mute_swan_observed.csv,0.7954844530139700090131360709,0.836,1.184,0.665,5.145,0.477,6.96,10.151,0.005,6.6,23.361,0.655,0.021,0.018,1.35,11.13,10.63,8.998,9.767,6.375,13.159,6.556,7.023,6.088,0.228,7.81,4.88,6.431,7.59,15.428,25.580,40.244,10.915,1.379,0.275,12.036,100.011,184.728,15.294
+2026-05-21 10:12:36,mute_swan_observed.csv,0.2064219238726026430693841647,1.011,2.357,4.184,7.623,0.814,6.9,7.061,0.256,7.55,7.032,0.536,0.317,0.039,1.86,10.26,11.5,9.825,16.867,19.364,14.37,4.874,4.332,5.415,0.242,8.39,5.68,1.791,7.53,9.206,31.264,54.715,7.812,1.032,0.287,12.116,81.008,146.067,15.95
+2026-05-21 10:12:36,mute_swan_observed.csv,0.5681213370443089412056530872,1.182,1.963,0.122,1.38,0.896,6.46,12.788,0.361,7.63,10.766,0.621,0.682,0.046,1.53,10.02,11.34,2.475,16.396,13.383,19.41,6.493,12.214,0.772,0.229,5.93,4.07,1.579,6.93,18.92,8.360,14.567,2.152,1.009,0.281,12.284,71.156,131.783,10.528
+2026-05-21 10:12:36,mute_swan_observed.csv,0.4476560782542957437097577755,0.936,1.588,4.835,3.04,0.397,6.6,5.827,0.017,6.74,26.842,0.143,0.598,0.016,2.38,9.86,9.44,3.318,7.544,4.719,10.37,7.469,7.234,7.704,0.248,6.98,4.86,5.653,7.16,9.116,32.044,61.314,2.775,1.691,0.17,12.129,92.072,178.535,5.61
+2026-05-21 10:12:37,mute_swan_observed.csv,0.6713140820462237021331153746,0.768,2.75,1.963,0.38,0.379,7.4,14.503,0.041,6.58,21.374,0.087,0.319,0.046,1.05,10.28,10.65,8.486,9.641,17.898,1.384,7.642,7.04,8.244,0.104,8.17,5.05,6.695,7.46,6.595,19.196,18.466,19.926,0.858,0.178,12.083,50.846,96.844,4.847
+2026-05-21 10:12:37,mute_swan_observed.csv,0.2658517435569811752729476416,0.989,3.697,5.214,7.155,0.633,7.1,4.387,0.373,6.97,7.852,0.676,0.039,0.013,1.96,11.13,9.51,7.425,2.490,3.304,1.677,8.452,5.883,11.021,0.164,6.8,4.12,2.631,6.87,15.182,26.712,39.48,13.943,1.153,0.033,12.238,92.853,174.947,10.759
+2026-05-21 10:12:37,mute_swan_observed.csv,0.5897759383952562215631110590,1.227,1.79,0.987,1.788,0.089,7.51,6.948,0.375,7.52,15.266,0.445,0.576,0.034,2.35,9.88,11.37,11.682,11.294,16.213,6.375,8.116,9.032,7.200,0.197,6.32,4.1,4.341,6.97,20.956,10.315,9.344,11.286,1.106,0.143,12.128,49.661,83.969,15.353
+2026-05-21 10:12:38,mute_swan_observed.csv,0.5458677112282889808686428872,1.339,1.188,2.31,6.826,0.306,7.53,4.574,0.207,7.1,22.918,0.481,0.632,0.035,2.23,11.78,8.84,10.826,15.520,19.411,11.628,11.918,12.905,10.93,0.175,5.54,4.81,3.502,7.04,17.183,43.554,79.013,8.096,1.76,0.118,12.058,92.618,169.816,15.421
+2026-05-21 10:12:38,mute_swan_observed.csv,0.2470327353708164622306496832,0.928,1.042,0.256,4.633,0.716,6.29,13.335,0.306,6.92,6.657,0.223,0.45,0.025,11.58,10.25,10.31,6.303,8.802,9.693,7.910,5.266,6.262,4.271,0.246,6.88,5.43,7.857,7.17,10.097,14.950,17.869,12.03,1.027,0.213,12.247,73.089,141.608,4.57
+2026-05-21 10:12:38,mute_swan_observed.csv,0.2006049972662742286878150796,0.882,1.413,3.927,7.63,0.037,7.13,15.347,0.233,6.6,20.24,0.608,0.125,0.03,1.95,11.94,10.36,8.044,14.054,8.64,19.468,4.820,4.774,4.866,0.103,6.75,6.48,6.174,7.01,23.901,10.026,3.232,16.821,1.222,0.318,12.151,65.938,122.949,8.927
+2026-05-21 10:12:39,mute_swan_observed.csv,0.4871657005538204736196027758,0.874,1.31,3.817,1.813,0.356,7.05,12.28,0.302,7.01,17.643,0.658,0.29,0.039,11.77,11.67,11.27,10.264,16.556,13.972,19.141,7.284,3.509,11.06,0.203,5.64,5.51,1.291,6.68,16.928,27.651,37.449,17.853,1.232,0.2,12.097,63.080,119.896,6.265
+2026-05-21 10:12:39,mute_swan_observed.csv,0.8705907616674130910719652289,0.96,3.326,5.195,2.57,0.821,7.1,4.91,0.119,6.6,6.851,0.303,0.063,0.027,1.9,9.7,11.44,5.995,12.658,8.025,17.291,5.304,7.392,3.216,0.082,7.12,5.0,2.034,7.11,15.708,26.351,49.878,2.824,0.881,0.154,12.038,120.706,225.955,15.458
+2026-05-21 10:12:39,mute_swan_observed.csv,0.1777745999444109176888363578,1.119,1.586,1.303,0.633,0.514,7.11,8.437,0.006,7.09,26.199,0.611,0.185,0.02,11.93,11.59,10.1,8.061,3.218,2.515,3.922,7.246,12.629,1.862,0.138,7.68,5.2,5.229,6.83,8.095,33.624,48.32,18.927,1.373,0.002,12.006,53.834,95.25,12.419
+2026-05-21 10:12:39,mute_swan_observed.csv,0.3387695599084514867151721871,0.933,2.657,1.194,3.806,0.322,6.43,12.454,0.247,7.57,16.707,0.191,0.193,0.048,1.71,11.13,8.59,5.092,5.394,3.951,6.836,7.762,7.692,7.832,0.026,8.49,5.97,2.393,6.91,20.181,40.026,77.836,2.217,1.021,0.248,12.247,106.678,200.025,13.33
+2026-05-21 10:12:40,mute_swan_observed.csv,0.5799697992455302840370381511,1.242,2.618,2.018,7.509,0.44,6.74,8.679,0.113,7.53,11.33,0.188,0.076,0.016,2.15,10.57,11.04,4.795,13.187,17.816,8.558,5.770,6.561,4.978,0.099,5.91,4.86,0.874,6.72,12.095,40.684,75.767,5.601,1.405,0.017,12.094,61.173,116.29,6.056
+2026-05-21 10:12:40,mute_swan_observed.csv,0.5696262653126604689766237368,0.922,3.757,1.998,1.178,0.896,7.25,3.535,0.183,6.57,13.694,0.157,0.003,0.017,1.15,11.25,9.3,4.612,12.416,12.253,12.578,5.383,9.447,1.319,0.007,8.18,6.38,5.131,7.14,21.281,7.664,11.137,4.192,1.445,0.3,12.196,74.554,136.963,12.145
+2026-05-21 10:12:40,mute_swan_observed.csv,0.4525276286290229492450799014,1.179,3.491,0.693,4.165,0.416,7.11,7.846,0.333,7.46,8.064,0.495,0.547,0.032,1.11,11.41,10.26,3.624,7.740,12.478,3.003,7.678,10.899,4.456,0.034,6.5,4.91,2.346,7.43,9.183,21.272,38.61,3.934,1.268,0.08,12.081,89.647,174.726,4.568
+2026-05-21 10:12:41,mute_swan_observed.csv,0.2692629213683298510898638988,1.236,3.868,3.573,0.6,0.294,6.55,3.888,0.118,7.21,26.794,0.345,0.31,0.043,1.56,9.71,9.29,11.623,7.398,11.702,3.094,5.072,8.27,1.875,0.074,5.93,6.28,5.272,6.83,15.885,47.840,76.376,19.305,1.623,0.304,12.067,66.528,123.813,9.242
+2026-05-21 10:12:41,mute_swan_observed.csv,0.5163864042254251552491628908,1.113,0.442,5.156,0.365,0.397,7.02,5.278,0.114,7.24,24.665,0.64,0.346,0.046,2.04,11.38,8.77,11.033,10.674,16.745,4.603,2.846,0.534,5.158,0.143,6.98,5.11,5.182,7.33,9.317,12.618,21.35,3.886,1.005,0.198,12.203,62.016,112.451,11.582
+2026-05-21 10:12:41,mute_swan_observed.csv,1.373494643336281057483606717,0.922,0.541,1.159,2.356,0.651,6.54,14.099,0.237,7.61,7.266,0.339,0.435,0.023,1.88,10.07,9.86,3.501,18.364,16.729,20.000,8.907,4.136,13.678,0.011,6.79,5.97,1.176,6.85,21.02,42.905,71.246,14.564,1.715,0.289,12.247,71.241,132.137,10.345
+2026-05-21 10:12:42,mute_swan_observed.csv,0.3588297860350918766099331791,1.196,2.489,4.968,4.61,0.703,6.27,15.718,0.045,6.5,6.997,0.367,0.22,0.025,11.91,11.83,11.44,6.873,3.470,4.53,2.41,6.978,3.126,10.829,0.04,8.32,6.41,6.985,7.39,12.185,39.522,59.184,19.861,1.435,0.08,12.063,85.420,157.851,12.99
+2026-05-21 10:12:42,mute_swan_observed.csv,1.476468265874731159838653555,1.126,1.718,3.205,1.511,0.241,7.5,5.499,0.2,7.35,11.931,0.196,0.234,0.018,11.61,10.41,10.28,2.646,18.810,19.918,17.701,6.552,5.538,7.566,0.143,7.72,6.03,2.517,6.7,19.954,39.842,68.483,11.201,0.874,0.028,12.144,50.138,84.415,15.861
+2026-05-21 10:12:42,mute_swan_observed.csv,0.4511847602698895889576451337,0.797,3.459,3.117,5.729,0.676,7.12,4.91,0.175,6.51,27.488,0.194,0.414,0.002,11.66,11.7,9.31,10.295,11.732,14.017,9.448,1.337,2.006,0.668,0.13,5.74,4.66,5.408,6.9,6.911,15.876,26.765,4.987,1.019,0.05,12.135,87.577,163.848,11.306
+2026-05-21 10:12:43,mute_swan_observed.csv,0.3326335332813691943870983335,0.807,1.051,3.626,4.962,0.758,6.62,3.705,0.335,7.48,6.779,0.112,0.246,0.043,2.11,11.8,10.25,6.957,9.368,4.332,14.403,9.342,10.355,8.329,0.204,5.5,6.46,4.403,7.08,17.064,5.758,8.897,2.62,1.021,0.263,12.105,122.072,239.361,4.784
+2026-05-21 10:12:43,mute_swan_observed.csv,0.3124953365051512966737650151,1.317,2.325,4.171,2.036,0.188,7.41,10.935,0.175,7.35,13.636,0.192,0.53,0.032,1.84,10.42,11.25,7.675,14.380,19.893,8.868,6.834,4.71,8.959,0.09,6.67,6.29,7.414,6.65,11.736,42.626,75.811,9.441,1.559,0.144,12.038,93.326,181.415,5.238
+2026-05-21 10:12:43,mute_swan_observed.csv,0.2544576866572443554958354428,1.009,3.101,5.381,7.275,0.089,7.07,12.793,0.061,7.55,8.925,0.249,0.41,0.018,2.09,10.62,10.99,7.582,11.805,13.14,10.47,11.960,12.586,11.333,0.239,7.06,4.4,4.836,7.4,7.807,22.035,34.06,10.01,1.766,0.334,12.232,110.108,207.543,12.674
+2026-05-21 10:12:44,mute_swan_observed.csv,0.6527782727593069133632569548,0.986,1.062,2.027,4.659,0.355,6.77,5.387,0.254,6.96,14.217,0.303,0.02,0.025,1.41,10.81,9.76,2.414,10.868,7.442,14.295,8.504,9.52,7.488,0.061,6.51,5.26,4.469,7.1,15.34,35.967,71.384,0.55,1.048,0.099,12.111,64.536,115.946,13.125
+2026-05-21 10:12:44,mute_swan_observed.csv,0.3245308174718079332767901893,0.831,1.293,2.528,0.846,0.394,7.61,12.121,0.074,6.63,14.875,0.294,0.137,0.032,2.38,10.39,9.68,3.6,14.401,13.903,14.899,6.224,7.075,5.372,0.104,6.04,6.11,2.363,7.38,12.313,24.250,37.771,10.73,1.496,0.085,12.169,66.106,119.754,12.457
+2026-05-21 10:12:44,mute_swan_observed.csv,0.2111192821424317116474926850,1.333,1.31,2.961,7.623,0.414,7.24,8.842,0.424,6.87,12.38,0.218,0.032,0.045,1.48,11.98,10.33,8.509,3.259,2.902,3.616,11.398,12.359,10.438,0.215,8.01,4.47,2.04,7.56,9.223,29.110,49.437,8.783,1.339,0.083,12.007,51.020,95.678,6.363
+2026-05-21 10:12:45,mute_swan_observed.csv,1.001323209957183239856106760,1.175,2.539,1.673,4.027,0.624,6.81,15.736,0.338,6.8,14.107,0.399,0.193,0.039,11.7,11.97,10.73,4.581,8.982,16.547,1.418,11.708,11.230,12.185,0.191,5.6,4.61,7.942,7.55,7.813,41.388,74.48,8.297,1.704,0.183,12.24,97.860,190.055,5.666
+2026-05-21 10:12:45,mute_swan_observed.csv,1.047305193765006340677044925,1.325,2.611,3.293,5.01,0.017,6.44,15.274,0.138,6.71,20.501,0.565,0.295,0.023,2.39,9.9,8.57,6.405,7.434,9.456,5.412,3.690,0.754,6.626,0.145,6.76,5.65,1.791,6.69,16.854,32.886,61.24,4.532,0.898,0.282,12.238,118.241,221.939,14.543
+2026-05-21 10:12:45,mute_swan_observed.csv,17.86377438427259703264178041,0.919,1.931,0.145,2.486,0.937,7.5,14.176,0.27,6.73,25.729,0.11,0.057,0.012,1.65,10.75,10.21,7.562,1.531,1.422,1.640,4.340,3.969,4.71,0.022,5.61,5.1,6.907,7.36,9.182,37.754,72.292,3.216,1.728,0.055,12.202,59.087,113.647,4.527
+2026-05-21 10:12:45,mute_swan_observed.csv,0.2774873913681721796881371939,0.86,2.52,3.446,3.511,0.771,7.29,7.203,0.134,7.62,19.744,0.439,0.058,0.018,11.62,10.36,9.22,9.576,5.514,0.553,10.475,0.954,1.489,0.419,0.208,7.45,4.48,1.554,7.5,9.063,29.230,39.91,18.551,1.033,0.254,12.082,70.484,127.757,13.21
+2026-05-21 10:12:46,mute_swan_observed.csv,0.3701714512578203827720284074,0.792,1.363,2.859,3.397,0.925,7.13,3.043,0.438,7.26,19.69,0.469,0.681,0.024,1.11,9.56,11.01,9.696,5.710,4.332,7.088,9.132,6.009,12.254,0.21,5.93,5.33,5.577,7.23,8.253,5.517,8.407,2.627,1.037,0.35,12.278,103.796,194.967,12.625
+2026-05-21 10:12:46,mute_swan_observed.csv,0.1832295406452006572872775060,1.279,3.035,2.056,0.965,0.002,6.54,9.19,0.094,7.35,10.321,0.45,0.346,0.049,2.05,10.98,9.39,11.187,5.306,6.867,3.744,9.684,6.186,13.183,0.077,8.21,6.11,5.632,7.08,6.959,36.209,57.106,15.312,1.471,0.293,12.23,99.356,191.405,7.308
+2026-05-21 10:12:46,mute_swan_observed.csv,0.3447258766557465110950246882,1.102,0.856,3.212,7.451,0.355,7.25,13.784,0.236,6.92,26.491,0.679,0.076,0.02,11.97,10.23,9.79,4.19,10.551,16.908,4.194,7.254,8.218,6.289,0.145,7.48,5.61,4.455,6.86,22.83,42.955,70.283,15.627,1.011,0.136,12.045,93.232,180.531,5.933
+2026-05-21 10:12:47,mute_swan_observed.csv,0.2627453530194578435683721677,0.944,3.447,2.591,7.489,0.493,6.26,6.854,0.364,7.39,12.11,0.238,0.188,0.014,1.07,11.52,9.5,7.989,7.745,6.181,9.309,4.296,5.576,3.016,0.006,7.18,5.44,3.885,6.89,21.847,35.452,70.323,0.582,1.243,0.029,12.256,81.860,156.513,7.206
+2026-05-21 10:12:47,mute_swan_observed.csv,0.7455293271180149993098425824,0.805,1.014,2.925,4.242,0.496,6.8,10.046,0.214,7.55,22.977,0.345,0.255,0.043,11.99,11.31,10.68,6.356,16.196,16.079,16.314,13.009,13.333,12.685,0.189,6.64,4.39,2.535,7.15,18.602,45.732,75.101,16.362,0.888,0.011,12.284,103.284,197.646,8.922
+2026-05-21 10:12:47,mute_swan_observed.csv,1.598657696375976756205565917,1.157,2.744,2.33,0.575,0.502,7.74,14.896,0.147,6.6,18.224,0.528,0.713,0.0,1.14,11.82,10.99,4.334,15.058,18.725,11.39,6.752,10.395,3.108,0.208,8.18,6.0,5.768,7.11,18.008,8.084,14.61,1.559,1.673,0.011,12.254,92.262,170.68,13.845
+2026-05-21 10:12:48,mute_swan_observed.csv,0.8809857186939900775629987745,1.12,0.595,3.951,5.823,0.507,7.51,5.528,0.047,7.22,18.954,0.523,0.314,0.035,11.63,11.49,9.59,7.116,12.164,9.711,14.616,8.218,3.434,13.002,0.052,8.22,4.7,1.574,7.31,6.031,13.351,21.252,5.45,1.143,0.133,12.295,50.594,92.242,8.947
+2026-05-21 10:12:48,mute_swan_observed.csv,0.2293235526991212563648593500,1.038,3.968,1.053,1.91,0.846,7.12,11.221,0.391,7.12,20.621,0.127,0.5,0.021,11.78,9.5,9.67,8.061,9.170,0.718,17.621,4.650,2.097,7.202,0.031,6.79,5.42,2.424,7.11,13.058,33.679,64.025,3.333,1.162,0.042,12.175,106.772,200.825,12.72
+2026-05-21 10:12:48,mute_swan_observed.csv,0.7149967181563894169049323634,1.336,1.352,3.17,3.676,0.082,6.56,8.863,0.155,6.65,12.47,0.486,0.348,0.048,2.16,9.97,9.85,5.734,5.854,5.110,6.599,10.806,11.213,10.4,0.009,6.65,4.51,7.629,6.97,10.708,44.586,71.344,17.829,1.08,0.286,12.012,71.068,129.708,12.429
+2026-05-21 10:12:49,mute_swan_observed.csv,0.2679958409013085864584860283,0.776,3.275,2.429,7.236,0.468,6.25,10.797,0.185,7.07,20.202,0.228,0.573,0.046,1.62,10.38,10.93,11.029,9.908,4.233,15.582,9.524,9.543,9.505,0.001,8.16,5.4,3.673,7.5,8.101,17.840,31.229,4.45,1.211,0.023,12.288,107.799,209.547,6.051
+2026-05-21 10:12:49,mute_swan_observed.csv,0.8745973314293849665735510785,1.263,3.447,3.433,6.091,0.056,7.56,11.463,0.173,6.75,16.912,0.631,0.396,0.026,2.28,9.67,10.82,9.474,3.732,5.81,1.655,4.444,4.948,3.94,0.102,6.93,5.85,6.545,6.9,13.814,17.090,26.865,7.315,1.674,0.159,12.266,116.130,227.843,4.418
+2026-05-21 10:12:49,mute_swan_observed.csv,0.4821158690289838442160316894,1.257,3.272,5.916,7.843,0.891,7.22,3.3,0.113,7.12,26.021,0.548,0.395,0.015,2.03,9.66,8.59,4.968,15.850,18.874,12.826,8.018,7.945,8.091,0.175,6.37,6.48,1.328,7.09,16.495,35.247,68.502,1.992,0.921,0.29,12.056,50.220,92.07,8.369
+2026-05-21 10:12:50,mute_swan_observed.csv,0.8269387578823789348158808495,0.763,3.547,3.413,4.499,0.544,7.5,15.268,0.388,7.15,21.986,0.574,0.369,0.01,11.69,11.19,10.8,5.993,14.700,16.215,13.184,6.930,4.782,9.079,0.117,6.44,4.17,5.051,7.18,21.191,27.270,53.842,0.698,0.947,0.305,12.131,75.637,135.617,15.657
+2026-05-21 10:12:50,mute_swan_observed.csv,1.189195377907441436028309558,0.839,1.691,1.432,5.954,0.026,6.42,11.075,0.24,7.47,13.671,0.592,0.612,0.048,2.14,10.03,8.61,7.825,3.614,5.133,2.096,9.029,12.431,5.627,0.094,8.43,5.87,2.327,7.23,10.52,17.972,29.292,6.651,0.868,0.114,12.094,80.430,148.398,12.463
+2026-05-21 10:12:50,mute_swan_observed.csv,0.6700624431875830779592318017,1.341,0.639,4.203,0.064,0.694,7.75,13.045,0.134,7.53,11.51,0.115,0.034,0.018,11.53,10.99,10.18,3.03,12.010,12.966,11.054,4.680,5.534,3.825,0.171,8.1,4.42,1.412,7.38,18.452,42.326,74.498,10.154,1.246,0.043,12.24,91.454,167.168,15.741
+2026-05-21 10:12:51,mute_swan_observed.csv,0.5392547114071169567715589070,1.128,2.324,3.332,2.187,0.867,6.78,8.623,0.387,7.11,16.888,0.612,0.736,0.015,11.92,11.9,10.57,9.949,12.766,17.902,7.629,4.021,2.917,5.125,0.192,7.27,5.12,2.779,7.23,8.233,32.999,49.157,16.841,0.921,0.047,12.012,95.088,177.005,13.171
+2026-05-21 10:12:51,mute_swan_observed.csv,0.3031932816514300195758129124,0.926,3.639,4.109,4.286,0.21,7.69,15.122,0.318,7.04,24.62,0.505,0.212,0.03,2.5,11.88,10.72,11.153,12.622,11.247,13.998,7.730,9.314,6.145,0.047,8.42,5.42,1.658,6.63,13.413,31.442,45.258,17.625,1.253,0.149,12.057,95.520,177.753,13.288
+2026-05-21 10:12:51,mute_swan_observed.csv,0.9699345777825929105115569923,1.065,0.582,0.23,3.232,0.363,7.74,15.071,0.066,7.23,25.674,0.315,0.038,0.017,11.52,11.25,9.46,6.204,7.124,10.13,4.119,8.619,6.322,10.916,0.029,6.52,4.12,4.95,6.8,7.611,44.085,69.235,18.935,1.687,0.179,12.172,110.577,216.972,4.182
+2026-05-21 10:12:51,mute_swan_observed.csv,0.1308608482558474430905207818,1.254,3.12,5.078,1.421,0.431,7.67,14.731,0.231,6.53,10.128,0.159,0.359,0.031,2.49,10.31,11.48,5.754,2.615,0.683,4.547,8.165,11.814,4.516,0.174,6.94,5.27,6.643,6.91,7.276,32.283,48.588,15.978,1.343,0.071,12.15,91.168,170.803,11.533
+2026-05-21 10:12:52,mute_swan_observed.csv,0.8612312973259876250374098475,0.925,2.746,5.26,3.223,0.432,6.65,7.104,0.114,7.01,14.563,0.149,0.006,0.002,2.13,9.76,11.36,9.918,5.477,3.581,7.373,3.620,3.288,3.953,0.001,7.09,5.61,1.283,7.39,16.272,21.254,34.123,8.386,1.71,0.051,12.273,61.391,116.288,6.494
+2026-05-21 10:12:52,mute_swan_observed.csv,0.2684668566508657978699360772,1.335,1.775,2.912,2.92,0.334,6.32,12.598,0.124,7.41,18.503,0.215,0.588,0.037,2.07,9.87,10.01,10.446,10.875,14.976,6.774,3.569,5.559,1.579,0.103,7.72,4.91,4.122,7.51,9.217,40.786,78.206,3.367,1.373,0.333,12.236,75.395,141.312,9.478
+2026-05-21 10:12:52,mute_swan_observed.csv,0.2858923969094192827872066202,1.105,1.811,5.091,1.698,0.146,7.7,12.34,0.386,6.53,24.274,0.617,0.417,0.027,2.08,11.89,10.98,7.038,18.300,16.599,20.000,6.338,1.691,10.986,0.089,6.46,4.63,3.653,6.93,11.486,27.251,49.356,5.146,1.398,0.064,12.215,88.605,166.785,10.425
+2026-05-21 10:12:53,mute_swan_observed.csv,1.591086602804255671672938642,0.771,3.233,1.792,1.171,0.88,7.51,9.874,0.031,7.61,11.306,0.484,0.568,0.031,11.76,10.9,9.36,8.306,14.944,13.961,15.926,8.305,7.384,9.226,0.21,7.19,5.99,1.569,6.68,17.029,17.584,23.648,11.519,1.527,0.308,12.125,78.948,144.282,13.613
+2026-05-21 10:12:53,mute_swan_observed.csv,0.3617192094126697552680628810,1.055,0.964,4.231,0.458,0.375,7.24,4.668,0.36,6.91,15.456,0.387,0.533,0.002,1.94,9.82,8.68,10.962,8.110,8.148,8.071,8.122,10.463,5.781,0.023,8.47,4.5,4.651,7.39,8.794,42.478,74.763,10.192,1.31,0.239,12.091,67.386,129.934,4.838
+2026-05-21 10:12:53,mute_swan_observed.csv,0.5115407371374654624164958410,1.011,1.125,0.404,7.36,0.577,6.81,4.682,0.203,6.96,27.81,0.185,0.284,0.044,1.18,11.51,10.48,4.018,10.706,9.723,11.690,6.836,11.167,2.505,0.129,7.84,5.64,2.049,7.54,19.274,21.396,36.82,5.972,0.838,0.229,12.107,70.368,133.074,7.663
+2026-05-21 10:12:54,mute_swan_observed.csv,16.64178092703174189021723214,1.299,1.278,0.225,3.946,0.564,7.17,13.92,0.075,7.16,23.023,0.43,0.367,0.023,1.78,11.0,8.41,4.871,14.872,16.866,12.879,5.828,8.423,3.232,0.09,6.16,5.94,7.72,6.94,6.283,35.675,56.088,15.262,0.915,0.058,12.017,50.352,93.018,7.685
+2026-05-21 10:12:54,mute_swan_observed.csv,1.045829778246976052583734257,0.92,1.213,1.717,1.119,0.918,7.3,3.886,0.178,7.6,25.662,0.574,0.248,0.049,2.36,10.53,11.14,11.817,6.842,2.768,10.916,3.037,3.284,2.79,0.064,5.87,6.11,4.65,6.63,6.663,25.298,33.06,17.537,1.565,0.211,12.259,65.876,116.159,15.592
+2026-05-21 10:12:54,mute_swan_observed.csv,0.4778633288146842909551653521,1.331,2.599,3.2,6.288,0.714,6.77,14.086,0.216,7.24,22.608,0.233,0.228,0.027,11.91,11.82,8.47,9.727,16.440,15.878,17.002,9.962,10.403,9.52,0.147,7.79,5.51,6.778,7.45,19.833,30.962,59.423,2.5,1.784,0.17,12.163,75.314,140.964,9.663
+2026-05-21 10:12:55,mute_swan_observed.csv,0.2520949850372883410169855536,0.811,2.642,5.284,5.421,0.007,6.63,10.181,0.125,6.56,7.756,0.516,0.018,0.035,1.82,10.03,10.83,10.457,9.303,14.318,4.288,1.598,2.23,0.965,0.204,7.6,4.84,5.359,7.23,8.502,15.778,22.352,9.205,1.284,0.225,12.148,67.984,124.895,11.072
+2026-05-21 10:12:55,mute_swan_observed.csv,1.054972896669083786884277720,1.286,3.999,1.493,2.533,0.083,6.61,11.585,0.284,7.58,18.298,0.505,0.583,0.005,1.25,10.47,10.73,5.292,8.050,12.864,3.236,9.179,7.398,10.96,0.173,7.42,4.61,1.549,6.74,15.219,7.982,6.108,9.855,1.505,0.234,12.28,78.780,147.706,9.854
+2026-05-21 10:12:55,mute_swan_observed.csv,0.5630175394703517260840554072,1.062,0.893,3.446,6.142,0.934,6.63,14.28,0.053,6.84,24.997,0.241,0.511,0.024,1.41,11.88,8.49,5.287,12.058,19.358,4.759,3.343,5.643,1.043,0.182,7.93,5.31,6.404,7.56,14.357,36.761,63.862,9.66,0.839,0.005,12.097,50.022,88.187,11.858
+2026-05-21 10:12:56,mute_swan_observed.csv,2.227653461667886361319102183,0.935,3.437,3.374,6.17,0.208,6.36,15.409,0.345,7.06,26.244,0.641,0.744,0.043,11.7,11.86,9.8,5.262,8.162,12.619,3.706,9.366,5.173,13.56,0.045,5.78,4.11,3.067,7.22,9.958,19.014,33.22,4.807,1.669,0.267,12.037,54.659,104.827,4.491
+2026-05-21 10:12:56,mute_swan_observed.csv,0.2912866186569969934974744778,1.248,0.605,1.137,2.64,0.223,6.54,3.172,0.282,7.04,7.263,0.648,0.618,0.043,2.38,10.75,9.01,4.539,16.170,16.344,15.997,9.448,12.55,6.345,0.169,7.95,4.99,3.714,6.99,10.457,24.386,31.828,16.943,1.207,0.212,12.229,54.504,104.545,4.462
+2026-05-21 10:12:56,mute_swan_observed.csv,0.5511769058628873119726184980,1.258,0.924,0.49,6.384,0.415,7.08,10.323,0.358,6.79,19.238,0.467,0.602,0.028,1.79,9.79,9.49,5.609,12.106,12.125,12.086,11.806,12.325,11.286,0.172,5.64,4.5,0.962,6.76,11.812,32.481,60.476,4.486,1.38,0.316,12.253,68.692,131.054,6.329
+2026-05-21 10:12:57,mute_swan_observed.csv,2.134400822677609254426614977,1.175,3.889,4.701,0.823,0.641,6.34,3.567,0.335,7.08,6.824,0.169,0.703,0.005,1.13,11.65,10.76,9.51,3.843,3.333,4.353,5.902,7.194,4.609,0.13,8.04,5.66,5.402,7.53,9.042,35.686,68.841,2.532,1.73,0.09,12.278,62.501,113.736,11.266
+2026-05-21 10:12:57,mute_swan_observed.csv,0.3852958064374517799908281037,0.825,3.798,4.949,4.731,0.169,6.89,9.95,0.349,6.76,23.012,0.477,0.258,0.022,1.35,10.47,8.46,11.668,15.723,16.928,14.518,6.960,12.723,1.196,0.038,7.04,5.12,4.539,7.04,9.382,27.362,35.446,19.279,1.347,0.079,12.022,53.548,93.933,13.162
+2026-05-21 10:12:57,mute_swan_observed.csv,0.6845065899350960329700848560,1.016,3.233,5.483,4.689,0.669,7.67,8.144,0.208,6.79,20.982,0.581,0.684,0.013,11.92,11.1,8.42,11.694,4.574,3.154,5.995,4.423,4.285,4.561,0.124,6.63,6.44,6.226,7.28,9.573,20.740,25.673,15.806,1.042,0.11,12.094,76.438,147.357,5.519
+2026-05-21 10:12:58,mute_swan_observed.csv,1.983244877013862512251553023,0.853,3.852,3.785,4.442,0.135,7.05,12.302,0.351,6.65,7.25,0.424,0.045,0.046,1.08,10.6,10.65,11.394,9.010,5.417,12.602,11.679,13.434,9.924,0.07,6.19,4.15,1.368,6.73,21.806,31.922,61.205,2.64,1.714,0.097,12.076,115.393,223.694,7.092
+2026-05-21 10:12:58,mute_swan_observed.csv,0.5373336176503411324008829642,1.062,2.984,4.197,1.266,0.532,7.38,4.411,0.126,7.48,27.296,0.212,0.649,0.028,2.08,10.97,10.97,6.765,8.531,3.63,13.432,5.899,5.116,6.682,0.083,6.92,5.35,7.256,7.24,14.096,24.702,46.129,3.275,0.841,0.314,12.177,43.094,81.736,4.451
+2026-05-21 10:12:58,mute_swan_observed.csv,0.5453276765118151339228645784,1.122,3.577,4.487,4.309,0.392,7.39,7.062,0.421,7.02,14.224,0.618,0.408,0.012,2.4,9.99,8.66,6.301,9.116,9.215,9.016,3.636,6.509,0.763,0.249,5.91,4.53,4.491,6.98,16.375,27.849,51.961,3.737,1.041,0.129,12.097,97.013,184.899,9.127
diff --git a/modelling/data/abingdon-all/resident/mute_swan_simulated.csv b/modelling/data/abingdon-all/resident/mute_swan_simulated.csv
new file mode 100644
index 0000000..d88c889
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mute_swan_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,1.049,0.1,0,0.01,1
+RungeKutta4,1,0.1,1.00221,0.1,0,0.01,0.934494
+RungeKutta4,2,0.2,0.965772,0.1,0,0.01,0.883480
+RungeKutta4,3,0.3,0.937979,0.1,0,0.01,0.844570
+RungeKutta4,4,0.4,0.917307,0.1,0,0.01,0.815629
+RungeKutta4,5,0.5,0.902395,0.1,0,0.01,0.794752
+RungeKutta4,6,0.6,0.892022,0.1,0,0.01,0.780230
+RungeKutta4,7,0.7,0.885091,0.1,0,0.01,0.770527
+RungeKutta4,8,0.8,0.880617,0.1,0,0.01,0.764263
+RungeKutta4,9,0.9,0.877729,0.1,0,0.01,0.760220
+RungeKutta4,10,1.0,0.875662,0.1,0,0.01,0.757326
+RungeKutta4,11,1.1,0.873732,0.1,0,0.01,0.754624
+RungeKutta4,12,1.2,0.871332,0.1,0,0.01,0.751264
+RungeKutta4,13,1.3,0.867979,0.1,0,0.01,0.746570
+RungeKutta4,14,1.4,0.863321,0.1,0,0.01,0.740048
+RungeKutta4,15,1.5,0.857135,0.1,0,0.01,0.731388
+RungeKutta4,16,1.6,0.849321,0.1,0,0.01,0.720448
+RungeKutta4,17,1.7,0.839889,0.1,0,0.01,0.707243
+RungeKutta4,18,1.8,0.828948,0.1,0,0.01,0.691926
+RungeKutta4,19,1.9,0.816681,0.1,0,0.01,0.674752
+RungeKutta4,20,2.0,0.803335,0.1,0,0.01,0.656068
+RungeKutta4,21,2.1,0.789192,0.1,0,0.01,0.636267
+RungeKutta4,22,2.2,0.774557,0.1,0,0.01,0.615778
+RungeKutta4,23,2.3,0.759730,0.1,0,0.01,0.595020
+RungeKutta4,24,2.4,0.744998,0.1,0,0.01,0.574396
+RungeKutta4,25,2.5,0.730619,0.1,0,0.01,0.554265
+RungeKutta4,26,2.6,0.716813,0.1,0,0.01,0.534936
+RungeKutta4,27,2.7,0.703758,0.1,0,0.01,0.516659
+RungeKutta4,28,2.8,0.691585,0.1,0,0.01,0.499617
+RungeKutta4,29,2.9,0.680382,0.1,0,0.01,0.483933
+RungeKutta4,30,3.0,0.670195,0.1,0,0.01,0.469671
+RungeKutta4,31,3.1,0.661034,0.1,0,0.01,0.456846
+RungeKutta4,32,3.2,0.652879,0.1,0,0.01,0.445428
+RungeKutta4,33,3.3,0.645686,0.1,0,0.01,0.435358
+RungeKutta4,34,3.4,0.639393,0.1,0,0.01,0.426548
+RungeKutta4,35,3.5,0.633929,0.1,0,0.01,0.418898
+RungeKutta4,36,3.6,0.629215,0.1,0,0.01,0.412299
+RungeKutta4,37,3.7,0.625170,0.1,0,0.01,0.406636
+RungeKutta4,38,3.8,0.621716,0.1,0,0.01,0.401800
+RungeKutta4,39,3.9,0.618778,0.1,0,0.01,0.397687
+RungeKutta4,40,4.0,0.616287,0.1,0,0.01,0.394199
+RungeKutta4,41,4.1,0.614180,0.1,0,0.01,0.391250
+RungeKutta4,42,4.2,0.612402,0.1,0,0.01,0.388760
+RungeKutta4,43,4.3,0.610903,0.1,0,0.01,0.386662
+RungeKutta4,44,4.4,0.609639,0.1,0,0.01,0.384892
+RungeKutta4,45,4.5,0.608569,0.1,0,0.01,0.383394
+RungeKutta4,46,4.6,0.607651,0.1,0,0.01,0.382109
+RungeKutta4,47,4.7,0.606837,0.1,0,0.01,0.380969
+RungeKutta4,48,4.8,0.606057,0.1,0,0.01,0.379877
+RungeKutta4,49,4.9,0.605206,0.1,0,0.01,0.378686
+RungeKutta4,50,5.0,0.604122,0.1,0,0.01,0.377168
+RungeKutta4,51,5.1,0.602567,0.1,0,0.01,0.374991
+RungeKutta4,52,5.2,0.600227,0.1,0,0.01,0.371715
+RungeKutta4,53,5.3,0.596729,0.1,0,0.01,0.366818
+RungeKutta4,54,5.4,0.591702,0.1,0,0.01,0.359780
+RungeKutta4,55,5.5,0.584858,0.1,0,0.01,0.350199
+RungeKutta4,56,5.6,0.576092,0.1,0,0.01,0.337926
+RungeKutta4,57,5.7,0.565496,0.1,0,0.01,0.323092
+RungeKutta4,58,5.8,0.553214,0.1,0,0.01,0.305897
+RungeKutta4,59,5.9,0.538958,0.1,0,0.01,0.285938
+RungeKutta4,60,6.0,0.520663,0.1,0,0.01,0.260325
+RungeKutta4,61,6.1,0.488553,0.1,0,0.01,0.215371
+RungeKutta4,62,6.2,0.434064,0.1,0,0.01,0.139086
+RungeKutta4,63,6.3,0.383374,0.1,0,0.01,0.0681201
+RungeKutta4,64,6.4,0.353130,0.1,0,0.01,0.0257783
+RungeKutta4,65,6.5,0.339103,0.1,0,0.01,0.00614042
+RungeKutta4,66,6.6,0.334717,0.1,0,0.01,0
+RungeKutta4,67,6.7,0.335123,0.1,0,0.01,0.000568402
+RungeKutta4,68,6.8,0.337418,0.1,0,0.01,0.00378141
+RungeKutta4,69,6.9,0.341130,0.1,0,0.01,0.00897823
+RungeKutta4,70,7.0,0.345930,0.1,0,0.01,0.0156983
+RungeKutta4,71,7.1,0.351520,0.1,0,0.01,0.0235243
+RungeKutta4,72,7.2,0.357633,0.1,0,0.01,0.0320825
+RungeKutta4,73,7.3,0.364031,0.1,0,0.01,0.0410398
+RungeKutta4,74,7.4,0.370510,0.1,0,0.01,0.0501104
+RungeKutta4,75,7.5,0.376896,0.1,0,0.01,0.0590508
+RungeKutta4,76,7.6,0.383048,0.1,0,0.01,0.0676637
+RungeKutta4,77,7.7,0.388857,0.1,0,0.01,0.0757963
+RungeKutta4,78,7.8,0.394242,0.1,0,0.01,0.0833353
+RungeKutta4,79,7.9,0.399153,0.1,0,0.01,0.0902107
+RungeKutta4,80,8.0,0.403564,0.1,0,0.01,0.0963862
+RungeKutta4,81,8.1,0.407474,0.1,0,0.01,0.101860
+RungeKutta4,82,8.2,0.410905,0.1,0,0.01,0.106664
+RungeKutta4,83,8.3,0.413905,0.1,0,0.01,0.110864
+RungeKutta4,84,8.4,0.416561,0.1,0,0.01,0.114582
+RungeKutta4,85,8.5,0.419021,0.1,0,0.01,0.118026
+RungeKutta4,86,8.6,0.421512,0.1,0,0.01,0.121513
+RungeKutta4,87,8.7,0.424324,0.1,0,0.01,0.125450
+RungeKutta4,88,8.8,0.427680,0.1,0,0.01,0.130149
+RungeKutta4,89,8.9,0.431564,0.1,0,0.01,0.135586
+RungeKutta4,90,9.0,0.435722,0.1,0,0.01,0.141408
+RungeKutta4,91,9.1,0.439833,0.1,0,0.01,0.147163
+RungeKutta4,92,9.2,0.443663,0.1,0,0.01,0.152525
+RungeKutta4,93,9.3,0.447091,0.1,0,0.01,0.157324
+RungeKutta4,94,9.4,0.450075,0.1,0,0.01,0.161502
+RungeKutta4,95,9.5,0.452616,0.1,0,0.01,0.165059
+RungeKutta4,96,9.6,0.454732,0.1,0,0.01,0.168022
+RungeKutta4,97,9.7,0.456447,0.1,0,0.01,0.170423
+RungeKutta4,98,9.8,0.457786,0.1,0,0.01,0.172297
+RungeKutta4,99,9.9,0.458776,0.1,0,0.01,0.173683
+RungeKutta4,100,10.0,0.459445,0.1,0,0.01,0.174620
+RungeKutta4,101,10.1,0.459826,0.1,0,0.01,0.175153
+RungeKutta4,102,10.2,0.459960,0.1,0,0.01,0.175341
+RungeKutta4,103,10.3,0.459895,0.1,0,0.01,0.175250
+RungeKutta4,104,10.4,0.459748,0.1,0,0.01,0.175044
+RungeKutta4,105,10.5,0.459837,0.1,0,0.01,0.175169
+RungeKutta4,106,10.6,0.460875,0.1,0,0.01,0.176622
+RungeKutta4,107,10.7,0.464449,0.1,0,0.01,0.181625
+RungeKutta4,108,10.8,0.473179,0.1,0,0.01,0.193848
+RungeKutta4,109,10.9,0.489887,0.1,0,0.01,0.217239
+RungeKutta4,110,11.0,0.515408,0.1,0,0.01,0.252968
+RungeKutta4,111,11.1,0.546340,0.1,0,0.01,0.296273
+RungeKutta4,112,11.2,0.575444,0.1,0,0.01,0.337019
+RungeKutta4,113,11.3,0.599019,0.1,0,0.01,0.370024
+RungeKutta4,114,11.4,0.618008,0.1,0,0.01,0.396609
+RungeKutta4,115,11.5,0.633337,0.1,0,0.01,0.418070
+RungeKutta4,116,11.6,0.645769,0.1,0,0.01,0.435474
+RungeKutta4,117,11.7,0.655939,0.1,0,0.01,0.449713
+RungeKutta4,118,11.8,0.664380,0.1,0,0.01,0.461530
+RungeKutta4,119,11.9,0.671537,0.1,0,0.01,0.471550
+RungeKutta4,120,12.0,0.679928,0.1,0,0.01,0.483297
+RungeKutta4,121,12.1,0.698110,0.1,0,0.01,0.508752
diff --git a/modelling/data/abingdon-all/resident/mute_swan_simulated.png b/modelling/data/abingdon-all/resident/mute_swan_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..da15c3ce617bc6ab0e1c8da9417dea0ff90cddec
GIT binary patch
literal 31464
zcmb4r1yohb8!w1}G>CM!BHaxF0)ikR-6A2~T>=sk0#ec?DWP<ybf<K8cf*^b*SOyQ
zdh0#c0$gy;KC@@fp6^%R4v>`*M?u6#go1)Xc_JYy4+VA06AB7?_6{8Q4SWCOBKW~$
z`&h+R!NS1SLDyOzN?O;}($vD%^wkSedwpx0R~F{149rXn+;pTywzifwJdBKHzh1#$
zVQt7rEjFkMj)Gt*p=tvKg{BMng3c1md<6yN{QQaNqvwwCTM6*4Sc=E3&zu?4aY$2c
z3-6FV{+#>?_OZhj;)^lG&tGm7$26@pkv1x6D_`uG(SLfOii4GoIG~<|Kt*|bKw@X<
zO0bTACeG(}BZbBCQtixWuf%k<)4}%Ta`gw+l|+~PxNd_Y1Tr6V;X77%lX>P)-~Y>u
z!{Z706&V8@kr4RdgO1~kN(%Xtf8ZndP{?1Jzb3;-K>jlSq7Rz#`}>(!q3%LnT#joC
z_5F|<$p4>*X?}6NA6@4k7pGoT`qlnhA{Wk1^+5;^Cjo~k*IKDzl3S@7GAc1&mO!A}
zH$6<EhRh^)T3uaTc{MfTafk4m&qn>^2*}70lam@9!cQS1rZ=B&nO|Fbu(!8oJt)oD
zKG)=@DVF(8;9O$4J8pD)3lkHQfZfKyA-b<m7LUy+^zyi@F0#aAG*L-i%X#giK}cAd
z<9<7h{#@gm`7W-UU^_dz{WgksZBq_2dGVo9D|Q3vPx9Qik4CjE_;$9eT-D{ZwDJk3
z^gE-Th{K3ux3XEz3L)IN6S})=iN|A`HR-Zb6CN2!)zeboe)Mo{s;aCjfp>I010BZ;
zGT74%?Hk&ix|`bS{f>v$b8m1u;7MFbF==EXIyxl%jE+_WZ&Yb%X?gNs?pWHqG1#d&
zNvsS=u<7C62LtHDGmIxIGU)zNMbE?IIpc9tqb4&<O*kwTpULlXeBZBzs<yWFi|v{`
zxAWnu)sEZgoZq^e%WIg^)wFl^<uED=3KWJ3c2Rs+hlAG39}GK+dIcVOTrQC4pYG0e
zl%8x)J?v@QaX;a8IvQ5~n4aDY8Fj<pIvo1EY5f`jw{`mY#fZ8^q`&_ir}ga2#oU70
z@Z9{$oTfUoFfqCWJW)xD@;P6FjpQ-AQB9g&{*!o0DynuOhe=)4i+BVJ3yaJz0cA7p
z>Mid`3VL*<3f-^HkHE|)WvzaAWMGi-NuxrZq3+W9?4<67zUOxQVs{+pLwKy?(R+N&
zipt7?tovZ@)E?^!UTm^foGr)YnWI`k<3dv|Qj)%fI^LQXHND!Ns#@Z#I}7ee5T?8>
zLlNH`)qh8ndlpKU!1l3p4AUcbFe8}DE{ckZ?N=u=jA3D6ckkV!jMj3_u3RgHtIV`&
z@(&5YCLtlgW76@gJ{nQ)E`1aMJM&tjfF{vVxYB+rXWVAmY2}HUn%aVWoAgDm$2G;;
z+FJ0G%PL|qyr7^U7M72|sZ3n=$f=f_Tg_XR)I1~j@sK+bj~+c*;5eNo;<azvU+N^7
z7+`bAFD#VZuG$e;8_A2~F}F==SZl70^BV0Hys2J~YH@g^U|WGV74^+RRrN#l#dcNj
zjJLT56w!9|fy~-OSpg4meBHx>YWbzD60G4yE1jy@S)C6YW@<%xENte^gn9h~)Z@k!
zsWzt<fsD0W<|O|1b2aQHBgJR@mj0n0BTAf%hn4eh9}d;V?iYAmNmbgek-w*TCa}$F
zMnp1h^6l<nlM~db8*b|mTU`l%UBL*Gd#0t9IxlfNj;GrkZ<*P|$f-cQ>Zc}V&X3x4
z?$%(zaN5LzORf>{_N{#BXq|_L)7et=y9)ur9ja&z@?537@cuOM+?}1VqRh7uWw$Tz
z`5X&f!AofP#e{jhdWh^vn{Nlj@tZrsSw0QQY8OG{Pu~xk)sRl$QJfM*$Ad0UNs+o2
zCOQfAHZU-9;q$9OYVMoMgNaKS(|7rXqD(Ep1T=!zr)e6ldtY14q7xGGDpjopD>w41
zhNO?`ZmtR@tvl)0t7b{rmn=Lk;yMN|>TWIsAJEc<gFo(AUmcBdF0Ws$J@b&?m@_4}
zhL2r-lR$e)SL}Gu&8ffAlh82-V;SC8!mHPUTmkmf#roGU`}2W}Ic?p~1g|Kyw6r=N
zvF#7^F+hp;TNd}xqpjdvtWVceebTB?Gw4mE7Y`wPHSz|9epl0fQ+RZITn(${{A?vD
zQURJ~m`hNM)2KkJW~k2JUAJyj!zS1|Ru`$fzp0^N@ATq=lUFMqW>ILqI!zsGqA`Gt
z(9-2qZZOx0r6<M~i)jzkMq&52&w3M+J75YFMUkh{%%BOXXT6Xj^z>J6`JwmV^}Oe=
zmq|fMZ8R#IvuuFoiJVb3p`@hD@|b&>^00<}YLC?SMCp@C|7lGj(xt#`A)by7T)bSo
zI!rN9X%IZCsBwRA2s|vGX;(aV(b&l>G?H2aYUZ<~eBz#2<afBtse30no_0Nnfs$;E
zVt3@KuZ}0~$c<q$YMFL+cbDkDeEAKVPDLj$D5&`C^fYS}ZY9AX(X21|QE5j<M~mIj
z(NU?@Ld#fqcsTwj3LZ<d{oYrcB-uG}Vkc3zf`%x1^`Q;ko$8`7`%z7Y1hsctDCQMQ
z*y^UHpXeDG3&u(z(?w57*{lRMWi3X{%I9vSU_F-R<m9w$C3;*tmAGFVZv}7kP5b!x
z*sH^q^7k_foJ`uR^VVMOOC32cbwsWo`H{GPGp%|Yh)q=HUhfHA8h}YdT-Mu4?9zpe
zj;=FN<zP{CgvNgu+TGODWWU-+c68oK;_>{V8mxnm3HY99=wo)b^TUNw=0lT?Say>k
zff-N(7EBGB{V__{*VkK)JZ>&#;)r<b_t^L|VBk@+%nIL?n$C-w#q+zAe(7y&Y;3XP
z=H}*j_N>>SbO7I?dauQ5rEbY7FE6j;YjgAc?uMQO-eJQiM(t_G$&Jwhi-S|-zT*u0
zH!~_yE&{{ga?ZvdZA~a|5zIJ%3OF|HdLXTCZ+~nx(O8>bxt`N9+T@2;rs=d4xn5Ld
zza_sRaC2#M<h(JG*Ik=N1#bJ&qs_4cE|k47tcOZ$yqsLxkbC0YMC<!!0@<Y&d3ipz
zY@4^J(_vRpMSO0BVewT^oO^DQi+a|7)@yw(ihAZL@vWz`Q$fnzy>|Vsl(e)NA$yP!
zdMcjEs8;ROvHB4sxt{bZyl#<b+Eg-yjHhxQ1Y7l9_N3u{5_$^gRwl9D2DTPEGj%h%
z_Bx{I!Hf2bTyK1QvhElSa!{PVHtWxGVktx`CXyS=xTvpa%2E=wi?v_V6*ZC?#|#rG
zvl!fVjn}hfU#Kn}!Y1VzWux`IgF`Ob!fkhZ)j+JH-U}89f0WD+EvzTX=>vVkUU86l
zS#wj9$QVzhTW}k>JAv<(EnDXPh4Dr_S?ZOa;N_zlu|u5xvTxs1u;hG|;JDyKub^s8
zz-+A(lJAVFyz{WCWlk+$bHJT-@I59Y51zr$;)I=Qk}hd1fqej*ceNaJ;CY2HZv>#y
zfY;f<N-iP)q%33QD!CoASmLum1|lvEG{MWl${0>fWN``_noKKEX6xbe!?iT)K1&7T
zSeqgIRTfdsi2f-9&p0uKKK3_mb;si-ttBuaT7&ku$+^WP1Tvj`B_YjO^nMy*o&;Rx
z;cZUFW9Ft4U%K;NyOBENEv*D=aOjb&mIeg|DmcA7_6#exS?+q(#p<Kyx$}CP-r^9d
zB2oIa2vTcWUVK9cDL1#OSTO!aLROf|;B8&5+^v*X?gr{p^{e~7-agyfwgJ33GIQCN
zwd1$Ya3w4}w^c&DJZI1bkcnM3Keuen#*pbl%>?AT6Jl0&#qs!_;!O3QO5>ACLznvc
ziE#ND5s2Y?N7?u9a~fW5t6g;Ctu%Duhc?^kLI9CaVk9#nF1L6aRwD{Jw`O??fj4rf
z_^8@lJ|^?(`{K|vw*#i`U+uLJSY%D|M8rIj8C}yUhLIy)#4hm-n;2q?)q4kH$&;R*
z&Ng^^%lBY(NcYuSX0BOL9TI<1f!%tTyjnEBDhi?II|w)awT;Z4davVH36rC|r9a)4
z6ABu5yiHB6(PrUOWW&Ow0$Y#AOg@>%Y|w>!By@`?v|!BI)=VM!naQzFo2d&I*f?E;
zWJuwjkXfL^FzGnF6TB{WMyoUP^k*iwZhPaS01v<W21iR4jj~PZD=9V1Wg@d9VhE>X
z*X$gWoSmrC-h}xpoXq_=)_7q)BlPbJ#QK)y9>@ClobOv7+euNV%JXr2{;_+aN$6os
zUId8o!pL`xI-#3UkT@|Wjbg>FW<5E+;*tdsn7EAhYw@t0doFyvqc};)9DcVxOr_fK
z^V=M@ElJ+UQXP_SC+#5w6K*F{4ms+3qH^`6weWH}T%)~w2TzN_iu|EUu|D|Z;U)+B
zGm(XFwjJE^yLW`$FCCagWm>eBHC*b62{SuHChSI@UvsRs#5Kp4x~->9S~;wCLQOug
z#hs{d<yL}IjC8ES7mC}@P3OO#(k-S;@1E9&nGJX9Hdg`-=UU$`rY14Cs^ub&BLmmt
zjiFE7++T<k6Z+m0Bgr4}#mfig*Zx|%L~l#ym#4!s2D$OLmEinI$({Sz(6Xs;^AOQr
z8%cJ~cUj8F@gh5!OIsM{l`K3Lx}9FK-K_u{(iY4)ofXd*G|z5++P2jwUGhpf9(sQy
zmPgr0%A^PT`1L-u<+hsF)@KqZH}qGJvcoVR>x`ch8%?sv9{|)=)NO=axe)g7n{Dy^
z@fY!fgDH6&x42Nm`mIIFWtTJf<tP_5$(@H2Kk)6=dog^==&>}ZZ*R;R%Q*JS*RzcS
zSK-mrevHi0$uRzD{)qMJtY<1gl|C(Oyuc!1zIs`HKeUf`px?uw*j5olTVuR_6Jwmy
z8d7=JN}cD&0b*vD17S?JBqVr+wu#s4$WktkCoGhmyjBH-hZajG%oXI2B3`~$@G|F`
z^a;9cIoV|i^XN7rr<!PFY*d61g1LZysSY;sq>3z@L3=n=_xcguEZmzmn99{YR96y0
z24q>G2o#SbTBC<>7^JtnCRw=haE+|VLnF{un*5#T!~$0l3_?$@c039sOK?e5i3>1P
zr@rV1(lUD)p`{w0A{!s;?gsZ`bIJMhHCXxDc%GYZk@(jqx5UcH!`SVYTFm4hKAy%Q
zBo$ql^=bUjay^GjR{7Q+ZJM<QMgXm*@1tLQ12Mnzed*605ju}X8H>N3eYF=GeI+F;
z4?E>;DU0#>E4NQVvPRq5fD%ERJq$r*$+AWn-1@*Hk4>Dj9GY8UYsXz8!P`p37*l1q
zuCHDB)A^DY5hOA3>OXsB6tdfnEu6f5jjb|%abb+IxYH>2X1UGV=Zd`2Z~vj=uCWuc
z<@qez0`%9_yT0%JW{8NHb}!6$ED@dO*xfM;^}g|DeDyXfT`nxeS@pS`jnaR4#|oE7
zAU`HlM$&|e9vReY(;DX^d8CdPo^BV%V;RzM8Ims@ot(zz7Z%K-HLL?@iS%|)7v4>X
zy(2b5LP04xJ3AW-fB)X>8Q-30kvv&m<YiV?mh4BV#-=94vv&^^GO}3M@*=y1+WkMU
z8je@mZDfqUK28p5F)64SDG!!|TLvu5<algEGBhG8Dkq%Ps7Ow7K@|5RLt%ME#h913
zx1v+<gn3nWsr}YChoIkaiYcNk0wSWkz96yVEVR0klF|Z)_&Z|7j}p5A$1}y%5>K84
z(7ql3s3oqftc;$VTsRWptX1&3|EYF-0btW=uikCRj;u5yF&3LmmVdU2o2qh{=;7I*
z8^(5hCujaKIk}z#pxlz3`g$S7b(o3yn7F8y%%<=k<=ihOX2t<iNG+|qKHo3{C*B=0
zG0nncR?-i(<hEOL{|4sb72|yyuLFaKo>vx5Ntjm#0;jVuig#h1(TI44jsc}6Qig+r
zfZ{QzQj=E`TW4-1E!S5UW}rHKPOxghE6vKfuZRl2LfGo{MTmavv!1wKKzhb(S>O>U
znY&g=XY08Irrz*qrDx~o<99JJ&7SceMQr7jP0LR#xF$Yr8j)P8zTEHR@bK_Zx3bzp
zc=s+eq!H!DCf?-<&@+(xhJ)Hj$rW&q#<ltqf+Yx3qqc$x!$S<e73$KC8{N~PY3^r&
zXdi4)tP-SxsG1F#w<>x2uL8}L(_W%6<3z9tzrAJfg{+wl&`zIF8RWOb6b{J!yo>y$
zO3AV4!fK6ofP!NCB8c0L`405K%w1s#7oFSxXeqz`^Gj4IL_cJ-d1j!mpWU$&?-K`+
zT$H>J-KeOja*E$qRq4I3vxRybao|@W`CV#>e-jjhyf$8vD{?FiFDv@^8ac(=+nb1-
z?G<W<C}8K5`pgLHX2e6|8d;o2BVqINFR)@*E-}T0;L$}=JU*lo_mB_?*$An`sl~w`
zWsFn`Ph?E<EF1@V%-`X<<D()B_<uIv(a7C#j-wI0@iGCR`9u}EUD(q;t10m*m9DY#
zJ<db>L-uLD3ogKa-XW{5F13_h7S&gpUDnfAd-NKW^s`S_*VF%f6i$L=0xK(7OJ+(+
z(YJ5ks>JnB8XFrocXoDuDzI_NDsz%Gu}PU8QWt+Ky(<MKJ*v><#Qd*A1yDsqM=Ln3
z=TQ}#t>>{8TeyK4rXyow3hhv^piePVut-R8+khbwdVv7$?9}}sbt$8XA$3EenR6ld
zP?g4!JoUfN;+NJXwK`qH8<{z+_I<KME=J)0kh@+W_@NU0eY_vSnI#Xr<=3}ZEczYy
z0s;duIXO91%Pn=Q1TO}k2?k_lW+H>zA;pX`vp1AX<bGO!EU0b|!RV#gte`qOI)>1k
zuP@Is4=WlQg#oFLjdz%KLNy^+;{qy&IJdNqvx12x<h)*xB+kFoaGZN%%&ll%cV%C(
zUAY0E?LtJVZ!^B6l+*+MKQ1Si=IuV>Y4;1Wu{w`BJ|J-^alR?W1UHJYKKW3b+6JOo
zoHM30xo4)Nv2hOHVV}qs>m|v^n^9uGrG{R}YG`cMV~3AO$jD?cQ47~(m*j&h%xU!q
zzA!&u#_mGkd^K$VutIwe^X<usbyoVZLS66Mw{N%Y&Nb<e=4;B!$&mpOWFSo(ZLHKR
zZk(Eo?9uwh1{DQ`NKK39`{H6YEbLap{t%$~<eor;mdf<O!NK8;25<OI@D<s#wz2UL
z1`atin1D0qglQFa1HJt=;8GD_X+=(~Zf)h&8ctQ(t=GiF;Ifl(*5Vv)j6VBPRI~)R
zaR&l1^9!Hx5rd*9FJGqHt_?gs-k!=W-2yVoI0GlA^5oQ%{!o_OdU=Yzqhq<~<Hy;0
z@K2sR$;tc1iOXsbWIA5_1T4xSf&OKn->~(dscLC4075TU0KPo{|KwFwACQre<v6Z_
z>oe>U5D>7=dwF>|WU^WVR_l=yA<nV>Q_h$7h}b33NCoe43-%E_yDmRXllGnFayLST
zL%~lMP=5YAz4%QAml8SwL9T$sBHEnBOMU$(j~=}SwI`b+PqRv?28W1<zM-LEUAL)^
zmxe}s|KMQw?Ca-z?K-V7*h5q#r1wAs%retO`$luvlAHmNTWqw{)pJXmYEi&Iw(~+Z
zR{PV|*-IhS{<*TUl#x*ukAM-P^YLbO@#8q?9_}94k(9i?^6c(Z{yr#V0*<F+F#BdH
zU@~W5Aa!dqHM^Ub%Th>EQgZ05@iT#QYisMniRKI6=~K;m12<RKA;XkF-69|xIiKvz
zXcN(xe*QRJ_~=_u3TKa%mR6z~avb|%h`+xq(q?O+YP>~!QWOVLO@BxNuLH+89UIeO
zi+c(lF=`5DF_S6wC{(;3psk$ars|`2;$e!tNBsw@#AZ3YOlI5jF;4m14XefCr`d0v
zK#A;NYEtYvO^Q1P7vA9a6ALz$D|6rFB&fbk1IyXPSbHj*A(Jq^eo@|EkI^9g4Jvg$
zv~c@kr!Ly2m%mICLnvNil54k#Gz6a0Wimd1Th`(rd1M)^@UoD5I5@fR6yoPp2|Ty%
z$RY1c%zlj43McWnlmn7RGT-)yknJs`&!~Lach~bMer`VC)<-9kO*6qvc0ounw4F%~
z)H&W9qisH)cG=0^CbivQhn*4^b0D$O8jmY@lI39N{c~@X;Y7r}nr;)Uzh%%J`|&!F
z)iA_4_!2|r@!%Qr{^6aY5tN@>GnXdr@@7%561S__UJvh1{O*CrS*P~UcNt%pXO0v-
zA)Nk+4O8s9qpB|NpSuOo1C9npt4ao)dHh0xB<Jrp{08!tItd`EQuPWbDbqZE>~hU_
zgHoG)oHyXWw($K`F)(d}LQ+D*XBn{72uCBZ|BQtj6ilN)yunHIbu-wXbD)F6^vg+5
z5jHiY`)dnrzN-Qg`qv1)m06Jd^|D|7#0vy)>nH!ca|<geVgL1x=DUc9h*^JEvDu}i
z$N#EH3Jq4YT#(t~!iYx<G3p#IG08Lcl6v%WTl<V=4~_ZL=Lnz@6&L?+ec|GY`A>bx
z&dz?G=xl=UbI$&7O9H6Cj`Z$7?*O{b-|vuW>+Q|_`&_;J{NVp}t}?K#*|Xox8Bt4G
zu2g!U3zbzOFu?w-?9Bq-V4u>Z)Yc~c=QDxq{h!aggM^g!_h&XH^1J*!mw!~o!A!J&
zjfltdf6snsT-<*U!EI0x|5e7pWl(6q08`!^F#Ft6RGq_o(#Q@|194qC&+ZMlK?2+W
zcT^EJGo$~{XR1gi{;`zed!RKwzj*WX1Iy$2`T6Hx)*9a+JuAOjN%CL-U$wDGOk7+l
zEg?h?XWUK_UTskwV-OKZuRZ-$Q&R(ARFsscMSPLNfOb<hq3Z*4x>YulqY(;B7;)~<
zI8F<DNA-ZK&GC}J{SSA3PdDG!_VV3Eq~QTAi0`y{1jMrk+U{o`U4gdDV)~5<zW6&3
zOt)FEMV(!f*VbkPK#!(NAuA_GUTSb|q*=rHWLvuZ59suW7k-!I=F|`Hf(}Jx&EaJZ
zo0XnOaT2$~@*`lEg?f5I;R(2wuPXt<5t^J#y4IiOXF5?TZT3DiG&#Ntpv5ES)xMPQ
zsHluu%%rb;0b(aMpcH=v;@80cs;x$Jx}NdkpC$l4aOMZDR(n@h1VA8r$Hz)DMdnjH
zM_Nyx2Hl2(%h`bi&dvMHO;c|B%@{{#=MH}iilI`DIO!!Z`+rqe)L~Ft|0%8;>+6(!
zd>W~#srXgTf!zCC{j&uVP+G={U%ek18p?7@?dG-Ll-)U6AC~Iq>|AOKqgX!z-@q(A
zrhWL33LwNvhaHBAG7IG$Dr)MSt)OF(9l%|3dl$+J3-Z*<a!z)+Eg|wO;{XgO#F>Z3
zCnwR1i!X<%MJxyf+2Fk4P~?*y($dP03o8&l^bZbJOlqx#>UpfB6cxMN*4Zgl@@i|m
zB$!*QjZqqCm_z@qu`Nxl;FcIFErj31bf(C(J6!EwkJqCl`d(qJbiY~=@jE}SX(?4N
zH4R%|H%34~QEY{me$<=DA6aU|TF>2DQO{G1h0j@{8ZRPZA=;vgCQ;@&eX8Y(whBz3
zFM$~xF0=K}N3u&RE14lveY^q!T4U7HoQEwtw>UNy7SaTeG?C-J?lkpPdE8vDbLj@s
zANis*8X(tLg&gef554&IDaAol)JIK6(6@Wub>XtOSamhnesi*-sNW#vbqeP(QunUq
zotl(4x<%!1vwVbL@$?%^REi1FZ2nbV%@!ti@vWRk?@YoV*F3Wg2BYNP!^bc_VNd0E
z_pvIl9uw{>*L4S4J&WD?kiFSWzc@*|S=m%Zr6-MatgYn#Q&k-og#wn1UIp;kmH-Ln
zO*w!^PpJQ1#OB{}P2JaVIUTLLreZbdlD*LazK#;7UoniW#odGC=^-^`fZ^ke=Aly2
z2rJ;kYN7W7cgw<Nm|c!dzuREu+STsB;(Q)WzVB2>YAP9zvv3KjG{Mgb1*y^j?<9oS
zCCj^F*`==d4SNWW@DZAQS?_4MY_Uhu@!2dtjr?XocQWl#px-JagBq?M;Pe}(w?p$?
zY!(f#4wpItLnF3EtJL%ZLLNC0ikRx3<GTw@nGfB8h5iRVfRK}hEXBuJW#)fyq~GQ8
zR?ZOSUoVFq#K8FLR}C>q;j$J}$-mjn_j$u<>b6f!bz$(rd(ZHGIoYu+GjlL9WeEG{
zHfopt?RK3H2B1RVUi(i$y@eT&T?WDRznI%?`w|6<?_A>-hXU~SKh@(~sTsjv`|=;P
z8vy~~KkvxO&HYck5jHTO{@+K*^jdgs86~T!Nk2V3J>pt{^pk)9jAjF>-$MXzOa4do
z`}8U3Kh^K`>(~Do&FWMY=U<=Pe7DqeO!!}@;g5KPig20v)Zevn1UHda`knK}uk!DR
zLmd^Gm?-l<kJ6Am%Y_wB_5AsB|D>cOcI|DipQ|g6;wvbJs~xXl;6MEbl}O!x@F3;y
zN`0%!<IfAn?b!ug>=PS{zqh~tWw}!m{rBaM;r0|&<}e$7`JdwYEAc@`CLr)%&;Ta>
zKhvhO#jyUJxBg_^Kf)qh2{7d^z9N2L(SO_g^=m*}TpXQ7`EGiWD!50GNdz=pU0u^1
zcBc0Ma*Y{KdLall=2X|;oU*?en(pDl_hcfzZI@>U6GS1kr}KeJ@iskS^y;N;K+>iu
zn|9811=2RE#lz1@pv-j`{${WjyZ2}ofVlNs$^{r+%IQEF+wWrS%^HQ2EX7=<c7Xb6
zfahheBh|hptD+(S{hLpxKDoX7T(!s`_-QO#_81SByUGkU$O`0i*bl-kVk`4h*Q7(+
zj$;0?|J;S<Qw$;Ir|s|W?;e?BkFNwGhSCasJg-AOA7I3-c{i5ra3A6c^Y;-Pw#GjS
zkleeMP98K-YNjv&ELaIQH#fbqroI#rDtdZpK-j5BNriwBL;*mC(vIEMxFR1PA0<D(
zW(_fL%L(}$WlOq8N0s4_aY+d{&7bd(tzc{%@5~fvp%HS)vaqra57PTiEw}(dBXc@1
zARr7Vct<s2L#({K>LEnD)QO3SEH9exl;m|Ayl-ohSR42lxH(m&Yz9iIc8R9Bd473S
zRcDr5+RG+i6nSN3nz^~TyI5EsLx@0(BfIp)j80b!bI!UzhF0SbDx7uVe6&urw6tWs
z*oJZByx0~7$~t*uWaQnucgaCzjs^@n_XLPU!w%p1tM7D`!;Vr?tCg;{dYQT6&YaCG
zIQ4bybokAQvS({sJ3EZ+?d`#=&_a-U&0+1mTalVd{*j*T>t`?E#vM6rBF+9}#j&ZV
zW-R0IE{Le8Q2;%N)!0~DQwj=dCukFHoF8pOY6|TX7BY<$8NM6GKK67Iwpc6%*GVnm
z0C?{uM8{^U!Iz4JIHveI>gnwNcP=a@D#}LOTd3O<!B0AM%Xz_Nk3Sg<zk?xmoNj=Q
z37XGcipyTaVhG0D3_tBw3a2|xq3UGBp6cq0Z*=Y?zSCD1C(5k|>ZaM8rsy1ctHCz$
z(b1XMO$I16RvIe*w@U5#KPvUC4Hx4N-dl&E0rSj0xPIr>#UlIsVLnDVJg#%nD*o%8
zdJErCf7z-6jIBM2AeYF_9@rp)WgKl+GKEYTGaG_C>_FZ9!0%$eP-#(jrL+V)|Drz@
z#vh3f8-|OUE6ky~L|!YFxdB>SSj`LMF?yN_|0To4Ae9e_L+y!Lh-M-0;(L`WUqXx0
zsBLhl6ftVAZ<x(*Z!Z@ff6s`iNN4s!6Y|=BqEr2nK2}NMe)=d+P;tLANB^Wh9MzPF
zJ8VJbH#-Hm+h4$P5g+#qu8pyAM$8?)(m7K)ZlwGQpzr+sWr)}vNwGg5#n=vsgq_TI
z)M?Jtv9OnUhxo+bS>#6l<F1^CBHzP6$Wp2Qq*^pI1GHtif;j4nTa-%IAYLUWCy0zL
z#2v#q?bx(^m+7Ix0ne&LTL2Rr47yG7^zx&;?l;Z~7O78AXU7ba^27>CADa}p&a$?&
zO$_Q!HR#F9Y0|h)6BB(A{9bSko7TuZmF{A0QVf?Ibs$iN!0HS6|HcWM-l#g5Ek|!<
zZ}KNQ`GmyvhO{V_g=)IJ)#8wjGNzjaR-rg_O$#iK7!RO`&=8^i*jv8A6V+1(t>H14
zo0GeIk)re)Y~;SzbuILJ%3hGzLdBtD&(eF(iww;K-QvN1`d;MUe^$3N7+`er`~<%$
z8|0+@hq%G{8I8x2o{RN?{8be#{WEDKame1CN?;46&Q$G!vv+bFT0LMqW>@?zwrKtq
z(8N@yZby6lloBAHtUkN7#-Qh7%~qI(fbgoVgz~TRDsA-9-iJ~yBu;LUke0Ta>_Ipx
zMgJ*a^g)}x32?*ThZ-f~qK4HUHc0wTx6%EC;R~^x#o#1wzUgG=m9>{W5GQnj(}(~t
zJ~wVw{%3`hhRiF01_ztW)x~fW9q&gf8gfR)cenoJW2;c54OAldg!Ojt@17{>zDd{*
zFP(in0mSi=5iBqc>SLf?qRfk2y|jH1^Uaie##HZKVVadg=Gq5@->l9NM*un+f2v-6
z4a%M^O)PkQ*X{257V>Y5G>cGfB>Ty+vg%34+>0lj57>7;l|%iPjITl^dKN-iaBoD1
zGX>qUrvtecqH1yBngp2NQ^JQ3ea(Wqm`m^X)z?R8fDCLr_a><Sn$|?0gA4J%g6Jy3
zF2?9Bzrf9i55+z>W)PM92PTHBoA>Cm3lCOK-pP4*w8wf9wSZh4ueqU*GcU$Z{F@B(
z4VB^IBf;rLo~pcZuelCnHQSnlNrOSYjj(qR9v@D7=HyYk(EAoCG$P_JxBxC6{B+`W
z4khxbrCDWy{QHc1Sj<TSPyaQy36pFLa#t5K5oy*;1zj=~0gq&4P`@%^`~)KbZs0I9
zZhBse@wH*b#^s~R+hq#o-|wmotD?{42|#|6l92FUm%M|DYOX-Hc%ykR-aEgr#vsUV
zn=g9%JjVIU_eCrCb?Z<{23`#6*=uJ0#+MRhve`L#(I-kIwrvPjSpNk(eb9WclarH+
z4u(h1J?c(uDkGFf#~<(l@h0WYZx{l(K{DGGp_#+cw;A6ovG1>)BlGIhfGq002GKuH
zbobt#rNjG)9#j8YwYB@6LnFfz4{A&>F$bBd5L2crA3<!EAI^dOZXAXt6<@tNDvnZ{
zM=8nLDY&-)JsVu7F2DCngTF|IF@mqvB4)XYuJkNmm|-N8kOt=&+H;#oh__-d=r-i$
zOb~yo-_X((!vBy#2xQ0p!ihYd_5)P)>f3QcOi5esXSTz=z8JeWEQLozT5({l=h6IL
z1&;V#xHBT*dS2<t)nd!n4$7?wSU9slCsyKY`1p%wLDtk@eP@$qV!3Pb`Nbg0hcDap
zp9jZ?zSEWmmbB%lG1mIWD-(;_8!YM1Y?EDWPCm?UJ*hi?IW#&NSjB6{g7k+q^+E=A
zl-qGvx&1EKyj+T;mbw)I(v`{70l?_5&lO=J63VJ8yIf0kU*B1Y-i!>=TO#_bo|m1I
z^W{&#FG>M#2|SbVn3($@1Iq$*1yz915z3M{EfNnwHVWwR>7Z&`-&~zY>Fa-tX~$|>
zSPDwil~+|@JaMm9r8QZ9dUf3+1~l<uY0C${u5T=tXOioF0E8nFJ1t^B#0q3Q7E$VF
ziF81^%QOE@d?8`Q(wP#I=xPv4H3s_d0*SO)8Nj_=H7^QpUpRMUh`ibNNHU8&caF<8
zTYXwDM*}RapC;5S(1RdJ+_EYAIDoK3&QEq23##|ug6v<Xx<$?K`f;vuLDb$tYbS`+
zW~Tb$Xjs11aM>!M3C8E~BF2E;??9nw9-NY{9kUlrywWXLGh3xIovEGr*P=optOtt3
zSh-ai1lw8>iM^da0$DY+tFCgZg&{*^KZ~2|t9?*vJ09a`zErD<E6H^5;dA;*dUO&f
zHMm%Wf)`cn4WS6>^n70ffLijtvXUntB*eUwxBy`JsdYp2v!)g5r!mRPi+Oo@krM!0
z_-NKk;G4&C1<j2RwJTCowKr6=IK3JZI9tG(psEc_3fjQxPnqc-gXmWOnsj_F&*MVV
zF%~C~4qgJ1yF858z`(#F5YQt*D(@*Vi18{3vN~*QI34zjzf-T%ZGwX&utD-W*R}EO
zTSSOGj)R*vBqS{CmBSku){j0$0HWFFJp%*sM`HqR=WRfuTk4XH+uSCi70kfuFx&a`
z{)U%AC7;{D2LiLX<8fzMbn2n7YHnLuSs4?N$LP$~zYhQK;lZ0XZ{{IpQ>(vqOLMb?
zj!yEqR$qa(V0%wblwNBH#M=wPWfnF=^5bG*k%z=;T~0V`#q|o2OF<k`v42=DO)PuC
zcY%nQm_bfXZvERMdHHbThsP+%jQcDmf4EGof4fY^OsK|m_B+!xpL5|fkG`$EhC!jS
zN#-PUbtP_n<7PHhsaWIJ`&z^gHQOT$v(jQl;3KCz3<xGD#t8w@Z+K5ckIATy^oV=N
z!KbwEUMu1YJ-y+T&y1cnVIZvz3ky5HwDfVj7=#R3;L(Tto<bBb0`6>J^3TuBrG(f4
z`qaUY?4Y6&vpH5IZieJiFOb5yFAC^YUJp0%^Fj!w2AJQ%PNSs@?wfsQ6g@3Vh^PZ0
z2^%c1rJj$cc0;WYuH4$_Q!<(yGT6KFodzsJ;n?#*LNdf)(px;KXZWc~=JrNLL}Wcu
z0=RnT^wd#54j4n<aWzP0AN>N>5<B%)jo9kzC<H#;xXufN3uI`(ee#{gz`!tOCPvpS
z;+hfbu~dkAGi}rg0+a-1*!Z~4dUbusXnuVJYPcMMCQv<1V9gMimFAh;4#8YGc{zHg
z$v{^``e>Owbq*gI#R`RQjQv*Z{P|at<~2=<<dl??006Yj=gV46M6;$w{f|#ET53A<
z5g&>0;f{i!;mh@*?BESZIM$pNXunHVN!$lrtV=<xJ)r=!R$5I#!v1wvTNaTqc~}JI
z^tb#mUs;f?mexzm5=^T+Bp5(?t~E;$jT%bOVyhhDnd=P!;J;0n2||s0bhcCkM@iK$
zFP|*%IJP_T+i!kT67;5NjFKTv%zC6=OP`8~Uc5Gc$F+uU@k+g=ErQHSUftroA5KOa
zNu5O4`na>7D+y%VmdLb$f|jhW22qZEkVDVeT?0w|l*T?>EMyRRp)NA)HJ^0vh<LES
z-^ths0<WJcQ^9=)KYSE;<V#^h1u*b_BfH43DcPONE0Za*itVE$s?6p|o;N*kjSFDR
zcYc~6@eJ_0Ahw}&CJ8~}72K-?+Qmk43-#!WPHe%aS7*H*N}4&RIBq*_4PFN)&6v;p
zi#(5~tn3+|gdl{w2uy#f^y$55wXV3@)UrM}CGL1)%RW0vF#}BVU-Fl?!V=W_<fwTe
zW7+fVvr&VwuwkZsF6wW}1_?9b?)<5_j^$M{=A;J_S-<41?uI36D9zVeVXya(G%*(|
za{VM+vyuqu^CRG|Yoy)TE#6dDta~ors}dV!5_|lo{HAleZ}E;!r(7e+Wjw>pCA0Kf
zTH_&}+t97Yh|yAh&FyDbdX#ka>bAE<7UYzCevdK^hQc$}TduJzaZEvp&oYG1c?}9L
ztnV?C+wQYhXZy2tWu3dN?x8kGs?;8*rn#=w+o7A?3}NFu{9@<?N1^}n|E5UMl_{Hh
zr83@0J(p_vY<*^I66IRME@e+bA9hutZ+vE|C-Pc`5sj05#d0T0XpIPqvW6Vyc^S(H
z?CGv8gq}60Gw9qiu3d^!U;I?m6W-&ms98^wmi$SL!|+~P%b~Bnx<MGgMI{yda1r$w
zn*^AYR|{VHLK=mXk6{DKG7mmFzwqHS&?g;I=log7PN|6QvIxTf0XRK_^HGfemro4!
z+jwHlTh&XGi$*1$p!&VUQj{>3$=>XI5IM9d&z^HCr1fDjS}_-zN@ZlT*J2W$+}ADD
zdod_+jwQvxCukdE`Cgdty;JHx%4Hu}Vm<J56t`*t2h_&0bYBb;j}Y<Cn$?fi%ve6B
z%zRf>6=%COUl3(;F2?RskX0>qyu{AsyUH{DL6MI4%iHwwFG`W|4PJ6BG2!M$WwP7_
z+QkqmF)y5l=l_};ojIE657_31iUgYi#cHru@6|p!1L6}EAd5OII>0$;={@PRl3<)_
zKaVSXS@Y8Igu$3uXy<ya5pm2mOI9g!sr}i-KIMYS8(PuerJb3rsL%XOOZ&Qe)^o`!
z2)15r-<z#?bn#*+#6#LZVmy<u9)uarjtV^T3|3WYT`Mj@MlTu|)!OkWhTYJ%w{c&7
zA!k>voeZbiKqWNM*jZU38x7i~uH(<mZ1&|6pjA;+{J8w`Pr|?>Z|bEzK!&O#EgkF%
zdNexLF0L<jhVN-Z6f_NoDZ5~l8_>nDxEyB@<>htDibJCv+H?)sy<(}*wRWv=v-hFG
zMm7KB@Fz-#r<+t$O;<$6Q$RQlg@%FSGQII}R)_s@lTQ%xbd!bxjV2P;d8=f!1Ed9p
zE^FwySK@6b+1QFHYC~+%ry4Jp@@?L~T;{IPS5!-^KGlo;#BcfZx@0@lwUSK4ou5yO
z_*C(W=xuw~^!(!D;--@)S!Jw3|Db0-R4b??mu>C}&^GmTbhND7Z1$3f%Q6{qXeM)W
zb87?nbhSSE%lQE|)z6&D0#l(60_8(!X?837r-n%*LdZ!;lbeo#=+62JkITTWG=epM
z%MPC8jP|iSDo*aGNadRjOa=Ik`qNO<F%LVt5=WN}?(PKEKjh}P*=R29H#+n8bkr&t
z4P`>>o~|)I5=i{Qo+iuSW);a-VpKL{TW@O%B)siVd%zV<e{)6BSD0uHoE5KJ(Ny;@
z0<70Ux!9lWb#@-N4;SQzb$MCSLP)r+{3=xV`@2}14;eLhpK8^*m)|~f&Z+dm;jfd&
z{z&*)y(V9?O5O?cPr@fOU@l8{KH<{yoHalP#G(biQQFi#1)IIX&fVkP-Q@j$)0)Ky
zsa99}3zf4eRsP|Plach!!?Ka=>{XdJhljSb7JrDTz^stLV?=ZK;3g;NWOFWouzMWJ
zesQq$HrgXx<g5z`(iO-9LkH8u!j$>7=hKUdrKuz9^ep*CnChjHR}{l{=HCO9L+0)t
zl4KnsYf<!18Y>Q_vmQM&(?g?>E}mNpt_5DoUA08x;=Ff1$&7}C(0X_Fk;1rmR@vCE
zxzns)EDk_Dj(q09sYHDgs01UteLYHjW-8M1B+2~Wf(z*y`ehCO(lCK|TS;0~w)1Nb
zl|t!h?Lqs99nnF!@DM-eIQS9{oOOt)48jZCo<whfAX?{Mq%eJ*-Eej>`1oqER9g(0
z^J8hL5+6VBOIqUr)IT*aZY;tzQxMK<kC!^{OfWo=FGxDIkFGAHROI%RhCuAc^tRH!
z7{qY{NL--P?7r5f>b%kH6R&YU_N&=%3}>T-usSXTTd07h@{LK#VOZou^=f4;?ay_4
zHRa`8e_sbe#QmEf3DQdMnVSk-ICN@rh=TMZ#Rrj*?kbSK7L%E6LQ;6y(DHPw?#82E
zXx{PHu;T!Q6MBK@5i_Z5jvt+M?XJ_Hq-s<CwgaNOV1tIw7!Ibzum@L5v2rMOx3ni^
zX&)-sWY<1HCgciLQ!x1+ql2hE0ogLMn9*qAQgE%3W;N309v*3?y>#<<Os~P-wQhR%
zNBR(=t%SzB^{a~Gvl&Lm!(F4&AGTvzNU#G+K#*ZW!#!+ldA;{PVm9BEsAgMNKK_@-
zALdv{8C3QqbM?p7Hz+gH!wnl>JG!_iX#alg_uK;=G^=<0*~L+3?o!`p>m_9O%L!J>
zw$aX5xC+ndRWF($weLkq{4Kat{gHMXBTrt2zN>aPFbcSH7)7M|)q2G*E<GcEdOhP+
zE@#Tf_uR{mzyuXDxzKd&tKw4^m$r@}zOzA`iFa|FF%afMganBYGBYy=d!Vi3lOGfi
zFl?KXCz-cJcwDzRc@u#&9NizMuOh6Yqf<1xLMh&^&1jOPc(RG+vNS`WTG|}ujM@5+
z%=mpusnS0Zkt|is1>LT2d(jkOg?8-{_erL+C|N&04Kg~&9{8KzW>KFJ155PDdsjJl
z<K?aocL@j{3J3^*@Eyq+$dOB%Fs^YCgUg(O9H8(f)#Kz^Y%ESw*a;FLog%7#CU7PS
z(nVD7`1buF!8TuHJV@hTRD68AQdvQMe$+v)pf>2gy^n-V7YcxT+eSeh18A+yC`%|#
z0u7rbmD5vG(uvpII(P}V)KrQkEDKvlpD<R1YM!);{3D$Pz?_0`QU|buslh-)LB6*W
zv?`KcUtjNo_R*3`{t*&h`={6p8uu4k-zkSRfqpC6)-W!{v9U3;+LetZvVv(YVQ10X
zZJ?A^Y)zp6$<@&KLgR^ra2_u!kS?UzETJ&ECw_9-gsQ44=NfQQN`eQ&%G&K9@u!Gm
zX=_^?i+c&WOCu_Ic#wOL<Bu`>fg}R1ZG`RKNqF9e$JR46aUb&&mvjj~a;|Y@l~l-D
zd_Od>(jyk&#Pc6Gx&eb<NwCP{#vP#EUb3B?IX{vp!$c=BVvox`j=Id897)A7^GbA^
zy~9IO<>30!jNp3~XbxxQ;-!~cbyZJa#pSL`XW1D-(z5|>w&zvCpeYn+sqG;9O-)Qp
z3~^()T~7-k4Y{=M3fY%?5*~ua<yET<PSbCs(9qB<uBVn`Kvw`Jp@gh#C>V}Nso6wE
z=@SVF*_jVvVJTW5SN%L#_#r*LV$xTrh+pZ+@rcC4d@VF$K9wcf#<^ywXi%}U{Av6_
zJJ7~#-z`yK7O@UP;dI#r>@dSMC2wO%lHjJzgu-~6qw^swytso>NRLP>E+!@!&7k=b
za8BciTDOawEo&PaMO(Y?S;;veKR>^R^j4ds4<0-z8D4$S;7PcsKl1+><VcAlZY{Lm
zQai$T2A`tt_6L={TD#odZ%g&wKktCKORz|<*O(hIEr9|8s7humhb{l`S#I0a(0f=|
z56n^?gkb5^qYKml=6i&{LjLff6o`U>B(YRUyAcVo5D3y!v9p)RSuCb6udL)A1nOzl
zxz~I_S|!59&ajq)-h{sJnT~mD_C3=vIx>>8RcIjs#^jQ_z(Q<axCJ^9pTFc|V|z~Y
zzZq@ZIzI^c=%eZD>q}a=GS<S|Zj4BeJywVVNgB_HhzN+u%L9C(#j!??z1kmi7P+PI
zS7MT)2IgNbQIMYqoo_e3v$&{e7VNR!H@cp(Fjl~vQ#i*zgBXxl+#5LG>2Hi|O)%t#
zzStn|f$w?XX#xl^O{Lgu^^fqzrI;m(X)pV&i)ITV(kpoT7L(>|O$tjirb7Y1YwPf|
zD1@JF;9Idk5|b5O8ujRCocf}NkhEmEJFp?wGxnFFwTVyg7BA-DzBum9x7dNcK#!%=
zKn8i7{Sj)!R%bdmOKVGVtA%<rZ!Ti4EKAGr&OpJ84#C=)+_#VGnBCIj<0knepYkYK
zyb%1cH;#n8P>w^w?ZHo!kD^l@C`Z*|(W2-rU}xHeNn|Z$t$&Y1&X>pS0o9LiXWW)-
z**d3}h_!c(UO9M^RsyDaBdt5!y1Y%-Y!HLSxo42r_@7w1%o5bC2+v1&(GD|i%5R?S
zlrNxS`L<-~Fqw_BefPSK9Z9AnAXyIU%j<)ro2*Bqxc7wPacm<K5myD==Jy{#_y*uR
z?cF<{lqq}y^bV<yf9_|%3Ih8|-u_3h+otU!_i@%5^{2MHCTlwoA`XSFG_SkZ=B>E7
zzEJGJ*bkpY1}zWX*u=2hcx_~Siq(9ROCJe*J0lqj!uZFitPdtOmWp^=Bnu00U>!Vx
z0rYd<X@efBC`e#~N4SybD}xukW=OhuzZmg6+kbX~RqVk^D3_Rpwehbsye2(-Xy`FI
z$vTb26q_V~J1+sGj^&K$Wri^OixiMCfnG9_@q4{T#&T0RH$S&con*m7*XueXyX*@N
zHQ@fw=K>>zbgg*!qW4KiI1M8S00vgCVqJG_M7DV5aciDj{8^*#GWBIrlsi9nsIZU^
zKX>Vgez1QPGGZ8HWyd24_T~ggJoS6!R}mfzo6PL2S)poYPpizve|_Rwt;&&sWBaYv
zE`{QVdT9IuB)IZ|gb=n%u3k-6U74}0rtDGFc6+3(2jkhMgC5lbp0;%ZNFFc~SsWVE
zY;DyEm7jl7|N5v&A5gXjbOm7qGa57>V3&x_i4yQwmm?{M#t|Wrpl|ROZ~Uor=J!Hc
zW+oIM+dUwx9sTo?OShM!E-iWtm0K{JF^#`lI6t7rUC^mR^ks$tdV2qwUN7AQN02*I
znR;+Wjpl14`}{f=<lORnzi;7?mI!n#tffM?R-aQ^8Yc2Sb$j9mQR*{eq>=3TM9?<r
z(>`kIko*TGQ1K<`bb<1QI_2@sAIizF#Ry@4F9MiR?G`gLs{=C0X^@Ga{V`@Dp;Y=9
z`o%oFwC3JU5v9%UNM1nz2}_QYI0FIp_)G{1SArJlx17AOasj&g%hD8ITL(4WCle?f
z+(0~iU85I)O$rRO`}aVHxmW_NYRDIZ*C@VD3~JWSe4syZtA0F;VoTLEG%=hq^1BB@
z*xtT0d&U89sA}hhJA22L(Kn`o<R>1L!yn^?ijM5{v)F(2gfKL5yQM9D-0%y`tcrtZ
z4hHVUPjZYk9dsaO%;=l%+1hBmy`D{9XfnGame0@9tF4>v>>V5zR;q&4>F))Co@Njs
zU4Mo@+oQPJPN8XacFDzNDWh!k$t%UY)u2e{D*U0?AF<=_Db|dZ@iA^{%ExUkWo$zT
z8ZNUj8aFL!U=?6%epa(k_EP(!$3wHy_Opglg#X!UDJ$jBj8v(?y^hF&PY{09k73w1
zp_u&ViEC)YE8G{%GVyoapZE-H+=toRAFa=%a;cUq!&ZHZR<{skO@23(=(dIs$)vf?
z#E_o7SmuK0Q<LGe73;(7Uu>U+topF7<?;R;H$dd%<e$mh_t&=c^j&u>9~9)jSD%?8
zB`M$)H3Ksh(^ETn*Utlj${}qj);vqzZZ(TrablgonfRDLO^xPOt4Vz2?1!z;%AGb{
zDV+B`l||IsF{Dv(<<_cf4q0F+)sx)t>N=I>hWUi#C(_0-yeC^ps2wO4pCYRVXxF;9
zazUv3pLdGOJr3q8*NK}vUFPAIfBqoE7t)#o#0RdteF%e|Nf$6)FR$0`XnuOOLOT|v
zdOrcna73N+pKGtD^5vmAgQIzc>lZSS$w|?Cl0i*E6!7erah-inTvaZc_`@J%*=Krn
zPWr(eNX28OLqX`mZLf-eBxmmCP&2u|4cE?)AD##di?yAWj?KXHfV8>imhp%^cR|x#
zb5okl(>f&$Rf-~kG1@=}{oGL;l(%6O(P&ZV9*k>rw$wGe|IBTb9+#35eJ|tmLy~-c
z%90}vi2bHca~OKjyF&qdGe~wyN>cKzEjAO^VhLb@-gT1L&m1_<>@VahcF(ZB*n8C4
zV)MM8P9XYGKHQvjJm&}=o^&>6Mt4-13`8DqW@{I_dVnXfti!ML((y@OPz%S(s;-^h
z9t~**@OPW5DjJv<3=rc8bve3|z2Jt9wRfBTBtAMF?j09vg7i)ga>;kwuQX|B^X^$4
z?8H!)Lb8WxA+V_2S@M;AR9@T6l=zo|rxHjQLLAGpUVg)lNQz2Cd1!5o*bF#-Q-SBC
zJx>jXt62ZJe$NudE1f^ou}L$y>qc5%d%5!KZ)15cZdB2zfDFbm6bpRc7x`NNWDk5e
zGf<D}I<xlcSgOy;Thqf_x}iQ%r0`2XAv)Zq`>~#P6e#F3MYnHW=9=E<zwNhqpSIZE
z3IF7&{|<tnvWCW|_$?5<K|n>t7O%epRtZS*I5;mc;t|pW8cIKZlZJufYIyXhVs>ol
zi=$!bVDP<>M>{>Yew?zoAW&Y~^ck<y<Ll4`8J&)E$o7{H!)WZTyC9Fi$$X^ZS;prw
zEbFwh+&@6y_3X=A+NF^bjx6ECs*rmM>fk9w4X=rxd6cP}-{`!LP#kT?<8NB@yXXyn
z=<A?pXOI93*$Y9cs6_tylR()1l$&Au7N$!;nP1f>$<FtI+A0swu3X|4BUA*TL^x{_
z@cy~TFWz>TEG|2YbY6bE7}`*$J`6=O$D@#I=)pKLL4@3eB_$=}4|aC89-wK)&`G%q
z$}tcVK0M+GdpBy>#{G=(y@zX=IATW*y-8e%Gw;J6_j#2WOGsp={(*A)eoe*v#uCFp
zJ~1tt_JB4YfBfLEb&nFp7D!Rw(_F(|W`qz%By*BnF_bhUsI)gUd`D>zwP;bDsi3gO
znU~<7Bif-ZM?wT4IjTlTIH6%{;pKXvqm=>JQ07U+sD0aU9D?2}o8#uM^EY6)I*kc@
z*d3C0x{OO$e-#F5{|YsI=JR}KyWkG!9V|T3q#14*xE5ZIHTtO6x_G!!S=rebj0HWc
zk>hJ#at(nFOKnI}@&ujG<y8Ukql{`0Z2<8pFAMj#;lt9qKW1(!o?l#Q@to5=3M4|-
z2#6?2CV9ljy<Hb=!2wh0L8c2^`Bu-=*;U$7ZdFU?1ZQwK>wEI&A+u<_MN8+LBOQxQ
z4;S+k;R#3hH;tXu5q_+aYZ4&EF2;_I++RVf;k!BC!Xui${P5;L@e>t;!qXwF*A$L2
z))8v5q=!?(Yx_IWAHHx_J-<HhmT}sj(6qLnxqo)F>&RWE9dYVt-&Gx&pHqhQ&&r1T
zg7|O|)Do#jPQl3A_^Fbw-<-Qh88*JMfm-QJD)5cFI6v=*Vb*&I`o*@+Cn45``4^Cl
zvU4N|xB~I^%4*k|G_S?a*)U5hf{8Tmw0MLxMVXjS=QYQyTm9l*4lM-gkI<;Ul<Sbo
z&dTSdulXgiOqh1$nk<!`a7dUxQPeB5FtoXj=YZb@od9941~b|L2~Lf#b2?aV2ama;
zb~)Y*1HpX`K?k6AePGh{I@}yn0M7z>2_8fxGdL;}k|aym!_V#hW!D2BHzZDysI;#)
zxg`GKw+yKscci=bvyeRyo)^B7dBXF{TIYBVH1^4}IcnA7g)AR<$IiwN3yMpAAuY&t
z%@2r#xZFU3B^*S-<ZAK@3Zl)YD%(LzE<Jd*iEM6Cc5d$bq8=V8^V%~5)e7s6K%*Ie
zwtX>@ubJD!`l>4YGD8HG_WWcjBrRN3wtw>~F$~(;VCT+<(0dQk?pDPguD$=It937a
z*g0tv^mwWOdm~tB7L;>5d#B41DuDsMu(DDOw07KwxJw!<+uIE9sinieKbNSY?)s>J
zmdCM^zU)5yuIO_`#q5vSeLh^6#M|a9w9HTGJ!;F7Hu>b~X13a*BC{(Xg6r{0RQA#o
z`<n5^wA^bJmXyFCiB<BZN{28|WadM3TOi`34`UgjQV)sa{@X{WHrHK^YlQXH)qGgp
zfj_+K34FI=<6&AS$YXwhXSsDAQem^wk@il&dGZ{EfI~t^$P*G-1-2*^78VxdX;J*n
zhoNQ@rP*d6<@j8b1=7Gs49w;9j~}1BdX;@{nk3-%@?g1p9U{}d1spj&lXEg19*y`@
zW%it9>V*w>!c4~)EW}ox0?Nqn21xnlc*Xg@barvc-C^D*)qC;c`83kM8W<suH=_^>
zlARzgC&0sd01!?XXz0r^1CO@J{cbCVu#@L;nHvE~AwS-TkXJ%dQr_%qEi}1(9EX{_
zK2+heVkdxH)@!tCoU<2aLCMb=1>XQGy*JG7of!k-L7Xz=A(JvjZ)hB#YOKunAU%sE
zb{k4Z!~*cBL_F!&L@Y1;|4eD-{Mo$dM|0l@N!scYDF=s=8}Y?0E*w==Re4$2<c^QY
z(qb1nE{?Y#Plfp(9Tj5d&;wXd-??|2H0Yiv=2^+gc=wxn^Ee-7IR~5R4m#dPL_vw1
z3ErSx@J33vm5o_+@@ZdpYkjHd97gycPr)wh|I~JtVO74{z6McI8iNi=l@=tWyFuwj
zK|n%61ZflnM7jk8lnz1ZMx;|ZL_%OvQcg<xj2HiFowLr~=fnB1zj0miPABt?`8;FX
zzk7T#ohP1NU!|KkGm$QrofW)tm7Unwxacq|rFmpP#UGzCbLD-0zVcGYI<NPgz>-Gb
zH&@`Z2Xlxt64v~G#u)_`{u_of_}7_Jgp+}ue(-@Ir78591;p6xNZiw?@3^knmgrfT
zE`}V<xP}HuE#k97XoDAH;U`34L-@vrdCwHySNa#knYOqAE#+QHfH>(jjj-O|6lb|o
z@{0Y;4^jt?PXr@8RzJ4t{5^b68_&-|rh@Z~7zjv)I~rLjU&v@g9-6D0zAcjTDENo<
zWI*D5WURp!5TfCR&Tz{%q40(;n@L?w9|oSOGuH=DohfkCY)F=_WhOorx=-q0Lo9B%
z@)paAroy!GB10CTVymq(XLv{ej`?iE8HIM1$c}`4?ef*{&1#V!&SdDAr!vZ(m6xoj
zXY|LGw+$>DP}Lb6I}IT?${Z9Fe2h~vF=VO^i*2iHzl+{4iO7v>iKs9q<r01>treUd
zg=yT#V}CK3gy=WG;fm0}9>(aqCjDT#ng5&`jc(x6=|>Yo9Q2{|!o6}FWJGBs$j%TO
z-4V?Y?^K~Xl>7Z@g?Lb|ElV6xXTL~g_s&n$Pi9zRUm{)3J0EY#!cY@RuoIDe&Ez%C
z&fSaOoG+;n*de^%w##i!HU+I7+Jfh5Cl;R?--#6?@sFPmUgpL@2|~By909fQ6u>pD
zc457R#4mXNK!qTm-Vaf+1+5UzD1K2;3L?1IiE5-6rgKWZ?GR7#FeyQU<-kb^rS4ss
zPRpuuqCGOyNq6Y=Vrj{t8y9y&Tj`l^*voS>Cic7-8E@+2pyY_GV=r!RMw+tK8DE-N
zV46%0X1gRQblrdl2M}ufiT*G(>TH^drwvO~;#@YvY;Q%qsyc`zXs&d8Nu~8}2_|3m
ziVl?EzvZ+S{G%ZAnh$n~p;{959Gdva_RjWp>@AVTp?;^PTZ%oYpKiuB)*pJLf4b+S
zn9EpQaSsaWgI!G7&%$KVOD3j5F7Y{>_wy8?q;B;05sC4$VuKDX6a9uy&%^MrEUB#4
zCs$7Sumba`7~ZD{x1=@Fc2jC*?yH3Rw!UBn)-&iN=B4imKAF#+Q(~0o&@ah$G`%2s
zEWgG0j?{U=Z2H`1V|!=I)J{?*gXuGYhEf7Pdk?jo^7Hl4K6}-lYGiR(t<yi%RQ+5>
zQ`{`bkBIEh-`1OB&>q&jX^GYppX;?Ebt3)Ei6%K{KCc9O=d4x#)4q`-(?N2%fYx?A
zuzzhPoI~sJ@A@&%F0R>q>?CC~C|h}%;sse8szH|iyQU?VmxSFL$AWNVIZO}UxHdjw
z`<Nf|A?QT#WlOzo*6<0MlLV#twUX^)Y|*k%%(D<fSvL0Hzn$aiZb|fWGV8W%;b}B~
zj>ud5OL|rWdD#nTUMu`)wYcwvMnBIDkmOGq#$<H&yTm4KU;Fbm{dJ<woEJIkT-}$d
z(uO{qFN{{wf1I--dXN4p@6#goVtMuyTdNxxzHQTb3dGhNDBu*?^8Dma4GcItMsS%E
zvW;f;8yAp~ObL8Z<xeWW3%&}u&P|DKra>3_!SUprc&=v;M<O1KCFtD{%RuGy^{6b-
z%ya65Ei>zcF1jn;?F{uTv*Q>{ba%Z?Tc8pr<`wbbd=2~2(U^-!lgs(~m#>{6(kuD?
zrF#lX;0hh~#s`Vd+y`I1(cKf49W7#Nkqd?7EcG;#TKF^#R`Xf);|yjeJ83`m*Usw|
zb57mXNV7X7mZ=roo__2&!rDz5AHM{9BiNo_SlUXx-S|*ycIe(+5%uHZqd){*u$AWw
zZ>}yHLiYc{8+mom*lAjxza*Iy&96<PzI1(2rsA>ki$y$S<sDxXsBSMey|7AGPu{1+
z{z#As-Lve6{#}KqSI4iz9)}+iHI*`@Qx$NBIqvm8f8-Un3@!9BC-2Fzy_3nRP5iQ#
zbJL>+Hg<qq6DIFUp#Ka?6g?Z3)@sG|tYlK^@o;(DWs;B?S$l`#dl^#cpSX*3pmW8!
zZiq^A^ySZ+*dWCn-=%{K+kCi#gog{IjdO|B*W2DI5Z}|V)DV23Q&*Ka#Lbh1_4k>w
zcA<Z>b8wn)qxV&NtQIlXWkd`Sci+@A5a~0y&3DjQe`=eTdgau&$%;DS#eQ{;_=2NR
z^6}#^cP`;Pwe;Y1YPtf9&M%+vf)Rg3wY11h%jfR2gv+?1pG@-(qldX9|E$zSpbvQ)
z2TPm>t2U7?P*!JImt^HubIMsBwc~{~o(!KPvyOr!95yVel5+!l#LIR}@%n2=iLGrW
znOizMZ`j78SmWxq1|GRy94JG$_Voc&Mg~5X7zgF0g)2QNdPu1DOpw8)Wjo%sO{6is
zw@W?C$k(I;ORM(5J+b!OLE-9Mh4IsNsagQQm*}IOwB_|XP?9YG9`(V+y1JfQ_IY{Y
zwQ9+fe^5rV4|R9dc{zV?m5;Q0*sM@yOP@A{)(3vR8^RunwkM++zAhwhc=2?<`gh~s
z*qFfSDv|Aake#0sCFWgcBs%4(TYJ2!C-QLTRr`$p+%@afXrvKb8?8CqHd-mB2t}eA
z5wqx|0e;1#bMqLN>=4<+DM9FZu(6E}w=AIeV1b8O_;Hl;N!^e4^R$`6JxEb*ywj4B
zJ7#l)hg+PPStckCI<t}&9-aB%<(fQUFmHTIJ_N_}WWm{OantUeD~{?lx~9sUyz-ni
z69?dqIPUHiGC>2Bsi|ez<l)5I)XA(K=r4B`>);drAVq+KU7sQu>+iRoT=?5vUcKL5
zU@PdHZy4iM_25}e1wC@`r}Njg*YFHQ^Ydz+O*s5^c8w}5vuK~7wG&<1ax6K;xW{QG
z4WEi1c}&Ew&8)8`XhiiR-V=KhsR<_F#oxU--`tVMA4&v`CS;X=`1{T3^(5Yxe{YKv
zmYV@@%vYbAAr;?&7UsY_NyKNP`qk~|15!MttoBPexX;PUkRF8|R>SWT6aLZc|K~OG
zTe@F;F|i=hwx*dhC8kf4A|!uw^fl}ey5SrC<<|0ly*^GQlNNe=m~DHP{jz%?s}vju
zG5kitaP{?`v*=fABAg0GA`6{Y^rHK@{KPe^#u1akZqCM%KVD8waeMgV_uM50*%jQ#
zXL04q6?M1eiJM3{+3-$PVuHwYau|Q7zh7%Yt=d1AT*g+XoDJpt`xF=dU-QT0$UXWu
z&F`A^@$#S1hgc8q)m!Dj!lPRBJKHPNP{{f}7y3?-vuh|7M}9a|lq;WcDMj?bp<K{U
zgV^~U_GFqh^w(0U3`=QW1o;x<RDMK7uKf4^9LEi+^2?KR(I`Hy5JKK(zEO2-hsL@p
zzIA|z$F{nb;!L8QoaQ@m@qd0_%H8{IzI?Y`7YeSAi*!wo!==5yRpR?e5}lLYy+qfv
zC%#7eV(apOw4&rQ-=S_t97JS81hI3-1(I|LXT>?4RbsJ0orq4bMBKfr&EK9eT?&us
z;En_#-hI*^Z4I;`r-f%KDrGo=Z_oFek%;DDjj(z5vFDzJ{o5fGr<>2%-%nnj9bc70
zIBuvL%q5wNrk;LW;Ry+f$YEQ77s3NLmkN))@4Hn|b){XlBB_auSF#)&Cp&!pLu_s(
z@;ss|kjM7@?mO!dpk!Cu7GPtL!t|2p!EsG}BH`7bxPU}M-Xcnr{TbxO2Otzla8~d8
z@`u^S>steL0N8zTl>!H5A=BW2bWQbs>i+K6=btZ;&zTkJ_du!e!Nq@c2iUS?vVS~s
zJ=4}*%?&1~;(SLgEl-e;w|1c3bO#Jg@rS70*1Ne7fYc`s4?Pi402LAUXOBiU{uBKX
zF4PrAw$r!X?{VCJ8;ObNdC@-v{z{v_b?G!-+vuk?np2*vyi9%#(ldFxs7_3R^Ns?i
z2lY|*iKRdA_4sC!J*1F;T)<x;WsVqtB5}V_Fj(%s*7WhINxmyC*J$&)(wU^z<nXso
zUp?`~;NwzIWk0wG;SNO4U@%_i;@qgIfy-yE$m@UZa=@}mR~pZv*Nu9^<J#AK^-+L8
z=t_Et*ar<7n2d|^3o3qi;mKH^uTQc*V@f3V>-4uLZtsTm)t4dt8anPG*ubjWQ`=Gc
zNfgiwsXqz!lb|Z(zeQ*{lGs<jb9$@k>XIQj)p5R{o(EhApzu_KK6EHC-mmyq_oB&Z
z-{(HW&5@+0-8e#A<uekTzolgVfS@Pe)!OCalM`nLqzb|bDc%_{>X@|zM*tpCTDgk!
z`JuI)iRf|IVOK8na|h1+@Rq}LC%fL2BqHp4+FGoxo)rqH<9BgX%|GgUmNC46&*p}u
zsv979<^!23+~#dWZ-w2Q60c6hu^TXt7<+tV110Nlz8(YATB2|{D#QtBA7^8zCWQfn
zt$Ug%GDzEgs}Nz0-fMhyHBw9W{sUG+Z0IAEjoG5JILnmuRdb}V585>9$!$yZTyT>5
zF+F$2EKy*|iz4T-kOycTLY~INpfPg$^|4%k;<%AeEE<Hd8vX>-ERZHdBjU&iMWtA_
zTeYj{UdSVd1<<KsD{4r{V9mT3nxgD~v>7^_Sdlr2l#_AG&2s`il0vDD_<7Q1xrUJM
z(9lqk<E-pZh|TocT7fY`)d&sf2{JM>GrP@)a&uX3a&SB@BYM)_-JLNvIL>72VJ_MD
z)T*(;jHFcF{u#TYU2XY8k`9yl$(&>F4IQtCnjfAJ-g9IIUBrK-=nK4rp?P?Tlys!)
zwQa|b$|oqu)r&kng54`4L__@vX*odP8u=G-j|9tJ8{hzgd=Ri^sftH%0EXrG*jVO_
zjEv>t#n90jw_^7~n~?(R?@0i5ZM$zwHy~&g%7MPz@oyQzigS2%s@|j)v_7fk78Z*4
z@4pA$2B||(KpldSi%Z>$b8)0F#oW@e6J)PV0|Oee!DR2tWOS*db|OeCUDu6E?WXFy
zhFty-H-4t!wT>1#Ekpb#+aCVrHHVwP$msR&HD;{@+r|)BiJtX>yl9K{@Bi&j>aX>1
z9jo)Ib|<WSr(6FQ3Yh&dvnjx_a%x`{@g$%U8sthl(~o(ocaYU2BQ_~%@1<-d3~5M}
z@Ecr!@NM*eVcRp3AJ^8@XeI{lH0=Bv0!U{tRaH(hp<)e6`^u5ZPa_;G{b&?x=VI-|
zk00j$4Fd2_9irTJ>;p}Zq?FXqZwZawVoS9Qy6<=nJ&v$dw|mv1Vpo>)mugqn*3R5&
z*`4vg=)Z1Cs$#bTy6AiN?$LXDdoPdT*Urw)#@NkxN!cHAm=*)Ovs^6Or~5Z88n`n1
zA6^GXqc8u~It1Hb*^(@b%acB`F7BmV9jz?>X@Pmi@4s>Yrs*+BkOciUTXP$(*OpwL
zxb?2+Xk&c72Aih#LgGIm(-hB&Y|d`AJPr73RiZIn^!i|PRy1rXn8%QTZ+(=3kexkx
zxyqe9h3JM~?URQ``(~;>A@WuMwD*7HQN2#YH-2#$)9h6rqVfZo%6P@`b8MP$RA(GN
zg}A}ts=ZGXq7Y``Bx)I=5OCAQo1UAN{(1u}OE1Gi>9f-B$%=iJj(It@-*)cO$}btm
zi-IcLxE-jvu=4D|ptbwQ=<SKij7@4OQ`(M>pPihjm*NDB{-cN>Mtt(8RV*6o4`|%W
zmku$7-Nbt{ac_|_paB|PE2F+T$NKu`@e8?Cl`bsjib>d`5f|?}OZgvKPb#7g_W<rv
z8X+9%*yF(k3Z9rlHoIyGgTPE&ZXnQ9iD(<FwyoxUA7tKH6j|$>pSbhVy*kJ)?2w7`
zQKQ6yQtJB3hW?C@`$DW{yWP57G&YHCRDZ5M`J{;E@sn?Fxw%A}iuj&d0QOFldbVq8
zX&{CnKsX!9zB%5{f^p8nb5diXsSSmNs0+K^^2h=3!w@rKx;4V!iiztenpB%m^H|;9
zrj#aTREEU1D|(yi!h@hmY1&#?B+O-%c<MzYuueS|qlZk|3=}|iQvh*y)#l_y$63u`
z7<+9Gu{@$trA`uLl&3GU#KV&);*4y-H}>9p7~{E@ICYpg=B+Nb!RfR2W@#1V!>DVt
zGrHO3rTUb_U)afC-7_-aoJ>|7+3SDw-Y!u}#i%w~XXv$uIBC0pHiuT}(|cM5oV-u@
zU|FnCyXtdt#+9G{xs88={YD>{UYZ)aRRnFH5sq%8s0><uN`cgwAhhcCmZw-?+nV0b
zto~yx)x`D_bbpApIs0sh0t?z>(*?=8{Q7i|m~pB8Eccz6-_6VOJA3bD5u%#8Oy1sV
zJd0q3IHDx2ImWu3BR3k7i4RlGp>(aId7xjIW-)prCts^4SqoX<y!N6;<%<&MR#e3W
z922THGyh>yB}Zmgyc54-ZZ1i>=WSV*i!Bdu;?Ftio4L`0N%zK53|Io7iSz!@Y1>{_
zqEd5sbfK5d1>w*{jn`&Ye-<Qt_Rlt!iY~lWWoZ+*M)&pQg%tf|8JUZ}DAHcyM@W`d
zyg|x4pL|V7eC!p1FQ{)mawXhdSGSYLLROEd1y|lr7MPFUP{+k~IBGbvx2l)PuVnCy
zofx_YQAToakXG}GfFT=%d<RRc$Zj~&Pg}`gA1Eq+3fmuXsFRFgn9oooIk)ew=v$rz
zEO1bLc~<n5tJw*k(>IYt!5JK5G`(c4QG1yjGoSMT{h7eU3m;xIIf4|)cEQxUl0v=Y
zx9Rf^R+Ub6t%%ZCh^pq?&@XJmP`E&-zKsrM;v3Wf_)>N6z(@s5i3mC3=b?`OPTgMT
z^D3qz9dxw{(0MzkScUZ)+BY21Cxrw(4>mi@wXBo#$Kp6C`@<BBA8k91%ba!3bGiXh
zWJW<|-N+AEOt*wn8?mXD3d&he=ZPp|@Xx%TkVGvUwQ61oC%E?L&4(Zggw@v0oM&m}
z%*!sSWOu9RoGzfVb{4e$i4Tb7t%kZ_mMD!EX}*FuqnAd{$<`Y6m8I-?haGOV-iH29
z0lG^|O4&X!bkT_&VK$Up9(K+c;k$iMsdoOk5dzJC%aQcv%3)krmm0<KSbJscEd$bg
zUzeFaa8wph%`RshbD0gkw$!TpIHt~d*ybWt4#X-^)zN8a2(4O|Jl24kCki&<&}q3R
zd)@zaN;xk<3Ws~t?0r(M&u6c!F#|?nOF8lMhF3(g35Q^F3{cxP*5l6UJVr{8g)b6J
zQwL%@Lgr4WV$0_s3oJe;D@AQarlD%Q?^^fz^Yp*nV!nRbg@@TBu*x;+Df9EJ)qEjJ
zFSa;e{mdah2RJ9o`q)%fQo)o!G`pf;E)FN9sX7r3)rqxfa8e=_JDs=j%!)wuWcm@Z
zMd&TH(Lr9Pzf5lTf(F6#cdR{U43*w-94?O*SS-eTD~C-{!uPIgy{#HODxs0M*ez{M
zbrHE`#+F~nf!*n=WDB#BQdGprdXYBC@o3x<-mj}RZFI`+LgIH0BS(Lmi|D-_i@1*5
z5@B8^*X=q_-i2a`PlZ{qWt0{4B5S)pgh61m#Y_#hP00(lBKkxqf)>BtZ)5!!87NM>
zJk>5<&SCL=)Hz#R5Di7FyeDH<t{5Z_a_Td0hutgwQt|b$H2ulxx)~O+uq1a;7;n)u
zXul;<bYS&5f5Int;tRoWb=v%3^KF}PLeiUA_BOJ8jsy97Zf<SaH21mdbSjo-WZub9
zcV=vSM`We1nKZTeIBgY?bG-w7<QS|93m+P4@ylDHF?Xw$T01D`2fJAS3C2I6v59Q7
zB${5OLqY&;FFCjiTwmh-qOl$sw0?(gT>V#MnxD@G^ExPpvXD>5%;VKbBzBv-uf^ho
zwmBi{S(yb%ZXivPC|=Ja@-ZI85=I&9_AeEt<ioXZoObr5v0r0b?^lr3xF9l8_;|>>
z=6xq6<|0thnu?l4zc7Uo(98N`PTA@)QxbG*c5h{@J4%N$SALNq*&B-aA!;(({G{3*
zVF$nPVUVOD<b<`2P4ht1H`>ARr*;P)7Ibn02gC}gnKk^I-uCn9^jCkVQXQriW`@tY
z{rk~gWTe&)TX){Zv0t>5Y*JPJZK(zCJAVFxHgPi5C&v!=s8FDHfX(@A7Jx_owNgE&
z{MUCrG{#Sig0U1e>`z!*vT<w4E0^?&Smm@c=G$Ag&g2vvnA{{mI5dXK)!8*7&M5jK
z?Car4Rg>^+;!oB+H45d8!;4JqFJb(`Og_*1bi0TyO}9>d>U|K0CCQ<^H7^nAOy2TZ
z$givKWf#9<GG<{HPMn%qB^?~NV7J3zH=cHx5{<FD5Ub$gm?8bdc-rOpW5dD819zL)
z1mll%VTHQ23lIyx>@L>^JHeRQ5gvN+&U<XyUv2(cY{TQ@<zWk~H0}~uABPu+8ynr&
z-0{BB)~cp)d{|Fnm*c#h=jXjop2e&3#UDEF9~*N6m&8(qmsMD-@^N@<y3~O7j}l$%
zC%bVz)$7u=%|mtv!8AXeG1M@Y*Bh1&Y^D5j6Rn7r*E2G;8mGz2f7~YbIRB)->&3`p
zL`4gH{d3_j{MyuzoDkr27_g!}-{SdalWxy@;V#rfcwN?y;bvB*rr@0Qkh@JVshe0H
zwxbkCjoi@T;o;)&&MT_y%uLT%U!;Z1KZDHGOO!KJepfnjtx=oZ0jSy`Y$o2U5=Rlm
zVng2CL_;A)RmsDe&;zPMCMdrAy>20_3(p03<99|!l+L#VWFPX)VH!gfs)7O-I`nX^
zUv6UgT%4W&poDWlKYu$-ES_DWb)Avmg*`LwHln?4x&+WLlW4NS`k;ZB>QLETLUlpk
zgV4%otiYTRW24U|bras{pT(a*!Tv2Dp9GS+a|#{D`uCfld#T$tn*0;}J?MyKz56Qq
zKpQSfC8b^7JI2wEE4RC7oV4$yS5!|QR=w24ME2Q`4?R^x!T)uO=M~@`R6^Pu2HZFZ
z0N57-jc&HFcMP1z@hk>BZw7@RSo4-!K>M*san|zra#CZZu2=5Auok|+X@gA)QbL&1
zw7b(bqQpT?m3Q2Nap9f#2nP<I$<|lJ%GFx@j=jxor?|uxrj8)&o(Q)QygTd*gd6$~
zI0g-9k#Y^J=w;zV#EzPc5414l5`VhkblCdlKtVb+%-N-tu+j@UOm<X#l#8=B`9oF0
z0WVqXot-UhGR*#a2@;W!A(tR>{NfIEKd-b*o2Xt29fG!233xZuB|CM#OlDaQ7*i9X
z`1{`d67lsaIaFZ*j6gzn?-DNv-hK`H&ELP5e%uZ1IlJxR{qdysmWKDqnD%S@-!U<S
zNeocdddJdAxQXsDs40It8*o^c*mAwhL%L9;7b*Y#nvHW#X2t6Z0+G_+-S?gPVN$}-
z7{p8gL>ORKN|ug?@SSy6(3?l>dwP<XfOm1vIzt|fkj|PQXZ!me+Ek<uFpQ1(F#|78
z!y;)Uc$t}#ef;`*fohxyzAYKqOmOP#V!*pGZhOaEXxQfupWA!Z!EU(|PCn~VB4maQ
zRn=2;4dVDnouYkdbO+y(v5mEp(t2(c0*|775;MV}Q=3Zn9?EI^&62_+nO|*@u3U9-
zDV(Z4s=?;sKa}Z<>N~}R+2zSep?0mW_S?@LnVI*6rlBVj{E+JZ44YA{*h+`C-<<>@
z?}1jPTwyV1BZG5Ln*v63{cF=DNE@G4eFjQbAI)AGtVaM@AU+>3mBJ&+Ve|gp&?f7g
z>$<&W5AFO??dFPc5xU_C3SvA4%ZHf8O4&e<$|B{y_Dp}JARJ9BmdT@~)E{2PkxO<^
z$<`paQI&Q}>UG3yfRMMg+#%#gAoPS(`~Oel*LqLJb`~Y~-1BqeP2DPU%{Bpf#9uAK
zH4JYe;ZoXs5ysYz+#w+W5B@N<Xv$V*A=EShA`FRm5c{02$_Z?Nr&<)`WdI)Q*fy)e
z%`KTcX(!Qp7kfRFYV<Qu5*A)XGA&};X*C;W2~NjIZSW`LmU6MbMO62wI4Ld=LT#PD
zkL|zrC!9c%gAvAq*oi@S{BOR5Rq!bofNvzehLUeaDOe5;w~L-T^`(;K6y)h_E@o13
zM213k=bo{_XEo+;26S=VCkiSuIvSQy5f_aRaI_OGmh>^xZgbaVO_}bL8U7hvzw)nS
z3Zg!6I);EgV(E&72#UO>=Ah#^)C}~IVH9sct!3!c&V)vcgM&F550SbP$SRdWpC^&I
zoFw3GuX*ZwR8+S=(IJd^QM8@Q)}>-!7<H~ZEUGEccVKzOsEl6+uJ9NjPKO5Vz5qqb
zL2)H7(}uF2T~p}tX}qKZ^W^})_23OR@EZ>O+TVBA`n3cR>DT}o_r;3U!n%EHUWsk~
zDbIn5H6+^oUMhg)I@%m**MUQXn3Hp1<z7GW@`PI{M^1i(jq!nA$d?f4O#f<SY-92>
z%dnhlU!ZEaF=M3HTm<eNz@8(b8}XS8@njjDBc_5EbDi+0Ma%-ykiI%dd+D%y!7=nt
z847{fi-pwwh0W}f=gT#Hx*15uVOY`o6Ktl>7ul%19uN#xZ(38&{bE}0B4gL7t&$~}
zi)k+wThZ$L^2fB&+#xC9PDO56-Tj=Ls26DKu_q<cF4Q+8paR#rYA-)RBzRp=5#mEp
z#;XqW@2HV81R4xCH#bBIc4|7C-3DaD;HV26(*_eXzs3`~DBfTS+cwTJ&-(_lZ}Sl@
zPgIuf5J!Y%62>+I1vVbdfZjYdE3)&cv>l(?=PkJDK!n{I(DoMUwvy`?USIe+DPBub
zFL8Ql&zN{8hOVSP6~gYt3ui@U*U^+GYv2$|Ix|Q~bG=-{&!d#QAovjU*IGKClmvVs
z?+=OsI!F(756?bTR#whSY1r2oqnYSbsSd`)#bpB3I4~@8T<;Y&uTu()larGZblP1T
z97lL@L<2wnJh>hI9wl%aG}bjj`yEErk%KWDyj9X6bG+xDPj4H!P7EzuLZu^bvVOhp
zfMVomqmj_s%jOS^w8~&|I9?2o$1cf4MD_o?rhC`ZRcC^0;?9pDNWtwiCr=J=3k#N?
za2S*=vv<L4#SE#cTvk$KULd#QjI<lrD(4`J8w*oqbon6uQ&_u`&@2Z8Jj`G86v)5|
zEaIrFtmFnyC2u$u%8-Oze^8(o%cxYPb_ND$<$U+?fnWnF%;zu-(X|nO$;X71$4jDq
z1uAjhwaKz7PbkT{{HQ{P#<B1Cu1&*)t@NSC_xpdV+y7f0WT4}zyrGm-M06XDL_o|+
z-_y|pfo7-cnEz`MWDw%#W4d+guBVsR5LNQ8;rEY4m#oywEFmC-kW!HR%<Y*4W9p5P
zi%3lfH2CEfrQ8awPJcG;SN`;;M0~Ko-k8HQuw1IEOS)WIi%`C01HwvOXcsiFFka|Z
zfa+V6V!rNY$xP+9^gvB5Cp-_LP<h^y-AfFn^sSWJk0R4EGxdj!-)$G<<V1jALET8{
z%$YNTd^h~!Vq%8qrdH7e)7MixKP(eGD8XmGN(&^Da<Z_VlarH>v?*E)#%gi!SoTDx
z_#Eq9UG{f0acDS~+rr>T1$F*79TP9D^Mo|YZ>gn0#U4y6W?WNKGY7S;LeTbT3^A?t
zXW;U#n<l$2-$dr!p_)leqK&Fuaz>DmU#OIm!|SDM7!D#WUPR9$hJA-QYc^gWgCC2a
zx`~RPP6kX$;pmR;IvVYSikp6ped2u#=(Uy8QbwF&faw!QWX4FM;1i44U$B5P09M@&
z<odB?ombo1+Z!0F?e@?pZGIU8cpTe;u)YiwYYlvGEsfXiPTD+;Dw%7*rY(WFhYiaX
z6=wna`@9N4@5g0pL97LzjC_u^V@nlu9K4R<s-rL&85tRW@Zf<hjI(o|tpe?DVpv$%
zs>#WIoXp3;fLQnP79`Z|0@Dt&j=VUiG4mlS7(&UPOH_u5qdbeaWZ3Ky^SYj1pb{K;
zpXV3IYSH@0dNzF)nb<MdC6g@^wB>)l(Z3z~45~TQ7&s?p%ij=)Z3LD9F^HEDCMU_)
zQg;E8H8_W-Qg}UH@@kGojb(!Cl(dc`XnE>hrFLKA<WxgNk?{nRO(RbrcAGd>-@SJc
zVg8SKdPZl+xR~gx@O#fGQ*{Dar&Z3_ufRn~e7hdzv<?24j~|Y7rb5QJAzCRXr=n-i
zo@LwoxvVBkH)7%=^3a9L;aJ>eS9w-sMxeJlH0cXu^t8KMJ*z58u;lYYlwlrb_I20(
z-{$7#*@8t8Hm@60ntl`B4#W`Mn~PfJrT6`0Kc~=#xuPq2w572JPlutc6l7ijEVZ%&
z6d2nyY(B8^^71+jY3bxh2s|5IxnNj@D*)43L?kRME%^<?Mj%-lTdL&B)jS1XEeuL=
z95Fx;>Q7LyOITx_=f(#LQCLJ|=!JxU{A9~iU_y8(76bhOi1uwE$aXYXgGx8sYot9+
z{osqt#G{~gn+@UbfbwWzE*??qgCC@B-%48cl+@I82)C(;k1p%DV)TjdKmajDt$#~_
zrV#i*7|7y$R*l2q7=)X+d%s(0waBq&$iUJmjFjbrLdkIHH5Zv1r=D%lQDfgD*N?p|
z8LBTSdFJ7oDHr#p%I_-AMP|RNP~jGgIh;wH<msah>-$n;DKxw%mGiFo4QU>?2KB2>
zS4;*=?1}Rgf{2b0zU8z0AAXC!mDVWDeDZ5Yro21O#5>0tlR}U|o?ceuX1}BORBUC;
zjS=5B*iSg_&`76p31Aw1snAV}U4#>qNz(s0)q=w57|hTGRlfZ8lWgBa5AuI_Zgxjk
zVclS7j{%W@1(w)GZ(xIaFV(~<GO`OEk2eE|m=t@DLaPeW&9-H~eYN-Aq>SkdG3MF&
zLAI+>6LxL*k>mH-K;CJ%gR?$@T$T^M60}I>!605%rJ#T2iH)7x!D{)(#|cVbxVb`6
za8Z}xgM%}s3F3)mwJ@!X;8=Dfy`n-lhUY8qINV#q&@32FIo`T%prsWvq%!a#Ln*Gz
z{av!Cm%G``cw_=02{rXc+oPJzp5oQ9;?`vgo19&^7rxin&pgR`LwW4#&cS&4P+n55
zfG-y0$3WK8=KlZCpx&3^1B@^n1D*+UkfOCUEO+0w1{HWLlTxg@iDclwPmAI)TW$Uq
zz}VgaFUCh@nA9og4KtHsU_I0UG7e_sR1B#wybPZ`{q~@4f@=4}-!sj~*CBF6<-_C(
zaKUDC(lsG%TUa4OHue=H&egfOxy@%=LbzegX{~g@Q8E7XUz;F<$_Tkmm>YtcZtxq7
zA(|<HF<Nk(IH($e;d(+H(_uTn@Z(%c0Tz~^eV~m95G<!3^YAC3Pxv`pk~VOoGC^01
zSvBbfjO;*n^G}`rF{dPmpbCUMGwHpN@w{iTvEM+hc;5piL?Q+p4dhR5K*swZ1Csy!
r!)aynf9eDv-@yMr1D7jEP6&q^m&_SXRFYxnG=_qVs&s**>5KmbJXm`q

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/mute_swan_synthesised.csv b/modelling/data/abingdon-all/resident/mute_swan_synthesised.csv
new file mode 100644
index 0000000..ed35640
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/mute_swan_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,18,0.9310122,15.11075811923792
+2,14,0.8544,13.86730671958636
+3,10,0.7394969,12.002376323131182
+4,9,0.6397995,10.384241462474241
+5,7,0.6097731,9.896899118741812
+6,8,0.5813965,9.436333791191467
+7,6,0.3867275,6.276765987124103
+8,7,0.373182,6.05691626431259
+9,6,0.41765100000000005,6.77866867830286
+10,10,0.4496741,7.298418385479809
+11,11,0.4647101,7.542459611879271
+12,9,0.6125181000000001,9.941451736889361
diff --git a/modelling/data/abingdon-all/resident/mute_swan_synthesised.png b/modelling/data/abingdon-all/resident/mute_swan_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..8faf4807495491ab0e39ce252df3b3e2ce95c4fc
GIT binary patch
literal 77775
zcmd43XH=70)HNDWY>4HcAfn*WBd9b1si9d=lqP~m5l|o?kkCU<5L8s8DM}Fn3P`U>
zAdpZ*rAQ!1CkX+S5+H%lTLABl=Zx>(amV}p`R<>aF@(tT<Y{~FwdR_0uDrNqd|hzw
zvAqxoMDT|G)!PsV|1}7NZ)W#S@E3>tHaPgD;iqTmXXfeb7x2Ib1~Gcz=LPrlgS$GM
z^oRNQx_Wvj$thfrQ<FLQ(9h4yS3_PN@xS(v^Yn3%Z?Hj9z)|*i>09|iAR>S9{%v!~
z=(-Kr27%nTddWO6jm_XsHt+r2Jl7%2U@$CqpFbn`mt>StUh>g_s3oPXC`S0xQ&HP?
z-aH@Um-pN+;3iJ%H#4Lk3MH{WFSk)@>^qb?D7C&Ej1qIO8n=Mqs7tkt%mwZMXXU;A
z{%3HQ|KGQeM>W^(AO82fZp+^nc=runCr1w+{cn$hKD(p&{{8E2^&Qv1CGuWRj`L;x
z`wnt>f4J#?Z~uPw>FmF6AH`q!|Jz|7J*w~?x%TwwQ*~9+fvFScj54$tT=8%68h#T$
z-mHZE=4Q-q59=%MeWg{}YlR-+_;wF>9DqRPcY!;7bWiBSiQ)%eA}2o!$eYI;Q#P;i
zdhk}p>UNBnYM(4&Fw?a=$CTS5w7~4>{}jF*<69ay_v^f6+53XKr6t0$))P%)o;@xZ
zs2o|F${ptJmbcnGHqOTX9&28ZzjZ>*>l1gVjQio?r$^g{-j_1Q+fxHtQO3||{9*1W
zUT16di)(`FP~erVO4n{lt@Vj44Q86JInmEmPfsu3p)pEhBwERDZ7c~2+gRw(*|ar;
z=stSB7yw49VY1&o3|Tkp$sqQUO0K^6E9%9I&epfm82WVyRJOQQ@We~`x?5B%Y}49q
zhg4j1RtTr|u4mm^P5_3V|K{8CAGJc3)tJm*jW3l$SG|@v!^3-S@kixmplNIF)QAeV
z-rHqm5;u;i!1H{@TF(u@RyJ@NSRz*A%3lJJM2?`qL2KKbkNU4p88e>pLBp&o;Xz%W
zHs;63z7_j~k5>5STj6qc9uSuaTbn1#V<hb2PCyfXg&nZ5tAwZca<{k~jL&?Q5ad(5
z!d^&=_i*S!Oz<*$GIX-kx}rdPYt?ajxZZx(0dYU9{@o(WpP}AS(a}9m_6ViP`;h`T
zIcMTW?7}vYp0}o68_0F0sr#n+ey3dLlF*yMsQGVFQ$w|+Q>RWn4A;Ei@O3xy*()fg
zMrnctB{4I4U-iE26;)&o`gSaB?G`DLx$hC~&u!B}Z>-+fo-3J*zJG)K`Kdr}slATW
zZa3<Otm|=ouTEc2`>nNKLYuvjF*g#Yqp@u%Q}5+EsS5H4a;fPo<m7d$@7;=eBO@co
z^~qfK);H(Q+t-CgA&x1#jqcb-^q(#u%aIJ-`%8K&`t1sb(cG9m-B@Q<?J~`sf)dcA
ziu~$v>o1ueWT$Ca-QV_O<H~#QQhO!mw(rRbj((d<{TXF3w*7Tm>+VvI+%A1_Ne{Z#
z&`NBPl9VjC{B-X-b>AE%zc_iW{a5t+GO_*;$fK9hrV!oO;ElOv3|vs`3Wvn0gZ_PX
zij2L92yxuj<2}-ZSsZZhEAm#<D!5ZPetZ}U^B_&DAcpI-7$_O{ULsZnLF@T;uza(?
zJU<gmStv{P%RgEc;$m@aSUZG{SYeSZ$v^n_=E@N<v5?jmuwTD^Elw4dYK-i*4luFt
z6p9!~QX~z7fl8<wLbCdTnjfbsyZ7yhv$=b(u->`-ow_|l;K=!G4dm2BPO66njPMOX
zubk|&@kBPM<NKYF!CwSb)h<mHwZ7<AcJ2DdB~02RoR2?EE`IqP5y{HAYZuh`4NuOi
z4O!7B?Y<W}*O)sv)bt5?=AVDmU}cJRi(Lj%j1I*uI8+SUg?)W55d&ithu|^t^7R{7
zisphLQxm^D)svqfX`Gfkvl?C!djgtsRBYDC%DxXRJi3JFPxY*$+8mfHpRZjR3ZeK~
ztsn}yV9lr_+^iUr<v$`S3<@oZYaG|8A$2#vQTn|E`kb8S&u}k|eL0}xS6S{eFb7W-
zWc`Key>nL`i4kWByQfSn+sRuLC3nB2p`TPU(?jq<3*!lOX!7}*86qpKpIsLRe#=eM
zDh#aNVix32C&*VbUu-J-r&~b>s$q!Ej|L)AYNIv;&-%?u-)Y>+TZBvhk23~|*;eAv
zp?nIV$T;4mL7Fr^j9OtB$8B5L^guA`P$8(<hFz2;CFR0h0y~K8I!?$JLb{^jS{DTa
zUHb9(K(LMk+j&JIc;bT}U3<yBa+-Y{haISPbhNTVE%gQ^=DYPHhKs)Uu(ckFCgii^
zr0DcShR?uidL82RP>2>Z!(NI-@nl!z?2k&H+H}t7wXopU7{9cA%=TtYIxMBUL#5M3
zP~2s$pT}`47+V8G^aJT6t$^C#r8MtnCd<}l_06)|`|NB|6k%yBx|IuN%qg4B-2;gi
z6o){3T9&8jT0ejO6z2wtUbwFtxvU<#T9ymqFGX7`cu{|DAW~2)ZONaz&MK{?ACb0b
zGXt@k;|ObgGbdwLv--sG_gu3?de=vT5W>sn&%F}AeEwX+T3_LWeMUFOo>;i&-FRdO
z!M4b}`r<IR0#5D1h5g<VS_TWDc3~BaB-@oitnk%QRP5r`bmtf?gsw0GDC>Oudjr9B
zC3!G5IAOniD+_H&l~M`{3XP8STkD0n=J~gW=CA7M1w{$VPT5vEhHb4eUB&ySS_yVV
za>d4s{<U`1;XnzTN=qKQt^@>J4Lyv=x!YfD<W`)Ql1#y>S)NgKYB^})thLl*MyXq3
z_3M1tLSX`if++r~!=b)WOJFhi_0?}K(}xg6m{9u!j8I1C{Eev1nL4hANn_NJTDqkT
z6&vE-nfWxprtm-jDc>wNI1a%%0_6-ggEjq&N<_N98yl|j&dLSZ?Odxl*6G{fB{UsD
zz?2PtxbjRB1R3Y3O?KKM%C7M7;?QY}`nq2uBU)hD8_m^N#76K7<X9#pg20$FK$+p%
zoi5UrG<x@DyiQ2cP`|vi_rZtDPt&+>rSC3>f`}-Eni<si9oliJ5ZA+|joEz}<XWuE
zAiHeAlgZHP?CebUU=V|bGwS;HhGfWE<0qbs9FWk~WT+Ujj$ziVe};IZ!*vK0vkYHm
zMp&J%>@t!HO9}$Hj>%}6;nu0L=b|<1Q?yaRQSN!YFFb1pxE_5)R#LKDu-<>=-}(?i
z5Jz>KCMD8bZdng5w@%$v2nd79#~xSzg|Dvt-9@wunCkgP_5b?((2$A|D+t#;WU;aw
zjHul_@PjVt9|F>^FMEOI^zNeTFSch!Z3-;orN<hGe#3|3s1@BSgBz2%8O8(kcD2D2
zNB>&=(&FjOhrdf#?M_dpiE0J=y@So8;tm|U*kYqSOvKsLqc;^dgSSDx@vxUq+g*Fq
z*yeRcU9?NjSd#tBrq6K^k)-jY3*4^ICQ+Bb@s13RrgQjt0l%I+(=S1TTh{NJ?lLJD
zOfyBB3-1`L_N{FwPEJ1BG1XhBRa!G2#r&9Lr}04(fP-3`Jw^kmX^&p}$o$dpn6f_7
z90#?34zJZhPkv0w5nC+pcTnYGC(+d)RF?`}z@L07mK+N1tGifa<z-)jiFS&^rhVAv
znBcnQg_(@7E$@h%&R`j&LuabKaL>Shetvpxxk6*U822qfDue~2q^TP}YFjb5>&%x$
z4YCzZ^L;!87EFc<y%I6hy#Kh`j~!>($d5-psf!BK5yKTiic=ogN6IG8>^#x!fcV*W
zX9`;#Zd#ZCa#ApQWA3^M9A30Az=JeDh#@5d?uN3b8}1MPh|}t56tQPpl{-9L(IlKC
zh@EB837kD#n_C}Ev#wD_PH6afMd<a#HnlF&+)INV7kk#sU5i3xpq8y%YEhjMO3u*%
z^-rGc$la7Vn4n=9iv2VpVjudmi12>2St5+R@z8<2F<9ZA#N=}71JGsq?X+IX3Ft5g
zk$*GODo||arNLYi3D5VfLlSkBaOy9?iB&s$wzB0Xymf`!xuF9oyy%@3ZYrH&djN!|
z@!Gxtmd8*{^+I5=b%iEa#kt+a00R{J?zd(PtXUI0Y+X`8z8!VF-!rvIWR)yLpMa_~
z#+~gOU#<~uA#Bco9Av2FaxEilVZ43Fzv4cPO~uv5wWq0fcb7f5!l}lr@8Tb35?0cB
zF(H_W4tarfD_w@*%((yko<YBEBiFjzq9Wl76}}r2omthwN82a1sGA!aN4S^zWHV58
zbma?KY%LBNy*c~kfU8~VpnId%%AoJ(wKTih0c0277jmNP!d94L$I{Ah7?iV3^(=>*
zl0?K5-xHRpWR-J&Ki||*@cN<4SujpfJY$CBhv@UFj(A7$5VitGXL1sj`>|25Yybf=
zn=5*cv`uA^(D57Xb>>u&opecLeD~%&Y+HRaR=%+^4z`V&#KaFIom3^kCc8em?gUTU
ze!bh5RZP&J<K24Cw>KBJ&3J>wo#4FldsdwGyO}vz*7wTl(bopIi^Ap_MQTOWEduhV
z2g*<Dskr_-4?Pmy9`6*?RR5;92c_iBHX!lumTg%9gB$WV2;_3Ybih*Y-Q2Y*{<Og#
zA#NV`dlVxE@582|FRLnbwx%#XJp`EoBR`m5yVPex8CgcpZvJf0Txe4og1i*N8@2Pj
z_V7>VY$g6gu)q=tGI7opIa&)sGiHe}=wlEW2P^GY3`Xb(?8|B9YjWkkILI{QtUEO9
zBRiAb4oZ`l_Sg8bCNVnxvP-BLJXS(B`Iojwe?`sS==3Q5uY-?XZJvDF$!wcgu-S<h
z^TN8@xz%m+CHEL`)~2sN?XfCuD%qUub@$kDO}31+vjK&pPd7`cLR|U&zVHsyQEFB$
zu_II|rx-PTYzrV>bsfKK$_^t=a9F=>z(>n49?W7f)-^X5yUjE`sKp+eE*7PBwP~p7
z-|rJJQWo{D-eHjPljk5O-H$r*#uTJIX04}VBkWDgndCl&P^x97%7@EtD$e~!?%w-3
zNZ2D8O07zF22V^>?j<zxLyYRfk&8KvO<!>3M;QtV-3}u?wtk&@liG36{ZtUUx{voS
zfHK8vi<TU&BAh~QLZ)gU3zR6-?FTgDXXX&E1s#Q~sevhSgxK}PN$_Dem8Q&Iqy=mV
zS&e`>`hhaXT)mOjX@{#wfo@^mHZ*0zyK`ccgtKCHt%78cQ~i6IFg&xd`SY1Xn!;(b
zxKeeWQGL#;&t&;RcN5XDz3CS|_(Is`QWDm^CI0Wd2XyA_p<;B3Y-vn)YTp_fU@7&H
zpq#NT19@aqHom_eKo59ry>XLPdd#;ZQ<cb^T1ismKp-kNSZB4)UUnId3(8=x`_No-
zgG%MM)P5^|ZnCcY#=2c-Lnv9%@&^g85I|iixZ_9=%@VJU+&_L;jM+*1Qo=t|^$Og{
zCf&1ssgh*7a2vPmQ~Eex=WZw??DwW?tROw>`T>_Va~zzCz1Y04A%96vy@B#^r{FQQ
zi~}Gj`}R@Gb$)O7GV5ZX$9H47Ysm8|`}2&hA}Q)jHS+H*ZmH5_dJN1B;qW_Y;3&q`
z=&Q?M2U0pqo?tw!;mK?o4*NYF{p#JicfjwqiQdAbg@9!?b<)G}_sfCgc31Ca`Tf}|
z@{mzg9!szmVPx)G(9C`r&Utb|#4hl|LVw+@0TD~?XD6X6m^M!R?-{|PRFUyTkL9QB
zf_~X6dP`1hZ-IM9RjbCKhhoLbyz5Wq$YmH+-WM9ozN?-3lwo<lK~RP6&5)lI&F?5`
znPO>x5QO=W$WNs}IhwT#6ewl%jQSz9vKt|NrS_$BBhAolx&jBOS8sTfeQ$LNPma@G
zpLl{I`A<*Pq=Rf2b5!9}qoc~9rts~%(q5pu_8L~Rm$I8B`IJ&p%+KRGMzpU_G0R_s
z4=(geYTn@7E4WvU1$e;c^V&>ZeNk~q_4qNVfq0F;G*Oj9@kSRF{n?gM&lTKy@)C@T
z#<}RSZ@1XUoRwp6zJi{y;j#yh3EDoa&3Fbt?eO76$)ng8kD|rS-jqFc>NEGt8~#`G
zuWb*&U!O^}Y^PE9@O47V?4epZG~CX39ubiG{=C-mkgESC9;LXDj{B4Wox5*bLs0sR
z*_h}y(Lrv}MlJm7=m+krG~7AaLSf#$Ms+e45SH<hwBTVYjAM0!XNVnF=LeQ7=Q}06
z#C*xMBkXxKxX?ix;v)+CRV?&GWK?E|?Q7S+--BMQ8i|Ga0brq~qewkqITPf;GC`)(
zxvI4*fyU@ah;H5~z!SA7)LCVwtSOF&8QzfZ?s1MZiQ^`>6WQFcPtHOF`SZd(LDLoe
zX@-Zmw;jTt<faFoZ%-jIblU)OOru72lk~1%htfZaJT#K#%G9!3d$wH_ct5}@i#{z-
zkbOs+8xeq=U+c@axdzSYedUSy*x2qtE-0#zBMakollg_%2Knu~J?tlBvnYxVY)jYn
z+ZfYCLDvSA)Sy5R`i*tFokuFE*|N_cEICj=<SVVP$rFI5`88;Aq6$mxj^WpnReL9{
zx;s%g#3KRI?_a?5&N#iau)6cabf`LYZIlws4ymKFD%Sy_QKTWDV#x*7zCFkhH(%Ml
zJ0yGo)RQ8Z1;<}sUr^?zH7nrf1RPd(p1NJXGsIR(x?XG%r<+X{3>{tO{tX4u+i7&8
zwb1uMR?*C~2E25QN6MfNmfwHH?<$+@uBysamr`nBFez{ncV<L7eySG@$Lg+tRLTiO
zSL1p}+q!k*L7;BKF0j5yW&EKy7RY>QJS4aB3__-XVlKdBV)7^2pJbIagKQRjM+{>$
zPhUT<vMUMCm$m$*lj@RD430Ov_MmG^qC91iu`swLrQRDPuFn*O>^RM1xQ;uDo|NNu
zWtbWy$sxC_z4CcAxP`btB{fMz;Hu{0_bbLKS*RCfkJ^<wG)H!L$sA>prz>6T9R^Ec
zrAXAILi~V8PxQ`%{lzxS_UyT74-e5G;iHCyq03LtpB}^60ATYb2|G_5WXp2r-BMB#
z$K0nKQyzhMg!45d@3<+Qj5#9gS3XiZ*CaLs$?Yu`Gn|DnZpo&$D_Rz_D$BVZ{nu5!
z-VLw%o7$E;=tWXKZri>yTP?D87+}Fgz<fc&bwWC*2lsMnSJH)&%j8B<=0NSL!TiK3
zt)KDxNjUiwcALs=<NHfx#}iM;CzN1fbyDZbm6I)PYa-DAK-o#@JLx>Jip=6Kk$H$<
zBp}Z6ld4m^!n>TqDO0Qn0XeU!PDO9T>H+R?pVH>=PZ=5Z{>KT-=g^G?fC<wa#JI1T
z(Yi~5p~SFmfoNhFVj!wVCvyPVTM{n3yV5-ghNZ<7EMJKUNvFqEMlKwOZ1C99lg*Zu
zPg2JKlast}+L0=hs4yD)n3>8LXE|+CSW%!83{w;*oinXYk`*h^>yuI#@Pi_vFA!`M
z8AYD<NwO1JOEb?kKH-@ZqWbWmeR5NbSdw#q@9@0UH6v%G{34IRM~G`vO7iweg%3M3
zDI!4vPm1koX?voq=ts_*x1`>9*IlGJBLWkc|L81wEy*4o6jfxp;t60R#s)nKt#t6G
z1PJWb1gxX+wK7-~eHAO*bCE|8b}MV+wuuW!THbFSN>#ZU2}S1#+TYi)&PEGbovZh>
z2=J(rz=mwCy$q4{$BlG5=-hKk<gb)1>}=1$MK|?~gjz#np<fi8@C=ha6m_LMdJ(dF
zhll@!kcsBc&^l_|5!aXx?~<l5W*PSCYuihpLmt)~LeEIFbyFU{A!A7;rxevh9cc28
z&EB83j%B^Yko&j|*r{TJ8t8J7w36fb?GT?`fSJ~fEid2Acwxsj(7jeSYU7-2ROL8W
zUfK29LY3ANM_sj@G&(tgg`^_e{p*wINxH)~4h%jT0##vV&5xaX5Q+!Id^@&ifr-M=
zI0X?iU$TpRWzoy~&I2Nfg;{33E>kb0=6@kSHWP`~m8G!tqpHu-6J#vm%%|Q`nKwND
zlH_K(+dDDluK6n2^qer0BPhO*dE7dE6K++l-he(@KDVzpUFK1|5W-o<!SW<cYXud@
zEWxQ*;UAjj#M+Sj5u5|(syERsGi%HP9u@@TX~K$!HK_M8CP%C-^29=MMO6HNvU)89
z!`b0z738^ENs9TBA|7zumF!l5n%~Za<K}6~s<;F>7@?NouWps<#9WY;s=ktuy@dAN
z{=RRdp+vcFb68sy^=xgf{TPN<A#a8vsMyA}knt3k9Cd|sPS8%sti+!fvBbu8Xi!a-
z8(WF77#UV`-BDg0FeHCuhF#=ZUJ~wlf*esQ{6wK{#DbQLnyGs3I)}M2up;nMYyxZL
zf>P@4auAiD5&2$3oNtxJ$h#z(x;C6s{nF)JU@YC@&LA^N&~aMJ1Lu?iZ=1CI=<5s^
zMkP7_pw%6=v30rYY=1Y{{;L@Q{FDR5pfC1O61kNbd&$+Y;bWs>G(6HrpwIFItvaya
zMiQ2MB7}lX^L+_D_sU3Re820fPTxr<gmZ(os?zx^MB-cDPbFeAZLB^mt~uxWaR2>q
z7pRGeKMIfyVKx0pZLQxHIwWM0M|KirLR6K>`gn;-tdAY((r<i|d4)T{mTp{GFD=ax
z4DndeP=gPYT~u0@IqDoInrbOiU$&A4bEO}+vHbWo^pdq5KHyr(-9OcofO)!Gkr5dZ
z@c5N$?eO4@#KAT?9(###GEY#{;fwCk733PW{A!G#*ei=q16#X%wiiMmzj>NWi>XRb
zcnlpDeu%4hU-XhnWEv;w4C@pEr)1;*lK()F4Gk~^Z)b`Mo9fsDG7T!-Mdk9M%VSMV
z=D0^uM&Eq^XA?vq$ayTEY2zyup7oYGq1dOq0tm4ce})GjvQ`vG9RKV1Jx($M4hhm#
z>}tU0GD9cvbGN!v-<-~Z8#cX^Beqok2I5Cx^Qb1Z%8N%Z3cbMv<Jp>G$3Cf&TI*J=
zPGWtTl;G8$&rDiE@!sFr$N_k5qQV&Z0S<mrjJe>nZEP^uw$FBmh_bFmk;<&qW$BB6
z&hSq(5!N(mr^s?IyW67?$5q_}0-~WIF@2jfXW7d8#oWfBX)Gqu#<R9}jTNgD{AYCe
z%E!s_^=<Pz{>gRNc9`6PUudpl+w?mRzvyP8-0g>Cw+}=TXJI43Lm)X)L_&r=%7x9b
ze;<GsnI?4Zd%!|_ih3-E*7XYr#13!=+GiHDb`^0;`IV<jVWO4p{S+!iRn388Pj4cY
zTc7-rB)ILqP^#svo)USFzWiD#Nt1MTT7q8GVN;9I#kHh<w#H9?^-5NSttVriuGa2f
z+|s(#F{I=%{{BRNgw>34Gddo-&`4`2X`i&U88mbeOXyvprJG)f+~*zZ$V{w_RrehS
zY@hqvVw~@HMFWYT(L-Yw#R~f|Z#8pm0~kokKUe&XwC)^;N`rf@1jB@MsLD`P?Rw)z
z?WF17d)$>s;;Y7$&IrWs)B$(Dko+pGL$`gmXLv-ygTqZ%yjkZn`r`SQMcv^?k8;C4
z3og=@y7)ME?|JJHg^c+i^YOcYzIEZj=N%?*&)<>xHC_vZtuC{?TOSUy0FypWtqloy
z*E|3aYyhdWev4*S6X?xEmpe3Sf(J0CZBbx;t^=qc-Hd*ZLx&EfE5cd>_Z~j`!`5Y`
zo;yPlN>`PXY*O<2@#!#^?wcrQOA`_oPj}etE4DFX(*gJFvT0_b_4X(67}Osg<*4G;
zGx3JomaauN%fJ2caA_$hWzxaXbJf68>M1HIq6{L6<ffOXsKODDg_^j@y^a>JaikS$
z&BML)3r$)^rj1kr)Qj{JP=BY@wK#FDsU8Ds<|T7;^Qa||@n+l7)EBawp@FmSb3sBJ
zLIHKouWK489g}d?(A8N#!sKv$JuYU`Xc`oqv)V~-32waw6a_lob%fze!@CY4jGGuu
zl_sD>L!>9l+5{8IH3$n?KwLXFl?UiO*E;QCR4A+21E>O=Jsn9yAzy7dL+mxPq@PjJ
zCA0th^G}*rn*@5bAq3^cA`czl7Z5fq|LxnM74W&Peq-JsYMQM!!{rHT=_Wdx7q1}G
z#F!b}x-#Oow(5iwR_8ZL_eX=IoQK;<XcFQcKtdf=-XmSL7HRB3{7NjR+F^-PY47Be
z?E<JuDcOEphjyyNFd+V*bbDm)9noO45^CL#sq~G})H-4#3C-ws6B_PFOt6(Ou|N~1
zvFmr*7&^rZznqF>q(X++c)}zo!J}4Q^@cNmnznSDyP+XE%t{Wi#i}fChBa)m!xq|A
zyR|4%8KJK;;r`Pm?b;oKh#62q_{AZ4q)DI$v~-Yl82}2cKdQv=)H!L6H^HczCIN|8
zaN_ZsPhmH!aAr0;<6*0o7SCa27axAtRb}`kB)n1t%FbJP`>i+4IQB*IDQufEE8W@Z
zvcDl~FFYk*WqYN3NSh?8JlceOvwY43kts!%!F>~v3HgFeka0X+Jo8*7=L77Jm9q(h
zh{Uvs(uXB~mdW{=Xs=}_Y#Vo$gFS<NT<g1Z&G}Gev^2S@yzM0UHI6Ms_QD$4lI_Z)
zEy)-0R;6Y*qK_25eBQ>^8bdRjHAs}{1lmmMbpIP_KkUlU0rp@YqE|6a#-Kwn4n7Da
zo8$W*z{nF<Pc_9pNLU#Ne7|gsc>PZZrVrIU^-VEbW@LbvPP=+6U+I(?F1ilT+GEsg
zgTBZ_b(pB}vUL$T2PT>h|D0S@=8=_XtL)ZuR_Y~vNILO@n`oTM{(RV$^(H9=D<^h+
zKv7&4M{c^0pO!W2R?IIh1QH!lNzUa7?6p;5s;#^Xo&KvjaSk?y^PxWRP}y<S+IB&f
z-czD#qP6tKcgy<PyIKjj+Ah{9__QbEF`|##BeT7iB1;DIh)}yfRhbLwYCmi{PNUAr
z7|>Q;eO4~&R^A>AOXu7eA$WfWPnoVxbbi|VwEa8cis--`yDG8To$Sxh>Q(-(s9ik7
zwsy`qx13(Ka?M#1TRyZ+#k~q9NK@`^z0XWzg#8HLmDbExZp2qzix}9$ZL8=ABnexl
z4#*-`*4d$GOthfwgOSHJO@$Sh+PLXs4zTk6P9RC-3e;B=!$`T!0X4Uv&7sdcz1Eyx
z<tW$Xkx?g9jPq^d*kOCfT>&AtN1aQzLv)*-SovLiOa~5zCo-%)&u}M}n+M~hukWuj
zJflK&9FRdFkM@;C-xP?lUcTjFOyrp)PI~^aKd3$B36m~oD{s_IZ0!br9}V;SxC;W&
ze-^{3e(+_d3;VK|XGhahyaEDYsL4CtnwTih7BN|N!?x0Mc*c;Ar$VSFgd9A~b5lfY
z|Ff01<K_MTkGKD4{)tnYwvTRsD0$`tAh^IZnGN{QhVkeTIJY(?WTu)IQ)4AkqdPU7
zFLhQ`sqq&APMaC|=`v}DB<;+FPPy<G{(B7Z2KO^<`GltbN`9F1>FU3mo?a#$2Zv?#
z6_ejOCMdjX9yIJ6BPU58oo0~w*KA7esfUU1YyaQ-|8EYJbL(MJj#273t^C{nS3il+
zB<Ein%A+@$;&HwLdM{qQIJb4`!gsmwb2=3UmX^uB0{{HyPuUIGvu6*D;F$sR_@aRU
z%cljatAWhYUVgq^;4bHFNQckf(rtVxau--1jvPAllk@98yUWRg5t*r~o)&(7_{+8@
zcNln`0*`5o;Qt~f1{qOxJx=@%@P2IAp%wr2!OSWN90sT$Vh4~F%{w#oj);rD>yG%^
z*r*<sm6^F=dwBJ|EuR_ME$Qpmt5PS4?)`GiV3+>dy+_WkRv7+wt+PrjZBLoA)>x+-
zPZd>99xn+0sjElYk+abw2Sm*w79H@Z7*=}y_N;Jwciz;2>`+K``gX#sM^SIv$>bxO
z91WL#tuPbC>;D;Ubmj&3jXo=qhqUY;W*z@ubF0O1<If}n2l$`dJz&y={YGyBvC{0N
zuq@AAazyT)Wrcgc#qX_6<$#&Niz}1gKRo{Y`7<75S50|Ov<k>0xkEem9sR+{gjCBt
z+@AGPM85C)hbz6L0M9#x7VSZ1^l2wB6-$7#!fa`(*Q_Ce|4z34A&hsEXz)~iuHWkH
zPfcm)pL@~=u;DN>WF4?s(>v5Vbbg20`g}Wc-Zb;cwdkWC09bIJ{n2pK&@j6d;&d}R
zq6eh4!VL8Kxi9omE8H~%4d0or6=Gg!A!{4>^J!FUY#;D@EVe0iJY1aUq-?%EV=(Sk
zy-=w2%yF^(bNjmrx7^r9$pZ88%WhV=MI~@k+p(7-ive?gE+xONzJ0jN{<_1jJ4N@M
zKB2>Gs=Ph`<4HbPKuprw={U{Iyu7oV5u8g$pK|}bEFia<0pJr1k{z(oK-LVt@4RMH
z;Wp+JlI}}Ur?f|4fbKi#@f%1d&`X^_7rWwFyOijANf}sI%vWX@%AP}-e{3G|=K8`X
zlHTWr*_Cv@B%GIP7+GjJ)NYNt>$y>BefMH%Nv@n*=4I0x$Ui2n-Ps(^y)7J1@wn#6
z^AciWEWfO<UoWJL2XX*1d8ZkK<!OJlTkEW;?%X(Fy_rm!=W7XzsFbed*O>0l27q24
zz&(wzWhEDi-xlp@pJ3E6@<G(Zhi5hQ=6{bpbNg)~@~|gDRw^`)2;a=(PsL2bLwFBJ
zcZeJ}JS=IL{2t8uJm7dZrs$+kq$_(2S^|E|hc7?z`x~C>TL8QZl=vWkxxDyF09b-P
zfI^!9!7#bwp0q_#9<Zh42QN)cb$xuv!{`?Y63T9GfZJm<8s$c}36hBqVGooi#D=W*
z-nCc1GzdIMg+Mh2%jCtvKoAp?G~<rqP7^SQ8Q@$w%mTieC14nW-f&R)`Y5I$804zS
z7}X&!aRV~&8zF&~sWDcmIB<|(NXpo7r8@lnVSIRJ8&*Nj<Rd_sLAMh(KBHanB_g5^
z=vtc#I@NZPe{R()G)zp@BW<A{tBWFa<c<O94J6Lxhg0R(?1RRR0NI@<rTaEX0!2Dc
zNhP2E48eo(&cVhYnh2hJ#ly~1n4s|#O3fLtCt&?HKZ5&LZ>(I_T(0T23n@;}hlT62
zmcte&OmhjYKoLQ1tj=8|b3vVz=Q&(={?_|PN^gc;b1~yiwE!9G14{QhfaG0+9TAmH
ztrJ-0L|<`g_jZ4<xG1bCT1BBhd*B1l!v#*Wwg>4@+EI!7dpE*PSo-ma=GNbgfME>2
zB>ev6`-?jMhrF95jr8@mU~R;%df<kkY>Ii-bV?u&$NNjf`V;M)nkE`;(#m;$M+hWH
zsvaH21@1CTy^7Fgei|U5jN?1&zIYCl{oUyJB~q}PN0^8zIjd1I!kYL;IsAGEKIf!%
zB?r-zL@n2p0%50$A_{OAXe21}B)D_2?jtF*IT?YTaoH3V#JjrRTOq}^Bnuwu6Z&E3
zsirN^M)NLSDLC<^>E@E)ENvmjxuI)qfeCFe6UZcr2maW`tS%)^oiDbpA3C=(Q0|EF
zv3%b>69%eJsePtiqb-ND)<zS+v`;bHDUetP#DQSI3mRJu>z19oFty+wW2-;ScOS>F
z1?~=tyrhas{>LgCTJ0w7@jt_IhV@*%U^v%P1o2@n&+m9LK_(eF8+b3#<McSZwQGfN
z$XC^QO?}!KMu`Qs74<N3l6+Vz;`Hg$7`dO$oT1ut;v^ow0r^12njo-}EDO&|Uu11w
z*X4?9__d^@W&_MuU`txw(@ZECmt&=S+%Qi>tuOW4=N|ps!G{;VUx5^kH^daX%6QT0
zP+XzD44Dg4&M%4dWCkgK1td)$B9~`=XnfKs{9|)8!6a?oQZ=N1ak6^}M9w^8jE3?3
zo+KD1y+~T;AUwi<{$m?fAkp?XTm{NSHb#7qGr$na^%b*#t;4m1U>_(m@NWGwW_W<T
zV5Q(Yw%-;RoPS*YfH4KFtoP%?{~H;AOn>ect&z_~_#tjh4!*oJJ1gXyy#GX;*#a|n
z%(Z$bo!D0m>;3iji94CI-$<Ww8>bs5cUlyC6xk`ZGKLt#e`Va}c#e3{sy+Y@pyem9
zyr*|q6x*yxgl&A-B@udS`>y?d5zhddw6I(|6l<Dem?9MG8E#IVI<AAR5qbj1mIqP&
zPT@4XU4mA9jF3ja%sr_QycN!Qs9EL#S#Xia-CCx5Qcx^@_l}hHWR-v3p9!<F$m2&N
z*rp-1<2(t3Qri=51FeJQ(1M3Y)|N~3eze3*zfMk`s1Ye*FKgdqy<?Iq7cd9TO1)B8
zmk^Wx+H}CG!tJe6Q&au#Emn3fUAIx?hc8g%)0*Q)E!i*X1INbEymj*E`!C8uxl2d-
zKK?7yAvGLy3Gnx2SI3=^6%~8g4HHcSD1PL%brMp{z9+KRK<nJAR6|(!4RVVi%lVS&
zFfe)~{!9@!7*Oo1WmE*tIpmV+_>E9FD^;NV%LW9Gm3=DW|FFy%&iJ(iR1T$frirK4
z!RVHw6>@yu-V}L#73b%hQzNmx4{)CuprkZ*S_eTf;C5U6+IZ@|J4Nj?{#e5<o>x;x
z`c6@N_Gv4ce0}}$Ml|uj|A+$DNVYN|t%B)RsvJBv_f&VfrRICRYkC-;uIz;JZ_(pz
zDI-o^`;T7u@n*Qe(a{l8GAelNqSw@SXHQkr$v0n$UC38`B?xT>VyWFt|5V)1gWa{x
z$zj0%%IeIzo;%QwRgir(<plQ+Sy}Z+DM}3qMmi>_TkZP=^i5=wLIu;u@sP^oYYuv5
zuBb$Y%5s9wpBr8vuOPYDHnSDwoTWg2+Tm&`0R9{tGJR)g)z1CHX0YgSi^{yeFPwKB
zstKaV%d5mb=Rlg|Qnz);-BdZN_&V(_DcZUC+lCiJmX*CRwx2g@UT$ah>P>azzLpfE
z6va80^h3K9htF)47%yF%-N2JxyWrcX4;bwT@q+@_XwkD$0vlD1KGye@knxS!^Brm<
z(L&4KI9ZUMUSkK(+*E70L8?~R{!$=XRH^A3UxklVQh=k?N8l|<@p%oavGZ!+H}>k|
z!>I`8$2hu`4oh0jk0oY-q)n;H5jCy$89Q96Q?b~$z2SMu;_GhM(CYr%Y_csUXY2}b
zK5Z&0N`D=8J`2v3w#gp0<y}1_UWHt8-b(Gf0Rdg??mWr0skf-WZlwA9;zV%;0J9qZ
z@CNDkn1<g&BAr?mppr_|;`#pqK93{@rMyE*6V~+L8D_9hU{tvc!WnXgXIr8S1Mt%P
z;>dvEiigNj+9-5SLc3kPFVk4c@?CH;B=sK}c2ef~yH0OQ#*J*5@2P!XZwWu)zsw)r
z`CHP?M?U8n2v8qh7lqVvR!_&DKP;au{Z49A@vSKj$ILeh+(!Mm@@Mm`6;<-aaRrAb
zO2*@W2>J;4*CA1Zo+M-i2jsI@37wLL$Gf1H+Iot_*0XOU)R6t7c?k~OR_{|0yNMHz
z{Q$FIyv!_jY`)Ew048k^)IJ^+!{2X+0Di@1X-6ZB25Qio>q6=Md_?=uIlV+X?wO=}
zzx)V<A7j8+7yKE%SOOFz4afJi<Xjb%$r4+V@jz4L&a#mzo-=$$8p3A+I5FiKD?ys`
zl|=Jh=C_?Z<1+gTp!kOXz7augSpwDp4H0$6kysjk_kdcq{&J6=Q3blg6aYz`E4G{r
zV&0x!P&h&$=y?13dMoE~z}cjwbV&gF3lE~X0SloLX&u;@mcadM&>6^nTgsCguGM3S
zHfii`|7n^!qXp5lBq*k$W;-F<-2+R>P#yFFaO+q$;IGseJ+gsr4R=!^t$kJpdzM;G
z#{rM)50{aq7>wvB!r>n=R?lCh@UGLW&m8Ae=g3;^ROKPQFNqDVmu?Fr=8OTap&wtC
z@CM%76j5U;uxw2&=J~Txh-h=wAMkBIfDIJ7%|)!>2fo|bx6%gx@D<>9_Pgxfe)8}R
zL{pxv+H}&X6=xC25fY_R;pyHZKIkLmm+YrA9UWurf+s&3zawr&Vc}Fo7q%&B;%}=D
zdAm{Qk!s@j;IUkGqPHuqfU?YcHjh4SY&o;0z3FoCb@j-}uErFRuaZ|Qqm9G@7J$O$
z7fHgs&*GOG4rUemNqGhF_=6(y<6Q?dxWLZULhazou2br>k@+ME#YW#Gi*JI^ryQ~j
zcS-aYXt5>)slI4c%~}FO?t`_E9dK*7L2v%G?|}B|dsVuUbg0r*S$(&LF8sjy9wEsI
zfOPr+$jk)@SFOQVz$a1O-VU&Fc;4+C<_`ELiUxP;iKv$%0Y)`890h~s-(<#rSueSH
zWbW*4YN^DsLC3d!ycFH$&(l-U53n~9Wi|)901hnWY$(FctxeiKQT&2=t6giw`nNEd
z&Xj#u?eh#2CK|X7I`J(uAyP8WJTpE=>-(jr0y`+r+|N=$Wu@Cz`Qpw0RCw=w<6rJA
zF8k&CMfkw%8>NfPo)tn6Yh_a3uqNtAw4Y>ah5Fwc4AfASBWyg^s`AP<UMcKI`p0?x
zT~cZ}{{8e#&uu2d?_I80(zpOWrntlQIxqiJ&vVoQfZ!ZQN7!ar!i;&><*drzrqBa=
ztOP0x>5{v?C3l`Tcuy{_a8ntOlW+JDcY{~$mlX9bzBihGa))DL&)iVl!`lS{SrrR6
z9WA(YVk+PKRkq(uR{5S_-&Qxb<Nt0&g9^5~!0FXl#&kCd4N4Dd64Z6@KT_k9{qE>f
z{kFr{9JfSSAmi&VKAd>+wnyXNk8VVLI_qN_-r}V-So<nqjc|md9Kg_a1NLCv3k`Zv
zf-;+3-}?E-WQ(%e7e?-$Rp`7jz5UPDPx9c%CQqI|oh-LAsv(mrPxK7v5X`uLHbQ0v
z__A7*+T9Z^O1q^)lI+v*H#@!e;Q!qSnFsatX#O*zs=4{qWZy7)_{ch(a?Sd`twFJ$
z&d!^+WA%CoFj>w#$*kY)cc-QGe=RgY;F{+LZ81~%S3l@8w|*uE)+)mUi~s%XBTYSU
z%_V-Fe8fUC6lcCAC>4+HIAr}_Cr(i0r?VTG_N;dW7Q`}N9qrDnB*~J@Ka>{82QIs#
zKg;jEc5ULrOiT?~D2dbaIfm;h$UCy`Uf=`j2C54$<`w9M^PRUP;*Ws_4sF!>1h5Zx
zf@r(Fq$$TFqol0tg5c2$y5Xk|l0nITE!U8@%HEFj7u+GMqfcV}%dl3Y(MsKtU16s$
z?5(e!h;G%ufq63TJ7Uo?GWY!y?{x90vFt?WI+>U%^Yto&uHlr@e~J%W=+In<29;hm
zFag<}F-YtIfjkdD;(V{4pD9Gr4AB78hb;>}sAZ~)@%u^8nPZ=>qZ+SK1=l$`YT>0m
zaHjpy_SJCIbIm?ndC75=eyc5C^0v+S{{6Oo&PQl}M%Bl9(A)L%mo5qW8!x=iN!aKZ
zz0)>#^T+gT>YXcyA7+Kk{c1G+p>Y2EO`gqCu6D8Oa2#i_+U)f8SWsnt+oP&K3^-oa
zj#sjuj-Lk*G_$J8oEf}3Q@jgIQZ&+IT5+l`J5%yEj%<Z??YfC{x9*&D1KmOpNK3=}
zi5BT>BV6}zQ^d!YItj}qZ%ZU(_0F^l{FF~T<W{>E_%>RFA~JJsf4mtCg4o9G%8fkG
zBm;=vAbrxUTfpoYCi3^mTL&hyq_s9?UWvyX7EQm{*O<83ywo^ov?T``#sCQ<LO!fz
zb*m={p*nYHjSkq4w0c0$b$nk2Y{U7xC22wsP2jkEM{i3}YM!he07?r-gM70B*{6jD
ztQT?h*Gr7IA)tDu;4a)%tQ?t_Pkes^m$Lsd($hb>2cXPS0K{y8LE8clH%MStn*{8P
z(Fzh2%z8YFs!-c`^SpS_$uhF<?|9<zy3%ia%{<q6tmigI@_y9ltLuKFEw9XC72Fz_
zpgg<{AkH07En}EPcC|#J-()6GcUPV;ansjhj*ac}zQ5!|SM?Yi$ZvLRj{V4ex4t~h
z!hftV;aL&j!$s*L%QWDw&IAol>Y`-;XWjxPX<nK)i!GjnmP`UjiR4-FO8X;S)VOTi
z5{Tg;z!^*8_zeXy)tM2!?V$cG2L9%ZTawUpt-HqiNV6cV0FWT=Gu1Lhrr|;1L<H6+
zJODw5=`@Auid0b1W~+&y=xa`n(I5-nO}gjvVx<~R$EQm#xl?O`a3!_N)-F1QB#?!(
z^GF*JU|E(JuQ?EBYK{$!5ps$;!yU`fvO<4GEanU8HL=5`sY`xSdpwW7unn~C;6qmO
z$qtt=Tbo>HxU|6H$1z@cw>9KLmX*@11pEQ7<6uvkEdY%L_Vsnnl(c+s9W1bNmOc7`
zFjwK)-BcY0gnEsR$swTfB>hSjevjxac-s_vq7XcRVXEg?>s#VvPU<4)a>y0U#yVQ-
zc10fK+4qF>F&AB5(<<C^fs!WKxGek}J3^b2ouz>+1IDp!Pg5P3CE$OYbFB6VFP>X`
zVST!K`sgz4_c}|yc4MA=uF}ZRum_+O=8mtza`*CZ6b%E=Gv>z^E&R{SK>5g?@Gm^f
z5^gQ<B=M~2=RKdT-gok)l-8{mD2~kj{9^pR%Py7wk0mc!-F+Jk$cxrsfI4Q&9Y8fv
zS>fAAV|akxh+H`mTM_tWJ%d4~6Q<var$C14>+6396SNrE_s**dp3vwC@^EZ$E3_B5
z28uMU@ocB+eb*(=F=gSZB`p!eu$id3Pxi`2`JVQo>1mWx2kepq^lrBU=M@j<?zw7n
zf~M|r#oqD}dVcg<>s`$jGoyDGy*(P-I?}Z$vbbgO*yXh4(W@ry&%(StIyP!F@3x8*
zU}<tKw*M1-&VQ2xguXyv<&<DLuXMjjo|rq%Rdpu}r_TkZpMSMRf8&DNO7q7lx?BPV
zc3&HU2PPLpKb0$`yvCJuFdIUES@CoSATBlM=H^^yNWj=^0yu6a;50RVmIKri9Ci5I
zuX7-JGgs$EhL(7m&cbp35TM4Hv6TX6@4KLe>riGz6563vxS?euGTybjrnzQ)s*u-A
zG1QD+{kh8p1=wukv-V(yXz`?5UaLkR&$4e^{ql%3PxvJS@CGN%F-BZ#{fVNCW!Wd+
ziSHkTTAh|Au)$|Rf1_DF05m4$VfXH(xqxzT2<Dyu%$^PE*PiV^p$YY8&uR+`35`^P
z`Ipu#4$gVFc@p&9;kH0Oq+jeL&?kx(tf$KX#T}yf3q%)WWj&a3CV{1vwK6u9GL6J{
z%I+F;E{$iOMDWN#V9jmWGi_aJr<Ge*JY);%ng#Q`TMa>j6eIgeO1iY{Bu2V#f8`LZ
zvA-wZObZ$?V^~hHWASKZIM2$Q9S8?xS#Hr6{L}*wSSVaF?FWE_H|Orn1Pz0Ry^HoQ
z88cx197fCndjymP_>>Jl@~eDzJMqS@mZN&QXKjk!dvKC9mz$qgi&X^K)6T8(7WYA)
z%mX*&``T!TK545E<J4;H!VXteX<rq~l?UYK_%>7W;SJzXLxSOfroj7PLqslEAEz6&
z`-%s!!m<k;ipNl(m+G$ZT~AgQf>CdVgB!EXPqV<HH7STnQNk@Alesbv60|pV_Fm#0
z7pwPuN2rRNdwsP-b{(K`15;#ZpLlNdtB{GB)$2Oj?~I>2i|8S4iJdOgSSc`Of4l7F
zV^!LN!8{zNckP-6^+^ekM5MlSW3^<V-9$DCZsAAH!6Sh%{UO21jc1^JAta@-Gz;1z
z)SLZyhHT=mDCsw%Gpq`ajh{cyU9s-_NS{*9f`^f#@%<xM84D<(uf(?S(&L@#OEU$x
zKSmL3vBBC-PcZd~n<>O1p5|I$Q9R`oFusFqsg2&KQi?1Ul=#WLmssIe+K+t>9Ly_1
z%N4$3z=C7axl?81F>HpCs@n0bshtPV?hg*+R2IB3T=$AHn4M_6;hGEoljtu$Ms`=6
zd~5X8513rkFPRFIScxD7+^p{Y0usc>f#%AEX_bsu9*a#xr(BClxRpzEN6)r_Xsq|C
z>7)78BbV33`==w|jFj$QJI|q-JMkl8p#C{IAgJ$b4k{V*VrylWdj?{JZoZUBE23Y1
zw{ktu1f_P&M8_z(j;#StWrcJ5F&74}-QvrE0n7LKw!ZDkDd$VM!No7@`CVl1r{7UY
z%%Sg>6Ii5L7EfXh2p6eZX-O!$fz^2otW7Z4&@Kb~V)8v6-hje!R58Eo-~LXSyq2o5
z+fycfIM*cOFntX>XC-@dhCGxcd;v*Lwm*1O@6*}CM?UN#sV>UJaowK@d#?AF!v286
z)g=D=@Z)*{PiSh9iOLUGWTEX%;uVI<_KB}tQ(mfEiifU!2Vo^GHD-khV#39YX1*t`
z<wfKo=T8`RauZhB)?+yjR<drKIWi=(y=OI6%*`r9MJ^B4M^j5roPJ0ROB6hM;soY{
zqP1iR%!XElNmO^+c10}9=kt?2=PG^4E5L7=W2H?3t<iFNqKvr<jQfsmlSY<)Slu<y
zrouYjA5kETuT;1$i(7HJ#K2oF!>r+#a~H(}Bo+{aG-qaUFBwqx6HZiX$?}R<jKOk$
zoX|o4YJ{0IM#Zb&lU^xn!$iI}pgh>g_vws_MXwZ2b%KL<mNv$0F8w}1xBdtXImTO)
zPo7*p^YNJ~3^A<k=~4_uk#>EwIQKX<Mb205?45!)2}j&)QHWC+fG|+E9Ys|7IwlBP
z-TD?0nRw@6!dR8i39Gvsi`g^pFhYvHhN|>#ViMP%V_XdShlaQ+ZI6%v>7We(y*4J|
z;_M^vnl=r3s(d7UZ%RA%CLs+7Mfd2##9BIg>GZW|FAq>pRbPt}$7F`8G`xYXnFkv$
zrBNR=d<LebJ35<-2}(C!BbO>=tV3#r&GCxNtMt*HwfGd7A){24AeV%&kr>sqZv+`#
zcWPA=7FleR5UJd5`#|c&m(iw>MqXj`{>igvuKFEK#O16t3KkY^Y+Yx@FezknGI_<u
zqu-YCnO^xt(;+jmT^!GwFT6#Er8LjG))#5Jh?hM|FQ<MkcCQsXiX@TgYA^awL(am4
zIXy%gxv+$IGrSc$3%7)@x@P=EJ9e`^!x?pql40R{xKCyL2C@P@e37{hNXI27RmYL5
z)_12A9GldXYUyng9*OVyopk^Z+xNB@FpfitAJ5b-<vJ+k=>RJ+rCrexalD^L_Y#KD
zA(7j&)W1c{dHDOd*;K;6&3YG=$U@h`cZq-h(`Gc1(jKKH%6;&lx8RPkSoT}JY3JR!
zNmgPq5mH}YzV9S@s3Seh8%UadpKmrcxp<`g`96bBVNrMAP;TxGgjwQP*$&@^$s0e-
zt-KS*Cj2W1a-(%ctjZX7*OVuH?d!b8H_NEHhHkc3^IiO&7d|)pOKdUqIvcZBDq|f>
zd5t0de@HPajccIO3FB>mihCe*h^qD>@$I`#1v!v~SQ{0F=BX3sl*tqAa;f@cz8Atz
zDjo<A&Ws0rOQ$#W8oI-c$ZqXt#WIv@OQuwQb_1Hphkehlx#$Ft?)Su5c`XAS%b?u0
z?9_#*M~e?Tu0`!Oxk(?Y;w0ClWi-m2=1piwe)G%Q?b#=L&r$su_KP9KR2g<6e-$X5
zgv4>)2a2H;<qFDXCObx;d%D3QM7Me@T79cj%9ld7?hnyY5q%8{T&J*Su%G$?lXiOt
zbh=`Cuv)3T?FylA^Ba7qhWc#_|6zBim2i%r>5q_osqxK{+p%-9h=@EqR;1V#pg{o+
zHpa>=rAYX21xl9GPl)!ImCfSy;Yp<`D~pBnMMSFX%oD7L?+4;LX9G1;&AeSisPvP1
z-?}?MF%RI2DbQbbZmL%+!we_EFXPxdBvrQ*a$Y6h44@9o4?I+*sC>Z#blFgRt;gr{
zBaK=(6F1`?nU`MnwnZ5uQR-nh+{XAD<tdcE@>`kXWB<-?-7TRzmP9oE;@lzE$t2f+
zLc+{K;yJfVoq3n%Rax&g##23~-rlwI=DWtjblB}cqbuNPNjQ6YV3LZkqjeFNz`s-^
zje|i|-1}sjTb)JU3V+4VsUjjhQi}(hZ1HkzmHkc@mbx8H?KKmbFVjxu^HaeWG+cCf
zeNF&P8#PsNdIWnz3tm|4Hi1%Kt86pdTwlV-&;fWbE4*9kFDZ#_Hf~bX@vQm@D7%X-
z`KN(N=+PkWI|<kZHZGTLB_VAIqD<LUYL&NRt}#N=hYUI`=fKCalqhOnQW0+OOqoI<
zF=lT>vC4}#MjMVe%&>R!iD1CuD&4!TvXze!>Z_%v(<32Xpg~TnFb*FvTHUVbH+`?n
zx3l%(wx2L^qB=9Zwh5Th<gYZBpR7l^6TBT6<@XpTmv{};Jy{ho@*w(zR{qGr>;m6Z
zQHi50S5z9A0E7tmqzf*FW>6+PB&2>I$Qc3JD)ppv#n=E3eL6PyF+586xz~(@nsDw)
zjubNC&rEevPz&x%?Lz(5$E3$k`MoK?BrNtPB5Jk7A(u=YZGXr@0sxeUQlo@7us;&`
zhv7T@$xU4Fy$M|>wkv>^nAC4c3DnFcAcj51&TuStl8GBUo$Ha4|Mn8$TR2EI|7H=L
z2)jX3i(j^82Z3tx7h?;warN=!B&SfC%zPh=(R93)Q^#Edg^PMaS3)^tsIatdYDa)<
z$Re+8Q}K8)kbtsi3pNar%&L2Wq7|gyj>~Hn_tr;96bg}NE3A4@R^JEss4D1ue*ftu
z%bk;;XfYA3GHQ<qObl`pC8-!jXc68vMEn3}vm@wOUg&P}s|d#X{@}HEO!Z0L#Oiuo
zv(oLR_=-vQPIXIuwFVujycT|Da-!%vVF54e3pC<9J&@=xXHCc41egHBB+Y&nz%a{K
z`auU1hDngQH~gY5;!d)Zd=54u3Hp8-=-H347RxgX)`pQ*oq<KI7A(eYQ+e|7M_s3?
zoWXv(Uh-&L@`Vro<kI=oAO8>jo*Z3Q5wf2z$%&q=*l=;g*TPaV?}q&DH>Sce`1kq9
zON64&Ky7E<+H=LsxI)0k0u4|4YG}9Mqm(F2yKA$fCY;%C+W6OvdSmJi!%{;^^_<P0
zA#WfPAKFAZ0K3SZC_a6maMK<5&-|wrbqSF}V;NfmCH0l!v+gN>b`AeV{OiDRweO-z
zbFZ$8drOX#*F)lk`LcEgs!ZO_y7|pke9LoiuZynhpS?q=(UU55zec|$V7>*Rx7J)-
zF8>YD7XT-yc|LnVtFN#;AZROca~;v>QJ?sSX*?JRJey<xbbbB$RZS^`?xY5Z7Y8(+
z2&L5CZd&Zkid_AL2Ty<f_1C8LADJH*yX<#dd*!)rl4|+$!Ht!Ej(S0<h{s&Ot3T(5
z#G4#Cs#n)pcH4W&)s8{hXeup4s%cRE16&Z@t*iGBueG8W$MU?)pZJCicUqz@IAZEw
z{`tNg>R-ak_Wf!%UcC6f2>a`(sJ`}n97hxb14R)<34<;rl@^uGp<_S=q(f<>Oq51a
zLIh^$kP>MON(5vmX_XuhkQk7mzW13?pXXVh_iz39<F(dn9nYMz_u2d2cU;$XA2_+2
z<t;1Gc+$JTZ%YPlQL3kX?4n#LHas3?Y5!$qXXBsuX*#t303ej=$`N1y*HIY_apH(;
zTmHSRL&0)HLf?I!*L72R`$cTqzn`f8$UfcOoI{w7wnW7uZ@ZWW-_8~m62$ef#m2xR
zcpMNA;39IeulW9BSPW}fXxgJklU`-sODYCb5i&5Xk{g)0nSPlt-`dXxTfTVRp)ct%
zYB`3uk?V+y?a#xB@Nq9Z1yl_LYF8_cOEQHm^^UwSS3uBXYo%zYgp3)lZtx2E`O4Px
zW_St<XX<}0ckJ~ChwPWh0pzt<YM(uQssY9%QRe<Yo|HBs!y&rsI2m2V2{;F5c%3Bl
z>PASg=9qHCk?&q5mS#g2yi<xLEQh32O-tn&PwD(}?;!n_GLM2riY(RS?Pts>@f(Hi
z^CpvyP&fN8yw&U1ul-x>ST6*6=UjcbXk%26c)LKgVy}MB)Ec4X@)a%QXPVk6FZze;
z4HoKLbq(%DFjs(yyZ81J%Se$QEz@kD!rV5sts8TPdr%p%QXjbk?%4y*mZ_~F7ULzF
zGl70{ayqQx<9ewI`RZP8SVi-aPFHr)1*?cfuQEOBc>Q8#6Mde1dDkUagR5MzJh=(&
z1*7OKs|l}Jv17Bn0_21+%WL=;8gEN|7^8U&;oD2_T`5pCnVmoT=dwR?nZtxb>0zbF
zFFwCYk09Njm&X3x?F5&<yd@@1XB*XII**J-n8dw?FGx-p%lLy^@#+ZOk$m}kLMwdj
z#?_7Gf6~xd$j{;j-#%!|K{r%xZ2YEEQdkCf+Mgjw?2<d84XCeW{erRFj%aZj+t1JQ
z{$#X37mEgVVUl2WG!AR2v%ps?<{2GY-|(La;eorOnBKlhp}xkJG+cS8ek#)7)W*LF
zISgA~sauJ@<Dk8bXY5FFp;{%4{D1B~4R@E!O=+lOgRWg(4XbCH3K{A7U8(Tr)ea+<
zm5ztvB$H<D#nzg<Hn4SLT=`>SC=Q>1PnC(jXQJB8r`J`UJQeXoO&|YnHsShpjpBWA
zOmo9uDkUt&9a;@4|AtWDFe8&$`O2ELG}EBJa>EY_1|2wg@{AoWf*+m&9Vw_6gjBb*
zlriJN{Op$gKKC1#k|VV7-5hx)mf9<PwF1`BsiU+Te=W^#n6XE}0sK~&%%>M7w^kl@
z5SLdE{z>XmP;5M^<B*jLDZ1WOs{<v2d!0SjBM~S5m^BKDtt&T<of&UaBWM>nMLBOn
zX=gaGsNwHd_GgAcDRAmw{O6{%+bcJ^H(CvWpk~@aGDINt1-a`p8IC#e*(T}assTNF
z?(#n?*9hYpI~E-L<-^b^&sg^DV&$dY`G4aIFN4eH31ZbnZP_ND$O}c~KMSQv9ESZI
zStuR_4a4KoWlUZCEpGqT5$SS~VHa20oGQ0xtbK0B)Z1PEhUNJXM&18Gl7Uk|;&XZJ
zY~7uZxXO;d!;)cQxeyqxTWPF`lz-gUX0vPw^BwyC?k?y5f3b%rwQvp@wDj~Dh;SB^
zZ}XL+I8q>WoCW!b3SbzPLNZ!{Q+%;!C}}3g;~i3enet%2M3z7E{}yxXAhm3})Os!e
zoibErLGr~H!v5BM*}D102IvZxJ3R$}R{9V?<NhEGfjVMoKbU?x#{23@(zG>{rP>zh
zmqfBnVWM^NIYP)=@G$0q$c6rF9c~2vh$wg^B9zEuM~_C%tuTej10Cb>(PKUUi(LLa
z8pbUkQ0@gun0fQ?vzHE9p_NTP4~+#2GQ@uCP>$4{uAYfs|7Vg|ubevJ1Gp!_(oIOH
zBU&w4>d8{Xk?k$0@VkO)$vfPcFUJA{zg!(UHT|+++bO1ze;}(qVM}Kz9=nMaBJZZL
z2d@~-go=@@<K#SWPQbOUQ|A*)3sfsG#34Ii>yE&)KO4aNfry!qpxt|HU$Lb)deR<;
z1yP%pW|kpH7z(COL3uqDvXq@8_1F0J)6jH=zYKA0m0wC6XHB57dOsrGy|nzPOOo_h
znea1a%e4zv)6&v(AUQ*-h4<vXczJK`GBTt#kF+=5fZHNg=7sMu?B>nk3*q*PHBEer
zDqMK>Uq7LZLvT6T4FHx}o=OXw4i%sK0vLt@$a9DZ4j8QxkyQYBzs^@z9tvm|LR78l
zya_<M#AmO-kIK2>^6T4`ard&)+)Qh3cg}a`?EBqSKBRA?*~aUke2*WPr49bS3a<YF
zO&_D4eI6eE>gm&`#+OA-rah-U8Yw^tki>4_<5vR-rp;VA=86|Y@zV(3iOKK#WBR+;
zBZu{EqIq*$+A_bPw>;)V7z0CB{~D3-;-(YP+PV4{9Ul)meK^Rjjq~5JGf|}jR;@K?
zWT;I{W$~ESY+znsAa|>Ep=G{cJ|Za4_Qxl@812!5haC$<Vu4@Mg8WkD#xUQz!2iPu
z{4f0XyFtDq<x#vg$Rmqyt2#c`7hUaw>~bnK-E)Dx_OfidYVX!lPp=$ut!_!)tkHxz
z@PDj=^WI>kHvLop3aeclwwlgg*#jajXDW}qn{5y&)hRbWGwEw5n`-j1<kP?HeCW&t
zVlt3xzOIS;5SNdVkUD`OAvzEOcE7&)Au;>juD9Shy7-lituU=mx@{J+a>|f^Iu!mJ
zA$3!Jpc$770!v7}@(yJRUxMT?lXD|8FQlXW45@wZ7!+sQpvoV)udUtT9$WCRA{9O<
z{Jjx~GC(4<AcU_LZTT%!Gh=sZr0_bZ8u&0?zIzSkRcn1^Hi-u(7s6l-FC&Ijk$wd6
z6Bp>-F`s?^0XYH{V~^Vn7Bp}FOub0nH;d)3lA?W~NDwdWx3zD^r?*d}#sS1+y0f(8
zuLc})eIpL3&SG!S(!fJLLjyqKOPHT~dF-d7wHlv{3)}19))s#}ik|Mue2{wf!HPS=
z69Av<6+Pfnf#7_p?DI6huAO&!OZFER-p(CPyB1dBJFgjH_}XC8usiknpSR#d4f`Lk
z(kOhJFP2f^z6R&yl!nV`R}$ug<iAo0ObzoL)W*nwg9=6HYH1(F|GAne`%Jc?6pfx=
z%qSMMf<kr|GwG*gq`<jtdXzBGt^4=~Rnq#!g=b!_IId|@t&@U<8KeNrWg{pfDr${(
z&M&Sim*MB__helq-RtiSW$JK61oHEQF6dtDHaPX35=_%aNLN{yf!b(}y5<r0WZC8?
z`emhWa(Z6BswCN5j-A^jcb~^<<W&_o?QO_$6CJ3ofZ-#Xpv8TZX)?zp`_l^Fzkfbg
zFywP>gr{E?{pZ%B$gMUg?4$fkmGSOt1XH~k1r-Sb8H5l{16co}?^_NBbvU^2_9d$d
zxl)ORp+xc-i8y$aeHvNjXNJ6e8Rr)RihFD)-&swQB{Es+j=;V6o)uS}eEl7hzAnb8
zCP`I+V&spu*9o3$$EAA#wd!X74b4<-p0m~G`_${t)f;g2w3ANIbhchf+#d(+!T(%5
ze3Im!E%LPk=vz>CKE;7NTFPVhHCX~&Y_zZBO-B*<q@^7m)6z<I@smFg1$=_BaH!Uk
zBcbm64-C~F`w9C=R}cHccrH(sWV3cx8tBX~=0xhv=-WxSlALmi!#9wtKezTXWXqW2
zjBHoGpYRcK-uXXQb8WKTS7h1S&o6>6Te7YpMEG;B4BT7(4XlDry48-!t-`Ons<#Gg
zrcaVTu0PE3-7C*zH6cMz<Gz;g*r>#-_vSPyF-yTBgIsMEp6t;`x_doo{TUPf@d9@y
znce_;iLl~WH6aFgD}Qc&u|x;r_5SKE(LcjQq%9Ah2V6mncRsCcIycWsrglk`c21s)
zn{<{w)#GdjRj%nlLyM9dqrR4F+YNbN_}xo&JUrrRgAff@sMR2aoRyD^u?@q#)jikZ
ziHSfa%gaP7V+oy@tai4%?KLJ&J|RmBn*IAb!x0~E`{yMLbBx13s|Ueb-@(Aps`t&u
zbZ!~<4}2xoCo7)gSMQhFm84T0#V1xA=)M-+oZ})P^6qbxxYyM@`0Nau1dn}uQlY(l
z<+HFycJ|UPSFX}MRq(2uy>uc^-EZXEU;p%x5X1`cA1X1@HJ=8hlxtNOf`oSI@M~S$
z+26IuS1aw4w8Hdk;qP%Fd-A@fc`NP+-aT18%)ZwAT2s&OSBD7N*$RK0#0~q9KjA0^
z$$hmI*?L*ODe#pbwKtlF7F#LSy~^iTdZV~!PU^?sh~g0!@(N$ic~+W+PYwJp?&hz*
zDx&~#MJ}fXkK^ioTB@@j2u`bV!{Z~mKXFxr^}jx^zXq5P1Fam@o}FpW_MJh`NUG&v
zifyA7VI})Mradb8H=K|G+-6{|b&oo=db|RMmhKkML0kU3WTqlv=HtiH8@+^A__j+4
zuY9*`EC2emhi$+swM8<$6(Y9lbB1goZ?6%jxvbl#!|m=*2)ATT;-jlt_*IRuQ*Xbt
zVaQvtNg3iaS4op7n>Vdr-{=@AsNTykF7rxVHc__Tc!=xxa>{ZkWj_Na*IBYN>LX>D
z_HX(G;DIx#)XKeKG4V7CwMNx>WsQ4+BZ&uMcdJEbm#O#;MzZk!*6_-CvAk}C@>Xdo
zQOLXd2LUAB*@GZ}{(7z~+TgFRJWQjn<{VlL>%#A=*LBQ!8`z2wV@$HJgj|^phxNKm
zEA|w-l8;oZQn!kf+UG0yUUrOoTSUw@ho`KWKq`DXtp(YLw#^S63tqOL82sqTW{%}N
z{B|3M?iHI=|3m1-@<S^pc?s(s25vnW$B(lKS8G=|r*zF;&brY&)_BP7dCd&JPd~c9
z;?k5+27r##oVtYX4zt;Rz1Q_`{Zj3c`z{?ph3#=ybmxz5tG-Shq~L4UB7q-O!^Pdl
z-RHeBqy$G2sucG)X?@`tQ?<|??7vxC21wF&U`(`E4bRX;b(=5e#?4x4B8RQdY_60X
z^HF%0siFOdX?nP+QsVo3l3~f6+J7JTC(O4~lp_mzy|indJ?jU)d1f>X+gG6In9R$|
zz{mQL`>U~woJEoWucyNO$%ede_G=9W<nR0oq<i;DxQZ#1wT1I}>T&6EdTw?|;`kq8
zY5J9H{j@IZLpJzJ*x-J4mtWoauW;pEa2*GwmdB&6pI-R<denLVwh43b65~Bx1=!^k
zvnDAw?wBMMArK(<HSDvTV@H#}{oOXZxZ$C8R6&Z20q3a{+N(sy&0>U!zP9+ucescl
z>fK?>R+y$=5c*AQHZK1M&qE=j0b6M!#astpw2C!KR~8;%D_A|R6cnKBn8e%ar5YHd
z>#LjLeGwwsgY%06TD{YCh5uPeCm>+mLSbJBeWS-u7hnWjBYPW}V$vmetDQqj>`J1-
z*!e0loPFrHPv8foJtWlTRnRkkZOtx5*yw)m-(%#eG2#=7Ljg*Ul~|?SoQj1e*zlu#
zxQVq-VV{n3XNrrl?eUTSJcMao4_*74Ab1By{9-{9C8}irTN$gwyGQZ6W^<Um(RrVK
zRicCc^1R%*sOX!lJTBJ#msib>(h_i(=zrEj1NQqyfx^kG^(EY^HB{PuEvYvf0hl>L
zWO8^a4OcCx#>r<jh29!3U^FaRGyS)7;$U_E;xN*yASzqed1NgbG|wEpg}v;k=qMa{
z-1|JN3hB4Yx!E>`*gt+?bE8=X**(}r3m-_Tv|m9~J(BMf8(qQks;#e5)*Cx<>v`Dj
zNJ`%a>A#S)Vlku@JJS7xt=IVeJystc>qJcx+g4>*VO!X>aFH|HYSHYTo}ww5)8|fB
z$&w>gQ4ir$mU9~Q@Oa8mT@Decj(;0yH$=#T)W;(FrOyvlU$g1yO)pXRwcB*TKYW8z
zcUKB<=hBeGrA55o=3Z&=X<Y8!_>1+Tkg0*lJtf717605FGjLn6bYNZLTSScSnQGTJ
zLZcR(D{+*nn}PMNgmU4k7DqLMw1<tO|E%u@pb%x1v7K07X~kY&?r7WaDyg|lq1ns$
zq~o|`Q{`v(yU{*Qu|zIImiOh`^M#kdH~gEtqzEs7g*CNre<Xu3%Mb`+tp#eoRarC(
zc%vvi$mP?e+5fwe^7`W+k6monD~8A61bdaYz1zf%n|xOL!bzUOeO5_q^)`MEi<+s#
zKBa69oBe&2n47UoaK+WsHMO1g@U_?B(fm^Gc=SRwBuoC9jBrQrwWwpCS4eUnG-MGj
z7qall-MH?xDq;QOF#dO~Z(hz>s<W<sNOqZd`+u^_6pOG0{c}|8@t@kkb}H&5u=gt8
zN)(z$<MVFgs#dYT^=rHP#x3=<(v<3}TiU}+&xAFOmMxOrnPN;2{Io8ck|+nFYQ@IU
zEOWvbA?Bjk!V!FR4DQpN=ggGPk9@z$fJ2tYFmW@!=$8A-SP~QglAM5q#H_XLja93a
zMeOSuXO_&}nDmu`$eJ2m;!j!Yb!JZ!zgdPTcZYm>wp<Nw*<1ham4<s0RkUy7H`Xzg
zu?nq@;qSeN1rly6GrNWRzD0|bNUG1=QD~Q=rcth_b!gZ0sdiF+DJA`9qG5eBJ-tPT
z2^tP}SVw2~)=%yTTb|Uz8CfcKzKp#UI;Q9&lC3T46VL9x<TqN@Eq0nQmc5-E867?V
zp4<z~!e=g<C-4;)QEOv`QgnXC@e8TTZqC+t1<s3SdS?hV4hOX_alJ3E1&8@btA6rK
zJNckF%ma5DXx0X~4A|k{i(*onM}4N7)bJTsZ~?Peg5cd!2ksaS3<MAhe11Z<)o!OH
zUgrGIy>v%7OW$6puzl9GBE^|{W6?}JR`DEPOihJhe<fS*^zR-wSM7X#+)@KM*X=x8
zPX1C4_JLbmNgW+tA;CISsvuUa{;5${J$%@fGsI6rtb)IBro!r-!q7<GeRoetS{l}D
z-UyW@$1O6iA@&%HLJ4D9q+@ogMPw((R!LnnG5nRXtSe~UHUQ^#Xpd*|M7MUW?8V8N
z#&eS3sYtky!zl_p;&GSQ@M2(bkq>4QW@nA~jkn8l<+w%W$ke#YECOeZuX?em?;@=C
z`^49HsfV6EMS5!%eOT6auj<EjEu-*lk5Rpr*axhU%<JxH%V<A*=Nzu5{_>&=BSVZ{
zf|o^g3xBX_%I`-XPhS=xf9MOyqtlxnpb{z(b2~YF_VM-e(r+wYF5h9d{w#y9i?Neb
z1)Nx<u+4&gu~+Yr5R)q5gvaC;-)jO(yGo-Zw`<7)AL@yEI0wksm8500{nnoZQJ=r_
zNMG;dVs(Z1d3apU51p5GaiNb>nEc=`)cti+h!DKXlm=mL$OuaD&H~dvV@^UgY+<g<
zmAlWqX~*~}g<jutgmuMi53fbyZ!7Db9L1wT$SG~k`)Um;L0l(ZEWa6cz9h%oW~^RJ
zj&3k#P*<iwpsX7J_EF=T02vTeeIZc4FHqov=w0KaL%2La@PePGOK~&yMVD+%G2vt1
zDHeZqzo(Ynds!<W50(9T_e)cwc{QU+9-4$gwTlb;3@h#w{J#WW%uUh*Wtyn_gFAHd
z4Drv{Uw#4VV5wQ-Av&J81(q*>qICfn5(qImWCPA4Kj!Ee9tl~o$^w^O+N{kFDD&@Q
zjc(iLLVogwR2lbIpVbPe&htS>bJC6vhJ~tk?Gfy;-Acb|_-6F!?YzF6SoS>BOp4a>
z)N0Ey#@O)A0&;ed#dI$`KY-cyQp@@wCJB9@eRcw+C8I4#Ft%`yx#7E8sKzt6zRk!Y
z`R&uu8(;fJFs@qIiJh23S24H7)ji*4K6Q%bIE~$G{DB){<9nB;38kRTm*<EZ4bD0o
zpDa=277YG}50{)wGZ4P>;~D}i^ZHrXs7-<v?@7TRP6iDoAwyAk;5^C6kWyvvbLp`~
z880i+EG@UUl-?OBJRmu~ad4fm+`esIHb&lYYtZU}8KK@lr8OV2BzVBiE}G`Bl;}tr
zF<elqm{!hGNg5**24FeWmFE-B@t)%Klwki^vF=nN$KN)1?PeOi;~h2|@;SVhb(frv
z1h6#wL1J3!_qUyNQ1bH2qkQyOF@!&AE{-4l>w$Kr_T8k@gFGSSibPCKiN%$`3ZmQh
z;~5Fwx4*88@b$|kku0x&IBkhp@a-PR_bo%QKihA63&B^t3F}1=PQ3+2Wopo@05@EH
zk1iOdd}{veu4JMfSFV>Rox$%=YET}!`D{UPri{<!LE1%v*R<74K$L!J#qGTQ7ubwA
zAZ6r>4YB_Ylz6xP|4%dlP@f!U&$>^@L5|Cm3Tm7hSfywjcR|&2Zn}f!0T~*cjFQ`T
z7^P>$=#th`sq?qH*Y)3(j_TalbQJTw?Z=s}6}b5c|0+K)E`8~}UZ(!nJB$m*da6D)
z5JghbR<befm1c#{gbtHF$6n4|a;%74o*@9!q}Ilc0#ut%p37}*ah$#Nd~4R^KJ9l~
zuqviYx2&v3?W}Q!ts9fureA;5r!yc%NKtR=@?T%>S>0z(@EB7-AGxSS^_~`WIu-p<
z;9%(Kw2pnV1Q&1V`b>W%I__%;Ye(k)i9`HfVh_hY&(cOH_oY6m%fx_Kh{4U9H;Djv
z6u$NG=`p$zXG>J?7*Gr{5n2`i!@EG1-`Msr%T=4wXor`4n}iUd@ss#pZkDdkK0fr~
zvw8dEns3(Gn}zr}hj%#Ja~auczYh_@eDrx|qOd>6yI28cm>F7Dyb!cZH_`+wr}Gvt
z5m_7!cVCMB<%G|*#jwRHIFCf!uH~y|bY>C*th_~Jf7t=kl#H|*jmhI_nU17cJdBEq
zHo*aRHmT0aunfVQ(v@1Y9JhP{5rEqLv*7z<Dq|Ef(0uA_Y&D{K*V;7JUVmfGC8s&+
z=-~*`kILlHvC7^4k#zDn{#k4c=Cmw%g|mF6vcKUn`1X!XUlDfo_^E`h(y#7G_B(e)
zhtyi$sqMRrCPDcr{QZx^@}27|mWTc!(l@K;#Rhio<tmh4bR!?{{@z@Wx)eEXr53!W
z0@N2ybJB#fQy*&?*d%Yu#VjE2&^*Ez+831=8HeP~{z?0p!cp@;vDg>op`Grw;DI?Q
zzJJ2-PfeTh2)udRu>y`HSNkU-gpE~E9+l~mABv1gTXLwVKk2SrkfwQ{8b*(ew^uJW
zh{HVE=G*c8CKFxKR@Cy6Budtp=@@wgb+zCGykpCL?Xqc=wdTKE**!p<*eSG<c%*-t
zGq%dNc@oz&j4Ryq)HNo*vfti*1N@H1UQWxYqS(+dMP)e-w^pIY^-Mb29Vk@Z8?b+v
zTXbE5Qdjgg7&EpReN0+E^q!xsyqUgyhaTVWh`meL*i<6_)?F%OD0De2rT1h4;tx0-
zZ;4)NJ`}BeK|r?5#WBlPUNW6NO{xof#Q8bX*IG5=+hUh)dep4j7RP1M56I-Fa!Vfm
z!6%Vc#GqI3>fN1(%Sy({V|!9*6ikiTc((?V>&gCI6CIqNhv~_=2)A@IFZS;O2Lr2(
z_I;;{WKs!^^{p|AUyh5413`>GnaC5Mn&+aHConx+@?7iaD6P@-n@r0wPTh;;w<l`O
z`S|1=bB^mL|Jy6~K@GC;Zw+jF=G`=dYl9`KzBAI+l5h?24DR!Goglq%(<;oiQx~6}
zc5hiOJ})H2`Or+Auo?D=WTdTC?+8vl36mF;Nj|s{2cGJitNSF8%j5#C+>b-d#Ib#t
z6D^Fg@o`_2lXqACa8Id4P768_!5_;A_!o6KDjk#zU0E;PJwFbH^e;P>bj=#zf4F0Q
zVP0j?-ojiIRqPB<Vxkd7Byj+70O2DA>cp3dnCuv?pMzll&xMfqIn$-eg05BhEGPU}
zNJcG7$VrZR#*E|Sy;~!D<CqNf<J7au->42&w~WTje)*xg&Bog$Wy)~rI+u~OXF#pI
zax$8Oarn9_X?py<p+x9^)Y$trU6M&D26Fog++%ktKgZ^AAKcK%9+L75un)q7i7Sh5
zr;Ge~2xRH%p3y(~b>Ses?`x&q$+V-}!!N4tyJpn-26t^d8FSrJrjTsHk{7Q)F46h>
zgBL9m|EJF65gVXpob~nh$FYNFQ!)EZV=HK)-)~h$ePoJ|L-V$J1}MHD4PQnE9CsEp
z64nD6WpXRsr%~wcaC+1!ILCM$WAoSKxHL9uqnWH1&2a6j3j6MK@saM^s{jHpm>iSG
zKY$21jgUq1JKl|2?-D=d66p|sJ~}s|%Hi*}>AFC^<r3VI*!2za__;SQ&f9emtBKm%
z_n*?W;~J9C$#!#CtT-r$4XaeR*V#w50d?xIR4!#9^_w><u2n4`{6;c)*Tb;YcM2C#
z+sW9@_45S-wS3kMM1o+ZHR&mbFCe#I6Z(5Jv9!>kp>W?bFHc<dvS=vRdBT>$^ly*F
zim9E7L(}wra`xoo*B_Z`PCCBBDSMD;om8|bAD1DDf5oWGGDqc~;JeO7r5$}DS?EkB
zrV;aTmklH7QNQUxp629Tq+nx=6l}H|3c?#lFR!U(5Mmro@YChQRXNOw<9d6QE(T<I
zl5Y8is7sqGK-GY02EJ<5jSoQXZO_-5*Dv+NVN{~k)J>2~UNaT$eruN$=@x{-M<I}F
zzj=51%j+t4Pbkm^Dl143LRoVZMOC60R+LQ2?v*cVvRk*v{-N%TT}Eyh?_dg{V~TO{
z+Z;|KdR^IFEVci5WIh9DX*s*+5G0Z;t1%X7*5q7Mcm~W`Q`D2_z?o0SyQ^CYw%^DF
zq>c)B)bER}kUEE6%s<8yUBY)pj=?!nXqF1EZ5H##MgRzcLSVKg|4(?eZIvq(SHtJL
z$I7j`Yo4@!Tm_%7Q7MducAh1Thou*`bhtI0(lK1#?2JdO^o!~%12pCWuMBeXgq#Ak
z-}o+8)HW(0+o!D#qei-iq7OciOw1rIKNQH=Q-fj8)VsJN^(?knEM}B;`bAH>D43Ml
zYr+h|2C^XCB9jj>5{q)+v8OH-U6sE26{>!Y;&E#`4cv({a>~38Dkkn$Im?Qo*4?`d
z$%}1_8irDos~$9MqhI*ed1OMBSPLb%=1;qnj%cC^dNFhSN;kLBF+W0;(()rFsy<-I
zC=-@OWIz@WRs-q>GX8^vbs_uixm-pb9u*tU1ee(|)P2m2oUsTtX|_%8vSZB3%A_ss
ze;SCLGH*&8HB2UZ`6to7H#d~(+0WnJ^e0p*iK@mZ^}wLa9|;wex!6hPk-yX3U9jW;
zlXW~DkT7nvQmyer^2@WSd41wm^=!CSE$s9pYr()JW#ZeQ5_kKRP;!WjOrDw*RFwFn
zk&03&siNe)a>y{Zs>?Cgg&5sD13|vj98X?yM77x;pH#kq!~gUhzp~w2$D&;n`|h2G
zs7F6`^PwEwb1y#*S8oYV^zwa-10hJdWov<KvzoyCvdC-m8R&~9n>JQ%e9tBHdtMM*
z-}6R_2pfs$&365`l40x#{!Q;NA^b&%%-7pVcapoXU7q-#($u=EP8(wt-U4@U6nl#<
zvbWVoo=7z0oN#KBB!|I!_rYcwi@Qa2PWY`dl<xrQWK$n{_44X2$eE~q(#9{3x#qAd
zB^$Faeob_4C!c~3m|zAkPft5%=QymTw)up~Lnn^FM4t!GyD_KOln&m5`KvZ2W=57+
z+-#GgC#|KuhRB05o1Qw6Y_WuGt4XVVHM?ap=Eg;Qb_6Qn-t%6@p>sYx%7!9hmdWJW
z)h<?8PIrwn<mkGJ)K1PX?gtdknU2U}by_AqS0A~GF*GND*wM1Vkf*fn->-<zCNFh7
z3ru1o383>52)*3yOg(Y+M$Q@OpovFV*W@x5^Bf9JQQU!hJ6gV!NV<n*1To@zi6(g%
zK3m=H%8gHBI%3C9C5x-;{y%$aI9mKq`eIQSdBN75^g`PAn=mb(=RRB{dh|RQyjN7@
zioIW}<SGWn^$mwLDm}?>a(L;_LG}y|GGnb$?VCfuXmMYAcoM2=PA+qjDR3}3lyv=Q
z7;_DHqm=9tsjJ#lJxN}*NZ>_LJ{=nBs#BqW8&hb!b#$3nV0(9U-?>zbNrB>!X%w7I
zAL|*T<<RH;b2j-Sho-Sksz%gqcWXcy-2Q$$Z`k#cd$Q1fHr9{ryk&(*=16c}0>fH|
zCdpfQM;LOa`>dz1HsEe1eN*Kb#BN#)cX@5*<5VNDDB<V5yeH2<Aj~+BEK0T)6gx;G
zqX&>#K&9v+pE|nSsJ37zK~&fjLKdfN?ait&*He~?%<d5@`K<{8q>1<UN4D_Gx38?P
zCu!xBAV)x+Mk+RJ;_<C<tgjhXFdvMwU()g&OY6<xDo*kW+{=Nire_F289CWE+C#4r
zZ{pun<!olk;w(O3)WX;cf~3N`@_ZL8J@v@Qfy0Lp`z+XM6V-FwQWv0V0-gviYcZcf
zgi{NcAyUc85sxE#SR0h3N6x8wsVIH^P(*&iF9(AgK7K?xeDv2QD{A;_EPSClsKas=
zk1HO%Q6lxC`po?P4oK!aSwIykHP8I@>n_c=kl$AJ+yx>q2(m$;h6_}pfOnm~hsmRE
z{VR}%3Lqr4oi${;zT<%=Q0BX8T~+57*E@Ty=Of~(_!YW~u?ZPU|8u5!nvzNFhpX;)
zfS4cJt<RzYn31Ko>ZuV0E++L)&3Z`tvQ0n{5g`^{EV80l{F1~tlVkp!V{$73SmtX3
z4BK6P&DpqvN3nABZ2xv^ir*)45&QxF1tMraP606v1p=xNL$g8O!k>@qr+e~pK(osl
zm_D8cLKL2v2w8uq9O}C{R0*XH?MJptuDrX2i#AoT-_2eiULjA+jfLvNzu)D)K!ijO
z(z8%aBy&?$J(5i|v5wRK8}Q>*yE(KzmM4c#b$r>!y{Q-X%PDK76UREQ_+9ZuuF}(p
zhQafy_pT^K_mMy6Vy(o%;C#bUrO71smx6Dmn!k?TTlv{se0N9Fy?=E`)9pU&+RW-&
z8D~729kNpYz4Nzt$Prvq`~41(bAxUK$#*MT6GU@>f9Z*0quA<PT2`{rO^YJAnn2*3
z{P`JVJlQO`dRaV&M$9nnd{Kwy7cHAfi$uovU@-LO(MA;TzJCbl9J&q4AVh$(yMPec
zxJ3uW?<<g$W18=V)jHYpkhoSbyX6=p;EGA`g`-#H-_g7B@AnP_1J+g#@F<=3Wkcy-
zzkU_6%wra^3J--gbU+WCM1E6oDc+)Mv_xrm9N7OT7vl%p18Gj2_=<VVaZ%O+@e&;(
zCZQy-`8(+qo8}jVE_k)@mSqAg1yqTmfb~DMOQ98l^(>Hzlm}h{(o3+b)K(9X97evc
zuen)>+>?OIt7VLr^4llv;GLd6eePAwMetChUZ1~v(p{UuHAHBVk&R3}V_|OTth2gy
z?NLJ*Gl@GsQ0CYRiLR+!Q^-&Z`>xwt+I2wNJOfY;P3x>bE@PFclb=a^lZ{9FTJ{@m
z-dp~dd$;zrZHH%>5>zVaoEoK8{+cG5@VjLDsq##li5qz5AR328<O(|>bVnL{vO=pv
zXs$H<wJ;63mp$*jPI;JOZcf`2Qcm4~?VDWb=@RyuPEDsiL3R%0(5!H%l{hr-wcg&1
z|8xWuA+W`FhBQ@s$Lcb3yw?^H<-FRLOfvqQ=o0_ApZe<jD*AXHzl-jX#L{eR|9BwR
z4Q;!#2NSt`oRdl{d~p>a#h9?l^A=GtIg|6W<kyw?sYFA;-dXF)tHZ1FwVXM5szdo`
z<O9qOtiET~h(10z=Xvj}DZ9_0fuZz=WLC1txF3I!2t;3V52I6N%aEmP>RzPS%Y(#A
z8mmt#CTFA*$M^Zocl}UZPkJ%4Q%U;_zUU^ZoQUh1eBN`NIb3cf#;fLR>DzZBtmF-S
z|JaGrJJ)%?;TJq`-h)X_%}neUs2`;VwPmKN-*)_BYD6Q}(jH=zGVkcf=y9~jz_VYH
zBRY?N(<$MYpRp1IwkLUJ(dS(6=~9RNa_1zwDlEI?K;!4-gja&MH6W@G`7#2~Dr~>J
zx?%$;CzIm`W&HR4LH`i~0R4vr^xsBN(zL6b1r;VeRtamP0A66|PZdMad9?M2AwEzY
z^I%SeBn3mkV!ktNbA44BKZ+1XL3V{Tqh%8scs#cpr#!50*u$BV4=9gbKex**{1B$`
zsd8oBF!#TGLs!zM!qWy9Oc0M{%`*~IB#u$y`wJo|Ge{qn<<+jiF=ZOb<#5CbpSk+v
zcO?hK#uOs4aO7o|kMGi!8N+2q=No16|A%#yRwlzo7O&puLIm*QCGWYt2`vPbE+C(4
zLqf}qGEYS6rkB|<L%l69_Lr~pfs8t0Pmo5ii0K?~s8l^AV%MZ=Kw)k&v{>&lTi*O4
z#!(fi*ZrWZ<U*p04Ott(OaF;3B6}J8cw4;<Sbe7po{yl<fRIM~ni9^7G@QfUXuKe3
z2e}4@g|+uwd<oslpi7hb$$mGWA3?X!B<EVtm_V9XLZefVN}vQTzKW?2AsX4AZ|nzd
z=crH!OupnJ5I*4SNx;Fz(dD)hVXs`h$h!Onk_kqY??%GbXLnF!KdbjH{;L!|tRRs<
z<-Ph}vKsZ67xUzWVPzf+$~(0cK*A>=`U=ofs<o#OwkDSSrH3qNJ9L8$OFZypS)a`s
zcy_`d{0YqzhxTRqLh4=3-wnFpia`g*{K`48`g$slHw=f(Khbe#4v2RV`23_SBj5a#
zPWOICnYiiuoH|y~M08!)x_MHOB;7+o;l%z3oixxSz02O~p79qAGt`n?n8ojoJq3%3
zG`R&i@fnaDY3gy7-1zn3<Zw^LXZ4p7YmW%WReS(!x(rPntstKmFK8KxXvpTlnUV<6
za1Wxv0w?}0QW0CnYd!w<S{j3GX@tYevp%lTCGM^bs{=wt@xPzCbR?7;h><>#tl`Vs
z!489OFAfcWvWiZ%mn#9x`hI%8&u$G?YK1KJpy8Cb9-~Ul;z$P&-JL@WUa@{#&Xq9^
zTcX=SS6_(XbW9B$ye3wRh^%IzB$INO=e}mb7)P~{ic0WNmQ6^qc4HL31)s690FClU
z_YF-7&-tR;I^CGN`{oxx>gH14_*w(?srgHh<E0J+Ww|lkXJjkqxkI?YiUm0e+~$Y#
zfL4?P80Rg%Lx-Qg|L}nf<9>W<yBjlJ8RclVAsMvZ+J=8ly47FiWwewAq5}d#1a5QE
z(CLglsgAQ0q<+)OhuK_Ucg2u^wdPmPvi#b0wNi+KwKPvlskoQfDJGe@%-AxTM$i1(
zx9u9O#i<?FEpFDnP21ygL7{-|KF^6^{&!FRe*jiNm6)7hKf6sOXW5qcB5!k`)Rx`v
zve$B^*XrEtt_%Ft%cvo@0efHW{r>0O%X0EBpE|_Ran62A)X;2eFfXU=(8d`)397&e
zyf0}ab#VM2Vie=x;fXvNiV57ieif7qpp97C^`PTffVKs_gaQGdU{F>`7K$t}F275C
z8*=K4IRLBG-N<RXoC(Dj@fPOxf&7|ThU{x8xnpJ%DMUsL?~D24rmuV(y+>}ZopfdX
zFJ<NbNuFz6C{w=1XAv~vb)&?z*0+y3m}pysh4bAOTr9Df+~Q@>@DLa5+`0F_s#{(G
z(5TYQ3ilCL^%I8^-l!otC;y(@WTDM^%)V#=9+m7qHv0Xfh(X4xrMqql={UVH0Xyj~
zo3YK8SNEa+CI&3R8c-;_wK+@_%1R4zdVSHeJbuLW-2{6bEgfa5Uo<D`xs@!@+`MZN
zN5wrc5!F~Ge#O@O*u}mua=5;$qAt1gJdNbm?@>flQ#(!W;3kMAWJ428DBiOi+}U1`
zM_nJub~PvjNiyhC`AQNzG_(6eoYy}xMm7v{LNzDw(AJJp(jG;?Sldf*|IGH*{5FX1
zup&YqYEH*wZg8PkP&6*K0ROm&7vUXX_;&w8=6f6=4Jn5Ga%s3$N?7?FeGc>9;(713
zq#W^^xAn{q32t(F?H!+9B`#wU%6svkFA8FbX@J&m8C^(x9TK8S1f2x)wad^eCj+La
zr}8w&=WamH6Rdj@W366+3CVK<Ya~8{^jzMh&?x{?I+g<96}o#a*{F#Ufd?brvMsvB
z98ytkaU;yu?p;UFaFm!78}G@Kufm<jj^ESPysoTR+OK4}8X345n`JV4+WK=VE`6KL
zUhK6Zu_OV|URi`8)TLTm(kz4*P^O8@O#weX2i!ByUV|H5qH*8(EZHwqShh2@CQENW
zA|QBW=Wlg89G%?e2Fu%cc|ni~Lfu_YA@2x*kp89=`WsKXQLU+#-kk1a10CHjp5J|Q
zI~Z*QST_51Dr-j&!=i6jbE*1WSv;@wYysz}u6XLULhM21L*#U|ze-DI)VY~d-%eH0
z%U9arc+3QDLmLrkd;V?@vo_L?mtq`1*I7to0;6`}8+8<u`q2AH#G!6Udw}Rb!*Zd-
z7Rkk^AL5dNg87f5v~)u6&tX<*6n8c#vu3jvn2PFn)s~jH1xhQE;!K&En2h@!(7dF3
zU!b9=*UW@Tt*?*eCJ55yLZ2`jsAMrnc)UJ(%pSxX5syO3!XVAz{aS^jJc00@ms(8N
zNU^N-IRiSbYHsQ!#$bkB`b<6hK{}G1q@WbKP~r4l78D<VjUd?C2>PsqPuvBUir+~S
zy0j1ncTIcr6Khw7=UtKUQ?+?L5FAk@owdN^$SGBuM4zQ*D@b075vr;z@q761eIwz0
zK_m(jH(Pz<9fp5ZWJhF~%=hnN^Hobi&_tq&hr!<)TJ|2)`7f+Q#w+uz!pQ?s4lmfE
zZR4tZ2Y$e-#)hm|;z>5BNe?`8Ls<CG&wQj3Y>dU^JV^Oy*;x*N<f#OI&~6sy9POfT
z2dP@f7o-`?l#bpwY<iVTB--HxU(%4YC;I12>(8n<^@o_RX<Izx)ash-%iVIPKztOG
zd^}>IpgpT%11i7#o|cc3;b2QwOUiz7(5EPc;@dF?Yg4`PKvs(s`9@YC6LR`F?GvL4
zRG_bAMPD@L(iiaD#6{p<ui!#!H~yY#;uqrM;_kXlA^k2u7SZtajr+yWC&CipwlGL~
zl^{wVDsQ_A&Ezem6CUlO5XjaCBt~y38Hqu(Tu=E{P}k|juKHPfHgU{#y+?uBJ!Zm>
zV{;Yyy(523AL=rx#6jlBmls{pWiZ!UkPM2`-&FF)Bs@LdA{!S7^fnM=wYfnTk`B;1
z%>c%`lqk&AUUXk-{Inj&#9*1nH#q-1iaQ<};^QIO#k^VVlffv?(B8uCqfs(7<z`f7
zdQbL{$FAIP0cQl^Xmq7s-=E~xZ%u^mVO<!-qkweazW&PvTD^fDWH`7@>EP>4cgQoh
zw%*#Y7e(eOLe}zU={;dH0@LG1PdTz$v`{0=P{4}pEnwiU9+B(6G?0uX`SvW(kPWJQ
zy}(4#uJQKV1p5y9*-sHW<B|emJsyF5Q@mPTY-WK^72*vTD2h_eK2Y1B%W~cOisVL*
zq7Ka*>6&(nB7uB_J%_%};wI@8J59oAe{BB!IOi^SK|{x>yt3iD0$1`{Hh>bH2R@H2
zG%sPe<n&5Vc@t#IM<rsy!^0D<?>KxGNLxY}OS8wDy=mTr{BwXF&yiIsT*Q@*C=I=g
ze4qBb$CDO&@@ga{X3y2!KPmOz+~pXmexSGbK<8t%RU+u*7y}YS6V!}q)+SD&p+6p?
z0RsX6OuWW#FYpKMVtJaRTZ-Wm&&ej|Ppwp*S|~jUP|llw?hwxtou5?YyOfB@CvZ2e
z6}ynuz#}<OF?M}1KTuWx2iKVS^O}`@TN|JULD$JNkc}{cqy!v3A<KT-tA3t9WV$kj
zAlYx2<5(R?NOs$5SrnvDj4YKhOkY&-5oI8~J<1gRBlX`@v0s>Oxt+lbHU<&!0=35}
z5Zpn!0+f0YY!C(MEo49ElOgbT)5l()oGD$`c)EMX{^)SX;i8E($8>}|H{XXLrKfwk
z|K8l>Mwf+P2Y8iz<+B52?IZPoSa+D$(6b0S4ovwlWv7a+0G?AWgj`!dd2lC1RQW>L
zE`SlkdhUE!V=_5vV*v<wV;FO9re<1Kjvl{Go?&<MX*BG#$ctW(^{@exxW&cb&!SnS
z5jBTLjZ|)cf}~;T(ra16axYxn2xiGa-Gts<h2dVT5K)ek`0B3>bJ{Hj4Bkk({sL2J
zom_oQ;Hp=XHdk90G%XHc6xW5g-Tih^*~!@*ES33}%brX}DNjqioI)t250pZ9I0z@W
z&`TkJ1ib6Rvu#2;c+XCgs)2`>7tdd)fS70qAT4UQGh5Z9p_wYup#tbNoe&P>CW*UG
z!&dD<ME{zanyNTx{ST9fsa`^mGX$b<anDZxwo}S|n8VH1DwnpYo4DVIT*g!3e)eKN
zUh|6~C4l^mqjNMB5)8JW3se`ln~8RsouHjysY{&6uT<;K(Q9wb*h3-T%SMN2^%=gt
zSzC-yNQmS4cLVp*q&-oB({S@Vz-r^S9*il5(~e?Cw%GHM&!9zAxJ)9vNC(KSB;(c-
zKA@>z0{SJ#ire{3YmCDr7WZBO51S226JZ3qpJ<c9(Qv4ZgdBHzEUy45dMH~(FR#6`
z*%ZP*6v6e6WRjqeGGCg(9YeYW0IA;=^g_I#H>L~d8%|Di?vSZy%QaD=Pd2EByfa2e
zj444TWG%Y`Rbd~~^*eRURelvv$FXeEeD#eeQ)FlOzlzAYuQ?+(0s?T4119mO)hWW$
z_wZX~QXWz4O-l+$B{csebZOf>R#w*YJwpKOFi%vKZ`**PS=d}g8)<L7yZ@BcKU}j~
z<p@Idc3<1X&y-9$1)H`U3kM*uv%_<Tmu%7MFW)K+#40eCL~aq={@O2jzyusd%}wd6
zV*?RZZUfs?D`(Co8dIlJsEBeZS@R!r1pv_e9wq7FGxetz{vL8b@28MeYJRU-QHcmz
zW>OiIxUJr-jp2Mn$8i?DoZdAlh=9=ve%_ouU$68p#Qt5bF;E;jd^g|GKufsg_?<cS
z^Ik$A^x{X)`AfK($NE;f%_O8S%jBS}FEqcidGy}{Vf#?Xsv(-7I7!c+pMjLnGw2GW
zgmmu|7gfmC;?`CN{+tHSXq1su1S)_uyBkQ>JiKeOM9Ida7*f(uYL1Fi=o#g_eoZkc
zIf}T+ffOcv3A+&B?h}LZu3Mxj9pgbBh=M%dlVxOKyqSH~uvI=(VDU+B+J%hD{AaMW
zw$+uMuKt;tOGuqVHpU`&1<1ATYvYPJ02c#1`8ap|CuPWkxvoodN=zdq<OyZ4_DXx+
z{4Vz=JraXt>BCnbDFm|64E)YO+hW*SmxH<S+eZ^?IKm0FaV{-(&&`Q)Mf8l`#?N*f
z+1unpo@n?_nG|ToWL^TNX*N!!!ZqEcL8o~J@DC%#{2`U5f#P%I8=F#*4jOG;!VJqp
z)I-0<?-Dl6Ylf5F^cc{LxkFC=Q58Z*cqSX6CV4vaS+9{+&m-?7bH#T*Q1dicW$EzL
zK(+$Y--XMXme#9E({wO~CU(2HLiyTl<-7p34k$?e7k+N$z}4F`%$vR^KSZ1{ManZ{
z(R_w7?ylMMc>xhiBGv$TJ7dZZga%>7zO?8zDD^=R_vRk!g~{iQSBH=tyo2f3>^7bf
zxN_I;?6cn9c9@ap{rc0c(fD9f0aOG0F`$>7ZHRxbhW^Ozwfy5+(Wzprv844kM^uaW
z^WJ)91kl0Y^U!63ViIwx4!?T2<yk)A_%%5N_&XVXTkO3pyT*3IRNknrJ9iFpb8^EK
zaV6fd#~nU@m8MjXH@}j#zF$$Wm!31B%6E+h_j(D-yFUv_46xMwlscUUT|RExB*T9%
zOmHkBi{Mu>q~vl1b7B{J8W9=Qt7Y>)ZJqAB49uhQmLL`MmB+{HzR-*?=fwzT1OvAB
zFsWIAH@R6sbE&|N^2dN8*<k-;o$|t@%T9mc_nUp?dsp_^Csb`R)JBwV9#Nc;*oTYC
zz(&L>2Dqcz;g@76nyl!FT@!gDv7;6{?t)G)#jiVHIV+$r1DZd=3`dh?7{{B~)gE=t
zUBN%uhiaZ~hUOQs!;a_j)<V3H%-F`yZ-sApX5G)TNj0`mj)}l{!ao6(oXqJajEoX*
z&9O~$uy<clCt0>1W3G)WN~R`!P;Che!`8sc^p|*Jv3=1J_{3$*pK)9D)N&IZFZ>6Q
zUh$|bt(v%e@q#DrYk8cuF5gbPt2nLmw!~$8FaCWmwn?^mW)c83{i^+Cp-Z&zHcdMb
zPRA8fUd{E`4C~+Xr=sJ^zhAF5>{)o>MAyU)pI?SyZqC@WetW%sNyDWI+7`rkeX_oJ
z6BTp{iY|)dr&tR{YP1=8)QB@i(}+TG6V<b4On^1uL$AFvMib}e8CH8kdG=gG=grUp
z`2y-#6gZ7H`d5ZJ3jZKyO6ECSqfc>(C{l-t)Sdx1{Rn<N0n6+Fcx;V%WYP~k4ORXU
zyCj;`Vk_vf^z^#n>x<*pl)=n(6vqnb0Q^|M$4-2BWT2?$AoDN!-ToB*E`wmMYvL+3
z2WaHD0s9%tmWQkCeW~g*{)F;6g8l|m1GKjKja8cNWK%^WdIddiE*+`J3MAYrx-lPd
z!gB5r|AakmD~<io(VnW?)(Fqh)gA?OyPIkhu8;wJ5uf5aAEA#Hw#$D)uupkIXz5UE
zqHj7u<?n*9$R7@!@`}y7*9?FilxcYu9*dhTCKt`ibfIW2H1E?K*}5f(3~#Ris1Go0
z`o8Etkd!T&k*j#*SZPFFg=ik;Vp$n3ZonvK-8wq)RpvT+YUxyaH$n&0zJ{ylva6Pq
zDp|!3Z-&C*@}&K^)z9RCr71efzN-x!6p0`IFU>d3&s#w<a~wKX87`Q>kuEf&qsYX0
zMi-KCCB79d&G%564g82n!2MY8C;`lf4<ONfjSANvHSU+co~a&WQ&FgD-_4~bG^AAW
zZEAnDdan=q)YQOrBOz#r!5E~foptMR;<K1Pt%6+M<mnfM&z&g0);LO=IPB&gW|&<a
zVCG^r&@V(w$pD+@(lg+YAVGPruh59Wo8XRTe)HO4o!nZE<(y|x(;JVpE0dNtd2ta*
ziZgoZQBqdt2wNBMBu;VY??=~Ef8WbEdU(@z=9!sK47aYvPQ%_V*U4^ed@7ZIvF-7V
z(_Mux^Tn#Qad$o?eO0Z25P>*7vE(vpxt{<84$C3I+Ksd!Fx5`0PtM1%+~|mAqEJh5
z9lAR`nEAkct^OG|-Kk`S>hZ^7v)BQ@*lBlV6L*h*<+XaKAYdMO^dpDFnORVm=xoW`
zZ0U6E&BU_rx;~@Fksiw@eYKc*E>m2*yIosDND$Gv=qM}G?M6MWo{@?xRHN};jr~FU
zd+Sjhkp3tHzID6|sT!TI8+8BtqWOp?#_BQx-rN5&_I=ux5k3N>p`qq4_WE%;vR<0{
zJTDkRjU`2wU!|iMhG4%ZG{d9Hb*PBJ_rv9Qp|?r-5*ZcHc(|;a*HmR>q{A?Ti*7al
zRIz!E!^uJ@iYwa4d;`!5#Yv4nf?@MT2aSDyd7$WzjO{qpS=!BF{jC7?LaccPno>*~
zZnx{llZJW|Ko1r31JYe9^;rxeX4Qw}+4r30eKCqF&Yp^`?4Qm_FcL!#+IzgN(k{Gq
z#>d%~JISar*nJ47sfpj4z1jUJDR;m}Z+i6(&5&tzA7g4jb2_LKPF0k<XP%NEzUKw*
zq#ja}=I|NNBaWMJ@{JcDkZPINDw#qMGa|>RSJh?Z5&pjP-`B!c7XXpr3c^6~1P%G>
zJFbFA<Yd}n1ezamgC6;UGu1O;yn9^g_c)gjM$CM9Pkjplt8aem%fdi^FM*FHxfnS5
zODQiWsgK8c(I6zJ>uaA=%cr#PX==DRI!{wJcs2|D$B*n&mDi0DZ&)F%o_gY;ZA}5H
zC>*Mk`p(R=V=4?r^_Jf1e#QCg^Cs?ZzybSE>9F}Stzu*IvSImBxM|Dow}=^KJ0MXT
z$`!*gHCVPU&g4Z^AaN;Hupq`EfmKIJ&~s?c4?`oa6!c`EeYykz(=1{i_FT0m8YXT3
z5R$w^<j))Qyi`A$p~IUZS|Ft?$TU6WEzfDv#26&~TEBP8lK(O&P6L~|Y(^uP=zT$t
zBuUaofmmCC6sP-pCBNjQxUXeMznN+0-IICMj}tgyc)hIgS7WXVjabv&$|DEELpu@n
zM3Z!`eE)U>pI#1N@^K$^`h703)sH4I=zP%=P0mQ3x64s(%g)YxT1PX3h{4ab5eTyL
zo#ThxZAMd9HeK$sZB>65slWPk|AzZvid}KTmU_w;TYhYZn0^ml+bR8whr`v+q+&%p
zOQCO!u)V?I<5W{(u|pMterT=cvQ*2kJWgBc=NT`RP^<~?jjAxZr+eMm9&8eZ-H0xA
zmm$PYJZksZ5ec`3Yir7><(}NT_iboloHit}ta;@6)xF>XQ5Z}eTGU7MRj5v_%z(;$
zmb{<s7uAYc_bj(cz%z;}C%eVot~txfw(YzRhWy*;R;qkt?7Vg|&BRpE>V(x`5#!<u
zbw%*p@kn=*^@vagueFoerWY??K35B8J!{BmkC#fv0$pNe2~u05BVL=m-RBb!g?vhx
z<B6uVRsEtI^MJE@PhHP?9u>Q#n_7fmJUfq~^snK>)E@{D4DdlMn5!<`$Z77!7^dn}
zbY8qx<Z79Bq5gi+t%M&7h896neai7RZRe6e;o(WPMpgKO=F6p@rYZ*vb5PI5dI_NK
z$FTTeMCn(^ft{ZI$jXjrB~FD#m=$yTRzug7lY1ej=tiR;suHfm*6yEmP!L1YuaLvO
zPRbkX)w~z>aS9MxIfO5qYB6I^s^zsLhT)*|aq@9iEw6nD^=9l@s^>*q4>dn1)eBFA
z_8^3O_aSI;=DOZg9~hdJLBELLZJHVa5DHLr3-n);3rHKyY?sj-t%B5Dg7NdJIjDl=
zNZ|m@_*<VGlb*RXJ9o}&dA+vFYf2lW{6n@RV>XiB(eipF>MEK!IL;1MB<nVxtl&PT
z&8wq7G6cEdUXF3J=vp#*dbOF7aXIT8izvi8{&sH*jCRt6Doqzv&m&+!5GOcr{;@Jb
zHRAKW8n}#qAhgPekIctOC9jAT8O5&^DQ$F_ves70GTgDoeZ{;%5F$;x5)xg9i9Qwh
z;>XjA{RhAau76?IwC-r5{fJnWon=kq;>32o$gV>}yTWRR&*j%xG0|+;W<Z)pU$)D4
zV+vle?K{lyK$QO!#iGm~p|ZBPOB36Dl{A@|`K1Tz_^auyMJmvCU+a$_H40`cTxGC*
zo?uJcxjmRLsNGq~a4#&7x8eEMQ(Rnb^}DG#sP(6Oe)kUVxh<oy;|1lClx-5#`sV|7
zZMSc?d0WoUCzMIko*P(u6;pgLtTyE^ow!lho~nVJwhcQM=%Y3Z+3#OQ`wyE^UX;Hd
z$xWdn!n0pm<d*2`No5wN^Iz_<-Owyu6bB9KBbxP}nssir^clsKNmFK+(Sn@wZO6w8
zj6N5Ol0*~jgAzR%cuy${em*%wJzpUGu)FcrSWQq_<i&4g5A_#OMqPx=jq4drPInqO
zj&vNQy|3xMhkMQEb}048hI2$?*I`c~O1AmkhU#B_wkYk`@}}Es#Pcwfm3BRhpEBm)
zuA)xY9yHWi&t^-Y1f0z;l+5(r`_=#HX#Im!g2c~-?pL=j{dN$o!sYQjOr^OXDp>#d
ze(Nu#GO=kN(W8PFtX9sPt~DvSM5lTE){UsAQ~UZ1UW|q?5xQpy><-_4hWyYAXr|Er
zO5szx=Lye_+@wz{UuX9C+t1tNSYCra?S1uZ>7zls^k2RQCH;0;q8fZ_x-9F}Sdp(U
zRC934vwHuNl9dP1<<Fl41qxog_|B-B;YXTp$apIMcV9yhxi;}&^!GB)CI#*jCs@yB
zQ#>^CO!alerrt7P`n49bU!dUdNe<0$>*d{dh&pc?ll0pX(~ze=S`v-?)sP)ICE+YO
z@iR!~u3RWFGcF<imER3}JKwy>&&g}rJ84cXr{PZacF;)E&^*Gvpe_2;q<a(hd{p0u
zCq5vY>$Gz)?Gc@iL0K<2hi5wXj?yzl&xYr?zn;7$Q9-A4R&DphwAzsdz5%n3Ma0*v
zGO;K7r=e@-ks~KLE-u`h$9fp(eXEOpbgN8U|ApB#amV19si1hZ+{?et6Gd{U=#7+B
zOuUTKIh%CGzt4W_e5&5|u|>W6=BpQ62X?{`=*F^$b5q*Asy@%p-wtuhpJaQOZtkDY
z$TKo}cJ<-~B^aamH38?l3zN+W0xVpCl#-cmibHrZg-Sx`Pv`P3;~KL$GV@Pu#SJoz
z9%s5PtCT*tN*JNHa9Wo3IrX6{s@MtNjQouDm5+;Yt3;t|Bgr&P<IAz5D07|bce>*a
zgmYAB57$l24^gy>e46Oq?X+@an}TlWDzc7nY3tSo`o8C>gJkoYZwx++?{fQyY1^9W
zEMeohbW)ZZ{{MZ2^_3IF-}dGYDMqf3d0@<cRGw*lQ5^m91Zi{}uVRkw-sN@6UO(8*
zuWXan#7a~7xYgO6W?5s8cq=8o-Ht1I+@|T)S8hv*y_G|^S3i1n@+i!0gw*vR#Saf2
zM(Dc=G2r{k>mB^kQ}(dAt;pZ=qvyl->~I7rNcH{iA6=KfBPPdrw{p#eXAXP&X4{l*
zB34=bQF7O_r(9oyO$ZCU_=Kj<n$4`tXHVYyo=q@k@fN2%Qpr7GiEY?PU&fJe;}*3x
z4aYGa`~7cwzUQKlVefQ1JIypP7gqPCxa^e|3tcs~oOAcCo`#QYzL_)MUls5%@QU8!
z&Q0uM(u!ql+-li3U2*7xuXOO^(Sf=T?+i!K7^T4bnrBm~*=X~EScPkU)|?%vov#c$
zVqdNK;hAI4ZdRuQuPxJ28d)VOy#5ik{*`+7<IH4SG8Z==E^62134U_3yI<6v&Y)2#
z{H^==FS~<X4pjQ$I)fuukv0GSvGtZ=RYqO6FbxWlQX(NpcL_)%CEeX!(%p!3E8WuF
z-Q8W%ok}-SXKkP7yyyL{>-)9;?Yq{RYs@jmoYR;h^zUJVErG+0$ol-1N3V6ciKXA<
zkrz{wKjSiCiR-s3@sh3-{<>GIsC)shC~bzk_N*!NCrUo4vHYa>Tsh?AQ!+sTOWwRQ
zw(Lm_|4jgQq58mp%0}}ME{GAkJad6PKR-?wz@gVQTt>Zk`(oxG&*}>W&HdCdjo?(G
z9LX*fy2IN6n)F!WgBxGkr8sF8=w$*LL4~B^8v6A)C??}d2FP3dA~`-JVylL-dlDtL
zS4KDTYZiym>AF8NKE0xnZOa!AiP_<%`5pZ>%9I--=}ucgvpF6oEnHY%y@;Z$3{Pg2
zJ_thM$inPH2fV+xx?h<ZdyJmpg`eyPiLw*AwY(avX7%G%_4|WJ<fEG*BXE+`d$ZI8
z1-kjBWDdb^GVUUNzNo)F#q`!ALiZ6|kfBp{R_B7L)ufR;*};668ycqsx0v<vT__bj
zuj4C8G~NEznoZgujeDi;9EPX;)q;;BYFEo7Ar_a<zv`KJ-j<%;;q35eN{QoN-@h9n
zT6vlFr}0m7m{JH6*jzc}-HWdJlbzyP5wda0zuV{EFeJD}LswQni^9V$t-{ODF}kU@
zs_`+Jgob7oh)_?xOH78IC7{(Tt{iH+yqBoV+ZXDb3cv3qPDz3jK9sM6DRW{MRKQ@m
zGDAr`J4ykay$a~cddLk|pTtYJ?O@fpin8);C<IO@*o_2p<5y>0^=Lx|wSNyJW!oTT
zh(^+&6{<H@2~2bNr)&k_)LyOd7QMe61d@&<-H6oLYIOvY-5~SAstYxd2V-xxrI$`8
zTf@3pJF%ZNF_gY!w38c$RF#6h{vOJ$GmJ(g^dWEhq02lctW&zm2SMSX6Rk<O&mtXc
z$En{_E(JHe4Y+Gr+S}^{O5=T11@-ek$gc83-YpFkBO_W6+40a<iRP}Y&=qS#{lK4J
zT9|%jXOwu##EtvLr`uLm_Y4nrN5{v79WL`c+(-SeH>p5!#NtJT1P_f%DKfO03y02_
zf##~m-gsmXCL@OJQDTr7oRj==`nHUwM@OYS+J}4KY>V@)NXHAKlVFy4Vls-^+A9>3
z73`{m57~?ld^UET$M}*-3Xu|3Y+fd6T9iLSb`b&{w`u^rslg7)Br69vrx`-2B9PB}
z2b@=J>vp&ljc>rYQIa^LGltWel1zT%)pQ55smO9>eG<rov9~IW*4aUY5rY%Lv4NIu
z`EAdKi)v}3{(I#II)qOe9%l`T@+#N9x~9goiOTLL8s7Sp%++j4h4$q`)ZW|2x~g^6
zof1nUFAHXcu;{Q;uo564PkuH&H6}t?EW7e_oqf3>L+9}N@9YtCVKslcjXbi-E?t3A
zT+OMy=;;h9UNy;U=9}2cjA{;{vA1bl6-ip7Vn#}SlVEy@Auw$sy?Pb51RCJaC>{_S
z12^0)D44Z<dT>+I(8vPQWp3M_@A={2;SUP-gq3F5E*$&9=q>cS2UDsZkN9yX>(!;b
zT*6S&8mf*q^Q}e^Xz#10{pJ;itfsyi-wsxSMVj(Lm>4Y5$l8mG*iZp;%}kSvsU0bD
z@YPvtD?<*{98ce<ybTeuH#rL%FzAh^DwxSlCon}*(SJI=R^y;YGQ=h74VZu5Xrn#<
ziYx50K89Z3Qr-BI-X&bop-(SmhUZss^YI7F)A_RfQT$Ix1Ox<^hYMKv`1mXh5Ur1d
zlM|1z?KW%fucWZ@Qn=2mik(CHr2R){1qup!zQEK}s~qFPbt{{Q>!&h%oI<s^PnQFp
z1*=DKr2+<0-qCD6cV35|NmSK^0N?X!y=DG`MX1EA*-O{j+1D<ZlIM*xV8aDp3XdFX
zI<dXHXI!P3bvtiN39)Z{$W!DnK1=Hwk(NI7ywGqhtR{xB;5s-hC-FMBt?4VGK4Nwo
zWKPmmnRj3&>fR&j?6Uh}#HWzeC3Q~35m5C#nahDfK~ZrsPnw|d?(bhxR@RH3tfDT5
z^L|9U?j5tU*kEpn5HLDyd!Icj%JRZ%YHA9Ligqn5+=cwbMn@-UPv>?)RhAbL`g-kf
zA)jQYh0;ywlh*wJ`-{lEIUwl;LhX5%&pmr!EqucDzGSXX+qMx*{n+jv&1i<QJAaX5
zRPDtCWbf9fkm#8sev&)r&kfydz@vx^)Bo?!z`$5<f6CaqTi0;9^oxQEBU%SV^$Dfd
zN*`T!WGe4JLNJbpP12{DydM#fPcU0@N$HH6KEESoDJyqI=&$&EIJoK3CvbEal#3@+
zjNjmX3eQzuz|RK$1ev5`$Oz!Ua)Sj=K{+Kb$ORVI07AhS?H53i?uQt2H@wKRiey`u
zGeQ~CZ(Et{FdJCdUSgb4pTA1!l&8UUpzWxRtI|)dV!TuNsg*0{N1!htbJn6M9s$c>
zt@5F>2c=+DP2F8Lx_G7*)ie$h?5Tis$|!C0A_kSe1sB_77%qAiFSSA>>76qc$3Eb#
zO{%ISxm47xBjIzMssG;Fpx-d@L6t<+PPiw<RA9DM34SP<EyyFIX^rJ1v0{G9c;fe2
zg+}kcVNw3&@OQg$Jg?~5+N)2d;d%M_*}!FZe!ahM=IZW_)93|SQSVRXA~!i7g@U0(
zJo5aUhOw8Ocx5E`O*eCCeM1xb3Tr;Dnl_%ynT0C%!lDnJgQEzWV|(Chp(U=iYBcpP
zD$#1p6gty(XxvlAi!w9Bq4)PPfsc;$?}uj1?c6_k&iVV@r+c<SXa}76$)cfKPYmWv
zT^HR>j%O_zmSWfA`8gKpPr2`Zqgr_(ayG)q8RNEV=Zw63`{FWP-PqzKoNZr$vv!NC
zJc7u|%1Ri#NI*Qj=1@79`!Q!P8(csWDmfNC{B?-*)|G8_Up|9N>@)WWUF@c$fhG6n
zg#>rRh8W`a*wBj1#cZ^Vw}#Uv&<W4-9|qxUZIE2CU&c4F`=*Y`W4My1f)i|rX57u*
z&-9J^fUg-hKQ4|^RuBtF1d3&U`KPpEuj=|BkYbloO^_G;dgiQwPyeDZ7`hpnxnCvN
zaRrOk9)%Q7qzm_63mmDmPA>;;<EIitlw!Yol;&g>=$V>QI)tq@yPypY4%*t<PS~M^
z6tHM|u{HH*eU2hMZvU&srgNa8YWYY?(=~=&uqL?xr_6xvQz=(AWhmh3`T~(2Ex0|?
zN?$ToTP1QxN&(|NcB4e^O&x=*BYBH>@<Z@SM>=Eia-1y)afXWN7e@L*V!99c8Q&eE
z3)li{uL6r(v30aD0!QA)(S_chhcZ2!1W@3utmdD;6}Iz!D9AL^-}DAR;O}F>k&dzj
zN_glX6*cv_UNDR#8rj$Eo0Bz0C%qcI<P-lgomLuTL2N0(atll>;<QgOm;PH>x>-dg
zZimQGy%Tw|DyI=ck>d$MBRo(UZ9^1g4W<;G57*R*Yad^PY3ehzdtv4!eeOleny37l
zU@)Apbr_WT#?OAZY!#-l><W51C^c}~sN-P#MMZ<#cBN`pwIL(P*&Vzumw)!(j=ld0
z1Dg#>V;9>F%r3=;rWT)67BU$9h)iysY(KSBK9PQBv46)x@7=ILSGLv^L``T(@GxTd
zW5%^1RqNfHWt_%p$WFtO=bLjYTG_w;-?w*nyGEqA;Y0C3VmDP)Ll-AQES5v>rV=@D
zeN4xp-b5`6Uw!{ekKt<$sha!!`;lX<Z=ZF}p0zLTW9&cOe%vutpC?_)rnWCaB+bvm
zq@(B5uU@<1$A67|Ax7l1NokFHQ@!;3LZR6!uaqAGm1@524dz(VTX5?gSM<4lITBfx
z8T)>}OW5YeZLaQ`-%LCr{fdLr!b_iBN@9rmFVg1I+@2~~>(#KvA64W2j)Ge#6B|Y}
zQ4Nj7PiRUOMG9ACHN*SkY1}shNjY)U>UM5QSMB9hn+^Lx)vbwxc_UJcVTnCbT1{w<
z1zQ%Us*J^?e7X{YE3gH>RHnzI5UkS&#+7N}*NNe$LdW-+24(zrBFO9&9j>7**g)Kp
zKfXxR)wXRO4XCYfyT(#kn<3-V{qGJ3Ke_g4lwtjLBbWJA#2%B6SLF?chhOEiA{C#W
z=Q1M2BqFK3iHN9Z7YTA2uy))NwYBgLY3>q}%+2cx<OJg|XgF+aZ0^`8D0Y7e%2$T#
zD3zId%ahX3#-O+H9OoJv_Oy_>9_Pc(+ioIMIdJ*M(m>N9c9bJe+)3;85O-**`u>uE
zf!&4qLJ3<7L)`Z5>B))26DvAFvu=&LEERW~1DyF;G(PEC=EWgDItzBJ{Mi+`Gvj30
zuiB3GYz!|S$i$^+mrA741|=qsw!-0Hv!ULwnL*Lg()RTCgJ!4%y{Hhy`e6}FlU|8J
z$53|vwCLK|Rr0{fH{MU7{}&|o=d;!iZ6`F}Sx_z`k_+A&)K!NOPgo&M>{;ra6Roe9
z={<bN?57mS_V)FPpyYS{C6V+k9V`NxE4QkK=jb^djXzlUXr`KybRLC-O&sTPC*1Bw
zL<r+A1g)~9-WsdX9XZ`|l67_zsC_jx^amwJ8br~+v-X->ytA|O+!74=bL8a{R)Tls
zR5O&L9cSUq(}YEHEIiRM(zP-`;9J9t%w%-lm~J22>hps2tfruOC8^nw4?A(juD8#!
zK5Dyu<<OBC;OljDPS`!K*zr@>?@y2~9r@!cfcTVKFSZ3sTh@>Da%=fw>?$kSx)0?`
znQG)J9;c38qdd^VscwGPm-FO~zpzWAX`)mP{j8H-(5-x>uBl1J%8G?{@9_T%9lXGV
z5u;N!78cC0F<F&&O(gyM-S*Kc&hT;2v>szIMS)vcKKKibEJ33HS?6jf)VK<1CM{7s
zs9^3MMfLRkFrfCD{Kd$sh{f}(hJwQ7Ozg*^jK*QB-NuE;czlamPO?{HVj|3OgzqAK
zT&ap=raP3LiM)Jkj;Cka|ArE&l=aUBl*b7MclH|>MpLat51ts6StoV6UE|GV1vgv^
zYI>awb7nh=ZLw(B40j(+y?nom7C};Cjxp80S`W|~|G^F^95$i=)Xr+E#4CI$Ipwp<
zfB}Q(``e!%ZGh<ykzS*w1GMuE2K_xU!LZwb!NE>oH_PCpk`V5bOl=AI(XjEQmAFYu
z{1CSumv6yRts7$v#X1u9geM{)qX<^aQrfytOPT12#|g{JhtGGTow%>;bV;r-d{YBg
z*?6ZFQ%5cRWiU5ls@ltktB<E1s_Pev9WBQl@%4U+K2T=~P}mpO0BRg84esAZy$X$Y
zOqWuM5w2X~@c7X2tb-Jtl=-da(keXF1&(`c?L)Xf{nr%hq4#YH$ZypT{IeESjEkqj
zJb#KszAkc1DTh2=7i2gd{_983thvJL-Wh=QA>RW~#}u5INs@M%5?sV!hk4WMo9CJ>
z=2gOn6XCT{DL$+)Sd>ia*D?@ySz#<VOIUj5d=luItEpYWg%fdyNQU91S{?f&*F)Gi
zdsWfjBjfGLT=7BnO`-kEx3Gsv>UFdm6ea@2b^;F~>$@*Vn!n{<HYN#-$Q#q@?I6uq
z{2Za8PgMWCUAQd*0r{m^xL5pZ_JS+c3QHKRuoimHy_&gvvJ^$)h97UcMps`>KXZnZ
zXkoKdDJNDPa<=WSDed;m7C){*+3iXC`25S(7Z2s*^w=a1Uco0!{oqsDAxG=`$iUS|
z1E%(T@LnVKQ=Gi{$DM{$5_&QhwW1X*sH=$kM8Ib-BCL=9@~!C2ZEr^ky}p;f(}_cV
zuLWcM4Vt6dm!RJdv>YQg`v-H8+ZHR&kGfCq3=%mR0z<YSKYz)mL>@t&`TKg&JWHYh
zxxZHcfBJ%a+X5z!jw^C|<n2{ky*qn!@omqcLK^o+;`xWbyf1%XjNT`BM$*QQhb3i^
zQd#In6p;voNgfm*h69$TXk>Zh^*DQR2%oeigpWyVW`tQ{To&!jE&CQr=h^&->Am6r
z5BSWDTp90Er|M~!`Vfh|g`|$OVgPK6+cB*z5M0?5KG+FSLD2d*P3P2C-@-)gP|UJd
z`F+p{b<~>BrWt@AP!Sm2^~Ems0E>;++<LOSF673rw_4f)PliE^#a+;8xxzvMF<cuj
z^mbdyji>GDo^<m&%V~x;bk(Z=SgJOnmAB%wb18B-?p~3bz&xgr_Ufx2B}!`ZT(kl4
z8j&04cPx5<aw)*XQl(wGZ5p5_<%7RK69&i+g~cIuImF<gf2#Xe<>7$SrInU8j>YB+
zN_-w<0zD<BiX-jyo^wj@B-XibY`rQZtm=hEj3%)-aFQotaSylmzv7OT-KFg)>k-gi
zyI8;^Iyip-*xZ~RwK0(3CT>P<H;=+K-{lh#4+~X<C6~cU4N15<dguTgx$^Ypr(Zko
zV^0D<1jRL?p0DUEK$oPHG-jU2A>*|YRk)}wYMYQ0o^fU;4HmzGkXp(ZAjiBdY5(5s
zxUfM*$L09SMIo-s!GNMr&7HAMz{XVS_%JFRn%&VO_eViVr+g((+Y;hpBc}CE=EK`c
zY;kEh`&b;*_&l6Zu`-6^*AVK6LG?OGou*SBpYBU8oTP}oC$oPXIAKB?Qj!C7oh^%e
zqK?<QXQhpzTePe&cxquO=st!jGKbi&?Xp&$`?!uJs@T@lO{_9T@x3g0Q=0T%Pf_|s
z=tmFB6PGvdcJXGJck#%*nDVrk;zH{BMd)NTd^Qn49PXIC-Rw1M(YD&byzeaK)wdk{
zW7PBpw@7%4w2bO~AC;d%Qn?bGq%4g3V6I0?F0Wj*$YfIPrf}U$Y?sZ8|CJ_OZe{b2
z>&p+Y-?jSJa$UF1mWu0mf`pG{*Y5M^NN3HC{=Ca)hshQ@X)(Iw2?Qckje#wE7ihH!
zf`Nf@N_~CA@D(^$91Un=;VsOLw}6*XQklas!CRdp_@wEff78qP(8dTOMtV|Y6V;Rw
z`26ICy7s00oBUC$aU}&>e^E?oN`X)?R9<yL6?{v<p<<ygcLFlD%S%}6Gz9y&g#{6#
zTq-vO<UKGOm{w=GP>=dGV1F^tCBG*Swv}18FP1Wd1$^(Uu4d_fs02~%)ST;1n3Fi=
zn_sn1g^>{Vt+EkskjF2-+(&jn`4}OK`EyMFtjldq5s+|%va+*xvPKjQA32VAjjRxd
z0J<lpSmAu;eV*youN75h7v1-OkVgK|berw%gy`jxGQgCS40HS{wzSvQSXTxI-KET|
zf{jm0-TpbV25$YFe@LZckf4CD;6;3>dfr@Q(>(-lI_?*L*%%n)M=L$D@~;$Z<9Sk|
zR!dCUT<RR%IMySlOhcM<nPxUqLBff&@i$2ylYNp@*!0b1gc+<%UcQFigLZ1-y&KQN
zgwXUx!aXTh<K3`lGA9UXuBUIFkRpUERLWZDX;lN*`wh3}YTKIWW?n1xE91D5W{IJT
zBv^!Wn2`7;#Cj!BgT%$D;*!%=R-Hvn${@BXZ7s3A8*pQ~jwXczx_=u;6(PLW@qBIb
zy!&;0)1&hV_ySn+#>tN7-Wj5&wiR9ZDU1VNS!LZ7YiNeo1uFXr&o5M9jNiiyBS5*t
zWfsrec#IB_PrXDC4G9j9Hf7iJoUdor@yH`m2^0nNr)5K2?9VnYAc-`Fv~Yp9`qQRb
z<NPHxM%?!}-gT@TEBL8n2rrAw6LO+xop8F&L$Z-om8MasE~LzxX;v}Q`YsHpX!5`q
zmJl>vN9FhaXJbCrU-shMUwjyGzk0@=Y^&?L!rAk;QTA&}wA3>XQaVS^4D^nwo;wa5
z^?I4s=kQ0{OrMZz6llhNTtk>yqn=bNI;L7nLaF`zpmv$H*x^IQ9*RO6TsH?DU8k42
zUz&sM1l#ad$26Pca6^h%G;uSnU5sg|j$<7as~>a_!2U{-=$$4NW}lk>F%$@&{QiMG
zWe-sj)^D-Y*P>0ir~y!S%7mI@%UvM_52+!(sZNw8YZ%HZq)@*NOhXEXBZoT*kfLRD
zoiJZeC$ZRSSTrtlB%cW=1)Jywsrt#3Tjs7Qy@s%zaFPy+C}syCPkyy_r$dBbxxO<E
z#|f4m>A=<OKD#KR#arw{-s1i{q@FK)2`3CSU07Ge{yU%g_<g)AHeEX-xaI7m$<p|=
zqErD~zK}Y*LA39o>ba${3%RJXTvEcqIjTuqjfsu)S}Vts4IdZpnt#{I3S$e>rRj1N
zwx-h4#Lplbgm`J$Q>-4XoSt?1*d5oODX&kdjJDxq`=)1{8`MWa-l(tzX@*(8yR|)X
zd)zm-d$P*2?N>&7G%wB-Ssa+21>WNXXmvYCTN)^s`mkL&ZeqMI8rYPvc8V)qKp&<1
z+JKzAb7Mg5z3fIJJBX$w{8xMZw~R6Ex|$|yc8#8MVeRw}Tm&Rdl>T84z3*`^=ec0p
z(tP6$p**4}?-xMm*`ecgB$RiV-o7ybXU5G!;NN3R`2h3do$&R4I#e)S-}~TAsk6bP
zTMN1Bp#1k(#X(PZP@IoJCc6H6zTW&SR7Ia4=Y)L7n>pK9E_*Pw8Y=8lnf_f2m3pTR
zI`+{skCUSH(WADJZw)~D3_+w*2&~ANCalKYuEx45i?F?ET|lpq^!A*3WsLkRSv_8B
z?OitYpl2SD=Nlk>aIX6W!m|i5oYd2KYW7&`jVB1Ki)Y?Q;e-L?M9oaES@w~J35dbJ
z8-S@yE^c$rB&c@!E0cAnd{U&8n$Kons>nx6BguL7ICSr&=U2A39MVhmK%Irw>yt}k
zI5We-m?Tqnsp(s4CD@F!cB<S}W7{PTSJHifjViVrr%C9-jZcEz=&Yt4D?Uv31^VQA
zNQLB)$o4|myMpc6@_h6=vCm#;RhoKfjr1sVlqmQdRSk;SS(Lk^R83aswvQd%_vH3J
z|1Z^&z%UO!x$+`oGh;Dh*^*|`*4p^Yv`a#8O;>m4o8r8h{%!JpJF3md<@yr^9?=or
zaQLmoj@eZShrR3zKkW>QMN*rG3hb7O62yORy)d{qb?f6_eMdxHfb`<Ei0oN3eh55U
zc+#wDyC49S8v{T{10@gQr0~>W#~vVo?U@_XM!zmjlGiw8|8&u!thhs^EZ0i`lk&Au
z`sbz$y<b=gG2v@^sb!m`<{<?pKtXHByG&JZZZ|dY9u<BR@&6>O9PVEWk0Wj7&!Ljh
zwL4vDzgCzijFRkyBuP;dkPt?1>r7v9H=0H3CRzqxLU{Gdj;s%m`xtQ{1IV-a=F&V%
zIS7%u?Ub-N0M^A*+kb<=I-q5GF9BGm;kKD8^JH)S0^`8XP`cxcD|5p^LX$_{*e?G8
zKbO?T{E(VNj1^f+`Y?>I#A?URfNSCicK0ngDT{&bBVlBTR@_5d-Vb)2-`n{o3>fBV
zagF%iL^wzs+>&&BIa+wZQsTY7>hF+_(-AV-^Mik|NHg3{{(<&zi40Hww;OjDW@Z+D
ziCAw&ct80e0krQw@^)vNgG@8PI4Il5dWtBb$j~0wr{=tnf>=!0oiyF2%qh0?fW%nW
z8Wo*5oj?1s0h0;4H?4<mit=6jY!E$k(?~&d85V~8jy+I8pN2A+DT7<Cr0RwHgp{(M
z_wS%wIW@Nav@;HQrBj=3wCy-_2!E!BCcq`9`h8fsHui=KayaaVgy8?oXq$g+b7|&l
z98^ARAWb^i&@{h!w`6a*u|o%&(+XoTkd!ZM1SL!~`9?ZcS}BfkfYSX>35A-wK2~(8
z5*EV`OGJnjfJMm7&F$867~Y9HGoDPxN?x<vi*$;e`JM2Lxov%YSJx}eiiro>`DCM^
zCHoO8eLfaETbmBQNmfNK7vJFEBGeeg%UaXl8|%%oTf@-O#)5fW!ZK6ffY~UtaW({+
zU5*LgMmQVk6skNMz>pKxFPYX|GTjC4yk%4*L~g<XmEhMtzS1{oc{6i__LuED>wa+f
zWOP&G{QBvuRA~icZr1U)TT{;w<dbE8kKg>0>=#MmKfkj46LD1T(hE?_<my`Pz)@Dw
zqgcuq+5WKht%W8hfaaX&!hs`GI`vUxq*)TQv|<5_^%f>!d@B>Mf=(-!i<G3TpF?2d
zuY;6DQ>}Kp;GW04u@RM|&oUzRPDj^pcTg;+h{wPSB0XvyOiW%+5}iHk-$tFkw4mf!
zYf*_IzYIB8xcxG&?3mh!%sQ9a)vG!9_7&-;?WM}ps6R@RyzhX}UB5Ztq}80Aql=O6
zb;7$Ox28=x6%{V5w*ZxUYTU*x>lHGMsy%b0>#W<^Y&lLs*)EQMKm<9ha<HU%(@v*P
z1rELbP)i+dBXUc!UVT|;bVK4J^4H-%>`sLL$!W{wrz#VI@_8MvV<yWg3gd=xKpjLA
z(Rb8j1pLP>CDv$Pwj$hT3I9DS`rV=`3IK(Zhku?hc+!(YYZ(!LdOM94B`f!5F*~W_
zO;y`pO{<diL$>BYEC3%5x@&z%ZYTI${+WT<PBBY2+M)dgcVZKJ`LJrZIAjTi7%}Nw
zN{AZaR7-|1VldZ4i@zbRjm$M?-QHHV+|9buTzs7qd0EIqw=P@hjdGIE2v;-i>k9NA
zoG&HId{AR0NBZJfTxhduw^8?i;>a&ettZ*k{qF_>eni0MIhOi+*|>Dyd`ii-lkO+2
z*A15LA}E&qIjq{u>~W&pc$gl1xxbL)D~liB$3c`ix{8hw;}_DH5D1S*HhWa4{imb*
z=RUk`7L9B!%!f7@t;M{BUk0xywy@;$bXtc8=U^mtErN(5ii>Xu+r82JO^Lfk?+==e
zYvm0=q85BPG`0Nt5tg^|u2x2kuadB7&V|wbzBC8LvyuI+pzdK0kcJW{SA=u&C9bl+
z`l)P5)R%Zq7Ym4fXK)t<Kv3Xy47J+9)`ng{NZRA&3OVTtrbz6QH!)|cM0L5oZsuB)
z$k(g@<hijo3z*$Y?u9qnk&>Mq>hBsHQ)+P?1AxPUlm&@`f?{9o*Q+qfn%=ePW<6V4
zS+zuS84`tRdu9Lzn!H;PpEcZo6ABD&Zx<FNc#BPWW0Q)Q{)DcslNPPbi+*}Sv4n?#
zlDNHx)<z6(<t4VpOF>FX$cgnM7+4pImRQ|C_?G5!Me*V%c&$N+nV2uOrTO_?KvxIx
z<Bp6<ow+^dxgOz5FNVzbpl~@{0&Kf@%=~W?1{MguLiFTq;6iP?fUy5!49$$u#Y5dd
z!aI9lL}Ydxdw0m`LqMaPu5&MG<S2YR!N3}Q*=6t^6&0b+D*DUJ3A7{qYZTsE7|wdZ
z3|_F&=!bz=ZK^p|y!6VFQ%{dpmdJ&LL2M7YnSZv%vJNV+6pF4yl3j2cn5NDK!=z`h
zBt_m-##}_|-QO)~9J0MgWd^GsVYqwpjm?!saI{NCpV;G@?&03Nfg_MV8Ek$x+<$u1
zDM5)468%8Sg?XU8#{oV5A^BQ&+Al}V3pBq8t})vS;Cvf7F=FM>E=!h}groaGO364)
z8`&!Tr+M=nyl5$WN!Xm6YbvmVoGt~&SFkAxIVEw?NU6J{_<R#pc8n@Shs5WBbztr?
z)Dq)AOqzVv9$^)NqcbLA9ThCw>+xqSb1R|wbSrYWA!W!SQrMj=KI|$3R&Ad8=+dL3
zFCoqV4&bod?d_t|-Z|vo&U^0G`{x2}u30okL#TQyubEvm%(>?fL~WoBmxr#lfQ*AB
zsbhhRNNar8s)l!S+{Ak8wr9-6okH_3kSLi4FCcm)&-MIG@J9#9vpc*J<M;jt84H}Y
zHM<vtZSx^$a~Xodo}qlrl143Bf1q01Cu+)%VIs$7O{0Q=LF9?^O+@io;kk#M424M;
zCVs@eoZhUNKwN3f7cF0KRGLaN=boFLoP;VXejFe*fp1&!e)0Txkt#(iiX8@7!$pq5
zMCo&F42i5w?9Q!suSIKb0&4?y>80to)q(YC+_N6{NBrCFNlO>EfH?7Azz^|;C*R!W
z84VqG%#MV#i1a&a)me9><nKDF)P(|*g?LmfWsUlA*kMH21#=0_l309flm?E1XyUbo
zc(OSe<ge|TPcPp>0hzJCT_up&OAX#Ii4)w$%)|2G=|PzEnP?P(n)B_)__s}g-(DM2
zx2k<1#f%RtZA@ULaJf#XmJ+$@N9?6EHJF{GI&61EHdm+NT+$pat_8+}&en-p4N@9%
zW~cqT4Bxd#m_j=N8H5UJQYJfGJ?p`4abcyw(FKB^e0x=uOh5Jvghe-2+4anQNVeLh
zK2*a6(j!{b7ftAH?HGgsB44j-(~uLp^r4L2)Oy3(g36nC`c2XTjkk9p6os3VLZ%`#
zH1zqOMu$B)Y%oxDpxoMeXE<MQvD1!O>MiaOI(*`X)CRxCd$JkH=9d>GCjJQ@?*@JI
z2efI9pU?6fAScD)@}{IB@T4#m#Nj?Il{1&nkJQXqy1(Vqr8#TR`b(h3EIfV8Nw|Mj
ziRy0Ja_b5C<L(|i>WujwN1m%IqDBcZ*Q0|b*KE^Xcu_70$p=G1j+(fJ)qq?0_BEEG
z-YIG38L|fVvAH@|VjUd{u)7rBa4o5kkh3Ck(QMs5U}pBJy-An?a3_v*^&zPCs_*(&
zvjK#bJ~>g?zE1QwxOJU&OA5NI9^GR$IMxT7lYyCvCipRH^Kl;jr&gVi648|hbgAxC
z4cZfu7WaVRXJMrfulsRwC%GBGg#Kurn}ncc#z(#iM_&pmn#)JQVnO-Nxv94oeRX}l
z@wKz}$N8oSc(1W<?{cjmfG3M)aApQhmZKz+pTeahPnCP)ZnxIxEDz>0K38HhKc>F?
zounSomiV?dz8ra${r(;Gx&}vk3}Q(JpefJg00kxl{9X{pUDKmz)ZdEn@=R$ZW8++C
z+925aakFcuXCyOr70UM2u94SksMe8z?1U1Jc;4RBgpkNkFl71r;9Eu@qQTnI3RC3|
z-A36}|0uCxtsG$`(fGO!-$q~aCkIC6H}mHo(8w_4$;nvGyxMlYj%+c^TvYT&&!zu8
z#))y>F@f#e@+&|eZOinbKJas-;v>gW-BK931Q&AS`4@uBW}NFfpRc}zN8hB2{`zY?
z9zYkL3;68PxHb%Bw^~gY?X}q&*=Oif?fh{fzzX0WHNKAWS3NFRI=M1eGmw|eqWSbc
z$0jc4%l)$u1v7;p6=E;fzvV$2dkOtpw0PjWCls?p=6O#(Zb%q8;fY6*#q#^|<NB=3
z^wS?Fk~4&V&k+5ixC>X4p<qeSNo%syFG%NJI7ivQ;&SZ-Hec2Jn*9*@@=<<IaPn*J
z*-qy;W7NO&0H0jGS3UuNHz<=`foCq?+*W%|mSb3gJnCxZ;NXEwc;cwe+@&EF9SkgY
zNU+|2$0?k{dfx^eIWkq_#SII)N4v-B-Z9R&2(c1j;OCz2;v3sRXHjl%BJyx6PDd^y
zzfBtL1{_9*0;|L6(Y54n=jV<^Gliwk5CmM5ec`(T@+)>tsBRS~oH=*y(}#yFLP(Ys
zBX6;{r%={kd*f1i+J=swhC>#YYX<M^3AfBw4tbZ8WPr01()OJiT7C@<*!8olqCZkh
z6>fofM;d5&wKx^dGp6OYcOsII^+=k{mJ@+XH!@WBAX$P#Fi}-E_gC16t>;JKnyjyv
zQ*K(yi;@($Z7Sj>aIV<)kQ)zlnE8RN{xiNh0`el+6I`JF<OjoLODt7>U~=cxQ@!pg
z4LrRQS@sbJ^R=!DX&|(7aQOEie|F$sp>ue;0`>?&4V;T`OkQSg)%AciwxcCeKkb0{
z5<m?K-df+2=a}vdoq)zM%pk)93_y&ta1czf7;MplgV%pD5oL4!b`*;pc;KJ@e^;3E
zxrdK+`#h8$c814ygLIr{VqU5%ESjz3l6hn#&An|(V&Bf^0XVV%t(Lg(+5W8Aql1+{
zot=wc`-6*!Vx~;*^hmg+&BKIZvcE##AjDl?gf*-IyUm<?1`YRr*0j22qW;;pI>3(J
z{~T6`-Jwk1U*Pl^Wb_4k2D6znQr5|C1}BF6ozpX(ZE?oh0PLJB{M5-sFeV1RFJqmK
zFO82#WqS%CuoTRJutBrhYS}UMBp~{97nDTKWW^=dtepG!Knf&ptebo>THVh&5dBps
zl@54FsDVF2cPw}wmnf`;4m<Uz)c7ZP%nva-{z2e8hETu<8-LF2FwP2r%~CksmaV98
zP54kaE;*N;Nsoc)1mE~TLjk427=g()z0E^Z*l6ZjH!^|N_+`tz6_^)dXN|4QJXr5X
z&Im(YA6pkf&1B2B{`{Keeh-)CU*HIaaytiR@+Q2+8FeBwj{2+@bE8tyr|q~f>i}We
z)a!n~-~7(XY&7<6gm5}}_IF6Sa4C*J{f%GRv*M!Z9B^*JN+X^%V1hilf#hLf7eEV5
ze%wo{8u!2g33OT|;BP+`vADi^gf@HNDe8h;R_7SxFf`;?SXd8#lH70Y1r!r^%e6j_
z4RnI+W8V2ge1FXTXU9}jSC@&JXLnff@C|0*K=60cXGUs|E3x*O$dBPcBQ0X7n(~e7
z_FXa!&ATyYSIKB4<^8uJ3&MrHOBb>=I)}8}2u6qG^%u{Xu2?)sX~xwH@h5yf=pAI%
zuwun|X47D!QDVfP=9=zoF8RdHGIw2!TK;TIU?GbrkQf+6m<xx^LN&jJZ$)rSE*sa0
z`A_1mgvtw)v%4N=+ZvUssqGzTVr$MYAdU*9o1x1uC||(;^~^QbT|#^N6e0FKSUhN#
zIJg5~`@7a$U{n8Xtft%;k{;Z!-gJh&e!iCM<(KVCba&u6u>X%0P?7<ILC|^Vk=WBp
zX79Zh-S9!RL0GERm^~Ry!fv-;AEVhKH$Q@P+D_+t(kVY67>z7CD6bH$P2%b>)bU&^
zu?G(#`?Mpb>f|o`s$iVB5sP7!%-|*Cg;WNB(tw%rV_(2p$^GiqX|*vni`CM|h)EkZ
zlvGmL^beu()YJWBzGnjchXQtC=nzDZsdQpzEg_3|`=?DSOTUEX*`1BNBEz*`9We{Z
zbvCBCFs=B1z7w!Qwoq`o9K9(4oa~Wr{A%)p=F<3D-~OFgbYlGI7Wnr%hK{g+_=)~B
zSZA-UEpg!-5ulKt^-r2P-Ph*-=^X6)+Mik!IMLW~JkEBMOz*2t3xzy7#K<B835yuY
zP!JzL#yrtD+vWfA0T_IYVwP8*^+GV?P@d+yL`JU+>W=|l*|z03ky>%zDOdVuak3Zh
zPt_D>Z7J~P&*T4hlpGNF&kGl{q8nv0b)-cxKPp^xIdFc7@PtEZs*f&@56)X#n*#Il
z41}DuE&cbTMSAa4u`0HNQkx!unY4n<w86K?cbMDvN>TW$eD0AN0Yunxn06T-5IBvC
z1TqFpQc9A+Zik6$t(;6*N(eq4+dX=uuBkv!ffSvUFSG;n^h0jyActT3s$3`~I`F*7
z6`n(CCVo59W?1a6yyqWhl{dz5f>UFEDYrxQg#cIY5}{*3a*dY^whMCd$iqYGF@THm
z^y~uqH%!9KbQQDxs{Ub%ZAyPi0iDGM*z_lXX})??&g#Ja=-`5{4{pCH##Y4@>eo)D
z#nXq;l`ZPWp=l9dx$dY->5ly5JAFO8yl%o#{uMX~Yp{G6z->pdc_GQVbMyfaQ-hLG
zhF8qe`mm%l0hzy`G9r_&ckw$Osfa$3W>Ln*q=l6~w-s3P|EkFY36oOcN(3Bey1{}O
zSNGo#7ze@=LNElnlhV7FsY^ptt810rD*DhjErgzL+K=15@-QG$&=4xJW<FbW(6oyS
znPh#pQHmQT69?2e4p9q4b;NhVF`;m6c7Y|5En5C=11otC`@aHPEaVyx6F;~Ha?w_x
zvf^U*N~c7t?8w+ZK=>;xSfX=*VE-Z_&+E}wp%7S3hIV8mD7=@vL{^BVJ8}8SoOzO!
z+;Z0t|8L;B$1r<n;qwqdi2V1rgh&ND-<+nuuJ7gDbyQMqzj?aqe_^z1J4Ya2$VLDI
zcloQv#T#b%W4FJUuo5c&Nz>PDsa&dv>{_m;tC~F9_wu<v;t)#SA}ljF>P$QuX71p5
zU5C;@|Jy^3J;S{?oxq8cl>fth4KSW~?Wa^AP2oZnjv@>7<GCSRmy<LvuJWt>;d_We
z#7&yT5*#esS=Ie(_Q;1<8*QvEo+nU=3xGJwK4|$Mw)>Ay1p92-8Le3oU;lIS_O<n0
zL!XZ(bK9ETbq8j-@jmV`ZGOjJe&<dHB$Q`5Y3?VOiVH&`PVm=2b9l=IViQmCf}T_~
zS`@Le3=MY0|HQ4hg)HIR4#+}`iG*aOtBG^_#A=$YC!SWA2xBh=jf80W{rByJp#!eV
z%@%`vV9Sm-?a08|nHXrky<h&~bf32RO5fPJ&rmEbipuEkjYr3Ua<bQ}dl)YtIh7>z
zI2Z_FCG4(eZXIfa$kCrO=Kb62zlxkp|MFfUI`0_kGc?Z|%S8emgsJ262B5DC>F5yg
zEkP^}Kw4-UwKz|d->EsVTpzHKUMde$@LL_xg1n8ue{X}A8R(3N<LrHiUT+F-Rz8n*
zLG-h=T-QkC$!s+>SXghwk#mPl@_rbf*0K?zccfXEk4_(P^0U}+^?JF2UzpCx8^8XD
zJO7xJr%j8FS0}{9PeKFx?@L}<Dd75e^4D;UNXL=$o2xe_R_s%OwCd+c83umc8)?6M
z{+XI_8>*&M5GiIroshBhBupzzQFdttaum8UpXpaWdK>e_vMb-1PTx3xu>9iwsZGKN
znLe46yHS>~nv&%G2~@#MUbCM^mWcoJzo_LfZE5UBqpZFj$r8hW?Nh_FCuF{v+PT>@
zC>fxaP&&|Bg)Ye;#r#C|MNC$21fgS0dW|>xU)2j>6(@m6S)z7gkkHPC*8wEO^$U93
z%%SqPlEP?A?C?6N@M>JtM<qsjk4ge@!=FTiV^6#_aJ*NY)V+8_>n;M@n|Y(qlo{m3
ze3i4Ilq09=?4U)<5mR}tR#=OA{vlEpk}M=4;DbLcG09%Nxo<;iY21BX<)G|-L=e+y
ze+`p<uQDC^5?aW63c?Yf3<19p3H7HJ6kKXaTYw8bXqFT<cDR3AVZaofJ>nji%gbaz
zzpj%Z_B|cx-&#Qs9a)F?)FUiD7TuKc+rcsdSNY7y1MRl3l2Uc2zz@OX>#}j*c|{(8
z&M(W>KKFkA^lPSnW5?QQ!@|b+vOj<(ra7i#3R*xkYYHa-SLA2zB0c2xVg7Ub0z{E>
zYV5hZi}#kHq`?wbWV=LtX|YnR*AWAHyf?3a8U|b~uS(M3jP}Oq-jT8>Ky=DOEpl?%
zFQx>b1g02B1#vp(Um%(LPW;pdW_W}##E0f{DusZ5$Ynr)OG8r+;852xbLp!#U`BwP
z8CfTJ2emfB2!nZVCVc8{XL4$=7+{v3i%)a_p*ni@=ceLLs-%fGTh&WVlPZ8H1V!hs
z7hr<db#hE}L2XFi_@8Q3rQUzXol!^0$S8#V4L?}VUd2s{4u!53vVAi7u5&MH6#dWy
zMW{1b^Jx!C)p@^K4D3B1=u#qc;(*)*gOP1KLs`~n|Nnw6_IvjSG&3$yu$^fB6Vzc%
zO)S1fWuSF{62XES2-C5j`iax=D)Qf-r{AHiV`Q4!xWbD!7ekVngJn>rwH-bQb8=%2
zr#St9e<d79$3dXRiW>YeXW`e`+K{MH=fC$}1ScgW1;MC^Tou$W`KI5S?&<+Er4@CJ
zaAYu4q9!!#9!)PkTug%1w57q{*Jx-M_yHwvvD=n$%B)>%w*4|cTDu=%$rlzVbp$5(
z4f|ML!$%@C`HaAdYjk#)y@({@4Fz2bGr?@Pii!%~>T1@HF2~^k$hbp0NFV_HWvPka
z@Fre)qp~}s>8eupvb+STdrD~5Bm_y|3M%tnEcuh2K9;RLJlZR8-5s&At-on(S3^Hs
zGQJdm@6DSYTyN!p%UP{aT`td`d4gsT4;4jX9?<CQZM9SDe58Rw`0;gPW1|`9BZ(5+
z*WYgl{O6pu>rl?1x&Sl~{nMNRN(p<KILacie=O>EWf_V~jmPgr6I=5HHEc_@OlG&G
zYD?rulg4!yWy{a|oZ(DWDcRQ5i+cE|0#F0Vq`J9okMf`so)AcHXpTy4VEF`n!!jVb
zLJs@p@_K(-!t9a$mlgmD{lrpH)>g}7m)8R>0?`r?6PX=F7Q6AY1Gcxf*MY4qUQiz6
zfyeuS6TGSb?Pli<&_vtT&aN{Qo3_H^#+n}W1;|miYR~Ni!6q*_Fe+WW0Rp(I%?duC
z9bJ(=)3Q`KoUJxZBmK3fY`fdTjMS3tN}7Lt*q-VOumjai*t4J=zd!K$w{Rj?I4dlw
zQ+NC=^c@oTD<+%+-+t8g_1=8p+yh7!QYShY{Yfag`&xSAd&$nF0($c=JA@p{By)h7
z2nUmhD6*k}lg(@bicB<|%03e`tNjKB^A#p60@eROv-LNs+KoN>Z@2m4n@2mgH;M@X
z?|8%fh>O%n=c(-%%TOXjovjB81A3m~e#)PFBVfICDtdMKs52eOhw_$chJv(62<%CH
z{a}jLv6}qfcym(TS>ID%Ak?+w0x}mCqDFE~C)GsxO$wEiNZbT&{Qg~3dPV|ro*)0z
ziCS1tuBLdhWVi7_bd(=FlsbSM`h2U7sA8m&stel7CtK2culDvi@R8UEv&>KKU>e+n
zGI#+V54Cw}q(WwV!Tz@NOo7se$ehJ0p&s_XS^6XvUNv-u;c|eZKe+P4<D-1O451b%
z5nxDSJOtKCwK^+&(DN)1^ojjr<_cJ8qVa_}%wdYUPdB2ov-dzM4eG2$+t__{BocBr
zup7h&OrK(2KOAvXe53d)(Ts9vO2!=zWz-61%;?<L6z@ojUdo89_4obYm_6d~m<x)?
zO#-~ZrTD)CAnwMva}FCoV%zg=Ke9A^y&7~@R#rNl7B!Wh#9a38LCHk`=n%Sbke?x1
zZ8Exka1a7oybWnVj{Lx$#V(X;vD#R8oR?bv)h;}_)yuuIhitAUgBUY>@a&#Jny=4f
zmFo9Y4ZV#^+3bKn|3vI{6B=9~w7s*lQB99Ka|8+wnKQ}#C5<|)GhkIv5bVzxH#HYw
z$^4;Rc6-QI49v?B9S`R*JZ_HTs)f3{y0$4Gg;rotp}mT^IUF2ZY{N5XsCjyIB_bpQ
zQ<T-yBkbkkC(-ebChb;Q=-(M-VAr?F>uTxdFyj8e3=3;Y*mLtpkm+_bl#*Xq6(wm*
zSu~!|-*&2o^5r**zy2C}9X(~|heMZKFGmJU%Nnt|am50O|FWY>%6-NsaUMwYvB%r9
zGPSlR$An5M%Enqn$)Rs>r+cV4%L!qoQFiurk~ByQ$LWkT-C&j3RI;S|PC@y}XxtC{
zT0d4%;tKm6iJC7<I668yoc7yD3JMCg2UFzX1RSVq-uI=cyva%C0>fS4+rMN6xx<W1
zy6YbP+E+I_@u7j<VM~SqG-=_T7>zLl9dmVwbnZ{z=d3^4FTW{VLgiiy`0T#(iU=KJ
z2Pg>BZB$o&Nas#M+{Bbbcr4-+g=e;loH%*rXH{vY2BF(J{3J`P;%nMuWW6AIXtjCb
zg9hFKK|zR5fB!JfFVQM{|Cucg;&Rws2ffbipTEK*GksaC5hI#+*c;=urzlKGAt<UU
zdb&|o`NtbGOT~F<<z3nO%f7;udfs|pWv@IiGT5z2z_<|xEzJz#GfnXjA48n9g$e51
z+pxZ!+w+|wr@HzNBg_O<=!w(V1EaCTBU)%rXn0LhTIvGI2GRZLoD2v>Ed09hL`{Kz
zTv)en@+dldbgfW1>W7*oa*Dzwl~s=IKDVQlBq6;whq<G8^!{o%9E1Ifi%cahgV97I
znV!bB&+MJg!x>^#b@gPki;a_9O~t!Uu@-rd@e7NfJt2m2Ebx{Zfb-n8LZQsR=-k(3
zF1?ennPFJVNEi((A=a<FF5sWAY&Pv?w5!U=P<;J_pdmk(jWMxhD9!!AxZcA8(T@tW
z{-ae4|Goy!cr&?d3pkO&Pz-o9RTOyZjM>9KXZ)EvW+0CU_M7Z7Fo?A%mXRT6<ffYU
zIU!0Q1*VyuiJy_QD$)l~;54{u13}~)#P8Qgsvw~>0QBX=%H7u=$Cd-uuC+uA+?^Yv
zq7ps1DvZB$^R|7-hk9CJJ1RYaav{510E#zDO6v{HagNF0$rrkjQ&BXWvUjktDX&WK
zk%fup4*vks|JDZFiTGytq>#l-!Mk=MZf6v7NUQA!novrJdmiV%UeVj;g~A(pE=R&=
z4gA3H!}FcUoT5)7M0~bf(1tkQvVNi6qkHn?iNm{l&^iFAI%qHD7tPi<JfE5m&cV)z
zY>`u5UPo9v^xR$V&niVfCq>`ow;+2BE>N;wmF;hNjQM@N&G2+;TeCY!)}5sQ4Uz<g
z=j;Vs&Nur{F#u5K^mUlMV{AG7>R$LzqF()S?Hg$Iymf!lp0I}YhOJ=W3nUVafrQL5
z&so5MQ99rh$SL~EU2<SjgO3V{vW_|zO$l<CU`7V2-pm6TFk@1Gl>>@4`|8Ow`nwa}
zi03~`c)G7F0-e1XjQ<jHcW*I)?0k7RW7Np@ttIrM_e_nUkRR;O9T7&%&->ksu-{6Q
z2FAfi;h6ZZ?cyAlnmdwalf5GTLVNiX*t@kBo*U@ZM1vwPgT8S5^ZNu{Z+z)wwiq`N
zZl~YhKx=$bc6RI^l(M3rx$PCZ4!HN7T??B4Y^<f9mR>GbZQU3yKsnV<Qv4q7uSUce
zuj71Y!Lh35^%B?MN9giuLmrto-XhHX+Cd<wNA8$h6gsZ2WBS2m8B~827@$5#Y|``e
zu9SDOH73YiS8c`%C7JLm!OgI0$LBvVI&jHoziMtgp_jq94*=|V=N1S;AdaY}M-!l9
z43AUG7%^RY!+#r_ta)sLf!%{OdC(>A?tJb;^nASfh4k`e*Wp67-NUUNIIJ*GQBn67
zYiU92)^8i#$Z4DqpB~HRr|A~pB9%EcFByIoAcrx8H3`rg{8o4B!l>gJT@;w;Vg5g^
z%NN5-85Zl2pVJ;Ol=`tL(2{!Jea+TIF{5#qFa3Y6``;H?6W^)+zB8c@d8h?gDhyjJ
zwy0WlOOg4s9vxqeeIScud<?FP5Dqijw?#{D#Yk_6uS4O7_t)ToXoXBqpq!+JQ?eBt
z`*xPLUart*Wko)q9^Pq9m(610)xBl<wcSd|0*4YFp9zM_+LHm9Fceb4J-WWj;>&KD
zp<qR^tMd_Il<!->*5Ye*YuUK9gT#A?N~Af~gG1Y3Y;F>Y3u~!wVCpji`ilGJ-mbZU
zq5zaHMGxf-jg8oiD<d;-8LjhhM5rpiEe7kqvoN_jBke|f@vk%1`d;odC)44})zQUA
zx(&752=j2^BcRJrOi9{Z4SHh;m95IxuN_UxwH;&PhfiDjmV!jn`pOTIXhQ3}CC~29
zy#&igbO5MXK(YDu>`@luzP2($hmzre=RrKc{y8p6A})v!)CmE6@A{PBKkxY4Bqp-}
zI4g9HRB#bjj{?gP*clb&YHE5)rU4VbHI18+xqjiUAc`tF&i@s-a=vz+y@2^B{i`O5
z9*W_y6tZftfBY!^UM+&`So9|_|7GsLyQ${kCBIjS?2t_L(!FC$84$egRR6N;@We#w
z+pP+m->ESmwRSb1lrQ1O$UZ5P=Q1+dGcY!L-Q?4bi<R)U8`Q~&Sl>8T_V$k>u1|Q#
z8j6-9oZ3!!Uv0`mg!TcI3N}?4ZjqnS=EIT22@3?V`KyQ)Y|}LyZ7?~fLeLoak)YFy
zEf<4`H)B<L%dh;6PtzIb2U;`w|D@{dnlIXZ%mh%BvZx67bPTzmH35q~V@*MXMO}Pi
z(_sTj_-?`Z>E9wnaq+RP_bLsguY0W4a)ZhY2Y*^NC<?*f{y$s$Wz}+(%a1o|AAgpj
z%u$$b3rOjB`8?wHP?~On#P`iukh_DV-a3z-3@!;Jtat?ChgJj>&CcJA!Z|L5Nn8+V
z#mPfYQWkE;e#$Z<c*Z&nUIhi({ydCcV-Yrc4#xV*HF_Wu(wzna<ENyT%L8*GuhtRW
ztk@O+N~a6E7xwBO@biLiUwc+Op?vhL#9BLPP<l^AV-Nv23B#irRJCV&F`lKGJROIL
z+6$N7<U&HZ6?sKR!OOen52^I=_e$l<1W>$ulQoRi&|NrxAj#wR0p#@P@6_!ej`XJR
z{<#>4)^8wqK}P^(^q%GmtEAqoM5an6$U-jF{*k;fGb7XZoq$){G05g4%`zJYh8$8_
zvEFPWf!W|Fo#wF5l93xpC)WnR@!81J>U&$k)6|OQ+<y0ZH{3cxg)dNXzd-+$SV<ZV
zoR5oit;^)IYJAWj8x%tJ(fiCX*5vED8((hKD{zFd*w<sSp5F6~{+Z~Jc`7)_acifT
zO4-)zn8NjoU6NSpd5u?te)^|N@TY{I<N=_z#Ye|SWf02x=s80#DnHw=1^(dJk?Mgc
z3}d1BsDJ4i&Tbl)ZoPcq032p?ZU#lMea@#bT)f5D$#<4!fIcI2wLphd7yP*M>92FB
zXEG6_+Kn`)NB(q>mS}z7Ro+oTLh{HEorX}7f+BTGz_jJy8|-)j`g+8~lxo2_RM+>+
z<o~wC6L(SA-2VOI|KqXk8;33KhrTH@KfZq$7szgVOIXAP>XiY)3q^-_Q;{~0%KVu8
z`{z9)<v{2ayyUHTJ=YEnQFxEy+F>UxZC5C~$RGE4!`+TN&Qlo<h#Z3eOquJz0u7SQ
zpPI1J<U4?_11urBHKlO}3FjOfD1|j&<3u=o7KLOaWKQosys(S}bcoD}4)Jx1+~=m~
zG}MQ?H>cW$dcX23!ug=WmMDEe9d4PdukIp@-5%QwZlM{Bn4MLD0;E$2xKF!^x{j{1
zFQ;17$-lio?<I)k9^_YN!3Vxb=wr(`3>QJ(EeAXX$2+*J1HU@gu#x*~JNbcW$&A28
zO*2us$gZ-Mt^dSOV|eo&e3uQmVTaAThBxI(T65gYSa~8p(Of;+VGJS<z@jwz);9kp
zvgJW(#A*46sU#wyty#Da^R@N|@xkiSA@6~-mpe!{&orP4Q2Q#fpz9xJB1~Sz!qGk6
z4a3YZpxSz}n8t>Zi2c=p<Ko93#Q=zznnN{1C_ky0$#Puzz43N|4OZ_DNOgkGV=<PB
zjCGXtD_*^#{;v|ULlEH}#X8VDApYBGLk0uvDP`7iCkf9z`TAkDXGQ`tkYkPBh_A;7
z7qzq|Y*wBqv@|_}rXPCNeNksQu$pVoWyDmEkJY!U;&E8I@?c@^Z&1F>qqwzc?{h6y
zg}rJ6dJsyQ10K*R{tt6+8I@(%zWdT39g-p-N=S!DcM3>%cM1wfcS$MT(j^_z-6f48
z-QC@_=8Zo8=Y7{2V}00TkFhsja5zM+`?}^e=NZTGJDpZ&O4CN~`VLu!O!i6746W2q
zzuU2uGj&Avf`hSif7klLMvV+`fbv<o=Q=vz_D`$>?@z1>=NuX7pMbJf>t2Y>FgGot
zUdz5D^P@#;xPu|Yt36ySLT_NXYnp%*SoimROo^N~DrJpcfHFLlYV<BMRUB=tL=X+(
z!zR5^=3Ss#H`b}@o7hVjA|z=NN;g~qa6e&lI6a^#w|hvybG_{GIfYciNF`kEXD<=y
ziMb!p6m)@#teDk$zNWX65EcK;D;`WdlOOkLE)EQo41APfVRO#ah+K{7=A^oCe(y&>
zp|A%jFvN(wQ^FglJY)BJMKl}@dY{J*@%z<yPGDP|21;0}sYHQ=CTR@%)-_Y=KVSqh
zSgaw1oMKdAAxWq%JPm8vu(<e?FSz0vrPMF5tD}PPE0A+n1ADb^Mu3pGc4kHmXfyG&
z-qAA~Z!%|@tp1o(0LVT6i)d--&83oguNK997*z+TGOC!f)O#2nP1v)fMo|%5MtWMr
z`8zxLS&uSN`d6ogTm|qFLo89=SziT4(Z~)zt+`&FQii8p&eH<XtQP|-O<lE!Mkl1C
zjukTn3^0b59cNDFhw?MBeX*Tnch~EjwGDRzDW{xKtIQ&c`9O_Wc4bz9dc!NBWS;tK
zlJx0T4bg7dj?xfXLC(jP8vk?&iQdR-NI$G5OZsNs?#oG>;#fZn0TX`wPxziUh@;qE
zUrJz}s|1;kU2WoEDXSl!Su!N4Cw?^$OOJjnf<YnE&k_~Akb~;PM{v@APqUYa*3T*#
zgZWTwRiZ3%%YWu%f%rLrG#IqEZ08y4OUM{FVN=iF|H#0k;J|e!ZQc)S`OR7;hfA|S
zqn4PE0q9=RJ39eDJ9;sX)I*$a`3=4|sbG9RtJjbm<_B<ET$p^YBYZK8a(*Q+B<n?g
zS+37;k4CJERFTqR^E?Cj`JAljeq+A1?8XM-kVO?wTbB$RFY8_$Pdn>NvExQQ->BHL
ztLs^j)s8<mQC%AYvCy3pfJ^+AMy*!i+)m2~X5J384Yg~wb&d9Kgyn-sCV9~YL|!oI
z5so2Gf#VqEv&FhEvmhVv)x5r1J|!bn<%W|*Yr7Cl=WrEHm^@m~`+DU0?rcNlJ6ViQ
zMFJ9#JJo#GHow1xUYLgeP*9M1hbbR(+#cE|(Wk2{H}D&V(Xk+NpCN+5Ck1eqI((o^
z7Z*&^q0Fjm%Swgf6JgOSp}KDd@?I}cS8242@wObo8{a21CDRmpif}#j`LJT7-cmg&
zOu+UFk_uhgsC2cR4@I#d;M`}z`)mmdTBDgf-+?XoyI$ALE$Dwr&^y$J70?4^dVpXN
z5AdHUmWkUqmbQ^baqDf3E^~aK5ZuGj4Y)792@9IGm!bRWxu~kAf=IR-di2bG_QgWB
zXY}fsh=}aM(XP=A7E!kK{dIy1$f7KzvN2q8D0$q}U0cVAjd5lCnJRlQoPG~tIIVf=
zV#3*<!0pTcP(fkKfdxjAnno3j^pay0v7){wOhoa)J3x{M{4wxX8#}I&(!#&~zRz7>
z9>^=sp3x-?<5lK=z&%Brebd_kit=SA2lku=Wm%8mqPVWp#g~bgeyXPQOG@;k;tCEE
zTFUeiX0|0f0p)RSk-M;<glw*Lxu+ZFIHeX@qfLYeJGaPASFp3^{(<??j8&fs6pJrv
zC-p_RNeN>9n+Q_aFZ39iU6{_{n*wy+A%^a6ol^el3unRF1ohRSgA=;P8+61sg=iCX
zd^{WKQ|GmK&sWr<H5Me=iJxb5Ka}hPQvxgf2|b=nVnYhDF_-09#U0st-~@WW0+uW}
zvzByy)4TJQDC8vp5`X2gUjIg-@s=zG53|+fjA}j=2l8(l7{Zz@19OsVM7Sb*BM^g}
znVV)pl+rrUDLjlgEvtneu;8A$K<QZ7&*PKlV+$3(&{K5+eQ25ePgi|;g_e_>Ex#ST
zqG(s>I>{|%$Q@u^o0MSQH=4rWaY^!L{!oUg6pgLGNB0WeH|%>|aAebOMZ(u!u9sRA
zVjX<P%Z*cGhg;*ZaCm;Yne`b>p5o8T!+ZJ2Kj9_c{yZefxUg9_uH9ErKtLEkjwrv?
zxK=4j)6>yO>3_oI==s7yOU~p6o(TX&0mq|pE2=I#Z@*cgj|kfp#`SBTfXtXe1;)Vq
zQ{i>uHgHU58fvr8I_96pwN%2kG)j=k!b8HISqwGh-4JMztmKAYsaCaV*42kapLC$d
zzEA;w%Wx*_2ViJ*!wUZZPk@W6#<Lh4Jwr^kde(006bvKYTPBbaxm_uwHW7n)LKi)*
z`0n-CN1PKnG@H+zWpif?9}Jv(q4mn#bjG1AGmsxtU|7mXK!4IOm)X>ReX-b8&XTPH
zNlym3eRRbtM8dja?qPLgijk)WXWM4nu{dy})OH-0Gi|iOF+i(Jkd1q}zbt?Ez6_!T
zpPfT~U&8wZ9E=e4w6#8U)6-FyA@-8&X>|2TND~q7L;)s~T%c~3cfnux<1~=2oV-qI
z@U~-*5wdH$b|>l`=gA~9363>U$spUKg0a8#aJz7~E%#p0q!>D&%iTz^m2#dfrdA2{
zH*w@+f;_m&s6{y5K5Sy#?z(BjKb~NEMPfAqmtfe82RATqKm5u);{(3C4olA@5tUF$
z2FBFyCj{VeK5n0KQT>sb9GT!dCZ4$(dHLl0XUMG1P&)~D)s`>uDvd0lM~l6Scoq%b
z2gN~3<J|bbAiy$I)N{<$l$mOc(X7Tbze=z7{tjEHtfI-|y>T8dmi)_*Gxy_jQTzJ$
z<%viq#U{kv43|~k-J0lR=wP=_l}r-zO`Y%(PhXn&kn_u1ief?!V8>PBBfDvEXGr3-
z4gn4KFQ=q;b+w!NF$fW{e<Cm3V#laNHI`OvAmkMWh)B8@hd_rMC^gv8oKmc5Zqhm<
z+24{8ZmH(6Qg_2m0_>Hz5KpKjuVd}6uOGhw9~dBkq2u5^1-=1e=Xt<K>bozic4Zsh
zy^lxwtTR{qSRWf?QchL!!K#>8yq|iK-B{)GB&^L%XzW6WzTimxNXb-;fxThQFz{$r
ztGg>T-i4nJ8G{y4GJcS%i)a9g2rj4(wZvbhv#3!(+(k=KtcN4V&<NTIw?gl*Av8iD
zTwi_H(I(P-4b0|1vVW?067Z|zb3Sms9eEb&QSKM=s;=Ho;KL@iwMmPMO7+tLafml(
zviHs_vR!o0aMxQ&{89ZbGVr5h|Hpf)b7gzici|YowEV^Naq-h%b3=GBlccZP6_q|Z
z<~~v*8Y!d9c<`hG65G$xPtSih68kZu2w`ER(wx)tx;=%QvL0qAz8Ve;$TYjnNo24Y
zOWVFXMg7bf$?RS5ml?6gIC$=9$co*wI(K1Tv@wGZG<$7z4-N?k-(A=PhnvRM#>ep@
zhT(12g_7}@vzXnM5odwvH+7e{B1$iVeEi9^Ll%q-y;bYSgky3Ppbr-Xemx`GV*1dS
z<Snmgm*x_+#L9yb{DkwD0W%pn4emp*C{geyO$ygKa$~t_nyEhBp`Uq+);UvFv}k6P
zK8}UyEC(EZILBw=xv-Z0W47O8ooNHAPDfpJ^NavCp$u5)6Y8G5Ix3#2zBYgu+I&D|
zWuq8VrQon7yV+Z6I{J*C6vjgv`uvKRi=1Z7!VNi=G)SRZG@p=an&ylzDj9l)C;gG1
z7%2ivFg_z4>-=C#JR0tZFi02w<fp%DC)9tqg#$QVI}jq;&V$+l0n0Teo~#)ytY%$o
zeC(Ii^zkx|6(Vb@mr}PVDF4Qfv-G_=wm7UsvC?KCo1RG>AO&3E!wMwj;1=1#hjuB#
z>03*^C%h<v4UdId$%5Ucgl4ot?6-fMM3EtBxc2+QO7M#rDBvh(uJgs9X*_WS#7Rm_
zmt~IdugZtb;z}Y^fV=wV8f5}02JE^kx`63N4+x28s7%bzFX-Wbke@bAWLxND_LaJ}
z$7z{amhmcHeWNC<qq<z4Z?k3gOKef(h(tlU)cc{X@-1~Wa{qQ<7-4~8RN&sovfW2%
zhN2C4xjPXh*?DEkx59)KF%=QWeX-t<n^KGkA6M9qM%5^t2efcOBa%=RWSB&bcZXrD
z%*wH?*Kp7zXx;;?(LR#d#um^O#K$7qROB=dvJtG!&+*Qe0}Cb}Ky<RxC|UMM{*~!)
zAtoL1JRW^RQsr5F=T2+wHF@djJGvvPjocubmRnd$LjzO(Uj=(<m3-l6K}%}DtR^xj
zgxA>w$Nb#sU`IHfJ%<f=WG$L;&{E(vzQBeuDoi0ZfgK2{VcPQE5htQm@gJ2{S~cs{
zt0HLMZ{UDT^@mM=!%lL~VfUn^oNZxN(D~`fJ77nule1rb0BYVM5$9?7fjZtlcRENt
zexGkz4nds%QYt~+7Nkw>p8TKZ#VSRr5lC>a7VWzIrvXeDJAFKQCd!|4T0`%nD`~CU
zNW0*9-{l+Ed&3f5MGWgRm5XLHQzJ4S&gY1kAV~eD@4YcAf(RX$k_sJh?NyH@kb<nn
zP8jc!X2#?d_<1zvC%X-eSd{6pFW(nbJAWYut`E-(<vfPv$jTpI3R=xZL*=6SIY0sJ
zS3gMv_vt^him>}hzGSaC*1j`Gu+RMw)@0!`+8;%=j)3%4#KD?mwA_x_{E)eycmfqx
z)0uB%Xs~B6CZ-pkI8a1H$f9i8UCWBOEGqSem#aWShKn8S6<WLWhk#NHp|lEVGBWaq
z%IduHiP)`3>Kpn&0?9GvaeDgT_jD1f8W9^V3LHEcu?Sxs-kpq9g>0Px{zY142@0yv
z)NDq%py<d8<+Ekdbp>(OCrWPiMVTvF4D|oOsEG9Z_78;<p3w+fzH^ZZ8c4iGzk;5C
zPe>6(4ju2OUxivLpxm~W2+D1}(f(oB3g1h&%pRZVHu(S1)k5}a;I-&Y+w$#L25q0v
z?0}MGYl}kz43Nm^1K;zBnU*#~ZBBlPssI|@*9mk+damHC&%~UrC%&hqSgA=tp8Sfk
z_2m^Eqa(%dL5w9gMHL4PTm)ZI$LIE6_&&cI|8c}6raTSeS0iM?)|p=-Yj|Ut9>cEV
z!3aV)ub`&^H%-yR3lC1HaS9fFEVY53oMUQVJnf$&{9mkxh>Sc#Dit|BQ*R$mNnjT3
zKZcF`6+u}EiE!Q7nVFMWTpGUzHVSZ0WRRK~U^9EjgNKi2CN~R>_2{MT>rLN(9U5hH
zHFj)#q6~5PqRAbFEo~w*1&#t}AQxkV%`{3HiVLZZWOfjwwx%$CoFISIi}JSO$%~-@
zXuJ~`YhuNz*JEDh0Z`qE8rLx~=34nz{Viea$x-FwQpa3kSLuE0eT~29K3=+1OYc7W
z3|O4vL$s+F_K~C~XOkJ;!z&Zr{DW=i2Ns!+{C-;(^#_i#G=&mE(1k3YY#t38(0yTr
z=tm{?6J5CUcL72qg)|sIWo_p>r+YCPn~_+6ccZO$!!>u&?8_|va>#6VR~ssLjs~DQ
za8Wa5UU_eHLG<fG%T$~%lgS;H))&=L+CmO&e{OKj*{G$R!6=%nwRp{YPl5wg30SHj
z2kNh>@APchlK78ty)T|eblN@Pzu>~dO7-c)nPTCvfb*ELSAY80zVvlmZFnUmEpCmC
z77o%EK4c@_8+YY_LD+-Mv`2m_@ADf%L32Xh%^%eF$$iOu;=toPzHa<ZplGfY_%>Ek
zKVxCAhKw{p_<Le<cC3q3j69G5L2^mIPH`LZt)`iCP&XuC<$r9~UG*ty;CZkw&!dR<
zCFkocIi9q;1>D}lwF33MQ<v^pjs`g!nZVQ+bnOl*VNC?XO53;Ox3#h1!N8<jFkRwM
zfD#w%7A6^ln1NvllV0`>DhAun{l&OT;!GMjnZ`gEzExmP?w_Cv;W>u$*5oT=<)L<+
zH4OJ>rFez?wRAC(ls>DplvUjYv~8uVJTiMIjSl$2CZv(&XBHghdAZ_!Wsq|;L^JyA
z3<J8E!7Cu;2qp42n5xpVdTfm4#zXY}BzGt&Q+YzwGoV0`CNSicp|4xteY?o(hI*_^
zsiot%&iUG-i|&L(ST@ba`2_PMr3H0T?}Gv*eILYlECdB%Vtp{u#%!SR=*C)8>wvN;
z7o%@z{)sbFbFtChw3L$Hi$Z}NH3^s8H`AWCBAj3L=Kb0Aqd-pNtS(qi!j`%>Egi{T
zoTjf;E62+sZG-uOLI2)x1VU3PIt@8lzc{U*uwDDZ&oGusCbPwz=hA+~Z<cSXza9bR
zUxH@rk#7|YomJl@hz6D4{y9=xsdq<zB6d=kvQSGJ8(5nJgWiU3Kqjuoth@3aPD}>k
z0D7yBjn(j|CW?RE&a5}S2PnPEPmvFot=j={5OE_-Rzry);OR0kX}||*bf;Q1rCGBd
ze-vsqsU*2g>wmmTE-6U%YArr8^TKAw^6>!17FNqmnuti)gS`Zc@N;xOaWY@%=dbbl
zH!3BcAl~V2U=S@(-2VnRa5L=}Rz^}hv!yPb_oG*hUcYg?3{j%byh*)Wc%f6%g73An
z@L#S<Beso~<(qF$Y9jRwnbS4Qf5Vb~OR6>-?xx9#qvY0TkI>WSeuLroUhSiLLpjE=
zFE&;T)<c!YhzUf7_E#L_`oMKq!>P9TMfqEJOo5PC6*36QyW?OJ4L(?w1oKPq^23v#
zudc)O!~T8?o%0l`FqwlaM(uA3wOSKx%X_C{fB-aiG5#C57N7#S*jKc;<p887BXdLW
z5;a<{Flmnb`9kyH<?6F3F}KFhOYKMYNCiZU;4WVJfZ_qF7=TX#sgT?n#2_;!>Dl9S
zVx@w@0D3JACpAg6alj+0+4>DDH8RLtdt2#UK7tfCC||bRq)3i!bWrPUa|_&0;+}I$
zm;zglk;m{QA~}{FW8(}z6_9SsHck5KK(jIBg)}>ia)!%50_8HtsNuF1qNzmf4$B%?
zH}}U9^~V>8nw+cah*l;2)Fps=KCzK84O(Rno?3Di0sz5V1ahiArJ9bmemLO@=7O-#
zGIHANkakNKJx{P-v~=x$ffYVhTyzkqwraUuZbxB?%GEWY?A(D0o<<&BImU*rO|x&s
zmV*KUgvfE!J|3YoxO$9%UAf*dYFSo!l=le~a7Qw2?BkVJ?nzz(B28)MhlU13O7%Ri
zWY&f0M`oM|rRUW5@;@YC41^+V*x&}xt=i2C`bwF56|6(tI+lqoEn_=EN=Uvy{bYG;
z28<}Se+u!apZ+*`Iv|8oeiJ!b#u{!l^GaPKp8uT}FLEFSC)xaTlvrgAmmqiJgzLj4
zDWOQj>$j@0-CTS*OemYm7ez1nXYqshWoM}!u*Bh*u3r}fecsUm@Cb)IPm?F}7T}N;
zGV;l383Y2x4>wmf7j;vB$l!5QIoK8H{hcZ{xwwCr55hfd|9)VFRqxHK3*-IVdyW+v
zWxM;nA?qvHQabTqX7~_S^2kUg#b$I2q^IEy%x(lc<a8FElaC@k<P|+>H`TgO<V%WD
z%9HAJjrX8b&b5h8i18Ogf8j4~vnG}?b3VSQHY3&71~7gLdRFqx%{~3Z1WbtWvxGg8
z&=7N&4uV(_tn^#jHAgvrWjy{56wuB4A=J#X0X=p+4MlPNs+!Z2VhCd03`q2++Y?KV
ztn@(#_o1-J2$MekDhvnu3WGhR-Eo>xA3!pI`m!%XP!`g7KmvuA#dCRM*lv92N2*@(
zt)g)y1xf;K*%_CD`?{VxB?D|_UJ0t(Hv(pu3u6eS`uT9=<idK9RCB9uOkrSPR>py3
zM!7dLB|I&Ox~{f%vz}H7>0jDxU|Ji<dY@l7eGKZ`>O690c9nz^Eu!b}mDJ6@Iu>0a
zO0L>*iV#o}pckhjny)f|Rn(XA=GPsoaP@ptk*cyssyfy!I^JpbI=L<gI6^T!Xlo~S
zfjNaaJ(KiP)v3=iEc7vz^HXj@cip?eB0%Lnx@w~vcstT8`cI*kW=ob0-Lr`@ZYWM;
z!OWNz36f%s?(?4M=jEVtL~G-BE1_YUPe0~w;3IimMVGIP=k}BpViz?+U4C$R!e(-T
zip{1kbAz0U*dI9%9pJ=#&+P@msz1DFdKCJgqzo;-5>KFp!tySw_L0?J?)|#uKF3h?
z2cAzuJ^XC#Wg!u~-+gw)K%v)5*BD~oRXx<@3@d<JP_u!IN+7r4e$&gY8IKe$ySEeu
zlsj#0{YsW4hCp*(x}f($<>?nO4HfIM=~U~DXRujMZ?tKv1k{wH-JV?V2_#@?j3hOV
zNiDV0e_fcwt&Tuky@!CLm`h_!JMRZ+LQ4!mm}U_FSzimLf`DLE!3Bg2ENbLtf2~)w
zKT;1O^s&p2n@C4t_Rdt|9R>1|u<hB=d`$xM7Hg`^wl+^znnmC$u5RHvh~X8iVQUjw
zrrxw<fdlV&eM>=*%=UD|EGrf>aOZc6HlE0q+_w|&9`Iz2ZOdXdMRWKSNoj>LOAqv3
zEJd<;PiZgO*jg$~%byjz^47?-H+TaNFZ$MN>+Mlo=lVL5eLnqrtPtjV*7Z^@>M0-%
zxk99=1~PyB2Nw}&J7Iy!9z@+j5~_0HCRH;-g}jP-eT!)lX6-+CI+J>HF<A@4c!Nww
znpN>W723fQ;pBp}TMQAR7Tm|stg|+u@zuQ2s@pTN^fs3rix7>6Kpc-r)TTVo#IWyf
zyWjMKmc^sw8>Wgcs-3HCMKlj{HKe6u8q(ke<swLb)vchA-zPO|zu?~i-J-}6QXrA7
zdC&?2k)=OG!2&$Ie~|jJgVaetd*4JjLkwE;Uh4XwkZMH<Ext~(>&p*)>H-w=9DEvS
z3ac+WL(jy?D*VXb3|8S0j13|h`nWAD$^~z&a3!|#<i=1TR29<O%?CH(4|=<@GQ*}?
zH+hjdYIPkr%n{(PglG)<2O|;|d=^=lTMl^<ldB@7ceB<#M-OQAjMX&wGRP+Qj)i^7
z=s;BT$4Ek+p+Gb|io@U#3voDuSsCARL*w(POu~aF-DIWvF~7_dC^d<ZlzPxG?JfwL
z=E_e7Wk^`I8!&l#z5tkOKv`V2pzT(GBeSAMJ6?`d>zW6qjv0myN_{YG09buK)%7Ua
znxK2k<9ov+l0)e5Alwh5to*X$NxjQ}*+f`#K=r}i@iJ~iGsZf$wCBx}g!}s!ltE47
z-`qHTf&wL~QIC@$NY=m}0p76|SX!#;xN_0`9Ft!6)Ej#epbvGbc5J7j^)WO@LA`hy
zKmJs16)I>1@HL~|Pek^zj0}3yx7A!O>Re`!EmsxM{wd@ai1ejC8T;5#Eu6Sq1Q77R
zLK90`8@lqD*!gSxWW(ah+gkWBn@%vz!70DVb&UR3H1@a0%-qdbfioB@xI;LaCfV_2
z$<YyCNF8-lsspMH#oT$bwaLgc9wtwK%gz0);l%kI(wG7;Lf{0qolk1S`VMmmrskv+
zLdg^fEaaVgX{S=}{w(kU5fddWr_AaHwg+gU0q9B^t>p&KP%ioYTc%gY3ww`7WeG7<
zHe7wwR_Bp?96@t2{}?D~A~bn1T-9?o{aZ9jS=fcM<38fll)icNNe4sTL?f;vC-Hk0
zU&+RO%ku;cDEe-mGwbp*EoH=MEBb*0moS&?`=`L9q52SLf|j2za8UeyixSy7;v>Yd
z-Dceb)%*UrCf_8>j!X$G(D{x8#GL7t!0POdjg@SUh}eIKVE?#xCjn-P)KBcb25i5X
zDI6TGtJd*>V#%j6KsBfCWiE|K`i|QX1u}C)Njl@|tk349lk2Xz+v&L|NYz?<9Qblg
zOoJpvS5R=JRz#Uzt!=dLo9aF_`-Ne4<D(#8e*8pWVrld~r6t0vvHSVH?XpK5Y6E`!
zXm)7pN)|A^cRwIaz)epAvo^|HED)tN+)%}jP%d_A3Bnfb!ocSBnuXN777WgSU4ts;
zf>!VSAzh88=sofT`X^QV7mZG!CzV7+z{Bh;r?Fxx{S4qBV6D<a5VoN@^;CADd#KG{
z8g3rNK<bujsZtmA=gNdH@SK(1wa_>ul0LxKlwxt*Q(?LuEuPz*z!CA6zzOqC<GDBS
z{7+w_dFUI?u<M%P{@Lz4enbpE&SZP5<RBj<dB%@Fxd-sCEtpw(gY0kVRGF#_)E;a1
zl};W+Zk@~1ZGD|pZu~WgjKk}+dhM^WpVne<u%K)lAa`#=zf9n?y{w6^r7}6-&DFcS
zIHtE~oyq_^A0uppY(-IO$c&^UEm?3N?uw4`DDp+0TY(D|dClSCk3u;t)GyrU8|%SH
zey?4ib7vKLBjm9Ev*dxo60~}3kduoPtij{5whqzMIRZ@`Z>A}%Fa3n5hzP}U0l;wr
z#XSyoYZd5PeA2HOfr4UWd?O;L)FJMf5(N!3+I+aMrv5!?dDP*G3<CkM_|-IhpZuSa
zLf^?kkHK=7Kv`3mJf`JPQWI=VFFu{o*9bzUF_(Jk=;}7t{BmwbUiU6F*vm}NS{f_h
zak*9J@6l<(sQQcTCd`<Pj-sEEWJ+)%`)0^QxXUV}X3_kt6=FXF5QU|XL(i_UHqM|i
ztKih*9NS;e;^H|BN&;K6;t6x#dQ9=!;?IHgvE5H>#7y9P+`JM1c$I&i1Tq<n#J%e?
z0fuk44%Za5j0~JO!fV8BGt3YiQ{@i75}d0DCKcCXiCXv-6KG2+=qLwXhu50Q4nT-v
zcP_5?Gw*B9-~jDw^xMR-4uBqn`0n4kzcMNYhw5A-UyehOZ>2tSd^0~b)}y?w>Gq60
z!>#X3ppfu`;tWv1EZ$RQA$^+TD25a2g!ghCC-Ioydi$zXF6@)+nXBkQc^~QvHWI3@
z*4Ea>E*HfI0O}$)YKjDOa#_=4ET9^I^bmG}_RELKqvn)6L?F0rXud;Lat>!D6!p$Y
z{Zt8={?d0RY^Cjm?+F`=CO2j9rYu)&ew#Iuh@DyZ{rxH&AttV_6b;v_f9mnTkAI~`
zXv!7hR?t4}WN7M?#8Z`FrtH1#IC=n~O3j{0{XMT}a!SJ`;YCP$F+N$tL>hpLPo$3)
z$eqyIZjrN{^eAHk5J9aWH0|yBZ2%DzQR4f%^(dF>TQwRlW_uR#JhS5rUZVRM8?flf
z_^Nf|jL-Pq+ddU~N(NeJoqAWe83q)*Jhby~CV~vlK`R_GFAWS(0S%<SUJVs}QUE(d
z|BdIeX=qF}iV7*HSyN^1_d#s}6#z>qBM>rl0hK@xjLg54T)8UU$gi+k{JH(exUIv{
z(-_Sq)QK<bKApkl$1GoF7#D<!E=y_!yC|H4RvE+sCZhDm7L0{uE;!^x1VJc4#8seD
zS8H$q1`a_gb>sEpQRPy7S>4?N9VCEO8PETyFcn#v8)<?-Af1?ALb|W(Xn0$V*cPoi
ziX~)rE~_e&F83GEdZ@+Y=JUwNX8FgldORJ${;$~Y0q05K>tnDDVl0w-bbBq*yXK^*
z?8j(0V=L|Ku;z{=N1AVeF;<ez84K0E(0JItscA?y<{7HRrurRm8`$d||K4!(H<r5i
zkU>}gMgmxo;SjI4I;bT(KZ9B`ezXyk!3?_&W0xwQZ%#D}^?C>jVW31|nF_`>!}e;+
zFwsj(UzYtOoE4Azf}fmBT(%#ml<#-(y*7t_bq5bq(;)}ZVW-WxGwWDGS4Kmf+6^4R
z{+c8d=&&|Uxap)95Hsj)Zt0LtIHdDQN4t*AUx;`XUw%%5tq|>_{2MRFsoWIS-4SBx
zhI%LgfIgB^a~&)|;6yr$p~TJue~ge2u*?E}{V`9h#=u(3Pg3f!O@CmpyPXp#Z_V9V
z!QOMnns8Am_pA2;ws(YzLV6VF80SaqyjWD4DAKO^p*&|96Js-o3Pefu34Z4)PrD)p
z@DC#U%zxE-3aB_UMt~~7x3Ax&n*>QIJgq5gX_<xZZs7q&M;wi6nchcCL<#p#F-s)N
zID<eAxQ%Sp8*?w{-|>4s$y_IGZD6)CI>`IwqXWxu3oGJJy*uz8W^NbSlu_w5jWUUY
zR?QdZ>*rW5Zxv6zd6gIW_xEzu3B%*wrrVakV()BGNnsIiUyy`}-Qk4&+LOFtg%@m{
zL#6*bcAz`vK)}utphmM38+t-4m$l5r7pFZL$e(LcG&=&u=}Pe@dDLJabO?K>X#pVC
zhpNhsqoCcxtzaf~Xe|!Fu>aK0=_iUam6oIUk~Z&aBJ`~(Y&kb{!W#h-@=|>wrZri4
zQN$QQF$V^pux`CpZwZkXk5jcbwk>E)se=WQiYWNM6MQ~#WvZ>gO&+=r8mxAJj_tH-
zM$U6qnaD&INm6C3*ycq2;*Q2{YG$6?oZz=mN??BthQ;c=@4SBtj=a#46(H{w5#ciU
zTU)z5H7&i0$2O{U;wFUkL}`tTo60B_e;F4PB01~cgz#Hdero&-l)K^j=@*=w!@fsP
z4iX;h!c`C(GF?6q1>$6&Xa$Ulny>jQ=5&Q%h(JP#f|58ptMQ$jZ+K$bV;O8t;pgWt
z`AOLOvF0WLp0=6>iYk^n%5374bkJp6ZfB1^9)z_4t^S6_{L`G6k6O(WE`oS+I9ouN
zXtw=>T^PW6ga3vZ5&<Hu*$J>;d$SiI<Jrz<rTbgbCIgr}-#sBDri(EV2Aw`HyX}~>
zri7yq<HhShat?AmA`a{gUYye5A={IJ!<S$h&{Qdb(JHl61WF)>dWjcN{KRDQi6^(Y
z>Jj}y8zlvS%Pm>B>c{?H@A9G1QldD8i*D+dHnmt^0B6Z1Y(!vfTyfKMdLXwg4s<7|
z#T*EQOd0nT6_^4@ks;W<?XPe7(E3z3zJQVy-rpC9i!wiNXk!d&4=5?jesXf+?Eamd
zs4HI40fb(0YXMNa{Hi9$t9YsId6YC0K-~6cWXjmCJsD^@LO5e{cSt)may*w=U;GKd
zOvVmBfF-x7{P`wz18Yy5wsjcA6GlFu6Dih>pW87zxFMHvf0~f#=Sp`aD`J=9NtCnx
zJ)h$f$UHkm=EVGyjEf0w%b^88gfw`EsQcMs-`B!HROk|cN;M{6h+S8%+IOoaLld?=
z-uo>O1N}`|$ax8$tk8zkG&F5NOgP_5`&P2M4*}DjKp`=^&b8U?Bk;gHOqYbY_3(QQ
zLc3BBOsO|se@stPgFZYD-QNg_*ljSLQy$H%$7;FckI~!svW(H3D*QIvDH7?Ei=*7p
z44+T@+e;t@1>*`o^=H!F;fq8R`DAZAdZ~T^B7&Q`b!3F<qsU7m_gPd{4iYyWjhuSw
z0{}ukYC`}A@B>X8L`9nsNMy?8<t>178WEZB+%&flFa|)~!09rN3j?F=#XN#cG4(Vf
zcNy`<nYW5<XmC>r7ZE)Q&1_AHx|nuaikjGLCn?An;c1V5lz*=K5!4K)HIYjf)oi~8
z0?i{8nDj5YP!`n;s``wF&C|b!M6JQVqj*m;1-#iG{j%T47~lfk%KJjK#D}`Zj7dgS
z_!yWT1De&vS*q05nb-gDfXFj~{|Np7^bn*y?T}Ga){F8W1n96eJiPV1dd*O)HxNYe
zgXQu&<~fEY%*O<IL0&`<w(03hym*+_C3e`x^K`oo%xlXyKsTM*^p4LVbkup|7d)AM
zm}tD%S#v?_Eyv7Vp^_F^obGc`KfPRj2ceZ+u@KM%f0*rMY@w*5j-3lB%C0WI@!TYo
z6W)ifS=$Q{(YiYx0i>b#XBKJWcK}e)`S&I4fdV@7KLaGm9!EUNvz-STj6m7m4oBfc
z{8VG-UA;?>kqAzKsi!UJ2zt7(A99Q7Vya5e)wpB02poXhxS#Y2gbqFOxC7$m))qb<
z0}!VJ|D|I@Xpn^A&YQPPCwpT7^W%-_lmr^QX+pl~6gGfcaI$yG42aN$DD~c8@*pNw
z$xSl~L_cQbOz<DL^}Oq_BAYja@#V61Ga|Yc+}o7=j9@i9Or`_79s-EwA&3RNn~cn@
zo20L@-Ag(actAo9k7)Te{fSX_^nP4c7j%Fp?d5B`ClqotusQx!H&7NS?r44;>UzHy
zxj8<Z%9I8C*U(T@^37;T_!*8IIAPJj;cIz}=J#K61TyiXvyb+!65wCvkA~dG0E=xY
zEsxCFGu+NPWRcmo?Vk5M0sCO8M()|%ceSX1%*w&5^V?7<iM}5(^Ys(z23v~uAJ6JR
zBJTLNvcW=TAT|r=4XcH<?r}@2O<>q56Y%u>p}$|YK9jl*zF+0sY-zOop#sAkSNh!R
zw=-T~`A0G0BpdD$qEWiph2`xqN;IODu1?|}Ip{SuC{6sLA%RyG`C4RKavspxZv~D9
z0_Lk7Xx~Cplo`zl1ir$WeWDsSowsq#B0v-D7^GD%WZ?1|()(br^kkOn7djKa-9p#c
z{h2-8%c5)T4dE`89f&>xjdGTMuA0d~Wew7npHp`w+LoOOza9i5VirK3KVcZ%Bg3cq
zy*QbH<D_TJyrP%oQ?k|9;cils9p}b9susqPXpB)#PJ)kSgro~`3PMS>%B)QC=tkno
zWeWJ2U@LP>9P*1SYlE)|vS;2cOnFcc5Z&R2C-Nh7#zX1s9>w*Z!zMNAZ6vyKF2`Zf
zW4W`Vp<w7hY|;_~sg(&a1#Me~%(kxi-u3;$L;%fB>ulLPVG9jE`RrzPhpC~+(f=MD
zROwLv#%zRS0QK$0UBfxEL(lB!nKgs&&i>RF7?Bn)UYp@@AWX29zk`nlV^F;9LR7Qy
z`$~WA18VyFMVWVxWpt3bi=K=xWYnQxL|x}v+hXk1V9-V_!N-!&u%k$PR;dy{>uZpM
zsyx8HySe!W?<{9EOQQ?LMuGl+GPQ%l+S|dv2`twb<0E`_*v)gvrqrO93qR#?P;t9U
zBXgoJWShG#9M4@KBSQTVpM$FAOP?1Y9cQfWVtZ;#alM{6=I5{8d812QljJpv&(^vI
ztm<m|kQq#<7=I5e1W7v9yM@{=+shkM&1j3IjL7qU*z%(WeyDXZ8Vfy<zBc3&X6v7D
z9Q&E}CGe_J2K;DBxV(zD>VeePKtPXP+FBFsPUR(wSAL33BB>lb3oIK|=E<$XD%2bH
z=v{f~{^&b?1}}?s^msnGLdkJ3tq|A@sZ@IwDvcMXJEZ4%b!nDIz>sEr?W5(A9i=0G
zof%{!N?xAaopEJ#^7+yd;_m#m-Yy|L^Tgp14A11Ip!suAvKy7}R}Rb}E?@`|gkS>D
z>jr9?`&1f746*z8JVSm}O$-|&YCIUAW|0ppb#RA=hw)&%-)pNWzua8viHV7p@p1ei
zo@3OeyDQ7tFu)%IkhjV=+Bb`9dO_8{lVWifMCIcjg@i6$d*6#S|CwcaFYLzkQm_Ww
zN06IgCKh)sOox^aXJqm>jN#O^9)M;;Iw{t<a~C7ZBdmL{y#}=&JFtCcq)55J4LR8{
zaRoO#WxT=hoG*Pc!_dH79utiVi5EVJeF(fRTHr=3hj{tXw&d!yv?26JLjxBhoG{}p
ztdV7YCBBrr+&Uoz!PJ6!OAb-~)y^g~J?{vA>1%YITHpC|@!aEm<gy?_P^IMn8HOmH
z9g*%J@)5aJr@z`;sH@v`B6H(BKJfX_qZ)W@eha~elJbY@G`cJfCUYYpAqhlLz73C#
z_5*YNo>NjHaB>=}aVfzZvid*t9DGy4!^xWKYL$~|$CRP}?KwOQx)VJ=(+TdbFzy~3
z`|f{#cGiBe!r223TS^MLf+5yQuQ!iaaekKDViDu{g6bqzf*cRj`nE+#9M`p>oRsW@
znuYmU_60S$iBK%1*HtOmA`WveMw$vEkpTV6Gz*na34xwXDpd&$P1;bF;tM}Q1BNQt
zs-d^+5s8|Ser@N?%m@0<OSS<M=!DY|n2;6Xk;TT!)(ZIcKX|eL0a?<`&CNEaU%&2t
zi5}8I(6jVsWe$=URN~v`1wwxhB9h#wX8+*j>pz3l3<=_(=(|Qa3{SihG8$da#avvt
zUR%!uuBUo7^|T_Rp%ooK1A9NHJr@<9&Kh@K9fH+iZ4o<jepn?@n9q!P&N{6R<&fF9
z2|w{Q>p8^`LV)s@QuNtj`udl5C@6uYW+0ye+)$uMDPGjkI25q3OttuaRIMgN2P3UP
zVX~~w{qn2pt@u1UYpoyD7Hq3hnX!4S2EPtTIMKIv9LF2=!8bV+16=eoc=O-pRbz+Z
zIxF2N_Nyxpx6T#vd&jq-)uv*0*H!cZ|8@y7dqJfH0h0Unq3en(h=sb~ouq!V{!!G}
z9D*9|V7c&2Q4#p)mH>nR7;x9Ty)1&SxDVgoPqEsc9;kvoK(P%lJ~KAou$T;hNh+SV
z${r<X0Qq#KhpHM*^ZehLlwj1FtcV+O7afvlf8!{l@cXq*KLoa&vO^=f@3u;!);Qj2
zb8jucR6(hI$tF6@#~dzdbBeX7{QTjG3AxGhj3y4T6ud3Ig-KqY+@tl(lD|m}@=JDR
znXKszl$rJO6TA$G=FJVQe+op4KlIGsynIgbYj6l2AdUSi{Zs75h+Z}|Kg_jy(3vcK
zmPZgf4pPq;D^LxP%#LIg7uAus0vc{G+EIs^_P;M%RZ9WE#iJSH{AZtB%pEkOwmQ`%
zg;#y(Q0Xt<EBUkkwYwP<n@Vp?K8nHb&EsY$4{fMp^6bQ1R9jnR2;2yeN0m;ZzRVs}
z&0QD>D3W;cF8s$@V#pqE0*3f!oScNoT=tQIBSo6k2EaAm)6*kxdv(fe)PwmeUs(zf
z!uke_3Lb}yf}hktJ&0V=;B4k$(k<I4SyDFr0+{m}7MUzx2W4?JOSK&q^(|63Iwi0+
z;bn@Y3J#$2wv=t38&SB*YZdauu=#|EL*~MV;5`L4ZW@11a5t7DeSj%n$L&xw!LXwA
zeBP53yz1Qti|zLO0C^0)Fx1>%X{h8f7R*7j9V{Q<m9ng3FDhV3O%_~IPiKN-=%r1|
zR$0ryvhlqq?xjdxTcE{}m7DeorGhLZN08}^rg!)05v+R{<k;l~=nl%bu$h;8vx-Ok
zH<#<FOsuR?&SHodB%doPUfmq^F<z{Feb3~uqxQ<;7ZR8dMt%Bf9#Ol|1-GfGX)A9~
z`K>`ltS#FJ&f<R!KLradE;mP;<XmAi-0hy^heAf6WFNxoIc<H_&=#|Naj7iTks+k3
zHEIjDgc!pg)Lvlp7T_J$wp|0I_c=Zw(=tnUF);uN3yaD(v>c7gyqNGFdKw7z#Pj|-
zm9A-JZx5Z6loVoDW|2rtPNr{$jG-nUt^P9=F*|C+4CzRk{>R6fj$2kDjKyca!7M>=
zz`RIeP8^!kDgS7Eb8*;-9z9WQGC;I5TaTZ8SSqOw&-$joRzb_~;+lr`Ki?Y2qV?dI
z4zXB$x#~jPEgjO~{2>Gj)ZrEQJ6?Qvq1E`rqFhxhY$)zWP>J$GTQUErCLS_6u!S)5
zvZG(F_4jX;!N>05YIh7Bot@@ZOpq>4pkzUEs#Gny3IM~97+JYGP%iw;`*@CfzRjyR
z&CBBA)&xTQHv|L&_yh#h&0s7l7*$t3;avy7E@cVX53Avd<$)+F4REkF_s@zND}Gba
za16f&CsW!O$AUiSFnics=T=I3Q;pL6`TW2Fdwg~#cDyzKP(rFpwwFHc@X$(-dq)l?
z@0NC@siYXY^rxxl01fD<M(T$5!#Hd9L0DPOK)Mo{o?;TD3&$v{THTq!v|O2kOCeD9
z1}u^A>Uj@Mk7Q;;1Or3Ev1{2Bo}l;5w<;d|_FKQOF<wB9?1<vqYF&Z6IHZtk@CU=9
z^B@vEKn4c`r~zZ%<^vOxiSN6<+bl)M#~$$|AfPwu2*e`bcAy(f;`HtM@?^PoJ*EAp
zEdQ6Y-RZvU6L1nnjzP?zAV~5Cjt?OF4OxWDrz_L}^XWpagRXH1X(69^L$FZt-V4x!
zGQb-i&uWT(wlfI}tOgbDCb1QBq$30sA3nV>%GqD`Cuu>LsG+VC9l-W{N3N!>cwrlC
zd&z^9$_NUb#ITtdm>_v$ReJaE0Al=+Jeo#}7(TtWkF{cFX9s1v9=$`zU4enXkpF%~
zjQkOFKrR*lTK`FXApe8W$G=he!$o91F!BHX6yYBn=${|@%cFewr9j{k@VA@=`6(8z
zzwt2S=l;L@RiU*_+<NaaGBU!GlfQU*K`DuX*Y~I(At9luUdaE$Kf`waoyhqgqqQFX
zlCZr-L{zkOdRmi~|0}DQegEJfIvyTgZho<LJtaE}-Cy#^|Lq&tGaMWoauvUYs(4hr
z0nC*Y6%Q7|Y@dYE^}*zyj;gts|NCqG&$#BlQ=1>Y^+hd$d367L{Xf0E`4H3opD&}2
ze;mMn9_9Z_&)>zMJB+j&U?+m0VG&w>{=@+j1Z<z*zLAn@|AhABU{s1RUC<Yyw5sY;
za`Mwe_V=OpxBH$FZ{92(Z1g(LyHlmoo^Fl#Mn&Ni78WinFZ(hZb}jTLuoC0L+N=*g
zb#ij*8UJ2qzr9t@Ew-KaEk&XETQmUKRK1<oeq{j((U}cDxuuqsm3fDRplDRR3#y)T
zk($?L<#IjSabB^@*27tc%5nwlp3d-R!g2*F^lEBqEt8Xk04mf4*hgUZ>3%j6g@VtZ
zx6%`lt6rYNLwbCA+F4N26zt~*7a9cZ;h<GvhBZ}Xh2rY!dg%d1n3MYX`F$undBrd?
zG6I>z&SX8q0Xdd(a&nIDmTm)2SQ%(ykgw18yQkkbe*s7=FnLt4scI}w5mE7*jHr>(
zi-5If(nlB8(y|+!__`fnQwiB!Z;rj||H_U5*-z#}*z*DBg6!qXHz_<XsHidl5NV>`
zu>|!d+!`$AXMpH2kjN&yJ5{;b1S0Om(QK)s_EB(?hO6J}qKBjeMKw@J#rBLd+pyTI
z{=jv2>@|bUT&lEKXz@Ps9rm4bJAV7hYD$UGoz-DUq*1j*=ZIWLK)~zDeeLG*I4~$k
zP(~)SsoqSft-XB}@f&2|ufgPZ<D+Xp_Da{Rw&vPPw$ZG2p#Oyal%`uyivtsXx<eHH
za8a2@R_rsuUpASTI1m2S={6M=PT=tpWZMKNk0Uo}I8yYdTrZj<_1zqj_}sZXZVttr
zv5HNHQb35)0+NeWLmyw?)u9)&p?w(qH(ukqo{bZCU^-~uG5hFkP2do%!O<7FOffX)
zXRZDHsOjnHH8#tiP@}CUzr%xwY3YDR0!}O_r2{O-g!9D!(zRO<OE`no;jE&fvZVgQ
zH(xvikN(G39%tLR%j5Nsoo44_6CFLhG~(37_JHjo&#s*oZ&>He&CSlU`>X8|TdjQ6
zl9agQ<f6Ey2!rm>r?zw*b`owyir>&NzNCEIol*`J1kba(#S5ILtKiwJPEJj&S<Tdx
zP3($?5|2nV=Nf5Ny^9!n&d6B86C>H#o+Z3=JJa4SOmYtxZuqrtlQL^-YI>#}cBeXR
zM$&)%QgUvh2)*^ZJ0?B#IJ|+Z?wR>=Q`yiUZ#RdTCinV=*|9OUeelG$Zl67S<{TRv
z>pVC(=nUvC%TAk4S{>K-fW5YA`IP|wFbV5?zR{JvTS#`<cJ)V00~kravO7~--gE6P
zCMGrq?%c|9Lu2Fd_wV01#4z+uf@#39^671oNFcr_vkcfUulCS!$zeViypu`h>RisC
zGB-E3B_?9GrjtD)AQ)pr5JUS}Vg7T)PFQRBSv$Ky2NI{we$#bvQ@z1Qa9BPMbN59+
zlWe%H9M_4e9!la=Tz6+R0TW%7!=yl)G-6t$1!UB!a~?-4ZyHZW;(7MUm&=FvXy4!8
zUGI}#5nq9buVO}OS@HMKNu$fDf!;4KL;5Aw(5R>=x1AJT*NV~VAD=nJf<AxlVWlxL
zG5J9eZp6`{;L<uesxYt3tU>B|!wfc0CfBofr%sp=AUCViilskN2_xlC3FvAG`b7^f
zbs!c-QnbHE@HAq&=#`eXcI6yCO(L=g81o*|AEFlTw7)-5mU+{ZwOWvMeNG&4CP47Y
zOs;Gi<qS}%f`o-nkjT+QL14am&i;OGrOd_a(w93h*8)c{)dz<^q9zHo9Xu$T!zIxK
z{2VfN)Xm?UKffJ<9pi^y7<I7C?i3rkw|6|hXH!G?bH0|~D6WY2z2MlHpJkB*OD(E4
zU(|!fCbH3fTjkw+llGb`j-jHQ-X~Pw9!+|mOmA;*mH_h2*yiTuentAZdDTL-XU9Q!
z3^&giSd<D>&~C5K*M~R4on(-fCirRO+_!$c3<X=mdT4zA;@+N)!JukHb@c*qXdsEq
zW0N|M+d8g$YFtoqj)=et>hqs#bd7VNgjH@RX};6I)5fM+UuuuI(1F8IDb{)!WfZk1
zi$^JwL`@6tc{--bbAzx3A|m=xyqIDBn*-t62x~|NK|QCcAm{~>2VI2k0T`r%>C8~@
zqH!FWO8gzymrI=?#`2=_w^~|mIQaa_OG`$F6j+6LF;&j#8r34<Z>f>6d2-WikK3)O
zW`lx*BXvntkfaKAFxRcYQjfyl6|o^Cr;%~%dc4oObjnCg9T>0yttBaIBqD;#b?B|!
zk9WHgC3`aaH1iBxKp%!wMr00B@YTgd4|^flkvHot#Wq2f-ZhdbZrqY6MT8chwnlBD
zsN3kGtb&fmD$aMk!y5nf>oWiSW!RMv#%Acn!AnS9GErsq#N+l<)j5OSL@mUtQtgZb
zBqd2a&XMgIreL4>Zc&aj$ShaHZ=ik#?&0drNNFikp+=>oiWMH~g6qk~v-7CEc}>58
zuk6pCJxlMg%CIeuhi42Fc(SP~DH(iYVQG0id>y!u+j2-wqyF*Zs~p)>hUWYE`@8O5
zc?yt~_DJ{z1Q`Cxl_ys$N4<NzLPT*pQDzuGjDlq}QT;wONpQ5%QkC%J+3b+mMf3eN
zzw=G^mnYrr?*%$~zdFrgd;9v#NEnDMfunh4m(=|v0<|N;+Ef*VlatfdO~>QXnDbgd
zYX)nd-WL%=%)z1RCgns*>s=oJ$+faGeEqr4@h?O!5cNc>?&F)L`9Q)fS^nD!EgI>%
zpJ1!1h12}p30~xo;bFPU+jQXoBh7}UM;L3Q6y*8uI<`7Mn9vg<V30lZD^Kxsmcq9~
z)s_4?S+Pe*_AxoqdDoNo3*ggM0|3Wm#}R47kV5|&Zn<dZs2;Oj#K-j*RUJVUl~}qO
zk(hO1tL@)KHurb#gl1&3W!2THp1KN$**@+DpNKc{<3_gU!4A8MY5~IGo6~V!P^UJj
z4hl)PTkDUI+UcYlg-5~Ls4o!f1o*zSc{C)XaObG$N=vFZy^z&x1B8Z}jk8?hEXZqL
zX0c+!X;}L?C70SJT|=uBuf&d=y`jhcErnsId<M<l-fTTfAlcE2AdJF!x8pD1$|*26
z(IBTIZFcaFM6gvX+Kgfy>MO(Lk~a9z1ouAHQghnM`?hipfy9~W5F%lzVN$sm)G}>`
z#uI9k7M798>gt2U_NV}fA^a|IW{gTEDO?bqS=jGHxWP0KBWG#p<6;Ohyhs_#A;}As
zQ0cF)-!i(tS{rAHI5Gs=5z?ba5d|0`X-X?TxPpp;6>pl6k?FfSI(S}D(=bE^lf4GT
zTv64FKoq+S2@`N0uB=OyT?I=5HLX0ZN~ws%<33Eq4G^i)mPAJBW3x*7U0gW1J9cga
zMr{QQe87Po^_fQY$u{DsWk9hFiLegbTJu374_s}=z&pgjU-pai5y;{uXD=a}yC#kK
z8dgz27Qei*qO`ONe~qFuBvCEWWWoGZ@|}N>K%U$O`RJ2xAU-^D7fX5)f-+WVInH2P
zA8$kd%JR3gEbj{z>HDkkW+NK>h)<HgsxYGjHWq85Q*wi`N!4_n7U2`v^Fa7g=%DlH
zG2HytuROqdBEXH<uFNV*qbVW?14(81qC|5C;tTl^bxh|aiRyAkkx+|6H|k9Tq1GlJ
zD4NX_g0DWSwuNFPy70ByojYfdkFy3BT|*XY?6+g-KEFg}4n{%A(lz+>wWpmH(BN_=
zb`1*sJZ`Tx8{Uh6OOk;EfGeC|sVUbN7t{9{2qCjj^2y}i2`Z({R$9jO>%NSIQ`gYg
zs@D|TUugCH9&9Ig7ztyLkenOLU~&<NBT$x=(lZf6$eqy>>BLJbt;D}S-`uRlcYbp`
z)c*6QB9JJlfE2dsh9-X)U&fd$HapmW1t#ixJFLcxY;-*^K^YzzeiXyTTLV*S)pQ_H
zd8O(<adi@mx2z^0yrQo{7U@60HKfe{8Zyqpz|Dr5!RK=TAe%oL8o@fEizra-_jBFM
zjystUCU1W>rz*m%Yojmo_?liqTrjLF`{bnK_4~QcvV4~!vv{J?ejxcRI1ln+8R9)B
z4yy`<RA^XC6<Uwp$+OkGAfGpDJ+d0*vtgk+Y6v!DK&B6xM9L6aNMJQJ`p`NxMFiGd
zWQ=9d=j7Zex)jEx4jCZvA$1ce6<=AzB{dP<V~-&5`}iK@-4|ewE_FIIcx64KhDV1b
zwJpk|S*Q~K%3Pr=J1^@xL&_jYO<A+K!!oYMi)^sEqjmzES2U@t;5d#Jd}@>a@o1%Y
zW3I72#nr;CBR<g1m|2X?@^`dz1O_n&nQnW>I$p%rFx2JpOec@Pwle;^i_HF*iA-^f
zO9Eybnf`Fynh($79&PJub(rGYq}K^JIn~_I=xh@|eG16gO-syKUv04PbHPjhwsvS}
zNESgtip6G0ME!HnD*}RSWc5)s1?7dd>v&fAYUK5N8l>=85hVbOQ*x|x*bRo9iwtbM
z?pGD4!NCa)29J{C>5rx?OVX`p>$rBXA{McgeMFhD4|T|6zXp%9MaU|-QDY0T+dMHn
z-Uz!On<_ID=hOsGmY2n|5{XGVfyEyho)=p%*(W<YQ|!yAsVen6h@R;gN%~WGHFYLx
zoeneTu%8b;>JWu1YYX@&`<MdQi)E9!C{#}Zmv}QIeuKC%LGu?BKlj~1JI2wiuJj!y
zw7kt79ZU{6*^3n2tZN&reRhgj-N*N|!=?Jd=wHygMSn?S;-kRX9KL-=fpr;0NI?JN
zMae?X-@*a-M)(K}!~Q3OCIA0%S%HNbq^(=K!|B2pjq?ERI(81SK>ue`<)&df^B__N
zu1d(qaQUlzGAfN_)V&*?2G~Uecg+g32vj$ZlM(T&J!Hsd|7(#FG5XNo-#=Vou6X0=
z>WDvOc;5|ubKHz`93NopthU0O9oWXCX&xw);rG;uV}x9Mlw$<FBYh`)r9;?~+{hnR
zHoJ&UMh!dm+h^jQ<%9h?i>v81hxzH7{o0c8g5RgxS32YCbso)`r+de@9w4eE85kI_
z>e2;J)%Bs&F!P@|x6k(xp<4E3nUJ9bsw+T>VP;_woS2yS+VG9u6$nMus;y`FkF24f
zZtmbRp`boWS^h43^DVEM-I$MayhOJdfPp7de{(qQX+=jzcccmWl2cJpfv^u$!*&9}
zKd7#Koq(Ro!<azg35wKebsx=LbmyDgGeNtoShx9Z_O!FJvkdH&C&%E3Y}S0jmNzn0
zpju)8s(#GxCQ3Iz#a%juhZAIkzr1x3puCEQGo|vOpak&yhK9nNkJmcEH7<il$s9AW
z#`E5z?xiBgK)^Cx4>;eSET{U>*Ov(rd-Ku+fQ20|)(!z3n6BO^s^z2AK9JXsuQk=x
z)lt*ZhLjlsYp6fUGRQACD?uSUY-(!i)vz=jC?hAYrT$7{F_x50<~r5<Vzb=kuFCqz
z00kL&bYEUgE#9Gxl8xPZh5+2uptoON+b=SL8>*Xb_!!E|nl^#v9&CfT#l_a;&wi%9
z&6I`d2N`m<K3G1g%i#Cf>`au^IPU9!@Q;Rwh-mbnoHqveWOH3W*m9C`b#(=TNzDe&
zdp_{LobT3U9am5c10=5V6vfmLyW`%>zC{X`J&iU7+ar6~Bo3@N2JPVd{QQrFptcp&
zj12|#^cev>RNAygt*tTF?v1D8H(5TapCeJ|gQT1v76hh(YK{A1K?ifK`uI(eQK94h
zocXw!p`qbd*Y*Ac9FWJ~?rC9vr;KD63MF9D6S$gLxulO|V%y~VU#tD{BG9Jd!vg10
zMury_2Q?TN?p_1-ijz-HQU&&9j#hko6M2iX3fK&f*jrV)tN3q!%+8{xx7qyG^2%D7
zi0MR3U|W9D<j1v18?UwTND2WPl6}kl=a;>x_L*;IyY}L(7Ea+y$?mV27%mhx1u`(~
z+M06e4=}-A&U~vYZTL6G{Fl1_yd}qh4fE~R_lo{~e0)6jm|LIB&3CrI9!)<mng4tH
z{eR@yBfuVoRfsr4L*M3~z_7S`3)rE!eD0#Md*71A=Sw^%U;1igt$fq+pF6Nje_hR9
z=jzMAV0FAc1DMRSPwtv?vdt4%NAv*g{l6vJ#IWYahc7>X(;H>Sqpy9DF-&q1->=KS
zu%8?3`8Z&z+vS!H?6dBE-L@?Zm@MS_<!o=Iy*b(~9vB=vxvW=BTDQ~<SQKAQE-o%!
z{)&O&!+&*f+;}&g1C9!rT#+%&y5hfHUt8OI`FddeZvX1lt9^6*uW|U6t*Zb2E_O}C
zMx{@mKU;r|)1ABWWLp3*N5-u&<YG9m|6GrxF)+TB%HG|PWMyRyjER|3Hd}4?1#>gA
zV?RDVUJUHJUp_z6G&^k9>DtiH&|f{k;j<-;Z-CAFB;fdR?59`;h99OSJxmNA)`tME
zz(_wgrxR%0inVKdflesdd+F`%?ZEzlxe{=A;_~?uCr@^6PCxJF>FIgp`t{?$5s}Bh
zCd<VO7cQvYXJlxIe{LVYADErFUo$fRL5a1M8zYczI3ox&9|&eD1N{sHM()4@2MAL7
z5=21s2^ml@GB8ZA1jRQ4gF-Q=v;pSxXB>mo0Hy4I+(}P2W@xxB6b3of)78&qol`;+
E0Qk&74FCWD

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/nettle_classification.json b/modelling/data/abingdon-all/resident/nettle_classification.json
new file mode 100644
index 0000000..193bbdc
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/nettle_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Nettle",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "autumn_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.9523846742169517,
+    "target_trough_value": 0.28619358192466765,
+    "target_mean_value": 0.49486562136948054,
+    "target_amplitude": 0.666191092292284,
+    "baseline_to_peak_ratio": 0.29609884286710064,
+    "autumn_to_winter_weight_ratio": 0.05,
+    "year_end_to_winter_weight_ratio": 0.3730769230769231,
+    "decay_to_growth_ratio": 1.6388174807197944,
+    "monthly_target": {
+      "January": 0.45402642155069334,
+      "February": 0.4546337186309928,
+      "March": 0.48001640960213815,
+      "April": 0.6643236435973341,
+      "May": 0.9523846742169517,
+      "June": 0.8362115899930532,
+      "July": 0.4951066624434455,
+      "August": 0.28629821029966007,
+      "September": 0.28619358192466765,
+      "October": 0.30796920332770933,
+      "November": 0.29706409898466724,
+      "December": 0.42415924186245346
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.197,
+    "GROWTH_RATE": 1.556,
+    "DECAY_RATE": 2.55,
+    "SUMMER_DECAY_BOOST": 4.045,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.408,
+    "PRE_SUMMER_DECAY_END": 7.1,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.355,
+    "SPRING_CARRYOVER_WEIGHT": 0.172,
+    "SPRING_CARRYOVER_END": 7.065,
+    "SPRING_CARRYOVER_SHARPNESS": 16.385,
+    "BASELINE": 0.282,
+    "WINTER_WEIGHT": 0.52,
+    "AUTUMN_WEIGHT": 0.026,
+    "WINTER_PEAK": 5.28,
+    "AUTUMN_PEAK": 9.965,
+    "AUTUMN_ONSET": 9.125,
+    "AUTUMN_GATE_SHARPNESS": 8.539,
+    "WINTER_WIDTH": 8.296,
+    "WINTER_RISE_WIDTH": 7.883,
+    "WINTER_FALL_WIDTH": 8.613,
+    "AUTUMN_WIDTH": 7.872,
+    "AUTUMN_RISE_WIDTH": 7.249,
+    "AUTUMN_FALL_WIDTH": 7.342,
+    "SUMMER_DIP": 0.1,
+    "SUMMER_LOW": 1.85,
+    "SUMMER_ONSET": 4.26,
+    "SUMMER_GATE_SHARPNESS": 5.286,
+    "SUMMER_DECAY_ONSET": 7.085,
+    "SUMMER_DECAY_GATE_SHARPNESS": 16.831,
+    "SUMMER_WIDTH": 24.241,
+    "SUMMER_RISE_WIDTH": 40.196,
+    "SUMMER_FALL_WIDTH": 10.454,
+    "SCALE": 1.039,
+    "YEAR_END_WEIGHT": 0.194,
+    "YEAR_END_PEAK": 12.162,
+    "YEAR_END_WIDTH": 99.08,
+    "YEAR_END_RISE_WIDTH": 184.284,
+    "YEAR_END_FALL_WIDTH": 10.308
+  },
+  "fit": {
+    "score": 0.317
+  },
+  "warnings": [],
+  "summary": "Nettle is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates moderate baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/nettle_consensus.json b/modelling/data/abingdon-all/resident/nettle_consensus.json
new file mode 100644
index 0000000..25c5e3a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/nettle_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.317",
+  "INITIAL_Y": "0.197",
+  "GROWTH_RATE": "1.556",
+  "DECAY_RATE": "2.55",
+  "SUMMER_DECAY_BOOST": "4.045",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.408",
+  "PRE_SUMMER_DECAY_END": "7.1",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.355",
+  "SPRING_CARRYOVER_WEIGHT": "0.172",
+  "SPRING_CARRYOVER_END": "7.065",
+  "SPRING_CARRYOVER_SHARPNESS": "16.385",
+  "BASELINE": "0.282",
+  "WINTER_WEIGHT": "0.52",
+  "AUTUMN_WEIGHT": "0.026",
+  "WINTER_PEAK": "5.28",
+  "AUTUMN_PEAK": "9.965",
+  "AUTUMN_ONSET": "9.125",
+  "AUTUMN_GATE_SHARPNESS": "8.539",
+  "WINTER_WIDTH": "8.296",
+  "WINTER_RISE_WIDTH": "7.883",
+  "WINTER_FALL_WIDTH": "8.613",
+  "AUTUMN_WIDTH": "7.872",
+  "AUTUMN_RISE_WIDTH": "7.249",
+  "AUTUMN_FALL_WIDTH": "7.342",
+  "SUMMER_DIP": "0.1",
+  "SUMMER_LOW": "1.85",
+  "SUMMER_ONSET": "4.26",
+  "SUMMER_GATE_SHARPNESS": "5.286",
+  "SUMMER_DECAY_ONSET": "7.085",
+  "SUMMER_DECAY_GATE_SHARPNESS": "16.831",
+  "SUMMER_WIDTH": "24.241",
+  "SUMMER_RISE_WIDTH": "40.196",
+  "SUMMER_FALL_WIDTH": "10.454",
+  "SCALE": "1.039",
+  "YEAR_END_WEIGHT": "0.194",
+  "YEAR_END_PEAK": "12.162",
+  "YEAR_END_WIDTH": "99.08",
+  "YEAR_END_RISE_WIDTH": "184.284",
+  "YEAR_END_FALL_WIDTH": "10.308",
+  "SPECIES": "Nettle"
+}
diff --git a/modelling/data/abingdon-all/resident/nettle_observed.csv b/modelling/data/abingdon-all/resident/nettle_observed.csv
new file mode 100644
index 0000000..8fedfd4
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/nettle_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,8
+2,10
+3,24
+4,67
+5,74
+6,57
+7,42
+8,36
+9,20
+10,29
+11,20
+12,25
diff --git a/modelling/data/abingdon-all/resident/nettle_parameters.csv b/modelling/data/abingdon-all/resident/nettle_parameters.csv
new file mode 100644
index 0000000..d7b2685
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/nettle_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 15:24:01,nettle_observed.csv,0.3904220551793612110520568542,0.289,1.221,4.929,2.106,0.846,6.54,9.081,0.243,6.92,17.457,0.402,0.615,0.026,5.96,9.91,10.28,4.583,4.426,4.350,4.502,9.302,7.075,11.529,0.055,1.6,4.32,2.951,7.16,14.641,20.958,39.147,2.768,1.742,0.221,12.04,122.176,231.289,13.063
+2026-05-21 15:24:01,nettle_observed.csv,4.199840397697919467847029060,0.196,3.91,3.277,7.445,0.901,7.58,6.79,0.017,7.28,7.752,0.3,0.303,0.042,5.97,9.27,9.4,3.313,8.818,13.956,3.68,9.945,9.701,10.189,0.217,11.72,4.78,3.866,7.19,11.287,18.752,21.235,16.27,0.949,0.006,12.217,56.704,108.659,4.749
+2026-05-21 15:24:01,nettle_observed.csv,4.201640273945518579033915509,0.062,0.45,1.221,6.156,0.834,6.76,11.022,0.442,6.71,25.009,0.082,0.36,0.014,4.65,9.2,10.68,4.569,10.632,7.886,13.377,9.046,9.836,8.257,0.122,2.24,3.8,7.214,7.53,21.352,12.940,15.704,10.175,1.109,0.062,12.087,56.726,100.841,12.611
+2026-05-21 15:24:02,nettle_observed.csv,2.839664296691005644673389606,0.003,3.516,2.531,3.735,0.5,7.69,5.997,0.091,7.18,26.741,0.359,0.459,0.039,4.35,8.89,10.42,9.79,15.022,16.633,13.41,5.708,5.410,6.007,0.234,1.51,4.93,3.262,7.16,8.021,5.188,5.909,4.466,1.625,0.107,12.25,78.595,144.299,12.891
+2026-05-21 15:24:02,nettle_observed.csv,0.9798336610286209703414463110,0.076,1.058,4.731,0.131,0.944,7.72,8.206,0.05,6.88,12.106,0.255,0.395,0.016,6.21,10.91,8.49,5.465,11.456,5.082,17.83,3.187,1.226,5.148,0.183,2.35,4.38,7.82,6.8,10.96,14.732,21.306,8.159,1.472,0.265,12.219,84.686,156.787,12.586
+2026-05-21 15:24:02,nettle_observed.csv,1.083399450138337979298457173,0.192,0.293,1.816,2.713,0.063,6.42,5.863,0.445,6.81,8.159,0.348,0.042,0.003,3.88,11.09,10.22,3.546,10.900,3.717,18.084,6.518,10.997,2.04,0.148,11.64,3.52,1.028,7.56,7.674,16.444,29.296,3.592,1.658,0.112,12.093,97.745,182.252,13.238
+2026-05-21 15:24:03,nettle_observed.csv,0.4698912922971089220506794803,0.231,3.254,3.152,5.402,0.126,7.11,9.832,0.088,6.55,25.444,0.404,0.548,0.029,5.08,9.04,9.94,5.346,10.206,4.36,16.051,10.782,7.805,13.76,0.001,1.7,3.86,2.617,7.1,18.578,34.710,66.1,3.319,1.305,0.342,12.285,76.966,139.003,14.93
+2026-05-21 15:24:03,nettle_observed.csv,1.234891948502205713635252617,0.028,0.62,1.159,4.617,0.505,6.37,14.806,0.139,6.83,23.633,0.367,0.101,0.032,5.86,8.54,10.45,6.628,14.559,13.877,15.241,10.164,12.651,7.676,0.152,11.98,4.75,1.418,7.56,20.127,11.327,4.484,18.17,0.972,0.167,12.001,119.236,232.688,5.784
+2026-05-21 15:24:03,nettle_observed.csv,0.4261981359578037208907202490,0.426,1.216,3.731,5.828,0.777,7.51,9.332,0.335,6.94,25.013,0.327,0.632,0.024,6.03,10.67,11.41,9.712,14.220,14.075,14.364,6.044,4.429,7.66,0.145,11.6,4.7,5.03,6.76,10.365,34.286,55.979,12.593,0.991,0.152,12.208,90.115,174.636,5.594
+2026-05-21 15:24:04,nettle_observed.csv,0.6767679798399225952231368036,0.353,0.641,1.743,4.924,0.923,6.33,6.002,0.16,7.58,15.391,0.303,0.052,0.006,3.72,9.16,8.29,6.707,13.396,8.597,18.196,4.670,8.921,0.42,0.211,11.76,4.5,6.871,6.67,20.033,27.260,45.873,8.648,1.144,0.064,12.271,111.556,213.248,9.863
+2026-05-21 15:24:04,nettle_observed.csv,0.3518633764552125562316691503,0.069,2.852,5.04,7.045,0.068,7.44,9.916,0.183,7.53,25.703,0.109,0.289,0.03,5.99,11.05,9.12,3.552,8.295,11.477,5.113,8.064,9.199,6.929,0.248,1.02,4.63,7.689,7.06,23.637,20.078,33.327,6.83,0.812,0.198,12.197,74.156,136.503,11.81
+2026-05-21 15:24:04,nettle_observed.csv,1.568033446768953134141397614,0.052,1.815,4.475,2.639,0.267,6.85,6.644,0.239,7.18,26.63,0.215,0.237,0.012,6.34,10.22,10.43,4.202,5.392,6.084,4.699,11.224,13.773,8.676,0.016,1.38,4.06,7.872,6.66,7.476,36.490,69.327,3.654,1.656,0.146,12.207,48.152,82.185,14.12
+2026-05-21 15:24:05,nettle_observed.csv,2.220948930081524170953291520,0.379,2.504,4.011,4.625,0.855,7.55,5.265,0.001,7.51,7.776,0.198,0.015,0.048,6.35,10.74,8.65,5.728,2.880,3.002,2.758,6.866,11.091,2.64,0.147,11.79,3.78,2.496,6.68,16.005,36.474,69.827,3.121,1.193,0.31,12.116,122.998,238.035,7.962
+2026-05-21 15:24:05,nettle_observed.csv,0.1636835645459679850085953037,0.323,3.054,1.08,0.51,0.102,7.04,13.11,0.161,7.52,24.968,0.298,0.649,0.043,6.25,8.87,8.35,11.717,4.016,1.88,6.153,5.866,1.107,10.626,0.076,1.12,4.67,5.716,6.67,12.526,38.827,58.724,18.93,1.063,0.315,12.176,72.768,141.305,4.23
+2026-05-21 15:24:05,nettle_observed.csv,4.919360360437104522677776098,0.358,0.391,0.681,3.163,0.329,7.12,10.868,0.387,6.72,10.26,0.14,0.23,0.004,3.93,8.5,10.53,3.045,11.026,12.404,9.647,4.532,2.646,6.419,0.082,2.1,3.84,1.137,7.5,19.083,3.927,2.775,5.079,1.135,0.119,12.242,77.173,143.169,11.177
+2026-05-21 15:24:05,nettle_observed.csv,5.784670662998613618648614831,0.072,1.928,2.687,3.001,0.166,6.48,5.693,0.301,7.5,26.335,0.427,0.125,0.013,4.7,10.95,11.32,2.549,10.858,19.553,2.162,8.739,11.231,6.247,0.111,1.75,3.82,4.984,6.91,6.534,14.169,18.235,10.103,1.705,0.238,12.197,93.576,172.121,15.031
+2026-05-21 15:24:06,nettle_observed.csv,4.442162687279872668778482906,0.239,3.679,0.457,4.2,0.823,7.2,9.455,0.037,7.3,27.287,0.26,0.653,0.011,6.06,9.92,10.47,5.838,12.929,18.827,7.031,0.854,1.058,0.651,0.029,1.17,4.34,4.443,7.52,15.563,39.614,65.897,13.332,0.915,0.027,12.256,103.682,196.379,10.985
+2026-05-21 15:24:06,nettle_observed.csv,0.3809017876851007360705133680,0.307,2.069,5.263,5.797,0.184,7.15,12.346,0.1,7.64,13.967,0.154,0.683,0.036,6.21,10.08,8.38,10.293,9.190,9.42,8.96,11.704,12.464,10.945,0.043,1.73,4.68,4.233,7.52,16.762,23.456,41.794,5.119,1.171,0.158,12.263,94.513,175.141,13.885
+2026-05-21 15:24:06,nettle_observed.csv,0.3858201590242940167973693404,0.339,0.528,4.873,1.708,0.74,7.41,12.885,0.292,7.49,13.786,0.244,0.726,0.041,4.44,10.24,8.54,8.62,6.946,3.976,9.916,2.621,0.759,4.483,0.129,11.99,3.64,2.898,7.23,19.868,33.816,61.459,6.172,0.811,0.163,12.224,98.732,182.626,14.837
+2026-05-21 15:24:07,nettle_observed.csv,5.857151511627451873874928628,0.369,2.782,0.67,3.887,0.159,7.03,3.999,0.165,6.86,7.691,0.423,0.382,0.034,4.71,10.92,9.15,11.841,4.624,7.988,1.26,5.305,8.028,2.582,0.01,11.57,4.17,1.643,6.92,14.791,37.457,55.052,19.862,1.799,0.022,12.252,102.910,198.621,7.198
+2026-05-21 15:24:07,nettle_observed.csv,0.5633126768747998200926262068,0.326,0.377,2.841,4.884,0.716,7.37,8.049,0.157,7.19,26.328,0.289,0.038,0.027,5.25,9.7,9.22,2.526,12.293,12.070,12.516,7.730,7.277,8.183,0.095,2.21,3.7,5.703,7.4,9.917,10.946,19.899,1.992,1.015,0.131,12.091,125.006,238.575,11.438
+2026-05-21 15:24:07,nettle_observed.csv,0.6299309650683616841415638962,0.175,0.378,3.919,1.486,0.71,7.48,3.628,0.043,6.73,10.854,0.092,0.518,0.018,4.84,10.0,10.79,7.957,7.636,2.098,13.174,3.909,2.438,5.38,0.176,1.79,3.81,5.646,6.7,21.837,24.226,46.876,1.577,1.416,0.206,12.109,89.725,171.207,8.243
+2026-05-21 15:24:08,nettle_observed.csv,4.307420091316060229090766442,0.176,0.821,0.779,7.472,0.602,7.54,5.404,0.243,7.24,23.583,0.298,0.079,0.046,5.07,11.43,10.92,5.657,7.490,7.783,7.196,1.178,1.292,1.064,0.044,2.29,4.28,1.633,6.64,19.015,26.172,48.963,3.382,0.92,0.041,12.272,99.840,195.619,4.062
+2026-05-21 15:24:08,nettle_observed.csv,0.6441509591946129058130328168,0.401,3.175,5.597,7.817,0.214,7.47,12.239,0.018,6.9,24.702,0.133,0.297,0.047,4.29,9.82,9.49,10.213,11.556,13.734,9.379,9.671,9.444,9.898,0.127,11.55,4.41,7.219,7.49,20.208,27.208,42.785,11.631,1.067,0.171,12.062,60.204,107.588,12.819
+2026-05-21 15:24:08,nettle_observed.csv,1.725273803879071645009621707,0.208,3.048,3.297,7.794,0.37,7.36,11.756,0.223,7.59,10.701,0.23,0.216,0.005,4.42,10.45,11.39,7.593,11.034,3.638,18.429,5.414,1.785,9.043,0.198,11.6,3.62,6.763,6.87,10.333,34.016,67.273,0.759,1.679,0.27,12.24,67.982,128.337,7.628
+2026-05-21 15:24:09,nettle_observed.csv,7.186681893624489867822235614,0.399,3.113,3.963,1.851,0.337,7.48,12.572,0.226,7.59,24.602,0.23,0.117,0.037,5.53,9.27,8.25,9.867,8.278,10.509,6.046,2.189,2.228,2.15,0.059,1.95,4.07,1.482,7.3,8.119,21.245,27.682,14.808,1.783,0.005,12.081,89.064,166.799,11.33
+2026-05-21 15:24:09,nettle_observed.csv,1.810759405986123579883145930,0.223,3.283,1.476,4.918,0.694,7.22,15.411,0.021,6.88,8.991,0.189,0.066,0.029,5.23,9.11,10.19,10.27,14.816,17.566,12.066,4.892,6.374,3.411,0.133,1.71,4.68,7.281,6.8,10.305,30.044,44.204,15.884,1.517,0.086,12.292,60.780,115.461,6.099
+2026-05-21 15:24:09,nettle_observed.csv,8.368569752413724100935858899,0.115,0.658,0.469,6.119,0.392,7.71,15.767,0.339,7.18,23.352,0.261,0.124,0.046,4.05,9.98,8.34,10.349,10.370,5.1,15.639,6.714,11.807,1.622,0.088,1.13,3.78,1.436,6.69,12.509,30.324,52.145,8.504,1.626,0.11,12.226,74.478,143.339,5.617
+2026-05-21 15:24:09,nettle_observed.csv,0.5311453139975423095077910663,0.284,2.981,5.054,5.659,0.501,7.27,11.172,0.099,6.57,14.81,0.09,0.716,0.041,6.39,11.13,10.77,6.318,13.684,13.808,13.561,5.612,4.239,6.984,0.207,11.98,4.53,5.453,7.0,14.212,33.096,57.885,8.307,1.287,0.123,12.213,107.588,209.005,6.171
+2026-05-21 15:24:10,nettle_observed.csv,0.3569002501461520676379197864,0.133,2.115,1.885,7.438,0.408,7.05,15.415,0.308,7.15,24.882,0.152,0.377,0.037,5.86,9.65,10.05,4.507,4.202,6.484,1.92,3.280,6.133,0.427,0.091,11.74,3.98,6.442,7.2,23.077,44.257,76.446,12.068,1.205,0.219,12.238,43.399,82.706,4.092
+2026-05-21 15:24:10,nettle_observed.csv,1.326522093136584618071249403,0.342,0.781,3.128,3.73,0.094,7.49,15.347,0.134,6.7,7.647,0.1,0.549,0.014,3.59,9.83,10.9,2.793,19.792,19.864,19.719,0.636,0.654,0.617,0.183,11.98,3.92,2.104,7.37,19.355,7.632,2.495,12.769,1.37,0.088,12.076,100.284,192.137,8.432
+2026-05-21 15:24:10,nettle_observed.csv,1.579394350298388339211616769,0.111,3.787,2.845,0.078,0.645,6.48,15.436,0.084,6.79,19.876,0.436,0.41,0.002,3.83,11.17,9.08,3.603,3.133,1.126,5.14,11.960,12.397,11.523,0.001,1.05,3.94,6.27,7.08,8.208,30.649,54.925,6.373,1.021,0.154,12.268,103.378,200.947,5.808
+2026-05-21 15:24:11,nettle_observed.csv,0.3979165232107690329894789009,0.233,2.996,1.353,4.761,0.411,7.74,3.418,0.264,6.88,21.469,0.059,0.477,0.027,4.29,8.8,9.13,10.884,17.517,16.006,19.028,7.933,12.259,3.607,0.026,11.92,3.66,6.833,7.11,18.692,26.610,51.084,2.136,0.856,0.105,12.02,100.286,195.99,4.583
+2026-05-21 15:24:11,nettle_observed.csv,1.553191621825254652657415405,0.174,0.398,2.968,1.935,0.863,7.58,7.774,0.056,7.15,15.464,0.345,0.508,0.037,6.02,9.46,8.8,5.6,12.432,19.426,5.437,12.572,13.837,11.307,0.146,1.52,4.28,6.057,7.1,21.473,10.534,3.553,17.515,1.394,0.26,12.221,93.822,180.841,6.803
+2026-05-21 15:24:11,nettle_observed.csv,4.408770318675000150888064282,0.087,0.719,1.158,1.863,0.339,7.7,12.254,0.391,6.95,19.351,0.322,0.339,0.041,4.32,9.74,8.27,8.069,7.426,12.944,1.907,4.312,5.676,2.949,0.187,2.36,4.73,4.673,7.57,18.049,29.762,53.29,6.234,1.216,0.077,12.01,116.641,217.971,15.311
+2026-05-21 15:24:12,nettle_observed.csv,0.4667692714783064648031022492,0.417,2.803,2.084,0.704,0.119,7.36,5.409,0.086,7.12,8.487,0.314,0.589,0.008,6.32,9.15,8.9,2.216,10.386,4.181,16.59,8.112,4.253,11.97,0.189,11.75,3.9,4.158,7.25,13.837,37.002,64.148,9.856,1.71,0.29,12.109,71.433,138.727,4.139
+2026-05-21 15:24:12,nettle_observed.csv,0.09917419595077304493948796765,0.202,0.614,3.504,3.778,0.073,7.31,15.998,0.252,7.61,26.091,0.363,0.506,0.01,5.13,8.8,8.84,8.335,13.885,7.821,19.949,9.144,10.144,8.145,0.221,2.46,3.71,3.532,7.58,11.862,35.092,54.646,15.537,1.106,0.115,12.261,116.868,225.843,7.892
+2026-05-21 15:24:12,nettle_observed.csv,0.4112658752425169354032475999,0.236,3.271,5.537,1.791,0.742,6.52,11.354,0.281,6.66,20.691,0.29,0.628,0.012,6.18,10.66,8.69,7.46,5.634,6.465,4.802,5.414,2.976,7.851,0.214,1.91,4.41,5.211,7.57,14.754,19.221,34.756,3.686,1.291,0.301,12.288,120.947,226.184,15.71
+2026-05-21 15:24:13,nettle_observed.csv,0.7124835585782714346531355003,0.047,1.981,1.852,7.878,0.499,7.11,9.232,0.176,7.49,15.994,0.4,0.64,0.039,5.78,11.18,8.65,3.784,14.251,8.636,19.866,1.042,0.759,1.326,0.206,1.62,4.7,1.267,7.17,17.954,41.790,66.749,16.83,1.266,0.33,12.244,95.904,182.21,9.599
+2026-05-21 15:24:13,nettle_observed.csv,1.014578149174586855701495583,0.057,2.45,4.716,0.709,0.023,6.42,4.945,0.446,7.11,16.412,0.268,0.296,0.044,3.83,9.78,10.75,9.331,6.119,3.908,8.33,3.738,2.879,4.598,0.172,1.15,4.18,1.083,7.38,12.598,27.625,46.043,9.207,1.261,0.019,12.144,114.810,214.032,15.588
+2026-05-21 15:24:13,nettle_observed.csv,0.3897828385113019795153250546,0.304,2.497,2.114,4.448,0.726,7.18,9.04,0.364,6.96,18.985,0.388,0.322,0.003,5.24,9.1,10.53,3.317,6.837,6.516,7.158,6.114,5.249,6.98,0.249,1.76,4.41,6.507,7.31,16.894,34.082,50.98,17.185,1.056,0.01,12.092,121.563,235.013,8.113
+2026-05-21 15:24:14,nettle_observed.csv,0.5227406195299564614736601604,0.085,1.371,5.989,4.213,0.576,7.58,12.279,0.213,7.02,17.687,0.068,0.683,0.049,3.54,9.51,10.44,6.498,18.104,16.243,19.965,9.397,10.222,8.572,0.085,1.49,4.45,6.368,7.17,20.895,46.350,73.321,19.38,1.29,0.118,12.203,57.816,107.676,7.957
+2026-05-21 15:24:14,nettle_observed.csv,1.224321310303841147115581798,0.033,3.51,1.797,1.279,0.685,6.54,10.521,0.005,7.16,25.436,0.346,0.474,0.013,4.79,10.03,10.43,3.548,12.212,5.205,19.219,9.643,7.466,11.82,0.231,2.09,4.12,1.452,7.43,22.143,13.846,15.19,12.503,1.295,0.23,12.184,63.506,117.311,9.702
+2026-05-21 15:24:14,nettle_observed.csv,0.4952514579218386855252173499,0.151,1.362,1.719,5.3,0.018,6.43,8.028,0.225,7.0,8.954,0.314,0.346,0.044,6.37,8.89,9.4,3.901,9.568,3.844,15.293,10.997,11.006,10.988,0.197,2.42,4.53,7.009,7.15,17.922,7.732,7.922,7.542,1.319,0.273,12.19,86.090,159.158,13.021
+2026-05-21 15:24:14,nettle_observed.csv,0.5990312554677547831642572939,0.315,3.663,3.636,5.143,0.563,6.73,7.251,0.024,6.81,24.027,0.201,0.268,0.019,5.6,8.55,10.17,9.55,17.740,19.682,15.799,9.030,4.751,13.31,0.0,2.23,4.41,7.187,6.93,20.758,29.372,38.843,19.902,1.236,0.011,12.039,56.072,105.356,6.788
+2026-05-21 15:24:15,nettle_observed.csv,5.555844139470209128705813010,0.16,2.993,0.504,3.538,0.239,7.6,7.302,0.015,6.74,18.595,0.052,0.701,0.045,5.69,10.7,11.0,7.477,10.264,16.849,3.68,11.436,9.982,12.890,0.091,1.79,4.11,3.982,7.21,10.654,19.356,23.903,14.808,1.524,0.037,12.031,116.163,228.268,4.058
+2026-05-21 15:24:15,nettle_observed.csv,5.275015915111654873310936636,0.372,2.305,0.37,5.648,0.78,7.44,5.234,0.329,7.49,14.465,0.088,0.359,0.045,5.1,9.33,10.81,11.047,14.978,16.348,13.609,6.102,5.484,6.719,0.083,1.87,4.67,5.631,7.12,13.482,27.371,47.069,7.673,1.328,0.042,12.255,68.413,125.335,11.491
+2026-05-21 15:24:15,nettle_observed.csv,2.250295887021791023981954183,0.446,0.924,0.475,4.064,0.138,6.47,3.579,0.296,7.35,12.262,0.411,0.056,0.034,4.69,11.23,9.14,8.407,10.160,8.491,11.829,6.114,6.132,6.096,0.215,1.36,4.77,4.592,6.94,23.76,2.528,0.589,4.467,1.405,0.111,12.286,105.530,197.95,13.111
+2026-05-21 15:24:16,nettle_observed.csv,0.4333768217556526040295998065,0.006,1.766,4.078,2.964,0.551,7.67,9.794,0.029,6.89,24.591,0.361,0.551,0.047,4.18,10.64,8.89,10.064,14.200,15.915,12.486,6.702,12.754,0.651,0.207,2.1,3.69,2.427,7.38,18.96,16.026,20.41,11.643,0.905,0.244,12.211,125.254,238.354,12.153
+2026-05-21 15:24:16,nettle_observed.csv,0.1935148749822566379808419466,0.05,0.669,1.598,1.981,0.717,6.51,10.768,0.392,7.56,14.303,0.062,0.135,0.046,6.09,9.7,9.03,9.991,5.329,5.654,5.004,7.580,7.82,7.34,0.226,1.53,4.09,4.644,6.87,8.446,24.876,34.932,14.82,0.827,0.292,12.191,49.662,85.845,13.479
+2026-05-21 15:24:16,nettle_observed.csv,1.927048361867760569187844686,0.055,3.18,2.771,0.337,0.155,6.73,8.508,0.118,7.4,26.74,0.263,0.243,0.016,5.85,8.61,9.5,2.27,12.962,9.989,15.936,7.602,12.12,3.084,0.075,1.66,4.05,3.652,7.21,21.984,24.960,36.072,13.848,1.383,0.244,12.092,116.248,225.296,7.2
+2026-05-21 15:24:17,nettle_observed.csv,0.6789251377034380956752066226,0.183,1.751,4.921,2.314,0.084,6.72,12.266,0.366,6.89,9.061,0.13,0.544,0.048,6.27,9.56,10.17,3.483,16.354,13.641,19.068,11.442,11.457,11.428,0.193,2.34,4.69,4.361,7.05,17.597,26.983,44.294,9.672,1.574,0.024,12.045,60.838,105.807,15.869
+2026-05-21 15:24:17,nettle_observed.csv,0.2534501160947162646750773071,0.027,1.337,1.628,4.748,0.709,7.37,3.364,0.35,6.77,11.684,0.186,0.379,0.038,5.46,10.87,10.1,9.063,8.296,4.044,12.547,8.405,7.642,9.168,0.147,1.62,4.32,6.444,7.35,13.666,4.893,8.469,1.317,0.972,0.049,12.141,100.461,191.361,9.561
+2026-05-21 15:24:17,nettle_observed.csv,4.186769375081008929633080749,0.228,1.162,2.75,1.884,0.784,6.99,3.442,0.152,7.33,17.249,0.122,0.663,0.016,5.37,9.41,9.46,2.082,1.671,1.836,1.506,9.832,6.295,13.37,0.032,2.42,4.42,1.761,6.82,6.318,38.074,66.94,9.209,0.923,0.1,12.238,68.084,124.815,11.353
+2026-05-21 15:24:18,nettle_observed.csv,0.5068014758041591315445434626,0.004,3.047,4.816,1.094,0.871,7.61,7.8,0.141,6.92,13.709,0.308,0.684,0.018,3.79,9.47,9.36,5.13,9.222,2.129,16.314,6.786,7.59,5.983,0.055,1.33,3.7,1.52,7.15,12.054,25.252,45.113,5.392,0.816,0.135,12.187,116.650,227.664,5.636
+2026-05-21 15:24:18,nettle_observed.csv,6.190609072069903064012710887,0.068,2.587,3.709,6.679,0.444,7.42,15.849,0.07,6.81,26.316,0.066,0.018,0.046,3.86,8.7,9.41,2.16,14.008,19.039,8.978,4.695,1.983,7.407,0.157,1.14,4.05,7.089,6.96,18.114,16.394,15.669,17.119,1.516,0.007,12.189,58.623,103.052,14.194
+2026-05-21 15:24:18,nettle_observed.csv,2.366947656373417219937741932,0.159,2.974,5.182,3.249,0.404,7.36,5.841,0.026,6.67,14.527,0.301,0.247,0.035,3.62,10.84,11.44,9.717,4.235,4.25,4.22,10.207,13.829,6.585,0.114,1.0,4.28,3.704,7.31,6.992,39.490,77.565,1.414,1.577,0.308,12.248,98.744,188.153,9.335
+2026-05-21 15:24:19,nettle_observed.csv,2.387899247739067342619453148,0.249,2.619,1.864,7.499,0.884,6.37,3.702,0.437,7.23,7.124,0.214,0.152,0.044,3.58,9.16,9.03,5.319,10.150,19.075,1.224,5.408,6.643,4.174,0.145,1.7,4.05,4.515,7.45,17.756,13.450,21.721,5.179,1.758,0.179,12.035,71.784,129.779,13.788
+2026-05-21 15:24:19,nettle_observed.csv,0.3853576826675382163139326321,0.225,1.394,2.244,3.21,0.654,7.68,11.377,0.131,7.02,15.313,0.373,0.447,0.025,3.56,10.5,8.62,4.068,15.502,18.59,12.414,5.474,7.764,3.185,0.073,1.11,4.12,2.968,6.71,16.768,29.746,41.244,18.249,1.277,0.191,12.005,61.306,115.804,6.807
+2026-05-21 15:24:19,nettle_observed.csv,0.8004300004147329592228352678,0.058,1.234,4.738,7.848,0.913,6.61,10.163,0.21,6.57,12.94,0.086,0.315,0.017,5.6,9.86,9.73,6.055,8.564,0.626,16.503,6.653,5.589,7.717,0.217,1.08,4.86,4.078,7.42,10.56,45.962,76.057,15.866,1.492,0.065,12.065,46.858,83.621,10.096
+2026-05-21 15:24:19,nettle_observed.csv,0.4780180858055868898298052783,0.005,3.297,2.113,2.863,0.254,7.36,5.855,0.314,7.63,23.364,0.433,0.354,0.033,5.18,11.4,9.02,3.64,6.127,5.978,6.276,7.504,7.386,7.621,0.22,1.06,4.36,6.813,7.51,15.903,23.576,38.799,8.352,0.811,0.005,12.034,92.526,175.5,9.552
+2026-05-21 15:24:20,nettle_observed.csv,5.955246743367392943814019780,0.438,2.165,0.216,6.296,0.097,7.31,15.46,0.144,7.05,11.498,0.071,0.61,0.02,6.08,10.93,10.25,9.985,6.076,6.419,5.734,3.838,6.498,1.178,0.092,1.5,4.79,7.109,7.19,15.603,35.286,63.431,7.141,1.507,0.045,12.101,108.432,207.662,9.201
+2026-05-21 15:24:20,nettle_observed.csv,0.3290035446167631769934178098,0.163,3.224,3.809,3.031,0.731,6.66,10.568,0.139,6.58,27.052,0.4,0.47,0.018,4.68,11.19,8.97,9.752,8.066,8.035,8.096,5.901,5.208,6.594,0.226,11.64,3.58,7.869,7.19,20.931,11.794,17.667,5.921,0.889,0.045,12.228,88.290,163.09,13.49
+2026-05-21 15:24:20,nettle_observed.csv,0.9210080669720538403919406567,0.135,0.625,5.254,7.301,0.627,6.88,5.452,0.168,7.28,12.955,0.311,0.374,0.031,3.9,10.95,11.19,3.545,13.720,15.629,11.81,9.452,8.089,10.815,0.216,1.44,4.51,0.915,6.72,13.234,28.100,45.009,11.191,1.468,0.328,12.168,56.280,97.624,14.937
+2026-05-21 15:24:21,nettle_observed.csv,4.467232178281147169213927442,0.164,2.201,3.62,4.491,0.441,7.48,6.466,0.143,7.41,12.231,0.162,0.315,0.025,6.46,8.64,9.07,4.703,8.096,14.578,1.615,11.724,12.471,10.978,0.091,2.24,3.86,1.86,6.75,9.195,10.398,19.761,1.034,1.152,0.153,12.182,93.887,182.762,5.012
+2026-05-21 15:24:21,nettle_observed.csv,0.3788934484526280936413606287,0.181,1.502,0.687,4.937,0.408,6.35,7.824,0.007,6.69,25.927,0.102,0.21,0.034,4.24,9.92,9.46,10.992,8.914,7.714,10.115,5.859,3.404,8.314,0.035,1.41,4.1,4.934,6.77,10.868,40.180,75.848,4.512,0.821,0.038,12.172,113.280,221.92,4.639
+2026-05-21 15:24:21,nettle_observed.csv,1.057895572081380327086580229,0.081,3.101,3.354,0.873,0.134,7.49,13.458,0.14,6.7,14.456,0.188,0.725,0.001,5.93,9.79,10.82,3.207,8.356,0.389,16.322,4.342,2.925,5.76,0.117,2.06,3.69,5.374,7.1,20.755,38.744,63.623,13.865,1.277,0.319,12.244,87.608,163.617,11.6
+2026-05-21 15:24:22,nettle_observed.csv,1.028138862467833060098906203,0.083,3.299,4.745,6.446,0.93,6.58,5.867,0.297,7.65,25.527,0.184,0.132,0.022,3.58,8.84,10.33,5.842,17.514,16.906,18.122,1.211,1.057,1.365,0.164,2.27,4.23,5.382,6.63,12.514,33.629,51.487,15.771,1.052,0.211,12.258,102.608,197.501,7.716
+2026-05-21 15:24:22,nettle_observed.csv,0.7610470490290645911750468710,0.273,0.736,3.093,3.886,0.727,7.61,13.568,0.062,6.66,7.056,0.373,0.037,0.033,3.74,10.66,10.4,2.196,10.513,15.783,5.243,7.060,9.072,5.049,0.045,1.82,4.12,3.777,6.77,12.212,21.332,34.824,7.841,1.066,0.282,12.221,82.699,150.915,14.483
+2026-05-21 15:24:22,nettle_observed.csv,15.70351977744519379754577512,0.098,1.586,3.887,0.814,0.911,6.67,15.638,0.042,7.31,12.492,0.308,0.013,0.03,5.82,9.64,11.47,5.65,10.550,14.937,6.162,7.915,4.386,11.444,0.226,1.26,4.71,4.255,7.12,23.361,35.404,60.553,10.256,1.631,0.066,12.274,81.794,152.181,11.406
+2026-05-21 15:24:23,nettle_observed.csv,0.7961422378486852358078195932,0.102,1.356,5.326,5.086,0.036,7.43,15.039,0.419,6.6,7.338,0.281,0.722,0.04,4.56,9.13,8.81,11.881,2.934,1.718,4.15,4.690,4.833,4.547,0.127,1.3,4.78,6.981,6.75,10.503,31.952,44.775,19.129,1.502,0.245,12.005,95.042,183.346,6.737
+2026-05-21 15:24:23,nettle_observed.csv,1.715671552119113196434769782,0.235,3.66,3.864,3.323,0.567,6.3,8.059,0.429,6.79,15.853,0.063,0.084,0.005,5.12,10.92,9.53,6.341,4.935,1.563,8.307,11.322,9.015,13.63,0.233,2.28,4.39,4.152,7.01,14.189,23.155,39.527,6.783,0.958,0.147,12.145,116.086,219.126,13.047
+2026-05-21 15:24:23,nettle_observed.csv,0.4511959156647451996239301764,0.403,1.108,1.296,1.946,0.67,6.75,4.824,0.116,6.72,6.785,0.129,0.624,0.023,5.95,9.69,8.87,7.763,9.827,5.023,14.631,9.520,11.061,7.978,0.024,1.17,4.84,6.976,7.56,17.902,27.832,44.33,11.335,0.822,0.084,12.032,49.636,93.527,5.745
+2026-05-21 15:24:23,nettle_observed.csv,3.199319485148202740284393109,0.186,3.925,4.236,2.775,0.529,6.59,13.175,0.292,7.63,14.431,0.458,0.307,0.048,6.02,8.67,10.48,7.105,7.864,4.186,11.542,10.096,9.419,10.774,0.162,1.31,4.42,1.02,6.81,16.417,34.055,64.533,3.577,1.749,0.174,12.173,100.388,187.104,13.672
+2026-05-21 15:24:24,nettle_observed.csv,2.102459465213566509622441021,0.301,3.105,4.476,3.83,0.412,7.43,6.26,0.378,6.76,25.575,0.068,0.049,0.023,3.72,11.24,8.56,4.298,11.910,9.339,14.482,7.722,13.386,2.059,0.186,1.6,3.95,6.397,7.34,19.714,34.951,68.547,1.355,0.932,0.199,12.203,114.202,219.664,8.74
+2026-05-21 15:24:24,nettle_observed.csv,0.4789819565091408944771565263,0.214,3.535,4.114,2.376,0.867,6.85,7.099,0.165,7.03,27.46,0.19,0.591,0.049,3.76,9.13,10.07,4.28,8.790,8.447,9.132,9.565,9.993,9.137,0.142,11.87,4.35,6.166,6.98,18.55,20.405,38.814,1.996,1.071,0.007,12.132,53.283,100.601,5.965
+2026-05-21 15:24:24,nettle_observed.csv,0.4041612914110467176951961850,0.325,0.344,4.813,1.897,0.032,6.48,11.556,0.277,7.0,25.448,0.31,0.534,0.007,5.64,10.43,10.04,5.614,11.840,7.978,15.701,5.070,4.222,5.919,0.095,2.11,3.77,6.371,6.7,8.987,18.188,23.288,13.088,1.383,0.084,12.289,122.066,236.009,8.123
+2026-05-21 15:24:25,nettle_observed.csv,1.208823787698411045955911218,0.436,1.222,1.527,1.044,0.306,7.61,8.526,0.059,7.6,21.58,0.215,0.408,0.01,4.18,9.04,10.49,9.958,17.784,19.626,15.941,10.836,12.002,9.671,0.234,1.02,4.98,4.174,7.32,22.791,24.974,37.409,12.54,1.207,0.326,12.202,102.098,200.161,4.036
+2026-05-21 15:24:25,nettle_observed.csv,4.248316353936098837593615096,0.318,3.293,3.921,5.288,0.052,7.74,13.758,0.399,6.97,20.159,0.404,0.554,0.012,5.52,9.31,11.41,10.382,6.066,11.144,0.988,4.915,5.164,4.666,0.225,2.15,4.91,6.525,7.38,12.752,39.342,64.893,13.79,0.876,0.195,12.178,112.154,216.793,7.514
+2026-05-21 15:24:25,nettle_observed.csv,1.103305405445326177503093844,0.421,1.808,1.428,2.601,0.631,7.19,10.198,0.398,7.25,17.195,0.231,0.542,0.003,4.26,10.43,9.44,4.307,6.585,10.142,3.028,2.356,3.259,1.454,0.137,1.69,4.59,7.958,7.13,23.265,49.052,78.62,19.485,1.742,0.158,12.163,114.908,214.347,15.469
+2026-05-21 15:24:26,nettle_observed.csv,2.498859483567197011336924891,0.359,3.151,2.46,2.052,0.747,6.58,8.596,0.444,6.57,19.872,0.051,0.414,0.042,6.39,9.89,10.82,5.707,13.558,18.851,8.264,8.947,4.606,13.288,0.185,2.28,4.82,6.295,6.65,15.771,24.064,47.671,0.457,1.407,0.269,12.216,90.747,171.226,10.268
+2026-05-21 15:24:26,nettle_observed.csv,0.3013131846483096409572299327,0.128,3.873,3.655,5.182,0.123,7.24,12.047,0.109,7.21,13.337,0.213,0.51,0.02,3.83,9.62,10.97,2.086,7.154,11.609,2.699,7.470,0.954,13.985,0.105,1.45,4.89,3.768,6.97,12.873,6.436,3.022,9.849,0.838,0.154,12.026,86.092,158.789,13.396
+2026-05-21 15:24:26,nettle_observed.csv,0.9832358955253748965077803168,0.403,2.257,3.411,1.687,0.254,7.1,10.423,0.011,6.65,12.782,0.061,0.707,0.028,4.9,11.13,11.38,2.159,3.348,1.084,5.612,10.010,6.117,13.902,0.084,11.57,3.92,7.417,6.61,20.133,37.552,67.426,7.678,1.166,0.348,12.134,78.566,150.201,6.932
+2026-05-21 15:24:27,nettle_observed.csv,0.4031296137840696654096232657,0.16,1.086,2.39,3.691,0.332,7.23,14.018,0.268,6.92,21.505,0.117,0.314,0.045,4.83,10.34,9.1,10.855,17.304,17.901,16.708,6.836,7.423,6.248,0.027,1.68,4.33,1.434,6.64,22.098,35.420,68.907,1.932,0.954,0.263,12.16,89.716,169.075,10.358
+2026-05-21 15:24:27,nettle_observed.csv,0.1871049353691339727215739642,0.036,2.496,3.272,7.121,0.509,7.5,9.511,0.148,7.52,12.385,0.174,0.675,0.024,5.19,8.55,8.84,7.295,9.230,9.764,8.696,8.617,11.096,6.138,0.064,1.01,3.55,1.729,7.38,8.627,16.652,22.537,10.768,0.949,0.213,12.287,109.155,209.896,8.414
+2026-05-21 15:24:27,nettle_observed.csv,0.7145942943388130187823026708,0.423,2.307,2.72,7.105,0.041,7.03,9.404,0.409,7.42,11.789,0.162,0.624,0.003,4.77,9.48,8.7,2.292,13.684,17.132,10.236,5.922,7.192,4.651,0.042,1.35,3.98,7.938,6.77,18.826,37.658,67.905,7.412,1.327,0.142,12.107,51.123,92.297,9.949
+2026-05-21 15:24:27,nettle_observed.csv,0.3115388319484939356559351413,0.101,1.612,3.687,1.606,0.845,7.01,4.975,0.403,6.93,14.859,0.348,0.558,0.004,4.58,11.21,11.16,11.377,5.252,7.945,2.56,8.621,3.555,13.687,0.077,11.95,3.73,2.007,6.76,23.907,7.317,13.487,1.147,1.142,0.028,12.159,66.856,126.249,7.463
+2026-05-21 15:24:28,nettle_observed.csv,4.658206950370866651164015122,0.243,3.721,3.486,3.176,0.902,6.31,4.188,0.065,7.38,7.571,0.059,0.073,0.029,3.9,9.48,11.3,2.136,12.572,16.243,8.9,8.603,4.8,12.406,0.187,2.07,4.54,7.96,7.1,8.727,30.422,56.09,4.755,1.335,0.102,12.176,118.994,232.53,5.457
+2026-05-21 15:24:28,nettle_observed.csv,1.746193264473128784184521819,0.128,3.982,1.48,3.835,0.254,7.3,11.469,0.393,6.76,25.94,0.195,0.085,0.013,4.47,11.46,9.23,4.171,11.088,19.071,3.105,9.066,12.774,5.359,0.187,1.8,4.31,3.239,7.09,16.982,7.352,12.907,1.798,1.088,0.094,12.134,88.834,166.159,11.51
+2026-05-21 15:24:28,nettle_observed.csv,0.6957354861258302525322619918,0.119,2.634,5.35,1.974,0.727,7.48,3.13,0.38,6.87,14.102,0.216,0.5,0.01,6.0,11.42,9.49,5.905,15.884,17.351,14.418,4.500,3.924,5.077,0.016,1.07,4.48,3.168,7.15,9.657,46.106,76.489,15.724,1.4,0.103,12.153,86.188,161.459,10.918
+2026-05-21 15:24:29,nettle_observed.csv,0.7757292566233228657320437140,0.208,1.15,3.646,1.074,0.098,6.99,4.967,0.111,7.18,17.324,0.092,0.329,0.036,3.58,8.9,11.39,6.741,13.442,11.408,15.476,3.626,2.409,4.843,0.149,2.41,3.59,4.144,7.39,16.215,12.138,12.859,11.418,1.056,0.279,12.298,68.590,128.862,8.318
+2026-05-21 15:24:29,nettle_observed.csv,6.018923317538609083060902225,0.402,0.946,0.299,3.58,0.254,6.93,6.262,0.302,6.61,14.578,0.441,0.233,0.012,6.44,10.36,10.38,3.475,6.550,1.061,12.038,10.065,9.810,10.320,0.089,1.07,4.83,1.63,7.06,16.537,33.319,64.045,2.593,1.435,0.069,12.023,84.378,161.565,7.191
+2026-05-21 15:24:29,nettle_observed.csv,1.016238159515954104367851135,0.378,2.973,3.657,2.995,0.771,7.13,9.675,0.437,6.9,25.009,0.151,0.736,0.025,6.47,9.42,9.58,4.541,16.593,16.659,16.527,5.149,9.221,1.077,0.083,1.32,3.83,6.538,6.83,20.286,23.388,38.546,8.229,1.566,0.293,12.3,85.046,165.357,4.734
+2026-05-21 15:24:30,nettle_observed.csv,0.8960084638892058544169632640,0.26,2.313,4.736,2.19,0.407,6.7,10.329,0.333,6.53,12.603,0.449,0.102,0.028,4.46,10.24,9.85,8.851,9.752,10.256,9.247,1.374,1.296,1.451,0.077,1.49,4.84,1.008,7.11,14.921,32.655,46.127,19.183,0.951,0.055,12.053,103.006,191.486,14.527
+2026-05-21 15:24:30,nettle_observed.csv,4.226338103870011929610821400,0.206,3.949,0.302,3.146,0.057,6.59,13.677,0.251,7.1,6.425,0.146,0.659,0.01,3.66,10.25,11.37,5.937,6.148,7.698,4.599,5.188,7.439,2.938,0.041,11.68,3.75,2.393,6.73,18.698,13.142,9.153,17.131,1.191,0.107,12.222,66.837,120.232,13.442
+2026-05-21 15:24:30,nettle_observed.csv,1.374556687799006757072248466,0.198,1.563,4.299,3.551,0.626,7.73,7.664,0.269,7.54,11.177,0.451,0.359,0.045,3.76,10.86,10.76,11.317,14.641,19.505,9.777,11.804,12.204,11.405,0.21,11.69,3.67,5.728,7.16,22.135,20.276,23.797,16.756,1.508,0.154,12.237,64.186,116.919,11.453
+2026-05-21 15:24:31,nettle_observed.csv,1.771029831645186015255847806,0.341,2.436,2.064,0.018,0.171,7.54,12.775,0.144,6.65,25.492,0.455,0.706,0.03,3.84,9.02,9.51,3.695,9.289,0.998,17.58,5.938,1.735,10.141,0.242,11.81,3.96,1.308,6.73,19.607,23.211,32.775,13.647,1.414,0.19,12.262,105.544,204.039,7.049
+2026-05-21 15:24:31,nettle_observed.csv,5.257029476530934763589824690,0.025,2.083,0.718,1.532,0.242,7.34,5.985,0.236,6.76,25.451,0.289,0.739,0.037,5.37,11.12,9.95,7.399,4.766,8.434,1.097,1.776,2.011,1.542,0.15,1.03,4.42,5.565,6.71,20.357,34.120,53.336,14.905,1.204,0.313,12.299,55.548,101.809,9.286
+2026-05-21 15:24:31,nettle_observed.csv,0.1912545766798907973372779705,0.309,0.77,1.119,1.739,0.321,6.98,5.905,0.132,6.68,13.909,0.437,0.53,0.004,4.41,10.01,10.98,8.815,10.948,2.178,19.719,9.971,11.73,8.212,0.027,1.11,4.64,3.459,7.17,13.713,13.337,22.88,3.794,1.318,0.01,12.007,54.233,94.106,14.36
+2026-05-21 15:24:32,nettle_observed.csv,4.421868976336975696313584886,0.214,1.323,4.911,7.715,0.11,6.54,11.957,0.254,6.87,14.184,0.281,0.343,0.032,6.41,10.37,10.42,9.262,5.214,9.762,0.665,5.672,6.059,5.285,0.222,2.16,4.99,2.523,7.57,14.17,29.490,53.991,4.988,0.977,0.192,12.051,118.257,228.545,7.969
+2026-05-21 15:24:32,nettle_observed.csv,0.5942684743442753275733226232,0.418,1.562,4.491,1.714,0.383,6.72,7.191,0.432,7.43,22.752,0.398,0.659,0.011,3.54,11.28,9.77,5.055,4.130,2.916,5.345,3.176,3.151,3.202,0.099,11.77,4.6,4.628,7.28,15.137,23.149,44.598,1.7,1.012,0.075,12.13,70.499,128.787,12.211
+2026-05-21 15:24:32,nettle_observed.csv,0.3225265008165091725410343284,0.165,3.568,5.157,1.57,0.761,7.27,14.835,0.084,7.15,7.76,0.287,0.425,0.038,4.72,10.16,8.25,6.076,16.830,19.051,14.608,11.094,10.183,12.004,0.061,11.86,4.19,5.583,7.27,12.181,32.106,63.742,0.469,0.979,0.276,12.272,54.409,98.035,10.783
+2026-05-21 15:24:32,nettle_observed.csv,5.808610382746654713307330320,0.444,1.27,0.212,3.088,0.793,7.63,11.54,0.314,6.85,21.259,0.446,0.463,0.02,5.42,8.78,9.76,3.529,4.673,8.385,0.961,3.460,1.877,5.042,0.233,1.87,4.58,4.815,6.64,8.152,17.024,18.822,15.225,1.014,0.063,12.195,83.574,151.183,15.966
+2026-05-21 15:24:33,nettle_observed.csv,1.796685806000572270467918758,0.403,3.855,5.958,6.49,0.679,6.97,11.733,0.311,7.12,10.702,0.208,0.37,0.042,5.29,8.6,8.31,4.447,15.014,10.172,19.855,8.194,2.622,13.766,0.016,1.32,4.26,5.136,6.62,9.165,48.571,77.649,19.493,1.774,0.228,12.053,117.634,221.812,13.455
+2026-05-21 15:24:33,nettle_observed.csv,1.529090011543013461650237809,0.247,1.643,0.858,3.614,0.85,6.4,4.506,0.301,7.58,23.201,0.439,0.373,0.046,5.68,10.1,11.13,2.103,11.989,7.648,16.33,8.214,11.344,5.085,0.006,1.78,3.67,4.343,7.47,8.142,25.853,33.127,18.579,1.607,0.163,12.08,101.945,188.03,15.86
+2026-05-21 15:24:33,nettle_observed.csv,0.5496230337661577250184902875,0.145,0.542,2.864,7.868,0.66,6.76,7.458,0.077,7.63,6.49,0.054,0.741,0.041,6.15,9.6,8.37,3.012,17.450,19.404,15.497,8.344,6.462,10.227,0.212,1.27,3.87,7.17,7.01,14.422,40.723,77.205,4.241,1.626,0.336,12.205,52.196,97.801,6.592
+2026-05-21 15:24:34,nettle_observed.csv,0.9939242551760871411981921514,0.286,1.913,2.068,2.905,0.364,7.6,6.396,0.235,7.59,24.653,0.152,0.252,0.037,4.19,9.13,10.23,10.334,10.191,13.42,6.962,7.882,5.501,10.263,0.08,1.23,4.39,5.962,7.21,14.641,47.913,77.546,18.28,1.403,0.111,12.179,105.936,202.599,9.273
+2026-05-21 15:24:34,nettle_observed.csv,2.769641201925890239595052112,0.445,3.772,3.449,7.734,0.704,7.02,13.213,0.115,7.12,22.645,0.132,0.017,0.012,5.13,9.1,9.66,7.647,8.071,2.236,13.906,10.779,11.55,10.008,0.032,2.46,4.97,7.463,6.7,21.586,30.074,41.348,18.801,1.237,0.081,12.061,108.808,203.478,14.138
+2026-05-21 15:24:34,nettle_observed.csv,3.756347585493204515204911127,0.159,0.482,5.376,6.362,0.218,6.95,9.34,0.004,7.33,27.214,0.345,0.33,0.025,3.57,8.72,8.61,2.543,14.480,15.237,13.722,4.524,4.698,4.35,0.172,2.05,4.92,5.293,6.82,20.542,35.052,61.376,8.728,1.356,0.287,12.229,114.186,218.206,10.166
+2026-05-21 15:24:35,nettle_observed.csv,1.031724165042558898389943998,0.012,0.639,5.786,5.87,0.737,6.48,8.889,0.367,7.43,16.647,0.163,0.19,0.012,3.78,10.55,8.66,8.676,18.382,19.825,16.94,5.631,8.838,2.424,0.108,1.3,3.89,4.366,7.49,9.34,42.673,79.648,5.698,1.65,0.087,12.123,114.895,218.995,10.795
+2026-05-21 15:24:35,nettle_observed.csv,4.308007826793854949629607664,0.443,1.046,0.4,3.093,0.371,6.67,3.598,0.197,7.08,25.21,0.216,0.676,0.038,6.19,9.97,10.95,7.426,7.426,6.417,8.435,2.278,0.624,3.932,0.08,11.88,3.96,5.239,7.27,16.687,25.242,47.398,3.087,0.895,0.177,12.038,65.688,123.544,7.831
+2026-05-21 15:24:35,nettle_observed.csv,0.4063739402341925910394954793,0.055,0.709,5.409,4.857,0.365,7.2,10.692,0.365,7.64,24.67,0.419,0.176,0.047,5.44,9.38,8.78,7.946,3.162,3.020,3.304,3.494,5.672,1.315,0.201,2.42,4.88,3.558,6.75,22.534,27.880,41.735,14.024,0.917,0.015,12.168,67.221,123.775,10.667
+2026-05-21 15:24:36,nettle_observed.csv,4.671884539284021805323459107,0.227,1.146,5.203,6.667,0.564,6.56,12.575,0.369,7.13,17.649,0.142,0.556,0.038,5.63,8.95,9.93,8.033,1.558,1.755,1.360,4.182,4.415,3.948,0.206,1.96,4.12,7.596,7.45,21.539,33.446,63.813,3.078,1.784,0.177,12.264,75.926,143.369,8.484
+2026-05-21 15:24:36,nettle_observed.csv,0.6875897589580798091984765652,0.352,2.474,4.622,5.352,0.787,6.79,4.743,0.01,6.67,11.616,0.127,0.447,0.012,3.86,10.54,8.3,11.935,10.489,6.904,14.074,4.014,1.896,6.133,0.136,2.47,4.54,3.159,7.14,17.888,32.145,45.859,18.431,0.836,0.072,12.052,55.838,104.004,7.671
+2026-05-21 15:24:36,nettle_observed.csv,0.6843678911783627337238985266,0.145,3.169,5.212,2.78,0.3,6.87,12.992,0.024,7.19,12.217,0.101,0.678,0.032,3.84,10.2,10.07,5.809,13.359,10.953,15.765,9.674,7.855,11.492,0.221,12.0,4.55,3.365,7.16,7.306,40.626,76.648,4.604,1.47,0.034,12.283,94.530,176.695,12.365
+2026-05-21 15:24:36,nettle_observed.csv,2.670384963022831745847913213,0.341,3.317,5.847,6.447,0.938,6.96,14.664,0.054,6.83,23.9,0.12,0.739,0.02,3.85,10.4,10.81,11.102,7.486,0.806,14.165,7.602,4.003,11.201,0.203,1.94,4.0,3.762,7.54,17.809,33.966,49.293,18.638,1.395,0.128,12.099,91.998,168.186,15.811
+2026-05-21 15:24:37,nettle_observed.csv,0.6821501922145960917008528501,0.075,1.793,1.146,5.312,0.48,7.13,13.61,0.018,7.28,11.786,0.335,0.369,0.011,3.98,11.15,10.59,8.725,6.373,5.718,7.028,10.994,8.808,13.179,0.032,1.17,4.65,5.334,6.61,20.197,42.596,78.027,7.165,1.029,0.33,12.023,74.142,135.287,12.996
+2026-05-21 15:24:37,nettle_observed.csv,0.2212675606596141062383394205,0.123,1.614,1.415,1.148,0.133,7.28,12.698,0.075,7.06,7.095,0.225,0.629,0.005,5.96,9.78,10.96,11.883,11.848,15.167,8.53,7.957,12.332,3.582,0.05,1.21,4.7,3.055,7.45,20.065,26.508,41.869,11.148,1.262,0.286,12.251,113.700,222.172,5.229
+2026-05-21 15:24:37,nettle_observed.csv,0.3008127903942120270753780806,0.33,3.875,0.87,7.323,0.318,7.42,7.282,0.266,6.6,10.707,0.415,0.513,0.032,4.2,8.7,9.88,6.262,14.270,11.011,17.53,9.180,4.367,13.993,0.014,1.71,4.25,6.926,6.89,15.073,37.928,59.783,16.073,0.896,0.149,12.102,126.084,238.29,13.877
+2026-05-21 15:24:38,nettle_observed.csv,0.8014839247568524508411603822,0.19,1.727,5.297,1.016,0.088,6.26,4.889,0.092,7.3,25.849,0.091,0.299,0.027,4.54,11.0,8.36,2.695,18.060,19.824,16.297,10.777,10.907,10.647,0.185,1.02,3.86,1.445,6.81,15.18,44.174,76.314,12.033,1.405,0.229,12.161,60.262,113.317,7.208
+2026-05-21 15:24:38,nettle_observed.csv,0.6443947319632183355292337105,0.24,1.491,4.666,5.258,0.131,6.4,4.987,0.441,7.41,14.576,0.064,0.746,0.039,6.43,11.14,8.56,2.573,7.929,8.893,6.965,2.522,4.355,0.689,0.044,11.74,4.47,2.865,7.41,15.127,26.078,38.828,13.329,1.658,0.039,12.081,59.680,104.987,14.372
+2026-05-21 15:24:38,nettle_observed.csv,0.8512163566041737327922526134,0.377,1.511,5.801,2.117,0.291,7.75,13.736,0.388,6.53,10.787,0.121,0.726,0.031,6.46,8.99,9.29,5.879,9.934,11.765,8.102,3.950,1.153,6.747,0.129,1.23,4.95,5.649,7.45,14.787,14.482,10.706,18.257,1.321,0.342,12.291,58.332,100.878,15.785
+2026-05-21 15:24:39,nettle_observed.csv,2.332528523576269298419576675,0.422,0.334,1.969,3.937,0.739,6.25,3.688,0.229,6.92,25.473,0.131,0.713,0.007,4.62,10.04,11.03,7.389,10.040,11.330,8.749,4.347,1.347,7.347,0.181,1.61,4.66,6.821,7.37,20.864,24.198,39.203,9.194,1.754,0.315,12.231,102.722,192.242,13.203
+2026-05-21 15:24:39,nettle_observed.csv,2.707322968516809421411166791,0.415,3.729,0.747,1.758,0.428,6.37,13.103,0.063,7.19,7.602,0.104,0.35,0.035,6.31,10.92,11.17,3.74,14.422,12.540,16.304,10.275,9.716,10.834,0.204,1.09,4.05,5.099,7.46,12.1,20.094,33.49,6.697,1.368,0.239,12.036,73.418,140.543,6.293
+2026-05-21 15:24:39,nettle_observed.csv,0.3280226280085981387926278306,0.238,0.655,4.148,0.33,0.205,6.34,15.406,0.001,7.38,14.811,0.304,0.257,0.011,5.38,8.92,8.81,3.878,8.004,3.738,12.27,5.864,6.832,4.895,0.044,11.62,3.85,5.931,6.65,22.488,16.516,23.388,9.643,1.348,0.269,12.118,81.563,151.607,11.519
+2026-05-21 15:24:40,nettle_observed.csv,0.6984501442901546475020082036,0.298,3.623,3.155,4.068,0.119,6.94,15.645,0.272,7.19,25.54,0.25,0.64,0.027,4.1,9.99,9.85,8.334,13.791,10.214,17.368,7.478,5.76,9.195,0.131,2.07,4.96,6.322,7.02,23.997,29.868,40.15,19.587,1.602,0.263,12.003,62.057,109.142,14.972
+2026-05-21 15:24:40,nettle_observed.csv,5.578197457839396877000102595,0.263,2.551,0.248,1.912,0.943,6.51,8.119,0.183,7.08,12.376,0.15,0.342,0.031,6.34,9.14,9.41,6.937,13.737,16.346,11.128,7.517,7.565,7.469,0.002,11.78,3.59,2.275,6.97,12.217,33.541,51.645,15.437,1.535,0.03,12.106,89.438,167.476,11.4
+2026-05-21 15:24:40,nettle_observed.csv,0.2469084634927504092337560872,0.022,3.766,2.211,7.448,0.147,6.64,13.572,0.144,7.09,14.377,0.28,0.625,0.007,5.32,10.0,10.76,6.723,3.848,4.969,2.728,7.810,11.805,3.815,0.213,1.94,3.55,6.916,6.65,23.671,46.186,77.754,14.618,0.977,0.255,12.107,107.786,208.837,6.736
+2026-05-21 15:24:40,nettle_observed.csv,4.477496346538394383777371115,0.235,0.892,3.255,5.18,0.655,6.7,8.953,0.133,7.23,26.074,0.142,0.566,0.013,5.62,8.54,9.84,9.157,3.758,6.095,1.421,11.914,11.609,12.22,0.107,2.06,3.64,5.072,7.49,14.998,14.830,21.969,7.691,1.483,0.216,12.112,108.818,212.85,4.787
+2026-05-21 15:24:41,nettle_observed.csv,4.254398463496313796835911539,0.079,2.172,1.692,5.856,0.112,6.34,12.834,0.06,6.53,10.841,0.085,0.632,0.005,5.31,9.95,9.96,5.962,9.000,15.813,2.187,3.004,3.171,2.838,0.06,11.53,3.95,3.906,6.96,9.473,6.767,6.572,6.962,1.431,0.071,12.28,113.760,216.035,11.486
+2026-05-21 15:24:41,nettle_observed.csv,1.879874910436671743965581798,0.09,2.072,1.642,0.658,0.308,6.32,12.462,0.131,7.57,6.038,0.187,0.089,0.012,3.6,9.9,8.58,7.555,8.092,8.866,7.318,7.760,7.491,8.028,0.245,1.84,3.73,3.97,6.8,19.469,12.240,9.325,15.156,1.406,0.116,12.157,54.592,97.146,12.039
+2026-05-21 15:24:41,nettle_observed.csv,0.9108035117366289948445486027,0.12,2.227,5.896,4.594,0.804,6.91,15.568,0.382,6.92,8.274,0.377,0.371,0.046,4.86,10.87,8.68,5.41,9.833,8.56,11.106,3.088,2.787,3.389,0.124,1.4,3.92,2.212,7.41,20.793,1.211,1.32,1.102,1.204,0.181,12.257,59.888,104.771,15.006
+2026-05-21 15:24:42,nettle_observed.csv,1.054769850755682438484594181,0.368,2.883,0.685,0.798,0.369,7.34,15.179,0.143,6.77,10.713,0.245,0.29,0.037,4.04,10.18,9.67,9.875,10.298,3.081,17.515,6.901,4.482,9.32,0.094,11.82,4.63,1.598,7.07,13.63,10.254,12.957,7.55,1.25,0.342,12.155,84.758,161.012,8.505
+2026-05-21 15:24:42,nettle_observed.csv,1.593642857827469765491639343,0.099,2.645,2.068,1.228,0.454,7.02,3.706,0.32,7.35,16.423,0.22,0.328,0.045,4.05,11.03,11.38,7.035,6.570,7.07,6.069,9.836,7.471,12.201,0.244,11.97,4.83,2.099,7.06,9.684,27.160,46.007,8.314,1.694,0.289,12.268,102.480,194.495,10.465
+2026-05-21 15:24:42,nettle_observed.csv,4.308569358204479618427508590,0.061,1.46,5.753,7.237,0.744,7.25,6.289,0.34,6.8,10.086,0.17,0.615,0.047,4.99,8.58,8.49,9.092,13.095,15.327,10.863,9.122,12.222,6.021,0.164,1.4,4.06,6.98,7.38,14.673,39.070,75.589,2.55,1.28,0.032,12.213,107.542,208.497,6.588
+2026-05-21 15:24:43,nettle_observed.csv,0.3926954487567221795237732497,0.204,1.547,2.571,4.582,0.572,6.48,13.634,0.1,6.73,18.136,0.322,0.265,0.048,6.33,10.45,10.39,10.521,9.318,13.496,5.139,8.730,6.731,10.73,0.127,11.62,4.77,4.465,7.12,20.869,41.118,66.529,15.707,0.971,0.317,12.164,108.568,202.859,14.277
+2026-05-21 15:24:43,nettle_observed.csv,15.09100798941744238547229852,0.2,1.929,0.074,5.586,0.609,6.86,10.537,0.163,7.01,25.305,0.208,0.688,0.037,4.44,11.24,11.04,4.546,14.472,15.917,13.026,8.012,10.322,5.702,0.001,11.68,3.71,7.79,7.01,22.323,46.376,77.267,15.484,1.608,0.029,12.11,66.376,125.832,6.92
+2026-05-21 15:24:43,nettle_observed.csv,1.477402675599460473221337409,0.392,2.891,5.064,3.798,0.629,7.3,6.465,0.268,7.16,14.274,0.346,0.067,0.032,4.43,10.42,9.5,5.061,4.054,1.755,6.354,12.870,12.362,13.377,0.019,2.29,4.9,0.83,7.26,18.79,22.032,36.277,7.786,1.048,0.214,12.029,101.451,198.899,4.003
+2026-05-21 15:24:44,nettle_observed.csv,0.7853955858280866324592905715,0.087,3.549,1.703,6.698,0.761,7.26,5.593,0.344,7.59,23.982,0.096,0.578,0.019,4.27,8.71,10.25,2.183,13.199,14.746,11.652,11.186,11.341,11.032,0.065,1.11,3.72,3.041,7.51,16.783,29.643,51.87,7.416,1.708,0.156,12.012,56.308,99.861,12.756
+2026-05-21 15:24:44,nettle_observed.csv,1.239754370550641436344669853,0.447,3.021,3.202,2.463,0.499,6.49,4.432,0.222,6.61,9.259,0.366,0.298,0.022,5.55,10.08,10.36,6.161,11.742,11.641,11.844,4.062,3.993,4.132,0.024,11.73,4.03,7.6,7.33,7.032,9.863,16.088,3.638,1.646,0.007,12.168,61.294,116.902,5.686
+2026-05-21 15:24:44,nettle_observed.csv,4.799321284780385538877902313,0.338,3.627,0.325,7.282,0.449,6.74,11.364,0.228,7.55,25.096,0.086,0.48,0.005,3.71,9.31,9.51,10.534,5.810,3.736,7.885,7.950,2.157,13.744,0.121,11.71,4.77,7.547,7.59,8.677,45.166,79.18,11.152,1.416,0.142,12.254,105.563,203.728,7.398
+2026-05-21 15:24:45,nettle_observed.csv,0.3702456243485365568946167156,0.192,3.816,4.4,7.294,0.24,6.45,11.464,0.054,6.64,11.388,0.158,0.558,0.023,6.29,11.39,11.3,4.507,5.950,6.204,5.695,2.910,2.729,3.091,0.173,2.5,4.58,1.634,6.91,22.735,6.778,4.769,8.788,1.136,0.344,12.137,70.616,127.965,13.266
+2026-05-21 15:24:45,nettle_observed.csv,0.2294084970411915421805318832,0.182,1.147,4.714,7.366,0.031,7.71,7.426,0.254,7.48,25.359,0.41,0.176,0.003,5.96,10.23,8.31,8.746,6.738,7.208,6.269,8.152,11.347,4.956,0.112,11.55,4.27,5.652,7.58,17.303,19.853,26.468,13.238,0.82,0.106,12.205,100.136,191.796,8.475
+2026-05-21 15:24:45,nettle_observed.csv,22.23900250060296807071398600,0.025,0.359,0.055,5.755,0.521,7.44,7.74,0.299,7.27,19.867,0.41,0.677,0.019,5.37,9.72,10.23,10.386,12.476,12.291,12.661,7.960,10.73,5.191,0.098,1.59,4.15,1.92,6.73,8.199,11.611,7.05,16.172,1.613,0.272,12.212,89.141,167.772,10.51
+2026-05-21 15:24:45,nettle_observed.csv,4.882999027629529438163630244,0.371,1.863,1.686,7.409,0.888,6.89,10.38,0.189,6.65,26.629,0.073,0.306,0.047,3.89,10.25,8.55,5.78,1.318,1.351,1.284,7.844,2.346,13.343,0.026,11.66,3.78,7.165,7.21,17.369,10.925,7.308,14.542,1.711,0.305,12.184,90.420,167.687,13.152
+2026-05-21 15:24:46,nettle_observed.csv,0.8383819383268778561785926465,0.114,1.352,2.775,1.024,0.847,6.57,12.045,0.431,6.54,23.151,0.45,0.487,0.038,5.75,11.24,8.54,7.178,8.260,0.711,15.81,10.800,10.132,11.467,0.034,2.32,4.5,6.119,7.38,17.02,4.802,7.822,1.782,1.284,0.102,12.265,88.710,169.306,8.114
+2026-05-21 15:24:46,nettle_observed.csv,0.9423524312147354975749607058,0.456,2.852,1.021,2.386,0.949,7.14,13.443,0.002,7.61,24.092,0.369,0.099,0.048,3.94,9.65,10.47,5.759,9.741,15.907,3.575,1.542,1.346,1.739,0.117,1.74,4.59,5.613,6.68,17.243,41.595,72.198,10.992,0.987,0.321,12.106,49.008,88.787,9.229
+2026-05-21 15:24:46,nettle_observed.csv,1.224039587980601758784370587,0.038,3.531,4.989,1.04,0.822,7.45,9.029,0.09,6.99,16.506,0.267,0.534,0.048,5.82,9.41,8.74,11.109,4.784,4.245,5.323,4.106,4.061,4.152,0.086,1.23,4.7,2.807,7.04,20.889,9.083,4.836,13.33,1.652,0.083,12.185,123.510,231.148,15.871
+2026-05-21 15:24:47,nettle_observed.csv,0.3851675792038183242551525088,0.394,1.395,1.705,0.605,0.33,6.73,11.732,0.076,6.87,12.6,0.187,0.602,0.018,5.55,8.97,8.98,9.21,7.466,8.912,6.019,8.122,5.251,10.992,0.181,1.67,4.1,1.074,6.81,12.32,7.437,6.568,8.306,1.145,0.135,12.091,68.200,130.148,6.252
+2026-05-21 15:24:47,nettle_observed.csv,0.3058254181489126897815555101,0.271,3.34,3.446,3.993,0.77,7.44,14.254,0.12,7.07,22.379,0.136,0.682,0.026,5.94,10.35,10.47,9.139,5.332,2.655,8.009,5.426,3.509,7.343,0.074,2.36,4.29,5.563,6.76,18.138,35.060,68.494,1.626,1.022,0.27,12.121,100.148,185.942,14.353
+2026-05-21 15:24:47,nettle_observed.csv,1.379500774408559255000278300,0.381,0.911,3.592,1.173,0.246,7.24,5.888,0.352,7.14,16.367,0.181,0.043,0.022,5.85,9.5,8.82,4.042,11.814,16.006,7.622,13.941,13.89,13.992,0.239,12.0,3.91,2.906,6.79,19.382,27.344,35.474,19.213,0.975,0.343,12.157,56.738,98.284,15.191
+2026-05-21 15:24:48,nettle_observed.csv,0.5726533829014354868891615236,0.284,1.629,5.43,7.234,0.217,6.85,10.812,0.422,6.98,23.592,0.166,0.522,0.009,5.96,11.25,11.13,2.511,13.740,12.397,15.084,2.576,3.084,2.069,0.106,1.31,4.31,6.114,7.37,20.14,34.248,53.457,15.04,1.071,0.31,12.052,80.334,151.289,9.379
+2026-05-21 15:24:48,nettle_observed.csv,0.3446106707411011461218470368,0.207,2.238,3.769,6.788,0.563,7.25,7.307,0.086,7.6,23.85,0.269,0.633,0.041,5.49,9.64,10.67,8.452,11.576,10.513,12.639,9.200,7.63,10.769,0.078,1.39,4.4,5.161,7.56,23.945,10.634,6.916,14.353,1.747,0.318,12.077,122.726,231.302,14.15
+2026-05-21 15:24:48,nettle_observed.csv,7.360627206226461274145992208,0.21,0.347,0.702,6.455,0.274,6.72,6.417,0.414,6.88,7.399,0.422,0.014,0.031,6.33,9.48,10.65,4.864,12.068,12.157,11.979,2.407,3.592,1.222,0.074,11.74,4.47,3.805,7.18,20.54,17.504,21.571,13.436,1.626,0.126,12.093,89.660,172.941,6.38
+2026-05-21 15:24:49,nettle_observed.csv,0.7219336052886232466912310764,0.301,3.395,4.544,0.831,0.537,7.46,3.974,0.084,7.12,16.905,0.071,0.427,0.042,4.89,10.64,9.29,5.641,10.606,3.599,17.612,10.932,9.28,12.584,0.018,1.09,4.41,6.952,7.21,23.05,7.031,13.59,0.472,1.377,0.026,12.229,84.624,165.075,4.172
+2026-05-21 15:24:49,nettle_observed.csv,0.7692114253096797552377526174,0.011,1.985,4.069,7.188,0.328,7.49,14.863,0.054,7.31,18.424,0.316,0.745,0.036,6.36,11.17,8.82,3.196,9.148,11.56,6.735,13.252,12.753,13.752,0.167,1.94,4.08,7.108,7.3,10.386,39.964,61.453,18.474,1.464,0.093,12.213,47.184,83.815,10.552
+2026-05-21 15:24:49,nettle_observed.csv,0.2575886316339870272024997797,0.356,0.64,4.74,2.35,0.28,6.94,3.365,0.279,6.79,10.865,0.332,0.698,0.047,6.5,9.9,9.1,11.263,6.564,6.151,6.976,7.422,7.013,7.831,0.226,1.41,4.16,5.411,7.18,8.542,9.616,4.437,14.796,1.418,0.253,12.181,48.562,91.015,6.11
+2026-05-21 15:24:49,nettle_observed.csv,0.6233781777657748690438749728,0.282,0.782,5.941,2.503,0.674,6.59,13.943,0.404,7.42,24.77,0.107,0.603,0.029,3.93,8.76,10.64,10.325,9.481,12.034,6.928,6.736,10.156,3.316,0.126,1.73,3.81,2.234,6.62,16.822,42.790,76.842,8.738,1.28,0.198,12.045,66.506,120.469,12.542
+2026-05-21 15:24:50,nettle_observed.csv,3.707903153046986819511159876,0.111,1.046,4.698,0.638,0.743,6.94,6.833,0.127,7.0,16.297,0.432,0.246,0.042,5.8,9.42,9.68,10.558,5.156,6.787,3.526,8.927,5.411,12.443,0.084,2.05,4.69,0.855,6.71,16.904,28.450,40.913,15.988,1.532,0.193,12.14,117.096,220.929,13.263
+2026-05-21 15:24:50,nettle_observed.csv,0.1865347980710880001309156898,0.244,3.151,1.162,5.752,0.836,7.69,5.788,0.027,7.37,6.041,0.182,0.33,0.039,3.99,10.43,8.48,3.572,17.702,15.785,19.618,12.282,10.565,14.000,0.06,2.07,4.86,6.522,6.85,11.096,43.362,76.584,10.141,1.11,0.13,12.209,82.690,159.833,5.546
+2026-05-21 15:24:50,nettle_observed.csv,4.288462802095023010332055249,0.354,2.595,5.817,5.925,0.503,7.39,3.669,0.25,7.36,16.086,0.243,0.427,0.026,6.23,10.78,9.12,7.976,5.630,10.265,0.995,6.431,11.03,1.832,0.192,2.05,3.85,6.206,6.74,23.32,7.926,10.828,5.025,1.181,0.108,12.044,47.279,81.356,13.202
+2026-05-21 15:24:51,nettle_observed.csv,1.634478854759011079232627045,0.249,2.902,1.914,1.708,0.018,6.88,11.786,0.36,6.52,15.332,0.071,0.302,0.021,4.95,9.79,9.46,11.461,18.580,18.18,18.98,9.620,13.009,6.232,0.149,2.49,3.62,5.233,7.53,23.721,25.508,42.761,8.256,1.318,0.239,12.185,49.678,89.948,9.407
+2026-05-21 15:24:51,nettle_observed.csv,0.5750389260945593735536008569,0.353,2.802,5.036,4.648,0.554,6.81,8.41,0.007,6.88,17.161,0.083,0.613,0.033,5.88,8.78,9.56,11.122,6.574,9.897,3.25,7.201,7.208,7.194,0.225,11.66,4.71,4.844,6.87,13.967,38.390,73.624,3.157,1.726,0.101,12.171,74.586,142.352,6.821
+2026-05-21 15:24:51,nettle_observed.csv,0.4607732492191375409779072166,0.37,3.441,3.288,4.881,0.499,7.36,8.266,0.07,7.47,6.889,0.235,0.684,0.027,6.07,10.69,9.71,10.016,10.610,10.032,11.189,9.710,5.59,13.831,0.118,1.96,4.01,6.738,6.81,8.067,16.313,15.208,17.418,0.966,0.005,12.072,60.808,110.23,11.385
+2026-05-21 15:24:52,nettle_observed.csv,2.038267650773594000956616966,0.057,2.217,3.376,2.559,0.835,6.53,10.841,0.395,6.67,27.627,0.093,0.26,0.048,3.62,8.81,9.54,3.637,5.780,8.943,2.618,8.276,7.251,9.300,0.215,11.82,4.58,5.521,7.57,6.32,26.146,32.548,19.743,1.798,0.159,12.189,118.042,226.822,9.261
+2026-05-21 15:24:52,nettle_observed.csv,0.6066578519434633269596314600,0.214,2.368,1.285,5.318,0.362,6.99,4.727,0.228,6.8,13.032,0.311,0.621,0.031,5.79,8.77,10.08,8.823,5.208,1.607,8.81,5.370,9.661,1.079,0.102,1.87,4.74,3.463,7.28,19.376,12.679,5.816,19.542,1.623,0.171,12.132,117.380,229.337,5.424
+2026-05-21 15:24:52,nettle_observed.csv,0.9517879876873466384228818888,0.09,2.827,2.153,6.097,0.323,6.94,3.745,0.331,6.65,9.742,0.084,0.109,0.033,4.84,9.4,8.69,11.351,3.876,1.636,6.116,8.062,2.551,13.572,0.032,1.05,3.53,1.592,7.09,13.091,32.082,53.064,11.1,0.927,0.303,12.255,74.500,144.503,4.496
+2026-05-21 15:24:53,nettle_observed.csv,0.1978857684740278143482155128,0.116,1.02,2.525,2.543,0.94,7.5,5.959,0.185,6.76,8.319,0.242,0.608,0.029,3.78,9.65,8.69,3.017,15.420,15.756,15.084,2.226,3.548,0.904,0.187,1.12,4.21,5.744,7.25,17.802,22.502,26.965,18.038,1.252,0.198,12.258,99.428,194.354,4.502
+2026-05-21 15:24:53,nettle_observed.csv,0.4448650811007014419433830997,0.288,3.917,4.995,4.796,0.205,7.37,9.259,0.141,6.97,17.226,0.264,0.362,0.037,6.39,10.81,8.56,9.366,9.670,6.949,12.392,9.926,11.286,8.566,0.143,1.64,5.0,7.575,6.92,7.916,26.226,39.089,13.363,1.455,0.014,12.112,67.168,128.644,5.692
+2026-05-21 15:24:53,nettle_observed.csv,8.710580884213037459055299946,0.246,1.97,0.191,1.478,0.835,7.73,7.344,0.33,6.96,11.96,0.123,0.059,0.009,6.45,10.47,10.55,11.631,11.769,7.933,15.605,11.588,10.522,12.655,0.129,1.17,3.56,7.921,6.63,23.022,3.569,4.25,2.888,1.683,0.078,12.016,72.924,136.613,9.236
+2026-05-21 15:24:53,nettle_observed.csv,0.3871818107745488449768746044,0.269,1.564,3.471,5.665,0.073,6.54,6.616,0.219,7.62,24.543,0.327,0.484,0.017,5.62,8.81,10.96,10.371,8.390,6.727,10.054,9.843,13.532,6.154,0.244,11.96,4.78,5.997,6.77,20.505,11.328,6.873,15.783,1.404,0.046,12.021,98.064,180.47,15.659
+2026-05-21 15:24:54,nettle_observed.csv,1.507190446845825797499372937,0.015,3.595,3.527,3.69,0.215,6.98,13.521,0.122,7.06,6.924,0.425,0.313,0.045,4.12,10.81,9.34,11.36,15.972,13.173,18.772,2.649,2.763,2.535,0.151,11.71,4.56,7.29,7.6,18.638,17.679,33.323,2.035,1.009,0.302,12.011,117.808,226.839,8.777
+2026-05-21 15:24:54,nettle_observed.csv,0.4593257327312998744386996614,0.312,3.884,2.16,7.405,0.202,7.4,15.119,0.102,7.0,24.87,0.213,0.498,0.022,4.6,9.95,10.51,2.321,10.692,3.878,17.506,9.811,7.778,11.844,0.148,2.24,3.72,4.435,6.9,8.877,14.518,15.36,13.675,0.892,0.289,12.119,121.648,231.977,11.32
+2026-05-21 15:24:54,nettle_observed.csv,1.379564999595089621868697650,0.008,3.665,3.57,1.844,0.892,6.59,13.266,0.247,7.07,18.019,0.291,0.507,0.003,6.16,8.56,10.18,6.611,15.212,16.126,14.297,9.994,13.167,6.822,0.165,2.35,4.87,4.812,7.54,21.152,26.901,50.641,3.161,1.461,0.33,12.026,83.078,158.345,7.811
+2026-05-21 15:24:55,nettle_observed.csv,0.8656561399945894012114910177,0.21,3.074,1.612,7.501,0.473,7.63,6.766,0.235,7.44,26.091,0.425,0.212,0.041,5.87,11.14,10.49,7.266,6.680,2.064,11.297,4.231,0.374,8.088,0.068,2.11,4.28,4.413,7.5,17.075,11.951,17.702,6.2,1.054,0.069,12.241,52.632,90.565,14.698
+2026-05-21 15:24:55,nettle_observed.csv,2.550053706306257083353051921,0.355,3.508,3.842,4.112,0.149,7.42,6.916,0.083,7.25,12.323,0.085,0.164,0.003,4.42,11.34,9.01,8.287,8.219,13.705,2.733,4.363,2.572,6.154,0.182,2.16,4.17,6.335,7.44,9.358,10.908,5.964,15.851,1.455,0.314,12.232,56.024,98.508,13.541
+2026-05-21 15:24:55,nettle_observed.csv,0.5824909751730252119606517744,0.221,1.832,2.612,5.891,0.755,7.25,3.953,0.045,6.62,15.212,0.221,0.678,0.03,3.96,10.78,11.31,10.139,4.510,4.377,4.643,7.615,3.257,11.973,0.069,11.96,4.62,2.228,6.91,12.912,30.176,55.505,4.847,1.771,0.336,12.082,111.313,216.1,6.526
+2026-05-21 15:24:56,nettle_observed.csv,0.6399523421876975817823191014,0.03,2.346,3.318,2.207,0.874,7.48,8.747,0.097,6.9,21.052,0.058,0.235,0.05,4.66,8.6,8.93,8.187,13.276,16.703,9.849,4.078,3.744,4.412,0.205,1.78,4.72,7.577,7.5,10.35,9.479,9.815,9.143,1.686,0.094,12.095,59.410,114.675,4.145
+2026-05-21 15:24:56,nettle_observed.csv,4.368384675874133567851707923,0.052,0.616,4.664,3.98,0.454,6.3,9.543,0.447,6.7,26.247,0.441,0.053,0.014,4.63,11.26,9.62,3.294,8.164,7.151,9.178,2.368,2.014,2.723,0.173,1.8,4.88,2.808,7.5,8.811,24.302,45.824,2.779,1.726,0.147,12.23,89.942,175.714,4.17
+2026-05-21 15:24:56,nettle_observed.csv,0.1283976506603201749880894408,0.009,0.869,2.529,3.781,0.926,6.94,3.412,0.157,7.6,26.462,0.45,0.693,0.043,4.68,11.33,8.41,8.655,3.763,4.092,3.434,7.770,7.712,7.828,0.246,11.94,3.97,4.91,6.65,14.051,36.618,61.511,11.726,0.805,0.236,12.096,124.580,238.902,10.257
+2026-05-21 15:24:57,nettle_observed.csv,0.8044140597826353298100001122,0.302,2.282,5.386,4.235,0.007,6.45,3.456,0.164,7.48,8.166,0.296,0.174,0.048,4.02,11.27,8.85,7.009,7.292,9.544,5.04,9.444,10.595,8.293,0.093,11.54,3.59,1.066,6.89,22.795,4.194,5.602,2.785,1.131,0.328,12.277,48.029,87.67,8.388
+2026-05-21 15:24:57,nettle_observed.csv,2.089370760423439625189380932,0.229,2.134,5.525,1.651,0.251,7.31,9.089,0.442,7.28,12.267,0.053,0.053,0.019,4.92,8.61,8.3,7.942,18.807,19.246,18.368,7.142,5.412,8.871,0.138,1.68,3.76,1.618,6.87,8.187,10.240,13.218,7.263,1.215,0.229,12.151,47.076,85.924,8.227
+2026-05-21 15:24:57,nettle_observed.csv,4.139352837979079200800595933,0.089,2.885,0.715,4.458,0.058,7.07,4.471,0.125,7.62,17.112,0.287,0.526,0.007,4.14,9.72,8.38,2.176,11.638,15.061,8.216,8.674,9.195,8.153,0.152,1.44,4.04,4.038,6.69,11.914,15.698,18.04,13.356,0.858,0.035,12.276,66.556,122.441,10.67
+2026-05-21 15:24:57,nettle_observed.csv,0.4500504575605693436293151972,0.349,1.515,2.069,4.367,0.46,7.57,13.094,0.198,7.6,12.034,0.332,0.096,0.047,4.93,10.07,8.57,3.8,11.126,17.273,4.98,11.002,10.667,11.337,0.193,11.77,3.97,4.6,6.91,7.44,39.540,60.461,18.618,1.135,0.127,12.247,113.022,217.482,8.561
+2026-05-21 15:24:58,nettle_observed.csv,0.9695404818589284199301169672,0.364,0.984,4.298,0.035,0.207,6.4,15.518,0.142,6.64,13.807,0.074,0.376,0.001,3.69,10.55,9.23,4.493,13.176,17.028,9.323,4.451,2.878,6.024,0.031,2.31,3.62,2.949,6.63,22.868,40.274,69.781,10.767,0.941,0.27,12.253,94.105,173.457,14.753
+2026-05-21 15:24:58,nettle_observed.csv,1.857872682487327994080418256,0.028,3.423,4.893,1.398,0.948,7.29,5.062,0.161,6.94,8.493,0.065,0.053,0.018,4.36,9.76,11.1,5.639,7.148,8.356,5.94,3.528,4.909,2.147,0.151,1.62,3.51,7.769,7.6,14.515,12.845,22.992,2.698,1.22,0.24,12.136,48.664,90.458,6.871
+2026-05-21 15:24:58,nettle_observed.csv,2.382710619823569952164576728,0.325,1.68,5.684,2.947,0.754,6.54,14.707,0.2,6.57,13.778,0.374,0.059,0.017,4.98,10.27,11.16,10.876,13.529,9.397,17.661,9.254,8.972,9.535,0.155,11.51,4.78,1.331,6.62,11.689,4.187,1.076,7.298,1.393,0.018,12.192,74.296,141.187,7.406
+2026-05-21 15:24:59,nettle_observed.csv,4.542276662066211179194668911,0.302,0.808,2.239,1.473,0.224,6.86,4.031,0.243,6.73,26.804,0.239,0.311,0.032,6.45,10.24,9.55,4.833,4.072,7.114,1.03,9.760,8.409,11.110,0.235,1.1,4.83,2.743,6.83,9.103,36.422,61.99,10.853,1.162,0.017,12.256,90.820,169.33,12.309
+2026-05-21 15:24:59,nettle_observed.csv,1.207182035644419614323929024,0.293,0.41,3.129,3.022,0.264,6.81,6.726,0.267,7.18,15.727,0.108,0.486,0.044,4.83,11.46,10.67,3.32,14.906,17.552,12.259,9.650,7.937,11.363,0.03,2.35,4.66,2.998,7.02,16.98,10.336,7.689,12.984,1.437,0.266,12.151,60.754,108.758,12.749
+2026-05-21 15:24:59,nettle_observed.csv,3.627222950657684724688138967,0.335,1.054,1.261,6.687,0.668,7.74,13.956,0.37,7.2,22.842,0.067,0.133,0.011,6.39,9.26,10.76,8.061,10.008,9.919,10.096,6.550,8.194,4.905,0.095,1.41,4.0,3.836,7.19,8.344,34.400,63.402,5.398,1.682,0.175,12.005,74.813,141.851,7.775
+2026-05-21 15:25:00,nettle_observed.csv,1.683669373307839723972287227,0.291,2.143,3.199,4.977,0.918,6.81,8.176,0.398,6.91,22.281,0.217,0.167,0.018,4.63,10.19,10.12,8.269,10.246,11.145,9.346,6.354,10.323,2.384,0.203,1.81,3.52,3.018,6.73,7.146,20.341,26.925,13.757,1.469,0.187,12.027,114.258,214.562,13.954
+2026-05-21 15:25:00,nettle_observed.csv,0.3052625803568863531002840423,0.435,1.373,1.942,4.097,0.12,6.33,4.572,0.255,7.06,8.194,0.336,0.602,0.018,5.6,11.48,8.93,5.335,6.260,2.556,9.964,7.302,8.924,5.68,0.085,1.57,3.93,7.076,7.11,7.201,23.606,37.816,9.397,0.932,0.245,12.088,100.161,186.349,13.973
+2026-05-21 15:25:00,nettle_observed.csv,5.857669522506364304899147649,0.371,2.635,0.705,5.211,0.819,7.58,13.687,0.414,7.12,15.255,0.213,0.423,0.005,6.37,8.58,10.59,5.101,4.424,7.238,1.61,6.719,5.795,7.643,0.228,11.88,4.83,7.584,7.23,18.156,30.470,55.517,5.424,1.449,0.324,12.243,111.696,213.259,10.133
+2026-05-21 15:25:01,nettle_observed.csv,0.2920227760033376771465035559,0.081,0.302,2.332,0.594,0.736,7.67,12.259,0.416,7.4,23.733,0.411,0.267,0.022,4.23,8.61,10.6,8.458,15.216,14.162,16.269,9.058,9.296,8.819,0.203,2.01,4.67,7.7,7.56,17.725,31.675,51.427,11.923,0.875,0.17,12.17,115.886,223.622,8.15
+2026-05-21 15:25:01,nettle_observed.csv,0.5390959123718379307011492953,0.091,0.33,2.762,7.855,0.785,6.67,7.071,0.18,7.21,7.708,0.249,0.217,0.003,6.05,10.39,10.54,6.026,9.710,5.685,13.735,7.962,5.867,10.058,0.066,1.14,4.99,2.575,7.22,9.613,37.526,65.43,9.622,1.177,0.184,12.215,100.290,194.562,6.019
+2026-05-21 15:25:01,nettle_observed.csv,4.402657340194949007290363946,0.183,1.089,1.62,7.429,0.685,7.55,4.895,0.282,6.64,15.946,0.182,0.413,0.02,4.51,9.87,11.26,11.553,9.990,18.397,1.584,6.519,3.011,10.027,0.188,1.23,4.92,3.81,7.43,11.637,6.108,4.533,7.682,1.543,0.07,12.27,107.393,204.827,9.959
+2026-05-21 15:25:01,nettle_observed.csv,2.617967181951516318728394969,0.317,3.751,5.624,5.549,0.404,6.97,14.742,0.403,7.36,18.877,0.245,0.141,0.018,3.78,11.05,10.48,11.089,18.062,16.124,20.000,8.530,6.638,10.423,0.056,1.17,4.1,5.569,7.03,12.889,33.076,63.886,2.265,1.615,0.032,12.066,49.785,89.351,10.219
+2026-05-21 15:25:02,nettle_observed.csv,0.2786577903289285194677754444,0.115,1.762,1.673,7.85,0.267,6.64,10.142,0.036,7.63,17.752,0.257,0.528,0.006,4.03,9.93,8.43,9.977,1.784,1.852,1.716,8.832,4.486,13.177,0.198,1.98,4.37,1.52,6.73,7.109,18.406,21.129,15.684,0.843,0.319,12.205,76.455,139.293,13.617
+2026-05-21 15:25:02,nettle_observed.csv,4.772535178102849878004588203,0.069,1.14,4.059,5.161,0.748,6.66,7.675,0.363,7.34,23.754,0.447,0.555,0.004,6.37,10.81,9.53,8.397,7.178,13.678,0.679,11.210,8.549,13.872,0.185,11.65,4.82,2.974,7.1,20.694,33.886,64.909,2.864,0.977,0.269,12.298,54.973,102.243,7.703
+2026-05-21 15:25:02,nettle_observed.csv,0.3663818161444390681335455091,0.18,0.833,3.003,4.746,0.944,6.55,7.499,0.268,7.06,25.202,0.284,0.588,0.04,3.77,10.53,10.68,5.24,12.892,18.336,7.449,2.177,1.573,2.781,0.172,2.2,4.83,0.974,6.94,23.879,39.822,72.586,7.057,1.563,0.044,12.104,104.340,196.989,11.691
diff --git a/modelling/data/abingdon-all/resident/nettle_simulated.csv b/modelling/data/abingdon-all/resident/nettle_simulated.csv
new file mode 100644
index 0000000..dab26bc
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/nettle_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.197,0.1,0,0.01,0E+3
+RungeKutta4,1,0.1,0.234035,0.1,0,0.01,0.0524449
+RungeKutta4,2,0.2,0.265732,0.1,0,0.01,0.0973307
+RungeKutta4,3,0.3,0.292862,0.1,0,0.01,0.135749
+RungeKutta4,4,0.4,0.316084,0.1,0,0.01,0.168634
+RungeKutta4,5,0.5,0.335962,0.1,0,0.01,0.196783
+RungeKutta4,6,0.6,0.352979,0.1,0,0.01,0.220880
+RungeKutta4,7,0.7,0.367551,0.1,0,0.01,0.241515
+RungeKutta4,8,0.8,0.380034,0.1,0,0.01,0.259193
+RungeKutta4,9,0.9,0.390736,0.1,0,0.01,0.274348
+RungeKutta4,10,1.0,0.399925,0.1,0,0.01,0.287360
+RungeKutta4,11,1.1,0.407834,0.1,0,0.01,0.298560
+RungeKutta4,12,1.2,0.414671,0.1,0,0.01,0.308242
+RungeKutta4,13,1.3,0.420621,0.1,0,0.01,0.316667
+RungeKutta4,14,1.4,0.425857,0.1,0,0.01,0.324082
+RungeKutta4,15,1.5,0.430539,0.1,0,0.01,0.330712
+RungeKutta4,16,1.6,0.434824,0.1,0,0.01,0.336780
+RungeKutta4,17,1.7,0.438868,0.1,0,0.01,0.342507
+RungeKutta4,18,1.8,0.442830,0.1,0,0.01,0.348117
+RungeKutta4,19,1.9,0.446875,0.1,0,0.01,0.353845
+RungeKutta4,20,2.0,0.451175,0.1,0,0.01,0.359935
+RungeKutta4,21,2.1,0.455913,0.1,0,0.01,0.366644
+RungeKutta4,22,2.2,0.461278,0.1,0,0.01,0.374241
+RungeKutta4,23,2.3,0.467467,0.1,0,0.01,0.383006
+RungeKutta4,24,2.4,0.474681,0.1,0,0.01,0.393221
+RungeKutta4,25,2.5,0.483116,0.1,0,0.01,0.405166
+RungeKutta4,26,2.6,0.492961,0.1,0,0.01,0.419107
+RungeKutta4,27,2.7,0.504390,0.1,0,0.01,0.435292
+RungeKutta4,28,2.8,0.517548,0.1,0,0.01,0.453925
+RungeKutta4,29,2.9,0.532547,0.1,0,0.01,0.475165
+RungeKutta4,30,3.0,0.549456,0.1,0,0.01,0.499109
+RungeKutta4,31,3.1,0.568290,0.1,0,0.01,0.525780
+RungeKutta4,32,3.2,0.589000,0.1,0,0.01,0.555107
+RungeKutta4,33,3.3,0.611471,0.1,0,0.01,0.586928
+RungeKutta4,34,3.4,0.635509,0.1,0,0.01,0.620968
+RungeKutta4,35,3.5,0.660844,0.1,0,0.01,0.656845
+RungeKutta4,36,3.6,0.687132,0.1,0,0.01,0.694071
+RungeKutta4,37,3.7,0.713959,0.1,0,0.01,0.732060
+RungeKutta4,38,3.8,0.740858,0.1,0,0.01,0.770152
+RungeKutta4,39,3.9,0.767321,0.1,0,0.01,0.807626
+RungeKutta4,40,4.0,0.792815,0.1,0,0.01,0.843727
+RungeKutta4,41,4.1,0.816800,0.1,0,0.01,0.877692
+RungeKutta4,42,4.2,0.838749,0.1,0,0.01,0.908774
+RungeKutta4,43,4.3,0.858170,0.1,0,0.01,0.936276
+RungeKutta4,44,4.4,0.874599,0.1,0,0.01,0.959541
+RungeKutta4,45,4.5,0.887599,0.1,0,0.01,0.977950
+RungeKutta4,46,4.6,0.896827,0.1,0,0.01,0.991018
+RungeKutta4,47,4.7,0.902053,0.1,0,0.01,0.998418
+RungeKutta4,48,4.8,0.903170,0.1,0,0.01,1
+RungeKutta4,49,4.9,0.900265,0.1,0,0.01,0.995886
+RungeKutta4,50,5.0,0.893488,0.1,0,0.01,0.986289
+RungeKutta4,51,5.1,0.883061,0.1,0,0.01,0.971524
+RungeKutta4,52,5.2,0.869301,0.1,0,0.01,0.952038
+RungeKutta4,53,5.3,0.852604,0.1,0,0.01,0.928394
+RungeKutta4,54,5.4,0.833425,0.1,0,0.01,0.901235
+RungeKutta4,55,5.5,0.812251,0.1,0,0.01,0.871251
+RungeKutta4,56,5.6,0.789568,0.1,0,0.01,0.839129
+RungeKutta4,57,5.7,0.765809,0.1,0,0.01,0.805485
+RungeKutta4,58,5.8,0.741199,0.1,0,0.01,0.770635
+RungeKutta4,59,5.9,0.715283,0.1,0,0.01,0.733935
+RungeKutta4,60,6.0,0.685373,0.1,0,0.01,0.691580
+RungeKutta4,61,6.1,0.645000,0.1,0,0.01,0.634408
+RungeKutta4,62,6.2,0.592937,0.1,0,0.01,0.560682
+RungeKutta4,63,6.3,0.539120,0.1,0,0.01,0.484473
+RungeKutta4,64,6.4,0.491041,0.1,0,0.01,0.416388
+RungeKutta4,65,6.5,0.450606,0.1,0,0.01,0.359129
+RungeKutta4,66,6.6,0.417357,0.1,0,0.01,0.312045
+RungeKutta4,67,6.7,0.390268,0.1,0,0.01,0.273685
+RungeKutta4,68,6.8,0.368308,0.1,0,0.01,0.242587
+RungeKutta4,69,6.9,0.350576,0.1,0,0.01,0.217477
+RungeKutta4,70,7.0,0.336311,0.1,0,0.01,0.197277
+RungeKutta4,71,7.1,0.324879,0.1,0,0.01,0.181088
+RungeKutta4,72,7.2,0.315754,0.1,0,0.01,0.168166
+RungeKutta4,73,7.3,0.308499,0.1,0,0.01,0.157893
+RungeKutta4,74,7.4,0.302753,0.1,0,0.01,0.149756
+RungeKutta4,75,7.5,0.298222,0.1,0,0.01,0.143339
+RungeKutta4,76,7.6,0.294668,0.1,0,0.01,0.138307
+RungeKutta4,77,7.7,0.291908,0.1,0,0.01,0.134398
+RungeKutta4,78,7.8,0.289820,0.1,0,0.01,0.131441
+RungeKutta4,79,7.9,0.288361,0.1,0,0.01,0.129375
+RungeKutta4,80,8.0,0.287601,0.1,0,0.01,0.128299
+RungeKutta4,81,8.1,0.287642,0.1,0,0.01,0.128357
+RungeKutta4,82,8.2,0.288327,0.1,0,0.01,0.129327
+RungeKutta4,83,8.3,0.289578,0.1,0,0.01,0.131099
+RungeKutta4,84,8.4,0.291191,0.1,0,0.01,0.133383
+RungeKutta4,85,8.5,0.292956,0.1,0,0.01,0.135882
+RungeKutta4,86,8.6,0.294726,0.1,0,0.01,0.138389
+RungeKutta4,87,8.7,0.296418,0.1,0,0.01,0.140785
+RungeKutta4,88,8.8,0.297984,0.1,0,0.01,0.143002
+RungeKutta4,89,8.9,0.299394,0.1,0,0.01,0.144999
+RungeKutta4,90,9.0,0.300629,0.1,0,0.01,0.146748
+RungeKutta4,91,9.1,0.301674,0.1,0,0.01,0.148228
+RungeKutta4,92,9.2,0.302519,0.1,0,0.01,0.149424
+RungeKutta4,93,9.3,0.303156,0.1,0,0.01,0.150326
+RungeKutta4,94,9.4,0.303581,0.1,0,0.01,0.150928
+RungeKutta4,95,9.5,0.303795,0.1,0,0.01,0.151231
+RungeKutta4,96,9.6,0.303793,0.1,0,0.01,0.151228
+RungeKutta4,97,9.7,0.303495,0.1,0,0.01,0.150806
+RungeKutta4,98,9.8,0.302931,0.1,0,0.01,0.150008
+RungeKutta4,99,9.9,0.302144,0.1,0,0.01,0.148893
+RungeKutta4,100,10.0,0.301174,0.1,0,0.01,0.147520
+RungeKutta4,101,10.1,0.300061,0.1,0,0.01,0.145944
+RungeKutta4,102,10.2,0.298842,0.1,0,0.01,0.144217
+RungeKutta4,103,10.3,0.297555,0.1,0,0.01,0.142395
+RungeKutta4,104,10.4,0.296241,0.1,0,0.01,0.140534
+RungeKutta4,105,10.5,0.294986,0.1,0,0.01,0.138757
+RungeKutta4,106,10.6,0.294076,0.1,0,0.01,0.137468
+RungeKutta4,107,10.7,0.294249,0.1,0,0.01,0.137713
+RungeKutta4,108,10.8,0.296611,0.1,0,0.01,0.141058
+RungeKutta4,109,10.9,0.303456,0.1,0,0.01,0.150751
+RungeKutta4,110,11.0,0.316794,0.1,0,0.01,0.169639
+RungeKutta4,111,11.1,0.335927,0.1,0,0.01,0.196733
+RungeKutta4,112,11.2,0.356164,0.1,0,0.01,0.225390
+RungeKutta4,113,11.3,0.373486,0.1,0,0.01,0.249920
+RungeKutta4,114,11.4,0.387717,0.1,0,0.01,0.270072
+RungeKutta4,115,11.5,0.398948,0.1,0,0.01,0.285976
+RungeKutta4,116,11.6,0.407293,0.1,0,0.01,0.297794
+RungeKutta4,117,11.7,0.412894,0.1,0,0.01,0.305725
+RungeKutta4,118,11.8,0.415928,0.1,0,0.01,0.310022
+RungeKutta4,119,11.9,0.416562,0.1,0,0.01,0.310919
+RungeKutta4,120,12.0,0.415962,0.1,0,0.01,0.310070
+RungeKutta4,121,12.1,0.421445,0.1,0,0.01,0.317834
diff --git a/modelling/data/abingdon-all/resident/nettle_simulated.png b/modelling/data/abingdon-all/resident/nettle_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..fec267f897acfc5e3f152ce10c2b7a1de6219450
GIT binary patch
literal 32055
zcmb5W2{@ErA3r<@l~5rGgOu$1zDv?#4ar`1S;oHa6=fHZeG3W6I+j7QH+F?AL&lnH
zGq$n5XIg$wPrv7V-~Zor>Fzpn-}jtz-{*Y4-_LS9(@;|;KY8IK1Og$ydE?q02!t>Y
z0wI_>P6Ap)`p0L$LDE&}o~stj($(XEvjs%;fvck(%+=1ul-b?F*~JFtAjB)c&nv;r
zZ0+jm=pxC-XaCO`yf9}gKDO(Fdf+Z69B=5kKp>P4@V^AF<??MH5Z|1e*A%opQ<o=5
zJ+*a4N!P^cx1j^fCyrgcN=eAcemwjsa{kS|yQjzARA=A&qN8_L_j?&<@JQXgrr_6s
zfj7u_<e6h)PM;+_abmH)Ya3zZT+YJAl4L%IlGr}-Ne@cujF&o+aG6hY>6IC7yU&0A
zIOqq&wfXKcG5$Xg<W&NEOQsMzga8~}Nr;)jA+RSCats{%=%@q10V4T`@H9BcTWLTD
z!Exc#NqKO9q$&KLUMzq0Xm_}=qpdCPHhgw$eObW(<+CcYj`}`YxrBhH@jnO_=ZIpG
z<6S{UKe&~$K%NnBD1qDEy`!W=Y@_Kz=k|HD(zbJABCRJ?!Ysjp=-n~UuX8(Rb=9`E
zwm#*nGu7heQWj@A<7zt(<J4udF5gaY#cgS7YVss~86ABNhl^dlbg7TgV_ZSX{rf_H
z8RBqviOp}(V|Y+qPPOoE@kJh?VL?$*(SZ+7$QD-vj_TOsM;l6f{S4^E9H;~KFi5_-
z179yMuk7~|aF|K-n6d8uqIy8~%a`Z%5uQ#Zvb=$pvmnRb1qK}LO>TS*Wg5WDB5l5X
zD%j{(X6oNrM;GMfwQ=`ukC;Vky19wiJmE0;pcqO)ljOJ7L^>V5_53z()@s9E6mRtu
zVX|C6Lnrd08Nm*=S1w%3W9)HFLhNKdt8&!S;CdNY11^t!)SFChC|fC<`!1xc@n9LY
z(MAu`0KF@b6Aio!Ufeqf@9rUZ+ynOTiR-ZX&2ut4Q;%G~j|l8;jlsGxzT<-n-@mI2
zMflv35R#p68#dbb$W@|YY01|8Qs9xXKh8qG$}VX%{54%vRMhmV7ozJcb*lr_PUse&
zk-NUWhy@nkxg@KO<bzqhfUMC`{oUzszE8%~kT~$w8cj;HMwbrfFTSg+s1UB*{Z`mI
z!f{vzm2jS63TxTj_3j@#Lr>4;fS#XMrZx6tIRK9~Eoyt3uW)a*F@unhu%o&8(OU%O
z*2nH{dk>r^c7q2#epNw1VP<CLQbWb0*L<40*q8NtB}e=7a@6O}u_ahdw>*oFjqP`q
zf~IUWQ_5+$ySpPTjZoCqCuwPE`?)%BYc3Z~g(NhJh=@E(hZ^5CrZ9G2$>reXb*Lei
zgFSr6X+K&~V4<fUoyNt%k+ru{7yY5Rxpir-+qYMCugLTJ&<+N?R+Cb_<cx5k+3w(v
zo-+R9A3xsmK04SoNDmd;6YBX29#9?u5y{ix=G94&VMEroSC#p1-rPb^G^FL{U+GR3
zSxOy#Wj?;^R*`R?vS3XYaImTCbeIBbuz`z39#z?oRZ(Pw`c!&FjK8`WH+mq|NV<Qa
zc9hJsp{irq@zZO~>HSm*7ky*0ZA|jORxO6kJSZqA{^iRXg}NoOtG1B7i$0aK5c%kM
zJ|8BgjD)3Xeob#xsNaUBvx^H=E6uj2-{xoCjew)=03MSW#Lajgs<`LRUl$drP(yvT
zzGoqM>x!D^XU4F3^YjkYL2Xftx9LUgGHnL)4!*kMa5z&Tt^hq02q4+jxb=3X#UTS2
zO>Zml9ozA^X7on2Zh1vTe7etyMD2PTy+PZz18l|-^{`86r;JC@X7#(3={@Iju*L&X
zMoHHj)W;&iFC7ldUz`H#Kewoe+k3fk*m@OJzX9HV+@nX2*iXN3vOyR|kdfu~O?P7q
z9oNj1u3hUJDmJib3MO_1Ysy8G)%o1M;dnW+MpRh158V0s7#v1ROhjAoaWBV?Br+=M
z+|iXQSHj!tS8A88^>^6^`3TkA`#OyN_RYIzX?8oXT^_U7lcIyGGVEg~t}c+&zwW<U
z13BD5M;nZ$2A816BItzjn%gJpeZ)S0{@lOzwOI;5Zq=KzRkQ5a>!4gaaE_FMfj#7&
z^m+@`v>UtJ+v-THRe_X!NnwUU>(eu=!g4)SnTjM3{uGZ%zr?!Nr<R6_g}@7Ji;0Uf
z+W|A4oPdCU1a#3!PrzyVn&Q=~!C85Ed9$^7d2G!irDo)%rKLQ><aB~9{9taXWq5r3
z@MPMHW^ZemDiMT<6&DAOW^%EoOSr8t16cj%(`V0`vU77w&sPl_d89QVkw^_4oy)vO
zyGte04Me0A!k>nQs>W9uj}A(z58nq7@eHqHu3x|IE+N)nZ&k8Bn`m;bx72&{p%V^1
z=}(m?2Oflr1KfRiRL+ozi3xUI&VQc?itW6TAzWQkLl*^=@$T7-mfd~b)YH@BINfr>
z$*Vbpd|F_&ej6nxP10y`(!c0Sxz*8E(Odq-U}mdI&yh0uu7y?!nYJ8PG%_+mZuZJ-
zk4u!KtuNUeB$t(ywb<_nNIs-W<3R@#lU>{6=HRfYd7GK}{yq#Apk`px3kJCvy4_g6
z?FPa>iItU=qOmbbVtFx~uVKO6Kt)aMuz5+wWXzT?=dC{pjk?@Hg=fV6{=S+JLEl9?
zLXvk76hm7*?Rfczl*DSQATcf{%F|LlTSW`8bz7sht(lk)AFeuaa&l&KXys{mdwU~|
zo5$%}WN3Vibc^-MukZKDm=#wpccWF`j1LO<?YcS{>ru$AJ3GQoZVOkn$v70ZXK={y
zOB?qZ#v3zOKxCtvF&NBQnatwEBp>UYDuf=^cSpeUOO0;TrrDZLyV;N^48`rxj&qEr
zUY#AitLr`ESq@w3#_dC~d6xbrW0uHj-Ebd18fobBb}Ywgfy5e{K2)&JJ9_*Dmu^_P
z8Z_<;oxhB|4_s=L;|WtqPHA9XMQi#(kCjFi;(7yPU}Y2AeF)jTT33$E)kzayoAsT`
zylkG*al!3f>xtv&XgOZBWe#@s(<ynLF2fl|`&R3ok4P!cne{r<F0u(g3s@1IF=B(9
zDJ(S76vZOx!x8OG#rI0Drb_BZ4S8zW_?U#*w-;=(SvW{QksUk8r1DuOJtMujtu?dn
zlZ__S-_m4AqQ_2=lhc^Bs5JRZW7vFAn!#jYL+JB3k&0F`83S~%=%q`qngt%!v+(k&
zMHHe{8xS=w*1b>+$kvCt75+xci^C-u*6{HjPZwK*UxRzMY+Et29|ox>CT0#KUK8hn
z(zkg^pINPFGF$glp$*95lA>D^mt3*8j>fe5thdsJUwllOf&IjU&=rV=O><a!s_3e-
zBb(}_%dL7Hwngp9RHdY(;!Xypi+iq3NhGZ~yR5e>-SUy-{HBj?pMti8GWl0eG`ciR
z(0iV`NE<M|_t9*zdj2`taVXV@yA_p)6W<iV3)`|Iu|htx9x0uN@%6N#nI#PzXrB0T
zPaYcHAvL--pPg@CdZiXir_C<synk@uV=n>W#t-0$Q`4(1+jf)J<9ki@ED>UxZWY_+
zw&Qy(DaN>#`Ui&87&Sshn!woD*lDsTvi6~Rf5X74yzeYsDbjUi3`U<*WG?M{dr|73
zQhTHz{3~A!;SOo%-%ol|*?J^AVS2>0=Ub8j+XmImGu4o^O+xn#X@uSjvSeBl-}O`(
zs~UJ=PWnv;u9L>sQ5>@%AYE~3;4_TD_=acr?-ndn&QwXb%ysc@LIqJLLbspGnj{!b
zt^0cCC`XId@VIYD){bt~?$K!*v(g3_;erS<Ma~l)&m=^l<9vv{dhZ-!=22V?QH{rO
z$ok@;(9}C^_c*FaV}01F6Z2RRa8BF0c8jqS&Nbq*xNgtyF9wi9{m!nW(Oz~itfhw&
z%ZC*5nw@DB>nt*@-QFo{Z6;3r@T;tJPm!BbD{{cNv^BbEFvZbn_}pYVQ>c^dcwMK~
zy6e!=mwv2co4t>+iQlG9>HhN9?hNU>8cjX~*fRE28+F%;hzK%zivi~qz1b`hqs7H(
zr$lMC3a-$1T5W`wC3Jnes(tvr<UOB~+(P>jsf?x}A8C&&W#PbtEYj2Rmnmg7VqP9a
z=2O*Rd!$;$6;Q%m^=u$o)-A+N+3;7hf9-bU;NY0{e?&rl)<k<>2`Qri{;9tut$N)`
z`Exa>Hd{6McaSmp9rqgj4<xXg9G)7otHMn(f(V9vUqi?BK%W&0G<KpD`BCbOWAxc*
z9(48#(ru5B_I9WBtPSsVY7RtB+u~sUVh}0xv{og%=kB?NE}24K;isK(SHja7R%Fn7
zYpH$+Y-Aa?;We4fPg>cIb9{%l`RcV1ObD|c8eKz{xn}g(y0jO_U8ixFmr}fe)nZZM
z8oYV9^&0+ZlukNH$Wb1G(l?-IDL2vhtQiT&H(Y|V?epE~h{eS6+3iGFzMZ6fc)s@6
z8k!pUS*U?OWlh?ebd=2Je!(i#siK)7W2Xsdx>PiFzI}H6&3w)VA;$M{UX_ynDb%x&
zPzA>l7Fs`FCV!a;8y};CQ=Di5udaph8kf3wvcS35_4I;)UGW9dp2=ZV7wGB9`}_N+
zKlSx7zXcWh%LhY6dLdI&_d$X1C`&y<HiYYK^;H$d9M5kB`KNB)yh#Fs!5)Q&hl6<1
zvj#%id}_hf(G*NhZLPkF(e(WMmAs>uvVOHML-Lk|`6KcxUrKqrWs#OP<R;~#RF5q+
zZ4FBps}QqSRvxs~*4BQ?Vda^GgUzR$4LRz8qvIkYBbx>XwNxgZ_m<)G?%zlHzaDtv
zJV&W}TAP~{RTkIRnknHbA|KQ;WO?#PzBXdf@O0T+1j0}y=qweLnWL+#@Xp>|IETEk
z=hr7LnAz<m+<XS@7wod9enx>-{ss3{)P!>isF#~tX-&8jo@6K|IpkJX-%|<t5WT#z
z;_y<?BCMLHac)SfjNRU9Fi$l^YNfh)3XNuU2tY@QT?h*c>+zb%QzIJe7v%KxX7V>q
zcYZRauIqQOIXvyBmDeLNxgoo_xM=z&ZEI9Zcl09K#)*Xd!lk@7HV30p4}F#`K7H<G
zHULF`6R3AI?%o}mHH1{OgdAzs9S10J`KxO8xKM|TrS!VH?)seFN-^3P`F4vzKjlGl
z$g^}$i(ngw?IVFe02g^>KN3g#p;enEn$X*xSU%VtoxJa{Cz!rPi5+1zO(8`z-T-D!
zG5DUBgHE>9dq}U8id``zf!NDaGD9G#k361#WsO>+5cKUbhQv_f&&5Mh8F1@AFev{S
zSF8Xt7K3RymM#8T41DzZnbiUpA0O=?|CiC^{1OUc=2-T_o$74-W%{vkaf%NfJh1e#
zqYk{5J+FRZbZ~HxTcNpTXUzhjs%zZmf)PBVdIsk(*HMC;TwGL)TDSa6DcB)ix(jne
zA6?c%3Ht=A4e0d@C@|ND%C3%q)5>k$s&^4c1qE_mym&E28k2B#R1}jyHwu^5fCO_=
zFo*}v#KPnIs$$_?eGRig|A6OU&g|^$f1Q8f!i9gefyzDhzwi44ct=DAMT=#-NPo>v
zOr(90kYMT{Nmfu&a)p$X^tMde3JVOWFqH5F5etv_$gPo>NqSm4HX$M8ug+*|>gYWA
zyY1`BO4Q$NXBZhH|89$Y{yg}vHt>}3%s}w}co@Ig0*%&ZR9F5Q<j(=koqXS&A~v|O
zILIL^9B*f5XZ`t&j#0zvYU2?e+zY!dXq5A^Zj8sUD4xzCW`UXWa8=mPkUysmeDUJN
zG*P|l;()_M$*Wh7ExVJIsII69kCiE`O1OVNKV88*6Io>Oq$(28B)s)XKr3I3CV!<C
z1n|WWdIx4HsXB+v3&E10@H;K@#|so5CbAC0*X@ErLN=iAe#m#yHMX#jtE}vw+bKMU
zzF)beuAZ;V<QMP1w=5=bSi<$t*0%Mg=H0uNZI>T!wY0XfoF}`A>d?PyJ=Q_*dJh7~
zg|P01@N+!bhX;EeIR9{3zH{3)w!?3YX6ELuH-}Q@gI_H`4tRNbYD_lx*&H1nOpAj2
z|LN1GYZ4L?(}Jsx&tqd*YFlv)2nL_+6`BAtGBT=^SLNm9t+OpH*ChS-tJ%fV($Y9&
zWz#`K;W=!Rs$X*(kLx6%gsRlk)R@}kfFIBFG%1g;Mq*OZa3W_cwk(K<^p3y3Y?_SE
zUFs&*>k+5nBIi$0pFS-wD=X`|v7qTRhR3yIX%a3WcJ}r*cr5DXlHl*}PksJ8yRlSw
zWF!spV|4fRXs9Y4N&<wx{u0quP*A|r9$NI~O*VMy&yZl5y#giX9aU9wKvO*HRHS4O
zXFfbfLvuO3xwTcva1JpzFwk;<b6Yp#2&KQn#;B7Aom$V5o(sj!nH(Z8^A>k7bHlxK
z<&Pg9b7~wIxD(4`^|9o|lgE#r?s1_*cj`Nk$eihEQ)frV)5r?5c8Ya)W+pRcV}n{w
zG#){A^5pB+uWuk4_x0oA;*{#95Pp7siyg77(^ccp9RUd#ssJSKn}~UGa`I{S{gGQJ
z0Re$&w=`KleZ#r2l`(kqw{PD%#>NZ~vOV#eOT+5sNMzTJ%=|WhiWajG25>!NXip$H
zy{JkBDHMkE!eTMlcWY~o{k;0{F970lg2=Q=+vt9IRn~9!X;o){E@rNm7_Ns0fF?ak
zHs$*`4GdJ+I>s|?{M^`Fw|&f5#B;I6_9suCOuwqoy9^5m2ymL-%Bj%vZ^Rwgj9E&+
zjH3X3R9T_dBj1_AlqiH|3QZNW%Bs*aCSBWe#LRRih>rD322T<hQxvg!S4B<r9xoy4
zg-1>8VdqaRJxwoW-I0>-tSfgrHkr|={4R>$kFo!S<W<~T!7KDcx+gBQn!KF!#gYR$
zC}*M(OG{3BasP7Blm_ndx|`h5zL1gkVy@9Qf*G;rjp93x2<F;Nw)SUFB?SF<7?q3Y
z(o4MOM#&tStvwkwY!Z+rYBwTp;*ZOHT|L%ZPvuLvxyGj>j}rV5Q5E+RLg!A(uMp~p
z+6$r(Ek?ZvT!`2i?tAa#T}%A|O=jwH8a8AbDaOQ+vL|0xD``v>1FuxT2jd@?ZV}Ec
zqofZ5)$I=Vant)$>e4K{*qt*BVQsq{=naS$lEj|g3wdhU0GhlMk_7n1^UcGt+bExs
z!M&p;lcTd&@VVmMhctQf3w9^wr|WV20g1EBzoHFKjv(2m%gJNMPVEME?{pa87qx+<
z^(01~;P{&<6OllK#bXd=EJC(;D5(Q8Pg>kDl}DBR?i^_w#Pn1qr{@rEh{}@)lR*3{
zS6JLX#e4&KHnfIdrkDi8G#;S}nAd$Oe$bI0{HxC6$B&u4W_T|D{tWPII`=8$XMRM$
zA7|rR7^K`!b+W=Zvg}!5Nm+hKqW>_sIxX$(tbgBOW_Fh4?>1^$+JBuVE-wCG-#(?`
zC{E1)I%j>Hf|zt*wA3tgG(3~5gI*7L5<J^SHt$ZH2cQ1T1i`_<e?|LXPH7pLzfxK-
z=fL3LUv2-%7=Wty>$70alP6F9>%O4;`B&Tb@8AEc&5>Q4;Uop<p762IU?Q8#SFRM+
zAFmBY#8wu8EG_nuBqdORMpaey2Gr~JiQhAY9il)3n3{jJH8eE*t4%qIK>^cYaO;nm
z0lp1St1HkP>}@Om_1PPCUf%0}w~4#VoqDc}y7PNMke-y+coG>&{$Fhr#G#5!pe_mw
z0WXBPc%shZe~bh~vVZmPr7G0x$D8`O3b-I*FqFz*zIuLNpN7DQE6BQOsKcd_#ymg=
zsxV~q4GzY&MbIhA9c;w4CeW%-QByx&;6CofYO9BzX)&)LMMXugSQJD026AuL8S*<5
zR9kjm5I8pj$m}!3GpKr>?uMfKwIHjp%Kj%4s+g%?5OVvb?ey&p;OJ9baEtjFd7le)
z2SLVF1~igT^I7}^xF^<46Dac;q`ukN*|aFF*Tuy&`9pOEk1SeST9}>xSQ9sNAq{IE
z$h0*z6^4y{>_g#t2u}eX{fY(3;nmT~@bU3+>z%c)rsY@vM{3RP=<4h|lNd_Dc#DpX
zZdwA@;G25Q0_$?`-uW+IzG%9;S5>D1lC?dWiIzCOyj-ZYy&bOd;Jq0XSKHO4;^eh9
z)fAtSa{Kb-%QFiL?CDnXJ!#XhrlzKul@;FfL~;i47z`G>`29<{ISi)$JGYwJy^4;e
zWR&sN9(R8qNHFa#ol;j^%oBM*<Q8J3t?fFvB<KD6_X(<;fCV(w!<Bwn=+Cj~O_$L&
zG2w&8B}#~h=<M@IN+!Q~^Jd{wfz~tzWU|GnrbpUZT7VZbrap5<0T1y4!o$MO!nG1I
zuxht&Q*F-=w?@Bs{`}%$+qT&iwbau`*tI~j_NZqFK*#|uT#Y*pq#XaAmp~_Zx(5o&
zFgpn?|6=Y-m#&RxFom!C#3m+Qp>Ua*nqp3{X^&#$F^ll@wE<+=Z4@yvF~CfhP$vGx
zot>T8Mvka`H2RP13LQ+2kH3U+LB&PE+M|nSy1DN98|ABKoJ+)20f-4Onj~gx>s(2+
zkj267Ce;^=ppbtru6}CCQ%?dtWS=mpcp0`rH^241nMWMvZ|n~}2Zi#EDlLhoym)ch
zU%RHd`swi7nF$~Q^^4+GZ=v>UrbL&3TCjqwVYg3^W4eXHqw<otG1D<b4Y_lQCT4EC
z`rSK?)OgXtndQ}0KDBZGcv0l4SfiZ%825ZP(rKYDD?t=V$L@tiJ6rCfW3Y4F;DjZJ
zKa*Oz^p^okDSc%}wf*z=lsD`cn=;NAlcvMK(cT~SE^6V6WN;%<JVMGq89WEC50W3o
zX56mnemg!}cMDFXfTf)ioAgx_vg}$ISeC=hP}Lr6jkU5(-Hc;%D<qAXym2@^MM?6K
zDc}n>QRp5Cri#JbUatcrE<9Pk&o5|YbWxRZ$|}R}I()*N-Vd-`Y3BkWe6H-^#kx%8
z<T0`lYCz#|bSDWZ@5|Yb3RlvS)&`2fg8xZn_`(@Mp4xta9Zl}(dnQA-%>(4vKu|op
z^;nuT>;o+)Of^h8Jyd<%{^V#bq7me_N569$Sd`Lhv80)tTGd?{awe$()6cH7SU}~A
zs2|z2hS8Y5TLW;u^}YYBFbpOA*_bGmi86s0sqniDzC=eP{@}y0((Q-Jfc>v`;f0M?
z_Y>YGu8-U<JNCzEiv-8~rWQ|vq<#F)Q2fzQ=g-dkN14=aD*puX>X|<=*pB11zq9h}
zPW=D4-pp*lZa^mOU5i5ES3_wpczyj`URFE+gTJ62XSuvlFjQVc2`EMX6^KD_CMG${
z3i}Zbe<j}6gejx3aC}Pn4g9pv(9rw~Yn28Z`Cp1g<o;1KfcN)9Wz{}INB8V6e5Kt#
zGV=8Aw%C-E@W0x?E#$3!WI8n(H#avBlwSA5EuH?)P@1!*<nJm+Lv?)4xDx-4<ox8K
z1dliY@cmb^9iN!^SDUG+>3=0wJnY+A9t-_nUBQ0_w6wqPAxYkQPL<LN`A?qRIY**n
zZe{g%1p<cCM+dTYXt0(Nh~8kKzsAl;KK_-n0m21CjnTP#H{oAph_<G&@xQ=qP<P`W
zmD~IC@(~2uN`8Ja65`^2-It%_w0WgfFSL?YK{rOMEP)10ERw-LD>HyrN&l+3UVrHC
zKl67Rp^FF0e@zfDrobNSw~%p!myl|PY}!>t#m=_2kh{hDZm2!G@#@$RN+vb%Lrq1c
z2n3aMr34z4#F&`Co&VR&JI*Kr)_E;RyVd|Ux=#9S_v2+>eA@n!2riC`d-TV}{E;#?
zT_9_;78EA%nW*{gZRG+^Skn+H?#OKarR)h_{Y?gR6I~*;clN7S#|ZTQnLf-n2}X>@
zs_b(>uu5}br1c-C8i@t+uhT;rwCKHau(zasGk)2x!<=uwdHpUsDva}C!Mp5)<Wtua
zKOn5Hz2YPG?D%}{_sV#%NjwGUOdvxnq%Q3U(z*fSX&DN4T%T^Ou<p;6Gi<aS=EbX*
z=o6GovfL}HU%#?=pWj}c<a3~+qq_+zHJ%j4ke`Vg<bIZwvBrRa(K?Tk9fSXoy^(W3
z?_OVDukhJ+SQmq0JBBSREyIuilID$%8?G-Uc+}0$f2ncF-!X7><gcl#3!m5Vmcjlz
zdH??aV=+<D=NTDH#3UqP!#$>EX02ryv-18N<#4@iT;J{epTKw;2B=MK9UY~7wY0N|
zpl-ZLN(p_HoO}VOM%hoF9+z~S3fwW!){ggl%P8gk6q)Lwub*5k*U0N%6dzB$F4n*#
z<uv_xCnJ;;RQ@V6%iq4;a&mIwQ6`*1;5J>_K8`RqnAq49bR-DP4u8CQ^(w&CrRN)I
z0r1u~G~}kxY)8K0W`bW)S62rV2CTC#GcyoW&@Fq&5)lary$Z6PvEkvwC<cj(4#?#o
zra0`JKrvugr)6N))~Dg<_Pdz5^}_wyYE_{I9!lHSg@vqudtKiZ*BUA@k&ETw6GCsN
zPLef5CB6`Hn6NxJI505oefOaGn$OhNbE#r-d~%dzl$5l~*={Mb56<~QJP*0oZ2=(0
zy|1?C^dWZsk-lxsR&QK6by(qh!19sZA+zUL-B|y~VG}j_o?7!G#%pZjmhlLj3@<k~
z^_ARiPA}}zG!>jFw;Qw9y{bMY3J|!}d|#F#k9~rW24=2(wri)IWxiVvR0G2V`?9Ih
zUS+x6?iBzHukQuBUF#h>vrqTcZ3+jDHB;>^lG#>E#}6qqFe@Ot_cmoDrN3pZj+xoR
zSn1)6(W@F3Y0}nx%<IzoexKdbx+b-T5K&LRUuDel)m_}W_kRBgu3K!f4=Biz2y#*p
zs~!gZclQ;LZni^3XV8RR7X8KqBgT}>jj`kGKcF*{`QcQMq1XI5-Tu(AGMm}A44egT
zXon?6zG%G4pvTonJZ}u8!qrLKG0F+rN@vew#m#>5CKnbQ2!$qHP|nHr?bQDb{9L&2
z7p@Y_JTzL&y0d0MQB*%2z0ODJYDTmHJ!HhSt{Cc9OTKusMBnP>hcH?Q=|3avqAiZA
zgEuC@D{76YgHxi<4P22bx6ySMFe>+@SG{ol2Bqq=9D*jOX9@(;_5K^#djYeyr_jbB
zf7~pslZ<tpBdG+2x1=CHz~3dNLABF%v9->{SJ>z*?G5)T(KOUBvNee9)N$(k#>iFW
z+e5j7^L5VF6JH5OWA4gRszBvE)SsR+AS(KehoyzZ$WOtD=1WOFdJ;jU-p{{SXG9cu
z0P3Fy-iX&-s%wBIch3$D+!Mo#z#WqhJOd_`!;txQG{gH{tXd~WmQ9J>nN}uRA4*j^
zd9EYT5H|9YlCbsRyD|AfJPn*d{tZW_yIQ{QMl@$|8Bu+HT-%zeE+yF_^8fG%C*`3#
z9Yh+qmbu;xz8*Qe!tcD))DS^>_YkoB*~8Hur>7S0qr8`RR0wjMKFXWCLm?VR({2ao
zRlQJ4Ek2v#BX=}LEWG{vr30<My%K5lASUH{pOz3wTzxTlF)C46XmaE_&O*eT{C6nK
zs!@GU#inu^{Y-KIr7623`!O93x$j@No%V{fQRR%3qY5K~O7H$<O}n0D)qr~D=exw!
z{S!>9S@Gj{YB7~O71MdK!k5PDbTdeS1q9HS$9Lb??L2autDk$%k$hBBx`R%WHg0tC
zETIhuEA2n5@LmxQBX`Z;FVnAeXmu|ge46lk1_A2e_0=TZ6GdFBCKR)S^%*O<ZEQqF
zG8ZG#cd_@&S2LTmI(+@M?_Ho@zOu!ijx`pvppK8b`{(7sSGJEWee^-c5+?7hLmyfT
z_GN^I43r1lyfg-l+Fs(Mv?BF(8M@)LaXQ^(Ef4N7(E0q~z{Niqj<v3p`!Zhnb1w!a
zWye+BB2`_zuJYG=cE><hzxNwCsBLYmq+SZ6aLm!l6>%LLlUlH|V6-9sUHb|9T{@j)
zIZpEKuCyL@Ll^$E-miU|G81kYeTh_R(_hNDck(l`D(qs6&oQ}%143tyf$>8-2qgLK
z?LMO8Z#1G7kB|1G1Te|&D21^fe(*J1XdEWjsoXJ>p6v>Sv&BXiJ{pnoJpAaF*28e$
z=1;KCs9!3f^?m27wH4Ra)~37Lr)&BGLC}q!?wl6q17G$G6v|Y3L>kB$<e+d=x__Vf
z`LHKSN-%t(CL`)8maK%~+Or3v$pNr?k11u`TjiY&lb8mrqp#<M{zD_-3(jbJ$nu<#
z#$Cm2VfAh2&+lYi74ICg=~tz_Hc-)Wy3`6I115$k`FHBz-!(hnqrx^eTrZXMBfO+1
zh)iDfC1LcxG0mu{A7tR>cZF#9hJ|!5YnTLxedH?6!ey-Hu*p7s7xsI0;<byO_1P7}
zU7q@w)bC#7lgFLiK5ap(q?M-z=tIJ14>mjK^c(2flSm-qO!zOWt`@&k(uD9DT#cJ#
zIy=AGSR~hatTs;MJoUGm;cp{o=S_ANk1r!RH0|~N_!4c+d-tBsh`ijUD%2_{$_qNX
z>)CHlyLH)C5CkbBiA(XGWNV5huQcoxb2yPfe+=$q(Y1=i?PyZ9{?Si^<}h1U3an)b
z#y21@f^^1MKEOly7T@bk-C?WOWemSx*SohO(l?ri&Z(;3_Da<L+>b8QYQ@!ExfZVa
zW~igRJ2rhEd*8|bOP-nQnt4HMBEfGE0_ZQme92S#re8H#?xZn0^snB&>Rbjd|E9fi
z=qXk#;h0Pk;yLiG2HnvQl@o`&_m2MxIGVzl8FPFoDT(y4y`IH>=$S{0+OS=2W!l@$
zAPrY+Wt7#qjug{#FS%b~j|7?ly~?AE*32+q2D(%dgrL8WV%_i2R_||RbowUiMZZ^`
zCi@d<3ntw@#ErEqX#;ABdf#jMt9Zz~SYiD5x%H&6QSSM$JSu~2zAtv)8RPDDda$A6
z@%Hg_Vg9Gz=*c%0bV<2I6@*8tELdPO<axlu`R4sCg9F6v!f%VY8IkR~X#six;Id0e
zYsO7SxJJNdnDfmM&zyM6LtsBv79$3VVLb8pDmRzK>jl=h?2w&C_j7o2z0KymMj4u!
zMU`#UFq-)cy%e@EV;9A-D()G)1Op7FuIxFPsj?#pJUw#$t;~ff*b*tr=*a95c@Ieg
zJ!QT_)9>rYAbnC^!@HR_rKN4gbQ)JyuQbZ3M5>YqTwlo^ffP)VkV+ZoZ&;xzSeWd4
z^FB#qd&r+w{lLhNZ18yF)@>d+g_88jp1t7;!co_aQy`P}$>oz@k~vSmtgd@0<Y{vY
zk73#^l1DiA;|l-jn*t5sF>V+?L3oWO=KJ%j?Fm{LntWSY%}d!13OCYKmKuFwq%!$k
z#-?iikE;k=XO?8HERH1I61a(xNo<Qrf9zS)H_0dBa5BJK^}>tKF9Sk>akdzkY~P%h
z@fLm#cSMP7Mpl?lXgc9mP6*5_e$TAio*E+CyCWAM##!__H@DI9<*Y>CAMdj@UB)K{
z@dSJ5*?t1QMDMFx)!L}M;>FIJ5z4tgaT-V0H8SO=mh03Xf*Fn%{{Wo{0(o`=G-Z;z
zpy*A4F>GbM*29!rLh9bpy1%MhXP`WY;L2{~svG<2^>RF?{+tSHo103Qa~rnl<TN@%
zn(-N2MnZxr!(Xsxu6l-^rl-$_X<=G4uX<DcdChSOitCtjcMSEEO>!@Ur{dyBpL(rt
z@XCG)KNK9lcl>BRRIy(2KVQ=%M(}#Nj|HuL>ApWwlrbl4^!f$r>6^Nj9y4PsDb=9z
zJrq^(zKECpx4Ks=4gYu+kY{PU#aY{MDD6B`vS1((q&^v6>OQ{ZoF~Qm?Mjav7X3hg
z?KDK54?h#Kb8=!4#B17DD#=xaE22qN&oghcOsY7w?^t6zJhIVBIveX0=+ao9lYdTX
z?Ynm`dI?GC=&N$YxwPQEu<p0?P&)E@T=DU~?;PNC*tj(4W8rN5&q^gct?jhCVRH#)
z3A6k7s<w^oRv0Gt^qBL^M3C+E$C`GTQZKYW52mCD`K12&$e6SC%P#Di&!2GeN4>hY
zap?8|)sp~C6_ig6Sb}p)Y8l%miJgGRE8*$moa>QSF_sm+g94>m%^f$G1QrD_E8{Z?
z3c|wUDWINPtR!EQ`3U`~VBf!hkHLU(X7v){m_ju&&Tk#EtoArvkKX4{OPx<2q*BUb
zx=8Wo$)oyqmO_a%DMGF3jm@lx#SiBLW+s%(vJV!f4+*p<tuqsc8AT)lehv8&CnS;A
z=oau+&j3&bEJ1ldP;~d+19Wa*AOTTFYwHt$`4<oOR`UU-3FqN+%>edmQz0T~<CZ4Y
zl?}_b38UK!MbyoGohuD2+)8`Zoc~e9n=+>IM>qoX6qoMXS2*naAn;=2c~4>Uj?(~=
zo}{6suJGAYm&HBCJ6oOh0JA(e25aPjqM43%LR%9VYoo~A7W`m`2{%PHRZXSGT1(qd
zax)WdkM=zKX`ZpPD2MnQ=CiWZlm1#IH|{_hHU@6H0#nBzaA#WgWhzwo;+&n`+;Tlo
zUilMau!-6iZISfKV&jgF7DNDU5Htd%=lrtBF*inWM+i)TPYQ%BCI{P<gA~t|^u~_5
zCFo1(!0&eU){6QB%UzOV%i9D$pER=q!987F<vNemJOH074Xtc#xp-k?RmBr~5sXrI
z$CWvD@Om?F3cKQF6AkQY2r8x~Cd*rli%$3<96v=v7nWA94@U`aX*8~3&j>ntFhc^(
zzu#0mNk&#sS{e)FmY$k)zWm(WN*|^b9D2_PI898ICi?p1!BDL7Qv$vE9G8NcEiCdP
zHwgwem&a(=H?uLx-rgm+myIrb&kmar0UdQdD{1Ey@u^KFu+fUT|4FfEeg<XPkNB++
zOxQ;a-0-jRGyIc{0}k9un{QmdP6DL+=yYGqP4E5n_Obfj>DF+Y{%oayYXAQT+qCEt
zg@uKkz$sI7KfZwEA}cFUho3n+M}&@CkaT_R*%KCa(rFT?;)6glXr27<;X_AHPgGfX
zWXddX&nyD>eD>4~qv13ft+aZX4A=^XohaGpr9Js)=jQI*ym>-GQZj5_(^~>qgTM{}
zBWXT*z-7$N&kq6<Y9|Vnem&wmivyC_NnRd;+u7;s&uOc_;AKVEFp(r=b#0ZiH><TI
zg$yPqCwKDHDe986*0#1Vi`jO|RK93rQAr7HbSE-3IeFAsy64RsPD!_K@zv7KGdCnX
z*D^=w+L6d`U;xn<{k)dv?cW8oUZ*7N9AU<4Z%H^4*X7Gf`;n{dYN`Bcwja!{Ml(vW
zVdk<309ZFo0{9hRb#4|Gh4GS#3T<;_62{hog@tAMaQ|M!WH<sL&B@El23#GbD!~6_
zjU$*|T)YV^JUm|5m!Gn;FRmYAY*p3N&MgOHw>CF(S(PKu?bR}CX3i+Xc%Vl-+fEI5
zy|%nl`T}8QYTB}NC(7<U9Bf_4SfHB^TG{^(S}(V*dm*cBJSguc{hfWh>gAil`d%PN
z@83cJF@|b6h%&47hn~%jE~qxDa47d}#9*9D<7oa-vkRno=esk=9LfP{HQkUJK46K%
zX3carOYOKh8`!0Y!4({Y04EQ{MoY_b*x&6Oo18RBjc0l~Zizd%+ja`>P@XEr*Pf*q
zsz1tYl{wQLjZ9jPR_xgu{hGDW-($EtJY2VkP6-Wb7x%)L-%eS!W^5{nn>6_;YoGFB
z^lWfDHs8I(SHvo5qP(_E*huTkSkfzw9$Gryqwz!HE)m0(hq^t6-!tLF699;}D<37Z
zx!fLOj4aedNyzOdr`D>S{J^RcHfxJWShDI(=V{QsTVi|=x@YLxujJZ9Oxp**=A`ok
zuzOtd7<URi9@ofUJ3!O{yA<HGMoQEb-S{1cr1O58*AUC=>rO;-_f!AvVT!E6kWiLY
zV+{>sMOwM-!jXcxv=rrmT&H=5q=n-@vnNkZS()H^b4RM%v%EHlGmP-)mR_U3AJWb6
zGIkbV?Ft{JL#2_b4zw}dkfuGdo{GVGi7K#CKPi<ptdXCIHd*$P_Ht|N^~_MAZYb5|
zp2i)lW(4suNP+bmh`BUz7uaBM6ZmKv7G&#}-qu|c6JDk1!rNrX&T(7U8~_s2=1ZBy
z#uuxMXR4Zw`<U>N4dgJ_6J~2lk7&i-^{*(@i1~QYE_}Uz=Kk=Z@&&Jy5Ft00ikwdf
z!Cj8e)df4g{|VYcRz0u4hK`_g&*>ATMyc(LMMia17VW2@^H~ur529tZ&daR5Cz=j`
z>bfo!!^6CYCOy&QG$zEU(Sj@F-j<sUaq+tPiiay|uH8@N9CnpZGU%nb8*oGG@dt~!
zCQ*0H264(=nf3;Fmlkus8uRwJOSHIK#h|jS^g_m!pgF30l+g2JGR>_WWpk*;F}`oN
zdng#UJy~Ic6YdY>N<%mM_fPKn2S5+JtTWVL(M3P%<(OBbr#FJO!-CWGeAa|5(hDx}
z0lj2B_{NMqoAFx;*LJ0Y7TnR>+xa1FZ05x*_Y#?Zme|B|E8pl)O*UWH(8BWN?bl=L
zwC2-r9d%Z7h9il-hK%gx@1FaMuQjr;cj)^8)B!4bP$y({g&xbp0T@M*&do|oDwQlW
zRGrU>5oO|i2eXHg?Tm(;dic$poB5B*>i&}id*P^qI$4fj-*JY|#tcR;MMT4-)0R2v
zGlPfRoucnUAO&Rd>94)8bKUjp8ktnmRFW?(SD%@VCg@$;suFb_Q!<iz1;wmLs9TZN
zdZh}i>WZ1Wit{o5it4R|F;;KVg>9aTpQ2()P?exQDX;7q4CC*{%*g~;omx`NLh%~a
zQesvZ;Su3yv4l{7RhB5}DaAsIKI5HL3ax~WKsnA{K;KN!eQU@OB_NJhcW;Qv`m@O!
zd=xmH<s*3V<6^!xx-@B(0X8mF$ra<Vy5{coDkV9Z0`o0o!`+7<_Gjwnj3zjB{P=0*
z^(i7(Y$+XXs$XovHBS8e&cXKNr1O0b2>%3qieT$e94WD;3Ul6oCK1ft!~I<@;6X}-
zC?J6%-!{|aci0(y#YJV;vqpFu_nq-vs`#yTBwyqBm^$g*uxJe7M4av&)xs^hP~C9}
zmJ42mkE3gy(F+|EJ_Nr&ltw9JrW*ll#56`utu&_cD}W$Z*q-oU0#fudv)#7_@F>}%
zeV5(s#-j;(b<(pP9sE5HNR76)61d;Mg!_mOd~G}*Q)2G+GtzFeD*G7Rk~LNt6Y5RJ
ziv6mfw56#HZ`^o#{;3b(u?Bn6q{a@E+&eEP#=zkoFlojcnc3M_mzCaew!U!NSnQ#i
z-Z!E$t@Q&nSzWMnn$28?<F2Dml{mxXOKUmv;<I=&9Ot<}gw1xc?OPTrt9c4obF0bS
zyLa)odf(lxioew=OiE41EmD}hC5|_0b9L(=7VhOuAU7JTni8F!RrKN3w<Va}V8`eW
za7QCXfbD^%(F8#3!3F}RELTknd!l;yX0>?0_T_$aGqb_v@8BhpZM)?@a|)W?CmoAe
z1yzDHz9)H2vGVdXz@DarG1|~`rU1pS7Qhgyj10jD5%as)cz%<Wk2Fst|3rntMQ^j7
zp?15)H<6QV%5iD-+dfC{eR(6+^ZgGUw2jB)C%?BI+kxDd`JpF$_z>euyH>%Mf6JD=
zuld>A3n)@A+lb;~@(E$KG7BMo^%IZ&#DktuHx>-d;<9Gn!K88T;_4TZSYTKj@+rTw
zTSZO|j>h!X`JWQ&Pxx3?ULL#eweP&}BO0h%`P624O+T0^mPzlS;HfVkC;J0z5?Y^z
z-SYLzDcy!`jj%g=e0xEc^1e&z(LP{%P8ME>6@pkp@m!Co>BZ-(Evs}&6>@NG2A8e5
z(za<rFI(LsX37hLz3O&VlP0qTThj|Chc5q$6i)j)M{}x=<h=cI)-}9_Bg2^GJg&^x
z69cepmsFKsMNl7@5bX906wF?DARhnX1q+ViyM(5SK{QQleR1Rnj>yX(^d`|G_7-H)
zE!$-4=C6d6w8~=dcok4T0K!QIi9EBCqle!QQUr=9pWv!5!nhv5tZoB*TmcdY@_lVf
zS<Fu}E2z6-eWfTeICI=W$(}}Uxeq_Kp0T%JYbOmq8fNOr-)&<9x2FB))?vVr!isa}
zwqH4@lV*9GO*9@0e?bTRs+b-ns(p7*UaGw3O}%(+pxcR`G(z9gE+LwY<{+)<{qYk5
z5BVrw22y?&yV#<cdL*$aEO-pkjR()i$;p*4_S|Eh5vNG9!K@Qzukgq}tAI)nvRFH6
zBf$7Z-8cSG*5l2#+Cf1r^B;NMX2Z79spsd7NB8OjI>wyAjG_$<L7Ry)Nk6Nf=qAU*
zzMo?RrFX0^7ni8j9mTkyw(EP(oXk7MywjweQUQH^dOkq*argVVkbfSyhMs~~<V)$7
z6D}v(4m<B-n9->Ba`~o`=OKM;4EL$E1w7a8Uz+^h-JPU8+;^?{BEm+cf(et5Y2W@u
zJnR`FdM0sj{R6;>9$G%7ub%vT5O}99UeSHFpyI{jS1n^;?zGx+uk7myNG$v_+@4RD
zv^F!N^yLw8+|?8r*gJ-qA5OEd=g-ex>a7oGw78?{M@4>OJMY9nB)TmI&S3B3>>IOl
zbVY^KEEdru_-mjHjFB$6i+T@~c>LZigY`Ul3A=eHFk>%qYslB`e%0Q!(uGB0>>N4p
z^8I*_0>FJcai!Pn=-R5u%S1h&qZqiPz0{|%Cuf@xE#pzX*5dpy)P1@R11KJ-N_nh&
za>D@7g&t|#W7`z7U1b{dK_z^WT<U!Ej&9_+*CX7|8LLsST~gc7Ke9J0ZN<=GWs0?&
zT28VmXehn8+)4nk#=pWd40fqkRHMVV$M^EL5j@3iLqx&S9b=yrsP{<K6W-Js{xD+y
zoXj2`9usVh(_&_;CfUS3M;oc|+{&KOp`noLO1LmAe!^92WALV`pWrwm;*=3vug@d@
zcOqjKeGaSgh7q6pM3?&gG$HzeFn&JpXjRVz-cIDref^r<sc#Voco`mj9KE-NJyr})
zo;bk*jGNyk8|8}i%G*qlWPLif1G-Pw2PihzFFq#-I<7|gJf3iENAIDX;OlyE2xOES
z0y5)G?0j$j6EfNXz~)$Y#IOike5B@NXSd$o0!qE>7mLLHb#(h8NK~(YS+);fxcTjF
zl<t%%4g(*NhKJKE5Qy5PBI*Mu)#>h+qU7r5iW92zC{M0m5>uAqEV0RC%}44O@c#B@
z`7Y)rE`Z&>`Cuatz_pL8ahTZ|pcJkmuxfSi`6Ym>Z-af$*-q%TXX(x0tHVE>so;_`
z3BYFa=q0LcMv`2hMJt<`?epx8dv_V|*q2wq%X820pdsPf`kY=r9AKG{859Dn_Cc^`
zRsU^yWhG4_+<t6m#joLD%iw~LWyHua25Ra{6sHb12GzC9%yNhm8EV7B-DNu2+4D=b
z&qwR+_Qi{b%Qd1fceQ-<;1NX9QQJ*t!7O2hd5y${fbG3uA0o+WhIX9w_4VtvJG;7G
z0heuGq!^05?O+}9xo))~<=fIytL4lV*y0!#mkk_gi6$pfqwDMQlGDG`gKBvCtBJG#
zfAmqgaQ$p?-d33d9qCKAgi|Dsl*EpZ6hCZ>MTZ7i0FV+A5!nC_3-BQ*1FKeM+!gf!
zeAWMepxSfYR3C`aOm8PEZE1m#8owcQ5&UW!8L2{{&`)4T_-JE5W3{Te`76(!)YR03
z=4r=%J-jN7l*;@*QK!4l!_BS2t>s?jG_GrEnti^ogZRqo)LAAbK5uC~YwOq5QDpjU
zGD+axrlhp8TNmY`%Y;t#`m|~>vHO^<pFfW}^`WuL)1rfJ%^nxd#>^b(>+8D!Y+=(?
zL?ow9!=+s2A{LAoMIOd`P8fRb;c(Bmah2sGBlk*+KC+!dv4pl;I6HO!1hSlm=NK7P
zb#!#VR$2}xubGZm*R?5yHw6VOe0+RiPoHLj4WmyR*DbyM$pP>@ohSk0UBeyj*Y1?w
zxpSvwa>xIB%QLF!08~W)*iRlSMoIoOJe&&oYNop+L&);Pi4)WQxw*L)4SM2DxX_Ft
zJO75WA2I8cr+<sjDebR-3;fx3qKU1ubD1@5D!inm<b3$YY8gAZWMw(1wCetgqp5g;
zKh)=_XV1=*ECK8??R@9X+2t{~`bLD0k5Bk;ds3PI!R|9VuOzz0`F-OxH$+jY(~{_z
z<SKrf%9e(n9tUP_es=!B*RNl*@mN+*Pfy#}SdEvLce;|x3oCBmkh1S_8Fpysm@=DI
zy7T`DW)=T$z-&sn#wd3Q(T?Ag8^FiF8n(7K;LZ3|BSD#>%J<kyNlE87k8im|WGDj=
zYplFx^>{eQNKbjqyFGdM3@{C-%`uVe*XWutHcb-TLd}EAv1W{4Cvx0caNmySGA74G
z1{EHQoLbu<YL{~90-o*JT|j+=^SuDR$|JCI4izmI0d^qU)~vKM1-t?w#;~YkOv=&C
zM<#IpI_6fO-1+<dhMAa;w<#UGeMk=yjBn_YFDdeMYtL8bdVe&qXS9&PM%q`fE^*@}
z)VJz_hwlimv*dHY@BL`$?BN6Rp4w|#W{{eDXcLa5;SyL)RH1o87kYoRS<2sWwhOMc
z#z%X&Ib^)vUhNS~Wba3a9Ozr6C?9n%x<MU4;V$ZWWO1NlKv6$aOw4EziG%Q@h%v+7
zWfR7%Q}atlB7w-uSF65SyTsd14n&V~y>iQbuuoXup*LW@`v$;0R8J-;<@TA~3BRUY
zm9O&@dip&%`BcS@GCD71>AI3ebxGkvWOgW`GCQXzZg=<Dk<+!)$QgY1XR~Sq0s(NP
zHe<oVR)L;Ccx1^h*jmzr4x~mbZUMS08!t0QNK8B3G(07X>0sq-I4RBqRb;RG%yGpg
zz=5Mi>dRm~m6?vwIhmPa8t}BF2U5P<+b@{k6q!vezOzXhqymI4u^WIfSgDzZ3cQbR
zUtDK4fOZs*R6DVPUDH1E<LP3Qu*n9aQx3BPbw@kxaxL!-`gkq!sr7V*MFw1KBOf7F
z8!jaiN~dZYLBC*!o=26rgTE#4n4ixHS|2#qOW#H0g;b0K8%ryFmf$LqI{J!ujX%N3
z4`9Z=r$d8HV3X7dAPNNM=fvtL=#le`nWsul#}+uve9!cURdjjTs#@upUA0Eek$2Eb
zhJXajg0;g)FS_U$v66?c<t;vAc||NZUo4VlA#-sc(UW2UfQEHNg02*?4cVWy$VpVc
z^7T;6#|7*}Tc-?Dil~N=vTuwCjOQD-Er8V*&fBHBhs_^52Fi<i;QqpE&4X+D%bh%f
zzUJyB5-QR>Ux0+!KbAuyI9IGQkJP6lttM+HuDXHhs{`fBS|@?d+5@;bR_mM1=yS~*
zQSMb63mMZlZku-*6!s);cCe#`1v=Zqc`B|sEB?;)CvP*%_dVydrN>KXW?hH&zH;5&
z>ud%nefNeUWhFWv$e>!Hrk-m3lZ0EKe*9H_H<3aUJGqtyTPyg!Ht+&1|NOv(FPNb+
ztOX+wx6U-Y{bbHO>XY4KioE<|FVYVQZ4D~~J$IW#SuJsJ%%H3Vr=;6vYdT7sgdM7V
zYhG+e(k3nsW?en$&yio`=hsMPl!KbM#au`}C45=-DQ~0@v`oX+ymRb=>t$ODAxA;?
zW2Ip1KEFyg3Sfg$!kDZ|+?0yWxD4n6Z&Pn+n-|<(29MsF%e<)}bu>{s@mWMz?|#9|
z&pl5-a8uFN*Wt_adw^wY4Qp;7a8+^*l)_a@YJg%fckabSVaPjiyj%cMMWOm(Ql*Wy
zww`in&`Po#s^pZHLHJwqZmP#z*lQ~vT=^|~>Afj233yMslAd0Y&XpsBUAkRYpkN$!
z(mm?zHy&fUY}-4Q>?#5}&)-I%&jwpy1cl+~;Siw>pkw1IIe}9|xnZ2Irx!|flXhe9
z(D><4D!g*>;Sg(z$FVOjjJVy|2=TK6%w;e;<i*yj8xaE+1QN$swJP0ODBnQ=lm9%f
zo+quiD96l-6HM(Nf1oBa3{+?a7MPSMOx`4e(;=>qs`GPydQnj2oPA_%a%EgSBdCne
z%?mJP;;<p8U!`p+F!&YTPNy8(T+nS(ZFFf<>bK?^*|6>QGALXzKWKCc6z6?+855GO
zi2AY3<8=wV!7NjD^MJ*v8qO}K>+KolX1`n6hA7tYD7(w{81=$$DB|`d0P=rns%z^4
zTfX<gGw!J4eJ`DDAqzO$keKkCEsAY6E!0qvlpbaD#u<Cgy4PVRKR)dGv!V?Hmi)q-
zvh#K{G8;-^;sJX~2m0RjMbAWL?U!rgD)Y;UT8VwCzLTGt>!$an_%)+ML_TvqpKo?O
zI2f$Q11)?#n#DoXaY64kN^rqp=p|)enHLd;gcTTP(>xvQlf{h-^UG!Gy$|@E-!&_f
zc<Um414qsrgK!_8w9E`!Sg`KC(zv1_TVHwkcIv!Sz}E&akBfkv(N)Ygmoz5&M3+zU
zBQI=7y27sq^ybZgE9T1WH;X}YP658DlN{?!=G_(PaFyB=x2K8WBjt!r`3fN_AEFc~
z*aF=z00Z`i*@)tjcdz5^BAmr<^I0AkZ@fOHyw~T9DigT8R4Q;deKZ+Oll<V>Ob8&H
ze(1>hU(L#7_h<bDR(gTO$hhu-xWp*hjBrkbx3&h-1vceC5`ti&8m+*EE|Rp*wIsAK
z7B5`}ugtOtV08G5J_MtnOM1Tf(i*L45jCf)p&&6wB<z8@FZruez!><D7q@x`voPzX
z+=|P$Je614T`wruXNoElyliVCrW{5o(nDIkd@q*n&%mLnl~Zg?ftuO7k5yxW8;vBs
zy&cA!WX%IhN=n`ow_sovB{H}KD8!%3=t*K?qUG~mfK$g%lS+7%Qh+z+oS|%tc}_0E
z!s_9WS&A6ZQM%@(w(MXpEXg3Kit%Xw+BNH((8%b<-C?-920(IPD)a@EFkJ_ht4s97
zGsUENmT8}c6B)kSwNPIJs1A?NF8mr8DDGaT`)VrjOzaF%NE&M^f%pdOG@3x+R~H<(
zit>K&aOiE+mN54RaSq|UM*;!=TzWfKXA|$X!4r?cGHHu(W4x!SFof0*BwrTO;b%=3
z83^bXIXQ1t&LC~S*$mZ5E%p@%0;Tm;G>nO-+m%nh%K+y6e6#vITKs)+`^kc5l;nh#
z-SoA;azS=hmconqS+imk##k_SCO!sUNaW`_W(}M^SH2XyfI~MgEwOw>&CFRVw}P(h
zxayVgCjQ#Iga2kRG2Iu8vX%{{Y0sl+<3i(P{5+A?VPv8`^=wiin4!XS^X2<iw{!M5
ze2CDmndf?bfAPZAxulb|55L@%<QCnN?9cZwlt1y{r7U4Z{-!I~iZyp}o;Nzv3y6*I
z5tnuFSG86z4}SS58Mfg<BNK4O-#HqmB?PNqvKjjLxDO!BJ4T9BQA+l6h%9{E##@SR
z+`e7jfwjAV%wL)u=M8IY@{?XfO0|D`yHjqC>cbY19`lOHNMY3(77JtjBtQQ{?f#J*
zv)_C~P)&%6(k%e~dw^$kIr~lR^;-V64B0xfQ^cO)vCyRdr?#^Wi*jAt{uqc$6jV@<
zv?!63W(Y~?Qo01`l4fW{K}14OngId9K#<M>QMyAK2I-RS8s2Mk?X}ka_Pf8ozR$lr
z4i9kVnP=|jzR&ACe<ys8FqyWtwiY%{>_0BT`HB6P#JJjSbEMdLRxPKj1X3#@w8C+&
zi$ncy_q;dz%|X7y#}7F6xE{|A4Yw3c+d7yg_H}K&-k2R*#oLI4_?m<o@&-^6OXl9H
znZEKQyw1eGl@e}kM3!Dj1Q_F#iOAW~ggrOgA(U&;_=@?iic0(J0r0z&NJO?T>%-LK
zqOJyqqO)_pc8XBAuAF9h=~G@BVF{S)uXh$m%)kS~MKrWg59N=_oib5dJNE|(`X*^$
zfPd&4yuu$9$UyWZ+Q1{ouJXV&?v^?68A|SFc)M~|R@Qo}(2}!z5(H)Nv?2Vk@jLiV
zgW1@f4dvwIvTJ+V`y`uqX;Uk24&JEXK$(ZxFVf0ro+0@*XcACfRj$2PBGggOWaxm4
z{@(R$uo)%M3z7sFvNJz^O#RQZ?C1gRV98e<+*-pP^Pi@@L&5J1PI;l}<2@{3Wx?fo
zQ3;pvhRlISr}N9@-Ay!+rO`8ysqJF|inL_cafdr+d5;|vTk0B0eg}}5j(Bpi2YNfq
z+m14xba=Nl)@RRl0FIB*XcI6#r(}Hoq+jL=GEjV9%fbJCz`PC=D^(?>&|)MgGmZ82
z$^T_|`a2Vx6B|dQL_0_U2hHdD7bz)kWHmK6lSPBy_$I>;V0Ny^$jGc98~N)2t-wj_
zpY-1{OaH6wS(>Z|oC)W%<8N)Pt&vJ`SGryVvRBk=y7(0>1?+Xhzv4;-rg;bwVv&E0
zPA@~UD;xssKz7QfmQ1K~b=3Itu<2v}`>^@SFxE@d72rZEq9la;K!B(pZ0LXL!|s?)
zKi~PjBB*}2BWf|}?Cq7T$ybHGB>$OOTEDSo!s){fp6YkS#WB>>)YV+fO?9?ykZOa>
zq3-I`=t(Ilsj-8}-nfK>n*#*X3-j~xV8%XIG`aaDtO2#w_dPA``U-ljgJ}DonPA(W
zE2D#s@l$kCSS&V0*dhIeXNiEWfm!X60Dkny&SE}P+TxhiIDd)PCdPsUpHcVlF__FF
z{X4WI1%rf%v9YTLLPbY<{){cXSo=RB!DtqgQ=3Sol3lRv+7xfSt#pGBq_i^0xBp56
ztM#1uHAD>vhO_K{4pB)YTmL$D{yjU5-tnHD6}&psQ|y67YfH}i4oV-SeswN@i10J6
z*@xhKZjGnQ!?+yxtt~kK!}J<HcFkgYasK2u<cSUGms)$ydBuv}(voqHFAtrO!`q%?
z;Q-o;p!~|Bgfs3hbzunsde-DFSaoA~Z3n)u(!cq^&R}3!0T2{!{A_3#{Lwcxo`d>i
zwI$$A(8l;wt3Mzxn4K86dVFpC0x$Xf^nsV!l7~3l*|$@dJnb1zpG-E-l1npUpEl5w
zL#=b$t1!-svi2)jW;E4kX`D9a@Wnp#sUPGjW*eoGp30O53v7Mm)DC&hYOq>W^p2*j
z?!J7OZwtgNFq48=nU@Yb$I&r`{u(82kCl^Yaox6!a(j}h7g%vC90%_0eb(cnHp*ej
zRFb_fPLm4Tw3ng$OSRX`jMxyqN-Z)+EFP7Q?!(&7t%+DoKaEA^fannQUavTLya{HK
zZFF{R!+Ub%nPWM1w4}oRhp>D|wb5!-Mtl&|sbG%8_D9gy?yS&8^fF4d?>FrRA6Y|i
z#Zl8KWZTrA^(^T9&KHsApEwYF91+p3cck9^R1E$o&v_L|Y}F7!Z+!FU?+GqFFX@_=
zh^dXHHPR=r07IMaUpMPaKvy;XX@qOm-?sm*>fq%pDp2sk3^|{TJ<chqC|WyVYf3{m
zC;P^r6+da!?If~PTMNBng#PpG6p?ep3pg=gAWXSlO{)B?>Lqg9d10V{RVd&gc|KP-
zMP_8~Eisu>jn*@>Jb{)&x2R?|Lh2+}$jN`+wr{1Br5hH6+&KI6nStiGK%R%}m-lwg
z!Vba>|Jgw3`sa}c<t0TJ#R{A8+K@!-794wTb*bI9AH^gN<ZVfEVk$TI4<7y?>*k}}
zQkI(;m-4OTmR4B$8rbj{+eDS0#1nSR%YNQL$E{e5daRu|=}6wxnMBx{!=vt`<M`|)
zGGw7;%OmxaW%&kH+Y%qiG?HN_*%y7^$c5b34X{S~+F^6^@&;_g#{AWbKaJ()tP?I%
zHb?R~|G9g9JWV<1loC@hlqf&)c0v^u;^38(n#iipdHsnUEtOQz{o0&_cBk?@GA;8S
zV%Ng4_J@W`!m^drf+0uS;UO}Ozaa!poSmrYD!zHZ<IjLBdX(ki&ElOq{)7p)>t5C_
zp?;#hhakEWi~&+By-lxz9##qFp{WlmQy*K{%xQGv6;+Ni9*C-+t8yP^0}nE0$_`NZ
zmE8;m_(^fxSq06olc_|zyZ625#0c3I>BN*a3t#EqrDqVO8>%DHJ|Y$dd&4|_11(w6
zx9IeO_ZgN;K@m~&sQukO3*S<v&Zl<e?q^Gc-u$6+l<p`|CZDyYjAsrh*%EclHwG0%
z9H0FR1?);Iyx(Xpo4uFFXskX*RJ=T%O3t*6ppjLraIOhgi4)|H0qbe?OMR7nZDP6$
zgqcF~A7ui9jy{Cx{d!mvVMMC1^m5ECdkYwL5Q+#GaiJrw?rdwTuCGv=meh2!`i{T9
zQM<mD%IxoN*_eF!)H-sD0^_wUVrn46Av$4uplwJ^C3YLF^vX~}ex78y>-%wPTyp|S
zV(-@xSiI;vFL!5;iB$gP7t7trhZQk#;#DTE+%wO&>ALm<?!nbXvJ`=N;(J%02l*n(
z7AbA`vsDVt0>Z{7U)W5+*e4C~*t<G9a%ePvxt1<cnT{^_)%4up!(zY2c#?)%cc0uK
z5P?^djY^9vD=9vHzW_36jB?{+7^i5Pqu(dX8xCEs?X=V7c=>o>J#+q7-cU7`VD9`n
zLcDB_GR{K2_R_A%B-w!@(_umiJ4`3js|mZ3P7nqQG`OR47stNs+!tYnprhl1VfHVH
z($c%_SwD?;J=$bTt;M-#X@14bk`YfX4qa;Q%J(W@jD}D}YQ%@#s7eA)!7floN@1cF
z@YHk5z40RM-mxhE^2vtXxR>`+5c|e%#KQs=NsD0-zs8^Vfy^WPclF~iqts}$>T>0{
z)d_e0j{GNQORsW136R-dpF?`Lw)Q!j%GT?mGc)J|Ix8!LC1cHRShfY7cc_;X{+Ea%
zxVSJF>k=h0gjTdBL8k{WNHm2~m!r1WuYH{Xt6(0DyAK4R%}{z`SgTuZgHyAS#f)g*
z&)zvKGFt?fd+5QDI{7Fl&AC{jPG&G~R$1OBHI}8YYimzAXbjx$e8Numj?#<r1{sw2
zP=qYe85NF&!Lrk26LzLvS24<Bu>4ZY%5>3(Mc;9!jg#}|@uzE&WTjUcy}@6X5?QtH
zen+|x(LJ}V{j5^z;CwywCc;QcdTZnDNkdIRheEmaA8YHdjURq=RK?M}(R%h1YwY^U
zCh6Udaz=YPd-BrBuN7ky<;aj=N^x<HAlB8WNcw?7$lUASy86Okf0D_&bnQtNkyxfY
z&?cz)N0;AoajrinN&Z5p^e)pnxlu=i=Q-Mo(NoCLDVMbCy#Q}_jCZUGLhgAmhL6v@
zGad$W_w-YXvwXwLVtB`%SF1#(+s!IY#W9`<FB-VnU6@UCK`GnjPR7J|O}<c>R*}h(
z9GKDS+#Bh;KGk+$wj?{?UA~<#`+Y!Ne}qX%(&hVIUDM4;i6cz+{l{q^Y4&8O-+$_$
zZf_hzesIvK6-Pnd_tA58vpUD5t{#k53pMR$CRh!7kbkV-`}WlW!bLh2vlJKs>+7@l
zo3|&f^MeQ8gt}`q=m46bQ!BCFwNx*QyRX>KoLs%^X71^b7#}HIA~+DV;}(K>9CBCX
zu0k|B=aORz;#Ga^HG=hQd-YlOmn+c{Fyj~IrVnLPKG}1icOSu3YT_lj>*W?2lPN4*
znPBXX1fwou_{PWg8PUE1a!Cu#mWvJ7@HX5^gR{3IPn_uZa<+|aNl$yq#C+<l)Dfl@
zq>r+XZ%l=J18MZZFpVX)TC0?eS$sngLlYDhrui$s+7#>J>{rIWxvBhqXT5ex!DBS;
zN*W*D<WJ<I$dXK8NSEAYT1#75Y(!GJ@wLKv5;zBi%E9^CG-A=*JeOu7X&5a!gX1Mv
z>O^lASJ`^aoCja^E3;tHsA%(>8b?q~wVk$mtt++Psy<=eB4AmTwZ~7nt?U=Qf2@(k
zf$^OQclAJT79)^4Q->n&;JNmVM|Ypo=4hc>c}k`Iq)3j;IjW($$cu-DSLvUiUh)9*
zLF4x;kKg!wk`4yC?6z%4d3*bYl)7vRNe_HxqdRwJ=90&9FboH?>A`NTTf6a=kdfpv
zxy-^v?@w<K`Qpf>-fM;n<W74lUsUZL=G96@U;;e%2OJ-&nD1V~h+`eiTQGilh*e@E
zc!UO&>(j`x<8v02BFe3A2u7&Sc9pFYJxra>R!Tefvf_cF&1o+Mjzks~mTNEoatODE
z(M;#6DiXarde%Gt;7Kv^db2!r!L`mdFp?ZYTv)N%U)3yphN`74&J;cHHol1^LEQ50
zG0;xB&7LiEgUyhqoJ9D*_m7F6M&>RqK^xAOW`}ZMz(3vVW6zAk@mA1zJ4|bRWW@nS
z?ak)ZnNzD#Le^-C-PRSbTDcX`X3R~Mh;ATYGN&siVM2N^9)FCrW<)r;x;?n}^z6o1
zo0<wj=h3H2PuG3reKQ~pXB@psVketIppJk1U_}rdaZzW*LDq0C%nikkxKigJ)>khU
zS9%x6iwwtJb1n9=sx|U>*ogRuHa>IVNv(I`+VK_-bH>-*+|OchsJ4{gJ;Lw;KnAJ(
z{-j{zaRkkmQ^|h__ACdAJHq&=*i=v7gJe|F!rKi?f{6$A@=b?=k8vKiuWJjD`BB<E
zJlq*QE4;gL<X`Ehx}uPD1PNorqo_Ka#*?V|Yx5riHqM#&@2G^c?>j$P$G_Wn&*qVo
zCAAv8`10<B1KkJ<M=y>B1VOTNS=`dD1s`TdH>%j{Fb$XgU`pj9jd?p7GCjZY$weZ$
zQxd`=oWuO*c<8Q7{Af^%z&}WMGbZDIZ3T_v$Z@n4$w_n#M+uTo1Xl_{s7jQM3pels
z<29}LykO4Z1j0xFdG|>X#qvJ!kkg|eT7*KL)sn1-D@cTg+xfR4fA#FHY6{}J){5I6
zVOjM=1RJsIIxgXQspB1{28$nG9$B$J&bn;xZF*3jG*;hV6$J`R7YU)#%jW#>BJ>RX
z(#Wk-vv1hdt9S6eydv<(J@7xOa?O1pKzBqreWa79W}?-LDVDQi)tRU0o{CEHulu4$
zvj@y)&b`|d4n8Y!+$-a18anm5%Io27b`Gy80`7q^eO5xeCX<Rw{K&f__gv06H+eR!
zdrF@x5f})%ot{ch30DcMvcInqF1KQQ%!h1lQUMf7%bF>Lh}RmcJw*L$b`~}%dm@93
zW>^Z!MMZYKNT%AJ#*+lejdN7-Gp%8p?S;)(9o=#>NbD3-R8@Oi_%EsV^*7{61oMbt
zcbnqEWOipJYtg}w+i36DcZ_)X`?unjcAfEw5n70=&24<EZ!p0221``EcW2_KO#rsV
zF)&AkQmjE%JGBO3hw#Jd)D7+1aoGxb1dKfvw&)&mP-|g8w8t0Hu%u972iRPb$Hv0=
z4nGhCK8_s9RfK(a9j0lhZ~gB6UnrZ6Se`c8<$a!@iRr03a5kDn{V{#wyBgNxvNhJ6
zWqzjOwWrjI+d@6Zy<k!KDh8w1Uhxq!ZJ&4`lBE=uA?v^H^56wzj(%S*pFHCAhw0N<
zN@UX`*a&*FOW{F1t5JzBP*kT+cx*S3HL`zvJA>fc?R{Na!fhIORE40SuC3EQiOP+=
z64qL7PaCpXMKQk(y4Kb>xHHU!9gNNnfA^aCKv;3-P0A@0F=<9kxhaDQmTrmv_B=6p
zIBd2-iGB#KEJk6mBNq1s%s*D^`9k^+KO4byAn)kfdwEZebV$iVA|E%M|A>rqhAs5m
ze!V7PTI^*?_y%oB`e>gK-b;1Jot8<j?MPNRpiU<vNG5=pNQZFJ&o>btJRHhf>2C$T
zOiU|_PHKC3Z8b!ylM5JesOd1xEGh;MfgYMx@_2t!KUjx7$3{lzQdS2}P@Z2@<eRs#
zPB0_-@>V`t?e1MN0U@C-Jd_1^FErRqIL@X8vz0!BnS8ZnXPRsx)_}F`lVU2^5?37^
zl6wyY#TB{`2qWg9vXz<d{0=x#YvQi32s--X$+s%gFSL`uMkq8U<Iw)|qTqx7uCdXy
zid8s_OP9hidKO?>Z-K0=>h8|3h(^W&l|)u22QSrk?+5R}_~U(85z(ynA?~2t;J7{>
zzrks)M|QCB_+(Dec=_u+3-ccBTr+r34t_tzfh?R$=J#zXW_nJtaTU|?;K+8TJbTAN
z(TEZtVBg&KKhXg!`-blB*H}Dz-Tn{&;9bLRBZ>eZ14bo3$YMp+XgQesGP2gQyiX^L
z4`Z%p8EIIlN^`5JsrkJ!JQ(({ijmSJPH#Fv5Okjz$smyW#e*?O8kW*@rERa=G#%&K
zAwJn8n)7iii21oWi><|B<6Bu@dwMkVrm&c-cL0*x-Q6W7B<uyBhwMe&q-K;>tf%NO
zOYH&u`ifQmeu|rUYdz0}r#%1&9Hz9N8(Z-M-_`s4QnXoRqyhotZA0K8=;nsc+SwnN
z4PD(@60M7jj}+P5wUu|uF8%yD9H67jOfy5M6|kGcIVdNtp(b9+FmZFQCtS@fs0k+T
z0^&aI;X#&uS$#`O2%ggrNJ5uBH)plFyqsL&z1Im5h8kOlH%KiR;}yDQOej!=e!&Tv
z;;(Hk4zu7cUc4x6zsS!@%rb6lFTt+I6VBBY_WW^V9dB)2U9fTV%Id01Y;3KGD={rH
z2IvRx0c%K2LsPTHG*0<{k2iSktg!7N*;fBHg^a&uApeIz2TUQcl>u!Vn@lYYADdbe
zPE;h4y!W3-f|O+umqz|{i@z-)=VY{l{&Ix$DOLCY_-Bl3x@C!VB*~CmR7380PTebf
zz=8h?Zh8~}|4NE-%I4VGUgctjP(E<Oi;EM&!!Iw^$+(aHFFYX+(!X@Mu&}d{Xf!s0
zk3{B&iSg?Fm)ixa6YqxD`0a6{Z%!)!{RcETr#5*twFvh%DoV=gzq1X3-n;q5&A-wO
z+o}@_3#<lo=8d}>^Nd^*re^!-HP5Qvm0ZW#PlGn|<$-6Y7zQLvP2bkXCq*X(t}Opy
zM-Hf`F-P!dnwpxbqEG_=ohS5BfwJj0P-rNx?caGqF}*}yY6F=OMU|D6{LJ$w?DF<~
zSiVW=6lu4{N00wIi-7Rz-z);AZ*qd*=QsdWZcgy=pvruC$$^eBjf2sMU8(11R@NIX
zX+sfKrDn6zyVLyaa&pw~f<T&+-rh(A;t*=h#F(Z7AbypVa@a&*`r-Ctb9!7PD`zM?
zesqz6|4c>gU24qLhR*qCS>Mk!y1mXKCa4Q}P1S;@>4Q;(wO4e1`CC44{-aK`zcfdq
z0`L@n7(!8LdTzIjM?Tgx+LzwkeDebg>u*^M2gMaB`7=)=#5|SA?seR2^2zx6To59X
z(sV-+k}w@SNtCwU8g(;gIy*j<=98xp@~OL}6S9JhgrM%V;NevbAJrS%T$)pfsL`k7
zlE3OL+_d&Nag$Y#3PoZ~x|UK6m&j{I;FL?|Ys-Y81Y6;tV<zkTNl{Imogz--n|C$t
z)9V-5u+TK#8u?6tnYLZX6j=J1BImKlXrlb%aTB3c;dUMwFp7rsoAtXtx&2Uaov|3c
z)^~AhS9oV4GT(JUC&%)(?UJpq5?Bad!t9eZLFCRtO$Rl${8+uNbWdMl>an5O`La4S
zz0ZL$OdeBIgBG4<=d_PmHxI^XTVoX!y^4zt?y8SSn(Xd$oRO^^mGVe0`R!9F8o~Qi
z3g3)CorbXx^523Md2J%{VWPO=KKYnBp5;vsk(EtQTsK$7+G;u7ywXTSE;1$%<!!;_
zL%L_0bYk|V$I-|XubS%OJZ!)0$4x8q8=pdxZLck5ZM)0xF4POk<M&@b4bL}dm^<OL
z6^{TnP9aBND~J(&*8du6nR)9cvrxdYk)i2jPCV3?!V3lU55ZLjjX`wZI^FL~ifYoN
z&FxB44);czg`O(f=F;*n6xu<oMm^;zvPGxi{B<KO9M{M=w>}NY;KR-r3I-N7a;C~Z
zz2uo{N#qKC{S9+q=|{1Npd9+6dVo+j3yw!q-i2Y*3$~UE<-zX^{XDZ-GZfs-X|X0}
z!;5Slz#%?x0t^+i-DhTvsh!}kh;cmNkUPD`@ag3hduwA`lv9us3>PisrQgg9<9>z`
zWu|OpD})I>(#jia6x`i%s~xU8^pQRNTomzH4ypX(AbKOCZIMC(#7yV%ch7OTHY}_o
z&I&(&oG@Y)89=i>7iIL+_1Lts*|j}GV8pJIyT}A-)(*eRB)fy#GgvQ++2wLIfI(eX
zA5;QeP_(ry29B=jyVA#m*GwoCJxz&hW!bNP3TL*rHc~`o3p{*&(Z@O=a24k1)!Z`6
zqD%<SKa`V}AwT+{2BQ1dd5=iceIK|jlMR~_-q+C|kFjFz^9yf9ORhS&B*P(Py|>7%
z-F9i|{Jd}hD1A$t`yOe2aLF`J-;WXCO0dIx&VCx%DRP$?Gx0PjR0UkfU_4F+SOaF`
zbEle_2H^xN)ulmRx|*p0)zSQwD*5V_W)$g4>9-y3ok_*@>N$VoaEuN(VVYpHjs7~*
zO5zr5Fwb&cVrKT^c}c1hA#|r&DIs(JhK@Mls-0oj{vUO_1PB2K`yXFtSDeRZPI|2F
zeaoMnxwLDfTS#Hf!*k`yV(~k=Gk^4AL$7j;?<^FrJ#rg*Z*P@STPwQQ+c2UCB4`UE
z)%)N#uM*C82<Z>DOOlQsot=!8s3EzyeeEZ~&^L^&J4x!ih7I`|(SfNu1;%|L+-}$~
zo1ZUMQ(VU%C{6-4Elg>X@wY73I&MwBpqfy$Q$Il%Sr)moN0C`z>r|zoc25R2uGM`G
z*r3n(rMLujl;W{_J-jNWG>0Qhxa?2%Dc~D$7`qx6T)8-QwY|S8bclKZtRJCzi9hSR
zI}E6czjXCKLh4gjqu4cNa{5Q=LJr-o8;X<&gqP(VvsCmpA^oJ#`ewQ(9V|fpF+X>P
z1yZZ$^QBEM_7PDK7?JoJ`0^*&dHY7gMt$C&w0iW_kA3`eoS2^&4?C3!)2733C+u3&
zAQY{0>byCjZXA*+24}BDSIW_22+Zv(_H1`b-a(qU%j-jW*IS;uDhAfb*WJ%jKapv6
z2d!B4JY!VfbaK1y>&EDCYTY?Sj6_5r_z<PGa#@*i)ya*^bBSvD01Qtab_?ekZD=C}
zkzeCQ%3Ziiw0{sj<01F!i4T?bsS+;h;V-!!7JPf9*9Gaor-kQKPjPcpM;gQlyrSLh
zLhK?1qBRzTm|f3~J`PtNig#AEL4edIMh;{QBX;wTwu5>P;RSUC<=q>r9;b5({>WTZ
z{9GyOZdb#YRmZK~#D=1S;=q;`)dWo?Id*DtPA^CM#kb>Q!JY-~I;6NHA-bOnHucyZ
zX)@i-!ou%`6IR?5@7{EX!S+2R;|1f+6m9hf!N~_d@81Lq5SPe3zGt-c5py0Lw;F1!
z9GsNtD|toQAFc3cy6p}WZ;l`B&^k*Q{M86I(&XN+#Vr_wtyyetsZ&2kBcv`HsPwuM
z56Z!dl$h-JYan}3;B`OO>Yqo+{Dhag7xe_=46le}x`h>?^~Vdo3{s6h2`@@mA1ah6
z*Rz1IH6-CrznzGBF45o}9l>~tke0E9v9^wy_QIq*-m0(lBrL{a;CoB)RDFD1_hfW$
z`^wiFjcgyt)-K;TbgJroeJ%CjDCyk7%~R+fQ;!+HjQa|k;%IAIK1|JBvJH_J$DW@P
zcNJ#yQCI7#XT1LS6w4gYur$`q(3XqCNOkN`m$rty`3);6#-PqM)Q<<28S!byh7#-J
z`2@-Y!i$2hp~?iG9gU{*S02jK(;c}pOK`zh*_qAwf*#q3tEyos9AYQlRJC;JJXQR{
z;9AfFlKA#CZ|5we$)_ie&29$o#qMDuPSFkax14d}x?;bRY<rkf6cBuyma$$aByA!}
zWpG@1g+K2Jhy5Jgj8e{RuhrxjF*i=y7CqRzMRz(yI~D4zPnq(OdwAizFz$MNQro3!
zG1){A5>bmGIb0IIkIhQ?5$ST{bJkRglrDHlCZoHbFE#9IWPsYHII2gnI_0RoyxsZe
z3N1JCtBk_R`I&xCOrwq;rynKpZeAkeOh-1!v)5m00~xdy#MBG421lP{(!edNQx$){
zh?XS<!}#3NUMXnilGSj0S0Tsg4cBwR!QSN|@x&!e>pv1N#PPkP74UjCHclA%=H6&k
zjlPuPvDdwnhtrBNJ1qn<K29rDn25wt#SgG2A)B3+Q}wYM^A&-&5hSjhJ-?4Nh+g(=
z!#r&)t_S%u$LX}a*|cJhD{rmhpz&H^;+c&Nr_|eT&}56_Ru=-DZ(XQGSdnELY1p)q
zO_vO6XR{nd_$`j**ma$ksFr0$5GURs6^fv4Vb6H+_>^2*_F0Uy-tlE-p6tvu!r|>Q
zS^MMU5qftX-ma^mwSOME?nFvJXJ1iJ^kqsLGmciH6%FHDj|$}UW7rnh$nP6`=Id<`
zP1dou^qhEoK2UM0URTLtaF`tt5a1cCZe4y$+(6c4?LEGd#@)1~D|LBf=Wt;6MD92Z
zU0mH+C_0P5J_#1WD%7h-xtH{*hs&(-Bb6B)D#F5oDJsucjCedf+WzGBXD=~lUTcL{
zQd1=ns)~vsf8z6WsW|EMKZCQ(P2?sd90DQ5&swPG5$F<xY_A+v9OMeF_A|p098Ni?
zPN6iNFSD~NFG#gt_?xlLgebGzVSwz1wM;<p@IId1pLr(z(QGZ2_dV(@_rhydV@G)r
zCXXjcAL&O}-g9$vhhv0!ldj?K(ckFeJaP^XMA>KvBseXDfRy6F#KTjNL2{&CH}Y>(
z%;#YI_H%15WV{C#Ae-cQ`dAP?%=sHj3j~xeY#!5FHywW1iG)u65HVn=J#)&*#S%Y6
zn!IfNCtv00XQB`Dl(X}~C1XfB#}giGH%@t~=$`)<DG{F&(f<tiq#GYC&*s$_l8xIN
ze{Uav1Kzo31b-pu!S>llkhF-rf~yo^7N0XA0dlRMNHPLRBEmZfgB^#<bAW)*p3?7l
zR9}DRm#*>`OfVVo(|Bnl?a?E$nOPg-=5`GelWXERe-Y;KE;k`n^)?~j1e^YSA`By6
zZ?XEBe*i)8X*JieI{%D!aKy#W7o~EJFi4+<OP<UMKe{p-O1*OElKQoVLTpADqTCV*
z7ykuL#M42H2qBeeIlYosn<y$B5KqDGJOL-ilXZ__|MDm95MJSz451K=Z*(nz+GlcC
z+>9-l88EmQzw!dSVEKz84F6T%&iKcvYraE%iK5M4hlhueB&X|jP4O!HZ$NfmXoyU!
zitIh%r|ts5CWqon!9hW{Gynb72vrOwG2)U$u9FG*#x%fLx_P7Bulyd~#`-5y+xBiZ
zPkX>Og0X!dIarndqIH`+J^DFhBarA_X~oN{Ui!>$!lF@Ky*bMde`<%6PyU0gY3nso
zz7y?vXk){%mDEp(W{pGB|NSXe6+L8`<k?uCe|d{_9D;`s0X&!e@1JsGwj}{R%GGhi
zj*R^0ed9E^&WM44qn}^Hpta@@Qgg;@*|GEt3~_tR2-L@;e_tNm{y5d^@Xn5V9>(bc
zs<J=nSa=cTzi#F?{YM|pcD^OMa6t;Xw75OiEe1-Q%rlA(fx-&I0;M65D_0%?|Ez0a
z+Qx$GnPMg9qrQD>JMfQ~`4Ypp?JsN@_@$s5s&jv54PRN157t&nt_LR-W4WH5I`v|0
zt)ReVUgMW?1l4VCF`iqUz^ALmLxYEX?0)XwzXTbGiyjPO*r>lQIhB8v(dCd)+Dg?_
z=??2`3<Db<^yifX;&5A)U8zw26*$<IAfQg2ybI?Z`;x`SL~O~B;>Q;sw(WVrSsF0o
zQlnemN|nN{0#dsr8>=jj3n8r2P*ruLO6%l5$+jhI%&e^RFn91?NAy77+Tw5-UPqg5
zUaS5yP_(_<Q)E75($}#d#KlxiT9fqjVH?}8ZBFj*SeIvK4EU?8Y;4k!larmYrkgA+
zEf=uUkP=zIqO<LlZEZjCGZ%j~Bi$_t`asnj=4tb?;4dUDr0}P7suQRzc{C9^U;jo}
zRPm5^9K9EXugCnM2WBB-_0Mdl!~n(*cStJqi{bwtpgk{O1GAS}7szjFU3TSCef8><
z%7X{j6Zsv!+CaxhrH#9SIjBMXwY-Q`jbk9p<6A-|m!leh^tigQ!87Ot<}+t!=d^Rz
zq}xHYs6m%EDqZ&4fs?r9mIx3D&iPhC=bKK}9`v+TZ!9=CI-bucEZ&y5Z7h($gRd<4
z7cG2Ts~6O>OIxiiXyJHiz)HfO{09x^Ia^JjHf?Mv&#WZ{UqGN(VuLM5ar^AMdjLP!
zav<LlPXOouUCRRUPd6&h<8ST-5CZGFN&$-!@GH@OjZk?y7b@YRXoTI>ZRbC@|Ln_I
zhf271lQ3avd|-izmp2M1rcz*?)mXWQ{}mRI3`AnJ@t#5h6J-!H6V-ET;pu%A$?WdL
zp)5FzHM>9KU5}?p{a$dQUPr<pT~X=y8T`*qrIrLG;~yYj%KxKr^p518(L6_2*K}}x
z;}g`~K89)4U7If`d7dMYNG34XH?O%*)SoLLmnTP~rY_~?<OrB&Da`0IDx=dXaU0na
z&_4+`{VPzX(o-K}YXVPs1Ht4yWH7EygY(&AwSlq4qyDCF|KFU}8bN>a?-n6WQ<nsR
zsws(!WKc|jAxw9a=2ZFo{QT@o8QOF6=lS^f9H`JIV3wAxiPqgB_|f>9rKa4!yyy(w
zU9Z1$e>1QBMt#8^CFwNX`W8Y=!9k@Z4$5excJs=~smO!`1^e=q6R@CMHM<3L?sT|*
zFa7<G9Y95)^Gy2{PWJb}5a(Jlg@($Tth$9S3_KTj1iiLD7w>}wspDgI#q&(hBiUg)
zp5a2$1K+eOR~uRIXd67UpGjd`C@($z#Lku@7W@q<V46biAA+LHDyWDr-kiH|B2ivW
zj;lFQsA$p=QhQgpxxasg4BWkFc@n_yZ!?zNhYBJq_UHMHO-=Z!!T{)WsNsP7=^ON+
z!JL;_7(y}uMC|1%Fn@ju>e3~<lF2Bitg^WeA5ZgP-BYcauCo}3`mVL`u|~&3RtLUB
z0n<so6_ce9XZ44Uj!`HsyJyKf*}=QC`E#g5eTWU(TI$*|=4rnGEqnmuSv2!iWBGWO
z7YcZ^AK2mzLS5>cQJE5$aav6gL8W<KV$2etfiB3fjg{O%xqk!x=nTm8lHbj~kRGnR
z5e=gizQLA}mewA{s%rt2lJ$el_!`2hOFG%g+h;!@ollL#M(trI6l=ibx2km9_7CXd
zFh&MBJ~>BV2sm|h+mdy^u%+hl4)?rEp?$`*UUww1HecfXs>&fsTw^9ntMpao+E_CX
zd<`6IoJ2C|*U|W{n8wCNSk^<KoS<58U-WQ?WY~Q?<XL}n@wUl=xA_g<V{4-=KamW}
z(A-E~XR^qwPwtm&*Y>^2pRk7AZN?j414Ge|?1^x*JGyq5JWBfo(n-)!LMvuBf>b(1
zV6?Qmzt%Pj4SyE{4_}0ZWdPnch%OQ-Myu_g32X1{fOYl-q0!~A7Hsmo;ujnaH%9)z
z#|J0SyEX|9(C#RCSFdN401QF<KtCy<h15MA(yAq>+-1^7zXe8OFc|(7C4QuPe4A7D
zAM3Q(YmN{toz~-f_(RNL$Z<v=-;y>%P!6q|)!3K7ZXg}@Jv=auI>Ny|>3MD>c8<&!
zueHi}+pptZVu{4CNPHtCCpv9|9aVueYo@pttth?U^fb5<T5bcNEaY;!17a<P-{C6I
zmc-UWnHU$}jI})QLi=uuErBX*o54NCX$2KI&q|_K&@Yi1WjuCm<%=iQ#$0&GAAPF4
zg>phJoq4gOuy)ZG+1*;|GGEQDj*;2|7*aE_J?{_pI&gUE<UR=MWA%g;5_6Gj-#(As
zzEB(EQ4m9<a_QDr|7R!><{9Ax`@x*oNd05kNRFx8Ee8^^r3Cn_QKl_UL0R}>#ALUX
z1WV);`_-%BHb=2#ZtNI5R;r1$=<=L_3KSE-7-0J6c9ke#hlE=b_=-fKo{bE=vZut+
zDNpz+*UGcNWVjaf6u!4QFD9oxnUzmU?_eh?oftL3*4;&o|0stZ-2ixC_(OqD%tbSx
z=3B8xyecj!aPt5#MYjRB{ugeJsSOy*T!ONno9WdM%Dk1SmGiZ^?VU0_i;V@Z8JI)c
zAr(Ae%(tgS4=tfk;htwl+A{P#6qcbOlkD1bmjka+USVRolfMCFO_YEDPT4e;k97l<
zMBqrgS0y@k)Yn5p9N*92$J4PvAqIaz2>-wCj}{}rcMU!E_n(Do2)hzHNG<}%{0<D5
zWGWEJ0=y^utCBaxp(3J;$GQj4*_9mSGx~x6loZp!PMdE!_{L@NPKE7bkaIy`9xM)(
z<lBKaQNZy!+(v#8k&)0+@W;+kzbP=xA!g_SJk1Sx{l<odH{kzP7Z*R8OMp=P3h&O(
zz!5U8u*jvtSQP4&_#FuVMgT=+V(frDPKBF?b2F?C!KR%nX>)@3^l3@_>%-S*dsIn~
z2us4MNdGo1ExfEuD1=TFU0z;316!qEZ=&z`X+*mOzFS(@ht6mF3d+MH;?t*3{D-h;
wb>x~hg|j0pi2qCb*?&9_|9{tar?DTBSn?}GHO8$+;6HI$DJ97)aihoo1I22{-v9sr

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/nettle_synthesised.csv b/modelling/data/abingdon-all/resident/nettle_synthesised.csv
new file mode 100644
index 0000000..1095bd8
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/nettle_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,8,0.3132975,23.669302551574777
+2,10,0.4262844,32.205346153788405
+3,24,0.4841076,36.57382919403041
+4,67,0.652384,49.28693741828951
+5,74,0.8671047,65.50886453991009
+6,57,0.8155989,61.61765454506207
+7,42,0.4930586,37.25006799944426
+8,36,0.3051175,23.0513119998727
+9,20,0.2925817,22.104245256837626
+10,29,0.3027717,22.874089232613194
+11,20,0.29772509999999996,22.492823814737925
+12,25,0.3821713,28.87264700876531
diff --git a/modelling/data/abingdon-all/resident/nettle_synthesised.png b/modelling/data/abingdon-all/resident/nettle_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..bf3a40234570fbc1280fc035762cd5830185928f
GIT binary patch
literal 77307
zcmd43XH=6}_%9j|91#&`P!tic0!kH>-V`g+1O-Aznsgx$YG{sFP%J1tfFQjmB#{<C
zRD?hxH9%<6LJJWB2@uNNnVIuH=fk~U&Zo=LMV69;_uYFx&#ygsZfbl}VE^&`5C}xz
z_N{AX5D4!L2!wlS-(K)94~jax!8eV->sEp0er|!mP64hEBd5Se-hP4J9uH2!T?1eq
ze!j}`7Zv5zWluf~415IBP*CvspP!KT3vgGEywL*%ufq4}78C}79Q}*)m&-k?+YG`5
zf!w}!<z7g};>aKGg{H}^%VSL5B>d`Vdf+wF^D3o<(gR1r=?%`|Wmc8RjRIA%h1m}Z
z_ILmJi8ZRpPhn(go*MLa4M(-HV8%o@$;7EPt;DvO866fMtj1Ozyg27eZyz5kc+bC&
zA=%Y`9^?J@@u7fyFS-AHxKEwu#(zKk_X+OY|9<xB!I-=MJv{ZaN&4T1(Qot}5C8j6
z@5d=c&TRu<C#Mem|L$egt<Y|-zI^$T5pQ>M&ap9BOi0r3H~wb(3p|3YK|@SDm%1ms
z4wInhpr{yxMgKZ`V3ozlbzC3jivD>6T;rkle+db#jfT_bO3_5KmN<d?<+keJFVttK
zx@(Q>P_aDO%C399@6VnB6EcQuzi=Y_h>XQOL&KNHFFnlm9jTq0FRAF4%8JNYTOiB4
zu`=zD-;y?Ee)u-2U`iWAx3Who7e3Cm%T%oHMJ)7}l|24Ka7ISYc9{B?rf-?VqWa30
zngftWXW!l&=7vNo&9KIzg7Lro1}dBD%FXf&z*qOXb9XWbe@H}R_n7F~Wg(cU#g-LI
zWaeo#u=pcEWV_=k-YLOI-hIXQigIWaoMtO^aS*+>+$!Pqd%T%=bX#wED$ztEO3tRz
zfAaf&Vdk0JB^G6eB_t{wEqf<P%(pZdiu)t9V<EM{iR&sQS^c~Nz8+1F9hvD&M@}w$
zd@6onjf$NNn)v#hxK@u!d%R}57b30W0(MnwJJ}(sOqr<GveE5OVXwVSkJ{}ix2vlT
zrrS%!2QE*1t7Q;1kBEpAfp;#t`C5Dk>yzG?{_5l^xMyLH&8Qi$gnVP<{E5eKt)a2|
zB^Glng1WsP1<3qo&-O*Bs-8U{p)<VUG}Uk8cfV3*e%YP<gZY7`eAtk+G}55^g}3gg
zeMqx<J_I6N@&jy49s&L^>->kFp2b5rzY5*mE%VEsy+5jrz->oHH=i%a$l=<v_u;n}
zM{1|u-C1pwh*~cj*+=wlu(S{TR^uB}KyTdDp{N+8UGkTQcZh2Q{tzs?Rynb*e;aLf
zz#`TOyi6E#(EW1YtSMXrl5Kd}8SI`*;)vC|1*55bKSk98T(H@N3WN(7+AChusLi<o
zEs5}rm1*M7w#~H#&DVY{cl_#?Z-9Mup3JuDFBWk1A(taB+$$U(CV8TQXhVHaUD!;A
zE!~TzzPrUhmRi<1^cCOls|)sP0JqV=*jQ)ctJ3-N=fgIplaUG)D#JbfHgYP26X*ph
zGT1(|B6zy}!|2eXL@5&@yiVX7W}93Cb1#5<d3%?psrVFomDk+hKPunBs8aPEE)@0s
z+*|~ESkcLxyKiYX%~Ql*qGnI7Xxy0}9vc!86QjL%s3iARIOtOEL|sAUz!wL8)f>aW
z^-K7Nm&7c*O-h=nZXQ~nh*y{i)g`Q>X{GR~oo#l*g3ph_GTg6xczyk9_nrBHs$AF!
z>nLQ%#PiMRWQTw<iCO<Id{QB-WV@B)FFd#1uh@@8HZ0XH)U!{i_TzD5k(5w*QM?Zu
z52p<oXIWbW`^u(xZ+D~JO{m*{9yu~yPo-de77hsPGAVximp0yQXRqwA>6#QP&Bf)?
zjyQqm_}^dnkqD${N!G*ES*HE#_;^^H8RfNN@UZ{W{xX|n>H@Cx%N>P=-q6lWR+kTM
zWQHeWe~EOfL!_j`$_XhZdBERo+p#ri?OU5vR_X0TNmsC&>X+kSOK8>yA9w1wI&5ZY
zKs>zujF{gOq@t9z_J}%lERszlKI0;>M>cCsvUI{&Bf&_9y9HKa@#z7<x+V7L?-7%Y
z)Cdnkl3Xnv&#uoBgjX$qvmRBB$XdHhfx}-yZ59WL?w2IV*UsjcwcW!ob#~S#iEFsg
zu##Irp8PAJRCN`tmRX;|dOzI|rqNxZYmJy{R@6=nY<MUV>-?Rl%G~%3?y!a~=xgoL
zM<I|ajy?HC<-dPFV!KV$uC&WAg0i;Rthx&prL)7-)gBX4AZ5O<1i1#^0H?8@^6lHV
zn)VMe)P^!^jA!{E+TA^TF_bY=Q*2Q-KO%qn^cUzsett%|s8+}$EL%(~<mcr_<9c)z
zc+tHgvwZg2Y*!1$i(Kx_qV*KKhOzeuYK?0!2b_@$Z{NNhrHbiB)_YC;cuU-zoqb3q
zA~j(nswP^?f1~XZC5>$7=H^m;+1so!yZgoWma$S7F0|kOc$Jrq(q<N9MW#(o4&hfu
z6tD_DSz-26P;zJuotq~cUu@Q9My#|Mvg;!@Rz~5W^4Q%KFR(dA+1gvbTgqdPE4e&_
zjS0(HyHIxV3F<S)-0K#~>*RYjZ@fCLzAzRtDL_~0H^Eo5B|I0@-BRq?_HEpTTY{^v
zr&u`*qNv?vHmY<iR#%I%4f?=nE0*;_EI5-g-(R*cROzIjKyv_{r^K!fo;q}|CScl-
zz5QL(uLItQU^8np;EO49k#NIJoeJ9H;n6eLC`4X<eyy?k^m{{+7wy^e=WW&UQfF?w
z{85dxV`<+U*jWef0jsBf_McQ5Av2x8nT0hNBQ?rj>ugGssPaXVB-XKNMA8RjofcJ*
z6hvWVGCsM7E)G<cfBkyRvN3YIo^CP*d(uF1>rDGVTh;};$Cj;F01NDgJ)u{nlDD<k
zS_>D+C6)?Q+eNRYXs+`0^$@UpBdi7|9F@A!`8S`C5>nqMYklcx_?S_qmO2T$yFU54
zJngbq7%P|V??N?WA83DG(72y{`6nz&Q~q6IqFraYYH(6T?R>E}Wpn9i29f$?qaICi
zri{UL7>k-?k(GqnpoRT`@`ME|C1z@OT`=97`p4KbnxsSd@c#Y1Ld1T^Zv_BFqO*U0
zJL(Y9m_3lZyrluEUxPz}xtUqOR*s89v_|0Uc$yBP7M9LiEc>$y+<PjV?G<y}K?)i8
z4rY@qZ)Xd3I%6+xF}?@oO0d;`dN8N~RHnfp*r02&I?HRQx@dtx(ha7K)RCc4vp-Lf
z!Ge#M;wU6-*0Akk9j5i-gJxb*GFwa&uI8{Ld+QgUAs&?6nx&(p<Pp#)w0br-7}W5`
zI>Ik)svo`;x~BxTdeBG&qjNO-M@Oo%GFY;=bR9MgH&)Mfo$oC&j_y#kGJVtZ@UDF_
zFIDTxS{)rv!T3+!p!<X~7yY>pGiw9(k57Gzt;lRjY3Prw)XU-R(Z14}VdW6Qyx)%v
z<<7;LfYV9c1jP+`G7gGzc`oGr`-BYhIJ(_LaX@v}iR2s;^DX{p_-hz{KsdK+vO{Dj
zmMx+7sHv|u$cxJ4z@O&R3pbs8!lpl1);IT)?Zf4I5LuC%9&|w=P_N2Zkscl%#=8O%
zI$AcBY86eh?pcVLQe5`b?hZ?rdQ-@`l?v*mUGB}-aBejyv~j4)xs`KB=_k-|iMoME
z@k<Zis17*O1sxX16~X-!8lHMITtHZ{%%L$dpQV50$n-kF&#`yNo%)zH8cqr?uOg3N
zyez5A@2^Dbd>hs*3bODUGon<mt({xF&~BX>J_(vjpUnhb4n;PC-eKqb{bk$gnHOs{
z+7-Mjw8-F*Aj_Cc<wla<6-|>ytPiFCvTOTcx(}!z0T|D|_Hb|a?JLc!4Vtz)n+VIq
zkQCTm?cDR3<G#25xS<_mV1s4!MeS}UFGT+Eh&s|rwd-dEI1yb#*Gdrh(99C^0%PLt
zQ9eGtQCQ0MzF9ugu}~^96w3=al)^#Kv0u)-)|%LUkZ1$9HrC=2t}C^wI^C*Z&{tv^
z9D4=|HT|iS?VVnF#n|NcPwvPKSBDog9p*U#UW@t_-y5zJKSM;O&#91-RqF<lcZP=_
zwFnSZw8NPl%Wy9=)jvtWA#)BZWTMpt-TkRAIK8=^ROC#_fDzSG`x`++BZg7jv2@f>
zeJCv7yE~TWM*K>x7PMH-1{-)pig0$dQyO*hHSa#TA1u&R!XJm$R5?bE&~xJD+n3?|
zYN4@oDA-X+*Jt=F+&ZOKT_mkF<BuQH{`I#|Mzp;JX!^CVx(11es1QXH?X~x+O%r@W
zZmwLnP2idIZMhaozb<<bT^{>GE+wGHNL76SJYh3JH>ts%FpFVB9TioD6|p``pC=Pe
zWGUkqgjinwdZ_;sz6VFv)(Iw#mvED<#5_C+Y0jJk4QsApgy@xb<e2tf{FjEd7qz^&
zYPWRUBeTYovbAH3G^wuBqKb{vNj3q9NcP=RUKS-)uqa<P<}7!v@GO((3(bn;qw6x_
z@NF&BvODH3`|US$BW&}}HmmG0lr0S{SHMz&oUFXd!DffyOT%*wzL<#>f+ye1>M?w2
z(!<WQ%jhz{p8QvP51yE{-36UbX~Zo^yAyz2#)z<qfPRVU!=U4^2W!7eEz$}k-Hc0(
z?RIyzVTeqELgVm;CO~f|7Q!L{4k9{~hzx-Bpof)En4l@0S5h(q``oYmb=0>bmTFNx
zS7l0)=Y9>|e7sj6fN5u8;oQXxayr5c3f*k?43s>3w(zr+?vNK&N10Pgh8!`{uQiv{
z3KBB=_H2Pggw^jFsg6u-Z7<c)Gt%Bd7rYXVUHnqxyJih@ZY}7m?P&L$9E?<CP)U||
zIsI<GAZf=hua9r7nmoTc6IefnV2v1SlQJ^GmuifS48ph3?j-qcwv0k%E4udehU?`^
zw9A9)Q$t=A+7s+%*0$$z8dz2h5`%E}rr5N0<ND+}L9hhlok(`=D}^f4!%HnI>@`4F
zLHjtbX_aNV_=`RM_HACtCTgI@akM`4+vY$&eJq0U3O7c}NdB;vOw~$RgMA}|3Y+Nc
zGXS{DNKurBu&mV^8oZ<{R89THx90gE9Z>3tYZslrKLkZHZxbx37Ok35)%U&gc^?r&
zvMYJ25xKQ)=6ec~UC23wk9bt>cE0sRD=_gw@Qk2-DA6IE=R3Y>=-Qtu7w_5c?6Cdl
zM=!F!WKh0wCuHi~G?txxd$ewZ`{;KeTSlb<JTv;0RCXc;p~CmX=ux5#+glj!9K&l;
zIVetMoYU52qZRkFYion)OFTH)AMlQgt+Sn~V}X(i=M$P@jE2yjeHXU37$jrJPws0f
zci%}_J@i58bpUSmhK4W52zbE=d-v|$rHJ+4hPYS9FB@=5z2s)wdBtg`3Mo~UKU2>C
z_+-Y55GTQ05aQ{_e!#Yd{<f<TyAw3u+ZD6t50n@^la;*I2RdOXhl|+!{(RE=>Jk3m
zR*tRQcT`dh?1f4;@Dj|Wk%fBVu>E5ry$_h}63Yta((89&x`)AG6Rh*|6*@4;b9rVq
z_cd{u31}2u&>VDK3l9_{#t7viM70`&M)wCl$n>FLL#2Mo7~{8nh3-v%A7y_hX2G*!
z>#2)RWk_Eie_I|U3Wm#Nk{L~V1g92sILGbX;?stxosCva5vV=Qwl=V6Y={pcef*#H
zJ)V9p&1S~kIO6g78rQTT!<w4qVK=lqJCYAG_*JgwTdYP!{mKhv=PFk`^rX{|H>cEz
zy)?eBixeCw)kh6?=fQ&<w4HBEe+G&aKq&7xu2&6t(QuHUhRQZDrlFf2+S3>#1(_;C
z&O<sYBkt<UF1RBWPWH*J{MIKsV)+2A33TJZy|f?{qD2~LRRL*v8jZ4|-LXCjjaw*5
zlgve)OFk;T=|)4b$FL5vqUXJ4GI<}CH|~T{!}^;(bY}X>N_#eU4Tr=!s#j4}u7~>E
z4EuML#<Fw86hg&J;PtNBqqHE(4jSPC4cfE!z@yEI>+!<1pin8fCeJ+OJ>U@Xi<i2-
z4j_0&D{it^X|No?q7&#Qt%_!QOM4oNXIu8r+%LZR53B5t9JVn<UB6J~tk~#1MhP9T
zXMhD?+B*4QkSP2K<5+H|HAwoFdSxkeDVAABM?~-rMPf?thU*%qDqVMOP0*fT{<|Q`
zEs-foOdVngG7~`qeH!v24oEmBrLFenK1IxtDr#U<!2Cb=7T(Q$;Psl9;yqBqdwQvH
zH&QCS3twv8G*eWN8NjV3{E{&(0^cEO(nFqV%mh`PdRycAU|Kc$bHKEL-%JAi5sdHy
z-Q>twi7Syq?#ZBoms~nB6C^@_qdH^>9o4c93lapLYK3)X3Q{wecrnH9m~dcKYd8%<
zuIDnQ;3T59{INb2_)Sl#^iCx!pIL0xf^dXlW|IeW(&m8^Pzp9QlFI8>+6`Yju}P@v
zOav1u_1m4UF7xp>AbOfH3ZhE(hXAX}f*q*eoG&3Bie$$$EA6Er+)~pmxWB0WoC+04
zs!1MW>7SJTv3&F;V3hJw;Ukgz*x)2&G!^oe;rzyy-kVj%OZBLmZkEbc{+eQnFTd~q
zy_NkoePXj-ri{@G!1qd@F+r9W@?MT3m0f8@DQiP@09f+DFF6lpBwd^;dQ43pnUSf8
zPNAyQ`2pAw(0L85m*ncX{kuiba}3|WxIP?fpX4#|t4P)Ixc)LA-t%GsbiU)(H#$so
zx8F}bf{ihuaSm6Mi@e7|xUn09S$P|^S{xOC=L(H~9pKlD?36V-fd5q!t3N}-wSu^{
z^)Diz!juhaR@Qm1UIv-_Px$%x2rn7o=@6VolA!kLo5Vl8QztAO`eW1F1}dG1Ki6X`
zqf>bAm6ew?sFq!eD~K%opip_zxSwpA!eqMzB~P(G7Pe+Jh7iAHdN*eb2p;8ijiGhr
z-V7%wTB$th*T@n+AY%ZH+hT^>x2z)k2&8?{ddpF}tSI9#005&#8GgP73`TjSY{-(j
z@SYkZBszy967Jh?5&u)UD_)?ilaw4mIDqC0?f~^OV*ws&ls{fm27q~u@ySUiE)~%<
z+QtK4hfVF&sP95Q*+8tie_ZRz)${{jJ(mU@L{%O(tCiHGd?-K&t5q(h##Wwc$G%Re
z)|De*s~s$Ty$efR+19VDCi!xXO7RO*{GGIfx~5e45_xB2(>u-ms?VaYYX_aVbHSOY
z^jus2IYW6-MR)P(TXF3$HFldM?}Y>%w8TZ(Lo{_JLV|=QZo2fBLV3f6C5_TTqHdj^
zW9i?0tsC{*C5WOJKr)>v%{R%iA8*B!nwnJhq1<2(s8hq-D7?_iBQp)ZD0EN~-ODMV
z^Pbj@#3gf!0l_1gX|=C)cS6b$mM5};Gx2I>x`(H2-LmE^9@nao%puWD9C7u~rA&au
zrPyuwmxFKc^{7bMN>+z5DFkgq(qeSj;xM;00>WhZ@z#gFulJW#ry)WG&a5JD53u5~
zQa@b>Rq&}E>Qyg|_&1My<2`CS&Z94z+l^lhRf_P=pU;S`SE(QN%uBl|9y;|*#0Dz0
z^LsJ(?U|c1$3A0EKBFz<T$o*GUm(=^MNMB?2=iUh)U3jg%parfB+IM&IzwAk^lNy%
zyd{RJLO$J2e$hVv>o_4m{(L6ng%N(@yvN%y=kpahXvZvfi={0l)G2{W(=Wu$9tXfq
znC>QiFMt1le;RqiwJYcPDC5qRBh+Q8AfQ&Od(pDtsxpMnI0@{2m@ObJ>V5YxFdUMy
zQrmdbX;hRsoXHpmLO7MD4_4gZffGr$DlM&wE_5BMu)!Jo0m@KLIkLu(Z=@FHWD)>U
zC=INe%Bz;F<Axmmmqm7!+i7xCNEr7S3w@$eY-wBu{pe}Y(>`cro0)t>7wRL~A!7M@
zxw1@noWqc8v$8vJH4=(@nQ3mK-N#orz$2$R8sePq^hWqvbyEp%gjV7~5z(}84vi$!
z2+mnLh<e;$km!(yH@65scHm{VIMY@|zufhrwRZ2Y<n#}PlD2`ys3__tjHFF1Ynv<T
zNlgT=*uvL77+JljB_lANZs)2WC3h&a`?i#8I&wfs!pH2-a4{8FgR5aEDnyn|n2!)I
zlDE5EFE1+Zclkou2wvZ+44LG!*?mVroe;`PLZh4s^JdnSZIWZCNLFtNn*6XuDJx>-
zwv^Sv#>$ci3Yo~!_BIxZl*9g6JnpI)Kz<df+OEk8k(HEa>s2Rn1$>xDwa!r-b5EQr
z#HNVf!Gg>Hb(YK#0X_s(X21KORcW0o*(mZwWoy*HW`MDgsUZ8)iSBFy&!S&+)c2Mv
z^oWupR0h*WiEw<-E!wshWuRlxg58_^0aD2q2-+$2s7ZfOgA@?PRH-SlKvUkI`}uWa
zw;Pp@eWht&V~B{$WZEFzG%XL$Y`N1#O!9NI%U!3!i0Z=G=*e%J&BV?cq>WZ8(IT;r
zHJs^S5!EB!njjZ026)=qs2lZyjeBdhYm(0T_~Q${7A0gI`pRa9%zn|+epz-m+flOf
zR3!C;Yjb<Of$`xraQMjmQcQgH?a{@Eam~;SWYpr#ec=MkT^>mGfdDSZAs5insKqw8
z^6SI($v_6Hd*JM>Tn3137DrN2*ZB^}cmoBo)@ND%;)sj}d2(XHcAAjP8nwtXI6?*z
z0IZ?H?)2%?wm`9kUB7uVoIJP&&YN5K=%-I-Ile*q+zvAXNZdhBo<4QAZggsiGyF#?
zLq`HIv@vS=57|vAv%%?1Ao2}UCyIfvlux#72n(_V;*yefQbR(ix5J<g!`qqNZJ%X_
zLu>)XDBKUdZDqw9YKLu%z+uQv+ed_jXY9!NMxta6quJg9e3ls5HmCON#f$c8JkW;9
zfucFR5faW?3c6ot+8mw*MY~PcAaZZK%Aj#1M_ZhTR!AlK)pqARP-z%C$rzk{Lm1In
z9O$Q`KHpzU&_^T{GJU++r7FI|v-4fKPlH7%RCvU_;(O<NbUXnQNT?vObnxs}c@AO6
zQVBHe2`Ig0fZ^`b(iF4D4u}qe;tZgNFft{y*o0BRix)4ZF71NS=Tb)pWi!P?GyDXJ
zUHHGmF9-JLvkAH+_7|qnl>}sL#_JUgV=5riMS_c4w7E$jR@OuUt=*P%BvdS&Il8QE
z;k_Hasi36PeHj38Ey@~@I^Api01L~YDb)Y|5~1Cgs^}EUNSzw|J~T;@)Xap<3yqPI
z>WQyIF=IW!PqvTG)<hY%KA~^4kM6;@LXBy1?bH#_nCr9Vuw`OG%vu^Ma(j~-Nl2)6
zpsjIO$RP1gpd@Aq!MA|+Dz3zV4y~v^wbAA_d*8UOTUn$D<oXVx^2%#wj!W&C17z_&
zpa%)-AxTI#=(VI8i<$sesXIT!d*Zll+=@G+X#`*NZ3o#s-%%IJc8ZKvT~b{ETn|#Z
zBdh5#-V`&KNr;2k80iyEqdGFdlB%bg!K2duZiz!tOs^9l3>Wz$Ph9ghmLAumu4~Iq
zwkzFudQfcMr47nVbX9}q`=+b-WE>DB5UZdSXcS^P_2>5?KXx~>sFO$6op{1e8`m9S
zr*aRRRIF1;lAQ}QjLoFM=1*AX=QJGjvgyBVz4G9-QzFYs+cdmP<@UP<V;NmXcAL_K
z?BsytK5KkLDE8%#QrX-JpabQp%)MLt==#&TKeItNy@rB1z(`ZfSM)}mAz-&w2ntA9
z-|z}6i)2?VYcVsz7G|5?_I|BW<4e-=!_+p5$6Z*Qp%FnA{joi%#v}FJhHL82Bz12p
zKY@u2DHkAPnb11#tEw_wZ+m`55L7UX&Nrv@GbYKXzi8Wz(<i)deO_x6_yY%}qfrO$
zX<}tzJ)>hx4bQ&fJR84;zBUyFZ$#UK&d%0HP*aR0Yuv}I+zR^muncN_C?f;r;WU6x
zx#%2c-rgim5+^GK`wSB6Zfg8t{k?#us+m0K{-Qx@vEgk`<$68p+))MlMHeHAde4w!
zYldAT5CV`C?kbZN0?{(`!&&JBl4f|8b$)(>F3r|&aHd}nzT7z_mjFv`5GO=p7Vl{`
zS_wE49%5i0Fa%<!ipHrol8SpEQw}NDZ}L}a1MAfw6~Tv77-vq8%?l<?eZ2$zNw4rE
zP&ptco1i!Hc(2RBiq1;eah%?(d>lhJ8iEDjT^mU7#Gv%4lK=TX{W)L(bHC~PYSR#g
zF|YgSdC1!CR*8q#Wjl^Fd{|6`;|p{Bko;q?+9Oe!uQ!@&PsZ~b`(AKf`P<W%|Jy45
zKOX+yxyEmIeDw;8?CP+8{q<Kb5Ot$e|Ff+3J=6?dx(7VI%WfSh52C!4Zrn-by$<By
z!=>Hb-5LDc{M&z}%qBNoYvhsKJg3;D5c52e&v5mQV~zv2(7*q6c>nghH*c~($XF)*
za8A5v-L93I14!aMMId56WvJ@tjE)(_2>yRO`G3Fe`NNxepbnp74sh(wf4=^2P4wrh
z|GD#eZt}^5n!j^aS62<A{yYY*<6hF{Ia%3`8lJ!YGv#@rtE(^3hHK2(EV^Yt0P5;}
z;At|*OkVCkz~!}DH(tAWv*f|I7sd7swV>y0jr=b+pXaJ+;7DzdfuZ5OLjJ!U`B1qI
z+~&}Q<f$nasb}fnhQtYoZZ>THcQNDc!qS!5g}i*66S4ou1!*m<O9i~QZ{POcxpDpa
zM&0?}R~mWpQN0SlpE1@81pX&+gGda&?A5>OmHuC<VBB3LV${mCI$*keziVdnqr$y$
zdya5^NwdbkpFRyI`GH~+Kn&kG_;T-#{Xg-9lg|dv-pNeMNjkqD(p>uG7b647+R|=2
z@m~sI>xZhMsW1u;$(D{F!Tu+(ko|ty{J%iL|7$jZdkFZ>t6zmo3T<${#nzZ&(8CJ=
zo_`2DaKOQ=6IgQ;Tm{GpRD*(P=H~}har(mJ-e?y({b9#<zv;w(mlGYmM$L*U2EJF=
zN}Ck&q<e*ZLm*L|S_r)O<2n(a6SSFDBS056Ffm~Tn{&Ot2sSa;7J9x|x=A-#ne4IB
zEvJ!^QGUU{YQC$wR(`f$@A8H3m6O1t{z6???W+qsdH%lt#kXAS4Gq|gA=3Z5h{5gK
zT>yRN0Ts#g?%lhilmf%loOlJi704o(U%U3VJrI){u}Ad=uW}L@JQ-i#U(!~Gf4l*#
zhxeC~NpgQ&3f(x^z-(0#SRB&R-^AVbzW29;&3=fUVg&xeNnHm!`DEpLI_m0!A~$vi
zoL{?AW`L_h_G{eEm$$2(?Xz^~%f9lsH}|GsV>Nh_7Sk{Y<j^CBp}kR;^c{#+S+qOp
zPs?@#zH7K^QpCagk5Lx@O|A}Ee$ZEDV+nkeN97cZN6!u1a6r7!Ed=ly0*2kbKKpZi
z2vgFYtWW{$BMmO{D^XQ93Q>HL<HB&41KMl`2ref;k!Yd=<pBExN)&LlHI}~$A%_aE
z4VYH$nm+`^JJ3sWM;#)5@%YPFlonpNU;L1mp-%K^JpnT;uULDfI{FA(!(OUWE;BJQ
z>eHmx=Voe$Yn<C#y4S0~7`Y0xO?BL~%dam_G+4thB-}={^jb3zgx)Q{_B21^6s>*I
zNo^1G*()vB@PNgfzx;$C5LY|sR>byPK~_d%67RfbgpO3QeOM8LjJk>LKQ5*bSXlmf
zVn6Uo)iJka0BP@)#AHu_Q>Ek+zPrs@KoR77N}=f9D(9QX;L%XeuAC<`q^t_?66brc
zOf6=8vTeX~<*705w<?Rer%p8&Jq-hH`0US*`s!F#4K=d|$VcVCB1HmFp)p^Wn^8&z
z9*o!bmm<~xBP6iU*=1EKVFR$$1+t0iSOhvr&Ss{*+}v3Gdb+A#zg_T19=OB06rC!v
zJB6c26gxEHd-jH(@Y?<H_6%c~tf%--n1}m2cKbQ;H$L{*<?se`83C}aWa>iW?#{v%
zCUy4pCtzV3zwxJ!Hdq7vnNI=f80~GaYtq#Ga}q~9n)Ue~TAQwdRK}Wba!Sgqi;Fe$
zlWVc{n?97r?&g95(8zCtoC-9*6%&@v3`ydxjo1iyC828%tfYQ`o&!5ClhwG4`QOZZ
z<wi3<bNn0e7SFuRy&<$vG|F*qb*=|FUc`G>d#QnCPptu<?J96(+dWvI8)v|+vU|$G
zZ^|AtIDA6wksd&dpMk18Ufmp<=ZD|O9|eTt%#z<ptAC<OT$AakHG*`)E1%uY(zSE_
zlA!m+@S>UG2IqTS*LyKfHY3Dze2hM3^~m?n<P6ln3K%$G58oVC0r*kmFJBOQcsqyX
zm;c<vcPPw?S!C4j(lRgi@N;AXd-oZ*OCXJL8(0eF;2Kccc!A5T%3pH|`1PDb#3ndd
zMIgg4N|Dv`;<B)D=V~h*O#9AVfY@AZ!|GHt6-wFkqF)VyL=50Cd)z<o0-v!IR4oAM
zA@rvbk+apUaf9K8DT-I(h2_kE!HH}F;S!BbFKOLF-YF4$V9j1`9b6{NXWiEfBJg#_
zHvpW#^8)d_XnuXlFK;u$ZwvFK=5T+b{$^1?P5slR<hXeGT4_oxU^1F5BybDE=^adq
z@ZPu&q;ypiL7nw%jvy)(k|I>{hbNbnD9RUe3ynISWzo~y&Sj<I0a8OsBOK?0y8c=C
z4F_3V4w}D5RgX~ChwXo9{YLrRx$6Z;cp4)E3VqaXz-47oDDVO2!%<&{RX|qY`Zbp<
z7XtH%Yd-hKXbyTfq<HXbUef$FsGsAg@w`D`S^kN`93YO=1#6NgCnuFh`hjkFg5LAl
z-<et=kjPpGP#$@pkCXaoJAv^5Vx|$#G(plt30zE_vWS`SQIl7_r6Q&IfL+z#g-ynL
zg!Wxl=@>D9SpDo(P4DYDNI2eECZ^K%&XvA2gpui4(C&`py2{1DJSQFRJ(C}9l=Q#2
zb!QJmud=G`HOEbmlAhHZG&Ke;tnN7}DNX%0^ufmp`_k=3Jz>^HX6YYCl$6TE3+=rB
z%DtO=L!A;D*Q)9_YTGInY>Vfv$9pq3hpozfg38n*lH(_&1GpbGMQ)yQFnzs^X=(r9
z!Go20v3=Jg;z1ALa$*jRSXcQ(eO#jCdN37EfYnSisCrBMx%y?@vHL=UI(}S#!cViR
zrkwVHVY;$~t&uL3FErwDX}-mOXy&qVLxE(0z-yddP6Y^J6a%eoaLIYW2*3elT%FlD
z_x#Yh6d+Y`?5J)Kvnc^q+@MFYKn?IEx;gQ+3744Oe^d~nwPU~MTkAKy_Kmzoh|nSb
zt>sqDAR|UDU}UNGQ5H32f5iUDfsxS;KBM8cf+H?lQX7@;+c1wrFe!!46zzVNU3p$D
z0EyOf($6WgcXyJvJVE)fQ7^lXvhyPI75{byyh`QhH&9}ic*HqTB+zkn$h0JRyZMfM
zUs5nodEM)_)BW&mSYq4<$|4P(b;dP<IoqWVJnkA*<-QY$)h=Urac3Z1B*#7@Ldpp>
zxPbE>oZz{GcFW3q^o7qDY095tUDmbr+win&%xH#W9O|U(p$q@?_(rw&8TsTLt9+q2
z<DY^ICC~69y-no;_i|6`w?H62j5=Rb9Us6%rm`b29VVh*e9^^%B1+dtI_y&OJH5$9
zW-dY}2ftob*&2>bfg(UKWD~IP1_JXKAiK!`$OiU9-9r};<u*8C+m2SqZ^wMLl%%BR
z*7`Dl;oBq1vfE%QkwH)@Xf%}S0mOpAOfq*Zr&@lrXRA{)COa<pH4`|Yk5;GEe89YG
zf!d9<&Q<Z~28{rCZ+Tpc{#u(%+5%68Ww~vUduFI)50>7*%FH)Pw<uKE<ND9i=oO(R
zcAcqy{R~}&{``jLslHy8xOd`OWf<jQ1zqLdn{iL)l7!MeIC^nG_8kPMp{JO}x3L+a
zoqzkXz}%QcOp}tb&tJKq@aetQT6t!VSiA4eeLCF^(f01#CQyKpG~YU!ih!8LrPkKU
z!D%@*i2RKb6$8@!5o_~(#6w|(OKX)Kq>}Pl0}e0%A&{8^<~UH)9elW@ZQQSz3Z~bL
z4mmcHRD6aCVN{|q!n`EN6Iu#NT|nILaFh}M7yB^|^=PVeeFU~*Y@WIZh&c)!!;Ba7
zUB`sw3NK=?HlnhMo-EAqqRePCZ?uWV+*zq{@4Wp98uQZbnkCdQMyIOgxdYLrdf!2-
zm%hwUUF^yZE|_B~P~G;w_}+Sb;R%D{)lt@3Vo5l@xjMg8`#HSj%t7`Yqu{x>^d0lC
z+LFW8f)KsIBcezAzmhC%{BRUF7Ll#CF_nk`9ZegkCC1<L`$o1n84c*H-0Z^`0^s)A
zHa>S>0~M3pRy$l5Tmj<*g49`PND+PUw+jC@@R1i??pZTuXS;Ga0S0#_od3sAW#|~+
zOD&Ny-L2n`6EU967W~FT2=9PAfNn_XH0UwBNRIGXjH8FK_cnlEtKjg=r#L5cO?-<-
zIu`J%d-WE61c%rR^qvR#>;ZU^$Ph<{#3YC)-v9xu<C^eNbCV<cjyTERq39KPfZQP?
z7~rBSHRNCr?Av<v`Za*F<B$IrjWYO-MLZ8%Cg&Z$9IlU5aI};lU&Cb%*dB34n-o?e
zqTb<CG4_c`-u=x}f%l)s2T59^Dzp{0YJ2NOCfzZ8eXU0$_gWu5NdF&>#%s`Mg}g~n
zyu@kbmzykYwX!O9ONWZ~+%9?%|2$B~q09}}_>?4SQr1x~X>)b%AKtQ<yvm))Fi=YR
z&H<&S5B@UmUj6mHFD!g(|GBdTuC=uHSj_4V5uaW){MB+6PQe|Q@zeGww&LAfe93mX
zX84Hjc2!6^dTZ<Rx%t7;+M(W}YknLHIg?~r2ho#umIe(|8ZP|#1kMp{92%5kzZv9_
zpZ&1J`pDV_rgiqQOzpJD;m-KZlk6`WV)anDHjg>t?+E^{944q2`47JM=J_kXp?3Xo
zRA3JkRvk$`Mc*u*&Rtzqr>*wTS{FXgT$eyuY0KZJu>ILpS06#)+8#5BkKg*tp^{hk
zaEhp2)qwxW+X}l_Lx)aVsj>YtDzL3-ZP7VmqIGe=#zYySx8%Bj9l7MWPD=d{bZ0RO
zGv9-XGxoJ9vC8^`^Nalc2hqJatA5!o%h)cLylY#&eY+^tcY#tIC$5byOC!IOscMLz
z7nNNKnl_djt|me8yOfR1yhw$<(!(|nNB~JdvKRlo8-Ze7y23tvMHNQfyW90@=BCvi
zul8@Q7w4|E-5<GgN!s(l=`)uWbBHfq1?<|OWllj^FSjh`=5#ztI9K$BmqX%A9SPVa
z@)3#7pO_YRkF^9I`X*>&VOyox%{Ahv#>e}eW)!q=1Y)ZcK04h-2%c>@zw~SEpXUq3
zb?<>hM^KP&N;xI^&mQvmPN_4>T86c&DK}~t-X|4XoElOHU!7PIxa2>mvR(VA1idv;
zai<pz4HCOwfpQq)P|TB+|D@k<zJHfgPTGZ*SngVtH#{{{8iCs~=ED|Cv7UBy?;Kbz
zR#qvQx)qOi>~x_v%ySpcb>?Z}(@LsvVihZ0TZDgJN%@~&NXy6;YgZtcUMlrnzWwlF
zpL-4UqmA_?H*8@q#~$a1-<P?z@PS|Bf^0`aeL#3@=8k_=V>(C6I0<>H15}lOYEL$o
zHlydkHpay!e+|&TTH4o{+Lh1WiC=HV%nZyd*M1CEZqW44LvKyL4Ekq%HH)#0>73bw
zlhOZdv{WmL*@Y;1a)CKny00Li(ACL)pe$x-j%)z<CC{pT9s7M!T5Z778NY!ASzWa-
zyvF6ioS_fS+as4aca|&m<0=Hw<dk?Gp@S$hKBm!}+BKpoJ=Adf@~eim5bdbQr_q8h
z(q?}=5~wRgx8JN&wq~6$?6Pwp5iU7#c=x|yd5GHJ2Y0*<^mPO)3x4iwIO|r!h3Qph
zp55x&ns)o};*!yX%<S_WT0No1g4WAUwAjEHao(Q$56;H8I#7%JBdEn49oY6q55|QM
zNe?4b*W(=SY=@diAiMAh%9G*HONBNF<RCsFcw>4j$#W-8JJJWRGU*f$!(RZ=3m}NE
z9TpQSE52U>{#XDC`DQeNVMH5QkVgvLk~B;i-`WiXB=mwQ&x3T}>P=P``HkVvt*iqE
zdT?OZxlE$er(fZm+#A;8M$Rrd$s=~lppU;%wyUkeu(yIA=T=LrmtVWIGm5WW`zrk6
z)&Ban5BtCDa7DoN!uzysZF<}H3@`U-ojaSiS?2+PtdnAVx<4g<`b9O^)g0Uo?lxs@
zLKpx@%>gZ<7nJz>fVXkj+&r)n0J^7^*3qyOK%Xbf{K%kUPi$oY&TI016SfEXn818|
z<u-5fW3fa9U`br<?y)<5+5IsnOGQ9lXb-fZ#@)a4DN57*U5=w!O~iZqhRQ_w&2fnu
z+wOTWzOaDBs|{+ExtwjIH)o)J_EorE8tcjX%y%2u`;&Qmq&rB3560nFUaai?{RD)8
z;M}i)+^{*5?iaXJLv^b~fNb*dix2)TzQ<R-YiD2p^f%;56mN?DH-Hq2-oKY^4cqrX
zcPfFyn@>HMNwW*{Ts$o|kP`YCN;9Ym`@Pz)QD8ojE%pFr*fU?7=Lc(0k9>mO>MRui
z8#<r3_~v4VILLVlzDPJGU50$eRuPs(Za=SfeiAq+eZDwjt4--DkSgRqkH>mnxochr
z_Za~_G}6NcdJibd7~c`=kDq{5vEzGH&r$d9anmpp+RHO`vU0iw??c$<&dJLg12EMi
z;-2xb$h=^4ItbLEd!nop-DM6PoUZQ*I{vk|1!ki4Y(+SGc9^&pt0Fz`-`Xap<l3Th
zDGZPH19AXg()lz?)81qs7UA&<jx$UV1v=~73R>d3cVJ?I&I4gBw$<c+M&NL}p_{97
zlXmXVA}sL%7r(IV&q4PrTJOa&(~q%eyZ(@90VsaHxFlo2L}$Y#|JY;g8y0nNS~tja
zebNY;mzI>gaZ@blz0T%ruB}5Wm=6eAD8p$qmktbANy$5%;|YkrGZ4mqLKO@!ghucm
zvoV}({zIY{goF~ToO@$QU`c8cfW-{1nGj0cD{y=k%y<Ao-td98;mrmbNB4Pupvhx7
zNjJ2Fptx4bf>$jN+>!X|ojIV)B+_gKCcoI*0B;NV`IT!E)_c&*($@b85M2Gg4yECP
zjD!G|1xQ@8g50hgIM>Zdovit4229-&gLPaaRynd~IDX+r{lVR+>Q*%MLIR4PG1J+@
z$%ihUp*Zvx7^SQ90rS5Ue0Lq{7w@sJOI7oKknh}u%VHE?)bJU)gaq-%Q7Xy@7FJ$b
z;R=WfXD%ayJ%|TNqfI`-(t^k5dm(b)UP1AUNgrSvjjB2VIS!O@Fz(<9at_7?)+6sg
z`k4c%H$n9Fl4oz>iKsko$jL)uhQ@t$LKgE4w@co?PXp1)9kB%sXpYK4MB%d+`^c5?
z8gnn55<k4j$OnA6c3~lObEQ`N#XiBMY(>b)ue7mwaUF+4Fx_P1kZUhW&PP=_e%Jt)
zy9T0}MQ)w-lm}PD;`e~Gii~kKJ;}zm4ciISyYa1toy`UGh>BOgELBJNjn-PPImV^!
zFECJYo0C*_BWBF;T<YYExAgYj+Xi=vGaUgo!xZ8rFzejI4EcXD7YBRzOs%(^S`);G
z&i1g*%Rp)T$3B$16*QCT?g>sMk;fc9!W{!Lm?e=L(?_X6b|Jr>jMC%|x%%(tx3E@R
z1u9=qCJaoTg#CJQG;s2jsz!55z11OKATtqn7DnoDLbg~XUXUCl12IO4cGHWImux@J
zbA#qDcg(H%E+ts_EZ}7sLeZF%7p*`oK*9%|t)ofY<)W&-f!wL;Yj^FL^f5Zm1=>a0
zy4v)6^TQ${b3AkS&3PH>vXAc6O(0qK;Fwm-T5W`~V-v*P!RE~{^A&F^Eu@k%3Uc>A
z+U}Wq`fdf(bIsNWU`}N?Vx+7#LHuZzO>Ycl27$c*<`Nd6;f?GiO{qs-t@%%>_)rm0
zorLr-YJ>i*V${VRFo&T=auuQUC#$=P*gV<*K_3e++=E0sWRE4-X$sShRfbrn{@Q;9
zOah?^_F;hdawZK%*Enhc8XvYcU+zjs3MHE$HTsT#ftO;lycb^J{$3AT0^wqfWJe5w
z4X4I7UH#W);MH&Zl$Td`g9N2(%<S$wx*Rs%YM6|+&st2Y2`i9!&vxxCT}x%QiAK3a
z%(O&p$4=<~_e2BE6KlXA!j$b|Si)l6Li5Ozx~=8+gv+1IniZmS?AEE(@gx>4_Li|R
zTwcbqJP`O6#Ene*st4D}<IRulBqDytcmd_JytlXa1idbB&dd^EmlAL!2Yo4kVw8XZ
zh;q;lYY&QPOxfwW{5V8aUsUoQs5E5NfEYV+jS~*fUjremD)i`5dLrnh;Svmx4h}dc
zDH-MmI0ijqO+ZwoqaP2p<7bYI%^6JyqyS$V32z01A>fA0*o}cnBx)6q$3Bz^D7$q$
z0`*bBCf!>%Y#<U0H25>=;8#!@(LHzW+hvdLvvky28z%*!bz=;VumkcWb2RDw`>EQQ
zG_MSbc*uB+;cM8CM*&C^gH#yxqBhVtC+jWh%E0(c`PMoowM7H0d(oSIgrWe->yPSk
zps)~`c#8^q8ZDg@l@0=4sP{G}6YU;FiDV6Y_RlQ=>OPSM_ufPWF>Te`XjWB`m23S9
zcyKTk$UrPrDnpYuIpc5?hoHXuslMp-zPC&#W4066aYQy@a~ue7KUQrsC-J~WP{#|`
z4TDQa-5dvEUQj=4zE6e>KRlaZX;4+2EoP8))C60&-To`xz`OB6>P-p6Jvr;@-{m-m
z;6+PecHcA@W?R*d=Yssm3SD5$ZUq<2msjleB_W=Vt^v?Cn-?Rt+9KClWHae`szH;q
zU}oYT9Jt%=YrpMWGgD5XkyW@LkFGrr&pUej$dXd%!(Z^qPFsfouvaiO`()W9rPFfp
zol3mA+pFe4_zfaHawm9J|H6YiO$?L}wTR#d%VSZyK`1Q*V)@%qqN$%~w@*tW8ue0L
z^a71Av4>cma;eC);v?`jI9wU&Z74`6MlYHZQ0NX#K~a0Ziq;z_>-sOru5LO&?K7S!
zq8|!0so^4g>1a>vN>1kR+H?D4?_fcs0NhGL!?C;Aq;qUw>uR>N%W3x9m=7B$olP?G
zSQw4kMM$B0O9A<7!&h%RUOXCZ_!@{HUSI_;>?18;oVI@bO4YYk`9w+VOP7F05nfi4
zC!L_BaPLqhSD(gktEBt_hyCGNQ%}VjleSYaWgOWTl%@g@9X?E8Y;ht#?c7!Z4l)wI
z*tSU+&k8ciTuxa-M$-aB2?q@kj?)sd;p?Dn`lI{_FW&IKwBCLu5xL%6<13{vsCkUD
zKd52Geuku4lobbjZDALUdPf{cJvDyYWi<;*o}Sll{=G1R@8lrE<Gp1uUqqCawxl;Z
zqI2tAdAhspY9~uVHQv0RZx!c(K-8<8YK1?coEnlUU9Q~aFNaRN<HdMOFL&qNQ66c<
zGQ?D}vYb{W3w||n#s@qj+yt6tlKY-lxBh51KibXmFZ(-7onFrfh>$gT(~V2W*TzfX
zonjnK^pqM)wXSS$t|31TS>SrOQ)^N+gUgkNhvUAv3k-{h>iE&Blprea$3TFj+{;V9
zzD)R`1u#(jV}=$&8x$H=-w9=4qC=gaaz-Y)Ay(NWPs|Kl%c^qpFf-(bf@t|J2;wbd
zhA;WI%MUyXuKV=qlNt^>GL)016^df0dL0_IIvMpd`${U7;kpKuJGMj^O%_&MtF9{D
zSJPC8G?Y^t;!GTxRy;-CqFMgMe$s5bA3E4Zwt58|2JY(*4AMr|VKsn#T*;;Sb_7y9
zXr2qN>)5k9J=QYvk`D<ljvC|*NEeJ2N*UMtlCNm*v_$Rr3IkOxhS#w)A&2*>J1LXq
zA}|z0Fb2RSJ+Wwpprj-R>za2AlaxT!K8IKR`H?n+A^7W35A!P~1wjW6e6APou{!ak
zB~jZmwM5-W+(#t)du*b362?8qSnfH&)5{v0>$(e7$?i;jCz15rtLjk6ZO_zPVa00e
zG7FjR<N}0>;2mEf+g%_%rw+}gHnj?QcU-{n#jostKL&<xiIdi*eX;!(uwJEb#{T)4
zuP6oBL{VE>4=s}t!7lqe=<mgz22%!bl($^sz~&Emczt>f&)?cwh#s|Mo!_Onu*&P|
z<$LUYAnvSu%3!<2AHU;7DuKyiY7IVIASy_}A>!x7#30e{T=HH<T313z+x2HD9rI;g
zmc4IwXn^-J7kOMN-*MxR16Nyi0^KjY%tYTsSoi-_M+WRji9jHYFUn-KE3uDQ$juwS
z;(AzkllfHjS*vlCWC+{W7y419m+aOf4#xA8uZ_BCssc)2Y}ytZmvsN3&<SYv&jHh|
zVHdG9yA%6YQZl_wM62dC>osM@+8&j5L<<CC|EvUqX1U7BHN3ZJD_|B>Lug{^ebqc6
zF3-lId}J)Hf%3Oz%TvK%d7$y)mH))}vAtu@^N-F<-y%T|3(MC3iWAM~YKq!geyZF{
zK|Q3cS(|nZ*`7d{+qUXoL4}aZ?G}(mJ0Ly<18Fx%nY)q<p&z3YlzdqZ>QvM5z`=}u
zB#N)7sW4At7sO*<JbU&dshqZPqz!hu^Eom_)=pP9rfWDd2AF4gLP4zUCsHYkBR18?
zm83=fjSHAVXOqv_2(7NHW76tQF%-VtCtRP;pA?<VU|v4_=hFUSQrf%u<akYszV&bZ
zX^m~$QB5tmM+<LXFY=v!so^NS9eJhe=fC-bm~I7OwW`fmOuN3gk2A*upLJ+kB^Ah9
zo?oFm?Z0Ev#<H{hb=QCvasO9V&nMw>!&jYekP?|6r?CyLZ^PW?RV?j-KA1~&&D#yV
zaV$~r43hUrsijS3WRiB=8ak8dJ~wM$uN4&d!D>f@WYIJ&oDHPo1{yeX4WoBUHay}B
z<n!#bnlH;7b>wp9KS+sGGfS8K?Z$3XjtB!p#d!Fu+f7_r5*Vkf1(Oz&!)`4kbkg}B
zWv`N+dwS2XGMJCQ-FnHpxiZ937x2J!+^w^6Tcr3k(%y4_p36^H>LaZB-05Ga(Jqjh
zeTbW8SyegKfBO&+re%`v)6bp?JYc0qK_!C8R^Ng+-+q;F)B^-%CNyJfQGbk5rVA$Y
z=2x%uzvIS}TnEXSY_Yk|B(JdzlnMpQRAVBiZ^c+ph{V_DPK8{p-*9X^F+kJ;s8Z<&
z-(E<z>_F<9oPsF3Jc2G;!QAxHX)VL#ppr6rIjxYP(I1%fR`=~Mr?AbJZpDXaJ2z!c
zsT;lCuD@C|cWzfk3j)cLEKjl(lMg5tpA#a&!oynQ^FF7Y8?Dx&1pHm9MhI9vfWe)b
z!h6p$K@fhvcjN?^85QEe={eZ9nesZtD2_Qg`&T+m%m7%b&^<Zeg&Qx1RzJM^QM@It
zz#*XR9C7Ul|51%7pVOyHggh@xF>EHg6QQ1K<~}(ErJUimBOi=DxyD@MUxh{wD-YLS
z8id){b!K>ah0UPb1V!^QD2kC3I)EB-Sm&-DRfnkUAS^{z&FhLk445u5DNpWwf9TsX
zi&(g3wTbX8RVivCDTa}rpTQY+mrBtbg%&F+O8*PJa2GkeGwWGh9`jnAagae79SRIc
zPYYXrsp4tfvaK$>XprNucq&U<p(8cAZL4lM8lTo^6P%f`oeX<#-<Uo7Uz{e274K>i
z%6&n2O8Tu+u{-`O&AzM>v()w|U~;Q|Xg1_}#`3$<2mi3$ng+wsfu2WzZe4<yBg~73
zdB$7EIU4Je<idZ>yBq{q5{msr&OG@}!9+4`yK@dMI7R^<R4^+*oC%a5EiM4iKC(3D
zOd-PRT=!Yq_{;>SfBkL%Sr_LQUPs-n6u!jh!0&*%slhc?+UAh?Jfjqu*-9!hvatBc
z9ju~U<M(p_rKqi3K`FGPjQZl*qP^j({0j9yix6|EFMr@17MHdBkBTz=5|2T{Wpf!L
z!DDMnbdKdE8i97AgwnzV`Hxe)IGOkSHH+~6*f?QIm26+>>*>11noJ5TEba}(2kJ+n
zS<QiQW&lH#3ye$Fo<9|!vpVK8*L2jy_5hcAS&})pJg;7kc+D#HK|ilttaS|;a-R7B
zonvn$-QNNq`k>bA!5>ShM36RqL>g97tJ}&KF=BITRCloZsg*u73}u6Li(3D#U09%~
zX_lkri}WrUJ$RCWUdiZH@g8{NW!f9pW#jKYAI}XjkhwE~yKb|#NQ%e6-Df10tb1Sf
zIJ;x+)038d-IhLHBBS9y2dDE`RP5H+Hducx@yhjFw1((CdUip|PQ_qz`ijRA)y%kM
zz9sh)G1;J?;pFvi?PJ~#QM~&(0l@=n7{2#%nm_S43V@2mUTgAY!p_D-waEhod#OO7
zKziRy|GVb1l_SwD5Vx7GqK^Xuho7A>Mr8+GoV)-R?*NES^GX%4q`vb-Tc3CU1SR6s
zUE$<)z%S}!?(&P<zzdC<dULMxQ+HdzB&H?!0hpxZic7-GcO~7j#U?r2@WkSo^x$t3
z5+IQmgi`Q9evtV68JPV@5vtt2hgY;H1;Sr32lPdgd_;;t7~{wLH*P|%gF00j6)N>(
zl5bJZqh$AV$2M~kC3x1`K3$CSm)I8Ou!VRt!%Em2z5O-_yW0I5j5MjW#)`%F-{7B8
zu&QiQXD(hIGTq&(JlS}z7dm2PB4^2OMu}YLElNa7l=(#rE?~ydMiH*9F&~^NgWwJe
zlwqqAiw&$%m}lD1MRy8?{VhRx;ST@ju)hvGhW<E^hf^)9QVldNVgS3t4181w<2%XY
zyPT%t%Z6qyh_uHY>|&3rgfUqltCM*6aG9Bofl20w@#NC%b<^q;?NDRQ%cV0r63sWd
zZT8OLziyFhxxvRx@Z4kzCN9~ZMXsmxuJRP^bS*Vvy%%Uq$i5fH(>;dq1PAz_E0Gn%
z9|`^47VD?7r_OZ}jAtv52fxV?IudC~<WF~=IB{9?UxOCuc(rgWUy$DU$#+Zm^0+70
zWqv*DpCn0hl<e&iQO}BRnN+}%n7+GUq<xk{6mK+I!%K}aU7#T<)e$>e8^)EF6oi}5
z2k!GP{U27A8s1fBh(W=#D#t5~+FiJ8!)X?py(k@;4%P&00v)Nu-elfaa&LT~&xHpt
zWapN7&Yb$0y}oGF$xPQWYi(%yqqa=SkmHp{>Cf8iak^HDJpljf4qf~WDzGNIU(x`j
z_b3vo*OLGvz_HsNLJy!hW1P=$&~o#IrU;K$J65}9+GqpzUq(-u0!$=0lMX)DB_OkP
z)B)`AfXp$}BZSoEeha7a?v(a+(&D)xg=6s3ReRc4XD0}wx4=WyU69;Kox_4rWPQ$L
zEaT3H20ng*@_QZJN2V*%J?H;n>%HTte&6`<Qz?yiQIe2V*{iZbBC@krh*R0S%#hKL
zG9oj39vm|}M`$60&at<Kb&L}ZvVYg>_<Vnl$M^C3{nh)AxAS_v?)$#ReLbJo^P&l$
zQM_Tjmp?=|Y+4z~mzl5oVe8-4cO2>PzCH4z%~zC=!d<N$yM)>0f0RdVOZKQ0n;x-K
zlm4*WIiqj%MToC{F6!=Y(%LatR|<y_!N+ovtZcobJfGS%O@01*YcMJ;qsP1SZpJ|k
zr^7fa`YRhEmo^SI76`1W`|RuV=44bq_Nu%{u|bf>o*N3t*Dm+XUuzJ!jl*GH_}+d#
zmPv~1^#`6!j9St@R0b!fpc$K{aZ$Z+c;Cx_E7XckDr>@CWCEQ{^|6+8TRS4*UH-x~
z-V5cwg1wW-Bg4sUb5QdCXsu8osPGUNbX1D_o;!!@XlYQX4|VV#bxO#NW3*r4EA)JZ
z2{KLjukA`DpySI`<4_uIwA+eu^4Z8$G^resX-QL#{&&=e{9RnC)I-CC!!71Rl9p{T
zfIhZOOlyt>5q=HYX3U0qUx<w&p@LB6mlTibC&~=oye3`~(Jpd7dIu$^VjVX4pQqu4
zPq)pYE|kjGoIzEd|9pnF(oyHw+d)T1NsU1&l-#|d{wnk{*~E;3>j??GJSLaL2}fS;
z_}I9lbmyG8f!DRRI%Zy%7u`iODW{w7ylY<^-E$1CBtzh_QZ_=wkKr^rL_Fti+sJdE
z4!4Bq@Sk!lFQl({TVe+9bi|h?XSzo=Zl*k-*T=y)@$aRX%!T6~oxFkuGD2D3WYo|I
z2r}$F?=j2ZmNEf%{i`B9V_hZmBY^Iq9ERVQiu|HOEnS#C05lV-knRe1KS_%eI5G*I
zY~Qa9d3WaYtUTJSve(Ov8XFA$-a*thqKkL#`!=w^l;skR&M+6W&-0D8pW_1{h5ays
z2Bn|AWn8bIwfkO0y?UXuqW)gx5)$d9Dp?dJ54_QMB<9vGR5alIBY}3dqh!*4n5E93
z=J7zn3IHi6xtG203m?;Z=Tv@Frgad&4|ReMqGie0)N;U#Ef9;kUgvAD;86w~T)JO`
zh=nQzZtQklqc>%?w)el7Mo7XpDC`}zkM&<q*RA&*_1jvr$7EY|*OawPP<vuaHZ`3v
ziLv(w)~w{34;i?7HN^QW#$!5`w3a0bT-unB%QJ#e96oh#mFDw3sK_0q;SN3`_ZKRi
zor_yjGzjODM@c+^@XdHuj9iTwe8?`@<ut-%(1YA~>iw-&y&2sUNY;rJj<q|+6RAHQ
zetR24?0uh@_|@pIR~NkB$NdNJcsvN^7|P2(<ujTLIEebh4{W=2hbb9^VoUXErofZf
zQW{!eyIk)mk}Uhk$04OB<Mo*AKb@;5A)Q?LtSL2L*)r(Mqevay<=$-MCPr+spl4Av
zq(P-mgMvyPbUE51gjm<0qxACPZr#xulSu}Lb}6_uF`i6z=jI_wb`E%Vjv>lK=`VXp
zQh8HNg1w!`sw_>=LVWTPD^5AHz7oLJq}r?rE6}S+How|X=X~yRvvF#}y%Hz_C9qyC
zs-&#cexypU|In*fuLgmXEuYXfA*Aq?ru9h>;PqCOXlPYQSx%+ES?Q6dqI6eQpVM#L
zU9#uQwcZI@9oF<%`8ZRQa+m38vz>AezHx+kx{Yx*Wx|WQSij`VqEwaf2jnR{zoG7j
z@UXcZ+@a&W<K2dKEQtJUg@;|VJgI`vlzTTgrKAR1PFJSq0cE$yaZU_ONW}-I4!8O4
zP=L^?wp9nXh>V1WBAjR;v3fPbQpVHJR0Cb7UQosT%|E?ib2eb5Eu~H$^H{W&6{UUg
z%*8z8@*KBPflFFkxAO+}xY?;}tOt(#k3t+2bnuQfKLQ?JbQ(*`F0m=@`hzibza(j9
z@auk0mYoNXjh@)+hb=B-4LEqsU`s>Eq!)DwtENS2mpdYfZqhw^j~?Ci>(6==8}Yh(
zmcgSpuzJ@}Em0i+U*abhhUt_x9M!O_4=S*XpZ36EOrxHun7%{dAwCK<T#?eJM?iQ7
zfBJ)f3-OHZPwNA@=y=i(hX8>tpbfeEk+^*3BPKTPnNKF7FTeSzc^uEYDXJHA_PU`$
zqs|K7Y`vc8%s^WF)wTwK;Y@h{KE)Ac3UY`-ExmGifC`K}5prV3_JxRml*Ac<Z6MnE
ziMgeSI1ctD%+FpeZ<ok3tpCFt8t68^s3B%Ia6-fQCu=>tj-nJ!RZOhl<P<3fvB_`L
zON4zWj<zd`%SS^tmX3#16_~1`(PIiOW`jZLwuj53jtHZF=oqvqOST2;65KcA-C|>i
zLV+}hQ=#DH&$FF2=~8|!A6%JEC=#3O{p|rb9w$L4MzE5vk=XczrLOIm#C%s<gW$45
z68shF4-M>#oXUpv<c5Hl;xadH59TnJ(bEXM!CnHU*|PhLUjTtm!+3$!obr$d2;BNS
zd+S6-Cqh{atrO(g+~X&F&lB`nlUT0c=NKq)LdX@75=c*ZBygoG^-00whC)*ECFpKr
z{K<uYqN;f<!gkhVTdYTu5b_rLo&g}qezCFfCNK$Uw+4HQvZ*y)=FN6277YRGPC*Yr
zJr2e0g?JT?nYUa$M?D%?Z{eO_yW`<#vEpp}rFM%P5nAzh)_)bMB`DfJge4|VIH)Y4
zt$*|OlLd<*G{R@AJYt1@^yux26U1~PeP+r;cDMV;4#2=U+3N@lj6#*MBMq>sV*E|^
zcl$OD;yU4U=x5!(1%LU;&9P22@0pkP;-nwq3Mq&-DsYbSq+W1pOETG`Rm_A2r&rZS
zjL-FRY51td`kyUqy+Ez@r8Ac6xJL=iUGA!4%qJOU?|9h_-%2il<8$H&K_TM>^7WRD
zN{Z861+@i6%m1zgccO>uGRjk&B6Oo%RhZmr$!exEB{rw){6jLUI${mO<9B=p>-^_f
zbk**E^lVYEsn7w&OI_RA>*Nv^>Zq+j;K-s-jBiaCP_zVre&YrcZ<6cEl1{#<q!Jii
z%B#4-9G)*z+q9=yE^C`ebFMiN^s)!iRHO}6;=`jdTX|_Ciu!~X3U^#IbzJRnbf@cF
z{xob%w`S3wF?_dCh5UF38!#>dBPU&JMDaE+m!15Wrhlss&6GR5#tU+bg6E|9&H7E6
zhuBuNIdS7)zF{Rl@r}sfqxfdwk>a0Sy&HR^f?>+~4Td;TSJ=5UJ(x=kFZfp}!{M@P
zXgA7maOk+3EX{OcmJ!)8o6fY4EVMfY*Cxxh>kU;1;RS`9-Iq!4+-ui1z)Z0|K|Bpr
z+<)3x7FfB^v{l>5KljznI`(gc9+2j_F4SaPb#KM%v82{3Ub`J<Cirt&0^--7SG;Pw
zvOmku)Y@|8lUDDR*|*IJx9PgH+uH8a=_f`fFs5s>>krlU)|9=QVgZHEv-R6=*R|CS
z=NcSusG^S3^iF?J`}0R?;FzDEX-{`gv)H0gz!i`19h0)2J$sO6MBet>hE0zqXD&v%
zkH1MN-|YY~bi>U3&d-Hv?_zR`F@d~>sbi+kW4&4z3rwd!X7w(A9y<-C>HLNQDi8uF
z{n^I#D~i6AFO4jz*h2mL{=NS^=GAU#H|$3!aKg}NM&*3qo4<pVJ4MHs(I-sIeyg%p
zS|tJ;A2=Cg_jn{opis}x)$aoXiE5i5Jhx&LNzg-!%DLCe9~FLa<ehj&)XpP$pR7=_
zr<UDTIbm|WcX6ruOeG(&w0zJfo?CFJI3l-rk>WlAwQnL#&{2jYl^+{s!5`Y{Om)$s
z?D~bAm2CR&Hr*Ko%$9@Q=jL^L!kALcht8<dp(96UIgiisY;U}*aK^<f2xX1a#Its3
z=T;O=nEBruJ_X#SK9_mK8_J)A1q+n-6W{2q<j?n<xDD$ZY^-GCD!=2Uob?;ig^po5
zC%EEkg7YhO@6yMT6m*NS%3K<3ibUr%X0rSV{6!cxQk3BiCk7K^&+t4bXeMY`I?uZC
ztj&P^$SCkXSkyH6dpzM$sEjZ$LAeZbbj-l?fp3Ko*^RQ60>KkYB_YSFNj@0&fok0t
zEp2ImTlqbj#LaZ~t}%j>Tee<m6w#}5=PY#<E{#;akD%V3O>&Mov&+NDrf-*L$YBDE
zv6k8o_YuZeXQ<jl4f0tkZ{{G^%~QRl>Smq2mR@fg*uPamZc|`v3-?u>@?&q`ywlRw
z%r78$Lx(<JB|IV?cZZ{~=h~8mp$iv_SMX+;OLWB_Zo9?XcI~HICZbak-WzSKsjqS7
zf9T$_#I_IUw)yKiPDFXvMZI=8SpwNf4^Vg{+b--F=Z-=Wimn~xTuny4dC&A-A5@Ii
z9a-Vzzp0$(kd?pVeCpJi>V=XRLe%hPru^}ltzA`m2lYBqPkoh<Q~?mWk2RF=^~B=P
zQ}ySDIR!TxSuUC_+B7XE#ylhZy1Wo-l_NfXp>jsJQc5p`f5)U^ZPfvT<@cIy2;WSe
zpsr6Td3`)T&ycfK8hHiISHNfrj4T%RxwHI8QF-a%^cpVHf)wdlQ_h8X7nW|T%8S+@
zy1#N?j3;atWZy_rQ9d4%$!|R>B%^4u7+mWoTpe@$y28d3i(Ti&eTNX103_LU)j8R*
zwD61<x0&RvrsYLH<c2)!+iRDn@GOxx8<|h6dV>j{@r-SLtdWVUf^}07uc8N!M;`L$
z8EMePS!Q>yyJ8=&d>^VIU@8OD8?N!xdB%{<+3X0~cAJFr5*fzfSAk#KTf4OulCm*&
zS}Xl5{Jxy(UEm_JXBQ56YZrK0e)k#8wOXVJS2{TxvRX41P<!c0lbKPskR6t=5itB^
ze!k4bV$w;X(+$1jV-n&r!|Lo3FO@PJEl2+&NLk_m*TGGzpJ!~=G3a<=zxAS2zIjW}
zRfLWv&q#5*SAaQ3TA394t>0kp-B6{RVQxfD`lM@8=367LF|$R3d9W7g+7SBEU5o6#
zag1Pg3^ThE^}4|{fArdBm2{kHG&*jS#9!At$}(rRTphC@@~P`2Vj=6xLj|ip2Qzu?
zghqBI?f?Ztu)_#>?)W82IKR*6&Fa^3X2s16KZF@6@FRx!vl|p*0xcQSS8!_FG;f?!
zI7hCTN&VEpdIrx8Etm;!FISOU7zsb(2ycfl69FpN-~%7M^K`F+arEPp9@r1G!yPD(
z%A6J+f}%X*O-y1A92uYZ&5HYH>jGv&{Nqc9*FF)7_)SiqsVp2YA-bix|F)cY9e~kG
zi)C7Mr+(zeGR)DwuD`MMcm`ulsP0n>^^c4aX_d6J`ZDD**Y&*?IC(2f)py-g>(9eu
z*e_DFrLI^Pj}|HLE@ZTeANYq4FIcZt&9LkG@ZCc(i5%xMmV2eZ-U2%%xX`v!L?EPr
zPf#o1R-3v0WjuOS^_UV)_)V#9dGxTDs%Z*WY(e4-2kANnlT+NE5g;+=5yy6}PA-MX
zP$#8zLT$5$a^(tzh6y>9UWR!fvfj_ypB-n#qdLqV{^1I&=JF21RS(6`R<(WZwI;a7
z74Bn4?LKbm&X#9?6WG_@ebWoIvdN5zPgI9w!rGr_-b?GlY5J4J_ZU13*KODQ2jG_D
z<tL+MHzO4AfpW>@p#&;xKb;r&&D`SYw}l>xyA1D<N0iA)oAa2FYutDFW<H<P4L*i>
zD^UL3)Nm$$k)Y+JE?gaVeU4khPa*tE^~|gCA#aIIn;xM$2|KHqh7-u*sa%d>MbVxT
zUy#h67&`GNe)H0z?o86UtQ~&Mm>9CEqw-RS#47H>ko4TH{o>k#O-@<0BaHieTR4l-
z7V5WF^A7bmmn^N|h$|XS72gfeC0kXun#Dqm;GVhl?>;;ra9j?FDyO(MEJMX#m82{6
z@FO{aP1l{7zF?8KBr@+1e8%}JCiebio34{>gbhZ*uTsD<Jrcx^50%N;*gfe8d1Hv_
z>n)j4o*n7zbC^ys!pb{VjF}^eDeZrhoTIp&XCTwRn4ih0P3HOa+r*GFLG#a)WJcok
zcC`kt$X-yv`KbaO|Ah-)<EI7YYw4f}nG@TF@;YSy#R7A92ZLm8M?-cqp-o&EXuAO=
z{WE3@3VwLqVt${b3g2*FNr7RO)8PfiA>lk1K7Y=ZVi}32V~h0^=sX<doEUA_#fKfj
zFp_G8C-PN`Iv!A~CauP1-rrsY$!WOAJV#Q(>2~94Q|c()lv(_npG15%t|964eGkQe
zZ?_kg)4Q{)Wli-xzg9>3jLg^18JAQv%GxiY(+V_}0zwWiC#3BB5V9LRyv8Y|X^+>k
zcZ=I}xuqCTkE{TDI^}G1JCbD*4UKASUp&~v6z5rqtkze%r%Lzh+oiuumB8w@eIjmd
z0MdBHEH|iAzvN|5h^|_bXA5<9P}WHN%d^;lBMY|(ak=XB|8BsKqW&r(yGG^`YC9aJ
zi|&r_Q0&|c#APaWzw_}P@zB&7+1Bv(i}rl_OZSAmZF7;7;QgG6EiYb94vXIv7wraw
z7eZq%*}5lpPdZ{(5_Bhg6rB*oYVFCO&04UYnCzm>Q<aaFuajKS#LzfRGd!C!rr7of
z<Byuujv4*F8h^P7kG7{diGJT52;2Oa(E1oD^Ye{{Ed=fvLShTy{bsh&kQ!U^MGbF*
z!J4w{L?nTvx`wp*b3_Z8G}udug_n%?tv-Lw$fgq7Y$>qj_Y#-c$Ri+dODoMc#=2yr
z=y)v+uiywqx*@e7&4q*sDe8=zi;6p6w7vQFkA|!ob(N)mWO(^-yliTueU%4IwToYz
zer=uask{r4?=%vZv3!DQ>F@qfVdd$ui;KGP{BLhV`3hxq2+0ezlcx31-DQe`dCyN(
zJbX<ax{v^I0~c&&{++K;$*x~9MHDGMda2HOu@EBJ&JbgdN!LiceCbN^txevEs(4r>
zecLI1#Nmo;f0g1w+gFBczVP82y3DTVU0dF3ZR43S3WWF6+1_ZC8Qzf9I;WmTcAuAZ
zr_?cB=8>8AXS|Tb5Jh;>PYvx&a9qM`N5ZNKXZlvD>J)s-y6KAqQ`TgOA#st#;rTPb
zzkC$0+&PlRHtF=eKI5PS^Z(MYRQKOwx@pvyL<nxR|DQB$qC>7Sefs4S&78c0if)#(
zHUa0uuZ|%NZz$T26zS(8D7)FB@8`S8NS(hUlXRKi>s2p3i(7&8J8Q?XwB=py#vY!U
zsprlz88tZqV;RN{Uedn5@zCWF|H7ar-DEv^?X}gdzU!@il0P}T!ttE4xZq)zw+Y@u
z2TU=>Y&F8Av6!VrLh<9?i)PY_fTUn|FZm$HVBel&?q-m|sTvr({JHk=l*n&CuLtc}
zq%XSB=A3JfAKX-WKHGCl8vE;~g>Qgv{=z?~J_@D?_avz{k8qf62D`7_p9#y*jlQmX
z`{v~QskKR29^&OSH!ndDsYkKPA@)X9bmaPq;%3D~x6+%lAv;7<BR~N9M&Q@KeJxW+
zV|)<f<=ugk@%ddse{f7amZ&yT5`8G*&4MXM%5qirk~{DDoCm(cFM2u|HC@0U*zZz)
z6a&}2io3tfNv>mt-3)?wTxM!wG*|~s9=}N|7>3rA2X@NL|98nmVvV)YPqufD#nvvW
z#XshRR3|@HL58q(TLkmh3EmQ=c9wDy6aR>W)oV`NuFPYcf&<`$SX#>+Blq#(Zu*tz
z+zv^#<1~F|DiesLE&J3})>f;i?58iWJc<*#<z$s8n$z3s@OFWxkWOb>GJJ4Ve#WIF
z_d|^i8@>y#e6MLfx^4gXn(u(tulwi4<}x)y4tuf9A|&6ev0d)?gYQE5q>9~1NLNJ6
zek2`8kB(btjk&Dmhd=f1VHJ5O3k-ubKuh%+-O+TnFZsCHKW9cKN_U+J(~``g^)$?E
zM&CA1^1$EAjh{zu^HPSU?rS&JXn%eCdx>S}8fXR_UBG41&z>vhZ*8D|GM-c4-UAGJ
z($a6)t=vj!x{%fMl#<BLSw}tDhU(ks6@AU&Rnn;zj~_zOx^oGPOxBHJbPNna1n<gG
zujldOgtCgK*SqPDUlfnoK~9LSV|IBma8idF5_4lJ$e(3x8%=a`)#2xoKJdO)?Sx;W
zegE|OB^(eF5q326?Z+a0?(i=bl$#J`Y1d(Y&;%v|XbIiYf9^n|SOG}BV!MZqqj>5!
zGI^A`#@cm_$ZtN=lq<c$8ex)CrAwZ9t&gqviq1t$DEj{BLPs)9xY<6=`kmcn&NH|S
z8-n5#$UBe)lyO67<|hNF!q3O2hG@6@kf$?19$^O9aqU&x4kdLtAQ@u{&|MEOG;;xz
z&;gp@4`Z7Y4D>2@3770cX<w?PixP9$W+h!&Q4GZ&D&XI^-Q-$Mhxtts>adZ!ELE<+
z0wukAul1rM{N&F3l%Rl*d9DPjtn6YVR`1(&PIUC9|E7>Yr1r!&%plS_B-L}!4g`WD
z{r~-><{qDE+n-vGbP`&|HGTbR3vGAAf%4pP|A8_qM2#8<J6@6zeIW0l>j$KorwJeK
z2a602b?2SUs`B6~Jr?>UV}y_=;GszULCXw}k^r)O`<-&r0<Vi#Nujm%sk!Kd>7v$&
ztfOq_=4HR9@Lscd9~B>Abldf5CZGPBRhKta!k#V?69zMRPtLKyO9Et>bXf}cnDhOm
z3P8Wo1%ddP(K_Fp3FuJe6%^C}ZKx~>9($82M=VHn-Na(C9pVteDgOM+=g(V%spD9F
zAAS$Tw)CTy-!OUVaNC@^Qts`N$-3cOe<u}9bF|Gqc(vYWvtwP~mpVME_@6n`zk5yd
za9<8>K3$4*)yTCRZT*;M^$O%e<>~qKe}LM1Y{}*$;>#1~u3j2)O7$=d0Bd^>%?40V
z5B5sf$ZY(R=5?iyUS?4T+%^Xb(FiZIZQ>mtVE#_=f{hc;4maFn?R_<ymcBB~X&7&H
zBI(TO==A@>Iugay5y=XW=Sew&hy><>%#SJ3r>>{$4js%1Rb%Bg5xqrjoy87oE%`T|
z9SVtv=o_qbsDvI3U0-BJj4Qm;JkP1P7MngDUTpt85Y(t+L|$u#)Gg&Aix<OYWmrvy
zm)?q_$w=+i*Zv@rN*He-tCL23r8rs)VtycsA?67lgc&6R9C{0}K;AU6Nq+c3WPkuY
zxWBuPR!U`{{ns&GzFOK9U^SX?cACUKFD>)CpCFKqcPfq5+%quXWt#`*rD%qK1377`
zvKhV%lre6>okPdqMBf>ix5+usCzSiA`+mptMF*rg#!5w7v%bQ2&3TFhE$XLFp3DH*
zc6FrD_R}-!lz|CA9`oV9q(yqYh~28xC*F&2fiyzetcB11oVZtsY!uGgHdt~GbUNqm
z*j*X~Qg1_2;5iDlh}XYiH~#YZ@#zivqaMW=^a-~b{lzI}`trW*-x>S@cYL+H4Y0ui
zcTF~cQ>czNRw2L9W16jJi<53UCce<K8=jCm<Rc-_>;G!{!Lxj!jZby&oZhUq|GU%D
zt|k2Vi;lqdegwDppK=O_pX6vy$AbU~cfHZ6r&laQw;#yxCtaFBlp<gJ=*!bl0PP}I
zE{igDJ2kZsHx?A_xmE5Q`%gJxY$dOqbO%c2d1vqMZr{FKu=`ht?b@U>rdMXL#7Q2X
z@*^|xkbB;Y8S8b6a_eIL(SV$;U#7fRV<q;At*|~$hDu1NP_&PbX9@{*_{!wA#5<0F
zZh_dtUtezxnJU>qf#Fng1B~DJZp3^>=+0XkE^Lp$aqCYz8?Ac<`$mhVr|oLe*YKVz
zNAXhiP8V$cUE0<?%xtZyhyHfk*}sgB?0b{`^Y*SUA1OX_v*C#WnKa33QYmv|HO~82
ze9y+j>(P7@4&1*D%$Nm1`gd}{o7y;D{~>+sNR6VCRLG$4;luy8&dm4iQ#$eknN7Q6
z57Yv!UiiFdGR?6y6ptBk9I9$x9|AaqMEh6^C0YRVYD*tSl-%8fcin!P5_P7%Ji6MV
z*(}4H;UCo0v^<233i*#e>I~7}sI}tZn#j7avZ0tlPyf?D!f_-%n_9UuzRlxbe9$SZ
z*v5I0ZZJ9aajJ>xbDiIp;B@KgM)`W)M?-^2YYeXmD3ZB6a9<d%8K?pYraHacj;EQi
zd<J|!dk>(Fw(ggzrxRYWOW0Pv{Kr9AO?LP^OEG``yTf+l%DO@0+bfd#NGIKbY-Od_
zdS8&~3fz7<uPSWI+qLxn@_P)YJ^kg=E0^qVbi8Jf#x?M;u?mse$~)-f#DMpav+M;@
zqXSiIg|lM~0Y|EsP};YF?BG>4dh7Pv?t+6)KFF_6IoZv0GPZGF=My8gJYmc(maJFJ
zS!>mk73vOgS~$Y1e$m1G^D)bCaPsWwR91Jphk+{6F$Uqz2qBRdr%AY^BAO^u8=(I&
zZ59B%_E*J@jry&bZG-m3=t^6>aNq9s*e>WX69ypgK6+fPDBWF9NPKwN-$^T>!as++
z`J1t=UF*&3+O9M~`6K17biy>mJo{jWP_CTpS!fUD;}t9Vm-@UAU?&vSyY%B>=0Npg
z0$DT=nn*`_0~j;7Qy*nQ`1|=ErU9fzlLuyGK!|MOyRM4@$#;c_fte@@Q>nhi(cU<>
zDa|_Q6ai(l8Z?>?HU14r<XYc8WImY3FBO8z%*eCG+^&1zPfc3NY~K_m_hA~>sP;ZT
z@SxM(?#I9c^8sxUM1@%c)F2?FY6GE;3<RvJv*kD#X&`F-{p`xzfF2C~=mm-s7KYN;
zK@xz2MzgIYC{}w*N5<qEJ9zrWV}(uNW->M=FmILyHz1D_b+ixFhD>lDl$-uUvE4E+
zYH1TGdlwqE_vLvi2TR|*yTmQhEwpasaTCjV6lK*s#_!1^HX@VcIpL~9>`o79NYbym
z<*RNYE@ZKu-JHkI^psVyJbcHvQm>7s?`+*>5+Hsobs@O|L4YgbX&5V&OxLPQw-f`A
ziA(8+|3yIX5nWMqI-l_J@1=&S-0wZ~+ZHNKuA%;f((bMkilsUyeYSsfguH&R>+l{r
zk6HhD){DHcDrKj5-hGISOZxY+^!Be9#wYlCNMmn<-!@X4!7fawtz^56afS*%uf*!9
z(xi?K)^0Wba$;KS9Q@_|z@BozP)H&iW6WR8_M=ILQiN{Wtdy}TD4y0J)E{54B8L2W
zSMb^)8LLSWkrnJME7}aT*^S(bGzd7TZLRUQ<%|>b*4rC~tvL9$hS|BOwfVQ)zCQC1
zdygid>hM1OG{5Qe*C7$1o^jE-T^<PV_BP6pOwGOb0SJJT{(Y%Pc(B?)DUNyRo&O7R
zGaUq;(GH<!M&TiseeCWkla`_cH&;FjtB2UoyxDs?k|S$#A$?9{gW3;mK=~!Z;~{%5
z$m0*WAeG^vVdm{<L0W1KD8c{3429HBePe=RoE!=P0(hd44MO^vS3*kP0Q&>B@pM0-
z3qx}L4%wjvR^B6^`oDdxT=(q_3NpRc>)-53mG>|(8fU?#9i~OFG^_ghX$a8tjGvST
zp-w5ZD`v6&heP*^h1$Dd?Op_sS_zfrmm+MB0)B727QSI5l=Pv1XYVBf$4xH+r75%C
zc3)vqDyDcEtJ^uGmTpArXwp-hr`+inJwyFUE2o%u<G}yII#SjFCDze5>6OwnKJmWQ
zmcKC9W<y@%Ok7z~4L<1l*?p|ly}G-fJwS+rSK+Sg$osiD{GQX~gEtyqt~8XKQhM#@
zL9ZI*ZjgRjF>W#%a?x{K8@Kj%;XD<4uy<awB&Fdpf4(84M_`tE`qAI2;p9U*<ugrY
z@d51R#N@={B-ykgH>uvP3VKtI{~Lf7fe8ZTN(>PX(PLHGCRYsYeNV`MhYr+Lz#WFo
zO?W4eRd35yrsyUy9}X2lEvEBg)8=I<&(igwH5`1;w3&I`?{xD`x0;-ik=%nxG`34i
zEIu=R7^&5D*_9vD2i0y#CTAqa4=PhOAJu@|PI&YL#_x*|e93l=mo|oHL#`*34ljvf
zr;0E?6b>7XB<brxTc)>jbkrmvUZmIVud>Jz!#PYZP;^jR6sx(FQ126eN^iLGFjBxb
zz3?Jv>W&dPA6~H2FBq4}6UE&u)D7J#>;7riB|Y(PB=(XWe+0MD&bf6b@p9M>^e%_I
z{*xu(Yldge_G2Dt>!w${++QWDlV#0TY>=dtWnJQBAH{l-a&Z3A)obiWwZ<H2yTWA-
zdw(LQUPy3P5Y7!ZoZ0i6){{OqZy(?2Umg2y67c7E3vylq(-6W-3?tMox<R61)M|g0
zap9)&#xgc+A}&|Y=yc=f7flQ=Tx7<t?X8V0g2VDem*XW0bZ#8ak6m-{-LLjp)2_RR
z(L<46BC^BJ^ysl=uQpmLM0{p$n{prn*(gtG*~kP0j_hE%zqojMO#*ThslOMn*XZ;z
z9(@ITd28=~mgBvEJc17Bw$M?3f^-E4y0=)A%yeS%ED}!(eH+cPTiJ5CMOkSz3UZfl
z$+z8^<(4N6T}1d%qc!<M_D?$o?FeaFHUjVkoa0Zkn0fdz?^-cBZXUyl@$}Q}*|;uc
zr6-A@tBxjS;0Gam$)y+bsHy%>qvXj#SC*<rPu^L*ciiVG-UPF^v2WkGC#^}XDAM%N
zZ!a9O+vS3z&4xV5T4mSsAd{}F!@Q8-Kv~JS*3G@QL=*$%J`Pn(MaDVFjGN`u=Vdpb
zqYbxGOQSXYb?qNipf{*9K9yC-*5PV}7Dg}i-CF_Hb;wb#F;5;&vp$-%A{pxFW2-kQ
zVJkfbSxl-AudaWYW;PNoX<DQ|P3YB(-SOeFsOe$U?KIsQIR9Mx0l8**(1G}jdj_FM
zyj6<ruGdWVseI`bmn-8QHCmfl@cBfuM&G<to@v9|g6<0PQ<=SE#B=ZsX7M6iIT|TG
zKeF?TMn6Y5PRX@~J5zV!1wqoKh56NfwI@9%>L#8~;@<hu+em`opYPDCB8Qn#{~|J>
zL_KAKm)~=`=Ak;d-`MF`su=E3n6LM*P~F)b-Kz~VV7ux6{*G}%0)olL%#!G(KeTa}
zp+$3Xna|*)espsivz97QU?D99>lr$9&m9lyWE$B>tN7D=-;o3Ci&BFgpDY|H0wsoy
z73iv8u{ANvFf$@YgiTP8zh#@yz;i(WngFk&yGoOjgbQvkO|O~tWT@|*{>m^ci&V=|
zjn9#)zg*Hd+y||{3Nf%`M8*^qPbcU`ByA6zXV*fq#2tDwgChBg@?`K(%-55OpwzkC
z@IPOFgi^(@?PiD__E0S80PDU(3_1U|r^LkE1wGi9P&Dc|l=g>8nNIHnTbr`{-dUif
zoQ1(EVVzKM(y{rCOmX)|<Q2kB`@+Ou9=jjhx;23GF-8g-?%e-20G<BJy(B!P{?ZoP
zK)n~0IVmORyBcIhC3K0Jq!?Ht#}vs36B}TS<sa-x6Wo7vuFQgo_-o;KU7PsHE^fWP
zKctSm!}FYCiLWS@_<+m(2(QCVM+SuB9mkW}JgcLAOLLyYUY-kG>j`OR9Ec$->%OQm
z<ldmYA1Tf6*M$;f4%EpL$#%vH91|ZsXNDXu_Wd+|U!ZMt+RD`3^8IK{VF6M9wMSeR
zG;OViN}4pxj=v%O&s-_A0J#mXFRb%2F~9CagdFZFg&?Qvq1e!-Yvj)Ep{TP82A8!a
zM9K$vydmB9M9wtsXL(FyjL#qGy;yahGFI?!Ii79geIit<=&$5_IA65IZ&5SW1@7_3
zw01)XaJ_&J(h|3g^ZL`ErX~B?^48wxzok^>9{b@VnUq{S6q|R^O|AgsSU8j6#N79C
zp7H^$2tCr$``xPP_C@~JkCpenK8*799j_0lCIWlRtHz}u@n`}rGpiWc^<)XBNhS#B
zJf3T5y;5BftR-9Zw;BY8qaq6NJB)2~=m+ts$ay>Z1c465Z<(jQ5j3gQEi~y3(fd(8
z-Z4F!eZcezG2}#MG0#(@n~&a_H{_KgY`fxGXq`5x@(399+6xYil$}qX4PA9IP`H;7
zd0BG8%C6^M*o1$l$_j3yTv6^-!JX@BY<KWIrV3X%B-<0h>^eXF87Ar1%1~ki&lx1S
z*w@H)H=*LOvTYB8nTR6Ou45c7Q{o@|HP+6&Jkz}PU3B&RuY({aF$CFEVq7z=_ueW{
z;F<lcPs4pHflMUbz54#l;!%6*D%Gsw7RYM^;q+%G4_C!4%=fj{UPE*f|F%U9ljJBT
zKV%<r^5qi7p@!-3B|rZ(GbTMYHBQ|O&j$xyo9MhSbjzly<hR)laO=WT%Q@Dh_cFor
z6f@(Yi+5T!Cw1|C3&v~tE1HOLSgd#NW)<_u$Mu}@x6`JsEH=Z}E_}itBa=2{B*&gm
zlI+t6Q$g<IyCX)E>r^+M;_9b~Ed(m?*G?PiBPDA#p{NFaHWn;R@pMl9#7M%g7VHde
zr`#CK^YYaHc|3)Abk@-5(#S-;dDi`~!JeY*^dkO^A{R5f5@Ena*XVR)ce;spou8di
zZqvH~oUp3I>$gSO-4%12!FzA9_vrvHj%2<NsStlO8{+IC3=!j7j!ij{2?%|A_2sS2
zAlI4`yRN@N_x|h@WyMsqyzG9Jg?+RgyIUkIwLWo<7~;7I$2HL1J3<LJJ$-0&qQs`C
z@2{Ohxr+*AsgJ%w4jQ|_;0G<~6Bi}>oT!|DiFj11fLoO=we7aEo4AMKlRLMY{zXq!
z==CWX)Xk=DJbaT=Jp9JbVsEDpQ;x|e3DXL_XMFhp34by&A`gb)G7Xs3r@+*|so%1E
z4yGPzZxpg;>J!U|so$O4%PZtKC_(D^D@t9x5Sw1WZ+}AviheI`5g+Gh1?F=25wN+4
z+x$2_NMl`Q5n6!rKLJR&+dpvZ9aeUzGNT%X;@@Tt%z9G0_~BI*Fg<i4ahuy|`qkyK
zrc^P!Ncn7es&Y+8c%Tfu_IgWV`Tv+Yg=x06K$?(F<|xZC39_v$VYrzPQ@{mz$KdKY
z?4}3e^SDy_F!jZ=Jzs0LmY)jxIBbP{XWmN>_9OfLxAq8xS>NiHM(^9}Pye^-;z5%U
z&kuFw0hj*5E6BO!l6hb<dyB68__kAmKid8M%^(g+u5b{EQsYMAr+dAAVXl9=5;jT<
zd0nrm)<0>UQ_Q1n`R3$LpXFad_IK(&c#VJ%OxIG;ril1np0SQ(CgVoHKJJ4AvBN_>
zdv4^s%Kofq^Hy*--8NYMqo<!ios|5Eeng)`>a+26=#0J9RIzq9#P<MY10%I48z{nD
z*K?+bl_6_9kALHFlk1QhCd)}hCh*sfOhd&wPn{+zYX?u(?jm%@VlQ7uoEVPG?FnsN
zs4@zj=`9i^dJlibWol%XqjTY{ziZl=s;?yz2z%E3uPrLMT#5SwJ0`aaN&UYe?&+h8
z<Kel&%G#&7^?7<mWD{b@e$1a<x}@2#)yldyl7<O}1l_3|4(|IXoBR#Ap?!2g!1)+a
zFKa90-g~=2ZD1k%l`w$%RuIuzAfi1rftGx8rhXl0%_JB5jt{MaBc`GJ!qxMXW3reM
zzVq+QVn<k)Rd4<g!dHeXaj;G?AyC-uu)Jl^3d~GZu<oDb1A|qvZzu-#2m4>Z0Z4zX
zgyQ)h5ksXQii1NL=Z3ttZz$ef2V8Oa2dD-+GhJ3zU39`yu7-Dz5c03Fb^gfU`>9B;
z8ZG1FVJ2pHml8l?$WOH}{jG2;XmwvZv6eJ<IQ}+Et@EsYvGq>7cy!Ii@n#WH^!P_P
zTA@eOtF6MMO7wu$*cdm0%XHwf5lCB2*3Zp?qy4<_Q?q#Q!4aZwd_!W5`GsEny|W>S
zc*DQGe)ucW%-gMt0J&5#vwPGw!5W<=MqifkThJj6U$Qt~4c808mbHYn<6aVaf|6Bx
z1V?p=`mGd~nW5cx&)8LfMcQj%c1lbwo5lnW$eSQmU0YaSZxHe@POr-h=Q_;6;^?W=
zq(o;PN$A?{Q-QaqqC&tQ-8Fy@)HFS)Ir*Ay=BsDrTfHluuGIbfv#{^wS&EHwf{h3M
ziJ5#vT5=9~?Y>)3iwIgdNefzx?K$?lG-0drLw$_8u|uHC>ff^H4|5h?!FZ_R_wTQQ
z`j7@vTZRF)Cd7H_K<&IeDw1MMX~YHQ>sn?y?CBo%+KQdWZAoT3cD^4b8&_KU1Cf0V
zjAURu>N^hd7hX@3je*=PJcNV#v>u}P3u6Ds)Kw5>AcD>wMW+{Z4`x7zKoDbiKn{|*
zdDC8EXz^B?%+Dz0+U0C#qs?+fl<PzPz6}#7o?lNc8#MNRG&Qp!Y3({$h!@`;2!J)=
z;DZ5bpb2U4yD2>4{Rl`w{G?KZ*-^!IT{&2&mv{KoIuGO`J*dmoYO!HYcaU0q`Gp%`
zeF8~z!t+A{eo2+Z)0e<l_RVE<nL5nGZ6}u94?a`FG#g)$<ze#mdsrdf&_?a2m4E{a
zJh1WU?tVW+BBf&tlo7g_Pm95{yKX4i<-xzxAdMi9Dno<fXax^$P!y66{P))975ZLg
z_-E3Off=L*%lA<ckkfW`sRHP4=vbP?9=PJ1jf4+5l?#`A`ZE-Q$$jVm$v)~6=iWLg
zd-sO3NLPt&QllV<+9tG~sf6>IYblVn^FcrN8Jt)4wEUQe-rYl9dO_2NU3&BO%FXhI
zD$uSa&<T8gzH8U+AOrP?&!O?|QkOU&Y6ehP1yPv{=zg>D4FkR8s{vD;X=wZTLxFdr
z-$v!w6?g*GsH#xMlNh4u!)vjgw~Q$^T8I5OnrBrM;xqAC6R~H_-aN0XGL-T*JkK)h
z`to-X9}uxYBy?wB=Akwy=TOEJ3|b>P6l2LxGjrsFj%qsLK?>CY$oLq7GwQIoh#^V$
zz8cQ0?y>uGoOp45nUPUNf_tw+H~qoZbiJXTUNi3My)^7o+GT(cT+Cqp5(0Y}<Z80O
zRL0Q+<I(*XL^%P$2C3BAK~5;SVWO>eR%_zSxk{<5GiQr#m)=k9904uubA2UuY6uC3
z?VDeJ5hFhR4ye`k2-TlJXgSE}2Z5p4os+HZ4%#}KYjcL_TivHU9|YfL@GDw!$mP4n
zd81{5j~}yu4>1?f(FvXn!JW^noQmm-@nkoaqD`J!l%o$J#h0ZEthP0>6xfaq=KJ_5
z!ddkbY0!5q*Q5Wh^?t+i{r{Ib`_UkORdsdH!@l|Inx{6kQkoADd#g=6Z0Bb%n_;!{
zh&vIROMJzh`UB)ROF)eL+gCP}c9Vu#U9<0YKbOI2T3tGNi5cET0mh<t<d|C$iY04U
zUOwK8J`1%1d{qqd;q<FP!9g=ET}d<f!lzc+M#C71Uvf`GC#Iec3i=v|(4we(?}|!*
z_JZ5fEErZv0F~mNY8Nyj1zio}a4+?3a$dZ6H6S8J(0&h_uzURY!&BpT4fSOq$f6O1
zks3y#*{jhBky=rmt)Ir3+guZoqW2$6s>ZtNT{nN&Y+mr*R<>I5Yf$SZrjR#uduh>t
z-eWB3nR{Xz%h~XuT7A3O+&tI#<<kQHKMOSJ|B5HWQHQQf_Eohl{_}dR_p<d=iOrQ9
zKpy@uovyq`29MQl1c5tp;H%Y8U0+gfUizV(6CsHYY5oZF*gIa`E}@Ba4@Jd9z36G1
zT~+VwE16*w=_c*0+i~V*6Oj1Hao+MkmiVivT<1K{E{z5K+6sW8ord3E9$JOb)em<(
zL1QQe#K%7|oSh#k%h__?BV*Tg4tHV>45{TSqSOW+w*U6Xo01uwXu=kd+ownbq&<M+
z{KW%VXSR|-Xu_=yEDxqDiul0rcBww)*XI)EuZ!D7&j6%=t)fRgy#ciHoZ@e93-h!J
zn3ig5zF?sLAmUq9n#hN26RM9i9g_2+f_eSGu(s;iWV-Am=7-=)`=5$m0(BdGKd7a5
zd^e~Eakwm)2YyxIH^|I5_LQK<e21V-cz&xA1oMT_3udw)Q3XAozKAXmOzue3eM}En
zmvzwy=DFqC`c-khJI$ilNfMW;!;a9O?IlSvt6T!@nKL<Y4A*{}IWyNA2JBwF(`7VI
zcBq99)Lwe(xr711p_%-GVqHM|QVO+?*@K}OBEUL~zY{q^Kn4lUT!+rgG8m?L0`~1z
zij)Td8C(tm{)ozzYt5Yv(BV#L-iJE<9jYIY`H2=4_vc0Nr>3~HP^+!^qxKu#dZwx7
z=>Our(bk;6*qOzm;<I=K+2K*smHe1xuVv&_<e!RLkP-P%M2!rzS?wpkCm=#_WRQ!I
z+}8=AZot^6+<KMCtE6r<kq+eqDq?hd9e0`_W`zJ7X!BzzDkDEU>a3DW=5NY_P3BZ-
ztXi4o6R&DOMF^u1Tn-IzDB8#Hu<rdyAUN-tvEU2Rd{PW3IXt2q49L)$(3%}RicUD8
zsadt4iQ$)jbNo#Q)IZad69|2gQ&uX}>*nj;gd`ks$7O1EB~(gMVFCHkJMg0b96W*w
zlYwvv7gU&NrO+Hf41d=?{pG>7(R22kNA2`ZJ-KC^wf)(~VXh&Gyzte)-wENut5H}}
z*yC9wI-W1n?K>Lc^J<?Ky4H1hh2*Z7?~A$9JAE%sj48*x?%(XGaCBL?3>0H%Es+bh
z+ATGtyfF6DY+;B`Zhw|3gKFCGNP^x{K$=psdTyO|RMCFgbmJ_cc%;Fm(p5SdI1eZ)
zIwT)CCE_*0I<KYXQLL=|Tv~*%Ir5sG@YgL{p?0M0-bsWF`sI(?{n=V`UbEGr)AXkK
z8VARB3-Quf_0fM^JFNQrq||+B=*Ow);S;DT(o;YId^~_I&iX$YnH)Q@*of8T=8lC*
z!ryYt^Dpy9kHrHexssWkrJt*vvG~u#Z~D08^t_`6!*qhi8agjJ4`jrP`8+z6BYw}J
zTljIDzq+hRf#=0(Xcr^~Jc}^Ac{Tbnym^cVlBH+ppxwu~X1aC=_2G=O9o|DMr^U`}
z&H0r;zDzI<1MOHng?&_m|E+ZDZ>u)U&rNo7vNpKazSybKr%CP|94mqj9J!MS^Hcjg
zwC{9(*4W&iRi9_|%-^S~!p5lyCxU(>Wj5C!zK=(wQptf!pldta@KO9&!aG7j5i5MI
z6*F?reD$_Mz=DABF=)jCi+Xo%=2<NwyC@xRQ#iX8K*0C?%auX3S{C7%Mb!iy4F3v^
zNf6Q7)elS3n80@h{-Qt#zYz2-KjYmc+3w%!!`$Il(Suc&EJlt*s5Ot8Y&h-H&M8;A
zP$l%^<!`S%SIM=TPOo_PQu2rFEfL3&579v`j;CuY+~c`~$9|4&WVRe3FfgbjO<ER8
z?+E3-=0Tn2a;TV0?j!d$rc5Mw+5Jvcz<GZ?$C;Z`t^jM=id-54?@Is)=KrlRJ#1I^
zKA#nHbEZH&+oS7BFN<52JAt-^EujGQ^t^+<>6z(&6*EYS=cs{5?;Jr-cEb`Ok*0sA
z6ua>Q)3svxIq%<oBMh}+TL|Ai5%P~P&Pt($QZ~-r&_OA7F!g+$@@Rh;?qMG9GireF
z`8#trZ!JJSN8lBt=9Av9@m&{P(VdM^%PNVE+m0$N-ew1i8*g&NHB?ad)K1u}=@}l!
znNA;2!SpCZ57hd6qd6vKu_EMo8J2|cbM;LSvK{nhS6%kAwqGzcd4eaq+kG!0WRgUB
zjpO=iNNPV%V!95YK4CSR9gVX}-~9A}q&r{da+7gv;sQbAg0-}VGAxd^IAwMDliXV-
zT+t<FyoN>g1_J9cj#~egWe5#u>p}<rGSR;mcr#B2FCI9YP^crgu3E|8OdM&0Tl(j1
z;gyc(mLq=$1fV}-87&RJ80mr>VNOG+pk~qV&$PT2;Mo|;A{0hk=@nbxG`lJv;%?)*
zPfpb`d~iJ%x)^+{KkAJ3>^cqSQZV=BV<+JN?mvSZz*1ExbVRw_tq^^Ij|ebKT(xd;
z-CiIxqE&S!)OKq2@pP9fwI3W|nr^jV_I25~H_BBfYZohPau}AGa#`mQ-*p<C{f|=&
zdQ7E?y&tzMjPRDIMVo(5#(T`D@NyMfrZLFbwsJajUvsr)W*I8Pt>sJw7-t^2PKSq2
zVgE~6oTMY_B4vuTqJ^2Q6PaqxB+US=jo+`rCYYSE+v=lR4R~v&r~>blDP^7iyfVpY
zrr(e+Z94J`Q|%{dR8YlsHw}J?iihHnun6eb9yL_%_Co#l<EL~ziK<4Ag$=%a>)jtn
z=wK>>HWaATX-s6EPoCHYokXa9%&XtZ5J6UiQYJ3#ce`Zl);HfFx~Ti=t*kDSn{SgV
zl;FoN>oyK@E<Z*^b{6V%<!Ex&x!wQ}6RxDV<pOUtb(<^DWELn#K~M#93i~-a*LMEB
zKU-O(hyAxU_p6lPCDG4ru;$t*MHpwxZe0o8twE*J8fQ(CS3TS}U$xh@1qcr082O`H
zcfceMUqZIH(Hvdj)%FM^_UTEfW;?Z_OMES{ljcHf!e)!l^o#5kuhXDTUv}so_I6cI
z8P16VirFIn%I__WIa7ES6a`PU6pAmfoDD5b74Y**i1B}~iFUN|(!etng{*m_(%+UT
z%{ONl3D4!75&QjNc7a(E4IPnIY+#90hmi$6ZwePMkZN@ec=uejF0q+m%-l>?VdIxP
zuNc1WoEctb^YQ#@<JvhWRvTy0TVy4-yak4?6r~|^`|rS@_eZ~a_?|!*3j{7E!KKO;
zi0%57^6rasJsQi|Cl6p^sMcI9C1(gO*&Ak|Q;Yl3smhf!enX4>a+FX<gpxJlYu1+~
z)l}7O#^AO7QQ)W2UIxLcf$3_YsO!w^oGh%KOeY1+wt~8+`+s>qM)3r}7S&oEmwBwj
zOj?2wHDu_A?B9hw_D2fY+7~xZ>51CRFZ?PJ#<^icx6aM{5L$D6l<ofM0e0XOg5&c{
z6zaIOFKURUyUCE2pv(uH5f3r~-my_Wq@|l)Iwo=9#D0B2Hq7b@AH)2<wZiD@GNwqa
z>BO=4j!ijx4=I_0>EErxUjQZoxKM$@c9`2AgjQ+naAFsQEQ+o&@-~h@6?kv^JU7z(
z-rUedzd`h1HHXEBq>HL@in8!No@MYYKo}q`6$9W76#~K?+{3TuoCe+UL`{J)9ry)_
z;z!#jT<Ot%_ya>DU#7fDT5fwywgJs@ngey?jhH=AUnm#K`<Z!%*CJG)Iyv*A)0+P>
zXHkU-!Y|wV0jGi91A`wVF6%YfW}F+INVT<VE(`P6PJQ#bK5ld$t-f(q4rs6VOb%y#
zpm4AhvKX$)f}9^JolG&|!LL@qvw>=wPCA`1Enan)+wZ#eAdcO_Y%CaK;gV&8qO$7E
ztNA<qf@!$?jn{f@4f9GvOMyBr2zKS~4P+f`>%UBIR`K1evR%3{6M762UM|wh;-x$}
zz8^((uQ$(|Tv!DIh!VZlYaWJ*^f-a1musP*#xY3yAvr;#=HrT@-YHCp(3@V3_S=2i
zJ~Mx~oi?m}4$A$o30G2lK0B{on{OWL+Tn^*$ISywQg<Ok6j=h=CCVCF5nEF_!di2H
zvkFqvQM=N)7!~OKG7Rs$-M4;arh)-Rh8@Nh;_c}(SCA^85Z`Cx(fGIdvoAUcJ6~f6
zwjlR_T;u^sb@ju8#sSZj^J#3nGj@dOS&Y?hh=F3-#9iF!j^<N=?BAKpHr!H^s*6lj
z6{tPPLM8p4a!AX{Oq@KjDW|?jXrttw418~a{>IHe)%CVMIMGRQyPwlx9z`87hd%HJ
z)s|zRDWXh?`&ztBZ=NL3Oh<g=-AGGpq17{>?GS6p54$7Jin#eFMT2kBfv`_sSf6+B
zpnttl;+l68&YD~G+4Z>dnbQYR94TV<3(&8l>8#gPyVZo|CwFbNbN0x?n?zC$>D~H)
zOedngZjoB4@`;e0owuU1U&1`XU&jlb<4|n+0Ze%<jxwb$U%rruK`GrItdqS)>Mrc|
zWNK`xm0@6uIoe8|;9+j0)944|T2HI*_Wz*{KL&U~_;%Iw^C=A0#ZsV8)&%#5pBMM|
zNF^<*)w<WVv7ZOLYEpN{IW^U;m9%z3@$)}Xj=absFR9-pgW4=Y%QVQ4KL}SHG+b*+
z)~Z1LX!gT$M;FMzZsA2yA5WfB)9jL^)HGPJ_0utZ!{t|eyPbv2q|`#N-|7$1ZW(78
zD%YUkc&k1>SoctsAt<;ezR0~rFs)NZ&BW)3IONyt<QV(AqQGs1A=y8W3r1roLji~Y
zcTlm`OL@-a!Jun%MCi&+{5UF7YqxL|`$vB*e);`d6%QwUv9<8r2I1|?7cFX(9A=hC
z7*~V-F_gT*81>O)po=vHfXwvh1e9HfyZ$D3P6;C3-x$Mm)(`Y6SD>gg4KjTcLh0R4
zPaTIu9eQtp1Wq4JOi(Mg17Z0@=#(J8pX{Nhf77PilH8g7aLr1<$bk=u5FDv~$JyOa
zUvcQZ(^r7)nAh*C-D>F;+whshMcHy9>&VyhaT<}$0j8JaK>DhL1TvIye=Z266eEGO
zX|5$f;4Ei&ji5!1>w%dNBnD!B$fFLwF2n<w1T@yED@%+9Y8UXN-LARH?kUJhdEB1h
zG3xQiEQg2op_7fyWA!q>LnTn`mkLJ`(tD&&Eu}uPTZ{mkaN_e>bG_r_m17%w2-B}i
z`PKfs!*yQXMvcvi(rrlB-QR(8aIebCHUU>hdqqv`5)(Z==Iht57o4F&B4tqcE&Cjb
z_S-<FphF|pIo35n;`U;&C~+@LqDNRx7mXHDF7Mz4=k9EFSeXI;Fg4t+`N>82X-CeS
zbJzP2R^HzOS#W>tnj0vu4A|YdQ;p0p0s&(fxg`~A4f-4Fmp<jz+g3T^#q_dEgklL%
zBW<OzBXoj2-``%NLdhGREK_QSmbn?M+v_Ev&arn!G!f>JPUrRD<Wt$+MF{479VyZt
zAY9BRx&D`7N}#-V%(YEW>e1hH(1N~`sBr*w?uiwbhG~t+)JEp4jT-t64~CVMo|Xk<
zu1xZ~o@^gQHAafr15-gee$Doe8LNy}7Su%(w_#nh&+N~FvSA&<jE6FoE+{m)?$4ft
zn{N+`*Kh`C#1cXGt_Qhvs|(jvh(goz)u#y#o-;pw-b(_&y}Rh4!P@bp-B_h$VNSLO
z!pd>cLhB~^W8r@A(6?gttfVo7e6uVhySaQ{!(7wJAKXG9O_<Wno6{hI*o#;MSi=k$
zq*pJL9gSQ*EWXe)B?FPK3ktrZ@1KvL4xgj*dx2+z{13)0WIL&6cOFtv^&OG8c~hOi
zPe|<gXu$D<f$SYj;UHx#9q*}A_eCtV%M6h^?_o-NwFv7NDf@=cs<gD!2UNw8sd%=Z
zpC2(Pw+<(Cbs04H`=!8;92j=%Y$tI96-h%EXNCPgv3>mK&y{;83F%tdlia1U`^Hs_
zv(y8m9=rN!+Izgv56lh(8l}%}NU_vz3RdlwYTu{=1r+nU^ghXd%PX2ocqH>#%S`?$
zh5}ZNg4w6ehz7!cesF5WNgwl+fjKN{`-43|Mh2CR5}&)CM?Z9eCN|#v{`^I|f9r%N
zg28>yRj2BND_0rMA4PqWap<NyyJ8uB=I_=(v9r~2mTr8@8L_r%mLEriHMA$6tpESa
zzN4x`9u|Q#2bbApYE@0+drld+d=Dawt}rquFXwdorw71&kmI&PcXCfgaWM&ywdA1-
z+1WK@$Xb}T@c-GINBWBXaafRn^4z*sWoSVzZD!@iuL3}Bh^|OnotY<3VW3~i`I<#u
z_xcr2PE?F*Z{9%C+eDI6ZpkPH0XE#GDuw?d#TKe8T?Bs7Ira$Wx~@1Z@-u2g69V{t
z1t?<en3pQVy33_0%H}e?au9L8Ho;3l{a8`Y9gFZF$06p^@nXNseBQvU#~QC7RuY1p
z_TUpdlyI*$uZXV`pf0@v!dSE5Q+q)?EfbiZ_!}r%6ttWPa<cu%#S7<~y$7m$=QF}X
zuYceIX$i(zW8d$P{)-ldX-rARv&iJIV}mAeM$`53pWuO|KIOgnJ3_V?RAcdst^qLN
zDBc9>S2amxk5aCO_^YOTF|sVYw(5x`J)09p{k7=LJ030^7GOAk5kfhN_GPs22=H~0
zxpS=k|L!3(JtGsd>83_77N6rS=R&he+-Nd{KR(bx$*~$|v8EQ{AA@S{E;JoHl!ceL
zOZVW3PFKC3uSUX^#<6x7I}sO``Bk_?yRW-u)L_#T&7QJz9<H>90~v|G?;n-;$Io?z
zy#aO{6@v@hDzTktjaAc_h<8N&O(KiV)H0v0U1A{R%U*bGG@S00{WoxH8e()C6O1{k
zl<#}(|1+KwF0EMYHE_j;&+J>7_XPcK9Mrc&T}H2YkVZ$w+V=(ih)ER+uQA&onUeCy
z2snF!&Tj6zm%4%)$59y>k;YjJ=SJjoP979?xKDSfPUIfub-=w3soUPARU~dXSQ2?X
ztp67f3$!b)W`TKiFxoVxZ9*4d9x`A$6o1)N|1zQ$ohb3SR+bA>*;m9{J)6?&(XWi6
zl@saiD?D59#B6pJBzu;(MWLBfO;f|Gm<@tF^ybfWVIACOE{D4-q~+ur{6A#9XH=70
z)GZuAL`6geL=muX=mIJr(rxq}dRLK>P^Gs37T^fddv6I4AfN)F7ez#*NhkqAlO95m
zE(w8e=e+M7-yP%rW55{X$+P!fd#yR=T2lz?SV=<#&Iy5w3ivL1G>d{p9cE5RJ>Xlu
z1BTv}fC~#XCJ6~;P(HqLtM{<2QM{<Qc4Sw`SM%asV38wBISrw64kzEF5@5r7?}B>u
zfSh@{r8-KbZz_+4AA<wMwF3eQZ%_m?NK~|J%A#Uj^R7|u8-PaT$R%%DVfhgX=3?jM
z<dFD;gu2dT(VUsV@UXV){4Ii1g`UPbp^EGZofh5qk^1}m!-k3(&vzgf9BWi;3vcZZ
zhbO&X?T6Q&FRR`4X>>6G+DPd=SWy>CR-S5~V<D&yH+)jm$;9fKmF?M+3R{zOE~AK#
ze%2h|ZVsKb5Q97<Q@mkctF8tX_ykTS@BDjdo(FJRcFdqJHYs3adHdieXU)tqIGOm#
z;_4yksu3q#Lht|M)@gt8VKjBr+iIhzp<I=hHmYkXyADb?kLT3Z(Znwe;)$emQg%L>
zW;O(PSn+y17;Zcx07}psL%n|=lBu6QEc`VdSDX>i4%xNYC~d)jeEA^}&zUVQ$}Lc%
z$ZO*ZOsp90iaXnMn8n1#D$OE(DyuH9%w;Yo*mBA~GRjPXZBIR2!VY<*wq(>#T@47a
zUIGT((lM2KNhV;UUXXn~048p;6OWn$_r<W-(Qi6ndkp}lk|q%c49+dQi_*b7Ycq9^
zU|#JQUr<;$4D3A>fYk(z42r@iKrUQZ3>KpXxqbH-=Et!sIpVe?H%c3lZHGZF8ZyoZ
z$>;AhFD$-(*QvVXHfaZ#wt4>^V3vgMooZG9md@)k^Ajm4>mF|kr~Ah8z>K9qQGxp=
zRh&U!AW!J$%BS>&U^2Lo>BXb>nws5zUsxLg_sv+~r1<LF+IrKr4h`1^=hUDzn3|N9
zRswEbt5)h>CYURa0{uF*qhOv}@a}XiF3mzBMPxV?^f3w#54^MUY%T-Hof*<o22@d>
zRicFX?|n_r57xt<BD=1iY6fN_BO4x!YTzDR2IbOZQ}oJoeuXQr%QGJ;H5Fb1F@lzC
ziB#0xy3wLVn-<)M)S)E;U^Y3`vX&O}vho~(d6^V|{c8Y$V&;Yy{Si29WFiw%X84Ll
zmoD_4Q&&I8#Q0Jh!%Jr2^=}J|IAzlxC8oOVyJ{fxA%9dymakq-6i<eZlvD!EpOv52
z6PkFVCAU$ZHpfj$ZZh#M@M=j5k%p}vYReWPxCI`LH~65SPS?N|PCxx&JkBdb4)n6Q
z*8M)^P(%SO57PZ@%OaIcvxha$w{t-67-(j5ZQ4|!8BLIZy=V5S0YtFM_)sXC>o%&m
zA+_7cGrYenK*C{jnmMp~=~<+w!aaG=Az!)PKSKA=ab^3V%CqXEDiwsX@;fKJ+EbjM
z1Df?T0<?{S9+)rJZct%I_Dde-jpGe#$VIqGtp~amz+ZVEzp~Hg1Z}B<TuB4;7*-S%
z6l|T#I|5W&-!9+~?HebnTtUMD->5l6@VV1bN=t*GhNh2rr(p`{M=Krs-q;1Wim?K#
zYeq&LqZ9qvpkjm8CdxStwSQI-y+jlMQWNkbEy1m2vDU41Rpu|z3e@heqO#k&LJfO^
zW<W?0J3S7%ZS^iZ;=Yot6w*TL|8O`R1l&NjCVYrEl!k@|6yz3$U`sjI`Vw&+lr$iY
zcS++zyn3CqQo&xl{DAn`ZSu)|gqCT_ML<oJ+QVuuL1r?gR(^MJ?pA@;gY3yq6~WC_
zwNoJ6ndAE`ZFgcjEWGzJLrA5u4vy;$lfg~`V0%wT;FcDFCj%##n4KbSQ$eNdcPF=3
zP8(<bmn7_XB8!Vjz<Abs<#o&7*(lYC;QyP^?Xz8*Y9_!uJ0jUK81=%PbHt+`=xQj=
zSjT)w23aKB-K(e<_$oR4+#wQ5RbaJ%tCMmXimg%cWaZ&m9O9_Cxzj2-UP|-$QqJ7>
zce@T?c2DB)Eo<Mbp~sV)CfiPdAPCdlx&!xC-Dn_*tr1c;V-p!v5CX8R+Z=p%$Y7kO
zBaQ5#kw{%hG4pLFd_U#^_lSB|+b;uvn4cH9Lo-tTkNkxK%cK#|<iqx1Z+()q!GD8s
zN7Hd%^IHXbsXX~bm_S2rKRXW!QQV42svCi(cn*k1`TD8CNB)h12EBy-%Bl2dr~I!w
zw~+ruZZ|!nT=PPTJpwb&FTiNn>Q%;#))j|gy2|#JLky(h1IE70Pzj*PTk`N~*J!A4
zQ1FIbXh@XY1mx-e-*fdi-v)SqgBCmey$Bqkd;@Rk8O^#A^!Il}wt93AI5EY*%|aIx
zeZFrBKoedW&0y!TQmkFb_(=`mygHC<Vr}-J5}@!Ye-xYyiIi^koVso^pD<;|V_2mK
zN<WvYHn%}`?n#ZqoN#(@H60|Wr8+}Zs7v62dGL2qFh(ll8l`D@vb<EWxjZ{O8?T`{
zjE*DjrIYrE<Vp?_x$-h>v7uQe<_froPp^E?FWZM5OOD+kgZC&~qXbNGia^6oUp+P5
zA!h)T02@7Av=obj?C)B?aGB;X$||;CVriM>n-&7P-6mRtmmIE8zlJew_xuA)`b_RH
z?cq&~2gGlVhzE{n+Eyl=ca>|prS*KNxl&`TO81Tft&OwAr^5GO=sfdda@v^%JkO8+
zW;-W+G~h{`I&QD$tViU}`u6qU&+Q(qq<X@KevPS04<@n8(Hej=YVH?~EN3xOya%N<
zhcNm^lfh6XhY~~y^>pX|S<L^I<Lv*?%>z)D597b~coYI2JR0D-#(EVEWEm?UCB?_x
ze6j;Pc`mQ`2On;#7V|6v=|>t20f^3RU!Xx*0dCx$)UwJJ8WlPW+T<Mkf%>KXl(Nee
z1TZy1i=VymXKnfxvy#PlqoVEPn44PtN#$O^992sIVQ2mKP0=^|Z`naJ0i*&f36swr
zT>nX@bS%EwNG=;f+!<aUVEX<BWfCO$B%9Ol6+F&do217S2QGnQk>R$I;mw_sH?(Pk
zdGWRO4t{=hF*1u+sNhae4iIB{p_BFCZYQwqU8(P7z3l>c?!g>jbt3nA5Lm|8HS}l6
zcxJVN;lqN^Mo8W_zSX4gT;4VF<WK86sYtQZCI8wpnhNPC=n{Z#>n#n{v6movzpkzz
z;L)-YLrc6)L({iM{hh1)mbQRC33Ti)kOMn(Hr8k|YNOm9LrOq$_BmW4Vdx)P@_5wR
zObLxC9Y1<-q{$+5;qfwXL`F(82)%fOEPG~hTYmT8kTT?e*n2bSa3Z-N)bzq_Hlo@_
zbHw@lqWxo8-yd3ZC)CyMtx?QGoIEy?xYnPKw>WHAy^O5>USgK+zlEIBdIfxfFx}w$
zE!Ab$YXe5V<v0dymPF_WR@&tx&_oNHcHq2u6&ULnfZP}}4cy5+zSx3Nf4E^4Uuo0Q
z$p8rx+pON{jmB+aVi0(FajV_^1@%QYCD-F@*B!`AL77Tbno*&vadDMPG&IBA#6r8d
zGFuiels(tL%-FxYUTIRg5g4^Y_|9wW4{|w3?AZ?^WhT0EKC2(yYTc%%&g#(YTlVNy
zHB)X6Ow@Z~*t3+^22`)t;AMLibqpAXCI7ugJSg&KgVZ7CO<`Xl1dW1Kkq@#lM})>4
zb+zFYM^)xJG4G#jBZ4O&2X@wjRWC7|-cK;4$}1$f@#P4{@v^|?tPSZ*mfT^)oC&%=
z5HMTR=X6M5n1`S*yn6Mj43@ID=7bryYzeBbLF^8jSfGjaQbp=kZeyQOfIqjNblX{O
zJ-%i03+Mzm6}Eox%D$R?2Qu)YYi>>YAnfP^=nV|hEc#^IY5qkY;x2=Jk3-(Xy=IR=
ztnnl@98KFzPD=jxVV=dxez_!^J(2_W@C0P42`<^VXr!^yeGwx?{Svb>kmnpj!t%Ty
zE_q+(z1GOIGdTWM!+`-{eD1YvC1-qSCN1Vw-$xeyVhOH;V0LloJ-eTyr1yPkcb_N(
z?EC_sUQP&m_s&%0egw;PF$X{3?}dRl0!fP$u&i>bDLIoS2Bu-3O`;3!R@Y2vxhA$|
zwLFSn(Lpb1rcS2u0!?3Ejb=AK_0$!}OoIH&VMm{6k>p<vwKcd85pt!zg&r~$gjct9
zVuKou6{gZFVP!0Wq6$l2X~4V4@5J=vcI(qxGZJNu$TN~t0GZ$fZtB7&6+vHIXl7%J
zJy%5>SC*CpbZOy$<N^A{x1Qd;dw0ankZrQu>df}+m+gccVeP9oU8o(ODv5f;aF*Vv
zKXwZ5{IAumw0e5ozCSk3BT<*`>X=e>B3t_R!E8nv2mV{rgZEt*e!#yOR=oGxc*7;|
zbpm0H<&i1dUs@mPVU7?ty<kye_^*n087ecw#4yw*-k72B#k!(+PNe@U?Vc#77uJ@E
z(mk5(k3XQ;SBl>Q1qTfDxC&b}RNr@-Dlg6n&;SCyTIh0bsn%e$Vw9N>JmapvhaMZ`
ztf5N7PCG*8Z2_}eg6rRz&u<I9r?h|C%PTpso<#ffg@e&w9CNS1@hCH?s8i$`e;o2*
zz5H5+k>1`v;Ru0CJKu(OSB^&H5smWZLa_213=oJI=M|U9h8mh5JCGdx(n!A!no@_U
z)PAMoA>aXI=Z(G&3=F)j0s;b_pJ#x`N1=bqQ!m2i3_Dw7n^8x(>Mj0qUy_=yAqF)r
zMxJB7{UaW*AsG?FoXu(DcI{I3?w-8?)luZy62VsIi#VzP>+XCt^UB_$eDtwXZo=SS
zF_2wsRj6(0_6Yw1f-on5D#-@yl+c{N%3K{lJ9rE5>#_njS}AbB8~*Fq5$PQL1boYT
zHo+l*Q1k6*TbpQCoao#?t)cSQKdtU6Hx50o5rot+u-HgtSoPwb2LwKo==HCTI)yDw
z;(ZwK$EyIiX%;p#DeBsYj+G$|X@_!Vi{1Y@PvSi{cr<Y6-WbuK*;!lAa9-eRwF`bz
z2Fl!0lS*2b@InC(C!|hQ&uh;Ux24NXDXmUDr5i{0X8X|nlRDbGW+MsF=wt=ByP3;P
zwEa9>@OYOTT9mQxXTl6KFgp<(10lv&sgwKrGlvd#m3BJ{6g0GM{uh~Z3`9~gRWxay
z_MmgW#;*Ia0(EB)DC?52ZqpSGxrmYUC-e|}^$as?voU5ZQWTXxt^PXyAfT>8PFGO0
zeNVaJrCMl)VWeOQZ51*(Fr2*=9xwm3CQd&MQJgYrCm8EL!}4nt+3!WQIvW?`kB1zX
zd_->Y^`dRTR;cL38_7CSfnm=`|9e(}ECnuzySAoc+))oUqs5sQHfktT=ht%mULZn$
z&`T&V;1;B<!~b{bz^ZWaxdBb-`y+<}4e+NF_}LxbpqlsZHAlK7YD?yvLRRMd8`)B|
zLcv^vI=yF-ckk*0Z+j@P@G=5!WKIjqTMOM7_ClIlJk2x7fteX%*&o@DQaV~2jVa}w
zBp0$>O5cd+>FF5?0-gn-f!jEv!m(s=eXV}0X}zeN<svybV-xq#Ig!4uziiEW1Y_?Y
zmkPzS#wQMm&}>;_u)OAnQCqR;;=ika$nNjv+%BlhghBt-I0qM3d8TWFI`ES*0h#~&
zh7Gcv4uZ$}6iCk9?eyt_<6M-~pPLx7crAT;z%85ja(Z2Bjt}BKZB$6GAIFAV#mw?K
zbqVl2IvX8V>YZdh!5@|!Uo2uEZ`yB(f4J|BM)z~9kKi@;g*GiEiU!Z11GZz=$kT5o
z8wzc`qgVB;_#zjYpWg%w+->DcuPtlf$?WH(xR<p}0$9)OZf??IJVr$eupWAwvj@5i
z43OBGR~b8lf}K8_8sO11J47rupY#(J)e7AVKh<eOFj{Te(m}HF+8tG&Nv@aB&Be%8
z5U9nH8%F4ZJ7~Pq0elGP&?#fbyXeY5S^Tf1s69}82C|1#Tpb)kN;b;{MzomLsq)Gh
zR=q)9y!pD1=N@>rZ*3*S+e**Bo&<-W_iQ-lE(u@zCZDD(1~oU+c0YY+pad~)a6RRo
zgfk)E&RIlR(^xbvq93s5PTc)A>L-EWkd%JL_E(f!V!SYhQ=kJRIJ(JnkzLo4&NAUz
z1BM3`vf<0!9f6Xro7NpUWdLWN&TJf9c@`2#fj5*HFe`^&0<o%%zy^P|1Jc}2V!-C1
z?B<hjQ}h<_M-%K(Is?ghj<<wuxj?_y+h6Rs<??8t#GGO4&t@0Qyk!ZAXw;k((d=e~
zJm{)CPS_J|Xd+|~sC&pEw+~I~UB4bGj8s*uub4iuO<f&GjoLF6QDv@5*eUdHlyvQ~
zo*c)Pvfto)3o^Y8{gU2PtvldiNvBZ<Q^6FMHwEDC-4l)HXHLc$I1?W6AuU4Ue%=@S
zI9Kb1KZ8ONj0?gUDP{f(rx#B_CbU=eEx1>jOeG#g%JI7y-umZZVI{gyS=R?Yr$7?C
z^-bSa@+O~EuGlC>r?P(-9MX|bRWY0sAZ_quhd&!a4rJPEw6uhg9l$TRO!>602%`AL
zvGk8!V6jE@DkpyCs7#}Mk`AeU*{2}2Rf|p*89~-*gvulHsd7K}P@Yw5i>RaFNsXHR
zoX5FI8P8F8-yo{4!u~ctx1#4d72F<v|BScNKh&2H0W(}svvP}Ib59LO)j_YpwlGkQ
z)q0cVXRzg3=)!#l@{)G%5)f{cg_Ve(g}A~uW`m~O;)f1i`8R&N5i&VlQv?j+jaXCG
zs$@qxzm0vCg5vI#?~vbj7f5~d<^z9E5mxb2bpgk-iPkGB`191&qRUz8fjw$QF_&42
zoZNj{PT=x3p}TzyiXRm2ZjOiGKG79<a??V9g~of4af*Kl!2Kr&>x*1nEVNluRY{2l
zjb8Hi#~S*QvacSSRJT}svY|IO9-+5#Dg{xnD&ib~+fUag0vp#y1Do{a$pxv&dwzq(
z&^4a0drAHTF4)fQ&#*Gf_cM<V<iM=g%U6u6_qW|U=%`)}oh#;lpGqr)Af6<Ptowy%
zY4;By7Y1nen8ID}?7i%NeOF9RKpuXfsi!JNq((;@^L~XVG`9#&E}v+NHX_CKQ@n34
z$NMGCK$Iq@S~3=u28_ffM+H^SBFt5a_$%e}*4=vXg^76h{ww2YI>=0)8j2BOvc@^F
zHVrjRr{mTD80pbC;%kdGz=hmxd)*Qjn^S5}X%!i2MiI_>8uIY|nAQaWez?szS;}Si
z1me$<4)+5)5#_|3cr-|xRyw5^y%B?F13m_d4hys9kmk~=4>ydTI{n7-YN&PTJvIF}
zJ|bwR;7a_Hck9UH#QzMF4i)ib7MoeT!Y`PSmGYd*!?|3XVx)O_d5#_uspn^g9@Dc(
zPw6(QvUr{Awe9u#sD*Q)C=z&psVkMsl&~C6ph416PP%swbsf)x(<PlpyUlF{lmxmA
zi*mRsT|GG5(avaC2~CdNxKJD>_hM&#b<KDZcf8~D3<Cuhl5(tJ0K|Qv;!BvRP4yFu
zAgP-N(iXiNtX-NBG4vOqiL$jg>-m&Nq^%!sz96$SAO`MwgW-SA*4U(`3sFBGeXKzE
zzFxoHs^L_iOWYGrb;4~?ml%}2A5B6%<yfEo_X%#_z(5h)Ad<TZ*-o-7a{BWI=s_As
z>^d$$>Y77e;QoNggBP)q2NQqEnu<%t{}g@GU_GVrsx#6nE$7>GzX{dC5Ld3+=-4x3
zUuwkfAW>!`%`>2VU3B2Hf`B+_vu7<Qx1~N#1thFuVc^>cs@Zq__%e(mZy=+mHP75V
z2q~vq=j1}%demskW#t8H0>P4vYfbvQac00SUSn*tI0!n+eu4A3Q}s)D<hl(%!ne%7
zFrn|MX5uN$+T&Xc;SU0LT)X@6s?w5WCBfRlreA*TFRuQ=7JfPiC`Xs=kp_6YO90FB
z@FGnZ!SH+D6-H&Vc(^lP@kXYIVM5C9$ft89Z`|&yhu0Vb#1CR1SG_$aOL+FK<|;e;
zLS03$5_%~LcU_l&WvNIAt}|&^5a~+&=d;Lf5~;97`)3(Q(aE;k7ZtYW__<>>`vz^(
zs>xj<`%Z?n<|dMtX@l2;&eDY*M#jdcgzzJRqj#)5VN)UE=OW1r8a08k&@0)aQV&2G
zAm**Xv205ZnRwX9h%)wlfUP~e-RnP<&bw6yfmNz3to5dD4c-9IA)BZ%0Kct~|ELi{
zl1Fq?eEL%E;XGQiVebZB<_*mRpiR|@OA*^6QgsI(>DD;2vQjGe8o6xhXi>`gN2lrv
zHQY;fe2>TecCblgxoeqzB;CbakNEymA-rNTA^QMiIiM*nj&xKSsvTa7UV$6qEz5<V
zL^Af7<D3QZ-=7>l%!;2h$9=D6FKX-6;GGy`#YOhAptJQcwH<VaLk$64bYQ4WXy%{o
z)KedlTUPnF2`>rz-G$Jn>}Y#mhuA*ecMJy{L@EGik2cqtARJBwUN7Hb?3csQ(24ko
zSOY(Q^d<z|bp!3pOMqu-dNUubsl$3t3h_$q@Ay|ihfXTfzhT0(I8riDZ1cIDL&1>H
zrPE?!%v2rnAzWy^Bq?1?yTz(un+2_f03WwzWuyRQ@||x!ctPMqowWnaZZoqq0>OvB
z+5Ii7K+;UMMQY!c^@^BO-6Ob1lp!W@o@C-~^_J-l;;3L(nFO_AgEZxIIbYerNMd7?
zQUv*Olljjjt>+jxZYWQ^ct-lkDd7+?tVi@<_<P{^tZe(UHu!G&wEgzJ7}={d_9mZl
zc_~;vh>9{-a7J%=2NK?7g@Ie;0+)Pt33n$K@z{#=CyWDf1O0-DxY&={2+uS;L)5C4
zgnjg)h(n*9ju6cK`Hs=)VYfy`b<nZhw8O*hpTgWc-|jMk(Lq2EHj|A@K&`bBpbNf-
zH&Mm&!HpU&&R>3oQ&D>RTCXy5U1}V6OZ1F{I#R75Z8E!+i4_PlGF6DM_r(auvaePf
z<T76FnYKk#qH@CbH~mBjo?C8iPNjd&!P?>a5J(nH(7F*He^Xif6Xx9HVPTRN|2`qP
z)UNC*93G)E64%%bave=>-0}&?5{wdxc{KA=+?ileq*-;$yBie$Bw6>%iD2?d%>961
zvc0xd&2a*3x2XJJ*$uz46d{WXJp+V(Kp7XhB!}(5-t(fe5m#SNxUrg>!(V0yPTn$d
ze6`81;mXe^`XtIX=cAheSP=IU+c|iOH*rT1w&YA`;oBI~IgjP+I??!MW?6)KjdtuM
z{TG5oM*~dH2wjal&4lF?HM(uqbM{}(M%&rl`F+yvQQYFzW?cUbke1VfdPRP4tR43q
zjSVd!isfd8UO-QIV~6vl8Z?4)_7m!4$w{*bgXPn24-vyLF}0A;iM0K;6SgSvK=sc1
zV|%@RT9GBUh8r?$eHgUXe(6ubVS01_GQp!Z<T;C3jwWE#qi%9L+&}?ZTT}LZ6S(mG
z>u1dd3EkI_b<#YR`0`7E$vOI;zNI;l;Z;|r@R2oMhOn+gyA72PqiE>J3Q(wfuv=Pk
z-Zvw!f-U|pZHr&MIl0+rh&{oGxo}vh%8eQK)zI`Me3r95w5!T6j?^3ciM=5VC>l#c
zL&ljY92Du&s$rm_;Wm;I9Pn^l;`nQxW7s0J(gdYitI^(CD`mL#C$HpgNF(o^@nmuV
zB(&9_AVG4+!ooN#KFB!ZfnKD-&rc#JgIg3iC6MXOyv=B3a@)IM*=+atqBy{4(57n6
z1Z$<fp?13n1-lIclZBM~+KIRXk14T&(xHPh#4pJ>g>58uU-P%!f@n;RHZG;zVT~}v
z!2q$m?0Ii<v0pnQ%!SeuObB$*pkw@aA?XYY79K^;k(*%D6<GPyMM{c)wHXf1R^Brp
z`I}LE;iKjW24_3*BL<$BZ`LRI-CJ^rOinVN6q?+O*!dxgrnI6;#<x_)OrnfqZWnRt
z=j(8@fD3epBw|Ie>D<d7##J|>KAdxi`DvSOuN7-!fp1Z8Al*eYJgYV6JP8Sv&igJ1
z!C&^(8h_AhEIkw?)E#XTXIL4Fadqr1<2!CE;6Z6-<bp_)DvKg|FhPD?ON71hsI8ur
zAnc9UAjkSO6l`YIF2AA3;)i}V7fbq*?mAI=m9S{#<kMv;55U@R0gkgSC&>>+ItQb^
zgyAhMwj-GSstwD5n6XPy|H7AbM-QKzl9L}M_ZiP2IyVHAC=+q9u^7dDbTh8c42#g5
zO1<TzhFN#tTb7Thtc;y%K%pxFL*kQlazWw~!H*dLK+>2Kz-dF@fRVtVPHMV|dp%VQ
zPihZup}sE#H-3(GiB9C4yq#QPI#lR&%?Zpi0HqLV|DlpiO<5P574lH=?}29R|3vah
zM}qX+E1`l&LlWnC*a?xVoFyy~HNQl2Z-3&v%N?aX!aH3tAnj{yCj|%P0z(vMAta0N
zlsE$?;ssE(B+WTDEUG8>I-97q{>mNmhLHDO$G6b!?I)GD^=zuWcN5Ms&&pqc+{k_N
z6_uZe`slGV)jEjk;zbr_K0t=$nJt{AHtGT<G{H(h(tgh;2Ds&fg}VKOL{4=n;KI?^
z8_Vyx>!<lk-VOaZWl<WGyvN^KUZP4IS<E&8AtO}e#b?RzV1ej0Q53(L&?nrtM>wl0
z)F00i25e~rg2`YcSR>o^=S~!=l5eS9joQ>8uuXafmWVC-T_TQu@G0zbb%@z|?Iv^F
zilvigawP)8cA;l=zI}7_rON}q?=6!xV!O&GAPjkrC17o-0FSgEEAg^#1#w*RML64)
zpEt!GDk>@l>@I#E5Bgia_wAd7`u)Pzn&E4h3;G{ynIR8PJU??e^lM^<pbPoS9>Yqn
zEbc?62TNoIdp^FISE0p<Q~nX$o&M2)NL(`!dT{AWsTKdK1`lYaiD+m>Syw*5vS8wi
zCVB1VM+7gL+>(Fr@H(?o{*4fV3Dy7<-|n+;RFQ-GGw`i$lwV=c``E)#*c{a-rB61~
zP|T#P6|9UKhu?2e7B)*Z6GTdqE4(!=%5=asy<;*dkUb$PdYtPLND{}DJD{9w7H@ET
zBrimfI<8$KzDJWVYr_M@yDOCzyFK2_4@N+qLK`1{_IrFZHY2~t$8j|u1a#w(%crGI
z40vd3<y=v14MjP;Tr>r<WN8XfiH&J|%dPBjk+r|=ST`ag^d&QTH=FAZ-TjY7c9>C5
zsDUx}M{KKUwJN48*$^Z|GT<{TZ-UR*+UPj}YiA>@{IbpTY}J02X4sl5dd0jsYM#`2
zQT!>1B?}8(I~QVey{3}A14Ldnd8H7G<^l0QO;zd9z23uOHhrT~1hZ;WXtVnh-m>7o
zBfOtR_LPdtO`1JAj6@^HE5HYxfq$U;k@;;9w^E6Eg;(E@Ot4q-eXcju**_vrTogxk
z`l?AIZVj*M=vANYnO-*)9WQ{Zv$LERj8tNR{84%I8>_SXd&yYLzDUzRW%RR}US1>v
z*=$$k3B8Lznr-6X4hW?h8Yrv?1Y+{0O)#`IHRZO;fiijB*n$<6dp%)KtlAsdTk%2!
zy?+g7OF%wPM17}6wq1z%$Vvh}mU<-`hSdzJ^nDmht@p|N=M!GUy3a6~Mg#cI<smBt
zOEf(`+=+U*3Si^z$HEFTU9&OjWv$Rn?(O-+OX6WFYQwS`qOOTwe_E1Tu3p8S-zsti
zm`ARc>^>nq;Dz?7F?d8ushQyMIm;Y_O(ApNw!6BtxXt!{OWOsuJAFR>o&>Ur(fP|j
zyaehYw3!L#4Kndv;BeT`Kb})9Z|+i>I;7nz!oECx0@7vyqPM(0ykLjaimYKpeK2IO
zZ*|?z#Wk6r7Tb~5mFg$H$ZP}#Wr|*D2#)mPm)-AVd7r?!Tg&iN1dDv15M}ytuI^sH
z=&UF!5AxJPlw2U_P<PX>O&uZ`fiUAth`?)1Pm3~>!=bVatLT>98lPhrM$Y{^R>7r^
z(^xQH)~=n2ta}17vk9`moGWbHN)N|tmuG9c)PR*w;tL;*_F@fn2j|IoX|0s=mEBau
zqYh*M!sW}ajLCnL;3f?o2>mMap-wL_gE+6m(!0{@MQZh-0bvh&^?y!={rR(cajm(E
zTqBPW(-ugH_dwRCUAq!}Bw70Q@!P)vjF5-cfBMe&aaKWhppOPtd)B6$Zgy~gLbYV~
zcj8CXr%pa0**G|ThNLFN$D<j>=nHA@`oWV*6XYNTxz;*{O%1-0T+UxppLrnoFj*sf
zIs1{ecV}Jl$X=iAtALdV<^W$k2^}EIk7Jayp_5k!pbI%DXWeu8YhDSO-DfQXT={CX
zR6(h0kM)K+(odbc`$}kJqeT%~Y%U3g@;`W8394BRX#MvX1b=gI=k21xQ140;<9%Q6
zA>U)z+D&a!pZI&=rQa|Cu~GN)e=tjMQpqjv0Ih&$>0TRj=t)7LCd)^$7s6gnVQu%O
zGfjlhmu@D>LLd*+_0lB0KC@YW!Mf<Q>0G_ZJ=T`Q_OUZyXuxQgca0#fHC@iU1dj#R
zRVye%{`?cjv9uA)Zmt$vo>&oVENoDjry6z(h=Xg+mw`yDW8Cycaz{>R#?pkG^uVH+
zTosY6a4&XtW2tOELej+0G_EE)At#@azvA=%^*<LiRf7kog8XINO%}WRSC$9&TmY&9
zv3z{Mj}x_Zk?M}FVnnIGMJD+<#P$>>3GtNghf7vz5U)^l`B!ocMua3J2FCyr-L`P?
z%n5n*XQl&FEMm_$`>voIMq3V(&H{zzS-vcVe;^R&6-$xbfZkV<=PMIiS~Y*FEuCi1
z+mkBXiFH~TtvwzMGRzg9Xuo?3GUG-&6fSlu!G<K$U%amqSE76>49r{1G*ti>#b7eY
zYvrA58%WS1#ujJG+=`VfwGj30GS*odp2or#rV@3ySpk3@(<V40be}4S;mX{n9Gp@U
zbrtz=G5>U$WIfma)-f}0DyWr)#kIDS%2?z=t_*+=I<u}I9P}iT#V<O$WI87>3RDcd
zuY2jh0yJ2uAY*X%Rd+yLUr#KW5aY}3rBE|jK$u|r{zLC1jW-*p!ivi)f}JxCwgN=#
z$B;zpfhXD$yP9H?8;3pq-J|cH_2bt=#GUG}!+yJ1E}2Z^z%-^Nbpp^HG9Y7|7;E9f
z32-C56S*jdPms_Wv5g}mxy5n{Lv13W#xYUj;t0nr5PzY1X&3{99|OV1K3vip2@1w4
z)kS@CV^Q=m$zZyr*<JO+RBmHC8o<A8MzsH{ZyqU0k%2j1Cwf)ehM-1p^ie3vWpz>2
zQQW+z?OrA+B1D{F6o;8P+EuQ?vxCLtW3RlyoVn_Fn08430E^iQ^Q-axNpiA=1{*31
zs{~tsDtzURNkjuMG90{T*BG}%#a46koftFtbHdV`fH$R9a!Xq1b2yux){3-BfLGNJ
z^(xA6y=3TfFN$-r+{LN29te&sqBL~|K{mMhU*=mE<`IoLVau26X`}ptMV*yVz3WvU
zPkQH{&CLNP`iv5D^aUq52?I{*nmM;j;{0kp2wPAPw${G}6<F<|cVG_09|4_5KQeIH
zRY);iwcsO}4O@7GPq3wf+g}X_*L2~@y}}x8ZT<d_ehwdSeZ%LXPM^^OTvZ<ru(n7o
z*3m`plVV)9#}+A#$PZpI&rS&OaOHuVPA{)@O=SB0Up56vSPgVg;=y-N2ZHW0cSZ*m
zS{f%Mq}J_I)H=+KLolH<M6+dN>mJg0k**EPLI5mHJkD%HVOao-aV$(da&w6JF(+BB
z_gLI=`d3Tyiw&XX1Iqp47$8700bOG5-kBjOimn1{8FQl?=H{GR*<O=!&}StQs*D0%
zfc7|a0UMi^Sh)h)6gsIG13JVsyN{N7F8XIZ!ibcGY)9^`>2j=&l=rG;%kqQm5~j+i
zG7Zq_-HmCR8YjH*`%8RmY;4F<qp}qmksHp;u@NleI`N<eHmLIa`SZvR9}Iz@v-)LM
z!YyvOJY*FvmPIYmE%_3+_diC(wO+?iw5#~}1P+3?ybh>E#%ty9?>$!h!1Nmq8zuCy
z1N5LM2GL5@96yp{tcH-HTf7W-hlK(wekUV4`74Ky63=kiLPGJ|%Wcac#}peXnN(@)
zz74#%jR6b94oDccmID<qC}Rl7=RLk4RAPBB@w}>VAnIsX%y24)5X;S~hUz^Xs6b?-
zbKu*?v}PfUz&$dT`|?Tr#<!6>upj>jeORBHa<#?|7ch&knWX=DRvg0!+B2BWR@r@J
zQ>rb!EAb@b9#l39QzToVrk2;L$T{-(=Ih{*J&^1x+<9J;07VnQkQrAV?kiMcajw_O
zkPvtvEkGGp1%vs#MZnlt56n^rn)=41lob0`D(F>^0#kCq6l4wH+F3=HPg5L%X}&j<
zl$1oC1(0`O#YdSlzd_w8Bd#__Rx2*#rifq@)-C?2;d-t^k@I}#{)JrNRmcc%#@Pj0
zy5Htm#%VC;lD*Q;<FWTcUIlaScK|BHma-TA)?o+tq4&QS*S9$Edf+^_tf|P;{(YJN
z*S<G{MwkNTIE#08$`7bxF*}sov~CK-{-gtgax2h`-QrYe>f2nyaVQ|e+{TPGt|$gW
z@yChlf31X#2FG~cMX9N&4}P8$SR+`iB)y_7tl)(OPW9Rki9vk`<@X9NnPT`mUxhOL
zVD1%$`w@iq);2?wNyRmcGA$5D<pOvj%`>M@e-xvqr^j@E`}VXqTMkb~w1uAFm{4?@
z24gLvyt4k#rKjVz`jNVFnh|)}J=Kx8^}{DCWaRwPM$g5s9fviPcTk+mm+e2#LTXAb
z{a(FE8|@F@j|*sBA65KpO+L~QdYiQIW(%a(Lv=6CQ1*_s33=I_FPK(0Pe9xStgl{?
zl2XyuXf|WdsJS=fEFd6I=0(Jn8lrIw`>=t6Fz@<cg_;<>&=;{9tgi9)iee}kPNJ#M
z_P$t>aLugyT*9uh+(=|XYpzL45<NuTh<1Jpxd?=i#Nd#h0EQHNbQEmdJTUtO%erw!
zh-lobp9o0S(Av#NJ4af>#eJ7?<ln!3E@PiN$jxBXN`@pX!ANfC-x%z$XAiJceit4t
zeCyWNQZvqL*UJ9<`E!dZ-A3<{E=E24n6#|+-dHWki%NkuEB0|+wKTQ2xBuTG&qIS>
zL9L6uie0nI9sLZeXuyy0Zl6x(eX=vsX5T;|fwX6@@Kpf0Gdh5jQe?~#2pE+xkeL7x
zs&8+)L}!at4crI;Bw@x5<lC=aVaJtk-n_|y;9}*H@>UTSxHJCodAsHQ#(0e;P)Qj8
z1(W<hx`acP!pYR7#7o7$!o-FAx|6sl2BqF6&if`wus4MahsSS$lHnjdb=g22Oo@Fq
z?aH>W^r=#y@9TDl)Lrq4_u#KQ65>`iM(-0TZ0<pYHR%V0L|Kvr6g}M7&0Rm<Bq=^u
zY+;d#mlip1K^Qc?Zuqw3;pFJIMtExDcvD;W|L7#P!u{2Cb!)|)Z#!DYhrk+oGmVVx
zYl?|?+;B^cUc>_0REe=CZ&Npwnlvs>?{!~f>)jDAs;dxRah^UNdsEQHcYDlp{3sAp
z@<R9;&$mrFh+k3Yg^oRHF0TEjMW$l<RpFyf-YvP7F7QUL6v`Syt0H3<u2=StmAQ1z
z{ufCj6HLml^uB=pmh)agg4bf6y_oC2c$GFA8)H#x3<h+0XTCexsZqY2ZWuJ@fm_yY
zI6@gGs3`mUKzas`5&kJT!o49@=6{O{=bH5M!-B{mMITGdKT}z5TLLA>&+evj`8vW8
zWtjP=L~+=^OaF;OShr_0<X>3#v_Ai9NbI(TYLo{-Sq(iFn{ig2$V==CF_tdYiuIT}
za!akAz^p-1LJqpvesyFgLblZJBgPC<>t5r(Y20a>xH}o?C_3Tu^gjeJN*}<#lAxMQ
zwtp1bJp;5X^8VI`XJIuZpdp|a!%NM3^tRjxX=b%pW{7@a#q+>@rr?o&qKeJum+C7~
zx7+~SWV4fWxoQ1$B>As~)sY=Z_PS9NZ)A5uQbq-;QD?NaaY(c`o*v@Y;t`Fs_^z(F
z)WX)mlfuuOkU&IQ--xJv`tkcY*NSpn0Y&GZ<@Z7)%!bB8{op=oD~vRJG%Q0S$IY=D
z<@dQ_2ETIO4Vc?^896%6#C~bu4)p{D8`G5DX0EHrdm(ycr5kt<7$LTMG5PhtYW&Vz
zr;E1M$_S<`FYksE1&C=mCW3+Rdc+PW4I=%J?iP#f^FUIdE2|#id>nF{uT0bTP|Q0}
zV{5xYVzcgEH<&=?ks(?~<F|~Bcx8YjWJ8a_iS8%Gtnpq$qJ1@pUQqGV+)k>*_%bI#
zZ3w~Zsg2l_#f@0zLvGg9CTjNr0H#}^gPtruGO39vsus1p56)JmW;i;{ANtV4)-}&g
zw5pv@#j7<QCoQ%(5|pSHg`~PjEW-<b#@m(;54JJgK-*=W`ahaD?BjKVqIu^?TQIEU
ze>8FNF|4jXv+~m)sAX)XC8aEnPS4&awkQK0wvUT@VyMX_Mj~X*Nm=OEw3E$Opz|u(
zwSqP>auei&Q~x)5v3OTvbZWR^X_Y+_1x6Gd8E>sW=lgZ1Uy4HNxE6iDPnOHJbe6J$
zvcaL%WDy$KKuDvOeOCv$&LmIj{HN(s4sq*pkW^^X<ZH()sG=31HpK%g4qJvN+8T%y
z+Dxtn;CPo>ZQFUCazyJv9Mn~+fhSG*FJ&wLtqipomwiGm!K}3hq{KmSGw*S`8=8-l
z^|je@9FKemXMGF*2SK+k>12X7leh@oO36p$Zy@wu0iY|bq)Qgzads)Td%5xjsMYQ%
zc7U_bD0ev%i7xXHcksPyV6s*VkEgRH;zQIam#wB;de?#jKYvu6-;=+82Tqp>dK-*^
zYYS~S8m(afZyks!HO7=iTn{#V{rWYhv}+cSjybpXOW`dGY1SzMI$3%^G2#Wf21|8w
z6;~$etAJ2g5}3M+JUBZqETcm{xJe}BL*EphN5c1$)@_7`N!_oXw5%zm=S_BUTfJzc
zF()(8K~&_?aiXxK@2Z3i8B1LOHNgky^GD=oj-DcFa4y9}q^dxrk;<uE75xYNm34mP
z!;Un9u62E`(Chv83c{G|v|37e`oms*H|7sOny##?u$yEg=LJM|#sN)c%A8lPq9b?$
z)UMrk{?+!HUc7D^Sfn^HJS5>OE6u9x&B~Ou+q}NKVKB~P`!RgP4yp~*u#Mc_0Y@Ua
zg^xM=c3A2{+waJpZmfB=arzx2;j3RS0wS=uO%L{?7P_gi<nvO)U?c84#(S$x{z(};
zKH#&70%fnsrE_<nDI4S@^7w_KU%4BVlVg_)AX6`T@f^CjtyerLtFO*lw%PEM0*PzD
z!9wb`_w+?x6;q|QX${?)hBmY8>3db)YLaDF$RYg7GLfV7CNF}q<O1XXJ*3InPX;#n
zk{IQLN-`CadXyn)+TavpSWtk!o+ILIQoLgRX&-qs8Z<N>95~`rQ(_KXbCQL}(J|Z<
zlfkHMFxJ&HM{WDJDnpk#nF1tv+HFlf(1nTF7w;(R!j7C`@=9VWhYoT<#c(>ZpzWVx
zlv9^jr`anSdlP4f&6jk~nxAu!<N6fg(kq^5D<g06qq9@hZ31VQ%o}A!;7>gIt?uN#
zdYd~&|Kry;hfzDhp%$9|=@HJ*6+X1Kv)2&m)X4QoIFIpJjV%$5KGa@0s-EX)d!_u^
ztbRY~64d$2{)-dAa4XS-LMBM4K8X{(kr`wA%ImEtMlpN%rAg`2PY{G;HHwbvY;)Ci
zHeq)LDW##=KQ?i>?viL(QV*UAnEH;_5&N4=J=0V=7z817Qss5izjF4PgJipEQ9BXM
z?cX?R6iV3SmArn*<T7FSHfko+Q^Xd)UqdVB(bOj~yr1S+ES~Ut-n(Xke1*CcfVH8g
z>}@Fs?2eSLaT&4wJJ~rW>Dm4}XwsJwZ_1Zr@c`o21kk@M4kWdE+xHmG%@pvIC#+4-
zy<V$!Fm_y>5aPKia#@I(Q+)DIJ{w!#r>FU8ssPx8h^=LCAOr9+Sd$=rQOdhQV@SA_
zkuo5wpG_b6O^Nl6y(m*SJCCm(X7rk*L{(EwkDx&z=Duq9kdJDFSg0&L&uu<y^S@Zh
zqW9H*Fiq0d_k!q=muuO-FUy0WOEVtUABvP-SO{fYNR;p<y+%Q)!CX(+GM*H()=*34
z=y_>X(~q#qO3bER*kxLcl3VS~A5jJYXw-hu_fn(p@sS71^WNhj_bm3<+|y?P5;;2W
zJ#w614%Jr~n|+k(ef;Z&>f#VsA7l3&!otAMmtha&)y+RwuZG~#>~UF3D5OLT=}>H=
z{slfLjm@~IEn-<66sV~l&ysi41z^JuIu(zfq5Cs&AJLy>3+R-SRBSMY|CXklUGSra
z#AUW!pdGXKKWWEodRmCvynVCbasHztvY#na*+~5>{<}sjI+mCu$(88YEf<-fk+Uy@
zTgjmao6Tn-hyW+e-eU)8pes~95v*80g<qA%AMef&Hxzp^Q;v{B=M-dI-trvzU|u9{
zeablR&R3+kmvIJ1!60ppg*vW#T5=d#uI#xHuU|uzrlxbcx#CGRkFQk}=Otfr|HJ`m
z1&wVRU#~3bpVG<X5V7Qn_E%5h(^`8$yNh|M1cC-j_?f|$UlO~WQ1eyTj6bZ5n!f$<
z8iunoR<D8jb9eeEdM9>c#Ed{XpEVHT;5y)mm!7YiP3VF5o#`$B?h~1wCkHJ6h;jFA
zCK}px!HJT56us*hE1S{e(R$fgq5NIaIpuc@7SSm{y;+X?jZOB@1=2MiDGlN$A(9uk
z0>-5glQ%I+?&jCe!JZF)XPD4X39nvoAoi!C(zaI~P&g7R8dL$*a#jZa&iAjOg{TYb
z(_Yc$DP(_Uasj^}=LJj2<5SXrdwnqd-U?S8h<q!;O$iD@#T>^q$O|1TRk3o#siKKj
z&6@`GTk<utaa=%rdZaUU3P?_oXKF`v+&j7B0p7g+H#*~w$#T(Ra&=I@khVFGi%YD<
zXA?}Ba;aP5)?w?@ik_9(;v$z{AGR}YEBvY{IvOa9p*!^8|CBMaRN`7AS@P;#4L3V`
zGHK4I%tS@v`Z`jz#j4OQP{*9Im#wCE9LquKn%ebNjer|pJ>7;%zjQ%v3DAFW=LtHp
zV+UkSQB}2Up47<Pea>q%_~kqHjo1IHA4yOQ83TKB%qGb=#HCC%nRDZT*hM2`=8=Gr
zOXsJ@@#f7NNiPxs%S%s1V5$~?P~hHBgZT<2WvAPbus0BmONz%D1}e4CS-t;Hq|-z2
zS}w1lR&L<Sf)Ct>1=mU*oxK7WG^~ag*Mnq7r5pOsU(@ur-eRGwM++J!on|LpcBitq
z147o%+r7*PV@L<)^}Xf|q<2$Sem&)TVm3s_QR9Zj3<m8aY*+k=&p4mbaHtts9!%`K
z^QFHpmgM~QVyb+6sAl1J!DrvNQ(L%&wL=~_=v9y1A+~g!RQ}Dj{dt(9xikP7$silq
zOAkQQ0XTB#=y~T}pBc{W_;dC-)fNWEzr@1lqHH|QOm{l@iixk!lqIKO;?Fl(sHhYv
zT70yiSF}#x6&%ku7U~T`8oWNKT=n;WY$~EFFfnXw*M}OvR#nSol)HZ!-eFCEL)+}q
zlJn;n)ocT;uCPf(XKTM*%2Yg{<O!ZV_geoMWdql_hIAQgNVzN`#C&Mpu*oY__n`B%
z&LdiItoS9>uen?4>s<NQl1#EaPh!8<dt>^_uc4OaUA6KYDvY<2-MF`3uGKt0)xlLi
z!|W^U&3Q!}&<ZY-<SL-)f4-u9M=R`wsAM$(Zw%>l0}n_hz8q6DulG#m?|9mt$l|w;
zkUa1q4)$SLy~l=E#U>R@I3=xx4W`X_cg#<!{BDNMqHK<CYI6y8$Qdu97l(0FP1Gsr
z2cBMkJUaXMVcX9wA~XJb)~zpilLn#z`h{j^%XDr6wr|GWI^R0_C$TRkhFzP+PGu~%
z1yVs79}sJnr&J}yB5HHXbb6AY!{Srvf?2<<h5GttXJHMqYnU6brL<qG^>7Dp!6dAB
zD$&##ntz12VNzU(%2iRnj*Y*6oVMMd;esTD#Jf^&E>YMb*<S1W6~8TWc7PiP6GxY>
z-`)*=!g)ju>xh1R>%Ni&CjynwVOZrQ=n14J!6(Dj-U_Jmm1Ys*g%BaBUXIM2+h-NV
z8gtAIKS_1n%{h2gh<z#diD~26o7j!MsfzquDyq;Sag9=mc5{k*$?3(;Zew$uCM_(Q
z!1s~QW!r7`v93ti=U-m`fxU4`Q0rAEh@gDU(@=8>>z_UDmL}ME$$2?qpAvE<JB?8Q
zNMAM*a`-{vM{bJndQof}QvV%r|ERL{_+{(U9A)Bg<0zaFD_~?VSQ`UT!&zCATS8J_
zM$ku+B3za4h=NC7eq9#6dg+;qK(QU*k!%y82OBGVG|j-r{$pHYl}m5z2Z+*j1y3t_
zgpY+tv6K?r8ill%pHN3|rdDl4z1JLYu@S?QT3w9b0oWVtdU2O@$1;SYVZx%6ry9Di
zEIG`;R3|3lR2X#9`WuhsN$_@K6B|*Vno&wNDfg-(+bL??$2TXXOoR>kyXa3k<8Tty
zj;bH1?p_#+a2oWVe9xP3Dwyve%gO$V@6cr~?H6Hl$t4%`wKmSXy4qNL6yUek)gk0*
zWmx(*`4eK$`)Ofhr`p0V`pG{oAVNX{%X;2a>8_><UIt(*_E(hjeP~{*=+5&ai(pB&
zRHMM18JMcAVBSNGUD2TK%NL|l7f)KI%(A0`H`EJLG@}_ue>Sz*-MRKBXmQeQ7mpLj
zM$&h4Q?zA=|GkQn>Q_JNlSw=?Z$J5ZP&P3Qt~BQw*#&|D-7`*0%YCdZWt1PbqGn-y
zajW-bt^5!s1rhk2+)fT4D#nyV+$$5cNv~Jt{a*1gL)5OmLfxOb<*q7)o)@f~apr#z
z=tL+bZ@xZX8jq12E=3fV50R&(xnHgPojCzCNOs4G-zBRsY}&GObz;aQuQd_elQL9F
zt!6NGc-LJN9JsMrTjWN#rjpV>sBbcR(%iQuTh&TOzN8n@A7QUGqr2EH&-VjdDKD>@
z>!!Egw@=NU*d3CRi@;#KTdbvlDmPq4XR$@nwrXTusrTaU9l*#er|71v3^FvXQQjOP
zcHzh0147h1*;#yg+jQTa?Vz>!G}J5eQ535#{GM_%Cf4Ul3(1Iz6ke#)T6{PDUpC;p
zadWei3!na3bn-}4;j<2WKNRr#&%K|6=dJhYNl=6f&>CdKA3Scb%kml&fV!V?h&f-k
z3RE(XyihA@mf>+gCl>aje&@;gZT36dozvVymUds?mah%%XhmmyG%sfTJdA&9LGf;X
zzU%MyJSNn4?cQ_p!51KHE{Ys9SUT2mjBB0Z95r-faW0K(^W>BICmP(I(jiUXgy~Nl
zVm_RM4aU*}X)aG(-&47YZE<_KO?$cmtDLwuUuE)KL)!%9bv51q(LU^JXqJNu+$)jC
zR9LF13%ph_A$~D463YXeI86cg@aCP}N%FC7>FCc-8?nVG(J`G8-hQB*H|tH)iW|Bk
z#dSTqN$0AWmH$i%aO2tCiM{64I&9jl@AE>h?5D9_wX4kj*`pmdef7cXD<uJA-<vmQ
z%&hjO9#gCL@(empaoB%8>(i5>ND|hrw~8EFuj|9xz!9lCe>l;gs#QZus7A_zp;`SN
zj?sX-fORazAc7y!L`c5}k+bYsGO{ynq7%POMa?VxKCUD&&y@fa^a@?1`V)Tji$;BG
zKav28CR>*=hhP{tj2%*{#5hgoH14J;nthD2T`BV6jvb_FPye=ZmCZh;r%KwpOElll
zdmm|M;ZM|or<@;*EtECgRjv9~j3mVa^%)Q@B*i_ReEzb^4Gpw?lE3YVe;S-k{*M0K
zQK*B0i{G$GKBAZT;*~ImA8M(Wn{EOHr`L-J+mNyExaMsXc7O1I+4Z?KsN1YaDLw~D
zfbyF#H@ym5W)oVre2=Pr3d21k?gRrG5i>c64zH*%`QAcZ+#u}W*I7a7xV26(VjS9_
zDvx{oEl1cCMs`Te{nly7H&d=vLITO0aVI$zP%(ZV3yY5DlNr6Jj8QdfYUKu<j2zG2
z<o$Q)st;&-SepRF1MhGWF{*sM{9*y*!j&+JTn*l5&wgDKsxp$UaNWWswsA?#Zbi;N
zv~5AX|Hlv=jquc~{yCI*D%eglOma3xgOyQ3J?7bkt?zhzXX%3J-Ga0lmwUwP8PzHP
zNs~!(y`d<h9jjwq)>)L6oETH|ly}@@aDTtnq()HH*H`yf<17E(pt{5iqnM8y1pnJQ
zv;qboK_ZFYou`)m`oOl<u+Br-Rp4Q(8ol-{VZZ!dF!KPZ!$hk8TX2hz>)uu$i+3Jf
zN=9959fb$}B}BH;uRm-5A|aa`2dBEiJ-th~7ig&X3^&{dl<sSzideIZdtXPquN+*u
zc&Q{d9B@{-Ya+#GA{DpRI7v_MSmGC-I1F#RRnEYU>pN9}s*<`fk`k~^4nMo)+dp*B
zY9Mp(slmEaabV-n#|=%L?q2{>f5x!e&p)PE*xsHUlM>9yhww_SKIqKC8^L)ekD|Ot
zEYOaWKF*tGfxSmv@n2TlyoHOnxzMW^s`e@Meesl1Z?DDW(4h2O(dZVt<OE?JuD1A-
zKqgS#WVP~_rE{-B2G`T+A}|*(t}UXvOeArQS!nuX|7xtNlDhr6`%c-d)&r+p*F(oo
zKG%J{9Nf%mkoJl=b%kpwiN#ERwug^*D=I(nT8P|}{MB-tx*Op=85mW4)CMb#VF?pl
zPopU+_ASOQ+t}I9-|m<8`s}rI9lEQd^_CHwx&0~-N?*yry1hDEW-j4E#a$+qdpAO_
zWz<sBsQY5xnsVN^K?4M8y<dab)yuh(Q$&>7md@)DSX8gwS`>4tWTSr)4Y~w!{bzz4
zE*b0s#Y(_pXS9ZT6~jBNbPA9>t`Gvp$2D*HMY(!+FXL5Z(JsuY4x7t~XBrOX_{c%O
zU7;ie^;scU9}_OE2=`eRxx?1!9WRB<Y>ivDx-ncovWE;+r9EkU!VRFykvy`uSS!9g
z+^DuMp3FJ9+B0y%WZp0+a%9anD{LJa0Ys@_5Gx)(qE`4qq_agSr_28_kN*o!^%h*~
zCwP+25bChg*U5X?>y|2xq5Qofs%1lTsPbCu=)Q6o!+(vcx%iPPWBq`_&mC{2epg`0
zol@TOfnq!<89C@wd*=Zw8%(ugV|z5}n<mrrXNIS}cJMcI4gc3I{Oj8oliyMq*F=AQ
z4eq!>t^0Usbcy31pe`hiTt{76pJu-}<?_4lO4;4l`m*wBfSL2%16s*HIwv}iH>WlJ
zPeikjt^3(U?`iY=zp_`8fpN4YI3r`FkiP<3sq=K8`^S%=;%#3d?Vf8BQjKe{#R!Uc
zw-~tS;4(9g!L4Y)y5U;(xr4h|WYJlnXv+37{2(Xs5brGw>jG~Xb+;F^BqjDes9+M}
zv!X=q{DND+*p=|&PWEu=kURe$ac><K<=XZOBZ>hcO94?NmLe@6EsX(4mvkv0F|>$u
zh#~?4B3*){FbpW&VA2dZbSMoHI^<CMykR}h`|fwY`}n?N@8kHs>mON*o0+?=>pJ5X
zu7R@318EVILUTBtn7J=fu3fX-;U`~xE_s+S)IRRzQ$iJqVNf5CMX;Ms(r-LF8jj`}
ztaxH=;{t77$2T9kx;of3Ix5a7TL*Q0{Z#s$t}(W9>hoGxXz1b)@D3JwP0Ah#B#+-Q
zECieO0OKtebXR+FyztF>Ut@zleRh2o@i_OUEZ{L~_Yv#|6pZKrBJgS7Aa`TtSL(Ys
zvFo9$IHlL44$QlR=Ts?}Bsn#woT2V6riF|r6nBs0@9#^o3mWYU+tm!#iOM<beKcxW
zPwsv3#Yw-MN!DSfwr$XXHZXqZ$1*J83!)`Dw0(U~SXi0ROz*>c_AbvYRcH(xS7G>D
z&C&ALjDzbj*@KcL(F~`iD(z~?<buPHkVyvXndXYmC*Ao{A2O4pv<7N-r+!KhU@H$Z
zJ&UAngz7Rid|`4_f!dY+TxL-KW^7qZg)#*qCC;DgIFCvP@2wOuS(dCFs4d|*YRoJn
zZ<yw@G2I?qO~=SJsZ!jvEKDB$!@~mM&iTI<|ERLF87|cy6LZ*qRKdbE<`C`L7&;(j
z?OyC6=AZ5xUe9J2KDSfxByH76j@={2%onI|i&BabCU17=b58qJ4FR&y^yeGQSldjV
zN=f<w4CQ{$EQirX{)8^w&^3U@E2vIwPIlvk1@6^63M2YTso7`a@G6~5lvK_`HfuD#
z#ORCUzM>p<P|}sQuZPDbv%M^T+DhR0aD3`-qhyrT{O+QbNLS};R8u~sHp+WF;Edzb
zxX)n&U6w|f>}4~pl7g&N`eV!z)w1)y{i%K$?{B1})XKMT7rlB`F@o<FrXj=))5G!^
z^E|SYCZBORR>PEj`_dRhg1Wh*0}!&1%B)kUw{gg^UAg+2iJZs}ZRLdS`K{itz9f|y
zA3jv;#)S1hy0iLwB}RKhok>WfZT@9@Zq{e#Nu@V0eAZ*Xw+=igux1>eNw+MpNyXaR
zG+AQB`BM6P-QPzNgt#5XT(3xe(@(Z+zMYY!Db|;>&K3QAJ%VNU8ohDsA}M3e++P4y
z))*_x_!+k4Ow(W*Dd5ukRD8s8K6kf=Zub%dg`!W|BaonQujwPU#|23w0JU#=7J3nC
zR}uCM*O!RnMD@LoePvN@k!GH~H>{hs+vy?<&<xbMeJ2E(A|%YTZ@wGftyqhT7ESRE
z(CgK>obbf=#7O5yQI|!04pIQUUR+^Zn-f92OaCBRb$S`}<CJfsZH?O11(g1JyhCJd
z%fs#=-@Y)vfrNS^t3gzHBX*YNe}Y4@u_mu7b|<5^$?TNgLS&f40|3u8ldjD@jp4Hm
zd#L1$6ESx~Pe6(*{VrHpp*we0bA6H9WtNB(z=6NlqV0Edb9)9qI^c@Brc;tdILdI@
zPVS*rCT+EL^Ha(O$z{=M<>gVur)$K`ie$qK-bMaqU*FwL(C*-&aJe_3Fhd)1c}%IO
z=Yft^uWGvJdy6@>?LEMT_FA^y+O1_Day6iOJ27O(tRlI1Z80etUzspsw<~`<G`6|N
zbz84|n2LahB>K+N@Nbb2$KbK^I|b<CUz81!b<zg(okKn`3eX9h^}AIjPROf?d}wZ!
zN~<$@8-VWI?5S}AZf~g6*M`HCtOq5!o@%Ku#BF=zs(N#BiL})D_P<}0D~j&ERr?DX
z6b6z;x!ChdAD79_tn{LRFi`WUjSAVVxun-xX!@X+sNeRjFbVEY%~)QSug~D!_?Mp_
ziRu%aqE<V#x~3VOjdgNDfu7NYk-AH5&`g<;X*pY;^VMram|FxLFZc+sGVKu&+*}@V
z0NJ10)Na`0BhRSXFLrq=Y&m^|0*HEgNR>ievvjssFN`A3E;l-Z5_YuwYk9>2w!xU;
z$cPv=W!kIBgEPM(DwrevcYb_0AAIs7$^1FZZkPQ{t>76&uiCa@$9{!mld}C{Z<GJX
zDM)kh0avefm^h4f-CI75%6%;@wY^smv!uBn9%HrfyZkeudz5u4j%#9dH>PXww}wS&
zLjJ=`inm!6UH2|)Enii2{AK%QG_mM*vhlvA=bwT1+~_R+M-81%o!fuyIHnXkIJNIC
zG8FeZke;;A9*<DcJfbPpLe<)i5o*nAYgqN|7McYriEb$1d;G{ajC5#MLouiC$tF<w
z8YbN6SeFrxYYnf?y#UGbX;fB(nU3yIRak>TN+7gHW&h#{PvJKK4g<@zkoJ$hjtk8M
z)w&lPF<iQVpPe=F3MhT{TTl@;>uncoeOR|aGnbi2tJlYr0tr4!Y=7-zl!q~SUt@yC
zhOZ*I{hya4+VS!6$TIz%XDC}rh+a!yyRX;_WsrXFX=oee*$XnAya3klWrcVn%GNXT
z!*iY2_5|JB&gcO@IbU7DWDXuJ8WstDO{A%58C6%AP7Z1lM21?S+!}SfU8?D}Lo7#|
zd&>FI^1F96+tCpDSlug2Ago}GaO+qg{JE^%9T^lt+aBS52pnpO8%`wvn``@c>sKAT
zbA&AF8*VarvUAs!JyUCp<14=D^P-U4gmDbh{U(`pb%&fBL!DKw#QwXq%QK|muDm70
z&(&!?QzjZk?-+g$da_*B($rz>c>Zv^czZJdG@iXOUOB&uZlQ+N?<t0Z=9jd@X{;>O
z@T2u!lbp>k_dmQmhVRa5l!R%73}t-a)A%fJ{XM-ai}BHDL1!DX=9x0bpK=obWa^`k
zhlxWHQr<<to-gkJO%kF%Ia`i%z@PhJP`WtctH94tM55&FbtBImK{HzQ)@nk5V-epK
z(k+a(&OC?GXi|ShMZ*_=7rRs5$#MJjx1Ky-$jr4u9tj+~)yX$tf*tF)yNHVEg8j!p
zP%e}mea5P7uUlJg+hZ!2pDXrF%r)RjbGc~-OU2+TUu$S&Hvlot?auccc5mLj0`G*{
zz1MFvilUD<mKOTlO>Cy^uPlVkYXqh3T5-HM56a~?NyJUDfG;EIR`*%F!_K7jbfAEr
z@ytvONAE8d`q96?(LXV?oac-8vx+o`JK|Pt_E8=eh^vmPMAb1Yss{@5!h_Z;%g&7S
z%uw#O9YWW=QRs~l75@qIk=|Fzq((TSg78W&Bd**$GsAKg>ZpPf?^HOP@{hCADbZ_F
z{*_!heLw8WBe}qNg3fX!=^s{?QR-FHJ!5jtsE#i{lt=*NDRr%|*9Tqfx=rf49`718
zkA&hq1A}WnTHTM-r~cH~4ul+2{^pNImSCDda38rDy3eV9>CD@*bK0eN8vrZeR?xY*
z1~q(t@FmHP{F%J1sIC^h$Ie=7chO3hxI^pN@~<6qv>iIXA>{MLO{SUJT>8vJ$%reu
z?c~eX-M{S_+5{U1A8Z(cxdxb9mq0M4{8m=XNGPMCC56IvERdT#aJY)vAE9)k;vAF=
zwwT9s>suy#%xg*~rW>;JyZ7zw<ZC)@h3G}o16lGrmuy3I6{yHQB<!zRsm1KOa%Tbg
zm}P88#bNiOQA%rBbjV#uwO~26%EZ+@ayFx;VA(8y3P%gJD}_gqcgUIH&c11v*2bWU
zXuzH3<oNn>J$l0K{Lx^EvNt!X08GlcHgc>D9YxyYB3Q^?Wx;p4%`{=S)-nMh2S$xj
z$3kN82b)J#b5CuRxK<;4##TATOXS(9Wv2@E)tPOZ4QNxsC5lFV7ja8l-RcE&QK`4o
zFlY4pt6He3U!4{7ksdp`*vbR^#X3L=*9Jb1Ku1a0U99`{RASxwT;@fCs5jGh%j~pD
zGD-$ZZ{6XA{ELQWd<M<x*{3-~8{uL5M>P4R>c@3#zoYH~#arBo+xqXVAM$WrdO&Ki
zl*H8LeN(iWd&Z@956HC|GrkHxrY7?NWSPgJ!18zH<BcFghwe&!d2$B>ts2_s?IG$h
zmK&(%{P@$ii{dOk;lBJsSnjoII;Jh3Qs;F{HbUy7oZTGWT_Sz-@yVO&Zpr17#aC(=
z0mx?hP8}ljE}Fjngl8Gd@<5w)ZHrLol4dJdTGr6y+<4oQG8ASoRIppB3^(=O0&1y7
z<Cj8W;m*SL8o{nRf-a{ty%N_oYlAY#JULFN#Brs^hd=HD?%v>0a|94Q9UePtQZo;A
z@ZKp;?uUb%zYMOlxvK{oKN_W$)aZtkKp~=cD*sHfN^!!1PnBt1SObfRqqkLRiakob
zll0|u_H^DUpM=w2Zid?3TzmiiJ@Lh|vdh<lcl7WjT*{I>d|es6CW^_7Gw;8k<MLBw
z+(FfJ{8;9~-Dlqw$A-<fhc6xMDy0tia2f}VV6wRSj-jK8bCs|)jL+Qxj)}fepCwd=
z)gO%Z-7$ArW#@Dmr3<+>eWP0JeY_}+<*%Ri&F3j_n^pN;fxb&URYhe651G37_}2ck
za%q3)iMn%ru7{y5?=%osl8d;j5k~M(T_)e!R2Uy0U&;LjC-jrqVT>GROTwh)(GTtG
ztKX-ox7ufjH*ujm164OtHVnYp(YS%C#<-k`1-rp-{TCpJL+>qLTk}*U%pDn8|BdN7
zfl<!4T2fX3aJ5Ix^jV{5GJTL`Ks#^LtH$aJu0r9vRC^$P&_hr8u6XjP4?7M&>=6Vl
zr(;Z}<{}%X<FAOELZ^m27K^t&S3d19`fSb*;x?W`2Mx_+8JV~1T*jc8!b=8fH2g+W
zL1QFg4rRT6jqFSW^g&C+#aBPKUt?+3+$%U5C+VbDoTkcR=;)oAQa})5FZf}HelHXK
zrbqe7W#lbmcargxst+Z%HPVB|LBzz-#W7xzB4s;}P8hdP`p_+KMsH`Sf}X~GUwA+V
z&@;SZnLji$iRNz`JF=mpdNjS~4U}bH$%vV)LK}=A7cTneF|SjT$KyYuT>bW(tgoq+
z_ytLnbB=^7mI;M=D^rkZ=0j!6M&)YUc(y#o*Q;5SlMNO3_uOmjUKf*2U+1$C8~5))
ze%+m2)qNQ*l$lC$-iC@(=!_*Skm#D|7xogUM=V_4=g=h9tUJVTL|mqQqD4K@m0LJd
zaO{aDaz#%c99&VrF@gd6xok>6;69(bG8=&g*{qf0LD}5<rCITF4yp>f->Ifw4&z>~
z_ZB}|X6Kx}UoGq!hyc*rT@+e0xdtw#1F*gKqpjd6&Zv{6wAV`hd=*8rz~Wn<d1>2Y
zCFmICwe6ql+62>121KL9CZJeP^>;fE{`s|wJc^Zm-`_AgQa!G0-K)z!f^%%nw>6ua
zx6Bxnup@CEc{xY&dm`bPHh(5Y&XlKo^lM>NA1B&iNJ}eQU;VA?l`miZx*)T6Z{fa}
zbL`Bv%jC;1Xe1nc7lg)BQ3<jO?$7n5sv%pr;d}YHgj1yn9t=?&hH743UaRwMp(R@@
zdW%6pWwg49sXtl+#c~W!36q~U`stjmcXoR(MGWI>8N)!{JRf>Qnd<D%cj&fOg-%5h
znVRuC{#(92I@z?^&pw`D#gx+WUCf%cTIMBN!_{YLPq37UiWE<J&lQAc_TamknQRnB
z_PGShn{cTEp|%o_aHKExJ`hrWYIeZ|U9-J7Tv>R$EGI4a>|4s}jmOB7X>%yz3cxBJ
zWf>zfu)9#N7}pbQ={st^{60a;%CqnHjRhq~`#HQt=KE8@$4_ih|F#0r27E$PmI4Gy
zNM$^@YGgj=^LfCtLv64ll#yHek^T#<7Oa3-!ednf61Tg;>t8I-Ve}(gHj-M^BUf@H
z*B*o5%3Fi**OaG31Tb_D1TSvaSzi(`tFen-1t@&zg{oT{PjcQhc;Z~z_qSRwyQqAF
z^`OPIYjaBN4Q$4pxQDd^*PF23x73@g=b%Jzmh<n*M<z=HM2o1X!UXm;TV0%)ab$JS
z_Kw4In^QcTf|pP=H;jceDPI(guUtuK9kZhzYwtoo5Lvjr8{`~NLGzy>07}a0T{B0B
zR=QX+6{SAxf*!-=%);F}Z_B*xO+MOgAH6Lh8K+<8<y7N#n@QsLu7}OgF}Bf7??kO<
zJtOh$z2VBn*_x-q{5(oDE(7$6OfXmX76Vru>p5-T#gEF~Atz4EKD*r3`_3W?6dRgE
zFW&bO^(~{m;p^b&tQB_J2{TwAVf-5BZKIeNUe>EnLKgH!RDz|X@(X7Ei)_l>j^|U`
z0uQH-ESR@$eSWqph}24|a&uA9@61!h@J#}W32NrFLbg^$_JhSuVyI8%IfLr7do>0%
ze|fx#yI>%<`u;teCB-)zB@@@X6w3N$WA?_(w<4G96U~^}01bMeI#$jyji75)*0%&f
z=S^l?c-MbV^0mjFk8ob6Rc)oD<ina;6Yu)kW#6*Wd)OCK!+*9+X-lg2hP1tFtyIHy
z0d$iZYj10giE<H}%hBl4W1m~CNZ}7l`HC-X!|pxQ_%q<ObD44I)RFzao1|_GJ;bT1
zG4SBs7)|P~D316z{-j+LpSChJ6z?}Fps-4V-fva=hBuxzYUzED4KI3ZNa|WijVdW=
ztk_*_V{yX$_}+J9Pw24fT~`z%6_^Efa&zbViv5F0DrI9*gsYc@uYJ{}<&=%^o&FNV
z?q!F9xbtpB@*Mvho}pjjukt8rPgQ-(-J*M3)M;1;8yOGKEf}r8*e0tieP#Xi;>;tG
z=aUR~OSIFBua={TZ>gAfH7VCSPJH4YeA0tknFM@@K)Rum7CW`Zjhs&b<+O|M<k2Nd
zeoP}bZq(}l594lGaqeVw&(^C|vS+b4RqmT@!~V%RzhwkEl-QZu*C$R-d)n6$e{d&j
z#o;M%s}HExaKqjSh1{}Dq-us5FP1LV=>wG=g^A-XK4<8jvzs8nHgBR-Id7cvg{icU
zT-foNkbI=hud>43Gs*Im<AlF`O^n8h{iC@Zn(6C{{<`oj`h=YF4;#&EK8HAswNF=4
zUrOl`<$vy>r~y>Bf_zzK^_}O(tbV=3aZt+!x&y5HmQP~T6VJgIRD$ErD^jePUn4~}
zl1;ww@F?Am;-9wMpBiJmE^g2v;JG4DCY^h#FeYk;^hs~J-n+HVmGhN*yE5AN$bN+H
z;1r!T+PC+I_)csht>H^DF&{nOyZalv$G@>;4{Y?ZU$V$-?_>82-~{QGjHv!Piu=ab
z`r`|F6O9|Mkt*;?(LA}zV`X8t(LK#N<l7LXB*k2C=3dvJ^j6@DW~mRlpN?B-o&##*
zA4y$JsnvPQ%$1#jpWMyVv%ZUxIlo)h=Qcv+qGFtW{OO?0yp6fHb%cu}=g!MZ`QzUo
zLfqs3z&|CKv2Wlwleo_*VMkurA8AFN1gNB-DX3?c(NNFIq|M9`fqrgZqeEmDG*{nc
z+Df_08wic0IFqI6OI7@;dm|lIQLrUav;1e7((sC<M2{kg2IfBM>sS_h-!=Ly9S3_;
z9)n_N-PLTiSk!oFPH?J{3*k#qNmNDMG4wiq%qNiMAA(QnNfmxkoRbHYG%Ljx!HOyi
zl7+E+oOrV5hwfuS{C2Ff$;}OYLK`$YcP6U^oIh@5S4;T}sh7T`v2N1P@2W_d6gQs!
zQECy8OLl5iUMKZjX6qgHB~q2wRK<<7+>BHbk#V`8&SUktaF&jlv~Y8qpsO6EROwZf
zkSSjF`{FM^>qsB*?x<NnM;`#~H*j3apt9hZ5f1yau&oA4+bm&wYO0o{BT~W&WfI^K
zA)Q+xfL6qFa^834u%vGb!G9!?+h=(_$Ws{gM0le!*2dID`?B`ybY)1)JMv6FWgJf&
zihuKfMU0zA>3;XIu66^A`(*!FWut2OvzDs!^83f4)vB-Tp6g9}1&(%C<x|Y7ykD3x
z=V+27)AR`7A9YI4xJzYaO->z)q8<L*E;)XK@)W%sjgduKyr%QHv{e5*_gdAo;qRj|
z+(T40U!L-7FLtE#(QBBZ2qb;6JZJMR+vQq8m4ibwiO+8oanq)fj#%m(%kLfB&0gGo
z`^yN+(Fk0;YPIFQ49Y6*I{6&=A#M&9<x)5IA?y^Nb%{2Spy$f!xu^H=&OS^rAf{+Q
zV&kLot9p`)kyq-IhDTPo3cI1D&q<x1g$f+nX{!O8>TRUotFw+5T;%Cp<lG`ma|uf9
zem;Y<ARl=)9g8n=3P(FGj2LtH#oMIfhwYT_7qQWvrk)CVzQcFKcwc%boWK8QQIH66
zR!A8`k6e*32bYNaO-XiAja&|zjb0-=&iA+Cu+bzaEJM4&2horsRITwHaM{f&kjgma
zyV#<R6|REHbl%`Qojy(`U#YPxj7&*T*CsN2x8FXTHYP;>(Sf2SH+X5$@Yw_uCCmO4
zvt&NKT$*w&np^6%nRdMKH7k!#wa&3yr@qDo6iLPhcj+z21yU#kYF%$_ZVM`Fv{s@_
zR3zbX9&#8NJth>Q=wtuKWh`3tYPo;NF$=NBd6-=Cp;<t&7GEO_6Nh$pZ4T6WtXCd~
z*f4r0`>C(D*&d2nEPZQOh9If5$*B*(>b`*tGM)Rer%!coVK{885;=0uQ_n~7es(Eu
z;$$W&&vFXcm<^E$>-k{sqPP&Sa7iQNIFOQO+LRTPud`h5S*KK=`tvNO>0|84G>gnV
z%Yqyajppj>%s8!#MiWcE+b%-<cPy!MkBzDI<{7F_HOExl{ZM3HIu<gdz2R|GRV+g7
zIU+LXx>4FaR8+bEf`WP8?A8|%(u;l}r)<HhL)y7-#KHMNN$z&eZ+ccww~c!Bpt6eH
zW{^}eP2qWoXtC<VpV+=Ua$`iyWwIOcS`0Bk5BSjbE|kn9Ap6tbnXwAz$a2BT=L*`y
z=fwIXzqa4%f(TmBck#Ro;cIS&sf*c&DN5~1?^$z+>UBfPWbr@1%68?6f3tMb%HlY6
zUzGAk52y9Z-?GGN?aT7DHO!6+>r}k-x0#+)uim=znVJ+@m>_qjSw)+<Iy+es98?tj
zD6ZniOB~}3GjAztZILvqgvNMx4%0yFRTPL-5uUgghkY~F{mgW=LseL)z)DaPrS{G(
zBAg;0d0!^KRPJW4b!7B5-{?y%ycKlcTO_UI)-yLfh;-S`WvyqQQaI0<^G;Z&kB2qZ
zx_vYfr!`T!jT+ot?0s(<#HmQ0kCU%lY-p*Ri+_F(LMGAO+Bv}dmj-P}_G4lgDk_Co
zu{<YO&;7wTCwC=mIkN7W{n6hBC{6Y`!SM-Z?eSG4=UrHsI9p=E54oU~<*QyL>vo)(
zHZ~9syGWM7kamfG+K*3Lx`Jc{pM>3r8q+}m^zn=iXB4Q<*#(~1via30#G$xx3s$r2
z>lekADeUs0OIfVl8vppGI;D;c;WoY2@G%)u5kWU7uxVo&o@LY1e@*}Fk3bt--cv_!
z)R9d-o6Fi;qt}_6a2La@dQkExwKVpC_M~pk8d3lT*x7LD`a;eom9k!m31zH|&2rFl
zvV4jaygCqDF^}Dg6vV~^wSQ<?Rge(5-`6I7b)jnbZQ9S}g>+SWyBuidiG;!FshF#1
zBtBlt(`~G!JVls^a%mP=Q&dKMkY8&HX}L=-#MvjAP^NiQ$|!+}4JB%{50E_nG`2?w
zb>V}jowui|STxU%_YH)Z(usLI;6+NrHVB~5xjXpi>$em!i@FM*&5Z!<?Ot(T9l4ak
z=3|Cy&2+o2(>OB!v}lF%-IO)+D9}m5025m$aX#XhjMIQFFDX$hV0nx-yoxlSfIPHO
z<KavxxdO@~<tK|o@r->vAGKR9);Wlx1e>eTnxVw1<dO`Dwj?&^mtHoVjq=E|q#x<4
zn4Ze!IvP-a?1VCEcR~}VH#hygv#5!dFks>VX*8nNwy=*z<9tF@Rk~GeDD>w3fUI%N
zxQ8=whUW+$ZeC4OcHCi~t6l~e+<q<Mnp*`q3njK75)=IZB|~nd7c>D56XUl)GB0{t
z#ro6w1a2K&XRn3lIE&Kr%lQ=I`rT^P)dn+e6%%~++v@0R3zVK<;r+eK_0$|7uYz@O
z$mF3}?u9>5M|osL8}BduqQ^C>7kwraHb13)u-LaKXNI{y3jlKJ*rX?))&O!!+f!Kx
zn|7K4^KDW)x)p|uuA=}JL!a?6^lYphsgscjt<4f@I0I#fZ*kEH%V$s)s!T$H=NXgA
zWmz?M@^1*<;F7ov)jH)bb-FQt1TDI$*XCBvbW^>YPSdhm0Jw;I>$&IVPF~$B+0Fp8
z<9n&H0qsapG5%$sL<+7%X3lT56MNS@9wWKgiOvPZvCC~GlTGL~tj)q%Dw(GbzOfPQ
zgf?-mFYH!`Ee<W(#B`x|6Tv$HPDn=P#qs%P@3;hJyEC=#udc*jwF#IhKZ}`4#P*Cs
zwzk%oQKIjYkFPm9JA?M!z!VG(YE2bgHq-~EIAQ8Xm<MX`IHG)4vJB-6*)XGbo??9+
z6MZ->zZ8cE;gaNX@j*hZ%au{wm&;<^lelYlFXBpb=c6*SkCL7M6~^*ok^XDGQnnu)
z`nV~x!UN0hrAm<@_Q-~MExF8V=F1))*5A)>&r~AXeu4S<$um9U1Bv1DzjGEIi(c-n
zEdahY=jI@+F1Pk#iAd5xbh2c=tLLZp(u}f#O3R0JU(goP;%hb35gE$u`urLsdH@^<
zuN1zNF?KHWNi8T<8<gBGaL~W`?&fohTDkb2MDJU-{1L(T5ug!)!&JWivuD(_w7FTz
ziSq$8#%hL!!!pZa{~Io|6j9%Ytqwhe;JY?$7j=fBt3Lvxm8Q!emH@M)o?VI5so({W
z+m~BM^O?oy+urP{DCoaH6r`329uLD(XG7aKW@7`z&Qb*!WZ@DCNm5e%o%*X04;P_O
z-$yVJ?$?eyUknBCg|ByJKu$N=1Ow&7N5^GACd<V+M1k<*={jNRT^R1dso*p=H}hHV
zpI?J2!A}4)hR|~s3hIn4v2RO=llHf;z5>==SKCsgOdd8*Dn(q7@F@QN>SDU-x8NK&
z1nelffCRnT!02l=-;-1M`}?KjRUTrsp0FhOF8T@Wew!gGvX$=Gva+lg2$uX3NuC<l
zWd`;3iW1EId)=mgIP?Kzc+hGIXQp4i`0|_vAJy6Od8L91*7woPxF$!lu^=~Kx`!e=
zk*_#Der4+t?R-p3^xfn@1GE9Rp_D}bP3(TP-WX=sVKD@{g1eO3Hoydi?*35#RO@Xk
zON@Y;q{*MHM<0)uLP4Qt^I<2!ZsGxYt9vU~E&$c9rInXe3YxM3n>@!K%|u%7WqZUG
z)DoIW{S&0KPrb4b@!I@=IH-YexK-op%MjGH0L2=ynL#Ml;NPybI9Qs+F}(q15*$~r
z-tk=jrGDqmSL#sAgD)>|Q}8-W27%T*X^kTNpD_2P#QuzX<U6Z82xVe$eJw(=3KN~5
zZ&E6~zx@wE^-zc#;abMg%nZ7%ydnVHQ2z*OGcHw`yA04qoqjRVy-<dh*zV4vBfmc%
zL*94db|PA+<O~@-Ha6`cEo1y(`fv8Rb#IUjUBDP5pmqwqLC;b;|7Kg>Op7l;#Q**G
zfsA{*Q08H|Hk7?6$J5%shF|LxTx-#t`$LbC)g$kI?K`^SWv%=2qd@rSSH{7o9)r}g
z@y(kzaU5Os(nA+dMe^;#TQZ;QI{J|~cK{KB_gJpkSOshKd9V<xN~=?aKI=F+PZSBW
zpu`u2#p{Ca3#;93-yRvv*MGXtbx<)l;N$-La=j4U>;0XiI-Xt@%*M_*1t|qwO&RO=
zyw}E<&=Yncw@*_Ri0f$mdZW~^S+Hc4p4{*=@BS<-{p^<wUJEJ$D~5KsGI-64L+46)
z>i#L?mP>DW$jNxG&qoN#@_g&LDEKBa(&gvZQwtmaGZmcmA1ZhrQE-fi>S}BFCFf%@
z%X5b5Y9OKu5sSXwfVBIAO4CHGGzjRF)TkKRGKzfxD;#RIyt(8oa#Q__fc^Z+yrI#?
z-W6s2+I|02s|I~_g1H+R7eU8$7ewIv(;V3u^vqT@o-B{r867`%Ot&ri704FrJ?-ks
zR77iJD$opP%Y>ZAO@Yr@h+8pHaF-nZ$=nciDM3_r?EBQ3d4Y!#tPFmM2(NHihq1BS
zTj|j<D0*dDXyxZ6(T;Qb@9eG)uaRT&SN4+<$~GH<Hlyf<vL0Y^zKN~oa^$KHc21sh
z6f~x}AP8S=T;riPw<`Piaj{Fhfm+XX`bA~CPR(o;b|E3{A3uJ`+%P4Q(bAa-9V;6s
zLwGP{$AvOSk@<TfuG-W$U+^5yw_%Up`4@=OS48EoEK}RH01MHD1=2?2trpIatV`>~
zZz3Wt1Nl2Q?-^5HNEUI<0*@Fno08cOo?5FhMjA`b<F>Tdj9#4zdn@TpC_I|3w?@%k
zX4A*5h1PB}KKi*kNn~QS|772%YQw?#UCXu29?be;^Vypo7zdYc$s(C#iUIsQZ^QnB
zmwc#yA3K+o%t%(sfJ^<JcYzBfZj!`VhmDn;y1llQT8Uc@*fk;@UGoC+c5I5tj~=)6
z1ln})2JBt=@dZQckFe!yaG<DIx^X9sVc)vSo8)GY>7K{(v`6sCQ;zE$@G_`L!x9w?
z)H<=2<$X^^G!e<Takc5US#XoX^teZo?$4%&>l;lMk&zVvKJM<_@>#R54Gjjdv5B(2
zA64}9IOQcO4B~`$wuh<lZ@NLBY<D7iO*GM*^9%#j5P0N@weh*7gfFcjt`q+f_5Y{5
z)_(S^h3Nf;sRf_bc)a7U<YzM>o_{81LQF1W&aVYir?aZQy$4PfB@Sbfp>!e|pj<Ic
zQkJ8U8SLUdUjH=YxQsHbchehYup4oE`8DeC$l96$5JIiSHkMK$viW)wy5~exwdmZL
zWqxBskJIa#A9`Yo*x_gAQ*{tubzL4EtadLVY%CXGCAXC%C26=9^I_NPeK`lp<+%AS
zJjS?Yu+p|GLq6iwCFvgu0A@vcsgMakvOKS;3Iu=|@Pj3COMQyr<gDj$u&$k6KWd=G
zUCetVKX`_$I;i2eY$VLkFXX~j;M7sMK4>Fo-IWo-UBjiF7gy=JY`-h{usMn>KSk6f
z*JYr<r0y1jpkLYwC{QGnY`yp1#+7QhxMtJRdBK%XXt9Xvg2-}nxA#9i=Kvv=dad7H
zPlbQ4_1J6OesLNx*yzpCWK~WSQU;!FY;|~!1gd(qOL6d{S)lhm%*!<p+yHHaTdt$-
zmhZyprGF3}buxq+Rrl3;yVURj{NZ>-J_`hqelwc@g@{eQVry?H$wWMgTup$SkO^V@
z8O17Cwf2W#C0FW?R*bgyTx#P`@oW?9(^ZZ~c2N+?$dL<YP>`4Jgk3aGW!<bHti(T^
zXt>YeQuyq*i;0Uvp`0-t+qV;2#;{D-vk>w8od{CR-Y#;N5DY+8{$N4RYO7)QOq+r_
zC6!>=iE3&rjT;%P*$GQ{y+Y!Q3iqW7uo+tPKpZeq-=E4$@O!WK5JjAY7016CEORiK
zoj9)MhP#u}1rmYk(-qh{YNp`1kRb#1s~t=x$KeYdBkp54{}<&>Z5sP-tEL_*W^ab^
zE#l=Lk=8M{(;5YA`#UO!i>)K&7}nzAE-dhQ)?aL&S;U_MAz@+fVqH)L$Xf&@4TNa{
ziP%z)llyjcImdsq8~m%Z><}0GBH)4|lP{H@oLKVfw6ha2L(kG!B<8z+a3wQPK}HFq
z9Z^thP*70rlQ1dhTAKL1?p?6%khWeTzM({Wa74K{=peaeyn3ay>pbtlHRjn>y9{|q
zXB!u%h>PLDA@zcgD2zvp?wBQJ6^NOSF?1BZVW_Q)K_n-UVTc5x43<9&t-OH>;#~!3
zPxSWt@bGX=q=WPC1E#Qc4XdrHmllUyT3#%q|KOq;Z)l-EIKc654WfE8ThYg|6e_xy
z)mKV3RZ4EJzlYgkettUA4)zVmaO6eK^f@p^K{|{&SXI8P^!Cx+)v1@b+`rUY5qT?Q
zaKD5+yUbOHy_YnYK_b!CZhMO``|JT%&wJBT2NF?mOgS4g)Q9y^9xr5-burMPTHH1+
zfA_Ak7xXHf;K9P^L)2Y|nnBA4`u?dPb^U95X+cBtOMdSBzYhVqFTWwe{UsG;WB2-6
zZ==XR9zO>w4@6(!6C5evbjvdtadaI9MWsV!20ENM!VcCPz*EW&19fQ_<tLEyXzwy&
zMSMQi7eVloFowZU(T&gi>q|Dk>D$j>!2O!`hEEYF-o)dc<a9`f(huk}-#(fwA#m_H
z<FZh7bi4$>zsK9LoR5Xr+Xm14+32+_E7R!Jc=zx7$B&#)!1E}95fS^$GjCOjOTE1^
z5F#hEOaFb)ZRDV8cmxvS)}cal;$~wT%aUuoXm$60pEVDhwV}R+MV4_~tvpccik2^R
z)+Q|d(jCc}fUOwD65u$9V%NbbgMgZo++K(HX+C~|wy|Nd>+mT}Qo<|4z0gM<h%~L&
z7g?eeW@|3DP0lESX$mq7FCt&k1$-R=LRCp~Yq6aUhn|wj@TmUfr+fc8*%cz>WRq%m
ze<P|YNV-xQa$?(NxDf|h!w1q+$VX8iw@^{!VoF-Xgtl(1tY1p_o~r>TXsRzE>Qo1Z
z0OrQ8<?i7$>3JLHwp}ZHTtEv}`y^5BgCoY>kz0J~;>CCm+h$SBuxoSe^6$4UkInGG
zD)fkB5j0<wkh6K-=QEajae-o}>_ka!9$?Htx8dN|_0EXi?Bj|3!EDu;<x&S%K()l$
zqpmVC{`-A!<A#e)n#W=qR(~P$1c_1+;v>ux5KDu>CVq#3=tkT3XO;q}pQwlCgQYF!
z4>BZb00QP69O8Einev*5P%~UE+hyjF!87Em-LXviXs;mC){}>y1MSKqR24<?IZ&vt
z0C<DJ5R^R#R&I)dd20Rx2geY}AhM2EqTj^4+ioc60>zqjZ=SLKyMW=b0L3a8(h--h
zlcqMBTUgBR15x&8GV8Bx@X*QmWS4vW@C8r33)ie>4*1r05So2(FoAvw!-9J3#ecp5
zBy;?(@VfLKL5wWCtDwSN<D^KrMIc;1d`(gtk-wjf`Sq$Za;%`tp^uF|cYkD11C)K}
zfXxhJoC>*;Tqr5HEN^Nlv@{l%rhg`0>unT*$Yiqd@ME%(^X#A#OUwZ19^1k601V|!
zS()}!<6mJQ@(06_1MWSkjMt+C1oi!|*|7ojz@p}}bWR7yj33;#^5WIgNaiKPAZ|0Z
z@e9<AiXMoB2_1gQDdcqCx3(%t2zy6P+e=uC2^ZcL1m}=szy%}25J>PuB=bc9Rf2m3
zR@>_(<Sp}awd6ON4}M#p2}`ZoeTzJ)Jg6+A#)Q`HAk-{)ICKvW4mi+KWBUt1!AP+b
zlsM>sPB2n&F@5So_u%k|NARYWn|hl5blK?Rgva;54k7J1F%7YCTzd%u2FNfx2WO!(
z2^e?TS4R0DwTgQJ@ChX40?yGy<KZku#Pp<VnKQEtIAu1H?|xYJbiS`ylEcuXez>e7
zXe~dlCII_O)f%7yF$?j`td>rnFs2>^DUiVpMNdC3_o+TEg3H9&?e*6}(JsER33SQ_
zza2jhXWCd)5WCcCNw$Hg(XeA^9ITKT5q9{7Ig-KcoNW39kfvd5;;$hD=o<J%zi}))
z_HaUsOTIKGDz^p6RNU=I92--2sZlM6)`VGMz|tb@%E8w-a>9og#y}19F-T4#%9f?d
z*H^(%ODq4*bveMcz$mAOr@x1b|9UT!uId&vuyCby1>uqmqn{N(?+Y1@a>%D>K(S$I
z+amf2T}aXL_OfzlZ_X3zFuKDd43H!4!MgZ%$EPM{N%FzihT4Wcp#1pc4xfFwAbbn=
zeDZ*pfL+_o?R5|sod?-($SIIfzX&h;Ycy!_FVu*L{Ti~fxiepqm<U=HflN?of-%eh
zPmM;mm`PR@ct2zLS}aN_XB;x6eT~8O1%{vH-_1w<4#dc{&+q+4N5w=~+sOrxSR?(&
zv*+r8q=*cLXRtO`0eSXuLqBz}vPw~D2+8Ig+>U!9e9zMlcXV-5_@bEdNde?;1h!ut
zFsAd$K=di0XhnDV;A6&};Nhw1A8w&-f!M+D@4f`V9zpWvM~@E<I3UKjRUlIV-_6oC
z<}+NooFCTf0)T~ot(ejefIH(>0bp?)cyp{TjsiIuFbxMfPVgCipJ5YTF_kJ1%jokN
zLLGG20e{P4q6u>U$f$qjZhQZ6Z?2XH__6iY`TA<*-jfHtVjOntB8bC)-*Wng57%X6
zWf3(PeNaV;cy*CY0jYINMD`7op<_rpXUa-69Q_z65BCA_w{_w@kchoc@gcCQZe09-
zEa{NhRZBm(!H}5uzZi353iUF%V1;1<zI`yledVgO8Kf{dAO2=Jd<t$P;pDGMZTeJ{
z69m*jjt-N8>dj>r5!p&BOOfy_rKaKn6R8+(qujv~8-wk(WuvMmy^Rq}n3k6>UtZbK
zA=-)r4X2rGhpry26Hy6o;};Wda1Ec0oG1lL51c|LZRVF7!-x0C#?AKrs>wb<=dJzz
z`jCS`tg6&*u>@NJ_5B*~aa{!;u{pTn4zq9x?Qt^_Qc*UK?bwzQTWnKH<u0eNpf(7|
zAPF{%6%GaiGXb7+l$3(5ONI*@M~)r`*cGmJt~;A%tKYAhk5h(6m<^RT>>B*+^ub?L
zpLwb-KU8X0)b$JML3V;DQInAKTzM^ENJO)H`iMKU+?y0qupwZ3VNi1S@EIWHGV-0B
zow!ephaznHB{HhXqM7~u{b|XU|E6Fm==U{N?yR%4mjb!`F#i91YCnJe%xii5`gO?Y
z_hWMK%<V{IzkK<!zs?I%J8=tpa1-@HQ%y}D3Dy6mvTRRsTK}tBL)Ib-`u#Yp4Zc)g
zpv4~(DEOW?^jk137V(YyC&m1q>oG_KK1mKnbZ@z(r0Q<D+Y+byU6O|u#;0!iLFX&#
zRjOA9c{biEX*|-Gtz{Ix%)GyGxEvyD2y;L{fZhqF%a?zooj@$DDyx%v)4oG7jJx8E
z09bXuMMTH~xWGAJTji@w!^azoH)ylz8%#^^x=BwM!*vuqKAqrY`s^Ri&-(MfB*OpY
zEdM1IcJux{4XDWFJ#+fc=`N4hbyCBy$>PTVq>`f9dDY!+_7S&ik)lVRp!4n7u8R;m
z7k0zOAf1ZxaP6svB|+Y00jH&=_BxDFD*xFDid-mlik#`1??q!;Sd<fPSjLR6pVRCr
zStvi{HK^^IFrK~Ty&U8=CAc>?!K4*>S{?KebB%<QN?PJl9DA=(=E4Hw;^t!imiGFg
z4@I;4zTDwUP|i!7{wA23Gizz2Y5^RYd!yJj1w2+~=}uTfF%|a^On#I26&){uUDS+!
z%1qZ77ISRGm*Zx<`)NPI7U4Zo)t<E`PAzFCk+z9Cqva^Q)Y5pH_yFdktnagBG=1U_
zaP5BSaPjs_WV-Iro*piVB9S%mm}6dB9MS<D&eC-rqsn`*8suELa^>+%va6_b{`jr-
zt6BO-I`Vp44QRcRAXI3@o5fQn3Z{L&$2l~wN_i5a&2bOrp}S8th;CT*UNI`2nH(Ek
z&z+AzQe*c$uzE(uQoGsFbbgE0j)T&VioE<sZkQ_&Q?&A9b#JOoB-rG4GKGt$@tT2C
zXOYExXL_JZ3j6?SzM6;W@CtYKPt9U{Ipzq&XQjvQS}@N-C&=9=53nn}*XS)&eX$Aw
z1?MiN5!F?nkmmWG$Fln$o)%Jl#U7Ne1UY4t)mBZ>ATNy!@pvdUDA#m=#i7v$sclK;
z#9yP{8%CULgij|Jb&qt`*GqHWM-jgVvrwKlPU*Ap^&3!6b9Rw3D{}D<*HkhbJ(>!p
zD(#symKb7ko#es?x%c?KDunZpvh;5$0M)%%j$YZg!URfD+P4&5^m>m9=<^B6$fq3c
zvZJkVOPFL|eeemM_i+p-n*G>6>3mbwfT&0NsDO6%ISu@d8;}myiQd~$Ta}j>0q55%
zgpG*cs<h$^1~#-k{iTB<930I9w-1*r$5RZKE(ExqkfunM?+VN7*|2@u(VtN)E@cdA
zJiY9Ry+rK83@5pC#C0XJWW*2d0MRfkT2wD5J~k2TWs1++i)om%4?)~7>d4W_u-d8+
zApEIgGint+0ur$y(hg^|RFTFH#Xyp?M2E9{<@zyMCm95ea_E*+@2>3gvl!9)O|IDu
zPTa|`H0OXCe+jVwdb{e>i-eYpo>%Z`@hhoxIm@N8cOP(2Yu`9xcz81948-Z>X{ob|
zAP#{T6nR{typ|05<W=DfddXcp)O5<q*p6Dt-|OGyO0`ly4$@N=L>0rcZizi9NwZm;
z`6==E-4caB^qsrXZy66`KccrF1NEov0B<fJ=3E84NU3NhE2wIzzG5Omx%f-bS}rQK
zG}g|q{<+7Y_sehuo5U&o<=H8}!+ZKSunr@5Alb}Y-KyS%hWGj9SDl}_gS0)sx{N_i
zi|Mv)TX>#;+mJ#>!oyqC=Nf&@4zFdB{4Dci%Ov$S7R^rBXvHXFIuw87*VF;ux4ycO
zcW)EGMR=q1!@Zs82IEup$rey5Gf{$!4RvRrvepu_C-Afbm3a$bMJ<Qv4pFKaP-1Go
zGG{~muQ&bH+SVfG9y8yaBR<EZ58vo<u&jvSd2n-UyTFW=8D_<I^}~0~PxGTW#nvOO
zwMMUz0-$sL6XX-!0IJ_)OFb?cBl^z$fxQ$6FouEk1u~K#VfmA(<n{qdXHnVPr>*q#
zGQT{#@$>Mvj-tfrjb$+9-3Hj#rk?<Y)i3=p@FR+qzE8Dvo^CuFDbE9b#!vt=3eryi
z<QY0lQHb*W@>k2R{I`?j%4dI!tYTIc+Z_I%FA_W^tN!=DUillJ2g8DcfBqA+*FTI<
zpg26NegTq+!ym_8AX+>8aYYou)WaX$kf`@?AUpLxKN=tKln?%+061ZX|JSb%a;U=}
z|G)Uyon#3j2TFQ+Oi#}}LEC<{w`>v;BbBRoyz{!+Yx4hsulz6j-r??i4*nR7IH{V=
zicE`N27s39-+xQLMJ<ok;3y2q{$G6p^ejQ+@qDw{Hl(-~=bM?na6ZI5AAurXQJ}x=
zL0$cS8y_5m4pYq^O#hGWU*$h#5~3ARu)R3E?f(~#P{;PaiIFLiSTA3`DYdtmzEq7@
z>BSi6eERf>l$=}(6qMIKlku=|bBE12y#Zg<A&>l?d?N#9g(x-H{1FAlA^R$22&wKH
z8-4}f(R*1+7Z*zMv@!ba3}JoqgC*!)3FfjCP@ZfXxV?&M2xsgA|4#cFEET7=Qba@q
z3dDW)pnWRpX=Q9VTJ0X|m2bWqhb3b3;MC4T6cM%F-6A15c8m=w%*moIUHu=;qT}P6
zqHZ+Ba2Y@$^?Edq$tXb_zE4nMbNpFwP|yPv!<DLua;J%&Eagi`fVC`)7`?w?R*d6h
zZEM-v-ChH;XzQ;p&*qxc)p~h*V}=qpm~L1a10kZ=@y9KR-(M+F;N$%H%NI;vDLnLf
zFtP0h_v^TXkd>y%kqbJr-!D1zK;-=Rlh2-w2zDmLHy=bBhX^Cp>Vl}AyGT!1QvB=p
z@43)GN|5rcrQW>R85|s};pJ5gy25D?%II$+g2S+H8kodDxQBSahgm!E;V&;kyRg)_
zp*1ilS<F?`^RDrw3xWk&Ak$g2CNt|5F0md5N|(Q)KDvwHZ|)A-6qKl3L8{4nl11)#
z3;G+5($?12?F?x;1C=i5wQuagb8~aFQa;sd+ejH7G;gmkB)e{dC9a@V$KN&#twBef
z3)_<JT{kgq!<)}`yi2(Lz`rPP&ZX7)ok^V!&XgEmQGWB;@xgMZ^fmX^V~mi5po~5X
z){2EONa&k=fAvx2Ga{xdFE5|KZyDy2lB1ceA0CvJ9P2vft+T(`AjRFk54T4@WlU`q
zZ(3Ur_f1%~;?Yzd<tZN@AN^XdiZcx2RwN1#e&>YIi}6X!@PjI#LN#F?9S@avrD^an
zPIBK|`Oyl>u=s0JsiK|mT=|wOX5O}fzwb=HFPwAhbX%eUp5MIjuk284BH}2@&&&JU
ze;0Tp?*w@uc4<>mR(5Ibzt8WvZfnEc>fC6E%hQXzJ#p2j^6|&%`_K+*eM%+*!k`xS
z?%lJ1cGUF2vt0w5Qs?IK*HwscFg6`LeJw4_%^l-{U%N~3XlA`~*<n?Rdp#kFzsSYM
z*Hvl1G+fcDcs4jZyiC#|-faI@5q5ARai#%z+ZUGyiddb0UKyjeY)g1(WCFU@t?=-N
zHhA<3ukv5New`m8N_<a_W~<IwY>4|lBjlQEgBH`@#4TGF_jmBB)1T$>h0ZhWtqc+#
z=Is#fH*9-rXlP8oJj;}~t(Bv}%+JgmAR<c9$w_sCI6c43>*aNxV2iiV%1xG_GdCl4
zw6Mov3>uuA-aLPP%!Ywh!0NttBh&SH!(*~W-5><(AR*j(ioU$|-R(eq{Muxss;DQM
zu_c(q;yxBY>o31gYG>sOZmpnZT|XkcEzuj_CcKWQJ7b-aPhGeN&B#h0&@5NElrFqg
zwHyXgt)=<C5Fm3C=se(1GWV!a)`GD)<j;xIx#?_p$D9<R*dC0y!h{dt6LOUeRj+S}
z6HS+W^r$eJ_*CBmjk!<=E)ht*1YG`Ljc1wU)+FV&7m?##C8gr7LgkTpkeGjDWthZ1
z@+R8fbpcZ*>UqPsq31~zU8X`b$LhzwE!qD{hdZWi^z~P(r*GgH`n)k`MH89Mx|z7b
z6W{%g9OW)QR5y>O9Y3dZF<8`PUbl`>^zlnG7lwVjE76KA%WUM@CoC0rpv@*U?2GM&
zgwWhd+IAPHFp#psH;xwiOJuQs2jA;>Vw&IIXiRijAGOlx;@`FR8011ru_$mVT07s+
zx;Iy7EvGf`mx=GL7AVpd&ez0OG@-5^?Ylp(oj7iVpKim@2D9nI((z&bUgE|EtfKmB
zcZ!7fcv&wh#9Ye(kK>>m_FK~;58}*xbEMb6U_Oq9l^;uA6qgPn=@mFHK^M;=$uCFB
zZ*<35gC_qvA-ypOOdcL8{dklP*2u9nZ;p^GhYF8=NZ^jAn3-;g*cv%T30aysb(3tT
zuWmUkKY1#jz#v{UaO@k>+!HBPW?i*>>;9c^vy-na`gC_SPuUA1M7ox`k%7<rq~-*1
zVFLF@{T`9l?JXS>?}vg~0wdVACSm74cvzve@ywKYLdm5f>PE#%uiF|)&n5Aoo$=rD
z<vN4H!b-V$a3@>LdE&74*(%9}DueOUd_>&lwPpz$40r;x4L#3vx`Tmg^~<?imbD)e
zdeeAnH`9s&CwhHA6n&uu^r)@<)1U=jGWtQk)OPOIJNL|uF<%qdFg_6DG6X8mL{3|2
zYl0?v%RHT}c3Ab!pO!xx8+}DsNgJuoXK7}&UbIsCJ4HU*i^ATUKLT+l?20}Q9?Mf6
zoLDRy%ZE&lk4xpr=E?)KP0^|Lv+tiUM8-(??s?g)%|d#+HsU&_XO!4Rx(RbpcUygR
znG1T9{8W^bkrSfb6$5$x!b+*+?bI|hmPRk0KQ~+z0`}u|6X~V(<*|a!bUA~%x|Ppl
z*TR}fo~qX?+KyCefq%7dbOL5vRU4yzqXA$un2PH+UyzWU*X6uh`FPHh#9M6@efF&n
z!Fpjc`~t84m*rcnfx`I8hr}oJN+Mc=zcTvnbXM-cqF6-i#5UO5E32=cASgv4zT#Ix
zs81T^UFIqqeiWjisfii;VK{AW;Nek8?Zsr*UV-m`EmA8V;9)UbMZ^+AWe#Pd4y~kJ
zkZ2p^d}b4s@LVs}_|Rs!x-??Y63bKOV^aAzr^L>9>=k|?oY=35cOYnYd!tN+I9@3Q
zU{TnC+mGa{2ag)pC+!O5;8{*?K%aj;LXN>{{k3D5{66p6wKkM7xDNqpJvxL9=6k3H
zc*OTQo>~GmDtMrx-h^UmE9uTt01ViFYk<$p^R@_}O9~P2m>Gh0bBVtw6h-QG{)ABf
zEr=d!ZR&u9x<}!oF#0b1PvHCZqBl1;b=O=W9I@(EuAR?C=TX^48l$x96C>?ob8iNx
z`C@tXn0$5kV+1_@W_3;*O!^>H;G88?o#PTZtZqiN;s^kNV*is_DsQ$v6JXZE7Tg%X
z?r<HpOSES0TpsMJHes4)c}=vH{Rlh!@3Z2Sa6th8YSORs-CiuqtA2Er<->i++4#o~
zsOXFM1UNCgXcdzu5ONi9D?1)(H$&-wtn+tLjyUQoj%V<1AJoPrM0O9Ta+veBHMe@c
zZlbH$-`h^+lXdXn;%Aof+5B;WORw;2v*h)s8k%IdW6I=3<TK5vVz<NcO`E(1<yV&L
zq?4^HysXnok*&}w*Bj$eUZ;M9_z&IJW51Q9_d@U1{(xnQo@LXIgx2756M#f$X9(`&
zWz6L%{oHo!Zc%;<Y0PIAl#xa6`P-e>N7~3Kfi+q;BmA46b>h{qzcia@mQcZi(QO{B
zM2Y}T&N$7qJ3)p8*uj)Fj~8hV=d}`h?@hCcQL+gZssw*_2O)Qx8f+Z)`}7?bP(*h&
zbkH`u1eHyvu9HXlRy%G}=w%uzUF7H<`h1P}(>F*^+}Q8|YcDR@f0$=6@?0!=EarMt
z?^78BUdSf&t;eHnkrmB}i4V{7)<gdoH=HJWGdF7+CyKo4Vp*~!?vj&F_%7R+XcJM(
zU|W^7E9pjNlR43)XuXlQiFsWj)n(;jOmbnmp}fjWvd*SQ+8=6{$BR~fhbj_x`Dkl&
zCtxJ5FkTwZRa$-?E=g!4v|1!IMYC&uhqu`s(jyA<1g^L<#jux@%<CjXr5<cdEel-6
z)&287lX|PKhR7H38+EpkGUAVPWb_;zZO`lHRgP(0(0h`#y`?NXVxEaL^4(p7P5({z
z_gTzax1XmLx*os78aLNxWF}bf9sjnQ+>j)2eagADIXBObIO$7Ls*qCd4xj~-CMxUp
z2#U+q_^`EY*t3%OBpphfCccvuO1F}l@LOh8Rk(98E%pe;?VbFt$Wvq9y9jjhhw=I~
z7R<wdI-C1?mN@@QbwQj(?ey0q>-9vfFydHQ4vGAJSh7}shVTrQDN|CW1IB9IJL{bi
z>>VP5GLz3JBtM{79%fo5=6|Z-U6U>9DpTKV4HVIw>7{c9JVT!Bb$Vi9+y46`Gyvxm
z1oS4_nQMGesm}uM#mo4sHCGM)t>Kub61_40A+E=Vf9j^%>Wee<xsYGnHt}AIM#2xl
zYrHvYEOB;))JqUvlWAzGuPVp3ig#)aRkYf~iafm!K@`>$iQ(3gL>|w+rtaZoRe->c
z!N|EyP=z69gV)(qk~2|+!=$!ai^jb(O$KKZw>4^t!heGBG+`#tnobN1UeMa6;S3Ua
z+i}s376Ci3HOW&x`CJ{h%ndJR48+6wvC}2_ZohxxmZwXnCD{_(d0F2xdj8_IF#!Vt
z43V|{Qsn|S`XVLW$yaI88nn&}q)Fb4f|McJ>-t)HN4kdN@)M8AhN#4H8?E+es_Nxr
z0Wh@8Kh1)<K>i&+T86=A^8w6#^hvp6<=oxO{Q^w9%gihzJ=OW~9%<8x5vMBS7j)Yu
z#HT~7kO-w$6oP@Gd7VU}FEtyZiqfBgl+;)`OCCc6+)hW@?hab^d66ely#55am|8-4
zP&@JhKE6Kb&h?9uY#v$c@$!i#W%kL@ov@R}vFN4Cg=dw%C-ZUjLQpLmzD1i~j@@aS
zv822%c;qsE=T;|#nsrT!>sebSF(C8KD=2e=C(F`bMDKoFq{B3;aF!3>)6OI>zM_A6
zT7XJIj06ue(Epz+2Zj)5hwoa>b!F1jj7&B~E|#ISF$sp9)$aJb-=P<HKM&l7x<)<H
zsE2<ZD#u;_k=7T=C}rF(1g|US%GR(mR>TtoYls?|4(c9`B9M`whRZ*~+bEWqnQ7#>
z3vt-$kV9P#AP!Y7f*1kOFjS%7pYjaAtg^GP$kxG9P0|<dXN^MTzMx=Siu#Cr=Pq>a
zpkJj(EBg3-bk<vg=IQ~O^XIcJ*_Z!#6VB^At+Y1Vd7D`==ANVD2gLM(HN{IKTQ#M2
zycASDb|fMh>K=SKjw~3s-CMVB_hu^6zz%S=VX^ATVlD)|`gIVy;6+gB2@N;Knj%?U
z_IEeXUR!@iNl7(eLtUMUHJP4hgwss@dy}T|prk{R_h_maF+lLy+p_%j?VH|HHM5PS
z5pB&Z1BV(d#80MXpR=GkE&Hv9!rtDV_I-ZXW<zLra5e=sSuh1}lAXV%2Hp!`P5@aD
z#Hnn(d3u_N14F6(2x?><te|j^)aLnRb%HwsXWN*#1=J1T82)Xuo?I=?2D1cdTR8nZ
zUpWZ)@}fUX^TLXz^3dFTHot0#qn-&thqZhPKDfEpA~{lCzfQI8&NAwFJ*Q#4%Hp@R
z+O2BvsRy2e_4=;?0yM5l{>O@+``s-%t$S-<?QYROXU+m|fyiJDy}mv^|86?4BO(Rt
zKTVo6=?n0ts@wVLVe`^hO@PZ5-Lj`<T=PHPCtGX->fxnabvAXp3k<<*V9#w9Xtms3
z;MjXbt2^-AABLa6bs|7YFB^CbQrNA^Z|}Z5E1%q#7gi8=hF!iUVeOHc7Yo}<u7-x+
z{671*(RESnurpDnyXyb{<9>I0p)<QJu)AdWZKlHN#IVX|?jIi=UAsT~U!9n+kLhav
z#fukj1+EjUu>~zA`2^Yt1e}5ob8%?_t)I3me)a-5wRg?y0<cWZ{P5sl*z;fAkvj?&
z?rpsM^VAg0#lUfhsK(&QZ1r}<cYgwVI!jNS@Q}5uv55cQ2OJQI>Mz^}>c~w0SqmC7
zegaLfCX<ck&zqOGbZfe4(y!flUw~!JCcV|6tEavG8u^=F&ZgpEDR5Hg)K|NQ4<7<o
z*`56S<NrIu-X~9<z#RF^8)#ZVCU6{OV_07u=r*DQo9q7m3fp^5JJITRe9!v)gX?8A
zdO&Ny4orP03|gZVGi&APOewXsk(=FsYxn-%zPiY*l}mKZY2XF8PpfLfe9r?@jMxX@
zu6Kq9dXQZD^lsJbwPC&IfQM+ryl$Jf9=Ou>+S4VTll6AI12$QH0lTSdLl-Z*cxfsJ
z56>38%a<;#djVRC5%2}7eWpV?@ctvwD{G>*zPf*}?#hb5uwTEb-|t;MRXZHm6_;AL
zEVwo)X%T2~CNLStU)-@NY}u@~0Fcl0uYmLHabT+JjjQ?S`uF$!|6#xsdu3~Oc=pzn
zFP-++|F63W9QOj|hKHj6=K}8(i;8^*Ow3t-d!<aXA{cL4zuVyqng^Ls4;onKV%G+Z
zt3H@Guj-ZN-%qFYUtL<-9kwQ7A<%-zuU_+kO#smSWWd3Ry^r<_0<Tb$G)`Lq45p~v
zWowW1N-qa?c$|Q(aiD3S5n--=f8dy7nxdT@kOKlcWWokXISg{mfDH^27{-2*`%m6n
W{G(ai^(Ap2cY3<|xvX<aXaWGL=K!q$

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/pheasant_classification.json b/modelling/data/abingdon-all/resident/pheasant_classification.json
new file mode 100644
index 0000000..85bb4bb
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pheasant_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Pheasant",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.9416565633560556,
+    "target_trough_value": 0.17862429918860445,
+    "target_mean_value": 0.4213717695284509,
+    "target_amplitude": 0.7630322641674512,
+    "baseline_to_peak_ratio": 0.27186132392856505,
+    "autumn_to_winter_weight_ratio": 0.04332129963898917,
+    "year_end_to_winter_weight_ratio": 0.33935018050541516,
+    "decay_to_growth_ratio": 1.9923076923076923,
+    "monthly_target": {
+      "January": 0.3891571271376412,
+      "February": 0.4065828848946221,
+      "March": 0.6413419683172408,
+      "April": 0.9416565633560556,
+      "May": 0.6131391125995524,
+      "June": 0.40461260274212485,
+      "July": 0.30533026640187855,
+      "August": 0.17862429918860445,
+      "September": 0.22795835923042812,
+      "October": 0.2538033153446911,
+      "November": 0.27229065819280523,
+      "December": 0.4219640769357664
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.18,
+    "GROWTH_RATE": 1.82,
+    "DECAY_RATE": 3.626,
+    "SUMMER_DECAY_BOOST": 4.168,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.42,
+    "PRE_SUMMER_DECAY_END": 7.23,
+    "PRE_SUMMER_DECAY_SHARPNESS": 11.15,
+    "SPRING_CARRYOVER_WEIGHT": 0.133,
+    "SPRING_CARRYOVER_END": 7.025,
+    "SPRING_CARRYOVER_SHARPNESS": 16.04,
+    "BASELINE": 0.256,
+    "WINTER_WEIGHT": 0.554,
+    "AUTUMN_WEIGHT": 0.024,
+    "WINTER_PEAK": 3.945,
+    "AUTUMN_PEAK": 10.05,
+    "AUTUMN_ONSET": 10.585,
+    "AUTUMN_GATE_SHARPNESS": 6.982,
+    "WINTER_WIDTH": 11.067,
+    "WINTER_RISE_WIDTH": 12.716,
+    "WINTER_FALL_WIDTH": 11.71,
+    "AUTUMN_WIDTH": 6.402,
+    "AUTUMN_RISE_WIDTH": 7.908,
+    "AUTUMN_FALL_WIDTH": 5.302,
+    "SUMMER_DIP": 0.083,
+    "SUMMER_LOW": 7.66,
+    "SUMMER_ONSET": 6.39,
+    "SUMMER_GATE_SHARPNESS": 3.972,
+    "SUMMER_DECAY_ONSET": 7.185,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.375,
+    "SUMMER_WIDTH": 20.768,
+    "SUMMER_RISE_WIDTH": 30.594,
+    "SUMMER_FALL_WIDTH": 8.634,
+    "SCALE": 1.076,
+    "YEAR_END_WEIGHT": 0.188,
+    "YEAR_END_PEAK": 12.121,
+    "YEAR_END_WIDTH": 84.574,
+    "YEAR_END_RISE_WIDTH": 158.728,
+    "YEAR_END_FALL_WIDTH": 9.546
+  },
+  "fit": {
+    "score": 0.194
+  },
+  "warnings": [],
+  "summary": "Pheasant is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates moderate baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/pheasant_consensus.json b/modelling/data/abingdon-all/resident/pheasant_consensus.json
new file mode 100644
index 0000000..5b66576
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pheasant_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.194",
+  "INITIAL_Y": "0.18",
+  "GROWTH_RATE": "1.82",
+  "DECAY_RATE": "3.626",
+  "SUMMER_DECAY_BOOST": "4.168",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.42",
+  "PRE_SUMMER_DECAY_END": "7.23",
+  "PRE_SUMMER_DECAY_SHARPNESS": "11.15",
+  "SPRING_CARRYOVER_WEIGHT": "0.133",
+  "SPRING_CARRYOVER_END": "7.025",
+  "SPRING_CARRYOVER_SHARPNESS": "16.04",
+  "BASELINE": "0.256",
+  "WINTER_WEIGHT": "0.554",
+  "AUTUMN_WEIGHT": "0.024",
+  "WINTER_PEAK": "3.945",
+  "AUTUMN_PEAK": "10.05",
+  "AUTUMN_ONSET": "10.585",
+  "AUTUMN_GATE_SHARPNESS": "6.982",
+  "WINTER_WIDTH": "11.067",
+  "WINTER_RISE_WIDTH": "12.716",
+  "WINTER_FALL_WIDTH": "11.71",
+  "AUTUMN_WIDTH": "6.402",
+  "AUTUMN_RISE_WIDTH": "7.908",
+  "AUTUMN_FALL_WIDTH": "5.302",
+  "SUMMER_DIP": "0.083",
+  "SUMMER_LOW": "7.66",
+  "SUMMER_ONSET": "6.39",
+  "SUMMER_GATE_SHARPNESS": "3.972",
+  "SUMMER_DECAY_ONSET": "7.185",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.375",
+  "SUMMER_WIDTH": "20.768",
+  "SUMMER_RISE_WIDTH": "30.594",
+  "SUMMER_FALL_WIDTH": "8.634",
+  "SCALE": "1.076",
+  "YEAR_END_WEIGHT": "0.188",
+  "YEAR_END_PEAK": "12.121",
+  "YEAR_END_WIDTH": "84.574",
+  "YEAR_END_RISE_WIDTH": "158.728",
+  "YEAR_END_FALL_WIDTH": "9.546",
+  "SPECIES": "Pheasant"
+}
diff --git a/modelling/data/abingdon-all/resident/pheasant_observed.csv b/modelling/data/abingdon-all/resident/pheasant_observed.csv
new file mode 100644
index 0000000..d228e88
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pheasant_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,10
+2,21
+3,37
+4,56
+5,50
+6,33
+7,6
+8,3
+9,5
+10,13
+11,10
+12,7
diff --git a/modelling/data/abingdon-all/resident/pheasant_parameters.csv b/modelling/data/abingdon-all/resident/pheasant_parameters.csv
new file mode 100644
index 0000000..6b75050
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pheasant_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:12:59,pheasant_observed.csv,1.410001068541471511950274098,0.297,3.722,2.95,4.758,0.491,7.66,10.032,0.08,6.79,9.317,0.317,0.021,0.039,4.0,9.92,10.32,9.493,8.066,14.679,1.454,9.547,12.909,6.185,0.04,9.17,5.22,6.864,6.65,19.29,32.650,62.878,2.422,1.624,0.338,12.101,69.296,128.269,10.322
+2026-05-21 10:13:00,pheasant_observed.csv,0.8162800290762577785515908624,0.515,0.348,4.726,3.094,0.347,7.66,15.601,0.06,6.82,24.883,0.383,0.705,0.037,3.82,10.46,9.61,8.761,9.510,0.87,18.15,3.652,4.428,2.877,0.001,8.91,7.15,5.592,6.65,12.353,23.486,36.689,10.284,1.461,0.188,12.026,54.904,96.681,13.126
+2026-05-21 10:13:00,pheasant_observed.csv,1.918184955372263380028932292,0.237,1.865,4.085,3.694,0.098,7.6,14.25,0.158,7.31,6.134,0.168,0.267,0.038,4.25,8.9,10.41,10.428,4.070,1.038,7.101,6.587,4.834,8.34,0.12,8.9,6.52,7.585,7.19,9.412,27.976,38.952,17.0,1.325,0.288,12.167,115.290,223.67,6.911
+2026-05-21 10:13:00,pheasant_observed.csv,0.2041564849600401910822085626,0.416,2.052,4.122,3.907,0.691,7.75,8.713,0.192,6.92,19.227,0.336,0.316,0.016,5.04,8.66,10.85,7.823,14.124,17.887,10.361,10.772,10.34,11.205,0.038,7.43,7.18,1.912,6.85,12.231,29.337,55.339,3.335,0.984,0.049,12.06,118.018,223.571,12.466
+2026-05-21 10:13:01,pheasant_observed.csv,0.4085614508592895833631495089,0.199,2.28,1.517,5.286,0.696,7.66,9.675,0.087,6.56,11.005,0.201,0.37,0.003,4.67,10.02,10.34,11.773,9.680,3.046,16.313,2.442,2.958,1.927,0.149,7.22,7.34,0.803,7.24,19.99,36.788,54.433,19.142,1.46,0.32,12.277,48.605,84.857,12.353
+2026-05-21 10:13:01,pheasant_observed.csv,1.619154245649540807097446343,0.348,3.016,2.199,4.096,0.471,7.33,15.818,0.165,7.42,24.739,0.386,0.009,0.038,2.79,11.48,11.04,10.073,10.550,11.638,9.463,8.583,4.551,12.615,0.073,7.53,6.13,6.873,6.97,12.392,17.406,22.864,11.949,1.31,0.292,12.051,115.720,225.508,5.933
+2026-05-21 10:13:01,pheasant_observed.csv,1.116308820122686432477084396,0.055,2.08,3.685,0.646,0.363,7.36,10.66,0.118,7.25,27.123,0.303,0.661,0.017,4.83,10.77,9.79,3.798,12.342,10.41,14.275,10.344,12.693,7.995,0.013,7.95,6.42,6.755,6.64,8.857,12.660,5.774,19.546,1.479,0.164,12.213,85.462,161.276,9.648
+2026-05-21 10:13:02,pheasant_observed.csv,0.1538769761454924272802309129,0.524,1.592,4.999,7.524,0.674,7.67,8.4,0.124,6.66,18.81,0.325,0.741,0.025,4.95,9.8,9.29,4.487,2.844,4.3,1.388,6.088,7.361,4.815,0.242,8.03,5.9,5.54,7.5,11.821,10.174,7.619,12.729,1.13,0.282,12.02,80.205,151.725,8.685
+2026-05-21 10:13:02,pheasant_observed.csv,0.2785603356572721951922740267,0.245,0.791,2.504,0.609,0.393,7.23,15.45,0.12,7.5,22.734,0.268,0.214,0.044,2.8,11.5,10.8,4.421,3.062,5.654,0.469,8.004,13.509,2.499,0.018,6.64,6.21,7.054,6.86,16.141,42.862,77.015,8.709,1.057,0.141,12.052,117.942,221.339,14.544
+2026-05-21 10:13:02,pheasant_observed.csv,0.2502805787813940921782342581,0.182,2.996,3.865,2.865,0.587,6.63,6.181,0.01,7.38,16.412,0.151,0.487,0.026,3.47,10.57,9.95,6.723,16.014,19.533,12.496,4.540,7.5,1.579,0.066,9.22,5.63,5.808,7.26,9.81,20.118,39.059,1.176,0.962,0.335,12.082,105.822,198.344,13.299
+2026-05-21 10:13:03,pheasant_observed.csv,1.884328354469569233095773847,0.412,3.455,1.867,1.943,0.364,7.23,13.134,0.116,6.78,26.252,0.362,0.006,0.048,2.99,9.83,10.75,5.21,10.406,8.662,12.149,5.482,8.783,2.182,0.094,7.29,7.26,3.239,6.65,15.837,8.429,2.138,14.72,1.039,0.138,12.151,66.968,118.113,15.823
+2026-05-21 10:13:03,pheasant_observed.csv,0.5139332250854299023121373063,0.015,0.988,3.439,7.068,0.777,7.22,7.037,0.105,7.64,22.774,0.244,0.378,0.015,4.19,9.44,9.56,3.996,7.416,6.743,8.090,1.824,1.956,1.693,0.193,8.77,5.67,4.178,7.46,20.289,39.416,68.164,10.667,1.177,0.307,12.239,84.856,160.113,9.599
+2026-05-21 10:13:03,pheasant_observed.csv,2.116280091394192368927688102,0.403,2.756,2.685,2.288,0.471,6.57,7.415,0.046,7.25,21.403,0.202,0.729,0.022,2.63,8.99,9.82,3.87,6.790,9.068,4.511,9.600,7.767,11.432,0.175,8.33,6.0,4.871,7.04,9.315,44.582,76.861,12.303,1.711,0.305,12.227,123.911,236.898,10.924
+2026-05-21 10:13:04,pheasant_observed.csv,0.7165095741147576827613294905,0.178,3.349,2.003,4.469,0.321,7.0,5.536,0.213,7.32,13.487,0.284,0.299,0.044,5.29,10.95,11.39,8.953,14.759,12.226,17.292,1.352,1.8,0.905,0.142,8.8,5.78,6.145,6.92,19.017,48.894,78.379,19.408,1.141,0.321,12.226,93.782,179.392,8.171
+2026-05-21 10:13:04,pheasant_observed.csv,1.211160749999673297576196854,0.432,2.877,5.452,4.074,0.123,6.3,6.149,0.105,7.06,26.432,0.157,0.336,0.036,5.08,10.98,10.54,8.259,9.084,5.3,12.868,9.142,8.722,9.563,0.053,7.04,5.25,7.84,7.36,6.522,33.928,56.835,11.021,1.75,0.102,12.27,90.243,170.567,9.919
+2026-05-21 10:13:04,pheasant_observed.csv,0.5476049702167289394822546089,0.322,1.191,0.452,4.194,0.436,6.7,6.527,0.15,7.45,7.176,0.308,0.173,0.005,4.52,10.25,11.15,9.481,3.934,4.073,3.794,8.504,7.103,9.906,0.133,8.38,6.92,4.879,6.83,23.612,31.307,43.244,19.37,1.032,0.13,12.084,126.166,237.518,14.813
+2026-05-21 10:13:04,pheasant_observed.csv,0.1539385053776854565809913030,0.101,1.16,2.674,0.661,0.08,6.82,4.391,0.145,7.55,12.492,0.189,0.509,0.031,5.19,11.49,10.55,11.914,5.652,4.946,6.358,8.601,10.925,6.277,0.06,7.88,6.11,1.228,6.89,9.151,8.934,17.466,0.401,1.157,0.345,12.247,61.010,113.928,8.092
+2026-05-21 10:13:05,pheasant_observed.csv,1.047527989762033892605423152,0.489,0.81,2.799,5.383,0.812,6.44,9.635,0.133,7.32,19.406,0.124,0.682,0.015,2.52,9.87,9.59,4.154,15.310,15.884,14.735,4.438,3.414,5.463,0.135,7.62,5.23,7.892,6.82,12.426,23.760,40.361,7.16,1.081,0.263,12.263,112.534,218.932,6.137
+2026-05-21 10:13:05,pheasant_observed.csv,5.239929012608902389682829932,0.035,0.889,3.974,1.244,0.895,6.62,4.553,0.04,7.62,25.587,0.256,0.237,0.027,4.53,11.34,11.2,6.435,15.889,15.434,16.344,7.818,11.034,4.602,0.222,9.32,6.35,2.514,6.83,15.625,29.058,46.1,12.016,1.776,0.337,12.015,48.554,81.179,15.929
+2026-05-21 10:13:05,pheasant_observed.csv,0.5231061323300475944665094698,0.027,2.261,5.642,5.426,0.563,7.65,12.457,0.002,7.23,16.18,0.137,0.384,0.031,3.44,9.17,9.94,10.507,7.909,2.318,13.5,4.958,4.522,5.393,0.2,8.8,6.6,3.777,6.68,16.339,27.974,52.319,3.628,0.924,0.283,12.259,119.518,228.527,10.51
+2026-05-21 10:13:06,pheasant_observed.csv,0.4893807399993984956182565378,0.35,2.316,5.216,6.689,0.457,7.15,9.062,0.084,7.1,24.857,0.287,0.691,0.009,4.61,9.33,10.3,7.042,14.361,15.788,12.934,8.196,12.768,3.625,0.218,8.39,6.3,3.589,7.2,17.916,5.708,2.595,8.821,1.424,0.034,12.031,104.660,197.084,12.237
+2026-05-21 10:13:06,pheasant_observed.csv,2.955668656243389917056793870,0.229,0.847,0.602,2.253,0.217,7.6,9.31,0.027,6.97,19.698,0.104,0.013,0.006,4.48,10.88,9.34,10.607,7.744,9.803,5.685,5.820,5.750,5.891,0.217,7.8,6.66,1.747,6.86,9.975,28.346,55.175,1.517,1.106,0.186,12.102,94.486,182.207,6.764
+2026-05-21 10:13:06,pheasant_observed.csv,0.2950874810784896097563421428,0.148,3.757,3.107,3.077,0.12,7.64,15.497,0.203,7.01,19.352,0.367,0.52,0.02,4.29,11.25,9.61,7.633,15.994,18.945,13.042,6.344,7.122,5.566,0.23,9.15,5.33,2.942,7.24,7.599,5.620,3.848,7.391,0.996,0.308,12.115,98.989,188.027,9.951
+2026-05-21 10:13:07,pheasant_observed.csv,1.491553134679317604940897469,0.428,3.458,1.307,5.466,0.522,6.29,3.044,0.191,7.43,23.723,0.094,0.256,0.035,4.28,10.97,11.05,2.65,15.141,16.15,14.132,12.046,10.261,13.83,0.124,7.8,5.16,7.335,7.08,17.249,5.474,2.563,8.386,1.04,0.28,12.056,79.320,148.189,10.452
+2026-05-21 10:13:07,pheasant_observed.csv,1.550341642635637683760700850,0.071,0.809,4.118,6.439,0.113,7.38,7.179,0.091,7.46,24.806,0.299,0.216,0.009,3.25,10.34,9.63,2.195,6.166,7.364,4.967,6.437,8.313,4.561,0.221,7.28,5.89,1.853,6.73,8.43,17.778,27.817,7.74,1.278,0.003,12.234,58.133,108.716,7.55
+2026-05-21 10:13:07,pheasant_observed.csv,0.5110103537282687162484502312,0.058,3.408,2.387,3.957,0.578,7.57,7.64,0.174,6.72,25.901,0.123,0.489,0.048,4.73,8.92,10.49,6.397,9.587,0.797,18.377,3.398,2.722,4.073,0.106,9.27,5.81,6.969,6.88,10.149,7.110,1.375,12.845,0.931,0.309,12.124,71.432,127.304,15.559
+2026-05-21 10:13:08,pheasant_observed.csv,1.920834934336220436522263074,0.237,1.476,0.556,3.016,0.564,6.33,14.401,0.038,7.08,25.079,0.244,0.08,0.023,5.16,9.6,11.08,11.189,12.662,5.593,19.73,8.944,4.276,13.613,0.154,7.37,6.36,2.366,7.39,10.142,8.736,4.015,13.458,1.234,0.261,12.224,119.163,222.572,15.754
+2026-05-21 10:13:08,pheasant_observed.csv,2.157807891945051908055747316,0.36,0.344,5.156,0.551,0.593,6.62,6.743,0.051,6.7,27.322,0.181,0.233,0.038,5.31,10.1,10.73,9.225,3.170,3.585,2.754,5.629,9.974,1.284,0.19,8.9,6.84,7.175,7.14,6.207,39.686,69.787,9.584,0.975,0.181,12.021,53.152,92.44,13.864
+2026-05-21 10:13:08,pheasant_observed.csv,0.2330022451362672854682873431,0.201,3.909,4.699,6.745,0.933,6.33,9.05,0.105,6.78,16.811,0.336,0.731,0.028,3.03,11.48,9.99,4.011,11.252,16.359,6.146,4.188,3.282,5.093,0.233,9.42,7.09,2.411,6.91,14.397,23.310,28.606,18.013,0.842,0.198,12.204,72.956,140.179,5.734
+2026-05-21 10:13:09,pheasant_observed.csv,2.102061725579053756686444869,0.216,0.87,3.798,1.317,0.513,7.24,6.762,0.173,7.04,18.017,0.053,0.19,0.015,4.97,11.49,11.28,2.315,5.296,6.635,3.958,1.530,0.859,2.2,0.0,7.77,6.06,2.806,6.63,12.58,41.664,63.898,19.431,1.637,0.256,12.067,61.442,116.103,6.781
+2026-05-21 10:13:09,pheasant_observed.csv,0.7498435107680598599216604687,0.115,1.353,1.811,7.85,0.515,7.73,11.175,0.125,7.1,27.874,0.069,0.417,0.045,2.51,11.03,9.8,3.043,11.587,5.81,17.364,6.186,6.559,5.812,0.053,9.13,5.75,3.361,7.43,9.865,4.227,3.942,4.512,1.104,0.293,12.125,95.041,182.627,7.455
+2026-05-21 10:13:09,pheasant_observed.csv,0.1876052986083601916164262201,0.173,0.532,0.364,2.286,0.457,7.66,13.709,0.047,7.22,26.741,0.111,0.711,0.043,3.66,9.75,10.7,6.119,15.132,14.209,16.055,12.041,12.73,11.352,0.072,7.14,5.98,1.556,7.02,21.584,11.124,7.982,14.266,1.425,0.286,12.179,77.535,145.93,9.14
+2026-05-21 10:13:09,pheasant_observed.csv,0.5132397480951753410341316167,0.332,1.764,2.444,7.46,0.453,7.74,12.876,0.07,6.73,20.616,0.335,0.333,0.006,3.64,8.69,9.76,11.339,9.935,3.5,16.37,12.021,10.244,13.798,0.156,9.11,6.78,1.688,7.19,17.26,30.925,55.773,6.077,0.837,0.264,12.18,122.606,229.804,15.409
+2026-05-21 10:13:10,pheasant_observed.csv,0.3327660235410226384667516436,0.39,1.2,1.766,3.472,0.329,6.83,14.868,0.123,7.09,9.662,0.322,0.578,0.04,5.47,10.44,10.21,4.929,12.638,13.011,12.264,7.225,2.28,12.17,0.233,8.28,6.23,7.609,7.04,11.28,10.363,12.846,7.88,0.899,0.088,12.299,103.846,194.866,12.827
+2026-05-21 10:13:10,pheasant_observed.csv,1.878925264742770283259501252,0.023,1.082,0.916,3.326,0.617,6.54,5.311,0.191,7.34,13.918,0.273,0.135,0.024,4.07,9.09,11.13,8.857,15.772,18.168,13.376,2.978,0.405,5.552,0.092,7.71,6.34,5.724,6.66,6.783,35.303,59.078,11.528,1.147,0.139,12.207,71.240,129.218,13.263
+2026-05-21 10:13:10,pheasant_observed.csv,5.905775429781206905636023371,0.373,1.089,1.082,4.276,0.584,7.58,11.009,0.1,6.86,20.485,0.187,0.199,0.025,3.98,10.2,9.69,10.669,12.182,5.313,19.05,6.208,8.249,4.166,0.137,7.78,6.23,2.889,6.9,21.407,32.127,59.934,4.32,1.636,0.249,12.077,66.393,123.545,9.241
+2026-05-21 10:13:11,pheasant_observed.csv,2.289553472030708550235065604,0.391,1.72,2.533,7.941,0.372,6.57,6.405,0.219,6.84,26.457,0.127,0.294,0.034,3.49,10.53,10.15,7.829,2.942,3.211,2.673,4.077,2.036,6.118,0.065,8.97,7.08,2.866,7.14,9.34,11.742,7.908,15.577,1.463,0.112,12.073,82.350,152.786,11.913
+2026-05-21 10:13:11,pheasant_observed.csv,0.1725697592252719757816250758,0.331,1.852,1.331,4.687,0.352,7.4,6.885,0.107,6.71,27.098,0.383,0.665,0.043,3.42,9.54,10.98,7.729,11.890,4.079,19.702,3.109,3.222,2.996,0.109,8.62,5.73,4.169,7.56,22.245,12.212,8.292,16.131,0.913,0.079,12.055,51.686,93.128,10.243
+2026-05-21 10:13:11,pheasant_observed.csv,2.705740835292798698783482143,0.09,0.677,5.414,2.732,0.341,6.61,11.155,0.027,7.3,11.662,0.332,0.648,0.047,3.36,11.12,10.78,8.037,13.735,17.551,9.919,12.602,12.627,12.577,0.01,7.98,7.35,6.252,6.67,14.427,41.386,73.543,9.23,1.485,0.045,12.185,66.304,121.892,10.716
+2026-05-21 10:13:12,pheasant_observed.csv,0.6271880103399076616957823129,0.283,1.717,4.518,5.849,0.246,7.03,14.562,0.054,6.54,21.314,0.349,0.209,0.014,4.27,9.99,10.41,4.573,6.112,11.327,0.896,13.568,13.546,13.589,0.026,7.22,5.51,3.883,7.11,17.321,30.914,50.436,11.393,1.143,0.152,12.255,90.129,172.126,8.132
+2026-05-21 10:13:12,pheasant_observed.csv,1.058018887852662328606377551,0.05,2.006,1.088,7.114,0.849,7.28,12.478,0.093,6.77,18.474,0.332,0.65,0.047,3.53,9.6,11.18,5.32,17.260,19.007,15.514,13.090,12.180,14.000,0.117,9.44,7.18,5.735,7.6,7.733,26.036,48.096,3.975,1.289,0.217,12.014,51.048,88.021,14.076
+2026-05-21 10:13:12,pheasant_observed.csv,0.1339312618792036768398473752,0.107,2.301,2.008,5.123,0.409,7.67,9.567,0.16,6.66,22.54,0.076,0.728,0.003,3.61,8.69,11.19,8.753,8.796,8.817,8.776,6.778,8.989,4.567,0.067,6.51,7.29,2.345,6.63,20.651,23.969,42.81,5.128,1.169,0.348,12.12,95.063,183.084,7.042
+2026-05-21 10:13:13,pheasant_observed.csv,1.487224975409845743488635676,0.012,3.365,1.393,7.523,0.295,7.64,12.534,0.217,6.94,22.724,0.317,0.346,0.023,5.35,10.87,9.73,3.972,15.534,11.885,19.183,6.624,1.487,11.761,0.105,7.77,7.49,4.882,6.71,10.834,10.241,11.632,8.85,1.177,0.193,12.111,122.063,230.417,13.709
+2026-05-21 10:13:13,pheasant_observed.csv,3.085779640383056529022294829,0.141,2.141,5.761,7.358,0.667,6.32,7.798,0.026,6.75,20.567,0.113,0.405,0.009,3.64,11.05,9.8,5.672,1.611,0.609,2.613,9.302,9.019,9.586,0.106,7.2,6.04,7.227,7.01,8.609,26.382,33.626,19.138,1.407,0.145,12.133,97.116,187.162,7.069
+2026-05-21 10:13:13,pheasant_observed.csv,0.6587009989495647045955531368,0.061,2.069,4.124,1.916,0.383,6.32,10.417,0.214,7.02,11.99,0.163,0.686,0.012,5.42,8.63,9.28,10.961,4.640,4.594,4.687,7.028,5.865,8.19,0.095,9.12,6.63,3.908,7.03,23.666,44.542,73.868,15.215,1.792,0.145,12.267,64.512,118.164,10.861
+2026-05-21 10:13:14,pheasant_observed.csv,2.283565954400501529092114681,0.11,1.639,3.961,7.606,0.36,6.48,8.982,0.115,6.74,7.001,0.314,0.57,0.032,2.61,10.91,9.98,10.767,9.908,11.686,8.131,6.162,9.629,2.694,0.246,7.3,6.24,5.639,6.6,10.644,7.786,1.1,14.472,1.667,0.318,12.181,114.346,223.971,4.72
+2026-05-21 10:13:14,pheasant_observed.csv,6.392035234424059665788520407,0.148,2.955,3.265,0.263,0.745,7.72,4.957,0.095,7.08,15.536,0.251,0.582,0.049,4.09,10.88,10.14,10.509,0.372,0.350,0.394,8.562,10.631,6.494,0.008,7.77,5.27,7.156,6.83,16.537,8.636,15.652,1.619,1.527,0.03,12.265,115.354,224.866,5.843
+2026-05-21 10:13:14,pheasant_observed.csv,3.698083713621297785597170965,0.28,0.574,2.385,6.207,0.519,7.32,4.764,0.067,6.56,11.48,0.051,0.072,0.021,4.39,10.62,10.77,7.681,9.975,16.389,3.561,9.503,5.799,13.207,0.046,7.62,6.48,3.319,6.76,12.573,40.652,75.567,5.736,1.505,0.214,12.054,57.650,104.783,10.516
+2026-05-21 10:13:14,pheasant_observed.csv,0.4798203871044071097806038397,0.309,2.669,1.821,7.057,0.534,6.39,6.692,0.21,6.79,6.905,0.244,0.63,0.024,4.28,9.98,10.07,4.759,15.668,11.924,19.411,7.862,11.762,3.961,0.226,7.09,5.27,2.838,6.72,19.431,46.008,74.396,17.619,1.204,0.176,12.077,68.325,126.978,9.672
+2026-05-21 10:13:15,pheasant_observed.csv,0.4913167524485893414824445756,0.237,0.624,0.265,1.057,0.273,6.58,7.455,0.026,7.21,27.729,0.214,0.062,0.044,4.52,10.66,10.0,4.287,5.904,5.778,6.029,5.800,10.254,1.345,0.023,6.79,7.36,4.26,7.42,6.632,8.798,2.434,15.161,1.518,0.259,12.212,63.836,121.301,6.371
+2026-05-21 10:13:15,pheasant_observed.csv,0.7796295984376499668870407847,0.347,2.343,1.629,5.217,0.555,6.75,3.482,0.213,7.06,21.358,0.381,0.602,0.023,4.33,10.4,10.08,3.826,11.116,15.156,7.075,13.028,13.939,12.116,0.186,7.22,6.41,6.053,6.85,14.798,28.294,53.735,2.853,1.694,0.151,12.255,98.410,189.252,7.567
+2026-05-21 10:13:15,pheasant_observed.csv,1.271151019533962493727630313,0.501,3.225,0.896,1.753,0.812,6.76,10.242,0.064,7.48,12.313,0.299,0.304,0.006,3.09,8.76,10.53,4.208,19.318,18.637,20.000,5.922,10.15,1.693,0.233,8.57,6.21,4.615,7.13,21.807,24.606,31.733,17.48,0.948,0.17,12.253,47.820,80.008,15.632
+2026-05-21 10:13:16,pheasant_observed.csv,0.1375078134016944657699026440,0.412,3.044,2.225,7.405,0.806,6.43,15.691,0.179,6.68,20.263,0.252,0.697,0.0,3.89,10.24,9.96,4.65,11.084,10.516,11.653,1.534,1.609,1.459,0.093,8.85,5.18,2.187,7.44,18.88,15.830,25.675,5.985,0.998,0.081,12.018,114.579,218.007,11.151
+2026-05-21 10:13:16,pheasant_observed.csv,1.122129866667713495963067749,0.349,3.009,3.453,0.646,0.737,6.69,12.67,0.211,7.05,13.448,0.297,0.275,0.043,3.38,10.64,10.15,10.674,12.060,8.065,16.056,10.444,9.264,11.624,0.018,7.39,6.36,1.404,7.6,7.894,41.274,74.132,8.416,1.67,0.208,12.149,103.465,197.352,9.578
+2026-05-21 10:13:16,pheasant_observed.csv,0.2275370026698047161342452003,0.106,0.619,3.821,7.443,0.488,6.53,10.865,0.213,7.04,13.022,0.259,0.46,0.026,5.44,10.82,10.23,11.925,7.397,2.016,12.778,6.279,1.691,10.867,0.125,7.54,6.91,2.816,7.23,17.783,8.372,12.84,3.903,1.532,0.05,12.19,112.781,210.579,14.983
+2026-05-21 10:13:17,pheasant_observed.csv,0.3092390174402662723542311011,0.018,2.261,3.278,6.312,0.667,7.65,12.474,0.042,7.07,11.535,0.187,0.362,0.042,4.45,9.23,10.23,10.868,16.800,14.263,19.336,1.889,0.407,3.371,0.199,7.93,6.13,3.086,7.18,13.088,17.133,26.809,7.457,0.93,0.326,12.253,61.447,109.557,13.337
+2026-05-21 10:13:17,pheasant_observed.csv,0.1856176259663284930539290460,0.474,3.628,1.253,7.175,0.275,7.39,7.449,0.043,6.62,11.653,0.217,0.622,0.037,3.66,9.39,11.02,7.699,6.730,11.731,1.73,1.871,2.952,0.79,0.181,6.76,5.04,0.993,7.38,8.162,43.690,79.606,7.774,1.096,0.098,12.189,89.534,170.834,8.235
+2026-05-21 10:13:17,pheasant_observed.csv,0.1462046838244784033318824763,0.335,3.498,3.467,4.284,0.541,7.16,13.948,0.11,6.89,26.579,0.283,0.745,0.024,4.0,9.6,9.92,5.126,18.432,17.577,19.288,5.191,9.341,1.041,0.141,7.13,7.33,6.776,6.73,10.662,21.417,23.076,19.758,1.492,0.212,12.007,55.147,99.027,11.267
+2026-05-21 10:13:18,pheasant_observed.csv,0.6320045450067259176426149659,0.014,2.772,3.257,6.07,0.213,6.66,4.15,0.036,7.46,25.287,0.241,0.438,0.013,3.81,10.17,10.49,6.949,11.504,3.097,19.91,7.847,4.367,11.327,0.182,8.98,5.81,5.398,7.21,23.944,12.075,13.752,10.398,1.164,0.076,12.126,61.554,118.194,4.915
+2026-05-21 10:13:18,pheasant_observed.csv,0.2686985049037459045401201630,0.31,0.931,0.974,7.687,0.693,7.62,13.999,0.108,7.34,12.535,0.21,0.582,0.029,3.49,9.59,11.46,11.398,8.744,4.86,12.627,8.382,11.573,5.191,0.07,8.54,5.23,6.491,7.52,11.199,19.087,31.645,6.529,1.136,0.153,12.191,78.238,142.609,13.867
+2026-05-21 10:13:18,pheasant_observed.csv,5.163383208979864850940011508,0.452,0.408,5.89,5.119,0.55,6.8,15.263,0.118,7.0,24.189,0.156,0.231,0.001,2.9,11.12,9.9,8.213,15.447,15.948,14.946,9.880,10.273,9.487,0.225,7.12,6.49,5.162,6.69,15.395,7.968,8.335,7.601,1.703,0.193,12.019,103.276,194.999,11.554
+2026-05-21 10:13:19,pheasant_observed.csv,0.08780695559335185875633750708,0.011,0.986,0.346,5.257,0.027,7.36,15.269,0.184,6.9,15.968,0.083,0.712,0.045,4.58,9.53,11.1,8.221,14.262,14.511,14.014,6.828,8.288,5.369,0.012,7.72,6.75,7.235,6.64,22.764,17.676,24.594,10.757,1.049,0.314,12.129,73.948,142.456,5.44
+2026-05-21 10:13:19,pheasant_observed.csv,0.1298439532457963534551168469,0.347,0.839,5.143,7.662,0.408,6.75,13.968,0.142,6.76,12.071,0.281,0.601,0.004,3.72,9.14,11.06,7.798,11.050,17.154,4.947,5.560,10.342,0.779,0.011,9.11,7.45,0.966,6.94,23.316,29.789,40.979,18.599,1.153,0.317,12.176,57.898,105.124,10.673
+2026-05-21 10:13:19,pheasant_observed.csv,0.2852908536359272721171059966,0.299,0.304,0.615,6.088,0.143,6.39,15.896,0.158,6.77,9.867,0.284,0.531,0.047,5.1,9.08,10.98,5.537,9.994,13.852,6.136,8.188,11.093,5.284,0.015,7.56,5.85,5.088,7.23,10.337,11.407,17.136,5.678,1.625,0.266,12.127,100.867,186.741,14.993
+2026-05-21 10:13:19,pheasant_observed.csv,0.5795836025315349359553050482,0.005,2.416,0.271,3.143,0.356,7.22,7.286,0.062,7.37,21.426,0.066,0.598,0.004,2.7,11.32,9.7,8.671,4.844,8.057,1.63,3.029,3.368,2.69,0.111,7.81,6.42,3.163,6.92,9.385,15.350,13.445,17.256,1.423,0.35,12.145,78.344,142.807,13.88
+2026-05-21 10:13:20,pheasant_observed.csv,0.3353834596410608900005212190,0.472,3.848,2.864,1.543,0.802,7.52,12.667,0.141,7.5,19.869,0.208,0.47,0.012,4.24,10.67,10.07,2.437,5.336,8.447,2.224,8.360,6.223,10.498,0.145,6.61,6.06,4.478,7.12,18.416,16.519,27.17,5.868,1.096,0.186,12.186,121.986,228.202,15.769
+2026-05-21 10:13:20,pheasant_observed.csv,9.214561067588385518174724112,0.056,3.739,5.925,3.432,0.467,6.91,9.899,0.029,7.15,25.916,0.158,0.033,0.046,3.06,10.39,10.67,5.958,14.622,11.086,18.157,9.262,6.097,12.428,0.003,9.19,5.92,1.575,7.09,7.132,48.542,78.897,18.188,1.304,0.043,12.181,120.950,234.613,7.286
+2026-05-21 10:13:20,pheasant_observed.csv,0.1684365683857748156343837702,0.426,3.371,5.897,4.052,0.493,7.23,13.804,0.061,6.69,6.849,0.378,0.533,0.015,3.86,11.06,10.89,3.765,8.578,9.328,7.828,11.613,13.034,10.192,0.009,7.49,6.89,1.415,7.33,12.634,18.181,29.544,6.818,1.051,0.256,12.054,92.948,178.529,7.366
+2026-05-21 10:13:21,pheasant_observed.csv,1.833149385909545890886030747,0.264,3.724,2.587,1.548,0.728,7.16,12.852,0.21,6.75,16.7,0.295,0.551,0.035,2.79,11.13,9.91,8.493,3.206,4.635,1.776,4.820,4.588,5.052,0.224,7.88,6.45,5.083,6.6,20.424,4.174,3.171,5.178,1.35,0.144,12.291,118.538,227.924,9.152
+2026-05-21 10:13:21,pheasant_observed.csv,5.492739709009673674091020409,0.056,1.011,4.821,4.173,0.547,7.07,6.609,0.093,6.52,13.89,0.316,0.312,0.03,3.73,9.04,10.86,6.523,10.212,9.472,10.952,3.220,0.473,5.968,0.014,9.46,6.55,2.185,6.93,8.018,31.517,44.935,18.099,1.674,0.178,12.096,59.522,107.852,11.191
+2026-05-21 10:13:21,pheasant_observed.csv,0.5250579509349069499436059145,0.041,3.17,1.601,2.761,0.392,6.8,9.18,0.019,7.31,26.558,0.277,0.622,0.049,4.19,8.88,10.49,8.25,15.598,18.303,12.892,6.227,8.492,3.962,0.203,7.66,7.25,1.182,6.83,17.953,14.034,11.469,16.599,1.25,0.032,12.24,89.050,164.359,13.74
+2026-05-21 10:13:22,pheasant_observed.csv,1.768243616317913843835043213,0.092,2.309,1.548,5.293,0.872,6.27,14.147,0.188,6.77,10.256,0.054,0.181,0.039,3.43,10.13,10.69,3.957,12.106,8.724,15.489,5.672,2.929,8.415,0.212,9.05,7.3,4.341,7.6,12.393,5.414,2.738,8.091,1.529,0.213,12.207,114.229,221.4,7.058
+2026-05-21 10:13:22,pheasant_observed.csv,7.471031063635789613491972786,0.084,2.651,0.235,0.976,0.253,6.93,10.38,0.05,7.36,16.992,0.216,0.176,0.049,3.05,9.2,11.11,2.527,4.734,8.302,1.165,8.174,11.753,4.595,0.019,9.25,5.01,7.782,7.51,12.284,11.400,21.4,1.401,1.764,0.334,12.059,83.070,152.323,13.817
+2026-05-21 10:13:22,pheasant_observed.csv,1.706991517697290412936739386,0.445,3.451,5.038,5.29,0.294,6.85,15.706,0.11,6.95,15.164,0.231,0.431,0.02,3.2,9.13,10.42,4.072,18.621,20.000,17.242,6.345,7.831,4.859,0.19,9.14,5.93,4.936,6.98,21.745,40.310,66.444,14.177,1.481,0.011,12.039,118.850,229.198,8.503
+2026-05-21 10:13:23,pheasant_observed.csv,0.8689912322922571634599948032,0.014,2.737,2.898,2.186,0.659,7.37,8.04,0.214,6.62,25.499,0.235,0.45,0.017,4.18,9.63,10.2,9.487,8.425,4.45,12.4,7.435,9.26,5.61,0.174,6.56,6.7,6.695,7.41,12.483,19.440,36.338,2.542,1.327,0.31,12.156,100.636,194.222,7.051
+2026-05-21 10:13:23,pheasant_observed.csv,0.4289667692882253389135201754,0.13,0.764,2.973,5.064,0.623,6.88,4.845,0.027,7.18,26.768,0.061,0.628,0.02,4.58,10.61,11.37,6.758,3.976,2.688,5.265,6.378,4.444,8.312,0.217,9.45,6.3,1.088,6.92,9.454,3.691,4.611,2.771,1.703,0.152,12.145,104.456,197.017,11.896
+2026-05-21 10:13:23,pheasant_observed.csv,4.427376881039079207643675359,0.108,0.964,1.941,7.797,0.094,6.76,15.127,0.14,7.42,9.508,0.295,0.145,0.005,2.58,9.74,9.75,6.555,16.630,16.109,17.151,4.066,3.971,4.160,0.185,6.58,7.13,6.502,7.46,15.201,9.528,12.204,6.853,1.556,0.054,12.273,113.117,214.648,11.586
+2026-05-21 10:13:23,pheasant_observed.csv,0.2692397385182175399759863945,0.048,0.759,0.27,1.595,0.262,6.55,11.436,0.148,7.13,24.839,0.106,0.749,0.019,2.52,9.98,9.77,5.237,10.756,13.938,7.573,6.117,6.913,5.321,0.062,7.2,6.75,3.737,6.64,17.145,22.412,32.064,12.76,1.394,0.319,12.122,62.555,113.865,11.245
+2026-05-21 10:13:24,pheasant_observed.csv,0.2479445752180540124839774564,0.17,1.484,2.256,1.576,0.37,7.49,10.562,0.193,7.52,17.132,0.301,0.303,0.021,5.4,8.97,11.48,4.599,6.459,5.674,7.244,0.721,0.826,0.616,0.155,7.6,6.01,5.084,6.71,22.541,19.740,21.583,17.898,1.123,0.315,12.056,116.209,217.838,14.58
+2026-05-21 10:13:24,pheasant_observed.csv,0.6448663366071536977525991545,0.24,1.087,5.845,4.034,0.478,6.62,14.166,0.194,7.63,27.659,0.234,0.055,0.018,4.2,10.69,9.73,9.569,6.812,7.027,6.598,11.340,12.875,9.804,0.081,7.53,5.36,6.147,6.91,15.111,3.403,4.573,2.233,0.997,0.345,12.13,120.942,225.931,15.953
+2026-05-21 10:13:24,pheasant_observed.csv,1.387016649061043235802841181,0.33,1.289,0.303,5.556,0.514,7.17,6.28,0.109,7.52,20.623,0.104,0.341,0.021,4.03,10.77,11.29,8.693,5.286,0.648,9.924,1.955,1.542,2.368,0.169,6.8,6.94,0.938,7.03,13.806,36.332,69.543,3.121,1.067,0.084,12.051,51.938,88.962,14.915
+2026-05-21 10:13:25,pheasant_observed.csv,0.1851234448150871506896473687,0.166,1.828,5.623,3.85,0.13,6.28,10.533,0.162,6.71,11.338,0.223,0.569,0.026,3.51,8.86,10.69,4.37,8.451,5.135,11.767,6.460,10.924,1.995,0.132,7.46,6.73,7.6,7.45,21.115,35.870,61.605,10.136,0.884,0.134,12.25,66.146,125.456,6.837
+2026-05-21 10:13:25,pheasant_observed.csv,0.3475259425378146894404525699,0.279,3.248,1.004,4.631,0.767,7.67,12.935,0.163,6.91,11.035,0.155,0.254,0.001,4.18,10.31,11.47,10.158,5.578,5.057,6.099,6.948,7.756,6.139,0.085,6.69,6.68,1.053,6.8,12.959,13.096,23.181,3.011,1.0,0.158,12.011,67.456,119.017,15.895
+2026-05-21 10:13:25,pheasant_observed.csv,1.174305918928794165108263965,0.503,0.932,4.926,2.497,0.351,7.51,4.618,0.128,7.65,27.027,0.072,0.172,0.032,4.53,9.37,9.98,5.508,4.030,4.456,3.603,6.876,8.125,5.628,0.023,6.85,7.07,3.201,7.17,11.099,33.646,50.321,16.97,1.389,0.138,12.209,69.488,129.7,9.275
+2026-05-21 10:13:26,pheasant_observed.csv,0.9190958696194198139986088779,0.403,1.281,3.955,3.768,0.159,7.13,14.836,0.19,7.53,11.004,0.249,0.406,0.004,5.13,9.15,10.22,7.575,10.542,2.434,18.649,11.104,9.308,12.901,0.101,8.4,6.51,1.997,7.15,20.014,46.712,73.961,19.463,1.481,0.251,12.092,79.909,144.068,15.75
+2026-05-21 10:13:26,pheasant_observed.csv,1.256933528403328241806253085,0.217,3.325,3.844,1.739,0.942,6.52,4.915,0.045,6.84,8.935,0.173,0.235,0.048,3.96,10.03,10.73,7.627,6.814,1.01,12.619,13.436,14.000,12.871,0.191,7.18,6.5,1.667,7.5,10.451,9.768,16.652,2.883,0.926,0.077,12.032,87.978,165.297,10.659
+2026-05-21 10:13:26,pheasant_observed.csv,0.5988178515789383242520342977,0.421,2.534,4.685,3.393,0.558,7.35,11.677,0.213,7.5,18.333,0.286,0.483,0.03,5.31,8.74,11.03,3.999,16.500,17.711,15.29,6.784,10.935,2.632,0.192,7.71,5.67,6.658,7.05,11.148,14.717,26.668,2.766,1.139,0.279,12.179,93.463,180.801,6.125
+2026-05-21 10:13:27,pheasant_observed.csv,0.9552958123964128172145003401,0.225,3.018,0.173,2.454,0.406,7.01,3.288,0.12,6.81,8.603,0.233,0.736,0.011,2.85,9.48,9.63,7.013,13.574,13.534,13.614,3.772,2.025,5.518,0.234,8.24,5.8,1.602,7.1,18.01,9.826,5.753,13.899,1.582,0.157,12.08,59.752,105.394,14.109
+2026-05-21 10:13:27,pheasant_observed.csv,0.7317882198190937272362105389,0.453,0.959,1.741,2.301,0.339,7.28,9.008,0.133,6.93,13.512,0.252,0.423,0.037,2.54,11.02,10.77,10.184,6.000,8.777,3.223,13.776,14.000,13.553,0.207,7.26,5.17,6.639,7.47,16.702,30.737,60.274,1.2,0.925,0.081,12.017,113.046,212.266,13.827
+2026-05-21 10:13:27,pheasant_observed.csv,0.6527843439483037702196593323,0.337,2.063,1.627,1.296,0.72,6.82,5.988,0.172,7.48,27.872,0.322,0.259,0.025,4.49,11.36,10.95,9.504,6.253,1.196,11.31,3.722,4.237,3.208,0.187,7.52,5.13,7.075,7.0,19.592,8.636,10.974,6.298,0.985,0.186,12.174,104.882,202.346,7.417
+2026-05-21 10:13:28,pheasant_observed.csv,3.291223502606214013244804363,0.392,1.587,4.93,2.878,0.735,6.53,6.171,0.037,7.23,14.338,0.181,0.013,0.029,4.39,9.36,9.68,11.561,18.137,16.274,20.000,8.200,6.951,9.448,0.24,7.02,5.53,6.406,6.96,7.03,10.419,9.081,11.757,1.075,0.159,12.207,121.626,237.355,5.898
+2026-05-21 10:13:28,pheasant_observed.csv,0.5816208711467121048335686427,0.424,3.241,3.37,7.836,0.592,7.72,9.614,0.135,7.16,26.748,0.331,0.67,0.029,2.57,10.62,10.21,4.948,10.420,19.689,1.15,5.042,6.362,3.722,0.186,7.93,7.27,7.768,6.94,15.517,24.868,49.372,0.363,1.277,0.217,12.098,51.665,98.133,5.197
+2026-05-21 10:13:28,pheasant_observed.csv,0.8556341106349345674578134374,0.429,0.655,2.41,7.267,0.06,7.2,8.483,0.139,6.52,15.341,0.082,0.026,0.009,5.15,10.0,9.67,7.79,9.194,6.213,12.174,8.572,4.742,12.402,0.139,7.28,6.68,4.523,7.54,19.426,13.360,6.786,19.934,0.876,0.047,12.268,76.971,146.148,7.794
+2026-05-21 10:13:28,pheasant_observed.csv,0.2057887699642771633522207043,0.179,2.326,5.647,2.141,0.205,6.29,11.869,0.023,6.75,10.809,0.181,0.486,0.006,4.66,10.74,10.45,4.871,17.748,15.551,19.945,6.340,0.987,11.693,0.056,7.17,6.24,7.433,7.54,9.373,11.229,14.541,7.917,0.89,0.064,12.131,73.606,141.199,6.013
+2026-05-21 10:13:29,pheasant_observed.csv,2.624176057621778465455926989,0.103,0.645,0.328,0.903,0.051,7.37,5.577,0.071,7.1,23.984,0.267,0.664,0.014,5.24,9.09,9.8,9.049,7.055,0.675,13.435,9.840,9.451,10.229,0.005,8.13,5.29,2.866,7.11,17.842,31.729,54.108,9.35,1.765,0.078,12.03,53.512,102.885,4.138
+2026-05-21 10:13:29,pheasant_observed.csv,0.6880911489418087487329117081,0.137,1.047,3.442,6.588,0.829,7.24,4.678,0.165,6.64,24.047,0.108,0.723,0.05,3.16,10.85,10.37,2.76,10.736,3.017,18.456,5.444,1.799,9.088,0.092,9.38,6.06,4.392,7.36,7.589,17.046,27.115,6.978,1.377,0.29,12.235,116.787,224.643,8.931
+2026-05-21 10:13:29,pheasant_observed.csv,1.872688087752364569505846089,0.409,1.841,5.017,3.036,0.075,6.49,14.012,0.098,6.86,16.637,0.303,0.073,0.013,3.5,11.33,10.09,11.924,7.564,11.948,3.181,9.130,5.364,12.896,0.174,7.08,7.09,5.941,7.12,21.194,33.124,56.871,9.378,0.875,0.177,12.125,45.106,81.186,9.026
+2026-05-21 10:13:30,pheasant_observed.csv,0.4166821147558730703295477646,0.349,3.342,0.851,0.759,0.749,6.9,15.762,0.197,7.37,12.207,0.153,0.616,0.007,2.69,11.16,10.99,2.614,9.893,16.12,3.666,7.306,6.9,7.711,0.128,8.76,7.37,6.228,7.38,17.048,19.196,37.109,1.282,0.846,0.314,12.186,79.308,149.799,8.818
+2026-05-21 10:13:30,pheasant_observed.csv,9.026619829270609805006892403,0.452,2.201,0.084,1.391,0.382,6.62,15.217,0.074,7.19,16.755,0.161,0.155,0.014,4.51,9.49,10.37,7.89,8.073,10.925,5.221,4.281,3.706,4.856,0.156,7.67,7.07,6.999,7.42,22.388,28.676,53.588,3.765,1.755,0.123,12.167,121.192,231.529,10.855
+2026-05-21 10:13:30,pheasant_observed.csv,0.8027308117438586407237723766,0.194,1.237,1.402,1.785,0.194,7.32,4.252,0.018,7.49,8.446,0.171,0.122,0.007,4.68,10.97,9.85,8.731,19.034,18.067,20.000,2.160,0.862,3.459,0.058,9.19,6.32,5.289,6.76,7.342,22.688,26.378,18.999,0.977,0.24,12.095,62.100,111.735,12.466
+2026-05-21 10:13:31,pheasant_observed.csv,0.4981415640231258956029497453,0.397,1.712,4.532,1.055,0.057,6.26,13.351,0.125,7.63,10.74,0.154,0.72,0.023,5.41,9.26,10.13,3.27,10.004,9.279,10.728,7.812,10.438,5.187,0.121,8.39,6.02,6.734,7.3,16.279,35.042,63.006,7.079,1.537,0.115,12.202,80.934,147.51,14.358
+2026-05-21 10:13:31,pheasant_observed.csv,1.102848596715643135442860312,0.429,1.09,1.282,2.453,0.239,6.98,3.728,0.082,6.81,12.958,0.243,0.583,0.035,5.39,10.79,10.7,11.037,1.522,1.710,1.335,7.227,5.183,9.271,0.181,9.44,5.15,3.74,7.18,9.727,21.298,39.839,2.757,0.884,0.177,12.149,58.229,101.879,14.579
+2026-05-21 10:13:31,pheasant_observed.csv,0.2937013721278195563847276271,0.163,1.445,5.452,7.016,0.728,7.58,4.639,0.064,7.6,16.761,0.306,0.462,0.026,3.87,11.3,10.53,4.224,10.844,6.43,15.258,11.294,10.678,11.911,0.248,8.73,7.26,7.159,7.52,11.825,28.857,52.61,5.104,0.936,0.064,12.107,88.944,165.732,12.157
+2026-05-21 10:13:32,pheasant_observed.csv,0.2503008710570519074377674066,0.082,2.493,5.195,7.896,0.042,6.51,12.609,0.183,6.97,9.4,0.17,0.65,0.008,4.75,10.66,9.36,5.101,16.322,15.058,17.586,13.308,13.413,13.203,0.245,6.77,7.13,2.069,7.45,16.649,40.404,70.592,10.215,1.562,0.27,12.006,76.004,143.965,8.042
+2026-05-21 10:13:32,pheasant_observed.csv,0.6187156330556762759081961630,0.289,0.77,3.316,0.12,0.112,6.61,14.715,0.179,7.36,27.537,0.322,0.509,0.043,2.51,10.78,9.8,5.666,16.755,18.616,14.894,7.210,6.873,7.547,0.2,7.08,5.82,1.927,7.42,23.684,6.052,9.883,2.22,1.305,0.11,12.101,72.149,139.9,4.398
+2026-05-21 10:13:32,pheasant_observed.csv,1.643132951918188323201662490,0.068,3.977,3.453,7.496,0.624,7.25,3.457,0.066,7.48,23.585,0.283,0.384,0.019,3.57,9.4,10.04,2.429,15.232,16.238,14.226,10.554,9.24,11.869,0.23,7.01,6.18,1.899,6.92,22.95,23.499,44.043,2.955,1.601,0.038,12.27,104.064,200.548,7.579
+2026-05-21 10:13:33,pheasant_observed.csv,2.077444201246414653755262224,0.302,2.166,5.502,5.388,0.755,7.4,9.987,0.009,7.6,17.072,0.314,0.375,0.036,4.7,9.3,11.04,2.038,17.434,18.008,16.861,2.054,0.616,3.491,0.197,6.55,5.59,5.465,6.84,14.174,26.806,49.222,4.391,1.605,0.112,12.069,94.483,176.063,12.903
+2026-05-21 10:13:33,pheasant_observed.csv,1.670505763484709731920905204,0.483,1.163,4.381,5.311,0.616,6.67,9.153,0.025,6.91,26.677,0.182,0.659,0.029,2.65,11.33,11.34,11.401,11.954,16.331,7.578,6.852,7.89,5.815,0.221,7.72,5.64,6.21,7.56,21.597,32.855,55.319,10.391,1.388,0.198,12.104,61.890,108.792,14.989
+2026-05-21 10:13:33,pheasant_observed.csv,1.272400456483668310633237774,0.479,3.857,2.58,2.196,0.165,7.05,11.85,0.081,7.26,22.723,0.07,0.537,0.008,4.64,9.92,9.97,6.477,11.532,19.081,3.983,5.727,5.343,6.111,0.012,8.36,5.32,1.343,7.45,10.248,29.244,56.322,2.167,1.691,0.333,12.127,106.852,206.517,7.186
+2026-05-21 10:13:33,pheasant_observed.csv,0.3217650795480553374205755880,0.489,2.24,3.939,6.933,0.355,6.34,14.063,0.021,7.35,11.786,0.08,0.72,0.044,5.47,9.43,9.85,11.011,9.136,11.203,7.069,10.896,11.941,9.851,0.164,7.91,5.95,5.216,7.13,8.362,16.168,24.454,7.883,1.115,0.043,12.16,100.496,188.593,12.399
+2026-05-21 10:13:34,pheasant_observed.csv,6.963942283327131752175621812,0.027,3.168,0.732,3.44,0.785,7.33,10.108,0.045,7.58,9.548,0.247,0.602,0.026,5.48,9.57,10.59,5.831,8.800,15.171,2.428,8.156,9.845,6.466,0.138,7.02,7.46,2.686,6.79,11.25,39.554,68.806,10.301,1.579,0.013,12.161,91.901,178.576,5.226
+2026-05-21 10:13:34,pheasant_observed.csv,3.658441614571005574152632027,0.278,0.471,1.367,5.374,0.592,6.38,14.449,0.02,6.87,12.711,0.225,0.247,0.037,4.85,10.3,11.46,2.543,14.747,15.534,13.96,7.139,12.831,1.447,0.106,6.92,6.75,6.746,7.06,19.012,20.742,37.9,3.584,1.691,0.144,12.084,101.791,189.941,13.641
+2026-05-21 10:13:34,pheasant_observed.csv,0.9018170622042260480018811777,0.37,3.541,5.864,0.888,0.779,6.97,9.037,0.207,7.06,9.448,0.109,0.428,0.045,3.6,10.96,9.44,9.073,10.714,12.25,9.177,8.124,2.888,13.361,0.081,6.91,5.7,6.155,7.09,23.26,42.530,66.309,18.751,1.484,0.315,12.017,105.733,197.404,14.062
+2026-05-21 10:13:35,pheasant_observed.csv,0.4956813770588752569855693325,0.506,3.862,2.759,4.407,0.021,6.66,8.606,0.065,6.76,27.358,0.361,0.439,0.0,4.25,10.59,9.51,8.267,6.196,2.797,9.594,1.390,1.855,0.925,0.148,6.55,6.65,3.084,6.82,6.67,15.668,12.599,18.737,1.191,0.245,12.179,96.060,186.231,5.89
+2026-05-21 10:13:35,pheasant_observed.csv,7.109641520811369698860724077,0.442,1.02,2.295,7.289,0.898,7.31,13.332,0.172,6.96,17.328,0.276,0.215,0.029,3.17,10.53,9.89,5.582,11.671,10.134,13.208,9.841,10.52,9.162,0.222,9.04,6.95,5.704,6.66,6.349,27.856,53.744,1.967,1.776,0.252,12.175,68.749,127.141,10.357
+2026-05-21 10:13:35,pheasant_observed.csv,0.7354406029567230656526363658,0.324,3.029,4.807,3.457,0.089,7.49,14.485,0.108,7.59,17.043,0.145,0.563,0.013,4.04,9.51,10.63,5.646,11.522,10.018,13.025,9.897,7.985,11.809,0.197,7.45,7.04,2.912,6.62,23.321,41.148,65.16,17.137,1.594,0.091,12.085,122.022,235.04,9.003
+2026-05-21 10:13:36,pheasant_observed.csv,0.8151140634536724114957720000,0.339,2.826,3.434,7.3,0.525,6.64,3.447,0.112,6.58,9.67,0.324,0.432,0.005,2.97,9.24,9.28,4.861,13.534,10.766,16.303,11.861,13.833,9.889,0.033,7.79,7.45,1.374,7.01,14.75,21.980,35.282,8.678,1.761,0.267,12.203,84.338,153.271,15.406
+2026-05-21 10:13:36,pheasant_observed.csv,0.9155816602439833085359878911,0.068,0.96,2.643,7.948,0.216,6.25,9.199,0.114,6.59,25.926,0.214,0.508,0.028,3.83,8.55,9.48,7.709,18.683,17.366,20.000,2.175,2.304,2.046,0.207,8.19,6.9,5.789,7.09,8.099,39.549,61.963,17.135,1.531,0.223,12.082,69.806,135.286,4.325
+2026-05-21 10:13:36,pheasant_observed.csv,0.2919223949328641750329539323,0.303,2.806,5.18,5.346,0.772,7.54,3.781,0.122,7.33,11.584,0.371,0.487,0.001,2.57,11.42,9.29,7.333,13.114,16.901,9.327,9.996,7.527,12.466,0.142,8.47,6.39,6.476,7.19,6.186,12.404,16.44,8.368,0.929,0.207,12.251,46.912,88.929,4.896
+2026-05-21 10:13:37,pheasant_observed.csv,1.119056473488475051504667945,0.343,1.822,2.085,1.537,0.48,6.57,5.318,0.15,7.45,18.567,0.306,0.293,0.011,4.84,9.49,9.61,11.029,6.180,8.623,3.737,5.044,7.574,2.515,0.101,8.32,6.93,5.561,7.32,6.829,4.347,3.845,4.849,1.513,0.337,12.138,111.341,214.783,7.899
+2026-05-21 10:13:37,pheasant_observed.csv,3.451862058621752824157762659,0.003,0.507,0.496,7.463,0.281,7.12,13.983,0.14,6.86,21.361,0.311,0.1,0.019,4.55,9.9,9.77,9.721,16.243,17.578,14.908,7.962,2.061,13.862,0.141,6.72,5.08,7.715,6.92,21.734,5.570,3.716,7.424,1.048,0.166,12.237,58.982,106.67,11.295
+2026-05-21 10:13:37,pheasant_observed.csv,0.1802544044098067969236216836,0.15,1.686,1.78,3.239,0.308,6.78,7.299,0.062,7.21,8.637,0.158,0.441,0.011,4.1,11.22,11.09,7.24,9.434,17.029,1.84,6.683,4.163,9.203,0.076,6.8,7.14,4.491,6.86,19.413,38.462,68.366,8.558,1.326,0.131,12.151,110.014,212.857,7.172
+2026-05-21 10:13:38,pheasant_observed.csv,0.6500351739535824839571230123,0.234,2.443,3.592,7.661,0.866,6.89,10.969,0.057,6.72,27.162,0.257,0.16,0.006,4.43,11.0,10.86,6.161,12.180,7.22,17.139,12.209,12.902,11.516,0.062,6.83,5.09,5.908,7.55,21.847,40.914,70.966,10.861,1.679,0.042,12.117,53.146,91.675,14.616
+2026-05-21 10:13:38,pheasant_observed.csv,0.3051147205095608821853113380,0.316,1.403,4.649,1.706,0.432,6.7,13.059,0.188,7.38,21.595,0.399,0.596,0.011,5.33,10.72,11.0,6.138,14.208,10.569,17.848,7.655,8.451,6.859,0.221,8.74,5.05,2.758,6.71,23.818,21.732,23.768,19.695,1.167,0.179,12.105,55.746,105.648,5.845
+2026-05-21 10:13:38,pheasant_observed.csv,1.313940681501196376669863944,0.145,3.051,3.939,6.402,0.216,7.26,10.304,0.052,6.52,22.447,0.057,0.44,0.013,3.14,10.0,11.04,6.269,10.168,2.196,18.14,7.180,5.739,8.62,0.035,8.66,7.21,7.076,7.46,17.776,43.817,73.984,13.65,1.147,0.271,12.207,100.686,191.471,9.9
+2026-05-21 10:13:39,pheasant_observed.csv,0.2052160605514995365382610544,0.133,3.227,1.651,2.753,0.619,6.45,14.947,0.064,6.55,7.687,0.211,0.538,0.045,4.85,10.71,9.66,5.7,13.003,13.549,12.457,7.113,2.73,11.496,0.073,6.95,7.3,3.586,7.39,16.813,19.374,37.081,1.668,1.653,0.03,12.145,116.239,217.132,15.346
+2026-05-21 10:13:39,pheasant_observed.csv,2.100425022621539523055929637,0.265,2.512,4.324,3.241,0.233,7.02,4.981,0.035,7.34,20.148,0.276,0.239,0.001,4.78,10.92,11.12,5.903,17.618,15.961,19.274,6.266,6.861,5.67,0.158,7.21,6.36,3.506,7.34,8.757,8.180,14.131,2.229,1.483,0.249,12.143,101.495,192.783,10.207
+2026-05-21 10:13:39,pheasant_observed.csv,0.1653506952538256695582538170,0.185,1.3,1.947,6.91,0.227,7.39,9.424,0.155,6.84,10.714,0.342,0.627,0.007,3.12,10.76,9.31,10.183,11.654,5.372,17.937,5.237,2.716,7.758,0.089,8.36,5.71,5.143,7.4,19.019,26.784,44.638,8.93,1.003,0.109,12.081,59.176,110.428,7.925
+2026-05-21 10:13:40,pheasant_observed.csv,1.124011708558110681951351913,0.144,1.954,1.269,2.34,0.048,7.47,7.422,0.16,6.79,9.333,0.395,0.543,0.04,3.99,10.08,11.13,2.061,9.530,12.887,6.174,7.139,7.288,6.99,0.219,7.4,5.91,4.749,7.18,21.818,11.934,7.86,16.008,1.489,0.296,12.103,124.968,237.314,12.623
+2026-05-21 10:13:40,pheasant_observed.csv,0.5297015430135615842683365711,0.246,0.463,1.665,4.747,0.911,7.33,14.391,0.098,6.78,18.368,0.146,0.505,0.04,2.79,9.23,10.79,7.142,10.874,16.968,4.78,10.920,10.349,11.491,0.1,7.46,5.7,5.395,6.62,13.811,32.083,56.293,7.873,1.237,0.082,12.11,96.745,183.545,9.945
+2026-05-21 10:13:40,pheasant_observed.csv,0.1997632667428326211372266156,0.008,0.822,5.735,5.688,0.011,7.4,13.864,0.062,7.61,10.676,0.098,0.361,0.021,4.4,8.53,11.41,9.298,5.346,6.732,3.96,5.568,9.241,1.895,0.073,8.87,6.91,3.776,6.82,22.562,12.630,16.984,8.275,1.329,0.311,12.102,101.310,186.793,15.826
+2026-05-21 10:13:40,pheasant_observed.csv,5.143246809239584320620181831,0.057,1.49,4.996,5.859,0.475,6.75,11.082,0.014,7.62,7.921,0.226,0.068,0.013,4.88,8.75,10.66,9.993,9.101,8.833,9.369,4.814,2.766,6.862,0.221,7.81,6.14,7.931,7.25,15.096,7.050,1.01,13.089,1.204,0.015,12.054,120.122,229.389,10.856
+2026-05-21 10:13:41,pheasant_observed.csv,0.3991190593144372256340470067,0.468,2.344,3.209,2.484,0.405,7.54,11.26,0.147,6.51,11.363,0.073,0.514,0.031,5.27,10.12,9.93,8.365,10.284,6.509,14.058,7.447,6.021,8.873,0.018,6.88,5.46,5.552,7.13,18.694,18.683,22.224,15.142,1.032,0.135,12.237,69.366,134.279,4.453
+2026-05-21 10:13:41,pheasant_observed.csv,1.205602883705713094644681331,0.317,1.42,2.989,4.714,0.265,6.95,7.32,0.177,7.43,10.89,0.35,0.014,0.005,3.27,9.43,9.75,7.922,4.256,3.11,5.401,6.471,0.953,11.989,0.112,8.73,5.66,5.2,7.6,11.15,32.511,62.916,2.106,1.085,0.057,12.079,94.467,177.865,11.069
+2026-05-21 10:13:41,pheasant_observed.csv,3.266866408763571786749975076,0.286,2.502,2.101,3.378,0.611,7.5,7.988,0.175,7.51,9.866,0.284,0.139,0.044,2.73,9.38,9.7,5.928,4.015,2.837,5.193,8.511,11.532,5.49,0.237,6.84,6.77,2.495,7.37,18.021,11.556,21.626,1.486,1.333,0.159,12.14,94.075,180.88,7.27
+2026-05-21 10:13:42,pheasant_observed.csv,2.094722530756557846267172150,0.363,1.896,3.385,4.842,0.839,7.6,8.955,0.006,7.32,21.245,0.128,0.135,0.016,3.29,9.43,11.19,10.397,7.396,6.4,8.392,10.315,10.846,9.784,0.196,8.94,7.19,1.859,7.46,6.374,28.926,44.952,12.901,0.921,0.24,12.138,114.790,225.296,4.283
+2026-05-21 10:13:42,pheasant_observed.csv,0.5640122706850595211085006589,0.516,2.685,3.289,7.053,0.128,7.7,6.657,0.02,7.04,11.229,0.264,0.166,0.044,4.71,10.97,9.78,6.538,3.111,2.955,3.267,7.706,2.981,12.432,0.083,7.55,5.38,1.656,7.02,22.246,31.137,56.53,5.744,0.85,0.166,12.014,102.671,194.047,11.295
+2026-05-21 10:13:42,pheasant_observed.csv,6.732857467056297381891209446,0.226,3.435,4.716,2.713,0.771,7.44,5.804,0.162,6.59,16.644,0.249,0.069,0.028,4.52,9.12,11.22,6.33,11.304,17.117,5.491,6.412,8.565,4.258,0.246,9.46,6.48,3.846,6.61,18.891,43.306,77.542,9.071,1.477,0.006,12.257,111.990,211.356,12.625
+2026-05-21 10:13:43,pheasant_observed.csv,2.833422058577324191725739704,0.222,1.028,0.999,7.451,0.142,6.45,3.657,0.116,7.12,19.875,0.239,0.002,0.014,4.11,10.94,9.68,10.617,9.118,17.133,1.102,7.942,12.04,3.843,0.153,8.81,6.97,3.628,6.77,6.252,37.649,60.923,14.375,1.284,0.339,12.189,109.774,205.013,14.534
+2026-05-21 10:13:43,pheasant_observed.csv,1.333287828288339482406208780,0.129,1.939,4.971,2.844,0.667,6.52,12.459,0.181,7.19,20.965,0.123,0.359,0.005,5.08,9.16,11.23,5.134,16.322,17.409,15.234,3.606,0.62,6.592,0.238,6.77,6.87,2.98,7.27,11.48,30.812,55.125,6.498,1.645,0.291,12.135,69.760,134.672,4.847
+2026-05-21 10:13:43,pheasant_observed.csv,4.564612312883238314487065358,0.513,2.197,4.781,4.105,0.471,6.64,5.953,0.067,6.51,26.739,0.403,0.082,0.019,4.84,10.5,10.84,4.647,15.212,17.928,12.497,12.642,12.197,13.087,0.163,9.05,5.11,6.424,7.2,21.856,39.594,74.339,4.848,1.24,0.23,12.017,61.871,108.108,15.634
+2026-05-21 10:13:44,pheasant_observed.csv,0.7280220788433413543352261176,0.493,1.498,4.817,4.205,0.604,7.66,7.091,0.203,6.64,19.747,0.22,0.641,0.018,5.44,8.92,9.6,7.957,3.139,1.164,5.114,8.316,13.392,3.239,0.069,8.81,6.97,5.51,6.68,12.453,25.272,35.453,15.092,1.388,0.124,12.089,91.229,169.595,12.863
+2026-05-21 10:13:44,pheasant_observed.csv,1.311875512022096217132761629,0.453,3.925,5.068,0.969,0.89,6.99,4.324,0.217,7.43,22.808,0.095,0.287,0.042,5.25,10.61,10.46,9.858,9.936,10.048,9.823,5.904,3.817,7.99,0.234,8.92,6.11,7.47,6.66,16.865,28.120,50.559,5.681,1.032,0.229,12.033,95.757,180.388,11.126
+2026-05-21 10:13:44,pheasant_observed.csv,1.948895876667649963028398681,0.528,2.415,1.335,4.048,0.431,7.02,13.801,0.177,7.46,16.065,0.315,0.397,0.03,4.55,9.97,10.95,9.521,8.680,0.425,16.936,7.513,5.01,10.016,0.038,6.99,7.22,7.607,6.95,17.205,20.840,24.311,17.369,1.37,0.002,12.227,62.498,111.463,13.533
+2026-05-21 10:13:45,pheasant_observed.csv,0.09251094080939140491569265706,0.149,0.645,4.623,0.772,0.195,6.26,14.112,0.028,7.12,20.012,0.216,0.712,0.018,4.73,10.34,9.48,10.991,6.486,5.603,7.369,3.515,3.494,3.536,0.209,6.71,7.41,5.209,7.26,18.564,39.312,72.092,6.533,1.222,0.012,12.185,106.165,199.094,13.236
+2026-05-21 10:13:45,pheasant_observed.csv,1.933078699594918666934560486,0.489,1.166,0.206,7.477,0.022,7.54,11.802,0.071,7.53,27.872,0.237,0.32,0.045,3.67,10.2,11.12,7.582,10.878,5.191,16.564,7.241,13.586,0.896,0.18,8.64,5.38,4.367,6.62,14.458,28.762,41.711,15.812,1.027,0.187,12.138,116.328,217.174,15.483
+2026-05-21 10:13:45,pheasant_observed.csv,0.4907369068300927662044077790,0.494,3.922,5.538,2.957,0.397,6.47,13.432,0.183,7.45,22.166,0.18,0.491,0.021,3.42,9.25,9.51,7.272,14.848,11.051,18.646,3.618,5.265,1.971,0.231,7.8,5.64,2.536,7.29,16.916,46.499,77.021,15.977,0.942,0.114,12.193,78.762,145.897,11.626
+2026-05-21 10:13:45,pheasant_observed.csv,3.085781976556778477044588484,0.43,2.349,1.909,4.68,0.176,6.86,3.945,0.161,6.96,8.181,0.323,0.349,0.046,3.02,10.97,10.65,5.812,12.642,10.376,14.909,5.084,0.614,9.553,0.23,8.76,5.45,7.903,7.0,14.228,19.607,20.407,18.807,1.582,0.066,12.086,51.738,93.325,10.15
+2026-05-21 10:13:46,pheasant_observed.csv,0.9050645927489090245589569162,0.16,0.971,0.307,0.38,0.778,7.04,12.949,0.07,7.27,13.556,0.296,0.744,0.048,3.72,9.94,10.64,6.028,16.206,15.071,17.342,8.776,9.846,7.705,0.097,9.01,5.45,7.208,7.56,9.586,38.946,67.301,10.591,0.88,0.341,12.184,78.818,145.285,12.351
+2026-05-21 10:13:46,pheasant_observed.csv,2.502836494647938238318019047,0.231,3.142,3.026,0.313,0.617,7.0,8.928,0.031,6.82,17.279,0.093,0.068,0.041,3.15,10.09,10.6,4.726,13.784,17.654,9.914,6.806,3.369,10.243,0.119,7.15,5.81,3.374,6.68,17.785,20.908,29.206,12.611,0.976,0.123,12.12,107.708,209.758,5.659
+2026-05-21 10:13:46,pheasant_observed.csv,1.040801890813693866846355761,0.482,1.904,5.667,0.082,0.242,7.39,3.588,0.208,7.33,21.304,0.312,0.201,0.03,3.22,8.94,10.9,7.144,12.950,7.039,18.86,7.252,1.028,13.477,0.111,9.43,7.29,7.85,7.56,13.605,33.088,52.673,13.503,0.955,0.274,12.006,98.976,185.934,12.019
+2026-05-21 10:13:47,pheasant_observed.csv,0.2731918296171879162623299320,0.132,2.605,5.974,3.224,0.783,7.08,3.035,0.011,7.21,16.111,0.375,0.652,0.013,3.79,10.12,10.88,7.346,11.468,13.522,9.414,5.082,8.914,1.249,0.077,8.07,7.09,6.236,7.4,14.053,28.788,38.012,19.565,0.99,0.275,12.122,61.162,113.857,8.468
+2026-05-21 10:13:47,pheasant_observed.csv,0.7986496393057467727271957907,0.241,1.178,4.127,6.373,0.272,7.2,6.202,0.099,7.63,25.897,0.372,0.312,0.04,2.75,10.03,9.76,3.51,6.541,7.908,5.174,7.416,7.152,7.680,0.109,8.99,5.48,7.554,7.43,18.558,24.388,39.771,9.005,1.211,0.337,12.14,109.494,210.913,8.075
+2026-05-21 10:13:47,pheasant_observed.csv,0.8770892592899258952730176447,0.222,1.028,3.035,2.729,0.537,7.63,3.752,0.094,7.08,16.823,0.289,0.662,0.013,4.74,10.21,11.38,10.714,0.828,0.771,0.884,7.448,8.597,6.3,0.144,8.72,5.02,5.372,6.71,20.854,22.524,39.683,5.366,1.105,0.034,12.044,51.246,93.452,9.039
+2026-05-21 10:13:48,pheasant_observed.csv,0.7975741823437069918700604079,0.299,1.556,2.083,1.857,0.211,6.37,12.545,0.096,7.46,6.753,0.248,0.128,0.004,3.9,8.64,10.46,3.783,12.948,12.474,13.421,6.025,1.56,10.49,0.094,7.81,6.85,3.225,6.86,8.169,25.527,49.209,1.845,1.04,0.123,12.035,56.366,101.883,10.849
+2026-05-21 10:13:48,pheasant_observed.csv,7.641099242612514333142933294,0.164,3.068,3.537,4.486,0.528,6.49,11.544,0.021,6.55,27.558,0.281,0.118,0.006,5.19,10.56,9.99,6.693,8.524,5.907,11.14,10.172,7.955,12.39,0.142,6.55,5.29,4.687,6.68,22.802,35.610,56.065,15.155,1.781,0.036,12.047,69.201,129.336,9.066
+2026-05-21 10:13:48,pheasant_observed.csv,4.243885953937791309142296390,0.167,3.678,1.504,1.528,0.531,7.28,4.191,0.005,6.95,21.746,0.401,0.172,0.039,3.93,10.36,10.23,6.279,4.714,2.471,6.958,4.969,5.663,4.275,0.214,7.84,5.62,1.102,6.93,18.129,18.476,18.805,18.146,1.391,0.299,12.034,72.993,139.727,6.259
+2026-05-21 10:13:49,pheasant_observed.csv,0.9938543993004259332288839386,0.183,1.006,2.724,3.543,0.217,6.39,8.268,0.209,6.84,7.96,0.15,0.255,0.03,2.68,9.78,10.8,10.504,9.392,15.73,3.055,10.194,12.616,7.771,0.162,7.0,6.47,7.405,7.42,21.989,5.879,8.27,3.488,1.365,0.015,12.288,97.102,181.691,12.512
+2026-05-21 10:13:49,pheasant_observed.csv,0.1637424762609223420835565797,0.39,0.788,5.181,6.817,0.473,7.3,11.548,0.197,7.55,8.106,0.389,0.689,0.043,2.91,9.07,10.62,6.571,16.904,17.51,16.298,10.545,9.122,11.968,0.042,7.88,5.2,3.742,7.19,12.703,46.914,77.359,16.469,1.217,0.133,12.126,100.512,193.657,7.368
+2026-05-21 10:13:49,pheasant_observed.csv,1.136099989955591587469128661,0.474,0.387,2.292,3.452,0.78,6.53,15.402,0.12,7.38,14.764,0.27,0.041,0.023,4.53,10.51,9.65,10.928,6.304,5.439,7.169,4.704,0.843,8.566,0.016,6.69,6.73,3.176,6.77,10.907,34.452,65.595,3.309,0.843,0.031,12.191,90.034,170.32,9.748
+2026-05-21 10:13:50,pheasant_observed.csv,0.9240923003493340631657886456,0.377,0.725,4.96,1.53,0.012,7.74,8.471,0.071,7.06,12.308,0.051,0.057,0.029,5.15,10.55,11.01,6.523,9.999,4.084,15.914,11.582,12.948,10.216,0.19,7.82,5.86,3.654,7.25,7.914,19.215,33.699,4.731,1.187,0.235,12.076,60.012,108.897,11.127
+2026-05-21 10:13:50,pheasant_observed.csv,0.5873822953022428335454219067,0.495,1.104,5.771,3.224,0.219,7.25,6.951,0.146,7.24,24.721,0.169,0.595,0.039,4.23,10.55,9.7,8.39,7.966,8.709,7.224,2.619,2.606,2.632,0.135,7.48,5.43,1.585,7.18,6.14,23.042,26.635,19.448,1.327,0.007,12.051,127.156,238.709,15.604
+2026-05-21 10:13:50,pheasant_observed.csv,0.8745768057888525906974316903,0.415,3.363,4.477,3.901,0.23,6.38,6.8,0.203,7.04,10.853,0.31,0.317,0.004,5.46,9.35,11.07,10.286,10.924,10.579,11.269,5.398,8.289,2.506,0.145,8.02,5.56,1.856,7.0,9.167,9.070,8.983,9.158,1.305,0.024,12.025,46.301,83.902,8.7
+2026-05-21 10:13:50,pheasant_observed.csv,1.730143433805076292948639456,0.076,0.694,4.591,7.23,0.735,6.92,9.391,0.077,7.27,12.996,0.319,0.618,0.012,3.1,9.42,10.01,11.508,14.152,15.244,13.061,7.779,4.509,11.049,0.067,7.45,6.42,1.115,7.16,21.688,10.598,19.315,1.88,1.484,0.232,12.161,60.856,110.809,10.903
+2026-05-21 10:13:51,pheasant_observed.csv,8.912125436023612619371972787,0.048,2.05,5.578,0.452,0.392,6.41,13.517,0.097,6.79,15.534,0.279,0.077,0.01,5.41,11.15,11.24,11.751,8.626,16.598,0.654,2.024,2.210,1.839,0.11,8.34,5.91,3.357,7.26,6.579,18.549,35.218,1.88,1.776,0.176,12.103,86.491,167.973,5.009
+2026-05-21 10:13:51,pheasant_observed.csv,0.1741840701062077367050853741,0.043,1.448,3.001,6.829,0.84,7.68,9.108,0.198,6.72,25.174,0.203,0.356,0.038,3.41,10.13,11.18,8.517,14.251,11.909,16.593,7.215,6.638,7.792,0.121,8.88,6.78,6.722,6.91,10.819,32.058,50.446,13.67,0.826,0.011,12.152,65.622,115.984,15.261
+2026-05-21 10:13:51,pheasant_observed.csv,0.7660480101915010719450750355,0.22,3.678,1.406,2.43,0.298,6.97,5.028,0.061,7.22,14.332,0.221,0.158,0.014,2.94,9.89,11.08,7.141,9.000,8.898,9.103,11.540,12.042,11.038,0.168,8.46,6.61,1.066,7.44,7.817,9.730,5.582,13.877,0.814,0.241,12.085,111.252,215.682,6.822
+2026-05-21 10:13:52,pheasant_observed.csv,1.906721407468255376085702891,0.504,1.041,5.433,0.746,0.907,6.28,6.006,0.039,6.53,19.397,0.326,0.426,0.013,3.39,10.62,9.8,2.286,9.656,15.056,4.255,3.132,3.447,2.817,0.077,9.25,6.4,1.336,6.93,15.683,8.631,10.854,6.408,1.567,0.282,12.013,92.948,181.207,4.689
+2026-05-21 10:13:52,pheasant_observed.csv,5.248930261815782440887408348,0.459,1.525,1.489,4.656,0.668,6.96,11.848,0.194,7.05,21.891,0.307,0.027,0.041,5.4,10.43,9.35,5.871,8.998,1.604,16.393,7.614,13.938,1.289,0.153,7.68,7.3,5.687,7.03,8.58,12.150,22.327,1.974,1.334,0.254,12.076,58.088,107.522,8.655
+2026-05-21 10:13:52,pheasant_observed.csv,2.248397020427576359288758504,0.019,3.701,2.526,4.347,0.129,6.29,10.74,0.186,7.19,21.234,0.389,0.617,0.031,3.81,9.81,10.78,7.299,7.947,13.43,2.464,7.752,8.586,6.918,0.186,6.74,5.62,6.538,6.95,11.097,27.038,39.59,14.487,1.483,0.263,12.022,60.215,113.962,6.468
+2026-05-21 10:13:53,pheasant_observed.csv,0.4967668928374770448229682585,0.031,1.205,1.143,3.321,0.696,7.65,6.522,0.21,7.55,22.278,0.076,0.37,0.05,5.15,8.97,9.79,2.811,12.245,5.922,18.568,2.708,3.648,1.768,0.172,9.26,5.0,6.141,7.51,10.624,22.378,33.829,10.927,0.84,0.156,12.076,68.748,127.267,10.228
+2026-05-21 10:13:53,pheasant_observed.csv,3.998653032120483683966326531,0.063,2.318,5.488,0.185,0.173,6.62,11.69,0.031,7.07,9.956,0.271,0.024,0.018,2.71,8.89,10.55,5.234,16.788,19.439,14.138,6.027,6.217,5.837,0.155,9.27,6.81,2.652,6.88,17.924,18.686,18.079,19.294,1.172,0.114,12.24,90.284,175.18,5.387
+2026-05-21 10:13:53,pheasant_observed.csv,0.08343643681596391621536073308,0.201,2.674,3.396,3.205,0.135,6.86,7.715,0.09,7.13,12.795,0.32,0.613,0.032,4.54,8.55,10.48,6.034,3.388,1.754,5.023,11.949,12.05,11.848,0.048,7.6,7.31,5.567,6.93,15.283,10.305,18.603,2.007,1.019,0.032,12.004,122.148,237.513,6.782
+2026-05-21 10:13:54,pheasant_observed.csv,1.235636100803842568426091388,0.096,0.787,0.559,3.966,0.345,7.46,14.607,0.042,7.34,13.309,0.259,0.264,0.04,5.49,11.28,11.09,10.627,14.724,16.216,13.233,6.842,12.341,1.344,0.102,8.17,6.14,6.926,6.72,6.86,25.040,39.103,10.978,1.207,0.283,12.16,123.812,236.549,11.074
+2026-05-21 10:13:54,pheasant_observed.csv,0.8082649511988802127060315901,0.076,0.622,4.789,0.215,0.88,7.58,9.519,0.133,6.8,16.628,0.236,0.559,0.043,4.89,9.08,10.06,8.095,10.336,15.183,5.488,11.662,11.294,12.031,0.243,7.81,7.17,6.691,6.71,13.907,23.036,32.935,13.136,1.785,0.08,12.088,84.074,162.218,5.931
+2026-05-21 10:13:54,pheasant_observed.csv,0.8262257201062461596509312929,0.349,3.686,5.357,5.874,0.667,7.6,7.777,0.056,7.47,20.52,0.105,0.667,0.04,2.73,10.5,10.63,8.344,12.633,6.823,18.443,6.246,3.696,8.795,0.243,9.3,6.94,3.818,7.6,11.186,9.192,5.307,13.078,1.05,0.032,12.24,52.324,89.191,15.457
+2026-05-21 10:13:55,pheasant_observed.csv,0.1407213190600119882062389152,0.165,1.964,5.175,0.391,0.672,7.16,9.935,0.166,7.42,13.241,0.163,0.504,0.006,5.14,9.1,10.48,9.126,17.664,19.975,15.353,4.984,3.768,6.201,0.102,7.47,5.99,4.73,7.17,15.467,12.308,11.566,13.049,0.937,0.212,12.074,47.908,82.723,13.092
+2026-05-21 10:13:55,pheasant_observed.csv,0.6199919939486958109910208758,0.055,1.615,5.723,7.853,0.17,6.47,13.042,0.076,6.74,12.346,0.309,0.634,0.038,3.71,9.97,10.55,5.726,8.390,14.278,2.503,12.750,12.304,13.195,0.225,8.95,6.88,1.508,7.14,15.707,10.482,10.556,10.407,1.557,0.224,12.29,77.870,142.653,13.087
+2026-05-21 10:13:55,pheasant_observed.csv,1.015945334146534333404081632,0.056,2.808,4.216,3.261,0.615,7.49,12.15,0.011,6.67,10.841,0.302,0.228,0.025,4.83,11.38,9.78,11.08,12.351,15.125,9.577,4.110,5.904,2.317,0.096,6.69,5.1,6.345,7.02,11.131,13.372,25.257,1.486,0.816,0.113,12.141,75.858,143.959,7.756
+2026-05-21 10:13:56,pheasant_observed.csv,2.912743417137935050804882842,0.086,1.705,5.107,0.201,0.882,6.79,10.794,0.133,7.5,17.587,0.37,0.244,0.035,4.82,10.77,10.98,9.85,5.499,4.800,6.198,8.173,5.237,11.109,0.059,8.21,6.96,2.702,7.14,13.496,42.437,65.804,19.07,1.289,0.201,12.122,48.175,83.804,12.546
+2026-05-21 10:13:56,pheasant_observed.csv,0.4158428869530808595992263640,0.253,1.12,3.159,2.018,0.913,7.46,8.985,0.14,7.08,8.946,0.396,0.149,0.013,2.58,11.15,10.25,8.625,10.048,6.568,13.528,2.169,3.021,1.317,0.165,8.79,6.65,1.048,7.52,19.912,18.027,30.634,5.42,0.839,0.218,12.293,89.380,168.49,10.271
+2026-05-21 10:13:56,pheasant_observed.csv,1.280848688803773219093490646,0.117,3.529,0.768,2.58,0.541,7.48,3.998,0.151,6.56,25.702,0.317,0.642,0.041,3.92,10.78,10.13,7.639,13.334,10.342,16.327,6.116,6.334,5.898,0.053,9.48,5.08,2.208,7.58,17.49,6.668,7.78,5.555,1.651,0.063,12.221,48.447,85.502,11.392
+2026-05-21 10:13:56,pheasant_observed.csv,1.151484716993004005706802734,0.033,3.7,1.67,0.336,0.511,6.48,15.281,0.164,6.97,10.445,0.165,0.438,0.018,3.26,10.39,10.96,2.02,6.912,2.64,11.183,9.352,10.276,8.427,0.212,8.48,5.01,1.493,6.81,9.065,2.418,1.822,3.015,1.155,0.309,12.105,118.244,232.092,4.395
+2026-05-21 10:13:57,pheasant_observed.csv,3.359437207135191507991651026,0.385,1.535,4.003,4.956,0.774,6.37,8.058,0.191,7.28,13.525,0.256,0.172,0.017,3.03,9.01,10.58,7.326,13.576,19.993,7.158,1.720,2.658,0.781,0.207,7.01,7.32,2.414,7.59,15.03,17.084,27.099,7.07,1.587,0.198,12.01,77.792,150.618,4.965
+2026-05-21 10:13:57,pheasant_observed.csv,4.717631139047079526239690884,0.169,2.17,0.835,1.845,0.209,6.74,6.954,0.164,7.1,7.774,0.098,0.046,0.033,2.77,11.3,9.48,2.02,15.679,19.314,12.044,2.494,2.623,2.364,0.132,9.25,6.29,6.937,6.79,17.182,40.676,67.527,13.826,1.338,0.168,12.229,119.674,226.904,12.443
+2026-05-21 10:13:57,pheasant_observed.csv,1.500668991447256403393201362,0.327,1.004,2.083,5.887,0.816,7.65,9.393,0.078,7.38,13.363,0.226,0.245,0.031,5.33,10.8,10.32,10.683,2.056,2.229,1.883,10.382,11.128,9.637,0.017,8.41,5.24,4.738,7.39,14.93,25.183,47.414,2.952,1.672,0.033,12.186,61.608,111.351,11.864
+2026-05-21 10:13:58,pheasant_observed.csv,1.979441621981775121495739234,0.215,1.097,4.71,3.762,0.731,7.16,3.813,0.142,7.35,27.692,0.061,0.223,0.044,2.82,8.68,9.78,5.765,11.888,18.625,5.152,12.250,12.730,11.769,0.004,7.68,5.05,6.542,6.98,14.856,30.918,46.062,15.774,1.749,0.13,12.264,50.852,94.231,7.474
+2026-05-21 10:13:58,pheasant_observed.csv,1.986462524283230275144672619,0.024,3.518,3.229,0.882,0.038,6.38,12.928,0.048,7.48,15.225,0.374,0.615,0.004,3.59,10.83,10.08,7.327,15.342,12.431,18.254,12.960,14.000,11.920,0.082,7.81,6.94,7.399,6.94,18.604,3.538,6.194,0.883,1.557,0.209,12.139,106.262,200.044,12.479
+2026-05-21 10:13:58,pheasant_observed.csv,1.374385316932903055402545855,0.191,0.794,5.878,1.648,0.605,7.6,4.065,0.175,6.71,20.476,0.392,0.185,0.04,2.86,10.13,9.81,3.806,16.469,16.061,16.877,6.835,8.736,4.934,0.209,8.09,5.93,5.649,7.57,23.792,7.634,6.598,8.67,1.318,0.269,12.166,93.134,171.64,14.628
+2026-05-21 10:13:59,pheasant_observed.csv,2.061343376878561643940511592,0.291,1.984,5.167,2.995,0.64,6.36,6.528,0.16,7.42,27.386,0.265,0.248,0.034,4.61,10.39,10.11,11.815,11.214,13.839,8.59,5.833,5.833,5.833,0.214,9.06,5.07,2.032,7.14,9.395,27.878,47.377,8.38,1.271,0.067,12.226,98.034,180.157,15.91
+2026-05-21 10:13:59,pheasant_observed.csv,1.412534282143573705837870367,0.041,1.083,1.114,7.614,0.354,6.25,10.664,0.084,7.46,14.927,0.194,0.105,0.049,4.56,9.55,9.72,4.811,3.486,1.869,5.102,7.666,8.304,7.028,0.236,8.62,7.12,1.348,7.26,11.789,15.854,17.091,14.618,1.116,0.048,12.289,119.228,226.011,12.444
+2026-05-21 10:13:59,pheasant_observed.csv,1.075287335515084618199260322,0.066,0.494,3.19,6.511,0.197,7.17,7.6,0.205,7.21,19.086,0.347,0.226,0.037,3.8,11.4,10.01,10.983,14.766,13.916,15.615,10.642,11.866,9.419,0.182,9.2,7.0,1.693,6.97,12.826,6.856,8.873,4.838,1.291,0.335,12.181,120.798,231.047,10.549
+2026-05-21 10:14:00,pheasant_observed.csv,0.3246395552075029005145578232,0.244,0.73,1.187,4.566,0.352,6.86,15.447,0.171,6.93,13.978,0.313,0.645,0.007,4.29,8.84,9.33,7.034,2.690,3.63,1.75,3.097,5.68,0.514,0.068,7.64,6.41,2.291,6.69,23.314,38.524,69.829,7.22,1.68,0.23,12.055,81.144,149.25,13.038
+2026-05-21 10:14:00,pheasant_observed.csv,0.1809057747296542555221507440,0.232,1.813,3.785,1.567,0.346,7.27,3.205,0.189,6.51,17.404,0.243,0.36,0.031,3.0,8.71,11.15,6.571,9.039,17.031,1.047,2.561,0.495,4.627,0.065,8.4,6.39,3.042,6.88,20.685,30.022,46.869,13.176,1.158,0.016,12.088,98.624,192.144,5.105
+2026-05-21 10:14:00,pheasant_observed.csv,2.021594940716888182782533093,0.152,3.174,2.544,0.278,0.167,7.63,9.826,0.031,7.14,15.441,0.098,0.368,0.019,2.51,9.27,11.19,10.836,15.072,15.963,14.180,12.506,12.573,12.44,0.097,9.07,5.88,2.44,6.63,19.962,18.569,31.987,5.151,1.632,0.311,12.146,80.239,146.661,13.817
+2026-05-21 10:14:01,pheasant_observed.csv,0.2305490952309898681792635297,0.296,2.388,5.609,0.41,0.886,7.64,13.899,0.167,7.14,16.987,0.371,0.203,0.019,5.23,10.49,10.27,10.273,9.560,6.325,12.794,7.133,11.923,2.343,0.181,7.23,6.24,2.166,7.18,11.692,42.297,70.894,13.7,0.893,0.179,12.011,110.798,214.756,6.841
+2026-05-21 10:14:01,pheasant_observed.csv,4.477614188021197904473107993,0.075,3.246,4.972,4.2,0.104,6.64,7.678,0.021,6.75,16.49,0.332,0.011,0.013,2.86,9.83,11.25,3.74,5.980,5.398,6.562,8.222,5.795,10.649,0.063,7.63,7.21,4.094,7.51,21.816,25.606,34.946,16.266,1.065,0.164,12.245,114.556,216.965,12.146
+2026-05-21 10:14:01,pheasant_observed.csv,2.266041113250212998713865705,0.473,2.608,2.776,7.105,0.171,6.38,10.185,0.212,6.93,23.241,0.079,0.66,0.017,2.75,9.0,10.3,6.633,4.230,6.165,2.295,7.402,2.293,12.51,0.05,9.36,7.2,0.915,7.43,18.368,26.146,48.863,3.429,1.62,0.196,12.094,45.361,82.119,8.603
+2026-05-21 10:14:01,pheasant_observed.csv,0.3598012690528678549919697649,0.117,1.33,1.405,0.548,0.095,7.07,6.037,0.016,7.32,6.012,0.114,0.459,0.04,3.54,9.44,9.73,2.643,13.730,14.007,13.454,7.537,1.651,13.423,0.094,8.65,5.87,5.839,7.49,22.285,21.871,37.816,5.926,1.471,0.265,12.037,60.524,107.701,13.348
+2026-05-21 10:14:02,pheasant_observed.csv,0.8344744988243595979522512425,0.328,1.138,0.16,3.886,0.732,6.6,12.512,0.172,7.37,26.183,0.239,0.047,0.002,3.7,10.53,10.84,11.683,4.692,2.522,6.862,8.484,5.927,11.04,0.116,8.35,6.01,6.02,6.69,15.329,26.671,50.437,2.905,0.821,0.079,12.07,86.176,168.069,4.283
diff --git a/modelling/data/abingdon-all/resident/pheasant_simulated.csv b/modelling/data/abingdon-all/resident/pheasant_simulated.csv
new file mode 100644
index 0000000..28e6bac
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pheasant_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.18,0.1,0,0.01,0.00556532
+RungeKutta4,1,0.1,0.214808,0.1,0,0.01,0.0563166
+RungeKutta4,2,0.2,0.243844,0.1,0,0.01,0.0986520
+RungeKutta4,3,0.3,0.268089,0.1,0,0.01,0.134002
+RungeKutta4,4,0.4,0.288366,0.1,0,0.01,0.163567
+RungeKutta4,5,0.5,0.305378,0.1,0,0.01,0.188371
+RungeKutta4,6,0.6,0.319730,0.1,0,0.01,0.209296
+RungeKutta4,7,0.7,0.331955,0.1,0,0.01,0.227121
+RungeKutta4,8,0.8,0.342535,0.1,0,0.01,0.242547
+RungeKutta4,9,0.9,0.351918,0.1,0,0.01,0.256228
+RungeKutta4,10,1.0,0.360538,0.1,0,0.01,0.268796
+RungeKutta4,11,1.1,0.368823,0.1,0,0.01,0.280876
+RungeKutta4,12,1.2,0.377207,0.1,0,0.01,0.293100
+RungeKutta4,13,1.3,0.386136,0.1,0,0.01,0.306119
+RungeKutta4,14,1.4,0.396065,0.1,0,0.01,0.320595
+RungeKutta4,15,1.5,0.407449,0.1,0,0.01,0.337194
+RungeKutta4,16,1.6,0.420732,0.1,0,0.01,0.356561
+RungeKutta4,17,1.7,0.436323,0.1,0,0.01,0.379293
+RungeKutta4,18,1.8,0.454571,0.1,0,0.01,0.405899
+RungeKutta4,19,1.9,0.475732,0.1,0,0.01,0.436753
+RungeKutta4,20,2.0,0.499937,0.1,0,0.01,0.472044
+RungeKutta4,21,2.1,0.527167,0.1,0,0.01,0.511747
+RungeKutta4,22,2.2,0.557222,0.1,0,0.01,0.555568
+RungeKutta4,23,2.3,0.589705,0.1,0,0.01,0.602929
+RungeKutta4,24,2.4,0.624021,0.1,0,0.01,0.652963
+RungeKutta4,25,2.5,0.659394,0.1,0,0.01,0.704538
+RungeKutta4,26,2.6,0.694887,0.1,0,0.01,0.756288
+RungeKutta4,27,2.7,0.729446,0.1,0,0.01,0.806676
+RungeKutta4,28,2.8,0.761960,0.1,0,0.01,0.854083
+RungeKutta4,29,2.9,0.791318,0.1,0,0.01,0.896888
+RungeKutta4,30,3.0,0.816489,0.1,0,0.01,0.933588
+RungeKutta4,31,3.1,0.836644,0.1,0,0.01,0.962975
+RungeKutta4,32,3.2,0.851183,0.1,0,0.01,0.984173
+RungeKutta4,33,3.3,0.859711,0.1,0,0.01,0.996607
+RungeKutta4,34,3.4,0.862038,0.1,0,0.01,1
+RungeKutta4,35,3.5,0.857734,0.1,0,0.01,0.993725
+RungeKutta4,36,3.6,0.846904,0.1,0,0.01,0.977934
+RungeKutta4,37,3.7,0.830254,0.1,0,0.01,0.953658
+RungeKutta4,38,3.8,0.808642,0.1,0,0.01,0.922147
+RungeKutta4,39,3.9,0.783036,0.1,0,0.01,0.884812
+RungeKutta4,40,4.0,0.754456,0.1,0,0.01,0.843142
+RungeKutta4,41,4.1,0.723931,0.1,0,0.01,0.798635
+RungeKutta4,42,4.2,0.692441,0.1,0,0.01,0.752722
+RungeKutta4,43,4.3,0.660880,0.1,0,0.01,0.706705
+RungeKutta4,44,4.4,0.630024,0.1,0,0.01,0.661716
+RungeKutta4,45,4.5,0.600512,0.1,0,0.01,0.618686
+RungeKutta4,46,4.6,0.572834,0.1,0,0.01,0.578331
+RungeKutta4,47,4.7,0.547335,0.1,0,0.01,0.541152
+RungeKutta4,48,4.8,0.524221,0.1,0,0.01,0.507451
+RungeKutta4,49,4.9,0.503578,0.1,0,0.01,0.477353
+RungeKutta4,50,5.0,0.485390,0.1,0,0.01,0.450834
+RungeKutta4,51,5.1,0.469557,0.1,0,0.01,0.427749
+RungeKutta4,52,5.2,0.455915,0.1,0,0.01,0.407859
+RungeKutta4,53,5.3,0.444247,0.1,0,0.01,0.390846
+RungeKutta4,54,5.4,0.434294,0.1,0,0.01,0.376335
+RungeKutta4,55,5.5,0.425754,0.1,0,0.01,0.363883
+RungeKutta4,56,5.6,0.418280,0.1,0,0.01,0.352986
+RungeKutta4,57,5.7,0.411459,0.1,0,0.01,0.343040
+RungeKutta4,58,5.8,0.404695,0.1,0,0.01,0.333178
+RungeKutta4,59,5.9,0.396632,0.1,0,0.01,0.321422
+RungeKutta4,60,6.0,0.383444,0.1,0,0.01,0.302194
+RungeKutta4,61,6.1,0.358809,0.1,0,0.01,0.266275
+RungeKutta4,62,6.2,0.320006,0.1,0,0.01,0.209699
+RungeKutta4,63,6.3,0.273669,0.1,0,0.01,0.142138
+RungeKutta4,64,6.4,0.234194,0.1,0,0.01,0.0845820
+RungeKutta4,65,6.5,0.207143,0.1,0,0.01,0.0451407
+RungeKutta4,66,6.6,0.190514,0.1,0,0.01,0.0208951
+RungeKutta4,67,6.7,0.181452,0.1,0,0.01,0.00768238
+RungeKutta4,68,6.8,0.177376,0.1,0,0.01,0.00173943
+RungeKutta4,69,6.9,0.176183,0.1,0,0.01,0
+RungeKutta4,70,7.0,0.176348,0.1,0,0.01,0.000240576
+RungeKutta4,71,7.1,0.177013,0.1,0,0.01,0.00121017
+RungeKutta4,72,7.2,0.178205,0.1,0,0.01,0.00294815
+RungeKutta4,73,7.3,0.179942,0.1,0,0.01,0.00548075
+RungeKutta4,74,7.4,0.182214,0.1,0,0.01,0.00879340
+RungeKutta4,75,7.5,0.184989,0.1,0,0.01,0.0128394
+RungeKutta4,76,7.6,0.188215,0.1,0,0.01,0.0175431
+RungeKutta4,77,7.7,0.191827,0.1,0,0.01,0.0228095
+RungeKutta4,78,7.8,0.195747,0.1,0,0.01,0.0285250
+RungeKutta4,79,7.9,0.199893,0.1,0,0.01,0.0345700
+RungeKutta4,80,8.0,0.204179,0.1,0,0.01,0.0408191
+RungeKutta4,81,8.1,0.208522,0.1,0,0.01,0.0471514
+RungeKutta4,82,8.2,0.212844,0.1,0,0.01,0.0534530
+RungeKutta4,83,8.3,0.217074,0.1,0,0.01,0.0596205
+RungeKutta4,84,8.4,0.221152,0.1,0,0.01,0.0655663
+RungeKutta4,85,8.5,0.225029,0.1,0,0.01,0.0712191
+RungeKutta4,86,8.6,0.228667,0.1,0,0.01,0.0765235
+RungeKutta4,87,8.7,0.232040,0.1,0,0.01,0.0814414
+RungeKutta4,88,8.8,0.235135,0.1,0,0.01,0.0859540
+RungeKutta4,89,8.9,0.237950,0.1,0,0.01,0.0900584
+RungeKutta4,90,9.0,0.240498,0.1,0,0.01,0.0937735
+RungeKutta4,91,9.1,0.242806,0.1,0,0.01,0.0971386
+RungeKutta4,92,9.2,0.244926,0.1,0,0.01,0.100230
+RungeKutta4,93,9.3,0.246939,0.1,0,0.01,0.103165
+RungeKutta4,94,9.4,0.248959,0.1,0,0.01,0.106110
+RungeKutta4,95,9.5,0.251114,0.1,0,0.01,0.109252
+RungeKutta4,96,9.6,0.253480,0.1,0,0.01,0.112702
+RungeKutta4,97,9.7,0.256005,0.1,0,0.01,0.116383
+RungeKutta4,98,9.8,0.258514,0.1,0,0.01,0.120041
+RungeKutta4,99,9.9,0.260806,0.1,0,0.01,0.123383
+RungeKutta4,100,10.0,0.262744,0.1,0,0.01,0.126209
+RungeKutta4,101,10.1,0.264274,0.1,0,0.01,0.128440
+RungeKutta4,102,10.2,0.265400,0.1,0,0.01,0.130081
+RungeKutta4,103,10.3,0.266163,0.1,0,0.01,0.131194
+RungeKutta4,104,10.4,0.266646,0.1,0,0.01,0.131898
+RungeKutta4,105,10.5,0.267045,0.1,0,0.01,0.132480
+RungeKutta4,106,10.6,0.267884,0.1,0,0.01,0.133703
+RungeKutta4,107,10.7,0.270358,0.1,0,0.01,0.137310
+RungeKutta4,108,10.8,0.276506,0.1,0,0.01,0.146274
+RungeKutta4,109,10.9,0.288526,0.1,0,0.01,0.163800
+RungeKutta4,110,11.0,0.306938,0.1,0,0.01,0.190645
+RungeKutta4,111,11.1,0.328774,0.1,0,0.01,0.222483
+RungeKutta4,112,11.2,0.348625,0.1,0,0.01,0.251426
+RungeKutta4,113,11.3,0.364749,0.1,0,0.01,0.274936
+RungeKutta4,114,11.4,0.377364,0.1,0,0.01,0.293329
+RungeKutta4,115,11.5,0.386699,0.1,0,0.01,0.306940
+RungeKutta4,116,11.6,0.392986,0.1,0,0.01,0.316106
+RungeKutta4,117,11.7,0.396465,0.1,0,0.01,0.321179
+RungeKutta4,118,11.8,0.397353,0.1,0,0.01,0.322473
+RungeKutta4,119,11.9,0.394860,0.1,0,0.01,0.318839
+RungeKutta4,120,12.0,0.390289,0.1,0,0.01,0.312174
+RungeKutta4,121,12.1,0.390079,0.1,0,0.01,0.311868
diff --git a/modelling/data/abingdon-all/resident/pheasant_simulated.png b/modelling/data/abingdon-all/resident/pheasant_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..e97fa82bd51f10ecfb74eb84cab36ad760b348f6
GIT binary patch
literal 33460
zcmce;bySqy7e6|HfRdtgD^ik*bT`t7fRvPU4BaUuARvNtBOwAJ-5mk~Lr8ZHBHew@
z=<A!`-@W&byDn?FoTc-e=j7h|6NeCGMQLmdQVa+Lg8f)V;t2$T><fV)&0R+W|H3&i
zwFLg+bCi7Ms0uZ4bTP0uhA0>~+FC&!t;`LnosI1s%%L_MtPj{(d6}ur935>P_}JL2
z|NI6k)ZUbhPHIRKv~t5%M$-WT!8JhqLCO=(HHSc6Qa_dued?OLk%I2|RPC@+$z2Be
zo=Da=;9fw4z9_z=1imi8=k&45!<UxLx+)_tEk!jXHJQHWr!!E8qQ1dFyME`Ij2Ly`
z{)|V$)#}u?;jLRT2?^W|vs-5;SYPYv>}R)9+_t_}uclgN46Qj{1HFJi9{FcaVE_CC
z=|IJyMtt(^@I|?f_>lf!4uXvMV1~uxi})Ktit_*YSA0YES}@t(1O`e*jw~Ozdg*Hw
z=u|(^NkT!#Np_eHV{3R;hd($p)Lu~+*)SF$bbL4o?P_iH&(F_yuir=)^@rzwEV^5$
zs-q(x5fM>lw<uMf1lA06v)=O+6Pu-_CC2sZ>HM2j{w1ZQoLP&bdOix!#tY|9<Pb>?
zIXO9d2ZyY@JcgR184pG}x*R=gx2uaIejcfyg?AdyGo02(q8N?xxVX5vhxYn~m2id6
z*?D<+o!oR!mNzyOh@QLNDb%fvEyLn>)xEgBx4-|scB>&N)nk)aZ30!q6igpX?(*Q1
z&p@1>_hTmYg7gFq)4{9DBjH3or~BW&eIt?R@wwbfd#bH%S%E{%;l6K{F;1lCDJmDo
znr%LmGZ2JL2Cv)e%L>FKI;>`S$miR5by@3rFhYm*O{zh$tE;QUU~98xcYVv}ihp@&
z3Fb7aOW#1I<qU~q)*M`(-K^ab;&a`mzS!xcl7bRJQa%eA-GIy$6c2HGpS$j)`V4ru
zxeYX4T|iI4H`Y4Hpu@H9<mO9pysc4#+R*y))`ufMR+6AOl{4;Ppf6HKvp$U$8yvJ&
z*47H$bV6r8IQXv4_u4rHMx9cGeS`vof<i63`*7eguC6?iQc|H*EO9#aH<pm{UtXt%
zTm;nC$4ApEIX_E{iID&cQU4{Sq_UDok%m8H!`#XWe*oFp*Og+Eu4e8frrA)Af@$wj
z{-;m5om4)_XgK6DeSLk72j4VQ)z#JGHWoM6__yk!Jv}|Y^z}vDy?Ylvq$Ipi+*e^e
z+4g{EbbUEaFQ=(VWFS?Jtv*IEnP;Gaay94Te6K$yDr#Wlpi|e+%b>{@>8^d->GlIB
zKHbS#EiEmHn5fC_jk$`e*{chxcd@Y*g{_@}?)wbZvkmoyEE^81-QC^r&z+Q6>FLyV
zGe6>shq}&eaD6WOeJ*KgvQM5BtPyDF48(rwJS!|J%IO!rs@ve1+UPIF!4=qsgcCmy
zOUBh}B(td!UD|MxR8R=#!F}G}-Y&@_ztR7Apz6ZSQPMOCUKFlfX+yA8`#pA9hV{yN
zYo>mhGB|6Z@$!^OAx$X7{pF`mpKR?12M7C(CyR7z%@*21#1`*}2fZ@0HFbCIopD{n
zPJCz_3X5{0;<h0#)GS?jeX(=&s!=J~xoLXTGbPpQaJ-_C`_UuVLVH;IVNp@hUFpci
z{sL`}7y)^q&0s2T8S!8of{i401LTd_#zt$w5zmv|<pr;^&7DIX=W*k^`4clUNXjUC
zI7|?IWCmOh7nh?7;~()1D$%B?Zc+lz#;OxJOmV!xL2}$EAFUAlQY{xl6LM}_ke7Ee
z0^Q~Ij(;Y<tJkLc%5_rV>(z4RBL$kK1#xL<Y&DuEclKf8xHnc;z=6rA-K>!#52LEs
za0AOOnM&!h`YtYR$nsOYROOVtoOaQS@Z}Ef=j0THh+X!Ly%u*&XpffXZWq1dkFf{y
z+Yf%+vx|Ar{1SEl3r*zp;D!35nXIZRo{4%7?(wm)>*y+7a*NInelXmRAav;|-Rn8S
zz`@B8^f-iNN`^6Tb61KJaalHZE_`8KpBNsN;CI=4FMM^b%Cqs~{ryqtH8f*%-}zwS
zt)rYIn_G$;lP%~}p48+#LR9GJ!8ofuqrNG44VzPi-RmW{Kk&?XW!G};mYbS>|M;oF
zqLdf)dB?hZszCMRMMp;m2EF-@vCo1Q=vV1oU%%o<XnGt=U%MhUEJTE<9h86+TIaeL
z%b6t04jld~xWVMoVWC#JEYFPa#lGs~k#D2F!10UWJe9lF{uEp`=#!DiKIlT1$3}_V
zP|9hCe!-`jnv7O<9j{5sptC{)?bGAtD^68jp7qCP&AKxmK744QbK`aKFJ0^!eb029
zd{W!Gv1mpO$<IK6?7!+4I(zL?vd#saDPUq|9yT^H`3}}9i;TxM9UMkQPxY$(K{+QC
z6_pzBQ(?@)!cxPinga)sVx)qZk57x+a-^V?^5|qWji^(N#}WSK_`C@P*YVjFh$)0U
zZeD?i6<%Fk&1JfO|9kPK0{8TL2Pda*--d@@^&<|!WKeMM`uFwq$&oX}5sRh2cdv|P
z@h~VLV1LZQb-FZV5d<mPh|k^^?mKR)eJKlj8hT#e4C?iKE)HHV<Kf}ed{E6z{oD^i
zs>&)Hp2rWOUhs0iz~1Y=?rvF^@578cCy~OJH_tqmqNMxA(Dm3*XGS+FXT3Z4LcKS}
zYh6B#t%7Imf;L{0aVw6(V6ckw^3mt(wwqXKN@otTa&ouVw}om-LrTl-1~MgEgnGKW
zCt?Zk@!<u9h5Tc(8lLAnou)chhoc9(J#0j?sNU_JotU)?2UOn2^Em4}B^3P5jyyt@
zYa#Th@B_|uS(lMV4<9~p>7tEGHqe-=*fg`S_^!VtZ*Kmfud`FyWi`bm)ec)gP|%5%
zme#uGq-JLqn~bZB#bdh}y}ycUW4zQf^7!ogw~w{D=nx}cR(**34VPfMd*L)p<lpAt
zlr9_g*IqF)GUDO!_MtDCiK?hXx!RFjk6?cP{(V_E>5AD+X=GPTC6#U&+ZP3bDOqk)
z?QH`cpw+M=S^nepjX4=gY0}A7yvjpfGub09X&$V=TcR%t<F^{l6dgP5u9bNu@!Gen
zJ8!10W6Ypereu|D95s(dNSAMpeHJh1Jhi<SEM4uKLyyP1>1{=Iv0(XiI@VK{-?GQn
zF@i=CBl+k{wPz4BcFXkF<cF|^Fvo-M-|h~M^Rkt4cnYOtO>WFL-#^!#({OYwgI!ci
z+T5P5*dXDxf04xUpiao8v!e22>hsdR8V4f2$%oL%=MD{MUr!I#`{82h#U&*cr7q8d
z8*2+NrM+uwyd75iHqs^a8mPJtJ#8R)H)?#5;Izq$9G=IvJFxj8W^Z=8qqoQ|9G_d;
zmnmzQPL!3EscV9(Ex#vP7U7*OZc_INE}}EIXgi_1kl1q<4q|_3!W}-uCnO9_zTc<0
zpy9G%hU-%6bWr>~IX6csX2L$X=Swli*9m*gsMNA*CReIpTq?qdj`720x1`I<%e%Or
z*|ueLHd|KxZv7ap>|bASfMcz?R|HdN2@5ycIG`PfK6@7bMQxE)Z}X+`v7ifXY3ao6
znjVd$N9MQc!69tXT-mhgyHX|pR6737P<vw|KX>%?e9?2E%?$D20EfwULw$XuE?f4a
zJh=w8LQF2ByOCU%mkhQuOG(fMMtkS+5Dj7h*KOYZEVfx(NjaktyKCu8Kg$=MepwRK
zue@H#FZ!xolZV=I9cd?;+#Jcx*D;oxJq9F+ZqNs0;gc)OqZ6*8+mT><+a922Q;;vu
z*L^I4|1h(cc+Z5DQ0%?*B?>3ews!o)h(4RC#^L5f>)G7(1yv=%Z_Bge^CRfV{$Kj2
zr1f~?B52~y^;eUdHZv71npB#ksl1*p*_5=lorEW=y0OOS2szuvTzBzsz2>Qe_G-Va
z2&6n7;pn}q<JwkZ-!Z?Hy!(3SeFK(Mv`bW`<PTQ-<OJdaY0?BvV;e1}==!pjbtEn+
zg-@2ETQ*&J`43XioeuT|`T`f2OPs+rAQyq0`t26a)i|GvEX$xo+P*l>7>*96kxr{x
zf2T)|y@*bRdkfx&gmvQv9<H3XNO|PxXOsy_;{bM-v;#+cQze+`(#!rh={$QEKIur}
z2rHYJI!&xh^Vx5sNfp~duCuFr(C1qqz}(jLF%3g@b|K$XH(pJok=c;$vtKG_;^}U$
z$ZWD+Lc-B_?nX<pTT?9FeL&cFvO<Pe{$g_Jx~5WQFcxmhyvktEd$7Q@8*cX==v5v@
zxi~}kTcd;`&UY-wON=ws@8S|0=Dvw+9gS@KBz(Rtj($-idjmFlBu;XtaEu>f;fEOL
zjmYDrJnG0NOTog@c&_6<S7&-Vwp&;(z0Q4~pUhpqE8Q~TV(Anl{qf;e-JW9ba!MFS
zsl#by<As6%`#T10mkl^}^4^%*kqOj5I-nLT?Lu(L?%dMUV`nWr&z*LTiuv<`!#;w_
zY$gytnwJ&E9>cLd^`99$ql%buRI94=dYW6iSlp44B@E(6k(rN%t%m2BjT9y7S8J6b
zb01I$$(B84)ar{;Q{;p{z81R2$}3$&uR3-Rm-?JzB-uK<zGEtIrusV9q?&1rN`3c{
zTnN0pF-TzH!YbR&-JT+b%Z0lnk*2*HZVDMj#uI_;LtLorNHAFGTTpFzmEP0_@mjPj
z)ADpT(P|zyw@lma?Ce-~?fhWg^^c`dK2KlHyB3GJhU5LpZX9Ft(op(!Pm|SnNw#=>
z!=bS*&qQ;z))bBqr7$sXb4r$#uHe0X)XI0YgFKmS)y6-{c15B~n@{Y1c(Q||aEmc{
zKP@g!T1j9hfFUiTDO=>2Lt34;a~+Wt@R%Y}cer$r1NN$7DvEEnpXmSKDc$SU_4E{U
z)yIiLQt1x2O{ohAxR$}jkM#p$_b4Jo**VAU>Ibo%<GWgt6KJ>7+=eDw#9g~S>eb-S
zIdwj)N6om7Be9>@K8;pmg(Al>&zs@%^OJvGw*2DUqMLXDijj&fG<C=I?&?j9h_cU@
zb$Wdooc9FlO>|ZQ`=dS)<UY5xq4t?QK6Sv!K(36d^>y=#NZfNT;C3-CUBRLX%kt5=
z8$7xQC(qT}F8|R}*NIiBP4d2-k^09A`)lfca&6m3sJy-+POl%15JPS#%ewuTZM=Hj
z$jQyU9)v@2|GAFVOJ29#_coX3CwzK(dMV-I;jGluA}-(5G(rX+V6fHizqJ8nEgv^G
z_p~n(ilc#nK@BJftHnRODU$Ub9vKN8q}7RiDQEgMRZu%7V@(GwsH?x9D4X%+%a;=T
zRf0M>E3LS~R@%~xD0|Z`vrc0bA8*}LQ&Y=a!m3QTaxQwyE=zLLTl3j7xQ>pF#7V5j
zX0<fY?b|~e&Qn6HNi8)z{QO}hd`f}`F|73Txz;Ilbpk4eL05feP(7jSl9DGeA~&$H
zzl~2!e6OpklORduo^j3cZ}6;t?sMUkA^54&*vq6Z`9oNExV1JtBjaNi5G6w@w(Vl<
znRFf^DpJE)MMcFL5)PABPAAEeaW7P?OwSHCYCN{;HC8t_Sw|X|W3?UI+uJGnYCjq4
z*H~sD$MMfE+MiHWq^0hHk-b_UX~2?G>OM=htnXVLPqIAhqECBeFRLRP^oh)JNHdy6
zy8>QRy+WGO*w{EmbR`U(slzcgsT%HQ`c!v!;>#H+hso>B+%)f76Xlhb%cR9AjyZcS
z5gQ>rbHx;&Z8j!j;^W8EWicS-pXYproyCwK5MshjvE?t+AP|n(Da{wDN4&BdF3F7&
zhj9u#dzJNe3j6hSYGtw|z!&(U&5`r=oh=p3%{1x8Po;EE7kF(Dq86Ss2z2W)CZYIF
zP$L6+;a00ZDGzr<mP@kusG6S<#P?9-+D!=LUJ!cM_G=mekre>_m1}t+klRS$=puf?
z{Q!srKY!yVl&_!elg9u=ZaBgGx(~rs_$Jy0Hh|(zr6wfz(W7g&kdT1APKT(UG)6o|
zLPCP!A*nb7{f&&oC4Ppkjt<t{NAT-PZd{-;{9<@7y>iEQqyyDm97^&5fE7Q+cHsx0
z4L64Uwanxn=gmluaL7l3MmkX3#Vs}cti_=TpV{>XY_X7$@^6xpV=ZS?#xzxARDNx0
zSVqF3Rt^NGmI1du`&tEdy)oJ$3$85$OeG*)(8xv7G5pc6U+%)RW%Vav+9vw5yAbr7
zd19)nw_}25o*+*K%{)Xoi$&-06(J}oDM=UDkG(a<wI53|Rw>Yg^pm@R5fk#ILM0Y$
zn<X_gH14ypNn7*L42+G*aB*>U@FlPK&2*q>krBbcyWh85_r7r#H1+oF+kZEeudJ$y
z^6#Fb($mxbtLJ|Au_*ZPyTzf5KL_sT)q{c<1qhnTl<smjtjOGZuzqM$f}#O2L<D6d
zLh#bxKjVM)+!o?@Kbg-7<6q4oo`i%O*yGGaQ1F`_{up1{+EOAUBrLO;uAzk1dK}r5
zR8-^)WJ!~ig{NOhNK1=L(ID4nlox<m=YG?MR8Ukzs0Ux}i952WEh%}J2sjB{_qA*^
zOEMT0y;5pGvedQTD+l8)=xU4Sb;xl&h&|h^jkIYvF#!|(U2XVgp17JC!TZ0jLUb79
zFc5);o~Wv>0XU;k%a|U_!^0!O^tadFLmtz9^5h9T!8A1^h2JIgyfIZ-Pmk?61_1#9
zn$;b6XmK(7bt8#%?y^_{u#{+|j*z6JB+1IHx3qF*$J_IQGd633*@j7d<UF>%<P;PL
zSO^ZHOnG_v(vKhV{^+<lt--iqPGVwWdD+>44>>s6O(|{d7us&%5w2QSQ`p(rEkOPJ
z{4(YEXlTSeDLF0hvvYGXgNJ5jQUO82z{RD09*$nW{V?Li!>FjJn0N1J?a8dIt=sJm
zHzw&XSJu~==$2L%AI{Iu$E2kx0f^CZgOb}O`I$!U&_I(PO4sysN(7ZK>j=dI!+>X>
zii_Vcv#^-A1l(At)09(EQrbN{BwX#oBIA-Tdw0|;pZF*Qhf+WW#CF59sg*40$ckQE
zO;uI#>gwu+z2lw5wJ%XLPc<~80RfTeY9=Q3@^})^d2J8Su!yOJN@pHFer)I=#5NQ6
zaQe*?$ES>fO(z-2d#&z!Y(5Pq4oUd+C+C_*bocMeT4_9g&RS-yaH2yZEG+!F{;hD^
z=v{jHV1UlLIy$7v0Ier=-rLz33}Ss-B(~(%%a_RaSy>53<NBShE-zYGpFwePab*=1
z3D-*mw}mvJl*5ng79{L?lM)l#-0Pr{TQHci-E%iLw*`(*9&p$l3o|onkeTef3m7?G
ze7TvyQkgJs**E$!&Q4o%@sO)$!vH(}fl<eGk2z26k)+6;P6LpZ0(8qN$IHqd<rfs-
zkB0T@4)BA7H%51*JCM{!WL4_y>};q#BKcYK(wo6OlAQNRGX12XY5h3bxCt03DG>od
zNStA5=*;uy&llPcv&NY9pbbJP*0BdG&gA^g1-&MkD3Z__Hp>oS98Ktm*k{cK^lc}=
zjM<cqZ*JmwVpmaAN$+n_HqYWUpr@`=Hc##yVI94?oTfP@Nr!t?cwB?__v1~`oO(yX
zL#Q$YK4OIgM$})s9Y_^#Ia-v>>#*W@;^GY}rfI=7KqY*q6cTrFdA8*UaOyq-@)x4F
zROILFkf30y!*g4-4kULnTr+E(bngAwsL)W1oz^dJyhAjlA)5H@XX>ti6<PzBJDt;V
z<a%T+6AxcATRP>r9DxXw<ab>0@8b0(M^>xhBH4Vt0ON3(wIyl>q>RL?1CSGLPK!<z
zj#6$4J*heKT^k(oRDjg?V*d_}@ly=?n@20>DBce+iCFQsh}fPp3prd~&&hn?6C)r9
zsW(RX9gFFRf~t=f!X$C@Tma*|TQJ$U-GaG*`ZEN5wY~XDzAHAJMj#RQp!PNTe$YtC
z&yf7Y;96tbQjM=4mk77e{?Bv#J0#~fHCjOSWAT1>1w`rmbbMMgm^Rn%2=7ZSvINOT
z)<}WsHIa!xHGL5o#LtTi9pp{(2OW>NA?_cMeg{$*Di)$IKS_AC?Y%w!f9DEh3y2u>
zR~Gsmj1e*JUtdGCA!3B+%uPHzq<_cxz~p4||HS#2*jO<)I16pDHJpW`80rS(fTztJ
z9ccdu);TX*pV}fCXTQTvK>j8+KAyNdDV_1p=;no@+l2V<pPGR(Disygf8JA7RVDK8
z_uQeSMg7Nn08&Bxgd-ucBcPT4lN~WIF#em;Kw|&*P*ItfnEug)cnloXW<)-23TS$2
zE24F{HT%i=_9N8ai=7Tl$0W`Zlas^z&pQDfef>Y}gDCQk_7OSm9zDJIzlMky&96lz
z7V`Y>a6s7lcgoCHe)jCYufxQ|{KxD5Jsd+Lqi;4Zb9`rDTIyf}lI>$VBB7`OM(ICA
z2XcOw_+J|dar*e3f20H2CmNKGGF-ZqHq)A;SM$MC@RA<Z+k3Zbs;Xd1UD0a*$8u<S
zh|X^B?D#qUm077nP@d`PDhvz^lmX(HlK=G&h|N@$%F;{uBrXM>Hy}-+L7CwEAt51e
z`d^7a%~+VgM#DZ0;!GgsFzv(tl)4Kv9+%_uZl+H#z~7j+24O!k`AUpZ2FgRQSalD0
z(Tf|)%F2|Djh8j|@Bu&A{_(=rQeQ_*T>K92-|8fpRY=252ia3KHAzsR8&$3|>(<1?
zGHcp*>;iS^O;#37I0e7DBNG4=Z%a!#uqg%Naj1ltM{WRguV`Xol5;Eo6d69dg#aEp
zXwTlg`_ug(y}mFumLwq|S=h@{$zl)`)a6M&JUqn5!y8a<@pYhd)3mV2KPD$3d910a
z`BYt9s-mJ|fd^Fgw|({w4roDHWv4?YAdtMfxA)=w`vAZbnom{P8S17e(%aKaPfxFb
z%xE}`M<ey>penI8JDXM^o?SHA#leBY&E5TNWu=RDTz9cStAw`O?AP~?qv3PS{=;Kq
z42NCTLhk!{$CI!O@eesUK|t1OU)@>k9Ezfm&MPX4(9zXp<l%|Gb?a8!EE+cHy%E)k
zes_9W+K`QtI#)eV!!1DTC>#)ksBkWNvVhwY_{Q9v2*6#L3ZXNemjw@Q6A;i=FtM=_
zO_bz#7QIeOOB+i)YTqvZ($$4GL=Fh`S6uCFZDq^EcHZW)va(4tsHmt<b#$1E*wWT7
zFU|sWi)YRkX?S@x3wjQl&R*2><~jj{w~)9e!}mP$s1V-EtuFKl;H;g5Q9(!eP0mM;
z-hkqWM|dQL<l&1~u-M73+nlSG%{^6x1$G`u%a(cY-YB~Ybj3>j`jaY8aykYEnK4O^
zBn3dp3g;tAh`#@SQ*6QQEtFpgmA~bv$pIwR+TKyLf27#;-dXx7nyFLIKXU9N?dyqu
z=GT3*i%*T0iJR4{lmn;&UZ?xdB_StbyZ-)-#7*1Vt*KOfO*|sdMWn)T%zXe2o~WqY
z@g^o2WQ(FhuCn-czXp`BYe0MC|G3v_>-bU+aZ(^!ZA(%}M}g3WlORIoXVjNzoR+Z@
zy-0$-wcLI?f5ruw1&BQr&nhXy30ksV+t$1D2+1(Qf%B6+e#f)jRqk0&RYyj9A>2kD
zD-3y}<x^xh3)%0)z|M>Q<~9{Ck{aWDiS4}Dj`z+&`vM33O{PBTJrFKJU(5qlMETw!
z(<cOtSMC5=4T?7Y`>WrgxbCzQg$;b1{%pV8jgwYsJ!ul4j^x#v#r*fL-9oxH;oCz1
zfwR#3el;Q|iGEN+O|P{28{$HY`X@Ym>i2ON<zHX-%cVhvX-oZ1#t69e@}V%T?@S5O
zUuX-_0)(_x%%vjJgS44An$<tTcE`rjGMY)8kp)Jk)q{b^&oY5{=eHz4d?y!l|1Ttx
zxfe9^t6cbv;9%cy>Wxu<S00GOfJOS~`oHpAItCzxgZ|Iy`_?Vwf9IUQl@*hJBmqRz
zAV7)!&zuADbk0jvAkw0hl$Wcm&XN8JhDbgjGN3xB?u-6M26S@b{7(i<PEP($*1bte
zit(Qw0xj`>_XYq(wd)ud|H(#1uCeTba2ERCE8V0DlCYE%+P}K+YoSn7n+@*ssO1$F
zW+S1X<vG}5|AvE=ub=AQ=b>gYH#fK77FGQ#&!B<o?LLUi|0!{hrW;|}h*bF#jsL3E
z#Egt+Kydq4!_??EzjQbIqyIO*B6{@;`XVDE|7U{qEiEzsJwd3$n=k*dTYe3!b&0$Q
zs6((H<E34*vuVuC%x2RyPODQUlNHvFoPRt6ZiXy?OSG!(vsETAP8FX%#b4sM`+I|;
zJSK1Y{@o%pA|eL?hIz;ZEk~FWxvWVk_#9tRdi;3sGhQI_x2v}3ERY=oJpanye?!JG
z1Wf8MkYd()xo7dyT3cJqM~ig#N3@{>uSqzt#-6~afFe$vj_3Eg$N<6QFt*;~XmEdR
zh@aW0Gm^${S_J`uH<)Zt7F(tdw8V0URGv#xQ1pDb$p%WRM3OZ*aWp=X<zuZOZH08s
zUkpclJxV;_ONE4lC}MX^oxfXHTGl34+5&i7_M+=8M=aGZge)m!U}%^*HZwl1DM5_;
zN9xXq1;V{eFdzwrLT=ON<>$*<@dH^WG%W144<;7YJx~UAfBAAVO*))Za&2ub)B0EX
z7XAGB^8z$^?@JHB`0cA-zQ}-~-D<RP8xy25oo(=1fHpKVEG;eFi})xZxc9H@?aYTT
zC~R(SI-VcfecpV9N7LpW7#R4%-2CxvI{BNc(^FIOsi~<;8yhTrDI{E0@n%e0NePe4
z-{#fytFr9~Rrg9qQWE%(@i{U8@l)Bxrs!AzFj9Q>OV@!*B<kZwCRB8E)ju)vXG257
zHq#M)z%5$!ueP6sMn)3(EN;ZB<|>9<@e0m?;!F&Rj*gCjiD{X1!}nli&ounq6!lC|
zU7e0uPvUO%LvL?yLysAv*563E9p7n+F5AmWiItT#=Iz_T92ZehBmyF$u=SqR8lNj~
z1EPY;;9zu6zl1q4{qTafrmV$0RTh7TU4wIYcna;ppI?<&taE(C+Z0PD6@GKIovT+q
znMdV4$m9RFiTq%9*MdLo7g~1297)<UIpL94R(?|)27t6Vp#YMAPu%eoL47qP@np`!
z`)>|bwooUTh3~okzX8jh&(96dRIFk@aqFe^arKM_PTB!Vg)7Mz8^7MIv4G@?=S96H
zX1mD=Wz*;#e*W5CliFJ8ZD&ti+erAVVCIJpkEc-jog(M9P`8G3w(!os&Ux($ChX0e
zc=Y$93i%-FmZ|8IT8li7Yr-h__5IF~b4J@cc9FL0dxDwt-T{Wei7A-zjaa`SbS(~M
zxqdUUR+*W~WJx#~cW9kRgQnv$#F+qT3A2kE>CzC=+RCly&C?^RYs681;_=X{jww6_
z8viaEH4w)!^STew{UV!mUHZ_x>g<C^LPCj3B}$2_WCFzz^;4zZce+qjWUZfwvWJ7H
zcw8ECLR5b%<H=k<^D~V;s@8!U0iXRc=2&MsHK;O|&SiH_a&Cw^?!DJ1-CUGE<Wjd@
zC(!sd)DfVg<--t+^CD)jTW~E#O-p>Mk4z55>Pib2M5Z_1__ojl0k?<NKnZCrQApwn
zS#Bz$a2cP|Kb7WxvX;198?d*!{6dbZpGxV|r8RyyhU5C&`GZtNXUEAU(Xy3G#{Fg%
zqpp#Ow_Nmuu)4@g{JspKC>5wG>K{Evz>g{PzG^ht2BcM@9S_<@|62Fe{<PVOORuA8
z`rVaO_wS5RG`oO*7y<!I4sZ!o7ORjx>{Z?`9jhLLYs=vw!(#<mYx6?;>qbNa`%x5o
zs<lQYF;re&NB8U<iZjF$jQ1;X50%|j%4a6%vSxBH%Kji*qa7f;J5jflPuiJvs+8;W
z>Rdk`PYI33&9`-@`CMvBT=1O4^)w?yeFh|>1%{AsCB>Z8zLy88>vJ#ZS;-Wsda0zJ
zE7p^_@q52PFRX@Qpw{4~?=O(nZ2Akv<j~VAbJZ)5nEk;8)5ZNNeu~OA;TEyDGg2gO
zn7*GM_kDaH+!#Sa*>AUaEaDD-tNg(C16zPQ{{Swod<JUTMs5}_!TvTk`r6r9?wb@&
zdt`uMWypUPNWNc042%V*tL=r=zHtw{Z>HQIOwJSH_raLyJKW#dSnQf^4vKi80sGik
z7R$4STLQPn5wZLW;){MTGTzL7zIm|=F^>B-NUemfWw*}r;Eg!daWzglx6LcUE#b)&
z#iR%)^0gw#`d-xEBS91$wn+L8!48)TitnPr>N&maJFnThlzm&jWWzqnsAVN)o)NC5
zOSSK|;4G}Hh7|rqk)sy9hxWCZ#0-u;DD;ntoqZS^L~15mnOj6Gs)AJXRDDP$vXD<g
zp_e6bcrw{{<X3LiALQ`+^3;y(3kttM>FlIJNHu{WtkZI|()k-{=<5ZG#DhN8DAVIF
z*{x>t#;w@y0$}Ivp3%Mn6^HT)?2&ZCSkj$j;ZY>6{e1!hG~ws3a%t-Abz@wwnk#O5
z-N!cSb5A0Jk^aeN!!UQ5zMGBbEG`K0`v@cjKd9oHNMogZpp2j3ZEUpOwhfvW(ep#F
zB$Jbq%<p_oRwV`q$S9WRR*pI85a&}pme5dQJN33?B5ab}?~hR+3Q*)#u6VLqCH#TN
z9o`q_qWinaG9^pgQul@@6KqoOr?`--6PT3b3M#9S|2AiVF){e1PZ}CNB&2HlNYteX
zyWNyT%Ue_y<npRw;E#^ccsxt-B}N_UfcD3k0z^H;y{YnygR#6=>+4qSw*7(BynSJ_
zbZ#Z(RrqZ5hms<d@(M5tcD<if879X$T+?d+HY`SE#m_h+Y;Vp`J@!#sb*o}e%&a($
zhCq!Ic9uIy8$Gjv^ZV=|=>E`9ckWlB3f?^NlDx}KOB+_w+!5THO_4=&Yb&Ys4|VFU
zUTBaS#}3P6S5~9^Z9u3F)giV6rnKG8Taw~mW;#OU{nqAZ9KG{$Unw@6Nrygi?}7a7
zJru2_k8p<;RT^_;Exxo4#M%f6B9G!17Z;}o#)aS9^5KbB7+;O2AJf^7Mf$x*UGGEG
z;@J&eb}{uEtItfji`6xrwKOm3TPozVRo!$+6ljZ1)N<S(h<I8$s!jO24nfdn#UTAf
zYj_)p6%n8Gs5aQG5veX^$ceRI&Hmt*lvFz~DXe7v`!UMM&TfDI4muB?r79d~<nO1F
zS9H!HxKNFMIIQ|r_Q~w<U9^Dsk24RE{yqV0Y;4i$-l~Q|w5u8zom&x%IV2aV_DEET
zBc!P3_E5BUqg;vE|9VEXAq4Kor{&Fev~|dMXX$&o&2*!Koq0TW;0a$CZ)oFKw2iZS
z58B@*4k7=@tDjVTeaM%r#`=B3?&#BpR)<@&K0C@gmqXL$PlsSH)c^4a#BssLgQM-L
zRQe=3H#$WV?(mJlhjeL8B%3pQ-{~u3c@hesWZDpW-(alRfbN5*otof<BacR1qqY6@
z1WfgfOkb)Ec>>hTUQs~s{%z-rxw%z8zTbE%LdW^25|$^TK}xYCwbE8@gxuBH9sv&A
zS{zNGV!?-X7Mi~uMKuNn2KKI&e!YwF2`~3ax0Tx$s&mQh+VtfWXQk6?be}2<{<aoP
z=9e<}Z>r{3^NzuOnE8|r8_&GgFDWm14^jZWOa9Z16~vxbLG1Z>P>gjkUbWAR<c&}5
zh`xXtNv^z#i`GrrJ9Vpl%bt_>kA|PlgQA!&+tb2;U_+kqE+%HCc5m@nrJ(Hm_q5yg
zAJQ}X?j6Mb8R-%6@e!A^pi!XK`Ih76Y#H7R{?fe2iu}`brf^KV+zt~8FQ=M&uRpA@
zaQuC&+uPghB+J#dyDpy-Of*ij=~YCWA=UR@Gp@1l|KocH2b?6!+-<AM#=5ryUHM?c
z1}KlwieBv#&>Dp1e>VqP_wm0T;c@;E-^FmX;m5plRTt81sKrTA{JF%6$#`!()iHWd
z+xc%NAaUh|0YSS-%&jx8(eNA8303BXmXG6)zdn>@6h+v<eH#&A+yD+6G4B~(IU5^+
z&koO{bWOIWzR2`?96yaZV!<uV5g%%8i3+qx(OJZ|Giquk?wMR3&+AvX`m`QXzr{0F
z?ulKbeX2E`?(Fc$k8!Lb7BCcmv_!;}-QC@%8s4U|cb3(LLlT5pv5)9TLU0_jqr6#%
zVFg)RxD`_Te&-d1v_Nw}^8y}q7_+6K%hmJS8%oY2E4+K1)rjDbM2{MFq_@Q{$(N$I
zK?l+%JJQdU2T>uvJ8tyR;8y2u_U5Hpl}VW}@0gZ~g#jlx$a&M`Ybui!<!JjsGwD!7
zK(IaDHc)$awPPE>@P>S4T^{d}^&UsxA(x|fdW!4S!CHc-Z(T(p=kLBK2cDj~tG&~6
zNOxL^T<=5;wRtjLeQ!+t{AxW);C{3I%@5YvmLgC%_C0$@9GjjZkcIDhcz7fNXV=DL
z<yOIZ<Hh0RBg3}qr0n_-z^V-_MhYuBIXOvLvcUyyY;5wooCO-+E|hk6O$@$Vkx@VU
z#NUB)n3)IBurRa9;LOdfN7)^(AOsMN44|{3=k<w%tU5BloGd^g;QA&rE6W_1L!T-u
z!<J8hZ<14R?<<GlMO&N1=~A>(n-FjdYi3na?2|hWf1^Bq!17glxO*scrd$6F^w8Ll
z{gq!i8c@T5%FKdGw+dm^u6T{0u(XQxk;2J&->Mfp6UD*7*<Z^|bFRKj74(1u2X-#7
zoM}p6vo)UE1C#0uZ&r|qE+8hK^4h36^yrmeb)deD-EROXmfX6Kp)fD;FqK)o_VHk5
zthFTp*g$^QaP-B+QQA8?5Fm3hR#QtWwBO@sbHhFfm``6>;|H^Ga=zoTnUVn>s_cOY
z?61Lyia9SoRe;=D@|v<7&xGa>XKrm><3w;X*uLq;@)q8CnVEMjY;5SLsM2tHP8@)Y
z8#igY6j@mdtmqPz>OhqTJ`yj}4dj*g^M@g=K+$y<z=YjK!=)?;RTie~#=Ghd-K8O8
ziaxzC!mo#>5;IF7UwJ=L;%U)ZLmqwkSI_mvDy+%sce|PPK>-_vL_@EboDRsbnCG55
zlI~#YYNky7jdBq>@ZGfHii+6el$3UCDMrqlw{D36vu#Ymc%qCjps4M>=I7u4ys<ss
z%E-#9c+SGk{-&UyfZ-o1a5Q?AgoMN^IPK!r7F(>{wdj!7uiqCGFyCilqS4mYwj-zQ
zURz(61ICnvDtVx@EU&JrK7M>dQ(Jqe%5Jf(=EqH3a-KI+e=yX#l+3N`1i<bHzds6F
z*fZ&z92$zQtFLdb<^Xj4ZR=$(jsmt-W8g#x^|DWjq!gUsqB2!bz+PTi3GH9(jLfBx
zj(F9~1GHa!a`LGWwN~AOx_%&!?j#(Tpr=)??k#u$t87@~j`P<Ks)cw=eK!PwVF;F_
ziqg{3BJm&fmx50qnTxKB&v*4iGlUAKjxFeuq@p4Yu<*YH`m>p;yuAD*?oA>hBH71}
z&4-d4o`i*kwI3`yOgH*87GsV~f(s>YqodnvtZ?g;Mv|n-lmK?sak$KAS>I_Os23L(
zZ+BzlAlt49#-X?sWvA%4x@V-206h2Ct*d*n^c)%p>t0WGlU7!03N>W9JoUw-1y%Os
z`XQ|D!OQ|+r)e95H!|yccb(t8duRBDAgwmjMMT86xVPd$N-_ih+Jcmnl(ASR096~Q
zLT8d^npe9j#x$W7q7@{P(1s4r!sG0*g3QXexHwlv;hW<oC+<wVts8$+f89tQ{4e>}
zMuCcFQt)Me^e47Wyo*}t;vi34fl<Mi2P<cBLO>RtT|T?BxVlPTG1@KolJn_4C9nm#
znrt8WAK3Ur>MI-z*!~U62DOQqim9R$yISc0TXzP~gv(eEp{ZTm_~P`y)XHH#kZ90t
zHANcm*zS`hR~K78j$8Fd7!OYT2BNQ1>&Z0S*d{_Drfjg=Z5@w4Cr%TO^t>%CN{M3D
z89nq!<uaS8o)`J}$HX;KK3EhNTXH@l#fx%l7L@u7K;=Ds`ie>_XkSh~ANO_EjdLdB
zo>&&^o-w(VesG~=)1K^7a%{Y7QBOzSrGZ77{u%6$jaqnpQOhSm_clekd9JB*85MT%
z=gjE9Z}>?n`Oe_x6(rC1F|RLHobL%dD-sSa_YlnwoozMh1!TBAW#{m@^!y3aPfJbv
zb8v-@ebo!KXlpXLtS9c(c)L|ETt^=AZ(ZyN2%~}uKWCWfCs|a|8c8xmtG0+qb8WN`
zwm>F*VyW+%UTNnyv#SsMEK}7EYvJ58>Fr@eVcvFq{Kp5QdXs2DwhcjV#aqtz(yrdq
zr@D%r_q$2DOgqKpksZ%oU23$KLRQ7P%pVX6(=R<y4O5gqBmBN0uQhs>6H-|I-CHPG
z?wwQk{c>5w*VdC-=)ko^JwW{?n9^OQu7+%XfKm~@d>3|(yn;gCK^jekTkd?-M^YG`
zAl#RIG^Xzoh4N*(iEP1PGE@TP!V((`bDxV9rcEi&ihR8cDKhjSp=LH`nQ(m!&j!@F
z?6AhCb}-3-8kz|EzF#;KndlodOiD}$2QvRpKhognrj}35;jEj#VAtrk)G`?jcRhYC
zU#kM<wz@AN)p>#DGKGHgzB9mE^~*LSD|k=5m8N-=X}Xb={M?SKzWVyUF^#r^rG^pv
zE75Yapg)odsGWxIt*8&~oZm+jZcKNzr5j#0R@r&3>%S?t8-F@Fh6QfUiO|5?k(R`I
zfo=)wEb^6_lZAKadwE*!Z@p!Q+EeI@Yi0A-vypSXIoI9zP*)M<%|F3c3t@jf(!>r#
z73BJ5Q8pZEjr>$0ubTLvkX&Qc95JMH{;H<R40H2=0i~TnTK^)F!s*S~(lu*ib5ZW(
z2;@w%v0^QhR!BV%WMa|ld3@JL3U4b?5m`U4cQ21OvR(O_U?|I->VMm}kHLYO^ljDG
zC*7<cY3cbb6A4!e*TQVM>Y>C`3{o;%yqfa4p_Z>FSV<lPS);%U34!De)5f7zvh6K(
z-M%(0z)hn>={0Fx8Pe56<#WDM@wfzuolrQH^1|aphN`5pxqy8d556fv6yP3mG~3?d
z21*;2^dnJf0XcM~&JMQJ&<!A^z6V~k2XdX@!bJ8~D-uVbsoR5l09G3w;+j-+)cSa2
z9!=dSoNfZhF>@uhXcdNbIzS31`nAA_$+el;YP?D<s`-9Diux2J!vUj6K`DguPI0z3
ziTfuNb9Fk}xNpZpjRcY!JN)uWo+TqQ9}Q40=3zGG2@Y$$%lcCkRt%pqBb<{{IY@}5
zEYtOVosjgn4|C_|=MskSI=4MDz_#jMip2xE8hC})7Hvh4!EHaRnk(#`!s$j1nu{+T
z7~dlLvMW={33U1C-Uv;nNPRp^8}#gZ&p65DJ7a+id~;wyrpi59vAN&WdmWWB7w^Tz
z#^yw}BHgfcbbK_{K$fTl2l!&TQNz;ldu0Q>ce)9v)Q_3dTe{sz;Z~+G6<tAhtbs?P
z99S#-pNr85j4fLAQ9)8jggmR7CFWVbhSt#SI#*<c_zO~d;~r4XughooPvw1(l(t+f
zNl&^lf#?WA{@D*lQhOB^#xd5wO>VPsS#J^3nCF1*UR3#z_{FzN`3K>Y>@1VOBx3!`
z0VpGBEzV)h7t1!&AJH)ktv7c5s~9zjA)UiO)UBvLQ92gZqc7f-_m))^#5qviux?H#
zq`SB~4E)ek@wQeG(dVncPOoHy{NW+2l6rq9Ot_zNS&2}f9u;0b!>wSofp&Rf%c?eF
zKu4we*&0%>fb`2;nExg!D&xpYeVB8wVyUH~NFK&r--%W`1oMk{IyojUoXVPuGF*;$
z0QJ`cgWHo)0*Go;8A^|_=cHcCYl11QxT=6fxTUcn&dm;ie7TPB3T8=#51t9VGb0$i
z6hDGq?Kjw1QIBhBJ`r=~rRZWET~vEZB|ZiwE(iISkx)%WNojQb5`kg*y9{?I+tbcI
zRR(9V^a5zJ)i~}V%Qh;*1fQ%x+UKJEZJ?Bt419icBqzqoSqV1-01JD!MIP%E<}tI@
zOude~tnB0!{k$le5LO9}nzig7Mom<&e)6G)Ga|V3R+qSd`I}r61cRoO8)oV6;IA3=
z8lk!VD*l0qCZo~|!H-?;KUv6UE0xMPE^XMi5hh-;#6nYPNA!jBcVDcm3T6%uhSuP-
z0iu*kt9&BRvv(m4-!DK`cwuBLx|3k+$c(O=1VZUP_Mf5DB=X@ATaC{_WLz|bu26{+
z`<MI+Vk}^)EcvNeHa2?OA3VYQ2$yk2)zs92z01vIM>+kby@vMOgI)V;Io4~V$#m0S
zQ4M%d+1J~wjkh~dGoEKU-hegEs0O(|DGo+aGh~;EY)ZcdVqXR~oD6|b-{<5UdQkDD
z;AHuPr&nfYqxPo2v~HnsB4K~zgbTtZt3-Y}fxgB90y0MHnS%33tfN~%<V0^&B3TFe
z+wyEw3V}dGK~0T<Xih>(>bv!JC#}KEk`**7SiMWm=itz}0-8j!)FaHXKYX8eAQ-U(
z`M<rgpknp5o*m50!VcD=Xc}j@w6d*FnC!#EyZRK?le0U~;k~7#zMsJfwg<)^+k=6L
zX?^tYY*3CNw=N=iqd@Z7O=5MZ$)G+iptL2*!+ZBzMR|A;(@Xy6^yceZPB!AzuHzbq
zU71RqysZy^m#Rg}cJWO+fkYw%*`Avnw*@I^;2)2$yYIt=pxU#;^1@Vo1Y4`GZ@`Q`
zE@cb5SFTQc_FFQuq(z(k0jv#iUfn?rWoWQT{NIKwVEkC$tI&?d_>fr?;;H*%t*$xM
z-8!ydUwZ41XIyj0$q1$WjO{RI-8iizgRKy39?4&uC!Rv!x?i<PS!13G`s*I+Xzf}*
zZi=4Vsa>rvfQL8vd7K&=3TY+XF(ZX8Xg-M4HJUuC@xd;1(ZD*gBSaC?a+J{P)c4jG
zx4`bh{*~GhQNz~W{`-(~<GrOP;trVM+jcp&!lw0=a_Xn~N7b3Wvp;&?2jvjfZ%$4P
zRE|L0lWzTC|C(<Lx$QM!Grcy@IQn{rDC>!z!NF!kkM!xFh$;X5{QO+K$d&nr#LAYo
z&VSTAZ*k^!mwU`%>7s^jw;o5+rEsjptlttmp7UQ?U6lrY$45Yvo2atO8koR*Ev~4^
za*?2QcSbLKp+Dcy()#fp9a`8?+J>TP<pWTweVs+psdwjO(W!cq>T~IaxYH~tEj<K8
z$h`D)&aICe*x1;P<Hm6+?(Tfx#%mBL=GU?!g))61OTh^ULu>uaO6T!Nf-oJ<VY-M5
zI!c-B^V7_u>Z*gfpL|f2sxhK2Ji16?3WAY}Kvj`|S^NJ9&kC`zF)|{qhz|fqFx%Z=
zpuQ1A(6H+QYtNa$sS6I853%G{>Q`LP12Z2$uj#%*)P%4<P7*sK`kO2_pgBGQUXKc6
zpjj^L&D49;POX6J&hNXT>BCs{foJZ4$^o$Ki}m*QN?Gy3S$>oq1--AsknR46kCzML
z{LQH*_oEoVF*09Xf!o4>S|wg0UJ1(hxd(kg<^m<Iq@-kvoso2r;5jebr*(<F;o+wP
z2R)N^Gqd1!s5CH#&>=36O;hGJG^F0Yf1j_;*Y0yg#pbuu+0KeSL4Fo1>T13*;ykt8
zLG5~vZW$jUKH*{2n1B;cTnuqCFd)ufp@IF3Uk&KFZXO;(h%3b4lJ+B;DW2}Wz8rAV
zTXzZ1xqUEO&b;d_ttqpx?Hq)ck8g17vk~Ki2T?%W?HV6X09aZcaVu^;ARyqC5wKrX
zD1^0UWrEb-Rv`eP{R7x4mofeUYh%8sy$JpT)xM(tiE2NK_t@U!U}BQPvYoFcI^pTo
zCoXDj6W@6^@GLpH*}(16xI<5I#CLSLS_}Pu>9u!j_zYUEft%eT9`5cKEGJV52CYFM
z75DG>P`+t(OZdym9NLIY!53p;VZp#%=@eS=e=u5AC8hS?0q$c@llthlZ`%$%pVxgl
zK6c&Vo+<jEDLuPs>BL$TvWwRV+)$j<%*^s-j|Y<a(>P5sGc)1CA5@?I>1(EBZ<|a5
zrYz4D%c$sR@$BsE7r>V=@xCn5#}}9=m46zplB2c$>9?Y!q`XV?&cI{Nt7JyN!tJNs
zikp)&<iK?{bS5JsW1%jFioXtVK~UnwRBx|BGL>aF7Rf^ivmR@c<HS<dKQQh1p?f3=
zht!z3lT$hDf7qGd1LMUj2aWv|0qu%jOf;^+&D#>79Lr=9XU_YaBZk$nV6906MAowm
zc<&m8XR1|L%7F>lizJo(70a)}I46HX+s_vaK%~{~BC&y%7I0TCg6(0=)kDhQzUQsU
zaq0KPy_7JtcURE&6UwYMev%*nwx2M6!rE<@fGt14YUypEliEJpQ`||CO}u)b<Z_4%
zoar20zwFyzp=|ci*z7v5pIc2F*}`L4-KL2#eRt<GECKd<lbKRDhBuSjv@f}087PXi
z?C}TdqiLV9SI<7%S<Tc{TaN>(N(@0JRmtco==AoSWH%||=*e(l{1j|)?(_2q8ti@c
ztT_uqSpw3h2a&EUmpUCmRjlIH%pgc;Yfx*VJrrS=Z!$IOFGp+)3JqmIq*o^!tF+T^
z3`o%tKc%HRxMyq{?vstUU}jC?(RH4%cV6=n-Me`8>pJ5$8&Slz<MR1~^B#Xx>nr4r
zZ0<(>hOk~MvU8->{%!Xo!qf<*E>xXr`tZbR;b*P!FsKD^MS~j=O-L`Qu3^R5odDWR
z@)$um5#4!4N$~Y+ns6E+i`H<3&{c|fTcprwp6$8!<%#Ko>jCJ2kfFd@Sr0Kl<Xb<s
z!u~ePF7&0T@NHb`_i2qwF0MCI<W>x&?_;?rhMWz|#4SOQnFvyN^O8LT+`wkq%_anv
z>(l9K=s7s|)?~yjZj@7<pPF>Ry}?5=!OP>tyJ@}-IAbK9r)#-t0+_a}Ji*2E1;R1n
z3M_o21aMgz&j$xd83&t8C{~5=*vHLfp6icKT}?@K@jgsPO$3dA=*)?z$-5*W2?(fr
zFWx?tlHSYyZB7gL-4ABV-R~$yRyXGnclGa8+9R)(_6sq+-Sb<^#FFJDnoR+q>7q&m
zrBcSmJ>SJA9!O{7&op6vub+hW!fY7vjm*G!v=HODM<D`<rx{<4iPyekab@tGd#JOs
zJ++8ph!3UT!$)682h`!lh>SXC|7g{)7u0yhctT4numfMpbm97g<_n_Wx7nxzBTHiQ
zO_q2@=Ad2DU!@Lvm&Go&0!!JYvZWxc;}z+1sMmwBo~R<yZ+wDNXOm?lsBQ8${<;!`
zjJwZErhRMgLs?Fgr_K*}rU9{<xmo=|m;VqDp&H4%vTmckd(Zj$1E`ETeqA#1;|m(K
zxpy>P<MWA(Oh$bw_c~U7rO^DqL|pj(9oFEZ%ZicwORbi8El_`1fqKK2pFkNk^+_(j
zeUGKNrM;-O7q9-adhBNL+$>+64*JsfL1h7-%SZTNWbXbA2qSjO_zJI1Ia{>r!;r`R
zf(*lxU3nXC35>onji<t?xod3W<KhWkv^!f%B83;0k07Y$Uqrs^!cLKyl}(1)nKr#s
z<3Zg`no8N{HA9ocDotBBFI2oGDa=th%SIml`J$J(xu$VFZWEQ~q3*l(CD|l+4N}m!
zk$tXv(Lt_*0iv73uqm;t=~P)QQS8EUtUt^2xs8qK<=sz)58JM|BXI9(TgK;R9B@6t
z)q5y^e$^O{)y?>kmL)xQL<@1(3&y=2fSUg%KHjyXWIxklBH@Vy@K%5d<l`VK%bGP7
z5AGWW-s+-7AFkXtgvxT3g?|>!UE2o@BU6oG!MN|KanXSow(lDlh$`qL8Si?fYekpB
zkoU3(0)9ybLN;KxdS*GAE(V+(UM|$Cb&bZiK!KnIHG0U}mXZ^E_9|++hl@7)N8X3>
zpIrT~2}2}g&&y?*qWF{6*>9;ifp>ztVeVu}^ro+G>YkC^-enLfef>hpy6|uM#GACV
z+4(&Up9<$I`%Nm7OZK{%jv!O?YG-+0*Q-;gy)@Fd5v`w!!ztn(8sB3#0!Qksm;x3S
zv&{f%FbJ%+#i8Kn@OP*id@2$^oE9~OK$P(iLJXZk;_%_+o?v0Np6lf^D3ON_9?E(l
zp+K>8*OuqT=)J+67tOZ}F|;gi{HgRHl(L1Zg?#tZdHq<|#<}z6DpIr&ZEMP8LRp*&
zb^J6nMKYY#x3A+vN3@WBE(YRInSoyibLDeliuR4WT-h=GV>~A^sO-y0;8xN{3KaKe
z8h0J;s*Q3-S^e`dTNf9iY`uoD$%zY(qd;+qULJj(dWAp_Hd3)>N}L!C73r-@yO%Fo
zW6DO5|Jq}XjlvhU>`AiuWDHH#klxpAb&WwIlTV8)KWDaUgyU}skH3?p$6UUTV=b#?
ziS*~l?#zF|J9X8_clB9C_3xU%$T5?NpcItNY0I9Ud1T!tVqrBhfGJG*&O+qX2Xmm<
zAr6mUE~|22RUMivO97p!hh>cS0QJ=L)%lO>fZW306Tb4sD&GTwYWz>(x!P%tZCc<#
zeDaS1I|8h)u#7?!Hu(_I=Mi_Q-kgjE8QrCSiYBjOneh93HNnaI?q~UHzRTR+qgcgl
zAz(-5<m9CLu!k}f6uNd*(qpl9VNL%SO<oOLUi{-sHo-m1I26u(zA*^zI#BpB>0h&V
zP$*qV^)KYS*xUDggIkeuv$Q3iKPSJu03lK#wv7H$MS@XSN5E9YARA=+x@{_I5PE>X
zj<o<MSEUF(h>Pq10IIkhMdDl73=9Njq~epzVH||F0c*R0yU3TGQK`2{{@4_~AJUh#
zduzGU87+av`$uRY4lm2JIK9KFU6&?EoMS2<LC!0d^SZKBu-;YSz3bHs6+HmHya`M>
zMden%`jgtyWL8(3&3W2+Fe{e4^x@0|XBc?qKD6>?Xh@v^+BD+wQdi&`cfx9(z5`5)
z?zb+-jv+AFS|biL`c5`7#iAnkB`4iVI=2g|13qkMAolI<{k0Sp#upLs{v!{OexqcS
zxnQ@j2s8I8TwrX<nw!&SfJ%IogeuYVyPr%j>|FX=)342ac=C|@tE8poZvnGu?){R+
zAaHmrTo?@nhg{vhbt}CN?*V=Nr&s&gyjd6RxIw`Ud<-jLT=ZWbTax_sSY17Bplkjp
z37!z~38s5nn8RK3S8+7UF{1-n9~UGx82~c60O6PzpY_Mb;R_F|)9s37e>4NMn?{B<
z?);OJF!aiZEF>;<!=kw>D<Q>|m(}Lhn}4pN^33r@)vL?i(A_Ls;kb%r1qB7=nOE^y
zGc=wl=4(!cC%#+fb}uhwy6GL7$jiA*|C~5tepL)}2SXtQ{jeBU4m@2yEypy5MehA1
zw?+2ogI^sXTssN0Il}!#)fU!8f4=i(Vxl%&k1QhO=p2H3;2boVu5@ms&J&Jfp9KiD
z(?&L<4>go{To4GH4eTM&<JmNlm?z4Tn>bwiW7$5-myE9|_zAno@Ek@a`zAtX8jTC`
za9x=zUv8f1F>^jj*z{~(DJbXtGd|DEmr(R@mD6opd39X3cPi#JN_qeO9%9XOp+1#J
z`&|^bC(r@~%IQ+I<Q-oWS6f=!{O)SHORTjl;k1)ML!aYNKvCGj$Z)(jYn=QSutol_
z+Rieps<&JBi$*CGq(ebK6hQ>(loBNcq(eZuLAs<vLP0^g!5~DsLj|QnY7x>P(u=M$
z7QX-e?h|`o=X^My;NpVCTyxF&%x8>o-@hBH!FO4+q`Wl!S%~A}WJ6+Z7IVPhJT^Ri
z#P8tQ11!nNt)Z??L;)<2V67a=T0u__a^rxC6xD>p@4CiS;a?vmz&z1l|16La(RUe!
zZeWFJ%iINJ0BWrv^3vLA4byAUiMJ1OgW0u{2;k<x3ZrfO`9Y(<IfwvlK+OX;=p*Q4
zb|!EIfB~wjS`RAUV;H&Q5pdS_nA_m^0^;pUWAvN;rv_a#(<24Kpu-MwmXTtqJLTnw
zNv&s;uk~G8kkTf#($2Dd+BZszzUuDJ{<jm{8U?VSj61g90uk;dYOrOfAPKa!KrFbE
zOCFn2#w^19c^hM#4%{R$ouO^HyWXlHJ#?zt1RQAXSAF>RE2<K_1qyWN8Sb_JVutHd
z<9obp06JL(7=sK6M1yu%35Kn7`su#28UwvsV)U2S7!t`JNYE3<kWmsUZfSbKuG-r%
z^g7Q;beZg87G3TT9r)&Q!@*4il`muB!puzn69L~<+ftA&*DS^=i9*3cyuC;XjJ3-z
zoBuJ}N^3obnfLpG0%kKaGiqVC+jOE{njhg#{X1xV%O(m#%tQc*NdQN{2szaf0?4`K
zJsm^CD`50dk&&@-HUbJ$W>O-ZVwcT}(9jEA9A`CYPHwsA7e*!~>F536NCx5k<yMu=
zE8gDT(h~#>@#jcL@{W$YZm_Xk1ymh1+HD(OWAY!xsoQe?*qIjyl)OR4B4@?v$Ev)%
zJp0Uliqp+{s;;lI9Q$B({iI~O1+wR_4sRH2p<yONJ#DIBOc(yH${n9hz%lUm@84}d
zf4&A!Hj>3=VN7xG#^2g>f7I~~UmAt$()EVl?n3he?*?n{DdO>;&0DjY|L;6N8GU_^
zN<MwMX!B^awR~ZE`W{e*Y&@I<?>RVps;oy3e2))z32F@MM1+N}|JwyLV)2&WA+vH`
z*b@VwX^&CFL`0X-kS|uzt!nH3qpY@nm8JG^No8}q++Lmg+Us|0Z(5B_m}+Uvd4X_&
z=?_RrwAmMCZcL^CmF)?|iVg3rTahr;wg9}_G)RZBFfjvdHYYEGp0<hC%FK+l{HY!p
zIEV_tLF6r}RQ|Qg<1<l7CzP3Y=MOO($dc4i^|zX1KVFByLXtG6oqTrY=7U6<DR$JV
z^}p)U!Gkz!vyaa+`PSm^&M<_2<g>~cW}n2`6Erb1s~E9%g_^Tt2nU#Js~5v3j_A5O
zZBnRTHSn21P3kJew&?|a+vU!~FCv+~yZAo1*FDl!=$q2^g^W3N@j(c-@#qN8r*MNi
z<CpV;x753#se2cHeEt!mxwyAva}QKHz2FH5VNpsQD?fUdmzoJ8kqRn5Od2|xUYK7h
zp)GXntCcgvPYhuqwY*8`wXyf_dev{DNkG&0lq1!;fZd{{g(8%#whL#nc;p<`Hwl-z
zcsmh^qSL|O&XZ14hT1&b$?P>$ekSH7L!$$*Jm|>4ZZt5~>OMGN8U6meb5fHI6J%RA
z+vyN$X&~pH=JwqA0~|OlZd#)0`|=Cdo}A1zarXG4Yl`o|g9dxidb}THL5JKhxDmrc
zU$T7st5jKqY284KE-Tt4S4GBw=vI<YV)CCCz7er{R;s{Qu)88hd?h48K&=kuy~M<H
zzP1b()qeGGh8PM67t|KkA6SB?A<?b-rHCOVzuQsA?m0EBp=*|<<DOS>ClT9~TmDU`
zd7@s%OUH*$p06H{$EoN>K7>~K`~`Gj+ySUB4o4||lHc$R`SH5&jfA&izV(YN^SYwU
z6(2;#_`03-iBatpcy}xgH|~{`m1lzrmc{Br>S^jPT~R~f(oDYiP%7b`m#c?&-b5{E
z^!{91$(`ei&LIePrz#-Q?j2P-TUIY&n9O&jJhZFbz`dnkt9eb<@!HzIs^hD^%r7bP
zB_HYI)U6v^W&Vkck4{%!o4DMde#!f}L(i)T<A8B#4ol~lB+3My(|*bWL!_J~Z{L7}
zcHb!3*^855n9zGHUfuW|Zi6gOd4_y_Q-eBR9pH2~WHl{ml9rmE=w~h$RIHn`!U5-2
zL`R4e)b9$b(9a(RXc>)G7JSFaj2P}=4lm6u8%00-u7x8o`*U)nWeGqg4&vqW_B7(B
zRTlCU{dFls98H)nLddtvVQb81ODSEXPazGP_)^Y-K+_X5R&RzR=1mQvAo8-uq-U%A
zQ$rIv+gk){)^Zt7lcFMO8yHs8?!Ck)^d2P{(w!bvY~(lBv!f^6-1{x*ysq|kPnf$e
z{*5lF1PGQr#NG^+@$$l>?;p37MD!F#X$5Zud7O`hqDfkcm<$`)`4<6$+r%5r*><OP
zcSHn?v9)xxdpKn`7yI}s`YAm7w^M2IpA|$B{Zkl<FxKTK(jT)Z%GW$=&o-=f5dN`@
z*z%Ws=Tz7Dj3iYFG{>1<z0=#WXeB$;R(J0Jsze*+DEzEAm!CN!^SIO;swXC=N0<%^
zsFk#^!5V%-5T*N>bZ`3ZMHqA_$d=qR?>elp=p_kxSG-w7<)2>WjsSbv+4RUPr#86V
z{7+WLEA8_;_UR-G(M&>CAACN1`&^2c!Kf2z#)`L15)M6an>MPpmG=v^_WjHm%i-gF
zvu;=R{7+sUNh@v)Fp-@}=&EyaGs0Gnyu_I2)L&J6raN9Ml=FC)xUh8S2i`tC?w%1v
zd8*xU?^rg$p4abb5|<(;qx(zw%EJT--3Nq9d2RlBg8BW@A5z0G^yHK-d-%m8$4?cx
zoU4iVn^LdaVa%E|Um?*xY}`ksCCNl=%D7*ChT2`5UV889+FKaMSeAr`KzQIiHB`o(
zCq(b-Htc3BB)y17keYoOu1c8>SLr?O)+Q!W53Jo`?5SB8xXarQmI7$#oa0gsd@Ja6
z<yQ5b7tLPXdQlkva7r+r8v0R_G#s9|D)am5au|Otm_e-`vGwm`!1?ji5I?AYCuwmQ
z+rJpa7Vu@)Z=tq+Q%q>-?HWl$t){t+AQ}U*NVABEYoj)Jw~sDuC95-RKeJ~Gy$_C%
zb)%8G%3*sBKC@L3`lxbL^UsT=?o(>jcYeh4)7ir?w)#)OO6iiOXesZ-f6k7$vaY%k
zpD&rDZ|<9z*p$28^@fakynU^PzlV{_zPPvuXp>ywl=V1$<6xBD76TJfWi6#$F9$#R
zeU>PwD7!Qn%FkE`pi30+Ys1L?Q=*-CDo2>Y{*hdT#N{Lt^H8*1R>>T+XE#5b#K&Uv
zAcxs5+1V*(khmt3U6fFg)$y=eHLo_`Yb<|eh&*G{s4{;jmC25#?YN%x>bJ*@4>s8)
z)IN7(pk$NAtpq78pGrci!D>{wOeaPlR=xwCy|2f)@zVy)8}BWz_-c3_Oc%<L{a!Iy
zpZWIXOAnZc34LhcZD4fMZVn{2#3dWZ!DtV)pF+A+do^|1uGj`WB&>Ls-oIpSpdEJq
z;)qLaj3SxZw&mf*)m3Ncrd2z}F{nruG#y`3oB4U$;Hyawl)X8iY7IK9>S?WrreKB%
zuo<ghTO_Zr7lz2XI=hV`dwPwSnD~cPks^aFV=P2Rd>w0q#YnEnXqx_Lc}JhWxplEn
z3d3*d6Wg8HdBcacSk_-obM6ww#i%QWd~RQY8ZhUwdO!5-Hat#Rvv_Pmr?9x}5qGs`
z)`Ey+mzEO-UsisW+3#H*ioSH!!gy+7!K~C6W6=iREq%Zf7HFi{xGa|iv(dL?^ul3{
zZ2P5;S@-iAZ<ZRr4|F^##wkprH}f7g*Dm=hb3);;<f4-^<oCTOKMO=BC~s@>95S`u
zZ-K%A6?A%y)XSJ%w~BJWwn5r(hn+n%HJQtQHBB&%eJ|i5+l?EH@J!F5S8W%!Yl%ut
z+wDy=QhcJAwPz3OC-J%4zb;C6o_($rkJKlnPBoLnVM-m^&HI=f$__&hd+qD{)uX!~
zX!h+N3wYPv4AZZ1FOfLD^a6A6LIXo**4xt&wq!AAB^;o3&Y>E=X2`gnpdq`|#|hfF
z9yG*eo-|zc;j;J(P&A4duqsQBk67Vg9%CRu?2~kzt;oO7$2H#m#7%!Ai3PiNu)#o{
zvn%XR{8sDwR)VVh376G1Dr$Z|YO1QeqXQ=AwfIj)*q5St4>mFg%(WAqSRP@d-xW^L
zUidMOZ)mH|?On^QfR@%0HYN_UCw}(g%OO{fP5V%H|IlsQF6(;F_)+cyX^P@my+*eE
z*WhAth>O!;6GiVfJRD^b+EkTeLCEOnc*pD2O=xDC7~kU%S^p_<@yX;iig{Kr{qTq(
zoxz@yi$nWo4Y(i3i-aD0ATbH=);(BSsmhXG;*s=w_e(qtt=VZ6QneVY0W(tT_772=
z+Y*7Vf4ZC`BqtBno&yNTbU3~N^{nm9`3on`6q$bC5WAOVGNtR#s*t9lY4{^1&$LQw
z{(@R#|E6Ry<BWP%1WM6Vj%Xa!n}+J^4r{h|XFN2ZuZhW}GS{xCSJpllQg(;eZR!IF
zF5zd=H8Ien%$2p_@bFZ|Q&JQxjSr07i!KZ&Rn2zn?CvI)&ko_FW2s-BC#Dq-`_(In
zwi0O6)=83OITx2@Y7|Chz9wLasrYQ6P-ki!P{;*#Sc*XYK6?h%i#SKte3^d1xacEh
zu1nH!E?q~u9n9UQ2O&jY$X08FUpV^}JmpukjkTMC9`hkBrMIe-y;Awx0wyZ2Ci;tX
za&lcpI4$J02%vg~9A=xV{JM4TaqNt`n`2&iNc~fFl7T!x6x|DirPuu6K0_8AgMeSU
ztV#m|v1#udOftF{7Iu$ke%K$(Pi)DL?$0bGp{Xb3D>s>r%@Zm})d%kO{up1f<dd_s
z=X^d9{0r{Kpsm)Y`V%R9-}1ZCK8aHlQ>kidaXzTA4^3p?>3v>Uy77`=F*PC>KMMzu
zkF|g&;<$8sBNfj$gX0Qfz6Ew)OA&QcMkRqy`DFS#t_zqI`eT`YlTI;%6DBX%dAZG9
zCVFix?Ow)2mkIISUfZtKk2qjo4ITWrE_Pmo4(EtgMLb}c=taOE57zm|Jx<F}p}WGP
zyNSJ<UB9vLdOGq8?J~{k#n>5rnST<Itu8Qz3vQvf2OrNn33T2a>eEHPR$|sViNU2C
z6TTZ}!EJ1q!TmIpcyG50KU$GJ6JAczUYx#&^;KT$j<F~`R(hps4$pE*N~xu9F22I)
z<iOR^)h4#)b3A;YDjql^a{M+I;qFr+3z~P1tdzHT-F=%J%+3WxUI%7A_tT;O#g)~q
z!x!}?bD(|156c|ae%5e*kkt7&ye>{(m+8gUa!q%ZG<VDQuF(f8^B9Qg=Xg)`96f$~
zos627WJSowaqgJ*bcZ;74V`qgqkp(+sy|!B+K9p9@WYaNag~#}XSsnnB2h|1_OPEb
zT2CrA#N(9!DLwsP=l5f!W$3X_pTcW}UB|lpaiX!fEq{0F;~kHs1>@=C%$qG1x}icA
z82o-L@?NG?ogQWs$1l~cFrGU-(IGot$nAa9!KtmRoPK5_f2?H1LEAn#`C^*-L6==h
zEDfciouQ^lf6cq9pj2(A1nQ(`MmJhvd@TiAtn{$Wxil*07I>F>j~`x5B`)20&c@?<
z@3xlxW*Rmb1;vMPYz2(EpZ%k~U5Omj^UM>cF4*IZ!GkoE<Rd8kD%KQe*?sS93f8aZ
zeUxZstpume$ewQvo<)~idT0`L%w+;eY~1!R!`EGz-xinLTV+JOi7m7~+;kalY+U!i
zYPlLaA@H=U)Vkkc!>707_NKFCN~_LI%@5;<o=;!enI^yVzR4cEaM-UA*bA+V`}+|l
zM|&H8&E?O^Qt4MEh11tHZE;`<uN)Jy)YWHf3;PjQ1Fe#&>pyvT`u8rlRzK0bU_m5>
zPzXE<7fd{y(w{mS(bDNVtay=g$Vq=AXR8%Ri3Tey=I0j+3I}12!sAdJ;ud{9eQFyw
zSdzSskD;A{Y0G_J?ctEj1B1;RK(r<zzPrD6UfCRXzE<NeOlR{|xL!EIuLJlf`G3#X
zkTw<3k<gDON@+VoN|T-%*fyq~Zsfc94h03UbqpO@F8#*h_q*Z5p673SV9$x}F2Xhj
zPX3mKb@7p84>Tk4|9+YVR?H;!zB1=7tN*0=B<+X=+uFK0F`Y+W5bX$PrY$ZB)RciR
z<#kGfj_67311oCu*3+lb_dJfLB@<s;OIDc>p}1YaFt3<(CZ=xKLkwHFFXo1l%S40$
zRm<L)>EWUyZ&@ZzmlN?Fi+`>v<HJ!o@Z=@iK2C19!iV0q%+6o&opT79oi#Z_4OLi}
zcV-<>b(}Y%t$TjL<yvQO%={8uT+ZNu(xaX@@E*9qvW(y`s80sui4@qpc`W*_jaJwh
zR4n_TdS#tKu>7i~rp67h>c=0KKXktQ<5)d6LwQ4J<;dH8NQy072n*2_^$M@@W=`n)
z-$_>}5HcpaVT_~6npbdrgoPf~Qz>NIBQ%Qi6@WFBy^!XciUytm_lC##+Y8&9F?PuE
z$obABSwLCmfG7TuvhoEzpZ&SGloW+rnFl`1;|Fpdw)hT8w-$_wL>BA-0r&S}>hBR8
zK!)LZ3WQUqAz#fUsz}^|?PyKjT^EA`0hL<x+zd3*VWm-Wf_|Wb&H{X82mn6BK~tX%
zhW(g;04#5quId$@{?st&#Uc?F2l`qr(B}^JW}?5|&jC7Q3|mv!B*EiVyNDz243&jw
zwp+K<YtAKNdL#u8>JD0XR93h(Y`ML>sKd+&OVc=MeROB$m$CCu9t@%yNn%|PG}P2+
zpq%r}4NbKFf_8lQ9LyR3MKf$uV(INIqOPXq>_(MX{mry`Ap$E-eN?avY33^5^Kq*c
zD9P{7E=>j5<t<5_yddPW%ur`xMr=woyL5vN6}wcEsqIM}Cklpo6Ur(fOV-H~>x8lO
z_<t-KX;I(b9tp6qy^}q3gSQEIgoXgpk<^@r@qIwj>(cc3)rjHf?413{xb=~d5#!JQ
z1Kp?hYe$Ft#@nnYwEY6@ow(&H`{nD`um&7l+;9u0zP|pYl;hWA@#Er(<!?~KlsZ3z
zU*6}qc(HlpX=PpVT0&yt4N+McnMaQwlY^xHWkEp!f7Gj?#sAJfab!Pr>0B~}`;ptS
zGar-8iwnye@d<Rx=SW#Xw@f=lL`1$Lkvhpj+}6Xlr)anSHuc<H3f<4xc{)~XAUILu
zp8!Fu&Ch)R#N7i2(CqKu51N{q;$mX1oP4WFsTKaGpSSs+q$W`U&wj`4rS)SdrV6v6
z=JRjMdR3h<eSm#1?WCp_H~ha*0Z1=ilmKNfW1``|R3<i%QV;}BuTj*zGj=K|*a^~Z
zQpi4qcHVwS$gAs}e~CT^-2X>xUO|7*#+h+KEPQNi?92YA+>V&5l7Ycvrolx51_b)w
zY@S9Uk=CAdt^aiM7CT$#W^N~oHn{+%@TzDu_1$oYJIF67dG%j|eR9m%k?g)=WOV{1
z-T#Yw!r<3`p!0IZXok`5i6zGW?4I}!cHV`5v-6bu9&~}9e`UYg*)^I{#QeIJR?KzD
zPivZqdlJL?cI5^q6Q4R|%=gepJ<$f>{b<@vu>Mt}Y^$S0L7Y;tu=YY=oT*;qu|m-6
z?b#V~xz8=SQl974YGqMhqLowC(S`~mF^Lh)5j5#i5;pC&Iwu3FO1&^MKoX`4>3eUh
zdq9AKl>QYO4UP4$Gx3;{jeCEYKnL@YldqQQ3RtD4m*QO&GQUfTZ2J%*{Pu6}Hb9U`
zft0+cZ+rFy80Pww&b}GygTh}$&zQj5zFjlXf+dz63>EmSL&`p3axNI3E4oxJ&r#%H
z`kHnhS=RzFs~O|ycz3eq*$E}I@chetslxAm(rVr}expx;v#`eVKn;r$Z_!3u+rYk>
zCP9`Nvt^m6^uz8=n%KZCz9%t4dKcYY817jmBxAKr84;^jFf?WmE}Ao3{6i>vjP^Ml
zfcHVc)X_e5dWFGCr=^8Nk>&y4i=hdV{_&=9A%ut3&+=}D!QY5g0WEeJR?L>)M5XU`
zi)1&=p}DZZ(-2V<e!+sjF_2C?_+g{HO#@ijbWs_TzNg2T45_j>+*=FXd4Mn~D>#K%
zl(R4vt_KNQ)RhgX24iW3<id+HFYTuD>)!?C5;NRa(&fEZR-V8(udgsM2GY`;Z7|L`
zmVYL{jNvA81ym5vcTgM!w&}iwR-GY74eun`ZuF?Hu)L*Z;lmGnE96>uUtAwB0rs=}
z60ev%e>7fD+?kV73IfZB_%#FI0dLdov^>K$aGSz;6p%wh$|lh8sy5krDUv4h`zv36
zKVCtSO^je1kEAz)gOA_vScJ0LD0bwHvqr4j-zlB|8CpZ}RQ~lk-VS6KeNt2jrzz>*
zZXef=P&}*kMiTmWS&dl2j|+82cHYW%ZfL&g;w(#U=xp6w+NvvH${yaQS+vf3AS6%q
zl<cbCgm&2q!95+kfU6`u{2o{<i^s@bVQt_1vgP=+CYQm-mVDo@acSZ8=%VXf)}hij
ztd-0DP0kykgPBDLL{BP#;sVC%!<!e`m|*Vce0*ZOVxZR`yo9+36{1HrbPSceXq3Ph
z%+uE$lv<7H?mOP}EC=0<%FVm0Bt5rc&AJ&#Vrpng3y=KL48Cd~PbhyxHos0dtBm{l
zMP9Dswj*rrGLz`U5Y)!@NJ<?PX8cq@+aVVhz*RaS?o+2>Ef!WdsgJ-@Rw7dy1aM}>
z<38V=AGf)dgcj*@N(65c_aJ%7POP*mjj+n^+rl$5$=&tg`MQIL%P+)z)3`A88blDp
z>8YC4TwynslhEq$@fSZ%5Ptgne&@8Fs_7%~I}wY_!oQrr>yMhx9R%GeCxar1uJ!2n
zKrSX6>$;gGS3zVuOCi^OA2{{zeUEo)-WtP%-jsr>m4SvQJeFTplJiW;`aRjkbzJJ~
znuNV}zmSgh0=7O6_Y3-JY-R(G^R$gVeZyn-B8DoW_^aKGZbzQ~5}K8oF3(Q<0t>~f
zSHN{E*#Z81vD4}3<hZ5<by6NXy(MNA6rs}4*g+tXL<+jtteJiF*(vjfN?ncllc~)?
zHE3Q|?uWasSWe^0^y0XLMSQpI>P9vWp<k>GN*(G%oi8QK8nQhrs<`h)Ih?>mDMqxh
z(piwPU{;9F#D}Njtw*us;3Sz%=Fu)^XLDGak;-Uut*kf^X8p>=c>ztMEKHU0ZAE-T
zLn6uQipXe+o{GcIqqGg+fLIJ`5021!CcgF@YnVj;K;We%bs}sYY4pT6ip6UBXrDjt
zAvk+g<kyK{7NVVW5!Q&MU1N7=&}a}2@=`U`eGx{@dx^M={ifE=FaM-PCRSu+nS1b!
zT!kPuenUKeGZA+~tUEU4v6=#Of8G_B)VI_RZ+Lng*e42;MH%?|VGYYpbGI)pv{V_r
ze@n3-WdzrWBRX@S{}7`Evra*0xn1TU*#)sRg`k$O>+!9#qE5VCQ~JiSeK|1Tv8K9`
z^y_V-lkt*KnfD*9GQ;6ZzE$@7YL=;A8-{uHjol+tqFrQ{e?1tAI(H$8VW=1T7>n4D
z!QIMfIcCeM75h<OgOwO37DBwe7^~8xg-b9-{~i>RjCquZvL~!-CK7j{-<L^>qaLTN
zCN1~&soKsV%ac6sAXR#|W^7NIhg?tmQzDs1baY-WBa+JFK^?JQHL9wXo|K?v<#%g-
z>nEQ*;;^wvH3wbHQ*JQDXHF;^P~O2F*Zl@JO8MaPRpRNZt}q8Lzc$}bG!sDB#|t#o
zU53@v&Km`ncU;-??j5CpknK$h5rwDKrYns&R?3QbdMus00P<ygY(ZPd!T|0`O*?|d
zvE(xgp3cpZin2>lX_1%D$0T5)|FupYf#QjcH3Hn_zYi15{i~}5|8BvTth~Vl;I?in
zh>O=l>0vc8(k>*DKW+c`?Vi}x8r|8kXE;L60C)<k`cP$>lT{d;DH*`l=<OFefU$)`
zY{)sqk(k0JZDL~~L6Y^$Bn=|1GSaU|3B15T@p>0j(Ik90|K~ni_GqxFvpbchT|uLO
z`=4KQT_&<cFQz|t(W*5KgL?0_of-Ag8e?Yf(J4NInd4eq)CE#frW4!_27W*9j^mmq
zURQA3({<tF5nGq!1BnmXzR?wTuUfd7qR*ecA0(Qp%y*#`CD-csW9hyk4qYc(-cdMr
ziio1Yw8Z5sOkG&?UuR;Cn^zXawzXo7V!(li%H7HxXAS?#nS+;ib+<?i5@HGskieWv
zvf0X)iNY)#i{+?(4woBnIM$jKz87W2`QH#s)sO?ZmC-#+dJ7~KJ-g6wy9&R%a5%4E
z+iRJFsvUvmk9UC-4wqJ@FX+}T$syC%05KN_F72xsFa0LwGwv>6lwegdzw=AfaZb<x
z`FE0s6lY%TV}5tmz|R_N$-?xJI_i@HbG+q)Z+JS8a#FEOSh{S@lR?eLx^2CRzR@09
z+k=eu2+y|ESZS1*<vC~@F&^aM#Z;oLeD3BV4lyD3KQ3IN`9zhI`Rms0<cVCg5|nxV
z@gql{oY2LMQ|R2OjoX__DJ?bA%`RPW+zCG9@5MKupq^T0f1^d?7Fa;&5%BmIVkhR*
zR_XHTBoEhpLQlNomajN+U(i=;$l%d>Jx@oHPiTAYWb`~R)r%)AU+YXsP$j43#py2H
zP>P;%&bq3vNcMZ?8lz{%gd(G>T})n9=+3+60!u_)#I%j{js3mW;Jb8WTdhZIFQb~$
zB@!x;3F3BJy@^|hAS^fbv=gqIwA}QRns$=Ss)-Kc!;*P!C>ttflh>*a6gYAFBh89*
z(baUT%j_o%Q_I(Wym+hKDXcn3gCgel6ZsWUw={kFP{z$T(?!Gq-2U>DCQ|7Y`{v%g
z>(3dhTbKj|79whP{H9QYtit|Dcm%6ToH+qhInK4|ubfkI#bz!UJ@F~%Pb_<_v+?ZW
z*H@hws(myllC5I?%kQAqbQiDW%i+H2dOIG%P?P`3DRh_*nBMvMh`hqX>k0gRvj`gB
z`tqKt5p17lJKl2hbJ{^KTpF*c7a$p2*IOoV=N|hVG-3$jfz#|=Nxd9lR>SRqc76?M
zEKtt>E&4kjE`vJ&wsEGDY}KdJ8Sm#j-(r0$wc+TYi+#+_f;H?=tNfy8MVLQ;$y3<P
zOgFT~&0S#RrTi~_Mqt!;zbyXXd^+Kxj}P8@%H`_&N={BgSx5wm*A?{ysUdyX`=Nm)
z%)?HMt}A2t8}9EMn>$8}o^sG1wNc<mzZHhV_+zMNpzo?{bOc)(-#{z~P~=E)-4hfv
zYz>;~bm(Wx2Yi~J8t~(Vuzos0@{jp#%RwQ9gN?oTEDhn&ZiEzOYN1ob?L|L3LjWo@
z%7sBmXe3@IG&DJbK_iU65d8&H<yDTzN#PEo(pK{mtfeDmB}b=4e)YsZzb4R>{citD
z$1_QsEOodD%2*v1oc_%M)-MD4HHu{CLa-=<zs-|}%iYRA_qen)`8P-Fb>eFrtAxA3
ztdvPc&^?OjSA~UFOar*0ubkqhCnkg^J$z8o_a2I3px%5h7byAinRuh)3M~$dR}AV#
zmXJ;*3E;+MTHStnH`2z}skAK90$%D`H*hfSQp^d_RJwxewb6F(28*QpSLcZfBrlq|
z5v|b-d4QRd`~#9^3+ux|0^EpHe0t|b>3}K|{Kc9HaAz_`+ese1RZPpvDzM)(mD=lz
zQ&#FFBI&~3wFN5kFwV9@XQ`z@uA8q=rY|m<sc~Bftb~k6;!XSXw<<oUttnm5PTzpJ
zy0+cnAXv-$U9Z51!<&ZGQHacF2L!b@8NHXFPnyUxOzOnBEMaFT+KBPTzd#OWnq_Ln
zh}GvJ=JCwzEVfo8K8n|%V6DzR)E?pcqC11Nh*H9*Fd=+X*TV@1FIC6&IKw(a$9CU9
zz#HARf;ny>^&IDqGW#foMFH41z}x50q=;uaN#ho5{6%VI^&04fe;*<HmYq0(BPt{D
zkMG@d&FhC2<94<0Ta>7}uB6yEv;G4~0Xj>R08*>}#eIWBx)mj`uqBS6Ea$OTnISWw
zIHHQ?^ghRhwIZs>JIuk;0KiR9Yy+<F)?i|m-yehzom2Q~l3?5z9oKb<C$b$9Kgu?;
zo;i%byjctB$dTH~<XS|vqC^qB{_PKq2j=c2^oc#kfz=o!8saXbQpqs?3mcJ763;+2
zHN$S%CsH+k+ndKXIrrg9HLwWg8oQ%rGH6GAY6G>MnT-T?=N0LHv-#9I*``I*MUE=q
zG@8Jk=v;lq?V}GW?R=V&q-12-XWcYjy8?Ie%%@ISOQUn1=AfqYE*DB!tu?%DVPij0
zK6~$Fe+4sF+HdO9#FqgJ!*znA2DP<%f7EUA{`|d3kt&+Kf}i-Do}pb|VL8l>_Akz%
zczp|)j`WroJ~uDzGer0G8C?2WYOM0S@EZ3R&F5vQt3c+7=cVhU*ebb6xZ!BsxkON$
zBgdrj;iu-mUUXx*SJ<-mV&plOEJG!{?ZR-}wzjq_kkL|>ltGnVL95-JM$71ved5BC
zMt?GY<rvi#)YmDZGc?TJwGkgE{PLBm%5HrB!m^Rl=d5EX3cJ9Dh{YTrJzr(y_xpxE
zxiQOKy-Jk>{&x;25D0l97dQPw9Ui*x6LL#m@1mm1&Y^b3dQH;`n+3d)u>@bE?KxV$
zrd`GrMD~8XE>>+B#}G;6LNPvt@H;WinDLjR&dbd7N3)F=KiPdZ^<z4&T72Ztj}e>&
zunb&6aS?7~jJml#LEfxD+oQEKqw-7`>tzdd@illgqJ`eC)UMFhCzKk2QukRXsxx%`
zqI7Z9hePW!P+7pFm1c;Ojgym=f}*7Z5r}Wd+C{SMzh#CEy$EyIT7KgP{YBr%PUQs>
zkLk@R)M(LnRCBPgGf$pBTEakFKFFeHwA?*lH0qrh>XJjIVyV(f#f<LiSq!_OR`U@<
z^s>-z<vKIn@7R9w+IRFg-X4Pg7!8m6C9qiM0Kd|u<^;eavfU!Pv=HXd59sGbAOrB}
zxzD|>6J5RAdvXlEuyfFay6^+8`Tf%Rwag5om@h&)j}~i&*~8n}vvzIiC7;yiav9h=
zsMqDUQzWU}n4eT=yFn^2cz*B=d1m9?_{yoFnCIR}5;*8lb%k(3Hddv_wxxEZ{nY}^
zPxr{wybo6@(3F_C<Yf7Yi3zih4QAc+=zzgn0MtfX!VeCXi!8d51)SG^HR&t-=n9go
z(iXlg43b)SccKLX_jZO+&<a4dK5p#|^S@C&UpJ2G)|!IuesN_Q6?b)foQ_1R<4utE
zf{9f9fkg_VR|hnqollfG!EF|s8wepDiVW6g9@N|4X~kU*SmYDLfi97{H`dq3Xh|Y+
zwBCa1;O<WTbONM>uh>7&(h*Cxx`d)-qUmoXx25isO&<5U94xLzpuBj~Z&K6HeE)_k
ztsRMjdZS|%RepS2<2IV8dtJ0<Sf_vPV!hEic3#<H3zapv6=0C|fU}SsOZiUt-l-+m
zf~|{|4d7uUjvcP9^7zDr*dGvbMRT1U-Awv-+C~8EhDS!`Ko8<sz7Y8PoJVV1?c$N^
zj!~55Axyz&S=P@_MK3m&jXy{LC+uT=UORw^Ka{U5naHM%i9Sag+HaQUJyKB@DG2Ml
z#OZ?Did_>68V~oH;g=wVb{8yDWNr<(AE)818bRr;qds))qzLL2Fx%hA&(8u2`;B)N
z>7RoLFvoC}E7J%fQLY)EnrwMk+ER4s2-omu^o`Cw=432QH8m;l7S8_FNGd*f@Y|85
zi}a7BxBkTC?d|R9oJM+H(iP*IwYG+C{6+)?k$5PGzu}Yd?48UMUNV$nJN99Z<^^AB
z<|g%MVtU#RY{wtPv?9*$P>M^?N0Ci)`31WP^y3>WaHrJeYQN846ugtK^!Mh%o1-^s
zQ`83LVkE}Gc@C|T*%xz?cv%UcYEF(+Ys2#Ey$&fIdQFM;h`QR^wjV#j!B{E8zR*3c
zKD01br<GO{k94JqfBjnJ{(bxu!Dl}V?*&9PSo7y`b946_RuTO>O9AO--)&-Vf7{*7
zjq(pA*g8i?NBaP3V-C%8qiaQX@B_ufAa+#GmfL;PWMj9L-t(i)NUlQCm(9ZB&!0()
zx{9~(LcX{a52D3L`2Wghh^mTL=)y4J7j%W2qaUR0(ko&dSS{{&1mx@&eA6I#1~xRI
zg}U>-vJ5#8L)iz^Be~C}otf$%9``=S!drwKC$)WfkZ{8~ND}LesQUQu$&;&SeHh{F
zFGmi@d$mG}ldQhCS-Y(C_Kx(x$>D<7sT_pRe7ug`$>is$igm`r7rzO&Yn#2RovU6w
zuz`h)M~L{wuIPI|uL%HV<vvGE(DM_RV1m!(Z(@<wCvJZOqgO%c01^Op*VOF^T?zDe
zh{kIG=0bn-KgB*v0mI*sn#cUY2of0~AiTSR%-ebP@)8G<8^oxNE-ox~c6KTYTp;OO
zF}3iA_|4aVDi$30fqlR%B$Q-ZxBYk%Qjx(Ts0^*<>#{f~0;S6bV@}<@U<(QA0wrz^
z1Z?)EtD0Jb{Tp{|FveY(DdVYWR@ei|4OUc|sJCEFc6R=t{@ZO^YwK)CuF@WR2oX77
z1$A*bSy^Q{TL){;)+`m*7+K`{wV}U57{VLZulGbW{^BgRn^c6B+?8XHPG>6f(d<Gz
zFo&fuX3Hml`yD`=@FAcH{5x<nOH1Rr#7@0H%9>%|vmXR0L@d8wRoB!=I*DwdyNRNE
zzpy-D-MP-irQ+oS&Dlj*r-KGP{MK5JXlEPmYZMPcSROGfoBqJ)4K!}<?toHxvB<2>
z%F;5>pjpgq?-as6C9oCH>cu_+!ANw|d^~_eba)4P`&tWYYehQM&hOr@^kD+)>nK*Q
z!u!yrEQ#?JEb-OgMqL5~O?Hytv-hiTU8&c|J=#R|D=l+W{=$SO^f}Yc#GD#f^n}<U
zS#{YNVsaxaZC+ij7c0`MDPM7V_%NbtXh>rhR_lsez(MXG85voshjhW$+H52#+pFQ;
zhdW{0ckbLd@D^5({b$A#SbVv%k;iue;!xk)^#9Ned2w|?a6pjOVQ$1>6v^KsCU&xy
zl~5IG_0rL!1(I)orz7e=fa^zax;2mnn_P;tnVA_hIGV?4UVhQW5T2i3W(il;ScQXb
z<S9<QwWwWSalKqqRrOs5f0U98qHeq{Jq^BybCMhvm#tk>is)YJ*f$@u38vB^#8L`t
z8^;~PAtZbVISY$#W}PpkMuy(?h5XhpWAnlV%smVc?@9>MC&<j81Z8%Z=UzK!gFKuG
z0u$cbe~!5HM7Uo!V6-%i|4An0x0?{=VsP^9Eycngh?EDBwA7I!-T^B&w`#}B&Z;-U
zmFFl=@Q7p)2JUm0H{LS&Sx+Xj;@~Mac)>l7g5g@&k{A<2Ps5&by7d}so21p1n_v=l
zo{8iOm*77#R%I}+CKzsSe|Y5I(cQgPoGf;DaPWSRV`Pf$#OGj%b+r1~O_(^nAE#xT
z8o;G*I|F-{my>hS2ey1i9;Ifni2JUGLQaybizYceJ;(elyn{K2dLvV5OtP((dl6N;
zQjT1N=xz#iT)!tOsS$3b?`MvlnwW$#Y#)T4yd0zxUrnU~QF$Ay#p%OTF{M;tt)J!J
z@lPF}EZD7#mZ89F9(sqk@wP5JU(sWvOr{?ZOlo5a-`4g+NO~BOfAmykUtGwC95ZoK
zkrpN<0gW0F>u#?#+~A<Kkw4hwzNU_@!qK?jxciH{7~)4qYTZ9y=g#5enS{hpp)s3A
zl2+Kl^dapUZUsN()GQXaV+?4h_O3#j0x>F+JpC1Sv)mV5rSpp<gB4D;%<)#glJFck
zwn=2u-Rv=4F}6Art->HFH)I-?jUoA&<OVR@^y1J`P{^Xko{;}d`e^w%jPD?#Ln`Ds
z!%@~tyyZ{xW8)`%4>@~bs}v~N#{8i2FlD(K^Z0kC2mxqr>)Ph#^|@E8R8o_UT#1dg
zBYdKn-uS^5OM`-z_Ty)e=RbXNa<rvXmUNBT+E%X)opD~4lzUDY_gk^`aIpjh6&2e9
zqrjk`B~i%L#9~lMLbItHWxTq}D=LPFz&^bj?RzAtVPH_?(w~i%VCzlfL6Y-M`J>yg
ziAzT3_zoZB#OuEY)Y{{kkw?E%-n<!Haf+>2<|IE-I@P_8UV;&ZispiNf7ka2@PeU#
z)I<57(&NxSILpLAe-%f^`=G!1fB%(5R=||c!rZc`cJl$U1mdq_3JPuk+!^Np6CqDb
zkfNBUT5}POXVrSF@+B~hm}ncokkGT(o3#W{xEY|!emBm8K=6Zv0G=GI^j_-{qqXkb
zkqly~!1ObRfGyC(<9TBsSn$wEK0Tz6W=00-D3HWQMnm%uvZH&*5r(gTsE<IPz5w@t
z4WhdsiXD<w=&Iom$fY1MPn-lW;yr+%kX~hgOc#KT0euOHq&Yjrvww`2>a{7S{n?ZV
zsBy8ev7`zqg0G=20PdiVe?0;bdlp92qXZ6N7DgXf*_o><D`UV%@7Cb7pm^{rfFzw0
z(KvgSK!`q{X9<P>%aag&g3rQ?&|m*k1|irL(LX^`|IuInfBlO1==3QDZCVt;!Mn<J
Q^#75QR+K8dXXyVw0CZ0b4FCWD

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/pheasant_synthesised.csv b/modelling/data/abingdon-all/resident/pheasant_synthesised.csv
new file mode 100644
index 0000000..5c697d8
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pheasant_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,10,0.28466230000000003,16.833041830231004
+2,21,0.4083576,24.147562084943242
+3,37,0.6435057000000001,38.05266228120858
+4,56,0.8352634999999999,49.39194770352503
+5,50,0.6210212,36.72307796663012
+6,33,0.4346223,25.700682374347455
+7,6,0.25027900000000003,14.799841342630849
+8,3,0.1854393,10.965651208005962
+9,5,0.22225920000000002,13.142936071104879
+10,13,0.2504047,14.807274407557463
+11,10,0.2695546,15.939672578108114
+12,7,0.3694813,21.84867535458025
diff --git a/modelling/data/abingdon-all/resident/pheasant_synthesised.png b/modelling/data/abingdon-all/resident/pheasant_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..71782be7db61ad61c25be0cde49ceaffac3a677b
GIT binary patch
literal 80669
zcmd43dpOho|35Azm82s{4%NGKa43o#Mk<{MMVL8M%$!Edc}^)5qEaM`l2gu`&H0oZ
z$CfjjLlScuGTUNi-^X6B_xJnz{PF$gcm4kP?Yg>JZMNt0akxKjr@NOXMmI%w9oZ!y
zARv1C*7f@W0zx+g1Oyj%YzP1IIIq(U{H5uwZ|QC7;ppx6$O|rT_mTG#HxF+&=f`rs
za4(dzhr6oMh4V_6737?}y`P{om6ehI=N(EOUI^tzm=6hj%FZXZpeO+WiT(UPTM+3z
z_XV~H2;9D|XXc-}Fe>bA)=z2qBM-T9b*a{GuilpTMGv>?3oRV?ZH{K*Yzr)kKU-7r
z>TY2>!e1%Lz1SfhxKzttT^m40p4oZ(*44Mk4x9COM>s1P<;YqHc09!(RkQb?Dy@~k
zckmxqcI*`M7W((OKt{>F!~cE0*K0?t;J^R9Lu1>G|GxYAQNhgrzW3^$r}zH*^jK8G
z>3^Swy}tJF;J;6=v>iLoA3gAp`@Q%7Zy%d6WLfT>_U+rZ)EFCKdfaNZar$ELtAmF|
zt9(#%oZ?Wffxey`b%@d?Ge{}O-MLyRInyd;u1{wQ3tVyM57M?*&!2CrWstPyMytzR
z28#;!pS+W6n5^P5P>}3iIVFBKMNRR?gX=FoX!#YnSIwTHjl{&qTNoO~y7Yg|>NV23
zt3LANna<{4d*n#Py~gi?6222RpMEYrjR|dZ8LtZ-8;rCO(;u`8tyQ0y4=p7R1v2Mm
zSBT1kWL@6T8J9@yv8F9@=Z|k)tq>6SqUzl9ADRd+`)*1N^-hvf;rH*?6=8(V${O|<
zT9dcIU=AbF^R7nhDwA7DBTn@Mvqy6#nxfF<P=QZw!&pisDhCxpO4qfM4PJe-eb3RE
zZMosiKR#Wnm9+JlA9&#TNcZhU=br0_&Y7Ee`eAA5_&50Xc*zlk!*c;h%dj6571fgl
ziQbf=%OYZ87Fl=R*GxgstjoGzhTy;3-c<c*kxC;&v5s3aE9#=QUMV?Ye^6lW6T46@
zUa8`zAk853)sai9o17&ryCK%n_>#jLC7UWUaN)(rPn=**#_N8yZ;hjr+TYB`fAx5#
z-@=Z$Jxi(X@8d2EgsLG-4=Ss79VqA)mJP}Pb78!1-@d0s?zjG~_8O<j-dL<*7#;GH
zM{h!<pfG64F+WPV#}ap6Q3bYO5=kWlDBp}b+U-%#opv}brByx_IA3_h;($QdRsELJ
z0&*D&GtSAM&zv~}ChUE-Ve(t0%;t+oO5e`Is|&-XN!DI3%?quv@{6kOB*+`@v8=tP
zjblcNN=;jrH}npb+Q(B{Bhx6&q~Xk)@!K;JPZwS0nG7wow(ODCoZ&3h`(-0b1U95R
zYCbhS6YiB12z#yf&zH)CZg|SOHc$VMy5!R5sdq0l@qr6RN+g4lRJl-KUD+e43B@_y
zrEMbpXOZQj*<hL-0%GBX6q5mQMXOx1y!#~2{(K9IYF~OPoiW`-T(Qh2!;@^L9cn3_
zQyuS3lay>$SyYd6XU@z%7lHjpUVi?)g{>#n&#fW{SuUiffa)x=3!Kdw))@yMgQmr$
zXrQJ&%c&;TuJxwIkpATAOKNK7%=tmTNMj}2n#)wqSWN)Vy_RV%KiP&!!Ov#sJxi7I
zv7KsVU<3Xv_~#pYdzYzl!y!4gwSlu!Np`+<Gqk=Uo9a}Wvr^T}=L3r#3`W40>}*Y+
z63x2R9)n>S1Qbe0?~)E!{;9X*E2Zg7Mf#VeDf8CIq23*5axT+8F)iX{AYg)Z;ToYC
zH`$A$y<I0hjJ`IU*A-b=XU})3k1rsj3M{z_xK0^jqz8;@QE1gaYf79WMGGYq+L10#
z?xr#K9Xd2sGo7ODvAA25H=W|)h5sAF%~)BiUee@PLKZgNK8i~1M>0-X!4S=nVz5(H
zwF8sCex-iuW1Z-PutzdQrPLfa8;beMbNR)-7#z*Vd(g(unZu%Y<R@tGys&@Y(zHwK
zTS%(&!dm48$|Mci(XI~{PS{ZEHrMA#==9nmH(j)tZOKEuY-TA(t9vbRP-vy6rze%Y
zQN2`0mAvpXpcZE5N2fgCamIP6Y;tUY^g`5bvFb%0W!WPqRiVxSnkc68H-pV+RPyD1
zijwKTE~)AusASTG{FpSY2Vc#)4_R36`(fDM@&4TW2#V}e1cQLZ_YS^17D<7f?<eg<
zi{VgC-(T#L4~o@~5!XOPsJryF1r!du7J+RaxKP@fiqcgb$Qci2r=e1VmCW<ayJr22
zgX=d|404Rt)&ks_WrJ^O$JLyEGz6p#qwwUroQ=+}MNb38gav+Yl@Jivf`t>sE&Tl}
zg7ZCXLb*&0&FP<w&x-#3^{0JckacxOk*<S9J_PDiesSH(qJ)G5?d-kJ&)I~PDPr|B
zIX!eFn8zHnEApD^2w=y&c=4p;(W6IW$gRSAv==K*+>EPOXU@|`Ta~g5l8pSUTjQi{
z(5wZG#UZe~G|P22mYa%H$=bb@GLn+B!6VMS*_Ah59hq{AkBjrAkJV}s32TG(n^OxG
z#kLR&D=Vui>Z!XQf1iaB3d(iv-Md$GKkH5a(RVyOXytY`+Z8!At~8K1kd2|OflESr
z;B?yZ5`t~7MeVseI1S3*>HrZ{$|B}TYx(-eqgT6c+Eg<8OpP^K)m-{!Dp>5nPuGMI
z^(h{88lx;tpSjCaPyl_FbOww!$?c?<U?Sy4J^jXm%k%HNKRXs&P+YK3nd(b%9t$pn
zXmjqSY4)SXSyrVC5(>tg>$gc!Lw1yH&JPr#@J`*wZPGg4ok=Jf^{A#3CgZf8{0y6a
zXKHlYFEuS;Gu{>Xy5IFXWzg=<o#=c788a(0IJfV>fdqG$<BizEZ`^gkijsLm{{!X&
z5x5YqyZK?!(zR)5$dVR_cj>p54f*?s5N~5bOXq1gArs%!`UQ+NX%80CAxjCEmA`)`
zZFcV5Sp+tBfL;3L(jk^62bAo%YF@m~`e~w0=K@4?5*@*-Odj>bsFD3iK8qv60m>}D
z_LE5!XUz*{Mq7(G^=b>ORPDNCo#4PKwu$Qjo^R>kXlJr2u8{M5=K<^Y=PX!+OkRM)
zQWi_{ouqN-6f-}C_IF`@x=~nmRi|aTD<vMyg>3$vEQ(RC8$x3&gSk{*yL@`*N}XNM
zAN?gnEv=FoFm;AH@7NeF)GAFIm&d5B=-SbH>O(^<TwGl0f-&f^DEi}KS59an@57Nx
zE)|K2u*6x0LM;1<z?IDt0LSe3pj`L&8%MvPE|%8EFQ{CvRPdOUFyZu!RQb3Lj#Q%3
zs0t?Vr*Ra#t5!MHPNeUz7H0vMMx_vt^B+|aaq1QCKYW<6Dt#O=&o6|vpxU+e(>}Tu
zdB)}2)z{5~8StZz*N+c}tj^pUtni#nrTd}*6o}UvU}W`TVr&#Dey(}dyACSJKXlUD
zMV6>39}m$Y`Z^DlJj%8+;jPhRJ$|%?dm1Dvc!u9`<gPP|v=%FxIB-8uqi5srYAYVN
zmj~nnsc_c9uu)j2uI1~LhM9J4Wf4+9os*cP%6~>B)`B@KjV-&-w#h<Iu=b4>#t%C&
zuI`p{-E~3e@VMmCy5+J5EmZ+^X0Vi@q@_~()~dH}-=<O*Vk(3NA+%^nYpmD)-7K+-
zLzC9t-TFmfX9ki{B3@`gu|Zoj-Lq9z)4Q#|%-NL2av!bIXgofD)86NZn%f8U9m^Eg
z;w&vzG6LgCfMra8o$^Npp(i?DZ>-B*t$66^`?Q;^!|9Z&@#k^bX|i`?)6%Ks9)7PR
zRa@2?kDr*g(DGXd3Z3~Bm5LgOD~-Y9gsimn4x@wrQY$<&)#ZNkHXoB41+y=?4j8fn
z+Y0$b`p9AY`Y@+aYpG^3xVV%yT4bX|V^#UgSMhN}PWp|wqqC{c2Go4(_!VxLR)8a&
z?Q6)za{vgTuY;4Khx_7juzS4g(;%(II?f`o-+p@akGk8?Px>HOl+})1AE#=OEwPeC
zps@Ip>9M+}|LWG&P8ZO%mvF2#xULoS;g16&qGk{KP-C#4i^~&Dt+ks4i>%7^KdrK8
zvebN%PVoBWa;j^Gj=U;%Fq;-UUrEEDkfT-o!|v&NzDCTM?xxC7TP@6BNmOke{}j%7
zrJbJNLVC)FcXlzpkj$D8jGf=84+*szN~c}`NW~ZLF+PS)Pd@WM*LJH6x|5?Xm%mWf
z=`X0@3&p!U$hNz3&Mf!mwwo&0j0}0xlaooujhBB2hG@X;qUnc;f>>p8a;b7Wrt`Bd
zZ$otyiBV4TEmh`1OO>MtWJyHon_0R!g3JY&MTP$&hQ|)&B~5W*Ezxv)Nj*u`V7F>~
zGT!C}>*S#BIeGP`-3bA<7=`|pS5nn03Gn^vh!evSHX?hiUM~R<%-qhvK5q2TT8utd
z)VAs?av9ESrZBQ7*f#CPj#$YEOy~7{TKo1J)qYDD=j{Ga9><R6i-!E=EkDGBtUG)B
z>|#Xdo)Ebeh-GZVm+$tVZf-Eh)m|s^8)oR`<BM+fQ;9IIAUjr&V&-5RuHm7%!b3L>
zI5Q#1I*#T`$|4d<-YVZ$j(pb~W+=-)?Jgk6qLrDU3!PZm9K+;awWDK$yUv{tJTC53
zHn|Wy5c0ZXmcJAfw^9x)uWVyscYP3((Y{P<Etfr{;)p+jULt?B5jk<*MfW09Jcn)%
z9fbzpfU};(rzKz-R&it<^oW=%CTs<){CBhVRP=NC(>wq(rso0zZb(};=w#LeVbWg+
zxkHlEl52H#O+t<eyyku2!|L;309dx=mA||?ruTO)=xhvIe^wKN-XJtwuMgp-&f5hu
zA5>A@Y>jc?gg-jitQz&HOWlca(XnN^38&Gdjd~28U77FAF;0v}(eZ<tp|sBAgxMNQ
zdN3=QF*uEO9V+?cSKZ~T?lWhGc=JkF#$S%esb8#`Ppv0pyzfeyop8?F<Z`r-NpHGJ
zosel30l~JII;@7Kn5<60#$&D%d3e3Ez^;BQ?^&0AzyK7Xfx18m3Jc|N{jyufLpXHO
zIKbnqipm+ckh^5-AT>Kz^M#GFN+nfn<>f-@PO#Q86PPoZ@n^L+{)P%6F($^rNX%F#
ziGA!^<Yh*HW46b59Vs=4wLt^;;eK)Pg8w3UI=J&p%C%lhLT%KDckf;KAjsc(TSfOj
z;2=kEHhZvegC&lE9H~CFq%sltrz+M>N1yCkfTEG+`to``IYU7hHDmjbv}bG0)9GcK
zCG7C}&GmD3OVssXz;DJv%Gous1@+oX&m?s%Hb%j%B$GtZn`<;J6yjrqh=dFnFKB?m
zC;hed=`<O2_f%ZTr!FQv0EuWJ>5^$5bhTu)83~Ts@@}M`{OZd<1+v=PbW)0HRyy2t
zWpQ2;5fXv4Po%#(ug90vTc-8#gJH>+T+JKCo3;q7Jp;@;!xF2%$H+S+_`)B%l1#s)
zF_Il@TT5NTCg6)>$}vzrVyWG7g7Yo4zgaL2bLFPFohHt{9QN~@gZ0ce@qp!RZrWSY
zVwt#R1GlFs1#^h}5-AY{|L`u~dW`a{hBLXQZJq&0Y3+d#ta2@3?~B4OZZVO+Z~kl$
zrvo<fD&+5ku>7ruTaLpVz8_F1(}c>kh#zZj6Wq-T+JE2xb2cYEyBfJV({1#+q0Sm1
z{$ZtrmT(Am`TK9jdwC-|akL96I&q4-e`|yy8;c4^Ct-5UIR6;l+G0R3)D9}=urO3Q
ztmNQzoUr$`qT%BhoaMuI@yG4%k1p{Bo4{I2qb2vFN`!J%214l+{21$W?qE|pCRF25
zt0TVQwc<7hBXEEidc?nYvAlU6@3&-o=oDJFL_g8((WQAUk+wBu6P$hPo~3ZDwf6dP
z<kPPOL$2dPoE+(dl)+RXVTg#>bgQe@IbR)4d9qLfJ!&_nw4p-`pi9psy!=<R?~(y#
zklK@Ffa3-Qt<UDvGKp;=8(95V1vzIXUI3f3NqCWPvn7N~q*b;8IFmZ~N%5<ri2Pc4
zvivQ~Xn?up(u6?R#=c}@_Ev!_MQezcl%(6RE{OcbvolcmM@K(94Are4&hh%SbNi6X
zuSEQ1B;_I?ADxw!av4BlFmjA8j7|9y0(trY;Nr_k2ioUippL_cWVi*zrBeLLs@*55
z;Axijf=Fg?GO-{;{BYN7^e{$~5^N=vmJ5LlBLm(i(cr^Z#CPBXCVw@@q#bH}Rk%UT
zGLR5Ge7-^BRDMCrfznBZAx8;g4m5F0K0WBO`gl;UvjlMuUZAj0bK#L)DqXu&;F(a-
z2CmqR>22>r_~~S>tyfYYc={CXPzCB-e(N9Y8!fGW#5AWbX3U1xQ5l<D_ITQRl43q7
z0g8Y|i!W47L`tRhe@1l(MgpAm8F#;|aCHGnA12)tc?b=Yw~tJrX$&zs+UFYu-^gGZ
zV0!g3M$;R_m#L|C5k7mS-{EVSd7)}qg){DYR_J(^gRYg<6k>ZNtrSIF@{KLjOuv^w
z?N|8@*<xudMWLmq-6W_4`WDyM^o=qC4Q}0fqEyKZvIfYEq{CV8*1IJVN#WGXQ%4z^
zq@ksNHSKc7KR8VXwvnC!cR{NJ(r+F@D-EY1o-QH;t}MR30081);=@%-z~|!PIRMF}
z)r(tyHO(=q>u;@d8!llat0LwAN%O)=(hXuog$c2VfQ)2uzBy<&kwD!;E}670D5?EN
zMHQpW){yjdZ`uw?zP#DgrFac&WVpF5XC)<JeK-rCrn80t0k$oICliz5$;pX_9Juy&
zR;}@}OCvd=<7Eo18xQTi(Ki9uy5teoOJQZk>u9>$i7Z3aQs5<&A4vN_$TelUNWi_{
zy3OJ6u&LkH*oQH?uJu#Ir1>>kx?gw*>m%-GGt8rQ%0Y$l`p<~}a-(n>>L<WFJ}To2
z!rMhY56yR~s3Ujn;0ZjZX;|K{FtQVClvAhKd3pn;sG)a{b8MkWOxIhbS<wmEXd-nL
zDPerdwqzB09y@ERO@~XQxWE@jDoOE&D%b8E&(SVc=e#*9UwkP)zFzOyc8y{L#}FX!
zcZ{uHh5n<s?8an=hLZoCgg3H;E}eKjA(KxS!1CzAn#L&s*&RQ%w}$=V*Fm|53Ms?{
z<|EXbspq2IX&0T}`pIbX7SuwAg}!T-50`>_B&!_g5`?O)4o^RH1+or9e<a*?GuaWd
zHjO=UJU!jbG9A%YEAQmg1g+<7qG^GS*W@5f-0u1j$NNyKzaRk=!*4;hGHRXO;Td4Z
zEF9<TM+PI3O*WIithLWgCd>Z_50Zq6Q~3<Rn!VePwSoV6O>djru4lZFXn9l}EOLg&
z9p`CCHj2-btics?og>9$7k9rRi;BE}Ug@9q!4GENeKV1)+n23eBCDvP6IIhUuA5&i
zXD0?^ETL#x?d9suE1Zer<q9Pb$Iin`7k7&*5HFK+gnk-1T1BR^(7sJMTn}RVjxdua
zD#himq|{vi+9&ylm|I;@nWXs`O-qovXqECYqhq>}d!*-TEa0h88tSMcTLq%G18p}f
zth90mM5J~|;%#bBdwJ*i6jbMkXR9=H5z$05@`eG<X?(elBIqVz<NbymQyDzVw)1X0
z@B^pOzU!I%Ehk3ma4MQLsA8pX7=co9{GFFBv?pZaPpdT~QB=B2P4gbw%G~IYZgIiT
zk6Xk&SdFPz`4^aU1xq(t#2<z03H`?n#XsPbdoXJ^L{wmXsvZt{a24o4B4Q>FJ~b^Y
zqUpUb)a@(}J9t`my)#@!`~@qOv&p6nI|i?`%7*@)3qd-S$)7j<Q5=;3;R!Y-^dpCZ
zSd^|<xcqb?JR&f>F!54~B-)sCR&HK)sDtR*R6h<7+}o)TOu!e#{7bk;tDo8!fjEV(
z5v6d4r}yFu)<=7%HGDpkQDl2Zra!C6&6YIrFaQV~4srYymw^eGmXznT*WIF)3@%_p
z6iV0&IC3EFF63N~V~hA~+d`efUl+Z@le!*RUBd`Q47@q?<RhLk1#@NavwlnuJR9Dk
zqNX_Gr{cC~C=zLTBTFbpTQZSw-^WqUR!V885T;IBw~vSTev2)P6}jq9X^XtzC|*I3
zdx2-RchDIfXP4iW)~mpLAm;|uhlOgi3qmjv2*5Z~;E8VwP2BBj3PtJG+TEWG<ca3t
z>WPOQm}tlBAAW60ekZO0Ny5&nim(Evmx<2lQ&UGv*rMc)c{Od$_2Qd6+Cx1NEn^%y
z6pD3t$>yFcUtw&BY$IFei1(E)jK(TlBZq(i4505kJgl8BIgBo^Er<Kn+_bfoVhv%~
zjecVR^1ZQoDF(gns+dCq$7rgfk!7%f;;!;kn+CE@D3{YZ9m8rX7^e&0C-b&SPB9rH
zj1S2W42^e)EQZr(0#N%z`=15r()~GNER+{4fBrG54VoR<b&SSqZiu`^O*%_lE&2IW
zw084Xj55|5Iy@wC0d~?KuwA3!y4O(OcEFbAx0$&W;i>M`ilgUmi5#a$D2n{`7nfF1
zyErKBu)KSe(C-OZs1l`Ld?qaB8?H$BTowfx_(u{3xHNZDB;a>MaQi}UPCSYmAz`~r
zYM)KcQB_q7O%<9dkXF<pM*^l|G5o_$<T~ZJ1i{IqrSm4t>^ml^(Aq=N6r)_8sA10t
za%2mYWnhv-UzKT`EgajtW?6_yM7rc3PFV=2Ne)-S8TYM9+QsKeLfD;e5ajO2XO!hT
zA_IYS-vcAv5Yq!N51-AzX-UXGvnW_P4UQM`pE+VBJh>wAjWaD?ND}FU6OCe*3>I?3
z9!WN+^+)KY3^D*i9ax?1?Y%qyQ14{QO2hP#OB!8!2@`C!g99>T9`{>#GE0-?z+Ow=
zsy0Fm{|I(%v)d;nDmhf<KAKC>A*fV$1<#SQ1xg|wD4cd#QpOaRqVF1}UhdYA=UQ}-
zUTx^`cBRxB4~Yr3j1|+l1E!(G!)5H~ni}4)YfD0a6Wdj?62m^q(d!^d%nPGENOQH#
z3A1h}?0S7Utq+_`b0hI-FqXFVwVGG87Q<><!iu=nH#cSOh2Sa!A^D#rP7XM#DHkEk
zUet=yQBA#}tikDXAye-yQh7ofH*GJv4s@pIyBDLhqO{%CMLCUR##X%>0bK2J@@0ET
znp#pZE$V<sBo$GuIP<PQJYIi_Pn327T~hBSC>Guiifu=ayN?+ptH7;GOG{@7Kv^T=
zf!koXWY0&E+`9F-a~45CH7JOZ66pcf;r0>|PE7RaN>NuP+SB*%+c$C6uCC^srY5Dj
zt0?}+rMZgMyM~6|qkv<~#+A1!SQMq6)7I7=WdWR)r9}W*CyAAV2|U}1WRCicXH}Dd
zVS`!z03dYbSM$P;i)#;ZO&TA3zW&mi4JV&C;d;(hm8>(6$l6$_!v6s*m|ojOxlruI
zs41x3VB=|zxQE2Wr$+}0psIrdg)r2{-zYIzU&=`wL+<R^v!g7a`&K)4et1LY@>L}u
z2%lNH5W4Z_CV?}UXWBZv1SX)vEB)zKVNK4^cq{-us!R6JVAsCfi4htUkv27opp*dt
z5<5BE$|5@fGodI>S}TxUs#ea(^q%dRrQ|+picHqg<=JmgTb0=0mOSH=fYyi`MU}Ra
zEu%uX>y`ISP2;P{U_T9THh(%RqaokFfB&Mj3H&I?;?T|mr@m0hi>(Yz{_W2L(9n5L
zO5*z(Ex^W-`g?k$y^C|tmo}Rox|v)gw!o$Kwt}1R3<mlSw9dl8&z<7h%CjzIu~+RJ
z9KOs0L!gUbOV(x>R@sBIeQF_eZ7PX2^QQ~!fi&`e$U5e-Jk8;?RA~C&P=W({^Mef+
z5}Y(x?2ehFU+_97PrL3*OAFx8%X@<ptz?Jh6(<8AkH5e0Zha-IJ2q>_Bg>Exm3Z#&
z_5{`7;*NRR+E^_*jVw*pVXYy#b8FU>%mElKSo%;4`m%r=?+qUk?n=y?fTmGY!W5cX
zu{~~weI{F8`Aoi2*Oa^kh%D~xgRkD-IJkw2#N*h`OHwij$rHZmY6pi@Op!uvp}r}K
z>yM$w5+67-(kVfY6QKh&0VsK?K5T;axt?|0v4+G)kD=EShkG;hw#u7!#Fgt`R=_oz
zSKti~8Bh1LmlRy&skJG=`kGXV6zo^|iX-;7LPD!bs)FgD3QFNw3)W0~7_wPVs4YUV
z<Q6Ix-bJ4LD<mSG3rMIuH`R+%<F;!nai;W9ej?l+8YsNy=#y!UGDCf|jCpx%OqoOL
zVw3o<lC>-JO3LxuEN$fa7FT)V3tX%{Os>uR9O=Wp<TvnDu%+^Uh}&Rw%63~3DLC3=
z)H*crk*`S0?+8U-hv7tmTr}L1>e`G=QK;^iK8EkKa}71lE{KB1LR&K7r>I9`3H5Ln
zt5bN<2ZYYM#CM%%h|dX~kI?lc3+H2Klqbmi^nRkaH|~s_iquDs;cQk2gRi>Nis2_I
z^Nrc4l4BDCJhh`E=C$ND?AXExw(~AJn99h#pB2p)`Q)_}ix~#f>@|rUNJ^QfiXa4O
zFZoo>xTH386Od*S+S%3;wgJpZlG%3OP~ZB*N>?~~9MX->fCpJs52KTVvxi*2*-BMH
zZ?&q3C{}l4v+0oDxrek=o6w(6g;S~FrN-e;Uy(}kEDO>WnDAm%bnWmwY5luO3sUK4
zZ13LH#ZhX2Z0TTXFyL(Q%=%Y7CA;sVmD>$%b;<M#3qjcCk%ih$TR-2};7BURCd5$c
zz-~TaT>Yk?`SFny@Yapqiq4lS&#3i{Ov@^?MI`b4_TMs+e3xFRK_wOx?&M6N${7$Y
z5D2UJ$B}<cHZQg<l*jmg(~2#Vld$2t{IAt_X9)`kw8^Wfj{yBTtx^QJ=W2>X&vY5S
zavr=cuuVdRp8;5Tsra@Om^z4kxduv=*L$<?o;b}n`L~_<=VksopCA1nPyb(~1+3bD
zC3u|n-_(KJlhU&DNyMqMuhBQMe@#xlPfab@E_&q0RsNTN+=7~#+fW9$R@Xnjnmark
zVvpNp0UJ?bo5cFb%iYS2FGF@3tr|S}Y!`ljyFYa%>F4$OZSw#7B@K-?@&Vdj?Z-#5
z<vx!zJ{&BvA&o~LI=8**?DDn$@xK52M?_q$FLUbt+_0Du`~Nio@#bmKzqfOXJmsa4
zWb!UCF>z5jd@H!*===50BO)}C9$x)7Q4uEh`s2s1qt$-%z(c!p=g$4yJGXCpZd$?Q
z{C_An=H)UCfYl1d>A|O~Li*RQZ>!S$Z)#&lWX23Irr*7Oona!eyK(=~crY~jg?4=9
zUTzU6#Seg695$H#-<uKa6ciFah?moQfA)bHI5Z-nqNcHO?d|QP@!Z_pD;7c_U@*<z
zt)Em>?ArOleY|copdQDr1*eU0nbH6L%JWh>9tx+evJE98RE)1&Hrv|N7|s9IJiBjA
zO|?rNFoK)s7+X;Ku;`}wR{jWN9LDJ<YNMj9vQG;fL}bO)l7~6A84}5S?*%-r2&@Tj
zkG?t}A&|P8$JY2i%gUtf@0tIGO#ZKV6Fnpu16c<?-#?KHz5)Jn|4B38_=z69Y=WBZ
zY+wBVDD@cy1w%k=&aJMC!-4kcN1?CJ7mIm62ot>d-!#j%!ZW7X{PXUJrg!dv-wPv^
zIDQD>y^@VpddPYn37k5k=%v~_1_mPD54Ie<@bA1fKBP5X4~BR=b5t77K5^UmtdvB4
z9P^x0gEQXjjLxYa{ovNy*gW)f(P-wimuI45UhbxVe|4qgh$vND0Ye@L6eVWciTKlJ
z&vu|W1yGzfKtC>jmnWiMy!dghxMu&4b-~kC{GiTNtE*mLBjfA}x*6(cH2SCfh{w9D
zD-DY8+I|Y5yUgb4bRCj9w6EbK*jxwuc#vHkJhZh^lB$``nKSK@H+bI<7#}S+&M`{6
z==tk99!WJXu3P`Q&R!}8NB;INbpp{ckv&@luC5as8^l5flj=RR7l}`!kh~SPC@F-X
z3nu8E*+JgY8Za*K-m~`sw6XyXpi?4;@3-)wwP0RTq$trlecy>2xi;0lXQ9|HXDx~r
zwpputj0KH^_{xG)zVg76LQt3=+uJ|LH&;wUku(AsUFxc%Jfd>F8Swm5D~*w%`SC(t
z@kce@(ra>nyBBfb`zsKu8OFl#4;uw(1YmGGtXcEDRYW>aguhTRZ{L0fHW>_&>KUop
z9M;uH$-XO9%c8iFkjc;*|I&39eZG%6_t5m<28a|ub<|9b^3y%f6^I{7jyY&N;)qJu
ze`%QCCLmz4H~JS3G9JpSWej4kaHGhGX}<TrX~lACsk~tqvIe&SMoV-|3~Kt6;)Ad6
zRMqo@PO2j*@7%|uWCCvuTBBY8k5VkntK&=+u>SgU@15WRB)?7$-Ar(|Lmx$tfGkOe
z<ci1BTT-mhzsrvhI(>_y)$=pmnaKleKt6up2W|6bW}KLdqcD*B@W$E#8~7`@Ae(%P
zV$$km5z3ML%qYl>V%u8pR%t({=IBEt#@sM2hu}W?m9toFoMhuW?1_9#CbOh~3=M)x
zvwe+=t#i6AeYtMbBd3l2Sw}r_&vuf|V@D1{LNit60a(6r@4gwBS&&&tt0(N|zASU;
z@7SrbI9_iD0PS5rDzMKo0g{_ZvJ3IVYAO0VZMiEFJr+Pq8{_WZzdtqBkccTWd?13g
zGN<+Bnc~6W5zHD!%q|X2tKvC0g&)A*bpb&0h^k{OKTrcAG2J_#ScP3w75{+eq+PI&
zM9HdId<_j7lu<t+l1NI^8r+Go+S@<*R9NPT42K_y`gqATH82zaP$P)K59dLkLXA#l
zpT6up^BM!RB1P+pA9>G&495K@MQZ^@lXvsTsF34Zy0=fz;E-5_a|B+Su9~=I8mKeC
zWh&s_OkjAgd9&8Fx#Nu4RG)wl!)nVk;}$R(Y4xBeYEIO>dGm(!`UwsUfOk1xCf&I=
z(2|v>IN;DUr|1OyMh>qUsIjLnT(~EC<f2J!ATzEyRLW)XQByAn*PN8+tb)M9{r;~H
zYRjQv1A+yFF2T2wxJ$2uj6fw09APa8W@6m#k#!tFrhy;lOP$!{N3(#-KUv!)SR)&>
z{M1xd%5mvJ@Vd7m6nmYY#}UljRG7b5{b}QhXVWhOkSBWA`^iC)OK>dT?&tAgi3twx
zHqz7Q2h&u%AAeHonK!l2NUB-q<k_AzJ<d6{95Df`waf0Xh+T(LCuo2KF^k+hQ1O(K
z6<~H4#A~m-;D_4e{Xa;ii1i7Us5y*IAMa|L{#&MT7pW;gJcaD}a=VJE3?e;-OM`+~
z1STNck&K~hM}|5&IX=B7;&lo{jcP!CK}Pk22#I1Qka)=D+7vP!=%SkC;QB#wt5q2b
zM?Ol<yK-8N?`6H+b29tjoF|x+Hfa&tk7-(dm?w6`pCi?N#i-iH&C#>&`9NRIZtW|C
z4X(L1{f6kQ{XQUnjoB<==dE%RDJ$jcE~2-FYfk9=ayucl`L#;5|Mab{4~;G$td};0
z`m;?3^3=q>X#}}TK;+{(0v9;<2$~7)ZxV-M7e+yV?F+h2-bF(0;6LK-ZO;pDA_9+s
zi}7j|*IftLFfAj4_xM^ew9M%Z{~-PJTQaJV7Fnp|fkIJIzYwlg!yPC=8NQ|Zu{Yvn
z=nFJSnemcG*V23jpc=cD*Kz&xxW}l7F>q#(_6Eb2&j6m->voS9IP}eUz;^iM%a`pe
zU%7*S=zG9GX!e~ePCggUV{Tq|Nz@8?0kGT^y>rr1v%Bw-W7v)b-BP_?y8qcMk`eVW
zrFBNVrInH7o2G^E5n&34ows~jFwbUpwmUaXD!!ia0I2|%(JH2A>yWQ0SeL6zB^wIV
zc}!^<6iHLwCYK4~Q!`PrAy4Mu*A`zXK3@eD{hTgTj>%6Dh2y}Uth}Xo%Y{51p1rBf
zoaxI;P%U;gG6VH`ltDh7Pru^%-6T-p%B>?$0u}Z3pHHn<D2I;cM%~~QLZT9OeX#{2
zm|S|STg?t(t2CGfl^^7>hc*Y(?x~aGoh9-a?UzAZF|A<|oPo@xP@Wc%o2YEJSdi@=
zukO(HdeU81!|S&v)y=Z9aLm0m_4FjLZsMvyHLp$1n+EmU4{M6dLX-D0H-6XeNGP<e
zM^e?~Ek9o1l%d&+B<)Y)*YTA%P~UJb-U$V&!VY(Ymt4vHw-mgewC^uY<4CYZj;ytw
zV*10Y>M-Sc&d&1Xl(S&C&u@<R7TYL3h!$J;;Y!>nJGMahx()(yS+w-fv1Eh3bjAA)
zB67puuBvT}gny6><}wG@ft+3oua4(eUO>#vm&R&q8Nu#DC5`Qy+FrkJRZSk)zaIn&
zFVd<CHy0%nH-B6cn+4F0e>mVlc3@IwP_PR4u22ky1J?9H!C8++A~2rL_dZ(92Ij#(
zmPzFeWcL?3wOqD5{;udl_GC8@4CQ~;1TtM9AbT>)3Z|v`T||&lwfiMcM<2c;Ca?o)
z%yj;=HqUlxW?hpXDc5KA+_{Z%UL!m+3K)Om0NLoeDt~L;Z9LJ%ywLkt-(e8mUE;9|
zh65~7gNyCm@2-I#mpOPBnVd{`(H*vB>*|nw{4C!b5SPRD_a`aBvVm|;9bPJ`UhDzK
zcIs^K(A-L5Fa`KYh{KhI6?MLJE5wdk_{TuYX&ML%Ui4pnm<EDQr1L%^7^~%e@h~h>
zd>gam{e0mb@eMZ+rZs{v%@84`Df4|;%OnNpuiX=Dhm`3^NIf7R-*@hYZO;+9t!Vi%
z830)=P-sFZHMwfzxkBi|MRQ@1SW2nd&9Cx5-M0J$zB+a1WvZDF|LkPp)~uH*CiftA
zZT;^Khj#CqkU#nh-qcp)W(OM|3CXUj&rgu4FG;?mf79QiyuoE@5HVZ1lr(ex+`v|W
zFgbvyJ{h|^Ep6B(^p^yZc@RQ6T~>h~^eeQkyl<?t_9daznc)rq)BrSMEIdxUVgsyb
z^vK9(88PkUumqpVP+kbFg74b3Lc{t(ef(h&oBS}Q%2`FUcjt!-;8;t<1y&0=Actyr
zf;TX+1D=yD8qj=kH~h~p()KauAb)>88*?MqER*-*<?@6KRPCvJeJ6OOU4HJzr)P;u
zHgnsw6x*PA_fLvSYnmz7uHLV*che>ArUN~bVO`Hz)Y89k!)4>|A5zfQE4e#BDm-?J
z!gWQfvL~A$+-cd|U1YNuVF+?shiASvi2XyO8aSKjg-14;1wGcP;(W@2=53{K-!UDo
zu=FXg)7xsK6>@lZfP0hK`TXSiqX~jHHUIrfAM802@*eXGt?z1JjqU%SV>u6JB~obJ
zD!cC{oVttMy*!naCVb%1O8l#JWS6`29m9Lph7O55_O@_DQRjj<?CM0OUAXDJg`_g;
zI@%!zg;$?e`N!PH>7M)q3xA?S+1IZ*971Qe#1|L%oteUXs`L7abfDMBW8}~zCdy@g
zbK9ue<EK^Xd0#$B;LYf}PKrz<gL3pcPDoeS&tt|~K<?dzcQT;f)^X4{bNUmqqDy-k
z8`FDvklkH)8-BN@IA(FN`-f!W(goz25i^J>QG3BBYrpAz27U~D4sdbx09)AW_13g^
zmGb-j*h+JbnZ@MUKLJ(BDWR^nichWo86#=tKN4DEeSdecR@*azB&%bJv#7?I{FAP4
z{Kv!k9i$qXFtFq+78<`ptQQi{Cf=2+mv#A7Md`ChyY5q?Bi4lV`3Fl~{k3-7*-qL&
zY5g60_`K^_b0mT17p)8{v!j0eYEf!dH&U)x;q94n<fB)pg{XFBoa*&)`vp5#-{kw*
zbvKeG*j4=NzVh%N#QUz8hU`n^?j$jDUz{KH@!eF`G|^PMb4}SjZ)v;V{rQjZ8mic-
zFEcMaV|->|^)3_H+_g=RJ_k3R`cFbm@@B$)=6c_Qv6VwPgXUdcLgijT`5)n{bZNwF
zat!RWj#^JOcj+$2=T8c5wXZ^7^Yv@%hw)<kPiQ*=dI_$y9sWZNT+&Xz@MfY4cXJaF
z<LH3;V2i$CgYXX?SL?5(A}?~~Q3LY}79rgg^=iba$NmuhPaizR_X%D<IekIjgNLQS
z>InAI56(!#oZ{^?bj*uwJipde<UO0SSm|<hc}hXots4x6ELRUKXq!3lVUa+X37_We
z-LJFhQ^-1M<W-au8}|b_dSu%d8H8FvuI$omfpFj@U#vOAv5=C*uuaK(bRg;6F^x-d
zK78&PX2NIaCJS`kj|F~+f<KAEX%8$8O+FShPyf)iV{|z4&8gAB2cs!wEAGa3?)HY}
z6!laVcl}tM(h@WW%t=6ChY)}In#Y7y2WPHajYdIqPTg1cD=L0yQhoJyus?Tpef$#g
zL1C<iC2xK7rZ@K{<Kkb25QU(7EW-y76M?W_(f_1Ca1#vKPOEvv@xIEsj>K5=k{u!<
zy#b2(&ONV-s`5-Bh|*K>OA_w=!^MVvbLnqCivI}YYb{qi`8^vZ1+@&Ki?op!c^FD?
zc;`N2X3=<B>D2vrwtLY|KcD+l3cQwDxJWj%{H)`#@l{BQwY@BkfAuD*{N|2>Fs(hO
zW)d{!Yo@4GY9>K$@4}%tm#j<c1XboQcwy?5qSl^5Veeroju~n%?lQiQef&Q7;ZF|%
z^sidL63sGii0a?GnQvX`<<j%zC7*h#kNIEYu$L@KKr*ySRb>Wna*L83Et-X}a#EgY
zx%=p@-~0&d{7C3|Y)DBJwEke(L-(jF{Iz(RF!qsPwX=Qk*bHH)#|P1O@7`V+nQWqQ
zabX_Y&y?qTsg`P^G)o*;pW!d2nYEPPSW$2}l|D{U7bkUla)PtiWKUk&A1oUEIslOH
z{>+<VAZmC6-tq1pILJXZUitm$d*6nA`Kj;Oo~#JlVi27j+If*XZ^t{k+PYn3dlFsv
zS@<p`3BP}}0HH_3y3F;*i`zZc;@m~eRH~eU7v3u$D&(!|>TfkF&T6f<`7%Wn)1>;z
z8ue_=+#CR$WNx@lvA^O@P)0t`IHJRUXZFO48H5HO%Q~4;kL<eWyk4JWTAWBi--}*R
z+%0*UK_mMK#)Itg5e=^|fY_!ivOt%EGe~%!g$<~S?!yk$1*7F(xNVs>xd87tcv2p5
zdGOj^`fL1WrszI_u%m&&b7xOV!%A{pW-V>{Kl#2vR`<>)4nD8enr(u*GC@t#{J4No
zWwP;T@5be1Quuwp^wE+wp^z;CSB?qm-&{=?Aa?}H0+PnFq~PyVIhGxKaP_H!<R`VO
zjtya3T7~rQ0?xy1*ebT|i@W~4_O~bbQP7CDK-Jq;wM*}*Z`+Y;vtT2T)<>f*&BebO
zTd_f?o4J`ikH+S{crr@CKRq=*{-E}w#UFR$+o;*l`T}$EBh`z}?X0kYeL#b}Ks?x`
zbb5}=;>_+7q5!7&4_)i%-UM*^t7Ylu0|F!E9(LKBPS83cDL9UIwOCRk-oYc)v_mGo
zMF8p&lNw-X@c!)70;2UV?ilgec2Tb)F=@>{jR90Cr_BjSNmX1H^+BQ4rRMM7bAcDM
zzT6~+3z7kJx-ZRdY<3%tuU*sy1t4}kjb$!}8i`*nGR=uY@x;#)7Jl563Ai2w1d55H
znc_kG0Ahchsr-Yy`^^EJR(O}$R1~Qjq+SC?CWkkHnvkX1{1l%+9|!JEjx=BJm_qS^
zZdzU0rZXTg33TA_eZ#<jEprIu<{cW;+(#_IVoVDG_Q(NJ;jC`)EI>q;9NPBM)+npH
z!9wT<Y3*80+>uLnq&2;tkc3=QK&JuhCJ<JNjC?~`mTMR2-+*$G1=NZ*=M%2V^SvNn
zKOd*H_yeS&d+4rgXY%L<;M=n#eO?I3J+2$HhRguxm8FwNPZ_p{2PsLZx&3%xVKa3U
zf%Ky|=VZB7e-7tYrXfikc-DdQ7x5iQCOlufnRVZ3*wrOlzmGbH{Xe=SGT@$WV}54p
zq3coZ>%Ya2l$15yF93L6mmXP^(MgvI4Ut*axT$CfuUngzq7Qlgs<Jde{A_q?^s_@S
zI5~h%kn77wyojFVT)<Z5hDtLJT-IWbp!gCCXu7zDNDn4}?wH@BOMrm(@~tgv-Klq`
zsjaKl{Os|fj^Y(`izH$O42LO=l$JIL?l&9g5cihqc_G<)XRD1xZcz>jO4#~;I&g~%
zV0}M8vwVm@%PPO}ZnSu`UdWaYuF?YM@{G>209faDxEKw&i$AZP{^*)Y^N2^XACb90
z;_43FWTbm@va_;g`Qnk_V=#ZFK*sTI6q2~S<%Y<9kly1~G)(X{_$!4%R}GSs=-Va~
zemFhtw6G1(uk-|6G4dwP<gV~KKvBJ?Q}F_H3%lSf5Ys=_%6|Xu-S5@Hv~vJH@bwxW
zkg|7L`Q0AK?6*jxNy^GDrHbX{<pqK(_vyW>o+rlzttGxPRLc?yWiXuI2t_y$v?^w4
z#eoIC5_0E~^|e^nL6g7)B-Bk$bsmkD9=3<R9wPO34!Qp3vn|2yfk<D{aG!*DM*3yX
z&(Q}Zc0B+$lxE<GN70OE;XkkPwe+lq1tTFp9xT1tS)?get$c!pJWb$w{pUh6^H;oq
zji@Ylj1xrfS^Xnx<8c=@b?44)pF<KrD89P$|LFDrC?@swnGL=@X#m>w$Yxd_i9QY<
zV@e6>zLl7>X&mA^#LDIe-%?GQ-u?S;QPA2zeE#*9`&q8#=X7+&E<O2qWe^Z;npMfe
zr{_+dJlSiX1W4sB5fKz$jB6bw03dDws*w%Qhf&gyz`km3UJk}frb($OO3c`=vz9$J
z?^X{sUoVmeqNgC1@8$@s+v!^JxuS}1?_a<ESxcvS)cX*Cjlii`2jXSdAz%(4x$yXU
z6%{a9TAvm$kb$$jXNd)x+b**&1+LCa&Mku}s@`+-@)PT{0%=Hr^y9~mQ&~2kyQ^w4
zAtAv=)v<FqvC!Doe?o|+15)YJlq#QmHUaeZ4Zczzn;Bt&+LKeA4!YjR!y!$g>X+HG
ze}D(8LGE{-r{MF?$?I$^UqkR>fTvP17>y@>ixBBW0?8x}S6`2J9Sr1TgRNf#8d#(U
zi$S2!n?j|G+VfprpyY%8h00kn0c`41`KadgMgpw<Z;GbRS63<lIZGHufdZ0?;{p2C
zGfDtb%mKn9M|#PlrtLH)Jovo(NQHO&l*W>=7QM_cJ;r7cFhcKOexsBoRm*QN6%O%Y
zVk~ZzUgY~k%^j`@7BiOE+&K${ECZv$Prtri_kJ#;S)3PAlY;}w$I_@f>UG`UUKPY<
zccrVZFduZtrT=Fk$+jS&oY<MfV0|EX1>4H@Dw)#~9yUcOp6F4zsc5>KV64;4Zv}I}
z4!;hNTC4_vXYbablE*}=vQAy1(<&Qm)63Utk+;f4d89V11~Rv-9;5<BMh~hw{+`va
zjQkBMz=Xp@fTejF{3*r6fmp*RnP9Sl7HiqI^5=Tf;k$JHd_Q26_=UIEo9w++Z2@wE
zID>O*T>vxMkR09+Ngo6#VH63pLL;?LH$nSN!i4iMCNa(V8Vlm~z?+y|hFq%S6eU1`
z5(~`)HbT2|6mS?c*t6X^#<F}(ta2itPAyhfTRZp`G141WJ^fDFBl!(0NLwMMpHv9e
zne+0`Mx$ypFf>M~$^j5ruWuwf;%2AiAc$$+2MvTzuv&~~a0OYgrjwfnv*VXT6^K@N
znk)1>Q1#|LTPc+*;2g@C-<q=7sNxsOp{vVFmH(rNoK{P8hh*&J{oT~4D@WMt-#EyN
zuZny>$?R8@zU0<$=BvqBN_Fs5+_kEW(Q$8HTRom*^7zX94qzops2L81n-TW*f(FIu
zZTgB8j@SAWbK%!sf?bDMJPh(BLqSH7-BMC-)9&%*MhzX+?GI5M(=W?7ZEdQ`UwGWW
zNIB}0=}!Ofcbg0+3Rg;mWhFOs;B{vnSep4j8X?srs(IuHso++C{Gxe{0ZjkSNkPAs
z>EyEYh0$t@a~4J3gszX5h+5pRE}@UzfK?~wuLoj^MgNrlED-8sbWHcGu0D$rT6ZfN
zC?E-o45ZXx#5C||wtFyW-Kyeka?+e7-0DoKL4%}L`LNkedDrRAWYT!7p1=Lm4G=oc
zp_0?P$S#dfLRnR1VR<=m`ucx(gdGAqB%4kZF57zCKWSSFdtjPda{Gre5@u?;w3MB%
z)tAT{nHyIa`XW=j@mYD=-Q=TunmDk&UX%#Lc4ay}HA!jxf!$88g69m6WG3cKlT}m{
zQQhJ@Rupu~`0mDIMlb=id-b-K3OsUDm{%#5d@?+mQ|fkC%$Su6FIrdrJXvYEJ@-$#
zdLNeMW@|z$zz1k6QoFG{1*!ALjvc${Q)XyQB$NecDWduWBh_wB@!P%Jb&a{8LFJt@
zcVPv@a&z)C5juv(B^NRa#1%S}OhWjfPPVJw0}(4~YG&eaij9f7YGQD*B<#nTd@7`T
zjSUOIF$O48ky7qYux^S8L+foym`Y#cQ*sLvvnf^3)u#v!D1ydwHG6#PjyeJ$TT-vS
zXi$EZ^V;^+AsNhCM@%y``R%>H#kb~jgGJdgvema@%8x!FECD`sv)(2bI9dP*7xvWz
z&R(%N1PJ>LH_6!vW`HYh7*N*B!AZhdsy)KeC>xrf3Be62f37cbopMzNc+;rJHmVD)
zMO+b^@m5Gw5hM|ae-ykOuKmHi^>p$LY3m9O#6pn%mAvJ}*pF(+xmx$$-9t}kd8Roo
z-=6Ozb^I3p51weCT>D#L`W>|8tFBa{JG9cbMigD%KMz9XrZlf%c#<<nw$IKXL<|GO
z(>pp|$}k)(OO`=qtDoP&rT^9~w;bM0Vc;`9_iN~`pQ<NCjX3-%0v!<5A2(c!Yo`_J
z;9IPSEte7tU4!Q^17!~*;HA;QdbQ?)5&u9Zcnsm|y&JV3Wp!)h-=$hrr?!ad7^HIv
zw#A0lpMYsdVgV|aN0!2QbCZ31?8q(AF%x!x)kbd<x&Q8TO1V9C{5V(B`i=o<?ZU*p
z#mSZR4-pN5fi31D<)4_ChFnBNO;>_b6AcOXOtI^muB-tN?@)n)2svA*<QN@uY*ORV
zwGYUla>Puz(4fM3x5oQKL44T6OG~Py)^PKX_8YZ#>j1WTng^D@?}k9b#XoTWPR66m
z%0b(7!2G-90z&$W!VJE+sUbm(#Rpge_d;(Jbb4s)iJg`gX+dKXR4Emn_Hj$C6bd#$
z*8k_0QP6nPI*Oqd3@r?ai4c>N{nq7h3NFTxPt23?&H8_K{sDgHK#dQ2mAH$2eF5Xv
zy$~|7`;c1wTn28=xr1xdUyb*$dfIm}N#_IJ98s@gqpL7tb-MmCknIGbi;v?yg=@SP
z`tq|XI(B_Iz>R+ljl+CmsXZS_7ab)8C@LoWh=eYI$W*dHx2}JniZ<gMCH(qY7HFRQ
zw>#y_Vk?FN(n<@~c4bcYFpHT$geKKwZL%MU>>Jkpl=%K*uZEJA&)n|~yrCIv<_tI&
zAW*{VM4|nPJ6wAe{3BB&PNCgWEL3romq6$=$1P-_Ao43U+?ZO<xzU!kP&t!~V*&A0
zdr?h<1n~OV(U9gte1YVRBkz3u2F~Lf*Vm^b4>oycOQC5=-hEAT59@yO^syhdKIi_{
z?RL|BovWo|mocyVF^5?#_Roo#5thdLY}P9MMe`VSsYc?E6Jb|1d<*E?T(6+Ija`#6
zLb@4s#fmikRsOaL4r<Jk!@;&#x?xL1x=|!V7Ph-xMVo8k%Pwi)|Nengr6FfBAQZ@C
zN14D#3IYMFT_aY`UHzYA?0ICgAdgcb6ySD2E@iw&{6&WXx_f;Jh_8%9B<ViU0iTg8
z?K)h$>9e|R+{*>@b{MI--cVx~2#F&1n54LTD)FIH`qzMXP0pse2hT#o&dO`Y=)F38
z;VKZ(jRuP_42=_<dkre)be~`2b@Gp6H2Fk)rxAKO@{;cuWPK)+WN$US@-qAG>AAzY
z!UCsz9E-;aD_w)@Eys-sPKi|)i@u~U(m(UKSSydac7<OKvURD6Na}pQ<dKouPwsRp
zy9;mjMRfas!hBx;{p%u0Megd0RT?c>EWdn$k$A>MuRC`rj2$m}S4JnO!WQ_x@(=s?
z(JZYepyYf6zwQCIj_>kwMqO}hi429AkRw%Kgh>D>KYIA!V(*ANrfj4Tu9g>?yEBw1
zdwo-cRg@Jn5DZ7wY;Wt%w^pwU0k0$-Hx=I~YtD4*5Fnn$(;a7id@>?@QEcb~j7Hx1
zC*UOmAgz)b@p6H%@c-!OIj<B<y9K>)2(m9$8JQxa2XULJD!lB`NCs!72GZr+8(8Eg
zp_f2J{|xeiXx!abitpga$BY`Ql78_w*oaU!JOgx$Uh}A1bBv?5P3z)O-y;2}_SAy{
z7!EcJgTLvhw-W9sS>>xVRO#eX7Pbs9Wg3c%nFQ?u?=v~2a`mFF<pK5(RApdzA3sn<
z>0WP1huDeez@GGyo)M5#P3nT>JhcGuBN!lKajH3aX(&Q{t?hy~uC4%h{|7P@7u)!9
z65Xx)Wu4tD+08@`p>|6*cGqn44gHxh)RB1_x;hti!VY#a`-=vn48x-sa;rMZd(H?5
zoOW#N)@jN*X7EME_!hI;;F7T)506EbQ=iG5c5&NLBlNSVa{7ootUKIJJP7+UrLe($
z*dMf|TO^|7Zd||aue!FP3hT23j_f_PjnTP>&?LUodf>J8a9F-jpMrq1o~{(Z9r{*H
z><dH!4fwi7Yc+4axW0%_1KR(VJ@}1mtLoCw1e}}i>>HI_)Dmw%^Yf}di{SBbpi{N|
zN!i5T#8)oy9>}Ffjdrki?Sd7o5kMQ}JFmI4TBcY=78ibAB!{<%w-MG16iZymttz*4
z!J0m>-CY$chk;|PT8i!_Jd8*Bl*m<xLd$8=JH$K7G;9i`=|?|+hKF7P!Q`z_IOwDK
z=!>CR=M7*8as!|{$p=US8f@p}PsybMIYODp)Ae0BuC&k0(U;a}I-WEMG6mFtqv&8h
z`w0jleq-9r<X7xMT`0Buv|{K~?f>WTp_|pdmGy>*)N!Gw`g~e9_4_W2aP656hNc*b
z;z+t!<Y;r>USlaYutmz}X8#zJO+I{FMOD(ws*+h6HGDt$Y%*qF@&Alrov~bRRvFd4
zhDF{>{#Eu1WovmVxBcvncc$VBWf^&*dgTS*{{H<N^!1TbM{$VW=GkcO+e9L}COkGP
zf>o_3kkQuhL6K5;J1b#NbmS3O##g`jInpn~XQZ$BPwJUpfruYN3R#l~RzauXEDr#g
z^Pc^+GR142KsfkcY`uj;li%Mrj)5YGMfedVm1bZN0uqAMkZwkN6p;pLi2(+pASoM2
z$40|wBsNq;5Tr&kT52Fey5V;&{NDHTd+z)B19o<<>pJJW;}z$m(y=E;EmPGUpJj2_
z=p<rr<se1lxM^yJkgPZyLdcdVzcG6D+dTPl@$nhi1VjPB<sdIme38zU6$DqeuWv4m
z0h(`n(mMzmFZ(BQpE~I0Q6E$i{l#|mk#7<yBh<84h@n%8=`_qCwkw|0(Nl&*<ardh
zAioDEZZ1qp1okpmUA8;yddO@KT8}iBDj(Oh;qC(djg4!{@~<XoI@)9MPmNJ*RN7My
zw`{@;9p$FX&eMIMEDYZ5G!PKy`r6>3(Ih2RrDTBr)1Vu^?Os+kG94qk>x2(5E7yp$
z9C&!SDwlG$5%BtGctH8%nPql7C<(&WwJ{h>7P;bwAl^FhdYN4>5yTN!z(`VV5O&EF
zaiQdZM8A&Y%?j_qTOMNb$5QhRq=&!Qfmu@Vg+eTmP{!7O&1x5l-A9<|YBrOUUli$<
zcqzZ4-I<`Y`~Df`2@PM_C*Aa0cTSe`e`9grQ++8$?}VueG(a;Q)U4;a&d;sUuwSYK
zWykaa+oe}@Zf0C>5c}k(s8NH<Z+A8wtd)`M#Y$uq>UJ0fc9mO8+Xg^CSE4-%gv;yf
zS1WwRbY^{@JddYHCOUR~)z9}=!^`~<#k)I68;CG0j1XKqbm(`Ur#SCA5-KU)n*eEO
zmOS*S?Isd!rKlQB6UKJU()wW#{>yjC@zcgtJ>*~pXvI#SoY(&JoBc8({-|+Yp^oI0
zUtI2<bduUdS*{)Y6l*st1~uqxDz2-mt9`v8WJK@OF?m<dt%2Pn{1Ua)&6Yd>OmR)D
zR$ndOm(TFF-87eBIaLGaEYyF9Iaqr6wB6%WWTbhH&%%ZjDe?w(esC$yer-<!B*18}
zi;lXz^3fOA*>QmE=Kw54G^>HH3+?&y=gE$@OKo1!{Urxtuvj3r>Nxt(Blx6KIw?M*
zDjT<g#!<8py)Cgcw#nmt82dT`Vft*iMX{R5Ua`Jk<PB+3oRf4;>u5@5t5!Z%rQIdZ
z4LfXd6FibTlYsuS<EMb5!w?X~s!Dulopw7oCH3Jf84xOSb2ii+9Sc?omu=IxR~e|%
zRJWhBOD#&pPML{ZWJ)L1iqUwW#(D4Edw4=K9}C*--2euXa<&*?!#(T=&1?Z!+rAcH
ztlqVF@ZdGzU@V@bz1J|WXkc%j=YIcLIt1-4!~uHKEV6xc={HiO6N&>TD^8sG;X4~A
zHoEfp&O)ABoy!FK$@8tW`<vE<y@%xqzQ0LInteGXLPS6@$kYjRgf^L^Nfs5=_;cnP
zIcC+R?j=GuwRntk1}hxmR;xg>;zbed9z>YrTUR$WHtw{pyma(G=WPmm4>BnegMjJL
z{!)&{SsXX_x>kz(Yj8o-kw|MZs$;bpW$|b1BZQ=kAib{JqyPXz+v7M*aO0gS`<(U?
zmVzUeY0|Y(YalUjSem$jyy;$8<*%6S`_sVW!2{*j3t8>!V$%mjQuWpbOB*0R9sO9M
zEEBSyk$TyMZtx)h+o`Bt9AQ!Aqsi6Ery2B;7Ode9$lo>BkDGH(#lT|LH^dg#y4JJv
z4SmL5njkiK=lVKk7P7PsI={=P*cw3t1Q!{fRtD{k8P<TP!RhSOfR?pSpw2S}ECC}k
zv!s?d5gf!W1X+Uc+Rh1iK9bK(9rnYTb_4+nR{Gu0j9kC&mIMz=qmkas^b9WlhU3{n
zr1TWrL54(jp{_36^r*_G;wXRpZOQ^r%04no{mcP;geIq2;MyeSzx50xWD0;=qN||r
z5)_sg;5lIrYNUB!*TC7!LZv_=bsH_%mijrj&|)(@LDh1?oI43KkV7*vmj6!JSx-^x
zy*WnG!AqLN5YxSuni{u2l9N~f2;%(vQ%pqa=6XQPxD)5n9gPu1g@+k5?J$Xsmz(A>
zvMZ)S&)-}YMf08js+c^)<~Pe6UagehCzXJeK^kaR=jdcAw|mt(4`xHX{R7bFt-N4Q
zPnGUKIye~~UptB*;1MU7=lPXc3?sTPOL%vFs;``bwr79(1DoAE))0?rzj`uJ&%ss|
z_g#~j41lB9q<OjX<o`*wOb!x+<}zhi!Uj)8fc)6~0C;`<8coZQ{Pq5h2g#|*4mf-4
zjK4a6+*px{hTi2Ng3M}YE-9<r?@_=oC%~CH7%Ps{Dx45%_ZYe2IaNPLiI<beUr_H}
zn_jwl=cE$SaTl;KI{_Qh=xfQ($43uNe>}74nvAbLphbBWZ7%dLeR{LvcvUXIzlh}@
zswnBo3myHd;=Zloyxdn_G{&`E-Cb*hiETub_2emES=tbqOmF&F>lFz|q`J?TAY4(~
zF&L0}T33egepP_B3kq5*o0Lw_n$9NKY_CkiA3oFvZeRLkPuqS`GC@7iJ{EYeo!vPP
zUg%uCo}q8qNrzZi`myYOS`U;qjb^Taq1EYBEI6Tvtqev}^8=u;w^!}>{!<cS@NyU_
zaNXR2(tbg?Kc7$dPQK$!3Tpzq<)r$L065Ck#U@oN0kfxkz$O)tl_dl@fWNV6YggQP
z`h~}3JEiO@KTpi|bw#BIpT?f=m=(+KfHTMb+2)&V3ts5$G#Zthd+$XiDoKoZe1Q16
zpnawRfEy1(bd@|AbPIDqnzWGOM{(Vd0nEYGswY2UOh!|wRh&|~l1?fk0MCoO0dPNQ
zy8A#Jq~6#Cx<Dt)sh_-rc;>Ck7CVnn#0dKIA_H+{^Z9SgL%Y@k(dMD%D;4mf)WSbg
z4R8S+<sV{FeCgX%)o??hSSk7T`Bk4=R)dD-qoIu#>8>tW{cp}XBkg_+Abr1m`%*2Q
zzwbpC*v(SrgKxT^lu&B1yxW6PJv(oCxDyAF^T4*_`WFDgp9+V39>|G|EILIX+6!`<
z?>)UR1Bbtye0r}i-r9;0jZUIu&4riguWTL)qz_t44R5RQ-+n_8_*W%{NV|R)dRgiD
z;0!4vg8n7%-5t;swFQFR`M$!$Nnn9Rih#f<S4eAgF!SV}eV`dHYr9csT=Lw8ooRE{
zNdJg@@9MYLw7pVL)t%#(R5agnqeC&@U1&Q;^l@5wfFZipxVZe=Bu;;_lZTwprOPOn
z#e^w!EfJ5nuGO?`N_%Zc_J33OL*45iFltwVod+KSWzg&rs9}=pQySyNomSeM;%@QT
zH_Wx71e^9UsG>TUoriF#%)4*2NeWWbY>Z-ZvPn+bqO7E)Y!%uXWlo$Te#OWB72smO
z_9sCUfac^V`u9Uz@Dv|Kh>XI>z>o<DhxVWy-n3W`_1;_n(o9#KMWww*pIAQZhxe%<
zg3PP;Wnkwk61JYuJaQ{AK$vw%M_cSA2CR5p{Rfnnla+@--S%Bad5atOjT4#7dr6Y+
zS?+jfuUID9l!FF*`#Lz1SiRrFhMw%Kk@a#sse>k+4|ebgmHydP{(-pfv?A{vyX53h
zw}0~cDpVf6)S}B%j?xFbhW(-5p9Y9E2P1XV<i|tM7Xw0cM$+fG--BghUcZfPrUe4Q
zoV&T>%qGu<*8^}<zbtF1wLgke5qNdj?}Jt<o&?-IGJ#T41(ck<08}u3+W|T&f{1dB
z!qWM!a<_?le`+jOpPQWv8NJ?-GT+VBq&R<7UjUoEBbr?Sy|yXS5_5k$Ks06%wT%KI
zuK6dyrrPd+W0)WpNPyVCN>LES(E~V%wM*8_rud11@K9mbtqi~`eE`*f@Ngrp6$_~1
z&DHF{X(=A>8y8?cjd*wP!a{?Q*^p*1gNLj=!4`5YEIhQ6SE9VXb6H)~_duCD+ZR18
zHToj+2VA3d#|un_il+LrEdVn-fPzapzr7<-qT{1p&kRFFkPV<UCX*bu{FQNdAa3t~
z`uZmyWM*b22ay@H?xh2husa+b)KsC@cfZ&Td}A6dwWdkwExvHM^Ie4C@UN(a@j1G<
zN;l?7zzkGwGp;lM`y{D%HqkJ=zp1QW@>q9rNX**CTCeZ;Fi$y1qo{(+_$yy@fts6K
zST)+xT>`l{x*wxrOu8cIO^#fr1poQDAN&z!KcB)~_z@lQON!}%QxtWgv<En?YU)sa
z-;}`{O|A!R2w$rqf!Uo}zzbRFcE~l{jw!zmjekwB(j8>sFQpM{sCR^FC25JgoDIn&
zz1w3+zR8Sis9Gz>!^(ap{qQKdDsP9hmL_I10IPM=$q8fkp;t9^ltiZ|mOrUI7%Z1F
zue41UG*A;Tm+@{&@~vPrQVmn&L|`9tt^e`Sz)!O?J9oP{_^<XtWRcJBj;frza?!Xq
z8Y^uuU(GUscKfwp=M_C7VZB;9%YNZy9{tLAjGn_BW4(J5v%_Of9_T+Ml^~Ky4#D!1
zL2D)J8rsP<Sz)s&g!ub#rv>Zq<W9k;%V>A%f!5HD_Y0%*k_>>Z0hZY&I?h>UT&M>M
zM^us!ze?LySGRj@{)uJfTySAtuFpC#m~=vrSA9%wT+qmwb7VPD^vS!PUuU>`=P^?P
z+3@vRY3mUwMFFzKAC=s9#QuJ`3NlQYvv{aaIGf<)ug6ulx9Y~Ks(Q{A;(t>y(nDOF
z;HSfui1Meik2X(h$9q_IC<l{vNX%-PMR8`i6gPh{@_e+equu6kx;b0ti!iyagM&=$
z!gnca0|(gpt~RaoMzmeSQa!$H<|N;6&2{zjsbl)w8C*#VwdZ-s;klIFd1&)+NFV(b
zm!y~mPGi|RY{N-UkzTOrvIUT)3m|XF!=(WBlNamJ+pqgEfmgONz$mxr7hxqd6=P`$
z`&7eal!xM<D9~M6?!q}#c*RLm9Z{)FAdMFvW9GpCCfqMVs{cAD6FVe><6#NUn^_rU
ziU-Xre|H?PtMzLB*hVIKruJ<4Tl&nG5fjMUmPS)QVCM7r%7d5M*QfO3Qg#E*z|KH3
zML;v97Uq;Rz-gJ2Vdw7_X3gvK8Qg`XCUAul?hkE5x{$U-)WSR3M)qHasK?d8P=&vQ
zYl)aH3Ha&CDHmikZ;8%D->JQ<(UmEzw5V01rYR`NspQd6HAy>c1X7tkh<Y{$cpih9
zQKd?Nos+GCLCNh_dR`N%sF!rvG|EWw*tXGq@V?gnNt~!#T5L?L+<K!Ld88&m6NhL=
z1U&tE$>xg)7?rB|EL0@EkV=Tn0|n#;8s}))Dm_*Gd4Ho)bV<gt`bV%X&PJ0W>$J5W
zjN58S42a{A@p0RH=YNrz8LYZ;ZR7abI=3cHq^$ReLOSRL=pDU)`EJRD@&)Y-cNw1B
zX0K``gp!yorS9)+>sVIr<Pxoy)Fvpsty*xB1EA$Bqh<*(*v`z<(q-O4>+sw2W9?OG
zeZ^{m<(oIJ;GtPYK$*Vwzvp;vECkkXl`5T1F)>1^H!=H%xul37-9Ln5z2jPY&_#Qu
zq3umR8Y0h4@`hTB4k*rcvnzYGfm4GgX2k(T6620M?0SM1_n|I?zSa2Mqp8khTK3y5
zML(JK{V_)~GK3BIQnfL<PP}ZS%C9mq9e<nHdmXzau)TX%hZ}P&RjtH&cp9S!?T&XL
zE1RxS4uB8sX>;E4>B?JB#XjD>Zwd(r<&Pv~)Q=CNpWr3j!>jxoOxE=|DFYcw)YEga
z<gjDJ308{RbBxD!w(j&(>ec7d3u<w7zXX>|g~RJf_&J8-_MIl42H6T~v%dBTttM}O
zDAhx6;?EHQjYEjf_a<j!H5>cY+(hZi&nj~Y&&sVx+0EV_s|0Pmoe|m%*Tf_dPnJnR
zl38Z`E^O;{(A#(KJFPBn9iO~oL?QNAHyxjW#*>F$>;*4&cuz=u(K_0NY-VW<S7tJ^
zLhy`lZmKy1E;}vk$?s6d(CThBVQP|*)`&H`UrWKO1I@Y}GX@@p4YZ>xWn&@+x^NcQ
zDKOyYBXicV!I$bPF}leM({N=w?QCCaQp+97=!0t$f>m`tSqp@OE=KFtpT}<5Q`}5T
zMdy9Ve~P~5pNL=pi;CA*!st0zR9^j$KtqZZ2GKS@L&sSZu997~Guyq-ueHk4Y22K%
zPG0C5OauAdsHj(`W(&q&7bQ12DWJYD=hfk0f6ft2sMdkIpMHDsAB}u;p8>1AU+ZCV
zsc!8#ZXzr6=+J&z=|^-M@-GiOn+|ooRYQ4SL*4&vVOG`3WfRrfA6K-c5E^PA-$UVB
zU!x-yeH7LR<h<$mqCYA{Ltm<owOAH3yo`8+vq1x#iV8aHr&2ZiBIm-!B%Zf=d%2`t
z>bgkX{jJtW-O`*N%TwLT-J)(3iH2{_#GZW{QKjCtyVG*#;CkVfWRw`K&$PPI0%+R$
zktXteu2wv6J&1Avk|HXO9*Aih<uV#y1OJgLJnOrDyQGHbLgP-5szdD5rFwYaYOh^f
zY-cR&ls|Tvna6zZjedHx3n?Cf!T)r+qS~LLqe3r$S}E#XU)$n#8-%hSD$X#-k;Afp
z<Y}Ba<FbNYlB$h<%tgn65S6^YGcRD*!7^4!a8dVc*Y14#E>8IHVW<FEnD_SwWsBJ&
z>Em1iT*F{NT2Y2%cI>*ueIaHi%_C?pZ9m?MMZq=PZN__rEp?%^>kzG>{^2`4TKr&!
z)c4CZ*FcUsxup#wd$^9OIskCNGY$vFl^U_!0*Z!!4{4&B9WB85v9Sb<7^Dq_!DmE6
zXStk`K&K7#l4Nc4hxE9mEE!%H%c5YaZ+Or4G3vs;ee6cnR?Dg!`e5%K^dcb|X7it$
z*{tG=GI{5p7SeBvLoq}F!i7Go`8ln?ZAO)?R_|`eR45-*&A;rxd=%MjS+9ZPE!{iF
zSAP1+@b=zqGdc)(TkiA-OpnN-AKDFwk?ZKOq)IsH{LMyaxC=+!J<ZTU%KrY>!qF9^
z%vHfjV`U41iHt_VGaSw=H&=9AkDm*EU*xta%b$1p8FjTuF&s!_p@)ZMngesGQ0Aav
zo&?w=>yuiopl1Qbq&fy|$7i}0$>m@D@OHh=%{xm?4=U#(u$161qVDjtE()8kqQ>2l
z*UYD<H^2D;X0jx_WG)zvZ@}M^qOF$(n+;Tnqbu>$iR=B!$9ut$@;OkHYraFrqhV3g
zfT;Xe?|Hz}Ft%Y~q^vyr-ng&|I;v;~E`UHNX})69-BdwNPmihBpF95~Tww@wrQD8h
zvuQ<I3SE8ybzV6zN2`2LkRi?wS5;)9ER$&TqrUH<6c^GbxID0-g#HmY+ttN}a+^zo
zGgvm(P}yfueeGw#V1`c~d`kH}GK{b&ev}G2&g$}zQjjX`8N{fb`Y|k4E9O2e?6Q3T
zvRSkx9VZqGw{k{T3jJ}C-jvKWabdEXm>^=8;MNh=bv015R6XtQUY_wMX|On>-D!eu
zrv6XEZB{iYaqA<Z@#9Enh4(u)FAFjt-NRBWs*-9%^Wp<xlFMi822WaUuO(t5ymO5C
zOh)nl=)Lw^W@jDc3}?H6<vCsRl#^USmmnzhb$_X|^2C{)F%gIVe4pUgN25aA=CS_8
zWpv2e&nCyNv9S*Ue%(gS9z`Cb_1L|d!+*6i3q20h2`g_TiBo~prOKT7UcoUnCGIjV
z+sT%O4y%OBV}(#q5BdrnY|nHDGi<~P((bV6H>Vn!EtjqRQY5(b_CY7)+vdrB^~It%
z&FU7Tl+`!o&mF;vECo8X9Qg9B_H~FI|EGZ{Zv@3Nc}}Q7+l<O>^}3tiwQCbL6IK|g
zo_VTzc0?5GplTEz`*<?c=Df+N-@!Ol1Jj+#@LIj03W2B!T1d0y`^Rj|=iWqWVZv<O
zMTp^>_M8hEuB5ztZ7@S7!O*Z)YFd*(z3GA`d@_T}{uWkgQZqurP(_Aye!MjpXtigR
z*Cu&rv-lLodK9o~+wN2p<{FB%JZ}XnXfkODj7b$L0`;`7?b-n_VbJ$8f{j?V{G-a^
z>oF)Kez6iP3sF+tmy6D;qzzBW?UbM2MdRwM-ic1gCYEu4iAqjPJo3%ca(D5WnAvB+
z|Eu?(RdmG5pHj6?P;cPbE(M;1ItH-)+rL+Ch&AH5b~ls=PL~NnVp6>2zE~4>@=rj=
z2_&Eowm86fp_bhX!^vjrZ=x-C?5aVE0kqlBOlcw0e))*^hkjv(i+87z*;WZ3+L$Ze
zH?y-v8ER}em5q<vNxXg<nY16PKPzOpoqhO0ybanm#Ot#X29B}2W0~e5m)2*>dtVem
z89~r-i2MFb;YY5WuT!ZAVl6{2FJG;9>w`n}AWnT%ZUvQSDU^Ii)Wh#Om+t&#G^0_Y
zxu!;pGJR}BF^%@4Je|td&Wps)h=XT+riEi|NjNa3yz7IbF|C*#i8UiCNedSz9@WhL
zR_5)uSO2c|A>|LsA&JL)B|>BEpCSB3%SP5~6+VV-2jN5s2{pUi7eywj)rAfx3<Mb#
z%pktK`<Mv52MT(4#-Iy_r)a6}Mt_Ud-}i12aM>=c6w|NQH5<L^{Og|GPZ+^%P>P7M
zRMX*}JFB-Tl$&ii^Lw73`2Mg{JU9o?((YhJttMj@6Y%zzkw*jGf#Sp9j_;_l)2Me(
zH5=2#tXkis2bFUv6~s7@YMr6D0j|otj;<NE@0YPF-Zht>ti&I<*kQ-a3izIhn?Hb9
z_0!qBLOO7J78sPjGhT;=G=ZyX_8#F8aj6#SfHwOR5ym<q2#NwJH=$MGd+?e)_gq~D
zUykdDk@-mp>`F?tusJb45re#Ho3C)`Zx;Ip4fXj&W}Ptm;A{_ie6-EguLmG-tfv{0
z7rG#og&$j)l3ol3heLU7Ge09L;ndfqx_3-U9EV!vK5(gT9dEsU8qQBSkpCi$H8e5r
ztIVpp=Q!!MC>Qgv8#<C2PeSV{>l|;^Tp>9hKkXphr_*aiN1O_6<qoe$m`Ze46)s%Y
zO%$}-X2>Nf%&#Wk>a1U^bsu&)2hXLiCgeOR_q$bqSBVkxZ-Ec7gAw_7pcLlz`tonj
zA@{pKsx7z#6so*e&n~oMEiGaW4v0q1$m*WOi>5N!n$-$Yi>EBNBhO>%>$CQ0)lkF|
z2*a=11FBuqieDENkKX7B=#4fF28x<2?M=2a1B>07ynil#*hQC8jjqiir=@JFLpn*<
z5}K=54`2pzy+&+-k>$u+Fk@Bc-}+h=Ew$OAs(@||+Q6L~V1n|uj^bGo2*SNUPdn@D
z{}AK6s4KTwSniA#buPx4rAK>g)9~Luf2>d2#z}l!FZY3@x8!t=Uwhx{6VUQ}3wjxu
zvl6T5Y>}~CyH@X$fA^*)8}u%v#QhHd+a5oCRk~kqFa~fQvF3tUToIZW0n^tjed)2T
zn)}4ZR2tXPhZaVT^{LDC>Ew^Rut{uSqNdcL4SGumOM6IA3vp*>b*(`2y{HVfQ&hY3
z9YavMNF&M}fAEcT=2}op=l%$jR|9mv%6dz3Dc7tB=K8ahYDQaRx?_sY@3yGdf0(IL
z6J&Z>Tzpezur~N>WFxl!_q_tG*@EmvXhCtk2XW)GL(`X&5XM^NuO7D}z<L$6$_$qk
zK>A?I`@Pv~)>v~5{Y)k6J&>yQoef4QYnbu?@kInpf{{oeP-85@&ZpLWt(Ct5<{6X$
z-6HaNq0lZL74@5q&Fq%2X@9DT#BAXQG!N1*v7GEZR_Xo*4iiofUe$a4+D{cpPN0+u
z8nB3|N_|T95<a=PY5)6Yt%D=m=%WwlZpzWKL+RG|K<QErA-?tti3PMna$>qDRN4^_
zuL!`dEC^Py@+EtoFGO5`8$1*F&KMw+xY;Rgw??m<=SO>zF$qebXOomiOYu+9PF5F%
zz?f-#Py~5acgqPC69MDVtMDi&qKsd??XLi`wE$$BQDyq*Wx`{IJH#4l>{DrS-DUsj
z^)gJZR`+P|c+H*pynsgC_I1&?H7Ii}p#cOy0PsQ?h;0MqI*X)BW)(N(cb7J(mn9uO
z8hpT>QS_f~fng3(RWDY@Co=lD?`Y`eA0w>b8n9Rf+qUD(tXGPfgdJyK9e{Gk5O)&=
zC34z5M<YUsYe|oU`U4>&1%S$-$_xhy#w<Q~zZ7)_BZC@W3?m}J5Ox+FO_~+UjS*4J
zE~!$lHR?W~E>P)inJ0dVsoERfR7b_T{XVJ&(o~^X%;~%iy6zht8lx*CHWF^PCpG6j
z8<JO#=@RdIOa7-{VHI{f{n>-K7%0n*@Q!0RuX-K#Ats{p1T`P<+R!o^czAJwLgo_x
zEtvs;x6HPq^#mPIuRrzk;5=s3MArq-L~M57-R1l5LNFpCap$hl<-7@2-<OTetKuJM
z;c{oXs&=`4LeRzX1~RbzTU{J=o(}4{IjJO~YVUgwYRL8Gi!$gY8a^&?p2*W6YSx3k
zAL1Jk1OQiuzQ6lLMbR{Gtxbd2SC1sM?^g9p)g3S3*UV9}%>DJR<@S;YhB~$L8TC(#
zJJ#wov)wXDv3YTU7Mh9Bp{E2LdNhx4nx+%@Q4G9pr@Sa&@>Rf&oLyri!7YS@Jy*r7
zO&={N69TW0+G&xycf)D>gR+pkwYsvyQ6`(Soml>?J75UXlk**i=J$5Trkmg)XgAhh
z7X3A{EiN8AHi`}iY%+3oOZT9-QyZ&K!5_r-99re}lqkK>Wf)lvXB$*hWKPQ;>Nor)
z;M(q)i2rwPtI_RNIQ021tQ`%?G7|?I%J8*ICS}-foEF+0O@__u?CX<DH!*+S9xvc_
zEA$Y{9aEwBShf-9iB(l_J3G;*$4bb&DRUsFJ+Ruh(AcsOT!iwblaS}ig_j4$RVv+a
zOKWKMx!!Lk*3#<Y*GMx=y(I<-Ej=+sdqa3Gsh3*#cH*GcPKzKfyv*XvlkiY{d$<5O
z>8U~8bl~Bqhd?EG!t@A|8HA)-oO7Us>DX0S0r0vHR*JYgR#!qS&4jtxUE{3a>L9(F
zMBe8(nO;Wm)bbp^wJvG5-Xq_aGvN38>(kKCXNRAQ0Sf>xZKaWx4`tpQSHWS=@$IKY
zg}Qs+?{<?)+phs&X%f?|+@s&9z)#3V=WV^AzpiSMx`9*|Fj^Wo6(_ymeV9dMRImjk
zld-3gr|n!IWl<kcvHoY8CP&l!#{AmHXVT53+G>AAs_aqYPj5{PFOlIg_gojmk`eZl
z3~hQ=^JVT9@E<5HtC8vJwOE~gb$&I`XUD3`R1^*Pm=?|C5|Z*R2bw7(pjC7qVxYW^
zA`5!ie|du(UD?McJRxKj=EzLQ+O>I%Rcb0?Ko3^|7LCiRKnq`+5p+r5)$mVJ7UsZO
zWv-1^6Z(4x>MLylR!}Yhee%~w>)bkwFbO_-g)4WmMV0@Ibce6O&gvb@>PD<?Brk0`
zn(sokMY3!Tu;?a!?Gp7mMh-NEiQx=~5COh>kFi)*#HX`hF!|1-jXpWsNUE@1Jq8sp
z;djPdyCjIQ=>)gJ2;H$N>@(Thq2;TG*A1i_kD5}a8|vs39z2gvng5j-vI%sa>x-$0
zbW>2(OEtwh=5~zZBqpm`)G-DKRBcuT?9I!5FH1XbY3yuxSq?H&swe6A=LfE#_-YEy
zI}y4DZd2S=9@$M*=uUo-?=LW(*RFpl>}b%22w2XxmP(4h)F}lmbXBM#dL4A;(6K9Y
zF{EyqQ|8VO<`KN<&I+7gtjk<jN3+JaTt82NvyYKF&&-@m-1MI|7sM=4+&cKf{5PAo
zHJDh*2Sy->J-~}0nF^tYKY0->b?u*6OqSgikny@L_4W4rbU9FLik2bH?qf6khNs`!
zdS}@-z6mx%Fn;<z3r}YMgSs3j*oF*wBSHnTwH{dVf?w-Wn^`_+!FKk6G3BG67uuNA
z=Je@l|D##o=kXp(l2=NV^e#c6eWPH*sdfvN+x{`wOph^v5(!_g*=b>5{~-PodxG}!
z;s{F)oczzMuP!{nV#}3(@o1K3pjo~*;dr{m2zue%*?syAEv^JsN1F9dUx;r82~H#I
zai*IhQwbT`!78fY+?>p>ZMEYk=DZ-LCwn}Q6=Y(_4e4;0haDC_OAJ7iC3-=fu9sBc
zY~%Z`d{Cm3xWVRGr1B<&46s$~*rTCU;#VDlTVg&|IG~|G#~+o)N5A!eHqs;RyfcbW
zeIKq)@6i^TOmMQFi!~)QwgVh_Qs^x-CPy)}G;g7zl0Z9lhuIHWbG=2{#HxnWRP{R+
zE2ss}Xy1CC;9w><jf*!chSX<emjrRioEm-+=YH7ycX34SJJB8qg-fdAP^X7c&+_L;
zn$zh^Nee)_Uy~m)rT}*ci2gpdC}`x!MZfhh^!+(`jf>igF43kIGlCudN~Q;T91i+I
z6@})SaY?2Ph=A?cX&^$r_ID|zLx!%5ilBF~*5?7<DCn)_`wm{Be2uUMebJg(lqgm}
z%_uSkzV&8@>$UNlXQ_uZuYR$OjdCrTTx~XGQWx*HeV0QsyF+PE^Br+Hu!LqB46RQ_
z#nhh`IP;L0q=gcliJDBm6PxrQUaFRBahEo0Tcf!#g7xT@-ZTF?U3_-Sl{lTMrh^@x
ze!Wj@Ucfx@{(fskrT2D8yTCdddxu4KMeVunIxw(&5D4%=kH5c}Jy?qCh1fCkd2ap%
zu^tb0R%q?U-dI(=R*S>)_BviJuHkyCZ_j1ESA(ltWG6SBK4Fsin2Z))H~3||;pLX6
z-hr&Y(P;pII||Iu$A2oDRAIOqSu-mv#KfA8s1=VQ5{DZyB|0`22Nq0nO;SG_Fn(#8
zVOe~Zh^rgdv-@K6qClsF0oWlN)~4lF-SZ)zYcnpnljeCeB-EhdQ{G@zBc8s4bXOc5
z$W3X93q|wDaKc!ZNXu)9m^-IVXT{Js%cMrzS8k#LpUV&JXo2ta+iV~&VW=Or1e3e-
z=p6ukjvqx04o1*h33@y=a>c>pW*0t3mpq_4GEhwrT|(NmUnL~7tjDzbb>ZjEMd>^#
zhXUpkYHvyI`=EUH@L+dBX@M)>)}Ex!jK+<(u!gK{n{_Zk4M{3mI%u9eUV!taQeOnP
z$~4H2;oTVay_t6fL-6^{bjFKU;^7&#e0mMYl-I1g5|5Uo$RyIR-fa%c@&X;@6GOc#
z=nxIlbbQDNT^4jS@m&L<C@ucE-;O=21|VdR{%l`mxfZK@KE|x+rO9$HHeVTjYxzYX
zU+9~i5ey{~1k8Zg03<9*Ou&onZq>WV$HQ{E19hK)h1bP70cb={ND;tzg0#VF`^{wm
zKYd#2Tkf}<d<;gBLf_>Ib@Yk7Cydk>Ws)gzEXfOkT1aJ6>FZ!TLxIMoxpp>s{Pab4
z3ERevSAQEd7vKs!H*0|C#h}P+@MC}eBgL_}sGt78tr;@=2Ux#8kg}RT`$C-{<L8y$
z%S7e2&}Nq(8$a28w(x3PmY|^w2kY=8;g-->85<0J=4rR<_spP--_gl?uryL-jDz*A
zm-7UMUMjx`phaXeEe&@`x?AAtK~rcK^PS{m_y-T9Hb9J4#6a-|GEV!>wEL!jXaSjM
z@XAYpTkSjnVFR%1VX-yG<((ae-5*%Cxr+>6O4kqP+m#DmGM*w$yo|#r%h>5pX}ohI
z26bTG{^Py<N7Jr{gJ0|;bK7YMME(8p>FCN&RIR8r`P|Td{`%rS$+xXTA<Li<|JAlZ
ziiFR~6MA-8Gr)lB1eRKhClvyB$h?qx6kI8%`PpMk)^M8of|*5XjqZ<J^rIPKAUs05
z&AiNCBE>b^V@Kmf0bA&+c_$3r!7o9VJ&lAleXxWJ)*LOAKoe{nCb!w3%gx$K1-O`0
z+Rs9f{{li(W({zo>IKYk8NhcLq)0ms+?-tkw<i?=GL=tNs_XYFHH(#`q_jD3xt;d7
z=cyo|{#Ym`m=q6I2k3n}Un9C`GZx;qqbie{ek)pT$bz?``n%D=qK4gaRk^clv0VV@
zOe#z~BJ{8Gmi2d4f`67jCb;pUD_t?f9*CoM#tsj%fuo<}iJbpK7$V7#zDKfK231f8
z4PTM<3BDsTQ9V(=(3K<NFVSPmYrazC7oo}__c~Y&w4Mx>6Z5@>lZl#!x*g{=^1d(3
zpYyDnKGZbH1wEqGX#%unpA;DfS{(qH)>?}o?yllEBmi6_08NL{<Hs4m02KpVPT0Kt
zfS3Tkd4}rCXG0v@<|cFUrAjzX36FgS)aZ@OE!8W6{6qLOx+s?nxGKou9=CjIRSUsH
zLui%ll>alJdI6Ou*$m?9LePad_~)SG`i>_u?d<Go$XSW{Ko<nvx5PUf*l=p|EBAjf
zigt&9o76eBd%zzHJg~1Pk+!$<9G-o@6#kmKTH-r8x`++dXpnVZ=ca&Yl&}xUXteqv
zOJL+T_&jf+f3EF_pQe?|_J5F#5A{~yd8t0SWpgts;_44-faob3Vm6pOBtJOE>Sj|L
zEA-Lx4GLlu>CnCZ-qd8{7YMvonmu-bNvc7Wv-yAViu_;DDX*z7FT`1s&M)*U<*#Y1
z1?uzv4k~M7V#_@-i_e`Zrq#WLjO0ICXW^Fi_%zDVFCQ-ayvf``)HI}}N?&2YfgJb2
z<9?>@PPu<U-=f;H$8B2gw-HNbqdz}}i2k$e`@elHv$f|SiLH&!+DmPrJIb)#Zf5Oy
zAR{dTLP2?>(^M-Xer0|0fjYQcolkxf-0nHMtMDS9Q-$FQu9#mJxO?ZuVQ~rTNnBO?
zN(-r&=C{x2$&^F~k1tuT5=tMRUxXN5j6sh--jV`-KR|*jNhdt557>ySo6XVJO(^cb
z?rwJJU8z#rf3t})Ldzx(_Cf`Au+P_8U#|Q0*mMg@-Ff`Z#VRg@actW#d28ehb*~5~
zx#c49P)a?dl3xgBV$C~x9RmA3C!<+>m}vLibQ(i<yt>#l5QJ|2`dbcVJC!au1353Z
zQTOCtE7UV8{ZEI`?8#w~i`20&Q?Pazcpg5RIe`azkm#fZ?ua;W9<4Kh?guRj1cK^3
z(~3NZ#TpA){8?-Fyy=P)G!j;Uq6lAp{dU}r3Xt!b7oOrP*v%BZOPkteO**t9|DxkI
z%Jca5gXj#;=Dn(kFIT?_(gJ$C*&U;HZFqt@NV$4Xm-RukwHHOuNu^!D*!nrAgkwge
zelLdX#0-46X3n6+!EKzkZrvIJ7k4t;Ed&Ij8Y^ZY<MBOkGZX;wSgA@&-Bv>81IHO$
zd;+Jt4Q3`KFdWH&7dX?}uK?g1lNw1qYovt=@X_Hi4%CH!Ai%AaI;OKaQ*Hn$@bY3K
z+Cns;8b#Z2_8-q`vyT>iMV^7xww-A&yc1!spTJ}J(%EEu@Aj*Nvv>|8BiLkywn^Dq
zsR~G8s__Za&HVXx-%iBnB^^a9j-6lWd#5T*L4>zzo5%(VcC*G!7s|qhAqp+l*Zl^+
zfyhC*(BA|k6!rMZKW+KYT|R-3^%ZbZBGw|?lO%nCk5$sdHn0S-qH>_&c(Q1UjTI@<
zjnz$>bT+E<G80vJ#N7%&jv#5P?F<PFZGa-aX;^5{Tx%ie^=<A9QH+h1<p<$`f_iaE
zrUrC6_$&O|(;+#Vl<7yQRspvr83GZ04{(Qo!reR(8>XwP3zVSjl3&30)DQ9gvF;<M
z#9e)Y>s=8a-elUYLJ|vOeKCF!0Z_1yj0Qw=*%~7jpXAuzDW#`;+^u(q>`i+ms<u0q
z!;&wGfEP&xntNSmp<6k4sfK{1gGPerj~~nxLFD&W?j*_cQ!xtA2_QXDUpH#9kKa;^
zaWP6AjqAKfBWsYLj(oG*f;fx`@Vx;d`3hkDAEhrVsaH4b07>O<Qk3?IuQE);`uhw+
zn;N<ixYI2GH={Hn5d-=;S7&`C@bUh^mlDk|dJb`Pw!J|@6>Q_OHnaF8;f_Pqyx#lv
z?%d&M6&vxK9Cw6%S4UWt^iidbH`UkqF&DKXaSl8{v-cB_#1|**yf1(LzG}-F?u}0#
zQrX;YlcYI`bx)16FJDFR4)Z!87@Jv`d?L*|&AKj90!fvus-1@cCV<ikMFS<M#Yv;Q
zDi{5fewEn<Q%Pjtf8}vM-`-va|4=^vRFd|S_dSOUx!+0}zvxE5uj5dcHoBkt=mQ@d
zkmIFP?X`>KSJ*9G9D;DByJw(Uf1n^`zP(ubsfj6!UX!4b`zX3*=~}6h&V$%OZu5<l
zBQVkAdN^M3@kH9atDrj!a-qBZ40^;Q&UG*d)e4mMpZu_>j)^`2_NLx&p<4|n`97<@
z+B)Flgy(G;W}kX#(cq48KAaU4N#tk?kOAL;I0@KMoz)t3)1dV11yaQSd<Q<LR}j3|
zdCu;8puX?0JnBlX)=oK2^q2MKwfB~1qb{AlTZ?@V+xhw1ZiNz4GAb9~zZa3g8QHC`
zC{(#kQ-Nv=0ra3{Qr<e$r@xRuAd5ntuI1$nB0@*xj^|KLS$u;XMW{uv^qD2>6l6%W
z>-KEOVa2+K>0tY~59NWGW%=rlcIu1$%9{<w_%|I8dY*#l44n2F#LOY^qH?E&5#noe
z_laMeKsP#?5iqTI{UkQgmz`wO0410Ds2eS>19eVm1^J{hQp?8~_+gS^$^Ismt1Kh=
zIw7Xg{h3@}J^Baf$-Io_+^y;$CUa$sOe>PGI<GK21r~J8?RK86`5pYd`02O+i=tO&
z${{E?3gQu^-Q3$M1|-l3@3C^<=*=C}qC@`E>KJPMTWL`s#Yo<CvGi$hv}@5$kc(uK
ztj~R%IehpX$P97-{X7c>?Oijd0ZY9&?nTClxOu8B_2lN|?1#QP>us2EDm1v;Im*;>
zLXf2JP@O;rUS$D`wfbD2Fn!%LMDYjKGJo4TX-5z;^<sxs*%jH;>bYWl`nT~}5Pktr
z1ZqREH0|JEHM}KCpz4p)RSDxEjY=zv;l7F&c_`O<xf|Fl$O>-8NDErkoG+lfy!>9#
zXQbiO?UBB=xQnM4>AJYF$5P>4%M`cCW8?(~Eap1&w)MEAzFyH?y5;)AtIeW9@Nbb6
zdI_rKJ7dmGlZ$<q?I3hwsrT6NqQ{E4O9;YBL?iL_?u|H?W4EV%DgjS109n@k7iiQ5
zWt3A#MZ0a6tB+KHZe!@S1rvv@XuYb`s<7pDDh{*F4$xX9U1Q_;zgTtUVj3Z->ehe$
zoA&6x=TlJG4H@&^?VEX2_knl5T1CeiD$w6}s1Cr10x=MIJFcP-P`?sCne9eSIa@%<
z&fi+>rPsWt?sNU3bFPC2PB_70fn)bM0oZpKt)Ev~o0M=P{2CwYAj4b&ljQl-{s-8M
z>q!ehh2j8u(|<9<zs<_~VL+H$Eud2Cn`L}fdflF%Vq8qa*FKpK-<Lyw9lkHKIK~lP
ztpvA9`8k|pCS~aD;W7scl(I=STx=%oeFwAoYvmZ6ZWwZHk(rr?yI)FAYN_!!?$QPQ
zZjGeXSX`ZbjOgk#=pL%pl<3Ly3Rr%vPKlWz0;12EBY-d{4MIw2hX~<rK=N4?k8b=*
zQY)fCMiUiZ#jxwVbdy+P<6CL3L)Z_Ij8Zo0%I)DGl1+UB!bAYA`?P|_XiqtC_4-?<
z#w(qwISv9i!2HKXvx>i+&|D76e_f>MtDoF(InQcKw=tNtm(%FXKDzJWb-h}LxE9rg
zb9QrE+`bb;!xu#|+Ruf|YnBkiT6K(!gX7~f<itdb!*|tu-u$%|GOfCl5K2I>cX2A^
zRUDZo!reJ6Z{E1RE&%Z>C42qj8TFprM@mXce-IFzJL)2om8h0k#`SfqFsD9b!vq(d
zGL0XScfoG7trY)<h7SoS4mmu&p`%av^WXy`V%_wmYE*o2wG21HH^y9!?54OA!}_z5
z--gngCBJ(3cReZKEmO%)vT?v6GPT`g>1-LaAfwpGC#bZwD-QsZsSj~2bx6mmyS=3=
z9dLcZ_pGiXUv=tLU_A(j*J@3E%0#1u+769bTtCM8mlxX`-4MlDm;%_7gkS>&2=HU0
zJz{1C{R^SOv@fac3DtwFb<yRG1{RUrWB+cONfN@w`hI7*Tu2b_=-4KpqZcJYM26Ys
zdX1M$C@=1xzN8BTJZ=e4C#pFJ+NrPAwA5<-U%cJ@;L?Arae7`Da+;NI4C3&9R=d`J
zxmtRrqXVlbbbAV?VD_E@2s%}Jjl=Y&HN7(Zx4<A&5@5$fjTve}4SK{LCn0qPQ_;LW
z@~!bEy{JNGYO3#@Lie8=mVfN-_vSQ1{Hr|6l34eVnX47S@n%IrSv=4n3KzgfY1Rty
zR{ur$gA%OjtkHWjMJ|%+!$k$I9}f-nte;uFJH}=6EG*(||1W%^PomYv{7Ay5C(><D
zW_C>xyp5GG>&F0PmGTh!bK&B35bbt6ZPRkzCIRO{$HQaUy%{bSd}GcrQCu6%HhECJ
zSXXYBZE$P}+~OAdyZK*ILz55*jEF*O{6TeW$LV8(1)7@jENc_0Yx03{c&@JhS@5+O
zSdBh4F}Z{5mwhKe-<`($@NU_oj*G~<4(4h35SQ&FHS|u{HwvNy{0EGR#x&-iC01>1
z1-BX8mf}+J?oGGwk?GBr+<)1rzgcjPt)IW%LDx|<?-C9ixXb9V_!?bcANLmrmA?tK
zN_hpvlvv!uV*LlqBVdB-NCfRBzA+-DUJdl;wC?&Jv}}M2kmwhguA<5~1hjwu58iWV
zuwREArj&bR(f2OMFAwYP{mn0rM{q|T8-LQ~uQVjuVMMuOCSX2-DE}#R$nlLDmY=5-
zemkMWF+bu4HrLUtpsX{djlboO&+ED^0o}xW00>Rh@h2qlHX5AU&T7>J*enaNtR&@H
z)c}8FLcLnQS3$m^SZk*<cpWq*Akd9JaokbdnO3sgj?Kp~BfA$Lhb3Qo_|UZ|E+V|A
zGYlbhtg{t?@~ku{Fpid`+5-apa=(gl*$}}tmw3TNa}m@k{pF_RB6~{&gxNEZ&PzHp
z0ylEwOlRqak0B7YMWY06Z3wD^-@6fBZQ{mymCLd+LOSi2%|@O%%Vs~b%l4Pmgcv5;
zBvt)0kj$cXp^VLt-ML%i8r>X34Epp?sx+jsP5Cd0>Fa+3K2Bh(1Vusde`S95&|ReF
z$=9z~^)b|Abw3x)hibjQelh#B7CN9^Z&y-H-Mnkxt$WslYyG)`T7?vUbxW@9K1I_+
z5e=bpq`*x$xm6G|l_}~XE+v+i<DOu!jJDi*lpB%q?*SA-(mp}K+^59jW%;<CW%cU5
z?qUSl%O`Ngv~ZAY5%ohkPqx1b#r5?{DeY8f8|%>YG1gC842w&0rZvt5dR~<fVQ&A{
z7~$$Hd~Emz_TpS?yVYfJcV@pkkT`DSN>ji%6rvR%MsRcCD-vk^ub}c%1w4^=M})6#
zUh4|XE?7h37L7xcG=pAtPT$X6l(+O5JPFvxQx7xVJ?zalhD#(FbRZ7KK<eo!_Yvx&
z(8xfUr-abJZRcW-wE?p?I^5v>#Buqra@3d!%dC$)hQ#Sd?8|y1hM_BbH0TKA#Le7g
zAA(bTz2Lr7(nkCDWEqyc$7bd3`?hX*7JIH&7QsFWih{Pao7LzpG4BUqrMg3n>1r0q
z8sePPIEGa1feodf^?;eKnd+|3U$QC7qCbg8j(h)3OkbM<a9w2kv-{;K@c0xB+_xBl
zsLMx9!>OM3Y2vpgq;;#dg9P7*FxW(*YqgD|D_7P9=O)E_?X1$$l;Qw@XDTpzm8+=4
zTh$?}d&6Yz2ppP0+@z3~!%*n&j1a^|!wNk-uWrn6SPkaJr&iDvzl@(?`@UcUB6|B{
zp6|>OK3Oj6!PWz(<&V9~zhS-_u3wr_n}ilZdWM%facZQTL7b(43kmSk^%9HyRe{b~
zg<#kVw;_-~^I@O`V3Xq<@9WTg-7+cJPm_(W?mLnuiWOW_**zYdt8jvx7fsm?)F9p`
zuO1Ky;cJRKQa!jdI)uS0+H%kCBOs%68bT9=>VxqIeft7!zHLUbi>GqmjVXu#ErhTC
zZ!YY$t8Yxp%+8Dq;x9VUom6P^(mjmC7Snidj~m*3vnEDcg=KLjL*m#u)y?|X;B=Y?
z1Q%OQFz)M<&{>xZ8uV3FrgPoqMV;F7>%U!V!%d1!>T&DT=5H)|6u2`YsjaCP2>>0!
zTdt$LVR3{SQ@E@+>!~_>lt?b3wr3MPmRM~FmSB1?7*zW=)YksJ_b09VaNxr5A5{QV
z4Tsfj4SL^D>o_d#K~M(kLff4UgT1Ja7mmp1E;Ill-XNHPs-4}70t4+Di1NhG`U_B=
zAfd<3Xg3)2uQBKo>j_(ODh@gA9H}Zc#8yQL1R42A$cLl_ph+OYo*w7;T(h6*F)v0~
ziE$-%L=Np;1|xRz{||gf`ftdfg|x=a?_oW+AHBty<!AQ%!1@2Qyt+yLOAt;SQ59=t
zMXXWFk00gFA6Qa;k;FHhKyMzJ<~%9u%}|fP0_;3%{e#@584YmM0O1YvLZj)+Sp8~a
zKaH73M8pXrRcN*3Y;vg2vh8}MODq@YOy3<D$YonRb29NQU+y8VZiP6(iGkhQCb$9I
zu_a{weHYk^impUj>AeFZQZ*h$*XG+l`r6h|B3qIAMHJUsq_|Bovx_9?#&%a>y{&Di
z?(^^fd{BR<zjU9f)JvJefyqPj{|ydN2fO^C8h0Tn*tK*M+*S!hexqys%F^d<0Q6e0
zZd#qxrww$dw(1=5jRxqV17!i7QNVL^!|B%}T>&o^+(D<4C^9&(_XDS8a^-I=ObuBh
zK8H%VY7@9Lnw7~?V}3u+FXHRjl>LC*b39ph`_-G2=ey_<x+3Itv`f-GdR6&LU)Lr*
zmuKnH8mi~-6r*D?X#F-1>_qFPBW-ZqL+1Zg+i*bakH{a2*kpC&V%Mfq?o`Ro+j8|q
zL)fK*(Mgz`hlQTO`>=G@7a19SWQdVjY;|}F^zzR|u#H@vOP~%<tnD!hFQtsT{$Kde
z3M=^bH}kVT8Rc!v-8HuF-2YUm1_A=`G4N^4?h(oqB=u*}zsSfUQxmBH{dgnuEq%V0
z+Sw<CFO`9fC(yqCxBjC&s1GV=n_Zwi+RSG6o0Z^|Gi)Zc`{N;L8h^#1d}bhu_~#}W
z7(X#SGNNLX$sXhL4ESthA*a5xA<hqj0p29b<;uLQ4Ns)WD&$HVt3L!SrpD7?j_GaF
zG2h2vtV1)xDi5HdSE-S$YT?a@%G!}XaRuu_jzQb)U=sw@c45;m@G*f2Rg>z6l(b~)
zZov@p4{$hj3*m-cRZ}}g<Vj%Ev;mNmaFp+_2bX));ruuBbbHZFi!*N3Ydzj!5F&yu
zl~h`it5SQ^$0&clIA=`h5XG|g$0>33jp!_F2%+1`VlA3x4s$`AO)OXNJI~uC4o2l;
z24^0PxnCb#PIgMLe}T($?W*q5EI{4GoT^;{@IW=7M;^%en!_FRlKCPx{g!^-&`{Ol
ztO~YqjJOf=7bW6Kt{ec|HUJaduZ3o649!#&o26>y936A6y0yd_Lpc2KH8K!!5BLLQ
zH;HVZAy<{l$-4NP4s>a0jo$!&Kc?k5vz~kP*!8}BmK7&UU<Kj5Zae1`@*lj2b4(bT
z?hZ6vjj}gti2<7^zj_{2ZZx?Fk{^Irdlza6tN}%Fa`h$^<DF##tOFq$9_t>b_W^?|
ziuDpQ$f<>xcY5g<cNwv^X`ydV^xlI(sg$ljAIzrPAK2L<r~8alVIplF{nMm#^RFNp
z9HLfK8vxtEI_gv}v~x>5rj2x`N~i}eZKz-0Q9E7v+9UAW1LeQ<7o-6}0>g?gnP~gY
z*)Y$=)9!$&YB1z;^H$nA6uR7i!*)<-%yU&1_YYHW&$w1Vq1)2Rsx=kw0ZW*lyDgc?
z0K^1(3gxOMZCZTZh)&IKB;w-_bJ^k_fMv>IN3#H(!a0^-5Nx~s%x&g@@^n>fZpX2Q
z+dkFpdz*~=WAVXoRoM+TDDs}X1&%d^)^AOqejDy@04daH^ka3Kngt0u@r6xKzq)DQ
zL$3X9?(Nq+{vdh#KHmLE9%*KEOUvun*ObuT@A&Q7lUfJWG(91oV%zbMdWLHtMUd|V
zEhY{Rq22olhb6dSvMgW?e5BMYsm7!nev!caiv#)<uQCDXeSOK;ZzGy)?zA}AsQ#h=
z6qhj+>Lvw>&k8ws0i6SjRDjxxerOxsy#lu3>o-8kx<pw+<yS=4$i_@lME2{<{La<h
zX@Eaan#&C{WmJY8JDFIP8e>Wi_zn><S$pc~PXYZeJf)uBsOf!5eYB(sNVYEYfMvpW
z;5hw+E|hI>5hCLYBeg=`w|i{LN&NPF^U`<NUGsV`A0ngJo{l3PbfqrW^Y<>ylQtHf
z*-@lvxq(Bd$D1FsZx-c%7d*8g#1$HU0>Y#A-v087a<>eeKc$R<%DxjFlaSTaB<%J$
zH|uYBu;4Ucl-Dk0*AZstG_ac{ZTxB=#<<cliHpjL1R&ghpXLWcanL|R)h(KF?(coV
z4d=vp427Fe4hCHofIbCKU4Z8@6Vn$2_k|V5=t>|=u(oG)pp9E=Ya{MRa(0P^Xco`u
z2Czd_F5@Y};t4*2<NDk!2{lMo6~i>5__*Qg?Ga?ti<9`<uEACQCZq&FT~T<{%Pe0k
zXs!X+D2#~jAT-1h>J)~m%^J;t$9+26-_gKw3B_3+z?}9;Mua&}{vtPYtsKaRUA*)@
zUeejAr%PZ4Ux1Mtl?XQq;8yzfsrAe*=Hfo)6-htIGsj3)tI2b!i5pDpXyt`wua{vz
zHuz6_^{Z=$G`nq@2zuM?jUno$L)slOLS37Vvr~=Z+CM`211U6;5cq1%M~?rC1igyu
zo$)o((9q_4Bw27bPEhwfJ%~q3^#$-VgC=<&)r-y;Ze9z@@;^Zyo-G@exy5au6@i$7
zrRwGv6y3vnJ?deU*Xhl`d5qE#Rw{#u%?=}a&lweuZrCtyGh_XGk;d$49%!Zzb3Qbc
zoz2bW*~elUkn~{Ybivo4h&Yu0hbXgVHio9H5(F6+P#4*ZPJ_EpgpuBHQ&Jn54{xpN
zr!q^j>ALKK>eA=`x0V@2!U)j^+bu?vjko$`=IC0N0ptT<vM>#^^j0>nC~$Rr!~}@o
z?kQ-98$#Och|LbOu7xb7K3pAI0L5h)tKk@4&Dute1d)<yo`U_s$i6F~&Olj3Ie11%
z(f@D*>O3rP2EqWjLbju#Y{;6u**{{`+Gb!uBgfG5UK>t{Vh<BG38B~Nya><i1lt0p
z9A%z6GkE6cnHJ_X=9>NBTapC=DF#MpTSo&{vHWrrnkO9JCR3mDF5-i*k4os<pDR(o
z9HbkxmGIL|B92+a5`xGkRn+z9Tg2(>n3e#=roiXgrW?o-C;44YJAfPcmIdBHdU(>w
zAYIj$oaA6bd6{at#|ojRh+=@A;(R@xyD)h|F!eA-pJ0KmW!HSz1yt2_(`77%ouIua
zGG}_6uLvHC0@x?2XyUJmQ}t?~5#Jm*{2*4s16ECV?>BDJU;PNjrxTgLU>kC$1vgDI
zG}}}0%~!%=vd*rf63uUbmL5s*jh0Dn;V#1wQAe{<&-foY;bV8tSlfSkm3gaahF?=H
z3WzU;DoO_=^65+DfH{hb&(D`_#|oikccJ`6m-iUb2wa?+2S*8D0bV>0u73J6Dh{r{
zHuoiCO)FZe{-LFM!Y_HB#l0*xVM@5k0JU>AuJnwX@R*nOUq}3*3If2nGNX?r)d{p=
z1!d!)c6Fv7=3*TDbk*hEK0Icz#L+|zM3A2LSMUDw&-yRA03>Se_JbR;{f6!}1Gky|
zG}-$$#-E*(QDW6J56r)Wf94(I%X3_xWhHPf17(MPsXw|l8(Y1$H4qF$WA&RopwIY`
z_dL~#2H-_<AFiS{ouUYHBHV03ec{6;7Sxbeky%yM0LaWP{ml%&F#LlAw}gs158q7&
zjvA)*0eEI%v**LI&}CA<OJp681el-pQZXv!XRFoY$%5XW%<Z3hRfhPN{rh32khB1k
zL+Yp-YMqKYG_~Ma_iZ;C-Kl~Uvk7L72x(x@b2)Xsm1Q3=c>m9XLJl#|?W(2s7hMb!
zBwQ#bHIH$qt85&p1_i}FwEGB<PLcfX0u!N6KM}H3N=%+ErXQ70Y2R$G)0=-Df~)fl
z6+K|%Z?OG1Id!T2^IS&T>2f!}<@Ok8ad#Q!yyybgujd21;r8K-!4i@;W!S`a{kZlw
zW9>&@@x(8Ml+w0o??FFZ{dbP%{m8S^L+%4Im+gRf73^%KM?K8)d}Re)Gf3ogy=+{T
z3~n;d74^I#$6^R^u%X5L2vCjW{|NMaw*CLOdh4hvyDw^#?v!o>>Fy4dl929HO1isM
zLPA6uDe3OcLr4lpcT0CS+<kn1-yPq*=Rd|^Jh7g&*Pbi(oEjQ&&z>z5Oa3Dz43CcH
zh!cio{P_5&rpG<3eR%R&qgJynly#;;+xW4qL%$6iD=9MKzmsH!Nv%0{-1+X2BW!t7
zH{|)|cD?IcA1MW>qFCBn0ymWWNl9!6gs3-1GRi+8gE|V7&KVGC8(Ra?zjs=glB$)K
zrRQCr+ME}M$4ERZeB|V<Qz)O@W9k<g<Wqr~LOHb!DvY>l<zf6T3*Uv^-J`#i*Ga1K
zLl*xe0p(^}8yI69GHhn}U!97I7^+bRC8S++pSP2jcgD6HYOsC)@<48X`*4AHVFhO~
zQYNFEQcPQ`lDshR`8cQYds`CS*=yHf?|+Ao{OcT8q^0q9=cxi!pl7Ft1k`-_JZ9tR
zqex%a-M;>%v~jKDX06e$Z-M(S5*NRU!T==dY*3yLK%b+)XEoN1`Yi>JH|ql~^=MK7
z`w~D52xV@VnAA2lOwxo`!N0#PsyPubZoJ|wR2;I!p7p1G3FW^{xT`HLyu277GGl|K
zcDeL-yZFGgIYXYxB%8~DB-gA>)J)hs;UM@Bjb6_LWHd4_pd}hOO5!M>Y6ujLG69*k
zAy9}M1%&K-woiac?*eE)h`2;7fl(b&5%-eL&aY7&a4^+gZM+Z5ZFL{`B&{cpKHHrE
z)fr&`#tk^sY2=?g+Ll$cU>I#R_2m<zzjbCWKu2<M6W@e}PiMt~)}|9-BM)F$;`Q3O
z{O_ch;M*KDUBGY!?xF;haTo)_!L{~_!nwJ*g@DXqcd50xNW0u<MiUNa|2viffY)OS
zuy5lF=?t$=QL%qCI_J~hyV!1czX5Fy4T81zXjOSIj_)s;<-u;yv+x&srqOTIm{jm(
z_!kyJHXUwZwXNEcA};iW;<12clWOn!%>YqghtHlS6WMCH^1I9J0hyGPlB(P%PF7b%
zroo(7Xd{*8Rbt&CcH%<zmGujG;6#p-cPU&MBg|iwy~nW*wy_+B#SOLq`E2Aj+P+NE
z2>Z*`zQ$=wc*GCpzuq2*$Mr?4gFB!w|MI?w0aVjFV+tIa*)mZYd5R=ZMT56#!cB)w
zdo_-$ovhJ!fW~za2uA$+^{deL=Co<$BRa3o<^HQukwDXgrxy<=Kg)%L7g;97_C61t
z9Y*p&hm%|uwPb<cDFpi@yg>>yaok)~16=YO@p!qYSMuzM;h%WOG&JJJ4p|@Kc(t1_
zpv)-L#Q4_ooj|-fZQalA>nM<=UCW_70wnv>K)ztI$<3w~=nc-+0R}>-Y~U>*C*=i!
zAMh25EOG(9sqzqPs<LNv@&(|_$jiz70a|ZR3Ck!-F+HGTELJEC+ZX&=B**EK-$qes
zu6=a+aRuN+-HWnH$57vap2jeb+UHS(&HOX#ySvr8GE8nLywrLyGO`fC>*kZw=OG6s
zngJ(O*Uis?NWid%l&&lA=N}OU93FA4mo(eT&HxQwXZ6bW#dNBmQ6SJ%2-GcyTk;;4
zy!Y5JDMfXlbVK}hb2)u-9z2TaqO+*sS_LXEf%K>ow^EcLAhG!Y<S+i-1175dH<Rd+
zSTlFs9v*LG-5UpEDxt?tV@4SSe{W#?1a%#k0f3=g0VfQvP~Zwa<#WT^^m8j?t96G%
zyK&=h^4f`WM)_-;snE~uvo2n`<Ryp6Oc3p*0almFIf1pwIaKl6wVAE0#%W!Kf#(eH
zlDK_L$OrOUZzPs<EzQLjE`i#EW5_H}kknI1V0Ge_kFw(dJ41s2qxG=hItDZr-2xG-
zVr=ni$ty4>_huRsg8KVOPVXePd;!dcs>R~*&nrjN3AxOAi7quau9-%cK4QRhFcy7w
z-AEh@-I8zCYN(HD*A6dc<~z*ID$%VSv)1D?0*oN81M80qCC^*m-Wx&34e*;G+mImm
z>eh#ThKva)2Qx-v`$mF3S`E9Z>Y?Nt*BX(#eK13p0$Ax?T8-QNdk-AuSviIM?>*tN
zC11|hs@?WG^!b9m{djcgQfd@nN(Sl9m-+?J7rU@BEX}k=g}KQ$^V-=R9YYq&eLW9)
z|Gd_jt`7)>GR-s@e7Bv^gQ<JVkF~m27q<HpbkOt>LG2G)+c{t|hK2+0^HIDJ+9YlM
z-tE(k!L$+;Ws8D%JUl!g=s~x2!ec#OS9*2@6d#x>ykUVz6)ULF%M0z=fBjC76S3?(
z^2-CRi=iBP689hJ1wd=)ZNBh~!UK~|$g<h%iyMDw$F|^e#14OMOUDoK?0TUuH*6I=
z>a+{|w?lm7;k35>nFF-rH|8H6wj`cL!Cq7jIH`)E^sz<fKxkzgC~_8tg`rqx0D6DH
z03P)46cAQ~Tq1ywr8Y8lQ|KpHMwsy@HoKc~?ZY!;rnUi8Z2h`}K=FGwaGFbh`nG69
z)Ey=~#kw?iP$ItbDWml+Fno7+4(5K$=ZHEyJWB_bug9LXvRlXW{d?A()_M+U_1_sr
zibn|_B71a9BYKRU5mW@tR8UiEdRtyk3lUjB&;%9zGHMUs4{r=RwrGbWi&-8SrcKc9
zvT_h(<7-Xp^S^quzuaD&(-$)$j4heI!2!dUxI1+5ZEaEqBjMp_rD98f5$qUn5Et}<
z(K*Qd&6&Ar9w{Os;%RYq_PQpOEP||yv$L7W#IIa$zFtk&?LVtUPj%nE;h0&F9+9Qm
z^bZY9Ug7tJl}ES@_%|Hf<MY|PR_J8Ng5)zerY#d`Y7!Vd(ozDLS*ic+2L-+RDd+Vv
zk7*<OX2|p}&g4lqr#*~j{iV>sJfb)!cbb8%XxYOgM0qha+7|XtuMI2Da!yn4r#s9<
zX9uzCrjTxKTHbILFB8#r?!8a)G{nFwk9fD{#-+IFXvoaMGKo%BJCtb@6F!-gRXG|2
zkNgLS43&zNZS!*oYew_}ez<1E48TJzvE+AUSo(lL)5Jw+e&aZMEy`LHXMY-RKcxC+
z>%x2Ss+=}iFsa11;du)$Bf=#=(#5%q)C6_zK~Gl27JACuwiWV9)vA?bZY%azH!Bl;
z<rz)nS7!<=l{{Rs%jz`H-`GL;C=g#YyzqJd%R);l0mDRCP;dq4UX0(45EUMSNcs!V
zzM1Dk2e9A)hJzBZt?uu$Ml&%pH|;*4qoZ$3@0Ah~fSKX4#_tpJ`mt&j;ffE-mL(Xs
zO{@X%eG=shbrl~cKO3)5%&aweH0$VuaCmeV^mYkfo4Q7;5aWGnW4DO>&&G`xZkcN|
z6;GBzH6mx&`;R`@4F_l5lZN~`do*n#CD{^MlyWiaN(^V5mD>6gL&LtwlSdJ_tH7=;
z>>*#kHBOp{>DAlVwUlb~H2&;-FXFKrHgLmJ2>A5rlM|RSeh)0GXUOH9`}G`fU*%(T
zhO?i&0!&{U(`Q@7@I2Zm;o-dA*x1qDh%#RaVAm4hkpspf@7fU%Jj$mHB^JH~Mo4d*
z)@7FxSVW?26*AC_Q-92$6^HATvA&cZL97eFFg<u{Y&ux!decD&_1~D;5@OB5IDFmL
z;W?IOW_{(LjapG%9lQSbuNeZOl~D^i7uP^|4bUsvdsin#&&q+Q^AKsVP$Ke2J67DA
zZPb$E{piw*i|gbLJDhEMor|lmF#E7v0?tPUlgAG$_eSQ+3A%wc)HqJjs%Z=2KbMZ(
z>t0*DWEx;8uGn;BroU?Ow}62@hpIZ)JdH1yw2d{^ueWDw4?lm<w{MhQdIaeNyNEwf
zu{zxY1c|P~$~3X`;;gzSj4En|Hp4xr#8>bpZVw~2%*>jee!p-p1b>epj{DTx4$MBo
z-3cwFb-a2HDb`B<HmMBDAV4xnP+3>ieP9STxxP`k|5jNF{BF&wf=0o{_zqBmC6=nO
zad7m4;PeHk4QV31mX`O60@Pq{{nPkt2;Zg({#<Ie9HI0DI!0A8J3x`3yej}P=F8oY
z2(?qOh3Gvz<ZQP#%;rb^7VFo%&BEU59{0~t@%`etxG{|`=LqyqsDd}lrlX&&PVlKW
zU?Te)`Z9%!A4e>hF6O_4fuACKypd~QJ1%$>n{z*D6Bod{#%(Un%#3DaWYqWjcQ?Qt
zF)1l%K0ZFb(?qnV_)59J%&O?a`FN6;4}X*UK{yys%q%Iv0OWyj7jl3?jrLQvR1Tt*
z6C_W7Z{58f7B_a!Z5q9i?)v=5boYcpb?A>+cWh#CnBosv6vvTgCc|=>Eh@8wOR%C9
zsyFGl+c?|dD#n(niX1BCq<$8hKREw+4JwihG6peB1le|qp04if_TA;tG8I&oTQOMz
z5ENpB&&|!zym)~C##A9di8T1npFt6AkS=a<Gu{G#-XB=d5RH-)j&%vBIIYip!wM2k
zpRJ4_2Mws1@9!f=-exTsCM@gXMR#&<+;j|eAeCb{^o}b?Z9eCOOA@5IwxdzeM8(g8
zNAH2ZdcYL)>iF|zIyeh;T$U^jyI!lCetqYqo&EL&&A(@Ti6oP+n4DEl)C6!$H-PQ)
z1$S?M@GIF%O-S*#!{_u`^_aF5UXk4%^zu|}suX#%e#|l&c30w3prPrSu;6sOON0!7
z6lUs;$*3U&99k7qgBQrtGC5b&!hIj>j5E9NdU^a`q~e*#2~v$IdMl+7TENt_#WK{;
z+a<ZZ;+>ZB{Z#(9PN7u;{^$aQhx>S37c~txSr)CIQTW(TBOHpoM6rSrdV;ilOr3Ad
z@ZNQ&-R)myom)idlY><Mg+O$7=I1nvOan*>5=A6Fp|G!)imn#hmlGJZiBJ;=AthWC
z@0jdyaFetBIbc+4xecB@!cDazXlMe%xZaW$W9Md;WZ73M{(DM86O*_w*ViqoPkXx5
z61lgty-37Qv?l8+<;@xWtliW4%0<2EKEau<GxgPn62kh9zc@?Nio?!fP4CZN;Z>aR
z5I3!+!I@Z=wqOh~G56N3lia31gIYTIC%sZ`drDRojqPlewENeQk&#4-Wez&)*zgcp
zDKi=@Hl#J}4?XoQSO~6#(}urXx+686b_t~0*xfztQJRVIa61M_la6^f9q_-Am!^IT
zSb{Tv4`TNq*++G*t?yWIlyDo`-l*K-da<DVe=MGT1}P{Ifl_nQaB!5r{gdq;o0q}`
zpDjhdwx(+`gr4FQAud_Yu;+K>Cd=NJr@*(=z(&q~$v>A)ha2Nm<py_X1a~ir(Dzp3
zvecK{@e)yQ8SXV7JB=I#@uDj)MdPmxN0${Bk$<oEf%yR_D>;I-KbW}%M6$zyw1n;<
zI3#j(vKGNX!^^9IB%R^8h6?CiIhs;Qarp=|=_>BuWwIKR%s0ZCwikQ2eET?t*3v3$
zBz8F8LssvG^`QuaDG~+-2b0r`!0dW%Elrq+e3-&elY-mYi=h12(iS#uxG74lk2%mt
zB}Gp{{O~tc*-S+vXS5xND}5Nxi&}UBM6GKe6v-MGkf(cXl91p>g@=!AOoSB_?%$FN
z*30rx-k`1+J-t26a1i~9?nQT6R~k>Z)YSSqjbKwsN@J*+04#h+k19z7b`IfN80TS<
zzf4t?Row-8RIY5%N>h8j(9qO(zs<|p<ghG$4hm_8O$Lo+nYFcifH>Cl`u6rcP@wtu
z%E56uCWB8_JroQuX-5TDi_v+T?}iU~c28*G^|IrmtLrS^NSO(L%nB6Qge9CTK1Cl3
zL|hNbvL(){j2W7!ze*pLQFD(m+IkIr-A(EIpwW*X;dmXE48-cdu4F6?Pk-^5mCb2f
zN#GsOABW!3N?#ZEc<YnAaQ@1iqAr`BGBdzQ#!d(TCkg4hD9eiSXY!Tf;f`L^P@qNL
z8t@E@VzH(m#1WA#H13W4#w=|~1Cpc24c2l0;x8}f?$J^7zU@$Wa3Bnw-!71)bNh<d
zi%&$h6yZT*9T?>Rqsvf)Oek-tihSk0>}PfEC6&=yK-tdM1ix>$tDP7Z*0(SH7WTG1
zO9=DL6Wm~TsAfEpo3)fx92f3Ox3L}RR<D1nFcv+s&Sn~m;q3&1e4tUQcRx`(&`JAw
zD}4+QaHZFo#pmGQ9cOE)9HrhTq|1jKk}H3-53}`49_;|0Tuo7EMu&Qw_d+<0jc94I
zLWqyiaGc65d|mk}9s>e{5Gi}7&?3_Z7`s>h8nh0FLSOB-Y%G$DCbMSR2{_f@bbD?E
z6(jnJj7j<#Z0@FDgGE6@`;M82ghkGH#E`;?8-vT-2cspPM{?%@htxKe8G3Ev2ggnr
zKRExjPAiFv*<il<1r4`fmg=Hi2JFw*ymy!W01v^1yqFosU3@J%v2M<#n9l%xS3H!+
zaFZ=iDT$t$(Gg1LHb(>Os0=??`l;-#zJRKwN#D2Ua>~kyy+Xpm?}6M@lBk!n`rD|m
zl#e>WHM?&zIbW0L&%>|#!<EE)cV6K7@sqV5DX2wfP%IF_+G8nk>C@1RTbjc!a1o(I
z{@I@wgcm$V#^|3xQNqicL{?WZ(!J_(`)BiP^hh9Xw+fy_7ASQ7sWg@Ky;}4@!N!)A
zlaotZ*#VM*F^P$x0Q#6&SgZv+-5IODjR;GTKQ~yp79R5Kn-6qo_FityQVX6=pi+&V
zziBqna~L{9#Kq<Nn8xFHMHMJpx;0J^4fkapW7GBPK0b^-%Z9m?);kjS^uCF!e;(F{
z!E0r54hmOY0NG$sQBigG_O631QF<_e%^d9kaIo&WW)p$p7!N%Q3%~YrZuw+}Ak1>>
zo>FAkMJn4ruYWK4A)ylSj-XffxPDf;ATy_-X@VUVhx|1U%ueLiiieM2fG6UmlG%y<
zk&S6@m0w8L%9^lq4qZ<Z=PA5ve_DM!d{2H6Inx!$CAaUDHLt9!1cIG$1r)Bo8SXLw
z*3))vT`L_!H2^S~2jlH~H>3w<K-u@9wjfdUD74|5{>Kr1O6_O{cbgFV=jkmNQc`nk
zlcWtks3wMn={daEI)bo$qj4Og`IRv#^ojw!hLZkY)NE3qPFPU5ZN`+KgD4EBR#^=i
zRPv?)7b-SjO_tHsB_ZT6iUid)ilCq%Patbr31W?*;+L=*tNBn#`A7><YyK6|KbfJP
zTjiek2~1Sq8bsz+;#Uv6KxM9`R99f-t5Bfyg#zSWgHBM-SM_Mi+a#&n_mN1RMMKBq
z@5i=$s0pO#-);#N(U?C1>epW&UHdCPrY!M*58``YUmpaD`_jdHvH%+N1fJn0#z$iv
z>GA|CB0d#KOAo(VFR=Z*j$#Co(p9*7!qPR@G2Wjr{VA+~=`$v>jDHr1<qMehW%#(n
z?F-*|J^cZ_Y(6c{v~=i;rz9CgTzxq_2Wns#04qgj%SNw(q&PG&k?1Rx1d!jb*mkj&
z(xA${kw^2>bh|PcoiUxc!xZ+Q+lWtUR8wDPuWA&bcSqm6VW6>=Up$1rZ7m?lSVS!G
zL{QnOC%bRZ+d21nR{bqS|9_cjj1^B<8GRPs1E_?s)t8j8`YDHo?b<A|NDk|6)X5E!
zU(uRujb)x)E!L?E#^z4Y*Vf=*CJJ|`El|^B<?$W!W$uZkI4wA@98F(%PtpGH$qY`+
zZZXuP(~8R5b`yu1(roUWkeH2~y(ddLf)j|wBOoI7$7cgE`*;?afBPWN5WGzx#hsMB
zmtTRv4e6AKq8*NAx_Ho6<1E{X<x(o|O+H%<DieK@l4>$}_jBU2y_j6}(Q<jvqVdkb
zy}pi)iK6yU(J0vRRq1GQptqD#f{+ToFq#1}ez@p_tPmhHqoSk3cr`meZwlmkK;+;C
z9~H^QCJiiHQf3YUorf9=@`+M=c?+?y<p+}DH5IL&Id->=bE~t@?L67S!d&|Ykdg$k
zlSH1$i52YM-SOoH8TFocHxioCeB`{#z&pJ>se$Xx-~9PH^M}#qE9f)iDKX&o0Wkm)
z3<8R6X>D&@99$MS5IY#ixRjDOVav)4=w!_Br5+jyqOFCA=LKQc{Z*C>1R!%=L=_L7
zA>Q{rcB_t+4l|}WxG{ub&lo+PVDCkV`-JlM^&e4I{-W3H7oVvwjLoCs4lUyPu*)XP
zD{=!w1Ab<{h38q-zMh_fK%_Bfw%T$Xh}=}I-#<MpKdt^w=9#H7M?Y*n5=WB$64}2*
z71+&|a#C>xQ$B_19R@`n58A2T3-wVRX>Yrwq;gEz{h?9gQz&;CtGe)H{;$0awaAD+
zIpgJ`Ngu=IANYg+Ma^-5YDb~DHIQC#YZ~eO^=lPq*1dG(Y<`PJLUDrRwT>|)X!`<3
zD7ORqY_?}zZjdFu-maAG<Z}C~Gl3AOk;HhAnT)-M%o&j+Zo;86z%=#?XAIb-!M`(H
z4CA0}$8UaHDZ~JUSR}e8u46fGbei4SzQ@L%?Br+AaC28N1(4(N<%X-7%zl#0efB4g
zDWN{#C-2dR!0R|s5DjI-{A&VilKJ0ANg-w4C_%0>U?X-D!@T<C9cy&n*h~{(Gw5TW
zoM}dDckhY|DnRX+SN;Y*8=Z(fZYYkG?Z<g9P7J%PKeC)i7D@CClH;lUpVtK%&~);h
zMo}DA7h4PY$#!5!?kXOxDxOUM8Rz}$Awe-p9Z}tzK*i7=Y3s3_X{yG+&M~yKM_;JP
zxcwq^o{e76*~7aB<dS#<;C$f8>99PE-hR=oAux^upclXjC7y_3VHir$$U)*G);*T)
zj8Ruo@ZuDWxoI2*`|;vGe{ICi;CQ^Wl=uOSAHU&&2e{g0-L-h~V3@}<w9Lc3Ua~*d
z9b{+i^4WVfv5uQ|znAmo8E#Av2`}EZZ@z`^Uu6^ZQsHqWMPEmEeM=?NwvGSo$8752
zAq+H4-;0=6%D3W3T|VaWaURM-rYbwO_CC3x_AxOh)~DH)a<125iEc?rg(yyZYkOeH
zq{ft6DB7QYpj(;4*cQYJOGci?(|@O`g(BDp|J*Mw#CLe^?vIV)G&Sqoj~5O{!pUE1
zTAp1uY6*n?bEBr023+z|+8)=~)b`01qQ`vH6*iwnW*&KFby|$QOj$%la@g({uX{ko
zv7$Q<hZlf&FKl&L8bETLLs8*HXdCO^NzX<ow~#fF^~g)E^T4ZOloe04EY^+p@(}B^
zj#0UFS2A3SG7)MmIcSPg#=1pbvFSC`;Kh-7HI6B+PY}=C()Mb+rZBA?J?{c-RhNN=
zoA9y>A{GEsmSQ1SP}Fi-S>#OZ&0b+5s$%5ZB{4TP24_mkE8#&hz5`9q<syiQ>9Ph3
znS(Z>VRF3&W`+rf?<h=Wk7eGtcx1fn4EDY7oJ#syQMaa!jT@utgb9=4R{nHi=>fNA
zJUS3fsm{Xb&C7?4N>ud34|R9kMQRy_ux;n&c9`MAu}E2849}Vm$I0?TY(17_(Z#(U
z?&vc0ILhfxG&H8M8AvZmtY-Y)6Tu<w2;67C_DdUWO#b2hn_dy>(K&1wk<U~OnUDjA
zj;wnqdg0R;_;*=b&$LC+2IE{6JY>mQL|Z6E_;F*n!qdug`UO4<id(d4`THKY-o{rl
z72qSv{wqM(;{ZR)QPo0V^-($7)SieXyZJJf+z?bpsn84J*Tni0rUSAvgMPXlcqUg1
zZQ7%HbruPKjYLTuUFLuY_P_Bf%iXM{qU_MuOBO(q`66e!jzL{bf3f(gkY#sebcIJl
z&FD*V@!G_C-{xThEpw7(N?4yxJi+#*e<HLx)Xu-O%k@8dlL33v{5ok5@{_P0mMLcl
zOn4x5b8lPpMzgFA|7%y-xwTlCW@h;gEIGBh;ilGQg2*V_ytdXuN9OQih1!1=T0TPX
zMhN&8a4b~Qsi^H=A#4u3yT4P1S>u96Nyoi|GyMWtM!11p(03O5?k+~>@IylGI%bFU
zmIyD3pT17V**u5(uQdjEm*0k(1QokXnH5bg74a0%MKf21i>(<<!V;ZXqDI&2U*_)V
zE~jrdk_0vuw)bczR^t_SVe7Q{AMDUB`L&3bMvcWRgvI`SdPeB=(zc0xZKEti|FS_i
zT2!%XK~2m(wNE43a$)LaYZJijkx3C$e=ZI~7V|G8A+y@W;{}UpM)$4#eH@d!>v-To
zF<$RX;`&m})8MAsvq<VmQO-RZRI%fY)xOqi_ZIg)%-xzuF$@h*0uwoRNx<lxTj?;|
z#lh>Py&BOnLUF84tY^{G)bZn#E{^_J4ciO`B?lKxT`X1~97gSw7yXB4rfrC<WLGuE
zvpsln<wlLBHg;d?9gbko(fJL)RY~}<Ab)cuCu)lGC-wDMeyA9su%^P8F<9H7WyLIS
zm!)WC{}*?%$T}d5F^zMNTp+tAS-unkXs#eMT%rHh!eaj9dM{FqOjvy^zXgcnA%x@<
zd}N;NM*KT0=!c)2+fnG&C3z2g4jDOjJRqI&LT#MzI-Hb@eShZgLHvcw4vlqj;ubTu
ziB^IxhX39nu7+slF~(xyf-<u!Nk%MAUNcxgi#(`Eo+Q*$Xf5Wkw3ZhXSGeV}+&{Dv
zeG~AebUxBSQ`CLl>m2aoIb^$>w>O+1yIl!E9=+x?d;YeOS`?xwwpsMAAY;wyF8!R_
z9C1hTw`fE93|d6hD@Z>D${{Sd4yd{?_cqkSgtRViQ&pM;JOd4df?kK{Lq-u~Jlq%(
zyr`5@^`L+ytsW*W2$g#LWR4c*zI{NvX7-8A>E8o_N+wT#xg^Evf2or-3h)v|RWGiJ
zL-Q4gLtqhkU2S_}L+%s=4qEsu*Yz65nGH7g4DkEtEn1}>Xxju{|FifA><v+1s{|v%
z`d@mJ$yj-@J+hLQem;qk_setH-1^Uj@`-&$%m#b@g$^mq4h?S_b&PQKBx>#O@XT$#
zMm~7BCf-}w*7ie2=kU0URWqAl0ef_Zb5r1NUvN8=V`6Z`^{S6nXoi@_$X52Oqs8rb
zsk+&s-?XjvzJRWlvo7$d3vpSbM-EGtD;wWHZna4-OfNI~d%izxO|Dyp)&#fz@XMx*
z042{jP%gei&XlGaYD>$2d-4nD!WQGFQStLRSk;J&(@qTgxBiM4pq6;!pYmON8K)9G
zUM~kz#i+2;W-z*-_u$@;vs7EI%O6CYWMnd*m9pSKhtMXfwO?%QKSNt<KS_|=#ivZ&
z<PuzOedu~jfUZAWE>3wf`S)AK5`K?rYu8CPm`#HVhL(=3Y{p{#9=5VN`X@V|!@|ls
zJ1CM`@Ez^6TC>q~E^!>aWwVu&vrG9x+>W)Q6ML<zh@l%!*zTto3>tN3Xh75+nec%r
zZ2Wa?JMMIGU3S<JX1zMwkO6?lW)~k$g9nMpQCTF*VBqo*68i^k98zmrvv0STQ>G++
z%#4#gAmIVE7DZ0z(+!}d-1|F}f0b2DR_h(=8b#v3wwZ3o01ITZmjUCyge$h`zl2L@
zx*&9Ka*hlX(@x!ki_mPa@~vI!psT@b4Mb6Hy1HQ{?{>D{vC6|f#Ea{IuKBL6{yHa#
zSb#0m&wd1=w!;uka=boM4}#WX_K_sw;&TyYJSKVH>Gd4`mp#IOEhhQ<x232S<5K$$
z?dMGo!v-Yzl(MzQkk17vdQRY8n1AeFaGt6U37!ca&!<W1s(w;lpFtT~&Vqj<B=`G+
z*(Czh^vM*^Zz=6ndD>I;lhrP;k7-(L|3_)QBYU%4>nls>7FtvD;WyM2f%fA;uutQu
zU(S4jB#w}oSx8;oJK+sShnJ<rjBtPauKtJTE;@m`G4+YU-t!U**5s^SMKvHhUbb#N
ze}6ILp|4!nI}YlZet|Zo7V==L9DOpUb}q8;wPmZ=6v`|rdTD8;_&E=C{1m>wz<TB3
z-v<zdy2rj0=lR{E<XlY1G^yPvGVx^xA2zN7yJbn_Yu#M=uMdU?C%?bd3GjjxoTk6?
z)tf?WvY$fFxy}OZrXS~BnN%$`MB~228Afhb6M21vUUs_)`YARiZZwtQ1}PB+(E09s
z#F0eFu%(pL$NrW}?Gr6$+%uS{FOpm{KMKc%r!nwMu9IYUuG(6b)&?K}%L%dAnB0#@
z9xJ8z=`X`yjuc+KMraVq)VATc@cbW2DWD`?q~?|(=?#*|gWEYt@w>E#Y&!&A)-$cE
zRtE)@!*ZRey1z$f9YA}x{<n-*?-`$Td8|0c-^94}w02&J>;Qc#jHB)47f)a%bDP$E
zh2$&;8QV`z3=%S3tU1Jgn9vxZS8RT3!Q>$p7oMEm`OeaAGOn5)y6kCt39_YnHdl@y
z*zmhZ(x0*dLp?rx%;M`N8}R3#b~qRPyHtsvRQ2lX9v(h{_`E0F&P^_;M%F^Bk?^e6
z&IG_nHT|RN{br7+Dm|LaCOdwR#(+Jyt9KL+?;NsQYKGX@dlNom7*Rp*)<h57C{kJ%
zx8l^v<fh9_eapcgE~$<3_`}ahDx$>i5sl5t#l6wkDAHhG(Sn*!mEv$Hex)Go2X`4G
ztba3JpP>699^F6-2IjOGA8WMONbEm%n(hYf#3iQ;<KKc9W|%o^d4#o4i_&mm2$|C=
zmUx?6)Vas<RZ??tLZEvP7yHT~cQWIpl$5KqKSki1c37>+fO&c6K;vFmFW}ejOlkQR
zcLW%6X!8pq8Iqx~qAVP2v9CQ=1Xg;3Bzshc+AJ1>WZhv7tldr~vwq#h;((k_%-_dV
zc4offEg8t4!U{sg4rNE{j7YZ9kO?D^!}$V!l;t=S2(+Zd2U>fX6HJl6o&06{&vE6T
zj$1H*7DNyY%R-4b5W#!rBZjJIoS#F+A5`*Dt)-p)r5NR`5DY*Dy!|6kGZtZ)2Ch<l
z=*g<PJi3C}pwn)RsEwzSaYNMr0q(^a0u*M9YC^9YHWtlXc!o@9eJSJ#6H5sH+7eca
zU+FSiT1A7mw4iXBf4%OQ{tn2=Nlm+scS&Y!@vc{k1Z`l$77Y|HnHxy)TpT=Da;zC>
zm0}Y?pEk@I3SPcxXfnA;1>h8(rD*;@X?wFHOvPXFCg8q}XZD&_Z@gp;r0T0%*2_82
zV6~lsGz8PMP)gEUjxg0)azE7a@$1VnlnXa4@UYI4jL`UENCF^VNLCGu&STh^S6h}&
zb^Fygq=qlh$1(Qt`cxj&hyA6*?5S453k7WI#{nKw{iLe{Qy&2P8EXnOIcO`+#*4}A
zgDP=B{fY(aMfNW9OAV;UaXWwzNb<2pFt=mu=Q7_NxoA-H6HG|UVou>1-{zt4CsV7N
z-4oD_F)!r@|K5rhfP9pMi~yRi4`=*1`o(`0*|M9hcO%n>S-XRBYy<#^2EQ}2(j!!y
zWWHqKCzgs!>C7xGo-Zrukk7_20z=`6d2!#>BS-itK*8+-MMeW1JMG?<h9=9q(go@8
z2L9R$<y%_8zW&9Fm3{OY61A;A7L;Eb3Ue7AMbb*&=0|@RZnuH%0k6=;f|9%(#VQF1
zv%IQfMR3ND!&0+a#Iw9tojGaz@`gEl<h<0iMHrb=6vHOGC=jKCJs!is#xvH}Io?mm
zu{ihkUnW|xl-d&1KM0e*OLV6h5Bbgnx!E4Xq97`~5ox+LK^tJ!5FLfy?|vX6NK+X$
zBLx13We2|%gYDS+pl&wErbpaEaR$<W%`cMeA`lD5LeXUdsczvz6F*!EdBa}aqhh3^
z>g?EaT_u?AK&y7%_XEf7$BtE#vm*cyS>uc(3=F8w?;<H|NJAVvV080$$@xo6VQfp|
z6Pt)41}Yysk(7CX3y=h;xON~ks^J%%vQW`p%8nosMrwb}w|Q?8CpTSqcDDs1feBaj
z*7{Q52vM{O?}K`A<!3B_Hr{Uz2wpVkqhl+E+2)N4feeCA$3%N&*cf(jmvli|7gBB-
zbkBS7+#ZXccx*{o%)-MPd_ivSJtL%HDAZYNxG3knh>WBJ9@wOof_;Ajb3DyctG2}!
z*v0{)t_@$7B7@s>I+PGAm}vOIL0?zTWNHSw-Tk={1?z#d<bn;7<iNL{S`Fz$m3))#
zt$lEKP8OZ_y#5+YWk8n<M%p#ZHN*k4Ir@VJlXc7(bYbS87lsBN-NDNyfR!08Y!v|a
zY3YyEu5VO#B%E)3X_FUX;GK79W?Fmk@D_+v6Ccu!U_yq+B00$65*E-k;`-k`aZ-5-
zG8fBBM~%9Ls(V#|)!8TbYq;I}_I@&K-E>o6GExx^ypvLzaQl(vN`8l=d+D4d+bv_^
z+0Res&X2`KMVzMQ<O9s{GWd^Wm!1}m`mMi%!Ey~b_kPxJgE}PW#8Pp}C7Js%3L08Q
z&CLEQj7Cl+8v;BbrhYVp552r}&M8|fw$2&3imqPkINbKtGfs2571GRlm#68U8vCNj
zg_I-Y1Xv6ri{*NBU^XQD`4J2S!-t;GCm8-VCtcx(fc$Ew$1Js1A;4691#!@{(&A%~
zYF6GiZxs+&>J_U;`jHzvgd7KLyx*ji$ACl$IJ$N;^5+{99oc}^A&_)!hv@3TnYO{|
zU4oY989~Jziz}wPtbzl>#bG?MnrA1}IM*}6d(cZObcfZX3qRpitZHVe6*|xdpCk4>
zAvA3B!z9NThyS`8e%D)x&d99Zu{cW^oJ$}#qODair>nnKIxhn0{D=w46@7iW^ROQ5
zFq>at*vYjnA09|q4eq)4v(UvCJq-@^2wf<nF+U8o`$3nLK_!xGdC#IiPIR56sTy<v
zC44sk2w(DkKu?4%@R0-l!5EIU)YZLAVSwdiYFCgoN<8{>ph$1Iu=(@js(<O9PKD}l
zV4J>z*=9Jf-0nrCcGNgn0}wpE>IEtnV++NrhSBzWZBP7G%HRP8rYXuOQHL}o2FCs%
z_3!zI)kMdqAs}I}lly|$cBC!9xce7fQ5P2DK4bV(mU_T!gtSjAJ8HPmA*cg*iGqZo
z-|+;Vo@2bENF~0@Vez4XmQ%s6uWIJ(_6HSMsH%Q(MDRbB5!-fV8!`)UoUm8+2haR4
zL7ZLOcD{V_hw-OGGZ4+5<*-iuQg&8~w0(ac9-o!fDCM^==7Q@`IyFHC9+Mk&=_h1S
z0ftQ0+(0X^9(_rQC&E?8z>gCV6n!3sV}LVkTYoKuZ##sweL6nn_6v%+5OH9;h3OJs
z5o*H%ID)iT5Lw5WqvB9{2roXEj`Nr=xBt6NWtQpA4IQ^%+w%k&hJL*q@D1p5p{)k5
zz~Jw-t11b>#&*l045#08RYE8jcrL_V1CwPnb$={gK7=D&MEsjNzVCsGaF~RyXo#t3
zjQ;<{d8Q*gz7!=~@)N}UqY$cbzKcNwO9?2v8*K9y$yc~E{4Y15yNf-(hWw%bK?JO6
z1lpJjk91%y3E5gX!M4x%hcyox^`0h~VPKeAlR!gX;OR4yD<a5O<-qV~L;eajnOmmv
zN6(sf4^Kg=UNAe5Rg!eWC{l??XdYbQ<g87~_9Z1tF{2z>tRYPmexf+OBCE1U)+-Kz
zG*F#C{#9Sbzh#*uH3ucNFvaf$rSTbPw*InM&3g1}Ha})PxgVwR<J>=1Qy60bpb$g(
z<@TqIF+vsI-XW3I85lkCoj1Pmr+NHyg!ngDIrg=Kg9C-))cJ8dwW=S1F@lyj?2G%{
zSqAkjW5iogY@OY9Zt0g+!EcXbfw$w|ievvZhPixT423VndT;RyTgRgS{cwB9V7ZzW
z7}_N+7QyzK%F)$r@qvcSZM#`AA2l#IxXr?nA1sZc=(ADCm{sD$H4046Qx2=908W(Q
zMdu_pxbj%{kMLD07(^?`sHXEY#ngP|`@3eztD_4s5okDPATWodmj@nD!EQ*WJY=!o
zDq+LJ8^P``o(sLM&U&J=mkLQ2Zr`$5N&M;dDXSEj$#4skk&$^}Vys&AYHxNxVb295
zt=x<WTEK)cN7JucZ4@7m`W7$ajq;^|4_Ul$B0Dy8Sjnh|qGTU9YzO#|*51s5ugPX6
zH3bDIELtTH(9w?u?DjMB^IiS@sD@3h9iTTB_3`7!;w5lCp%ILiBB!RMt?ul6!KIZk
z0W)vHX%Zx1S+*-z&7fZhSA?dtd!I=H5mSI==qg_3s`TM3VI!-XSn3&o!)rzqm`#Q5
zB_UB_srhU#vx4dUmfQySBp1+HLE{8`X9FX&igR(3#{<btry+k?2b16RkaM@d00zI|
zKepg0&+C`{yJjj)PX;;KAp-+w;7^g;%Y%sVd}UKG3$VS^Dl#@c&e6OK1PnjzjOVX|
zrZcgqX9dPLXzK=yH^l~NanruJ1G^S%@09grBLdv`6r<Y!MrQhUe1phL=lpEl%d2D@
z0t_mmX8Ipc&w5_zcnrxaaQJ4BYo?%+iKYoMsNwyIs|jeNpU_BvZ*GTc+r=Wksh$#G
z4Lrn#Q9eX&TC%I)LUJ+rZn@OcgM=-1j<dGDzENk^|E$Egof1qCfH?yMpap4$Q&Xq(
zgZ~{kBy@aw+S&05*_>Kq!4l|Ob2l)<<p~K1dEW`dV5x6;1fc#VLHbK?bs37Ks<x$n
z&OM``s;L>Qoj}nU+%krgy9BnUrJOUU7xBLKmU(YIJJ?s~{M|HSfZJqrQBp6pEnfzB
zK;GJKcJq$O<#Jf_TJA(>qErV%D*;O`3OtN^60$u}sD1)GARA0Kx?Lh8AgqAXJPGxQ
zZ2BQpRooX>;t%KQHy5CRC<~>Ay8~w*EJRQHXu)(9Xm0QAFH3sMry08v9bfGM=usNj
z;Q;5s0h@}^jJ4GpK-E>1WOmWen4hf}+y1OFKrMPR$-@|XW?pB<F#$Z<?KEgT4G#&g
zJysE^sF`Q)vkpPQlW;e5$cInMpR{8Cxyd04wU|-0F~UpPA*91)1O%Dmds38Gj7X!1
z0v_hLgajHE7KJ5t&>I9qlN$%9c=QJD87Y3n+T~L_25&-#ACP^gi3Hn>sz>-xlG+Hj
z&q_KtY@XakNPJs2;=C8C;~DtHr?H!jNj?)fV0J078H_SPNc`qK2P<cumKxq-go8%M
zEGZGm=j|d+QO!pLW*ehtTlvf#sweN5pqt8T4K0`_KWyJgOu?E4s5|r(LSnfjCwM<a
zb0m@3BqeuuOSv_*ekgkphVO&RcyV&_5-0_;H!GW&<=lI3|9MU^l8}-rkGOyHZ04L$
zMYC{rc~i?|-y_g;y{TnyETjQFsZu`nmS}V9<I&Lpl86n<b%W08Nzl)R>e%M{^!oZ$
zzDVE#W1;iH$ZH3aC)fIu6b^C9y-%|mmPqE5>fCa9B?z|Uo=(t>>Gu02oJ~4BJ9$~N
zL?${YpJeI^q)Wq_yT7wmmDM2Tw<X@+j|<`18cvHfF2~0wkdpQB@bEBb@x;Bkxe-of
z<16fBH5pBV^pK=v7RaShonnD1X*No@OvX@;dc=EkD~;!nAxf8{JuHFH-5N>oTun5f
zgb#XR@$~`4<exE@)cKYbZ?Sc}+pA7LL7&JPjVCBR8eRgskPN@p175}#L$o3Ir7FCo
z7K_YunIX&G=kUp_qn5L;-T^Oz)DWgeM^B2b2s%_j#REac(7>SVu3Ff2+ws>!{@b)y
za&jo#JUs8hon2hsVU(y}cA0mLS1`9^E@|(O2j1(qOG-<=_-1#_<Z4+J?(~%98K+h7
zcV>1NEhEYb{>SMnGYdk}4L2@<|7(8Mv>iIoT(R>ZrR70!j&pxc1!3#6M4SVq{--tb
z=xj#_D`aheuNgDG(wIp7*Z)1<Tqv!HdUyTHap8=MRXXidPkt^+_FZ|R%EmUPnekt@
z(T@WI^0UOPOi4;68m?IxqFz<|3lD&5vCt;!dvc*#$Ma2O!N)r$R_om1#1M>E9V^(X
z=H)r5WKF+6a*N(r!Z|B2PYlJ0lZ+Go6xYT+1Yt|n&`;l|51SBOo<-HbD0t&>#N_=O
z{{7*5+V&%yD-n&ikBo;WFO(^O*S?vu3SFtOL$V#)%Nx@6tbP6Rsa^%Qug1&tJz>x&
zm`X_&=1^PB@HrHM4t%<`9f2X|c0vLI!wW7n^mqc#3tcwm?q62c;zm|<g@x1JynO)~
zI%{qBsw;o#hr|_ZOpf&{ns1zDNcye6-G6r$tv@!-*^Do|@^iP;UYHa5BUp|Orjr>T
z+lc9nh`P*vPfJgbKKNyfeR(`m4{o?xLWJCpLT*}}Gsc%jR{u_`StXd5Mcy<eafAQv
z{?E#>vqnUtsV5orLEDY*C*v*JOVI()t~h+8UMM{$vf$a+dp{{vEIpLf^TFMnKLm>+
z97w&t2Scvc;6M+DNS@c(=IP$e*;Y9zK7rLaB_-trR^;~}p=Pq{GUdh00(}>gTkp(i
zJegP;ZLOc3+34?aGE(xFu0TWmR0(QAzJ-}E>Wc$I2A&wB_oxf4#K+dzLfhq*L7!_y
zTS08woU0MC5I;7@#}Ui7SE(7NfW+PfrANbgV}z@%C%c+xOkh!n`wD_hf(smQyax|e
z(eMg}7080{zaQx9`&O*LL4b!x+wKld2r`_}vq=QmJrRT1fj;HQeQYvR(JIgbu;<O!
zj|=kL7<oP8rKX;786?i;6p)eNod$((TziyjU#LBD?^=q`blf<ltstI9+>lvgp#phC
z)-<ftJLUFRDC}O87el#sW~l(<PYqfe&obO06YYT~60q!(<wSjq$+jjnH8uEPh@@w!
z)yHYCwEq2QmbA8^_a2z#`9E{hyC3gr0ZW^PKLww)2Hr?YO%XM`jv(dC{nyhFnTi@%
zdq3<3o98Pl?=%?hvoU)sShesP+Dlzvj3`Ep%3Yuvn0rD3Au-<1{uUiV^@sYYRw2$C
zWyr85iFO=J#32Ir*Bz@oVAC9)UqX;Mq97`yg26pG{<n~C9)Ys%aBO#{ACq7d)DN`4
zVZ9f&OD!bON&PDGK@%GrpP{?3x$Mpo-D=0RZq$oMaBgn}42y&|H;WvC(J1;15v%^>
zH2K~8!l4wuHOyf@vcMlyJSh`5r0s`7pB(Da)uMgCkSqgUbDw|<^buNJy;aLLXM%mr
zSC(-b_5>hBw{B)9(k30A)a6=)Xuva)zk+r*C`@WE2DM6jAk;-&H4S9Agl)}$E3rKn
zQW&F&Weq$Ab6D?yc>L~Kb+p*!3_&#Bg^W%3IN)H`;Wr07<NyBwYo_1es8mdcDz{^i
zyh(39Wa_E-4q@t$-{gEc@Y9K5*M%&*Ne{CUPdTRqk#B&5z>Kbd;mJE-S(j(KdmrDv
zv=>ZGW$7I>jXeQHjsbyR*54|Z;T4Y5t;09ynL0*yY@$xxz;GF^p|l?8WFxLD95&sx
zz6x5Ug8TW&b64@(8zdR&s~b{2*fAEbvmt>!*Mr;pvk`L@4FoM|NsSV20@!ir+y->U
z`qXP2lUWWqK@8=E{p3Dg;Tb6135eOc7E1*`SXP~!A61^dX8C`&31oj^08?`gG_(1F
zM&pscpNy5hOZgr7bv>{X!(>rmKu`?p`hk*ea;Ybs=p#U1N%4PS=fz<j9|#MICid&y
zVQyPtK;B<bH@<~Yh?;E1+=}8Eu9-eP|LWB%_U5A+&=w7N@}K=;grGBBst<rKmtd<Q
z$i^w~-5g*S+F`eE!c>u@mGg*J9=+~V^?sK4y4BYAwA^`9LzJv=Km|i;&c$b1QU{zB
zQFl=|c6hI~2;UuA(wZ?EIdX`QAW_2W4Q)fM(`r#u7!~CV9o-b!t7w>|iC1c)MshP+
zk129<%3Da~3_Co)BuS7m%8l<k1c)3TyHhiw^)QN+BS7=mg*9iPy4tF4Z1tv}r5O?b
zaGTlpmb8OE<x%vp1@2w1YXPn@q_^rhVF|n_XLKlm0#VN}i|{iC<i{2&#)iz<BV4$J
zhtRPK-E*ervAqyRlJa}rm1!=wy)WULD74~8^uq#kO~yBL8%g|@RNq~~H*{FtAI^u_
zw?PiEtPXM<ZYxu3zIV^~+9C$6OUVmwvVHFoCHM6BdZ5#mw+5kL29qXBhJ^)ze;A?d
zpwujVs-g-W=^op2-#GI?CEbJvbVf)RVz@cfwrnI~ylM~*pUAdPGF9`2(ai~%MVqK)
z+`CIpdiop}ri4_=|G`$|*If^*w)t@@9E_!qp6uExRqHVJnl<<t2+B~Kk^>yF|M)7j
zHB<0X${jk{RZKa6oWe{eqHfKD?|E-*0$~ZnRG3aCLz3ygR@<t-r{WC2P)RDAr4mQ-
z^weJzV3LuUX!W~+hDUDo)}xL#HYel%6CN8KD{4C{zCP}roF<)Vi~kwceN%mAn>$;7
zin`KGPx1RZFfr+iJ$x{sQDKJmO?%IwS>I))Y&ozwapK{}TMN*<=BB(Miqp%=(kCzC
zEj$C58YJH{%^gX84XeZn(?yp2MGDl90xhjZV6;Wb%)Vz*K7ZMt1}_;g7u;`Fc1Ql`
zZ+4_~7t%=xi;$iyv<8x8!^{H5KLXdbgPM9PTfIDnw0$Rfd>tU!93%6?Nq!ErwMjzN
zf5cDR@QCo<bu$QK+rl+Tn4Bw{on57N)I<AE0`;ezy&kS1=58LKXHGK~^+V6AV|mhO
zsZ2xj-9<-SF%_#(#KIY}$zDn1AbL<RUVJ<gG_FbXPQflOAlN>k6tDsx<x?r775;!^
zve(BVg#k9k;u00{)f+c*m874u%kRjK|L{|1qDQ8EIOKHE1e0FF%ZSU1WQYKrwhn`=
zu8&+7lp9??=hb-}*nVYsX6}1<Pf(#@9h=37ckRZiqEh@98$_F(o?kqmwh9+<2<JR(
zb=iyn=kXi<&=AWr^wjzrsdnV|)d2;>&E+!R&g{2o_3-w07)i(ICP!$d^-qfY>5pPs
zQ$d7qi~C$2-q;O7GuuAa;6*HK{uTdUZ-F*_>&l$R2S0SqTe2a+E!GN0IF*#;&rm<6
zsRf0LJ!HtV0BrBH&1D2OyN?8>XeIVGXU}%E(wjSw(|5T#$9@+Ma8I<zu(Y9bYn%6@
zKQVLX7NfcvnU5YrizjcM(>Fcz6I(gT%Q*t?6662*rkPq)@(gxAe6N(0plJaW!%LRu
ztr!Yx8&N?)d>be;NX;>%P=yO;=|5o?FplnH@1ToTp%b6hjS0qVqe1VfkoL4?mus3T
zCtW=1^l{8hJd;Q9rJfOL-eVOuI3VC`Yh(U}D&O_Bz66n<G8je;gNZDi{QM?oyjWv$
zhhlnc?@i{`dWzE;p~=R2p!^LEbPl+NkpWdllmzU@4W4?{%d^<TS9qLmd@J)`^Ha;d
z052wQ?1!|df+7y@UCBWZXxxF#-#rhP_csSqZ;jC1w^Vi3-uEYamLBf$LzK|K!x?!<
z8kRyCw&rjN8Yk23vDew+u7rP_S}c}V=^%L|N&?Wy1sB>XE_Yuv-$i)ACUD<QwCx+>
z<8J@VGYa|`D|w~zCVA1A^t2fiRv#3`vWvW~Vob+g14uiqqO@)>S~PoD$LNIUMVo+3
zh^g5Y%s;OR+dXxwl|52%*cXf`G~&}M$L3;V3*uU4R-#pQ(7rr)eCCJ>V_#OA0)1^#
zc2EZ1M5Nx6T6`FCK$7vbRXc$n!z?4Fd&nPl@K(1{Q4wLByLr3vvy}cKhhFX2NY5Kb
zMA=#%L3E;=;BaqT?O%+_Vj&|ce3NhNB1iz{V=qKBr`#cF=&<c?Q~bz`5V1Hm3PC&4
zI<f_SCE5yrR#2n)x-@|NeSA7u<37+eG)Q$UW8n<45Ca(=0p_I$oNtHg@po|k6(h0W
zh{1xDQ_x%Qf!fW|rE>&E0QyugF|R^DMa8$I8LI^iq3&F?SGTfodNHjm8B{ym&<@BG
z0mBw$3^>!BtrZ_iE;tYQqbp?IeS*Y}N=`Q?^D9U7Kp1y=PcY@DZ*l_o?!fFGwmlNf
z5nm%itylBNO0!-5#QG0?uhnc3;jXGY&woWcat09_jJ@r0N{)y^S&!Q}gL`P(1zFj=
zgc;dC10#oW>=YV=75^lsK|K6|+KrJ1(0K1YHNj%r!^-$$2sZ4wgqXnr_gxH_JG&x-
zIN$}XMWj3!(laUB`mfS^NKa9{`SqiCePZ4Hk^S0V9)G_io`4Y=63G{L>M0du-QVeU
zQ9_zA9Y?4Fqq4c#2esu<3`Mgyl0g|DIqaS{7x_yc=a690EQk09@(V=ACmHIBVsT43
z`p>|;X{j$vhEYHj5;SFH1K=YchX1N<A&z!j7A|9Ff(abtrdiX&b4thB`q6*&n*vHH
zczP-#5wGS~n!$Xbyyi~3V4^$sXU=v43w{o4`&W3hYEMkyK-O2(H&-Gn#rBY&ziNjg
z5OMgF-u#G8DdH7=G4|}yf#!fw4!JG>VLD!Y^|BYi<dN9qu6MwHbw-%Z?eX4d$j^5U
z7TXS%=8&tu*b#&c?BDYoBBSVKms8LZ$aVAV-oJ3Ap{xav?;@QFIO;nO0Vk;J91!ix
zFIF8dndm;{m3*59pl5p_0Cc$nFF4?Hy;9C_{~&s<P?=2FLMoehF=GgIZO%ISFye{e
zL1PH(o_^0_cIwdxM1Z|J`GY^MO3aNDZrq$}uOU;Yd5moT@J8r=c%!acS-m+s>VJ4c
z3X_+g8%5$kl+B?xeXwKa_p6$7`)-@0uzpE@<_fO_?zc<jt~0Fw@P^O60N*YIB<@i>
zLGb9ihxH!tpi`Qa2cN+DT2?8PMP{exV-`9+4A)tl1)Mg`<uq1!_^qC48+?ziUDeA`
zkPs^VsK)LW`sK`eE9d8LseS&TU%4KbJW|y&kfqbwuc5J}vREb<w6PYc{zNL@W0v?M
z?KX)3m)VrmMBTqbz2-hW&HOO!6UdMi-<}9EDm+t@I8x;je6i;0$KLs7cx*ewrnlU)
z)$C)NRJu4(*@Y>&PdxVMy<u-*|7AzGeCff#!3KPKrqZ_DMWkeX_!&u9PdFbW<g1li
zo|ouKgXs;k-S62!8Az};>B#cVe0LARa94IPJ-+aQciX_>Wr&G$dpy42?VMpgxBejH
znY2%$U08HHHuh=8O>JCm6?8y2TRjy13taXK+hsxAc}%H;?5}<|Mnna0R^FN~C`+Ch
zrTB@6BV9gvuH!*_3mVe1klp+sDr8uu%9MvXc1XolP-q?Okk2l-V+iz)U(y0D&Toow
zdwYKi%<??0hM4L&Nsbp@Ua|*ydg+L?4uh2%RznLJf(1Z8Ejsbnf~0V(i7B??E#|RR
z`E32AG`0U^lo%LaiutKp7`W{PNmP|QH-M?FVi#6INMFD{_r<SxPewi_h9pzyG`w&9
z_kr}Aw}aH?f%vDRx-^gt)n0bW0(_Bcelhk8L?do*Ft@sM9zY>4Z6&=CC6?KjlYGyx
zqIcGy3CX~QvGiD;SqJNwBz)o%gyVG(I2`+HHswM5Ah0k1c0B;W;Qj)XAzd&c)z<%Y
z(2#5&Vl-MB^~Oz#!0c>WvjCd=)P5?oL@yuWb{^Uqb$TjP-$1S(ZN6~*sR@y(Lv_?o
zyMPrDbU<=`Enl00I>?TK)7S5)CtWZr_u@nTWDF*KA`n`UpaefJKe;2Q4J+NI4jwQj
zz~1G#dj-EMQx#-?30;&8bMyaUh#YfpZjbm`neJrOz0CNI&2=3zJsVQVL44&0sY(;k
zZ$3sM&=JNQmbIaiAZd{3feAPmP3EC1;Yh^v8RT<+w2Cz!3vLYPTYWya|NC&8^qWK?
zIXxPA^B^&88&TWGh6Mk@rPN;?diadq(xBA!7DW3#Hfxiii()G$9?nP0|A)A@3d=HD
zyGCiGR6x2xT0oGJM!LIGy1N@uDM3L(8tF#5yFt3UyBi7l=Zm_&_5J&B@9WweaH2dh
zpE>UwW8BSY*X!;+$Va=JnF=5?i{Qh`fSu)kx7(X*cVh?x0^J{XhQ_|ufNq<(+#Dk2
z*Q%+3rTe|Pq0gUtgDwt37y%eZi^L#WKVw+_W%MpFS?1tZ$uVm0a+~(PnmfG%NEn~^
z86xXj?K40<0WRzfsCl-{POC03<}1JLUsm4db-S7MLnpE9jO+3f`RaFK0M-mdsMi?2
zzN)<NUigo#lHq4Fl72{p!edlHB`hjjgfgCz3)KErS*mMnuHlWp(c*>*FoF7ffS|e9
zdMb+mVhsyI9RAeZd9*sYc3!`-;^CCzdSDFhjF}=Gqc~`>v77g}>(a!e<o*OV@!$Rj
z9Afc$zTxIhpedGhHN!XhqjVmD6$C0aHk7*c4hcXb1)QVz9+l`h#o<7Y_%<QrS=<#`
zxDp(->!u!_`c)7O^5VS!8~XU8FI0JssYN}f%@m@jZ>7l0Z8}O?gdLe)gYAa(GVTJc
zz=PK(zjMl7blo72EDbHcfkkLU7M{z;qrQbNaM#V91x57?lz(0L3fOF727k{O7*__k
zxde{sv!HU28CdWTAnKnel3L7+kM4B%9D5I2k9SsE+U6;%xS4MY?s3IsE?nB(tA3lP
z%hcV3^l56xX}i%1y%Wa(TU^tkRaqz_eeUA*kjpm{y)#0MMG))d^sHw?Bl=ig-FfiB
z^IR|unTRX>49SrI_&pBdKOk1(>UFdz_)EbWJ-8u@RKmWyl^aoF0DqeL;)jK(IJU~H
z1ABZ@xPQh4L41zz0=<Gyp;lSM#X&Nn(UoeBni{Z}8&LhVmKWCUI6=wT^C@6^I^|CN
zQj<$*!uI6&>UJo%(V@ABNs38k5qRMV?Y=y^HZ(g+kY#jGG<xNumF6+WJ%&Oey9Fa9
zh4RPpovi}PbY<4Y?9R<x_7rh&GtKfxor`Z!A;n8`=A*tsfe9qzMZH0q;=0z4mY1er
zqr0P5<exG@x%UXzV0`f;?#8Mbgw3vEJ76B%i?W9%Hw0<suyX--Vn`LFnLdkHy;9es
zP>KnGI>%+}%ZW|9*&l9Oz1Agm)V=XnXz2mNN6${>Q<q@mGhu#zdn~O34|h5Adk|#2
ztJI~qk`5N|++XuxQ#aXePL!ZjKDhYWX!yI3d=^Ip5lt<^vB~Ck2jW=6<9BmJFI_!c
ztEcobv*;lA3bRKS+-ct05z2MDtF)U^XKO(OTOq3Uz)=(+_60<kk7k9J8k?X~DrfH9
zf&H55m5LHDO#*CYnY~G|FC!Bgm;7J15CEpa35$B<<ap`!t`xIjX+uB2{n9xwh2Am?
z0xEx5uLNaM5c0Jcs}!XVaC#6BDlRSKl~xxewvXxnc|Zf<nVz!E;yuR_esiCouo0ay
zUFyp_<dy-=eBO@BijEdoJ4=LWc-SJr-u*FHfw_~9{Ho$4`~9KfVvzTH2l)BluKRS?
zu<7Bm!D#>y0omB(hfPRlZj2=UvCUy<MIcl6ap}}r7Ro1Nh8sXGMvPgYK6&mx=Lm2k
z&1V&oZ79GCcu~5mJ#v|lb(b^OUQMSjshou47FilC+;Dl-tm1_RW0h1i7yWxn4=o`u
z6Yc415$;o}5i-yQW{gl%3^#YYAg8Pn4rh4b$8@k0azK{MqXy1|a@SOl30UIJE7o6J
ztrfIV2Tp{DAV%BOQ|L4o1E^MooiCcR$2(8ax0OWV6zj@dQp>0+8mOS?z=XmN@JkqW
zAM{O~o0Z_+5H&<`l%uV$AUZV=1jVV{-w4m8vm!ocVFAtmadO3F;$Lj|NH{0sHw%R0
z&~02SB9PpQak8oK2@j#QT}h61WB5}Ug2TOqdUH9IK{5YZW&KGjV=og#K)PO<xb%l@
zYCUgPRgc1gkv)*qOjmDd<H#2_LPZ`iemOvz(j~ka-1?Iqj=Q7!y7FpCvS4cxAp%LB
zyP<(<iWW9i5U5t@kH05rN4tmW=7LY0cfT{#I)nb`J>=v_X7L6*qKXoTELK2d;Y}yy
zElYf`hzwZsM}%N|3}Xd5aHrS88T?Kz11x^_nr+zh)>MvY<u0KndP4;iMxV?*O<S#-
zYJiBExQveGS&_*{v&_VdfTm+Ym}o#HypqYX-CcJtC{N{@(jdAjKyu0BuBC>J&YbzB
zp;}o1lgyUSYYERM@^nmg(0I;@Fsjp+T!_qNIeK(Q<eKNc@k<1VymDp`cQJpQ2!vdF
zecHwkinX=wI)!+)NmeQdz5R}ZnE*t4j~rahX39*=kv{!K?rwrgT*%wYSHu_96|Ij8
zOGYtDR$f>O;iv<U{AbT}UM|njW7?j%7nEvinEPt{C{ykAlz3d;IepmMG7zts0+OuL
z>hGAF?qgQ^OO^sZy`qw)$kk3}a7QF{(+B{l65a20o$Tt(e(;Xt@IRZ>Cpu;bL3o#8
zpznppEXZ;uY0z}h8+<(mkcX`M7V-~@^}|I>=uS`RecKa2@kEGBHDrQX=f+~tki4UT
z<|b0#bl>KnM^gUGf`phYs!*yhI=SLq5*xjMNJw4oxEFTIAi$n7dBqcYczW)7iVAB2
zY<e880?OWg)5`efcR>GWOdzCGS_PXcsHm&86~?d@VYy7EYkd0*0B;yBIcVb~n=;;B
zqHljOSbw5+^)!O)DY!SlgcxkVX8saTh%xCf6)ADqFf=cOW4D|<sV`5j%ej*frV0Rg
zyrrj{=_)W*Yk{BMiF+n+H*jmmmnOV`*s4T;FKpiGIfH4>T>EY)kJ;oNp5(h8Z#zjI
zjwATNhlzC@R21Vc+@%X{c}`4M2TH#VMhAcw<Ld|%jZqErv?6Db1XZAEu80^&4D*%9
z2%ZCx;AdSi_pSDHlplB<{H&T-iZo3(((65u*Fd#s?#zGqRUN*2Qxe#}5k5J}lD(dy
zFkgtD?A<ANezsn9IzPLJf95)&PL(DFJebM$8yiTK1IL{b%i+byhHvr=+V@6}gIh?|
zM6|)898Bok(MJXigU1u9GV1Z!1*!Iz^!=k3(f|;TLF=COI`NUu1f1X~X4Gt$_d#BN
z2g%mWoB8mA$HZxsNX2mIY>!~mja*J7dzq~VbTigsx=XHRe|6~S3^TMVJ(NGmDO|KR
zp@3onv2iq=5q6Y8SC2F*s%5K9L*+nNon9}r{`o6`F=f(JdRQc3Cqt0^oTc~1DBP*Q
zy^(TAIQV&8j_AQN<pknF6UfJ)&%}y$bMs-vU|h?;Y<Qgq`_UP7Xty4$RQFX4_l$u)
zH;Gk{l#*+<?MSnkxGkx@RNJAN3X<@k0{gwJz?yRED3M=)rxGYbN{iUbp6?85w#YFv
z{xrKX3}$s*ypY7qbo9jcx&Ok4*7O8e0mu>x0km+aFJWtP`-}5NvFobNF<r7h$xfUq
zm$!_*lh7RevnbW(>7rm=2Qg{rN}r*lPRa@$PSgT#=&KuNQm;>?A?3gNwM8V21|(7Z
zei~N5q>gL(NVbvmP3s}~O;{OZX3OE~ALeaK-fIMY<o&EM0~Mi!&xb>vMh|FkKRbaH
zFls2CvDMbCWs`nr?2wPL{75Rc+WMxY9Ukd`H37(rNDBS&8-X=f&^m_*1{>q|d^*&y
z3^uA<qttiV(|QUpgx5OL^>3n6g<|WVO;f1ixE^3eq^DPuv`1q8iDhWMFA(LLIqJEf
zW@KyjM<3grjr~4VZ|9Y~bR#EcfILTQqE7bl-G%UZwOkGdAMPSvOw5Y`2wi8!(A4@v
zL=x=LtncR7_L&SeE*1y~jgnvn4(flG0E`x>;acta2lYr&JVPhttp<aaCJ1AlF{U_S
zuQshot=>mkEP9aYn~yu)KPI=}ieB$MJkN9%D8uxpQ)wga8>sMDH+4QLGoj4+Dz~Z@
z&vE8%HH8><^IBL~tr=K?`ielM;|smx9ea@GHYO3$au0)a1>JnMI*8O+-)S;eTDzOU
zAFx$M6U`ptNBui`fxTAx?DUXwrIJ=jI80&r@{j7{Y<u^9EwB9Fvq^p_cj;GDfwyyt
zE)DkZBmXvYPTb5}ZT_19>`>+C=8jkKkB?4v6)0(Dh9U{r!@(JpIa11K4lOS7pJA%7
zrx-L87Ul>7+tvJ@(quWV15sWj^HTtbbW9<U&fjdvC=GJ1r$(VAraMm9x_e=J+^T(d
zvu^y!b6#4o1Na)=+>8Ihctr)3Us+}*Y0g3ub<rj~%4=toue??6X9m=qiA%r2L)h;D
z(OswnkJXRaup$O>m3t4@GHH*<8FZsM%pTEmH`nd2(;gi#KuHlXKCc<xWCl$K0Hu|l
zI4<|%;q>M2rHeXy3P^^)_#obD|3abwE67F!31#>3-!rkNM1cTWh7h-q>>a|Lu7K_p
z>+7?N3!5uLxA#y$4(7}kp0h?mL&U?YVWdYl4@TBTnLUDw-U2p+N`B${%w5$}^fhYw
z71$6drKMNl(8lm++(Ou@ey$0cv`6E5yqYko2+y#GI!|%Y6<~3PUXeyz1VvStH|>e&
zN_-%k1z^i;+WDtDyFW)Ed?y(jE2CG=`mD=u_<%&ycW(h_91}xQ7|OS8Q4IGmcKY8j
zo@3EVT0S#@sxzV23f;ldS+1g|ZwktJi~MRgtJzf9m!Zdc304CtnSqU-e_e9OE;Bd2
zf}t20eV7siZ(qOu3!T&?D9|bGOct^HZOA6KgT%qTGbkAvl7`r(h!7(k#_~nO=w50j
zgz^tvx~E>2HOCQ2`YDeQ6}}iHq=?T7vYrnW*yN5T&4pmD;<si%*h1|D7`Mi~>|kT*
zB&H*IOccOjX(^ZhOHk;3-aB{^FOVZ1TIFmN5{HQ%_Z;+JGNM$KSC)SbI~a?GRoNW+
z0UE_Q7ZapDz;8(LZp<G5HqO@H?&}-pu4hr!KHovB+$pvK)sF8S0%tsw4OJi2=PNG}
zjZr?ybIrICKA9pgm;WX$_m7QM+9Q|57M1qvTTXg@7!`jeJlM(m<0%GgW`C^{=B@H1
zG#c!lHa<T;Ie8>xb-pXAEO+ofek*4X<FS|yt7+KV|IZv|E9k%+59l4|$g7Ys6hEtz
zGfuN5Ao&I-CYQRI-YoMOs%IF~M3%Z)fIyX_v}8f4wVR6h-t%`EAUA4CXHyV@l(%T|
z6N*KhgmLauUdhoVjTEclzv0O;^Kddp_8O@9sD}fLRIyOuGq+*1#-x)Q6DpPysS>xv
z*L$2U&?3fk)!eh`ru0nGd)NSW#_cWlIY=7tVU1W8^iup(5ZO|i!$TjnN>zQ_c9sQS
z)2NXr$%>iuCt^Z)R{rR=4Ao0bA-LBG&PtVU4?zhe!Xl+!&r#YvB5Slk&XZC_BV(4^
zecN%vD7;;A*b-jE60@t&S7bYiQ8@~FI-9W=Ha_W*GHt)^ZvTMHR~RNAYKwQNY2V}G
zeC*@_W421Q>n#wQiBeM?zm|mtB+>TGgmA+*$}dgAkwF0_n%GoQIO`)Y8c0ohJYgi2
z)OlUrZyJt&Uk#MfL!ym{#!q2pS&u&z@jF15bt*RxPYCP13oT#B$?bJne)RN)-tNdX
zRhX8VG`Rc*?H-oBA8uwoi;!SMPGXeWLh_fn<h7Sj5UH;q{ughAZZ7DYsLrBulT~%s
zb5j}8F}5Kq*i<!?5Lr+(0K^0DaYNxBPQwe1;y-DcLD%*rr=+l^VOnu-cVfZos1VnQ
z_WZ78=%OnZhv!y>zhEE)_cKd*Prd3X4T`367!l*>D{e+KAiyAfUwY*V2fP8Q4+`j4
zu-8O{C0GP?%Gmcs^*6vjb!QqnC#KXF9(!i6NpF6FMyC3XSj+WpwO}tQORNGm)c~_U
z0{5(mu|)AqQ*d~u-QKn^yvuWSYA!6O91;##K<w)@#J(n3qpuzK)r{7)bu5Vfi990n
z<3*j2n^*26POM&p%CLWKHbWb(&pIXQjd7OL5W%l|N~5egEcx2hzrW0n;U2NPMn$5+
z_SLf=D_U41X|L*RZkb;cLKhG9DJ}78p4?kfWNyZGpZ)r%j-T{?^JBSjzXJIPa^nnX
zx-$<0$&-P_&!v)?S)W1aS33X5xxxP+0_-qhO?Gw`h!mAOxex-3m(I_l^AI(F<4I_4
zp7dKKh+<v;O2BrG*D<-e8ztkkjGfd1R7#Qy&v+eKL@C`R4S$^8_+>OSZ|{eB62?O5
zZ@tLGtbY`uIk{~p$6?mfm?32mqMO3$)ARc|58unE&6FS;T(I4v6dgm2iQ?-qG6y~<
zK`K%sAnF^qPR0k@NP&p=4Ue&^l!Gj@vPyFvEUjB=F&^Sgffa;bre(uor%(3ul>UoW
zeyD2;ynYvT??h=+X^8R|u&MIFjFcl?EOIo0Lx9Ye;VtR-ob|<$i%6QNSvC^Src6d7
z?OE(K2XiQ3M~xr@>$SBO9c6f(=q=vQ5Md~VvJ@(TzJ<M#dzcHJ16`*Rkn_{)5LN(h
zaBP0Np9`2$t*1lxl&Oa(&D({*ev!VFnb-W1T}7J^fH-6v3C#L-pHU;D4jNtKgw08&
z44HTQhP?zGjkUf|zQxU;cKe<T^-In<wTo~1qdMdkpfc5y^VfcgSAQv9xSZH0va>|=
z{Zm5O((DvL$c0U}r*$uVE)QCN$>sQIf-<{WQH3v+woRDu*^P-O6Vq2ho0}GCw8{=3
z(PNu>b2y$5RTDnzu8}iTxqrUk{(RIueZL13K(Chu5={8@jEEw&D}A-EwA2<)tFFgL
zvF2jrC?WT?^VCB{x)l2ylWf&0C5#4X>Z3*HAv4|DKLV;RV>iSEL->~qglUuR4{IZr
zQ;fm|U$boIP~<Vb)z>z2+^!S+m1AfZX=$U&KjS`1Geax}8mlAT(5M%nd_h3dbqook
zUt;|DvGkhFCG%IWg*-YGmcP7xl8F3m?Te`L%cUIwGrK3v`7-lGN5QjEexBaJTvY>&
zVb`YecTSee{zTL)wp&iYER?4giO~t64QvSSfAtFFUhQl&XVnAg3XrJ`yV=ew6!3jh
zG+plq{bxmm&nat%C*efZI;mDWzQ1MZPcC``tmvgOu%gg`v2=nXW3cgty~t4lu~WBP
zbot`ki{CTmzeW@w@TxRmlyg0zQw^A4U8}|BF2OHPz<`R*e^W<GFI;SVh1fgDU3Yr@
zc`@zD%e{c>d##)n78J=6O0tHQ%d*Py=C(Vnw}ZJa+NsvN??u^8r0CW>MN5KLZ7kM<
z$@cHSR(R6SL+BnIv;_(hkqTGto94IGtK|>@6^;dx$+!w5NZw#Jw?O&yzUqR8PDMq$
zhoPk@yKE@GqN*|5m{7Pm|K_eY#zP+I3-L89jS5V^;taa}d}#AxG3;`Bv`Pkpha*-l
z87)Ij5t?Qa29sLAMA@%!bu>DdRF<c7imS5|I%t|C5A^z8$<?V3YO?t_+ouMZIgdh0
zr`5i`j!X;<+&GLK{D9^xR;6F>mS4KU$J-=~pvKXe-4mUii4~vf0hqvms@b#OKYnZm
z_-<t5w3kEy>OiIJ8F;4_Ek_!xvWXzBHzAMxA?Em*Wfv%KMJOEGmwY8Tu;Gm%1L&kk
zJY4HfevHlCa(;kpb4(vix?M9Lf2bA%6BtXAU}{NvqMJ&ul;$k^Vzp1UK7-v%8&)+y
zR3*FJ74cmy^y7n>xY$SG;qhpwUNXNIY5yxG{lh!3RRmp%78GAXVTqcJ`*&4k3@j+U
zMV^ZZnjQulId<n$lO4paF1CzSE2Wa4#Y`5Ek$^c8p`w0y48pgb{m_2u<wFZ50uD5r
z!@vYB&z6B1$-a9@pzHx&Q1FI>8D)@>FID!l*~YTp>(M%nT5%3=L?ZaY!X7CiicS*M
z__+cdtp>EkFB~C-6hqFDrN)Ga2Ai;m*w7*sJ6I+uFzgLTpr~F>l$9|P_!#De`#^#b
zo0;S%DoR}|k@y8DnMVBb@4`oAizwYFDO7<A3)&5Zp~>heHay|Qm5IuSnB&5_1bE?f
zo^Y%CP2mRSP8hxPOtuBahQ|I#3N0)&9u=F?h+6ch`%6q5B`o|Gb0Ste@l>#x!FV5>
z!yCS+y@S6`{+jT$5bHYdm%ey43Bt!;t@Fc`NWag8jdE~x$OD}B-tZA8Hjx-d_fiKR
zgtJ4MCckn?A#cfykAJ|l_#P)lB`vl5P2*dVaZ35cQ5GLQYya<Mep)6_T@&Cy$yrZ0
zF{-IRA^FlKSU!EqtT8>8u<N<e*?_MM$8V|nK5N{SEhk^`Nja@*Kx7NXpsPVksM|pP
zvW0C}@j<w7Qzf6nEdXV^*@$bsm`-`WkCgkD@5HO+{??#Mzh<YgvET*65J>86?g<u%
zvssXT(DI>ysEG{JC2}k}bURLufw;&T)xjihyHL?{tij3t2CzxH$3PtxftIZbcXVSf
zx}yvrS)^`xDhM=hIREr%g~O;+S<!ZJ{rC+B^6N%lz04Dts1yif?u~Jj&85JrgX&fq
zsEUe3wYq_tx*!|6#-?=UvU=~JS6f>8hV*rojrGtBy<>3)cY#f|8?(*Mc&d^7fC*MF
zJX6;w^4QHA@1*0^C>yiwedSGc^jj}4eVT*4wW9Ip`W0`Z-QNQs;j%Qsit1IqiLcE7
zay>h%?UJLum}Tqimi-Fl=Z-P-5+bSPQm<Uue^RgrLe5(cpf8u}U657OKCKcjzA{jR
z14-P@L(5s1!%Exe3)joqeYcN$Klk>v@1y0F<qX)in(v|S^b}P;hYXx|P0;3xWzsE;
z@%L_Q6=tl7Nh_$P#NSv9g=Xi&rjF0AtXs&-9Bswt3kIaI(jKSD<^%*Xn#dqnO!i3g
z{MJHs2w@E?vN7KbopyEp5ZVx?yRo)zMNPmNT$oX>IG|AQd>%K2G3B!*W{Y--cf<NK
zFP*)YISnKq-{16J54{L@V}uVv_y9#sh2TKn`OgrptG8{~L68>r)vmKHBwU#xA9*9P
z`b1$>wm|lJS06d++@=R}PFa|Dm|ZA}fgg>tT3n(6=UmJ(X#8_slXB%oLzGHJT3JJm
zp~d5TK_vsW3c-#^k75Mte2HKjJ@0l4`3YM}biLx%`gzl%f%x<j_o7aaG^~CAe!_VE
zY0y&EBbSi<d1e((H$E}2Z~RAQ=(Rtb-73DA@stG=P1UW*2`!gu9DiLo>LN~R7FCE%
zz*_b3=@E>plwUpeFSNHE#Qsx`iC_=*YX%MBD<97^uB2pt1tR-n*lQlxGar1;Iw_<t
zAp;j!l39_@x#mKx=leiv7DZ|<fb(t4V(9b+JU0_z?xKafR;*^yiYE=d5K-K)NGyH6
z{M*i6iYsruNRJenu#4sQ1Gw{S-THEInVIn9@t)oLnQ!-vkf6|?W6grTr}Iu^$k`2=
zy}1J>^MVZnk8v!ZCNz}uK%wKYgJ49zzUqJmr~+tG_e*=lL()kji%wBU3<4TBy`7{5
znMFd_*aG4t#st5i?Y5p!j`QsYZG0Qi)?bwCrGiN(7ns?8+`ND$nqIJVB76J+@4T*9
zEnz3>YRBd{&5=hfV8q#IEp}xXet63FBF!U3o$S6XipI&tL|dj()9v-Le`DdAOUVyZ
zt?<mg=#1HL<L-|#Y{Jb>hjCUlcZ)M{<rnsm(25Zbi)>SE`l?+R!_kn_yPQoFd}ZHd
zeqL=$VC(g=@zsm=P*sqDl4FhzEMo1$YTL82$%U%{&0cpO(gKn+gbkS|(7eRT?}7}l
zwwE&nGzwW~K$ALt6Ofu<i8^5vl>C<xqM-5x3lVsgs+7DM)B?El6bZ@+)B+R(h$IF&
zgibFhGHcb|16^LCMSy<O!|_b#ODC4C#KoDGwn<~$ZVJ}eiMlDTuXUD?Gk&%*R;hGl
zGfV5nJ=?1c)_Wgwhk@V-J>o53rk@=Y3(=OY>V^IFj#dRzg%AXy^dzVa)oT&qVr`!d
zKDOx#@49~eE|Hv*rt<qCjC~)-*&n@}$e}@a{5#7ktuaeoWX2d{$ti4L8h+b>EpIot
z@W<10o}{_x=)9H2fkuvMeAY^v?5ozZ>-kCgavN*;#S3jTNe-j)mS^?VXQYz7Dm&h;
z!fb5?B}71LL9<0bA=XLYTk)Jp*mh7`PYrmP_bBnYcyCMu@nZJ)nK(QNq|T7eBj_b;
z%{LKAaM<T5Sm40M*A14NN!Id`=e7Cc3frc`@7W+!*7ErUHu)F~4D)ZBOxS&6qr?mv
zWy7RXuVEuD>9npDNH^3n&6P^Bu=!X%!}>Now(>wR<4{C$s>G*3#-dwfVp83SBECYC
zk4~4hjCts2_y>9Vy(NKSznIiRi+8+;lsy)MQW4=*3lO!i2nZQ-n?RssxCp*-TDAA8
zSkLfC=_d5`HsZ{>e9Zg{Rp9s#lM<$#O7)J~7)QmmTCNQ+dUsiqF$4{dc}q0Z2}Ol}
zfEn|;QHspxjv~MVdXqQ2b|L$lL9Hu^{Ha0(4rgmXI(6fLDfzq}fgXlkNSUx#CsU`W
zpYX{`;vJ^$p#w}|fXB-h$E>nwET%(TQKL!Fa-{q=W6uL5o|g6o^7)IZ_0F_OPoD#<
zm;P$%ujEI0x-+zm-}41UxauFhzy9dRM#B~iVN%pxrJ|mV+d2MdQF9eb1yzeOp52z@
z@NWxsnR5<+m45D4iy9eHn*kJPocVTxUdK{YJ(-{e=O<v6p7v6K0r)!cSYTTlK&sPO
z{@N3;lD{7)UY(8|SaAt}gKlDMB@BE6UA+7N;kaOyc_egcr4mfCK_4GlJ0sNN7jP$R
z{X!9*kEc$GO2=a#B^P<YJR;D|XWx2Tgg_ZU#Z}4w(w1K~!_wmT<2BbRq#D**v=<5V
zK}B8BBDDar?>?!hND4niHT!YC9aowB#oW_`K#+-6-~boqHyu13B`gC(D@JMnMoId{
zm_#xE9ydril!;oTTdorvh@hW6g+#Z@`i^kG4W7WRG9Yb3y7r5sX}iZ(NT?pLxJUd;
zYof+j+sA0<mQGHTVli~H&b~IgwMi>A_)%y25C>KHQnax+pE)OqiLWW2UVG2lO{S=M
zVnz|+b;kury`IKKX3N&#R9V)kD~AJr-zPIy>}ttW6RBK4bM9>HLK#sB><yQSrUETD
z7O~XmvrLGD1_-ML=^=n|6R`rg+KK=YRYIW8Z(Py?_5minrEzBV)QMs=Rz_VDoTP)z
zZHaYa)J*D*?D0G_HIwzv_#A~iKx}ut#GB@<a@qe0G^%3G*$Uf3aB3M9q{<DyB+Mn_
z&0*8N?${yC-D*+L&3#>EkhvXWi09zx{CbFTiU?q-UsgAe%v_f+(nhd@h5#4C&%4{m
zfYL|KVblm84IBos>yaU*ys}f2T?tVXAn&?5T3OsU$IZuuI-A*`wk~1pOtMF`bH4+e
z;?ZygS4SYdzZyBL#uAI62qE^NoZ=zo`Ve2@kVaOB(kgr{w?3$-IrP!f#-59dq$(Rd
zT~moo&bNO_D`rDt&G~U7Ih;j+i*pVKr15X9Rpzh4g7Dw_noF4ew%u3I;Lh*7>Naun
zG1Jn8hExeH$z?{mIv(Tw%5=ya(hF3wXX58%*ENoh4@Fy9M8~~ss5BLFYHN2Kr9eqT
z_XbWw&o6=3r@D%Oi_LKrZ-QLSli<@122B-^+_*>@=<M7X&j2Q7^7Vzb3%bv=v!+ej
z_Bg}7mvL&j@3$w38nID13*ZzaU73rK`^>m&@*Yf1ARc}`d_MZ<VUxwFufM95O1-Wa
z0qAh>0bgmE&M$n<L4uh5fYZzT8=*&O9PL$KDVBFzJz`~gI(so1-ZZQORT8`B+TF2X
z3BsvoL%-&@x<WjP0qbJj1ORuFOBr*;Yc56n5`?}EeC?i!+tb_y+Me}5)*F|@h7e42
zqk^?NM{4a);>O|iIP)tjd&R@c%WTm8Xm6oGi`tQ0CI3lQHy0}#7edWSf+zX<1Lgr8
z+K`+zH-~xC!H%lzOLm9)hX=rsnJ1Mn$1R^tt83jZoCrifcagY0SWtlov*gnSbdj5b
zJVAj++LPaRi=;pCN6}$hy^Ki9D@!G@DoF;L3FyO@HZIu>$6~peJx7t+v)6jKN`#H5
z=tURZH;D?gYf1$#-8bS)UwU3xadL9%Zw-B?p`~r<3?n!O<8UAf&$zElq`&r0J{zIO
zKI9H0>S9dIk%o6Q^*pm$|Dd`cTUulmW<vb<%2?BtaUTLk$;%W<&9}<1=aG?U!_N0f
zCTfio5~Vdj{&5Z~kZG>LSqcTk<t-sBsJuPptrNp8uojh-h@}wVA>>thjN7>2AlV?t
zs_Nlw<SD(2)mp$0yL4#6<mnt#m|70Q9d6p~bkpB85}~AgS+fZW6?1&EPJ}?pahzV_
z&Q6Jb(1S^}cIM_Tc>bL+EiSpC2^i7<^w#l`xLrj7*?Aos1LNJu$VfhMlldqWz-<B6
zE>P|r%90_d(VHWFsSlMUm%`XoTUWPxr1$np@;_<_dfA@D@_wLLu}iqSYz9yr=S$h4
z-~bA%sROKK8Xli|3TYS6d|3q(EpYu_iZc2D3@?yQId6JEN7*V3gyiU+NcA4?0Y-!q
zt4@R5Sn=)kf%uvEYJZuT9|(1UIR2WdLT>BtG8~X?1EInl!h}SnPc?Oe-TfU4_~4^L
z_PZ8|dlJF5&;6-P7c&_h?klkmZ3~@}i1(W0`>&>(w*akrE_IdvAI(<{QN$9a;4{z3
zqsFThlv}{^aRb8?D)`h4DU+XP|1PbPjRo*S5!A*;YK%f}b#4gWa7z+c_x3;n3{n=N
zjs%SeMJ9`15$O28p}#mIbAq}^SLGHg>Wu(S84yxZXcZd6<c%mYC!Oe=#N(IU{`l0E
zI+>RuSA#*-A!NTIVjtl4p?tftdl)ZEHXXnl=_!)+Q3mzTjJ#P88+%Sfcn}DLXU;vE
znBHZEUL*?{i27^8bu7`~QDD2n$!lwW>QCV4!(@5e`o2$AvA=OVUv2mL8khCBN5T7D
z+Pf<&^K(HNF^H53c^>`HJT$MCM=mHm44yv2qyG!qijSo7r8H=|`n|>vO~774b~ocr
zj+x%Hph8VU_s*z~c()@p2i=ss{MfN&6;`O^wq#-IW`?w$zX%hd;`Bq3^Srz~D28y$
znXG_X$ku5KHfl-(>}u1z&f(?FN;N32a|}1V&oPhN3mN{%>9PkD_%4r+Bf{btvGDL{
zn~1rb#GjPCk_KuJ4zIn1UWCcEIttB{A|QbnV_4-=7%HT}>wZ%#l>5zI3vo*K1R>@V
z4JX$_CyvyFuUFQ}Uqpk<Dse7aR4OftW^_|xQ1}&bgepV)x+>tQjC_7#6}B1pzGdX(
z8tqdL=T+_0Y7ue&x~j4&nbNXI?;Sq?A~L?ncibBut4HAHTRi+)Vxa%5xyEsGt*2U1
zUfIsUA+kb*Nw+@e_SUPqy1IFeVLH}HA}nGTvx{ju<vD)|WNp*>&<?klxRGL2bBtia
z3cE&_%LDl3qM0%O3nNh`OM&-sBt-I;SD8_hNef65DS>x^2Y~po-MJj|*E5={6OVs8
zU_u{%a~yY;SRMWHO=BvjYwgAxl3s<Bw!ll)`a$L$$wfU1-&k84<9<2wT_}+LfZus1
z$_g$zPNRxBq6B?@3*XT54c)<BJA!I$OhQ8bX^O;T*MD<$&GGMqc#mA)m0Fx#`eLGQ
zPyUGA`%40j+jZ`F@uE$NUT#S~gvxngumd~glX<9%Po;-%lSR>_h@K`F?30V5h}pP3
z1D?7)+(?I_h5BoYD<3`npUan-rKK3EsxqTXq3*B8Xh7d5Y2h<CFx}dp%!+eg)lx7c
z0>Fbu(i8N!m~<RuW@ka|q*Sv_0n?u;bLjiGQ${^=AKbW_?~sXhb}5+iam5r-QZaPk
zf<M8jeG1vbHqBJ>P*50FkyC#Ay)?1D(frKb-hNVB!eWn>^<W@Pz)LXwz;y54#jw-S
z_P+-&)ichpjkIAN-g+Zwd@yEVJ6>F4ne$d^8{KyQGo6VgcDED)x45OyjoHnyHw866
z-YnR?f&>$`iLjTky9RWJm#>fkmf|hpzs&vP&GN>C?w)EfMb_=j1N9cZ2p4{+-rdoi
zWgvy$cN`GL(=U&X^u32II4aJp#(b-j3t8z&A?|j|fn7BQS0%r3F=WapnTouY3`|zw
z(@ycr#_q@qNCOCYH%Dd81(L-c(ttE0uft2rjLldu4ao5upDPLZ;&hOhPgqQU0+aQL
zu+bx2T==Kh*a+O*+(t%5q_2OS;3P9MGoM%jQoFP72h_3lgO(p97V3d->~Gs`T4dNE
z?uT57nUO`@+Y=<1&yDqX%YuWpG$EE3VDhd^c4^P~AZVASVnk47Kte%rNzNwlZL&3o
z7G`yg)w86h%WuD~MsZvI9I(Z1NkQdPg~)Fs*S;;v?oK`e(rIYmB9~&cY$B-FAVcK#
zo-_QV%0^8v`IVeFmvp_)F+r;xe4nF#RXxS_AeRA9AK9cF<tM{q*Q-DW)Z){txDU8D
z{WiB>zZ5M@0>hb~ycM?aJuAUQs@Av3*Yt8j{kOWUa1$R~%G@w~8~1hFaOHudkxKN*
z+r>J|&jw3fTFh6Y)^5H!FlmFjQTg$~Xa4@f7K6N(iML#q6E6}u?caF61DX^8hfVjy
z2L}h$ASyX`h(I0xsX(;T(5_3!;i&BPbr53hyPpMNX|IyA=8MLXh>Kz+XgpPb-Q$S}
z9@aZ-?QxPR>~7ijF4-&5HCyhWk{V+@yyQ)^V&==k1BizY-#9+%51buT-(+o+9&BZ{
z-}eJhdFz#}YkJqcb!(s0ledOm_#u6C?(X8I((Es5P5SY{5D=vXKvJuCVR4ArH3p<T
zUMBlon;RJ$f47`00)Ymq=qFr%pS$btX=yNjSh6EOs!CcxH&7o4PN?aaFkOTmhOV|B
zLwv6?KafR(Ne3lQPA9(D?C_u>DX*ZDzJbwiCw;!%42)`rz6Sa<kib%Vk6_Y1@n<Oe
z!eOX4Y@64yuOavH;yqexZ<lA^ec=8rldVM(5aR(ddPdWML9V|$VNWj%dm5hu@DO`X
z)93EBx{*+i?_h?@qVbI-<k2s{ILE%!Ej2yw4`BoxtrHWf2-1sgt7vCC<5JY8?CdMS
z2MzW~M{{2))l2!2W-%2Nl(Qmr_Jq?Z6_ld3Pa%(whO@UFL`;^<vM;YrobZXU<u)}r
zsHmts4WpQe{~doCTiAzv>leqv?-`xrYtgr_?;0~RKim>fRpQv7wbc}mTXDrxsRe~J
zIYw6~ZcFv5oOl{wQrZE{{fByQ)um8Q@hc``^Joz)M+c`oFyidQ63lv$RxmNiy4~6D
z_h9?@{_kY5|1k06leczmnv4V2t(mB`Zf|x-rz?^tJFbo{!KAnmXNf_ki1{W%AWVA+
zUpu`TNIO5o+>O@R9#s@dYo50osihnaQ3^da!>=Uj6A(1-Q2A`VzW=^u*@s0Q$f2ml
zx_Gh(Z5-W<d`B`gr>Zl6P`iS<r^2?L`2l5TAhG`jGV>y_yP0AC_KcT-oaJTU;O5GA
zy-NzVD&dA=Ag`ve8G+|zv^7U){Su%NZ4AaweZj;d%3O73&71pj;8KD>3%j=;NY7Q3
zpGMP5+*F)@OlJ_%9<#gEgMb)?jZ)_bt&GZ|{s3XW83EL4PWS^=c|?e&P(Jr^ewqQ-
z_VYFrx8;R9=_>i}!3)b>imECxR{?FwWRQ(B@UaySlmPKub$oAKo63opEl~MUi+pUc
ziK3_G*>FeDT@BK;hg&swI-!APK?gw_0LE9Bx+6zSW3u7#gA4&kQA>I=3Tqw{P|O-y
z6hBoDTKOa_Dt$|WZA{vJvG=7?e1NtyYbQFxQ`Y!<nyQXsght70G98;YllrcB&#|-!
z^h|&A4XJ>{_0Nq!&#V>byaFY=^^hOuflT@am-^mvp+RRfO&Nr8_dWtda2Rt$)<@^_
z5nDtSway4V_3$;^-KkAe?Sb#ph;y%+<;SS|nR2ya&jb|1=lEvqP=R{Aac#p?ZJ=B8
zHCIJ#PyK)1O4wrwi0~ipHkppkZ{q=BQoZa~C=lz)8K;}NFgY>!5C~%H%6cRbL=*-6
z3<dy=byXm`yD%!LqgWCgomr98PuDugE!QU#m4ogq(IKfAQFLh4_2XO3>OB<1f|J8?
zJT$QHE}gIy9YWBz4pI-z(Idix5v)EleG=3y9Je>Xn%i`BHuekr850(rsZGmJ2{c6^
z;D4g$yorfgn^U0X@C!P9%Bt{%y`v>lW}mkw|5aTHWA1AJKzi7B%_4Ah6hMg+=!eLw
zz!z|S`P7B*e#cW&ID<k(MdiwP60g3FinyYeZly=-&GFt+<&SbBUWGJJv<KzK^^37o
zc1YPJD}B3^JvT>6Q#IFIk;=xFJDIEs=tT=|n%JBKAe6+H1Ln(aWIULB1~IompO(TF
zz6FtbHEzErWcn=8nSQ5rDnk%~M^l*74n&E&2WHv!z?nZL(lLrdBd@K6;y|36E&DKs
zEJ^?4u39lxd2ACaU(Ax*iBHW2(klXq*AA&UXz)6y(8WQ7O&@O3Jf-PBjJXXTB-QgZ
z$s@Si34jQeBJ|SH9T~+Mn1=d^`K7lz7k$$ZFwTX=oRGh0iDV+*3}{CY9f+i!X}c&S
z84l{b=$xB3UE46Q4fB61sWbBXEnjIPZ5%}N?BN!EW_cLnt*~H{UvEjyXTVg9*yeKL
zLwwTzx${Fk#(5(sL?7+1(Eum7?QA35IZ#{Mm@}nIGOg>gq^=aJ>{M1P<5aH)q%3UM
zRk0zw^=$`|gFw=W8+H!>G6mr=Iv!GltR5z=jyowlX#dDI)=-d-mYxW(0B+|a(4_PT
za&>;vIh)SiIuYM=Dm=reHaamVV)OY4s)&a!(r*dzSiun>gsY&sd-<cj6q#GrsMmTU
zkMliZb#HWr!S2(oUJMRV0GE5%Zxr@g*$}*_Y$J2u3z}%#DR815wgP2z9-UYDGH&Cn
zi)6!K?+6TpcovnQ^>XV?25e)|#kaBanmJ@CdZVYx8FQhv8Ne_&hlk1af1Ta)l_hQN
z*VTztE}&Zv#O?I|cdO-PBl_LMJE9aS2woX-fY9A3*WETQVOg#e+vbN67Uzh9b-yn_
zj!%t4X;~*AwmV>wXtyWU<;d3XCuyi}PL0iB++H7Q)C7BEr4es`x$rqTtW2QTjl`$>
z_kFsnyCFD4A?<kWe)5HC^oU~&=okR^ZOcWKNzE)wc?IwpMEwnf=Ug1*BLxcw#4EH_
zYGUPGJv+4-25h;HzNxC14=4+o!%q-OMkiG3eSRwE-0S^=+BX{wNly^+ebDhD{P(>e
z?Y#O(<Y%#J26quCxFqA!V8&XS=!_2!tlTX&g>SZH&{7YCZk#^=$i^S8x%&2pp$j8`
z$RViqodooOPb9Bclq*H28h;@1Gjev;w<A5NDfE^I$NVzs-JHI;`S(fRz?#)E2pS1Y
zmntc%Z0#QKS1-RztmWo~1-il6d3nhEhdg2TTAt7HH0k@3>nWc>%Io?_5$K>J-3DSr
z2YSZ*D7I#fj_l=>_pC<PV}(-jz*N}i+3+Fpt8t^|6-jwG(lY@qtMMDt5dFOs@68{p
zQ}EBCbC(XRm@E@y_po1V3Y`N4_@9T!8U@G$*Q8!yK<B>I-aiMvDlZ!(KlPQjk77hq
z)DFw4O4_MiojSS)pm{zEi~ekxkW6A{QVk^*?^Vd23q8A;899+W2FTU54KvFRzpcH&
zKq0M}U%j;}YKnhQTRodkhCeB!3$Ozm{;0il5OU{Fg=IA4@_71xUs$>dn;6obKE(+&
zmMMeyF!`p5>tt;7aUpO3h;^TaO*y{a@dkXjtGALIPN)v6ub;D!r8SxXG1!_0minXu
z>KCe!Ap+aK%ch-GLvf;24CW(H95AQB%mp6ia;|m0_E`y{XGwrja_h=<lgF<FC)E*{
z9gGJLX%z!ONq~j=b9fBjz6GMUf-Goq>evtkcV^CSQ2~LzVSg;a0U0p_BT%0dcP(kO
zqv^rD+~QNX7Nev75zypV<ZJJQKcaq`cnUq*ko~s@dhFZ@ruNmW{4e+w7u#}E_tig_
z_uc|gRHU#pJ=Y!J6Y_v_7*+|2o@Zj<eLsRMqZA{-`|cPNf8SbK_ne9vnLq${WO;FO
z?UF;h*`-FOR1pqLJAo4}<P8EgXceqnNP}qReevm&0NDHI16!=Gf_Ut}0Y3f*IXh&U
zBJ6VuRG(@x=tWzpg0H&tJNNUzDr-Z_3UA1a!4ORisM#FmajnQZ6mhNpR@d}NCsE57
z2MP51F2s)(&W%~`Nu(ebM#syA5RGO*p{NfE6&)`e1O_}WZS|5;bL!I3d>TMfGDp~&
zO7jP%q!TcI+*<f{>d1=U%GaJ0GJ??NahTTZm8}8x;0fD5hn!)vO9*8-{QY}vS)q6v
z1$i4Oe#)mi51dNEKKVnGQ^%IPuA5Y~oGRT-QQ^*Xfb2gw90j9nSw(?h;>4zrBq*Ii
zJ|l}Fm|nTHI3dQXOPm0i1{Gm&bBy}wmj{ll@v}U+;4Q|xO~VGGFJNxf_r(1IXAgcy
zpkVQ5xd;d#w0hs?D(rTo<aarFd98BX7!Yv&TC|y}Ij^%64d6<2K*6K4&B!qD5;!*{
z7uLH?6#vI0vV&T;cAi?mvltbF-JVb|7&1ZwgG93asEh2UrsFfVbsr+D0!Z}YW@GlP
zfIwV$OdYchv8^-j?I6X<6{z*Oj}-gwn*Z@k^<VdoWPhud-q#cQo(*ce2$u+`D{IiE
zBwu*?3wR^Xcws6Apw;r^4nGW50vr%fJOl^i85dkF#8VmJgCrPi7Ch{InY>GHD&b?c
z=JS6`y_P=)P$pxmbCJk|vJ6l6v45-zQ}Hc2X*V**zoyehPzV;UdrY;y1VYw61T!{|
z_iif*JrPGP8-W<Y8N9E=oCOR-$pF$(r+CcsxGJS6EcZboUs#mz;h0&;iZ|^ruScsu
ztQ$}Gxma+yC7?7PT=~c)rEX;q_m?dBC*VG#Brn7yu^Xr>4)jW{(bR01VrpaxUqwut
zgvh8venfXbfOM|OMjo`fph@)kveOv|`Jl(uN`gcj%=$g7qRhJlnjTC23d`T-%HUtT
zP?w7eivI|j;!W$|B!mLx&>y^HSfIiYGh_|`!GG3O-opneMwH%JWY^N%DbkCgBR*X?
zEEd3)vvE2M`btpG`JRXoczMe`_o%qo$fYDtdg|LpLV_E@&0W)1QpJ(tiy!dsbpeR*
zc^uW^(-pUp+V?^D)XeEnhK-Pt96nISQ;|D+D-Y%&KKjpD-${7mn+p&U<$#^w_+#G<
zLDaWFik&Z)nRV`oFW&?T=$Qd$383STfj@XyfSlCwG=<C1*PiH$HoPCcZo}u~Sxki}
zkvl&3k@J~}2-*fDwI<<H&r1-+UD-H1OWarg9uDTo9OFUsEy2Cn*m0HARf8ezw!+LR
zOn_y0Yv;)?TygZJ-!Mo#J)<6@n34aJF>}w3H^2*A85!Vw+IrTkBqD6I_U}Bs0hN*V
zaLhQ4Gh9f3+;$;c<IXj00H({KMuDUPO-!p%h4eHA(0C!H(m#Xnyphxu@%AMpG7-%D
z8F0(wBaa(rARH%hmN#I#8(#2J<B$3E%#6T*`7`=*2G}c#Cp%tDbw5yjI}>9Q01No~
zy$9&A2h85IPL4Ms{e~C5{`&t=6aI^?ncn`TulShw+L<4CqVdaZ^p#*+Dlwp+86FE3
zLipc~fB&D;Q0N;A#Jb^E&u3fL_tz2)ZXH?C2v$dpgtBI!CrXjA*r_x6_Q%%+V)b38
zjYJEmtXFqYQBbnxz8+_FHdSyvmP#MgJNf>`U)%rgSJvv*L@Vsgpl-qGU7f8(IER??
z7ZQ9h*K8XyfeG>f#QQ<V(xtmdF3=+aSeht|XN3|-$qtS|bAa|!vagQ7P9*cSWoQP?
z1g^wG*6MGM3dAm8hNQlAhX6XBoV?QxlV|a-8}fJG0oZZ3pfuUt^C6fHhs=tph49M2
zPeerNpZda5;rKBC**bNUdl1m00EZhRs9=8^4S3}GU`$a>v|8SeLnrp%;cBX1Lm(+k
zALBy`(+|cBSC!}IO6{~A%oz;<jP|uxki1aA<0Os-L>rs^@dr`QI{*uKc(0&f{Y}qR
zuH_msYsiq7O6m;V5)%XOX?2Y>V4~-QU$QN~X+-@JGM*7QusQLX9nj<dww!2T#REio
z|7J0?c;RQa7;#{x2`H`sz)^w~K$d6t{*9dDp#B3pV(eO2Sm3z*mKI}n1Ep5O%a()2
z2nbV9xl=AFKi`0H6y62Z4FEedx1eqh2jZ<U+Dnk#fX4EfMNcDraZY0lvP$&r55Zeq
zuvF%MQ>UOEkph^cxqoSi8v=Vr_S@4Er?qF%ph@@8lmQyl6R)rY6-&;|wrSNeF}5XD
zRH9L*I6j(5gIoc8=zo{O|2aK?Pr(J>U6`gwS?3lS<yjKUl~EDQl?i5JMLYmPKmO{C
zx`BSkKO)#OH>0~tpMb?#`toQfWl%)*twuVrlou4}cV|H$z>uHX5)LfYn9}52NWwu(
zJ%TbOI08()b2t{!p&F5NM8eh;!vTfTLEGJ0uVUIqP$B;cEsuWtOi<pQo1s`ap9BiB
z6<5lD3^n*M56h97fut7X@EQdRH`HW0S#yV+alxg?DoOa^pfm8FyaH-_$d2FXk(05G
zVje|t2BDY*yg*0Z5D3r`&RzsJ16Fe!<6mo<({oijV+cxG4xr-L46K9$<@UyVr<$4K
z%BwM+8t>ylB)ID7zD^lPEG|2(Sq2hU^m{dM;_X0BHdoD)4<|V8!+B%V)jb8ipR)}W
zyX$M><Bo6yHhnOIw;2>e!)|fFTQL7UP(e<u!xQ*bE=RFinR&>}o2&rEqK9z?W`?yC
z-zP^Wh?^deYy<%Os*$%Mhu8!q8zoT4f#8>Q;pyI`QjeT|&of0G?dwq`g2K`RDsgaY
zOl<$0WIdHId|OvX5!wASV5%TAT*$IT3;-9C>KT+h2Z(;e)T1arwsQcO8hSJ@uNKYj
zzp{$h8$k5d<)u&rC4v%^Uk+GiG6Bz-v5m2I+QxzVf{GR#GC6nz5=OP@4{_;Sq|E70
z?~?`^4@w~R6$HiS@ql=R$Mkn$#Sg)8SicazpXh!;)3K4hJ>|xV29m$j3~i8h7O>8L
z{YF_;bsr+e?Th2w+n`QsX6}9mg}42&S``2cS&3EvC`u8jV)v(RC;(4#A(+FY>crQ4
zugNw{w;Y_ARe!tS&3iPl;|5wewFa6E;wg}!tMbZ(Ktdub?C<_#p;;Jk`8LI?Zqs2L
z4HQIjrLN`P;Ip9YOi*IcP8r--^hsRR%)I^bD6;aht-r7VcWQ(Tz_LxtLU%ISNF;hh
z6f}$*4s1=WX$fq`b<t)<W;KeQPEeumdD&`H^KfJ^#O%qnUc6WSm!C|BK$N(_SUQq_
zYv1DVqareCr-SO9Z3&2RqC6vf^t3c}X?<=E6G8E;5NOeT)|TM<k;DW-<MRvKmu#Tq
zQAz;Dy1ChNH)W*hUgG4l%>D``H9NN$B6S6*#E%ux2l!UOOPioeW^YRE`ugJHVq$s_
z2qv}t4Fl2f;3KF=##@DKz`P-90(NVRet^|{dmp#Q)$h?R*>P?Upqki3E||^|`AP>u
z^+{*H248ZSyHh%kEQ>s4t^0A%JD-nE&o_I;H7ODJ<kZzaiEVT&I7s~duSX?M9|ID@
zPcAGeInZ-vBfl`JMcVL3C{TaUf|CXlpkro1alBVEi(G)t;;SfJT^XY}g9dyiXH-E(
zE4|<lVGTwVpYZk|=vadrw!zM=<>>)iA@tV|pyTmI(DCzuBmp#iOE#6Ue`7mKfB_1;
zO*Z;+8B3x2vxV74yrY5-umd>)+p;{Vc))|Cs2Ex9m|RO-@mSPjeX|4f?~7otwvUJc
zw3iKRM>8D3`i%T5%XDV|<Y5jy9eZ?Mx;8Ye(!uH|m>bnJPy$5c)a&^rY%bViwzPC&
z&thB}S<EcxKv@BxSJbG9bfd^~ilI1ec2rUiwv^{-7v>|JwSt4XtN%tw!c;o3<v@yI
zPPdv3b+a_YNJbHzX5N#EAi4tiYfMzW(UGzhIRj5#O`z5FbC^t^O!4+bd&qQpF8QN8
z4KxpybSRYyiyyk7Rb_>Mh)FqxMiel&v}>?9HVS$C*MCn|w-xK9L;Ib#W-mi_4k{3B
z=@!_UFx;joP>EHBL%&REpsBi?r0kxFD`hmVCLvGo?9O^~4oUR?_cVil@dw_WXtYX>
z9S?(^&XY5J#Uetru>)aeGyuPJu5Ak~HgL}Q5QGX&b{yxw`@aZQK4L}}bf5>dGRUBN
z%I&Olb5MiJb+j@tA!}Srrr}T+RL+<Q6)<09U$85$Xk5wb{|^Cb;;|yOepj$GD7|q4
zgJrmpbL26}hLx`+Vm%h`<fcF_P=JcnGJI`USr+3gFrF`%P(v{_>Mtk{Y?{`;b2VL7
zR{7>0AeTKooe(uXE3w*Q<V%Pgl~nGvvfv#(O8~r=zcJX%O>dMV`u}9ln<{WpIQzVT
zV6+BcJ9ZhjC_qkpDf0OC5kTuktnoaHwN$MDI@qx@Wby?tDyjh?`Z?<7bdo3#XgwH3
z@!;9gG==eNa`I^_0Trm@SEvX;J&Ya$9m^!v^ATh$NYN{S)FKXmkBnZH@d+O(gZaHy
z0%qrQLxhBqz0vb4r&9Dg=eVHaW=2A)`mXl7<CnU<XN#Z(HK7_)Uj#zue<?8fFdOTs
zU3>Wg!+H$Z=GI;LyOC5Gdf4?mU!q2r9Ba&MBj<L6#@MZQH{T5i+OR;;jV#YzbN68t
zgNuy4{JUQ0<6q5GojgJK6g-m*80~%W8RYWuiAn|Ir!?0j6&Lm~g7VXZxpCaBu-eP|
zeWV~Fdq6uq1o2~!DnYS=z_uosN>WVe^tk(-8IWAE82e?lyq;qd@?15*<&hJ>Bcm0g
z0fG_c-v}#69K~6p4OVA)-D)<cIY%9<cBhB0{xP^BSG&dB!-a)4SF9$hE2wS4wedg!
zJ;U<f)0+4EPj(7X4RiYRciG7q;-+{Z%Z66_nbQYg({*9N=O6-V36P*JNL=bql&leO
z@Ctx3_!wR45g<2&L^=<y5F13Z-xt6fEY9I!$XsWq&;Pmb-{|w9yCsv4bJKCzVZQ>%
z&*UQwofXm$c|*{D&&OyP09hOaJ754<S5|W3A_{TH2Ll(S!;v|(y=Rcw@OS?rs+{1U
z|7E2&YQQOGc`BXx&>VfZVA<bF*2B|1j8%Jh5Adsd?{DP)uu>*K^X}mfAir3+|E&}F
zvxw<`>kawKpZ^js$X^+`{Il1Pzxx00R+ip!&2x#|u8-H(*8!*rR$9T>IP=y5{5s5)
zXZSB&@c(qbP%(=`->x__OaH?Qv^l?aJs^zduw8imxgRT?3*Zvq2nYzi<-IZ;=ng|g
z`QQH?s9-}Bu>WdW|GU<Polat6;!v&gE|t4gC^(vVRPIJBQf%~ZS65cfc(L+6{NGKu
z|NAi>t{Y3x_BXr#f3wCq4+Ci*K6dw>UB{p83E2hzA8i7swzTy0<KH)jhI7^SW)lT?
zKm&VC^jb+-`8^iB>Js<|F?Ds^z5V^=wYB$*I<-stRg0p6g3wH#lfA&~_7m4kFiyeF
z(J>$?iAb~D%%4^%Yw2jYt)3A9Oa?${Y-~KKdBMu6yg16N1&e?xe=k!rQt5N&;Vm~@
zU~FWx^Z`fri?1mmA>k63Z_(W?UVpU$ib?U)(_r=4eAO)2kMaGSY!@57zj4}=!@$D6
zH8g|;n)qk?vpAsHEU2P_#T1-O$m{X!a?bGy3=GWLZpoJ~PkD~pF}r{MTw`Nyz6^KV
z91!_T%)10c)bAHQ;WES2xgKs*jEp)<NJ_SHEP4f)k7j)blGR`~Q&d-IlUPQ|Zkl55
z55um<^=BheK_MaULPJBnY%J$%*@)fO&=dK*<6}4IUgTX(ezO_+#%%b*VZFES;<PE|
z_wCuJoZC?g;=1*5V4h)Dcz0jlS0>_<)6?N19d4`HN*M$n@v8cU1_gEXpn)WA3K|;m
z190uO<JGS9giPbUnB~e@n^oiCSI6YGzi)q?xJ%c6<8(jCXv{XM^jA36X7jmq`z5-i
zILLp`!{xk_5nB_-ef;KbLd!OqgxqOsNbv6eRCne7P_<!ycpjx9WJ!qPv85rh@0BIl
z4H2QTW#9L)CE>A!LADvukaa8}>y#y1C4<OLhU~^R!<g~jp7&pPe|gU@XFl^eGv~g~
zwSMn&-PbozNL7`0c@U+osTtE=^86uSyjbKe5i6~z=z2kSVQ~W#XW7ktic&=82a^GT
zg!giOVE@`RRe5H<hIl6Su3U3Ms1I>E&~CmX<_KB*iv@e3NGmBV;au0+!uGZokAjaz
zJ1^_!SkT717h})4brlu7bmc2j#VVX$&hL*A0)d!AMNm_TkDC2T;d;0Y|3gr~Mp&;K
zv}uSK$b|0fbFWaF<A`F<2uX8WTM}ybt7~gJKx6aNyu6!#p+P-?CQ3CdC|F#Own#&6
z0ld1$g#1pDD|=XJX_k?bW9i`JBpj|AY_k6x@S>Ojk`E&@I2@i&5fv3R0~WD!q?aSD
z<GFj=Nhxr%;)b|*yW7c_Z3GmPfI``t1qV0TENT4<w6)LmdU$Nt*w0F<-H|^!CsYbv
zMn3FF8WTmMV`zxkIXI~D@$;*&Z1TZ7%$|UPj6Erd=GuDKvHsbjxw*L;84tRL-`!i-
zYQkVJ$|rzaykb{{!1Zl-7#8liyY#J9T+tLT)!TZ;`>NS}Vb~8RkO>_ZBzh^}bv|B3
z@-;D;Th0S9OWfHhQw%@;7;>^X-BRx6?p{7MJzXwt)7ra+{=LRerK;_Iy}i?<|M)UN
zNg#O^@V#SVkW~YH>B8l&7_OM?105JS47D{eF_CefkPgNI`VI4pj0^&o^@|}foZ=ZR
z#@ry5>qxe4{~J)~DADgd2TLUD*wWnRXl02I6I0WFF!zFjKEhLbKD`f@yyfzSH*C-N
zu;seykL#U*Km!KW_WQ*!e?o6KE(2@cnTm~xu_llWRrV3b)U$l>g59R<I@<_}S(r6o
zD_esb{>=b7elHT4c;pKj6>`$o+5&l0;UABwPN=Ye(b>1Bl{fKD&f#1~NGecQhbJSE
zcF+Zt<lNlc)-522T+p96Q3miNC;l(1NI%<sDIWd|o9g=dQKIQr@RPO}z~li3BU@d&
zqruhP-7N*R8mUC8hAA2*MX{o-Tuin%+lV${hCS<X6CV5Xc>L(1@7rdy`b$uo($^eU
zACIN9g%UFxF^KjD%_q46{k-(7LV6$9$ui`J7@Kdp_xu<O88jywK>Y&(!G<i?wXkiD
zj?>GfKN@M>W{nx>yLEiDhB+-5thfM!ali6g`|<W3X))c<zFJ$lTi$nxK_V)O1Zqt1
zXB8G0D}s!LSD`YVfWc^3N|#LB%BnBZ47)+#51nrIAOGlGR6!J~($|l^BE?YXQBR)?
zy4v+}{rk?U(y~6yzpQ(fI2%sZ|H)c8P11(<&dtw9)!6my;QqWO<ui9RVILM80YSEk
zhX{oSc0Ieu$A=R831{~Yb+zea85)iMqUSV-G#leXH-oq?b-U23>6Y7gbqL1(+6MVg
zQHuSrAYtKgtHPy5&09|aoj~n<*%fMc$6rj!*OcfYNb|AElrxS$D<1iODP%q3_H4Z_
zhl371)?xlet{P#U1FiEjqSkfNg$Ov#$ed!`$Ivpqg{{NZ;9Yx|<`CsEoFt@rtY>JL
z^({-I+R|@g>Fj8;;0w3A`mg6qWb$({2VuB;;F9|==B_UVYcF@XHYQw_=x5r{@V&y{
zoEMZLN<D~M#@e)n5ZJ6=faPaL4ZpXno)+CMLxD5F+8~a&a?85C_RQ1})@NaJA1aJF
zj%H_P2N^;(S^|4~2{8Gj)3_E(b6reb5_t$iDf&MMxX2-<JrhQ>wy?6Y`;vHNl_}(Y
zU{|i;)6p_B3v9SbJN3x*@UB%wH3yAr>Vdrfswt1WS7esvpa~4-Fy_dTXIEeup<#K@
z;6AyyI`rlZ=S`bdivV{HvAI}=EBwUt&65Ut*Pj)49336=x8lEld&b^+jn@60Egc=*
zPWfqpWD3h?<N1@xmfhE)1NAg>jU~6l>h#%QeYjc`XYaoCj0ctfK#kACsy}pVq|=_;
zWg56<SwQE0T`Gb9_R#qx23E-|y*tBHqlEW2Z%ebZKld(8SzAif4(n0uad6x_q|7;d
z33fyhy?JLIRgo>JgNH9_e`0J=S}DBw7&Sl^lvdQw%o+2-qRvsDOZvHypUd~pC=-lv
znH}(=hmSR0KmGiIP9geTRh9VJu=jA;j*s5IcXrk6dzlR*7~`2d3C-+L(I%endhef_
z-|hj3R?F%<8Q-cdDg~_fE-%l7ZhiZ8w&o-278FGI`;(2HgJY#t7H*SGzD^h0MRUtH
zgZ}^mDHovlmd$?77xyZx8pW}*8fR93D&_0Ol;(kY?xjoX@|S_L4m$$TVrO4aH*+zf
zXU%H7<wWGuyige{d4DbIa#SI185z1+dT@R8AIyOfq~_=<dY9#83n-Qw4kJ#RZ`@m$
zEj$)JdZZ=mX`i6w>}4-*q9CA^cpq5xz+YMN@b(d#fL{*IYd<R$eyHQ6J*I-j_I*0D
z9yDsc;u%FJwjZ@0?+oPKnFhQC(m<j-*OJy7EEvL8&{;n5VfLv8Nad!9SW6K`F6mxM
zAn?G)Q*uo(uvz7ArG8z3zf?J<sa0o1Ga?4#%Tgm&uaqb99<W^)t$A`4<2%Hy8e$DY
z@)mi$oUC=wy~wYDdPnLw8i5&_kzb1lOmI*63_ycTT=agnf+46FvR|@&D4^a(JnzDg
zE(*Qrw>6_;3v{{cYdIH7R1B%$GQPvq!2VTcKbLOUQNUQSelGmVXSy=s5Oa)04gXno
z{(CQ1<A{l*XIu%xEfO~nUDdTgO#k+$&UeO|<2e(KEjgfSj^FdLIV5cI%9;3$xZ0iw
zJm*@NH8pqsu>f`vU<V7H-%QhDwtB*LP_Z2!)5Mwf3l#SrQ>4l;B8E@clAoY2z2(eg
z5#0ku=VK#SBCDyTGycIDR?md?TDZ60E;YrkZaMMre5Q#~o49UU_xr>*9=!Z<%y?`l
z6Ct7dqmekh242H+hIxw;F_xQhubl0x0?671JS3)VLR5-s3vK=FVcmn9U}z5#3QY}x
zUGI|h;IhdvtC>)%%^DS{s!q+z)~0BImlM)Hi@j6*f)hsFZVC5kpUxt1oh&!ns}D9N
z<%s&Lqvcu7%dt@=+m-H<4Wp`vyYV&{eE0*H^KUr9L(HMm*qT5mDx?_uhgI95F0fGB
z|5ycKr6)4|@O*(uu(!tpyif6vxp`@$t9@e@%q9PK8#=&k>Z2snm&7}XHP!0=ny;+(
z<{1G=l0n;scU1@I8DK%Mi?(F1V?{<#50A5<uli(wGEKyq?*6ScPtVrL@r-r@xJ#dt
zevxx7<JC{=naa00pq7Xd`K(u22#suOJ<Svb6bZs9xNqc_TEluTb79{tP?B=Il<WB&
z?;Ccsrvt)7*@Ps=C`dnd9Q5AKwq@KwpugP8E@+C_?<&0WVKDw{nTdMTY8>4vGkQm&
zb-ROi5>SZ^?|}?;d5uCQV)_Z}zb@OtjWOr{k%Iru>-O6Xg2DnUxu2=t4cZ&h_MM$c
z<IH4l3lU)T08q?K`R@Cxg!W6FaJ#4CuPB)l#@j>$&i9k!ATnP_?@jgEtYp_eew$Ol
zWA2hh#erKh$c^*a^4`xjvrTUdCYOH3YhZ^=4rOC);BOLCF@(IH0(7rd+_@;g6ZZXc
zj8+mC8sLV-zIr1+$$ACQKRepmKIY416#an)-wa8LyKS~mg+4>hYwi;m8XtPhCKQ?v
zqCxNz9mG%VTS{f@o2|RwL(rwB;eSl>gkkmNVm2+$Xs)Yzc01L8NQK8{Gjhu=78u+_
z%=nL4uS~dNDtA&j4D-@S6+FxDH4`|RBz8JtF6_Emz&+z<;3HoGdr0KC&ozUpWVg+X
zaX`Ow{HFJ10>dFF9yQDMV*joS4~&mlO#^aW90;m(#l6#M=Orff7-jEXx-i0|ysh58
zk$C%iFAdJ;6(e_MtR#VtwulFj_QeMl6^PXz?CPIrGdB}ew=~e3X5*~PYi@3q4p<+5
z?9%KqTE@ecq&Fk-Ho+~`xJU~furXn_9aj+0jhN%qy0j%|?7@X`9Ws<|XVd%vZRlGn
zMUwa@KysQ_c{_r7JcU)HWeA)NYmB_hu4z<aYN`1AM}Z6P`I7^Xs4R6y1BpvYtXEjK
z$TG#p5B^;f$IPy3YQrFyP<wa^D$Mt~wvn7^G9i1<+caIbTYdvlzx3G?fkOe>Lc*Z}
zZ7~b;zgUSI5jG2y;wg$9$+k~nIq&y~>2_<^*OwMI>1#+FYIuzk`=}um8B+P)R~iU7
z*k1A$ou1X_=@V&BKg0;!I)8d*Oa3HsdNz`${Xe;21aXFuYyId^t$m;BmYn;<2Wz71
zaIt=w=I-*~V2_-A?`s!6aN|%GPC7_|W82|UE_v$U3%BPxms}}_2N&VVd}{3zv9yp+
zC-<MQK_YW}M~t=67bIG5wNVZxodJj7e!~gCGb^1;YI<3ZeRRx{nIMs!sMATvtN`Su
zn=9vO08nXZBb2rngh9jTGmK^ZH8c<}66@(Lg&29{Z)KHciDjoua>;q*0UAYeBbhW8
z&13@bDXvc#mB%IHf|zLZMDfD6KY#FF`x!z^@*$DJjCrvk`>P`*hA7aOBt=bibaWKm
zop5=}`xHEs0J=yO+ta*__$P^rJU$8hBMv0(umlb$PO^t5UHs$R3+dpUMM{t(1R~Fw
ztSS;p1Br~T0RO*IR$lc0K%DR+e3q@xHEB3ye=JyJ7$ld&-aS_v2Yb{G#_gQf$7@zV
z-uON08;CQ-z+BKhd=bju@)T}EEvm19B)4_uccz3b5>$exPBggZg0W_R{4sqi^qb7s
zJAiBPk&YiXo7a4@Bi45p5+n?+D*BDrrvTO7s2Qa13RuAjo~Qx9pLzSK9SXoCec(5p
zxMbbN@4%NJ5Rzx_e*)7iJ;q?EIgVf77<*nDp3NB2hWLUt3xzk$Uh^H&fGShke|2OJ
z<P>O{zs|e^lf%zBDWnVO_um;cD}RXZ0UPI}l6X}VDPT=wC0-ag?vL$NhSEuUHm?-t
z30fXC?evQg$CpF5+Oo)RwTuEMJ~%tiv<5o^(z4*mm*-e7Za<=hJc&3}Vxzhv;udP)
zdmzeyZ>)$%MM|FNu+SB+!0Nl$n_3Dof)<aIu<i!C6ct&gq$*o%`;1*nz(x-6bM-y$
zEcT44_$IX+Y3H;E&tqyDeX-WT3b5I%cA$}z2?+><3<50BKYyH#FdCra5`doM-9gB4
zdQk-|cRFOPGT4XG4&Uh$ZaE{rQTeFOu@ofy3SL|e+o1{Wp-THBuwl`XytMFRLJ#FA
z;&I3dI+!n1iM(F7i>Gd0hD1_?fd#7TC!`&MU3N>g2e@m+5jk4er=73hzkrBqCv_W7
zwmX^j8|r~STDLQhpMUuQ1kaO0(up%_9t>w3L!pIKpD@_cLJEqfy*e2ceD?rJ<si+V
z@1TktaZQ<7QX$-yx{rxQDS3$;oP&IdBAjCcbK(e7uzQ00mt72J2==_C{3@LPFl;c8
z1<;QBuMIR33AJia?$y2k`80p`zh@v9v^_UfR0o!59LTRWE3Fzm4tFXWXUZDgfn_^?
z&r?uvl|BQ#8VB6$(!f=v0G=P=5XgJwC}Rl3#pZ8Cunw3Pol}AeKT?~C=!#=$f>WB7
zk-7s}60`oHd-O><`&i0>)#@0=7Nn>9G*`_<Z_Avy3oJHh$PS1=zyMhNFpxd&9+L{9
z*>5GSIdBVEr*C&25Sy+IKXS^?5Yo@_`-Ck4h$gt7vbQq4yCn~RyRZ5|veM>#^T*!Z
zcMh=-h}ZK|9iEFj_422grK!1j7BJIHpv<Y{jN~h~g}|;9X<$jmkrCQp$pyFms}6SR
z6#6s7h7qDLoEWAx4dCQJBPtUF!lTGY1y~e&ai030hjmF#1oMSJ3cUW-I{hND<J850
q<GeO_h~N<6Iej4iUoS8jI##>&#=g7mzO3NsEOaytG^*}CdGS9&LT1qb

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/pied_wagtail_classification.json b/modelling/data/abingdon-all/resident/pied_wagtail_classification.json
new file mode 100644
index 0000000..3d6305e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pied_wagtail_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Pied Wagtail",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.6489092276190818,
+    "target_trough_value": 0.08711531496572479,
+    "target_mean_value": 0.31229921259198684,
+    "target_amplitude": 0.561793912653357,
+    "baseline_to_peak_ratio": 0.32824313622649515,
+    "autumn_to_winter_weight_ratio": 0.05603448275862069,
+    "year_end_to_winter_weight_ratio": 0.39870689655172414,
+    "decay_to_growth_ratio": 1.5668789808917198,
+    "monthly_target": {
+      "January": 0.25502884227876366,
+      "February": 0.2581827990638888,
+      "March": 0.33696528323034225,
+      "April": 0.6328073708428182,
+      "May": 0.6489092276190818,
+      "June": 0.34297126803556494,
+      "July": 0.250017201392909,
+      "August": 0.08711531496572479,
+      "September": 0.12637036673415464,
+      "October": 0.20133458946664998,
+      "November": 0.23621712556422395,
+      "December": 0.37167116190972005
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.917,
+    "GROWTH_RATE": 1.884,
+    "DECAY_RATE": 2.952,
+    "SUMMER_DECAY_BOOST": 4.564,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.539,
+    "PRE_SUMMER_DECAY_END": 6.87,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.38,
+    "SPRING_CARRYOVER_WEIGHT": 0.042,
+    "SPRING_CARRYOVER_END": 7.14,
+    "SPRING_CARRYOVER_SHARPNESS": 17.158,
+    "BASELINE": 0.213,
+    "WINTER_WEIGHT": 0.464,
+    "AUTUMN_WEIGHT": 0.026,
+    "WINTER_PEAK": 4.535,
+    "AUTUMN_PEAK": 10.575,
+    "AUTUMN_ONSET": 10.245,
+    "AUTUMN_GATE_SHARPNESS": 6.37,
+    "WINTER_WIDTH": 10.335,
+    "WINTER_RISE_WIDTH": 10.441,
+    "WINTER_FALL_WIDTH": 11.023,
+    "AUTUMN_WIDTH": 7.018,
+    "AUTUMN_RISE_WIDTH": 7.962,
+    "AUTUMN_FALL_WIDTH": 6.558,
+    "SUMMER_DIP": 0.134,
+    "SUMMER_LOW": 8.16,
+    "SUMMER_ONSET": 5.89,
+    "SUMMER_GATE_SHARPNESS": 4.888,
+    "SUMMER_DECAY_ONSET": 7.165,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.358,
+    "SUMMER_WIDTH": 21.244,
+    "SUMMER_RISE_WIDTH": 35.528,
+    "SUMMER_FALL_WIDTH": 8.946,
+    "SCALE": 1.4,
+    "YEAR_END_WEIGHT": 0.185,
+    "YEAR_END_PEAK": 12.134,
+    "YEAR_END_WIDTH": 95.438,
+    "YEAR_END_RISE_WIDTH": 178.752,
+    "YEAR_END_FALL_WIDTH": 11.356
+  },
+  "fit": {
+    "score": 0.396
+  },
+  "warnings": [],
+  "summary": "Pied Wagtail is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around August. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/pied_wagtail_consensus.json b/modelling/data/abingdon-all/resident/pied_wagtail_consensus.json
new file mode 100644
index 0000000..91fb46f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pied_wagtail_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.396",
+  "INITIAL_Y": "0.917",
+  "GROWTH_RATE": "1.884",
+  "DECAY_RATE": "2.952",
+  "SUMMER_DECAY_BOOST": "4.564",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.539",
+  "PRE_SUMMER_DECAY_END": "6.87",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.38",
+  "SPRING_CARRYOVER_WEIGHT": "0.042",
+  "SPRING_CARRYOVER_END": "7.14",
+  "SPRING_CARRYOVER_SHARPNESS": "17.158",
+  "BASELINE": "0.213",
+  "WINTER_WEIGHT": "0.464",
+  "AUTUMN_WEIGHT": "0.026",
+  "WINTER_PEAK": "4.535",
+  "AUTUMN_PEAK": "10.575",
+  "AUTUMN_ONSET": "10.245",
+  "AUTUMN_GATE_SHARPNESS": "6.37",
+  "WINTER_WIDTH": "10.335",
+  "WINTER_RISE_WIDTH": "10.441",
+  "WINTER_FALL_WIDTH": "11.023",
+  "AUTUMN_WIDTH": "7.018",
+  "AUTUMN_RISE_WIDTH": "7.962",
+  "AUTUMN_FALL_WIDTH": "6.558",
+  "SUMMER_DIP": "0.134",
+  "SUMMER_LOW": "8.16",
+  "SUMMER_ONSET": "5.89",
+  "SUMMER_GATE_SHARPNESS": "4.888",
+  "SUMMER_DECAY_ONSET": "7.165",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.358",
+  "SUMMER_WIDTH": "21.244",
+  "SUMMER_RISE_WIDTH": "35.528",
+  "SUMMER_FALL_WIDTH": "8.946",
+  "SCALE": "1.4",
+  "YEAR_END_WEIGHT": "0.185",
+  "YEAR_END_PEAK": "12.134",
+  "YEAR_END_WIDTH": "95.438",
+  "YEAR_END_RISE_WIDTH": "178.752",
+  "YEAR_END_FALL_WIDTH": "11.356",
+  "SPECIES": "Pied Wagtail"
+}
diff --git a/modelling/data/abingdon-all/resident/pied_wagtail_observed.csv b/modelling/data/abingdon-all/resident/pied_wagtail_observed.csv
new file mode 100644
index 0000000..725d687
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pied_wagtail_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,15
+2,15
+3,12
+4,14
+5,18
+6,5
+7,3
+8,2
+9,5
+10,3
+11,15
+12,7
diff --git a/modelling/data/abingdon-all/resident/pied_wagtail_parameters.csv b/modelling/data/abingdon-all/resident/pied_wagtail_parameters.csv
new file mode 100644
index 0000000..d9444c1
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pied_wagtail_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:14:03,pied_wagtail_observed.csv,0.8408374075182492508134208618,1.179,1.601,4.277,6.749,0.187,7.22,14.745,0.085,6.66,20.623,0.26,0.307,0.034,5.69,10.01,9.41,3.496,2.822,2.307,3.336,2.738,1.574,3.903,0.166,9.09,5.13,4.348,7.09,22.497,35.478,57.28,13.676,1.147,0.337,12.119,92.977,173.62,12.334
+2026-05-21 10:14:03,pied_wagtail_observed.csv,0.8405676412479436716587334106,0.975,1.274,3.217,1.056,0.475,7.68,6.937,0.049,7.17,16.345,0.323,0.097,0.028,5.76,10.16,11.39,11.816,15.527,11.159,19.895,4.224,1.42,7.027,0.028,6.79,5.97,4.87,7.02,17.798,26.626,34.297,18.956,1.264,0.326,12.248,107.634,209.862,5.406
+2026-05-21 10:14:04,pied_wagtail_observed.csv,0.6784993309497208271657147501,0.839,2.448,2.177,7.548,0.357,6.77,10.208,0.094,6.51,24.793,0.261,0.02,0.05,4.1,11.65,10.97,10.0,7.200,4.887,9.512,6.354,8.461,4.247,0.163,7.73,6.3,6.655,6.88,6.194,22.604,38.694,6.514,0.852,0.32,12.178,127.248,238.958,15.539
+2026-05-21 10:14:04,pied_wagtail_observed.csv,0.6753506175748024488907336084,0.653,2.664,5.495,6.881,0.215,7.36,14.986,0.082,6.64,20.487,0.328,0.147,0.006,4.43,11.4,9.64,10.084,9.774,16.009,3.539,7.591,11.237,3.945,0.237,8.31,5.61,7.932,7.27,7.233,29.482,49.53,9.433,0.939,0.133,12.272,86.314,160.617,12.011
+2026-05-21 10:14:04,pied_wagtail_observed.csv,1.073766376570098398740870367,1.025,2.466,3.94,8.0,0.765,6.6,12.216,0.007,6.67,19.071,0.257,0.04,0.015,6.41,10.53,10.15,6.83,4.874,3.425,6.324,4.366,5.802,2.929,0.088,6.68,7.42,4.75,7.26,10.607,33.058,60.619,5.497,0.883,0.248,12.17,99.184,193.872,4.497
+2026-05-21 10:14:05,pied_wagtail_observed.csv,0.5745839901260825705311625766,0.913,3.345,0.072,3.609,0.196,7.6,15.106,0.036,7.09,10.776,0.078,0.439,0.01,6.27,11.66,11.07,10.454,6.618,0.711,12.525,10.502,11.764,9.241,0.112,7.21,6.68,4.016,7.53,10.939,9.500,6.108,12.893,1.196,0.2,12.13,112.418,217.277,7.558
+2026-05-21 10:14:05,pied_wagtail_observed.csv,0.4481910537373427213856751381,1.159,1.256,0.951,2.737,0.857,6.67,8.381,0.042,7.12,27.802,0.215,0.26,0.047,5.37,10.06,9.44,4.804,17.753,15.821,19.685,4.377,6.435,2.319,0.031,6.98,5.47,7.703,7.25,20.559,18.802,22.164,15.44,0.883,0.206,12.017,86.782,158.941,14.623
+2026-05-21 10:14:05,pied_wagtail_observed.csv,0.8279222511864863277099762627,0.686,0.313,2.449,4.381,0.336,6.77,5.858,0.002,6.78,27.415,0.198,0.455,0.002,5.85,9.76,9.28,2.943,4.568,4.299,4.837,10.680,10.46,10.901,0.101,8.35,6.85,3.313,6.71,6.648,5.425,5.178,5.672,1.086,0.105,12.026,51.988,91.076,12.9
+2026-05-21 10:14:06,pied_wagtail_observed.csv,0.7961383629484131401219052294,0.616,2.152,3.141,6.671,0.299,6.97,6.031,0.044,6.68,7.151,0.169,0.249,0.019,4.26,10.22,10.99,6.39,8.720,2.773,14.666,1.470,0.851,2.088,0.176,9.1,5.75,6.586,6.6,20.448,37.316,62.481,12.15,0.816,0.062,12.112,83.895,154.73,13.06
+2026-05-21 10:14:06,pied_wagtail_observed.csv,0.5290643468406717685385004968,0.831,0.733,3.426,2.275,0.033,6.28,15.64,0.077,7.0,23.973,0.186,0.399,0.045,4.84,11.59,9.76,4.331,5.298,6.317,4.278,10.635,11.34,9.93,0.149,6.58,6.38,5.028,7.28,16.684,22.855,32.365,13.345,1.64,0.012,12.23,53.460,94.763,12.157
+2026-05-21 10:14:06,pied_wagtail_observed.csv,0.8458093341254753206304078283,1.073,1.037,4.091,3.602,0.244,6.69,7.71,0.05,6.87,26.649,0.36,0.576,0.021,4.14,10.39,10.82,11.974,5.765,10.359,1.171,5.946,8.032,3.861,0.16,8.42,5.63,2.97,7.33,14.858,18.674,21.298,16.05,1.102,0.241,12.153,55.658,104.859,6.456
+2026-05-21 10:14:07,pied_wagtail_observed.csv,0.7309037698299340560245659156,0.708,2.491,2.099,7.247,0.549,7.22,13.468,0.089,7.01,17.234,0.233,0.439,0.003,6.22,9.59,9.27,11.254,10.762,8.599,12.926,10.836,12.787,8.884,0.231,6.86,6.86,4.154,7.05,18.952,13.902,23.935,3.868,1.542,0.021,12.118,101.679,190.889,12.469
+2026-05-21 10:14:07,pied_wagtail_observed.csv,0.4484320560508232774646865099,1.003,3.488,5.901,0.617,0.522,6.4,5.136,0.055,6.93,26.881,0.31,0.261,0.004,5.8,10.24,10.75,2.5,9.330,9.378,9.282,8.340,8.796,7.885,0.101,9.15,6.76,6.308,7.26,9.66,21.328,23.451,19.204,1.717,0.347,12.033,121.316,230.68,11.952
+2026-05-21 10:14:07,pied_wagtail_observed.csv,0.8579698733492787856359916461,1.043,2.87,2.148,5.47,0.481,6.35,7.565,0.038,7.02,6.762,0.054,0.379,0.001,3.61,10.12,11.08,11.786,6.196,7.030,5.362,6.279,9.437,3.121,0.103,7.16,5.35,3.573,6.99,6.197,15.300,21.04,9.561,0.951,0.112,12.051,88.376,165.025,11.728
+2026-05-21 10:14:07,pied_wagtail_observed.csv,4.704747118714979781747694808,0.816,3.818,2.753,3.235,0.938,7.57,9.607,0.039,7.41,19.172,0.452,0.236,0.032,4.58,9.87,11.47,5.238,13.416,16.102,10.731,4.542,8.684,0.4,0.213,8.71,5.11,6.119,7.16,11.885,18.882,18.748,19.016,1.79,0.207,12.238,44.228,84.011,4.445
+2026-05-21 10:14:08,pied_wagtail_observed.csv,0.5596696372361338321066046423,0.921,2.116,1.602,3.107,0.253,6.97,3.43,0.012,7.24,24.44,0.072,0.623,0.046,5.2,11.37,10.81,6.178,8.904,10.302,7.507,7.980,6.18,9.78,0.201,6.77,6.43,7.726,6.6,16.743,14.864,17.912,11.815,1.046,0.271,12.024,80.474,153.147,7.801
+2026-05-21 10:14:08,pied_wagtail_observed.csv,0.5218555545913435686648359045,1.17,2.155,1.667,1.449,0.316,6.81,9.674,0.022,7.53,13.828,0.259,0.233,0.023,4.11,10.39,11.1,10.492,8.489,15.432,1.546,7.702,9.076,6.328,0.069,7.57,5.6,7.677,7.41,10.232,24.434,29.222,19.647,1.668,0.042,12.279,96.116,184.245,7.986
+2026-05-21 10:14:08,pied_wagtail_observed.csv,1.148891263729517730093019977,0.823,2.767,0.373,4.264,0.531,6.43,3.92,0.009,7.42,13.697,0.267,0.18,0.044,5.72,10.48,9.64,11.466,10.396,17.17,3.622,10.464,8.895,12.034,0.135,9.38,6.1,5.059,6.66,15.443,10.790,20.86,0.719,1.243,0.301,12.17,92.478,180.022,4.935
+2026-05-21 10:14:09,pied_wagtail_observed.csv,0.7660756673127224662272435494,0.689,3.102,3.234,1.158,0.227,7.03,12.619,0.014,7.55,15.476,0.1,0.282,0.011,5.56,11.09,11.42,3.914,8.298,9.059,7.537,5.090,8.287,1.894,0.032,8.68,7.06,4.541,6.65,23.844,39.526,73.641,5.41,1.371,0.184,12.214,59.097,105.458,12.736
+2026-05-21 10:14:09,pied_wagtail_observed.csv,0.6176644989565392226703277454,0.649,3.248,3.612,6.098,0.822,7.6,5.89,0.013,7.16,21.435,0.098,0.687,0.041,6.45,9.94,9.39,3.596,19.494,19.100,19.888,6.490,0.446,12.534,0.128,9.43,6.96,1.753,7.57,11.231,23.376,41.559,5.192,1.304,0.275,12.092,122.982,235.527,10.437
+2026-05-21 10:14:09,pied_wagtail_observed.csv,0.3188860689477302679063559656,1.131,1.512,5.355,3.832,0.775,7.38,9.073,0.007,7.02,19.493,0.349,0.55,0.006,3.56,10.63,9.5,6.087,6.562,12.314,0.809,4.652,7.33,1.973,0.132,8.03,5.54,3.998,6.77,6.762,30.453,58.096,2.81,1.458,0.011,12.298,119.301,226.524,12.078
+2026-05-21 10:14:10,pied_wagtail_observed.csv,0.6505352313856269245279697953,0.926,3.495,2.663,2.05,0.758,6.47,7.259,0.036,7.34,27.64,0.13,0.324,0.018,4.3,10.69,9.56,4.267,6.468,9.31,3.626,11.915,9.845,13.985,0.017,7.73,5.07,7.833,6.97,21.742,7.214,7.598,6.83,0.919,0.289,12.068,120.782,231.881,9.683
+2026-05-21 10:14:10,pied_wagtail_observed.csv,0.8668238554139212852640792653,0.871,2.807,3.232,7.33,0.252,7.03,13.774,0.042,7.15,23.232,0.176,0.312,0.036,3.77,11.59,10.14,4.568,13.350,13.641,13.060,5.842,2.907,8.776,0.118,9.03,7.05,5.21,7.36,18.007,27.828,36.563,19.093,1.029,0.324,12.288,91.756,167.794,15.719
+2026-05-21 10:14:10,pied_wagtail_observed.csv,0.4783056686035722857874615300,0.693,1.678,0.756,1.29,0.94,7.58,12.026,0.019,7.65,24.499,0.222,0.616,0.039,4.28,10.51,11.29,5.603,1.900,1.298,2.502,4.907,4.192,5.622,0.103,8.61,7.38,3.035,6.94,21.314,3.970,4.408,3.531,1.148,0.022,12.091,83.717,161.965,5.469
+2026-05-21 10:14:11,pied_wagtail_observed.csv,0.8797111623415646826342674294,1.134,0.788,0.219,5.824,0.368,6.91,10.652,0.049,6.83,19.434,0.451,0.062,0.032,4.71,10.22,9.6,3.927,11.202,9.996,12.409,3.000,2.329,3.67,0.246,9.04,7.36,3.087,7.51,6.686,46.688,75.665,17.711,0.994,0.235,12.16,104.706,195.214,14.199
+2026-05-21 10:14:11,pied_wagtail_observed.csv,0.3920586543549124250220798353,0.974,3.069,5.779,1.373,0.492,7.54,10.443,0.088,7.35,7.913,0.315,0.436,0.004,4.34,10.24,11.36,10.42,13.931,19.792,8.07,6.355,4.727,7.983,0.146,7.05,6.95,4.954,7.16,11.911,38.744,57.925,19.564,1.432,0.056,12.221,78.532,144.113,12.952
+2026-05-21 10:14:11,pied_wagtail_observed.csv,0.3837108106463370594797890921,0.612,1.03,0.187,5.697,0.512,6.8,8.453,0.045,6.83,13.321,0.158,0.117,0.013,6.13,9.72,11.49,6.007,12.995,7.344,18.646,10.104,10.078,10.129,0.002,8.31,6.77,2.073,7.21,10.153,3.171,4.284,2.058,1.058,0.185,12.139,117.028,219.48,14.575
+2026-05-21 10:14:12,pied_wagtail_observed.csv,0.8825704493779890728593483435,1.044,0.366,5.54,3.641,0.001,7.07,3.686,0.027,6.57,22.137,0.148,0.685,0.014,4.86,10.27,10.33,4.962,6.588,11.483,1.693,10.444,8.602,12.286,0.163,7.27,6.47,2.492,7.27,19.365,37.868,75.041,0.695,1.749,0.232,12.249,73.063,136.262,9.864
+2026-05-21 10:14:12,pied_wagtail_observed.csv,0.3786207625301078105991497604,0.841,2.53,5.166,5.397,0.267,7.14,8.691,0.07,7.27,14.966,0.068,0.597,0.037,4.14,11.87,9.43,5.372,3.690,5.66,1.719,5.626,6.563,4.688,0.227,7.41,5.64,5.335,7.33,6.421,9.468,12.171,6.766,1.654,0.339,12.298,111.918,211.898,11.938
+2026-05-21 10:14:12,pied_wagtail_observed.csv,0.5530751534538708857445415654,1.12,2.633,4.01,5.581,0.908,7.06,6.651,0.057,7.61,17.311,0.457,0.493,0.039,3.75,9.77,9.28,2.75,5.352,8.78,1.925,8.407,9.400,7.414,0.147,9.35,7.46,6.787,6.76,22.263,42.372,73.09,11.655,1.317,0.158,12.245,118.665,231.032,6.298
+2026-05-21 10:14:12,pied_wagtail_observed.csv,0.9696323862759452092396969372,1.058,2.688,0.404,0.011,0.016,7.02,10.327,0.012,6.73,22.297,0.222,0.307,0.013,4.69,11.14,9.89,11.05,9.458,13.723,5.194,5.497,6.38,4.614,0.019,8.68,5.25,5.407,7.02,10.281,26.860,48.786,4.935,1.675,0.16,12.112,93.587,171.659,15.515
+2026-05-21 10:14:13,pied_wagtail_observed.csv,1.259831855964432642132477366,1.057,3.47,3.905,3.861,0.913,7.34,7.61,0.059,7.03,19.173,0.293,0.101,0.046,5.73,9.95,9.88,10.069,10.173,13.304,7.042,12.222,12.589,11.854,0.197,6.83,5.28,5.259,7.07,16.653,26.522,34.951,18.093,1.68,0.232,12.002,55.860,103.795,7.925
+2026-05-21 10:14:13,pied_wagtail_observed.csv,0.7699736343783930035367747848,0.855,0.331,1.198,1.701,0.25,6.42,8.716,0.005,6.74,14.315,0.411,0.541,0.011,6.0,11.88,9.68,5.361,9.691,8.956,10.426,4.240,4.763,3.717,0.155,7.38,5.86,5.27,7.27,20.568,9.224,11.081,7.366,0.947,0.011,12.186,97.924,185.301,10.546
+2026-05-21 10:14:13,pied_wagtail_observed.csv,0.4898161117916854107167158864,1.171,3.045,3.784,3.686,0.456,7.6,15.547,0.066,6.92,10.519,0.148,0.645,0.04,5.74,10.42,10.03,8.906,12.202,19.249,5.155,8.280,13.563,2.997,0.086,7.75,6.3,5.814,7.3,14.159,5.116,8.081,2.151,1.635,0.343,12.293,114.392,223.867,4.918
+2026-05-21 10:14:14,pied_wagtail_observed.csv,0.4691980617390716403469628282,0.731,2.142,1.85,5.472,0.738,7.71,14.753,0.026,7.14,21.827,0.143,0.451,0.013,6.04,9.52,9.85,6.495,18.574,20.000,17.147,6.400,11.158,1.641,0.225,8.51,7.04,4.839,7.13,23.83,8.125,14.326,1.924,1.199,0.332,12.068,114.573,222.58,6.566
+2026-05-21 10:14:14,pied_wagtail_observed.csv,0.8110895865015781486590605675,0.761,2.908,1.499,2.87,0.218,6.45,7.794,0.011,7.4,25.403,0.15,0.064,0.038,3.88,11.9,10.14,6.346,11.522,12.496,10.548,9.336,11.395,7.277,0.226,6.72,6.13,4.571,6.95,18.032,34.570,67.58,1.56,0.896,0.176,12.007,77.076,143.275,10.878
+2026-05-21 10:14:14,pied_wagtail_observed.csv,0.4231226655320341747562918427,0.676,0.718,0.266,4.084,0.336,7.12,8.27,0.027,6.57,14.511,0.325,0.242,0.033,4.3,10.49,11.33,11.752,12.374,13.855,10.894,11.688,10.396,12.979,0.043,6.66,6.73,2.072,6.92,21.63,37.312,60.645,13.979,1.133,0.074,12.178,84.452,161.096,7.809
+2026-05-21 10:14:15,pied_wagtail_observed.csv,0.7863496007929858951221620576,0.825,2.744,4.852,2.851,0.41,7.25,4.707,0.067,7.62,17.813,0.285,0.375,0.011,5.03,10.12,9.68,3.493,8.258,12.981,3.535,7.466,12.159,2.774,0.036,9.28,6.98,6.215,6.83,9.082,24.510,35.064,13.955,1.247,0.021,12.077,54.280,101.276,7.285
+2026-05-21 10:14:15,pied_wagtail_observed.csv,0.5257710552419535740790166023,0.607,2.695,1.585,6.115,0.149,6.9,13.427,0.062,6.82,25.667,0.082,0.64,0.045,4.93,10.35,11.0,8.097,0.920,0.618,1.222,13.520,13.482,13.559,0.105,9.2,5.86,1.001,6.76,8.68,3.440,3.035,3.846,0.919,0.214,12.252,96.986,184.452,9.519
+2026-05-21 10:14:15,pied_wagtail_observed.csv,0.2970143862837910173886301456,0.754,3.538,1.199,0.411,0.462,7.35,10.3,0.052,7.25,9.986,0.159,0.657,0.016,4.76,11.77,9.57,5.358,14.030,9.965,18.094,7.018,6.703,7.333,0.188,6.96,5.18,2.95,7.37,21.397,31.910,48.481,15.338,1.318,0.136,12.28,48.616,91.448,5.785
+2026-05-21 10:14:16,pied_wagtail_observed.csv,0.4971951155981156478509088478,0.653,2.556,1.284,7.056,0.436,7.06,8.547,0.067,7.03,25.415,0.225,0.151,0.001,5.38,11.08,10.21,11.468,10.508,9.479,11.537,9.636,5.549,13.724,0.17,9.21,6.28,5.085,6.91,19.923,23.803,28.006,19.6,0.986,0.266,12.249,50.228,87.27,13.186
+2026-05-21 10:14:16,pied_wagtail_observed.csv,1.046651867015672178729248548,0.725,1.562,2.247,5.482,0.938,7.05,8.263,0.018,6.89,20.589,0.087,0.108,0.039,6.46,10.41,9.26,2.916,6.762,9.501,4.023,5.647,9.797,1.497,0.092,6.58,5.2,7.246,7.33,9.093,34.286,49.443,19.128,1.508,0.198,12.053,73.164,140.564,5.765
+2026-05-21 10:14:16,pied_wagtail_observed.csv,0.9046895618216163377675474507,1.026,1.097,5.052,5.928,0.93,6.96,10.7,0.099,7.5,27.005,0.13,0.308,0.031,5.54,11.49,10.29,2.642,15.752,17.154,14.351,5.658,2.95,8.365,0.11,8.81,5.87,0.91,6.99,17.966,43.058,67.73,18.386,1.555,0.214,12.086,84.919,156.272,13.566
+2026-05-21 10:14:17,pied_wagtail_observed.csv,1.514504505178203512904992056,1.022,0.925,5.975,0.396,0.657,7.53,3.723,0.007,6.82,8.184,0.111,0.274,0.003,4.29,9.72,9.42,5.865,17.097,16.674,17.52,5.200,2.204,8.195,0.107,8.88,6.95,4.437,6.97,23.045,15.784,14.151,17.418,0.853,0.1,12.272,101.546,188.718,14.373
+2026-05-21 10:14:17,pied_wagtail_observed.csv,1.032020074306493633853671622,0.674,2.528,2.243,1.822,0.443,7.08,15.12,0.062,7.37,10.485,0.304,0.484,0.03,5.88,11.57,9.75,5.371,4.870,6.251,3.489,3.570,5.577,1.563,0.124,7.71,5.21,7.716,6.66,19.675,16.063,30.861,1.265,0.919,0.055,12.009,117.146,221.055,13.237
+2026-05-21 10:14:17,pied_wagtail_observed.csv,0.4263564122329970060180066094,0.651,3.412,2.556,5.366,0.797,6.62,10.124,0.084,6.91,15.71,0.068,0.583,0.006,4.16,10.19,11.33,2.779,13.416,13.267,13.564,4.508,6.9,2.115,0.1,9.4,7.31,6.485,7.53,20.63,15.069,20.755,9.383,1.412,0.25,12.048,49.074,89.463,8.685
+2026-05-21 10:14:17,pied_wagtail_observed.csv,4.808305833375139381938433545,0.713,1.337,0.61,7.611,0.674,6.37,13.226,0.073,7.23,21.905,0.162,0.447,0.013,4.26,10.91,10.22,5.657,1.826,1.448,2.205,7.496,1.533,13.458,0.013,9.5,7.26,7.464,7.05,9.698,44.674,77.609,11.739,1.786,0.313,12.169,85.476,166.202,4.751
+2026-05-21 10:14:18,pied_wagtail_observed.csv,0.8093015459175928552459969167,1.081,3.214,5.063,5.967,0.451,7.52,8.166,0.098,6.73,9.8,0.082,0.155,0.022,4.46,9.91,11.15,6.595,16.316,16.623,16.009,7.241,7.193,7.289,0.0,7.82,6.98,4.951,6.98,22.143,31.574,57.543,5.604,1.678,0.004,12.293,68.622,132.574,4.67
+2026-05-21 10:14:18,pied_wagtail_observed.csv,0.4746342967555652566378914900,1.136,1.925,4.391,1.678,0.709,6.53,13.053,0.015,7.05,10.035,0.2,0.118,0.014,4.0,9.92,10.57,11.808,10.126,9.554,10.698,4.008,1.572,6.444,0.19,7.71,5.05,2.385,7.14,9.509,8.722,16.075,1.369,1.582,0.268,12.017,75.644,137.259,14.029
+2026-05-21 10:14:18,pied_wagtail_observed.csv,0.7323283236764063185791118793,1.161,0.317,1.584,3.388,0.625,7.43,9.647,0.066,6.7,15.237,0.391,0.421,0.006,3.71,9.68,10.84,11.885,5.021,5.543,4.499,8.115,9.361,6.869,0.027,6.92,6.39,4.78,6.91,17.924,40.640,76.145,5.134,1.626,0.31,12.267,76.590,138.742,14.439
+2026-05-21 10:14:19,pied_wagtail_observed.csv,0.4747215576092214680698256282,1.155,3.093,1.135,3.39,0.439,6.26,9.046,0.086,6.95,23.353,0.371,0.58,0.034,4.38,10.48,9.65,8.24,13.430,7.18,19.68,10.538,13.477,7.598,0.0,8.94,5.54,3.321,6.63,14.2,23.122,26.969,19.276,0.938,0.272,12.264,117.422,219.289,15.554
+2026-05-21 10:14:19,pied_wagtail_observed.csv,17.23952695670012384049873870,0.853,0.619,1.493,2.316,0.143,7.38,14.939,0.061,7.31,12.33,0.148,0.434,0.032,5.91,11.44,9.34,6.092,6.778,12.84,0.717,7.631,10.434,4.828,0.234,7.91,7.14,2.72,7.27,9.397,44.011,70.393,17.629,1.035,0.175,12.011,106.230,203.143,9.316
+2026-05-21 10:14:19,pied_wagtail_observed.csv,0.6087777845106554355778902985,0.868,2.085,1.925,2.421,0.846,7.53,12.603,0.056,7.46,7.271,0.248,0.416,0.02,3.65,11.51,10.14,6.339,13.440,14.182,12.698,6.602,10.673,2.53,0.092,6.94,6.96,3.417,6.83,6.086,40.907,70.133,11.681,1.443,0.018,12.21,59.259,108.43,10.088
+2026-05-21 10:14:20,pied_wagtail_observed.csv,1.134660649952149873816029327,0.754,0.449,5.065,6.03,0.12,7.64,3.657,0.007,7.21,24.776,0.302,0.329,0.007,6.16,9.5,10.27,10.032,17.026,18.696,15.355,12.203,10.54,13.866,0.234,6.54,5.73,6.652,7.16,20.408,7.459,1.386,13.532,1.426,0.267,12.144,54.159,95.861,12.457
+2026-05-21 10:14:20,pied_wagtail_observed.csv,0.6885928674071721248302226812,1.028,0.341,4.939,4.396,0.777,7.58,15.129,0.05,7.31,13.04,0.233,0.306,0.028,6.14,10.71,11.08,8.192,14.972,13.855,16.09,5.873,6.918,4.828,0.098,6.58,6.26,1.236,6.99,20.468,34.675,57.04,12.31,1.705,0.183,12.153,58.640,107.123,10.156
+2026-05-21 10:14:20,pied_wagtail_observed.csv,0.4691543883629099778575797894,1.119,3.069,2.2,1.978,0.197,6.44,14.36,0.006,6.77,25.318,0.195,0.413,0.049,4.42,11.41,10.65,8.906,16.740,17.6,15.881,2.402,2.482,2.321,0.02,7.75,6.12,2.106,7.1,15.941,29.842,49.906,9.778,1.793,0.054,12.282,55.318,104.11,6.525
+2026-05-21 10:14:21,pied_wagtail_observed.csv,3.377191370458273443651513762,0.591,1.5,0.981,7.686,0.171,7.6,10.079,0.038,7.51,21.976,0.248,0.598,0.05,6.13,11.56,10.36,6.096,2.196,2.563,1.829,7.884,12.111,3.658,0.111,8.84,6.44,6.931,7.05,22.984,30.353,48.77,11.936,1.459,0.159,12.245,95.973,186.14,5.806
+2026-05-21 10:14:21,pied_wagtail_observed.csv,1.133549682434064373734731193,0.87,2.006,2.041,4.566,0.116,7.59,4.922,0.099,7.25,7.969,0.427,0.651,0.045,6.03,11.51,9.69,2.398,18.627,17.278,19.976,2.572,0.444,4.701,0.208,7.97,5.04,1.193,7.55,6.162,13.845,17.561,10.129,0.816,0.058,12.102,84.344,159.856,8.831
+2026-05-21 10:14:21,pied_wagtail_observed.csv,0.7512133310126927686235000901,1.169,1.707,1.422,3.314,0.562,7.4,3.938,0.099,6.97,18.399,0.322,0.365,0.04,3.54,11.95,10.32,8.091,12.194,5.604,18.785,7.160,5.907,8.413,0.015,8.96,6.34,3.045,6.73,9.612,26.587,44.119,9.055,1.65,0.01,12.01,114.766,215.975,13.556
+2026-05-21 10:14:22,pied_wagtail_observed.csv,1.105455560485370876892708152,1.044,1.232,5.055,7.664,0.178,6.9,12.004,0.051,7.32,11.995,0.352,0.318,0.038,6.49,10.02,9.75,6.08,14.814,16.903,12.725,9.465,11.725,7.205,0.135,6.96,7.45,4.439,7.13,23.551,39.778,71.988,7.569,1.386,0.238,12.085,111.303,218.343,4.263
+2026-05-21 10:14:22,pied_wagtail_observed.csv,0.5719539566626184901595623528,0.755,2.623,0.866,2.441,0.204,6.66,11.815,0.017,6.98,6.807,0.359,0.015,0.017,3.65,9.68,9.32,8.11,15.572,11.399,19.744,4.140,4.584,3.697,0.078,9.32,5.01,5.809,6.65,23.865,30.990,61.233,0.747,1.046,0.021,12.073,51.860,89.625,14.096
+2026-05-21 10:14:22,pied_wagtail_observed.csv,0.7601398959073688145889717406,1.16,0.301,1.909,6.507,0.888,6.64,12.164,0.096,7.27,19.92,0.098,0.311,0.011,3.52,10.19,9.27,3.841,15.134,15.475,14.793,5.980,11.049,0.912,0.142,8.58,6.76,3.709,6.75,8.486,17.720,32.133,3.306,1.455,0.11,12.285,102.646,199.009,6.284
+2026-05-21 10:14:22,pied_wagtail_observed.csv,2.174523992790508927738612989,0.868,0.69,4.57,4.229,0.284,7.59,12.599,0.003,7.53,19.888,0.088,0.67,0.044,5.48,10.58,9.65,9.43,15.844,17.757,13.931,6.388,7.172,5.604,0.006,8.26,6.2,3.265,7.35,22.156,37.248,65.193,9.302,0.813,0.245,12.267,90.745,174.423,7.067
+2026-05-21 10:14:23,pied_wagtail_observed.csv,1.524662105640421194137704921,0.925,2.678,4.118,1.295,0.332,7.15,7.083,0.039,6.74,20.17,0.408,0.607,0.002,5.85,11.15,10.21,11.21,2.224,2.087,2.362,3.595,6.728,0.462,0.121,9.09,6.51,3.33,7.12,7.295,21.705,28.189,15.221,1.172,0.237,12.096,83.280,154.529,12.031
+2026-05-21 10:14:23,pied_wagtail_observed.csv,0.9239008942309534663162437630,0.792,0.294,1.379,4.842,0.421,7.64,5.147,0.055,6.64,20.816,0.062,0.714,0.015,6.22,9.58,10.83,10.708,15.590,13.228,17.953,6.080,7.912,4.249,0.165,6.6,5.05,5.117,7.29,7.735,33.985,59.902,8.068,0.895,0.344,12.285,69.601,127.331,11.871
+2026-05-21 10:14:23,pied_wagtail_observed.csv,0.6924232881211633612019936694,0.889,0.538,3.282,7.091,0.166,7.27,4.012,0.04,7.29,10.596,0.222,0.084,0.032,4.7,11.28,11.37,8.514,12.498,6.477,18.519,8.880,5.961,11.799,0.075,7.34,6.53,5.119,7.12,10.806,22.644,41.454,3.835,1.469,0.238,12.065,92.349,176.349,8.349
+2026-05-21 10:14:24,pied_wagtail_observed.csv,0.9393632753711912142532284820,0.609,3.912,5.497,6.241,0.044,6.31,15.332,0.024,6.75,24.708,0.449,0.682,0.019,3.79,10.38,11.16,4.926,7.509,4.308,10.71,10.882,11.905,9.859,0.17,7.43,7.2,2.88,7.6,18.717,10.208,5.626,14.791,1.419,0.019,12.138,77.903,147.101,8.705
+2026-05-21 10:14:24,pied_wagtail_observed.csv,0.5312475648838243663495994651,0.614,1.672,0.89,2.687,0.003,7.36,10.444,0.033,6.84,24.57,0.276,0.614,0.024,5.42,11.92,11.12,9.664,16.054,16.525,15.584,6.548,6.084,7.011,0.232,6.98,5.67,2.178,6.74,17.74,13.069,15.71,10.428,0.994,0.334,12.19,112.308,211.653,12.964
+2026-05-21 10:14:24,pied_wagtail_observed.csv,0.3286562093383867450445027703,1.12,1.312,3.007,4.197,0.935,6.68,14.883,0.055,7.61,10.744,0.296,0.682,0.046,5.19,10.06,11.32,7.532,8.711,8.720,8.702,10.203,12.212,8.194,0.071,7.64,6.04,5.345,6.91,6.332,39.046,75.678,2.415,1.051,0.274,12.084,55.394,104.22,6.569
+2026-05-21 10:14:25,pied_wagtail_observed.csv,0.4098171523691572423603362247,0.896,2.424,1.208,5.659,0.876,6.8,12.554,0.015,7.56,8.417,0.11,0.602,0.018,5.16,9.52,10.52,10.434,8.662,2.689,14.634,6.477,9.59,3.364,0.114,8.98,5.06,7.723,7.28,7.441,14.058,16.777,11.339,0.835,0.246,12.005,87.140,168.389,5.891
+2026-05-21 10:14:25,pied_wagtail_observed.csv,0.5087477157319281145452528063,0.676,1.672,2.298,0.391,0.007,7.59,13.971,0.009,6.54,9.958,0.315,0.122,0.027,6.04,10.33,10.86,3.554,17.962,17.944,17.980,4.035,2.001,6.069,0.112,8.27,6.39,4.55,6.68,13.024,34.090,67.658,0.522,1.674,0.327,12.276,117.690,220.427,14.953
+2026-05-21 10:14:25,pied_wagtail_observed.csv,0.7947998960198641150470311244,0.992,2.536,3.429,0.143,0.646,6.41,9.458,0.045,7.1,6.069,0.235,0.17,0.042,5.26,11.17,10.79,2.584,2.444,2.410,2.479,8.360,10.6,6.119,0.09,7.61,6.88,3.183,7.29,16.299,13.152,16.115,10.188,0.995,0.247,12.252,63.844,118.37,9.317
+2026-05-21 10:14:26,pied_wagtail_observed.csv,0.3945516684177088072870709222,0.712,1.032,0.364,6.05,0.421,6.9,14.697,0.017,7.21,27.079,0.064,0.538,0.021,5.51,11.25,11.24,6.344,10.802,5.734,15.869,7.046,9.956,4.137,0.196,8.89,6.44,7.6,7.37,13.308,17.309,27.128,7.49,1.002,0.023,12.131,125.610,237.169,14.051
+2026-05-21 10:14:26,pied_wagtail_observed.csv,0.4937012209427250931721242009,1.178,1.269,1.783,3.351,0.414,6.73,9.305,0.023,6.91,23.023,0.393,0.701,0.007,5.16,10.11,10.07,9.578,9.961,10.371,9.551,8.869,7.622,10.116,0.202,7.59,6.05,1.231,7.06,15.299,23.818,37.23,10.406,0.944,0.334,12.2,50.315,93.5,7.13
+2026-05-21 10:14:26,pied_wagtail_observed.csv,0.5493446980740876696666210324,1.014,3.982,0.802,0.904,0.738,6.89,6.006,0.065,7.43,22.77,0.297,0.106,0.04,5.27,10.04,10.17,6.734,9.303,16.596,2.01,3.151,2.063,4.239,0.014,8.77,5.21,6.223,7.52,12.465,44.494,69.077,19.911,0.868,0.119,12.271,95.084,174.977,15.192
+2026-05-21 10:14:27,pied_wagtail_observed.csv,0.4802281872041594447793376201,0.805,2.69,4.048,5.797,0.137,7.22,14.687,0.05,7.56,24.62,0.101,0.508,0.039,5.26,11.67,9.57,10.668,10.732,8.802,12.661,3.424,5.428,1.421,0.247,7.74,5.88,5.891,6.85,18.762,8.872,11.705,6.039,1.578,0.062,12.014,50.403,92.875,7.931
+2026-05-21 10:14:27,pied_wagtail_observed.csv,0.7604442418146654791309141985,0.888,3.056,4.175,6.938,0.642,7.48,13.997,0.088,7.47,21.238,0.345,0.033,0.007,5.29,10.5,9.71,4.03,11.205,12.477,9.933,2.356,3.006,1.705,0.204,8.99,5.29,7.861,6.71,12.752,9.034,16.077,1.99,1.695,0.168,12.108,73.132,136.209,10.055
+2026-05-21 10:14:27,pied_wagtail_observed.csv,0.4385130655757165142532755086,1.168,1.606,1.996,4.38,0.665,7.07,6.04,0.094,7.13,26.181,0.442,0.748,0.05,5.77,10.83,10.66,3.627,3.868,2.482,5.254,11.292,8.68,13.905,0.113,6.96,6.86,1.229,7.4,16.486,19.096,36.03,2.161,1.428,0.325,12.011,93.941,176.275,11.607
+2026-05-21 10:14:27,pied_wagtail_observed.csv,0.7503889548890225020147911934,0.996,3.203,2.844,5.624,0.652,7.25,13.089,0.02,6.73,8.309,0.105,0.405,0.01,4.74,10.47,10.89,5.762,8.134,10.526,5.743,12.592,11.185,14.000,0.229,6.68,6.42,5.362,7.46,12.321,20.790,30.802,10.779,0.942,0.047,12.064,113.773,222.371,5.175
+2026-05-21 10:14:28,pied_wagtail_observed.csv,0.8287182814604233062204268970,1.142,2.749,2.033,6.461,0.745,7.62,10.021,0.059,7.34,13.572,0.249,0.556,0.025,5.32,10.59,10.15,2.822,9.451,6.658,12.244,9.878,11.215,8.54,0.072,6.59,6.91,2.597,7.41,18.285,21.130,34.214,8.046,0.808,0.04,12.169,62.869,110.663,15.075
+2026-05-21 10:14:28,pied_wagtail_observed.csv,0.2631262791175118092291628986,0.618,2.518,0.47,4.465,0.673,6.5,14.889,0.016,6.66,6.324,0.138,0.46,0.038,3.9,11.36,10.06,8.671,15.338,14.397,16.278,8.722,8.594,8.85,0.066,8.17,5.55,1.522,7.17,23.625,31.776,50.883,12.67,1.033,0.237,12.249,99.362,186.968,11.757
+2026-05-21 10:14:28,pied_wagtail_observed.csv,1.305746733135314058807045884,0.883,2.45,5.994,1.941,0.005,6.35,5.532,0.006,7.49,11.255,0.333,0.724,0.028,6.19,10.77,11.2,8.161,10.687,8.815,12.559,2.408,3.935,0.88,0.111,9.42,6.43,4.998,7.03,23.464,17.874,31.733,4.015,1.4,0.152,12.098,50.272,89.863,10.681
+2026-05-21 10:14:29,pied_wagtail_observed.csv,1.381093535311309220323475488,0.625,1.625,0.093,6.291,0.136,6.91,5.264,0.088,7.18,7.09,0.378,0.71,0.021,4.83,11.29,10.79,8.727,13.904,17.657,10.151,5.474,7.808,3.14,0.008,6.9,5.57,6.945,7.59,15.678,39.442,76.742,2.142,1.103,0.093,12.191,100.849,194.875,6.823
+2026-05-21 10:14:29,pied_wagtail_observed.csv,0.6110655282711946696045643181,0.623,1.481,5.389,3.927,0.34,6.48,10.81,0.005,6.97,27.634,0.231,0.414,0.001,5.53,11.01,9.59,4.344,9.111,2.534,15.688,4.088,3.245,4.93,0.092,9.43,5.51,4.19,7.35,9.047,13.742,16.585,10.899,1.273,0.105,12.036,122.980,230.365,15.595
+2026-05-21 10:14:29,pied_wagtail_observed.csv,0.4318621125663877953626525302,0.858,0.95,3.654,6.159,0.869,6.6,10.857,0.068,7.36,25.808,0.307,0.259,0.047,4.12,9.58,11.12,6.839,18.618,20.000,17.236,4.024,1.485,6.563,0.028,8.15,7.45,3.06,7.31,19.375,2.986,2.768,3.204,1.03,0.194,12.083,116.528,221.828,11.229
+2026-05-21 10:14:30,pied_wagtail_observed.csv,1.528570100753870092267783626,0.65,3.028,3.425,4.088,0.148,7.17,13.259,0.08,7.17,12.002,0.338,0.019,0.045,5.84,10.1,11.03,3.527,16.784,13.965,19.604,6.700,12.83,0.571,0.146,9.44,6.64,2.086,7.42,18.074,30.282,56.471,4.092,1.606,0.298,12.13,102.776,193.743,11.808
+2026-05-21 10:14:30,pied_wagtail_observed.csv,1.899143047845044296975375583,1.16,2.863,0.924,5.461,0.817,7.6,13.619,0.008,7.58,25.972,0.058,0.478,0.036,3.54,9.97,9.92,9.16,4.009,5.24,2.778,3.280,3.532,3.028,0.102,7.63,7.42,6.216,7.41,9.015,11.550,14.094,9.005,1.773,0.153,12.249,50.262,85.537,14.988
+2026-05-21 10:14:30,pied_wagtail_observed.csv,1.990350298637849730638694776,0.642,3.228,5.914,7.043,0.719,6.39,8.674,0.023,7.43,12.353,0.455,0.738,0.044,6.02,11.31,11.32,10.393,10.057,14.046,6.068,2.904,1.84,3.967,0.029,7.3,6.21,6.96,7.53,23.791,12.765,6.784,18.746,1.56,0.312,12.034,67.176,118.827,15.525
+2026-05-21 10:14:31,pied_wagtail_observed.csv,0.3755357265864474934550523283,0.873,2.732,1.177,1.535,0.856,7.55,3.36,0.039,6.58,19.845,0.213,0.661,0.03,4.18,9.87,11.46,4.537,6.853,2.858,10.848,7.840,2.233,13.446,0.001,6.76,5.03,2.701,6.62,6.534,30.568,42.357,18.778,0.936,0.123,12.271,114.258,218.176,10.339
+2026-05-21 10:14:31,pied_wagtail_observed.csv,1.203012209173189409522035152,1.111,0.351,3.31,5.484,0.559,7.41,11.228,0.009,7.06,27.562,0.125,0.018,0.015,3.97,11.93,11.49,9.235,6.476,8.386,4.567,0.638,0.613,0.664,0.058,7.85,5.96,1.062,7.3,23.122,33.371,58.979,7.763,1.041,0.279,12.25,94.496,183.078,5.913
+2026-05-21 10:14:31,pied_wagtail_observed.csv,0.7703890157617312732629825897,1.024,3.016,3.95,5.962,0.524,6.68,5.442,0.054,7.05,7.463,0.318,0.66,0.048,3.93,10.84,10.96,7.841,9.273,17.99,0.556,11.073,12.254,9.892,0.179,8.81,6.69,2.839,6.8,9.901,18.496,26.25,10.743,1.074,0.299,12.266,102.962,196.831,9.092
+2026-05-21 10:14:32,pied_wagtail_observed.csv,1.797641180746875676617484414,0.61,3.446,4.23,4.466,0.922,7.44,7.419,0.096,7.28,20.523,0.166,0.129,0.013,5.07,11.63,11.45,4.134,15.050,18.498,11.601,11.598,10.111,13.086,0.229,7.18,5.95,7.315,6.69,20.53,39.226,71.889,6.562,1.668,0.025,12.273,122.948,231.663,14.232
+2026-05-21 10:14:32,pied_wagtail_observed.csv,0.5371483980227481986639670269,0.639,1.09,4.506,5.786,0.649,6.41,15.312,0.058,6.51,27.658,0.208,0.51,0.001,4.32,9.98,10.43,9.467,11.735,11.887,11.583,8.106,9.472,6.739,0.225,8.64,6.71,4.887,6.63,18.667,33.859,49.033,18.685,1.43,0.188,12.173,114.841,219.178,10.504
+2026-05-21 10:14:32,pied_wagtail_observed.csv,0.4310618058227546669776965194,0.616,3.641,0.301,6.688,0.693,6.27,6.236,0.08,6.59,27.032,0.408,0.508,0.026,5.73,11.32,10.22,5.187,10.934,12.177,9.69,6.518,7.331,5.705,0.135,7.04,6.45,7.636,6.78,12.096,8.263,14.458,2.068,1.385,0.246,12.145,100.428,196.724,4.132
+2026-05-21 10:14:32,pied_wagtail_observed.csv,0.3640942974680801855822697852,0.955,2.912,5.034,6.413,0.254,7.53,6.439,0.088,7.45,17.042,0.201,0.535,0.022,6.27,11.68,9.6,6.157,6.965,0.485,13.445,5.800,5.94,5.661,0.148,6.54,6.34,1.068,6.93,11.699,24.716,40.923,8.508,1.677,0.028,12.011,119.755,227.081,12.429
+2026-05-21 10:14:33,pied_wagtail_observed.csv,0.5620127952146859296339240862,0.909,3.19,1.189,1.184,0.444,6.26,8.132,0.063,6.5,21.874,0.138,0.567,0.036,5.71,11.59,11.31,6.812,11.332,12.681,9.984,8.244,4.153,12.335,0.121,8.47,5.33,3.096,7.53,19.636,23.931,40.535,7.327,1.458,0.226,12.128,108.052,205.429,10.674
+2026-05-21 10:14:33,pied_wagtail_observed.csv,0.7017020428383484185865659092,0.774,2.484,2.574,4.848,0.208,7.56,5.252,0.009,6.66,9.681,0.136,0.617,0.014,5.29,9.62,9.63,10.863,15.274,18.94,11.609,11.025,10.071,11.979,0.151,9.35,5.39,3.366,7.11,12.878,29.407,40.659,18.155,1.109,0.061,12.01,65.864,116.854,14.873
+2026-05-21 10:14:33,pied_wagtail_observed.csv,16.75330607811275364906566009,0.588,1.408,0.988,4.756,0.142,6.45,12.591,0.066,6.95,18.705,0.122,0.082,0.017,6.31,10.07,10.71,10.689,3.566,5.766,1.367,9.864,6.763,12.965,0.01,9.04,7.16,2.502,6.81,22.82,43.087,70.01,16.164,1.63,0.038,12.175,58.946,105.009,12.883
+2026-05-21 10:14:34,pied_wagtail_observed.csv,5.237283240398502676117787641,0.94,0.262,0.92,5.776,0.897,7.57,15.596,0.076,6.93,24.876,0.168,0.579,0.001,6.13,11.52,11.25,3.221,6.320,1.999,10.642,6.448,0.518,12.377,0.238,9.24,7.32,2.612,6.82,13.749,29.540,55.214,3.866,1.79,0.33,12.25,101.269,194.761,7.777
+2026-05-21 10:14:34,pied_wagtail_observed.csv,1.179464570116260278055533076,0.754,3.127,1.445,1.298,0.724,6.85,8.33,0.032,6.94,17.146,0.34,0.736,0.013,4.78,11.52,9.72,4.01,8.635,5.182,12.088,7.242,0.977,13.508,0.034,9.31,5.65,5.171,6.79,11.853,27.877,40.229,15.525,0.9,0.057,12.04,60.234,114.684,5.784
+2026-05-21 10:14:34,pied_wagtail_observed.csv,0.4290054579324685595072398853,0.707,1.567,5.712,4.782,0.564,6.83,11.238,0.048,7.6,8.711,0.366,0.436,0.009,3.93,9.51,11.36,8.777,13.287,12.282,14.292,10.384,13.579,7.189,0.142,8.06,5.78,7.521,7.22,10.519,30.350,53.024,7.676,1.487,0.185,12.043,74.978,135.345,14.61
+2026-05-21 10:14:35,pied_wagtail_observed.csv,0.5290277943342363329077159907,0.967,1.943,2.591,2.848,0.88,6.76,3.335,0.048,6.73,21.203,0.08,0.425,0.037,5.47,9.54,11.06,3.639,15.433,13.052,17.814,3.873,0.677,7.069,0.2,6.97,5.82,2.34,7.22,23.706,3.274,4.989,1.559,1.305,0.288,12.158,121.299,233.787,8.811
+2026-05-21 10:14:35,pied_wagtail_observed.csv,1.220399392189567202671516819,0.615,2.779,4.089,2.063,0.458,7.0,11.351,0.048,7.61,8.511,0.399,0.537,0.044,4.62,10.63,11.32,6.444,11.694,11.841,11.548,5.840,9.257,2.424,0.119,7.69,7.46,6.499,7.16,12.252,7.677,1.023,14.331,1.075,0.054,12.293,100.700,196.371,5.03
+2026-05-21 10:14:35,pied_wagtail_observed.csv,0.6424485129270527702492154887,0.826,2.068,0.273,1.09,0.264,7.22,7.193,0.044,7.25,25.472,0.206,0.148,0.042,5.16,10.42,10.72,4.404,10.983,15.061,6.905,9.322,9.951,8.692,0.12,9.14,7.15,6.475,7.54,17.352,27.066,44.912,9.221,0.876,0.003,12.242,122.844,230.701,14.986
+2026-05-21 10:14:36,pied_wagtail_observed.csv,1.435240106800594911358629890,0.815,1.879,4.459,0.603,0.113,6.78,15.598,0.017,7.59,14.719,0.181,0.224,0.038,3.67,11.33,9.48,4.827,10.471,4.178,16.764,7.516,12.836,2.195,0.116,8.51,5.08,7.488,6.82,21.608,22.179,39.572,4.786,0.884,0.061,12.056,91.176,169.249,13.103
+2026-05-21 10:14:36,pied_wagtail_observed.csv,1.141904944718270503807234735,1.167,1.331,5.478,0.876,0.652,6.77,12.199,0.058,7.56,14.351,0.191,0.66,0.021,4.22,11.5,9.63,11.934,12.234,7.279,17.19,13.353,12.848,13.858,0.025,7.02,7.17,3.633,7.11,22.049,2.878,5.219,0.538,0.941,0.176,12.105,106.033,206.386,5.68
+2026-05-21 10:14:36,pied_wagtail_observed.csv,0.4762737190967042550398274860,0.857,2.294,2.668,5.488,0.743,6.34,14.935,0.032,7.12,10.343,0.124,0.523,0.009,4.76,11.24,11.42,10.305,17.256,14.762,19.75,11.086,8.843,13.328,0.057,8.62,7.23,2.42,6.88,21.782,16.367,14.674,18.06,1.531,0.111,12.258,82.298,151.92,12.675
+2026-05-21 10:14:37,pied_wagtail_observed.csv,1.446015422109998826015894249,0.602,3.452,1.793,2.407,0.007,7.08,11.83,0.038,7.35,19.268,0.378,0.673,0.01,3.98,10.11,10.14,6.615,5.610,6.52,4.699,2.944,3.235,2.654,0.169,6.75,7.08,7.373,6.75,7.428,30.248,54.394,6.101,0.938,0.29,12.2,122.903,239.478,6.328
+2026-05-21 10:14:37,pied_wagtail_observed.csv,0.4942801908275872342769366200,0.944,1.839,1.264,0.919,0.787,6.88,14.265,0.067,7.65,12.367,0.086,0.293,0.048,6.19,10.7,9.63,10.975,8.307,5.309,11.305,7.092,6.418,7.767,0.056,7.41,7.26,2.812,7.27,9.894,45.292,75.526,15.058,0.976,0.083,12.27,74.694,142.053,7.336
+2026-05-21 10:14:37,pied_wagtail_observed.csv,1.114156372132143261047266107,0.722,2.311,5.207,5.758,0.065,6.58,13.309,0.029,7.64,16.63,0.33,0.53,0.017,6.4,10.05,9.53,11.389,9.120,10.717,7.522,3.124,5.887,0.362,0.156,8.84,5.2,6.332,6.85,20.491,42.772,68.743,16.8,1.543,0.188,12.213,118.174,223.888,12.459
+2026-05-21 10:14:37,pied_wagtail_observed.csv,2.794094774606946440749443733,1.046,2.271,0.665,4.643,0.835,6.55,3.24,0.08,7.28,12.559,0.414,0.027,0.03,6.35,11.56,9.26,4.883,12.565,17.412,7.718,3.846,2.506,5.186,0.088,9.03,5.26,7.415,6.94,10.721,26.820,52.465,1.175,1.764,0.143,12.175,99.532,185.726,13.337
+2026-05-21 10:14:38,pied_wagtail_observed.csv,1.345745721465044624349258399,0.601,0.806,5.875,6.025,0.301,7.07,13.812,0.004,6.56,26.79,0.291,0.672,0.037,5.71,11.25,11.3,11.86,13.030,9.582,16.479,5.518,1.165,9.871,0.128,7.05,6.35,0.98,7.12,18.059,23.098,45.253,0.942,1.133,0.03,12.009,49.066,92.386,5.747
+2026-05-21 10:14:38,pied_wagtail_observed.csv,0.9617154376916526495529669525,0.596,2.367,1.625,1.552,0.756,7.47,11.574,0.077,7.13,9.585,0.427,0.174,0.04,3.57,11.09,10.3,11.209,2.464,0.609,4.318,8.171,10.291,6.051,0.074,8.91,5.53,1.688,6.91,23.006,11.418,6.329,16.507,1.342,0.185,12.165,84.173,153.693,14.653
+2026-05-21 10:14:38,pied_wagtail_observed.csv,0.6270420747538475074370430702,0.862,0.836,1.196,7.767,0.194,7.28,7.08,0.05,6.91,10.208,0.278,0.103,0.019,4.61,11.96,10.37,6.09,14.612,14.195,15.029,5.646,1.74,9.553,0.086,9.43,5.91,6.511,7.59,15.777,29.262,49.854,8.671,1.569,0.257,12.166,109.657,209.416,9.898
+2026-05-21 10:14:39,pied_wagtail_observed.csv,4.683717862767030461779380617,0.671,2.578,3.881,3.413,0.648,6.37,5.12,0.092,6.66,12.78,0.168,0.389,0.03,6.47,9.52,10.95,10.948,2.514,2.753,2.275,10.834,8.62,13.048,0.175,8.5,7.48,4.708,7.25,9.573,18.312,22.454,14.171,1.115,0.005,12.108,91.708,170.387,13.03
+2026-05-21 10:14:39,pied_wagtail_observed.csv,0.4675514596818247223782137921,1.026,1.456,4.79,6.132,0.312,6.64,8.08,0.094,7.45,13.942,0.435,0.044,0.006,6.05,9.65,10.88,11.382,13.311,17.446,9.176,2.195,3.546,0.844,0.227,9.06,5.05,6.46,6.84,22.275,10.692,10.877,10.508,1.23,0.26,12.156,99.260,185.602,12.918
+2026-05-21 10:14:39,pied_wagtail_observed.csv,0.3563321293820106764983103656,0.651,2.496,0.907,6.037,0.042,6.81,14.906,0.027,6.51,25.882,0.054,0.411,0.003,4.41,10.56,9.71,8.645,17.616,16.77,18.463,6.860,9.298,4.421,0.127,8.87,7.43,1.176,6.81,20.956,46.370,79.883,12.857,1.393,0.067,12.028,90.166,173.084,7.249
+2026-05-21 10:14:40,pied_wagtail_observed.csv,1.033456975333258753622695462,0.667,1.256,5.014,3.994,0.034,7.63,8.474,0.075,7.35,26.272,0.256,0.25,0.045,4.61,11.22,9.38,6.489,12.718,12.667,12.769,11.040,12.793,9.287,0.173,9.07,5.12,7.889,6.71,13.847,26.558,42.161,10.954,0.813,0.016,12.151,105.336,203.19,7.483
+2026-05-21 10:14:40,pied_wagtail_observed.csv,0.4547962443072928038856335392,1.102,2.701,3.566,2.14,0.438,6.56,4.323,0.015,6.61,20.758,0.192,0.636,0.003,4.03,9.8,9.77,3.712,9.640,0.4,18.879,12.260,11.345,13.174,0.112,6.9,6.18,7.295,6.77,15.467,33.820,47.998,19.642,1.326,0.103,12.141,94.778,178.775,10.78
+2026-05-21 10:14:40,pied_wagtail_observed.csv,2.067526821543674281808887375,0.588,3.554,1.588,2.308,0.508,6.38,9.171,0.033,7.13,21.677,0.452,0.712,0.048,5.68,10.5,10.41,2.26,8.388,5.699,11.078,9.176,13.983,4.368,0.005,7.82,5.76,5.817,6.87,13.318,13.890,17.676,10.105,1.201,0.304,12.066,70.953,127.284,14.622
+2026-05-21 10:14:41,pied_wagtail_observed.csv,0.7904109762642986615051941137,0.666,1.502,0.221,6.059,0.515,6.93,12.894,0.024,7.05,17.514,0.105,0.72,0.001,4.11,11.97,10.52,9.533,8.191,7.553,8.829,5.486,9.46,1.511,0.222,6.73,5.65,3.904,7.05,12.543,26.763,38.652,14.874,1.609,0.072,12.103,73.598,132.183,15.013
+2026-05-21 10:14:41,pied_wagtail_observed.csv,0.4444723489476662021153582594,0.933,1.263,5.827,1.89,0.726,6.5,9.563,0.032,6.53,18.503,0.147,0.465,0.028,4.83,11.15,9.44,5.449,11.891,15.774,8.008,4.878,6.546,3.21,0.196,8.66,5.64,2.908,7.47,22.403,36.038,65.98,6.096,1.716,0.256,12.022,70.331,126.368,14.294
+2026-05-21 10:14:41,pied_wagtail_observed.csv,0.8474240337740808980999212787,0.662,2.376,5.238,0.862,0.19,7.14,4.873,0.078,7.1,6.539,0.138,0.469,0.032,5.92,9.59,11.44,11.237,16.392,14.301,18.483,0.372,0.395,0.350,0.198,7.91,7.07,3.838,7.51,8.962,19.168,18.603,19.734,1.004,0.082,12.129,65.128,120.178,10.078
+2026-05-21 10:14:42,pied_wagtail_observed.csv,0.5706812308387072850409255915,0.947,2.859,4.323,7.4,0.31,7.24,11.738,0.033,7.13,21.073,0.2,0.095,0.035,6.5,9.65,11.42,11.85,15.101,12.987,17.215,9.876,9.237,10.515,0.151,8.06,6.14,2.988,7.39,23.274,22.138,31.305,12.97,1.543,0.117,12.107,83.947,162.69,5.204
+2026-05-21 10:14:42,pied_wagtail_observed.csv,0.4196241980468635027793325206,1.09,0.988,4.926,5.212,0.719,7.05,11.521,0.091,6.8,27.517,0.161,0.51,0.003,4.2,11.17,9.87,6.863,5.620,5.974,5.267,12.392,13.757,11.026,0.151,8.78,6.14,7.867,6.61,21.423,13.704,17.082,10.327,1.171,0.215,12.081,55.734,99.709,11.76
+2026-05-21 10:14:42,pied_wagtail_observed.csv,1.195644180840308151214064121,1.115,2.343,3.819,7.236,0.317,7.19,15.809,0.078,6.99,20.942,0.365,0.519,0.03,5.73,10.21,9.54,10.498,4.580,4.224,4.936,4.746,6.239,3.254,0.062,6.7,6.13,5.13,7.18,14.317,16.381,18.4,14.362,1.016,0.203,12.199,52.138,98.847,5.429
+2026-05-21 10:14:42,pied_wagtail_observed.csv,0.2936233782176836725071204885,0.962,1.77,3.615,3.783,0.331,6.29,8.197,0.004,6.71,24.253,0.233,0.388,0.015,4.66,11.08,11.06,3.235,8.827,1.02,16.634,6.366,6.178,6.553,0.143,7.05,6.2,3.984,6.97,17.805,39.003,62.253,15.753,1.26,0.005,12.167,114.120,216.8,11.439
+2026-05-21 10:14:43,pied_wagtail_observed.csv,0.6431110304150685549377889713,0.738,2.872,1.605,4.93,0.061,7.58,5.477,0.059,6.71,17.423,0.292,0.362,0.017,5.67,11.93,11.48,6.867,12.720,14.894,10.545,6.886,8.983,4.789,0.2,6.67,5.14,2.012,6.9,22.236,22.108,29.496,14.719,0.908,0.176,12.003,121.608,233.31,9.905
+2026-05-21 10:14:43,pied_wagtail_observed.csv,0.9003517393580350870549509463,1.055,3.557,2.651,2.697,0.77,6.6,10.586,0.005,6.57,22.739,0.427,0.023,0.04,4.58,11.34,10.43,8.909,13.412,16.458,10.365,6.398,8.539,4.258,0.17,6.84,5.27,4.369,7.36,18.735,43.405,67.259,19.551,1.592,0.202,12.166,65.809,116.093,15.525
+2026-05-21 10:14:43,pied_wagtail_observed.csv,0.4178393032247369671897833812,0.908,3.087,4.508,0.424,0.449,7.39,9.807,0.05,6.81,25.543,0.171,0.492,0.033,3.56,11.93,10.15,2.246,5.472,3.714,7.23,5.490,4.139,6.841,0.008,9.06,5.01,5.624,7.44,11.159,11.914,10.45,13.378,1.756,0.277,12.143,122.623,234.511,10.735
+2026-05-21 10:14:44,pied_wagtail_observed.csv,0.5725058161568624352014169342,0.839,1.456,3.659,2.756,0.382,7.34,10.223,0.049,7.2,8.05,0.249,0.04,0.045,5.17,9.97,10.91,4.223,9.465,11.786,7.144,11.941,10.551,13.331,0.231,8.07,6.7,2.063,7.3,16.924,28.780,41.69,15.869,1.203,0.175,12.123,108.554,201.194,15.913
+2026-05-21 10:14:44,pied_wagtail_observed.csv,0.5832291696135098792925889278,0.813,0.442,2.634,5.275,0.053,7.11,6.801,0.037,7.53,25.257,0.148,0.376,0.034,5.79,11.69,10.16,4.467,16.986,16.388,17.583,7.562,6.916,8.207,0.182,8.76,5.76,7.12,6.82,9.334,27.124,52.993,1.255,1.431,0.162,12.148,88.068,166.888,9.248
+2026-05-21 10:14:44,pied_wagtail_observed.csv,0.3702087424862112177886007941,0.994,0.729,3.581,7.937,0.199,6.38,3.253,0.042,7.28,6.788,0.397,0.3,0.028,4.21,9.97,9.8,6.866,10.212,2.602,17.822,7.556,6.381,8.731,0.24,6.72,5.9,6.292,6.72,16.142,18.147,34.586,1.708,1.673,0.084,12.081,101.627,190.43,12.824
+2026-05-21 10:14:45,pied_wagtail_observed.csv,1.249941949208799065482676010,1.155,3.146,0.483,4.587,0.357,7.63,13.024,0.053,6.55,7.244,0.165,0.693,0.048,3.8,10.05,10.26,2.283,13.168,12.224,14.111,9.540,10.237,8.843,0.17,9.03,7.36,1.453,6.63,16.868,30.184,44.58,15.787,1.497,0.232,12.296,101.240,194.486,7.995
+2026-05-21 10:14:45,pied_wagtail_observed.csv,0.5386056226399107784818193197,0.643,0.686,4.637,6.224,0.722,7.59,12.074,0.042,6.59,13.614,0.252,0.116,0.034,4.62,11.47,10.04,4.021,12.508,9.416,15.6,8.202,13.484,2.92,0.088,8.24,5.37,5.801,7.32,8.595,44.213,74.994,13.432,1.638,0.173,12.186,47.136,80.168,14.104
+2026-05-21 10:14:45,pied_wagtail_observed.csv,1.051724834730036472133156972,0.586,2.002,4.553,4.234,0.755,7.01,8.239,0.082,7.08,19.125,0.414,0.099,0.044,4.81,9.94,9.65,2.619,4.233,7.324,1.142,4.456,3.890,5.023,0.138,7.74,6.1,2.615,7.15,16.693,40.410,69.07,11.749,1.261,0.275,12.254,96.171,187.808,4.534
+2026-05-21 10:14:46,pied_wagtail_observed.csv,0.3817580416870054424261456488,0.926,2.83,2.505,0.566,0.196,7.17,7.235,0.093,6.91,14.887,0.204,0.455,0.017,5.86,10.88,11.42,7.608,13.664,11.817,15.51,11.832,13.585,10.078,0.172,8.65,5.88,4.821,7.09,23.35,10.738,20.287,1.19,1.632,0.072,12.297,48.518,86.757,10.278
+2026-05-21 10:14:46,pied_wagtail_observed.csv,1.193578934057515360436468228,1.083,3.567,3.072,3.631,0.301,6.37,5.112,0.047,6.8,15.271,0.165,0.731,0.036,4.37,11.62,10.54,9.664,10.209,11.406,9.012,6.804,5.204,8.404,0.146,7.75,7.4,3.954,6.76,11.859,11.163,11.523,10.803,0.809,0.06,12.073,95.814,185.844,5.785
+2026-05-21 10:14:46,pied_wagtail_observed.csv,0.7626774238764811722535421802,1.111,1.56,5.937,4.073,0.557,6.48,5.6,0.072,7.2,18.911,0.281,0.742,0.05,3.78,9.6,9.57,2.394,9.945,1.328,18.562,3.154,4.285,2.023,0.229,7.54,5.23,7.843,7.24,21.092,34.292,52.313,16.27,1.4,0.324,12.243,70.008,135.231,4.784
+2026-05-21 10:14:46,pied_wagtail_observed.csv,0.5371151941096607145674103740,0.717,0.351,2.432,3.124,0.396,7.24,8.499,0.095,6.58,6.53,0.082,0.233,0.016,6.24,11.58,9.29,6.728,13.188,11.707,14.668,7.641,5.581,9.701,0.065,8.61,6.86,3.32,6.87,23.226,29.872,43.107,16.636,1.695,0.238,12.04,65.889,125.843,5.935
+2026-05-21 10:14:47,pied_wagtail_observed.csv,0.3961571441454822560846340406,0.959,1.824,0.978,5.739,0.498,7.68,9.198,0.078,7.15,21.103,0.314,0.239,0.006,4.48,10.09,9.32,6.643,9.511,6.906,12.116,10.116,9.003,11.229,0.091,6.68,5.38,3.417,6.76,18.741,11.995,21.069,2.921,0.982,0.265,12.268,96.934,181.229,12.638
+2026-05-21 10:14:47,pied_wagtail_observed.csv,0.6973676311443975288817638506,1.003,0.883,3.136,3.025,0.73,7.45,6.319,0.09,7.12,24.003,0.15,0.042,0.001,4.42,11.38,10.66,6.057,13.803,9.631,17.975,11.658,11.648,11.669,0.043,7.22,5.55,0.921,7.27,9.992,5.388,8.454,2.321,1.06,0.19,12.039,101.958,191.773,12.144
+2026-05-21 10:14:47,pied_wagtail_observed.csv,17.44545255491310417564067844,1.168,2.407,0.873,5.356,0.816,7.46,4.432,0.006,7.62,15.255,0.112,0.248,0.04,5.66,9.81,10.88,5.76,9.489,17.905,1.073,8.826,12.561,5.092,0.079,8.71,7.13,5.855,7.04,9.903,35.246,65.577,4.914,1.652,0.004,12.077,55.417,103.116,7.718
+2026-05-21 10:14:48,pied_wagtail_observed.csv,0.3094815634542767083527786119,1.022,1.835,4.572,2.227,0.401,7.16,10.099,0.005,7.62,11.392,0.153,0.47,0.037,3.88,11.62,9.71,3.206,2.628,4.119,1.137,9.626,6.305,12.947,0.136,8.18,5.83,4.169,7.12,14.526,39.126,59.87,18.383,1.681,0.076,12.298,101.705,193.428,9.982
+2026-05-21 10:14:48,pied_wagtail_observed.csv,0.8812175640567852388010656377,0.721,3.015,4.916,7.54,0.202,7.02,14.478,0.06,6.76,16.982,0.279,0.011,0.022,4.8,10.89,9.64,6.621,13.220,11.39,15.05,5.704,2.133,9.275,0.216,7.62,7.14,5.083,7.52,8.622,32.918,54.844,10.993,0.945,0.257,12.013,62.756,112.623,12.89
+2026-05-21 10:14:48,pied_wagtail_observed.csv,0.6617689725140775052561892505,0.706,1.393,1.418,1.862,0.191,7.6,14.975,0.086,7.17,13.276,0.179,0.708,0.006,5.45,11.75,10.45,7.897,12.710,12.882,12.539,3.088,2.871,3.306,0.151,9.15,5.19,5.784,6.83,17.16,37.406,71.142,3.67,1.077,0.316,12.172,57.306,108.939,5.672
+2026-05-21 10:14:49,pied_wagtail_observed.csv,0.3411858589096705369837312243,1.035,2.118,0.645,6.793,0.496,7.47,15.047,0.017,7.0,17.274,0.127,0.542,0.031,5.21,11.67,11.0,5.076,15.090,14.351,15.828,11.119,13.953,8.285,0.168,8.12,6.72,6.389,6.82,21.932,21.161,35.87,6.452,1.088,0.242,12.217,64.850,119.434,10.267
+2026-05-21 10:14:49,pied_wagtail_observed.csv,1.994513560528806065875391591,1.148,0.29,4.323,2.915,0.139,6.39,11.247,0.001,6.54,23.731,0.065,0.47,0.031,6.24,10.73,9.31,9.842,10.855,13.862,7.848,9.846,7.789,11.902,0.024,9.18,6.9,2.65,7.07,17.626,18.346,35.75,0.941,1.182,0.246,12.016,110.172,211.168,9.175
+2026-05-21 10:14:49,pied_wagtail_observed.csv,0.8373289235842244189459881699,0.681,2.603,1.943,1.241,0.768,7.7,3.25,0.015,6.6,7.233,0.291,0.167,0.022,5.14,11.48,10.06,8.544,12.535,14.85,10.22,13.191,13.632,12.750,0.183,6.84,7.46,7.23,7.37,11.242,27.916,43.644,12.188,1.535,0.235,12.158,93.324,171.975,14.673
+2026-05-21 10:14:50,pied_wagtail_observed.csv,0.9324096399957143937465694414,0.879,2.619,5.46,1.436,0.737,7.08,10.365,0.052,6.97,11.651,0.093,0.228,0.019,3.61,10.89,11.21,4.235,8.787,7.855,9.719,5.233,5.721,4.745,0.086,9.38,5.13,2.829,7.0,6.09,36.040,66.21,5.869,0.911,0.223,12.08,67.448,120.451,14.444
+2026-05-21 10:14:50,pied_wagtail_observed.csv,1.512725833477522862312232779,0.852,3.069,0.544,7.882,0.602,6.43,11.372,0.048,6.93,21.167,0.34,0.629,0.046,4.0,11.4,11.21,3.641,12.107,7.829,16.385,4.240,1.063,7.418,0.176,8.83,7.27,3.792,6.64,23.505,40.810,65.833,15.788,1.694,0.121,12.134,77.402,146.377,8.427
+2026-05-21 10:14:50,pied_wagtail_observed.csv,1.067696178333191984425873294,1.025,0.426,2.265,4.516,0.405,6.98,3.101,0.021,6.82,21.284,0.372,0.383,0.015,6.12,10.0,10.81,3.436,3.441,2.716,4.166,11.728,12.34,11.117,0.008,8.73,7.39,1.023,7.5,19.742,36.572,56.643,16.5,1.061,0.129,12.041,49.240,93.153,5.327
+2026-05-21 10:14:51,pied_wagtail_observed.csv,0.7515609612922855535515475020,0.597,2.043,0.577,1.862,0.009,7.56,11.434,0.082,7.1,21.222,0.419,0.247,0.021,6.34,10.08,10.95,8.369,5.062,5.268,4.857,12.984,13.897,12.071,0.17,7.33,5.23,2.554,6.73,14.911,27.995,47.606,8.384,1.129,0.037,12.041,89.557,170.97,8.144
+2026-05-21 10:14:51,pied_wagtail_observed.csv,0.4680393269313467943589045315,0.627,0.836,4.422,3.635,0.163,7.6,11.376,0.074,7.44,10.182,0.258,0.722,0.022,5.39,10.3,9.65,3.353,16.802,15.313,18.290,3.294,3.61,2.977,0.196,7.96,6.25,1.117,7.53,17.008,42.584,73.6,11.567,1.618,0.246,12.076,115.698,220.542,10.854
+2026-05-21 10:14:51,pied_wagtail_observed.csv,0.4378486220101737357726665290,0.771,3.093,2.062,6.371,0.556,7.45,4.847,0.01,7.12,10.268,0.269,0.164,0.022,4.05,11.56,9.54,6.434,10.014,10.917,9.111,4.700,3.42,5.98,0.227,7.29,5.42,1.171,7.08,14.574,10.058,19.531,0.584,1.406,0.126,12.083,111.562,214.572,8.551
+2026-05-21 10:14:52,pied_wagtail_observed.csv,0.3878540558138019876590391332,1.159,1.689,1.334,3.218,0.105,6.48,9.195,0.031,7.25,21.568,0.244,0.316,0.035,5.51,10.1,11.38,3.019,9.720,3.982,15.459,4.136,3.332,4.941,0.238,7.65,5.87,5.166,7.32,8.244,28.348,36.768,19.928,1.487,0.109,12.29,56.127,103.123,9.131
+2026-05-21 10:14:52,pied_wagtail_observed.csv,0.7602925090327384565425123412,0.797,2.202,0.292,5.892,0.391,7.56,7.942,0.06,7.36,9.397,0.148,0.1,0.043,3.68,10.18,9.99,11.679,7.984,11.701,4.268,7.200,9.492,4.909,0.137,8.46,5.2,7.968,7.37,12.343,19.862,26.127,13.596,1.348,0.167,12.016,104.572,199.925,9.218
+2026-05-21 10:14:52,pied_wagtail_observed.csv,3.630934744934689943044410441,1.037,0.437,0.091,4.881,0.419,6.95,8.923,0.072,7.12,12.414,0.334,0.687,0.012,4.81,10.49,10.58,9.356,16.114,14.468,17.76,5.144,7.759,2.53,0.224,9.22,5.59,6.294,7.36,12.184,8.767,12.028,5.506,1.73,0.248,12.285,95.445,182.678,8.212
+2026-05-21 10:14:52,pied_wagtail_observed.csv,17.72575995003819832176619065,0.929,1.733,2.081,6.408,0.158,6.6,14.816,0.082,6.51,26.788,0.439,0.418,0.048,5.44,11.99,9.84,2.414,9.202,18.03,0.374,8.936,11.355,6.517,0.044,7.7,6.9,5.359,7.06,13.998,29.402,54.217,4.588,1.279,0.183,12.05,119.632,230.441,8.823
+2026-05-21 10:14:53,pied_wagtail_observed.csv,0.3956621502263716958281450607,1.096,0.527,0.84,7.467,0.36,6.26,9.804,0.017,7.33,6.388,0.229,0.464,0.032,4.25,10.59,9.33,6.395,9.039,11.876,6.202,7.106,9.301,4.911,0.183,8.58,5.3,7.653,7.16,21.077,18.114,35.187,1.04,1.3,0.157,12.201,117.032,224.4,9.664
+2026-05-21 10:14:53,pied_wagtail_observed.csv,0.5133112365314971061508511042,0.893,0.252,4.477,2.177,0.601,7.73,15.861,0.061,6.81,13.958,0.187,0.725,0.021,5.06,9.83,10.89,2.549,11.772,16.666,6.877,7.564,2.912,12.217,0.086,9.09,7.14,7.579,6.92,20.105,12.844,18.897,6.79,1.447,0.328,12.3,90.278,168.194,12.361
+2026-05-21 10:14:53,pied_wagtail_observed.csv,0.7499773882109784863063774600,0.963,2.238,1.333,3.577,0.289,7.63,7.755,0.097,6.92,18.078,0.064,0.74,0.027,4.64,11.03,10.32,8.614,17.620,18.767,16.474,6.489,8.622,4.356,0.124,7.52,5.8,5.445,7.14,15.492,42.287,78.914,5.66,0.856,0.015,12.155,89.982,168.712,11.252
+2026-05-21 10:14:54,pied_wagtail_observed.csv,0.4391062112466003059252787858,0.622,1.884,4.058,7.044,0.037,7.67,6.764,0.078,7.29,21.194,0.413,0.275,0.024,6.02,9.83,10.27,8.724,11.666,7.074,16.259,2.918,4.81,1.027,0.053,9.42,7.4,1.043,7.05,22.134,5.702,0.482,10.921,1.777,0.213,12.114,81.990,155.048,8.931
+2026-05-21 10:14:54,pied_wagtail_observed.csv,0.4485177829435756230639266784,1.111,3.742,4.277,4.076,0.358,7.67,13.899,0.026,7.61,13.522,0.12,0.652,0.038,4.75,10.28,11.49,10.334,2.314,2.096,2.531,9.712,13.185,6.24,0.245,9.39,5.48,6.687,7.53,23.996,24.965,45.396,4.534,1.676,0.037,12.136,107.150,199.031,15.268
+2026-05-21 10:14:54,pied_wagtail_observed.csv,0.4507672072670179041350646256,0.983,2.423,2.379,1.186,0.649,6.77,8.884,0.001,7.31,15.918,0.438,0.304,0.041,3.58,10.55,9.91,10.124,11.616,11.907,11.325,3.775,3.454,4.096,0.178,9.47,5.6,1.943,7.18,12.648,36.002,54.101,17.902,0.976,0.273,12.088,81.296,149.256,13.336
+2026-05-21 10:14:55,pied_wagtail_observed.csv,16.47375940047717380551531162,0.887,0.726,2.796,4.463,0.876,6.39,7.545,0.096,7.19,6.919,0.292,0.682,0.025,5.43,9.53,11.35,4.62,3.662,4.906,2.418,4.404,5.236,3.572,0.238,6.97,7.48,6.226,7.11,20.047,6.798,1.698,11.899,1.28,0.141,12.281,94.980,175.744,14.215
+2026-05-21 10:14:55,pied_wagtail_observed.csv,0.6116099493493000292425423344,0.746,3.969,3.204,2.444,0.149,7.62,11.776,0.071,6.87,6.734,0.132,0.013,0.046,4.07,11.44,11.46,11.449,8.876,7.825,9.926,3.794,5.835,1.753,0.024,7.77,6.35,3.213,7.46,20.096,6.933,11.274,2.592,1.641,0.065,12.05,48.168,90.504,5.833
+2026-05-21 10:14:55,pied_wagtail_observed.csv,0.7307285330671792980237538232,1.007,3.9,3.445,1.567,0.901,7.1,7.611,0.047,7.62,14.106,0.332,0.516,0.039,6.11,10.16,10.07,5.878,19.506,19.011,20.000,0.756,0.442,1.069,0.101,6.73,5.76,3.811,7.37,9.886,29.933,46.02,13.846,1.483,0.116,12.069,104.698,201.889,7.506
+2026-05-21 10:14:56,pied_wagtail_observed.csv,0.7792829878321126408342463106,1.02,3.19,1.885,4.212,0.873,7.25,14.048,0.099,7.47,7.703,0.277,0.126,0.006,5.2,10.36,10.28,7.808,17.354,18.814,15.893,12.232,13.097,11.368,0.242,8.66,6.09,5.935,7.15,14.877,31.796,60.304,3.289,1.344,0.263,12.289,99.753,191.623,7.883
+2026-05-21 10:14:56,pied_wagtail_observed.csv,0.2974373634861224097608873663,0.712,1.775,5.579,4.536,0.614,6.91,12.944,0.077,7.18,9.585,0.155,0.468,0.049,3.83,10.76,9.27,10.526,10.458,14.781,6.134,7.335,13.583,1.087,0.071,8.39,5.06,6.938,7.53,19.791,22.998,26.773,19.224,1.42,0.279,12.258,58.432,103.981,12.882
+2026-05-21 10:14:56,pied_wagtail_observed.csv,0.5108364173751747071201609772,0.669,1.587,5.762,1.012,0.154,7.7,12.829,0.037,6.72,10.986,0.191,0.283,0.05,4.55,11.17,10.07,10.606,10.968,11.627,10.309,5.711,6.764,4.658,0.104,7.29,6.67,6.526,7.08,20.03,30.094,46.94,13.248,1.41,0.331,12.124,112.401,210.961,13.841
+2026-05-21 10:14:57,pied_wagtail_observed.csv,0.3454555053562196265540895913,1.122,1.883,4.527,4.592,0.937,6.35,3.443,0.032,6.75,25.246,0.344,0.463,0.03,4.59,11.84,11.27,5.881,6.086,1.019,11.152,7.018,13.57,0.465,0.045,8.59,6.75,4.172,7.56,6.067,18.816,23.15,14.481,1.114,0.143,12.0,124.942,237.512,12.373
+2026-05-21 10:14:57,pied_wagtail_observed.csv,0.4582445200118662363865121615,0.806,3.084,3.198,6.745,0.879,7.51,13.611,0.052,7.1,16.412,0.221,0.008,0.041,4.64,10.93,10.97,5.122,11.062,5.679,16.445,4.798,5.357,4.24,0.24,9.14,5.34,3.129,7.03,12.082,41.799,76.078,7.52,0.935,0.331,12.181,84.433,157.278,11.588
+2026-05-21 10:14:57,pied_wagtail_observed.csv,0.4458018298032359570425020582,0.748,0.818,4.548,5.621,0.749,6.84,9.912,0.095,6.98,11.435,0.213,0.261,0.027,3.6,10.31,10.05,9.106,10.756,17.928,3.584,10.232,8.878,11.586,0.058,7.93,7.35,3.329,6.87,16.339,26.168,44.68,7.656,1.6,0.136,12.112,60.061,108.848,11.274
+2026-05-21 10:14:57,pied_wagtail_observed.csv,1.553196082562479387197827991,0.794,1.684,5.529,1.602,0.751,7.59,10.057,0.051,6.78,17.653,0.406,0.563,0.046,6.12,11.1,10.1,5.271,7.562,12.879,2.244,13.293,13.266,13.320,0.22,7.27,5.9,3.097,7.0,22.876,22.811,29.298,16.324,1.095,0.281,12.103,81.140,150.448,11.831
+2026-05-21 10:14:58,pied_wagtail_observed.csv,1.476836613857053722835039658,0.83,3.496,5.969,5.774,0.631,7.73,8.1,0.037,6.81,12.943,0.16,0.714,0.015,5.58,9.59,9.97,4.424,7.321,12.58,2.062,10.152,9.891,10.414,0.162,6.61,6.2,6.48,7.36,8.461,46.660,76.592,16.729,1.216,0.216,12.116,76.819,141.816,11.822
+2026-05-21 10:14:58,pied_wagtail_observed.csv,0.5946769239832142748324855720,0.991,3.33,4.295,1.452,0.112,6.48,5.73,0.093,6.73,15.265,0.129,0.468,0.046,5.25,10.84,11.09,6.527,13.138,17.288,8.987,8.426,7.171,9.682,0.038,8.48,5.86,6.959,6.61,22.414,36.712,60.693,12.731,1.621,0.129,12.265,121.894,232.675,11.112
+2026-05-21 10:14:58,pied_wagtail_observed.csv,0.6353512711057667302775003784,1.156,3.436,0.162,7.192,0.31,7.59,13.643,0.054,6.7,6.907,0.092,0.018,0.043,5.66,11.36,9.54,3.462,6.056,3.487,8.625,7.304,7.888,6.72,0.093,6.75,7.4,6.387,6.99,14.53,49.158,79.23,19.086,1.332,0.157,12.051,50.236,89.691,10.782
+2026-05-21 10:14:59,pied_wagtail_observed.csv,0.5486669235306837822653401216,0.892,3.831,2.628,3.723,0.024,6.87,13.513,0.086,7.61,6.007,0.08,0.636,0.017,6.03,9.78,11.37,9.431,13.702,13.652,13.752,7.902,4.563,11.24,0.232,9.41,5.53,3.251,6.96,8.447,17.376,29.011,5.741,1.767,0.134,12.067,99.988,195.071,4.906
+2026-05-21 10:14:59,pied_wagtail_observed.csv,0.9959941758800341169538550934,1.05,1.333,2.888,4.066,0.305,6.31,12.338,0.004,6.74,9.133,0.23,0.072,0.028,5.97,9.77,10.93,9.905,11.572,18.963,4.182,2.413,3.138,1.688,0.084,8.76,5.04,7.313,6.88,14.996,38.958,74.467,3.45,1.246,0.067,12.153,119.610,228.874,10.347
+2026-05-21 10:14:59,pied_wagtail_observed.csv,0.5719003535516735128725229425,1.179,3.265,2.347,2.922,0.855,6.55,9.761,0.07,7.15,9.328,0.305,0.159,0.029,4.13,11.72,11.03,2.181,8.362,8.529,8.195,3.972,5.298,2.646,0.168,7.14,5.46,7.64,7.43,19.934,10.930,11.705,10.156,1.448,0.023,12.13,66.238,122.249,10.228
+2026-05-21 10:15:00,pied_wagtail_observed.csv,0.4666942993249344079175612318,0.947,1.488,4.626,6.54,0.407,7.64,15.749,0.072,6.52,19.154,0.15,0.449,0.049,4.62,10.66,11.01,5.878,12.794,14.222,11.366,6.202,1.392,11.011,0.042,8.39,7.42,1.743,6.82,21.875,33.538,57.86,9.215,1.516,0.319,12.153,111.310,216.117,6.503
+2026-05-21 10:15:00,pied_wagtail_observed.csv,0.3998573405270226298983095060,0.754,3.505,3.895,7.808,0.6,6.42,11.561,0.04,7.25,24.91,0.072,0.486,0.006,5.29,11.99,9.58,6.523,9.885,12.555,7.215,5.098,1.586,8.611,0.21,8.98,5.25,5.392,6.64,13.16,46.890,74.049,19.732,1.737,0.063,12.196,44.200,83.067,5.333
+2026-05-21 10:15:00,pied_wagtail_observed.csv,1.364159659332796844978367852,0.781,3.325,5.666,1.04,0.02,6.29,15.876,0.003,7.15,8.416,0.449,0.183,0.034,5.47,11.86,10.15,11.714,5.794,5.936,5.651,2.576,2.038,3.115,0.181,9.4,5.43,4.196,6.89,6.81,40.116,66.761,13.471,1.744,0.332,12.046,97.202,190.267,4.137
+2026-05-21 10:15:01,pied_wagtail_observed.csv,0.5671767842427869069337144417,0.99,3.047,5.27,6.697,0.23,7.17,8.302,0.018,7.21,23.55,0.419,0.63,0.001,5.99,9.71,10.95,6.241,12.920,11.749,14.092,8.136,9.967,6.306,0.248,6.63,5.79,5.598,6.97,17.805,22.410,41.212,3.609,1.525,0.191,12.042,72.736,140.161,5.311
+2026-05-21 10:15:01,pied_wagtail_observed.csv,1.458137510602368813019075568,0.712,1.064,1.798,1.126,0.853,6.86,14.69,0.053,6.84,8.004,0.391,0.017,0.002,5.02,11.63,10.6,7.615,14.284,11.629,16.94,5.666,2.613,8.718,0.147,6.57,5.35,2.966,7.27,6.685,13.836,11.993,15.68,1.726,0.015,12.178,106.734,207.151,6.318
+2026-05-21 10:15:01,pied_wagtail_observed.csv,0.8027929081742064311694093168,0.967,1.743,0.947,0.866,0.595,7.56,9.05,0.092,7.19,23.314,0.404,0.563,0.004,5.65,11.67,9.31,3.013,9.744,5.095,14.393,6.378,7.030,5.727,0.03,9.38,5.3,4.101,6.91,10.226,32.350,60.294,4.406,1.136,0.174,12.062,91.826,170.572,13.08
+2026-05-21 10:15:02,pied_wagtail_observed.csv,0.4235276380839209467539790887,0.583,3.441,2.898,1.864,0.816,7.09,6.261,0.007,7.17,26.74,0.072,0.298,0.016,5.04,10.01,11.24,6.139,12.052,15.662,8.442,5.802,11.067,0.536,0.012,9.49,7.12,7.742,7.25,11.24,17.473,29.828,5.118,1.166,0.208,12.048,112.946,221.831,4.062
+2026-05-21 10:15:02,pied_wagtail_observed.csv,1.147375758584687225163591153,0.652,1.206,4.904,4.758,0.563,7.67,3.99,0.02,7.02,18.017,0.311,0.587,0.022,6.3,9.57,11.47,4.977,10.972,9.958,11.985,9.324,5.96,12.689,0.191,9.47,6.71,5.289,7.48,11.887,41.240,79.102,3.379,1.155,0.231,12.062,94.390,181.551,7.23
+2026-05-21 10:15:02,pied_wagtail_observed.csv,1.436576485845315235112504737,0.978,3.949,5.26,3.259,0.149,6.61,14.068,0.027,7.59,11.054,0.141,0.682,0.005,3.63,11.46,10.4,6.568,14.818,18.933,10.702,8.130,9.154,7.106,0.109,8.42,7.37,5.469,6.63,23.376,3.654,4.549,2.758,0.973,0.215,12.295,61.946,117.08,6.811
+2026-05-21 10:15:02,pied_wagtail_observed.csv,4.405593668655819674075842083,0.82,3.011,0.088,7.026,0.663,7.5,15.652,0.04,6.75,9.045,0.433,0.29,0.017,3.8,11.89,9.29,8.582,10.944,11.694,10.195,5.588,5.136,6.041,0.227,9.4,5.25,5.515,7.36,18.445,39.529,65.998,13.06,1.372,0.015,12.073,85.723,160.203,11.243
+2026-05-21 10:15:03,pied_wagtail_observed.csv,0.6547044078937959698140407058,1.083,2.233,0.642,3.129,0.022,7.62,4.996,0.071,6.77,6.585,0.15,0.373,0.019,3.58,10.93,9.88,3.542,4.346,8.16,0.531,9.673,11.221,8.125,0.222,7.04,5.4,7.491,7.54,20.506,30.408,57.424,3.393,0.905,0.104,12.14,49.068,82.967,15.168
+2026-05-21 10:15:03,pied_wagtail_observed.csv,0.6656234426665037419695761089,0.774,2.651,4.546,2.136,0.128,7.34,8.403,0.002,7.12,10.527,0.24,0.14,0.007,5.34,10.4,9.37,2.938,7.149,5.95,8.348,5.386,5.083,5.69,0.232,7.48,7.38,1.576,7.43,21.218,38.179,64.812,11.546,1.512,0.075,12.174,59.586,103.736,15.437
+2026-05-21 10:15:03,pied_wagtail_observed.csv,1.371677831693744561414983772,0.669,0.668,4.069,6.21,0.082,7.48,14.915,0.007,6.64,12.54,0.325,0.224,0.036,6.14,11.72,9.62,3.032,5.294,4.293,6.294,1.576,2.641,0.512,0.14,9.42,6.88,1.483,6.79,19.119,48.398,77.436,19.36,0.877,0.073,12.177,92.212,171.281,13.143
+2026-05-21 10:15:04,pied_wagtail_observed.csv,0.6928956872387616160041743089,0.968,0.938,4.667,2.447,0.826,6.67,10.64,0.068,7.51,18.096,0.131,0.075,0.012,3.94,11.88,10.4,11.266,6.149,5.148,7.15,12.324,11.615,13.034,0.116,8.63,5.08,6.677,6.82,23.539,27.144,49.626,4.663,1.639,0.18,12.196,63.710,114.775,12.644
+2026-05-21 10:15:04,pied_wagtail_observed.csv,0.8469561914382437955553092627,1.07,3.255,5.858,3.696,0.363,7.32,10.027,0.099,7.05,17.107,0.17,0.702,0.029,3.71,10.7,9.81,6.841,14.088,12.651,15.526,6.960,1.275,12.645,0.088,9.33,5.6,4.018,7.21,21.307,33.374,51.491,15.258,1.206,0.288,12.229,73.307,135.053,11.561
+2026-05-21 10:15:04,pied_wagtail_observed.csv,0.9129031510866467525432748766,0.624,2.908,5.722,3.063,0.448,6.4,5.369,0.063,6.58,9.549,0.275,0.471,0.003,6.25,10.68,10.74,8.915,10.296,9.055,11.536,6.839,5.796,7.882,0.044,7.11,7.23,4.868,6.66,22.027,5.582,0.842,10.323,1.574,0.269,12.141,86.802,161.398,12.205
+2026-05-21 10:15:05,pied_wagtail_observed.csv,0.8221296926521316137005939885,1.165,2.919,3.566,3.264,0.77,7.56,13.02,0.06,6.57,16.469,0.179,0.103,0.013,5.79,10.67,10.54,2.964,15.342,16.206,14.478,10.761,7.615,13.907,0.186,8.57,5.13,3.124,6.68,23.031,24.616,41.211,8.021,0.864,0.072,12.182,45.868,84.316,7.419
+2026-05-21 10:15:05,pied_wagtail_observed.csv,0.8998892143053473567651770714,1.174,0.769,5.855,0.347,0.062,6.83,10.277,0.02,7.54,12.255,0.093,0.644,0.042,3.64,10.24,10.85,6.109,11.695,17.556,5.834,7.912,4.358,11.465,0.212,6.79,6.45,5.053,6.63,23.555,21.638,39.389,3.888,1.765,0.067,12.27,110.874,213.106,8.641
+2026-05-21 10:15:05,pied_wagtail_observed.csv,0.4599637976172253206400434934,0.821,0.596,2.79,0.829,0.25,7.14,3.003,0.081,7.48,23.136,0.112,0.002,0.005,3.66,11.77,11.17,2.664,10.394,10.27,10.518,5.902,0.818,10.987,0.12,9.0,7.45,2.164,7.54,14.99,16.315,18.083,14.547,1.763,0.012,12.281,124.606,235.739,13.474
diff --git a/modelling/data/abingdon-all/resident/pied_wagtail_simulated.csv b/modelling/data/abingdon-all/resident/pied_wagtail_simulated.csv
new file mode 100644
index 0000000..2a4f4fb
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pied_wagtail_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.917,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.832775,0.1,0,0.01,0.899059
+RungeKutta4,2,0.2,0.759267,0.1,0,0.01,0.810963
+RungeKutta4,3,0.3,0.695116,0.1,0,0.01,0.734080
+RungeKutta4,4,0.4,0.639134,0.1,0,0.01,0.666987
+RungeKutta4,5,0.5,0.590286,0.1,0,0.01,0.608445
+RungeKutta4,6,0.6,0.547674,0.1,0,0.01,0.557376
+RungeKutta4,7,0.7,0.510516,0.1,0,0.01,0.512843
+RungeKutta4,8,0.8,0.478137,0.1,0,0.01,0.474038
+RungeKutta4,9,0.9,0.449957,0.1,0,0.01,0.440266
+RungeKutta4,10,1.0,0.425482,0.1,0,0.01,0.410933
+RungeKutta4,11,1.1,0.404297,0.1,0,0.01,0.385544
+RungeKutta4,12,1.2,0.386059,0.1,0,0.01,0.363686
+RungeKutta4,13,1.3,0.370494,0.1,0,0.01,0.345032
+RungeKutta4,14,1.4,0.357392,0.1,0,0.01,0.329330
+RungeKutta4,15,1.5,0.346605,0.1,0,0.01,0.316402
+RungeKutta4,16,1.6,0.338041,0.1,0,0.01,0.306138
+RungeKutta4,17,1.7,0.331659,0.1,0,0.01,0.298490
+RungeKutta4,18,1.8,0.327465,0.1,0,0.01,0.293463
+RungeKutta4,19,1.9,0.325501,0.1,0,0.01,0.291109
+RungeKutta4,20,2.0,0.326012,0.1,0,0.01,0.291722
+RungeKutta4,21,2.1,0.329671,0.1,0,0.01,0.296107
+RungeKutta4,22,2.2,0.336506,0.1,0,0.01,0.304299
+RungeKutta4,23,2.3,0.346490,0.1,0,0.01,0.316264
+RungeKutta4,24,2.4,0.359567,0.1,0,0.01,0.331936
+RungeKutta4,25,2.5,0.375630,0.1,0,0.01,0.351187
+RungeKutta4,26,2.6,0.394496,0.1,0,0.01,0.373797
+RungeKutta4,27,2.7,0.415897,0.1,0,0.01,0.399446
+RungeKutta4,28,2.8,0.439459,0.1,0,0.01,0.427684
+RungeKutta4,29,2.9,0.464710,0.1,0,0.01,0.457946
+RungeKutta4,30,3.0,0.491073,0.1,0,0.01,0.489542
+RungeKutta4,31,3.1,0.517884,0.1,0,0.01,0.521674
+RungeKutta4,32,3.2,0.544415,0.1,0,0.01,0.553470
+RungeKutta4,33,3.3,0.569900,0.1,0,0.01,0.584013
+RungeKutta4,34,3.4,0.593562,0.1,0,0.01,0.612371
+RungeKutta4,35,3.5,0.614659,0.1,0,0.01,0.637655
+RungeKutta4,36,3.6,0.632510,0.1,0,0.01,0.659049
+RungeKutta4,37,3.7,0.646500,0.1,0,0.01,0.675815
+RungeKutta4,38,3.8,0.656129,0.1,0,0.01,0.687355
+RungeKutta4,39,3.9,0.661069,0.1,0,0.01,0.693276
+RungeKutta4,40,4.0,0.661283,0.1,0,0.01,0.693532
+RungeKutta4,41,4.1,0.657815,0.1,0,0.01,0.689376
+RungeKutta4,42,4.2,0.650812,0.1,0,0.01,0.680983
+RungeKutta4,43,4.3,0.640426,0.1,0,0.01,0.668536
+RungeKutta4,44,4.4,0.626940,0.1,0,0.01,0.652373
+RungeKutta4,45,4.5,0.610744,0.1,0,0.01,0.632963
+RungeKutta4,46,4.6,0.592299,0.1,0,0.01,0.610857
+RungeKutta4,47,4.7,0.572116,0.1,0,0.01,0.586669
+RungeKutta4,48,4.8,0.550724,0.1,0,0.01,0.561031
+RungeKutta4,49,4.9,0.528642,0.1,0,0.01,0.534567
+RungeKutta4,50,5.0,0.506354,0.1,0,0.01,0.507855
+RungeKutta4,51,5.1,0.484292,0.1,0,0.01,0.481415
+RungeKutta4,52,5.2,0.462819,0.1,0,0.01,0.455680
+RungeKutta4,53,5.3,0.442215,0.1,0,0.01,0.430987
+RungeKutta4,54,5.4,0.422658,0.1,0,0.01,0.407549
+RungeKutta4,55,5.5,0.404188,0.1,0,0.01,0.385413
+RungeKutta4,56,5.6,0.386648,0.1,0,0.01,0.364392
+RungeKutta4,57,5.7,0.369607,0.1,0,0.01,0.343969
+RungeKutta4,58,5.8,0.352436,0.1,0,0.01,0.323390
+RungeKutta4,59,5.9,0.334826,0.1,0,0.01,0.302285
+RungeKutta4,60,6.0,0.317217,0.1,0,0.01,0.281181
+RungeKutta4,61,6.1,0.299436,0.1,0,0.01,0.259871
+RungeKutta4,62,6.2,0.279364,0.1,0,0.01,0.235816
+RungeKutta4,63,6.3,0.257116,0.1,0,0.01,0.209152
+RungeKutta4,64,6.4,0.235100,0.1,0,0.01,0.182767
+RungeKutta4,65,6.5,0.213867,0.1,0,0.01,0.157320
+RungeKutta4,66,6.6,0.192787,0.1,0,0.01,0.132056
+RungeKutta4,67,6.7,0.171334,0.1,0,0.01,0.106346
+RungeKutta4,68,6.8,0.149653,0.1,0,0.01,0.0803618
+RungeKutta4,69,6.9,0.128744,0.1,0,0.01,0.0553031
+RungeKutta4,70,7.0,0.110227,0.1,0,0.01,0.0331112
+RungeKutta4,71,7.1,0.0958877,0.1,0,0.01,0.0159260
+RungeKutta4,72,7.2,0.0870894,0.1,0,0.01,0.00538159
+RungeKutta4,73,7.3,0.0832771,0.1,0,0.01,0.000812679
+RungeKutta4,74,7.4,0.0825990,0.1,0,0.01,0.0
+RungeKutta4,75,7.5,0.0831609,0.1,0,0.01,0.000673417
+RungeKutta4,76,7.6,0.0845234,0.1,0,0.01,0.00230633
+RungeKutta4,77,7.7,0.0867589,0.1,0,0.01,0.00498549
+RungeKutta4,78,7.8,0.0898919,0.1,0,0.01,0.00874028
+RungeKutta4,79,7.9,0.0939012,0.1,0,0.01,0.0135453
+RungeKutta4,80,8.0,0.0987282,0.1,0,0.01,0.0193303
+RungeKutta4,81,8.1,0.104281,0.1,0,0.01,0.0259851
+RungeKutta4,82,8.2,0.110445,0.1,0,0.01,0.0333724
+RungeKutta4,83,8.3,0.117086,0.1,0,0.01,0.0413314
+RungeKutta4,84,8.4,0.124063,0.1,0,0.01,0.0496931
+RungeKutta4,85,8.5,0.131236,0.1,0,0.01,0.0582897
+RungeKutta4,86,8.6,0.138471,0.1,0,0.01,0.0669606
+RungeKutta4,87,8.7,0.145654,0.1,0,0.01,0.0755692
+RungeKutta4,88,8.8,0.152699,0.1,0,0.01,0.0840124
+RungeKutta4,89,8.9,0.159558,0.1,0,0.01,0.0922326
+RungeKutta4,90,9.0,0.166241,0.1,0,0.01,0.100242
+RungeKutta4,91,9.1,0.172811,0.1,0,0.01,0.108116
+RungeKutta4,92,9.2,0.179358,0.1,0,0.01,0.115962
+RungeKutta4,93,9.3,0.185924,0.1,0,0.01,0.123831
+RungeKutta4,94,9.4,0.192434,0.1,0,0.01,0.131633
+RungeKutta4,95,9.5,0.198704,0.1,0,0.01,0.139148
+RungeKutta4,96,9.6,0.204524,0.1,0,0.01,0.146123
+RungeKutta4,97,9.7,0.209737,0.1,0,0.01,0.152370
+RungeKutta4,98,9.8,0.214265,0.1,0,0.01,0.157797
+RungeKutta4,99,9.9,0.218091,0.1,0,0.01,0.162382
+RungeKutta4,100,10.0,0.221239,0.1,0,0.01,0.166155
+RungeKutta4,101,10.1,0.223752,0.1,0,0.01,0.169167
+RungeKutta4,102,10.2,0.225687,0.1,0,0.01,0.171486
+RungeKutta4,103,10.3,0.227104,0.1,0,0.01,0.173184
+RungeKutta4,104,10.4,0.228077,0.1,0,0.01,0.174350
+RungeKutta4,105,10.5,0.228740,0.1,0,0.01,0.175145
+RungeKutta4,106,10.6,0.229452,0.1,0,0.01,0.175998
+RungeKutta4,107,10.7,0.231166,0.1,0,0.01,0.178052
+RungeKutta4,108,10.8,0.235836,0.1,0,0.01,0.183649
+RungeKutta4,109,10.9,0.246086,0.1,0,0.01,0.195933
+RungeKutta4,110,11.0,0.263356,0.1,0,0.01,0.216631
+RungeKutta4,111,11.1,0.285322,0.1,0,0.01,0.242956
+RungeKutta4,112,11.2,0.305991,0.1,0,0.01,0.267727
+RungeKutta4,113,11.3,0.322641,0.1,0,0.01,0.287682
+RungeKutta4,114,11.4,0.335439,0.1,0,0.01,0.303020
+RungeKutta4,115,11.5,0.344622,0.1,0,0.01,0.314025
+RungeKutta4,116,11.6,0.350445,0.1,0,0.01,0.321004
+RungeKutta4,117,11.7,0.353185,0.1,0,0.01,0.324288
+RungeKutta4,118,11.8,0.353008,0.1,0,0.01,0.324076
+RungeKutta4,119,11.9,0.349808,0.1,0,0.01,0.320241
+RungeKutta4,120,12.0,0.345152,0.1,0,0.01,0.314660
+RungeKutta4,121,12.1,0.333685,0.1,0,0.01,0.300918
diff --git a/modelling/data/abingdon-all/resident/pied_wagtail_simulated.png b/modelling/data/abingdon-all/resident/pied_wagtail_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..dc0a4bb599e293c88d30a3bf876095f68b52d629
GIT binary patch
literal 33611
zcmb?@bySpH+wTAZD%}D@2!bfm-6)MxqS7HsNzBkNv?!fYN;im<bc2K-9ZGjM(hX;i
z?`u3h-}=t^<G7X!m>G88*LD43<EN}BgL9SQDg*+-k&~5t2!Wt_Kp-enmodOAJiTLc
z;ESNGl)9}d%*fW^skI?Q;i)a$9A;~7YCvmmXl-K(v*cpsU}qJ$Lu+Dd3%3zuW3%}6
z309c3F&m?FzXoXK3S3sh1_Hr*iu{j~C6;LlfxIk}lf3)LF>XB`(~<b`V2cuh?Z)*h
z*Kb_Mm-XmzCQu<(QPHI|K>1j+-(YrEPwL}SDOZwa?;$B=bK0x2nD1|i%c5R?^=dbC
zqTQ{#;^{WSb<cv~@pm;l7b4va8_(?*y4<_E;sg%HY%H)bygb1mAP^7Bg2z=TKfbLm
ztVg+o{H})_4*BttEe2Hl$6N6znE1$V#Et*|f24r6TkJx3cxcGhL`OGd5Oc&}xX^HB
zY;C;iAZ}IHar*U4I{fs|YD;Irn}hf1Rky=w%<ZkM<if(jonu`s3%<yxYKxj)g3-5p
zFzO%*9{F@q)L~Dw%eH>jvnsm#`}<#OoE<9HOGlUHzJ#Zd)t>EZAr|8u1gqWD)z!m|
zN=r-U*4Gt!dwXpU#vS_ebgBfuMd67a)~9tzIahDDG4Jkli-kvVs8O!2t}a(BCZuB0
zxP*?4kB<uHpKc!<WL_a+?8$!oLDoXo{mia6<L%qGr0qBuXm-neQl~6DJSEMO+1c5x
zU%vQRRxUFZ6`QsMQ#Dwz-M&p{v)xJ`qO7eAJv&~_HyX$5xe14O<~dEjCR_TDUz@^k
zKdR^Jd)4LD{JIQ3qMQDdz5<R5?~Jnw3*Y2?LwSyYM}3F;WV@Zsbh_a+w`t#v<Mpyh
zlij6WZifx+)KR)rw8KF?cfY}-kyjNXt&6vA-IC*9TaQ<B6WJen7V++#+@Q8i(4hr;
za&mG?eAxtoS>w&tY)imJnZ@XU!BMh=&nvXgc(Bnj7;LLd#Ccy?K|!J4p>rC-s$P(!
zimNYUPS4IBnpb=L0<qJ{7c_wfS${gYp$F+fS=+^-5!J4)+vyVe(%l`R>%7jh)#TcU
z!}r$3-KA(Inx`?WPs_3*y_s_$FqH*Xcg8CvDcMtVF!4e2r1({8YHEi03|R6^tJ%+f
zHja5af@TAER>rH!_%p$|4e>1&5E2ScpPszA8BHY~tbMzne{pq{`Mk^BY{I@-gF70{
z<kqPEp`h*A-eCX7XDv*^!eeXesK+P-;*gk6<GK&z<>j$-2#JW6D_8S~DpXy#W?~gr
zE#HldXcCa<WBLwG#}Z9?4CHD#47lX4th_+%_R73B8_b)Vp1!N5V@G26{CTmHZn^XE
z{wOTd!voUW{H@O2U9-~GG{BD6V&umDrwU!Rx>HVcOw53NZI`WPTd*Y=d;AwBdn?}}
zqM`=A?zQN6ex90{p`(+@!P^Y4S|p~Rppc9R8*N*kD!n+FyvS&1Xvna0tb_IrS3B9L
zYQ-$dSf#zLYDDZVT@Q|>BC;2B8tt6!-mE>zTZ&q6{g@H0W3QoFOARZlu8ylcoC(M{
zgO`al3XVBUx_&K#=~)T8oF9H3)pgU9l6uXLtJ~e*ugd?RGeoYp{K%?U$}H9-KZugg
zl6Z4;C2C%l^}=GYD}H^$Cv^l&JN--eO;wqxCDlid9;qI@a2D{OI<jDQabv4oqDy8O
zox9IgWBd8YtXqYG!=Q;=Mf6<QsN>pnPw5_?qS7^XeUHNqf?}`>{x;1gG`!~5a<wbA
z16{3N?Iin96XLyWgN3=<bnaLkU9`}+Ygca$7a8{pJY0JfZ!W61A#JR+KA2DAdN}Q4
zy!L^<^b^zKYP6o4z+xpN4sU?UA5!1ML}t~+^1^NQVG3hh#QMSlW88=3{>=Umv2)pr
z<H5QZOYAX*wy>r!dYOlEa(-~({mn_GXl-k`s*}0Biq&`YCNAN}C!2N4{>*v&&uZf0
zpuL@Ke6g6+j^g}$?x$Or<5n$H26}6>Jd5Ad^hlf#WASR*+IOtqTh<;eWN6o1oFCK~
z2nfYO=by$bzK&-*)ft#6>K09X_3F~}caF6iAN$#jyP#G!hCVZA2a{w1Ixea9a5z40
z%A4rV>jpzAkDx3YQHzuuFy<RKByB&5?0r>@h>ZM}f)!gb<!bdj+AjCQhtyoHvOckk
zQ+g<o{lmzeR9mn8m2V&3kA{{x&j#^b#e8ky2^(_>UzoMBv$L?OcEKI`GPTn+o?Xo<
z6y}d+d1t*OtXo8=e$r(}A-wa}cTQa&s+9eqGFajgDV3nDiO<L<JnrS?<p$FiA;IUo
zg+)bD*^op$!y2%L>io~BJZaJng|`J%s2>j56UX!ChtUuox_ocMOq3aTxt=)fgKEDp
zbgtpGS$Cn!e^7UE?i?^lAv7}Pwy|JTbL5$}2Meoe4i67suG*|6s-v_gB|jJ8G{-bQ
zsTK=fvn~@7Q!glTzBoJRKbo1JXXs*~VH0CQ)#t>9EQNxc5GV1-dvA4+a(jCl8;sFA
zl39(S(tiB~+}fHjk%YDO&_Kf0wm2DtS5plM39qMXLm$0;eSI?wy)bY%wXK>-jK?=^
zx<zj8f54}tWEPzS&jZUq)pAB`leMnibg<9{yY1>gXJ}&Lq`^2Pth#q<e%>%ED+@o7
z&vJ~ZmXd_TFe@+5Qgd_MVUnaB56a(D95_lzK{4`l+;O~!YIYP>$FjfG&Q|B!tyN}8
zl2~`N5KFq6t5dZfIDd9>!1o}Ie=E=e`9Nau@$pGmTU!Ur?<{n34Gj;IE5`9(7X=fa
zG>F9$+3g`8o!UvSAB_QlmVA}zn8z4Af(EgAZb$RvrCjDi>=MZ6yA9%bP4h=C7vav3
zTRc3Ea~elYx*59$K4&H%<cEw^R8;y4$Huh1YHD1uv`hn(#LjjDcP3A(brH+yGiCMp
z<>mZO)vC|E@I;3!M}>|@9p}Pinj9R~N4}+uo0nC`mAUdh$=78WI9d6S-?W&Mb7#v5
z4A;A_@8MI-YFwM|Q+Kz@zynw@ZqvSKQSX7`9l%<dWjb8zdeU@Ip4(XgQf${DOYPQY
z%JtGJ7NHnUL;vf-!qv@%!9(7tiInFeX!`O!=-9S64*B21g=C(TQwGozjkz`x&@O;H
zM@QG<#Gjs?9+8;Hri+e_&TZI6ENDF^+n@C`SQIY#D%viB$85m&LV$B1ZlG5<_yt_j
zaHQCDrlt?q%}R*>O-tD41$a}gQ$ko@O=pGV!aYCQ!Y3X6B+QbRyy%lUM>}-j)vOL?
z30M;tW$~$non@aEgJnuAhYO{0T8`m!L8*6hmt`gMoVfi{^<080KD_HTGqWHM?y}l_
z=($5JFq0amYEwVn5y#n6ePVsIJx^CSAjnq4<071!3ZgN}l~b*$!KAxhuQs4pX7lz-
z`4cBG%o+%If(LGWcjKoUB;e=l>J?@vQ}Tn_46={*)_bDGR(eKW#4cX&h?R{gbk~uU
zzF%03tZE?-9^lDzns_Q>Qp+}h2ih<{AKx;5rfg0FQGLm(pJYbLru)G4c$a|8s4M-M
z@yi{1Vt(UbsyyRF*C*8@bbNejww_zQ2Gk#0MrX(9yF_LwnI_{#ysEH|K4;iU+=f$Y
z+JFa2l8nqDcI!ipJ-1Jld~E92q1NL2cZBJs&_yMVwMzx1ad_Xtc+1dX^rE7*?*npc
zEZ`GH%F3awQd}5a7c;CbUDF0F=}y$owD>H$_RMjG=*BDUxXcu)T3cnOcj3`&4h~$W
z3GvMKPlWF6%)Y=KjGe6(wvVc)iru*wI<g4aIkG5-FMHgbR}x=_S>{#sI9A9>!W-Mv
zx^(ES`8l84che1XYc)0+Epzi6c+x0>UD+)lZg4OzcqP03WYGt|t7UHY^+EyF7FzF7
zgP>O7lN&vl$m(f2_7&&Vw>we%FX}5C<NBNVY#HR@cb53Gdr8}HW?o{k;wxUhX=cMc
z->)P_B5+Sz+RG+V(5nwOc)KG(q^i?SQz*vX-hOc&^7f?{CSGaJtI^Ib8lhVjy$Py=
z&<P9~{6xnYKi-Qj+_GC!vUo!7P}liWj#`x+g=ia8Ax`yA58=e$r+sKhD`M9=;BNGb
zj}ovLqC;pP5tkio_@i@E(Inr3slP=%x7ddH(YzY^VvwoiIk|%dm9Z3%ZzV7?Y~ozR
zwHBqm5Uu!%FSHC5nX~EiGJbI7;@qi#L}(>|l!Z_PYc0_FQba!b=MjQLE`~vTh$<+~
zJ&bU}9}Wh?vf^^`B6OxGrDZIGp{_G|YHn8CfiOW~*(4FnP_qwP3Z5`%XX^De4_+Da
z>m51?i#Fk+WEp|Czi(|{eq6h3wd*_Gx^TR=+AQvA!*E(QNIHQ5JJD|GTs=ElOiVG`
zHdm?N-)|hxUem7I8_;5r?kZJV4WbV>XTCZnO&wu<G#?!<(2XUOrVR_jybk~R#=_=v
zAo=1LqYwi&Uc<CXU;Mm_8>RW8MY?ox>5h$nhj9JNbw5n}Tl7{Wn4u+8D(hq45bGs_
zyk|kGXhY=BM@^{5jWG*yC+SxEg)2v0=1wcR@bC`xGvoSYV`Qd;-mJiR%N530@H}qa
z#ifOGP7x$RN#?@RU3M0iNZ3x6QbU?LYk0<ZMg?2sJ?VX+D5ewhUn!__+fFy#FU&qx
z+gTaeD;{Nh=Hp^$8_*T%!t8S5=4E>?An&PfU+YMmZ|yaA%5JZz2MRf^+D0d{&Uj|a
z`&wP3Ft4iqLyQRu-NdrS0#WGr+(TjG07PjS%|N-G?Jg*0iPm9Q8~%&F;iy74$4KYn
z?7jC#TH!ZjZ)tXgJyzsdlC||sHGl@Kv=ZA>O@k#_BeqGiKG+y%IiJvdUd|E`CmNjd
zaif#oLzwd|y|Zv%%~55WlcBS@8+Ao&tzEJOgZ~$mh5_E5fupCIiS!IB6N0WuB}Go6
z-w%#ZJ|1nM>R-i2xs*f#)tDkA&{lkfHD#SZJE_e7!g^50!LJoF`uWq$S5?!F*^J(+
zu3I=^uwtm^3?++9WVyDi^Y=9@F5@m@KC0TD9Vxd)ZyXD0s`4Bx8AASO|Itq;&wK)i
zh6QdnY<81bGUL%r`M!Ch+>NHtg|XQ3aVJ@_rd;wW-nFTRG#5wR?vn3G(G}emyP+EM
zryoGE_((F4pQ34UdK)TyC~b-*q!Ra`Ihaf6nzm9<H>S*^yy|Uvl?<=JSwSaETqyqW
zc4r(FZSd!hL~UK%utX~Q;3YU2?S+B>-l^+A0M(T)^0_#+frzqh2KDmQ=#u%J_SF(K
zjMwdca0eQpEa;aRn^yaV@u2wh8eZN_j3>5c?G=_-!7o3aSL<}C@t{+kS-=lO%-R=U
zRpm!=vP11=PrHKaLCj{|DIK1ErW4axM`cKhFB3;n9*DKtda|&K+jW1=z9@)ilFzIQ
zkKpusGoFn+`8C#~KEaiiRnF6bMgome)AR9y+O_99&ZW-ht}feOZZ<@XTE7uOO=PoY
z5~#Zd2{-8DXojd?k-rrJ(tX@k+3_(#B44+r=|f(g;+^|)avU8oJni_`u9?8$aCY0x
ziE;RRq?&&p$5pnP-8WC?TEj44Fql_BK)`iQ&W8~xCc3xNa^KKIMn<OC`sL^6GhJ|4
zjBu-XXV@)YVZ3>>1rEv#N+fm|`LsU$5K7~IYSk|&PyUvK`APAirIsOMTU(pt7jjFk
zi*;>=r-z%>)OF_O=GX}d2`Mh^Iu7ICQkrDU%3Za2U)ybc|Bjz7k>EIUMZ(C)s9$h+
zcsQjA`y#$<vRV=&`gn?vsmA$$mtRnj;`H=X@_iWJq)XB3T9?{#NldfuRV$6e_o|ux
zgfv(E{QSJJSj)wWUmv7KXx+MVhr8n)myG%7__$8Q#+2RB+t}#mD&{`-L&sbX#=Ti}
zDt-50wMRx0ckkW}nB^_Se&B5JXlh%uT8}lgVZUF+?Rfd7)kH*}02Rw-zb>-0(Vv-}
zeNEcc)n!1%y16rKoM@MY9oPUmX+AbD%GD?~QBgfg9r*56eg`MI=jrIwGn4xV+uPP#
zCxBQWShPLfUG`2(yYX=X;P4Rx9ZNA9pWIxFfM<t$gL*h<n7G6(<fNoVjv!89-;ZV$
zndKMK#4rMJ&Kn?T2U!|O7bfL-OED`0AWUo;bUL9Zv$8~F6B|rpIBmTO!J78m)>#hx
z)}8dh0xRRag*+KAQ&*s8^9|p8A*iZeNXDgrlixkaW~rR{&}9nBvvEGps+|5D&*WYE
z2*n2B!Zy2bQhVR`+6rf?E*f@B@LLd%$ol?6s|gC3P5#Y~xv1aj9UUPAO7B_(QnkOv
zW@^rnk)17kVuiF``q4U}BR;l+)b`YM>a-^G7SCn%GRt^4s*^sEjI7ht6}&q$pQzXH
zQE7>Ou|U>;(?OnT-u*V3;1Kw~FJ+(RMN&gwUor1SMn(BsD+ym6ht{LqAnc-1dy9#D
ztLG{x--)46^C*i(@Oqe-l!=m(Qqg4`&4&Ioz!pFY)h{nu2qcvldQS9cNdt&3sV~2!
z)PVx6H?k2f+`+``;e@MGYHHyw;p7^km*UhIe$E(%e$Bw}68E?bcV&Up7+ylYim}gv
z2g-okP<}Y1O#*hy(?SCF&eOFW?GG9&>z=y$wFsYyhp4086P#!#QJDN5;v_38D@nq;
zQG`RhyHVsrWx{~w$_@<+Lzz!5i>NP6F6*eToksx~2K@8rD&Y9;LNDlp#forpQn9k)
zc+s!n3kU>jIK1HNhArN1DYR##P#m_zLeD_@{XPi9*`aUWUjC~o<=6iHSDEl?(*H5?
z@~SEcrzIAK0*fUUt^$~o2ioOF$!ht!%G8MaSIj99?bvHt)Kd`D$G!mpUfVrd^7^Aa
zT1NVl+mJs9x@>$xLe#&y`_IUc%}qD?5&hj9^4%ruP5}?CQuAcf{tOjmWqiQM^#Bw$
zHoa*%SsTB$zHa(`>XVTL{gN=iS1$ueFCiq%G>|Jy>xZVUtIO)v6F|l$n!iaxLeiU~
zQM5D@z{aaJ>ai><C+8XW`_uZ+{WOjY#rWI0i|rx@V-kGhwnQM1#H)S9&yvv4AW!>q
zYdWPMLDNV!=vhl}FTiq{_NwBT0P4Pe^1DG=xl7+&1gz&ScgFIClv<A8-o6mLXJ=R9
zcq<|z;_b)RNi1~q^w$H?!P(M$0+x$%sRtz|Kc8&87K`*wlBnyk?V&Rk87uLmY3D?Z
z^Ow%fAa7hMc^^EQjJ7uU?eE`{5=5LIy0}!U-{j_w09*}|h=`8M0?JL95NeXAR_Cl`
z^o)$sr!4&Z>b7#3>FIvmAVQ?gwuE5$^bZfeJ3iP{I@w<*a-Y4+Rvk$HuEPTbjftLK
zVvbi(P|*KuZK6i&l!cvL`9W*viD61g3e(M-K8o>z3~^IW8@>JPkWAwGNMxn$^1Ux#
zz8H)HwB^4C>i5=xfhg&~Yk&|c+1=Y?aCdjNT6-WV`O1VD7E8|af_QzhF7bt#Su<}%
zrw=aGix`^1l$4i%GHqI%ZuIH@<c0Y@JKMjyx>|Cp2MpJ@?)B@}ey-)^<-XlH4h9A(
zhoUrOu>0>UWp4>)M^I0lDt8?{tvULV$aX%)C<POB8+hv%985aN%*skSQkdbA^PtRf
zyy+nF^tve7yLay%sjJK4;^L+#RN1c+x?^3wObZ_Ot%BsG_}JL{0Nc%+ZhzbuE|M8S
zUtOP_m5`H@Gteo;oM2q-^oo%VhTiIO($R@m4=KxC8n1GIS!sjgF~gNlNlAI1hldBS
zwJgCQJcbR8jjv0`jJ&%A60vkYTNnn#j@~Kr;nDZTCZ}8T+_BJrO|WhHEcd4R6a*~r
z#>T|R19Um#vh|S};jlTOGsJkI(;MqfW?rPIs5n!V6JStudZN6$F_@pouUOhVfGEN#
z>|{dh2y}IKld&}$k<^@>o;C%n%Y4)jopf>29KEyJxh^X!Yf`8&Al@5W)*iFfczv}~
zlZm%|5F(0qQz^l`aCkqDzy-IQs$AN3gW^*iK`lnYD#fSC#Yyr!g7_-w?;_&8C+35f
z&qXI?;6d!?6uksu_bSxh5mBN!U!iynd;8%@ZVDi@%8ndrdkg3r_@1JZM&kKJ18P&x
zwpWVGjtRB(<{KFFv=Or41KW48!H7aZXyKYzXe9CNMuok3L%5~?T(Pbxo8IG&|BNfM
z%lA*1y9bl*{cVxVuUp1Rq485>%6M)M(Lv1p8Ag%>FheDh<OdlW$L~WC3mcRhbdD?U
zGbMfZ0MS7_es?T)5V|4yu=2#ie%Yj!(PLr&<7ZUj=DYg#q(<PvL$7130uX*jJBtC`
zabhpuo8-_iDB+32hCTipj=dHd*vWJqlUt|FLJZrZ;`dHKoT+yFj|#yIy+o&4$Y63M
zWI^JLwH>7<xg-Y}fdeDd>)Cp>$=G`^mp=PU6#gT8AHK&Bhmrpg?vt*{s~CW^fc7&j
zw4zAjCf$aAJ6b@mM%j%*|8Jl-6vw3vCB6T^1}&+K;#Z*8sYeDxh#(p+t@3Nj@yfe@
zhh!8UNOIYaVf{BTD8G(~ApR?w|B_IWt^z*D=dWm;b<fC%@n3o9Di&7q-+5?iY6|j?
zXs-I{>1}@G08K7GK*vlo9L&>s!FN|p9A?783=#)UAlg4B0BGvJM&^0j5rMe(_oSv<
z!|4C##DL6@AU6FwL&nBp{bOXv^?Lad^<Uiq&g&m*SpNwA_9`xN3KXcSpHNHz^BXdv
z&_mKgso8!N94NF|aWZ!0*WTV3|7yy1eT3w%+@5q*R8;iukw2D|mw)-!nj<^>Az@|r
zWGd18t7&3V(tj<=bv8D<e|5*p%lnV+*h!!nFVR5b9^PPP;+p&GqnY+Zw&=Uw13%7b
zJwG769wq1H;r^?sEJnPV|CBVy;w8ogQf5AUuRlW}H7SWU%={SSzC^pTM7Lu<)`~eo
z4zc9S%$q^vT;AuWJ4yj1WY=WG#UW`$w7=F(4q6WiSqg3wd=}m6@<v>GArG^G9D)kk
za7G0}+~*G-1P+g04P5*_-5A>a^7nyhOyK?uNVw(?sntNYVG*rE3SZ!f?*aOZG$3X;
zB(Q#*<{U~;BgCgCCwt1@zuz5`sjQ>JqTA`Ch1T8&BDE~;AJt5sfCnhr838Wo#o-(4
z*$@OdHVqw%H14Cz=0wfh!h*Df4=&00Rqz3%xB{?H+To$&M@18pEI4O>e}D5L$Wr~i
zsWQ!?M^(Z~DSc;9DD(kfXMl>rC<^G<&|n%dR;Z$}vGK}eoxAE4v@WMPL!hn^C1PS<
z6DKDp2bzUsaB#4JSe3&jsXG=n_6-LIhmU%Uw{QCcGIj~f_c;uv1n@1<Dg`!180B#K
zeKL7PMbcHUeQG%^-^MH~EKHkx31-TH^!H_OF#7cDEVl9y9UYydmeXiQmP)G0#rfGI
zEiLBKFBYP<OQDBa0LNwh&xw}l#*J6FP=4BTQc_aJ0o9Ri#7#y<|IHn%t<ss9nWo7@
z=MJFqHC@C}hrW43w`*@_mkzkJ-v1@rI%#1i26S{h;OGqV^71l4N|!O#f&6v5;4xM}
zEG{fOynEM^zs@Dcd4G+-{u5%SQRd;pH|o*ro@HMUHj1m@W6c7KVYb!OFs<HLwj7uL
z_dJ^@Aq5K#EE0iNqOW$I%%8D~Aa?QXd&i7aRaKiMA^|q#x0l-77_Y(_ovUL;>}<ZY
z82Iu<&L!GT#XQQL#((1Mc#o*%OX-j%tn_XvIjAUFj*gCI(uZ<V$`TV39Y3CdG`bku
ztz;H!SW`iD<;oQW-gXL*jqNqK-1wi@XkaxP9Z}RTP6J6-fp>I*=cV0@#S}$vh1sPG
z=|c*~Jn*&jXzV|)OrjCjblV5%*Bl+ZGJ93lJLnsHNYGXzU-mlb$h+djx7#tIt_Yuj
z3!vyN=T&VG>ePqdR1(d<Oq(cMYxNxu?JZ61@J=VWI>tXCN|RTZz!{+_oyVm6g~+(m
zVtlbdvwxAGJGRWtLv&=INs<8>ap+p@$%ar2mvQjn1(2DPs|1qJ;0KHa&_AA7@eQ;^
zZ8U~SkDY+Snm3bMUsaWm1+=E^$@U^pX7AhHvKGaw<2S!r9ANDRau?1|kYdt>GS?)d
zDE?T!ydz#ntvXT6z4ox<N|QfVtIO$D3!TQ{`N<}k-&xx#;3S`{U#qW}ey*V}ki=IU
zMFQHucryn<>gxu(FP!gamF6@rD#Y??Bt5SG`km?ipC6Nic#2M0qeBqwmwzUEBm_}@
z@fc-^h4K%m@?+Xu$oHmh@BRJpsbyctZWO`K!6Ok?Qisx&q%!kgdG|NKipyO}P%LOl
zYfoa(t{$DxwJ~H$NB;>p$Zvi0(0h3q<Qfn{{*hOZ_y)zVsYeT0=>Nn;S*VpGe`o80
z0``A}|E89fzp>Zv30=m)dHq*5$-3w2D)O%k&dJI7cb-JH(nAgsp6aLf_Y@Rx1Ox@M
zi)^S+f0s7;xA|$AL4p6TG%ilk*53Z_ieO^{_g{GzfS13A|L8g|FX>+?2RRrB($A4~
zFN9j;@1d?-OJI3`hiLzWHQ{6!*`ZNU7=Lw#Y{aAMM;ccoxy{V{rMX!uK7JMd7eG(D
z1oFCuoPxsRsw<VKKX*<ax`c|6t*ohe^{@7n(QPm8!G6HWAAsE&5{8y_wWOqEZfYv2
ztIO{4&s56!@Fi57migphQ|(_3BL{`_u6W)Cv>DZ3^G>=7a=|~cHu9W`ud^=wD4Kqv
zZDbosT-=KgAPv3FP>7WVq|@_f&m@2byCYCnWZKV2A!y4aARwRuvY07ws*sv8vnMPq
znY0?;{rzC^d(6+zbDQ+gYF0a1`84*bX<MNy#Blo=JbShrCPSSpv{@aFOyNakB-fM>
z2*J5OQuu7a%^(iDl}B4EO!uSiBm?x>rv<BF5S5XV>MgYxT>?Ijj9aQ1Z$G9daS@Y{
z+!e?Ad64)*Z=gEXu8mcMGb$yF8ITLPRac8-fA}C3xxT>0n41Kg5a>a02a!Lc51q&2
zeS3Re^h=kD)juZ=zyFYvV{S9i@EVJ(?<G1`m-_ihsd{#+$o1_jcr>DSYB#5+uhRu?
zZEYFE_w*>gFflP%vA-tl$WA4KhyX-lD?rbHJ(J+z;Fy7Z`t<3!v9XM)sp-rP(7Too
zw`Nl;04etsI3`Ab1bs-kD7;+=kUfCR7}!aHf!JHN?Ts5wf8}e2m3QIc5}Atebk5Gs
z6ujnd)d%(2l|jw>9*}PladCGB)<?_o)!EqCLd^e@u!|iwb+hyHZ|dpk0f!D*OP8di
zq;KhV={uEFX}|0f;XOiF_^8WL&-JY`-5P|7loYz5p`l-QqYqvtP<<XgeoW#7h#gtk
z%T)Yu@l%#NcOI+(FNDqv*J}LRw@kI&EzP6;0RaHgZ*tsJjKjaML5R!C`}d4~`xXhP
zhFBw1kZTS#o-y$G)*%f8#fAz;>hA!I@Y~!ez4j9!Gi7AW^4?m1=DfYTn?^4a%)R`7
zMaKfU;B&-_)qp6@X&HU8yKwqgl(p2<dvLzkJ0^x=dw-v_r6q=QdV2bvmL*r?Vq7;m
z+iYp!=T3`(?(Y0$$Nxa%eirqAK;w2(QehO~i>SjPl9~$YYoi&Qw?p?9CecUlOhz32
zzX0Q-^26r+)S)|xFj28wi>SQ?`x`fIa1Y-xOIqq2HS9b@3EMMbA&#9lgCzQZ)XF<-
z?hHULbt0KIy`V$T)Z}G7v~D}_6&*%2=-Z`3e@LCQ<XUQWY17M{t6bWV(luzwmnM1a
zgRKx5`y{(suBKFfrV`A7iu46Av+aUx$-|;mWE9kjH5VYIg-fe9b(CJOh@03-<~AnL
zt;;orErY7r$md)ufYuJFVZkgez0(7TG+96N1=P~x%d}#>%mla5&pTe004)z1Z}MSu
zO4joI@W_=Pp@1Yu6cgU@mZKQZF{JIl7<4l#k?o6sA)`4tfAlQw9n7DBNt_Tf^rT*3
zQ2Yzu)G3`?{+t6`Z4;#Nn1Q;*1ZT;KF(M`5>(-K@hf`?BARRCD%Fu{xx*C%{Rxy2?
zdnE*;7;{ko@(b?rg*N>sx6hMt0Ylf8+xh9yjLpt-J#QjrKnJp<xCx7Uw109rUe1(`
z_K@qk%U8gljDZIEV}@vQ))2Pp@Ao(mB_bm+^ImnSfz|7G{D#xH?|f~!F^Y<uUJqSN
z03=(%fRxT7%A?)mkN(+l`8{%F+q}_Cu0)KO)pLr&+EH>@uy(yC>iMT2rF0xsb2&Oa
z_1th2{Xa^D&nTD$<ol((j~+gj(P(}w-F8LrYWF$h_bMTOnU}t!`|)XrrT$K1|J+|)
zcKUulFrm1D-4VdK$y|WlGiohv)(+wuA96gMzL(*!Hnble#ZVIP^Ab_dH55s*f}^d2
zgR**E$Zo0d?`mWy@bbmy%Tv8$oZ0Wqlvm@HP(g?&iA`eu6{dfT_U;7h-1KuLz_bZQ
z=^3S^CDB6#tS{Zu_?5~$t?E(Cy@P^q_HZQm*paI?hk>ilOpN)RJ>wM@b68l|!Z?b@
z#BG${d~&Yu+QO}Kr3P93qBn_&un8*2QZC^iBlDNFMbWyXEqMp5=TC$P7FG2sV^O)k
zKl6*A2$Hz|@8(YtQNKu5eP}sWSwnlXXQgwM?}41aTY@I-z-t^0=A#%rS_;3bodTS5
z_Z#d+mpI5k+0QXrin9BJ=y%B_JSwZ-amAdMf<oD3^v!SlhlZ<9sZZ;Bw6(KS^sjZq
zP|3Xi>4s6HvV_;CzC}s0DLT|YAS)a)N;}paqzzrms?JCVo{!c#&sp+lYLfidQsb<x
zo4<Egen$Mg{tF#_`i~;HhY|e#b-|(gr!<Kw=3jP_DFM9tYWXtH<0o5t4HH^#f6Z|O
zMHqtFbBCC$@nh+YU&ZsR2ig#B?|4n~g%9WbtUPLl`wtW>E%UyVfwGeHC*6bwtuMm9
zWMxyF+BSla|I#S_!^+wUUfzH8u_PH~JW^O3`w|CFs&o+N5iiQ_0O}uG6((FC-m1pM
z0}2klzu$BuP4S}Kfp8EG?S35?h<W+}g7|><yFyNQ?U`BSK~yN8MT&O!fqzIyh$-LY
zq%!G0$A!PLDo@?D|40?Y4T1D1A!b2ZKnAZfE?xauNg<D)Fcx4OvM@~;2?+^1N=zX&
zkAH|D|B*X{)bZG<(e5G-ChZkCq#FfnK3)xCkF!4tY(Ci^n~&L>iTUz|QM9t1P7Ons
zA1f1^j1|xsZvLLGBks$pa%D0#%<Nn~<%hf&FW>sFt(k{gV2Q(6{y5)M*Dk+Acp!TW
zy~6LYsDk%h90T-9LN6W2K3odf9r*LGqogP)UGWL4&j4PMiC0=^Jz7G)3;rpmz)K4T
zJ&#MST{gH1N)?4dDo9PqZ%%O;!m3;S7C0hX0hcZvL?H#Ryy)ujX7vv4-uh^?wzhT_
z;Nf?H&=1mf<d+emrR4{18;Xx6_3`@~JiBJs$JO-+{(x?jvNI4?z1p~iuK4@iA_q_;
zPmX~@A*q`2AbD(TjCT+T15GEYoea)EInWPGHH@WOyZuVBhSH&jyL90eYTX5?xJhM!
zKc{fl26rk&Dqsm9#}omZ1?4)oGm|fG80J=1<Ux62VRJ?$WZzS6HM^7%Ye}fm2sH2r
zqpmoouB_=JPNs4WgOUrN$*IDp>QTbYF~woIzgAg6zyq+|#jr`y7-1*teoiedtt}_u
z3$t)D21d6TA^%2)wIL48A|o6f;1grC81*e+ow=xKQF>=vh1?lP)aL|lNjEpqZ-axX
z;^N`~^QQtF93MM3;d3E%d~T<XoY$})sj0~TS8caOm4|>|i4&cf+?R@-V+<e1@c3LD
zLsGTgFDddX8|&7(Ef|`8MaD|92ES`uLVl0W1)v;80Cjo^n9A_cq=TtN<nhE#*=vC3
zZFjAxyYwjjR~=akYBFmZn^fQ|_IGLckFtVK_7-hxi+IIUrp157MCZX(sR~|2Lte-4
z`X9Rs3puyOfjFZKD62y)po9YvKt)qC=1>?uB`)Z8S`O!T^0*K97pdJhSFT<qZ0CRZ
z1^XJi2Y_F|!{-a7qH1=FU^3R%r>&@}3OM5g_PB_@%E)M{8Niu5jAqpV^}I$-yO*J3
zO?9;}fzEu4qRZHt<H_;yo4UF>etSkbx_iZuWt|1JanTyT=pN<%(@>yw0m~+XD5#C&
zaH)lvFlHTpRF1N$gD4K)c6gC|i19!ymCHF&Pyup@;%QJ_OB}z|z0+=iWMIm^2UEoH
z4Gbi<c(}VTYaH|r0Ew-dnHhs*7PGdNHsDWGa7ip{{$A1A(UI2Ba1Tg~_!c82W@`Ot
zzJLj&60lB_gLTQVFfrjTMu*sSCy0FQ>7m`-2mW}ZfXzCJ1`FR?(Cz~kSbv)?yxTvx
z9`FcF%#=sSpHy1{dzEjXO^Of=jal0(A0I4>icaiA8&R_Az|l4e=6Q;H5)#elBsD%i
zG?h$SgBqv0Y8r+*pY@cA&g}!h0XEYzi~gi~9+kEuGBY!=V(oxIbJ9=;lzfvuDSVj@
z->nK+N(W*sLM^0wW4k%T=C<yC)R2OSiHU7Jq{bgMI&xtaXzctSD#z*2zbnU8vsWp6
zG&d9V22ckt&*l^4T>nu#f`a?_wVC8%9zjlW%E2&@UB>4osq+XXr1j|4VFTZR$}+EO
zsA!J8#$a-ZG$hDuzAcg)nCLR*i;TNT`67{4%fQVCZ`nPiL#P#C)mzg2h52>oF&nif
zme(04*#!wv=7_%V;hsM&Zo#T!=;>R3&u#XAsRq91p-7!uI~^-B8TSV>W2j&EiYBmY
zK3X;$t+n@(oBVLWQ;B}g{WnKDZ#kZgoZ^ZRl-h6e-)<~k9JRK6iEeSea=B4y5oJR_
zcWC<Ae=0MIm{rsTLU!oZ>;}pP>MVsj)O$hYQwOLhB?pNdW;p>zOhoS^@I2QR#b%I=
zO$~Zil|#6=7v(`4Yx0|H&23wI_T~M(OFk`NT)#*cz!=4GJo9c<ivd(oYv*+BR*Bgl
zFAny!aL58dopFMb^xTuJi?M?)0rj=hn$zueMp$fJCfDo3@;*OR5@MSaU&j6A7u&8&
z=v_fmP>w$Z7C>FULt3Y+M<{oDp^C?gbUmkqm&R~9aA~8xJkd;q<E~--t^>sZiZ|1D
z%nCVlXWNDdp@;aRMxp&?3E+^RJC~`#b!AKTaHQLCm8;r;p8iYSz@2jH`|v@?se)hm
zu>~5#^Moo7ZWGFMYQnz@#zp40xeEOzQzCCke~1kTJ4l6jdlZY7EE_hSSqIu!v^T=z
zb3<g0=lrjFBWnp_oxTEm?*XQ79W{9kZxd^n>f&ok5WQC?(Vn9GLuT><WP76fxdy-M
z!Gtp#i(ajE2M0d@?i}fq-Jfnzg0iHww<~J9JzGld8vLBeh8FeD>O9g0QUT%Wp7}&%
zyQA$X?6jL(HX#ql24pVdRaj$1>%z4srdnf|c&7P7>j|B}^n7k;*js70+7ys!Pz5$;
z8KCN~`FdiAll3yWQp+h<)6B1y{*N2Dsv*F8@H4Bk`=PatSBsq=((5?QN77w)X!a-B
zMP5At`jhKcGg-0Q8R7>bc}=EEJACyXJ*o***qG}Nl7J-h<?29gtSolCfDPmNL`_xa
z%~x{ajA3PEd|w(0`qTA;7ot?|YVaIY3cVk{@gXHA=fOWJ7=K(^hjnm0W^Zn7ZEQnu
z?KC|j<ISDJa)F1>lQ0>KqWgj)P-A$RWY-xrNGvTa|3QL1T0>p<L~U$y{@l<7Cbo64
zpL+CyuX$yuKl3lasQv+MyuOQMDq8uTtmq0#!cD+I#D`If!#e*^3gh*kE74dN6eWjC
zMP^}MMyAORD7gAJ;daHD$=7vaQaqAoFJWRzu>R&$kiaAUl9R{hPds#g91~<&s>r!v
zOHCVcDGyd(T~Ecp!jfCm=d}a*rNLq#0Y*6X+J+Re#M9Qe@531&R3(7y6;gx--WnPm
z?t2T@+oE>zpfaAS_l%FEjzjnQByP8d^XRb_o9=J;qx=!Scw*X`-JN017vXWBw32IY
zlk*a|48YBdh>_0F&%*)jOc`Rh&wFVwi*BVBywo(Nx7{ho<RC!drt9$W_OVaa)fxXX
zFd&`Fcpv9?jT+-&m5Ft4Q$$xbl4oyj#uo*5F(oaniMVf-f>o^8-1&B{Kq$*ZVo*+>
z;IZk2+?D~VaJ)%Zd4lau7XCKezCbx(59QC+;9`6$3-b>E_ABOFCsy!Xdg0$GA4F{&
z%t3;KgK=!VXoWcIzLA~vo~&J)YJDk1*1eLhk`f1J{T@J#&mE2*Yr&HAN}H5DbIS_4
zhj!`OZoSV?yO2$5rVQ!JO_g}fHS`T_M<W(>s1)fHqP*r4<arWei!0WP%)7vf<Agv^
zlmxY?HTC+tlJ9O}H7vhx?=5j+1^%Aa3F>Z|#rCkchluSK#}W4wS(k;4F`=8gX;>%6
z;YD6LKD&8&A2KIr3QfK&5DUg=F-8fDjP}LPI`=h()3<)1CRpo&jQ%7KuAIKH@w`jR
zm_TYtxq!Zb4?G@Rk-L?C$2AuR1eG)Hqpx-rH=Zl8Dbk3GojPOd@FtCF#Mc2^ftSO0
zf&TGo7}ip%mQQaI^#ro^r!kjLUJh_jerW$5Jy=%vH=OH{3|#-V1fg!bldL+=lQD7!
z@<?k^{6d3326i6#fM*XU<-<X~3>&^qSv+~`r^)y}u~4^K*d3M%L#Cs0fxhV+!kGOD
z-ecQUj%izvS3-&SJs4l^WYVFDG@Vf0dP};YeF+`?ojl_GG$HGOTTSAV<~ZUbmwY{;
zP|;YCxR=#B4>HPvf`WYM@?4+4gtHERaWUO{T6xs36QTFS;$><N+0Q8Bfo9^}Tdx&9
z4N1VdVVM|PxFT5TI!vwU&hHbqX0bdA=88j)xa`vjMVvVEV=ZpayW`N3VG4~n<#^<s
zz%k>QviLX8mdSs^74GX~`xel%6NiVamEB#Rz%`-=w`y#OAAjv(N!%b*#jX?>=`9qX
zU!KW=6s>l4&3C5WTQ0+FQH7I{3F<1}9ds%8!cAzp!<R8Y@fK(|8c9f37x(p4#IgU}
zX?5QV|8^5-`jz^lhLRh`Y~w6#C5}~sJ!K9-85}hf#<3rXYtF`(Go4!=KH^jA#c`Q!
zx#+>ghJ!UU1yj9O9`U)UUqyVQ6m6YLzaG-sk0Jbh<|B!ffl&x+9<D(ITS(ty37ET*
zvF7<^FSp>BjIGS%{t>k%RpRR%BaB?nEx@Os)&NUcl3&G~E#LU@D{WPn=50{D0`SY|
z<j_c<=}H>_T{B0X64gYH&z@2*me-fpXe$%hLU4(_B&d%?y$5biO@D@JqRo0tM4=;)
zE;p_@lx>sFw77>ix)Wcg(AkESEew`Fn1*n&DTQQ&iMVnn^9^2efh{Ok8ksm`!`OSy
zCO0y5TCP4A;Qi&!0L>81uCK__H&VdHR(o*9SOIaK5jBxL?IM<-;9YU@63#KAb|1ma
zV8SSa4zMKJ_))X2V1%FN^@SdaIGUbOkgI`l%>;w-K(*4d_wfKVU{!g2cAv;8%8`uk
z&FfC9>p+*4lypho%hjx}n=hZmdi%CMH?@numSrtmH+Ew^{K_B404+TAwE3bcBr#>i
zU(;r-VP&|+xeS;EI+8*v#G3rWW?j*Qm&V^oNER!6K-f5Z&n)s$72^;r_qIGTkA~}e
zE|*|Xp&_(Lmyq7TPVuaK%DpRavZIHwZ#b@9D(*HOeQ0{pi>l&y<fY~9&v{SN2h-cd
z>O}VHj$L|SgM8&ldyT<oLJ+YBkn8)Y;$erNEn1lz02a&fuQ~`3v)wng&fhVoW~r$;
zeCUnM6g}PES4mO49-VWvneFwQU4KL0#ssGecNatsq;)UG@4n(9ilt&(YD^`D&HCpT
zRt|iLMbB{HO>5Je&m>Jr+|<iWpZk7WrkYum4}ekJuFP>COT3#16SLfQRi{UkS=>ka
zFCS)Ppj^OrR3YT|{7C0L)4Sf7RGE-B2~K+<l7erv7|rKO%u<75Ce^SIJEwz6dejUP
zb=3>(7A@x2D?uZv2WEcho)g<ia+vU~nP%X9U}TJ^=6Uf|AY8G6wHMq?QUZ56=x^S<
zxzeABm#b0a{k3UeAj6dXvNW34g1LNKx}gw7sv%5UEYxK@K1VZYwB>bgiG)||i%SVi
zS;|#%V99biQM7Aa1Uln|q7$4q1V-xI#c(LNeKQ`syH`<RftQi>{(bU&){0j^$ya1n
z%S!{8<#;Y!Da-j_BP~+6e$U4yjOLqvR@UdNunDHTob;PdJ_j6>1>vO1xl+;)=4ilz
zb!$)aQ4HEDQ~Wh6Pd?Nbh(4=HQ5$`NwS-gSdE<Xa=B~PKD_?INgL@68W93$K*8Em8
zlGFUzI1V8KLPLE3`3gp8q}bbVODP76n%$@^<qfmG|KS#(x)v08Tx-Nic7YL>W}NeZ
zt?5lr!n~Zs4b$!YVDSN%J|@IbF+)?GKuSmjbtE54QAr6&qQl16@PdQe*`68&mr>vn
zD(>aW_(YG9MvF&!`EHjQntStZHSB1)WQ=t760a4n1_3DFTUMp$dyub9#1hB&ZWnjg
zI^$xT|1E#~)``gS?)^2nK6*s41rIV2%1%KR78kKvf~YDMzAvt=t?|~`0D7QzuYGd1
zx(?77Q4@$&7H|_RdSqP5&W<NCBBI#wUBCwnbiWJtfKFm5_q+7_`y=@d#`2Cg4pqgd
z@Hb)Cs2`*@x~6}1HiwBJ;16M2=gWz>OV%0qHN&MNz}|`z*tnAa2nPpeZgW!!_{uo|
zMDHzl+K9Ypz5AIG<}2J#s$LGi&Z1s06*v#}lmXm>L#k&~qAqWdnqgz37h-=+Zfh&Z
zNekRVHb?|EVTJyg?^)oIGv}5LwFkJTOMgxZY#%B*=B>>W-kbp+Oq{KGkI4OBHGV<U
z2Hr|Gx`YSdUXuD}T$aYL4j>_M)W2TTojYUldRmT46fLSO{mcp%+rjI5IJ+LU2AXd4
zYT^Irr<Am{`{DE$_T1mwBhlRc$VEUvkdiA;hK1KUUEKlPy&n}UcakN7bX)<omIAE1
zK<y$-1TIlUOg!qe?CjgXl$jD5iZ2LH>P4BcM2LFpRN4Fe;ihC}&9l<gKBu;sk$g56
zShcVE@Zqb8I0}4n@>?TmOPwv<M@bLBb;d(oE31z^Q9Sd{3?1w7-TwvtAC9!((E@Y6
zEw~84SR-(=Bq>RJ2uiaGWWrZE1rxvsMMoC-)OpH+bvQ;^#+tcxurrKxQ<uK9b9Jkf
z1o-neSc3064Ur32-)R2)*}t{CtgMV*bRgmi9v<0<bu78)q6@1dd08ZnrDaj)9yRB4
z-vS@tC`#trj6P@tcbO%Iq<*q6@(K#+;C7(3l@&ot-cqMisd?<FgB0vsCvcxBZBK{l
z*7bbv1((W5-Rk;SgzYAy8!&#vO?>*N@8cBS`nS7Mz6)*xd><M<uU@@kj5Wj|u5qf$
zAs3@9oXB}?P~?I$wNpPx+H3?o9aB4fy=Iq2m2GN<-K>Hxr&d-9TH&m<^1RF!8gL7m
zGUHtA-`-5v#Bw=}s{W7NQhV_7gu5}|2lQr9V!?%7sfzsNWr|)nuGqbg5;g|UdX)E`
zkcPO!p}n!d71F;AjA>Y2;8v4f*CFoW$w#Xky}DY{VQ|>*BCkU7%ULLBceVq)iA+m0
z%$)eNk)0<b*EcotgmWpX_xf(%u1Pp-lHw_5B%3Z`N?n&+XMf`f0lLe<=TEkKQyYD&
z@sG9TqU)+6uQI<d?J8$SSZccWVIc}FfTJDhc#Md+d~;CS&2OR7V_0K0GXjT_mz(7o
z+dDCv1U;?q^?3VnP9o@T*3+3~rEy~3iNfkV3v4ziwrKgm-6<mo;@3vpyJJuHXXi9H
zhmK<Lrw5;7y(n&cW4i;kGam-^ZAMSo<E9VRHP>QBKF&Ab5OP+OMni3IXBCS;6x?ER
zmbx4zgU(fC)R_V<nP!{1o(uW-(zqQyoj%Oft<l6roxXcr^Qk$T-nNYcac`)F%=S0S
zV8$s+e39?7=i$XW>Ymqd&bMuM$Xo{AOpwW-_fX9``yVKsUsI|`f1HN7YcQ&bg7{$|
z=YRGY8~K+6Oo7goq8GP=JCLU{%FX_2hbKaq%e%@FsP9U>lif#`z;)SBIL2aUtc>QT
ziLR(T=+L#J-qqID0XS~*TEwGo{^VkBeb_eWGZgz{CzP}YqEjlJ`rdC-Agm3mSyOlr
z1r{v8Qi_z<o>Mzcp@iwTIU(Y9zsSX0jpemS0dCY1^~5Tli=#!Fu(7r)Y2X%Zv267>
z!hS`Ev$M$1)K$8Qt8Gcd@0?(b1Z`|)IY*h24Z9g-;Wbn>T+i5%c;R!J@bQ8zIrLqx
zmxb9CWF7*>(?D#Tt&AyF)<-I;N~?IQH)-Vap`9#56|jz?{^Ki{viZ9>yGb`Qc1bq%
zbY0c4{ejsoiS@XKS>syQStX*N4<|6CM>|;hNqKCzaYL3Fdrx!NIce;MLOWtoG%vID
zb#6{>ri{C9ID$Q5L~|7f*(;C@ifPqwUfj9(C?F6GL?yZIR_&U^MYjpWjYKG@x`vrg
z!bp|1U|L#~9Jh!1hZAP{0+!C|D9zN{eE)0&uBHxP`nLhfr4X+Ru~4ZHc&{q?`|R9I
zGI!V=Iz-E>1mcB7X-#n~1g29}Pe4DW@4+TaSpMU()D3#g9!;emnF0+r>2<}5E#LR-
zYpx*}3oq6=w}(p~30h^p1b}kMvtKpE6eV}5Q>ws8{E@4d=lPCA4*ad51heKU`j5#>
z$)`8qgx>$OE-xbWUNG+FW6#X5VL@v%*%^7AnHkbyvElYcnqS{cu<4E`RwDRS<aGsD
zG;dD&YOt8*Vgfrf5{maU*dEv?W1Vo5`kz^roicEYG!pJWHDmZL<O#i?j!k8pQ!>mZ
zaxj>h3}P?l^DP3gVMO3Qbu_cF;(g6kl>aX3BhOgr*ZvnyZc{6QN0s%0s7k`DM3_pX
z{UIlmHy^q$w7F$>9`;ge_Qx7usjyUMx6(05V6IBZ2!4LoOtT&LzXED@eOj%~t)703
zj^OW$*IfrLAzl3M+G?wd1@H262@h`e;IDUHN|vfwR9cl8uZ~-Gyo+8_%j@_2Zh&Sx
z_RmJRdBy?>0Fr|_q=!*&9jMjuCcIaV4wblo3P~yMm+sDemF=U`{5sk{?5SI2pX69)
z-eNTpM%N-dtoc>b=)cRN%rJyfTylMyKWzza^a`jR;n-il^7J(H@0?8tBxkm6eWla<
zcJfkGXE{UV`pnrZ^UV94k>jeDCD|o8Klj$3r#FI}uD1WvX;$HOXC604%xL#`*hY=A
zkfC0VUnW}!VgHSUJK1Tk&8CD=ARY`JXjydfa{v~!s^hJj1A9hjiRvR2iOn1_x`~U$
zzS_CG<U+QAG``jSW4j=oPm^nccSl1s9n=b<N}>pUZbTTs?EyCq8~inoca(XT{ea=U
z(0=0Ngo#9Lz<*fB^4i4P{`ZfI^A3h|-E3EvKKE`Z<pgH--Cm8qt+J}wj`4F9ed7U1
zsE;4)vg8*BU8O#A5w44?9doLFj}_jX9`zBUW>Fz1jan3pBR|Kq<3q7@&Rw&2fG?y3
z9FTYrHpXx~!XGeT+2hcjySf)#DjmzhAC=TNLQ!m~69ne>%rJRK<R%f9Y*xTMtqL%6
z&hct(Nfqsdo%J9B1`+lbUzrM@I4=0}U>3ff?dlaXtJmD6?r)E_q@-k=5Hn5J`81GH
za_8qtW0c#tC~aK;b|XSfQvsn56p-gNQi*tcQm_*YL@1BG0z%A6L+|RIU3$mNZN##}
zDkX`zf@VA9zq5Ve0brmB91o_Vs`!ODJRUsh0c-4aEygP52!aa1k>1qk-RowbVt@m+
zIFm1rQc^f}V!LL!n1dra=ZaaMCdSWGgZ91p<G}-Lvdy}&chd8O#El|kI+Z4{%3_;O
zJG^zJrB?6;5hCZXIv*|#tbq(ZG2(I2JPuCL%}mGJc?Hy&Z6n2{_CMRA*Y0BrMI2Z7
z71FgIq<t8N77-B>OAdS{6AD(9e#(IEDCnml2D<-xvUSV#R`mzU`G`mTJ9SiaW}hfZ
zN`D<>dN_Gl6(hGair8qBJYbG*aQWbBbmPR|x|2^}ck#A`b)C8LR_+zE{#Yyfg4D7+
znj09SIsO82W_X%1xev^~j>P=nl)$dySatSn7|3(vd6f!^-d|tvFsd#ReJB56g(*As
zrVbbPwGnmS>(_ObCW)N=4lZ=;Jg&Cwa>#<e8r6XVj)au(LR^=#W}$#oAb(_}ZVd%&
zWdJg0e0pq~ykVT*<JN0zHdw_I@*p^=7KQqevaUq;xwZ069hTX^2*uA41X;CbDRVS%
zb5uo?LO*T@sB}vMpOOX^TfXRnJsgY}D2ezp=aVoV0|i9c=Pwh%6O~W#het<zj|1wO
zjNU|jG|J8W`JjBgrkjV$ZS&mMvF^F*)i3f-qU>y~U~*llL2^zFM~=tavV~7_q&D}j
z^^6BlSMuMhUSy)plrteQ8yp$=dCYOFTMiTE^o=EiLP&bLB2Y_WQ?*uBD3{W|U70z{
z;dn|s@l9u)aXIFMb&X-g(3*AOnOKvGgjZ?ROB9HBdp*imTHv!#P!UhCd9o^?^qJk|
z5Z)&^xha=97st76Z<pkwB$Jp!V%Bq_jpRf}xiG>5yy6}CH7i9Ti+!;*wTOUa2k;zd
zSt``!S!LzD&2daAc2@*$P=f0F28-&$$M<3R_enQtD){f&c4~2H4pybYb32Ul%;VgT
z_Qb-OZdFATd*9L2!ur*YW0c=$i;v#{;L&biTyK>Gt}oMf&F(ZLsfrc&Tb-#AUq*T>
zCl(tO=p{@ZPUab`G|5D@_>*fEzj~kvMC|_#=jldm5*ZL8d@WlOpDDh10BFdtCjwDw
z17B+nC)-n7KXo0uGinZuzI{)mS7k|SXJwbvsKHRYWSjPcxizhX2h@4M+Ok?#B!?~J
zexN&~t{Mol)(o(<^$rdF43)|KbQHyQnjl`XhY>TB$*e=Xti+l0xJHQRx}IaF_}2L>
zON&XYw>;yQjFN$0Cx^@V!L=i2e!oJp$#_=jJK%m7l$ND%8qR7V-$s;LkQh6lBpLf$
z`~$+lyB*_FpF-+A-xgVsV~HFiqbp%5W-LGH1&WsD-eBs4F@Ds@#T1qgd8$=%eGdUG
zo#Ng>HQT7N-+a|^-`|aRdQ;IU{oC$go8v8+4m5~|0HA)*$JnbeUmsQa-@P(6&Vcsx
zX%L!raZ{#NNH0=Gnp&2`)BPIz{9XVeb_HeGoy#XQwT9&^{_XvCd#D=d<wfq}pE>*L
z)ZNP=N`B@s^oNda0vbYgb|e1JjYuE&%>)H;<qNwy5myKdhd(e;fT<FG>r}-acuJZl
zmj;NL$D{N`1De1;1Jj4XA-S*GQ_)QCy-H+q<+vD>cry7dGA!(_=FB{g&-=pC1ZnT1
zp2uD<WqFG;%HF@@Vf;V6y>~p-|Ns9_LI_DHyM&gNos6=Q6%rXKva|P*U0GSB$lg>&
zS;xpoMzS3dC&%79$6mktQ?K{?{rOxj-{1T4z5M?8`6K6#I!5O_#_fK)U2oA`id$N$
zUPO|cgWex<G&;y$8(QZf=SE~2aPJ7Ug08)`k7IEW-6|$uGB(fkb;hHnuBV{x$(M@A
zbr}6Lit}Sb`FHfs^--Q2+_>m5fgjQ)&D%c<p0ZXlW|_<WQ)yM^#%1m`!|0<QSx;Pb
zp1#xlqc-AT|F@XaH=cCa_ePQ2%|Z9@BHU88;rJS+z(^R#=fP4nw4kPw$%5+CQ~uY6
z@Wx>%1K0Dd>3N~@hv~t!flI!gQs=q2UeUWBETu=s8S$P|j8L6XE=;4VYHQ1}H$v^=
zJ)Z8PWu2EFe{R60FyxgS`Dbg;I|Cype4RE?{Z1w}Ld&?cf^4Z#Q$r)wmA3wR;q{ys
z_w9cY{BbT_-108TM`xCK-gGySdI<90Mw|Dg{M?f1{k4n|dSu18HHp|ZbdN8&xw>Y7
z>9Px=0225r1QRq)q?#<1_}El4Lt1r)jeU~T+wA8Jt50<v{)2;q+Jn;8BCtbzfD>-!
z-Vr&CNAEQB?UaqJt!3>DrDMUH5>zM^Q4myQA(fI;+<OFh7X~xePPD{eAaZs{XM>~_
z1~@DhKcX*2$H#m2F0n{^C$M_X3&in1I?~*}Yq{6l@HKori>`Z$F~`fb8bA9}tRYeF
zY0>2{W3^LJm9Hgv$||Ir!v|3MjC?wz+ryKo#+^MzWa9Xl-p2Ao9zR_1JtpJ?BKKd_
zr45O-wKZqB&|tttd*S*Qhm>cn$muh?z#`XcePBTD;~aT-XsDLWP=A9qeqaDJ#Nd`~
zO;J9ES1iJ7_d@-?;_&mu-lKbU(p36Ssvk;P<#8cDEsPw&=?U&xHr1r-<(BXA^71yn
zI8C*?)@;;K@I}_tNF&gyso#qK(s=H3pkI=wDtT3g7-TC}N6>NTeeEB~uidI)KE;s}
z_{<#xviaF}^~-kS6_38w-#<zH6rHSgid~wTfZ%kSsvFRe_|iNG2?=@Lu1>8hc-mk~
z!=!fR1w+EZ7CNQqc?~X{d!E-{>Bd)H4!ie}|CXAq`dnW>{54=^x-0$ey?b2MScqVS
z1P9ajP*72ENk~Y5n*gFaRLmDD-uI7;|8Csh+o3RzIrMgfvsfq0BFv$*T1yQL8t~7D
z>|OAP^z-vOxAc6&)5M*qAxq+pvFk<2^#-#z!TQh_luTT`rsmmT+wD0__1H2C{00`<
zHJ8~_;LIj#LLI6-_np8ZJR-OHkJ<yS?oq)hW5<}MHa2;`xX@djsj{kr{0T1;|A)up
zmbSL`_{4<#*|TR=Uza-Ba$Ca)op<Hk+N4v<(A3zd%|-RKUCBuZS&#atkwW;H2IX{D
z3{VZlN?lkS?tw+CoT6gr5*-5rh0T2o+Gjw)hch}Vk*DkRYg8vrGA!=T|1x`k-cvd?
zGoz#!&P<b>o|Yze?dJcE_3UhJ-qF-Fc^36I*JC^TH`mio;Vy|QO#`b(RfB`6xoEHZ
zxJ!T5R_b>wR-YN%9`@1kB@-foPusT)map1gw*LLw?7q&#UyE?+moElaruHt?B(h4P
zj#XON7QKJ}{;r<hZC+m9QE&-^frR(T>jThyYA8zYgF?IlLJH(!r=BjJ4xeBB-);{h
zhRuKHdM@^nltO&=cEvI5yvrk(Q=Y9!;q<-TEJpKL<_hAki>kst3H~chOLXr4kfz;z
z*AaRzpC+X3&r&RSl!Jr~I5tJoPI*XSh5gqiZQ^Dbzy9NzG5UPJzkuecHyx7w8SePv
z^DdueNBy7Fu0;YZ&fqWy6v7fm%M{S~A+zvvVHfzS0s!NHDc%j{PD+6|x#$_+BTOtz
zU4VR)(aKh%Yq70d5P9?vvH(u;JHxM=_=u~0SArj>53{`}`7CudaB;V=OSih*=~UR<
zf}&m^->;{BCFjpPrxRLB%)6^+s2E{55Xf3~!5{C>h_WVITu)x#7x{5HkG^R3O0{K9
zKe_jup*5oJ|4aHw_$&QrO>uKg1Z(<97n$Q2z4eB(%ORp4%q`*V1<Dj20FfaZKQMAm
zo6P~>Bq=oG+Mq~@R}fbC0k>#oI_;jwUX7$)9`V_jl1Ec^7D1wef*MA_+i!dIt&gI_
zF|YJryb4I9ggLKjsHliSW2+yoq*UndS|dZn;FN=cgq&)N*xet=@rp<3#PBU=b*a=Z
z7ktdG2;owVJCAdEtWJI1N&eIt-iektjm_wc-J8rut<Blk@UHwGt?^k4MZ1pED(k;V
zk2^Pfy2FNAnQdf@v&&P?s-b#xO`gElyKCGqQn?mErQjPFjDn=_o=a6a_;0H@56yaW
z?;{59;Emfjg;j=)Hm78X8uLI+>auGCm`YJ9dQ-k$&hbtOCPpWYV)CgO-4Hlj;U|;B
zwp3RO<`q+`Z8Jo#yhpz+cX)iPjgj_t!segljn8K9E*{l`dC=cQ{N)+J={C`!3?!~R
zek*(&0B)t0503@zzL7KTESzs>Ik0+ZzYB7Yo|8-^W64ipJ1Y0b`1BT&_gU3`FaYa(
zNwXbv>|-WcxR#ob_8eS*OOqBijU&EO3vvF%Kv14PL!7%@OGF){qyJ=}cqVtqu=L59
znKyHR8z(sY;jVJY5qHze@V!qYgC!;F!eg=rdjZzx-@Zz&<fuZ~6!)JzC<)KRmy(q2
z_^h<a&J0kyc1HcaI&yS>c}ZY=@^M_t*}s-{qTqABDNfggg$pm%Ic&u2T&S5pP`qwU
z%v<o#);nBWsYR{h)t`Y9qUMglV0;KCzLd)yH<gJFJ3&nX?pZlEe)T*H^1l#{!>g?l
z2lG+~^X*5~`ObwouNHSu(%OBNA8!d!;{>?D$<Sa>(;C3AmKB<=*ZZc2X|fl~I5RSK
zo2`RUEquMSc;B9?sxa$wub#PIFH9%@9>X}3DAq9j-x>_i$UHBwCN#5Ro1~lkcIq9c
zT2uSQEfkyfPm#`g&>Etey>2bVYS~$vS=?ek&22XlUQH1B{KRu=>iCQQ@qAh68d5L!
zmOBDh-4{}yY<Gl+y>@Z3q?4)+td7XUYrQ!&I(A7x0oy+-xJ2#z(lWq*8g7scJH$2I
zDc6q^$S~9rMkkQb7|PdGR^?Idos3t4%bbkLL59e6(<pJ>V&34=^HWhp0X#5JKkZRD
zn|?e}57koV#ju|Cjzd<?BNo0)YAo$@1v`p=UQr;s^$^D3DNZy*h@V*BOLEp**7u)P
zWAErTw(|ZJuNEqrB}BPB&G2|o@Qa0^-Mitg5k#}%T3fiJNeZtUzD&AkrV^gNA$~-)
zx}!K~P+-&-J6F$P!muBe^MN);rP20MFKcU-hqMUQ_U1;teFe(i?X~UDfItbZn<}Zo
z@&e`bqEhw`>*>;tji7@LhX46&2BKGV<-}tn(9E<hN33Uy1^MfBOWE481FJ*Ns@Z*c
z<j&t#d7R^cpMyP*3@<fi5c^znwPhxsZzIHb6dcA(_5?1Cc_ww!FkEb?4N5jv>$XW=
z$^yq(D4OHiwSn{4U{$`8qLxWBV}<*E_#ZWR{rUcrs5wF(YI8ji^P?Wuu$b!Nn=2{K
zQcl*g|MB);d)ydwV*AOuy(9RvSuPSg?*&R+EXwIlvl*V*y@t3pMr!Z%^kB+x)%eBM
zuW3xwv5Iz*G&I9Elx<lQs9Z&gw`J(7*3FFrYbgGeQ?N((Tx3{Z%bqx3l{J)1xNtE$
zdVlS!D~)Q=sfLDz#BC`>GuurIZdf9_!H0og$@|vajB9_q@H(u0Hczo}{SR$GaBPGK
zTYABP(p=}pzuy`!NM>UR2dgZ8dYM?ZPkGiS<n(!!1x!8|2wW^rVd#%5cTFlPD(V_C
z^yF7o8PqoHlOYPIvgo(rP!WmvnCq-yC+XDI`S8bu+zk1-SC;#Hr1G}I8Mh9Kyh;DQ
zh)QmI-xp?Szmz&gOjj?QwOMUtZo;v@G`o1-pFzrY_RXatfgD3>IU<-3M8?F#xWB^V
zdyHlxM}O#{P(KOb7Q!jz<TjheM55)Jy_N6+08@oU5(hzp-8S#>qgK2ovd#_}(p7Gl
z6OJy=R?T^<2#wH``1&92dY}0Mz?EasAZd~Vi&1g!F>rU}(RGvmn91JbzQ|Q|OUxUt
zdQ-bp>bm@8fufXTEA%d&o;#KLt$aXSCjB(Sg*LV$k=&R&`vC-L-h8UGow@FPKQn<Z
zFbwO0z;wIyi-;H<wyezT?AZ!a=VOx6dD4#itr?;gN;X~rLD6;+aq5WL8MD(A<s(6T
z>+b@Z$E97ehM!7(qF2prINl=~*u?Q-t3sn7f6@5r3sk_3;}^yb)Du3Wn0T1?GEy$h
zD#WZ)WPCo$E94*(d!I$-nOd!-Y)LAU0zT!@Bg5&hb|x3jetfpLZ^dT#3w>GANxmj4
z`=qc~oW26gZmfT3B!~*X+V{F4rm%A)bmXD=WwW00$$*9ES2}8L-sLfGha_JZFw<xg
z%M^qUDaJ<xrySi#yGX^RxWc=@z|M7UnrYaf7oP!Mg^-pDCpStZVT>!?ME*>x?6DKM
z*B!%0>n1WsPteo~=78A<-N%yJQOc4&fC_MTEO$}4AnEA9_Q%nMzyEtxWMrh1!d@9A
z2ozUl=}=<*m^$n9nIC>PxGV#brh{-PCWhBB40hR|e`>f+2gC;^Me+Uf(tm5F?3nbO
zjK17U?$r2%N+0#ojXr8>7(nDJ*u^Lp+JO0>=A@&Am%$~@YFC~L-?lKE69G1WVx;=Z
zHNRfAcDm#$Lze0G70HH#_tlGPi36_SBZq``$<9W4dFHt#tApUioFQVbitdkna$1pS
z<?Qv3I_;UF(_*_B-mBb|atlgHvYWy8o;Rf)GM%uR<8SYFg?^;Q*g3o#EvgBmm2@(d
z2Ip6NPM-Dc!ar&nku?SP_fAIp5iWFNI>Mw9CH<=_OwJ=l4Ne^~M$yTiHS!L>1GvNZ
zcwW8g7BjcAhRa&Fq|rjUG7fhxK{|ZfVPuwX@}=);AK3tgDM6Z}?y1FyaM<$_>0i+|
zFRy3GTGJtP5anezV=BYlUbB(i&jq692B&Q{JLD>??nE{xN;jT-!xKq#tetF1DA&W{
z$R1;ilF_`Fn!}j}{Mi2SmC;A@F>+g&da3;$>F=1FKLWq2TF$y8CE0GQXsNdF%`nJN
z<j+z!QCoyt2NH)K+uC7@2%*7CJ~gm(E-M&lJ3<iaXNuLDc|Js2@0=dsUo}19BOiLz
zs+Y=<po{n^&OX|<KYXlsQs(V<n!C#`P8no0-eCXac~QFhF)%_|>m5C-WoyZfn1}1Z
zXM<~zhDw#16cz`;H$Qx^Nq8M={vcMWOk&XGhS(a}GXJ~OxkQ+tJG$xEu}8dIwx}kp
z38fKyZjY+}u+tcvBmVce5FfftLR7Ws>0dS^AR0b>1FUN7B+uV5Mf-g|@tsg8{CD>y
zy_iUjSNG7cJN${;7U>(a{XOu4WMsEQ$K_RG)7%SEOu}c$i=7nmp{lBmj#t-aFiqpw
zpAx(Lf@5Po7kI0J>h^w5XYVv>+BP~^*xY!CeJjt0iqYxok{xR3d{J+p{Xt!~j_(Eo
zKR+Yv4iz4EbKD(7c@_Wsq8WcQZ!i{Qbp3jDamC`xC0B>i%oQ&p%e(4qE2CEh-)=ve
zi2^r#Njy6zB3U%&KEf9?NKET`ix2Lsd863lZtY{!U6GuPmexH(MNywW5x3kN3(=Wq
z^W#}9>6KAWAbrmDwF`G|T&AQwz?d{L`<nx(Iikwkr23Af==6Y<&qB`ACvxo0g84wJ
znzVS29X~TaVtlC~v5EZq&*7UUicHHgCTEc!$+gOQmT?+aut7Ez!7ZnY!X9Hh+5P<S
zQE^|$IupeDh6R^9H!*n1rGeEs;-p6|0m0mlxji_k=+Qa7g4on_Wu;=M<v>p@kOwXh
z5#5ciCX=yy7kg@k&#djygRL?CJoWDyl}Z%^eJ7`FE<M;0)DZJA=$!z!(uc|2`{ZK2
z1OyMym5KZs=QkJlH3J@^`e(}o1PevZ`X6Ek!bX%xxz^UW5hDKGv+V2$7HwwOPi2*t
zEZd>Vt08AoqUM(}Eb3OG%2xKEZX`|=$oAt$XOFJzBPXR|TND96U5Hi6Nvlj7vO^iX
z>@oZr^plS@I0yHBKG5JLi6u2qz7qNb1xd#4vCCufJ^L{EHbyB{0g)`H4uS_r#Jsn(
z%7A6M2&)ho6H0_=x7ps;*vV6gR;MYi1gfC=L{Cq5O?*z%Yp8w57w2Q@V;F`DBm#S`
znXftV*79WPxzq&OmY5|=adUnG8AGXG?$NH9N#{frCANpcWaY#KB~uI1iQ~>*x^(-{
zc$^pB3*vZ}Nz6LkQu5B)2~N`(y-%Fm1ONjHdt{_{wyG#qAa1MfC((u0jxaow9Hfw!
zmxp2Iz&2fJvx?VXz|UODy7}b*yLVT^X|h$U))_^#dM*IRsa;|mE#*dNBq<h@e`X*N
ze+>DjK(vBf`CMHo@IoxQC<DF^eG7(pP}i;z)%#wNGha)NqLQf-LU%v{1ZVCm)Mi<y
zGKO^e(o%sql2!l9#>r#Ct~<G<9kemu1PSr-hG}QS&egk?@h^w<j#PC74viK~qsvsH
z;&&FqWWRsAzxaNkog~Zu+g*DC0*aNzZ4UhU_G3qv;`AX_X7#Fy3RzErD{{6<bcTP{
z=>=vtMnXBJyOg&r?s*;pgCHmJ*JN#Du~#c!WeF2}u;gYR?4ICujP%{YlVmmNtxe_+
zd4Lb7eaLq)X%wB~c8IV^O(ld^&|tran?#k%H}*gFh1uZJ-F|F6)}vK>9YusO$wL+V
zin-y#J^3m<k%y<^5x@AauX}z+Wat3hjimm0Z7SnqC?qBFlHF^j3m#v470}H;*~1h|
zZ`~sSzU2p-c@7`Y2L=Oy+eh7V2G6S^FC+hm2x<T=RFo{t1rlRma*Eu&SoLWXUDkTf
zXm=ecdn>b4)YbVg1q@<Z_gz>hDHd+JsU1UqG9DmCkVN1s1KNX&HP*n@ctn_}85wq8
z4Vg*jnI;#>#>v#6_^=KMt{JByLjzc<T=v+bUJwc`{vVQOwr+#!Qd`fsRAOZeE1YQx
zz}=PX;zdAkCtiln95HXK>?f`@$8sJepe+)(81q1H@YmW-&qP#3!os)N|5u%I;U4=?
zu_bL=g7|9@+uye&+!ixHcj?TGd2kyrV#V&*8%@&~#ma9>rbkiMTGmN^4;`bWk$JrI
zW#jkshF{HoGEFNkAzsAc_`Q0fg#spe6?8b2cBN9B?CbxkQabGcqUXh8<&qR5WccM3
z6uPsMy)P+TvibGt>!=MWOZulzCo~}mo2QyretGkakNj(R`?6fWf0ONrihwotF@i4C
ze+?cMG#^%WLU=80{^UU;{u(w=``_WUuCR{}t*tLhIXM?_0FdVnyhkdVzyAFBGwr+a
zD#NEMkhG6vMkzOM4U|IAq{`mKL}%I4hb=XLJG8CmsyOoI5e+2u{9XNo&ot()#<Lm;
zxbE>g7WXB5OedRHG8vzm(gF;}A-|wKnU<DTqBx8@`ROZve}6r(sJ8q6SN^lVGy@t#
z6?JunWbs*d{Imx6(`bh#mfin}pM8qWy1>Ju`jl17o*fir1F?hz>@VOLjLcvC{osM?
zyspXB&A(*7fRK=o?_FIQ^NP*Z$Nw91$Z<rOwXnk@>OWk+&9vt5wICXfdWWLP>gsB+
z)$xTV1_uS5u$izCObBf@{4;N`dPwvWZnqxzsKYnnZvJ1u1z}DS9$S!btA_+y2aiv3
zL?{|mNACT`Arpi@zdz;d3(&GuQN`!tqb>gz0kl(H5RD-1;>z@T;`tv38jIf)JCJvq
zel%$G^Xl4pFW)(t+0W`8pDQZu7tSoMnXn43tj`Ez=x^=}ItCidABc*G+`E3t!_zZ#
z%tZCw^0IyES@gRRr}ioT7zh3PW0N9SgQc^wFOGR$;NxRJt$KS%AJ10*WGIC0@9DXF
ziHC=ifq}tcJ_HAVK!(z0A00dbEXakbfz5nPp|>`NkRj&&sj<iUPx3^u?AVuSqRA%J
zyvzRyp5;?MDSBG{#yM(Iqy^<9aq=XilmD-FT_Slq9ItgFbx^LTb?UDxMns#}FIaM#
z1Fdgk>q|n1@VS&ri3-Hx-TAGIsNs)>_-^8)@sY{2xkK{MX1fb;hCJf`0{^CT{=xel
zm=(K+eQ#|}N4vi19!X&Q<5-v(NFs5^dy?#2m?6haiDAVH8<z}KiJKaKC={7AQGr8L
z1@nhH$=zSX4)^;p!NLkK`MW{r<Nb4_zihx?owerF=8;D3S7H7>r(yfIB>(YYrW=jE
zbHjsj(DM-=>QCXVgrfx4ZW*9x+V;-A)%^3Lx&P~1<my7Qwp^;W2Z+^YudUT;<eVHd
zyyK?0jsKAsy+v@)6fr`u4~W49U>Qk!d`f9Esx7>rK?zx}Z@SoZ7q>K>{9yVe>4Ais
zJL>G}y$L8Har~s8R%kCLMwo5!M0+wE?|Bj>>pmn(E2jcZ@LL1(2U{s$*)yG8*U$Z8
z4BtlLp~bEXdR-+1#guMKNLDHF^TNeFq8TIEiqNRgh`kevkVfIMK{mfM^{VpP)#_p`
z=QdJ_X&<KWAdix4O7gTC)+*n|^>wXEk9&TTj)-wh&~yFC$ae?U9)PQGY>#-{<rjqN
zm@d`U@~5rV1yu^GQytlWGrKn~d|_`bp|X}QMe<G+8>;2Dxy{a&<({SDZ7G%(zU;nU
zuI^PGVX6~^lU+=@5jbHNN-(k!?zvou2d(jrt)<B&hKMvDhiwAn-e6@@q#!gy&>kxw
zd!D^WtErut`<CNl^)sjInyV8MauFDO$au?Ker0}xYgza(;N0w1)&ra{s7PvlzD_Kv
zc-_$@r7xf57TT*?vDMgKBSYG-vuS(MsN~cqn>kE;AnV;e;h<w~@-~v%cl$KtRVCl_
z^=NpwNNOkSC$Aa{hF%7d<aV^HlC-wco00=IIybk%Y~>x|&evKT7i%%)n1ybpIHsfL
ztP!Fj_2fvG4uW!+!=ONQm}yD0JeNJwp~#!U3${JWWB@Uhq>8$IEqwh}Lsv<hQya0E
zc$of-*3nemnh-`3Oqp*=Mh`&j(b)Zc8hln=oO?%}jfrN(@QL?hqy8cqA0LH$J-%H_
zE8SwJ>uJ=l{T_AF>2LZk(qeh;B)*y@*`CrR<eZ8Q(XsL_4{9}~*Vbg=E=b}AzY?Mq
z=ZCM4Pxk!rv11@5|Kpm<Za0NFsJx?YBwE<;w3-VLymyH6FB3xmJN8GZA@joYAX8u`
zz5#0q>YrXYUqC(^?%R3nTQURXR>emilnth*Gz?ImH>IW0WB;^>EiERC^tnO&YZ1q5
zoHUou+I|kzMk68Z#vPU2#HY^Sxgza0R3Y{&sw#1^F>RIv;U1O^b27XEM5c&}C6=hd
zv+K9=PUoEU>**~c>aLum>Qke0R<CSYj^uM@1teA`UL-b7X^@6L*){c#x;dnR!Q&KY
zRB$5G2#UD8w(LOX;qDsLexDLK`7IB#=D&b2`IFdz(gUv>d;`(3iij=>PQJ_uw+Mxv
z`j@D=U{FXQtP}*-@>Er&^5_ID*T!oj-nMC3xRi%{jK99c-^RSQ7%l7iP|OfZkK6`Q
z9*L#>>7@*?n61>egww89*~RCqU&L-Mm=Rvi{7{-C!ZjIk^^y<wgr<hPO=yjx%W8(e
zNVQOD3}4u>Rhsnf_@c`#jdeUElSk5h1;};j+?T~W!YGh$v!&E$Ao+%qPY^BDNW?~X
z=GWMn+FVr2(T=xYi9)=?+A^f6O|?9Vj*KNlG-bZn6wXJpZ6%l#i{nd=pC&$@@tm7}
ziVVr4QabgEbet#@xESFb+L8fd$<&|Js_dfN&ZEP6-BN)?w=K4koF55ZZz?`Q-4lC_
z{Z6#j8Tx^VFPh{K;u)SLyz58dMg+^oWT8#CW0jB>!GeT$NI1jYP9&Ra-B%(#RsNv1
zB!e?ky9BRqK+iMe<PYb)__sS1;@xyam0dr9mv<|IS0P3d0uYA>OtdK1><gTuu^M)A
zu>wjiFs<tQsS}<UOU=hR6;EVDy9LYM?)nr1)c1hdsnD|YIB!dxh7>QGP%1iEiG=zF
z5_o|NmYCRS1Un^wwuzwHpyLRLd7_pIhv<~Ak`+M})+qUozLV_>V+qxKZW+NEqvQs0
z6OA-y@dc@a@|03qY39Hyr8^Dy>g(<&kf-_l%%-C%gBrx#iwgEq)mOtAU&i{~pvSxO
zh-*KPT{`f3)>yMHD!FX)(th9FzH_3>55G5<Zn^h6*tw5*gv)Io{{fxLegy7O_g;X(
z0vxKx47YIi2EYIc{<Z{LramorO$fe@HoTo|r=F=T!2P}=|Hc&)?j^_yO=oGOR)il7
zSS3YH(6B=zytI1F(n0J{Vp8?>kjVqbAo~5NTVou%IUvH%Q1%yaG7k<$CnzhUS+Z>u
zSL5G09o<}akZh=>;`WpXEm3r>S_9TW3ONi=5e`={r_D}pS1Jq&cx}Lp1n!z{^^I`a
zt{akP=SnibFzNl<M^kP$d_q{Qxsk{%8&92qZQ95fNj1Ft-si$c97@hehdkxXRYAd@
zhrAF+t2U}yrasD3=>gP9S5i0jrEa2RMX>E)J46zM0u%>X<~~vv5~QiQJuAROH?X^T
zetY@tBjXoTB_T#FS?Hu2$jX%)OQ3F!nlS2eK0xnSt~91QKQi*s_|2fpAizyNQv?!f
z)7K{-q$P8>>zm$8zNDZvHTbQ8XNo<oLLB&h7=e6-&o8X(5>`#f@?gE4J#tSoBajbk
zXCdVvVIyTQO<BNNHL?k}U@N_Lrxiz0KJ|{qbkCA!!gDsNe<fW8IH$daDE<9)KWKa*
z2ZHk<$+V|%VX9zO{l<g#=zDi=@D+%wpuRE|a5lUt!LPhM6}Q>QrP262QCd+#zXFV>
zdEOS+z1%h|G-~f#w<nj(QVx*VUcW<p{-mtkeT|k<aq8tZCXz1I<oPr^x5N`v^%>Rs
z=OucbdBipD+)zemcT;;}-lt_%TZWYCD+Gq<=ul(&7BEG);dzAI_b@+F#21GuUHDwJ
zD`$Da^=gvA8Fe2iM?x0|r}OVVzp!qGEgRqb_U`uOv+>b!gHe90qXve;VnGQkS9BWX
zsZjype#|oC1RrjinsSzxmE|1r@Yd2@v~45}S8DP=ZRNG9uab5Ovf@x!OWEk3-2nTw
zESrszWz>);*effnZ;HW`)%wkp{6|!a0+}O$UoHUrJ`Nr=B&=FX7gl_YOA^o>kH`Zn
zywTV=FE+IlXCpp5v><ikHG@r-XEm-bddThDGDI=ED5gWPiXmx(z0<pv8g>t_Bf1Si
z^Xb#`s)$Vqci%^@=M~dW3<KubyLYhnZEq(F379B)-!IXfoOz;-4kyd(H~IE`hzL_m
zXmbeGv#_{;Z~@cku+=`AcH0sHF{6SZGb?W#@C^x3k3W9Z$n4D*mGD$XXLjpIU~-Bp
z)UJ$m{c=+|mVJg}{Nqq|DX!M}yXm`Hs~oWD6OzKxYtc~3GXKO9)CGB|;a-j{{8spw
zGg$J@Gg-}e!E{avj$>e*)N(Nl(4_}Q)`rSFCyDE){i|toJ0yvUY81qA+&~@wtB$DW
zfo6{p)R7C`DA<d-1?%lCkt=x{pTAs1J(Xuxed@*GRW7J1<`dxQj%h+u(Wd7Yu+U%0
zTg?`R=OTh8J%Y&7`Fv<`@d((IGGTC(3aW#hwy9$AO=DLw2*7ISIkA6yA59T4UUg81
z6UvHl37;n3CNX_@heUzS%F60{m&W4uW4$A&IsG~RLaU1T!93)sQPlXXn?i@0{XRb$
zw{k`vj~i07G`y*XDQwo*KiA}VD`<bxpf}B{<rdkGT7vsZYHIfm5rA|0)<$mJsMYNo
zqmpj=wqm;n?JrAAc&j#8rR9ra7PCI$hIkXCsg@0C231>&c4y{kDxCL=t%m-g@_zZk
zj4ZZYA8ecmjZNQ1f`))$i%^M76AHe#CUW|C@q$J5^z7gp)a@%{s1O}$7;5m&^Eh5w
z3%|DjN;9&NmsO74B(Iu~Ybo8UH}yhJl1QqZXsEGM)GfSln~)-_Gv0hb7qYPQ;EV@F
z+4vod+zmyq#4aZOiof~PP_<K2ytB|NV3kPR_dDU;=g>Up=-9nqKUD|@!IC;)SjAPl
zOT5wUQ;MSgbq1TCXO}WGdUYnftqF!&cdt0Pe#(S-<n$s%-TQcktm}fAxRfz=(i69o
z0r2q;SNXEN=%j=oiRc6oFKmZ+Gc2933w~?;ZpCt#s?bKD*vPKK*Gc%v<grO#f|BCl
ze>RzHjbz{`f|5=VL_7uMG5Ay%Sk3e&Q)|fil2ZQsn(_if;%$^Uqt}``Bi+585L009
zIPYxogO+;%T#-40as*cn<uw4r`Xczu+=f!N*q(SQQ+iBtpyPB>!FuqvFJV%<=4_kr
zt`s)zHn>+cRlUY?S<Xu3<ClU*oEJJD_Q(r;#?@X!cG$1Iy%n?_d600(>nJ8;Le0JS
z8omA1^>+KkbRVCRi0W#m=$~zd*d&|2pQ1s2EWg{TI5JZ#w>nSQRXE)gGaTUaozHtp
z@RD&@?;Q0f?-X)?6CUnG!u=u=o@_(c44l0hvlzPak{8lOe>CQ6SpSsB&IrL7`oLCO
z8U+LD8vFex>V3;QE4a^ijMv!opJ`kBeU%K+PY-hEG{7|Ft3<Zyl+I_zrd0HHF)Nl<
z-WkJv(5d70@*JD!+`EO;tbD(Hwbs-(J8Ioo83rFDBz58o;yKz*cgen-T^I?_<RuUy
z{rf&Sq-qj#(x;%G>VC9ggK?m~)Sx`^gm8~&Z9sK}Q$`kryi=E1em~mSjWJIuT2?-r
z)P<j;t|CZ0l8@=cEw%O7jbG8aAHDRMIOzdCO2y7BqYcFR6z{$5_kZ!DE{fJial13p
z(OR0SaHPaHEN}?ZiGPG#@ILKxe3KvWr|*a)Uit83Ti-XEcF+12zoBTZ#M=7Cosz_>
z0oK8$oh~f34WSHLP^lp<0V^3Gk)g!M+|UOY6Q>~A)*AuQVd!ns&CMI$y~ty8rGoql
z5%gp9<_h;6+Z`D)$*DwBAh#~%A>28$CK!q7<f(3%{zSr!$XXQkpv*7ds8CDAys16;
zV>(M1rR%Bi*>DdA%$N63_WP|bg|VWa{Qs@2Sps>fZp#zuT@U?#(b01I`}^j(HE^Yl
z19SzCL0KeHF|>^^o&Zx>>~rAF$X{FW@plV(#fcPju5P7G;C4k9^~TFo@Ft{ISw6=%
zCMy*i+g)o*?v3CLInM8i=9O?=Inw|rl*m#xo|I>~ujuF8#jqGo4MHJPnUvTev90B^
zjK8u!-p3M;f3{0m;eF`34NVO<!2DRf`5WjwR@9Q4!vR8exG#de$pB-CP1y!0znz{4
z3U2{2+$Z~UB`2(idEV#cagvgrGAua-6o~I>!b6N@wz$jIR9d!{CAuPK>mqm;*lwA4
zZiVm~Lo-4;+Q>jdx#>^KwC)4(%*mKg=K8Xi=YH^g6gL^nu}v}_8UsCi+TO^q82v`g
z&Ki0GNR&4@0shz9)6)s164URqldLq{EdGo)7lWNpq~=?TxbZLM@Y6sk?J%?B<EIL5
zFHEOC{Ld@2XlozDpB-$-J-cKhcCNw@&DzYs*9fY2BmPe&zmaGc-Q4VBb=z=P<4$6?
zGdjJ!T7YTM{@JUgAs=Qx|L68c`54|9D-E+zi!g9q$h)qlfZb8(LpF8T!h|9W>NEPV
zdcKfM7ANJGmQJ3Xo4d%KVyZ*rqo$(rWK{xErZ)K<E!g<hI3x1;N0(VeKOJZO{2Yhy
zW9HiJ4>lK_<)cOOBqLQTwbV6K6lhGRbUHum)~VUVB;Imm|F&y@BnaS8Eg$8V#A80m
ze^*PX`M{_^p9q0FV6R@-P;_$bwrVFVKALd3?BQ2`!M7$MOi;?hJR?_3?N8Ln3xa>z
zWnBiUl;mVK1WN@C5(r(3pZ`<a((<3x`^l9t@or}r=;$=yAdo2LQ1|3!z*}{Z`6qCs
z<Cy9`@*kFBp{9X>3OEVJ$Hq)by@1Z+?ChKYq{%KYFxKCCV0z-1kN2=2>A)@s3?}tM
zY#!rLS*E~Zp>4s|0Z{vk-nVu(5<gw4UPdt3{JZ}^V54x7S>{E$6TpqKkiHMF1j?T|
z-7XP}aHw|xA%rBX(=Nw&K)I^rXniogSKqFSPRHN|!m?f%tc;P`-!yp>aR^$J@wDhB
z953Vrp;pLe|EWM^KudWp;*m-rb^9r@5dy^Z%T@=HtF3}~;G}6m2gzx|myB=?g^zoq
z1Xq6#VjsjT0ZF%A*A<#8LSqE%-Ik%srOyn_&o6lh3-}B6;km2^Z8<{sk1-zp+gR$h
zcH-lQ4_hI5fB4{k)=-~M`_IA?D$WT;$GmlqsFS={LF4*kP}{-|ohTYp0?>QBU^e5g
zW8|gXx-jtN9v43ki0T>8K>Ylvmlt4*pQoj#%Zp!nsOSEn6Uj+KBKe~8;?Iu^h)iXc
zcvV^b$$v<|qj6v9gyX(lb9x>QJXf+kcq$ceW@_YBU7a)3*H?z=Kt|cyGVsE>lpTLy
zW|pP2p65ww4}Fnoi|i4lBTD(C|Ax&Oygqh(KN(zx7$j>C0mq07J#CF%5YY}{jHrD&
z-(M6cwLQ(j2#WJ#5n3o{5wiU)1^}=WK=}j!2vE+jo7b>H#))=yz`CF-kj?uREHP4$
zt=4@CDf7M=$ZrPpa`_fCJ!KoOy`}%D7bzD;*mT9<R~?C6mMr@4fqXk&cL~DGBQeWF
z)CUL9iWr>ItgT}x&-FFM3948u%MSK;;-&if`j|jaKMn~0yCsGwc2Ut7wtmWZQM-GU
z7rQm}^sJzEl|NS>-Odjg`fuN;rE|d%Ki<rpEcB91`oV(PwEyM&vO0Uf6rpup+l2d0
zLxZl_&w=xopL#tgvC_s&LD7Tk!-pv&VWKz-y?b}>K8B9ht52bj`%;M}tKQroJ!r@D
zb5P*og7T>d|JR}=cTC@pLS=O-QNr!RfJjxV%lBBPeA%jRG&)Hv+2vtGm{r6Z`7X4K
z{$jT1@iSMSNo|eO-m)PnTb5Sedk5rTsiuYogsE&X+w;B?+nSM;71Der&Pd&zTw5)%
zP7>p|p}Kf!eSQ5c`b073cPN6{I{)K12RQ=L(<pJBAxs*2x7t;PJuX-pOPX{ts*<vd
z;&f~bLNvBjQsW-!57J!?WJTR-wQ0xb9l;3L;jUl0crg{Y{vd+W_ANt%_#N__`2NJ~
z*OtjZh502PqRD{DesOO5$<}wqQj_gz)-e5IdUwrzImO+PG>aRmhgzfB%HLiuBa1!o
zd%@vb@a0bklq}1X+O@y-C$i8(+R?Ws<L&D4$>4;~{`E_Dg}<5XPbcH|+cq{lgZAGj
zjZaWXKZ!eH=tj7+wH3_$Js}~1zGce^e*0DnuUL{smtZr>hC*mfXtNq<i#n-h1LI=g
ztaAc=d1ds5Si+aKC2^}GDx?uX^L+(Ip{79AGsZbS)MJHaIU3?G(Er*n{T+zaZ&<zX
z8XBequ?!Q{L7rLH+KnJM?w%tmkB`7F5;$(O0xCdGN@<nb<FGYa8_UJ9J6_j51ZC>e
z@JgmPW%l(bgZCgpxjJ_(4Fs%)!N<EvY)^e>hVQ=U<qQ*3<Pj1&bv6Dp>zU^Afwo7U
zlh&gAd{5iVxIb-4zOEee5aM5aH|erp*3%A+mh$f|YNhV*K5XwFu_dY&htb3<oW~T4
zz!guR2y@Y%+4Vv5xnY5-#g|5(@=CBysop@HJeH~#?PALrV?7*7>d31~t(f9&f5eS&
zwIR+r*c%Z0qr@r{eJW!KHIV%8B4(zgm4%AVG-w89(Tw*63&u6r(?k8(c00cZtm!%}
z+WNq|`vTAe#hw|YJ*yll&%ex{hx=V*Kj_jIY+$=6JeI^XQQhn_#eOe)8ZTx{=Dt+5
zaUAvs5=BKtn7RXP44eR(b(6ilb08(_R9aRLm_BT60a@D&soTB~OmpUp<>uyCMB5id
zFHKF&b3e|k2xDQ7I>E|nyNPsOLZ$J&N=wa8P_HghfPoFd_7d?buo@YU969nV4=K7t
zs_#nTc`|We`d+|^Zh0m)yf~Oipg80q6XcQ^PC?-ud`#0IVk3MYH95#<-*z~mBM(xL
z3IOE6^zr}Ce<kre@Vt)@5zV~Od0?qm3MV*6*cu@KFJnaDJNZfA^l_3BCWuM*w#Nxu
zTfkwiZe<RO=A&f29*eZn>lIr>4X8pIN$~J{;u?h}gls62#z6B4@`5Th?_h-z5dUfd
zf;PCa6A-A#fe=9n0Lg9)#&W3I>l6zMr41oL9N0Jze+B$5F9-_0hWf8*z?gT^5v1IQ
zUN-^)+B;fWvIv#C+$Vu(vt42-$o3&@Jkt~eosc>rB&a=leSdST*m2@E5W_j3e<V)K
z;T&wGUGNI0@`C3-tm^4hLb~J6c^i4HLCrYo6{I@cYh32;Z7+YLPURzz0d(9yzu3bs
z`j>JKKRf|}Gu*C_&xb^R<nv*@4e|g1;s5{gSJ=H)d>9_*G*lm(e2IKvC3!Wu{F@K`
F{~!7Tb(R1C

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/pied_wagtail_synthesised.csv b/modelling/data/abingdon-all/resident/pied_wagtail_synthesised.csv
new file mode 100644
index 0000000..cbcbd72
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/pied_wagtail_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,15,0.6419862000000001,16.879334844379006
+2,15,0.3612995,9.499417961954185
+3,12,0.3788438,9.960699083433493
+4,14,0.5927701,15.585327229208394
+5,18,0.6091801,16.0167849222184
+6,5,0.41660430000000004,10.953511893726258
+7,3,0.2244618,5.901631346549242
+8,2,0.08973165000000001,2.359257202862961
+9,5,0.12822212,3.3712626500945753
+10,3,0.1942089,5.106211088117654
+11,15,0.2297139,6.039721471440031
+12,7,0.3263817,8.581346454764377
diff --git a/modelling/data/abingdon-all/resident/pied_wagtail_synthesised.png b/modelling/data/abingdon-all/resident/pied_wagtail_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..39238cfda54063aec22ea57c6fbd7f0f425cec0b
GIT binary patch
literal 86583
zcmdRWWmwbg`!^zr7@(+>gpxA4r9q^-d#DVQmKf3q7D~5(gp%8U$>;_H7&W9D6%g5I
z7%}R(@c#Yo|NqVN?s@a<I6OSi)%SZ{*Li;G<c)!z`la(s=gG*(E@^7qGa@59qeezX
zzH;s?_?L%>ZddS^jE|~?kFkfN&(jB94rICye4e;^__#Vfyy@%U<?ZC*E+!}<EO>|i
z=3^h9C*CqbLT>*)L(s$Pkx;8OycfI+)e{X%Z!$7^+LJ%09%c6%k)0wV)4Zo_;`e@O
z>WrW9BYMiU(8hcL0R!f@_0=`eBKJQ<Qwh_<HhO}E?YpIZuiVfXV-RN3VYtX(kn?TI
zx<Pf^C^ZP@KM?3`+;8+|;W#i$u1A-{V@229OTRZTCL0SA4U72iqvQ2%eE`|Le;>VV
zEw``y_p!%(R_)Ed&s-1|*82B(3a`Tq+5h|4kiHm2``;JE;~v~k`tOS(f~ZgD{`;ai
zZw3ag|GtPl`^*1-A7$e>(-ge6xoONJt#7jmb6fxQjTHFR_#&g|z33e*PxcF*C-X8X
zaL!mhLia!osd5qD{#3p6NQYRl(^UOV_(8bU>PEHbF$X)l*vYLe>h$vVUjO-;?bpXh
z!Mm=m{GUI6zI^@qOKKLGA1T)Etshk*YkaZ1w6wHO26UwmBTyKO^X}cdeHBi|TT5eC
z6S;Licc+QPCnWqbvsMYG^!gP`o`t(=7rKHUL>Q9-ReJZ?1>TvGIJ3(HtSVZP&7p4;
zk9JQ_{}{0g9m<|bmvHH9n5JY4%CSQ?+_Zb};6ngSCy~{E?n+I1!_Isqe^?MZyO(}g
zDJ$8PEB*z|M<i{QHMToXl$whjd(u0)y1rDoO$;v1#wxZI8Ro9dr`mng%ajph5%T9r
z#J<>Hsi*O1+A9c2W4^4euFfGLVcMv0_3Bj-`?iZwY>H5pyt>H3tN<+>#(BCyy5Z%4
zMt`ZT?ANbfTP93*h&%+1;pAd5(Zu^j+tYDm?~1jpod=6P3};Gh?(C>f)xnALS9$b`
z*o@}H1Gil#{br-_-ez6tm(HK>A9?eBhvGRUjhd1Y+1s~oP1X!TbUuCCRdMlGZW}_G
z&u%Ra;1BvfsQh%^$U5Gc2_5oRcX%b`I%?qdbWi)<z2x>Nu(OdBt4;gV^fphzWd3+e
z)`%$V&0U4Jq-154Vl=AVr``sxHqwWMg}qY@RUmCIN7}c?c<LrjH6D=&0S5R4ZNb)!
z`K}=s18D5VQ(Tt(?$&_5h}WD3d`&lI=Nr9U5u4gd!=@hEZfYp_5G#`a=ORQw3ZJe{
zlVYDtYhhwynWaBwW6I0Ryyms!{cfX6cBTXMo121IT?qGj1IhQ4B?JXmicjea)QsjR
zpI(}2Ztm6zTviBw{#@jK3)yZsJ=9Ox&HJCLIXPseZz<%tj7<tq@WuW!E+eI;mVA}Y
zL;dK1rr^Nq!n=!w*@LavQrr3`JrW~Nz;%=pp@GX1a45Mx*e@I;BB2oK&6MT~L7P+c
zHE;IHPLh8eVe{wTD=X8_R@hyxo-wHRb%Uo#EsgZb@7NHZF81d`ya$JOVsh1Ek;NU6
zLQNL7W@ZT1WiP7t+GZkGu6!T+TTGHSc4uQz#n%xZb`E!DtaUf}bTL}<q=!F0zr^1!
zm6LtCVq(mbA@1~X#jYTAI)G4e$LEhhT6KJ}X<Fwv!kFj9>({6W3FpCc>+9=yuQW4r
zI!4@RnZ2oF^rT*Ry=ciQcvtn1kR!_s?Q7Sr{TMR0GaZu^oiY|ob-j*dPTaI_i{jnc
zTbXXOMyGL8zR1U#*jR?j2W%NsTC1q2e8)IwUyqn>@b|9W310i5e6SjNY|N;>F$v4m
zdw<993<A~3iqppb!Y(_=(Y7SH-tyPuP>X8eLpOXBU4}pe1a#%~Kd|tps^d4E=6+bW
z-Lwx{%unrX%!D~$iFxj}j*bN(wK}1xT@J{+1}HRS&%uW<tlLQK5Qr7;J#&FB$x^Y8
z;hOO96@Cw^Mps3uEv9NhkJL;t`ZcCwm$O`lRlC5Wt1h*hZ>)e;Tu@t2FJ@ej_DRal
zYaLwjPEdOc%h2Fjt@nZ%@>JwO&c=6jHUy#L&fHO6_bUpyJok^q1dPV3cd(CLf%5F^
zchAVrslN+csinkXvGWR{*n+z4ahD<Q;c4}!Q}ERDRVJozXy|pPCX+g+w++28*$x-&
zs&AhjeE9^!(xTw|+Y=tB;OqwUTmXhfPfH6U&05=B-Z+gM?=GyVu~^;&r^#KyUMaA-
zt4d+vy|+oD##m?yH$ge1yRXB4Ht<VL7NkE&6T{CI@aNXyrm~(_$i^Jj!F|6UXIaXF
z7GaER@WqdyV^O7bo%v}<B7W%0-a<CIx9d&?V)ptN6yw%(L~<dH$1Si=s7?=HXtE?+
zQb?@`e#}hL$UB%{XI;{dV%J1z@86?b!s+qx4>pNNhp<k2ETP>mExw_E(`CXhdz_%u
zCa^DyIL*I$$zQR`eadR+tir?sB91M<AzLt;h&hfAZVdA6upbX#b6FJ<7%=TrNh)P@
znN$nhS@{Oa%1~^O+eDQq!JJinyAm_Q=fT!~7F3iW80dM(9F^D9X$Oag^F>(k2cKV@
zpW+r18@R^Eh;SEk9=we@UY@Eqw-qe(Xg)M+hTgmPf|s9P=h$v}yi)hgn>UXpck18-
zoxg{c{_^FVl*5CAt**9Mw$Qd^P$zU}+oA{19EG5wTTPXE%rq5%;`rWk!n;>m{V=pM
ziMQbBa38e^3KnTr(5j+i3!Dp7*YoGkb=zavguJKZ_U01t0iZ_+U#F+HK3qjNABn1}
zs}p9a&Yu^3`T8}X%WEb(^r*IHKN;>|BZLuj$aKbS)~_}V9P>=%d_?XyWCh@PQE+Ik
z+NEHdam`^nRTf!ao#v_BSOsTfvC}{SVxr1v;CB?!W3W)44c?gH(KLqN09^#pH50P$
zb|{0%jKXO`uV#mk5JSr=V6zw>l88h?M^%Eu@?iNR{lhwpLIvS)6Q@WD?g~_eJ{>=1
zl5mE}Jo)jgXMJ^|8V4F44@yK;Rn@X&$J(Qj7&YMlgS`Vc%@Ho^ugk<{KCEoHdd0F?
z?d8jt1wX&Mww5oA;^5@`iWjwRBH{T^1g!t8!rkF^w$OtIn^l_&xazu+;xB!D2Jof_
zUtSg96!wcJ+kFQKxLu|sxLNvAeMRs)U+8dSRrX*?=-xcNvAcVz)7OYAr2T;!bllDu
zSc=}7V@5H@q}oev%emUCd{OA04fn#5&3<&P^7FHZ;Ii)yskV-9-@N&b=2(bcy|fpq
z%4)|CZ5VZCgAl&fK<9$1eHQz@+K&k6=5+iJst~O{OVHTP-(ZAARy866it?wL8r(Mf
zRA?4sJ=cD;inY1B%n0r;w?3!LUS|~-v<q7QR?yJUAm+}8E(15tt~o1+K8}bAcJF-j
z&~o+gZIFK7HlI-ARzKr$^RKsjgU3yKzi(7#CvKLNl|8aqZ9YCKAGb?^W{(G|H5oJP
z*kf!Ly3>q*@3Q*+IE8}4CTTiJNjss7J7qzI@gv1S+>g<Uvo4l;pn#BwmGHvG*Mvbt
zZs<&ZRbt5qYJG2v)MPw;91+nGbpjoc!qT_DH|2G;`l&{<$eJnM5xjl7Pe_XOD>n5A
zbfR>Cc?OR;4Y<OnrFXwmhjSX(`%L>UAdbI%`<7-_Z1I7zdM?Ku)VKn3sQ<U$%ERyx
z+d}sdP_YL9xN+0c*EdgHn45bSLR#d3*B%`AYYWNGR*knt%F#<}K2esf(bv{Crp)pp
zL!9BB2|Yd(9nmHXmkhzP{C-iPx&Ru;p$z6^sCMY0yKX|ezq2Ye6|%ofIyDW}p~Rh!
z&{5NSbg-!(+{ka&WOJq?sx`cmLJhUqz<H;TWo`<*A1SQi4ji8(^CNM=f$y0yD^-(o
zn23LA@-50yS{<R_%eDd5j|s@F(TbL$;>5P-8yO)7>*~fKAx)$i0IE!$*ant#c=MOA
zx8Ap3Q)g8Vr?akhAF^AZof{^102g@3SgjaLsz3zqZ{v?uUR^Y7Wgm;V+qO0Cf?jML
zmYVkag0I5KZAR7EgrD<X=pFJfH!;bpnxVG~@>Kg|k#wDTZ=*|SXr4CdU@lSLMEG6@
zVe`-T+yej2-v~B-t;A&rn#I3SKTFQC(Q#hVD}flaH=jxfgZPIs<mcrTb<H2Q9Y)Gg
zQoWOO>i>#AG_V}<KQt8=hRh}&w!UTyDOz=z^KWl&M;%LfOi%hOWIjbMpTIOCI655Y
z5wj921mPlsa0?>L&~kMI8d$QpkR4h@x}sWDD_2UfG4H!G_0%q(wftkO&?z3bdf%nd
z?-j0NqKBc{Df}XpE+cxOZmCDgt-HG$S&8t%<wx_I+94GQ&+6zV;imUZ0;ja^i}LXi
ziV1oODiu49J1bK|k7|5n$MidB+^jC|P6w{a&#uF)onm*E%5nJYjE(8W<*JF|@Z#i4
zQEx*INn;16Odl(9Vq?qi2HLJpH%{OKL<I%<c(WJUg2%dqnq9|hJadm&?ropSkaROb
z8w)&fI<V>QPM6TOD;%-$jy?*A-#`A78#{QUvu{&DR49G?X*VlyMWhixVtjpMlx~NG
zL$<^T9Aw*Q;yttvzYhpgQNRf|`glHYsjPkL^a~7T!1X&hzt?!BOKM2%`b|9y#~c|-
zoa(&R_KOl7S^>Y?r<&g;Jbzdl%}mBrE}_LX=#r)ikX<DyTLh&-P3qccK0eg9Rj1x|
zjTdp*DfeE`LmgjYkukA7>fne?@;^?1-yW%*OVBPB%vK1l%kpF=lvaFsO=InlXvQsU
zmAR1bfB+kD7^a_~`M7&7UMZa799IX=n2MD!nxFO{Wx^IdWGZ<K)<<9$noh@%{QQZ4
zg{4fcL6=UFr<s&+z)I}`p0ZmFRN@p;a|2tHqFh8_c8HbY{gLphd`%^zu3oWeDET$7
zJy4lEkWm=&Q&wwpfb$^Mg0Y*)QPA2<inCqpr|fHEDCk|~9WD3isgfQu+L}^51nj^(
zzU8qcnr$qViEYA6a_sZV3&i8DkRHph@8$7IxpYyYXFv6Bzq=kBgnc$lo`J#f^)LuG
z&&J4h1_kXIwwm44+CFqBF@Hp%HvgI%dq0_=VfIvYIP)OxgFKJ5;@~-|0_`8h3W`yy
z^i&Maj0whtdX@eYD0Gum=n|4bt+H5qFTS;gEdeJ|YqNbiT{Dpz(WUihmga_}&heEZ
zQNf0_yKvdP(ubUi!jBcVG^^@M($0+U7uAJ*-_S6y4jGN#k7s+QW&d~4E$jhThAi!_
z&yxHR*Ub%$wEKpG88ih95gBIbgQssuxxbe=1_0aYP~SQD4Ok#^KYpuADhR3Da3;6-
z06(i>QN$ak$U(#n`2e4^SnosP2&$RStoW1V$R^mTCZYL`IfK#z8a-v9M|<iLV}5I`
zlwA$SH{5HK4-fZOn@iG79~1t7Vqi`v6-SiaCe$I3q=pJNE(w`(4CcNNhGky5OY&-e
ziACE@iLpG6vcZQ*0nZ2{=xYD{3HN&4!$ZJcO?o=|i4x7Ajl!Y$$`n;-wh;j%j+o#f
zD7%h+IyFQDhvD<gaW~rCNJ{?(dT_Cl7y!D<zNx&vwP53xk!hk)R_Mcr4=bnb=D)A#
z;}1=f2K$m0IQK6j&iGaBJYPSAlq~=RSvq;Bz0jLUJdET6SoBt9ikk%5WeAyk#Ck*g
z@#VAB%zka~Jl5R7kCh`Xeb79?a#xx$`eN(q-qIa`iQw&}F_Ld;Fw_atSaEoN5qCY8
zlGU%p(QVW)S8Y*uTGD;eukAR$38qPYen}Irr(MzoU;@f&W<0Q-y&^blX)~{_K)@*5
zOkpCAyR57>e(-WKQx!(AlVpQ2HLek@z}f6Y39r1a@MIu7b%v`&+b4-kAcd^105bN0
zR1fMGs%yRy5!{PC8Znc%MpW{z8mgZ^cg~<v-7PvkA_5tE(iXig^bh`UJx)9wX#XW9
zQm{@#Q8@mzg_Bnf3xCQyxMu@2wDZquixVlBE0tag&~Dw1J+LFEzk8vSk>*FmvuL_L
zUU>zlxLdmPolM!jahzdi1V;IHP%L@ouwXM))9h5Ab16SkD8}+o7$2jQf?M0?m^B8n
z<O8>V03vLzOip!KGnZ4q;<kN)Qa6A?L2YhaEjMvILP9hEO}rdB=45z+ALJb(`(k!q
zivw54-+xZWqyS;!z@{D;)gQ|d9ab@d7GHu8DhEG3P-*m!Tql+`Hp8rKgNZ}C>+Ni~
zbFAjC!~^47KI0URi^;Y7|KvBcIk)Yo1O(ItWI4!FIw_e39Q1eJvu2A4P&5Gt{fgHF
zhUuc_Ci8ccIa>5IWSqvBM?dR@81_ghonO<KZOoT8M?x}7+IQ*Qv=S~WYQmPuBw2NO
z|L%6SS4L;U!rW`VlJy+<=?RDUk#f&WO<~KBjySdpFn<7wA1%4K#k1keN^KC7!d?4I
z6HUSON236^4gW!_?p^st=fuDneG!EWJw6KfG&X9XDT_X%61`B_ruJ|MX-ZmXE@>$`
zxZ}CMT%8LlFJ8JMR%bjQxy!AQu2RilBR3%mM_1eE={j_)=X`#A!a*N*wrralT7s%#
zXa8kH#NTqSCG7YnC3(*&QskYHS%H&3rOEg)r~Nm-%Mi-*USyognV>uBIwW<Rie+xl
z&5-PIEOZyR%rWJWKk>w}aB|WH-iRSDslwnoJ4^Xll#<Ba%F#%lOUij$vaWf*qG6qJ
z1R<$bt8b~^26v21nKCmq^@k=1+zu0_;?|(Nzj#iNu_VEehoy18$rX+$y)FGD`Tj|r
zLsAQJ<?vEg_Ul@OGhm>c#z>#vS<FwSy}AVOL5nTPKKk^u*OH$PVje3CThEoL!m}pE
zSpV(-`-?K2g#3n)#D;0D=IMF=E>a?#(-NL)>zg(n;x=B<%JOvbLGqC46<Xn>(yk4X
z#i#pWb)o*5TEDlyzPVb0Y1UGt^oPzz+g%`O-ZaWRGtGP$Qq)U8vqLsWUc)Y*KEkHD
zLM*a20RqYoxg4*QMB&8sj*mxRe=Lh}ZrtA7xBiBQ{T!YMA!u0Jc{vXkr;*|pdu3O@
z0^GL#D^kepPYA4;U-9UiKRRg#+MgBcX_r%yU4BLZwFyNU=DrGW&p(}OwKnih1VT{O
z<K^WYZ49g)a+?d$qO6#2&#bAr(*WugzFlRn_oij}c)(D2W4>Kv!Ut5a$M^86DifZY
z#ql?HezZPc2lN#6qauhh9;faW)t^5-%mCy*(mN3#p<d@^jLH||g**i04v(ftox9%#
z<s9W6=;gXB;=ch)?zv5gqW$DgS}ZgrQxEr48?W$|R_ZU1NqL&U8}H!o&{X`{ZAy2m
z-x;2DwXivCSZv8UHq1b^ji>N;PsW!t<VHiqk^r_lp<4&Lk-W^2_N@6}BeD+1DjzU<
z(a~HY=jP5%+YOIDr}QkV#T>iu%+>)N(P+#yp%r3W{qp@t0l#yYvA#Wj*(W$*_<Umu
zr!`h%IGZ_7@%Ug9vc|J2on}P>7z)vns>6tmdd(W3(RdabdI(S6<5m>bIGfaf<McMx
zQerr*JMJB)q^>$cvyvl<R`l?h3En}FB~c_P>@SI3XGqSeq)5+83V&ar^XTcA<BCRz
zc;9g9`@BJ|yLZW_0V$MNZiMWI?`<xa{|PpkLadv9a0uvZG7r%i#W+Ns@6<92UHoCc
zxVSZLx5s+_;=|4+{cYoo+1MpJ&T^CR7}}e|!>EH#R?{wJ#Zhj7@oY2|Q3hCO@=go|
zhAXEe+Hl%<{%_fh`O8KIl_OK;#h$KAo}W?^6`Rv;HlxJ7n{qUPD(UQJPgeOZk2^Si
z#I`2EoHZ|13EI{bo%W;((4>n}LrIwrU-J)i9>e4-%tJ3Qb+(QI3SZDWkxq_?))zg1
zWH7Q5)Gmyg!GdKr{hc@os^K}b=O)VRU!Q-At-5gO(vX<uvTj@M5Y=G88zxP<37}t<
zVALv`X@iP%$UbK>xbT@R5C!4<Y(SSyzQUjO%gD|wJpC6Cf=rBO`Bcas(iX+lm2ONY
z(K1>c8t~fPRJ2M8p*Ce~7C}wKufE1N9oeW((7TMSS9Q?PCv$}@1CYO%7LahsrmnY;
z0*^FK`S5X~vB9am?bsA{_8CtiS!GotI1Vxsf%$c-Tmr(7nHw-tQ_30VZaM)L1^|}E
z&W;H&uBveCU-NIoUOa;hO2u5wFIVhB1{No4$BiK6Ugc(0n=Nb~Y~tF1Mu2i=OFdez
z6s=4HC&23;l$&Vv!YY@3kKHc*c@XwuqT~6ys9A@|5~qs%W1h;^PUoAs@njh~J;T)9
z^Eor4#Yz|c9Fhp=CuapTZucn7wP+n_aYs<h=KX%?G`>5hq$e5(QK8<3v1GahYo(Nw
zXPaAcUeLe<=c^U>h5y;+q<ptgciD;~9g{AMRjy!u=1f#$NfSUi+>(Zz))0MD$<K%F
ztfbs~kO!0#XL+Yf>d5+@IrWQF_gv7yvxiQpSjq2rW;2sWI)N=VqmzoXLcm?GD0ato
z3=~+Va*w@9=Cb@?^~n_D=oTOBWqHcd{&^X)K`Lq@7zmjTP<<4KfU-($v{WKa*DXE3
zbo)#Ki{PAm(GZ8AE<Vew`Y2x<H89PwkyUAGH)wX>1YhXvAg)EJ=1|x8XSgJz=Qq4<
z<gSzGA@stwOLV4I;z*I?KnvZnNLQeMi#<Q#ki8nd74kNsBUR+Yph@277Q+=S@kqy|
zI62Kb9BSNO9eb2LL}OObi>}g0q_*DSYBi_&e9nGKE6uTRNVVeIsOG4jaNe0ZNw;xW
za++f#%rzyI%jk-^jps|5zQiak>6=5M{Q1U}B{$JJLL(S^R=`op9bJ>%4?dLS0-0di
z@rPCTO-v~Yg~6eUTeKIKO^3r!0{OB$sj6*-Lpg)gK5h;y+9@#<E-;o(mvvX&RHQb_
zg~zft=A#5xf}_2aX5`zZl+Fo9+NA+ZDWt9kxxo~7_-feSwjd#E`S5WNHLYLDh?D<5
zeHs$AYzOJeLMxibDaF(I#4k<tbM|p6x|+_zOU@j+4VfedS1(O;);AVFfQaYnrnn36
z>3DZV;&|nT;;ra!L1EitJZUpt$nGX3QT)8T5c<tu0l_UVNEeQ!IY-MpM4nZJk94kB
zBqo#~9Co`DtS|g>&PyqZTU@LPPu!6IW-%~W1Oz|QkvhJ1ysmMuT~O#kHT%B5Ta?4l
z&6LAbaX(=1w4ZRg2uMEQ4!eM24=N`xKh}8ld@xQdWHFVuzdzGbREo>*rZKvC?{|h5
z!ADc=l@C?QE84r%N}Q1@1u2?Js?H@-K=CFKxx`e%BWV4SpT!RQXmkut5=!g!vg>T?
zGD>uouk|abg$uNuruOH@D#Y`vAzoXV8OOX$NRI-_yV-)B-_J9R+=XU^19S*B9!ft9
zE0?Uk)@g=v)SQw5c|0KIS<a&dGMk1>_d7P@dWi`l`7GU<+o^+l{6aZPMGIU5^Z9D|
zQ4{Y>IcJkx2U6`qECo{O<%D#h)<&sD;krf~dR6si+WJ|!%*6`CL1TyoiY3R{xXNvB
z=J=@a$azfhkxQM4Ep5bg(6HfYx=l!JQBN)oW2ho6ED6!m*5<U)l-%+RMy8Fpz=0t6
z1Ky9y2`ejpPLZ597dFUr{d&*kl*JvR@w=?Jn&!BhQ4O(`OA50tN(IMS21-X-DIdgn
z;t7m|xXyj^QVwHS{x%{$i7f7{41gzxktuM<>Ko9tj2pT0EwxQY_lXOxnCv(<iWf_0
zhfq|s9bUYv=_6!c(I59Xt;wr7VX<J@dybOVzp=x&FC9BNUi~<&*C=tQ#sgiX&IWo=
zY(v$YKSTK;%#JG+>tZ0P%@(rzU^HV8KUDXo{=%M4(t-dw*eQ>DRoec!q<^e-j-3Mi
zyx4?B)oYv5!#j}uAUEy^*g0*n+f<jGPc`BDL>1<P1<{Jw-^sX8>k6E2NlHzLm;8qG
z?K~5pt_b|$!<mQA0%@18oHx%^(Vr#~xG^e2ZNtN9OUCn*JbRO$OpWWeLZIQ_9dv6)
z+HUWwSvHR!nL%@nW-Pa>9ZuTYQVVcjP0j#4QwsPb8tm>QUI?V~8WWQ<d@SM$hYnEC
z%Kh2Eb{<0S0GgT3&cQLX7ZGvJIGRaf>lkRj8D?mx?QggFYnLzIN7~j`@!q*((X7)8
zB(9xDa_&%Q)?z`1JEpEt&auR*Qs?OC$Sf6Dge~|gpz_Dm1&voYU5A>3MJOK%uJV{U
zDz3Jya!o@30n`kK25w=&r%%GD{e%U>^kP2CN8@mqZRcj<CMKqNe?|5%6vK)_isH0~
zQ`hS@<Y0k&dwYwi@IQU6KD%o_&nt$QnWb0>RY570m6gp>M^NUt3K%xQYgI^Ie(D-4
zYv~NomnG(*&6eek_yB-(Zg0xWw#S-}#5d;$13immkM#rmx_HIA<=H6`oKC<h&#q8z
z96m?NXOZ*k8?5%Q1G;qYJkhY+Q5OXttb@B`;BbC7W=Zh_!C<Gh%_b9BzYC7&ZS3Z^
z3%gI=F*Y>(&bYJpg+}quKBZeQcK_CizPt^j<0ZywK+Nq*N_lp28)KOyT_2Nx^aQDh
zVOb{)Ow(iBA)Dif?xUiHkwqZ*lvIT+HCMXXG=~HaoY(=sn?5#-6f``ILSMH$9^bxj
z@uGO}`ZxOd7(&{ktg<?{fdbtjBD!It^SpeMMT1`%NvFS*V^$<a6N;;<db3`h-*9N}
zKRZ%oYf4jDG0|mj(l*v6xL*U<<)5gX55*T|n=Gmfous9u3xLvX**H8eW?Vm&#A}S)
z+OtS^y*j(gt@qyIH(c>xO$9}0+UnPqL_ZxeHMg|Y&q8lcN5{rWH6CtH%$KeLQ*^}H
z?l#UkFqVczW^fBAO+}kP+B;&bo&td9s8OTIu47+|Rs956<7L2d7J!YAxy~@Y6MsRd
zp>GSgf#yzjhVh5zuEeA5+fJOzH?TX8rx0AAPit{Lzgu8f?KVLN^v&E(r3C&9C1J|`
zoU*!@2u^QZj2@@9#)@$PxwfP8;-cq<q7#XoF+0JOm#Ck=od%2aSsFETc%|W+0DGRq
zZT!pup9#C7=@_enP1ND7Z4^(7a|+a#TYu3>#y3S(4dLYLsiE%dq8rj^ONK>tR;XeV
z5|?<etnoUwPVBeF6ce0o+oH7-;rS93@#|f6NpQ%Rpr)o~K#BAt1);Py-l<xLaU`ry
zBL%9a_NucY9>6zN(JDZwIyrW3^#taz7Ri}AC2-=5J83!s5~A*4@1&enHaaf#QG+=p
ze3yFo^<1HZZGziv#)^bW9-OMoQ|*)oaKhG@voGgZN`fhu<>Ur5{-P<?FG(gZVULf{
z?2{>n;NTxKN=W0kwDt<d4kqb1ry=<nZLOph-p1)X#xkcIzJvv8%b6Ga?%ajh^!Mp%
zDUGJ53yl?En$si!E;-aP``Eyi_x`yKRqC?PKx;lB*eM|lf)>C|Chb(q#R3}`#V>`G
zL^}s-1~wnrC>Na9=B}-B=PWnIQ*<4915@7F&gwcwFmJy)Ni=RhaX-1+)-vUAWo$bv
zVV#$tyX~-%#=c7B?_pAKDjIfGOWg~bo)TOTr404<I%=h4GdcEdcl)J*iB0UMPH4Qn
z`T%j2-*O+L7>7GQcC0B`R3geR+G8uq<WS#1P*YHM2=0_gDh^F^cBk2}ZLv7tZWjC<
zb7WrERHU|FoWwMV!NuVMv3VnovhUp-pCu*5)y;2ADM8yYy>oC*F_t;mn3SKq*#r65
zCOuJ42R5GU)Pyo2w1c$MSl<Ry>P6qNX6z1+WeS{cUxs&&V+O7zWe<G3{q@8@MJ%ha
zAmP%%fo(0Npqy(lEwGTmtb+uMKjq#nWAY=TM{p3pC}pJv`<GViZ-hn*Kd5P7f<ZEm
z`G7=C!*lV7e&<o=%DZnOI?Dga)hKuXp*o--R(#J3HULsG8_Y&l4}W*3A(Ng<ju~nB
zcXWqq3)bEf(B_bIB2&M2FYC4OB6zEgN1DO7#=srqX(&SZHvCq8K}m^~=e>J#fq4aZ
zuw+C22tx?*C6_SrjAlL^dhlGOx~><{nG_sPB0KT8gaX0W)GS82IfC^|qC=d|m4OJ=
zud&?s<|+@8tf-s2qq}?X2BnsL0f<hB-PXD{*ZP;k{wLF;@S5@eMZAZne)m`8(7#cm
z2pf9sO|di`?$?uIW56PP6CO@p;XL%#<=<FQ5i@X^BBG<e0ml2lqnm-N9s+?F@puVM
z3a-4F_$KdJU&G^0zw>qZS5}Sf<kjlPz+b+e`v3l?iT-^F5B+4$EABrdZdc1{052%i
z{^3I#`D>y-{`d3#FK>dSuhK5m%VhSQ0iXQ;G|xokLnQmpMRufPVMaW5CN?&%#MH^t
z;1V|SmVYfQ6zZ+KIH9b6A5sP;CNDr!;}8?O3d-r4DR4LO=;8}rY~Wh416A5jo(O}M
zZdj<tLP0@M6L9C>pjNGlfw;6ZV{L8i8hqt4{|B*?Tc$rD2;Kz}k&&GIa&*)pH8%U-
z<rU-(Bd2<+6_*1Hl5;dPubZ1as?PA<zHJctJUslrH!iEf_HAUOsnQlOlbl0&_8S9;
z_*x&G|M}2&I@v%vihlbxTxfv&a}yJTuldOrO{|J+Zf<T0mG$`(H@;dcBaA<CiT>w4
zbVO<<a+MSm!QRqd@h@LXIDEgfV>1Q&%i90m0(#N2XXS1YA|r}qqV}c#S70sTeUzf=
ze^Y5-r~hAKX>-FM%n`<u9YhOc(0c&HT&AOY1;D`lgWYwDvWG8wCP2E2A|xbawAv$k
zpq+rF6M_~GPrRVI3a*;{_2ziX<A)E~p+W1aQH)||b<@QSJ)EVJ7eK(M1|(&^1Jv;1
z#fu!ZXr@2om3#%d8Lzs#bqb?1|Fg>7bb>ZTF$3AaKEFQ43{-5v+Bw?6V#}*QZ#_fW
zS&cmj8UfGK#^Ig`Z`hg<F!e41PqXm6T_{k(8HDeX85tXY2N4w;pYN(2Jw4w*?r0sP
zjqH2hOXGt~Op;XEb-`JsL!|ldy2C|N+!e!@4j$f9fAP_yOQz=IBjds7i$9UzMk3o5
zTs}`<y_0Dk5fP_UeHdih7$6~7^Mf1&XNv4Mfvd*=U>4~(RlxcckO-MTw2PaZoO}(B
zLf82;+?%s(kQ5$A+bJe5kD<(k;0gC1L7~vJk!(?ix98siIcM3AP*OceZJJkDXg}8x
zZ&B;Tb&@e6UbqgHNZQO@`AQbaLF_jttCDg&b}f6rqE76R$3f%i*<TqC$N$8fyCfRw
zc=gH^LsLb&pDEdB?nF)9WE>7>KJW*e#DF$9Q2!$U%)IL9>FEcsmL~vsxq!|KG74Ss
zXGLdf35DtHNjQOx`M58q)e_wdVk<;*-wG=O6OC7Y=CFxGJ0w_=j&(}6Sw-uYmMEj%
zJC6rC=F82vKs11OQfT)T>=tm@u_e~kAAw`wxAk4Us{smX=aY7pr$tIgPVun~5HPx>
zpa4zo24Z#A`5IO^zqKd=HaG};A;=FafahMkdi4>cAs8fG8K#4GY%@l(C0yuUQL`YO
zvpb0(Mby#L+bdYTvM4nZlp9_XA0HnP6QgEilt8irE?s9(DS(4jb-f_H;Q{x5@Zi>T
z=y7l|CpXvGyt6K#d#nRlujqIT<G<->6R?=?JSlpX*YMN*)^Jg_jE)=rZucuNc?EyQ
zKvbfg*Zvl0F%Ah>cH@1>-O`;wA!}v@Zm<vZ7v5x}n-8}$NPLz#ZHt>#Hi64PrG&+%
zluD2~`OrUJ-Eda|@f4&k6M)#xiCP95En%n4Mv}i40b)w+GF+?-@^L0J2|!J_|K-&s
zKd=xbrF^j*v4J35R&)<Sb+5DHxVV^KVq$C38>b3VOFipNYo9OFfb85AX69n8J^0F`
zr9&fN3#=%!lFuts^={L8;Z=9risIWDL>|6KKUHtvPEBlhMZ*>Y46)g!{gp33G{af&
zY#hu57=;^<FdYnYA+Q7B>j&2o(mOJQg{|)TvRk?Je`N0xvKLK0%1?zFE%4~3&%Jd6
zhht7G#^E<|F*sR-M?`f<3$S<gRZ@^`b4VkJFY^zsKs!|s(s8?e4X~t2(hN8W5rEBJ
z2Rbmib0z7=2MTen+mK7|B>ErS6BXqOG!ixC>VQ~g0<|>OdH4XNBCV#-gJQ}1iTnnO
z)|kiN*}F5OXzG2JKSxVV7m>erNS;k>DV{`kLzDO8tPpKvXgPN$T7F#(4TDx=s*ldB
zL2JsyQ6N%q0Rt<y?IZ$&^3=#N?hOSy@KMt3JHaIJlhlIiWQ}38a(Mn~!zMM5XB*2)
zJ=i^3TZ(>;Fpb4`QY+O>Mc<IpJABAqsmb-twtr=QgcV$<*ZVP4SJt#SUG3451TXas
zaKz$e<L;XU=qV@b+40ZV<>N+#%$86a_MMt-HY^}6WF88F5`n{nvuDpDd4IAC2=w4X
zPo$#rmz_EHP0}T>6#-OC1$pn9)nPDL(KIKhsCR*K)>{LRT50^^V!}PHu|g2~DKVu|
zr0UapW-6HY47TX1dn;@J#FZAJy1FhzIgfoDhkq@zZ(jqZ5o+-Wkhf3H3<9U7^%W0I
zqSXt=TtE?y60okyap+2c2s?9H7S8L=^K3{$CxQ?d*lR9X%0)+>=28t|6Ar|tQDmN|
z3>**J^xAu=9$u3Fba47^NG8Y5mw(ZLi{{QA(gL$AT)IT-wzF=qw;S>=TBz;vjc-Y#
z7|)w|>0`IEqbT;8m!ptu9Vg_4ubDo2lqzFt`YU(gqoc*1@ejA}j-Jk8rj}9|C`7Bi
z$v03l2ofBK_`(ZU;Sz?FJp=JItutm0R(l|qv<8AZKLK|(YE`j@;TxDox`GEwZTF-0
zQ<ab~_|eh+D&*W4NW`KRIK!;0ahj}l_!p%XWp^FkZ~ytOa-7ZS>J$cDt^!27T1Ke+
z{=A6xOd$~0=Y+85lUvY(tjP;}Cy<Uf&c{-dyr0@_QakAv+BQ}>ry%E9e~q3VwG$p?
zJFQ-|?XTt~Z?AYW@L}6yDg-?{Q3ag5QfJrqa{fm7L)sr6^6tukP$^OI?`{Fjqi{L~
zRLaTJ;RTTCt-RZ6ARQw$t#|dt4VO*HgbL0)x<WNkel8VLd_rdu93cd8AZkf*^(P=W
zg?Sm%s`O~DNjNq!X})@7$@xILW6M|f;lq#Vr9#Ta_L2mUQX_h%N>EdEYhA_zL&ywQ
z4amDBTXS*On}#c5Y7TFel*348G@V~{pcSl2s29&a#mVm!b!?rck;^ga2BJaz`4Wr8
z6*DNela9{ChO}x$Mg4F8v&^9Hk>9b+pYY76r5<VgFDAqeO{iiDD}JQuY*r=9Uw>R*
zR%3nP;&~aDfxHb3vE2EtRMf>@s;k`Zi41azigvnO9urk1R<HXTZ7GsPsNLkXxzo2p
zu?<P%?~M{o!apR~@}{MGC2*^G|L!iUD}mW-v77qm)i?SckH3SZ2U-%;(xo*oJ_M&3
z8H12Zp^J<w&~BS>+TkH+B{X(&^b|&+g=WF6>^5GO9w&vut9Yejc-&Hd{d!0oPaa8M
z3dN;};EP-hTU%~FOXf32+ClSTBFdhXsmc7n>S?}ZKRLp)TTX^Iw4a(aP3p{~45!@!
zRc^Y#@$t=JeKDy^rNyzSORchz5Jj$|(hnt`12-p(v3xSW@o|g4`zh~*$M;`pYG{cy
zOEf0W$bZhCU^)geH)8I&4%U*+gB<~r5-!LedG9OUg?&BqyEhYsQF5>mowwC6TLfA3
z2l@%?0Y`fas2{}?j`?(mL6PJIp-U-I6`mKF?-&e8ltjF`bi+#ixWBXRea8(?h<r{#
z_XYd-haAgZ0s`4!Uop?Vh3a0pcE2~M=yvVVb@{HW7&TC$FL45d&tIffc!MN`>R%vS
zI!rg;6PeF*5HlMB;d7H8>%esL1FA?@Lsn8_qC0-W4>;P#jK`_nUHvet+AaF{iT47t
z<p2_#G@7A3;HDy)0X{V<BVY7E>l#+`*k9#dgoe&_T)ECKV9TwPeotF6lfsbC>b0p0
zJ69OgI{E|WIqf+<1_lAAhP-7RF)=Zmg{ElZv_<HPlkc4ih20ihdYD=1DG4ykM|apc
zDJp<hq_ffBN59Dh6f7hJd_Sb#?+T}ZHQ<e)tUjuV4ut?Is{@N|ZQPkgg}=+kif^5W
ze0C}OH6ZX12XOdF2mq~|{{DS2MzOrSyu>{_BO_8ZlFoAI>?JCyRsda0FDf%hu8x&2
zM71YBTR9PF^A|#}T&YEi+q4Y_KxpdyqlR{xtSLi=K_v9^B^STvs^e;6lFr8Me?OUA
zIP*SVdaE3#-~ykbQ9Lk^2w~s2{$7iw=-0QCoGqxrPk>PT3q(1MWTkJx)g4~*=27#W
zpf)|vGOBh_Z$1fP2!LploM4wd5^?k4S<>ve3$P?BaSxJ~c7i4FNk^mhu|I(Xrha^M
zX!?{0VzLiFz!M*E5-xUr2kR23p8SZ>r=(#mE{NA|C!P>m-mL^DWPCRcFwtKzvMa#d
zmmd;`Q)OwbnKCJ19cU?r<PO%pIA5eaSnB)m9Dh?NIzDe0!3otI;7I$7cE~V$C8xN^
zBoy`l`y=Tlf<oKPf3rsl<io<Vjp$AB(ORF(+XU_7T8bvkob#MdJ)$DZemd<B`N5xm
zUgqgaacQ+<57Q*Tt;iRr;)T}6qYTG9JB3uoHGOqH`=!~a10;vEQ_cH>TJp&o{sRC7
zvVU;iJPGtz<ajP--~>dp?>)h?^3S*}PU7v_E;f*bD%woR(q-%8qx){QU$^H00E}+K
zpBDts_AG}h0%|8&6zyJLx=}z1*HD3BN0aI@z*fkGJmpbVr?P1x4qH1&KJf?n9n)b4
zke8^l1<F!gCWS^c3xSL7W={-ft`SCkp(o=t=!poyW!ku8r%fx`WRYAV2woXkqG(-{
zf8<T7{kljazZI9YY<a!yq9Ij+)~7+b+MuI@y<M;+zk_hD>r|cT8Ck9l%W8L9IiTtL
zfy{cbJI6?3cOTd{s0Gpq0D0FT)O_#}kD%Q<ub7C1h0`b4DbA&4ZFIjA`GPE;0wU&+
zkWN2LvmeK0+YF8xK9yG!E9Ams!f0hq!qg21)>Tx9SO39l4F3;3&-{AG<N571pMi<%
zk+bMW`(U|1r$<5Aeq`EJENul}3geSKN}t1b{7XEK*L($;1*n?r{$=(n7~8zwTo}V!
zVAN(-s(8cm9e+RAPQO+>>CIfYdH%{3+9D=KtsZxC{cL)x5*>X!X88j6<U}6#)L&XF
zo6L;bK!Dw%T@ybm&v&<f8jQNQypBH6BV4s{f-O_!!+7QIZQmdGIoX)s8#&j;vQX8Q
zZ2NJ&Hv!gd1GhK~-H#V@2|uAH-!#^Y73}6g#p-JCg~)?b;(s=+LDXU8EVEp4u6|-D
z0lxyd?L1iNnHQqqdCUu!1sjE({Uh?>iC+|9gGVLrm)+mI61;cx)9uPk@iyZKVO;pG
zVz#dg4KGi3n8|;h{?}fLuyNe{;3Ky=VHWIfkijtNtH+ly5?y-bMT*EzlGnqHv3mSJ
zV_C^B|0)JvZ;Bi4P7-^p=IGOJK)&63@uQNj?n`sA*%sNajG=xUdhBUG?=0uvk68Ws
zcRH)~>tMFz1AVI$nbif#22Y2ba^KGqXVvl}PcH3*j{Wr<@99ZNt&{!cVi`>JVCz4B
zdgAMQqHkNvpY7bVj&6Y`qagbL9v$`nd2*#Jv7(c1Xv@{?!p<cZ>kkuE$QxnlAHwhr
z;`w%|UY!sA`yKunMw8YB>~LjQhH7k2)ma+Cf6fCsbvo?S^?faNqWbKe%&e0)k63#4
z&o!nmgiO43Qx_%9n+vYK0*jVh7rSdQ%=lNR`G`M>-9<#ae|XgPW!GyyB-sD%@o$Fd
zvXJ~$o~BwZ;X1*+Yj5A``rhF9dwqM<e+7k(pGJBx`;Ey<B(H@wiS>>%%P1easq}js
zEi?L=xNg3$F}W!h|Fbl2|5-_9WKI#o)6jalwAz=>(sFmmJnUFr$F)3zOxgKq+>{ZI
z8ce;qlU*@k@z1S!`i}@mP3+8`D3cuPmp|GQvF&5$Zm`;MDi%xsXEA`Bc<S#s-JEb_
zHQSfh$1C4c(SOD$QhhvZmiH_1I@#SPvrFtARe)tgvB=VaYNQ4fAm<_EOK>oLf|y^s
z>}tdFtu3FLjBk<jUvM~@tK2%z>YucWEKgMHM>}=I-J-5N2BI2j|EW5L1?GyeW$wuw
zd5-#L<)}TyIp}G+p=hD%Qu;6+p%qx_evA}_+725|&Dk-_b|n?8GS7R3v;6*yyT6Qn
zBtH1vtPK^hTXD<^Avs-Sk-4_{yGO;u<QlLZ*rOOk$R9j-fXCFY)Lj7aW;m(FvG+ZK
zTvuOVFK>V?qsZrpWr*+-lP6;nXX^gWD9#1v86Pyxlzv$+4yt6P{S*5X{YEAF{(cbg
zF*D06l7z|=@h{Amb+r`UY|2V}>Iw!2(!V5}`To(h`%_X%o?*n}ZGLjP=5t#$bPUog
z=gz-GadC4aTkH)CE<56~qP2w@2l2=1G0d&zcEK<I{CS)j{XKDOWy<<YJXgySA5dx{
z!o!WwaJH{R1Id5(#mcm8#Ra}?=8@FG=#>|~m-sIw0*g~TKoS)_Bgr~^L-_A~^GV71
zV?O)ru&c8vhC=)5BXXzuXN2Em$`1r>^AoN(i>5vKcHR8_m21~8F^RW4r&0KmQ0D&;
zj5p+fc=s9?AW&Y!%ai0IDr0w&Pxkr}<N?mJVSR@>c<*!RB~SQjfv;Vc8C-4b8Q4oj
zK?%H8P=i5@(&`@%QqkWB2Th28kk?(W3xPseLCDgCY;BNNdsh7~u4S{pNiQ%Tiej~r
zyI=taAc*b>FbYbh;OEbu_yDgP9BCLi&tLc8M~K2Kqv|0&FSh*5JD%j#Q@%HVixm+U
zciCrUk}*4Y+cFKu!Nqk3bkM@{jxT}A0rng6h0>xYLv|uXOooI@!HOMuTLKGd?F-Gx
z1m2?(5lHI-m@{EIO-X$ZK!G89AQ)T&g25LM83}Bg#S$O&q~~if19yb*^iQ91N&C{$
zl4$k-z!2!FeAn#VUBBdI>!FdCa@8>`Cq?wGLkkEj(@9M}ISm5l@Zs_Fwz>jKOUoKS
z)Q2{cH!cEYXcw^YEkX$JF8>S^#s&y<)YSsY5TBUn-S%$oXs&F@(DwnbG2Y4fW31FM
zO|XnA*D>1anGjhpkO_m^*6RDO`~s-5GC+W-+S^}3&Aiwm>_n6g<*zL*X@?xzBqSz!
zp2!>%*gC>kdErpq=C!}#XZ+Orj?Q-ZnNpQ9Yy-1({aGl(z_(l9rla9%Qmh*4&<F8T
zY|p{j;e)YC=x3v&D(&hUeiu=ozE0M9doGQRwX-W{uFtlkT9PS9u6w{H8=A3pubq!N
zF0m{>3wDWVSUG6RY$pl31TO6-U{c}%a0N+3wHW3%r%s<O+5}f+9E-@bs&;pSXVc~^
zkD%E?j`kj1WD?hya-XPjs{z{4Iv8Lby=a6D)>1OkI%nhe^CcvX1X7^)!Enj$O8sha
zsZiMMTD#g%s)iUKb)L-0wT><h6mkd%EEf}W!=H@UKFtg`+8Fg>+n59+6wd$@9mCfF
z^|A)cl9?*G0yz0+x>5E-RlI&b>E?RvLRO&Kk0&5v4>8~i>jTM4<jwaKOk8n$Kvn!G
zDk>&snq!oeK@t3#hON}OSL+#=GHd<@5+~4~`<+1hn=pg&VW#FQLJk9Le8(JiL7sUX
z#Dq`_j9{z^N&|+0{6IL<6O7Kb#-9kZ#L>IqLzoaQhC{%vQ9p7;?(-7t+W0u1xC9Aw
zy5W8UU9;a#vA<8Js<9z<u8dQIA8l$qC*KbQ&Fc{<@Y`r<-r!rONGCEQ>$iJ)LuK~r
z@C`Er0)fA`^76l~Ln@L_P*74gy{vQ4wG)jWBz>RJAtdO_xYo~Izm_(xuw8%T=dzvo
zsmtDwSaqS6^*`POKrmofRmZx@)sRQp!`QP7n-q+3E^N-0Oe+{FK5+UeW*Vv^jeUo@
z2`Ff$@9MPM`3n~kv#oW3NLT>2Mux)CuDvmk3K5?^_5F6M_Ly<s*xVEY5x(W9<NU(H
z3@|?X0BMR!;pO2`Z$9zm@gj3uzcW0nrhWst$TSsbT12x{+&d8!Tfyo|hwmR%Nx@JM
z@-F}})5B0;{ywjhla$<!T9<Gg?K?>Wkia4pA5{ksoh4R4VqgFeg{`g=1i#_}#OFs*
z4?sw^ASx<Ktc{ak$Uy*R_`Q-Dps`y_HRa^A0IQxh*s=->eBYcEd(d|ZfR;x%?&|6i
zn>v~14K*&%DXYtl=TJv>0i`Z)#dz}scrHMWWkIq)=lVJbH6aKmGfs~h%wdf{{rZl_
zoD7r^Zk$Zg%}9cAJBdt%U{cibIMCoLn;aTls9EJ6BY`pt1`;Hr=S2PatvdrsI(*~0
z9O@ZPbhQEw^%x6VZXEHX+Kpu2@%%V+42DlUhvAQ1<T-hGP&=uv&%uZq7GG8|5)Al=
zn*zPG{94Otvxy&|E}5s&Fo_p+dzv_BFXUM;{WbnN1Ql$n=r2@TVx$YATw~pJSw=42
zy3@xtm2R=3_+|h&cpVw@1*ZoxOqVORl9BQSKBZ{<U#;zuXt0GSJD0bK=ozr#yeES;
zdmxFr1>IdfGhbf!5Zfd~ODr&ST$}o$OwlKUTM|Ro1wLI{tNolA#syk8<d1e|f18%U
zG?TNQ!!(+J6#==R&tVBqI0G?`=i1cc7$D5=O#+<|!Z)BHdIpH-NDODRabKm^Y0>3I
zaqOQ&*Y=GQ1&@|O)U6rtO|xSVJTMu1k^cGf-Q=IVV_6BAyvExS{nu?Vyz`h?1(JqC
z%3H9!KyE(cEZ+c5JYGQpq>$QbJZB9U$2XIm4vvn7ZwaLJ3lJ(l&TS_!^5WDvEQ>eB
z0b8J7shOp&oR$Eolm2RLQ#+dLx6pRjBYyc|o-99d0AtL?GPiFsc7c!r@)bHMR#+hg
zR?@kd%>N5i_tmJ0PM3KQxUC*PYjmV6`qUgGx-p*eXZ~U(6So`G?>}#yNkK@eOpJVq
zK3&pmBTG&=aX<Z~(hB&LAx>X?fHwi~8pR0gZ5>4=46?qxJW&ETkC<Ktx<fqRmN7;f
zWn378T(^`Vvo<v1F<QwLFA>aJ52@ts5X~H;6VPxf&gI<^;vD4*yDxCl(hyWS6_Bbm
zvDHRQ@P>6`if!x7bbD53nvWU7WN*Q_9ppfY{cCTg><}Pp0s~z%8UlU&rC<<IE80A;
zN%WgtcsZ>w8iL42xKTz^kn+r2EYXxy!;#1)RtO#pi@X!DKYKEUXX>krf7yx1$x%Ag
z*Wxl6>Ce|5n(0^eyA^f-rava}0cu9srr|%;Hky*2fhf2>(2M}CHPu#gKeck;C~*F5
z_e<3qgBQQ?r9So6u>Ia2z;r{HE8Bz!a2$Z^8f0qt+gdkG@C;hRIqy@K#1Zn4G-tJh
zc;2+g{+k*u3Q0*xd3r{x<sjuI$)-;JqDo`f!Bp%=XTAQdv2-SZKoe2(XkDL*MA)<Q
z_EQGf@x;2E1WP`+9M^;)=9u$_u#{BwUHc>*8*EilU1owb<dh1+P&)J|2t{z3-3Mcj
zt}*(0C;Gt<LuJ4_t50PW7$&-8`rFMw8W}v)GB6DvHUj4(u<HVToP8{{N<*a(bA&#`
z)l4nvLaQ-QZcsNcu3U*0Rq^jDtm=oT&bd^$4Kzf#<=BRRp61+GI+e-wI;}`1@AlLF
zg`!$-k%Nu$XKRmh_LOd}oW1#xbwuDwd}@NyT<)eM``(M%(}-rawcn;whO(0+de|da
zRDt8~Tl4p*9})(iblL;7DQ)`rny^FYkbC{XGE%pY?cj1BPUerrqKK@Lk55JC`D8>>
zf5#(GTAklE_{h@tS7?N5(TXP(-*rmKm5@n5>^ktuOH8mrytA#U3U!2}^i~B+KzAqk
z^NQUZ$UNR#U^@W)4JlSjp*at7I6??Vy(&?&XqZ(UY`$~ZVZ7c4eGF3WgHB7MW$(lu
z#SHD{wI&S*A^9H#cH`sj|2#h0Q9J<dAW}0yhnT`|<=;eW0;W{#Cq@ZGgEao>!~Gq?
z)ZC2U?4_X~ZSsnQXg*GB^D2Z`!l{E!O|K_k1HYLvFy!NTJ5K%97kPSzU+~$`gS9Nx
zmS6N?tRv(cg{PGt4L<?K5^j4Lf9;^IRW$ie*5>#}eeL$(D}uV@p9Jhbm+=T_3-EAf
z|0S>ui4?q_krws!I|41C9!UGD^P4oHGo{GbMGD%!tNj8t1;Z|3hHiBYgPKW;oBftH
z_(-kHE-+wEyP}0z%j18h<1|tbW&T3vL5kDN_@D<>spfr)@O)6?PJJnlhjS1#_3q;D
zb(-M87(7yMwV%<pi#Dlc3Fwr3;#EM1#M@)?i@R`YGDRn|j+vZdX80O~tv;0+Fb@b}
zW~k($YI7OG=7X6>lid)Qt+ww5K<5!)N`4{g*j$pYN^axJXHY7JBtIpqmN=YCO|~Qm
zH1K@YE~R=KBBAH-Hf8S=Un);8MH7=tlLDwW(aY+h>vOma;(Ukz;YaU>l1v5azsyu7
zvV)}b)Vl@snX~oVxANoOl<Pc}G2<qIX?NW@jjQuZ^I^1|;sik4Otrr=$dyo+G<_83
z#H5}~C^er1vnp5Av-Uw|Yw$$aG+jLTr4%T93e&0z(-qB31FTlb<LIui)0D{Ogg21r
zEUm<-X?%j36|F|n&Eh1>zJd(dM7gTLp$b!LV~iD_7QQ@1!qk>Yfki%G&>gK>;<#LF
zS>C&wP4NhfAO)fb{(NWE5O_{wpXS=Q4NEMMPOiIB_ud?r*GA-%1u4xAK5_j^$g8YT
zQl<D9vNY{g*m|2x?!LbC;W}U_a-WM9mBhT`@Wpchq6FNxybJZPQ{Z<n>_;7IPN}5n
z3FH+xE~*K)aq9qjK(Z|SZq7BKm*jq6!m<&R$Cv=~W0I|R;anpEWNL9ncD|NH+Uu+1
z?+=ngO>!U<0@*j#y27AISCDjDc>1;YT)d-_(Tow(y|GSc(((qt|M)JWauZQY;Mr9t
zFF|J+Dt}n39s)!S$*2VNjZawxaSD=8_kQ`kcdudS39~_UIaoViDuUc~IZHe-c=@{I
zIJB(M<AhrAJwqi?v-#kMHqDPXbTh#(Z!vjdg}THy2j2k`Z^-tf?)ma$-8G;0TKcAm
z{)2MCO`^jgm)`#$w%$6ds;&JRrbB5&x&;*JZcs`Zq@+Q*yIZ8BK{}Og>2y;{N_T^F
zch@&JKEL;Q<2%>+>s&|I+H=i$$GFEB^Cqd!*ZBq2_w6{@;q)$s(Lmjw--)*;o#c9+
z8R|RT#Go0iKc`^h=%#_rXdSfP7_>S&{y}~1U}a)Cktv($n*H94jq?f!0DeKOCg3E1
z)Lv!U9~py0<n7x}+dhnEOu5gq8QJc%K6$XkYgCeYo^Be{RY*zXBCzJ(=Q(XA*sQ&G
zRm%GzL)u*w?UymuPa^11{Ula8x)ex-i+a8y2<N(g{fZVH{=PvQiU87Uy(eO+F&~vM
zo-WgCA>()1Rg4H-^<DcfHmkVvjt!57qR#8eA>R8{q7;@2wen={N;85mV02_n6gp8Q
zqKTs7*iKg>>NL5GSIGr(^u{_<IqT9)(aYuJ97Q?tgD^jP1ey#rH&UrPWp}ymQyX`y
zSFl<0i3q1g-cwIv`BRKGdoADShOtSYq5w-4rJv`kybxfFg4alndfZp-Qb=4p?lAso
zY`)1=eMhM_B1S+DRY=B8Sr-{}e%ovfrB<_*zdAer0)D0nr`#GR-DKiL7_hR?nkd)P
zLp1wI$}Ul8G2x@saLw_yEb|m`k_S5`_{MzxjaOag``25(0a_p5@lW1ujyKvMSOlf`
z?l5w}?kJDwa6JdzXB}o_qz`Vr?^6~h`k`a(EGgy_J&gn)l(xZohR24e3-{O@^{Rbc
zN<_$faY;)$MMG>0nlj@F5i}H(A@-}?WJdZIBCq{lCf@^8x}*;}=|p@{Ol%kLmx4e+
zvq?8PK_l~iTcp=9ri+lvD#_;#^rgh=I?nOEmtUEV*^G58A^{!XZt90Yz>|aoNjSH1
z$aT?^ed+VfX7>}7plsQ$L@O0{FO3T#)O%@VTGXXp$HgYs@*+|Cx)^6FLdb~t{JT$`
zINb@?xj0kt8`Ok3P;rpuQY{DSU#ay%qh0A_1a~XK0E9N<-bMji^=SRPF{k*mm*xIY
zW1vzk^RF-bm%haM<uwoFsuh(en1|Fj@2JfIUH-NZ4g1)0R6A)F&Aek7K^=F--dg@t
zklu9#7sT;(a>yhX^gv;^eMIwga%!_r>nb^Ixc7^b=9}66R7TEeff4+~l+@R%30_MJ
zhuPE;Vr!3lEt$!A%E^DMuC>|3guthZnqNx1PB_x{<+6|NO7F0qEgg*Pu^DvIGc05j
z4J`7Ppzo8KWCV#t{=WEMbg&+s+AyO=bLGn1!f<Y9ud*jS2zbVb{`AtH0&zIvUv0*!
z5)cxa=VM>fdRpUGG6M$L@A$b5UbckwSx>E^#@o?>pQPB>4cfW}*!yYmImqJFqVPxO
z<ANk)&q_lsKNzMfISzY(?Qv|)Ca%Ty42;hQvtD9P|02p(;cUbH_lM`gPU;Ls-^g$e
zCw97skItNL?OF`-WrLpaTfx+7tb`(zqM*qZ|6yBDnwrdfpSs_T%qJ<rFSMI$GT$xQ
z)I#@nnNk1iDMUc`p6k`qiu~B=dvm(BbKUt-B{9eje?CP*G%Ubm9q;2tg{(Rz6mQfP
z;mecp{tfyHWzG#i(9ly61))X@F#A+TSCI6NPJ21^V=;p5x$PowvE7qI^BoR{($20O
zZjfT!Zrda6=$0w{H-~=Ea*_8A<&W0cDvpkKfL}>PXSvYau>D6~Oa=Q7L2glK38qs^
zo<rT1JtNj~W7%)OM0XDq|6T7np_$gp^#F)g&-`4=LPgCK{boz$SDZZl2c@k7T&*IT
zF{dmI#Qe^_GYR>P8Ct4i7QhF>wM6R=&uFM-*PL`5^ce1JHNzohd4y_*H2{RFivJ8r
zn;SVKQ$K@NFJa0DL{9%K#WHIuD$GhNQ=$c(W*I%Q(QMYv-%Yj=Od#4W9$Dp>tT#9b
zfJFw&yZ|k4kR>HsQ0H0@3Hb1?<dDB-`Cw+{Ew?sMq(ZronAC56d$wpHmx`%}CE3L@
zZVwPi27mME$MWWVH66PJ1URb$x3|)KC~z;Cm|V6#fXQHgeJ1<<gSNlFQYB^~Dc|KA
zBkg0}5#~(8ffwT>x|k%ge^bD(!}|T3c23xnbVNRtohbnR_Go}pP$hucl~%9l5#knz
z@d`pjMlL=9m==^;8Y60c!#n**mRpeIS#8*MhDkX`e6N<02mr>26>UL!K<e_tOxW!l
zNjJYfHpF)k$(K+ftJweh(Q^4BLUPQVOCNkP1suSy1PsCzC}odVK!5~L_=VEtI(IcL
z+QHyl!2FRbkX2Bd8F!Zfg@GeS9lryd+#ZAFuLeamEi_6J%gp)0mESjr>It<dd(RD(
z6AA>f8aj2fIj!P7r+mTEnrjH2R1^Y87zKWBY;2eSoVGgpx?kmeU)OlDkx>M|PTaR$
zP|?v<Zv@p(`ZF`TdHHnVJ|`Fv;2FWDqK)o=HhC|tcc2SQV!)xuncVd<x8jbvj-^R1
zrSxAf=e`R3J>~VXV_X#aoM=Bk7!c@-MEto*7u50a@CtDo@Btfi)qIu)s2BD&i~u!J
zP#y5gd23mf>x%t9WB%#0G=Vw7T{A^1bEcx=zRh(%PDAH$qnBhvzPwp3EpDPNlE4y>
zvda=~<P7aB@}?Ve_zQ`%@BmYg7`kYRH(-!FCMA?wBg>)}mtexQ1$@p{w!cNg{x8<%
zhKm$FT6nDCZ-pNS5>Zw#7^TLgU^j7}{{C`z=@`~95#^>YruB=v7+vAnWJv;8;D;AB
zE@yt=ur|N&TVl|(R@E!5*e-h<m&u&jF^dkEx93QuwQ<Uet(tI=%62)nSdS+n*Mzo}
z257Y@6Yhl5(q^7cTM>g5p`xNEhtFP3qm@mGaP-%n@T8`4zz1V7`^l1;Ze}*uiV|YN
zPm^Vv7{0!P{fePs5fg*?ChN<sQjYF0kAIws8cCu@N-jwn<Nfq!@GY$0(XNe=a~s%d
zCTJ#1d)R7E>mW)BYNUr?RfnKXCK~hoXF6mKe)35Qi+K(zZayatcEeoSFZfG?y*J)h
zk(8yZSv5EK*5xRM9W?)8ZFWBgkKz5>r8QtFmjoJ6V;9oCU%0~76N#Rj<$<2THAg9o
zBUQZraTHV$g8tuAkMFbk{Mqt=?F3bR);mVYNtE_f^)nHDzY8x$7B2l6mlvYr@Bi_1
z*^V=)DI9#Q+QBh>o^j>;w3f7IEK!ea5<TL3$C8}pWQ2&3Sr(t372E_(ro&k@Sbp#x
z{UEZGS+-Xnd6s#DAa`TkVc?Y>UBawDGDOnBKXK8xw{&pO#rKa1y_)Jj{OgxkGhj3m
zu$!QzaG1jh3ky5*r2-OjGeB84=bN~JFd2kllxl!iLp}W30uqq$jDl%pLmyvE_7z>_
z(c%9Ln+^-kb(^rmN4Id}rj!4Tx=NBalH9+UX1F5>-<>Mw+Bp9Gg$kxAZxL0A0Voed
z9EE+ZdozK+e5hc_4CseQIX;qO3&Xy1TlBi`mRM568RA(O&jwk^1Du<B#|cfNgt3`$
z6x3h*>RsTt!r1JcvQlh0j?Fa?_*`j-xN!`5QDC{kV=0xl`w!RLD15J<%3+g&CK9ka
z`5tMXPJ1(WP&Nfrf=tcKT>fV#RhBj!5Y7<A^8x1-)aoSu{t4q%rh{bhZ=}an$_24z
zG2iJL=*p+{08AnVxA}O(r9`1(Y}#wTa=?rXcOS9?p+HU&M*MJruBh#&zw&?0Zfe}|
z=Tjv_|7N{6RDo;fk4l$lLW&viK>8QQ*8v-q&$#!iw9W$ng}Z={q8&(cD*)gYSa|@v
zvFepguQa0w3;$toAg~8vzoGHrV)OQX-|IRYjupH<ju%Y*8@nGd&;RmzoJaqmva(!R
zTmRmk(Hh@wp2V>s;eER(-0(L8IV+*B-x4Nwh5z9ypu_Wx81B7(#OJ|Ot8ZNN$mj8s
za!8Ii9<}a*6q@RR?RNZEe*Y)p3+3wOtb!PA+qMq8V)n*N=YL+C-Jkr2V}oP>ETpWw
zk-Iel+Ef<jZ562bT*s(_aKzaTBl1@x<j24EnK;N9H}jfcxS-xg>3{FGk;3yCvB_R%
z_)qrw)=7NDxuqjGF$fZI|6{xfk0c?p9lXB24z+585@o?mA5-9Fx9SpfEGj>hG#~(5
z3Ezp>Wlh)3<}?7Ozsch!GyOxu#%Bma@^>3OL-wtwCmdJ3(K~&6Rv}?EVE9KmC^55D
zxdTcC@K22G(F{>`y!~;GyTv@frH_CJXbIr<U4WwHS5WYBd|EeevIU$2v-w6&fcix~
znK#Xsug!l2b>ZXuBrPKozzy7+%BS$|46(+4(0#%vR|;!*@b()O)wA1O^7;^1_mme8
z8dnqcVv}P1>z?nAB?i|OM;I`+&#j+yF<(4`liw3<E&Pe{j``|!pZTm}Jmlz#AD=Qi
zds(s$=Nm2V$M%5e1Y?X^riE&9QO(KP4t5G#j}|xL|5q>o`2hvxv9OksG;GnrrN2wr
zS7;Ifiai0R#WN^>*BcS=y`_xfq(x2x@pTLA^uGf3?x?DVK8Mjpc{kDJOW8J?j2;kc
zVC7BlmyQ-)3T<}3+pD0E5f8)p_^6`ts-^4Qn_tTOP(~E0S=#V9n-o6ynoj<@?|jY2
zXLIHy+`}%%14`ralKFok<U0fXXHfR7yERM_k3E%iDzFrN5(0R}Sb$LaJ~`X83aGms
z*rkA&VX2?~^!8dCnZfgUw;*E6C#x~uOU$7i2~)H|Q}>&l0p&-+|2z{YI|NSqEOIiq
zOy40PUM}D5cz$<ZG3#=U7OueOsUYToJmq2XbxloFAP=lU2$W20=)bP(AA--;Qg#${
znQde*Q~v+aS@fjV$@m3SiUSN52F!Kx%CVBybu|IJt5~ipNCLd!(&=#sa-}&8q}>*q
z(|F)Fd8I}?>#u<g%I2uCXN8$(5k$b)$kWOCeSemj60DtrZ{gAg)6y?8iaQv;*s-zR
zSPeL5P4F*#jaKplZ8-vtaPh4-C;5l<mT>f>33BL64f`$Jd_63bUk;Et@FIRiG&A4D
zpYDS3KsmRjN6}rOa{fR!6AeG7!3bQoCT?Emk#>!knCcIvwP$(EQ+dpplMpf+lBw?>
zxtW;Qka=tT^2u)JtTDc%d?~7xgA?_i!MU|EM)jF^bw#Xu@rS%a69aa_N238r_Wq5?
z9J=v+lXCV;1mtV#mLDI|L8<)1qW3X6i9tgBhjD-x7wdx8i5zfzBLKFMKQyIYtCxxS
z_y_?QVF>U()vf3bRR6Cqsf1^=`h2NOL+T~ND~6dYlb5=X=2T}Lr8v}X0juQgvP$8L
zq(K>$>X$7RI}5^C1>@~lw`209{@oIOExx}GURMeY-4Ri2oqSo$>#7kE`^ome_-5Ef
z?)wjq%&V@!oI5(g|L9qeBsf85%?#z2H$z7U?`D7+(z(IuApXJpOj7ji+sjIOv5A7`
z1oJ%j1V<!TnsGbHAqAggX>rMto3LNeIgC}G6ST;Bx#+T39Hc21?Qf7}wYtQ8uR4MM
zZpa9$U<kuO{~YDVifw6jUTRm9@AP!}YePcbyAt&<OEnqHa9S`NNky7A%=#D3dz!fn
zPeH%i!9FOE%`DTIKLnTY5lF1+0dM?l<~t6-PoP3&aXZvM-I-L7tI&gZ@kWvhM*_PJ
z*-W2vc;=!{k%=%T`31DH+kW0F7tq-0#MQ9n(dxJoB!)H%f#pUfmw4Jj9dg`<w61QC
zCmodk{E$Q5yL_Ak1<hU;eH%>cpOPU>_~_hMU+?0I7%*Wy)7;nTB+eTspZ0x^7*|?p
z{+JHCH{7iCIXF4-P*G7$wQZVZ%M3ZpM_vH;G8|^e<@ZKiKzG-K0HXZiQUE5EfWX`<
z!wX*M>lkVIxJdmRjMdESj6Bdt82nM@P$bLzjfgeDFTd!)oQIrbUnmnjdl6y48|~dS
z9EfLa%)&CxnUWngBJGkQ23*mOa35}|ShjyV91KkPz2aoYM3!IAGT$STccc2Zh-J{6
zXwZ(}TvS3S8dQMGOPI=n9aEexl((%pG1u?`aft$!XUmC6&bzlzPs2LUy|u?XciSfc
zL4+Ms_0C81yOohoEk`D1u}PwbX{@s_=wqBXeDk_~{YqlS3`Mwql}uQ<O?|QvGFHkY
z`mYr1TBv65<`eu+!3OEK1Xbv=T++lJeOy{9hsaMPj=WLMiv_P{+d3ciG>ir$zOD<s
z?>c4}t?5%yLCK*@B_`D{_T7gYQHD{rkKgB7WPaB4W!tb^N*<lnN<_H&V61}#p;T$(
zPvpTu&SLud{uz!67ar`>JebLc5BrV@@~41=lq*QYZ{PZF4QxOjyucP7#vz#Jz~^~z
z=K>k73t7B{NZlunywEn82lw5qahc~U<z{Q$@~O1tLPUX@SBI4hZB579MhSEjQzJ+7
z(RU3?c04wB8f?=2{;dz`qd0q#&VGZ@6g6J*UY-%|?t>roXKh7-!+O)@g}Jx<$o_Mt
z76F^7Au19d{)8@(!=Tp$x&#6}&r08II8sigKCrNyvdXk7XI?|PNKhERmK~}t;VX_D
z=@g%t?_MrEJFH`(px21P{PUp*S={rN#7Z0X-jd^t4otPcWZLxWd$(t1f+c_c=o+RE
z1M-s{UpW>w<t_ccUtR3RA+j%8`J+(}zQk+rU%2gQ%KwBDv-2OmK~D0zvg)|iM^ray
zES0Bz65Q}`rL;$hugZU*xcbC>F1e*T(FsEOTUzWv@v@a%NK%Mg0)o=KxG0c*Kjx$V
zo4<&*kkNWuoPzBIR<e8GODHfVZy>T0o09wQ4WP!~7dYGtI0S-~*gRi<X=aP95?Hnr
zT%VpFf1a%3;A2A)Hs<rPJ8Q~nIlSS5mQ~Cx9A(9}+}N>1<KFkCSGyms>4)|#D7ODx
zf4jf;*&Hr;p0N9FJb#q^pDX!l6Z8@7w6bEW3^(`1*VdxhjH3&xhssYs)jFA3uL^UK
zxBXdz;vzR(9o+-yq~~sAD`~G<gQi7XQW~E1EspwCWKK0(48H%5xb9d7G%q&>(61D9
zJF42GlTFsj7`AMMtgxmJn!{^{;2_SUsX(DIt3m;T;Z}ELf4zNHX4_k`O=n!J*}6Ht
zY^fePC2gzs$vOYlz|-po1);kbE^SXIP7&&;l{(OnHY?eQjoak!Wu_HC>0*PLVW%V~
zV-G}au%MJ9LqV^!>0KT5(8lE0HPJ{g@%g>ZS0eF0c+PWx=g=c{|BE{-pflf}{VY{w
zLaWc#-~dXFh!nu!-9u`hUbyrO9<M$yW!ef?b1o*BI#aucZ7oP-=nI~Nw`>tuu^0)2
zc*Dyyz{}?YN-F3Ipg-L6OQt@ruM@Q$OHX_@C6(>i3R0_ZfkR!)PS-q)sb(!Z`T^rY
zDRWe)Wq8GrTpAxz6s7V;leUe9?j=XGW6|8!>3>9jS4^Nw6CAfj{&il*KsR8wW){*-
zEIv^;AYUE=W=7a&OAJ7pR)5jt>@nii*SJit^|hDv)|}$yoR`oI&*8yo)qg-CszpG8
zbC;Od%xe&_33@FlDz;!Y=0w3!^l{Rf3yZ+rB)VTI=he_%)g<MfQ-&r6#%UL{oe}u#
zjoYVMh0U_*)9270+*)C6j3jZ9XT0pz!w1znQBf_ngLBCYjRcZ18i=cTncmmUw~CJQ
z+7vIx%x72cd|eH<1~|Okw*yIsDq?cEXydaN(?v?x*H7}O^xHbrYKl_Fo{0YJ#_~>v
z&hx=PUbrC6L7<%}i4>gi`+)bOIotpjK2F6Ddvix7(&sqNw!a7$?lW5WW|;FveyOI#
zWwS4vkGs{`JC%3uNHD{y_$0HA;Xnhy>On{E^yH+fjJ<d3^l=*jZrf4!PpO27-iwk{
z7S2%DvjVW7R+*S2+J+irM+{iA$b_W*#sYxprOj5NJbeX4+n(X2vXc-?1~31v&{1WH
zqW?CJxV}`2ApZN4q@UWx7OV|w_`sr*Sh~Ut03IJ70|_C_UR`+n3E%1oE;k7K9A;za
zUv68_#-YY-ShapT)vh7gJP58U-|{c`L7|S>fAWsPeKpKa&(HnpF(h2Kte_EQ?_lPD
z@@EP!`yZ<mACMyjexQzOY{TMUr}yXawpK7EtbL1W`ptLabtQD$uvP%MUAo%C!nZ_S
zQlc5R#5{%ku53Q#q*#gOn=Mq58y}K>r|5J-=~IgZE$gm`!0x(pZbm?f;L2p~M&j~0
z*oHzfujyf)3z}-|3t*THA(qu{>GNeg%#R3q+s!uC8!O5rM)tf$b0;WJ>hgk6JiW9`
z;UmT&@GFbRJ}s_*{ny4E00?p}b1Y!TC&JjhU$%H3B<c9rQ$#z5%&TVEDxnLd#PZfr
z_rUs-)EBGx$@z{lU8ev-LGtyTz$>l&VYbvv$IwS?3g7d3eEM=d!D{ZsBisg#7q1mW
z%q1ozIru=0&T#9Tx_f|G!b$Aqb!|z&YY#5*`R?d#VVG2wh7A|WV-7^#))r=s1W#?`
zG4r+K#_v%NKd^5iO?Prx7waqeKT=(i)ufV5!WRo8Mq05j4`!mxHKQB_u^|G6k;?2R
zxiaW>EIF!=Z6<`zR$**F6nEQB>`#hwgFzJUWEl8=RhIPTeoE=IvORtMeWC1A=?kQ_
zPh;{m&amxf=0ZteDO-7!wFRl5q-^0b_Q{{mT+?TX?zFn<on&>pgkkEJjF+lT`u_!%
zx7tm`r^O_Fe>(i*c+E7Mf_6Hkz}8xoaMPB8_$hA{YV!9SWtO&=sJ_bmWc%FVszkL1
zP!8`bK*+tAV-m}FOH{|`IbS(<V?t3>@mlh;P8S>NUVeW9C1-g=)1c+b2&;SP6htJk
zkFoD*=37}2jFia=gtxqpbl`3vg@8&ma_Qs3e|`Q*NAIN5u%O&Rz$c=P_@AYH_Id%)
zK|W;=SrP{R!1XGzpC6(dmKIA+XE6@Nk6b17VT4miO{SDZ6s0IQprOd=7iX1hzA5};
z*kC79k1bys##imB_@m7!*TlB|BClZPg(?_Z?l<U!2)t2C;bke>a;3x49Vwg>&$tIz
z6L~+tni`ski6jDnDq2^8?K85VzJ~4@_CTri6=mqZ!~_0bTZ0ItqFAUfFHZ*u^Joqj
zL<0(j=*!PK19gsSYwet<X<Inqn?B8`UfnnMFQ3lQTPIFizPIaYC?(}$qDs`dCW`i*
z@e(TG8alv8#Mr1q4?dE6TM6-6X?@O9F6s@ozv(+guf0T2;fdH&2JOckKY56&RiE<U
zf!A;kM8RC1q<%~Us)7p}_B8HPJ}3F~g_|mSBN(|GMarr)-)PI8+C&N6&yG2GZ7U?{
zxXHvHMEz0Q=N$kcy8INrbz6a<FJK?}t!1MXPfu4BK(k`^H(?sNLfgN_?CEfkWl~pR
zN(dl(xt4083I9OA4?b-hbQe?vuv>0gI}BF~G%k~?jjwov)u8*U;!zX}jvAAe<Ki=n
z@xdsJ5B~3rnyeTW+T&;Ax|i?MF`mVL4GXbCIBo1Pel6JYgTS?4`mITiCll2REL**K
z_%{Dr9+#qXd^pD7&9Ep$??9~8;*&Ia1+X6>Wkp@V0%b20euXO);qWGve{ngZw!dj8
zEvlKg3*)2kZBs{K>J~w75%3zPBfQbnRxQ0beSW|=W35^>Gz=cUm%9fy;bW~KWXguM
z+Q^r|{7``oqTWs)bNJRL6X$m5uU*?f4o|~qUL<G1`{uK3Fh_96zwo;8>*EJMc2^Y?
zT7|B%glK{Eb#*~RF8?UKcT-pscRS5IvAS<*zAkc!mqPlU%PO)Hu=_djFN>1ljfvRv
zRTE;FsmrxY9m3-M^L;~QNv3cfXVX5tPwiZIHuCREuIJfWu_yQMO`8a9@Dl3ff<rgY
zDVDu!==V`>Q60mOs9*6yrw*4lC+xtGGQ>++HR{4$TPh>O@uEPwY;*kC8`yY$v#&dP
z!&Qae6K=N%eOKAU{sB_w4SK*|!2jL_9Mk>PLnQqZfxhF0C|KAxOoY8Lr`iH6o<AXT
zwLS<L^#yS<oo|su$&f6Pd<mXh^mTN+sfte43ehQ~iD-ldC$H$fsEg3F5Pz`aJz~BQ
z;4kL9uOq}?eCA9ox?9z`Qw#s`Mk@hVxN7k3ddZ~_o21o9>sbClz>rt39Cye(Tqa0K
z#i|`JYk&9b!qt!vtv-^%KiK)nbc!ND>oSGSutdb$V7HdNe;-_^f353AOdb>ys?*iO
z=_+5m#k<e)BKFM|YvvuluifUki<ITsWHJ~3als~R2&_L}K_C&<8A%K3Cf?P9-Mt;H
z^jc79UF0Npw`H6&AD=!c4CDVMclRzaJkV;>UT`R@7;<SewDE36{i@IqnoAdcJw6ar
z8LAp)iZDW%W5ntgk&Nv9x=e`=eP^rJF5}A|DM}KqyxwsAFsSuDSnR8l0WyO#WAiDe
zJvvmLWaIr_+0|iLTK(nGgf-fq{<YLPY+v!3qE_~NUAFu1T`hmTlGyJQh9NkMg-reS
zCEwo5SQ(*&=EsIXd*iFom9_d2O6ZS<zC+mVZBFs=aqwV==tiArrU~b8t^op4O{h|z
zL&NPNC4WzrV%98Y!rHIobw3nUv!+{z4Usv{>KaIGEh#Iqq=GR!k2IOh<XZ~&24jsp
z>832+R3n4FXV-sY=igWHaURYYr!RL&*zf0S2piQj$?Byg-O$MAkUDNXg6VV1^~at5
zjHOIFiozuQJ7YtM><&+`ak__a+?iZ*>6)T7sa(@$iPT*})%sXjSqC(#j#m8R4^jrn
z=Z$RI$6hS(M(rWat^sk3(g&;dn=senHO63eySx12!*MxpEWGs;T28U?_u6O-UcHrb
z7B7cBMvtl&IdS?f-JJ0xB<Gu&w>UbJP>Eha9Mn0P+@AB!`brWUW343m-}wpz&rCwL
zwhbN^PNjWe<@#!Z)!_2@df+9>6Uhhs2PJn<(pOfPJV>2d=pH%Pi0ywi@IJO0`CK>+
z)5n&|qWZ<COirkU)P~UN3eRq(&1vp%n%-zNh4?p?``1!oSV^uA3BmHtJuE^Rwa8(0
z`P+R_;oE*pa^JPto);0c6wqE)o!4AD#Odh470xyQFf61ypJumWtT)Qif~jkQg&qxF
zQzO;}=xpqIrb2eXK=Ih?2$x}F`g5Ul+pwfWO;-*q<7wYSep>tGpc-Xdo6_+M@xWH$
zL5&3da3rEGUT*@+IEBBthzWi(KQPW%?L{2(qXOs;+!D2-wYAmLF<C(GOlA@aB{Ups
z(8l%98*-F|=K60Y)puTB=}nSL*u04u?UFRY1RcT#&`UNUNapK~!LHnJjxuYddOg84
zEs;>uH8>;p>n7y#dP>4<?zFmrnRZh@I_c>l54)dIqZVI)g`WNP=(xVD<n=aXW1WSc
z>C^Hm?H@Pf`Zot<Bv8FlOy90>MnpE@`iLSG^zjFvT~nl<nv;3KUXJB!&AT1Tild4T
zO6;qt&pkG6!$61f8BDvk6QxR%LfO@+`7_&;92^0D@fV-5Pp2GiyT<jJc{}RQtRFm`
z<CueA3;9B0BeF#xGQTs4igP;A_^*!-3m-JcrX7~aqu>x5v`e9N%Iul=j(C<!eXg!g
z#F9w(_MD<#M&H)y>Nn759#F_7aTK8{e}65xGTb(t&%7TF0_`}nR?P*1O<DsI?^PPn
z8yl;BGz!7rUJJq~1jj!{gAbkGviU5!iRnRXKM+6vcELjF54$<TL!^MW;P+O!M?EL*
zhC%NBF(y_+%rc*wa;Xy$+a}Am7)jDc8XtEV9SeYEPvkO4S?(Qn<M8zr7H~Dk*CtyO
zYq9#Bu~L5(##urvy8r5c<HxFTpTl6N2&0S!iYYXyD?Buc>yZsLV%QLm%oG|@+=SSw
zJ#CVeI}{&A=?j$6MP$RU#{+e5jDpmZB}#a0iDT!(O>IE{P)}_)tHfTLGqy0tY=DZm
z899|@nv>`H?^Kx@Vol<nbO)mzEgO&YKHai61%JPnPyrIl=9_$>=C3LL3ghR+Ye^yc
z%|6Diobed~3ffhg+XuvfhW0o#&ecyU{aW%GT=bzqQvRz06*00xvW!?Lgo{mLt^TNz
zEWuC$w4@5qwhxobpz<~9cC$bkG1JyUw}r<qYdspO^61g+9yy~-n0wFJ%DD|Sib{xb
z@Zm3o)Czv!#qYECWxoKQaC?k3`tH~76!>gHlr9;>M6LS@d#>oTR#m7kiclis3>7WO
znZ?Y#k7qJvvdL_WEC3(&zaC*vKLtBX5bQ9@wqbSVgP^cR%`X<rGZ|m_A+<(b*bQU8
zws7t=dXTr-ez30mXUo1HJYgJhFgN?^(9HwetatdF(Twy!5*uokM|Zw&`tE2?Ulg#G
zc|r&O`_=&Zm7De2Ggj6n@W-ox`i-n&`1-gxCjf(-I7Sfk@(Y1-NxMuet>j>~N{a7f
zo~3twF=1%2ZTAK{Aba&~vZUW<OvXO=ec1Lt(>?<~=*~FEZVcieB>2P;H^FtzGb?c`
z`J?z9<c>S@##dd-&aE@$_1mC1?e5wROCTk{GyKbN_sU1pHM%QwRSCMI0dj)zG!o*j
zikY_9!zO+;$S7%lQBrd|L_HZ3Boj#E9M!&)l0VEZ1=ZpK>Tu;r|8xK+V7p9=3t~NM
zjZ(EWZ_P<|6?ncWFmOB=r~uEKug%T^t>fr;(lP>8ai^~xpnF=EjcC4x@{<e%IX``%
zYb3o8gPc0%=OIdDGiE9a?`H(B1qdHT2jAEzb85>L%KnWF>62t$=>eCI%+Wlfl>(QP
z6g+e0m=Em-S`}+{L6F<ywfUi(1ovxBcXfTIon<tm%#+Uz6^YRjdJmA*#x`gy=l#%5
zCR1xRI%8m_GU5(l80P$BpRvqiZ$p(o8n*$6sE?191;hP?pIjIlwN+z^x6T~~0*7}V
zpm8R-Xcf!7<0pN|#E}{GrRM(4ueRq_e4hr@cPA6OE-Zsi_%)>EqBks+nQ>w$frN2)
zW+FEjK48C2+h9CcWZPvD9h&&M{c+C8%I#_kOiB#+?)0>xs05o@DGjMBxj_Sa^8+<b
zG!Ox4>2Bw5Dbb(X>U}J-k9J?v)~3|-@9GlPC^6yvDdpWa;pwVa-3L6p8w@*A+*aX4
z9m$SUIvwZH<q&W#G7+xl5yiOK^(fw4A!5SQ-cvx2)j~R}rtS(&w&TpWc>1Bfvo6uu
zedAGdN2jEb0thCqY$j2p^9UrePHSe(^3dX>QHTs)t7|i{U&|8<b8z18qe*0J_T34C
zU#y>sEPvLls=UU=h?VU2w#jM=yQ(Du@>05`N5KWW`-Ri>uhqD9^7#SZ0f)f(2bkH7
zCKEg8J7734P~&@!RGzLu7<W|aPiKD56L0nH$}41i0trmsc^0l8=|jTg9{>$C$07s>
zLB7#l6AHa-Q4sKx^quNnddWNBFQz|R4#f#z?*~w2A?K4AFKDz<_61xuOsh+Xm%nz=
zZtP6|i6xDxe#mienYgFQTEps#zjs4;*}b+-3HD(5uEgR?`e$+$@p^jIC0nO#D<<WX
zt<tMy(5;UrJnY~zs!hQ?AD?|BZO{gL>GW3NluNe!(#82n-hDMHtvoA@<mHBW-&N3j
zKWAXNeov%IbBkLYM1To`%Cuu}^;dEsUu*Q`<xTRSOu}K=*r;D7Ig10|k~&Vfa0BLt
zt1_9c$KLnH^>@adRt3m|iekP5=Wv-%4&+vJ1lESc!Bdx*Ku%Wn7q}`d1l*991um7?
z?$=J{t_D^?Nj^>R$d^IqJfsrv1~kf)PaXZxt8@gZ%2lX&u-Iu&-zs!ekCx-cLYc*c
zBs4cOC(J)gD~zw2fnJy%nLi;p?8dZwG*N3Dy=yel$>DM()>1qO>6=bK%7n9o_|J2Z
zgH%R!?PL1rHX=>%y;hsf#5r;J32`Ss=w+ljMOUHr>;dnfQ(!jPMja*a37DS3LS;Uu
zd!_?vp@C2F)%cR6Z9dB-rO^t!z+$I6lSuof5$d$(b3Mt378&dP4(a%<Xsub5zew>n
z7o8@6_PK3jrq{3BlqOxCnP@+l!!0DNmB&T9@agH$0cp&EHg3KT7R3SnVu=botzkzw
z5sk6fzg(g31l>^Q&bLlvE@b@H@vNE}iRWe|gN?jy^vK2M8gQjz``uv30Q7_%z~$%&
zXnIx-mpf2U3*EZ@0wtsX(CPpSA%u^HhNOJ*4lG;-4k;nAOJ;R>2_o&`59iBQi*+EI
zjnm25V3gUvt2G0`jx4zj_D)YbME!ow|MMN;l-ngo!oF-rvG0ECws(Tx6fVBASa47R
z!`tI@B-!_-Ds)xYLGm>WwrS`u=y=@!y>LyhqF%MG5lYHrq0-h(fgbxa_}Q`X#0^@9
zbH)bla`bTdWHv;=_~ej?B8xymCsNt2g^u6A&0a@9o5gG8wfe%UeN}~1G~n=e&cfyh
zk95l}Xzy6P+gy+&3%9?7`T1s4Fw~Kv{yMMFQgpgCEoQM)ee&dsG~ayUHy1aoPNF=d
zn2WHe8d>tV{Svy$Kgk`^bLb)gWeICnasGcl(nUSSDAtHXdM&-N?#uM6i-_QuI6b4p
zBW&JJlSmT97C_Z=3DjbTz{la6YOxw%piRSrfUT<X0SnSxQAgigdbPATPk$1Lo?IZE
z<30m$J!8W>T~5KXK9gc*zct<%Rlj`Sd5gL(+Kb6*7lLhxps4|(GfWtXpGF!&%@`jp
z;^QRWfv;;M{Q82V+`(HZ8=I84fH08ibqk8GmC#4%tH8l$BS9sdfSx}Dt}c|#5SXTX
zou)nhxzH$ofL2x>TZfuJZ+;4SkN5*04y4Kqe?hx`loy`jKq(26!DFCu&Yff^t7<-l
zzQ1sFEQ2@nRnhZTS4cgvAz)?l6=b;(B*d$H)+ck;5Ayxel;ugFJyeW0lz0Y|?AH#9
z396XkfP}Zy&V+up)&N474Y<oH04h<sIp6C5H);AUE$L5M<5l|N=Iu{HgBlCB17&a#
z9$9#~?RJ368DrZp_x(a>9U)0>?}r<jM=((j#%@2`Ma#EJ9U#wM<_>oN%Gu>YIxgYM
z4h{0CYFt);e?xOtS2^nEi>{FaJpg1XdMf;~k)bFO#f{kGjlzbm*AFha%kMmFoP*!3
zVp$byQN4PF3Uz1$H^fB&SEc-!*R@cM4)fwqPwo_M+eqNP;Fb-QfoJ<A;Ac;KasBhO
zi)&?UJ@BQ~5Ge$}Dr<YJ)^<C)rBjXql8i0alNhUO>-ujqC4gDrwU0e<U_(L8rZ~b^
zhIOZA5{<l<t@1a6xwFMwxu!j}9rcxAxjh8#7dN@8)w#73*YI@qmz%5zhy=ds7;iq@
zmZIogrD(F1USs8J>V|)xDP4YAPwx0%b4IA?;)Yi9T9yw)D;tGG*d|#`FMe-?YUFdL
z5+zSkM({`6!!uug76^9~ENL750yEHg0t$5`+Flr8HqGlx;HmW1$%#YPeGM<T#LS`e
zyJo54P(dApq|rS=rfWqe$DrR+y;`zr=G(RL0fSsyVlifullJO;JC~Qg->%_y^D7Dh
z-k<y6wmH)ceEu_+)#RDUr;>_(ygVuDX6@&O)27;V`8RSei>6i5FJ3c=U5=RYvO{mw
z6_6hBN4xXV#_cO<DLTG5=|ChkJY8Gl%CFc!XrM6(?>$}MUT6hsw<B=jCKYYxac5~{
ze=2uks+2`}m%X~p)$R2H+#jvnfuQ|c^lypHNS`$u^KanPt?}Kbrt2m;Rmn?#fq|;?
zbm{|bwuun}peDdU1{fEa%MwyCO77kPX|wlJ3+{uDlffa8(fW5=^z)Ikf1I@|_M5mu
zB|b{6<j!x=qHTRNM9bENfi%gdqswc2Nm?oPKgVxXKNMX4KdmwcVq&!XNQ20I2X~0V
zl9E!!7nml|(K@<b|4A-j3pjkI%hJekRBC8vdc1z|kLtlL0ecH928!C+f#+`|m@$7y
zk0fDLsA&fOb-dE4ln(PZtt^vji^)q!Lj&eV%fzw2@P~iOwGOY2W3OYxB>EO%9i+E;
zk)VKV-OcsZ)Q??e&$X@D%E<Yyw;9T&V@2#gm2SfPo(H`b@D+f2_9NjrIG+tIV1!bz
zwNKS3fi*Kx?9*9brbb61h`yK&rWbSA@Yytgm5{)o@d=RQC%3;Qn(hlVgKJf5N)V-c
z;44t$`Z&X%bd+daf0rs{xvMl6w(U%OeF5DNCi3}kuNP_<E}C#r$_*#)?&bh_k^b9p
zIe+qdZ*hf_uja@7t(z%#BT20iqfElW`eROxaV(T_9co0nUC?7{19bYRcU}kUHOmLK
zg%!FwhAXL?8@{@}C|7|DGUEHdl;af}@N4Glu5gB4Ridc`Y>_S8+dre0Etsf~+OIHf
zL|G$Ylq_F6Rf0||$=OlwOr8C#OD?H~K6&=jpM;+n&yr-AC>~*6aLLrzAAz}JV=A&s
zAHmAwFZA9w_D6C`+-#q<db@u8)`ZKJWIwh${MwK_M+msW9*b5Qx*+G<ccW56XEQ~O
z@t%zS!$K|@q|R>=gHSLyf-~fe)(nqa95G?3TmixDDxuNZ-vpi!3<h*~i89BlUC{AJ
ztO<<GyHC5DBa(jd{mxyX;*R!#`EVC%>^^iSVm6-FoOnJP)Io4`-EwK!r*u~tvIJ8d
zj#@sncLQ)v^KAYZV}@0Y7X%9>k-2CgYPMr}l$fdT*Kgr&eTBC^V?)6J)&8yKw^n>f
zHfQOR8Q<GKu>fNjZ*YrE!}`mZro)-mO<;)_1o6Jv&cD6&a&9<cYrwe5auc060As>|
zSL%_SroSfuY_&64ZL}ztT=z!Ko|gRlz$vR+yB#4W!cUi5^@d5oWNl@@HrB3-TZ$)H
z2e`Hu$f4agKakw|3{n8g9<>7j-4t!6hX=3swx5xB%Qm?i>Mp0Aj1l4))cBob{9v%X
z#CRufcen{+KuD2<&mklID;6R`q7V$#k`BF$3j2hu)2DT$s*8i6bAgjCxe9V};&0oN
zk*PZSR{2&t<dPiZVFGzuI}b|pg<?lJqEOY_hF=S77UuEDOhb@2N+bbd!L&D=q}4u|
z^Ixpl=v9LvUMwm7bhmlF%%@Tq3s8#>KjmAR5vnLU%5XD~#h(*yW;7|6YKyfFj!D-m
zX&jWvrYU^YyLAE>#?RMFIZb(9&?e#%;MsG-SPH@acYbtuF|(Kr?G;67c6n`7^;9B%
z@5<ree586i=6d{z3fE`e4rTJf(&nOzvgk?qT@X`^NM8|gQ9Av5W+!kx_I9IO$_Jli
z3d}BAS({wrc@#X7cuZ-~MT07|gLy|Iad3md1A`@g?5+d~SL?(d&<p0n09TQy)Rqs1
zc+d9czjHmGV<(tAv(7^XmFR8r%G`w8#W6;by)~VeyCHeapRAYhHm%iXcC?kpPx^FO
z?_t*^WK%kJ{G9dd#lfbDnU(rc#B8x>ewxw><EuUMGX^3MJi65r0mwOD3$#HgrKUL<
z*2>L&@dh+SH4N;$`*${^0GpW_7o|4kZHAo^7_9W#Hxv<3jNi8a#eTS#A?iA<MlaiE
zglofXanhr`es5Jm<nO%}TEd{~TMy-8o4302ulj0WK0yu|;L6(zWrq2;&=^2N*MdTf
zwrGA`{lj)8x3Y1xT!A-Gr%RrHw<3f-05m{y;B^w-1ee?H2WWDBI&JL$9QTiHdDLZO
zM7$lsgC7Pa573;5lylpUqV9iSb9>c32_AJk>uchUP;(Zu1u5VjBZ){1@+L3dIVz&;
zL%LG`VZMJ>tcaHj(cys%#$yemwDtn1dX;Cz#enq;XQi*VQp6Y&=LB=Q>AQ~<4uF2$
z;|e0-todRVEd)}?{9Wc#cHnQ?agMGj@wDcld%V^GVa7hue6_~sE4_kUtlRxGm$a1A
zMdl-`F?%c<6Fz3D-0d0EwB*KV@-2B({=)^Gt*tkVeZ@iu@9X%@9&2FLa%TEPN2A^*
z>WGM{(-<fV{8=K0H`TwVo69AAp7<Q9U1pe_a=G0pR6s~nfGlbIz=!={WoS3{T1sg;
zP(dpp^%Q9)L$7d4SmCacP~E#42QbY}`_?A+_4bKEW`nC;F7X9GP%bbESKI9Kdf@lp
z{BUyh_br&xuTMfL=`mrYPH#bFDbvV3k;>nLR*o0c$`Dh0Xcpsz55|I}0}<JeFtP>?
zN&FURolo*-U)P*Q4>Kd%rsr@yV9?l+2b-Hh70-RP(O#GEsI%!?4Vw_$sA-FGMN=f~
z7CV1oOjw<0Dq%zElCPG<rKU(=cYl(w_Sg?Qc7U06jLh2eX9hZ79KjtUIfYxi);rsM
zof$A<WdNJM;#zUKHca)0x76k(V%wZ~L8K?UU1~8Oa{K+`xPjO707n^}t<rz7ZLcK_
z+XVFwpYb<rJL)eI4S`LQkNfO3_T|wzY`v|U76PlxR}!EkMA_Sx-0lm-OO|Jz(L<=_
z>8iZ#$`&!mfR}(4+$yX%&-$4e)HXUk!41_&eN|SQC+KkU*rJPxSKs{FMMDn-!e&3t
z!1SZ}C;dt;BSDWJp{{)n<`_?x+h8p;gz9Z?y*LvNK7#LLb%)AR+16OQsR2TEWZ2?8
zCi!g>@eG4Wa>PlCqvqcYe&p|Aagd>y12*~mayxyM5m`w&<l8?tY-w{(OWY>kJmw<4
zrq6<OC6Gm)*A@C7g0HXtwC>(gam~^sLd~1xlIAqMs%DaS3%M=6B1oR7*f~X5)QXao
z6kuI$@b)<bhxvEf8|(fAd>W{Ka3bV}96ESqw#CMcJh0u1l9X^3F;kQp3hnmy-~!%7
zabQf0cg6?v)3%m@*&VT)$7o|1Y!z%(*>>H&BbChOk>$)qF$cT&&el21j(ma*M1al)
z&g{7dm_rYO?%OQdJuzNc@v{`Wy5X5nUwPW9!Nee3<N-(K#R+ndknXx_9eK|$<Ab|k
zQ2H09*qhUy+D0xOkQv3dNv@h5RV2U%3l?hd#Kh|z5o5YfjhvPPO2Um4ayYanEAV2&
zRoFhWysmcg0vp%<2;`CxzpbTLGPtT#rvKJM;O%09^WpTRE(+@DWWJ8<rIqUM{L0vy
z=$S8JdescBO+*E=0HDUhOFg{*J5O+T&IUftH@$@%H3F0QIeZ1(IaC9h<X>U~BcLw>
zQNE;cRQ<yT#w7vKo)Gj!*dA0DGH4^Dbj3x&6F3Lw=&i&H*`62!Tn!*4`sSWawB6i;
za9e+#rA(gL4F-8sZM3pv-+Xrnyx1UgpFk|pxDqFLn5Hi&{o|zO@RKtWmXL<@<z0ZE
zV_uqlykKEI>wdsm5=1}MqB*yr(Usx(96!OGChvv1HC04rCi&k~adm6HpCQDU9Gf3C
zGK8n+Lc+nybW7o!Ynm*ag+xfa)At)~QHTh&{K%QU@B;fi6+Qs<x=nEN2(_7QEEH24
zFE_8<5E7pu3j=p+Vj-<upR*U3(XKPvT1umiREovPkPjd!nD(8297~k}?pu{|P)~$E
zp+67XlbAwKSn)0Cjth`vi5_6|$7B-L9uv*9{bN{LV?Vdt9Bt=BMNT|3vr^44(|HoL
z(ai~9B{n28j?{Hn-Z|E$V#>Yk<$#?PAW6(mV0V0KKTn5RWXRjl@cF`jm*eCri>NgV
z`OG&rt-Euay!_W_i;a?8Er;P>qLru{q~bmKRU7}|vsd{ljz6Ry^UDM@zuf+T0$cgf
z2aKKME;rRqP?#^T#_|KFcS_<fFsC2_1g!Y+&*mLgWyIWE)!yFCuGRu@cl~X{XsD4s
zDSnK>3^gx%`u`8~JcaATx!ou2p%bUrT#yyJjh_D!IK)xYGjwwr(pG+RTzM&Isq^Vl
zb>;xgcjk7*58R}9&uJ6`t<!izUc|j?L84qV%~{AV4(F83e{jE}T*XW25?_THz?;K~
z`hk{sLh`SyBaNAZ7SPRf@lXDu%zDA&LEi*3=~Ia_8_B}6opA4o+x@y{8$ALJX)XdN
z4^>`$?(&(+@qL4f?_wPye87)P&Btjs?-tri;auOyQNi)5;5}}A0quV?j$=A>lp#up
zi=DIe-Yj}2B{_0?1m@eD^&cu=2=&~Wf4#CI`T#JIx<N1z7y#3y!wFTv)1^%*urO(U
z>5}X^f*fqU0&p+93Yb%_7Xx^;Dpe9TN78AOcVL12U;C{3MQhXKFMzDDOj5d=rYp()
zZ>fg*_6^h@mxR6z9fWu)(EvLLCH6;oDAs%efPJH1;BZJ)KGkcf<d^=K&65!yRV*yu
zT4tCJ9y-F{KCS&7PDCl9vEI;?S>W={LzP^Oy+qXe)_qYwe19TjCt@zcer7u5j;?4z
zit{BJ!BLvA`^8)RE;#;(M+`?(sRGsVya56+(-_^tw-pXr$v@HNBRdv^ZU;b4A=~<E
z6QRN=-2z~*nJoeBlOyR}DPy~_HThl6#JrbB?+46oA@i}r#GrnK8t6sYhDiSGR>Vh-
zEpYgoBEGW`WwN@g=wUOyqg4kI34=y<pa2C0*oilBjho5t>%S1T#`V)+SLoq2yRv{R
z(i!q&D#s!MhZk_-#BxEE(bZTjX$S^6sbnOAU?AI=b|BN|a5m&M`xn1|^fN38%Wr*&
zNE#H50=e*B98&y61fQ88>SGw3Us0tx+1I06YtF(J09k#%xU;IO|GUYBhz9Jw7;zA+
zIXnszb*XuV)`}&izxUXu1<h~uOoNk19|1md3c^%g)Rskj4^7+f>dG_|Y2qMXEnXh_
z;#OEWez>U6Cq-%=m_eNhLXdJJf|LxHNU4-m39A@li-`WE2b;=&>ERE$C`g(vH4cNQ
zb%o5D6HeC=$fFejcU0Y>;8{hAxOwB+3S_Im#rEjdSm$)DW2=FlC&l4Yo04hlKrC^K
z7nTppr0$%?9D(pNOtH-8H5E%4ZS}PZ>?WbHl2tPBwEYcHFa|Wv5GdrCuj=?1W}X9@
zM#+L}dnwpbGZRr_iJeN<$8$OGOr)4sKr|QHYtcUD6>U7NNFF25!Rh_+=ud9?*;+up
zgIzz}>v27YW>Clcg{TXQC;l<MHnvSJYhA&2?kq{Yp{k8Ee!><5@?agwfQXt@e;GY$
zF=86`cqK#f#H->W-nZb>QdI#;vFhJX(Rnq3^I4FB;Uu0ur)%;_GL?w$A!%R?{r!tk
zgiQ+aYTDn%W0uJa>mWKw*Re!p`PG6T+2Bz^66ddgzT;-JAQApxg-5&YU8o0n{eyG=
z=MJna5h!4f<-)t4zH<>33u)j=^m5np%}U9{wO{c^O0aUhy^qduRdM_Z)?94jOq`!P
z@~x3s^epFSe2}6hZ#BTZ8a&>uQbRxU(^MAsKva0mrK6|(n|(J?rYk8?xON=bUr2Kb
zWna6HcXe|o=uZ?Got`X)zky9XeW<BFrl~H%@2Qd06;DAt4T-2#NLN}WhY9!Ssq}Iq
z{jp!XJx>SST?i6j;Ts1zJmdhc9nD-_L2up3!{Kq^!Q4!DCGQR6(I(>F+1gKYjiU9<
z3Rxt{JxWmcE8I70l#asF(GX95?(t6ul6jv%m35}rB=9_@DKxAG$is(AgooTqjNO+<
zMQl9I4xqj}UI{%$?M2@E({4Rx+Res%cjT#26zr1%XPMnG(4PtBWbP4KNOkR?_&!|&
zr31Yq2VlI)bggZHF;FX_E#q$}(Ya3o>BYC;2d2LG0Z+KYl~ea)|AEt<d=<k03*vhY
zECLgu%=jm_mfciPWn@uKdYAl)m>PtSS+CEt!JxB%r_NhYEHF9$a^v|k!~0Iqj^JFu
zKzCXP_`z%El%+?lhqc$oAa2?3b)oVMEScqk!ge|EO3VHV`LzmCS)TV#mS&{`^*+4W
zNVt^qvh!MM2X(f1-LM-O(Evg7{9@mHB{{!07l7O&1oOU5{lN#?a?(Nh4)}XRS$Sk$
zPTXKZUNlh<1X?#j@XPs#xeSi!UDGF#F486?^cH+La3_6Y{o-g^vPPz@1)?K|ZJD8_
znEnYQbj~BT#3N5y(mc_=(V@epeT#C8k5!NBL<E)aj4R*IO<#O0QcEE{Z4?GKvGum;
z4G8q%`6Y9fNfL`Af>q+y&iM*co^U{ksRM$i4+x&==wRK`fe5uNeWP|FvF?A!Fq#>+
z?H`-LNJ{&9!PkN>GS66+XMJvhTsf#lY$z6=fqN55LY-zMj_H=mA1$9Y&2KeRBw+c=
z+jqPl*cyp=-e3zpz;WUA_lbzaxhhCOp693;m}-?VKm0h)lIap%02f1lm*zG|X)7Vc
z+}PL%MwY1lUAj>{!aVE113&58C@mM5%Wlmd>)*F<g9%7Up;V&izoo!AsB1z_CLSue
z!{O0*Z#l*c!*iijCVkuhE-a}`hs&P9bYw)*N}#c<j&_a#KfmDbd5*Ehnd;_V-kEqr
zmxbX<%4Xk5EJnc+Q%p8cz^Y&$;X)B9Sd5Z&j}yCNe|}>l{yBkyK%eQ(fUWxFD%EcN
z3sD^dC01aHDI=G@==D;xrP+Ls#miGhPk^<Ny8RQp->uaS607|ryfcHpDU}{-xU?a6
zX~UZusiTpY(SBi$kT_3&yn~s4pM#E|N<8;gVee4CzDdTDW5TljfIlPRh3EaDtjZIR
zP4KWsiOht$E7N%5cKSh?8KpY}i;K)L$*h&>@C15`2RMcm{AV1U-ap^~D~}XWJVDRA
zd<!@1>H<w-F(JsDr&t(CKG7)x4Fz@}`R|yu)T(qvjU@$byF+xvM26nNjw^!4yb*xO
zo<!SE`CLHhg1U?b2li2g%thwFanvWsFoHJ}(8?k^T3;%OgXA`eB$-)XKy9-*DcfRY
zef&x`t%3+JDi6g${PwDJ!enxDd<7_uBh0pn?9ZT1&>PG<pTK=9edrFO{>J5637(5+
zW7SS^FOCE6Lg?uX4v=J19LZtZr7?`4=^(TE;0{{bs2^8ff0yXoI&HDx`8@ZDDlsy+
z84zN`@BqN7OFHJZ{Z}4jl#*Qk-ut*D9!Ji~6YtkNDP97^>fX&bgZH&~?t#D6^knbr
zZCM7)wJ!b;Gx{QTzd}Vol!OCZ*uNp6bE1Rm7--=^<8TA178(nOjM0_7kf=A%1)#eU
z<BBv|^^gVaNK86$R?yd7I4Gm9rH;(`EV^3;)Ho_ipg%fm8-_{_iaj|0cV3LR(2?b_
z`s)kB)l`|WlZjuzgLsA5<L~(EMoM~y%|FB$@-=1dQxEbKbB;ctv<_nF!)M6y-?F-o
zJ3i_Bia;iEs$dw*WZ0TN_eO)B8v0JFVKwItfN~;aPzk(HM3m$_i3N5EBmi0Y-V0Pl
z<?9Cr`FWvHVRf>zA1XF@Z0<iss4L9#IMGXTrhD9W$#ruf_%m<MVEHa^6M&kO`KGf^
zmtA2Gk8Ql}U{9WaHRfh(?B$a-*!6PN2E^Y}AI;QE@PU5frD#BvsHMNN-s}Y{v>7Qb
zsV-vPcJFx#KFY)XJ8|HK3q87k)BAm!!$6ZgU}x}YK=x>t%kLzzh_k+gf6N&V9Xpju
zu@=3!PbYeMp8)Ukw9gW-kNGE0TS09czgTmu^5n-gZr^bhvfoe&1{r6J=M(fNB7hu7
z%AKyuv4iPEW(gD*UmH4^p=k;oBuGJ1qMs5(ESz7SsBVOPk-Ib}t&-@uhgK%?xOx32
z3^jN?mI%PpV6CrdId(q*>8*@Q&fnT{oEY^@(zank!iM^-6HYg?0VE@$6j}5gMZIyH
zpZ_0SZyi<T7j1zO(o!njAl*o}NT+m2w{&+3D4o*XE!`<CAl*{ZCEfY<(ciuAjyJ~R
zPaSZ+v%kI9UTdzo<}9*=OQB|TN1_?z%8Y`rY{&g6s7^r}J>>F0)|MSiYp@J^3DRR-
z&qj*@0Sr-<way<_5WVY)sCHstr7cCDi2p)u%Yj#b2MX-cX^XC}C{{^7op<v8QEO0I
zID!96tpJv*S9+k=J7sc(;TI2}dI)zjLc+G;E6^hba8SlkKUYt#Zr+XhyaR-Ci(hb(
z@dgi(4rvDChQ>&r{RbvqE_n$O%fQ$w!*5tp=PyRYVc^ZQl7FZLC2Emg4a~~P(ilKC
zZp**CInetS>_rTD7Mm`1<s3QfC|#QW$Tqpp#ek))$8#|EWc<`eCvOLu&4<@iNRZ(i
z<$1W<&47iTBCQ;N<rh(@U{&w%bgIM(d}yH@TjxcHNEvYK!Gp;K2%YMK?w9|2%Oqt&
z(ne#-?;3iwLE9!_765@1ZYcQ6`hlcz?j+!HE%_vu<R$*zPY6O#6UW8JcmPE<GLwgr
z-Fehc3A;xEnd7@Yidz$ayOhjN;lz358mLfK3!qnUCB}@U-Qi;B=NbvbM8#O`&n<8e
zelSy!bh!-PW*BP0f#JjE-l~G^R0_%ijwu}LU3U=V`+7ACCZ8G)F^~mzxWgBLNQ9^=
zDBcBe2;;>?|1SwA{g*FIp&3q*{o~P)XkPkA16_Oj>hkx-0tKty8c~iXeoG#`jyHgg
zOC%w?A?7SjgoQgj*j$SXdJM;i?+4@|jJjupQlq_(>+{4*G0T#-B+uZIqBJMuw>3E;
zDNDeRP)JEA`0~>K%fcxw)w|sP-0cR4n<ejZ__SIdaK&3sn0+)Xcb9Pi%@=eJ3}=3N
zk55I<s~Oy>L-9S;GN7l^sgD0)HzYqwkv|&iEV|EP1uP64eO<vO9F3cdbz+EZAHM^>
zcbt}iIpLrAHYmUXTyMQh!1Hnhg98V_5;daJKW2&*PlpInS#AQOJE2;Aby`b)6yJPY
zBIDmM{XRat2*c0s3QIMt0T_x2&#M7(>-ypFZ4!4@(B84eM<p58-^%|;y4$}#PKhp)
z3C@6FLvT^g-vmW^R^Af%>vCx(JbB{{a33`GLumF<l@nubKjQYo@FQ4d3lk?ycX<*r
zkVL0J%SBNY+$jp+$anU0o%i_7BrxNi%@C{j4;XSGMl!9We~z(b=xr!fJ|Fr71Y>|w
zM3SSWFUTDfFZfpKFo3**CNbyFv^sIoW*1a)up`NYlFAgMTn`p_t}sc<@@zETVjo|{
zE#iZ>BREoW68mKqXBwop=ylxz(>EZkxo?jVf{*itT>eD%fM^OXe<d}0?^{W`^Ed*J
z?26wqeODm}$2;f*I@pBqWwq44%i)%S@||zrQ6G#%Sgs|uz^~0XYLR8pY38J?8SaB%
z{my?2wv@+${D|VHhWK;Yc%CtWd?5~Kq+~~ZNZ|4s8U-stPU6Dw2FFvW22h4{V_E6)
ze=;4;NCGm-z~Q+u3CP9fYmk)JWWOnpU}6*cK`^+Zt%TJg<B#$WA79F{Z7zoVON5#J
zCBiTd4|Xe+_1C{Iq3Ht37wR9M5zgyt3Lb^*tx(4#I%vUCJwQ`KU9@N<Y%6d+B|&aE
zL9_U50`Kmk_w40=<{<~Ak7FFj<NLn2i~0c5DXQ8F-i<SOH=`w(gu$a!mm&)9FgErB
zjpLhk!&f1!5#4KVdPv@J_gshi*K|}5fQLH;x);FoBwEW&j>u{zIF&?9@c0)+j}I?y
zB=x6$CvSjj1rE&mpqInVc>kH}hjir{zUr&$)pFjq7M;frf3{Q}Rl>KjiOv7P@K<<W
zMF-roljI^WtVV{+({qw%H=z%1fOUh08fn9Ahn%~j`x!m)Kv5tjaQJJ7wIuz$*DREi
z4WUT~!UrJ~?)FKq<<S+71t!e&Y)`9NT_1IP*aIoPKi73rpeXqmZlWozx53-k4zc=Z
za`#p|N)oS#Aw8ONlbP9R&4aZW-}dJxfP_$xbO<s7lo^uG*vK(_AHaM1(|y)qTjyz~
zf*jFtx$UBTx$JPjZ;Dh8nt%Oiziy2N2QCqj*tvYF!n*kNPr?#5ZPa0%f6X5~hP1x_
zIYt`a^k-`K+_2}3u>KFHrZSaPy?5A<$8c|Zsd+PJe_pHFSJco{>uD5^L5`L-{2dT+
zo@?fmKu|woz}VcDBHaihxXTJ7Q$G8TCes2Z(Lg-XnSb>7rQvZtzgY+6hjc1?7MxFu
zC&t=yRJ{Y!pJu}1QU;Dsq^oJPm%h)*nO|)m@cz9~{!R`e2=Ae7^K(MhVv!EenU)41
zS~p)BK4M^nLYIR+zdOhSrvX<rMxYYurIai=1ESvY903u*%+zc@!qZ_NAPg0$+0|AS
z;T|z91cj|=eg?$#^P&9c+Xk+y-j}(2C8qCP5?%2%PD4$awqIwdy}1)Yi@^zva(=6?
za^8Uw9LbT%%=8SK|9RUoJY+5E;&rtFnT<-e!<s)l?H-Z@@}~l>4$vMt0V1G=z>C9t
zA}?ft>}#De(4y)C+OVwdr^Y?~{S<6$FUZKq%%@ARY}zi=fFQ!`?m9I(K&GCNHjA@>
z77+RZ0q^&YzXTc$rQDiW7b3ohDw49!Azv$rw=tBB_STsi42@=$M*HyPUL*tZZ!*zK
zpr8AU*++?On0RnDJQH^<H2rO?*6v8m4FRb@h5Hwz`fmk+OA<v}!!!;DZ-+8$VB+h~
zX(RMKnI9q>K`H+o=68OE`xYKVrxdICFhjr-GT86j4xEB<d7Ws0=U}D9G@Tdlb^psp
z0`e|KtDXKJH*yzyS#YopX7eizILEeqzY$|K376YB+MVx3sqb<4fH7EVnEQLXS$FH`
z|G(ioRb|~k+4#(p6<sWhpY#kfM=b^_GzC$ALLq$KODTYrCUlr+9(odBD2`S|No|N3
zTFwf~in0LBF4!DPWqCvMyW0`>V>BFCMtE4y#3bOA4pWP7@ht?xHP)pSXo30_sbQLU
zanW^~gP+Xk3L5R#f+v2<>5o8cMn{0*^u2B>E5t=nHk}s>sI$F6BM~fP6CNT@&I9V$
z{aryQ_B&%_Snt!hY>9yccmyz|A_dN$v$~#)$jHcPw}b=TsVwEm-*>|V%j887A-z11
zW{fd=UQ`fS@OnMr;H<?9xsn?A!gCS}LgtKApj4QA0WNdEo#J0AsO4|w`^y6B6$Eud
zIV3u`&MLY-k|V9y2varx>h8gWshZ@~z%uioQ!@&rt4%%+5A6EsNrgm!qAmW2=LjP1
zIk2nthc8=wwD={ll{4X5MEKHf;vd=G@o;U(_DlrZvrsnq6ELK~hZxjrW^KmMp7}oB
z6b`=PkZ(xT-vffwUw}#s5ZgAoIo*`U<#CsLSuj;DJV>V=`B_`GTBrk1N3>?@UJ0z&
zkuF(Cx5j7-TB@>%w^zL?MSc4<DHy}c;hjROgFBaM|I}}`C@3TntptQc*g&4Fs+Tc|
zVXk7ZRB{iI!W9IJLrTot>y?iE!r<M=$5r-ExD_|xfD7>4MwcKWw|mNcSLSYgApig$
z?lgd+w;-dTfxA#|T{<GeNvqfd$R*OnIC!C&TvuYol0ZQDD|?!{xT|Gg$00$u0Z}?T
zoH{VUpc!V(M6W<NZ<=<GlH14!F#g|aCKmee)jMKP))kCzX2L)EOf*G7ipy`s%zM3)
zI~-uX9hbl?SrDiP2-o2+#{#VSoFR{O64;|n-_)37yr2b=5%~jAbv$tKM_;eIOmvQc
z=Ag<?r9z%69Lcngn#A`Q7*;>rD04#h7rBw&LT_0`EPgVy60j=1+kC}g0sD@m0gx83
zB{lynvO;>2-6k8@`oKyi)4bK#DLI?3?c8O~Yv9L9-2gociwAa%>CY~p?*1M)0-YbN
ztnhpYYRyH88%tq{QAlm$g$wFqA4BGi`IE;qBOa#rEEMJEcCJx5>;rHt&3+3_$Gum*
zdoHrv{r7?udfjo$>q`i}>;_B7o%~+SNRH*RY@G+mOpRZRhF#^RJCZXriYD&X>K>kw
zQc{0yu|{OtCQk9W<7bMMsZ$eW-u=~>Vq`>JrV&^=rH^MW9Y187(zpxZ)k`{Nm9HZ-
zk|%J&w85E;Jv;*f=)VlK=PB_=Uf6jd<ZyW*{E1J&^QAtOzge#M=G6f#Z<m<T_ks+q
zt8ea4i6mH>)6dXVVD5xMcSyc*G81Zr4V#dVSFCRew&}DI0o9@ZwGqyDz_zY`_N;{?
zv@_&of=BLhyN-Bm#DuTcBkL~I<7^8P46GMD!Wj6SHlRR9Mw*pZRg``+Q=0#xy1JUh
zbQl+_vlU1<+wYf`RY_na{yL$1@LCN?N92#~ncnWMJ_}3tXelX)ImW-&e=KgQRI}Wu
zYndvJQrL)S=B$1u!bQmYCzkaU=V3%EC(ho`Z+hL&db+?z4#GLOOmymu9mbgL;i?wn
z=>9eR)=p|SCypmbqkZ%)AkbKE7`HAvD+>y^Gw{rmX$AmU;I&lS_Tux<CEz35l$;0V
zu8vKYAMZz`Gknk9cDCnRuzJj*3n!lG2+-N!;DkgX!r3)TH#jbM?h2DvZZmtc+Fi5v
zOgS2MQ*&*c-LZ0Qe*9%3Y4_~-Oy2p?+*I%swtKuNFQ7zO2RJNU3YAo)_>S05&7ULL
zJvs`u=y<{X-*w$Q0Gy7h3-kJRFWp3qo*vPgVV9Vg=SOo;;F>E-cv?vIXZ2p_#A%vz
zsp66_2}3pwUofv{_qlf)&J-d6+OPc(XDZ&wm#SK$Aqi)xzEBR@?>|H?im0}TTsoVM
zp9d*uj&SW6e2bS6omQ(brAe7VbF@xZ#GHPH>y~N4^S5-g{JV}W6f2CO(#YZBpW$=f
zb*Bh6xb*jZXr5$V^mtyVJznb1j}4of4-q&m`K<&jG=Np5FDdVW`^Ce+P;JLRGt%Vk
z5g3+sh@l4%2%ob0SM8_J47uO0Jh5RtpXwMguL5N(*Iu}%Ue9TLLk|yyc7;`}+B%ys
z1}$nR<xPTaaL32oNzPdoQ!kXdTZ5W?`Re+u^&UADxkmaZGhH7u!SFnQe1OI0_w^{D
zNI)1yud1rL2D++1W2p_fT$DWZU(YS!rP(Rel*Dw{^WMg5s`%!gjn@T51ezzGZB?n>
z#srOOB;-F69daakY7`ahnPcRjoe%OK&th4<H)9-Xd4zYl|J{57qJ&}{paUuXNw&yf
zqUj__bZRh;7%_77D0v1X#ae-<o*R(G9?N<Qdk^es>A0m;tRWSHasv!)X`_<&6d1Ln
zyB8Dt#%1j!!QFeg;vZniFf@!!S>1ANnsD{F^$rir!8<K!9okjhAYlCb^u@o6e>UO^
zsMksu0Fu6so;Hzq$6fO(F%|En8B#cyvkO`({`S#BDx=>rl^KW!+q!Mx$zZGav^VvM
z0v6K6P=S1UC~%j+0CuI_5PwJ}%ki8b<md$l;0ID{Dl3YGJ-JYV^zwxnRF!uljQ9Kh
zW-|e`1kUk=^85G3)jZz1Y+^ttde*gZjeM2l-KEAaMd8WiNMCJolF4sxUv~w-M#t;r
zS@>CVM;|WYcZn-e8BIB@2E6qvM&$lmaXLRh{FqJ=!PwniKh~*Et|P@tDRT(~Qu;$6
zY6zx{>c9ZNTYfhmK6Ugkem`(ODl03;L`U28Z9>>#Yk<WLm{N0Ez=)c6p3Qgw0|;+h
z$R*Ww7O@-P-@ss)CaX!czx$L988!xkKfS=j72;zG;)m*$J5sEqoMNGD=B!m3Ea5Mu
z>Q#j2-iwfn=w057deoejMm@b;#hbnA&Z43fq#b99N+92J8msOHlJOW+Z7#^1dr2*z
z1y1g)r_PG&``IcW6BEon8+~Y3O@9Ie9_Pi)qW})|Vu$}#7D7aFvj7BuFB}Ggf;Jz!
zrmob!nUhd`ALSddj-YQzN^R-w>EZUp2)gN9+Xl0FebA`9eBd?^B>$G|tUtB+ncwiy
z{`K~=XkUE5fLN_Y|Epq3UJ@86kkBX7uBA7%6H6R%+;v|LBxWE&ESt;gJ1c{5{aPD}
zUU%Ei$O}0PnrEtqsbn|MW_*y+7R>~YNX*e<F=8h1S+It<T+~YxfAPwAJur}()X__T
zSScDG{o#FJ9c{vGj`s&P7CJdwgog6cinyi_gqxI{8c35EZ>=xUqRYt?5cUdxjKV*9
z|EOME_sEi`w}B!@*ux|!AM^|bz|dS=!shJ-kq~szN^dp4FWY<VgF$eFF%{v;0psgl
z<ZRo;JX)xkopV(D%$Y4+_l@tQ!7OLn>!?mpGrUP<!K)Du(Kfm0@7$%>I)f-J#5FMn
z6PB5pV=PQZO(n)H8t}IH`ZZz3ZM}a{`ADD+X)*`X(LnGdO~z*kY^@ZZUCW{d-aAeY
z0JaRnoQlKZI~DkL$KbU2Kq(49GF)8EO7c>$;jKJy9&$KJ^-qb=<{>A~EO}F6AI6)T
za|4w%X_8=4%t3dD1YW#@C6Z^vg_zFV)Ho`^vhGw}b~`^a$oh)CK>f|r^7s13<oR{#
z%JBAPRZ@TTVG&+b{soC8IGXdeKThqMevd-=8*H6v7SH5!f+rpLGw{k|J*v#A)z~^5
zj6nIeOxo?JM80f5a|aq8A!%UVZD9I;7`GiS5w|ObM8BDL*79+nP}iI;8Er~%!ND(^
zY06(iNiO~Vx3WB(#QgsVDaj%$<+K1nxd4`O0KzXiqk4I~&TAT>1nK`exa6XM=1oiu
zqbDj2&Btr<`JsoyRZdce98+hDEP1!e_Eyebxq`{C|3YwYP$x-LQq=3ePhGZXl<Yo{
z`>{4fP#zn&z~lZKi*bXZ@~OyX1IWmR?8Hq=uRdh{H>M^{8d}ZQP&0w{oGd|{MRX&L
zdDlkMOyyY+^tO<t=JEws<vRL*Z*I)3SV3k4s>Vb%ic0N`Gbf=ws&jP&I6Ug65!Fa9
zd4@VB{c~bJw)`cjIxM|xa^r3L04FX6_)S{@3`4OTT1nggmVp*%DoZYcpm=Gmn7Tjk
zd5)K3tfk3hX;_Z8^Fovp0P-7Fe<WZz42Qv_a7Y@NHFf17!O&?m?bZPcxr5YC`k%L7
zonF04-VbPk`%7c)tk~H99U{;<c=hl6vCTQrzycD_p4WRn5)a%IzSz1d2oXuBLMSgq
z4Kp4HTgBAC!NV?9Q~`+}eIhQ0GO<x;s<TAuDH|lGjs(lJ0Wn^#NF@YTAkd2V3(c%~
zw*GI#i8FEkK`*?8`EN;{zW_#Rqpp@OA}aM~!02uf6DsBlb2QKNL8eY1XmC;|Y6hwB
zH|3J*p=ps8(Kc|u%%;k4ngdBRM8vfPDhJGuk)+=hf2KSn6x-Pt4NwSc{Fth_p9Cg-
z%^r}mZd}t&Q#hVj2+q{V(Uh=WM*r@)F)V;EzIB3#!SIBeQalAATXs7uY#5$Y*=U=o
zOckL%_a3fp^}&v=UWkXlb>vWDpcfDP-#%2HOw8l9OfoO{Jg2UfzGcFQhdiDts0;|L
zpOE#pGr`1~GPLjEWyoSNv~nyTytvrCXqFGo(CPgTVb*;I5FDB&X1ehPhUrzd!L?b|
zt{iO*rth+Jje~jh-Wzu@@1xtR#$XYXy=+1TyNe=OwzI2{VMy){%6fF0m)ZfgFCgjN
zZWCx`AlUQ^buI==Inp3$*qW~a$6QhQh6ylqB(qKv_~n@ceVUlQpAgd@gCF=Nt{!xM
zw;9k`amds01qw9`L)!udhum_aOzQs<qRGU#*d=z$+J7-&vm+D6VNwSK3lJ{)ZgW)M
zaDEH%@#*$=I^f?k{mJ|zA9Bbjfr64m^zJv5%zB0fUUYLoK)e}<X!M2<QqBB2V@Yjh
zSXWmPK}JMQek<g81&!T1T@QWjZ?Y=~DloAFeK@R^DsdzBs-7NmhLD17g&Wz2*ra98
zyNT)77B4Jws(N*Eiu8M#l*FQ!e|7o(e15<H|Fxd4re)Myhv4dYiyd1o3cu&bU92h{
z&R$sG;Dy*-O}lxz^QGgv;EoobRyw-kVrKMYR`^^|3lPrTVq$B^WbALzR|oCg`A;b+
z&EAP}&B<5n=}*;guv|;I6P|EHyXgMF18+$)zlOGHfQ|<1=+^?2H;krUZFZ^nEV0xJ
z0!_@2rwljzV3nD`VqqVg=%QsOlg>-7P5appKVRDnN%D9k4n*->=IyL3QH#7R>3~P{
zV{?inW@cDU0qSX1$PF78!cxSHzjg%8CBZoABOrUQiOxr+2yaJOi1?%}yM9A~8K6kc
z0VFE1VEcWQJ;aSiA{h}T=+zzP=U^ywRXoH+RRTsB7gr4{Fpp5^u>(ESOY)sz`dW3{
zKA$xGlpcXZvF81-`ZFabrmcbgX=pBIn{Ol)TP_|YJ^EiIo#m3S9VyW`WItk7o)Nh(
zI`WRSz8R&8k><<0v{?U0{A(BPdjqupyN#2rZU1URN;Akg;-I6Wvm0Z<MLkt>65O(=
z{_b)sM_oZ$q0!6dGGL4w{-PK<l|@lGSo_(=Yw0WNx=y*#lhzl>Qm_RybqKkfoSluX
z`SClS!g2L)bnKptIQi9N;e48j<{qG<6HCrz0gk{h5;Vo1x1G4tL3xF;5jy@EcYYe@
zFw$l1p-YK~Gegp5VqbJC<U36aK0w<z)a)}}NvrHSGOucCzKjl5p&edLOc}VAwdV*f
zsY8SoF&kPB`(=<>iL>yPLU<TW|8Boi;(KRve?Ha$_&QUs(QwPK|Ez7Jp_|R%SR*3v
zp;Dcn&qk?>sWQ=#mG*&EV(i))yaK^<Z@=@&@6#a6nwFXV4ot>7^7#Gf1!e6EGK}Wo
zzP!zM)6yvZQ_8cxvhKwyFSZhCC)Od2btwYos&?~rS){mzNs{0n!iJ`ADTFAJ`5;?y
zd{d3nAm=mf0Mz4+Eb)~uqTR*j{A(p1bZSQ4o95mAm@2vz`HmA!QnDPIsEA+m&J{qU
zEk_*F<tr|y?jA{x^?Ag2OC9yXP2*0#CBQ!SSaB(plwTGszu8~~??C6z-7}hzm_t4f
zC|Hv9CJMHf+19Da60ik}uU2=eZw0molx7G41H>Xv=HpFc3OyJ9!E9tiB7S#YAH1^2
zhu!|tsMp0EX_$CekX^`Hw&Zg09K%=m$9y!;fD}A=dwhRD22|QcR#5O1<1h<ugt|S8
z#|HJsR4;GDsHoc?8gIZ3uSWh{D#ll57nB&*mUCA1tl`Q=mC-FSbX3VnFpmMU2sT}>
z%kU|iGXzMWOyZsIwY~h05!~8?huLwlct=dJB#F#asa^D7GaDL;%|L}~+<PI`q*Y7%
zjNP%%kMu_S8_-hx`<kpl?A@bVSGqX%ntS8drp^2%c#3)K7v3^Fy-;M4bFYY0#>Y%Z
z+V@n#j6ZUlBWDWPy3YMfxkW1d9rkLWU_&i{4K+PI;_7$Gw%cx&x|fd|JYcn_oh+8F
z=&3#_2<ae2M=J(z9FRXG??BcnWw7y(@ps;I@ReieVC91>-BX_?E#zAPri=;>ZK2<K
z$B*^YjKs%7j2KPZLLoxx3S`Cj&bO#u%c}($z#}|nn%holS)62Q5w6`PGIXRrwvl(v
zz=})g!A;dTC+Cc8lLfp}3b0KG=1-{n1`k67)BTBEPt!0pg;_ip$O!VA9g5_SH2uo!
zeMT{fNqC3;ExQ{gEBvn=5Uqa5A)$_~thgW2O`L|NK88jA-6Ym83k*(^K-%@*@U@+3
z8$a<0xjwx$EE)OPWLrE!Ek41Ck3lh-S*&9=uMMN0uIua(Pn#LkxAwji5E5g0!&o#}
z7cwuzQWyO$myaD2)qd{{(jWJa56L}=NnSu=fa)CKjn6rLmT>+r`XA@@ZFDPFN2pHe
zou$IYeS~%Rf!Cfp{V^6x@<N9?S=K}ieV+AjeeIS9e<N;LUYW>iQ|!HdZPtZz_Il1F
z<FUYyrQPzlobTrL_N>5XGbSc`LJunVD?qJP;*!!k^L0+$Hiks5uruh%Q5NJ$if2a7
zwW#&Cq<14)2&_v-TaaI!ZUdvxoX?@bG3sIU7cQSO5kSh={VG78{ni0(MEeKp;4ImN
z(rdtw{$)Gf;%eL2*horB3Wb8rFy;#}uLQoJY)smXSv^z1Q@;XtkIA!gstaCgQvbfS
z^^_w<K!g7DnVyG&+=ATu`KNK3I+ub9WC?07WPWF4+>;m5TIk{*!<Hv3$HxkxB@}k;
zP2f6b)W2phg2fD)!ZG3UFxp++|C|ARI+8xEC?$TUl_yVyD(=in1Z>O#zYu#M7Aj<l
z&wkTUw3i#3tT9sno^se752j<*$pcz=oCeZ-C_N<a9XRu9YY6=EB;ALnb40NzrbuzI
z>PINehCXboNEH$BIzc<weE4+0rv_6qBYhDm!T6QL@t(_P1sqe0Pq#UX;<nmxs3|Pv
zJh6dn9GqRRhY-a(uGdiR0l0z7Wka~Owr0216XGjS0Bp&2#<F2KZ5GW3i!qB|f>;yp
zKven1`Nqo$AEEZJ|LmPHnN}koc~)|q4`K0^YA%<@yU~gk{^jfN^II`+2AvaPl>_I_
zVIH{CA`-(bL==3zDTYg%dgnaJem3ewmvQ0hw7Ris)tZxigU5O-le4p{#7%pF2|g(Q
zCB1)XAw2@;#2^ECHBj2z!Vh1t@UuS}THi40jM4j=2HBzWJo+F3iZ6T#lfpyKOCqzq
zX&Ci8-TPu)by40{RTe)Sv=*>|&#j^L_&%nf&&8f<+|Mw{X%IpNrTx-ve{5&psdQEl
zjH1NAA>@{Pd*eZ2jR3V&Ft~1A0TV=LO#{9|o(N{*^Sv;Kx+1B+!QD2b{Zm?w(xjI`
z^*4Q$(&?O{qMgrCVNp?EQd3i<wnXzh0B|ee1H)#Nf2MDVuz1ctiWCEfY&}_~r9Rd5
z;?43W!CMaD4^7Saq(pN!krR;U$u<;u{_xA4o)^cGtPIzBs|@Q1Co$fr`@}fEP&5HI
z{BvL+Dd^`kH8s@<QUT>*i6~+*fd9zyaF9C#iJpB`C8z_oxrBu~;^IpNOwBYV9~-->
z+2E_8L3%s>@o;rbk6M_|_Y%Y;_t=sGxf>8_{qU#v>!)keUJpt1;&R=~BiJuJZ}<BT
z<ZT7Osx3Q?3P>s_^h2D`Vq;_RTV{k#2PkN0XgUw(;g=di%9c7(SQwQYIE|%6lA>M3
znr*icpL>4Z&KwY#|7bN{8d2y&h-cde@(NgDxD+_)D|)BS0yF<m<a{&8idrC`){oyc
z@#RF|?1#}+r9bLh!LOm>>&I-eePr<f&b{kkzPIaib7;KD(TtT83uuWyj}m(12Hqlp
zU@qO@d}kb(BYvhW6wmW9aNM{XxAcd(A)wMM%CXWv>OXB<@#@s^!HElIP)Guye?a36
zx_Dh==TG>H7$X-LvqvQdNbX#MV^7<*V4+ArQ2c=xPwz^NcxQFLgrq_+c3{#54lIHN
zJHFLiB{aIgIR=wndpMXuRO9#A7{K&;yx9i(>E>+P=+8pkeZPVeBT%jpeDZ>RrD~I3
z=L!oiP<$R9JTM@F$~W0>meaMUuHn)SXD%c{Z0kcz!>ID_<FPS~#@s?K#N?zAvkL>^
zRes6aUJ8Z9G=Ea`&&{O(q9-!1si@W<g4n<;ISgV11!)$6!+8u`!Gfd6ax8(Oi1UvY
z<bx+AVsx+Pb_Tzl$z^7L>Gztey`?pr*uXb3mD1Q`yCf>MPa~z*^_YYJZI6@`9nZ{^
zH!>K?m@PaSt}bzWy)b*sUai`tB_FM36O`Q3PM<@j$N3H$-xV_}7`MwMU3$|kDL^6*
z)B@Uj4>jZGo<cCv^sty_w)&mj{G+03o!wGl@{HQ{Oq2?Q5`88)-j41viJBJ6cso~6
zcB?Ws7v-}~o$qvGAYJ$A{jl3cUeba7pu*lBEe~!3I|Pygo=mDpbup?O+bo=l0Jt|d
zp^D@d&%mOhX(DxIA8nqj7D6F#LDEvHSEiNef`dwGw2S8qs}tJIdRkET57mDUkrL4i
zj_Q{m+2!X~PrMo7IZEl^T1C-fy<M=Zm@cjF2G-xkQ#TmN`GSuAGA$cavR&9>X6*qc
ziY{#^JJNY~hvk0lXJ0cgF_YhGd|+k}O3Kn>wZJ44@QY!F^%bOwQ1}LOyNK`%P07O)
zvVF>!7dnW1`;`ZOlKI$G35DFhAaV#Bs@zmTrn)qKsV!qNp?@B)u8Rpfx)3_6=KSHM
z;0PE@#7^&r9T60Mi=RagANeq7J(KYI55JvLGC%QU_|$xIaG68z&dn6RG0xYnZcUV$
zSxYLrYl+oU%#W=nnydage&yo3$sq92%3u5V-bzRM5EA!1!bscKH*|vprHV~yPr8Gb
zF6Mg?+?$Uq&F14d_)&?8i4<gH&|or}3)mQbksx+|=6!q4x;Yg*T!EylT0TC|EBy2&
z4<5(((WMnhMa5?N*aH1LB^$DZdtlnqe{UKxbLwM=_L>>G;pm-ppw-uRHeUIWh|8>h
zeK~Pe*?vVU0EuC}M4>;0r}5c-Z~H~Io9Y@Z4kIn?mVO#v+Wtn)QHa=ns9k9o0*=*4
zhQM7ji7&9~faqR?d^iMN&pse358S7+{6SbiQ}Ixn()iKux5IJjc8%iK2cs5(sn~|t
zVk+{By?bVo_V&*?HfA`o))lPBA{^n9D!#2R5n^&rEDOjPFP`s*U80;%92HTT1U8(B
z&?`{CHo?kig}GkeF&QSo?-?@iSDE$N1u`dZg@vJX-G0O67m65*gZhY`hrojFmu})w
z!wy=Y>{b(HwbJKbyNm@R=JARZP?zzg`p9qm({1SmAoxJ97_L(uI=Z2^V*dQXf(o#W
zp`)vssg5>YR>28JZgxG2Z1cS0+;bEa7hg+vUH-oDBd#|~)vY0)>8KIn1pu^50!mBi
zTU%T0h8P=GGkqUFPH6{+g90;j3>2A<;?kxxha{_AD<IvGnW$GL{{%`ZiI>&y3+TV}
z+SwvK*CCBU_eReXg`^_n<YJrH@oUCP^*)5lkr!gq`bxGuxB`xpIEAsB_?5;yDmNdl
zdc$xO)zoH+Mj__e>%d31A2>EdfBmXbxXpjk^D>Fgl}SE>KSVKCJOsM<{go5A_cdBv
ztaG>C8Gi)>{Xg^XR6!QWk95Ru1Ja-dGz8vAMG(jGDv6<q$1L)=oKR$(*U;Co^Pjr?
z)HhvfLmi4SU#c5mV8+Dr5+>5x%woH7e;n@}mD{Do^vl}%hG@NBEQC`^zMsGt<F2U6
zl9HSp@^rr~#O-ljge%S2=LZdY49rh|j|x4BIykTq5)yv9yDtCGum<c=f*KmQfFC>+
ze0D0Qb=ToiOZK>VPbWJ)eW{`&xy31!?B@vgz(42r`4jvb`7kXjU+ze1epeaN9shh^
zEN>MbgEB80HZaIz!GU;kRk`@*+y$+3&UM57fOvI^<Zmr4$%@H(df3tKue-)+qXa?<
z^zEH5v5ZJD<)1aONiIEP<dU}c*1EdH6O)s@DX8-D^1y?<Z#vcEa^7tJ;u_+Ue1F!9
zqbJ%QNmL3~hAwzbDtLGB=Ki=F-Ox@Z4?nxc&pT5R)S6Nc(kS_=iV}&?oB5R$yR3(g
z!lf*eqY=R>P3gLG;(B$l#+RMK8eiqPV2Q+sOhoHjY048CT-E+YpimCoz0up861MCw
zLb@MZktv%U@;2jxiS{I1th3K+2ej40`}+E3JcdR_#6f?=epKLUbu9Z`gf6QV3Gg?W
zYxiz(^92SAPq%K<Rlq|$*-Bp28H_q?VTC@jVFhcEf6l2JY<hmrCg#D9smamJo2!^m
zZ&*7x*8u&Y+)0QJ`g;3K{$Hp-369c)J7(ZE$71t$S#OcP-h-R-tA@!B_;K*Lo12?;
z%b{Umy?#zVVkr^P&^R}1?Jf^APxiTNm$j{?oXW?>-k*#Dcd}F`-G86|R)ZE_y}!Vr
zYn@ZT43r8ncyPH=nn98y^_^U@Uc4|5B(eRTLh#jV@qcqbDWpw@K{}N1W}Z2+xs`Nv
zVUq$}tHP%{736A^Z#82<!;vKx;dGROy0_4+1@Bc>*VbSZ6cno9Eo{C8aR`x~ff4q-
z#8h(Y%!()qnS8B0QR6z0)8@n%f}9r1EW2*xiy&&F%C{aG`q=s@z|7V(@E#ZR|Cwdr
ztvHRhP|VY+lP6-{m2i7O%|tIi$u^6hYe6~1g~iP`t2-%;C=s+JBf_$`<+6@u5BNA7
z#2s!Y<S?+XF$oFqGOxdil1@4v^5cytu7GR}%_pi1%~i#6xqCl{p|D%8d(-3BwxyD8
z=zW`BZsllqUkdj0rzhR1A6gYMTta5{bw&C|^FxSN6^kx52D81{PcV(vp5pjvx3KdP
zv)SzW!f{?Umd54aHzH@n(%p2Xex!UGT6Uzp1$IK*CA{>N1^W)=tU9fg{HLLAPYuBu
zi;K%}76z!ZVuh0-5#v9ZKxy90)dx0Bsuh!HLK%%)iXd*?P%C1~MmNpbQR#VYnYtz>
zyJppxv2GyM8~8|S-;ZO3<5XgxmaTRW_|Rl{hF471ee!x}sZMFp<OQJuQvl~?5x2|y
z1Ag_P7Q)=AfER!cw8io_gWJg&r(OisZE<?k;gcNXqKilAjlA<R#av)_RPoT7dKP{=
zxh2Q7^o$@t)e==IQ11KmwCa6LR#w(b|Hk%qnD2~9T@fiS?`<=^l((0c{tt$SCk5xg
zGa{##7&Xd-9=aN^=eX+K-EKN5vSM)2zF3lc>h3M1D>(b>QqG_7yW4Y;W@X>rU**Wp
zxBwRf%ai4L?vuy)DVRnN_JG_O?xO^H9~~;MXI?@gt(J-QXo884&$^Cm@3-p=XD*L=
zwU3*NURH$hYTi17<PcxldEy9l<P!fmvJGsx_yZO?<3sb5adZP$^L6j<VXWPVJ)*?Z
zlgvntL?e|@N<Ey27_~5b0o-&BOSRljipn1+3nH$~fVz8mc2Q+SyJn54Gn#maER$8F
zAg<WCmi_^sUkwhksL`&p|FA{?)Oo8{$H2e`?1OwR>)-(o=M%@5zKV1-;~^1vk(9<{
z`~w8ow4~2>I9_sVH4XaorwTXF`h^8OKD_{_#G5i^I(8lQFYl+ckmhGL#?;&_yYakT
zZ>c4mKQUT%r3mE0=Z4`hf9Ba)Y<dHtupKC&UQ<#+<e{boiLtOKALoI&RFJ8pN)$+_
z=)`qc?GDuSq4t$$k}(|cKWC_3y)pDVt-gK2nwo=MCd!K(g4-3gBI27MKql0F+Qx_x
ztD2n4QMXjMcT@xgJznO=rtd}iQzEP9nZovH@4vzwxWP7F82zmqj9+0U<{ce<dQ7-~
zSQ1%WF2!1&cZ1)=!m#X=&>rmcyKJ@DiVR8(?4ywfq<+I^pl%JuqE}lDq0T6BiB<ci
zP5a0LyirWPy-?Jdn}=;Pg}M`r>5B>Tdqh{Y>@vO>9P&@=u~hR>drYRr5vag1v+XR5
zd*v7EtG0Y)g)(Qc@$H=COE7Bu-mn@<;7IkYjJW6oa%_n{I~~(xwL(ZKGs^*9)0>Ci
zV#0IUS(Gbj0QntK(k|$Zxn_9aZY6TPD^9Oyq4?}%6{)lREp&ZaG32>8BUHe+w1U9J
zSKRP+V3>s~<ipSFazI18(%~!AezQg3=Hao{es`#Rs)f0fgpsETmn$-d(?Md+H+DOs
z{gEtMSM_Yt4r>Q4OLp&2o0+p-xTez=A#0gvzrJ^}9BypihSWl8sl)ULPf1u<RE@dT
z`ppARaQKj@m{^eJS2~MIA9Sb~8Nc&0rM9hzQ5Z+A;|M`;B5C?xR4Zz$F)h1JE#ye}
z6;3GU@Fu;$&O#UGN|Wp>Z3ya|&lpePQQp`?l8baXnDal|9;M*oQoo0O(&|FLXKp)J
z3h3z5^L+@K)$`R6VxpzRd^%X^=y*&zz6rumVX>H^;eWhdzXtTb@lti>aAE;1uaOns
zC&m$5V4QBqEuCkv{HK(|;D!2vh6T%Q#g+s-w7Hr{cM1s-5F7hm_!epp>)9L+yG{H0
zGTa0+jJ@-m(uxZU%jHs^w*YxHZnpJ?K6_2ptHg;@%&EocYFA-I=jufHn7)%IC~9@+
zr9wJL%9=y<5;IQsk7rvO(SBG;0PA<g)h+!mi)(Bfi93~)yl@Ry-*h8mhQodYC}tn-
z#3=}dq@@u)R9UJEszeaH3`f2Y0m;{+^Wt&RG48ueuhS6RP@j`t979qITU%!Mf-Zh|
zwAwMd5QY|{$zq{A;gK}F+?yEBQeRtdoJS|ikF8izf3Yk5NypBZd=A@Eocd7|da<DQ
zD*NVX?iexiCw3D#$|&k-GCw9O@auN;RmSXJjeR7vv&m&&K7BFfPN;vBb3P1;x|G28
znbp#6d^5%DIFVYYeOKlodgw@D_I|36E%q}_DqtL>PNBcX1^D@an-X(ysd#C9iC(K4
zrsYf-rh1Iv?M^Nt3X0{_Yzi=xcY8B^7Ob)qSiH_&q-&7y{ql;+#>W`f54oRkF$<B5
zF#VX8<-S9BN`Z!_1D2EWW~|vwIwB!Z32{+SL9}iPkK?)c(az+;>FDH7TNs=M=;jxs
zS8SD6M*5;Ae;`bWH)<vHI31blNRa&5k&TC4m?ZqLE&4P4yx8&CY8SR6q;diV&ac!z
zA^V$;W(csl9%{4VrVIJDU)yK5Zv%g*08or$U#<9d00_W%UM`7uF*|a>O8leGhO*3A
zE~mp8MIC0>Xf{gpONKV2_4V~!P|Qef1~R$~p-T(-5j>KcoNOAv^OM8neDcneT3Kmb
z_*=u|i1TD5MRX~pyXnn|tdw#LT_(r1`~MtU7(znA3o;C9;E;$t9+UeMpMjnHj>QAe
zG^_dwF+yj!@%Z?>j=v*-jF}OeNjn$>$7BZ&(F6)BmpU+wO-}{Q>Ec(cMune$qu7!H
z``)a*MOt*G3glA%Z>bl?W$a&jM#iPN07vFj+F@BdQ3KY>;%l%BkjW!^g;j4BcY}d_
zFLy}fr_hi->ssh*rx9(!)nBU*0K~J?)3E|Mf`_^9Z!Jv8+4UV9<Lc`d78Zc}6d_<O
zy#d7@L)d$I<wm3qNo2l8WrYEfuzBbMufmf$hKPy#f%1eci9h%&_n?gwUUz2y_KjKj
zoR<_ve00d~^oVQtL@n+{m|Q(rHJO$$J5vEWd%iKBz==0t_ghp3<2JRMKe=e{7(^BX
z4t_5>F1QHEvpPpy9n^C)p3t8f9Yx2(J4F!&UWdIxqv?F=<po8@NnKs=WpoteAM3W5
zl`pc*BLe$`V#4yV(nQ{oW?$w@rINr+5&AU)arGe~%$Pw$dW=BT+z$$cq3cE5^hn}x
zOGi*>-srDYIL8*R36IAFg^l3oO@U|W+SlDdd+wR66D14+=Hy(?<&m|7+jmt;A-Mo;
z1t;MvI0;NT&A~t8OAynSgV4^8+OCLw9xl{RzB~ekD#EV@+Y09v0nDY&J~RKuHfKJ$
zuJu5sU6FTLRJJ}FcIjIZ*voRs!2^h03m&@xilxPG=rER92(Flp|JZ%x5?RosrTOy|
z{dZ+b8g_<w2AE^OFgFLMA(1`XifXRv_Z<?6xZ^HHo!*oxW8HB4@Px#~un+5{;Uq%D
z5P%Dfm_OL(;nrYdAO=|VB7iF^M6FyagkDl1gP#@*Gf-!+Y=Kv)Y=dm)r1_BXvgsLj
z8!?S!O~w{zc$n&%otuj!G_Li?8&L{*-CZT@8A&k4^zkjjH_O3kr_%q8dGND1SoOMm
z^JlJ9j?OYs2^!aC?4d)0y$%w5qXmYt!I=}2<Q$M&#{Fu^)o5!t8RBJX`ZFa6cu9Vr
zRbRNJ3@q?{xWGAVITEy5YQ|FkrtSab%a^%iT{kq$>B*SPJnPd7CHwXFUw?u&%Bxw5
zPFR<EP8#|O;kO}ZX5Th)KG36UL;y$yfOczEyY&wo`fJ<LqoJUM_WeSvTT^eUtclN}
zm(*#gYG}<(RfRl2@s076K075P93;fL?Jv~P0}>iBD~&a<R<ApDnk<k5z@)H?OFeFi
z1-n;&V9{H{D~`jSsvCe0TObixzSDAF)euSW;cEl8CzD|3@pk?TmQO{Q{(@K1r4WbH
zVZU#!FbLq2b7ax1^U=i{GNr^!eUMU`=I8|&OAvAoJHXR*LS#{a@##8XYq|Xn!hzWL
z*`quF*U=uEbJeu;^xpFG=VBrF*{>@MM$dMi^E<=42|_peBCy;LfHoqj8~N(5Afn$P
z!7Aj#S!l_s(|F|*uEb-lGMia2bH~r$D`p?(fl$7;<>Y|o5SI6divOXwiafc2jL2(j
z@#ouCy^_+-=5-}W>8<Xf@8*E~b~104Nk&U6waDf>tK<6p#}6bvmxE5=1K-1RF<Gd9
zBUCUc)%zu+2=jnoZfanO#Lo6d<gutIo!K?YS5^325$fBjqk;9FfX<VZzjc&ix|nus
z!#GNdpf-{00(xq=aM6{IC$leTP^r8atx0B;>h&?e+G(_3uXNf~viE$5rIdkO<X^vj
zU4@{OJs~fDA007sn({jBMAH_C8Yjaba2&e_q<T;RWagPS%%(m&Z7GI&by(REe*+1c
zQ<Ez3(*xUkh9eOW=#)x9AURR;ox!QYRqld0zY2<#z)>P-jEj3^aH>|&mEfK|vjdjD
zH$IQV`#feYX?JhB^!om6biBjY*J*bG4k%$36ocE~(PI?Gs_w!w^4KkV5==}M>!P?y
z)Sfy`MCGoP+f5g(ZgD|J)LNsutNRI%&_U3goPD|{b#F!H3|15XP!N4*T)KedW}zcr
zREWdzU*Ize0Dy$s>zYMAQ!oNJI$|y_FLS#d66*Tgm{5XG%vjWdYCHV4;^;97rR^QT
z0sbW0n#*l>l^T9HC(1MUhfMzEC(39a#lJiQo!O=-ZDXvjp;y+{fjXoh19YC=NuiK3
z%w=Rl4~5TFotT)YG#SD^NyuPgW~9!6$Gu`2tB?G!9@HP<omdEhkM@4J)_$ns_f=}>
zE42x49i+;e4(U;_cZ$>iY+*63@9WygH{)1HQoPWU@o4yt@vVakCK~QnIZ|h323$r4
zh8}>dvjQ@0t;MvoHjl^g>RbC>;0!Am3X6b7!@)s*R^SX{`t4cQ)>M1BE;o~x*A|`d
zzWE;B3rxkAaJl1B^E7mI6YvR_Or1%yn<q^Xoi`o-c2GGv(~q~BZhW>Gv?vr#1s%o8
zj$rq^ZkS9(iK`bbEh_2+IbMXG&kdaA>^CtVpLVz5@o`LuJMwVy8&;PCjk)=%Hw22g
z-Q!4^Fx^imq7Q+wXMFm~vFPPtg;VBIMYMx|&Oo3m4$CA+`@=y)GoD@63e*3xW_(nO
zfICnY9_<0D=TBT;Y6k2AD(t~Qd<N(<#$-f$60+||lGv25G%zl1j6qrP#nCOVxSb;F
zcC<ZbLK|+F8hNcw!^Woc{2jOwMASWgi+u;J@poU)un1V?z?8<}p+mM7X!(g;^MKyk
zr|sZ(BqSsmS|F7%E36W$n8~=_&Z#|p&Biq85diuLpg!wt==KYBAbo(bJ0{RyHIg0$
zEf>k7wP}8U(Cl<LYyP>iM&YV1WnLuu6RoWB8KfMzk@6fx0@7-Y@wz(<B!q<F;2!u5
zz^>kSdi9>jGuyTcY@lci82V_7V15Eb8t}sLwanN@LiYg}dI<%{3+w4eFio_75v-yV
zSa=|$(O?%)_{Nn}gIuB<zTpzk9p=-Q`EfaLy?65y?Lcg|SlZ6b%{^Ik9L)v*P~ZIo
z0JcT3=|Mv=B6ReX>$*lACNoTA#>7Lcw*D{6zne^wxl5nG`-v1BRAXh4O{|<dqluWW
zszp0qlE3wxZqI?DrvWVJ86A&HkdU#nPbKL=NQ?t?f%ORi<Kg!&w55l>s5)N8c8$|X
z_(H#+_=n+0x}C9gWxeCs57Vk2<IFJMUMFA1S#Hqvd@Z$08x#9|2Mjj#no8H#i$AbI
zo>8s0TQe-O{o8HTv~3{{;;&urcN=lFCm*v~wL^x$5N;k$s;=MEqTxf*g&1S%n1Y$Z
zk=k_g<cEh5;&>xNh)%chma}-!pK~<@BZP2I2|-k;n9dWu^2b_$SXMt*4@0)K@Mz(s
z;U!^f|AqQ#JgL@;P;OxDqdJ6I1b)C>`;}gtzK#I-*$Pu;UIz}07!OqkC-@(ZX&h8^
zLoN?XkTv2xpnkh3DH0XiemC0>WX-@jJilN?6d%psAZw{q8NVs&OPYn|li2m~p{u+T
z_zR|~?X6sh0a*|&Sx)n=+CvSt&><%fiY)%;_mP4gQh6*d)+rX{nNO@>pZh2YDk8MQ
zPmH8K!hp>_Ei=r}vk7<$?yI4S`}Q(d33gM`F{#H}7nhU8(h4CK-~T;_Y}g&a4Bn=T
z2W$W_0{?>K)sT$8+^AH!0oYfvJAU6S#z{$VuA5a4%}K+y_w>J1k@?)7l+d^os?-0s
z0-?_0mf6k#5>s!g#Nuw47gY!TLXu$UX~tSQsWshadtN1P8w)gLOYi`#1pK_gni1D!
zrE}tEoQwzmtcui*ibzNv#U+IP^#tby2%71^GN38-6Tbe+KeMG)x)GdhU*eXs^RGql
z&;R;n5358$Da_3;1Ye;@J8?Tws_)Vke~Cb4In?PCr-%SR1FRmc06nN*UnJHb$3!a@
zkpQWUi}AUI)yw7bb0hHZ)c-yF;1At^Xf@(n`&R@ks<Y(Jc056lz7UL#vuZ{GFHvpC
zuFjl**{t^54#Hmvr_FX?@nEAxFuS3u-vi(l_%_wif6lEsRRU5o5Yk%n?(%OyqhA(?
zR{;P<tj8GQnpb)+D5_Rygu-=>7`@V?OB4^z$j%BNO@RJQGOJ5L2ecWp{)Wuy^>u}C
z*INobEbvENrU{rKZD6Gt<A6WsmXWXDs_SO&cop&f_uLG%<%N$vhNfgn4xz8oqv(Q0
z;P0D<)=?E;H?34aYqc*XML7_#d~R9Q!?hYh+O&2py9&3kjgErYK_?mhe?C0hRFhtz
z$p)`sa<)?qHr!Kzn3@DG^3gDMADo?;ZSeXPe|tJvGMj;&J9z3))ql*?F4vJR$c#1j
zAh`IHgc^mV?4N0a;NnY4RLE=e*PYXNOXOGe$PQ{95u#HnT~tFm@+(uki)L`1oB<hw
zfZ4u|2B{zren+8aYlnV-k<R)$gqHEy<Gs*ouD<>qL8ZbRiuE8SsVPF`gY)inbHBgR
zA$bYPf8U#_ETT0%gI>JC=-kq;-eFq)Eq>*YJ{Fi4jZxeSt3G)F-QB|erLabg9}9qq
zb8c(W-S5Wr3Sbmv{7$vHRDZi|7_LH?TD#5vEkTo@|0%Q1cw&vBN{O<QV9Dk<GVbYD
ze!*+hXb*A7MI93)HALSB2x<`MhJYD!Rlo2%xK3}CtE#hq?Q#jC^!zFRWfatJ?Gah{
z^gj#R1ZliaSoGZGHzTJ>4yt)b?{TcMcGi?Tb+pRf24#O*0_UsfBO$v6<3iUGv~`=N
z-q+W0sP&U5z6vkckoR0I9F+ZXhxV@0C}cDp&;RGo^6*74dekKVVp-%*74WbH&d+Ro
zWQb8N8b@s2L%PYvRTpAy21XRl6x4fotNxcib<U{`omG?`<OgFiEmj2e2!5X^3Y~1|
zA^bavC>VY4vd*(6{21)o#I_z8sK^ioTV*@Vv^e4qRP~5&g0aD&w+C7wOS6@61Rwg#
zuOPH32;m|KE?4m+`Qq;FuLZ<X*S>bxImu0gXe@+-C+%HL@c+p}!_424>6>m@_roUY
zs4i?MA92ZpWtfZfCWl`%xmdTcpS!Dl`uDfscC5#e1wlW$YWJe-gNe0Q3)FA)fpq~A
z==qDq3CP!4)i2Z5o9ds=Ua0>_?%z@P623l>z@fZk)WySd_H%mAXTeeF|BfS6#>nN)
z4*k>WhYBpj8H>3ZznUngj#{YeJCnb0)s%r;98J9YmwOfXmgb>=7jV(f3@Bmh4R5Ah
z-gl3fuj=cD?CbyA%48a5wHayr{xR?dJ3r!u7lq`!RKdyC64hoiZ+*3qzoRYLW`lMT
zP}8O|LfugG9F(Su*HX=Fr0a$c9ZBWbi0RXQnp)`pHZL~$ROJYbdiadoQL^xm?y1}Q
z8)0`MbsI2lqdLgM&|ADg_;91|tymHf7C_YJY*|cF5h~mI_=9c)E@1_Z@PqDC+=3_k
z>fTV8J<-27$Y9sI1G31IMD}Lr4<P&rxO;6r!>9`^i~t41rkxdh$t^Lb<BS@;?K`J(
zT1Z3OHB;f8g^l7*YN;aM$8~PdS-hygTYw;DIvMu_|MRUsd1<fi0`3V)M;cLxS^7Bd
z$Cqg5jmpHfo<uYoO%&ug&0&qNXL0__j-b@n$CvkqSd0k`5Ihn`u6gUY!#(nQ+^nEW
z3&MK|y^!P~BiZN0bi3!q;FMUP(tG*4@%SXU6sr83qsZmIFA*3Kf!eiT$LAdo?twL?
z=7P>N4CT_glsEesP(we6hQIY5cX61t&q+c2e)Bp&HTP*x-q$6rR*9WUQ;_qRbv2UG
zFN}-jxAJPSa%XVj`w0&g=?~}dpFW2foirZXf6j64`ghfd?1zgx^qMa<H9Y$)!1%Xs
znr5*O1|l6cZAIgAYGwk!%vz@`3HSlOw5ve9y{a<3k{xX8uU810e={*B4jcZ2h<o-q
zx@a&{`2WMM3N@N}RZjBXYtD;$%i_T<h+@+0AhvC!b}RJU4NmGG^Cds!8MsxrikRuF
zzF;@<Eo6sf@{Qswy}#Q64txvBLb@;U5Uf0i=dRh`E8d)?wh`D}9SN`8xrs*v{&!S%
zF;|gV2AfT9D0$Q5eyDnYGH?XCab6$gA%CfJSLkmRl?*yksQY0`L~=-RY7xBIhyl47
z&(ORmeaG6c?2f3i)@d>nC=CDY@V99Pp#7PsULx9874p8#sTpsFMGNp#FliXAy6C~f
zCVajSE6%1mHxE%uvAQ>X;{B{j7%Q|o3!Bt{dc5BkXKDOg+|mv}V6v&4sE?12V-|JC
z=jT1qWbZ1?$H`Uf_^=??oN~G%eC~yj5p1|OL1kTB-~35u`)JA~Bva|7p`q<Q>9K;O
zXvKp3j-y8DlOpGpZLdiV*wK<&6ia;N#ryTo@k`apyFfR%(y$j9VzC}atsri0PJ>3s
z?FaH;oHu48?2oDtl}w937WmwV^-0W~r)d7=JIrXT(T+G#(Q{@+drg|sGUh#y#jGZj
zF-to;84w(I|2(FXnI_Rv62zWwV1y^scE^_s{9fc=UCqW1`m|%aP8!WlwB!^NC%<ev
z41n_kx6eH{=+{?T&9fcMRduTX{e2KK6~CMRyNuni_bqqc_=QzCb(A5_oxT_aYN`)1
zJ^4-#51?15UuZBa;*8ORtKot0o_zY#?04*nuOnSuv6^!jj0pM0UiUbbtDpvw1ghcN
zBkA@4dQs<7)M;^<uE55sUjR)<%wkm;bn1U~Y-4)+BjJ+2V#UC^vZcR_XUf*!^$dpG
zvOx`JYEDeX@SvB`p$9)BfTpsOXQX9zkA04Yz26twtr`<DI5IxSg3GbGy86B_ZtKra
z96*>PSK^w%vxX5Uge~vdIO#Kk*3ne<G6e|<lvqA5$b2WFz)kf{#(b;M0j=^#`6j6}
zQ$wM)f1u_33tGPkIg>yp^`t0nI6fjWvItl#d(hyuA8O48IK(;_L46B`i&;KSyjIpB
z0UwnEk7T)C+(CjjI&zL`Xo&(zKMKWRW5TYvVuOQ4CDv-*=g{LE@%^$K102=S=hF;F
zbd}d?pgDiax`Ltq$l2L}BXYkqUL2&Y?gYUm@<PDZ$r?AWH2(48|6%JZqpIwptqJMw
z4nYLzkWNXJ?rszb>24$?MN&FMx&)-V6zT5nPJu&x`zY@n_m1)Thd;u3&VKe@d#$<V
zoT~!uHiCo;n~*TL;h-LkRysl~no<}W8{6;w?2nJtf3wIj=Hil@)81cSt?kv(xW&Y%
zGAGg98*ec(#TIx#Wiau(yg6TKQTI0_TP?Q8-2YGp?p4UTDTOrbg$<k#TxS*tTi*g-
zUmz6a;3^wTkA+A49{8EDxQ9;q9J#?|A6GL-T1x68uYXgMFqrhhQp#8o{^`>v(r75$
z?(gsaQdTyAu6JNS!vj?f-hjw?#aWsD?~j6(jTr~Nnd$8OVsel^>_tY&l)>;CBqEk?
z-x4QF-NVj~2xT&$1(6v@-pQA}D7ifR+tU3AI=g-A^?Sl8*)5ADK{;J_>9#hLQu0+F
zua|!u8&45#ZbcIW%gNl8Yx*_fQY+pGa#fY!EmXq>3aPzIuREWj3;f~IvOHNHyqi6`
z-Psk<-Aa%%snzVo4>{irnJCc(a0Z;ayE_!|02N~ZmgtR=p0JLdo^@O}l+QJ$7Fb&Q
zm_`3=)ig1;G*8W!fVE$F>O%Q;io=8dxka8k<HyiqtykLo3QvA7>UO}{kQ>D~+w(Qy
z9{3Inhh!6!zqrfXjPV`a_1kZme8%HiE#szJN8VwW$1M0x6Rnh(+wShhy)Rvuthu>a
ztHnoHPd^ueNg?Rc$-C$k@H>$$yvO(ESVrh<NMcgBVt9CXQvcP?>MFeK+wFVbjj(@h
zZ|EAi>F?zEA{k0Pec4i#_KJyP=BhGmmvcq5bvj-Qf-t2Pmot4=<InGl;<=cqp<%Dz
zhYi}f$MyNK$z{K@rqJ;dU+Jb%>{)Ys)g|MbA~BarnaRJZ&li_MC|{K~y0|{!5Tu`y
zyCY<6!+YHF{?^v@+&1L4LZ<6_cHqrQnqYF<uVx$HGUluLcM(-OYG8>Gp|EpYLV^j1
zCJ?2up(=~fPEpsxh4)oxP<{898iaU^Br@!`WYAH70Cz;1Fu1DS$!oAe4f-ozNt)%-
zn5;pvv)(6b%QL*@RnkB&PB#?BceY?{`a&vn9Gqt>S5Boz@s&Hmz3a`C!w#xqT?_{?
z_ot*JhP&-$Wk>qD!qqQd_V%DoUOSVsnOxo;J}4_AXrQK;-sMBxdaglf3!DvpX+pEh
zub)5@g0}gHn&;h9n5*qp#Tr<8jh}fPd0gzaWZ2jmd8$u}F`IH5GJN_D&boVy#{4oe
z&Jqugi~|&m5iuzQp4>fqt_Ti3jf$Y6xu?@nylWeI)M`pYq|2$UU$;ShMlAB)?bqXs
zSOCSoE+{3BL0nV?i5jR8Rs7GwTd{KdE^kjNTqOLjf57z5Ozf(Xxa2K*-Z6q2DB0ng
z69!@qqD{j-&#lJQ{q3RexWX7vyB`5EbNEG`LYl|EJJe)HCAXZX|Lg+8_hSy?i47LI
zn<VAoHU7_t_3bA#-)ZPSe^*w@#ygy~vM$;mqGrOsz&g5pNlhy)GGX<U-IQQS?Y@P~
z8@>s9sP9!Hn^V4_=aYhG=CYGU?3UEepW_4aIQF3^xHh&XN>a2mosO2;h@Zd1J~=(L
z2V_>$v3%vpbQ$OZsH0lV7VD%bTf#})!PjcoIF1s)>l&<C(1B+F*c}hVphS2%|BbhD
zk+WA&m3Q;dl6f%>8*GjD<8gXh7+qa5IUX(UdPc?==atCNwk_@j-+S+3gC<hb?ua&k
z6P3U1CruS_M(qg3==lETcjv(wc)gMvGyu;LPD~EpYgYk@2@d(3-*DNlRdC|M1^=?B
zzbJLm)g9vk?B!Wj)_UoM|M)44{zoUdRT#M|SmJt^@(PQwyo|Yq_`AEhI3Y>H0gJte
z0zz>8Lu0!2LL-TVg@s8XBq9Rcda;=T#Qd^-A!w0XpmM#zdgL^*;~OlR{3-V=j#(nw
zLQG85y>XjgtY-*7nIrMgeoex;REdr@O8FmSqaLyo4th4DKN(^d-<~xQZ>@e1LA13&
zE0X@j_pfl%W+x*9zy<ffM+6&p#ai0PvUFI?TcbEOQ2g%LGx8&W{l4NYs7n_31G<bf
z)?e=5aN1da@#<@UXSZb<`sN$!^Q>e4%$Kr>nddh9+XJi;_G470`<L@@e$0(0eAdO!
zRSH|!D+?iDX{MoKSS90!l)Ar<pN92Cshe&oghOnP@=9y=MXR^3Y(GiL)Fma0u`PX<
z%k~xBl=C0USYM2XBugD53Ct$>I15woF~W_+?&#A2kvaS<x@9zAUIa}NokMSGag-3h
zLm60$%{5cugGUG2@O+*m>#`nv790Y#K|X!^XWeZCe<3HrQgc80=RZag4gu42;M*Fb
zFx~Iv8S>g~es}V7JiDv>&rlX7?Qp#2(h{9}*E=`C)kh{@IYFC+t_BVPu|Ygo7)cI-
zSnkNalbCK<p5`;Vt!74`#^aIwwBui*+|EC3g}riEN+r|vOP)3#<tzp3(y5eO4TdZu
zMnE5=Y*PG=bV&SCD&ES=7(F8X0J}~;YVtayZw;Fk(~fZhw1~MoZuXliY1j0!@W&M1
zORJ1QWq_7eESPS6R%Y@3;T8H1@dP_dlSJ@5izFnzh!Ro=g;6MeH&X_#lfpu_nf^tJ
zQcM5@RXF9gLg@WU(AG_(C`Tr)3`XU7FhC`2bGTkcRrb~u^7P^5p`M{UN0wd%f3WTk
ztsiSm?<z=r!cLR#b^-WcqGdSt8vhOa?{Ba%;p?XTa3G4n?FT1$2>|Qp=uY$H74<u>
zVL-ot?pSSY_-}y`;$Jt^Y*2E(acy9TscKs>^O8)RJ|1KR?~K9RTY2|WJj@LrVQsCx
z2;mSG$cEo7yoz~-aNUq&C0qAoBsu?y)P`}ve_u6$QsL;rZY;VkZ2`G)1{R(ww&%J9
zhSMbCI35&~odbCrk1I3P8rk9!%)FJ+oUV|eapyeFi`fj9{aUfLOXk-X<Ja$)Zf`;B
zxid388S!5M&xB)HZW-5>AA|0WYFAW@@Qn$U=N`=R1Lz(8j5O8U2nD5rPP(tG!v>qt
zFpHQ$n3wgDYHJ)7YzbZ*Peo$O)RF9`IQ39?L|>```-f*;cJTlQ3)hp#sBib=au0E-
zUBlFy8-z~KPK9FnuChBqE%!`IlO$pm{!V=pm`RuX?3Ry>ilV0aCi`(D1bd4#G^HE_
zy;YTa2%xG*8bJS}kNpl1mQ`)uU>j9G9{Ba+?oGe%xan2^4pdhLDwkC{Hh?k7OKKuo
zdm&EUG}^`InqnTbM#PJ4F^{KhJTrE{`xZ$btE{B*ZOe-p;o;jq#y@a<fLS=m>1eUT
z1|vO*$_s9k1#gAyj&##4!Jl_NwiFpTS>vsRAaD|Mdv>|Embq%)-|Y>P*4m;C`S6Xs
zQ=25TbF9KUB#PTA-(Dlg%`?M!SPGPqZbD&QAYCfvvXo@;gaIOh<5E}uMm19(DF9UB
zc8q81-^>m5b)|34q^|2B5=J5n*d|0@T_gw$Ub_V80B&h*wagm|N0_4NwB}b25XH#;
zS;#6UL0WhhU?41Mkw_A4!ps_|19hk5*cK#PkHvDLG!>?q?Afh$?(dS;R17~|wEQ$<
zSBN*!s2zWi((siQ+`n2Abe5#M-h?@i{(Py|m}^(n8)N9#`7+%GxOkVc^>)j?-JK&`
z>ZuSrcyl%7C*yA+3j1e(Juzc-#zWSTz$Z}GGfqB<H2hy_Nw7VygDE|FDvO<HFzp{7
zku%ujXIm~rm@E{RcxsJ@^95!3+U&JLh0k0xlXU-R)}jBpD;%Bsh*mzl$ejeVou*rG
zSI=KwQPH-x0Nxg;FuY<LVjfl!CyP}F+yVd&iXi>ctzg-yMz_swcf)Jys}4#w8mMUS
zvcA1%+<$W-HE!3h{~qBEf(44;?ypTu?6<s`heAm?zYu4)gSw6KO4mS2;P_v}t^pCd
zav*>BF9!cKx`y>pm_x+9Gr-q|!I6)MUxRNMg!|+Bn9A`K>0thm6Dhpo_{{IRncj8t
zJE7=0*&O>pESyV+9t6Gqcul_1NT8_%TlPDr_l$>n5!dUd>>C)Z1IqOoiEw*98F^^{
zy8ny*bV9N>Xn7H|gedtc4Ma93DUw>`A)^rl@jEa9xW~`x==fq%LxeX+kM1@qi7y9u
zgjyhhXMFXKA70$kF{7@n={UVL{CGwIs-mT7MB=kRA(10d>irMU0G>_u@+X7X=NFTQ
zcOV2(swl!QMn7Vuiivh^BuQ$(vAYQ2$7>&$7NzWL)8a30(I_Z|`;FBd9&O6!VfqhO
zDVF;bjV6><4T<^&N~yT?&(6eWd`rVR^@awh);<Q?0NYfi0NS`yd;c=e^<H0<vT#8^
zs&1HRl#`0)Q~!npSWFvs*Rs;^(mxj`9)Ueg^#^gon`Q?OFO&piA%Q<Q^0|8V&%PNS
zqDQ#vQ)Vo}rOsMsvnfbQo)h5E@*1FSS}LE1Lr}B?2pCEWSKov3AE|cTyMQG7i)=qj
zd+*Oq4`K5+W^h(f3os8y+P1Y*Am=H*mmoHuB!DC-8BAjz(a@Yv62<R2#`eY~!s{Bs
z-g%)ju*F7Mq=BadEMPcmYa<jN(Ku?G*fOl;;}$9&En(UF2h<0Zq?A|~Hv>iA{nlsb
z8zQa`KcHzCsa~17bxRd204%fMwS&v!6)x1X)gzY$Xop2v2f4VOXzIGctFIb?eUmNo
zw_CWtd*^v^-x7F4ri|?e=w3SuBxzX{@fu2iCT92Nb?J!ecS;s<Kaq=Hrdbl+2Lw=^
zisU4y#wGG63_$dETH#koxp{8%OOo0n(yNb`7<y+ApvuN->b)J=)P8`tHGYDY1h%j1
zEgz?dDmdwB%WN<T@kK7OCtq3oKn_j{RA{?U721xTFuilSq7Va>l_*@TE8dd!^wv;2
zP?LT+bDwxXR^tmN{GR<Vo~_LHPi^wUVf(de`rAKHLMRRN|MfUPfM9gAz&h%9N6n=n
zLMT91d+pjf44+V#<%@NV#4*)E`LJ1g%VF^}BN**rH(*#mmmyM776TY&yi_jWmkNFL
zdor4Yx!~vUdh1}UUpDjARKBJ^XxoyqFi%%Cmt>8PmBqvzU0QfEJ0iSSHU5V><)Q}+
zgZuTE=mqCv-N>=fg5Gu7*5Ta7N8q_E9aayQL;c<svlZ5cp&Iqfw$32=pQvmnrP12;
z;2Is_5stdwd3eo}b8s_f8Vr6RognR>Cy(Hvmu>x*zPv_>d;$bTJ3Y!EYJ2zx_}Qqg
z9skhu&$dQ*3Q8*O2_lS>;7Ec%n?emxF1f=@okw}~O(P{WQ6kq-OqeYPeiE=PAfl|X
z6EFW?`@KR5WQ+FJtzScj%V1sNi(*d7;2IWG-%?6SJ^}nSf@eQJ{TQISmlxR>MM<h5
zcsEZp(XCw6_Sy5=*rSD~+NOvo3XO`0l3pmiG`ge!U`C)C&iK)PG<j@xEE1p`<n{;#
z)B<~M5~MO-7=Z(D$*vlf;6l(~5-ua&R6Q*$A*Rb^?Upi{eolS+!Hd}r*=}>tFZQOp
z6foQdYUo{iRC5HEFFH`Byq}UF(5)XiIpgmxqjF2tc{l%eWH|tJpFY+>3EaawaCGQi
z=zJ$!0J4uugawWAx1~SAk}V`9Eggoy)Q7SZcp&*9NQ)j16NO>Uz{KyJgz{u-eBh?0
znfSTJvD*h_f?ZqF=7qZ|qNAfnR5@kmUPEo|%)07-IECbBKw`=zHKSr*726gdm(bds
zrkq@^xGe2Szu6E6{|6l^lFt`cD1MY6S4<g(>5EglFB_aaw)PNQIH30~{MUFyIGa38
zr9@r-%#^>L1S2%iLuKZS*-8A|pwKjy%(8vpv_TX`V;*TMEZ3CO)9B=)wLGsb{6oZl
zCxB~CVbDnJMf;DdibFV__()t%Q~z5-2B==9=(D=g2jKPqvA?HA%z3J+0e5rE0J=_B
zNlG$K6I5c+f^xiA-vu7RX{s?hDM7|ZRO2qhXB{<YLx(=@jhhnGf*&;lLVrr0OBFRE
zKx$`lyd5>uT~!(S;1U#IqwZ*^PEp}D-owveu5nZ6Jd^|L;<G>7-su>ifT#ls?eT_f
z{?@whXbu*z<<42-8K4EK`VU;^vGz0f`eNUTW$Gu}ux|Pu5$57OLgQ?T5uDln!%Ee?
zWo<7cCb~_U-6q&rLy7Rxrp(ZK?7Ru?u$-`3Ghi5Wg2Bj{-uZIrI!0_p`%0^(pjFrk
zmMGnq6V%J#g-NQt7rb4rl}pFTJ#R*OHw{pJH&TYlXV3)-Pf%40Q%!U{TeX`Y;x1M7
zg$uWZJt^z$2^N8uyP_NtAiWC5`}OZhl+Oin(52(ei(tE(=%dTXk+OaM>MIHNK_8-*
zX*b+Mz-su{B+&h6Kg|l=Z65SnG>3g7HNv4Qxb&mU59j{PraLG9!y~Z(!NCbClle>I
z_YnB`JP=S-Z69l%;^L4<{Ot#bu}#g)97*zW>ywn<y;?d<3=C8g*w}*Y)5ADRZ#$I_
z``5{kL_V<(3W?QdNm_m9MK~Bn8sP&P3=_UAFOgiDp<K{V<`LL{ZrSA*#kSLHVGe#E
zqlpP$GfjW*e|-l!2;8@mw1u?)p6N+x1cx4XFQOdd@&VRg-IWj0*VKPsksjJUi2Z&J
zZV&??>0dFUhZBuLV6~2quHJ#~n?-znSiII3`mjzI&eE%OZ*;j4h2WlB(a)C+fzub8
za1KZ{vDgdfW9o#&&W=?QlL-exmGbK+%1aF~VwP22%$Gby10Jo_{DWN2qL}{TmoGtv
zk0}jGmu=ryPlBfTVN4ejdJ<h=^B!IvE+93RH0J~SKBap)vNhXYY=PivDznGGARM+t
z70(+dyZc`_mds8s5k6}{N1a6-H2AgtMLAr-)E_ekoVa_q+#o2A<fn<GS`l0C`!jh*
zl@?f^CNc(=Pu)DEOB0F!LO?kO$g>qTH|*VeD8fP$Q`toE0pkajw1Z%i$J7)IZwtoM
z%&XNsx2251_;dmw)@EWJUUti#vtx&LRJmW*VNP8#mmia4X6p&OJw)u&f<5~(`?E-D
z?CfF5`oWTEnX9QMyTY|o#r1fKz<tMsA{H^zc$SulJ6}gQN-<rKkIlV@5t#<yebQhh
zy;!Imv0x5n(Vd8=A8Cf?Z~x2cXquE<zG>DN55loFkKBG22RjEU^o;2mBO+KJuNq~4
zYVj%6%;=b<wJ!3cBB9CeYSxeNvAkVwXhe<!8z!g>ad3uu04rvYLCn$y2V6q#mSgS1
z6vWlom#a7y<V}cMf>_Ap#ZWeO-w5mkQBy^u8nq?L+~8rL{40^Am1o|IC}{|_5I9W*
zI8cf5zdCUgScC&-soa%gW1ZIWc{71ZK#^vd2^hf*Ra&H`rY^0o2LWl6(Cyi1r06R2
z#4>IiZU-h%I$)C$&`;{q#&5avE>ST?2kF?<bN-Ew31P3D`I1{9+10qoH@8>5Py>`d
zyhi`q6J_KWbj3yI^n~&E@7e7(+0dnaF|!jlNt>BHsdw2A1L!WcP6=VnybBrR;xHOO
zI$ppQpjQu?8q;+B82z2*@ro|crn#n(Em~CpPB|Rfc#6@+6(9c0S@7ahtVRIP1HM*#
zrJt3L?IFzq+be736JdALz9?pq{`^M;LU$8Z1VJ)_rJR6%cJPV@#7ZL!DESD19PJYL
z8?xK4bXwByF0}<<hzvu&@diz?JlBo0kai>0FGRT={2>_~eh=#}&lm0xu{lZX{`{5V
zzNMvknxo^b%(5G<u^5S6Q*%H+I)Pd1_-x4Cdeq<v4ee@}GCUd)tE7$&DFDoFeS@+;
z0CE+{wFl_H;uI8e-TwMYZeR4c;FFTo*n)h$VG_!on<_L<{t^#>&(+)`7cbLSY`h43
zI#=Dg-c_6or{ZQ$YfY*?m%ly(-3|ZnaI}qqw4%MgZ73C`@)kkz>K_b@EHWQU$pOOv
zXCk46y)Y_;iha)lY`om#EUHdttOHGj@j3E<(9p9$mNU>&huFJ);vH0orxhJ<_HO1`
ze**~itwRVx(PkRN5gG!3e(2!n$l-QmRIxnL9Z7Z!*zY;{`N(Mk&g}p?UOGH1+Z%_z
zBu-dkCgVXEMM*W69fBXDT*T@HM<ISd<13Bshq^RWQ_g!+J49`|DJXVG0%VV{C39Ng
zp+A!;z&M6Q7<|5|>1=bW38L|EXy>1_A+e3&3k70MJRtwl-EHsghJ$XHeldsTRuGXv
zE7&Z4+oO3YcZ|^U@vJ;;0TjCNg+s6|yvTw<>Z0Oq$u6)-b+|(UUo2e!wxfP7tT5CN
zNl(5v#r(3Y+&_{?mNA7L=L-(_08Xx4s>}PEQ^j}BNxgtJxOO#4P)SM2kFEI<j>_u@
z_U&Lgi%aq0c+n(=qV>y{FC%-{3>rgQTg5683jV+C6pp5-{xw5vEW=*x6t$VDDIm~_
z*!@Gal;rVRiz#eJGf&`n)!tLN_7BP$mN|<G-I22#=n)iO)bH_oO8K^UqS1%nQZ$u5
z|3YN!Ymc^P`a>+mqwz&XPG>hPzlINGyb(s3sX&@S-%f;o+q>Ko2MZK$ZEcbTuTyzw
z{}2-U<hdzOJ$8f<Fm+zbCbDw(c0mWIse~V}=$~JVqP>oZ(~p2rwCT{mOSvhs<EzxE
z_s!|ixZ8H~AV6);kPNDf9^RCZ{Hg)E$>g%V<Ix>DnmpetpArz1%L<obN$h_Q{LCDw
zI>Xrb>YKFLYjkO*y82$xo5?Y+SA0(&<$y+1A&~GzMKvG1R-vN$eP=v2a(~}P@UN!<
zRjM7=Cmrd*BU>JPNGiHo;d_d-HJ%0Ls5G*o@>l0C^mADE$}Uqhq;oIfclxsJbncqy
zPp-f8dWs5e^cgE_d({guKFbm#rlwN-&{?EZ1FY05w4Y6LP8qWrXo+oD?OpNOek#mY
z&T^(-$Fl)y5f5CIneMjt_96g@_kLFrWp)vvprAmyff#zuEpaEleGwrh*ojcU#8C2h
zZ5G-OCa#d`8>+plHyh4+_X-wh4xq{d7h0t_^=s2x4;X!V82xT|oJAOA*_}J*z^A^Y
z&GMXYXjDzubqYWmWhDc|6yS&+91tK;jTavib6ggm3;n2s1wRWZvuw8vj3l-EEP2)`
za0ZL@B<1Swd;rL$mD(=1H1~GtOkk;<C$qSGqX#%}f&5F~Ccb^>?Z^j?;aXSFlMtI*
zAoFed5#V2O$TNTQQ7#m00iO3WndXD(d@g%Qwfa85n0;J9ZJZEN2m^pVfOMauSbuBr
z<)I_0lghPo9Agxq=QKLBoY@4RBMcx<VD`N3PefRLVNj0DpP0LU+}=Ah)g<Pw-5)(V
z1^=SMzqAG}%@$VAa@wclFFBV-7>Qh4$8nobx1>r%4OyzXSV94KW##*ur@JF^z3prL
zfPhx+e)<-)%vFSZ&bE}HX6h@qNK{@*Uzh+^E@@`+LZtM_ZiEI95x0i@a!|C1M~)Zi
zLS8-wl~WQ0hTDRXX<u;YPv+G6)POmYXV0rDt8rXql1i#hM+%i5qsxaC-`fAN5zFHk
z=^cv7fejJhNx^OZ{}Ff3nw~fj)(pl@o3dLj0og!z0*fxRRr?4D3F_*;G64b73z<0s
zQQteSIr|=pUVRp5AjA7!UH#%6nc^Owr#d+rlQnTf;mbqq)&bYuNxxTG^RzcKvd}gd
z>#y0Z1|+xE>4gXroMrvq-!fmR)!t>sx%~LkQ~x|sBM_BaVip5ouP_m<m?+C-YY5>d
zO1kN>yw6Wa(lC>s1+z{SasVPmJG7mcCg|D@h`(7`S#C@INbH_}taI~#utL&IrTuj>
zROe@~;PH}iX##G`+4VNr)Tt$)$TRe3Aw}pf_A*E|p#R)a)x~;6sa-cn_rv9?XNeP&
z4iS}CFMU&y1muD(?m%iaEfU7LzeS*aej8y2?XkAWd!ERW$ZSWN=f(WN)Pl+oI^7OK
z_|Tt_xJ1n*CF@|wZg>LW>$J5X_Om(Zf-frXb(|7+f`Bk89Q*MY`?}o6K1yHca?xb#
zoLlZcL(CGVPS(^5c6?U1H8YZCF2}MnLN2i-pr_0_A3cv@?L!H0m{`U5(3ciKj1lHs
ziO}xp<vpfmSj8^8^ThYt_gF8B7c5v+urp_gg1<bgxsD}2GNb*&XbR(%JXvaU1r?sW
z319tLD~Fh4>6o)Y+;j-bBa9|l7DMTKq?_q(4lui1a|Ow-THeDpB|=LZ`RadA*Pg(e
z-+$H!?mnn{L4TF<mA&eeFG2FLrTD)hYYX%PfK^0(tz6&UVuHC`Wa%XNDyR<nv<fUj
zj5@gdT#>ek-qX-9;V6U5R(y6V=!9N9Z4D1={Ep94Gjo*~n307H`_Z~uVUxiBd)Rv8
zwBfG%&aeyGX}@1W(}M7>EJ)2{m}^hr2?Uldrdx0J{aihB&1EFboPc*XA90b`DqU8r
z*NJk0{pWJdvz_f3s@*+!r#gf!PFQ5piCTpdNj3Wao|Z|vs56&n$<l@+x#2jGyK;2_
zx7LcJe2Xx%7@MINE<qlC<2^#Enwohu&<a5@e%cnvMz%Bh9jiWq925GhTj&wO?pMga
ztw?_l_Nx}jj6iDI+DEyFznCnJequ`q?ads8Jzd^QLvtr!6PC^mVg`QFnW#}v)jZ`k
z(bsD(jS5v^9PO&V0xV5YS2sRxd+*^98tS(pRg7nQh?z<TX%IG+`d5*$fyr4u^V6@=
zU%q(w0`=C`)}87(zG*KBdz6oXFiPj=lcgPPqs`e7zPI#(<9IP$f_A?E&szzvgpj2d
zao~N7z^{x&)VPhw6EQLi?st=g3MVh*PtQN*4?pDUX*&@b2s!Ox%AAfJ>GAEuTjL{1
zX*(Z(wu7w9ws9;Jl3n-Af&NOi!T)3=naaE<ekU+2ZOs;TPUrcJ6>iM%Ka4z^Y{yi|
z{7lk>2hg5{tTyBr%3T|V3hr?KK2!Ls-!eJ|0EsSZK9>qoI1z6e8U@>c$<ilv0%41f
zbW7j`WOO(uhKruY^dBizk{5sP5L2cEczpj>&SvTXnO>Fi@<%Q!oxEhh@xfWdOD81{
zkekSN1Hx|}Vd;@WMT<TC6;n?xwHmUds^a*ambq=_X>G5<2`{XUi~&Cl*FStQ)aGST
zg%qG8lNT2c6OttQ|7g=gF~v#S$zwzEA*XjOH1zqqj#3|M<9t@%pREf}--*4Uzd9Gw
z@Y>H9%8Artt8(_`DWm0lfNk>?0ukjL*pom00&TSb-$NaN@v=wH<>#uugudK{WCuqk
z1}dEVt@2>adEpQ&s(on|jS39%u|px}M)dA9X#a@ap*v5CBlXOmbF#|byiwiKQcM^r
zxFat=WvNrW{kG|UOvM0HVA;|i2N_!9Q)zDb<_ytNwVsur3g7c8eb&5=g@>q@qBjv7
z*$gthF!TTK-3pFs;v{Q5c|%0o8e2Wa++A+&S7g4Xa30bO4@jHdn^5&+HX@!zIE0!k
zhdac+VHM~3{Z6N|z^_@@{ovOx^2_BH`lHR$f42Xt$Fc=*lGPt^yT0ff_p<l8ai9!P
z4&PIwLeq=-9QED}5g5=^QI($U0X8H3>gQU<s=@R{yP@SL*6$f%^f97G1%Mj{tUf)6
zifKab-#!*2Kg6d=7Y}dt<hXF%58iHnm`hb}IhPu6Kog`u^%gZt_149uke+7sw=6<-
zLhJ2~!c^QEJZrkxk`c8N;nI%hs=~=L`gMhqc5j#$?Y^ZYkd-wAr)H^{r)(~tT{&lf
zTE2kn;d3<MzY)ZIgb?JI6{PJXk~kF(zRmNX;Vc~yH(IT19e%UI<LcQF-L(hf(hPr=
z4jbW3G$f#L_$0$l2~|7@@wK*nwa>?|sJ3o@(jO(J*TBC=ERPk!`S`HdO&^9CiAGRA
zY3d=Cl2nWBsVPc+LznXXf(i)7w;bZ~Lm-!*L0BryjW>P=Hq=c~wFpa3wQz!&bI)6S
zsx=<8w$fP{;>~;i&_2S4=dA>U;N_jn7X}rW>jbT-xx?@FDMIdEEF?|jaVIzMA6e_5
zf~7%o;jSTWp$O|quhdjhQo&TzlxdE7CZ+Yvqe*G((^2h(;MjuDE9{|~@9rZdZl>lU
zKBCO~4oQS-^OAT^X=ESH#m?7!wGhooDcTmT0|T5C<tGb&QWZPsbq9?twXB#^vC(Bp
zg3ZTO1jh5y5EM#33y$+1qMxOdfy$ZmT;K;MCl25~1w^kMJIkTeJsbIR1*zr1ClL6B
zgc-9F<U+|74_|<9ZxI4b)&M?pX8SLo<trGs?@?jVtf)wrMB|7DuOqGEIC5jj9_;tn
zje*Zv{F6I2UstHwR9^qP0bX!Cc6xa?36<h%8&V`{Wm<$F5RFhT2O|&(o4Uryre11B
z^q93tOcWFA#B$I2<4?G0Mqya!6{{j@95j9|t}M~MYM}4hyX8oO=UV7`n%J!l#!Kk<
zO1=#&GiAhY00KZOL73W8qRh=S?%?bXp|abM>k^?fz#gf~s(eC&2HZxWIY22BHzC(%
zGz^S#;w#A)YBewCTy&_IXz@Bpeawv0cJ@=h+N<Y5+U0W1rPb)YC{znRHwN=s*ZaeB
zoTRwxvAmY7e!y`i&#$urtt^k{la4MIvFMNbboBBdW$X431aQ;&mBP*%ft#hw)Kb0W
zkj3LqDX&-Pa@a8FFM+@C0GLgxPqLg%3SiUTtGp(pS#vSE^j$yB)o=Z_3Gf!>G*BG9
zIT`hLR)qN&LiXpTwT)NrF}WkRq38y1>MF!|xN%DxS2$xuqSb7+MuEk|$>q>RYuh3C
z{b3C7HtC$+jO=!8W{It32YX{?9jj~=?~1Htwvl=G97Mfa?Sf=Ws&V~;+?@0Qtn<{H
z^2@6{k9(!7BoO~sFzL*tob<sW_)j%K#Z?$+(4IqWfXuCk;vtD&(V;UHuD!gsGTE|o
zc<6t6k*)gnS$FO&^mD9}jW5+8UX3PJstRl0>}pA5$RK{l^Cxih?^^Ybi#@SNa$VY}
z@uOFSdtcVVZJ_8jH|4skZumU)T<YVNz`v6@>@2@KOR6J(t2s;laZpm)2W7A{*Wom_
zUAaR6Od<fcals$wzJVWiWv17xUsqqd#3*l=9ls9un?Hm%JVVIV)V$X!`_gI})9NP!
zBjXBOE2*ucs^puWw%aeSa%sZq^z8a*FJBMT;n&Ry?}p<JpFiA*yC=?$onz&G9vQhM
zd8!;6tNK&8-a+P5DpwbU3k4#pG+;wBt`qGVP5SY={ptA{US<mACMplNV(v^x^C_D1
zz!(O>&o08eMq7(Uq2mL%w9Wl@h>M#s0VGh-KTiRc)<FE#ZX3h<VKQV=)~K%4_8wd8
zFjP#^V#0HKXR%Mwva$DUxH0Pwn}xT^PW)wBO<X<67@_=crnXyAnU#XYXi!PSna|)t
z*FjIuL*$#UCm@fmJNrcC#Wp%{<mIC)-ulRSu{0#>T7T8n2`$?6GyDeAqJYF{y1ohw
zre-?D8Ayln{%oQdZ-XSg?mf!)LoJj(9i}K-HPx{p0IJbtd;IqVYx(0wznX5@n+#KQ
zYR1uef}*LsjGq{gFA`w7oJ1!V<$Sg~?P;jkol{SLFWaeb{#6Bq1i^&CgHC1vldbWW
zW6op+{9tser>cjV)y&xih$-h=hCQ+JoUWBBaq!meIG2ksODjBAwULNh_n}qqn=j;A
zCoXX$17FBM?uv0_C3#ylvY_Rp+NRyv{;&Dtu`PwmTRS+Hj91bxUhxa*Q*=qojzX%W
z9eI(CD^7zSEq@zmz8nlQ<x8M;rXu|C5p;0zB|`3_4tq<_6Q;mR#I@speV}$YPYHYi
zx2I#`U-vP$>Mv5Zz6l`BvX$S7YUr2^WfHYL6L>mCM={k#HdrdaIzdWcMi{pe^G10J
ze?NNiX>jJ3aN%MdcYe@dH`*1aX3K^203l>|6Vjy%$F$RTwAc0<P|vu5r+$)7@DHKW
zAaH0YW|_jy+*Q$jZ*^65byeW9-ef!g{;2<e*z5Z_`D<qt?`9BDD>iS`8%3+>5v$BM
zJ;Ha@?)UA0v4c_;yhdNlj{%62num+o8&-1y6NoDkAeZEe{(<bzcPdqhl$pZzryid+
zEo+hDgw*h)zA!FO5NbY{dP5%is%JK~-c-#FO)K{+!#2jJ&Vcb~&mS@M{jPQD9;2Os
znB8wf=@bwQSb?@<*K(vxQF0?hcN?mG{P}M0`45xJqs^QEoVgKwUm*@vR2Bn$qR4jK
zXYZ(G_tkvqm8fms({b`-g*P5SK7V=~l3gZ;+%0@N%d>R~T-%n?Vg08rFR{-stiOq}
z77L_Zj2bg**`xDIX{br?A2J?onzp*q7KUWIM77GZ!9<fks#jolXJGtGvpz>V`w$7|
zNKJG4aP38uTFJT=dz)e3*_z3`vtBn;Biaw|V#(NlVW#)A>;s*1VaAR8xx#sSuW}jz
zg3Q;XG4f~lk+O+`S!mqRo9LF4TZ0sU?PhpLMeQTv89>?#?tw1S-UgPY;O|Gam#ven
zo5lbU6u)-AG6i1U(UfpD9vV8rrPv*i?By5ER>UtQCnEn94_^YYpCF&VniLW$pZU`b
zwR~RP^*tKs=3-!7-BAvw4t&yK7zb?_q@=4lNSh(3IOZy;xycut0AGU6<Q{n`H&dBQ
zFS0vZb`M0it!R34BIAi@q~k?y`cH;>h~apZXqO(y<=fhse7YhFjZEyjibgYvBZM9Z
zC`B$gY`-1RY<pB#B%L1e+Mi!N9=Vy!n+6=WmQ&v<{60Zl+SMoGSUzpyi+Oh>%loA)
z3k`H?*N*|QBw!J=pS~MexOXKT>px;Oh?f{P?{?|Fm6#=4-*rB6?kEgFT-i<$)ZDde
zc}_!VDmu?HK~;^cecXCj>6h^oPE+xB4~38)X!v0r0H59$7&N9_U59jVz-PPuvhJBM
z9S!Hhu74SWc`+Eh8y1g+DVAANd3OnjjdOS7B3?H&L&XKDn%#SX<G!$$A-z3;(kw(Z
zO#DpW#YnE`Km-xtR`lHy1wGg06oI6#!6#JF=!Cz6)Nm|QP?<Chfeo8fe1CGEg2m(V
zQ~jlIpVk6VbP*$X(AcF6e*_UlepjUw4xhNjUT>S3s700#x+VSZa)~hkmJ-IRs}daM
zMwxd>z>pxrMlgD|WiEtE)4|P|IZL%ErR6!H!1%og(n~>*F8vfYL(ST{z~M{zTqOGE
z@@JHrwV6z8KX5>!@D<`jj*i^QEX!hclD@ZJq?<e0rj+bTQO0;<ypnep2R96$q&E)m
zOpneGHf-Ua`e4@bgv>~G{`_mF&ww)yb)$!-J8`j1h-Gr<ZQrk!->pC6-4AU}4fvRG
z*r6%NmKjkb!;+`kq?GX~ZKnVQ_*I&0VBzqkF}L`iY#m{`nZ#|2D|e9g-jj@y6j70e
zVj^<KnU0)rocrD{&C9=4lHfl_KRVrSJ-mRKK0dK0GF<vo=I>bpQ_`L(Ev`R__X?Vw
zod4tcgsK@Ec~V*XI52#>uqqMN0Ck*a%7Dqv<hA{AVWWHkSe#pHm%=>6-#|?zEGivp
zo2lk*r{#HLE=ND5M!=>aHaL;4bw6b^CtBr!v3|eb$k06OI6~d18VL+zN6}g*0pgW*
zVy`O*q}n4t0MQUu_q-b^#{SES4ZMF!Kw52BVrV|=*mW;x%!Af^&v+ZAt>S@ym*aK&
z;JmW$4b*jm?mVO^QORIjKcKHs_130fgFzX-J{pZ;DVprLWs2xmigb!u?O~;{^57G+
z8mF!>q{2xh!XMXYbmAh@g`Y`#*Vo0y2Eie3^=I=x;k+{4mx06DN9t~b<tr35ivZ&T
zX6VbmG=GJ~8IJsy7SN2>6;!hEh;rb^de)3kF|jiB?CvTqmmXqLi!_N1Un%1`7mD71
zWLLFmjUdr@AR5V@`LV38^+Bc>N2r<vgJr&ACJ~R2$fHW6s&OhNrm|L$q??XtUfT_1
zvKIcLlZFG#qdPDBpDm13wuH!Y)#OQasP7g~HrmUZ-?@FN$#w)T;t$bJ?H7<^M<473
z*&d<<L>D#PUAD=R5MOWG+&EBU5{TzubG9g)2Roxq7o_hf%Qzfl2ZV+tN(^hm&#bKL
z2B;H-X+RxJi)x%ZzPpcGF=WW~wv}Y;6Vyy;zK7-g*r;Z-PuqGy>-Ssv#J+@!eMM?%
z89DPe%Seklm$FuNM}_3op`@E2lt?JK5%ezz7R)4Ji(0!o5O=%U7KmynWp{*IDTd8j
zu$hxM$v-{aQuCeUY;95p5m|E(RIe%(A3k&T>3boEn5<(Sa<$JcjemSxh#`f6v9}Z;
zuZZ5J?_C7mS2E}P@wsRyhYQ9V{b%L(vKF&9!-j>v%x0WNTaS&lM*TEcjZIjiI?c1y
z=!1R(12`wE^{lfv;HvZAJ39qp+C(n#<Eyg;C^I_xkUt|hMRXyOAOx@0V~kvI9Ia@q
zP+**`1&`rVO$RPXDRQIjv9W!%8^L2EuiGCsZ*jm{IgYKQJrgc}XJc4p=Q>11q|v%?
zGEI5&u9&o!s0RL??2)w(EJH$ydK>Sfq*Efh9-3BKn2jC3w#D%BAN`r*>>JeC^{Y(K
z0i!ryB2k2IE7pHy5s!~+`ZCwlqAQjOMO}$fNL$*(WS{1Eyqm^LG6M-paN5qcA?Poz
zwCvw<I5?&i7{j_*sklxhTLh#5$L)&skH$%6N)mPXRpezQqCpKUqJDu9PYbhBNziTt
z;4j^AKe=d#9BiS?oxmQo+EClE_vr_=Ek^#WLe9aE3TQ#p7gm-++nh3vL^U^zXM^bi
zSp~vMlRl8hfn-5yQ|267s3KV5d=RFXLN-2Y3tm*l1PGgNudqqKHwos3Ob2HNbH|A`
zR}wX+lOWm>)dipUC!t5&n(-z`b@F-<c)fxxUu9YPZMW3t5r8!XSe^bo*?vB!u#q<q
ziveGmDB|ZUfYL)#$o8)eF>?vruWT=@=vTz-`V=JsS=C0!b+f+05&Hfd6<h{k12LpC
z1$Q!_bjDBIJ~|p<*b|_4m1`+U6kTY^p@06CGK`dTRz5#V2!FNyYCC#8aqFl(884}6
z3;T2BuCjzSvP#Y*45$o%|8N{hai;A&m75U}`!Zf@mqYyzD%qdnue9sj7L~2SDPhxr
zbU(BY{a;+>)V)hrxZGawadTARt=N{1Z&7$+3RbC{9})&$8KO(!;u*P}F_~gUJnn~5
znFPwVKU@V6(^b!^&JaSvFpXmu=T=Ry2e<W`mX@DPDlK>)6xO2psGF@sYDRxcg-eiw
z(ddJ9z+GQ0^=Vx@^z-C>wa&yW7YGEILp=RPwmqQ%p*taE(23HLW`Bxg%mZt>zV(D;
z8w#@B9#=Ku+LIlqwopj9yeP<a{EFyQXvmS6wo{@6lpWD5(d|$RU(<HWUd4kw1VJ>L
zLfXct`H3QeI}qNbT{!Zy^wfgyi}`}DM5QM5B<k4lfH}_5xe>KXwAY*l8oCFZ+aCLn
zY4RCjAVL^ajEZ4v&d+50@uw5>g`g}RFf9)$D=WK{F9hx#uN9#hz0lH}$Qmx6v_&em
zc~W$w0Cfp4?!vf_zM=fIxDgVe77Cut;0t)RdyhvcIqOPJPIhQs9-6jA+s_Yn4?+*k
zFWNj+J@r&2_z`%08_9N~H7Ar<Ct+h`{RTVy0v2D|K2_W1Lv(urM|{h;w1g;YpiNGa
zSU?qm^vgB^2WLFq*~`@;6KZYyQZ^RN8!F|CsYk)kJ|LUJB%`GIu<(9O$MG3|S5oB`
zcDkWAInXbFja3=|o=O1U`{crO%1)fs_i=IR&B=jM(JUnkbKe&L+wchU;|B=-<c{M)
zdwsn1o%V7mBt!X6zn#(iJuJdW*ef>#Sl4?@K&f!63CR_Vi3`eBDQM0=a{a0ay1R7Q
zkjm0S_Ve=hvpme&-yZ?@K1~ls=<8Hd+)rsR>4Jwp>YExU=hd?Kabxsh>i8-n-0M_#
zJZ(p&T(yZCNDPeH!c4VXiygS1_@xN&_GogIu;Fu$^^T&5E>2>VEwYX)*+j{C<=>*B
z;Zg?a_i|kM>kt{Oi7zd~i{+&lvtUAVjUc5lWv0n5PiYF7c5hi7DL}&x+IGPP-X{oX
zgbczI&>X}PCW~^pgVz}hazUi+T!iNNmDsMnME;t05z@vV+y1DkL_bFJJ8=DJ>H;jc
zl+L!}d&>XhlZRn$Zv~W@2e-9Fy+|zgI7=5{sj&Ttvge}X_bj<-e8BMQHN#q;C=B4w
zmpl4#b67WyEoL@9$5HlXCoX9#Dr*i)N+R~UJ)a!1TrUOuOR&>@1g`6h_h|!;K(bZN
zwe_y)GDB+)#9hhmUoCpEuaP57KqghSLrXP##w<9ln{)zZTsC&?<UhHs@ZWDbo-Y>B
zyVYF3(OB|@AF^H~vnym6ql#j+4KL_oGkv|&M0|Sdz9-;HFrne`m{Y@N9}~-Dm5#=e
z7%^uOsy!9CIg;p06C{!dMz>f3f+6sa8;7(;h`%0hLP!WXO{aDz+VC~Ve+>_NX2}$C
z^5cqR#^(!~Q`2@>nDK89XYfFMnti8rPtA72-oPfI{6ZSN+)JR`3H6iD3lV#T{!apD
z?;E$S5im8KaIo}$J%a*jD_7(6#ovNYegP}9GQH!n@hR#mc`o22A^A28^cqi29Qsmt
zvC`Ai-GGr=T*KcjWQIQvFVtCbj)iFzUD%Za07u>iQ})04eo{YI*;6oQWcxR4N#%3a
z0mOtw6nwk*GJdEv&~M*#e5*T+Z6b!CY=u7>fCTY`YU&T^(HlNHmjJK1ZbCq@abrep
zrlsr-3qf23Wk7hAQ9P(iL78;TM*7_ByAqI4-J1eT{;uh9He#jKr7FwdW`=JR2nEK#
zR`TeN&78{3|JGs>&hCo{rnJcA<NWWwcz!IuVWPXY_fT0pyumbaz-1rJ@f0xXo4Z>#
zn44`OIM_dAE9K;t+3?c0{Q4f@TA8ZVd$nVPj~0>c_kr|4pp;*?SFeHgoU?@_1ElQ_
z-;K)?Dc|Cd7N&&^;=uMfX8aAEZRdh~zuT*GyXgze=U1AA-uYuKY$w62fdhF=N=lgc
zFI!|6rswfM*QVTVRVr1MWoS|<{cavs4(q&wRsyci<$OP~^mlsY3IERWrddUcVNs;z
zUDKy=eWEl4q{wc*GV_hA(R3Uz27DFRP<NIacd(lekmu$B&AX(e^hC!Z#_zYzc<_OY
z^{7h?x37|#o|6)lzJ3A!tnBM;|IfqwI3MebS}N8CLxPScoMlR9Icdk^;=?v9`bX1o
z19lZF@!82$qeohfymK`|$}ITfb(fFL`{;kBSLvZjSq)XxaV7L2x81;&7?r!>|IR60
zI>=C1xqO31-~ZHd%K3@%-90LX9dO-{G+O{Pnh~h8+UL)>70W8Bq5m-!sI)j`@9()Z
z8(9JOAY0+#$A*voLiz+8UdKq+z*M^>lYcp6C*4qC<s*P7TZgDCI-2S@E_P4Ycw5ld
z=wawJLM8IH*6l1u$&h_vHab^IWrf9uYk1S!PG0g~?gFEXjLo2qd1b4#Nht=DidFfg
zqi7Y3c}74dT{0a)_dz|tbdX=$y*hl~oP<pndVk|1r+3SWt<f>4>w|iM^*)+j#x*b?
z?J8)HTR$=O)ieYQ{MIEyKg2=SM3N?ZZAhe&{^0G4dby))0ZiY)*a*;pFP}kSWc>U?
zgN}}F84S9>J-i2=>_?}unuJh7Qj9y<&;nUXI&m0)O1i&?x*cl)lK-KtNH|NL%F!}~
z@Nip=4J-mlrRpt_ST`N@cDa-Fs3Yi*W_G+xcZm<lK720{ZtL2!742-b9+h#RF2i8y
z0NPIu9Dw4Q$zBQR5r~BEZbooJ7{4Axt>y_L?WM96rcbvreo?I?aRrL=ira`IfeG2-
zO6vnm;xVHAiQa%L1{`kG0A+Y>ZSARQE6qsy*T^r6L^KEzpsJ~ub!-jtChh`3V2ROD
z$rK%)mW}`nWZCa3g-vo|J&~#d-m6bO<rFT-87sI04H<>(xdNXBjZAlX1Dtrs<)P!{
z;y^gW-cHu_#=($JD7AzgKXMk!+KaT-Asb@<c!}y7bI9H)N2Ezf_3X-CpW|t55O8JY
z(Pu<)V5P&V@vX*+#ys?sk#S<5CG7=hyTfVq-F_o}8XC?Q(Nk~k=j{zi-1ETp@rh3(
zm}mnr6+ivUSNty5A;8_UK_6oB`kmjMmc2Ir!sYJs1IQnkm620|w2X1nJdetg?TOP%
z>uZGDTHrb6^Mwc#C|I@PQ-8M>UbSXdj7xxdQATH0trFK{6k(*OR=Yuw(O6xn{{G{Z
zjz0DKLN@mfRAA_kKR+W|S!<RSKQZuz0#x|Oe~P=%Em9!U^5QF@hbFxurI?UaBvUT-
zgHhqjE3wqeVE$)c-(VSy@ScF!a_LQ&$+S+V9K-e_gQ&(?b9=0vKo)G@-(6wi!{1Ge
z24z||z5Vc70LUEO;MYUr{~{XRMc!8d_&m71F+on~$C3fl5N?lwD`nE<m55jMDO|4;
zVzqpKD^R1D5xl$~2<p1_h9il<RbG84RtmeemI$X#)|BREa&qsqfPW)fiSS2HAHLA9
z%mvzb&w!^P`wE>qc>~ha(R0D^qQG+Jy8spkhMDF%w1k0OEZYEHQs#xa{#MOfe=tuc
z7m=x7_s^q)c{sT{L_02@!!ZAS?@slj(d+67DyHH1)h2m!j`Q8yS~qpe2{TL@Fmwm;
zx<S`G5?HUP`~xdPOC_}C|8&h~U9KD~ynCyJXAkoKh+8*aAJNp-@toHrCsdi&&)v!E
zkohi4OhzC7a&0g@I{3x~8O2#!{jh#|ol}<*ADF#O<e%#b^ZVPYqAx{!p73}g2pfkm
zGl40M!6&n^o<_%W%}0)|V^l!28l)>SA3*iT0Jo+fMb&%wuTmr^lo>u?m<)U8BkJr|
zR=rQVD}Rsed0ll#OYM#&P?bSU>$={!y<NBO({&&&0C>>Pv9ujgB%Sk^Xq2=aHtY2_
zN<X7L*_Qh;^3GSqY|WWd7O9#MjZ?cA2jK4vkiAGSQx|EdYKCEMDL?(_59x=s<_?oT
z1_<)hO{bFF!F-_(#`@%BM!WtZg_zfy%BS48K5U{|EX3<P9yFFh|B4q$=e6C9(8ISu
z%N>Fq?ft_FzFxCm)FSTOc<=a<JHc8x7rK^NC(yYRwh+}a+O9qwy|nOUHqiBbEo!s6
z9<hFL5t0!S6p}68w7l8^`WLW&yy4==#_BQ1;e={|m`Av^fMl%o|CIfDvuel`JwEkh
zE%{Z!Cl9mz7V);BC{FT&&L`UgDin(=hpG6p^|z*)4$5`AnapuB)5ae;4RcqBKTu<{
zHf8;!nHXb_Vm$NPS8}%pz{dbb&JCG6>!G2eg7+auD^AB+d-}U4DDy6=t98#=EF3$3
z_<suiG6RXLu4;OY-JXEj;_sxrNaz~jE;h@Eisnp~D^ilu4~H)wHn4Rw&+~e@<kkGL
z37c)?yxj_Fw^t)sih{wiJGXNl<QMSJ<6^5&ZTfiQ!ES&)T8K<B6qKADoHoRw;3H6e
zfU=ZgEY=QtRoe|q3_(BIdO>aWxvENeojVRp(+eBSy9myEfw2z6V1Jtt;!@mk7-Vec
zP}^e~OVWoOO<Lh`c5uWqb=Em#d43SMpN@5h`;p#PFl-Ml;C;23o<9B9P=ODu;5b>#
zkk{T7H~raa0%epIk0^Ob6Qky#4yis677H$&Diur<p^JC0*1Y!L3cZK>!^%#N=K%>X
zT9R=-FVT>=0(mjVeO|}Qe)S*0-?0Y(Cj%(iB*&irgCB9YKV!q8Fs%_PAP47Y+~Iik
z$2^I+G9z+Hm0#!AC|12Sp<W?N_odaMhz~W_q#%;DMg=nxLL(DqJW@0nw9G3!{cS^D
z8G9-xc+KVEu{(0xO{!#SQ};ClJ5YI1k14r)vSP3mPGc<nVCcH{-NdmWE+M+8&fz02
zv>5sJfFk8T^C|yP-8T1PzkK;VIMbC(@%A__)ud0~33;$YAZm`Ll#*LJ58~H+QqezH
zsp^e~M;ghZWiLk+#^V|*KI|ewNF4T-9*$`PF1!c+nZqxbsRmfng-4WgNKV8kvf2ou
z+{`d3Wd&KO>Plff2~=&gvN@lWr(u4@0lz<&Gv}b1qJUqUVv-49<RrM&fY~Lg<pC5S
z?sQzOZ#AI3uf5&PdIaDEth>5T-KX!v6wX~)O91w$oqqk4x|kflS29jBI9uHObp5nr
zxVf(ADs>S+R~Og+XZoeTQ{!ukm`h@>VWLn2{o5;`u8Ed{gQr5+V=hDa)RLzran=87
ze#shK#brQaae53~|C_S`m+FYxCWk)z+kcz)qlNYRqowjcS{GAB0A(r_O$U13hL-5o
zc2R}w%&!rf^J{54hh}*Y=@~Z~5=G*`Z1Gb{<J@;hhP+8ZBjQVg_wXX9h(B6juLGNg
zzLCS4xWLRBCPv*~@nJU+UNY)=p@VMW=5+|%=?~Z%U%Fe0N~89jVUp$d72C&I<3CFC
z*5g6`M0*_f(URf5p_u_#q$!U+^rOw5q}|SyZ!EuXb5Nt7n(m!1NZgC=V97XWTh_Wt
z^yW0qgK&=8BK&yN&iKMuu)36!0E|5A8gXCV8f%Xb{~zBrIN@ctF%zRMYp6`^U=LpI
zMjTZN9@3gzb?nkzc6z;<s~fOvL@$F}#AL;A_}l?w9cas*nE&q2s5Jo*2lpRZLPI-Z
zX?=W|AEkBuliG;~`IE^gnq3d?_3=dTC<Ej8F)1;~q<$tAxfU*7f?I5IbVBu+o0B$v
zFQbGqXdHk$KdO{vonW}I1`O!5vAs<<&4Go8GQUs3YLa1iif&bs<+ZrvGIey>V#P41
z4Yq2TNK~WAYVilrzXKoFR%v)Xf;yIQ;;InnBca60d0<F9*n_y7l`@lKd7M8~yD>Y@
zQF{(LA_+!A>&eLzOL=~juDzh3ElZ>@S2+gAQrym0rLp;81-)m`DYBI@DRAWa8iVxH
zFqM<Ari+NFYwSbGD9&b@LhLYu5&L>2!6zpH;u!1mmzyS|lS)yc98=O@RE*?U=fiRT
z5*m<(I2g76As!0@UsFWA?o)Eeuls8xDjWXr&)*#kuuPo_GmfTP1jjQLdmX*u8wT{d
z;9DfKCFyUQoE*zL1}}obU$kiRpQ!GG2_@>Vork<5fqjW--Go?+V=s!c$XD3Ph!ubp
z<@}=5QoLx6vet-G(Go4XM#T4KkV<kt+)+;nXTFi#L0TTyx+)2BRN^5!lZh_+0Kbbm
zth`u9H+i|?0-tp~a79HmfgpOX7;<jhR1`pwFgJ-MtedjD^J~f*!^=RpW<ggQ<4u<2
z&sADMjiRi^|0&G5n}fd(l`A0Y71?$Dua8Bw`#!m}j?!kL8VeMfkX3O8f#dL|OOtE&
zIQ7yIT2tr3L9j)2kae>+Z=I04;<NI@n-Bq+gee&EmX3{p?~>w^TfXri+b^pf5^X(<
zbx;T3rt~>mE*FaWJY%79^=hKB<^3M)AQ{o9Qx%!WrQ`9lEFO@|{Qm`(m=Em%jnHG1
zgtH*+E0@21*_Pm#bkgE$_n13zGVd2?J<&%`7c_UX?=*LXD627of>;NGuzx?K{D;BD
zv1<i2d?*Cva+_zVW1uw{0RxL~f4w}~a#FZeVov9NiM<Yd>Ac;Pc@8jb!65ZzpN$uA
zQhR%H5gpnGa`^vO-d9Fd)pczPiV6}Upa>EIk^<7wNUC%rDIg)KNT&$WB`64pbho6m
z(hbsG(%pS{=TYwQywCWa@%{M5_van&{&NnTea>Ec?X}jt=3H}L7cz1{@&5b6!6{g0
zHhU^hyMBqRl{(*NAue$)zBRELgj+JKh_~pt3=jX>RAd)cYYRzGd(CLQx18GdmQDyq
zlFjdk2^M)Ph;i5CPrOa;d5gn?;wEspZsp@sYIgC-$&{#g<z6{g3(Z?u_OHl?Z}-Xx
z#723KR1bRxBLq~}iCX#q**S16I{W%uI=6yKdd8`9U<2i(u&#yJZH0fD0c`YopyU`g
z;%n~0$^9}#m);xX)23<#kayaK*d)iGC!U95g=z007nZonrx(*hQOO;#Hb$f-J%VbY
zj@`GT&&FOnNn;q9*RJW$agCioN_Lq1qSNqz5IEAjJcoUdQ<kZ~n9kyu##NoQ+DHbQ
z%y?&xTwo(aL(*s7_`q_GgB5UL9S|r@q^XKMN9o>rY%F_W{09zh_glU@_CAhT(#ac^
z*#(8J2lI^{O}Ut2tE*<nh!0`!k1H7pDwtn}E@VYrshB`fW4ZFM5}TGG1M%>dPTa)B
zn#yQ*8W||C#N3IJug>j568()N^^~L#wOpg|e13R>xN1y2fX4sn3#CQ&nN{O^;(oax
zsgR4kDqm%cSCyX;fA&d3@7rcXa(_Va$9wr7j2m_%hW3Y@##y|!&-kd#EL|6ajm`Y3
z-tDLC;n%*SSAFBZITCLVWe#Y6>qSM+$StLod!U;3_uEf7i^!dk$&smld1*$O+{(hI
zjZUsULKd$h9~KV`PDeZatRra4h+{xwT1Az~`5@dit-hqp!*Q`p=2DsThvJ$MlMFZK
z(Q=_9G4dSjn7I+`%MDc{?As-JKTY&?2~ISKW%QqkR#bUy9Y=TSwWi}c+e^q=Z`fpS
z+N_)?I}{mrUceEXlNAl`Oi6h6-dc)|ic0i^jfaOQoR*PM`lP2(!eITr2KRrb&qA_j
z^&BqSvubNPp+=%@-PBdR!du~N`ha@J%y*za7K+YASzeWftLS^A>t^S_5`J)}XyB3<
z)psk@gDJzf!f#5C3T%;C!37cZXHMLa9|LbsNRUHv{Mr8Oa-=TdP|^Eucnkw5o5${9
znQs-{E}&UuH=EoUb!VDMe!#v!EtFV^m}g|X^d~X@Xq|Cid1U_mrvzbI`b+b@FKlDV
z{ftye8$aD~u*sFnnS$um%$lqD#*t1@b<j&Qvj^GCI*lJw`UhA{jj#sp)%iRl@{q@a
z9M-3KUbmjU`EMbR3Z|5MSxHChQFznz3?g4;)L$rjsSi;0&TCj%3VJ0LaaWQan2YZc
zc<g7PtgPs!pJ~fzb^I8cAQMtCn6xl5^~g2!MAH1T;@#+9p&||cDHm^RJpL()EY;>R
zPasq|U?&pYd_I@#7qcwcvHljS*9w`w{-RfmPoXX8Bo4e@Q(e4<uOfC&g?DZ4d8$sn
zGe0C{g%jyCHu2<0`oPYyMKXw2!%)2V6B3M^wt?ClDKP+)_SfT?;?u~d6)r>W90u&4
zTKtZTdXswezNT0;IX`bqeL+cZN->=@{XMtSy<2Q<K3(3(aEkM5JIfw$LkJybOYyxh
zG-eBuSNqQr@<D(OrA#_pSl;RTvV+IfsrmE7e)o67CbVwgQa9Lc*KTLZk~8M2@o7iM
zDb)<HP?(sUuQzQ-@=0p%%g<qBneT8!ekC~F!09!kia7OTdUuT4n?g>H*h@KI(SpwC
z?K1XPF?QUphW~bc%Cv@9yTH07xf8!&WVhQeXu&AW<=e|9v|~bdUAkIsTi=su>rrj;
z1EoQx^(LOMa6Q;d$agwrV+ht=UhH+`kI2;*?LFt3!Hv8vh$DfyGO4xxTq$jA|9I*W
zA8Un2_naXDoJBNNCRAT<NLd>vaSuv-j?R=cr+Z|F`xurMbMv>sDZ6zCq|{f%fb%#^
zn6QlKake>c5>}VR)$6R!Op<<2o1Zv*ps3JX>CP-Ns`QYr3c{6#$`~Zum*@*GZ0#1~
zu5IkPBsRjLUoyKOl2iXFL3t$N{T;QzerJtbm4@SlAzy_`IbDN=S;`{89Gg-lHueL~
z8tHhV)E8Di`wzS(mkDt>2+pmzA#H9D$6?fxgNj(1pu>KyRqE079Vl3TjtHV&RkD2g
zdhzfxVihH6t|flqSkXyOVf}5&ncjCg1sVsaBY7xyJfjYL;9Vh4-Wn~Z#9m1!)oFzC
zgnyn?NTx`w>qo(eQ2$&zt-6CX#%^HoXr4D<IVrmsR*mKwO=o=-#CF{$)?UKRq=bgZ
zlY1qoTKVlXjz^A?DAq<jz-Mf_Aah3dK0e<m`BO2+CRVr!av)WXaE%SnWIB?VE^Nat
zQN1c2a@<m|;g5G*bLvR#gH)S(o{ECa0Q=>kVLUv?!aBw=jh_=e&9vL>XEM9Y(cmH0
zwV{sguA*pmgo|{SP}?-dxQwtP!fqK{G~#@$Yutt%R}tRVr2Xg<g9yz<#&^VLHt78b
zo_;}}A|v0lm*?h%Rix*rxFL0<!$0sb(Gn<C*gMVS_UL&pXfTNUy15o4&7)di*Z^^Z
ze@m@0zgx;%feWQk0<SE>dW9BGCf>>nN1ZW~W+yXl36l?hOC7q@oP-#FlKRU%M|nG_
zxE$w&-=c<11MTvo7?mf_g=1pbs>;bA;Y;^)v$fQoqk6cJVurPT#B^CU9x_x)L#@q9
z!j0GFE@Y;xE0JBKB4uAtnm~b6dlQ>`<&QDN@K}G#Sx<RBA7vxYL&Rof5timDtKW8n
zGA(tv?HNstCSBu9fw$S_ln9(ABKF@lW{?D2#RMhK|9A>1;Bi70_z91V?aksW*N54+
zKsB6?C4&+euJlgxU$9UGN=JC)_+g~aRKC(UFe)rH*zG4p5RSCtXfw?zYZScX?PEr(
zB1U;Zqx2_~v2IyYa;=w|Ljpr=1~X^bf2Le-EzZ{FjH*n5+%N*)>+3USj<^ipu!!C#
z+E+zJurHZ$NN>0a^(R&3>I>J%0`cBI5Si}oZ%tTJE6QNK6Q}MiB~c!<rO(Q{@$=Hu
zCMvLyS#Q3%WeNE$=-m--@(`u?q11*g44AD9Z{3(u{7WJb4}D?VhXuqLkxaqf1vga&
z(p`_XmLOw%0=;bnyEH9zT-PKA-%tB#nCc}#!JKPzSm<S&VXZboqXKl8{JS)AYLarZ
zli1cV<b9Y}M3;@TR@PC|r)>g!(&z@2l&-F$hoyUZdiuDDOGs$^ej+OwhGBGka6rpX
zz*_UKkon)pITO<A!wRz^5Ek$*)XKh$$1jury}Gl_7&h~X$tyk<4a~<NnyZ<u+gWtC
zeiB<?`suIkyNr`-#$rDPBdg!)7y-sXGruyBu2@Njs7#tA@E@D+Or2W{=688x1nZW_
zsw_S8l^Zz9Uh$^x6(9eali)BFuVON~?1Z8V&LjmD11zkh2q$?O(^96p;%&c>P8u9d
zs8{3NufH7|8Y}owO^(j+<UM4`twNmlHPu~7%qJi?CjK;N^o4|4chSs>@}^<+@J$h3
zjz-U~j4a<wua)ws9pn;fH4H$Kuwad6C%*ZEj~{g2-JTFrx+WG&G?qRmr=&(4=B#8A
zhhHg9k0XZ{=%FN`d{u;Z40EuYaP#bK+Dq+5C^V@3>1KkYkp=DeyrLppz`i9B4OeDf
zX&M?lb`;Z$R7(b43rN4MgM1)HFT1_^Y<>+r(OWtXM@F7KNj-{vJE!H2g2TWXBXt-5
zR6sb3SY!4~+!o)mFX?NziWde~e58`J+3MRpN@VR5<J-jY4@SV7k#y(U=@a11ha-xW
z3W${@E6@WKDD-~iBScv_V=5?el(G~wRf43uRqLXmy845b%WKo%@Y3{xT!TKeEGTRU
zKSLEDk%lzj@;H1jnl+0rzH|SgtR0zYmj4uQd?fbLAnm%BHow+3O@2Nas`q2vG&$bh
zp;plXu+j?W1p*WqY=PNWmu)w2Epw$Yaf#W`cOSohz>Wkzr9Tz43`A02ln$Cc;3-9G
z*xzXEk`Z{7SMWAO2@SH|w_Q4earL&d=y5Qw{e0&tlXp1JMu#aapmI!O%qC<KM`iuV
z&Qv#)8}_}^(a)U^lR;)YBG`?7<#f7dF=%&J8dJDLROb<ZOT=s7H_qaBd{*(DdstU0
zFBTRcxhrIYBSTRRsYg2QWDTDy6kTNG=?qWp<sf)z93)lIy@}dD<$@Y5%b=RyUsqjH
z$jbiW#w70ZUT)Z%NGJK{n(TKc?~K>0RuDwk)ULe|e(ZQ#LpB-eHb0Ffux9x^#kYh=
zd;r#FEs*)K<W-gs7Dka&Thx492NN8bk4#hB&#DBc(5r=ksrCz$8VKAawKK(@QW-fV
zjN`_N_VkO2og_xJj=n!u@h*TB34z|6XSMi5eautV9^_#jh4h(02Tp?JAR7JSMWxsN
zl~XDk6WBC9T+Fwe0#+fjwY)?WGOJ1rCbD??g4M5@xrh-puCl489-XXM-#?tXcA_)K
ziD~-~g*SRDifmyl-pXL%MVR?2T#c3M++H>rd!|V0mlxq%f+*{tD>cD#@IC#;A*K9h
ziUje#J;?o}xtXQ68fDi;R!_TA&Drt~!<Midg_o4v%p7{`GMJmMbXbTE`F_e1EFlPv
z!%s_>%9J2>Fi6u0rp7UV%-j3t>HZX~=tfSwEGzgHKW#V6Qx)?-tHL(6-0w!rozRq7
zf|=CQ*VEbW%ddwP<Hz=t7o|FiC_tV(I<8f!W5k@0%6%j^Lg4jRW%j7<9`0Sw6as$@
zf4qru3lUC48#8w4BSHT`tH%3GGBZ!d_@7H%Zv`+#;NnZ?E;MfB7l;E`EcZRFK-YlU
zizH#`Ul3=NQ(+otk!q%ENN~xYZl9=?&yt|`OyWo7d!ATK@BwswV}w(WrU0MxZP(!_
zXL1r1TpT>a?sB>e<f`elm2p{@e1-rg7=fg=mFWrVB7w!jWe(I+nl^9qNuiqJlvyNm
ziZ$hVS3i~)#!I2oMVV&IjJu?f06lPEaPo$QgvTRf2PAi@M&3NBDB837d9e0#sVDsE
zrk$$n<0W8h)JNZ_rKKaxmUf^6O6bSDIGB!i9u|-y{ld1a%_(kzj=`j5f1BBhlOy`<
z<Iy)$#`_B3x`uzLZD3G)r55m~?3y!<L&Q9vTV4H$BRMt6<=b>1A+Wid<3F7p6MU@!
zp087}==@EK7Vji^$s962kTT*xFCkJg)_PSVaA(43ui@(!DXsfWJg1|X%9oXGncP6x
z{o(03V+Mut7NiM{O_|qe0OJKLMelYS!(P*JUL?4DcQLup**Smao&ECUGQC$4o@22n
zgcW;ad4MCKENiN><jp0Xphqt^Uhuh=a&vxZ?{|BAaCT&@F6)&5_W`A_f8wjS>0cq;
z%Mj}-z9oo4<xPpQB6vOoG?gxCbTTK+P4$@1*K6DoENS_agqY4y2z$5{2E`Ip6}+gm
zUr~61Mbcxgk!sz1-)^M1Lq<wG?Jc{ugvJ|a-qR5QHpTCsyC|5RpYn0KQi5j*3c`c0
z_--%DQq8Cds}wcHd=F(97dScoqUNn+HrhKzW?m5!$n||Ns-%7*MB+l1K2eMHENo3s
z>Y=;SCwgd17A#iA8_)uV?oB#}2p@(_W*0pVMLg;>gvH%U`w+Q!5wBV4Qio>}nCE>;
z_Bmt3z>#I4BAKYwadr)(Z#Lc7_LSRco(R^h^<_A!r7S;~ZY>wlwQT(Kr(@0&xN)C(
z_G@?8FQn{EOQ-Q34Q#gR$<b#KaaiAH(Ws~_n!*$wvG+qs&zsd&^Bp$c%fWI~e_zRP
z6OyKE8kv@Z$9lhWS4B0;fpu+C`=_P#xF&uAJPC>R<snfFmy>=<r#&*Er5BK_sN5W&
z+c96hXIo4*(k`3za+v&2{r9fxu-E9GS~R(Lf(XyiBzVBD@_N|Kfb~k$TI8RlCIJ-Q
zV+m)y8YOJ&Ab~n7SMv#d7JW8_^>;zS=)2?EhipVss};#1>~%QfIoLL5dX+{fyc5|_
zKF2z!t1JB3l`pT73%T_fr2c1QG}Jxs6?*gtrPyrf9q1A1u8&vx`1^Z^CqDAVCV61c
zg3q_xtN6;se6XJoX{jj`!oiD!tep4)9V0%DGCY}k^GZ2Xl>rb2KAmY{czepSIK4V6
zm{1?L)lbU!`i&16U(9Omnb;q}uFDDGqpt)Aetx-dqRol_a^re1lnMRBDL7`uhwK_w
z6krvGLUpgh?Ro!wpi}Vk#iOC1p}7Ja6*x$Z$Jy2h{ec{<jon?2`l3I;fr8R2=`MnF
zdNmT9dr^hr-qJ<;Z-a|fevr%!{)BJISq``F4-%JGrZ{c^=r2+1B+T1m&x0fu>$~$8
zCWRbSE7Un9@9bauC@fFol=G({XwZ;Cb;h;oGgqWiJMbIa<L15%dfAO1C?)EG(NX@e
zZ{R+Yc|1&6qgcTYKr)Exg)U%cvxgr77`Vlb8b3k8*8EWBbh~R2qnB-{@GpoGO)fp(
z$o$lgE@p@D(w`9Y?Aoc0E9yR7HVs!Y&Qsu$!W8q@4Tf0R#>{BdE0z;Jc<?WjPI642
z@2w0?uc|X@6xRXwi7!ws>+LS}(bCbmSDs=OcOkbzfe^+k38<-kOKvsViM?>9?k6h`
zsFu-u1hu<}*T4sB20KCHE30NK6+mf1MKaWPtC*AX^XWFasAknQ0YdMWQ6vkNPDDAJ
z@0&7T-B9&K<Phgf2uvh?x^lB~RfGQz8%^Sj-8j$EP(kW}(d*YNNFnyTKXB6LenfUQ
z*3o50-;xL#PY5@ZmG-&LG&3|cF?S2*BxT)+P6P}WrgD*t%gLo(;qJ-FQ@e8eOlcZH
zuF}3@##lgN0S*23vBTf$>gpCsMw}cR=>DdnQLx@cqNL*eAJJiDGn3aSH@96*U#U*?
zZ&>G$8s7|G%HXid@D~iCo-)a)AVRV}NO}A)CUH4hOr4I^Zwz|x;o-rOi;nCd-1N^7
zDi`75Y~)pRoa}Ow(Cr?r`b>250#~D#c@smQ@+2_2NeduJv&#f5l5;(<h&d;{$y~3i
z`d1;2mTep`goTAo_*^%q#V%dGOu@*A6;8{`tFcHYhXpF%f9cNu^-{l6<}{LUyrE)m
z@>sI%+0DQ=>1ex%JLR2JGaYMR#Usi3f<Pkt{9DaLIsP)KFy~lW=I8vni66e1!!+#p
z;_K&!QE`SiK2rZf9wsX4<w-4t9p!cEr!1$?5eB^ZFZ48797&!$c{1I9*w!Y6oT~P~
z9klGM2NGks<)OWejaS0k{tp(CKeE}IWwf<DeYir}9$y<xQ|^3q`iB<(+wbKBmR~0F
zC?KB#Vhk67==zbS<{hBh@y8K3s4>3fj)cxW_eJc>y*Nx($$pRhhO~5$^wWQ!?om;}
z7eLH~4J6<{e>aD1j@eE8XlR(boC+!faAb}Br72vuyE3&2rCOZBU*NxKhM3~H@|v0f
zBNpXYS8zz{+PNkIV6GF}G&B8qa?h}JxFqsLTwJ8EOatdEu*IX1DV==*KNdK&a#Cbt
zgH}gM^qWHNs#Q92tgNn@a@)Ynf#a<BPtjcOwP1~hcR#0o03JmYv#J-9{>)W1Q5>c_
zVy0xS2UA3{QF4~Oq5i|jyc%5jS|E~D`<D+Ir=%)Bv*)0joCei-!AOkR1DqN{3j#XH
z^yJyi47nBOJE=Y<_dH`D#1@n)ZufKD8!zuziWTE&Oa0omaN@l`kvwQLoj<hMJ@pk3
zzQJLFA$)Myw1Hh(P@ej5t^*lQ-hCeUceeof`9FMkfBLTJTm%dG0r2Ua?@9joC=2@>
zaU(zZpY^3dI(`&WJTkK2U%wQ<v97tXXw9=J8z`Q*qttZa-!cUM66l-{-G5%fI5Z;;
z4(x%Asev{&nn7H;t-c-&$h5-gIXP7-K9rqH#Dk{5fBZV~pQmn4`=|zrr-;`lk)ckw
zc<7M<6k~K+T??$VTFKG0Vo#s;w3{5JD;wKX6Zg?e-O{2G^AV>1kfupN{YgQ|`q@3Z
z4mX#tXO^9vZC~VXcZ{z<z09-u!Q-|_%i|Glr}g>cQ-RJ<!a7}g<%}1Rk&(Q=D|>GE
zit2e+u<6l#M(1@yoa9BnW9(w?7OfV=JG~*jBgx+VpZ-wbX(L3t@aMSBdr2JS@7p?T
zclp2XF64_m$N&3QXyy99PE|_2^7p^jdH>&j;NPzGahN97S#N*zO>mLr#Q0Kgx;`+`
zBRn>M5`TEyeg+G)Vlz3+2D@4!m@PliD}SR5diWDmEsQ`?Cc#N~t4jpu&}g>iB2FQ6
zhuU|mS@@o#El48{gNo`xgwMfjgie-tAQ3{VKkku7UNoLYwt5l$!&Iu{+k&pngVF&-
zpe{cM3&hHNBnAP!T9HX#){`)5+g8RB&#}V6NLGUu6+wm{!8s@)j-XRhc#WyFW^cq&
za6~_tKg*;qqyL+MBr%V5+Pxd-WmHr;&YSPGteWqsWU4S$leRWB<(cMI_JaiQlUUJ>
zaTaFgPFN-kf#rX1yL~Y=)&g{I6LW=^B9bK|hM{>`Kr&?u8q~0Et<L2R9A2H;X$7jK
zRSz72yzxpW4LIGrlYf6_y%-kf@}s59)o9DAc+;mL;ge<o3Ow^)-k5<-L4EOdwTk^$
zhq>G3TP+Ny-({4%NgdNpK}^AQa|3c|)f2@7S1R|%w`*_|82I_ez!)*}0^e1(?douq
zIpX9nJT`WnOOjF|sF1DWp@#)}B-7Scr#0>~(w_Rd>3aWK3k9=_iAOm+>lNE4;%RBo
z7G=%YyeoNf!#C~9<Sctq0&ytrST)^6n~#JX@IfFsvn1xSz%2L8|MqH1xcc=|L%5GU
zkT5^kZVsavc|sHOak?MEmARFMx3ul!_dPCSvk#^`LK~}Cdh;t^UxJv^Ol`0|fW+ly
z2j8|-tW@0cG?1r_z@4lO=wk>-#R`m(;RZT2g0Q>OPPc^1^&G&R#kQ;J(d;in&pLc?
zDNp!647)n~{vfg9MQlM^d<s@%cbO}xO2@i7p_%L3de!lf&`)4BvLJIi$v@qw#UZ67
z;j;KrWZeC3jqa(td>lKd6@RTWFBuCb<ae~zJKUP}wVG{NRBU;KC9kcmo#3>;<_q_V
zKU`%t^sP=_f@Jpe4XDU__g6iP=CLu+YmefnFP@*9bFA*odd8NoTk9n^>~+TVdRlb-
znv2)Y=g7$Bc=RVKD&hM-fWt_HOth&}@azi|LdYs*sj;w_^rq<@8?}ALeOeweTKanC
z<c(5^#aJB-4Q?sAq-}>lB94;-9AeI_E&;7X5H4@um;TBZ>G~wT8gbN`TVlNeQtNx~
zR*#%VowwVoDxrIJo`|lIOgPMwOz2cP?uxp)y8hUE*^_dwC7dxjO})ru8q|Ojs})9>
zdCum4|30vbJ`#()U5S8>OJ;`gTJL|0=37Al9>~7ZTUY6n+nOi9&_y^MuUEV2L5}Q>
zJg#VN-WV=nAg7k-f~5Rup~YBPUbF`z?S<5;NH!zv#(Px2l(^?=JX)Hs^Bb2C>y~@B
z@lto9w;LyWoX5iQV1DBMKz7MEk*%Vh(RhV}>k5p5&(?0a+Lg{{Fm|K2itC5AI|X&R
zn4>w(=?i61Jb>qLLeOb%rE8dw#?5Zse)whTAp-DLX<cX6MI6374~^S`XM10(q@y`6
ziBsM&?dF$(_2k4ZRVwnE$Z#<mWh3o%wiY(}<^JsLdm%p9jL8w8zu`6Zaj<N=gLic~
zx4IZss&8?E7fz6~*!fxUmI}z=&fbagQCtdtj;;-&Pqh{@E3_peg7VO*B;z;nWzZ;S
zzS<|ui;aeMoVG`E?aw!d=Thv>-$~{V0Z|qF5i&EU?RKt3qUQ`By{6+lu(#$xV|_-A
zKt5&R@`Z9vG?#bR1n)6Pu=9b-QVg10o!9Vwdp$B~kKr94b>4V{vzJEO02<B<?|caP
z?DKGbFI-l+Wz$kp2q@2cEK3dA89tw(;!3aeqI$PqW3PjE-M)%zS6c4*<?gtOK8zqz
zn_l^^A|Omv?dsC0n7w@rP-fv!wB-It;v+BU=aCNnea$lJ_dAi-NshD8GUnSNMXEie
zVo9Xu2907}Lg$>7$Hym$u!WkHJ}&~VAY+rD-_NT7s4R(fv%iYXN8I?rP(~(B_b1lH
zBCKEML{svsKA1|5(B7gNdVE?h45PS0VZ&vAtZ^#%Gs?xw_(vu5@e{Tq<_M2oh1d7w
zH>+Ntp@1IkjQa{S>~oIq+qi`r1!A@F+lK|60?T3q%BPwhmP98fhx4(O2chr!G78&;
zY)t5ys2_#IrNvpjd2;-LXToJaMlf9Is$}LZ>s460s}JL1{8}&2%ItsU*<Uzb_r#N#
zyiV{#!I4~C>AehBRutoKwc8n(3R664sg3A+%D<H43c;$l{xlgbd^srXpWI01HVSxp
z5ydo|UEDjI+k|shRmWxalLyC}-#O)L-@s@Lu9i$_Kj`x4?QTyEAmtx!2qv@q{{6da
zeD>{r3^miC8G{Hd!vdqu6b<2G=R>R9;jGC!?n@iS&-OqOZN5N4@N`GfY4($9g-L;7
zjggVjv27A!lma}EBCsAehf`bHqtKW!3h!!y9o%XJhQjazA~cEj2-HxGGVAnNn6ul!
zkIBMKkB*usBz0f2w2Q}PDM_lG^aR~1km3#=jm%D!T*wqWnf=>TkP%M0^JvM4a%Xj9
zAlNN}N$cSWZh}9TizVHw>%YZ+1=Mkk+t=<-0I?gXkBEtpYAY<jm2NrT=ZIom;(n0C
zXmkjkIgjM&dI(CCvJV!&?4ib~$~R*gbv5qKitNkQ7%*)6JmvoN<iuHU!uaxHGfnJ@
z<ogdi*%~E#_Xd~zdt`Xq1rP`NZUQbx)@LPE6G_Gh`3r+X#x{B&MCNk+F@sA^)zMO3
zH2xFkk&7&G-Ik0os@K;Vh%F0YS_-UCPgNJ5NF3hhh*m8SD`Hn;yY+#G-)XOKcX`0+
z$GsIkt|AFCm%>xT@j9uo(2`P)=J!d5Z_|=LINL)+O4Y>4s+g-!ei_N7rlyX3X3^&p
z$`~>y!gN_mPj&XKH2i>lo0V!MrQxZ%der;`|L+hHKFh8AM$%=;yrK#vwn>hK;-WiA
zk59QJGQ|;0M)zA6+<&smWuut7bkcEESZPsmTLqw&m+H8k_IX@w2}>gGzd~wHzCwK$
zJ(;U?<L9+Xg$#OA(l>1^cT(}Y+cQvm#U$jErKkzjjQcV^3AzD~W~2iFF2?-@VcAyb
zv#8rd_f0XkcFgH0DQn3HG==OxmLI`n*p7Q==tF*o$7rEJ$)iUDoBongmef3X_MOG<
zL<w5+fNi@-1=k9&^}un+uHzCXly3Ed-kAP~>n8!e`U!N6B&MH9h|(i77%x)<0z{t`
zKeRzn$FFtfq9crETtYNk-5)pZ60~;VAEm~+4ofuSN=M04FsNi*EvL&*^j``!ETt17
zTDkTv*+(X)mAr&dL8Px;?9nC0Ge-3~S&!GD_pf^P%3El6e|Izeewe3^_Tvj6HmWf)
zGn}f<5cL+->>;J2p-|N18<>6+eBdkZYzO27a>#*z-m361$Ba5Qh%<$#Ulr}K8PJ+f
z*Zk=9w1|-%{n9;ssG{}%g|$3n6uasW1~XKoXgfyex^rt=8zwX@K{L16^<75cQt)$)
z2gKM@zpz5-dHlEP?iLl;eN0r3^?u=j{-c=utzWO=#HH5RG;y*V@{&x$5*oauj;YZb
zB!Y;8#9IwYcg3;plWRszrSMg3EoJ839LcQ;W$WZ)n>D|f@U#f;G8WPA0W*4PRlrs-
zOdT$XyK9B`F{Yueg4fFLmK=WR6Qc&_ieddYSfmBzFCNqPP#6mom95)1y3yjodoR9D
zz0FJiEor@gG5zQez{Yaxd<W0+{Y=GF8DsN+OhA9fi5Xp%ku5^43d&OAkJrdZv5070
zf(%vAP|!R@F7_rQZ^`m)ipIN;x$J!42RMhQfSRfJLgo$uupN4tLhQAwE-6cMM@;%d
zFWJ)s-eD3xsM+4TtaM-UyCVl)4yd``Exzu99iyt$rh4%W{T^{rVoiVkN77_Y5OrUk
zsCN5Ntz0J>#Jg7d&YYgMCr67n$kq?@&cm)Z)M%{*${Y`G&k|#WTk1FV)PLEkSo)mV
z6>3PCCOio^oUc@_%Gsf{wRO9tNN6<Oq(FeVEUza^ZtQ?|Fp;mKEK+%mEBVT!C7YGO
z?s3;+bEmx_qwLo+4cd94lFI~b{U-0hE&ew6ODU;pA@s;MV|eP9UBu<<)|JVo`J<zn
zXKnX2irYMRh-g>GE6ZaXm(uT+u)Frsl&PqY^<^lxZd1s{@bp#JT2Ca5I{P$KCJK<z
z-#K1L40g<^TUjwXBWd^S!90u?@%|?D(9^ZM(*JS>l52QJ!ewB!Xh0jGncKHc&T*Q6
zvV?@XB_ywEP)Nz8Q#48}v;)x3z)2c0c%uI;qejDm(n!z5JTjC1Y6x{=M)W0dMH&W%
zR;2xslm>LL{7An2ci#=3_M3}+nGqbuUF7c>Q4=JU-zf)(&fj3<>f4Xn@?A=K{D^B+
zpHtS}ni71NH?i4l5H#)7$-Ypltg0m@bXOE(>5`-*ugwy^q2h)PpzCTJQoh6AVFGyt
z01%jOB$}dPQ5e6+QIHjDE;MuP_`+S4AW`q6M8!Zu<2{;yTVdx6NciL=x0wvXXX)q}
ziXxil&Y|$qvDkd{i(J*sY9ScI3sLxc{wCDMc|z<5DX}j;3P#o#>%R1zY&!Q6g``6C
z|C4X{Z?4_{-HrVJbLxlC@Nkt4HkYHF8#-Lh2OIAO3|_oY!<UYP1c(7}tMZ~zFI;#_
z0g&Xv1@doRSi~yRRp4d(_!%A%G4I|9qnUCg1sXc3L-7Cu&TJY2G_smki(R0q?NHBY
zF{);E2G&6jVznjI(ovqj1mNVAlfS<g%JlvB4UO+s$<m)6#19IfNpYDCJ_j~ujAU~-
zYw!?O%?lTVsF1@tBArHqHP;-BcQGv1PMPa07NZYaJ35MyAPec+!ira@VOiPd3TktD
zxqVjlr=W8i%VqgB#-{%n!U^g6W@X(6u&W+FP-4>8!c=`?<>opcV|TM9Fk_!~X+X!V
zh?L(^4cyx-&F@yW3-R8=A$LWJr<$NC&z)!sw8oLn{$R&af3_(Slm-GSQOQ=Hb(cGY
z(zQxjMHr#kdi8$y5J;GB4n3L=IL7`t8@Pzb!qxKqai`VY0i6;UauX)~S<hDX4cns(
zkaiZlQB!dH7y)JIIJMBF4uT9Se;ggib?zD<96OONdl27N)4P4+uDD0>`%2_{z!biJ
z76h^RBPq2?BZ$G9Z_l-ZP-V%g{cmXHhU|ks!|OwG@)r0B#SkUG$<S0-WUzzrd=D^+
zM>?#FMG(y&Ze^}E^S{Mh48FhwX!Y?QL`qp$<XllkPPb|{V1I3GZq6?<9T<kks=C3`
z&WD8>1%7f+=M5}Z^+IF$1%8P@qS-?^f?g5<=TdN+hQtF1r;dR*U8g1S5)26QM}LAK
zANt}&uISiS8Q3`T4_H~ZPu_2?alhz7JqOmvsFBpk?1yb-#GZ1R+z+EbC{rsOT<5eL
zA9dVaQZ|l$mzD7B>xf=%<=$3xW;L1I1LXqQ>f<$Djc+fSIV+jrev3)|1YJZ`V7bZ$
zi^mC~e8=FhyHGDAi21K1_%m&_?A|+^^uWQucu1g}D2`=1R#tRHrU<i&c9kImE(1@J
zL!-+1kn_}z-F&!rA~DSao2QAaWY+~|Y~JeM@%pRqg)8{pRayMBbvt%_3lWSObHTT7
z-+r=xWyB4*h4qdh{t~uhw>SDmR-@YWwA$iqqB1oL7P{#1ThPprplL~X@hR+)6&y1P
z5`d@;=?34yqzAu_(aSU|=O=*Nk2^^Qao5qI=YCCLV8PiRQYyaCf8GJ}JR}RKwxmGJ
z0KC!dM({~F7ZK#CMyta`C2vfT%`71QI|r9XzZc9eNP+ts#Z{Pw93?Z7%#})J6M%Eg
zetMz{m@2&wf0_usHUhli28Bu-xQ;?_4K2J-$hvpHEOV4A0LbokeDsyy>1b;go=_W%
zR^>b`ZeitgSMbOCt6ZEi;m*>B3EHHTA0fZGqS?fPTm!UZK<hTk?F_LOdv?+oB#5v#
z1t`|ZsZ4N$4Ai(^AvFdlpN!ybB(eLV`kjnL&+{x0Vp2{*dwvW#d3Z7pb<0mm;0K>K
zK5sz&u<aA%Y+})GPy-jg{R?-Gc+j22!>156FbA6FJfxR)WciU<XS^YZ#B^wAh!Z((
zTU!f$cwEtNbw$`7TEdUi1cik^rn<qqaeBT6lUsd8HWzu2+x~gL$hSTusENo|IP|>#
q^a#9rJ9rn_v&iFr)v5O_5I7-&MSdY4>#dMC|3pkiG)MUPyZ-_}1Sk~%

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/red_kite_classification.json b/modelling/data/abingdon-all/resident/red_kite_classification.json
new file mode 100644
index 0000000..cfb252b
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/red_kite_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Red Kite",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "moderate",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "meaningful",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "moderate_spring_carryover",
+      "strong_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "meaningful_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 3,
+    "target_peak_label": "March",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 1.0074157267725683,
+    "target_trough_value": 0.4062821797522262,
+    "target_mean_value": 0.7405183265563009,
+    "target_amplitude": 0.6011335470203422,
+    "baseline_to_peak_ratio": 0.5876422059605672,
+    "autumn_to_winter_weight_ratio": 0.13592233009708737,
+    "year_end_to_winter_weight_ratio": 0.9466019417475728,
+    "decay_to_growth_ratio": 1.541724296911019,
+    "monthly_target": {
+      "January": 0.8214395025283195,
+      "February": 0.922787408067599,
+      "March": 1.0074157267725683,
+      "April": 0.8971379469654726,
+      "May": 0.8120719678650505,
+      "June": 0.8021635741366454,
+      "July": 0.7878646327678699,
+      "August": 0.4062821797522262,
+      "September": 0.5041671156189299,
+      "October": 0.5835060958044874,
+      "November": 0.6179032767734312,
+      "December": 0.7234804916230109
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 1.003,
+    "GROWTH_RATE": 2.169,
+    "DECAY_RATE": 3.344,
+    "SUMMER_DECAY_BOOST": 4.088,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.545,
+    "PRE_SUMMER_DECAY_END": 7.05,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.364,
+    "SPRING_CARRYOVER_WEIGHT": 0.21,
+    "SPRING_CARRYOVER_END": 7.245,
+    "SPRING_CARRYOVER_SHARPNESS": 15.318,
+    "BASELINE": 0.592,
+    "WINTER_WEIGHT": 0.206,
+    "AUTUMN_WEIGHT": 0.028,
+    "WINTER_PEAK": 2.935,
+    "AUTUMN_PEAK": 10.78,
+    "AUTUMN_ONSET": 10.585,
+    "AUTUMN_GATE_SHARPNESS": 7.288,
+    "WINTER_WIDTH": 10.11,
+    "WINTER_RISE_WIDTH": 8.82,
+    "WINTER_FALL_WIDTH": 9.808,
+    "AUTUMN_WIDTH": 7.861,
+    "AUTUMN_RISE_WIDTH": 7.814,
+    "AUTUMN_FALL_WIDTH": 7.742,
+    "SUMMER_DIP": 0.186,
+    "SUMMER_LOW": 7.98,
+    "SUMMER_ONSET": 6.555,
+    "SUMMER_GATE_SHARPNESS": 4.641,
+    "SUMMER_DECAY_ONSET": 7.18,
+    "SUMMER_DECAY_GATE_SHARPNESS": 16.595,
+    "SUMMER_WIDTH": 26.718,
+    "SUMMER_RISE_WIDTH": 43.176,
+    "SUMMER_FALL_WIDTH": 10.396,
+    "SCALE": 1.33,
+    "YEAR_END_WEIGHT": 0.195,
+    "YEAR_END_PEAK": 12.208,
+    "YEAR_END_WIDTH": 90.306,
+    "YEAR_END_RISE_WIDTH": 168.367,
+    "YEAR_END_FALL_WIDTH": 8.389
+  },
+  "fit": {
+    "score": 0.481
+  },
+  "warnings": [],
+  "summary": "Red Kite is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around March and reaches its lowest point around August. The model indicates strong baseline presence, moderate spring carry-over, strong pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/red_kite_consensus.json b/modelling/data/abingdon-all/resident/red_kite_consensus.json
new file mode 100644
index 0000000..e4d6baf
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/red_kite_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.481",
+  "INITIAL_Y": "1.003",
+  "GROWTH_RATE": "2.169",
+  "DECAY_RATE": "3.344",
+  "SUMMER_DECAY_BOOST": "4.088",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.545",
+  "PRE_SUMMER_DECAY_END": "7.05",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.364",
+  "SPRING_CARRYOVER_WEIGHT": "0.21",
+  "SPRING_CARRYOVER_END": "7.245",
+  "SPRING_CARRYOVER_SHARPNESS": "15.318",
+  "BASELINE": "0.592",
+  "WINTER_WEIGHT": "0.206",
+  "AUTUMN_WEIGHT": "0.028",
+  "WINTER_PEAK": "2.935",
+  "AUTUMN_PEAK": "10.78",
+  "AUTUMN_ONSET": "10.585",
+  "AUTUMN_GATE_SHARPNESS": "7.288",
+  "WINTER_WIDTH": "10.11",
+  "WINTER_RISE_WIDTH": "8.82",
+  "WINTER_FALL_WIDTH": "9.808",
+  "AUTUMN_WIDTH": "7.861",
+  "AUTUMN_RISE_WIDTH": "7.814",
+  "AUTUMN_FALL_WIDTH": "7.742",
+  "SUMMER_DIP": "0.186",
+  "SUMMER_LOW": "7.98",
+  "SUMMER_ONSET": "6.555",
+  "SUMMER_GATE_SHARPNESS": "4.641",
+  "SUMMER_DECAY_ONSET": "7.18",
+  "SUMMER_DECAY_GATE_SHARPNESS": "16.595",
+  "SUMMER_WIDTH": "26.718",
+  "SUMMER_RISE_WIDTH": "43.176",
+  "SUMMER_FALL_WIDTH": "10.396",
+  "SCALE": "1.33",
+  "YEAR_END_WEIGHT": "0.195",
+  "YEAR_END_PEAK": "12.208",
+  "YEAR_END_WIDTH": "90.306",
+  "YEAR_END_RISE_WIDTH": "168.367",
+  "YEAR_END_FALL_WIDTH": "8.389",
+  "SPECIES": "Red Kite"
+}
diff --git a/modelling/data/abingdon-all/resident/red_kite_observed.csv b/modelling/data/abingdon-all/resident/red_kite_observed.csv
new file mode 100644
index 0000000..a0f1362
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/red_kite_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,145
+2,131
+3,147
+4,142
+5,138
+6,119
+7,132
+8,97
+9,105
+10,112
+11,128
+12,127
diff --git a/modelling/data/abingdon-all/resident/red_kite_parameters.csv b/modelling/data/abingdon-all/resident/red_kite_parameters.csv
new file mode 100644
index 0000000..430c748
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/red_kite_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:15:06,red_kite_observed.csv,0.7214484466183420363174666291,1.193,0.634,5.803,7.39,0.819,6.45,14.878,0.203,6.82,24.0,0.608,0.154,0.035,3.56,11.57,9.34,10.307,10.350,10.574,10.127,5.787,5.045,6.529,0.205,7.19,6.17,4.626,7.03,12.051,41.668,69.296,14.039,1.637,0.164,12.108,81.888,156.976,6.799
+2026-05-21 10:15:07,red_kite_observed.csv,1.761372519101482665248782779,0.787,3.463,5.519,1.013,0.741,7.58,10.956,0.001,7.02,20.645,0.786,0.479,0.001,4.41,11.23,10.08,9.354,15.376,14.034,16.718,6.652,8.756,4.547,0.217,8.69,5.48,2.995,6.8,12.433,28.244,42.155,14.333,1.341,0.031,12.062,89.446,166.195,12.698
+2026-05-21 10:15:07,red_kite_observed.csv,0.7052233402859000972924403448,1.026,3.119,0.801,5.204,0.609,7.43,11.291,0.357,7.44,16.565,0.503,0.478,0.001,3.94,9.65,10.74,7.653,9.310,17.605,1.014,9.514,8.84,10.188,0.168,8.57,6.3,5.857,6.83,13.733,9.832,10.987,8.676,1.317,0.132,12.252,108.422,206.328,10.517
+2026-05-21 10:15:07,red_kite_observed.csv,1.022091612373617562966455525,0.991,1.967,1.535,5.283,0.637,7.25,6.017,0.186,6.74,13.208,0.67,0.547,0.038,1.99,9.88,9.54,5.471,10.860,8.427,13.293,5.993,10.788,1.198,0.142,8.9,6.55,3.319,7.12,18.065,36.952,59.092,14.813,0.934,0.068,12.258,51.511,88.989,14.033
+2026-05-21 10:15:08,red_kite_observed.csv,1.080487391659190103135929173,1.299,1.587,5.597,4.633,0.824,7.01,6.222,0.059,6.59,17.489,0.662,0.52,0.039,3.72,11.85,9.31,9.231,11.926,14.772,9.08,2.230,2.026,2.435,0.202,7.74,7.03,1.375,7.01,6.821,23.350,27.467,19.232,0.937,0.328,12.214,78.930,151.343,6.516
+2026-05-21 10:15:08,red_kite_observed.csv,0.4868651411334875489605101482,1.011,1.977,5.708,6.24,0.663,6.48,11.849,0.201,6.73,10.024,0.683,0.352,0.047,2.33,11.04,11.26,6.625,2.559,2.809,2.309,5.771,8.222,3.32,0.242,9.46,6.99,3.66,7.31,7.169,20.132,32.227,8.038,1.061,0.187,12.198,60.356,113.737,6.975
+2026-05-21 10:15:08,red_kite_observed.csv,1.251141267691526233317830568,1.201,3.785,5.644,0.808,0.411,6.68,10.578,0.394,6.82,27.663,0.834,0.499,0.028,2.13,10.71,10.16,8.988,16.790,15.555,18.024,12.417,14.000,10.834,0.234,8.2,5.56,3.245,6.83,9.408,22.176,32.394,11.959,0.862,0.201,12.037,73.123,138.878,7.368
+2026-05-21 10:15:09,red_kite_observed.csv,0.4888975965488688818097193785,0.919,2.754,1.316,6.23,0.104,6.78,13.493,0.113,7.4,22.919,0.582,0.428,0.009,4.08,10.35,10.58,10.13,8.418,8.876,7.959,8.172,5.232,11.111,0.195,7.88,7.38,5.662,7.46,10.604,27.680,46.958,8.401,1.335,0.223,12.249,60.255,107.992,12.518
+2026-05-21 10:15:09,red_kite_observed.csv,1.161667275761174772544143002,1.308,0.764,3.542,2.705,0.774,7.53,4.347,0.416,6.69,22.931,0.451,0.743,0.003,2.71,10.1,9.86,3.154,9.540,3.397,15.683,6.770,4.5,9.04,0.221,8.73,6.32,3.29,6.92,22.861,8.678,11.108,6.247,0.847,0.188,12.291,78.230,143.559,12.901
+2026-05-21 10:15:09,red_kite_observed.csv,0.5847703301848045060449709389,1.27,3.608,5.753,4.757,0.234,7.11,10.72,0.283,6.9,27.975,0.647,0.234,0.045,2.54,11.77,9.6,2.717,18.151,17.278,19.024,5.996,10.804,1.189,0.078,6.82,6.7,2.714,6.77,21.62,34.372,60.549,8.196,1.549,0.065,12.185,54.168,99.447,8.888
+2026-05-21 10:15:10,red_kite_observed.csv,1.597506110260527214431819119,0.759,3.228,1.333,7.252,0.34,6.36,11.608,0.052,7.06,16.119,0.431,0.198,0.048,2.52,10.63,9.31,4.078,19.454,19.493,19.416,9.266,9.050,9.481,0.239,7.02,5.5,4.064,7.35,16.578,28.084,53.02,3.149,1.759,0.32,12.287,55.686,100.272,11.101
+2026-05-21 10:15:10,red_kite_observed.csv,17.17035742114099947211761420,1.13,3.853,0.067,0.706,0.527,7.57,14.581,0.432,7.03,20.373,0.46,0.554,0.017,1.97,9.57,11.49,4.51,9.628,13.616,5.639,2.192,1.042,3.342,0.028,8.61,5.74,3.346,7.47,10.351,17.824,26.265,9.383,0.927,0.184,12.06,61.398,109.062,13.735
+2026-05-21 10:15:10,red_kite_observed.csv,0.8420623918108576147010147617,1.14,0.604,1.422,4.68,0.384,7.34,14.108,0.008,6.95,18.865,0.417,0.733,0.015,4.08,11.61,11.0,9.462,11.038,5.594,16.481,7.796,8.62,6.971,0.005,8.43,7.49,1.895,7.5,18.962,12.097,20.401,3.793,1.752,0.248,12.021,96.732,184.328,9.135
+2026-05-21 10:15:11,red_kite_observed.csv,0.3700464308212304675195166560,0.895,2.079,0.655,3.698,0.775,7.04,3.818,0.124,7.59,11.152,0.764,0.371,0.048,2.35,11.61,10.91,10.056,5.820,4.766,6.875,7.000,9.692,4.307,0.195,7.76,7.33,7.482,7.17,13.899,32.314,61.935,2.693,1.354,0.203,12.294,75.646,138.341,12.951
+2026-05-21 10:15:11,red_kite_observed.csv,1.539643753048108015814589600,0.82,1.078,2.829,3.302,0.085,6.4,4.63,0.098,6.84,16.81,0.777,0.473,0.008,2.46,11.4,9.38,8.269,15.848,14.166,17.53,7.929,4.946,10.912,0.041,8.47,7.34,2.785,6.65,23.969,36.918,66.848,6.989,1.657,0.137,12.286,88.326,169.73,6.923
+2026-05-21 10:15:11,red_kite_observed.csv,0.3766198263373659150925503009,1.202,3.596,5.06,0.582,0.539,7.27,15.268,0.249,7.52,18.744,0.815,0.049,0.034,4.48,9.72,10.18,3.658,4.178,3.956,4.401,5.318,8.713,1.923,0.154,7.54,6.56,2.194,7.13,15.78,45.374,72.342,18.405,1.383,0.278,12.218,51.332,95.473,7.19
+2026-05-21 10:15:11,red_kite_observed.csv,0.6342775913336500663772923504,1.226,2.69,5.96,0.076,0.593,7.63,9.229,0.235,7.01,17.584,0.74,0.231,0.033,4.1,9.98,9.86,7.072,14.895,12.878,16.912,4.850,8.811,0.89,0.195,6.86,5.39,1.233,7.48,23.283,29.862,50.436,9.288,1.784,0.13,12.144,79.506,143.756,15.256
+2026-05-21 10:15:12,red_kite_observed.csv,1.527972100386755359624161442,1.309,0.904,3.048,7.692,0.94,7.15,10.088,0.206,6.96,12.854,0.63,0.113,0.027,4.25,10.1,10.94,8.526,11.691,12.24,11.142,5.150,7.64,2.661,0.014,8.17,5.64,7.211,6.91,9.892,27.119,53.473,0.765,1.757,0.079,12.114,111.708,212.118,11.299
+2026-05-21 10:15:12,red_kite_observed.csv,0.4814501493820619409420364440,1.072,3.266,5.137,5.721,0.217,7.53,15.073,0.397,6.88,15.316,0.45,0.072,0.009,1.83,10.09,11.05,4.413,3.370,3.798,2.943,11.587,10.746,12.428,0.194,9.14,5.71,4.375,7.49,15.394,26.604,43.588,9.621,1.324,0.335,12.017,117.848,231.467,4.229
+2026-05-21 10:15:12,red_kite_observed.csv,1.216494574085318951109577096,0.912,2.375,0.076,3.765,0.52,6.61,11.752,0.234,6.54,14.871,0.782,0.655,0.001,1.69,9.61,9.68,3.896,7.762,7.19,8.333,6.680,12.69,0.67,0.084,9.17,5.76,1.079,6.62,11.608,18.457,31.641,5.273,0.804,0.254,12.06,78.388,140.848,15.928
+2026-05-21 10:15:13,red_kite_observed.csv,0.3704539247626262535732301739,0.957,2.309,0.291,2.114,0.653,7.19,8.372,0.085,7.32,22.311,0.529,0.322,0.043,2.15,11.04,10.14,9.317,14.005,10.357,17.653,1.174,0.589,1.759,0.182,7.76,5.12,2.695,7.24,6.415,46.589,75.969,17.209,1.15,0.225,12.117,121.797,228.871,14.723
+2026-05-21 10:15:13,red_kite_observed.csv,0.9111163366919662038315093900,1.33,1.182,1.842,5.806,0.806,7.74,15.383,0.365,7.39,11.495,0.48,0.025,0.032,2.04,10.61,10.85,10.655,8.568,16.506,0.631,2.313,2.57,2.056,0.049,6.59,5.75,4.722,7.41,18.59,24.410,41.535,7.285,1.084,0.085,12.237,77.821,145.379,10.263
+2026-05-21 10:15:13,red_kite_observed.csv,1.662662009512146166742669056,0.919,0.934,1.647,3.373,0.149,7.38,7.386,0.0,6.82,11.811,0.63,0.689,0.038,2.87,10.73,11.0,9.028,6.434,12.304,0.564,5.301,5.223,5.379,0.205,9.05,7.34,2.074,6.69,10.157,42.481,68.559,16.403,0.976,0.149,12.227,120.914,228.278,13.55
+2026-05-21 10:15:14,red_kite_observed.csv,2.701644926645745146093074337,0.893,1.252,1.245,5.641,0.37,6.57,14.343,0.265,6.79,13.245,0.726,0.415,0.018,3.68,11.83,10.68,5.909,10.042,19.689,0.396,10.813,10.966,10.66,0.148,8.01,5.44,5.832,7.41,7.331,36.618,67.302,5.935,0.848,0.33,12.19,113.569,211.759,15.379
+2026-05-21 10:15:14,red_kite_observed.csv,0.8976318875508173139816309095,1.055,0.693,3.06,5.546,0.316,7.27,11.414,0.303,7.45,19.921,0.525,0.724,0.02,3.1,10.07,10.63,5.155,10.680,7.41,13.951,10.870,12.94,8.8,0.006,8.69,6.94,5.626,7.58,15.501,21.138,37.963,4.314,1.524,0.135,12.13,63.804,114.267,13.341
+2026-05-21 10:15:14,red_kite_observed.csv,1.903964398720456323412290678,0.872,0.551,2.755,6.048,0.439,7.3,12.661,0.096,7.05,10.939,0.676,0.407,0.047,1.81,9.68,11.45,8.04,14.102,14.395,13.809,5.774,3.571,7.976,0.002,6.79,5.03,3.169,7.43,19.484,16.368,18.854,13.881,0.801,0.312,12.148,87.511,165.545,9.477
+2026-05-21 10:15:15,red_kite_observed.csv,0.6206652740593984344963814709,0.817,1.116,3.411,0.385,0.667,7.64,12.656,0.201,7.12,19.088,0.445,0.235,0.046,2.92,10.49,11.02,6.441,8.514,10.993,6.035,9.688,9.032,10.345,0.025,9.37,5.24,1.113,7.05,19.325,22.824,32.97,12.679,1.392,0.042,12.123,76.843,147.012,6.674
+2026-05-21 10:15:15,red_kite_observed.csv,0.9091932529166918423984965717,1.158,0.366,1.098,5.172,0.091,6.59,13.267,0.016,7.45,15.88,0.631,0.63,0.03,3.0,11.14,9.61,2.094,12.329,10.444,14.214,10.466,7.461,13.47,0.049,6.57,6.5,6.451,7.55,18.954,15.686,23.848,7.523,1.628,0.002,12.167,115.116,225.715,4.516
+2026-05-21 10:15:15,red_kite_observed.csv,1.857955199339869352883669428,1.148,2.372,5.154,1.126,0.58,7.56,3.805,0.246,6.72,13.872,0.88,0.578,0.025,3.6,9.6,9.74,6.07,18.514,19.013,18.016,7.826,11.485,4.166,0.096,8.14,6.26,5.921,6.81,14.799,45.874,78.009,13.738,1.069,0.298,12.054,74.156,135.894,12.419
+2026-05-21 10:15:15,red_kite_observed.csv,2.724475318582363619754372252,0.841,0.552,1.057,1.041,0.162,6.73,11.78,0.173,7.29,27.368,0.79,0.535,0.026,4.18,10.96,10.11,9.811,5.656,2.437,8.876,10.800,12.477,9.122,0.208,7.87,6.09,7.528,7.3,21.344,29.017,48.416,9.618,0.831,0.1,12.161,49.820,93.224,6.416
+2026-05-21 10:15:16,red_kite_observed.csv,0.5846800179605789435851508075,1.113,2.393,4.222,2.72,0.605,6.67,6.242,0.419,6.9,8.619,0.553,0.458,0.011,3.34,11.03,11.17,10.779,9.874,14.057,5.692,1.740,0.383,3.098,0.143,7.57,6.66,5.76,7.35,8.268,31.806,47.256,16.356,1.461,0.049,12.156,119.284,227.91,10.659
+2026-05-21 10:15:16,red_kite_observed.csv,0.4991444432403632480229348725,1.0,2.496,1.799,2.458,0.753,6.45,6.175,0.339,7.25,12.948,0.634,0.177,0.017,4.26,9.88,11.2,7.995,15.332,15.874,14.790,8.828,5.653,12.004,0.193,7.28,6.9,4.58,7.34,23.908,23.528,27.277,19.778,1.168,0.211,12.008,107.516,206.581,8.45
+2026-05-21 10:15:16,red_kite_observed.csv,0.8528920631021616697345089373,0.789,1.05,3.387,3.122,0.321,6.59,4.901,0.009,6.66,27.803,0.876,0.168,0.049,2.8,10.7,10.59,7.447,13.436,7.491,19.381,4.643,5.080,4.206,0.134,8.61,6.7,4.267,7.3,20.88,31.816,54.568,9.065,1.443,0.08,12.229,118.342,231.849,4.835
+2026-05-21 10:15:17,red_kite_observed.csv,0.3667267345128592987498279588,1.053,3.773,0.224,6.808,0.108,7.66,9.915,0.164,6.68,14.779,0.759,0.312,0.038,1.61,11.13,11.34,11.523,7.421,5.04,9.802,9.841,8.968,10.714,0.184,7.84,5.23,4.702,6.63,15.399,36.019,67.114,4.924,1.241,0.31,12.299,94.140,179.022,9.258
+2026-05-21 10:15:17,red_kite_observed.csv,1.413300888912871852549161903,0.938,2.786,5.081,0.914,0.1,6.83,15.16,0.267,6.95,22.883,0.706,0.481,0.016,3.65,11.77,10.94,7.942,12.462,9.687,15.238,7.874,11.25,4.497,0.17,7.89,6.03,1.783,6.64,13.312,22.508,29.773,15.242,1.18,0.003,12.294,46.915,87.44,6.39
+2026-05-21 10:15:17,red_kite_observed.csv,0.4473868327448903186558645104,0.892,0.981,4.962,7.671,0.293,7.2,8.309,0.176,7.37,16.234,0.851,0.168,0.029,1.64,10.8,9.92,7.528,12.239,6.71,17.768,8.479,13.323,3.635,0.082,7.55,6.66,4.403,7.27,16.709,44.316,72.193,16.438,1.232,0.104,12.24,54.277,94.068,14.486
+2026-05-21 10:15:18,red_kite_observed.csv,1.676165217193974218351601134,1.019,2.226,5.781,7.087,0.062,7.74,6.915,0.279,6.88,20.413,0.421,0.273,0.021,3.72,9.83,11.06,2.645,12.114,11.868,12.359,12.734,12.495,12.973,0.189,7.14,6.8,5.462,6.7,6.904,6.925,3.811,10.039,0.81,0.051,12.198,76.008,137.561,14.456
+2026-05-21 10:15:18,red_kite_observed.csv,1.146914087302619824570026763,1.044,1.509,4.543,6.927,0.431,6.34,10.798,0.023,6.98,6.117,0.61,0.617,0.004,1.58,10.29,10.22,4.511,13.422,12.422,14.423,4.069,3.987,4.151,0.192,8.45,5.13,2.053,7.51,23.47,35.244,60.915,9.573,0.846,0.217,12.068,73.761,139.464,8.058
+2026-05-21 10:15:18,red_kite_observed.csv,0.9610337053424327373712774014,1.019,1.379,3.192,2.777,0.924,6.89,7.894,0.299,7.1,16.257,0.726,0.057,0.026,4.07,11.64,9.77,8.685,9.034,16.962,1.106,5.780,2.76,8.799,0.225,7.49,5.89,6.142,7.1,11.072,27.665,37.463,17.867,1.598,0.167,12.048,73.404,137.854,8.954
+2026-05-21 10:15:19,red_kite_observed.csv,1.834133445710226446255124080,0.74,1.784,3.869,7.256,0.501,6.27,9.095,0.137,7.33,25.498,0.776,0.53,0.022,3.7,10.16,9.98,3.634,13.726,15.55,11.903,4.500,6.338,2.662,0.115,7.64,6.33,1.325,7.13,7.63,36.520,57.639,15.402,1.686,0.236,12.085,114.582,220.501,8.663
+2026-05-21 10:15:19,red_kite_observed.csv,0.7472917053810162485284149631,1.26,1.184,4.826,6.86,0.621,6.98,13.17,0.091,7.14,22.729,0.7,0.281,0.014,3.17,11.41,9.39,2.096,15.158,16.667,13.650,4.608,3.781,5.435,0.129,7.89,6.4,6.633,7.43,10.321,16.048,19.308,12.787,1.349,0.033,12.24,53.235,93.107,13.363
+2026-05-21 10:15:19,red_kite_observed.csv,0.7195044785540118844316467788,1.331,3.366,0.819,0.448,0.252,6.77,5.69,0.017,6.62,9.8,0.444,0.451,0.037,2.56,11.66,10.15,4.372,7.192,10.216,4.169,1.458,1.412,1.504,0.156,7.79,6.5,4.324,7.4,23.615,27.636,45.033,10.24,1.518,0.218,12.126,59.702,112.391,7.014
+2026-05-21 10:15:19,red_kite_observed.csv,0.6784546352058428170402990466,1.127,0.803,1.194,1.431,0.414,7.69,7.293,0.302,7.48,8.856,0.594,0.387,0.046,3.44,10.49,11.44,9.22,11.822,19.273,4.372,3.808,6.242,1.373,0.187,6.64,5.98,4.869,7.57,8.978,27.656,40.195,15.116,1.374,0.083,12.161,54.382,103.521,5.243
+2026-05-21 10:15:20,red_kite_observed.csv,2.480725901820212617690592903,0.925,3.752,3.175,7.454,0.311,7.59,12.184,0.309,7.03,26.61,0.529,0.607,0.035,4.1,11.26,9.31,4.551,13.496,13.555,13.438,11.460,11.91,11.009,0.133,9.27,5.4,5.616,7.17,13.092,31.384,50.246,12.523,0.832,0.006,12.055,96.476,180.635,12.316
+2026-05-21 10:15:20,red_kite_observed.csv,1.196312908629429428719566373,0.776,1.515,1.381,6.366,0.237,7.63,11.676,0.2,7.45,10.433,0.518,0.486,0.016,1.63,11.04,10.72,8.267,11.808,4.79,18.826,1.414,1.254,1.573,0.048,7.61,5.43,4.083,6.94,15.142,12.399,8.595,16.203,0.863,0.276,12.104,108.236,205.75,10.722
+2026-05-21 10:15:20,red_kite_observed.csv,1.243810705790097977486708554,1.299,2.256,4.816,6.92,0.752,7.61,13.552,0.149,7.53,19.639,0.543,0.687,0.041,2.86,11.96,9.44,9.647,13.018,8.31,17.727,7.960,12.337,3.582,0.086,7.97,6.64,1.472,7.33,9.137,22.036,31.852,12.221,0.92,0.194,12.213,43.607,80.823,6.391
+2026-05-21 10:15:21,red_kite_observed.csv,2.368179320125583241129780556,0.946,2.381,0.984,7.608,0.822,6.34,9.021,0.428,7.07,7.823,0.892,0.466,0.03,3.36,10.34,10.66,10.545,18.478,16.956,20.000,11.020,12.876,9.163,0.188,7.24,5.54,1.427,7.09,19.872,14.160,22.738,5.581,0.811,0.248,12.161,55.872,106.431,5.312
+2026-05-21 10:15:21,red_kite_observed.csv,0.7061227482271338893035718022,0.967,0.996,2.778,7.343,0.818,6.55,8.735,0.128,6.95,26.137,0.597,0.357,0.016,2.37,11.3,10.99,2.102,5.058,8.117,1.998,6.917,4.407,9.427,0.163,6.89,7.48,7.752,7.5,6.891,36.684,72.063,1.306,1.032,0.035,12.056,78.274,146.835,9.714
+2026-05-21 10:15:21,red_kite_observed.csv,0.8607470112876607486926089936,1.151,3.305,2.521,5.205,0.436,6.42,15.368,0.364,6.87,9.722,0.444,0.065,0.029,3.77,11.32,9.32,4.059,8.802,9.315,8.29,13.248,12.844,13.651,0.241,7.66,5.77,7.433,7.45,11.966,30.620,52.478,8.763,0.907,0.246,12.038,52.986,98.546,7.426
+2026-05-21 10:15:22,red_kite_observed.csv,1.082294500390844576209774948,1.236,0.556,2.245,4.07,0.894,6.38,5.178,0.278,6.74,6.379,0.878,0.213,0.032,2.97,9.58,10.11,11.691,8.284,0.793,15.776,7.718,13.934,1.502,0.158,7.27,5.37,5.788,6.65,19.979,34.340,61.45,7.229,1.608,0.263,12.292,95.152,178.084,12.219
+2026-05-21 10:15:22,red_kite_observed.csv,1.080148703902837845815550512,0.928,0.301,4.918,3.963,0.327,6.45,15.822,0.201,7.21,18.672,0.815,0.075,0.025,3.99,10.51,11.07,8.632,7.010,11.307,2.713,7.870,12.209,3.532,0.169,7.72,6.97,4.04,7.48,16.982,15.406,17.713,13.1,0.915,0.11,12.135,45.934,85.039,6.83
+2026-05-21 10:15:22,red_kite_observed.csv,1.249021402306634236612205423,1.289,3.611,2.725,0.156,0.001,7.2,13.107,0.027,7.63,27.2,0.601,0.512,0.031,2.48,10.53,9.73,2.512,17.479,17.462,17.496,8.981,6.122,11.84,0.054,9.33,5.75,7.515,7.45,12.519,8.492,3.238,13.746,1.438,0.169,12.06,81.916,159.754,4.078
+2026-05-21 10:15:23,red_kite_observed.csv,0.5793665355050922931060576857,1.279,2.118,2.555,0.849,0.863,6.72,11.709,0.391,6.75,7.672,0.823,0.634,0.003,1.56,10.5,10.26,10.087,7.682,12.547,2.816,3.116,5.164,1.068,0.217,9.37,6.74,7.54,7.33,19.869,13.836,8.986,18.687,1.423,0.09,12.252,67.396,129.417,5.374
+2026-05-21 10:15:23,red_kite_observed.csv,1.054405339429561189135260201,0.775,1.954,5.414,0.375,0.393,7.73,6.848,0.075,7.51,26.173,0.83,0.261,0.032,1.98,9.81,10.54,4.582,10.233,7.415,13.051,11.268,11.52,11.016,0.214,7.69,6.49,3.968,6.71,12.431,24.522,37.861,11.182,0.941,0.077,12.154,100.952,186.836,15.067
+2026-05-21 10:15:23,red_kite_observed.csv,0.5687241702805650707394658109,1.334,3.189,5.036,0.477,0.789,6.78,11.731,0.023,7.29,16.665,0.806,0.597,0.045,3.13,11.81,9.32,7.673,9.106,8.398,9.815,12.352,11.832,12.872,0.078,8.42,5.29,4.332,7.34,22.167,40.516,61.78,19.251,1.655,0.061,12.049,75.479,146.636,4.322
+2026-05-21 10:15:24,red_kite_observed.csv,0.6708553336809738692398918638,1.202,2.705,0.864,3.646,0.338,6.54,11.684,0.398,7.48,23.066,0.866,0.372,0.001,1.6,11.78,9.26,3.812,7.164,1.5,12.827,5.452,3.363,7.542,0.202,9.3,6.74,3.807,7.59,14.184,0.623,0.807,0.439,0.947,0.332,12.1,121.420,237.963,4.878
+2026-05-21 10:15:24,red_kite_observed.csv,0.7612203931115593886325339750,1.137,1.041,1.257,4.883,0.913,6.67,9.873,0.153,6.78,20.212,0.792,0.326,0.031,3.96,9.52,9.37,7.077,4.053,4.076,4.03,6.449,0.858,12.04,0.13,9.43,6.06,3.933,6.71,21.894,32.314,49.427,15.2,1.024,0.076,12.083,58.328,102.05,14.606
+2026-05-21 10:15:24,red_kite_observed.csv,1.322981388070548546512969542,1.172,3.364,5.48,0.14,0.56,7.68,14.642,0.44,6.95,8.976,0.767,0.072,0.003,1.59,11.96,10.14,5.825,7.268,10.318,4.217,6.858,8.647,5.07,0.093,8.39,6.2,4.293,7.09,9.726,18.713,24.173,13.253,1.611,0.15,12.083,88.251,165.494,11.008
+2026-05-21 10:15:24,red_kite_observed.csv,0.5156733333329787481227046475,0.954,2.053,3.553,7.817,0.284,6.99,14.615,0.203,7.51,14.631,0.46,0.171,0.011,3.93,10.25,11.17,7.147,11.941,7.61,16.272,10.182,10.908,9.456,0.129,9.2,7.23,7.101,6.89,23.424,6.388,4.992,7.785,1.425,0.026,12.1,105.364,204.212,6.517
+2026-05-21 10:15:25,red_kite_observed.csv,1.115945632685999146762979692,1.29,2.265,4.785,0.268,0.883,7.23,15.156,0.282,7.47,8.635,0.597,0.644,0.018,2.0,9.77,11.43,10.269,18.030,20.000,16.059,5.888,5.327,6.45,0.158,7.18,6.29,7.392,7.22,16.195,30.581,58.317,2.845,0.874,0.339,12.128,98.228,189.446,7.011
+2026-05-21 10:15:25,red_kite_observed.csv,0.6450198229908583637043481550,1.059,1.822,1.011,6.376,0.554,6.99,15.415,0.42,6.99,18.163,0.817,0.621,0.008,3.44,11.59,10.33,2.983,2.542,1.519,3.564,2.092,2.013,2.170,0.195,7.36,5.59,3.937,6.7,10.114,36.960,55.937,17.984,1.474,0.004,12.031,109.680,204.879,14.48
+2026-05-21 10:15:25,red_kite_observed.csv,0.7752415815973775823936752428,1.291,0.363,3.035,5.579,0.293,6.32,8.703,0.094,7.09,6.072,0.797,0.502,0.017,2.25,11.75,10.29,11.271,4.868,8.134,1.602,6.514,5.535,7.493,0.063,8.84,5.48,1.021,7.24,6.616,39.897,78.166,1.628,1.416,0.324,12.149,57.736,103.372,12.099
+2026-05-21 10:15:26,red_kite_observed.csv,1.429484158473351688416784039,1.066,2.016,2.827,7.421,0.2,7.72,4.007,0.097,7.18,26.047,0.716,0.384,0.03,4.2,10.79,9.83,11.57,8.422,12.068,4.775,6.941,3.366,10.516,0.088,6.9,5.32,5.159,7.08,10.262,39.760,65.91,13.611,1.119,0.159,12.163,59.438,103.105,15.77
+2026-05-21 10:15:26,red_kite_observed.csv,0.4508613512986986830552179252,0.928,0.669,4.839,6.493,0.667,7.06,4.689,0.357,6.93,11.484,0.575,0.09,0.02,2.77,11.42,9.37,6.562,11.934,19.164,4.703,10.974,9.064,12.885,0.151,7.65,6.51,4.347,6.97,7.981,26.832,42.765,10.899,1.219,0.336,12.282,69.390,127.705,11.074
+2026-05-21 10:15:26,red_kite_observed.csv,0.4173520151223801142979440504,0.966,1.069,5.858,7.48,0.478,6.66,13.273,0.012,7.25,26.164,0.483,0.427,0.015,4.13,10.56,9.77,8.544,14.008,8.187,19.829,7.840,10.625,5.054,0.202,9.1,7.1,5.962,7.31,19.298,39.794,69.697,9.892,1.684,0.165,12.192,121.512,238.572,4.451
+2026-05-21 10:15:27,red_kite_observed.csv,1.030176633750513941625782237,0.884,3.424,4.93,2.075,0.913,7.3,5.76,0.248,7.14,16.437,0.577,0.582,0.004,3.17,11.19,10.62,5.06,2.982,1.277,4.688,5.396,9.495,1.296,0.158,9.05,7.49,1.545,7.05,22.453,41.620,65.254,17.985,0.885,0.229,12.004,66.504,117.45,15.557
+2026-05-21 10:15:27,red_kite_observed.csv,0.5747509644602247917044961653,1.056,1.045,3.7,2.419,0.599,7.61,15.107,0.24,6.91,17.298,0.877,0.356,0.005,2.27,11.45,9.71,6.434,8.216,11.1,5.331,5.322,3.752,6.891,0.136,8.06,6.74,4.39,7.24,20.842,30.879,43.3,18.458,1.34,0.2,12.097,74.149,134.73,13.568
+2026-05-21 10:15:27,red_kite_observed.csv,0.8884091781054407008766604337,0.99,2.938,1.774,6.093,0.167,6.47,10.486,0.066,6.76,21.908,0.832,0.665,0.047,1.86,10.65,9.48,9.766,14.802,12.3,17.305,10.758,12.201,9.316,0.07,6.91,5.42,2.91,7.16,21.187,9.242,14.222,4.261,1.462,0.007,12.066,115.636,223.074,8.198
+2026-05-21 10:15:28,red_kite_observed.csv,0.5901530612300989723246139038,1.046,1.533,3.638,3.317,0.137,7.69,10.928,0.369,7.31,13.359,0.771,0.44,0.017,3.77,10.55,9.25,7.795,13.628,19.958,7.299,3.834,4.792,2.876,0.162,7.33,5.75,5.869,6.73,19.418,5.492,7.908,3.076,1.694,0.135,12.092,72.146,137.381,6.912
+2026-05-21 10:15:28,red_kite_observed.csv,1.264621969749093439545446754,1.139,3.899,3.338,0.477,0.521,6.6,7.602,0.046,6.84,23.695,0.512,0.708,0.011,1.55,10.07,10.36,10.516,17.510,15.021,20.000,5.141,7.732,2.55,0.104,9.01,6.22,0.825,7.02,9.736,13.516,19.944,7.089,0.878,0.214,12.203,91.250,177.749,4.752
+2026-05-21 10:15:28,red_kite_observed.csv,1.073013594676767160634770194,1.131,1.486,1.569,0.247,0.4,7.31,11.995,0.021,7.65,12.045,0.518,0.245,0.021,1.6,11.09,10.26,3.324,9.487,6.207,12.767,8.002,2.245,13.759,0.049,9.12,6.53,4.372,7.47,23.25,29.550,41.824,17.276,1.432,0.017,12.179,122.194,239.236,5.152
+2026-05-21 10:15:29,red_kite_observed.csv,1.127261946442834271106409131,1.322,2.983,5.811,0.949,0.019,6.41,9.574,0.011,7.03,14.679,0.759,0.587,0.003,2.31,10.73,10.29,6.723,8.626,6.377,10.876,1.089,1.131,1.047,0.125,7.12,7.0,1.047,6.91,17.351,4.477,5.857,3.097,1.599,0.277,12.035,119.329,229.505,9.153
+2026-05-21 10:15:29,red_kite_observed.csv,1.009942698673619406479474061,1.168,1.9,4.533,4.441,0.873,6.79,3.259,0.165,7.33,25.561,0.413,0.362,0.001,3.43,11.3,10.61,9.17,17.030,16.221,17.839,7.983,13.431,2.535,0.09,7.55,5.29,7.709,7.12,13.406,22.050,36.07,8.031,1.736,0.322,12.178,103.394,193.407,13.382
+2026-05-21 10:15:29,red_kite_observed.csv,0.6640786514070736570777036637,1.005,2.277,1.301,4.92,0.411,6.8,13.107,0.254,6.8,11.91,0.868,0.557,0.047,1.76,10.13,9.29,9.785,8.461,10.729,6.193,9.152,8.760,9.545,0.019,7.51,7.47,6.54,6.84,6.087,22.540,25.184,19.895,1.662,0.344,12.15,94.106,181.629,6.583
+2026-05-21 10:15:29,red_kite_observed.csv,1.346082883706398237833290816,0.738,1.465,2.645,1.887,0.666,6.85,9.838,0.091,7.52,14.679,0.761,0.579,0.038,4.44,10.98,11.18,10.605,9.916,10.028,9.805,8.830,12.299,5.361,0.243,9.33,6.83,7.456,7.35,9.311,40.143,63.833,16.453,1.572,0.118,12.242,113.532,222.316,4.749
+2026-05-21 10:15:30,red_kite_observed.csv,1.791220169357310673604136937,0.951,0.721,3.315,7.949,0.823,6.94,6.333,0.372,7.19,25.595,0.803,0.277,0.049,2.8,10.72,11.21,9.278,2.010,2.057,1.962,12.015,13.624,10.406,0.118,7.02,5.87,3.591,7.18,9.174,25.842,39.153,12.53,0.91,0.191,12.196,85.816,160.734,10.899
+2026-05-21 10:15:30,red_kite_observed.csv,0.5368980644119623616683608521,1.019,3.4,3.421,3.248,0.895,6.32,11.543,0.038,7.52,6.933,0.563,0.519,0.029,3.42,11.76,9.71,5.284,9.947,13.467,6.427,4.155,7.405,0.905,0.132,8.77,7.0,1.477,6.98,22.819,18.625,33.417,3.833,1.431,0.017,12.226,86.710,163.967,9.454
+2026-05-21 10:15:30,red_kite_observed.csv,0.5743996642536465037861373766,0.93,3.189,1.52,2.239,0.4,6.67,4.76,0.302,7.16,10.745,0.436,0.11,0.046,2.01,11.53,9.26,3.145,17.167,17.927,16.407,7.016,7.215,6.817,0.177,8.48,6.5,7.605,7.54,18.377,37.758,55.54,19.976,0.937,0.178,12.214,125.050,236.294,13.806
+2026-05-21 10:15:31,red_kite_observed.csv,0.5590716936162233510121755709,0.842,0.54,2.427,3.403,0.888,7.68,12.708,0.224,6.96,7.191,0.586,0.462,0.049,1.59,10.28,10.84,2.627,7.521,7.498,7.544,4.941,4.354,5.528,0.247,6.53,7.43,4.41,6.66,9.834,32.116,55.955,8.278,1.461,0.308,12.098,93.564,174.309,12.82
+2026-05-21 10:15:31,red_kite_observed.csv,0.6859081664795647702645684928,1.104,3.354,3.752,6.663,0.216,7.18,9.652,0.12,7.17,17.404,0.763,0.219,0.006,2.49,11.78,11.21,10.168,10.915,17.136,4.694,8.912,12.328,5.496,0.016,7.55,6.25,2.74,7.49,13.339,13.327,13.281,13.373,1.411,0.083,12.028,85.272,164.876,5.668
+2026-05-21 10:15:31,red_kite_observed.csv,1.777028517947399101064827502,1.07,0.937,0.394,1.376,0.815,6.28,9.356,0.246,6.52,18.737,0.887,0.303,0.023,4.41,11.08,11.43,7.835,13.374,15.327,11.42,6.606,3.25,9.962,0.02,9.22,6.3,6.55,7.07,7.416,33.778,50.596,16.959,1.064,0.133,12.166,49.645,88.234,11.056
+2026-05-21 10:15:32,red_kite_observed.csv,0.4545686543887103076531180829,0.792,1.581,5.059,6.081,0.895,7.25,13.629,0.217,7.58,15.939,0.65,0.079,0.019,2.83,10.13,9.48,7.643,9.454,11.605,7.302,5.119,6.701,3.537,0.144,6.59,5.42,4.209,7.2,14.95,31.378,59.077,3.68,1.249,0.069,12.241,109.426,206.1,12.751
+2026-05-21 10:15:32,red_kite_observed.csv,0.9441141448349593846360259220,1.275,3.728,5.737,1.714,0.001,6.41,6.75,0.305,6.94,27.032,0.439,0.491,0.014,2.35,10.76,10.48,3.802,5.506,5.068,5.945,8.651,7.978,9.324,0.074,7.13,6.95,4.341,7.11,8.924,20.815,32.167,9.463,1.043,0.023,12.093,101.566,196.857,6.275
+2026-05-21 10:15:32,red_kite_observed.csv,0.5663511023957794694084291170,1.198,3.614,1.116,4.244,0.621,6.74,14.54,0.033,7.43,14.923,0.536,0.475,0.016,3.04,9.62,11.5,3.493,10.984,8.581,13.387,9.653,10.691,8.615,0.14,8.67,7.35,7.325,6.75,17.506,18.856,31.142,6.569,1.25,0.114,12.029,95.565,184.12,7.01
+2026-05-21 10:15:33,red_kite_observed.csv,1.485875357636911023096698615,1.227,3.299,0.57,4.609,0.825,7.51,12.559,0.013,7.11,26.588,0.664,0.506,0.043,2.87,10.67,10.22,3.389,18.519,17.572,19.466,6.402,3.861,8.943,0.193,6.99,5.56,2.468,6.61,23.153,23.871,43.379,4.363,1.673,0.199,12.276,118.641,226.575,10.707
+2026-05-21 10:15:33,red_kite_observed.csv,1.253949123356367291455130131,0.855,3.805,2.854,3.552,0.394,6.65,8.578,0.346,7.65,16.3,0.438,0.518,0.003,4.45,11.17,10.97,6.266,11.000,7.68,14.32,9.856,11.936,7.777,0.128,8.43,7.41,1.088,6.76,8.161,16.756,28.566,4.945,1.205,0.243,12.027,66.564,119.891,13.238
+2026-05-21 10:15:33,red_kite_observed.csv,1.577417130394127860983626909,1.0,0.57,3.132,3.959,0.883,6.62,4.985,0.036,6.81,24.319,0.568,0.352,0.01,1.73,9.66,9.58,6.118,8.416,8.003,8.830,7.252,10.846,3.659,0.152,8.06,6.88,6.6,6.96,8.58,24.511,39.36,9.662,1.682,0.151,12.083,113.672,217.007,10.336
+2026-05-21 10:15:34,red_kite_observed.csv,1.153715928190609814265274798,1.072,1.918,5.163,5.554,0.557,6.72,6.267,0.215,6.74,23.937,0.775,0.687,0.044,2.54,11.1,9.63,5.965,10.415,9.78,11.05,7.016,6.703,7.328,0.173,7.93,7.04,6.549,6.67,22.489,6.340,6.92,5.761,1.209,0.0,12.083,82.462,157.267,7.658
+2026-05-21 10:15:34,red_kite_observed.csv,0.4140218708409696412966872616,1.047,3.412,4.628,1.384,0.533,7.25,6.887,0.34,7.51,20.531,0.713,0.147,0.015,2.79,10.35,10.71,2.186,10.724,11.26,10.189,7.882,8.341,7.424,0.234,8.78,5.56,4.789,6.82,21.643,8.524,13.828,3.221,1.355,0.219,12.029,85.338,164.781,5.895
+2026-05-21 10:15:34,red_kite_observed.csv,3.029949901667661419464491906,0.949,2.463,3.528,1.978,0.082,7.53,4.757,0.276,7.04,7.49,0.836,0.616,0.047,3.04,10.49,11.2,9.504,18.503,17.006,20.000,2.018,0.459,3.578,0.083,8.06,6.06,3.665,6.7,13.087,25.424,42.839,8.008,0.849,0.099,12.268,94.556,177.438,11.673
+2026-05-21 10:15:34,red_kite_observed.csv,2.579871805982023600267111841,0.826,0.64,3.373,2.212,0.812,6.41,14.913,0.298,6.61,10.715,0.789,0.739,0.042,2.93,11.35,9.84,10.086,5.291,7.891,2.691,8.604,5.193,12.015,0.093,7.96,5.22,1.688,7.59,16.323,29.318,41.996,16.641,1.129,0.293,12.065,81.254,149.502,13.006
+2026-05-21 10:15:35,red_kite_observed.csv,2.318358628333019149284988433,0.843,1.862,5.11,5.809,0.741,7.04,14.159,0.371,7.29,6.408,0.488,0.685,0.018,3.9,11.43,10.0,2.849,15.194,19.805,10.583,8.721,5.365,12.077,0.039,7.38,6.3,3.297,7.31,20.784,35.721,52.863,18.579,0.999,0.344,12.272,46.496,88.127,4.866
+2026-05-21 10:15:35,red_kite_observed.csv,1.181828522394289456339547433,1.268,1.863,3.931,7.538,0.135,7.23,11.834,0.046,7.41,22.597,0.734,0.481,0.023,1.77,10.13,9.55,8.694,10.228,11.748,8.709,9.548,13.008,6.088,0.009,9.48,7.41,4.612,6.79,8.623,21.910,25.051,18.769,1.346,0.149,12.126,121.076,232.557,9.594
+2026-05-21 10:15:35,red_kite_observed.csv,1.556966905756148550965151719,1.046,3.21,3.993,3.647,0.036,7.5,4.522,0.186,6.95,27.434,0.427,0.578,0.036,3.48,11.53,10.91,10.536,10.922,3.626,18.217,1.560,1.664,1.457,0.029,9.32,6.14,4.201,7.3,8.315,9.704,2.551,16.856,0.986,0.286,12.228,66.404,118.691,14.117
+2026-05-21 10:15:36,red_kite_observed.csv,2.408960512855997391783648220,1.303,2.493,3.542,3.445,0.194,6.98,5.916,0.098,6.6,10.232,0.437,0.015,0.03,2.06,11.7,10.36,8.79,2.316,4.055,0.576,13.144,13.967,12.322,0.013,6.7,6.06,3.047,6.75,23.197,27.344,36.056,18.632,1.141,0.324,12.026,53.089,92.512,13.666
+2026-05-21 10:15:36,red_kite_observed.csv,1.363203912914067899093925794,0.991,1.644,5.881,4.98,0.426,7.51,8.329,0.43,7.15,6.9,0.475,0.347,0.009,2.8,10.5,10.47,8.103,15.222,17.424,13.019,12.994,13.403,12.586,0.043,9.07,5.15,0.994,6.61,9.335,43.246,76.312,10.179,0.965,0.162,12.217,50.546,87.373,13.718
+2026-05-21 10:15:36,red_kite_observed.csv,0.3927706175607035524108562664,0.873,2.178,2.562,5.81,0.882,7.39,10.684,0.269,6.85,22.659,0.564,0.174,0.049,3.1,11.76,9.42,5.807,17.718,19.096,16.341,2.937,3.108,2.766,0.203,6.59,5.19,7.356,7.45,12.702,29.790,48.15,11.431,1.253,0.233,12.081,53.056,92.2,13.912
+2026-05-21 10:15:37,red_kite_observed.csv,1.063577570124317468755069292,0.737,2.334,1.01,7.278,0.074,6.91,10.614,0.295,6.84,8.536,0.445,0.382,0.035,4.35,10.03,10.23,10.899,14.592,19.218,9.967,13.408,13.039,13.777,0.016,7.93,7.27,3.36,6.77,10.525,19.184,31.108,7.26,1.583,0.053,12.195,68.810,126.164,11.457
+2026-05-21 10:15:37,red_kite_observed.csv,0.5134288567080078023923407325,1.119,0.727,0.258,4.762,0.629,7.59,5.277,0.197,6.63,15.32,0.886,0.717,0.043,1.86,11.02,10.31,8.042,18.934,18.828,19.04,10.212,11.159,9.264,0.211,9.21,5.49,6.593,6.78,12.256,17.099,22.099,12.099,1.594,0.086,12.174,61.234,117.019,5.449
+2026-05-21 10:15:37,red_kite_observed.csv,1.736617832832091760377463196,1.176,1.275,3.634,7.308,0.279,6.91,12.008,0.268,7.27,7.071,0.832,0.215,0.024,1.73,10.36,11.34,11.386,14.676,12.068,17.283,12.424,10.848,14.000,0.17,8.51,6.28,1.857,6.99,17.167,40.430,65.961,14.899,1.79,0.215,12.068,43.395,81.489,5.301
+2026-05-21 10:15:38,red_kite_observed.csv,0.6205607805140833338044114533,0.794,1.845,5.632,3.492,0.916,7.33,4.615,0.389,6.81,8.565,0.559,0.454,0.036,1.79,11.93,9.35,9.758,6.910,5.971,7.85,4.146,1.242,7.049,0.191,6.96,6.58,1.38,7.0,15.3,30.540,43.372,17.709,1.159,0.233,12.169,84.232,160.888,7.577
+2026-05-21 10:15:38,red_kite_observed.csv,0.9818560549107598318676133393,1.281,1.516,0.086,1.075,0.024,6.64,12.713,0.138,6.58,13.952,0.579,0.439,0.032,3.81,10.85,10.72,10.441,13.211,16.469,9.953,6.972,13.434,0.51,0.066,7.3,7.14,7.464,7.32,10.391,38.026,58.149,17.903,0.881,0.31,12.055,100.300,184.682,15.918
+2026-05-21 10:15:38,red_kite_observed.csv,0.7622131369829273513116642961,0.966,0.916,1.787,1.73,0.859,7.49,15.529,0.351,7.33,24.996,0.423,0.176,0.006,1.56,10.52,11.03,6.276,12.636,7.673,17.6,7.048,3.159,10.937,0.055,8.15,5.6,4.084,7.36,21.744,39.254,71.266,7.241,1.353,0.169,12.029,119.304,226.227,12.38
+2026-05-21 10:15:38,red_kite_observed.csv,0.3799511531332753945765960099,0.796,1.201,3.771,7.553,0.484,7.23,9.315,0.065,7.37,12.448,0.814,0.077,0.017,3.29,11.47,9.29,8.771,11.208,8.962,13.453,4.972,6.23,3.713,0.124,8.44,6.65,5.011,7.08,8.112,29.636,46.74,12.533,1.501,0.007,12.231,93.276,180.741,5.812
+2026-05-21 10:15:39,red_kite_observed.csv,1.507025909992333888239257695,0.844,3.123,5.123,4.64,0.6,6.32,13.639,0.245,6.57,23.277,0.422,0.541,0.011,3.76,11.54,11.19,6.729,4.954,4.921,4.986,7.688,11.015,4.361,0.139,9.48,5.08,4.425,7.09,13.78,42.101,72.472,11.73,0.955,0.241,12.032,52.244,96.643,7.845
+2026-05-21 10:15:39,red_kite_observed.csv,0.5063428513973854778194041695,1.33,1.871,4.429,5.813,0.208,7.11,9.745,0.125,6.71,10.704,0.672,0.079,0.027,1.94,11.26,10.16,2.239,9.872,12.506,7.239,10.958,9.221,12.695,0.131,7.79,5.38,2.054,7.01,16.55,47.810,76.159,19.462,1.788,0.273,12.092,87.586,166.35,8.821
+2026-05-21 10:15:39,red_kite_observed.csv,1.085477243991852108474445656,0.941,3.034,2.223,7.075,0.537,6.92,3.38,0.373,6.91,18.76,0.777,0.598,0.026,2.38,11.75,9.44,8.48,7.362,2.999,11.724,4.327,0.44,8.214,0.137,8.74,5.13,5.413,7.54,16.514,37.975,74.681,1.269,1.006,0.035,12.196,111.082,213.412,8.751
+2026-05-21 10:15:40,red_kite_observed.csv,0.7871746888034305607075561542,0.748,2.565,1.697,4.259,0.054,7.27,9.092,0.045,7.38,15.12,0.491,0.42,0.029,4.12,10.27,9.69,3.873,9.162,2.354,15.969,1.102,0.792,1.412,0.165,8.85,5.18,2.252,7.3,11.642,30.047,43.717,16.377,1.239,0.035,12.162,107.598,209.269,5.926
+2026-05-21 10:15:40,red_kite_observed.csv,1.733883032574665919170047060,1.085,1.629,1.442,0.387,0.278,6.55,7.848,0.226,7.52,26.196,0.873,0.545,0.012,4.43,9.6,10.64,7.566,15.231,17.083,13.379,8.418,9.164,7.671,0.157,6.9,7.35,5.006,7.52,9.0,20.494,25.325,15.663,1.57,0.252,12.227,62.681,116.942,8.42
+2026-05-21 10:15:40,red_kite_observed.csv,0.7347741877193088230037193514,0.852,3.222,1.176,7.817,0.727,6.91,7.278,0.11,6.58,19.726,0.503,0.243,0.006,2.62,11.96,10.92,3.844,11.020,15.479,6.561,8.491,5.537,11.445,0.213,6.74,6.82,3.987,7.09,19.616,39.307,71.555,7.059,1.464,0.07,12.149,96.108,180.966,11.249
+2026-05-21 10:15:41,red_kite_observed.csv,1.104144062923301370672338388,0.949,3.124,5.519,1.822,0.713,6.82,9.558,0.055,7.46,7.358,0.777,0.605,0.036,2.19,11.49,11.41,6.437,4.596,6.835,2.358,9.754,13.249,6.259,0.111,7.24,7.08,4.143,7.4,12.412,39.030,74.731,3.33,0.996,0.346,12.162,49.188,93.528,4.849
+2026-05-21 10:15:41,red_kite_observed.csv,1.525406755651127481289394652,1.197,3.756,1.192,2.074,0.295,7.41,9.366,0.447,7.27,25.297,0.597,0.648,0.043,2.44,10.41,10.47,9.418,10.585,17.823,3.347,9.062,5.332,12.793,0.02,7.04,7.49,5.864,7.08,15.766,24.708,38.615,10.802,1.055,0.122,12.098,110.680,216.296,5.064
+2026-05-21 10:15:41,red_kite_observed.csv,1.279758710704389568021093354,1.271,3.206,4.745,1.853,0.108,6.26,4.346,0.396,7.43,15.021,0.752,0.604,0.013,2.12,10.43,10.85,6.828,14.423,10.08,18.766,3.523,5.957,1.089,0.113,7.38,6.41,4.039,7.27,12.93,13.606,8.042,19.17,0.928,0.299,12.278,71.526,131.51,11.543
+2026-05-21 10:15:42,red_kite_observed.csv,1.192762122533617109462951802,0.945,1.314,4.684,4.207,0.409,6.45,7.257,0.382,7.37,11.601,0.437,0.68,0.016,3.4,10.8,11.41,9.729,1.276,1.143,1.408,8.132,10.101,6.162,0.079,8.06,6.92,1.02,7.54,10.775,39.108,65.783,12.432,1.014,0.144,12.252,60.479,106.302,14.656
+2026-05-21 10:15:42,red_kite_observed.csv,0.5254546878281982260058974175,1.216,1.124,0.953,2.753,0.92,7.0,11.238,0.282,6.51,14.178,0.706,0.564,0.047,2.7,11.46,10.58,10.208,9.524,2.792,16.256,10.047,8.282,11.812,0.034,8.83,6.71,7.132,7.19,15.775,45.022,71.666,18.379,1.27,0.222,12.234,77.588,150.647,4.53
+2026-05-21 10:15:42,red_kite_observed.csv,0.9014434015202745781976081446,1.129,0.271,3.896,1.414,0.927,6.46,12.382,0.043,7.38,24.882,0.477,0.147,0.013,3.89,9.55,11.1,4.394,13.172,17.544,8.801,6.596,9.689,3.502,0.064,9.11,6.98,6.157,7.26,19.632,33.366,57.129,9.603,1.501,0.176,12.071,50.968,90.324,11.613
+2026-05-21 10:15:43,red_kite_observed.csv,0.5366051841370627180597219635,1.13,2.891,0.39,6.249,0.927,7.3,11.69,0.281,7.51,18.366,0.598,0.44,0.017,3.34,10.76,10.99,5.924,6.544,6.161,6.928,2.522,2.626,2.418,0.122,7.54,6.21,4.898,7.35,23.832,40.221,66.572,13.87,1.237,0.141,12.235,49.427,91.06,7.794
+2026-05-21 10:15:43,red_kite_observed.csv,0.4845571275349263336568215971,1.199,3.632,5.861,3.515,0.396,6.37,6.33,0.232,7.62,23.275,0.63,0.236,0.028,3.04,9.83,10.7,9.054,10.273,10.034,10.512,13.308,13.355,13.26,0.147,6.98,5.77,3.669,7.22,16.64,7.676,7.19,8.163,1.655,0.035,12.299,67.836,128.918,6.753
+2026-05-21 10:15:43,red_kite_observed.csv,0.3271447666860935665287249756,0.904,2.16,2.266,2.547,0.542,7.24,12.068,0.273,7.03,17.603,0.551,0.024,0.043,4.3,11.97,10.86,11.197,7.795,8.763,6.827,3.824,4.177,3.472,0.164,8.21,5.57,3.32,7.25,22.85,19.530,23.419,15.642,1.173,0.081,12.063,68.724,124.951,12.497
+2026-05-21 10:15:43,red_kite_observed.csv,0.8178034991346656460706540936,0.942,2.85,5.913,2.264,0.896,7.65,10.041,0.274,7.44,25.025,0.473,0.425,0.044,4.23,10.55,11.08,10.184,1.439,1.614,1.264,1.540,1.154,1.926,0.207,8.31,7.38,2.842,6.78,22.923,25.841,35.21,16.472,1.779,0.341,12.263,117.954,228.483,7.425
+2026-05-21 10:15:44,red_kite_observed.csv,0.6659395544637636751368147470,0.959,1.502,2.756,1.408,0.683,6.85,5.988,0.369,6.52,24.299,0.444,0.28,0.016,2.84,11.18,11.36,3.84,10.367,11.789,8.945,11.848,10.984,12.713,0.169,7.35,6.96,5.029,6.61,18.06,14.768,10.456,19.08,1.04,0.046,12.183,47.332,84.039,10.624
+2026-05-21 10:15:44,red_kite_observed.csv,0.6725674820555100288898032074,1.016,0.849,1.147,0.83,0.921,6.86,7.027,0.337,6.72,13.636,0.572,0.194,0.028,2.34,11.55,9.84,3.433,6.730,7.627,5.833,2.373,2.782,1.964,0.202,6.56,6.16,3.718,7.53,20.733,10.601,15.288,5.914,1.072,0.052,12.008,82.488,149.559,15.416
+2026-05-21 10:15:44,red_kite_observed.csv,0.4006813327488730940854186942,0.809,2.196,5.395,7.318,0.056,6.73,8.775,0.243,6.95,14.769,0.5,0.319,0.036,3.83,11.09,10.61,5.795,8.695,12.757,4.633,4.564,6.838,2.291,0.235,8.21,5.72,4.168,7.52,9.782,17.868,31.832,3.905,1.514,0.185,12.271,120.844,237.255,4.434
+2026-05-21 10:15:45,red_kite_observed.csv,1.530250796152323617824993910,1.186,1.111,1.481,1.146,0.856,6.26,9.558,0.088,6.53,9.839,0.593,0.554,0.006,3.22,9.62,11.32,9.244,12.261,6.854,17.668,5.290,6.759,3.822,0.013,7.42,6.25,6.442,7.17,9.567,26.341,50.826,1.856,1.685,0.222,12.27,50.962,87.05,14.873
+2026-05-21 10:15:45,red_kite_observed.csv,0.6806451418560967206955651024,1.272,0.71,0.087,7.711,0.591,7.34,9.249,0.171,6.51,17.118,0.422,0.135,0.015,1.67,9.57,11.33,4.499,9.461,5.662,13.26,6.977,8.975,4.979,0.089,7.39,5.33,3.501,7.32,6.309,27.815,39.865,15.765,1.254,0.308,12.232,94.274,180.636,7.911
+2026-05-21 10:15:45,red_kite_observed.csv,0.6809931213292150161462208186,1.334,1.472,1.987,7.798,0.773,6.37,4.491,0.336,7.31,17.703,0.499,0.328,0.001,2.96,10.92,11.13,7.066,11.684,7.813,15.556,9.434,11.495,7.372,0.047,9.12,7.03,5.476,6.88,6.644,27.818,41.853,13.782,1.301,0.034,12.284,78.980,150.987,6.972
+2026-05-21 10:15:46,red_kite_observed.csv,1.066372246101123162144886493,0.852,3.54,0.458,5.788,0.909,7.72,4.263,0.292,7.64,21.427,0.795,0.29,0.036,2.51,11.32,11.07,8.462,6.679,12.814,0.544,2.498,1.935,3.061,0.162,6.75,5.9,7.655,6.98,19.169,41.881,67.801,15.961,1.462,0.219,12.024,116.089,216.509,15.669
+2026-05-21 10:15:46,red_kite_observed.csv,2.337385238148117782056831939,1.139,3.671,0.619,7.013,0.324,6.45,3.391,0.073,7.39,14.791,0.868,0.611,0.049,3.66,11.34,9.86,11.869,14.987,17.792,12.182,12.532,13.787,11.277,0.025,8.3,6.16,3.505,7.51,10.721,23.771,28.115,19.427,0.931,0.269,12.193,98.492,191.847,5.136
+2026-05-21 10:15:46,red_kite_observed.csv,1.786622672677314709749424724,1.251,0.293,3.268,3.35,0.074,7.41,5.995,0.285,6.87,12.009,0.494,0.223,0.046,3.23,11.54,9.49,3.653,14.964,11.756,18.172,1.138,0.68,1.597,0.035,9.19,7.47,3.788,6.89,22.789,23.198,33.336,13.06,1.019,0.286,12.009,122.820,230.63,15.011
+2026-05-21 10:15:47,red_kite_observed.csv,1.500156183437958720688951918,1.002,2.347,4.649,4.017,0.414,6.88,4.566,0.033,6.78,10.508,0.48,0.001,0.018,3.47,10.24,9.9,8.397,3.387,3.377,3.397,8.232,7.737,8.728,0.164,7.08,5.04,5.669,7.49,12.3,7.876,2.322,13.431,1.152,0.188,12.174,71.686,138.244,5.128
+2026-05-21 10:15:47,red_kite_observed.csv,1.578117772382593012717217587,0.835,1.579,0.699,1.58,0.906,6.25,5.745,0.174,6.8,11.596,0.636,0.158,0.038,4.21,10.5,9.94,11.275,5.872,5.099,6.645,13.286,12.572,14.000,0.021,7.29,5.52,5.998,6.89,10.033,21.704,29.209,14.198,0.962,0.028,12.104,69.436,134.65,4.223
+2026-05-21 10:15:47,red_kite_observed.csv,0.8739775166368855881209939248,0.905,2.654,2.567,0.234,0.811,6.86,6.12,0.138,7.05,14.001,0.784,0.183,0.049,3.43,11.13,9.3,5.344,13.600,11.251,15.948,3.912,3.505,4.318,0.166,6.87,7.49,4.725,7.46,6.371,36.004,57.827,14.18,1.381,0.053,12.132,82.136,150.578,13.694
+2026-05-21 10:15:48,red_kite_observed.csv,1.694288917670588688417512864,1.28,2.717,2.17,1.974,0.181,7.72,11.002,0.295,7.07,19.577,0.824,0.311,0.031,4.03,11.7,10.82,11.664,8.022,4.395,11.648,7.424,5.943,8.905,0.033,8.63,5.35,3.65,7.03,10.774,23.165,32.972,13.358,0.816,0.213,12.149,90.489,172.651,8.327
+2026-05-21 10:15:48,red_kite_observed.csv,0.6791399650600490445506145942,1.103,2.358,5.482,7.491,0.041,7.35,6.324,0.363,6.66,27.356,0.568,0.176,0.05,2.48,11.38,11.12,3.179,14.356,8.825,19.886,2.680,0.745,4.616,0.235,8.78,6.75,5.027,6.79,8.798,17.204,33.611,0.796,0.945,0.339,12.25,67.441,122.74,12.142
+2026-05-21 10:15:48,red_kite_observed.csv,2.944791261948714601977618508,1.006,0.331,1.018,0.344,0.038,6.65,10.634,0.145,6.82,23.815,0.848,0.663,0.05,3.83,9.53,10.63,11.802,11.130,17.515,4.746,3.530,5.435,1.626,0.012,6.56,6.6,6.619,6.94,19.97,30.020,54.684,5.355,0.901,0.258,12.106,112.702,218.884,6.519
+2026-05-21 10:15:49,red_kite_observed.csv,0.8625296318076631071099025592,1.068,0.514,1.468,7.701,0.344,7.69,12.153,0.391,6.91,20.097,0.58,0.199,0.015,2.72,10.63,11.33,5.688,3.566,6.09,1.041,7.185,1.801,12.569,0.139,7.91,7.45,7.022,7.16,23.985,37.562,56.031,19.093,0.918,0.069,12.166,75.756,142.121,9.39
+2026-05-21 10:15:49,red_kite_observed.csv,1.483938815633263275963254726,1.211,0.648,5.647,5.648,0.522,7.69,9.493,0.145,7.06,20.573,0.488,0.373,0.029,4.39,10.0,11.46,10.804,1.381,1.545,1.217,4.264,5.669,2.859,0.169,8.29,5.14,7.66,7.55,16.496,26.026,50.914,1.137,0.969,0.038,12.156,116.366,219.608,13.123
+2026-05-21 10:15:49,red_kite_observed.csv,0.6168725673734583297274470668,1.259,2.709,2.511,1.525,0.29,6.57,9.495,0.096,7.57,7.931,0.631,0.095,0.038,3.64,9.9,11.03,6.307,0.592,0.554,0.631,6.772,8.727,4.816,0.18,7.36,6.78,6.363,6.81,15.999,12.956,21.27,4.641,1.368,0.335,12.2,75.359,146.488,4.23
+2026-05-21 10:15:49,red_kite_observed.csv,0.4138951182037380544005796625,1.046,2.294,2.763,2.789,0.414,6.88,10.952,0.152,7.36,19.502,0.762,0.109,0.01,2.79,10.73,9.94,10.775,14.252,17.818,10.686,9.324,5.452,13.196,0.096,7.69,5.1,2.369,7.29,23.72,38.091,69.189,6.993,1.428,0.148,12.073,82.864,157.787,7.94
+2026-05-21 10:15:50,red_kite_observed.csv,1.801352703144064417807331750,1.179,3.837,3.376,6.005,0.687,7.03,6.336,0.125,7.43,7.657,0.508,0.157,0.005,3.9,10.67,10.75,8.043,18.172,16.899,19.446,5.234,9.649,0.818,0.092,9.08,5.14,3.79,7.25,16.39,25.324,34.758,15.889,0.851,0.048,12.179,75.256,145.488,5.024
+2026-05-21 10:15:50,red_kite_observed.csv,0.6544843508517610573009660674,1.297,2.17,1.882,0.201,0.692,7.69,14.964,0.099,6.87,22.012,0.732,0.415,0.049,2.45,11.89,11.24,8.38,2.266,0.819,3.714,5.249,4.880,5.618,0.015,8.66,5.25,1.596,7.44,23.645,6.033,7.006,5.06,0.939,0.077,12.119,76.853,147.503,6.203
+2026-05-21 10:15:50,red_kite_observed.csv,0.6221343800804370881751459779,0.949,1.588,4.627,6.937,0.205,6.47,4.418,0.294,6.98,10.747,0.469,0.545,0.039,3.17,10.75,9.79,2.204,6.492,3.098,9.886,4.296,1.188,7.404,0.053,6.72,7.34,5.925,7.29,17.114,13.579,23.713,3.445,1.626,0.308,12.254,48.163,88.469,7.857
+2026-05-21 10:15:51,red_kite_observed.csv,0.4728726517423394671768746946,1.046,1.328,5.871,0.576,0.186,6.5,6.555,0.394,6.8,10.519,0.574,0.07,0.037,3.99,11.72,10.89,8.425,16.976,18.906,15.045,11.096,13.754,8.438,0.188,6.99,6.96,4.994,7.54,22.67,19.783,30.112,9.454,1.188,0.053,12.223,101.162,190.258,12.065
+2026-05-21 10:15:51,red_kite_observed.csv,1.730262352393815525454920429,0.741,0.367,4.014,4.373,0.033,6.68,9.693,0.448,7.0,27.04,0.649,0.68,0.021,4.02,11.4,10.31,6.44,4.992,1.423,8.562,4.511,1.536,7.486,0.085,7.03,6.47,6.895,7.07,12.422,20.364,25.49,15.239,1.746,0.215,12.202,53.239,90.623,15.855
+2026-05-21 10:15:51,red_kite_observed.csv,0.4860502655691229937349972686,1.13,1.902,0.405,1.864,0.548,6.65,13.165,0.2,7.6,19.079,0.58,0.32,0.019,3.8,10.82,10.91,3.949,15.886,15.098,16.673,6.318,3.573,9.063,0.112,8.5,6.65,5.438,7.21,14.647,20.566,22.65,18.483,1.195,0.094,12.013,117.720,230.88,4.561
+2026-05-21 10:15:52,red_kite_observed.csv,0.5305426538627213747938523452,1.155,0.744,0.608,7.274,0.277,7.23,3.495,0.421,7.21,22.103,0.505,0.174,0.021,2.29,10.3,10.01,6.227,12.066,9.094,15.037,5.184,6.78,3.588,0.247,8.13,5.98,7.875,7.03,20.614,21.433,33.486,9.38,1.293,0.341,12.275,67.287,126.246,8.328
+2026-05-21 10:15:52,red_kite_observed.csv,1.919693635441518386023719741,0.79,3.305,0.822,7.218,0.345,6.75,14.14,0.146,7.24,11.86,0.481,0.155,0.043,3.42,11.16,10.93,10.305,5.420,5.08,5.759,2.406,3.277,1.534,0.131,7.97,5.23,4.278,7.03,20.781,44.602,75.964,13.239,1.799,0.133,12.239,60.702,109.436,11.968
+2026-05-21 10:15:52,red_kite_observed.csv,0.6689963509557791289883906937,1.22,0.387,4.244,1.229,0.217,6.36,15.601,0.38,6.9,24.202,0.511,0.282,0.045,2.52,9.76,9.34,8.776,17.784,18.42,17.147,11.568,10.754,12.381,0.23,7.96,5.25,7.172,7.53,22.501,31.297,60.104,2.49,1.205,0.341,12.246,50.142,84.401,15.883
+2026-05-21 10:15:53,red_kite_observed.csv,1.638208907787663555943714084,0.996,2.782,2.811,3.964,0.351,7.44,12.698,0.183,7.14,9.328,0.679,0.354,0.033,3.12,10.22,9.63,11.2,9.486,6.459,12.514,8.762,10.951,6.572,0.021,6.56,5.86,6.745,7.09,13.885,11.708,12.902,10.513,0.949,0.299,12.161,117.206,229.276,5.137
+2026-05-21 10:15:53,red_kite_observed.csv,0.6008453121340931637093150204,1.226,0.724,2.238,3.864,0.628,7.24,7.745,0.442,6.52,20.148,0.562,0.371,0.002,2.19,11.13,10.43,2.815,14.135,10.018,18.252,6.640,5.253,8.027,0.197,7.27,7.31,2.493,7.39,23.153,13.594,14.129,13.058,1.138,0.21,12.005,76.138,142.058,10.218
+2026-05-21 10:15:53,red_kite_observed.csv,0.4797229516011101495237694555,1.13,3.889,2.24,6.506,0.816,6.61,7.346,0.367,7.15,27.761,0.424,0.517,0.008,3.17,10.38,11.46,3.253,6.124,6.57,5.677,5.641,6.605,4.677,0.207,8.87,6.84,4.131,7.02,11.089,45.579,78.967,12.191,1.461,0.17,12.178,118.280,228.035,8.524
+2026-05-21 10:15:53,red_kite_observed.csv,0.9606734487619957490367185856,0.836,3.378,5.517,3.186,0.094,7.42,6.385,0.087,7.28,24.264,0.742,0.167,0.021,2.37,11.42,11.01,2.162,6.428,12.081,0.775,6.093,3.184,9.002,0.082,8.36,5.22,4.256,7.22,10.737,8.268,8.716,7.82,1.019,0.308,12.08,61.017,113.93,8.104
+2026-05-21 10:15:54,red_kite_observed.csv,0.4562808181776469501158012319,1.105,3.405,3.266,0.297,0.855,6.77,14.596,0.443,6.91,26.275,0.753,0.119,0.038,3.67,9.75,11.02,2.546,11.438,8.555,14.321,4.685,4.855,4.515,0.202,8.08,5.49,0.902,7.35,14.266,17.214,25.851,8.578,1.301,0.011,12.278,69.518,124.873,14.164
+2026-05-21 10:15:54,red_kite_observed.csv,0.5870993181016999862861434063,1.082,2.957,3.989,3.03,0.333,6.36,5.75,0.428,7.42,25.885,0.63,0.11,0.015,3.18,10.42,9.96,11.996,5.088,3.427,6.749,6.860,0.708,13.011,0.168,7.09,7.01,6.283,7.24,23.078,46.509,75.068,17.95,1.074,0.017,12.224,97.478,184.899,10.057
+2026-05-21 10:15:54,red_kite_observed.csv,1.898139880836754418038227447,0.768,1.059,4.19,6.074,0.779,7.59,14.0,0.377,6.77,17.305,0.878,0.408,0.022,2.21,10.17,11.21,2.036,3.091,3.016,3.166,7.700,7.723,7.677,0.164,6.61,5.98,4.625,7.34,12.8,26.210,51.697,0.723,0.97,0.226,12.179,65.254,119.463,11.044
+2026-05-21 10:15:55,red_kite_observed.csv,0.4460770031929013873662463175,0.942,1.826,3.099,2.835,0.334,7.7,10.166,0.331,6.7,12.185,0.542,0.176,0.043,2.05,10.08,10.71,3.706,6.173,3.327,9.019,8.279,13.511,3.047,0.2,7.61,7.36,2.487,6.63,19.95,23.565,35.073,12.057,1.03,0.263,12.017,123.739,233.261,14.217
+2026-05-21 10:15:55,red_kite_observed.csv,1.038559174357576175271791121,1.162,1.237,2.715,7.203,0.142,6.54,7.351,0.122,7.07,11.414,0.716,0.733,0.024,4.38,10.88,9.27,8.619,19.080,19.296,18.865,12.565,11.130,14.000,0.202,8.47,7.13,7.072,7.48,6.646,37.240,70.079,4.402,1.272,0.145,12.246,60.386,108.91,11.863
+2026-05-21 10:15:55,red_kite_observed.csv,0.6396302791024512333461416339,1.036,1.018,2.655,3.424,0.778,7.01,3.997,0.427,7.21,24.984,0.812,0.328,0.032,3.84,10.33,10.15,5.794,13.592,11.183,16.002,4.580,3.998,5.162,0.162,8.9,6.32,6.106,6.67,22.32,15.361,20.843,9.879,1.501,0.245,12.16,113.839,218.008,9.67
+2026-05-21 10:15:56,red_kite_observed.csv,0.7636906678296554882496492072,0.875,0.863,3.302,7.095,0.755,7.43,4.458,0.394,7.45,6.456,0.477,0.085,0.018,4.47,11.83,9.66,5.254,15.005,16.336,13.674,5.556,3.946,7.165,0.047,8.44,6.75,3.414,7.52,22.919,25.113,32.959,17.267,1.453,0.345,12.139,72.533,135.089,9.977
+2026-05-21 10:15:56,red_kite_observed.csv,0.7439748681835997141900280309,1.063,3.905,1.208,6.326,0.079,6.94,10.146,0.176,7.19,21.272,0.486,0.29,0.012,2.25,11.77,10.61,6.276,8.802,5.965,11.638,5.297,5.495,5.099,0.014,8.39,5.3,7.771,7.23,11.368,41.442,78.217,4.666,1.282,0.216,12.157,59.256,103.001,15.512
+2026-05-21 10:15:56,red_kite_observed.csv,1.269223059929689410839610928,1.195,1.485,5.859,0.996,0.266,6.45,6.306,0.446,6.96,23.503,0.446,0.409,0.041,3.84,10.14,9.98,8.899,10.310,13.912,6.707,11.382,11.35,11.414,0.208,8.39,6.0,1.783,7.46,13.291,12.444,13.923,10.966,0.907,0.008,12.197,101.547,192.479,10.615
+2026-05-21 10:15:57,red_kite_observed.csv,0.4999434421737104181174715258,0.94,3.075,1.747,3.495,0.599,7.29,8.669,0.034,6.82,14.649,0.783,0.071,0.034,3.49,9.93,10.06,3.774,9.238,2.56,15.915,9.367,10.673,8.061,0.201,7.41,6.65,2.784,6.82,16.761,12.151,19.618,4.684,1.134,0.267,12.254,85.206,163.675,6.737
+2026-05-21 10:15:57,red_kite_observed.csv,0.3209741276788517080795545980,0.754,2.082,3.595,7.403,0.292,7.63,4.698,0.336,7.36,11.789,0.485,0.1,0.01,3.94,10.64,10.96,8.333,1.952,1.930,1.973,6.948,2.003,11.893,0.234,8.38,7.34,7.6,6.67,17.203,41.856,65.719,17.994,1.107,0.279,12.249,118.626,224.063,13.188
+2026-05-21 10:15:57,red_kite_observed.csv,0.5375328987620874351684811578,1.0,0.938,5.802,5.78,0.403,6.64,15.05,0.393,7.61,7.144,0.733,0.32,0.042,1.71,10.31,9.95,8.971,3.572,3.181,3.962,7.775,5.994,9.556,0.002,7.71,6.55,6.719,6.99,22.132,10.469,4.589,16.349,1.45,0.278,12.06,93.025,170.384,15.666
+2026-05-21 10:15:58,red_kite_observed.csv,0.8699379412194491060233846326,0.797,2.973,4.337,6.394,0.873,7.52,9.595,0.293,7.07,13.091,0.432,0.692,0.004,3.59,10.32,10.67,9.163,10.265,10.542,9.988,7.468,8.781,6.155,0.087,8.54,5.85,7.657,6.93,12.132,49.728,79.958,19.499,1.748,0.306,12.161,106.862,199.53,14.195
+2026-05-21 10:15:58,red_kite_observed.csv,1.524683789199436392916514859,0.79,3.017,3.596,3.018,0.558,7.03,13.98,0.054,7.51,26.164,0.585,0.454,0.009,4.46,10.42,11.08,8.632,13.786,15.382,12.19,12.673,14.000,11.346,0.177,8.35,6.66,5.668,6.9,9.656,7.998,10.794,5.203,1.121,0.077,12.21,118.661,224.427,12.895
+2026-05-21 10:15:58,red_kite_observed.csv,1.691091061952692428049091814,1.314,3.227,0.159,6.71,0.413,6.65,11.486,0.0,6.58,23.392,0.671,0.489,0.041,1.58,10.88,10.09,2.896,4.521,4.237,4.805,13.166,13.603,12.73,0.027,6.8,5.01,1.463,6.88,8.058,40.984,71.097,10.87,1.577,0.132,12.196,118.980,227.893,10.068
+2026-05-21 10:15:58,red_kite_observed.csv,1.246248172329010529455454903,0.846,3.36,5.358,4.484,0.051,7.45,9.401,0.414,6.92,10.142,0.737,0.392,0.037,3.24,11.13,10.15,9.626,5.148,5.429,4.868,7.066,5.298,8.835,0.01,8.3,5.09,5.297,6.75,19.147,4.607,0.954,8.26,1.43,0.044,12.151,100.256,195.844,4.668
+2026-05-21 10:15:59,red_kite_observed.csv,0.7794699752948189640243047746,0.883,2.777,0.971,7.612,0.715,6.86,14.427,0.145,6.54,15.79,0.815,0.548,0.013,1.75,11.34,11.47,5.608,7.874,3.787,11.961,9.052,7.998,10.107,0.062,9.0,5.55,2.065,7.57,18.283,12.404,14.751,10.058,1.016,0.17,12.029,91.151,169.987,12.315
+2026-05-21 10:15:59,red_kite_observed.csv,1.012298549106560617053247280,1.315,3.166,1.325,6.787,0.606,6.58,15.819,0.054,7.05,7.847,0.548,0.735,0.031,3.69,11.93,9.82,11.05,16.602,15.177,18.028,6.588,3.342,9.834,0.144,7.62,6.56,7.331,6.82,8.647,23.780,29.741,17.82,0.92,0.185,12.178,107.341,202.277,12.405
+2026-05-21 10:15:59,red_kite_observed.csv,3.554120638806515608707949593,0.856,1.872,2.704,4.526,0.46,7.56,11.242,0.358,7.53,23.469,0.847,0.696,0.042,3.4,10.03,9.96,9.571,13.867,10.145,17.589,4.410,1.13,7.691,0.031,9.06,5.7,5.209,6.64,9.766,23.019,33.717,12.321,0.815,0.165,12.278,55.337,100.509,10.165
+2026-05-21 10:16:00,red_kite_observed.csv,0.6392177219287106118231850222,0.759,1.994,1.065,1.016,0.114,6.25,15.975,0.172,6.85,16.963,0.583,0.262,0.014,2.11,10.11,10.84,8.978,18.836,19.356,18.316,11.035,8.232,13.838,0.196,7.81,6.72,3.762,7.02,12.403,38.330,73.596,3.063,1.07,0.264,12.22,114.085,217.379,10.791
+2026-05-21 10:16:00,red_kite_observed.csv,0.6397519734017350969425784000,1.002,1.066,2.496,6.565,0.605,7.47,14.851,0.433,6.77,19.56,0.56,0.345,0.011,1.66,10.95,9.68,7.235,3.544,3.318,3.771,8.784,7.583,9.984,0.037,6.74,6.07,6.749,7.06,15.829,40.438,77.837,3.039,1.18,0.286,12.209,53.126,90.873,15.38
+2026-05-21 10:16:00,red_kite_observed.csv,0.6464156048405257436233082772,0.784,3.071,5.662,6.583,0.442,7.49,8.086,0.291,6.87,22.847,0.788,0.085,0.004,4.38,11.16,10.7,4.499,5.749,2.942,8.556,11.672,9.391,13.953,0.063,7.33,6.17,1.144,7.39,18.672,38.573,71.626,5.52,1.466,0.143,12.207,98.000,180.581,15.42
+2026-05-21 10:16:01,red_kite_observed.csv,1.046062324910076336826022510,1.159,0.435,2.06,0.805,0.321,6.56,15.192,0.086,6.56,16.762,0.419,0.087,0.043,3.72,9.81,10.02,11.712,19.390,20.000,18.779,1.917,1.263,2.571,0.106,6.6,6.05,7.315,6.93,21.778,43.715,71.076,16.354,1.619,0.284,12.205,80.296,153.529,7.064
+2026-05-21 10:16:01,red_kite_observed.csv,0.9145840083986669646922228990,0.801,0.746,5.214,7.037,0.217,6.42,6.588,0.033,7.27,17.538,0.799,0.01,0.007,2.32,11.69,9.7,8.492,14.220,15.962,12.478,2.262,2.831,1.693,0.092,7.4,5.11,0.977,6.62,13.401,45.356,77.431,13.282,1.384,0.329,12.219,102.184,198.027,6.341
+2026-05-21 10:16:01,red_kite_observed.csv,1.285578339167901336498890209,1.078,1.431,0.983,3.99,0.638,6.6,14.922,0.103,6.65,13.267,0.614,0.213,0.026,2.41,10.03,10.12,8.269,1.992,2.652,1.331,0.742,0.844,0.640,0.114,7.87,6.99,2.328,6.94,22.697,24.273,31.904,16.642,1.589,0.26,12.077,79.950,145.271,14.63
+2026-05-21 10:16:02,red_kite_observed.csv,0.7632770214616054093177026818,1.008,1.432,0.243,5.105,0.222,6.58,10.094,0.092,7.57,7.478,0.627,0.445,0.028,1.76,10.69,11.13,10.355,9.094,4.19,13.998,11.658,11.977,11.338,0.154,6.65,5.89,1.08,6.83,19.032,11.474,17.134,5.815,0.903,0.225,12.029,47.640,83.908,11.372
+2026-05-21 10:16:02,red_kite_observed.csv,0.6152688585395862375849960119,1.282,0.679,1.27,6.969,0.1,6.49,5.447,0.018,7.25,20.404,0.608,0.286,0.011,2.51,9.69,9.53,3.831,2.909,2.6,3.218,5.088,3.904,6.271,0.243,8.94,6.77,6.83,6.76,22.197,11.775,16.73,6.82,1.356,0.012,12.157,119.676,234.738,4.613
+2026-05-21 10:16:02,red_kite_observed.csv,1.126739846562848130509787526,0.887,2.091,5.83,5.218,0.806,7.05,14.923,0.298,7.34,12.825,0.805,0.278,0.027,4.01,11.08,10.4,8.761,4.610,5.553,3.667,7.842,9.306,6.378,0.214,8.73,7.25,7.144,7.16,16.992,13.910,16.588,11.231,1.105,0.12,12.224,80.332,149.299,11.365
+2026-05-21 10:16:03,red_kite_observed.csv,0.6096543084442973668496778155,1.014,1.77,1.561,5.746,0.125,7.09,10.7,0.153,7.14,16.498,0.451,0.545,0.028,3.19,11.88,9.77,11.983,4.663,2.763,6.563,7.287,11.787,2.787,0.109,8.35,6.83,4.52,7.07,12.58,41.802,74.467,9.137,1.536,0.291,12.117,67.311,125.627,8.995
+2026-05-21 10:16:03,red_kite_observed.csv,1.196952555441495056992841719,1.285,2.859,0.618,2.457,0.659,7.37,15.135,0.064,7.23,16.286,0.531,0.141,0.021,3.33,11.97,10.67,7.76,5.523,4.709,6.337,9.104,9.336,8.872,0.109,8.27,5.94,5.574,7.56,22.606,35.509,52.535,18.483,0.813,0.271,12.245,86.688,164.896,8.479
+2026-05-21 10:16:03,red_kite_observed.csv,0.5253792007803379688429355076,0.892,3.922,5.717,3.601,0.72,7.2,10.027,0.192,6.59,24.206,0.885,0.118,0.022,2.82,11.15,10.27,7.43,14.269,15.889,12.649,11.698,13.29,10.105,0.083,6.84,7.13,4.906,7.38,14.989,18.926,36.746,1.107,1.78,0.208,12.269,108.483,211.417,5.549
+2026-05-21 10:16:03,red_kite_observed.csv,1.006845767723172609025218424,0.846,1.645,1.272,6.606,0.107,7.48,13.942,0.009,7.43,19.123,0.704,0.543,0.037,2.4,11.48,9.74,6.466,13.706,14.975,12.436,8.340,7.243,9.438,0.176,8.52,6.52,1.433,7.28,22.077,37.868,59.386,16.35,1.282,0.067,12.014,96.360,182.95,9.769
+2026-05-21 10:16:04,red_kite_observed.csv,0.6167336474021309590659299465,1.267,3.39,4.605,4.624,0.873,7.65,4.048,0.112,7.63,16.666,0.66,0.437,0.046,2.51,10.55,10.37,9.69,11.814,17.987,5.642,7.582,11.067,4.097,0.158,7.53,7.26,3.103,7.5,11.25,24.225,39.087,9.363,1.569,0.114,12.006,70.940,136.651,5.23
+2026-05-21 10:16:04,red_kite_observed.csv,1.580665867401267414971634231,0.881,1.071,5.996,5.321,0.896,6.27,6.731,0.009,7.3,8.545,0.664,0.002,0.033,3.12,10.2,9.48,4.608,10.430,2.711,18.148,9.362,9.562,9.162,0.054,7.88,5.58,2.427,6.62,20.05,44.104,70.046,18.161,1.796,0.338,12.161,86.144,160.313,11.975
+2026-05-21 10:16:04,red_kite_observed.csv,1.089469400127608685623981688,1.106,0.611,1.278,4.328,0.871,6.67,12.064,0.391,7.42,18.478,0.775,0.143,0.013,2.37,10.27,10.31,8.794,2.804,4.79,0.817,7.379,8.773,5.985,0.193,9.32,5.79,1.904,6.66,14.418,27.728,50.464,4.991,1.756,0.01,12.242,114.041,221.36,6.722
+2026-05-21 10:16:05,red_kite_observed.csv,0.7700406041713910626986416312,0.916,0.66,2.448,1.86,0.456,7.27,4.893,0.201,6.9,13.957,0.708,0.457,0.037,3.31,11.11,9.52,3.155,10.720,5.603,15.838,9.164,8.014,10.314,0.21,7.68,5.45,3.334,6.97,14.304,35.718,66.213,5.223,1.214,0.3,12.263,119.202,225.58,12.823
+2026-05-21 10:16:05,red_kite_observed.csv,1.265193758808776210237059109,0.845,2.262,0.903,1.867,0.721,6.61,12.387,0.139,7.5,23.055,0.857,0.25,0.002,4.45,11.64,11.42,9.257,18.440,20.000,16.881,7.402,12.195,2.608,0.215,8.41,6.39,1.706,6.76,7.721,20.236,37.275,3.198,1.173,0.004,12.22,101.236,197.881,4.592
+2026-05-21 10:16:05,red_kite_observed.csv,1.383198146168574995646020302,0.878,1.314,1.442,0.0,0.189,7.68,6.762,0.079,6.94,27.172,0.448,0.241,0.014,1.71,11.14,9.39,3.504,15.072,16.271,13.873,6.364,5.633,7.095,0.194,7.94,5.45,4.802,7.58,20.156,28.698,56.654,0.741,1.755,0.041,12.138,84.850,159.137,10.564
+2026-05-21 10:16:06,red_kite_observed.csv,0.5957076993813133218136116946,1.172,0.478,2.134,6.976,0.41,7.43,5.165,0.216,6.74,19.73,0.713,0.645,0.031,3.23,9.78,10.78,10.438,10.068,10.039,10.096,13.006,13.626,12.387,0.211,7.99,6.92,6.753,7.57,18.692,6.744,9.322,4.166,1.611,0.079,12.27,94.686,175.561,13.811
+2026-05-21 10:16:06,red_kite_observed.csv,0.4321154600314156165277475712,1.006,2.497,1.334,3.346,0.254,7.02,4.579,0.156,7.24,7.328,0.475,0.649,0.019,2.8,10.86,10.08,10.949,10.526,15.537,5.516,7.974,2.048,13.901,0.192,9.0,6.46,6.457,7.02,20.91,24.867,35.139,14.595,1.711,0.084,12.055,103.140,197.226,9.055
+2026-05-21 10:16:06,red_kite_observed.csv,0.5262440921240211951698728393,0.868,1.012,4.826,3.931,0.739,6.51,10.563,0.099,6.92,24.259,0.554,0.663,0.022,2.79,11.42,10.59,5.091,11.136,18.624,3.648,3.524,0.734,6.315,0.203,8.59,6.38,5.005,7.16,21.049,37.744,60.912,14.577,1.543,0.297,12.3,99.522,192.278,6.765
+2026-05-21 10:16:07,red_kite_observed.csv,0.7316919061340481621778530398,0.969,1.224,2.05,1.127,0.744,6.99,9.208,0.26,7.4,6.849,0.608,0.722,0.02,3.62,10.52,9.8,4.76,11.456,10.153,12.760,11.256,13.324,9.189,0.221,6.8,5.03,3.318,7.04,11.482,19.951,36.266,3.636,1.703,0.233,12.242,89.990,169.51,10.471
+2026-05-21 10:16:07,red_kite_observed.csv,0.8275286446599805607709653406,1.214,1.322,0.519,3.435,0.072,6.93,10.552,0.006,7.38,26.107,0.446,0.11,0.032,1.66,10.11,9.4,6.088,7.384,10.379,4.39,5.994,9.602,2.387,0.15,6.78,6.45,1.552,6.97,19.889,38.674,73.021,4.327,1.33,0.304,12.03,51.779,93.069,10.489
+2026-05-21 10:16:07,red_kite_observed.csv,2.385667504425560652980653561,0.829,3.197,3.083,2.474,0.692,7.33,3.368,0.071,6.5,27.234,0.565,0.7,0.02,2.79,9.8,10.32,11.961,11.908,18.47,5.347,7.634,9.557,5.711,0.051,6.71,7.27,6.194,7.27,23.175,17.532,24.488,10.575,1.19,0.177,12.103,52.892,95.019,10.764
+2026-05-21 10:16:08,red_kite_observed.csv,1.044516162086234172375892351,1.118,2.461,3.728,2.312,0.713,7.17,15.985,0.398,6.92,21.613,0.501,0.265,0.002,3.93,11.39,9.87,7.924,12.012,13.033,10.990,11.052,13.832,8.271,0.016,8.78,6.27,2.201,6.86,11.635,39.444,61.338,17.551,1.665,0.067,12.051,107.164,201.662,12.667
+2026-05-21 10:16:08,red_kite_observed.csv,0.8373948833394249084949780744,1.211,0.856,1.674,5.04,0.714,6.33,8.691,0.269,7.44,26.447,0.494,0.076,0.05,4.44,9.75,10.44,8.652,11.165,11.254,11.076,4.216,2.937,5.496,0.244,6.76,6.54,6.781,6.62,9.667,23.462,28.643,18.281,1.158,0.178,12.252,107.141,209.345,4.937
+2026-05-21 10:16:08,red_kite_observed.csv,0.6813351731152811833661428486,0.891,2.471,2.855,1.174,0.914,6.41,10.372,0.313,7.05,9.269,0.687,0.484,0.014,1.63,11.55,10.01,9.381,7.278,5.832,8.723,3.679,4.171,3.187,0.23,8.96,5.79,4.575,7.6,17.867,9.983,7.866,12.1,0.987,0.187,12.129,82.352,149.096,15.607
+2026-05-21 10:16:08,red_kite_observed.csv,1.094250061623275695068788983,1.042,3.855,1.841,6.634,0.637,7.19,13.94,0.351,6.77,17.833,0.589,0.714,0.044,4.17,10.14,10.86,7.058,18.944,19.114,18.775,5.664,4.469,6.859,0.041,7.47,6.89,2.414,6.74,15.231,37.021,69.673,4.369,1.578,0.228,12.011,80.802,150.072,11.532
diff --git a/modelling/data/abingdon-all/resident/red_kite_simulated.csv b/modelling/data/abingdon-all/resident/red_kite_simulated.csv
new file mode 100644
index 0000000..84320aa
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/red_kite_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,1.003,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.977746,0.1,0,0.01,0.957220
+RungeKutta4,2,0.2,0.956893,0.1,0,0.01,0.921895
+RungeKutta4,3,0.3,0.939979,0.1,0,0.01,0.893243
+RungeKutta4,4,0.4,0.926610,0.1,0,0.01,0.870596
+RungeKutta4,5,0.5,0.916449,0.1,0,0.01,0.853384
+RungeKutta4,6,0.6,0.909203,0.1,0,0.01,0.841109
+RungeKutta4,7,0.7,0.904609,0.1,0,0.01,0.833327
+RungeKutta4,8,0.8,0.902423,0.1,0,0.01,0.829624
+RungeKutta4,9,0.9,0.902484,0.1,0,0.01,0.829727
+RungeKutta4,10,1.0,0.905138,0.1,0,0.01,0.834223
+RungeKutta4,11,1.1,0.909987,0.1,0,0.01,0.842437
+RungeKutta4,12,1.2,0.916577,0.1,0,0.01,0.853601
+RungeKutta4,13,1.3,0.924476,0.1,0,0.01,0.866982
+RungeKutta4,14,1.4,0.933262,0.1,0,0.01,0.881865
+RungeKutta4,15,1.5,0.942522,0.1,0,0.01,0.897551
+RungeKutta4,16,1.6,0.951857,0.1,0,0.01,0.913365
+RungeKutta4,17,1.7,0.960885,0.1,0,0.01,0.928658
+RungeKutta4,18,1.8,0.969246,0.1,0,0.01,0.942821
+RungeKutta4,19,1.9,0.976615,0.1,0,0.01,0.955304
+RungeKutta4,20,2.0,0.982705,0.1,0,0.01,0.965621
+RungeKutta4,21,2.1,0.987249,0.1,0,0.01,0.973318
+RungeKutta4,22,2.2,0.990024,0.1,0,0.01,0.978019
+RungeKutta4,23,2.3,0.990894,0.1,0,0.01,0.979493
+RungeKutta4,24,2.4,0.990093,0.1,0,0.01,0.978136
+RungeKutta4,25,2.5,0.987828,0.1,0,0.01,0.974299
+RungeKutta4,26,2.6,0.984092,0.1,0,0.01,0.967970
+RungeKutta4,27,2.7,0.978940,0.1,0,0.01,0.959243
+RungeKutta4,28,2.8,0.972479,0.1,0,0.01,0.948298
+RungeKutta4,29,2.9,0.964864,0.1,0,0.01,0.935398
+RungeKutta4,30,3.0,0.956280,0.1,0,0.01,0.920857
+RungeKutta4,31,3.1,0.946939,0.1,0,0.01,0.905034
+RungeKutta4,32,3.2,0.937059,0.1,0,0.01,0.888297
+RungeKutta4,33,3.3,0.926862,0.1,0,0.01,0.871023
+RungeKutta4,34,3.4,0.916558,0.1,0,0.01,0.853569
+RungeKutta4,35,3.5,0.906338,0.1,0,0.01,0.836256
+RungeKutta4,36,3.6,0.896372,0.1,0,0.01,0.819374
+RungeKutta4,37,3.7,0.886800,0.1,0,0.01,0.803159
+RungeKutta4,38,3.8,0.877734,0.1,0,0.01,0.787801
+RungeKutta4,39,3.9,0.869255,0.1,0,0.01,0.773438
+RungeKutta4,40,4.0,0.861416,0.1,0,0.01,0.760159
+RungeKutta4,41,4.1,0.854245,0.1,0,0.01,0.748011
+RungeKutta4,42,4.2,0.847747,0.1,0,0.01,0.737004
+RungeKutta4,43,4.3,0.841910,0.1,0,0.01,0.727116
+RungeKutta4,44,4.4,0.836707,0.1,0,0.01,0.718302
+RungeKutta4,45,4.5,0.832101,0.1,0,0.01,0.710500
+RungeKutta4,46,4.6,0.828047,0.1,0,0.01,0.703632
+RungeKutta4,47,4.7,0.824497,0.1,0,0.01,0.697619
+RungeKutta4,48,4.8,0.821402,0.1,0,0.01,0.692376
+RungeKutta4,49,4.9,0.818713,0.1,0,0.01,0.687821
+RungeKutta4,50,5.0,0.816384,0.1,0,0.01,0.683875
+RungeKutta4,51,5.1,0.814371,0.1,0,0.01,0.680465
+RungeKutta4,52,5.2,0.812635,0.1,0,0.01,0.677525
+RungeKutta4,53,5.3,0.811139,0.1,0,0.01,0.674990
+RungeKutta4,54,5.4,0.809849,0.1,0,0.01,0.672805
+RungeKutta4,55,5.5,0.808731,0.1,0,0.01,0.670911
+RungeKutta4,56,5.6,0.807747,0.1,0,0.01,0.669244
+RungeKutta4,57,5.7,0.806836,0.1,0,0.01,0.667701
+RungeKutta4,58,5.8,0.805887,0.1,0,0.01,0.666094
+RungeKutta4,59,5.9,0.804649,0.1,0,0.01,0.663996
+RungeKutta4,60,6.0,0.802427,0.1,0,0.01,0.660232
+RungeKutta4,61,6.1,0.796918,0.1,0,0.01,0.650900
+RungeKutta4,62,6.2,0.780616,0.1,0,0.01,0.623285
+RungeKutta4,63,6.3,0.740364,0.1,0,0.01,0.555099
+RungeKutta4,64,6.4,0.679374,0.1,0,0.01,0.451782
+RungeKutta4,65,6.5,0.616157,0.1,0,0.01,0.344694
+RungeKutta4,66,6.6,0.559843,0.1,0,0.01,0.249299
+RungeKutta4,67,6.7,0.511961,0.1,0,0.01,0.168187
+RungeKutta4,68,6.8,0.472765,0.1,0,0.01,0.101790
+RungeKutta4,69,6.9,0.443162,0.1,0,0.01,0.0516428
+RungeKutta4,70,7.0,0.424286,0.1,0,0.01,0.0196672
+RungeKutta4,71,7.1,0.415297,0.1,0,0.01,0.00443993
+RungeKutta4,72,7.2,0.412676,0.1,0,0.01,0
+RungeKutta4,73,7.3,0.413248,0.1,0,0.01,0.000968959
+RungeKutta4,74,7.4,0.415266,0.1,0,0.01,0.00438742
+RungeKutta4,75,7.5,0.418809,0.1,0,0.01,0.0103892
+RungeKutta4,76,7.6,0.423887,0.1,0,0.01,0.0189913
+RungeKutta4,77,7.7,0.430425,0.1,0,0.01,0.0300665
+RungeKutta4,78,7.8,0.438279,0.1,0,0.01,0.0433711
+RungeKutta4,79,7.9,0.447251,0.1,0,0.01,0.0585695
+RungeKutta4,80,8.0,0.457104,0.1,0,0.01,0.0752604
+RungeKutta4,81,8.1,0.467579,0.1,0,0.01,0.0930049
+RungeKutta4,82,8.2,0.478411,0.1,0,0.01,0.111354
+RungeKutta4,83,8.3,0.489345,0.1,0,0.01,0.129876
+RungeKutta4,84,8.4,0.500143,0.1,0,0.01,0.148168
+RungeKutta4,85,8.5,0.510599,0.1,0,0.01,0.165880
+RungeKutta4,86,8.6,0.520542,0.1,0,0.01,0.182723
+RungeKutta4,87,8.7,0.529840,0.1,0,0.01,0.198474
+RungeKutta4,88,8.8,0.538402,0.1,0,0.01,0.212978
+RungeKutta4,89,8.9,0.546177,0.1,0,0.01,0.226149
+RungeKutta4,90,9.0,0.553154,0.1,0,0.01,0.237968
+RungeKutta4,91,9.1,0.559361,0.1,0,0.01,0.248482
+RungeKutta4,92,9.2,0.564873,0.1,0,0.01,0.257819
+RungeKutta4,93,9.3,0.569826,0.1,0,0.01,0.266210
+RungeKutta4,94,9.4,0.574429,0.1,0,0.01,0.274007
+RungeKutta4,95,9.5,0.578949,0.1,0,0.01,0.281664
+RungeKutta4,96,9.6,0.583615,0.1,0,0.01,0.289568
+RungeKutta4,97,9.7,0.588455,0.1,0,0.01,0.297767
+RungeKutta4,98,9.8,0.593255,0.1,0,0.01,0.305898
+RungeKutta4,99,9.9,0.597708,0.1,0,0.01,0.313441
+RungeKutta4,100,10.0,0.601582,0.1,0,0.01,0.320004
+RungeKutta4,101,10.1,0.604770,0.1,0,0.01,0.325404
+RungeKutta4,102,10.2,0.607260,0.1,0,0.01,0.329622
+RungeKutta4,103,10.3,0.609092,0.1,0,0.01,0.332726
+RungeKutta4,104,10.4,0.610337,0.1,0,0.01,0.334835
+RungeKutta4,105,10.5,0.611105,0.1,0,0.01,0.336136
+RungeKutta4,106,10.6,0.611640,0.1,0,0.01,0.337042
+RungeKutta4,107,10.7,0.612586,0.1,0,0.01,0.338645
+RungeKutta4,108,10.8,0.615447,0.1,0,0.01,0.343491
+RungeKutta4,109,10.9,0.622816,0.1,0,0.01,0.355974
+RungeKutta4,110,11.0,0.637415,0.1,0,0.01,0.380704
+RungeKutta4,111,11.1,0.659559,0.1,0,0.01,0.418216
+RungeKutta4,112,11.2,0.684925,0.1,0,0.01,0.461186
+RungeKutta4,113,11.3,0.706788,0.1,0,0.01,0.498221
+RungeKutta4,114,11.4,0.723882,0.1,0,0.01,0.527178
+RungeKutta4,115,11.5,0.736795,0.1,0,0.01,0.549053
+RungeKutta4,116,11.6,0.746052,0.1,0,0.01,0.564734
+RungeKutta4,117,11.7,0.752132,0.1,0,0.01,0.575033
+RungeKutta4,118,11.8,0.755487,0.1,0,0.01,0.580717
+RungeKutta4,119,11.9,0.756560,0.1,0,0.01,0.582534
+RungeKutta4,120,12.0,0.758172,0.1,0,0.01,0.585265
+RungeKutta4,121,12.1,0.771027,0.1,0,0.01,0.607041
diff --git a/modelling/data/abingdon-all/resident/red_kite_simulated.png b/modelling/data/abingdon-all/resident/red_kite_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..b540f2c755add2cfa906e72042082926d78db324
GIT binary patch
literal 32277
zcmb@ubySpV`vp9JfP#RCNQa<=lqlT|3Wx}TbV&(AOQ(o5h$7vM(p^J0(%lV%Gz?we
zJ)YNd&U?=L`_}izH*2|ug~L2|JomM)YwvwM{x6<O<6x0uK_C#Er!o>RArMqg2n1#B
zItKU+XaCd^c;mB^d~K&>X=LZ1XJZJF*R!)Sx3n`i)u*;Mw6Qg{w0OeG{)m;AncBq8
z&dQdLjSc$eCs-|QjM?a<2Gzi~+^~{SvxPwL^pO8hvV=2DArLpOrxK#dj&Ymun67t*
z58D)+w_(1YL{L9GhtmYmFm$@yZAMMeZvyY<!jcF^`&~hiYt_B)Ul-hahX3L^%I&w*
z_deWuDYFgRyt1{3BBu8Gw6V1@bK)kPcyD9l$42~YTs*JKR^_TX+>Va|1q=cL>DJA*
zNBi}Yr?nT_b>vS;>~j!Q<PRn{c|4Kt5K=T;YUI0TtLOjkAJH`uIGVD3qo>!O4t3(6
zp^Umq<%S5W;Bq<KsGKW{)OOB(edl=`&%MKC1G_dlM1!i1n`A;lg7T|Zl5cNOQa*Q>
zvi6+`84b%g)g8)GL^Km9zz?DzaBMJi#Lm4u=8=(+J9qBfr<CL6<&Eh-*zXn2d>|X4
zIn<=l|6^d_^VIY-BNtZ$SQN@<GBR*QjR-cKydz&n=^Dg<Y>EA*`eVbJ!>ubTM(Pz-
z_XH7r;!7JFQ}geZTRJ-Y7Zw)aUlfGymCo4<9M5@EylvW^c3O=e8W<RuuU#L>UEdAO
zq)&AH9KoU?<>cff$cGET5XFSR?^3xRCx_ID^$K6rYz-<159g|vK64n=a#+jB$+3gE
z9E}W*jF3u<x3;#jQpHY|Tg{8b->W?R`Td=qo}SiBLOF$iV?kd~<Z@T!I;AuGUVL3$
zoyoRAsNl$E8De`@hg+}lT70s#jm<!Jf?#!9S+UE}7Pf_kjt<*hpP-<dg=|!du3Y_t
zT=uOFvu>Hi1qFSE#>R<9Rkh#}RYGp3er0)@l`r$5bG<)1D|d~1W4X73-USk|-CcLO
z0xMCNm!2*O9~~MRDx=sQ9hAOLmAH8tZJe;yZw+~LZRDdh6G|VhQifdee3NhB)vVjm
z^wQ?0e16Ry*2PW}p5354_u9oi&p>-1Z&TR7q(${+(7T**mhvevOW46(NlD56i=)|m
z^)tB}8X6j3iv00}&p)+>P%!1q`{Xf6H__72G;_xDJFsSVo8`l#u<tS_sTCXbV^X<N
z)AZexM%&!nJh*gnJtwoM5S0)mVo`rHWZ?{9y;kLk()VPsEtJS(aB#5qb>ipGG?W-|
z{4IE7_N3!a%@qs`QXO9upfyiAIyv=MSTCA1eZ*PqKKhoQpV>y~66EUY+TPOQlLtFg
z@9gQ>DsY<;?AFq8cXxkdY%G0oc0`2NbZ9<aB<YH=>I^$x2)sj1&OBjzvK%>BXwWuM
zwm4Oi=y4hS_{o#Ws>=$d0)8GIp1#aP_lJo2UUQtelE!JfsqP=pWqYg1ZP=0aLlze3
z<VRs{Uf$?3i|L7xh{H--LqkIZJT>&CjEo=8c6+<byj{XHdVBt?`x&&Kr8}`DM*H3H
zE9i-{>(tMmZ%>aGLnno#JERRLC>`feeomI>^H9~gbI&-YwzIGM#l(<WQ`W?P|Nh-d
zZX)qZiuKt(+^-m#Qp|OEdA7ZP+%zp;t&?+YFzw7lB~?}F_0jyyr(ft4RdqL0Qd4_R
zSnZabADg3HT^`l>T=4So4K(``v~X_WTGpOqw6_^xevN<Ka<a~V`KfdvPb0&v{II1g
zv2r1R>4Vk=7>mXxM*WK@2VxWmfrQhTi=$&n?xJtRZBD13*_jgVclcEYGZiwySAD!Z
zEUzmSY$syVW~T9v6Mm(rc#k|ZE$#j;_1evuOOLCwM8Bk9k|!UzENA3EWH{iRTwYxb
zY_@yA9YEDrcfN-`{ccoip?FO6ZEqJ_9W!P4)%mJ$c1=y3w%ft0s)G@YNt=Vq?W;?L
z9Ao1zsRD9mH3fk_M}{mj9#?LBuEzzA^^ec3mVNi*cx~bHzEm0D_^4OeF>X#*N0wR6
zKIh`%TJXwQO1G{ic7MbaGV<XD!H4~>HY^;RbP9fZKa;*}rOcjoy*Dh!#XLn_Ra~5$
z{Zt<3qWlh9cb@a}XLlaV*GOhKY|kugZ%tRXSc4fG&6gCg)a>{0H+n7Z>(OTjy5jI)
ze$ID!`}W&dL_B&6$~J3!X;{7>e|@6cp;~M=;||}95dz*HPsz>B9!5$^Y69;|)_RL+
z)>hVkS=~3h-XU<dQQU|U$M^2r>th$I<*%v%T$(pG`mPqKu5QiZT}~bL=tx_g+1T2)
z;IWMqr5;rexEqZX=q<42Q$2puE?G(j@z(zoVhG{z{M=S*y(p!nr<csi#3XxkFsic-
z?hiYAd;5jb#^p$zyuje#Vel%=U93rEH)w^Yq@+xY;E;02EDgou^{km)4NsR_COTf!
zqv6FBPJ<(F^Bk9Yl>y`0HF!WkK+o9WO04BbWo6~s+qZ9<*JnMhv^K~H2yCS;$0sf8
zSVpKo*pue<T;*>opK+FTZ9SUxVAH<ZZKGN^Fiv!{Z?y+Esj#t|F|Q|E&CdIFe|~2K
zoMb)G`6pvovD4nt(_QENmF|To5Kwk_+ve8aC7<(2)*UvtwFMfu?{(0xj`bAiHQC|d
z;6T@TE%PoapSTKb_GYJ&*B3(<T%no;x?TmnMMXtr@6gfF`OM7Lu~!0Xk7is}HLngw
z4?3Ch@64iWJH~>cUc?F1<Y_Bde96ttE%<skA$)-tgz~x)y)R$1-<^$qVw@1RIGPZ`
zvB`|Nqrai()w>8zU7fBA$|E{BDn^p8l>@Q#08de)Rt@>|VxCqAg#E#T2Q)NoC!Sxw
zepOahz8|r$pdTaP^f)~|y)>9~#pISWwv(3Xe1E`AX_^UJdyddVUvg+17c}O$ZU9%i
zf`Ytb@w%)FPh-Cjru^EBko!3g3D$%6?dt4iBRTiDxw-LCptD9HIXh)jxlZ?viKpyC
zBua%bboeQUtDuuyg%s;eVce9<&Rkml?bhX%XIrkdty9B4Mi0!PBq2Sep?9rkXjk_b
zM~7}%aX-nt>3VT63SC#p*Jeq1XS`~dfRl)4YcHWNUq0(j0G6l%J3iIeTs+Pt6WpGa
z;EuvyTg<X>+3YP_$8J!x%uvnOeq(4TDVWZGm^DTL$v}o~_`Nu$p-cs;c@b+?3Vwn(
zgN%A!+YKwh{U1;C*ZkhUN9`9pKi}^i1gD)ogj=^B66Rumwpl({?}f&H;kxyBiIpXt
z?4{R!--OcZ*9?1eDtVfW5j_+Alv@v>p?h=N45LqV7)qCUBE$5Iqe>4B4mMxL^1lzY
zo~uWhkBZwSj{AO>n3!SjR<$@3nhS4SC4XZ7b8?k^k2ely)w#@<!q3yw^SLd?0m|x9
zFfqHB-HD9@chlACmY%&zwb<GI+urstTFFQj{$XESirZJl8m3pYDc?uGY*x_*ACuaz
zc-l8_j2BBfutvJiqo~I*O%hZYgys-octVtrsh8k~{hV;c`nbV1Z!VruKijHfue_U&
z=LGmdO5T0gn}aQVmi<7m2VgVMq|;>^MsKsOlJokWO_lTe0o;(i9q~fi9(xY{z$m*F
z2pr9xe8Q}8bH$g1pOK<JT4|J02t(SOkEyc@w_Iq>gpl8ZJbgivFXYayccLvS|99?8
z403eWr7&p;cS>nA-nuZ`G1hB%DtcqtN;FfOdYG~#)Qx35Ju94}nzS}ME4_*N<?BxD
zRuW(Lp(ky3R#9v?B2qt3r}J;FQfcSlfZZe)fgrB)%aNlj^aq@aETd3qVtCKz)#e2y
zEWrtclN{$wi1~d4WRjj>K4NB;69^x(Hm5o;z$_8$ysj70WB2Zkv1*_38}Hso=`0%u
zXF0i`*KJ|)TewT29Glgz*)mvMZwejy^u(5*f%qg@esPlG8SjSc@V&_PqLs`tj@>4L
z!m}sksW}tYloVxnBO2vRC#|u2hQ1qtY_+!(Wy`uro)~HFL~Zo33&6dq9oeqoNh~yQ
zle;Z?5yVmUgLrD6Ym(;b8!mI$B9-Kn#+qqZFrpdqF}}VSvq3Y6<=rqPNys%@)iV8F
zNEB8($~BSR9Y2K-tiAS^?#H$zo};j{t?Gq&cdm00e*U&+UbKGXHx?P>jdx65tq5P8
z^pdRiCd7Nk53c9eX)jeWDwg$3ShMel!&0}p1AQp)x3-K{1EqH#;_3FpzsWrCA=2hC
zrs~l!+t#$!;Ik<^Cf1z!5MNz9zj?xQbG@lwp0&lcHVY(oO{9qw6c^hbS4<PL_)~<v
zmG7|xu%aeYGzSy<)W}Feq;`#W+O0$0Sli_=;XmxLUEG?=lhYe@=ek+8{_4Am*3iKl
z<9G_Ck$hMN(UWyKmx>>_kp=VHgFm95m=0#h6Agv(YBU8FN*gY5G^OsNJbG{o<yt*N
z;PQAe<&rEipkllBOd^5W0mpXe1MMyH{<$SP`)3to7FU-S`gQIXr#Fnls7lDa7BE?)
zzw*WOJk#5mYgq7V9ZV{uZN(#XuPDtQ9j(p5rq8y`yIbxp97@4TnN+Wcb9vR$2wfJv
zMy|Lp_1IqBDXGIJg=WK*L6MC$tg+)j!0@iapmm9i7p=^B4DEMK+2AhE0)zUndo#Y(
zL{2-w19$CHc#eXo5F4&K_Tz>N&Q{m_s%b01ZPNB`50_Ga0kIs%Z|}(?*8H4-f6&#{
zK8UBP(@^(VaG7uCGKXk1VlhsXQnx;4Z`WxK&EcY`%+<|_KYblx&hxmrlyE$I&W}Y$
zyo?}kaZHKN%;3yISF$`LF1m-tG)I^!a{pB|Dt}B|Z|7zdx21MuKD~4fFZ6x6ffnz>
zPD7Onb47=0rIRSl37=GlxV(m0g3H1Y{AVY3DK%TB$2X>Imk|0JVe`F<n(E=6D0IGx
zZRBXw_^Yu!ftj8QYjci@&lJ)!GuMr}V;*FDEGjJQ2avUvSGhu}$R{;Fdv#gP%F6nD
zb!#in*2=0+Qd)Xl+jY0)$ul22<vs7r!i9kc+S=MF=WQjXgAyb$AsO$xdV7f;u!@O^
zN$^()YG!0y*l9f@iQ+UH(JauEdiCln18);lrPCq~FP#~aO&~oAWR?uGj~%u&wZPwG
zo>`w&m}9MjdWoj<r@(GALDkgMR2g({Z%<<UmV098Y_01vL&J0iuiGRfjGZ=)E-rzO
z1@h}IPf1Sq4xBejM?W0aP(&U?KQ;_tWoIvh#)gOAnSKzdNi#7}d;h7aX|_dA9Ph$d
zPft%(#~1oQXm3K5Tw#2!M)^-<T^H}`>pONiqG35qNJNxqJu}UMHmF8MSW$!L!5Vp0
z8D)xHcX6m;Jsm#4tHrpz-!DxSKe&>osc=cjqFy2s&bqM43PZe{P8Rod<{%`uU24a-
z4i*p;Y}w@-2;cO~WLR47U3Dp|)q)C_U+7$&j-pRuc@`GVc?{W$ff}2bXe)22om$$g
za>rhEeoG<5!e*%Gdzg4`5hyO%se|@yo$R<lShRtlKtxh|Zmhc5sP44XYb8%zbeZBj
z>!1XIXqY+^r~U*j<2sEeD9`UXk_zYfxA*h+q_1a*a6&}f!C?b@MT7Sn$5wnw>irJ-
z#H?v@i03nE)c+Lpzditg^buQutAG~=29{`I!ekgd_Nr;oBRy{9?}k1wAzrDd1iX}w
zi1_F~+<<cbb`MprAd(7!=spC9tY~FbAR2;$`AJ6N@=mf-t&FatV?Z$|^2FcLqQHVN
zOSoA3$eg=mBqe>W%Q0U1-}6Lk7f)7D;Op(7A{SY#*Mpis1(LW+A_&L05D_GSgWx0e
z)VGqb1bF#8XC9+Yew=xXb{2uj<0(Q2PT%$A<nr+PvgGm~^|i|=e<L82?+FNycZypw
zdO^i4qrKd^(8xuSu;k_CUr;*B-Y^G4xVfQ02{?>b?L9po_xd!R=}z`(80pULK`?J2
zXCq?p8tzz&AKZjaG(9zyRZ~M=x)vm1U_d)QHb%U@$bpC8qU@Wf5V3@_&=N}R$b!}T
z_UZFy)PD@<g%2pB81P`}*UE5Uh8Tw|cvcXvhdliJ;!bdu2L(_#%aa02C%~8}CxaCK
zUxOQ~^AHaAoq74Uc_Rn+i)?w})7SUnA7A~SjYH0rULoPb|D0D;99jiP*kZV#r05tJ
zpM8ALbG53=y3Q<SYvXfrb4@{5#emYndA%`k-Umrta~3yKLoOn<KiX?8EtcB8t_YUu
ztc%XhPLq)wH9JtflI1`}JU}E7e@=@EOD@d;`@s#T9C@QJ7yVe0nWzgC_tGGZ$5vBQ
z(^4L~l_mb_6=B-nC-o%|V(*JA;X|l|pJNlTDpxZm1@iFmi81~4g`e)DIu@p-r}rx<
z2ugaK@A|f1tz&^4OkXi8E9;Riwy3m(w6r+!Uw_b-gf=!c#a!hE%6kd7Q^eYyJCdF_
zivxUzOFLj@KH^e5lMW$Io|sU#v9?auhB^0pp<y<20saKAGh$%03!Hd7y!IPW*8}%!
zr$PYd5^(h1+gmcy&d4akQP65mgwJ~6gB1^86S6(7F2kdu7-kkl*=j;)qknj!pfT|C
zYb<e1OiTpyj+dH6I`+=a>d3WsCw4VAH@|Rq7y23=ex2SCR8jgG@z14&goKvn=S8JM
zDG4VJHz!riRbRiBiHL~c&~LtOJ(H6j8A)_<dKzGB4C*Bbjgzq-AX#K&Wb`K`BWq!=
z?C$93fbNTr3=JWx$>w!%;08e~%F4?N0Z~+9x6d0BFW{)Lsj0;nkP3dIIS$XB1&k&3
z28O1~ai`s(c=Zg=%AH~LykO?ME79_DicZo}$YUhRKRB51>}zBsHdIYXNR^J7T4W=C
z32(Qwy}LVoVBjUd416eH#BOb$oScM#aDH5v4A*+`LZqdoW#M$Ma%%>rF^0arxwiH+
zJ3CunqYP7sZoS((2E_PgPRqA%Z%^(P62fR{X<M9@mzVuVYc^}$&a#q|y#V3Xa#ENf
zCn52nFJkh?4(F;_!+J$-j<rkd@?inSk5Bi+KL}dYvaEyEOl<n_;luT66U$-}5)x%K
zHO4%m#Of4>7cV{)$h+(G$JP;<7lZ0kUuQ(JQ0>y4!TD%?R3VOja$(%L7^kS4!FivP
z_2I+Yf%?S(GvKAKccy3_k<YD@SPYFgSg|J;a;@k#QbPj^!fMtkjH_ljB37tYi@Ea-
z+(V|t<2_sWt~eDG71D?e%7$6|T1;&?Wy9J2(aj^jglXDik|elWt;@CT-d_AE+A5Dw
zcmP$h!1tT}J|VDc1U^(zfJC8?PZWYR9i50ag<Kc@K=@i&=z;bTC=mM%Beh1-uT$&D
zxLfTIp%GKMkL@>+5M#nYfGoB4n(5P!did~RGajw@=>sDQlsAfZwl(xl_LfVW_Ki+Y
z*Ykbart!(+=g_k-uU?{q5C0Bux;D7fz9L`q<UdwN@*sXpb5BVY=r*9@>t8H=QIK%B
z<*;7rTOAs{C8S$r$EiagVrh%^J9g1=V?~|8c&|K(j4sbl7Or}Q&T<^PPiUh8TF({t
z5D-KJ&abdNRxS{wNxU*3%SOoS8o!G~ONXn~1efQ`zoJ+DO-!%$aPu2IAEft_-6MBB
zXZqAtki(OD7&I3drAhRt4+GxnJ5%(xuqQ%ztcvqb1PD)QhB$X&{0`@z(EP|nUd?^m
z-^6xAgR@}&C%i6tl8aEYv_`F9h*)xZ{>B4PFd_%Tfq@K`C@3iZioGH@B5)R_zlZ31
zf`SzPz?5I}2}Z%Zl_du9)MNof#O>cJP>)1}*jVg;Ap$r#{|MV&568yFME;Hl^~zRJ
zSh&b<r@NN%9&O<Br%y@t1RUsyk0ZZUCCMcTn;7}uA_mCo%&o3s{_{HMs;a90x(<k-
zqJO{6-?{o%e*XSm|A34vF;P*Je;|+uVL)Kuzox2dXo&t_Lr`kad&q+vV$>}#6`3x;
zUJYBk&-lIBWOjIVC}^)tOillF&G(_9c>lU4$fo{v%}+5gSpRj+zh?l+3W-Ah+EfM>
z7N37jQBUvQzb?nj%$)T1-PC=^BZrQOoDKo1QUi+VQ#m>1>Kierzu~b@un+yFa&mU|
zjep!BNmyBQcrZisKhMxA#A326I72>G%FD}(X54ObqI7lo5*+w+ro0NV9}4iFKcA&a
zhi2$_Tnw9RqE9#V_TmkY;KOlpe|?G9eO%pl?>GTt<_9!`5kucFiu!l!BmSD7{0Zo>
zFm1MHU>KH6a3KI~Uao(^cb{NRM{^WNj$c=Getsa^<9Gp1XFp)a6ofC2X>mv%H$zxJ
zf(U^;vXtvV*<fU0VFAI^X-2^3^whbqgvtUZNcPQ}`}hBj+iT?YqdFe(-@bi=XT)0k
zw2N&CBpOVS4D3;>Gw!9dv9U=37!+XP^FI)_vExT)=k0t<JW9E?5DJ3Cj<Y=h|7S;_
z(s%@bSMh%WEcC%mp4G5X3SoE68p=ny5Fkh>si~2S{~ciy<Kp96Rv)vovxg@pDgZ|8
z4HPO5SbBoVpLTp<WNZHgv2DXsV49}Qe)tPDv9YloU0s2$Zf=uR%Ks<EF2H7BE=uz9
zIPrY%p4Ctax$;o(+4=qa`4b>wu$Z{`+FXP80&Hi;sxW@QeT4tP1Idlv)t0u2I*&TX
z&?AHA2?C6lHqIi>&Q*Pr{rzEpC6|o713NiaGoa(*QrS?|)@Cg+lt0mo_Vk1l3R4Bn
zn}x;3GG*}oMp~0D_J#9-l9CcG7&aDGRz<~YO&y`p>1qe;YF*e#oAfURc+)Gi!`b$^
znWko3#fre^kn%+XCg=U&uf0rcYzj3i(4);sX+U5uZEdmkgmN0v(9nD+n=<;C&#Qy2
z-3B!bo}6UX5tp<K2`Uz}szU!4#x6*I_4fAWagf|jN}|?_J+DpS_Fx+`+T7S^uFU~3
zdVcW&u{D~X$fHo!QhZ=U_9j*lv0|nP7|FXWMuaf%YH2)79b?w9tQ9hzWM1#y<Z(T=
zitR4K2$*rz90~FuFPh2m(Jywzn_K_%<;$Q^ar`vxYkDD!EquXh=^cj;+g?Of;5{}U
z=a1h!5$Qj3J-R*;Tc=PVUEy#>*-t1e=A>d;c8f#!QQg@Ve~gfub7a{S;QmavrYcjg
z9S72$5)q;-VRzu+Ug|@dn($oQdC(Ri|6QLP>%EbwlZd%K7pdd^6o_ElxoX8LH9b^K
z{Wr9c2L)2%*Aa}mg{$Mbi{2gmMEV>Cq_JTOTsZ0!>_!mg??^3j8}rjyJ@2SU2lw1L
z&1K!^*+PJ}F`z6anXWxQ4d$M?r4<m@+l1{a@3oeqsRMx-{)M-z5Ss;B`lN>sGy!SG
zc6qf?+#4_&Cz8YC{iE|MlVs6Ojnlq_eqE8kUOVl#c(jT~am?6%yYy%BdRaD@a*+0B
zP^i!;JZMy-%$!~9yJzjZVnn^8h^5Ide8ai#4?%_2FJl4x#{WBdB@KN;?bG1;ojCki
z86gp;{?$*Ee|)@t5FZ6pLw`q1(dfk6B9`NSf-d0okgs69WPY7~!C>8>r;!cOR=XBv
zW?z`Z8Cm+s)Vr{dXfES}e|}p6R7&^h>Hk$Jq4+oVY5d9;{!_1Ip;k>Kmm}+r-*w;%
zA8-c$1%Bi_R*-*0=Rbz?3%_5#CjJ)+#Kgw_8+791asDUh{KD+#gg{?u9~n`J#~Y>o
zYd+`z#EWbYaK+NtB*x$MEygsOR=o(}x9{Kob&<J^jhp|t$O|7J=>2O>Kq<rfzvm<)
zbN!!lqG&4quqJBB`)6UC&?rI(G{=7q0l6}L!~nUK8nVTpP!?Vuo~-?O(m(4#l58+v
z5tYY}9}oQ-)w6PP{#ks2P4f8rCh>Z<qbU2dwn~B6rnuU~dHwf+dHm7~<ZDb%pFVxd
zEvoeAO<INdUm2UIsOZ1Iy`Z%8U*L}V)<M+rR{{GU7T}K^*R#Q$D}zp&Oq7`3Atsi&
zd-pET@h7miiVeH&lJeOxjE|2i0=RQS^h-;b0yHfwEd12#_vc{lTSGv(W7?M_S^@-J
zR^Qb8+S9i&Jk~UuljWh5ZV1IHz~HU{aO8B<5IySX?0o-!Kyd&eQx?!N5P(ng8wIF^
zSWWa8(6EF_exX<3(v=leU|?eM_WTRRsh?ik(f1DxMe3~ag&`Ee+Os5}3Qp;?Kl91X
zG2?J_5oMav!uxv+xIWkNIWkfj$k4_)i=!Juz&BveV>!Rj5@_0=BDtEQbK3MghH{-{
z??xy&FU_HYwKYC|D;g%QAGEQtF$<_ixsyn$)ox>q9UwgoJw5%;!Av}$ZmQN0k(0}*
zsHlWTM>A^Uk@I{)dN3x8EG-p)*qzzjEU`<uDzH}t1ogmCG>n@`8yn`k>k+=w`>Puh
zrLr}v+uI6&j$5$(nq~Y)J^ZP(loN-HOV0fJ;97fIo3DU?036<*sy_+p!hlUIZ0ru;
z#*hjk76rzSWZ*IY<RFcXj*j(~oU(Gb2@_Q;39n6BR#mSO+wLDV@&9MM-c`GC<HiE#
zdOVQ)4_EgW3^r%$bZXkp*a3}l$AedpT2N36z6poR^!N8epP&@XxL)QIekN=FM|IrW
zrhlxyw6gLN@QqO^A(Lq(p_?7U!(V~hV*<g-z>owqIcv8QO~CcAY`i}>L?F_JhLj6g
zCef(A9IV8RR8;U-cgM!WG~2tHOIr5mEbr^b8aZk_H#0FYp>}X^uy)U3B*4eNSF+6Y
z#I^fGeTUD2$!u!I2!QHjk8%5_dySMl)9(*fdY60k0IB*xtE61*dGXwhxs&SV)jW9j
zLH!ulS4FR!Ux<B@{Nt>MHK2R%NW8yVr_OyrVEk_HNG$XdRH{EV-&#>I?Dd`4SBRDU
z1)oi6Q1i~Xy7iQ)jl@n`AMea_#Tw#(%%viS<VxfXObxrm=!CL<^d3EZX15VPfN6JE
zEvr!YxZwLbT35W9KJZTDDmO*zY#%yj?3r?OvW0(6avt9x*a(|E^2<BM?<{^+Y>Tpw
zwqLzno4Pib=}?7(&1u|2u3n%kI$4EGaBD<r)$EoadpHS1==L_pV$U6SjZfVg?(A09
z7wj}8Q1#UFh*&P7<OX9S07>{#??a_$w-9Q39sKL{uc&oK4SY72#39e^hM-n81u+YQ
zfu?e4<qZ?q$as*%Wt51<<BULtgF%vYF7q+!5eHv|1&!)j&v^<5-9H&gjL#B~N<7UD
zr~yx%pDiAbhp(+f#rMdwG2xRXg566b(<K|pnoghK_<pNq|M^6X(-XIYVO0ch6gjN#
zbCY*uDlM1ZnH#Z2+=65F*jC(%i+`a#Dbq5Hqx^DO#E>(1N!LJfD}-xl?TsvDNZFFE
znU8D=J<QA9bEFmB`4<V-?jNc-sGx_ezqgTkpx5eQN9|2|m7?OKF@w;4qzHanc@`*q
z7GFI{C|5+EIvpUK8lRrFeRVsqlS-m>d<3E2F3(KK3%eZ>*>`9lnZhIlD+q{D?@3Jg
zsc$J?C~CpM(+qoe;~l*Yk&E99I?PM&ud6$*rAG#|D;V2xbYX6%2Gwldc(N$QxaP}o
zs;_!i&`#~nxO%J`US)^UV4sB9(aON6zgmfKbzBU;)v@MAPRHPQ#1sWIJ1;r<nHg#G
zz*tUdXBFK<m^SlWpIUcTyUjU~D*G4IK8}2(Cqc-K8Ei|FMj>-4kym`mDDP&Bx2!re
zILVEdv5tY6J<VbIwBupgHtya2$m(JV?tC#eOM245$-q`A=Rm)N$YPdpwZzHpE+dWU
zJ~{e8GZP&ZlFhD%gdT%f-?Ctmw#r9U_e2p#_e7W87~9l21Yty4&%e9|QU8NakU^J1
zAtNGVlEp{YEMgB93hw=YW&(K}_<e2oAREz@tdw@`OiYl%bOin=<~Es#=$2L&Z0V(7
zkNwCHTi+|@@*wkEqSxAkGV5Oy{IeE%g7hc8s6C9}_K;1lZaqj*GidA>p7~gUF}nF4
z?Ru^uk{uR3>a&nZBe3wtPEU^wy^(p3w><6?vnqS~K4aE5%iC4%JH{BC9OZuR7HME>
zA?))U>=ThW%m+#?{oVZ^je@Qd%4$1NTvP~03dy#o0iO-x)Kc1Xxopv{ZA{y4b<C<i
zJ%_Mj?y={{V<fGT<U-xC$?U4NX}ae*a{B=}`ZdASbV+HQ&5jgVok=mKvJC81OV@C2
zm{U6U#r9ShM|NW3Ok7>@u0wHVWu!!3>j{BLM^M9^wRJhdck+ltc~g%0QkF*cr9)Gc
z1Spz_83{7M=o9>eHYTcbmKSupYHiw){rXZUJ>BO-CaJIXzB!*sPuo<_Oh^4k;7S#d
zw1T$s!d1)@s$a)d#>O=g<LJrj!)u-uTD<V%hw->UaITA`5dnLly$u8(Wy2GHo>G5D
zL|h4*<?13o=0lR%4kS3ApxCr?(&PGSZ^uYLLISCLogkMNYv?XPPvYb4@9c#oB}v(Z
zD2PGvMU(jwcN$+S4;2!vYJ`IGmhYQyIcH{%0?f0L%T>Haek%b5VDL^G0YVE`nzuh<
zi+krOs!xmHxkgA_X%_1&T@=z@bkRok2}UBgqKo)OR3bQx&Dkc-LvL_EUnCI+?e&Kc
z*d2IWrorfChb<_<?W}7hx9D&F-iq;ag?0jsF_a|5Q|o<o4?WwsR2_LIt(h#gv#X7c
zy4$u1)&XDn-NgKSwrH{1RS#p_WQFYjg49rjh@rk<riGS+tt`r9UIQ#=Gjx+bb%kCc
z^td5XbWIq4piSp3bOD{nZRyD;@Q7FZ*-1qS&SyOR4tPQ7P6V|46mt!gI2nz{3{>hz
z?T+|3OVQHWXPjRxT-Zc|Xd=*+1~lxGIDz~Ec)WTP0lZWfmwxzlHulA9k&jSTUyhD3
zV>k;OE$Yn+6cQXPiZ3#79iQV$tE<O6?O0pU6~C%<dIYm?60s>MO*vj{u^XP8Y%Z~T
ztos&-E+v2JH$);G=$gg!vO#arJsO-fuX=D#?JYz65Ett|iRUGFC)8u1Lr1Oi_YnI{
zi!JAkAU1NWdut))4}<ofD<CDSC^9Pu8w8jK8uUXf?qMAh`A4U7xQ*LC>&c~7pw|eK
zb~rlrV~uq14+)`D^2toqu$?tIJ?o<m!>)k0H6fZuF|%s3qkj-8jc9QFHQNo;P%Zoi
zm+tZ5EE$gn`2?z4e}MI?sPY0wF@SZJ9R_3jNh~RuF<tuB(m>L3ibrOMWr?Ge(|?>}
zaXLO+M=!z2D<iL5PQ>iDv@?eO(Z^}vft#xY2fQUQ^pncGMPGXCAUv7vFo4wmi~hMp
zTF&?VqnJtg52?`t9y@Igt^VW<Zfb@!Kck(i{7QKBaGkqQ|5`Y$rK^lqzX7^Bik?iJ
zFZ(iP1x-i2oS4n7RX?T|o%^fH@z(8Y6VuaAq9{XeU(Poa>f7yS@9|aXwcrLQu+iBz
z#v!;Ieot8UVMSn+&GOd+Mnq499hOybCeA*+U-bPF5lJoD=_6B`O&PYk-hv6$Wx~@!
z4}(gi)a22oFLo(GG<#O25`j3C_l8f1dcEZaIO_RE8L(u73-etm49$b05?(VCeWW+O
zP$Zx)XAtf-o-8s>&m;<Jvh~aYDzIb9%Aq9vYFhAf-p_3|tPjHHE!yg(n-yw7x45KX
z-GskyYdBHWb#n7uxX(I<-<7TDCvo28`%mK55094l86M<+cGcWy&Y_Gv9PSOe4Y-^)
zAv<%Q49juT`CC5(j<V(Piv@Z-Wp|?Q(>&mk{ypb<lp2{al$R@^T05JfYZ*6{=E%8w
z-YuHYuhzP`ToIGrN~;^cUjt*a7%E_Fn4ZJVJV?#VEQ?T4tK8%fyofiQe9yZMwfNfx
z<0Mqlebn5@UDJKe>vr4Y{hP%zH(ri2Z!KlDQ3={cL3r$0+Y7(d%KekKCv=UpAGRyg
zxM9v0B8qe?fm&*aoygqORC#>c(aAW^zd{e$an;!17u8ZJ5677?1N2w-(WZhcUAx$w
zm%7|&+Mt~fk5fcm7|oIVY+72{r<+q8G#?^n9*3LfFvC~TGT{jdM=zk>YlJ}&l9sj*
z_1_|By@ideCPQ$*PFl=IqpG7pK`=y_6*(naY{C7Dd(Q9N-fBcg8kXNA<h7hTmkY*8
zIx-5Sb|I6U_^j^8=lpi&5F9)ai#dqBDvvDo>GqH0rR}#0Yd*t>Ud}UlcWM#iAr6jy
zSR&oPm3_kfgpT0-$;*}}x>mCpUVZ^@<FzF3(jj(}uckR)reSRGDT<ZD>H<5><l1h8
z%Udd8{549-dRl|oN@!NrjUzJ~Ay_eI{ExyPT_EzADm_CPSJN2aFUL*gHE<z0x2;@B
zF~5m-l*YCaLgOG!Hj(&>E~ASn+k#q2L<%PV=Y3=aacTeb0#A`R+Ua6cdBVQr(+?jI
zm)9oJCmDIm-`B*MukBZ+!oQ(hN}X%~uh?gNO2&(2!PNH2@d(_+Z%MJLtxBTlr~8;)
z-^v+LbAK}pNt96}L}E`q`uYt#61dIrJ?-NUy|nG1ul(5sMF}YvTJST>wt<32c%`uq
z(EBg*5a1g-dWS<oR#f}Dx3}(usetvYR|b`|bBs-TUSYI_Gj{^+n@FXsOj<V~hx_O*
z@N&BVp*i(;mKHMUhIQrkstN(SsSmjEMt+pox85(Vh_O)nD#B}6N(UtXUnPevhi)vj
zV>0ewNkvDApqG8yj4-7S_|_3Vm)AZyt6*Y#xm8!fom=A;^{_|h<;&Y0&!Zv<a%&xw
zW95H1I?%^6tI+f1pu^<<gcUgI2rY^QE@Bv#%GlWEZ_~9dA@PW%?z5a1MO%Q$&q<E}
zUN;K!9Aqw#5|MmQ`ZOW5Rcesro|z2KLfdm)kdoowh%0=Y@L2g+FNqK)kMjFqTR{$j
z>S6_RYmH0VzcXd!5INa*R4#wBKdCL9XP7>9M<skUtfV7Mbh?{d$l)e)E89OaliqaA
zx8bLYlww+bag@4cYxS-a8)e=D*zjMsjtJUU-+3Eqkj19lZ2$3<zl9mUm5ww2rNq72
znQ$r1luwx7a^kroXxy}9pywCCPbS8ccixo}rFws*!Vut#$`38<i<x=*w+;5%u_{XM
zT?t8>*P~Qc9F^D?Qb>`moiYnws23m{|GusS|9N#T3b1F%#7xq1hQm+0QjeN<ET;7b
zr7s>8UGDs*IsLOu1h!Rr$~TPpYm}Yr&+T3ZI)6w1E23jG56?&m>`+xPf6ifMfuFfm
z+AV+1EgAMKMLik&5^0{gtTB+CEh(*fxStxlPv1A|i$S*WM09l5u86RIUbMkNS$$BZ
zJZFOOCp)qyqxG7hZV<;*4AtJ%@mpaEVL^!QM3M;m>{imPBTB03bV+)nJx2#KzReEv
zcXX&z8<Ji>J1*pl*YmTo{AysZr{8xp8*GK9Sn`NM8!xSTu9M<hR0s&>u0!Si6G5#-
zNQgU(Zl0XX@7lFRS?!*-T~yjl7i}VrmM7OT(JF_ArUr5+yuUjnrZLS-JhK%Zr;WRj
z5V6%$2s3Fqzd^Tt&OSVx@rtHxtYU1k58xd#yZH9aGDU5B`!;PUj?c&e7hNCeA0CYt
z7o&bwmlV>=7Q}busLrEBg(=(9)4mvnBTlsU-W8^TOp1eHEFJ@++Mlr{uIF3tXy1?+
zrfnyK5G=}`k}X*<`hoK3*iW9SF^xfJYNJU{lok72{SYAgQws_n4Lp9HN$YXs8pDur
zt7b8Ey5u|}`B$ndjO|Q@X9Cqs;zj_P4mSy_!1ib*r~xrFWO6#&^9A7~mO)H%I_RaO
zuU8?E_}x307&h5>1^4?I6O&!2=FnP*I=x}q12S)0O+UYfDEmy*wQolrIm7p1h{<`^
zs%;PdMy@=HJ6ZOFV8>)`+CYMbM%{&e#>SYcO8G}gS$L>KAIGXHj;>L^4}%GqDu0N4
zo#Gn*ifLtvKwVwEec-mir#n38bG!L?eGV?R?Tzo@>2)mwKPq0pp&x$}p}WA9!hy1p
zlWXD{9{PGhVNykL5=nJ6Z^ftkpsQ)9y-14nR^xLuwgnbeQed2(=zc_!lgqpoOokcu
zCH|`)7TfV5^{Zjf(<DoSuyOrUc?Q}Yk0)I~ejx1ioAlaR?M=EU@{O@Nt7(W$S#dI<
z#^74ZJL#;F3@^&WDb@2^@Ed)Tjv{7@z#RgNA#~%I<>up$vGDNdU0hs9d2Q|k1#G=$
zl1;7X!|CCsEG{nYo!hs?LIn?rhlk%y`C!SRIUFTK)`j8QBNAe6v&0E~T;~-!>GrY+
zzHRxJ4F?Bsa)3#b-(T&`^uZ>234$9^BcoGDkORIp3X7|g)x<$y9(hnEY_oJ7c6E8S
zK&&8qQPMw&TZPO2Gs$*EJ}52nijoNf&8?I^cI$#e@yE`9R#N%yU)Aq1@SYD$Roa>Y
zE7?%Kj<9;6K030m0W_BM%^&jHZzO?6jsf6Vr%Cy!s_pckJC1k%y`p#$E6}-`A5=iN
z+k6H<en!u4CaVZPJ3J!D%E>@+j^+7HnLlF0ECBY0+XMurK%#)IJEk$zg@lG~TO|Ug
zyr0`0-|gew#S)8Yz8K)t@1MZ&Os+^tq;hi}m9Z%;2PL%SYkUQ@2b{OaK{6(QORc~@
zI5i~)c)z=i%cGhb#k4$oM@R!S=v--UZT;wcv?ULEr`DXRJ$X%|d|#LAcv`Owe<!-X
zO`}Qe+U;i0K0BNcLa5w78(~=oKk-ifb19Pg73+bNkPQCXAM`@8Vg!-%+XqoPE#W)Q
z`w+pAeLhx+|5FTfZTv$F#OEev<*eV?Ak@TU1bqTED=+EJqhGyxr9TULi~4}b*5cC8
z(15gfM@L658~}^<8fYGAoL@p=MK;p(%hEl1^de{RI^7fC;|9$(8AU~pi%Lrg6H_I4
zFD@=R#>drMSqTUT#DOzK`Q=M7(BZ{lKK7_E7aVsgDyqGmog|>K20)z(ZdwAT4MWOz
zTB)F0tKA{x|1{d%T<>y<4h{}ph?-hiT6(if$v?x%$!Ygf+3enLn@zJWd7j}NQqqZ$
zclBBau0KEn$ZpKR^QTYo&-R^m3lFzv*=80mq5!2EP!~rKlaRoQSQ+w!!%h1C?z6F`
zcrX&dxom5Qii+BN>B{^uU(&*Y^=m{#0M+fO3}A98qoUUI1;T8uyk*Z*7FO1~qmjMu
zj<%*7SzlW!C@4IWmnWPo65L@|v!tBECnBQHb5c_JG8Ph=3#R~<$sXC0!lucs$#MmW
zR^I-LeO_^RPpEyr{~kt_lcB)H?DD;#(Lzqr_R+X}p!xkF1A5e^9R2dz?1VoDoFS`6
z$Y+HX`~Ddtr@GG0XYB0(y;}YJ3=A@388(_ge*34>#?~1#@xP2VD^$KU3|!yg-TP$w
z|Iq*+7+1i$i)N-mntbuf$C=HN;N5M8-N%?T>)q-MTwO<yT3pbS2j!XsRATR!e70Yb
zU%|&eIK_jNGomg0tp&>Vn8*0|_+lEh`R|q~8%Q5ICvH<V9LZm9%~Q_LY`RFOo?l;9
zOOF=oW2Ph<1+=_8=pC}u5Oz5<-+gfc`YL+Ijn9vFIo=L2Af2QWBS;r?D(Hfg_8V6$
z)T?bMXQQZpj;kY6iY01>|I3G?Nj`iakLV+EF|~d6-MfkQ<2LO6!h1vgzv2Z+_9L--
zCSQJ{u9%=+JsU4ERhr~G{Csi%2yOl;Ul06*%_VE)k83~5m*Lm2C)`o$HCOPoIn8*c
z+37TE+)pC!oVLYW0O-2FZv+rg;@j~K#r6hq$g%Yi#KFrtSQuA)KTFpLc<@rz{j05`
zfyLTCtckoxrOLB%J#v&Og!+*nj{t6!@7Hv6K?kS@){#vbk-L!CEZwr-R6SuiPO69l
zCOr4?pRp(VI`tES)|<|tF=K7qIFayTA<m%y_^!*m?!~PpFMWChY^!x}s;gt)<1Qyj
zhv|2bS!Bms)!W}3@6L%aI9Vp0O|h2|x!D+#JMm2TouuY#ozg!bXZtww5bd{X^Ghd6
zcx66C+>JeZ1ZJd9<?5gWpUt=TIV>#jXtUG)oPIsyC3LaBk+{jFz@0<ksC=gn?_NR(
zqWdCsEyfFFXecGsNBI7rcj9(>K$R3c7xnifM6TV!2M(a*T}_p1a6H_Vx+~+4#Kesu
zx*(rsff-)MxoPh^BXzCp7p_NyVF8IThvDFp=j9yhY;~J-U(A`5(x+;)c;@Wn_1SSz
zkZ$y=Ji#HR94kW_uKuvBP?Ly@37SkdEv|jLyc_})=Bfvu99x^}3wO!*33<>bOZ^3{
z-B1IlOBtc!D8cn#`@H6@Y)g_IEXbY(=4~pJjYO2N)rIA`nvuEHv1JaPMu`a5m;GX`
zMI<plNoUK&a6FZ3Y91_NR7!^Qk!a455!cE(9!6Q6o+Mk}*<6=dE)7PsN1nmGdOv4X
z{LGKG@^trtk`cjiU|s>Za}%XzK7$Td7e|9XhrhRwdxI`Ze5I;g@;FFb@MBDxM*@oO
ztcV{bm@yubRG<Ql6nCN_J(kz!O7X&g{IM_?4_6_l$H#tZ0zBh!>yLMr`axGtb=1xC
z!Zu2?SkP{x>pHgUa=gc&&Tq+laA2Ff@DqdGX9^G{Yp+Egu--s+1;g-A=hgU-O#0n~
z0O-%5Y`dK~QFhrjplzjZhoTu__3oht<sW%cbAtrm8qxg9tz)M3GcsXgw7e3{zlael
z#fegQov8jxm&Zm#V8VDjr@GI&xo7*3Z6vpCMsw7}fvU~0ys|RTM&%(##%+-XWVnC?
zk4q;vSMpDggkqAcRBk*hr?~-{iJh@)RRR;LL3gwdUHG&vTkrO>Obxsjr8ylSC8mUf
z`=MOm_4*<;FoMzGJFNVOE-@R;!}Yi)7snF@+=vIe)*`4t{Ti}BHPy0A5M6?eH?5U7
zogmIbeHk-zRP3-l3Ix3Y<tT1I3wveyz4Fgn9y#h#m&IW2&oG!<=48QsWLQ{oXeiq4
zxuvBv;OLSxcHWnn@3^=y6{Dg$wK}_@etE_YD6AxnS=l6iH#d_@LN`XPv2OS#r}1wg
z-ZOjd5n<dz4i1h_pm~gsDo?cP8+WAd$@Yo?qAosKpO5!rwLevrKmdj>_4|B<Tp%CJ
z0QrCn6F8XC41qxiDXiMPvSc&ncix(~L`)h)_RW607M70QpAn84Q)|xOeW^>dDWv#*
zfZch36b>wh$n^o_4y2w};+SVp;|azfAb{bg$pE5FMKwb24uINxt;%rHbaRIMt%(@B
zB`^}HBJI`JadAKH86|P^zqg#?@Z-8NK%Ew#kqDv|`lR(dG;c<FQF~nOYC2pBJ<8xU
zo4WTFFo`2K8|m+^kh=ef3f5E;2VY*te0i=E*)N>GAzsUBulzzy!P1=PS*p&AoP$SA
zth;<qYO9e1y58h3k)%)Xm#_QBj}LoBS=_7Fg&fuHT%0T!A`ZK~O<zZ0a+bqQ7Q;{h
z`yoLJb0mQ64C+lpzRDQa6#Z>}fT!QQ2@%n-Qr&sy?cHpXlN2y=->9G4pI2G=mBRK_
z^t}jb2h1uXU5J+8BTs$rDTxje5TY|sI_r~e20a`a8TkwxGRS=iO6GRBvUtjpMs>70
z&`NuvJZSN@62k3LRg%x9b$3%1+%4_>Dl@YQzXMojeLcztv@9&7F*z!V_??iZH?f9g
zf~uqJTa*jCojXvWmm;OX-Nq7l(uaF#fQ>Yjvt;{81%Ec8viBzScj9jiS-v2_m7A&X
zs&VEYQ|}KSgA@*Naw(nf>Yoaxdvayod0}tLauKF-|88qbPt1a|Q-GmN7AA;}v@T@(
z6!)+F4%o<T=;4M^f0DJdU!glZAnZypdq-nzrJ;`Bl1Zc_CdK}0gwtPtu;$T7#N9gt
zbI-)ZrcFhX$PTdW(uLevX>3eze~$@8s~(Q3;**g<S5(%zjhDOLP3!l?w##&NSO3`$
zW@JUD{94VU$DT{&E)W&O*il&TEU$~XoyWDz>f&J*Ev-G1yRI~>t^x`&5V(PLPz_k{
z(!yw^zfIrl*8S$Zf0Gu?d%C63YAtGNkMCJ0bNYpvVR)Q|sIS7S7fw)G3f@=uA`ZvY
zG+tIj68O0ACtR*e=p}^QS(+CC{Khv49Qjwk=>99npUa^`qHbzF{MgmD^BDR<H&!W1
zNrfq{A=T+?xXOzM5s1cz-z?uI51l_NjB{bWjsE@QH411h+kVS-SGatnPKecB-@2$&
z%%2qExq`Iz-+NSWFprz$pc>bxizi(ux3%pdb!4sb6epe`FXP7oX(z)%-LPFzniNma
zyI_`Z9Ywagd}<?WyMR~uKnvdlZD?A7b<gdWhPO&XkIkfkK1gJD_rGp-5gK;Hi1ZP=
z!^xfv7da<$o<&mJfcpH+gopX5=K*}6?=-b0VC0JE)ritN@nQzWrsuS5MDMG^(WW;T
z`=*njYeaKm-eOad%3<;1V_fFH8zHh9cNg0_+S)LGid%ZuhY(9|IO?tDJo&aB+r05W
zU?(l>n^(a1_3VmoqB&+-&#&r=5+44H$x6=ld49)sXjjuXtUC6j_?($(&7Z6_>^lr+
zWAgf(wmveJ01FYs<Sr<L3O_i-lSvB1o@N+5%*rCdZ<!jzmd3$bR`w%re&6XlVa20k
zem1x}yH<MxW_k#>QY63!G#5^|mnaGGE8uUZqtC<^wnIU1VLGl5uo@S$eGd{+Xir;|
z%*7Y$VR3~Q$y7N>WQ`B8b8uU+dHvFbA3v&~Mfu(LLCVv~Eim<Ei;_xIHXk>M+k#x;
zUIK24*~$3!mo-qKH75}!d04Trv-bVbF2caH?y5}ZIkO^XD9NiO%pAqlT^Ft$B_t9a
z{j{ASSz$pTYnp?x0d~z9#4=zDexIAmg0$dFaygvL00#Z8TrhsVj#lEs&Jjox94813
z1iK{&4dx5N3b{6)pV`1c<qa(_fx}l`@dGO0MsVm}hQd~m_a@m3OWoH=<<=s&)Sn`>
zs_nC<ugRmph6iI-AG)7x7wS(`2@eFoW7EiK%cR@^Qv8vuKs>$tcdRp{=@0O)Jmxc-
zK<LEmMuB`oMGmd*N=L~V1)hsOnZRF5gmc{{eQ!bvDTbw%%c>w(E6L@Tx%dw+Qil2D
zMCWJiO82CwMvLhNfeGi5J~;FX{*-JIsOphzEuaXz3A{+%<Mvk~+%Y6XG?!Oh4N6kx
zUu)*HQDI&ZxN}8@T?_&OnsR)CHcRc;bSE|xSx);aiXtKqq~Rt}$jxNB>YbDs8w6ta
zwJY_ad3JM6@)iyxiIi>?lBW%e0WLTN&>#XB@B5@2Cb#4h1fsF9u=u8GLDigBv48~{
zGOoFS1U5V-=Gk|Z+!WwYOf9Fdi;s#LnJ_{60|xu~@*?TgG}K?HJY|VzmeLXtU&lcp
z5$B67WY%?GJ_bBB0=W5nPY>3mnN)J9rKP1$=e+UwrV>UY!^8VPa%H+PR!C#R1D>BT
z&x1PnKv-C3lg<PS4&_tlA6FZkyXCO!A%TLE&)vrcZW*~wlqC~weSI4F7>;acJaE%E
zQczLN&I^J5a<pJdL3KNnvy+p4&@KW`kJL^9o)+3Na!uxq60}7Wn7r&ddl=~ZKQw@2
zaDAK+@er|eLQ(`-Su#8p8||gOI;+de?<#u1A(b3u+ir96=oQ$%3EOQYLxB3FdayS;
zKcDDT*(6(i#cK@>aT|E9+9ajJ1WJ$s+ubKVkfxtF2uv{Z;;R+lDE$P)#$3(H&*1SQ
zCZH)L{L2^deAr=3JMD(w|ElB%K;+FTD~r(7)I=JX>;QvQDF6C()bWp;9OhkTU>MTB
zqYj$>#v(D3HvZ!kVxIWz6ne4ru&Aj6P4o0<n~f$xPFFYSbsH{AQ`iq+5n`|RS=C<Z
zRm5nrnr32kOA2ydjJt{3wa@nC(xwQbhDBj~adA<cl9JL6*y#$Pv$bw5_C7v7G*x`R
zT4gpwT%4S4u$)XqXJs+;t2|ihMYG{yD+VSr@-LHdaZ~EOIlz6RtfVBK`Mfm59Q1em
zFAuNaR>rEW3}|i1SK9`SgoVP1L{w(L;lCg_6Uytfmv-Exb+)#)CT95@$1f!0F7zd^
z$ruMmkBz-9)NyjE?E6*7JJ#RY{+lC+5wwo^aWQT#Qc>sS<%LH?jAU@HrrjkX3S946
zt#UcC&?Cwz&&<qhmoyxsJdVoYR!{}ai2pBT{Ph3bCIij?qi|PNRmFy#*q+!%efo4u
zk7yIhMN8}bkcp|Ip+PjRI)!_6ya>8?7BF)T(~VtjcwNJ`o-)SlA$$kM3-j*%0^K!-
zjbn@(0izG;eyF%M(hhWZcz73kG8Fi8VPE6s54pOWZTWGjgr<y&bG%ZxsUkTSsr+)d
z&63BMXVH%Nc3_f)<NKfyrYdfmvOmfpd?Uv%;5(U#iw(y3NJ+$p2Em1Vmunu<$CP7V
zU9QbK{NWi&L<yMr<?+Qhx_(4CP0P9@&CvU>`v>}ug<bJzTIYXN@4ovN$0$YCi>+nv
zkPq~bkLP<e)y^MN5i`1<@~d$FPYaFxi}41ORzSHWj1&uxJ$Q?93Do8)7uOGp6Li0f
ztF(lKgbTg}_bzUO!rjO?*dyJ1q9hwi;nHy)vwzO_9@D*G^~WUR4jWO(j@{BZJ9#{?
zCxP=7)whi+4}r-mtQUr9FKmY(^wG*?ERYF1*TbKrYoR4#o4?EVa?+~+?V>mS*Z;eI
z2M>2hj9}Gz7AmlJ9r+BQlu18KFM;!&riY0)c&MgcVF6Dcmtbxi!lD~Zjz?QAxSQpT
zf#J)#wr&iNwsLU;P-aNYQvY#7`-P&y3E@Gws-kQg_V+bMMNUGM5hYo-;6w6y(6{dA
znhhR=p|V6`HG2$#+$6?Fs|3td6h^DjP0&sI4A8Do?TLD;pW++9V~Jk26hnyK+g|qq
zJvteg@9H3`dsZdM12IxSW|L}a62zI|`sMSmO{(~oz(v`SdEmQea#pDS*5va0Xc28q
zJT#kA`~@wq=i{SN?<eygJf8PqB9}j71h^;|R?yweUs5^0c^Td?`D^*1-@rqsChXEY
zRW7XK>=PN15791RapoPf-3jNKPKC6<kc4$)pLX5SIAF(`MoT=m0qj#Cco3DR%AAF+
zJ*1MF12~MA=1trmAhY^Y+Rc3RM6~ysrZ&PJRc}3oB~SSRJ8#7+_P;RO;c7&>n3qi;
zh><F2sGt^})pp0rZ>A<R(i&5rak9DLynScq;lmt#8e|~@SGS+Pv<(a~&t*34sj#Yo
zz99x4rO%9BIR^h}?^xD1=b!2ddp|{yRj4Litq@LHqE+<X<pzR_@b(i~_#SuJK-+F~
z<4JW<A{8{s;|5FAZ3CMgDl`DYsCWpJK8^LVZY>c5=R{UaZ`1jkdC1FG8@Tg21{mc%
zyVWv%cFa3y>=2svwfLhFQ0$@~0=(t>IBId9+jB;}44O`Mtia<b)lY`F33p@N2CGMT
zEZ|QXqi*sth{{daQgiZXBD{e?HwYC2k|iT5Nzno;@#pz}T08G}s{jA*AG3s%nJpp`
zrR)*e*-|PyWTb;^$5tUkqR3tul?FNXC>63t#Ifg*m7RS(->1*#_xXLV>wEov*Y9?_
z{N<1HKI8p<z2C3rcs%Y;&Ycn0*v7uY-hrqDk`^Ipk@oQ{_JXeHRu*<u=z5<NY-&B=
z>Bi8~LQ4GMp2(CGX*-VX4zBlmDs<h$C|zDmUSoOv=T{oO`rI_`uwEh+psV{RN2T{?
z{pNW_BqaFtc^n*C>YjHh-ll09&m6Sy0-aOPP{HdTnB?lgBqc~2R@0s<;Zrp+X(g{C
z1PF0S{56L$nZTjK4tCta?C?)i&csI|QIITcD>!Ag2yCwYd@G<B{h({Bqxc?iOJ_Ec
z?fqI?BS?SCt#Dx|mTOL^s*0xf!5Wx}2tV#yRyHR5gW{(mn;DRNCW=jp;L>%g$8IM_
zp>n3KGN-G!+(WJv<D}Rlw~czAyu#{-W1r+yTGPthx3LEhS5Y2SFSS+p%b#Demq3=5
znP2vRV~6{p4t;Of*nE={s|L1bYF_cV=WI|PEyII{iy0-!@c!P1O53~6lVw|Sg?(Hj
zA5?pVK?+g{y}cj5h8woBs1CJyST7LN^kPvUzK>bx_u#yB;w*XaF%^(beaQ3lu%{O4
zOW@nvA1L0<3rJ^eL?Lc9sA(hG=S!aGinjp{63(|TETbMFtres0?J~~82577EU)Gkh
zlR`otpGE?06kR&Ju6Vy&c3$N=>g-j2&DN|(YRf8BHB7lQXJ;>R+9K=l6F5o{5%`mZ
z{&n*g7B4@aCaHY~QEUcp)vMVgd>QAHFZ+vSCxSC|0@QAS*IMrZL}7>?J-Y%s*o3>J
z%>43a5`Rgh&f@$N1_%mEGQ4~Y5`PPm`$)Dc#Wza)CPR(^!S`RswD9s`wv$^)lqKFF
zCr3#T!wD&x>fX6CCK7=l`A`=pT-aZ~0ujR&#uCSW5N%RLw7PIm=cAX+{PEk49UXB*
zd!iynt$j9xQUjG}TNzyo10Ky`v>|7DWQ+ec5sQkG^OD`gMfqrkj@0JMg(dH^ZFARn
zZUDya%5kYOvG<H%PryG!3-SaR=ux)wW9~($QDV*v`fBY=midzmu&EouTcZLWrbm+M
zoXMj#&?Q1eHZ9Qc#y!?ogjCgX;%zf>0oyA)oe00{B(^1snjKw`mr<tDEOm(Ll|-qR
zb+6CN41SopPBA-bPXxIwy1Pe4$*U%_Ph!#b_8o=}RNjFhy{sm(=Vtx5Dk8BQLMH?@
zDa!+b2cm=tmj+C|h#T!mYCrbe5mN8KuN|x=Z0BaH<~Dlp!|wNp1-hGJtO@Hh;fP<{
zK`!!Ol!fT!l~Xgl6TV~50hq@huo{j0=9?hhC9EA?SUd9NfsgVfN+qqo`)odgH|i!L
zqMs4$jdMytGM7(a-unAP$55$|s+NDXkt^0PLox$7-mJVt|A92Yy|+*CgvXeoDf^W4
zgCUnr1Kj#uEDwzu>+O!C?1Fin#ue6N8?^XAgQ5ME(%;oc*<+VvP+br?Z6i}TDQBJw
zpsHHb94ILxu(ArRn#3XBS?!D$zm=<Q2@9z0>@O@;scRxHKElF6aQorwuvxmEB)OIv
zl394_53e?$0h(8y@toT)#op~clRd?Mh6BKh^(os+F(l}p1zj`v*xy=9`#7}+5AhYx
z2;N7&kWRAXXVI{2P<?3~=jCpDW;?tIDzO#{YB&dqUS5(&_LfP5i&{ntk*63KYF=H_
z#@PKyX)2m>Wpu-80$6F4h1bQi#gJ8Kcl(nPHKys|g*&*q#%Gl&^Pl%cXn*{|kj&4d
zTr)d)NdA0D^kE($<UyzC;UP|V_cOQ!SB!>aGsPXYsvzv@o@MVPSl#+2r6*OkE1obC
zn2UTV2f{9&Md4$=PBD(6ZcA;|Bj@C-8=k-bP&UW1yGs)%gjlx2E?}p&2+FX$^g^@j
z8&GY~H6q-45XT}*6khr$ruHkGWVJ<I-FW{pUg7(93W{gR?Khf(UIMXi<dA}sKu0{<
z>cqRdYvldy+j=@uyw-7#p^?zSCU8yP!Je)5R@1YGqq`6bin>gwLsE1tetmnn>5Pg<
zJ!rRCD<7qAOUjgZI1z!VszukqQ_Xn!u01<Nq^v^SEcJ(s4H@IkFT)Px<a&WgB=*d)
zZvRE+c6x9TI)AHe0ei7uqdA>EV1pMr;AT^|RZcJQzFiPWs>+dmca_{_HpT3^%Ix73
z+WngS%PVp;`Ruh4!@jXottpzWQ_UIB$mjsGMFY6*E&zv7XT#pnF$ap#PZ<FZ0KFqs
z^qEpG=+x2lMIKxg*Dc8Mg{zi;At_rkd(WHVCY^an#6MAJ*Ru1lg_05pFCQN?Xk+_(
zZWtMb_bx3hr7R$w)mX@(5SSd(P9(S{U*_dWT7k*fK#7^cm)_tLQ9DnerUSmBN@{GM
zMoW1$`n|YV5?HutJ7neMYtHwq%(kj>?n0Y-6*^K~V0kECWk!$%F`tV1ifn114fgQn
z!hb_7SOWv%%#Zh0fWG8ipZ`C68hz4Zb|bYxnMsN4I<4rr;hGv}kLR_u3hx)7u{^d0
zX{hqYmj7s_PF&pD-j0x^+B4zf;|p0{S;^1NzK<Xx2+)F5eE+|*Xgsiz`-3bfi;s_Y
z&ip$MyC7aymN39O{No3IR3lnPN5^rNab#k|AlImF7FvI~N}-4KO-<PW?4}Q12i%FV
zWL%>W?}-z@Dv&TY9wML$cD_v@T~uQS@w?Il4`ou;C-7rrYJ+ib@3jaWE34o-cpRDf
z3v+zmXelTJ{z!}d^6Ot{1(*BlvD09%wYRrNV_c;b@7{f1TJ8I$!gG<)<0HlggSq^l
zER>G72^LBd?KFagQcYDgeC1nH6Wv>HW32t2{@(^l$!{(FE=kPQQ@%o8>?Kdd9G!|@
zzjC>t6hd`$T@R2MJuB0vhEx7+{`G&s6jV=z53%)4uUH$)8arVxVwqK(s=xZ0j{w0y
z#R>l2^KX!2!H}U*uI`g`tE!A0ltzw4H+mF0lA@aumuQrGl8W{2JX<94Wp{Bg;^dkJ
zLxw}O@D@-C)(_Fo(%fQ*7`LB6cm*%;zrc#|T7r}A53gYBPwVvUri_*2Mi^7iTt*Hf
z`=f*IywOwVG}I+u_RD1o`rluEeeMLKbTvuBkvp&Nh$6a&jx4p3f`GAyC+&b~iY8C5
zRjpV3;JfLPh&YZt>)AaIk{DNbphMF>GDS0yRR=9Sm^g4CKqPQ<lvP~jCQ_MM=`OF#
zi6NKUPx`(8ar#a7gzpO`Vvxn3QNDRg?vc-}^WP<k+ovG}hLVW&&v)jZblxCYS_G;v
zx3wnhsd?O?okY2nqEU0ood|F6aiC{^6xsZa7gn=u)iIhh=cq)jjhN3mqcTb&@m<(K
zHgrSp7ajV7NvWXF`xyLW>A4_?0IQF1-f271It*1DmO)%oL-=!HzIc*`QOm<uo%%n_
zP=!XBmqZ^t<&2M4ddHS(_zdWx&-iqb`S;pl<dBX>zYXa{4lWdvwl~_!cyt=H)+(nC
zpY1rvRmW>#)0QgaqAW>syYUHcCTFS|+4&-y7TUqj$xXQv9>t;CQ_qWfNxFhuHxV1A
zA5J`)bjbg8LX@SB1?+MYo!fQu%vY`sEBo!5;Fs;pi<7J_Czy~velB7~UbVM1yNXyt
zC)A@R3e0P&(G~|ocb+O+TBPzntcLhIq#9j;ChRZtRY9^C&SoHz)s!5*pXhnx#0?|v
zE!*Xz3R52saMEk4ft_u#a@!w#Z{)Wb+L>hgDUQ+L(bYyJ4EIz?AwD9JT7C1zDKoTY
zK=V<HbmG8pbPo0Bbfuy&6!GRL?P>V1uxhli0C|eBnc7qLM;JLQ6;k|@8H4yy0AdEv
zo6S6(J;1&3mIT=?M?T8@bqF&>b2=-sPp<TCgP!aIpGcBdWj%D7BD{+~mLYpxI{hKw
zScp^I#A$Ghh(wZ#hY!{IuC<=Z&&aJo3$^Zyd{$>+2r4{-L@y{*vyDcnMsX5xVB=+6
zyB5-Fdb*}9D%zdGQ6{S~&-YxEPv#(L1GVlA()5zZW1p~3502>ndC#3yXio7Z*Ni{-
zK4EFA?KCV454|Jf(wu~Z=Cly<g^%Bn`NqT(1mP33sFD(m@hL(xtLr(UB4B)emEydo
zC@a$bOR-jt{AF#|2I7hhc{iWeb+p#t7{wj91~apRotatCpm6J|SX%uWk_DNew0NMu
z-zx3IuKUq0mr2++lJ6zmqu#9OH!xF4X&_-^oT7Ldm@}fzxsL)JcaD4%LkGBbz&FG-
zG%h@>(z}*hLrtMr79W8^;%ulyA)EbYJuExj2sc}8UG4~qMajwHSe2B^HIqSwFW=X$
z7!9i55~IFi*c8C3vSgEreY9^VA^On$!P7OQ&-FrVx~JByusBn5d#f`zzk_}*NO(8`
zi6qEUTie)vUTP#>6%Q!bCM)k;%zxk}S)#aDFAhD*oZJ$fT)GEM1}mpPp?#UExk2a^
z+VtBj^aWlRr=g)=2z?qm-)xCTi{nc7lm;5fN#x3@k-P>VFi33rFyl^zd0^6SpWpOs
z3RZaP@;4G{OY6z}F9x6U#>L&x5Xe2H0$|1w;+9mfNG;g$gp2w}_CE#<9{!uVbd@CT
zMnv}kCtI0ikM|4#a%|`abO%=n_$LTg{(Ao;o<OZ{`G;a?9?&vDxakI;@Qe0bxP4a)
zF}RVG)nxef9MSd{tNfDl-_}q<*}xzymxQcbN-w>FWV51=$HkVI5PgC8=<l;UHKQJd
zHN4UVUZe0=0?VsxAB_%d(2m!x=sC$g(Pe#-WQQwZReodUgBUTwoOM|^7A}EGwYv%T
z@J@lg-RC$$c;1#OheT9)aOvvwkmTT^2+^Ckgc}--Wem<J>emu>?B3hc@42_c1w#F0
zlGWTF1xzm7jh~zBs0Kffnxwy3Yr)D@k`>6$z#&1gt0NPbe86jPgsV7-<iw=)U24B)
zk1q``v>eTHX5jWswtH+#*^(+6M^0Y$kdwF8myi~5aS>e7BH3s`??70uY*odi@wTH|
zn6x>`i%ABQ>bVZ4Z6u<gUQ`d@WI3%mVguYSyReG>7BUR7_Q=%Ky6*%Jxmc>>rVgf$
zp<ME*DLHiV?>e8EVHTs-UUjz=_bc5cy+wbuq=1uiQoAIIDyu2eudQM7-VlP{%2UK(
zq`iH7l>G2Q>>(e}9Qut_jwb5y6;r;ZBE*avPZmC|uh{QUY+2jp@Rv3_Ge4URCF`2c
zs{4F!C@PTf7I6EM`mhQvS?CDnWlk8tsr#rB3-RINZp_8u6SqnjtPiibWrGt7@MXQj
zB>kvsEdKyplyKtHM1>>`gSB+qTTgmER%JV!uzA*AVI18R!n29q^n*^>%#bFxolC&J
zFw^yrq2)ksIRyrw;}Sg7N;nT=4lWx~k#J}dLD2~5P9tKH-WodH8g@tbJ-#o$JFjg-
z<rLFIW`G}wNvwh#s_=;09csdg2%RMai@tT@*HOp^=&M?e3U^l8=sr94<1TavUl$b@
zX2X4+Sr)(gQ=j@0{tr;>Z+r|KC`{gBO@Gb6-7hvl;%d`~*)kI-0#|2RwYDIuc=_5P
zCI8-ZSJf?R{uXAsH}T2(@D7a9Z+O%1LL>?l3vDfz`Jeq5S2BoOc^AGsLVE4P1M(r@
zVF6xTI`_`OXn8X&PPF{-oZAjkyUNkOJTj$Z-&xrmk?Oy_trjeG`6g)%sT9;%XlZE)
z1Qn|v9>y2#CWvmYo57R#G`HV1q0M`sTIX8c{;|o*G^4%P#-YPHt(y*M+05W(*UO=E
z!D;aE7B;^W9t-6^NI0r|FZtBl7l<9x`{|Y+++}XN?G}l0d{nN=_XzoMa9SECl1N!n
z;b4<0#Uv3QC~UI(&dK~?VMIWrJf337Exj+RZU*c`+`Vnb>{OhDkab4vA_R`~V|Cc4
zm(RjOB@c=^uM0jTweYM|-Cx=E$Y$zV7OIDG<`{M@i(7UE<jeTwV>J<{Ml)%wdyF0I
zHr^0j;T001zJ`K_mdG8M=B7(-+en!5aI9v^={xtiAx$GAw-0;m0_Bc<9_4FQq@z3U
zv+8e|`1^aY`FXe5l`nILOU%+Sul1aQ{Sy`V{3FetT>z7Y^bJ+G-y61{@Q;;D+8wW2
zGCsxrE&s^u9QyRk)X@yLjo)VUbEA14bV165#F&nb1c3z{Yr;y=JZ4wmpzwt|zVlS!
zfTqW-xORt{oc0B}f(HfOIzv)cb%=LxV)Bk!PVi|A38c!r&_R2wNep|%b?o4oTJ0SO
ziHal3hBbBQuXfc0T+m{TrVs1&=y@jUqa`^gks;wN-S;H_<^twk4fG=Q9*m9E&?W*4
zg2JkAy>`U#fU~*b^9JUwQ&X5Tqc=><Ow$yvRTpbZ20*FLZMH$Lf9tn026H>|l61h-
zYY9mv1OoJ~urL@Y@<iUk`R$r2`ybQYbg#_QDDn=R@;EapTf@0N-8tqi0442{J*J)Y
zp{Z3lobXVN&9`#I+-v>#hm~ZJGqCDd*}(3zwiV>o6?O!kc;$MZy+4*5P&w+v*WDG9
zT9(799lpd%NjV;kC(EHkxJrf4b|D}cN|KFeDBPI>Hf)Lyv$b<iS>V{#wq1HJl`prT
zKW!EjW3xA}t!4~!RNQ}qpSCq@O_PF+iM%{8=oIwM2<WD-ALcVMIL4eV+c4WR7}UgD
z$M=Ng4RhM7pmnw#B&bAj!afGQtZwW`bpnvsf9{R`^~aBU4vusLYrw5}g2`uG>wt|$
z!gAFF;^E16I;?lgFZS5rcAMaKXUaGx|8ngON+?kQ?^lluB%g%6CjmP@dt3M7!r?e5
zPHY!_vp0#8u%|Ytj0eR>*NQxQP8*#LR%Lgn^zIRr-wAtMG_Kvy8;%Pidigg#=@<?h
z8dB^*vM86|BCB9f5uZJIt<znzgmOCCV4I`#gM^>^qMbmpyg@gsIvyo#jEw}6T;tGC
zs%jM5r3#PvpKiFTuM9gNg>0;=Q#u{Xr!Bn*Mj<Xr4T)bvr{|}L5)XkFxc$S6fXlc2
zdA((DohL!_Pj^iv_R-VE3%7$pL@vEDsltf0q{*i-3Y(|{`a#sLoeSXAg?S1?M-inl
z@US}<YxZ>@)kehOh`4%kV&YiUe7eKxOxJ<Sz(*2#+cVD-DBFL<At4woQG&<6a96{3
zeBaJ{^ZvnC6--yT+Sjh%`~XPPy6D99p5(vQasxP>S?*UYiKy2vi}0wZ96)&MMqYum
zA{Nn$tJ>#_SG?*b#x%V`dLsIU*&lLZpceeNM-PW>a$vD<RjWX(w_|IS536RzWyT@b
zNVQf*R|S3kyL=GtXhNo`skxMx<zt$WlM@0QKN)Sq0%+K(Fd_{ldPXdxA`<RKqH%LO
zU&xDfDC6Vut3rzsH)vxPOXhSD3lkd{Z)Sv)@Jo#yHgexK6i0@HXn@gH3Puhfmo&Du
zEk>^GNb~Z((5&|Yc)7sYv%jcL7Ro_UAx9;GF{Q{K!i|ZE31vvWU+}0!=>g`Wth7|`
ztyvWw6xWtXV30U!N&q!U{q*|7f1urV@$v-;*;v)ch=mAR=U+)pQYG(!g!rlNR%ulw
zloWc*WB%ekK+BN_Ml~!+X_#fz)W}Q8$V9Z=vb411mzPh|(9me;?@tV&X63_9E^u)a
zwt2_=!$GV!xAb_e7J2M=Ym(T;|IT|DHPKplVmqA}O(-caF0L&M8cPo4>ZH)Vg_Kwa
zK-!t*<<hV-X8|iy+Ur-kSG22)x1XY7uvZIarFe38v-0=#?TtmI#U=md#@K?a8A)~m
z>Y+vdX4G$&{|7dc|6u>0uC5hsys@nd;XF*ak*3mtR5?wMN$nQGWeN>_!r!u9TW?)e
z_Tvwg2|%QlG8eF!p4Qgcl5Z<3WtS351_68j`#*{b2$d=1U#U!Ye5yjJn7QXN%FB)L
z1oENt7Aa1}C#j{OAszJCF3!$J0P?^NlT7Z!4qscHS|r20PDx4maZP}wNxW&82AEEB
zE8c}dsRa@^E?i`$gt=AqnO~VdUT2oT-}N{j5+FZ0@tS7;cZzHcqeiG2RLYw(Sq<?7
z&#{D+7}cD78l2>kU5Wsj+7=ZN98<LYoR9J&P5zc$FQ)I}GYxHhA<s-Wm7X!&h<p6_
z*0YU+)z#rcNNECC2LFJY-YaQqlhuFyM)M4&Bea898rLHaG~f?_fWU?-+g9!@H?97B
z^)?)E5YIhGhtGQHgFe<=y_y0Ti4gWtypfPtTshIf-dtu|`_4BhPFvU4FEG)_jh<=Y
z(&B)4TxIe+mrOfrV)CJ=fR>dre3MKsh-;?Ii>Jqd1<rJM1jzh7`78C#Zoy>e8q|2E
zvKWFj6uaYNcYRiUB(Cxh(jyeQsZ}LqR_Nx+(z1WM#(6J?`cSs+VpLb$N~jO850gn6
zOf}eEI?4wsF}HVI;Pw({Tk`>Dgx&7e8u!3qE!Kr06wnU4-_4^W4lH{X=Q6TC3~o32
zbR8ohR?^-z%%0gB;4pux##52BO3vym7#?Gu)mDL;q?O3Jl$5G>eH%u1sBmrp&Haqa
zQLig!&pY&-CXh1Lkr65c;(grNX)$Mi;xhwjhqdUg!~#t*^BG!DzqaZ|Kg&T&sw!`r
z=xuq;%rhRvjGq2`<$E72G^lQ9$o|MW@4N_V7*^6x%?Tn(Cq7?5MnlAmlU|CN6ChEN
zw2zOCWf=0FW{>gpuA`PnzRUK8=l6hX8*|m}$fsnvh6BeK@j^8{N{X^}h(^fgvN2f(
zb%Ce5AKl=}3`f8J>+8+a+tBf|bJ<_X<!Pi^;9a(Oa+qrcG&bQcc)SADeBzFp*7}Y#
z2uB|yg~wlaAv)Cw>vz$PL;ociRlY>;?~3s((@*&xkeGruHNB&%O1+8j-0LHwLZL>+
zjvbj$g~rU4E8i9RUKBrm8%l53(-rv?{Ku}Y?=ry1*IBu8V1gLgLEi|HLGGV-3%4$A
zm`O!dw5?2GPo{+Tds+Dm@nK$GKGj(NC91mIQ<VCG+;kyi0)I4MwJ3HVL*DLR&kO5W
zxYT;B>(Ew@Oz!JvHkB2z=fYnKGz<py49FyIZB^jc&Nnj;R3K<#J+c>1<e;gUk%Nwo
zSY`~^mo?;HMimEMSZft7$N+n3SK||wLy(ocU0~H79n!(bR8t|p3!yP9(5l||2`>v;
z5&SuGo#>l|Db)?$xt;m!*H4TNt+-^LS!Ct~>T|;(B#D*{<poS;W)9kwgG*QY>rRZJ
zvXKHOMzEEWCUs_V{zP((f@A=B7i$7JQqJI~ivUt4>uub+`Cx57m}FmiI+QHx#B4K-
z&MTWYv-8>*5`}cICLBgy>^$lSbTVZ$j)ST1Cu%{~Op97u=!A@1N0QohtI7A)%?ew3
z$c|@={R%U%ek8jD{ab~M#wi6SDSaHaj6O0xR_ME^XhddvVV7wY{2G80P@ts((%RTn
z{NFh5QN55jOAzl8RKpMuc4N`0X&zeH9_2w5SrSa%)wixX<i~>^badzVvaMuQkUi2z
z`MXm^Yw&J<DVJSAh>EoAdR4@$pEErh9+xpU#mLJ0B9i4J*Ts^DYTXFklqVTfq*74j
znJOYHc*j^$QxgG}+!!d`gzZ3QUy&pI5>lNC3kxGOAGJPW%kE#gA5B+`4;zbak`q+F
zw)W<=L-q~M6YZl03={JMKX)=3ibhw-b7+uj;O_2DC^Y2%z;;qM7X{myF8<u&OI#Us
z>`yb*;fNAn?HlCDFNrSF??1_!V>z5YjfC-k!$K3nkri?@U_VZl=9eO-7s9wf&P6aX
zzL>b}q@6Y-M(euG0&2hua1hK0V`dn=WC*c!W~pkkTZRf)2xo?L=~N_2i&Dh=d~Ml4
z*Jn_11C>CETtX^VaYUjgAi{w2cwdrn{P;p={Jj}1C*feZ#iA1+=|f@){5=`fb}&n4
zmFS9VeW||KMkotNNih?S<i$BAG3tytjzq0G-f_$bt@)t|8N%a~V%{owAIUFkw^MkS
z@#anzsmN~%RJMd$CC3^!t}7E5kj<bWBQ(&5f#}R`56~ZeE*yPEH#)!FsKXtyBH5j#
zZe~KFV-r(TLMClcIREiD$Hc6q8X!h81+REi^=<n2w)k(|4G`|TexqHcg!%=ApV5Ij
z6mlplawr6*e;tbEAa$8fS6JFF-gZ&9sWLWlTkV!OfX6}irE*`!mEV+OJlA6-yDn}H
zL=(uNhuI`iNEVflh}Pw#J+bE~n|vnxcvD_U*p8oHAPB%?K_CBw`Q8k8#BWPzYiPAp
zgOmZ8bw=AI-~JTJI{JPFlm+r}YK0w{4)g1~d;-SGdqdUU2eoC`*GN%rhmoZLbm>1!
zqYn$@?cI4d`d{0AE(}YP4Z~^z<ygnz{o2j0WWRe0NZ(h{)%83fuMNlg4I-(P8s_Na
zwFZ&!B1l!I0*a&kwFQm?HN;5T^&m*m73OU&MGN%*rN)GzQv`HgjvWrXGoq)P?-{wB
zP;E$*k*&h*rtv-u%Xv!H(P<pg9(P?bz^E7m2e9N(f#iDR_Y$`4MqY05m9KyycGUSo
zpOJCrPK>bIca&rR%H%X*9WkFHC9H<4xN2!}1-GXh-}2L~$evn9#TiPp7rgT51PPQ2
zJfowhBGbzZ)ba;UYu|jiPA$xVoa!hJIYK8l;U(Hfx(~~sVph?+QywJcxs>BMZXe(w
zRVLHlKJBX3kuWsG_p0PI=pGRrH3U8^gb%%iGb|6P8BSA@PKj!Mz>|9l@6?1fFuKUF
zS=Qf?=%dz^e#A4j*I4zB(D>!wFujCAG`Q#KOmlDW7RR|2#x)0ln#8S6Mg~+1QQVa&
z_}T5RdU0tHH=thom)tijGLitY)9S;r-zn%P*LvOm>|#zU!c|#_-q3SbI{zr@SLPze
zF+o+)qzC}iR}r4|5B#>*37p*=N8E-^*paRm1-h+Srp&z7;iBRt?VlEDI$Y&B7+*Np
zP|;*WFGli6sIeAx0f*#|G8#qQQQ!6eVfyR`EKS#Sf8uyX5d+zs#M^;Oob|R(9*}he
z3v{e5uf5NlphPJIjIfejIey~ApDS_zmkQ3F7|I5o+X1o`(mcUs*x~My{q)bxmtEeM
z<RH#3pOdSMU474shRzZF`M&kPPT$0|8|yTG#QK@c;e#F)l)1irqswsKA@33}b`UXD
z;&vm)ski8Cu$!;0D2>~@1Ox~`(hudM-&3fo4T#$U9@x!au!}6c5nz5+iJv`y`_6i#
zQ2tfq9@bZ;YTs7XxT0r3B1EyOm2D2{2TjCK_ClryreB;xzs4`U+6v!4voDtdDw{`J
zn+)!cR_8WC?Y5TZLB)SOT;^?}STd5rFYltx5;ID>z9hfR^`~a_2%2(0S-UzvWfzRt
zOP!tdDwq?AFiNvgBSc(tf$R;!xyEWCoe=>MVx@XJ4VyEy0+>AzLtpRv>9z-K0XaW+
zDo9IBSC=dh3rW*>JWNHna-64b)!}g?DS!#tZ$c$@UqVcEXMe@?<ji2f40+P=`zb9T
zcf$igVg^_)ho++`Wdi&+)G@AKM;xUBsP5oO5xwq>1I~Sgx9DLC;XmE-Uhfj~A{%O$
zsSz=6Wo2bg5IqZ)dYuw%aXkmMH~8kQ$CyV|T<bTu*S8t>pD0pR%klsGH4~9D#b{I^
z5&8z>!#cQ8qb!|ZpmSK<a221;zctyhB+A!Wp;jM?c)^5ddaQ$A|0S6QAu}|!0Q+mV
zJkf|~qpPc{r|;BQ)gMlja^({;t4u(~erzFtQ~>42#l<N@+NL+jR=as|<1ONR+w$ER
z{=UoKK6o+m^RA00<E^JX?aRg??$^D_1fA()G@EyPx#ImVIBRH)e=YrSqiarN)NQ)d
z3@~P|;v<N0F!TX}*K-FRr&J&1QEl&hq4{O@*)v9cAACkAM`ms+=4bM}ZF9nLzP!De
z+_e6lM=WCD<TM<olN%_31v%dJ<A=Jq_@GZI3XlGlP=t1pesZSV)`2Avw$RvPk43l#
zVw2}uIR!`R)%{iE*e_hwp{UnXj^d0KHvHxM;b@kR6DPZl<KeCEUy~6GOv&A|A?B7Y
zM{7eu$Th%2LPp7$tnX<D4SjloG`ljDCuDv!Y!qY-)I(<Na+1<bQ5Vi01`m5eQBQpR
z?~dM$M;R3thO~iu;#MD8(fF-17)(HR*7r|-`CV}t)K_4c*S`vdn?@h74jrC0)Vu3m
z$6Sx_kU&KsDkdH%JU`2$%Fasc+Jj>Y8d?S<yM?~~Q85XL*tE1^=Gjem$caO@ClGbF
z+}p)41i{SzF0{aFpjOiPGb4}*fCgQm@$P&_Zb^M76e;=lyhJABdh|Qr-`0@!*ke}m
z@*h3Oc`}^B`2|$g?R~q=b<CB}Vq!ZCN4f!N4o>_>_m+J{txpy-O2NQRS27rq;MR)K
zx(g}PV5sJ~{Z@Cf<J>4r1`vkb$Q(Wqf$W!0P*Ct&TbsO<T+RB%qL&euS%3)6b;D&_
zcpMZ10B6hsgENbko%7TgRu61ZVWFO9$H9Mye1(_I%ycp`GA3qb?BBJWl{(Pg)AI~+
ze$^y#G%b(!(~Dd?ThM}>b54U^a>ND<`0T*Cvx?t2GAr|`wN>Y|ZCxwpp^L0EJuDa{
zCxYk{0eXsT6v8i{Qk#bEsy3n{0D_`EdC1CPu<-E=rHMH(g8Bd98<VLRHI57lI=*&R
zr^<^k1W?Qm23LFlO0`j$%ZqQe2sQ&{fl0^)=cXzA6oLVkM5;8oi6D{1IA25iy!C>F
zD06+dW^e5bW@{!_;M6INNR%qI0&*<s{9P3D!ovLPCQq1;G5xv%MEGAi*-K@-Mn64Z
z_n;)%B|(gBf6?0uEp16_KA)hx2&WtVs9TZL1^%d@O-1+zA<85FAawT=nIN{&2O&})
z4i_QC>p9>5V%<H4Rv334bQUnV;y4g6^`}L|#IDZU*ariw_&Ko4Tl1b$tZM4$93J$*
zp<x}VAXEj=M|{&K+Wlnk-~!A<>wb0ZOol6za%Nyc)LDGo4I@h&7A=bI7d=EpMZZDy
zCa;5|=eeL8DJki}-ILmh%AlEeS$xf=ij|dh2FAzGZ_ok@^gVU_$EFs!{ST3*Dl3Oa
zz;dcGc##8L7i&WE4}Af1^w`dqo&sb0p-S%$uG2dDc}b79kzsgZ96_T$s(d7nfmfn1
zP@~}vmxiV$;;^u`vQk2%-0T;8uXppVfeLU6GxhYES%&A3cPOHh1|bX>X<$O*7I+;f
z3)WD>(VJ2YK`~Jl1^X*$`|Tk1;Xi)-q9or=^Xpfy?(JcEDspmEfAj9#3*GmJv2W16
z0ju{Dvv&JrSTlnFQtmf{DR;BPBqYcjQ^R6YqxAIjz<|P8n6CNK!yx-bVc}&a28I{7
zcQ@}je!5RluEyc5JkNKj5yrdbgZVVMzonfNmR9jXtIVRT)!^{{p66ge$<RxqB<lx@
zZOFJx9P-pdCb2FQ_nJ8vUo$k!DJm-J@>}}CbgK9=M{7?74^U`%u}#g*b4%0q(!@X7
z+Z7%@e8_#jpq4CW)7{s%@+G?Kn@MQo@oDL9X|}tQeRunDlI`-~Cb^eT7UmG+f~f<;
zzTNkiS0DGIoJRvvw^pEpGPbt2yFCM=WU~bfaul3MVq;>C^V!-3$d3wKk#axOrZp}n
zQTFP`;GpS{V*A&0@Rv-)@}H07|1}GmvG4sa$h`b*Th+!L&o}?DJm#gLydXXzY+-R7
z#<d8S^Gc=Mx8<>HfqAtzMM|V}9Vk}okr^!@q^D<R*9JW77{}gN#F<Vw6^EWvQ^^Eq
zskLcM%2`O3CZ)I%+qNbPOj#`mBzmBN%471O68X@4L17=r4-cgZrFx$nkRYntPai!v
z0wC)XX0D`<=aW`I@%u9#vHC)7;=IVNE%-9*!3Hu`f8u0=k^`3@&>D~lvJWpx?pPUc
z+LcrOz~PK{f}8(-cx_xOFfFVz*nx?Qx~rhOH-Mo<{Vg%HI_QxgE%*k!4h|0Qe{r$t
z3{CC3c7u_e<7nSob5Lk~`TRM|yD7-uduOR$h5i@NKp3-lpkU;InR{Qa{FKPzdfYU3
z>hqtH0SL81t?EK%K(_mV#}&3nZFBij|NfKdUcgQm7NgI7sxkSo39Ek54(3f}Mv|PR
zf;(3VhW6?ytHnLwxiX;rb$^=kf<l1vsk%PiN0Mqnr%zLzn`P!;ZY=Aczv(mOBXRb$
zZ=21@cf03fE5^M=&!#>Pao;QLZvFa*Rpq&WU&f}eMQh)vBZ<G{*Dqf>VDta{ZcfT|
z3a@Sb>srYfPn<7U#4{PwpPc`6>9dLMAv{gb#@v90aBr;y&4kHM&M1YY5z+<XsU)#p
zT2pvPUJvviO|(y5VPau9RUQb~2~C(p%7@G{er!Yoa<dLVpR^wP{ZXF9`yGcv>)<>x
z_7!<XO5Qigyk9X~_C~P%?a)AxGgOVjOdJ=)##31*%NiG5kGxV_^<sNZy0cNU|NTKo
z$j>`yw91VH7~lI6(3dw|XYDp&B=C2~L_WX{)h&-l%l{;&I>x182?Kv-VMe3<h;BC@
zthUVLqr*ioi^m<*eC7MwHTzxPdwXAj8Sgig$z&>Zq1IhdK;L}6O*U&~WrYsw4?Do@
zWdnonj@USit+ln=*1*IrCY)@)>pT-J;VGOzm)MG=*Z{)j{*R$p|K<t(=OzEl&HA6d
z1fvcUC^omZyI_rXV;x~2g0+K#ChUvB)hJYKonmg+Ot&L^NP-NAs}MLYW&K;H;cBEe
zQNB<<iw95ql?oUQ?hI8LC>H59CrLz$I}WHL`ymYe=|pgQt-x0#Mrj=;#M>utJ2=?a
z1`@?ReX0VF7uXmm(L^Xd3c`FbWGI{gkVlF?d}xP}66u1dTI-9XupO-`fbtPW`#c<w
zZzVDT2MeBj9c1^&cO=aI#s`57Ke>8u%K_#cASM1T7<G#bM)2R7If<u4ot1(S87P#T
zHSCbwV;d0ZJ$dy?5K&O>BLiAj;jyV;jtXoHI>?2b^T4k_b3pzfj5tC5`A?(C{->w-
h|JS<&e)zIaGCtby^6cqo1>`$jQqfU<qi7NQzX0SR0ptJx

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/red_kite_synthesised.csv b/modelling/data/abingdon-all/resident/red_kite_synthesised.csv
new file mode 100644
index 0000000..36df73b
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/red_kite_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,145,0.9339396000000001,154.97792473880077
+2,131,0.9390565000000001,155.82702305639643
+3,147,0.9829168000000001,163.10520065205813
+4,142,0.9120196999999999,151.34053682583288
+5,138,0.8366785,138.83841910501783
+6,119,0.8098228000000001,134.3819846060333
+7,132,0.6403587,106.26111411748285
+8,97,0.42394239999999994,70.34899618860423
+9,105,0.5038142,83.60292161285281
+10,112,0.5763625,95.64158554500425
+11,128,0.6106635,101.33349302645766
+12,127,0.7159595000000001,118.80630985882753
diff --git a/modelling/data/abingdon-all/resident/red_kite_synthesised.png b/modelling/data/abingdon-all/resident/red_kite_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..ebaefee9a53f173a920b9b022ab4fdce74b5f97c
GIT binary patch
literal 77800
zcmdSBWmuGL*ETFIDx#=#NH<7#iFCI#!cap=N|%aC!_Y0=$j}X<z<_iPEg{m<4ev2t
z*L^?F`{VodeSf~$Ha9ooJm;Ks9LHMw+V_3&NnKSA?+)pmTeoiEDagOjymbpp_SP-*
zo!i*pJLW|{?7@G+ZZa?3w4AKm-n??LyruHW?X|s=o4u|1Qx8iQS6e4X9uBT&9D;05
zZQR^my9#r1I{f!HIGkLpIXev92f$r$U(4&e-nvCZfcl4KojIa;3+>h|g%?uVo@rZi
zSe{zeL^yu}TC`&{XXoaOYdf$zlNZ1I<oVS*b*zHKCL_ZL;UV6!ct(7$puUOFsgm@_
zchIX-1;)>QG<9<#dSdJ93TtjSVQ^3#@QH+}7K{dc{LiZ=NYK#x){FnX8X|%;X#VqZ
z5xf^p@bKSPOy?`Jxc^-Ck^DYJ&VMgjc}+}A|DTI!K6JJ-{pX^GLgd)8pZ;@I&(CMi
z6#skG{SW{Ddn=(*r9_Sn1VVv*U&Of$R>W>tOKd`0o9(_i0d3CoKWDZNqCctJqV+OD
zTGw`stmWrXEyU=bJJpr7bU%2gG5t4AsZS^<BAB)Ev$P6Sne^dw`zr{HfPet)B26sm
z5BI<S>Q7}Cd*SlH=Xk3_iL)hlK+M$C)YH>5>%}L6Len;JY<$Xa{VFSJK|$h)7vf`m
zUpcYtGubl&CN{3GE<z?lE_Xg+-zT@ZElSF{FQ9up;jun~6-LM&tXlAv9Y<%?J!ZmV
zwJ%X`266M`=IX?>aVOyGJKT*~A-CV^{E;aiKf1))Mb3*ne5i5%Y%Mcj4ClH;uYz>q
z?Cgx1fdRWfHC?l>+IDoP(n9V>x(E^0oyUunS@w)UK?3uh7>^iLc}rpVBVGr;WaQ;P
z3QL^qE<`2sSev&8qS^XC7<5?fir|4r#B&&v9zRDHh-cAxE-86y%UE|%0x1WtfMmvG
zU`p3ahG5>dG)-AvUCldA7jyOSknIS@QaO&moU+uffj+Ss%!sh;ODK|T78CNn6wL75
zS1@YxHx|2TySXL<3!yUU6OJj%Y1&#kuVpt`p58~xNR$1;tP5;PWZL_?L`&-hnYvWx
zVNX~?76NW4-t5kQe~W{!O}LJLG47pjR&<V!KiQlplLpV~d~xicgrB-K6eV$Ob6Zh?
zaC{(LWL$`8E$6cN^-uJCwam!-6vFM_zkeU;bieKT>xYJEcsQjP=`lyiTILolQV%}J
zWI@VrZ*xj8V4^Uw*PkkY*Vp+0e|$ktX!4tBz}0)s)>HIjIwq#uU?*uyX?R`F)H?9s
zh6+#n+<O>9`_Dr^K2v8%&feSGE7Zur=69He#17N2=#`hEW2=eoVK%yNhPbW`{QOR2
z`mHO1jGf;RK4{-U<$o%5#Sv8SgjF|pDqlI78ye%P8+_-5=uMBV0zdrHFW&aB20E_U
z(LusvwRkWn@j>kLWFbIjNPvdsx!52c8Gqp-DqsRuAOpmxoc+#;dhp~)Uj7cdNwc7g
z`dAVqz85TEAqcR_LF-_KSV_JrA*YGaT$^$tnYeF#FS$Ylq^wta0y<vYF*9R0S8g+$
zU8q-)VbBHwuI<FSygr=sq1QWp2JA&O%VOmWQIg8a$|#5P2Sh|4cH3@D#vjJ5XTVKJ
zgL`m9&RTp<c5KBL4%P<Apk)fW$}Zeb^o~u_h26Cy_|(+Y;@Axdr9<v%XyJ{zY)|vu
zBjZ>0D~wxXxNsZFl46lh*GKL(PgIyzIC3sKzj>p#O0*(`s7CB9cb6zP9p1si(;3tf
zz1XUXnlsrruq7ZM7$b&+FZf?Lq}0K}C6KC6xsVSZ$R_%<RmxN|(l{6VPSWq__INRM
zmpIJSLhsl>k1+TgrmMM%Xp<(Yy@mV<R`|rrIomGbuOxD1yG}MM+KRhl*9+jgcZoPk
zBa0yJ1+u{i7o!wj+iVjmM@PpEKGPbg4j-TI`bZuLG@Qn?P&r*#$ANY^`U1vH#?5}*
zu$G~9AzYU7Hue)og*z1$6<@qTFk?l_F=@F`L+r1E#9Nw~;(lYU6DD#M&HHy8=NjMt
z=<PjA%=o1=?L{N;KF!*Nd}TJ)Vz|}M$9}GH9I|kIc`&%qqGqB8PjAMd5`5jh<+*ZA
z`KHyf7NKfxp6xvta5Szr9*(ws#L?ZTQ=)siUAHiHVeJB^S_!)sap`zD{cK)s-L{oZ
zKf$T(s`lsZTekfRk=<t4My1+ynx%+PH-yb)=P`@+?Lmo~W*HtGOVi$qu;{j^lbt!9
zru3RCJcTgdO8T`DOqo^kgf@yIESdh6Zkr1FWLZu~DZ;MWYVro{#f!LpH&8G5m(Gti
zg{`fv*N?Nv1YesqIzFPLEI&9p(y3dYs?0&S6LFeoZ(5##ZHzZ_c6$07WK@fKj)3dS
z#;c2yg8E&MR@e7e`>dx1zJHf7_Hc3GE+u<rCK);-BO|l!eY|BmB}*tFApx7=bDVwo
z20Y^9I*0M%_{QtGHw)unX|=C*Ha4K1v*7%0f?ZxZ(bUwmxii}U+h{#I990|lu<VT+
zre|PCF**Ss_xJv<emml*)YR00nVFf_`a2+#BdvDzj^p?IWBiyew0$zbM&LDK?0(t;
zKW_$y)*3$8(%gJ+d4v!du<j0$PUp7x=^}=)Yy^df?p*Ej_jj0&+bU%vNQ<^j{Ld_5
zM|q0znwtUFXV#tkE@|PJu(U^`1!@8fb0rn6#jM(e(XYsabY1ifHzq5brgV=#)Xst2
zXjkv#Ro3HGV60bdqcJyLqSqgJGm@v&2u^5nIAUR80n&y~B`*4X`|H=QZXh>sH>9V*
zx}sPwp4Lo$+%mNQ38;}V!}IHkvn4qtB_+e=k7NO-41~vi)1J?}t*E2T$<&r@kd2fb
zSuci0N42g@a^)Y+g_H1%_->^M--HiJA*~SzpTuLz{40(N6Q9g6jtY|&10o8FGM{|}
zBVL8t^2r^q^zE5C&hJ-)X+k{X7B)L#!e>73_ZpHXwyXUzF4OFWv)_Aj@=uf*3K&aD
z2EHOYn>($co-A0~`<}pVs5~!inMu4$<TVG*C3}Bmg?^PR5izmNR8-emOmkxI!c*7k
z<#=S2_w@FtFh8wq_%l&id3pKJ&9Xfw`TZ-_wXEpO{S(898pk<<mXqA?vpzrGEcg`+
zJlqa=Oj5AdK&#|&MJ4&-1u_hUT;L=i9SQiFMdL58kLSqYcYau|uNSPMie8a+?N8xz
z2dl0zsgR|JPC>7fpgq|)xI&dMU1L{JUSe2R?l@U)9I~jZtQ@}cBblcWq@vB%tK*r+
z%j+|B6^+J7xTSl*<=%&#j<-0_D^M}qS@p`bH&@Tgjhph%gOoGE*!F`|FJ4oTk`|+f
z5abStYpZ663XNZBw)%S2^fPAqn!~SqVrWCMqA-_L(*!>UD=vWp&=^B2M;c56k||$9
z*%s}xU+t?->`s4VgKNQ^Xp(@J13e$6OGP<x2W+Wcc88PXG<j^N{A|29*)6&CUX;@n
zEv;JqkIvn2glqq8TskOK7yWOWNb<W5ru0;)gv9ZFnx!wf=0cyax`9l-(Fo8@5&rme
z1I-{;!y)F|h_@2^f`j50r8_GKSjd49`eTEvQqwknW=E=r4?mX}HNdGCpLWm)MLzF3
z?8KKKMyGtlp!}?18(<K}Q*(2W8bfC2>F5fV1*`|s9(OENqvwFKr?W}Vbat`ZR>G<B
zE-kapac%?@Qe`ZbSlBYlT4dVpZu3E;u=OfGyvKiMyd;sjkh%ijqNAe&+G6B%c}+7Y
zg`WRCj7Y#s45F<&&~}I|Yw5f1|ID)Yai>p&=&twCM$slfd}U-}-qpgY07Yr8Wo?lO
znfArA7S!5Kl<Jp*E80%hN9F3E<18>vjg_RnWyPnajwfAYPLSVRqZg-o<wjiOlf^nE
z8?{agj`fZJS~M!gvycpIub46sOSCrsf-KnXR_&iCp+^#^PX;$7+z#)xGxag<J4;Wi
zxyIunBEH(|ro!ux_X>cubw<IaeZu!H;Dl}}D!SMBPieBZzN7FqG8|vxa_CPGL(LYi
zYxS)#wzYwDo(r@h$slwV!Pqq4EZ7f1B!gG9*2N+t)x?OB_~SkYy1Vk?qN%i08#O;t
z00c_8l4J<;{jJvj<yGexze)-(mrqN$ep6<Z^<aw8WUYf?&GpsEg4)qF{ib>?SdTEo
zxl`*|S2P~o1xEv!fMXH_-SSY{!74K`;gxo!IY_jz%Fma>sm|2d(4OP&Z%<WrKKP*&
z;rly&M(pPDz^WoK5Ju>$wvAB_iLveIT_JgIV3i%tQxY@`Ku%$xiHpS5A&k1D?=%c&
z4{4oAg6?E6#4m&^4@G)))g|6@(!W_vG~M8)smXeu@RQ%|_mJB{qNphX++M-#86Saq
zjDv~KHeXd#^7KXDaE_b~gR#}ym-=EiBaetxwl8B&G?%;i6R+xRM;SVg_FEGSgND0f
z%+h96=dEElU*WXRSV)Ep%(UhYVtMW-MUnEcjCUt4TI`qVQtw_BZBM4%3x}Fw+w2;`
zdlrIMO3$1=?p?>9=xm<=6kgzY(_7STqkHqu`jCQF3Bm*Fg~h2c^m|_77y<7as;=Aw
z8#6Pr&?B8<Z7Bet#&<zJFF?3!PHN58JJZft3`2<(TRO%z5*66_ioO?)f8&+g7<1p5
z6&mkepRC9{Z?K!>sNzHZ8b~kkSL|;G$D3?INkzm~^5@1zXx+Rw>-fd)LR;H8GhSJ)
zNxtliT#NUS<^_jPQ6<xba25AObF~FMpD-;gZH)1XV6SU}1w(FYTDTNcgWqmKc{~i}
z9ryvCir?qrA+2m-W?v$w9v>}iaxx9%{BvXIcAo5jT9JEl+SpRu)ze6Fq2SW<#kcs2
zTWR~Ia%Ivr;d&c~DIyD~B(mX^GFoG&rvuZ>xB;=LIy_el^9ay9;cCeZ$rokx!uMLw
zOQgK;e&*kzxaIZp>wDYQHth<Nxj)zDpAI<1awp)t6-of-xP(l;1SfE)+3Vo(jJ%jy
zQEHO$nwdvT;|~|nm6pY!&(cWm1((@8p%{<ZRWVK>A(QC~v;8*Ku6f@Bm8zOoA|6|X
z8@{1Aa#1N|3+GH|3`&Faf`Tt2ObsDy`zASjDKJ+yuVs3>8!~g{k^t6|vp&wYLaw!t
zt#gUMk00SUe;eMw&oM6yCJ{J3%OMm1erihO;fDJLUID<WZBbag1-AH~j-FEt>wOt<
zwmW4p(k}Z!yzDM5m>lm2jYj3AaoEjr`~+3R#cfS!@EkSCGTmMg5xg7<?ssXM{&0A>
zHTa`v>i|0S<?|g!h3GPk9N8pZ+gPYc?09=nbiNo7hfzCd8uHKs37*EvDj0lG@1hGz
zvK`IOtKWX4Ci*!;O<DQguOG=4E_1Q;O0RFO{l<TH8<{E64l?qM+*XF<7HP{;$@zq@
zMA7zZRUhc3l;wJGJYm*+!6&NV-)dLEDWuEU{3rNM7acyO^*dhO7;L5z-7?LfJgmEf
zxyYCOr$>JlJ1~w!wS4Z61hSl+a+);TOi>9PdG~CbB~rS~jFEQB(>@)}lESE(Y^tv(
zZcS1wlTuTSIl-`n(?yK0Oeq9T)IS^m6&?@o5DwdOPQ=zJikWPUK2d8>ku`B8XdflT
zx9YYN;oE;BnId5u)~rSnpg|LGu%d)#cn+53VoAQ0&FfdP^}StbA@-(!(qG5l^mlKW
zZFr1ZqMz%2er|#-3&ks~9Aie~#0ZIZiUQ7v-_iJ55|@A8ZfLVo5zt3J^VoV>mEKq*
zsr>R~5&~ynMaj*rdYYp~vZP_FY7EW_!+Ag-NHZwS9Z6Sc?&yn<c)(~Hep19Q+n|P&
z>$><s&fdgc#eL9BXQ+<;ia<Hqv1jC=5j=)2M^)In&o6mXGu<Q>kGZ23)yKH=Bn0L|
zXcYu(am{=DW44A?l6?rWNQB)A&&9kJ6&nlg;)W`|=H)YZ0B(!H!aBI^9A%MaX?ZEw
zB_$_hIwG98;;ZD}+INs}#dskP?*RxaKhpI5ohQ$rV@$BEk;CY~p8^ZMIRjAu;~CDi
zr4__h(o^ILIL)Um@lU%(uf<QC)?{U3((oB9vKN@*>kHkC(2A|;Ii|l|r@t_n|F9}_
z1Az0!-G>N|gr{Ygu9m~_%qpI@Mm}5Nly8=2h^r3$*>#HJs1LLUsBwq<KwrSp!xnG@
za4>j-+CKs>Xm?xoQ-<N4t9)@}9mD_oxIlR5F6ho4*B=Uc{>eIL?w~)*N;IaMV$i~-
zf3P<ovRh~`d-jC|Efv55Wvth9#Ma8G+=5>FkWQR|YQkiKWCI3WZ;X#?gP8)5LSi+6
z#BfpEdnsg@nD<9`#Pt;uIU;7`lGpMqofNDRAXbVA735S1OrsX>n#Mt4_l+bxE9($U
z<CSX$<s`G)uX|h5g<P#d9dPg|OVROSJ6Na&-e0!*U3eTd5enAub&Xo6Wr!x1yV@?c
z2Qi#bU+f;PkDl)Laq0{`H*wW`{&UhaKqrVZnLFbls^JmF@xR=Y<9lz~Y8D+X<&~~L
zn4-MEcc0gGP>TCx<ih(4Hi^*9)-ah<^Ji}S)vzz1%Pwp$#4MA3{#@H5i_IXvs)n4$
zjxoSBxAd#eZp#Ni2NmARZ+?TYo0+%{A%?Npc}YCj&tOe1)pVg}wEU+T68ncfqDCeg
zBn$%RKI%?}xQ-5|F1v36<@+{r=cDZ;!U2HNOejN&Z(*!*Sv;#=Hs~5Q-q!oRj{AWh
zq3gsUklz*0ZaDF5)#NUzqSXulr2VP_0+gAM0|+ln@i>C;i^|~jkN&m1z2jqDDfP1~
zuU|h%o;-$GtgWxx_R#e^a#NP6W?`Pi!q{pl#k`Xs5m1TE@sa{ULx_<f7wcNnSfwwZ
zm2_mkKth%L^l_n~pB^z57wwTyqjBLDDjMr~IVgU*SLR<B#~E!Vv%eOdyhmp3zP7SS
z4Jea5o89jQx@kiD-(_SK%zOX}4&lBRi<j0sP=J{a*G!;p=@u)qJ@1;#v&IhOi{VT#
zsI@P;?xMeO`AT>lLdQ5LHLvu}7nv~HF+6*T%G#7s{~&eEFm<~_8ZEog18P%lscL*d
zTDeGNcM;c78<?qHl~unsS&t1}JA+nL4gRnF&!&Bsj|?Q80Eq9wGl*7C36j6!KVx=Z
zq9bPHBZ7@~F$TQ_Jd@?`N=PVtE2n!~4FT`pUW+G9E@wuzYSQZ3NF8p`Q5~)}KQN$8
z8B2MlV5SO3R(t0NC9@ZgNBk%X7eb(q=65RUI(kHN%908=mL9_(6_(vxFitMI2W9CO
zT_*))FblZTLhHRbr(|x+d#1T7hkqkPZ=*lQ9Wh()kyk0^a|}84r)Sl^TdO!xDzu-G
zW*|9H-|^DQgsiLEZ!}+}$gyBNDy~$wA)<^#z%lK-0f2p&>y$2t)X7Fk#S%c)x^26&
z4O-**@kKi%dFc|i=^_nR0k<AL%==3N!<k3W^x&B*Z>yDkR9H9V#N+(-z7vJmYuT1Z
zliH5F+G(XbWsxF&WmKn`{}Af_u%By(&i+!$@U9z$h{q2)o_=yfZA_M_?%~dyA(k{<
zj%KiyK}eokF+b5t{Q9aUtB&vK&ks@kQ;PGa(lc_JJ_AOJ2Ek9^6;&)bgRC{}O8d)}
z<(uBnm8smLpT@Myqfm9w_)Tu{$GWpo^wPhiy-*+c-pyy+%Ti_=3K3d+T*e&3OERoz
zkb7dJxS6EzMQyV;ecmD=*;R60pn71FTkOKQLT-8OX^^#$+NgJckn_^JpI7ub@Po^$
zcLp_35_I|4mee!|EmSLw$J@kCD!`RbXSKy}erBYxg@LC6&&z(>Pdz_PNqx>JLZLxb
z-h#`JE`TwG-=Wz5=5#sAVaMsC5P%oDbL*?bJM%4uSaLimHE9_q<FnVO%{bEaw^GG{
zhWjVr+Vp}R7Ev>jNNGwBoJxOGj!9^I72Ci}#RS<nx;#73+Ab|sX^Z3NKs9T=FB8Kv
z3NpMEv9xog`u_avRLPg>#gW8qR&1BEBc_Hx9T!^t@U-d-YoM0(s{V;Z>CZ`f<iE%W
zE84A8u3#iXxD>_4#!_5z6UQK1vkg_}#wk`dd_pzC>A&PB!ZBAN5{e!faoEoW%42QA
z2|n6SmQ&38oy<K>jv67B&iJ4#7Z=XV?kWp!%N?*bKwC}oHsLllfok{GM-+VN6{Mdz
zY}#$rN*ukD!N|ClFqRi*2IF0bT`nJwgsm}+($SYF2G>mESUL383U!9yX-U)w=S0~x
z#_14zd;*$Wxk$c~Xk{ZrPuziAa5#4jvfeqR*>UymJ;bd9O`@*c@&bsn0}}onqF9a@
zpSuz?M*3vE|3Sj~iRSck%E8mC=jc59!V~a|@IkcX9d;?=GiLn|ZoikcJmu0X6{bj8
z;VPwVEelO_Nz&i)>e}<B)umcqD)RY&+%PdQ=?UKwzi~-zR_h@`e?DKadZkO&HfEb}
z68fY024N@L*8{tV-+I0+CWo%!(%R!3ee!E;-mqHPx(ETioX;>BsWje^8({aMj14M`
zIbqRfT+4zaDE1F*G1Pdk?iw2e9Khd-s!<QBk)|L=7NW;`eh}d5_O`;h`)poo`<TXa
zidJ*d#rAFAV0`@eo9i#vWi!|4-k2>D)>}Z|xwN}mad3FZtADZrQ`-QG>~Jj3fdXAS
zfMyyyJ3lX8@bmR`1D_*g6Oc|NGfi)titFM5A1#w85#XN=XsTD~m#v<AOOK<-9zDwO
z0Z3cfkuxfp(^NdYs;UZc4!Hf4*;+vGL9eDNEk;`^bju7ZT{1!8@ZWL(4Qn~8QT-Rh
z0jqjeAP1<A3@7x1v_dFeyV?O_+Is+7u%zNNsvmltzSaGsx91@C%Cfmk6ko_hRaG^_
z9dtIsbEsY>ii(7!=s2w5puNApAL3_bmW67AZRZz2*XcGtKOZu)1z4Z{ZKZgYyxLSy
zri*9p5kHf3pp}57io7ZRSqW+W9{NP<1X-%j)5)JI;KXkaBXl4`ih~}gd>tfE`zhJu
zhBPXFe}9IHLf^A}tIW(jhwzgqHmBx2+0bsKZNBWXNkXs76^q}<ssavbYU=NP9Hy<a
zf3CB(IlaVyx{@?|9md%z?>xh2H<4t|c#_i+8TyzxJC(~qw(;0mH7#Iz^ZBug>_B>W
zGgY2@2BoOy&<b(SMV&|Z-6t%$hD{z0#k)^z(^L1Sxy1D#H+J2F<KsFgs)D!s2<RxO
zv$a6JfnKa-_;46Uan{-+v#%L!XL>xtyXn@d8Z68&>*&i)x~sb?D4KrwkBx#w+7qm?
zo7A1*w;5_@0FYpJp?Y2f$S=^-3-vaCzd1mOkGRj@fJ729gK$lltl#Qhx!`8K!2vqc
zvH4%MgAPGA+^D659Su2^mkm|UDSuf>6LOCvn>!ki;Zea@cg2sd=|oiEAL(5C7Zyw{
zaS?vK+GYsl`1?~`E5f$tG|7~)4{49o@`hoM1f4Pi9m^nj4^7akYKbN&qa~z-#9GoO
zi>>y?Yb9&C_}G4>9(^Ejw(=+*E#H#E@;xMvWcO_~T!t^!nI0*=+#RK-?-F}ON1_^A
zWSFP;B>o|5a>&S$FxX87(qtrUTS~}+kuS^bK^QhuUtT3-YRP6MDjUb`%yK*EaC_4!
zscm#Cq)Q{T<JPDxl;(5k*<Gkcn&mcvdR^lg6!t~wo8&<e6;tS{<UJDfIkpcC?^&VC
zQG>%=O4eh^r4iGyrD9$jBMpY|d!tZd7|F<%Je-|~?PV6cezk^%q&Rku$z7iQK<~IM
zfw?3`_$&BY-%|6fMs1?93L-0Zy*5^XAvt!PUf(`eh;5fBcAI_AD7l<{8Ro1YEs)%5
z=Ll_ur1oC)gHtqq#)^Es?;Y)OpPSw&vP~H$vHS#~fL)ws2=aS{lNaSkrD6WIVy&0e
zrjpgknKdqIo%Ow@TVs?ZiypD<W`4L&p}CuvOnpJa#3Ucj4OD=O_#eg%Y`aZSKKOCU
z@<^wB6NUh-6+Y?;JlD}BEn58`kci;<t72MRPuJ2euO|$hiZ)C4k|6wc+E#|d0?(`7
zw^7^1v|a7LG2oV44ZuKXtFU8?C5h_UVlvJ2f!$M>CW0ViUp@Xyx(hRYip+NwLy5Sn
z=*i;DRDqVo4P#V45M4@t)!T0<LgU2?T`6uBdM1|S93iCJKN|0$V0;D;dwaePWJ);w
z-eOZ}b%C${qad$4v!HGm^IqO>FpP+^c>2BOTlJ0SiYkUhDsq4CDilWY_qK#ID#qoe
zZRIJF0A%5T!)~SiS9fMgd}i^#1!$iCFN9_OMZhfS+(ms<)GLP8iyvp%Tva$-HIep2
z8QC>CN#yM8%%oRNe!}w4uRMGx6b{JPEC?c2(Erl2c0qtg7O{j9jh;`u?f!QDC+Q^>
z<)h87%dh-Al}quXJ{|q!suUMxnE3FYAHsgP_J4I?PL$U+T6qDPC4CnXQk;o~hL%8i
zN9?PG`M;OB|J?iXe_i%yv-6)HMzv7E0ESqd^5glx0`mV}k?$TK!Fc+wkgo+|z#hrL
z#WlRbs80z#MrFLk(#lFMq1{&$j6uC(o&ff|JzeC@14_!ssi~Jr_}whuy1Pp<;if&p
zs5lr3Gwkf_{5d+32|~wOTv{?;{~rec1W#%h#PO-H@brjuCCkJEL24}!rS61C1$+C_
zJBzZive_WUgj6E`U1&CCbS#3$@lT~bKYzcty^UvWU5oW8EKKX78<dri4<9K}k*;-7
zCV2EnNAeJ0#f>Y~`4e;u40d6L|Jo4Pl=BBc%YA-vVdyQWD}DDqkG#DYSgEKo@<%{o
z>b#f%O2+s_Mjl4aL`(O-)`hJ!Ui}ehsA4|T!x*sx|3h)cU7rL;?(Y9a0*eF(yHspB
z>?2c2_`=%%wnOw<Ub2M##{u#G?3*a@IN34wJzp<CN&JAz`ylGIp9OSV;%8>JJhrDT
zkNL|C>q20#M;ykDahuCEmWH+V8W#?rSq0lhBhuo(-i*=-zypMVJ6Hf3k);QjEpyim
zH~>ItOyaS=55Q_D=wvBAefpF@$?_0Mtfz#Jf~F6g$poK~`CHeuGxHPt8Mqtgcz<jg
z{}j_@61C78A@ARHoBf<;opRmdpfO+ix%@M<%kpm4n=1mQ-<z*=eB1#3^gKpdKLp|}
zXy)(jwwzGT&d%PO1T72&;FQoARMTz~5fPzULqZD9he$%ydX#F+N}J6!wSPX7G$)^p
zsA&2^GPTdAUVuOJldQde)Mc3twHH$#QX~dCmqb}0u1h{D4J8}ZZQC<3*o(f+I8rpT
zUn~CO<{Ff@?k0SXQj{174^YypZmNJZ^HkuYumEtg(6EjJ)vF(FjNgqQ6R7R+{M2*&
z8YH6_K5Ut_BkkmDg2#MH6T6vMKQ=!vpwbsWVp79sJi%X{GNGjIKTbBm_wNRm7j8p*
zlnm<}DOA&i-vfZQ^cG)S-o1%Mr`T+)P=h7<9H<sab5`@sUO?xjY;JCTKulZ+g_$&Y
zuz&Y(p+d<ycj^g&BAStr!K9ImIbG)zW$J(See3uxA)6%7{dKmrkS1NUL9>O0g}j>?
zAcvY_Is5tf#Rxc=kPE(+G@b+o0PW08fc;8q0ih6%I6po0L@DQhtJk2%&c(Ldp043~
z^%c`SU8p;XN)BjD<Mo#JG_w~05v6)m`DyDRDo0Gna?5Z!sV&sP=N5KX5C87Xo-T!a
zpgODJBOPZq9(}0>C8;=5%=_?Jvbd8fN?TS#P^y^Nxm}*_{a$F3@b&f8cF=Tka?(lF
z4vy8UFyTWUr@xt(0^4Bx@ipkBK7+QUQ2jGHiW%N*y%>NPdXan05}Eow1V7LT>M6+d
zCyj}TDW-&`@;m(b^ZAS}q@wlw&ei$R+omQFz}~#u7%wR)o$QTgr3LN?6b0lXf;)YO
zBuAEV8NrzO4TxLLfSEXI&hT8q1v?!BAia?30K~~BQ3<3Yz$8p2&Gn>jXQRRc_Ljce
z?%2`zpz>A>A8uP-rg-K<oSUIZn!lzc?qv_p>J;!TrDL2DgWLqS(?73{w9rGMv~pze
zo<My6ETW+>x651{v(^`@e$q<-xmcRCf<F)p#by2eJ)DC#BO@nQ60VHM0B1J$4qQ>U
zfH$Dg|4JB8^L8$6nuFRqYH&#ao5Fy8Yyn6O!8bePC>(~KM(~tR4!z2y4Qwl&6Y3hx
z2#n_adW6CkH}Kmmp3r8sdGAeN;u;h?A?Glv&+2LcDihy*T({m`psw*DT;ju#A3xsq
z1@ft&_hBLFTTCTJm6UgYBR;CUNbNB}*{vWd_XiaG&V8Yf3k+8m=-*Nc!J<n#T6|@c
zpCBZ{Ss?5u&Ii9rGfw2bN`m(!RV@LN%Z4@Z+)y=@m6VjE5O6$~mR2d>oNKDP^8iYB
zp`F5qsP@Js#m2!YIePW#)yGetq#9gS)q&0A@d>9^KOeW))r?b{4zd6!8jN>{IPB|H
z(W?o};@t_Nl{3ni>0VC*IqdP~=$&vVGJBeT>3Dl4iQge5Wk<sGm-6Yw1z9=l7K(lw
z_k^UhSoI~a3py`h_9n2GpyzbaZSs~CUA{OD=}-Llu@sR<k=#7zk+o`w6eC3?3pl~6
z;k`mWN9l6$UxPOpT1r+FloxcD2f1Qc;sT;Tbz+`)!lW*#B4Ju-{{C}S%NS+6?JB@q
ze@VE{(jST!KMQH%YomYRwls#uFfj6o=j9j0VMN=H0L?Dh=w_>GFr~#5w+ARxk44_>
zXh*$DBY|=}W04vF+Aolxq{OUT2-4y;Z^b@g(OR`k1wwSuCU6+w5+%l|)Iv<<tyuoC
z^~CUf!tI;gHm8OA(EVK#Li!G+hXe%sQx5cR59V8ZHckQqZ^1Uf+k)Jmr<ABGVVTlw
z1)Kyd(nqOIts2QW@Cap*L|OH&T(8(uz~yN3(7A@`((-v>mjG88q<B!~t}ir5oqBXO
z4>J%`C8A2d##w&C2D%*0pcIQT)EL9oF6ytIuiQ@J0^0=ds}uT#6}mtqWaoHC94Us1
zCJjwk>@PVWoTw+mFmUcGyUtj2M^f|i>#ESJiQ|dW<~B8t{fbM;9r<j`&7DVC$TsrL
z1`$gS6>;zeP1x#iseY9kmS=>*$@!Rk*$}8Z#wx>!A!-8y16EZs5#7`gnUH|I@132r
z{hOc2|K_FyH+P9IYXXa>`{9#>e7cQZ9+7{GXK8q5K}kwV2FYlxNqcTTNhZOK;>^Bh
z(fhNam30bNU3p`5TTD8<h}>ZfgY@;9lr(NJ6ZB7ApvMbO;j_!Hk0>RQ2_xjAsLRaU
z;N=XPYVi>O;_iD8*QJWKYt7|Y=9A~7)PV83i&Q`_QWHChyEC9@rVEWxjMmO*1JScx
zwwZ5kD7H(XlnH&z<#mn7tIg=4M1fij$FL}@NH*;J8VrA@yX3}kHCcs!SQCtMXi))V
zrPIpJGqJWxxK>f>=>N_v9mP0v;-o1&8pRwIF2pJfL@B5%s1bPJ(7G4Tq>K9*xN9YL
zlkr$7hi($F8^oEXE3+o<Y`dg(Tl(@l&Ju$Z$pgs`#l|Bo+|pimt5DGxRP9np%JsPd
z*+u6Iuh+3HNU7TC>bTj8Wy6O<De?+glSURyxL*l`?x3o!i_$j-vp#|LcN^{S#6Y_X
z<%$#bJJlDMg~@QiON%n%`=#DbKE5jZYXjwe@_X}B#?fK&`}OfE6Wqs#HCtnLh|4(D
z%@G|xpmzNw$k{b4MsnpzpDI{TC;M|q{a7L7F!~5U6d6aKU-MoU*~jqk7oc&ycO+h6
z)Q}CA$jQ!DcBBFxNbtZV3wak!{Onh#;^FBj*!X5Q5_n^BJ&kaGgDfPVHP`~=_u`Uf
zOit?`Nv}LeTbOi9iGc&M6dIv8nhVlq-ju8&M$eUvL7ih6xA9=6L=>>peTB>bLfs71
zzhqLL81^M?Z<_2hkL_Dutna+`C5e8Jx_=(45-8gl*qeTfNZ{!X^`AwS*IqutJ4UVV
zC)WeSo{`m`QVlt<sKYgCCGb$o2sgG6(d&F4Ex*-pdb-smYq@U$pvM<%@G-kVjT)~$
z2J-s@iR;rGs3hIoxEg>6z_n4bZQ`~1B%DfOe#=k(jTb^3@K|{%vK$nXKsqbTA5zLM
zlI51b!6SVKq`so=c-svE(fGv@-oRLQ0?cvwHE)u)m=Y!0MZusT7M|y8Zfe6{ssT4g
z{vSJJJ_+?;1qeWKZ4u-(*rmaFzm(GiHLzsqPnq2{^5zRMeJr=Qv2nwD9r9$03127N
zdJXIx+U@!q`MMP*#tw`s8M2Y&MT*1^gwRnYztwl|1Q&l3ES@k1+ByW%2Bcui7|#Yx
z`vrc!L3?|HUF<%JBlF&nGHaJ0YhJQlC|+0*Zc<KF`-I6{8*(*IZ)SyKHfnv&eDOD#
zjcj%IV^!e@e7lRMlrLOnGSPPgPq%ksrwe>@yrqw-S1cA<8;*dGc<%l=F)Ig?BLG0(
z$2Bs1PAx|Xy^Wyg1~nQ3ajr2PQ$C`pQ;EpC$dZL5K30sSMx_qWQjK*=lDhf*WCG7(
zyJ78ln2z*zI>BWGX>l|1u6cC}{xi|r$s}DQ*#va)W<^49e?Y1wiTUu8@<HFh7}bi+
z3NVEL>iX!s-1QTbD!zsYd&cC?pp(%ZbRRF)dF}509pDcgF&!GYpSh#!lzF5vHO0DR
zDd%37r_NJ3LqqCEJWrptk4S%(^HhdErNNw%xH~04al0*M-+O^Z@-4OGTu`7|huiD|
zK<MP(GUo0TOv%@Kt&Iy96wgro!5wp=MH?zxK%Z&Fag*f>zB7s0sD^>gdN4bH=9~VK
zh!X!ly&kH6tQ_Nt5sr#|#gv<G1x0J!A|RlAD{~QCdGVFv#kX&r-JMS&`UoX=&l3Qy
zNz)bJDeF>-Yx>*KP{6+3Yh7D~7=>%CfBFdTJd!?N-|tRH%H%N3j`45wjkktzOOHwi
zXR<Fme>omhbOYPjxL<vByYLU)7kj4HyV?F%{j}|I3GI)T14BAjShtlW{?-LJ6~QI>
zcz(0N$B*PBC`hTF%n{&HBmR`MS!DHy+ql&mKkKJ@*2}rHg+Y2!^v*gAGI8|dL0{f3
z;>F#Qz|qaXau`~GM+GD5XwlFRpls%r+K@v3#!C}$C$ZHd@%Mq)oa=Uh(9t>9un+h{
zUg+vYv|n6!A9xwInWS*5IHHRlV5sL<??nFVF7LU6+-~j#cE4p{x74Lr&V{AHU@(Ib
zt;AQr-V7)u>dVW^#pUI<z@KCeWbAriZ9>k-M_@3kvdKi`{dSHZ<s0*p@5iKp(+Wi1
zVwFXc(8jvH617yX_Qc5Qc3V8MkSuxQBEbYLUD9grF+Nv4N%@V_K0@6d+aWo&+!XV#
zQ69<D)K7c`+?6`k_2KnCCmbk$@)K=#&D`4n@K;P^ioChcV?ChVF>L-_x!|)Rk-&QN
z$)BInPn6k>8+mIT=R$#zTH3wKu>SR{Ms)ZKNFKpbke1!y=xW6l?*c`u_ZvUF!KEWJ
zoo0-{wO?o-eqn6RW0`jzZAP(UaqMC?Uf+qcvs>5r_i6Os&0))?^4bQ2BA6}p78@E9
zXsN8MTs*VsCVaSs)WVYKj-&{S5<kCPUaruz_VxW;mbbiK9<~7SYpWlApz>GmPzU|r
zXY^9Q*>sJnNkjx;9I0r1><N*V&Eq!~--7mTwqP91t#0C>``+z<B8Yh0&wq;`IjJ%p
z&*HVA{n*aO|6P0Y`1J|=Q2yVQa)}4e1U$5J_Z&E-exPaq^B%Cy+lFoeq?c+w2U=I>
zy(O8kVx7JRkDqW~`H$o(pgOA7n`<9Xzw8nH7VQ}efjMD8r@!MSiOTNsQle>Zqt|=4
zTdlBS-7~`2O2M>0CzlT&t-wz~H=4TVmKrO9m;G-GUW$qc4|KZPc4LjTqB(YFrqsAe
z_bN_#bY)|rtR%Py1f&zd0_`rAhx&VNXQKh@1%0OT8T;PWdRb7ttl`&LFEFOqtckLa
zcIWE{eIaOdQJa$=GSKoR(5k)hZLYBwze?c!O@c2VH>c|-!*Qp;@K928pvia$niiI~
zhXC#t=i4N57;Ed=xS%{Xm{R>QN8DJZJ1Di1HJu~C?EaUNH;YoQL2%In&)*(}nLeC~
z_{tafIW;Jt?Uu(i+xHiN-#pC@h}w}y=Uc<*t88M5{~V=k^6%}xbIv~x4-YeG7d}8W
zz9^B6fnwDXdSzG9l3&i_vD*9ONUL!^HK(l2_sm6=Qktf>(2(&^s|TMGbBQXyxmDi5
z&!do62cEaS4~ontV(@5gGw-;Nkhryx=(J4e&)Ci3krq-k@}H1yJ;unnwKLaL;L!yV
z=%4G0U5k~T7|(-#fuBIW5T5BfJjZ>+kOcrCF&{MU)tUl~{^zP?tL>+{y1H``%Im^M
zhZfo;y8T<{K)Nmo9|g&EDhH_aFTHQC-0r61Lfc8??>P8lUvD~-z64E&-8Juf)83ha
z@xZjcT>Po0sY%ni&(-u6*Iv=Rg87o4E!#Yv83y^LL_}DnUKo{fdNj@3lS5uaKa#s^
zojuNkD_@CH{tp-TXw#y|g65MDFt@&TcGln_O;1l}=e}<j7aeW3POZ+3Vx%S_6@Vog
z8qBer@N#l_{s1E474QT1UbwjM)92R@+_$D4wq5Rry~4qx6n$w4Q<OXeE?jQhaDtd4
z*HHgkgRrolUJwqWuUa07YKK3fes2uYHlBycA6Djo@MazSk$G{k`@pb~!nf8JbIs-|
zQD!Hx?&(5s<VTwWiEjx$y(67}X%HHkUS05>8#EOpyf*5g>AbHOC7(QK@z^E>K&gOR
zu4YD|)>d0P4w+5{#1{Ya^Yi>oGjfUR!iS11$+>`D{9=84eQ6(~LIs;Cpj1h`(aJ<i
zHu{+YZESWuqWt4>@b0YH2}gth%`XVL9i&rn%UYmNhk)+LP=KKDh-PTdu6<NujdDR2
zdARxQ{+{PwlJj3eQq7U-k-|g_N%+_P{s@vBs~&&qO%#!7znVnH!0;7}%N(7@oXm7v
zhX2y8Ej05N57f+4B=Pvzz@WgbBmV4}`V|LWGB3&{D^X#hlKkGPdH(eJ6B7<S!>xiz
zG}p#kZT#rR{m<}1g&Tf1_2HkB5!XH`9L0HkutLrC%aGX9`QgyITzfy0k*}xtvj(Bp
zwm2t5DB23RBC)V#(R7rm0g=XVBny*+14mpYO_TPfcEDmgT9t^Np(#-R(*!+U<a&8h
zO&#6+<7#ZyanSyrJ^zA1%|Gjmc=3o<au+FC#9+@7M_5#05b*4ouZVi7|HwIxUZDQq
zEi!TJB@54M)SGFPPr)tkdLRA{GXEahF*ip6S|DlQ)E+9)<5W)JMX+oh^(N8Ns#;|k
z+_fVg1xaQs3BcBL+7nKMlgrJ7eB|43l}IJks$W-TwqU9EL9<z$`AfBDuIUXeKR=<@
z{)&cEYl?M-m+X}h9HJ09LoVv6?%o7k)Qw0sZJJ(e>VlveCv;G_CIW8FHbK1oK9jar
z!2-D$1CK4xZkA@ZNi?#^pLvQ6{gU>pEz8F6xW-g=z?c>7x>5ic3lc`-h+)`<@yiX%
z->KrJ!M)kPCH`zFjPnmrAI$-8!BSKNXon5BuXv*S2-_L(@ivH;gHfa+$x*=Pq-;j1
z#EI6knG#n!Eo6u=JbGzy7=z*(0pQYI;8%#Q251Y~;?^CzS$&=Z9ONPClfcIvZ|e;R
zmrJ0ZdoD)^+^dnPVNe;F%lHV7;Z+hj!ACWNmu<`yZ(Oih-e?|4YZNo{NLTfKe`0fV
zU%gcf1yj~a{jau{+pGB{XQBcba?sY&O3t36GBA>Ehx*Ho@#2v0Q?7x-#=EIO?53N2
zD(<IUEQ+ez3vE=H0oM)1sr5F)G;Z6|<16PtY%mA>T~De&#rG~7B`~>D7~Df(=J6PG
zRL_l!;I4CM&Ju!VX5hDLHt@7*Niv_`^$Z2WK~vF3%=+mB#C||v9fDgb@!F2OXwe5!
zyVjGAazH?~p8X<&bw>+Wdp$}hyiDS<`11Paa~(A|!1~oYFJl9O;1e1K_R6#?1Ke&H
z|L~@LI~jepDQW*)^enIuBM@6Uu=)JFEiNK-e0<V!?zE`2C|>>}*7X^tU=`(WVUnJ1
z?_Sgg)}?ryKKZD=S?tJx?qy>D;REmcznd^$_hBf-hO4Km7Kj@%;)jNUD!*J-HxKWb
zvX41bD>7=}CRYIb4VxHdN&D4epw>DtDSfdXr0k?|%Kz$_Zf{`^@Dge|Xc%~a$%R}n
z$@uNnRTAm={DFwea3sU0lFI)bFcvy3kJewd0fuU2Fp~=9w!0Gt55dqNe4l}J?QJMw
ze7$?3i7kUsf|eeDJ}-zS$`vU!oVK!qC3?j^^oC^7kk0mMm7;yc>b(6Z=fnV2&*0p#
z%qhBH+Q^>q#>X(}IJw2FBY1sUoPj~sy*}Yq)&wJ+kb-~g;Ch)s4R<MQ@Di??-%Tav
zt=&%(FPsmAWvEC)1Xs}qW*)`wAkJeBH8MN24NY%$&A)wo$fTM3G37lA{fX6&q?nC^
z+xPEx0WweLSs$2P_)eVrPIBLwSb`CkTq!$Ywhc3!UgWUlWM2Bki*FWo;fl>GVAUlL
ze)Ve<s#6~&(JRKOE0}>YpcL8-+Xgg~+7pqOE4mrIB2Ag?ZoubiXKJ<iUyW79Eo)Vn
zh{f9^AP=5r7=l(qCrvhXnnkztBe2E-rt^1Y4PV4&N^iKSf*Wj&b(MsU+3{#&Jj4Nv
zxP+qyKwPDc`$2sP1-K!f7&dDPwS3HD;PDf<Up?2--;9aJUeR|~+auw`LN0VbMRSCg
z%@$1X$Svu1t!3{ytCn>A1|tMRc}hf`7Kqwkl&oj2VCnCe`0mNLiy+^Cc2)rSruM5N
zkL)UDkFwM&uUC-j-%el}<i`XFeKwnNqC}elSjk!0gV9x1u`<v|Gzt~;t<~;t2R;-D
zs<8-M?mOBv?+kiE8#o$(md=1akLBX`616wuLjM?^b5`;!EmEBu9Eb-I&Xf_95&&Ou
zH-MRi1c@UwQWVKG%%2nqevc~7l7JJJat>w^haOJ?_@p)`iyjMDna6;8&kI%o$4?7a
zgJ9?}g|M5Xudk@b*3{<|ZqV+}yru&4WC9IpxI?|++PLbqHp9>3H(?j#+>npZL$)ei
z7)}wys)RQrfs%2*2@`!1=-?>Zq*w(I<_EsCU}n=Xv2-ZnhA8eQi2g!WS&x@a{_Oma
zs<O|`AXSeV7`tNRv7xVLv%Ew1N|~TN{3It_A3ZwuHp2;P$1~hWVC{Ii2OOH(w{+1h
zQ&2jmGr~_XPz}8tJe<~v#SU>Ey{M=W7R##m>ZRw>C&tB%jpAT8g3|bl#H(mZ?y8rO
zWwVK*PTN!R$QQ^-0=h&$+74$Ss+C5Ns`UF=5|*R2TCdOT*o+&s`SugcY6#il^#@pW
zOVuwL!GImKCCw+cka0$7QFlNk!egfTN2-9@_W>YI4gu#xjaptzy=Vf&zORxu(UPrW
z6>v!HlaqSe(#RW^o!$nfwZJj7S`uNnH}He#gtgqk#nrg0j~_+>`+)D(IM=rB_Gt6B
zo5htThiUxK`b0qP=v+&#E3fXEu!8c~`hCuk^;Wi5-f6Au6{G1U6;*F^y_Cs`qdxp^
z{qyBU5*;1gZ`4Ez;hEU@O-uHUr6ck*`Rt~Gs?Ppg^x!Wmb{9w=6@4(qC}o8aU~<{O
zzDJye+7COx9MA|PkE%K$zw_z=fGhNXKl$;bnCBnKH83p-HdE#fSgw#GKvU{OQTKiO
z^hm|=0L*lj9HD44eH6c3W8!Ex0JI^zlQYnzZD!}>;7zidwi=aj0@5^e4`qj5TUyEn
zr62?0juI=DkN5V5=UV+{zO;g|(~Z^yHvL%hds0$TjbFZed2A7TRTy)%`19xI<6SUZ
z3WzNtqJo)5_Yy=S@QLcq$$=+y6L6e;RvPu`(=Z+h_Y32bou=KC*?cgR2EAJBcsuR~
z1*V(4j1rH4buNppdo@>8gW{=6H8dBiARjTH7~s5G0T0j;bynKW)Ru98#Q5DAJaY5&
z0(^lFY^+f%Z0zFA)mdJK&6Ua@3fo38%TG5~>xnNw&UObzU|xO3L3f~$KrcWGnCvI+
z!jaoG>tFA(8tUzb;Ck8Ml83OcUGoDW>K7-{N7?0J7JrtbB#MvN4XWkc$w|Bi`||36
zwgoUPUV|&;?UdphT?1}>80$+c8{T_`NV3-_wcl<d$df}gs)*E!KZzS2F6myK_sq0k
znn+%Cw8KpQB%u(JrC$G)lS@N>lUsQrebs!+y%mJ71s&oVW<Q*0>aVZzJwwc=*5Dnl
zk@wH{MB2L#lC#TWn8(3rrH17`U7r?wnisSPdRi^?N?Q2=jEp3%+&a@!a#VirK!Z_e
z-|^$m!GV@aMg*CVl5RRAlTyS(*>c`i>x-p#%OPtF!+_uUAy)$x;z!&X%V;ZopPJou
zX*}7p$(Y&Gh5`mQHs$!I(M5lz<Lo0K=86d=vT#V-)v+O8nNinMtz*8CC&qB*yoJ88
zBCS0zck&g9BmsVWbz~x(iVmi?qcz&#YON!o3s)Oe@@eIcFx^>5QeIbeLSj+ZCH|22
z5+_BN`(13;>ExG^`yh8o5hHQSH2rm}zR?Ffj6G*|j-{Et`=6%kG{16*T!J2|m@Tk5
zGS~Oro`u3hF|R0WOB)fMFd4!nq*rZG8ncg|>32-xu{&P|cV12Vg5_ZdoB;Npn=WM+
zqfFWd-H%3psRU=MO6FMyUY7*MG=V0P*sMzT`g@Q+YtVgD3=V~xKd%<<E!O>#{9~dN
z`L~m^Pr_`^g*7T~#@qhX#Lx`3<2E)5HsFpw1xgG<UCefPL4ScYY0EQ#t2!`LRNPg7
z$;KnS@uJs{juFl1m2ca~+6%Yc`ME7WTPek5;S`sf=NoSnpT5j*w0;-Ih*INHirL*o
z=%bTKlg-&j`}24Mm1k5{^9TDpbMFNzuM*AFZEjBYK6Wa?N=d_9<$mtdiW;;{5$4p|
z<WWK&nRXtM&r*Zd<a>zQbPWB-z+a~yJp%r!qTm%x4=Gk65^(OyVU0EV^bwsh`%jyr
zCH(;~R<7k?pl5>Nh_AXcqiH#W*9HTVNnDfp*PzaTji$bZ;hRd{pFi=(wsCkpaeJK3
zBk1+H&ho$P-OjQnGeh>Z_tTyqz2UsYlYwc_j8*N8^V+%UA0nftOa7MZhIlUxC>T<e
z_~NIx04=GT3<b46N<lUs!o%_Mi=-v9BD*r~27*RPZ2ggWB<Ah@7~#-lycc=yna|;T
ze1Of2wO*rV>;SXU+Y0Q;MSLt_V;6DLv9V}Vbxx*L$(0BN!X04FuYkt((gaBrl`wAt
z!63=p7ff6E+Vf|HYd~|Mc)rzU7A{46Y>E+MRdM$Eh^6?fV$5Z_mmD>+d7nLG;eue)
z-O8gy7dAe7H0|Ei&EACYV(su*?$SpnNWMfr*8fbAI#NWA;m|Vnw!hcQVH?;NvS+E$
z;90iq9bRBYqIVO6MJ$EmhI}!`!}&GbJSaXWkss~G56}MQ;Sl{sA|NuY1#Zn1pkb-B
z#iKOUY_~s$lWHo1;pq|>GhNn~9_$O)DdDmSU1=B)(iX`3-Z887{1&eRD?S;M#`L=a
z0s>FyU|F9r)h#!gmB|RX*(LZ81y<G{!e<K-wwXu!A`0FxTF>5-OIhu4vu39Fj|v;|
zv`E<}F+}hew=T?jwRg<9p#}A|2x<^NjQ4mrMa6CzhOI?lrn=c6w!>BRJa`Tm0y+U-
zuM@4C@2x~wCTfby(wkJZJO!CNi;iKN2Ni^j^pnyby%Z;fKwUd4dX>_Zq>a9mUu*^1
zjZ<r5cHcEo!AYZanjqretdbrq4baX(COuN$WA=M<1}{Sz&zsaYVr+|}v54ZbQDM)H
z22_QUeF$V`4`dX_AZ;!k<o+9<!<eTsR-5kp<af4`Zqs$;-S7`Mp3hi*mbFoZ1!hD?
zPRGg=W68dU%qpb6NEW{VJy`L1w&vPMeNIzN44WwP-KSd9HO$NF)cP>)ZNt=a_6|PW
zdrDulxh3h%P6gpk5D5fLu4=AwUV`Hq5QB*_0KX=kkfkgEh`q);k`j@+H#%JqRp=&_
z99$#MqL~fwMa7XNW7rg2<}VsCa*ztgGEkBXO)7yFh^dm_02n8`3&zb2LN`ZQ+@m%2
zzkgjHEg0u|mMBwZdAlG%-;VRNDDETNR2dURTqVl3&pNgzx2e3%ru3Iwj%jDT2qGdv
zU!8u&1dUSU#}0AA*|;xnKtzRC>VuOsNpX8rZ4PBS$|nD1c)PF+-!soJT|7|jDcicU
zzH{s<6U5*R81_ZDbGsXE7$`D)<{kC|`ap4>4Y_Fl9S4>MUb<cmZVDs$&Z5%jwQEpa
zix=`bw5)i+F!wk+Un{=tFFN<<dA}guN_Tsz{i%}+M}9L4A%6F>FcUoudV%{@(UpO@
zB6?<}GOs+pVLBytJjFyaldq;|W8}{|a1kLrIG}uXz$+NNB#b)%yZ}=W5g*jhrDbLl
zQP2_9--f#t_gxC1lw8oA_R-}a&~V>3MZ@ZK-klM_H(f+#1`=IkHb)4*P-NJvPzkh9
zViytypO>b4c#kYAPF()zCEWOflbP+vdt*2w(6BO>go}KbMvLB$jq>UpXxe?HGyX;;
z5FyTk^q}!tE&!jBwm+J#Q>!tGF*BGwr~<(DR7{c8hPh_1QTtz?`NzfC!PsdBkYBZ#
z(Jf-%Gt=J*-<2lamk-GwtJ?xPK5|P&hy#qz@)>dHm8bPW;<E~Q31YWQmbsuEb%zE(
z8}GGJaRlRfEH+Ghl6hm#9bqY@U>CMN)938gw3CddG~g)&f8~Rkn|lP(23>P?+0P4v
zl=kjDn{SJvRY?Z}_&LF&z?{ohns}hPanfs{_-lU|IzKI}n#Y)38sp^5d0mjn5#XJk
zyuLrAR+Mo5*>c9^ygH|N>>+XG-IrISug{06=6+uQcK!U|*ZOXt=-Iy<=f!FQ4rppm
zFT@rXseToV_Z@m69)stfSx!A(;Z05vbzXX*qos*1ivqF8AmB|wp$hF2yP`MDHN^cf
z>k9;9u%aIzWO87D5AI+etHCU#T-3%)(U`X$HD(;gyrqf5%|n;P=*|Na{?g!F0!Rs9
zSfGV;9cs3e^z;~XIocCpfXgVdN1&W8U^<_r?--c!1zmrILkDOl^JM-<)AOTC4kd`5
z0Rz^(t#R&v$PuvT4B7yHCuI@UKY~AiGA16cx&pKvDf5PMtNs))T)_nfplZ}|2TCvv
z=?}C?Z{&Zi1KxNKOe5y{P$^t#2{A(c4`E*&R#n%1OG>wNiW1V@64D^u-AIc_H>iM8
z(%lV`ij;&R-7VeSod@nZ@V?(K?tPwn{yyjIz1LoAt~tjXV=T`ap&zj@gM0FDo>d|g
z6GRMjGC^gjXihBML^M=P3Y9A}G3ytg50by_`>d07WGc_$Yw9#^>}cR9lxljd5)sbs
z(S++AzmT7bG#n;3-ete~H$NY+?GiaGJ{Mavtf$(smJ{+1tY`zik_@8NE;(rO#6DZ%
zaWv++>30ZFvwOCXMo2$PRyZxP%0*Il+xgOXK%HvEyt{E@ujH;kZVQ*4Gxmd$*utgA
z2}bP-<<VbhZubb5M=ZNA^|!^WB|t<kA;C{bwkw2Vb^OH97}L?Z;nt7CEo1a<zlJIa
zj`bJSCLgO9EsAeftUF2&x7}Z5Zo}wIHJk9y`uh6nv>6C)Rh)Y2GX9!yD$zQ0Bc~S0
z-w<dlw%je@b97rY(o4((yCL$NH1@?mgc5)qMwZX@S<o)jFo9dafP)s`POm!;$N+^(
zmqLqD70w+P!Mp&Jj@-cHBYkr}xeB%Plu?_wS1REMe)lOx9;an*3l!p@QV6U$s#RU*
z^dQ$lA(5xj+f(8&q}f&@k?DeTzU!7TRu6PnRns`D3Df8g20%**Rqg0XY}si%)vs4Y
zn^z#QD|st>mXAOJTKgXW`#t~K_gUui^-E|C98tjaC)(_yo3VT$MoCy@V1x|CQO;2_
zB4>0Yu2-dtO_7m}0T^Kv^urc)Fv4o_D>{|QmTD5eZ=4{+SFE40vXIot#{c!g_omih
zuj{@=>7hW>E%_EJz-1pUcunLsWjRFe>MH9fGS>WtCZRc1Sn&Henty>&8TvfV-`Q=6
zZkDe^u=<l0^-V*_nGkJ=$gXBTXt0GZ|4$~WJUL#M^GLqAyc)6B)<voYpt=l?Y|!y1
zQLqG%qhQNwW|fz}!3-NbG+#|r?ysmei%$G?{xdZ!l-(@0b4XU%*-&Z0iNr<e9-?wI
z#XnH~ES7R9oagNY_E4u?K7(`$RzG6n1zqEHrIzM9dDPDRB=pof!VO`3dfgPSXlUDk
zLxBUwVyo^I-fKV(?gh?N;E(gIbj4K6uwq;&VxRL4&#LD4AgOmoEk=>QbA?TA&ce!P
zB~4b37E5-8%wbwVga>zAT0Z&}L;sE5CzrAI)$@2Mq2U?n<U<*QSJc$+F05lZqdv|L
zD`gDO-$jeYL|tVT7WgTKg^|fdCASPRw=`$KH{>>b!ITM`FcJnhoG@ai(fDxAJz7sn
zMGhP}GRkbY<=&-3af2X$NUi}s){mi$U{yMcKnsDNj};<O{7yJu&XYaoxf$A@5~vgA
zu%0blUbFoy96^@T{?uKa{#s^Yq~I1w-5XU~7!J9i*vO9?IdO(;<A6rl4Q65GPopAq
zB^5Ck)PJ`L1Rx6qdRTNDDWsOv$jyYaVs$%LN(7gwa$3|<04^aC!&z9@`BU9B8OuJ*
zf$N?yEq@RPa{!Lu$v%$s?Pz&uD1v75qf|pAp=-`&z9-NPiaOg4$ZK`p<YWxK6P>4t
z-&bS~=)JHS5j8(*$$OG`Su0vV(D}+=A!c1PR_$nIOev#$6juAVJtxQrrvC=xW{POz
z22VK;?_300{(%Az1wO~TG2GX@p?Mx&K&e-Pijy`ipvU=<fIaP(&D=L3D~mBZ1*{8u
z_TT%p?%v(m`Q)U8MPEPZwjQg8r6GZ5l!jgB-JFn|g(WzH-8w-`zd}7YS$_M#S<Ze1
z=E2v7p@D!pQBj(fu1T)KBDjS1k=__YfxNe&eTW>5;em-#VhTDL-f6O#BO3y|<zZvS
zVWDuh5bEXDc-;z#x?knUgKp0&-Uw9OKBc<N@`e2JXlW}It$8k5lrKa8hT422HS9JR
z2(3Q={fuOXxI}EsickN{bp{Q1xpnIcsbRcVQLp+=_gjl=MOa8j=(Vj`3axJ%5IC4G
zm6XzMTjJkvxaz0Qo&f%uQ|L{W-2tw0K0Xx2hWPtJAdD@&1p$`ju=c_*`hb-T=4L0Y
ztg&c)VMlvAH3tXo?d@$m1ul+CMASL|lYKAnwwG(4VR$i#qAAm6NTrwA^_oxX34BSK
z^+toOHbTJcRlKv$Wsg@fR*d-E`O_b@<qJm3kNtqVCLi^smq<H_FsaiB&KanWi@O`4
zEPS3WKzMiCoB0LE#-kR1-)R{^Vi8aLIx))P5X$G~rv=1e2KwU0fiA$12J882vq>ZZ
ztwph&CtN}oe44}D8GdIk3VAc^UaFGO?u2Sz0OtHkdtpfLySMPV%}B9+aN5F;Yu_n0
z-;S#o+c0L%YG)qGH0^=baOc`%K+Ho#2Y}35$dwD=lG|+L27kbRRg?D&+Jz&C{8Ug-
z;5q+|>ygy+bMqf2N{3gX8IpkaH(a|4d&M%uTQ6`Cd})2k;bX`lNkhN2*5xA|ul19H
z&5rb7fUafE`pN~RvLy%$G&36%A05S4oX|r%(!+giZHUm`lTOa!;-Zc23s@ACE2-MD
zGIS$tG(hAxlkfNgO!q84%K`D&IaA-&IniX~aGyU~3g=rvo~y371*`Q>qA6Gb@b9p_
zTsc!spDwPYX*J*F<<l1o#8kgMhf62MQs2qk*Qb1|)_gn6W9+2101}$y0gJCsh{2kO
zLX`bN1)5;Y(Lgs7z+d%0$tCx^bUHe^k{%li<5(vwQi!$)iti6^G!qS^sXr+UQL0%l
z*qjI})?60;$U*88*^DpQ7EX*r3sC&EeD|2Z60UkaP9$1^ur8f9^gYAe<6epI?D(Sp
zW!?M+-P6At!6C!qa2bu3@U!`F6uz?CG|E@DcndpHd(!t2fSLnDfK}fdO6!Ff3cC|=
z3F0Tj_|@s~QacE8H8Q%aYCCruuwQ-fLc&*s@A<UU)E@&>s$S(}c*37z`1D4dI{D1!
z-T#nIA>pbVF8vDE@lZy$859aN1TAAeGbPXv25@zf9CKLc_xKfTl(~r!W9{LYNKt15
zK+HQAVuQ$Lu1*)Hv*@c{1_nW6c1Xw$MG9-wYQ+#1&g%D<8UYEsuzF2!Ka^lH;hj-h
z{EXo5Yf?B^e0Q>k?~`E{4CCQM`Mf)YneszL*F{=kPWpa(1q&Iy%Cz=ZeBFifz?z6c
zytgTg$Wq7iG0PW#M31+LAl!PQB~HL2H<)w{K?51+_OaY^?#Y6KSqCj}4{p3$7^$ow
zmkKQ_v@M6L@nqx=Ut6Vya_%}0)qNik)u9#sWw)Mf^=erPxUy8h+ShY}O8&qn7VTa#
z&|wdA{u?gySjj)dZTRXbT0mEyf2iI+#R6ymo9xIbNk~NWbfFaT!qAU^wM2$Imt#cf
zik~=3Y$b$hb&j&ImgJlgGTjm|c_7$;s8|{0?`D|k{4UeM&!-~pVI1t>?v)~!JzEXq
z`-w1ix42*j+mD%ThFQNutXD#WV}Jpi63jj%+~oy_pA#&0kA8S#jBdg^U$k?5`NzLe
z^V7X~<Khn7cXvGc2~2HabY%X#dDbU%0Y&yOccv|no}&GdKYYe_OjIXigKj7b@xj**
z*YEsX300>>Rc2QQWa;_0KaCmRTpGdrOw#a^9Ax!-Y7f(n@m^e^;uO6*xyYD#C)ZNo
z*nU3nOXQ^bA0kPo4Lj6LGB&xYG(f<Iv&qj~7ZSifQ~ofbnqklz%>J%FolysQXDxWn
zc>g}4@bBLmJ#!^aotNOlmAdioZ7%cLX6fACJZO<5>H;5r9_tWa2T`l%|KC4%xq|O^
zAfA?1>=*4@uQht0wtOYJA6V-{W`t2+cC%}l1Z1Wi_!<5Ip9kHPdEWh7_DqeKhsopM
z<GyV-F_x2G=rr9k`sbPdKm{d3%l82db_?T`k8b1F@)4!x@VBq8ELdT|_E#A-Gw{z7
z{&`UAR3-gCBhb86k%M0gopQ5%-H(=TE&oKMs~)6v*k4`&hTr^OYA|1MJ<JA~dx?B@
z*q4RZJvG>x8X3eS*w|m3Qi=`ysjCBM-UrxTpKQNWf*+ZJA#WOg9Vfv5wi)k!EOqYJ
z6Ce(H=lTEggYPqxzc1-M$hA3;LwsWu{+TKS_XZs*if`Y-r(d9Ne0zMr(arRtNq;_Z
zbINzm>*2}K?#)H%3pA{-(C0B@9iqPP0Z!qST1&sIzhZ~keZ3$N+jBpD-59=-{<n;$
zeJQCFV8MmK^LQio`eBCrY+e56d!Y~Ct8T7m0i-Q|SX-F+Y}xIBG9+JHO#P`}W@7gv
z7%TtqHT%4j&4O{QoiE>6ZUopG@G4eGsn`QLKHQHFeenG(Ge?<2gckA8;N?0}K0*Vh
z*MzX<4Ex*RpceanG*+pg3q6FXtqaA91C^)>wo^;M8j@#!Rdo8A_vr6GU&4O)QmM9q
z@n6kM-Sb=*m8=%Z7ycNO@F;Kp4H{7frcgOgCyDzN{EOExX>@R9>9X5yw+Ou((6;`+
z5onV9LA;|%2nc~6y~>TJH&a4BD@YhpDsi#s!8C3sh>96u?Fo3L>KeVFQvUg*!W<jh
zNv`>JN_e3rUNj*ipxEF)#G!^3s5%1wbA)_L?N~>p`JKienvJlsPc1*bWhGV|qI-@r
z22`e%{2u9R3w)YKrc%goaAavbE7<a@?#hK7%U==_a3y|%kunojCHJrz=v$#`z)sZn
z+3=PKCSuBtRhd?}I?YrYpQjXm&<TRZuX7T@Ng`(L^|R7>Uh<1Za%`ve=m*v`b(IHn
zP3jPLJ)V7c=urP7ZnwQuIBMC98m)LpZ9cI`rZm^3CIVJX4=~{LoXj6q1kb%|0i%<k
zkgh_;KnTtCdktpQDl^1xSn*p}l5l`H0ZtGREEDOYKN8yihF+fgNXA%Y^=4~iUG3>K
z>l9(CnHe?X;ufs)4T-xi>_QT+H6%*pbTWrG;=g`%Z(hq7J@@>iYq!afZo1>8X7SNT
zO9;8>r*_%xy;Q&j$3jqmcP2*r`mkE~8KAHJtBk}e?|cV3wM`fF5Pr<NrIwaz(a;(g
zzRd}mKQMlch)g?ZLO)+`{<9V7ytw~SNMx{WzJuGAC10{HgjHDE_i>8i-0xOx*Wwy4
zmNL<X$N=9S*!`B=(}HoB=4zP0_e>A?5;b)RG>S&yTdULh<-hS-7UNpmuM2$g?L6!3
zH7T2wCHC50{fCnC>?)TqbBpfkA*E8*2_Ea&_r}IjNXFNZqNdq2(hm{QyqY5+84NRj
zwmNJ%`n(jaDqT4PF<wSUUxD~&U|fevT?OluI;KQJcR-;U2c>>0r9w09^#UI9i4MRx
zVQ#JwGvx<aNktG@9N_B}V7*awJ!2o<nkGmW08hU1_Cn!j9sP1zTgDr0+&98HIC{^p
zJ-2v%q@#$rSLx<)j2Xsv>GeM?PaxIRVk(5oD`kB2d%lO6Gy_p5>>KBxDY|koafNe;
zu&sLPJi^U5I<#DzPDXl&avM00q`FLVb$Wj{YE|r>C`h!?QkO^4kt8tt&z;I=W|kvG
zqVvbDB9$+dwn=~aQaAvK{m?JnEbO`k`P;9txVaXXe)_qDhDR9Znq{`Fxxk@h^`%vA
zm;Ih}n@L;NwoO#;kSEP?mOZ`?kM*S}B_BU~%4mL^9Rm6^>Q_%mqc`djGjM=cqx%!(
zyRVT^23XzT)A{Q#24}T?qZT1d&xcI@%t%r{@a+m6+;o4C>F;*V4W052PyULV@2~AP
zg+*#nydPJe8yLY?yP9Y%7U!)n_j9b8_>`U!s#aW%=ce_Vi<vSrK2kuVt!+>SpDNC7
z_yys9;!FmD>3f!0jh=~Z#Vq$GAqG)~$=oAJM5FgS-Haj!GeT5WBo&L|R8KUG98IR(
z7mhFi*R`cNF;5!G2m<Af3VN7o8ImMYFY@p7P&c(%sX!i}g<E(jgJ6l}(Ak1MSv`L%
zSPmDR3`6PGOFV<D5qgy+I|&o!kxfmoi`G7_#><hWV?f(NDxRF6BJb`@_9Fvh3`tID
zUdrkNLT|Kw<2m*>Hv>(13SL64a%}$}aqwfRodcZH86vAxT{rez>KS77?%0m!KYbx_
z1|XIi(80$E9AV#w)2LPuC!ONVKj-5==BAwv*Yklhaw(5mUZ(E07f8dLf5Z1)Hf4Z#
z9RKkA&(8#sEPXM`Rsj^>2pctufw9gK79<1&^Ub$DFJ=cTrEsdB(QY}OOu^f!s_ng5
z{9DZyV-E}t7c%f_MyZPdVRACpzU1-CKGR!AOL)3z<y-=`9TDT*l$NNES1wrluxRN>
zB#{UpudJ=|M!DY*_$ff4GBJZ0sX4OF`7$3zzMafABKk#?|H^AyMdR^)`5>1(H20!R
zt3z+%eYp%B+`nHnsLOR%TwEEMbQNk6?1p#OU*h1W7*|0Kw@qv=H|O6me5-b$@u9U2
zMTKQpkkjmK)tXOgdd0X<UgKX&54oCchD&gR13Ly{x6Z$-tL}4vN;h}tS#o(?BEh8L
z{cS|O2vL&x<JA+9>@BNY^o4b;X%su4DL$>3MQt^&wUJ5n>}Ayt8s+-UQD%gBAFHa;
zSHBY0sX|8u?X_t|rqod-8W=u~j`~y$7oECX!L)5}7mUvfml^pjW3%PqL#f(11^>>U
zSX&~ZJpGt|!XyZqRcOP^x2GSG4kw0Ef?TRUUzh0Cdo<3NDCBOcmV8DWqsB<@50)?<
zkwuA~YrpL|S0ABWW@U3tZODmd9Zy#eP$^}xem{Jv!AW05jmQYg`UVbg-F8y4j0j0F
znaJVvZ?HBFFc#9il6oGZOFU5httN*gUg$THM{#=)rT8x%pDj0YJ_&LO?_TLR3BXub
zHkp0X1`I3cDK|>uO-j2L#nj1e1xd53Wb*<>AccG}yR1P{rdMa7Hc{)eYP&Qt3~Kv2
z1g&x)OA~+~$6BL61v4J%MrSQ#RPL;UwzSyVZU4YP)ZHrM5bM+(Im`DV;}l%fo@AQ{
zBIe`52nKT9$qs5oRJ7-%1st6A;mrx8>7^R#%+dUw^cU&fv~g3p1r9+47p7*jl_@q+
zNi*D`Ks?}BOjel8FFP2=RH)0FX+>__WxO!u3#tDS(=y5<+EE@*4}YR|@UZ>vU_Vui
zwS6Y&Fg-blK412B5{{pPB74S>m4g7@^3h`F7*deSz$kqnWk!iTp<1s&YMOGnx^MN*
zkt~j~S-(QK+-QaRWqo?nB|MDjE$5cSg=?G3#SBjRmG!KxXt^)nJwC#?*BvWGORg|t
zpkI+*oO2ql4_vt%Vg-zq!xG*CbO%8Q!o<mQpWkJZ{ZYz_we{qs5BQYQZ&?T%^9^sX
z#PE=eoKQuvj+`L8Y2<vNw-mXxe(p4Mxnz%9Lv)A&zb6F=LXw~w8jJPULs%VA&Z6#+
zY6{>RChQmQ-c;y5lVLInw3^JNIr`RaQRd`=lz#JazS{SajcO~x7jkIPatbdxkR)1J
zUnfZW&s_iqo>h{~+SzZ0Z<&x$70>N+n|mTj2TW(ajqOl3M36}z%+ljOZuF+>u5eKP
zHhgiBRP6X;B-6^tW5z%|!BfXsAT8OF6?RyG?#-g{flr*6%}k=rb`o}Vn1Kr!KAg|s
z4>_tSO;m|S)ysvg-xGdig$D?1-bfWY77N2Xkb18K|4k)0r7(Ds$dysg`+KS)g$7uX
z={gdY4-%Gz;*h{h##(ILtS$Dn^B-mXvl45m4dek$&HKOlDss`gw5By$NOu|e>=YC{
z<}^NE6j`XJ9M$6C<dCSyW~%!JNvH7W2zm*=WLCRvfDuvB`d<9Fuu4`>gDJ$@o3c~q
zK5-5xod?ZZ_zm2EKYTuf*P(g=K#fs;!!LyVFiNQ)XIN#h=Hm2n6bBm<9MHw4q-pN2
zEqzer4qbR@^$Zhfdz(X!s=9}Dn%zefUY%*BCr3(i`)@T85!+K_H)=DCZDIF%j-Ve*
zuZQ01q`(PNY#7$m>H?F5%DbZ%;yjy|Uu0tJTeFuduMS+QWvc9Fqc2Y;bK~GuioTS$
zK1z8P`weaI>IEoUjW^{*FEAiioPO{zDX=dJ;PaCIlQ-xr<;Glwn*$DANxm<Ih%edM
zvu8q&LeCJ*wu?yr$%8e_DjqcI0brB$uGpcEC;w?#8(!0ZMk{QDv|B<@wefe?z^brG
zRugm>^MXy)&WxHu131q~swim;&zsA*4@`5Sb(-Et3(zL)OOR|u@6|aHR-(var1p++
z*{ju2O=+-vpj|~RWHoXMZ6%B8R5oryUf2oBbpe&(_IUuoo2~bSnk^;~!5IJB2I9fb
zVF!|^-t(&#RE|6?hVVI?9<cH=zTM+!7i;@!L7pFQ?L2G5EzoUs;*(4X_-M`N&c0>2
zd-Mwng~=-?<kbyhHQHv$@0tqH>R{vGm7kS5*WI0;*q?rsvk{t29r~*8|0Lymh+jI{
z3j^{km*_;~om>3Bd;~IF3|`9lG=n}Q3wlKHYsww1QvcXi{KM$}*S6x!_f_$#F;qU(
zRowM>a<R0#NQ$YPg)gM@F9JRl#B=s}Y8`O|Yr{n67&<%kJ07y;PeaF8Bpjr9Dt}p7
z$J_9F?fN+=v9z2E4Yip+eG(vRrU+6fa451HeyVkv$HO)B_S4^IBZo?}nhAO7*3;dH
zLqD9JjIu;&A(lLkNlgpL&j|oRJ(~Ca*9oWFd25BQO812k>F3iMfcO`D>`(!mjF($-
zdZg0FW`1S}cB{hiuE$<Q;sVu1FA%OgbUi~>GBwG52JsS7O1;b$&f||vLGz_lrtIsU
zUgvd*U)kCDK+*;oJMz5#TuV+7&RlSUk@_PIL&YeSNYLZyE9Pc9;c}9i>N0I*i<lpU
z%GkFaGfZbfcDje2EeG~3#aaP)j3?XKF9SSY_(M@!kw^NqZ|>u7Cl3ITc*K)gO3B8^
zp04fkI#-K4_NFxOoeZ#sZ0C5g`^jTPk@Zq~u`K7{cc5EPc)u`Uw^fE8Wo(O>t$Q*!
zf!9bHt1SP@8!nJ#j(e0A8k5YY8=@+=dLHXMd-q*z)7z%L(L5%eaU(6Oii{)84{Fcg
zdX+zU)#*AgLb<_>1~h2^PoWalZT9VuSU6GynH`nUbNR^o21>|ArMB7VBR;2am3OAg
zc!!%?%ZbhFpJnZT?R$;2b8?5S{N*G6)Hp%cg{gKc7+F4^#-Y!$up7ZIPLi!Vl!`KV
zoS2(2N*ix?<fpXtKG%zNR`Mn%%<!EY{=v%>xd1CI8f=W7mEho#%OkR3Y+x#|tX*}-
zu!O5Rmyr^R_fIt`p!g|LuOpxhK46eDKValF9jr!1-&ocG_rE46|D8JsouOVLv}4+4
zvGkut-`p5YY!&MNC0y3bP*zLK`>{}XiR5^tiTHD_EHK$gK2}YvhVqvGea793*V<Zt
z=JDPIbG-za`JOW))nvvh>Q&+DYP`kaf=Oz!4XfBNbAh<}Ss{BDOIr1DwC>MYgTbFK
z{lPYDT%?&V9tf>qiL1u?qKr2m!gIjndr|=@$M4GA#v23+<!=7s$6y*z!h~MIVi>}u
z-%u{JtI|Cr&}pCww&OV%YL>N*#Q^58B4<yTbmwU<3lv_zJ=5fC+BZNm+!Jbi?j?Ji
zF)*I049m4_*Xkiok|p8Gy63=1b1ES?##BsjNxgb7cFmBYp3EhSp=zdD;0!s`v%%s1
zd|5(OWS8(jk~W(19&3C=7TCZ$cuJUQ$7tL~Dr)z^7cw^=!06>~$Qj^|8c#uUpPj0p
z_CMFcnZ)ec(dDn_?<P3m`Ksr(L+hzH_tEzJR3SN}>OBImI&=N=j9$0$3l;&E?eEM&
zjHs(@7x}eTJtd9b^%I~!=VgD`>@YUeB$vt16*V(ti^cYKM8}RV3oAB%A{z3mn4n0!
zXc8*dpx5UFt*xAvSk0C!#CS3&?hPP79nin%W5insUwxXAWziNG<U;50A*&~M_pcwn
z53!*{WQpzdR^WT>@B76j27ODn+I-(XnG|zR=4X2xXDa2WUVz<)>}o}}muwUUWC|}U
ze|l6oH*=Kw4mBC`rNXWHC-A_92ho*6J6q^T@mNTv6c#ZLAg>NAC<q<$yZechDM4w%
z{uM1eqzz5&yin@7L=sIkO>qBgaJBRsqH)>x=^}<UAH3)GW-47JYy#yBh6WlmJI>su
zjUn62hl;^+2gkkoIuWykdo54uJYhiZBmElwpf~0F?E##zjqSpk%0C3VkWPP)|B{xm
z^k3AfX?RcP<Zodzo8sXfjxV)d9F@n|FmS0zeUR=b3KATykRB;E73-xK#coP>m`QRq
z?5I^WF$%LYpjhRYRJWba^CD_EBGRO6iqJC|a^%wxfCVB;8WNh)hIa&s<Cw_Fv}wKn
z0Rec7sINyF#86_NZ-g(tJ74b4*&9)-F;rGa^7YKZgx8H_Ij1&bceKRDH1aXlK6eiP
zop_*6UfXaaNF%+p990)K6#Nz?v2nXfSK`x+$6%(jZ>wrqW({h~RP|39{{UMctAL&M
z1-Lt|sekhv9E$^DI)u2>ELP(I0gMg3*i7GvMj+RWa0u%D=!3D%lYuE#W8}7^YLzS5
zAvM15s?C+2Q9u2RehMUJHzz{xvm**sl5QrQM1HwZnob7Ty8BJ4e7{>18ND`r8q_}-
zY^}$-un^}JA}{m7!09dgln>mA-XnJ;+ES4^)QeI??4J|=0!c_9<(n*By8Kz;ETJZ(
zQ~kwcwr(0{<7yjoM~Kp9s50ub-jfxzv0&%-rru(Z3w%nvCJjlhK0LoALA_@B(?<QY
zv;*Ic?hV}rtK#s~J*oC$hx5DZ?cA&3{Pu$F!{4K`7a%MC>&k-=#eP`9xH`2}FrHwa
z_I>XcK2#EYjX*V|2;ce;3aUAHMFt=30O1K>31S5X297#`(@Lrh69SSg0m;21Um<05
zADGia$&!=1fYcsv2if<7dKH+OnW=yyLZD~M0Ez2B{%i51)!oI<^H<}oAbnj}_Zuj3
zInP-d^z+1S7uHj7$)Fuh#rh;VKYzZ^{yx|9OZj)^NOmRl?|07!Vv9wMl;YTbQqe;U
z*1X1813<+?%wp7hhYe!5Mkp}EXz@A{k%sQfE{hSmA40$36%!nKah(cNZYA_b1~yUr
z@W}<;MV|!tX+IbqKa>qzs1|Wq8?;dz)L=3K|BW#G$PE}_zPFd_fM9Hq|3<`ioC*JN
zoUx4VuTiM&0yxt|+|-mBIJkZSMi(v(K>xA;crHXDzTWvAqLZzYlPCZLLRp3PIp~jm
z8uCd=!aEz2vYao7lehIycD>lqj5f1X@a+q9Nd7+iXdeE)%h#|)sb9=a`u|btyYm{T
z?RU7A*;JKT%?WL&HYDo)d0)u4)9gejM!0V>pVz?WbQ)ko@cI==J9*=oC^M(4zWR1I
zf_si{k++qylu^NVXIR#0v?)PBc;<OHIbNiAblBfzTN4>jfQjrLVCw$2(nDIv?U6yv
z!?;{ad4o+%{0VB%kO!QXfIEt;R=bsq3^IdOSs37NECW7mt@mZsWY`c;qGSVU8ZsK1
z8tgETP?ns66AWGgRmodm^KLiylekomRDrbj191B)$^ec&!7orT#*}OmGMy9!$-F7W
z*Y{dWD~MX_^H)(9CWKw0CVF0UP|j<vtg%-<x@Mhk%}f$Q4jorAi02zwHz>|2$G3Pa
zIK^HmHS`vRsOAbGeg{iR|7CYG4aaQL>qcA#`mN2i=*8>!g~E7^`n%y59}3JEeEcJW
zyJ^Qr1T>y6+3L|yX79l<O2ZdSkd!*Z={8|}_at<by*sb*4*&0hz<<+6Xy0}&Qns2b
zEOgS|n2TRYX}}pt>iT5!Jz&x=0;@bLz+Nv77y?Xr0^kzFQt!MO2u>_Y)UN@;RDAl~
z(IPzHRgjif$;p=7=<rdpB#5p(+y$f<zfWLKRfO4!bYh-<JLlCf6YT%Ew90>t4bYOr
zrW>Df-3?vojLFx`WSfcF4POq3n5GEBN(&sQ7<h0ze1wK-?O;#JjHsvc>*arJY^E&!
zb<?SmJN>1)%<8PVyt@}zAFZM*AOfa)umH``lSr@j!0&a6w=75sh&<j1&z@P><(R8w
zcI^B6T^WY{f1VsYY-(5is`m<<QNiwa>&=bdtY7!NV6e=fWWaF~2uwb2r+cgs<A*_g
zGC}KmY~P$5_0q$1v4Yk{7gF3hF;?H>mOZ$ekan^8QNT)Vve1@evO1j3!DQtIJ|uiX
z$;8#|ZF?@^_ClA<N9Gq?Ri^jKe4+G`DBh0SOXX9^(5s?6znI}I`Nop-?*e(}qe|Aa
z3Hs)Ca3Iaq2pvZ#2C1mHX3^;LzI}U($;0UESt}ytY#h)la6AtLpj+C%pqutTkdk>Y
z5fL}F+P-ucQC9v?^Krjm<g5pfBWa2NIatb)fSa2eu<s|oKHF^tM}H{;edUgjL#!l6
zpUcv5wMtP1Ym=UzZfT5l$@|y)ZAj!L3wZ<<cI6I~7M<PV6Ks}4CUHr0N40gvx_4Jr
zhQEZHO`cBE?n~1gc@^b(%`OF%ovCIx&#!thl$?Nqv)H$az0RBdqDeR3eq`c#oM%t_
z$bRU0j~V&Co1`s#>kl~FIhY8R@p3PBLhS>xLHEalw`wh8-GTKFA$bHm3vi>zSO9j~
zK)o4?YL_p$^;y_GGvjlbZjGl7Yk*49=Yf{O(<o7Ya~}=llV96tSVcvn9685+erf9D
zId>DK0z&$w-lz-~-8V0^4i-P>1eGl`rI#gg7s77Ebq~A%RRD(wO@mI4qc1?8-v1iz
zmCaD`TsV3WCzhOQp4?qUMXznZva?>4Kg-J$LwPE{s%1nZ+g>c`egOwK)fRg2evKG^
zBsVAaZzVItrrtgJ()`t;UF!b+U4sLLq%q0({Gle>4o9WBFPcalBqW9(OR=)Dew%jp
z@+!#ytOnxZq%Sj<$Lku$^re;`8i(L|<5g?EFy=Qa<D122w1>0#_%zU5moN2(Utg5T
zOFlkueV<c#!rmo&d^Xqe;jWB`Wxa3tv+N7ToLIMPjpp{9%f!D7wnDV{kbuwCM~iK`
zm+C(@CZ|>SoSF5T^)Wiq3Tq$N)DaVeb4xoEN?y3vW?HIHjy~TDooe$|sjk2h(tlT%
zrS=KaaZ`h$$*&o1qT%()b{VC_(h5O{)wReU%?)$Bj@BV4<peM={_mO;2$~j_qB%d=
z0+sC4FV@BrT;P5i3TRgAoe{L#npv5IYbT`<ZklOrze=t|&!V<*HbnM`d^a?4;^0oj
z9I6adbKY+C+a~_lPBt;fj3o8l)j-TcTdCam8{!l=N?5A;SC5%>l<{l1nx}|VV~6#x
zVaD@pwHX#_T3A6=VdYTAcW+;g{hnix(Je@1wIMkEnDM&*?)uA@W}&@vL(F}9BdUQz
zM4PmC`e2)A4%%2q3$Z$6Ux-IiRLMFJs>C)-aQn^Ag4^$LgQN8oC%fb<s6RB1{l225
zcR>$>OJp;F!=w-j0UYashEG9}k&%n%g@yDNmzPPUIt<=EBNLlK)qA?Sv_*}sgd^Hl
zmt8rmWQNGl&GF;)iQ20-A3K)v5a|w=-&GH0dE)Sq$WzAbP{U>oOr-un&&jmvx-q<1
z2Bt8UIn0#_W~NGZn~9H^kVlKYIP*Ufk{WvsqCI)@ElgK;EH#T*aO(v1C<iI8dU>wg
zNAIx{uTn+pp`ZL0t1rvv{TY<tN{rx5e~&VteDItTMnKSfqzFNLmTdXE9_dZ6+n|zY
zny_f_8yH?5(eKanJj3}={~zzu^Oe36y`DN78>%soIu_5Z>`Z=Rf89?OL+*UMrf~WV
zP<Rgx4qBi#`QWs@LeawJ=4LsqCeKp_s3nW(dbg)av3e1ipnq)Rj6vF=OC(8g`y8RI
zQX$N*)>;Jg3^y3F^uiFWsrZ@*TAEmgVSTXuNMrnRc;aHQ-Z+Z<@rH=$Nr&d(1U$Lz
zW0la5kWU@I7;&F91~(G!7boX|L<p!~rhWoAw!~u2!AIw_smJjKsX*Kil3WkrNx(bT
z@#m#;<n+2o+8ji+zM{=6C*OT#!x7}q2jE@~fHbLaNA(_8qc%eiBe96JpRLC)nr!r{
zx#9;3{?>XxAugJh@fltT7y=ezWP+~fz#p(syVA7yTz*^{F5`Vlf>@m>Wmvi&%;M0Y
z4Fu~hRYf7G{ru}kp*_29b2Mo2-kvS4eO>69U8vGa30!y7!)-%4V<UqZb=Bz$32+j=
z6xPq$Vx*lJGzB+AUFr6=1AsTgHkiT`bgs6X3|V<cS>v!yDJ^2Vw-uY*yQ6O`{C{l+
zC@lLM#0>j2^h^glkoBgP?>m`MvnIxml?^u3o+?D<mUuflI(`Nk6`|uW)G!vEDg?l^
z<*su8PFf)m5mLbRN!>BlP6;6Um8R;PKe@apS%S8DsAc?jyVK}j?HXZ8-X!^$_hm2R
zvYF2L+6j}JYSR(hk09~*XA~@Rk5YG|^Af%ueV(Mm%v!@#(j*~7iCYwyJB90gZt{70
zHu7_8drZw3b*_inF0RL^+J4W9^lY@pVoK6PR*B%?iH7ljITia8NR8kH641Q2(6KE?
zKJ>L*Lj#7Gz62@UUC-ZDIIYSt>HR<l>};)VU|1RMHs>J?xdnNg<v<j5D81Go5~CDP
zE5H{jAgN7em!Ql&*vTbNoGMR8CHQh0wb>$Wx!VT1V;I}InoJ?jeYV-B6X-*UPeJZF
zdi1h2+Ge&7Y3RysSl$iCd6PnM7F}&*H@xi+UGYSYr-H*H^LU>)YF`FrhH5#|`2NV2
zllUKed~{}FD)vx9i)c>`hwB4VrOMWol*j=1NebWHylY+k3sUZ8aC#i+xX;aD2g5e!
zx1;reNMH<^3659<KG$@>Tp%0{5!D!+WLfKXC)^GW;~9^#KR$PA{VIlW&^8s52*8dk
zldgAaZp$eY+=HbN*0k(8<B&pa^u#*C;P?Ba<1SwfiSW|PF|f4aMX9<SK0;m$)oH3!
zhg59vk=1_9@MNu)!$O?bvS1FAg{&=4w2o#smdlBA`Eb(tlnz(H&aK%B7)?dh1sLAk
z(@elZa0+XICd0tUF2=O+P+*d_1UM#S<&XG*qXmjFix7<S=AfpE?8YtrO!Fc-NLqxi
zy|3)J0mvMxq)8#}ovmop?6hc-T8AG{lkqjSF<gpX%^_GiXMSI-nBZ%^^z0IYKXb>I
z5U2FmVk?8^%FNWX!eV33G3wowEaK!^xOP-_EzPv{q>3yyVSSc=!_DmhP=%7IFS1w?
zGCJz}N6Os6n6L)+n*gkZF4%lwCAZ;NT(93e@Hg__$0(u(MFDBSe|bSELmr=k3g&Mh
zKmZD-;?A>|(6^_wQ2u;a-!5#YIcph@_%wc#w-3mgr^apmw0Uel-f=e|>rOARSGoz&
zCdDKcwoXptAbWB_eD~WLYHz8oDr=6N+{DtNJq|7Y(9yeytP*AruPq|Q+B}N2FU5)_
z_{vlbSLNGm-ZByLzX38RVR64BR~NIrZRhD{@z_vkhg%~jr6m6qI9!X1X!CGe@kTgP
zSZ?Kf>9Es+@Flgn@+e;|N3jC`&r@@nW3{)RI!#wXKg)ge85=Ht`@EHqv{-6W5+#0)
zv+HUcbj^)B>IAh{R8ikFScn^Q(W3KxQ*1`gcqt3I%A9XLeHD3hkL>7h1Kt9MSYU>{
zG*8>M9|f1QK|I#cfZ|j{m(O<5!t>RL7~bE5Z>}glNNsE*hq?)>w}*_cx+90!NdOE-
z`Kv3tbCE%>GNb$5s#j!{+&*YmT?6k|B}bjuL6Y)1mX8f;SEOuhTly7ESLYjKL~!~S
zSbz!lrqi5hiNMi0$`|LdXY+k7NaO1f7ve-nGuR()3m$q~viW^Vn_861ys7Og%<E$U
zNrtRRp&2ek5rm|hf;?*d{O+q1k9v_ginJ~~5^Odma=F|DqcD25S0h|CP>UobI%o=m
zY(NqUI)d7`)3~hl4ndFM<rtsqH~7lFWc-R&^0~i}1h#Yz*7RurW5bD<s&%*Xa)_P1
z=W@gPX-^Zess}Q?sv6}p(4vo4fN|@`yr(Z$ft?@MA|UizOt<1!?M|e9mKVh&9I|Hl
zSn-r?NqUPH8%YdyS25zQ=~x=8=;ofKu1rnaI(W0&1Or9E&#2K3o!^P&R3VO5ZI0T9
zHE_UKq`k?mJnrIpLnk&g`$>b1rAef?orv4p>HJZ5%>*m;7K`KC5@8un6Ew&3msMWF
zu)LVt3FLUNgl?G<InrwTdhn9l6;Tfn9|QE+=}DbS)W|@`+H7M6f{YTWvTeEh^TY8I
zoWzrt1{Yp+Z$)0`fVP;)A4(*3D&5)!zU2bKtxWOL-+-@%`K6Q+-VHs(htSMmJ+q+4
z&+@-?J9ZhC?}U<QjY>;=an8%1S;TY?$oO<Ue*Zxm+A^!UMB{OKXp{ja0<J}j0L`(<
z*oGyv2SV0BkUwrONcy>~c@JP&-S{VqP5qBbu#7rLL5|+54_F&vMUbr=04&ZlOJHUK
zL}{y0BQTBfPxA-LC9kZS9?Q5FTgxZdIQ2pd^3EzRNk9CacWgi(^X=EeEu2<r?)1Ky
zri%&8P51#{*_A9_`Oj!5+>ZwS;lTU0*5sv9n&8T_PK@e3Q>$n7w^i^lhF?Q9(dR6>
zGQ_kFZjW*p6rXs%&}TPOhUcR1%cqx!$aZ^=n^?Q~HH$a~LBvmCqd0!FRzNVz4f4u0
zDdF<sWARo(`%`~l#&;zKiS_#T>46~(uEjT@Jr*$B<mwD7p#a>@8UHBVVK&%H<$du=
z1KmNBMA6y>?a4Rac~@AYuL{L<iSyIs?;i0=oSMoKn*cW|IG-0o|LJ@ldDi`!;7qw)
z1-v{tu2ELImH$*kG~KYc7v9wdi0Yu;Nt6seWMhHlIKDpSrgL1g<P+Z4CEqLSpE=*m
z9NAQN{re&OHO4lmSr;M!#lkz2_54W`{6GCn(}A`IVAsJ#O#tl~L6^Ri{p9EH)Q9E`
z!Bb8N{z9{GYHf~eV94!7GR{0h7$)4j52ztcvUqvqk0J9@F|=YsxR=MqT?hH-pK<x!
z6RrUCzVtDOW^v6_c<}jl5B>>{{+#0yfv|y#eq;FxeQA_h0cC&|7F;<ceEkjF=mw%Y
zQvQsg?aDKS)chKxCT93vKZ?JQl%^lnijntiq|N|9WTy|-VBCs~%Skc2_zC&zcbTqR
zb3XjSIVtx|w|ZU(Wn=&`$|nKu+8g@YnG`OAAKsZ*YZ%raeoF;dQajBoY-r8e8u#Mi
zS6Ugd{YbA5DEuq2a(bv99-o_UCCti;p3*>>qPW@6JuvH|)94pwqb7X*D7gkfxuD$F
z1RPHd{geQrf(i?;(+;>~<^3Jp6KMkcu5D(kud#;Ajuc<Hm+_>3)lBU8C8Pf`drPQ!
zO$DA&r7@9m4c#HvCKMNk805s6$8{tgW2;c#*tFy0P?v+H?=Scsdm9<tIzX%+AA$O~
z&*k6OtO2->-82+sEEi?36~<yWOI+wQ`i2VsBA}-=P`(k-KzXW{V5UY31BHrCJ7C3w
z60DR3DD$!GKv$VJy<8&piQ!&ZB6~%^74?>>Rj%&&-tbf8gSXP#a+di&)@lEpw)7z2
zI@JLQFLO`v^TlCgK;@tN^2_<klCNo3M@<3CMIDFz(B0!qc&Fa6qoPdmBh0H^ElQ6W
za<^t|m2sK;%N;R{A)g~fjd>k8m#~{<7y?ZDK+v%(eSKc_upCv&Opj@((X7<?v3sO=
zB#Yn-gIr25jXK_`xh`sIe;22SxmKy%xW1-{$+QZ#`KUpz`AG5;eTf{w!EcZSEkHKp
z3A+ALaxo%n?MdkD_gg%?4ycbBebh&F`jt?8(3`NXg9~yAE*A!FN<Wqla&+Azs6nrJ
zKxx*#5SG4vf;mW*bzFr885|QRerkG~I8#HRpLUwIBmUHs-PjU)PvXztcFb`S{?iL`
z_ic1GQ^LVT+e}mGmRa7_Gj@}fB$t-?eYj?xM@{7jOg_YXd|0&^qkr#3`JF0&erhgu
zY3{kc5VSE-8*4HP5Wkc3Dl|qcgLffjPZbJRF4OCY9keH!WuJ%b>!6jfc!z>RLC300
z#k@yy@)xT{$;pMhD6>sZ^AzlY#yg7+kr&!T0^C^P04Z|H8#&enlP{&Hi|j2LUp=xm
zKWd^f`9%>+#To|C6HslH(WE0nx6UX@K-!M_SXalld|WoBQdz+YU2kJep`Vog*!ofY
zp47u3I+l>+6X|xS;>G>4!D-K1CL+T?$(HTH|MOU#h9?`Sdq;8%-_D>$w%7P&XeQ9e
z`<>jphbGaxzE5J9!&7ab*%rvTXi{MIWLFJ2{!4Bc6V@uos$9>nTqCkzwiu*!AE>0j
z1g^r3=GFzB2peQ45eCK5l<${h{WGW?kpp8vHNifO`bu-i;?0|4#W<hWb_*Cx09As3
zoDhdU2nUdS*4|t7PP*tA+@6oxdw*XdYT7bv6>duGQh!<?er3@i(b7gvKO{r>jCq;_
z)OL;@z4KYM!7cS}0piDiH}S8)$~IGxGP9M}KjpQnh#7PlXQO{BmqCjPx7B5VVU*@>
z{W5v&xaayow`TDV^GV`QHSQ-2>8vr6f|_ffe?i3ej+H`a6v@BswLx(fK<Vyp4--(-
zcJ&pwf9m<&#Ot1~&lx{HJO8u2%lLcGDm>L3N7YOnEm}^~dc}TZ7tb_6e)^<mjTHt<
zBvYN!=Zkuk9Gd31(mF5Z=l*RJ{kiljBHU$v$T$Cc0hhmCI+<tH{rGK~<s7$#>}VCi
z%@v#Zq{ty+Z0FuuCddj_oJa3Y_)ojsMr;X}BTDAUwOklh6FsKM)?Z)R`S59ALJXpM
ziM|aS_(MhBm;JpPl9}tYUfKJ~?G*iL=zCyxJ5=1&b5?MFm00Mmt@8xL43Krg0!E0f
zwi_J>0juJ4_(w1MbNFjOr8HUSrIKi;E$ne%QM_1fs|UQt+Pq*X3C!-1K1que`R90j
z!Hf|mBeFiAo%p49poKvyJeB2z&B}?&6)8V?Vp?T~&_!?)!SnlxiU?gWZAq^vg$yJu
z)apfS9^ocrwl>H|E`j|EJL3zoUe#Ks3wqi&Bkp+IbccS1i)q0AlgA1VA=5Wxb?c>=
z!Txw7G-_cT$ZK;8t8v!)M3z})?9ZmX@u2QPV~^;3p6H0yDMoUxikfEE_bd2!Rc7Ds
zA2kVdnxf)j?79)fNuRXP6@|B*>=LrOp9#m1q>bAR%^Cl!U!YpTJ0*|u0r|jd$EV+m
z6V+M#Lpq~#gN{Kc8oQ1OiI7)6O=tbEvHe1jt2AmPCIgCK?(4&N_C4CddUQnBXV+OF
zznSW(1ifOcICKfXp31FubPx4`qAbH?cAWFc#@RNeK6>~E?ii{)LHWo9l~<21f6lPo
zt+rcf(>6l~);wDdN95I}mQvg$w%b!PXo!0G+pM;rm)mLU<mthdSZ0NJl;umN_x;ez
zn1e1Y?qmo+J&e0TXg9PQD@<mA5wdgAck=0hpx;v)&H^{zH@_yIm7|=Twq%<qDCg8R
zgSH+}X5_EJtE1p49Lxq2fdC64{fxCWq8w-IZ1D9x1C|Mp6RAm;R`-gN@f)Yg0!<9G
zoqu*)B{v>Nqe|(*6L)BBD=r56^%ITb4<sPT2k}aNd}&!vj)$WY#Zn!**ji9R#6sCX
z5ESJ{CYl;P=GxDlmtt|`+V|}rPjzCjr$&Xpb#?unNXJkNQ^dtKO!5&*)uLn)3HmGD
z7tSQvPQ9F1e;R0#=Ij*@kTEzz0&-Fu70<@eZ1hLGjAp7$E3<jhU)Rv+OH>P*FZ)le
zqjtB?28!;>37kAMAo$?fN=lYguc)lZC@`4?^neXspUC3S*C^2nr|rMRZOD>sKw)`u
z`TJHDoM%zx3W$c#RDP>b^V?1fci6n+RQ7U}T+>JYDOSrJ9>Av*4&dj8MiStn0oAnz
zX|S$Ef(kCn_0!KF7cZ7M$poVx%e|$bLo4sB4=2?-9jOsqPC7ou8mGjq%doH<Rbuvp
zy1NV=Lg_j2a=A*Do6B#~o8q0D!4jro*)p$ak+WhrRw1(UMbPyZXd=cG0euOC8|$A$
zf_bFQ1=?OEe{{aKK;lWSjbk(m3H#KspyO3}xMJU0Pk;}{_F6{#V!dnO1Q?DoE-h{a
zJ_i|gw2IG)k|ue_e20Usv%Y2rGZs+%D8E@)E*KN}iS_Ky%6KRAN+GJyO_dxR*zxPU
z(RQ&hB5rXd*NBif#XkXbvOq2N?mO)qXwaRcH6aNO%(H*>s<L?k;zpAVfuw}__6l0M
z&U@0#&YWnfqxh?-45Z5aVFP)rzN^3-AdxUrgs~Tqvir0a!l;f!KmEw+2zBAe>P&RS
z-uPH6o`U)QjS*E-RpofPx9Y`-Uj_<q!8agCt+rnC`emq&Y&CBgiX$q2Q?rslzf!>Z
z-9>5=<TAVUxYg~2?eDRV^9|Th5c;JIB!I6;40H+N5RgYEUPz!PHDbw2bBSHH<l3nQ
zHo00sH8d`nQ{=#K^J;c!6U*-Q<(=2yW1qC4-`ur5PGU0d=mdL>f%XM&sQ*VZ3J%dn
zXAdfDBO`oDDB+s#Gxk!Or;1o^Wx!0k=4OFgNW_KLAz1SD^s+u^)i(M~Ti`z4ovwY>
zw675=rb1mMkB@d~3R)(PZew@XCkrNIk9z-x>P=qE*-Rui!L6{C+!-VwfAx{i@RjG+
zy}O23NDrQDD-bm=qMzwwwhocvfEM=S`BIV6@#f~8!YOF-(TM{MrNIpNXKmdoAUAxa
z+WJNO*ZCp9zW6*(#p3txRIQ$QLVlnTzI=+Y{Y>xlm}N}k8!k1q*I1z)EXY`YWZ89r
z{FU8U3j25VGSdsL?e#Sj=NpzyrvrzDgN%5xD1#W|g47hWz(AY?V__KPZ9)VCm1%Z9
zC~qJl1WZf8IA{qI%=H`ih?9)ZqK8VAKNke$R`{#=ebBet;I>FWePlJ~TRfa|1+5RF
zAYS!SIAOc$V~&@jeU9iE4V0CKp9shk6bc6^3WxbOk3=Z9Q`l90kk(xBo$0?aBG<n^
z@I(j|Tyez_8c)qQW{-Ou#@P2JZ5%yfyNJmXLR5~i7C;oDVrMr~Bf>(O2f3wNk*)<v
z-M)%__v`DwK-MwYVrjwlbu7nv(ceb&{4Bba*w@HKM#%@UR+!-&ml)3Oc6j({m0(S4
z4v^N2q0d@&-5SR<??dBj1Ym_w3)1PN!Y9YKgLHRsJ!$mKE}#c#_;WGv%vC4~V=G*p
zGf6QEe-iT}lWyMhI_Oz@X9L+oa{~$fY%OJ81`EU6@xw-&qH9`eCy9Mw4PpaZLT-IS
zj}3vQ+v`}#4s*Ptco^NrG-r=}u7!3J`H0Rvrm2*xlgrW0GeDSJ|C<P1onLVphVl4A
z*6`sf?y=g}lq?@MY~Pm&y5a%uqsefn3!D8kVw{2Lm6+UordXA{ivam|33^^ax|<Vk
za_6rqe>jwafZ#_)VfBsI_)8fHbSQ0mTw&G|7VN0(xgNywSOfLk#294BSTp<yqaoG@
zo|8rK6iEg$`;V_yR^*lY;h?H>>ECz4pU7k;1BJDPtB3)lYNhSABt?{d^VT-Gj~Ev>
zCNP_#OtF}e^L@62#8os+^J!^tvE&VU!*XafT?N?O_tL-DLWwvE_1@gbd_o!5Oew%9
zeSK>e`jmF~AZBB>i$s!Iq8CQ~>Wi*QTH;j3EBCkz1aKi+u#~ifxtI5gSvEk%d)!k}
zo>DXdYeqn!Iq4P~1Y8b_4We1@j!_N{DBN^-4h|jr#-^c>WfH3HA^TDi$|=05k54J0
zM$=j|>&f$>k2oYG8s+5p&(1Fl(4JQ?h)|IE)AR0Z@ubgjucU+9)aiKqj=}}$;v8+S
z+)i02Lo4550<@?1{J=ms(Sx0rzXFhNh?_7{II(e(w1fwdMvz7Ut?qWd<Y2=cJrU=_
z_Bo|fLSB0_(co5EZjV<1`~;ShpGEX2d`8_e&|ox1FHXxr4uHzVaUP&KQR2`|CBPz&
zA08a@stzdMHvmxJ6WnB-M-OdpNfL9%#_yPoO9tl<`G1aN**FPL#Ko&?=1`$@J_&pe
zWesrr{bIPOQ;vXo<>?4j0{-)lmEaFm&b*3sO}xkR>KBia^l;og_Jk!~Q_Igk0iH-o
zehJQ(KzX*H52oLmOjporI{S{Pr@ZI@JMhfZ9m>r&wzdW(X1i-y^82Sy6NM^8=;O2T
zyr!b=CiWps_|0hFL&}0=@H3P>6!Qr?eBU0K+~l}u^`2}3uP>^Eg@fk%939^S1}F*x
zfK80;<OHmiDL_-(49R!TGLhw05N5V#!2eK?BF_>Q52iwAJ>Y1rw2;JgWfV<A?|*1H
z9Oza6Inkl^2Ivzm?D|kNkfM9txBUDYB5%)w-2xOc-ty*&aeNU08mu==LUyX0H)B6m
zHJ(<$P-5Zl+!T9Z?0A=xgMfrf5_cpXPAzPu@&pD$o(_V=X4YY0$#p+o06*#sICW57
zs?>Sbbw6%beEj@Hnd+cTf^iS4Sx>V#5+*NeJ+^`v4zGgj-S)b!ycfBN^rK<(?(dry
zvI_A4zcE?Md_;6?PE%_o=|CAZm6bCU+ripcY;2iflPH*r<GZUznC@^D373V#u3gKU
zc%2NMnG6#;{h0<QMxLcSfAKdpAcP(=qn~<cn^6zCNAneXJ<W<HZNF@1!q>P+Fdu)l
z8x7f1po*&23AY#UKuhzTi^!RvAQ~TI*o)*Y=aL3g&rRWS;E0nyY3qBvFJ!trc>+DK
zg$$Y*VLI5Y+ia$*vfdA_O1ryPt!aD9Bl@KIo{GI)fSW<==-n)wSR8<7QVffc2r^k>
z9|VC)_zBMZtq-cW<$mk?;I~0O!=SQdBAG*IJElo9+T{Ljp;OziA%Z#Mjva1+ROV##
zpE>wT7Q$X68L#>7kq+xbkE>n3s6^~rjyRn;@nf%slAgCH0_YhvlpW=C7LcK*7P>Ip
zo;14=;miJ=f|!k7AOjwJ<B9D%>oix<-!qGdmr))*P_G^wY`aE62L<~mq&THlZfRhk
zTHY0UuvKJprEqpyfJ<@G%Sps~Sit?%ShGr(o^5_=y2S3dW~jj$9qqC7u4Pv1&g;a-
zc%%TcArz2#+c-t+Tg%X7e=Qyb2y62f6W5Qj#IIgc4i%?n(Qd{ysA&7Fc*gI?Kqsgs
zREciQ^ZH9q6*!r!stn|S7kNtL;#6`Rut>e=zZ*NX_YBPdtDk3|&On$A33+Z?`C6u6
z#AIvy*xh8x0jQ7Izxw^qRKb5-s=T4Hz!wT|kCzEkk{Ailr0~<Hdb_$eV5w2tJ{)DI
z!eXOWhuyTJIqP`&Qs$Xq@;9uZw{{%n*^6vc6}rQ#&13~QYTC|ZL4C93BrY^UsH$>0
zDFY4aY9s4;4)(4jll4NW6dEJ^Zh~;zk@LOd*HCP$3iy^oNtdft>m;#%fO>(1Wxv@Q
ztDK3?3OO)}%hU-mo!#b-^D<k7U;gYqNs-|6<@)Yl$EA1^1JDepaCcWbu~j8e)J5PV
z?Hau)uzk#~e|rhUP-aj)dFR}{K3BpVw)_WUBq2#WoBr+kA7+r`hrvEK%S(pi&QPlV
zxycF6=s2?hMVRxQ3mwb6Y_Z^Uy{gz(kGwjD)-N$qHP7E%K>mcY*$MjyN>fIHT_Q3T
zCi!GvCrsBH_x&wjgfGyiB=oHV(S}}J<FO;Sa0tD@v*Ue`@{9$43a2~$KWu$<RFq%T
z^&ldOfk7jnBCQ|-(xHHK4J9oh-QA#wC@I|_&CD=#rwD?Q5<?H5NSDMA1H*iG^!Kj!
zTi^Ql%YR(+JomZx+;jHXXYZ%QK22rCsz0G~sf<3q_y`gV$~4z;kclG>z{PEv5{Ewj
z8K2l)Zat^nA);`FVWc%zggS!>mEW%b#yD~U5}!?YL$hJnkwQ0XO^!!$kF|hmz`>a+
z7;5`(GH@sI%|&~Fc3+|&`~=uqG}8^7^apYMri5X7;Hz2RD73Ily_RM{99Vb8Pqlq{
ziFfFT>fDrnO10#*e&W)NigcVC2meiUAll|8MgR6@bVCUJ&qPm3R~B|SE&2(^ognrj
z3D2yyc)J)CU=l}9!2pIiKx!6GA{+k=OY&5A)Uza2we}szR>0roo`tP9w8ZqEl!NO`
z(O{O$>~hg#HXER3QvA+_x$v#`L}ObFS_>lsFc`iPgf1u3SnJg7ey;PsvEKKk=Dw`B
z1f3n)m&UvXc}Ijr_*MfT>rMA~0yg)z9o`$S*uZrP*7$+)<MUSJw(mi7_0UUu6a@gl
zXu}q#)f_!5=E8Kj*8zMl5n!xjXVHX>*MBzfZTEc=?=XIz5KzhJEK)r9T0gb|(xi%Q
zC|2SMkbb~5Ffbwu2dz2*H@QSu@yXxGQ&7jKR|ZpCUbTfdc~N@^b3P#ovD*B)C>oo@
znC8JgNmGnwTitClf!wGazq6wAf*-3q9Rf4pp&2{&uKxvScRMacaA&uQjke{e9xADh
z;p3~xYz`7uLp#@R#J);DSNP<wzuLW|^Y`e#Ed5mi(8&d)E9ET%H4>SHTOJpq-fLqT
zlcKG|&&5<KFzBDSeEu#V)klom9b}WLn|sLxT0UP9m#@JW;4rOk)bS@{vLH7qr-Is5
z<0J22PLf9Mf_$9Fmg2B(zZ~q#<N`0U0M|C07b9Rfei<L34D^}VmlVfHqJHJzwl1`Z
zVY7Exa+J8oP_@*<oo@f;23T{=ZpDsw-}+}I!=nBp882E$3W7NJ)5!-dl%rZJl}J7J
z7e=k_Y-E7C)$t~ozP%USj`!H(xLAEcbF}^tx7cwxxDodns$$xI^Oi@->70*$+fV+R
zQ8%3k7%AQZnX}fXe+$N^kEoXfT;osNYE%AHnpo6-&n-)n==c3SNNY~LSnqe##m^Vt
z^<GOA`vf;q#iE7EIg<lsjNEE$a#$4NxnOwCf@{iEzRczSuN!1lDW0z+Dg^HZcCm~_
z0QlwTbkm`ugYA*ET`<K)BaXjQcz`GpnG~(Yh5*%;;B>kD<ndOLE7R~YY1>dnnXjgO
zxzZEvoHkQ!O$fd&af7Rag6u?WZ0jcwHgh_3?K$JDDm5eHpi?T<xhrx7Us{tG=|FV5
zcS&o>^NvmuJ$8HXvGQ5IqVwqek63ndl%S6kW=JGpUciRliT+|K(2=pEC`cUQY99uN
z%K7g7bD*TOaOS@{cFc62aFj#nhv2szCEj-dOFq<MkQ%xRbOU~_GYXVEPD!%MFbcM6
zB`uW9Y4bl3D)*xM;eEa&ihnSURbO{ooWF!CR+2n0pdt&UrsAY4d_D2<$uCd{c^re_
z^=IU=#{+R73DYABMjv%2!)P(?m@jZk4{!I39>%K?(SoPkl2JTLDwvJjk*5LzT2WV-
zWUM6W*J2Z3w$O8T^bX)u-YQvNIWfQ7c7p`IQ>Zwl68|lqj^KV#x9MY$|6EAFk$smO
z1teU}e&74%Y7an9=gV1^_riy8XKP>v<bgd$y1dHcbau0N?CPI~SL{F+>5=3LSr<~|
z^~7754(x&Uxt)NrsXvFVAvN*#si4GKNF*UeEegn$E?^EQOW;(%iFfe<O!K%y(n`7K
zvsg43DCzQmWo==Tb}oJ3RMKLS3ZRe=NTHC?mNbtfhQ|a7+TV%^bD6wt7~tNP%5td)
zTM2oLnlrov*(*2~S+}FeQt$h}ngP5^AHqw7)5!ispppdsyD3Nh4EwkMazLOd8dI5Z
z*CCNJv3_y$nu=W~MF7+LOF)3)%6^LFs>WT;CyY!FCEvXwElc&6@;!m|(2P}<pwtHW
z4&0;e9qnZE)nBKBNl>WGx-!mT;ICFq2|6<J@}s6-3ae<z!pUHEsj-EU(0lA<$xZr?
zxm4dEh6>wJzf)lfl2PZ%pO4FSvjoJZYF7^au6WhpDQPn%{~S*`YFkQ2s#Z1^lu}Z-
zvhbZy(II%mI9UFBffR~9e1KHI{;31?06JQIUBWPs;&m&dwQj-n+euzPMex?kO&Z){
zUPQ1jaqw{e!zcNmsY}D_BsnlM%*1wMe&KbtNpT36ar->>EvzyYd=BJS?DLns<i;I#
zn_Qo~C3pzn>3i3Y=jj$(f);buX|sHJ`U73l(<AtHeVPy~T!WKB!D)~EP(mT7Y8j~s
zY20ASQK$V?Wl3+EBC0!X?b_x|JTs;*`Tyy#+|U#Lp8N63F**qS8jN~!-ZC9MC4TY8
z)f~`($gd%0r2?1>>BHjac(2Y~sQ-PY<&kQ8wgnjC{P4uFa^*l}Fw$@iCuWKOX%$>#
zS}}9<NQR;C)Qc$F3+ecG!LL0zh<z7BueR2E^d9hg;ZRP{FXBr_vX3k~v=BF**Ck|&
zELCO;EcLc@@>l(o58y6$bZTQyzFmTr2KW89$uCfV@zkmd0y5iko-lob$BTA<N?Kls
z<iZxl0<@x10wIA;Y})O?U^F+2LuzEG;mP@9$R6RIvRh_}$2@j8104w%$D3MZ3HE4f
zBUOR3;kB7)M+3%Cd!Y$%Ni4~Bb%IWNz=X?Iw5ieFE>X%<8)Nf~(T;I<kFDYXn5ze5
z=l9JLS=NTN!Eo8M*wwv*9yE%U#9wSQPLFrz5(l3a6Nw6opLUw7aRYtg&yz%(V++Q^
zD})FWRSfMU2XVI}IQ1!~`GT=l2G;0J-s{$Dbj6&;<i*oWLXQlBe0p`IFpR+_vA2V)
zVS6m8O{8Trf+g{EFBkk!Uo=rAc{j8?0aPy(IOVSMic9H^_Y{~~EY{poOS})<_Lwzm
zN&BySA<ApBQPX;u-_vfb_vz+of=J^3Oy2+bXu(IWOYMDBUknw4z1okSb7t*0<RY?v
zJXqWIg)p$|`bedhwD@y6>(Q2UqVU=e&HSk-l3g)Qj_dS9_DAg9Os><D*WIx`O$zGO
zwl^dR$(#|1Yz?_hhkg>D;hFg$<;;io6)OPSU_W{LymS5-)&xYc0W|WpEMRSFW7OLZ
z1%_g@8}Be%_<dhv*#jv(AzS4&vZd|_Q`6-&l<<70EP#vcBD(gy3G(A?B)_*i2||6=
z8ylvmJZk!@t7=6OjJq;}ao21o^>hEakF(`+Jp2znoQqj26^~T<9LYfaP#hGqJ%y9x
zgdvl^sA2$JVka2fM7VNV7+Jjg*!TO}MHs#ZN(x)hBgpw#gcv*OQ4xlc3}*o-2Z$i&
zGPz%Ao)1$ml2k7N^<dlVg<tXKk|&>@%OM7t3YY+qn(k*T9U!!F{n2@aMpmfbE?(^)
zsT7u{H!_oV?kI{Z-n<cuY^0$3K&T%9df(9q#y);Ul%jraWK@*M^oWCaEuHuHc%%kt
z&!$pAprH~{_DS~dbOD8y(1-n?()!tiDf;;lOl1~z6MOGJ<=*Enw{opT<J!3nf2<Zc
zO!%^PmY0Hoi3d!RS6Xgc`0BTH70fTgoHXtf&|7Xlb`X-4k*Qq(z{h@C<>m1$N&b@f
z!q?j##aGzaF32KN{cnhZfn$Mm<{BFeuog_-+&GSy-XO@*5O!>wee{2LwjObtqi~FH
zG+jBT4t234`|56zQ!wdxrF(MRYf-yyS%LmP*bwUu>@^gbIf@JPMT(hjhn5x5Ul360
zp-WudA8rRb!oC-z0^W{m+;88qp(4(z-Lz3JK0MW!zSBNX);Ruo;BX2S?3o7*EY|2G
zeaLyfxEDN;mHPh9e|u!7O9&hvxq@e{?>x+P{{r7%?$+RFzU{HA-=@A~fAna?i$yQC
z?9At4cB#bc`t!IMA8IQ$|9xdjkoHjrW;r_ZhomLGt80?j`yB}61}5AlhouSK!wI*a
z*RZFpaxGz(Q+at<OfS#{?8w$i+lDDhog^D;KdMp_=wld`H?mY2+W#*SbsaCebd<DT
zRqveBG)lrIgI^`g@`QHm^pK13a<A_0EPg)jr)^E=tNSwaYS^<x!XI5;`Z1gI?DiB5
zPYwHeIjsPYU>GV>u<2L?iS0cR?)F^J%*@@N^vBlPGP0YT+KeFCT3(EsDt@`1+VSs;
zFaR)I4i!6WE7jG-_N(A;n^Wkv>Sn9d&V}!Eyeulz{uzm3rC^$mLC9$|G8eSaU+gJf
z=4a1rwIn^*0Hpu<)j~YY4Z0gZyC~%EA@Pl@k#l^xk`Vx=efaswGp5=kvPxsM5E*}w
zXu`>0<D}aCx=l>?8Lf@ynFZ(o%_DOj$50kjmwWMZW!0E7RErzc1g6*AiRxB%aE#9F
zuY~5bbl!t+Lk>L%m`z4fA@%%14xNZK04q-MlTG9+>=Brlg|_{-=PzFObsF~DmQ_Em
zp>aMo`eJVJ#P%Fw)(_>k+44qFPUgn>r!qFfex$1{hg3JAc&k~K$@6b+${(P2aTy)o
z2R0nNQ|?Zpmornl6+4L`Gb4vwhwD2#2+f$#4;L?0a~Iaa)jx0jfK12IkU$`R?qQUc
zQDH`QoUe-NU{9v~j$AV%JTh38_`*jM)+B!04+hDJxNRmzov0a&;!L=QCJIi588jX>
zs~L&=`H`&KYY1JnHfF84x%IQEBCQ$==^%zUextbVANb3cMc6eryzfT73y!|nG}YfT
z>_R=s%{&MMV%%jPaWbBns5xyAoiYA-2vI^AD^Y-v1aeN%(>v4!sXUfP<qZbWs{?9O
zwz$_-umDuV;#hTeI^5&yo6_*Hg=ohW!)_l|^zxo3=iONCJjgtETzouca)v>NsGY)c
zx#KNSlvbX1KC*&n>uo1H1QJaB81;&@mOXyTxN<!|>%_Dr4w@8s^rl=4I<1?zDOsc_
zYFY5)R(u?0s}H#*>Kf{?Ar;PeRcR$mjt=HMd%HAxBJYZ=#uE>g%~nln%$~1R4kskI
zMPW!V2%YO?>8Jw01lmHT3s0b-&xBLy?p*!%o@=4gTx(frve0SGafV6>_TvOPbpEfa
z8Ji|qb!5D$xlhI0^a|CMx8z&69<YBFc{h*ogLB+}^f}90T>gW<u)9|p-Xyypy=w5m
z3*s!jbofU}(qZ(6q-ViF;s>%i?xVzTvO0k$pBesrO6b{Hpl_4gRe^_IKB5izrh8ti
z>7h-FnxQEo&C3ru-EE7msRk)ANEm<mDymi}QKEe2tU@~@b2!RrYf{3vGL*Ck9jrpT
zY`n2_6fyIXhs;;?#j*~bma8r#2@m#`Y6&H`2Ia?w%e<SUqn|I8k30u~c=KxJoJBC!
zXg4^Qj<${$IgRm~OdS{&r)dRA+460#sZqGk>OEK)SPK>KaMnaaKW>JmYL`mA^(b@*
zS6kXBuXR2LG3?D?K3l0rr8O_Tv^Ckh8H?Te`7S*CqNzx*-5p*s2xNZI_1y&<i#gx1
zW3zYP4aCJwGn4Z5cvm+E1bkJkh<9Jqb)5d%cb%s}z_CGF@LaV<6jVn36Z)=iNjtKq
zV0PC3C}YV{+|o`AGH=J-#ZrtfPQ*Iw4UM+4F7Dd&NncG6mHSB8D$#$p3OV~nF0DK)
zO8567xxC8<1-eI;1+}+@*_;lSf4ViUBd%h-`iNlxb)+Sukp~rP==y|H=)s$XcPS2O
z0M%7?2og&t>`2Z+@0Wv4Np|fAw_pKFUb})V>l_&ofuHB@{e36t>8!R@Bi*~Nqw9i~
z&2Nob9g#7J++udZboAgFm#bu_+;($;?KcV-xx)?<4UXXyOm=quvu4hA%kZI^lfit^
zHcH4xaaH5`e8-L?Th#0bETE7*OZXWZ|NDDyK4bo^ob*~kpPd84VOz8O?ze^)7}^R$
zE1s_2^v*7}H73c@akpFJ>(FO$C@Y<Jj>tVHmJ_41a&O<d>LYVMV$4l}2syZ(k5z1$
z+LC>p03*=q4IAt#?)||sc7v6p5yg{p*fgr84uLVw`|gZ@-7s(Nh=9tMp*00+S~gcm
z#KkNN5|#Ha_^CZ#Z{?v{Z=yWWJlXwyak#h@gWB6V*tPrfey{!VY`p4r1)DmLgq{0p
zsiuCzasqM(5?uGV%<V9!K}Ix2uIK=SnCJL)Eo~wWT?ryX>c59eqS!Aa&R4AeV0p1g
zZFO~foRjx^6<0XEcJ=+%sYT8c2G`P0FztKLk!<V2rMll<?$xJZ6fVcgeQ#gbbV=HW
zk2UeL$E$%UCl!Yv5w9@9ZwgL%?l&h=h&xaDTp8eVa2mp+HDdXyUeimNQ9vM{<;2kk
zR34?84{C6|@0fiZrYu>~D>00$cX<_@`i?Y-yGkktR8@xR6gX69e#pz->&PI#*3W`I
zFtPHRzGAa}g<5U{XB9Ot?Q2MXEu)68o~%n=w&OWU?i;5CqpiAIB_-WX57nR)^-u3V
zCxSry6NKINqWlmr*&anj1!n5)q4MLV-wM&05vULoo{=At87^U@q$?w&cB>`~2=*h_
z3Ya_GBT4azN3B)!ov(gQH#l{9mm|m6lSFH9tA+z~B*7&wJw4q|Y+<S<61QeHQi4ue
z*Ve|X`H8R0od36|eH7M5&3+ErYVm!(=3P{{>ZMO&?QxlGsI!I8G14xII*Q023GFH#
zR+xL^fw|e)qd$!}3a*c&whVtEH@aSN$Tm${$DKWu)v#Jz%P8z*rwo~2U2+gFH10@V
z{ld~6{az|aGGGRo)HurJ=w%(;&HVQ;EPRnZC(x`Wp4gYnT(jNqVZGY<<Wd77Ki?vN
z*Quy6s6~s7Td0o06Rxc#DLy8%NG5ZN6XZ}=uoe0?X?*nBy{Ag2w=vIvi%R|LGhxl?
zY?m>1$V@pc{k8R<Lxoaiaj0vT_Q!Qw*3K|rB_ZQcgkuh&puAzG?J!8qXdm_5->mXN
zv>q&q6ulk!t%`a9StT=v^@xDl%94;Ct+!>u*Kphd3Cu!&ux+Uvoe5Rt3!cANx|4j#
z#mrHeM<*w%75tQIMM%kfqi&uFx?2$M+z*IrD-}+<24&wlx;rD+bWM<)ROO=lpY1*p
zZr$JlEv@?2RZTV1r_q~>V6umB<s4);t~_D3xLM;B*eF$XCYCm(%l}yU7O4RA@B#~;
ziT}O(MecrS&y=Tw;%m?1LT{WD9-zn&%3Adv)A!5z*Nh>bG4wUwF<CfMqcxJxGp0}J
z4nZ3GAU?+QeC72I8sL@l;d)}wY>%=6h$iak@XlWHs9&dRW^{CwM*_G$1p<#H&?jHb
zHYFDy#EmwZ5vc^_!r;^q%{xxUi^ec_H!Hs`$$X(hg$sW7_VCL?{D|jlWx~b8MYNib
zdd8)TaX~8R1V`QOx38}v$E_iH5r3C?*v6>h)7d!8*4A%)$6B1<HWUmBIncsV>Se_D
zIz(`D`B%f0oHHsccWVdH#!pQS;fQayqc`z_eI<__@TI?ld@i3&1`K~Wth(bm=jqjd
zk28s_uQBsuLP<`Lb08Pw6fOH%(8_*Dl&`LEnsTRuIZCTSo%;g$w+nyIkaJ=wMsWr9
zq%OZ!cUv^CySq%otS3u?n%7Fx6YC$#ij+v1qNco2Qb8_IK2X8GtY`V*lrsN$jPP`X
zM4W0R?!@vu$&sCUZzXK=63C-g8Ya@QS&(_8vPOGyk^N|LkdTR=qFm_ui5#7t36TZ)
z-&6GM$E~^~%{nX#bh^z+0<K$VU#(MJ|Ahza$5J(Fo8H(xSO8#44ehg~!CV@OOYoP|
zC3zM(*XlEA*l@eILsJ}~%OYR39_haKm@YZM*-9Xu6U{4L`k*l8lWU&5rL>87!CutL
zH1SQJm+a1ow}Y8G5FhddMz<c@Er)P0vNiVfbX+7-l7mA5n2Y})8213<c6Q((K(JB+
z2AY^}%rVx7Tj-!;FM_icnEBTQc9WFAU>VGX+wHFmP44p$Lm<vq_hwgXnh?b*ELNCl
zm)-+CtL#@rN1gXuo;Xx7GSul)bF<_hkb~enCo!W=;udN-Xmb1JUG$lxmEW@c>R@)&
z^7ihHyRV7pCYtRV@seyjhLr-W5NEdJn>Ud?d+}pJUe8miWZ14)=bs8QP$xmWZOrz;
z0IZ1rQ8_T!OI(~gsTnsO!Q<xeHo(b4#QVqbWmab39uEbh>6ii0?G<1*Xp3&F5piF6
z`Bl(;MIBYFA$^&eyYEkf<k?Z4ezkRuNf1sOh0xUn|EoIS#1pfHHW-vRu}{J`fdgU4
z@#wQjwmTxTbiSjh&0&O`>(Huq&g;lNl98rXYwm%&amoPg&0-$E(V>V<F1_ihD(%Il
zg2zaZz~R-xBL-&MMtW1VyN|yxEPw9mWV1cWZ8LU<Kw5v98NR{B=)+ReqYDoNIOEmK
zPXyJsZa=N<x^P5ha5E3M|7ZfMND4+qN92-nx>N?gO<YZnTX%H2!G|Bk8q6)HyS-^5
z9`Hne0WK-Lt$+;h=M?Zeu;=0xdDTO~6%G82;cD3uB0*=(jb7WOM@L8QgM63JfjBG&
zFRuo0^%!mT*()hCsI}Jsu8RA!e%pEh;B~VeJP?xVI2l#)>Y9{fb@(xZ?5+g8rFz`k
ztyAwDolWsfN3NfvAk8*HJ#)Q;xIQ8phhHSmU%n>4H|NnmxA_$x#AvG{QX_7=W1QKN
zauy%}IZCVI-C4u*yFQ!<yjQb57EZ#S>m)Aw){y(c#m`MQ^H^U`z%<#e((%g!(~BZb
zZMZv%R@>5JNlg-$56seLM&~eJF7vFQbWOB@;k9=050kdoCk9JFC!2zH1=drW2dt^s
z<K=8Fpal<X%d@F?j5D@;z&EWK0A|BY+pW`zONHz&%0JBpo;a-6Dnt`<(#GbW?R4m}
z*4%rysnb<%6n1wZ$FRg!mHG3X-Bopn<v*`P0GnnC%uSnNS1VXcc|>k#8{3}NSG647
zTJ7{4@0x$*`{V)4FejQEyX5^=L+N0G;U;9F>o&*kyslEs<Nnak(E{Nsy;&X<bQGWa
zAhT&Sxcw0|Br3&g#wF}v3yru+|HL9CpC9qisxRfP*L5nYLIXz^EeipJ!blo0KEl)h
z%Nt$sLHn=dSFfUgI}QcC5=I5&PsicQ{W-A#>l|VeJ2{(XhPl`%!<-g2Cx688>WUBu
z@6WdJttuSjz0&7!n1cWmW&kI!aS}Xns>h+r+r63ZO~#AP&&YYYHr?4^J8EAPqv{s;
z0CE)0Y-NsmwQ|!z#GSil`?c>^jOlpVWRT&NU_||Xkt1-)9<x=fq8s&ZNdlf!1|KxN
zUXt+@bh<9~jCib%>6rlkoB-6`n~)G~p#8zc(daP!gj)781oE*3PSua(@g3Fp)MlRC
z|KYOBnt*?U>WtLWOpu|j5URJ?u?1KF%iiLTd^viAQp>MOZRh&Yt*cgk<AyeS6r#+#
z-T~<eiYoBz2AVRL-kAlQ1f(9AS5kZ6e|(+tnelmA5i~OFyD)1@R)5+^_BrBKo<W_X
zcF2XRB~`Nc@CN*m%QC%%XcUvAG1xwuXQ#&~g1>5DRp=QQ-W_vrQ?-2##iCih6P}hb
zZ7$Bl$*VMLYSwQzmyxdF3+Fu-@jeYj^Q4U-P}`2R^YOxPb=us;u#j}PV(iQouSTMX
z;^I_3PbUzB$h_fG{q1)9+GMeot>45cIy_3Pnh?zrH{}Kqd&v<s_=G)=ZE)4BWHWFU
zhz^qn+coUV%zgUwX?;q^abT}6m9J={HV7XG%ojTw9R|2m3_h=ZAz4oU1-xu6j!qNK
zmvhXzi-Qs3IMX(cbJ}n%j!dDSVhNM!`S(+PN~GL6?8vBRTIy_h#8f)oEK>|<q2M+V
zf{&DmI_r?fyeOo0;zHV_N8255X*SYi=Np=~!!^Z{w@P)Sj=zMIY#!oq4t17}!l~Gn
zbEo<3{Yu4h=x5<E5{O%lTIXlmeo7`-jr$+7d{tN`U;WjGUol&t{{3O*=ko8_o(2K4
z*fwsK`+A7Tw$ziN#xYL~(}#k;uerV12amOI)va>Ty843JOfDbqz~%R9H4k#O1ol>b
zD=e?)6#aQ8yz^vMf(;lpkX^j^=d`m};S|Ka9z_act{od4D_{ew1I|lACQzL~zENbQ
z^%)dDT#1!qtN<A@1mZQ)6llsI&Q!!S##l2I;h8;@*)f)%MY(nz@yc(|X5v?ftsZww
zEmO?c?8tz_A*&v?D|1n+$(y?&FaO(cI1E?rT5{TF8-`>kRifP1G@Etx3|orbeMh=F
zyGFtvh`E6f_x);$Hpqi4uMz#xw<FIOkB_hA6d9;^Hd}HPx9m{hp@umJunV4fubsEg
z1l81|TOt;jm>%NGXTo`=q$(1d*oEa1&_8|7C$m2HJJ^7AGy3%@K8~j0{UQ>!*K?)3
z0srf3#2PTW+PKNYR0i}nOt^GQwMGh6Fq?IA#ux(SZFHJ-))1)Eq!<d60`FU(zjNlw
zVxyJdg)cfd2+C$NQ=K7q`xOY*`ip=4Y`Rgd`_eEc?yQJeI8B0MEdeA$def=}>vk_#
z%OtjRlt^6P^&rs)an(4h)eVVb78drwIJ{y@p(0}=W@sxrp3RYbywgLDGCRedWeh(-
zk04!3{>W41r|K-Q)QR){mC-lnX&4eTlRI&AAK@^teD=vs1#zxL@K2}k4&4s#a3pnp
z&74TMOyP~@pqwwsK@U)C+%<kmWUhOMdgFJSbRrs0BZq*FPBBnd8EeR-1l~<Xp*G<(
z;>W+^bufoaL8lrH)3w?l0ePic!4jX4$!q@3cB}*jyk#fh%0Vpg7yC1(UCvOiiAf)y
z8gt-)D@NZ^F{p?(Ov7bm-jTk-`oz>eK!BXh8J}N#BSX4zLB-1N(BEd{K8PsRp>AO?
zHwG&g<lyqA*0Wq@8wh0f*LalNXwYcSXuh@cr?z((_=13f#zY1M!?d2h_!>OlnscPh
zHlP1MqI=;d;|GoSpE%&H$#4DR4siCB2iJ8KcDzI{Pfg;uQ^a8ZXBg8MxWFu?e|7-(
ztop=y0fi|bF~a%y@oriSQX}sj#sdfl(3Xk-F_pY$($dInkn_(+MQ6qU(VT0RBB@h#
z3N|Dc>i3Z={jeX#oI&YT;(OV{1?!@6jJourx%RdsO94gPwo}-SE4LtJyfzpj@q<m<
zuSTsaw-|4K0v7}f0AXNHI=$2h-!k$Jh!Kc6!7xoS#LBrHH)+JPp907B5>&!1R^=ZC
zPAvt3v)<C?U6B>=I&ub)QQt@gW8YPl0HBD(sge6O5RdbsWdAd66$ng@+p!`pzd8|H
z1eaTFYdA2}uEqI*Q&>5D$aP>~kjux+%b_<{=1$?TOS6=VV{lR+N{(>Jl6=swR25E<
z3cY7?4Q({iV7oTbAexYn(14eN%tv=Un9M6`GqGwJqiyJT!(SUjEWq7c>t^wKPmW=F
zna{jmX!Q&4J3O6zlXA9XP~iIQL12Qc%G3PkO^rvZ{Ed^OgrGm|q}c5sJOX%}*^HIw
z>A3E1?{Ck|O+h6=KBSVy&tXIaTh0!eZN&BQ4O-aEfJgS!uNB2L<c!;`at|WDAevw0
z7pe(QE46)$cC6*Q7jt0U>k8|x-V*YB$|opH_LwNR2<tz4twrpsp6GqfdopuZt&8<p
zb|>hlo4=(Ejn7I1JzUyB$XV&iFb)=cO*XW_?yvf8){H}^U0hto#;Z|VCV|JV>`=>7
zHFlb}Qh>5l?almg#kXl@${aux1Oe=T5lYG2Ycma19)Y&4{>LSqYhcgpgT%prkekh}
zeJMDfEHUV*5+=XirDS!W`2E8$&!9p;p^yDtR?$SR>p7s@v%@Yr>}U5)=6Gsfp7hM8
zg3J{E{%z61=Z5gGbPd1PAdO7SeYGokS&&%JVKA58fA$&dxJo$~{b5MgBmmRMWH);~
zwR15_1bA~LJv8vt4w{nKqv^QM+t2gZ{CgbBSaxK}eXFU?Vi#a}Y6EUlUmRw<#(fpa
zMPvZN(^W>X3C>^V!Cvma_w1YzR&1IiRKctHVbu1TSd(3c3=E6&lv|3uP{)~^MuYx`
zx^>a|L&U;`FZ`a9bQ)e^@zXp3<&uHIP;RU)wd(~(#Tk-ui9yo(eTLOGJkE*hXKLKr
zW@rz})D7RyN>FGr$2Bmr{`5hnl*+}ks+4dZfVFBZe7f4KUyhS0%pNaSmhdSd+srrE
z`dDieh(DZ`EHH3Pe&#mGklGCckmZyX=O?`&kpYPl?}KYKaCI<*4iS6y%q%Vo@6y7G
z^rX650*a|Fu~DgGH)Aj&^G&h+MrlA6xwDO#J1}RbJz!&Du>l5zI_-I~5mc)c-He*(
zMh_!eI`ABhQpq5f8rs-Q<@`)RF<->(5#e{>J-1U>ZC9Fboy$mwv)@nJ_V68A!zaI6
zKT$~~5(r*AkMPRUig%^pAex^ASL)jL9XpI&+Fq<3RZKN}P;TjBt-urS3aHBMZOO;D
z=KZE@Q%$q|?b@Wa-5xGqVBCv*cu0KVinE>}cz}9d5bEJ>nPzltr&vUvSE=UAp6>8(
z4i*8w=V^Y&_Sjd_1!?GlXWE<5eG4hM_xpR~3QEP!ECxJ5ojRkhY?yl?+Nj`o`gZpo
zEl|lsjkm1(Y-#ZRxl-e+;5O%+;TG6(8j?TNQpv{|V`-p`wc|z2029|jY7_sVEp_k!
z&J1U$itw6(GvAbM9K!t7HqCgKn!JyqsG~t>N|u1tvq^@;?ks^cv;Rf*KG$SKMCq3O
z>>Xy2HPC%Ph-UE=vIi$_wo7rj&yibDnb#ZP-xeB-%tniWx&alpp|uwc;a#ugJSCz-
zm9+xk(bOS+@cpXbVS0CJw_oTdbr?=`;GmUd7<<X{`R@w4gzrVzf{gDNfUK8;B;wmQ
z*ou(&5ekZ&a1*I11Eb*BN;!sYABT_=eeo`r8&CKYpCnGTBpTiDA*oZ2+?r|7ymaZ3
zXBfC}g4Zo1uD7~42|PUOM*40YklCs~PKHxPm)FXt*MbM|Lz8yzIuwL^iA=Y(-2a+U
z0V0b)eT^Gxr5V{>^YgQw!2(fmb#zvQHh}r6cjg;LTT4A6))z=^IfQ;Z)a3fZy55#t
zD6wU~{NSE;%V33y1ao1VDif?bCi-$iJ!_o^0Jc|0{+>e5O`y<%>e+GzYw=NGX+vF8
zxyY_Y9>GAlNG$8_h|jJzuT8klEX(9YVb&OeqD_4jw;~X}IM&#EX-I9^ar{RXg$2pW
zHe3-m{A9ehdVBQiXltN~;`*W}*Y`o5h0L2$Nt66~X<|PzrWdT`C=#&B@w<tM+_&R(
zVsvH>8g?Thbkx1`^M1q$YbI>&Z6(t@)GX{1*lu$E`9?KM3<knbXlUqalwk4NCGdpg
zAB*xwPibui)}s%0O{1SFha#pKQssERhqfbo0V>CZJm^!AtHFHp(PmE=0qv-xa)#~!
z5Et^6xeE@&ee8U$+Gu9wvsca~ndCE_D1BFm_KaqSjcdt4M<0D3TpC<6T$E^adnyvq
z;NEfwj5SM-mqEtQ2^0%`K@JAQ+loOoTzcgyVdpeFQ}*ErlILYI?xTIFkSy6b--y<)
z2<9wQcpKQImj|&2Uq;V^wvpcmx}UwtwF;}P`v|t=w1g5ir!K+$xcEEh6P0m5Ux!Dw
z7O_5$kBbAp25<_UH}0dw8gRo&CC)@pczzZ<|4x2$&a?KACw?rd4s3<r+uK$QUq6~n
zVWp=$PTwGTiT<c?9cDo5OqGytl-^D9;@ebF`_6lI+iyuK`$~O=-)=#37x3B7T$RMx
zltST;zv)HZdPCTUCF-S7TC3bvCx^QEG**jdhS~oE{)uwvVa;Y$-(3q<0yVfH=qQ!$
zCEw=4oWtSvL7C@U{`8XNxk;yOGaG+Fj=N(+*P@*%G&rFVLxcYivfz>jofHWjE+@Y(
z*$f2HPAilBIULEe(TP$uc2g%+6}_AVk@CcPEZh+1cP#)a?8sV}5dKw+NMn<w#s$Vn
zCp?+W3=Vp_I4-`Im3u-C-SLfVWur1llMFgj5pM(Dta?<S_=0@gyceO=pB-<B?;bKf
zj?zMeY2~wqWMA?ce~?RV<uLMkgjZ2saSSxKR%`qwBre|ZQ!#dv8ayjE{$SbA2y?r2
z`%{@8N_)YTqWbma+xlElEo$LS{%@6~-j6yoYgO`gY{Nbbfjez>^mXTl57Auw;5UQ2
zt@&T*pCH{`oAR!Y>|5oB1qzZ{Pl21^BH5quPf4#ZgWu_q2X7Nk1nND6Df=jGy{sY4
zqbUV`m|eB#IpOD}Kcu2IbWLiMepd)^AHB~@&*wdqPaY7NI(s@yypaF+A&9H%uk6gK
zfi#qsEkMkIoi1HTnrd4(3O2uO$bn?wLT$bBvS2I#AsXv_;EAAfH+&Y?n%1VogI0*u
zf#?lpygD5#Gk{KO+#o;}uQ{o|e|2U)VVL8LYV7slZV37``YJ)I^<m!j>W86NW;x5{
zI#TdrGn$h+&_vbY!tc=s+xR%nS&qeTcHnoI?>~|vPEST5MxGdK67V{N{GROF2?ja{
zPi#g;iC54xd~iu5qM34l0bT*Rvi4^e4a`Gggc?R-DFl||=mXD&15A`CMJE_i2VY8(
z6FwV*<4GCC@8Z(Z6wTp`ahhf2HJ!G%yP>3_?;c5LbWm?vULmsh0DyX&-&&!&!VvV>
zmC!Sdr3kglm|d3-Hx_bj=um51R_YGbuD|jZg}x*Do13%7zkSkJ_?bw3TE)QI@_C5(
zXo<V6-~O)_5&Bz$H0SC$0NUy6_{%p+zf!QK>{)vT_AK@}fPP8yA~w7Zg8AWj?pwiC
z+odrDbVjrRPE(3O52<;KM`s$`Y5>ZYDH$}Y-x|oGS-lF<_*!N$@FsWc_-XDVY1uL-
zY@axYknv)&RqhrluS}Nbw`SC7E}PwQKZCw`&NG__dN6}{b%<bRhTiFKFFSs7^Bzud
z*z<}R!sT<%O-QGhcyjIZMz`V+-#};cR9mm!@76dPf#qlk%&4Y_*OsAewnAhf(l~pV
zmC)RPl(Bd6W4Yx{e%RVz*kO()P0V{V!qOq5pauxw_iI9(Sq?d3?DX}2-mNX!fy}p?
z{kn<yHld9*pWYd5y-={XmM(#zXy2x&{}Q?ooxj4deB)XpE(nSXqYW~dP$bBiitqoB
z)*0UWN^PQ*_dKfPEJr$Q4ak~m0_?9Oe`UTsM8N;ZS@+!q@GurJk00j44~3_z@XWH=
z7S((?PVrDO@@wUe{}7nrl1ifBb!Uku#w}qyYRME1+IQP(pb7cxhQEGs*z}1fd&L@h
zu5&^2x>Fz~3X!dcvwk|zQTx0gkP2(HHk)7W>mZjb5uEea1SQ1q$Gg%c`PRVR*zj+@
z^syy0<qeOnP_*!-eDtrz)J>!~eWIcRd3u`xn2w9Q6TI#!BBF|JGcH{8Q!O~~DAsu)
z?Kh@v{c$1p@<*iEprW~mf}EhpiGK4P0l#;z4+}b1!YR2%%T1*L?#tY9LQG7IA-HZ!
zy*`H>Z#!G;`2pTIcq1NBKDvv~*hJ+O5OdM)D6h<wR6h&3&19l#Sf781>wqs1ayC}s
zR<R~x|6z<tD1B<Yz>$~Gq<TXPle<b??`}*tttZkvHaY(L`~LRjm-NYJRQ2H6Q%qow
zow|1EQblXpIb|5p@d@H-$OZlKm#?{`K`4M!>V~|Ao+&2NCtv1esaV_bm6d(F^4fP`
z@TSRG#RzBaImmb=epD7M>HeXXq2=S2b+q6%vJ?_zm3iyVbf-~5>n10|i>%g1=IQtp
z_`;RuGM49;DLL~si!zkP0mf|~fUb2gXapHhXJ=>qV?w;U<41B{fnnC8w!bG<o0%4)
zOf!)i`R3ehru*dCQK)<rDUBqAb_z83xA3kX4zik4rVeG+U40h^dUn}3$aLSwB(|=z
zZW{gGKuoLI9$rw;Fj0xrDS4qWT_*}xpo^jxtPOwIf;*TV(>34u^)-#pDw<QPc>cdt
z)&-<+WJHzti8crJJabSc+440_(8U1VxWQ@ITN$0GbMj6L?Nw_c?jNEvB2+d{+C(|m
zR;M{%c&G*2Cp#-(TZ^jgvZ~4~y<j-M`?3KXylDvuXDW(7Yp>ex(D9+k){AHU>&QB|
zFJ>)G$R#(N>Y**AAyA}E#E5CWCFC4`MCw{tLw~!@M2j=`|FXyR(STBVjcVe*QhJhC
z2_iNMZz&qxL=*r7*s4Z_aUb;dY+puHf?C=nmWD@VgUtcoKdD<&<vz}~bSf{(EPbKU
z<GFI>UaD2rP?~^UiD#K{3%_~S6-0d;Ci&#V4pf1*)3wNG22o3KZn@~&gj5ZcCl|Bv
zH}fc$8+ZmqP-kumm>1w|1{ga`IAeLjwo3KxgNE!3gQBAAh6M5aG?k-d4x<Ur`0>Pf
zgadc3|3pn;qaeGDm-QdY50{4X!wMdbWCSE`#fe-^JSE<UyyAKPc?_dCoLur$9pJOt
zp!tIVVGa)PS^%(XHU3^LYdeDjh<OzpeNfN8J=?|?_W=k3!lSco3X`I=^23f$nDxAs
zGe}ZG>X{DQ$Y@xV*BQJHA>W%WWL^_=4K@44AiMd7_!J|1I7PVVo1{a^9yJvfiLpAQ
zZEQ3ZWV+7@LZv=s#<rJsu2jD2-JdXz;RrfAooe=}GWOq*P2@J3ntCQ_*7@EYwbHMs
zp&7|>C-{m8c!cJR<KTqa>m#vOhkJg4Y+a*=^1b?rZS=F!E;cvM{ILg+dA~q?H}#M%
zq|VGDUs%VRbNrw)jMgdmh|XzGj>{d%N*D`T-r$<nZwyMHps}~IDCgtVFEbV=h|i5F
zs#m=_driuy{^CW-(m*ES40mFnz1HNhZi!A#S*eE;4(8F@xTpd;bjIdnnF4k6G;ORL
z?F`&-ZL>dY&}M7Qyta$@Gvh+iCQ5UzO#9a&vjAY9*xKW<w)zs`9Ix$CF1xk0-a#^M
zZg8QL*F;pw$X-#+WGJZy2q2`k>ldzpV=^#hENMH+USl)z9DoC9k4)ceHLi10azJGO
zfRqnT)X(sb;5i^CH32BS_p8HttB1N9(cjFqI5U(SIE8JgX_y8rQS9?}@6IYT@fpoS
zJxa6y!o{G2-@!E>mw|QAO~Lzvg5x36(gxS8`r1JzMMlTKH|I=4<7>V4soRrPMV12@
zHpu${c-$cniF?Q(8EBa8zx#piiG48$nQNfdE<^l{Qifc)!J}9fD?fDI@GMK;7Z2YD
z{eKB2);k07kqq<1eM7X{xLR$ezKOUgT_LYx)+_e;oU*RdboBmxGk8TM36I){vDilZ
zoluzxTFMz=-n1l`s-(rY>qx@}D52>?0Gk$jlhr^EYlN%Jx#l)_bBRw|($E~+fdigF
z5%|<EClqI_T>r3rGR}SA+ViV_Zgvlv3>Uf8u2(RfY0bH$kM5<v!rE_LV-TlD;7^+;
zMGS;wzxxaC<32whJMIYXJ>7}s$1_+>Hzyq)X^^!v-#X9O{;<a^RdK%!caV-*{;g2D
zOGwbW$#`pm)aU}!^8(!Ss(;zReli2Vg4ZgFdm``)aIqLyK+d=+dMH&yQT@>ZR}yw`
zFrD88Mf8=e@FCo@9jg~~ScileEJqoTJ-6PFzN&SH+DiCKC{@7y{s8pkfQiDIuq;_`
z2fsJXv`%DKXQ%b)(azeBoDf2+Lf$rN^>3&#bN@5nuHOh`<#Iq?4=L5oeXUg`hei4<
z$2`6~p7S)-AD+#61G{Pn0%leQ#iqD_Ll@6nkSuhR!vR`tJ7k#l=+g}ajry_5oYlee
zgSy6R;@V_`-OAo~f^@Tq&2&N!)=)|$m#MTsg!mh%ghp_Ob7e5iBJd#6IskwfBEaf@
zXdTWTh8j!IZ-Zg<!{kk{`>r@{irKk?hRu}od<me#)bm;vtW=_lN>6quFE2u~{=9rg
zUs~n*mVd#=N>q&l6k-{)*J6Ihb*=#CoBdHuH9anA6%TBMc{itsh<<;%;P|*n5RzFg
zdIj|9Ml!u-VV|YyCeVbevR+3f5ay9)v4XucoFxl3-6H}`W$8iv?&{2DB>lW8fJ$p>
z2d%miYDke)@<homPLTYY99E)UF0jKvXz4xWVA9^P&SKaD697x0%1lg{0`_AQAp(@k
z_`^25&0v;zny6PPXl54~HVCCqfuB@I2SR_+=~9@5TfIDcmz|w`;s4^P4Av7d{yw4n
z59OOHo5^<IC4xOsPAC+!Ja{HLC45;_C;WNR%a3A)wXDwxK%c{8C5sW}7yzWJO!%X)
zaB7~c%pd{qJM%uL#QE2@MW?%;DD{R-(#Cez*O(D$KS<!Kae(U*|GAwy`7C>E*oeaU
z`ID19E1O{mhw%5IYdrHWIMV8_NN<x=3h+)L4Fqw!y*wh`e?H9y;R8^mMxvs4LiGH+
zM~MJ6#iIRSfV7C$#K3#8H*Ia%jCPCQ%MpsqfO}J8DG<XT@i@@(bF!}IHdK6>5*tw4
zpAfjh#lj{sW$II4teMZg%uV85Yp)U+O)sdrIaL$i)}~}9M%a&8n>w2BIfh+Cx5PqI
zN;OY_P!%iZOk-xkg8*Kj{t+xH%0yqrt8`F|4!c~9n+T=HGTyj5%JKBcB(Fi*4^72J
z|NJP9kJfRyBwT#Ijo(JH5SGO8%btS6*`mGE(bFmMIq=ZWg26+pRN1-@uZ4&>V{<`a
zTtAh>yu3fGMnC!|s0y>2pfcsV-!*vN@dYcBbYw}L-|KxNFOD5om$LZ`=-_wg&$Y<f
z<hy_K>-xN@mV$dV8JnvB_+TW|lV(0&N~SL<e5b>9mu{rpg`{3j{%D~cyS=-3(=K!c
zFjy%VynOt2Uj?S#9{L24^nfYhZdz0X^yWJ?DPH1D#^;49iL)xou0I+ze*c%mGG7~-
zGV4}IrfQ#<6lm(D<;cVS*(5|iNyS0!MT3dlAbMgl6yi7w`iH(&OH=}ZZnasbj>x2K
z1rrMnUF%Pbw)*;RSvEPOYgXLfCmU2<76)m+@ZVj(ZO9U}{@|;LM4reaEnnw1TDf=g
zHVT9y373?!uBC@!ro=G(M)X0mU;+G4p&<fPt_JIdMJW<lEk<&KMwL3S0D+)n<HmTt
zpAcOIMa8i<3~c<C-;MhxT}MUs4i!=1OFDz^SWrM$D3pZsMF4*7g=|x_oQZBImQYui
zFdR2LrxIy4rgJNEU(Lv4xc)%=4^pd<wqxV#i+@X7Wnki>)h^ISmNaKvDSEGt`X<dM
zqW(<8^X`Y!Me)?!*|$jVOlL$#kCY#aqSjh`)<C$j#HC7b(A`{dGOAD6eQ^tS>aFPk
z(-jlouzh=h#9FHjOQ;}g2uRo5j1!|3Be}%~^B_g@tyr@`p{cXi&}3d{g8}VJp6+l0
zXX$h1;y13E<GTI5ThRxF3ee11XlfD&+G79)EFE0l`tf~52uRoh>IE9$bK#z0B;J_-
zi$aPzkLfdD_ps7qoSR&LS0*h^mrxy->+>Z9zk8Buu}pucGcp1wet;cqcb3%ANRyoZ
z?Y%nUKX~gKl+9B<Z!3;F%e@+RE`Ok-fNYb-n&~eO5aR4r<Ew~}6CRM@3-nR-wTPuS
z8ozYGB#Bu_om_wmSr>%1t&!uIwL{+PXP~kGEH~ZvACyK%JxG!F6zQ*JwX6jONv@75
zk{~yCReEK=&$(N?Q3#Y6gJ(4AL{v{{XlUqBiGExgb+plv<G`lmZ7%bmMU~<Hf+4?|
z|B`MYTLW`*8t-jha8*etiBzcQV^c@>IhvT=>{##aEjDM0P^W*|OTNkPyTd3RXy?<^
zaZYS%V1b(7aaBUaux1WB*$CB=DQ7I!eTJq>P#^mC$iVD;X>V#kbYku@x$w!>nKFDV
zm1zI&Ujh|GO+7zJt1i2GmtO89rmn#DP^lpTfa}vev~>Bc06)x|oJJl9MtCAjMuy4A
zf0|$a2owqdQz^&NW9172+hc!a9MlJur=d^-xS{Q@6Zl@Ii+X*Fr4Vl#ob*}_gZ7hd
zMv^_5XCOqMc@Cg!J#`wtaJ%{_Vz`gGfIDw9x(A7IfGV2sOcbot%VhrL3EVbVBRXv{
zUp51rwZJHoRyDbSuf`rh-p;{WNF!x&x+E<?!={CLzq{OhTVZIVDKlVmHg4^phL3aN
zFC85G(3f3#2b07?u_bG#tb3a&DyW&Z>#58yKtVd39JEnA)v>g#Q}(=|*z)SBEN=lz
zldAsoqLrga?%V2Di#!PRM@2Ov)tboM@RuY{#1!@wZ1&N^3f-#bB7BS-j^1Z#v_JoE
z^`Hw+ZBXp1pIznry7q=YeTBY!kB)6Xp7kr*{r*MZ5Db5~oXl_fH4x)y*t1m*sdMFi
zVjQo-@MGfDN%g`+C}NA8?9T{;_GN@sUL4%uam?xIV_oG-<wkurpd25r=pSg+!6&4N
z*;r|n)BeR*J};2*ws2jw<6vP^VDplXkc>@}1mKV(7w5fB&I^35JB$biofz=F-nd;S
zQb@m+Su=1AXVd=_oFZcZ*23W7kgJNtO6XrY1>T>Tzh=dE&9X7*ZEx5eM2?;ci{`xn
zrql#j!#nMZK)x@oV6o%&=JB>7s!2YUWh1)J;i|nxmxu|!1g{<-3)>E_5&M3USRk3B
zpwBL*r6;%Ri)+zu*;alRW8<O}h_QbG1;j}8U`d4Z&vtI3k6maU2E)Y-JN_58xXR8R
zt86&}^A_?)#`0vY@H=$hh2!pXEC!!X+65X5)0`Qi%9-mFb>ZJ=Oin8_!9O)$LQqvd
zMFEwv7{FhvCy6H>oFZHB6K1#bAUk0yF?m*y`^DkIjc-uU#y%p=$0=n7U>K7e{W9~}
zAN=>lD5yAU0#vZ8uI=w1j^uB)DJ@Qez&lMhnp={1T~S$aY&M=+zyW89)<hJeO^GIZ
zPJ{5~)4X;~r+`nD;P3H}1;x&2gS^&K<!ee7-|pAhtvKhAeDJ{e0JX(}-g%;+k^h$h
z4)KQ5k;^0G6i$+arrN~V#2dB9$ZA9%*J=IjqE@{J<V5Ql$;>8cFBJQ|pxR3vmouB4
z73RvsUNYQunRoBgJ`B5XyuL*zi^?-q(B?{-PNI2jAAg+<_d{+<czRM7N3=RX&S2$1
zocwn_03wzsOpnAh4gXkzy5_q3*5zH-yd17z*qisT*Jd{@WDG8>>EpLl$lRExZ<?%1
z|IrALLTh~IZ0tN%_Az0U$tmtA^B$Q{gkMM8nqgCl>+(gj$MXR<Z{;&F#ntvZA84=M
zN8?g|GrhF3aF+gWF?EXJT0z0p8<*w$UUPK1w<Q!MfbC!4N^)<sRo|4$#=`%xRoImF
z!~2qC&YweMO%#75)P(U{t{UTfj%KtE(|;*Aa8YUvK4(GI+e@6ab@;Kch(xCxyTPl<
zo&gF+Sv~~%vYrml1vUvpZF~)%A0??c)SdtKh1}gj#|02P9IiTQa|`e`9{&+upZPjQ
zd3lO~>Z6TlbY`7S*jfEr@PLV8{o2{7u=FT0@RA3@WQJ4ff_F{+eVesg!|#|f0v4wf
z4`V)_d%+MD`QIuUSv$&wqQ4X0-bA*^8w4eCR#y=|8qAry2Bt+I?poGJX0=EoIVoOJ
zGKf9%H;W6LcGogb+8P=*DgxmUOt+O(Njo8+>Q9L>iY_v}9FRL+q_x?6VP&#P1s&%F
z5dzfJ{r`Tg`6-4QbWi-Kg{Szkl6$H@zInlt6#M@+6E#XRc<*Rl%Z?g4T0Fs^cLPK`
z&xW-Rm#<tJ4e$tu`Gwr%G<n39cX>`RJT3DkSD5IDBERQG#=OAwppbtFj!I}stNj{#
zr@LiY^$Ig=Q4$>GhkvWG9yuE@!k}|9A}lH&`Q>2*$HOTXC}5$Ywu2b8&7iLDxIXy-
zwp^1Pm4^34rk$T53PXB$&#Wp33Iv-6-k9uK9p7W`i-C5a{({WrzI+AydB^5^QS`x^
z!-6%Vg60AMp*sxHsVGEpPkKNJ%@H)zXY<<SACnO~Y4zCPu7_xZ5nFB<UF<w0$fMYJ
zVv5_ON#=gH)Mqc;PEz%Xv{jR{3hYFN<E{2cy~Mv==QR9_#HK@L^~(*8ojCpllGXN0
zo^p#x|N4Tvw#SU!!co}+Xadu2nt{rH;vKOS5|yJl#-L^I50;I(_g3N7RYkZG+N_7V
zz2U<jm!)5G&4L-5Z?p@t;tR^<K@bf4mwS50|1cch#3u&&e;b;W&`jf(Y8bd3XJS}Q
z!N`$l%Lxv=EXBt%`kBTI->W8$=&U+SePRk+=RqCXv^@+AVGt-DbXD$UW1EukKRIX%
zg;FND=T4JOK@X;iMfEfC!Lf20j>$?C{$_NKje`_%7AySUD{5jSY`zK(w|<R2c(+ZN
zad2kjR^a2LSktHkuDUnR77=~Id4Jn~;N1?2-0JMC2OB|h#8iH0QQZZSw{6|6@zjVN
zU39jf*bAdIs=9Cv%E9!GBpRZ+>QgS8rHBE~*~idr7*r;Z@Vfs+tn{}py0hEjD0q-`
z9GMe$F)1rmiGH}#(-JZaVf<l=PmlpM#=NYZbA5T_?t1Dk1-IJURXSk<bDm-y-C%B7
z4&2Q@z-7k8&mL?88P*qnj$PEV60LkYdSb<4b+_x1;D7hCLtjH~n2yPu`5|{gATDfl
zhxr)(B#{hmmXk5%`nwr*2G9TkL<`n2;<jYacYRvyW@UhgH|rAo1VBdaYRFujXVr=~
zqFo`6tIzyw))odlOLL?1t+&js&^XfkyC~B$Bsr0|CvJm!e5$q>wQO;>(Yd(_+x?v#
zyOM)yOxV8Gw1Jig=giiR`F27qG#ezu!ZLbtE(zXacy~fSlVc`>uT!R34<((2Qbw@c
z#NP($sfF;=4H5>0A+dsu=qrqWr-~r+Dr1qJ_VI&P_KpA!y<}6%hD`x2y!DW|I-Bti
z)+{VaCVkU6b)w_tq7S@3T?Xl!Pyf>>qe@+a7!jSjMU*SsMbiihXbec_%ax7Sg-9Vm
zroBAFF}Q-?_vJ+85=QOd31tsD-laePcVn{pQK9GesIcy4qgvR&YHeZhlMWGtxDDp1
zxQm?+Wv}!Qy&;p^lg)_&KLNlm0t5XZfoeCr>subEAg<n4Pqws+eq$w7XrIl3`(dD{
z=v>{gE8kKmPr~{5<F}jtZNi&g?KOjY_x`^<JU9rnhVB<u-cp`azg)jz6sZKYkSV51
z`fjBiI+)G(J8dvRNq)F2J^BSgI(b_-@uzuOQbeUrSS<*muZhkkkIEp;|FuNTKy4Cd
zuqLd>*}477g5fX6K3MS5|KaVugQDubZP6A33M!upA_#&4LK7uP1{0}C(&Qi@AUWp@
z22ja4BMRN*oO2KX$<pKuA|N?u8s6G8-|w7z?z{Es)vJ2`)n(DW*Is+CwdNdij4=bP
zmN%;;UV7DDDrU~~lpQxJrq3G91@-0piY~uKpl}ial#?Gy_&L1ix8B`06M0S7Dlh=g
z@wCs1&v{k_|H|btB<x<Qn+VDP@kNp}hDKjkauqbk?nb^GIyy2t7gOSx&s7r_{?DRY
zz`}a6;)m}}Kh@7}9GUUC$aLkJV6L&li)m~A0eDJ~q2)lgZB$mDmv+YlI%*}$%u)4c
z3d(48s;$_}v586OS{O5Bty`i4W$o7+?hD3^<2~es`nj`ad?pE^uILO=TeZe;{(goe
zih8%vOBO$mNib!H=smwchnLsWPs^%T844(B)1ffg5}6srwVK^dqO(C1YO>qfnI<SE
zq2qOli!E~?#k^z~fR}~JA+vsEI}RpJ4-1i7xuHqMG0lA^6K0utn22}hv3>b2H@3|b
zkzj{NiN0yYc|AL#X?#v_oR0d%!ecGQp=fK-l1Z;y;97NYf0!Bi+#cC>rT4w^We5f&
ziFk``KPGLbJbQtMrzOA=0b2chy*a(?<;@uDH^`zF;}kCW?xHM*wHn)6QRF~$5{hE5
z;taG1Z5pL{#lKi(v|GoUE-lqWGUS6heau&!q!^tOG^RVI0S{yBhBI;D#e;7KXoZnv
z($&79Xz8pv?~y}~#$%>V;%Z@!P(bQQ1Dm(;cp*!6U!yZCefPQ157QcGc}Ge1R7&%c
zC+Ter>24Z6BtyPu7kKv_b?+9M-<^WV;utZag8uqaMRb<EoiC*P86|yCLT&ihZogeX
z^Dg+cZSk!ZI)k?CS1U}^zIh#CWnzizWCWlZX|>b$?w!r3l|%K6!MF9IC8z2on3JhZ
z(X=?GCl1}u#+2iv&`6p^7hw!`emh}{`8fx%`4WI2r(50v!ad8|%gT0_=A^!JzOhsO
zyDjlE?e|TuyN)ioG;o)xpEK7*=D)C^858a(m0dX7qGAf4$BAUxItF2e4(Soq;NGjJ
zsyusW=X+TNXzVlqdm0JS9{a=gMyCLcl7W@rU{Smy3$tRw7nisF-ZI<bYNf0l&b5y2
z%zb}bsT<zllE|8r4I$(>N8m_{B<8mqfS*}JXD=&viJ_4rQ0`;q22h!)Su;T=<skP;
z^~@bD;pRtSVEHx^!_=m5<xgW)-eOOcj4{7;Zz){3;uhfP)%!=%&=qj{j^qVsY&5WO
z5z3%|r`L0q=2Sj^_K=RA-gGD@3<3)vsa{I1NY>q<f2eQ_D$e7&jtZ+$kRTTK3^^X2
zpbm&QORV^Ci=Hi`TgI2+Pg#PKB*=QlZj__bKK&!~GWUhaVVj5pBkTQ^{%9-gm2S1T
zpp4BZsb2d*BsPE9sp8Pqz(&Ijl%pa<3@<kjjr#kgLZy8A68=LAcTtnAJJSRjr^+mt
zo4k(10Z|f@j}*J%lK;=sbVi-Uh(h>oretPM{73xKuwc+}xSv9?l87|z<ZpzEd0ehK
zSCsIomWGsemC`lDTy@T>@x9&Lz=%S)Zk_m#FA+_4p@9~5JH<{<O?Lc2ZrFS_SxRFy
zNF$5p<+4qTZ!UmfSwLOhAp5rTdLxxU_Mf|>etakP?U-tl?Qy|tF?q@wL0{w?JsUWj
zxhu5Yv4Umk!zxT!Yr#(ffV^yMAxc8VO}k|)?yzGT6gR!gV544AbLjj8bc1Pv`>aG%
z<VmyDcjfS22wZYgl8{Y5h8Z6V1nywiP(DG3dOi^FEdz<OGC)6bf1vc2g`DMk`l<Sb
zihaRGE`2R(&?(?mh1>-5sCmM9S2Q?_7rK?-C{@1rlDWd!(#f-uosv2-uG_JC#PZRe
zomDdA#y90}bharBBXe)#h#ln*N;2(q$_sPrsna_=X>0x25U`wQxT6a23PWytGSdB!
zAeECaZ9-hTGzgMAIIdFmB21a8Xc&stDouz(YDK6PmUTnF(%fF|2V_Ef;m7yK+|M0*
zR8)%H0EwqE3Bk<K$m*NW#Gqov)SSKt*$#?|iY1NL_QLm6=PNBR<D#846<CymWiYX~
z1}=}?D_CPlm$ft=iVEEMEk~iTbp9PQ6@tSB@ehH#?T@~3b3S2gIZ&0RDG#pXxpltn
zA>HmfdUasY=<%u|=^tf@ueBBZOgSIpBIMVrvfM72Mf`8Y%&Es`Yc8i-r+Gg~@(Kn>
z+M1})<V2@;szUvpKhEahph5XCj8C99$K?KgK1nZK36)ST+w5|0xc$d0nrk^(k0uJ`
zB>@%^o4x7<V)3YlJ7Fa!vrC!7Y88vOS`uw|tf+9ulQyZEW=6lL`fhe|_1byyIHFt?
z=d3s7y+8iWHq3E3F0z9@;=dYi&1&>72|y(2-qpAuEqiSM3LS8>WCPhdqY6W2{JGNL
zXlfZ3)nN`$5uImE?|Iph_`tx54R;L*98VPy8E6?&f@M@P>-wqr%_c<CL?PYF0PD<b
z-)EFba8Z>zwh@Y)teUU53p=JpF7Z3}VH-C-80&0uRMc8nXEdH)p@mDvZbTOu7Zk2W
zI$+!<B+j9}PI~NVLnYlOt=dmB2J6ee8%`Y}y#;vjS<k0P$RTv?I%+u83pP>YQOT-u
z$`S}fNv8!j(+eI7LDxPkq)`Rr9_Wm_cqxyP)T$Eow}>9SJ;8U_S`xWJMR)Pi2pO4`
z4DLpFx!i|i?g-^Q8!mjwIOgA7{w({Zb8nVgIEWZRDonzE{O$M*0u?z^q6M(Um<+7{
z&0NWS^#H@@(FZh=`-g|?o;R&{QW(c_*+4Q6GAr(|iomdU&zAkK?n#|pf;f{V!h&`A
z%c>?fLYM3Ldku&S8k;?SmhS8)hD(x8-`oNY4hJUntdzoc!CiD%w&a2Wt<rmpGhYrY
zZ^T;<vmoDE?EdBGcM^I{B3)4-U0Kd}y&1Fdy0iJVC4>E;EJ5dM!yjh?a~L%?qZ<sq
zlMnN)7#R}l|BK{5`Og;xkj|A0a1~g(H_h_{NG(;~Z`TCCQT*=g!ej0p9>~KC?`)P$
zCBIn%>2sBh%@Uki!Tlagbd5}7DSIH%C_jk^4U2adU6dH}41V^&?DFlO6sH?BEWWiU
z+_yLMdbYK4+A4?djn=x!{+V9WJ)6ayGe)Emlh}jRTnZu5%v{nXOljK=oS&6_%>C&(
zkBU-dcCd)W-fV=uJU99f&R<ek<TzDK74{gep6A;;Ee_|3lKOt$;`Zs$2%C>u<aS3K
z)I=p$JNw${ek4{3l&^TlXIKQNI_i#f^0a?@%15}13|}?D&%4ULF#UU!aA4i{w2>}F
zGD)KK2E|v4ZK*WRLJUBW{MXNqepZ7Ys7Q7*kz}!Y&$M)Y@?sVx69KOvY+h-JVTQ@G
zJcOC$AoxbB7pNU6eG_gxqc1iw2FQHuG+8Un>^rD-Ca-n#tUwv*2T}w2qL!bQQFhd7
zmNb&sif1l}A1Y`yeGUZmETX5UJ6|11;>{y;%JcYT`w7Xp>+A?JBZc&@jJI23hN1kX
zNfNU$mfCCh!^VEk>03&+NES+eE|0jKBq@qtvEXLX^Wo7X!Kry!<_nXo{r)AL#2v(&
zdqolR=Xh|aSzTX-eTWT-y~nRt8)V7h-S~_rTbW{zOnHnx$=xOk()=2>$=e_6=2u*O
zrJGP0t301(Rqbra-Qigialpfry!MZ*!}-zSFQPnqRnlhF_-3=kpSwXldA@^ZqPKc?
zJX5#PS8YVIJ+YS4=8ptahXWott#LfLK&zMA=tp`oV|$xLU0<kEa9prU&~wWu2daD5
zy}x)#D&Ug92$Q%3DJ98Zh}OSlCUa#m5B9E7<$#B@4~<)g-&ag0Uj%dnwDO8j!pbqI
zI?os4o0|6buxvfS-XyqkHIGFZ6n7Gie>d6tRn|Rf&~sX*s~FI7l~G8MZt1o4xk{E4
zBzz$8`t|FI<&qKNyLU4uJWpOhHQ|S{@oBCr<#QQxM|;yj3&X{kp`oEbHEAm<DryXR
z!a;hS{#@-`#|d{H!V@JhYA?dRd6o`OabG^VMscaO+EDeHI%3WHbrW(yC5)+to~nk$
z^x48`^cF0+y3RIE+p16o(%gs7wH5Sg*m2>v(k>4}!T@>H>`ZcwX$S#~$I2}ZY<kmO
z>mrs*t{24h?G>MttPlS%0u(OAY8QJTTJ1Ve03xtgpc`>)P$IW!WCU?X6kB2>vs%)|
z4CTj;xDgf&pi-@I&&~}A2}$qbvtI~@N}fM{ykL52qMS-D9t1p4fzAl%Kj(p3w&)AQ
z9dwGHv`Vk1!Bm~_4Y$>VlM^{?(If!$ru$=I$$Z`X9XeV%jh62NE9nan$##GT29k*$
z9zw^(z5PrPJqY0fbuWd4P{ou>g5N(=cIyAlm*F|VBDgzz(_m3+!`WMqa6`*|TgiTD
zP~Mw><Y1(^_T>1me;`WB1<nnR4b^e~6C!Rm+fL@b*}*gaWpjH#dlB&VDh^jF6~dCl
z>fc@5-WjpfD3!4}g??4HsUqL8(m(5H?N&;L!qkiZs~}s|ISdq{=Eq_*`u=qAx!5*E
z+DXb6n(P4Em952KgM$i3q0l6+N`Z0(^|dcsZxrTx_%Wjcxgo?Ie@rY-sM8&CvwUy<
zbkK^s)8QW-eWxRav$<ld+;%Q=MQ;8ONKbnJFd&SL?V1O5d`Qa^k!Bzz4CZk%#O6=L
z!j64Olp6?LK%sYJ0hH#Htj9nzc#O)XW6NC%!CT3|H4*jDvZFiI*72{V*|P=r`nSgm
z-FY8og+`E6!Y_ea{!9V4GR$)dlzXP|0W^!DFGdgLBE%nSV#}WOp)|BZ?rA6N(;7m=
z_;V@e?lqW}Vho%5vo*5KcR(lIQUdN*=?=@o{VKKwM(UvPv6Q2yI%wUVp<bM!oTHfz
zbXIC32T;-&)ccp+c<80L{edk$`r3q4u?rM?u#0;CCv7ySELRhaW&0k&yv+pw(gD&<
z2Q}}A_H~%C=!Xj#;sEs>C<-U|bG4X74CXn#rDeP+7ihlmv0wAh`eG(RX(fcwF*K=_
z?{L)#WZ-tI_KLA=Ly9K5w-xY$p6M!LYTOUA>VGnTGT_IL8isyfgx%HWx)N17<N2~#
zwhX(zVB6+mJi_jP?w4$*8@yAFrYI_Q4AqxRx$I4a;I5E7RwS)OmL4>2?~hUf0#_>N
zdvHy=NCWr=$bZovJLZH0JlK-`w9uZp=Mijzs@T}blF%feIa(sPQK!vUI1zJIsBB?4
zi0P$T21YW&EhzjX(x2)U@x$$C2J8WmaR+bn#RC75uDFP#hj8*A-Z!0Y-%Ji=)hyGw
zCKgCBkV9@9nmij1PF15;+v5f2Sw0`<&h0cL8sUQ#a9k<!6;I%`em2fPSATW4{#2@o
zeMG<Fy>BJb{&~0KvnN`swa~@?D4aQAG{?5BnJGuJlG(2-&Mx!S%S6^e%dvaqMnU{4
zpA|cQJt;lrla!V1-*BJfG8wwRxEMh&N1)v0;%%?ehevR2L&a@NE#Xt-fORS#Fb=hG
zKkA}Fu61gY6ktg&f(G)fzdi`g*rmJSH%3%G|LmNwt+eI1?<2<6mfJ+_ZE>vS;Y!*f
zBCLM=x|~G2=&df3qr6QZ!+cgt7_Tjz6{Y0~pQN<3;*%#kn*MaBrJhMkx*52+d+_z4
zb-%vr8d&u2)^XPTHwBMA68+UI^b%tcL4kTB31w8;71O{B&*UT<amkjJ*ivkf7^?`X
zLp-O`F0zF*Wqg}(amRO`_|B8h1a%2}+Pq1V37ixyzi2XZ_sc%~<nU#hcpBAOtfE_E
znsv4M`on!Pg<bgsmWeTwxz2<`pIXvMRtf*uP3s2_vg*s6)_-&3Gx86wKdjHXEpr$j
zJ~z`Ev1pmN>G;@ucq@uYGC3*fPe&DYV(#;QSI(|{<XbP`GseEN<6|ecGkc%ZX&&BM
z(poWD^?_{4L#FNTX*tu;G;m>kB!fYa_LsSb?C)D)TRpMw4>p1lhMkWVJ{WcU4sikQ
z-(WL*d3;<Gbu{Z3b@*DARlrg8z&1lK?x==t;9g$U8&I@Y*O)m^sHprkF)^oFJd$ty
z_V|JA&0v{KQD6`i3izY1uQfp;M+(}oNv@H<n}1ruV*hY`erap}gIVQqSEgq9hEkW*
zz6T_LEV%-NS1`>K37K>=Q{y=bao4FsTCrS+zkA?P&uZHE7r?pXrDnNG(JdD2)}KLs
zA`H<3t|tTl;}e6K<g9n{z-~2+D)a5RU900XPO=Kee6`A$_34dpSs5So#_&C|OUEF#
zk_39qml6`60)au$dwik{qwcK{P32q%X35%u0=EEi(8uN2ZSk1tR`UA#`Y=x6Xy3-d
zQ=>=;257}3lj!hJ%&{x#dRC}!U%mii=`CDcwLn>){H&@<Os+3ip8<?kxLsQA1*leu
zrzTBf#td!f9f3vTQ<m0rb@q}bJd3IC>s&3rM3FYgrXWA&d5I6PBHpIKS1)pWey-cT
z4~})n`+=KU<Y=uy={=YA?-z@vKn32j?fCcC{V}XDAm_;B=jWUBqy$7zK=j9|XXz=(
ze3#A=HE!RlLcK*r&+sUz%5f}Uii<It^MmE8)$47ECP%Yo)w_o!fX{wP57Ce={9^H~
zt8(BzoM4dU;6o80K`pS(S8Jf=<)mD1YbFqPyn1GG^kHjFbH2qMIda0QyjA#&_$SxR
z<R~Fv4bTrUp<V$NZ6_WFbb14RHqeS9iG;RZR@5&})YcZGJzB%zv0TPTlM}$7+B(|o
z(kM-Io{eemf=aEEIqmqCg(h5$k;a(yY(SbU*_gX3UwROzS9!J2g^P8HJhP@?a6GL0
zpjPs3?^bp>IsZgHT0~U!rPl#BJX_?8DH;IF0M+a~xB}B$0z~dU2IDOuOl7G=kB>y<
zNf|#`Y-V(?QC_cSAeVl%-H0i&dzkk5+qgf)8uO`gi8&yoVkxF1oh#!Q&U@X^TN9=2
z!Dru>sx|}!y>bi5LBdGTXSom1kr(;ESzieSmbyPKGx5bL16vV@d~QFF5e23d%59M>
z5p3GR;IG^G!+L2oWT>FqQ?f9opUGvQocL|TcJy*#%X>_|9Q~H1Rdvp<iT>f@+K?)w
z1$ni|7lu|d-~48K@H;3Ww&plEG>6yck)vv`3lA$=I6w++>10*X2%F>&{icy3P|~s*
zOHU`jrilv6Oj86kpU3;U_LA@LhU!djCC^s<0@~zPeTgMqf)BF+k@gqD*W+M5Rrwhg
zFYh2CI`)DIXjaU5<O=BI!i(|pg&4be3|g6^FP;aGvUGrph``<BH(=~u9Y<JnikxH^
zKL7CDnke;Z2GQH4pd6^c>lh7S;hgohUA1K>#da_DgFm7+1r+Z=TSQ{l*tc?x9?vFr
zaGZ8GbhM^vyuaytd3`v@%gfb|kHvg{#)iW#Cp<iOecI->Y}nQ8xjlD6>Jg{qOx;9b
z_bibdCoQ0c1pGdK>62H`Fq$)561nDT0j>~8v?nDTvEtOWk~WI@di%{bwiWxoRIQoZ
z>j&<>b|~opMpS^C{f)#`R@>e)-HnecPgHG8qcZIo-ZG$Y?-dOecIv0W)uV_L*QXy4
z@P~bCybBhe=1(wx;F7Qc`6t1>f3D0&8B&_tifL`mq1G6Dump4)Grz{T{fq#$>om)>
zQwey$BPa_vAqQ`!Z$N%d$AWI4B+o?BiH7o95c`u%t~R^Da)@1Jhxw<$jhBS~Wp;{`
zbvl>6F&3zA^w}p=gp>^?fCK2P^h_M0W~<?^1n&dH2t=^zwLgpuCV_h$R578Wml6nk
z^$R3tin&%VQ<@kb3(Je-2!91;cxp^?xr()lTGvdJlvylW*hDfE&ga<9R~4D3(2!MN
z0lN%rGi^6!q<tdIq&bMK&f}8z(dbDEWW!TTe4D6T6j4~LAl&<p{)^m~z{Rfko$V=T
z69JD?e5m~iSj)jV9w-7Kr9xCiV>V((rNRpSbUJdS4~m}$_cL#?mMSxUeF|DoTBKL`
z3rsRbu}X~e&_2JV%juyR=!QgBveG|~1Ng^lnB#XjTIjjnRmrVQW^^BQZgzHI66Y-$
zoMyzvMas(f->bE1IheM3N?4Nk3q<Z}-myT5S@7&Vp54ZGx&X~8@#Nd9-Q|N@-s<hw
z_aVEIklSyvvo~Ry)U4{m$8q3}mwB2I`~DwhLKyAsXrD`Q(~}XDvE#CM3r$s&Vs0X+
z1dF@27$Sj=VX}{j$~|W2(#fnpi|0PDP1etJ!A3UBDWWA<Wi;KN<gZK4-@8TeH}`On
zxTkLRO?IKwIsL*iKTO~R8~t-b#JUQV-s>v?;f!PR5<Za@Q@kI^yhd>F`Q$8@o3#1?
zdRnuZP#hQwAnXr0GK`Pr=48}M4twnbT4J$=St6$~sB6Pbmo!OZlAk24gLp%5VX<NM
zwvel12bsiF3G36(Y*OWXE?wee^E#`}PR>HLiv`wfiWQ@{zT{$8dDTA!piseW-S_q`
z`7p4FSr|ZtyF6w@kG{@&a=t*uEi2i#D&lIw{l-^6_pI-iqkJhre8Q0};e&Tp#`B6B
z*t=rfCjsY^<geBMR3*i2VKHS4q>dl?!<lK{cyzE-&rd*jU5DcBQm~ceFyF2X#}?^4
zrre*3G+rTNa6IHH%SdeUGZ-5V{jBR~(@@W_$t|)@O0J$fFFw-MH7CC7Qu<4~g;qh*
z7f+4(zU(k}7r09fkO)4WZoVikL9$X7f3;eP;P++1y1O_mIhZ?Ect+a)-Wc_AG)si#
z^k%Z_6!O4#V+bn<Qvq0^1J;_4?4Xd?H9+6!Wtrl)1R65+oB(3trk8kHxB{hDmOS8U
z96J~vO5;KcHd0xenN3)()l_tmOSp}BB7JR{5nK?-*w<_AVg2ImqLk0d7f(Jiei>gr
zF#GRpBuYm;_{fHp2|7b&PKaSEek$tFKA~1=!bQhk;TTe68Kao=RxZd2Kw8B*ho7ZI
za)B-A&`qMr9g->FSeK1eM);~!@UK?RA~whEh+R#0`};;lZrwr&5rW4c;u)!%W9=`h
zlcsq5Se&DmR`h*C;imS5x`4AOutz)&MR0}guvq7iyIZ{j7mE6y@@zv>O)rgyqRkGG
zJFHbZdZE85y~kyjf?cG;@!p|@2*InGiXfFUII8mcC*5tNt>u>kQsPAkmJ{Z59k((H
zlzURqmaC4V<2#vlc43NnzFmPfZ{xo~xgW&S9_yOdOf3V)b4!02tW;0g_gD$Z#j;uU
zjfEofS#pr!(VZ|Z7DqlZlg{hcT4K;scx!IBZAPD^kTFw7Y5uPmnEj7HhPS`PaFVG<
zvdn+a{T0bVNB<$HTP}ryAGJPC(>ruCh#!o#=IB)nDGmMRDDkblfcXV%ym?{;nsJyD
znTSZUS~C3cF+;*QjrMJF;;-`9g-i|X&Hl&x{?Q(`wa)R*f|ClTCF$B5$4>*lTkg8S
zg(_dUtO=xxse~rMj&CzT9)vLc>egKeTP<7K7h$*1jfoPJ<D2s#kN*SsCqX=d{~hw5
zD%@eN$e#m;`u3p`L0eegjdN?~&Th2Y>q&Y`7^bL=NqoRR0%*BJiP!eKAGdS?R*S-b
zNl3ry3sKSiqiC3KrIp@$oz81?aDvH8`4JFp{mD++`d4E4U)BQmmDLaUXs%J~L2~_j
zFx=S?Z2s;U+9!yAgsBFwNjWBAIm)QnfB-~#ivL5eyG^HrQrJ+cg$SIhbb1GE8~BF-
zhAK8sDKhB|AbAA}S@{>N8gNkkPvLLnC>J7u5d#5tx2rVQ>((oE4hk`)uTaqnF;pSy
zV|=A|>SS;%5NcO$rxyfQ?MDNJR~UX=s4Jx$q6YlC?7h|@(tjSzu(-N+oo2$yCEoaT
zJZD3#ez1``u~M<82WNjPkMAar3@zGIn9uCTth00;zw1N2-9$h2LxGAV*jIE9I<P_>
zcJX>wVLbQO48B~29`XQseHv(JkjQs-28l(+p^DXn@A3CSZ9k$D?}a#YNKH%_<=FwL
zp3bM_v2~jCJ`r?ZGD)d>4#1B|i0{oa6zQ`Tydch_bAye4Jgt&?Es?4{%W$YIvZ#XU
z2I(e-Er~K_UUGYYroJ$ZY&SO4?);7s(w2Cm@e1n{c4T&()v2_i#|<(q%{$C6?fS}p
zpmF7N1LL1%y*TtTCz*5INTaBfLSpd4Er~?pY^PK%BkLwfd6?A=+;Y-PenOZ24BybT
z{t#)ykxb;2`92f<tpkiS-u)>bs!}+lA~3?{PcbJy3|FnG^9K7|mAg)Pkt2Hpky9M%
zMYDGhkblxU@*ev2hF)T|iodlmXK45Vrt`WHvU!9Jz_sKU``Up|q%ipXutIzks1g^R
zOf!@itcS%4(Fko-5-WAi!p_xwKAi>Fp>n`VG##Z@^Htcm&NS`3UlV5ByR$~K5hdJ1
zp)?1|L;lzQtzCJUMwqjZ<V=~d9R-uY1l5-Kj5nx_b+zF;S%tN&)tIl|$n+EkF?`s-
zi&Mnc%QU9&Vw~`@ndPx0e|eZ1OtAZS2J_1RQ(>9lUeAY?eU1iP<2*s=E1qZL8OZFF
zZ*|<ys{cc4+%4XYHz^4ycg~iQ4I`4NyWp<-qVB0t_c?jtNx?>eb<OD`n4_ZRcE${8
z@o4coM#sPe-%5T6G-K;HObn0z`*(9QO8q#o*U=}uv}o)GUY$MeEv~!QM-^;y+j>;i
zKP=LtNgB4o%%`T#^YkDoy~s1BP^19WyQ>12VJNRB0yG!Ar2qZa+j``5edkW=4e*8-
zoVOBZH-rTHVfYf(a|u|0+5|C&Be?Rw6D&Jp6c464SQ=VKmJwn$a-*-+jV--mb{|q4
z=ItIL4b`Yvy_?<>g*0LnNIvg%7e{9Ca)0&!b#Ojm8Lcg0-Q9k9^7_qb0Fp`42uK+2
z3LHv34!Oh<nqgl8UBei+%M51LKY=rRoOWo38*kq+xR5u}l7QhUl_VSol?w{@<F}aX
zT#0JW$OnESl=oqyAX9_pZ7G5#S1~mRGJ=EO@9g{pn_$f=aw*z+!#V%U#L#oR0Q0<7
zvg1n#q{90LR)Etp!*&2&b%V%eRM?RktL6jKoc;};Km3B}ZAR~LiL3Xn&|QmXBgt-%
zhOIH44UWxG9_+G)V53K3W|k{q1rtE~Pa1$0@pRaU`EK;8Ny5?nH!sm0Sk>7jR=&0T
zBk2)1LSKT=NFAZPF^Rp&Dp_0298e?9?>RW6UE$4Tl&`pdI%#I2xL3{f6C<0_!e28s
zrwQxv`(8`dZkb#5cR|Hy)=FMHkq`5`WB~m|M6%rX(FUxF9QWd^BoFm;j-;%$t?WC9
zop++Qt$z(jX1{J@Lbf}P(+DsPwy35csbdr&%t^$f2Ra|Ds6<U9->CDA5KfeGlGh!+
zNDOXr3`-GVq5HvmxVRm4sXdH9r4&3FD>!bBN2PjFF{B^(%7#0QV5|A=kz39*#v@k^
zwSm3E$c6L<SESW-@a$nxxahF1I^2SlBzxMd(1f^*Z#^F}pR(SS>~4<7&J6PsFe@1~
zUp~JkiJRCmQW24K<Jdy6llX^}69$Gayyo~TBo8toik74dwV!;lYaT)Fenxh_gVt9G
zj?-3$RWw><xS%H)dD~sz_KDX=NknL*$Ng)jbd)1YOKdM2ts{-zzYX;J2R3<jG+2qG
zJaFi_-??+JiYmlk^1r-BF&88;%`a7Z{2WpBXUTFeEqTGMz7@KN1&&_{+f`ilfIC_P
zkG>1WErt%_7s_f`Y9+L}A{{y%c0`H8U5*%vU7r&WKs%ik)7jmmdQqpZPj~KQgdn#h
z1!(X_RYpaPhZQi6V<<oR9xAEV1k5qdq+nilxFgF-8|V`FHux->wZkKciUl6jVS!P?
zHPibb{#_!x8n$xu#AQ+gF4)@n7glGE3z{Zt-q}iAyTmur=7Wgp93i_gsdX_@`gK9>
z2p~uB9TF-<UFwWl*h#Lt2|L1>x5Gv?u*XQN57Q1yWB^B~q`?D%{I6WI7C^*^LhZFB
zcp$^*(Z_}8qtZbNYFL@b*<;sGz1Q4YN(^$-n;6C6OKu&r@IXAN$~l2Uo7*8SG9kk?
zj8I*c66SRE>>Jt*;%Kk7mM@zh(e@KV;H7r~`I5rDu$t8wRiT6=%qz@SQDn^Rb^@3_
z-r4KRrt&&{_I+mwp9(v?8?4^}{yYTvu(Ud7{}3rLD_|%0z9|Z)VdKPu#hh)(hK~&C
z4_+N#wlzuJno|UKQ;=8=dvroMA6J4&f7N-MWRDWREm7?9Qs)ZH0%xNO`*PosEFD3Q
zJGBZDZk!uhY!^2ElK>17(0|&PP#ukLXS<}Z28jJuj`J|9Te!!wMj_+FYe}WXwj6J6
z$n|7r=#f0MwOZyEvN>K!?_xtPdLqs}^%sVX(&8pSP<(0uSzgk)^POnf|I$yFd_%P4
zd5CPynqa@9QmIW|^pbJtlRUl`GcJ|zGBn;P+T8ha5pzreR<C}7yA+x&4zWnjd-%*o
za@T`yY`2&=Hm>`U7xTY25AT*>9IpdsV@*OgjE9Z=Y3!kh@ej&CTTumK%fAeHAf`yZ
z3LEnJp&T7N4)ntkk}sYro*t`Rzvt+=Aqm$a8>YL%LF~dPuY$413xWBdQWRh$CTe^2
zE+iro=aFBK{;V+lTW7b_#ZoGDF@qPl>lSd5Q*VZbp+Ul@{W$D8itqY&+GjG2`?tHK
z&b{?#hUwFseFZ3p6*_l(s8Btw%l?<kJlIpwpWV@kmn5x8<FVYJp*nN8?|>fHxw?yI
z^DM2zFBw8dS$Z0<4pQD&+jU?It}%K5NtZcABUY&3W1Ho~p<(hDV5Db<7-x)mlgt;Z
zk^%n^Rtn(UGC6$nH%jd!Qp`TQlhSS{%H-iS^(Bd|^Ds>up$yigRQQottL`)o-SHl~
zaZW`b|J6ZCK+)Ry!m6R}IVy(Y{h(e`-|)&i$(LY{&w>}*i{6NUd!S_G$<p|xkn;hx
z`&+aU4HWP+EXHH^TP3lEl7Lrne9r$4>`bWw>ryUFBo1w}KE$XQ&+veqL!z4=eMJbB
zm>B+>jb9ukt8F~#mM*~}b_Hg3c3c{AdYdk6JA%p-Yh&{;*$uZbzybir3nU{40zmwl
z2!0QSiyxuIHpy`|%i0Z3kveJ94qNQT%e<8|@7NG!v>ivOTq$98Q=bZJrJ2OvqJ1f$
z(8ua*9}v`jaV}k%$k4T09H|T3G3y5?4iyeEii`dzfW0=)4p6u5g`qUPm%(>}&*3gp
z^?aJ1wzkdNtaB;i@rl0Ui?s+msWu<U26Y5v?69d4dhZJjw~O?~Trv-=jK)I%Vk@m(
zcSa!k_ytA?MXYGEy_RgIqPNURjhk$d&th%O7m30zwMP&r=`Ef6Hxrx`ioI$*{y1~D
z<ix;`Yt3N90FlUpIPqi_tlgR<LLQc)zdnMF7)|`MQHj^LVptq`M+nEk8RnF{cgOgk
z5U8O@<#-R<CRnejKNz!#OXxla<9Le;5mzxw#&gS9DRi~elK-XgKR+)ut0ghj*z8>N
zK`c*1+>56c{R5qOPaa-0*nxN~u*rVkfhb@zwZm#xL|VfZaa6yOHo0QxopTSZIWpJ6
z#;Q&b6prAIFxd@#Kp-J0iNSQChfYFnPRDmKsmfHWnx;Py6-dU1jZ&WtS*|cO{<FO8
zC6wB{_<aifA{LJ(Ld>uw8s&5`wb~N6tB%J(4l(;Qm@oVDi6dvJz~yNI*gfCuEoewp
zazh&EXMH^?Y4|zPzJbeT*~HwE-B)9duT7-N`HB&Ty2wUaoUnmtea#AYAURQi<8>Y^
z#*`MYH-a_q2ol_sEXEowlGX4_ERn4xojGYR80*>Y;+Wx98eZx@?O+pH^j8nOQ<c1)
zz4`9KoJV*-AuBbtU%&*KX!xBSL<vAQ`%sR5#I%{O)AvHZf6dO$zNw^ac)$PaC0Lyw
zE^C^sHn9t{x$Q9exbKI|8*3flad-E<P|T<c5zNZ;Y>;dU>{Z=*ojbl$$aXRTns)-9
zDkq2M&cQ}+;tq-NY*{Ke7bJ15D*DX?hBfw%M)Ob*=B05K5L9~q311+xDv9y{I8YJi
zgTd?<4R>9&(o@tZufXcggk4Uxmx3go@==ts0Y3tNaM%vcjJ`G=$&K;+;u)-1sp9bB
z0xa*!*%jFY6BR2<L0Acry)dPgDN4~OpT|+xvs;dAP3@x|5a^35!eDV{w|H0j#>0~*
z&C7*{=xeu@125-<#xt|*OOyA>`wGu45!H6SFl<RdR+bj9fH4c5?RnQi8iAZ5VOf+4
zAt?!-j7pi^)7U|k*!?6Z;wQWuxpMT<#U>${H)`l%;*B25mDTlRV&Yb}b6!#9Zsky+
z9p?5V>^^vdI&MCj-@6SWvUFYi%H(GbeEF|pe>JcVz->svD*PjT`>cxuJZOs#QbAz+
zyQC`uh#lU2r=j$YY>!DYOT>reo`s*QKRx{v=VgHlIOX!iRVk8TDGv_^ai1)MS*HzZ
z_)1k_t{q|erWIU}5vwP&QMg~ouTmb==kHtb+XLpMqRS)%jcEe21)p1f&jhd;u+Y?4
zzyY;w37mI|B;`3*g&w|2AifCOW5z8BH>qy^z=-$o+a5ZGTt5-r^r-yZl*AsO7aqt*
z#(7GeGmE_d<2`%ZTw{fntEz1S?Ti8vx~Z8cROzmn-(Nm%7>cS*;?l`cOs4_4b{PTg
z`PDRM-C;qF3>oyL%^_qXl>>vtio!Z6t#(xAX}1$uL?fWJ?sb=jJ@zeRJO*qY8Ih<@
z@7}#5CL>EX=!i82MuLdPY!xaJ($c;7RBm5^YYCj0SsJR}e>nlZl@+?zPqCIrcuDw9
zR(FR2`j)^Qak*PmG%}RTGIt-)HSryQMKf|jZ-4JT@L2#U3$)i&e+TxXX<`B7^B<`^
zUQT`YKJ|YGYyik#0AhmN6LLYhx*?IFE43#cP$i1rYSIgsrGEuJAx6J{e9q7)&52~w
zUTNKjYKvCYz(`7T%m&AF%HO0--9<E5M)mvK?|9EexyVJ33(ZP+oQJKEO8BRQ1P6Z=
zr*iLAKgVw|$_osA5s=$xJfCfm2i9e#BTi+)<1iaIaKs(N1M5puVBgNDT~k$JHl$1U
zVy+|3kWQIRt14|}tWslw6kOXYZhbcj?Aj#*?(_*lMusoSv;+*mu^{nrfbY<^4~jw&
z+;1q(!3Mm47?D5BcU~G~S4w;Nlt_3_r{XQ}Ohzu4$QSkrHv)fMOLuqRlc<!ZQ{Q_G
zNF{QPWA;%FOM~Cw3MrZsX3%S8l?};Qefcfu8>OU#^)8L7Aw##C1u%o15X#|+JqHCY
zIS-%!e(e#hSkL7vSITpqwgK|ZwmopI?dMCH)szPw(+E)0DycaJ<vKM^4d{mply&lY
z_pA+F`y}Rn!^MUu8{<QOrw(w3u-<xm<IY2S@`uHq&FoPCSHt_<%>{~n$-q6u1n@Tc
zBlnA>@$8lc^IOB{gMeMX{&u#;++c}3u-wj+=!s|_Lir5&K;{W`GC)@3Jp<6DpvXv~
zLV*XG^FPImRi(h@(^(^k2B9|!cw(`^>aN{qj}?3J#0$J2Z<N0A7{2dMR}d!>T=P;d
zwa8xR%gh9w0%C<+OYHm8@+~KX7c=L(BoHU#)vlIi4$#f$*8--{6t$u2P!tAD=wDT-
zdQuHC$oVY`!wHsU)VWO*FqZVc3Y(n5TfSa5#$}9o;d!+Fv6#^gxZn0u(eU!B0{Tg@
zazsj*RsFgF9N6QKdE~CGSuHMtH$QiA^>N=4XMydUYy_hcf?hU0n1|nWCu{8fBtiRU
zP)~;}kF}zSaIV*Xa`z*uRh(~oFnAW~a?KX8GVf{Tb04zPJ0ScO_L6vrOFZmMR0@vl
z^6UR;>~&Z4l?_fR+~K?_LJunb)_{O<xV{6?8j5an8sIDYYrO`}92wfRHNdzb2UG&p
zTDrhc(*e`R1+-Ae>PwDdebpM-0?mR>(4Sutjmpl{#grwpcbVAnT>*0;V>GNXRmvB*
z4fU4?PB5g5>$C&~6@a(6*|(dk#Bw4B%wi_6p^61Qx}cX|*73$nn<?m40M=e`p9m<3
z0!Ms??PEVuHUr+W?(XjX0kCqk2K3E_i{{x>Ld8TyTjHD#YrAf-|2uxy*TOgt=&;&f
z2Ykj2cbM*z|Kt8b9^X)^*p-7mr^GO1>p2zBix=j;wBL86OdfScl+#}D_>Xh+boLqZ
zfVB|4KIS+97Z%n6)(=uLE-8IzDbmHoqy5e7TslN}Ud=sTE9!=NnRzy~0{#9j$gjmK
zD<U&bv7y{V(N8!$^d{LG6-n91NVkUp3(>-G^}>%^zbr%j0BQ`Ic&f|w{)GYX(B!1Z
z3P0{imDA8R?M-{_4p|{bysSpH?xRwyAYloN=$HN{+qj(;N=&4&gZQ7j()pR6v8Wg}
zL`zgy_qlpZ0u{p1lkuYW5VYG7hTM@!e);WL|3CzjiUF@GlX6yGP3$uXF;JFON=MQ)
z0<#t1#iSzS0k*aN0mzRD+YariKV9})5fQ5nC8SlWsx6<EY;`NQwzDxQk^s>YMc34V
zY7@f417uy)KmZ^!4eGtJV~i)jN)2^44Vd^YyeAUQvjE)(_=->FQxi*Sginq(`5oHJ
z$Mi5LNvKByaLkW7aEC7C<OLjtEvdAamSar~xyF~f649@-QPUdn?&vtF^K(*-3xi~2
zusVEjon){{yX*`ZW{&`VVp@iBwn+lhaFMYBw=w1iV+xl}9SoQUJ>2HQ9&9V5$|hue
zmjMS$FJ$DRoUN|b(vz3>D1cHx`R&`@GDue`C^kio9Mb5?B^T{SNCz8WffvVfUx7qn
z_?TV+@k+wQ7ckh0_m96M<IZ!Grp0sSrDG|;n8gU}%8+9d)F;ET7Tcd8n`i;UVz+^X
z+h4%$R0w$>nw7DA_p#Y8_uVl=^A^irU*9s#K@abVveE1ynZZ!u6aL_JYmKsVr>8A~
zkWyfS8Nir1dg#X|k$9@Ac%X-fmNkctvRACg024KJ-7qq-AR9vRy*@Gxy<k+<=Fc1L
zek@saD(IdQ$b<O2cAfHj{h_r<G;ngI@y?&XE$9=;DLiLIr?5u9oFT7}aI6|@`zVAj
z#jCIN2IiB)d{`35`LKpzARHKchl|nmQAf+beywvSDd<k>-5dXhqx4Y@40fjc@VY9(
zvY(p!vUbXKzTKmVkyCax!e@dtn{083u#0W`3nRBndp-v^tj+>8FVl3FL}In?)&lUS
z>PJ`f?5iExLw$;aujktC#Mo-!|9fJcsf1tyx{N3ukMBcTLc{V(lmn6Bv{+zUR8mN6
zJ3OQfWHW{p;hC2~h;K!R3uGsAdl#k#kIiYJDz|=B4&AK(*4TT%U6g606W7*>?lq3?
zJ*I>|iq1a|E5kLMgRQ9mp_9-1_~n@f)S#{ZP(+|vxKD97q|Tm!vur2Q0R@l~2!*fX
z0-HU7?E|U%<rJlQU5HGvM+U~(Ct3#;0YDpm%Ek9`Mt;liCxO+m;G!n4+FP+286#ao
zS{pIMRBdH+KO}1f*<@S>t=qjC<xI9ix9XhW%%SXfurd~0OlBoSF3foG1FwZPFJt!I
z)sbn3l{~HmS>yeehT2A`UiYNl-+V2JL2)qHZW9v;cr9R>LGc$Uy`z!L2NDSBwT}Fe
zLJ9I=&EeYiA(gZWt~H``x4Qx~=V6l-XG2=-+p}(2-Dqa8{W3e7=w`YU8b;ZC*?)mS
zl*)EzVClZlRvgfrL&;k({A^xbW>{E&*)BjmzR{@tB?PtuKuKXx!vOqo4nP@DKqP$S
z7)bF81)jlR9NuSdlUPq`d})wHutWRC@wz~MgS@>*53QkgP7-oL8(rZ}Cn5r6l#@QV
zAl|E;K~=N@olsak>ArfeRwNb5aGOu;c7O~3LW48)4E2GHC-K=Vab}9`vPAB%Y}c?$
zBf?LY?<=r;k0-{#^1b)Q&<_0V8AKhdMn{gIBZrdVwH$VT;rjvAJlI+$-qc?EtlrrP
z$dnDbS2|o?P#0hXK|&?k=;XL6Jqn_%P@j@uhYs5vP?@_H&7`zo1dT)g44So~X)O*R
zP~QBal-$ySIbB(p^7Ea?j0q@!=cR2x@z9e<94-sv`L3vI$^T<$d@tF~q|`9*jhjE0
zeIA$jr|>&-e>Vw(fg^FR^9SOauN^;tE8z57Fso$737Q%Ba#=z=Ez9wb&87`NBi&oZ
z02k1jwIfJwoZL)tMF%9OXHZ+2e9C3{F!}`ZFik<vUfU+yW@ckm!ud6RL+$(nOx^xz
zdF2x9$-j$?Cs~XKp7a&!&t*J6w<7Wdq|#KY5_$qs?5PRZZF~v$6cG3g0^|e6iX-8}
zEW}=>>9slgMl_%Y3s(eEK>cF%UifT{#m<Sq0bT=2wgI)XD)F}7LHshzOX}?T#wh_*
zCUyj%GJM9311o$f;yjYt#iuq1F`UT5u22)ZVonb5I^&A#u+gmG_(1c&@JNrTw5=7{
z{u63<`%F8NsQ+4L4q}&JUM#rB2DaC=PkK@nH{1o?BOC?J*4Y9Z9g5Zzi&AEjB=V2?
z{=ob?sJFSE4JhlMdvuU76x*>XLORdUtcx;IYz)pqwXj4O5MCh{t}aNwzZn8R>`Et+
z3()?Xg>lOJL-n`J9TX4O#Sfbtx*ixC*&3g47;1l8z|@JLHq4j&fO9X;*)$a(^sl53
zV<9vWg`yn@w6rNG`ooFys41*9Ae#R+ff7V(-UT75#TiJZkAC<ZESeLzdE$J<dNq`h
z%Ka}HX~m%e{O<-Czzn?3mRUL;$*G$*;kaYg?{*8|!lPXp@>s@ZXNHk+8>^HtqO!5s
zb`1Q$*Qm3gPHNyj`k@r@d>gvjufWkC0RPua=T*POCfV6SxR`3f61MUjZ0#j(?Net0
z|Evg;NRK`v2Z{f-(uCPZpp_OO<jDrwlm0uHj|OrAmaFkBlv+{66Cwv6xOTL}-=-4(
z*8zuDxU+g5R@Zj+43=J|L@1V}6ec`=>s)v}=YOuXXnRjEIa>Z_w~DW@#IT$Jl08(I
zfaQv7>;u_MF$5^;&0Xg`%(M$V=!#5gofzH4ht+-j_xE)(dghqsP8ZL?-=<oX(<QgH
z8HNN3=`OY>kS*-o4Zv9F|8W)O6@&vFVM9BgnVy(%{J>QMc{eBK{%_V?rouVclazn2
zqgb68UifLcL~XwOPfxp$C$#ANwi@I9O~g8eRl%H|mGh_tAUOv<PR=2R#cqa%qD00+
znj9i^Wd#lwiGmNLqikNumf(RD83$Cu3N)6-k)R&1yk`Vfk0*97niJzlgs|1-`4|TF
z;IlQy8=4J(vy=<tqo<W7m}eWYn915FuGMSepk555P=QCk^?($rIdX5f8ubYe(=CJf
za1TQ5=jPxn_LNK{8Lc|!VZoxfMdiiRyD&3Io)}L}_k&@t?&h5PDbEBHCqsAGqHgLX
z?2ch%7q}D&{Pe$oxbfN98w1Io!tOcHissV6wT3xGWIiTB$abM2t*7kM^Dyenvx8{q
z@$^OG)$fa*Zcp;SIhgJix8x7Vn~6<t#KCI{`zbpYgfOk`7_|)zLw)ZnWO@LisMA6n
ztY9d%8xZMZLc)QqWWuW(AeO|P3&9<LMNvQZMt2c_AwRiFFc2F0#K9MbXL&9DJDUnt
zA4~!A0?Q%99qT`3(XpeGo3RG=w7?YhEHnsC00;EZdyZX-O)y;r|NZ)Eo$r7R6X$Nc
z`WX5X-Vn(R@U2tgH;mP)Sp(U!I7)7LZ(t>RDeyA5p=M>5(;KpQ`WhMZ8JQqFFs^KQ
zN>B)Y_bdiPhXran4kyssgn{Z!cOaEy_AxyBUUu2C?F=bt_SZED@iSrQIhYk0?oKBW
z5BG<T)DkjBn@vFS!+s2d4SL~VO7JsoXW<I?D2$^jKtG=N95;R7GF><rAN*(C9PS+k
zA17^b&mDYRJ9EtdANS6LYT)Dl4?j!)YX!EpyR$r!y0_;9@{~rVk4)_B-3R3V{G;Q@
zQ09+IO+l_pxH$#2_rY~|f@A~#m9-9mzGsltFv~<7N%B2vK|#%@PoHimgH}WN$93-i
z`P2U-i2w6fK<}lgsVPR#46ek@vi1-7XSUy2XOB?3QVDX5rgoYC=bvbA3DCo_DZsS-
zznXVNG^9BK|0Zp5mU7_Z|A%L!Y4JZg9d2xH79Q6LL*Cy|OSzBtTqGd+x{*=Z_l5?g
zWU*`22Md`MR#SLAdhd59JSPtL-~fiQnd{6B4*n;CSq)k3vW@Y%b~pM~T!Nr8@*)9o
zo`)w$F*{eR+>n5+tf2jz<6v_!w|1B^sS9eG^2L2eZIPP}pm)I9UI`@7+oQH!LzJ;{
zF+7&z+Q<H=Blg^FtL*<X4k#;Yz;Ct&K)(#v-4#a7vb^mtnE<{b7j(*#jpwa*D;t{o
z4xHXIK>GsUPoMI%w9mA3oN|xbTY#PIHqazx0-yrw6Ly5fW;e$TP?dSe0{L2zPCcFw
zNKZ2qQUh&f+l{fpOd2Iw_niOSSRSvAGj8$H=E$wG$_KJHaiEVY&qzG+-Pu1_%-vpV
zAkrx9AXEo)YY#Hr#cNFfpHa%!6~(SMQz_rPoO6qW1pW7~ky5VKE6@a`_y9;OP>`~S
zD(Rt2EJ|RtDh!_g+4(%L%a+liW0Z3t;ILnx{qFN4ZGX%Tbdph{3e4F8jd{{Q2a9&U
zYnGEB*>qU^{S@FnNNt73mg8CH@vk%7zyFrcIs{1CRH;%pLZhS8z^|y6&b7xRgPfP0
zjdf!>NF)QaqU)!KCcHHJJGMMpN4PyUF$e&vF9BIwPgwKk(NzGTb*nS$jPC;RliFP#
zi=uJcm=`}n>7=r9^G<B1fFb!-w>Xs=>6k_3^5e#)CKI6b>$e4JKqGg#G7DMZqqXNk
zz{Xu=yDLFpz$Nk0K<DRuLEYPZcYu<ufR*~fg$qXe8#9nGX9NS(BB~c8?I{mg!tPwu
zghY|j9{V#<VIX6Vb=zB;`UBpv&08I`gGQjmUJK~jA_3^|wiU<EKVGLB$WUsFO|%%R
z7`mO9t6paH+D2NsT?w1$z7xYu5ByuD1A~G}=^ktI0DpJW>+M|u`|2fTYL(A7Btgf{
zye3ZoLppqX*9L%&ND2~?h<K3B|A7Eb&{`>yMK5dg2V3otF7}9+O-qmu4sQXkvybx_
z>&vfR+&f^hq#P5SsUmqSwH9mmY-a~=C+B_+3@jN}h_UvZiBLfvc62osb_ttqPdJR2
zmo)v&<~S^01Iwp$r7Ma}d!xjB1bGOSTs#E@MLY!=S&ZAkmNBX5Y66D<{cN$v&*1z0
ztDKzlvxbd=9smhq4H$`gV;~D4*pN~1)jvaphN-URK>-0WD?O<}+f_H|5VXyWjpb|F
zlgB^B>VdoUSe$e6Ymc|F&OrJYIyN=Q5%!65v%q4Ezv)LKt5%g!fF}_9Wb=5@iY-6a
z?ZsXt=lXdN^N7@Ha{Qj#+Ede<<MklVK}uh_p}g1cxmUo3@N?~${)^N1ij(ZpaT{l|
z8k6>D_H<kDl0~lwhY2z$WrW+GfW}Sce%&fZV{_jHR>~SGP5|^%Hrv$++-u`H<PRd-
zJ(PiRbVSm>!ua@yn@>xEK<V}<*aY54nSJr)6gziBXWN-(J&&O?)u0`HKZLNnfR8^y
z>D#s6<$0X^s?uS;jjdKX0Uw5xmi8~^9*LJ9E49@2`4JGKr;aR{*<Kpz0T0QSZ*ke>
z4?vnn^xkgn5ha7)@8ADq95b*FR+?%l=Wr{*KuuFL4Us=+fC*^(h>0$dllCGQ*`sE;
zQJXfF{$=oTv5OgBNHK@iMM&c@%mjSn8>QH}%W2?WVliftKow@=b5&Ch086JxCn^XY
zns3;3&u9Fa8<1o6d*9uB+g~-sX~-VIApae*I{^4rwrzSxxzcRMu0I*)768~a=4xY{
zCE;A>4`VnpWNeDS`s`QpwMyW410);BxPf&DOyZa0GGC{%wZ1R+MR1`v{Z`NK2eXFt
zkEV}RBo}~dIXnGh4iQd+Z(^X!6sO>7U;IGahSs$wP2Mq}fo7b`F+)5!z4xSMt!$yW
z8>ntQr?v<@g!6q_V|Z3(pNEy3hZ0UV2bEs$@mU;~hMIw8P#gi>DCd&JAD}3e8+hFJ
z3o`0mB+_gqR^gETR^v}_v1;$PpYqL0&_Yt$uLJ4Jny=ow-M+Y!CZC-3`*R9jMfsos
ztIa(Dhjzvq{hNI$zaNt(ziOr(_7DG1AA!u^)n4={Yl38qxdV*v-Z(Ht?-~JhObII{
z<^d-xzTHrKQ(ezvj@x21`kUl?5WVEIC}wd|>2{cO0|8AyNI?r|0hvuCp90WFU!ViR
zxV+9(NWE_R`x#`-4Q#<*(`5|({(G;zM7;2w3(&kN)4eW?{R4S*<AKfwtxUNntwCTw
zPL$l#o35}84y6UKNDIfk;v)JUs+pHO1v94sHpn*!GrPUD*O~7MC4YsWN<I$7Vw<Tv
zRWrpwmy&GIbXAokz9VB7tVDIJ)w1blcJ~82AY6Pf=APnPsJ3qrt$%mPcIx}ZMbkhE
zzMTC#VHDiaOw`rb!(CHoWiNwHVi6bRR6vAC{T%8r3yh}Q(>s+PFwA7hmyLsNrdiI9
zBtL=^M1x5RAd9c*ye2D@2-vE(Lb+Gm54K(pj(u>}GxU&)p?%g`E@`0j8)~IDb^_YF
zjUbxp?K3k1K76=fYH`nfOWsuJU3s*gmN-<tYHV)SD1A+3`<ev=P>8zxh|U_mwEu?S
zUrB^cq+B+Gi^iawlFia!6)<8^*)i;6K06gCu<{Ea@Yy3$k<9tSvyQRWGyBP~$t&$S
z4X&%z0~Kp}4qJj7KWQ93{&Cn_zCOt~yHGa7Z+X)i46W#k+lHiA%eCm`r?Z+;g`opk
zx4B0?bP$N?*Md%u(!k(dxt`9c>EmdH{o(?6z{;3&IY0#;;v$gzTMF)OfTmb#c<kb8
zK2bBK&PNFjQsbT!wJXTN)(*`r3Vyq^;>Pi;2b98YWgQ_0*F{7`7DvZGbxzfgj>qU%
z9T<H{Y^>7i?1K^Qgr}!VpYnmHqZaeX-*fo3Plq+5AJ>kwlda8~nQ8`rJqTsH&<kfu
z*Xfk!pwa~=?<=vN9ns0xDjb$gl;pW1cozFI4IL%4y4;+&KhHDe=EWv)z)5d`lf`)K
z7(m~u-ZPh^L+h)qaE<s(ksG`*YJJ=s&UuId0}9{nqb1iNvX$M2+8|tbuf~lxz?pkv
z_I*Y<EMZ6Y8G!<-y=pd^@&V}0s_Uz{ci2X;$?m+N&!SZ|IBc$S6Fp0z8pg#feRoF^
zp5ZiE_tx~GXvanQusYBrh1X#tn$SAs4k(p!XLkh{d?d*MOqM4Z;VdswynNIwPC$EL
zHI?ouk9NeZ>Am%7hmXHG+vAo^v+X#qV8RcPp=hh1O;&}@yU%wxNjk5Ey?iv{mCHP6
z$XZ24M)!V_d{$bkp{nVmkI((5FkCVLh|LY1JQ1F)tB=Y8`4We-vN$|39G{UiGk6S3
z^533aT(obj+T|ui`Q2uTUGXTy45w*TSIFGJTbTjzP-&nAySPkDEQvt~K1UPCg>G-&
z-vM)1(y3Gdj)!!om04t{6{sl{3lJyjbUJnXl|!J_If>xz@XX&jRGZ&g6dfP8ms?wn
zncTCzSG>>n^Y4Ra2yFx&NzR*Dx;KQBeSeq3Y;rQyy1#^k)7Ut%SQCN5S-!7!Y?9yX
zJG>=5<%*b1#{epiy{U}D4nZ<X0S7y0Gp|ba;v1kgVY^rz1E*H``s7^Ya~p^ep(=Vu
z`pqyn<W&t-V_BX9X}G_C0A$LbWG@Rh2>otW%h}i6kwLY2soN|a-z`L~UeA{~W<uLI
zhTtz~+)_}|J7z!dicvW$+MN9$352cV2PPT6QiYo8%;dR6-(0<pE&W)osuS44o|%OV
zCA1Q<y)pbqW2P4Dw065JuPPL&+}7UOSAuR7(m{mgqh;$ElvD=xxiM@CQ=>=6x`Y{6
z>E-j&V8<@)T$FiD@Fs@SrNg%j#PL6yE}uJ$8MvW<8qoa2De9&W_^qxOr~p`bz<yP|
zGi;h}uJG%J(O}+dlSDXU&$s9J2F;?v*e!)cX>>Tta7w6^Si5sFT%#<cx;;+Fwkea$
zQo*PtOYu>}1s=0O9lE<f%+C#6D>9Q<CjF!@8g6pxj&H>%eVc6vmIPHa$BvI0wzuQ?
zu3yO6o_tTVP&(n!1I`IW;5VP?^m$0#^5&3%;df9eaqD}mR95mgG=?U_bfo#HhJ*Ba
zyDQ_S$0D>hdnjM0<kzQjY`=Kg4;3g<AB)Yqw!1~|emC$S08LyHysNCHo-OW1?rZ9H
z&cDYd5_WWX!wC+dAl2|8*rWSh0@ZF9DmMn*VSl&$o%PHA)!dauHFZVNw``GuWssmE
zLn*U>%!WZ3EXtrV2}EQF2uc7Iks?+^35tXwAXqG`f}lwdXbCei2}v0mKoZhe1tbV2
zAcLrpK_Ed%PhhQn^|xy^U-@{sdH23^&pT(Iea}WMG<OB%c+`aVZJ#X{e9klUGoEco
zpd`rF;yoCt(-B1p^f!jsminK+Wx9fFVMUnRdGOSM4c0hc9qVZIDczQ1!*LXEh2ouN
z7#oOXoWaN!c^M`Ffu4g^Au&2mOoQOMNBtDd1YWwHZ)K3p4yP}g)P2xHin?Z1YPi{7
z1$MZ86k7d`8;?2C{pOp*U*t+afV1WppHX1N+FL%Xt+H8G)%E*!UESu~T4p`;ptzWN
ztxsHdnkBWv!O<uz<3&q+Ic7J#b*Ugj61PJxs83PLf-^Z-5g74q*i7Pz+ck>D0mAu)
zvVyC|aI{yhV(@ZZb*J`0=IY5@Q*^q<LYxGI<q21Nr{_wBLT-Ydg}IS&KFSBx9;9u`
z_``BRPivBKN`dT=)T<BVyN!?ib#RXxU;irz;GQUkKkAscCbCYZsfFFL+1(fFe@kCe
zy7TNq4e4}+V;)uk6Ni;|)NhH^e_X875rEP#)b6g|7Mr5IyEHSXCwAqd;Mo96b}3@@
z^Au-luI!^=DS_s|XRWTb1+aqo%a7w+JlALNO5|=TJ{OE=-#W2Q-EmcI--RIhM5q<Y
z;H}P$MAn4(`}-fDQ7DuTRuDsb+tScy1}-cD%Shn}{B-{l8?gM0=rlQXS+$D#`aQDt
zP~v>S1`zOp#C14A;Oz_r@Qxc&sE)bu?gLmXHg^fq+Z(WpQ+spue(3pxAg*fb7e4t7
zQ|=fY9bHDDoPD}oq9lZtBvbBJ^**N=st|j>gt}ev9muEYea{L4&DCGdLVJhft(WFZ
zx~)OazK6w<gSbL2Dk>@zm=B>K5yFKF+=b44T=KG0-#CA?O$D5lqQfAJnNv`pQW-*9
z^AWYSwpK$0b!DLv`#5P>1+7f3X^a^ofb<HXJw-ANSS4w2-)V4qeXZRD09yXEFt82g
zmJ*J`5g`3YgM~_6=8tuM7dgQuyUY>YBqSt=(1XIro(5UDm#?oPyfT#~3ub0!xR4iw
zf}jMqD;>p!AVNb+i`*Oc{P}Yt6k#(}ZOp;$O-7(;#ru5`{r9{um~E2zw;}rJ?)yYG
z16G3)1n$pF>EJt(lr5yg>gwvo`L}a(QGOlHCt)`BS43-eXNRhZYIqw2S#uY|Ec$u@
z1|ne1cpW{;p4eX!Vnoi~!~j3v6$-2kzfKsu6LRB@&NR7BxS>v%ChtR?jgF2^Y?(N0
zT)E3>j7ft;`Ub!RscnhNmWvq%p0i&tp^ZQnhV&6%hhqw(7`b|$^i`rW@f?^6v{MM%
zWnz-extWo{Suq4~*Kqym_5(YG7d|DjFSHk`8o6W}SO?bPMQcq8anM&L6e`v-%j6nT
z1MrNxFl00u?Os%96NejWO<3?;Cgq?NFbQkv5HQpES)(B)(mv!jKnS=`=+0Ibv6~R2
z-ecVsXTb3shYT1rwHz-A=EH-eE`#T)hTcLe6T&>u#eT>|O6i+rlof$bq#{|$HeaEW
z8tC9=ls12@Bp(ds<T7>=xHNN0Sy?+Rbg64I{|tWkW*!5-x?~hQ5R8}iIaA68SwdSX
zE<7B~3C4@S6x@da{TX;`0g<Ux2=$8KouJVYH?c6q!tXIgkczk!1$Z7&(3B?j^)#H@
z=lvcx(iA(FR2aRrP<8C5{z49|<P}W`g(QozL|w2e4za2C*w+p<o_i?`Qc<TL1?(|D
z)swR#gw_r?&g`-{<cr+L+KwdCvS9Bf-@$l!$@AHFi;70yQi)lwCnmZEK|abdD)F;0
z9`;mbxidK>Z<qur%iN>N%1ZZfKr_d-W^O`qYDo|38X7ER(Xfk0Pm4M_IxY!>u-K0A
z@$sFXBeVaUE*561I}m`yKwvN!mdtXhIeM?WH2ih09r!}mOb~@3@OZrHtE)>ng@tPK
z^YgsZe@!b2^YimfFE37ed3!&dTz0!}Z)g9S+S+QH)cxaDE#Cf%FI(b6>6ts<&0`TH
zQbk;v*FFrY1=jFh?qM=zFc=JxMA96sx&U!Fcam8k-Z4zR>yaZ{V1q~r1OhGqqD1gI
zs=za`1t<ke1z<aRa0cwcVK`LGH-UvAZlJpxt__3;t;Gfjz;vwGrvMDj`)b{vCwGY#
q13u|m>-8W+!R6n4<Ns;^ZKi|yJcq2=Y$Pkb^FvM^2P+*<T>l%4>X4@Z

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/robin_classification.json b/modelling/data/abingdon-all/resident/robin_classification.json
new file mode 100644
index 0000000..ae2aae9
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/robin_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Robin",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "winter_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "strong_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 7,
+    "target_trough_label": "July",
+    "target_peak_value": 0.6573681626798243,
+    "target_trough_value": 0.15671528132670026,
+    "target_mean_value": 0.3613473640431974,
+    "target_amplitude": 0.500652881353124,
+    "baseline_to_peak_ratio": 0.4016014388706911,
+    "autumn_to_winter_weight_ratio": 0.0621301775147929,
+    "year_end_to_winter_weight_ratio": 0.636094674556213,
+    "decay_to_growth_ratio": 1.3521066208082546,
+    "monthly_target": {
+      "January": 0.5470102308227692,
+      "February": 0.6573681626798243,
+      "March": 0.499791964416646,
+      "April": 0.3531001678397938,
+      "May": 0.32331102826011254,
+      "June": 0.31934604246592035,
+      "July": 0.15671528132670026,
+      "August": 0.17322202093213637,
+      "September": 0.25569963659634476,
+      "October": 0.2793354081112798,
+      "November": 0.28726466401065437,
+      "December": 0.4840037610561871
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 1.002,
+    "GROWTH_RATE": 2.326,
+    "DECAY_RATE": 3.145,
+    "SUMMER_DECAY_BOOST": 3.998,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.553,
+    "PRE_SUMMER_DECAY_END": 7.0,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.601,
+    "SPRING_CARRYOVER_WEIGHT": 0.058,
+    "SPRING_CARRYOVER_END": 7.085,
+    "SPRING_CARRYOVER_SHARPNESS": 16.108,
+    "BASELINE": 0.264,
+    "WINTER_WEIGHT": 0.338,
+    "AUTUMN_WEIGHT": 0.021,
+    "WINTER_PEAK": 1.875,
+    "AUTUMN_PEAK": 10.79,
+    "AUTUMN_ONSET": 9.685,
+    "AUTUMN_GATE_SHARPNESS": 7.41,
+    "WINTER_WIDTH": 7.894,
+    "WINTER_RISE_WIDTH": 7.698,
+    "WINTER_FALL_WIDTH": 7.298,
+    "AUTUMN_WIDTH": 6.388,
+    "AUTUMN_RISE_WIDTH": 5.05,
+    "AUTUMN_FALL_WIDTH": 6.12,
+    "SUMMER_DIP": 0.166,
+    "SUMMER_LOW": 7.16,
+    "SUMMER_ONSET": 5.475,
+    "SUMMER_GATE_SHARPNESS": 3.792,
+    "SUMMER_DECAY_ONSET": 7.15,
+    "SUMMER_DECAY_GATE_SHARPNESS": 16.356,
+    "SUMMER_WIDTH": 26.391,
+    "SUMMER_RISE_WIDTH": 42.76,
+    "SUMMER_FALL_WIDTH": 12.378,
+    "SCALE": 1.3,
+    "YEAR_END_WEIGHT": 0.215,
+    "YEAR_END_PEAK": 12.168,
+    "YEAR_END_WIDTH": 82.26,
+    "YEAR_END_RISE_WIDTH": 152.941,
+    "YEAR_END_FALL_WIDTH": 10.096
+  },
+  "fit": {
+    "score": 0.288
+  },
+  "warnings": [],
+  "summary": "Robin is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around February and reaches its lowest point around July. The model indicates moderate baseline presence, weak spring carry-over, strong pre-summer retention, strong summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/robin_consensus.json b/modelling/data/abingdon-all/resident/robin_consensus.json
new file mode 100644
index 0000000..e6a6546
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/robin_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.288",
+  "INITIAL_Y": "1.002",
+  "GROWTH_RATE": "2.326",
+  "DECAY_RATE": "3.145",
+  "SUMMER_DECAY_BOOST": "3.998",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.553",
+  "PRE_SUMMER_DECAY_END": "7",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.601",
+  "SPRING_CARRYOVER_WEIGHT": "0.058",
+  "SPRING_CARRYOVER_END": "7.085",
+  "SPRING_CARRYOVER_SHARPNESS": "16.108",
+  "BASELINE": "0.264",
+  "WINTER_WEIGHT": "0.338",
+  "AUTUMN_WEIGHT": "0.021",
+  "WINTER_PEAK": "1.875",
+  "AUTUMN_PEAK": "10.79",
+  "AUTUMN_ONSET": "9.685",
+  "AUTUMN_GATE_SHARPNESS": "7.41",
+  "WINTER_WIDTH": "7.894",
+  "WINTER_RISE_WIDTH": "7.698",
+  "WINTER_FALL_WIDTH": "7.298",
+  "AUTUMN_WIDTH": "6.388",
+  "AUTUMN_RISE_WIDTH": "5.05",
+  "AUTUMN_FALL_WIDTH": "6.12",
+  "SUMMER_DIP": "0.166",
+  "SUMMER_LOW": "7.16",
+  "SUMMER_ONSET": "5.475",
+  "SUMMER_GATE_SHARPNESS": "3.792",
+  "SUMMER_DECAY_ONSET": "7.15",
+  "SUMMER_DECAY_GATE_SHARPNESS": "16.356",
+  "SUMMER_WIDTH": "26.391",
+  "SUMMER_RISE_WIDTH": "42.76",
+  "SUMMER_FALL_WIDTH": "12.378",
+  "SCALE": "1.3",
+  "YEAR_END_WEIGHT": "0.215",
+  "YEAR_END_PEAK": "12.168",
+  "YEAR_END_WIDTH": "82.26",
+  "YEAR_END_RISE_WIDTH": "152.941",
+  "YEAR_END_FALL_WIDTH": "10.096",
+  "SPECIES": "Robin"
+}
diff --git a/modelling/data/abingdon-all/resident/robin_observed.csv b/modelling/data/abingdon-all/resident/robin_observed.csv
new file mode 100644
index 0000000..4b97846
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/robin_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,138
+2,107
+3,110
+4,117
+5,107
+6,55
+7,31
+8,35
+9,58
+10,59
+11,50
+12,85
diff --git a/modelling/data/abingdon-all/resident/robin_parameters.csv b/modelling/data/abingdon-all/resident/robin_parameters.csv
new file mode 100644
index 0000000..7afa670
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/robin_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:16:10,robin_observed.csv,1.651687808186557092899168478,0.792,3.157,1.429,1.681,0.605,6.73,11.22,0.011,6.94,20.356,0.433,0.628,0.014,2.03,11.19,11.2,5.813,4.136,3.475,4.798,11.040,9.833,12.248,0.171,7.1,6.44,4.03,7.09,8.229,1.956,3.139,0.773,1.767,0.259,12.021,83.576,162.701,4.452
+2026-05-21 10:16:10,robin_observed.csv,1.881892533945174927411427970,1.237,0.851,4.178,6.345,0.166,6.76,10.131,0.066,6.92,9.906,0.541,0.611,0.042,11.67,11.3,10.0,8.065,3.705,4.096,3.314,13.322,13.066,13.577,0.146,5.64,5.15,7.801,7.24,10.692,34.694,57.086,12.302,1.265,0.271,12.16,86.856,166.795,6.918
+2026-05-21 10:16:10,robin_observed.csv,1.000043263988068754323725090,0.792,1.53,2.748,1.255,0.782,7.07,15.511,0.081,7.25,22.584,0.133,0.524,0.016,11.62,1.48,10.17,11.834,9.222,7.781,10.663,7.902,7.384,8.421,0.077,5.67,6.38,7.912,7.33,9.466,28.346,43.925,12.767,1.036,0.014,12.232,111.704,211.755,11.653
+2026-05-21 10:16:11,robin_observed.csv,0.6666103951454539887662453700,0.812,0.771,2.178,2.408,0.9,7.54,3.561,0.083,7.56,20.688,0.398,0.627,0.011,1.96,11.25,8.91,10.936,13.094,11.181,15.008,5.208,0.685,9.73,0.099,7.29,5.75,4.28,7.6,12.178,32.342,63.309,1.376,1.689,0.141,12.116,105.706,205.366,6.047
+2026-05-21 10:16:11,robin_observed.csv,0.1877578307956681823619914050,0.821,2.031,2.905,6.534,0.865,6.39,10.842,0.014,7.48,10.034,0.5,0.119,0.016,1.61,1.11,10.31,9.3,7.636,3.936,11.335,2.634,1.228,4.04,0.212,7.38,6.38,5.424,7.39,21.883,34.892,57.408,12.375,0.998,0.335,12.085,57.497,110.847,4.147
+2026-05-21 10:16:11,robin_observed.csv,0.5712313767107503707129851216,1.207,0.857,3.256,4.05,0.127,6.77,15.695,0.063,7.09,12.121,0.156,0.714,0.011,1.93,1.2,9.08,11.602,8.530,15.918,1.141,12.940,12.969,12.911,0.138,6.09,5.32,7.933,7.29,19.886,34.465,67.836,1.094,1.118,0.291,12.082,94.458,177.616,11.301
+2026-05-21 10:16:12,robin_observed.csv,0.2832354362123278619407844479,1.287,1.994,3.5,3.598,0.333,6.76,15.307,0.025,6.69,8.832,0.181,0.592,0.043,1.51,1.2,11.3,3.575,6.736,9.073,4.398,3.234,2.919,3.548,0.212,7.35,4.22,2.759,6.88,6.095,15.516,14.746,16.285,1.24,0.264,12.094,76.600,146.445,6.755
+2026-05-21 10:16:12,robin_observed.csv,2.458048556181026079223073281,1.06,2.247,1.249,1.975,0.228,6.49,11.714,0.064,7.37,16.62,0.41,0.625,0.022,11.55,1.19,8.81,5.587,3.199,0.821,5.577,6.665,5.958,7.372,0.005,8.04,6.18,5.894,7.46,8.564,47.246,75.619,18.874,1.169,0.26,12.226,48.250,82.985,13.514
+2026-05-21 10:16:12,robin_observed.csv,0.5038407106182611981165689874,0.926,3.243,0.352,3.326,0.776,6.44,7.751,0.05,6.96,18.589,0.342,0.04,0.034,11.81,1.44,9.5,6.519,9.040,8.308,9.771,7.043,1.661,12.425,0.228,6.06,5.45,2.75,7.0,21.675,24.294,30.436,18.151,1.464,0.053,12.264,73.324,139.858,6.789
+2026-05-21 10:16:12,robin_observed.csv,0.7251059606836074775055884756,0.971,2.489,3.847,4.563,0.188,6.25,9.018,0.029,7.44,9.304,0.553,0.499,0.043,1.55,1.45,10.32,9.463,12.938,17.381,8.494,10.604,13.044,8.165,0.136,7.89,4.25,3.408,7.27,21.554,27.862,46.257,9.468,1.501,0.205,12.079,50.253,85.496,15.01
+2026-05-21 10:16:13,robin_observed.csv,1.676389340616382152534898626,1.245,2.722,4.588,2.204,0.403,7.59,10.466,0.069,6.58,25.417,0.405,0.542,0.026,11.74,11.67,10.11,11.169,4.826,3.657,5.994,9.014,12.267,5.762,0.033,7.82,4.61,3.163,6.72,20.158,25.623,49.348,1.898,1.164,0.17,12.219,72.200,131.229,13.171
+2026-05-21 10:16:13,robin_observed.csv,0.4695218783485080069383447039,0.992,3.936,1.373,7.912,0.849,6.74,11.629,0.079,7.54,11.69,0.3,0.033,0.039,1.24,1.46,10.02,9.742,9.872,7.167,12.578,6.846,7.619,6.074,0.019,6.7,4.02,5.218,6.95,16.713,14.569,24.011,5.127,0.966,0.156,12.214,114.698,221.972,7.425
+2026-05-21 10:16:13,robin_observed.csv,0.6175347095191374723845386288,1.097,3.666,4.334,1.323,0.798,6.3,9.481,0.027,6.68,20.617,0.122,0.397,0.038,2.11,11.7,10.03,3.172,8.809,10.525,7.093,5.587,9.24,1.934,0.195,5.81,4.93,6.762,7.21,14.577,10.386,19.743,1.028,1.756,0.26,12.248,82.509,153.576,11.442
+2026-05-21 10:16:14,robin_observed.csv,0.6405927275921535733224994768,1.206,0.596,1.948,7.177,0.758,7.09,10.944,0.012,7.29,14.349,0.176,0.256,0.002,2.33,1.43,9.37,2.682,6.262,5.96,6.565,7.766,2.81,12.722,0.113,7.8,6.2,3.112,6.64,19.523,44.402,71.307,17.496,0.989,0.049,12.063,53.326,91.843,14.808
+2026-05-21 10:16:14,robin_observed.csv,1.715405968652587558204653686,1.277,0.65,4.128,4.399,0.156,7.03,8.362,0.098,6.89,11.084,0.55,0.083,0.025,2.45,1.02,9.48,5.798,10.677,10.88,10.474,3.389,0.857,5.921,0.145,5.6,4.66,2.1,7.36,13.487,45.204,74.988,15.419,1.216,0.004,12.116,57.122,99.564,14.679
+2026-05-21 10:16:14,robin_observed.csv,0.4106376894975364518492363142,0.817,2.243,2.592,5.356,0.362,6.89,14.45,0.033,6.97,17.423,0.552,0.438,0.002,2.09,1.27,10.24,10.874,17.188,16.594,17.783,9.444,9.103,9.784,0.088,6.07,6.39,4.401,7.59,23.47,27.650,37.511,17.789,1.442,0.293,12.103,96.626,179.227,14.024
+2026-05-21 10:16:15,robin_observed.csv,0.3546197461468884867308474795,1.093,3.102,3.352,0.067,0.868,7.23,10.073,0.078,6.93,26.571,0.21,0.605,0.019,1.15,11.29,9.74,5.663,14.310,10.332,18.288,5.959,7.934,3.984,0.162,7.48,5.4,2.446,7.31,11.604,25.316,40.373,10.259,0.908,0.022,12.244,102.596,191.131,14.06
+2026-05-21 10:16:15,robin_observed.csv,1.246754661633295322010908125,0.874,0.615,4.515,2.832,0.64,6.98,6.1,0.016,7.53,6.419,0.134,0.073,0.004,2.37,11.96,9.63,6.945,8.392,5.18,11.604,4.387,3.379,5.395,0.028,7.97,4.41,2.344,7.4,7.92,41.748,76.335,7.162,1.22,0.113,12.011,83.628,154.048,13.208
+2026-05-21 10:16:15,robin_observed.csv,1.962617526965613490879727257,1.168,3.923,0.164,4.937,0.148,6.74,14.429,0.017,7.05,17.67,0.373,0.658,0.002,11.63,1.46,10.49,4.344,11.829,4.656,19.002,9.445,9.555,9.335,0.046,8.3,5.39,6.196,7.48,17.858,13.632,16.044,11.221,1.157,0.287,12.275,104.972,203.466,6.478
+2026-05-21 10:16:16,robin_observed.csv,3.463224672525666332456318803,0.917,3.439,0.763,1.743,0.929,7.14,6.919,0.059,7.42,11.688,0.37,0.511,0.04,11.57,1.0,10.1,5.97,9.394,13.98,4.809,9.742,8.201,11.282,0.235,6.21,4.96,7.902,7.04,19.151,42.851,76.555,9.147,1.289,0.091,12.076,100.338,193.568,7.109
+2026-05-21 10:16:16,robin_observed.csv,0.6810763513574907915949285117,1.061,3.79,2.57,0.363,0.464,6.73,8.579,0.028,6.74,15.181,0.251,0.237,0.032,1.9,10.72,10.97,10.01,16.320,17.185,15.456,10.706,13.4,8.011,0.039,6.7,4.15,6.934,7.42,22.24,38.449,69.807,7.091,1.357,0.01,12.068,61.172,107.821,14.523
+2026-05-21 10:16:16,robin_observed.csv,0.7115128371248285785955684953,1.347,1.34,2.72,7.658,0.668,7.49,7.599,0.039,7.42,8.487,0.127,0.459,0.041,11.77,10.96,10.94,6.641,10.176,13.828,6.525,12.628,13.931,11.325,0.006,7.72,4.39,4.237,7.17,11.302,20.264,23.507,17.022,1.278,0.291,12.268,104.832,196.892,12.772
+2026-05-21 10:16:17,robin_observed.csv,1.281735510799652326682959494,1.165,1.867,5.577,1.638,0.598,6.75,13.529,0.005,6.89,12.876,0.174,0.198,0.034,2.17,11.49,8.58,5.849,12.898,7.748,18.047,12.612,12.323,12.902,0.149,5.78,4.29,2.6,6.98,13.521,10.049,5.925,14.173,1.115,0.036,12.248,65.046,119.76,10.332
+2026-05-21 10:16:17,robin_observed.csv,0.1690845621524328892295175645,0.962,2.715,3.979,4.056,0.104,6.82,13.462,0.069,6.63,7.28,0.233,0.34,0.022,2.0,11.79,10.02,3.5,7.806,13.751,1.86,9.854,11.527,8.181,0.235,8.29,6.22,7.071,7.1,21.871,40.869,74.105,7.633,1.357,0.216,12.295,60.651,106.731,14.571
+2026-05-21 10:16:17,robin_observed.csv,2.273705323807170841793383802,1.053,1.495,5.065,3.709,0.489,7.39,4.959,0.057,6.82,19.058,0.105,0.072,0.026,11.57,11.63,10.59,8.092,11.668,16.085,7.251,3.119,4.365,1.873,0.218,6.23,5.05,4.009,7.33,20.625,12.932,14.097,11.768,0.814,0.138,12.263,92.330,176.909,7.751
+2026-05-21 10:16:17,robin_observed.csv,0.4812341013543207256365282231,0.885,2.292,2.639,7.669,0.387,7.33,8.108,0.086,7.24,9.189,0.31,0.044,0.001,2.12,10.9,11.44,11.816,12.239,14.709,9.769,11.983,13.513,10.453,0.086,6.18,4.75,7.788,7.45,15.686,46.428,76.556,16.3,1.675,0.168,12.21,107.263,204.348,10.178
+2026-05-21 10:16:18,robin_observed.csv,0.3549529646794520531803797854,0.786,3.987,0.787,2.267,0.062,7.7,5.305,0.002,6.64,14.263,0.15,0.626,0.022,1.81,11.53,10.11,4.537,4.498,2.093,6.903,7.584,13.933,1.236,0.101,7.46,4.51,5.733,7.43,7.661,31.741,57.524,5.958,1.042,0.267,12.293,61.714,114.576,8.853
+2026-05-21 10:16:18,robin_observed.csv,0.8080443374652898529842273798,1.278,3.839,4.784,7.467,0.687,6.35,5.754,0.055,7.01,6.026,0.084,0.65,0.022,2.14,11.35,9.55,9.561,6.176,4.551,7.802,6.659,10.614,2.704,0.117,6.44,4.54,6.75,6.74,23.538,6.024,2.861,9.188,0.965,0.142,12.174,105.164,196.005,14.324
+2026-05-21 10:16:18,robin_observed.csv,2.242361226117730460296715325,0.836,1.123,5.872,5.14,0.455,7.55,11.899,0.037,6.68,7.283,0.317,0.435,0.047,11.93,10.93,8.83,2.619,3.555,3.825,3.285,5.288,4.037,6.539,0.233,5.72,5.57,5.715,7.53,15.217,38.426,71.943,4.909,1.394,0.273,12.233,91.018,171.704,10.331
+2026-05-21 10:16:19,robin_observed.csv,0.3780140555217810442757292008,1.089,1.806,4.347,3.225,0.145,6.27,7.346,0.01,6.72,6.835,0.567,0.741,0.003,2.19,11.05,9.86,11.144,9.720,13.708,5.731,7.516,13.435,1.597,0.148,6.92,5.35,1.681,7.56,11.527,6.250,6.44,6.059,1.259,0.175,12.286,105.853,207.452,4.254
+2026-05-21 10:16:19,robin_observed.csv,0.4169633783521088448552194231,0.924,2.897,4.712,3.528,0.639,6.51,5.258,0.069,7.13,19.375,0.345,0.501,0.003,1.69,11.61,10.38,8.82,10.925,15.533,6.317,3.222,2.823,3.621,0.06,7.62,5.08,4.234,7.26,10.32,42.487,79.487,5.487,0.956,0.192,12.189,82.996,159.882,6.111
+2026-05-21 10:16:19,robin_observed.csv,1.492992369497017905697532491,0.844,3.188,2.48,7.21,0.284,6.66,10.835,0.021,6.68,18.036,0.293,0.429,0.031,2.04,11.24,9.66,5.789,6.058,5.479,6.637,4.284,5.227,3.342,0.204,8.37,5.72,2.559,6.9,23.122,6.815,6.845,6.785,1.731,0.129,12.139,107.037,199.292,14.782
+2026-05-21 10:16:20,robin_observed.csv,1.170119160066360635470301781,1.133,3.223,1.475,5.605,0.242,7.3,12.819,0.026,7.64,15.926,0.463,0.082,0.019,1.7,11.38,10.7,11.435,9.694,16.652,2.736,4.834,8.555,1.112,0.055,7.66,4.33,2.769,7.45,14.306,9.250,1.694,16.806,0.935,0.232,12.069,119.324,225.528,13.12
+2026-05-21 10:16:20,robin_observed.csv,0.4585005748722609470464005000,0.97,1.079,2.6,0.783,0.223,6.79,10.864,0.039,6.52,24.467,0.495,0.504,0.039,1.68,1.45,9.23,5.591,17.225,15.398,19.052,9.630,10.768,8.493,0.072,7.37,6.06,5.322,7.55,23.263,14.612,27.279,1.944,1.321,0.155,12.206,50.108,86.104,14.112
+2026-05-21 10:16:20,robin_observed.csv,0.5444848180472510358567767368,1.295,1.997,1.441,5.775,0.615,6.67,15.196,0.061,7.39,10.549,0.371,0.662,0.046,2.21,11.11,10.71,10.86,6.046,7.143,4.949,4.028,4.490,3.567,0.094,5.8,5.87,7.762,6.78,10.258,41.602,77.691,5.512,1.532,0.322,12.052,61.870,109.926,13.814
+2026-05-21 10:16:21,robin_observed.csv,2.344601877960572325565800110,1.068,0.767,3.297,1.81,0.164,7.49,9.243,0.061,6.58,7.566,0.089,0.087,0.008,1.59,11.57,9.8,3.735,8.954,15.091,2.818,7.700,1.467,13.932,0.178,8.08,4.91,7.391,6.61,18.6,43.822,79.63,8.014,0.8,0.039,12.092,89.043,171.451,6.635
+2026-05-21 10:16:21,robin_observed.csv,3.916992302152609854385369461,1.113,3.078,3.251,5.277,0.053,7.35,13.98,0.043,6.71,13.034,0.333,0.712,0.016,11.87,11.99,8.33,9.454,9.676,8.965,10.388,10.568,7.402,13.734,0.231,5.77,6.11,6.002,7.47,8.302,33.722,66.48,0.964,1.593,0.305,12.025,59.346,110.071,8.622
+2026-05-21 10:16:21,robin_observed.csv,0.4848314152367604022328625379,1.041,2.128,1.925,5.991,0.246,7.71,5.643,0.072,6.59,10.389,0.234,0.236,0.006,1.25,11.44,10.21,5.602,11.344,6.374,16.313,8.617,13.472,3.762,0.052,8.42,5.8,2.378,6.92,8.064,37.692,65.216,10.168,1.757,0.064,12.191,115.156,223.771,6.541
+2026-05-21 10:16:21,robin_observed.csv,2.202897428390101219086677713,1.201,2.458,5.627,3.598,0.213,6.89,14.634,0.021,7.06,24.427,0.369,0.652,0.033,11.91,1.07,9.56,7.42,7.841,7.803,7.879,2.893,3.942,1.844,0.096,5.83,6.29,4.414,7.41,8.069,48.374,77.959,18.789,0.953,0.17,12.011,111.624,217.19,6.058
+2026-05-21 10:16:22,robin_observed.csv,1.282987490490214598272479600,1.182,2.439,5.661,2.083,0.368,7.58,13.446,0.041,6.52,26.348,0.452,0.025,0.025,2.17,11.36,8.68,2.525,16.894,17.425,16.363,10.560,11.641,9.479,0.047,8.3,5.33,4.229,6.68,23.096,26.091,49.401,2.781,1.518,0.126,12.214,71.636,138.806,4.467
+2026-05-21 10:16:22,robin_observed.csv,1.898681743202736654283798223,1.076,0.834,5.214,2.783,0.379,7.21,5.847,0.035,7.62,16.077,0.385,0.476,0.012,11.53,11.69,9.2,3.454,10.300,10.206,10.393,7.398,6.572,8.223,0.186,7.32,5.67,7.676,7.55,9.199,31.418,46.236,16.601,0.842,0.092,12.217,52.579,94.379,10.779
+2026-05-21 10:16:22,robin_observed.csv,0.8858702391336577916008383736,0.89,2.426,4.885,5.467,0.294,7.05,7.904,0.062,7.06,27.253,0.332,0.194,0.032,11.58,1.35,9.92,10.316,2.956,3.232,2.681,6.288,8.974,3.602,0.002,7.09,6.13,5.828,6.93,14.371,17.587,34.434,0.74,1.723,0.316,12.099,78.496,145.509,11.483
+2026-05-21 10:16:23,robin_observed.csv,1.023036449112418454586159789,0.754,2.794,0.375,7.442,0.754,6.4,10.64,0.043,6.91,14.854,0.305,0.471,0.021,1.38,10.54,9.89,2.21,12.982,16.474,9.49,3.162,1.006,5.318,0.067,7.62,5.17,7.362,6.93,13.575,8.015,15.627,0.403,1.53,0.002,12.084,82.443,151.604,13.282
+2026-05-21 10:16:23,robin_observed.csv,0.2609019131877287024246664448,0.965,2.808,1.918,7.767,0.561,6.52,7.834,0.052,6.92,22.539,0.54,0.584,0.032,2.37,10.74,10.66,7.649,2.763,4.951,0.575,3.019,5.037,1.001,0.205,8.01,6.08,1.345,7.01,22.875,21.296,24.984,17.608,1.356,0.319,12.275,49.283,85.375,13.191
+2026-05-21 10:16:23,robin_observed.csv,0.3615312473652093763239655140,0.946,3.604,5.127,7.365,0.214,6.32,9.781,0.038,7.53,10.136,0.274,0.47,0.025,2.44,10.58,10.77,11.987,10.926,2.675,19.178,2.843,0.5,5.186,0.099,8.36,5.39,0.839,6.73,15.049,43.729,77.694,9.764,1.464,0.247,12.166,47.920,81.432,14.407
+2026-05-21 10:16:24,robin_observed.csv,1.484836242844023920613336239,1.053,3.368,5.126,1.589,0.461,7.05,14.577,0.055,7.08,25.004,0.488,0.019,0.045,11.64,11.67,10.99,3.732,6.194,0.757,11.632,9.869,13.831,5.907,0.048,6.42,5.14,5.93,6.64,11.259,15.410,23.826,6.995,1.162,0.13,12.298,93.970,179.823,8.117
+2026-05-21 10:16:24,robin_observed.csv,0.9530227303298866499121261550,1.182,0.52,4.834,3.681,0.897,7.51,10.212,0.069,6.75,20.78,0.246,0.583,0.005,1.85,1.21,11.38,2.974,5.949,0.985,10.913,3.326,5.712,0.941,0.042,7.52,4.7,7.66,7.4,18.861,13.198,16.31,10.086,1.64,0.26,12.254,106.182,207.659,4.706
+2026-05-21 10:16:24,robin_observed.csv,0.2580037784137670824457731205,0.859,3.278,1.191,5.146,0.633,7.15,3.379,0.046,6.73,17.54,0.182,0.332,0.027,1.24,1.22,11.33,2.394,7.024,12.809,1.239,5.266,0.528,10.005,0.194,6.92,5.36,2.074,7.23,23.581,43.135,73.97,12.3,0.908,0.334,12.041,57.492,108.7,6.285
+2026-05-21 10:16:25,robin_observed.csv,0.3097082513933516424228380732,1.226,1.673,2.688,4.392,0.256,6.85,3.412,0.035,6.75,13.95,0.354,0.527,0.016,1.59,11.84,10.27,7.242,11.414,15.382,7.447,2.223,1.898,2.548,0.122,6.7,4.31,5.269,6.78,13.345,28.140,42.97,13.309,1.292,0.105,12.258,63.680,113.849,13.512
+2026-05-21 10:16:25,robin_observed.csv,0.3453761376591648991965238626,1.118,0.572,5.288,1.802,0.89,7.03,4.804,0.059,7.37,17.823,0.317,0.679,0.031,2.47,11.8,8.91,11.103,14.374,14.49,14.257,7.985,2.994,12.976,0.103,6.85,5.54,4.757,7.4,21.911,34.252,66.833,1.671,1.545,0.015,12.259,68.957,127.443,10.471
+2026-05-21 10:16:25,robin_observed.csv,1.118751409547731878055369583,1.246,2.404,5.326,3.322,0.683,6.66,7.727,0.069,7.4,12.55,0.155,0.686,0.043,2.05,11.15,10.81,11.391,1.612,0.622,2.601,7.074,5.859,8.289,0.006,7.75,4.77,6.826,6.77,18.414,11.464,15.204,7.724,1.5,0.105,12.027,76.704,146.506,6.902
+2026-05-21 10:16:26,robin_observed.csv,0.4892965574345850856932788411,0.908,1.586,1.181,1.962,0.382,6.28,6.921,0.024,6.89,7.718,0.109,0.12,0.036,1.79,11.26,9.75,10.603,11.866,16.682,7.05,10.260,10.359,10.162,0.103,8.37,4.62,7.635,7.52,8.397,34.256,56.643,11.87,1.203,0.035,12.144,86.558,157.75,15.367
+2026-05-21 10:16:26,robin_observed.csv,0.2978094387031753262021409246,1.309,3.778,4.149,5.18,0.2,6.51,14.117,0.074,7.43,24.891,0.544,0.048,0.021,1.76,10.67,8.46,9.613,12.232,18.62,5.844,7.721,3.921,11.521,0.212,8.48,5.51,3.448,7.11,23.403,45.801,77.926,13.676,1.586,0.215,12.185,86.874,160.624,13.124
+2026-05-21 10:16:26,robin_observed.csv,0.3064826746872480882875139675,1.198,1.891,3.332,5.312,0.626,6.43,14.155,0.084,7.55,18.66,0.506,0.369,0.011,1.22,11.25,9.8,4.69,3.126,4.346,1.906,6.291,3.748,8.834,0.049,7.57,6.17,2.327,7.41,16.697,18.814,28.951,8.677,1.104,0.045,12.224,114.091,212.76,15.422
+2026-05-21 10:16:26,robin_observed.csv,1.809183573263571939063580276,0.999,2.61,2.835,3.005,0.536,7.0,6.469,0.089,7.25,6.081,0.169,0.724,0.041,11.81,1.06,11.29,6.522,12.824,9.613,16.034,5.724,5.178,6.27,0.147,6.81,5.31,7.432,6.69,15.895,13.500,24.113,2.888,1.144,0.033,12.002,81.328,146.728,15.928
+2026-05-21 10:16:27,robin_observed.csv,0.4607151123681734472191434871,1.249,2.321,0.485,0.275,0.101,7.16,8.471,0.077,7.06,6.805,0.17,0.549,0.041,2.0,10.98,8.56,7.712,12.264,6.489,18.038,7.308,1.927,12.69,0.121,7.3,5.93,1.109,6.73,12.855,26.872,38.699,15.044,1.053,0.079,12.159,96.607,181.526,11.688
+2026-05-21 10:16:27,robin_observed.csv,2.235557121580672079580637709,1.208,3.752,0.779,0.226,0.74,6.46,11.704,0.03,6.68,8.965,0.488,0.74,0.039,1.31,11.96,9.17,11.958,12.921,9.718,16.124,1.458,1.844,1.073,0.053,7.23,5.68,3.441,7.29,23.015,3.187,3.127,3.247,1.71,0.158,12.243,104.574,196.215,12.932
+2026-05-21 10:16:27,robin_observed.csv,0.1941520581558253861161086990,1.089,3.565,0.056,7.25,0.223,7.27,7.419,0.056,7.59,11.247,0.149,0.531,0.029,2.37,1.34,9.04,7.178,8.888,1.972,15.803,7.896,8.835,6.956,0.23,7.22,4.91,7.521,6.8,18.602,21.881,29.083,14.679,1.165,0.007,12.013,82.366,158.412,6.32
+2026-05-21 10:16:28,robin_observed.csv,0.2581872734304312910563348507,0.94,2.731,2.958,5.195,0.546,6.39,12.488,0.041,7.28,24.167,0.165,0.315,0.0,2.14,1.14,10.76,9.908,8.424,6.525,10.324,5.424,5.259,5.590,0.244,6.49,4.91,5.406,6.9,13.274,48.642,79.408,17.876,1.624,0.277,12.048,82.154,151.241,13.066
+2026-05-21 10:16:28,robin_observed.csv,0.3557045874182383049187793746,1.129,0.856,3.222,1.897,0.688,7.65,3.015,0.095,7.22,7.847,0.561,0.577,0.028,1.7,11.91,9.78,5.446,3.239,5.297,1.181,5.176,6.378,3.975,0.058,5.63,6.25,7.655,7.41,18.458,39.564,74.76,4.369,0.955,0.303,12.238,120.446,228.093,12.8
+2026-05-21 10:16:28,robin_observed.csv,0.5852407781520542901896212340,0.785,0.65,0.535,6.211,0.365,6.48,15.78,0.061,7.21,6.886,0.097,0.676,0.041,2.32,10.78,11.47,7.26,6.832,12.353,1.31,7.667,13.282,2.052,0.209,7.57,4.54,6.871,7.3,14.55,18.516,21.667,15.365,1.506,0.09,12.018,88.680,168.588,8.772
+2026-05-21 10:16:29,robin_observed.csv,0.2888890506495144913788501954,0.921,0.664,0.284,4.431,0.827,7.35,14.806,0.042,6.93,17.617,0.097,0.704,0.012,1.87,11.21,9.92,11.767,9.794,1.871,17.717,12.622,12.96,12.283,0.068,6.34,4.25,4.571,7.54,21.608,13.420,9.043,17.797,1.152,0.209,12.205,74.934,141.638,8.231
+2026-05-21 10:16:29,robin_observed.csv,2.012003089948300851491047751,1.058,2.22,4.219,5.664,0.522,6.67,8.883,0.033,6.86,17.339,0.521,0.706,0.039,11.92,11.73,11.5,6.647,12.458,9.617,15.299,3.266,3.706,2.826,0.089,7.79,5.43,7.388,6.9,22.169,6.111,5.244,6.978,0.854,0.319,12.238,80.306,149.023,11.59
+2026-05-21 10:16:29,robin_observed.csv,3.113932911070127092317227250,1.002,2.619,4.368,5.72,0.234,7.21,14.271,0.015,7.29,14.431,0.326,0.618,0.032,11.65,11.35,10.11,11.228,15.461,18.108,12.814,12.602,11.203,14.000,0.067,6.54,5.51,4.683,7.09,16.682,29.594,39.983,19.205,1.198,0.295,12.179,103.269,194.101,12.437
+2026-05-21 10:16:30,robin_observed.csv,0.4573009588595941704062889381,1.27,1.544,4.453,3.49,0.58,7.31,15.768,0.033,6.62,13.009,0.55,0.626,0.018,1.9,11.42,8.88,6.681,3.922,2.622,5.223,6.942,8.631,5.252,0.082,6.36,4.97,7.727,7.23,10.315,30.316,51.385,9.247,0.921,0.158,12.109,69.255,134.251,4.259
+2026-05-21 10:16:30,robin_observed.csv,0.8586009129880178428465048045,0.88,1.115,1.857,4.595,0.332,6.95,9.744,0.002,6.57,25.432,0.298,0.224,0.017,2.36,11.01,10.53,11.853,16.586,18.832,14.339,8.688,10.309,7.066,0.186,6.94,5.24,7.651,7.12,12.997,4.661,5.725,3.597,0.961,0.11,12.11,50.767,88.957,12.577
+2026-05-21 10:16:30,robin_observed.csv,1.284642848538232675053917523,0.949,3.761,2.133,2.379,0.463,6.91,7.439,0.077,7.15,25.469,0.128,0.276,0.028,11.51,11.45,10.11,2.501,10.125,10.014,10.236,10.714,12.63,8.799,0.003,7.02,5.39,1.31,6.78,23.149,15.220,19.22,11.221,0.934,0.297,12.085,108.370,211.589,5.151
+2026-05-21 10:16:31,robin_observed.csv,0.3461881728731836386700120497,1.165,2.937,0.835,2.859,0.151,7.44,5.063,0.001,7.0,21.018,0.175,0.163,0.018,1.83,11.04,10.96,11.618,4.440,7.448,1.432,2.638,3.065,2.21,0.072,7.73,5.9,3.396,7.49,16.014,8.534,14.644,2.425,1.569,0.253,12.08,94.967,176.359,13.575
+2026-05-21 10:16:31,robin_observed.csv,0.4400440702738281365864029001,0.978,3.156,1.984,5.404,0.278,6.94,8.862,0.004,7.11,15.872,0.414,0.394,0.022,2.04,11.01,9.64,10.008,17.300,16.631,17.968,4.858,1.468,8.247,0.157,5.93,5.12,4.55,6.83,15.697,36.182,69.285,3.08,1.118,0.059,12.182,85.368,156.427,14.309
+2026-05-21 10:16:31,robin_observed.csv,1.908242169505513661229421578,0.838,3.822,0.993,6.47,0.227,7.67,4.14,0.064,6.6,21.333,0.169,0.576,0.021,1.45,11.73,11.37,10.433,9.143,9.66,8.626,8.446,8.49,8.402,0.027,5.83,4.47,1.823,6.72,22.47,21.918,30.803,13.033,1.673,0.156,12.177,45.614,83.34,7.889
+2026-05-21 10:16:31,robin_observed.csv,1.394897162679957683106301366,1.258,2.311,4.997,4.756,0.29,7.5,9.188,0.062,6.73,21.368,0.157,0.553,0.047,11.84,1.37,10.05,7.925,11.529,8.081,14.977,9.760,7.964,11.557,0.197,6.04,5.76,6.013,7.26,7.285,18.662,24.485,12.84,1.683,0.248,12.271,74.834,142.884,6.785
+2026-05-21 10:16:32,robin_observed.csv,1.532510845187595688309015775,1.097,2.896,5.091,1.611,0.069,6.92,12.633,0.017,7.2,9.278,0.188,0.118,0.021,11.5,10.8,10.93,5.281,3.690,4.44,2.941,4.261,1.71,6.812,0.24,7.15,6.18,1.392,7.06,19.224,27.888,46.867,8.91,1.123,0.328,12.252,49.492,92.24,6.744
+2026-05-21 10:16:32,robin_observed.csv,0.5468496595574550497132367144,1.272,1.492,0.764,1.178,0.571,7.54,10.635,0.062,6.91,26.038,0.072,0.124,0.031,11.75,11.42,9.32,7.337,10.350,9.788,10.912,4.809,7.181,2.437,0.007,6.59,5.95,2.709,7.44,23.938,23.972,43.042,4.902,1.686,0.035,12.2,89.770,166.631,12.91
+2026-05-21 10:16:32,robin_observed.csv,2.948541084149821964858652837,0.986,1.579,5.99,5.78,0.295,6.28,12.292,0.043,6.82,23.26,0.511,0.601,0.01,11.7,11.5,11.05,9.18,6.964,11.242,2.685,9.006,6.119,11.893,0.247,7.46,4.99,6.269,6.96,21.174,31.290,58.21,4.369,1.41,0.198,12.094,94.160,178.931,9.39
+2026-05-21 10:16:33,robin_observed.csv,0.5541547931089121426805310477,0.971,3.294,1.034,4.395,0.078,6.54,6.117,0.069,6.96,27.774,0.059,0.308,0.014,1.7,11.86,10.93,3.205,5.736,5.678,5.793,1.173,1.326,1.020,0.052,6.02,5.01,3.46,7.41,23.815,29.186,49.586,8.787,1.622,0.227,12.097,75.231,135.818,14.644
+2026-05-21 10:16:33,robin_observed.csv,0.3008670001930633901079649998,1.033,2.823,5.205,6.379,0.062,7.59,8.269,0.086,7.58,16.161,0.248,0.463,0.007,1.9,11.09,11.09,7.538,10.788,5.918,15.658,5.778,0.882,10.674,0.157,6.95,5.62,1.254,6.74,9.403,32.724,57.395,8.053,1.283,0.277,12.123,55.768,106.452,5.083
+2026-05-21 10:16:33,robin_observed.csv,0.6453498147456009818028710561,0.897,0.501,5.578,3.905,0.597,7.38,8.263,0.079,6.81,14.38,0.469,0.116,0.043,2.37,11.6,9.68,11.083,10.376,15.801,4.95,8.622,13.804,3.441,0.211,6.19,5.14,6.314,7.27,13.184,39.334,77.452,1.217,1.043,0.072,12.015,55.787,104.255,7.319
+2026-05-21 10:16:34,robin_observed.csv,0.6409144648738807698412150474,0.872,2.039,3.252,6.368,0.122,6.68,15.378,0.078,7.42,13.327,0.314,0.443,0.027,1.53,11.23,8.43,8.174,17.678,19.705,15.652,6.063,5.114,7.012,0.002,6.92,4.01,4.426,6.92,22.105,24.308,45.355,3.262,1.012,0.001,12.235,95.944,178.776,13.111
+2026-05-21 10:16:34,robin_observed.csv,1.484418863581070454992229093,0.917,1.75,1.343,5.156,0.098,7.6,9.982,0.083,6.93,25.119,0.158,0.464,0.021,11.85,11.85,9.86,5.591,9.220,9.018,9.421,9.263,11.607,6.919,0.017,5.8,5.84,4.367,6.68,23.787,15.065,23.142,6.988,1.729,0.191,12.182,78.740,144.186,13.295
+2026-05-21 10:16:34,robin_observed.csv,0.7420115407997874666758726720,0.935,1.021,2.653,5.144,0.478,6.38,11.977,0.007,7.51,23.814,0.559,0.483,0.019,1.14,11.84,8.42,11.366,7.291,2.09,12.492,3.711,3.696,3.726,0.207,5.83,5.59,1.34,6.83,9.614,20.936,33.355,8.516,1.117,0.107,12.236,56.262,104.619,7.905
+2026-05-21 10:16:35,robin_observed.csv,1.265259423523320669417962269,1.268,3.801,1.45,5.856,0.356,7.01,4.861,0.013,6.6,15.271,0.482,0.65,0.01,11.99,11.4,11.4,7.469,8.824,8.735,8.913,7.758,13.524,1.991,0.18,8.05,6.34,7.147,6.98,10.273,37.816,72.36,3.273,1.077,0.239,12.168,64.004,113.638,14.369
+2026-05-21 10:16:35,robin_observed.csv,0.4353179466860407645767331534,0.961,0.808,0.269,4.289,0.892,6.43,6.056,0.092,7.1,20.694,0.296,0.598,0.017,2.02,1.31,10.33,10.942,11.178,10.212,12.144,4.826,5.545,4.106,0.052,7.28,5.31,5.381,7.44,17.79,11.386,8.668,14.104,0.915,0.316,12.074,99.436,186.218,12.655
+2026-05-21 10:16:35,robin_observed.csv,1.653805589070319925333926459,0.756,2.819,4.955,7.365,0.881,6.41,12.188,0.007,6.52,13.945,0.551,0.293,0.001,11.76,10.96,10.63,10.439,8.153,9.741,6.565,3.722,5.64,1.804,0.241,6.11,4.15,0.915,6.74,23.047,36.802,58.798,14.806,0.901,0.062,12.196,121.080,233.966,8.195
+2026-05-21 10:16:36,robin_observed.csv,0.4463137698773187753753952182,1.066,2.669,1.255,5.25,0.688,6.9,13.946,0.048,6.64,26.152,0.401,0.501,0.003,2.3,1.09,10.66,8.297,15.639,13.737,17.541,4.348,7.115,1.581,0.167,7.53,4.65,1.181,7.31,22.513,37.148,69.186,5.11,0.878,0.261,12.196,50.026,89.317,10.734
+2026-05-21 10:16:36,robin_observed.csv,0.8482035592509527319189809779,1.259,0.288,3.948,5.575,0.737,6.84,4.903,0.029,7.55,25.638,0.375,0.313,0.049,2.13,10.69,8.89,9.467,14.010,11.034,16.985,10.184,9.926,10.442,0.02,5.59,4.42,4.691,7.5,16.948,41.176,77.103,5.25,1.185,0.155,12.003,101.084,196.458,5.71
+2026-05-21 10:16:36,robin_observed.csv,0.2630491889158084054083960405,0.783,0.363,1.639,2.59,0.926,7.3,12.82,0.006,6.79,19.139,0.369,0.145,0.048,1.9,11.44,9.19,2.163,7.402,3.05,11.754,3.803,3.819,3.787,0.214,5.67,4.14,3.362,7.05,12.076,10.538,3.646,17.429,1.11,0.223,12.106,87.264,158.902,15.625
+2026-05-21 10:16:36,robin_observed.csv,0.1779251002477010907602511614,0.87,2.811,5.136,3.939,0.12,6.51,11.979,0.065,7.31,12.686,0.528,0.163,0.001,1.84,10.6,9.43,6.943,6.386,5.8,6.973,5.509,7.268,3.75,0.118,6.64,5.89,5.144,6.83,8.009,23.630,45.726,1.534,1.364,0.215,12.163,121.112,235.521,6.704
+2026-05-21 10:16:37,robin_observed.csv,1.189850598227444156751456128,1.333,1.177,5.005,2.996,0.884,6.5,12.204,0.001,7.33,13.064,0.062,0.742,0.047,11.54,1.18,11.09,2.526,11.748,11.562,11.934,7.902,13.963,1.84,0.019,5.66,4.22,3.258,6.76,12.542,26.416,40.471,12.361,0.859,0.15,12.07,76.802,147.035,6.57
+2026-05-21 10:16:37,robin_observed.csv,0.3982226750295633387618165124,1.252,2.349,1.129,5.927,0.097,7.56,7.222,0.068,6.54,21.37,0.31,0.405,0.013,1.06,11.31,9.06,6.987,7.044,6.361,7.728,3.398,4.704,2.091,0.08,7.01,4.58,6.9,7.23,14.27,25.057,48.69,1.424,1.176,0.267,12.05,68.717,121.796,15.638
+2026-05-21 10:16:37,robin_observed.csv,1.547966859298448281507260496,1.033,0.954,5.235,0.548,0.365,6.97,3.835,0.024,7.47,19.874,0.086,0.109,0.049,1.69,11.55,9.26,3.028,8.353,12.976,3.73,12.592,13.773,11.412,0.238,8.36,4.26,3.725,7.56,14.997,13.290,22.602,3.979,1.25,0.034,12.011,59.192,102.546,15.837
+2026-05-21 10:16:38,robin_observed.csv,0.5852356079400062622951680589,1.121,0.484,1.712,6.55,0.255,7.01,9.743,0.03,7.21,6.405,0.286,0.048,0.034,1.95,11.66,10.72,10.564,7.524,11.644,3.405,1.840,2.781,0.898,0.045,7.7,5.42,7.299,6.69,11.841,41.894,64.351,19.438,1.486,0.324,12.089,87.173,166.473,7.873
+2026-05-21 10:16:38,robin_observed.csv,1.362699503811431798059862519,1.15,1.658,3.279,7.001,0.319,7.62,6.795,0.014,7.2,21.189,0.165,0.742,0.035,2.48,10.58,10.56,6.853,17.590,19.446,15.733,7.197,1.544,12.85,0.244,6.85,5.41,0.893,6.81,18.991,37.302,56.141,18.462,0.918,0.278,12.156,96.378,178.337,14.42
+2026-05-21 10:16:38,robin_observed.csv,0.7086522763030069381493574803,1.294,2.877,4.524,3.412,0.551,7.44,7.252,0.0,6.87,26.372,0.177,0.238,0.016,1.69,11.51,10.65,3.22,8.400,3.392,13.408,7.370,11.808,2.931,0.181,6.37,4.74,0.817,7.43,11.004,38.444,61.71,15.178,1.291,0.233,12.116,100.156,194.653,5.658
+2026-05-21 10:16:39,robin_observed.csv,0.5874753865386392158605351184,1.201,1.555,4.597,2.005,0.904,7.11,14.638,0.066,7.5,10.563,0.229,0.512,0.022,1.46,1.14,9.04,3.394,12.320,14.99,9.651,4.008,4.367,3.649,0.156,6.02,4.41,7.565,6.91,9.587,37.744,56.807,18.68,0.977,0.063,12.006,105.790,198.83,12.751
+2026-05-21 10:16:39,robin_observed.csv,0.7141680287428349164076311023,0.845,1.239,2.148,6.357,0.707,7.14,11.515,0.096,6.65,11.414,0.122,0.505,0.037,11.95,11.59,8.27,10.849,8.674,6.524,10.825,6.376,6.178,6.575,0.158,6.41,5.35,1.614,6.76,6.9,21.052,33.103,9.0,1.253,0.093,12.232,64.564,114.767,14.362
+2026-05-21 10:16:39,robin_observed.csv,0.6139239887216900264782899508,1.234,0.481,5.494,4.434,0.625,6.67,15.412,0.052,7.24,25.801,0.568,0.456,0.021,1.21,11.35,10.33,5.386,10.617,11.084,10.150,5.828,10.258,1.399,0.002,6.03,5.39,2.086,7.38,22.646,26.124,33.484,18.763,1.176,0.259,12.259,43.901,80.247,7.555
+2026-05-21 10:16:40,robin_observed.csv,0.1661436573002532859312200389,0.848,3.897,4.725,3.539,0.779,7.24,8.03,0.024,7.24,17.765,0.148,0.327,0.034,1.37,11.15,10.36,2.205,9.292,15.291,3.293,3.253,1.887,4.619,0.169,7.49,5.11,1.588,6.63,21.935,12.698,13.013,12.382,1.21,0.277,12.022,103.352,192.625,14.08
+2026-05-21 10:16:40,robin_observed.csv,36.77998530180899672503127751,1.22,0.356,0.243,1.168,0.718,7.72,14.819,0.03,6.75,19.177,0.489,0.361,0.045,1.29,1.44,10.41,7.413,9.836,9.302,10.37,10.400,8.486,12.314,0.027,6.95,5.08,2.067,7.41,11.983,38.762,67.359,10.165,1.536,0.217,12.078,115.246,221.371,9.121
+2026-05-21 10:16:40,robin_observed.csv,0.4079792032751594146877665482,0.973,0.734,1.526,4.825,0.616,6.89,14.468,0.06,7.2,23.868,0.394,0.437,0.009,2.32,11.3,10.91,2.43,13.107,18.747,7.467,7.545,4.197,10.893,0.119,8.48,4.61,7.326,7.5,21.566,22.906,34.503,11.308,1.58,0.028,12.151,58.556,112.237,4.874
+2026-05-21 10:16:41,robin_observed.csv,1.299716015834417789039350543,1.079,1.932,2.096,1.473,0.362,6.37,8.027,0.087,6.56,14.595,0.06,0.092,0.01,11.95,11.34,9.65,6.232,7.008,9.338,4.677,7.906,10.249,5.563,0.194,6.67,4.28,7.598,6.64,19.886,38.644,61.327,15.96,0.965,0.187,12.237,44.390,83.301,5.48
+2026-05-21 10:16:41,robin_observed.csv,0.7261646988963108970855448338,0.891,3.119,0.194,1.208,0.014,6.35,6.55,0.043,7.55,13.875,0.572,0.325,0.049,2.08,11.82,8.64,5.131,15.990,18.39,13.589,6.793,11.144,2.442,0.083,7.66,6.03,7.263,7.56,15.158,24.842,34.968,14.716,1.592,0.133,12.122,119.888,223.859,15.917
+2026-05-21 10:16:41,robin_observed.csv,1.288983814109841025911640668,1.248,2.451,3.225,0.171,0.374,6.91,8.234,0.064,7.11,22.238,0.167,0.148,0.041,11.62,11.29,10.72,7.655,5.568,4.939,6.198,10.160,6.703,13.618,0.008,7.45,5.25,2.85,6.8,20.9,33.190,52.101,14.28,1.25,0.286,12.009,107.041,203.021,11.061
+2026-05-21 10:16:41,robin_observed.csv,0.3683600235493209294867288694,0.809,3.697,2.961,4.634,0.449,7.01,11.124,0.084,6.89,6.307,0.121,0.076,0.006,11.89,11.13,9.51,6.027,6.914,6.017,7.811,2.116,1.938,2.293,0.026,7.57,5.03,1.323,7.21,9.183,11.895,20.779,3.011,1.71,0.207,12.26,105.335,205.281,5.389
+2026-05-21 10:16:42,robin_observed.csv,1.430078015007506895773404367,1.277,3.944,2.345,6.676,0.221,7.29,14.198,0.029,6.83,18.227,0.346,0.272,0.02,1.1,10.66,10.53,8.392,15.082,12.548,17.617,9.207,5.668,12.746,0.127,6.57,5.32,2.465,7.3,10.118,13.363,20.483,6.243,0.856,0.114,12.191,44.962,82.535,7.39
+2026-05-21 10:16:42,robin_observed.csv,0.7707283549363185162121055932,0.999,0.728,1.831,4.56,0.225,7.24,6.996,0.072,7.12,10.51,0.552,0.067,0.02,2.38,1.43,10.43,9.231,2.018,1.952,2.084,6.396,7.034,5.759,0.036,8.02,4.85,1.895,7.21,20.876,33.836,63.459,4.214,1.063,0.162,12.15,114.622,221.68,7.563
+2026-05-21 10:16:42,robin_observed.csv,1.000920889708260168468864677,1.09,1.544,4.412,6.559,0.837,7.72,6.256,0.032,6.99,17.731,0.397,0.538,0.009,1.9,11.65,11.04,2.104,2.112,1.929,2.294,3.664,5.524,1.803,0.111,8.14,6.15,5.269,7.38,7.917,8.510,15.429,1.59,1.559,0.084,12.23,118.912,222.568,15.255
+2026-05-21 10:16:43,robin_observed.csv,0.6570683536287765205294633174,0.834,0.754,3.902,0.378,0.485,7.35,7.947,0.065,6.66,8.784,0.456,0.284,0.028,2.31,1.03,10.03,2.964,8.858,14.339,3.378,8.661,8.175,9.147,0.233,6.86,6.49,4.16,7.41,15.508,40.426,79.984,0.869,0.871,0.238,12.298,47.734,87.748,7.719
+2026-05-21 10:16:43,robin_observed.csv,0.9312182738718236888933348415,1.342,3.75,2.314,3.192,0.073,7.46,15.048,0.008,6.59,26.071,0.409,0.233,0.04,2.3,11.52,8.82,7.138,13.970,14.035,13.904,12.966,13.374,12.557,0.137,7.28,4.84,1.931,7.35,20.531,5.390,5.43,5.349,1.227,0.138,12.249,78.557,144.897,12.217
+2026-05-21 10:16:43,robin_observed.csv,0.4885957501905667826326151304,0.866,0.498,3.325,2.633,0.934,7.7,13.98,0.021,6.56,21.274,0.06,0.166,0.029,11.96,10.81,10.6,10.647,11.982,6.379,17.586,5.762,9.783,1.741,0.016,6.08,6.31,5.284,6.68,19.838,9.410,13.581,5.239,0.975,0.28,12.041,59.488,104.266,14.71
+2026-05-21 10:16:44,robin_observed.csv,1.585202724347542105443559930,0.887,0.802,0.985,0.029,0.807,6.42,6.562,0.062,7.08,18.382,0.196,0.297,0.006,11.59,1.34,8.51,2.043,12.563,7.389,17.737,10.627,7.267,13.987,0.123,6.9,4.92,7.238,6.83,19.865,5.242,6.352,4.131,1.779,0.349,12.122,71.059,131.421,10.697
+2026-05-21 10:16:44,robin_observed.csv,0.2958934585655435447228983828,0.758,2.812,4.026,5.468,0.342,7.48,15.242,0.03,6.64,18.002,0.159,0.396,0.027,2.08,1.23,10.14,10.886,14.618,16.012,13.225,4.122,4.300,3.945,0.19,6.04,6.32,3.326,7.06,22.931,46.491,77.571,15.411,1.507,0.052,12.226,119.732,233.934,5.531
+2026-05-21 10:16:44,robin_observed.csv,1.838194349030085015078728591,1.131,3.671,3.633,6.454,0.172,6.67,12.117,0.005,6.86,25.223,0.115,0.317,0.007,1.23,11.41,8.71,9.59,17.574,19.921,15.226,7.034,11.538,2.531,0.14,7.1,5.99,5.579,7.25,6.378,10.732,14.227,7.238,0.807,0.216,12.192,113.312,212.398,14.227
+2026-05-21 10:16:45,robin_observed.csv,1.137007041373486417248891608,1.149,3.158,3.29,1.319,0.659,7.66,14.816,0.015,7.56,6.48,0.227,0.312,0.001,1.57,11.26,9.22,9.368,14.414,19.111,9.717,4.020,3.724,4.315,0.028,6.65,5.94,6.35,7.07,18.91,25.834,40.438,11.23,1.002,0.087,12.295,94.602,178.279,10.924
+2026-05-21 10:16:45,robin_observed.csv,2.379293919538758465382925516,0.832,3.37,1.332,6.047,0.174,6.41,7.895,0.015,7.01,12.056,0.401,0.41,0.017,1.16,11.49,10.97,2.969,10.888,12.202,9.573,6.870,2.446,11.293,0.017,6.62,5.06,5.886,7.2,23.194,30.240,55.884,4.597,1.771,0.028,12.105,46.866,87.761,5.97
+2026-05-21 10:16:45,robin_observed.csv,3.437795438222821165360204082,1.201,2.883,5.246,1.352,0.4,7.24,3.596,0.088,6.58,25.072,0.508,0.547,0.039,11.8,11.28,9.46,2.764,4.906,6.414,3.398,11.768,11.530,12.005,0.119,5.81,4.75,7.951,7.25,21.427,26.136,40.77,11.503,1.417,0.116,12.163,120.017,232.529,7.505
+2026-05-21 10:16:45,robin_observed.csv,0.6317088649936148134061325510,1.239,3.59,1.886,7.414,0.499,6.7,12.76,0.007,6.59,23.147,0.51,0.737,0.033,1.57,10.81,10.15,6.153,7.608,4.39,10.826,0.644,0.718,0.570,0.018,6.08,4.16,5.025,7.37,17.656,25.466,32.349,18.583,0.844,0.037,12.032,94.718,174.006,15.429
+2026-05-21 10:16:46,robin_observed.csv,1.468424728802346851204406401,1.046,1.362,4.299,1.218,0.081,7.44,15.813,0.015,6.73,27.881,0.394,0.265,0.014,11.58,10.71,8.74,9.52,8.836,3.818,13.853,5.668,9.076,2.261,0.106,7.29,5.79,4.824,6.89,10.774,40.393,74.132,6.654,1.063,0.212,12.071,89.374,174.068,4.681
+2026-05-21 10:16:46,robin_observed.csv,0.3340291755799486099966854141,0.831,1.66,0.336,6.383,0.342,7.17,3.367,0.096,7.21,12.753,0.25,0.143,0.04,2.3,1.04,11.34,7.535,10.802,7.172,14.433,8.988,12.652,5.325,0.021,8.08,4.02,4.365,7.1,18.893,27.848,43.023,12.672,0.966,0.332,12.087,71.872,129.958,13.785
+2026-05-21 10:16:46,robin_observed.csv,0.5278429108247482012262078940,0.871,2.597,0.364,1.835,0.476,6.85,13.976,0.07,7.55,17.599,0.32,0.228,0.022,1.71,11.07,10.98,5.194,14.991,17.413,12.569,5.271,9.046,1.496,0.042,6.09,4.26,6.883,6.99,15.358,36.592,65.866,7.319,1.462,0.179,12.255,49.010,86.876,11.144
+2026-05-21 10:16:47,robin_observed.csv,0.5819942243094693258861298232,0.959,1.953,2.949,7.766,0.544,7.21,7.358,0.019,7.61,18.125,0.504,0.373,0.045,2.12,1.07,8.53,5.47,8.825,1.177,16.473,7.736,7.446,8.027,0.16,5.7,5.46,6.679,6.66,10.632,16.682,32.469,0.896,0.817,0.082,12.299,93.735,176.359,11.111
+2026-05-21 10:16:47,robin_observed.csv,1.259063511616640935160947107,0.983,0.507,3.658,0.99,0.534,7.27,4.011,0.026,7.52,19.556,0.291,0.529,0.015,11.95,10.92,8.7,2.324,4.997,3.338,6.656,5.656,4.436,6.875,0.077,5.88,6.38,3.429,6.94,22.966,37.542,71.128,3.957,1.687,0.194,12.171,69.682,132.589,6.774
+2026-05-21 10:16:47,robin_observed.csv,1.892834552912101277061671799,1.282,3.085,5.355,7.782,0.715,6.63,6.884,0.011,7.54,27.646,0.186,0.1,0.003,1.82,1.19,8.57,3.181,4.358,1.354,7.363,2.066,2.085,2.048,0.03,5.57,6.37,6.667,6.73,11.446,17.734,15.75,19.718,0.933,0.096,12.248,77.268,143.418,11.119
+2026-05-21 10:16:48,robin_observed.csv,0.3849555654557773961419104030,0.887,3.313,2.145,6.929,0.741,7.49,7.169,0.089,6.59,21.726,0.177,0.468,0.042,2.05,11.53,11.5,2.652,11.876,11.339,12.413,12.642,13.516,11.769,0.04,5.99,5.52,7.7,6.84,8.667,22.038,31.7,12.376,1.37,0.015,12.159,81.732,149.762,13.701
+2026-05-21 10:16:48,robin_observed.csv,0.2426421752264795835911380499,1.233,0.423,4.706,2.353,0.882,6.79,12.829,0.097,7.16,22.844,0.373,0.154,0.043,2.28,10.84,9.45,2.892,2.716,3.135,2.296,3.280,2.524,4.035,0.219,6.37,5.62,5.265,6.93,10.391,40.599,64.159,17.039,1.352,0.005,12.234,93.946,180.141,7.752
+2026-05-21 10:16:48,robin_observed.csv,0.6591332058999134531137255683,1.11,3.968,3.612,5.759,0.78,6.36,9.828,0.07,7.03,20.268,0.264,0.101,0.005,1.8,11.86,8.52,7.092,7.580,11.615,3.545,9.380,10.232,8.527,0.118,7.25,4.19,4.568,7.41,22.368,17.284,30.675,3.893,1.025,0.139,12.044,82.546,153.629,11.464
+2026-05-21 10:16:49,robin_observed.csv,0.3017384180385830236210274295,0.916,0.56,3.35,1.69,0.56,7.33,9.086,0.032,7.44,14.385,0.359,0.572,0.024,2.48,10.86,10.3,8.22,7.762,7.715,7.809,6.632,12.368,0.896,0.106,6.35,4.18,1.228,7.39,9.037,15.412,17.108,13.716,1.426,0.223,12.066,75.037,142.035,8.039
+2026-05-21 10:16:49,robin_observed.csv,0.9253047611984292173796774057,1.213,1.069,5.846,0.628,0.251,6.34,8.951,0.089,6.52,22.941,0.136,0.093,0.046,2.38,10.87,8.68,9.384,12.734,14.026,11.442,4.055,3.979,4.131,0.174,7.43,5.46,6.562,6.9,18.153,15.456,25.015,5.897,1.535,0.309,12.047,48.536,81.408,15.665
+2026-05-21 10:16:49,robin_observed.csv,0.3088856370693093204151394644,1.021,1.912,4.166,0.418,0.2,6.85,8.933,0.08,6.97,14.162,0.394,0.576,0.048,2.32,10.69,8.78,7.286,7.385,7.682,7.088,11.644,11.5,11.787,0.04,6.13,5.21,1.636,7.45,14.474,5.842,9.214,2.471,1.308,0.289,12.264,124.416,238.632,10.199
+2026-05-21 10:16:50,robin_observed.csv,1.611163755150790378736358966,1.089,3.68,3.868,4.716,0.552,7.13,3.683,0.094,7.32,16.389,0.05,0.074,0.036,11.92,10.72,8.44,4.454,1.676,1.747,1.606,6.501,5.058,7.944,0.019,8.48,4.75,3.799,7.24,11.828,38.110,65.231,10.988,0.962,0.226,12.058,89.814,174.935,4.694
+2026-05-21 10:16:50,robin_observed.csv,3.470405174207674932514166548,0.757,1.414,4.286,3.631,0.849,7.11,13.893,0.022,7.44,25.654,0.411,0.32,0.007,11.82,11.88,8.68,2.324,13.151,6.708,19.594,12.605,13.195,12.015,0.03,5.83,6.23,2.207,6.98,13.895,16.979,32.931,1.027,1.635,0.222,12.269,85.149,165.478,4.82
+2026-05-21 10:16:50,robin_observed.csv,0.2025617414294075422836640272,0.989,1.674,1.646,4.676,0.432,6.38,8.025,0.01,7.44,6.907,0.267,0.487,0.001,2.25,10.59,9.63,7.719,7.745,10.508,4.982,12.271,12.69,11.852,0.216,8.34,5.35,1.71,6.69,9.905,23.382,42.549,4.215,1.376,0.158,12.237,92.834,170.61,15.057
+2026-05-21 10:16:51,robin_observed.csv,0.4578683276907712380777498632,1.108,0.91,0.899,0.194,0.381,7.48,11.255,0.028,6.98,27.759,0.277,0.652,0.041,1.6,1.41,10.53,10.329,14.163,10.409,17.917,9.966,11.281,8.651,0.233,5.58,4.35,7.972,6.6,15.98,42.838,74.065,11.61,1.35,0.16,12.07,72.772,133.93,11.615
+2026-05-21 10:16:51,robin_observed.csv,0.5658831553070370231650526414,1.045,3.138,3.859,2.56,0.05,7.5,11.103,0.076,7.63,10.491,0.443,0.369,0.025,1.63,1.02,8.96,9.737,9.472,7.102,11.842,9.830,13.748,5.913,0.01,6.01,6.33,1.226,6.85,8.102,30.349,41.079,19.619,1.126,0.188,12.177,73.834,133.932,13.735
+2026-05-21 10:16:51,robin_observed.csv,0.5640547541972484250401747678,0.972,3.161,2.853,6.127,0.012,6.94,11.951,0.075,6.79,10.112,0.404,0.655,0.011,1.14,11.87,9.92,4.991,13.875,15.329,12.421,11.280,12.824,9.736,0.089,6.14,5.82,0.957,7.36,12.06,15.143,18.789,11.497,1.233,0.081,12.182,46.572,87.159,5.984
+2026-05-21 10:16:51,robin_observed.csv,0.8954216034331053550030154489,0.841,0.688,3.52,7.052,0.792,7.33,9.802,0.053,6.97,19.651,0.315,0.017,0.043,1.53,11.52,9.26,2.75,18.745,18.164,19.326,5.350,9.493,1.206,0.083,6.47,6.39,2.1,7.24,11.343,13.850,13.529,14.172,1.012,0.094,12.289,102.947,194.947,10.947
+2026-05-21 10:16:52,robin_observed.csv,1.334931212611148797713601532,1.322,3.052,4.325,4.436,0.168,7.53,14.448,0.086,6.6,22.861,0.198,0.305,0.043,2.03,11.01,8.94,6.105,6.450,6.987,5.914,5.118,5.942,4.293,0.057,6.65,6.32,1.864,7.38,6.152,15.868,26.732,5.003,1.071,0.31,12.183,98.062,187.036,9.089
+2026-05-21 10:16:52,robin_observed.csv,2.363671231318289047626400174,1.135,1.429,3.458,6.832,0.917,6.85,7.573,0.013,7.62,10.661,0.518,0.667,0.001,11.73,11.91,10.4,2.494,1.174,1.141,1.206,4.235,0.96,7.51,0.005,5.9,5.48,1.776,7.53,22.007,14.394,27.496,1.293,1.357,0.323,12.279,60.782,114.837,6.726
+2026-05-21 10:16:52,robin_observed.csv,0.2364072800019261370290622128,1.031,2.705,1.8,0.534,0.644,6.76,15.706,0.066,7.01,15.195,0.261,0.278,0.004,1.26,11.17,9.49,3.764,6.012,6.225,5.800,11.140,12.551,9.728,0.115,6.89,4.94,7.928,7.21,22.537,28.958,43.662,14.255,1.327,0.112,12.195,105.208,200.424,9.992
+2026-05-21 10:16:53,robin_observed.csv,0.2676295552273307968787478476,1.026,0.872,3.394,5.278,0.516,6.95,12.687,0.067,6.9,8.066,0.183,0.351,0.026,1.88,1.47,8.68,9.123,15.918,14.566,17.271,9.286,11.734,6.839,0.235,7.4,6.4,7.738,7.37,19.148,27.466,48.957,5.974,1.366,0.103,12.238,109.468,206.128,12.807
+2026-05-21 10:16:53,robin_observed.csv,0.5627590105466785387351770668,1.176,2.599,2.019,3.327,0.396,6.87,8.706,0.093,6.68,16.904,0.258,0.598,0.028,1.97,11.05,8.34,3.293,12.724,14.004,11.443,2.067,2.079,2.055,0.019,6.33,5.44,4.113,7.03,11.232,7.893,0.382,15.404,1.638,0.275,12.2,74.616,136.575,12.658
+2026-05-21 10:16:53,robin_observed.csv,1.202107670138706682581956707,0.792,2.672,1.428,5.579,0.411,6.55,11.863,0.096,6.66,27.811,0.088,0.533,0.048,2.21,1.25,11.4,7.798,0.758,0.804,0.711,2.237,1.18,3.294,0.101,6.0,5.12,7.905,7.35,17.978,41.720,64.308,19.131,1.46,0.03,12.269,78.687,146.324,11.05
+2026-05-21 10:16:54,robin_observed.csv,1.484435058739145061279386203,1.112,0.744,2.87,6.541,0.605,6.79,6.006,0.066,6.94,27.022,0.148,0.061,0.017,11.53,1.04,9.88,5.618,14.086,18.777,9.396,10.820,11.179,10.46,0.013,5.55,5.91,4.084,7.12,18.299,35.154,60.808,9.5,0.983,0.329,12.182,82.052,151.833,12.271
+2026-05-21 10:16:54,robin_observed.csv,0.4671478000860558311821426777,1.34,0.863,2.556,2.697,0.666,6.38,4.334,0.092,6.66,8.624,0.347,0.576,0.034,1.4,11.32,10.32,5.556,16.350,16.365,16.336,1.275,1.071,1.479,0.013,6.92,5.31,1.854,6.97,16.002,32.792,60.778,4.807,1.412,0.178,12.033,122.261,234.619,9.903
+2026-05-21 10:16:54,robin_observed.csv,0.4418772619698627280377007740,1.031,0.956,1.56,3.971,0.256,7.61,5.367,0.091,6.77,9.233,0.134,0.453,0.007,1.27,11.27,11.32,2.467,16.258,19.469,13.046,7.002,1.328,12.675,0.056,7.17,6.16,0.804,7.35,23.423,38.446,69.209,7.684,1.268,0.082,12.283,51.568,92.478,10.657
+2026-05-21 10:16:55,robin_observed.csv,1.684099880596896102480320480,1.273,3.718,4.06,2.19,0.007,7.35,7.099,0.011,7.08,17.426,0.346,0.328,0.045,1.01,1.07,9.31,7.664,9.315,9.581,9.049,7.943,7.846,8.04,0.092,5.86,5.97,1.666,6.75,8.191,31.001,60.374,1.628,0.948,0.001,12.109,91.511,170.416,12.606
+2026-05-21 10:16:55,robin_observed.csv,0.2879195605052404030164198482,1.014,2.176,5.376,0.785,0.942,6.47,6.137,0.075,6.62,16.054,0.487,0.587,0.016,1.49,10.7,10.67,9.32,14.628,12.99,16.266,3.782,1.553,6.011,0.221,7.1,5.54,4.788,7.32,22.562,12.069,8.84,15.298,0.854,0.152,12.186,42.930,80.089,5.77
+2026-05-21 10:16:55,robin_observed.csv,0.8786571254441632838501231317,1.227,3.777,4.366,5.795,0.329,6.46,12.935,0.09,7.59,25.152,0.241,0.163,0.031,11.86,1.24,9.31,11.146,0.706,0.692,0.720,7.448,13.853,1.043,0.218,7.32,5.79,2.872,6.67,9.128,25.194,36.711,13.677,1.133,0.331,12.017,75.987,138.585,13.389
+2026-05-21 10:16:56,robin_observed.csv,1.395916530266706473922229088,1.169,3.375,3.186,7.159,0.146,7.37,6.729,0.084,7.5,18.907,0.234,0.161,0.037,2.28,1.11,9.24,2.112,10.604,14.572,6.636,8.162,7.595,8.729,0.213,6.37,6.21,3.759,6.62,23.338,47.785,78.588,16.982,1.119,0.107,12.215,124.245,234.592,13.898
+2026-05-21 10:16:56,robin_observed.csv,0.6726937317272987780007409892,0.838,0.313,4.061,1.331,0.422,6.8,14.743,0.042,6.61,9.432,0.458,0.738,0.002,11.95,11.97,8.58,10.512,7.582,3.702,11.462,5.466,9.616,1.316,0.08,7.4,6.15,5.656,7.32,20.06,38.024,72.577,3.472,1.023,0.026,12.183,57.224,100.076,14.372
+2026-05-21 10:16:56,robin_observed.csv,1.373423033663244480689659348,1.111,3.29,3.783,5.114,0.537,7.21,10.182,0.029,7.46,21.754,0.135,0.322,0.017,1.05,11.79,9.9,9.445,7.760,8.866,6.655,12.929,14.000,11.858,0.162,8.28,6.01,4.979,7.11,12.247,15.658,21.974,9.343,0.808,0.141,12.255,74.883,141.291,8.475
+2026-05-21 10:16:57,robin_observed.csv,1.778878510776544897648675308,1.061,3.127,4.558,2.041,0.261,6.61,4.846,0.021,6.75,26.706,0.362,0.028,0.044,1.91,11.79,10.0,10.56,6.030,11.653,0.406,6.996,4.028,9.965,0.25,7.49,4.53,1.743,6.94,11.848,46.731,78.203,15.259,0.808,0.181,12.097,94.568,183.493,5.644
+2026-05-21 10:16:57,robin_observed.csv,0.5521684787277295373042256407,1.073,2.484,4.964,2.979,0.25,6.87,14.647,0.04,6.86,25.053,0.503,0.049,0.035,2.22,11.42,8.36,2.131,5.858,2.554,9.162,2.566,2.901,2.232,0.152,6.44,5.22,5.309,6.67,6.787,14.256,26.945,1.566,1.392,0.316,12.033,62.282,119.61,4.955
+2026-05-21 10:16:57,robin_observed.csv,3.170808144522380163465935836,0.779,3.085,4.669,3.281,0.103,6.25,14.689,0.077,6.94,20.665,0.059,0.557,0.043,11.72,11.13,10.08,7.406,14.256,18.952,9.56,9.498,5.955,13.04,0.027,8.21,4.57,5.524,6.94,12.769,27.443,40.548,14.338,1.495,0.072,12.071,101.882,194.739,9.025
+2026-05-21 10:16:58,robin_observed.csv,0.3277362315048560575840047656,0.927,0.34,0.587,4.629,0.138,6.52,14.774,0.091,7.18,24.601,0.331,0.135,0.036,1.53,11.53,9.08,4.712,4.816,4.024,5.607,9.688,8.136,11.24,0.178,6.23,4.27,4.136,7.34,18.727,36.293,66.23,6.356,1.482,0.341,12.166,116.930,226.998,6.861
+2026-05-21 10:16:58,robin_observed.csv,1.282777917102472407612075246,0.814,1.043,4.081,5.987,0.297,7.46,6.472,0.032,7.28,19.819,0.439,0.379,0.041,11.76,10.59,10.73,4.34,17.059,14.335,19.783,6.669,6.841,6.497,0.203,8.47,6.47,0.991,7.02,17.694,5.435,3.356,7.514,1.034,0.061,12.141,79.834,144.01,15.658
+2026-05-21 10:16:58,robin_observed.csv,0.4731937232190241347794682803,1.281,2.042,3.858,3.604,0.348,6.48,11.913,0.007,6.52,8.763,0.471,0.592,0.036,1.59,11.76,9.95,9.712,7.719,6.57,8.868,5.376,9.792,0.961,0.104,7.73,5.26,2.934,7.35,16.136,34.608,58.227,10.988,1.438,0.262,12.015,85.408,158.951,11.864
+2026-05-21 10:16:58,robin_observed.csv,1.409109407348608291438078683,0.802,3.086,0.058,0.334,0.324,7.68,8.082,0.036,7.62,17.203,0.496,0.088,0.01,1.66,10.88,10.8,4.28,6.750,11.95,1.549,4.982,5.660,4.303,0.168,6.13,6.47,1.444,7.28,22.616,39.149,76.985,1.313,1.59,0.136,12.046,102.750,192.286,13.214
+2026-05-21 10:16:59,robin_observed.csv,0.4401409557373580491865413855,0.931,3.195,2.378,1.888,0.589,7.05,9.585,0.052,6.55,27.737,0.105,0.454,0.028,1.86,11.66,9.61,11.256,13.265,8.566,17.964,10.367,13.003,7.731,0.222,5.91,6.39,7.211,7.13,12.707,12.344,10.733,13.954,1.522,0.053,12.033,92.736,181.001,4.47
+2026-05-21 10:16:59,robin_observed.csv,1.030811274893761757176811835,0.926,3.744,5.813,0.528,0.544,6.66,12.282,0.042,7.39,21.573,0.275,0.418,0.036,1.22,11.13,10.82,10.181,18.271,17.006,19.536,7.496,8.369,6.623,0.159,8.39,6.42,3.87,6.95,10.444,36.045,56.896,15.194,1.73,0.343,12.018,115.990,216.427,15.552
+2026-05-21 10:16:59,robin_observed.csv,0.4592618352381760604700495888,0.878,3.819,1.106,6.938,0.773,7.58,13.226,0.022,6.66,19.85,0.166,0.688,0.018,1.05,11.48,10.82,3.087,5.888,8.761,3.015,13.161,14.000,12.322,0.107,8.3,6.36,5.37,6.97,18.753,20.716,33.746,7.686,1.453,0.33,12.168,62.050,111.153,12.948
+2026-05-21 10:17:00,robin_observed.csv,1.383281160742412514651437253,0.788,2.378,5.839,5.701,0.543,6.51,4.205,0.085,7.63,15.926,0.211,0.475,0.033,1.22,10.74,10.89,10.012,15.951,17.67,14.232,9.248,5.167,13.33,0.062,6.21,6.41,3.084,6.7,8.717,14.234,16.927,11.542,1.647,0.101,12.26,104.605,201.572,7.638
+2026-05-21 10:17:00,robin_observed.csv,0.6384357259140584663516136270,0.946,2.136,3.002,1.218,0.892,7.25,7.579,0.031,6.63,18.506,0.207,0.112,0.029,2.41,11.58,8.61,7.256,8.795,1.661,15.929,10.108,6.597,13.618,0.057,6.4,4.01,3.894,6.94,9.429,15.086,24.485,5.686,1.702,0.045,12.145,64.790,117.067,12.514
+2026-05-21 10:17:00,robin_observed.csv,0.4845107213217586405868041711,1.113,1.102,1.02,3.129,0.365,6.87,12.505,0.063,6.73,19.102,0.397,0.05,0.039,1.72,11.25,9.34,6.968,14.773,11.737,17.809,12.574,12.316,12.833,0.218,6.26,5.22,6.314,6.65,20.441,40.258,63.46,17.057,1.07,0.218,12.12,59.603,109.461,9.745
+2026-05-21 10:17:01,robin_observed.csv,2.973767271220242361284220053,0.815,1.955,4.5,7.533,0.629,7.15,4.315,0.031,6.75,27.874,0.527,0.397,0.033,1.21,10.53,10.65,4.18,4.193,7.189,1.197,4.038,4.596,3.48,0.206,7.84,4.92,5.899,7.05,18.445,27.470,39.028,15.911,1.74,0.114,12.112,100.897,190.302,11.492
+2026-05-21 10:17:01,robin_observed.csv,1.742088619100258667636075380,1.056,1.707,4.616,2.929,0.429,6.27,14.805,0.056,6.68,6.653,0.271,0.697,0.032,11.73,11.58,10.72,4.663,5.218,6.843,3.592,7.603,6.562,8.644,0.133,6.92,5.24,0.971,6.96,23.939,28.202,44.258,12.147,0.936,0.058,12.175,45.418,84.865,5.972
+2026-05-21 10:17:01,robin_observed.csv,0.2032221306613519623025821756,1.15,3.224,4.197,7.511,0.039,7.44,12.32,0.056,7.6,19.282,0.549,0.17,0.03,1.25,11.35,11.12,5.214,17.566,15.821,19.311,7.767,3.644,11.89,0.244,6.5,5.28,5.361,6.82,12.329,19.498,30.965,8.032,1.772,0.088,12.064,54.760,102.517,7.002
+2026-05-21 10:17:02,robin_observed.csv,0.2950246695802539429247565867,1.043,2.476,4.259,1.137,0.791,6.35,13.285,0.002,6.57,21.695,0.131,0.359,0.046,2.19,1.18,8.59,7.095,6.876,7.748,6.004,5.049,6.214,3.884,0.133,8.4,5.94,0.982,6.69,7.997,41.478,73.589,9.366,1.263,0.288,12.17,66.004,121.244,10.765
+2026-05-21 10:17:02,robin_observed.csv,2.291620145133498956504349880,0.991,0.995,3.166,7.805,0.366,6.83,11.428,0.01,6.86,12.069,0.378,0.624,0.029,11.79,10.98,8.35,2.712,6.064,4.56,7.569,7.886,3.395,12.377,0.234,8.03,5.33,7.661,7.36,11.752,32.970,59.89,6.051,1.294,0.194,12.095,111.981,219.213,4.749
+2026-05-21 10:17:02,robin_observed.csv,1.079767492028043167253048012,0.869,3.636,4.305,3.688,0.214,6.84,7.633,0.085,7.53,14.029,0.271,0.196,0.02,1.36,1.03,8.65,10.309,2.844,2.923,2.766,6.206,9.784,2.628,0.025,5.77,5.1,5.159,6.62,6.412,17.980,23.616,12.345,1.015,0.082,12.168,47.740,88.884,6.595
+2026-05-21 10:17:03,robin_observed.csv,1.557426211243661439416521706,1.17,3.049,4.786,7.726,0.232,7.1,4.382,0.015,7.27,19.695,0.211,0.145,0.005,2.42,11.42,11.1,10.166,11.730,6.307,17.153,4.560,5.372,3.748,0.25,8.25,5.08,3.399,6.87,23.722,31.992,56.829,7.156,0.994,0.297,12.131,88.844,171.231,6.456
+2026-05-21 10:17:03,robin_observed.csv,0.8213640747583731106287946599,1.12,0.328,2.239,1.63,0.535,6.76,12.179,0.003,7.6,25.362,0.518,0.478,0.031,11.75,1.43,9.4,11.66,12.610,5.358,19.861,4.206,3.704,4.708,0.239,8.37,6.08,4.273,7.52,11.71,36.364,70.717,2.01,1.788,0.133,12.253,110.856,209.829,11.884
+2026-05-21 10:17:03,robin_observed.csv,0.3019131055829087525707616435,0.981,1.501,1.069,3.515,0.518,7.64,5.208,0.082,7.34,9.308,0.343,0.337,0.029,1.42,1.46,10.83,9.102,12.284,7.356,17.213,10.943,11.061,10.825,0.017,8.28,5.58,6.535,7.45,15.582,22.347,37.36,7.334,1.211,0.045,12.016,91.460,178.228,4.693
+2026-05-21 10:17:04,robin_observed.csv,0.2306365269576750263339203470,1.04,1.26,4.323,3.593,0.741,6.97,15.253,0.081,7.51,10.798,0.296,0.087,0.006,1.04,10.69,9.09,8.607,4.484,8.115,0.852,1.351,1.149,1.553,0.076,7.83,6.36,3.136,7.19,20.682,40.724,61.63,19.819,1.566,0.254,12.013,72.374,138.845,5.903
+2026-05-21 10:17:04,robin_observed.csv,0.3725408522049854682336128133,1.052,1.385,4.066,3.818,0.736,6.43,5.543,0.02,6.74,19.496,0.137,0.285,0.002,11.88,11.73,10.13,8.231,15.618,14.752,16.484,3.925,4.074,3.776,0.246,6.3,4.83,7.02,6.67,23.286,7.991,1.404,14.578,1.574,0.067,12.047,110.271,213.758,6.784
+2026-05-21 10:17:04,robin_observed.csv,0.2865198378177038440711391500,0.974,3.621,5.983,6.335,0.876,7.71,6.638,0.04,7.06,27.751,0.561,0.068,0.015,1.12,11.15,9.32,5.211,7.982,12.9,3.063,6.484,1.485,11.483,0.22,5.98,4.1,3.048,6.75,22.321,13.816,24.626,3.007,1.014,0.206,12.106,83.176,154.641,11.712
+2026-05-21 10:17:04,robin_observed.csv,14.21489786701146061673269962,0.797,2.86,4.156,5.422,0.885,7.06,12.946,0.056,7.39,21.894,0.423,0.676,0.046,11.54,11.69,10.49,6.343,13.089,8.606,17.572,7.094,7.159,7.029,0.25,6.56,6.26,6.863,6.8,18.534,12.502,6.131,18.873,1.757,0.121,12.187,104.706,194.824,14.588
+2026-05-21 10:17:05,robin_observed.csv,0.8219673049244249803079345422,0.786,2.369,5.213,4.31,0.48,6.82,7.206,0.044,6.66,18.579,0.376,0.051,0.002,2.13,11.05,11.03,5.164,8.294,7.428,9.161,5.260,0.868,9.651,0.197,6.52,6.36,4.986,6.78,15.871,30.432,60.437,0.427,0.963,0.27,12.243,87.423,159.056,15.79
+2026-05-21 10:17:05,robin_observed.csv,0.3255632912715307347894476367,0.874,2.486,2.394,2.274,0.656,6.86,6.097,0.086,7.52,15.67,0.374,0.675,0.021,2.0,11.16,8.6,11.216,16.134,18.627,13.642,8.988,5.062,12.915,0.114,7.31,5.51,4.485,7.01,8.21,21.508,27.629,15.388,1.646,0.285,12.288,120.438,232.094,8.782
+2026-05-21 10:17:05,robin_observed.csv,0.2330893538789015825114413268,0.82,1.195,4.383,4.506,0.684,7.71,4.702,0.099,7.06,10.743,0.107,0.021,0.018,1.89,10.96,8.28,11.506,8.416,0.593,16.238,3.333,3.322,3.344,0.114,6.65,6.38,4.199,7.19,14.565,14.500,24.606,4.395,1.643,0.1,12.257,43.784,80.141,7.426
+2026-05-21 10:17:06,robin_observed.csv,0.3193295548044450201684380450,1.119,3.014,1.203,6.971,0.9,7.56,6.676,0.087,6.55,23.489,0.077,0.043,0.012,1.47,10.96,9.38,2.376,12.678,13.197,12.158,12.181,11.835,12.527,0.032,8.38,5.72,4.965,7.52,7.596,47.826,76.468,19.183,1.076,0.095,12.097,88.524,165.759,11.29
+2026-05-21 10:17:06,robin_observed.csv,0.5872083048537427421961786838,1.278,0.931,4.986,5.238,0.123,6.98,8.298,0.099,6.68,7.297,0.54,0.264,0.046,2.33,11.45,8.43,5.627,12.160,4.639,19.682,9.618,12.982,6.254,0.157,6.73,4.16,2.272,7.51,7.326,38.628,59.283,17.974,1.192,0.255,12.049,57.138,109.334,4.941
+2026-05-21 10:17:06,robin_observed.csv,1.125638979859913083369534070,1.313,0.905,2.689,0.394,0.015,6.35,3.058,0.055,6.74,21.095,0.063,0.303,0.001,2.33,1.22,10.75,2.287,6.971,12.442,1.5,11.360,12.655,10.065,0.079,7.4,5.43,7.281,6.71,9.468,37.903,61.628,14.178,1.326,0.112,12.068,94.796,175.139,14.452
+2026-05-21 10:17:07,robin_observed.csv,1.258745527214301243029196412,1.098,1.078,5.233,3.884,0.388,7.61,7.049,0.091,7.54,17.211,0.375,0.627,0.014,11.86,11.65,10.47,11.372,14.884,9.79,19.977,9.018,9.145,8.891,0.077,8.4,4.67,4.402,7.44,17.112,47.566,77.614,17.519,1.087,0.105,12.184,61.346,113.122,9.57
+2026-05-21 10:17:07,robin_observed.csv,0.5119256177269093039538809315,0.77,2.78,5.926,1.082,0.865,7.26,11.336,0.033,6.68,10.973,0.081,0.498,0.014,2.22,10.77,9.05,6.968,11.120,3.484,18.755,8.037,6.048,10.026,0.202,6.94,4.29,7.091,7.23,9.376,41.334,79.036,3.632,0.932,0.004,12.242,79.928,155.508,4.349
+2026-05-21 10:17:07,robin_observed.csv,0.4005244244291477519598598599,0.916,2.666,3.671,1.668,0.933,6.57,4.127,0.06,6.89,11.283,0.184,0.402,0.028,11.72,1.22,9.38,9.72,10.842,15.132,6.551,2.412,2.070,2.754,0.166,8.04,6.2,7.619,7.4,17.876,45.464,75.73,15.199,0.978,0.057,12.261,90.788,176.932,4.645
+2026-05-21 10:17:08,robin_observed.csv,2.351222749301093757772367646,0.947,1.344,5.861,4.549,0.412,6.72,10.017,0.019,7.61,7.28,0.416,0.469,0.045,1.71,1.1,10.11,3.98,4.187,1.103,7.271,4.396,4.315,4.477,0.019,7.67,4.04,3.158,7.02,10.344,12.396,6.652,18.141,1.558,0.17,12.26,97.182,184.32,10.045
+2026-05-21 10:17:08,robin_observed.csv,0.6689875584271971557396144292,0.845,0.838,2.18,5.323,0.331,7.25,3.35,0.005,7.38,9.677,0.099,0.18,0.03,1.25,10.66,9.01,7.119,10.500,11.559,9.44,11.738,10.06,13.416,0.091,6.07,4.07,4.516,7.32,10.856,31.442,61.092,1.791,1.303,0.021,12.279,100.435,186.721,14.149
+2026-05-21 10:17:08,robin_observed.csv,2.890150589820507360967289339,0.865,0.739,5.446,0.891,0.726,6.53,13.677,0.043,7.0,13.621,0.489,0.523,0.032,11.63,1.15,10.08,5.522,9.394,6.175,12.612,0.744,0.842,0.645,0.228,8.17,4.72,3.718,7.49,8.053,19.324,21.563,17.086,1.387,0.219,12.224,104.151,195.021,13.281
+2026-05-21 10:17:09,robin_observed.csv,0.9072161563331853258282486410,0.862,2.843,3.347,3.121,0.885,6.73,6.749,0.05,6.9,17.652,0.532,0.099,0.001,1.67,1.29,10.27,5.962,12.973,13.051,12.895,8.688,11.373,6.003,0.067,7.61,6.29,2.999,7.02,17.498,23.452,29.421,17.484,1.592,0.3,12.131,93.350,171.871,14.828
+2026-05-21 10:17:09,robin_observed.csv,2.258188797131675590432089067,1.175,2.312,5.778,2.795,0.664,6.29,5.268,0.082,6.7,22.833,0.25,0.015,0.019,1.26,10.85,11.19,2.92,18.472,20.000,16.944,8.183,13.018,3.348,0.001,8.2,4.95,1.019,6.88,8.941,20.812,36.214,5.409,0.835,0.169,12.026,58.543,109.843,7.243
+2026-05-21 10:17:09,robin_observed.csv,1.609802122292292423200064065,0.974,3.204,5.205,3.099,0.519,7.2,8.698,0.029,6.81,17.502,0.401,0.329,0.026,2.1,10.63,10.59,4.51,13.107,16.886,9.328,8.114,7.182,9.047,0.046,6.07,4.72,4.356,6.74,23.013,18.672,23.452,13.892,0.827,0.251,12.138,106.068,204.924,7.212
+2026-05-21 10:17:10,robin_observed.csv,0.5659929663960467499198110363,1.301,0.598,3.296,1.309,0.925,7.4,3.683,0.074,6.7,9.314,0.328,0.518,0.013,2.12,1.42,9.39,6.106,6.972,11.722,2.222,10.952,9.357,12.546,0.045,6.63,5.83,4.102,6.68,18.935,30.934,43.073,18.795,1.516,0.286,12.045,90.706,168.706,12.706
+2026-05-21 10:17:10,robin_observed.csv,0.6687370191800681674505653780,1.127,3.221,3.457,2.224,0.798,7.61,6.72,0.009,6.5,13.711,0.315,0.328,0.032,2.15,11.96,10.82,6.982,16.492,15.144,17.841,7.495,4.512,10.478,0.139,7.16,5.63,4.69,6.83,18.58,26.136,44.972,7.301,0.939,0.228,12.259,90.005,170.817,9.193
+2026-05-21 10:17:10,robin_observed.csv,0.4996171123579198423251554056,1.296,3.24,3.385,3.336,0.703,7.3,7.371,0.03,7.26,15.333,0.497,0.145,0.031,2.26,10.56,9.34,2.643,10.613,9.715,11.511,1.216,1.278,1.155,0.087,6.28,5.63,2.9,6.95,8.573,14.470,15.473,13.466,1.401,0.11,12.287,87.434,168.927,5.94
+2026-05-21 10:17:11,robin_observed.csv,2.622587877989218307468443123,0.774,3.065,4.844,6.376,0.026,7.29,11.037,0.09,7.42,10.73,0.2,0.612,0.014,11.76,11.06,9.41,9.598,7.388,13.575,1.202,2.842,4.794,0.89,0.037,6.09,4.77,1.778,6.67,14.429,12.373,4.886,19.86,0.898,0.212,12.251,97.278,186.684,7.871
+2026-05-21 10:17:11,robin_observed.csv,0.3522001474317999593159407899,0.875,0.541,2.731,0.202,0.094,6.87,5.814,0.053,6.84,10.747,0.221,0.59,0.007,2.12,1.19,8.56,10.656,12.946,18.159,7.734,5.588,1.583,9.592,0.199,6.12,5.44,1.079,7.42,18.582,35.962,52.747,19.176,1.731,0.22,12.152,112.830,212.557,13.103
+2026-05-21 10:17:11,robin_observed.csv,36.24755010619725903037147859,0.884,1.199,0.192,0.31,0.014,7.27,15.264,0.066,7.02,20.757,0.162,0.471,0.003,1.74,11.86,10.69,10.767,11.658,10.161,13.156,3.248,5.164,1.333,0.014,5.92,6.21,6.671,7.58,14.865,9.856,11.02,8.693,1.216,0.178,12.061,74.559,142.499,6.619
+2026-05-21 10:17:11,robin_observed.csv,0.2262203842377839127089064577,1.347,1.426,0.427,3.463,0.28,7.35,4.845,0.021,7.11,7.205,0.329,0.279,0.016,11.87,1.07,8.63,2.939,6.615,6.082,7.148,9.950,13.673,6.228,0.231,7.97,5.88,1.564,7.08,22.582,3.248,4.517,1.979,1.167,0.097,12.03,58.823,112.63,5.016
+2026-05-21 10:17:12,robin_observed.csv,0.3491241155262777754059239898,1.029,3.304,1.231,0.224,0.809,7.16,3.5,0.086,7.63,26.254,0.21,0.319,0.01,2.03,1.49,8.57,8.811,4.138,1.187,7.09,7.314,10.568,4.061,0.097,6.26,4.4,0.941,7.47,13.288,29.210,38.523,19.896,0.977,0.06,12.23,75.734,136.236,15.233
+2026-05-21 10:17:12,robin_observed.csv,1.162738118808876000177450810,1.237,3.247,2.753,0.545,0.762,6.77,12.08,0.008,7.57,15.547,0.516,0.532,0.049,11.91,11.91,10.13,11.904,10.094,19.526,0.662,10.876,11.631,10.12,0.018,5.98,4.08,3.779,6.89,14.779,19.828,28.895,10.76,1.404,0.23,12.19,83.464,156.357,10.57
diff --git a/modelling/data/abingdon-all/resident/robin_simulated.csv b/modelling/data/abingdon-all/resident/robin_simulated.csv
new file mode 100644
index 0000000..a0fba5f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/robin_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,1.002,0.1,0,0.01,1
+RungeKutta4,1,0.1,0.943722,0.1,0,0.01,0.934100
+RungeKutta4,2,0.2,0.895745,0.1,0,0.01,0.879849
+RungeKutta4,3,0.3,0.856557,0.1,0,0.01,0.835536
+RungeKutta4,4,0.4,0.824775,0.1,0,0.01,0.799597
+RungeKutta4,5,0.5,0.799134,0.1,0,0.01,0.770603
+RungeKutta4,6,0.6,0.778482,0.1,0,0.01,0.747250
+RungeKutta4,7,0.7,0.761768,0.1,0,0.01,0.728350
+RungeKutta4,8,0.8,0.748045,0.1,0,0.01,0.712832
+RungeKutta4,9,0.9,0.736465,0.1,0,0.01,0.699738
+RungeKutta4,10,1.0,0.726290,0.1,0,0.01,0.688232
+RungeKutta4,11,1.1,0.716896,0.1,0,0.01,0.677609
+RungeKutta4,12,1.2,0.707757,0.1,0,0.01,0.667275
+RungeKutta4,13,1.3,0.698444,0.1,0,0.01,0.656744
+RungeKutta4,14,1.4,0.688625,0.1,0,0.01,0.645641
+RungeKutta4,15,1.5,0.678054,0.1,0,0.01,0.633687
+RungeKutta4,16,1.6,0.666574,0.1,0,0.01,0.620706
+RungeKutta4,17,1.7,0.654104,0.1,0,0.01,0.606605
+RungeKutta4,18,1.8,0.640636,0.1,0,0.01,0.591376
+RungeKutta4,19,1.9,0.626224,0.1,0,0.01,0.575079
+RungeKutta4,20,2.0,0.610969,0.1,0,0.01,0.557829
+RungeKutta4,21,2.1,0.595017,0.1,0,0.01,0.539791
+RungeKutta4,22,2.2,0.578541,0.1,0,0.01,0.521160
+RungeKutta4,23,2.3,0.561731,0.1,0,0.01,0.502151
+RungeKutta4,24,2.4,0.544787,0.1,0,0.01,0.482991
+RungeKutta4,25,2.5,0.527907,0.1,0,0.01,0.463904
+RungeKutta4,26,2.6,0.511279,0.1,0,0.01,0.445101
+RungeKutta4,27,2.7,0.495077,0.1,0,0.01,0.426780
+RungeKutta4,28,2.8,0.479452,0.1,0,0.01,0.409112
+RungeKutta4,29,2.9,0.464532,0.1,0,0.01,0.392240
+RungeKutta4,30,3.0,0.450420,0.1,0,0.01,0.376283
+RungeKutta4,31,3.1,0.437190,0.1,0,0.01,0.361322
+RungeKutta4,32,3.2,0.424892,0.1,0,0.01,0.347416
+RungeKutta4,33,3.3,0.413550,0.1,0,0.01,0.334591
+RungeKutta4,34,3.4,0.403168,0.1,0,0.01,0.322851
+RungeKutta4,35,3.5,0.393730,0.1,0,0.01,0.312179
+RungeKutta4,36,3.6,0.385205,0.1,0,0.01,0.302539
+RungeKutta4,37,3.7,0.377550,0.1,0,0.01,0.293883
+RungeKutta4,38,3.8,0.370712,0.1,0,0.01,0.286150
+RungeKutta4,39,3.9,0.364634,0.1,0,0.01,0.279277
+RungeKutta4,40,4.0,0.359253,0.1,0,0.01,0.273193
+RungeKutta4,41,4.1,0.354507,0.1,0,0.01,0.267826
+RungeKutta4,42,4.2,0.350335,0.1,0,0.01,0.263108
+RungeKutta4,43,4.3,0.346677,0.1,0,0.01,0.258972
+RungeKutta4,44,4.4,0.343476,0.1,0,0.01,0.255352
+RungeKutta4,45,4.5,0.340680,0.1,0,0.01,0.252191
+RungeKutta4,46,4.6,0.338238,0.1,0,0.01,0.249429
+RungeKutta4,47,4.7,0.336100,0.1,0,0.01,0.247012
+RungeKutta4,48,4.8,0.334212,0.1,0,0.01,0.244877
+RungeKutta4,49,4.9,0.332505,0.1,0,0.01,0.242946
+RungeKutta4,50,5.0,0.330883,0.1,0,0.01,0.241112
+RungeKutta4,51,5.1,0.329203,0.1,0,0.01,0.239213
+RungeKutta4,52,5.2,0.327255,0.1,0,0.01,0.237010
+RungeKutta4,53,5.3,0.324747,0.1,0,0.01,0.234174
+RungeKutta4,54,5.4,0.321304,0.1,0,0.01,0.230281
+RungeKutta4,55,5.5,0.316488,0.1,0,0.01,0.224835
+RungeKutta4,56,5.6,0.309834,0.1,0,0.01,0.217310
+RungeKutta4,57,5.7,0.300867,0.1,0,0.01,0.207171
+RungeKutta4,58,5.8,0.289039,0.1,0,0.01,0.193796
+RungeKutta4,59,5.9,0.273534,0.1,0,0.01,0.176263
+RungeKutta4,60,6.0,0.252673,0.1,0,0.01,0.152674
+RungeKutta4,61,6.1,0.222225,0.1,0,0.01,0.118244
+RungeKutta4,62,6.2,0.180844,0.1,0,0.01,0.0714508
+RungeKutta4,63,6.3,0.144930,0.1,0,0.01,0.0308398
+RungeKutta4,64,6.4,0.125008,0.1,0,0.01,0.00831239
+RungeKutta4,65,6.5,0.117739,0.1,0,0.01,0.0000927242
+RungeKutta4,66,6.6,0.117657,0.1,0,0.01,0
+RungeKutta4,67,6.7,0.120008,0.1,0,0.01,0.00265847
+RungeKutta4,68,6.8,0.124343,0.1,0,0.01,0.00756041
+RungeKutta4,69,6.9,0.130433,0.1,0,0.01,0.0144469
+RungeKutta4,70,7.0,0.137995,0.1,0,0.01,0.0229979
+RungeKutta4,71,7.1,0.146708,0.1,0,0.01,0.0328504
+RungeKutta4,72,7.2,0.156235,0.1,0,0.01,0.0436233
+RungeKutta4,73,7.3,0.166238,0.1,0,0.01,0.0549346
+RungeKutta4,74,7.4,0.176400,0.1,0,0.01,0.0664256
+RungeKutta4,75,7.5,0.186438,0.1,0,0.01,0.0777764
+RungeKutta4,76,7.6,0.196112,0.1,0,0.01,0.0887156
+RungeKutta4,77,7.7,0.205232,0.1,0,0.01,0.0990283
+RungeKutta4,78,7.8,0.213660,0.1,0,0.01,0.108559
+RungeKutta4,79,7.9,0.221308,0.1,0,0.01,0.117207
+RungeKutta4,80,8.0,0.228134,0.1,0,0.01,0.124926
+RungeKutta4,81,8.1,0.234138,0.1,0,0.01,0.131715
+RungeKutta4,82,8.2,0.239354,0.1,0,0.01,0.137613
+RungeKutta4,83,8.3,0.243853,0.1,0,0.01,0.142700
+RungeKutta4,84,8.4,0.247741,0.1,0,0.01,0.147097
+RungeKutta4,85,8.5,0.251172,0.1,0,0.01,0.150976
+RungeKutta4,86,8.6,0.254342,0.1,0,0.01,0.154561
+RungeKutta4,87,8.7,0.257448,0.1,0,0.01,0.158073
+RungeKutta4,88,8.8,0.260594,0.1,0,0.01,0.161631
+RungeKutta4,89,8.9,0.263739,0.1,0,0.01,0.165187
+RungeKutta4,90,9.0,0.266763,0.1,0,0.01,0.168607
+RungeKutta4,91,9.1,0.269560,0.1,0,0.01,0.171769
+RungeKutta4,92,9.2,0.272074,0.1,0,0.01,0.174612
+RungeKutta4,93,9.3,0.274293,0.1,0,0.01,0.177121
+RungeKutta4,94,9.4,0.276232,0.1,0,0.01,0.179314
+RungeKutta4,95,9.5,0.277916,0.1,0,0.01,0.181218
+RungeKutta4,96,9.6,0.279375,0.1,0,0.01,0.182868
+RungeKutta4,97,9.7,0.280640,0.1,0,0.01,0.184298
+RungeKutta4,98,9.8,0.281744,0.1,0,0.01,0.185547
+RungeKutta4,99,9.9,0.282720,0.1,0,0.01,0.186650
+RungeKutta4,100,10.0,0.283604,0.1,0,0.01,0.187650
+RungeKutta4,101,10.1,0.284439,0.1,0,0.01,0.188594
+RungeKutta4,102,10.2,0.285280,0.1,0,0.01,0.189545
+RungeKutta4,103,10.3,0.286200,0.1,0,0.01,0.190586
+RungeKutta4,104,10.4,0.287307,0.1,0,0.01,0.191837
+RungeKutta4,105,10.5,0.288827,0.1,0,0.01,0.193556
+RungeKutta4,106,10.6,0.291313,0.1,0,0.01,0.196367
+RungeKutta4,107,10.7,0.296059,0.1,0,0.01,0.201734
+RungeKutta4,108,10.8,0.305463,0.1,0,0.01,0.212368
+RungeKutta4,109,10.9,0.322614,0.1,0,0.01,0.231762
+RungeKutta4,110,11.0,0.349378,0.1,0,0.01,0.262026
+RungeKutta4,111,11.1,0.383718,0.1,0,0.01,0.300857
+RungeKutta4,112,11.2,0.418912,0.1,0,0.01,0.340654
+RungeKutta4,113,11.3,0.449614,0.1,0,0.01,0.375371
+RungeKutta4,114,11.4,0.476131,0.1,0,0.01,0.405356
+RungeKutta4,115,11.5,0.499098,0.1,0,0.01,0.431327
+RungeKutta4,116,11.6,0.519042,0.1,0,0.01,0.453879
+RungeKutta4,117,11.7,0.536411,0.1,0,0.01,0.473520
+RungeKutta4,118,11.8,0.551589,0.1,0,0.01,0.490683
+RungeKutta4,119,11.9,0.564902,0.1,0,0.01,0.505737
+RungeKutta4,120,12.0,0.574095,0.1,0,0.01,0.516132
+RungeKutta4,121,12.1,0.571936,0.1,0,0.01,0.513691
diff --git a/modelling/data/abingdon-all/resident/robin_simulated.png b/modelling/data/abingdon-all/resident/robin_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..0b04bc74fc51890f215c68d5f56066f8f17d98b2
GIT binary patch
literal 31345
zcmb@uWmHz%7cY#WphzR#QUU^kbazO1w{&+2NJy8Yq;yJ)bf+NQ-Q8UZcRik?$K(0G
zcia!}2M3Oa&5pI^o^$?UK7le)A_#Cea8OWC2x6jwa!^or-#|g#S$F^gK4BW1Sph%T
z?S)kA<*f|uopfytpd@wet<A0M%}w-(91U#kOsp(l(9%DrWqU?sY;SLE$4*CQ@#_d$
zD_bKva^YcBaF&PGqN;XKP)NFve|K_ua!jD0TxP`t`4pU!c9UV9(G{;c=1*S2JtTfe
z%u9sqy8k5iX?l8<nFyb`nNz!Fj04R^(N0l4(E|+gr_3d~(3DS**?kEf_@auE)W=<W
zHlR`5zIo^y;kG{aVt?O-y!wSxcf3;r$8j&){AE~TuVJ|tGXDc&Ulkaq@<+VjKgj%e
zkMMaRA0Y?x!A3xS*`_yehZOwcK`E9!)I-Q2&tU%lKP1#;D=%kZZEY;q!GKHk11qN8
zdY|IB;rFZ498IT@Tv<~FR_lc~Q%Yxpj}wg%xxb&te=?s$ef##UBUf0`aQ*q*v@w@Z
z;)_*(LJwXY9U_JoFA`N=@+ZNvzwu>-T29lKNJ&XC9?nLvY`8SUW3z2z7}uGrb8)_0
zjl-??xIWu8W3qE{5)l=B;Ci+b$gx)i9T*sBq!`OG=e&HcvrCKfdZ%2a%9=O{+byOv
zKOat-`;v68cAtBdb<|1I0Pewqrc^$kgPZI9*7)j+rQpFlc?yXS+_O9B$hKo(`P#fV
zzn=_WEchTjHye8vg3p0L=y5?T9EKM-G$dDxxBubx8^z0)FBkF=QwMUS3A5r^VUHHL
z_Un!hdRgXmx*~|*GZ?&#>PgRlz8IF~$=j5$Xwfo=-u~ovZn;{*Vy|fssrIF=j#DCm
z@uA(?S1+#W&FsXH%SyBHBC+Y)RXWe+M5~5CZ*OlyI$Ywgw&64plD4IQVHTYxsME{O
z)0P6x&a5}r^S4Xe#f=?I;~K*|olyzG@fz59l=X)lxY8=*3A5I%2+o^Xama*(;kA1;
zJ)e%)(B|gmqzusZ8?I^nkO+&47B`CuM*KS4+w;s^uXih_3nd5$2uw|>Ja3LaD2A>X
zeQ@_vx2(=m?GX+j(M2F4CTGxVdvNMG-{4O1Y`($_v#4f^3Y}whd%GY>*amf5PFB{-
zWH_4=R&?y)qerc5>q$NzJZ~<e548*o44e;|VF&XSsXrMH-i_1tU_&J2*08$FbWtO)
zEmW`c3lB%CaoP`ansZtAb%>==&kiFl)w;boZ$v>u%jmXizK^N1KUZI|EoMIDH1F;|
zGBPri&0_**4(H+Fk-sK-@=kxs{PWa)enEjEO-8h0H?cvST4GXC(v-tW)pVs*=h149
zS&tlxBP|OHrswx<?ZM9$>JD>5I}}nmJGHb7x82mmxrQcevBp%rzQT1WJC(V)5BBTN
zwRUaV22lk4Yxf&)HEZl;*Gb0rw+f0apEDO$RjDNVf5d$J*f$W3BE?$Dufw4~gInrz
zpkH^D{ifWhOSAX=)3KFqrvl|-%L7)q0vdX|43ThQedJwKRMeXT^@uXAlL3K>asCt6
zo6B|Ssx^npjg0USc3ZBi^ZjsiYNaG*7@3{LvL4#j?igxC@cK~q8M{jkp`f5_j22)v
zTx}HyCu0)#1(_)$ATKRpA*Brr3``j;y~nB`59hwh4GKqHH~n^T2%?+LdNoFQjJqpK
zOu-a&H7(}Dhhn_&P+XR!mPd5v2k*-o7`em|rb={M4|?bt7ly>?zPGw=Zf@qsk3J}h
zgFQK)_Y7CJs#nAp$IGnww$5`aYvby9Jw2~rHwU(eN8<hSG-jp!(oO>Tp7zOTHG(ut
zjfwat(?J+kjo+CacP7&CxcQPuUAm-GII+RGc+U3c!^gEf@e`RXTEHPNbaZs9L^w7k
za<qJSLal?5hAuW92HK^ir79Js=-E=qL15id27GDMx=J$*mF){Zerzjlya{458+)3g
znWV6Mh1Hvi&*7+WJ6@=sbLKYdFix4HYOcHXHNM*`>iF>doM-X%Dvl_8riPP=Qj9};
zAS2#E_K*zr>QwMB8DfmC9ZZ?T7&g1TvCs7^NXgwjJ%h#CjlwYkpU|druho$$q_t$)
zu+a;%CNDY(J=^AQZ=4+5;W-$P{XK5JU2fF`mp|?OwiHpUS&PBtdcwMTxN0DzRkOl6
z^q7W@ed$3kn#n}0*E74bDk*-c;80{er#bg?&Ag%#8m+pC*!Xx84*QLW-Q#|q$_mrb
z?zQFRj5P$>s)f7i{V7})Sy@>XJs_+tTKy2p+dDhQX}4!<D|f*jajn{Xczq=1pyAV-
z$Wm|#LiF1A)Us+3rb1(krRsD{-9lDY_VdS&AJN9@_iDDyo12?IFD>aYHG=4@uoy4W
zv;ePV#diHsH?^sYoSfV)1Ep21<1S8N;zzf9yVoFfjL?H1qh`7VNhbdigw%%bsmH~l
zKhHDpD%M)8biMPOSbx#assHG~gOc6J@^#-;NZj?dwzfJREbuYif?&#ZpYy!^?m6MF
zK?glKo+%b}QxcY@t*KP3Rd{v@vhQuPBZzh@YC5`N&6~#C@B6-Xm@BWhQigB7Uyrhv
zh5MN=DHtTNJLH%3&&<qB8DL{$GfPYNqnT%M&$(_F@@U-FjGv|l)5<m8kAIb%Xjvmx
z=-JP8K2lU^y~tm&qkVfd{%~5`VN{Wsg@t8$uHMZo?u#o!p>|_~qpGQCe((7BxFdKs
zZuq1Jvn^d-O$MP;OR-9`o%<8GZXm6Co=qB!UV%3uXXFjCk)LFfFDtSMVpIZSp6a_P
zn7rAjY|Xqos9}UWMW!pH1Tx-V%gf3}qLY(D>GeB^*x0H+kC%+Vh*_jPGkX?{K_hpY
z<(ElIF~0WYSiuyxGZZ(68+SEAtecq0MQ&IHGtZ^~*T<02Dkn3uNehc9K$y3o&EP&P
zYyr+djX^99uBx(Wq?G@TKsPOutiw6+xRh%Jj$}}J_(+`?-FTFVL}(J@^_WFpoY^zU
zURzD+F{Owpw!C`Ah$@l5)fYv1ToHzb53w)49rv5Xi6JD8j3wj6xiHvr^Uvbc*N7US
zU($4uN^Z!ZQ8J&**!7PVk*t#+x>8IRFg^^{d>Lx5nJFw+RN*x;r)ATQo<Am2G@G|E
zR;XUs3nxcw^0KJkBh(JHmZ(ip7wtJQ;;W7j?2Vb~a@*9*K(VBUCi(f(@MK7z!ONo|
zdHU|%yR-!VERj;qnOB}eb!3v7L#?t)Q8@ew@LBO=#(s<uu$r2r{qb$hy(wJkk_a&w
zv_~a{`@}A`Nosa_E3r{3!hA`(gGx)EaOBsnBHYbqYZTd_a;E&-@`Xf13Rv5+iMV95
z9%{3{43O7m$(HO}d__7|PP;T9EF{E4`9V|v-TOK(XxMymZ4(^ym2yU;;PNRfoS;!$
zPUq)0r^TL>o#xY@Ew;)hUe3lnC{-SusA_=GtaU8>exrc%@aQ_i(7klCtE&s9$EEB$
z4ztFG?>Or#U9W?D8CgKLWkZB&WN>mf_C5FJC*o3P)L}9t`-~{Bwm~sTb$2YJIlF!?
zWj12e5ZVe#tNPQ}puot-FHnaan6XwP)CdCo^TVU?d;MIMm{*_}VV77(Mg_ZR`aZBy
zo(@LHD`QUjj}UQxJ7_)iphFb0Bccyj`X;tpFrp#Wo5lJV70ub!2<^o?wI)~sXWsU8
zF^kkTmX{K%n-P6f-mEgh2u_-ruyuocg65h@lA8g<$)<he_0sZeXxB_h{A{rN8t9<&
zdhg3=9a86b#2bT1ICLx%k=@X7k`g^dVZt0GX4=|D87*}ef$dG?wM5b*8@%nYt3YTq
z%nbjMkv_)Hm`3`>eK=@r+M8)qy_>?J5hLcbT6HQ8>3P#_uH**q+`Ag2o#x6?7-?RX
zf6p_$gUcSqSP*3Q9h9J?0XrpAE!_P0$LjPE3@>w{#c8YWoz>AUMFa_)9d;5HsEL>M
znibcdeY$?^FBKuhI@IRIo=FmE-|#NUcj!{Mg``bu)%7Ks=d2p<CK+8)QcrP%bpV&!
zSuP?|sLc&-a8eYjXK%GMKOTZU)I)ld%|prx@1b%9f*UzEvL4dGkDN2o*?Y(e!XYtU
zBSbGH-;WG2`kpAEYq_6}qQ!nlN>WXd|Kdb$V<}9dF0jgqwvwi$eY_U`BrJf@DfpPI
z-WdT_SdXIJ#C<K^=%ysJt#H(#DD&AVn|c|NnAMZM*)LsJWrTbu@1}^w+U@eyGW^0w
za6V|%o=lk)Ghr2wOCF+98xz&P$$Hko#D$APl|d91_U@C0sS?>pDm{}nYA{7_btraA
z-@-c)0$E23QXh<Ur4!cb4q4Nh)r1eP_iSgkI;08M?L|i;wCx9ljAE{f8wmPxw(dv<
zP&eW5@=FNIsfpgOh*8+CCp+b{@|obos-cMmP*-?IMhX#F4#8I%^u$i3I@n;W@=-I%
z9HqvnWyy#7Q<*RpHQu<!5D4JWi$Rya`VxtDbUG@z{Un*3R7t#>xD(A^oS;OGn&d<O
zW6A>iClNSgfi!42itGtVaDm}y>#ez`k&h{dWS1vO_48l68Nt97MTq<=-n+Hdn>gyD
zZTd0OQ1tV=HKEPd`q4s3PXoEoI#rYQK^fH6MB02$()&&r2l<OoTy%8iNz8i=n>U%v
zQb{s4*#@^uSYo^RnO^VqL$-;ggSF@yF4BXHwg=LDh7``|@Ch?Fl|RL7Q*UES=1`DO
zDw0;Fv*ya_Q;*B+2o7Z?(ICW>TD~YrQ+Mxka2KWJ8q_|cKFkm0!($ILim?TmkE@$m
zP~7H7=o}P_0&7^Ct<24DD=JEpN(oWh*<L7Hc0-9lZEs$N<VJ@h$93#jcKNE@AvtZU
zaoD~&&{R~6Db()_GtK|_QK9E-ciJeC)h3;WfnjKEb=AOZI6HI~v~%)#`tYPo9RPor
z6B83N^YHMf^YeS}g0|xPVIKdM_@%6zT)JGG@7uR|Cxpu#q4FliQc}<)q6v@0dLVtP
zA|hpYW?np(o8vCKFwXma?&}?2i*0c}ITe*$xjxbO)!N}KU-}`tE>aU703j5vVyCSd
zXJg;LpIC5|;}%PNQUjWB{;W|KP|Gb$OiU`a@i-hMvfjVjH@I~e&UyU!aqi=%$?Ohg
zE^cnqEv>DJI4SF(k-z7@>dJLKWB1ZcReI<OK%%kFx~+aw4vxE11{~mXMb#Bn;hLDF
zB)sXBFHxfn(9qBp`W+#%+udyAl3(;D`alnE;WT68Ps7NlP{^a(a!=jS@$BLH><Hs?
zgqT6zq3bRivhU#&()yQ2J#?cEFXYx4$?N-Ps_mqomTLsV622b5z{f8%mysh5Tyv1$
zeIN`MkHqs$rjUeE<LYd;V5giGA<HYTn3H0g@@o>?@Y?>qRZoAv)h9$>RuapjPIHQA
zWd4BTCz8E#FP<{lMmpD)iXIn^SiUSY&^JR&PHu3&&QCaxijqNFGJOsMkaQR2J6Sr?
zJ^2Lh{(FJ7QES={&7RAhRWUGpN@hIo$$joy#r_cjwB_g+LO!(BitQ%1agD{LCLk{*
zltBJov|f|~8{0;Zy{qo_=2{^TIaCLLC;-O;+JF5g6<QPm-Sz0-Ke#$C<ry9t8j%se
zn@NP=c*7^ySFaujiZ!n6S$?QtXMgj?_U09*><_GO#OL=SBrveFr(qN7ZiP=s@Bkkl
zpCd{_QUJU<GeC*mOGLSq%c)~wZ(ZfB@W1r;E2GQ%dFml;K)qDnn1_wTTn|S~)sHZ>
zFx_R%WvLiLpJF~8!>*kFj^@@RMb!3KPhUTe^K=aL$H!BZ+yD}1M?^;puI5$74t&n5
z>>Fq}^+NpnX~08Bq`6<8DWtfXJ+w%4-G<*)C)|KSmCyb7G4p6dUEFwjMBT`E{)!hi
z;(g0vtN)*;{)?=zWX85?TM}()Us%vtSzV=PN%qOj&3zLW7ngx(<nsIDIK9zs!Qs_|
z1MO=1pXcYdv7wL2nN#DR&YoizxE=$9LfhlJ(9nNgGkc&^UxZ4!zQXsjWW9smSs{`=
zR3N4KWZBzpc`KSU3wf*LH1}=j--wg<{O0D*{x~({&WSO65Q*sD`oJQ|xoj1ZeX`gp
zeDTT3{nyqe_1)1Z)w|yjitE3zVO&*Rt-ILrHgxW+a^AxyCx_zdWK(~fA+kKjX@4$y
z&`ZY3w2&H{Lz2-3DmW-;1j!XNQ%0XOEiGxurIG?3(N;BC8j$pMf^dDB1D!TEqNWU%
zH<1xRniU(Q9>w8!NSa^r!?k?l@85|%ii2wR^x3n_li#*s!Jg@j<l?N;ywJ;+a47&o
zln3+U1U5GERM--YB&u!0fjvZ%G==JqURim?d9{&oaXPN8_)S~?DK)ix6rYDj1HQQE
z76~!2R|_lhmSmyBTd;(I_wk$Z^QlI6I4q_Z?e}J?2d5=JaBEuFF>H?)i}3P7U7c?G
zCv!NZXJ+1`QTxQ}kBDF5u&q=f1vXJeQ!`Y+A2H8m)4I%QUrUjOcKRh7v&B?qLvUcA
ztmIH$UY==#a<LYKQL<%qcXuDGcXKkIDB*LbNY;84Kk^C=;I1YRSc>Kum6et3eNz=?
zqfVgFH08BqD;lUUQ_jrES-v=2?tZv8-`J=&ZdjhCSfKO(0iivG%Wb3v0`0dA3=Lam
zXYrw75f#>H)coGQC4TaRKe-n0C&k@V*BCHJ1R(%2r>Cd$@5*=AfpDKXBn}P^wmI35
zW#R#^9OxPm09t#1h^X{MASyC)#A$cBQn~Zs_*nip{k%xCcI3=ftBg*+ikM_G_nj;6
zk^tG7$Vn`VXZ59cJbeA?HzEBrqy7}rTEGis6&h2mQwa(Q<?V)E5LaV>EZz0xix+qm
zsO0tZ(yxjfw#Od8!O79#`pp4I)YaFgG_Ks|Fk9o$O)Iz$_!GVJy;)PuQrO9y4VvTx
z7zCWmA{PULEH&vfi;Y>pbvbBthT+Q}m+gUKEUTpz77>B$;E|q(jER}^DTd*ZZSSgD
z7XxL1vBtPz7H7KGK&6$o0TQYewQG;fDl0$ek7G1PDki^QpJ$||@@mqtISK58{dzhb
zy^m18>O{=E4N&Z7bWQlgn0fy+r%KD&5tksEl#i7YsS_b-l^V+*KR#o^W;WZvCm<*y
zFC}a>Ty^a^Wt%h<vZ4ex#$jrq#Q6Lq_Ir@wk?m90U<|+BZZ6)U)^{W#rWT*m+<Y~l
zDPi|fjGV$F<^yJ+rNPhLRi_TOw#iwN6>Oai_k1^BbGm+%Ig$jAaN`g{UCx4?z(mQq
zdlW(h?;l}2YXYIL{auTIaVelnV1idLMn2Mj=lcm-AJ6SK;ZdmWx6!cv-<}72f9GG%
znG~p>Iv3`n#(}W~@&qXlk9IxQ<S?DhCJrx3`#}Q&;2ROXfr14=RxzELgmN6jX!J-f
z@?<0GB0uxqf<0oYf)|ctqBkR**l0Q9yeL}pNS?eR`u6pHV{w8{rfM<m(Cb%>=P2u0
zrH2W=uC+Knvxs$#R@2ZP%^@tqL-}k8*$*F_mmV_F9g^S$b)3>Kojf=lL-?7aSv8ry
z=E`O$z-tS9P3Aa{p5{3nkvDzvBSq0pJQU2)5x0FZlo)<liwAp}Jy!E0Lq_gHHMVUg
zya{B|dBJ`9cOCdU;S*Ug`MPdD_&uXPk3>b=D#ZPHcRKJy`cRU5Wqsq43zE5&w11Zd
zd}w{Bz|X9D?{WF-d*A%bujY5j|4Q_bL<?eD_K$2S;l&1(S6TF1d7*y`Ub8<B`>S3;
z%FD)FJ;xvUxb5-K&`|DwDpypLz#o;1{yt!x{+0gm;KBr&Q6T(z;DU^`pgJlVS}(14
zR_Z?)miZ1Er1+}9LrRKTrKRMb=X{%*O7yRDLY|bAf<pd}C;jaarYfla^9T$K4F7$E
z<mCTc?miL{(!VbE=OX}sZsdsa?EcT)&NL}``2Ib=g9FoluBldGD)gVn0g2?#k|v=G
zGRvQZ{-0H0ciNNq&uKtQ_^;c9tja4x!~dMRxwkj;U&Ytods)UB5;HbWSRdmJ#v<S{
zzt_Ac&R3sT0SOZp6C4mz*)poCVt-!qzF}0(++Pt6=>c-=pp-wVc-bs>5VNzZ-A|;|
zs5*$=_5@-=)j`Xn(F<SDJz=riKlS)_DB>Rz#~2D$PM#f>|L27U+wMH0qT&a<7hrZm
zggHW%plH=TiMD$u0mi!9Yvz+l)NIeogucFH4$2SzqbSSkyMSv+zlRV?hoj2ci-6we
z13db!3_oP;kjFbV@tVrBYHD!q-@l&|A`dCF^0RwmZKd{GBY}~>H6%WchzkHCg}1cu
zYuNQNAr!rEzp|G|WZp&U886ljfAa?FWP4nii8?wuI#nnbV`Cr<`m^P1{+P*lQL-%q
z5<Yw8+V#n%PrciDzJB*-2C4MHZ+K{E&>)gBv$OLrwd!3Lo4laA7f()4g}_dm$zzFr
z&3Gm*CMJ9Qca43QnE1%b%E}?B!fZT${|N~R3Kmvw7`6TG6gptaSUtY6a&mDEHhOwi
z6!jX)m%d9&OPeS+3RkNXkE1o^`m(mSw-*NCUyh6N^Z8X&u%0}5Vw$M1w7jgSYB1lj
z(Ckxcvn;HjppfhSGQQGkzNle)qLd`)e->I{(2zy`thC$MtC;mpyHi=8<BlWUEhfu^
z+$p9X!XgnU+>&wXfW>}k<>~23N=ll`fbH6I8Qj4S_|;KI7Z;b8>Vpb>iUC1Ea??Ex
z_kL7c)AuAGKPYCmwY5!Qkp$97N=X%sa*&WfPfkv5U3FI%saHx(zTKdqBdm4WSK1EZ
z>f#o%3N*oIG>)iQ8;X(|i*m<x?Fm)v12?a4sx>xS=kfyZ$|$I)>3!0S=u1mW(VyiE
z`HHGF9;uQWpoeZxebf*Tu*$>6bc?WlG^id%-H9^w*`i=4y{H$oEZX%7mzS4$b}T2B
z07RBaUd|1udtmC7b8~Z>st>l8s9w5bxjJo+Nhaq^EPZheMhNP~a_wR2>+Y6|(k=I!
zTU=Z;MZKmsS1PL1_z-2GbP{X3Gf|o`W+((LU^Q86Oit&YUTLg5@o@%vg&nAEnPY~y
zH6j60Wk_=*eR~ANjVRTyDUhEQ)y#DwNwZx1DR=zla=;;TM{Y}8Pcpxp2XtJZbd-0O
z1*WcgRqHh04I$)dklpT2WI+ObZmsEE0uVmf|8KQ*FdOC|N}9XbqH@*`f^MVxJ`h!)
zF+g&&uL?@e_Wha1+&33MA>>s3-gq)3-b;&Ua&M?k?4PnGhz2V&)kHSd6u=U3@#NCH
z%}FAe9UYBAiZg9ec}?4S@&0J$(?d=Mu?k8Xt&nZ;+)B%zWv6))kN4s0Xeb4ew>{C6
z@+0dMDbD=8;!vfF@Nnfu{YuR(0PBXs?XYA6o~`MV9Z`;mw?W|YuQFkb3e9Rd@^sX#
zf_SYj*{$VUnL!Vp4Asz#D4qDyFRVqLFam{YMzjeB3OLHo0uBLLIxG24M$}n;b`AhB
zK@i3dNjIBFb?f0DhZD7;pllVA{H(_iB-V`eAyUR_HuX;gvuMbnIK&ma5WpArB~bLp
zQd&AkTp*9;XT!fO+5r6xbqti%i3a!omQ^fKiTWRX{x7Ihl9%lI11kK2d&ct(T>mL7
zAp5-hBRl_vfq$SzK&<{*OyqO(^Z$eD{=ZS<kD3?H@8ZH%S6|=DR(1a;BvKbSVgp4Z
z2JnFYt7s@F{0V01-!?Vz{-;nu67au@5<UQ)i7Zyxe*n*awrK!xG=H9k&2L?5IAhNB
z7b@j`8%PN<?w>XAug(AzJAdyNZzCg7FD@_R?W`aDEJT%ID|Sy=)2Xk|_gQKm#Cp5R
zn`uIz>Ja0^Jqd}l)YLcsxmEL<tltV@2NVO$z+);Zss%tu^)=Hx_}Ln;NA_d!rc>jx
zSTg?S#Q(G_5JCPwI}FzSKj6A)Msq|R0!)A6{=b%oH5s}}uN^J~mj!WfaM0S$uC?Xu
zBk9^+@Qw@=Yx7)OT%^k9NWJH9DiY{^nIHuc^zY@=cnJyv9X$=;<oERY!Wjh_boD24
zkP18jvg^&&c;ga~##_UAZj8^%BD3u_28g@Yd4IAS<dUsuQXL>0kB+Dq_9nbV#Ajc4
zi>W1Z3_`FS2&{)dQq%qVp5E~pB^$1-ogHQBKXu$#4%#{UqgFi*5F)vC<5@k*>WI6$
zyA@)0Yoa3FX`7xOMdD;ur?4Xa0>k7?Z;ZN2^*aXuFNhZVrH<8sjEw9wOr7;twO*%D
z4X1yoOO;~1-j{58jX|T9i_-z5@O%dVUj4VWwx$gIx!tcIvNyo*f&f5+-YP^gkvVT)
zPfu@QanWmJM1g6(K$#AY)tWa3C|Q`ZwN9OW2)H9osK-xxfTB0@I-G#Z`r<(M)RB62
zZ<Q6e3l!&tgoU3xe=dVRo_i`GE!}yz+_|{983^RI0tX9bT+jx-9T<?=nJgD6oX!%*
ztk5zvB%hg`rMF(-{ixkYps1+$;L#%iK|x=3Ct_}Htr*2K8h8Ru6@%Hhw76Fv<kkS@
zE!byw+z9|uBOaHlLN5~5b0~lp1x!pRy?uO8aB+h(Gf7W1frDeT6tvi*bsP0&<Fpm^
zNpU-7J+U-f9FtP4&IhSibc=VuG4ih0*Vlk)NOL5G8dUGoW@Og$dG!ZEHqiFg2>$em
zab;yCmv}2vLin;R1@N8`Nl6+7PQt=4W##3gr!jV#m6pk6j|OW2**#J3R;i}E!*@pM
zDlV}Nh}aRPV!+sLe`!FdC-YG36E|0ja3K4bR#%4y7}~9Gg7U<)v{EM21{f;|JrxlK
za!P|$MZJFh{^Kdqps|SI60HKgKxfSI1B>a;ijK15hGbv)Vcx{eM<&&#RjxpzO*6XQ
z51KowMNW+IFEgjE!D6OvL=xDyoUO?_eyq-^YE{ZtiY;JO-Jz<gYRX_fHlW@o{(pzX
z-v0|0n^TOxJr5|a73s1P-1Eu-Kll01zWfUo;|X}Ys1xyJyd)UJ;%RYKQgwW$<Dx^W
zQUbNy8E$2bk79bX^5s3dgXwM=Xdm;cc&k-M)}gu)w8)`tY*+Z_F3;e;)*1NX_xUD;
zaPF)wO5j1CI^vB?mC9IwI&_JM^=M+%3~DuWE;o%K!Ug3c_que%RNz$t!dNDrh(iU!
z-kzl+HQkR2Fj@5)eqkU@pcEo4#C`|(+4M3#Qd1#JvlA|%)P6-FjKc=+XL&-C#N#!A
zj#Ggqnd4mwUMWYJCzh-S1^uJuZ6C+Jf{h)Zf=hx>T$V#w4mNW>EH%RtnhzZ+@AaBz
zzaY-xU&0Ictwb+Dy<Et+m)cD#5zipx?y(d|G4gs=N1N|1b>sCOhvGH`{ykFsufXy!
zy7KsWBe@aNaD0Tku00G<n3pRDqUo+mF3Tx-LK{>V4%5q1EsKCF;mZh%kd#WJo~iGh
zvTCyTwdukQCkcN%W%(jt+YC_$TW}3xMpZnCI(O2I!!z#?|3(k+!j>QkEVYc@YDZzi
z8e4_Tn6=T%SatFh;y*ggp35{Dxbv~~KuULuXBlcYoD_;Y%;%rHzX3I-E2<F+UA1h?
z&G6`kN0!mV<JAe!4*$t}K8QN_EqC1qX!6OI&+^@O5X_}ty~q3a5es4=0mXsP8m0b-
zsa*6O?qt6|siY4g<o8yJiO5rd{$f8+ya|Inl(Zi2wakTc4GC8x{1@!ElFG43kpTe@
zs8)VUx{yB=y}QAOua@5ruFL~+z;2Zjpapz>(gNT-D6n0x-<*-Ku}y}#QH)G;{!=$f
z2>Nz4&|s@vwV8vusqoz;A+?Bq2M)i<bz`XJ{?yyc0^P;fy}put^pd9!A3ik1Y?k}Q
zpeDe8!yrY5j4NYgeLsrzRXkT$w_XCi$j^ET5Trd6?m{F16XF70ErX1l)~KM1n7~0c
zWQ+e|#mT|b>p-6vqxrs<;fYpI(8W&lO2l_^N=PC3*=YdsmHVyqApGmi{obbF&!yN^
z)!3}oI_3LOGFC>v=nwFm%@gzZO=KLyvTDtS3u~_cUDsQ~!(X3#|DO(!^M1X)_aJ#2
zQv0f+N(05PjdJ^41!d*Lf5TpIu3>o2&mx&ubx${q(a6Y8Q3$l6%oAB*wg8`Bp%3m1
z+!XtpP)nFTofp<GS`t4)KKn@(v%kqnvzkU0ynmfu@)4CfD!#U;dIGSd<-5V)j=g`|
z8H$KnTw22y&mpVM=#8jD@?7}-rHc`JH`OF=6<a`fxK-?T<gH!vpWU+;IAntmHz)vu
z`{~odHY>MD_!&Gv<}>wpJUDe^{%vFFpH$!8PBdwov+C`e={*FT$Jc+eE#U4~ro1dh
zZwV_21%&xb&{ls09z7uoutEB?15HE3+PWlv3K0&@)ViK}{sJKpacyZ|zh)ujn4RrY
z$Pcaw<}&m|ybop!D&-CuOr`uSkCq$q=xFSDVt)`Ib5mv!!ClGyb5{rORUeffd%xzg
zVa>Tm9m&QxGbtl0Yoj!cwzd25pJ!aaUf5ps;yDeL{jg3(@M)Z>^d61+=RX>!4X6}i
zG?>o(TX9E&1r-7gAI6xjt_1qn-}ywb;Z$g6zqU$CFTP#%^!zEm%WXs^S;sQ{PQ;*v
zf4xOIXjO~nYE9txR3d*tf|yk3iF>ci7i2u?GFM~tCN0SsE#ZI-%6!N%)8yaj!(7iO
zqTp)W9_BJ2nJ+;Q_=1L+Nk^u?{G)O-k=uSxO)y-@s(ld=sXCD~-i8W9!LK_{RN#L0
zG?06p5L{BbzvS)vpo^8N__nMvuND#*4{TWR;P#&RX-vAZV#YPz;LgmxAwvq~_dkGg
z)1ofSEh_S><(TKmt@QYN3Gt!*z3psW+kF?l`92U8Ss3>aW3FYTZ3nE&AC#L?a}pVn
z26FL@X9XJqY}rI<T4{7lOmgAL3j9B;Y@jgWLJ0PYfd+TCi>oWWgN0@lASzIfL-?IR
z(8PcyIt>(Nhy_trZR@=(yK5yvvx}x$-s?BTbOz6K^g-e%-F6@znSS;&6aZtp@a^)L
z-k|$2=jBS&M3oJR>-pXfUk^#f&1<*gwcgf@aPIuE`D#0gIge|Lig3?w%Y=y3$IuxZ
z1-Flw@%c=d&F<j(ux_>4{7Ohb($Ri>C^X}7z5AZig#q-2eyZh$&GYkwz&R>azg?_W
z0oUq})QP|{lWK}USF`a%!}I%TP9c-I)YT`1=BF7L5nSH5LUMAE^>mNY=CXNzYFs(C
zP(3|8rMj&!Ap~4Cj`1gtV=hMvl*em(fvInV*{?M&GSVB=^TkMUS}*L<H`<o$-aeD<
zh+ND+YE%#V8_;+F+{M2=Rw%7PdyGJK9i7ma^T7jWJ;@HSuC8vRgf~Mtl-&TW<Q{@J
z=622S<PZz<V-k+>k-H5S$9v^-ANK4w2AcmJF9*KC<>r$N5G$@TsLKle?*Q$z<ONI6
z1YBc2zztM4XOS)aAq<#Czw2HCeFy~^`Hjc-t32lx0DT}L^{h^a0`%@wg}h4y=+}Qx
zR~ccdDk=fg9Ikpo3?<ffIIb`lOG^zl2L}hdz|f^u`Aa6s@(~9Fmf~&}GEj|U#SpRw
zGDMK@xL;#cS63gLohfzFo3fGo-`OjH0;NJ^9GoDCmBb;dJmh0se0-j%GAtrqZl5~d
zeo4u5K|#S>JIueyEAI_zn|O3|bkm=GaN8j*Ep5kOhREo*H+P^*ET)-9u|;g3b#!!$
zG2@HM*YDWf-h4OJI+?35i<{Ew6F;jk=)pKmHmAVjbe8!Z_kIA--<0)aj6}r5d@*7H
zKnq)^!+8YmMqygaLu62iF~$xZ2vQ?wWpsQ+LTYL_wzjq-!M@Ry^z@}?_XUpx$SEks
zw`l0|{>@s=mKlie%xNB@4piG2RY(s`_x2+Az#zzt*OisY6;fO?pX`m~MX}Q@8;C%N
ztMYv8xF$0;o<W6x;9&Wwm+|+j*KBEC#YZbL7MYdXz82UAS|pWQ1aY#U6<ZNrXFv{W
zZLV2)nI<2f*VZetb<2&}Y)M>$#10Q3t4qy*-m8m?Tniygp!rl9Y|t#?+otFRQ*6^P
zKV{b6pcz-uLNtJMz#N>M8j^ZEK>0ak*7F1W*apoiKyM<2y+JU3b7k6t5?aVYR)Z}i
zs@1Sv4y?8-qJ_Q8_Tdr7(c9|tT>K4ai4&hp<O_R`2xM=$_!*<!7B=@#((`5-ox@pc
z-F%IWf2c$=EUT5BZi1pw`zSd_Bq46Thabx%o*1J@hin6uwG-$>W^vL9jAC305Wg*t
z`3vBHhR0^O2Rw!vyJeu~M20vTP|F)$wc7d=C$jS<;Z;W%B|NC%PPs6}ozqSZs#3ah
zapQ$@aCpL6@O?ArN6-8Z-GuM6ipnQ$;a!*YOtmc2G2ZzL0}ptSTr1zPv_vIyx@2JB
z99d*J^4}}uV8Zmo9ll?vc0oi|{-8W=d}QqhA;yX(wF(6ndDpNniOm^UmK9DnHJxU&
z^3$@EOP<>-2?FA)!tpy`z9D|ti<Ky81^JPFp4*QJ9tPEm57;A#wCOlKR9Q|hE3(|;
z@oMg5x+eXOV-XiB#<hZh|ARo9^U&86Gp@=9IN{Si>j$*CVA&Y9@Z4TXa{?dpR%09b
zEO2B}SuFr=+hmF@WE=f0%HiVE;*TB6+7@Od<U`$9Hda7Sg88W@C6%FdfjNMJY(IAQ
z5h3pzvWK4}`n>O5^SBEkg}Auf_mJ#saS{`;Q7twu4_;Le)p?dS$Nq~z$tk!q@)mLN
zPL-R2$m!*#l_ODcRm;v3HuNFtAQ>zCe@YuKhwXY-SimDBUSU3Lf-CbE`2~}Y%>h9H
z@kaclPd1>YP_*fg>TET&o!zSR5BuQ1-o(^<BZRyb{j(SU^ny#@`*3BIsowj;wGGQy
z=Bw%J2uKwqK68R1lRX9&(gb~FHQUxy6^+TtP#p5ThHw_*jMT?UA`EFjJo`n~8Dqf8
zFen0uu7=P`+FFJ!kQQ;fkN$0++AY;?oA(t)^x{o8OIlg})X<Trw-tZA!!M^oFOVNJ
zs$|&QBR{zS2eN5MGoTvsiDzHIOWnP2bJJT3{f@G*>%~ObdDuv3))7=e)qxf8`_d=S
zz?1+1-1IRLcB*;@Ty%4WRm~>3poqvaz)c_VCuY0t&CvsHzg5Rwak>e?8Pd!fIllWr
z1Mwx)qXmQv5x16pAr&aqwEaRR`tqe*hJ792VN2MTT}77P1*46u-@a~qMEH>#iuy@L
z9r7Q~oZ!-UvGhp8angW__oTd^yA`-}l{2%l^61?$>9j(mdA>ge|LpDX`c|vW6hvn1
zv?L=pIvc0L=vWB+Mki{WiYJ9i9{&P{X#U>7Cn4vR1}x=VV?~<k`?xJG>&gBR5fN*w
zNf_UD(`lbRD{ONskUu={ugu444t5i4p?Zvgk??y@O+R=iI(xRDxB;i3p#h<Yq;DQj
zB8kh^Qz!5qwi-^4V-**JL;V%|7nF<leZU!-;qKkL_Xn?N$(-1Gv>dg%zD~l*s*+Xy
z5Dw0p<emNVbI-De!I5Fjy$H@bkwsOfNr>HiBk@N^w$5&DiJI^|yno9~fZgM0qFWRt
zB46HI3{x)N4#xFw<JUO!bgx8{cCXhY3muCG1W^3%_YDCs$!!l`uLTk0pGiklH8s92
zA!uKXF~kgogd`3>?0{GV`TTT$Xe%z-RdeSsez23_LVkR~yU08vqrms?vC4yWD1Qe#
zsZlm!{ZGHvx<6>STUQETC9Ru9R;-C0sR-%s?;racDbZWUw2QqP6fD$nQ~+1rA8let
zT-v_~>OL_+m6DWX`Ztld0mV-FuDRi2<1?}IMoXWy6LiCjv*0L<C3m!$;~*rsmX@9)
zg!t5`e?Ztq#Os76wBlFO%6p0a!bJu4n}vi?4Cj<0B_*ZThYuen+e_eo2Eeu`_iz)k
zuFiF=%1P6MZ+TX@F;r{G^JmNHaY{OuDH3t$8%=l2!o18ee*Q&Nb~CvSCUM(5E}hmi
ztQ`fCU?MUPULR$1rqkF`^JU^YRT&uN*R}tK=mYIoqhxn^xSVM%3C6UTVCg38@2&GR
z!tZ~aDHcYzL6>4OCrX<ug8!M_u%I{Y(!W6{-PAz@rGO(cY$flKwoqMX3VoKIloq~E
z%D{k(lS`AuZ*cUdb^sV_Y-mv_q4^1!XLUxbDfML({NL(JIO?Isd$oMr)-BrJ&7kIB
zSb<T1KX7j18%;bUCzhG#tQg{iI9VNNvC;JNmRv!Pv{d}!Jm!2NkEqIne>lx3d=OK~
zePNuJwU^zN60iH37Z7OxV-czxOG+(ruuWr9B6hAz@r0dy>fgOwDs(RPY=+O_7kq({
z_bo%}Dz>n5w}<2!9Bv4XnQYSi>M*GCRzJAtzim?pHg<OM`fzkE#-!OA6W9$}dn&cJ
zth8>s%A5_>xVFJPy|hmNNBJMnhqDZz)iqr}Cmm8~OICflj0H5eN>tEsind?)IDufr
zGa`^{16Fl#urQ^d?Xo{k#l1Dr-j}I=`_`kB*!fJF>mBmug&i$WYk7I!w1%50{*3Lh
zcdxU(h<m@3ge`)gwL7>lm_-IjG8ER%X0w2r-hEK&ahx){!VYM_IZm9F{QoHq6Zg#N
zIk{$Rw%PDYF4EprRk@Mo=UX`23Bl36wz;pwYHhwaGo#^;55Ths|Fq+?kwn+1Y(Ch5
zbO5k*$0WZWo@L(2uPh-AOS$M%<GgBDdK|4Z@%;i!V>$A`q|F)rYU4Yg)SkkW5NBSV
zd-Cjb%qYT+ytXf)yKz&b1MG`IrT$AT{>{Qa7`Ko+q+w0-(`eF~bNI*mSl$z{H&jjw
zl2*m-JQ$>tG|bkZeRiCr1D6r_i58geM5)1azFqWh3~TCbohrC=352EJtB8?`;Z1-f
z4I?CcUO6j^g}P~&42KA$GXo6WZz1!~&nv(8vL|W0dPN%J^vfp(dC-WFo)W1=(B;_C
z*O=YwF33L|Vd1d8zTUQ}%XJY(c?b`md4%Zu&w6e^MZ%b1FNCt8!7k+4%r5LMhP89N
zP>4DhYc=}NVgML#g}L8+aJEoJU*CHHH*Eo54v=$SPo>I#fp!2L7!ef}98f^Pq`?b7
zpRbf0ZH1hS)VnytLf)P!|H}e<dgWfVQ0Z}ehFW7tg&u6blf>i6oh=dXP4VG1DiAva
zA(Fn~SFBgBUX9dx01=6{?tmW<>QKP&%I3H~7s_V0mI`t%B3*5teK2B+@_CB<FsX)W
zsDI-`zU#v{MI|N^PoN-JoH3wo?ZW@02!M##gsJ@+1xTM9<kBf2fauj7`>1+we%{Hk
zUnjqRRR#vLmLc<rkU>0CM3FGOJUo%1x_j3yx@VHm&sSUeA|87TiC@%AnnlRUxOQB>
zl$Ks!wfVK|Xb5<`dA-wMT1hyZK(qGi?5t*Qu~vP}oJGUUl^Hxfy8_c4;JU(rX!fAQ
z2IuEzk4n6gU*6mEgS=ZDEJ%V8#T3l=U)y6|DCv%uz7R(zk@}r(MZjwU9<9}?KoVul
zcpk?cmHO$-%*@<u?MbPn8v@U7Hg&)_aWUR_GrC~&w-kcL_M&ea)vI`)3)W`w4wH@7
z3uXPyy{p8{?bhMps7Q`qRzb00>&qN#;6ee?|8uu9b7yDgRL|QR(8E7Saob}<7f~S`
z&XMl?WHNkH@)``3K6vnex6$K!iQT%?|FSi(ucZkvB@+Q3Wrk}SItE6*MHX~-wq)Xn
z6FohBzQj-SAeE9Vp48^T5U>s^E>nVDr@&xo08TE-1qdXg%|abo(aTuLx}^ItncUA^
z8^t927=5}DOJ?AOpjDNR&cJ9E+`pU*^<TeADAuwAUBqE-iP!(_TS}VMnYR}g&WcJI
zfkNynq8f%mLT{&XqAyFExt)ni@i@w;thZ+zs;ZTtI@&IEo8H`+_-ujuQe1rWxf_^u
zgS1iC?+jhp{M*_Dndn^irz#$`x3_QALBtfmF6HjO;#dUkh^<D(-TmoG=}nrnJAk*y
zm++gjy-6<}C^wR>NQOV8m<r0aE%LU<iroE87isG05s&%u^h4d7E@ZDSU%pfT-NV$;
z@pDasZ4rR{@{Yu=mFAOj?dfoONM+K4>g*%%IE<p2$KBm8D^hl*2Wo*Tw^bJshp*}c
zn2&rzPEu0A<PXMFZSC!p7Fl1tHI5;=&)>Sp*l4ZQd_y-uP*70xoUI017(@^?z;v*1
z1Zel^)2DAh0cUp-unH_k|K%5?PA+}*%g7+^?4R^6A46=MKs<aR(+MIHl5*5UxNf;^
zedzne8fI!&aW=?&VFMZm8UlR1L1TJ+9Z}F+`de@WQp7gVIYz6Yv_p8rc8i-}FBkvL
z5O7T_i-Z#>9z(Pdh(;1xEz-s9@&gfaLc`ZXoP_i6`zXXl4&kiH5Z~al7Z@c06i5bn
zgSb2%uXm5cqR8|7yOp)wPyH=O=cEaUf-&ieG|#@D&o2XRMV9603Z^J_l>s{-iUe~g
zU;oYrnjy-S()(f;<^sLF%dw022mRu;`D;sl$gqldcuQEn+nOt<RGOAPeo^m^BojA{
z3ygbqjJmE&ICLn$X{6fEJExK9m-9nTd5H39Pq1&P#-(Q2Q~9)|71K%fc>mjHLL`qG
zRW?6_MZtai*f&4ZZMqlqQ&Bi9vE`#VxBa}WVK56Ut|%a0tfRZs7WhNxxjL$6B;h(}
zg6=-N1|!l66v&&8`SJW2t>(D$(X<*qBXQ2o9*nLr&Ya!2K8{fwt8HM6LGAoy!Wtxn
zIRKL^iidI#gc$T9;`8AzgeZy^;l((6bFmx_A>S0gzH1{3d~wl568_#9W6a?7JoAIY
z^A=4)%eEk{_^QQ1!8*5NUZ#9eO;W#z-#{n~{Tuem3iVJ)Si9#gd+aM1%0xwqP~3G6
z&(j6InKs6~@q9Qy@ta@)Dt$pa6sr3ME^bi&K3>p<j&|lNjKu^N<>i4xz4BloNV5q%
zd@1%p#$NsVIN2S@+)47@1xAI!FAa4q*m3@)jWE4wD-tc=&+)_#x(MLK>!E9BvMOrc
z)4%_9ZeNF0?e0G^0Z}Oj3SYy;N*M754!ZBh76uI#H>NT2aZ(?$Fg|uA6w@ErPZG!y
zyi3SHkvTZr^%>+K$6{+ocQ!O2_>BK0;|ej|vfqWj&;dfiiw*10>73nle0o0%z3Ot-
zVIm^IM~8>*wf(dX&?9yx_#wqw3f}Dw+OF~9_S@<x*mOH_x|JA(g^o(JQWBc^9X*q9
zl8zYCktujUYyw5#^CJ}bq^7)9wN&Y8<QNL;7Im|d<EP2IZcm`=(K>nm5u8Y~2bjyy
z=NcVkEF>0uD^V5qb@T{ZT3VhK`usgqFvJM4U<L#P@J1A4f&-tsw%=QJmaVqEd;UFz
zB7(7T4ghDfPN1~>5Lp5#cV?>PzsH3U5za7R&3Z_qywH_;A_8BUG1qqU`*EB1uH6=W
z)M3+x_rIhUe<+6$Iez(-76a^9It|1)*w)#3ODqlPO~w&%DVV(C?;C&=Ig~ho^tUbt
z^co_1noe1F62I5>*T|n99tylvLa}^Jjlw3hnjPH_=Za=p2n`%FKQ=-S4w%+XX))KO
zBLzf09W?Kq+@0Zc!iVdj!q?(1*pSSvD1h`$HM-@K2g7Ijjy#B9^Xxw%A<0PT<The{
z#_Mjk*e?_?xqmzX=$OGo3y~x1(~qMNEL2MvEYNK8lr_g-dr@QNIfd*flvV_?7vNg_
z<6!4iK@e^TDd}RT+}g0L74zInL^vp-6*{t0CZ?l9f=qL;k$=c;d(3P(<2>a6;mUW#
zpcj@m!^mnGMsQ^nD|(4n%hTt4)oP!BXW8BQR<irF&&>myTUB}ao8}+|&itHH*lf5s
z7`fmV5)#T7!^Ok&Q)M~x&#A?2n2hxEq@BrLA_;ImAvZ#*_|dc0QZXkYyolXvPbRb!
z<TD|2{rs?F-3hUsdi+%ARmq3haB0Z7jE#*m#<}Q-@6u_H!&+K4b($e9HS+9yHk<rd
z#F92vbPoWa+9w7viq0G5G|qdS3G0)f$JB40ZGE2VF76-GJgh77Boku)Fv{#Ss81io
z9U7sFdTw^f&E(ysnZYh6&#@_)fcW<<;Y_|Ys5)*%P;nxHCD^lcHq~I6Vf<9z+S3e~
z{{WNyJj)hEgpY&s^dY3fP01rdvh1m}SFS^k>mOD)-Um@X9m8s0hvk`2{gTa-<~0|+
z(-E(H5|0;ntFtb8y284s^O|sb&hng_FdDR~>R8Mw!M?DvT$cwu*X_dr!b-Y@I1eN(
zfn1@h=Ar@_b<yw4W|_Znm%yB1B~?0&O<?c@tJZBiR<_wS35l2&kccU2N;$c!alB@_
z`pv-{{Z0Q3!&ilM=^v)2s;a6l(>2xAi<>=exe1NkrinpWq7q*$$Bs5Temg<L%;gk|
za>3y)+7or18*RTQ3=`u!dV_aJ*Q`%A2Fs`BW@i!TG=_24DFjnLmf=)3R1%2!A14&P
zuCe(HV*D?`>P7jb3~dp3jX;vwz()&_-ox@f;3Z^*2BS-~!69%*9ljn|Gig~kG_Qtg
z%}QA^ns)Rcykf-qVDEmBBK9+w&q(e5l?cKCjg`YsThkU;A16^NC@MC$wq~fFDaxpM
zJ+vaz+g{`pgt=TQ=kN#1b!#|TNz0f6LX!gx5}F~ItFaKqLE)?R{%7L%PSZN~E*Kl;
zEj&E9ff@|)XoUlHhH1JXlj30Jiw`m(N`U@lR@LFI;H#B5=II-URJK#{k*Royqs@q<
zvI;M1PPHJZ5fH2SmHY9mo?+gSO>K`~iYJcqnE_ORWQqT=W-P}LvjC@gS!lJ_6<#^J
z8gc^FA16r9tb?oks_DNH!aw?ite?z<n~emLS42l0?MUkL*Jhaozi+H`vK%H0uEg2G
zYq)JnZu$S^{!f0}oo_nxeGtZ+^L>GEf$QxUpD~)=Exmgp9K;j`nmEVF;<g*HR11|i
zEFhbA((D%r*tn2=468o@*Efemqw2*zQf-O76Zz}<nZv$b=z;2rYL^=+SjY*)#Kat@
zopJ(rPuI{_wgXS|*s7MlBRnn4^^PfpEN3EQxQYW>+e)l8N&CE@pH6ES_WN`NW36b;
zTSTJ4$i2bl_ijBzfC1E5oqGmuR5)5$DN*wo*v^E~V`FZD%hv^0uK^iam1*=?;||2d
zK2=$HyD<J;PXJ(4uYC5KI8E#-r#WE1RULk4?+dx+9dOM=F)f?>H%HAd5dB;5brnwj
zh~ke(E*qk^aS`C~)9q`!b8u$gDa|o-I4;dxz^hrX_!RO6GJ*iGz)&1z=6vpnhDbms
zERjp7RbNEMIWxOJ1@SvV>`DIkW`eJ&>s<6bon5LHYcn$-sbkCEj0`WYax`u1hllL8
zzd$^))EulE=Pdnp$ISzWA$vLmfIU^bk5QjIU-t7juy<-zP8>csSXZZ6zlX~Iz=VLA
z;A^v4BWXeZ@a+g1*Ho2OJ`Lji&a?%IwDk15T3T9&JbUMWVBYUcj6Ock@vu0UQLNX@
z@17ey`TS%g0W!yiOI0yJR{Sjpda}K$%nG;8-r|Gdcs!UBu$Tmz4P__(^b5FRjd2k+
zcWp~f??%;3wuxu;g%2uz%$~ty(@kY1HRkGQb2_*<RZ;ygt7~YOCmh9{26dQ?pDXq@
z1EsLp=lFCVOD}s)$wv)Lot4(O)6GW(B8_F{_YZlKl6X{6No_;*y{8v&*gro#ZHG9d
z!OW$w#rYSC4^2S20mhw5H*B$CfU_ADxxWmbT<z0)MK&E5CvbQfZd;J$GJ(-P>S-si
zhXgmTgRfp6mz=RuaN`w)$g{sWUhnS&HrE3n4CsMb(~a3$7BFw-6A}_4Z|Stqbm!Zy
zm1k=J3JIQ)(hwtnBE~iLnCAg)fJ@AqYlcuvZfh2Ts#z%{eyl!oN?t!6pv;};@RT`o
zJ&u@`6DnLI2}-$>694~#hldxKfv@cSbKScDwfR+5vHHixC9$c09;p+G?-iOQQ9O6I
zLUQ_6#f4v4U#Zno>XR&FMa^3XrVv#|8$4$`Bn%=VE)Fq^ccFQ#kgC|F)}dnK;`9Ma
zhQ;M-zsum{<iynIdb$Nu>2|f51HL}R3pjgDKXpP(_FU#$Qf)OF0~Jhj)h<Ne>NpR~
zY%$0i>M<^}&<!zz0n>yAOd)S`8Yk1ZZ&znnPfT#{;ve`%y^D#-GCc+}Anq-;@m9I#
zgAfPd*|e2DfJdS19VeT^ijs?8Ada~^ckXPA7ZW<}%>@1>YTm_Xw{IFNWLo|P4D^Vj
zqob_g>pv3qhjWn5_GW{DufM_qI08#ehRIJgB_!ZEIXNQ|)X<(!0jJ-n1Px+N8#CY~
zG}&tT?d?CQ#YRS^ueqIUq@h}_t*y08Ppjj120(UC!3N7#BMmtIME~DRe%ZDk|B^Ks
zksdvgm->|SYw(Q}Lq1`J4B^er-&1dfcOD{gyPo7G5I)y|`fM@n2fh*M9xN;gGxKN1
z0ms1I$Ay2{`e??LemL>5t>Vj)t-%+9oNBk+0W40=NvztUukSrYasewg&q0-q$?}{j
zS~@yu6Y7NSYB*p{Fm;=Zs|lN}U7ie1KbVjfDdA><W%;V=1MBMcq^nbNQcFe#IWj8B
z>@?QecW1}k!F^Q&^35+h{3n)^Wn^G=3dhjhz`UHStGM~r4|iYO;G<Vula*;sIa0|Z
zF2E!q(c4p_H+&@b_-{jgW~}-rNpW%c<KHLWgp~i5HlI>a$@Q#Oby($qLe)*XHMIl8
z0a+OtC@{P2u;({tG4)CIGvz#R{O|Ldk9Bs6Sp2Z~jn53Io1U$5wquZSg-*PY<^JjN
zv(=9HQlcube{f*UgnbTEs#-lKTqUZRh+dxsTo)rVUG05>KaKeT|HGKyRi}aZ)0j`P
zd5{N$&B~qOx$_6r+C2_2^T%J93tE3!^t<Zt=3kx%D0@!&lT?!hARe}N9q1{Bl~;=}
zc7#9Q8IW^<YFBADRw`6`n<n5tM(YX2!b@LY9;rb;N6tVaaRti#bHM*p?5rhPDZzZU
zUTkp<CuVVuhj07x?h&OhF%P_+=ZYT<i;9uHn_5c#ov*Z1BArTioNvdPjnS51l{-~|
zXWbOc&UKicB`0Y5KGIh6I_ft4nlvDtg=%*%_AB($l$ttv><TFu2D+5XFJ05#b-lox
zBUL~7<pg|1%rf};8Kn=Qm4P)~iT)4NoSuZWJF7b}*NDI_4|DkEf0Mdq2tHV60W22%
zI1-Ar641$hWT6Ci>1#uO+Z*9F|AH_d_C?4H9;UeB=?`!%rkMA2yby&kB40btJ7&v7
zzXr_k*?@1K%IlXa7wL*0C{-llZZyMMBDrhxtnsmOzeecjbs6OoFn|yM3|xmjMes3{
z{HWaGX!TOS)C>^zd%zSf06A0MV#8_HA<oo4POG`4Ef9^~VN2n3GGIEFLu|V4Q+1D#
z&C|eRVjK3p5XNf{$8{NabHX6+vX>IBMl=nRa%keqL9DfN?0i46TYG~zb-u#x2kUJ%
zn|wW9mZYIOb!Ss%hrlYi97vHO)BH{@>bw<+XT%Zy9hEUj#QQ4pQ>I=HT;iL#i-oaf
z2vH5#SeyCI#OFprL0cNjrd8f^HGgH!_J(<l6mOr-U=-|?;OoBqd-yhB)DY%;&aF6M
zOMkM=AZG^TtZGLpbQ9Xl$|!1x;|Uw>N_UE7`tW8;;hWo_ROTymy{T2Mh272QeQDal
zN<<kmF#4=ivLE6t_f<nH%3!%vy!J^`r-^1(d5c4ejvzH@y>|goAWsh9s&DH)QIp<V
zS+4MZ4r#R>$FwS1lhteD|A-X0GcLPH?&$y1+j+-h`Ty-dNw!2NJF8(OWMqV7X74>h
zNLRACWF(_Pc9|u6l}&a=B4m$?OLp0^v+mca&-eSi|G4k_uixYM-{+q$*XKIV^L@VG
z$LlzrhmO{J)B^&Zg>+Q74YFHFTMy&B*ics<8r+D9I?Y^<!L`>2v)revGe-s5SCdx7
z!~6w#^}et2&V)VZdqF|*q$5{#nkCUEFe_%}!(&y?%5{7qZIAZYe$*83=b~WMdEMGI
zx+lXf7HupxP1>8Tvd3@Bv8BDubT931+b|vB%d<T190*x=8~M0aYCZR^M<n-Yp8NMG
zj$U^YH`%up%E>YQ-~^|JSF~i-G*i7Ug72Ng(ma+@khHr$iT-q30RA5{?2^ni$NM)0
zkLG#39M`Mt9Y+<WP8u7dbp4T=wR^bMR6p`%n;l)}(kRhW(UO2=WOKy)zNA95hj`}~
zr{|9u`@Q<Xb_Q^xnvdFZ7S5>gB$6_0xKbT|U*jb&)SZje4{|OL@4h3x*+_I8B_U}k
zz@6GFQ@{Ipsd2yGcLK!lXF_o+GNqJ)gbQiq#WKiE_S0_s1D8VJXc6z?0BsE>uparh
zX&2;!Nj?v5Cp|3`XHi$TYTQ_Ho5*mZh)6b7^d^La<gg1@ooia=73%B*%Ht>|EaI+h
z_`9AHp@avkDUzE3DRKBuFbSbAOilb!%9!}8?i+xG?)U}~9oc@FF8DsdXoQo<_`Saw
z74iYECib0gdxjbdU8Ww#`jElXeKE7*q#ODp&KaLtJP&rNj2I=|nxx}}<c`puM5Lj=
ztb(9SJ7`p_d8d%wGX%K|IC*h{d_1<VjXFL|q!pj;-3)T<R%$PF4-yf<bs5CGd5df&
zor_o8beDCnR0p~d$!z~L(<4OgEws0HsV??QFYZxA8mGiTyIRvTd}c7Vme<rVo<SFV
zooH;;mqOVb?{K=m)~+jYu6|wdIJ%d1DR;uUcsMaLH&tQ!@8q{;_!ORg=E1mfPEHOO
z^>K354Ah^+QLi*4QeDZ()Q7_XW2G>T?q;}ORn<XMsKH$n|M4!@xoAa%Q)6{S_U2hQ
z1EnyE4Q5kF-u%o9>^;6`n+t=6iXPxmP-ehT5ic`_b>`znfLR&_5zi$%jGm=6ZlN>^
z<FVG#$5+*2oJzaj9Y!|u>kh1<!ZGV}m*Hogyv0`6=e8YQZyDz->syY0gQ=}~hF@or
zi8wOR^&BE#gvu(&Ma1epU%iDg>dqw1BS3yycqhkdW7``U%2ViqOb>4m>28Dso-+TY
zBo-WTWcd7o(spV^b<uFRtyK*J>G1>j)LUs9V^}xPcX*e6#H94Q-dW@~-ak0t{(xR!
zHbs0E-|8%b+r+iibVBByjE1Urach#9TWJe!x=J0J@SH!cG#z}2aAs2_o$#1?6~8u`
zfBaqcw))wyZ1q1XuA$w=MeLL(z?OUOTy!?a#0wJxKd=Zqq?UX2Z<n@&Ciah@?7@*!
z-T4xd)j;icxbnf2%;J7l$`jyFY@&>FkpUG)qv-jynO<(;qh~Wa_m-rhb#Iu40^33_
zqUORgy=s1$8Jijy+JC&RjN2%1Ekh0bXOI+fB3nKQgS;P41+%ZJH2<Whpjym*tZmHC
ze3~0w(|O;g599b(*V=xw`jf^`d%2Fds<b6B1oubYHByr9*piZXzjB3x;HPfeSt@$F
ztsd_CMGu4TPdt6^k?uZ=VL1PLkwR>9({-`yYAROcIEDQZcJX(fTtVjM-nC9?rGehL
zXH<a$nx~+m5;iRRh;Y9~T${f+prLTSh20}JlAnmrtsh4)X)v7%5lP^nq_r{`_#fjW
zU3*n7+1u(ITHKLmsXkR|dJM=_s;=(LBkY}*kN2lL{bllxltbZT6!q+(>xsI>&ibCQ
zH+Dp4HX2g)N*nrdM^ZJLm=XrE|AiV^X$kB{S8!;19}?RioqLIMkA&G#o$MZ!Id<e}
zPUa(>iK9yq%XD=9?VhqzJ<009Bm*|1D$)cZ81r$_GNSsfGhxoH<cT)N@o_c|4sdA1
zWqP}xICNCd%}e&gu^#VZdS6u*7*s_Eqbuz~f0?7=Q-j|OLbr99>bKi<-WVIT9}iQf
zo^NqqIEOXSkJ{PgopW{eoa<7D=rcKuoW&8(JY#kSyrH;8JkKEq7&vC@dHtw}4`5WN
z18eI*oBComM{A^|DTQ?2mqEjxM_hGUE*Vv+sFLAkM_Od9x<B?wFs2;$EH~P5eU;2k
zv7K9e%J@l~^SOjGvlf^Lv|vpU+XXOcnYn+tMzV6QAmb;wq)E87f7x+xK!U2j|Hd~H
zb^g_Q?m1`Q@JzuVxQxgT522N;>ZG%oD!)&+MWcV7zmcwM_O;V_KR)r<H~;Hgqlp<D
z$cgIdlmT3<*z-dY=L)$G^ks%_-^U<crWMV?2dbyH(r8$|f6;VFV?BZ~t_2ZHd(H#d
ztly3NORt7w$B%{z>syA=+B)Vkc4V+XKO5h&wgi1ra6VX>>4SLMK%7Z)<kfe&ATirf
z`X@X1pIz)q#)SI){q7HgbL{9$_C3P?aCMq~zrgW*5bhWV#M_>{Fu-SY*M|ug)MvA$
z!zn$VAHo9+!Ugdm#YF9^ja!y>*IyYlEO$%&q!>O)Xh)>ceqQY^f#aRo4>!}6Z9tcE
z+zS>ielg_?k4A6(>w)H^yF#7WZnm;iV4N_wv<v&gt7+%zShMiQ!{e=t`w7uIr*bxk
z7!2`pc89L{wAVWHB2b!&=iYPFaZ}ZB^31G|4*kHh=2LL{ugnw?7iS|>qYv`kMOM~E
z_J=GweTI=LXCCkt`f}UH%~0uHmU}c<h+Y&k@E!ZLd$k}VEtTkI*lg~vd(sCr<aE?;
z?FcQU544mml;t~)ev*&#Gj<JWA7?BbsrH^sWQw=#E{uwj3z0h5xH=|MAeR$zM+jCH
zGSZ$(`{N>O6L#0L@^bFXuUWt}!ravQqQ-UNLf&F|_N-2xtGYttiIYYTM4}B>B-k$-
zQfSM8Ip5_KFU!;Ey6`^_lqdYKt76UMZk_)u1Vh_lC1`ZC9{>Co%{Vv7nQL!!V2{EF
zNC4MnH<y}bz9<gUH#|)tw%#CRJ6@|gk00Ky6;Lv&0X`S?Y}>Hu*sKZ}eH+xBck#5+
zze^R{XdTJy6J;f}6Nc{CQOelcQOoStB<6g%j`&$#7GuggtQ$2=QF5iE6(zdS&s{h+
z8_(Zrfj7z{$Yp3-3~W?u(06d=?<Sf)xAaJt=e?}i&QIK~#ar8Zk<2V}oI(8pex=hr
z;*BsuL`jtCd`3PghA!PDVBEP^{9M)K_jmcY4#)W83?d998zF<<!4qip=td1LTFl=5
z44rhM<gZY4Uf9#ir9pC!6}22v(Xr^j%4RCNKFT-q6oXe!cw+){3M1HuOPy5;QwKiD
z)MS_Ym2mCvRVB@@i_f_@>;GK?{)Iotyxk&r!ve=k=%b2)2bD&VU3|p0g41K`ch8SR
zUKvv+T<)czJ2NO6K;!BV+C66Q-t<A%NS*jwhhq*%s8<7``h%emNuZqCneIb2T;G9j
z3&GDWT96@}!^w0sjl*bSayu_2kPY;aC_a&KJU#wRxgmj5gPi(DXfA$9bEu4kHkY~6
zKb{d?E$yjf54ytTTVZXxLQc{?F&(~%w0{$u5J-gVxCJCOgZno-dGqUGV5V2i%An+C
zlas+BbrpyA=Ll_7VA&VQ33c?mX__~<NjvZ0P-B%h9wdSB$4dyS2kRFT_Qp=YIh_K<
zT3m}0!$R?|KQE6}L3Y#id}Q>WB9m_S-A}bct6kl%y)}Ijd#@O6p4<136Mcxjc{Z;4
zlLl$HTiN$A$Rw2&V0)&v->kS^p6luzBjraeW<G=cMdAQXBA?~yk#f`-Q&Uqx>qQ7M
z(iypdFZDd1#VKhSnSKG!jh~tYssx2Rk+rj_%Mm#lW^2(-e75&*o^tmxo9jj^yK|mJ
zG@cm&wg6$?>lP8tJFthrwL9F+^_tobpzKvYOXGZEt}7+{ie|<S(7&31s?=TOh64Nl
z9V_M!;Slbd__OfgOHaB|q35Pui35h3#@P967`@2kYEe{6HyEB3XKrP=9U!AWTiuQN
zHn~pSu(!@6`qlglG&LnBReg$a@zMqFHusHqymK&ALS=96+3xYZeBvmAHK;V@_Ihk2
z^l}B$()YNMMdbqSWx*$rcP0Rj^kHd+U1iLBdn`zf$$O&&qpPi*9e->12@F|Px(8HL
z*x1?e932<aXD(;CO${ZezqO-cQ&D?`4d8$HGl<baW$~VLeiHsjnaf6O{I2czV*PJ%
z!8+9ovOm|_KTSj?tA7tgbGH0T*UGstSdTb9l$J~^FZ1vK*b>j6EKid9ZC;*oh#{Pi
z+4+lS@s+d6i~9*`Z+ehptE^tpI<UcM$H&u>N<z>3R==3Q=@BFo<hkJe)141{;2;ST
zGWGs%FV^RlCJKJ<E2P>mBuTbs_<aS2fS`N6VaiY}?>fXP?D`}aJ*Llse<J0_?Ex!r
zUAzYJ4^u1<bN^SZ%dlS*G4TsV0`y5^-TTi*1Hkpv0asTRGr#t)NNe9mk?d?iONy=e
zeqxZK)c&J%`A6%<e#ON6<KNfYtoVIw-=C!YKkfTsAK7I6`vRB$9c4}44{k1ujn@%D
zb&GLvk$@05|Bqo~xLlo|^X~6Sqjrh(Z!lES9d}tAQWwD<TLo}WlhlLErDkA|gS7xI
zS_BXYYomr#^pjt|&YG1)RhAX~58>4l|1G>K74sDWou&fRfGW=}ixRs0KRfp!lAYdm
zFIx41Dz^R~dF#{#O3i`~iMed=sjA3pW||ubqN%-Jc|XVYG&+BOD>WaltD}>%d2c)r
zd%ZRzaS&X<ebsqY9_!Yd8f-Po(-2&h!q&^mTq$NAG%9$;6;<@S#l-<0U&s|`Z>ec%
zrESDcwK<;3wxvNF`;aP^laj*O-{0@6r1LDd?Y%Rcfkyr0t|KngXJTS1&HrgJl(#QI
zQd8x!kkP66VC`N_^XX=5U{}$$drNUNT9eiQ`?vqzC|wiqoaiQ4T>dB0L~z8#i#v;3
zhZQSNONSoi(TDq#GANZXw4@a<u5Le;oDr8Uivz>PG0RDaWxKw2jP*8Z_|jk8la24Y
zZIHW)YWA(;_ZTm3f2MG^>@V{c)=+y!@xd%_B;i@#=x@s8UT*`hiFfN3-QqV+DkR)^
z?HW!%NT|N81epUy=50IHjl~BC1XKD}*&JqkI(+e9g*FFLN@+V77tFa#Ypb^|c9S3N
zcKNIVl32AF@3~`tkdfG5#p^4FnY6s|^w!Q++rduPc9ojGgUsGFpMH<DN+*1ZRJzFI
z^pDjPc<C{%yxD53ThlSox#yH&_||&$vSy>W^>p0D_qXo+xuQAsH05Q}3>m0D-NuHn
zwh=TXS!^&TwU$q+J(|o`%73oDaF2O?@=eNfFyEVq_=3;m;rCt2=?)nV3q}oM4pdrz
z=S_YMdrnrO4HV6DaEEHJzBJmKrA4Fn$eRNDS5EaHYxP5udju`gjw6bk(d!%x@0$2D
zQ`)Z<dX3`*1jyxB*<H=Q-Mtc){Bq49&oG7GO_Yt-rt0GfFn{}oo%Orgu-CeyL$I}N
zH(Si6^6P}6OQG;-rC6>8@UHb=&%PS7>$Or--msK5umbQ(Aq1Y&Uvevv&K3(%Ds9Al
z!MjWwNH?1&1q1kkq#6Sezomr>rmvB`<aV}ZdaL`0{<E3ZD_3<{r?avv=qv4Vvfs3G
zXWue$^vI8L^R)XMPW!ZJ0Ro3CLtVrmY7wlhYos)utm)2qc80}Zhei4jfA_6}lFyF&
z<5OoK#N?mm`$oVv^6@kq+5AkLsm{`B)FoA&aiuO3TaH*gi3zxxyvYF2`j#N1+AMf}
zX%mpel#UX#^KWHft)#fH_yQS^(qR>~EYG~46kgf7_|sh@>YM|nP){92c$YkL`H>1=
z*lf(CUb4Wu*a0-Wh#gF*f(o*CJS$nhe<7BtO}29{y=AHjud~lO>i$1hzsGwpsh&y}
z_<CKx?%9X9KV27x6KOJ?PXNr;fJ%T@B}v$cf_e8J3D3-wa6<re#0;X^>iL{pm7(zI
zvuJ2ppf`E)*i&VBT4oWhCnJkLTDv1<Lw+>L#CO43$!XQB-|MwO!qb8>?oziNT%FHk
z8pSUjF;~fNDoRFb`h(_sIXCa2GpUjLTOotCb3dNO9-0u4uHI4dLG_o|^?m#5<GAI&
zZ%1DqXgA4rBlK6#M*S~Qzt=eHCqx;4ePgZp01-*qBI5SGtcz7)R9QxT<D+h2v=3E~
zt&r}Z;pFVJ6^lsCt$wcd65e8hpvTW0b25ub3>iRHgmcfPsa@8L&%%#*j(!+B_cvWt
zF?M?CnEwJ>AYDs!6Ur=tiz%spzPCHc3oi4V7?0`oe0NLfI&1Im6g96t#Wsqt4<*Nj
zGsvwMDrH#W3A<NUG&mUSxThLd)Xks2DE=K&N^(nCNwO(mhcl=P)B8(fmx9J0*$98-
zl+7yVWbL@m&#}?iU#v5+=kVnkoQ9Pdv2d6%OI$NyxuUjZLt~DK5MyKLY%D7gTa<5?
zdxFd7p`jT^J}liF<@%f;?|}DidFPhK#LHt#F9>>U)zMA8Kxn(}Jrek%Q0dcTHp=zK
zu<Xr#v=W^IMsb@$A)!ce!Odo6TOqOLPtRKzX})t>p#Dis6;PlqB_C|(7tqR#Xc4()
zW!SV`WQ-~$x-EahS-QqJNdcS^OMX*&(ay><L}<?nCI`b_F9j>@(&t^2HmY`;We3ZP
zR57{-=Eh8_Zs13i?z++N^DM*5We0z9rtZ%(2@W1B2=Ow2{4upW<(SXmsFKLZ9!sZ|
zKZ=P$qo>`z+9?@PJ8o@RQx6DC&<c9Vt%LX57}a(zyI-@@B*ARsCE=Y+9lzC$M-DdO
zKS{lCifKOD;&gXXV^aD1FozFR+Z$t0dD0$Mf`~7yW!quO_kHASk;B*Y@?AAD#7>$a
zQ`xr0nZ0A#Vd7gJMEg$KZX?ZFm0sdP<>#xNj4O~Uukj5jYptKW{zLd3_7k&8!@-=}
z=XJ@Y2BjC<KYC2mSBru*f7oqPI9jA_J6N<i<_)LhA1Xbp@k|oW?zX3VX~HMiX%h7D
zgwo*hZ*2Y<WTwg-QUzQb(qDLDHXcQar0ctZjTKMS@`h!5l3TD!_a0!zBa1)6=var%
zCP$rro<+hqu9dkzBJ+cC;l*HkDuOe_H@!9+y#7*7$tftLfmh?&dQER|ldLhpzIb&$
z@*X64NP|9KUo&|ON2wQO49&bZ`9DsWh0PZlmdia{c}-3dW*;KO@cDb4aTaacO95ll
zq`~(Qa4R)6sUh$;pUStKwb&Y!{%ai|ni+QfGINdKa^V$ur5&&m88*4+AXm5~e@Hmq
zTuM}*)p_=Oe>&CaG8CcY%AcT{tf7Mm6+DPX0T7d+jfCnbZUt;9<#rNNxDS{7XK=4f
zev)#SSm`j#7hhpF_S$X~GVEC${?j;wzFfX_)3%0TgpY*AExaj<=j?q<&p0%Y5LLS^
z;I1eJkoSBu5@$Y*Dj3SNz_AK=RVC-R5iom4^l=_GF7(0z(Z|DtW>`HGx>)$U8bt$<
zjc7%dp}pV(ri;_z$dLztk#g{Bm6dVV_#BCfGM?!i_ZN!GH2eI+m0)WfY}W>AMkXO}
z{4iTa;lD~$*Q=_AY?IMgUA|%+t4!|Mz50KCb~OV}i!)*naw=YG_bP9oQ`)|AX=ce(
z^V&=*k2Ot4x<Wg5gI6xuk0_U*SGpSSVt2i~eth0B8@-;BtJwQ_G<7Rz`=Pg4<W&nI
zU}YjmAqPy)x!v!wN&Pmqr+M-(WnU8!&mNX_-*}OKes@%(x{^g!#0TV)HLzn^bV%~l
zlO~OIS2++QN#Y}S!ZE;ivFX_u%UOoS7bVpi`*7HTbd%=7og$(4C&2FmUW4%ZR_yf(
z8KqGP7P2|^+t(zSF4_<tGwTp09iggft&bY&z+taB#dWIRbj#v4T3DjO<zu#$6CN1@
zZ;O)TN`rrgoY~&kT2u-5cJd%0?nwE5<Dcp{Ve0w(F11I<z5UU9&lS#;+~yeFO;qmT
zhtUM>l}DCof#5Dg#KFX)&)3nF*)6+KCe`DkUSzW>j9MSobyKiSwQ4ADGb$23JS3Qr
zJLLM{wPaw+GjkWk8?{4^&TpHNqYQ=<BOn;^ZC4Nv#WNn1`a53u>qOG$)z#Ohs4#A#
z?!1m%eSbN=A9Z7Hyu)_h$3)Vo(bsp~px3zjW|`hpXJ&2BbwOR(v_!L6o=6;X3dw#w
zQbF(N|GK+~zxfxv3&%lKxI?TScs&TeEVkC~N-t{SFSu6>W0ffedWK<Fwllr8!(lG?
zkNeON!x6iF182%pHpvlXf>oj?h7SReL38Mn3xY|EEp)ixH1HFLt1(7Drh1Y{tc;m(
z%EUA~QPPyxO}X+Tf2^1QMcj7SLyfC6|NLuYEu1`2aDn{&p-<h?<=;y76c-G$D|IKC
z(w}~j3&GdM59j=IdnzvIPWEegP}d<Q1K|?NYkbeZV*%(%hbx%n-W#XZ&idKidxa{e
zZzg?eX^t1!OT0St*#QzQ74bBrhk~{Ekf#uAKlJ$fn;pBva-P3uQA61emkFRu_}_A{
zf6H7rBjt8)I*R7WNT`y@fwqXx6BEXqr(Zyizkg#+^+!z;KvWQHu=2#J`9h1-8=Os7
zvivXG4)5=Lgh!ditB3e4r@cmz<5$kQ$x_p;)YP`XZe!Nf^=K!@!K|>=tq0gIWUyEH
z`ym7u$x^k6nG#dT-%0p@B-^gS7>=%`LXt$$c`UcV>iCWD;F`_k37CT=7>h~EGyFrH
z`X`rmOr1)STZs9pk65t~Q_*H0G5O*g9)qX{x^C&Uq6;glCjrIO<-4_85|YP<$uPfT
zXAIE(juUzqkCIq*9tsx2w-wbyDS6@qx^sFaSC)6oaF-A7zkhs)NWL~;Ff7*Hat?M<
zLXtCvOvfOrtgK)FSt*T_IiIeya>w7?t<lC;)7K`|P5U$w7*3(-IPs!=Z9UA{{ZrM%
z;rdPUZd}%DAN?G?mT=$=^UM>$Hd_$+`T4;@U^r05yFwZI@dQfn)W{i3ctby&zJ2X&
zKD1a8m%V$Nrx7~5w{$RP)+TEV?#iLWCx0KmV;b~7?63BbGB%0iYiS&&KQNrzjoPpx
zenuYNA>Ak1tRC|8Q&Vv+jd5<IGSX=xmcM_SNP}}1xs2vu20^~TNEwQ@hYZWOJmh>0
zM5Te3Aq$Jy#!YKpRtiOmODr{Se3GwIlqdH}rI+y$W0kUw4YM$1ON+kNbB?Qes;SiX
z0$#fNqr=(wKAtzS1R%dJ2yHaO2=wjUV93I;1_+!b!;@16$U*$svjm%EMGi_fueyZj
zb*^ZE&?g)t!=9uGS>&8}G<#=P2PwQ9xfm}*`I`C6DHu0;5pE)k6WB7jx#>t~qQpfg
zG0W5p0q-2m^^ziwrS-l-;|UVvaFtm%=4brH?hfZKuoBv|Y~T9unp~K!I!+A;WIN|L
zGG4{!j9(_`B-wN|$!8B#d0jrs3@csWn?(s7--L1F7s%GS(=@n_CgUjk67{I~=#?Z%
zzrRjrQW&_r4tCD?*?Z%5=ov1;m~^@PlyXbWZ154~WMEYXnWRfeuV#*i%8X1L5>Iwt
z_hsE8Pi6fF|E8coxWAux39I0iRqkZ(E%4#gl!;+T-si_g;DqHh#mKS0EECe0+L?Xs
zz2kgf9<4jTmd1!-r8r}n=nEm@M~G7t;&<!oXX)u*0)Y7x-teVniUeP<Esw8M*D$)k
zVXJ&Vz2S-bLEw|CNo|PHtP_QAwsN~uQ)29;dKYhFkUiPeIn=ExHMHZP+PCV$x^`io
zlc1hbcF@;f;J1DYXYSSi*tawbj)rYgfG#DKKMv6iE`yR*b1QZm6)CB^k3<|v`Y^kt
zj1)A1UwE>Ao%+3)nxt35TQv+d7RBtOLN!Ujh=~GbT~gYmq^y&T$Em!Xngfi;LxS>I
z#5#^3G5$Ax1?zk4rY^WWz*oUoj`idO`6d7`V7az{=_2F3X-og$(1oiHBUq9wRxMtz
zh`A$Tz1@ikhFO@6xXH>uW2O82!qWNuMT*hwH4Yd~;3beEn*y{;*CX_!1+y8nXzJHt
zMu<WQbzeTMX19Nuj6N8$xyBv3y1KbWs@r33OpM+e-I94eOQnN3I5~9(TbL0mnLrY$
z6bWynZY}e^{iRFLCWgbyJNK16<7OYmrG)3ohtDZC1)sy-@4mvh!Lxieq%IMo9$Jn$
zfBm;oOjJ3G2qkA!@hf93lRaatkGuu*Oiy$7%4OlL=X^}yVH?MJ64JYQ5{yO&Bkh{Y
zd>`d+u~0^FTIlC0aHG@b5e#&Rply6cOfynbon|ZFQ6T&WiGB}u8+e|m^Iku(Kh@60
zHI@`2tMH{y0N(ohl|Ce37}L_Qb`uiPj*5#l^oNBNrgcq+c`R_#CViB=@WD+hP6rvd
zAo;!dj}BYNcM0JjGt<$bhT-sEI$Zlcz`^IoW`S<7S-{)A@E%mWyQe43=@^9^Ni-~#
zY8dc0UAgmdM}2h<6Me;hbt97Kj>NC?IxC`i8NC-f&C9cxNfyornlm(Ncf2dNxm%*D
z{_aU(Ie0Gt$yGNlvp6ij0QMKw*Am{MV6oc@nxWSSCQrr1$JsY?y$FH7yO0I4BPt8P
zJ<rGpA)7OROHcV|Gz<FL!q}bIl&^n!s*TFO3PX7s=y;6{Pw|&H1Vq+4?j$Y&ww-Ub
z2j@S$nNN{%aX~{vdL<8R>ymfDi|6U(^&Zk)dPVm_=D*rIpNu$G4X_S@WDGgAM+>G$
z233n7ap<%!G=g*L?j_bvrkj4kWZm(e&|L7Z7(d@YX|IT{e_!WaXv{+tIk0uD0(CoA
zIQ(nWrQDTEfX0XWI4i?w0^y6aMzF3yu?$jW)(lBMe;A%yZY>UTq#V~F2Cq*<lf6xI
z`TFf!6Q!!yJJHATqH)KWmG?mc{R5lNgGlKDJ=SL@ke0v0wQwJ1Al+@ASnhrw6k;QV
zghwV5h10?G<AjpATMN*-y~ZL)jvL&)D;58g{g<<M$LF-&ci8{%1&r4meN88$L*D-V
z^UZ<&tbc(4u<XL8K_LXZE|AZ);QM*vB)|>-Eusg`fr#Ew%VWS|>xDc=kaJ`PEd7kf
zC?M>Hn~P2%DiyRax=I%)_f!M9^%N8!vO-Yf$J|^Hu<di4wbDEy-bph-Vh^|yQolw4
zp&_>Zjo+2wdb?ttUg1eFeae87@RN=FozPFgossWYuU=LBCF!|wAHdZKIwnb*1zB13
ztl?s*%k1D~v|~_s8W$To!1bl98duoo5FO*D=80*2I|*o)7Wn3`A|krEPDUNs?Eapq
zm`nEhXx%{@lV$jF4=L#qVGKFYD}Ts<MX%r8nD2ja9TNg<Xc8s~dNAYefY%EIOftYP
z3kXEV3-Lo6m=B-RtaA0?pM{}Hr_A^xP?>@TO}s)4gm52A#?HOfdf69r{{Ra4EFfGd
zudJ*U79z&4q@<MX!@po`WR$m0;V}_$Wcp+`Jx8Dt3|`$_LtLG3=R5#}tLhRO+FH0F
z=zIg1jGFCMcz~dqju|UM?>;Vmk;)Aq<}yh0VSttKfDVYbOK@LZtCBbP4e6z!PLVnK
z;uq$GJOH4?aF>rh{#+z^@JqFfkdouI4u^5X-nu^?vE5uQ^tM3@K^goG1+MxJ9~N|c
z`SJy6G)mA?^cL1%`2(Dyd;?xV!OgsIn_sl`u=PS(4YbYa<o#{mnAUifW?L1v=>_?V
ze-SMa)tI{aeyXq3v1cEBusLWq&GJ?D>I5mgR+<w<oGzC#ylOhSzA=Xs8tenO`{Uyo
zMJQ>B^~AgZOn+{}g?X&%JpygQq)Gl>$F94!SIGzoyM@k{u(pE0zsA-=z<T<69grA%
z+pO^Jp>0CsqOAGDhAf!w$=|lU@ruLD!W7clTE%GrQLXoHr|v@F?L*6rICE}=^);w1
zWRa9)f;1vfc+|F6eUA3V5jU?@8UN%y;ifo$=t}UxD{I#fLgZ5RyMMEJkq#TQhaG*O
ztM?_`w0(lWeOg*$^^|^%-d;SCW)<`W?r&av9PO<_R7g}R?oc%vth+l%KjLZ%g1JOG
zgxb?iwQAa@asqLuVm97h>k_@k@B=cgu~YO=Du89~?d?TSM)3QCb;#{ra2-?)QUilp
zR$2MwaC0{Wp~I^%Wk{Do2S;Xn8fDliRJ%>K;Kh!hjo`(Bd<<dxC)cH%7Vb+O?Qq+<
zX%o9cuV6MdLTJpHk`cWs6=UT)L^D;{YLg+-X$s^a&umoKh@{>aPW0>>gr?~p`3dzK
zfw`z@wr8;Zo@IfPF&;5eu$U!4)+Ax{r~wa&e3r7dunB7QD08IDGzSSVQM5gJtjHRo
z4#r&utB2NUHfc?EgR+bI%VSNot>T7>^`E+wZNuWQ^=Rvn!QCjWn;;A8*k;5Nw+rDY
zeG3zyYi)Fd!2nW|s$ISaOQTRi>-15Aclz)wtWX-2CqiGJC1i<3YozUxd#i@!M>~@~
zUN`$@wazN2)*~Vn?>l47U3nX7DDpXas^vQcLUvz-hHBrfN2(fM@YV)HALug;AzY|&
z1rEmwA%o;}y1M8>$ZXH(;Rl}s;<dH4wu{l{*n9SQJd73A=efCwb&XwOp3lVU@Y`1M
zB`5r@(XvRQvKb54!!_|*5;T19Ag=>V%jwU6gB1#b4FzBMpA2aD99&G*KbhfI$UBZ+
z56y=;%vJU~P?F>Ti@2*qsvuHm^Xuhw^3uYBJ#=ssi*F5CmK7CUFMg4M2bVa1TSDBn
zCv8OQ8o*#H@}VrFZGaaV6)`aG?BFSj^<04#kcPR82X18*UsH;mpsN>Ig*nZCo&Q^<
z%PIZexXZ{={r|E`cbW@cJhvf6pX|LgJYofmDgW|vp;#_`X|UF*1R*8AZ;T0ms^$W#
zJ+d?7{PF?*r+$J%yr5!|s2U1AkLezVCy;U)TaM+*IYus%>hthgyrrQ*0T4BOnAXfI
z5jcv1TSZ!)ANr*H0l$r~HisZF4pS%v2lz{bP=<Cf?afd*iU~>+kPa5;K2g(^4(^3=
z9r)nW04(Rb|DBm??-HLcZ{2>8-RZF4;J38_<eA6sEdgBQL0{XQOR<D^AOQ(U6TEhj
z{WCmhv41F}6UmUmgjW3`V1Q{)Z39_``SN7~z`xJ0BlVqc_-!;y;g3O*3j!)oU;OX?
qfK&&PZ2bSzWBh;rA-xwzxP&$Y9PGAD@zDN!LP1vLc7e2+|9=7Fq};mz

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/robin_synthesised.csv b/modelling/data/abingdon-all/resident/robin_synthesised.csv
new file mode 100644
index 0000000..3255645
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/robin_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,138,0.8346693000000001,159.3066194955352
+2,107,0.6803604,129.85492022125422
+3,110,0.5369292,102.47936010159006
+4,117,0.4021051,76.74656796759402
+5,107,0.3435983,65.57984537997594
+6,55,0.3123154,59.6091297360474
+7,31,0.153586,29.313725162577878
+8,35,0.1806326,34.47589228055855
+9,58,0.2480515,47.34359575199033
+10,59,0.2761317,52.703037792998096
+11,50,0.2931106,55.94366394487974
+12,85,0.4748795,90.63643267187375
diff --git a/modelling/data/abingdon-all/resident/robin_synthesised.png b/modelling/data/abingdon-all/resident/robin_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..94bf6d0f61a4471ee70e804d095ea3e243b81408
GIT binary patch
literal 77423
zcmd42XH-+&_ce-WY!NGhh=S!2R0tplNCy=WMXK}?5JFE-dJ70Dq9WJ;DFT8t>47BF
z07{ckq>}^)N(m*Q2!s*>?~c#!U&grampks4d&XdRhUeszefC~!t~uv=p|7jOv;X9N
zE-o$}?b|mExws&=xVX6I_U;D%^B}j)9sHx{t!d_M<l*S;XXlCFx@YJ8(A~q^-Q~d<
zUxcTZiw8<Z;);~SHSsgf-rf(r6eT5*|9yspho_Tdy`@hFxXQkVx6Qq{xcHB9{&qN}
zb{lf-;NsH0sd3*wnLfP7|9;~}^CJA{(d+waRz(bNetrCMP`|`>=S@w`l2x0c33B0t
zN72CUaNbMlk&&k*&g{J%D^hd5=Em*Y%<bw@y5q5TZ=U{BMPi4fIHk5Ht2p`jPSV5B
ztDh1s#x#!|0r%%@H{VRzn*O`X#kF5B%-}!!N1oSR{CD?p<PBTie|Oaz&Ps8{1#D-2
zA3g#3clYq4y;0o%?nYkQbql-#XS;cdJLBIyu5$<fe|Oo32TTeqGIMe+`jyriTytJc
zxBvEZ-&W^sgGWsQPURb0Eb6w2!QnPJoE&BVD<|d}jz;Zft$gpJrH0Ot%WP@_H57!n
z^vgJ7aI>tT;U;>yORI7!{nh<!-P5rb4Xz`IamGDa_k4&jyz}PTVtwJca}8xKJ>EU{
z<SV=+&z{w2e8q3dAY=Oqt(8_7lmWCkyvn!W`U^-Sy(xxU6K<fqeZ8;alM*|XhoyAX
zI+VS#mF6+pzV#X#>Lyt+ew0U8)k-KvbkG>wzx+XcAsFfUKTDlzRg#;t{RK-NVn$g}
z2ZfY#z-_81qN%~@;20bpy!h<0N&ao8vs822(Jj{e0L7!0L3P~m)N`WMg%}5$+e}vQ
z%Gy|+FH%Kslye#9_%lgP!!-zKgpqG71Qo5e<!}7;zV@#<vraX)^KN2pGXCaLy{n{R
zuFqJ6<DEG1X|hDJrj}M7xZX6miJR`rVp2S0ZR@yRpOkHd{J!ywea)3^SnAkrYYO4g
z-`m0&zAtv)Bc{Wl5)a`U3}R<?YRFdx1@AUcXf5%|yDMF@a-P7tpKo^MwV=H2X(iv@
z$@Zit*2t%y<*C6v!XGf=UoRPDm3#f{(5ix$Jb0$cqRaR&$i`Q$T&XWa-8^yaVH(SB
zys&D{uw1EssgvA7ZY3Y6=pmqkwqqXtYQ;ovuhWFL8FgVh=cuMi18u9+&?0^te~r)M
z7@~w1`p;}p?e40}T#v7-H(dmCelT8|$gAQ#^~R#i`4?exmt)ySk$Z{dkLwj^$zz0n
zV3s%?Q#cwMvOW=?)+hKYp<uO1(4)K-wy@kTPd!zl$KF^OZtpOMUgk;;z4%pJkhF!y
z+AV{hdGBZmVQ);Y(^3!l_Hl6?c^PHErQQ(m=Z7dZbUQ@e+oK`!h}JI6o#rOF3=i?g
zioWzg_tc>2?o8B_LxBZ$Xo<4WO+i)N6O?mr`E!D3f&HA{o+NLYYnVCoNY=GipMpaU
zGX-QE9Rl+EvV&IVBxd`f#o&Z$MZdZHLu#A)+S=M$)@C9K3g$(%Ta`&#KO=(3zLtj@
zFah*=qGYWyWwk1J-E({B(R-15ioYKTzI0;@RQkBdD_>Dnwc$B=_2+B(ksJt=&w({G
zJ5V%GfFGHWj;7a`CyhM(&LeUAlj-^*A!Kt=%dfgmR6?TTUajr?^pIC)pIcGQq%_0R
z6-?SWbmA*X!decCvKg#;>C&abgC@;jFl8xY;$xl6(u(t|bkZ0V^__~W;)%g6O>A$?
zZ(9|A>$ovnRNA3<S8a3QM%>b#jpTsIgz3p6Z78#vl~hQ;PS(m~k_Qui!z4dMICvo}
z2qs8CBH;xVvIE(1eV>j)MJ#KRga7=PTRI{rIIFtUo+#^e<9qGKOr8~t;GmWhyt&wn
z63%<Bl6tSy?uJLu%FF~=QB00M50OrBs_~xgMqR{0Ud+|3+7y_VicnTPc6=GB394G9
zvrY}8SBJ@EF7N-$n03@9ixb9`^ynjl0gh~2THK0eyoB}DN531qk*v9@`AWA`bfLRi
z)$YzjS+UMn<KsS`alO6w{n~43DM3S#JE*kbjg93Vy@Ake7Tk~B)<UiiX;~<#-Ki!R
z#`y5QF<zYb=ht&#<~GY#p2d2rCG-O`FGFymbaq_Hd-X}lIM1Xn*3?FzSI5}xZWZAK
zYxPlc^y!2-`5>mdwcoJMS4(_hUezc0>}1cEBZ0FpdB#26?DmpNkLX?=v|?;3BG=-U
zH>xu)idOaMJXju|gHU;??Okp?7adlHxE>!K-@$bz+<maP{@Cf$$UGJQ!rHBkQ>ROv
zI)(JEUk_KB++6C^TODkT6&v=gLW8xj#l90S!MJ3Q{&c%!|MAQIjvdJX4PKoIGR;PW
z;DGHAuzCwm9X~!n?a$UrJs(Y}4Xw@AiV@mE(@nB;61<yz=!0FQXcqH)v<iE<XLu||
zbt8xN!ASQ}D8HCV+jiwxbIfYgi7VfbF|S@Nxl?d3B5r-PcALS>gVz#7Wo2cD?bWt7
zOS7#iJhwI)nwkRd#9p3|q<9@VA$6vQhQ;l7=Xbm7W<+J3l5_vKeP#AZvSR=03ca*5
z%Wdi1g}WQG6IJG{2~H?tH>)f*97`DroJ?>UDrr9LH*|y{oO9#(K~!y$2SH(&S?M!d
z$p9g&FjROpyKdEi*5H(ij+-kFnyY9w!nzu7tM;3kFo(%lHyU+-{2fpAsAW%vqFDKZ
z0koj}Tdz;1_{{brEVjWX3`mssNGa3>spa0l9DdlBa-^9tQbXy%Ac)@0Bn5%B%KqKv
z=v(>dou?JOTf90HXkUV?^RyO!H})WjZD|@$x*1NPdu-0<tALf*tP^uu9%WT&U%)dq
zHa1M{%QIbFo*j^+3`pcGNiLi!lOwhiS`*wp&U?58QGL2ig=8F~M6X=w@|vrlZK$P&
z4eVznvq8MlQV!kTVwcjtw-t5?6dezvIr=uQla<F5{KziZ6>g8xh!Rz8M!AL;wpE#a
zqfXz2I)BV2?K>v&r7FTAX&3GldJaU;56IzK)|`@F>}BIk#tDBR61I1Xr!}gm_Roe-
zmtU|i+Ka`&v*7k1M`<Z<ftdP*CEre_7U~iHybw*9+Pc>{SM9&eUS)T_T`Z-7G1u9C
z-8NUfUzrL=uNbcm5oYh$T6Zch>G;)faXnQ9$mDUPv_s3`ZGL{1bc)e%mEUTpg08M^
z$1*er?NTb~3UaqsjCoos_i3M*-bXQ%8i*_RCp42ZS0aZb`)BEXnmL3zt?d7^)Zxd`
zPEHUb1S7oLWe3W~PF{5$6;Spsb^;j;#R}WGM>#_)#+SlayenCAm6#S&!(T;;SEt6a
z3M}!Jk3T~$1&93r5m<`o>(ZO^mO`7(PSwSuN2&w1(qbTEd=geu+waN)S6n;6-1>Fs
zW!uLq=Z8!BZ-pV5J$h>E6h!NXOA_jQC&XLs*)E%n#6xJo8Y_E*{Od|X*n!*jN`7<R
zJN5^`6Ce*U_VuQ4+qMxml-ZfC@M%Jty<@&)Ffz6TMX1ZcYJ<S1LJeMeEqdwF4;7sM
z;sbuG)lXtfA(>WfscTYe_C;Qcjr>7;FpF`uPFM>A`oTJgfz>)y>o;$s2a>|jm{anj
z2q>Sq+R4245WV2~e*8$F*l<aw+IIE!^A|;gjn+`BJ9l2r)`B4sIwIa7A+^!S4=-o%
zeb@wnZ8%1xsiX5=l3W0o@)IG&EiD^;9jBG3!U5w){5r^2d`o@jNTu0o`iRsRbpQ^0
zDCn>=)Ro4OClDRCzOS)!OK&WjJ+~&VO1Z9-&em%QqsMFe2U#czt{|uyz_paBxk}<n
z&%&?o!wSwwdz#z#2%cfp?36&)&%19G41<iwSO-w0haLF<jVf{r3s#x~_z2{u$>o)S
zeDksS0mt^l01>?udZ_#Fh8HPgF=`{BD5p)0vkNN>87CyIs)Jk$XJ*7gdeQa6w!3aI
zO6OTtl=V+<*(`bx`>sSqL+OLY{o9Y26)V;<^yZqV9k;0gc44;AFJu~#+%vfDG!O!R
zd`(LKQ&L^d%4>9%aOmcvQ2l|e)3{KX;FXTGCr7!?Ts^`8Odmqov+ylRm^mUF(Zp|C
zLID9ln$2xd@<5aS)Q^_%@VFfamcs$hjqvAu3&cw-L-%GgzBltk8%OvIIzbbJ<&LXU
z_VTRm)L2W8nm&dXKp9RO<$a`8<-73`_f`kZojy(ADDh4CX8oV%?|P(}+5|Kr@p7d&
zqVrhO>uHR(*Rc~SajO$VL*!6-iKv>n$mjW$V0aTu-C2V`4c#6VZX>>g)H2G&imIi1
znqi~kP=eDqG|J*l9e;k?M}sM%PFbLkn{6*9M?5XQOKHA(ObFk3WAxCW$qHJ^(w>oE
z4N8>wnQ3ANRCz?Y8p#UXS`yYnIUGN+f+!#MB*GLzB!X(=y4;%0ZKcHcq;P1Ee@ArS
zGI_H^cqlto;#FaBXKnJXTcwJjbc>T~<OGD;*2ZknRx_j0#4M~UqeMO9w9|k&OXG5O
zQ9{oE{(v*wwx=*a0J6JnzIv%c98L|75h%5IZOtlm9SA=VwGnb)!5U9@+~#xWEpssn
z9hEC>Bi3zDZa;48fKmezNV3f#g9{89^v1H)o?9|is%usN0?sW;SXVmqT<3bMUw?`d
zaWF`V+%{Ft)Jm6R6`r7?btdU<8OS_Z?s$dfz~!l5TU&pKl07PpOM!_1?M{|U5EKp|
z2^vY+S7hXbQ`#G+l8(v9$aPxaQNx(vPax{_59@tWl<f&nsa^XG_4DxBE$7<XQae0Z
z2BIaE1DaKqf8H=xt!)={a@P<`lI&?7xTO-r^hU<NZ7*>~eliU}!wCe8g5oNJlD+wW
z?L1G~Xv?>$A@|i!rYo=X8Vx50$_bASRd~s$Y=PzBw+e<An<OJWwwd^3H;-p1CAh%6
zWT|JevaMyZz0_A~X|lbiB=GkOQQp(&@lZ9i*nLYhGG(N#W0ez<+Gz<1APV-jYrD*c
zPPQd9FR!;o&#$|WG$&&et};|evg27vD8(7t*@Y$75*nxr5J6~#Ur&#14#e9ghbq{4
z!6?6d1Z3R@e{KsXG0J*+bB(gkGfUQ$krL!h#XU=}+KKLLyMb^8ugURQFUwlW@0)}W
zyqnFfemG&)wkgz<TV-wZNkRvYn-_|#oH_}xZmV}n`*-cD&C53Zh1Rn(^Ht{7bc-=d
z=Z=n&D5#{l8s*%JrpcV>7cUfk2Qa9GOa`T@_W8lni4(Jw#RO|FcY-TbA=R3NXzcir
zzlC11?z}!74B>Kk&8eQ(8}M&#`o@s>GwUEq5|vZu{5)RO4e}3ev*$xmb~*G-5Ms6-
z8;tUIM9D+1ZE&AXD3Sa^Drts2v<t4s);)U|yh9MKE^5zqUp#6#Dw4NBx=e54h7xQ`
zRf^{C2I`V!B>!v>=y%H@c=4A0&o}mfRS<+)d}q&d>V##PQ{&6yppc!n=K9Hf6Q}=9
z(#+WhquvIJLC=N~TC!JkkQ(mr4^a8^sK|Ma-)0O|^uU(io7=WFkLa1WpOt!_q?zf-
zQX~wttSRE8-pp@eAypW~_^+l#g*8E|LXQY6Rd~OtskKimw8`Os5G?|>%K=&x45pq$
zvBQo8I-d!2Q<+Z25^Fm1N1njcV@tNgObeIsS{i7f=#@?4J|($4NQC>@GhW@=qKJ)h
zNMo>?4g#yLr%^H+2E#Z&^USH{QsNKKW`atF#s8D27sf_G?;{#jSxtqhzB(vXFXs1H
zk6-nhYwk{sTc?W~Q-kq!koWZGM_KZnA-#K-L9xCu>m0V2Q4>nt5+E(|J?xBv+(kn#
zB7A~<gP}Rcmt~J}=`V2Di*t8u<D5+rQWN$a$a08vaTWXS)VTVwpz_oj;)lsGe48$G
zrh2hSaPCziTDwgBn@p$j`{_Hw1ogJL;i?|=uQvasf|p6gX|kpC(tM1V%<jXm#}DSe
zOGk_6yfbG@hn(&3hq@cVPcsw>UUO5#We7T{)vZJp#$5yY)LhE0J{*G5d`NW0Mk!i$
zQBuT8jlX)eV$Q+_nILMpb$`*8NOQ@1L~-qALa5|M%ncdGIrGPpah9k@p-u;^NHfz-
z;pyh+7xIKNW{z}hdr37uqb7P@R+^w|`?ISfp57s<M3qjNXA%n7`LD&r=$zV??KkwO
zdAdVsUMJo<@fe>}@I<WX(E8%{Lu%zT{8Fzp9<~z+m<z2_V?l?Q1WaD7<djp`ZDIIm
zL7LhjPO81B+fnpQagSFkd8F_=GX-hv#nNa9cj5bjwJjVDPKaDj(3lHi3^9X7uY`pU
z7vd7DC6{_T&O$e9m%Hyuw773?y*_c}ccgvrd?T404@(|qb<WfXGyLHcNAP((y9)`S
zL@ut+oRxGY-E4P840^gVmsILh6$F(a@z-oVsFxG;MTJFb2?aDDWXSQCp@Yh+LtYY(
z-#_}8<}tYbTsUNE`&+_rd&Esgk<wo;%pr&4CE;_O!O&AElt2LAiMIR@zH2SoY`RI2
zjmq(?>S{?iGY;Ws?wEyGx7aol8U1+0e#i@l8dmJF^|dkk*_bj9>e@eht`#6ztMj1^
z1W<wa?BF8WVn0)wwo;S>Ff0oHHJB@RwpsCKtb#&3rwsD$v}3FSR$*3cdp!oaNpkAQ
z(g!i<kku$LB8t`ohMV3I#^Ew}e&K~rh}-{Eb&9KSF;d^PJ27~^UV7DYBVaG2LSg$`
z7kiaDj~QS*F9t+GMO_Z00Pjxvon=^@Bq<|xe?z>NRI4CY@XbC(B@2{8Es%o@@`Rw=
zAue^Pza$kev11vr9=y_Ls-W0}QGnUE3>H_{(Q)b|NJDT8spR<O`z_MP+PTf+a%BUT
zow3ec-_S?!lF@MnlVeF95_xC;tmkSx*}Zjkm5}xsfqQ*gNv`MDWY|jSf!ZNQLvzX+
zH%`H&^II@nHS<oar-nZCDa;(x0BOvh|2;OwPWZCkJ~Ngi`ZGK@0ddP`eniE(KWCnR
zq~PXEcp)7H{^GQ%cKh|Uv6!kTTOu!h9RbU683|z_<*%yBi=T1aVVpG3r<x?E8R4;|
zpG2q&DQj61`eV3Vmp>Q2seEd7onM^bRwAjSD#QG)i88kh>di6OaycO`cx_BMmG2+b
zI2Qp=@;r&B=TNY?=y|T|FWAMs6<$uO9#&1lqMQjR|8NRzGOw1mifX2K@6}=r@nUg1
zxyB{`RtgWij%@JV;(XKfcOD6LxY6i}v1ldCkYuS{nSihoC;&^X)SH^Q-Q})QRvU*1
z%Pi^bD9N<dVLxiF)LQsc+=)o^kFp>Z#<l)hlGl~<aJKkEDb!H8RZSd^0ZvZQBFG{R
zX;)iBkFdAE6}2C63)WcPbf|xzB&lO^;|BVbl(}sOh6J!Vp93z(W27a#^<$~d1L{Ll
zVr%;$=J(s6mbX?iXIg|TC$J;!!knoU!fU|<WWQ*|Cn9IIYzZ6g-&lH>PlHRXVJeXq
zy-juiE;4IkBLF7W%kPfOC$$aAD&#$OAAO(}u<pK#$pVQnaUz5e@CBCF7k$Y!1<f?~
z+XnSUrqXlRdy3hu+;)w?veneS%`)HW*G(-^E3f7&&_#Q=B6T?Y?~!JcIxJn3bq@L6
zrj)o*Qa1vXtRC%@t6BI4Egc%*n{J_3h_AV7oH%yPBNOei)c)#YLS5|Bowd#^ZtEpl
zr(S$QoB(mKO~PJ8w6Og5e*Oa`QFoxa>(b)L%$c_EYPsqmd`@HS)=E)^qdUSX?c2aD
zxm7F2FgIwpnWb>v5TS@J9nZ}YD?R?E^a1+4bse#JhL-dM1ImkpIeYVF-1Q2GTRsoN
zN|~H~x49MX{1TzS&r40ei5vXrapzTX%3ab*0)!Qu=SeH;{Ns6W(C0h;PbE*MDw%d=
zLB(v8)X_sPl!Wq2EW_cRVrreWw$3C>rdkVvR3%_8m(DJZjb9@3FL%1@8dv#Ju&}Bz
z^q)VZ;sK`h9%M@eq)#TPs$WP3S8QhBu&tZy*?MVi9#kT&wZkE&mhJ`FZ*T3^&HZIh
zq7u^leCM}8mDILOCGFU`+ZhnXbMsM4+B><<K>?+%-cZu#pvGP{;y+QMFfM++W%3Pl
zliTga7o?9Paj0xGjHgCO+TnJbm>4SpPQF|r<Jh(kYL1VJTk25igxq%zivyG)Y*<Pi
zdXCJm23^}F(QA9dtEgh~<n~WSU2FiuLy+v^zC!?t8+_TV%CrdGTzpP^P`0kWgeksx
zCh2{NB_1{BVR`ktylA#ZN=I8Ypt2+`Ix(C{0dlhHw!X1Ec4g}0B&XB@P>(G~wrN@3
z|331(z{*3wh>$PFI_JI=?8vV#k+X{UK7owBljk>j*d#9-k+enKW~Yid@hf+>bik70
zyTk9{*5X#GB=_3RcSXQ0O=2N#=pFpjH;lHSz}bSi5&6!kE<S5T6TV2<CwmTcc)l&N
zM<kTTy>+3*Km?G^UZdY!m=#!IDe;}x#`gEh712~yhcY-6L{fi!_#L^4uy$Ej&&0Ft
z-{+C8(4d;S*=G<Lh8LYU2UXtVUXF*zGDa{5kZZ*Z{%ePF(IH4-VsL4N-cAxP7w+dP
zh$ds>H&GGW`4mAWDVSp%v?nw}QbV7$7an6id0aA!we~=--~$pF7H{KcQ_+sW2?S<!
zT>Dhj<lrGgUxJz1AXXvI?UiH?Y0{yccupDjph_j?lO<CXFkQbx+X{_w?Hw9Kajb&U
zQc`=L+x7@z)x##Fc-4i@CWSkO4OrR>q^bliKU~^4$r>75Y2rVCt^4X>5fw%EvP)H{
zI=E3t@;zOm;Dr`o%7uRcDGRb8w1ewx$4)Nwrzho6$=RUb=6ke6ZH<G?zKDs@!!rOc
zyW&1lt<Xa=tMJSWt(C0Z?0)~|&FB^=XUei2e!Sai22>s`;fnpOxMng;M5M{+^L2=x
zl~r<R5?kd#L*#jz)zSJVDM_fxOT&xI#0g^j>P;=JYzhH2T<P7M60$LkVsQ}E7;b}8
zbE`N3{vbNAZT!c3mA<dWcUQN7NHGQ2!JCyd%<9{>*jQ|Whp^k-pim|ryI5@ZeKW>f
zY0?-q5|1?<B`{U<Ytz%yHz|p7$Qe@kBl~E0D3yRNw3b#n^uXS}2U%p8`O*p0>?Boc
zp>>rqNKb!+mjE<$tO^~j^cfCevsODjQ#pbMny#7w80c@?7ADk0S+`0WrvzfNqJ-5(
zYV~}BS%X^w1@PLDo)UX4K-*3FhJ3hWBw{TH`1OlDtNi{twyZ%00NiT7S1=n<Yd98)
zxgjw7Gehf;-km$GM>^M62H>osLj)$K^9F~MJH7o4DtYP=-H(cnN2vt~QE54WD>Eq|
zU{B<{hW_4MLQCW$J-z0}Cj&nW2Pg(H>E3AD0S~yaX@Nzb3{U{Xi;j~%B{50+luh&5
zXtpUR_&NceFD)1VYESCiARra1*nqK)%@~kBCZh9jTV$PCvazfGM+dEK<DUg;9KA4x
z)JGlg3t(4HDUH~SIa^>|CzvYJU*2~kL&sjrcU!|5?A=?e!E{ZiAF`!oBxW8<4VqWk
z_8P2>38VP{I!*<|fOh8EQ1X05&EyWQ>pKNFl`eu5N$AUk?QD?_7Efx3Fpx(LnaPj%
zXAspl7Mq2QD?BGMR8tYz=6r7vg|RTpe#AbK7g^tysMCHeCPBsV6~U}28(~b|%*OqE
zkBB2lT_^6w(*GgG{b-5cq9jMeA?y=Wcm(CV6AXQ;VgK0O;7twLaEaeBNwiYri;LwO
z+)YBf+AwR1MMM#pWH*Vs9hg+{??0q{lE561egIo)HmT_VQV>4vbsv@7P44BRf0T7I
zAt2VqC($I{-El4s33uWyxsYyG`OW(-owCSEuQ`-w*`#TKvG25dwK^D_#<W4c{U<0@
zj{O+>9?@XlR02C(2GoG_(&uC_Q3S6}75q;=Ym92y0Sh9zboGIlpJkk#FSKd=8O+xq
z0S*XaAM+umdC37|qJLSyZP?NPnHqm-)_!TPWm5)1gmNkhSBpqC7s2wRV%zQ!KeSyU
zKE>(CRoR%~@Qq%`a$H~M3<6q7;ys+e(~i%Vs~S;WYLl7U#OB{*DGz!dl>29BgBtOK
z@^w|feD~K+mH<<xdISk`gaAPJPhi@Y6l)zon5zHz)mSWEd(KUeNG}TrXKW}qb)4FM
zLm$H6KB}TClUnOiI#ULu{R-R%hBK^p!j5&5+Y1p)kC$i>dg)tI@ml`i6qjYmFeZzU
z=;BlC)v*;a_4)ab{pUf^fcBHvF1|46XHxBJrpH%nC-;VD=t*Sde%5Mt*6m_8qcr}s
z(jhwaA!~I+HQpDLIWJOz<`nRIliEA?b49uv@SW!Iy#R#Ghje$dTF5(OPDQ(#*&C=N
zM_|@G4dxjam)$q%%dm^C2^o-zDWIZr9X|M1ihddfVh+pH7pF<s@7cw<#+g%6AB4EL
z()O0Fs~{U4ld67Bo+%4Bi`2DD>NyUMtM_xXNUn?D+zsNv#46WJlc=IgzZO<YN#n@i
zZ+1HTkHr1IcK=_g-DP{r*M7em<^k6OTjW3d{I*u&tz(P+`^OXBdK^7^^h0uTeguzT
z_t*cNal)-X-{6y?Pnm6fcyK66`qmL|po`5#{M1N&Dzx#>@=wvv&$jleENf4F*1LWP
zeKc_D{m&c!btu4;ej-})Y)MY}rN|cli-VOuc~wRCa}A60!oUCbd1XI^KR;L9_y4#=
z%ES5hK;7UU^m>2g|D)g!iXpLo-=}-YUwMvi+R(_TXZZXYcm|{U8~<Fs+&X-H-+%l8
z*VO?-j6+hg07-Qbyy{@zzI}jf@m%ef*vkW6^U@vkQGWjHr%!ho=bIV))p-BQT5$dB
z#Y)HalNUrpfL?p{0x!4d?HKT4nz?%K-o3Np@&hU1t5LS@&skj{<Z?C*$1rZ_ON%#Y
zu6<uG8-M+fo?*`SkAeaTtLN_SUR<^Jd6($t?3`t7SJ$u5NEEs3hxI(Y(iCKmwEh?W
zu|{Y(ey6>LXo4sxNS}Fn0RHgfnMYG;de`*~rr%FZId88Z0n0pB$xp9ycE+Fhdsn*-
zKJ!2Ams}Ilxej;SIZfyw`A81FYUA*_U^^4Zy>sX1ltl<v^W_Cat^cxJaP2oA+~Sq>
zn$)S;{6nk+e_$QMG&MCVEOkZl(X$2kULa`4UNX9sc{kn!P_%t`4>-tFsy+66;$~?n
zDnVa?Ab%OiZ5-J;<-17i-@Ae368Oz`F%#rM8=z5i^j)FgJq7>+I~)EL$U&w+p&ViY
zwJ8?}JQCL|fNJmEtn*3H7zkLngQu>IhUc!#^z}5nIOYSC7dN0ooRo7ni{{4seNkX0
z(HnG(N&(Vp;7o4zG9V;f!INFKsrJXQD9O7ykVT`*DJ9?*nB-kK1{p(0pm|sjf-4fQ
zx_I97b(tTjvDRM(vhq(*t5}@@u{CpUMJwvWX8?qG7nJ@TuWIviJ+<3x53JjOE?Dw@
z8L~iq{%c-%n%R~Nyc`k+E&x(Iv!SND1A|B5FsCF3-h+z|?UJr+Ol8DOx`sj@M1us+
z^8)`0c?&4n*B(#?;GqSvVy0igyGz{YZH}PU0$$A(NC`HfY##}czwbBR1%$e+yu!*m
zO1^Y`K(+Y*xhofdBQV5ocON`8g#y1Rx@-1e@iJG%5nNc;(8l<Cy&*QJ2|tb5H$|VG
zorCpU%>Zgrx$Vs6`qFTbkz9k20DV}z{bZW-UD1n|T~hCVO}=0BzIReF*ZX)Plylqt
zb#W?tWZj!i-m|Q*4mu=cIQ_e^w?sqJx~mX(S=2#|j49@5a+RDo6WI>5W8D}P=0^a7
z*fDx3$|T4=DyXR&8yd>T|KV!6#GUc{c>|@f%&g=ADn(yV(L>-%lDvnn*Gn7E9~UIV
zu4Ytt(Keo>C6qA4O!6OgYS~^@|FgqoD5E?1tf4FBH@C3m6`RBbOm8K=cjfpcIn`!S
z8O}qVaeMLOQlM`e_v_>e-5-}yykqWJR2qA*F*jAn{rxh-iI-I6M5gY!7>$rDgn{t@
z<&b?ZKHeZ(_Y)9;)GFqw9)$HQK?u3TzB#RzU%l%X&MRs%0wQ_r*fHxn1nb)XaTIVo
z8bBc_N%H7z4ZAUcb{8_V&l_=S!lS{QglrysX{PV3e<=Qvt45a&iJ6dk_eo{Y>K@M1
zo$}Hz)2p36sfcDA(J<H^!1BgK=)%XCrR*m_&3I%{?O)>BoAX&T#s3_U4KU?bAW!r_
z43XE+j=OnIj%QVso?Qbbm`7gk3*og}k!-rc?n6R!?n1C6je~=$T?Yyod`=-?MaT??
zPW}9>IGbNOG?b02?Q7<)0JKr3??}(t8xiGaP(T?6Fgn}3)Ul#j5m-tlf`DJZZ&>w^
z@`8FL1BAV94ujRN1pF;gNl&og`k>gs57{S}7u$wO)GQmCdgML1XRrV$B!_jf`n7ZR
z_dS<Bd<2}zG{9H`KrZ~eM>tp?Oky7~3S}X%>f=?Q4p_URnRCOlbBu3^35J<>Dp(-Y
zj_1g5q~&Q}%e5cUx<Fm{nqIi<p?5K4#et;u-GD@=3Bgs&_Yf-dSRKJ7hu!v;x(!I2
zJl6p74@e%cWv%~}e~#s=YTvu(Q!ggCA9emD^g&9S(=Ew|H)vkpm_d%q!8H%HWgtBq
zVvUW6x1O9UKw>-_kDHd;Eyt+@E{tjnMDUee1!Cb>jsvUG)(Je!RrH3pyku^>wIatZ
z@k3YcJ~ccK_qY_Y9~Q>ZX;J@7aTIXiwE8kD4=pC2Ys2+NLTu1GIzXT@0diCg&|>)c
zzbr5IO@mtcer*WbyY*7`6tEoq1WIu)z_zDBWm_1+cNjHTY?rme#tTrP8<g*SPjPPx
zan6R%_8+&h?VC}vZ#ob^z5*OUuH!9lr#r+f{Wp@mIvzdZd8IknK9bru(QoOoQd`?b
zR=#jyO~Z?q@pmLrA$j=5%4pyAQZ{|V>~PBom7%juTW1xwH^G`$ms88J=7J%&IcAoj
zF-h=M!@RG5i6rAS8~J1YY@y50hp5ex8+Qy?uR_%SrjT%j>?zYyx$&8gMUDjn{WW`z
z>+nTg<$I`n5_-9*v9V$l2YZ+N=-ykfh?*dKVa3h~@8l$NA?J}@BEo{&u8Um6l(GR_
z-6TIe_*Zy=+|e=+-KSFqZY5jjFLN9w-=0BNI7Tv;b$5dtK~#A?L?ktIYh7p7ZKaro
z9nEJWHSXE3NW(+c5n0+sd{?ofxv$-Mtb)nWc$ZyUTPzP#4@+_KjNO%J;Cj#nxP1DE
z5wDs4GJJa@-mx=<F|*Jt99mvs0gF6vbHDVhLq+H2?fHwMKwu68%hiR+guX;XZ$y{6
z_q277wF8cIsK)xf*Efj{65^c+FrR6XzipWxO6|OU-xYJYa6@-yQ$NfYYA*JNW_2R{
zFATDniuoTH^f|kj)$q>8eOE@wvuD!86pU^ETtnOQo5JmH1ZI6M$}as{GB05>%9C{6
z(yA{XgSYXpI`SBl8i7K&WtE5ZnQen(083+(VAos`R5wexT-YdYc@d8`{zy9C)lHB(
zhaLv7LOe)Wa=e5`V@+Dh+X+r7(~_1CVi7sy+Xm2Raxtq84XblC+7S%Qbb(-MZK7xL
zdN_Wm(oR)Y<m#hgpMeUyHD<D}u=Co&ueq&6x57pI^Mcn8itJW|rEJwJ>Gz33*!*6O
zl_ZxNecrY?MtD9vEAFskLP1!9zubfVtfL?0kcoL-zKoDERgGU_m(lMM6K7PRxc(Sx
zkC?bC7W$<0h`O9{iKD6suy^B0PZ}hy`7S|j&GzPwNhCAHdVq<-zu^&1Wo${S%(#}e
zSpMT*WP9@}^d&BsnSCAI?iXq~i3*TiP4F_t-CWoyD@Rv8FL*W(xIrp)45_V5W(_r>
zk7MEC$;I0(@hP`O@x<fL*2$exk-9izzvB+k8@TuK<0PzSFv>e2yIpto6~U=IMXAz=
zmqD-V8dG4lE`dOWr#dF2%MH~4iGMmgT@~c+o=456vq9D-@>Jl_z$!8>G~1P-m9<0E
z4GN9oe*5_I^1GzFy%MTnORpWH9Oj2AmLlnf)H^G_C9P2&L5><dksr$N4`X(6Vn44r
zU-eZ>oV&sdA+CO!rJ8zWOg_)y0{lU51dmJ40keL@L~E>dTz31S3u{n0J&rBV!lx%K
z7d#?Om98?^?{&c0L|(8!H1e-4L$0@jWs!T~Zd`d<u4Kp&vqMP|XYv9Er|uK4F%hF1
zBlBHkNaQYusNI_u_FgW7MKETb!I>nd^T1xg#vEM}>wLy<GbQ4V(~e377|FYN@YHD>
znY~XmxlXfDR05V`b+P%cllG<f-CG-g`?v0Xd+$;Fr}ZUT)jT8Yg<gPN9+AQuDAzDz
z0>EV$dLD1NIyXGLx?P98<9>5GH#;RUgUjQLWsRy>P2fs5$St%<0j#W^`^QI)r1Y?r
z;^R~3AC~4NkOZzTTDHqlRa3!hzn%xq*Q{E-DYI{m-h%tmuTVEL!uXF`3Uo@8d(k?4
z-b+wiJqQ(=XfMCP8RoV8k=*W=ixnQxfuEeObH?{b`{Zod=jnjO9}UL?J%Z<+H&D?g
z8TKjm%VvZ7r#bdJj=N)WsSUN&z)6BZcfDJ$!9T;2Kag(gQcxi8z9ozxTBm06ihSka
zm=7@b<vvq*#k1G>HiTGu(p8sqU?;I!|G}M0`{b7b?Xa-z=kvpy$*l>6Chq>zmjM7i
zYNR(g2N*soS5pm4C}9tIaW|%6h~e-gLK554fg8WxO-ASb<~xBkCIRmwT|$}f4E9xW
z!9Pw*fo7M{XR0oeT9I+u8+AJmmD9>zeQ2j%@tL_V4}YFHG*;X{pxsrG3~yq3c%8nt
z7rgJ8bkZB=q#_wf{H$(n-r&a}Shxf5=XusB*JcezBYs`57yC-dxo5c-c;4V0o@$ma
zhTkRASLjs%w+NcAxJkvHmd8h;6)c*v(F3)Bs9-1LPJVf>>q*Mp2I+6}M(@&lNts@5
z0?xArb{J9L9YxB<o%zsy%vIxllG{~LT_wg<KaVgQc$3Q+=r``S=iGN@$nAM?kB?qO
z3O*_F(6TAu&IXe)D{(DOQO#pS+3#)Hk9g#T@)yTMvy$Mw&6BIeb-9_nmX&NgHDuN#
zBnVJGLzg|9Hx6l-Y3E$V{@MB+XI~I>H#3j-{%g+nJwrFvjx>$IjkJABp6S8?$hpgJ
z3X2F~&Qsx!9zEii;FeRjH=ElpoNVE{gn_(qw>vAym=*-<h>)}m)SWGi%JbK2WnC%!
z*4}SJ37xWT{pIvdz`$iIsRD0V!8po&#m_!Nn`8T7kV>`U;UN`CcO=h4r$T`HC?Ie?
z-pca@sFbZ1x=rFb-A~lynwMt1LJV4E;GDa&?j=PJHa|GdR95A9k?wL^f@;FX|JO5b
zRtT_XOLRdac@2c%4TsO>1uRX@jfm(-{CRii_LIQdd7{E-YR-x2xNYq|OWs@UhwJ1O
z{F}6iN0k4qt)c8A|Esp%m8U1})`<~%jkxW2YJZCG(f3BZ*;Ma)mI2H3rh_YD&gxX=
z%NP~U#y{U2&EJ5~l_%JbdL?E~H4A_DddLa@%p`Kh5Ll2LJlBo=1mS{Z^kh|*o?Vwy
z?2UM9ncmBBN*)e`a&K^F;7+1}H`W-?%Am&S;4#9F=0f1Gl2#mPKa+5YnNM|}GlGU#
zEc8cXr<v{zUsq@#fe#-J2^xv=!3?O8&uPhV_f5*l^8JHNb8-~xwA3Hu&cz)DL_p?H
za0W9af6inNG>SaNv3_lzaC-uB5{1zNFcDt$CBx~J@^A=?QCLG?kx3G%i%&=#?%jRS
zO0z)E&?}%_tfkxxlz8WEHpaav6u5+~*_!%3qjIUcWj3?H`kAp3XU6Qk%Qs$TOEYH7
zIw<6i;3#9CkMgdRaE)|l-dzD`qbllNl3!1FFyBS&**U)QV6dz)2MU#eYeiz#6By{`
z%7HbnYE1mviE_p2g6ke$2^I_87%e2q2>O&f!@w0rLay!{I9)POS~oG(m0{ig6`}-_
z>4`3Bj1>x5vkS#J+3a$RB%c&bfM~u(3In=(_kj~>2Tv<H17|tv?M0}kNuiZFNW=Ly
z=#@SYghTjv=lTnhf{Nreu%IkD2~3YkddDMq9isSl*u`Es={)b~(yx92cDg9%3;HF@
zxTET);dLLE<<l;#(|#%5efpOay|?TR`Z-Ac-x->33ielja%#BEPV9z#qZ~uU|90jp
zexv5y$9*)bMh~S*&Llj1`<TOAfI+@-(f)(+^but_KWEzWvMSPw))vj4c5*uOx#)n+
zM#j}GwQiCgBsZNi(uY;W*8*q>uZMWJ&I#O@K9Z;#dS7wtTiKs4179F6OP@LCfUP;a
z?&9_LnFeqsJhyw%g+i#fLFRSr+4t|!GZ*(po%3#te_MF!+;PcSnCSd_LbU}sblI5q
z-?om&^us4Ko%4Ec&urxu9GisAn_YNK7t1`g-?#nWE9gHxazb;;Ef}@&EZ!t4K7{Qj
z<+khZp~vT<>n^^G&^>g!UE-dYUVv$$yz)oce;Y^CkKD55)x2^4gZK0v!`MmiST&Yp
zDbbJE|2nJ*4r^Imn*Ms$@Wr2zKc8<-6Gys7VD*Ip|K9fH3GR%G7OeyC14AS<PpkU)
z6}`V@C7Jopo+`(GPq=t}Z&dn}%fkroIjGA--}_AA)V+>>gBll?egk-^uHMCi(+xH*
z6Vt+XO9}sT>?!A%byO~eVz^@BLTOSxQ^1n>p9j+b4`%AVZ@RVK@W-7I&pYp~(oec{
zs{QwaT|X6Oz>7q<X`3GSkp3!w7$kS+dtvOs(+B=DVC%MkmzWu;sdDYl&n+*%7Apz2
z0RXu=kV(%441!*jFJu1?MJ-LuX<!90&Dq<i2<-l?ebZ4g9T(rwicE`Ag0}P>*tR~U
zA(xy#4;`%M3?#h9D6>#9J9gk+JR$V<AOCRkzZBfwdqMJdk8SIn^v_*(;h$$W3{+EY
zv;l244e-^b8Mj^=k}wFLE=~Rl5M(b5;i~2dmaq6=mzM+4TkAB5pUd;1+f_f|f-NVk
zaKZ;Fy{E5#AFuy)RVgh}X<B4DHK02`Yy>lG>M=chkTd9SKyV!sik&?0*6@7~zUAd&
z_tW^y{+i6fqT3~l8XhGHGEOsqtT1(V&yP4HT*&dq4v&GdC<fHoUjShRDTvn8W-%Go
zhe_ORZ+`<;#@N#{!b^p_>!A60sh113mwxeAiy&?ODM<P??6^H@>LSvoa$yk5fqIWe
z_h{}}d1Ip25hx6e>)5m+SL#$ce(|$@eg+ezAJd#6q!M`Q2(K&$VBR>S!uz4}xF*1I
z_kj|{s||Rp6ZFeZcahJ!9mv#LyJ%un`5T(+E$gAM^5*KMqRT*~?Z5%f8-^2)YGI%+
zcVpNg{yOzI1d-1V4z!I^j8IU@0+Qedgv)PkC}CRFC`;$jjZr-{w)eK2;6V?HyZ<I|
z(q)2vhrxDxi?8=D;Zsi^Ynl9B{VPInh{}maO8tJNv=(RZ`ju=Z#keNW=eVSem1y$A
z@Qsz(_z9L7XcwBRoR#2jdl?gB3QE)=UT%TeBWo$*53TSh>(xzQi=_W-77Ee<-d2^F
zQyF~0Lco=*=ri->t8rfCK)!VqPB4)T<SOCCK-@M+w7H;*f{1<3paO^EKs1M{_@lz{
z_!deQgpzT{Sqyq9&}J|Q&~*tM_rA2Ppgbynwy;XKCtFW#W+*XiDRGX1*8}v$<DgnO
zl^Z~7x$4+<Vw-UOR+K)VGlnW`kzk&!P63HZtM^Arr;V6emi0#&r)VLN?FVl4+w^C1
zI!QRh1)$)+PzF+fhk0Xeo&#5u_;<1tsuXSklISbPOuKD?^KdMRU98DBFTKTSxl!sM
z19i`Lnp~K32Fwk^tjb=uH@wGauzAWkG>O8R{mc5^Ojk*&{!a6<XO5<ID!A5PUILn&
z+tOslKx4QfaBn^e6N4@zCg1C+K3c^Oc@mGraOkv|!IBJU@+ZHM0L8iTF{|Qf&<W5F
zI6F3r(`p2y`>(7jK(oxrqVWLVW(Mg(e{y(Fj=0HT1uMq*ByI8qJ*o{jDpi)oWpKi6
zGA}o$kplW<3&5h8p^8#K{Kug}p*KlO<R#0|72pIl1&QBUiU}Gwy7~(&W5_7Jr&W`Q
zZbK~m0FG9?stOPt8z|-QO0<!Yku_I03h4X#c_szk^$`AYt_;WvV0dpk&;1;@?!3b+
zpikp288tzEiT`x&Tm-R1Or8n)X}DvVBjQs*pjV(=!3n1BR!^R<-BxYxjQ#Loe51eP
z_^e-5`zIyScx&GT4vSK=KA9x35D&!Qj^`gf@YVpqzj8V&{1av#09@Z9q_`Q9;Z{Ed
z{Oms=!aH}y^>5*%5=!cjqZQ80LhYahVUrdEb9O{~q@E9gL61@@5(QXM$===C5{HpU
zXIk<-wB3#kFiP5*FZY}+0@T<XUm*_IoKWkolj<?F1Zfw15o*!j&}eB@_M2JQ^1kSO
z|H>ZML;ow^a^#HqnfKu7Iyp$FeXHXGI+av=-UAO$xx3B2n2m?0cCy^aj1#p_U~s~a
zQTok&mc|1dfqS|qJB9|n{bF09EYS;)cRDfatod3M0|SGUIGCl-;vh#r24Q0PgCu;!
zYqW01HWM(|O*Ik2z^laYZXN<sE{cU6ut`D%fu@LIUnMyiPA`fY4Sd9DZ5^FuH71yF
zRSeKnppYKI>A7fVXz&N|?!#OO=*}t+1e`m$G+@bbn+cl#s%R$_JjajtaFjSFP~3r4
zL+)xOfA(MeU5Ey1@7uYx@o|Svz`*w)gMhPZ*ee;(Eh)e|ynz=6%?Vxr&sR1Jf!;*#
zW^V?$4>?c47X|620_M8E#+14=aT9Q1LtB6eT0D|^+$|nJRk2|lhh|{!EU>ERrph~g
z@`-Z-OuW{z8%PgUL6%jle4v0EW!^cyTK*|1%sr{b#1W%tnlJ2LwQ@HNu*>a$JKFw2
zahzWPz7HQ36|{dP5QLTZG4ITkz*=oW6Y>w;iV^xWhYhBoL2{EuOZo;a)bHt8sRs=+
z)3{V$vWt2DdDDUF>n~ruz4CIQchX||OHxnk65+$vn$*95;c@ldp$j#J@*a5Yq6vm9
za$=*JkTsm&(OegC$P$->h_=WYeY|6*_forjm5!XCw8wWeP@q4~oe(rcn!k!$cM^CV
z7I8q}cSIoN4N7q9(^~{kpQqLJRM)@YFNx^3^#m0k_yMwSC*s$-naL+a7+K$eSiMy8
zYlRsCy0uhS=7yDqm&~$8jr3F|F#qg)p2o@&Y;o80Bu<sOH`D2$E9ahu?RO^n1_u4|
zxY#6S9~xlJFCb3!A%ZMUySETx3SOc}A8-uNN8p=~>BzC_g8nTlrN1Uq1vK~ulan#+
zJX99eZnLXv`i2FFhh*7ox<4_hY<0}uJl_|^X*L8QDcj92^`xxp8tXz4?S}5)x*I7~
zV3yM>mIpc(B&uZ8%$ojymJ4qV%Q}6Y8&1TSFxVD+i(s9HG?e%jZqn4YwFmadv7aF3
zwg7P~A&CDQLHkxN<QDq*KUwN|-~Do5eg5Bu;WPZ=T#jP7l<PX6|0oH_XAj#WaxC?U
z5k~>xO`VP|VRJukr#YOcDLG3L02*Ca`(nZst|TKly)P<SxA^L0!#ZaL!`;6p$c#Y^
zcXwpCbb5#nx`o-o)upq)-p@@3{)37D7;;1x>fngz&o@Uo6YlZ6x$@A-Jw-dOGy1d=
z(AW*}$Uoyhwx;*EOZ<!~tep93)i<yjf{d)?`GkKQU_-J>B!n!KsHe8~CHAe`)(5^H
zSUQ`{5f!)Ctl9cK!rna+gTbGD@9OFTYxezp&91;-JEv-Yc*N{Xty5>pG!yEuRB9om
z{01!nvz^JaHvkatmzapjjDq@QBcdhq%kA@p@xEW!=l;qGdy#yPO9F&phh3LWSoEi{
zkt7$n)f~iE2qsF0Xmv`_J12DUEOds{9v%p6%$>_V;_4p-h?Q+_yRCdXUBoSWn&VYm
z6Y|1dO|7BgcDQoWc(C~@N&LN&C$Ry_FiIC@TU<~ID4kk9Wja<wTv>n;%&V6>LQZR<
z{Lxr9g9iHWYF*Ip%ufRoU{YZ;VO<Jc-xP(hD848rmpZ}mjHV2Pf8{H~DQLk;<*U+A
zj^Zq78C;r?NeoK}O2=<H(h9J5fjVj(SAaNbDNJgYADAoI^%Nb9Hj;d$x`2d(7;)v(
zz-I~AbAi2DnPPWM55C**i9LAX&K_TXe*4Nr(Mu9AYoM)jab33vHlOb53sCZHtqKs-
zrLNmek1uO9TMbljeGoJ4Ks+Ps!!28!fU6i4SzX|Za_>3^y=?yTCuTpg<P`O~mK?8|
zn80&K+VdghY)MK_MEstE^Bp<b??tw1k%>D5=QcsR@-zUYJ=<HWYW)9TlX!ygjmgqP
zv-Xd%Za114{(?+Y-oT+#*M1JW+oireua%XT3X?+Yn52(Tx@?xr%!(HPMc>CM6yNkm
z1X}VH)WD&aH~7vg_7i>-EuED&ug)_qVit*PgVQP+@#5-kr1D8lUm<$tQ-7JQCZgme
zS_5qo{;cleH~8!R?#B5$83(s_mb(zHZs_J}g|fcvsq*EF#6xf9aOTa5YV3WM<rgY7
z&hWigh>myuYI!xm@oe$ql#;%0Naq?!sTn~DkEMUe3jvnqLzDd2014pM$<#-f`^&)|
z^SG??2z2ff{O10hfWA=+D|ZaDgT`6#<v<R^G?AOgKTu7RFUmgmf)2M>%jsd0TdRnD
z<b@>w9@`*kF<HP$w55m;$zy2Qi{+^OX*oaVm{1}YGYjORd@znG&0$@e4#;0b-42ee
zP$5Lf&5fwbF>iPS3Q%a#A65FG)Lu<|6HKAPL(;@_CStEsthu1XH_-+t=wcM>-tMj#
zb(>zrJO35^eo21*+S@9)&{_fzez!5Nju!D{skoN?_e$j6fHQ)X$R!I4k<UD(BUrci
zq`Oz7`~$^<m&C~7H`gaPBFZXmw6~;qbqh$cm9@0a)YNR+6hK``_^S&F?iXtT<>jS2
z=^ahf{iIkCM7)W8mLiRb8nH(}UCco<Td`bwxJP+_9cBO*AS;t(*@Ln0YMpdycg?AU
zt#Pcb!AksSuYM4Nmm{0SuPFhKnm6m27<WeGDeIKjlgV#QwkFJ7raS)=<#?l);BRLF
zpWN3%uzb*(^^SSPmdx=#6T}$*wn>$;U%gF}y=~=(bw<zW0F`CZ;CUDA0;R*jYHiwV
zkX6$7M*O?XLxi6&G?)#r-E{aT<_IXCQgvhwp>HrsfsB5VQ%<2ShpWdub1~xGrTQG!
zVlR*=SDRVjkYdhEUm<d|8A(cVX50@~4Fk*DEtsI4vr|yQL@zLkk73MZFcnTPXJ@a+
z<onQP3=r!5Rwb(!u2(Yp;|Y))&u{n>y#Q*Jc~A-7j2Wd=8H_MQ+`ez)d@(wviO+}Q
z1AywXCL?5hM>x%^bFwfm(quJ{6R35@BQH&!R^46{=+?bEuzLHv#|M;vq%o+5$ei+D
zz5WI4thJ2c#;+?b%+a>zeUya&A}==0***AY(Dw+DT2QH=bhV);0Ik=C*i&eU*X8t4
z=D{h!@pAn3j_zxC$cp<#FOc>*Vn%RY65_ta;hsrq+3`vw)-%bkE25a9{3gI|hf0!s
zDUf+3Zo6vWj_F>jhe;#q^(>WJvknwT8B$OjKXN?G1u6w<g+~%Z-?^a*3yi}H%a1KW
z#Arkar{}y9cwDUo&9l-W;~XO;MiNN@5Ot19<?aK<-Cp2N?BmoqS-7JWh!YlX28B2_
zZZ;{aiLVtSR}x?Y8+1*`#x2AkQbvFP5eU+o*U&Aw?c7ht<f<t)lq{|Vm3YW<zKS&T
z9sgD0Ppnschh|;|<mvXttfb!@DQFXT{5_YI`Nr{f3^|YdPZYin%aB}4;IAWhZHT-9
zfk)NyVNb^sjsXDao4<lInd!~V;5hf&U0i9&43AWPrOtdw0Ox18%YH>i8QhF}cl=9U
z#GR7o&-G3XUEry?qv%f;tNi<2TJ~sF)xcDW^%Z9?<<=({7QC-sHNi2M{(E<6zUB#=
zr`Fact#)IM!`2Y>qEG^9KRxcXyi-TAI88n3#fwF!KNC*4oD!}ANV@x4RbM?u0y%OI
zdRxe?u8-R_F2O}Z%~IzF<{zZc?I1~}qIISB;`}y%K{KslMcx9bxR=#D=6D4yVgJz`
zoD>JSTWY_f8dU4U5I<OuH*n%heD8`Fvy}T<L%`O=Ktc=j+~*8}<~e0aDCJ7Oh+JoO
zLAp>&coSa>E~Kokutu1821`@07?nE@{cS#(i=dOQ?qiYxPZ>^m;}b-!x2@Mn>ggkQ
zb%X&4hJ-DEeQ*dHO~yRV`b3j6{ff<oMS}K)bDZ}3Ifc^1fj;hJIpe216Zmy+hE*9s
zDUs7TS2Lo?Z#{0)tP0<A@YKU15A*UcDEe96MLj!l#54QfNxS?&Q;r?!9hikas{*vA
zm-L~8x3`wH#e_pYgUZr+0$OzNtoTKAxI6F({ohpZ5*>N!8+Xh5BFQGfswQ#AT|F^B
z^=|Qrm!;+MXyEg|J$?F=JI8KZAx>4J{-P@o?1*kQ8cmJm<a5%pwf7Yn^<{sk_L(oV
z;JJr58Abo<;9(?DpWc&wNW*|D;X$;)%|e;&3+$!%vSm?^fNysVv3!Q_p--&;Mq_oM
zLH!3w^Id$uOB&JcSA>%Ik8w%gXu5dL)H}+1UDUAgmJ8+9@HwQ-sWywh#NMA46CM2e
z@z9NFQT(+|jy@lLo$HMNu$+<Ze0UGoK(r_BLz&hcvKTr5>%HVL(#&}%F3np&TN-Mm
zbG<nRTye26@e<qD3QprB;|Z18ckX>g{ymB78*i9F-PMXZC0b4=CN-04llH$4(8`{F
z5#i6oHjm4HS<i45{`;H9Qa5dR7eY^_XA-x>j8X6UMKb1>3$6YR1%zW7+xByHz05dp
zCO>nx6^*+nv|inockg}W`l=H~!R8(c0kwWtve*<CQO?yM-?(=Id17uJxSzXPxxSGJ
z-v<<`<{(N^tzVbbZyguBqq3p>B<N1ceHYqEmz%=ViA9+wRHZpT{R0O!4Gwq&y#p1V
zfHdbtW{}S%OO{6IkU2KIl=N=V+}vD=i!)V!tz40RxDs4?H5FL`)A3H#6S2oKQ&ZzA
zx1KXOMCO}$j<K10_lp-V$i;R$VZk4p#~!WLcU-=461e$z8&!e-+Hau7c8n%^Ml5?o
z?Eet<9zaoT-L^0WOdJ%IprC*#l0lRp8Bq|L99y!2q((rA0umJ^NRTKwHqizpXG{o!
zh%`AgNRniO<k;}$2G4iz|G#_dSw)>w1-*Okwbz<!t}(|LGx3K6ZmVGvKfq_jhuq9M
z@8!#Kh#uW%|Ik}E`TuYMlhQiakmnP%=oW*=VmO;Ft@Ar3I%p`OlvhFDd#c|(0~L&o
zv#}K3y-JhsL4?2}+)TD;<|A8(=+HMohDu(=dHp2<JY!XXPc6fn7xkV!EU`RXqu>L+
z!9xCUsUpW=?7eRJGNmvSI+ciA>Xs7Og)>hU-&`HSAiTE|9^o$kU=N36J~5mM+^5ko
zOg%@K!47vTya>14tp<>JvjoCLPcMrpPLOj~7n|oUjgA(dM=nJseG)L<#+>72D4qfp
zuGTfJI1%ra-Ks4ayDzXhMa&jA4VE&sF5Vr+zB_@k&TM<W`#Cb%e|*%Lg-u4WMo%*|
zUeFn#l%t;;a}fvS#rD8s>I(<ud<Ho6HK&*TsL#*v%n`;6bGCon=tBsjKne9{zH)3#
zHZcTGUXU5py~7dgA-(X}Qg!#2-Ynj5zi8qH%BDb-tCexgFzhc<ej)Td`$O*UJ5o8$
z4aEy5LKX5Zw`cBthU^01+z+_}>k-KJRIYn-&Wns;kBmfXt3973Zz_Ojuj?Guh8xDd
zzHaBbqchc<hs_`r^Xz_J+Mfk(=!KpQHfRvVwR26C-hnTOe-D0t#=bvY+S7`lKmAZ&
zZ@pj`-?3_GymzNmuwWWhCu*5H#dvUAi|zP@AxqQ0zXAiNMpgcI8m+C^LZ@mo)m(v*
zLspxpzCG}q86a-*1^pZpKI&<P32XKE=R|x=4fd(KmG$4x!wHD}NT)t3=HNHJN>?9&
zjpMYYdxLxABn+-EKJA5LlZ4f{UpiKypnY)nQ)Cxl=+we0xAZZOb@bND=rUNP@W1wc
zbpu9#{fFwEmmQ>QIZsHR7{u{tVFmpd{OsS~!?UnkvU16zkH0cebZtKDqIk0){FF=E
z%HQ9g0zw@EAH$a31wZ+4Zsb6ir1t5cVBa1ExGZMevu<a*insjde(h|v8wfEHuvEc^
zKi@xjOm~DqJ6<7%B#f)J$q|^=;Sd!37tr^=Q%{|l<hAV@%qSt++5p6ti48z(4AnYD
z=kHex!3iD<#bx+_cA}Vz4zNK79sz9FR_(gD)Ms5VUUB@$wH98ewz4Qc>C`v6s<JWE
zjE_}4_-_^BB-?{)asV^jmjGn}f)AEF8kGZJSG=LYwzp9BgydSvcZpSl&Kym)W>Tr$
zP(JWqI9XX`FWwI6cy{#k0BNK?s54vrVhzaIZ5e*Ld>Pdk&9@rgsbS&SiaxaWO4#q;
zV>pBOQ7wazBM0`cT(G*z52*n<4sd-uJpgR!om~Z+2@F6=m1E(G17RM?fC*1`qHA=0
zXwQ*vrKMw=rJ^|*V@ioL{Ta#>R+n~%-CKqlhP@gADg?kg155~ZG=Sh*L~!}t^KP~l
z3|elBI}iKOae^gK-PS_Tsne$^-qf=Djx?jtlu>~(^U)Ej3dTk}=X*~6j@z5hxBl6m
zz7I6jS#TmTRE`s9yBI2N-|;10%q73du06BmWN3YT{nWG5D!>&5+-=Mv`NBCZQ57gY
zWqhLWCEnpcicgvUHM~CWExo}(N)OT|JYtnY*YhoeGIa>f9Gm?*HLWl0Hm5uD77H4v
zB<Yjc5|;~#7Z!#xjFTz<tpu^i_2i?H^&v;c!yOTIB0yc$9$L8rmOdn}7;fFG?H-6#
z%q&<DMWl-g00P@iY>weW!!B6tG^68p(b!vrMX<)`Xx@(2{J7NP=DIo@0Xxl=^QbIE
zhbwLK(yjj~Tlf!WJC$u<^AfynIPa4$4BUUoX!{dHGzvgUX@{IehnbS{J|`#2{ky03
z3r>L*JJcGHzy5))^wYh;q-MS<$6B-8r5`8ZUWyoDL6qmXO^L2_wAvXe_4SCo`hpJs
z^@>G~g1mfVn*;Bix6J)Y_=GN8_OaE~m=Y9T@KZ);Yvd^x&S|x@rk#gbj?D*iv>x_f
zvfsSq`2V<XgUw5s-i5N1KI#glUtX$fX+<K1R=}Myty5qTH4tFLG{KCl8_}l%idrcR
zk~uTO$^|$FbO0`Rk-ob$9{!*9&S6?J{grbaZ_io_OwD-}OL1tAqZ;x|p9WT@8QN&8
zu;=@0r22Fe)d^%*jVVMq<D#I>XSi8HeVSqKkOKZL=YiPjD$b~!aGk&T`369210-0(
zb3<K)W{NH^TU6utufze>9;h^2Fja#YvM3{-N4`!-vuNP{(HJ`unJ{wHGQ1|P*fDQ#
z!z{q97>Bc{6x4k3-~)-1%AP)nHE}UvsXbzFAy)yfs;V$ickbWm{OtU%Gf@KfJ|3hy
z)AIXQ^NIl!X}As_l0!~sE>iYmjTh-x0Kd>QF-e2!*@$ntJVoHjl(6B=tb!IQYGu>@
z7kf<9i%nl$6nNY+qq02MTh5;PM*lbZv+hrCcu)JF@WL|iwYz{cz11&lH~0ooK$A#t
z;9zv;^E=s0omgt`9<owGN;+Spc9NA7HN6s|Mf_ZBV>%nr)$)%yZZC*_ROvY+2dGgV
zz-k+I2oKl&r%?aI9W4l#;8UjQ=vWM<6sbs6s72Nd9D}Ukjk*2wIqV1)d1LKjoEt)O
z3XVuIW$astEic~x6k4Ow-d}6sPsZ21Ou=1<{NKQL@8W}rGlW93AV{Q~Kd-#EDQ$g+
zR6XM@mVgKKa4}4etm_v;4V05Q!1Bq|bNk`dCvsh%CW=fpPwY70X2pwMv7jpY@H7W9
z_R%ROQCqbhvRZS}NaojgSAMs9x7<jU(n!(&KD&jS{yLMT5mZU1vo{lfdk!ME0scCj
z^5!Y3jhEYZ-tjE#PtP=B%b97$m%pePFY$sR<*UjXntxv+wd*~xNXAr)xeqt}+zjqm
zdKGm{#}zMp+r}r8e04AGg~GRxZu(_9&YQrW^l*Q19G=l=afY(B*Dbxp+gGgj`1NXI
zPzz6;Qmd0m3YqCiNn_D_P~9;Dl|*ej5kXygXI!zh$6M<|yH`}ZkNj=LNJd{^a6nTh
zf9Vbl5kq$;G4SP8!3?h2ur$+}agX>Ku1+?#L;nt{>?x=%$8jE=2QH3Ie#q1=BZr#r
zttbtLlj!3YotqC{vwFDHjm;k{(%F0GyPwE~+1xrG=GM$Zlr6P%v)Pm<+A49io@Y_s
zWcL!=%Ws(XL)kkuFf_Q$yO!vry(xP8ypEk~*eYc_ju7zGPp6J0b*5P(F`~UmO7a3O
z;mp5Nlv?DV+{wtFlZr8AKO!5x!y7zbaNMamTXq>QN-Rg^Z_R4s2qwSHJ4;D!j$`7k
zXLyq`?<6?ZOXnyl+x14UP|jT>-f8LGt*(-V-K@8-ych-)mmgxS4>F8+nm~_;irNb0
z87f2rpS*)4VY@9gy}HRs=*f{x{Ha+P2uHJyg1kt3HPN?*^j-SXn-SFLaOb^^@jB2=
zPlnG*&RmbVF};Xi4H9rzUP<ZV80&a&(aBv5x7BKlFLQZ!=Jf7ZNgsz1kPi$9!Ry!P
z<+$}eMoUIcw<SKcu<jpx`XOJ>(#k2SV?LyKVXGj6WA0#)+}{!2@1y?gO&~UCrY5gH
z`%baT$2Ko#w&~h?4w2!Q=Bpp(5+<-4iS12wTl#t{6qI|^h%n0i=|`+=W}>@K(+Moc
zu<;ObT|Ae+O9Xy02~?1fjA`nekCw>6H`d}y#|8GBJEduXsWC=)h><Y-krr3C_1#W!
zxsFxeS1&6}GdIm~oQh-R&qu|8sti7N#lx%r*&#20c16Yr!n4toXWBHHbG(T$)Nv@L
zsN~*+&s{W6v6l4(!v#-0*JhR}*!nv<?so0Tf0!@9^n4XY#guoVz$$(1&KyUTsaN6b
zxvPo_FOF<r9X^h0WNo%L1=U4duF+|%*_;1V8^F0}wA8@8G%7Fls}px`QK=EIRacv#
z4*%|k!gR3W#J6Rw=2!p1Ze-Gp7p?@dU~l*9RW4-oZQJh*p{;&b2j9SHHU@;es`TR2
zwhSw^>EOXfvwnDksJ7tLAdh@xVu(%{T{LaBHGW&}d*=d=`%`2X(yATD)j0Bt%Myxj
zZ!B=mr77*bBB&3iu}KPjX%UX2GX55|%8H!~xl!cE%)#2DO~IobCm-VxsWVurv@vbY
z5%qWOFq=}#Y7hdkOM0!*+Y3YSE0e}UTdbixx}gHfeBmly+_>tc+g4j%mKS!vgK8dm
za?t`;K>}XHhOtGxsLQ(NWeGfqyeLV1YK@}3sT4)>wfj#zNdZCw3vqZcq+4ORX|q|?
zt4eyY`&y{EXj>cJY$uBId~zu<UJP=vWAC!|o<ar`;M7*{_}kp(riF5~M88Kx9LG+F
zd?+fOk+y%EN2@o|jHJ(jG0RBW1?lsO-HCrmI=(;x3arjG8(Ch7!qJ=`=PBr|H9isi
zy7@`^S#8WEryVW)@bkV3J^EfWN<^zsVlPBdJ%P1Nt74<2a3Z0-$9UUy__D`UD_P`q
z(kF8zk{tD1>mN^bdma9FE!==}!@bdvYxGkuN4Yke3%350Wft7eUOOpD;1jG8z=@9=
zS`Ge@nP%O6BJUp%Q}10A6-C(@wV?!?qaKb&YK6|yUsZ&B;2-Bs8O1$%Q0HlUsfT-6
z@x72@mm-1r9W8T5rl|96H-Xh6FfTZ_i@%e3Uy*@}VV~q&uNkTeHZiSUw6q;`P+R>c
zk?5OogbIzSw12CWR$calU47ciXGu<Ts*H}h%(>7+xMk&d$qvzVD%c$V+8sM~D{gPS
zJtK!DDu%<vv}@7{F2-c#_hbrt8J+47^~+dT&PYnm;`wr)t24{|9hD}gP+-x)O3j61
zT{=}~FPNk-Lom5hS!!zNWUc$j*wb$7Dyj6b=I+oXT<FBaERxWw(VmarF#jb>sUbux
zZjg9QVVm`{?~QA0+pM05&vO!6Ib33N!J_r@+(23dzxx%3klonk%>u{Kk2;_RS{fF#
z(Pk0)66JDUz6+w&)X&sNSlEu=7$?tPPG%_GdE-N_{dW_SLEaDUQRl%Jk?CtL1m2qK
z&dB1_&><x?j9#8_QQn(r$7mp=)hOzBYt0>Z+8X!KL|ZQ<EF-H@zE8h=kEKlZ><FOg
zM@ms1L2+iJ@rK(ZtXcf(!4j1V7xEp48Fx!%WK=BhP%NJtzDzzHw9&d;`<iP`71d_*
z)ZA+5!_7d;WtEoEM~Mqnm-oKb51;}TIpQ(a<u5e2t#P>Aw6XCHD{y!GJ2yl*M1@=$
zdbVxyxw8LeN7TpQ4%iLjv^$9w0!uM<u|+qYX5rL7qkzd;DeBTtJj)Z6uc7vramG#!
zllc*&c-A}7j)I?jQo`n`zi|CI{!ZIm8ia)7!J*-ChDPsc{vN3wBYzxNe`|)2r=Mpp
z^9ZeiQs^YYjZbV}lFjHjg%`YtE$yDTd#C0$eednQ(&{kIy+>BNf;=*?X1lA<B|46g
zW!0V&`y{SE$=A@7c*SszxKg_GUS{e|R-{%{M0j3lG=0KUQ>A@25LXDR?~lVIvKs2T
z+fBbaBFwFDEfc2)YU(GFyFVLmJI$MuTuh!>$n*`QCNkk?6%SdWTVLUwhRO@$444f!
z?)7<!>7Zccho3lDRJu2)u5j``N$mPg*@3m{laVPPt(9f+4$;CienTsfQIxE}RS?hX
z;SnDhNB<WYBpU;D=B?t%N%oq-q9{xh-*A&q`1WjSQHiUI3B;K=Sj;6;5jsX|!AmoB
zPybDj#33&Gqf76<k^D{2dBi^$`U#{ePTfCxMI&V{kDW|Q%b+lhp-)OIC9alX&nC-m
zx$bR+fwcS6y@O8`XzR2Z4161+ZAaU7TTAhz+FU(-nrnH>AlFT%uXK(nJbLSv`)*e3
z&GHoBmYz=H%w%DgAc;6Xw8PWgN+H}P85_WN(NMwwl|9Sju7N$-t;jHeH`*PB6nVgW
z&e77)VCne8ZUpB=uatd#`f0+lrIb{xZr;?jbm;cz@iO#+q?J6MRkvv0uJ(@XnK*zi
z-r<kxmu}3Ja-O9dZK^tbVk+dqwW!w#GGb<#8v%p&memJW@JYe=pIjNA3B`1~-*&_b
zFp_`hwK;GxRmqclt;TiwtsZ4z&P`2^CLYt>U+ArVFZM=~HCAX3?Ya;IkW)aAewSKu
z#LPzX%}iWdw(dVCTQ#Z}GBoEDx%hUp={LQ{<{x_QJ%1Pi{Cqr3C#2onH@-FQ<so70
zwNvzBrKzd6RlbE!k*k%SUD-2Y7l9-rLlS^6zma;ArR`3fcK-c0TukyRZN#S*7|3^v
zbu-ZsmQ(m0REb!I&E~T1RKcr%9|96Pp9dYB#u|1jm~p;>o<h}7PeE12=l&MFLPjuU
zwNh{NmD<_H=%|j1|9ucBlRl)jU^JF>N$zYkW)!naKcr%)TxEvUlFeC_&$&fzC&H=#
zJG0fy)xN!q?-}3$(#Hq7vF}u@?z9<u-uo@nVpR0Bv>8?Z9It&7`+8(>!RI{wCnLTV
zSG<Q_9XSd&cFrI2G%;9VomU5?jqL+(yBtr#p5F|&tb5Zj#csHAPtUahWi_d-v9Ry&
zHyu0=sNoCFDBk?leA`jq4D(O<w+O-yLSS7M-_uc<<aJti(Q_p@PR;0JJGB1&5JW;|
zI+a}XjZi0>5xyO}ue3E%Nfp<MoTfcA`e)jkC~hm(iGOn4Tl>BU)~P6*sAD`KlsC;+
zH{X0p*{EqCRyQy(ocFOI<Ucn3kuDi$lkI2s-ed~6tB+|wa<*Myq1cJLgO8G6oEqe_
zm`OGaC^pkUazUw>+*0}e71Aesc=BH1m5d4^nU6TTK8p_1l5Kjq$zbS@QV)en>qc(Y
ztSc_&(SdC8=o1mAFprx7-~POe|5B0gbZ-^>0NL?Ewrg;q+jjV`?S<q#m&r~h+V-Sg
z4ggCf3<9}`2m$zz@dcvZ?W(<7lmU?T`XO|29*)t*dc8SWNiT=#mtBT(ktWWs!@--H
zW|U`+ben!a6Ez_F??(WAy#8ffF1c>(pkPk)&!Lq+{;ql@PE5qO#L-H5y4ob2!D==7
z!P_W>Ov3JsNv9&qGyT*fe%snMe0@;GLekS0j+;MqQA#SQHbw2ThjQ9UR^v3I*tyx&
zeDlADt@i*DuczD?$Gep@1Z*#)1y?P9n<OtLwk0eVcWf;bFZ|}q_-gmVcJJBW``O%e
z1P?+tkY+f+4<JT*wv9!Es}XT=xj;FX0uyC*aLtYi3rhjeEf35HD~YB3#lTB_U_1kc
zUftw$1}R`(oDIrk%usC&XnyZV&;64+?MvI)x!SR@z3^758?%;djpU+q=Xne_Qnji~
z`$~<IBev<!{td3)M}D5)WO)8B;COp8|IRxZKo*_7(0Mw_2>Z&!!~_vQB6uGC)%*Un
zJKOG10hsbP1&eAf(7HC0qlqG*U(WzOsrG+|A~)S{PP+Zxx*S*J{K6d9JJqD>am|>m
zgFVk&u<2kGCY1|Wwf;-JBKVc@L7Slg-l&`l|Dn%<vjXS;fK<lpi=%12Bmw4u2GR}y
z{qd%Vg7*oq=nSCTR|9;)bO6e@L_|m*uYi;s4Xl!=@bEMsVqk#eJnIRjCy2xcQBjvs
zzPgxyr+BccGMF<m&|&=P3k|1+pRs+3jcGEyoZ9Ns5;C0XAM{le!V&&?Wigc-<?egC
zmG+kMr6ee~5#d<}PG2~NJnlThRm7XBLaFWj@CvOG0)%LlKF|d}ZaLuHD!2?Fp7Nk0
zm<d<peROlh1MtvXgo;J7`2bZ_`f=1G&ImUq7Nuj;UvT^O_lOs=eue0Fsg9j78sCPQ
z_>cb%JG2_MV#D)CaxbpEVgsGcI`&q;DGb=3ZuS={8~{7CF2d?$+o=C2FJL|O4GlBE
zs8xrTccGIuHO*nPsdD1Y=+^k7#U1s!AvAf3imXiHar`(FHp=Bq_;Vu;R;D9=aT)0|
zELYs9g<K{9sU!@Yy{0<xJ#l8Xzu3y*Gt_t<iGm%bftusjaMty1Q}(N~BAeF}oefyM
z*0FPRR==i+ke0prv2}GSVFKSYV=kX=`|gD4zj(yQf57|n3{aAU05k%P$xNgsp4Ru>
zg(WD+gO_LSYV5qtD!I-{U6Zu*fv^pX*@)q~S}qbxaW?KJ4#A|Ei*(N@70!sF^WY*a
zIR4A*|EPqZrc7X<nFoZ>R+7zP)FIxV#o!FQGX$vZx1}{iY3#0F&B69pXM8XhQ1re^
zLGcN_CGyvwI)mthe(-#v<zVehM^4Kje3>(ev&sfP1+@HbB|AP=GArdq55xrwE=0PN
z2$zPR(l<z#r#|K3>j*9q|6l6of0<!?tWnj_(4anjT9dg|`HLkjz|0f0T7`GVurWrt
z{kBy&X;HG_0<)Hb1a~(ZFW0_l!iMAYMoL$XygzTIgyB$UDoU9Yk5Yc3^Dghp;S#;w
z`Nu3C#vc~|tjlG<GXdDlLI~9$Wdm=2Feo5-L8;vsESbLwlw&}qWZ!X?f|k2cD56*c
zTfENsN&R|VT~#YCTUI}OfJNz7yHr=6W_z4y%_B3v!k?=OtW%Zhcs2_~cOmwsh}=S{
zK`z3d8m;sw7WF@y2hRcm`@gw;JhM*zOs!U$eZf>9qCR?KX(}D0s5zh*NAxTDv62^o
z{0lBSq#7__Qex;XL;kxy<iM^0g}x<B=xOb`a2Gf7(A$-B&AokZBRac6bCoD_R*!JZ
z{yFi_*UgLzHBi2yDDU2j&etzqiTeOP21Hr|WC0+y{@|9t+x!IpLTpts80lo{W`T_x
z8szZqyv!FQcQ>Yy`f8@C^P3S)6Jfe2(a)Hf+uFo~Q-Q76>`!&4h_Gka`$e7^T+H76
z4sYL^cLm-96*mV;BGM4>+JII12EyF^{>KPyx{3)Q#)cw-d6bfp7O-Xw9#UUX&WmZI
zh)Mcs_p;a8c^dmD$TA_pvO~6VGPro*mmmJmOh)AWzTFZs*%-Y~+o!=Ni^?@%l>h-D
zZdW6IP9hHQ_OFyVOcHLzh*WW?7Pz<)2zhD_wDeb2Ykc2!6&czrV`56rX#N*G@v3db
zEvNkeY)Pjx=4Kba|2;T`QQWIq!}q*1T?PaE&1QgDXKN8<rH!h@a%A&H0#M(jymjk5
zJ?NNQIH@o}{Of<Q*LE7TK`JN|CPC$acuN@Gb%H2>V6Ov0%;^?<R{5?oE>>+{2>Dx$
zjTIOTi5rw$Sv=Ez+zHE(#SSF`J6v|IE6h1hBytu%37kDv|F3Dp#wHU{6{TH)pPvRe
zGT#!dA9XsgeK)&RyY&n<M6fae%Y(j?{Rhf=CBOK-PWp7#0z{QgW#8_EUAuAxQ|U67
z4|M!#z-)hj{lf76w_qFIjyMX@KH7ivG!sMm3HLJfG8Z=M)(<!PVj|PT4z=KgU6OK7
zJt8mb)4Ssz63x3V-B)u%&ta`-qn|>f!VMoF@zhZ4*}KnU)DmLmK62j;vc@9cbC3W3
z@pp&hN66HWwhUTWWAQzr3se)ARajkW*Zclj+k~^UoLJmJ&XXI>F=aV9-R`B1c|C_U
zUrk1k`mw52^8GRH&HRt>B}4MdD%#gMPkEgBb)!v^lxf}9M7&KXyGc4m|D#OeLz~PO
zi(PY_|H~QY^sEQInrzhM8~?F`>fNVvr+&3hZ#Jic4j;-DQxOU5x;K!GOSkPm8&~AY
z&DtWRwglke5LbV{_FLLLP(Hg3X>OPVz9gWplV^@kibUMsVqC|S?ZkPNQz$ZjLnBZ`
zyufrs#p>Y+s{)s}f0(5n3`R^oZ=Lwk7;8;1$Up|d`v;_AM+$phTh_QZF=%tsOf)I%
zZlbz<PRt@b+FbOQvRyhxwP}>V5(>bGE7pEju0HwF_m4v$V<J&%OSP~LN$Qv*Aq|v~
zE-9RMo5<~2Q0A#L-}ICaFv<5)zj97?Q4#Bqq{>yWqe<^n6d8wVAAUXVc*H}_>rIc`
z46+|eAGvtt*fW1k25tNSL;B5TDZYUW)yuden8d(H&DrQa!fPEP0lAI!oV#5|Wba^d
zZ!dNc9l2Us4Qei`w!T~anfjz)_n5@IL*3jkvH#&q1nW1??@c}G<v!8)Wc)>4XRfnr
zNrACXsRX@ZnZ%B^Rkxnil<J_3=1>F(zWRogHZR=v`Sw+@Y`UyIUSNBUr$PMo<cBdW
zY=#^4X^-nP=aAu|(g1@e8F@#?$ieEgC`@Fqiy1}kfZ%=Fpz<*-C4L}p=JW-Cyi0<G
zM7nvyk?!OBX`9Usy9JctX0Jer=PVmR$TIW!P6e;AqyvTUY}eU>;O>UgG1e2?8BcO{
z*%{0`P)3(gTGx2wR_DS{|K)MfH=#L^Z1?Bioo{H2Nzdc)ou9B*1#6J<`@$isPY>cw
zpi~q(BggfZM|%83XO@qOl6EdnR?N|2@Oa#9?zi^?l87_f4`T=F7hW${IB)JFO>EXr
z|4BAphD9G&=Sc^>4B+1d-_#}PBN)T1>ZIzou}SOBK3uAX@09Jft8bl1bb0bNPe&j!
zXO=Q#WrmZL_$qu=@ur)CFo`oN@BHt+)G(WV_aDlt^Zg?&apm`eR_<S0wdg(dPIPpw
zNi<J^CULO5uqo=LLx0(vSaxc=Lv7O&;sR^&J#^a6;b6$w3@_&r`nq@uW>oU?7FDzJ
z%T2Z<cMAv~0De27PJ2D}9j2-_zN{^3h@no&W;(iES2-6F3E7(^r!%+?$s?p2YOA@+
zb3?-0?Da8}&O|kDamG-FFWdcTEgQtS7RX++#CtCpFc}Npun@$J_@?5lV>I8rzW6k%
z)zLbiMt^18(r@Fh=(g{jlmc>G{xM};>}1!c=BEGct8HtHQAVCvM;ibH*?q%PyYwhB
zKj>~n1)E>mlKtvwL+^(DSAT8aa}ZofQpwe>z5g~3Eg&GOUkM&H-y{YXqGj=Kt+9g_
zu_l8`($8Ly6kaTC7TWM~Ic|-#Y*@IML~rUv|H`4{s+69LRn8roT%=}V81+qT4bjbh
zb*-C`ADX@_(fzf)sUYRW@T4AYl`wKi?35qf-ne}rGavt3P>i%`M{rl0+p5%>3pLKn
zZ^^4*y7?egaP#+W&UuUx4xZ1Vc#V{HYBF)Wu5*CyskG%E_*&`khnupFc%O!k_Vn**
z8cHbUh@llDj8>!3+o~J0o>Sqg)m**lje1ocbzgRBbnAHgerLwZi$=zc*LF64sbZe&
zRnDD^d>*C6!n>NxMB!ZP=t?2+P{ouIs&1Eg2eU~EIh<%wqw@?}9Z--0>}&pFNKxxF
z7H3`AU+p9&_;4EIA?EV5u2yKk^S3br0jE%M(9p$R!mzLMIqJ*2ssJ)YsV~(!?Yoc<
zNMp_8-lJ}J*9_1}Rkkrk=c?pe4ee!MiaI8&XB3;32zX_biCcte)h0P^d;$%n{jeG;
z7fvrZ#&mY}x~Ymn#1?zwAlLr4Yen%oov{sQ_4etb>(K#Lzzz+|K?m9A8vsY^9Fw~V
z&fX1YAtLeUh9;c>$z&RX8*+WWvo_+jG8s^?gI64-t&pB6IX{zYgw<HrutRQA+6~Up
zEI${7N|q+3&)e3@n4YyL^=@Xx9WSU3`7L`}F~*abILM5P9U%y9ljj(m&oSfE<9kNz
ziOJaEndeQozZxx=81-z;#P-9bp^pkQicGOJXF1_?({7U`+|iOH_;AkVXNNXYR^FMH
z2zas7I~Fx-K8J1PaB`9x<qQnD+`NluEC8^d;{SLf&D{3P?ACIX;rhI~SB`7&Rg4zv
z1thKq(!}JS<Mwb4DYl7q>7NwC77AkB5`7KD4ss_ft!7H_-mwf~YtbvZ`GU^5RV$qn
zYslPTyJC9d!DR|Izrxp(?1}Afa;tdytI<!l@8DpHS^@O4?ZM6bpiGnoRrwD-iHOND
zQ25n|9IU-fVVhxRdEog8cJ@xcIVJq;=bL@Wk!k&hTkw-rDrUSN6F7Iby^Z3aVlMy=
zxjlOIE9Wh8>__(#rS9|ai^yum*oleX@>Hx$9Y0%Ne=G0i(_^;zKZ@eCv=ak|i>PAB
zU3WYlIY>AT&TqJ_xKSn)q7;R*l<D5WK2)<tVyW3)9IDJPQ#N!#844Dt3uQYY^$72@
zm%uN2){(EKQDEGL5<aoj9>rt1@Hx9~$-F@4&HY488hUxO2M6Wk<?|>YHK3ll%Ohbg
z-@v=(g*1aR<DUZNoy`RtO6j}Xa0chmdJ<Qo3r0%;8%Rg7Dcj9`Z7J@!(?FWWfvh)O
zsuVl(7T@*sDK{N(RV8`)M%{@TtvC!5`i-SoGqR&gzx7)!Q)K?9H%vc1{!iVG{%q6G
zx89V9X|x((=1&bv($byXrxrr7!yXU*l)7|oq@qzCU*sPRNBEpUJs4jWv34oHn~h_!
z3;G9|dJyeJXVy4HtE^}Q^NcRDOmr33rvV=JmB1b3+*sTR)>XLDImLxJQ->4%Ews-n
zD?QE|5>i8QqXSN0YLG2G1r$8TsBfG|?C)u*x$ZIUjP_jV_Y-|*E>e<R|F-X(wR3>u
z>>`jC+?r>0BIO9&hWu)QAsi`5LENQk_|Kmx*p%1Yi=2O}eiu?)C?4gk`1a#kNWsW{
z4|&ZZgQF5pj7}3gx*lz87X;hxD}{UCU>Yi%NEzIA${A#;Q!-S|&XmmRaOlmTHQ2>w
z?gJrC?I2B1K$knZq>Fq`sSB{+sL1f#{==;uJyoijz2WaZ<Qug;S}??iXyae1){NH=
zDM(52B(9pgwbr>$r=nMDR?vK;<ZiavRlQ709i(t+e0?gzjpod;q)!#k`Rp{C3BU3Q
zQ~NVaf7z(vFU)Bje4!z+VLK@2Vy(gRfgE65?WeB(yXnqpWSQrpVjtJIYg;dGFP#ux
z{aJbb@Y4G~A{%3s&L>5FUsvUh&!6GKe=ot~nQHnoYuTdmxSYyCTFiA7hDN`F&_aU=
zV#5)VmOm=gr=@q)dXjrxDF*1tPp|u-X**@LQB^`xc}hUMo#P)SYdnvESv!rm<TThj
zkysF`w*09(=w;5RW0=If1Pl^~z_$?$I*wd->NY+N<!{Zv&SE)ojNmEv=`I>K>CbU_
zd6I2e%6P*f$)*29C~6#|*pSThyU#B}88GO>GQu;fX8I*k9IVYATu~toH%ED>`liZJ
zoTpXg96a;xRF=<PPk&`Ag7cY);LFVK8Z*-;h0dvnXQ;9jbXe3Cbes+5s;ZAuk;=a+
zl>+mJ%pVFKJ}k4P-zfzhI*-#)@$amTnv~=kekWIcb+cYk5q%;?lE^|dVsq8NzVg5_
z)W%?nL)Ofdl$R|BHw-txYl^h8Y7RNASig`+s`=Tnhj?A(yy?$zW=G%Cj8HR72p0UZ
zZ5En)v=5KOpP}LRB@GvYcie-j5ZDv<WT?o-CUXe66RLLr>&Yfi#(R+hqbnx~Uv00~
zQ0CRSPd@PQQe_h!U=+~;sjquERQ(+vmPJ+@)8iE@r|5DF68){eNCbRE!mZbE2F|@*
zN2WFVzQIeRerX|`lXfj$>z?)!)sJkHZ&J<J!5H=J<=@NnSInZK?RqD?o-6}F;ofhS
znw9pU$~R8RhW+o7;yT$+cZlxhy!Vit*T<f96iNX?)APexWmFM7jrTvaeGqnfsC&OL
zHMgZE4}W6z0+um+#Woxu)Me5QPIcbj@sH}GYj~+JWm8;bRenzjHL7HeCK57oDV{lJ
z8-L(A_UuOl)Yu`Nnkc-P#Xa<Ee?}d5-<YQ~f56uqWZhSl6rgWF^yxNB_+r0{mQwA5
z0lGKxS#NyFvCQ0UA$~po0mVr5_Tnjtz7hr4T8jn5H7h51ruwU@$9aM>hPzQUb>V^a
z90@(BU)OYOT=E)2cif9~Y?YhYzp-ByMG>c?T^#(92*rW)I=nb`{pw?~zROW&%Y7}h
zmh@W<7!MIsB>XfVOsd6HRcR}*=l@Nw!kiEu4)Ys0PJEPyu(vdkOWZL3eh9t&@S}YR
zPSXf#bCk}Vfzd+UC@~#{2&2Vlv`S=cm1^af#~f-!wg-->hEyH2s)eZw;BDAsKeWJV
zN}^zMlFYyAp#D4{4v@N6`O1#1y$uL0fc}b86qM}7y`C&4J$0Lj!Me?rnTgiPIxUM-
z<U>-b%8Vrb(mepGKhxFe35qHC;Y(Qs<aMJmqR+5{z)DiPR+Y@xyXXQ-kr@T63CvW%
z$-#w$4;t%k_^D88H)e;Pmx6Iit5UGr<=SIMJOAUeNZs1@QNdaA@ry<~{D3#v9rHLX
z#fN88Y5%d&uBvXPmVI0}b)vEiH*V|DHQVu?BX5aN9c(Ll+*Fg}Wo*?4LYy{VI+8Fe
z>UC-bT+iGE3#b^8x0tClZ?f?xPN;INW(ZcZEK*-u`EX5ep;Ytr;j6;j*E+7=a>2!P
zDb3q5?4)Vs=XVsw9Mdzg4+N&ydmLv{!l~=s6Gkyp>s@?`9qBeU679I&lcdVIpBI#k
zO110GGqTv7_0|mt4eo+;wW30X=Zs#uLBRee=p))t+1AW6!YzIFQwD!YJ>d>dD2VKg
zB1aw5^lc<znhA6+aa3-o%+-IVr8cu$uW5h^2URAQM%@7E7U7y>Dc5do%d6~%Sp*B+
zziCQ-u}#iyngT?ojVv0=UHe7bq@Fi--a1Y$3EF<h*yqu2-9CG3=c7Wq&VyA8l9^!S
z#<$B+gb@Wc;WzT{&v{0n=(-avgz&gThRGP&ct|=q%Pb>WA^+XDk4Jfkx?;bJ*9JDT
zlvvTGedR{71GR(5EbOS~u`XYiJFH?zY(i?mRc_->x-)vf-f7b)^zCqe1~wR0JHY?d
z1+Ea1vn<S$FN8;P#2Kmygb};9>x~V}AL?+McV?=%COSR#-<sDx{hIGoFDLD3Tt1tY
zLm4)HrF^C_TX&|IkE32<cD|9xzX1I%qnVl5n_t=#?T<A>0zCCuh^ALo3Mk?+vwex%
zuB^#t1dUs)Beh3!kM7<}YAt}xc<-Q$n*kalym0ED$}|QM-NG{VFU9U+QHo{kn#s0b
zgo>Sk?zm$8xGB#`g^;|slnFkG8=;O8MgT&%1PS7L3R`#9a-nqhu}9X8l*L+E?4%qc
z+gI!so6@zLUD~sV-ge)|9v(;+)V5jEzgAR!{8H9r>5Xeeh5_evvpvEc*BgY^v&*U-
zf)Uif%BxnWH>SPY{I#aQ1U;Gur>|<4GF+DQMprd4-6bDG+^>C5_7&5q5!23zNVkn;
zpLW5?FULi*bhTrGf17sG#Sac|m9b3)hGtgM%taK%;*s$n^9_Ef&it(tDJCvsundyP
z!%fjs%WIIjeUHMOQAyNq;eGYp<Hp96@!-NnEIvCP%XJ9VCZeCyuM;p-xth{7+f(2q
zcD%g5k62r`YQ0=qO|GY!i#EDwE5@n{KAR_@va8adZ7(e5ViOl~?^>5-!}k3hNvI{e
zl;xTQ&P=a3IcdM>%MGVey@|y0BOLI8j@;!68FDheSR?Ei%M}U>l^mZhR$&AYbSdFU
zRxzL`qo?g$=Uouar{T_MAY<t5{uS2sr-?rMemIrdOzdMl-?YPBc{9hg`6_vcEJ9r9
zSyy&6ju{<rs{h48vaWHNK3-(CdZT8&`4oIf&UdNQ%8dk#?iLs858BAE91#Lo=vnzr
z!k4%b^A}!zR{Gd&i0d7>&J~aa$iMqD8uGn0r$>rQ%bZv+80=MDaKlS6IV)kJQ1WyH
zh1c4{sS$(kC&lOA@!QU0p+0Bzy)Thh8gp|h;`j+{+0=#FL?rrjv!_e4b+^~!Fy*7j
zw=&;ZyG(h@AI=3e9%j~tYu_)~3_AQE=bSw!t~f*>1c<O->nV{EVQ#-h^dvgZ)!@Dv
zYSajF+g9k^DzI-bC?OqCmJjJJ>?jqP4z*`B)y{izw38F9QNk7ZP?PbFD_|KLPXbp(
z9MXZqTOoO<(JuOEU!{txi~ERgrma6IMXGBunGmq;LHnQwce^$&Yv-kYh7l1{MMLCS
z-0eG!bfsqY)dK1-lxoxSB-d|p<S@c{PI~o3a=NF7iiYD)PR@I_swVc&D<lrQsGjRi
zQqpm4wX7TI6rQ^0p}A$%`LZwbHGAk_fQM>LcoN<?=@5$DNU4PL@zcbT6Ne=TLo{&8
zTtCHmdd`rFE1kBa3G=78vqI0CL+COJYMqIBLS)BA-5k1g8>ULz8Kx)v;tgo0I%vRR
ztH{BtP%^GuhDlW~wJ4+@4Se9T+Ud0ev#k-@koQlJa@=~ovdlHvmftWVHN@vUe$>mZ
z?eOX73NpF!9+y916dQ+lF=K@iE^f`VVIn%Lqb6FZPtJR2ZJ0^Co0qK5n$`T8{ghsN
z*5-WqEL&90AhT+#HAP3y!?D!%?q6%K;VoA&Q&R;Z+>|ZaPJ+$XObPnyPEm3#dIcl}
zj@d_{w>N+%;*w{a6PZuEgC_KMY4o0o-Fb|>d9rn=&{O%?O5%LB4N7iG@eGVL*=<#S
zru2{~QD>zg2OHn1BJl$UQpAp1Zq{a)dIqocSPECylr}GkC#<_(KhV)MuJ|RBhq<V_
zP@w!pq?`P^!=>!b9oia0OxRPd@pa3wwk;(l&61EZld?A<!?^*VO>|cGzGM0j`rL-`
zv~C&Jr#%E65^G;q>T#9ME=twf&qzwF5@dE0F9=?MB^V0k=se%$IjJ$HiI+aRDx(K|
z<_IKTati7YXwNh~%cadpf1~2zyBX=i${I0U>(V)waTIn`AjQr-*tl9ZVtf1cW`u@z
zzGHQK75=#uow?k|hnpOFbNXK;K3#EX-WsS}{mEY^XYkGvW-d$f@GK2PSljX6y-zdR
zTr#6(T%z5)SZRWq9saEL@>2-f|LRlvkNB0HqUYe@?tIgjxal^?s|i;?bzo=Tn;uKP
zvzefwIw6pk+w*$zA|rA_if<O^>E<~X&?^7m9CQD&|DU-h3-G-!KjYJeXpW9G!O7oo
z{e@<vV`G(lvEROHo7hWrPal5e$mx5#`2J)Ny>4k1!LHBaw~uO`LyLW^nY-K56xb(Q
zcPjqza#xRA!{}9vcjB>3J%IwQo+yfqfA#<!`5$bbpKW?c9*bA@;J56<P{zL#YM<iG
zjS4_R%I0XcDa!kEiZp*00pc4%4_^rU-|m&|3Vkn-9GN}%ouZQH6N`)uxgDAdQK7Ww
zB;aHhTy-k6amB#pIvIvbD~r)I-%ZIe5)&EZl2>{7kfg_|5IT#fnaxcg0=>fZ6TUQY
z{+Z*K^oFgD;q4QK>bH`q|Dky73Aj>xkmL3SA$EK6k<lW?wx<U7Fxj}9XG}`+;{WYi
zzlY8rNC$NOR(Zlf+9wabD>4j{K4RG{+h;%dv^p-jyX};wWaHetxVbZRYaSde^L77n
zZ`Rqa*R(WSQU2YxA3;N)D2UM6nI#AfOKDVyYUJesu971EmMoL<>0EDVw0Qv`$467g
z3ZO2MZmRPRWOfy`wl$8fLHpkbA}c=4AC}Yy*tR>+MP1|5uVI;5eonS_e7r>Bucykp
z{MkbE8{v5!nu}rX*FGM5NRr$r!zIPgeWe{$&|46&oSMau{f#H%N6VBG7iN*9VXAq`
zTHtXXeaxdIeIfMRfe8Wg@9N0%oq}^COV6LPv3$QB1VktU`^3F{C>Y4|r)@v|45FiG
zPsM?Rs^+$Qvh%AIyC{taEMLJZ+bxA${3S5S3OrX8J>aqOsFL{dIUsW9f@9+sU#gpS
zi^S)xe!s>*bLaeS>LP*cjOI6$Lj7<9v-+J9q^8-yP5-3!0vV5~>3jGII@F6(*r!z)
z7bLLpkf))KIupHFzUp9GAKc4KSObSU=%5Av@Q{VydRue&#Q0QsX6NapPGVN}{c|y4
z4>~byhT8$)s-+*R&{rXcoZdX&P@}KfB_6s}UTsvi;D%)J-hZ?Yvi&&_W(*Tt|85c3
zo*$HT$nCAiyYgj534aR*2m_lrmP7QBkLjM#G1_%|rK*LL`s5p^>bQ#L!``!Q6!W%g
z{&)_F$7&Z|kT?sZby?bO9_0RZBjJbq>p7(+rfK$0FNt2VRej_-S#POnSe-m{F;6`E
zN~I*jw%6>Sm`<%=P=<VHj1KnegL&ap1rUbeT_eGmChe7C8^1<qYsNGVUrPG(y7)1-
z^3k#V|Ltprlcu`F8*Xaa)BzEn>yM}(u3Td<YPxyjs;vaRkpa7W?WqAj^OFL7;>;rg
zf-Z%LAbCO1f06NZkLQ&USIUVNo1<qgX+^k&h9T;z6X(O88*mWsC>QNte@s}I8Z5oM
z_pPxe0Xk&7mVfZ$JWKCIf)Ve*xbny8D{R<YgQ>@5Kf+r$n*OXm(Zc3{IsqZBE{7G{
z6$zAQIgYAo1lT9Mde3iE=KNa`zeQOE{c^mF$Mf&03w7^SJq`lW^uE<M*(Ir0zDDoy
zQwM0_oaS^4_4HbX?VNo2+@I*OZ63-hxk~d$E$$HK!y&_!C64WkiHpB(p^dg$8I=tx
zwX=ltmEw^Hm4A`CL`KC8mZMoxaXLnV3iJ-4WAi`Q-t%A2$M}B7Xw(~TKOV8~LrAsn
zPr~b!zLGd!?l=-<HC}NOyHkTGW$q0}f2Z8?+NpgI|Epk#reg#Cmh1>j<9*Dp9}Iqi
z6+WF9U25}D5nSwnMXom1o4d@`#W}<0CH@Gw%t$)OyaWr&`)-kltPOuAD!6@@Zam_J
zA8f&Y-qDP0^U!j>b;9Z=7LOR{?YsY#R{z*H`tzIJa=89?$+XB7em0CKl2IK)MaICp
zL6DOE5kuUd4lbsFlxQoG3CyLVeC`wM#En2|2BvDa0~g*{FJf{HQ=fI&N~Hknc|+L<
zn^h%9;aq~;{j(!i;qJ8}3)l<=l>$Z1O)4p`9Fo6g8rrfoz#y(Hsg~V&Ffh=BzpXMy
zQ?F|>2J+qR?Xi?Dq!J@N2``8&HA6=~XZEYekk|74sTU2$3gx6<K_QzbitFsm_8_3S
zH`;X$SD}zElQ{^@IF7Ko3xT3_V)k|K(^v=UMwzeWCYAZ7hF<H79C?m^)Q%B%v0><g
z@hr0UK+UHyhfgcXf^SnW2dP~Folt#LUtLFT*Xy7*^v#IrHzyKFj_d=4xHP-&vO8mF
zvsp9;)eVGvH*14gZ)Q?8NbS&4RhvO5pv-H?du3PHr52wYfeI@ZXVd2D0?#It_F6vV
zBdT3*X24&_QZMaNi*NZKic*|O$kZl{hhEM<g7JVqAUkLb;wEr7$N?ITF8owLmk(@q
zHoJ>h9AY6%>@PzDUqc)ERvAA0KpuD13{~2Iv}3iE>K_Uz8a;gceytRltJ+*gwV-~D
zih%G#>awK4_dBagQT>7zM3r4Wp#NP&XbB3@Ww7~}0bls8jb#!2`@^-Hv+b0^11X>{
z%L6$o@B4M|#L5Hz<c(kPc2^~S<rUQ8L4KLf<hgbOe7Dmoor$@iPt8?LmUILEm4$V~
zeMj7J1rcec4lXZ=L%%A0b5BwU^>yJ=N}ZZFk<nuOJFD}74D~;E*w_L8I5%j;strw{
z!N9GXT!yDd<k842r1yjO)c3@xYl{C*c`4c09U1MM&dv(!x0mS@uz5ckftraI;jvzN
zvA$!uT<THG03%J6`cdc#(n@0*I)`Y2U%wVeuhM6Cph<iACN!JXXgKd;P)RmpQ%3mZ
zo0bgD9hIh%(6bI&*Xtv0z6^zPnk5+RnvLnaSv!i5{nGgfJAqolbT>!4w=NJ3ZeBbf
z@&jw7-C3a3M6#i1_Y$>YB_b#MTiNjNzrKLPa0#TE6?N`QlaD@+*4lvlP@&8N6sfw5
z4trwML9?{WmoL+*wd{L_{g<k3A@N3%^D=R+h5^gR8?j=`QOvntRvU5@TTxtXow&&_
zJ)5Bz>JHJ}nR|SHdN|^24-Mbdfa&5)A!yc-sm$O4p32pZ{WgsrKSzB=Mn)Vz9%U;}
znG9!DJeIpd_RQg7aeqJl00p)vNkfCEg39mH!#vF7n)y(Vm$l0z*4e}glvhQTi@h#6
z6!;9*L5@kz^;H)W`&`I{MSHZ7ct~aCqfQ~$x0Nh}wzz`R9X;<G2QK81oZ2Wv5{lSi
zS+p{iwLJeZ*H^;TKl-E}UGR&7&Re{&;-;8X1|jC3ANffau`{)g%*tvEjqSoZEJh6w
zt@-`J4xit^!_RKzSl%V{bMTA!$svJ@Md{t$>PavleFGkTYF?z}7%0c;f2aW$sM&Yw
z>2g*-Qf}CWsOZ1XzVe$;)lEP&vCSUb*D;GP_3jE>xbVSC$+@AI{|lXxL>x2_vZ(Y}
zUl@m$!AX#(=RO>xxN_0)2b*lRYTSx?j?Ij=N&YH*u6Bgu!%4xu_GJkUQTCWM{|^%x
zma7fq!HP3a=i5-?kpO3eFRky;=H1TACD*Bw|NK9(GxpeC10N@4B~3d98=<*GCZZ_@
z`%(??pfS8Fpa$F)Lf{`@EpmO!-6!2fO@sAFWJHh5$E*v}7|$1>LU&>!hc}KfD_5L)
zS6MD==H>b)nIXy~Z&!Nnf5tCPWogiT&T470t@5WY#lW$-Qa5);$Bmu`a7n|=NwDKu
zD)1uZsZDEx;MS!M+A46b_LkWtSCu_zdvE%r0s8a&%5FH<0>_rZmP<ITobZpj<#lyw
z{*oLr9`^NY__w#LzFtSaG#1d9AGemDkTfo*c`5xwCD7Jupc9)R_q}&aC(F2MF~!_Y
zG6T>jz8@R1EdOI3obPc;Q@S_JFNuExe21!_YVx$tLkBwA>0~e3cjag{5DN6mc%d=-
zd#g{AAYYz4VXwzr{Ghk6mvN%s2$t~vToJN!w7|Fj&DSX*h*QX{zNqXOba{WFT9%1I
zA`{gSlI2L?MY-KhKSzw){AxDb!QgYt!OpxM&N*g^shu+r64Ai-Bv|iuNolZXi5s6)
z6`%in@j2<RBqO_si0)s87|1gX?m8XzcI4_c7Szh^VzKGxYn8ut_=mhSt?kqR#9XM3
z3py+x??aSm{#1VSXM%%+wSih0q7%?M^=ENQ4ICU3ow{^q=T2UfJ2$`9`066T1D*nJ
zQwI%4+a(w$L38UcSAxXi>&M9aSZd!mwy@{O=)Ju?L}24Nr+k<!)>5}B0fZo7yw(Wh
zAbp>`1C*pu&`12+1GLppwQCVjh0}o|Ok>`;gm}Ym0t@X1TyWVgS=1>P2&oq#FsML_
zJJU*2+sdiS!Wo0Vl+O!dv?^EsG+qoXuLJY@4>Im2$bLrVvlwm$M?QS)|CUXAWBRgH
z{XzO8jh}H@S){N(&1uR|>f$3J8{sW)8OoPNV89CItMRr~L?KpIR<lYB34BPWXs=DT
zXSMRzbOE`n6KO}-vg+p3|A2|9`FAz=78;Vc+1;nGF_p4uU~>Nky3OtNaH7wa@jEu%
zU68CVoeOe(-WiA=Nw${T&_BiC?J|(fu4k_9BXiZL%@=kM*#6_h1@!#FvSQE6l*jHr
zgc`MIexQrGY`n=*yTbioBtX4NQ9F<hMyWv*)L^dFL4JZq8uJVIs=nbubQ6eKg2Q)_
z+t4jsGPApIT_#I8{#V^Pt>%$|=tqq0WrJ?b<kH|0n~S*km<8#*cZ4pDylQc=&{Mmr
zp;c^7yd_COA8FtM{)S_;ac-dE4xN%9d(WTKrvyB!K%OZcHe%GF<*-uj)O$W;ZEfn6
zB6suKkiIBTO0c>JH^}@=*7ca{x;D6sKaT--n=D(OG-;66PlFRC(qH)3__r(MK1fHM
zkBG@C!2|TAzJ@gC<dUE1CUbAf(%WMr-PYptGc!9@Z|4{gpX8g}A9grpM0)f`El|bX
ztXhcaxc?xahDh~#U9Um@)Bh5j;-J~v8?|e4!92H?AkVOd){|f}{MyKMoTdi)VQ-8C
z@fEu*V}z60f@t<hOJabw_`7aJ|8-fld(Be48D4TuDv2xubQ_MOoaHU$`Ff_j5~(RF
zWh7`nduQ^&Z5Rl>RqNOHk@=;_p5S<tC9v|x_hElDQuc;QbN%Vb{n8q6!e8FDYX-1d
zw(9sL>$R69mD?Q~#R#>UD)X3xDK#0@B{ssP#P$1nuAd$tJH^d!*dwnCSxuY(7})-@
z=D2`5k5a%QOg!%^+SzB*!OzzqWHmT25D!+E+9}KXy#3qPFIepeS@pdbTxbdaUk?-r
zSWSF|{K<}-^$_dqp3u}mXubg7S`KV^b>Pf`@1hX~qVzuY4!aNF>{n;_{#xF0(r<p#
z(9@8H@4wsKySRPvd=GC6!!JUq<;x|42N>_UF&$>P(_+usLHs<uS7drTa?H@t#A#<|
z_iX$u6jl%PC6H<-f<KQQ2=P6)*DVmgW5gM(6D$ZmzM&_(6*6fF6dCLRF)UWft*m7m
z$b0Id6TKiQKT;VlCj95H+>TzIq9*!5I|t<_2R~J~QRZ+O%-v#0)_Ntk!Fz26I#f8_
zoVBYMkCw@!BfFLG`cBTo1U{u1E2vr1@9Cuo><H22LF9_LzXY3dHPcaX)erKxyskbX
z-)(!x{Ey$jh+?Stf<Ka@B7LWNwD)=cp#?Slv|`TmQLBDWPrbNhSvYt;d!{cc{AWi3
zIBt4{R**0wZ=ZQT=-Fk1Xye3PLHD^2IL)_2rsC8!);EC8HgJ(=gBQ$Ad}pDIpJTOr
zb-S=d5DBEr)z9wVb%f0sT2HAVAA5BnHP?~Ytud85SjeVL-`ibfB0-h<;2l<9G>dfi
ziraTLQV|z_w$pB2^2MhOy17h(n`TFXhy!$=+q{cDOvZBCZ)5PMCE~v{o+7Y>vHJ8I
zjIxi!1*yDAr8gTT41MKbTuv?w-!+K&D4)t(3qEyyPYllz2~}v&T0}IAs)O-3EC)V_
zvt(r2@rvlsutP>H=S7);x^~DZW@DROTQp?l#^-?G0G%O~Wu(lJFFqD3SUK}e4&@&T
z<wbZlGU}3-ZNPpubL|J`59r8+L)<gK9T`--WWK2?hjY5=G?s>kT2|~LYRi@SN<y}!
zZ%sRC*sxNsdNQt@6VKqwDxh?Z+Pzf$drJ%k6I}+Kg)7OXz*QEptN8eamW=twqY01-
z-!I~JYp&{Ydz!vk+NR=vJ^H+xQ-kQXJ<$9)MOX#@4%l-C=pQL_D~J)l4lYAwystn~
zaD4WtInFy}(jDUgY(X#fo^merp_YDWWRj8H0}zmm+2OqHtM8A+an<*t!B>9j#|^!I
zPGT{!j}7s;nRQ!jJ38eeZM!gy4SD4n9*lrPr`EnFicRPnl99PS+(;jEmCN$_%~SB2
zIk-}Hy3IH+Bvs)gKWwYg7cJZ-`V5f+IP_*qWI!MPd(_0-T|!95S{=h8(+kY7<ru>x
zYh<l@?&2ZaS7#U}g|D(1wzT?v0Fqc&ScB34<ccn?HPP>^(xTyT4kAprd+C$t6rVP5
zbC`XNbWo?F+SR{AmMiM56uI<&YsH4sV2hHE16CyC;4pD$`~4(9r-EK2-bA$`Zi(G-
zS0|@GLjvA3#ljTCH0-WPz*LYTwxqqf|8fm)R5o*>Jsrv0|DpZUK#Y3Pn{B<i<|wJe
zVi`NbUeTUTWSWNE=B_<R))-qJ4%EvG&X)F4(h{H5cPc%qlON<hK+_OOV2gBYBp&wF
zV?(~v73sJb=D^yd*c}qy)T!Jrw83jNe@E}+$>FWjxj8!Pr)KB&4(Dh8o@wh-mvnpU
zyz0J$G8MoP4%3<>vG7<t*4zx~9Q+}hk&IdFXlKSu?JG$!)xI*_1@Mlw{c}iZ#wm?R
z)rDa8nJ|av_$dt60pmjo+c^&cdhVi;fGnMTSk7j!4g9B#p$YAZUD12XpDfC?SCP}X
zIt~5f1F0mw$m6r&8plyL^CNA~aB16}1qT%J>A(ogOp9?errYN}Q4!Vl(<;xY;cT#_
z6I?UJpQ9sn3GwE!t)7>oTY54Qz~;E{m92^h{kdNu9W$VpaU;3x92m<lLnp;6d56dv
zaTuOzhY;GJ)#!*7d1C`!8$&sLmN!u^xiYQAGL_ldc2>1TAG5RWPIT#meO0<~YhIk!
zDnpw>CNEG{YsIa_xroW|UD*K7@v4+;%5=n2$!XwGLj@7sEQ^ewj~LILx6;7mPljGo
z(7kT=OM@!e+|hZVf%DO;c2US0t?^m8b!Wx_B~eeaxGjunPI^i&@xp--9?I|1y7v-M
z0?*KrF=V7R(DyZvAfT_uZ?r*lom=5wMSTr$RA48Uv-tKp6;4dh)bZO3U0N<3rGlE3
zIK*=p9K17kzccU4ghGtxYn{Q8FAV1hb%{c<J-G>L288~Or5LH$a+#c*+uvgmio=*Y
z(p=E0i;P21WYOcnCd}s>gqqEZ0{hd!Y+oBXwr-7sW~|Cx-}|d^>ZGO9<c}NBSb!7G
z9b_T0%|;sCXnd1Cts<~r53l0$kLU|0c1hQA;A3nD^NuQ>DTM6Ld%w`Ey4CVn0?~St
z^ykiv?reFkj`x-&n9gDkcfCXEp!_0`;G~HM4Dj4_>01nBfsr9)keh>m7pU5vI7fC4
z2>ZvBJ~d%G;rQ&ep1y-iDS=p__HgAv_^*Gy68MV_Uz@PZJ}8IuRf5U8(VUfFAE^Ie
z3fa(B&7q&?1~lz-1ml<gL)BY{HT_3#<5-x00jMaUbc=)n5~4`g=oTcT5f}(#fCU25
zF*-MJbc{|#N_vzqLIml7)QB<oy~gMJJkR&{hktNgUhlo*yiVNbKKHpvcE<ZN-JHl6
zXJs&ds&;Td&mH&4?rNGdo}8d#04U;x@68w?&plc=5}FHw`fOYO1B7(u=w81R5fv3R
z-3QyQ$(wCN!8n^fkS8jK0_!8M(#r!oe2iU}x`q2Z+Q;sz0+G13HoEj<f9%D{!Akx;
zBL-rI$KLq|EGd|L{ijaLv0Dh4G{q6Jp8uteyy>mCCe%Sw3K^%Vz8IBkkt5RTSh?wb
z?Ml%gD9I-ND6h3<XN!8S8l-|;bR1;zxMHxS(+5BU9zCL?v{vBJ&aq1v)owRITFM72
zdsYR*{G-Ga3~Jd~96Tlt!;H$E{7(XHz=JsQBC${k;Fu;cb}>^vEBxfWqvV|o<ZXrE
zF>FAkYgYSv3DnLRVBpLF$mo!V6PUny!S^6yWMt5V#`wVR4NGu4;eH&)<oL<rSXWa9
z3zC*~`Ie3<KP|~5tN!<3vL;L4r36mXzJBR3j<F-BEMRH2HNQ!<CMcplf)su|uzwe1
zH<R|;@!Vi?1mHTfRv=(~VlRsI*l|U>4Pu;Rqy>6N(bBR8!NK8fyhB9L0ZR2;eKjCN
zHsNxg-1&`a^?lQr5-s4WW7H*-*6X*zyUteJ+tN4lMk&W~Wp2#2ujC{<yX6m=Lx*+O
zN@Hp1=P3e8w9DRm;JE<93IoOl?~$a)`NgJbL}i6esZI)!DC-u|xc5r55HLgn4*&P0
zem3X(8lDF0cVOCap8@QmxML>svY7(9gp~)AG2~=epmEO<sGB_l6-=>BcY@X}0D{oQ
z1KNl~Q<SnUAs*}&`n-Y~)?PgG5p*JNf!5%-&eJnF1rW=JG6%rnvoN#k#Hp{w)x9#>
zjaP<^9z2aao&C<S;}9tF=Yw&T0qf|-jkY`XleHCKsX!JG>(>Wa40-3r_McEbKuxg7
zwtNP}ACZ5o>;FCr#zvZ9+q?k_Int#_s;21AtA=AxiwP>3_ZTUxkblm<)qA0`FRC^b
zSybGACX@CSl~w-WG`Q>m0Q|@jq*D8HF?j~1S@C>^SzriJB0={I#az`gKPta5Hl!6s
z*0uXktAdLk9Jz3rPPr9riyJ@M%#G3GY1KQ?*V}CQsf68*82qU<09GElz#1NjvlIU9
z3Vt+uIn=I~bqr9%3E(lEz7<hZWUz2vUf(}nojmWMGd$k5!6_Aa_VmYo*m?t3PhiGp
zEZx(P`&^#Si_^`DM?H%hOnC1@&R&++e6GcPNf9VMGsvl}PmeFK312*`$kM4Aee6<b
zm<Z3Yau-vwNgIPT-C&Ctl7nekU`M5pTkVe*xUL35zjA2M5DyyvarNLlzYm*&S0elL
zDr~A~G&0A-bZLVMt0u_P2!XN3+HvSM4cI#j>7j{1AF~X9^WOv#m;)e>67k-&0)spn
z;7?^GB`rn8&$`G?zN+&Sw6aj=n6-oFNjs5~(lE`W2^EHi?E)ib=U(Y5pZn_2Qg&cH
z_$Hs!n$@t3%_zvP18{V};ab%K%KbckC2fkVba*`u6`l=kJi5A4(mC|I?c3Lj(qIJ{
z4eu4v%-3MX8rnTQZ4Q>74uN$f!xawt-mp5p;&T*ppK?g31YxYpv29gL<v1*yI*EOs
z@&RSXXrNcY%!L=DcOPeqo>$M8r<3ys=g0)b=#GM#OX3*QqkcY`^_UNMqQo*<VEF1&
zX3psbw6e>0O&S^+=<2V5q}$`U8q9RO@kWtnC^R3NJc5Ksv-A74J2RVct1+@oZWYeq
zSC*$v=@;6eURD(8L3nplE5~0QjpqweUL!9b|IPC}HQLXodrV+dXZfE<?n9Zg**Rs0
zvE15VT^}`gEHE%?`ziAb<rPhoa_{ML6ajLJIsW4_i%A=vu-zxHV0f`0yGGS7$~)CO
ztP*-&XS4ksB{Lg1S#=vcSZv8H6+_!HjCl6y_?19J`jGpVxxX!j-8A18!IqlWaDK3b
z_F#A2g+C5}p5D%WDipGQe`fAMVWVbxP0)C_<JJ|lqS6wf3Xgl|yVxd?nWrTo3sX;W
z`hYAA-Cb&GV5q4z2EWmv(GAPS>?*bK3o2zoO~<lNbL!{LCOp^%ApHQC6eeSA*FsKH
zJlt2AW8XRWUX+nwGi<Qb_vo>4N7WN4DUteDPz6}qc*~`TFYb2f;EItEDKZ>AN>x^k
z$}n_KOVO&<yV(41UkzWlgm8P8-MvoXDn8|hos2<U;!kNm@_A+?6u1@Wo3BuQiHC8{
z)-*yxbp(kbnohEVYt5av=^W6AP%gE_SGr^j&EBZI({;}AHzkEDjo&+Lz!GH1L*<zt
zTyOmGa9qRbqNMaHM4*ZJ@IV^oFd%F8hB!I*t*#fnv3hXXuJ%xYXU5kwIOQ4WRk$+C
zt0?dG#D?g5G9~YnV74CV6E0QTpTX&9X_*VI9E>fVRWpVsl!KN{fQn>;#sU7EZJpjt
z^gc_kfxtbm9lRQ0`4{hsdHs1(T|G93I+~i#9oiS*$ZIyFu#0h{B$*40<^Moh^|FCG
z5QtA<>tWz#e?Er4&yJKl_Ug>SaI*f{-gs~7V>K>Dm0Bjh8)lrTLBCcR&gyXC#VLw4
zPGpXVYv9}+tEwBXP%dln;Vz!!%hxr*b-lgE1#M_j!v`k#+r>l44+yj$kRMc1@y_eY
zPpt)OjUDBpkJf|2YLCM9eHM08jo$pO7h?<^`eQodL#$#P**GRz#6V?Cn7(mQG)u*~
z@a!DxZI*?Oa;>F^)F3>3it}NVRw}L6<%bKk#1)94@~}8du_1CUf&J(dLtnrAgqaG4
zLtIWMasQ{!yMzDvOj+^gp(slH2(bD_NEZ|YBS7B%yD<+Mc@U0x0y#F3Pm63^<CcFg
zOTFLqFMODB^bwPEE*(+54kH7u>dLBg5!-zY0;!**=Hs0_QqS>%dlTaMn&L%vVcvw1
zlvTTTC*RBkTBqdYH|Ll>CJ3KY2@#+DX?AK1TO#+SBHxgwrGShxG?y(pE&ZZg=zOs5
zuWB)V`J?;~`-7xax~-JP`Kz#SGfMI^lSJ=uO&%nbGgitU%rkLIj|1B&vwqvo5WaG`
zGRST;_(CrW@SPT3R$&;f$<_Y(52$fK<sC)m3pDs1LApt~MbaLH4SXf!Pqp8&6QP7p
zcdMk~N90gdB2p>#W!sJJ<r#}rWZWtT|A8X%Dr=9gqOuZyG_8sJ^5y}1U)Qj6JH~gN
zyLX5EDsUy65y|G!Ni=SiUL=7Y9|L7|PwV0UzKwtXI!Z<t3w9Jd{`m6Q(tvWIB<VPh
zwo$lZ=HAYp>ZZG2q+e!7^^g1mF@0k7_W*LS<p1`qqL(kraNVG{<DiJ$nhaZ>FDr9(
z_8adw{`qx-5zw<E6|Iqbb|x0nmUjD`y##24qAt#qaPOVpl>Sa(5#i0JQ{W}B_-|}S
z`}lL~uFO5D+`PP0TxBxG%cA1jAO-a&=7ket>CW$+WhUQKu#{jA!;)jrP?WRJMhK0A
zHvZ3hRl|YG+VTrr5ATDcGA9GhyOcI^vnRFv=r97~R=^88XQgyJ5=R$%fQCPJ%xX0D
zjuZw4rkQX^sP_=q5zWZ08glqD_o|quHpQ=yr?b6_)p+{nM3Xs?F2xO=Cfiq}Ok#r<
zr7A+sUNVBT`2{3p;HoBCkxdb6PTFGwNA{i4>};hP0^mbtmTWz;n;h-+Y_|nBQMTRR
z&*H!HTJN6mbdg4=GVnTxNi%wev!F0O<jsinm{vs_v<{u&1~!Q;@)lUT<?8(mr|a$u
z*6x`U%sW15;|4Gf*J752ij35}Bf^0P`c}eNLyPYY@lz6NR}fm9UbrCWcw!sI8zG*L
zjYOc+DRa-4i0`o9=!({EyDC|S5?6XTdNqjceB=4Fm&kJvw2tmCl%hCSSIqn%eL~R)
zjd<q9`DQzK#gJkB;MVp0<(~8ZY=}9*yH)W`5u>7Bbu6spSL=^*z;!Ld&)_{Rzig|S
zFa4m`-@Q_eoMFtDEOL?bG*j^mawkg-UE(SKI~t$ZOXxX{mRqsepBdN)_VHP!M8V_D
zq}XIb(;Bq;JkZ%<x*=$-8d>O9I?D=#v{(5NF8^BQYkDjA5nyGk709_SrMV!v;Yj3L
zZbHg7RB-922GVI?w8rQfC1L$x2<>S{s@OsfA6X8VLBHxI34=61v;Y5w14*<~ZQi!w
zzxiTZ#jy_NRnDR$De0?aaF)+pTT*SERtfY88ylM~(e%Ot01Rom>a4TvFmZY#kGw;l
z2*4+`LljMmPFE*hTe1lgn4&8xROtK9fpl2dge?3|lra1|GOOJwyb?8mot#OkUJb~W
z%F?D1EjD?d`STR{6Te3tr9yUTQt`q>WM=~^Vd&=lfIBrsFStbuG`k0w>fRQs5W)8i
zxLaxS9wTY`=9fUR3OisU&Ri?K=woy6LZMDQkwwZ|r7&g9I#V8m60WyNG|>`Ge;m_)
zvB6;xv@U{DrzSoH1qG24l-GSzt~v^RZPgeuiqvs0cUP&Y;kV;xt**WFV`GhtgA^x;
z=!1iP+~Biyg2R0omrFc<Y2Ry6$bK7IyGV?l|NYSJK$DyM8}Lv9Zm^cJJcF#yP$@9O
zWzIj=ZV0lFj`ipmq#-NnBUha%@}tLs!hFmIpG@m_yv2d@@I3`$X|g@q;?tj+0i0au
zOOYEuRs{kU$mlfsdhhS;aXo%)z$oF-zqc_P7p-^1n~FrTH5?xi$*LeBwA@)>E2weA
zbfuHA*_V41zah@vhW4K6<qhsd+q0|?w}%T?oLg{R+B6t1`U^zQzfV&`?=^!{+%X#O
z&%<c4?C1s4zr>ULHz++Ud{oBfF{1xbo~8+_i${@&TrbP5hUPD~g+0KsZ97m=@#q(&
zfDI`q(4%w!AZRVP39>fym0b;Wbv>Y40&oy6MrmII0Ml!Kprj&8uv9pXLBP&}?##^7
z6jsUmB7|@nWUbfZ2&Y3b)BwBT(X6)ZV5rm@x@Rz&{U>I-C*;F_p07ynmzdpAey`^T
zGf2zSm`{lRF-G3v+M5xmxuAx_#fFHRLT2i-Uvgp+625{A$VgZ=S2ZyU?9f;Q;Lj*%
z7h-@&bR3@{guJ7bUchAWZ8y2K0`#xR%Fg4B@H)EB08>fVD`8+{EIf6F(xC4$h3hpz
zmpTZ1n7a2BuXGH3Q%hvC)7d?5hnKjY;e@@WU2f^9#2#QG`{84?4)YhdJE=wK4BFE8
zlc?MuF%N<uz=+RvDJ&efe(zSB%W|uy<7~2pg+-orZunZm?$nhku)C~J$asjaLSqYL
zY=-93pc)1p&bBx8Uh7ljdbI+!>rCE%a%g*oLVt4uv9|w$XLQKh@tXrSPtX+j_7C4i
z^($=7+_Ld(j#!Cs4For{nJn+3(k}KG=jF#o$DjB&C`h4g=~H4dBc5JY`L#jNviPJ5
z(z5NfgrA?^&k!IgVragL$Jydp?Fn?EDvN?ZJC=E61=RoL+w~LyCUfSh43D4j=z`eP
z``T{nin`>4-0R3DAJO99uOm$B9}PD208jWkC%hnv9%Y<3;v1<$9O09hs3#B?x_cz(
z=v*pD@FzR!(;S<d-9FzqtZ2TymH-c~AI2a`&bb{reSJ76QlEI2k*no2DVR~am}7~|
zsn@?sGIfzlayBlI7QUAA6xHtnt}ZniLP|0JxaAKlK4M^Lp^}upuzi%jyzfK&*B*DG
z!F_blT(?9f(kO8&c}iB74gHk?mcl&BJPgt<M*MMIVOrj&vvVFAQPkij%*@P^9>2-b
z{WP^oH4c{bPJ+dXU=d&PQ1zQvVC|L`=&e=}7(}U=Fqc^qW)qbp{eCyUQ*{BiBJ0Y&
z)R+i~8v4uEc@ew2s}z)iLsAq$ghe!~hTNTdglz_xD1kp>k$KP>|J^G`><N-7UB%CE
z`sVhJeFM^p!ou}~l{^F%?vy_#rx2Cq6-Yl+WGYD(SRN_p2Y86l&6d$oeV}1fX%m+d
z{N)R#k)Gd3WKj6#)t9*k*REYNlqk<hg4>YAf`I5a&yy$hvf=$T?h7W9=S%{G-pG7W
zqTb?SUzcn{?-iWdRQw!&JuB`>O;zvCfw~gPUYKKF^Xb9unmQ#Va?x4a=(}#mKVEOX
z(?!YC#I5)WqWOShEr@)XV4{WU1kEcqp><YX9pC+24(f^@A`RwR@1RJ&`NuXFN!l{2
z{rd)WZ@mJFbC1^NmBIc;+E@1t<*_|hZ4=F31}^&o{tOu_Age3U@#-1O01XaFQJ{QI
zUVAvQI#69b^wW|ez?ZjF^;K#U$sP6fz{shu+MS0mc-1>iW_7tJGt$B6o+4G3I6@WP
zu$=IpqgUDb9HG-+Z~NDxa_Ql^u=0?O4lcJG`qOX17oxH&E~DeO+{VLW{=@<5>gtpr
zl++7)RU&Wyz5EmyxV(_=ulF)TN|M})CTqKdGfCMq9)or1+y7c<B%LF|!+W>qUdYQE
zntym-CI<BZoCidz62tZDS?>!nz_crC+YizM4sp2LdUW?nnB6lVh~h1us@a(yq`Z5~
zaW3#7`StGK_MXd;@Oc~3U~hfYI~cOTm#54wY@YdN?b6Q#TDJf5X8-uzy0P1mfIL{T
z=DrVg`xJzzCw|dYG_-x%!z=C~VYDuYsj?SwF3>ijnb6c=Vj2^y*3oSL!Hcj7W$3=8
z2G-a&YJ=q(fc><5L23}7&FMQ(u$6ga6kvqL<}}Q`zMfj+8$7zdZk(o=&?D6$C8xY9
zHP+)ecH=D#DX)yyR6I4*<+nbc*~yKqW+&bvBeP!RAoIer+1AYpL(bJ*_0nVG%v~H?
zx&w~#O-CNH9||tp&c3>tTt(mzaXhsF1O;I!L%a6A6!BMZCoD2}2MU<wdKo^M7?P6O
z3<pKP9S5Q3wfpS0#Jv|wxFb(%rRH<>Po%bGYcK6g7fT?8wKl$xp@+K9()^_DgmTj&
z^w1lR%CtW#f6rqai`|(A5bKT^4_go2%MjJ4-w$~FjOTZNn>P4Bb2uG_dFm`nxj$Oz
z0I4s4=W45}egP~4_W=@6z;=cMeiSjT?G(jtdwhCy5o~Bo`d^g@$&b5pih{Aj0dB0L
z(@6oNnMnA^re@|B@Dx0}>rHY>=lM<5dtXVaUC~V1&~FcbGo;;7r*O|vN^7Y8;AYK$
zwh1M0AYPMD#4GfnZ8|)D<~dowYrV-uumWtCiJ093y5a@J<Q=r%zkk2m?!Py49*E#;
zkWt!M?^6`c-F*5rJEG_%iiJ|freEo&IXUafY`Kt!@OqI&i3QImHxPJz$M+50<SwHC
zNRu(vIpy%JCS-rDq2F7GTgVFyT*j}nMEDCdg?YnB`8}0I(}0&EspLq!{TepD1?U^Y
zB^J*d%m;vCQ$E<~swae+X$e}1H+FvWWF9nd^+A`V@VgpxWkeT5YA9H8X*6RObzhzg
zCV9iOXD?A~sy!Yj`9o51sqJFEtfV6i?$)A*7w1sKalNSYDv}%jlZR%)ql^~d4k=8Q
z4u$O0YxA~r$CaEEY*x4%P3rX>sDI%^7>aitzedXD_1B&Lws?-r7I3IsD6E>w11mip
zz?ULJyJYz%umh|uPd$C+tdEa9NG*IoD?=CLJNfn`Aa*`f=jGy{<OgUDn{H1|QH=iV
zGF}!o%fn82JMMF0qjy(VqAajkRl2L~-*}`8BSg?am_<h7<H#1}a|dXbu8?rTuU1&0
z+5tIGowh0aXsAUG8*wI5g08ygjAneg<wEd<1|m^ip-y3Nb9ubP#Ce<Euvw=~HQ{!~
ze6%hI6eH0G80#J2r+VAXmyZiYz?$n{l*C_$`bblM#UOo^&WmMUeySB-ncE9@AmyhZ
zqmS_IXT+@xh|5W3e=>F?eAhcq0KPmUP!a|_sr1ak5NT}dx>g_;>!{WA*x1-tme6--
z)2#$EX{a^_yS&7@!_w}DCJ0@kkhM7sRXSs%$nNksg3-k0Q&!@`_EFVHj@_IjDL0+r
zND2qxBN21H@vhr|(bwSsl2!L~uSy5c_#~R%5pCaE*9b92@rBn-V|Aq=H+w(?o_hjv
zRSE(25{$^}_&IHnm4(IT>vn7IDcW;iPil~2X;+SxG#&6=JFGjEumw>Nx!6epP5jzn
zN0C;fd~!s}pu%NO@$p?u9`epg;QR}hC@PSpQ<#J!(qn1U8{9F@mtf)d6-4t*<O=iS
zJupoMm>^*QWk>4&za*0<eh2<^_IgYK`*tuI)~bI&AnRuBa2I&$WO5Z&odS(P&iz<T
zWi2o8!?X4Bx($5*CB#wV&PPJpm$@q-y3SRWIAIU<Q}L8is2A|E9a`pY9Ey?i{#|?(
zQA96NMrCo5Toh9v%8%FcC1r>RSF@;W=b}4#45%{&D>+vOfx~;;0-myloBL^!xSVoG
zIqsb`U|d_TaE~xO$rkb#*C$?SED9+qz8yU%)v8Obi+{WQVcjCUX=Z=x<FojUy4Ns!
zaP+R;TdU<z4{)Wqdiiz5|C4(`on1WGg*KEJq@W)l`u+L#=&XZwC#ZX7cD2!eugm4-
zlr(kq7p5K_F1G%@S|&t7fl?Q>Ya_UlTT4_0FzHnM{0Ah!F;=*zj+}xBfw*(YPo$7u
zL{Wfvt*5MU7yb8y+7*+-sp;A<WNH)6A?@AWKkKuoOnjcixVa$CrRO=go-DQU=O`O#
zHWae4_fiobbYG(~&2oQA`(W8+VMM{^uSO`3VY*XD{ZmjJHUAa4!{%+)+P1hrtvtOQ
zC+#BWlqA4zT^?}5_2QXv9laB@Es>12xqo&Ct~)YDwG{P_5luydZnup#*NkUox{dg1
zn<I(%J$i|1NITU*_=WRlQ2z&XUF2aEZP;Dz8wl>femRefFjmZOQ@U81;$jl>JF9Vd
zv@ANC^!E>3Ss7PN_I;ymv|6S|=<-QVq)r7K!~~fp$HB}&p%JK{22I0gF}h;&{8|wC
z%DgprHMBCl`IST>)q!Ci+_-JlmY@QhIkQM~e7#_6+HC!7o>YHh($0O{<F^t<O-|yy
zW1vY`t@q{{wjhWd<+pejqENfv>L}G}E~&AcOn06Uui#vOenA&1Ean_?@*5l6_o-3@
zDsH(gS?|nO*T8>YLHnFvnp#H&A(X<_<DX#R5_jo1dWcoqe$VWtx*%4!7MREM&{kTL
zQ(sfErECVwP$lW0DsQgX2kO|4_FwJHT6Pa7`~)NA7c8%DM=af8#8dtaT^hLK@Q}y(
z3;8z-9teJ}_2&v3=b7Bj`omkHFPCTo*|}3#37wc&n_c%+O+0`U3nJS`l?s_+>jx+4
zz08a@)1*Fl^bQifKv?d)@F-ZTZk*{iES&I4+5(lHYlY_#M`7xmqnGcCy#6Pkp50vK
zm++gKlIUvhYRQvZUs2nh@2xkT1m1Epu2~a3`#QB)=7)XY$B!oaLhN~plT%R=q-RDO
zH2@T%MbySh3+Wl{pfEo5LnT#1M@neb4<<(n87!|2GOLS<wUkwMQ_9AHf65mdR{0OU
z-q+Z+Tgq)u!MmvyjvkI}5aVYLEb!M9aJ0sG#+3%@gzGf{zZfV2>aQD&Ph~Hndmsz?
z$mWN=I7l>7O&ir$gvi;Bp%$<;ag}cw>|sc4l2WZxf9^U0?4_)$;CILq3-jI07@zQ{
zdV$hUdK~Hstt<P9$#?NNaqmUzKWsr6CT^1bf_G0-0w~y*g2S+k%!=%J*7fjF7p%T1
zvba`R(jW0l@;ag)fFr})H|EHd4&ubp8IyBVjQw0Id!7gO*Mj2WrmYh={q@kvKHQ*@
z+&W%<E}r>;GBB%<u?Wmx&81RNNP01{EbQTwpKBr+?Aam^E>|L->+jGy|7>Y_Mw62)
zD&a7x^$E2`UU(6}``Eu56p%TaI}lvdn1oaLqr1Z?YVCLN{vL(-z;TK1?4Kpye9`=p
z^}3*hWvR%^Kphmk4X5E4Z}Wr&J|Sl$s;<nk_kJ){?PtEDP+f_>FQklv4;2Xn!kXz4
zbq#II2Y!`%;y7iOH_)W<C!yc(Tkiac0Og_Bu(Ex}j;{Fr{sr<ctbK2JmIn<L@d)2;
zW(H}1@RT#pXy0vX{W9~-M%rYf=8K<_&>j+))U9)SbAQj%-fmyD1P{<<B&jt{3M!xc
z3q{YJGd3}Op{yKo<kH5G8m3+{E)Q?mCYOTS+rNJ-u#&xCb+&RL>S$V-Mlgn9n$;Ug
zoRi>DP1<!?A_WpgJ09p0Xq_|slYd^?-l{B0k5C)h&8M!ZRRN!RtxNUs9vR`cu|>B=
zf>XOK8dUfPVQ03erxB-2-_vP!pN0(7{_g!bgzyQAVlwBfU=r}gspRm#S->Y|bFh%S
zV@aoJK0$>1nI~~MW!a?RXt=VXvgb)hWCG$=CgOmkWwxs#eLzXdfMprh0|VtkKGp<1
zg}P^jS0{1f`$kvx&y(NP{?lL{EZ#*$!#Q5!OZ;Joq>D;Oj9x^{(Wpt1kg7y!Yn;@l
z(1gF+Q)rc{@RYCt!KD!J1Qaa8n;NJy{*oFBRbD8|zhxC4kH~p;R4o)hqE%DNgTHt}
zf)7vJ+aX&C#$ziKtDTJMEmnMIol=EjQ%cTJN;ef$TjFFinE#n}KO&CT><7<}SetHh
zSmDhz@B@l;m1;@HAzL0Ii`=5iF@=M|-mOph#~9aMAJ>6(sL)%Roa9_!ll9mVQpbtp
z6jKH`bX@hz>^;*arP(@Vb7-9Bk&XW3^LM*1+n2*vj3ZJ<u~NAv;{ZgasEUeZ>A7oB
zT=}s3?1z)6Nu3gc_4gl}f9+Ld{-PmCzhf!wJ`K6=7MZ@kr@|kk98nl`;L9H86uUwA
z(1mn4P)e_e5mS$e{;FpdIn1lC%IJXb!~lGC1$zX3pgQb-qA4)hEcWule@Gy2DD0G-
zH5*gl8Js13pwah&FSBofoG)-)c+!9jY(QNLMV%5x^5BK1m_VbzB4Jz0-41Bb$`$1M
zgqVokpDY-Vm(;Mwm2RcD1DLa#(U6zl2RG*InXXf(0wUt!G!f%=Y^Ol1U<%Wb=n&+D
zUA)Nx!hQyeP;%pFtvrK-g3oUnbT9t4iwsOQX$!Ocl+|tn23Zvc2fAkNfB`j>;VYy7
z<0Cf_WG&*!U4)LQh-oe}!{yC%V5Dm$7aDeO)CzU5n9b#p$1CTOe>a}oKM>fDKk(<3
zs#mr5jhLJHTh9-U!ExD1AZbFK90c(Wo#%{c&LfK&cfyw!$8Plk5&~BWeLcsg+)qhN
zpk2F4Iw<E7;x^RKn9SJwVU_P>6Wr)#`@v+HZ<B#+rsqt_!9oZ-yMi2PVR!LgaC)<V
zVqeFdTI$P24iZhqwC5t7!+xUWN=z9=g~VHp4#-&W;;Q+5e&UZYXGut&&$oDO{g(vC
zY1dyhKbM=N?x3FsxB!PO@Eqg~vKCrdAs$2=HYOQGoy~syrx&LR?H!(7l~T055(Bzn
z)*5fZ>KmSbW`un>p^BGg$=C7p0v*87nf@mR|H4N~V0#2Xx>Ly{RZKIF_rMS_U%whJ
zBRZGTzJEG-QI4loaDtcAWXJb)xl0PRDr2qe21S;(Jh8EU*mu@NtK3E3qzZY^2~AZ{
zsfPku(?yRv_CcKg)b7%!VykU_oWPIr@e|np#cN;ooiCMH6xwh-di7<6?;9|803%H-
z^P7Am$KCHgR||*M-Yf-E0pJ-G-3#aDuk(v(^NMSOMu7l|Li&w|``&BrGd_dUdxL2|
zZkR58L=W<;cQ$5qMdavumtXgFT4C<q>u&;1GE6hCn}&0PL-vVtR)RB>Cl9jfdx)Zc
zhE&j3fw!qx-?6SI^}8)4`(bVI$gn}=Nr)H|nLEha+$l3(W0YZbptA(nF<1Zp?P1)9
z`f?a+l!Dj}KUiQ=fB{(2-kg^W*z6;68b<*!r+ceJ1yf?BS2<&=s4MU*LE15NyX66l
z8LMlqd{IZj%PX_>aJby?oC0h$t3lafUJzWrWBv)hd|F8{?7sroFn#HEawIZ0*GUsn
z)?k$9)|qwCgj@cr=Q3kS_TMb5G&JaWer&%u_Kd$G)Vc31aqJA?axV>o3fP@#nW`%>
z<HxkR$oCyH`~2h4gf|fQ1&Kw6XtJ&1NgQoF$Q-*YI!%HHc?QW#n9(;4Rs~ncU%SLX
zc1*5zaYibnrnnaZ2!`obE+*+5|NBsU9@3bf(X$VvT$-=Vylq1!)6+h_){duHAJl0y
zvzL4bUXI(e9lXXWJ)0z3XK!y>Xa#K5IS_nb3X{ZrWW(sKrQjXN%1m@s(^h5m7APfA
zGz>~I5z*?B=BnSNuB<Qe6;yciaXU$W=Q9UKAt0gfeRpG)knL)vM!?XlHZ1=uUr30`
z(4yU)yE`u&VyXLq=Di!b#r5XNt66!^t5Vg(FI8i>{J>~aaIK!7Tir;icj|*j+k>S&
zo8E%t2f~a=I+uXYdqAF<pk;I5RIc;$s;sLQi1TpfjHPoqtTjEap<p~Jb&~bRHEE1|
z(4EsbxjGRX1ejQ20A?#6^3rg@iMtb<V~1V9gI*8nOxNQUf%%!4Omg4lsB9^L8rAsk
z1m^EuMfkzKjTMa<+6%FP7i6Vh-Du|5Jiz4rOifg6H}l~ofs;4C1FB9u6C&*w3-nl%
zXX(l`-+T;l!xZ(#6v^n0w^nxz7NGi>r;N@TfofYrO=?Nyz+-Qs=B(^S6uGAa;@OU0
zF7-yN<|!F^NQ*t~Q=k6*dX)bTvfZU9?oPv}JLFo5Vzjq?`pD{NU>K6V0U3J%d@9D|
zfZ)7T?ul(fLm>BUr6Rn&eO?>D7NX16^%=2ai*Es#LosLGB@;(|h$r_dc=QB72D`jk
zDB&Y8QoA<$H*@zuG_Ls38$*k4if2Ga$k%#?U38T_%z%$7<({rx`UatdA4@}{%q$wC
z7an)r@-fl-E4iVlHPl|q6cdT;T#Elf{taFW9BRM#F>VK@NCmT9;huMq%(Qc$mK=|m
z)=>f5#k)GqzW0!0TR@6!yx?&C|35Tn9#~^cJN-85Abh&mExBvvf|FjRx(cxG*fSw&
zia%r40XsGFRrGaaBJ1j(^cOF0qj9h?BRPK#9<x4DN#}qwSjooJm`V9Tr-Pis1Wf3n
zD~67Z?dIIjO8%X!rqI5xF$7N1`lHyRw@M+8zrCI-`!=c@Wxl*w@~`7@kCE3$cL3#W
z-rV|jP`cAwIi@d?p#!QXRC?v2)knsHB-9qUbLApvS@u2f8n6p*R!rK^mix(RxEAeo
z?IbcZ$&}be9v#MdBz>2yLFr_qA7H*NzV<JDTO1w39Rj}JW-zM*s%grtGI^47crCgx
zH=%qZ!EfAkXuxlNL?Z7tLu^dLbLkUbw5jK64TvqsTrm~E@;MBZbP?{#)bnSD51Aw#
z1$g)hXUALyWT-U*yUJaw*m)P4S@HsmU0XtK`hH|=bS<6c#!m?1*lLBln{U9s*G(YP
zMYrPPnudPH^-q_{vCTCM^apbMmB}es6VJJL=u~_(pHrFud`dkDt1nT)x3%#3N(_BN
zp`{G9-i93<sU(GzU;owqMrl~?^bo3X%h$j3HH|HpqNr{<SFAK6nSy6ZS3WWnjE@EK
z`!{Wzv7q41H~rDBvcBzfU$C!WT`lB&D{hz(nEj^|Zz0^;8+6YFyOt{KG_!K<u7u0<
zP8}RQq-TE|+n~cEq<65xj6HBc&Yj)Q@o#LnjFOp-OrnacZRFnHtNYFT_bAXSuc*d2
z+;~(UFOywyzVEB|-|Izd<cKm)5R8h4|8cBh1daX3!g5jf$!ny>;hJ31R@JC(9OP8W
zhTNCiz!f)3y(KE~2P#Gs#UFe@{1oebOU(QWwy~+Cn{kFMaTTV%{(s<6CBkIpKF3)n
z!`9m$!%braz5wvZmGdMF_oQglF+z-M_sv0l^J>Ae;Ju37_~?~^05M(A#_F&o2d@Aa
zU>YzGqF?YuQ}#yYnLW7idrpko*LEar<pfKr!S=j=`IekA+7K3x{&67)z{ps%n;KYB
zrCyuw{wurebAaTXOZ>#XeVkCLbgeX4PqL%W*o9!nrxD+O(}(Qfnxzt#Wkp@00uTA5
z9%$qZ;+NBGCus?H8$KE@$7$_g37ddSxzxqp%>Yc%*=Av#pqwefsGve;1gxad)LSvs
zGtC2IzG`Mp_r9E|AnW&u&si&m@S=|&K~}Df`4<@KHF-juw|S<8%h{M#f2W8_IPF+~
zb%FnpqVE3xBQ57*|I+IQY1{m4xcj8$j+0hY%#{<<>yRm{{dgo-cMS4f+FMe|x|)g^
z=};*FA;Xw>Mpq~TScs#0TKs*yWz^<>b*XQeuV-|OwusL-rF<)=A^wlN@AkA=*qntP
z2f5!(!D1d9QD586Xd=)st(df5(twe6is0#(ZdZ9$<VDYvfN^ZHgiJpn=g8gjx3Tfe
zDfr|g?oT6KBigDamFB#JR8NdKen1n1cL17qERb<TicOm7=6wIvnh)4O7bLTSGP6jT
zVEGH>m8Q5}CWwU%PZ|BjMp;pMuzLS?MbHVAOEW?KZk26l4%)ZDW0DnEgA^z0PFpdK
z5s$kQr@Pzs*R2e}MM1U)*(0qA(_Se=qG+vOh{(#lr4NDFAT=a2bCj4bXR2h@cjWVc
z;x%X8&VeJh4KsH3+>_pVM&v`fdp-Xvo^}o%U46tG4MFrLJH7uBDQn)~qyH?vfA;>=
zO=b|?UA22CmHZp+ZtDEx(O|aQOUHKNu}7`gBX%r$^5*n<w;!?0xolEEOD%8YX`a0R
z9u!r&kz~-P;>*-r=6QAbm0kXJs4=UJE*XWj39(r_m>gT%OwuVc0^SjjrYhEc8!8ZY
z(!z9jpc+sXDRL-`^gkOHl{Cd$n3}NDE^>z@&gr!|!%k^LstgbQ*m%6DgIZZ*y<zW-
zEny6S2_djM{5oY<5e|v-gp|IgW6<L<)Tw&JlbimCseJquJzjS-&^pnOjID(4M;=ry
zq~epR6!`-|%IkSIqMzvh__8O#Uhk<XLoBFZv%qR_VBGs%PA<y11jY05Ci{)L<0_`p
z^?TKcq_OH^xKKCN`$l9=50~h>#ZT(%rGj>uj_9P`G30#yMW?NrYm5$$-w*5r_1X^~
z34{CxdBXC%^kL2l1}Nv2$w%L?smv;4Us=*4V+*vjM|q_?&E(806PnDHr&y|dzMLi#
zlqlu|rR9<D22nMAV|4Sv#(FOCeaVSg9JD)~a(@T@&>=aza5r0MUrGF{!t|X*g`&#O
z3;2C840jQ5Xv5(n$9p4(e5tPJ`VD@yd}FHL5F3w|vaTRw!Y9`b`<p&q+=TUjJ;L#N
zNSl=y8;7TPVWt-+6<b3OK(?&ad=dc<Z-;vxYu0X@b3nrmi#~0Bj)>NfEn!p^WA<?R
zX64Gxy~l*^l<JjJ8~K7|_cXBQnK0+_&4nA1;wA-5ABl3QQK_7fi)FsDZZLW6OD~Q-
zXVT&th){FO&cK_!=X0zRIi|C%^P@pqtb;Nwr)6P#LvBHOlVq$vLIvHNK0n-Hd~!06
zAI{je4@j8%e;&Sau@m)AsJg773SD!{mijSbGC5=Wa3+-bRftq#SDql=bIAt{i}fr)
z?46H|maNTGw;L9?@imom)!NZqU@G^K&m&JL5J8cB8b_|A@3FUz;R7`P%LJHDa_+*a
zyn#D(DzpQaCqc#?p%p-W6%<zb!8`=im@GGYs{n0er2_h*GHbZmVL}XUwJWdGQxfyE
z_BINS%33Q$<N`_y)2gOvpX&7M3V#FG^K9qB!u||CM<w7pB29siM|h!E<@zBPj+v!N
z#wB<5ndvNET8(y5VeS*}tUq8<Hdj0-zpboSF4(iKLZ!TmTGL2kh=1|xT-d`4I7@TA
z@KT&LgTyXpp<9E>2W(xEUcY41dVlcN8@-M9!795ei2_j55r7tG$}*aAl1ptdW{J_I
zq{3VS_urT{f$^2sG*0@uqr<L!apJCkj0<i{oGDhXN|2ut_jGBg0oy3wn<29KqcuXZ
zbgZ#pulq@`ju=0esLFbAOh{};`J2rh!cf2G@HTKug#>^@iEaiaU3xhWPE7~*#Zqi{
z5OVH$ooPMb0yF^!wz&6P>VM#PBgKHUzbz(KXUN%utn+yk%KjH3{uw@FNT*z*Nx@F%
z*Et&HsBo7u!5q1Kx>&L3Jg7%6*N$LX{$yj7nst7egOy2EZ!6m(Q8&l~RJ1h*Qos-1
zEBmbrlOc#mNyi<Af=0qrQr$D6hWvjC{DGL(HS=Ns+h2M>b}Rw)VC=|#3=zMJduq2Q
zVCO#$OcyfLsrnupMz9`hj}FS!seEHElp7BDTM6C@{noA)AmE93Zb;`#Id@7^)fR<-
za@u{H2(Bg9Q9or!2qq)trWp_K#IIc({fHtm;%68gzRJhd8(VyM|Big#nunj-EsYaU
z!w)36q-t29FYJ~Ju#4KanPZ|IZ*o6CU@|Z!gF|xaXq9!+`=S~L8*vg~y6^(_l0t9W
zBBG}qY8$gTdRPxwgjYjDBW<J{{r@?99Ex{7(yvUre;=g!s^ypE87jKYE~9%ZK*GRv
zcCX|3x_a6Z^gy;kzIv(z4+QyHIi3#<nw2YwwrQQ)N9DGCdb#SUIt2zoD{d`Rk6!nt
zh}VdFf}hBsL}fxzBQ(k+4yC@;C?+$GNkXO0x;k2sLq1Ve)5oI_v+a+41V=r}Q+(wT
z4U*w;(LTR3ZgfA--_+Xmc)EBql)%+`maH_SzfyG*Sq_-(OlANoVNbsg%;EU3tmmMA
z<R4+XA4W?0*_X_|-63uB#l{kB<XFa{Lc!glD5)40!3-W2D3Mfv_2gu#6%YmSpc`Z(
zZ-EE9k#pzp_(Egn8hJpdIUwy$LxETakn)hmf`2}AWNpMqhS+$ti~0B!M05-)1_#NX
z5{#!l<Zn&se47U_ZB~cXu4(39E)qN<UcFp}LoYTjcVm~}CC{KeCSE^k8}~cB`El;b
zqoY?WUISAl;15lWBnQUU{$X@7<pF3l6aD~Rw;7pDT2vDqE|FVXYY2Z2cw;e%S)lQ&
z3p(QD?J|?z3#qrA&A|XnAR(MlvLF$~amBRSH4{7<5XuIm3@D(V7{5b%Hv)}=d4d5b
zI=(j#YV!;>H)2HNOkz+a{JnDO=i?Pi7X+x4X^P7PRi+S68c>@(_=b8_1N--o=>XLx
zQ_^PZP^R8z`t?gy<Y>oE4qsz8;YJ5bLbkY7#FWsMZVkdsK;mg%k1NRG4Kfp$YNG1T
z=|{ZWJ}ua=9sRwfWv7!f-GnxTq0qRhxBm!mGU8%mt$Hr0U6v0UuW(o)uT3F$*NF*<
zWN%S(JvJ$1XC6zi;1*W`NNbJE(oqwt`to}$U~m3YCYJ4)b`G|u6<W}_FSF=6^6%3_
zC*aQkZTRJOaVlp8Y0rC@9~PWf8f7t}8fjT~6szDHOMBH(#%1d%<R#ZJ2-I8!ez*DM
znW_LHq6{bjQ;ooI{QIV|ZY<0etTdXXja>I(zVz%5!__Z2uWW*Wp&On$b&5g4<8{3H
z%W>%}uurUJQOv#jY_`p@)=56W37|^1Fnkv@;@8uq4Yl5k?Pdt~nr~Y>8>eDWJPy&i
z{>w#=2cv50Gi`>?!$3%Gt(ctzQnesGzGCXL6`&@Q4ruI1k4Cnv-zJy;ubwkI^YMfX
zXfQX!9gm)lKWQ0jT#|<+XE-L*?N`5oF~1rrtkA9NuDF@}eCEZ2q+T%VKzHq0CSV8{
zpF{YOcJxUb?aU!zVHGw3gq2Z^zg?1-uck=B^v=_a-=TcuFtVBzV~mEdfBN`w5zKpx
zFrjj|z{G=W+IiI9<Z;9bbNL7Ct2+?em>f#f#!XsV<q!n5K!srFRCExcnB&}|5v%o|
zMrkJI?xUQGAS~z<y}f43B~cU6@Z}hyx>sxSp0?4L;jt7>o?P@u)4efC68<?><l8`+
zaS}@j`7(G}_>uT{5AS(nV#b-#ke4Ei+9sVBsHk)!n4}7%UJSwjeNWVR;_=S<^t65M
zr!02m*b<vWn;gs5kP)o!jc_shp~a;0pbPyw=>tUjbEnC;lmI)sa{D7By}QwUMiY)!
z1sh*gNWGkT;YiF>K07I+nwFXIxGZWYD^x1qqs0qBBR?p-n@mg@B0Zx76A?<}aR5@@
z2c!DgY5+;o-CZoM99BUCx-(!Ww<mT9LLjSf`N2!_2WJ(fq$|uLtoFGf+u#2eDbBem
zXLEDAqtGn->ODZ_>Ap=ozXL{`q7ev0Mc-?{%b){X#0Z%q1M*ZEB@I&nU|XW?26IBb
zV5UWA`Ijd?tjO8DLnj9Nuv0OJbZqYd`kW5X0pfkh|G77{?&Y*__1#zhLouqp**43t
zuN$?T)Ftb1thHX!vngICC#?|Qx$uj@o9(%6eVxMlyypdRM<xyx+HBSfg-Snbxg{p&
zEKszlTDaMt1v2Z2ObcuH_0g)K&b7(Lg<9XTZ2xi$2X=h@fF$FY2W!DHz_sc2y<xQ_
zxu5hs{nQUDeTy?pn<U4h@M+qPZjrHJzOU9QU3(_oCJa9{K4U+}{bFWDXlxPsO|ReI
z3rtEIikmvK+*0El(}Bjt0xl=miD$~H5biNSAmCh#%cX(*g^g)CkeVvGasfm=6>lHj
zQb+BT>w}gbV`Ev?OVso<m%ZQCK&T5LS~PWwPm@-ANB=3RM;?!$L+qA(3&BLsMS14*
zQd0*Sb05p7iz>FxR|ek=3LTiQ*N&_{t>*083ZgBUgDOZix+%1ZmFWMr8Sd<O+aT)S
zls#Dn5!!Lk<4_<5e-8s}o91TO_MPq!!NgY_w@5&`>fyw6H&;U}P{>+w(Cm+Ubao18
zf>_%|Cy|sdm%Tq)?}|7fdsQ>H{b+c=RD)C%M-LQ^3|IM&A+19fmL&QLm*?tC3o(XF
z+=QU6v1?Z=^-dk)y)OEx0}dYfGmh>xF^idr(W>=LtjAb$f|AkEa3NlX)8^0E>Nm*y
z)ZmV$YG2|PEyYqS0F#cpS9K+rldUSw_%>|&9n)Xp_g>Pi`(*l*H2F79rCgp0P^rM|
z?jHjN^V;oJnF1T}x@+|GHt<4|nzC0H8!yTV<7~J8&9vN30}@p%GIu5#;~V#gks}<#
zBb-9mq_SgOba}7k1w+pn=^TpRa;vsWJ{H$XlN#Inj#G32D+2qqw_?nFh_P^wZ}w=m
zs)?7*oxZ#`#4ex4VJ18#oDk|Yq|Yv=HTMAA2bQO+{l^b30ReSCzuS*IqybepFfr@f
zw{Lon?L!`rBSD@``c&q#paS?)H7;d&ACOUA{Yby1ACW^R!oSnAa-=92SDVDS2`w5r
zMWG+8rikq-uQGUNB8P1y8u~qO$pzRI5>Y#fXwq2gG2l_`=94LBla`Ry8rV=85f?M>
zVduD~CA2|s5?TsRCKmkiT7EB7{m}gwolmnAb;n_Tyy?9D%p5gn>i2pA8r=!sB&hHC
zN?bbr^jI4eRC#4hFYXrg9H_QDR6E9yN;jN-m3%W2@Lwq;M3;)#sVokj*2y-maz0os
z?*mNe?a=pH?%j)E)nji25N8Ys{jV?)_>3;3mtHA9W&`XVit5OVvy}c75MILAjh6y+
z^&rY;0QSq!52EqS&#psf5gSUKAxc#2!hr~mYSqg^F)6!BiaG_eKI3n0I43QXp6O4(
zw6n1pe(Kozx!I6=;l-p9<h{t?s#aPpv$yQmAw0a3bwx6o^MCk#w-K)^Lib@SVP;`}
zqrw&_%0fU;CUe**uiVN2$=gcRw4Zj3+uwp&Kr|c$)I$eTf1tH?ch?^bA#b<dG+zWG
zo1;>@6WL${-KgCQKW<Iux=A2Zu7Mm#Q*(&t1~Pd$(Ec0Yftp(FQ;q#Y7MC#>v$7w9
z3ii@mkLoT^=v&!@m<gPi_unz&Ek~KIvo}m~XgFqX2=~@^Uo{*5W@S?@Ja|5SshHFH
zD<SQ;>S@3o!^0vEkJNJbf&xUAFcPn7_C^*^4%{&2jrs3>((m?lnw_RTn|-qy48-mL
zF1Q2G$H_BqYAk9x@^P>u0k(YM-yN_ZFXMoKU#a#7bLRy-JJ~P7AV7?1sK(uP|KPx=
z&w^>U>6oM;>hQ1-)H1a7hS?mqq|h(b)K)WK4L5B_-_+KkPCs)mhfzf46AhDI3h`HC
z<bH17L%!0pUM{_IDi{6)uIWASrRO8kQIOlq)^93}XL$vc)i}jt3EwHRnHq1e*ZI+o
zJFq{>xhsAr2EQ=v_e9Ri7h?c8ida*%F5c>|E=7luk>@zBnr>H?PdaAk<T_NUPXcI-
zw2Q!pdm<>U3;2BlCgdI@1%r`eGUboVZ9O{N(r~Et1cXdc%O4l0n4auq5oLg^g5I9p
zX|NRbrg6JbrK4Ssbi-`8q?^+}kWZPQ)GDIw0sJg>S2`DQ<9xnuzuj=iSY*X{&bH)=
zlrbZ{^AzHC%X!cAE7Glls^|@x8vk66x!fJF=i~izy8R=<Q`YW#*L`Wi==QrD@pw;|
z)=F*FA>-)a+Is3t>3nUj?TFtf!mvbT{jhN>?}!Sp$wuc{jkm#2#j;7$mjg_}*YFDE
zF5b}TJK`+&^pXJjn^OB8`PLfU<zK!-JAWo<U{K6}nfey{8Q&crasybQ=>Dyqj~C^7
zx;5Q9dCDWWV8P_%b=$`dOo#c*C0B&R6t77<QszxQ&TKB623)<wC(YW*N>tay;DWl&
ztQ9^ieMBmX7kY?(^A1|NpAH;26&c(^xNM>rZZpd;!S0@IV8CEw)2uhdWp`sUR&sGP
zFIqaKiP!jDMX=Q1G;TFj!gf$-1(K7H?(?Ylt294Po{!z7qrbK1ij_H2g{6jPZ*(>p
zfJA*Fy1@wk`%5;-CnE6D#cl)II~{f>C2uv4>7968RJ6RuqQ{r482EP4v|@wEGCQE*
zwyqm-MeK3ypFNBF6b~2@J#S?tFcW_NijO0IibnBN&aIy5aJQ2;byE%;i$#C4iW)LZ
z=)E0ph8E@%?(J5U!EOEt80<<KFuWDg`;l_r_})Bdyjt%I?P7`w07cAxeEC^Y&D!Vh
zth0<&sgId+HI64<nHuSFXEyTl<{8g!UfO1*?0iE!jz58*y$$k4gh1D5<@xi#+buT6
zA8`z0qUHe;KU_eImBNIs{P`QedGuMz<<}#Ex_Eo8r$V>>KLU{i{q^gAd}W)0u?gXj
zxr;EpB|w~KrB`}~x((#AmhD?g0Y7I)FTE{XcF;(DP5bftuKItFUCMFTLmm}jpPqOD
zFs0>ku2aw>zu2~JWH?<?-RK^AtXM?I^c}bG<pGl;(xBet$k&1jX0*4j9%6s?;h+0R
zLmJ72wfH>t$xTRQXqc3g(}zFWRbMas$Fcm4Vb!Q^Pw@t~KBr<ssqU)9yi&`3*OI5x
z45Dd>UO(F@EE@UwF^?KE5BuNMZhngD>o-D7smlGW@eiNo>6Cp1{8B?<iHq{?;TOd@
zr>2bnS`;6lKc9&bcXocXE4=H)w2Nt52z|<5ak!tn)91XSQ{|``*q+qDOU7bI?E?C_
zUi8Z?-gO>(svguwmoHU!Jjkzxlro>s-@`~_kxbYhlBjaDKT)b4nf8i}T(ge%9Zh71
z1@(!K0~+@8Yy5M!ZOE9=@4Un@$cJ&gfn)mB%JCcVYojI9!vdrLo>7&mMvfkMuk*S&
zUyr|G?T+q?Q?hAG0|oD=NO0Rg5_j>Bvu-3Ky`QaS-yT>j_`^iWaa$C+bB}-APjz6U
z^Ah#8K5iLRAjHM!u@C3$X^d@=&>200&o}&(m{TZ@B#&3r+*)AzWpgKCcL6_ie#>ha
z@E{5dkv5?T+ZMbK_8-5De-|9L8EwqK&^HFxE}|_%9aAg$75bL^x4gv1y{Za8T!^0;
zV(mMDw|*yGscp<_;~RI-wUfSmE!S`*d~x1hUXT<ZMxz9{w#m6TJnA@x2NTJ#{gRDh
zuJ+eQHj?|uyyK^=7wPo+)N_&U-8FvyO{e{9H7>UTLpnGBJ+5pX;&((`a2LUlutBI-
zs?NAF5i}6iCvyu_`uSWY2axp@3|WS#mo{fW`4B@qfm=T^n>bI)gbKd^RMqY6A*ygE
z8lJN^2V~a2BJgi0i_WP4VI2xrweIeeDSjTnw*)*lt1a~{NVl1<*OA7h!u2PFSypT(
z<Cn7mCUlJHUoCFv8^g406vqAHJDR#x`z09=Rq?+C;cGThgQ##Yonlq3@!TW}v@bLp
zq)qdB*9EZ&O$08!`+A>}61kJ&G>0Bn57pdfyWFihfNy8L>s0RV64}%sMH8t{#^EVk
zdjczpZT_aVrNwA5?Cse6?>S|gXq(@6SSF<mH+gNUW?50|=f~ymQm`O+254?KDTAp)
z$?!>|rY{v9kLrkq_x*W|C#I9afD(s#(osJYP&2bm`wEAzuazhQHaxy|t?BZ1^GDsJ
zy8VRg$C{bf-h4NcPG?-n`2~wITXH_%X8;S$x$R*}SCOAcGW^zDVaZL_Bq}o8|9zjw
zy#6zwL6we6wqQdHpWAN~xxzt;R&hnN@O=qNhpJAo#fyaZ+*1d=Wb`x}Oplvl?rM3}
zT;v8X8K7@3txJj@t%E0bfI+tGx}ln75?_>mB8tGDACD0@ZY+Q2H|8;sXWwKwZPyNu
zj@B0Ohb2I{Z~t~6H3<=;Mg-FjzL`A*9PEnR*Odvx;#4;1UHBNDPnGTfgTIm&%aga@
zoDU02JqIQn05(Wb6zu&$crQOLTvJ5&q7wJW<_|FN4>FQGSly5X2D8Ul*MR4Q^=WB0
zpQ3PUPW<|o>cAc)#`s3BVGWm+HMKZtV3tM*dLUk!&c5j{^bN!ZBgC29ERk0|7Ci<q
zwwCG2L9Gp-{p7cT1>~WX;{j7O-mlM_*}JaQ$drRxnFPQfY$E)2Q`!^^+E?S>Y5ifK
z${z=02eJ!R=G`^7PJI$T4&ePqF8wJ+=RoT8u)C<{u6q;0)}?}nT5@8q-U9$-w(lm>
zc3sdW+Gron7nIGS7bCt5HVf)o{c3lWP5$Y#Qxv$VN+tj9vMx7WhE~<cKup!p2q1eE
z<PpF$TUE%FoH4iU`pUbLc>pytO<h4~rN`3^m+ILm{8|(1PMaRc6%I^W`q2ORmH4q#
z58*MQ#B!Y*zOyT>K>S8MTzI=KApgJPotKzJ3(AAukykmz;z+Gj2T4S(kB?GAyV5HO
zCBQfaJcex|>YBe&YpQ%I1&eW0dT;ykl%T!=Og`uKcv0RFQ~{nB#;T(FcB)bDGgJsC
zbXdRfHK$0rfGQ}(_~8#uc8A`aS0gA@A(<U}vw<WfqXv(cQ>lOF*p?2Xx^3Y}S4Gz9
zH)CDqj|pF^pNFM2e*0-3mX!H!WaU(I+<%8?IHyR$ia(~0+TFh#k#1PItcgK-?6TRJ
z+~np~51~c??SQ}|9`Eud=73dkAF&s^;ig5TTr5E{o@rU<+3})LkS47@>g_dVs@K}B
zwW|`>$kc(ApbCWo!%jQ(l!)?6ml9P%dDsgAFvhcP;@WnTMw@;tF~8l@JqQ`GwEjDN
z_$AhJ`tizoG0Hk|$~xu6>m(H;aSmdieg!-y=y<D3j8VeLMeU`{NaN`LN8DS6McMxS
zz9^!CBDVq}Ehyd6T_WAx3Npk1Lw6a7qI83Fw{#AuNC`uCHw;5a%TW6qxc|?y)^qGP
zd%sxAH_mbBF>}pzUUQzm`hLEpxH5=2r>i)^M&DS<KYiI-)#C1pkX-~AW>*jwwW$d!
zidYe2nBEb4a^rE=z2s1xi?S})zh9hT9SpGiYzF%h8OC4=^+KialxBEJ3Q|MXe^bDk
zttz#dP3e>M@cXC5f(~u<@tfxMP`wcYo7rlE{4UtM!+hk?;7Ri4$IQ_Y>)FTouj~7`
z&vYw<T8d_B)dFJ&)=SHE13KRqA#NGFc=Y!~VU!S=XC3&wL$w+3T#h+~e=j-0@sr?5
z?aGn7td1g-e#~y~Lw6$=lrKR2x`WKg&rF_|8%~s>Bq)JH+fgAh&lVi&Us!_Q+q*Pt
zhB(ZPRb<+%N6?u%+9&(o6KzkQB7<CIixih1_>oP0*PUi*W#ZXcYd!I66T0)>IOhAa
zgj=aA(0&cK?97eZm`U`}5|vc#m2KCTRv)Ax<Zu1E$JVSyIdql6X0%wmeXlv;UTpvd
zX{qi#;#<`<S?1)MZ<X45Rpl+n<d&06EI6(a-Gq4V1#svxvi_{AJZ=?UN4+^5Hk#ld
zx|e<Ztmp!IRKrv_EnIE2Ji#l}=w2vA7?vO0j*HUZLT8=oFent3?k0J7DYmj$Q28X%
z{b{-;cv||*KWa8wWi#R)Yu&DIVP#x>lV|_DE(A7QHblVU(<rh(Gp)RY+DzE<#VNV|
z?-eH5&{cWpdQ?-7R(s_u&RQK3ZSu>bGopxmf6q9(tosi9Y2JX#U7Nc;8Jb*E(3=|U
zv{mufChS9fsU2~TwjVJm1fj)RjZ*deB`bgJ$Kgy2B;gQ;`@x=3cY+cg<#^YOXb-hE
zTXx>aa1MKpLj<uKq<jOeC)3FiW=@exJMbNOIKqd@dEHbr!<x#^Eu+l1zL+|nBVL`-
z_ob?bHbiws!_c+sVb|vrY<(%ra9Tj&NU1iRuYkX9H6Ev@r$-*Bo5eM2I?(0!>H<E_
zCi6kgw_jgg4Fp&xY`?pi);Hnu_v_Y)O<>Q9$u}YTY^RXYwvlayCFz`wJ`f6z_?rhh
zG$CP=4QlAU5XBD;g7kvpGlSe`&yMybt%@p`&xQpOG>mR({9cn#$h$|MRBGYENvB0c
zSD5cy_(8|wq|dBwAJ#D8P<awG5W*n`Wnl6fm0~G6tdr976=F8IIBKDnZII7?8M3A)
z8YWC|$>9Jeg8`7jg33Z3Oqc5Su6d+}My1E7JSt??Lc3WK3{VU-`cH0(?rrk_;)j3#
zc<oz}sK<+U%?9}&^}J`zG)Gt9e#*m{`Zzsme)uvBM|G#=cHHLu8`6|blPR56QVoR>
zkKB>W+bgyD#ST>>jT;1ipN(&GXFn&V6o^d&brjTUh%9kT^pejMlQm+B((B|Xd0nfa
zQhWG(#mi#Ka=Z>#TsU;(7%g1{k(2AN*ggky-o#Yasj}iQRrqAhr$+eH((LuD%ejc}
zyq@{q*qfrHF~xWXnYni1pm(@s;}!TPV>)VJet6(8b@MQzCJT=(OURg%H!a+-ZoBeB
zsA+zlhp^r*=$~Am`3E;ce%IAQYYia4Uh=S<r~9mX*Pc6SN5iZK^1vsj=Ul}9xyFdD
zu+cAu?{zhn27eRWrZ=$Hm!ps^O2?V8+KB8dllqD#zv;`v+oyC7W(A~f4{Zr5*y)1N
zdj2dY)kS$g9>LNa51-EiP=^&O@yV(ZFaTIzsVV`v+Pal78oHhH5iid}9c5Ez#zBjN
zoUxz92VGV`?IJ`RleR>J%-<gE0<-t-d`$jG27aiSw-0^DG<))d9rekpS{|Qtt%93R
zZV_qtZ{HjJ_NlNqc=khST&@^p-&Dc9P#@-n_i!IE;qH_;HtO&N+GnZ9)`!>O53gl&
z7%xvx#ZEJClQ6EMia|JN5ce)OgV%Qxobt|kpnE2;<xDRm31aga_MAlT=2+t5w94la
zACzxSDd;^f;x*(^M%mEu?xPFXHwhh>E_cU{2#0-u{jt_sok*-lhd;Cv&sqEX8s`?;
zFfg_|B_sRYY31JY_h|pJDdzCVhoOn0vJJdV-FG=I%m$`4v&#78an&`Z1d%5vS+Dk<
z&Srd}QtM!yx}O8Okm^2W<>sHZ;!h0LJ_xb1cf5mE*lVl=`m(oA`6~rM4R=i%7qSZ*
zPjHw@wb-?X(Bx>4%T?NLGofI}DMUMQ9QtBv%xk0ZT-3Ype6P!GT0>k56e~1>3~21D
zL`3Q6WO^^YjhC&$fLI7VnEOctAx08#HTEYF$~C|GgnwjcI^-?)w11IX!eeF6Zy{Th
z4L_NGzl^;jc0MfxHT^!xUUSM@S>iI<KCqweCT#ne=L8o(M@L1>Z%LeEL?f8oJ~RO-
z<I~7v@1SUGy0`01NlQI;;l3qOs@nghYif|gm!QO_lWx1j?D{V^Ug@H)y7(JVYK;nN
zBwD)Xttu#=VGvlT2V_f@o8xw|6QjUQB72>CgsQ*Mj)7ux6;^5)*c8xk`2&$i0pgT+
zdhxy&M}BoviRxxQ``eq0bHhYMhN@nTD~f-6#ewV~vmS4E^B&a7H&e_<d=x<mV~uiM
z>yMf(*3C$;w_pDb-~p$7IyTx>Pg^2Q=@{f0Y7~QX<l6a7&i07#>wXpW+PM8l^Fd!T
z*r638>&ppt9e1Ub0>RP<0Z4*gzpvob(tG|@>;f9*YHcD2ibFaBlp$SA9pc;AvzeCW
z`@5=!6n5N6t{|TCoFRBDeEE|IUtN#m$YE;PNXUe|_<}1$bp|P}lASBYXD1Au*)4Z*
zfmaA%hNG7g<zgmR^k=Uv!4pvTFnYuyHi0jX{b9=W%~gro>^~fq7|K>R-g*V;j=##Q
zqjEo=NU5;7Wi4m(rs;Z-PQv4}+0BD}r8prpbX6Yu5P7=E@N5GGKb+G??E;BWeeo;7
z!UFhs4?Rb08ECYExi9tmj-NtP`}w{3s}CRCnj*bC%8Y($jaIevFN4yxRbVFM(}pFs
zfl+-xa9quhdm~RyCXu6(0*2lc3ue#WGS*)wdJaUyd8>Y7S<yqM?OMol^cy}KJ(>%x
zHTLN4faDqIt+XJWiMVgYqdK@^+`}-nS7wKV@H!Jxlv#CFLe<tski-_*wST?lY%5g`
zDG@d^W{zddm_e`<sD2JE(0X<hTdAt=sP@@CP<VpF6_&R9L&j<I<eFe0rkjq%ZvHle
zsb#{TYyF8CVQ~V-liZ>zy!<J>qX&Un-Q^vAQCT}RlY#uSVTywv<lgx^HNY3JjFL*@
zHb*~;3&pK`xPi9W{l+&EOX0wc%QevNihSEgtg)ZZBHq&idar8ClX4S(lA|M|54MrW
zC%n{IKMP)iK`NLjqTW`_smH)Z9C~(NcK*rYpM*!?ERA!mYkI*1<rpZz|D6w96hjXd
z=kl%2R^#kK57`cW=eh6U2_BwG*k3--0gAi@dQ%h5E^~1#MRXoHdGGTD&RWyDv=T~&
z4A#-6$hdyDlQ|7!nE!Y?7SU}mu~Im?BGB?s^Yu#7t;qsN9_miF#6aB>Qfajc*}Q~S
zf4cJ@huaRQffvlPM!SlXnyN7C&0j^SGZ5?zg07doeOBxj?%u|TNwORe4O@eVFm#jQ
zOSZR)ew_cYT|cGr?|d+bJJOUjT0SKzC@2FCAvKpqN~>EW2mStDysvRZckwa(Q><E}
zD1{%1`x4M;e*0`%&6fUo)6)L9cLoLKn*#~rdBdFE{`DcV<D1K=3d9C-A?PJ*@Ju%X
zQrF02Gr)g!ksQ@X^%u}w`)aQ%r||7vZ{<HjKBE3lp<(#>i+3dv*;>k)UZQ&^Glw}Y
zHet@x$gcbW6TrtlJf{o{0I;%pUUp04(A3Yv1gLvZ^m@w#In{D)*zrHRlQBU>iXj8n
zbR;GUJ#k`~R{Y0T`D9YNM;?B5r_gorDSwN7w!Dl?k2z5l-r6$&H9-9O(><&$jNSlD
zF#aG?Pw?<(!6&QHP~VXc21vDcQ9976IUO+6zqD{Go|N6akt2DGHhJtd^$C)Tsj^8c
z$1mlGTB3)@!Sf<489n=UI@BCUpZfV*CRWzZKh{cUd9?jA#2TUcrEb@H7dM=_`Wtp%
zaB+4pTQ<<s_<8vT%VFm#I;TdBD3{eJcG?~{CNSAZsZ(FC?P4;VGJOKe%MTJB?wfdL
zS@c#}93}$s#Y%wmb~3^R-5Y=&wLxf@-A=ozxy~ey_*)L>xs>AxC1j(KpGD;(NSkKu
z@VnMS+m<WDW&+4D8XByCNh|g2Ec&Tg0}umQvvqw|R2so1)U`eh*QsxU(9h?=)R9~A
z10?)o!=Z#3pgf__LZWa^1i7|r$cS#6+9cZ>HEAzfr@5B6`;t6{Mdf~+QPkI`$x|t1
zasx<FeQ#Tbn4yHUe8oj+@-dm+l0aP927kuszi%tuA{X4*FpYhm>u<9QHaA6O^u<!y
zAo-2QCpPRC>n5g{1XpUn!aLdfdm`P@9rv%5>^a}ZK^m?H$_0#+R%gm4Wxawd`x-xK
z7mEHFo@H1)<iK%Ck_|paVb_eLNn)c=v1~oc?RO&oI5apJ%gNEh+~ywq7v#a@QP^94
zdcYza3Ey!Ou=#u9VRITjQeW~Sznl8oo;xzBsmCqZ9^myj;6@eyTy<JiR_u_Vg=O<|
z;4IX<N(#GJjfW#{`C%{@7d35yo!q_B@)k8`(H{N&)5u02Fols7T>SNwmD;$`wte~|
zLJ|Ovm?*Fk2PFnd!KC9ab91y}LgZ1M-P4L|v-RZw5v6|b@PWR1pT7#(k{Ns3m&@N(
z^2o5ldLd0QkIN}@>(i%9d^Gw;s(RVD(uVoU2TDKtCu$UuQ=-njTI{#upRjqVuE!gE
z#SNHz)@pcuya@5FSV&vcgFChI9KRW1CSF?|Xj=A$Pz@pBq?YeK*zxik9hbeac(#Ra
zQ1WRB;X(8i;vEdKe^h4@RKG$tw^%I86fA=dG^<mE(MHMCxx=exK=Ra7@>~LwFJRRS
zReLdokPi&tJy+(mxjv9isAIiwRy<r_L+?G}iVnh*I8g2l@Ht*@H%&y+UgI`aIX#o0
z3^-@{CmJ}F7lT`Qk>?|L?CV|D-6iiId5ib$4=-dUcV%;QV)oiT(zl5cJYbqHjvG%z
zRh6KskkriB<dbq=FL|iG_U0(1NYdu&Gw*N}V_&(jDLrmoG~N==)qYfrg1*;ljZ+e^
zfqaY4K9FuQu-5*@@11S&G8S=!{y78N2h)&Aw1`LaA%DC4-VuB+27-U+&=7tih+`M^
z_J02u5o>8Z^);HP@mZXT_(GGHPm#L8TI4K${sUOJD*t29RJTMDPa^suiCf(Js5;-)
z*vtR0W`v@{PoN$k>E5a@kza<34p7L=t}#hAUfThiLJfGnp7`HFZ5@G$MyF3-+}Smx
z){m-qN-Clsv9x}TZE9Anzu+$*!M6W($|`=oDTHatI~IZN4;g<}%=I&mq{RHJ8^V8;
zOxey)BZ`v$gbR_zwZ;{6QgzqTYK9|ivP!)OYK6}iz}kG@bS*MAFr6BeYGEi=2ZGas
z9O$3g7_^rjId3u1*PWhaGDV;)M0j=BQyX%eJu|3BnaAx@O1#LiIp|=5R=xC&U(^GU
zBYL4JmU%&u7aElJ2iygH+SGW@H(&4iT+a$-`$}UK_)w!?shav)$()UN)?5qz62n!H
zOk$r$Sip5u)%US<(}9PUT^&Pa1gCPIW9yxt{eVUKq%d3CbYj!hbTTH|@UENu?6ono
zg(#j=)UZKgS4o=flor2M>OCuV|5Pc8V0uhgX2}}q;-xx5MQ+qu$B|d}o-e%7qc99=
z331H5&`0!8%}e<GfMH~)OXU0`_`{aiNvQNrXwh{7Fv?E$cNx!j@1-GtlZh-QH=ODU
zRZ9vr{<crj&$J+)sK~`yssn{5QBKF0*lp3xQ!YET7t{wZc2ijIPhQ%x)vT7n%~@6Y
zyS$@|J*LNwCQWYYf`kD&O88Rmey_-csoy?;YRgmi%vzkm5zN#a1P4%kCfyU9rKgt<
z;}Q%1C`+d5t;)U*CN}{uF+O$drb^3D$Zc7;Z#D==xG1ypq5!sW|Ln2#FIuL6aaIWv
z5Nf5RFX~z&-f)MSPbWo>f?>Fh_AY#>{tiy-&F93E2e~2(nOOlZ^KHBVO_Pape<DSg
zPDTjMzi8X{t=R2NEekGdlq0OqN%<+P8HyqZmr0jAUmwiC)Ug@6R*No)eZMZ$m#D86
z%w1@dBQtE<u0%GcNE=vhgE300xmsd0M9*-T!?fG8-E28qY%yEj9e|t$j#~!4oMgWd
zmrDus7-tU;>Uq%)?bBtc+W8~cUIyZ{^<uFQaIDTxl*xUJ@H-2tJSS%ol>ARI06%{m
zD<74l&oKu{8Qi#)*ks^y6<&3v4BI1aC>xVe8|m*l><CJwA6|8v6j%-gExk<bk!On2
zs8#vqfUj2t3!i+&cjf3je{NCqrVtomU$b?2d()@RX!ahgu-;-YFmqT)F4;8J?;>}4
z<|Marju#mlXEfrT_Dz78H20*fcxc4D$6^7rhz3xiWSxVQQvIF2S=fr~zNt$$tPwYu
zd}??c>X$T^7EZnjM{?cZjaiJUP>Y!q9|I2{u2dI)-0Ahw&Dk4EoE1mgU;+RI>b$(Z
zh;*g6;iTm~NKPKE%$)<1A02U5K|c(%!oHrz(TbiYQ--F1p?<iz?%E`X+f>FMuTqwJ
zYYCOVn0Pj5&*9lS1Ff8)WJd|B^##iOGVsRQ7P*fU-~-A-9gl_idlionO8s4d8OVea
zgs)2d8RdU%38J!c$zQq_6o;clreBg@o5NEYI|eESo&sk(Ww1$puBO(!3VMpA6d|hW
zvAs{4uQI8okzz+dy4<X_Pun9*<F?Br#HHTt?4#~2lLa~nLk>glIRU#Yd5k%5`&$^G
za5BTy@bZ@j&arX&cbv;cdgo{UFt(T7rz}L(O|I9=GLl`j9-#C<%McZ5R_bG#ij{A6
z$MUv~*heOV-GYWYwb+DyVov7D)6<M&HbL*-*VZe3=f$uXu_T%-gKOg*_CZO&aDEL`
zGY+U5e&WeOKjg40^D1g>C(!yjW)e}qGHs$}#82wo)qZ@7QjE|JF(u|9G~u|hlVpP#
zbDe%d#5<x~9@lB9_&Zy=e~uaK+6cPJH%qOPc32MXr#V1fBk{&TcMwlUK*(nOX5noY
zkJn$(xjhuc>O#B}ycN>kevn%kZ9vYT8a9EGI7RpE+HTp|ygJ#RWjsnj@<jnY^vHzQ
zK0SX@0vymx{EOmBwVDzr0}KKq4HP9UoXg#Tp5f{-y`E`V5v-sR`$Dy*r9bMv<N8Ib
zldt%KkoFziZ`)d>4MSV<$Zdj+>T&l<GZtjMtkHz~<K{`qht|Xr!j57+jvIlKDCCdO
z;bpgl<dYPLBGPN%V>9?!f8Dx|^&MvniE%*3QP_S+d;r;Q3&l-)l|P@C(7EC;_*tV$
zrRQ*)L*b-C?>)|U8H}Dm)ReXBpWr4ZUF@T~GJ}U$a54ylF`W^M=+Wgy!04b9IK}V9
z>r@$*8deoMOf3*Y7McjZ03vbXLaQ3h$Si=@+LJXNGJkwA;j{FWIQWBXo1xua`upQ!
zau;LmI!f*spS`=tu@8mbKEsEC(@(Gh?p%VN(<JH}v@OnZbGa!*-PlJG1-%%HA1g_G
z9D+r{P1EkXY9tEjDO9#lV(C_&_vsg+PZO*f!Xt8n_U&is>vLT#j)Z+r9?F};qH|^e
zJEZe`QPekU<(*TeB^DORr6xn-jVlavO^RiuWlz@X^roZ4D2m6V>NnX|vG0{e`}zOC
z5yja}9X?Tog7gYVAp32+J-yca&yw<W_l6S2wif<EtevQ>&D@b|^)CFcE9MLUHt405
z%F#VAOLcW~`fgSin{B$rw`q0pb*)osR~X)nNX*vB=hyM0vHLrN`GBx&@1MMDg)zZj
zDx}rHS>P*_R<~tkWMaR#L1Vqr0@R?{)Bdj;i?=8TKFVmsu(F5nAED5Y5*I?OIiagh
z`O|F@bg^YJ+b`xr-)5lWKlDBmBK>P}Hs&|4tJup!!hs#-5+v)~%K3z+hID(WhKo<+
z@F5twCpoIp0#hf;4}nUm`9c$&7g#w@UQw2}SFK=|ec~Utl|UN<1)@uPe*v@DPRlk5
z{u+X>G{=8e$HlK<h4VM=t%0$1kU;Zh8S~O*%axut4%<+RP}(6V&iwwmGK1zLh?_pE
zXmpb@alJtMrSY7q=F8!}xF^R8L*a&eE!P3n8=cA7c1_cJHra<&Qbzuvfc-~oo<+AU
zU$**e<{^-<EzbgQ#U_FDz+a*W08#m$xxnVX`x3Uq8w?Z_4AC!w+I{rbuNkBM<B%$X
zujMWM+aGGQ6CP-1%`5`)=q4!yKxM@5#-aT=Jj?s={<;owi5`N}fPRvj6EkKv9Ij)d
z36F-VsyIbf&I?=5`)BP1anC%|QmLQ6$jZTfTH4ik#{0i0NF3j#kzj?RJOY6}E<kD-
z{O%5>>|7}~edpCj%F*BU$}|v3*+~P$rV|GZm1}mRE<_Gb#7o38WCsH?B+q9s5!UF3
z3?`<5p4sePVL9>8?nl9B;wby`xcxDM{MNaypbYT7pD#1az#i#jo3-&0SBgzIJq2Zh
z5g6CgILX~yuC_iuEv-bo{mCXl^9*$UMUT(C=(0a#01W3^(kr{+#_~Hg2?FJ9CC@ID
zO_^*J+e9TNL!+roIb1yqcG=eJ#Q<Cm1EvPZ+UyAap`kTHsPKfh$_wl7W5jr2D&bx}
z^f5&#UW&myi`S6*VsQt=4l$iw1Q@7Xac2UCVFtX93^CORUP_@VS@6>&^Ny<YcWj#^
zJBXn&WOF?$C7N4UJ_G!%OAP~7;7BI_@PKBGKuf>ztB88{4X0!UW?D>VTRzzif>);m
zR}BtxGq!vq!UuE`U^oCG+u#zOT15>5^Xa>OthA~M&My>GD`TsBetQ@mkY~;N%fp+a
z6|@j1P1mq?*)Ag~A{*5y4aKloqptoLfSAN?GD;tOQ<Wtw?liOWm)^RE(c4ryE#PFM
zSJdlZwK&wRZs9ypXhCS0nJ~JB^3&(&b02B6siyU?9+P0dr{Q?pfG>Bpq`1Oz(u!R(
z*g~%wH+b+|`}}NKSP@cyU@}ZrZ+<Od-Ce<s$}J@oe^#Neofy3r_?87!Qvuv6pMTZf
zouUxXWQl`y?%;Mbgg&K{11<>Xqun#B{9*&1h7K0_qk7)4Rv}5dC91&xBxt|~EDGbk
zh=|DkesNVybfg&~n!B1(xb)4Uj@9oz5@H`)xQj!AZ;GF<3iIUif}w)GRDPmHwf)Um
zx3$5c)N7d-YSqe*YG!Jqr=>zPb|><HC*oq`-ZmK=9W5jVhNmQU54(~8t^<$fau5Y8
zk~masGCTBzivmmiQ#(N~6KsZ};bY-8g*O%(?*J}yND_lZ!pC7I^0n)!zMF1^=#zlv
zSfvDJfFYx%#@6#=1?pfgl8A}0$P_&eWBy1rz>PM)3~B;g=GUB!QR|?eOtJcUFJg~O
z;2?l@n~cFThrKo!%;_|nDk#*<(uAwhfsw{mYJS7k*nuH7^4G)$cx)@FCzQ7*>3yAR
zc;?-Z9X6|u1giPtz5|QUY(taC)6c7ZK;a*Vclj7QND83Au!xJlu%$pfh%@p3PHUF&
z!xtJCf!grY-+3#%6cYf}QS;gC?!F5($7dlLtRbk@mV3$0p)2nG9KCZNS%Jz<cIKYZ
zS#?9sTMQUeE4Kb#wHF5;@z5JHu!EKGK9gfcUA2>mDe;?2v#V`Odc}GveWF2gjZbyY
zx9!^fC;3u$@+DP!Xm*nUls+V-TC!q<+LZ#TBdACCp;`x2i0h6*%zG4o4nxO>ovsbi
zSZoH(-|NzdK{;;&9CA2@Sp}+P&jrvLM`#duSdU*rjnzx9@{F0MHL=5$O&Dq>+`k@t
zBr-5%HV)eR=<|dIutR)mRGMvtwgg7%ZRCA<D?ujcgtRj=`wD1JVAO$WMX7C4VYoc5
zYZTsc`e(W4=oVn=v1Wtq3k%efn|v&>LC<^K(H8mRk!ZqhrN(LS_^k&SS=%>(a6~Yy
zg9Ho<?*Cb;B9-cQ<5jf&c~(aR5-vsZrYJERrn7UYHnkxl-iAeAjMCl2T?#;zQ!Zmh
ztdf61n}8Vf0JeEo){>e%qb4}iX$CpOj%<&}spMaMV9&-!BM-9A%gTMbeV(Sl;!RLU
zo29rXgXnG9@&r?77&f@zs#wl0ezd)hq?b?f(5_$S=hiPkh$YMEMG6#18dg?$2WGVp
zL}Hw11R=eW8fv7N_|c<0U=p+r=FdmLw5YQekUoL0oRUK21(%hc9xRAl9J6e<K?Qw3
z?-903VmmvdS;Vfv%=(-#6b%5Bm{6!Iz~Pv0L23M{OTV5$WJl$rwju$6Q^nSa>S#aK
zAS@iSm3ryy;&+U1-@%gL`%^Y$Ap&@jcmxE^3-Ug|T<Tyxh`K;7g0}u(#E_Vryiol7
zuXOXpc|(qBY6+F7*K129%thtQulalNl^1xZ8aj^&@d-61*$~a<(>p>pgu&<+^Q=<A
zOlMUx4*Ng%lU@d96dnr4mAON;RH&y0wZu#W1x#1=#jF8Zcm+u^JCYU$a6=lM>t6`4
zzO!+f?>|`SO)dRI$gmFFff_e(zw*OUh=XH+i!M2zZ6C&k#C^+%&7e{az!HJ>C9fw%
zG>P0C^Hh+$&jgcdMJ5Oqz0KF2Hh=2o@%EU_XKCp46UDTIEN|ro2n&!Tr-2O#a$Clm
zw=j*s`593N9uTAi?K>8JmhLa0%(_J)=i5#Q94)5s0CN=BmhymU*5Oi9(@fd0rVU&l
z;Js2*dU3ic4h-wq+IN6wnhJqv1*zyuEG)KO`R9^a`{BgFq2&DRx$OYFfW^K5s;~eO
zsNM?!DYA|v8QEFw!ZNrfbTp4^xbYiuhcW;qtv~8oo^a?8)NirH-EjlZs-913JYot4
z`_=oeG_6}#HJsk=RX@YW@P>X=0Aq}jGj9;swA_Bdy#tJ+q1!WXG_YP<UW`ItKYDO&
z9WbbiP?ut$!%B0Yc<ZUV55}Sc4Bux0pg@LjQgqFPp+*5R@O^rZFonK(Zwj{2+Uw_E
z(P73VU{p>x6r=X5qI-WV?xP&}AbWT*`+~P7uBTmA0LEe>zrIt)V-}%>ddQ5x#+m{<
zjLFNzwh#<OvzYD=h8BK)cEaJg>$WkLURx^=!)|N<V7!fMhd_fToPx0}!TF3EJA)d1
z4z?q-=OUM~V!foY=%H1>k<ZCJXqzIjp#tJ&eSIP0doaB+3^$L1f--P>*{jV$WT5>)
z(L(vCmbKprg}3<hpJY<l9zm>7Xsm%K<MCfp>FsM+9iTdee9FK89sBkQ@7}!;Lm1q(
zHOl?ZoFobgNzc3g&p$6kM*)hP2&j?L($c<?@q;U>y;ebV{H`I%K))XV(Dt1c9`pX0
zD$Pmp-Vi<&`E8<N)RbS?5G=LSG5&~!NYsHDWMg1Z-)g_uwS<jGwAKi{XgZKiOd19_
zHg?pJ6XJBlOpf@Xx3C_=?tjVI>zAdr9xl)(6ZdP>RzfP!K6z4H3j818OTM6rcSwp*
z;G9U4e5Vw)JzgOT9x81Qk6OG8U_V}0f2S7ff6>&moDo%XdG5pp2Y(6~ers&G?{FH0
z9^dwi+5H$Exe&d-2^X5&md&me;AFNnkEC8|i>DAHFAU1HA1vG32{i{*#=LYkDVO!3
z{6a64(!mC8m+{HnNq&x&9U@Q05)+tAjh|Gf<Z^c2(}vrcVr{+u5}6nL@X+y3fm{Zs
z#~IuEOHR_6H6Eku`jEWzhr69IQQ#pDcq{C@FYXSCi~#B#uYl}--yRcf*4w=oERc~V
zo)Q@uWi+i!<Zw%+-RiHqA@}=?F!!RYSEJ*BKg+wgci&$p5h<O6!5SEeLQ0)7dk#}G
zJCbHAr9qi^mj?1B$7?A<mWY}fMr`!E0LWlaP?t*QPrm~*GB!kg%gev`{l7DlG3p_X
zFF_|vw&uI7;s0QQ_`Pa*7~M?f#oqCV(3ZDDnG|1Gj6FKHut9IF?WuUjC$4c%TB#>F
zCAuD270jp24WpysZo}mluR)otSv)${mzl2Zbt6J6Zu>OYr?5J%6p#JC)G|k!{~;yc
z$jrwWmqNw+f~dS0TW~QNw<an<r|0}r4)0vgFc9VOatn+(SfTIVKl6$oG9aYBz(jM*
z6da&w|NH^j4g+=~a=sJF3pt^*S+6s!@hmQf8SPh7G7r}whNqujt2kKm#HXl{%FWzJ
z$bgXdk9zYA!0k4USoC8bF%+LGpiyj0D=y&Z)QJPJxmNQn?Uid-I2ejB{jXDuc1Tp6
z{;_fc8yjmez{8)Op1SNV$+HL)tI;ezh`|uSP09J~zZx!Lc2xdFkk<9y<Qx51I=YrX
z`9!O0@uQ6wRh7Ns@vB;q4;M@^1@r6n83AJ+e~Y%rYcy8Pz%`{%4H)_+0@O|SonH`U
zLH&u{cR=xu+<5b)1}8ce03B_(p6~8<&d*?D%^7TPB{Bms)?gPfB`unS4&}`YK=5ct
zWrB(NmHDS%8>jNwO~^2~qxX>`qrhl*b=U($G~bnf_V?bZR@<A<=AoTulF9jN*e<%z
z!?JwxMxzlv{lI~3ghHVBnz^oklsbmq>F++c5t!lqP{AA)4iO3GB09hg7ZPO<ZBns0
zdkks>X%e)L;4gp_qr9o<Z~_XnpK*(Sfuf2B()|ePd5%pW;!r#b3M*L0Uz)?>nrce}
ze~;Q`SQ35^4)uO-r@gDH8n3!yJR!aW>pDs)hXlX)MQ31#$&sC4+|$E6p95n<?V^Fj
zjqkLyQ1uVbsX;><-tK$PVW;Aq+rO)T-AYI4?H8r}Y&BCEz))5S6CMB;^x;fdf@!~#
z&GoUe%m;*oynd%1EEJeR()?Z7_Ioz@&chAXN@o1+j=hM%=tdEgjQE@VhucE=G>f{-
zLSmg|HJf1M0+??(>58da-jf5lWSdL$A!~<+A&?cx>L^Ul#Jv6O0DRPNsD4=8`#blJ
zpa`qd1nz}i3==OJ&!FctuC$6Ejt2KT%^@fgll#iVQ1zE*p+gs$n&D|nXNtxX{7d3@
zs#E(wZ;geIX58lF#ACfnlFe0fn&n19e=fi{C{ou%^ZCKfZwbK)2UN)TOxO88oxy-b
zC|+w^$@dKgU<Ck=q>=uhM*?o|oRo|YoX5?IT=aPPbAi{w{g^!gHV!)E>C!bkAKQG9
z&z7%psPW)+Nnxlm*eEkir=P#Z(5NB^zXn`+6^zkSPk+gEiATlyJZ??y@-RetX{^R&
z8`Nl6Q(>twasks2aHp{W81mp8yJme+gM(SDwM$5cb*J*4U%zT6?#`EM?9jsxnO;le
zmW*UetHq_%R=!9z9zl5nVR^Kvv-NowsdT>?aaMy^1l74=!E_)<7}TsTt3X(uPXVFr
zg5NBhp2)kyvB+lV1sgT@GsVJaH32Xjq=yN1<vR~ABFxTb5=Dwa478X$cajkonUu{6
zfUF2;<V21`o=K*T$XI_x0543$j~3YspaSZWtJu0j8W`}@A4SAf^<6;P%TO)3*68;H
zw`Cn8U^)~-+=Kj#yoB1FAiWiCEKbz=o%J1+u08N~G8?uXp<)lj0lP6J-dbK}@S$_2
z&fMFUWLQ|2ndjqe9P~-v@)N?!(T4g(y_&O&;nhJ1Vd&3SKW9(&PrH>zo~k{0+NU~;
z4=V)oP?jQ!^9|YC+fi-Pw3JGweO=N3At)+c3Fy-ON|5;LSZW`yZnMLiv@|njQQHDq
zk?X~7>R|$|(;^1jr?tTjL};^qsx$9Ho%RGq!){Ye*-C97ap<Wabd*9LGa;i!2C7q^
zrBne_2?1LyfN8#EaR$@o9hWFltT|dq3utG>QJexF_sLW3J(2VrXv!dYvn?G3+b^-i
zX2px+);gjlDTn*Yl#a;-an;f;tuk_VE}oo~CRCzXnCLo>=bV&5ZY&Qlbr$4xX-A-~
zLOoN0Ay@)?Asn7YWv=!V?TF^t%86w7h}GEu!G7%MpjWjbrKiVOIul+fD08Cyh9%i%
z9F6{4u`pC4Bcp8KCPB?HwOI>`(U9S_&?DDoRo7DZ5(l*2=U$q@_j><k(G@80!x?$k
z=scfY0Ci~5Wvd#?sHg+c%XB_waJ+TaVk5pOs{D>bdsLW8loze@v;QqENH#cnXUwz{
zROJ+=1%@8vw>JDd*xDARkcs`Wo{hba_*Ttq*sVHodb!JXH+@kxsEi&$QfqupkF0^E
zoEd_&{Pty1i>14_9}Sx=Q$U~I^h}=QPz@tG>s>W>y{P!wC?dkMJ|a}IMdS3Ci1Kt;
zp?J*QfJP{{0sgQcWR(xc>lfp*?2oYwqk}_P<izX^-!zK*Bru()n0uy7z84(GwTUmP
zYnod1TlbOZcDf5Q5X@ugUX@TBZpkQg6kfc}_8Hfw`ozUNe?Pz1XGS*_r*#>LOb27Z
zo9k2yWbp|Zs3Xcz|3-#_uu<A$udGQDEe+XHWv>D64>=6316`lqxj^M=6)prMChU4?
z-TwRmo>-Cg9zC`iUGYGTfPeKB-PNljL_h%!L1E8J?zuI}GDEl@=1E|{Elb@{7hCB4
zvGAXV_Y23Nhc+48Nj9ju&B!C}S4jBGog!a|;-+BkP@<8F>vp)kpFFd&+&wG_m8(UX
zl8<W0ZYj*tHZNY8p7FOaR#1kY1O@Rr?}JFNzCNfUC%^C>(lZQKhcPjd*0>}kwhms|
zUiak|OI3_eGp)9LOC5*@Z(VH_TRC0+V7xc0g{63<Ylg6rt*(6LTp8%I`#{yKwmzu#
zOYN_xU_LTCnSr(v^*qbZuuRgq@u7Z=F*_0b&!M@=vUbU~FsL_{o=O1ZgWY9yHK2iO
zxb;Li8tm~ID!+T5sHdX+^0pjHQ6Z)^U4znOGZ79$!wZB_RTt5e0b3$e>EO+)xLKtD
zs)&Wj*z;Jn@jSd#wM|r}!tBi~f=sQ(@ZJ&FC9*C{&{$LIWxE=)xEPU8^i%CW0@)YG
zK3P9-dy(SJ@eV`MK&RvG%5f*~*HglP7n9el)>+l|TunWq9}ME8B`Egeo1jY9Pxw?O
zoV3G0CZdnAYXf0-VZmm$p=pet_l!;T(L_c+ljZ@$%pcBYnM52qGuxC{=&k=UUOxp;
z38C$dgnloqEcLPuhFL#{sVejgINxA0P!>7L3mmmK-mXzS&~#&BM7|Z3uE?u|{nQo(
zOuE<jmlc+|o{7-td!@0}r!RS_4^xT{I(hdEouKgDJsoIoKXA2ib>-NLSz00j-Ih$s
zP|~!+XMX{Gia0L53Tx<(R{6Ro<p`VPt>HHJ)b*$Kx}9rhyK3vK1HYgs%g#u;(oGDx
z#^T?F?IxP8+k3)fTj=7{;JPL{%T>=^^7b%Gt4~qfuB>2qcC<RU(0e`h+FC>f*938F
z{e|WFv%k}?B7)^RW>QiirlSzL#o~V|14pT}!zObgE&02+xeS71d^=w?@d~Y+MuD^V
z*5$taefk(j!Cf`Bsa8EWOfA4{Kl>tR{o!74#&Rj(M90Pj1p%8g{Xlg<L=H{<jQDnu
ztADfk<oWxIg{bmmX<a6LtpkOVeBZhIyd&(|p)(m~xqKaqQ#4G>cT^XsS+#9rysT-6
zOS7VTCpw=9q7)Z3MSPd~eblPa;J%h$(v*M!j+BkOsCZNpwH0q+HpPgnO!E+Se^|VL
zYH#n<YlKZ>uIuu3%770tzp@`nmLFXx-I0E>P~L10*XX1zpd`yONPlDV(B;KJlzYC>
zFNi0#F&pL7QwzF|{Xdbv`CM+M6B{T1P7W><-M|ai1r!p4*V~SD{^skOREV2$Z_>xl
z`2kL;=(4qjwfos?I{Q#nUU8--k)MHMSo2!df!|QE&Pg4$lE8X8@Q7n-zLho~u@gGS
zU3@zdSGu?Lb@OBOz&Y9iZF;q;t}z;`=?6>&3EwnjREi=(i(>goBQsPjHamm0!6;KD
zwi@C4SSaoBL-_8Zy|*SP98&>6)}g(Ql|eRq=m1f40D@&B-m4Q;ybdXYTobb1PSx4l
zSt_j({g&t#Qe;tevD5MbJa9mh!z?a9Nt~LFH4r+4vdpNU4u}Qjd$%Q^xj5<BpPBzm
zu?u5~HYymD83+Mtj{OR;2MI7Mt$5d0$yw<USa=eICW^SJ5(i`!#YvIJwpyyxo!vyd
z>3Lxn!@fW>9By&B9{|5kBpvWa3qd|j7H18Me(Jll7qNwR8dm-MCNrH3@G83r)%Pu3
z*&+;0`K;2XQg~bAy&ILPF&_29SBSfak^xCSoj>|4LpRbS3pDxEc%|QIHGT{ua{Nj9
z)?VK(sADHW-+Mu$>MKoN0zR36>F%yNn6<S609$g?@DUY_{|0AiRl#2$5?LIJ0QTc0
z4;8Bec3mo~fk7THpCcERDG5tREyPCgnR?efw91J?LqYk`B!#NJ>BYw;Q&%tz`JaKd
zVK9{gCJ;LD9yw1OkKKUws&b>8W$Vr4Ah5m-X5zUd`<qr1bZS3jd^d%k{sOoS1t8&L
z(H%GKrR<)FGQ^40z*gfXtdw%jw~}ARCG>NnDBe2=(nExYhc_NK0q_9!zYAE<Ck2|%
z)`yEagBQOH5O#kH?Z;=P69W^z(u(d(d$CX`Kf@1_V*?&@fE%op`Y>i6R6Tc(c77k$
zgaJfr$v3&xyM05x63VWBH^2~(Ik9AcF`pf^nlKg{aXfo1uk|(%T5TO4+NyE0?2ol=
z5X&h{k_;I=V+se-Ry>lct7x|28oP%(>TAdQj$d_X1B}Q_rV_gdxrX(8Nzc=i(g?-~
z_q<hK*nr6-4${!JUkujn@y^@5mBD|&0Ql>M2GFx9Fn`;-?;Q|}tA&&h_cVH>(UuZ-
z$X;>b3!%@edmd!DLmuPabCcJ!ix*+=<|&AP@-B5#SjPzoyk0(0F1GMt)|xfJgOWeu
zA=AY1*+HcsDgeQV4T56Y`I+lYt91>Jy@S34D`+{y?FJeU&*!8!=eX@ieG<$PZlt|%
ziX^HQHNWlU<jsfolowIUdTw*)Dfrb&T}`xh^eP?fHZ)fQKkTou56pSj=EM)+CWD?9
zY!tlQvdxB`oGe_gZ-RJTi-o6;3w!9CENi#*jGI7W@cD=An`!j7jbjkk<#{!+`yL*S
zKErpamH?>~BhOU<|CAlLa#><r2%)hSbYYynb9?zza*v9MJRwLXc9LN9iAMp%YT~Zi
z>a)LiKV+7Wo`JqXgo_(+iNQl0UejJkm4wF5my@?E7MFKs?rMj}kqk-70surdk71jc
zr7Dv!hTfqdd3ePsQPWIHf%?Sz6l<CA>)N@t;b64ahS;$_qw>1E?1+HnyF`m~`5k?h
z@YfLkoXtBnO|eBZo)ES%kk55oVsHV0%1T^;CH6F(Z>Otxg>XjP%2a_=d-t|3d9NMb
z{zvuK3isJmOLFt&`I(JcDG7>A+2zDVCroBc#&6RqzsbskYD)JFaq@KGME=fZ2_I5m
z9(@kVyochTi#})b@6`w9=C;M02Psf{=?#m9bqzj|p+@@@+^IR)SgVp(_3G{0&r<Oc
zbPQiuD%5!62QW0sZ=P!Y(^<xE<%ak4SaCT?@Cb*O1P`ns7RlAlix=L;%Z%KChpo%b
zk}NMrIH@xxwv9fKKl0*GbL}-JqqrcbDmGakz=`ahNs}Fcz$GH}uW#!;nAKn&48IQ8
zaNjqto;e)3W}O(K-PP+XM2O$9X?CJDNbS^5>qhhX*2mO6aLEee$4svJjS0jGnDq$1
z1nz@kqFi22e%NRRYq5iBlJdkTG+m@gKfd+4{K261Cm1MC$Y1_%j(@*@XTAKcihTEo
zG`l`b>|2o*6E7C8q}6c_ksLT#L5&2{SX2w&xHws-TAgRowoNY4@KMay!&$A=zyeLK
ztL=+XuH4`;QffI#k>E6T5RQ?;8m3&O5CIfR<Q}eJdw0wpfjm9^a!dlSmVtrl^5Vp*
ziz;~gsY^aO_!Nxu3HtRm*UCBK79j3n{^`NL7jQ{|OoC$&kT@S!{<nYYn>x(VqWi44
zh&ZcnN|+P{*X<yDwc$%HYCb0uFt*`Z8t7U_I69wvCyfmAH#zzT+~nmemkj{1BKj9@
z_&){zK;yxh3XZYBNB>?#!k>!&_T#9nmjxGS|0a7M{Dt|0M|rtTVO|DaX;;Ck0I93c
z0KAk)zY6le%e20$7!tfxTf16p@RHHxDqsgMiLT}Yz^nfgZyQ=uC>+2d?C~e<!Gi}w
zp!9m(vpzC1vZxgF6H2!5G`RlbNay`Z<X;*N@J+*@bpE9hiR1Vx-J=r8`yIow`rDb?
zoQL}M?c3pDVPSX$XD3I7B(((p^<Ob1$V*?l|DcineV5#{FnI}y0F03)OYdd``1nYc
z-n*~WCzQt6467Y_rf&Rih2Q^SlK1bM8HrxCLH|GB%!2=3#Q&e~aM|typNm=LV38UK
zf(*XXMh+-nam+eJjKD%2b$#?xXy^#&*6e@BCddPHyWOKBUGS9?d8{*ZO*~~HA|mdF
z-Dw1<l#yQfVuLEJMi0m1<KujV7-ljat8h^D`xRe1mamyhL`G(Fc8;+#D{RnYoOWoz
z4{fGNFkb0NMy<0yG+<Co8CvVlEN*53B|~)(kPkO{I*aagbC+xxr0)U)K9fVsr<-Qy
zBTr!9Qxwk72b#b@ba`<xb8haX>sp^Aa0k;>P{3=Mzdl)QHyCgYTdTxK5XGwtO7;hU
ztp^+rzwS6x90mS&kIw4Mx9;q4vdRUi(bkD$?zGlN<BLY-l0AF<5!?X=RaI5g`N}rI
zuAfq5R8*D6j+yAmMukm(M&R4GZ;NIvfmdmtG=XTA@5vz-Yr-G7c@B<UJwO)Q2W2-C
zm#-JWC40+prkLheWl55_6+SuN5C8%elRN@$j0J`@CFf`q2g?nq8C+akbuF!EGJg9a
zJYr_O_G;Vl4B+Ev0L$<L9&po+?UZ*veU2vyh@w|6_j6AmA#ZTshOip_^CfXs84gB!
zXDE!<kh!TkpzQgGgrqTG8&C)j<|ToBDuushwf%HKOArAI7gq#V=ab1ASj~)*1w9j!
zd=!IfbqR;wHwpe3k0*<fvXJihbWqivB*Wf&^XAwA;S>LIraLh;%zGQItC^$pN@O?u
zm=wT=8hG`;H*OUJ91b6B#umQvO!5~fuojg%oSpn+NcGX6_WPTDkUm)q{MyFG^bo1y
zvtHf%$id>(=QAOlx2S#6a#Ot4GZycVuvePo(!kn(HBxg$*?a--VL<)Z!_(7x`FD(v
z)6z%c=yT8#vzcuYm5xfmeetGozl|K0)%bVeGn4q)zUJ>T^L7nT^X^vVc{e8o)>MvE
z%*W&RNU<R|g}B$gl|lssQM7}cZEo&D>*}%Tmp`SWr(elfO!e9Q#7l4SJ6c{|PR>Do
z7O%l`Z$;nyrJsHGC>bwE+7$yeK-sovuNgKgrt6NA56t*9q@+NY_K+=c_i|-Tbc*zT
z)HxA0pYDD>*wf6{$c|oGdadi8+sEl&BP}gm>?{u6|87mf=qozK*h+iDZ!h0;q4ma|
z1AoZU{BF;S(dP4I0ee687hzO(l+B<$Ydq2Zmbqd3&c)wF0@NY!SIyp-svC6lK@May
zH8nLc0jL#|WzW~n%o!4;aZ19ynsdNAtn^Dw;NlWzSvd#yvU|{v<n=gd)O3S;uFKYx
zpvC#=G3j}Ads|!1UD9X2yo|tI)m&Iy-1}oXcP^KS(SC0s8v8h#B@hCwt*v$S!g3aG
z1-RKkXLj!EQrX&?73y@f6u8S?ljB?myZY8D=q6YD(RbexaDai|dMU3?ujtX&!Ul~z
z+lk6fp>5De>fAqUr}m$!KSS`(cJDP2>zMkVRhcV+E%DhD<mWr!I%-f;YT7(w;mgWe
zvfuQldeXka-v8q4h~u~d7}stuIdR;H+i21S&+nZdc}Xh_E22ukDYCd7W3pQ}P;(kA
z`r?{V?6~F7$IqWDVr71c#%J$;C@n1oSFzT3y4y9;;9e?raq8SIfE5lJzD3#Nkg#<C
z0CQ59iXYFRv(umPJ(^x!-y&j$l-3k6Y8Pmg9O3kAihlucOM{aqIhN-=HPF$X`jl}E
zou$p$M-|I&`g2uNKijJc^LZcIe!%H?Kkk>|wmC6!0Gh~7p#wWAvtW2I0gG`nFnxTA
zqT~p;u|nHJDM!w^ti3xP!)&K&)wi2YN{G?%w4^6T+p9wjZyXof^r@%f`72j&QpZ2%
zJ1ze%+0sd`@H()8n%Y#rVmx;+T)1_B@cVY?&%GF_V|BB{@-UBY-U{<X!-*o?3v^5E
zHx=#9L;d#<{3CuD$j=w?1SJ1j;XY&a1he^%RvJy&vu3`%!Zu%!TCr?X8e%lAcgZ<{
zC!To?niO8^XyhDxgMEwQB<$y>mqgz!5)g<GV0Q}fjKy{unS?dl5gR|_m_j7cJ5RsA
zGwXL!T$RALyVd&Z+pCtM-#=jRgNM1(A&sEJLOPK{hW^aaWMv%guH;D9LbTphr1l*!
zy<mZ3;0(3YGh!`Xdr%>>mvY=7>bUT{&?6&1z+TLjo7(9^V4yw_K&aU<+wZ+{nc<R5
zig@_Qh_N_$FWX*rMgSb^2L~E5-@0vZ_Q*E76Szl$Tyi?@VlnK^^q&@UHSb|)Tq?>!
zV2;E=KF2KClMo8|+=N~){K`afyje3_#IK$+kb^5z2!xequb}-IIOdT-V(7Ie;Pm*7
zSD?SJM%7&|%l*y^xLWGaz2Z(<0*e<{Q&V$(Q0gxzHYPd4340Ne>W7vGE!<(SvzfuM
z__+&}_3UCLLC~NFcxIMzMr&hb<~lf*gnjol8b0VJo&okC5T=Zl7#D6gU(6KD*+Ss%
zTT|mgp^ayTX5dT6&d<-2+H-4vMRdEjyti{m?&y$1fs2#j@T4XTCHq1g-VYww{iP^X
zgHcn@Wny{}VA4q>ky8zuEddLbXq;U9n9;6OeF=`)wiaJX1%VE<KDQ$9!+eb+(b1rf
zhZ$)o-V+0Mxhf4woE#h7+f0PCS({0(A#^>7yj}HYvlr(z#BDU&5N+~LpFWL@eW4H>
zNQ`+Y*3IQF3xH;Y@891*2^qEfe2WDPRU8M_Z0G4mmG;vHG0fTn!Ne>@-z|Y3@5n3(
z_q+X^B>VE%yH8+KUZ~=cXSUq;YNp+ibV`h@jZLd<6NdSk2fy4oqQ(h0{az%r0b+`S
zA7T3ad*ILnc3k#Bvs+l~W@425imS^1@B`m((Vbs}U+MT?#@<TsWkV>La08obLO$+C
z5hqlhOZQvb+W~SkTzqB;oR1ooy(v{vx0XWw!&A(r<mO(U6JpJDF9sMheePUoDXD$%
z7#d#7PgsVC?Nb1-S=FzZZrU?o+G{j52$-=gEdV0~PRS9IPP>W9ve;Ki**TDrhU4%}
zC+~1t*hO1BF|F<dN36wu0K(_7omf0y^JF*G9|#O;^aX50uN~0))+}0_CyWXFWdOE$
z&$0s%UyQ%ibYfo^T#(;5UZBmQ>z@Ce8)l-+={wI*l#{145rq3+?PK$YvE-aI?>z5Y
z#o|AK#V4d&cTo%;ZYY-83>S>(67qcK?G_sbvqTlwZ*oI#c=n!#aKf|@xB8IcN^<7G
z(Fx6hkid=>0`cyDmgl!QDiH19>B2-Z(5g4M3J9@p^gO&u<Rwu$T04Np7<X3&aVvxV
zJN+Y^jTn)YcLJJsD*zO9<m5%gPdrQlI2T_1zJsWbb8r)EUr^uRdq?Jw#77_|b8*$h
z!{0MI(cqp|l1OwjG|<C48ryzm*UYsfra3>w`R1+uO`lgk#P)t9Md&|z-}vfqiMM<9
zZ`bBv&{WjJbs`QEk-^Eq(A=|o(lcBqnn?-TE0HO<3L%vQ67yu>&?q}Ei63oR!A646
z=XLFLcO@T)gElg#u5T@uwNq78+jAKzCnOR>B5yrw*YLu6xJQ2o@WbVY+JLouhq!mz
z$l$ha<_mmX_iQyz??#B5e4!S!jb>ACqDY`N)N}B4fiO8_R$yt`ma2lf>R7O2L;8KC
zx%D;X-B{ANN;(&<O!wqUUt`3V!|p7*h?dz0M-Hcd9Si?vGu2y(sRf|o6YL=u#^%6Y
zmSoz#trG)ZOgX}L;LqXv38<?!a6WFFB`IlXV0}>Yf)npM^Us&egY0_WzE89au#)Z`
z94vR&_RacV*lD|}us|Z)Sev<r`w>Odd)NC}^Kaoj;eOXnr2nkBd4QX^&--x0nk~Np
zoP^qCW-@UHWt?7z<CevxIe5NkySv>Fv^BNbUJm+?a#BBxw{z-dEv$67=Gp6W+b%wP
zH`Vu0|HEV~hiS>ttp9BN4De(Bz(8O((|DXgObu}>CFKBXb$V`wTYyTKxYY(Ng+n$+
zliG-WKl9#CBy}VZ`4e!*`*v;0v9MY2ej>qw(*4;=J4Od<)@<37ByP)46W;@E;I+uZ
zHBoJc5`YB%c0rAV^mjg?_CGDF%GH>7V5ccBzzu2cucVvmFkWd*8DAX!3e&Xe?AGFp
zxxsHY@j4Ly{QNwT^VM7J{)dcTlyEHfxXn!V6ZF$p5aGDK-7^g<h~n`(J+`;rHoAh*
ztab1`Mt^-G)Nc0kE%f-LZvcC1Tk&ijGe~BYz`R?%7D@V~0NN0G>}w$=zzL!%RI#eq
z@h`N#px1sL@m4&+^B@B15<u8)4TQ7$bbG{){)G5|JkN47u<>>01JqHhr>WT?@*QfH
zBr)}lCeb1IB~>0Ofv~IM;1Tzep6+03aX*o+z&#J8?vn?5Z(I^LCu<B%5!*F@4Xi(k
z@I{!1pO~A8ee?qfL$Nu?F)FSPbl)ZC>t=4dLH>i$sQedK1@jMNSQ*T0Mxi-O+dv|b
zR5K>(B@YY??#TCwUo=+jyMTEs9Y!0-PGYtz<Y6ZWE=w>VZFLydk$J(*q@Pb$U_ts`
zHhy6VXU`GjbcBrwlkwAwWGf-o4Q`u7<HG*u$GKIyRk-9YzC4nwouj3nk~f41Im}7u
zx?<;Je3Mbq@4zQbp*bzVuUe<<(O%80kH<@$oyV{Qv)7RE(+~LMMcTqS0bxwx2jIvl
zugOb-bDU!42bw_xCkXdB0%cAZpZK!l)Cd!)pZa!goac<0Cf2*6K%ButpF{ulIQ%;&
zb#;Owq&ubaMy3iCleHygTn_UG5BCrwm%;q`zg#X@x<f@p71{-I40g|EkctXz=>p_&
zU8eZO>EQZoIE}Q?G_aKW&&>OAPc)MzyXWLmXVkI{$Sl6S?e)JnnFS>U@J-mSTA{}u
z0B{-P3t8ZpHvz{e$+X}45ECL<SQnAR?=F7<{%5%VWr^gmDJkd601TrX#8t*FNw`Xc
z4<7J<MT*<U+^8!vNZ^_Z@~lyVoRslMPiIz6PBmZ@K5CJ=7-#CI4vt&xjOVz=Cnp#b
zzSmaWs>|WV_~$KXY)jI%Wo$caqEg;{#xwVzHXr~CGti|N$BuBgAh)lTln%OARRZ#q
zF4DsnyuFU;gSo0G5XkEQBJ0xXYA#rRa2z((2XkY_3OD}rj9`jjSR^23iWG9&$iqZG
zAivl7$7W-?VU+o|%dGEF{@O*2I|q$W^(%_+rK%5tf4%-q<HXFOfdB4Oq_pkR-)%P=
zJ{7UHZ9urnqV<`_!*e3c(!V+AS>-6{C_Rk-YPLzVf@(q~$G<x|S)p9sJU_GX%31YH
zMR}&`D_@kHG(mbOj?Q~}daR((&tR!mURI>1(@=?c`~xEK(Eq2qYyU|q48y0ktku?a
z*}RbbQqCWUGR<ir&C;|?Dbw!ebV<m(1%^b0sa-H9Tc%8-s8EAxGNvsdO}ju#OH@p!
zpyrjL&893966rDji_Ug-e)`VdbH4MQ^E}V@ocFChq11um$W*G#?rYdO`}^J7#1s+e
zvJQlHn(;E#=-SlO6xb07m|h~bJu7GR)CggQTHSk6m8hlo$E-D)Op+m4W#v}x+p6+|
zMV>-r`g@eB^`4?ECtCCzIIZd2u46Wl7cDG0S}(s5*?cBUy7be`%#3H%V6%XhHlW!k
zrkpPV2GIhOB_<?nxh+llZn3mJu|R~dQXLLQCQ8Q6&e_<KKz8yhTVbtVe-Wmq0Io3Z
zI%xCU;m@qz+HnUxM$QK@YhatBI9#roMIw>>=Sv7;mb4(<Wig!d4ql&4Z}@Kb$qc+=
z`Rb`xv(1;hC%}CZA%MIy$2{kx>I&V|EKWv7Mt2jsofjYi=cVm8Ya%Suk~@8M470fk
zt#EhvXGvdQwfR1x34)(!2;#UmQuFa7FoQRqr429Bhl;RIM0MaU>)zxow~pDTOlYB=
zonr{Mn)M>mp37rj{m6M<KIc4`gN?kMK(*N@5t~1lG@!{+>%yz!p0|Dw_TZ#J|6=zc
zmmzw7d{4aF`{SwZ4!~t=CirYpyiy|gW%(j!-E}3qTOXaOOV)yDI)DFG#_fWj)0S_+
z{eL)&|75!>G1cbw&byl^6D@3v;Wf9PuJ|}LTIPFUn!j@Xz!8F&_izfA5Oi_ZYY8)<
z3#@DeV`5*07B5@nIyQ=ty2kiE1AF-G&EmP#CB&?8L93LXL80DOK4-U|U!gkvTR53a
zwq+x>qrI43uYmNyPv>OJj$>rBkuMdYq<Xaii=~1hXk|H?lHB$+UcqB18+&hSEN!U2
zzg(=8Qu({>cKa>;Gir#T!X7OR*1`mr2=3~CO?ils;=W=T(K7ULvkVHUOrh`z3JMzO
zR>X9gOrEIj{CS{?xzYg<tLCiQSEJFSTyIBSPT&7CIXO93c%iLyeBTTpoC?G-f(LU|
ziVXgzoTv3KUTA;)=uLucveRhvpi-&4<}T!b4r&kbLp8yOlm=7NObzQG`iSuHZO9l7
zkzo2=TwJz|qXn6KfCjN*e=&W*A4oh-`?mP9E?8U+ApV!*Q$Od@+PzAi;6ZiX!i7eJ
LMjfaPNyz;RBF(LA

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/rook_classification.json b/modelling/data/abingdon-all/resident/rook_classification.json
new file mode 100644
index 0000000..b72e96c
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/rook_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Rook",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "weak",
+    "response_dynamics": "decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "weak_year_end_component",
+      "decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 7,
+    "target_trough_label": "July",
+    "target_peak_value": 0.6544130305529264,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.1652963016372777,
+    "target_amplitude": 0.6544130305529264,
+    "baseline_to_peak_ratio": 0.07946052045458842,
+    "autumn_to_winter_weight_ratio": 0.050724637681159424,
+    "year_end_to_winter_weight_ratio": 0.26811594202898553,
+    "decay_to_growth_ratio": 1.4050073637702503,
+    "monthly_target": {
+      "January": 0.1041577613333837,
+      "February": 0.11950833109424067,
+      "March": 0.326119599334564,
+      "April": 0.6544130305529264,
+      "May": 0.3689333722389035,
+      "June": 0.0070540232835043645,
+      "July": 0.0,
+      "August": 0.033580597587291615,
+      "September": 0.05122662179023644,
+      "October": 0.06971303733671011,
+      "November": 0.07982194411505632,
+      "December": 0.16902730098051527
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.566,
+    "GROWTH_RATE": 2.716,
+    "DECAY_RATE": 3.816,
+    "SUMMER_DECAY_BOOST": 3.372,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.394,
+    "PRE_SUMMER_DECAY_END": 6.925,
+    "PRE_SUMMER_DECAY_SHARPNESS": 7.858,
+    "SPRING_CARRYOVER_WEIGHT": 0.052,
+    "SPRING_CARRYOVER_END": 6.875,
+    "SPRING_CARRYOVER_SHARPNESS": 15.716,
+    "BASELINE": 0.052,
+    "WINTER_WEIGHT": 0.552,
+    "AUTUMN_WEIGHT": 0.028,
+    "WINTER_PEAK": 4.06,
+    "AUTUMN_PEAK": 10.88,
+    "AUTUMN_ONSET": 9.62,
+    "AUTUMN_GATE_SHARPNESS": 7.891,
+    "WINTER_WIDTH": 11.347,
+    "WINTER_RISE_WIDTH": 11.668,
+    "WINTER_FALL_WIDTH": 11.918,
+    "AUTUMN_WIDTH": 7.188,
+    "AUTUMN_RISE_WIDTH": 7.638,
+    "AUTUMN_FALL_WIDTH": 6.444,
+    "SUMMER_DIP": 0.135,
+    "SUMMER_LOW": 6.2,
+    "SUMMER_ONSET": 4.625,
+    "SUMMER_GATE_SHARPNESS": 3.994,
+    "SUMMER_DECAY_ONSET": 7.23,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.516,
+    "SUMMER_WIDTH": 26.257,
+    "SUMMER_RISE_WIDTH": 44.242,
+    "SUMMER_FALL_WIDTH": 8.63,
+    "SCALE": 1.13,
+    "YEAR_END_WEIGHT": 0.148,
+    "YEAR_END_PEAK": 12.178,
+    "YEAR_END_WIDTH": 94.904,
+    "YEAR_END_RISE_WIDTH": 175.578,
+    "YEAR_END_FALL_WIDTH": 9.714
+  },
+  "fit": {
+    "score": 0.295
+  },
+  "warnings": [],
+  "summary": "Rook is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around July. The model indicates weak baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/rook_consensus.json b/modelling/data/abingdon-all/resident/rook_consensus.json
new file mode 100644
index 0000000..1ef93f4
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/rook_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.295",
+  "INITIAL_Y": "0.566",
+  "GROWTH_RATE": "2.716",
+  "DECAY_RATE": "3.816",
+  "SUMMER_DECAY_BOOST": "3.372",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.394",
+  "PRE_SUMMER_DECAY_END": "6.925",
+  "PRE_SUMMER_DECAY_SHARPNESS": "7.858",
+  "SPRING_CARRYOVER_WEIGHT": "0.052",
+  "SPRING_CARRYOVER_END": "6.875",
+  "SPRING_CARRYOVER_SHARPNESS": "15.716",
+  "BASELINE": "0.052",
+  "WINTER_WEIGHT": "0.552",
+  "AUTUMN_WEIGHT": "0.028",
+  "WINTER_PEAK": "4.06",
+  "AUTUMN_PEAK": "10.88",
+  "AUTUMN_ONSET": "9.62",
+  "AUTUMN_GATE_SHARPNESS": "7.891",
+  "WINTER_WIDTH": "11.347",
+  "WINTER_RISE_WIDTH": "11.668",
+  "WINTER_FALL_WIDTH": "11.918",
+  "AUTUMN_WIDTH": "7.188",
+  "AUTUMN_RISE_WIDTH": "7.638",
+  "AUTUMN_FALL_WIDTH": "6.444",
+  "SUMMER_DIP": "0.135",
+  "SUMMER_LOW": "6.2",
+  "SUMMER_ONSET": "4.625",
+  "SUMMER_GATE_SHARPNESS": "3.994",
+  "SUMMER_DECAY_ONSET": "7.23",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.516",
+  "SUMMER_WIDTH": "26.257",
+  "SUMMER_RISE_WIDTH": "44.242",
+  "SUMMER_FALL_WIDTH": "8.63",
+  "SCALE": "1.13",
+  "YEAR_END_WEIGHT": "0.148",
+  "YEAR_END_PEAK": "12.178",
+  "YEAR_END_WIDTH": "94.904",
+  "YEAR_END_RISE_WIDTH": "175.578",
+  "YEAR_END_FALL_WIDTH": "9.714",
+  "SPECIES": "Rook"
+}
diff --git a/modelling/data/abingdon-all/resident/rook_observed.csv b/modelling/data/abingdon-all/resident/rook_observed.csv
new file mode 100644
index 0000000..764d1ed
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/rook_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,16
+2,15
+3,10
+4,31
+5,19
+6,0
+7,1
+8,0
+9,2
+10,7
+11,16
+12,13
diff --git a/modelling/data/abingdon-all/resident/rook_parameters.csv b/modelling/data/abingdon-all/resident/rook_parameters.csv
new file mode 100644
index 0000000..a567bdf
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/rook_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:17:13,rook_observed.csv,0.4029616686087304802970259929,0.586,3.72,5.47,4.837,0.667,7.52,7.946,0.001,6.59,12.183,0.083,0.458,0.049,2.53,9.7,11.32,10.501,14.472,17.273,11.672,7.742,5.618,9.865,0.134,6.56,4.91,2.11,7.02,17.847,11.611,18.946,4.276,1.137,0.121,12.125,105.434,198.001,12.866
+2026-05-21 10:17:14,rook_observed.csv,0.4152179663944349357564193807,0.37,0.993,5.024,7.342,0.114,7.21,13.902,0.031,7.37,14.552,0.022,0.104,0.05,2.72,10.85,10.84,4.431,14.808,12.797,16.818,4.456,4.536,4.377,0.215,5.92,4.32,3.764,7.21,9.43,12.836,9.881,15.79,1.222,0.074,12.164,110.268,207.465,13.07
+2026-05-21 10:17:14,rook_observed.csv,18.50059282216891734598688111,0.646,1.016,0.295,4.395,0.456,6.78,5.782,0.0,6.8,7.924,0.064,0.644,0.013,4.15,11.84,10.73,11.328,4.088,6.202,1.975,5.144,3.579,6.708,0.095,5.85,3.9,6.728,6.91,16.371,18.906,24.006,13.805,1.358,0.157,12.249,110.462,215.222,5.703
+2026-05-21 10:17:14,rook_observed.csv,17.40845926690262530979822249,0.35,0.293,0.378,6.731,0.143,7.22,7.658,0.001,6.68,8.427,0.055,0.735,0.014,3.14,10.56,8.87,7.125,7.428,13.317,1.538,2.986,2.559,3.412,0.135,6.07,3.55,7.734,7.57,23.886,10.878,7.245,14.511,1.491,0.034,12.116,122.122,233.332,10.913
+2026-05-21 10:17:15,rook_observed.csv,0.5106020841243741981501119177,0.485,1.604,2.968,3.928,0.296,6.45,9.644,0.022,7.28,15.921,0.012,0.01,0.018,5.06,9.61,8.6,6.645,18.013,19.507,16.519,8.052,13.236,2.867,0.112,6.02,4.35,4.021,6.68,12.054,10.780,4.733,16.826,1.273,0.181,12.157,86.563,159.422,13.704
+2026-05-21 10:17:15,rook_observed.csv,2.157841155770590117080280381,0.663,2.724,4.044,4.788,0.092,7.66,12.512,0.037,7.39,6.556,0.009,0.485,0.038,5.23,10.5,10.35,10.761,5.556,10.492,0.62,10.980,10.686,11.275,0.119,5.56,3.5,3.51,7.39,18.046,30.130,47.234,13.027,1.284,0.344,12.228,112.247,217.048,7.446
+2026-05-21 10:17:15,rook_observed.csv,21.05264998840820544135530076,0.833,1.375,0.09,7.268,0.751,7.05,5.038,0.023,7.33,7.122,0.042,0.221,0.0,4.37,10.84,9.86,5.522,8.185,8.490,7.880,2.892,1.504,4.28,0.014,4.98,4.45,1.684,7.12,23.406,12.600,7.493,17.706,1.515,0.202,12.14,102.452,200.249,4.656
+2026-05-21 10:17:16,rook_observed.csv,0.6043667324268360285253919565,0.832,3.397,5.242,6.021,0.547,6.66,13.677,0.087,6.53,10.712,0.039,0.401,0.026,2.59,12.0,10.56,7.568,9.729,10.129,9.329,13.468,13.732,13.204,0.05,7.22,5.28,6.588,7.16,8.916,11.747,18.031,5.463,1.339,0.343,12.109,97.464,187.318,7.61
+2026-05-21 10:17:16,rook_observed.csv,1.563752087978427124446426431,0.76,1.497,0.413,5.482,0.726,6.73,10.7,0.015,6.73,6.415,0.038,0.199,0.019,3.33,11.96,11.33,11.218,6.924,11.341,2.506,9.298,9.354,9.243,0.228,6.63,3.51,2.328,7.16,6.894,23.042,32.514,13.571,1.295,0.131,12.264,117.234,229.71,4.757
+2026-05-21 10:17:16,rook_observed.csv,0.2784986977998766092766893993,0.582,2.292,5.089,7.966,0.164,7.47,4.496,0.011,6.76,9.973,0.086,0.361,0.011,5.0,10.85,8.9,4.545,11.816,11.233,12.399,11.522,11.439,11.606,0.231,7.28,4.07,3.973,7.44,16.635,6.526,9.09,3.963,1.076,0.0,12.209,70.372,134.189,6.555
+2026-05-21 10:17:17,rook_observed.csv,0.6253036679866674663041708939,0.733,0.25,2.491,7.122,0.118,6.33,9.257,0.03,6.93,20.508,0.009,0.154,0.03,2.69,11.69,11.09,8.065,9.028,9.631,8.425,6.912,12.701,1.122,0.148,5.23,3.76,4.225,6.85,18.276,11.117,19.619,2.615,0.878,0.332,12.128,59.610,111.283,7.936
+2026-05-21 10:17:17,rook_observed.csv,0.3437204027964254348199360942,0.818,1.706,5.971,7.762,0.646,6.35,11.316,0.065,6.81,8.885,0.018,0.242,0.008,3.67,11.26,8.93,8.722,5.416,3.514,7.318,7.664,6.877,8.452,0.08,7.23,4.59,0.905,6.76,22.717,43.175,69.404,16.946,1.19,0.007,12.111,56.534,100.197,12.871
+2026-05-21 10:17:17,rook_observed.csv,1.955967414532383204526265028,0.482,2.924,0.937,0.773,0.33,6.56,8.119,0.099,6.65,8.706,0.046,0.1,0.026,5.48,10.66,10.52,2.325,12.575,9.264,15.886,7.848,13.9,1.795,0.204,6.29,4.24,4.131,7.06,16.432,14.180,20.379,7.98,1.425,0.31,12.268,57.264,106.174,8.353
+2026-05-21 10:17:17,rook_observed.csv,0.2990664409998821470399585149,0.669,2.615,5.767,2.539,0.337,6.85,7.933,0.098,6.72,24.716,0.051,0.55,0.037,4.19,10.99,9.94,8.192,17.322,19.313,15.33,7.864,11.272,4.457,0.194,4.98,4.21,5.541,6.85,17.587,41.671,68.902,14.44,0.955,0.223,12.235,105.458,205.125,5.791
+2026-05-21 10:17:18,rook_observed.csv,1.564883273638338720103486196,0.812,1.371,4.311,5.309,0.726,6.89,5.588,0.072,6.59,20.765,0.068,0.095,0.03,4.14,10.03,10.07,11.094,15.435,13.883,16.987,6.308,5.993,6.624,0.179,5.12,4.59,3.114,6.84,20.23,32.698,52.659,12.737,1.743,0.341,12.276,49.546,91.626,7.465
+2026-05-21 10:17:18,rook_observed.csv,2.079905278700955539328965617,0.306,3.266,1.027,4.317,0.158,7.68,9.451,0.007,6.53,16.196,0.003,0.359,0.022,4.8,10.72,11.47,4.844,6.272,10.623,1.92,6.888,5.07,8.706,0.056,4.57,4.17,1.044,7.34,22.709,25.264,30.987,19.542,1.401,0.247,12.211,60.774,105.946,15.603
+2026-05-21 10:17:18,rook_observed.csv,0.3761836647580089896122427159,0.854,2.148,5.184,7.925,0.543,7.02,11.046,0.07,6.53,13.239,0.034,0.251,0.04,3.7,10.01,10.29,9.381,8.870,3.173,14.567,1.175,1.032,1.318,0.226,5.93,4.16,6.01,7.29,8.828,32.276,50.555,13.996,0.9,0.149,12.206,48.462,90.23,6.693
+2026-05-21 10:17:19,rook_observed.csv,0.3621023019798020099174006669,0.704,3.4,1.571,5.613,0.452,6.26,10.962,0.018,7.01,8.192,0.076,0.195,0.05,3.35,11.59,10.5,5.521,8.552,13.539,3.565,6.170,3.508,8.832,0.009,6.54,4.82,7.105,6.94,7.229,10.554,15.181,5.926,0.872,0.239,12.034,65.586,120.37,10.802
+2026-05-21 10:17:19,rook_observed.csv,0.7300165001721236435891698396,0.396,1.245,0.785,6.888,0.474,6.53,4.854,0.016,7.62,12.481,0.058,0.151,0.041,4.25,9.84,10.61,2.982,13.208,7.15,19.267,12.826,11.652,14.000,0.075,5.64,4.63,2.383,7.1,19.929,38.377,60.508,16.246,1.132,0.108,12.038,72.627,135.879,9.375
+2026-05-21 10:17:19,rook_observed.csv,0.5410260641353693462353711632,0.49,0.565,5.817,0.156,0.066,6.65,14.353,0.005,7.39,23.83,0.067,0.081,0.029,3.55,9.53,11.18,2.185,9.977,6.859,13.095,4.780,4.699,4.861,0.088,5.54,4.63,6.289,7.32,18.252,13.228,20.408,6.047,0.959,0.136,12.087,70.780,131.381,10.178
+2026-05-21 10:17:20,rook_observed.csv,18.89514092015992873043343552,0.361,2.916,0.065,5.262,0.59,7.45,14.913,0.035,7.02,9.287,0.04,0.25,0.038,3.41,10.27,9.33,9.219,7.406,10.177,4.634,10.281,10.461,10.101,0.006,5.52,4.44,1.352,7.58,16.989,35.743,53.158,18.328,1.21,0.083,12.113,106.460,203.783,9.137
+2026-05-21 10:17:20,rook_observed.csv,0.3766766630721559948932196883,0.316,1.927,4.074,6.697,0.643,6.4,9.222,0.066,7.45,13.898,0.062,0.036,0.015,3.39,11.56,10.46,4.478,3.276,1.382,5.169,1.770,1.863,1.677,0.163,4.78,4.06,6.028,7.6,16.543,24.702,43.821,5.584,0.85,0.001,12.02,82.742,158.78,6.703
+2026-05-21 10:17:20,rook_observed.csv,18.50868620002165992801248104,0.405,1.794,0.217,0.371,0.782,7.41,4.245,0.021,6.91,9.776,0.075,0.588,0.019,5.41,10.73,8.37,8.573,1.418,1.477,1.360,5.728,9.434,2.022,0.055,4.95,4.89,6.754,7.32,9.771,28.222,48.978,7.466,0.819,0.075,12.219,77.786,142.175,13.398
+2026-05-21 10:17:21,rook_observed.csv,1.654032451738248502803171407,0.676,1.178,0.59,0.767,0.061,7.23,11.959,0.086,7.62,8.362,0.083,0.412,0.022,3.01,11.3,10.95,6.958,14.320,9.119,19.52,3.658,6.229,1.088,0.232,4.72,4.44,1.538,7.47,11.854,16.945,20.94,12.95,1.465,0.139,12.144,111.197,214.862,7.532
+2026-05-21 10:17:21,rook_observed.csv,0.3083101146425256072861882675,0.353,1.755,0.513,6.15,0.883,7.54,7.029,0.024,6.81,17.443,0.058,0.632,0.033,4.89,10.92,10.2,2.112,13.567,7.932,19.202,1.261,1.733,0.789,0.083,5.78,4.12,6.222,6.82,22.028,27.651,54.734,0.568,1.185,0.256,12.209,110.604,211.87,9.337
+2026-05-21 10:17:21,rook_observed.csv,0.6546692438315739466128851845,0.554,3.364,2.929,7.525,0.119,6.26,7.291,0.078,6.78,13.759,0.071,0.149,0.048,2.91,11.1,8.27,11.543,8.344,1.524,15.165,11.095,9.841,12.349,0.192,4.8,3.57,5.709,7.2,18.614,30.991,44.888,17.094,1.136,0.3,12.23,89.514,166.132,12.897
+2026-05-21 10:17:22,rook_observed.csv,0.3923382138873643823814418400,0.368,0.722,0.119,2.451,0.118,6.29,5.088,0.064,6.61,7.659,0.022,0.675,0.011,2.69,9.87,11.27,7.096,15.568,16.089,15.047,7.408,13.424,1.393,0.197,5.64,5.06,5.82,7.26,18.158,18.414,31.884,4.943,0.988,0.258,12.233,50.312,95.639,4.986
+2026-05-21 10:17:22,rook_observed.csv,0.4296780696108593994140077887,0.526,3.291,4.138,3.824,0.324,7.25,10.017,0.049,7.49,25.99,0.031,0.445,0.007,4.99,10.81,10.67,6.004,13.492,19.403,7.581,10.635,10.2,11.07,0.096,6.86,4.33,3.986,6.86,9.06,32.998,47.86,18.135,1.705,0.004,12.003,60.631,107.392,13.87
+2026-05-21 10:17:22,rook_observed.csv,1.146182013745419991720795904,0.715,2.534,4.64,5.595,0.681,6.74,11.468,0.03,6.81,25.293,0.03,0.54,0.003,4.5,10.59,8.25,7.621,6.006,2.52,9.492,4.368,3.405,5.33,0.082,6.55,4.74,6.641,6.85,17.865,18.428,29.618,7.239,1.689,0.201,12.016,107.838,210.614,5.063
+2026-05-21 10:17:22,rook_observed.csv,0.9496980340297897758840214505,0.625,3.952,3.972,3.921,0.856,6.6,5.377,0.092,7.55,21.94,0.059,0.353,0.029,4.26,11.13,8.9,3.397,8.256,9.537,6.976,7.534,1.923,13.145,0.003,6.46,4.44,7.778,6.9,15.541,7.030,2.671,11.388,1.255,0.25,12.192,53.176,98.492,7.861
+2026-05-21 10:17:23,rook_observed.csv,16.85022101063855355243071012,0.396,1.871,2.98,0.724,0.663,7.54,15.114,0.082,7.04,17.273,0.071,0.577,0.011,5.18,9.63,8.61,9.316,8.574,15.469,1.679,4.374,7.479,1.27,0.203,5.83,3.83,2.006,7.52,15.925,35.028,67.457,2.599,1.434,0.003,12.183,81.518,151.237,11.799
+2026-05-21 10:17:23,rook_observed.csv,0.3333846759531600695824342543,0.648,1.705,0.99,1.479,0.207,6.36,11.418,0.052,6.79,18.135,0.001,0.354,0.042,3.99,11.34,8.78,8.084,11.050,9.046,13.053,9.849,13.296,6.402,0.22,6.41,5.4,3.714,7.01,13.287,32.796,55.165,10.426,0.89,0.16,12.219,87.742,165.902,9.582
+2026-05-21 10:17:23,rook_observed.csv,0.3393245660257654506817266089,0.752,0.821,3.319,7.028,0.205,7.58,6.655,0.041,7.12,24.281,0.03,0.325,0.044,3.28,11.49,10.84,10.032,2.016,0.684,3.348,8.532,8.203,8.861,0.131,5.71,4.85,3.916,6.69,6.777,40.544,67.276,13.811,1.003,0.33,12.147,68.728,127.961,9.494
+2026-05-21 10:17:24,rook_observed.csv,1.963084971662836340393984663,0.813,0.331,3.81,6.163,0.851,7.31,12.472,0.042,7.31,21.517,0.008,0.57,0.018,4.14,11.59,8.66,9.536,4.491,4.710,4.272,0.676,0.991,0.362,0.015,6.21,5.04,1.031,6.84,22.351,41.235,67.71,14.76,1.683,0.088,12.267,91.847,167.982,15.712
+2026-05-21 10:17:24,rook_observed.csv,0.3361195135708386465087009892,0.361,3.888,0.846,5.704,0.219,7.57,9.019,0.005,6.66,24.934,0.062,0.243,0.029,4.4,11.38,8.66,9.374,10.498,8.394,12.603,8.912,13.876,3.947,0.194,6.31,3.8,5.854,7.54,12.402,33.408,49.479,17.336,0.906,0.345,12.042,99.438,192.074,6.802
+2026-05-21 10:17:24,rook_observed.csv,1.675688257078614134358552752,0.816,2.352,1.572,7.338,0.813,7.33,12.329,0.04,7.47,21.023,0.034,0.205,0.004,4.89,10.91,8.71,10.275,12.009,18.855,5.163,10.686,8.582,12.789,0.117,5.04,4.06,3.04,7.31,13.907,16.647,16.037,17.257,1.447,0.029,12.065,68.792,126.868,10.716
+2026-05-21 10:17:25,rook_observed.csv,3.282381744590833916422335539,0.706,1.852,0.513,5.014,0.409,6.75,13.325,0.013,7.49,23.555,0.068,0.369,0.015,3.56,11.81,10.52,4.485,13.670,19.121,8.219,11.045,11.501,10.589,0.185,7.17,5.28,7.97,7.41,17.173,25.252,48.991,1.512,1.686,0.294,12.243,50.214,87.478,12.951
+2026-05-21 10:17:25,rook_observed.csv,0.9242290920370387427644164100,0.626,2.464,0.783,0.135,0.668,7.56,4.059,0.019,7.0,23.321,0.004,0.333,0.029,4.58,11.62,10.05,10.909,12.308,14.312,10.303,6.977,13.143,0.811,0.102,6.39,4.05,2.887,7.26,20.696,22.410,40.798,4.023,1.089,0.244,12.27,60.434,109.988,10.88
+2026-05-21 10:17:25,rook_observed.csv,0.3290189824977423185592187402,0.794,3.67,1.64,1.588,0.301,7.04,6.064,0.079,6.52,7.027,0.02,0.592,0.027,3.77,11.4,8.47,7.055,11.596,18.3,4.893,12.436,11.993,12.879,0.002,5.24,4.19,2.755,6.96,17.697,33.353,47.205,19.501,1.152,0.125,12.286,114.018,221.921,6.114
+2026-05-21 10:17:26,rook_observed.csv,0.3679231241940357316154838637,0.466,3.455,3.066,3.017,0.197,6.69,3.461,0.037,7.18,7.204,0.005,0.626,0.018,2.8,11.81,9.44,2.453,15.159,19.01,11.308,6.422,8.805,4.038,0.073,6.07,3.53,3.177,7.3,9.307,20.351,39.814,0.888,1.272,0.23,12.286,63.852,113.279,14.424
+2026-05-21 10:17:26,rook_observed.csv,1.975308674337585192433166772,0.659,3.978,1.116,6.169,0.77,7.7,12.681,0.047,7.49,19.732,0.063,0.656,0.026,5.16,11.53,10.43,8.64,16.000,13.625,18.374,6.922,10.459,3.386,0.0,7.15,3.75,4.644,7.02,10.153,15.345,14.179,16.511,1.573,0.216,12.087,98.523,186.76,10.286
+2026-05-21 10:17:26,rook_observed.csv,1.379792477708798145304895748,0.829,1.311,3.239,0.026,0.81,6.36,11.998,0.07,6.72,26.971,0.084,0.255,0.003,4.07,10.09,11.06,8.155,14.020,16.178,11.862,5.988,2.785,9.191,0.021,7.28,4.94,6.459,7.31,8.117,25.820,43.559,8.082,1.461,0.304,12.212,76.824,139.113,14.536
+2026-05-21 10:17:27,rook_observed.csv,0.5982208035767901933319302245,0.594,1.745,2.474,2.703,0.545,7.54,11.264,0.026,6.62,12.537,0.002,0.012,0.002,2.68,10.77,8.83,11.835,2.860,3.525,2.196,8.310,11.718,4.903,0.192,4.97,4.64,4.868,7.0,15.644,28.019,41.4,14.638,0.898,0.012,12.0,47.230,82.119,12.34
+2026-05-21 10:17:27,rook_observed.csv,0.2742498692683251643162577809,0.356,2.788,1.314,7.696,0.709,6.73,15.057,0.057,7.32,8.229,0.002,0.353,0.028,3.99,10.87,9.25,7.053,7.244,2.606,11.881,7.225,4.264,10.186,0.024,6.04,5.28,2.523,7.39,13.851,39.170,60.752,17.587,0.815,0.315,12.255,118.276,226.682,9.87
+2026-05-21 10:17:27,rook_observed.csv,0.5789473111389029554952851395,0.787,3.744,2.654,0.096,0.408,7.03,4.05,0.065,7.2,20.38,0.041,0.6,0.026,5.01,11.84,10.29,4.352,5.257,8.3,2.214,10.850,9.179,12.52,0.14,7.23,4.22,1.693,7.36,9.142,38.032,68.365,7.698,1.422,0.133,12.066,125.216,239.642,10.791
+2026-05-21 10:17:27,rook_observed.csv,0.2787275848778492016173220686,0.617,3.393,0.591,1.863,0.44,6.39,8.491,0.07,6.63,14.975,0.087,0.621,0.023,3.45,10.89,9.5,4.104,15.810,19.603,12.017,6.936,13.197,0.676,0.093,6.23,4.51,4.177,7.37,12.835,34.908,59.504,10.311,0.89,0.123,12.252,64.418,119.718,9.118
+2026-05-21 10:17:28,rook_observed.csv,0.3001745139038172434468627990,0.325,1.929,1.522,1.654,0.213,7.0,3.543,0.076,6.7,15.272,0.054,0.572,0.035,2.86,10.49,8.41,8.599,12.622,7.297,17.947,7.637,12.75,2.524,0.079,4.58,4.98,7.908,7.21,14.317,13.508,14.114,12.903,1.26,0.156,12.216,113.829,217.465,10.193
+2026-05-21 10:17:28,rook_observed.csv,1.278680543564381187854255855,0.613,3.089,3.582,2.852,0.874,6.25,12.361,0.073,6.62,22.453,0.052,0.198,0.029,5.33,10.5,8.69,2.349,13.606,17.409,9.803,11.851,13.113,10.589,0.224,7.14,4.79,5.538,7.06,19.87,33.426,59.597,7.255,1.301,0.217,12.143,86.308,160.333,12.283
+2026-05-21 10:17:28,rook_observed.csv,1.261819844767903549281416320,0.856,1.135,0.537,4.486,0.27,6.55,12.854,0.027,7.01,12.867,0.043,0.53,0.027,4.74,10.88,10.07,8.318,11.927,5.217,18.637,4.310,5.422,3.198,0.131,6.39,4.47,1.148,6.94,6.842,23.656,34.655,12.658,1.379,0.146,12.065,120.375,227.14,13.61
+2026-05-21 10:17:29,rook_observed.csv,0.3494814275770090266186878334,0.335,3.078,4.735,2.333,0.069,6.85,5.028,0.073,6.71,9.525,0.023,0.094,0.016,4.01,10.34,8.88,3.544,12.916,14.295,11.537,6.882,6.326,7.439,0.009,7.24,4.0,3.803,7.18,17.629,25.068,39.268,10.868,1.649,0.135,12.17,73.057,131.548,14.566
+2026-05-21 10:17:29,rook_observed.csv,0.3008300558731243762255216467,0.568,3.113,5.118,0.399,0.4,6.5,15.138,0.087,6.74,12.934,0.046,0.219,0.049,2.9,11.95,9.73,2.012,9.044,7.396,10.692,7.396,7.478,7.313,0.191,6.32,4.43,2.781,6.83,8.678,7.230,11.979,2.48,0.961,0.139,12.16,119.395,232.488,6.302
+2026-05-21 10:17:29,rook_observed.csv,3.154766299420139386333468876,0.534,3.911,3.823,6.541,0.872,7.05,5.123,0.04,7.0,21.03,0.022,0.229,0.049,5.37,11.54,9.74,5.246,1.579,1.727,1.431,2.886,3.605,2.166,0.037,5.98,3.54,1.891,7.49,22.185,21.659,29.294,14.024,1.764,0.188,12.206,123.732,232.923,14.54
+2026-05-21 10:17:30,rook_observed.csv,0.4602155070701011275521487767,0.269,0.85,3.948,3.71,0.448,6.5,11.831,0.081,6.9,17.349,0.004,0.079,0.034,3.47,10.12,10.06,5.93,11.013,3.499,18.527,5.992,9.378,2.605,0.013,4.68,4.36,2.322,6.8,14.927,42.194,72.799,11.59,1.073,0.339,12.067,88.274,162.015,14.534
+2026-05-21 10:17:30,rook_observed.csv,17.06619084157071980689857839,0.307,0.417,0.518,0.033,0.543,7.52,12.935,0.053,6.97,8.578,0.063,0.581,0.04,2.56,10.05,11.16,2.304,12.950,14.243,11.656,11.928,9.891,13.964,0.027,5.87,4.91,2.588,7.57,10.445,15.621,27.363,3.879,1.41,0.007,12.039,79.385,146.064,12.706
+2026-05-21 10:17:30,rook_observed.csv,0.1835809874280660792933342309,0.769,1.362,3.843,3.385,0.561,6.25,9.964,0.053,7.04,18.518,0.061,0.576,0.013,4.04,11.95,10.17,4.991,7.294,11.245,3.344,3.826,5.089,2.564,0.07,7.47,5.21,7.591,7.14,21.677,26.020,36.129,15.91,0.99,0.133,12.137,95.334,175.04,15.628
+2026-05-21 10:17:31,rook_observed.csv,0.8747224104681727239734761300,0.28,1.402,4.375,7.748,0.592,7.67,8.576,0.038,6.77,7.942,0.075,0.332,0.037,2.58,11.74,9.71,9.249,6.204,7.147,5.262,10.952,9.300,12.603,0.043,7.5,5.08,6.789,6.93,10.692,7.418,10.236,4.599,1.362,0.317,12.044,92.372,169.436,15.309
+2026-05-21 10:17:31,rook_observed.csv,0.3628247992807900164663654181,0.511,1.474,4.447,2.519,0.137,6.55,9.753,0.078,7.61,15.257,0.077,0.687,0.04,4.73,11.44,11.4,10.595,6.810,10.527,3.093,8.501,12.879,4.123,0.166,6.72,4.93,3.83,6.99,21.489,9.420,18.199,0.64,1.072,0.138,12.207,67.643,127.718,7.568
+2026-05-21 10:17:31,rook_observed.csv,0.4223659336119633894286181082,0.409,3.393,1.447,6.836,0.107,7.61,10.444,0.097,6.78,8.559,0.058,0.412,0.028,4.01,9.53,8.39,8.06,8.690,2.242,15.139,10.560,9.559,11.562,0.211,6.19,5.28,1.847,6.7,18.732,20.618,24.907,16.328,1.183,0.211,12.235,97.591,180.173,15.009
+2026-05-21 10:17:32,rook_observed.csv,1.870165069345306680141970750,0.717,0.646,0.961,0.732,0.469,7.62,4.014,0.067,7.42,16.962,0.035,0.707,0.004,3.93,11.23,8.84,10.126,12.856,14.745,10.966,7.064,2.81,11.317,0.198,5.25,3.68,6.958,6.66,16.16,33.076,63.358,2.795,1.633,0.064,12.202,96.904,189.195,4.612
+2026-05-21 10:17:32,rook_observed.csv,1.919908042955469940547024624,0.579,2.261,0.55,3.719,0.859,6.56,9.417,0.098,7.26,25.958,0.068,0.619,0.024,3.8,11.54,9.89,2.976,18.548,17.095,20.000,8.154,8.767,7.542,0.169,6.31,3.75,6.565,6.87,16.269,11.495,11.666,11.324,1.605,0.221,12.051,53.872,101.184,6.561
+2026-05-21 10:17:32,rook_observed.csv,0.7137814706688169151557868435,0.652,0.824,3.886,4.949,0.583,7.09,14.028,0.007,6.93,23.394,0.005,0.505,0.026,5.45,11.6,10.71,10.213,13.635,11.786,15.484,3.594,3.827,3.362,0.164,6.54,3.94,7.674,7.51,19.344,30.081,40.267,19.895,1.635,0.214,12.263,102.618,195.676,9.561
+2026-05-21 10:17:33,rook_observed.csv,0.4510599876630512395226689531,0.744,2.926,2.943,2.219,0.379,6.92,10.838,0.076,7.46,10.317,0.048,0.305,0.011,4.71,10.62,9.83,8.196,4.987,4.469,5.505,8.756,8.203,9.31,0.065,5.18,4.83,2.413,7.45,8.812,11.746,5.767,17.725,0.817,0.046,12.076,49.486,84.591,14.382
+2026-05-21 10:17:33,rook_observed.csv,16.71639662664107783382420592,0.488,3.34,0.224,0.605,0.834,6.71,13.506,0.056,7.64,9.142,0.029,0.211,0.043,3.74,9.92,9.21,6.637,5.967,5.93,6.004,5.535,0.698,10.372,0.224,6.98,5.42,6.9,6.62,10.067,15.954,25.249,6.659,0.935,0.057,12.092,57.274,105.215,9.332
+2026-05-21 10:17:33,rook_observed.csv,0.2423268274856514866084960414,0.371,1.818,2.557,1.642,0.237,7.03,10.4,0.012,6.81,10.427,0.085,0.385,0.016,4.08,9.64,8.79,4.158,5.592,1.631,9.554,3.444,0.402,6.485,0.122,6.92,5.08,7.844,6.75,19.72,1.037,0.865,1.209,1.059,0.057,12.105,107.105,209.937,4.273
+2026-05-21 10:17:33,rook_observed.csv,0.2943166577113178387525796675,0.505,3.42,4.93,0.645,0.637,6.66,8.177,0.006,7.57,8.012,0.053,0.278,0.02,4.47,11.05,8.68,8.687,10.282,17.181,3.384,7.875,11.105,4.645,0.028,4.76,4.12,7.772,6.85,8.543,26.568,48.824,4.312,1.216,0.024,12.17,74.160,135.076,13.245
+2026-05-21 10:17:34,rook_observed.csv,0.8014068717567376509223082472,0.486,3.098,5.779,2.657,0.691,6.66,12.708,0.046,6.7,24.969,0.061,0.55,0.007,2.98,11.17,8.58,4.428,7.657,4.214,11.1,10.838,11.009,10.668,0.073,6.35,4.28,1.682,7.17,9.553,15.428,12.631,18.224,1.41,0.104,12.281,66.891,121.166,12.616
+2026-05-21 10:17:34,rook_observed.csv,0.7507456054912638928249780193,0.863,0.651,2.587,7.622,0.625,6.83,9.646,0.07,7.57,18.917,0.084,0.652,0.031,3.91,10.24,8.94,4.925,12.088,12.596,11.579,8.292,6.085,10.498,0.009,4.98,4.88,5.824,7.5,16.084,20.014,37.288,2.74,1.477,0.12,12.226,76.984,145.062,8.905
+2026-05-21 10:17:34,rook_observed.csv,0.9772643074316577481942090552,0.589,1.031,1.586,7.51,0.913,7.41,3.268,0.057,6.69,7.073,0.047,0.004,0.042,4.17,10.47,8.26,8.362,2.940,0.556,5.324,5.353,4.897,5.809,0.016,7.27,4.02,4.658,7.46,20.159,38.328,63.6,13.057,1.101,0.297,12.015,76.218,141.211,11.225
+2026-05-21 10:17:35,rook_observed.csv,0.5060066274384022011514739155,0.36,0.801,3.356,6.037,0.638,7.67,6.259,0.026,7.41,20.509,0.029,0.453,0.004,5.31,10.29,9.04,4.994,9.886,14.329,5.444,4.478,2.401,6.555,0.109,5.4,4.49,4.992,6.84,18.664,44.350,78.489,10.212,1.026,0.221,12.185,93.780,180.122,7.438
+2026-05-21 10:17:35,rook_observed.csv,0.7678964927771290787422408248,0.288,1.224,0.624,3.538,0.617,7.41,5.468,0.064,7.62,18.441,0.055,0.406,0.01,4.52,9.78,10.35,8.573,4.547,2.638,6.456,7.854,7.833,7.875,0.077,4.78,3.57,4.564,6.7,13.713,14.007,16.795,11.219,1.003,0.17,12.033,66.614,127.024,6.205
+2026-05-21 10:17:35,rook_observed.csv,0.2901701029067487340027078731,0.531,3.817,5.304,3.332,0.367,7.13,8.711,0.054,7.64,26.559,0.027,0.607,0.019,4.77,10.42,10.84,8.122,14.834,18.543,11.126,9.690,13.783,5.597,0.009,5.0,5.34,3.428,7.32,8.152,45.190,78.411,11.97,1.393,0.239,12.298,120.435,233.852,7.018
+2026-05-21 10:17:36,rook_observed.csv,1.014774139881827340044733187,0.859,2.163,1.812,4.389,0.268,7.53,15.738,0.017,6.66,20.369,0.009,0.117,0.004,3.51,11.14,10.97,11.109,8.595,10.221,6.969,5.619,9.258,1.98,0.041,6.57,3.81,6.193,6.83,8.302,6.918,10.132,3.705,1.665,0.284,12.134,126.080,237.468,14.692
+2026-05-21 10:17:36,rook_observed.csv,0.6881158904369671255759632758,0.378,0.461,0.731,1.603,0.52,7.08,13.637,0.094,6.85,19.013,0.009,0.523,0.027,3.62,11.95,9.34,8.044,11.486,10.000,12.972,11.188,13.963,8.412,0.167,4.97,4.44,5.481,7.42,15.349,41.978,79.272,4.685,1.161,0.162,12.017,60.266,109.098,11.433
+2026-05-21 10:17:36,rook_observed.csv,0.5880892188207760090013892760,0.481,1.911,5.166,2.545,0.712,7.69,11.549,0.025,6.65,24.447,0.046,0.06,0.011,4.81,11.14,10.28,8.695,11.193,13.112,9.274,7.948,7.757,8.14,0.193,6.08,3.5,3.944,6.94,11.302,43.084,66.373,19.796,1.385,0.128,12.071,112.816,218.148,7.484
+2026-05-21 10:17:37,rook_observed.csv,0.9404730262925532915542858540,0.665,2.221,1.501,1.473,0.823,6.64,14.121,0.06,7.25,17.865,0.086,0.013,0.029,3.49,11.81,9.08,2.875,14.597,16.270,12.924,8.163,11.305,5.021,0.153,6.7,4.2,5.05,7.09,7.604,27.512,52.187,2.837,1.143,0.16,12.175,69.774,133.326,6.222
+2026-05-21 10:17:37,rook_observed.csv,0.8758300005485734306184382918,0.429,3.775,2.808,7.532,0.345,6.98,7.861,0.015,7.04,20.172,0.089,0.065,0.014,3.17,9.8,10.79,9.985,16.262,13.824,18.699,10.831,13.494,8.168,0.061,7.04,3.86,1.673,6.88,13.446,9.891,10.544,9.238,1.474,0.268,12.004,103.674,193.558,13.789
+2026-05-21 10:17:37,rook_observed.csv,0.2678295234448517204226155486,0.488,3.921,2.225,5.466,0.142,6.5,14.557,0.053,7.47,11.973,0.038,0.657,0.017,4.99,10.7,9.2,3.987,17.882,18.979,16.785,10.278,10.050,10.507,0.121,5.1,4.8,1.371,7.26,21.959,29.274,44.718,13.83,1.257,0.314,12.137,63.985,122.726,5.244
+2026-05-21 10:17:38,rook_observed.csv,3.942155453270245636767077151,0.309,3.624,1.633,7.914,0.69,6.49,13.276,0.096,7.14,9.102,0.021,0.165,0.009,5.37,9.69,8.71,2.861,12.659,11.917,13.401,11.144,12.174,10.114,0.227,6.16,5.34,4.711,7.0,15.872,40.294,61.109,19.479,1.798,0.166,12.13,83.308,157.084,9.533
+2026-05-21 10:17:38,rook_observed.csv,0.4084668137930298403537478864,0.779,0.741,3.104,2.176,0.305,7.08,7.733,0.089,7.15,13.492,0.059,0.212,0.025,4.22,9.92,10.15,7.03,7.339,7.407,7.271,7.951,10.1,5.802,0.248,4.77,4.99,7.031,6.62,17.148,29.338,50.026,8.65,1.287,0.343,12.247,94.142,177.625,10.66
+2026-05-21 10:17:38,rook_observed.csv,5.435046533108989951227262760,0.391,2.244,2.15,6.761,0.866,7.53,10.817,0.086,7.39,9.673,0.054,0.252,0.035,2.9,9.81,10.11,3.744,12.666,11.027,14.304,13.074,13.358,12.789,0.066,7.19,4.04,7.747,7.59,7.59,29.802,47.213,12.391,1.299,0.0,12.045,85.740,167.35,4.131
+2026-05-21 10:17:38,rook_observed.csv,0.7534299712038265006757873907,0.438,3.872,0.839,6.111,0.869,6.8,15.943,0.016,7.06,25.275,0.037,0.746,0.007,4.3,11.01,11.43,3.212,7.100,8.82,5.38,9.832,8.647,11.016,0.244,6.47,4.86,1.567,7.45,10.12,20.294,21.031,19.558,1.496,0.171,12.292,47.224,85.476,8.971
+2026-05-21 10:17:39,rook_observed.csv,0.5185349169655932665140267703,0.793,1.899,4.09,6.206,0.737,6.69,10.742,0.095,7.41,24.607,0.049,0.417,0.041,3.24,10.82,8.65,7.463,12.106,17.383,6.828,3.301,2.984,3.618,0.119,7.34,3.64,0.876,6.87,16.911,23.364,28.001,18.726,1.263,0.132,12.24,94.494,175.315,13.672
+2026-05-21 10:17:39,rook_observed.csv,2.756084682462350504805767520,0.849,2.551,1.489,0.459,0.942,7.32,7.988,0.082,7.0,12.684,0.061,0.682,0.002,3.34,11.03,11.24,8.238,6.732,6.352,7.113,1.950,2.109,1.792,0.035,5.31,4.75,5.828,7.46,16.488,27.712,50.212,5.211,1.413,0.259,12.058,100.075,191.156,8.994
+2026-05-21 10:17:39,rook_observed.csv,0.3412636185394980784016306725,0.785,3.964,4.973,4.317,0.122,6.38,4.501,0.042,7.43,22.281,0.035,0.087,0.005,3.62,9.57,9.45,7.793,15.012,18.844,11.18,6.290,2.548,10.031,0.152,6.97,5.38,3.687,6.66,13.954,34.154,55.281,13.026,1.534,0.237,12.248,78.056,144.077,12.036
+2026-05-21 10:17:40,rook_observed.csv,0.8066292755472219799529855424,0.862,0.53,1.742,2.456,0.273,6.4,8.427,0.01,7.18,18.447,0.061,0.324,0.048,3.63,10.82,11.42,3.231,10.264,10.822,9.707,5.804,10.332,1.276,0.087,5.61,4.4,1.808,6.72,22.515,13.168,17.397,8.94,1.622,0.107,12.114,117.768,230.535,5.002
+2026-05-21 10:17:40,rook_observed.csv,0.6157239436834897974161740604,0.481,1.832,5.327,5.826,0.39,6.45,15.86,0.024,7.49,25.647,0.075,0.11,0.041,4.98,9.75,10.91,8.338,8.052,2.092,14.012,4.752,8.929,0.576,0.217,6.92,3.72,4.855,7.14,20.017,37.933,68.491,7.375,1.615,0.293,12.22,115.338,224.434,6.241
+2026-05-21 10:17:40,rook_observed.csv,0.7744185738949809647568123631,0.82,1.043,4.661,5.772,0.887,7.66,7.191,0.099,6.56,12.074,0.03,0.701,0.02,2.97,10.38,8.56,10.986,12.332,12.733,11.932,10.649,10.539,10.759,0.014,6.94,4.88,3.678,7.16,18.04,13.594,20.971,6.218,1.184,0.202,12.2,50.861,89.333,12.389
+2026-05-21 10:17:41,rook_observed.csv,0.5065024241696535594327730093,0.483,2.603,5.719,0.312,0.342,7.48,4.185,0.095,6.59,15.213,0.044,0.511,0.007,5.49,9.61,10.57,5.983,8.786,6.675,10.898,5.795,4.249,7.341,0.214,4.65,4.33,1.843,6.89,16.003,43.440,73.897,12.984,1.659,0.185,12.07,69.072,129.828,8.315
+2026-05-21 10:17:41,rook_observed.csv,0.5846488663693017088390184179,0.384,3.018,0.206,7.594,0.055,7.59,12.729,0.085,7.23,7.902,0.027,0.591,0.037,3.25,11.54,11.05,8.475,2.834,0.535,5.134,1.210,1.043,1.378,0.053,4.94,5.42,5.026,6.93,8.672,6.788,10.461,3.114,1.066,0.08,12.028,98.916,183.329,14.503
+2026-05-21 10:17:41,rook_observed.csv,1.032371821775702441164186951,0.446,3.353,5.032,4.592,0.825,7.69,10.39,0.098,7.61,10.71,0.035,0.355,0.022,3.76,9.6,9.84,4.548,3.912,1.683,6.142,4.507,1.212,7.802,0.1,4.83,3.88,1.183,7.1,12.252,36.190,56.592,15.788,1.247,0.078,12.219,76.753,148.255,5.251
+2026-05-21 10:17:42,rook_observed.csv,1.725450661826008915465286003,0.598,1.308,4.013,1.626,0.76,7.73,3.042,0.099,6.51,19.228,0.015,0.458,0.039,4.03,11.52,8.91,7.641,11.132,10.468,11.797,8.357,8.820,7.894,0.139,4.53,4.23,5.275,7.12,16.433,30.680,58.04,3.321,1.676,0.269,12.063,65.173,117.287,13.059
+2026-05-21 10:17:42,rook_observed.csv,0.3187986935604308286953783860,0.796,3.989,5.828,6.71,0.479,6.55,3.37,0.083,7.51,10.589,0.039,0.373,0.036,3.9,11.87,9.18,11.56,18.394,16.787,20.000,13.484,13.518,13.451,0.1,7.38,4.73,7.381,7.48,14.716,33.568,58.347,8.788,0.908,0.226,12.176,115.316,224.551,6.082
+2026-05-21 10:17:42,rook_observed.csv,0.2545777316904280483123822782,0.494,3.975,4.523,1.279,0.006,7.35,12.484,0.052,6.85,25.558,0.049,0.553,0.032,4.41,10.66,10.06,8.016,8.885,6.192,11.578,10.992,11.988,9.996,0.199,6.58,3.52,2.861,7.43,10.142,35.582,61.963,9.202,1.136,0.028,12.281,91.162,170.358,11.965
+2026-05-21 10:17:43,rook_observed.csv,0.3732490418288551982455220540,0.536,1.471,0.97,0.596,0.264,7.5,13.52,0.049,7.14,10.427,0.032,0.421,0.043,2.92,10.62,9.06,4.639,11.668,7.945,15.39,7.662,4.759,10.565,0.007,5.06,4.56,4.42,6.64,23.836,10.825,1.892,19.758,0.937,0.121,12.01,86.930,162.83,11.03
+2026-05-21 10:17:43,rook_observed.csv,3.306818042398485187161730923,0.343,1.596,1.917,0.985,0.824,7.01,4.325,0.063,6.82,11.119,0.069,0.235,0.009,5.16,11.0,10.72,11.943,19.067,19.067,19.067,7.810,4.123,11.498,0.137,5.9,5.37,2.22,7.31,14.901,20.556,31.734,9.379,1.641,0.188,12.199,85.402,155.126,15.679
+2026-05-21 10:17:43,rook_observed.csv,0.4381272807990641659295893086,0.375,3.98,2.211,4.495,0.541,6.97,10.078,0.09,7.63,13.177,0.049,0.189,0.028,5.09,11.25,11.2,8.325,7.721,14.332,1.11,10.382,12.833,7.932,0.128,6.17,5.45,2.978,7.48,15.41,30.734,56.318,5.15,0.863,0.335,12.249,75.742,145.422,6.061
+2026-05-21 10:17:43,rook_observed.csv,0.5844022155241406342997140933,0.349,1.585,0.967,6.126,0.382,6.77,11.558,0.03,7.09,23.022,0.033,0.297,0.014,4.26,10.43,9.64,3.484,7.246,7.056,7.437,5.982,0.937,11.026,0.186,7.31,4.65,1.765,7.55,8.99,38.525,72.269,4.781,1.07,0.27,12.218,123.005,230.167,15.843
+2026-05-21 10:17:44,rook_observed.csv,0.2569629461138430828979920446,0.332,1.871,2.602,4.401,0.672,6.95,14.021,0.085,6.93,25.499,0.057,0.363,0.004,4.45,10.06,8.73,6.818,14.752,18.683,10.82,4.382,4.952,3.811,0.002,4.91,5.22,5.206,6.76,18.037,29.318,57.074,1.562,1.082,0.24,12.132,121.048,237.235,4.861
+2026-05-21 10:17:44,rook_observed.csv,0.4612595869086518119940131119,0.566,2.791,2.553,7.642,0.683,6.84,13.633,0.098,7.3,13.455,0.067,0.134,0.009,4.11,11.35,10.52,2.841,5.414,10.235,0.593,12.854,13.259,12.450,0.022,4.82,4.95,6.828,6.79,21.532,13.234,15.49,10.979,0.872,0.291,12.252,87.521,169.608,5.434
+2026-05-21 10:17:44,rook_observed.csv,0.3191669500583344400859165268,0.847,2.552,4.63,7.111,0.57,6.78,12.208,0.05,7.02,25.951,0.022,0.452,0.049,4.78,10.25,8.8,8.817,17.716,16.106,19.327,7.150,9.827,4.472,0.17,6.99,4.01,5.435,7.02,22.17,18.645,17.828,19.462,0.902,0.233,12.187,94.474,174.509,14.438
+2026-05-21 10:17:45,rook_observed.csv,2.299147811151564140421268598,0.486,3.518,2.871,0.556,0.859,7.56,8.398,0.044,6.52,22.0,0.026,0.129,0.044,3.02,9.93,10.91,6.507,17.986,17.364,18.608,11.018,12.733,9.303,0.104,6.36,3.53,4.554,7.49,19.064,27.284,50.93,3.637,1.522,0.261,12.253,100.830,186.655,15.004
+2026-05-21 10:17:45,rook_observed.csv,0.4032475640762910152666772177,0.678,3.328,3.428,2.405,0.751,7.68,14.815,0.015,6.9,14.245,0.02,0.642,0.047,4.79,11.46,10.11,4.997,7.117,2.95,11.284,9.911,6.513,13.309,0.212,6.19,3.78,2.046,7.07,15.942,44.416,76.909,11.922,1.145,0.117,12.227,57.588,110.68,4.495
+2026-05-21 10:17:45,rook_observed.csv,0.2319895583339579991292725640,0.746,1.878,5.55,6.151,0.095,6.91,9.182,0.078,7.33,16.02,0.043,0.49,0.048,4.54,11.73,10.76,10.403,4.486,4.148,4.825,10.986,11.887,10.085,0.14,5.94,4.64,2.377,7.27,23.026,48.680,79.121,18.24,1.334,0.14,12.283,82.566,153.123,12.008
+2026-05-21 10:17:46,rook_observed.csv,1.814375304371232776420472205,0.444,1.95,2.976,3.022,0.749,6.65,5.153,0.029,7.32,9.016,0.067,0.078,0.05,3.85,11.18,10.55,3.424,16.548,13.508,19.589,9.910,10.994,8.827,0.091,6.61,4.31,3.929,7.46,21.353,13.013,21.213,4.813,1.496,0.29,12.059,84.078,155.767,12.389
+2026-05-21 10:17:46,rook_observed.csv,0.3179948554782617131505765711,0.755,2.987,4.996,4.094,0.702,6.94,5.273,0.034,7.24,14.292,0.082,0.723,0.043,3.04,11.8,8.53,11.292,11.098,16.95,5.245,9.295,8.267,10.323,0.213,5.33,3.83,4.422,7.42,7.371,23.633,43.767,3.499,1.264,0.04,12.186,116.451,226.199,6.703
+2026-05-21 10:17:46,rook_observed.csv,0.3239283828187413123239217796,0.284,1.852,3.205,0.317,0.493,6.91,4.644,0.009,7.09,7.221,0.04,0.122,0.026,3.9,10.41,11.39,5.319,14.938,10.205,19.672,6.406,5.973,6.838,0.238,6.49,4.87,4.263,7.38,6.456,11.375,3.702,19.048,0.808,0.275,12.16,120.454,232.349,8.56
+2026-05-21 10:17:47,rook_observed.csv,16.95396364895225038255845887,0.807,0.699,1.493,5.064,0.327,7.36,14.54,0.045,7.63,27.446,0.001,0.307,0.041,3.12,10.13,11.12,8.624,9.066,17.687,0.445,13.645,13.807,13.483,0.246,4.81,4.42,1.809,6.96,20.172,28.836,42.884,14.787,1.461,0.132,12.287,77.084,141.653,12.514
+2026-05-21 10:17:47,rook_observed.csv,2.905182629651608863900456200,0.398,0.943,1.524,7.355,0.916,6.77,9.094,0.069,6.61,10.296,0.002,0.181,0.044,5.36,10.38,9.01,3.847,15.805,15.808,15.802,5.033,9.513,0.553,0.129,5.9,4.09,2.962,6.69,23.191,14.180,22.459,5.9,1.46,0.345,12.163,93.506,175.463,11.548
+2026-05-21 10:17:47,rook_observed.csv,0.3857664108991935482949755400,0.395,1.685,3.521,6.026,0.815,7.02,6.404,0.009,6.77,19.026,0.027,0.563,0.002,4.41,9.5,11.32,5.228,13.222,15.55,10.893,11.264,12.241,10.288,0.075,5.88,5.35,3.597,6.81,19.749,18.874,33.994,3.754,1.273,0.223,12.069,123.143,239.464,6.822
+2026-05-21 10:17:48,rook_observed.csv,0.2470138414794145796156173806,0.286,1.265,3.684,3.359,0.832,7.44,12.973,0.005,6.55,7.403,0.058,0.557,0.025,3.55,9.92,9.66,7.615,13.542,14.532,12.552,5.844,7.075,4.612,0.13,6.36,4.61,2.12,7.05,14.732,40.858,72.478,9.239,0.859,0.177,12.072,87.654,160.753,14.556
+2026-05-21 10:17:48,rook_observed.csv,2.142842390354294044651099495,0.671,2.271,1.308,7.955,0.901,7.61,12.614,0.06,6.67,10.525,0.004,0.415,0.047,2.63,10.81,8.8,9.504,8.826,4.162,13.49,5.888,3.245,8.53,0.089,6.55,4.68,2.945,7.33,8.044,35.900,57.793,14.007,1.324,0.25,12.223,59.714,105.209,14.22
+2026-05-21 10:17:48,rook_observed.csv,0.5842821210818449412229330806,0.73,3.102,4.416,7.935,0.621,6.92,12.469,0.036,6.79,20.497,0.061,0.262,0.0,4.5,10.36,9.72,9.609,6.148,9.209,3.087,8.634,8.597,8.67,0.138,5.43,4.1,2.867,7.11,12.004,25.068,42.95,7.187,1.499,0.279,12.14,111.806,216.656,6.956
+2026-05-21 10:17:48,rook_observed.csv,0.6547788056544852498686369429,0.71,1.029,0.466,4.132,0.196,7.17,7.276,0.024,6.55,26.503,0.002,0.149,0.012,4.67,11.48,10.29,4.826,11.855,12.602,11.108,2.252,2.482,2.022,0.162,7.23,5.26,7.776,6.99,20.365,11.440,13.317,9.563,1.034,0.302,12.191,53.876,101.893,5.859
+2026-05-21 10:17:49,rook_observed.csv,3.037375676074731911518966170,0.286,1.837,1.669,0.469,0.882,6.92,8.949,0.059,7.18,21.639,0.042,0.006,0.028,5.35,10.71,9.01,11.748,15.292,10.669,19.914,7.005,7.466,6.544,0.17,7.01,4.78,1.348,7.1,16.626,20.376,29.87,10.883,1.524,0.146,12.196,101.558,190.69,12.425
+2026-05-21 10:17:49,rook_observed.csv,0.4141911690763385297917367960,0.303,1.254,0.979,2.689,0.226,7.02,6.016,0.079,6.9,18.083,0.058,0.346,0.043,4.57,10.2,10.62,6.658,7.854,8.474,7.235,6.343,4.981,7.705,0.004,6.65,3.55,3.012,7.3,17.095,41.452,67.68,15.223,1.306,0.093,12.058,50.604,86.174,15.033
+2026-05-21 10:17:49,rook_observed.csv,2.851102476734852144116517230,0.411,1.431,1.179,1.534,0.667,7.68,12.857,0.025,7.23,22.508,0.084,0.246,0.017,2.96,11.24,8.36,9.213,9.643,15.04,4.246,7.258,9.313,5.202,0.241,4.96,5.31,6.378,7.04,19.543,45.456,79.469,11.444,1.74,0.05,12.215,73.392,135.95,10.835
+2026-05-21 10:17:50,rook_observed.csv,1.800253583947792145422234984,0.525,1.242,5.727,6.573,0.672,7.36,11.823,0.024,7.34,14.389,0.037,0.213,0.001,3.19,11.34,8.48,11.161,5.677,1.703,9.651,8.358,8.582,8.134,0.161,5.69,4.23,3.833,7.33,19.929,14.373,21.545,7.201,1.726,0.227,12.035,115.682,226.393,4.97
+2026-05-21 10:17:50,rook_observed.csv,0.9439678196189000522478167019,0.437,3.952,1.386,1.967,0.399,6.76,3.816,0.013,6.79,25.01,0.028,0.149,0.044,4.26,11.06,9.72,10.17,3.492,2.315,4.669,3.550,6.541,0.558,0.049,6.45,3.69,6.309,7.06,16.298,7.406,4.418,10.393,1.438,0.008,12.015,74.267,142.255,6.279
+2026-05-21 10:17:50,rook_observed.csv,0.2823346913944440415918164845,0.572,3.632,2.783,0.181,0.436,7.5,3.568,0.099,6.9,16.457,0.003,0.569,0.03,4.8,9.9,10.38,11.252,12.058,14.225,9.891,11.027,8.665,13.389,0.073,7.03,4.96,3.652,7.27,8.645,23.382,40.941,5.823,1.039,0.058,12.273,43.748,80.041,7.455
+2026-05-21 10:17:51,rook_observed.csv,0.2306576662313255908783157598,0.446,2.139,5.353,3.095,0.355,7.42,4.592,0.008,7.57,24.044,0.036,0.365,0.004,3.75,9.94,10.69,11.155,5.777,6.429,5.125,7.077,3.057,11.097,0.203,7.42,4.57,5.946,6.79,8.539,32.358,61.505,3.211,1.366,0.24,12.223,92.518,176.115,8.922
+2026-05-21 10:17:51,rook_observed.csv,1.283764565969896918551539377,0.747,1.251,0.761,5.392,0.243,7.1,11.178,0.092,7.08,8.225,0.055,0.489,0.03,2.82,11.37,8.79,3.953,6.584,8.566,4.603,8.782,11.48,6.085,0.139,5.04,4.33,5.88,6.89,12.04,0.529,0.368,0.69,1.309,0.327,12.296,100.663,187.748,13.578
+2026-05-21 10:17:51,rook_observed.csv,0.8605212081139051744752114592,0.618,2.429,0.852,2.688,0.805,7.43,8.19,0.088,7.34,6.436,0.007,0.557,0.001,5.03,11.32,10.96,5.823,3.798,1.822,5.774,9.128,8.946,9.31,0.167,6.57,4.29,1.392,7.41,18.228,29.966,47.881,12.051,0.969,0.33,12.271,113.552,218.534,8.569
+2026-05-21 10:17:52,rook_observed.csv,0.5326613997618452856432190039,0.49,3.552,4.043,2.519,0.009,7.09,12.731,0.056,7.45,16.008,0.036,0.006,0.04,3.22,10.6,9.87,9.618,5.625,3.679,7.571,2.316,2.561,2.071,0.215,6.82,5.02,2.76,7.17,7.24,7.132,12.513,1.751,1.703,0.237,12.082,105.832,202.788,8.875
+2026-05-21 10:17:52,rook_observed.csv,0.2274446975242047992852839995,0.865,2.383,2.439,3.489,0.055,6.79,6.258,0.086,6.64,7.996,0.025,0.478,0.034,3.78,10.05,9.13,9.796,10.716,5.973,15.458,4.582,7.199,1.964,0.046,6.89,4.71,3.62,6.69,6.526,17.820,20.314,15.325,1.349,0.072,12.008,75.165,134.487,15.843
+2026-05-21 10:17:52,rook_observed.csv,0.6582741968787045880908167401,0.817,2.315,1.763,7.736,0.017,7.46,12.327,0.068,7.04,16.331,0.058,0.165,0.039,5.32,11.4,11.3,6.428,0.564,0.623,0.505,6.634,11.021,2.248,0.147,6.05,4.93,3.65,7.01,16.209,17.378,19.474,15.281,1.359,0.343,12.152,108.447,201.363,15.531
+2026-05-21 10:17:53,rook_observed.csv,1.878349113720558320418074928,0.634,1.029,1.048,6.045,0.389,6.81,14.774,0.07,7.18,14.005,0.005,0.545,0.001,3.96,10.02,10.02,11.659,7.947,10.822,5.072,6.754,13.074,0.433,0.201,6.66,3.62,4.091,7.22,21.744,31.254,49.529,12.978,1.618,0.306,12.186,120.099,225.397,14.801
+2026-05-21 10:17:53,rook_observed.csv,0.6935501153709515500391758307,0.747,1.605,2.313,0.105,0.776,6.36,10.817,0.024,6.71,12.024,0.024,0.107,0.032,3.05,11.09,10.85,2.228,11.061,10.687,11.435,1.245,1.524,0.966,0.052,4.73,4.62,7.241,6.8,21.038,33.476,59.791,7.162,1.103,0.232,12.295,123.288,230.879,15.698
+2026-05-21 10:17:53,rook_observed.csv,0.2966051592074869572687336846,0.78,1.341,5.83,3.069,0.18,7.64,7.129,0.003,6.8,13.375,0.026,0.716,0.045,3.15,11.44,9.1,9.245,10.181,14.409,5.953,6.857,6.175,7.539,0.168,6.17,4.18,1.953,6.61,13.081,12.266,21.106,3.427,1.469,0.075,12.221,100.554,186.025,15.083
+2026-05-21 10:17:53,rook_observed.csv,0.3394332023492735647051214639,0.63,2.985,2.684,2.986,0.485,6.65,4.682,0.039,6.73,22.767,0.089,0.698,0.027,3.52,10.3,9.29,9.533,2.648,0.979,4.316,10.638,9.266,12.01,0.244,4.88,3.56,6.679,6.98,11.743,27.836,50.741,4.932,0.983,0.043,12.005,120.820,237.02,4.62
+2026-05-21 10:17:54,rook_observed.csv,0.4765141005749881428261424704,0.439,2.746,0.95,3.686,0.436,6.63,11.297,0.034,7.06,26.45,0.001,0.099,0.022,4.23,10.13,8.4,4.459,13.371,9.684,17.058,5.117,4.675,5.559,0.037,6.51,4.93,7.681,7.14,12.279,43.326,73.534,13.118,0.998,0.104,12.038,53.244,99.236,7.251
+2026-05-21 10:17:54,rook_observed.csv,0.4225957664723396910793831598,0.434,3.535,4.244,3.115,0.816,6.66,4.018,0.048,7.52,10.124,0.056,0.248,0.035,5.25,10.52,10.3,4.246,11.830,11.913,11.748,5.566,4.734,6.399,0.099,5.14,4.03,4.308,7.15,22.504,33.262,53.601,12.922,0.995,0.17,12.068,61.130,118.03,4.231
+2026-05-21 10:17:54,rook_observed.csv,0.4991914998006912818410592957,0.291,0.587,2.992,7.649,0.101,7.52,5.485,0.0,7.19,22.157,0.003,0.046,0.041,3.77,10.6,9.41,4.014,11.608,10.996,12.22,9.623,6.974,12.272,0.084,6.55,5.34,5.49,7.18,7.921,10.436,18.605,2.266,1.769,0.015,12.109,94.578,173.818,15.338
+2026-05-21 10:17:55,rook_observed.csv,20.41403428261531883178180190,0.643,3.412,0.199,6.267,0.513,7.6,15.79,0.086,7.45,11.286,0.063,0.739,0.013,5.38,11.4,8.25,9.088,15.990,17.990,13.989,11.205,11.727,10.683,0.172,4.54,3.74,6.101,7.44,9.575,34.544,57.421,11.666,1.541,0.2,12.237,74.966,145.802,4.13
+2026-05-21 10:17:55,rook_observed.csv,1.353366048034231833576133340,0.489,1.689,2.707,7.091,0.395,7.4,5.027,0.048,7.0,7.101,0.08,0.316,0.027,4.63,10.15,11.23,9.967,12.188,19.837,4.539,9.246,12.014,6.477,0.048,6.63,3.74,2.295,6.81,14.305,8.968,4.588,13.348,1.774,0.34,12.017,70.326,131.918,8.735
+2026-05-21 10:17:55,rook_observed.csv,0.4063966927448073810359979526,0.554,0.674,2.804,2.976,0.179,7.72,12.026,0.037,7.4,27.203,0.065,0.582,0.023,4.83,9.82,8.39,5.379,11.637,12.08,11.194,9.034,5.386,12.683,0.08,6.0,4.52,3.129,6.88,6.682,21.478,28.244,14.712,0.904,0.196,12.051,109.336,203.442,15.229
+2026-05-21 10:17:56,rook_observed.csv,0.4060484860919286618253649690,0.412,1.725,2.616,2.744,0.892,6.91,9.37,0.039,6.78,6.096,0.073,0.578,0.028,3.58,9.7,9.09,6.81,9.717,11.801,7.633,9.554,10.892,8.215,0.077,6.59,4.95,4.077,7.23,10.328,36.524,57.979,15.069,1.361,0.08,12.167,82.151,152.839,11.463
+2026-05-21 10:17:56,rook_observed.csv,0.5562513771412490149568591358,0.474,2.203,1.148,3.291,0.303,7.27,5.38,0.069,6.77,12.241,0.005,0.702,0.029,3.43,9.83,10.41,6.537,3.424,2.383,4.466,4.826,4.844,4.807,0.073,4.69,4.56,5.919,7.5,17.021,20.490,26.75,14.229,1.306,0.104,12.242,118.989,229.641,8.337
+2026-05-21 10:17:56,rook_observed.csv,0.3504891913209415397625153162,0.444,3.594,5.213,6.939,0.876,7.46,6.889,0.04,7.38,24.025,0.013,0.174,0.047,3.37,11.03,9.89,3.297,6.746,1.801,11.691,3.952,4.927,2.978,0.177,4.54,4.44,2.663,6.85,8.846,36.961,54.873,19.049,0.805,0.03,12.117,87.966,165.35,10.582
+2026-05-21 10:17:57,rook_observed.csv,0.9391341964255635056598424294,0.318,2.004,1.571,5.762,0.47,7.32,7.088,0.028,7.49,23.39,0.055,0.103,0.044,3.73,10.18,10.52,2.829,15.696,18.881,12.51,7.250,9.717,4.784,0.224,7.44,4.29,6.894,7.36,10.625,28.614,54.875,2.352,1.208,0.242,12.18,118.161,227.573,8.749
+2026-05-21 10:17:57,rook_observed.csv,0.4396796766867909385223187649,0.418,3.42,4.864,4.488,0.365,7.51,13.846,0.092,6.51,24.266,0.036,0.018,0.031,2.65,11.52,9.83,3.643,2.276,2.391,2.16,9.498,8.691,10.304,0.058,5.62,4.34,2.079,7.54,23.492,18.232,33.323,3.142,1.303,0.184,12.272,91.748,168.108,15.387
+2026-05-21 10:17:57,rook_observed.csv,0.4300300208744389195777020387,0.498,3.365,3.906,6.512,0.946,6.57,9.43,0.09,7.63,23.203,0.029,0.543,0.002,3.29,10.24,11.07,8.704,8.652,4.341,12.964,9.964,11.942,7.985,0.015,5.99,4.87,5.66,6.72,22.919,20.556,28.992,12.119,1.055,0.115,12.177,84.109,153.533,14.685
+2026-05-21 10:17:58,rook_observed.csv,0.5532961242969225752799098131,0.713,0.493,3.286,3.796,0.26,6.73,10.207,0.006,7.29,17.893,0.041,0.04,0.044,5.0,11.71,8.7,10.243,8.008,1.932,14.085,5.638,6.34,4.937,0.004,4.61,3.67,3.063,7.08,11.864,27.518,53.881,1.156,1.414,0.237,12.163,74.158,138.408,9.907
+2026-05-21 10:17:58,rook_observed.csv,0.3225283741332555062575686736,0.337,0.451,3.789,3.251,0.705,7.26,5.847,0.099,7.04,26.182,0.073,0.078,0.026,2.67,11.54,10.21,10.823,10.404,15.52,5.287,5.332,3.4,7.263,0.209,6.31,4.78,7.938,6.73,6.514,13.542,13.027,14.056,0.895,0.236,12.18,71.061,129.475,12.647
+2026-05-21 10:17:58,rook_observed.csv,1.565892182212266463639813922,0.855,1.99,1.384,6.136,0.699,6.68,5.271,0.065,7.15,14.16,0.023,0.631,0.02,3.79,10.75,10.22,6.549,14.266,16.959,11.574,7.628,7.951,7.305,0.123,4.96,5.03,4.456,7.42,14.792,14.178,17.274,11.082,1.429,0.273,12.192,103.838,201.379,6.296
+2026-05-21 10:17:59,rook_observed.csv,0.5006066456334003328437555478,0.388,1.758,5.259,2.214,0.549,6.36,12.197,0.005,7.05,6.425,0.023,0.335,0.028,3.22,11.48,9.82,8.118,5.502,4.372,6.631,5.126,0.456,9.795,0.245,4.85,3.82,7.104,7.08,12.493,42.109,68.748,15.47,1.343,0.018,12.116,81.666,152.491,10.84
+2026-05-21 10:17:59,rook_observed.csv,0.8288696227249052018030808171,0.389,2.805,1.035,1.395,0.877,7.54,4.544,0.081,7.46,27.419,0.006,0.316,0.048,2.91,11.41,9.39,9.878,4.694,4.661,4.727,4.831,6.743,2.919,0.128,6.71,3.75,2.303,7.33,17.72,14.574,23.402,5.745,0.956,0.218,12.134,105.000,201.875,8.125
+2026-05-21 10:17:59,rook_observed.csv,1.131131900406239361210369134,0.765,3.879,4.607,5.051,0.829,6.54,9.519,0.051,6.78,18.404,0.02,0.162,0.036,3.42,10.43,8.28,3.21,4.633,1.311,7.955,4.708,6.733,2.684,0.066,6.75,4.64,1.832,6.94,23.422,22.476,40.602,4.349,1.42,0.014,12.141,94.221,179.466,8.976
+2026-05-21 10:18:00,rook_observed.csv,0.2803524725567596591601963458,0.564,1.45,2.674,0.32,0.25,7.21,7.451,0.0,7.09,10.357,0.022,0.39,0.03,4.02,11.7,8.57,6.809,18.782,18.881,18.683,8.880,11.919,5.842,0.171,5.51,5.44,5.179,7.39,19.659,16.397,32.178,0.616,1.172,0.3,12.191,117.908,221.163,14.653
+2026-05-21 10:18:00,rook_observed.csv,0.9255360924721294689939760964,0.284,1.167,5.825,1.35,0.687,7.59,5.928,0.079,7.0,23.677,0.031,0.135,0.004,5.5,10.38,11.33,3.345,12.250,6.625,17.874,8.240,5.656,10.824,0.009,7.49,5.42,5.536,7.26,17.909,16.872,30.526,3.219,1.484,0.144,12.148,104.370,197.788,10.953
+2026-05-21 10:18:00,rook_observed.csv,0.3852193792631091907496188794,0.693,2.944,1.669,2.677,0.74,6.87,15.651,0.063,7.61,19.23,0.048,0.161,0.004,3.93,10.67,8.75,10.199,6.416,6.820,6.013,11.338,8.828,13.848,0.193,7.44,4.92,7.325,7.26,15.372,25.342,33.885,16.798,0.885,0.183,12.222,119.992,232.723,7.26
+2026-05-21 10:18:00,rook_observed.csv,1.352877415137448973232473360,0.693,1.201,3.137,6.671,0.514,7.48,13.718,0.069,7.29,21.919,0.052,0.345,0.021,5.13,10.77,11.44,9.121,10.420,18.761,2.079,2.648,2.958,2.338,0.125,5.96,3.81,3.927,7.34,13.18,33.932,50.62,17.244,1.743,0.114,12.068,44.384,82.52,6.247
+2026-05-21 10:18:01,rook_observed.csv,0.3207261024618917168445490344,0.626,2.947,5.027,1.136,0.703,7.66,7.327,0.036,6.71,21.635,0.073,0.682,0.031,2.87,11.38,9.61,7.704,5.652,5.145,6.159,5.476,5.728,5.225,0.095,5.1,5.31,3.141,7.55,23.26,26.494,47.447,5.54,1.053,0.074,12.054,63.350,110.912,15.788
+2026-05-21 10:18:01,rook_observed.csv,0.4821727992964754878952902999,0.856,3.698,3.015,3.658,0.653,6.3,13.938,0.0,7.07,22.14,0.007,0.199,0.02,3.13,10.95,10.85,10.988,5.509,10.512,0.506,8.354,7.495,9.212,0.231,4.71,4.24,3.184,7.58,19.002,12.319,24.039,0.599,0.969,0.272,12.054,84.616,159.751,9.481
+2026-05-21 10:18:01,rook_observed.csv,0.8060872293801654439791828783,0.418,2.382,2.43,5.908,0.123,7.27,7.32,0.083,6.87,19.73,0.037,0.747,0.009,5.48,9.68,10.13,6.29,10.812,13.081,8.543,0.687,0.622,0.752,0.033,4.6,5.31,4.428,7.27,11.418,12.512,16.704,8.32,0.828,0.092,12.019,63.616,117.261,9.971
+2026-05-21 10:18:02,rook_observed.csv,1.061949519593755311079540041,0.62,0.687,1.829,0.787,0.518,6.37,12.152,0.025,6.87,7.126,0.076,0.396,0.04,4.48,11.64,11.27,9.388,14.516,19.429,9.602,9.428,7.652,11.204,0.244,7.4,4.11,5.753,7.28,7.656,30.612,46.029,15.195,1.499,0.069,12.231,122.236,231.046,13.426
+2026-05-21 10:18:02,rook_observed.csv,2.765107741212841568713667737,0.539,2.796,1.357,7.551,0.128,7.29,15.808,0.011,6.52,19.474,0.066,0.184,0.049,4.02,10.94,10.45,6.881,1.295,0.634,1.956,5.880,4.395,7.364,0.147,6.53,3.5,1.72,6.85,17.748,32.357,45.929,18.785,1.749,0.242,12.183,85.847,157.321,14.373
+2026-05-21 10:18:02,rook_observed.csv,0.3065531682859619958495447238,0.588,3.536,5.381,6.737,0.697,7.11,3.896,0.079,7.05,14.503,0.009,0.658,0.035,3.95,11.62,10.35,7.766,16.076,18.589,13.564,10.922,11.511,10.332,0.086,7.15,3.94,1.335,7.25,19.391,39.896,63.759,16.033,0.837,0.089,12.113,105.348,199.656,11.041
+2026-05-21 10:18:03,rook_observed.csv,0.8069936431115473735921184570,0.521,1.882,3.381,4.452,0.786,7.71,9.636,0.01,7.46,25.769,0.084,0.571,0.004,3.46,10.81,8.3,8.688,8.636,7.817,9.455,5.056,8.926,1.187,0.022,7.37,4.42,4.994,7.45,6.289,25.640,42.899,8.38,1.49,0.179,12.204,109.089,205.918,12.26
+2026-05-21 10:18:03,rook_observed.csv,0.8699769958535033212662570094,0.689,2.892,4.268,3.036,0.73,7.64,14.184,0.045,6.82,6.177,0.057,0.732,0.031,5.3,11.1,8.76,6.866,14.753,17.62,11.886,11.796,10.711,12.881,0.108,4.5,4.19,3.869,7.34,12.843,21.607,41.544,1.67,1.528,0.006,12.089,108.804,204.328,13.281
+2026-05-21 10:18:03,rook_observed.csv,0.5036583885596575529313494346,0.301,2.944,5.95,2.715,0.824,6.44,12.14,0.052,6.54,14.658,0.064,0.431,0.048,5.06,9.68,9.35,3.518,4.085,3.469,4.701,4.002,4.258,3.747,0.152,6.87,4.28,7.721,7.01,10.575,11.296,8.16,14.432,1.574,0.227,12.158,108.080,203.007,13.153
+2026-05-21 10:18:04,rook_observed.csv,0.2925276078152224356249329048,0.343,3.013,3.413,4.729,0.388,7.18,5.721,0.028,6.79,7.576,0.082,0.566,0.026,4.52,11.91,8.98,6.518,8.586,12.092,5.081,2.721,2.545,2.897,0.159,4.85,3.63,4.014,6.93,10.197,6.081,6.519,5.643,1.37,0.039,12.041,101.447,198.237,4.657
+2026-05-21 10:18:04,rook_observed.csv,0.4189814495027017006259120690,0.323,2.955,5.081,3.136,0.545,6.83,11.355,0.1,6.8,24.875,0.04,0.44,0.029,2.53,9.77,8.7,9.461,12.850,13.978,11.722,9.136,7.385,10.888,0.17,6.83,5.13,4.246,7.28,12.375,27.272,44.011,10.533,1.265,0.335,12.247,85.810,157.722,13.898
+2026-05-21 10:18:04,rook_observed.csv,0.2665417106826484095205723766,0.313,1.106,2.519,6.035,0.672,6.51,14.65,0.051,7.13,13.208,0.084,0.622,0.033,5.05,9.94,9.63,8.131,9.194,10.97,7.417,5.909,4.982,6.836,0.146,7.41,4.05,7.695,6.62,12.398,17.843,30.471,5.215,1.407,0.1,12.129,117.484,219.033,15.934
+2026-05-21 10:18:05,rook_observed.csv,0.3082469964751891905261023072,0.584,3.301,4.321,3.804,0.067,6.64,14.769,0.098,6.79,25.601,0.06,0.695,0.027,5.19,9.81,10.34,10.348,10.580,4.133,17.026,2.342,1.503,3.18,0.144,7.08,4.84,3.061,7.35,11.425,29.122,47.627,10.616,1.146,0.015,12.137,126.332,238.24,14.424
+2026-05-21 10:18:05,rook_observed.csv,0.2666726725975748071099750052,0.73,3.764,5.839,5.131,0.01,6.29,15.537,0.081,7.05,24.79,0.067,0.33,0.024,4.43,9.56,10.7,2.605,7.902,3.847,11.956,5.121,1.845,8.397,0.064,4.76,4.51,6.053,7.45,10.747,17.236,29.106,5.367,1.255,0.168,12.074,56.504,97.81,15.199
+2026-05-21 10:18:05,rook_observed.csv,0.6794657319605281315345236144,0.748,2.645,2.336,3.934,0.348,6.96,8.259,0.025,7.16,6.437,0.073,0.165,0.016,4.22,11.5,8.63,11.475,10.670,10.457,10.883,8.609,9.615,7.603,0.101,5.71,5.21,7.972,6.63,7.029,29.991,54.541,5.441,1.584,0.143,12.287,54.468,103.782,5.153
+2026-05-21 10:18:06,rook_observed.csv,0.7268982533416555038143760806,0.796,0.442,1.028,6.323,0.179,6.26,13.726,0.082,6.71,21.421,0.089,0.271,0.022,4.86,9.99,9.01,5.201,11.872,6.204,17.54,10.203,10.652,9.754,0.039,7.1,5.08,6.333,6.97,6.107,24.322,42.716,5.929,1.316,0.03,12.108,123.883,235.505,12.261
+2026-05-21 10:18:06,rook_observed.csv,0.3084545751057405266318631431,0.29,2.644,3.403,2.028,0.072,7.65,7.782,0.003,6.67,20.994,0.076,0.397,0.025,3.61,9.87,9.32,5.748,8.332,7.968,8.696,1.510,2.321,0.7,0.143,4.75,5.45,3.021,7.29,17.231,9.113,9.755,8.471,1.781,0.246,12.01,84.868,156.948,12.789
+2026-05-21 10:18:06,rook_observed.csv,0.5116785684941975395619700034,0.629,3.807,3.355,5.866,0.504,6.98,12.675,0.061,7.13,12.402,0.032,0.02,0.047,3.37,10.62,11.28,2.839,11.314,18.752,3.875,1.558,1.316,1.800,0.089,5.11,5.49,1.033,6.89,19.125,37.674,58.434,16.915,0.965,0.098,12.298,103.902,196.101,11.702
+2026-05-21 10:18:06,rook_observed.csv,0.4551528053567011779876930289,0.582,1.532,2.058,2.968,0.141,6.87,5.758,0.084,6.84,26.906,0.034,0.039,0.044,3.35,10.47,11.14,10.053,11.027,7.45,14.604,2.965,2.18,3.75,0.017,6.4,5.11,4.853,6.77,13.749,10.796,9.251,12.341,1.206,0.135,12.269,81.501,151.066,11.936
+2026-05-21 10:18:07,rook_observed.csv,1.467736858191635521953241608,0.563,2.331,4.019,7.605,0.932,7.62,5.214,0.025,7.51,12.84,0.023,0.354,0.03,3.72,10.0,10.98,9.707,7.462,4.915,10.01,7.174,1.657,12.69,0.096,6.81,4.37,4.134,7.03,10.049,34.962,56.21,13.715,1.295,0.294,12.098,98.820,182.574,15.067
+2026-05-21 10:18:07,rook_observed.csv,0.3822929721957048957481206122,0.571,0.295,3.088,5.859,0.243,7.73,11.293,0.096,6.73,11.74,0.011,0.238,0.012,4.62,9.96,8.75,7.024,8.469,2.711,14.227,5.422,1.707,9.137,0.018,6.23,3.61,2.078,7.42,17.035,14.732,15.68,13.785,0.983,0.026,12.053,86.620,163.413,9.828
+2026-05-21 10:18:07,rook_observed.csv,0.3945255376554527907894984838,0.704,2.206,1.875,6.703,0.114,7.23,10.376,0.044,6.93,15.781,0.048,0.272,0.004,3.1,11.12,10.26,10.68,13.906,14.673,13.14,5.729,10.782,0.676,0.142,5.32,3.81,6.012,7.53,12.868,26.399,52.444,0.354,1.135,0.071,12.296,48.686,88.937,8.436
+2026-05-21 10:18:08,rook_observed.csv,3.288063614805456371206547669,0.741,2.011,2.32,5.767,0.944,7.59,11.963,0.016,6.84,21.076,0.077,0.444,0.025,2.85,10.07,10.36,3.525,16.174,16.049,16.3,7.862,6.916,8.808,0.189,5.58,5.28,5.808,6.96,23.625,26.250,46.709,5.79,1.685,0.004,12.139,95.110,181.805,8.416
+2026-05-21 10:18:08,rook_observed.csv,3.054321376964561489451707895,0.77,2.917,4.198,1.033,0.829,7.22,10.847,0.068,7.26,21.316,0.065,0.46,0.021,3.28,9.93,10.31,6.493,4.714,3.435,5.993,1.394,1.425,1.364,0.24,7.16,3.89,1.548,7.03,6.509,36.390,65.653,7.126,1.768,0.085,12.15,81.262,156.291,6.232
+2026-05-21 10:18:08,rook_observed.csv,1.501035170487434278255848472,0.795,2.547,0.775,1.243,0.569,7.6,4.045,0.05,7.32,24.458,0.05,0.735,0.025,4.84,10.94,9.55,4.299,16.658,17.006,16.309,6.652,5.048,8.255,0.106,5.16,3.71,7.244,7.03,12.673,35.616,53.939,17.294,1.316,0.181,12.099,68.490,127.126,9.853
+2026-05-21 10:18:09,rook_observed.csv,0.9065593950653691128718051611,0.342,3.202,1.553,5.328,0.392,6.93,9.565,0.002,6.73,8.006,0.026,0.221,0.036,3.93,11.57,10.44,4.413,4.394,3.406,5.383,3.024,4.168,1.88,0.155,4.78,5.15,6.283,6.96,21.944,38.694,74.409,2.98,1.283,0.219,12.084,52.360,98.36,6.361
+2026-05-21 10:18:09,rook_observed.csv,0.2305174277952581371037222892,0.295,3.952,2.72,5.621,0.791,6.81,6.393,0.048,6.82,24.945,0.02,0.601,0.035,4.54,11.08,10.66,2.139,15.434,16.157,14.711,3.683,2.355,5.011,0.084,7.36,4.83,2.296,6.65,23.864,14.822,24.089,5.554,1.076,0.298,12.032,47.413,85.205,9.621
+2026-05-21 10:18:09,rook_observed.csv,0.5193892272184504331992925213,0.471,4.0,1.889,3.575,0.128,7.43,14.949,0.039,7.04,25.429,0.006,0.184,0.03,5.32,10.41,9.99,8.669,10.848,18.103,3.593,9.908,9.274,10.541,0.073,7.48,5.15,6.926,6.98,6.664,11.029,7.736,14.322,1.397,0.166,12.271,60.454,107.173,13.736
+2026-05-21 10:18:10,rook_observed.csv,0.3683640788652131113476873401,0.77,2.628,4.265,6.114,0.227,7.53,4.339,0.083,6.74,18.464,0.005,0.45,0.016,3.06,10.68,8.34,7.945,8.221,10.647,5.795,6.232,8.54,3.923,0.188,4.99,3.69,1.661,7.4,20.877,5.942,7.155,4.729,1.232,0.037,12.003,99.817,190.983,8.651
+2026-05-21 10:18:10,rook_observed.csv,2.021626327574764613508492675,0.756,1.773,4.191,6.196,0.879,7.2,14.427,0.043,6.78,24.901,0.007,0.631,0.027,4.73,9.54,11.44,9.637,5.840,6.535,5.146,9.728,11.58,7.876,0.217,4.77,4.74,6.97,7.59,7.88,14.104,15.607,12.602,1.573,0.32,12.014,120.754,234.104,7.404
+2026-05-21 10:18:10,rook_observed.csv,0.4206193830761654038969309306,0.619,2.502,5.797,1.976,0.855,6.32,12.164,0.014,7.56,19.478,0.055,0.258,0.001,3.5,10.57,8.41,3.997,10.002,9.337,10.667,4.750,5.423,4.076,0.199,6.2,4.23,4.894,6.86,13.199,36.586,56.63,16.541,1.062,0.216,12.176,72.463,139.412,5.514
+2026-05-21 10:18:11,rook_observed.csv,0.4242299108912874705164725146,0.605,0.427,2.309,5.918,0.18,6.95,14.56,0.074,7.6,24.985,0.01,0.292,0.046,2.73,10.94,10.79,3.568,12.308,7.906,16.709,10.264,7.915,12.612,0.231,6.66,4.37,7.778,7.13,22.208,20.506,35.1,5.911,0.93,0.289,12.208,75.132,142.701,7.563
+2026-05-21 10:18:11,rook_observed.csv,0.6554066062926076016044516682,0.437,1.102,2.937,0.355,0.676,6.47,4.245,0.001,6.73,21.907,0.044,0.292,0.005,3.85,9.76,10.98,5.902,13.289,13.119,13.459,3.204,5.681,0.727,0.117,6.88,4.68,5.813,6.73,21.669,5.328,2.879,7.778,1.246,0.343,12.121,87.090,165.944,8.237
+2026-05-21 10:18:11,rook_observed.csv,0.4416872450657915580443742068,0.711,2.379,5.61,7.709,0.52,6.36,14.925,0.025,6.79,18.471,0.013,0.46,0.036,3.02,10.68,9.67,6.142,7.785,7.411,8.159,8.124,9.073,7.175,0.17,5.27,4.57,2.466,7.11,6.134,5.418,8.851,1.984,1.462,0.016,12.019,112.678,211.17,14.187
+2026-05-21 10:18:12,rook_observed.csv,0.3074039538689614023831869695,0.758,3.993,5.636,6.083,0.629,6.89,14.836,0.076,7.44,15.411,0.085,0.626,0.027,4.86,11.65,11.04,8.798,12.497,10.683,14.311,6.816,7.320,6.311,0.05,5.04,4.27,1.001,6.93,21.906,9.506,15.004,4.009,1.384,0.099,12.264,54.786,99.765,9.808
+2026-05-21 10:18:12,rook_observed.csv,0.3209376330375111206256824349,0.579,3.416,4.921,6.906,0.64,6.63,4.322,0.006,6.53,23.545,0.029,0.56,0.011,3.03,9.87,10.62,11.432,14.715,17.636,11.794,9.610,7.798,11.421,0.205,4.56,4.94,5.183,7.46,21.192,38.405,69.788,7.022,1.236,0.047,12.218,65.595,119.427,11.763
+2026-05-21 10:18:12,rook_observed.csv,0.5014081858573553420675696294,0.86,0.724,0.21,6.683,0.14,6.96,12.661,0.057,6.87,11.542,0.002,0.686,0.044,4.92,9.55,8.53,9.941,9.246,16.041,2.451,7.218,2.728,11.709,0.012,7.11,4.76,0.861,7.52,9.854,36.525,63.475,9.575,0.85,0.21,12.087,45.528,81.597,9.459
+2026-05-21 10:18:12,rook_observed.csv,0.4172252359292101098754213341,0.695,2.913,2.909,3.857,0.016,6.86,7.512,0.04,6.68,17.63,0.005,0.484,0.001,5.48,10.76,10.62,2.164,11.080,9.954,12.207,10.120,12.615,7.625,0.033,5.72,5.42,2.411,7.37,22.214,16.096,28.456,3.736,1.725,0.021,12.021,51.614,87.323,15.904
+2026-05-21 10:18:13,rook_observed.csv,1.848450597457031534279357904,0.464,2.638,3.26,0.648,0.342,6.28,8.74,0.013,7.65,15.944,0.083,0.188,0.047,2.83,11.05,11.05,10.241,7.171,6.155,8.187,0.764,0.401,1.126,0.059,5.36,5.25,3.025,6.67,9.556,10.672,1.867,19.476,1.77,0.35,12.257,83.536,158.468,8.603
+2026-05-21 10:18:13,rook_observed.csv,0.4439227443984719009484243174,0.733,3.699,3.416,7.473,0.177,7.05,10.271,0.027,6.78,25.943,0.045,0.013,0.022,4.03,10.99,8.27,3.236,17.094,15.321,18.866,8.494,5.79,11.199,0.228,6.23,4.78,4.342,7.04,18.742,7.462,2.372,12.553,1.399,0.11,12.157,99.368,190.793,7.943
+2026-05-21 10:18:13,rook_observed.csv,2.829239128074181855582405004,0.682,0.78,1.326,6.213,0.829,7.13,10.334,0.022,7.61,7.46,0.053,0.099,0.023,2.71,9.86,10.28,8.716,6.523,6.812,6.234,0.860,0.972,0.749,0.033,5.43,4.57,1.738,7.52,7.857,12.573,8.457,16.689,1.602,0.273,12.133,70.527,134.215,6.839
+2026-05-21 10:18:14,rook_observed.csv,0.5426117587012919617099394020,0.825,1.793,1.73,7.019,0.223,6.75,7.326,0.019,7.25,20.758,0.0,0.621,0.048,5.35,10.68,9.75,2.826,9.555,17.123,1.987,8.684,11.059,6.31,0.087,6.09,3.57,2.281,7.13,12.16,16.441,32.085,0.797,1.073,0.048,12.202,48.706,83.433,13.978
+2026-05-21 10:18:14,rook_observed.csv,0.5127576478896852730366824781,0.29,1.337,2.369,3.173,0.614,6.86,7.334,0.089,6.73,18.634,0.044,0.265,0.017,2.97,11.94,8.89,8.516,9.572,16.752,2.392,8.135,3.662,12.608,0.174,7.46,5.38,5.688,7.25,15.695,23.554,42.595,4.512,1.183,0.202,12.151,101.263,190.551,11.975
+2026-05-21 10:18:14,rook_observed.csv,0.8580247521970438254137844019,0.649,2.011,1.751,4.764,0.446,7.2,7.655,0.088,6.68,12.674,0.006,0.417,0.035,5.49,10.13,8.71,8.695,13.642,11.117,16.168,7.476,6.44,8.513,0.115,7.26,5.44,5.597,7.27,6.123,24.920,43.797,6.043,1.424,0.055,12.155,100.956,187.309,14.603
+2026-05-21 10:18:15,rook_observed.csv,2.512984394875008423301978021,0.733,3.624,0.756,6.418,0.792,6.3,8.147,0.076,6.97,23.102,0.036,0.319,0.043,5.12,11.0,10.5,5.724,7.696,8.227,7.164,2.561,3.751,1.371,0.224,5.38,3.97,6.915,7.0,23.96,20.409,29.293,11.525,1.442,0.302,12.041,83.600,162.572,4.627
+2026-05-21 10:18:15,rook_observed.csv,0.3190989501687054566659413156,0.394,1.672,3.862,1.442,0.273,6.31,7.608,0.031,7.3,23.121,0.088,0.549,0.024,4.97,9.7,10.91,4.248,15.758,19.286,12.231,7.899,8.078,7.72,0.208,4.63,3.98,2.127,7.55,20.17,20.066,33.482,6.651,1.125,0.211,12.013,69.696,132.815,6.576
+2026-05-21 10:18:15,rook_observed.csv,0.3465381072953052768478379248,0.622,0.425,4.695,3.788,0.201,7.05,7.594,0.041,6.87,12.708,0.023,0.368,0.012,2.56,10.61,11.33,2.454,11.122,15.285,6.958,6.875,5.947,7.803,0.235,5.81,5.13,4.907,7.08,13.461,37.960,61.531,14.388,1.333,0.211,12.092,74.001,141.916,6.086
+2026-05-21 10:18:16,rook_observed.csv,1.291175172901758694844379067,0.405,2.68,5.702,4.677,0.783,7.57,10.717,0.032,6.68,6.886,0.051,0.556,0.005,3.66,10.09,9.31,4.917,9.985,0.911,19.059,9.342,5.427,13.257,0.197,5.78,4.7,5.269,6.96,12.743,29.584,54.365,4.802,1.39,0.248,12.09,121.409,236.848,5.97
+2026-05-21 10:18:16,rook_observed.csv,5.641272457579888084145582222,0.302,1.634,1.031,3.374,0.788,6.58,15.965,0.053,6.77,8.22,0.041,0.211,0.015,4.54,10.09,10.26,7.186,17.230,17.52,16.94,8.620,11.391,5.849,0.102,5.38,4.91,6.481,7.39,22.776,10.375,8.546,12.204,1.766,0.322,12.089,54.418,95.387,13.448
diff --git a/modelling/data/abingdon-all/resident/rook_simulated.csv b/modelling/data/abingdon-all/resident/rook_simulated.csv
new file mode 100644
index 0000000..0302ec6
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/rook_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.566,0.1,0,0.01,0.924441
+RungeKutta4,1,0.1,0.470656,0.1,0,0.01,0.768305
+RungeKutta4,2,0.2,0.395020,0.1,0,0.01,0.644443
+RungeKutta4,3,0.3,0.335046,0.1,0,0.01,0.546230
+RungeKutta4,4,0.4,0.287531,0.1,0,0.01,0.468417
+RungeKutta4,5,0.5,0.249948,0.1,0,0.01,0.406873
+RungeKutta4,6,0.6,0.220315,0.1,0,0.01,0.358344
+RungeKutta4,7,0.7,0.197089,0.1,0,0.01,0.320309
+RungeKutta4,8,0.8,0.179085,0.1,0,0.01,0.290825
+RungeKutta4,9,0.9,0.165413,0.1,0,0.01,0.268436
+RungeKutta4,10,1.0,0.155426,0.1,0,0.01,0.252083
+RungeKutta4,11,1.1,0.148686,0.1,0,0.01,0.241046
+RungeKutta4,12,1.2,0.144925,0.1,0,0.01,0.234885
+RungeKutta4,13,1.3,0.144036,0.1,0,0.01,0.233431
+RungeKutta4,14,1.4,0.146287,0.1,0,0.01,0.237115
+RungeKutta4,15,1.5,0.151850,0.1,0,0.01,0.246227
+RungeKutta4,16,1.6,0.160800,0.1,0,0.01,0.260884
+RungeKutta4,17,1.7,0.173260,0.1,0,0.01,0.281288
+RungeKutta4,18,1.8,0.189358,0.1,0,0.01,0.307650
+RungeKutta4,19,1.9,0.209177,0.1,0,0.01,0.340104
+RungeKutta4,20,2.0,0.232716,0.1,0,0.01,0.378653
+RungeKutta4,21,2.1,0.259849,0.1,0,0.01,0.423085
+RungeKutta4,22,2.2,0.290298,0.1,0,0.01,0.472950
+RungeKutta4,23,2.3,0.323599,0.1,0,0.01,0.527482
+RungeKutta4,24,2.4,0.359108,0.1,0,0.01,0.585634
+RungeKutta4,25,2.5,0.395996,0.1,0,0.01,0.646042
+RungeKutta4,26,2.6,0.433269,0.1,0,0.01,0.707078
+RungeKutta4,27,2.7,0.469815,0.1,0,0.01,0.766926
+RungeKutta4,28,2.8,0.504440,0.1,0,0.01,0.823630
+RungeKutta4,29,2.9,0.535951,0.1,0,0.01,0.875231
+RungeKutta4,30,3.0,0.563209,0.1,0,0.01,0.919869
+RungeKutta4,31,3.1,0.585185,0.1,0,0.01,0.955857
+RungeKutta4,32,3.2,0.601029,0.1,0,0.01,0.981803
+RungeKutta4,33,3.3,0.610117,0.1,0,0.01,0.996685
+RungeKutta4,34,3.4,0.612141,0.1,0,0.01,1
+RungeKutta4,35,3.5,0.607681,0.1,0,0.01,0.992696
+RungeKutta4,36,3.6,0.597123,0.1,0,0.01,0.975406
+RungeKutta4,37,3.7,0.580780,0.1,0,0.01,0.948645
+RungeKutta4,38,3.8,0.559219,0.1,0,0.01,0.913335
+RungeKutta4,39,3.9,0.533190,0.1,0,0.01,0.870711
+RungeKutta4,40,4.0,0.503559,0.1,0,0.01,0.822186
+RungeKutta4,41,4.1,0.471221,0.1,0,0.01,0.769229
+RungeKutta4,42,4.2,0.437020,0.1,0,0.01,0.713223
+RungeKutta4,43,4.3,0.401661,0.1,0,0.01,0.655317
+RungeKutta4,44,4.4,0.365664,0.1,0,0.01,0.596370
+RungeKutta4,45,4.5,0.329350,0.1,0,0.01,0.536902
+RungeKutta4,46,4.6,0.292891,0.1,0,0.01,0.477195
+RungeKutta4,47,4.7,0.256411,0.1,0,0.01,0.417455
+RungeKutta4,48,4.8,0.220131,0.1,0,0.01,0.358043
+RungeKutta4,49,4.9,0.184504,0.1,0,0.01,0.299701
+RungeKutta4,50,5.0,0.150308,0.1,0,0.01,0.243702
+RungeKutta4,51,5.1,0.119473,0.1,0,0.01,0.193205
+RungeKutta4,52,5.2,0.0947743,0.1,0,0.01,0.152759
+RungeKutta4,53,5.3,0.0751505,0.1,0,0.01,0.120623
+RungeKutta4,54,5.4,0.0595363,0.1,0,0.01,0.0950528
+RungeKutta4,55,5.5,0.0470749,0.1,0,0.01,0.0746459
+RungeKutta4,56,5.6,0.0370702,0.1,0,0.01,0.0582622
+RungeKutta4,57,5.7,0.0289533,0.1,0,0.01,0.0449699
+RungeKutta4,58,5.8,0.0222748,0.1,0,0.01,0.0340332
+RungeKutta4,59,5.9,0.0167300,0.1,0,0.01,0.0249530
+RungeKutta4,60,6.0,0.0121724,0.1,0,0.01,0.0174895
+RungeKutta4,61,6.1,0.0085257,0.1,0,0.01,0.0115176
+RungeKutta4,62,6.2,0.00567417,0.1,0,0.01,0.00684792
+RungeKutta4,63,6.3,0.00355060,0.1,0,0.01,0.00337035
+RungeKutta4,64,6.4,0.00214465,0.1,0,0.01,0.00106796
+RungeKutta4,65,6.5,0.00149250,0.1,0,0.01,0.00
+RungeKutta4,66,6.6,0.00286601,0.1,0,0.01,0.00224927
+RungeKutta4,67,6.7,0.00560756,0.1,0,0.01,0.00673884
+RungeKutta4,68,6.8,0.00922436,0.1,0,0.01,0.0126617
+RungeKutta4,69,6.9,0.0133333,0.1,0,0.01,0.0193905
+RungeKutta4,70,7.0,0.0176410,0.1,0,0.01,0.0264449
+RungeKutta4,71,7.1,0.0219300,0.1,0,0.01,0.0334685
+RungeKutta4,72,7.2,0.0260439,0.1,0,0.01,0.0402055
+RungeKutta4,73,7.3,0.0298771,0.1,0,0.01,0.0464828
+RungeKutta4,74,7.4,0.0333645,0.1,0,0.01,0.0521937
+RungeKutta4,75,7.5,0.0364738,0.1,0,0.01,0.0572855
+RungeKutta4,76,7.6,0.0391968,0.1,0,0.01,0.0617447
+RungeKutta4,77,7.7,0.0415437,0.1,0,0.01,0.0655880
+RungeKutta4,78,7.8,0.0435374,0.1,0,0.01,0.0688529
+RungeKutta4,79,7.9,0.0452093,0.1,0,0.01,0.0715908
+RungeKutta4,80,8.0,0.0465962,0.1,0,0.01,0.0738620
+RungeKutta4,81,8.1,0.0477390,0.1,0,0.01,0.0757335
+RungeKutta4,82,8.2,0.0486847,0.1,0,0.01,0.0772822
+RungeKutta4,83,8.3,0.0494946,0.1,0,0.01,0.0786085
+RungeKutta4,84,8.4,0.0502610,0.1,0,0.01,0.0798635
+RungeKutta4,85,8.5,0.0511293,0.1,0,0.01,0.0812855
+RungeKutta4,86,8.6,0.0522914,0.1,0,0.01,0.0831885
+RungeKutta4,87,8.7,0.0538989,0.1,0,0.01,0.0858210
+RungeKutta4,88,8.8,0.0559463,0.1,0,0.01,0.0891738
+RungeKutta4,89,8.9,0.0582805,0.1,0,0.01,0.0929963
+RungeKutta4,90,9.0,0.0607197,0.1,0,0.01,0.0969907
+RungeKutta4,91,9.1,0.0631328,0.1,0,0.01,0.100942
+RungeKutta4,92,9.2,0.0654463,0.1,0,0.01,0.104731
+RungeKutta4,93,9.3,0.0676223,0.1,0,0.01,0.108294
+RungeKutta4,94,9.4,0.0696400,0.1,0,0.01,0.111599
+RungeKutta4,95,9.5,0.0714836,0.1,0,0.01,0.114618
+RungeKutta4,96,9.6,0.0731380,0.1,0,0.01,0.117327
+RungeKutta4,97,9.7,0.0745869,0.1,0,0.01,0.119700
+RungeKutta4,98,9.8,0.0758139,0.1,0,0.01,0.121709
+RungeKutta4,99,9.9,0.0768036,0.1,0,0.01,0.123330
+RungeKutta4,100,10.0,0.0775458,0.1,0,0.01,0.124545
+RungeKutta4,101,10.1,0.0780403,0.1,0,0.01,0.125355
+RungeKutta4,102,10.2,0.0782895,0.1,0,0.01,0.125763
+RungeKutta4,103,10.3,0.0782922,0.1,0,0.01,0.125768
+RungeKutta4,104,10.4,0.0780073,0.1,0,0.01,0.125301
+RungeKutta4,105,10.5,0.0775246,0.1,0,0.01,0.124511
+RungeKutta4,106,10.6,0.0771451,0.1,0,0.01,0.123889
+RungeKutta4,107,10.7,0.0775916,0.1,0,0.01,0.124620
+RungeKutta4,108,10.8,0.0803408,0.1,0,0.01,0.129122
+RungeKutta4,109,10.9,0.0879200,0.1,0,0.01,0.141534
+RungeKutta4,110,11.0,0.102453,0.1,0,0.01,0.165333
+RungeKutta4,111,11.1,0.122980,0.1,0,0.01,0.198949
+RungeKutta4,112,11.2,0.143927,0.1,0,0.01,0.233251
+RungeKutta4,113,11.3,0.159960,0.1,0,0.01,0.259508
+RungeKutta4,114,11.4,0.171254,0.1,0,0.01,0.278003
+RungeKutta4,115,11.5,0.178519,0.1,0,0.01,0.289899
+RungeKutta4,116,11.6,0.182334,0.1,0,0.01,0.296148
+RungeKutta4,117,11.7,0.183165,0.1,0,0.01,0.297507
+RungeKutta4,118,11.8,0.180952,0.1,0,0.01,0.293885
+RungeKutta4,119,11.9,0.178760,0.1,0,0.01,0.290295
+RungeKutta4,120,12.0,0.181588,0.1,0,0.01,0.294926
+RungeKutta4,121,12.1,0.165607,0.1,0,0.01,0.268754
diff --git a/modelling/data/abingdon-all/resident/rook_simulated.png b/modelling/data/abingdon-all/resident/rook_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..9dcddd7d8f98db99f950b6e58c3a89f477e51a43
GIT binary patch
literal 33467
zcmce;byU>b8#g*MN{N6dQi75a(j8Jtib$s@B^?q&hjdCxm!NbbF@S`0i8Kt&4AR|j
zH=g4;=XcKg-oNg;uElcJFtfiqpXd3+Cg_=>4BmCJ>ktS8@97iC=MV_07X*Sbi;W51
z;U1h?1pf&*NNG5zSQ|Syy|goeD7<vAv9NZqFf*ifG_tcdv$o=7eZ<bn|B%|$!NJB}
zfQ`-auTQXA+nKP@Ne^j)R<7AR(X@v^2wq<OpnMX|HG@EW=$}f8zi>`oPr-72VKmaN
z1hvj~qV~J>n9T=+5dCgft)sfm!@Anqs%h16-M7l>j+U#{!8AM$mSYf{OowMsr6(Ea
zj~_!f-5U_~(SnMPQSW^aJnVD5Y((5iutR_shl_n5c2f_@>7zSe(|}GuAO^RSD=B}y
zf|Rh?Kv1q;;$o7E{d&t61?$Guizb666!fbX?6?2F{|Iig=*2dHot@p!!K!)+Yl6MD
z?;qvbYQ|x%hnm%}qxq0Fg}K%sqIp<-1bobo<!G(E|C4^B#|sq|323_K<%Pqrs(OlT
z()aJrceb}PRP)uwEp;GcXnbA})4c~pQ#!i3i~<6Q9;cHt-#@G5;@XRdTpYcEF2$<%
zt#oS*_Kc5zKt)4i<mdn3aacDq7)~L0!WB2F?+NpLm3^yU_>jC%qts_FRO^+6rRB%m
zRA}(UQM>5-;$rJ~M6C6ig+el4l*rL6+IO_CU%xtx>N*V)DG6olKZBGof~gt^%uVx1
zyf|#U9Gq_pS=s4k%Owy!i_B3>k;TKq%X5RzTwXZk6&KUXyoG!i%#y+B9pl&dVslR+
zi6^Y#c=@itX8kTQN``V}U*oj{#Pe)h##T^0>6v+`TPg=9=erj8w9C?6nFq|w%qs_z
z*16SiXvkiZ@Zpq%>*2=7{nb%(VPc4dfBw272854vY~`+~NBx(6LjTCf8z-Po3i_Vs
z+|xEKcs!)hv|(=culb&zB+Z=VwAdGnvs6z#zC7;tWO(!_Y6Ett*ZVD(erkI9tr5{C
z?2t0W^Wu1(JaxU^j>~Pf$$LH-?tVC(&E4XUmqkb`9Y}R8UdJwIqy?pkjv5u)OYzHA
zGfvxOdpO1FmYcLRrmoZUTN<aXp&=E%u(kVILsL`oIJX|&z`tSLGNeYTV}nwtS-u>4
ztQQs*wzt(npkivuaD03`IIOO(P*YQ*8y=CHyZL1S|2hEyJploMtgLLN(~Ns{3(s9%
zE8?`THF}q42vJ5lI_Xf8lf4y(J*0BCV{+2Lw9|~TqhpoP&xl-9SKs*f_(1Yfk+TnU
z(VaV5+S*Bh96K5=<U$8vMGjx+=~<2YiyjVSNK}{&(RFJS*dv&jn2;F(l$m2=8n#ou
zn0Pl8={G0IJkC5X4?PXF5=BF}VQXdG509bsGZPb9(982fmb8{|{1$<;IRel0dlLSE
z3v;_p=li1}^{}E(`T0ccUnh@GPlu*z>;=iAGfVev9i&W>kXE60c`R-m#<S_ejqb<m
zPgYrKSEscouMg*|4~5?0{6t^kC=q}!yl(B?evm7A-f73GQB11uR@%aEqNSyU{9uxr
z;pc~5N|CnEc(GsH4DZLJ5)^FnJnq&P5b|947$3}FjOa&gQnp>Qfk19%xQ%0BU}&bk
zYL^U36uLNCpb-sD$>+CU9*EcXc-nX}T>MafQRqQelw@C8US8hKa4aS5ZBliotplO`
z9>NMnm7GAvBIe@yor?AAI5=%w%$|cYo|otII47r@jk$uG^(t<+1fPtYt?FOibb)$a
z?54Fjz<2vamB3ETf1ti;?RlEyoSLE#zQaD^@)B{qF}~6nk>bR_!lJ<EhAa4#yz&FD
zHKp)Y6Pm->ku7w+a@2ID!F><35S^5iWOF07o{N&SB|LN9bh|=Gu(7`Q%NM?h+PBQT
zX`*R6ySsw&FUxP8X_Ai{>5g9;FEhfioN3VITVKm&Ldbl;G{Sl}UTGdbwyD57eLvZ_
z>K!lKS%S~TO$ZK$Q-sI&qaeg~To7ie@VJyGZ77>8(_vBl!h*U~?t4*f%fv_gaO0iD
z&gl)O{#4-~KYmEQY7bu@<kJwW!dq>`aI8PVx-OViz^!!m5^UjS<%Qj>F~XMirf~90
z8^eI8_3%rP??Xd%4u&Lg4>f6WT*o!t4#rIc>v^oE__pty@pcZ1LC7hIAWcQ}hj3T&
z$Lxi=bt5lybS%0$J0H1kw~^)y3_Obt2ncX4V0S-pP_eTs`<#*Sbw>wmWwWjr#+=qx
z$!_~B=`apmm!(*fvndd|WZjCIFV0Wf7DU0Gq^PP}iqmf0t%o(IIKj<=LqoY@V`3b}
z4sw#LI55!B6Mp{u*}8ytmnZNL|1M9@kFhb+@r}!i&CAwZMn=XsgmeA&_O|dySheub
zqYH%SC1F~r-IDCKb9Wre{I(30`;V7(V9%x<xIKUV-t6a(&$;WnU~@h?J~~RkrxKZ(
zJ8q})oLZcpHxzK$$#$;yIER+@V^KQKR=95+Kc97<_BdV7wah}A^j29;wu*=z&H4^m
zm`r`K&B@83>joR((k<YX$&qtG#LCh3g5h1bj1!M-&ZE9GQT;I!DXDi$HJO<-(fRr2
zSlTPW)iWNa6}#5%dM16zj2E|#zD-U!PFfnCo^I6jmrVzgFt^(Gi=0{n9O{F}L`P3g
zKLld2;MhJ0RKqXpL_r*!cM(z79Veb-*bL}*QMZ_`Rju~~8_GmT4ML6~kAjv?C`9os
ziYvUpCfg^=Rj9I?kUFQJKwff@kE*1$HW9?A*0Ap9J&D{Q;pF^=n%q5u)Zy}5_QFz(
z=3k>8nG4A5^6fMaej6`02|4ZJJNmXT`-D=4tZ*(c=`DUD2P`EvR_aZL<PA;cWia$y
zFE0ooN+l(yjGeP~`27?-I95aot@6m}tbKdF7Oyq@Vbv>lzMXIRI)X#df#gc3T1tpr
z{^ifcBE>0{MtlP8gK`*su8U@J+;Xv7T%1Z79$-JkA>vrH=`!D@>~aXUw6|!;>=n$l
zF`ZR6@uogTJh?wPfWuaAFzz4G+t#+k<+_ATHTgg$J9a&xFT}@L&|if>poQ=!7M0sG
z`SsoAgraBP`Vdr*J59vw5VBI!K^ih4=MtNAzWDHzYklg^XOsCa3>S8Yreo6?n3!%3
zwbW-GC7Krzo-V8~_6gUmS52BOc0^5kh$!9J;VR_7``qNBIzmiJ8Y0A(O1Yrzv{2%o
zD_eK6vzDA|EEh9jm)zY^!r3$7|L)zsX^-yLQ$FXdbQ}4;3W7e>kl^5(E`cy__4ys*
z2W&A0xp0C0(1;Aq<W(~~!HTG;sOe?g3DmyMB=(m+2|G)S8vdKRd+dVw!WngEHBY1I
zf*92u^Hfw++T5#1R;dUriVI5ZJPJuo8H%+h-y$AKNlIb|XpJj++l!7fx~-MAD|Vl*
zzF9jcNW%6?1Vxh=EnmN^CPojxd%dZz{Wf22NaH}P6lStadsJ1?vxY_1S|rV!Ux7}|
zb4eAr$Ejshaq9zPKB_!6hJ{%Mg7{@*a9=o`%$wTBz35O!@&fKT+w$FZMOk$R#1GAu
z(^>5KtO${brPVc?Nz^{^*NBL$;$*q@C^<(iKKhbfLn4+r25OluKGBFQ@8p>d{#X-V
z(tP%{AB==n=FS-PWnzAoDJcr913e*cpxW@<+;B2P$PNK{xPV<M!V3khc1rPhyZIG{
z80IVlH63m2<@28t+oVivN3$Haah3M>U+>?SNpqeEwI;`Vl^aQV%>e=V*4~bT@S%`d
z{X`|0KElB4$1gB6q?#=JH7<%+L{D)8vEuN6rZuX!(tI>nifcrr0Kst!j<tDe(cU|`
z?Sr0LC8|PPQrACcrs`Ov4_*0)&ulXOXoZ!dvnsRc)uI%mx{fWzXBWM(dqx3k(MlqO
z%5qh`cdhHU3r=4LgwILw3AMTMIN!U;)-adow-#dyMW19&Q%aq$4oBT#a`D%%t}-8a
zQi@@8k7)I?MQ#&5#cIE3lXK;XlIZz;ny{3)QqGZ6^rk3rd}@e*x4N6%i%9jjop@21
z;-ebg88;QT8Yll;V?l%lqYZi#?Mo9T*RT1iA3(v-NRhg!ll&oNNdNL=l%`)HsO&9o
zxV?AdkGe#-kop+m+=`WBgEL9-e3Q+_eZfK<{A|wTYU6dCZH-#HDrYJkxL-<L-_}7r
zmH+-6k}iIpU*$)6UH{84K^Yl+_kGnz7e%w5o%={$%&ImC-C9aMc(?KG6Q7*ypj~)@
zU7olSjbXA==TMEX*~{D}l`@M_*+-_1R+<rggfig{yZq|my0$)oliS^FjSnw2-^2>a
zJQ%Netvw%TjcBAddcY}T980nc;S&f1i%iRh6|~xD%TLHE^VP+N{KM?0Yox79pQvRx
z#u(?!zMx^@2Oi>4iRkc!oJn;PGF)UXeZq{#S;1$`vfb_F4Pm{#7HE4X;qB_k+fSn=
zx+CvM6>N%bMfi$FP_XKyH|Zz4UFyu0?$DryGuT?)5iG19Sd_Q%AQz;P{ShLUz4bWE
z#|JfPv44;TBb<8sRd~V1Ok<ich}kr1<ag!|xAth*8kD~^D-t78OBZ_jcuCKecE94-
zI}5yDo!fTQ31NNkKnmH-@3aQ7<qA)E=9uGhxpv!@IJmoM%e>2F_OM)UEz~9^DEF?W
z3S3l4yv+CO#Ln^3dd%mcKAWc`;cBJ6U4+^q0T%Q+bRUZyc%@g(45X@yl2?mnYXb{J
zH{*9zT~P%clKZ<BzHBy}`dOC5tu2;sfFyf!1wZ+qNd+Ox$}HMH_`>o1c$AUgSdD!y
z15V55TO&~_=129r7e||cxfw1fw?;Ky%qAuZVJ<>Y%?6-%I3Uszj7z2FqeVk{=9ZS+
z5ANR&)RvPAao!j!eU(#Vk4U7Up^>+;vdTdsO@~y~bsxyKGuW7g1`*LG0_dWkr>B>b
zArX*x0m^kp29ocpoe?J|Q03bDe0&-)mkGkIRSXhCHMqDc8X62;cCFvO1>0^pf06Hf
z|3L2HB!iKG$mQ8C{^oif`cnmkFb4jXSIeV)YB&A$5$i|amIThu&!vvz>NXoDD?o)~
zHPgPZP{vpgl9rankiUz}ib&kq*?BlgOiUbTM|~!+IaBK<`}S=mgExoi0CjX-T^-~7
z`;swpE+E4QBD)c*?@0A-Ozb-9j359Q;$0svZ!c4jmiAxC3}L<bYOY_ot1u=$K54l(
ziT+@Hb=5qP+dOV8E@Hg)eu$x95|1Uv`G!*?Ck6&a(7H8jUroi#%q(DG!}3l7I1o)s
z?nm}DX9SZ<O2<F*i(6e(WD$GW_5A=&3Wk2@Z)+hCwFn03fT!bQq=x<Kb3u7~`*O3d
zJ{UPDXqbWPW5&niTJb7BH_FH3#_%=JJ_;#8p|u|!h#+ONt(T_jey9+L4X$(E2U=fp
zyoKgT;di;#{I#9R-Ko;}`=~OvU1CL)&}dPyU!(AQ0jLb^0d<8WoL&hd4JR4VG1Qnm
zk{+{Wi_S+CsXlBEg(Qno6M+*4f$%X;DTbNT*zJYyQr0m&!-Lq6-?&2CHfqjMxK8AA
z7#vh?TPVb6O<%>)|3u>eR9&HQ19lLXuU_27CHAq}Jp2$JPd|b4GM4n}y$V0(J=;kM
z)|$n&0>uJ+eCjBhi!T8TSHJSo>*(wxEWADp0q=e+<-@U@KEe8gRm}wOq0s#*qJc>d
zG4oSYSVnc|3su#irkMG(PblPKde^7nLa8aDd|n6MEfWJ19%9y}EX*aANES}T^@|`f
z148TpKTv=(5Wqg7SK+~oFb`M=Y#`or+1c4*E=ZOKzdl-G?c#;@clQ;LGmWA#0r2Oj
zlm2iHw9_~&J})sM0A<pJ_Tp}i@$ALj8LJionKUsnDG6sOqdKOkDx<omsbL8P1nH~6
ze6``QZ6x$<!5~FLMg3G(cC&J2P14?;6F|lB)dgIFy(+4Ki3TxiBnz#o<CYwl+r-GI
zD3pISHQ-lUEAXG5ADx^${#Vbr?%lhG(j{Td=xr%s{lVM48;x8n{TdcNx!2BswyeSA
zfVQ#0%nsxq#7W`}Qc|pcJ?@X5gNfjpTkMQ}MhTU>W^otVjk~5z`PZ6G^Lr)nTIYb8
zQ02u7Vt#)9L9nBsXYe%7iw}U+Fxx{8=7kgPr6^}fi%ScF<*F<IbHf|iic(NmNa8sV
za*IVE_fYl4ivfT!%>We63&R@=2ZvZ(@$XL~DT=Z=SsTyn0I{%9gP^Phpr8Ykc*&Xm
zVt3!Xc|$Gyk7YozqK@5#yKV}1b#-N40gBZOFUtA#b-cng>^=XHva2-|dyhR^W4G8r
z2tC_wHv?#Z=CYWci-#vT>9MM6Y%ndl?jr}}GwfF~>AV$jBw&FtF&!Y<+S+Xun?4vg
zrdzXLg*|4P-{G{m3Y5DZT3vBErLWqbL!ko0qodJjX;gT(*}d>7g&3-WA|i6Ds(1h(
zB8+hP+6hW_DUIZr?uD^x>ojK;fdA#6nwXe`wA0FjXA{vYVh0Qj4Mo3y|K1b;ws~&7
zz2<(~`_XqE8KN&OF9%OaJ2^RR^9wp{5Ep}@F3^AKtfr^rWy`0Ml1MOGKO!Lj%t{M8
zUuOc`b^ZGF%$5Lx5X%7EJ2X|ytgLk4L5ZM(<g*&#;NweZZf<TZ<qQf6GAyXKHvXRd
zw8Cjq?~Rq!t<%LvR00ki->J%qioyXvZClu0XjggjhKZYt>zSCC7XxMD`}Z_@t22#_
zN4RWkY}*O@eH|S)HW3T+?u_gHF_~GiD=2*gOUYCtNuI~MZE5Y<$lmsTGS1G<&UyFP
z*x1L~BQX)NL7}0<o9a6OM>>m3OUf=T{NOAEJz5_tm8ic(NvU{oaWUWSpXsEmOc)y%
z7rfiuUTZ$e`jWK3snO${fs<3kqWhrf^fk;yc?b}1ZT!||W`vX54J0ruJhJ=Y`RVCm
zLd%win=?uZ3JS!xZ!?5Pa2sLblQUE-J>qohJJ#8<7g8G;n=p0}DnQ{h?z#PvAlbSb
zx{KIBu$PvWHnSF39stbtLRXiikCdt|)5*c1qC~+%cQEOab<9{;NT}6SleEqFcvE7~
z^=NBuo^Sk?;A$^V2TvBV7x5)KTXKpxNp%nZ+BHJnDk|_fx836vi}C{A2wE1FUc>SN
z?@Zp!c<u$NfC66gjIoFMXh%ZH0&lwv%cpf|kI1+9Y{HO}+&-7mM`X@b=ID)SmwkV{
z(}+e4>vss7J={ISE+T|AO7FEsJZs4R(c0On=c72s*0a<dKa|XGU+b3AXbNgNwwD;U
zVhMuMPPf~sR^H38t|+5ND&6<A-J-&LMs-n!U^6kGO0Pcm8acp#N?70d4EPh#&>wqp
z<N~N2nGEpi=GEdx#nsW`T(*Xz$Ier_Uk9%>psdg8=Ru&|*uSFzsHyF+UwoK&?F<c)
z=ofNtQ9<8D^poBjArLtdlgHYwNaYrC&z3(#IsZQ7rT~Fa;Qfx7NGlTdepmYol$it>
zN*Bo~&z(;CwpV>r;>=|2GMz(c1KK>lqg8qxdrupw{zJQ?+E**zKbp8*UQx2PXjf4R
zg8v0uGUv720HI!Qz=`ew8dSnu^D6e;`CR6!pIOIfV1UaWMgTLy_-Dx9Dkg)#jQ%GJ
zFh~WV?8W`nJ!-5Q`~V`UA_{Sw(U2@Se<p`hFLE(zmIG6JwDjs*e}#ILre9sbM8l^Z
z@ayP!@}EGRj!C`uE1LY3E^OAu9{uZMf05hi*PcFo`tP8t(9zxP`>z;o`WPIZ|754B
zsj2_TPU$4%T3@dk7n1=mBjYFp9ZiMNB~X4xWF$ob>Xm-*i$3?J^9u-&_;*tIIx|D{
zpQIuaPVW7$4qdhKi;YiYw-{sp*Z92Yh)GDq|J`&(MFsJHnr3BX{h#p<T*oh*y=pw2
z7QB4YU8GxALFtp>1s~8-1H0tz9zGyB6im&{|2so~o&C=Yo$RmvJL3)b_4LU9tHb|T
z5ML|;|9_43|2+A@At4$6E)8ZE7t#MG!4}SfQCtm20JU(|t72`uTxRv&?dwRq!e84|
zd=n581AcLFxBk^3Z@TnE(D+qa`n8deeJE4)E}Xro!bzE#nUZBIAOrV(Iak+rmx|Ye
zenu)GH#e1{>6LP*JdVCvEnvWCg@nkzj}!iWkoSFj14~PmFf#7oTP#{XUIj!^Gy#Po
zNGH;4DCZiM9UwFFB1ra9_x2n*O#aS@u$EYdZ%gs|tX9H6r_fv3I;ugWX2mkAe+MX3
z;?=iM<(Ga}ql1KpZICxLd><K+9v&Vx=}|GYups7LT^ea>z$N3te*cdu#n%CUHiWI=
z2{$*lLkk|SLtQV(u~)@!u5jbuX*SsG9e@rXF=c_0c;KrqRvQms`I<X>u5zqQ1f>G_
zAxZ1pToMWD+OwCJ$F2GD<ryH=orUZcp9t8_``Pdb3kw5&u=9Ddmp$ciO+mrKZRgfN
z!kDBaIT8|*#f=SC5femT%6w&DAokAwK1o_P?p>ZxKpuZCC<wi(Y5>J&s2$yT-;UPT
z#|ODJ*J3z%MV_yJNvta`=Tt~w7bkZzH)qDc!UA|E!ASPOqesf2v4_3#iCjSk8`E;V
zy}gEMLd$?84;sCB^X8}jW1@w$wY4eB$_6_Z0s+ZT(CDnd34jo1Q7Y2S)h2JWd2SCX
z`<=z7+oHKx<bsa!$o2Jg1<)eNtLJ;m3npP778hS{H*|H$X0VudwRcHMO9vnBHry5=
zb#ZaY?2Q7{^z9)aBt7JpPS%HlQYZv2B_;JjON*(GjcOGfEkE57_}K#O-<g&__w9UZ
z(0uZ)tN=Xxun^fxswPqdu<&+5^>m}BC|ERQ1A}xvk&&1?d^YI=aqT@@{0RH6{o5Lv
zugsH{>^~uUqin0N6srwj$M(ne2|%QHNjk#g3P|(qtgh~EIr9I1)2s$P9IJ@Xy-s>-
z23sGk-!W{q(Ncu>i}c<)+1DAAV7N)GG?;-yKXXZg;$lMKZQ7Vkrj}bi%YWrqXvI0;
zhvlzyodnd>N3Xu|OF@n$cSx}=Uqbfh*jz8{Fb`0mlLV%g`suuTaZ!1BOxrC_6dENH
zv1ftgCJT66Qum8vgo(q&?Qq2{ysN{~6bMqHjrGxDw2~>j-evw02p7*+=e#JJhLW28
z0yB8`Z6PlB$@X|LZfJdM^QW>N?PtfkW*bvA6glq4+j4BM`#Hq?X#v*cJQycZ{EZ-4
zWBxN)&(qSUGd<9ubXg>{z3ik<BaYzr*09C=@IWpu@bw&EoR#h$FjrqOrRA?6CIQh#
z-sgWs*(dMOoB>b{8P1<Bby)e1AHi!iWg4K2qTQ1J@Sh*MiGu#ktD6J@Ak9B86_@yD
zRgCm%i@&nwZ-8_KGraSEfGqnzANQUlMETcS;wwtm{!cB~aHM=jriz!y3>gg&vclJY
z=GAe;eE$tO08AYJ$_CJ>X*1v<{wFnF0XHv6L*$=0@elCFg`%=Ppna8Beq$xm$Cnr9
z{|W0hTeIT-3ef+^7$7kHPYMILNx{_8^4)*3h?N!VzY^5dZh&B-U1bSHqQu0+j_GOL
zBm!RQfxBAW*RK}y2?<E(n*44@B_k5-#J}J6g?lp^q+hG7to+Y|xAyn{^Wf%mao_(;
zMv3R8$NzmypgjI})0VjXcXF^`OMlf;N4GE&BU4iF{wLx6UTQIBz6zfqzpEg=v-5qq
z1@A9h#_{}}nvIxRIF)G8{taA=-*7G6$>92J)5mY$a{p_N#E96>asE-&b)ZP%r_*uq
z@?I%#JXBU<zwujK6cZq_G{@_livKfNzb5+1MPT~a!GY^PPXL1Qe-_<qLid07##I|l
z2LGFh0e=ysR-j=!a%eI2CF)x^g&ZX%B^O|vv}zqb>wdcqRkE|=SS+Xgy>e(z$(w*G
zOUC_%m_@7NQ~Mkeoc;GX3Q5wZhnu+pl+eJ9+Evz*xd5scRLn?WfVCt0!++Boc+ddm
zl~BN*>P$hqfQ)a}<b|^LU5+iN{Yvjn^Ee3ty5{9TfoAy&az-Q$NOLy^{{AuuC;hRO
zlU0L2y%i8@52unrt;;GcRh}wfwn95?9@>{~e$6rXIT$M2Uz}4>&$MG>pTnP(#YodM
z#F}Q!1*=5Y`h#ciZ4vYW#1}CoC47$GqeoHK-Q7Lj9fy=v=Lt~H`PPr8>ztw^A|g8I
z<&~63HxGAri3q=evMSheeqrHrVPP-FIy-dFQ~<iiF#O{OQ1vK<5)RfU>GeW_g6@%$
zl6Lj=-HHGu=Tmyc<QuPc_x1p7bAO`TB*HoDUzwcQV|u5|^&&Y%&?$HnaFZRQqv~!&
zH}@Yte3)HU#$osN?MK^%Z$XyhE7*8=AJfyR1;9ZXbL@z`XIKXWKRZXqoNGjMfeTi^
zQ87Df0FpmZd*6LJy5Q2Ch7VVoOWx@eH0ZGNm52i}(wXJnJ#U~zGKh-m3sC}s>SIpM
za|sDFAW=Tk(INksogFxOa=6JRVh;QT^N&_jqN47>``g=21#D)$oWo|?lZ9NKpY^Yx
zfL{|qU0q#=fU3`u0@1J*@fgwQ#G5}<Ra3iesi`8OM#sVNygu!)ZL0=AfvlY!yTQ!x
z_UzDz_0E}@v@6|iu<p~RKv_Atw&SH&(?B{d!5OIoR+N|z9~i3&_rudid5o2fm4%0S
zk_5&kck?+-CuR)<*s?!J`_&H4wo2OSSPb<5L@lKyp`t>Bfr%Ns@Jiu>HyYM;OP3zp
zG<y-!GxCU7?y9PBV9@B^1{+3t3@ul?1fI;>oz?<~+v{~DRho+BvzS|F)vfJC$lm>?
zF`ige?*iUS-ICs&c=X2jx5^fAmm<Wl00Ju3@Mz1@a=3-B1!pkaEnE(0kP4-mQr04@
z4W;J{Jl%+-ekGHnrQPO*CvtM-V-L;Kk-euzy+`f$R(rL;??)jb1i6YSWn&gjqu3r)
zX{0)|CyrsJfD9OIDhE({)8}yI(<t^u->mx%_lI5h@n&ix>CuskAiUa6VYyMYvWW1E
zA|2_TV~*~L=_yh~=nZT5g{jvDN?=~c5igH-mbic-YgPR+0}#G40M}LvRlgZ#iX!bG
z4JjgTDx&dnqdBH&^1LnPe$?El-^Z~#UPOK}8BF}fiu*FCriM@X@h3LCh`rpY9q5Eh
zW>1;rrGfRyX>5zxx2<qdV~cl$dm}glWWRW|RJ|sADwIY2Jy}0lZ>n+wU4Bno8TuRF
zFy9PL7-zoA|Gu)G))Q6A{GJwhVHU*2&=WtU>#6DV_De~k$V94w{<^Rfz3eLTkZL0%
z-ukxGXsC2N@l_Vl#&9c=PZjzwQm8#TSHo>S5{U3_pm4hL*~&Dh4nAXKdqJ6;`lNVT
zD9&Hz*vaN1;p?17#cU#B#e((F%8BixW?MJYaSuZN3huI>g)-^fe*uq0ew#k-XFGU&
zje(oY#}q=tfSc0kJ~*7RkLXBp-5ZpV3h%gL5YpTa?g*c4wIouY@d+j)sPA%zu{fO1
zTUOjFPY}{cS*g_iHqa7}4=Ac!&W8TU>DY_&)u_Fs-T6Qw4$AW#>T~NPewj|Sj!)Hk
z-Xnix<a9x-NFpkJlvwK?+6W<<4bkJp==svOWo#`$u`}+6DS;=pJ8bd3E~o3&%Ba!^
zhM-}N?X_yN80BXQ86K2-<D2wDs<c_qGd;(fX*I^^)3z6o?W3UB0OUH$GKP4Sm^5tv
zdc~h~@AMKx&uzQSaQ}^y!|;;tOjbcXh8WJsN7C=Pb#@({LCE2x_JL1hO?oU)=zQMG
z#g%3GVrwDkevf!XWp6zPDZ6Z@R{&fa=s1x6s*1ci9-Ar93Lku|A#Tzo#ZBME#5{!R
zuc2QUjoc`uS`H%lY<TG|MF-o*|J{Qt!Z}7jEgWAa|FTLbR`v~<navlrbF<}0kxdmo
z?|8h7dvhKyv?e8$invCVS8>Xa>)2xEfc5^fn(@YgbT{p|=bG+kpxV84%mmv*A=QeN
zXS_Hd9|z`q&R}Qjn7R3UXQj?}dA>$^bdu2P&v^zcu_>zhcPED(rk^XH50Fz5oHxxR
z9lR6{)5wX$JiqXXPk9=C<nJ<l4Wqy?{gY9z-9V>NX|trJYCJXIJx@@3@@gJ+Wp_r2
zPMvh}GWE?Hv#fmm)29Wj%Rb+WX9W6|(?HGC<m_>c=4zOfiQ%$8Kg-UY*#<QtJcXZ=
zAR^}G2Zcy_RC@BCUq?>*E;pn~4^2k>qlaF4TQhH$b2iImq?8T6q~($A{Mez&!Mk}#
z>J}}H*ISt9apfO8_69}fy@wBbUdD>Xn1o;0_BM*@89Mg-SiUgxWuWT_3C_Q}(y~78
z|9x`sAB~%$B6#@R_N-qM<6T$bJuwj`Dd0;A;ibr`&AHWrTsQsaJkNCymJ=<RW+T)G
z2?BZs8?kaG=}&TP*2iuKuObv4a4YOJT8{e<OcMUy#$bBA^dv8f<ijhp_msZ&wtb*X
zNM+b)tl<xNbGM)6`jra7(1cQvnOW3%a_?CbC|(7U8}4AJ?zz7acirn>3mi`Zsn}F3
zkRW!LXYh1V@kwEI7HZ*d{UMzM%bvMXkO(s?JKK+(`@~7g?mnKH%aXN|P0bynpDvxt
z5A&={<J7EWF#gQpKr3M0$^Uuvot8mX8ky_)QWPS~-f|T|7mPZ>Oo^EOC(opGIa$t+
z{bHbk9Djx`APHzGKO0P+{=j~_uP@vPO0~|%c#+00l<Y5QN_4I=d(lKtr6k^1`5+_@
zdIQ6O3r2D0_ii~-E6Gg1iJuNjV1J3qe|=w}aBm5&V|&SqXp5%&A{&#w{V~r!j<OKj
z@ji@#;`g^~AcYK{e9%nU9M>nL!ke8Kk6%m=JT5)2NBW50%f{ln?%e+a-S#qTef-Dw
z3A!+N_&*Ml+9EBgDeuHY-&zSWD8ea$)`C|dkk-WNBA=*;?9NkhxK)h$xY#O3aQ5Kj
z;NMF%5Zs(6{l=Wr%!vnA@=2fwjhQgxdD-D>j2Z#K!Tp6-Pn4W%YX-uI=3CDR`kvqX
zro0!2@{jJCT3Kd&*ZP54ffa5?c%1FN-Ttwqg|VkUdhc6d^t_~Qb6P~)_rXlEfKhGC
z-$AwsWld5KL-y;KZ)hm4onIT3{<`3UjTw$ka<iekV6bK<12(poVAJ9kRzLiECyoW3
z$?|zM^;Bc+w$2l5G`f2Dc+i^K(<iCZd6v@0zZswe)RP#27ur~m5a<w2P|(CJm5pmu
zn_NnlaIQyc>LH>6EzHq1!sLRU-IKI&;h+Ae^=tAdlL1|_?$y(B{l%H?>mi~=cXNx|
zs8U`c_Nop}{HQF1#er#YZZGcI-{Tkbe$IZ7@d?>uBv-K<eSn<lx$n+;f$S-6Z;Omi
z!l7Wy%UIVm!q2Ui|K~V_79nJ*-{RD?21R1KDlf^sA#A)S!(*nlm!6ZZBUHD6x@PN*
zHukGWpe~Ej8+ZF6S)qZmyPLlI_WSXI&Mn_Fn@^F!d3VXBt;hd9)+Izz!(o|})X(C9
ziT9`4yfyx!=E=HUH@D17Q$NwLaJ=jh9wK+xj2mt^K%0N}$n;%O2&e6Z+dU|1z9NwD
zR-!-{(27=L*w7ai2qq8HuU10ytUQd70I>BRXM=EK^WKFF<L&*G(PFBVsLB<o7c)~#
zZ!W`vuTjhRX2n^tD#pa=KTzXX)wRC!&mD*Dx%)<m*jFtLkWt@v_cqs*qZV6*N615|
zshs3YB8v}}f9n13H##8YXo1-2C)poAM!`Q7Sm!8wXq&$n&gxP59Ntm6KGei~fKZlm
z70IXEk0beec?ttd_`FQ9Oe8&?u%zdV@Q{&j$Vt$gbtu<3Ke@fXYnwa&Q+mR#LUMHu
zgrtFcHjp|S$Rmsbk!#nkW%D-ho2FjCpfL+97bV}OhsW)3y9{p#|72nQdkP%ypsZ;~
z;EkmMkfYn#HCUE5nPpT?F@;i*ig~g93`LcjYgG}bm4D@(k`Qt+Nyu<+db-zMYhH}o
z8&1NoV7%-j11dX*_gQERk9y+Cv?q|KF>cc<ES!HoNDIvMgA2A|^PH0$wZgt@19tnH
z9Zwkd5F|aL;bDY_jZ;IVbktxF5Uhdgo=WOFwoZhHgG3s-bn*%5NsSFEB>NSDb;)0T
zhTsl0Ubp`y8T1MiZlTRY?<*+7Uk*fD-bF#;!NfPg;bDAplf*O}b(xmnnJU04PoQ&k
z2W?c*n0r}U2U?LFH}1?zkyadX=+%=I&W4&!N<)CiG9Wk$ail4mMv-K^{npIF;y!Gv
z<(~a&HS_zWgp0~$^;bP1;#IFlqk>M!Q6<K!2m$kQ_sJrJRjVQpU<jqu)Ko6B@AoHw
z=i*MaC!k(U0cHUbniRn0znsVt5}Rr}(u~aB%*r^=6oC2SDFLx6?*Ke{Y5t;TZs%?H
z7YFAr3^?|AwXqyH`IVI6_Xa{N?_z)<0Va61%&7ay%$;%NBEO<4fpH{Lv)ou2{EMFi
z=I-{rqlJi&bs$r&081v}=@GEaPUQEu6PLIf$mkLjJY~MGa{5#MBW|SpkxT91kFOc?
z7fx8a|9%WWs#nArZ*LNBgg*h5VhAZ4owc<!^l;j#ZpveIq|gBnV?)5;O_S-*Y0{US
zWZiIFpxjbk<tu^yO!fKm=T8XE#zf8qnLDRM)uoHx=#QVRe|3{byW3F}hPnq7UR11-
z&!2-1*2X1(x>q8ESX+BYX+2q0*nKGffkUcZ#`dVJtju&cPt~D~M17ADHIQ8Fcn-Bw
zJ0kXp;CVi~y9QqkKM@7n=Z_U<OoahJWfH^s@;;n_kuhUrMD04k=IyY#_B(g(=r#n<
zdY(1luznGf<h?RCr@C(NFA%fS<7w05tE;M}h+yc9Qy;W5`+Be6VK?wvF0<-j$Xr$<
zdf<05kj}3Eo<yHOy_Wr6;0P5Xsd7{HCrDwyeQs!pB`r{9cq2jd#{-V>Y(%PSxSr?v
z+fsu?<Y3m`tS`ZL&VC^YC82G}_)Se<#%IwenXN!LZNe3-QsMI+x+=_tmu7-em{@^0
zq0iq?i->?zH^D$pFC#=L46QioNlYZWQmp}dKGfiT+G_sj(Ien<eLOxsKEK@&MY{qJ
zVDsD}1}o5@XrP^vQc^((KA+Ce+mC$g?Cn2iX8HhHqz%EK-1q-VkvkelNJua;Fa!cO
z?Zc|2Hja8-TiepWB0D@55i7@fUteFwhY#f!pL6^vL;LS9)%Pqf8<#3k?t((+;rYGQ
zD^NX?Y{KJl<}9nAKoVk$ii*m>%G$@F+M=>w-@niv5z-Fq0wnk%jcE}fhi_+_P`1e$
zBlv+~_bAQ&aRh}R-QMyKFVI@>BSz@%cKJ7XU_*A+H!}J-5XZgr%7})Rb|vXRq^48c
z($Eud<G@$12z*S2@`8?QC1;TB!^2!4&TH%~C;tG~H*7tQHJsKb9<2H7Z-78<WNaL4
zIZo-E2GDIn0-tRrAL2~nUG;)HGn9ag>q)4@=ZgMGU=Y)n{Kh|+67hf0pxXlkhfZiE
z_16Uy2^8*9hriPnD21QZobk(wkW9X-?A>w6D=NAbQgAdz0?W$EdS}Umh}vIn#HrE*
zR|~fFMx;tLFRpyGHc%`o`bk3**f{36F){3zd^bX<fsrR4NpbTgja3(cWR<4KjBH;?
zWp5c=D7>PAE2Os!GZ<d4KN9LmUIs6CXISorH@j=|GiKb_x!w)_b9J?|zrVPJ+b1Hr
zpY0b{UgGbDCj^w~{pHnoGJv=n!B=2$$7Em0n4l4W3ve@WcpGM*a0CQw?6rOFOnMJL
z!+<yQufHo>V&94gTLtn?I<W3*q&A)(Ot!^$b;U9(x%LCY)e~T;r-Xq!7;y-Zvn`2}
z=}iy%)<w3^RLLt&UCQf{{hLU+f7hEN(_u8y?^_I>s^P=Pt#{Fl$(5NIHL>4>%l+RZ
zX_>XTBZiO~HR@JYCoY21<+VOPleAY>Py2JD9@$Y9M_Epq{$a9FRh<urnvZ{yhSo8N
zei2({H7(F>zxH5vp);D^>6r3DYHYl7L0?DSsewg?UgOzn61TE9^4dee<kR*(eZNNf
zu+TV9*&jp0L9BOf(QUlqW(V0sm){FF-pggRuo`)OI72!&<hlt{_seimW#<H_I8oHI
z!RQniWrlzkR2(pJpA&+$%8kPkPL>cPG9|ne#J3-!D-+;Hn0FF<UN&3*@N{l*ZS6HS
ztoRL^L)dWBPjkFAti39>0c}c$cr@pQFy3IDK>9Sd=ZpMXQ%66C^I32t`1D%@<`2QG
z8Qn#NtxKW9zGITLvvWZFt?l3TV8ooRGyFcgR$|}JZ>Ti@2!+ZO*<(@{^-ISQ*NKw*
zJC06-u!uv%i-CkM)P(^L9%xNe5qe)GpLqz!;f!bFm$%i(7BWTT63u{HIY}e2uQczC
z%Gp+p!m(&w#gCN=#IsA%L|A*YS;+O3<;R@<?}kRPc3QdE$;I|7Fo7mNNs444s7*p0
zQ5Q7;dEG}{%B&55BxYm|0Uj+csfol&A@REl)(2@56AtAUa!eH!mb8Gr=S5O{J33fh
zB4$^LMX7n?wB4LeHPnMYEAK0RskQ1pIQwj8*M{UR>)}#@D>d3%@F*a<Ts;a@DAYx1
zHMa~rjD)!>E5=WgZ=-&sd=Kk<Sdf!k2HmlFn-hW=5IMNFY-V7@y+yEYx#cCGg?0*o
zt>f%ndAxLQ{6vV0Y_PU+zUE(gdmzdz#y#>e2?sq*l)<ll`t1kQe1Z5%84>l|Tj{)D
z1KcJ~;`7q^<g&ZmdmpDhk56PwW=d4~dH%jlwjXnb`PbTm;l`oKECcBuu0JE65uyld
zs>$5J7)}hAlddSU%(@!tzyQjk>@dh!H!Ksruq1uI-WIh&WtfU7f{*o#<V#aEjIq!x
z+nt|e{^Ef|3vNEIj0ivJvmjJdFu_03{^&O71G8Ge4Mi$aOT8+K56DN($4l`caaL2l
zLxd~Ek`OsUlox0pu`-3nBQ@ox$mtlnW}dH2eu6R&HFX7>rl*dG>84k^d&74O%E`r8
zn|gGGzKHW48ZRynR!=)7nPOgmt0LNouLZB4OT;i5EJC`PPeKn?^nIl+YkhK?bW>7V
ziP^uCU%~k?H^L_#9u21L-*~Os96_3WCM$a#7;}@asOZQn_Vj6#R^k!?n*dVR=KLC7
zDptb7Tmnv~*hgh>Z}<im|2>T<8RBQUh2FJd*1+kv^py^uT4~n<4Cm@PU69`txL}b?
z2}Rxm;vtc+`)HA_+%KN#d~aycRHex!cK^q~R34c91&}ix&+Aj#yFcZWN)>D=hT~Ib
z4aUM{DO!gUFx7O;(<uigf&0#-<S9icaBf81h61DTP+y8*-Pt>K%L%UQxVZOa?zN7l
zxC!gL8;Vp>lL?ypv|%j=yk{M$3@}f&J2$2K`V?Pt)qZy!*|LG!88NL3YKmjT;t>z(
zK`6%b{_zC#$XrMMiE7iqOskfbwKED)k7V-C#JFmx`2i6T{LOEQH>g%8b}wUSI;69h
zVJ&CEW)?b;Um9~@g4dtP{M}9vT1SYmknmCnrNM&|C@$d1*V+Jd96WEC9{#|3`*rdL
zmGI!?b7HcgraW`JAAcSRB>MNPchnl!EX)C`E^}b0>tA!)zUcjRap7gp2G#V6aQ-yP
zRH~}<Ql)|;Wo+`;P!-Bv74I(&X)GF>I#^tgOZG704ra=QFp=$7IM>7PX<C!=w`A@B
z6m|xRm8UFX#J*MhpqhA1z?WA^U#BybW;}c1Y4ZIv9^Q29NFG%`)(zSmLH%WzT>DCF
z<6(q0%$q?R$}&e5bzrbCM+3@yys)jT1ZsO%QCd4Xm`ND>sMM5Qw%^Z0tu;O-{?d3$
zG-M&huTD8*`qWQ%%nT)S#_9UU*;L&Z6iizCTDwOhhrpq=r-KFfohn<1vc0h|BT}S(
zretp5`p4deU~N78Xb{6dy#t|$h*R6RP=2_f&+)@~TC}gNkB!1O6;m(TxGx?!T&a0&
zAg&2mfw4_hM&Q0jHc#@Y`tZQxbGIoohk^y-d!vsx<pPo@7WeN+8H!_HJwp5MM}Vaf
zNanNk`C;sy<8tEkbM~3tBZI>T`$5;om(<ty9J4s`r8vbX3cW48;lO|eY?@7}BdD#i
z21(CVRi)mPXTS=AqSP-BURbM>nherKh^yatTZvhP@jJe`YF)>ygjfboq`b20UPaox
z3=2F{P{4hVHADo9HJhaxx-NAp1deo*;~yso1%Fl(NoB!G@%+W~lgcoLsF%#ZYuG_K
z*l24jPCUCVEuBjb)#u`SQPJJaT9`#E#qD?}KJ=62Bm`=H?U(H{^_`ftQ`FtIbn1%r
zv2qiF&)3+D4cN~o?O`<v@Z)P==S9@eR!6T^_~x$_7Rr4`jl8yoZ8Nx0*e=_4E*E*}
zq^Khx)Xag03u<b;S;zrIjz#Ptdg&d2FtTq=mdQ#gFCfL(0Q$_IKmfw`JKM3CA_j>X
z_a`AHe&wqTIYRbF(*fACwhz&5110D6b37%aqFxQyU!4~gZlci~+UsL?Bkx;Z3GbLN
zG<*XBB$c5a_WLmG^xlrHE*kFH;rzQCF&k72m*4NgVuzbL(0=^dR#?A$v0FNCP-w88
z9onqK12DKa_ftL^%imO(Jm9r)9om<DQ^sL~B|!+}$u;sO`%f4e&xf82<MqBtBa&b@
zY{gd1^~}AG9vxp7!jyKe4({9RCUu-em#^0a7FvAfuZ5<Z-CU9WDzY&zGWrC~ot~Fh
zefY#P;bI*Il$6i%XvJ-B45r6;yx>sCFNbpfqw9h1sH-wS>20B4q|3R^Z?^F&<iyi`
z$n}K19PP`!@<1)ENejpDP%pA7y!2{4uPfJYlfBNhWL2H~<zsf-jg95NJeF~X>;!OR
zGxy}=BVFe3kty(n1z(1y?y#=aM6=DOd|X<SR}V$`^-$N2NNjuInov|OXf;NbOaz^F
zc>~O%^MOR~AoGALOjkFVWeCZDl?A&xk)*$-t|S0AWRLXHg!o0iiwJHDh@qCXqTy$j
z7WyUZFj&GPWD-0$+y+uvX$gVtqyMp|vd}uF#lY$QAw-`}x+bWpNb<Hf(|R}I;PJO~
zYaK4Wm?@oP$%&TId9sdc;6f-0R!M;05i~HVQ!*xq!5}Rtko_>Zl4Ny4{Zf&FoGFJ*
zd}e=ncoTt#%d;9%M4dQ(H6T<lprafiEPtt!pv$4%M|e}}Ztj+oSx)W(U5%eI4jtqu
z(>3)CJSQ;+w3U82w++~GyoYv6Z)6vf3qxZpq!cwNjBcq#hm=PHOZ?<YVT|v%duC{t
zc@lMDisfA~YZwYJhU*G=0ZVfxxWO1gHxo^#AYlHTar8kgxQW5Q!SP;5Na)HuTmkf>
zVHz)uYXxjy)F?PvSp!jF%04Y|tp~d~8H64`j8CLYKs^~A0gO{d-Eo6J-*~JfyidG7
zT^BDMMkZBm+zXsuMU8I27JvjI??>Pq9sn0?#Xo%bus5P@tqjbnP-gGl{La=+uk=GL
z{JX}x2iEZh`^8Mqe$xn4L++CEzj_QD+-!|!9Mj-(G?z78h)l$dk43LOp&kZX0k@IY
z?OZ(?fa?he+2V*a&xSy9#S{TmzVIqzgTP`963ywc$2Cj)JTr|^3=g?R*H)S9X<S!J
zzvCajX{rLxvc{=Cwz<Y#Rq<F)aGVEu=Z`cy5DTjAdSTat0U#ef?B^F03~2|Kh*x)n
zuP%ElqzY-uqkvnZA=1NFciStgCN4s{Kvu(i$A}{yi8V$#W>$?MO2zUqCypn09U<l0
z9O+i<52po`(2suKH)PtTGI5rDNj+m-SHXf7Bnt3Ajpxs4$ax(X3+CE^K&{(A&&(_*
zf4+0dx49WapPCMwazUx?2jf<vxuvDRsgoxFbo3JJ0`w}3qM{<6@qSR`Y*0xw15v+|
z?ldN<0l5x}^GdSYgDl*Ym<aqo3Ul%c+2N59>6b5GR=n=KX=iJj0W{`8aHAi2b*03`
zPq)-&?y**h!B?~XO*kyc&CShpZLBmVHC1tce}55ykU_)5P5&i_XSxfwU1|?04!C$2
zWwPKG2j_kMOt`s(!Ek!8PBhut+8X%C=uh7`aZT`=%?@fjP{IkfUxSU&YQHwXLEhQZ
z+e?C@^W~7nGra7!|0?_Tb2lUITZq>-8mXQiwyEgNn<nj24S_Qf%*WtdOF&zdgg-9f
zBnh~}i2Uhyji}YO9F2mU{9(o7E0dc<L~R<ek)muJbN>YBt>%FId!eo_1FpW$Zv($H
zBR6*}85tP^HMQ6L{5%7=>Qw)2Xb;?yc3is=p}7et>}?MbR`@8;lUvQtM3%w5f_cx>
z2~o$jgn`NK?vRnnc={kaCQ?L7L>jm8`{?MlQzmBScU1+9RLm_n{(O~Q|4_aG6G8Oq
z`L}jaF>wE91+W&kVEpuz6%{X%^+iT>>m09XzlNReuhQEo->Jfa)35g8|NK8##pRAm
zTmFRTXlQ8fgiCXJfV=Kpm5{N2KYtpIM|gV|88gpaDykXrP2lmucKrk{F8s$RPK+?z
zz^dmdj4Z+~CTwqZsj^5qtIc#$R17cC)C+CfG}0wbT52SavR2%jU3jg%R=_(+JsFyL
zb$h=pLgH_bZXp`nyK}5&=U-?Ux4&!)C|pg8IPPbA%jadrXJ}FT#w?&6b4VIi)uT4!
zx;o%cbJNqn!5j^Q1F_rMuh?6-MtV!6t`?Zu_$CP^z3ddeac8aqaT|*Png)z*o}4Mg
zgusV6pV%`hBW0~a`@Ie(y|uq8KZ?CnC##SwFQC=iM5=M&yA%iqHu8u4;8ybbyqwWe
zS8OgUVE6n8=k@wTWgMd6^1`)tKA5@nU48zy;WMEb;<3(`S<7tr7cG25q7;l7Gxg=Z
zCs?jS-x}ptTL#JQIzAi!x`OjLmuV$W-IK=JiFD$$^&=2U4a>JXrS<oVtlxZm)PME_
zuh+8Tr#Ft7^N$agilLz_7FU54^|Xp$Eq;q2EA{BXb9t2V@^4Y0;QAi;lK^ZVsO(eq
z)wh}n4w792F)o&x2~&%bMg6mg9)8*{%*C~2!-&>Zlc@|dy*8?Cv0W#jdG7i({RW>W
z)9U)t#$yD%U*IY7dS=nc?3CB93e2~NT+Cmt$>vTxK)m|$rBeXI)8O{z`+NX=>vv$X
zW0~At6$-mz;I6lCf*WT<A!5$Tfn+v<e2RgjEOXZf3A3xWUYO}ClSj#woQ$$UnWZvD
zs|4X<!iD1fe<Xk34Lb<94k{hRwhwH6!9r-MclBY=N~4$92p1d5NK~ciD~xr;<%Z~>
z_wgH;Y?ZcCs#u2V+^+sot6YFid6zUBlt#FS8wc;2^DqS>wHY^BP+sU;8w-qT>L@x;
z=lTG(gQ2HCnE=P4m>bFeXVle2kF2@8IF<5YM6B2v^3mHdUm26)Sal~}x~5XX8{F%j
z&@C^{T>VW38h(8ie{B*!Oqhgb%y;dW;ZIqw&=`BD!UHFuoO2hcG2|4~8`fgP&s6^&
z6)S}p%r~`ZqMWXG4Wc)pmwkH-ix7htpD)K71=17+G#Z?kchmsz{`jWw{40OUk|`92
z^gbN=W9s}B9l6->{ze`Pd9lB>skHhH5L1Q!Bn&|LE&ljZ%>!~lnp~!Vn|<)%#cFca
z93W5x6C6k%5(pwK6`se4N*%dAceiJ@?B)=hyDGH$|5#5@0_n{z@5sr0;i~XkC8;0C
z?H_7vX$CL}AFADgk<Mn8hAGW|8&uW*cwQ&F5!r1Vaj1#28gotmySNb^tu(VfQHhJR
z6R1;Ls3Vq*JCyK^&*uVeKEXfcwkb9*g4w%<7?;oK%etEN*xSrxrk{z71CwFj+Onqn
zC&1TY&{^x(<y~U&0=@G8{vyy2<ou;8fNKhjQ^NX`oM}n_%RyQ`PLH}Jtj<S!Lzlfn
zXH8?J4fn?&SuzC@SV^meX75%+s5Fg#d<z6mi*9>E>@VBS)>=0hk3BWc^Bds8A26jU
z(@(T~Isc>t_`G2E$3}fK(O|9T=lmp9LiGOBe0)dAGxlFf{1xMdqw4ZGbrS*|wco6|
z)5UBsPlbK_l=n5~)X~ABko(Wt$p&)Tbab&yULicbR3$*=fA3+>npiT9`S<Ismk4_F
z=!k%g+S{_Zhj$JUn@_V0dvwJ|vX}$&w0z6QX!fd@0c!<Heedn{kQ=j*RKb;%6~tL8
z_xiDMJbnbSjh-wCj&$eAsV02~7Jt7IbNa8IyBk=5l6&(tMr9^#U>>m=_kj1oXU7MZ
zxX3J)seYM35`fXj@%X&lb*`<g&M^u2yf)z8;*Uy5a8{gT4iS}Z!wg=LNiTv6v%Dj|
zGXN)9yj|<_=`%Ny@{g$mm=%q+Pmzm`_1RQA*H(?P>RYQN`v#?6(o202)S<?Mfx32G
z@d;92h9wt34*72URlkd564S!nQE|lk-ZeL;3gUj`4yzFEp3*15Pd|aC;c!muLR{`)
z$FHFLG{dXK{EgU7JC2S#<~;%Z<(uot-_F6<l{W9|{^IPuO_97JHXR!;X_t&TxIt;d
z0H!Ny(AIl#P0}GRGxa)?GC^T3@Q;6PpDdE)j`ysg;V)B1U?(TR5fdbfXX5wfMZm!F
zxshal4UD!PTha`tT5wWG;aXoG9OmkJUj-lsOJOaVjaMh??y%DzB<TAP)lstKKkJuS
z$V3S>*AB!L2%G&Ah{C6A*>OBXS7_WjqX8x)k)8`Z{LK6Wz%f<Y>qR*uvkt$p?tuTV
z(#+n+rzbHbY*Qs>xDkk10dSai_fDwA=JhfZWii!C%-p}$mB+x%bN6v1P*?ISElS&1
zKhiTX{VbS#!Ob-kN4vZ-!~9<PLdp_$+Ps&sd<D;5=$j7^{vKKd%AmJiCN*pE3*kuf
z4K<X$9>DMSF%6#V(Y$$MnI-<RA?Ef5)>GAy$y>VOV=t{utsc;3RgL_GVke+vxA!5I
z-|`N?gPxsf9@+$@VqYE<QEMWvgUhN=Ed2CBoW~|v)DB8do;=}OSe??dUYIkqy|jz*
zRMxdla=<W)K($*O>G*VYKD1DO-3aAj#fBZe=C7>Gplu!pe>_KUVYNOX{qx5#OuwT*
zk|r@-n57mz9c*AgS9~qw>T6ecfzOM_P$QelrLOMTTL~Nr*1W1=tB(&vXM|vr(eOrc
zUDTgHEpc-0`$gs^aW1LyJcBmaUSj^w*PDmiK1jD?2A?uu4e>gk#JhHLFkH^_*{Db2
zOw{=l^oxn=0J)aa24dN9bRg7}(mqJISfCX~HM4FmO39S&zsy5+dtQPzvsYKm3kscl
zFE`QswSe1(G96X{pb*Y4P&eQ&Zx-QUA)@n8w%Ka~T)|#Hs9ZW#47x;w27TKrrr1-<
zBFBxFU@Ee@Pix3l_!qxZu`O#Ls-(_TY%VR_R6Z~;@V1-X>cN4%>*kEPbXI!N1avad
z##2ca@Ns%*W%q^>l*L@l0C>Ii3xK8L+1lIYgxr*9I}bArdMk~J+Edsfu-ohHHvj*$
zc9v05_U+mqKtd1@B$O185&`K3k-7;51VLH_36btbMJY+?79^w_1O_lDC8b+BBm{=8
z_Z+<MXYc3Td%qv{dRfaQABLH0uK34!9>?$axinOL3&#JFxg{R{@udP&n}>#k&tz9V
zz<J&IW9hYOZ<2v3vHMGTDR(7(ef`+3BJ<Rf<Ni2vv9Q)S_q<PU9!<p*UJc=F{)PWo
z6^{AuI+wXI7v1Af@AoOW>FL*1u$>f?l)hPX(Q@WyMQKFOF0aUHhkivBjkxCxlV5A^
zdI{TB3y+u$3fW-|ODG%@p6zHy;?$&wsje8OVBQne@l7dtY?Q(rG}6^VTPnf^b;6jY
ztMbV>AP7TZ;i_S0RVZM5OvGMHfK8)|YkM-2*2?LVZEiJfn~L}eLn2cH_lT*Q7ejiM
z8CYk<a9hOvhq@l5;tRI~swzKhkPxXVD=YiA=!=V0)uljzl2gRwmIShY9>xT8<s$p~
zGJ9F~1Gwo5Dtgf6d=!ze@AaF!qP{P@#^e-&$63Gi@8S7F0ix>rh)--tz(rbS-x~M4
z5GY{SVn(y2MHE*J$m9OqxXz8j5~%PJC|0+8mrQVn(+agJ?Qp7@e-e$G5&IHEToUk&
zn8R^hO+oK$`LThgEa3XDME0@Cmz~s?^9R^@_y^oa37#;t)+ga#|G;xs`yyw#Aa6Id
z`^yOo_`~X}<-ui_&_a-;Qqc;@=0|O<t;J)f&#K(Mtt9mH+~$LUe20;@Q8~(QO5iFr
zUq~6FAwfaN1!(xDxin&E1|n>Ps3<8-0&Sm%_VvdnPal1A*G+wt!dUmn^M=Vi9UBk6
zao^rXT?;EsbYUn`1ie`&{eB33APcku)?uNO4!Pc|D#Z+ZodiBJq9y1H;9$u~xd#;$
z744n&CX1wRkG{t^Hdl+=7fDN**fDiK3|i~(4<_s-m*pr3!AG~A8F6g^yMt<F3hUNT
zm5@VY&cOcM1KR5x5Whr}qj&46r$=Tr(CtzrR-t}sh*!G(;Jg4o_00F8>}%JqsVQ4h
zbB;zc(M|H6UoGn!&?5l3gRC8DBui`LQF!6ie~zE@|GjnJktirAaD;Z$5433+5NPjl
zUqd}q)0b6%zv{|$++0=~VcT1>@&vh5vV+82r<i^HdS!)IaT0L`lq}EM5n$7P_Vj7`
zf8D9?cma)s|JAEkJs<*b8|VU0*L&DB6A20Y{IEEj(Jo=tFcLiSFnQlqp>prE#*Sxp
zDrm%~G#%<%0uRyiTQ>(-x`8+(%g-%dXDo#0JvRQd2rW~ea9f}qY4Gt0lQf?C{EG43
zQ2gJLaW;<d|7M^3M>ZZ}Z{MyF3k9ky_;(Ko5w7b$KfSa7=h}2dT-@avw$8T`&%(TC
zqqXimQBScI7OCQ4XIB)iRngRpa^-?bfH)n`V?Q=qU3GQowY9ZrhbZw@XlzI9e*W*R
zUniwN#`~|L@u>%@XzQ1dB^_*=lguTZS^oBY*>bU{wh0Ld1$%AA5z~sA#J`?0Svm4_
zkZAZfYc<;OrIQfgU~N{=_EOL^Ay~>tO7LD?^B-$<!}7jYJG3X8PLqhx#?f~|3a|W$
zXs<V)*{eSw{%c>m>CnySLTYebo%nTbZg{|j9$}%I+CwP~4N|ls_FvP5vYDb{Vj_cs
zgN4sF%(V~E8)gM4BR$spvt^dTW4W8e)+yq`{d3iIGH3z~m20`LrgoKXtMXazQ3l)1
zn`$)lmfvin5-a{MXSI&@oNM!&D@-fzDl4_byHfLxR?p<&t(}5m3uwPP^zJpl(*ZsA
zKx1uGXlN)!Wm^%4`_?4(Xg(Sm#{Fx$=P{!TC2J4)Y_NbHJ6Gd<*`57=b6Uq05qN4m
z)9MiefX7&rCD!PTR2yc4uOp^9HYcNs|E3tnW&F>I@p!8p*z$U}FJxv9;#D$OB8R>0
zLKeAC<f9n7@`X}o3JXc{g^XPO-E`e@BxL;E(r**l>_h)eKxf`k)|2??pMCS8VrTO=
z`7)<pS_$HArE~j$7mE_K8ZqHPU<-;0rUR`p8I3U57_;#?)O++0dUT7Me0#GScb;=s
zdNK~P?Gb+&(BEFBP?ESWr)u<8)`2xcm2E4mXs7!}GB!UmL!4y&p?IPtk?3cm@D<e4
zCR$~eo`W}x2V3o*98Z}8ukq<xTJitmGn<;tor_(x$B&b6I+4qlO(xsp@t9AZG9ow%
zb^}ce<H46I@MingpBz})8SM)^B0SxEC|zLl)P6PY^2TYb$4$a^Tc6oz+>VC&;=M1D
zY&|3eagPKDZ;1W<Avlr3zBF9(YTGqVzixEd<wVizDV!r0Mtx^^K%~l1l~+`s0LB%T
zH3t(_%R)L@xx!A^mR3cEQrv&rGc{2>M`%Sh{p&8Dzww4YiCWDIn%07}>8CS}*f4`2
z(?QrhMS2s^DHKT9u0AF@2ATu;*6+IOaq(g<T!76p8q>C~&9@O3>T+1~Or=#SIKQ!-
z7Ch<!y1T(7`iCZx6BeQ2`a)bWV+KwZFMfRb_*R#6ZJk}|v+d`$*B3r!`2O=PkTS88
z^+42PLL)p;=*{@-U!k)FhRBi9n|?AU-yUNrOpTPxTl|E@jyi|7q##?1@>7fNBo2y6
ziL6iQlLhb%GH;ucW9xIciCmU2x4L#VtK?&9Rl|Wd6>tD3&$W4%%b+F-h2yio?@@CP
zx?NUX*E6?pUxkzCl!_?JK5u?qtL|AGHt>b#LS2oDr7-dD=n4gM_>4!6szM^lr;E~-
zf3!esm~2e?3wJ-9-^-M?#H6?{^dR*3b;P`6Tcf0H8+CzV&}KHCk7}-sb*7b0<~0uY
z?vcMh>p<v^OLL1b>p3*3)vSyOu7vD*OG?AU%`eCmUWmNtc5lazQrUuVP`b_}?#MtI
zl~xgf7M!6M3C@1BsTd5BnuC4UlWsAok9VukTMJPVA<dq?$h^o^Osw=st02B-4N(|d
z%@JT&E{Om4Jl@?&5^mWd8+@3$DyWSR!cSchSL`R`jJmjN{NX(Ao0cfQi<^!PS#{rV
zl)h_cV>3bTunY^gyYt9h|4q*M>KWH7t6d+iGIbCAP+C7SvBpLn29vf94=a}6z}%7H
zcHjCOMsTTvIbtBIO@~OHTlY-5hF0U5o26qS7ZZBs*?vxkG_z5b*c;J7-{@X-1FivI
zbKS+)wdIJzcdSTmTI*0mkzy<#;cZpje`)!0Fm?^a)s9YObTMc-BWq1$^%4Uo#-2Gl
zuGc;EeL&b@dnox(3iW;$8t<U^m-ShJwM8VMgoV{P^hJjrQyR_%{H=`mFJI&&>V$;a
zXt8J08(M-a+q!zAty3;%Z`=A3{p=K;nQnjL3x{4y1<F;_1)5tS)w|Q@Hco?%v)PJn
z*RutX9v`kBFioG>bOy6ZsS16!go-m&XuIp;o%Jg*77zC~5!+c6EB{>Ckjs}SW#8iB
zXgK5rPE0&Dyvjh$L7YU|>se1%=s1XtC0f_KdgOcDojCDL>9<vjl5F7B`0m7k(tnnc
zP8YFfN!g*@d+pNL@~<X(BE3+)p}~wVzkt(071ACDp9;Gv{+nMFju0cB)qW<oZFIjA
z{k`7m3n#cFBkOU)I%NAq@FQtUthIzRdb!ElsBz<D@lAGiHp>j}b@#qeUcw}n!KV);
zo`OvC@3r2{=Wd^B*YKuCk(m-S3Vf7S!q?YME#@z(9~SU2$-n7-Xwobf=FTzqaKMaA
z-NBN&?FC&$%$2`&mpMG>b?WLA)L1y1B57$2_dXd&y;eBrEgBI^bu`^w8+WFUjp)gk
zFrImllNu&=U!c6Z@Y0iO1nzyhrvF^7=4xTF9x$Cy?20^%ftG%#inB#Q=EAyB(PfrU
zV&B4tqdyaTd0o!NBurd2+;+MviW;OZK9ppJoNR0}*qfvnC9{(rW)l%*5|GN&jC1kw
z{wSQ`6?N~|(;<ZVhl>7X4NO#SMgBk6DtQ)D(yIf{-oY;2>55!=vvlx`HH-z|x(Iyf
zy;XGCz1a$hM6L>Qr5Pci|9N|@uro?SOVyuXZZRlB8>j$(ufdmdZZwZmCg^>&BP*`|
z5KR-9&`fdgof7x!aUx4|PdDBvpS90Q+!(DI>b2qaj<ZW90nV$xDySY5fpPTg%B5L;
z46QzmlrFdTNnuOf9C^)ziq$a-O<xLJ(8>&EyX%-1+j@-kQ(p_K$R^Bl(npce4+|lD
zgH`$0qKOV|^q@ezO+`m~pWfp*?vOX<)1Wp`(-z{7l~ZQk`nJr!cm1@=Kjv9yx@AkV
z8hD?UlJEEjFU`=-ui<j*OWkuk5vB%Jq4VV{w&#%9!~{&Ntm#-Eqoa)4DwvS15j|xC
zyr6`s8kp4{=oP}<T>ORQmVVeD|J&K+9f>*yKcna^VZS3O$|e_Q=X7WQjihQwgJ`om
zOLJQc{}V>v6+VCe-g1U_XlKz$y?C@_on@r8H>acA6E8lAohE6!(<+UF-YCB{O7916
zV`CLw;wEZKVQu%6O+4~W;fGe7vsr9!m_Po~4*PN2zm7&LUzz*8kdRp*uhuszL2WZu
zs>{nV(i3ax?f28FYFpR4T8py!>XdRVpJpbre*1doQ_HxVEKV3je}Fkd??8^X+(ltu
zQT>ahKbJ|$SEKKgbLK@E>UcaL(-`0&s27pNzE7AQGi4mR?fI>yu1>$-4x{Bq;;%=g
zSk<BxjZ;upwdACR2WNDA{%PV@m&u@Gx0nSMqD2Mmu%L7>gT0y=BrmXH`F6dKq>L6y
z?Cf)z%(UO~-ot*uF7^D5U3S~~PyB4%@pRsD<1@ZkIWp5PkQP%FZK&U+Sg7TLjC6ys
zCrl`9-RTw?Y*hb*#^e6=;K8tK+`GME-j4oYrOh?Q3eDWje~;(BQ|mZlR~H33yc(ph
zD5m?Mt{^;5m8?=U*V7s}RWl<K<Tu7$247({t!Qih9M;fw73Ag_QynX$resR7w6MxB
zZmM8Bh`l&3BlG!K_G(UUZV;W;{(~fyQnJZqtQ(HN7c#%Tw(c|EpSLr+Wb<Qj98{gZ
ze+M0QQp#sg!up}NXmW@p%Xd9K;Z~T@nlOQuujI$+(@Hg6Z*mEr@xN*wdFBJt8G#@e
z%XK=@W@qeD{V=vMy`5q1`0T1kuF(tLo1*hY+7~jnaCR<DO-&x#gxOZ2ZmBzA9q%9w
z9*d)WN>j>RUUT!nM$o)MZL5!Tql(*S=r8&HN%+M8FQ{^>M*4&*ek8B2lXlW89IqjT
zpVuGHVCRbX>|he5h1xmUWyw{&A<w)Y8r%2d%l91(y+p+=BWV||@jK8d?UNcxoJbK%
z5!d&S+$Ly@&w3uush}ilpa@%{gx97-jVoE;fk^+{R640jvA>pL9eRqy#Z_B4cj(@o
zSQWxVtZk;wvAWKoA;<WE!nW`;z0@#k<b4qZ%cZ)&$DT+A@v$+?3q!aH-5$2pMGsW^
z`bOlbd1<PIikZwgFTpL8C#RuIJ$|}jxRKHKz2ntHqR?{|)Ve|`NZ~Plib^L@HdXwn
zo|wQ&UCU^uICRFJ((K8um%Nsw<}44pDe-OMjiv1qRFtK~IT~r3yPjI<zDee*Iscp)
zU5qgQnAMDmrTO(b7i)U%=&hDU49AOwS7`5?A}!wJu%gC4dGZii7Fm?e4+y$HesbNb
zeCECF?bG!v9$1j%s2&2NBcP)hceckvD^kS0ndDZAyPYhJoTUydO7uc}TaJqEncr7>
zzSlXYQ_a50$?*ivITnwHCK>W@^n7~co~nZKVoX(~hQ*zX+|)K^5o-@KT(9c!l_Lo+
zr$}ZUdW0U|b(V0(BZ;QZ+2FRh^$_7ZzCZs^(yN|TJIcy!HKxRIBm5?N7beXu+?mf`
z)edIYwq%JWK8-2W?1U7QOXO)rcYR~aNk`k)t~J=RCoorqWRJ3pX8pBZ{AiK#nJSH(
zjkW)KSqxeysv-6A7__Y3N>TkjmP85T{jmn0k*mtOL2uxs+=9yVkA+<oioBO)Fs^1X
zk1naE(iZFRhku!zq-)QxG@87wb=bVUl{L4UtQt#HWnk~29x=nRFUA=9zRLcS0XR-J
zZD|M<e(2($pFnb!w}Etrn`vxzf{Y`nYYiqB+hB2l%goRht0iH}FwV<<SNz1@hRa~{
z2g`xuLYrZ1(4(12`}YrI$=6R^Qx|oFVT++P;UY;`X-BgB<DOG`OykD(e2mib32RNm
zK^3vE(;wWu>bBPko}f((dK<%QG$WuOT;u9QZ4zd*b;wy$Dz0U`O@b1P`<iweY7PlZ
zbidTS{>?pYcE=t9>cz=CJ~qxGC1EGCmsL|1v(%GgcdL+PZ+DXOuc``})!67_B7It9
z@$bFkj13N+8C0{sMx$s`=;O9@)1iESG|JPSpGML03fu^z6thwNfopp0sis7gZrw6r
zY2-<vdY_UB#P3%+{yOjeWHo{)@8zZ2UgoCv&dK4p2GvQ|W4qOA7|J2d|4NS3W3WH3
zY?=6V2PRm@U+;z0m&Dt<G`=ul%D-mnIWqQRdM<V<Dl^24K;%fnBGB5+qqfzBo}T_%
zki-_|#o=R8?fX0U{DBF!8q0dDO~JZeM)bnWw};0}4njg&IuE>0ULfr}ZyZ0;#RP~h
z@`IBR5WFeTP?+s5jL;9eu>8f}-bzEeX*{drOowisYFg3Uu~dK(+j{+GTjAT!`!kQb
z#wN8b7rG1^F`_PTyHM8Ho4l_EgG_IN%&YPR6OrhC{=i7C%!&}ks_R27$@0zTeze9R
z?5HW0Yz7Aet*k<0$JSeg6DB+{QY3hTCXV-o3x<5Yy`#CM&^v-I0@fCJc^m0i7LM=7
z>c|}Q{cP;<1wYM6iZ$w&9nW-@&}|u+3P3B_$|8%dSUDpGvnYegan`;p;R&Y?grduB
zUQ@?btY1}RRKh8b=j&W~N&m{nNa!v~)#r3Vg)%L7L|Cj5j&+a8ONpx8xuwuI5`q5E
zDs**!`p!Jr2Y=HGg8GFeC7~3HuK~GK;Qx?~M%`wOuwDI@>D-C9JsFL<r2-C|kcrKm
zm>Es=!5b9HCr?%QuMm#^OJMUhJDc?m0Ck+##)elb(c47>*Qr+k`MhQg0$Smj9R#9f
z>3N6kuP>z0qjZ>vH!?a_myl)5%44U!?F_GV_TG8?kA=FLg1vgX8Tp$1`9uo<D3n``
z3I>IQWXAKEq4OD5B%QnYaER$Hd{_y{Snkkh%y^8MQ_&$iNoV_pEiL2eY7Q*<#;GZ6
zL|NQJS>^V7pO990I0)nZ23%4W^o-HyPz7M~Wj6&=zOAYfLIQEc!1}aDfxd_S<Toyr
zggZYWt!NaQwOqmr9B(IQda=bTb8~ay-$I2;CzQx+GhYh(hUQnG<<Ywz?>*?hwQeK9
zuy*P;aIxp*SO9P+{w~`ESm<K|_HQFD!$aa7P=*o`6Kn4fSp$Jdj-tS(u^xEUGWLt(
zOodeBik@EcL;}N^6*X1VXK1M_D~J8t3OOa2cgVczU5o9sSAP{2-d0pRUr||k&(*c1
z#^^|xi77+j&=ru<fXL2$dCB6x1vdQ;Ttv#ArlceqIJ8gzHf4e#Wy3Hf^j}=Wa`t~?
zJrJ=j2(mCUpErx0+Sqi^(V0*3gAfNbz@`8@G8_=Ddo;{NJdBJlJiWY{7I@*BWqkg8
z8?+-#+S=MwLe@z`F?w}&f#*7d#s9^55IbQqZAl;)*t9E~hhPjc3JR9cWJMJfGUGWf
zzNFwbjm;JPElIa_D6)|j0q_>DMNDdPtj6+aZzC!p0UeH!p5XQm-a)wPZR%u+vA=7(
z`_{*~-7UL~dLkO(tA;bXJgllIWTy_Ijev;so1h_|58w_{>`DBWz@<7;)be}6W(hBV
zzNe4txL<e485*VpuvDXYi0m`Qqcch?fV?PK>{!AZdl}WmP0vA@@dQeB`~Losah-ot
z5WoC4(w4lm#=7ZfG@YqoPyIhb5cy~S9fDY}O~+^Yrq~~xdGCaLxO|AdEM0o`H=7Bp
zCoDjDv|9<9=;`VCEV%C^XLC~fFme0$?~DH-YYAQ1vMc3u9!Rtbx03Hk?AnN9vl(&7
z4V~DtraZP>Yob8P+`j$w&PPE&K<sP%kjwvD-V#45QIcE&CKQ0UCu|VQ4kT8nJ&P&A
z@T7|>kK_YQ%dw~7zq1g3bsT;bNVfr|1Cbg^vRB~6WS0-0J1Ak+8-?aP3TiF=w9RjL
zmG&Na*+0=wtmYa$r0TgOb$h>%SCd0nP)jhOK(Fct=#DtMqz)D{(9s#e7>+F<df;{k
z%bA?vRcdYR-)%FAm|`NHjI<xgX%M_yO)2^ZTMM{fpCT*5RLCi<0Enwici>20FqEo5
z$@04UbS>$<9>!`9{#_T1#+45ansR}n?7xk7+Pl7j;f0N+k>2O1L=SB2Ms%P{AsnJ)
z-aMb?q8b-X#x=rkXZZyRHZ_8Oo;rofbpWg=b8Q&M5;A9GKrQS`6HRWVVdJ|Si^ZXM
z&aX4PyTrFHK#fXQg%jcRrB@8$zDp+6)8AZod3HRty;srw406~Uv3mH5o;P4Yya)`<
zOzBvyi!dyhRG+&rxZ?rAA5Am|$lVE!`Kf=ir}&&6PNKeEQVqEOIcczQYuj^X-!V;9
z4N32w%Hfg(LaPR@jDXPCMHikk_~V<5k=@Yzd+2olRQS@@=(|7sai%Pdp`9t$6zn(I
z6?URtF(j?zT_fcK(aY<<>gxbwBWvGaKjVe)`r#Hq>^os*{4j_64m}l%_os&4GVcuE
zGhkGx`D9(+)INPX!IpK>MULfQ%w$pDc5v2kYhBrRObC1aynQm)=PiIv<_vS|XHEUt
zS><yyLr)b#mqhqvj-!~kbkS=88>&GIwP0B*3`7Oo&=o@$sZv9nmgLG=Ym>ysla`(@
z1v+b~G%OAP&)ByUn($eVB2K`YtCYIJAFBqnskNV6x4Fv|PUn-Qd_NycFldRPdBL^@
z><DBRIoD~rEXK!39|z0CwRSu-U9!1n#bdu-BTDDNos*P8$1b_^y2J|FXN)OqQJ4eU
z>Btos>ghDq`fugk^KQc)_(PQpHJKE7;)Fs8&EKAdLR0`|-FP`&WFZ=hCH*0vC~f!S
z^wjcg2iBJ0!}TLa{n^9i^Jk;9LdiPpf@@CSdTD|zJ>xMJCm-%lN;IFBCKOgD5&n66
zwCx4&$A{;1iE$BWd?(vpIJB)FE^0IcTVIh`E3|bH#gg-7u}#%OAU%|ei*OCZ2J|l<
zH2i8mzO{{s=1jd|8rmiH$6p-Zxu?!Oely|mi@FNBNG>!>LE7R5QJRa*N3*Ax06OW3
zVPY;{vMsSzIgdUO^6NVtZazNyN50iQP>EXnF%_y^)eS3}a|w;FYB5l21RI|u`CaUN
z?0lwj9o5&QiO-;5i^KJKR0&HbVY@+f4Lo+wQA2Z!yB;iPau(i&3x1p3wOvOWk)T$e
zlLsvkYTw$c58DroIqu2xvVn5SccbCkxb_@P0#g9x2u~!?PvXOH@?`<ZB=DWb%`lPU
zoYBWdx(;zqsVi(WiP1#o45347bL&hfe)M+OSY?Ccn{2czIHohvx2}N>&A+$}^jiQ!
z2~JgRO|wf5C89YI9UVFeqvU5N$Z(~$@WU%X6N(;zqGJ_hL9;-*Dc}iYuG7~AG=Igm
zkP!E8y#EU}rMHZJZW4tV2}Z3Qn{#sxd%m%bzpOxlVZM9Lw}9~(sGc=-CU4lU?2z-T
zTPW2BR5~cjdm}&gUt3<YGfRmP?6s&6`S_BUd&u6!jzLKKWHMfST)%ZR*`{#yv^HR&
z+K7AbVD|9a!l1xL!K>@bi56Xf_B`VrSF3J&a$SOYJ3$d`AU6F19vTJ>lzcdsqo(?T
zj4zs7a03&3xsT%%p+KX=clZKMC-MuCF07a4v<1~**}Ru3_RE$G`9AAdYh3n;)1A*H
zVj)%@io~+mu0Q%19-*@1U&^^$wY5fHTxjznfcw?)6YtApA&q>4yBCL7iBPO{!exb-
z>56z9^t(%R{}_=MncH@(d;c2t$$^_}o?>mMv4iR|4qb=lVqy^w9()oK$`-^&ZIecb
z(Gyc{Iy#XAa|)NTp19btux5v@FZiaBGR&SP>W=0!dKA#62ZnIY54w8R(SwA>ZYJQW
zkKsK{M6ysZ{T;f?jGM=MHuUI{_N_~R9Ags{q*#`*N&Ms{rB8E^hs<7#=-TPc#pSw2
zPkd-J4am3Al;X0e`})cXLAgt|43kgU@~Y*9-M^7pxcD8oshRki9d;;-&o60)W^Ei_
zwQ&I_2NT$MgEK0OTZj_)Eh3j&GF6zqe9|C>fG>oF>r-b^D=94{5Nx5^t1M7OMqz#K
ze<6n6q=R@b%1CZ$TI-I5TQr=Dm>Q1fZL6fXetX@GYV<%1VPZ73JFa6FY)ypHw&OS*
zVQA`sFlf9L4X~iyik8{J5(mgnM!%*mzW`LIy;IXV@uHPSB`rs$-oyk~R`Nuh6-|dy
z&{Yr2(Ms;pWdpV0TL1)M6DSJ0r+WY1w+~7Y8H40w>&~{-^vtghdw$v)QIXAa&@|*A
zxb5fn^{5&1Cgf4dwiM4<Xha<Y<U@XNsZW|;R$PaYlH=|xEIEsSeWT2PP{bqe9X;}A
z*9x|MFSrl#S9X6&!XHW1lg8aUg-(CI==iX)ku{9+gu$rnsfZIW4yle2Z*3LpeO19h
zKEHy#GU0%n>-W>fwg#DrsGm60>fCp$F0JffpNAt4%@R_rq2(yd^kV&PvEGKi;bZ!!
zBH)3G^Nw(?5TmFsG|0c6uAtmLCVtN_f0eOBSc3}~-g7DyGByHJqK}Kl_!A1fx6RNq
z6}@#=*67F~P9EX2(fUOLo6t2oO&c3QF;CO%Fw12p7SZlt`4;RSi*dI$eC|axJg~?U
zLKO-viu{4g^#R};a=FlOxi`7Hqk5%_!|OlV`iBEyxcH0m+UuN?c=>)^4%B<0SmCMY
zYW?@Fr*O2V5$OrN=^k~$#+oWuLjsB4^OQ*Q$MljN(Pp@QOhLuOpW*35AQHwv={&;t
zmsiU^maM}bFe!Q@0Or)S9)H6=tM6-$uH`EV_o|BcoZ_12p_GF`{4YU3rSv_IH1k2t
zb>!zBWXXo9Lf9{jQbK#AxWYN`JRAgbV<CJ)ev*fC8%jmu=TVt2Z15)RPH^dZPm-x`
zUGQDAM}cwnLw=T`uv;Bf?5h8%)csGdqAlg(8MySv$h}hv8Eb?@1;gb7^?VH|88Esv
z&_i)RSeQQyAJ+T6HsgXR-bhytP{@$n{b{zV!s4SUbYGIV(#ojwy^CdHAQb6kN6R*A
zOhE=j8uqb@b2nOGw^~4oqG&LoYVIz%*~?!1>MXjVZ*!i=DNndR;;w$I)%XL?@AexQ
zDD;s4cL@&0gf(iyhBZLTPW;KPKk;r*^rxp}pI=#xvMOl<_Xuihj%;~R31R&j()Tk0
z`Zfy6vjUYYsbBF88br*NO)bseV00llNg<n<;C#96;DtP4ko?@^&}T7LkN6wt4|;M)
z;iH0~p_XK{OHcT@P~FE6Z&BUbE?&in6sM;79oo8|E3Fo0?WSfjn#M-*wZ`s74Fq{t
zuIxDpVULoJeGzOO4S@-!>2#jLY;D@j+NoKno_=LUT3T}cw1TTDUHeQ;brAv$BaJc5
z+s5orwZuCCqR*@9DrAITfz?!(xTD)vN-wlMK`$xZ=BT>nUFPWS?;DoYsjT}S%e&JS
zFXHd+z7IgCs*}YZ4wYVN@v_<<qvE-T+c<pd%H^o%J${fpW$)4w%Y_=iDQt0W`C-7g
z8$4?2W!oa#L){OsY7axacrioU4^eN9o<3cATo@C~;4mu)RU(|%d)<hh-hsr&vfO&A
z5tHZ7?4;Qjpo%2yn-C5g9&}sgjMgZb%=D_Ce|J1N%4qnOIz|fWQ}SCsKD+{}_1_!Q
ziK{x9P$yG4>e}~6o-(J6Rk&i>KmBHFb*N43Qn3{nIajfkAyfotfBo)wuQA<I?>?@k
z_p)0jt65E^Wo%f{E;?1=))$K8q9!?CaEMn_J`UbLK~sv}tS?QP_j+A*8D=ARFw!-@
zEe>7n*?*Dzdm=vtZUeOAw-u(JpT9<T|03|6@Onjn^0w<Dt2ul*j$Z4n?b~vXONyk-
z8}YmmA9t_9Ys{(a*xt~}rsy6)-R41BN@RTJc={2s>4x=Usm|}=)KM~L>7d4&+$t?_
zh60N@%U9qXctgO$Q@(GDg^BD^fwmNK&zJ@IksW4(8tbBQUM&^r+rQSboqM<PEP%9i
zz);}}j193mN#U_rE;>?q4P5^pdneL@4tt_lFsgNrN?yfPV|*vA;Jh;Q+*!x@ocrz@
z!gx7Ub{7%w%fNcfNb36it8kC{Io-rIu7b>>-G!cSSZ<6}T{Sm1XZ;=~M3YJPzJ49J
zm@DCnJ_T0v;pp57XOofeo4VVLuTYJwhvo}`ya$Itng^b$T*nTbcvK{`4~HB+(el<y
zhAVvEO(x}VA+HYKX?iKMv^k4cWAaxuTQvlHT!44tXMm{^xZDPxD`qA4$K6n$Dlega
zg!wOlBhTP?L>0Yyb2pj)SymbTwy9E2cl0Y}DEH26P+k4Jmcu=ITp8}aE@WED%k{Ls
zx82nEkZGtIA!nn2fi^nA5~Q<}tsNh^9SoAM4ly5uK|GCOmuKwVNt)J-Og+_ZKo>2h
zd^nG$z||UDn_jH+N`D_CIUX%zwAMkMEKDZMy$Ql1$Np9}b#onV;hKq1oHN(<txKh4
zW$cWMnD8JQT$*23ESeC1ZB0Y3tXim&nIEZ(?qTSbiUgn7+F_3K^Q`eJbdy*mirE1r
z$X9aM?Oxxq1|IZGM2ypy291r)U85woGHBIppd5uhY}opNYW;OLF|iQ<8#*#i3&oV6
z=ea~b`MziRj*jC3taJ}Hc+#u#Ga_`<IFlqhSM&01D7x&}B@I7%^!h!hF)^=h-NHh&
z;(lv<NM6kHXF~DPI*++%rJSHUvbZH7f*OIQOmM)xg|%gMbw<^j?^0_Et!gVvUeznN
zWvjZRyhpP7=yZR26=xH7QF$;dtYQ@3P|w%$JV1u8m%n(cVBQ@8bO*GR%cKO7Qg-+&
z%YSUbI_KDGI4Z^HiJP}=0PeV}A*MkDjdTQtVa<o(sx8;}2i>1KjSMvMm<R2ei*NEo
zd#OLpaa}P-ugcHhxjk0Te0tL5`aqqvi9(TWPebL+t$9`I^vHoq)G=pB67os43Ur@T
zmAr7suBkEZd632hA8z}|*f|Mm&=_8B>n1g(j%4Vq!c?TZ`}`<>LY=L|@j*xdYE89;
zJv%?N{HM9P0J3!F<{hs`OykuiwQLq&I*m>r+PI@i8Op6rm{IdqGjjXX3V=+8?GFy=
z9D+-)@(mhftXt<=VtZofHb)M5JQM)txcA_}kj1FYcull*{l2L#KvE2x`tPG42mu|C
zU=9W>esF8v3B^ddBB2`5hKJH3UNaKos!y#xKK?d^8dx4LZ|IA6ei9qFWAEv4Fv^ei
znrYy??v9fFl>X2@E;al5jEMe&JCn5S+4tG^9lz$P@ljUJlh+M~guUC?kVY=o<|&}L
z^nXQRwcecsN7Z7*py8#k(UB3^)prnH5QawSq*fk>2u-k2Y5D-DFlM1sY+W4cf91A}
zT{v03tEy)iG4IT8pkf9q39eHw9`<=2NLKjnn8s=ZJ2{N)B-OrOL{O2CUscM#5coTz
z6`^YHBvKW4C6o(V%j9`3`#y$g>5U|9(5PR^jfij@2BNw1;GE5g<nuqbi<k<=ueGP$
zkPYdvv+{0#Yr!Q)jNiEV!U%+V#;#8-h&(nYRJfp>|KQz$tMvNM#T#M=jgsIdw(P*p
z{1|g}5^c8|+~6H?&-e3|)K#+BzYpZJtJdHP;9Q@xc;Jj_{IZT6(0VUC$J)BSL?0o?
zTDyAh3rA#s`^Bz3w#-&r9*UpaPM}UUW{|Y>`Rm0RMv+L<3&hz7?vFm^pZ-L}-1vvO
zL%jZ5TnfTQ7B?l(CO+$~E|<af1RMO7M;vrQ#l$ovuO@&qVOg|Y&8A94NiO44ck^{F
zbpktIL&6XI+^?9CFzJb^>nd~<SUHx~$K0ie+S%Kx#^qMH$O=ucOSn53JtfZ@WDgR4
zeaPL94M=<Q=iaX{lIcr&-=B<SPAsf#d&Z*=qYy$M6lR4<jw2CRi11f{hT$Q9hKGCe
z+BH8A8|M`Nj<q0pP4A+;nw%;XyXxjX?EbA9yt|-RT!P|L?s-DdlhQ|KVyvvVPaq2H
zKk|P#KzIRFS%u?+ZH-kvNY<#St?jM0n=ywn@MGqpQanF;bb6^ly%_|1PHzJixOH<3
z?)a};22)d04AwwkBX&Zp;#v}-qmj;b)UcFVMCPMaRf}V*Rg-r?cb5&hTtU1ylNNZu
z^0{#U**mcE(N&q_1y$J9JISKahVDzuHJjf!mOu=f2@1?!2;$<GBn4M00&)CK88`fU
z4IE`J#M`k`*xQQ4LX4&!h5K*Kf(mW%C*R1_57*ayPQ{M5i+nO6<g*0xvcR9%W}2@U
zCayJAwd|82)IupcW7~s9+}6nF*)LPwmp^c2zk0rUX0Z4>zC&lD7~(s=-|jy9+*=Zk
zqXeLufuEeSkr;mY&*{(C(&d6F)B)1n2C2QM-|(ff2NvX%s-Jbiv)9_y6$X(vvdJxH
z{e~xa;BxYbc>7kvUpKz760%o<ytfi3)og8Vf*w&F5J7AT*v|;6@V%x3S<L~ae0u>R
zYu)GL%`~mzpIj5PnNTS+>&nW>VYBP_8ALTu+^PSL3DCTYQt<4ELKD+;CR%45P)6=h
z9RFJJwWUSj*_S83VfXoLbNICjA{KHimx(r?Qd?h_eA>r`9<qSRJS_Y0HvuGwr9(p?
ztkPzZ3*V{Ct}6+W_FT^`L--mOnoD5;7=myeW`JHS9c^`?Wt|5nhwJPRN886th>!nb
zUT_}rfrXG8&D5w7%OZ6M2y;DxSN4J`55K?)VHCFS5st-V@JaU+NHLkvgFxp1_!)nm
zjE9nT_hhsCV1NJl20x$QzfU39FB&gF-)p<y<dO=G8SwwJ(0Qbr)fE-}kmK<LM%8y&
zGrX7(9dPt^99>K;@Mq)%e<3>BwHLmXibnQb0SO33)g@L`qVrhc>BXkhPusqE;S*#=
zSk%mfiiwK5KxA%$H6*2VG+*QJ^fIjX{5WR^5wS3be@1;K;C_&jmy>hT&DAwda)0(x
zh&(%S^7dK~8tl9ZGyUO_+v`w-pnyP6iiC$Op5Ai;m8}_ISzCw-W}rk(`c|CG9fhaA
zjoam0(F~;&HJs==a!u>LPnx(1sXy+Zj=oxfZ#(5<eeAaP`_aZ8ct25a&-Xy9h6s6o
z9z3n-A}_bM{q%C|m&xk+R(FwY8coliKi{NyQHjgU%*>c7yL2<XF^rFwm!CS8<mX9e
zQdo1Z>Ecj2(HLn&HlZv2<s4-#t(dr&Sx3?}`L7955EPtVB~n#!u5t$EqHIV7fZ3A`
zLMj3*_oPnuRcp2f^cc#%6>qgTZYO`J!|8jOJuJfddp^;I;yCUw=pF5?G%J(q0s{As
z>~SkWr>=l%o!3`396Q%{D*c6|5l~@w#pm&^jtVU(e!?i{L?cnWfW(`AY<BM+=_;_O
zj^bv|xtSB1WPbb@Z(TiwQ-bI3^K1lDMis-~&o96z9Aw?JDGMzmBqRwT%FfkIlMqd-
z42jQaAf+zwXJSqoX(WgTeZMj|qo<pLZH3(u*B$!K4G|fV0FC}PQ5OXAs-QS=E9ba<
z_Jad3Cmeh4Ja(G3sv4JvVDaJ{UPPbVzTsDwEWu7A$mQ5mw+UXPzcP+7yA+Q`a(j~g
zGTJ<Hh2bqB^p5;qECCQGW4W^-DLj~$=oW33YU*7G?_d;79}~Xa)NA6I>a&L!{q*5N
zvNDxjsII4{xJe~X9dD#VMZqJFc}pQR%6ikXOXkPPZM_?HRF@~?mqmT_pPGS-HN8Em
z;N}t8&4rcU<rqF9cOfMmy?iLS;Q`4Df|srw@veUF739z^B&$F~Cz0G`oOi$1=v-W%
z?7;C+AInHQ+`+;_7_%w(k}G~3_kg~#V_PKiG|n@EL6w=L2FRG>!LGBJlynDP%~Gh?
zns1+AT2|KUP&$c`M^m_`=Ce)i`68-SQim&LQE_o>G`G3bKliTd50VdQ*`(-Hql@HR
zLR|?P?ID}Uwjzg%d8#Nk+LCj12g`X`@aE{)LN<ajuR~`5#xXy$HW)`|o)!3;;;G@t
z8=!O9djm+AWEJ0lGb#b%o6|R0soui92E?|aVPFVmfdxC^WT&bjo{E~ff-ZsV*--Jj
z@4rwmL0Ge6Z$S?r?(>%~uL@LCCC7ms{$aZ~v+od|hH-D3&BKGBOQ*d;lz*lJVba%~
z=qx~p4q}8jdGs$AaL@~7`1#Mn^PiVo{$Ic3;4eEnbe3(mLzje^n>8>3A*tmq{P(gR
zff%1M;f+_(B?k8vO){j{^uQ9&Z$`+Z^&+~PYT(czfPySXO9_5hzk^#4Sj<dowd<0)
zwa%O&^inAR6f_5Z(CpL{h8G5+1|pmgh@k*TD4;?|ug%VO!`Q+mB64K}6XAH?9=>Fw
zJY=rCf#Dq7;3075U>LxkVUyfKAc`>{ag5(?S~lXaMZ_0k$AjW<hzJPI4iZ8J5Qt}u
zMkkw;2h+jai!j*C{`#d1V`QeUFXCWl)aD&G;ubpX0D(AYZ4RN9`wG+OAw6WUzbz{(
zt8RGmox&Z+Uuo!9{VQPcEQt}${{Q~eqQeWIbPE^k|I@o%HQqR-VdNWl_Tpv``dt;}
M?#dS4e)!`50IIo3mjD0&

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/rook_synthesised.csv b/modelling/data/abingdon-all/resident/rook_synthesised.csv
new file mode 100644
index 0000000..fcae727
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/rook_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,16,0.3066103,15.807246238533846
+2,15,0.16238049999999998,8.371501374338191
+3,10,0.3805041,19.61682958293217
+4,31,0.5849674,30.157903153660932
+5,19,0.3462412,17.850411112495067
+6,0,0.06513453,3.3580005444734566
+7,1,0.0064591250000000005,0.33299918287308006
+8,0,0.03348175,1.726146403910862
+9,2,0.05143219,2.6515785409591857
+10,7,0.06983871,3.6005238113382236
+11,16,0.07906972,4.076427093453561
+12,13,0.1604304,8.27096427271517
diff --git a/modelling/data/abingdon-all/resident/rook_synthesised.png b/modelling/data/abingdon-all/resident/rook_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..af8d77fbd9d2751e44bfdaf2d128153c68a38c79
GIT binary patch
literal 82384
zcmd43XH=72_cs{OsE7!+C>9h@Z$Tx1iqeaS6{SnB3ZeH70V1eaKu|%D8hQ&o^o~dk
zBuIxqKoLR-ASI!MBy-~P{Ab=-Yu5W==F4O)SF$9AT<1Dx?_b-#)6#grb@<F-2n53Q
z=;2)*2n2c`0%2b{bO8L#^SmA>@FeGT&(KTP)yB*BnFk!A{>;nG$<@or{<)A3+{4q}
z)kRYL`ZaMGn2?>9mz$@YgoN||`3`Yc4_k>A6K@>&6b`qCMxGGJ$z!ZPY__O=9S9o)
z^60M0Q@<qgB-GCoPVHE;D0q~Zy|R)e=4}6XG9*3xB%g%1SY2mX^SVVQtgboT%qgU8
z((LhMgVy3oQQmhFGfDn*_^n6L@m)Pz8wwl08$DN({Ygam=$<ZrJpYVGjVU|$)!^~s
z@-hC!qyKpgxn1(lDd>M*^LQVM`0rcZ%I&`oz7gwj_Z)l1e_lb-kA`Uf_oeom=F9(i
z`65@<^7wyV-X1)EjkS8<A+*Tz|GSUPDsh>VYy19PM%v`Qo7;qF<U3xGfT@co+CH9F
zO=2i*_NnF{y5k?Qd}?fC{5sn1PLOlh?#?H{CKHHI0Be!%W|f!UY}i}J?zRdtQf+z@
z@;qj{^UWJ-<-F!o`CaR^d4-=G@;>>`CGexHrQ#-H4OK@+C+6$d+-&v4#qYeDgB2s@
zXz8gyU4Chor!u9fUnjS7ZnqiyQ{3cM;X0+XifE0^_%UQ)vCOr*J4N;_pcg4_O?Xn)
zIs~z^9<OWB5QxmLNo5G+t$<ZWq<7;V*YWZ$ghhqJP)tfn5gZ#UTV-Goq-UGt9!B&h
zof|4Llh35zvo33HKIc1;cHOGoZxsW%^Wn^`a!-;5X*WsQHHGLm!}a0R^=}+nufu<2
zJdjrwGby<j&iDQ}U$y;IW5eQLUdBV;f)UiYi}LzDJ<~QVT6jb&`zs$9r%smI3DW4j
zve8k)p+Xbs=~2TMlP(rWdId3HNi2x5L(&iufV|MUV09eAqo=exe=*sAE*=-hX#c>!
zgk;iCRPtB`owg-!l=(PLd}z69s%U%LkN&5XdvPEq%7;Aq&!WpkcEybzNn&aYTw5Kb
zG+A?CIiMWnI9%|<vA7|7KvUVw-Q7KH#pS6VZMiBL88H#CRQTSjBY-}3z03;Uapckf
z+CXAe`R9c%@N=$&%3g%L$M3frw4tI~8}zNIrB4q8IJ~9VAVREfs7QVs4}Wh1hv#{c
zaA%}lOmE*0mtCozNqW&z@~qVhT#n;VzFsZ447-VyXnIvJ^|r^UAqN#aZdBPk5N8n_
z@0u7ZW+EqDXCsyiaigcDmpNI}=nk#(bw10B`(J}~@utrRG7ou=Kp@(Y5!#U3gWI$z
zW>M=KZh6%$rJdi=fhyX_SUm><KWA$2)}-$}C2IE<(d4vf^@N-50#jje#K4W-@iO@1
zG@9XXJ{Np>FfaOZbaXQP%q@pZ0mT5BEquIWPG3-=@=0^Qv}lS0ZK%LV_vHbu{>Ksx
znGq2Y85*$Y`1rh>lz{HMi*~Jw%fX2}-^=`+c0xJDFRxRI%p1l{<XyUBuIvmGv`poL
zCu_Yu9jb&cUCPr#>({Q-E|vSO{kkBC*qH0BUC2&Minxey_IXlVGj~Shp_ws!tu}af
zLBtlhq?x7mC25_LnxLUbd8!C5Oe5ROeR;eB>z_QA<cX7Ar0S#a7v<#%3oj{aQ%r{M
zCz??^%GtK!qOPuP!xrI>Z{1Yb0|I3ooEMpv!*xfO1Czb_AMJuez*#6bf8A@o?}c3G
zJuY<BhOLS@b0eUYOWH3=^;rQ@qH#NY!&EAe5E%rnJIT|*X!3QbWm$4uV-QVlHR{!?
z{UpVyQmY5HcH6e7ApP{NII`f?;`;UXm=Baz0erX9=*M|w##$7vR6JtndBqbiM6p4k
z@z7~CXO(n<OPxBuloMDe6Uf3kR>IdDLkil=QKmm4RJj`1pTklNlDgs)M&8kH`XrC}
zmpEc^ZC7%V(z~KX4xS~DQV_TuGG^<Gvn{G+gM^nTQKtGms3WS$$7^V4L~g`0Ny^Nz
z)7Pi{n+P=m3VtOFus7sTDE~3{5~Q`?Xc-gH%9J@_yM75<wzp)#T%^-2rA-=XD|MWT
zTmBXpXWNmll(wSeUCPqZ=f~n4_SyO89@7G^Q)%w2#0IEKm1PUNnfH*M1F^nlz_-o?
zye|hV!SEG?ZcP8#x{OkM^af5IFI!1vpkzI5@&pb-c*0CU=?@VzsjPl(W#wFXa0JvP
zvw|QUU0t&)SFYfcK$W@QTwCEdBDY0YZsk_qbTO!K&@-6r{?f4IFqA)=Anj`2*kNAn
zmWBr9khuKo*RLd>Cr=`_8vnU?|2JXv&(GGPpRI2YRi!4NfU#4Tz_EA4rzq}F&w&NN
zFj5dJ?v$kwyisIS)RxlfD-K>$RN(qMPbAo1rggrn;+vxipkm{Ez*qE|{r!7?0l&OY
z0s8)jGepL}|NdJI4o8DCf?P!mKsR?(Sj{3$$%f<CDfPH0rQOat98Sgk+|tq+#Q?A7
z>%}@*@2f0Q63;dL8ZWha<J$xl7O$tnt+btr0fobP;~Wy%fY|b>tos?p&%WXcR?(B`
ziB}{|w&S9ij%AL&Kwak?UBx3A7<4dwm*`A3H6nP*uYKojAdIj5agq++^INqdAli!L
z@wMO^)<`*zKec3z6q=Agh1I={$~Pz$aGP*#+?flcos)5E9s=w7f=*7@M4HPVc-`=T
zyuFL<?)Ko~mx4|E7Ye?6_l|Ar#P3PpDXvjmEM55`*>7)iKohz`12<wn*|Fo=l`CCF
zE~6!BOOz1{iS-)n((Xpnf#t8WaFkgJ{u;jQ90E_u%%S&6PgVE#_nU&MkiSJ=U>ZGJ
z#ngC`<`8?*M8AwaPs2W2FCzXh(-D(PSLje!y(R57eVc?Co!TLxR`YdpB7ONys7Tk*
z-Cqh#@iOkun{9K?@iJ$guhw1B%|1T1<=R9a)+;twTy@`UiX>wOgAbng?%AkDyY&Nu
z)F#cvnz*bfb>NcaHwuxv3px9ObH>)H@FJRZpe5i|H`nES{EJW0l7H?bj};h6j`U|e
ze(ViE*w1$Wdk9^vXEJC+2}LTrzFNHg&z;q{nVy~=_NKdIaZ<E&DaT=$Z89_;*7wXJ
zRRI7dt(n!|(V9NP-mApPTUPByT-`(!6(=j6w;djd)>K;9-D+Yc7b_c>y1&L)p!Ew)
zR~xoc9GMI{j{YF>ta}h;$N)#LWYllqL~qVp6}P$Ynf?i^nW}J%+nB|N9#3ih4eIRE
zd3XDP><^gUecTE>ZcK3Xb6mTI*Ic?jU((R(DzIoG-tzeU&{fMCmn6$Z8^6A;Y@^KF
z!)#SQ0qu?B;|}tt*dxnLL-RN&NkN4ozgj;~;lE+CS{p>8%372yd!IPoeC0jVLNVkz
zqVUqQkh`4Oh|oxAspn5weSg{<N5uGb`-$q(CD5U~;MUeMOQ0pq?H^GbdEd}p|DN{<
zm76iT!K%T;7olb(zTedS-9`25-GMYg1;0M;3HJ`!r8h@T|JtuWRyea14b@a=83t8C
z%5n<1HzP<yJ_)3b*%Ikx7)<iU7M0*i;^aGd;#3eR**A$Mc6q0XNyqQxyenPuq*0fP
z@XE}Ioj3Q)eax4~OPA;?b*nx_MuZL*pCpOe`3tV8-9$l#l*`2Y#45*re<cg@EyL#W
zN72G;t8YHb#V!?BhiEUMf&}UT*dpT3ASM+9Hr<A+?0$UnUMj4TBQ4BCDf<+u$V>S&
zRJu%#k7Xm73>B`3arY+h56oEIwpm%5oJ80#7Mh~g%|yzpZ6>t^F~Irp!#j3Fo-@<U
z(V!G1D)^V7!P*iX<yV!D@1drMo<3v+6oyK}GVI}O-kNUG$3wIcs|ezVPY?;-gi^#K
zS87PL!v#h&lXzlP3jPS^(}3Wr7)t4evM=@PIXN%4mDPzF&t{S`MCb+!0N;Jhq%|=&
zf)}p9<O_vTAmNkxg~oc*ak=9aj`A&^>S34dPHR=F6NPd_{Os78ew9i1R7Szs#^NeM
zN8<uCeR@KnoQIF>j`lWgo}9~0bn&QM01YQ(sSuyiVN~M*Z?28jkn5^px*};NX;H35
zZ&D;07y`&WcT%vtjSqQ!yw=<Cwv_!N_Kc48S_Pwg(1<<1T*CgliNAxn9SS`p)+y~g
ze$(|@@io4^O1gN>@6YTbCe2;Efp{$MsR~$GXc-EY(H9+WM^_kbp6^RjO@3i+&fLKx
zlPJ{SKg^Do{@Xv_G=xZN_DM-_J`5<^*xRZ);#$YFVD84D|2@nZ5pZL|rGBmbxpHiS
zId;B+4!dS}it`jfs%p~5Bm{3XO2Ve!3uiBz4-KN95V>YNO0hy^G4N(u2d1jsXX=-h
zJ;e+|eq@y1&RDhuH-<a!my)eJYU)O+Vu(7e2a8p<RB{;1y@Q$xjq=ABe+Z(U^fARs
zUR&I;eL?cXx=`zcBs6*Y*{l5bq5NsC7umXJM*VTg4IN}b9-paHm6wP2ME-%K{>o@)
z6%;bDfl%jE@#{U-;oXVNQ;dRGyM_SD`s7ra>On3+r3oVjfT#P0jm$JL-b=&Jx7u`D
z`xd#3liNcL6&28J^Lg)#c+eF-;FO%)RWLC3&)V>8k2nn-rUbIi2ufeFL_JZ8NGr^q
z++LeGAt+c}w^EDl>!_-AZx=2v3y2p;vGV$H@1$&pxCFY?uA{bGjaI8b>UQuFkn?&7
zZ^LCY*vQ-3(03^sf(3kVP@9qy0`$56j94JW+?XaVHElaPZ6_^cZe83MZbbkLnG8pd
z7@w+BDjbHJ>xU0SzT5#Y+p7SaMWwd(IVNU6Qni9Ivbf3T)iC8xO4d-shZ^=OqaWE9
zBZ>9?9h;1+?@4O~KF{2ZxYQBq)YBex%7`F^KFtiS7~Oav81(cv2@7D^Dm{>+jbd<C
z-*HU17>fo=L);o|4%v6hviU_I!B9~Xea}RH#L}p=w#P?_jIsRr?KOON)Q9NoaRKjN
zg|DwC2l^`=++dimZN)Y1Wi^kNuo#RkX#i$ip4+@zSkoohv1!aI7MoL^n8s1t54P#D
zb?xgK_12^@;YT<1Gvvg@#iwS*R{@9(ki`lH{!ytpD{plxdwIOvcv|0NmxMz4I83oa
zE^xE>Yvd=}3-8j0$4)9SIpi6C-YCl`J0CkmW0$w@|JU|;Zu*l%sb2nT>&$QQTQ+PD
zG*dH#sISW}R}$Gzw)2{9pbmBLmaOgfTBqWLB}zG54lkj4zq!Clra7btGXag6CrN&>
z_w6m>f;g(CW1(XKTPua&*AwIGe;e*Q*e<+mgt7V1$YdZyAa-mQ5-)f0!pfD5gysOc
z>aAJ@Tq9}3iuY4Jol0O^Qlf9_E)%No@$)&U%`tBpQofDewaorETJ6iGzXJZ#mcP?;
zAw0#A*XM+f*e$0~t%KYGJ-!VHqJ>Y9c*CZS$f;;)KhtAU|9n)hT?aToKI9T-=kZ&m
z2~65ER%2U&k#CLef9g+b@>w=sUAtVo)mmzfY<ouIlWO^>zTY~4N;aAf;C%1TxUM(4
zUvaigiQDP(r9{JCTr$*-E~3N2N|<D5Z}(@We-%gmVXM_3D-^0y^AXXL8YPPV{t~`M
z6px?_l)Q^nkY;j3lLaqP<?)QXpROwtHAE$2%RRf|DNK-&pghesIvGJbQh~fZX8j>W
zND(5m{<nBSnXn(<ZYXp95`1z6HZW)tCJ|wq+*?a#UK+IFt?JR>TvVWM4&Wl%sF!}Q
za{#<%86xS8V84Fw=-ETt;P%DF#?Cnz7^YUFk}==PL^lrbh`o4T+<GGtmaC)1Tn|2v
zLu@E#rznkE{q4ojHS4M``u65=a86^Po=}ePlM+5Q`>P`KvALMj4a=p66S8WnVf_7}
z&YFspnCL8Pi*{!zmqhh(_WeGlWUN22N0GB{!f)mS&V$(er8mU|cG;oj$2Y%FOK2%c
zs$+dTlB$qG>ZB<!R36lszpqUp2VfBmgr&+E+m6l~tvF?7AZf3{nV_F>|HI)<aj~PE
zr<54mGdRi`Xm@f^t|NJH7YoncTM5^m-DwO`C~h$~(57$gr^9#_esa`**`ob4ENc37
z8Amx$;8;>k9wm@U8s<u^I^>u<rB1e-{l?cuTvEuSvL2x=1>Z;bI;IliPLQdyl)vU&
zo|!7&HgfaFgJehsoq@5mGEW(K-cg%-JCj7AHBrkHe5ji2G{t~nBijW~V_??^=O8??
z+c5_rccECz%@PTETLmB)q#S4*Io#Z+)H0DvzUuaOfKZpMCCB6RI7b!s{<La9I*?ye
z*N(^|7qa5&Eo8!L$3Aw39>1wjS_1jCID~G9cV)Epie1FBzl2io><8NxP?N^xc4?MZ
zdzaR&g^YYY!EKCVi<1Sh`}gJ&U6VS<!-XaxE#&?ZiJw$Iyb`TIy4k*i`azo5S+xu>
z`O<zK*vp|X7k-lzIq!T7nIlR6CgT#Hlby4BQ5L$mQEvJ=d0Wh)(UiG6(v;MUY9JN7
z3WdtS{=ik+AO9*w($St=3P6Iu@dVQjzJwncr}f;BF5LeLncB5+2Ig5@z52#Y>+_Pt
zu}Sxia~jlI`b9E0XTIzieC5O%&m3K~7MGMKBsW>xpSWO>q0wu^YJ-79(_R_x<qEtw
zzGTPEv+aa|AM=?_d@JNd=Y1ff@tlCk4@6Ve#%xh190jp+<q_wtD%$rjguN3dcs2?!
zK`a@<PB;Nt2Gd;vSD-_}B_~V#qPG3G(XF6xYv3^d1&dhY3WwQq9;+N@jBN<MQ$YsP
zZk|krQJBRe$vpC?AA4n+Y)VU@nLt-pmj=%u`!iAf0=LlTJ}aL;f3A<ug!k^w<nh|6
zG}gl~i{CgUj&z=(?2&(DyzxZ8-CNoxfTg&2!<f{nCRw(l*yB~ZWqgA-t=c2p!`kCs
zLBGRN9aNo{8|*LLP@t$528PfFF049UR%g;Nwb%{1TfvA$uAfr4;@BFr6loe01FZ!3
z*VFa%0qg;s3A#V@dxuVJS~aO5_t`FE>AfVoP|~P!>;bMbzxN`sG&~31v2<ohd9$%(
zWR*FNT^}`C9-yr@O>qQ9ot4#*034vyoF9_<`~nam-yYTv@00uy&Q&Oeiwnda!EpFS
z1j$}~qS9)&QM3e@L>h0WpW%z%FdIbUS3+E{<{WBm|7IhdY65*J^3aag*sxcTW^bV{
zcFOkF$&K|*up5>4{;0l7!G>KXT$dYPD~Ay*n~J`Tx~XHS6=zD@dGAU*=7Uu(eLF5y
zJ}Ai%4V{A}_UgKpD`4&^dSAqfTH$WIQ*3=ECRzm>RldKwxiE891ZyrD?rFpPUUIvf
zG`@vYzz6wg>^Yw2dw`7<YhXUSvii3or%iV)R;Km6hV}s>t@o>=qCiWtWT?!B^Es;P
zHPo8^#x!oO;U|*V@qyo9-X}$_KX%B0_Vi}PgD9Wi@mKd5BPDPTe(dFnGno$%bOyy9
zyE{78`QeQ~K&NaJiym)89f#bu{<~;rVxiB+G^zK-!y5R$P^>~49tik<Pjq&uXg_SF
zx_meQ#@T4h)4n}YSS}HiQu`LVhI%y046hXFqk#Kx&^r6X_Zw1T^S&_g#_i`Kr=Fkw
z!k4seZ8-j92nzLg_Ny6EyT#l>GJOXl3hQ~1evzMsQbaGiIjejuJ2h<BKce?^?lW`e
z>Z5aV^3wO9^$G>Zlru4tb-ogA{8+il)7@f*RvmpsZ5isdUIhx#*@m&6{%cRvtfN2p
zs~I2PGQPT)WK@Ee6!mq-8`&4J(I)=%)Vs7|qNu@}NG?9V%BAvLeB7nSv3|-HYWc9@
zCawAL3iQT6sD5liVjTS9xN@bMrx_xY0Udf;fp?)fi8>&o`s=01HHxU0Qokoc7okH%
z72fT_eCW62t-DRZ^dva8XR`zu>EBHpUA16-J|hrIU*-s)H8Iv@eDqfd8@?~#RmO^L
zklVjmy7=2O$#UNPOvaY7$hGIUe#0(yI&|(JLn_YqORa^%U5x)UhnY74PWu{HKt3I8
zFFA>em+YXyC(Cp+<d<)Xq(0{@p8z5to9Yhit(`?RY<ec%t8=u^R5M7Dzjj$!vRI7J
zr(wn0X;{)`6GJT_CCGYaN4MEgv^WzD)2j=FXFyR|h7mGPrz9k$$R$Jl0hdWiO*;1g
zi^KFo7-M=;n<MO>L{Ncc;0Gyz@ljIO!y1kz))32r6^sn1_eK{3`A%qw7mvVOXAAFV
zQ3%LW*_44Yb(G&PjvTY6e-tF@DhtH3powH`WwNg(PqTRjS5sxdRnFl6cJY++1ZWLQ
zH$<h#WjsjqS}-&c8m`|WB3^5(dl$fXM{e9$-Ypf%;Buy-WO|8JRPG~KNTtq6MnMq?
z#oV)1Pm;NwTJREjzu<Ss(3x9py*!maxAe!qrQn$x-$LW5N>uCI9gBTZ6NJzN>Ok2M
z=j{?_lEs@rVpHV@c%#v>E>fSpS-7t>H8-fyuS{cE@mai&kGg)I&b=({;Sr0HG14o#
zYV#<mB8V8U>*}4bj7h(VLQ+%Ktary}jHNP2k{yim@R9K3gES{`GNvth!ReL}U6~M$
zwQ;KID0Re|cWf>UG%S%Z-76T!zOsvjHnv6>;|40ND0j*q-eR6pI%3P4u!AI?K{qJ|
zZo94atWg_F@%);%2iVamWv6ES$uJ(qs8y7|a<tR0%aGfz+}R*J@ZjyA2Mquofc=_l
z07}Z_mzbF2Zc{+UT?Fv!K}b|73%mIU25+Z{Ub@s~RAgL{k5>C~mFRuTVbHDjuOz(8
zck(1DUk@FN2AVyQ=ClL!j;^ixg@uJ8U{WYqA`!TRTaL9r=G(V2Rc^1_-1zb!x6cal
zPs_pZpn^um?$V161)zmT*5ZL!WyW>p<{`fzAW-?}6`9ITmy*4I!#lbo<8ArnW2w7N
zW07ls8vHi1?I<l*TdyVi?YKG?x8e-`N`FVs$yEcwZcHXAd(D6JG(B8<^w_au>?_3v
z#VL;Kzq{@!5gBxv8R$&JpgCN!$!}_JqO@-%V&;SN;YpkCZ~wtbQ6-CgiT)il)8Q##
zCCEpOH6f9!Qowon<Dz>UFI5?2o+$0=Ls=N;sQYlvvrY+IIG<a@IJmCqrH!c$=Jx1v
zr2I<fRv?ho6t)m9)IERNHE=%+e0+QwJNABsOVp#dQ)b|+Z@z#3{(>&(|NB!QEf_cq
zY=p5HKjH(RA$T=_HEEM;pLM7E6Hod$sd+5N{NBjTUGi!Pg|d;Fm6{Yu)j$U<T5Y5i
z_2J*A7pWsww=G0{_7q7HN=ifu5Km5y6|+<oHX4uu2gevu$UUpll&L34GCy{be~-2A
z&P<8arEtoLFq%x>?*_v1nJJzI<Hhe%=*zN^bFX+c+$xvHFt*KfO=Y@QGYQ>b&YX%$
zmiP5h;t%yFrv$D)THQr5Hc*%3gds2f+-K3-MMJ4{TOS83r0j?wRt@uP5NH7d-Xmrt
zYasxlHS<lXR<s52WdpGA&Kn~@kX*6m7_%DJvcx{2461LGcuOsW!vl@=vxbx_-lf1W
zJz@VCOXb2vj4Gd)OYI+ZIAbgv0jHJ&HKr@3jP87agFk({c^|jTY0H$JEURZm_Kc3y
zTqkXAY;{@04^U+KyFO!%2w?k5pG<;XA#=JkcE<{1P6As=GVKFpDl+SwZeocQV{ZrG
z!jbDu*`FK5MW0z>JWaAc!_|yqi6Q$ACds{t&9f_R-HrAA9GgCBHTqjopL@_8t^V1%
zc%Ykm)V(Z11}jrp>mzDV)D!nld>ni;IbbnQCDE%3mj>@M9!_cCOROQ39SKj^%)IGT
zb`e{-H~o@33Fd+*HVn&$D;S^C!R}SetaimvO60!9uGz(R=|AYJtcsAtW>)^JjIA;H
z{H!#V!#UoG>i=wv$cL}^IX<ks6sJCKb4lp%nFLoOXR5zdtH<(gMZsN!vZ3rj{$nnr
zsj!!Xf-Qfe1Nmkqu{HLqu84C$==OCGFs}5sUwRx%p`1J{lH?W|{b)s2Dt64?J9K%&
z6Od-&`LRpzj_1HQ)3~w^p@1;OPE=F|tq3ej_LcE1SC84o(=|%BUNuM`J~M81ivOIY
zWTi=1dXSB=AUOdu3$zBT(aA_sX1P&@)c7~#g`2cVyC&Ub&-VMKqX=TR-stLM(NC5H
z0z%?z2TlOLA&)J4Sa{$H5VF1-dfgmM2Bz-qg|U)g&VLD7p6E1#6kZ9IL;NWexLJ@F
zhjBNqid}Yy&zO~60IoKK=h0s;`Kcw^pqPpyJ4FY6A!R;hea64fE-Qj3s5M2=x!neB
zX6L<GAf7o?UXf4)ehi6Zxntn-I)%N*%HZLW9D_h>F6Q7B<~h!?snuSve*E{L{pNpp
z`Tx$1UQ1iKU2fl(8UnUpCO}uOYeoO_*|!Y|4T!1$%3@Y=6Qj0AFfrnX5GK{m#wPoM
zo{vwZr>fu2`d1>j$9}*5H&5@wHazD0&KClQ*i?Y^2^-e$#m(ytKiQ2Gnc?tq-ixnl
zMgO$=b7&^T{rUdCc{<KT$^wezEOpfS|Eod&j@$d--%GqL6o;LiNY@4iRI}!*gWyu~
zACfK!3%A$2=KZhX|0;w`c3LJjnB?W<b$51Zm3IRVB6z&?_V#rBtDN^f=2!LdGeJKB
zMzhIZEB1fl0pHGFu6@>eAS)~D%J^&5lKngG=HGPh$xEC*eOiNO3#f<=Ktk=LX@auE
zdYrcjVds2r{4o{OOf?M+eJ3X`4bIQ;@e6xT9zHzeZ7}_2<5<eoet*yw+}YEC{^_f<
zO7<)UV$b<y-v1^N?(~G=`8nU~7n_^?=;7sw9By{22KOfCy_Y#?Yz-(^lS(IdrL8;X
zPH{0aSa}Y}?fsZXu?n~DiRm7PTrl!jAteQ^ybky*`#%@|5owuv!8(Yox%3Y+>Ei$7
z8Xzj|P3f$E4j%tc$q1fdmaz@M^+S;qzjSb&dBDa+18@G!_2;i_dcJB;E2)MZ(FWZR
zP}h^241H@}5e=_M0?>cXEfzs$BmcXR51Gugf6z^oa=sa`X(!St3w)Pk#7a%ReqjPJ
znC1)$hGx}NaGi&T$DK(%$cZO`x$@wWWJco?ilXM6`eJ4YUNRRS+{zcu(?pNgZhz0t
zPyBppaRr>%n4Kv_%<#&OmQ9$RdIUG22{G3bpCO4?(2b9e4*+tmH?Tggo<HAG7Yxj)
z+RgsQw`_V&wY9Y^0Mv2V9?A9;#>$3hi-}2^WHcESXp)?DY$~y?y(;QPHIMO(vOBGa
zn?o;ceV^*wF+GF;c@Qmg<kn>vbH%;J6sNTl5pl%!6dgG5DAz=`eFx@&I;Ow1GD+!?
z#LuUPi|e42g6{NNKu&P0E`Z-cpSAqHgrT&MKkPJ~^&6!N_7JC?Yzg}ykf(P~tgWU1
z<f8)IB0T_+yrzP-PSl#cIePA<!{B9+kGr6&oviMyTWv%GgFF|YBGA=Rc-<!J{XH9(
z$=8X9RYj3$<EG%COTgs@#*N%;jP53&yvM8Q2L%IDS;~4|kORR43HylH{`2#~QVJ06
zXc|1ymoD7{@TzZbXCv7g7=z-Q6-pqdfs+Ej1hix$BclMIZwywsTI76xF=VOu^A+zV
z8H1NwI$Y+r_B<K9OQWffTR(leLl6nutO<E|m&N=mU{>G4KAw2vEWMj}X_hDgir~7|
zKg^XKpw}j$Vxf!5fsH~SYEZK=Q1)PB_)O4xmk9854f257s^Q%K`?qzDR37va(DRR%
zECb=CP_(G}4oEZTfnwv`0zH}QOsL!i0`Mj<*7rL(;;rzAF?gJ;DnpFNzLmj!PVV=h
zDsV7zBLSDTL<$CNYMc4be#w8D_nD=U&Tr2|`IebS$*;)trYM?#sxI!P%sGB$DdUY|
z2iO?-pDsRdXnTJGw{%9z=_|l^`SL5(svwK-tkLRuF}{+vh%O$?e8ii>O_dpDYAWqy
zc3N@WJq8Zji`?>yw|Y<C*FT2B5#|Sfg9K9U!>fx^icO4NK+kN_l@owND6i5E(jtxk
zv#>3h2k*dx03u7cY5zHT(!NEN)6Q6HbJ)a{;t~fGKWl4aY9>72_~THSTt}2(F))bd
z!J>2cnWAkSqHK*)0UQ_ve)1-0EPqoSAl#4y$$>uPd>&$im;jc&eAKfF9s0g{YQ4Wv
zi5I9<8h-{ua|L`Sz2i0}Sg@_aruR(F6f5mAz|HA3zAjo^|GD^XOUuiH6o7f`ex%>i
z5QG`-?rq?gfLf-oxOU(I6cno4Pj~$^eztZVwjv-Ee64CI91uwAHNKv4<iD7wRaH5~
z5<^ppu6RR(MN)YpWyg?ZNbDF@xlCrb@CypA9^sG%agxJ^zH4nK<=O6VW0fkp5}XVh
zpj^@}Ud$lh>1MX9oE(+_?*Lk7V@FlmoPd-99fT~ZqJwsSz7fn<d3k{7&6ipMK~LJU
zb=8k0w6o^`u#fXaYKLfRR_5CBW2`!kHta5<ac)dt0jmz74YrCfkX4YlncM6L8$$qu
zs{J??rVT98q~=^@telv`Wn~`wuYnv8o-gm^V_?Pcjy{fqeNu3uAlSj_XCGp9Mt&$C
zqzEZW2Y>MtEwm6+&>IpxskmS16w7W3+ydQ$a5|VV8)p$<TUj-pAyp6vz)mfohTZ`7
z%eAxucSVb{dHka{`d&iZ&~|x3w*JxPGFI?Hu!I5Z%qxG~#e@jO7Rs!UkpEF;PhTid
z;C=%$cyJ*HwW45a&X-i71BpH1pgQZE2#jf&r7&*6qU!3sXs5B#lAfnRXFgsB^jz)W
z04B5+d~1kWduW^uP}Uwy4&RUgwP^`9lBX+TX$G<{oD(@9ABEH87hYWhJ5Kg=ev~q!
zI$G9&Fk0f7c&Hnto?_h|d2Z=R*wemV-HW$e51{SA21+Y#<K5oef9C_2XVozX-%SeM
zhO*gOcAs<Uje42&SRH~&=J0EHATNIV=HEQhmwe&&gWe$O1&N7J555UJI+4rs%41q8
z!A!a@%iC4$+Bo`Bf+Nw4=-_Fru9KKHdE-W*K<=c|u?#>72FGxc3XQ;RTAXS^ma^9~
zoT$6s3=8`Ru1%At(_MLi|I^O*RcvvJJ8`=!(m?wdFK@Uh_uY$)lWdT5oz>Win{YUT
zNfcB^>F+R00Pec%I`sKha@s=H+T!n90l{~=-h5{+WJ=WrTehfng%e0t&%9NfF9>no
zH-1r)8^54<OV-)19(s&kXwhVDR_oPO6*cJ!l1j%%R~?3u;^&raY;Z|=;o`LqQ9;yr
zmK~B~A@!R$diNp7KxB7+hU#dtBo7(K5F_+G2NfLz9V{7Xq2mSHzNFghwjaPJc`<@A
zc(%3g)7!L7P(r-i@!4u`!>{~Ms-(AxNQqS`flhb4J?ySY1FnCfXmO<eDRRqnsOnxG
zYQSZfWaZv|+Eyl{1F*}b(hdPpuew=moIECvurUdYu$^J#-de}b3g+3Y6ryg~vpfQ?
z6tp|vEn2*3lbw*Fh>#o0lNxBSeH&o3j(XK)Q#@7aoX897O$-7-K&>2&T&Q;8u${Y~
z@Taodt}48$Mm&6P`Tq9IJae_rVOws@Hx1QcTXy-iSB|KFa(CkKJ$hZo4Q1y;b-nov
zz(5vR_NngUL6o|VHLuXv_d8O16QN)IgMdB{ViKr&XG8?6x`IyEFUa_F(6s>%SgFhy
z>J7Kx(NSeFF?B$P-C~`ozW9<&(EeEXt#&$;vm7AYK)fT{B<MgnPmAdjo_KGYFICgC
zKn5_Mz7{Z0?QUg;Sgz10)K0u<4_y46%F=!aRYm|H7I$_WsQJSeqZE#nEQ5eS!D&gG
zn0);0d*8JJK$tDy4_U()v!PXLlUtRx#ho&F{W2X~*=5HQlvM$2Px+$=mLv#D5gnD{
zKX=-e{X(Ky5GYc+Krc^TW`HEsLYD{%_UF2jk3UxF+)cZWk`WU&rWSQRg_5s`H`Enj
z8yg9ZML%-2GrWGi6On5j6!UXvF-U{}wM8iRO|PkIP|36{Sdc-GMa*f;8<MMl4Fj!D
zMs-_pEc?>4;#E+Kec4-MTkKVIIAi&&d%j-RupA6U>7N{0{9s%%vg;C5(ww{OcuPl-
z&6X1aqDEaB&0}gO&VsFg^U=q9|L**x!LjeZrNa0ThkL-%xVc<icpXkhTeZu)zP=8_
zqBZvzb)<gt-oxkgUAG7U1o0%siY$N?<sP$Yihr8-X|!h#O@fSqM6%Jm*t}f`mbph#
z-f;*Im;g*%V|W&*AIbEiXJw|zwro1gv7gR-yR5`sS8h4^2Z&Ud0v6zH<68BifGcqe
z)!Z5VV;2BNStB%`Q^j=VvQ@Mwol=aX*dSuVkYTydM`DJ?Jax=Bg28<zt_@kl28826
zf0jncKxh(Z5<~MpGAOG^ro5#f0e3?c*e6b;ieTXJzK@C;0V&m)L0xG2y@<cjQ{Eq$
z;8)}DZQ&<Hk1dbSrgUa%B+I3(9Nu#?|HezY6j(3m*|5UwH<QTsxKl7bn3w*$`&~j)
zaPf^Y&@>r7?e4YqZc98{Hv`s!|5v(mT%6Rls9+qH2GXWMX>5&UWs<kd1o4x(po=V7
z2E>9gD9`)ESd5~@jgn3=j=!f~`D%KGh3oyyJ=C`24N^*PhV}1*q!S0f$m>0zQ97zQ
z<ch}~Dsp2oUS*z17+ja3!}U%s>v%WF!3*ziI{u?S#tW)y*0UD8wkknJ8uHfWKWJ8T
z`D0k&Zd}Uaq+GS@WBuoATt6Rh47K^UeIc6Mawh1{)u0=$(M99|g+a5w^dTnXZP9fW
z#FT&i31r03K&FtdxLqLCsb^r81zN<3TGWa2D?{iw0NL|_BeMYTt(QYA1ajfY+&}01
zHv+k$PLqzl=My?FY!cTNHDdBbV1%DH?y{t>9oR<z7d#K2Z=P>rP$Y67rBG?-$_fll
z4twQ=lVm$({)g%mAOVd*E=_bFTfW*UBy;l0A1Ahcmf43HG5TZ!*v-yQfh?!QtPDLu
zB_-&2+~V%b;`v02s{LqR*2ll_IQ~O*!P!QJ^M&!X!KrYGMsT$5FYGQAkASdpQv65{
zFsjl)W;oYpc^vTfSbGPjF`F#Ri#&P(c;iEJZb<5pESEUG##LDRafR#XI9vLk>PNLs
zd#1_0cdXjl1>gX|f&*a~J|FP|Y-<wd`viay^TEa&Zw#u7g&7^Ywn^NhuOhb&+*1d4
z-+QB1+7Ubl0Ou}r5COSeWBjKwW+tVjwA!gUsJLNjfpm$0Ej0Q2?Wf<)H`{3g?Jx=T
z<*J@Xuz;+`-I<Ok-&jxrQ(O`FpsBzObuAhP<g&<8_7?|fejVno?|L5RocI1Nu28`}
zxaFWjgt$fHMAu=8b(pcdqM{l2YI@Pa>g&q`4G3Qn3B<SfHW}=YZk6^Hon`%7b8mwQ
z<rcaI%U3tVS;_|_R3zOoB0vGe{EX}UN?8&@*5f!iEC^Wlv-m@GwTx{dt1v5b9)6#|
z!snIq;0S(6NXU<giAild0J(h{{j}m~-8nBkpWw!8&%PX}EHr6P26Ynx+5h<I{`(*l
zC-Q+`8b@#ekwX^kvwbcc_443kysBRQ(<__qFc}B$`{BH&Kp0pzWD5{tV=?3Mz9O?v
z@%H5)5vAqJ1_ewV$P{+)Y%hIP^~-C)lAdza$fB_f_ogDfk@md|*eSoJ|5eC19Jc|I
zlNkjCFcEhVNlD$(Qf=Al0a1B*`9ZVWY%&r*^Dd;sB_*BBxfxHH{AKlk)`MAAc=rJ=
zc2&vQxzb;LI(Avsf8E-4dvChsB?TlRB?ry+L0)y@-?hg4ygDXfVBl0AT<jZLMV~7W
zo9&ZiUF+>@cki|5zTtW;DC3sO0t2?$JHSt}V5Jg42q7<DZ&LLtx1f^gJVWaE)N$KW
z4O}A<SEI{81$uA&iLrb2>VJfo_K3+YwN8Od>@ShdZ0+|~+Lf+P7WLh7rrED2dL~h0
zZqdpwW_*^D%GY0^zvf^4ziBRMN)oY(6^JdD)w?Y}Qm!ZX_FKO?`Cm~)MC8Hs>(@b5
z^i@JeQR5BF$I^wRj3r`OVPOrvJlohE&{$=a0rPrlr!^S%W2C?+dN&=S)dGi;?8X<(
z&LrQu!|$=kCwe)5ZeQkr;K)a+_fTn?1kY}N=Fsez-rqHleb?Qb%S7(?U71+ea{}3W
zfXR}nbG?Zh&dNweAjvjP+$?lL7joN(<~<Ocl?~4;>({$DXSpWqP)oje<$Tu;el9o7
zxgOm}a}FO~@re45w(|6>Hvg$)K$JFEnI#+^s1Zw<(Hb7H%B;*effc*N;W2n6`CR&b
zNKC^O(MjfU{u9hE`E6(2r;M)LJL4C3BjKo)4c$ct)2Q=grMN5NW&gThJq;BcxUV8V
znhYaVXU27%VPQmR06Y3#pES<}!aU1sz&+G>>{1Iz{U&I>Z+ibVW(aE}&F`tw0T<M-
zKGdO9Xi|k+7y#23-Lq@X>yC&$H)~SMt_>-x{`H3Yp^CR$5gLh7>dK7m4Be_`RPP@^
zvhfRm%DIQ8No5jeaPq5O!Ak3$7maH?vbGoik<0@Y;o}fv4w#xs;0ZvWuX)dk-+DKe
zhyE2zos|8fvGAMbJv~uX&P><Lazw_+S&&VXog;piIb`aXIz_k${9<$@>^L!moyX$%
zEx|P%@;&JLFdFrdsHC|&b!7z=jq;ijv=Ip2ekSs6VFRyhKv^83yiwk3i5LCeh$jRg
zcLz}AUJL!HTT38Y>&33lt+=VxhvM(#H?2gTiZO7L?Y~F<{g`jGelEc=>HG%BHEID)
z3)~cOaC9G<RJrKs=zQK#83umEs!~pp$9tE$WvLIRCGWEo;V>@#Y#^U}I43`x_h7f3
z-&Ljskjgf1Au(M}sg(iVHPq$n!q^~NwTpRpu^s6ZWa1{_&C2X@c&6S=W@U~{?}mn5
zfo(@oUo73eyT@l?=!)a!^w<gq73{!oI&=Rlyg_8XUVSVZAF?$3<fE{Xuy@@=9@^#7
zt2@ph5T-HxV~%47=m6eex&&Il0=>kbEwjd)le(bvBng#4zh<<7)Lzp58oLhnx8IuQ
zK?(2%qKvHS9Fn#yEppl6AFs!P0!o3^41jvj>iiZTWTIF(bdLANa*fct&Vrm@$B$4!
zz>TxZkqr`)d>ZYGZg4Ebg(uI|dCmvv+?n0uA6dOzp{Q=W6J4jcY~*TLt`k_`a&}OS
zI|%dL9(fJ%(&gOv{R*_OM=hu;eh2PNof9ua8E;GR!IHPK%N@UXwdFvWLC5dL{^RgS
z?W9GZdt+)YO8^EMK+(s|!VCEz3l97tnR~pNJKz6aM%pG25C)Z*JDTdra(XNo@rE+D
zfI=>4x@N2-<l!UlcSroc%KH{c^3p+lr+^GL(5hb?%9jXm-8=aHgFAP)!Q|0?j<^$z
ztuF{c*rn`;iF5vmNb=Z|ifB<;tbM#}fYo^I`jQL;(p*~d<VSjFI>V_>aFuIkjrt_k
z6!8D&&Zv}>m54JHkZCZ?aCpK7<Ogs(evh-)OA4OW;qQMLzdQhPy&ZX02}wz0CtKP!
z<~&yF&QOGa;`rEzC#Iv56|JwGjWro8d8TUHPXd7=bD(Soq!n8Mow1fOY?5pl`@yFW
zxP-cQgj|*PETW;2z(`wBXoN<H$!`L!%=?$n1N3!=77}3Qn)?nM(E|4=nN<FxBKBV@
z5Y2ugln9KM+)8e0XMypuEblcxeYOLPx18Kf03l;FlIi$P>8FO+Ws~uxZ{{W-gR2L|
z1w{5$n$`K#F6N_e0tTEhJiJ-#=-@6Winc2r>6Y|bC7OXg{=wHI@nyE}DiK#<+0p))
z9C^0O;to~-pMr*Ui^EK-wLr$D$}@uOHzw;ml>g;^<k^MqReQj@a+HoeHIEeAMUm1S
zB5+@?tAaU<qOBSyLTHNUs^eJ6vzOv^<Quli@;*STecoJ(zI;In=)AX8B4PYFD(>Nd
zzDesJkMkRBx0F5lny|TEk)t?cR$zKXW8|paf^*X?t7OTiKrRp}$aL}LMoGMbuD-6H
z%gx!G1baIBoO~qlB<ErTYq-kPD79FqxN$dsV*?!8o+{k2OjZD7KaOSWvjShyBAUa1
z|B(MR@=pSDG=Q}?VJ0dZ4M?(zRrQYy`BFg)uoyV8j$CJD`o>%Val-9gVuB%&!$)++
ztc-8>s~t-69yZbtqJWvCevoSgOi>W(<Qj4rVTuUktT%USfi4agCh|rE0cM;01M|R2
zr5fmi-~8#+3F;~8xbx;RucpF3C562+9y_yf@@%EDo^vu6UGNGUPehvSRDPwYzM11Z
zTVz%@%rR&zR1N^G1`m$?17Bz0VqVVEV}N05r1qO9LW2tTrw=7nK$ZdN$X#t>HjYNY
zIlO#amW@j{T&jR#rU&%i#^9aVldRb;+|rXrkKBvi0H47Ym%yT-vkQQad!`T!OU5IM
zp&1qd3ztN;=LJj3XI$yG_^K&Qe9luD{vh1iFcPJ1XG0<qA5cyC{;hPZ5TXh!jA3$k
z-&R`LjU;_(EP>GR%Cz1Yt$(U{o}QEU@pAd(05lyO*U#6$PLPpksS38ucl<#&Gc7uZ
zmaQr`(D1JD@Q4gHj}2a$?4VeB$2pP?ujbPq+%WA>{*!^;QJj*iIw@RmWElJIYP|)E
z^(X*egZ1<p>)(X~lPE@I-)qJ^LddSMt%%3IwAp7(O>i|g{;jBf<($d&y<|O8;DF$q
zLC+`xeVA}f&_GS?y(6%-i@@C8&@IsB4fOT(Luf2mdV-gCW)Y;s8@*{;tG;@9I&FFw
z8}$(Yq3gGlx2Ip?JV%`Yi3KqiU{2%cAZ`qArn}a!g?TnDn|uU*nV;YWm<4hNCXD|`
z5Ks(p^xlM9*pVjCL~6k>jwvvwU7BlIx0%jL4X|SIMA|`+wNe-cn<$}}8)J+20mCRl
z7AUezz^MDfCr`X0S3y#Mor>@2@lsDw7$a1AuFq#g$wgha?&KK(hDO6u|G<FRh?#FP
zW(5rJaQG#GF}=we=D1_Ax4^&*xWPW==t6!l;DeSi2Pu798mL+#Q;4?6zcKI?M}TuN
z4NagO2H<-ii6sA)^ZR4jxG|os&QJ0qxNnWt`(x0+_rV3!NzuoGsHV^>WU#R;w+Q}g
ztRb6`N@oK53T8wOm?pL~$D$fx%gOgAL?Z)^aLOG8^IL8p8+)`7$eS-n>!w?*Qy&6G
zIgmS83wB%!us~)el-;JA@6fc<@%2J&{hh1?|A!B{#NoBl#-A(iZ1)D*8_ouG_}D)5
z9w$ke_HQ!%4D=qW_36<Q5QJiNBlN}7V{n2ypjYMe{+Zs#zKQGB3z4W^Q;YGxitee=
zKhLml%X_r3#{<D2gBO@xlZkhdvL=Sn#(#G+oD56hV#aeQ_|07elfIRlMwH4Vgds`r
zu_URd<5NJ$_1#MQs!;Q^xaG#b&PRE%-!@7L<gn}&X`QkDq-U*5%M{jb(9q9T#vU)P
z(S$wjM;@xpnRvm4z+-Rh!U(08K{VD)jc2qZNc7P>D~r%2yx9p{y&DQ*gn=?i=g!7A
zz4+&2F+Nj3(*9)~3vT!DJg_OeB3r?oTvo{LV1<Z!*mRGjj5xM#gUE=gG5C&=j_zZO
z*wgmK9j#@C%j2Lrd;w!lvuAyyz>`1zv3>EIUnNT;Wy%{=O2|P0Ezon4$+$Ah(^%GU
zjl;I_&LJkLtUwRZ5PMI-IbmwzNDbL|XQYX7!tH3m-b?rj7?>I8YA?LZGL_R+^=ro^
z1ZJGYi>^O)_(fCAc}V4KYMK)4Y6`xb<+34FyfCHnh-1YfuZ|l&KU2exEtvrT=La@y
z!T4jh@blW8xy0nuT<D0?+gfOa)8)1GS?oS)>GIy2-jje^l%5~+XKB)TYw^+$6H|SW
zeu0Y;nr07~9h4&~l|Or+Yx}Rzm+Z!8_&KS@LZiGNVMV|v&I7|M8fK5t1pAPlZ!p7>
z=F<tTyt*W=iPLCFdwOY&v3`;1!i4QcqhB|-p;%u%2x#{oql|0>IKORz+KO448|yzF
z@Dxyh_1RV!bJhvK3|-X_ipNJ*ChI7mXUt0=cfxgjS{7fAi%Cij7};hWiyVr%qML;B
zfBC1KednZ^mv*xcqd*A_ZKaRV`q@FMS^xN7W#c@8>X;urd(_6J_E*d}v+=XyZBlqv
z%>5ef*z>)CKkD)|hVGj6W8$mm>zPB{oma;Mv%qRy{tC4$h)jpxDU3{mbAiFr9HV7z
z?9&a~)A6x2cD(!jg#{Cok&T|102D~IUH#(^yKTsWt%W%sFx8H-hnWntMk_kRqZ!fj
zelD?W4tq;sAZ{@Pt>`gE&)APe#?o!aUfA2)w=HJCe;HS14K0I1!FkH~gIeO-aa0Zx
z%r}dbAbr3f-YWa<eBPS{4yif4(O38GLAzJ0XO5EG#c~}~9MQ54@eTK&-ki_J;-IA*
z$%jo=jYvphcY;}!k7-c@)mQ{OeB<5n*|A<-$1OwlZvrWv1L+?<r)!Wv$?xzodn0dg
z6fn?FSDl+oqZ!N2!7-kn#plNxtfT(1c(f?5vpc4kq~<yG@c`qVng^3aYgZ}UT<M{7
zce~qT88?F}+%V#DKNO#V<!Zi;X_8$rvZxKpQ8uXkx%rZDmBMvIF81Nd)FYrfeK@0`
zpUXw5co!)A<m>d2PgP^M59-F&DwjCV80)90$IishcZU5sDZJW8F4Owlv1yGM|Kq{@
zIq44ux7~?wQAx|zWR{f$B#Ghp_=(U=9~zifTYfV4RI5E-nLpOWsHU=s3sE(;#L|UG
zK0jZdTm<KpYaXS3Z8knI|Jnlt&gxmqw?voPM;1YpFOrWwb5SZ`#)t;Kr{zj<Z8cZW
zOKJZa)h~?{Z{dWQEVDA&)#$}=nfnL$(zvX5+$}MS>-S>Libidz<^GN4H`-erM>UQZ
zDa@<&$J`%Te6N<ZePVRR!M9Kh9rq>pb^@*T=JZipy^J$oyj8Z^cl}m`bLfEX)}|tO
z+uHat!mfZt`(gMo-Qz?5xg2w8IVATL5zIF2yKwcE=(6X55a?z^FQ1F*l46K9-pwB!
zZP!Y2wsA*GICzUQw>y-tni}z?e1VpnUrsqc)AmgDtMh1;?R*t<1a{4-MF*6`7e9ZD
zmX^*~OIvwgaK20dkZi7J(?v1^QMO;~8V#h!`OvOFoY|!23B8^~-jsT|%L=Pcz$Awk
zs~JE<9TKaW&>=V58I@Vqi^$6sf8Y<du)#)Fz(uBjR9m}TNmwtGu-A9eCJS<6<0O1>
zDk?^UDMx;OyWx28-tSj_Y>>;HA!7YUrb@O9FgTsK8FojG6DH5!4{iilAm$$HWV^oY
z?|o^4Ab9}Y{9~{&8LbMea-JJkC|SG{Y{k!)d}^Lnq}*AsGjfleoj>j1s@h2(>vKjs
z+Q+|=>Inb?92#Qxn9~cTe+CW8Io@@5vt~z77J+MR*A*ihs30rQVZ;C~`(w(fpxsUP
z#n@ftF!j6E-gm@AE2?jaA3SnudawM+)5Q5J64-e~eW_2e&|_kU9N~Nlt-UY1QV5F<
zd{0dV%8bLYix@tsr<1~gK(<4~n}w$&RIny&8ol|F=wPCfy)qmqRcw$?&c8BrhX1j3
z&q3Fk_bNT!M>xRvX?mf-HTIW>?Fq$dv)$gU4pVfkp0|zd7P76ElUE-K|H=t=fp+p*
z_29(0Ou4IsmCX*-U@d1pA1u3RLx6XqxBgaNm@Yp$FW&dUDdwZEz&nV~IGQ1$UYXn_
zzcx@>GGY~d-Y6`G*|Q?Rx6SfK*h7=4;{XNdTh67~<_2j?IgL(RBaN@HBV%9NUpl-e
z*ed+HwChDdW0pFPo)$GdIgXVkBvdA3#dbNUXcI=t5Omr+N8^bRV6`t;W9Hx$wqka6
zw{8~>-YMY{P#E3W>AV=Vf5Mg2FUh6{Jf4>U0E~Kr(YO~gi!~`5Wyr&Z?fDIwdr_-D
zMl&_Oh#L5W4y25iv=`N}ri%SFu%=4JW3S#vvTUo)3aj|?X){;PC&N&+g3sw1A0pF;
zU*H;s2VQe!NDnYBde`Z^|KOQ$@lE-#Z&QtJo@xE;3*o}iyz|SdiOxWSOnueee*&eZ
zOcWLKE1rHvkqRU-aHXkscXT?r6S&j`ByA#CSwIoXK@b)dk#`%&RtFtDR+3gRR99{s
z0WJMG#W#pa>xo?+1zOCFr9}8sW1fLU*YP8hQYJM+X65I}`UlHy!cuL$C0YJ}$U_H}
zO28e7@z&j;C@KG#FGorubn2#9JhLmdoZ~B4`lUTx1{g^j0=O&b-8&~U?f=WVNwTtz
zf6w<ZQ7Nc4I>>&@h-a`htcVb?!M8{5OMB`0#97z_d#zk(?enF_gISMHx>n|uzAGbt
zHB2_(tQ`MWM`|sq*GCCV&^G+}#@VKHU!OTx#KBK=#yekvD1fO+MR@@zv<sUE2f=R3
zk#x!r_HW^QVje|`hz}Bt^ZYIP$2r#tB|d2WrM%fi4jq)+Hx8V8x#tYtycmiStF|9e
z0bXx1&B;Q(>NPNJ<5@X_oa{U^&&q}d3$h%>(+FfmL~iph{KbVu?irWjXv)iu9%trT
z$!UvI*|^dXI(bXvitv`fe9BONnQH?YHZNBmWadh1<Jgfr3;M(zzO#ym2rtsHg-lwO
zzG{}R;-qq+^A=(E+M)Mn_}N|A{<5+z{qpHJC<?Z1BUxf1Mf~=fld~}76iD&*{uaeL
zX<M-wbKV{M<Gb_{Zq`U0chtDOZn&?APYVOdgwmZxYvGTK&pkwlQ59JFkuMFfUX3_Y
zk9W~)_Lxoru+e1$z&zq2h!1&&X5A}=5Op;bXZQPxAvS@a<$L3-vrHpAV|;^9x>Yh=
ztln+SW{OyL94Yc%{5Y=U^90s9Vxzrft764zZ9>=KB#$qZ9_a^BftlP8LOtxQZG28_
zsU!Rtxu%etZ-3SKC2Fl|OK80Qz))m{**?~PTM}8Q9%CIc{j2Onwi!uZbSN@M{cVNU
zf)0H_6X_u^a6^^zIhzLOeS%gnI>&J&J-IHUX1!Z9nM4Es>B_W1R6`R8sDN>E_|IL<
z%@cXgO(WJguWG6g{_9LtV0YrH8aeNT|K)hIPV^%S9|jtFO>VdhaLYDORyphDf2F8L
z(dz>}D#~T57`hoN{aiDX(HBOwQYZ+opN}Q$6N3YFEhr8~OQ$Tfyk_VuuK4ra-;euw
z#S|9~uk{bJCS>0DbaTej-cUIA3hdBRQ$AREY95zLRlzqP?cZ2@=5-al5n87A5B~B0
z!PZ-cMcKVkqu7B63Wy>hDlMVXNGKuQ-3BpqcUhpMv~+jJ&<q%eqyjU<3<C<%3`h(E
zGXmd!#`kxw^PTIw|Gj^(eP+kK?|a>At*voRX1nix@)c}$BRKHSy`*}kH=Ovt!SY$%
zfmZQEOd+DA^RS7O+%%9froJf>AXHsA9sJ@417|BI)Mt|YGeP6juf=rt>B)!M6sO24
zjR&foaUz48BCLb$$kWOtUfActW!f!{S^2}~bjsNfyT~rIL4H`{CcmZ`Lbuap+EU~@
zh_j)OCbeck1vXup>I)cN5(%3VniO1TAzI4w-XYKND}#8`B<VEV%FjF0j;rMd#tX*z
z<vq%#A=@HO3#6gwpo9k<LUAUL7ts8mjam~i0@AME7yk~m3e~tyQk)`-9PVt-Bzw1o
zSG7HTivRg5vc3E?oOh1+B>677ro39pDaz+A2Zti~y4}Xkqo8twjR!`J->JdZQ2_kY
z)y76sQ`5(0x3Sk15M#*K%B_POq0PH49-8UDOx}<EFxGe*sSOAU{k!{)b?iqK!`<1c
z0pot@#omrTFU$}Ur49s)$#z9FB2cYxvnPt7Ku&V1e^Z%Qws3Z%Y<<w4NBk~gExUfM
zMQ1R1-P$ll=)iBIY+~YSG}COkFtPjPAi9CzI!Pe6c(k69KjPO<4Hz*b5GUQV6i$V(
z^mv6%atqRqoe(RX$qvMw+E5Ai_Df&P_@NZ-!5IkB!(~*jLtimOC7}qtOrDkt2`nl1
z+#P%ks!EZxE~vj$q~jcNJffUt9PEpyE$U;G>MeGw0D}PqasodL>(FFLX6f?$I0InM
z{W5ZLkIl%)c)xp!qA&euG2>{_k_$@0^a9%qRkx@Az|S1$-*0-(E7>zI<e;alRji1(
zHrsFZ$hwp;h}c~-oWg5(n0r3eMU|#4-6^)6U&6y2`l|)N_3^2;OBV8LnFm~gH?5Ks
zT2&9SJ$73dR=VuO=}b>h-1zqONUpEfU0~df1K)0;i!fa_$9AeScXuam3ruB=E9+*v
z*;W?e5*9l7@XX5<Dk^VB@h41IYFU%TaXvN`<KWkn`_I4L!hxo1i6C%8Y5*-3rx^qm
z#>vUaD<UFNR^R(Ai%I|xVD;jLRDl@^Ege2^XmZh_1ae%`b4*`Uj_mvc*KD<n&_pIC
zAtbV2^?6+Fcs!q`6I)(*?K_F%<%-uUy2XpZ7SnC178x}vXGZEg1*KFs28@bLHSJ9g
zAszz#BLK2zhCVbgNo#bR%(Gi?Z+U$1S|Z`X3#g-&mz7dbaC^~10GYQvqX|x_RmjPx
zpdaJTKNKW_n?=^eE8uN`pMRWg;46NYvb7?q5-~V<T&hOdWT(_eUq$C-)%y4+OmGld
zf_doMpgZUqXbbT3YXG#x<M^qpC-`9=;C9o()($%55D6CQS4uCgZ4Uu9YBXRl%XY)v
zD;k_5s-+wo=s>Dd9ypm-xxx`(`$oVA#i(q4$i){pj?EJJiXCD;?c;Tn?C;fQ!rVJB
zmL+$M=(?+DE}3KPN(8auQ`V_-pbNb?b%$~w;oKD`Z=CxPpJA~Ejp9Mh1i5pUneySo
zhnjvzc7Sr0d~mNTwESDAU`mx_lKuORhH=Yi03pZ9I?{jVs9r#@)uXgw%eM4jS)<;-
zo!xv4Om6y0R^W0{uY;#T_CgumcM4!3Mss-VwbdrlAbO0k{8t1yNcMzjUIRaBXEl5z
zhW*84o=D>Dp2E^#yuz8&`5@M{;tF?d_tB$SR7OFcy9`v`dW7^&df!mDyfZ;Jbx1yR
zOwgI5*Ic*+`y>;D8)8tUYLkfUbV4txxjw%`F<GpC_PjrJGq$PyNm#>^<fh3Se?Y3S
zn|10Ga)Z+jfcXdQQwAumb>CmLUhc9XxSO#r7jy;~?%PIsI~eHpzGEw49BoKJR#@g5
z=ZjL=S58dDxvhG$ju9doPq(~+2B3hLi4pUESYRuo2=DLL3(^KV2DyV@3_twHqG)L}
zwzRcT$lTvPc*QFoAI=}$jswVG1iF_V`qLYFQ0U=F=GIh(k+A*mPz5hSHmg+B`;mXC
z0y=OnK4$s$T4Hny{h5Ps%SY#oq}=TsHn!@VO4Dir9}5PM`PtgBfC!v3JJIwo?LfuK
zz^1M`Y-vC^ATi0bx?VBqB=byj>!YtWak!B5>H|#A$l=tlqxcvHE%jp0k_{&rnXC#j
zOa3ee`DZ-)D^s|3f#44MLIl2J<;7J~%jWAdtueC?-aL?--=i#CQOEX+r;ZFTP!2L?
zc0S3rsl?K*u|SPzStNAjlw57(iw`D!8)qSkmg*#hs{dV$ym-MHguv#Lr5jw90n_Ot
zmu9q%Ky)p$Tty#)g9QZteS8Rrty*`Zg0ytjPbzrDCbU{ysqr73{%lge`o2l(2GjBU
zB9gw&eA@av=qhF$ovL6FZcvxCA~dO!USj2-A>OJ$o8gzspgasOW=Tp6FKFHiRWBl1
zM>dwFS8xcQs8^ON(y2qPDuSviq;TNYbdhzGx0A_dOt9Oh6)OS_G)UfMXgB!w_r`sd
z{^=mP$_ba0nz1?dc?t7cxv}JNb$Y>G-}?OLHqiX?GXw^4c1Rk_%3)Rpm(f04Y3>p`
zG=@AqG?jlE_dH;$)rj4iaO`~qsdvZ?w!(8n%=4l*h<8xMR`0-zWjL*E{nAAwgW8Dt
z9k>*Zcww?7-h4Dz&>Ml))=G0MyKu>jTf(?hmwJVCg2Pdqnyt9Bh+@!R4x#hcgItoH
z&QA3Qj4P{lZdFA@M-P8vLzv`S9<(Z4Coo-9Ad4<;*hBIEb#+U%Dru}Og|Ec7PQ5E}
z25?|H`myQbdZ;g5#QZ0@HXh4+l!3U??<!SOy#==qa#iJoEA=PSkCC>X*O8Yf=K&OE
zUl%u=82KGSLQ7R8uk6+F9H?JhB<39wXBJGScheheUN&80WhhTSL$Z$!e&Cbf&7?%>
zO%1K^f8S9Idsgtd4cmXNcjSEl<<uG=?krT#tU6IUGT7i14uqHPz{S}G9gyGOVAD%1
zRPyRG;*#>mi>j#puTip3m=<0W*h3#2-qx=){8@D0aKpeLCP2v_-*;|hs=4)($r0$D
zIdCeQUhz!_1gzF4R=h4GZ0ag}!&R{+;4HLC+ApA4{;L+K*C#P+p;5()Z-f6(Kd{Z;
zm?>(UeR{&Sf?AUAv{G~cU7E1J@rI2?=r~i~w=vUE4~Gge@1hSlzJRSV*<xn$C#G6z
zkA?eg;g3O1l6t#Pjnh@?e8Ssz=LQ(fiSP!D=&+9a)Ap+684&!R5lxs?zMuF0w>q=r
zNlmd-RIOqnxL1y?E2o^Vg>5{kob>yKVWAnK71)<tzf<bHF0Zp|QY^zzLtF{w(<{`;
zsBhnJEt3Aw!A93{68xIbw`5JYw8%hWa>$}X_TNytMHT~#_oc!0!%bxg6-Dr}l1Fc&
z6Nm?s;}&~}#8xb(Lc1`&YH4%|6KuW3SZHf~rY!}U7n)%xBz=0-&wdctS&iM3FP&>q
zSijd@jaUk8q`z&7%wJ{KL7iToU-N{Gg`6<3l*uXN>23>A-%wH?x7`*A&-*t_EqR#F
zbuNYK^+C8N`B=OdWnAXmh)`#j-J24D6#;4O6_3bjsYPLKTxgSVwMjg`bnUyQgBj)W
zq@+yKr_i@hxDG(0JQ9%XHwXVP4z@mtiTp!aIM6syr)9mKFI{P0`bm6~k-Ii6Ks=~Z
zXk#!G1qJD5BOh1a&sm>|&ckC`JCMkT;wJfEFY)=BqB}-9m}q%3w|;2*q|S<74<gtI
zC&lae@{QCa>6uGxnt<>SsbkRE1QXW%jzfQg!h`+%@8*|SNR&kJRtX9-xk+wHX?q{4
zvG{wX!9DrwBG%TYssvWPhmH2=y9*RMCk2zltnhqtCIKlaE}E!jYsvpbsegYiJa=l@
zYCURgQ+ebEDW<g_NGt|tYQ`}vMsX+dxv2`OQi$l$uS((wlRT%@;-v-+d<Slkvm(Bq
zql~=ym>}g%=np`+VLrRF6jZO*v8nBo4!3E#SC9Sp(O!9TWuzdCry)3`k@5JtH7|F~
zUs5OvfCHQSN3CwzHWky%{{`(YP|kTav-c?Z-o@4w-tolKQ`!~St&8~tH7&g-DA+A8
zG0b?@ZpH5udNdps9a=HLz)^MnztcENjxAr;Q6p31LAVz_%1Mza`^z$$BcUQ*^p{Rg
zt(#5@JvNc)_)#$oEBAJIVaZJn_OiX?UH^6OaY4o%f;-+ur}}yX9J3JgxWRuh_Z!$8
z)o#?K-CbQ3+A={VC>??gqH8mf*6>U{nUF@~25pL$F53@an~R8D<&czF+DQ1SUZ>-5
zvR6E+!GK=j0!a6hWK=N>0qKB`!zheQ5ti`o_2!#NX8hmpz5)Gi{_;%m-G`QK4{b}g
z6}qQ`>MVnX-}YX?+XdB;e0}#c)vPz?=2n)QPjgT2Mj|2V3Pq?6r0_XgrQfNvTC|5Q
zj!J$SNm%8Q>?wqm|K+f-r+xBb_`}uGPRp?+z#Iv>{@0+#t^oXxXs7cq5sRoJFJI^^
zd62A(wJyhD1GxebPKE$Nx9P6K%r7<DNt?V4Ol#v!jh^iS#zAa<l_Tsc<+1YbD^ps0
z_HF%Vem55!X_(MPSU^L`zIhBuLLPJm-NqR)ec&@WuKPD^7$Yywt$Z#*%xzPrQ)V9x
z3ayJ9o0T!q!w`;$$sWWMIFUyG+t4L{$kTc2zB=QPrX^-2LPR20p8Bre8<*L_7f!1@
zPcvOx^w>qOi)_~jk&;4Di#{$Dr%~}4^HFO|2QKIT)lgbG(5d)%mjtpX4k(KvsO_-3
za!ILfi>~1t&&Z>{s2=j@$NA5!Iehmw?)!tftR59RO7+Ub53@0d&glrh_rI_C0ewwh
zHr1)@t;A~VwtuNj<YlQZAg@kJ#knV!vv-%P&aFh)c}HE2$M!$oRic~*=^?DTsLZ(A
zT;->dP2=<j1pj|Q@q8qd8vRudGEu>7SZGvmP_>tTfqq&w!tO}Ki;k7ySLdfPWW0aW
zA8;EBSlbc}3?s(j2d4fQ7Y)<$SIfp9*U4A9p3$Yl%F7fq?j#YF`oH$iFE*R2@b5cr
z=^7|12Wf`{Jyx#WT%SL<UeIlMvI0?NNvW^ySuOKExsYH}Mg8w0&Upl-M_iV)huqf1
zZ7I5pDjhD|n{tkmKJw*0M0>}JQNO`OS|;kIsWX2U5RKgT4GcAYBn72|cA<uGdBeb(
z6@eVdcy2>Sf2-ap4kXTq-S?d>oL6{qOL>DnFPS2%@`~Uphgazhjxd4!n2;2MgUdDO
zuu;yhZ6TQ(5+ABG7v?ow$$2jqIUw%u&$B7FT#NBSt8$uIl!d1<MSotBTJd_1&RloU
z1deWA*hHx3Q~IyxGca_{hJ2m>_iI=kI8ND!W&!R)im5>TNq2X%v_^Zw9jbi7_>uR_
z7O`}ssO4C>%T=VxX6@aft)h;{JA>7x|AoR5SMpL@Xv7HZ9<yvSwk$okR_I^SZF<pe
z;|alW&8_zC%4q9vT2X!9L6VAk012&|ea;A5U_+ldURm38F#83iA$tvq$u!n4h5>;D
zva>@1$h~+MhvDVsRt73S&=)U<I9R|bQgB8ZP^{iRefso#2Nw9Nu=(*(XtD7fnxR{N
zjI-?4(9I3mJxG4CgH0RLf)|`rfFJ|w8Ra&E(-jCmSBDKY3;0}4utlBJH)isU8&UZC
z86$5fVJ5^<bjtNr{S@&2$^=bn3D=*YMVi@FfY_-8;O`e4>S+a_?Kh8U0z^xDfU6=%
z0Xs{V5)mh4-=rk5MIVJ%V}Ci8!m4#-rV{O-OJpT#OiBaYGGN|>vMG@v_-(9+;LBE`
z=B_W16fhaPAQCQv3n4QE(&&Md^|oNz`}bs5VMymkdlf&?>Qz1@v3iFOG#8C+k0INu
z0Ds3E7!y8Rze^$i-p@rTV7w*e*=#`q>m9rt$VNum@ldsa%d0_@Ja()=ZhRjxyoJTh
zNXLgAX6sev`Xt23p?y!}gUYJ9wA@?4N02=2c}`phZ!g{20VMS^Cl%B`hf(1Hy+^D+
zJLItC-o1N|ka84nwP0rolw(1@s0bS2$;4ka)!6(2N1w`p!~$P0n3=hD<+g$je99zm
z@){^AP8hI)a^-Z>_NhmfA8L3eq{uUU{?^SC`3kiX`5b_H3k*FkdihY?s8c(N^%Nu2
z3$qzB20G$X4^|_0UCbYEx@i*}c(nrAOEsOpmZXxxJfB;3apZ>)`#uhs)dMx$#{YKk
zr?;&xAAm>j=EbIJU|fs9L#*JiNkAhS^#2|ASO}PR(tzB7CkN>?a>2&{kv~(ZqjK=f
z{~I^2k6%i@|J4qe{!i+CgBgQLNec*;npVSpla<N5BCs)Eqdu;)L2ILTR-54}Gr-oj
zw*mj#5bQk!exrRmraqdgyAvn`y?{c&9tZ|c4Lzr(_;Y_#n|r$^K)j_2xuMzP>D#z2
zGdobVez%4SevkPbw~i*^<g1ue0p(QKu^wmWP625}!}I=Q{A6C}+pyl0^JKqb;AiAf
zr*O1M-FYp+Nn}REX$N#)R-*0?X@O=Y+-JiAFfxoGDwH&7?Y_0G?JD4ObM1O~0TE{x
z$*|g@@(Q1c-8jGH6}{V#XF^F^=y3><xSg5O+)=Lo>`-!RASAe^hpVu#NY$ISkoC%b
z*sy46TnSIrXEdBw^bh0wB6|@|p-lKdy!&~vYPdI-7rI<U=1^yYIOot^V&1`HQu{fm
zJ!>CU%Ocgb1Go76P(e&!`0YRB^gjUge>f`RkSdT-0~$)-d~H6*Gf%*1YMqVX{q5cY
z$rF7YqWvdYJO9oLtW4DA13oeeC<o2GC#}=&+s4?BS5*RTy3T#up$o=G$8Kckr*6J}
zYBo9K?u}niS@rC_E3+_wM_B#|N_)Itpz7CLhSW9*|26HMbgEiKe0|OZte2<LhT`<D
zKtI9mAnVq{4Kh>xb$!XVt3VrCf8TSuP8O`E2G$$n)IB|JQ`ZTRH62G-L;h-mUK;mU
zFmMLrzXuVJzf~nMELT_OK~m%MAr>G}AB)0^%xN%JO5m@vjLI$iZWi*HJMI!-lv4Ci
zM&n6{g$A*_Vedq5QhxKns=n>wh0;;KX%qvhtkTfN5tU{h{yTnW(<K1E_ot|A>C<7m
zJoo>f$h=rdTEJ~Sk&lu7T0S7o4MPG<APEjQk-?5?tPI%u1-Ll<x#1LAFIvn-Ce8%n
zzDgCuAby&`_$K{j11?&N^+RD8)4F?C#^y^Y>fRqC&495WY4=IDHa{f?7t;2r^ag9z
z|A18b7uxB9z4l@J#&z-xX09(Rg7EsbzE6~mi%M(R0CiNRACVw3v;_~Ba-3_9-KSBv
zSS}ave>BQimYmr2MBp35c{IJE<iL5R0{HlTwbzsCH6HrMJ{60B&J)e@i{YIePe|XK
zCKb>Kk>Y}Y`ADHk2RyAHOF5+#Z0?Ivr$W#3NUAc5qQ{*B(vVMOQy=Uk(j(5ToNkPs
zVq@#6cw$(J`T-@ENwd$q=5h?CchA&|+7UjEXuc(1jd8a{bZpDXdS<{B0z^73D53!g
zyWY~Sq|Z8%QlLEti9`loD{h){j|7bFLSQ^4W?W1WYDPI7=Uw^D>5EeF13ixL1y{x7
zg{ql3P~MuR$XQHP45Q`>D?7o3Qeb!=Rl0J>{2@6tU$m%l&X=6a6=)zJ0(3zAgUY?N
zZ*jLMr-oLd(L?~bE&~N2s)I0H4r$70`GM9H_+6lZ@c{6&%mp$&J@9eows?<)3X%(x
zlIoyO);b3<)>}V-fZHuBC>;v7PM@N76zs)~?0sK0c;&VMh+XKf*Tzc0YcYTf79JkV
zxfdUdMR~Qlx$^cw(ie)i{+F&@#UoD&XHmc&viL8t0pHCwZzn8pG=?mL3@VIrmq&{w
zKd%F>Ybo#;GXWfgaNvo~R4{!)_LSh9!tzgVf_q@R&<^5WfZfrPodc6`gFrL+i_Tn<
zpwCmMDAR(*TKs+EIWkjdf?(S*+<{f4a8w!Cn<RS#_$>HGGmUU~20_h@P(hlw84<pp
zF!;k*Z-?Q$H}ye)5XTa*b{E+FXan)P4ghQu6o^0!AZc89QsG$F_gwS!3i;S+QDszm
z;v`$ztmx+D&r6Y|pT!ZfCA^Q*4g<UF)7$OkEeRVBw$X`jiTF5kjz!S@prGI>dwT&&
zLWc`NRIjxNrzY4doml6p51(#5dTX#Qw&X;ehp^lH@>TiZ@VA3Npr*tUrC_=Pu}Mqk
zC29O{9e}OA>tE}{VbEAw520FzZYE23#LV(Qg{oDx%&dMO<|i@<@nmPvUSGQ&jr8Vk
ztV&Vt#ZUDc!$vBOPFGZ!3u~wB+AlbDK7hgR)w%cmtbne1*=|Vwtra-O8s~lw+mA|D
zk#gZ0%@^$!5R|BKVjfaczI|Ic$axpO*v?b9XtTQj;U4T?y2biUcZ-+H-=vFwg+3|o
z3ItqiI%WwR9Hv$~(f&0Otcv;#!jD%{h*bl>ZBc<nyGB_e07WnYg8{r&USwv5sHN0I
z3P+`ZcTD8m1u)7D9_WWLWdfXFE2rALvmUuWdr!(;wUOlqfSZTh0ZE?NST&f+UD_vH
zK<i;!EPCJKece<Ka&CdGl73Z#5tWu1zB4-O#AFM7ls4ql{By}5I$=y>7X*mg-CvV2
zg2XEIGSC$`Iiv>LxyIeSz|w}~8_Cl=ZqQVbP;p;Ubf*!d2`c=QfhWKavWZYF%VnbB
zZPjSk|50Z(q5p4*y76+lLgtg5o*a`~rK_w#IM}lajfY(v<XTu@+Fdrm;N*}MXe$BQ
zS1431*mVZoaXP||vxt~P^fE`9D_*pH4qI>SnBL9tR%`cEBVswY2~0Q>{>r_(R$e`d
zD9;hMmirT`{s2UL79b4`R1yj$w&zn)In?)xtAqZ!mTEWMlX(hGqPAkAWcgk8yB6l@
z$e$HVk*&CbIS>zvrP5szwB<|#Qf#X+`I8O=*8ym~{{e}g27?vQop%YMiZ4C44(8n(
ziiju%xN^$u+#cR@fH(t+Y%x_6nOjy~u?uiyn>8QkA-^k+IS_}2$T|Kios%NR>hZ3M
zZq^n&z(N4!sLlVFHwR(Y)|wGl_oJa0*?y#5rx*lR<m8_zoe|wwoPZ|tEhALWol4(o
zNNoJxkzu6HxHIl9u7lYvhIQ}00+Z2*WZ+Aw&@R8<8l>E{0t&?vkGYj;k$*Qq-Z^NC
z1w+-6#V(vQ!@)kzPjDQz0VtFo?)i|CF-%geY`k|o>o7YM1uAp^1BdJdr5oV>oGOJr
z`$jypxqgfOvefZz4G=HPMcO`ZVJ-w656~QV&u7y3^y$<?r&xvT=2z3f8n_8rrxks#
zWOM%I&V&!SEMNdxPjY?Vfb&@%rw+uig(UFkbEo7dCd{4x;QQ{$&iv0k%7PVj4{G0J
zq3!NaRBi2DM)5Bx!o>N1O+CLIDD$NFbRPO0IhHJSQx6I5nY)0RpMtq$Qil)qX6<u5
zdK6K6ZMjsyWMTGl0iubB-ky%XxN&ac_gYmnvcSgLR-Ct|(2%p5n-mNUCi?-}pMQ)c
zjZK8d#--;Ua`PjmVt&v8+=3R=900q_h~D~fpi=72M{r+YgAE-WH{krzy;AfMQ87%t
z=!hIbPU(;lVwzlNgH5@+7t~Vk#VC$S>yYmE<CoOT=hJ;*vY6J4cUwB##w%X=)l#dS
zI*LDC_aps<v@^@z4Y~Up#8_lECU28xIS-oUX1;wLbX}K^P?*$OR(o*<Q}4I240u3?
z(@JFWeafh>ZQ=c^f1F{z0*;j@T%Ps(+?71ND|vqmfYAe6>*OxR>kD9(LK8tP6ENX(
zJBIWMS>e;dl4|VW!+T4z$5=x-%5c0$Sd4a_yQL9%z+)Le3@KQv2vz6b7&Sx1PZiQ$
zEV5nBytXPv&aQ4k;VD#TLmlR_{$u%r*fL#uXlda7I0FuVBD#y0=PNe22>Ze$k>>i>
z2YTvJ<EVom<NRt()8fz9UVPMrX8J8%Amyo0yA*HPw4LT^C*wDu^dOCD;3=anI`%v6
zJk+jl@%;NHnDdu$@BI0R-)Rt}8ZYVFx~LT<ozZbuEC@OQp*J9mX4skNG4gBbhV>(Q
z*td@P!$b^q0c?L)&n4gnt-vYGBg|ioFE?TM=1`Py0`GF2#b7(mkfT~#F}dwGG{qET
z;|iKVohIe`Sp+y~nx|0c?1~_<2+mXPhvS()%=m`->03Hj(^WD2po(=uCCOd&x})U#
zB7rN8vwxrw-im>Pcq2_cP_6I5nnjh)<CUYuoCml>2*5vqM(V4nscB^~WW5S*+t8{=
zzv-04;A+RHr#bRQD$N%opl(*VmeIvVfIdZQ7%X?F9o(T%=*Y=3;E$BfQ<WAOCyf}@
zQG@+^if6Pfh4#`2DU8`h&&QSkP{b`FYSH0LcoNiU=RhM#2F>T8UXy&eB}=^7<obLX
zUm=U(nR!@>vt*9>nfn>ml<jzj!7r*0ZLhT+8s`J<fp_Kki2`uqGqLcvrh`wf_1))F
zOMsOHxMS}D6oV#OWFS5{XqAjtTXJ)0;w&v296&l~!Oq6@J@NrMn;qqxj&W5UJxbW1
z!QLx?`}j>Z>ZuzcUVVnX=f+b2K!(~qGY)yi`Uig9D@7ucwV{|$Eg(@tHJQgod;PkR
z?(R7CRD#>Sc-2GU%#mC~)4^Zge+>=!i_jN1C5H$&Wh^^T2TVvcNSuv%{@h^*3ie&z
zUaz*=x#Ux1RJf_I{ZMt9vgLHoy+pvl^DrzZ4em`H4&_L)@=%}|zWpCUU8>Xn;$Z-B
za&?#M7H^MnRoc~RaJJ8)J@P3w-|1wV2I4>?21Ys|vOHZ;M1)r{YdMf#M7ntlZ2Gqx
zlru^HrH^~3lwVo(ou3gTA}Sqt*<vi^*v97o&<&#DL8uTRIxszo5zUdKxK@3gaH>8W
zno=$PJw@;-H|O39{nEB1z3wj{X1+w9I(nCKy0H*pXQWgHI`d=WjlXt`mye|zeJu&`
z-iV|n3-TzmHpzSA?zRGerGHDfy#uiHOX7~?#s4<DmFY@kSoCyLbM?7r<KL=TPglge
zdw1>|;{j~byK+a84EbwaB9Gx}mm=g9RgEQal=>&Uw~iDkH8$q6H$1npoqrahEb`;w
z#Yd0(dM{4={yn!+8gxMCLMnV$E?xlr1|A`3QK&d%*sOos?6ITXpPs(9!>?xCa{q=Y
zvX17GB4}Wk`;4twu=A1lt-Kr^)w(X=|JU*Q*Hg(EfHs9vlWnEYqOfJaPs@Tn;aBK4
z8B8ffRUmIOD#x0v_=1KF?%(0B7@|T|BukEp0t7dOGlATK%bA6+x;W>*w{$d$0$Tia
zOUI)hZhQiLSG1SlXXBV?H_e4tf=CGBTJRfbEj?B~H}}+Q+X|HAJszUs@MqA$&ACY)
z#IgVQGC?y4mwUv?e*2B*)u0p(VZD5n!W_b}?jOx<NOvu(F*_E9UAqc@?)7(RAlutP
zBjHRY&}`5{7~NYvkqiE7uMpk`bA|j2;RU>hv;tK2rkuBfWV!1U4G(TQnbOrr+?Cc4
zy=Xu0)G6uFvCHgjdxD%1DLeuR<4x3x+Xz}2vCExbIMJNra|_rp)sN#g8_zUUUf+?<
zIcbu8TX<>KLGyZoOM+^Eux>QZxuLDxD8~-rAgS=H;5%gBKo57_)P|5cHcL#{<0f(O
z+vceq-m&+8qi-8V=r-91KN_K?(^ZQ?9*J0z2;U1kUcC7J`-`vnXmw%J!PgzQL}FGq
z8<fdw<&u}DVd)vHZH8v)33b~E3$~x&+`FtwsJxvs)SOuL&C<(n37Aac8}yZ);kZQ<
z_BoEV0myieV1Qgr06Bd0yml$3pn=^Row`39z!Z{;EHVAoN~>krz>HVmeckL!X4~v<
zD1`?u4o{pkG2H2;%2M(FuhCUc-mb1{;1ZQBNZl@L2+0o+7kMbLeE8nWy61%uA0~Ol
ziP}!is^Qa;_ZvNSLZCHsoK0uEOTy~u2E9UGLiS}zol*Q```~}@a3UkLPPajlm5{vy
zk}OWt7V71NMv$%;hebQ+8T3o^vaM38aOKt^Nj8?4<N4RZkBgKV@+mW9Pkg}~ZU8oY
zpZ9nIxxL^D;rTavk+ua5LF@A>+#@-iVGWXg;ln+zONO{rdXKN3>qX>{{x)qpxsT?I
zMMQdKk5dI)Ty0Y@6`z7O4bMsF2yySa#M>N>kF&U@Co;9>uJWhw-hiqE?0fvFLcPLd
z<ea@_z*kBgZ<{U-bqD?77W3<V7y%8V$_yrkaEN~>I{{sPaZf*W7OZ&^+)<}>vg6or
zF{mq8uOC=eRXW^wtG5#Al@1`kM@0JwnBvegGW|`x|L>NU82NiXu|Sh^62qWMIYWSl
zAF7wpq5ZRT4c2$~ePBADQ@feyweTD|i;+-neur7iDxndt>uFL<oZj80H4wk{8TwH)
zL(pQ~-kWE;-o9>8HL4-;D?*FFRfDiIwaKskLGC}-%A4$aAk-D9oaW3Az2>9`jXETa
zI>=YK4wQM(W6|6%UX<yw#Lv2iONT3&*faw6!km+?Wy8yIpA6*s1<Qby`hAhwik~ln
zkGb~$YxlT9ja8m|*Q*{tAT^A&^dR*-T>QWIu2Dr->^x}yx>Z%o;Dj@Q&*cNZQ-(RX
zK6g-U!Xck6Vt~~eMQDuzG(;V{rHbhS3H_PH`@1Kd;^!q&V^!sAv0$v8?;x@H#D>E2
z=v`-HRjIV`3;%Lhicj=2ddG6|`i2s}O07At63&zwyS#bT%Ns~5a5qZ&QN3bH2q(^r
zrAC6xlOx)c99b`W^I^PieE5f(K80409@Q>dDCIEKf7flKmzsxZO-X$e1hVPI5UjGE
ztCMEJ3d^E{CP@>a9@bc0JjYl7WevB<x00+c6v61V{mTHa&a#b^q=WT7e+DEA0Pd^O
zHs)Ks9o`_rC0ASf;y&_dH?ASX<Ct+iU?9x=ZB<zHVVxC%R_?4M$X{}9rX6N@0uPN;
zEd|Cc(KnIYyxymtN1EhZxb%DPmk#{v`h12OY$0-AM7-WZ4qjs3-SJM9xKS`QU_&0`
z7BohlGL~OGWO{sEQbh%p<NDLRMQGAxmVG5sF=tO@-C?M+;B#Ep<l@}ZXP*5KE93iu
z(@5h1?Bg1_g~J5EDT)$14k-@ng^TJ{I;JZG+c%Wue66cit@V!Y@&Gh((JMuZr8V|_
zynS=Z{fjCd7GOW`W7A5W;BON+CdG*}bpJAk*9_o<X~nIXa1RFbkFx~EChDpGdRk`L
zXqWO8rGLLg2b>G{cq4s4HzOzD3vr?9Jl#DjVJ|A%aReKuAJcNzGRVE0C$B(0rFVM{
zwErCm?t{rXu?}<^9MynyV{<j=^{Q6_-Nw*aRBq<TCjvO`%Am`Ybe%~iKDAP`sG9P>
z>rRV2Hxpu}CdBCKpsj;-|JWxt$svCI+y~!tmn!VdOEL5>XkX6%K8^FxFQuz?AT|AI
zoXKc3fNZQL$z5$Oh|ExO){Gyvb^_s@@2u0aO|P*~fyv*gV6tsdDHQW^FaZ7xkNj2x
z%IOkF#b2i3Bk|Q+PVUw-SIW|^Zrov2>K_TXKki`xt=H>Q&;(t&bMz1`_?g^Wxo*Mw
z>kzL%YAnMcKgho>N9nBmX2{9jt&n`XQ49)v^U0=`rh}D4xQ6##@(7GGCdY0}S=%ai
zKKSj>bd3YfRN#7lQb4dzkjOQ1Br>x#W?3jq3ns<sC|PBID)C=)%jx`o?I~F(X`bQ>
z)I`G{G+nxtIm>XHiWUUz2G7-FE&*0;t!y~zmn8rQ#4Eor&i6yAD<j#Z()}?4nkJQ?
zJuykf0nb829-5(h7gcFl@$fba9$_(yUp8nSu+aG{%0QDWUU2a6J-!p$<ajOL^vZ9{
z@34oJbgb9s?zo@><iROm|L-6MLcvQceLpX;71hC%!bR1g`O8kFOOV(a@y_i`7Y%zw
z!z=Z(3wNE=5b9~jioESs;oU~djAj#Y@fUa{a;f$K8lqXEK~k^_2{NlN7cuu{*A}xE
zFNVFn9-&!Zho1U$P_O9ZO_Xxja`NtfKQ>fkgNk`Y^y}Td;Z5Fa$D!=ZRd`;RTdK*~
zR>uqWGxPl8{-$DkTl-c4>9MpfJG~XxM!j-4xOs1>hw#sERIVDJQhOkfC8N3TTm?C!
zfas*5t_?n!LL~kFk}LX{qKZG(k>1W`=AZ_8(;#y;?*E~?DxdM8`yjlsi77fbHu)7=
zSsFEfDFR#T8pPi%RdZm!U=JKDz=Hyb85scgYFh#3b7R0Aj}l7&wg`H_E<g{czrj-m
zs<v5vMWC<7f;>DC`c>xU{PR|7c{qnob^52>9JNhQ_*$9PDdeZAUraUwfJG+%AkhV(
z9^+zWE{7h+LpTx7f2;BBVie@gC~@?68xLG;cmV@*F~cL~^hKr;ASYe<c!pIENZ{em
z9v|LG1~zEs<7OVwkeOPhdmpz(sOQ>5EhBK9qP05}nln+SWwP_GI%wob`JD0-zdxh*
z>V+K!*F)c>&~&d!;K=-z5FLMe#31=r%7S~xE>vM?EB+DYo}W>qy?ogdc-Ps3cfW>k
zKrS%`JmN}#!&o`+cQ9#mOr<@ECxEV|9nkNVnYT3p&m}`n8her&kkp>5GU@UJE;wuf
z>J)k31gMG0t6uS~f3<(v1GGxzd!Ji!xn6`W!RD9v6zfCJS-4Ii9l;$P44Y2h7g?Un
zOZJDC&<o0uO>Rz_%AZzz9CbApC|Qhwv*X$3&L^M4{DC$sV;=I70$Sv0FMu*PY;OY>
zs5VHt(b4HLgZQV9TmqJVR~p7CZm3i;a#p4;IZ$86Rbj6d6;(jw!O^ltp6<uLtLYQv
z=NU)djqjoFTO`&6cDhI@Uc{pqnL8cBueeNpcY|_68a-_S)!0f@8o>B*(>Rtxzu(_3
zMYGCG8v`o{U+|C#AqZIiJjC&aawR0te&9nt%|R~Ey}5t%&Z9)&e6{qg!saREW}POb
zNa-OT*V9eq<r>jtAgzfbXZ1I}<?#!)0zbwL*MM}h-U*rj%0$rpFa+;r_BLrkf{yG?
z@TvpgrQIkqG9Pw|48%R5R=s=oyrHD-DEv7H9O=ZoKV@TrH7CC`++FYL%my6UP;lMx
zq059NDYKa_LHoPU1bIraGNwcvSY;=D_^@=xWuoTezOj}Taw2LM@&X0M55U+b<nlQR
zF`HD_dg_vtg!v6&?;~9fGxhECXoNQYHoPjGY2@(6z)t7jr|k84bKU}a84z6>G^mg~
zgjTnff)vh{BR_H?{E?=bYYT|CB!OJZbcgk5FPv})e1EP%-3o3`OUf9NOl``jqJrNV
zJld~;4Gz8U5n%qJ@)Rh6Hy0(BeEb2a^b$i1ApM3|#9wJIDkEW!3f#Im>|6+@Nwf>u
zw9govw)nFrgt|?$3i9R-bPViy3Q>aWRr`}LYmLB1BnLuY%BdjhSR&&=zT^$!<X`pH
zx&SBPl7+(__C@x;|F?<Pf7ZporI;Nsol~!NJdjuaS~4gf0$w-yHt)Xtjx+1e7~`o>
zt4Q&7)ucs4PFQD@-W;o937R3LyibjA(v<_Zr<$bO;b)Y6m2@W)K24x(){I;M(freB
z+`6b=3T-2w*59#~{YLS8IVWKyxA9wpfMnm%f_aI43@y(vFV8(iQJ3kp3z<#1e;|81
z=eEHx!oD7OzjNOYv|=Bz&H>xuq3^TLBh!FVgdtVgq*#Mlp-w3zh@O6t{mZ>rC7G#P
ze1VpIy?1=mCr;{1?_20su}p8|&SP}otM5s|M#q0HV@=8o+}EE=UV2GTHD>yvTOfX-
z0I!>A6RqH)WIpt*X_8M4v+}VT+bP;<)F9`R>DO*=IG8Qm=XcKX|27Qx&o@9}%kLd;
zvEwk*c&xXLg<edB3=^Ty1Y}#iffyl&v4Q;-Sb~d@-E>X~Rem*iJ*xIZKE-<hF5<c?
z?9lYh8HMOd(qBcw?i0tpzRc<Qq3H6*W?FRCc3n8ce3FbZCIxJ<SgG_f4Sj-e;(vW9
zGC0BIbBXyX9Gwe2wgud{@+kS6Wg(A>`;^WWz;42a<0%@vVUu8<HV*mRW&;<;b1I$3
z<ZtxT4GyMB0<B(80R0e0^$tpg`3Hyl(fxP#ek{<H9&UoPaWO8Drr6<3!%pK&TCK*J
zk%+xBWP%j%Orwe_DlT3HK0c_m$$Bp|taurChHwet8^Ke`63Yb%8S}s!_Vx@BGO^tE
z15c@?cvK&gFF@kfe{HkZ{*+q&dGSqt!+_(U#cH}8%nAct`JXZl<VI3+rN=k2RY)QW
zn6(J$!KC=#ReuuFk_&xotEg?rv`qQj38l=+74RS~3cSB23>=lAXNrNr?b4Ghg8<}%
z|F4md0Wk9N#CnY<1<V|i&pGA7AO#F~8xQ_A(Z?)Q&a7VW5z*)AE)Cdb%w50y$-EdK
z&+B!<eZBEE?eAR@?3K?k4mZ7NI{4RwVjdv#y58QqB)&faWLDMSvD#0jf!@GX@RYMH
zUQwzWrYSy8XRA{LEZ3HRzyA*)=S+-?%OyLy33P6Ly{_R(N1@_~Z5Uy0@X{@O=<^19
zEPKt+vH|!zt3(NOKALz-0};ba3t88_n*itZXImi;{J2P4Q3z#+h*xFIa~lUj?uDQS
zKKY6}+ox2?V8$JV=T=CYY{H+DN|aka<fu;#pz)CS_n|grg^4V(PL0pX9~cpoTXqJ|
zPrFcD;+eB@CGgtn8faP475>1Ths{14iIdV<cmmrk2h`u=BDJYY0yvZ!z-?C>EVCNW
zFvE!0Z^!tdGy3Sx%}$t6*J#}XsMmKh<Vqi~F02HvjY`}fHVwrCzmOYT=YLM<l`&2o
z^bJ?NT804mCMocss6g%q9(L6Zmo2z$=N)UNp{7YdG2>wylG2_9Mn**YCx^<H{{0;J
z=b$G0q!M{pIOP)hX|O>b;W!+IN<g+c@11hF^wl5B#jfWjz&g#x=PNqHK~-)z1{ldu
zX=GBl#$+f+Mj>vfK*`Y77><WqB=<RKVi#Mj)10~{8Wn7XkpQiMo)@!qX?cg^_^3sI
zcL%0pg__|{Jp?L+C8?K-yD?(qe5j8JWZqmZWMqtYQX0#jQZ}Y5R(tujuHin11>=uK
zXHZR?FWcba=J5Gc6$B_|`wlOl_E&wY&{iWW(Z5zPs7`OZy~)TBA)+dvW>g5|Kp)qH
z!90eZh5Cgre?|2G0YPMw)Aq5E<yhXSiYYfO40ZD>?PM;A94fqm_Icqn<;-vrAe<T@
z0o#3?>JRGJOk7%(@hUJV9($Em=bn<a2WufpiD-n70^>&R)r(U>>!k7qR4*sx0^{k@
z)7cG?fA(1nRSg3<0L+E;OKty@!sj2DzfzWD#tqWsQ)5ulzN;`&=60-{Z(@Im&>s;9
zp2kiA9Oj3&EV9+Xo&}&oDKw*2Mu!~@PH_<X&svB%XMl(;00PK_^^|q9o0(D^cV6Xv
zy@!8rx`Ex4t|up$vlLf~*ln;qVGw(0Qwu73-HPx!oMK4*>rwJjf0<Q9P*UW`gKo*W
zqb)cln>`bscyZ1B4C5;D+|i9^{ss^Xz%00V*;S1=!(aJ#vZLKOq5+nLEC}~5C|Vx%
zOIO*^0*=!qlHqV&K!?+SdN83+Z-Ljq`!FNbg}6=<T5i44wI^^IBwqakZpplyUrHZu
zr-9SX)4Fg_z##>ojqhSI(pmMx*ElRMHy!|#FxiVtq>~qeN~J8Iuz43tL^BV?F?yGR
zk?H{O3)s!vcMrMnIxq5TueINCKt5Y;8mUU^W_gr7J|K*UvVqos3qrBAvaW=%;daz+
z(%z!lH+}P9TGxR1zrFMF?8u>7sYcsWm}=S~E3?{n9+X^?H{=&gF$~co6I0gifWwK{
z-DFV0OByuKb&#xDuegZ+gu2{ZeJW%+7-F}Ywao4Bp^lUuO1`fMssy;MLI1Et@R8ns
zgleiPU%0{`QXllSsmj<()jP^Sz`d!K0vsg509*WmIW0-9l%)s+A!`g!lu=Mzf|>~@
zZ<#g#2AKKx_rD^nBP@fo)1#%o+RGicW(WN6`y-gO#yLt<l%!5xxYFCmVPM!hp8@?X
z*Cps*X9*^0q1(m)otu*iQT&L-Hl;tQ7-5(Be)r6!vL2MqQ!m@QBDeI9>?Mlj+o(5&
z^}KX1_m_G=1Kfn*04|5g)RBUoAY4_73f$E2+g!VS&qF7f_v>Wzk8b`(X&Q1{!ex60
zDIk=iu&E-l0{|N8Eb~o!0(48Am4ZHE>`FT?4)dPGeO-X6wfqyyTyOB_rC1j;b$EGv
zQn>rb;uY?pprCFhbd_jp^;ls?n)v76lurq0VpA2a5O6OvAkIPPWeBUW=H@j|`&$6W
z8}mAq$@IHdN!0nQ6Ho+rdDak~<@w2a+UC>1B7Vt_S@>W&0Y5&9F8A5Cw>NF7^XX6p
z?g$O+T+rssK|<A{aoSO%r<LwHr{hbZrE2=!y&_v{hlMok^sa2!aDF?UlmJ!oy=47y
zCOQ`=Er%%?ync`jy$t3U5kHsqtR??-<WwL*N@CK05UfuZ;T?NPCptn>cNcI5laf>C
z?r^eyDSI3VZT6d)s9BsVfY$NG>Bj~zQSaUjb2G2_VLI<XGBWU4JLJzwC4@nBup|8P
znJMGkSR7p^F%QtZ4W2&mV!Cva45OtARHk39A^yII@8}0MntCQSBE?Wi{x3e%y>~N8
z+iIu|nibZ;f2Ai*=vdOR4VR=N-CeE5O0uWHxoL@)RC2jCIBG~bz6bt}LhCYwlH3^x
zQkO`StPn-GzxjRz8zgAn=^_m_x}zy42vKyl(N!#*P6vaShJpEqxIo$$cQeSnWEfOA
zKT8T06fCb?^wNoNX?9T%a)P^z6cSOFQH>TTu-~+cP+FxA87u?PA0CB|##*+@@pnp)
zTN+wso88lwDYR-PtChk%!nZl};)o>cHhnE!gS8!g@NbW&?wmf$*fxE~VQ16<ur6hE
z@z~XZ3`g#kupvjJVQh~OO2g302{Z)(HFjz5D@yz!^pjLxgH>UQ1bUpEqdjzob7C1W
zY~MgWIcQM^V!B+q?4$t%gh}@<qV-E(S9)}mmsO<ZTzj`k6mxj5Xlq_*ne5E@Z&|)v
zRiUQnc{<iV64$YAO*y;MS^0_eyT0T_31eTD0}QyqA13?B6Mx1}<=B0kO)Bi4?OCl<
ziFMeDr+SEkW+?QVEVyV?R=-KZzIq_MvrP+l;5>gfcfMc2AxqL$^wclFLTKIuHv=sI
zz9iikHY{DMDje8DiEf->7&rqBFbj3j3Wc{7xScu!#B0-#K6>&@{oK4KRwIu;OlmbZ
z*$b`}!6zb^SwxjbgUxjikXDm|tOSsSF-_kZ^c@~=%(0tKqdzqIx6P#>j>3if$M1pU
z1ElK1{7Fyi3ime>P08TDJS2D1V!WS~a!&`_uPi+EdFfUc*wJ3M?_-QLRNm^xUZIzn
zh&*qDZ2*R@A>WypdtEKtz&}Z$1!)d*3NGT3A$WZqi1<tW<(YaQ*<wIbMdg>hW@tB*
zygio^p`-8^aB4P)WL!TVf}q)jamL)+?*m%g`AP}umpm>Ua9S{a6ZC)msIaUMjms&o
z`^ty4SODJY;K#K<r$w1*ifu3$H4Ypa6F*$O)Z<F{=y`y!?gR{WNe+ugXB(C*%dj>J
zo<9H=6tElqGn{>^27To1B57W0W;X%O@g#pN&D|as^a|E}{%hijp{gFnzp#JmM2vD%
zdBMc%%eeSo5u-hma&X|O94SJ2Nh1GJI%tl}&Va}6EVtojrr7jVVm{1?dd+KWY(WAK
zT3T9Aq^cAmQ#6_@<lEHB+{?Us%@<RC?LdDW0bMS1<H+K|3L(%wAcE3gaiG?t#q1cM
zaKOu<Kkb9;JOX7m8=a(Oulq~=bULi_e7ui`;-RcOG+o`bAqjv8K*pI~_g(T>10wK}
zO44Xxp)Q8zs>0dHfYk_1(1T`>sz4YxEJu77`n_i}-InYqmBUAJ?>C3OL-rChjc#gw
zDt$w)0)`HEyjU-3_c(2x2Pj@o7)r0${;3k_gxJU7`W_`8{y2?R%WLXqxaxyNOD#BO
zK8n{&mhNL(o%P`rbG!~8UHzdUyCJb+jLn8W>`>CLP9fpuO0&B8JRlc5zbf@f8Rb8c
z)8_d<>(J|*N=Xha<HoSa8ELmGn$lHSJ`7=_<O>wKxm|^TW$1roE^Jj)$+P6Fq)K3B
z8Gw0(9;1SVgx>7tJgqS#bi~ISU!EX|Burb6Z|CmZxp*6VN9au`Fy*ZogK~6coMp$5
z8=)i5T))3cSOz+X`i!fr<t&2^VXdmN!>yL{rqhRQ4Som>M{Qlmp}*~3oyTzwT5@~j
zC6smLsrf&0Z+R6~HhEJ}m+ukixsJ9?wdp&tvws1YUY9n?NkDjY)!}=H?m4$w#*t}J
z@HAjPG#xQv&`R5k^DH+}2jM;vl-v{s-ZPVz*;>S3kLHjzhmWYHqKWEd4tz0uuHT1?
zvxhzn0qyY;8fbBz08qZgeX1XBqM9iX)BFq$co<ilfcXJ+0fLJsLSs=`8HMdn4KJ9H
z8GY}Kr(?K2Hw9m{3cKQrW<X1mZ(;{%zu%BdR*sa$!^5X|yIWQn6yt&DXtG^6#-ID0
zy<w+)N!v*}O(1pe2P`l@ms0<vlX%Bp<#GN07WK*XtLmDXkTo6L_Is9=_X&#gLs#^j
zztm_10BPi{EiS-7VgAt=1DHpX-m-75Yjj#8K$5DlnVuOuHNu>`%mA&(dA8dxhJnML
z0=Csl*WJAiJUo)u2Hw+ZTL-1w_$dan96&XHljlHj!^!dv-{DO`Qz4Npj@#}nW@#&;
z9)ug<V$OrPwj-OvtED#hGS?Wcnm6+4r|+^{RG)$7`gKRnX~p{bdM{9qt|ps04}<qf
zQ9yXG7}?SZp{I}n0z9fmH&Asf^!w|OeSirjN@Ov_J+{RU$)W3H1~Kb1VeeA3KGrLS
zkc{}syCF}A4fE&G<XMdDT7oK0P}{3Owf<POWi{|8pT`sdLtvm>hz3s#hFf`4QA{=7
zNd&YFNk+Ltj_$9De+7vbsme>8RiKlU7?IRcl4yEeG^n%TcX{Zqoz6Shp%+jH)XK>T
z#)JR>PaiTzxsD9JQUqK+G=72-#W@dkWe}B9?>WVKbNBYii}{?Ubo6>pQC*B(+tU}W
zYRGsDIs+r)up$>|5<Zz|oyZ4HN`@QL9hvAng<8C%5Aj|q#SJcz?+FHb*5%X(oo@%P
z41VhyjuLJI!UiORg2LEm7qNq{sVf$K>Gpccu4$>0{OX$|PG~#|-;?<3A&(xt92p73
zubr=l9;7NLI9aGk@l*Jh_KZ7dhqR5}+Wk2&Q)3u@zb<qB%bro@M4k=UP>B}#>pBNR
z(>8xU`3N@zNx7u|i++z-Agk>JV9Hz!n8J^mCcz8XSNP3JXf?#xKA4}N!HEnd8$?qL
zT#0_CU9eRxfG)S@`|qILttFI&j4f5O+8MPmPA`0!mrTl}6`Q;TedtMHLI3$ALwf*L
zLfC6kT%7jL3OsnxXyn)DaN(z~XBe13ElGR0Z0bCsYww{V&$`_OB*$`Sh8#6dgi=KH
znuT=TV>z>WI@Z<0#jk*<X;Sk<;0z-eT6XDpJ}_s=54&(J54?{p3jsUF3l<=M9;YU3
z5%6|j2IkMB0BrCCwx4I}9Vqf9TVW$<@3a&6S_xWV!I<_L49i3efWD9MjK7!2Ty!!p
z-l_6$Dw}sY0&)GV1cdP3FgqnI$jHD@3=BUlAoet5vH;FYcS{I(5z!xdXB3?W$!VbO
zK)1ZB)^XVnsY`~Y4aPF1C>n)2Sh-Jcl4M!4vq~O%ytwH8O?jWrVGak*)pi@iF!x-t
zGqrj)G*PcB_pD@|0E1);-(RPsc7DjEiMi#0vt0}f$%SDf@_<qeJp}a<%bxfG)XPM>
zq0{Qd2=(y$?t1z5@x+F*%1BMem6H~sHE^4FvgN`K;_c8CVO@j0uwiOP-S7~3Hg}=b
zTPT<S&SYIkQ~gLeL|?|%Z$9P~x`tGfhN`+es{ziG-krdi$G0i{t&sW7*jC8l`VoGI
z>lQ3^lJQ{hX^@0V!oB(f&PK5kASzj&v^22ujV%H%WW=bgzx?wImOy(r@6dFW3(i!c
z1dJ#^GGS?z_+;np?Oo02bwg#DqwLWN#M(1vL&9x7OzJ{r<{|nRpWKu(2t*MtHb`$z
zKV(*k{YHAvv`KUX<cVilIVG{!qmOG;L*9*2GzJE-DI!A`D)<<Gjjc%(43c7eG30FT
zQqgLm4v_F|<ubR{epJ~gbL+pV0VuLsOyI{foVEYD1dNN#)|@K8E&=4(vg+VtZLQj{
zu>(P@->bngBq}{;x>i*mxZq!G<#DjlI1`j1rPrp1opjz2Roz)Sl_|b<_PgWo7^m_e
ziDyLJxE9<qxle>qs><Nau+V!cW~QJIwL`Mi*#7-lW@0CHXsbdvz!NxEqv9`%{Q-;H
z{TC4;1U^OK3bLyNMGp@xrkV$SLZ8@8HLZl&aZ2hQVc$7<<fy-P7XETe(C6k5yydAi
zbrZ{Slqx;QQZa072#WgaUW+x}NG1heqy72@zp84f-_i;vc-?;8t>K%@d;3%QgZqhm
zl!&HI4^Id({xd2mX>O!oUee3ka3vMonM^oRu=1ZER(gF9ih!4@;tK-ix9W9KXXHff
zGhy%u4?qM}AlFdAwy?`Y-yy|rn_?(uF4tTedDK*IwG4!%C?4-}#phG`v5U@t#P1|F
zefE{(a0n6Yq?weqt5?tu!q)%@UrxvK-x?VRG~1}cHcYy|6=LiMN7TbL@k1J#APu3&
zS=u1IN$Tf~a{5jP(vyEk6%}*!Zr(RM^@Bg5hv3ZwNx5~G_F<_ts$ac2^L)C<mw8v7
z@z`H>F?GR6T|H{dN|Vr8HWs(Hlu^K4FDOyK@kGStBl%uB?h{7FEKk_x#U7^=SwrPs
z@UiiE8d%}qSVF(Te{BAi$e7f*(dJ<dj~}_&bmh8<`9^@1r)xYZ{uffEaml-d|5&tE
zzIyvnZr-`cik&wtz|#!swyh#a>!ZL2h<0T?hh{U}N9^;Wy7oiuBmCz%j^$-JhGm(#
zd+n>BTVAG)Et9BvA*p5GG{>l?dtm==dgQ!pYF}?0$AcAzCK*+GB;QKdFu~qf6)5}x
z)Sy+R(L9xTEi0k0?{VYG?>z;^bd)|R_PPBuv10{WCIW@}9EyK0H_@m(VYn&`UO^oL
z`k>1z&N*joZ4TnAi<X8bb{Trqe?(3$p1OcD2e6{Ywqb|+OVM(qhl8O^cMGc+hiYeX
zqX5vbOkEc~<JqS&^F<X@8DCUO1>lnACcBlR?cCN8U)OOfcVbN&q4qw7EL#~zGQVCT
zfS3o?nAin*=;)P<PAft}tBN~^qclVQJ#-d^4P3?GIS{WwMmxZ8ti*UJiN8tYtBuM6
zR6;S)kmxeb(oE5MAqCv3q3)`GuSyi>HdXig1U~hh{wtv7M%Jk6F|`JT-`~M3902xW
zBZ&E|H@N)Ga8yy=n(2kDt!9$?y5K6VA`Pu|fdE0lB@4Wfjw`0qkC!o@@#-5*$WTuC
zzCNN<TN`y;VUM!B3wnV94;<|5z#ChP5}tM?ZLe+$Rb;T^c=y>>w0IQ-ET%sjYxECz
zON*trsG_!Tr5ZJ!`;8~i!8ba795k(IdN|XjknYXQK7EF))2Nd)GLh*%mtpdw0XE1J
zNOSAQtUy6#zx(yOBkwyE1}_2KXp`>7I1(5SwLcDhJ5Ib^>aPnsQtWQ6^U|KWZHxQ_
z<N^)e<7|sQP{DZIe5$_mYm}++?70sB9}M@xgj3>2zMxuHk-HKta#DT2*($(Ig9dN<
zJ{kw&Ppvi|41-S!k6~5CV^)0s%A*P85;NQfLOn68N3?2vYRjf^|BR}k*s)Q)!Yew}
zw}C;@Nh92DW~2W`wGOw2lapBRL7DwbPFhn;>8Up~m6Lg~`{*9a8>o#EJ0?Y$5+~+E
zv4@_(V4>Cg*C1WzJ-2uZiNF}M2rrxB&S0xwAyCmNU+&MX%s8F@4nUr@6QqW!^a`&w
zYRQ@J(LpJlhq#uNv5K%mf0F>bgLyGizy-bcT}!QAtLM#AfVvaBv||6~=f_sy&;|_p
zc23^mDY$X~2oNf@Goc_o$yZ@7-c3LHa`lQ}lbUuvmpNjvPK{cOwV~XH<<3s05y)Eb
zt6zhL1}$;FRf1`yTK*4PZxvQ$7j+HONQ+1}DBazl(g+AhcXxM#C><i9G!oL?Y`Poi
z?(PoBZ|&!Ozw7@F{-ceT2lu`1wbqO=$DG6Z=R9*myzA#r@0jky|1W?Soj#v+{d7i-
z%9+XRA5RgkVc;^p@q<wc!@0Id|IkQ&aPJU3??24oQ@N;%rN&`fK1Q?u!Mxsl<w<Dz
zKhxZnf36YkOJ6YVUFM3axH9EQmt3{H)BaW?g^(D&&5z9_Nx>kB{k@<%-qo9%I<$U*
zlS1LzTKHMfoO2Qoisl;9Ty%U-9@S>&tP&bS)^^N(*(pv13x}Zj7B7WxaQR-@?QEB6
zmM|O#So-S!t(HhLL6wsFa###{=tuBnTo>rIX1}lf=f<w3P+oEu^2W}mQUN^IQjdtY
z9VK!^vrhdU%e>GFm*xtX@YA0l)k1F7bD9kL@e)6KO*nbKy-HAk`n~p4N#PF5(VrCL
zx^WfJvcCWaYg$mytr=`cn=WX1a<cNK<wtpeoYVLFvg$G2A&Kj`Wc_5~$f>}pnL~J;
zXCV#aXWhcwaepvr$aqyMOo6#{%Z0OcA<k>&NJNz*9x#XC#5ZBxXsXc8>6p#u#=)n^
z&?-($vm6h%%br};d!`ZEn%jOumwam;G0&}2rUm#!@Cdp$*voCZmX6M<j28jdo1Z7T
za0OkCQKI-M!O`-25_F7GDIA%dS)P$h&Ck_V;r5(U14E{iq6%g9K?xqr)+pHjv&pJD
zQ=sJ9?B}XDtXn7b{AAf+R(2&{_%N}41ehXjY5wnxm)MKblBWwhDx{>b2_*JFieBwq
zQ|)JUR%_4CXCbu^-0g0yHqr2JAu0J7;iE8)Fz7`C9U%fgl5|%$OiXt87Ut#8F_5KY
z!f(tHy(&M(SbvHd%65oP+ar@a7`sv~aI=<(3%JWV`V~c{l)q%D44{GbBiT=hETJh`
z&!!o<j&dlVxdG-@yM|g7lry$$^{4V0IISk^{0|Swko5Bu&LlHI^qnZuSP>JKf7Ycq
zSYvVFx8s-c`WiGNUJcu8yU2{1-A%~YN-v9<AW70Hru%%n$0Fj&pS&MQ;Z+1V2ehJ?
zwg7_j=9+6%Xf@07a(C>TNcxnp?;(5Z@A~qj_#8%&1ivPAt<&YPkSTxXl*w{y=^*9n
z6(-2l4Y6!$+{SoMb4YXNnK0oWo`+c#K7q2yYNlb`)|rNX)}NUB`{`UcK03qaLHkmI
zaVf<A!-!Y)qN9EyE#a!>bqvT4oiY-)vw4Z<)+6kF9n39I6dab@=sED8Gq>tECmr$b
zk|c-P48eQ5hq_UGew6p=Cv|H0mm0Iua&jXCv$fHF556hs51tJG6WJ`T`uBc0sX;Ge
zXdxf_QEPYmT?v$jmehnt!338LMA`WNto6*zA)24z_5v*$EYJ(C{&u<S|7}QD+HVo}
zakxBWAOHIdhP0JLCg8k|bCgEu=U&8No;zAX%Z&_DzJuM{z#hLcUb_Dl2Ik;#m!%yp
zDjZC<dHVx0C1*n%Yv-izLZfKO-`;sQis1%%y|ux=5mB)!MU$LkapoE=Q(RG130r*}
zCZfqz?^F`)8K=L8gvKSX$oq}Y)V4{NB!<(d9X@;tzORC+b$HbjLxYXqV~?^xzQgrU
z?J82Ul;5(~a->ms=m$WQDfWW+iBkm*$)5R6JaXS8$P2qgV5E&T{0??4E@Q>F8{;%q
z_t<$SJvcNr7&pE9m_+OX+C3Z1#N<>>olL~v8(bC^m7;2r_5i7jLZA)14^#o1q1}aG
zHhoOv3Q(LY16_>*biR>vYJx6*bp`&O?LQP;?TE1Y{_y@-$NHlMA}4Ty_)T!|yn3F_
z?V|2k+N{mt0e1n@YOWSu;CrI#>W0Sn9`IbL3t(W_KViS(`RNP!%T2;W{W`04_EvkQ
ze8Ibv?mL%dnw?e$5#%&ObRdgMl_~Ak^&fa2XMbKsH;6YZ7`bc~5xIMT@j6$H5hOyE
z!{T|KG7lcZ{X!#z3M*yYI6q)v0(NU3#gfVH{gUc@&32F!URD)%_jX%(#Lx&ptUvhj
zd1t2+x5`2=8;!XO_B6e$4pE!=ebXc{ZL<fxc{lFS7~Bjlp`5Gy*}v{z!xVPph|OfG
z^qlJOTNt?yHb#~U0t(d?K8@nlq^5)<Sd@QMLQ5>|8)mB6QWeBvpdJ)Pr)0e^`!%I;
zHmP}*ulbgeS3_&KpY00aW5hi<Ct7&4hi|RfKiv9}!7sT$n>Q0wLHA3ny(P9;Q~saI
zf>}6E+#`*i5rJ@4x_n1GF@Z3nTcYFvLzH%-uD@szJkCB?X#VxznTWKu9CL-Jkdfoh
zrK3Ly$al~)T6eo>6euoRan!xzqHMsJDj$eA7`30hpkP^q2H|ytD-`oIIDd=KTON`-
ze32txwRCiH;xt2SJNuSuB*4^zr&w>U0mD{*)Y~7lIZhvmqza-x2M9Ve3acL6khq~L
z;G3MReH_-Q>IIivxyq^St0Eqsttv0SzOB&UYi0(z{n1+D$KhAPUhm8$Qo)#o0_~+i
z&`J>?h--UII`Y>(<=S%reu3lcRo0@Txs0lnT!=d(J&npvxBSEcMA3O)M^o4W<Zc$1
z7wfinYwjz%J*{bDlooN6P}U|G!LWO-H+(e^Kjr1SFL1Ki2kq)iAI0PEJhVl+uM*&O
zkzIo|4QsO?1CtD9z$n;+#Kb>f`ou2i{0IGhNjjDZIT6e8dStskl&WgUmuCs%QE@o~
z$4N(2v5)G5Ej9~B#Vi=jH{>II;{!*?@HF0)nFZ!A-o4{F5?){IVP05kW~F42EZP5j
zg(O$PcTMZ;91@K`k$1tfKVo=9RkUr<V`v!;NzB~nvd-C$!nOTVwtR%qHUmPscpI23
zEuXB(D`m@`3x$jEdK53g`_Hu2@zD4<RI<P_$!oQ!d)ciFuLc<JKkrVYt{7164lH~3
zz__a`&^P4eKaF(q=99G>>3D{SMkZ(yp4L~iE~7j;;Fw3o6=d_eJvEg7#r6&e_I|dq
zvI^wv)<#+e$tn3|OY_BuAgt{{Cy<-kjYrJaO0fB1Y!q04rXRP=zk&pv2`Zx>9na!9
zs!*R5_NZPA`j1A2SB``Bmc<HaHLM8#ggDcV(pyM3RXtvR-kTY}>L%L&QUTmn7Edz0
z48;v)G9gazeP_?3%erDxuCBH)ew;Y&>tB$5yi8p!#kH^uRHnnFbG>hAgs9j*m%(x8
zV7@NF|GCP7B2$j=!trKksCA?{t^r4y0)@~&qsDA2U68YXjf|?wJfnFj@OMlHHsK6D
zt}eyDV}@9Z4z7up1W_uvzw;*8i)GNenyCfO&tGC=$98(2oMbC&^0lj$bZEyxv@czQ
zq-Q<18cXY~HIRKO1rS@0`I)bdUPha|Hk^J)+g&J4cuhh264#=_^T#8bx4~xw0;rDj
zYg}Byk+8OW$Eu|H3V!(PESyKsQO#-^T5COn`S0Jq*?LFnbgzB-2aw7AwcygIwb9HL
z)t@Q7n%UrUJNz~If`L}5;NDyj742Ypuqi;_-2>eNL2p6yN3WE>)LyIoZ=ol>s-aQ5
zuG_E_ESj!?IbW?bOu}yo(!=ypRtkjCVKH;2d<pun@<;ZegVpTx@Dq&-GTU~l^l&`B
zq4RL?rb~A3G;=vWB^i6Ku>O4aK%$!wZ%J^2?p(EyAy`|@VuE<E{u-t=)X#w*qC&Ks
zqZhKH==$Eu3+X{v>(4<U_1aB@>w2RGZR!90@g(8Xjy$PN=ZHKZAb|B(MRamvU}|A8
zqJEypreZIVg4wp=kDBV2ZK&7HJ7+%{v?Z8a#==6k4XS5j<>QdL^&7L``cyPkOHQEM
z?8SWyMnT;E`?uDxlO9(o3DlUv0ck}R_5-%ZYt0<!@R_-~vK6m`64xF*J-vDW;IRYw
zaiCp93c$=>Fp8WFFpa842FVg`d|_C2t~;*c7hyV`5AO3ZkG>`M!6v3Bt19#JQ;x6b
zHb(7E4mh-EO|lLbwN<2Y(0^ip%Ue*y%W5QSAFnLDBNm^diV0eIr^@m?KFRN$DfC3f
zmsS0MYVul@um>JUMZ1WIPv>L}a(ytk6mW%G&Tqg)p+#kHL4!=-fa7HRvW#}+_WtYa
zAbl9>W!un`>_1-XF_FLURb>&9%4YN;EAi1^<78ht9Q426<DsE}xxuiE!VDzCOJkg)
zsX~$jvNQ1XIG+*3!N`d)z(kV?9D}OMHa<u3E`R6XY6allqH~NZ0%u2OXRc?s%{WxS
zdki|nCxM9c%Jc^k;@nL{ncUO;pJDjzXc*Lq)trfr=M1TUdmdO3!|miO-4|GhNQ6=L
z_hy1TgsznKO#b%n_qU>&N(hJd^K33e4y<qsZoxI2-8IkDTRCeQlXypqB3a$7!Oc|>
zCn$oGR0kZZY6cevViJ^1sSNDznsFBtr3`x<N*g3*zG;!nbPG7@7UTT)^Kr-DTG>IU
zPDcQb*kdJS9&PP6tQv&nL(mttYHL9o(R4=JXMD}<n&~$?hPtw3G`)2_)W+FkjR~|Q
zvBLhX`SS7143oCzwnkudL_Ays6`dBjxw$z#4B@L+UjW~haGFX$K<n;T?C%o?`Jbbl
zFuxjMK0yYIm9U)pNdx`_tKV>-@BXdVH`yV!V6D-t9Yq|tYNgO^4s3t^mOcL~RVA;5
z4x7;N494ptC%V0IS$9wNTz+9i#-S$_6;)O+$skMn^YkC0o;pm65Rs$g8?Et0aow@*
z8;p)7&BwoQ7iS#wY*KY9@3|zKTgl3bg(45vgNcc8G@016l$F1LLrK(QXXk`(GZxU#
zMwx&L<h<HIGCIUx6Y=Uw(z<R&1uZ-hxiq~bQqdN6x@kbphw#s}HMMJ@J*s&E&Yx>;
z|Cx3?bv+oH#|#cK57AXqTG$mcn}|8Dk0_CtQJA&6KB2|6C~=@K-LbkrwtFN__J{$z
zIF)zK)c)z=cu;Wk$?q0BkMn(v*;f@fo}X=A_}!0w^6_%E7f1A*vSbkwU3(MU3c);i
zO#9kVX%#V&P@JI&pKWMp*f%&>R3)z~t)NhP!FTrS+=)MTVO$(OZvKzl+1XiQdi3L-
zw^Uj&>6-`g@3$#$%}plW`z*5ODjv`XOWCBnJRz8GvdxfNFnVj((w2$5mVf;RH?vxn
zniL{X^tZLyw&`BZM9pw1Ksq<Q!J^~x1UuJ|5F1<_;X6}x0k_mo>l|geD;O=uwQ~W=
zxlSE5!c?cD*_~&{7{V{tXtj9y2a33FZI;;4z1^8bw10+IG8`+sWqc9ocD$%*Rr=W)
zB>T#%XFzBoK?D^A1w{km#%yFfd=o9<=EeiY_EZTZ71a=yg5gu5we~A4h^`>Zv8m<f
zN5@WpTvJo<De%`l_)*;adTVYvp_l%*Mn-$TThNNLWiAl+ex%JTVGCAURK16aZvQt|
zp%Yh%N+m`w_{W-6qZgC-^$%_VrDntwoC$RQ7~ov6=TeHZP@Ar#vJ8D(XV`S6rmpXO
z_=;4=kNayBBfI2g+}>sWY%w7Z$O<PapxHZhpD}()#K|v?#gPsjdPOj0buhi(2<GBA
ztaqUR^85#)7(z}YAZOSHhWEcDB&2uE!q;8xz9945j2*n22V;>SpGT{&)l}cQoAZd!
zl2OMeCa(VuA$u<_jvyIB7Nu?1fCwrEZ|CdmV}N<>SXt3e&d$p-#yjQaS7$YtcMm9v
z5h`VZ!y85@ETOiZovw%ESFA=q{aS9d4O-am{`WiW%W7e(zD>5r?T+uQk8hzZ5@M|%
z>gT<cS%;gSbz_3%QIZ(-8v60ORE<k8B@s<m12YBa!e}$pZwE0scEdtLL-)`23#sW!
zzjM<1E~cLCUpYBjczZGX^!~-1y`7{Jax{&+v@cFjQ4UjABW>Tk;Waobb(!3iLwT80
z&Di|HZ5hm%ss~DXV-R<H!0d+y6A+Z0bLYLXsQ7@WxVsUM{o->!CV6;x$Qij@=l_|4
z$iN{yYVM;TB>4gzy$k5IMA<IX$}HSTOc(BYK<j@{F((fo<(BJ@mh|Zpm&0RTo00Fe
z!uGq>8`^-djI&DK3;d3SILJl?qfxnqx&RN2X=br3qiY6!RHC^2m;pKOp-4gu1n*G1
zrR8`4;!oPW_u$mzrmMcE%bW5k8O<goI}-UB+2JNAn}M#VBX9yS`0Nvp9+lOv6yDEE
zc`)91(w!-(Ge)lKOQ9%Jtx8hj;^HQ>YUKT0C&&rG<BBl{k)QNU4;qBeoSb_;WM?}b
zw7LDNTI1WMO%;=<A$cLJ@+q43CrMi>M(^ouLIuGL^T$F>+2}zT^Nve4?Azi;EIfSt
zkOe!4JZgNcrL$r7&&o=U*LZlc?^LkktJQTO11EhXB0dDybhJ_<pV3gQ%<vCe(-W*E
zrW=p_#U3K@lG8RCXB$)d=(~$O1syo*h8*lZ+pvi=^XuJxGrD^6R4SEc^gw`#A%R)+
zA=$XkCG#g4YJ(R&j1?`bV{{YZRV!@%kf@7ax$eqeMSN>jZFuXjO5$^#vB!MReMr!%
z|G&=Se}A;p93{9*A1tUjP#JR^Tdzw_2Ze)@9|YRfW+dWY-n!^A_|3=CB>do<79Ph^
z)WMBd8+*q?Oi?rCT9K%cEThsP?zRos&Y`QT1|<AW2&2L`sqx?FYyXa>@RljaD^|$s
zav4|dWYTeW;FiJKBGDPgawk`0{2cizfZ(|{bB~<uuI=C1;3`!GLY9(o)|W+UKM)UZ
zWeKr7XU)E3{i*D?Aa17n*_KH+_Ex+rTPQQaa8}qE(MgWMa}J#DK0BXN#Y#%L{X#Vv
z2pZ|0>-*3$$fSwY(FQd;zlgGxtMb8W()*zYH{?IQ4Hysw2Kj<M$6s7*^JV&?4?wt`
z9B6P++a|T{{YhC}TMGom<F!)A@ed**`3w==M#XGHSRJ@bH(0w=ERX$_y}zH~BFtd6
z2Br<HJOh{QZugD@mCuf}LPlO2j_;sI_ZKh34;9)x5#)~np$=4}yA=#68Xg#%k7`7$
z7!m(D5SuS?IE%>3h6D;~_8r00Jd2Uh&{g!MSNkx{dX2OB8GM#<L3JE5`N0F5e(PYx
z`taCyDp2P8jg<DB&2&V~l6PyZ>Kk4Pby9|A_=|9+zm6L{pbg1S%*>1ik4Yl{Fso%T
zVxdZeI-p-kc_SPA9|7>@T)pvq$^Rr_R9awDFQ0`k6bI7wN3FLdnDu{NR%x$0?)=3J
zcFuYl*kpZGex*@*rF)!(ZZN|;;IW(SM9qp!Ge8;2UDSP-B_6dgY0OZVx|p*8llN-#
z<SF4NbOAPcs!@2OPhKx;5MK*^^VoQbC0*MU7yidzchw$_9HR5LSPcy9*nZ~O_)UJZ
z>cNxZBmh_Cu8ys}Em1NC%&7Ljo5#~mtlXZDS=i&xPdB0k+CD(m@C+y#C3{<$$Y)8y
zWv8q3NIk>65~<jXB>AGX^%cMD=*!R2BcoY8iblMVTQ|YPlbTBO!eMe)?z@tw<=<lZ
zZ#M>&Y-N=yC5%7#9@hR6P>OKA`Ctb*3pSi_9#qooOk;vx{e_lA4|J(0H<)ndOS=&!
zeT^b>Vt*g^9he7?8<;NQghU)a!S8{LBJ-i<e!>A&lKr$M{!H_3T3lMt*?Z+c<n|2>
z%{oZgz6*3kjGVGIU;cQTCpm4fyCHU|I^Z#E-4-UFm>SzzZ)}0=<0wa7&p#+iB_6mh
z<u?~HI-M)KP{Uk$%2n>2&Ovs~x4I51Wv-)t`QR=Rw!01&%$UoEBtY8n^yux`4?QSm
zVK%+b+9_59D;$8SQiD~#n_4`z8vRarCCc9HT4IMScPK!zsB=_sg8jVt%ENXFd$Sy~
zS+~-{V6r}F8faTkFF84vI1I9A2FoITOoqR$OXw9~F5kq=yd_cZLN7hW3(hzu425A;
z?`*hv5((c)Bo&Y9=`h9M@rAJ{+%#U1rtqU7(XElx&f9D+Cz!^6YlT{e8RR%E@qCXY
zwuPC^s}Ei?)FxEg47+ThOU;Y2s}}>9RGU3ZP42N+zmGa}Pq!y*K29pE)mWEYi|V;!
z>kG`ZY!6GWx2qZ1bcOk~yE^>}aM@d1Tem>@$YGd!hJu4bd4OaI&=TU=?*Ia72$bm)
zlZiBOMqyTa5CgQxQyGWh@J8Xd9^RQ?p4n;}?mY(Oj$G9MyA>^nfB0U;6oZNC`E~gY
z<f2ld!PH0JE6`A0Jg@)Bhxb>$C6J()vrIOeeS5*XYjtVg_Fok7T>>&*aa2EU_*ioQ
z>6lsS&T_8AWk|p&J;4q0Cnu&%AbY{dps1#n3k_I}W(5z}%sbiR)hjN42!Bet*F}rP
z6)^5W{~8>;4u+w1gOP0X+~$p--J!y1OEy*5TW#NjRbU=RhH4|w@q`Yani*E(f`K(U
zsT%A2M=kE9<;;MC-3KS0KO=MDLsY&|iq7+3_Q4c#&*MByvpwfCN%3ErY`e=xf$A?I
zjMm85+^Pq$Ri6r+6Qkjk0yqT|&!}F3=uW<$rL-%hm6oVS-3_ICYN>-+fL41mOU=;h
zxmM$OQ@Y7Po<z%&A#khX+-m5F6Qy%SI|QVcTqfH;Y&ql%TmW(7KQ}$}X)Nstq}EcF
zmh{0`<k3K3mk8X=PS9-^32mnv897ILl_hXD1n0Gw6N&SL{HAnWf&-@_?I{F;WS~>W
z*4aQ!DDmrZ4yXj>y}saSXxeC7CXYWmrG+&&Eo!A+h_}+wk6+jgOQz=IdbO|=LeRr4
zxO4ITzcqNeP8q&d?Gx<x0l~}s)e@8N+m!9&tRCIYtn#x0B@Y)H^rofM1BBoDI*tU!
zB04d--U@QuGX2-U#xn>Ey6=r6KHlH-(q{NjA&N=#{;ON|LId$<7pPV_^pd)_&CJZi
zPf&PMXyxeNQ@$k0OVxgY`R+aRqspmX|3$_UNem>!l`U0JTO*L(`PFxW*YTVM7$>j-
zk8a=8jso>~Q+5ut8bB<6sL09|Ip-0U|If)do_B42+a3{h+>;-~Uwt&i@&oaW1v6e&
zI_6*hRUB%_ojSU=cN%9`>=h{0n|s9nR;u`(t{&ZschoyYZr`OJGNLKfX;c~AwhLxm
zhUVnt2rTUYo%l%5RElIfU(LStlg4{<AMxWoro)tbSP?XOgee?g66OpktUG_;);%5g
z%A#DXMOT{NKIAD_ZgXNe;dhq$d9`hHz@uv-AlcRF>sMp`d|zjdzk|4rhCWqc`3*+M
z(Y-RZ`7Xs@Fmo4@xMhJ|oL0Of_As2I?9_;V56NvE*Z83&$;hfM#4CbHoKEsh8>#wR
zmF#l|ftais%JID)FO6R<Vv33r0Ywcq4Ujm`5Fzz{I70^RH3&=e;U!38{yaEszW9<A
zcp$3UlN1sln*I{ehMAu+#QFX^<}Yt+@_I<0==(x$0inA=zXyBy@IAj<dk^Hld)9Rb
zE(nc^+`}^!XSSCgvV(G9c(Az@b-t26xioaJxy|2`W||uMf<&y+E=#*{c8s<@KaI`X
z$-RYzjWRauemmz_<8k)I$3t90X_8mh87y5TD>l8u`nJ8m>8dCM6$`W70g}in&~Fcx
zHJv6?G&yNhKtK}7jJ$b-In=c1C*;pzgaohccq7RWhS!MP@)C|dc)grT#$yplOF$se
zDUOs9fzQ{B(RdlS8zmX_6B>@6^YQcl&cFEl`Ct>tEFCvVY~M;x4f={&_v2`6qH8&Z
zKF@s$p_o%A)o<c>8J}+dEZ<(N8P;b-G#%tmPj58*dhmoh)+$Gn*$J<Ir527YS1GUF
zgj7wK8Tst-iVrgSgVRa6dH&XT4*tVS+)Y!yo550-#RdcXaK_8D4egHLIVuD?a^!B9
zB|D3TQQHlLt;97KzXro0;KF~}i^cF2k1;@WxFGdu>A+kU$4Se2ZqL96%f~CV>v<TM
zNXaP<uDM`dbgOgT8O^~5vDX_Lq}{90ni(z9rktLRdOLFDO&U4p+_AIC*2+vKHaUu{
z626JyPH<`-bNW+|qP-xd_~7+yaB00V;Gkf_rjQ1~*tyi^XOY`BTs^I9oXcY1kBbP9
zr<bj@_?XZ8-d9s6ZPy7S619sXk3G0TWne|@j9*U!`oRSB?S!IpoV$b14*P|3dKyd!
zn-^+3V%)L1u-q}kMtPosFQ^=vjaD=xA06P+wcW~1^%zwm3=HCJe%d3jZ4tN0Jg?NR
zzAiuX6I<w5s4q}L%x{G_!<6n}+wuMUrSw%M!@l8x8UA2JE&4+vj4q9%M5K+Z(td;!
zv9QwMOIDgxfv6tKw1@2!**w^5ztKTCa5vPp#1-g8G~<j26i-(09t9CJTom3AkJG;x
zBqxYuwLhSKTRvGhwtu>D%@yfkPrCf@_~Kl)$fKVrGEk|~R*4#@Khke(iUxjFWa6g|
z!F=;@@@E-p3f6Qa4H4}gj2LSPxRI@XL_UhGGnfjUYX)#f9N47Hc`?nfZS#0#C2}^(
zA>hqKvPHUPC33HLP=oKpxX*q1P#Kh87>g71#dq;^sD30d9WPBCqIbCsPS)D3g_dG9
z$|>8Tx@LB_dWwR<E#%;IthJw6J3Ko1D|jv659G*MWy(F)dhiN1l_17S+zozOyya_h
z^HrbZkz_3`ZXdFDH|Rf}kbnMq5LqeF*$AIjX4}v|ANaV3IDUnzGsS?u`>8Gw1Dktg
zcZ5=-m=q;S;mL6OjoaJQ*)}<-O;IyEJD!kcll|dw)mVCZ;ZU)gn(t?ofJ1X-7sVYD
z)kTa00rA4HgT9PuRQweqTn?yKM2A~pux2Mg51OLMONIX@WSI`C$|MY$H$JxYT|3U=
zu)+5*I`abnvV@m;mD0#zB4>bgluz_r*3O(obySP}z1pdRDKlkO;;YT0;Bp?)3cUq6
z{swbcRyKeeXzD1)yj^|}9%CaT#t(N~>R=L}ZRAon$F(D!{m<T+_qqnR=Dq40VJ+%O
z@qc5q>3xt}a&6>Jk%SDNZ9*;tA3%%`W2Nq?lZ?oej%e{K+Kyh`1*Mzy2L1i_IzM?B
zpK1X@MHc?Q_2lP0b6MEUfwPV@$puIAHj^G<R}x`b%fISBJron>rb<6x(Ak<<z65)k
zg?By=a(AYm`UhSR{*9|J-CWxR6JqiAg8)o7+EB?pU11+P<&bsYSN}}OZT?C=S?y2|
zzN9ubOk&aoJ@Ut6Xe4q^b9Us!s{rmYEhkA#MVB@0>$aETh~9*y-)5Eldmqy9%YOf8
zftP+%CyepZdu`!(dtmwTfwG#lxsA=tS1Buzwvu()%9~mx?}V<f1nK&@OHLkaBwp3A
z1)kcms5OD8t1DB-WBh!AiJ;Gt?&&NpyK=zg$Zyh|$Z@Sar$JyV?%AH6c?_>&hrHbN
z%<$FMCu-<D92}|49vukke5*(^O5_qoR5rl=UgwT7W%kMs@U8i~rrdm=t3f&K8V3oY
z|9yZ!+N6DI6)xeott(N>rIZ2313$663bS7Yw%}4A*VvOGc{OCo)tBYwiJQ2KBafY`
zEo&4jC9@gcz>OWX{g?nBlL}c?OEU;Rk(49SyY8x&8Gc^VMZx7CT=UZDdW~-RQ&=oO
zU7|k6RjZ9R7%kQ~;M4fW27EO>A9<@3aygfa%;s@T)by;#QJcZg(H{9~&-L2dpFCki
z6mm&%kihc_90GlDwY3^@SW4Y^=RtB9rx;BqHO$eK30$<3!x$7{>ivg+j7v?pSDfMd
zdKq!r0UHMiXZbt7n7zX8vOWkP%0!ig=9`8wTT)qH;txx2nb@IzuTA)w49xS;ai@Qr
z;~y~v7DpvP!|P2l*Dn?(3seunr{Hg>Z__cqoY$O9Q42_EosZtrx9h~vf3uoLx|csa
z`E1tA_dF5JRe-{g!mmpNUejMkIIv&^wp8T2zVd|z7koZL)#VULG9-d1<Kw}%dr6mK
z6;TP3XgiL=gs>~g8i@r=q^!vO``C7~>^8c(F`T54U-d6@4&GPDOqAG7(?Nkm!Xri2
zwkBp;bmOx|2A+@4$v+QeLnv4uRxX!sH(EQ{{y0mg-Pe+hcCS_Kyv64>xDOL*YTOSE
zGqV&WAb5NKdJ?7nNyRkP^Tq83ik*KoTkO;=uwNd=M!b_P6`IPLL7EqCMq{NetG7t2
zn>1S}LwF@K1&hi#Tl9f`0NLS4gC&K_{evWGEy+k5!-PC=;W-Bly_m!==FJnyxZ=md
zQO`SqvIWle7aCZwTW+_n{cf+G-VywLM=w9~TFx!6YJ2xB8#sYQ2jT{+K?5EuSZ(Rw
z5>v7FmITU4Taw4{$yl6jnu$s<6`AK^I0yAUmnz*GiiH?9nf;uVBqv>uViR@Oqou;Z
zmN*URMOf3fCEwh?)FkA_Z42yf+6EWK1W(^yKq(Jl4phA41kd}}FD>x{GEN9X>CZ}1
z9&{>7^km;>Awe&}QMh^_4}8KIxgwnTji!@i4zJ|o5yYM1OVd)$8Qau5alDhVg|PJf
z8hTB7;Wis3stMu={@1Dw?PbYp1O37_9pGu=+jGp<XZt3dw}1R>+1MDq|6GQ(UNOg0
z=Q?Ouh~BBa^*KZVCt+ohr7h|Lrp&;zxFG%@$_Xt;b$4u@e2|PFGWuP*$B<{(+5>Ez
z2p#H?^;m;u5m6MLb_{*%Y;ZRMv?dd6@OkHD!Gly9&BrY9!6f0tR6HmE%b%tY0?ist
zqtu8Za(<Zic58ZRnNVh-r}1a(&_TC*hZuJ86k|2#`9#kFRl`j*Gr_;%yD9Xx4-^gj
z)lRVDyKx$Gtv`z>;VU|+mkxi-L;F<x+`V0>#toT9$L7`x_{q2qVgPpCH?`J+jP8f&
zy@S$V(KHta>727a3g1XHIqBlxdN!Vh3(_gwET@h-zXsOOIFv}q-P-Luqb)IpnV-5a
zccPtfjkMFD<PZM!ewHIw6+xWH%9l=aG|!Sq0NLzETwBhdrk6gvl`_FJhJ2MJ_b&zJ
zS*ZGTKGQZF$P$$z2I&jBh+7#+yCvMuts6rwWChE&X}ZfVJG#L}MjP)Miw#W;cpM$H
zg++n0gaXhDj`;bkJZ}*rz7eLvu1S9FiuU|Jf3g?ijXwXE0S%ei=!9OLVI9G|-WS@6
zo62o_my7-ad{rem&y6~2I=Z67=w_WM4__nRf{{1;r3H`kZ4yh>&+zMKD)+VQbE${0
z@Y$PupBW6sN!nUVgr+S6-@3y{5GJN4ZM@n-pKdORG%jn8q>nq@&aqP#7X4i<8zi`W
z(#0w`vAT;oSXA*`{o|dWke0sS&(M#h#^t>8h+bK*N;UovYSp2DVjH#++N&_i!J9Ph
z$c!ciJnSd3rXEa|u3l1=JFXJW$9NIjmxt86LVuuPVRUykE}JW5rdvX9?p)gs%>YS1
z+UOxB$G6`-KM}_GNZvUN2DsgtnTdKd7Uos}%wnRItPA;>BmwoiAj6o8j84RSa)@q+
zFSGDlst`&JE^&9SHQHf|t>`N6z)1MS6awgBOQ<X)5^DYE88ulHC2B`Jxt!%pb#Qk6
zwKQs3nU(D3{3{DhMqG)pK|G0~xV^z5WPs0>vHT8KZlsUhlDo|-+h(l(AmEhDwNZ?<
z(fw1Jd)-qV4{i+Wd<=uHx}?;yq-c)H%g;5IHR2}IN0(BrwiSvqG7UkR+2FKIz8AUU
zCCt0nqNyHXpdD)YEjalA$+%q9oz!rU^8a|UQrm8Owcb>(FQg!p&JrD{<n+<k4%tgV
zy+>OVF}k=KL|CJ1rebbC{8kYneXhTRxI|obRw5%&3v?|w*zGNI*847FT530B&&6kP
z=@H?Pnv6BP<j?XWg<IWV;T5_ct4Em#>=si^+M<yJuj971y7%6v>fcvGpOa8J7t9S7
z_Ch%X!IktyQk2oi*a0SVi=Bw$wdHYZady0&?nm@+9!zjneu<CmTZ<sPZ)Dg}6MC^p
zR<&77!ldm|%W=#@_@YF#yVaFZk*UF-4M~!I0r6Gz)_M;=3ZDu^Yux?|kWx@FE21<3
zyJ_ObVudT&)mP)|KY{)}S62U^sPZLWWvUz~goqETWsj{V<sxU6rGCSFr*}KLYoVuP
z^?g?N-)g?X?O_k!5G0qe1>zjQWhOuN#}Mq*&!RjX`^hOOGIc!I*2SJ;a%aAJf<F1!
zn6%GrFB)nsK0FBN<k-UCcuNqByfsfW7&q5;*o_>I>;q7r1d?q%c|;kGX2&dF!-xgp
z;u&NlA7#Rh#}FD&ZQ~?mg^c16_GD2qb3TQBi~-wX^DYgP9T+!?JKIiT;4v3hdpEhb
zU8^J@D=!dwb<QpAMy!0eO7O{uawo3_8A`jV8?-Ax^g~k6vir#{o3`>-Y(;ypfc^!8
zB%OPXJ$$9rU=S2T;?~o$BNWj}vmsDCS|AD%taQPP<p<wta!bJA?}q``*=K5E%U|Px
z8G$~&OC+@1Z0mb8uHXFD3pIw)i(gZ)mW;2KB0^4q>z=)+P5wHm)9K++-IVY%bO;(#
z_|Dh-h{oC%pcow7jY<<nYj^`al5YgkFh^NML&L2a+HJnqF{Trf_ZCT;(4a@YLNV5d
zoySxz?Iu@*HNQEVujZ2HE?*-xWg;>_bhA0nYbfy7_Tj8zZPMAo^ahS@ltno7=1Jkl
zQ+YY>y&`^AePz#ILx%vRW>u<69e1xWKD$`ANT*&f6gyd#1qHg^`O0SV{rF)o&-dzk
zQ5sYnSV)p#2sLPIrev$Rqg@jKI=6!dp4nGxyoEdf&etq&fRNxxyh?PcZ}#Pb(+S1b
z+j_zg-`ZmWvPV;L25YYJ8QV+W1;n-q)#Gq^@x&5NhN0mT_>!uYZF^6$@Act>(8Cq=
zLt8m)#$V8gASN86r$)HL^D1;GG*Br^t7WY%-hRtW?8}Q)W(d~b0d1mPjxeS|j1&3|
zy*e0JQkDZ1xBqTj2nEd~xN-kls($@D!hD^m+Nnp-8U#(06Y+5mqw*<O_v#7K`LLb7
zIqi`B&oS!pytonHJkYNLw(G1X=UDk48x;pRSZ|~&0cND%J3`uLM4Nx1Gx={r=e;HJ
zu0%a`SQxb@HF8>!@m6>Vg0kQ+c4|pSJ29MJIS90(*OumI5dmBP-5B7hm6*op3wwd&
z+}ZJh3N{Gm(b{IpV4)_QJT&IUz$^rx;i&h>mf42(H34TTu<~6h@K;g7**xzie&eLi
z6mHueta!%<^tM*p2wf#nEPST=Y*Ct<Xs%SbVTSgcQ5=U;7fPGCY2yZE4AtKWd1#H2
zw_0AZ;%^Wo6OJxd(lCQ~zRUjtL1(_>K%rGmuw0E-?RDo+`;q6rP^JLzVbNL`Key%Z
z%dRTqAto-uzE0b!u_|4<2wX@1r*VXY?%mW~mRnSXO8)UE>^b__gzu-WPMD>>U3X&+
z)9eS|vEO6up9<=0g8PUrZD(Y?R3!7qcOAH#DxG$g$v4fM!AixiZarL4$1etQjcW!_
z>=lnGecw=B02`h!LRJz`fCgLBLTq5kQ|^JMzsn<~s<~t{)=~u{`nIa-ZJ3u(j4ok>
zyZxu9a=N1N)e%I&vkf=j30mS(R)J!b?-D!j#Zk>`P^pctFz#U<KJ(A+x=Z3YTq^3Z
z0PE1$_M7wDtyi3~+fMqL(r$;Yp*UV=8=cYzDlhnrW!0X&g@CEDQ!nnRQu|Gcz|})c
zbl=I%83(IYp4;ndzf&hwIpYeP#|Bg6vtxakzx#E$3ty@iIZ_8y_j4-GUd3M7<vk16
zpw5rr#0$=S1@UR<h|2$1#+(`2_Yg5fAt9RNnXtYuU|So1iPXUh=P_=SWWY(OohNgv
znWB{cGd5j3VQHfsVw$lR|Hy{7#QOs94T7CB%0z>q#e@MO44d{ppG}E<^IqDEmlFua
zs$z?pr(VtNHRP&F+xiAMneP*2w()RIL4#wiZCn1Z59Z<M8+A0UA&`jFp?Bhm?QL{p
z-F*D8Gd?fAx~Ptnc)aWr?m3ty5Nw4TxYTaf6$+$``E}Lk8g&X>RdA;Bub8#Pfk$)p
zjTBNkrmCkq|CAq5wPRAw#KN&P*xZu$HCSwsKk;2);Ib~MNy~4%BZi}(aFd*u9-+ts
z?;KnDcpi6f`DeUXXvE|~Uz+aJtfcPiP*VBgc8jOMjfT58>&5JO7{{?c)@sS*1}A>3
zDLsc&2+`wM#iKZx-LE)`M@OUK1)EwDa6bCxqr%YGNy=mfVAsv*+{4@Qr+GLgp=)(<
z5g<+1_j|E5b-scas8{OY=R?BEABzi6qI~u*0<buMV4xWixI&KKy5{jnRO!p|DV>!Z
z;sqb{Y+Yf!b#P2IMbb>!QnRLGrG`S|n;rn4hh`83phR&;i71!DEVqsT%)rF-SJ+d=
z#Y$;o*-71e6Mh_-PKk=I(_od=FB*Y;<gW*G1|#E2WtxLr6y3iAax2xbp-kc6M)mAF
zk+SVlnl?R4@yu9Ad%~7q`44!s`3C$nh4(HUVQBI<juGe{c9vyew>{=5mKpk5GiNgy
z)uISdJ9U~s)(Y(_1cih5y#}nEw<{`I6mF^K0ZV91ob2FCSE736s(KvNQM+2j>(6j@
zfcS_C5k6a7p8Xm(^N7Oqp;x7C&bKLeXW<(0lM)>{<R4s66x;yb=H}*Csj|>^h>8~h
z(Vx&GCU@4wZzr{BU${Xy(v&U4H2?7SMQHw6j~ftVn0aFgdsfHjPV<cTI%8w&4HcEs
zC;O*#Iz%Z%EPU?eU$gRFy6?rO1HoGVe1gEJY{Tl^i6#7brQwoNX_^{PDP)kMG#B^|
z3y!R$cz@vI(E`$i*;P=T2%1U}yq=EV3;XA!7bOH58cGt}*MAtb9{|wa=T<vmFPI*&
z-uF8|pZMQbg-)7}z;s~B9>U$bj#_r!o-rE#rD>Z0>&<Ee7s`rZ#lc{pE+Fn{A&&w>
z!;L(1>Rby|TQq_AGs>}FTibofd1ENk5a1fU|5XNATU^BGJzL4R$$GE<dP%vKZ19^T
zd8X~w-j`BrKfE+7Y+W6n1-0>;!cQe*hQ?MRfA4v=V7>9q-4Q@C97JC>z6z`W#s*o*
zBb&7}a>PhjC`%VGB+f2S@9_Irt)H3vOe=94Zeg2l#_-gCb2UF99POsN5*a!Bzbj>r
z%;B)WyP))m#@@Zc#dnM{?Mvpg{XH$!!J8H-scs_IJbc#(?-i>{q<Q+)E~G*E@Bg6$
z8{GZUgN&RHB>)#Vet@L+p@LgAsq=vh(Wq3d$9e@u!N%qAAn6q4lP&|fH$tEM&tjeW
zjF5PKt0rCFoqnH>PgJm$4d>(>i6yLsLlL3HGX&X3mj}^i?>2B?T^iqew*8O)b9xP8
zsPzMRTJ#M_u<I%d8x><WSYB1DH`Fr(_zQX#Pr%6?!-S6rY;!aB!@2q7MurHX*V8Bc
znjY$1LR?v1#^SxUwB>Ubg1nAvo&EACStBw`DO`q58wFSS0lK|3=rJf?BD6-1p?Dj>
z=`%+^Zo!7N!sg2I@IeEATBTP90F=SVt(ZshSdV3A2Vf^QH`G53QYNFy>%Pce+I0NS
zNn{qdH61kmGtSf^|9gQB2Ws-#>se|tOZ()I_y4lr=H;MHv@C}E$CxDBlBGn}j=7^>
zzt3q6nQP&})?FrMf)_v_>M81WyW1^-Ibr+vwU%i18O$^W`<#|iw}pV2%EA@7k~~RD
zRtgARVWC7lz=Cdt?;=L}s}ttg!>hHfYs}Qp!Ovbragg27t?nagZ-A@y939qk&wKr~
zs-@Iiq6Y8AuMQ2ZF1@;q=gy$YN1n=x(0D!aAkqxh$~^Oic>vyx6~@Ks8kz{skyqRw
z1o{8K*yultB^Vgj5Lb%=i%xtginHtKyfktsrN%c>v-E)dNrjT!I|T0W_$zY?FtT`y
zW8@-sBjXx}Upy_l4FN-ns``$Z{m-ZDF(bLcAM67l+^IE%8n4OXSE&QcB@1aHyok~Z
zR!RNfsj)J9E&@&U>n{NlY@Dxc5SLYF;+uL}-vIP{y-H0Duoi)N524>l6n(LoGyi<W
zEQE2Go);M+j9EYXbZtL|;dk~J^zwMej_+oxXXAEM(Oc>FvvFQ7DW6IxU}EiQOfrxV
z<k}3rr8=0QX~SXvy&QaI70XTZ7dDhglh-;PobJOB;AbkH@+<ETa;+iK?Mk591H#&x
z*XoK5%lRo~LZu8y&_Wo~#N49I{}!vqzG<3_&WDW{wrBv<v+LWz%<HxjWKM^JnT1&W
z!e`#P%wfqZiH(KYFF!?$6GCmO1Rsf%%s;a|HF%ite@eFxOoFbxAan+)tVF<w04oNi
z=c<{?qdm+92AEK0`f_TANAm%`1Gdw9<7;gd7HExG&{RmrB!Yo3@tR_2lr-Xm_|2oE
ziuFu^&*G`XmnQjX@hgd_Rx<3l=n6?!N%z#g55TDX{ioGHpGGkdO`>7afCB2CN)b43
z>zuB_aL8D!n)oYHCR+nSi^-wSEE#ld%M6LH*nQvR-QugaBY!fOmWbHOBX&YqF12ho
z0upNdj|U4q4#yq}^fdnI0nL`oasO0xl%j+!0T1f0!W{)F_FTN4trq2{R@+jLb|Y2f
zj?Cfia_f4&Oo1Zdb5UO>Ntl*>=h^%Y!wCwSFtO*5KxF&T@Q_h#;oZRPXkI{-_tAmY
z4k_~WQ)Xm{D1GZ~oeIeR%vS!A#^_@k^U*Hjraw*bJUHJjn)*ML^g8_><8?c~ad}rK
z-8%S`DsBRW{3Tu0fFi(5U7Fq@4PVs)Toou{WF@}w!V-cUW*ROskK<PbSMNyBR8oRn
zP6FBxzc{c?$6NXExcMZS$0~*H8<vTe;a%=%#Gj4=^msd$!;aXV32~yZ@~-2PsZnsJ
zv=;9l?S@vI)+<GB%s{m~>n!d?>C4z7`#gMk0xK>p3OXVSUUARw&Bt#jfWxB5D3)n2
z&}qo~dVB8+U{wb-&Y|}va<`;%CJg_j60o$7b(-&p$`3`vifSIM)8kM{ZZ!#GJhU*8
z1Vj7JN-7N0{BP?AhhxQ2=AcwM;#Sf?wT!E|&p`cx6(a`JZK$+)m;?w)@9-tQZA~fb
zuA@~-Vlg8!L@;xGfJUD>VT2O5P8*J$w*Wq`KZxjq!ht5Tq`|P+`k#B~{ozwYs~@df
z)=0(juuhR&5WGGHWfLyazi3?+CBXKRttu$v&1ee}J&vuN<dOgZmck}oRBEtf6$m|<
zF94OTEjke2Ef1eNf9cAUqfjm|NRH`$9!!#jFwNOY#undUg|iwc)ywd<F0{`Ln$}x=
zAcHmPq2F+|hwGhLICdSCg~Mb~>!HqoopjpH$qqxgYOh2N$+Z4jwzilNGP1T^R!gb4
zl2BPNmj&vGp_exnXAQ4nw`wQKWQKlV=?Ddo@zP_>R|P;*H<KW|H>q7u6W@Z*Qg9%h
zovOBD{Mbqt|2>ugmu(NN0W*(+gZbwo%Imb6Ve3}I+FPl<-goR`b;PTE?|qlf2AhM}
zs3iN(UoUOZ`nMp`MpcTjnmJq5u6giPNrWACSY#u8>~)rP6oQD8U9!(BuqL0Il9aa{
z0%MZjpa5q7Jo-ly^~8Be8P$(j!%|f;Ll0Vz6eE<DIWJH4a|<TI95&f%q46mxB(QUE
z-z=i=b|k+pg|j7T4u9glj$J1?uEF%zg9O}l&Ym?IkC;vCoJ~BtKqM&V9KJtLOW!5g
zb~c>0uu!L{EISu7ivkyW4jrJQKh;PiH4}6Mia_?IS5GrCK0%c=*w#iD+wk=Up{F%3
za-t6QxdjZ{@_$?yaFoW+9DE};(o-0E9A_`TA5B{p&Yg<0u$SlGfZ<OnFtd8`ic?PM
zvl6vGW&#e9IK3-MSYK^a6dE^4S!oHUm*4a*K#39-hZCWJ_X3D4%6Vj-&1eIl^eHiW
z-*YtVxi=7u$m8W^;wtmep3VNau|`*GP`;L_lS>ly7rDDR!LqlvM?gR@c(^^2mX>B4
zOzns58iny%%8IP>MIzC|O!;0xF0GRb%HWJYQ7GWgIJeuC(oXy3n^&_E{g*#aTR1*r
zLC%i0ajx_VY-tnb#Q|qdW)75U$a@H;2yxT)&;~Cd2#pFzI?Y=f1MgQuqaMhhchUgS
zRMo?EYE3|}xeHvMN?SMLDUZjinKLlW(+G%b@;PsR%uc@mjo${-#hQFByDxj9Nf{BP
z!EjG~baD}r!JiirXf-g{spQWhFX!d?>((hLXs7O2PXqw)SAHzEW6jJ@T;%3kCe74j
z4CAx3MUkg~+;qKw-Bi0DTJ0(VsehGGD&HOyfm7j-r)*uTsO^t7k{qg~H9GzDV%$77
z^yKlX{|+68*FN+9^;RI{zpSorzWGt=m6PlyQqeIBL&2J|@sG05zQ#FQ1DC&<?>x@B
z@u4Ij6BCoR;iL7vqayXP9>7ld($*$+xYDYR`t=F4^38(Yl}W3b*KEvmbZiR`{m~6x
za4Pt4c6SQfs@-i_3ju{a-1`-woRGjx(S)-;Xb}k|NC0Ua&?#s3*q)CPaR|<q1<<{`
zF_xcc2^SP`e;3PI*FP7@(?WUb`T2>~c-XPFDg~)*jaB23hOV}0N|b(POXCchGG^(d
zzzJ|q1AySxRK3ygVRx3G8sl;k@l7SX8!>_J-Co|=ymgsj$5)gWXlRhl4bg|w4|^Lx
zXEI=ScUJ&*8VpZRL=E=?vvX+DIQhS~MYna0COA%Guh#W$PQJGu#f#d-=!&k|w6T$N
z$;V0*W+PYv6sJaw#B53JXMu<d(Ie?jP-tf3lQju(m7F0TeqSS5^uUBWcT;oCRQ=!e
z-BlJJ?{FT(B<cb9FqFF3<RI?WVF#ZrucW6J4F;pj_Nx3Lu(h2i60WmKQ1X??8pP#=
zC3qk=^;tDHxbZoFl<o-zO!`CXZ(BcLCg~_!j&HZp-@UkTw!g$(@T0;iD;4Nq{Ahw4
zEQ#DcrTOGsRG)<;sJPkh9-5KeqnUm04_C;@#3cvJwpAZsfUSy0H$fD)5SpAnU=^G(
zV9z1@@xt?YUD7cyGGddEFmYQ6===CIU7ocC!f)$SR@xiu0WeOj$6o|7bqTGg@>qVW
z-c>YnLId1$ngq2e3P?_+%&2Cipl+drta$D4#1!EN0i@~Hw3gn_ZJPRa*+N*-cf)X;
zAk)eUev`)70n!zW4Z&a+v72eXCIfLdP|%05w6q-W&S#}#@bL6(Us)jsJyCQlEIcQu
zvA!yT@Vq1NO_ymA+^TI^gknh|*?r>*cCgW9>OI-%#<dolO!G<6MDh~@Z$4YQXqbHN
z1(d%3k^$=<9KVa0Q`V1>T~dmL{t~%k0IZXrZjA3NNgs=7z@Wx%E3mgTvf{EjH2+&a
za~!FTj7-?&*hJOZdOsB(!+s>l%41?i--?>gl<FP``ybA-SKF_U@$>VSOMUzHEiwHI
zhEwn$E_u6qx2?mtW#AXC&yP;X;iZqS9F#R(bbX$EaZB$u_D@^rE{`y0_nviC=3Opz
zs?zKJYrv{fX>K^%`Q=)<<+?{&_|V|WP=^lrp_u(4GnIaS@yzS?<o;dD#U{;W?(vuD
zR$-fO%w-Y68~<OEm9@stjGNTX7MEPu3zh7Jtm1qaQwN>ta+b|s2U%klIX%07+9H*x
z7(Xp}Q4Ao7*bzX|wUA?$oB>(j=Y;l}ml?!Rhi6sEEP^M_amUkHC<Z_s`7y*sAL4oS
zdC3NONoKxwXVZvT-tGFC#Ln$Nndh!)jD=l0De+6%>b;0Y4#+f2FXyPuBH>Q2uM=4$
zH8nd=9^(@Sx)X`xm>B?T{5C5o=iR$^<>uE<C!Ar7>F`ciu>JnBAIgr%+ZoOHUUH8=
z98lGImfn6QtRqJPQ@3kpg-D`W>nxf+j~DNpdG|Yc9F@eCln$ycQ9HWGhr2W}mmtK%
z@ZPy!Lf~)jHTV8r>~eVMUC?B@1u|Cvj<>rG{y~>(g#!3733J7MYoGpPi$74f^#;*j
z5x>dtgFS*LB*~X$I(&t7x<7qJ!ZyoBDUdK51`OV3)Qz0TQ{*Lhjk~a`U1K%13v$GX
zR$|q*99EcTw{s1fB7G;?PcG9B_!qNU6u#O^^I4NNAm8FT@PyBf4`v3`+@79qbh+Y+
zThy)9vJF)`@&Q`<^*LN<d<?Dcphb`Eo8ES3jkp{xIiIy;7WD8}bL>cxuw6Yp9mB&I
zb8~aRK@1_{TLOuM@m?}vuV4P(`YJrC;r{p{=U<&jCjPI7zZiaJ5>e_cM<^8qH;=)y
zGE?_K<-R5`V!l9T6gwtkzAmaClyJAFm^-j2Mb1av#ySm`l(LU6(_zIHT?afy;aIRh
znt%w9<BhF^f#XriG&si(K5u5e^hL9?F&HV4kr4=cRlB^yW7YF%m(Z#-3A=Oz=5t$*
z+(~>*IPmO*-Z-}5-^t+i{T=-?oVgqQhSF%tiS<IkOLF&*dlQW^qe<g=7+<d5y{4-4
z1tioS0@J8c87|aFR9`cO-U90!NgwbnO!TUrWyKX_a$OF$i#wnpReymc3Z}S;HUYtu
z_hChEP7E0SgQTpyNo3Fg#!IogAM4!S-*1cvo>UJp#BPLTz+N^=5Zd3P^EEAgoXfIj
z*w|$Z<azw~>`K};h||d9CD-h+2>$rxqW~UeED%Bz&HKhYyRav}T?-V$#p3-k;Q>Kv
zi;{|pBipvu`D_9+cWs>7*!ZtVUxc-o$<84U8&vexc(pAsSX(tgXK?T~)#GCcpscS0
z3cIA89ShK&{}zTrYXkxf0udiR&>hQWzbr%#Tmjy?ZvWW{{O_fBXGStOCuRA2*O(_*
zlS7pr>Mb)0mw*5NWw+47!S4$19Nc4{FBuAo+oN$jUHy+Ec)P7Y->8~#peBgO_|pNu
zC|%p@FIzM~V01eL0F_JJgv@OrL2nXm2{hXy?nI4-^%C6QZp7qf?&f9qh5J80;+K||
zDz{yB<Lh^=wij1On{Dr-eAIp6!~ZIu39c|aP@)djy#z@|{&XZ)4XxN)o3J+;nQBA(
z>41+7`_Kn)6NTI)(D9CBdwX)w<5ewlk1w*ue&o{+99@WC4|b|Xfxe$|t=1?%S0kEW
zNn%$l-2cPXTLx6MeP5u!p#&)bK|&OyTN<P!R7#MNM!FkmIEd0A(%m859S4w>?gr@w
z>3-{|_xFGA@#%iJZZ><ZHP@VDjxnYH%6Jo^i8(Z#1274ntTFV$G5Ri1_bL`bkmF|Q
zN8!U6k2Sfw++o4~WKY>#uXd}YdF%zlx}G5kAmIz6dDbdFHYP{(bh{tR`Kq7A?9H2e
zsLZO?JENfZP;^fr-aPzl$C&a#pHIO^RN@8`9Y4N|-wO^bd*nN9IR8{+hxdtX)QkB>
z0I+~N4`0Bwh*+mU*ob&Rs0QL%wPdA0`KqN_#J@mm7FqYeEAkL@wdRi0PtE;z;{n?#
zUBJ#cEc%8-T>LY8QWUC8&QWi8qT0K&ydR{Ed<oY?^6sIk02l5OuTUpX)^bJQQcvOx
zJwAgit9Bf?;`8Bx^3$RvRux($xk`5HPQqKBvnq54@13T5F8%-v2ul2WhmNnp#yx#Y
zyGRN%mg!){A?^huCGeJY_&ty28-mkJLgEf<nJrXSp8C1>(&8ro`R#g`o8(Qp4zNfW
zDp|r36B>D=(VAtuGKq-+l@2Xh#IzlMuoFV}j?MdVg7Zd2_GcmwlfT$unZR#-1wch|
zJ}b`fJ#-YLVq;L5ni3Tc1pp_d#u7fN%*8{SVXv8o*@(S+jn}|7HU^=V{&(s5?2h<b
zaf5gIzaojW+(t0JD!x-YLu|BG_8cclM3S>u3<P&+<r7dL5XDeP0ty`G>5)xK(8P1T
z&s})%T2Pw*KBS`|Gg$E!k=twVdLZXJA~!LZX48y^ZX`=iNvXI+vJ_+^?6mnl2Qp6G
z-4}cRn$lZNm2O!Ov*rm15zHIKV(VLx<u14Jyx&C`@c16Xzii*vSJ27B9_Kj?*x^av
zm1cUl;=Jv}<QuGD=Q_hRK&-%eptbRel<R|f#{N5<R}>jEGH@V{uOS`&$kdVs64t^O
z7Q{G#7(YTh)Q_eg@X^5^8xn!fc8Hm(?DiK7L=Nod-aRtO^TyhzTTbRd^d{H%SR^j4
zR9tE+l{6$vKb2cBH0mL890h$_<6Z!mW;b1oZ$L{E$>=Wb^NwC^a0qBBS<CLRG@8B<
z4-J5S>6IlMaOQGPW(0fepzYPYE&UzSXAt?XG!*%X-b-)ejllCAyhX_&OH1j|q0;%B
zlOJE~w`RLFT794S{AQ<~7GzIGGq#jC!n=dbs7MC~u_g}azkd-@+v$Q*a4PR08OF8G
zxO}_|YnD8D#hRV{VDcdO`9szw2!F*jS%818_8yDb{Sa)k8i7V!>(L}_&TfGySU&u%
zW%Qgn%B69LJCfSmZ3YhLwBJ&qb%F|yIS3wQl|hsx<89a(9>9-#C6TkLABD+weQ%^M
z9H{jizYKkJ1t63|SD{#>OaMt%@Smz8cS=aZ>3(OKbe4Xpz2_;G;9|Pb>(5<7hdBu0
zh4^Y2X>(DBfqu}$NM8yaEkujUR4bdY=0ekTuzW<sV|?PSA7~Qk>0aqc9)7{u;!xxh
zDnp_hSdRh;q*;38Pd)cip)s~(zFa}q%ENWXXO!>-Ob$Y0b3|NRV+_leg6dd7@>ZP0
zSWDc5<P)D#1d(L5J?2@^4Dj!IGTDhGsBxv^F5t1l1<mp7^^ire(Zwr%0$?nBlS=*<
z<;PF*xPJEsqYFE|uvKO%ev0=dmR-sKN1VrH=zEjON6Lel3?lBWT!#Dv=4q#gi$tbP
zE)Vb&$n}?B-tWwhC}U~h?=KQ5-t2KcL;BNxHTy*IG4sP2y<ulNX+&MiOkdo@SN~`5
zB@3!C2U=t04m3~1Dt9Cccbq0hqgLxf0^L3NRHeJtnJIGO%iQ*CK;eZEXYglSfitMA
zX}e??z%wnE;z-O}o&Z-f<>K`dsw^f6N8DdFcl)gGV7%(YiifvA^R$dsUprcdEoGWA
zOtqN_w5j$>5y=sq#>bvgmOUH7;~8EM%VTFKknU-%@LV7Bzz#&6#!~RC3i?J@c%`me
z1&&MA>S~mq{5v%&@~b+5WzYu#dWQ69#c$MH>&LQcIJ62<1HBX`!b*EozY2Gx(u4Fn
z=)wgR1RxV$EKc#w1mTXyH&`N-*LsP76gbe`eNR8QdW3eoJn8njU`R~byT_G;3l3Sf
z01?5`ew)<I-g<F>n17f+G47PmA&KXzmp4v5g82f}{L-k#U=Jm<7&6|(lA?1`GV2`2
z0zXu4<riWi8gn(B$<z0*PlCT2gO?7Om22jsMk5@H$D{!41=t+024+FQW?AB*2HQsj
z0GQh9wq0zGi3y?KJ!TGE!#$8Cno}qZ1G&%ZbP|aKf@9Ig=-|r}@k>T`Axze-AGCT2
z+(B~+{ZOy3SDBeSM%5gs&i20G*a2-g5RtS~w1MBN#HygmnP2mc|D&VIQsJAqEG-go
z?)`zBRpguwT}q`4I8^lZl*Pim%7ppwTo6;13t)(K$UMeez7lAp9r^fCmR^o<<j3nH
z>sMRo1VBJGUI@HhTk_jA^*!`@<@8digr^vPN{HrV95Mh`Pgho=jf9HB_d$mt{0;HM
zBdvr;lq5N)C7+k|Na2#QF|lxAgwiX+5LCd9Fd^>ry<ALQB6o@E5@N&ac?P;nWwgrF
zYaWk56!%w15|giQW6dZ*0=<&4JD5;4V<*}}h_az3BDg;qS;r~F%%ZQSC9kzTu6*}~
zRa`0SVd8WVi*L~>-F|IZ&acB!VD#S~#XzIU_b}eKZp10!e$8c9XVe#1`0AgBAbeMA
zKX;#FZ>x-DFVRX`C=}-o3y`M)J=}0XQ{l|G0n+JVj;8=ynv`46O;S*01t^6f6MrZ?
z>)|a_p|wma9yZCctw|9`Zm28I%8?i?i$ynl@MopwIS`_xN0O-?QwX;yaezQ6NkU3w
z#w+BUjT<LH7-Q86{LQ<hR=8*=Dg91I`Z;%A#90#quUsDIdOi)1K{1E^_a=w;P+aF`
zE7p&jP!3ee0F>YLJYB3|hz7PiJhMsV3i%)izgCT60qhX&_`v#E|1DKFTT`|hFK8{!
zTRbbnOlQwg>G!vKK=V=yux!Oojb;Tz>Lsm0h{EbG$rT3xtVPlSKMMSetSjT36@Sjc
zjWFUEmO%_0ajR8Tc`Rvb2->vEd%-cZ4yDJD{^}~G*ayp;x;GkNcpQG(-<`kw3vsqi
zd{1+Bu*%g|d)8~a7#dVxYYZZ2$Rs!bTxhGx@s|{nH<GY+MIn{}v~Qlv@B`p?G_YiU
zel*C}c3yjEi+;GeO<G1p%Z+I7i$w3mxIS7G;s$;N$rt$H!U~l;M|R#pXS<Y8s(ci<
zH8?LaN@vQHM0CbMCnav6eCdP^4QrxNHv~+}clKLesr3|tj^Cae;e*d?$JS0b=4{%&
z#NRBIb7H9v(9%j`S*(&%S=|=oR9-PY3J=1A6c3rtW}*d>G6n<UyMs$_Q*(QFhuP@p
zx`yFv7-Zw9^1)e#%~P1}4zYoTzI=(_^pL~bL%6GxmItx66ABA$Xc8A+!JWU^rt9A%
zC9KO+b_Qu>u96&RuMMp-zQDS6CHh)bxmPs6s0~4#XWe4$4v@=8jxp;~%_{IwRHoN#
zxb{93TV3nfp&B*;I|)Q1wQzRZr&79{?3n6>MYlw*mY0y0B=4PPS@%W=i{oA3VR5bc
zO6hUaf@cq#r-=it!~N5>cVBm<FUjBEBFHPGCSv*{WxF%-EOK^;=RRyHJO=+lT*UzR
zE0`^(s<lV)I#iY1q6JzYhI6T#FN8s}r(Z;Xi>>Ty9tkr@C*{qCnSXqCU2ejgWf$d^
z;~c(TezUlqu#GC=CIbN)w-54>>i5CMf<H7fDu(g0!rYL!Snj9Ud5fU+JB))EBg9vC
zoNf03k$}m#-&g;2KNEYyt8>sJct=k{nGh9$<SzJd@-WM;za2A{7cKUhdT~v^dumGX
z_85Selx5HLgX`b`xW&2m|0+iOfnabD?B1129c)f3wVhXa?`}23y*5x3pFWzWfY!Eo
z|Mcm(DA|KGl0vmdnE3?!z^R5u_NYhZ1Yjg#6*|a2v4m^FhCW`7a*2q>2N(k|!N4<p
z?bKcxCtWHds^de`p7Za#_bez=**$u?n}V=FH0ajzRrfnLZvj<^=umWGk{BS{f#cKF
z1HSmnE0KW?%N%QA8I~Sayg0Ol1kX?4ix`~(UC|D2oH21T(1D!S)Z37EohHsP8V5Yq
z%uGBoL76?KV!PFXwa<Mkx99!0;E!l&b2_YZV&d8Q<U1(Y^2TDFeZjNVB9xW9t8ZU(
z26sAQwnb^R)gT+VX{=X!qPlyae09>~TlmOkvtX2Z#0B21P4Dl!Vf^8A(315^s42^~
z;p{nL0$N2_P(Q-={602#-{c4&#CQa%UCn47vq^_rj#@68-Bpom2*PqGx1QL8D!uE8
zN-%$8Xk0!*^LTV}THEj)3S7bfJY{sQ5H{OWoS(i|&S=k$B-0#|{}}9qjw|r^wI+R-
z6DxvV(erJ0u<R_VA8n~Ur{a8NUkv~x6%!b^0MujY%;%AB=L?P^j+gGWW3d)p0U@wr
zCkXX=q`lA*Y^4~A-NwYn@$b*zugz5^enk37`D%cqYJ`WFxX`jy3D~&bV$$^>xVQCj
zYJl^(mY+MmIHv4ZYH(%>a5u@b$Wa%~g{nffMjZ`pvofrB65TcdSjX84|3Rf*5o*yL
z*#Sny%FgRBjZN^D{sp7&LA%~OqAV-40V|LM>wHs(X^Rsk^e1VWK@aQ)DtMrY_0*O>
zeyOZpn8qj=uFUuv?V%>7g}ds#z&uT8zA<FP%Se7S5L~U`3mIfdc6=5owEGqcxF@A|
z4x(*1D&L{!@H%K8fm!Fp0}!zRp>pOe-P{`M8f^3B_j$T-W$A0ISPp{MGkNfHyLU-M
z?A$!d8&QDz?}+sbjG%bTR6Y-$cxI$^eJ}l91l<ZN0jPfpcn;xbES@#L=H;}|0-TmF
zUHLkoK+X~6pfdu-T8%&`X>D{?bFapU3U_GcTX_cRzt?OBFcC?pDy@<Bb&F>>s3CgZ
zbHeGKW$%JMYP()tU;J1m+Lhv&O7xGX7I<{-%2cu}y_y(A#Ab`l=EAbL)`n@G1#WNn
zztGbU-U_BkV(i$wE(;QV>X~hqcq||vuirWaN5ysYs|Qo8XAU*BKbB$h!wF4`y?7#P
zqO0!jo%p0HCLE;uLrLIOAoyW?2qzB$PL8wXFm=^PP_P1p2al^ISIPb>`~kq%$aRro
zF#mb^BK@JV0y0x0>HEVc@|MRPC(tWs{WyYXl5>kCyvq!JxGR%x!F2V?a!vD!aZrJB
zL*Rkn@S{EV_L0B(&p1KY>=LY{y@xMM1tu$uxIB-TIOkky2~TOjkBXIyv7x|Cm40nZ
ze<b^!TuK5`q7>T_ybTs_EaC?>613J;dcw-5=BtAF%pJqsp8BiT%fCnQVd{}{QE<qA
zQQ`#f;XNO-4BJLY2FZ3$5qZ7LKLz)fVT0cvFyb<p+jY6PRC81=7C>fi*2EkX(ygxE
zjzGPVV|oei$ua2u;DG&9w!@bx<NFsV_y89#L(hk_IZ1m%fAsTa7e?xf1#x&Q*sN~l
zCs5(&sz#*nWW6OtzOqSp9ybL}7?Bt>(hHn0JUbDG(Q-R_s<JnKA2tPL2OaeZ^1e@!
zZUJ>^r4tCrqQ7n7wMcjX{1PAKz4x83W+@0ck-5O+_xKe^1(pnHj)q1-K8)~C6D=}P
zvA<IjYqt84iEw28hvk180+CA3XQ==jfg`E>64sjsk5d1?#Ym7w)fuNz|BUx9j9Trg
z2>gTD^L`*CDy)!g5(4aRuNLwfAWq{x3hw?um<c&5M&xcn6S?!Pm?o^bB-gzhfD)O{
zO+(f$;Wy<Jf{qi>@jfn)9o72o9(zn{rJG7z?~1hEt-#sIadRTuO-8ZIAT!hgL|@RF
zYDc@HA?>fN&xJSJY?UY2Os|0e>wN_yIcdamd6ld$&DHgzCT~UwR!?1?=l@WKff6wg
zX;o9?72raNh_kZzlK)#=->Q)bR6yi1`n8!apmTi>aH2noc`GKY9`0Shzi;@IvU!EG
z?ZwmU297x!7N8u~8Q2M$x6}Y0Y>VqaTJu5O$;*_CAd~f;m_gND0U=D76+xgm&#kFb
z7F5v?D<MrxfwsR_H@BWe;&3AmUpexoi=nJ}tAh!>yqZNi{Df)cW|pBku}mt{(oH|@
z!jz^U)}*DAGO(TMhE3>ip-N~qKm+Wd-S&?NDi!}NyZ=XT?G1uomhdaP;W*+~5oC7t
zC#g~l5?V~G4gA^({F#m+lT=Pf8c~k5epzMyCF=|)+A{}F4J8SC@=EYv75&N4S398s
zG@Jd7I<A@Sy?;?f>@Uvxv+fvQbJjbVhaSKvGMpffqHG_sZ~vob@1}d6SPxRwre<>l
zb(h-T@4_8(>5x1dG5;Lq3VdVO4NNP4wG04i|F+Xp)gK^KRi|`G*h-var4U$ye04|r
ziGFi{5xBsSE#CCCM6y1xsVZr;;oE!k_{*K_eqYgV1Ht|s#5HU*>_@xVhwwWWpUsMU
zamT28Dm?DLw-pzxLh#6zt(5c&>E?^^d}l(G>L_g3kN_7e7?3pY35CQh?1_Lxm{Wxh
z5%@h34upjHNZt2mlFdhXAcWFX`=CoWEzz0>xyBlE(4~Re_>~dhGQo2WEQS0;w&&b6
zrjC*W10;eq#JLPyEg*h$DF9Xw+^{c<bv}%wP>z3nFTHhk=2EXC^)x#9ad-hI+PN*m
z!N3tzrFpyK4N9>4!`NDkgP@ftJGOs|7h5VhvkA`Z%MeMoO<Ko)6^;aKX_Y4NDJWCE
znT0%j%ghH2Q=uj8M{%kD72}4w6v)!E&qNu---LLshyL}l*sh=UCANR4JF5J5kSUeH
z;X)AHEPj@3JgLcD-StN?9Gi?#vDu`pbw!-Zq0@)ohv^TWm}xDrd(l4J7qa99Jnt`t
zIQK<?nz*6Ezy;j1ecQ0sZSQaPJr}XIup15NsTlmxKnC&W(ZON$n5dE{Bpv1?^+`?e
zB<y%sL?!(md<{b>GfK#KfO7*7H#ctI?m|kAZ(B_87fpw1@!ntzdtXc-B+L_`P^{RS
zsV;6gK{tgFlMx%_v4KJaer=F)0<ql4cCh3zYO5<8xszoBTh0y{kV9gDdhlC6A!)zX
z3>6s=72<fkt$p((T!Oj?Y3)AZa5eop5<e1vol)n}cuOA<1H=&QeuD^jk6kcYD=>mD
zOLl-{?hapG>%%8-*un*8BEK;k1|~DU^Yoh)pv1UyQnaqAFOj2Ci#?wKtrc$_D-;Hd
zs3XA~$e9&FtDCyrM*~9u-N2vf^W$Orq<l)YaR@*kZHBC^ncxKx#}K%|yB;%7M}-2#
zUV3JkBuRcEbb|I{Tlw;@)CUks=^h~rcR|$2i^~79Wll63#oLdR5B{AG1ptnM9Ogke
z$=Nd};neMChJfdE&j>VoP9<|jmNL8|09MYWUaOMf7eu1dw-GdhT2+30+%>f6088G7
zvc5u!^NT!6|2)`8>is8iF4OzB)mlDYCea?rzt^6tq3s~G%n`1=*ClB5=R-8+<_-M{
zXh%EfjwfiVePYc6<OneS<{*Ej^mO#|6BgZ7F%ic&JI_Uko#0TaoF=gu?!TKkPnFaQ
z*|i&sMf|kicV(wTuvFFyIGQ~wheOX?sesn+^m8FV=PZ#sahv$h9+M0kziqHGP&57r
zvG+sti>6zDfduvdM70@<w_Xi=VaR`90#1@5b<EKjndHw%$IQ3I&-M^TikCD>0MWRu
zi;k%it{>y$>a;2H@<U*1^zv8Qj_=Z|P=B)I1>;dgx}c3Z+Vw>^vqaVFw6)Du`1jZk
z9U8<F)P`y58J4s7pa2@ZWC|Q+THHvXi3bO6DxJzWi0!bP`8B_)1+SCV0J^)Au@{ii
zy?3x$S(GaCrpQ6MYd|nrrO~x{he(xzVpN25P01`M_J^hgzrspB42jw(_j(NzDv#<;
zbYFJ}4sjrC*d;xmFNcZ48`c`-?0lq(>sAs*3Rz3D5GsLR%chNsYXwysvt2FZ3kW|S
zVPxLsCmsbL7~P@<gF}6IN6Urv?|c93?Rx}>4%{9BHy5(8?<NpXOqpK@fV_<>=wr4%
za0{jT9?5a2BnL}~s9XA;FCa#ZDjuEs9k~6WGBrG=<I715dxSRIjAA1EdHZEwD{R9>
zGL-BdC|6Ley}-QkqasdtzzYZt;mG5Nj~qLvt)jp{b{NHRfX(k~c-n!Dj}NHiLf7kb
z$(JVxoa#vq{Uge7=bbjVp4ioOrRxW2^-(7zLFnt9Hr{9vtj5WEQ@Fcc*FV0yw)Sm>
z6POnRX=rR@<)wJktxgC(Nm`PfUw*X{`eiNS^JVcyYkdlBA-W}3w8qaqe+1i#Sp~T^
zbm=Xk*=@jU@s-zkW);rBsNsFxS@4o(Nf_zc+&s=4<qZ=*kDbjc6(mLqByeKwy_2By
z3rI_X%zPYW_}BT>h+u?`5HO*$o*#pkq-MUay>NbfxuRsx=qgESQt(zto9Kg0Ppqz?
zv>SVmj*0AyX`%taw8DGskgMi}5O_LbKlF4ymM5P=y;^VGrR?jL-Qxbbx7Gp}!g^$+
zd+i3*pt|dST8C_v1yFU$vhv;IeEfuxq<H~kfAZo#5O&uG06=$!*gx1pmOzt4(e1wR
zc|<_n+YJH&SGJY>C@7veiDHjYe9}kL|Ls+X{;!u<oq$-8ky?;<_;wGZi1ZiMsdO1%
z;MMN<+F;yEnM(`IZyeJ1*J(}zVV?vp+XmWzR}U3h)=0OZM-$mSgKp|i&prr3-FT1$
zt;<$+y5wvbJs?dNYose{YcI3jJ*A;R#ix}M2bMy8_55Hx#6w1@hTrC)0oe*YSKoUt
zPEvd~o-%INQ4?4(vwSS-1}Cg(A9NRfPvhfFeFwH>2ZK0n^6FXaiEbuJv@bjjgGU`=
zyLQB}h87;9VBe^pUBl3zrNs#SR+<FQ?->PiF9Kgt7?F;<_khsVePE5k#_zcG8H_HP
z<IEQUzuqBEiGemalxtotWh#;ua##(T!-Z*McCvs1JNQ;$*k<CBmTzh<@V~02b?U@d
zZGTQD6>V$8!{+2Xmzw(uf$fH9ajP19*$BOk4Hvjy518qN>4SzN>Fmr4yuwQjx*yQX
zUxInjEfW)}7?Iji|0802|E?$}hrOflAx$BNw~XZf8vj2WO%rbm1rK^zE}U<Mm=b$`
zek!lC-S^3#4iRI_sb0z)K|;xqud$}io55bKn|$Kg{KvM|F4GZ&<#YEV)1Nb*<2L;x
z5?`um#r0oD<|sExI%YbSQZqNP@H4+S^@I#q?zg?+^d8L*C5HZD6#hIeaK9w|E@r$3
zuStiK1PgGX-U#t<NDdqU>d_LgRFY6qB6#uQMW*F3@S7uxX4PStyX#>rPHkwIeHJ7N
z|BQU76-QqZ${SG1GT-?$8V8czXcjv0=FNm~2G50Ex3)i_EW=mkQg1l!Eaev+dcsQN
z?xIL^Kj3#Y2t(|AQL8Ygv7`g3SWEQ4twbfd-8*y)T2ERuiGZKbM;RdwV6auX^+MBR
zr8yDsv<wZWiXy^3;d7tNmA4W6KY~WN^8foA)>Z%-e<}ByJ*nnp8I+E8CyQ&8$Id)9
zc7+ZbAFp+4To4ZGj`tn@=lAPaw(dyJl;0t?u-{s>?BZ(=Xwl#V3RB*+<G5}c4s7f7
zvbbr57NbSaLn4WzZVp2}kE|3gj(MUtu(<h#b|*LMjMDTxB#dRBMjjd(8tx3f|IrLy
z<Zg4)$bILiqhXhx=ASYdQbiJ4`dtcm?PnSHj6k8ZW(Oo`ifhkC?*(Fmp5Cu3R1FXL
z$epj*B=3(%N^JDzQcZT87n}M-uAW9GlEa&Q2~UKDbuKqn+s|0xa1wvWCYc$pTrZ=T
znaZ2xl!A|_t_yj=XG{bVo9b{N$N(D{=IOx=^Vly1*=n7h!O7{Mu+&6;Ui^tucivfd
z1Wj+G!Ch__BiN0oX7d${1IqaFVGGQJ%Fx(Ye<WLW*cPy<=qEmd-<CVodObVDJUqds
zokVAyZ(T8;F3_l%Lr_Z(`;J_MiWeTD78Cj9yL~lfea*1VUUP=PlFxU+rLCWA2ys*4
zgs{Xk*d}>TEldukWe!C=Lz25}763vwVZ4xM&z`-OjTWzF)Q1~JWxk1!S62_*E~>{a
z)Trh@;|CW79v7pzgKYYcN@a)181@FQ)T4bh7$a!$ih0f^`_@0)d#M(6U8hoL*ILhW
z4AWQbXbnK5d!7SgXLTo3f&+??(Z4BZjk-65@cC@f^=o_S#kcU46@#DgT$sQV_MJ*@
zbF;8q691REdZ&!^^p|Fd$6&a)npGwEv;9dvSZLA#3mQuD{Wra@v`q<-8Z=40c7GWo
zb&fNrJq94a3-v<~qtw_7Rs7EG_yPweC^!<2?39;}G_G{TWlAL0C9&zQ=zxswtKn$u
z^cZQ)npo;Or*waCF1ArH$s;yhguUiFPjHrWf!o*n3KKkRa{kZSjjl_;?eS~>m(O%q
zSnwAq2%nUq*xIHcH+TFU-9v*Xi~HgvN!FYJ3JH>70}MGc`Y0}v7r%R(!2I<?H{Br*
zA7TRPqX(7U5+T29sX$HF=7w};Wgs6}fXyKp@}s?d3C#7Yo;8DOXe$v)mF*nX<*zHK
zWJ!Ro>j#!cygWu1psPD_d_C~`4LX9UcY+0olHvwmFnaTB2b}6lZaxpYG}*`EG&MF-
zP)@oe|9oQ+qjQ38<7_&21ff9aXhP!cwVr;UhW|I0-x-{&!4=bW(6_?|cdM*<&C@@X
zutZ1arj|&8Crvykx4B*cI<-;XLV!|6|B;vg%F>a>^3ryH|Iz46sj|%Y<tF;=B_(AH
z=L^WLAJQQQg7r<&^hmuobvg8tV$TuC?*eoXN>%OYyUhOO<bJ*m7@z8cFaS$EQfVC6
zVQAhDvU(X(n<^(#p9cHh_uF~E9sYU+UBJDxM*o&&C6X>_-P+$e1O$EKbr-YRwKrZu
zSUXpEgDM$vmA{v_p(o|5<TSUI-Y3?OX_D33(>7?g4pI}ICRUkQ!QYhK4{&6Nr{CQB
zT=d35FG(Q{C~D3J-=(JKeu0-QG5WH4G}(P~DztQ$U6Uq2bB2Q|@qP7E`oi1r=Moa~
z720q#V|QCheiT%4u8(6&KZz=o-TRkZAAY=4&&TIT!^gslr`!WALLJZ|gkUq9E<FOR
zTt$!SU4lLB8qC!(64RXmyH+<v*TwKs_IDws=?|YimoRq<;f%I^W^=U<^UpzuipLb?
z{s*E7aMhJRAQnv02?d%u*(+q0J&}Qg$WoJ5uq_{^0o&!%lmIv?VREu>?^4gFKVRTk
zQ)*3Ggi)FJOUC8OJ%Sgp8f0czYf@ij{~;Z6U(V|?jLn;SX8<FdZLDV!&0xnm4b(#l
z`pUq|7>K^~_I#Ip?E!xN-hCl8dn}B`EVvPqbY5uT2|17*PsCVYCxCu1$aPEEZPO;b
z>IO@aZUNyr{`B6<dW6C&#2hCEwTuZ*lTUHrZ}-6H$;&J}0&Pdqen;#h@GaYJUN{fs
znpTjczM!D%LzS|JmXTd#Eb)@^Hl?|!o~#(@p5trcmC^tEwBVOKJwI45*mMTIg`>Gt
zT{DH7z{1;m$S25~Q3p-4QHBj*$IqjaRej@*J}x?c{Jt~`DqnX`=@;&^TF#}fu^pmU
z=|yGfVR895AC0yL))_i~l~UG^5adbKP#W0(%eC|Yl@@PlJ+%A_A#P*LIE~>4Gez?u
zP?2AsFv%<5S9*x(7XxXuW*>_T@JEN;9wPy>F<LvRy!#W&9YTeN<12eM3gryRbHk$u
zt1egu_T#7mC*E%r(fAX3#%6{&o|rxVciv(*<X`Z!ATL-;M|7A!;79;%<Eb=3E98$J
zjA3U?fS2Rn_4!utTfp6I#l)bCwlff+TpK&kUhTcm`9^&cdI;L&IeG73@HRPte+r^A
zBNmD!_n?{%YR=O(#gtw8s@epq!S5eYUicue-pKM}qc$LUgTt87%yVNOSV>vN{`b4`
zi6jk8!!`iy|2+VxU+Xq!Hq9X!n={@8;v((76oA=cxilW(Y`FSCY~2Oeg9CL7MDens
zY9UBV3;X(_V)mYv2A1mb6}*K$5WVmf^de#H<PUKi0!6Z)=Bm97kpou1g4R_cISE3r
zN4YpQ@DH+l<dbS8^lNU!w|+S1dZYqXhJlC=Dr=zsZxQT)GJI(>52ynq>nwq~F}zgv
zXG6dS%I7nsy5W5_^ka|NXGheOcH-)V*nsWV8bcb@e*|P*vGy7i_csZU>#+kpg;97b
zYnM9x5$5(TMC2H3wjaRS+r+))mPwL2`T~NVzsM4y{YkXJiOhTQDCyneQN#TKX%w(Z
zv;-TD<qcw)rQ(azD&?--Y5!u?y7<S9K{?U$_1D>)+7Yp1$1oGi@s0hk?oPmhb`?bC
z<tYsZ#jci!!EfOv6Jbx`*blr!d+RKY$@^q$<_oGa27%fSSD#HIAc(TP5f@crqBE0u
zu~%#iy_dpyO)Tp;N0LaCKSUqOh@smgVtnxBQ6iCn^OkkGb`EtfO|TnUm*99!r74e6
z{~C3f=)bjtmfEICdJo9}Z?cK(iSOH<R0ji?phS;kUv74$bm-SURe*&0cfI^Aoo{p2
zsx|2-)h!+j=zR?{S5JQqw9a(M%34f4oLNuM8*qYJo2O={-;yM)VL0&DPbg*_Q9eqJ
z#&+P2>gpk!s-?tjJoCG(9t+w%8h`f-nj80bsq7Fk`2AiNcZwUk4y6gPXAo;q#>ali
z{D|mI1)Wtg-AGKZXyjT1C=?9%6#a~^#s@4ttaaZ`WN`idTH0MhV4XN)u}~+M7R^B%
zZ~PE1l4JYi=+pAi^A{5OFEub6xOsRP%IseWvPKPlmr|qUYPVY=O*eQ&wnz)^BRo8m
ztC}<bJ?zLbvKfSM)3d2-K;$S0xZJRKDJccYd6+4jm?yu?4l}gXCR|pwY~$CrNECk3
z%A-Rn3qzWE^SclTbYz!yY!5B^kIWtTU#6DV{;>M`zjkp~sQLW2wtw-``_Fv{nk&DA
z_0ySE;osH!#{Qh__UcGmNy!{*J-OyNDo*Iu=<##f@!WKIY^V|S79{O5Ou|@w?Wq0&
zF{xPLQ~ZhJ2O@7d%5-V?0S7svXm9{#3*0~}^bDw|RTNNOy3fffLgYrN@HO_|+eiB6
zhF)mMEsiaOzRr?GCaT1rPa1|qxK>v+GAe7!^Bky=qB9GbPZyIu!jZXbt<drDCqw#+
z5nxktkD`Tx84`-}EFlv#hD+JEmhdOP@Emw)x(!$ch~V&8--P=ExfGiwHieV%&&EO=
zRHusHh25(cC&ti+#+*0y0W{(*r6M-Qz!ulWLUu&h&*c0SAfx?Td|W-ZHIOy{$7U&#
zVmS)~-Q$($HIJ5vgh!x@^gy6DpUe3;#^Vnu;KcvHzVlk(l8R=u)3r!JE&1IYhxDDo
ztkm;_+geSJNCcDD#uphi7m`Q}QDsz18AY;gN3sqt!%~KhFL3e3eEy<>XwPX_MsbPf
z662X0-#a-e=v=>1rtZ7a>jPwyaPn@(!d5NJk9uKE9p!^utweBrZCVJuv0ffRZsbjz
z5)ZC={8$4*F2Om0=pZjOE(20(OkT_uKE`p~qsj8rL!II?W~Pys;>^DP{kA6z2--zv
zkt(K{*%bFW?bzz<H?pb)xzR{<aKn8B;uHgC)^}muv(MXV@z`6=ccPu0>*JPIolQf9
zHq`1-v?-98`>Zb4?T*HbJvxw{+Dbhc<@xoyt~TuNaYpsp^+i%`9=R@-5O;uc5W$Wh
z^G_%zY199NHNywQw$iAQGdMtwV17v?P>;h~LcH<Or_Ayj*f%?GdON}2`sPtaW%il1
z&qVP)s<9*HoeWcV6Wf)dJ5#TzcBj*F;eKVO&{7N$f~9{D8VG@l#l|Zg9w(OhL^JCW
z*}3R}b?@nVqy2Z_gc9(BU6a(r%~r?Fj#(GL|NYj)$8`W<ym{mpRfZ4+He3&7rhw>c
zBc&H}_63=N&fd{PnmsV&Zv>P@l72xKWv0i(Q-{BVtyv{2N{Ql<*Lg&~A*I&J-ns92
z+I8gE;woW4edF$oE79Tf58@LrGP{_;kUTL@YU$T1E06jEE{R65p8~X$cIf}&TdYE9
z%doljA<31d0t$8t^Gl$dj4nh(J4{!nr7(Jo<e7+3@d!QG<B<u^dD$Hnz(TfW`e+X>
z_g`hElzs}DzPG<Hi9c}`XfaER`<AKu9a2h%xBL)!)AtwZo9150)hOD?B!#<u4D31o
zJM(`jA_9P<2*OLa&%NV6%%e#UDNpZ4e)gkZ-a~7nP|`D&l1;(I13)9V<kp?%<+FD<
z4ia$=>%Gar#Z$uyQSsyPdi$eVLyoxrqD}yA%*dXruM0sO{E5jS(*E9HmM7|!$Q;br
z^2sRU<Rwxn=uUq6x8*pw;Tv2lBKFIxj*bd<tQyjF2v8r6H(_TMsXUJP9p=8xjY51v
zhC5lBb>{+DjkM37pD{tLdt6O>xmoOcKT1@hhFv${c#%i<MxulBA1j<s0f<K4>E({*
zUgPr&7zs`9l11VFjry|j6EOlcr5T*&2;X|}5}@Ho^_zqHfy`6D{R7I~##M8e#4(c9
z4IyvsqxUxqHm-hl3u)AVdIfmEP`tO0rlsujoCkRHdA;7kDS)j?*VwXb=58q-QF~IJ
zFuOuqo%z6tdG<@A=>@vj<8)<Xwpn4c>W@r*oq5%(OoKf}$RZNiIccZHyWHpfb_gIQ
zs{iZPV&^LQ^8ishC3CUNpPC2cuW?1FiRg**7dXJGgwKa_+uvPV1G1BhwsZH0*d{FT
z!`7q0YcFEFp>}w>UhDh@Hyo?kP3UU`gK>8d&*!ZfBpnCIp4*>-E(kMK)*V60IfLE1
z_uZ3vRy+ME3eiYw3ACRQjo(EgrJh(c(}LazQ1iog0px*Jc;}BVy7SQypdA^49n5_f
zgp||?VOK>2l;-Vu1dQR8E3+PN<`jhbAE#G$NRWMaJ}N*#X~#sVSi$c24dt*#I3;`@
z`MHG~kA;sgh7zGP4t`p%`48_ryp$0ErEUbSJ>&r%A3&}7FZL91sFM=UeT(<`&4Ben
zb1eI=m4R!}o&@lqW;Z?C>P1YW-BTv57@kX251{x8-#e})w<#*0it^9h4CGkdJ(4Xo
zZgMwg*e|K`9+)mXxDS1Rr$+v7ot2tT5f5zb0UHd9!MtKJG2Vx<?sL2~66NC5omDD;
zKu`H#Yi}d@-6`cS*CSx#Z&y)e=d2?kdBDV~)ak>G>@tg(FAD<w^lLIP^W!}Z+{RyM
zJ&5vQDw?2UP5O_a<6{RWSy=#*)z_yXprIPi!)6xiPsFxkn>xVcBG8EbZCt7Aj4%-?
zdX6!L;)W7eAXF;`c)go3c+V=`RGk?-S*QDY{r0Fh-a3=uU=-D{!}?KEY|5`tC9P+H
zizvX+$K6GP;y6%GP#%Ekz*geVO5x9KVtEf`G6BLZoUIiXJZa?Go(}_Lf{=Zwr2VWl
znNKF;$43sSj$XPuy>=WR*jPlhi^!FcT@#4PZ=TbA^+Fmn)mSqZ{{cBGh>!}oK3i`*
z=iwW%QQcPgbC&qOoLBsu0Ps;cuv&p%;oc#^_q_dm%p64kI|e(MUL17KqLU)6d2M!I
z0gXD;(Hh>~I7^yG{Mn4U!HY_K^Z<9L_ZtT_r9EA51SHvaF-Hi$VxwZSxvHMRPKv>H
z{gc*YincEA92hjQFgs85RA?_d1#lhW{;{*L3*hXmDoj{tgbUb@4{?IWF?P^pE>MYo
zm&|^pZ#QAwDdqZI*ekAkj42{tL2WE09wVIt2^`QOz9yJilrB%Wy-;HLJ@7S^xb{N9
z3d6=(Ekan<%En9P_64G;i=nSQ5Vb6N@tpbQFzUzwc$fe7863^FvjI5teea>M05#{G
zp7-yg4j#jpgS-{*!Qv;N6@@(>uc9FV`Ox`l1gd02&<){Jq^u(-R4F32AiFNW@>O}r
zb#uw*hS0(;B42Q=fGpZ>D}pAn`>vYN<CnFp87xz|cCmvz>8nZ+vV=AH<ilc_4d79f
zw`mWsx_sb2^d}yZ&QKEo8<c0{6y0>KQ=ja_&)r~K6{PonUgE#LAOi03UtL}c6_0eC
zygs|5bgCr^Nfd8<M_EQD%k|aix?yo$;R&sTY0)^ro+lBiumqZOGdDC3PgE*J9=`39
zQ9^FN1)2FSJ4eNQxZbJh2VTSkiHS@~esLf!k^Q?Pi+~>>d}fEZ-1oG5BbJbv7KQ+*
z_|GU{#0p!=f&l|6NyblrBY*jw>>2qrh3+B*noyl(EMu^c*Rx`|)zR`+0Y?d0!aN~|
z>x-&C*#SZI^kPnpi(k*eU5x&$z~EZu%c!c=Z#Z+=A#J_N)o(hB%m{^Ir}6P!B{k<K
zz(V}{7<g~Ej+*9~(1=wjx+~^kCd}ba$2~9xS6%sV>z1@qR}w*d0HC+5?v<wQd4$M<
z8niqC{u(nqn2|;Ml`U^=8DHa@&VcLL(=wz?SpV32kT}A~O%+Dyq%8R5kSj$u&=sPY
z#7XobTPmmHK_7a9ItL`m=1YnnCfo`1Mt}`72{bwXmPg{m_(W#t!B&FNLBl;H&b3pp
zl)!Xf-DUyr<PmRjdv7p}g7C|44?{kf&Rd9vFho)i^EehYcQiVgJ=~E;<UvSiKaOXh
z#x5z2>{4d5xd+Lol%!Q%6Wt1lvRWN2N8*IH(Rv(vt$tiQdU>wosCf^Tc9lXOB>6>B
z*S+Sz;5&$TyuX^=F^q;Pt#$&C)f9`xVlA*`DW6w1?P|14%srAI<jNg3DW#`IQ+2{D
zPr}^ax_94$V1onm^|`R_43S7>(+8;!Bqi6Ly1le^XjlCc+PBe~lo~kDhsjNB2n?aU
zN8r?qT8YRz%q`}e6XP0kO--w{6TUCIs`$Y4DJ8|6MylFZNyU6=+iDaBZqps$DhN-h
zK+X<qw!}*8?$kETfM-!fAy_FKFWsNgB7lJyvX5B5&Zw0uanlBx%#>FM`r4@JlJ8xs
zR?q>W<}3XFN7VLlM?5WMvA%k}qqrXB5&ae#;cZr%Z4*)BN;-DSIgPrI*EnXZ&k97V
zX0jty*Apg=a1sotN({<ez(r>GZ?V3y+e+y=%nkhwlicxY^!)NVM?!2HqPjOTFmDMd
z@*hA`{bd4Cfok<h9(v@1$_fD14&(retW=B3f7L#Kvyn7!uor)My6EI*Kj@MbEQYw3
zxyvbz9S^MI$@3hQbK{Tlv>KHc0-lHY_z`e=Glat$Kn)1*or`}9XMZZ6pO`wd1r$JE
zJaRB`7pkHxb;uPKY<|bUzWRA{6+^nc7|zIbSQh}DMY5R=&D&p{f$s8#U~zQKmxAhf
zoP?zPztVnrIHkJm{Q^Qa-8p>~Y&`|RVLE$Ygtj#o;to=a_b^8E)9hT$6ux<J>L@N|
zAtKP6d;B-c4F3U`csJA4f0_%s$J`Xeg@k~WbYc9&68M-ZFOEK3ZTb-<GHfkUoZyW&
zfN*Qc#HUz>MyYtLCkop1wqAk|nR9VI)##k!D>c&VQR7b!>A9Yh4!oJ)vO<TBdj_M<
zuF{B|=H*F_O7}-UU&2Wq;xRO*wAL_r3Gl|gj+Ec<k72+D5<fb&_%F1@TNXO1IlBmp
zrwiVrTz1goS;UKmuBw@<#)j3V1ua-f=k9a!(4VQiiU5iuaBGUFZX?R<6&)-~%=XfX
z!UTz-)q&zHk^mPA>6o1VgC_!VYaiO1%FmDFQ89YrW9Ze*b(M7g7?2g<{N1AlY&0wc
z*4N2&<g|Ynf6ptdR!wzOUyr^HevIirhDD}^THt}-B|x)4yTxvGMK)QEOMLuQGh=ja
zVwi(Qqs%F7_#nU3fkgN2ZHQYzxu51~3om>Xf(qm-^*_o_Y&!5dWTP{lrL^STJmOVV
z8lp^@kl6kF-6KvED9Z-^7L$}dz!cLT<Fxf~=bhO225{QjJ;L~|1Z*x=NHVTGK^+1i
z=<UmqS4Ogk#o9T4Kzxflc-G%*{Z%Y<DN`ZNxA$pPZ3@LTfuqRHbl08JJ)jXPv0G3x
z&A$#HyD%QVm`zlEr(e76Dyb{`?%~6IGk3mE^d8edwG*Nm|9^YZQ4^0Suy(35Yk4dn
z?v#|ckh*N=auyrJs-1I;$?K=U4{bp;8SVOptmMRAcVz^?u!vlDpR<qr<5Nv%R;DXA
zXA+!T8eW3bm|pg4gP27Xq=DX$AbPp_=F$7oyWmJ_b&4TzE0dfj^u(@)6Y{_*C9VR*
zhp*8Z<GI);K=r%0dQVH;{TAL4KUal&5a4N*Bzf*h^0C$JI<o{a=3#lG)YELSVPCKg
z8q<6|pf5S$NL5eyLK8n<aE(*4dIue1MbIiT9_$H^GUyf^RJ>>BYcjqRZHha7w-+6o
zG}p~q*h=B|JhLthfU%-E`FFN}hS~}Yeb|cJct16;{ycVYQqTu{J@~-1_hka)V<cLQ
z|H{R{PJFy@kH3kJ|CYb?HsIb6eK!q2C$o_1ZaLpu3bl{=@o;TupjR|cmI4sp6wD;o
zvVnmJ5^#EFXGK)VAb#SA{3T}<!NihH=~~#tbl0!ydcER9RutFy+3V~ISx<dCZnKJ$
zS7OVp9$7yJ?+Lb%D&wgAHE<2n!t;R-qyZXtLuK`Iw|Z&#Bs2x96p+P{{XNVIbHcb|
z48eg|Ex?5n_(zg6u&GO17(PD3W;;OCy|Dn(KkUw2mv*!l>)(i6eSl4>LdSu%u7(*s
zB{}<k4H-fdQkn+zQ-!qf00+8>Ff#f!Vu2Uw;5cVthWqt>-a0^~=YD3a-`>PAJdhM<
zc5^o40%{bgxHQTqB;;Eo1;x~#Qb4%<Y&v(7Wh*Z~XxNtoz%Ts2=ga|ds2~&6*S99z
zfHI*}J@B;B3{B?p<-AezDb|xsp4Fy^1ZZ(5LQ-*5^`zeqHM{K5SrL<u-@ainShYWj
z@l1aEnGD@Brx`_pajK2-Yn`#^^7`P_Lq6Pn=#PQu-A;S(!Gy7m0Np0LMPv<_fZ75}
zk7J8nG}>_;YEaGqZ<Rm$Nf&4z5|!nKPsbXD8FplQUoD&>hI(X)4<2PxKu79<yJMH=
zkUHgi*JGSiKwIoGUeRSxqb)@3dXZ@n@^%Iza#j1%rI3HaC)H;an(I~X+e_y!vplO0
zIyN!44Sz5V$gA{`O`AoBG$oGXYKU>TvZmVpviocjdy@ul(Kg{zOM9nD9%GO_8~i=}
z>6qtr^|~TT2vwOqh#4TmydOONU}nv@2nhhoD$N)MI}rmxmZw)<$k;5Xm-C4Cy;=*@
zpi}Kp=Z3~4+~k6t@c|v2W5B{sN-}rjv5uPaCMF3%zQN}za^!Of?!xeiLTPAoG9qwl
z8qF2-x@zbmAQV*~a^n3oTA)`j>!i|yEf}Yvvadg@rSuL`v+X9SD{jFyn>d94u5uZ_
zzqNVZL~MVWFKi?JhYXzUUaZ6%PCsc|G3!omOI@<&nDsOa{nKtN=FZJy;$sB1b74C%
zTKw<-W3q1^)mg;64k;JXPTF~|Rh7>O<*1LkOa%rUTbDjI7_?6c63UphkzY3Yuv$N+
z<mF$&*Bw0q?(4ZyYG?rHuW`QU{j=NACWXARQ_1pAQ=*X4Up)`p@(AuiCVx!+%+ObR
zi2DA#m3thxUDsL`c;VLyTvwU~_dOi81@mc!?Rp2f4~Df;$XP_DS6!c+!b7&*ND^f&
zHzROD0@;W_Gper;4M?0@${u3>Vaiv5yZeBh^8F=n;3XSiX#wPt86BI7GGyLHv3^v-
zndN~UBu-@_uh0k*{|#pApctey2qI4Hy|+R5EdzgH73`5eIDi)!zhBf<zwUbXH7dnK
zvj>#mK4IS+=-2k~zXGY+zgAaX4EiTYKWAxC1yP59CNL{ZyYLbSl+S0Ndpt<>O^Dnc
zsiTE}Wq0d=H+hP}_S-adqVV^!2DFQy@xA<Ltn+Mse(2(E_nf60Rxjqt?m?x-vIM=4
zv?Ej%h}S$$G?vjIg;x-(`L*~`F*+cI7xo)?GqWO*U1pM}lv0G(^p5Ak+)eVyaI@h8
z9UuvrG5jr>b4Am~b%1w`EP%>lo|#EtyW(zmkb>B&yPYEv<$fdY{_y<?8wkHE*r!@F
zNDRv5cV~u#s;}YTdiS0K(76YXF3lK4u5Hw}Z&!Du2t326)4t|oNft@C?HNDs62eyO
z97zOrzkq6^F-^ld&-=Y#X#A??)H}JRNHvoHcbA|Q3Rqcca64g8cIJu#T_}9o)~55-
z;R^y~CFzj3jR&(HV5CaV%sP(;`p&h~)O?cD{rAr?(XY^nkDd>j%Cyb(vFZ)=A0L?o
zYR5ZYr)zCG+bGd)Yqh4AOFdDt2pQmW-CVD^=y4P^ukLttj5K=fWrjhC@338}SupE`
z>h+l4?^obuxuclJoQ-7|y5<5S(j3*z;%M;QGT3X`e|fTaT)9p&D(`liL2wy0ah!}z
zWJVFl4R81a&0j!5oyUP+-&YEI+N_BJ2-h|~WL@}(!&MNH6M9E5-C}Sp%x68m^1fdE
z5y$`vGg?CA&<GO0K~gJQ2Cwl!2z&)4Lnf3B{?R#T1?}lK%TdQW^s>@%MFbN+f);R$
zp48Wr&39h7)abgOvB_*a^8Pas0iJG-|HQZ@ftLi7=F~`}8G2#|+mBs(Pvd_u0pdnm
zGZwJ0gDu`6nJ;`5n3{Od0<$hg*6Tpj2Pd+gWDg9`d<n*3kO`_XdC2rLN&c?YBT&^&
z&t8+*5!UjzV!aFDMttm#bs}mJTXT^Py6&JrY>}9|-n|LI_`H@$H}gw^t)fb8tlim<
z{zP;J3+0m@Oa6UCuF&&4nyT)gx-?LBp9podNraSYy|nchKnJ#uzWE#zU%=%7=BmI?
zvP1XoG3a(yzER5^GFh_dS&S3J3`GGJ9*I*}1uj^;P1?1r7jHMd-L<B{^4SI)`MKAf
zsq(#lHbjG|S}dTSZS<(WHaBUIeNuyh>4Y6wP9h@F$nwj$nRfw|BP1<r3Vd8I4L$@0
zl$U4_M1?*E9ue6X&`ecE>z6`QzzZ%8EAP2SrS~Z-^f%afONLleo#3tdU<<l`-cF%S
z{9&y67lx3Bz|?KhgMk8)j^r{Hua<JCWJMpkCh>&+T98-S0;asaMk$v-Ik%5YUblYx
zWvb5WFv5sasQsBiTl4$?u$T=_N8J+84o3InR!UGxBx)%+g6M(Pp8vfgQJLJZNHuj*
zPRrF**LmR*RNiVGY-r%_q3JyliKQ%BLgK<vG(rjqU*<SjFvaGUH}<Jz6w$)M37+jH
z;2+z7%P@HR;m0Mw2Em(p^7j~Rq>D56ASxhEMt-9LC>1D>rv2lCDQAvyhq%u(;v`;o
zGw~JMJ0S~oFxI@Q#C*%k`Z8E*US)49vjq&9w#{&*@^l~x>r1OnwG^*;`h@;dB;gpz
z{kX=eH(0Ua@(#c~CyNgl6Md_any?xZPF7?<vD&7p+6#hCU5J*ywk9mX<_$_?d4;Fy
zh~9#7m0HBocq|S~=rxwXv=R50q&L>7(F(w{uo=f#YG$Q6bB(j+G~M=_N$N8*OuviT
zqu(GM)B4+>@@D}Ak3y{ABDtSG?3b6F$AXb$DiJ#j#BeK!0rNYgK~nDg)eKHT#f?q%
zfZVM12|iNZYKK&^TvQEauZ`*wf9e&L$i5q*>f22rAin^HD<r^z%KBIx{1<B4<)R80
zWu-aA_0vWN=zcrPrME{p2s_h<6q%ir(yJK=A<6+8`;njL$LMVa>du=L(FhsD>e{%>
z=#<jc-pzPJjS=qd-b2x|i=}(MeM<X<6`IE{>MEi1HKs!Lwk{bDB>vo2FF;`X2^WZh
zpSn!Y?{{`t{jm8Sc|dL@vbD3NC;^?4e1Klzxd=eAcrEUiQrCK<#waXPUC{J@SDrxN
z8bGRFLnK{*^sMM|GGKr-24Q9mU{OfFj1kO;8eXL3S3I71yYdwMOKi5bA7Y-kvp`ga
z_`0{{G%wR|@JsA#wp1|$FnKwv#if=nACG8{aqd1tp!`P*OpFL_7@r_wAqGyHn$zL#
zl`=oq={CQfUlqqkljRZ((vWYQZ)=j2pYpepmZoiPkf}T|Yz(x#cq(Mom#-rgLTQEs
zgnLm{-FNoqnm!@*tw5}tW?WOD++_Zl70%xJuV?4*rclF0O0-~lIs#Av*xCE(phmAM
z)RPEy3i{$BeNrXfA(Ul%?{;9}i3%^%NCH!ZA^IPrkBhc^Q&x6R?>FFVcwm<7Vglx~
zh+(+9PB-7;S?7v<MzWt<HEGFW)gJG`iN{9L6`E!ur=!rA&57uXt!u_pWNn{hjy2fa
zDy5DpKqR+)q^g-=wUC2R)2HjX<HeGzzW94uC1ON=&C>jOuN(;&7C*Ku|2Vw?rrDVZ
z>|SqU_(gy9U#e#d?XeK0Fltpqwk1~}fustxnc}C2+#BV_F#HKm_cI%M4y92X<?qC)
zK*ihH`ZpKl;y14V8SyljbO{Wa-xbO(tEbY(wbK>mk?LB=kdMd85B1Fvl~z);x#QaK
zVVTXkuj~wZIw2+qBUgFdGdb4UI(myB-F^|ah)sUEPL3z=dz<=G7UZ`IlJGiWH4CEV
zi%5Z>0eVsSLj{Mg%>=3xsk;as<(X+Vp&KD4#;W3wnm74vZ-z8`=rU9y331mQuzo~J
zbR&izGFWv`-UzawM}NG3>YHDlcQ`TF;(ymm$>A_|Th5!L<3&@RlTQLBN=8-n;Or9o
z+y-_R*ua7ozIV+c0U-uHDSXozxCwu!s@n**!tBZC^o@_BlvgE1CY-BDXjKE&QS1FU
zlfWtLLtSBK`s4K|YXrz18g~N(WRQcKkZLtM7avK!%17@HadADqkf9T5Eg!9%G|)MD
zWob0jd^tfFJt?kN_wx85Yd}e&a|aA-snH8{AVaBnPbtk+X90I*to9c8PdXwE>S2lF
zjwzIrj~w-6#-}l!CW+b^z44K)mi+Pgb<1F>?b8E?%8-4)pP^J-wif^UH)t2$;H~U3
zSoRW<7vRegEN<02$<NPmeqJq;Quy9r65ETRxS%Dt-Pd2&*mAM_BdI%>bku7&c_D!`
zaYMm&-VCebfwuL=-|}HIhg%aZ6H=myNMt-aWaq_}*P3rui^SfTpMG1Hlv1iuukwmR
z;%1zZzD9Legj`0UM`V`ODnB@9Cl6TTk>zraT7sK3_3Vqr<*q1PfhuhCknuF7eZJz8
zD+SfBV?Y+kviuETJ)h=vLjzWLbf-s^+=hGLRWEpwf?=;5!^6Y4xVX^#;wBO>wv(Td
zimI>q4+f<oVz3eds>NS(Ia!C<`q7xdfh2+JfeiPP7R@<C6w9Sab}Ht+s-$;h34va_
zQV{lG)jUZIP=$fE++%N8Q8DY?(M1*N^n}r8Y!oDc9tAEA+$>a7$NQ019p;SBB|;K3
z0~Sw9cOEF2Z-rR}4Woha2AK(^KwClmJ`cwxNaReyyg~gt7(IIJaZaYPClCZ?Qkvw>
zS`LhRg1qlp(Jo%7ypEIo+XzrAWwWulCI<#$1V0ue0Yq&vz+^6JzI9D};qu^Ut*_0x
z`GzJbEHJR_ry0D=Q=6P*ftM>=8MVBM@4Z##9}^Q3`U7VQfO+&iLwveS^SXO|g?UPk
z(Mu7`TVL53II3$wbDJ?yJ?^mZ0oOg+phsYtV3V@Id;HRe=~FQ^0l%>-#bH+f_^vpu
zG{pOH7vO7Vijl6=x~62?%YJz+QjhR<^X?NFCn2J(H5hCAsa)Og+fKjE$LtRyL-t@0
zLF>Xy<In;txFP`(+6s(}OIYYhft!HOExAu)rqypsfeMeWszG<8Ai>=sgk-F{EQj!9
zF0QAF`W%2UtFW0F4gNdek@f4alLAaFo%KH1p3u-M1pl``lN7Qkm|e~pEb)6jE%;q{
zv7anG-~UtGSB6E|h3g_EFoHn}k_r+sh!WCRpoEGvNC?s}bazRIq=0mH!wii`$k5U-
zbSm9av)914&v$<8>-^Z)+1H*w@5}JMYgRtB)^p#0K;co=o{=}maYWc0?m8(9ci6H<
zGvv4+SqlsYmTzXVytH^l<mAh)nqr0{oJsxFE<NwuDI%6^m>3XojZ({fPqE_+Ay-zo
z%Pei$QcN7vX)Cjf%=>dDoR;CmTFn4MQ=Pd}Bsa>JRDTd{&iQQmwb;2FdwK3;@iKdP
zb@!2mH1zoFeIY=XHV%!t&Av49PSq12z{sqSGvYn3^*I^Ww@3y<`<;r4_r0Q`?_05G
z^s7^V>v`>|+-zw(U5ghUq~v1@{u+QKbv@qWMqduCKfw;*@@~gVYzYaN>BSs}7p}#H
zY^+RcTPWlYF^V+G5W4*?N59}p$<Y`mV=~nHAphQFjcg88&{WWExzD$`TM)(Sh>5q_
zJe~?o)_8A35Hox(M*8$H@b_^!^rgh_FTqT!`Z7FJq<R!O-=p;3GEEHjwq&+8Xkjuf
z{2m8pXs-YW>5TDw;%GXmX%U%DlJ#Fz(Jg%6F!B$a*`o%yq!1zqq`y>Ga&H55;uXZJ
z*GYEgi3L`^QsHGX_?^HGms*wZ_J4i0OtT+t6EllWUzk~ohwT;3@6q!wLj;?Hbp2qg
zcYk})X^jLg6Z_Vajzxk!u>ms`o08c&g1YR*=-YVGi})J%t)*xR#@M9zK%)MARIu;K
z5Pg)rwG#i|lg!P8d^sgW^r4U816z<E$|ht3LU8b}+O=XJES|2TJ=k%6c9Ize=vntQ
z3&wYuo?xWI0&7_yN5*=S?DlRb&#5hIdh>c0v87^uANLQS=cVkD2%ZEmkW~{UXCGeE
zJ`?h&A{<d!#QxFik$x+a40r&q`TKKGPg>-oEFbo0Q}FlC<TIxI@P-$P#cM3@RvRsP
z%7eVm_>sThK(H%FEL7>dMvD^o!IJP2tllwfe2EZ$lD%hth714Ht5hz(O%&7%tpuQQ
zfXe_R`S6bt*D=oZ#}Wkw#wWMkPMJ&3A?^%@OYC4^My{=?_8s}Ix<Y1X2aei>2;`hn
z)iaW99xH)d*j}q5^}{N-XH7EGUByAD8A&Od+pBDbT>TYA)OTo&BAAW-Y9L8nLP}}@
z`yeSPX<zdJ7Z;*M*V1yEnalM5WJz4YRZ1DiI5SDz4Bwyq7d^5lNG||39(%Xx*KJyF
z;eNIbQd)13j4(M*x~)0}NYO3dztOS#m3Q8tvuEs~giwQOt)0}Nn>g=AH`$urph<Y6
zLmTFnLM;2!_)OpmjXdRWqFjN+SKZK-(mR$M?E!T=ERCMp1@<QNF2behHXk(9{O|OS
z1j~drY88-<v<g~k6hz)F2$D$mR5Oc5kzU3H`(H*Y4ow#<y%)rV>uyv)3AS{W5`I3Z
zP2Z|9pRHWAh2K9X%66(6`lA5N@vps-*`kU44JE@*d6iL0(C2T>>*`cFK(NY7%{j2c
zv30cbDT9(nq{&_2sUl{&gQGhkgLbK09Qp1i(nh(bRfQO6Pp-Au7C)}|*VJTWxX${U
zXi@dnOZ>=77)j*Tp&g~ON&IQuu;-M&5hW}_px+Vp4H8vHvZm^v7iDXa$L<>x+c;?W
zlg$lZxbFE(bCAB($5io?nP7c9iPpp0?ro|h#r3vxmpu=%B;*oU)fKe02VVi@kQtW!
zc4YcP%7II*-MUN_2KMa5u)eq-mZ_A{@xdQYIZu|j>%8KFB(&$afi;t`L$2_G+l?5~
za#O#~0n!o{5$A&_(T%b4?5Puz-oustmV#Z3T~L;BLAJ)J*20tIa5~svCc}51$)t4?
zY^X3zG&kjZVSN6%skis7aX6SD4G`#X1haHT7%7X)!)c-mt)v2An1D=1Wh`SHi)PUR
zgV&*c(_El>Rp5}<T>vQPu#)PRF@KfbrSF}*!qHaCb<3HiE5TIU*cSp&>Y|iB0Kh1v
z?nCojcmu@CWkmn2Lla15({z}{yGHd8i;$4eKQy$h!sypSiy3j@^P_nJ5|TDx6qv+C
zUo?inp7Mec0KizAS*X`P;o6`KBMrN6rEuy7R$3XcX@d=&y}f;bdNm2qu6%B%+ma8o
z8tz=Vas_^NFtL67r#RjAPnOwTaPEPrEL*#GBC>YAltZV)P+5?VMK7g5io^C7#eW8=
z=MEu2*c57OSI~iv!+PaN1`Vb$L;qLIn7cNalsEXIJBEWU;VdxP&A(&zGQSx!jKI+R
zCnAYy1C!N1a3h$aKt|+0-r&VscmCOgym)EB;-8I{i?{qPchoOlx+!qy(i{F?{;Bq{
z0a6PdfY+N-R3rfe&Brhv>X1FTLM3%4_D?>4bQ0mv;eh|g<>$>|W=>9GvxzF+pUe7f
zIdP5v@wc@V@8CB;^BxE(fLuz4e}u$;dBI4I*jP$IyEVgz-t~-Mt2QiuyB5NYAAbbY
z<EE>*;Wz)yOZsQw{TCPH;>Wg&Q2Ryq{&#y<+38}WF2}g*0+-|Ri~mn!2c6hJ)p9!@
zn93vx-v-G%pCcn9ZSEr3I5=8%7Lk_AiS|r<d=wiS8(TX&&j5BT2JbpGBf|%&%Si8b
zl)6`ci<XvHOiT=pK%{Ea+I{8L#V4T??yxPrg+L$(2noNq#n}EH{5kN;Qsu5BP@r#e
zHxEF9pQ=+J38#<{&0FDZpFQWcmKGeaoczPW+9ThJ8m;CEd;><E)}C|b0n0f)!|nva
z`hM1%#6W+40yrGr1n`?%J`=apIqs(XT7}=Ei1_-|Umb?Po1L8<nATmNsBV9LUBu_x
zw>w1v<PCP;{>5!yJ?uW(p8paa-c(uESCf&QJrB}r+SjY6L*eizISTBn+jECERrNJ0
z)HwOf#(lDroQQz9@eB(K+bb{BZ4ZTSHk??@{UC(O;(W6?HIs=on)?x;QmWI6xBOQN
zY1MFkY%=M3h#Dw8dO1|6&QC^8{@PubjFK|ldbww`<fAv)5#ufq5z#XvBQ~eK70-^2
zSF4jiKYRhlOX^kBY5?a`{ec=Z$TvW2hXVS6_3RF*yG%w_7N8^}p`jud%ZI^d@mGEO
z{?fUhTH0(*p_r_#ZRW1;=NHvTIgzHCj1+yIek>V!r+M{Pww%1Y?kbyLR7S?VRbP2m
zkT=+XK6hSqSRb#X;x&$nGguyV14+Iz34F3@SGU_d9m-|vav3!10yiTQ%o}b4Aan1`
z>{W{&hX9<HG~*NYw!LL6RKsGWk8yRA`=-lijcxwkmxB4q`MY7lUT;PJzHlPl07-{0
zUcSTw@bh;?41Pv14=mr?Ekd@_y9Z0syY6}I0xKr+-0kjeagakjQ-rxsNy)?25Zp?&
z5LzL-nXb6U?^E`|#Lk=gQlBG)mq{`7HJFKs3gT+WQAb#1Lhs&vzPz-=(je_9$7y(e
z`nSe;10iX@(D6lZ8O+T5Kd9R33Q>TvTs?YvXKblE!FF+Rk@6cF7}6QGgv7){ipt9B
zpJ4aY>zyhqDCV4BxvY(r-sKAM1#0D)nm5RNwID8drKA)CWo3P}yt<mJjv3iQputc~
zyJ^Q~z~2}+luO_<vr#LIiTxS;V{<n={Ko1r8fYim4N~`XJY3vYhlLuo2k42~-BI>D
zzR-C;<@Yzgyu9IMN`8ZkpG+_RU0RjLiyPQ-93c$w!O!D4j2TQ<g18^xQ|3|Oc;!5}
z^$s_)%)f)_S%!zZ_{;BU9$roK9igtf&U1s%>Xgi`Yh8ztJco8mQxm_Otv0)am%lBu
zdAOgS?!Fb89&i@Z`QiV4{n({$>pP@ML_i=8O8B#Key%mh%pD9nWM_95QeCWBU&8=}
z7NzKS$K&~t(55xIY*5moA3uJ)UMqW+)*DQR2AKQ5D6i}ztIQ^dA|fJ)VxSsoYYy%J
zhuG^14*uvaH9zcw#m>U(;~d;H<s1uKi5A)WH;>;dh$TL;WLjBDA;6m%<fq|>Ew~bP
z^ruS}(yLV(>)m(6mGFM4&GQX-;cMloS7?2-q@)7(M}S}B1(RAZovIs~I*H*_Z<|d1
z^5x@6d+_af=ZQ4a<GoeiGpnVpIGq!+hd@45p8;|1S;;NcW4k_D?`%II2Eg|pi9Mfh
z4{K~H3{FBj$xc_AC}XEHhE}dnXG?@oA51PHW3|GoG`c#tiCzTn1a|^ZWmCd?-=9mb
zGDD%zm8=)TIdbWf2kR3kkk?3bg3}}xN-Ly~EQ_vo0_e<jyo}j{oKv^z1_uXI5=aF)
z*AL7Gi!@HWs_|OoJzs%zKu#_lIl+Vb_wJ3JsUVeS(cF?o*E7JZ$vkkL5JjI_*Wf>a
zWTqPSr}?6$%MGq?DiTIZ!>}xj<onu%w&mxnd|LKaf1v;hH78eaEDiqoc!g1<GcXJu
zjHahi3E8csK%VLBEd1mPPlu=^4zf+ZpKlBChAG`E)M}ivQsfYeepA+Xx+7ifu&skU
z%xc&s>SDMPRjt<CKVja8vSR(NC7ZxkDLf?D;C{N@9`m-saF(9<(O{k;a(@GrP_+F;
zlr-(|+|=`T2o3)L*Ogxel92*Mh^6?i0$S14BSL;S@A$~|#}U>BAJ65;B(=%>shFX$
zFjURipSWu|4xldOY0`oMBduRHIKDpAZM!BNL5zM&fq$LOG}@~@lomNb|0rED40=$@
zp4zxKAbo)2o(qr2anLI8!ctXLrRZ>5_#(Lye`6~U%B{{rC7AR!fv-D|J?|KSKh1OW
z7hq(oZ!_cND;gzu8oRS~uxN&-+$*-SRy~<b2Kr{qOx3rf!s+QU49w-Sr$XehSKh@J
zaoeu-A8LUgcMOu!W)r!=nD;CjqSQ^%-P1!-Bk(0AA;E-FIxizP#W0dZcFkibOEw`T
zf#S7!{eFykH7pUYKy`qMPHib?Y!Jka$`wh5yS^xEI<_hneHaU&;!d+jxq9B;n%$Kw
zHqEJ4(XqI&Fd9&$ufm~Ss23I{a_|+2M5e1_SJ`iB=8qT5-0}Q9W2kz-KkcGhF6n+W
zdzIg0_yPFG?XB0ZUsutd)2n}){qDN~*brI|a;?hsn}e{;2!_Ahm0YVb9?H`bm1ver
zZS)wm+nic|1Xk%elB=<6A%}_}82e_a9+G0D(cN9oxN0UW)`YBC1>mXg`+8mDP%0?7
zeJ>y&fMU-RU49c}zQZ=r9#?Q2PM*KGZ+<-Wex?Z-l5smA+3h%YonF8y18;6-bIn-5
z^|)fc_i?YVZuxZ{c)G51qubeJu6*{Is8?ol)nkJmm8}px>*j;!z_-vymk600uQcK8
zi%d>7Z>Q;Is9#QUHqCu_8u{&;sdUK@CCJpZpLR#rqqNHPL(Yme`Pt&!$*`b&YKf!S
zZ|P}p2c(h#g1F!ci|?)J194o#J$312avvbmmnX}6MQLmzxA-~Ha-!1ROGBn|oW#Rj
zFOTkvh@cXM9S4Y@vvY`?`rRHO6wsfXeOPD(5K-82E0~j>;_D87UZNsFUk4iZQ~%va
zu6#SEN=XxTMm#F3xzB#ubtGoggkm*{P2LM;oS~4X@N;K#%I24B3_k))s484_q%<#%
zrZ>z0`IHD9CZNV^RrIa&LHgCeU*eVc1^Xh|lUtp(A)`Q=e3%2Kj^R_>#n%IPe}G}(
z4ZEfD&dJ-4&Z&bvGp}q(!yeUovOua)z%H&~g{#>5sm{|Es!=m~7WdfT(JuQvGL^o7
zq!>txSp4nZoF;oad*tNw^ybw>P=+U+8ucLH17SD(OyHHO`xz?3`$WU$U30pQo*=%_
z;wv>ZH3qZb9s9WVZe0ody@i_f<4W|b@A5vB5XA?&NtV<-3&MzmxTkW&5$yi5+GMN^
z-z9OZ*(1gPolR}S;BSr}653>NA4h2)g$K{&SEijeMQE5MpBPC50OA!fAQMC1<RRl{
zv#@fjdm%AQ!U$;nq|TOKUP6!;f!euxnSV0={5_=`1m|)v&HhrfDdMliN5|%G)V#(&
zCO6Fv8+vEB7W0Qq+0V!_#d96J(+J)mV>s8Jq+9C}EASikrHs0D!(-IV>v>ZsuxEKb
zb=;6%Oyg0=GfREVz)B;%>M0!sRdL?`t>+k7W4A6<xf|p`>0$y5i$2)^vPGwm{dvVq
zMR$jZx-koa7-+acziQNdlJlM^xlm(QIvrvb@E<Jp)9i-r7^GZ?sEQ^`xf>SNDxKI;
z$}9{7y@4;cqQ4vtgdj#A&UU@nW#{Mp%!B;m1<$K=TlHq*D!F#wf$TI}Hf3i~u7;sf
z63CozB|N3W137cB*UR*f58N|ja9e>>fhy<#WDe1amIr~c4i#N*6#IEwB=38uy}$k<
zQGYF`Bch=<@csVoRK4@W4kAg!x#lx54gPRj4z-|74l0kxwO;{WEhbOr(K9RbjA5Vn
zsx?n}Cxn%OiaLdYGuj;(-+}9ZLS}Ok*kEgJ(+#dTMp{v481Q{1Ps7i}$1+3R`x<R!
zzbxLl;@%c<s#sj#&ryl7+BasI1kqA#Q^p%~f<-xBi}9Bf)<&cyJ<E03M0zH^`$9DA
z?CfSY*>#wJvCK7@<@HF!X>SH~@bgCiDW^e1wXnLPx2{}+ocUiqsBmHzTW|i9HM!b=
zDXt>HWSwI<9%Y_F?i?`4jiXIGbL5BgT{UfVvQ<-Sw&Y4A9UW}B^C!)vu4AJ!Gcw@C
z4ac28|8xV&i%y~#L!)}HF}1?2AEa-i)Z&TILD1afoIKhGuJ%S)PnXpNDUm;amiBgm
zo_dgz?l}OsfCf-t#a^lAaT>fYsH{XkRID|<!&LkMG0@OrgG!rpA!x5m7o}&vbJ9j*
zu2S>^n7huQ`rnN{p900v`)C&H_~i(cI_JQ2tgIEbuc2J;WLsO@{##%xTZ>2h>~yzx
zq6(lG^k8R{UZWEp4dkAs$CZ#{l&02I#Dms^d<!^dkI(Ofgtw*TCE!Y&MSlIdQdU-G
zn!5@##sk*8xH`3G*<(z%Z{IF*++7l_A|T*WBvj(QMJrt~sW5HQc|R|R2@h2fHYVKM
z?`!z%nOFC)YJ&@6u~^AtHa9zoDdh$Oo^4%b=Gn>N^)j}j3Ap9F>6Z3D#%sQka@#*j
z9JkV~v5A=seXpNpr+rf6YqXq~Q14Hl6Jd{tj*EK@>%XBX1bmJ^cBdl?*YRH1o)>uJ
zVm~`}X-2#CZ?g=~E1vdRw-EF9@roV<8M7Fci1Qp}C96b<#WfjPMibT9lVDwbn7r<!
z|L3h=6YJ%zM+f6WqRU$bE1+yHZ^16*|J<Vl(NfXu<mUyd<yl?r-AN*~Tb3Xe3k?R4
zCa`syhuY$OvRAOM#0haFz~zP-@G0ctPDBCa5@iKYQff2Sz!iAPj|Xasz6m&gu&{i3
z^kOxZV2DKujLx+O#^n1G^wIqFYQuged$4zaJ0J?4`fz&DJccMbP@p{sGsPw(s2e9^
zXJx-hw89JxpjXGjf*;+a0!53nf>}NKXkSHosj?6lwnfUtng*^RTn$IxnVFdp;2Q+H
zVjdh=vNa!DJ|kNEuE#nR#I*d`G;%xzE{O(kRMs7VF_9@PBVz;juAm1;KqbIEajuS^
z$)!t>BSZ2=SXXD7y`h|(-I&>~;r4fNV=2MhPCiS9tz8HQ3(F($9pafLrkOd~A=JE9
zi9+^vyUV@y!1F5=&oKq=O5mf+tSo?6oFDV|R9VY)NKa1>(HYI5u3ZigG+;w{im<M)
z+_0%SM_6khc@coI$V{qsJ9COnO4^9$HCX~8_ji@)m`+&z;gmC~#`e#H6gF@v*E@IW
zo`BVMR|4yAi#ML%Tyu?=+<(0<)%%P-QP8$5uEeSPsW(2N@%$J`OeYM-o)!R=Jf-Qn
z=r}_V6b0@8Y7${BP5w!6;*k^HLqA}cG!I5|DAzDc$H0MFtO0QwgxlFM;`G!7;?@=s
z8L9hp2*{5y>z$pQ5BmC9LT;yU8X-H=*?FGbL5QK~(Tq2r^xz2sh{>S(C4*#F{lD+X
z2NOk{tJJGZ;}RYlgsvlddPIBe2|-mBpK6nVOX^Uyxt6+}W`$t=hKWFpzD0~4@Z<SN
ztvkXQi+~N_JF%}eZr@6-JX+8XjF?y_7+AW<jt<r;*{4eV4|;cUfD?75apoH4l^gF`
zV=@A*2EhTVdMGHnGwfmkJ<A9FRgq*E9c*<V69yzVA2>iYT(|-Dt*Scr_5L1Am_r~>
zq7|xP8nM7!@|5TF=6Zc1m8Vf#ReSt99|bf9a^D@qEZa2GGblLKM$H_xC^0Pn1~{e#
zS<JfzJ>N?8)-@TktQFINUlE3CYj1A{$`|9mNw1rLcth9n2iqaV4G{N2BhHqcWCbke
zULZ6ti`ixd#rTY$9Zs7+mJ~ah!GSnTIn0N|6z{s^Sh=X4A2tRi3t2E~l7h#U{T}mR
zo{rzK%F`YIDr^$OLG60R(yV}&GQQrE2(lXwt(^FPUiVUmfC(Cece(sDjg9jbR|@2_
z0UBj0GbRoMGwAv%XFLt|Su|j<qHb!%)Xd$Rl#~Y5*>96Yi$}n^_CQ~*#yzqXVT&0L
zJl+HzBdebF?Ck7`oqb?L{{n7LgGH^CPu}}8z?SnNS=99dFhzUvHKw{0$bEpEYHIbp
zkZ16P3bTn}fRa-S5T^QVSNfW5R|i`46Y_}8K+FpTx@ptO%BtsN69lQJ@+N!Z9=D%M
z06-m11`NMVEpP&rI?$jz4~RG5Z~_wG9%dckK`7uqe!Ku?fgnF%4MHjl+N`{*wp&*N
zf}no)oJKKE!4g6VwE@OGl#8oZHc@a$Hc5DFad}y}0}V>?fMmZ1q*cv$F0SA&%!hy$
vP+VQ!{*Q`R%ug`=Z_4-ob_K8~dC^xbre(K$sppz7rM!Om=0(vnZLj|T|9G}p

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/shepherds_purse_classification.json b/modelling/data/abingdon-all/resident/shepherds_purse_classification.json
new file mode 100644
index 0000000..4aadd8d
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/shepherds_purse_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Shepherds Purse",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "moderate",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "weak",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "minimal",
+    "year_end_component": "weak",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "moderate_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "autumn_detectability_trough",
+      "weak_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "minimal_autumn_component",
+      "weak_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.7769415933979172,
+    "target_trough_value": 0.22000029117915312,
+    "target_mean_value": 0.342655888022306,
+    "target_amplitude": 0.5569413022187641,
+    "baseline_to_peak_ratio": 0.2831615682175547,
+    "autumn_to_winter_weight_ratio": 0.038461538461538464,
+    "year_end_to_winter_weight_ratio": 0.25274725274725274,
+    "decay_to_growth_ratio": 1.7541345093715546,
+    "monthly_target": {
+      "January": 0.26202416713248283,
+      "February": 0.2628615801754669,
+      "March": 0.3087337510963508,
+      "April": 0.6134127815364601,
+      "May": 0.7769415933979172,
+      "June": 0.39861442149135673,
+      "July": 0.2509616036428726,
+      "August": 0.2200152497838311,
+      "September": 0.22000029117915312,
+      "October": 0.2230723387178499,
+      "November": 0.2407435281452313,
+      "December": 0.33448934996869933
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.226,
+    "GROWTH_RATE": 1.814,
+    "DECAY_RATE": 3.182,
+    "SUMMER_DECAY_BOOST": 4.073,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.363,
+    "PRE_SUMMER_DECAY_END": 6.965,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.754,
+    "SPRING_CARRYOVER_WEIGHT": 0.042,
+    "SPRING_CARRYOVER_END": 7.03,
+    "SPRING_CARRYOVER_SHARPNESS": 15.445,
+    "BASELINE": 0.22,
+    "WINTER_WEIGHT": 0.546,
+    "AUTUMN_WEIGHT": 0.021,
+    "WINTER_PEAK": 4.74,
+    "AUTUMN_PEAK": 10.86,
+    "AUTUMN_ONSET": 10.165,
+    "AUTUMN_GATE_SHARPNESS": 8.192,
+    "WINTER_WIDTH": 12.293,
+    "WINTER_RISE_WIDTH": 11.38,
+    "WINTER_FALL_WIDTH": 12.499,
+    "AUTUMN_WIDTH": 7.341,
+    "AUTUMN_RISE_WIDTH": 6.655,
+    "AUTUMN_FALL_WIDTH": 8.35,
+    "SUMMER_DIP": 0.13,
+    "SUMMER_LOW": 2.09,
+    "SUMMER_ONSET": 4.16,
+    "SUMMER_GATE_SHARPNESS": 4.366,
+    "SUMMER_DECAY_ONSET": 7.08,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.378,
+    "SUMMER_WIDTH": 19.018,
+    "SUMMER_RISE_WIDTH": 28.742,
+    "SUMMER_FALL_WIDTH": 9.272,
+    "SCALE": 1.09,
+    "YEAR_END_WEIGHT": 0.138,
+    "YEAR_END_PEAK": 12.152,
+    "YEAR_END_WIDTH": 90.766,
+    "YEAR_END_RISE_WIDTH": 174.83,
+    "YEAR_END_FALL_WIDTH": 11.397
+  },
+  "fit": {
+    "score": 0.316
+  },
+  "warnings": [],
+  "summary": "Shepherds Purse is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates moderate baseline presence, weak spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/shepherds_purse_consensus.json b/modelling/data/abingdon-all/resident/shepherds_purse_consensus.json
new file mode 100644
index 0000000..8fcfce9
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/shepherds_purse_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.316",
+  "INITIAL_Y": "0.226",
+  "GROWTH_RATE": "1.814",
+  "DECAY_RATE": "3.182",
+  "SUMMER_DECAY_BOOST": "4.073",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.363",
+  "PRE_SUMMER_DECAY_END": "6.965",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.754",
+  "SPRING_CARRYOVER_WEIGHT": "0.042",
+  "SPRING_CARRYOVER_END": "7.03",
+  "SPRING_CARRYOVER_SHARPNESS": "15.445",
+  "BASELINE": "0.22",
+  "WINTER_WEIGHT": "0.546",
+  "AUTUMN_WEIGHT": "0.021",
+  "WINTER_PEAK": "4.74",
+  "AUTUMN_PEAK": "10.86",
+  "AUTUMN_ONSET": "10.165",
+  "AUTUMN_GATE_SHARPNESS": "8.192",
+  "WINTER_WIDTH": "12.293",
+  "WINTER_RISE_WIDTH": "11.38",
+  "WINTER_FALL_WIDTH": "12.499",
+  "AUTUMN_WIDTH": "7.341",
+  "AUTUMN_RISE_WIDTH": "6.655",
+  "AUTUMN_FALL_WIDTH": "8.35",
+  "SUMMER_DIP": "0.13",
+  "SUMMER_LOW": "2.09",
+  "SUMMER_ONSET": "4.16",
+  "SUMMER_GATE_SHARPNESS": "4.366",
+  "SUMMER_DECAY_ONSET": "7.08",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.378",
+  "SUMMER_WIDTH": "19.018",
+  "SUMMER_RISE_WIDTH": "28.742",
+  "SUMMER_FALL_WIDTH": "9.272",
+  "SCALE": "1.09",
+  "YEAR_END_WEIGHT": "0.138",
+  "YEAR_END_PEAK": "12.152",
+  "YEAR_END_WIDTH": "90.766",
+  "YEAR_END_RISE_WIDTH": "174.83",
+  "YEAR_END_FALL_WIDTH": "11.397",
+  "SPECIES": "Shepherds Purse"
+}
diff --git a/modelling/data/abingdon-all/resident/shepherds_purse_observed.csv b/modelling/data/abingdon-all/resident/shepherds_purse_observed.csv
new file mode 100644
index 0000000..56e154a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/shepherds_purse_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,1
+2,1
+3,6
+4,13
+5,17
+6,7
+7,2
+8,1
+9,1
+10,4
+11,7
+12,5
diff --git a/modelling/data/abingdon-all/resident/shepherds_purse_parameters.csv b/modelling/data/abingdon-all/resident/shepherds_purse_parameters.csv
new file mode 100644
index 0000000..c5acd34
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/shepherds_purse_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 15:25:04,shepherds_purse_observed.csv,0.3731713031844338140177747221,0.34,3.692,2.946,1.27,0.111,6.39,14.283,0.071,7.43,10.515,0.317,0.612,0.034,3.53,10.37,11.19,10.95,13.702,14.692,12.712,7.100,12.031,2.169,0.184,2.34,3.92,2.054,7.36,12.27,28.074,46.137,10.012,0.976,0.333,12.092,121.146,231.86,10.433
+2026-05-21 15:25:04,shepherds_purse_observed.csv,0.3867304381186417466139187050,0.118,1.226,5.356,5.122,0.935,7.27,13.908,0.069,6.58,9.077,0.151,0.314,0.026,6.16,10.34,9.54,9.75,15.673,16.751,14.595,1.792,2.139,1.445,0.131,1.52,3.87,7.219,6.99,23.886,16.052,28.579,3.525,1.039,0.226,12.235,70.867,130.575,11.159
+2026-05-21 15:25:04,shepherds_purse_observed.csv,26.86531863725852546798367655,0.068,0.264,0.31,0.668,0.747,7.62,12.131,0.056,7.35,14.97,0.163,0.534,0.009,4.17,11.92,10.75,2.863,5.444,4.168,6.721,8.830,9.646,8.014,0.118,1.9,3.68,7.595,7.08,6.801,38.102,62.861,13.342,1.781,0.313,12.215,66.544,126.775,6.314
+2026-05-21 15:25:04,shepherds_purse_observed.csv,18.43169210758618275017743977,0.085,3.814,0.225,5.621,0.444,7.26,3.999,0.067,6.88,14.053,0.407,0.644,0.019,6.24,10.2,10.28,4.759,19.270,18.541,20.000,5.890,7.289,4.49,0.023,11.82,3.57,2.932,7.08,11.06,14.704,22.87,6.537,0.83,0.257,12.042,73.063,140.479,5.647
+2026-05-21 15:25:05,shepherds_purse_observed.csv,2.949474739856022334234476551,0.374,2.14,1.501,5.366,0.876,7.49,3.23,0.081,6.57,10.332,0.14,0.089,0.002,4.96,10.18,8.5,3.023,9.342,3.568,15.115,4.734,8.335,1.133,0.075,11.62,3.67,6.878,7.5,20.317,36.120,60.26,11.98,1.035,0.002,12.262,70.321,128.86,11.782
+2026-05-21 15:25:05,shepherds_purse_observed.csv,2.709653211180142059101409393,0.19,1.726,3.054,2.446,0.139,7.33,5.789,0.072,7.54,12.846,0.356,0.122,0.015,5.41,11.91,10.29,2.673,14.892,15.783,14.001,9.631,7.54,11.722,0.053,1.9,4.76,2.439,7.14,13.899,23.637,42.436,4.838,1.129,0.196,12.053,105.768,198.264,13.273
+2026-05-21 15:25:05,shepherds_purse_observed.csv,0.2270297807257366008228403894,0.173,2.239,1.137,3.782,0.039,7.18,15.324,0.001,6.7,17.339,0.17,0.714,0.01,4.11,11.94,10.3,11.115,15.014,16.57,13.457,9.916,8.375,11.456,0.012,11.6,3.67,2.637,7.19,16.287,13.912,13.881,13.943,1.482,0.338,12.128,72.110,131.36,12.86
+2026-05-21 15:25:06,shepherds_purse_observed.csv,1.152703818059411158522979143,0.309,1.605,5.477,3.88,0.231,7.68,15.683,0.087,6.55,16.885,0.154,0.007,0.011,4.32,10.98,9.78,10.336,14.324,10.269,18.379,6.752,9.414,4.09,0.194,11.97,4.45,7.392,7.01,10.312,22.472,42.354,2.589,1.005,0.308,12.063,87.760,167.226,8.294
+2026-05-21 15:25:06,shepherds_purse_observed.csv,2.684162090152587291563038275,0.205,0.79,2.417,0.019,0.015,7.27,13.608,0.053,7.07,13.601,0.382,0.275,0.014,4.87,9.76,8.47,7.946,6.299,10.082,2.516,4.575,3.947,5.203,0.094,2.03,4.83,3.153,6.94,11.671,10.924,18.597,3.251,1.331,0.09,12.217,61.720,115.422,8.018
+2026-05-21 15:25:06,shepherds_purse_observed.csv,0.3833148235980259684773264574,0.384,1.874,2.844,4.569,0.218,7.41,12.045,0.038,6.79,24.069,0.382,0.733,0.013,5.32,10.94,10.39,5.883,10.862,18.595,3.128,7.344,13.628,1.061,0.166,1.47,3.7,6.894,6.86,9.838,35.286,60.022,10.551,0.867,0.179,12.096,59.099,103.139,15.059
+2026-05-21 15:25:07,shepherds_purse_observed.csv,0.4532385571879245823549106313,0.037,3.008,3.518,4.034,0.596,7.7,10.626,0.012,6.68,10.352,0.248,0.717,0.019,5.32,10.5,10.56,4.971,5.956,3.52,8.392,7.013,11.366,2.66,0.037,2.35,3.68,6.073,6.68,21.531,40.818,73.136,8.499,1.157,0.196,12.12,87.726,161.562,13.889
+2026-05-21 15:25:07,shepherds_purse_observed.csv,23.80335229425790943425662936,0.068,2.431,0.367,7.769,0.801,7.25,11.808,0.024,6.94,17.768,0.274,0.53,0.012,6.42,10.59,9.43,11.497,7.616,5.716,9.516,5.950,9.575,2.325,0.118,2.32,4.95,3.074,7.42,14.303,36.721,56.513,16.929,1.513,0.257,12.201,49.898,84.063,15.734
+2026-05-21 15:25:07,shepherds_purse_observed.csv,1.434315776434546364938000672,0.26,1.691,3.906,1.562,0.515,7.6,10.022,0.084,7.52,18.135,0.116,0.281,0.008,4.89,10.59,9.54,2.915,12.418,13.788,11.048,12.532,12.652,12.411,0.101,1.82,4.47,6.943,7.49,19.675,40.396,65.322,15.47,1.737,0.143,12.129,83.436,150.916,15.957
+2026-05-21 15:25:08,shepherds_purse_observed.csv,7.333870738348210850875826970,0.227,1.59,3.335,4.879,0.768,7.06,6.829,0.069,7.07,20.733,0.128,0.015,0.033,5.81,10.14,9.9,11.825,11.252,3.907,18.596,11.430,13.331,9.53,0.069,1.92,3.94,5.064,7.31,6.075,26.648,46.666,6.63,1.168,0.017,12.121,103.278,196.368,10.189
+2026-05-21 15:25:08,shepherds_purse_observed.csv,0.8583812539079735073379906170,0.208,3.861,3.592,0.69,0.298,7.06,7.358,0.091,7.58,15.087,0.125,0.567,0.028,3.64,11.13,8.87,11.822,6.152,11.345,0.96,11.460,12.992,9.927,0.086,1.76,4.41,2.087,6.9,19.7,26.584,44.766,8.402,1.644,0.345,12.162,109.947,215.506,4.388
+2026-05-21 15:25:08,shepherds_purse_observed.csv,0.6512720369652618439608073815,0.245,2.922,2.689,6.198,0.405,7.44,14.81,0.049,6.89,22.714,0.347,0.316,0.011,5.01,10.51,10.72,5.414,4.868,3.181,6.555,5.873,1.1,10.646,0.02,1.17,3.79,6.322,7.45,10.024,37.060,65.881,8.239,1.041,0.193,12.182,46.460,82.936,9.984
+2026-05-21 15:25:09,shepherds_purse_observed.csv,1.271568507899388320586823818,0.095,3.008,1.37,5.52,0.206,7.41,13.57,0.021,7.02,14.031,0.405,0.62,0.016,6.46,10.71,11.24,4.754,4.877,1.887,7.867,9.447,11.739,7.155,0.017,1.33,3.5,6.036,7.33,10.31,8.799,2.827,14.771,0.941,0.292,12.24,119.172,231.268,7.076
+2026-05-21 15:25:09,shepherds_purse_observed.csv,1.691988811871652390818451876,0.168,2.615,4.213,3.567,0.249,6.52,5.724,0.072,6.64,24.333,0.237,0.205,0.016,4.42,11.44,8.62,4.814,10.410,11.806,9.015,7.987,12.302,3.672,0.18,2.29,3.81,7.98,7.15,17.064,43.368,77.642,9.095,1.706,0.042,12.043,50.176,93.053,7.298
+2026-05-21 15:25:09,shepherds_purse_observed.csv,0.5388115880906452309287219958,0.35,0.387,4.584,4.741,0.524,6.42,10.951,0.053,6.75,8.342,0.176,0.577,0.046,4.82,10.35,10.76,4.556,12.908,17.111,8.704,4.662,4.786,4.537,0.242,1.54,3.67,4.016,7.28,23.35,37.912,72.405,3.418,1.026,0.106,12.054,86.844,162.911,10.777
+2026-05-21 15:25:09,shepherds_purse_observed.csv,1.208657930280379359355189780,0.279,1.621,3.429,7.463,0.117,6.28,15.116,0.077,7.47,11.964,0.164,0.525,0.029,6.36,11.58,10.38,5.754,8.662,0.519,16.804,5.178,5.010,5.347,0.191,11.99,4.3,7.835,6.85,17.424,19.598,25.441,13.755,1.787,0.111,12.054,115.216,217.653,12.78
+2026-05-21 15:25:10,shepherds_purse_observed.csv,1.723312389043882016814209918,0.067,0.323,5.649,4.899,0.893,6.64,4.618,0.034,6.93,20.155,0.235,0.278,0.004,6.48,9.51,8.65,3.876,17.822,18.878,16.767,8.912,10.506,7.318,0.039,2.4,4.22,7.023,6.79,16.333,10.916,18.045,3.786,0.816,0.293,12.203,77.386,147.775,6.997
+2026-05-21 15:25:10,shepherds_purse_observed.csv,3.297191044894647201259105472,0.095,3.342,2.884,0.255,0.569,6.4,8.899,0.092,6.72,25.412,0.36,0.405,0.008,4.92,9.7,10.89,5.732,6.238,6.143,6.333,6.728,10.062,3.395,0.038,1.21,4.65,3.922,6.7,10.284,2.988,4.082,1.893,1.606,0.152,12.191,102.130,191.461,12.799
+2026-05-21 15:25:10,shepherds_purse_observed.csv,0.8899090787863378073485813147,0.113,0.466,5.422,2.995,0.461,6.38,14.214,0.043,6.56,27.729,0.184,0.377,0.024,4.47,10.31,10.85,11.74,3.022,4.113,1.932,5.770,4.667,6.874,0.085,1.41,4.64,7.815,6.96,11.78,39.339,65.367,13.311,1.586,0.052,12.0,105.574,205.584,5.564
+2026-05-21 15:25:11,shepherds_purse_observed.csv,20.00554558894322497281891580,0.161,0.434,0.258,5.991,0.389,6.95,13.847,0.02,7.39,12.304,0.405,0.683,0.009,5.34,11.82,10.15,8.987,7.616,13.794,1.439,9.857,10.468,9.246,0.057,1.22,4.48,7.707,7.51,11.944,7.468,8.506,6.431,0.895,0.299,12.149,99.918,184.69,15.147
+2026-05-21 15:25:11,shepherds_purse_observed.csv,21.91234687023080332982806684,0.164,2.573,0.054,3.749,0.414,6.97,7.487,0.051,6.96,8.846,0.098,0.539,0.038,4.0,10.21,10.12,8.336,15.230,11.63,18.83,6.859,13.026,0.692,0.036,2.09,3.53,1.066,6.97,18.851,13.572,13.459,13.686,1.121,0.345,12.042,57.937,109.713,6.161
+2026-05-21 15:25:11,shepherds_purse_observed.csv,0.6694932195327760297130548789,0.169,3.407,4.295,1.473,0.836,7.54,5.682,0.038,7.43,26.034,0.082,0.399,0.014,6.22,10.3,9.09,7.75,3.288,2.950,3.625,6.630,2.478,10.782,0.177,1.65,4.79,3.43,6.96,22.404,6.832,1.199,12.466,0.862,0.182,12.16,95.418,177.894,12.942
+2026-05-21 15:25:12,shepherds_purse_observed.csv,0.3938043408445043528663727421,0.276,2.423,3.068,7.241,0.328,6.53,6.925,0.039,6.68,9.232,0.143,0.431,0.011,3.97,10.96,9.35,5.439,14.790,11.308,18.272,11.019,13.558,8.48,0.016,11.93,4.14,5.902,6.76,23.195,34.138,56.357,11.919,0.873,0.025,12.208,113.634,214.181,13.087
+2026-05-21 15:25:12,shepherds_purse_observed.csv,2.591422780508069565959305075,0.226,0.684,4.927,7.176,0.023,6.31,10.015,0.025,7.6,25.65,0.242,0.133,0.008,6.46,11.17,10.1,3.03,3.592,3.681,3.503,5.692,0.749,10.635,0.229,2.24,3.61,7.659,7.52,20.017,24.352,39.131,9.574,1.686,0.349,12.01,116.350,222.027,10.672
+2026-05-21 15:25:12,shepherds_purse_observed.csv,6.596678602290734195788212227,0.021,2.555,3.704,6.29,0.453,7.69,12.482,0.006,6.52,22.35,0.374,0.489,0.043,4.21,10.23,8.97,9.96,14.798,16.605,12.99,8.492,12.617,4.367,0.133,2.45,4.97,0.938,7.19,11.049,11.344,16.67,6.017,1.766,0.088,12.143,60.752,110.597,10.906
+2026-05-21 15:25:13,shepherds_purse_observed.csv,0.3314826406993225003422018486,0.265,3.815,3.421,2.894,0.754,7.27,12.009,0.003,7.57,10.69,0.159,0.585,0.019,5.48,10.08,8.49,5.539,11.388,17.324,5.451,7.326,1.667,12.986,0.132,2.1,4.88,6.944,6.93,14.951,5.608,4.951,6.266,1.064,0.122,12.279,47.074,80.612,13.535
+2026-05-21 15:25:13,shepherds_purse_observed.csv,0.3675373680646253822328962132,0.146,0.618,0.955,5.835,0.676,7.25,9.168,0.053,6.56,15.204,0.067,0.598,0.043,4.74,9.76,8.67,3.92,13.156,9.136,17.175,10.890,11.604,10.176,0.159,2.06,4.78,3.666,7.09,15.128,24.486,44.817,4.154,1.315,0.147,12.261,88.786,166.553,11.018
+2026-05-21 15:25:13,shepherds_purse_observed.csv,17.56286037125698080393521013,0.167,1.661,0.282,1.849,0.543,6.77,11.916,0.007,7.32,19.905,0.206,0.273,0.048,5.25,11.23,9.52,10.699,10.866,4.206,17.526,7.684,3.264,12.104,0.193,2.0,4.68,3.954,7.54,15.367,11.780,15.472,8.087,0.967,0.016,12.114,99.460,186.074,12.846
+2026-05-21 15:25:13,shepherds_purse_observed.csv,2.640408787744322673315310925,0.266,2.951,4.362,3.668,0.436,6.91,6.524,0.009,6.85,21.4,0.157,0.111,0.032,4.32,11.07,11.27,2.819,10.536,14.594,6.479,9.214,12.029,6.4,0.005,1.3,4.6,6.191,7.42,6.783,10.000,10.791,9.209,1.795,0.146,12.233,65.475,116.615,14.335
+2026-05-21 15:25:14,shepherds_purse_observed.csv,0.2521190250428790120803778550,0.343,2.207,2.655,6.522,0.918,6.78,12.876,0.037,7.36,10.973,0.237,0.677,0.016,5.91,11.59,11.25,6.352,7.713,1.793,13.633,2.109,2.635,1.583,0.206,1.91,4.11,5.05,6.99,9.953,8.938,8.526,9.351,0.965,0.019,12.024,103.260,192.39,14.13
+2026-05-21 15:25:14,shepherds_purse_observed.csv,0.5559121244767421999227011663,0.147,1.818,3.098,1.951,0.589,6.85,12.684,0.002,6.61,13.543,0.052,0.346,0.035,5.97,10.44,9.23,4.089,16.108,15.978,16.239,12.284,11.885,12.682,0.203,1.67,3.58,4.493,6.8,11.53,10.335,9.04,11.63,1.367,0.094,12.141,62.594,116.321,8.868
+2026-05-21 15:25:14,shepherds_purse_observed.csv,1.261809325993828003142579136,0.063,3.18,1.841,4.504,0.729,6.7,10.577,0.085,7.54,24.253,0.237,0.539,0.006,5.27,11.41,9.89,6.051,7.182,3.033,11.332,3.128,1.775,4.48,0.162,1.43,4.58,2.75,7.19,20.921,40.774,68.826,12.722,1.489,0.187,12.233,113.148,210.722,15.573
+2026-05-21 15:25:15,shepherds_purse_observed.csv,0.6679700453359928694981026527,0.1,0.426,0.823,4.966,0.089,7.29,3.926,0.1,7.13,10.515,0.159,0.513,0.016,4.37,11.83,11.49,5.68,15.067,19.397,10.737,12.491,12.277,12.705,0.2,1.15,4.77,2.907,6.93,19.812,24.794,30.147,19.442,1.114,0.14,12.24,113.544,222.237,4.851
+2026-05-21 15:25:15,shepherds_purse_observed.csv,0.5631635847569270353892323466,0.087,1.219,5.108,2.87,0.824,7.32,14.877,0.022,7.06,14.389,0.119,0.069,0.046,4.29,11.5,10.92,10.909,8.592,7.803,9.382,7.614,13.31,1.919,0.162,2.15,4.07,2.089,7.44,20.961,14.824,25.969,3.679,0.964,0.145,12.109,75.404,144.41,6.398
+2026-05-21 15:25:15,shepherds_purse_observed.csv,5.058752872738951375930724481,0.035,0.86,2.057,3.635,0.411,6.82,3.617,0.03,6.67,7.737,0.221,0.17,0.007,5.08,11.56,10.0,2.052,7.634,7.637,7.632,12.282,13.578,10.986,0.201,11.6,4.25,1.638,7.57,9.391,26.444,51.551,1.337,1.457,0.285,12.053,77.732,150.539,4.926
+2026-05-21 15:25:16,shepherds_purse_observed.csv,2.496476836175691985925567203,0.377,3.657,5.016,6.615,0.578,7.49,5.027,0.082,7.3,26.473,0.287,0.109,0.006,5.44,10.22,9.98,6.864,3.888,2.061,5.714,3.027,3.679,2.375,0.06,1.83,3.9,3.173,6.61,20.832,34.856,50.427,19.286,1.612,0.243,12.079,102.760,197.271,8.249
+2026-05-21 15:25:16,shepherds_purse_observed.csv,2.916818291210863097437667564,0.073,2.73,3.326,4.371,0.481,7.35,3.12,0.024,7.39,13.009,0.297,0.275,0.017,5.72,9.82,9.9,8.706,7.701,1.09,14.312,0.584,0.586,0.582,0.129,1.59,4.85,3.775,7.11,8.965,14.290,21.463,7.118,1.288,0.103,12.009,61.589,117.219,5.959
+2026-05-21 15:25:16,shepherds_purse_observed.csv,0.3115030585259133248149927912,0.251,1.708,2.151,3.223,0.423,6.76,5.278,0.004,7.62,10.027,0.403,0.538,0.039,3.8,9.64,8.82,8.905,9.756,9.997,9.515,4.357,4.370,4.344,0.006,1.07,3.7,4.484,7.46,23.275,38.396,59.272,17.519,0.866,0.348,12.278,114.234,219.963,8.505
+2026-05-21 15:25:17,shepherds_purse_observed.csv,17.80703272494883518945037161,0.077,0.58,0.896,1.398,0.383,7.44,3.384,0.019,7.37,26.644,0.239,0.43,0.02,5.44,10.53,8.63,5.6,2.976,3.141,2.812,7.063,10.062,4.064,0.211,2.22,4.57,7.051,6.6,17.237,37.570,74.623,0.518,0.889,0.101,12.163,71.416,132.456,10.376
+2026-05-21 15:25:17,shepherds_purse_observed.csv,17.43268065839913562332492792,0.161,2.824,1.273,3.155,0.465,7.05,13.831,0.06,6.92,25.451,0.373,0.084,0.049,5.95,11.61,9.14,3.676,5.828,11.169,0.486,10.735,9.167,12.303,0.198,2.23,4.08,4.8,6.61,18.065,16.876,27.042,6.711,1.603,0.064,12.297,69.200,133.509,4.891
+2026-05-21 15:25:17,shepherds_purse_observed.csv,0.6554113258572958513844154921,0.223,0.864,3.552,7.421,0.112,6.8,11.889,0.039,7.25,24.959,0.078,0.459,0.002,6.35,10.38,10.8,9.162,13.289,12.566,14.012,7.722,8.566,6.878,0.194,2.39,4.67,5.631,6.78,14.507,9.746,9.83,9.663,1.185,0.319,12.025,49.792,86.428,13.156
+2026-05-21 15:25:17,shepherds_purse_observed.csv,0.6944365443605574234054202709,0.223,2.384,0.544,4.574,0.114,7.73,12.309,0.099,6.89,21.037,0.252,0.252,0.03,5.25,9.87,10.67,6.79,9.766,7.626,11.906,8.721,8.598,8.844,0.226,2.26,4.54,5.615,6.78,11.092,31.766,51.229,12.303,0.801,0.339,12.201,65.070,125.375,4.764
+2026-05-21 15:25:18,shepherds_purse_observed.csv,16.49990128651969418226985251,0.235,3.645,1.028,1.824,0.459,6.57,14.939,0.001,7.36,12.515,0.134,0.529,0.014,5.59,10.29,9.5,5.833,19.468,19.271,19.666,10.154,7.804,12.505,0.231,11.52,3.94,0.874,7.45,23.229,32.016,58.373,5.658,1.547,0.022,12.03,93.979,178.778,9.18
+2026-05-21 15:25:18,shepherds_purse_observed.csv,2.739099904622087641459339677,0.065,3.202,4.549,5.908,0.602,7.2,8.274,0.036,7.39,12.156,0.115,0.001,0.01,3.71,9.58,9.97,11.646,5.512,1.148,9.875,9.642,9.618,9.667,0.213,1.05,4.02,4.478,7.45,21.215,31.264,53.4,9.127,1.374,0.119,12.155,75.216,136.483,13.948
+2026-05-21 15:25:18,shepherds_purse_observed.csv,9.159033438595970839184682814,0.137,2.214,0.293,0.902,0.036,7.11,5.261,0.053,7.32,16.432,0.331,0.062,0.043,4.93,9.59,8.47,9.714,12.086,13.279,10.892,10.432,8.28,12.583,0.065,11.88,3.6,6.95,6.64,9.329,35.602,54.859,16.345,1.664,0.316,12.157,64.720,115.817,13.622
+2026-05-21 15:25:19,shepherds_purse_observed.csv,8.931078371726209002187158498,0.318,1.49,0.122,2.495,0.219,7.65,8.932,0.009,7.02,14.878,0.188,0.044,0.003,4.03,11.64,10.75,6.921,4.210,4.411,4.01,1.076,1.052,1.100,0.143,2.18,4.47,7.339,6.68,20.213,33.956,49.846,18.066,1.603,0.126,12.163,112.172,216.694,7.651
+2026-05-21 15:25:19,shepherds_purse_observed.csv,1.146306390550493627654993434,0.249,0.48,3.755,4.26,0.527,6.83,10.673,0.078,6.91,12.025,0.058,0.636,0.019,5.41,11.56,9.46,4.322,15.242,11.837,18.646,8.225,5.945,10.505,0.026,1.19,3.69,1.425,7.44,19.111,47.916,78.691,17.142,1.517,0.35,12.297,91.225,172.934,9.516
+2026-05-21 15:25:19,shepherds_purse_observed.csv,0.6197656084701566521677699878,0.346,3.316,2.939,6.35,0.405,6.69,9.415,0.055,7.43,26.748,0.268,0.284,0.019,6.33,11.71,10.91,11.183,9.980,6.594,13.365,9.792,7.522,12.062,0.076,1.85,4.96,4.598,6.79,15.784,11.838,22.078,1.598,1.27,0.237,12.083,53.434,93.847,13.022
+2026-05-21 15:25:20,shepherds_purse_observed.csv,18.82624597611703248227233163,0.15,1.555,0.605,6.939,0.002,7.35,12.172,0.086,7.24,25.496,0.314,0.166,0.04,6.38,11.87,11.4,7.594,10.384,19.525,1.244,6.778,6.207,7.348,0.004,1.79,4.16,3.854,7.02,11.883,12.158,17.507,6.808,0.857,0.038,12.253,65.564,126.424,4.705
+2026-05-21 15:25:20,shepherds_purse_observed.csv,2.195791660453417131884842197,0.395,2.864,0.634,2.29,0.487,7.08,11.401,0.012,7.19,8.567,0.141,0.476,0.005,3.69,9.58,11.4,3.029,15.176,16.317,14.036,2.658,4.14,1.177,0.187,1.94,4.15,1.485,7.3,17.902,41.148,68.261,14.036,1.506,0.264,12.093,109.584,204.948,14.221
+2026-05-21 15:25:20,shepherds_purse_observed.csv,0.2868006987619166721065128720,0.376,1.688,5.108,5.788,0.942,6.58,6.662,0.091,6.61,26.37,0.288,0.614,0.015,6.06,11.87,10.98,10.746,5.950,4.121,7.78,2.170,0.965,3.375,0.226,1.49,4.85,3.107,7.06,14.761,34.160,50.758,17.561,0.993,0.113,12.146,62.844,110.552,15.136
+2026-05-21 15:25:21,shepherds_purse_observed.csv,0.3076676086198242433699539209,0.062,2.507,4.296,0.97,0.63,7.45,7.67,0.087,6.57,9.597,0.065,0.394,0.021,4.86,10.18,9.73,8.584,6.428,7.592,5.264,7.338,6.419,8.258,0.213,1.49,4.15,5.25,7.35,10.861,33.040,53.264,12.816,1.499,0.029,12.13,83.031,157.9,8.162
+2026-05-21 15:25:21,shepherds_purse_observed.csv,0.5212381544678090457390929209,0.213,3.804,5.236,1.494,0.531,7.61,11.278,0.057,6.82,13.83,0.28,0.319,0.017,4.91,9.71,8.4,7.291,7.650,3.6,11.699,7.770,1.615,13.926,0.153,1.17,4.61,3.376,7.21,23.389,2.046,2.086,2.006,1.137,0.234,12.12,62.430,109.46,15.401
+2026-05-21 15:25:21,shepherds_purse_observed.csv,1.207033289126532597023920222,0.23,3.246,4.319,7.349,0.731,7.28,12.802,0.071,6.52,6.994,0.121,0.158,0.015,4.82,11.68,9.09,4.438,6.986,1.717,12.256,7.838,2.95,12.725,0.063,1.95,3.64,2.069,6.79,10.845,28.350,49.796,6.903,1.165,0.028,12.189,90.254,164.737,15.77
+2026-05-21 15:25:21,shepherds_purse_observed.csv,20.23883204120729321849279862,0.079,0.615,4.749,4.793,0.121,7.02,11.931,0.021,7.11,12.751,0.406,0.029,0.003,5.76,11.3,9.04,5.521,14.265,13.504,15.026,7.500,3.702,11.297,0.23,1.95,4.34,7.282,6.74,13.617,42.102,66.951,17.254,1.521,0.057,12.065,100.468,191.007,9.929
+2026-05-21 15:25:22,shepherds_purse_observed.csv,1.762722948816709892335098119,0.1,2.561,0.529,3.856,0.839,6.74,11.829,0.003,7.58,24.697,0.215,0.345,0.041,4.7,11.52,9.38,11.072,15.158,16.434,13.883,10.822,9.3,12.343,0.117,1.5,4.46,6.991,6.73,23.955,32.682,48.76,16.605,1.151,0.243,12.161,78.910,150.847,6.974
+2026-05-21 15:25:22,shepherds_purse_observed.csv,1.009214107457868188224197461,0.346,0.632,0.795,1.552,0.14,6.3,3.409,0.027,6.55,20.766,0.178,0.622,0.042,5.15,11.14,9.46,7.83,7.544,1.697,13.392,11.028,12.079,9.978,0.194,2.46,4.79,6.365,6.93,6.889,15.171,12.52,17.822,1.794,0.104,12.018,108.576,202.87,14.281
+2026-05-21 15:25:22,shepherds_purse_observed.csv,3.162283434672348324204638620,0.055,0.8,3.561,6.755,0.61,7.09,8.346,0.024,6.73,10.421,0.25,0.09,0.027,5.08,10.5,8.41,11.989,12.377,7.395,17.359,1.239,2.1,0.378,0.104,2.31,4.57,2.262,6.92,18.482,30.379,49.049,11.709,1.037,0.215,12.272,56.688,103.626,9.749
+2026-05-21 15:25:23,shepherds_purse_observed.csv,1.232215418717470213612482024,0.214,2.944,0.816,2.35,0.172,7.63,11.697,0.01,6.68,14.289,0.076,0.374,0.012,4.18,10.77,11.32,2.859,8.112,3.393,12.831,6.117,2.56,9.674,0.219,1.9,4.9,2.173,7.41,12.425,41.416,72.646,10.186,1.583,0.211,12.036,98.424,182.377,14.471
+2026-05-21 15:25:23,shepherds_purse_observed.csv,18.55427337575994720904683780,0.327,3.386,0.653,2.077,0.113,7.02,9.192,0.071,7.17,23.752,0.278,0.364,0.045,6.41,9.6,10.25,10.262,15.820,16.607,15.034,4.168,6.08,2.255,0.168,1.36,3.82,7.902,7.14,14.283,36.914,56.944,16.883,1.794,0.054,12.057,122.964,238.337,7.592
+2026-05-21 15:25:23,shepherds_purse_observed.csv,0.2370255084054006873017258021,0.186,0.914,5.916,5.979,0.761,6.7,3.945,0.088,6.89,13.65,0.178,0.657,0.027,4.34,10.57,8.65,7.433,5.164,6.633,3.695,5.840,5.839,5.842,0.078,1.26,4.8,0.969,6.93,13.006,10.445,10.569,10.321,1.407,0.091,12.096,126.668,238.681,14.655
+2026-05-21 15:25:24,shepherds_purse_observed.csv,0.6152174613239335304758470463,0.331,0.61,1.875,7.157,0.166,6.71,14.307,0.048,6.62,12.703,0.14,0.699,0.014,4.77,11.65,10.99,8.365,2.686,2.78,2.592,11.508,13.58,9.436,0.093,1.77,3.94,3.195,7.56,13.686,21.447,26.019,16.875,1.209,0.229,12.088,117.042,229.636,4.447
+2026-05-21 15:25:24,shepherds_purse_observed.csv,4.752276288477700137239002386,0.074,1.997,3.616,7.991,0.325,6.72,3.447,0.042,6.66,7.824,0.25,0.226,0.041,5.98,11.75,11.02,8.322,10.154,12.166,8.143,9.016,11.942,6.091,0.189,2.42,4.12,7.303,7.34,12.45,16.272,29.181,3.363,1.553,0.247,12.278,114.874,224.103,5.644
+2026-05-21 15:25:24,shepherds_purse_observed.csv,1.433200068202547069504269388,0.365,2.921,1.956,4.234,0.543,6.91,3.599,0.059,6.84,25.42,0.195,0.69,0.024,5.78,11.76,10.24,9.309,3.063,2.805,3.321,10.715,12.255,9.175,0.155,2.36,4.45,1.26,6.91,11.432,9.674,17.179,2.168,1.675,0.155,12.198,74.619,136.297,12.941
+2026-05-21 15:25:25,shepherds_purse_observed.csv,0.8691716085179944499072887235,0.143,2.294,0.651,1.257,0.88,7.72,15.27,0.056,7.42,23.99,0.115,0.01,0.024,5.52,10.9,8.55,9.444,11.582,8.494,14.67,6.074,7.283,4.864,0.002,1.72,4.79,1.687,6.9,7.805,12.814,11.76,13.868,1.477,0.298,12.105,45.349,82.132,8.566
+2026-05-21 15:25:25,shepherds_purse_observed.csv,0.4336648505260427103806857308,0.322,0.642,5.309,5.756,0.037,6.77,12.934,0.031,7.27,11.228,0.27,0.356,0.013,4.68,11.69,11.17,8.932,15.602,12.344,18.86,2.930,4.604,1.255,0.079,11.99,4.84,1.291,6.82,18.084,14.699,21.141,8.257,1.473,0.271,12.146,116.296,219.804,12.789
+2026-05-21 15:25:25,shepherds_purse_observed.csv,2.133406874613662804618138232,0.397,0.315,3.512,6.923,0.758,6.3,3.28,0.003,7.18,14.323,0.149,0.381,0.0,3.67,9.72,11.41,6.81,9.060,9.96,8.161,6.877,9.28,4.474,0.157,11.96,4.07,2.555,6.65,17.416,20.099,27.102,13.096,1.125,0.346,12.11,105.803,203.945,7.661
+2026-05-21 15:25:26,shepherds_purse_observed.csv,18.41891240650470767674938326,0.189,3.839,0.599,5.532,0.178,7.07,11.621,0.054,6.84,21.596,0.394,0.54,0.011,4.33,11.66,10.69,9.136,10.544,5.99,15.097,13.730,13.885,13.576,0.162,2.4,4.14,1.927,7.45,6.909,42.994,76.932,9.055,1.565,0.055,12.008,58.654,103.517,13.79
+2026-05-21 15:25:26,shepherds_purse_observed.csv,2.046275409803453651407286701,0.038,1.373,5.823,6.426,0.664,7.23,7.666,0.039,7.35,20.101,0.252,0.089,0.005,4.16,10.8,11.34,3.316,19.478,19.973,18.983,11.115,13.519,8.711,0.213,1.23,4.2,7.547,6.62,8.394,15.982,17.733,14.232,1.067,0.324,12.07,51.938,96.145,7.73
+2026-05-21 15:25:26,shepherds_purse_observed.csv,0.6743794536306030932831653366,0.266,2.408,4.657,6.253,0.479,6.58,15.517,0.003,7.42,17.219,0.243,0.164,0.029,6.42,10.3,9.3,3.155,7.348,7.636,7.06,1.263,1.253,1.273,0.248,11.9,3.8,5.212,6.89,14.969,20.524,33.12,7.927,1.407,0.271,12.268,62.466,111.835,13.096
+2026-05-21 15:25:26,shepherds_purse_observed.csv,0.5253774236182127773527732921,0.297,2.145,5.27,3.652,0.044,6.93,12.152,0.003,6.95,14.543,0.354,0.359,0.048,3.64,9.81,9.9,11.887,7.062,8.31,5.813,3.001,1.494,4.508,0.137,11.51,3.79,5.44,6.68,11.836,35.344,65.9,4.788,1.414,0.216,12.236,63.268,120.156,6.381
+2026-05-21 15:25:27,shepherds_purse_observed.csv,0.2540175891395982011422779700,0.012,1.411,3.081,0.673,0.251,6.68,7.471,0.001,7.18,10.76,0.063,0.378,0.006,4.32,11.7,10.98,9.834,5.347,8.463,2.231,11.128,10.752,11.505,0.076,1.78,4.06,7.169,6.92,16.326,43.446,77.7,9.193,1.028,0.28,12.141,84.695,164.209,5.181
+2026-05-21 15:25:27,shepherds_purse_observed.csv,0.6807706049318091409653087101,0.287,2.752,3.102,4.481,0.793,7.46,15.29,0.093,7.64,16.526,0.174,0.308,0.044,5.04,9.62,9.58,4.9,12.078,12.544,11.611,9.290,11.935,6.645,0.076,1.57,4.61,1.7,7.29,10.556,31.308,49.096,13.521,1.383,0.163,12.1,66.718,122.863,10.573
+2026-05-21 15:25:27,shepherds_purse_observed.csv,0.9249401406408315884449106108,0.017,1.76,3.781,7.534,0.024,6.88,6.156,0.007,7.39,20.3,0.301,0.622,0.033,5.12,9.96,9.28,3.725,17.524,15.087,19.96,5.281,4.46,6.102,0.112,1.77,4.27,7.789,7.15,18.425,9.352,10.03,8.674,1.122,0.135,12.2,75.566,145.01,6.123
+2026-05-21 15:25:28,shepherds_purse_observed.csv,0.9947609507833934878261966551,0.037,1.514,1.069,4.235,0.166,7.28,14.215,0.099,7.44,26.984,0.178,0.644,0.041,6.4,11.75,9.73,2.226,12.964,10.131,15.798,12.120,13.261,10.979,0.075,11.56,3.54,7.503,7.01,22.875,35.652,51.927,19.377,1.125,0.221,12.158,110.750,208.328,13.173
+2026-05-21 15:25:28,shepherds_purse_observed.csv,1.838705462460053132976505190,0.13,3.213,3.772,7.563,0.108,7.74,8.285,0.054,7.11,22.23,0.192,0.025,0.035,5.71,9.8,8.28,10.53,8.824,15.45,2.197,10.944,10.765,11.122,0.1,2.22,4.49,1.34,6.64,22.305,35.548,52.796,18.299,0.804,0.106,12.134,82.817,161.401,4.233
+2026-05-21 15:25:28,shepherds_purse_observed.csv,5.208425145538658116021606834,0.182,1.647,2.029,0.708,0.052,7.28,13.489,0.088,7.29,7.156,0.399,0.235,0.007,5.44,10.1,9.16,8.581,11.206,17.426,4.985,2.606,3.623,1.589,0.103,11.6,4.44,4.413,7.15,8.982,31.104,59.731,2.477,1.589,0.309,12.171,122.597,233.345,11.849
+2026-05-21 15:25:29,shepherds_purse_observed.csv,1.925417496087203585133284631,0.315,0.748,5.126,0.83,0.496,7.42,12.698,0.049,6.69,8.669,0.122,0.304,0.003,4.83,11.25,9.7,6.385,11.342,2.914,19.77,11.794,12.470,11.119,0.173,2.41,4.63,6.204,6.89,6.02,18.731,33.729,3.733,1.543,0.274,12.104,92.945,177.926,7.964
+2026-05-21 15:25:29,shepherds_purse_observed.csv,8.395421698654638591750025952,0.025,2.22,5.233,0.247,0.123,7.71,3.082,0.021,6.58,12.98,0.192,0.088,0.013,5.37,10.47,11.14,9.976,13.068,7.015,19.121,5.175,7.809,2.541,0.186,1.63,3.53,6.264,6.76,17.231,10.059,13.698,6.42,1.614,0.146,12.207,69.818,133.626,6.009
+2026-05-21 15:25:29,shepherds_purse_observed.csv,23.10239680272420950758044982,0.131,2.255,3.329,0.695,0.597,7.65,12.686,0.026,7.04,16.715,0.285,0.359,0.047,6.36,10.63,8.62,3.396,10.459,19.149,1.769,2.716,2.962,2.470,0.132,2.46,4.29,2.746,6.78,23.762,3.912,3.271,4.554,1.56,0.149,12.204,59.860,111.967,7.753
+2026-05-21 15:25:30,shepherds_purse_observed.csv,4.701961755487373335261013152,0.308,1.97,5.464,6.283,0.082,7.3,14.732,0.044,6.58,11.104,0.344,0.019,0.016,3.73,9.59,8.64,6.647,9.408,6.451,12.365,7.996,5.764,10.229,0.196,1.68,4.43,2.956,7.07,14.776,38.523,74.702,2.344,1.667,0.077,12.185,88.860,172.065,5.654
+2026-05-21 15:25:30,shepherds_purse_observed.csv,1.829029486301412611674994234,0.197,0.346,2.779,5.098,0.322,6.33,10.168,0.015,7.06,10.521,0.308,0.182,0.023,6.11,11.07,8.78,5.503,8.630,7.86,9.399,2.542,2.379,2.704,0.13,11.75,3.66,2.81,7.52,15.647,24.388,44.105,4.672,0.856,0.048,12.091,66.015,116.448,15.582
+2026-05-21 15:25:30,shepherds_purse_observed.csv,0.9774602158273546323577932364,0.023,0.89,6.0,3.751,0.095,7.3,8.787,0.011,7.44,14.596,0.088,0.271,0.037,5.65,10.7,8.57,7.479,8.840,8.322,9.358,7.119,5.059,9.179,0.004,2.42,3.56,3.23,7.03,23.442,12.002,19.585,4.418,1.382,0.346,12.266,78.998,143.052,14.944
+2026-05-21 15:25:30,shepherds_purse_observed.csv,0.4300548312845463378888200051,0.225,1.222,5.796,6.998,0.19,7.65,8.785,0.026,7.47,20.36,0.293,0.454,0.028,5.26,9.67,9.64,6.207,17.633,17.978,17.288,8.588,7.611,9.565,0.099,11.74,4.31,2.553,7.38,11.989,31.951,45.797,18.105,1.646,0.118,12.158,56.262,98.81,13.715
+2026-05-21 15:25:31,shepherds_purse_observed.csv,1.140007241093160789732643233,0.083,0.724,2.557,4.019,0.375,7.63,13.389,0.098,7.01,7.096,0.115,0.341,0.028,3.7,9.62,9.21,3.543,8.872,1.675,16.069,6.607,9.537,3.677,0.031,2.0,3.58,5.164,7.55,17.639,14.540,17.394,11.685,1.735,0.27,12.289,98.662,184.73,12.593
+2026-05-21 15:25:31,shepherds_purse_observed.csv,0.6284094073688278119234002146,0.097,2.39,5.12,2.76,0.33,7.47,11.829,0.044,7.09,23.601,0.315,0.543,0.019,5.06,10.54,9.35,10.503,3.976,3.079,4.874,12.354,10.709,14.000,0.086,1.45,4.27,1.765,7.15,22.68,32.336,50.419,14.253,1.097,0.136,12.172,58.296,109.877,6.714
+2026-05-21 15:25:31,shepherds_purse_observed.csv,0.3288373304746479352687932643,0.209,0.727,5.367,6.238,0.851,7.38,11.412,0.088,6.92,6.465,0.141,0.378,0.0,3.75,10.76,9.25,2.554,12.970,8.148,17.792,3.307,5.247,1.367,0.228,2.17,4.98,7.501,7.53,11.836,6.720,11.455,1.984,0.914,0.088,12.142,63.190,122.277,4.104
+2026-05-21 15:25:32,shepherds_purse_observed.csv,1.231633750103523432076475094,0.09,2.771,5.219,1.503,0.258,6.5,10.807,0.015,7.31,16.346,0.241,0.392,0.001,4.43,9.71,10.76,10.153,7.100,8.015,6.184,4.183,4.476,3.89,0.075,1.03,4.43,1.832,6.96,16.05,29.084,47.324,10.843,1.413,0.339,12.116,59.365,106.797,11.933
+2026-05-21 15:25:32,shepherds_purse_observed.csv,0.4198517604174838987635524796,0.19,3.986,3.942,3.816,0.446,7.05,4.982,0.014,7.32,18.837,0.241,0.351,0.045,4.56,11.73,10.07,2.723,12.192,17.9,6.485,10.664,8.271,13.057,0.117,1.31,3.55,3.122,6.93,10.183,17.376,24.764,9.987,1.44,0.166,12.263,97.548,186.591,8.504
+2026-05-21 15:25:32,shepherds_purse_observed.csv,28.36491979979658615439157280,0.026,1.156,0.622,5.809,0.342,6.89,8.562,0.059,7.53,10.435,0.376,0.232,0.017,6.38,10.48,9.55,6.61,9.272,7.026,11.519,4.414,2.093,6.735,0.127,1.09,4.35,5.01,7.08,7.651,36.842,63.598,10.087,1.589,0.1,12.022,66.613,126.075,7.151
+2026-05-21 15:25:33,shepherds_purse_observed.csv,0.3912395264780941276434120439,0.28,1.142,5.432,4.102,0.048,6.8,8.436,0.005,7.02,22.473,0.082,0.532,0.01,5.8,10.79,9.68,11.124,12.474,9.095,15.852,8.834,10.502,7.165,0.005,1.04,4.03,1.842,7.59,9.879,30.458,51.901,9.014,1.184,0.249,12.002,115.926,219.213,12.64
+2026-05-21 15:25:33,shepherds_purse_observed.csv,1.508910262037861279322114691,0.225,2.748,3.079,7.561,0.515,7.16,14.159,0.052,6.71,17.411,0.149,0.134,0.021,3.64,9.68,10.75,11.56,9.006,11.938,6.073,8.812,8.464,9.16,0.151,11.55,4.06,2.489,7.34,18.238,14.634,15.733,13.535,1.361,0.15,12.04,94.946,179.086,10.806
+2026-05-21 15:25:33,shepherds_purse_observed.csv,0.5987250296071899587490224912,0.103,3.706,3.085,5.017,0.239,6.89,4.667,0.082,6.95,21.063,0.258,0.356,0.001,4.57,9.52,8.83,10.395,14.501,17.971,11.031,5.146,1.706,8.587,0.204,11.73,4.21,2.93,7.24,12.44,44.360,74.441,14.278,0.982,0.124,12.232,111.646,208.539,14.752
+2026-05-21 15:25:34,shepherds_purse_observed.csv,9.946523598716938844977957596,0.068,3.557,5.085,2.467,0.516,7.62,12.284,0.071,7.22,26.23,0.351,0.139,0.045,5.58,11.36,11.01,6.743,4.287,4.902,3.672,6.724,3.544,9.905,0.004,2.38,4.21,1.423,7.04,19.951,25.696,42.149,9.243,1.549,0.134,12.247,102.314,197.346,7.283
+2026-05-21 15:25:34,shepherds_purse_observed.csv,6.154882868975063949883938868,0.292,2.212,3.65,3.416,0.835,6.94,8.207,0.083,6.8,13.953,0.372,0.056,0.015,6.21,11.81,9.57,9.447,14.844,14.362,15.327,13.014,13.285,12.744,0.078,11.66,4.13,7.2,7.09,19.512,7.320,4.655,9.985,1.785,0.099,12.128,57.266,103.576,10.956
+2026-05-21 15:25:34,shepherds_purse_observed.csv,0.2477222397280654361645884118,0.26,1.188,1.629,1.388,0.004,6.88,5.388,0.041,6.89,10.736,0.121,0.709,0.017,4.54,10.93,10.44,11.899,12.588,11.82,13.356,10.190,7.834,12.547,0.228,1.5,4.37,3.764,7.27,17.616,32.188,60.732,3.645,1.146,0.085,12.176,121.786,233.531,10.04
+2026-05-21 15:25:34,shepherds_purse_observed.csv,1.021086165015840502472861960,0.046,3.73,0.749,3.086,0.119,7.47,5.667,0.033,7.34,22.262,0.185,0.374,0.026,6.25,11.02,10.68,3.438,17.976,18.528,17.424,7.723,4.803,10.643,0.141,1.05,4.5,3.94,7.21,18.943,17.986,15.988,19.984,0.857,0.235,12.027,59.354,103.422,15.286
+2026-05-21 15:25:35,shepherds_purse_observed.csv,3.141493739731327571292254982,0.026,1.045,4.233,2.53,0.769,7.23,4.208,0.068,7.41,23.881,0.1,0.074,0.003,5.08,9.68,8.53,4.419,11.527,9.571,13.483,3.081,1.061,5.101,0.153,2.25,4.83,7.349,7.22,10.551,29.910,40.99,18.831,1.523,0.116,12.274,106.705,203.192,10.218
+2026-05-21 15:25:35,shepherds_purse_observed.csv,1.287909970468087524933667301,0.361,0.575,3.194,5.425,0.292,7.1,7.743,0.096,7.12,12.116,0.269,0.407,0.006,5.41,10.29,9.77,10.575,3.674,0.698,6.65,11.914,12.499,11.328,0.2,11.91,3.7,4.01,7.57,18.636,6.002,3.007,8.998,1.404,0.339,12.097,96.044,178.698,13.389
+2026-05-21 15:25:35,shepherds_purse_observed.csv,0.4786799548640104130505576700,0.289,2.51,0.578,1.32,0.831,6.34,15.315,0.001,7.26,9.816,0.321,0.54,0.046,4.96,11.76,9.22,4.407,15.019,15.416,14.622,8.984,8.731,9.236,0.184,1.99,4.7,2.012,6.66,16.325,37.586,55.856,19.316,0.954,0.317,12.019,56.238,103.574,8.903
+2026-05-21 15:25:36,shepherds_purse_observed.csv,0.7870344743895613573548483360,0.348,0.327,0.91,1.913,0.907,7.0,7.313,0.035,7.41,13.61,0.285,0.594,0.046,5.24,9.89,8.51,10.457,13.541,9.925,17.157,8.520,7.882,9.157,0.242,1.23,4.74,3.38,7.11,13.556,16.501,28.679,4.323,1.62,0.299,12.23,89.461,166.177,12.745
+2026-05-21 15:25:36,shepherds_purse_observed.csv,0.2253950997027692371037385143,0.238,2.882,2.951,2.566,0.281,7.11,5.354,0.046,7.04,20.994,0.221,0.721,0.017,4.73,10.68,10.41,8.853,14.367,14.135,14.599,1.950,0.37,3.53,0.173,2.46,4.44,6.697,6.64,11.382,38.332,76.136,0.528,1.398,0.028,12.054,111.596,213.985,9.206
+2026-05-21 15:25:36,shepherds_purse_observed.csv,0.5724542004831415202133512201,0.381,3.145,4.466,3.907,0.88,6.63,14.183,0.047,7.02,24.285,0.1,0.674,0.04,5.29,10.42,11.07,9.585,10.094,3.977,16.211,4.970,8.462,1.478,0.09,1.71,4.93,3.683,7.01,7.891,37.056,69.587,4.526,1.104,0.24,12.123,45.794,80.554,11.033
+2026-05-21 15:25:37,shepherds_purse_observed.csv,2.096080809796071835392765224,0.275,1.408,3.319,2.059,0.722,6.89,7.011,0.081,7.51,9.017,0.324,0.433,0.036,3.6,10.46,10.31,6.191,1.182,1.298,1.067,13.136,12.682,13.590,0.194,2.05,3.8,1.115,6.65,9.038,48.462,79.085,17.84,1.707,0.117,12.225,118.144,226.432,9.856
+2026-05-21 15:25:37,shepherds_purse_observed.csv,0.6994848937331781069554346883,0.196,1.152,1.371,2.597,0.897,7.13,3.242,0.071,6.75,25.532,0.256,0.062,0.014,5.39,10.13,10.49,5.431,13.036,14.847,11.225,8.674,7.597,9.751,0.085,11.62,4.88,1.546,7.22,16.142,24.860,49.09,0.629,0.831,0.291,12.058,73.675,135.775,11.575
+2026-05-21 15:25:37,shepherds_purse_observed.csv,0.9610651086871245582578636422,0.046,0.929,1.911,0.389,0.041,7.2,12.961,0.015,7.43,27.89,0.163,0.463,0.043,4.88,11.71,10.53,3.668,10.596,6.595,14.596,5.032,1.233,8.83,0.181,2.12,3.65,7.676,7.31,19.638,30.153,46.752,13.554,1.577,0.168,12.008,94.264,177.945,10.583
+2026-05-21 15:25:38,shepherds_purse_observed.csv,0.1002889547523582070173792675,0.325,1.032,3.797,4.044,0.776,7.17,6.53,0.02,7.62,22.257,0.377,0.668,0.047,5.1,10.1,11.09,10.093,4.625,3.287,5.963,13.864,13.811,13.918,0.184,11.68,3.92,4.348,7.01,14.653,17.790,32.219,3.362,0.873,0.128,12.117,112.808,215.13,10.486
+2026-05-21 15:25:38,shepherds_purse_observed.csv,2.131178777716017150454170423,0.191,3.411,1.356,7.634,0.52,7.06,8.587,0.074,7.54,24.931,0.106,0.08,0.029,6.01,9.78,10.31,8.639,11.233,19.494,2.972,5.864,3.268,8.459,0.054,11.7,4.91,4.113,7.54,9.544,26.364,45.356,7.372,1.121,0.177,12.177,64.990,117.787,12.193
+2026-05-21 15:25:38,shepherds_purse_observed.csv,2.935087809202372893299129312,0.38,3.713,4.712,0.304,0.71,7.54,3.187,0.041,7.58,20.829,0.326,0.282,0.002,3.93,10.91,10.57,4.421,0.758,0.534,0.981,6.289,8.405,4.173,0.143,2.35,3.81,4.754,7.35,18.417,6.680,3.913,9.447,1.377,0.23,12.092,108.482,211.343,5.62
+2026-05-21 15:25:38,shepherds_purse_observed.csv,5.108697092897664811501196976,0.168,2.928,4.017,5.369,0.461,6.88,9.753,0.028,6.77,10.851,0.387,0.329,0.038,3.99,10.72,8.89,7.497,2.357,4.362,0.352,7.224,6.709,7.740,0.003,1.94,3.92,5.108,6.66,17.136,39.810,69.944,9.675,1.348,0.204,12.148,121.296,233.179,9.413
+2026-05-21 15:25:39,shepherds_purse_observed.csv,0.2160661080803792287571186562,0.184,2.374,4.669,7.525,0.356,7.31,8.722,0.052,6.8,22.243,0.251,0.708,0.016,5.14,10.59,9.42,5.518,6.473,4.053,8.893,6.392,11.948,0.836,0.207,2.32,4.39,0.83,7.26,12.476,16.378,13.905,18.851,1.375,0.242,12.132,118.998,223.597,14.4
+2026-05-21 15:25:39,shepherds_purse_observed.csv,0.3957794817398790634157093425,0.116,1.742,1.115,7.793,0.05,7.09,10.034,0.054,6.52,8.056,0.132,0.445,0.048,3.6,11.77,8.59,6.993,5.191,8.999,1.383,4.724,1.759,7.69,0.239,2.04,3.54,2.332,7.2,14.104,27.841,45.89,9.792,1.116,0.263,12.17,92.746,180.808,4.684
+2026-05-21 15:25:39,shepherds_purse_observed.csv,0.8617732719759375834384691185,0.286,0.755,3.39,7.982,0.787,7.68,12.018,0.066,6.66,6.91,0.091,0.443,0.04,4.33,10.65,10.96,6.192,12.101,9.116,15.086,7.078,6.867,7.289,0.215,1.77,4.34,0.998,7.21,14.327,7.950,8.7,7.201,1.043,0.3,12.125,118.134,225.131,11.138
+2026-05-21 15:25:40,shepherds_purse_observed.csv,1.267292483118632804200998134,0.401,1.667,3.722,6.364,0.313,6.89,4.013,0.087,7.53,17.924,0.176,0.287,0.046,4.45,11.02,10.04,8.242,10.114,10.646,9.583,6.376,8.713,4.038,0.113,2.04,3.77,3.679,7.19,11.332,2.921,1.484,4.358,1.198,0.24,12.175,76.314,146.163,6.464
+2026-05-21 15:25:40,shepherds_purse_observed.csv,0.5216864453508449758926305030,0.219,2.81,3.932,5.165,0.02,6.5,10.469,0.072,7.29,15.913,0.205,0.145,0.013,6.11,10.42,8.96,11.919,6.856,10.657,3.055,7.321,10.26,4.382,0.19,2.29,4.44,7.831,6.78,16.256,16.598,13.707,19.489,0.974,0.062,12.202,88.114,171.953,4.275
+2026-05-21 15:25:40,shepherds_purse_observed.csv,0.2922145019497511294628748558,0.365,1.974,3.215,3.063,0.418,6.96,7.668,0.083,7.59,17.384,0.397,0.436,0.04,6.04,9.81,8.46,10.332,14.178,10.448,17.908,11.258,9.153,13.363,0.147,2.31,3.52,7.701,7.49,8.862,39.832,77.086,2.577,0.85,0.119,12.234,104.122,196.252,11.992
+2026-05-21 15:25:41,shepherds_purse_observed.csv,0.6427110282629418392884288494,0.222,1.953,4.862,1.256,0.546,6.71,12.006,0.037,7.0,11.305,0.121,0.218,0.039,5.02,11.44,11.18,10.021,15.413,19.502,11.324,2.270,2.164,2.377,0.075,11.79,4.45,2.191,7.08,10.637,8.990,7.039,10.94,1.045,0.133,12.07,105.815,203.66,7.97
+2026-05-21 15:25:41,shepherds_purse_observed.csv,0.9509147695697206430177415787,0.388,1.545,1.068,7.392,0.341,6.41,11.977,0.073,7.13,24.646,0.226,0.742,0.008,6.42,11.56,8.54,10.409,11.164,5.114,17.213,7.968,3.105,12.832,0.248,2.0,4.98,6.363,6.74,10.573,12.364,13.831,10.898,1.377,0.276,12.105,76.705,141.856,11.554
+2026-05-21 15:25:41,shepherds_purse_observed.csv,1.861121116071700907743256560,0.045,0.569,0.745,0.193,0.651,6.75,11.472,0.027,6.83,13.512,0.104,0.442,0.01,4.29,9.86,9.47,8.859,6.717,9.701,3.733,8.676,9.157,8.196,0.15,2.01,4.07,4.745,7.0,17.296,24.156,44.537,3.774,1.639,0.145,12.124,106.436,207.908,4.965
+2026-05-21 15:25:42,shepherds_purse_observed.csv,1.587197775632335767061036643,0.367,1.618,2.164,3.07,0.488,7.4,9.386,0.003,7.55,22.388,0.073,0.236,0.024,5.12,10.85,8.5,10.766,6.840,10.806,2.873,6.540,6.878,6.203,0.055,11.83,4.61,2.582,7.12,10.77,28.959,53.592,4.326,0.999,0.266,12.284,54.270,94.309,14.23
+2026-05-21 15:25:42,shepherds_purse_observed.csv,17.61038996685677495463999585,0.403,2.91,0.401,0.471,0.13,6.26,14.296,0.028,6.84,10.513,0.199,0.494,0.037,5.76,11.33,8.51,9.407,16.970,17.309,16.632,3.632,3.778,3.486,0.178,1.47,3.79,3.391,7.25,22.168,9.430,11.183,7.678,1.373,0.091,12.087,95.768,187.083,4.452
+2026-05-21 15:25:42,shepherds_purse_observed.csv,9.923562676218818699315908306,0.072,1.05,0.613,6.961,0.658,7.07,6.124,0.029,7.6,24.119,0.286,0.213,0.003,4.3,10.62,10.95,7.615,17.392,16.176,18.607,6.858,11.355,2.36,0.045,1.84,4.84,7.211,6.93,9.399,18.800,29.793,7.806,1.642,0.33,12.268,97.513,179.079,15.947
+2026-05-21 15:25:42,shepherds_purse_observed.csv,0.3350432675011362268890832069,0.288,1.754,2.684,3.275,0.679,7.24,13.595,0.06,7.1,12.749,0.224,0.417,0.03,4.83,10.68,11.35,4.965,9.332,8.284,10.379,11.590,9.848,13.332,0.107,2.08,3.71,4.384,6.71,16.146,7.275,7.829,6.721,1.285,0.261,12.185,105.419,199.229,11.609
+2026-05-21 15:25:43,shepherds_purse_observed.csv,17.22723568820090295524236448,0.219,3.385,0.388,7.23,0.244,6.88,6.517,0.052,6.78,25.319,0.374,0.73,0.006,5.93,9.96,8.98,2.996,9.314,7.965,10.664,6.576,10.153,3.0,0.238,1.42,4.87,1.149,7.38,6.777,33.088,57.37,8.807,0.854,0.15,12.269,120.844,233.373,8.314
+2026-05-21 15:25:43,shepherds_purse_observed.csv,1.061801136725839326527757613,0.184,2.026,3.861,7.01,0.697,6.53,14.456,0.09,7.48,23.222,0.25,0.141,0.036,6.5,11.42,11.07,6.463,5.191,1.749,8.633,4.566,8.377,0.754,0.123,1.6,4.02,5.959,7.58,12.703,37.658,64.255,11.061,1.027,0.2,12.037,64.968,114.106,15.831
+2026-05-21 15:25:43,shepherds_purse_observed.csv,0.6534787276822352477660334767,0.284,0.751,0.815,7.366,0.277,6.93,4.367,0.097,7.39,22.196,0.168,0.261,0.016,3.99,10.2,10.49,2.59,15.584,13.321,17.846,4.236,4.378,4.094,0.225,2.45,3.72,5.767,7.54,22.569,8.248,2.22,14.276,0.817,0.31,12.139,70.732,134.665,6.799
+2026-05-21 15:25:44,shepherds_purse_observed.csv,6.098239107141220451349290657,0.003,1.477,5.632,5.916,0.03,6.39,10.768,0.079,6.73,25.166,0.292,0.044,0.046,6.18,11.99,9.51,3.471,7.496,6.208,8.784,11.114,10.556,11.672,0.213,11.72,3.84,4.284,6.92,9.494,3.884,4.039,3.73,1.209,0.106,12.248,78.648,147.891,9.406
+2026-05-21 15:25:44,shepherds_purse_observed.csv,1.305403322340663771046835672,0.109,3.428,4.734,0.444,0.683,7.72,15.704,0.023,6.95,15.432,0.222,0.367,0.003,4.13,10.14,10.74,11.146,9.168,9.482,8.855,6.054,9.443,2.664,0.08,1.14,3.63,1.612,7.38,16.494,19.882,25.831,13.934,1.523,0.292,12.234,95.115,182.093,8.137
+2026-05-21 15:25:44,shepherds_purse_observed.csv,0.7370939052540385331637139565,0.089,2.73,5.296,5.05,0.081,6.88,14.638,0.002,7.11,12.829,0.245,0.646,0.002,4.93,10.15,10.09,8.263,10.788,18.86,2.717,10.843,13.294,8.392,0.027,1.2,3.5,1.778,7.14,8.961,33.720,65.389,2.052,1.442,0.182,12.011,58.484,107.8,9.167
+2026-05-21 15:25:45,shepherds_purse_observed.csv,1.900995919977770209522577269,0.378,1.474,5.657,3.74,0.703,6.61,9.601,0.042,6.54,19.793,0.087,0.399,0.003,6.05,11.06,10.11,8.171,13.178,10.509,15.846,4.636,7.478,1.793,0.214,1.15,4.13,4.619,6.83,9.662,21.322,23.876,18.768,1.342,0.332,12.016,104.194,203.955,4.433
+2026-05-21 15:25:45,shepherds_purse_observed.csv,0.8135550960850335779140715107,0.102,2.098,3.356,4.697,0.611,7.02,6.896,0.019,6.57,20.18,0.239,0.693,0.023,4.84,11.64,9.97,4.385,16.298,13.573,19.023,7.602,7.386,7.818,0.009,1.62,3.89,6.623,7.37,16.269,23.880,29.064,18.697,1.77,0.325,12.035,104.408,200.816,8.001
+2026-05-21 15:25:45,shepherds_purse_observed.csv,21.10498248867749452834898533,0.317,3.223,0.204,0.614,0.033,6.44,13.831,0.039,6.73,7.266,0.051,0.347,0.018,3.7,11.43,8.59,2.931,10.929,17.778,4.08,5.978,10.721,1.236,0.137,1.03,3.85,4.959,7.56,19.767,38.730,74.841,2.619,1.796,0.102,12.106,65.394,123.222,7.565
+2026-05-21 15:25:46,shepherds_purse_observed.csv,0.3919057289540576176625088307,0.092,0.634,2.897,7.244,0.514,6.43,3.475,0.098,7.18,7.555,0.17,0.276,0.007,4.69,11.24,9.61,5.296,15.948,12.291,19.605,5.078,0.914,9.241,0.07,1.19,3.88,0.814,6.64,12.5,19.752,21.992,17.513,0.923,0.336,12.143,116.867,229.706,4.028
+2026-05-21 15:25:46,shepherds_purse_observed.csv,20.41321469123693434686067410,0.025,0.79,4.032,4.713,0.612,7.02,6.958,0.012,6.54,9.102,0.32,0.032,0.011,5.08,9.55,8.64,8.12,9.098,8.546,9.651,5.518,8.794,2.241,0.192,1.95,4.37,4.192,7.6,11.901,23.726,30.306,17.147,1.516,0.028,12.151,111.878,218.916,4.84
+2026-05-21 15:25:46,shepherds_purse_observed.csv,0.2133240875353036626428024078,0.067,2.822,1.252,3.208,0.438,7.33,8.117,0.043,6.77,16.265,0.164,0.596,0.03,3.97,9.64,10.97,10.313,9.178,12.477,5.879,9.840,6.784,12.896,0.129,11.75,4.62,3.624,7.22,19.0,15.306,13.454,17.159,0.801,0.057,12.289,123.201,231.869,14.533
+2026-05-21 15:25:46,shepherds_purse_observed.csv,7.342397756290100982577430975,0.006,0.688,3.312,3.396,0.171,7.26,13.004,0.089,6.77,20.084,0.254,0.147,0.032,6.24,10.96,9.93,9.03,15.840,15.160,16.519,9.151,5.584,12.718,0.066,11.7,4.32,1.596,7.21,17.008,44.854,71.78,17.928,1.461,0.082,12.003,101.052,197.145,4.958
+2026-05-21 15:25:47,shepherds_purse_observed.csv,0.5751692360482576426798667179,0.095,3.667,2.423,3.895,0.05,7.34,3.269,0.004,7.5,7.474,0.326,0.454,0.023,4.7,10.11,8.34,8.499,8.979,6.509,11.449,1.606,1.731,1.481,0.091,1.24,3.99,2.942,6.86,20.402,14.274,14.804,13.744,0.86,0.102,12.232,113.304,216.598,10.01
+2026-05-21 15:25:47,shepherds_purse_observed.csv,0.4673423973974090875974895473,0.066,0.648,2.725,3.417,0.739,7.71,4.88,0.048,7.34,17.538,0.091,0.154,0.036,5.98,10.3,8.42,10.303,3.166,2.816,3.515,5.140,8.762,1.518,0.149,2.24,4.8,3.719,6.82,6.865,40.662,61.358,19.966,0.807,0.157,12.104,79.045,143.79,14.3
+2026-05-21 15:25:47,shepherds_purse_observed.csv,2.204249344783177896329369734,0.209,2.953,1.448,3.093,0.64,7.18,4.789,0.064,7.07,25.503,0.19,0.135,0.038,4.08,11.48,10.51,6.888,3.359,3.003,3.715,3.438,4.96,1.916,0.153,2.15,4.98,6.518,6.84,8.242,26.238,40.708,11.768,1.741,0.224,12.232,83.408,154.851,11.965
+2026-05-21 15:25:48,shepherds_purse_observed.csv,5.202836654609316688337734284,0.095,0.805,5.845,6.243,0.322,7.37,7.323,0.044,7.34,24.614,0.272,0.385,0.048,4.22,9.72,9.46,7.47,6.641,4.521,8.761,9.863,6.149,13.577,0.022,11.55,4.98,5.848,7.59,7.147,23.842,41.037,6.648,1.262,0.001,12.179,113.894,215.143,12.644
+2026-05-21 15:25:48,shepherds_purse_observed.csv,0.6941016360918051488628143022,0.129,3.398,1.805,5.82,0.051,7.26,10.706,0.077,6.58,19.438,0.187,0.061,0.014,4.38,11.24,10.5,9.992,14.422,17.651,11.192,12.854,12.88,12.829,0.178,2.06,3.56,7.433,7.21,19.99,5.224,6.242,4.206,0.876,0.238,12.24,93.119,181.97,4.268
+2026-05-21 15:25:48,shepherds_purse_observed.csv,0.7535038956925736191395054911,0.285,2.365,5.017,3.124,0.69,6.52,9.71,0.014,6.81,13.283,0.07,0.567,0.033,4.04,9.64,8.74,8.981,14.126,9.316,18.936,3.750,3.595,3.904,0.076,2.12,3.65,3.704,7.05,13.426,31.368,49.02,13.716,1.546,0.22,12.167,89.642,173.989,5.296
+2026-05-21 15:25:49,shepherds_purse_observed.csv,0.6283198884104058966697853591,0.188,1.262,1.825,7.79,0.055,7.27,13.286,0.053,7.21,17.729,0.234,0.393,0.035,5.04,9.83,9.42,8.74,9.602,9.722,9.483,8.344,4.73,11.959,0.151,1.34,4.77,2.426,6.88,19.035,11.683,9.169,14.197,1.677,0.34,12.271,98.736,189.133,8.339
+2026-05-21 15:25:49,shepherds_purse_observed.csv,1.491644859734586773610118944,0.277,2.092,2.721,7.056,0.6,7.66,4.148,0.004,7.38,7.196,0.378,0.028,0.045,4.73,11.23,9.55,11.059,2.174,2.300,2.047,9.944,9.453,10.434,0.014,2.23,4.93,2.529,7.39,14.828,45.746,73.513,17.98,1.071,0.202,12.077,106.712,200.14,13.285
+2026-05-21 15:25:49,shepherds_purse_observed.csv,0.4259629577334588050825764128,0.058,1.604,3.15,1.868,0.809,6.8,14.235,0.032,7.31,22.725,0.345,0.69,0.004,4.24,11.92,9.19,8.922,14.818,17.349,12.286,4.905,1.369,8.441,0.178,11.72,4.78,4.418,6.9,17.042,19.673,32.472,6.874,0.89,0.047,12.177,50.288,94.102,6.475
+2026-05-21 15:25:50,shepherds_purse_observed.csv,19.67793280763520890115075483,0.048,3.726,2.522,4.778,0.516,7.17,9.757,0.069,6.96,16.746,0.387,0.479,0.049,5.81,9.85,9.9,7.257,5.955,10.587,1.323,2.979,1.177,4.781,0.169,2.07,4.21,3.035,6.75,11.722,37.864,70.565,5.162,1.196,0.03,12.236,120.078,228.488,11.669
+2026-05-21 15:25:50,shepherds_purse_observed.csv,11.80017288149962999724209366,0.345,1.322,3.521,0.893,0.948,7.45,13.76,0.096,7.41,10.818,0.125,0.081,0.042,5.76,9.69,10.11,3.42,0.570,0.507,0.633,7.818,13.288,2.349,0.082,1.27,3.93,7.995,7.04,19.8,33.549,66.241,0.857,1.752,0.27,12.034,87.970,171.568,4.371
+2026-05-21 15:25:50,shepherds_purse_observed.csv,0.7932284618848735589339162854,0.398,0.847,5.903,3.978,0.265,6.75,4.383,0.059,6.69,21.362,0.143,0.664,0.049,3.97,9.54,10.04,2.724,6.490,2.963,10.016,5.140,0.43,9.851,0.221,2.08,4.07,1.181,7.16,15.778,13.363,13.595,13.131,1.237,0.037,12.24,101.318,190.237,12.398
+2026-05-21 15:25:50,shepherds_purse_observed.csv,0.3188503182468411486641648787,0.118,1.382,3.932,5.555,0.713,7.37,13.192,0.041,7.1,23.821,0.14,0.504,0.021,5.52,11.71,11.29,8.015,18.888,20.000,17.775,11.309,10.812,11.806,0.13,2.35,4.02,1.107,6.6,11.433,13.836,22.888,4.783,1.478,0.215,12.051,87.444,168.853,6.036
+2026-05-21 15:25:51,shepherds_purse_observed.csv,0.3215053772450751891726089453,0.405,0.469,4.754,1.46,0.225,6.34,7.733,0.049,6.67,15.613,0.372,0.42,0.007,4.82,11.7,9.54,7.395,10.518,14.405,6.632,7.600,5.711,9.489,0.046,1.23,3.72,3.609,7.02,9.88,18.363,17.653,19.073,1.388,0.198,12.228,61.954,114.351,9.558
+2026-05-21 15:25:51,shepherds_purse_observed.csv,0.3124321777910966188535565821,0.126,3.638,3.378,5.974,0.313,6.76,11.44,0.058,6.98,15.277,0.094,0.563,0.009,5.45,10.95,11.1,3.746,12.394,11.452,13.335,6.350,6.526,6.175,0.067,2.3,4.33,3.608,7.11,9.3,46.226,73.707,18.746,1.583,0.28,12.094,112.196,209.206,15.186
+2026-05-21 15:25:51,shepherds_purse_observed.csv,19.11223578810749556678966551,0.019,2.46,1.138,0.154,0.324,6.91,4.171,0.023,7.09,14.253,0.383,0.421,0.009,6.34,10.88,10.11,8.252,4.938,3.243,6.632,7.490,10.882,4.098,0.07,11.76,4.08,7.492,7.44,17.383,23.606,43.585,3.628,1.128,0.095,12.267,98.781,188.897,8.665
+2026-05-21 15:25:52,shepherds_purse_observed.csv,2.589979270819649451664946655,0.132,0.655,2.332,4.982,0.304,6.7,3.409,0.025,7.63,24.959,0.174,0.593,0.029,6.46,9.64,8.44,10.078,9.776,12.588,6.963,10.150,12.744,7.557,0.176,2.45,4.7,2.196,7.47,20.474,8.377,12.706,4.048,1.779,0.24,12.288,63.365,110.757,15.973
+2026-05-21 15:25:52,shepherds_purse_observed.csv,0.4693052440597064054118445630,0.308,2.17,3.185,3.69,0.191,7.17,15.611,0.077,6.95,14.609,0.344,0.071,0.033,5.02,11.75,10.2,10.001,9.404,10.242,8.566,7.680,12.435,2.926,0.126,11.56,3.72,5.608,7.12,18.239,27.158,34.448,19.867,0.871,0.331,12.049,122.916,231.726,14.107
+2026-05-21 15:25:52,shepherds_purse_observed.csv,22.96697156838492270531752261,0.016,0.649,0.683,7.132,0.121,7.4,12.865,0.097,7.5,11.321,0.113,0.651,0.039,6.3,11.87,9.61,4.724,4.150,3.798,4.502,0.676,0.694,0.657,0.241,1.08,3.82,3.624,7.55,13.879,18.314,17.141,19.487,1.795,0.324,12.253,49.962,90.985,8.938
+2026-05-21 15:25:53,shepherds_purse_observed.csv,0.3462197084043847513781574393,0.043,3.162,2.903,5.661,0.254,6.97,4.303,0.02,7.04,16.607,0.165,0.392,0.009,4.74,11.8,8.61,3.412,10.725,8.238,13.212,5.851,5.104,6.598,0.136,1.95,3.65,5.216,6.81,18.337,24.148,28.904,19.392,0.804,0.249,12.229,77.436,147.72,7.153
+2026-05-21 15:25:53,shepherds_purse_observed.csv,1.462929283944010136404220192,0.038,3.511,2.07,7.478,0.274,6.7,11.824,0.022,7.05,11.956,0.172,0.382,0.046,5.27,10.84,10.99,2.053,14.747,11.166,18.328,12.913,14.000,11.826,0.047,2.48,4.34,6.827,6.75,21.377,36.711,54.566,18.856,1.669,0.002,12.076,65.571,115.903,15.239
+2026-05-21 15:25:53,shepherds_purse_observed.csv,0.4417782194674049472254261180,0.19,2.958,2.609,6.356,0.37,7.29,11.813,0.032,7.07,15.209,0.274,0.607,0.029,4.58,10.31,10.45,6.309,13.620,18.194,9.047,7.814,7.751,7.877,0.05,2.37,4.17,4.076,6.85,6.534,1.163,1.009,1.317,1.6,0.105,12.273,98.692,185.381,12.004
+2026-05-21 15:25:54,shepherds_purse_observed.csv,0.7738474558200898385855478661,0.009,0.834,5.267,1.776,0.407,6.59,13.457,0.093,7.28,24.538,0.398,0.515,0.047,4.49,11.13,10.73,11.369,15.544,12.3,18.787,8.386,7.724,9.047,0.147,1.61,4.14,3.408,7.55,16.215,21.096,25.082,17.109,0.804,0.202,12.235,73.175,139.837,6.513
+2026-05-21 15:25:54,shepherds_purse_observed.csv,0.6551963565407936667186779623,0.289,2.883,5.697,1.744,0.073,6.6,5.195,0.046,6.99,7.458,0.151,0.189,0.007,4.75,11.64,10.09,5.032,13.328,11.569,15.087,2.151,1.172,3.13,0.038,2.03,3.59,7.467,7.09,8.795,7.019,8.492,5.546,1.053,0.285,12.015,80.580,149.058,12.103
+2026-05-21 15:25:54,shepherds_purse_observed.csv,0.9353163545875528716308464445,0.252,3.646,5.1,6.681,0.131,6.69,8.292,0.023,7.1,27.471,0.058,0.239,0.039,3.62,9.7,11.15,5.318,5.496,5.897,5.096,3.954,4.837,3.07,0.175,1.13,4.06,5.526,6.77,23.253,20.162,34.982,5.341,1.119,0.243,12.043,100.324,189.571,11.078
+2026-05-21 15:25:55,shepherds_purse_observed.csv,0.3042820955632336750409027977,0.24,2.568,5.974,6.105,0.158,6.51,12.829,0.048,6.51,26.787,0.259,0.33,0.005,4.6,9.51,10.26,4.345,7.557,7.138,7.976,9.846,9.227,10.464,0.136,1.66,4.31,4.797,7.2,17.398,12.275,19.985,4.565,1.595,0.075,12.137,88.740,161.922,15.557
+2026-05-21 15:25:55,shepherds_purse_observed.csv,0.6442170240860486214543049824,0.145,3.862,0.386,4.267,0.288,7.05,14.765,0.052,7.64,25.166,0.113,0.068,0.023,6.4,11.02,10.19,2.194,19.637,20.000,19.274,5.275,6.961,3.589,0.088,11.76,4.61,1.173,7.34,23.698,35.730,55.329,16.131,0.902,0.245,12.032,68.510,124.111,12.909
+2026-05-21 15:25:55,shepherds_purse_observed.csv,1.718642763429797378112943036,0.311,1.233,1.135,0.513,0.826,7.37,9.166,0.018,6.96,8.526,0.272,0.267,0.046,4.01,11.31,10.28,6.954,9.806,0.855,18.758,3.762,1.793,5.73,0.15,1.33,4.2,6.43,7.15,6.361,17.478,34.112,0.844,1.409,0.125,12.077,110.074,214.835,5.314
+2026-05-21 15:25:55,shepherds_purse_observed.csv,18.72740421286611322838131175,0.22,3.745,0.356,3.81,0.417,7.17,4.234,0.019,6.59,15.954,0.205,0.154,0.038,6.0,11.59,11.46,11.119,7.222,7.81,6.634,13.743,13.914,13.572,0.151,1.73,4.75,3.823,7.1,12.299,37.300,57.42,17.179,1.334,0.029,12.106,122.897,235.997,9.797
+2026-05-21 15:25:56,shepherds_purse_observed.csv,1.318513230302270576531693462,0.216,0.273,1.911,6.143,0.506,6.81,5.128,0.024,7.04,25.683,0.076,0.12,0.043,5.63,10.11,10.2,8.57,15.693,15.505,15.881,12.402,13.647,11.156,0.024,2.34,4.81,5.501,6.78,12.469,40.464,77.273,3.656,0.852,0.005,12.136,51.854,96.054,7.655
+2026-05-21 15:25:56,shepherds_purse_observed.csv,1.109905178604114720094656309,0.331,3.435,4.985,5.055,0.25,7.38,4.199,0.086,6.69,8.914,0.373,0.46,0.032,4.19,11.41,9.78,8.354,7.976,1.608,14.343,7.882,7.849,7.914,0.214,2.3,3.93,1.128,6.62,11.096,29.036,42.957,15.116,1.249,0.318,12.033,101.476,192.181,10.771
+2026-05-21 15:25:56,shepherds_purse_observed.csv,16.48197004576923615657595329,0.349,1.357,1.171,0.628,0.304,6.62,3.456,0.092,7.2,6.873,0.372,0.387,0.016,5.89,10.29,8.56,3.842,9.888,6.582,13.193,13.262,13.008,13.517,0.062,11.69,4.18,7.135,6.7,21.0,30.629,44.321,16.937,1.218,0.049,12.044,63.126,116.269,9.984
+2026-05-21 15:25:57,shepherds_purse_observed.csv,24.62038360206102623693656286,0.028,1.493,0.352,5.839,0.167,7.45,13.276,0.037,7.62,10.074,0.054,0.703,0.04,6.04,9.77,9.95,4.44,7.708,12.925,2.492,2.906,1.729,4.083,0.065,2.13,4.37,0.901,6.79,10.458,7.490,3.966,11.013,1.6,0.105,12.041,65.328,121.423,9.232
+2026-05-21 15:25:57,shepherds_purse_observed.csv,0.8366152128251160404539724231,0.331,3.647,3.295,0.506,0.235,7.7,15.089,0.067,6.63,7.588,0.094,0.229,0.049,5.02,10.71,11.17,10.121,14.792,18.771,10.814,12.918,14.000,11.835,0.18,1.12,4.53,7.704,6.98,11.865,48.920,79.904,17.937,1.021,0.028,12.198,45.658,83.756,7.56
+2026-05-21 15:25:57,shepherds_purse_observed.csv,0.6839889819141710667710533683,0.173,0.424,5.457,7.453,0.344,7.69,12.428,0.081,7.29,19.023,0.088,0.309,0.046,4.61,10.31,10.81,11.561,15.464,12.987,17.942,4.204,2.587,5.82,0.206,1.22,4.04,4.983,7.33,21.574,25.050,45.146,4.955,1.211,0.035,12.033,80.362,147.403,13.321
+2026-05-21 15:25:58,shepherds_purse_observed.csv,2.921325418665528535547448971,0.315,3.016,4.602,1.13,0.374,6.67,8.231,0.086,6.89,13.441,0.107,0.488,0.048,5.92,9.96,8.71,11.555,7.841,0.416,15.266,5.117,5.580,4.654,0.223,11.52,4.26,3.146,7.06,9.815,46.609,78.619,14.599,1.736,0.19,12.022,103.764,202.462,5.066
+2026-05-21 15:25:58,shepherds_purse_observed.csv,5.845762902050147976920543383,0.021,1.495,3.402,3.943,0.39,7.18,10.294,0.062,7.18,11.749,0.252,0.282,0.016,4.46,10.77,9.12,10.71,9.332,5.859,12.806,6.908,3.765,10.052,0.116,1.24,4.27,4.442,7.03,8.23,42.202,78.364,6.04,1.79,0.087,12.25,74.273,135.508,13.038
+2026-05-21 15:25:58,shepherds_purse_observed.csv,1.183711490589318589268662053,0.256,3.699,1.174,0.822,0.631,6.41,3.312,0.073,6.68,15.972,0.389,0.57,0.043,5.37,11.62,8.73,9.38,14.319,15.581,13.057,6.064,0.471,11.656,0.158,2.1,4.39,3.318,6.62,13.304,7.172,10.338,4.005,1.528,0.17,12.126,58.514,103.448,13.579
+2026-05-21 15:25:59,shepherds_purse_observed.csv,0.6014118876114057551679436822,0.15,2.679,2.939,1.624,0.746,6.92,4.788,0.08,7.22,27.36,0.056,0.23,0.049,4.54,11.16,10.31,2.383,11.678,9.055,14.301,6.857,11.166,2.548,0.019,1.94,4.5,0.941,6.98,22.671,26.700,49.14,4.261,0.911,0.343,12.07,74.919,143.182,6.656
+2026-05-21 15:25:59,shepherds_purse_observed.csv,0.4525285225701350476637697471,0.33,2.082,3.913,2.347,0.356,7.6,15.666,0.029,7.34,16.134,0.288,0.155,0.029,5.28,11.5,8.54,10.326,7.528,11.592,3.463,13.437,13.913,12.961,0.005,11.65,4.97,5.177,7.44,22.744,14.195,19.877,8.513,1.256,0.095,12.177,60.934,108.895,12.974
+2026-05-21 15:25:59,shepherds_purse_observed.csv,0.4614530931399755887329642445,0.218,1.887,3.63,7.535,0.227,7.58,9.627,0.04,7.15,7.317,0.296,0.583,0.023,3.64,10.86,10.5,3.0,8.158,11.299,5.018,4.786,4.792,4.779,0.24,1.08,3.91,6.885,6.66,9.216,26.072,34.092,18.051,1.676,0.054,12.256,51.911,92.354,11.468
+2026-05-21 15:25:59,shepherds_purse_observed.csv,5.611220342022504296766327693,0.1,1.343,1.672,4.381,0.702,7.25,15.3,0.049,7.01,27.952,0.293,0.28,0.038,5.88,9.65,9.17,5.602,8.288,2.999,13.578,7.862,6.266,9.458,0.013,2.02,4.36,4.567,7.04,18.312,34.644,60.041,9.248,1.763,0.17,12.17,50.196,86.191,14.202
+2026-05-21 15:26:00,shepherds_purse_observed.csv,0.8236486466597321760213956170,0.117,3.857,3.863,7.578,0.939,7.73,5.294,0.073,7.29,6.248,0.229,0.627,0.002,5.17,10.91,10.69,6.535,9.299,14.172,4.426,8.128,11.457,4.799,0.198,1.3,4.88,6.171,6.8,19.852,14.212,26.989,1.435,1.356,0.276,12.132,47.231,89.13,5.332
+2026-05-21 15:26:00,shepherds_purse_observed.csv,0.7216568522723062892888002305,0.129,2.471,2.417,5.77,0.874,6.28,8.922,0.027,7.45,6.708,0.128,0.116,0.017,5.5,10.57,9.15,9.327,5.967,1.379,10.555,8.936,4.82,13.053,0.045,1.51,4.8,7.0,7.57,14.205,39.776,63.992,15.56,1.512,0.268,12.014,49.496,93.877,5.115
+2026-05-21 15:26:00,shepherds_purse_observed.csv,2.261753863092971341877048752,0.194,1.674,2.835,6.759,0.014,7.23,13.576,0.014,7.57,9.834,0.405,0.011,0.001,6.42,11.09,10.29,5.915,10.585,8.772,12.398,4.437,0.678,8.196,0.026,1.43,4.29,5.289,6.84,17.706,28.755,53.94,3.57,0.941,0.218,12.025,59.456,106.557,12.354
+2026-05-21 15:26:01,shepherds_purse_observed.csv,2.009280312021638741835342196,0.023,0.614,3.103,3.148,0.351,6.32,10.988,0.083,7.35,6.372,0.35,0.473,0.047,5.14,10.51,10.86,5.582,10.773,2.881,18.665,8.768,10.761,6.775,0.052,1.6,3.93,5.781,7.57,13.743,27.054,35.874,18.233,1.229,0.116,12.159,87.656,169.244,6.068
+2026-05-21 15:26:01,shepherds_purse_observed.csv,0.8599293980724595410750185991,0.286,1.206,3.482,5.346,0.22,7.17,13.952,0.048,7.48,24.742,0.155,0.184,0.035,3.83,11.07,9.66,10.057,14.647,18.55,10.744,2.913,2.477,3.349,0.015,1.82,5.0,0.948,7.41,7.254,29.596,57.343,1.85,1.123,0.046,12.106,56.933,107.369,6.497
+2026-05-21 15:26:01,shepherds_purse_observed.csv,1.230435414282088183821390509,0.402,3.732,2.787,6.818,0.12,7.15,5.008,0.046,7.01,6.083,0.341,0.125,0.01,3.67,10.9,9.47,3.271,7.543,13.732,1.354,3.081,2.069,4.093,0.11,1.47,3.94,2.777,7.18,11.783,13.038,13.857,12.22,1.692,0.055,12.296,87.506,159.6,15.412
+2026-05-21 15:26:02,shepherds_purse_observed.csv,0.1916128535789492665638233565,0.094,3.956,5.565,6.163,0.353,6.96,5.219,0.039,6.86,16.814,0.103,0.649,0.047,4.86,11.83,10.37,11.596,6.043,8.971,3.115,9.337,5.425,13.249,0.059,1.02,3.77,4.896,7.07,11.865,45.780,74.949,16.61,1.321,0.073,12.063,79.342,147.498,11.185
+2026-05-21 15:26:02,shepherds_purse_observed.csv,0.1864600466471730749154871110,0.227,1.203,0.946,3.876,0.111,6.34,5.257,0.079,6.77,17.886,0.218,0.7,0.047,4.52,9.72,10.92,8.37,15.788,11.637,19.938,2.988,1.501,4.476,0.059,2.04,4.61,6.881,7.55,21.878,26.046,37.973,14.12,0.814,0.246,12.159,76.772,146.223,7.32
+2026-05-21 15:26:02,shepherds_purse_observed.csv,0.5903313877423925893396914648,0.179,2.485,2.709,0.03,0.141,7.71,13.594,0.055,7.63,18.135,0.383,0.608,0.027,5.44,9.98,9.82,7.727,13.267,12.394,14.14,2.380,3.645,1.115,0.244,1.29,3.63,5.815,7.3,19.408,12.320,23.669,0.971,1.082,0.127,12.222,61.914,108.841,14.988
+2026-05-21 15:26:03,shepherds_purse_observed.csv,0.1783954701567403911234140716,0.008,2.786,4.15,3.702,0.482,7.13,11.861,0.007,6.69,7.088,0.079,0.402,0.035,5.16,9.59,10.88,8.586,14.368,11.206,17.531,3.612,5.821,1.404,0.25,11.67,4.23,7.334,7.54,8.044,8.908,9.333,8.482,0.96,0.072,12.255,108.518,211.52,5.515
+2026-05-21 15:26:03,shepherds_purse_observed.csv,20.63808490237676696459054210,0.066,3.98,2.498,7.314,0.904,7.36,4.721,0.002,7.28,24.896,0.164,0.498,0.029,4.87,10.03,10.56,4.768,0.471,0.506,0.436,7.770,9.448,6.093,0.01,11.51,4.19,7.668,6.84,16.298,21.302,23.209,19.396,1.2,0.034,12.196,68.830,130.97,6.689
+2026-05-21 15:26:03,shepherds_purse_observed.csv,1.017866592865620479840738178,0.09,1.001,1.408,5.282,0.604,6.93,10.868,0.052,7.4,10.034,0.284,0.613,0.018,5.19,10.43,9.98,8.055,9.796,2.38,17.213,10.280,10.185,10.376,0.2,2.45,3.67,1.849,7.58,7.297,44.382,75.586,13.178,1.392,0.093,12.247,100.280,186.413,14.146
+2026-05-21 15:26:03,shepherds_purse_observed.csv,5.123982040062937228688777714,0.018,2.056,0.569,7.854,0.702,7.6,7.177,0.017,7.0,25.824,0.225,0.064,0.023,5.55,10.0,10.22,7.317,8.134,14.008,2.259,1.078,0.991,1.166,0.016,1.43,3.69,2.586,6.67,22.775,34.808,57.48,12.137,1.346,0.26,12.02,64.434,123.983,4.884
+2026-05-21 15:26:04,shepherds_purse_observed.csv,1.409469678203044432396860583,0.142,3.528,0.655,6.43,0.436,7.18,6.336,0.043,6.9,12.433,0.371,0.388,0.019,6.15,9.92,10.54,6.628,11.841,10.151,13.531,5.836,9.566,2.106,0.218,1.59,3.9,7.352,6.97,12.717,18.434,34.754,2.114,0.835,0.214,12.115,71.561,129.432,13.69
+2026-05-21 15:26:04,shepherds_purse_observed.csv,0.8319153747130892509178521077,0.024,2.37,1.545,7.79,0.784,6.29,5.017,0.099,6.54,6.032,0.108,0.618,0.048,6.01,11.08,11.11,6.28,6.907,3.829,9.985,4.956,5.226,4.687,0.001,11.91,4.34,6.243,7.31,6.325,42.534,67.834,17.235,1.472,0.031,12.256,101.922,189.663,14.18
+2026-05-21 15:26:04,shepherds_purse_observed.csv,2.790452083961733722463799519,0.038,1.109,1.074,3.395,0.112,6.44,10.259,0.047,7.24,12.51,0.146,0.286,0.006,3.71,10.3,8.86,3.491,6.236,11.862,0.609,3.877,6.723,1.031,0.208,11.71,4.25,3.037,7.02,15.713,32.870,49.622,16.117,1.309,0.287,12.037,116.588,227.928,5.248
+2026-05-21 15:26:05,shepherds_purse_observed.csv,0.2634136864655638075720876585,0.298,2.876,3.043,0.005,0.211,6.75,4.993,0.091,7.6,19.323,0.373,0.554,0.033,3.75,11.56,9.42,10.697,7.070,7.395,6.746,8.384,6.912,9.856,0.069,11.78,4.42,7.873,7.38,15.694,13.418,25.02,1.815,0.908,0.153,12.262,55.478,95.553,15.403
+2026-05-21 15:26:05,shepherds_purse_observed.csv,0.3077155221620109885262114908,0.262,0.91,2.941,3.029,0.42,6.81,9.657,0.086,7.3,12.782,0.294,0.746,0.022,6.03,11.53,10.6,6.051,15.446,12.931,17.962,1.882,0.542,3.223,0.079,11.78,4.77,1.767,7.26,16.815,13.435,22.686,4.184,1.043,0.005,12.131,85.997,157.692,14.302
diff --git a/modelling/data/abingdon-all/resident/shepherds_purse_simulated.csv b/modelling/data/abingdon-all/resident/shepherds_purse_simulated.csv
new file mode 100644
index 0000000..4e7572a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/shepherds_purse_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.226,0.1,0,0.01,0.0116790
+RungeKutta4,1,0.1,0.231974,0.1,0,0.01,0.0234090
+RungeKutta4,2,0.2,0.236956,0.1,0,0.01,0.0331912
+RungeKutta4,3,0.3,0.241112,0.1,0,0.01,0.0413516
+RungeKutta4,4,0.4,0.244580,0.1,0,0.01,0.0481611
+RungeKutta4,5,0.5,0.247475,0.1,0,0.01,0.0538454
+RungeKutta4,6,0.6,0.249895,0.1,0,0.01,0.0585971
+RungeKutta4,7,0.7,0.251923,0.1,0,0.01,0.0625792
+RungeKutta4,8,0.8,0.253631,0.1,0,0.01,0.0659328
+RungeKutta4,9,0.9,0.255084,0.1,0,0.01,0.0687858
+RungeKutta4,10,1.0,0.256343,0.1,0,0.01,0.0712579
+RungeKutta4,11,1.1,0.257470,0.1,0,0.01,0.0734708
+RungeKutta4,12,1.2,0.258529,0.1,0,0.01,0.0755501
+RungeKutta4,13,1.3,0.259595,0.1,0,0.01,0.0776432
+RungeKutta4,14,1.4,0.260757,0.1,0,0.01,0.0799248
+RungeKutta4,15,1.5,0.262121,0.1,0,0.01,0.0826031
+RungeKutta4,16,1.6,0.263820,0.1,0,0.01,0.0859391
+RungeKutta4,17,1.7,0.266014,0.1,0,0.01,0.0902470
+RungeKutta4,18,1.8,0.268895,0.1,0,0.01,0.0959039
+RungeKutta4,19,1.9,0.272689,0.1,0,0.01,0.103353
+RungeKutta4,20,2.0,0.277651,0.1,0,0.01,0.113096
+RungeKutta4,21,2.1,0.284064,0.1,0,0.01,0.125688
+RungeKutta4,22,2.2,0.292228,0.1,0,0.01,0.141719
+RungeKutta4,23,2.3,0.302444,0.1,0,0.01,0.161778
+RungeKutta4,24,2.4,0.314999,0.1,0,0.01,0.186430
+RungeKutta4,25,2.5,0.330143,0.1,0,0.01,0.216165
+RungeKutta4,26,2.6,0.348067,0.1,0,0.01,0.251359
+RungeKutta4,27,2.7,0.368874,0.1,0,0.01,0.292214
+RungeKutta4,28,2.8,0.392560,0.1,0,0.01,0.338722
+RungeKutta4,29,2.9,0.418996,0.1,0,0.01,0.390629
+RungeKutta4,30,3.0,0.447909,0.1,0,0.01,0.447400
+RungeKutta4,31,3.1,0.478878,0.1,0,0.01,0.508208
+RungeKutta4,32,3.2,0.511327,0.1,0,0.01,0.571923
+RungeKutta4,33,3.3,0.544537,0.1,0,0.01,0.637131
+RungeKutta4,34,3.4,0.577656,0.1,0,0.01,0.702160
+RungeKutta4,35,3.5,0.609744,0.1,0,0.01,0.765166
+RungeKutta4,36,3.6,0.639817,0.1,0,0.01,0.824214
+RungeKutta4,37,3.7,0.666898,0.1,0,0.01,0.877388
+RungeKutta4,38,3.8,0.690088,0.1,0,0.01,0.922922
+RungeKutta4,39,3.9,0.708527,0.1,0,0.01,0.959127
+RungeKutta4,40,4.0,0.721498,0.1,0,0.01,0.984596
+RungeKutta4,41,4.1,0.728525,0.1,0,0.01,0.998394
+RungeKutta4,42,4.2,0.729343,0.1,0,0.01,1
+RungeKutta4,43,4.3,0.723540,0.1,0,0.01,0.988606
+RungeKutta4,44,4.4,0.711432,0.1,0,0.01,0.964832
+RungeKutta4,45,4.5,0.693707,0.1,0,0.01,0.930028
+RungeKutta4,46,4.6,0.671226,0.1,0,0.01,0.885886
+RungeKutta4,47,4.7,0.644969,0.1,0,0.01,0.834330
+RungeKutta4,48,4.8,0.615975,0.1,0,0.01,0.777400
+RungeKutta4,49,4.9,0.585280,0.1,0,0.01,0.717130
+RungeKutta4,50,5.0,0.553865,0.1,0,0.01,0.655446
+RungeKutta4,51,5.1,0.522610,0.1,0,0.01,0.594077
+RungeKutta4,52,5.2,0.492266,0.1,0,0.01,0.534496
+RungeKutta4,53,5.3,0.463429,0.1,0,0.01,0.477874
+RungeKutta4,54,5.4,0.436532,0.1,0,0.01,0.425062
+RungeKutta4,55,5.5,0.411840,0.1,0,0.01,0.376578
+RungeKutta4,56,5.6,0.389442,0.1,0,0.01,0.332600
+RungeKutta4,57,5.7,0.369238,0.1,0,0.01,0.292929
+RungeKutta4,58,5.8,0.350906,0.1,0,0.01,0.256934
+RungeKutta4,59,5.9,0.333809,0.1,0,0.01,0.223363
+RungeKutta4,60,6.0,0.316696,0.1,0,0.01,0.189762
+RungeKutta4,61,6.1,0.298314,0.1,0,0.01,0.153669
+RungeKutta4,62,6.2,0.280260,0.1,0,0.01,0.118219
+RungeKutta4,63,6.3,0.265036,0.1,0,0.01,0.0883267
+RungeKutta4,64,6.4,0.253232,0.1,0,0.01,0.0651494
+RungeKutta4,65,6.5,0.244383,0.1,0,0.01,0.0477743
+RungeKutta4,66,6.6,0.237838,0.1,0,0.01,0.0349231
+RungeKutta4,67,6.7,0.233027,0.1,0,0.01,0.0254766
+RungeKutta4,68,6.8,0.229502,0.1,0,0.01,0.0185552
+RungeKutta4,69,6.9,0.226925,0.1,0,0.01,0.0134952
+RungeKutta4,70,7.0,0.225044,0.1,0,0.01,0.00980186
+RungeKutta4,71,7.1,0.223672,0.1,0,0.01,0.00710792
+RungeKutta4,72,7.2,0.222673,0.1,0,0.01,0.00514637
+RungeKutta4,73,7.3,0.221945,0.1,0,0.01,0.00371693
+RungeKutta4,74,7.4,0.221415,0.1,0,0.01,0.00267627
+RungeKutta4,75,7.5,0.221029,0.1,0,0.01,0.00191835
+RungeKutta4,76,7.6,0.220749,0.1,0,0.01,0.00136857
+RungeKutta4,77,7.7,0.220545,0.1,0,0.01,0.000968012
+RungeKutta4,78,7.8,0.220397,0.1,0,0.01,0.000677412
+RungeKutta4,79,7.9,0.220289,0.1,0,0.01,0.000465353
+RungeKutta4,80,8.0,0.220210,0.1,0,0.01,0.000310235
+RungeKutta4,81,8.1,0.220153,0.1,0,0.01,0.000198315
+RungeKutta4,82,8.2,0.220112,0.1,0,0.01,0.000117811
+RungeKutta4,83,8.3,0.220082,0.1,0,0.01,0.0000589054
+RungeKutta4,84,8.4,0.220062,0.1,0,0.01,0.0000196351
+RungeKutta4,85,8.5,0.220052,0.1,0,0.01,0
+RungeKutta4,86,8.6,0.220054,0.1,0,0.01,0.00000392703
+RungeKutta4,87,8.7,0.220072,0.1,0,0.01,0.0000392703
+RungeKutta4,88,8.8,0.220127,0.1,0,0.01,0.000147264
+RungeKutta4,89,8.9,0.220265,0.1,0,0.01,0.000418228
+RungeKutta4,90,9.0,0.220582,0.1,0,0.01,0.00104066
+RungeKutta4,91,9.1,0.221224,0.1,0,0.01,0.00230124
+RungeKutta4,92,9.2,0.222332,0.1,0,0.01,0.00447681
+RungeKutta4,93,9.3,0.223911,0.1,0,0.01,0.00757720
+RungeKutta4,94,9.4,0.225798,0.1,0,0.01,0.0112824
+RungeKutta4,95,9.5,0.227776,0.1,0,0.01,0.0151662
+RungeKutta4,96,9.6,0.229682,0.1,0,0.01,0.0189086
+RungeKutta4,97,9.7,0.231426,0.1,0,0.01,0.0223330
+RungeKutta4,98,9.8,0.232965,0.1,0,0.01,0.0253549
+RungeKutta4,99,9.9,0.234284,0.1,0,0.01,0.0279447
+RungeKutta4,100,10.0,0.235374,0.1,0,0.01,0.0300850
+RungeKutta4,101,10.1,0.236231,0.1,0,0.01,0.0317677
+RungeKutta4,102,10.2,0.236854,0.1,0,0.01,0.0329910
+RungeKutta4,103,10.3,0.237248,0.1,0,0.01,0.0337646
+RungeKutta4,104,10.4,0.237430,0.1,0,0.01,0.0341219
+RungeKutta4,105,10.5,0.237455,0.1,0,0.01,0.0341710
+RungeKutta4,106,10.6,0.237526,0.1,0,0.01,0.0343104
+RungeKutta4,107,10.7,0.238232,0.1,0,0.01,0.0356967
+RungeKutta4,108,10.8,0.240841,0.1,0,0.01,0.0408195
+RungeKutta4,109,10.9,0.247193,0.1,0,0.01,0.0532917
+RungeKutta4,110,11.0,0.258561,0.1,0,0.01,0.0756130
+RungeKutta4,111,11.1,0.273819,0.1,0,0.01,0.105572
+RungeKutta4,112,11.2,0.288983,0.1,0,0.01,0.135347
+RungeKutta4,113,11.3,0.301364,0.1,0,0.01,0.159657
+RungeKutta4,114,11.4,0.310989,0.1,0,0.01,0.178556
+RungeKutta4,115,11.5,0.318008,0.1,0,0.01,0.192338
+RungeKutta4,116,11.6,0.322585,0.1,0,0.01,0.201325
+RungeKutta4,117,11.7,0.324906,0.1,0,0.01,0.205882
+RungeKutta4,118,11.8,0.325093,0.1,0,0.01,0.206249
+RungeKutta4,119,11.9,0.322551,0.1,0,0.01,0.201258
+RungeKutta4,120,12.0,0.316799,0.1,0,0.01,0.189964
+RungeKutta4,121,12.1,0.306747,0.1,0,0.01,0.170227
diff --git a/modelling/data/abingdon-all/resident/shepherds_purse_simulated.png b/modelling/data/abingdon-all/resident/shepherds_purse_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..78da3ae5c1e9bd658b385dbfc8686056e76a800b
GIT binary patch
literal 32812
zcmb?@byQVb+b@WeG>9|^2q+!WjR=TR0@5LffOL0*fRwaKNOw1z?oztDyHonk&3W~B
zJn#42amToSc=W*9Yt6Ohn$PpAx&39O#nJ8%-hqLEL3<`4`Vt1_mOBg#>?{%j_z8R8
z<RbWs$NH(VwY=F|YrEH$dN5M2t<8<itc?wI?%V2FS{a&|vN5tSGjh}4H?X!gx8h-9
zGWm4`qnV{X6SdfY3OEb0xrB-p3=GC==pWb&!E{3y7`IQ)M1>XXW4GdvopFbb+GLJh
z$er$c3n6*CAPV2bjDTpHY`iRO(J@lXewBI+DSeljTcVnqoAgSp{1shZ#W0$R!bcY^
z?BS1??PA9+4%a<9)HvZEh4$N>*mk;ix>iEVzr|D@#IUig#5rwOYNGo#k$Yo`Adxq7
z*vCx4fPZ*n&TFp1U_<{kipt}D^Ggmd^!w1m{Jtl^Nk9+LVf+7oNbLKW%Wb>)rKKT;
zxB}uRn&EjLJWbiQw+pR7=^D1n-#)LuHvh5v`bZ<Ei6CYbP19+M-T%Xfun!+Tkh+Z+
z7`=X-SP>IRr<7$<x7SLfL;dK{qy1#EONmWMIk`}8Z|`<rGFJmzc|RX;3w+zurhLvW
zE~#2|uIr7ihpTdhDEZa<ANY<(b@?Hu1YaDSoSwgVlM+bCF6nwU@U;_Sv(cTwAR}=4
zhPSO<k?+T>SCR1;YawgiJ6&Df<Vm;dOUo{XatQ+igN<_=8=L*|x=X3nAR?N%xw-X<
zV0;!4l93vxlVeBTc24x%z1@R@aA7Zmj*HWSrP&6rsK|#rJgTny;a}TpPNt21jxl)V
z`s!qV$L(4z-u29|a<>s>N$~nK<l85fC-2_9Q!lESxjHU?siDCTzYgPBsM|*SUDI)m
zN~PMq@Y@&m=hIF*{M;Kk#c$>seWc5uiX-lZ%LvGY#E*MtkNYh|goY*(SCu*MIL(A>
zU9Ky!S}sbQ4t%|O5O9wn%&Lc9>FT8Jx?@DkZE9od{>*Nd*44{6nI67_Ky~N6mLlu5
zm!BUShAl2HtG-J6dVR4{<Z$rz^x~lByXl=mq}sQf?jPfCrJKz+`>%7m4z)Hnw}XT9
z9Zsg~mOAP3H*JKm44a$6g;Nd@1%C)vog|F0kEm0+U2bSmF)&D(R_}=ojO$ZfTwXHh
z;q(YzSI4>>kFDbq8jltTPrF^aoGy@EKRlVVlBrtyYCn$*<{67uPDLdX!Zp>xy%I|q
zt>s$jSgYM|i-7fwpXD7b=e?(u=i60122)Z}QnU~veEf$s9R;tO21DR4w0U=`4;*c#
zn%Q38{%Frvf$s%}h+g7EHl<x5L1}jfPo68t9DCxWmR3Fmjk$XPDnv3(<}2e@*R!=p
z2Q}}EjFyfk%%Vp}m61_U!k;tMC|Fur@|ci8((~)C9Q{K=qTStLhNQq)du+x_z15i}
z2gAd{6rA4n#50_q?3ihwR~nKz?|Qt^(<`-ok{B>T;OXh9a2M`OI|ki1c}faNPOJoX
zOK8IFxcKWc3k!=4*3s=ejjA_8S&F$PhB3T|G>c^urr}qY=h>H}eD(#FJcZk3v+NMo
zK87F@;Q=$34Yk};M`b3{-HJ-W36}lJgeE4}Jrn{S>x^+S;yO?+M3%N}#1s`H$1&)A
zP35hpN~dU^ER>!15s;W9Wpm^y7mDz^oo|)%1})APml}=OR+5O83ZAV}erD5`t~x<e
z^VJ>2A|oR!bt7rm6N>3oB*wx@B*t6q!x9~&dGRUX(A&iM`g|sOb92+SONfjMCx*i$
z%y1wrQx6fHI3sC4&O_Ikwu(bY@>VeaI36)^4#l~a%aLOG_|9~V+NJy2Kzay|KCJN%
z47VR%<LI>^5}d{*lvCV0PM&kJBs|s<mp<KbanW%a&v(z3W6Yw!%&WwiaVeR9Ysk*8
z%?gIkV<}LIrQ}i?@1HtAjdi;^rA?YVR;M{`DQ+V4E_tv9H;II5-p83lZ8v2T{Q<qc
z60%v;wfLQLCSu2Vg*O-PjkP~T7?;ETn@4nX^1+A@N%O+ZJM<w$RHi}|ut{q08p0$U
zU0w21Ijv7gyU`%4t``er*(P(1Q}?Ww$Ypk}uXe6eN=g(+9aqUKkH?MFtd3j{VrDW<
z=8P#U5yzK(j_x|+sa|YoUBBd1m~@AUeIR;g_QCxk4<aIp=W1ofa-44#1sa4O@AvmI
z!iZzl7uJ6#>Sh{_jE$u?8qSgH3)O84F5PH+e{b|2MOANUVxn;Ek9m}#Amnrs=`0K9
zK-1pA!NFk({9zOtcutqmMtK?jRN}jv7_shUv-tI}jTYkNv{61dhFr7V{fa~un-;pQ
z-=_+=;i`T0(xl_YmmKG`$q663Ui`4#!N6xuupucp*cPS4BJmAJaPoDzKKObaQBlFQ
zM2}zp>`6R+RLj-fyLa0cLIm?5Q5Kttaj?WI0gMm{2B)JTrR)O~xi_M+dtT`@wrJ+)
z4G6Ql_gApGD9?~r?i|CIOxzMDLnnqzqxmk^o^Q*e-yiouJU;M5VU#5-YZ*JJr9<_t
zW^1eB)t*Tt+r;4~G$)-46j9>pYGoNO)(_#iHmx}tCjF`pGd>UT*q|h~*Rdk@wnqZR
zgD-DCxJTgpo1CodY<qXNZ8hi(!C=9P3kkV9nlL*Z8@FZ1B@?r=v*+%B|8S>C#Vkua
ze{SSr2I_2Z08{Och>4o(tMegSv@+AFEY0hAygGyONl>tor`z@s1h4i&Nc{c%gBu$g
zZM$5-yKW~cD$13Wl{L75OZO^c2c3xHo1B{31Y{CaYtEyqU=m){nI}$&sQA4mQw5uu
z$9ws1m)Ya3pbjN#y6v^#tsiwU)lHgKh6tRkrksce;?I3z(QSRU;XLbsNK8&n9{law
zH`|>Vn-L9ku<+VKDa8jjz<sLc9z@q&EIr$(-(#(Z<W+4$!lPIYjk?B5jfQx%9M@9A
zjrAM7k%J)+$nXi7<7%SqIeLMh$;n!8;*)m-ImvV}T#7_HwdbaKU#Y05a(9+iR(L^!
zoEVeTzX0>hxAuc*JR#@@y@0^91(;6WD0-Fo_RdZoLlQAHQ0&fZcidKZXDmd;#mj32
zoPQMXaJYfBFu~w!lALQY!&!FOP8m{Ci&#a%YnwyK$e5?NuszOxjJUEiS!p#vVn;mV
z0f)%bEqHwqevEiNdCy>dXD8pdW{YRLa)q?ic|vy}?x2<}@X`VN{~-HAPR^0N21GKh
zmoHxuYieo+qY-grEEVK-clUK~BIMW9)R0u!ZoNCX$}OK>N5a6cd;IvZ^;rCNygmYS
z-At%KtPMj>;#Lu>-2K};wwXoyF;#@|n39}U$DiItisiBpxl9s!lT=-;9$8lpmx{UE
z9Y=S5yk$hf9_WYQindU*trPK5=uHj-NwPyl8Ra;a*)-qLqyZwS0U`ytA6E%HR(Tn>
zf!IkIoj5)rmZ$-|rrV{>5WKI1!~_SWqq|;Tt^-d2dI^c#SlLE>VN=HNP_|O`QUV5r
zncolV6kaTDYyPsW;U*R_Jp5oIaTC}iD?d%b`#L_WpXs`E6JiJ+!I?Zy)b53$h$A^*
z<@LN=!=K_PIsLH^qF93R^%8XM$QV<|v!@98ko7ESD;O4}1O_evWx*t^S@1w!PQB+c
z8z(LH_P&j4xM4q;NR%XvP@q=b-P5BK+7&-~G@Pq8#O>$DGycYyXlmWhy+M=5*3fqH
zD_BM^o}OVwni}zv^gP$^IWN24=x-!DQ|qF*IJ0`iX&LTxC&|9a7eg>JNO>m{l3L{y
zPk?XxM(o*r9sW`H7kt4~&!aL@jJRamQ=6WmS27{AGk7-n<mKdblFm~5Y`+eC2mno8
z?yxT-)*{*EuCHK3U$VGerHeH|l2hmE`^Q40s%pJ1?}=E%?#%Zo@{W5l#&$D~k{k>=
z;v|<5?+3z|e(1e7<uzq!rLRpgQEsNh*&&|`r=efrPcib1fEgQ4!(o-yTYiS49QnK#
zi;LC7<4Me?PosL>+GZc)<MYJ)lB(`aO~Lf^@uTXO@>)j~!^en^@RF`>KVhWaZ|aRi
zqQQG~XR4H8F?#OPYhDs|R)Y;LIO6hPI3{ya*j4|_jqWm!IX?~1OEliOFN_UiiP_n<
z9bj7<3mO+B!)<+Yn7L=o-n1uDO9e4zsh@v=0B<vi=RWz0__=k!f~rrRG1rQLkxWl<
zu<c?uVN^4u7xn=uqNQ!1)_D8clYI^f#P+pDv?;&4_h*no%et9OtJ_UHarV1;cQX3P
z+5<#_QNzYU$*igIw}c|nvx(H&h|o<R#?5u6Y{l`~l?~k9dVhdOlgb8xjFrG|2;JTb
z=G|UBv}%&$lE>WgIPiUlVY!A`+58=i+ar#uAqGCly?sJtn>xv(-Aq(^X^q*kbM_$t
z)^@i$PJoM;A^xI8qlJ*Bo?7~%bs2n30*R#puiEhoOR1`2lil4WjO?(daeWr&CdqaD
zOD}qyP+M2In9~_FxRw1nZN&7?J*_Z9<wPAVUhKN(Hbr5YSTFOj5u0-5dPDCS&6HkD
zgLhJvWfsmyCCINOld&JcParYi4u)uxxs_0uy%Ogw>*Be_03wNr3^L;0GJHyJi@qIc
zUdVH^E627g9dBC509Ff(pK%f|niq<+UHDcOgEHc<3*@rZvZ5hz;z~iTKCjHnRFP{W
zgl}J>DzsQ5Qdqe8cA1Vl2ZiH%ShzesM)Pi2Gc1i#Kh;K#KE;W+Rr31##9Sola2qWl
zcQ(`eTqZQk>1RKZ6AqCelCbaaL}_(=`=;RL#KSt}mqv-bwppoz8rV=vGy+43J)?5F
zCVj<4MyR=vjp%Vw#1#D0vIKbp+z7EK{PkXlTSh$Eh4#j_!&~jZmmJ+TI%b~$Lm>_P
zA*z5$Ic<K>#-v~Ei$Z0(P11mts2i*}@eqzN$FJWS9`dFhN)c>#?1(K8SMFjFELIZ8
zmF121;g~mV<v10m*JBBn<Ha&rQxc-1LO#!y2<+Cw(YPQw7@3$E8$8$N<jH|slA4{g
zx!tA94|7((CiE;={waUeIQrvle3F)op*#wP)equ%39w?Y$qcP5{5X(z$ygRFAEGFW
zKA2W-i@yG7hfI^OaM#w{GMJd#vVVV6z}gqCKTg6#t@eCshnC-hp6A_%5t1I<)%RB4
zU{3AqgSL{U_+h)6KA!?g(Z6PGH^r?qd%FR)b<b?#s{2D4uhsO)?M;+!IqM$6S=B)m
z?u5M6QL&Ube0~HmUT8hJ&xs>vsaqmg$QcNO&G6$W-z~ROBw+%jW3C-Xbc8vHnsd_J
z>jP540~E%n)%O!+CNXEE*!gqx^9bI4Fs3Dbw28z|loA5&ED<oHATaJfge!JF-Iw0@
zl6V0hwvzthbJDoSR>NE)47}*rZgqM>F21O{AGT$e`GJV{tipZ4?snuRw0l%9KMDa<
zWWgRII`PK!LCOL<MfR$v$TpT~jycaR$>L{%r{;b4xa9By-H9H?nni5Y@734GK4+{H
z9TIJ_^t-n;TKHrwfS83#$gi~l*@rFYsEI`+1x`<J_p=4@uFLAtYH~={B%5ev!lU63
zZ2F2!VKrhc`VmELbgoDE3hqQS6lGlR3vdQ4_~gNiz(TfBr+BRLc;VRB69k6?s@dU2
znfgg*6)5n~$^vu)^Mpm0XAiB1wj62G;oGpNM9rN)YI-1XB#D`;GrJ=g;v$TSN6<7B
z`QbNGzh*Ko;$23GN9W>Pecy6b&n>Kg?qD`b6D#P4n&di_>Av89++g||&u=}+8Vw@N
z%QMj(d%_QkH3RUAeB@PwHcNz2gTt*j9-`Pm0zc9DGxr1JscS#d#>$qXHosY$6F#<j
zcWiY!@P^-gi}8dyr3yclFYqObiJ`HvbxK-VmaiPgT)hWe@ae${FE%zdv8$_Vu<PX+
zH)G`@wjxjKER+f8?k{!(x3^1(%gTPF<mcCjtTIreO)2h28yXtQvPSMSNI-3>b~sQV
z_!6wAEu^U#zmOJVYI(Rbqg4vGCH(n|e!RnS%04!fqgCzLzVb{-N)m~T6^_{(Ta#>@
zwW9Y$lvGS8x!qYlY2JhuY_l<JbIM<Wp(mg4Tv_=OZMIb#iCsoN9zt6PnbOkZUGCwT
zGG|E#he}!xR{LFT#du0;YO%<<n-^SKi#Q+14$6ihOR~c&jVMgk#^WWKHlKkOz|+lt
zqCON=M#cXjAb<qr9=+@aIvSdyo@fF6aiz%^Mw9KUT-Bu?Ycg)@tAGZnUX2^&+uX&)
zEuApa@2a;R5`&8nZm^ZRLOdSOn0DM?u$df>I&_!11Rr?0CHk2>!mt6-17^kcc&aS-
zp<4gFCpep0YSYdKQf-H81CbgF9t*e5zqhv=q+=Ny0Es0yQ$C&N793pUvJBszXqC-T
zb6!IfgBmeZlNoaG>E~8niB!^DQ?7MBH9TpnK&MwNkudaJV76L*(bgTuD^ujV9eWbj
zH*{s)O7qou9-rGXrD!eji7(F;fRENH2nc7kx7+rhh+fa8Ab4@{O<RxaF<TqZEyfu}
zrVfmI;`wv+N|0bR84!TN)a;YMi!R3|sx50@Rh7U?gheOHP({RT&F&XZ-d0dNh@d0I
zEPDqRrx)!T(tX%(un)X3ISYUy6WR4XZ#LdNPu=>OA~&)4f=dJvF5|~&YrQvcN{IkU
zhKL_ZgS9?Bs{1O*ejy|V?yVj^?1Sb5!2U5s)RDrjSr(8G+N%%ypAUY))IkQngX&*}
z1kg|ZQxNk>P+OK4-BY;Bzl8J%`nylaw1<(=(b@fS4<okktiqIiGxV>NMTW{|IU=^U
zWnYk6aeHC!%7qF(F?hi(s*aJS`Gw1ZBGndWaKc5_=tQI@vphH=GBUG1V(x3jEgpCL
zJ6lVs&F%-{h`s#xbEI;o5RcM^AtDoL(>x19^WYHlTjXgUV`E<|WtK<vmSvWA_tqYH
zpx<Zl0U%q}VLg|s#AH2}t;EdbchOE>;@Pvr{Xw<o1`~s7`UW#+LWmzfi9C4%7nwe-
zdUNt8=fj9R?#*|BmXX1CG>kpYaWqUYUM>Jy^Is1`6a5>fj+LxA3k8LU<n!k$G2K#w
zBO?J{zkaRa(09rxKTjCm_HmRqBY9-yrPYW81_a*smwycCMPgRghfaAjhC~y2v$#Z;
z4LA}ZojZw%i3;(KM#v^HjvJ_3YGgoVl$Vf_O8s-djb$bi|9x=QF#eAo(9p>Lak*cj
zr97AABGMoC3cW3IjwVa=+4Z4pz3FO){&F*|z5V?#y{;&m^C}=oME*EC>l`iA)fgAE
zTn;2)d(R5NT9?YT@hOw4@ux=D*3(PnNsOjf=}+E?jEHCl!k*so<`|<9(HcKGF_#ec
z6w=SRYvy)t(NVXb^I7kccLi&s3#xqy2ng_hAjG!H$jC@I{B3TuE0Ge|_^vMwEO%#x
zD*+7!0^1sOLqo%0XOOJfyIeXj!%~m^VU8nQ&W}3)@}vT4mrv*Q26|~}>H2HgSFe^E
z?}c?s$jGEKn|eFS8)-nFw$2m8g2F;Mn{!66hTo$S^l$AjXjUt`q*D@cnnry5h)E#m
zTD>_|ES{B}O+`=t0s)=)Arww`q2e<Oefjd`0WYswO{;tO<@rf=0atB+t?^jVQ<tcS
zh!jXlaZ%CW27v8db4|XHO$0z|qZAALC>6tz*~7dFze65|EEY`sh?|?6w!Cj<M$1J1
z^6Y3G%0<}8Im=MqqY+U%I5=3&HzP0Imifdi%&=k3^?-xp)!E@1<>$|z-;IHalC^Z_
z&Yk9o2{me|FDb`Fs$$~e&(+mq$L&5wMWu~@u<?2%pVq$oJtnobRx=mJWV+NyY2)If
zqN1YZ<|xaNBTyxatX8BmGc!Z|{E!s+tlNS~){7$|?v@56B-}qDbljP$QgR_X_pu=u
zKqGi69@G!lj`6e`<FJ*<P5q*e`ia@5;A4bjv7nbTbPNoN<0A5#bP_LKD9mu~`<l~R
zT3Mx5R489uTqwi<B9$%>093%;UGpQ|re0n_K`o$G5AL<pngT6z4E`_}=+}XPsHOCq
zup8df_=Asu)MWFGh>&p5Qn@_w1ZcxUt|Wr4>NTxJYUQSp5D1TdV4%V|qEthIuvbKx
z0b4ywTVcJE0o`L$qhbS$$1tFf%OATttE~oY>F_4FU0-!Fj*oAGhn51!ED6(QRia&;
z>t%$=ywwx4SiFKUpidrYtm=%?cVj%+0aKQJ>CIp}NW_5@!*bZl!bnfAfYJ08twvWz
zXAtgKca%PuGgwAE#%J1~ZF{Op&Ey^-zN2nUFRCDVB4-J+@x2ikV&7!(kg{=Or4b}z
zxDu}sKej5dS>guvUF#7fXR;N7d@Oz2pnCrL-g5=$4^FT&DP!xztlL7Ew-xi6yI`3b
zl4jqZ0#&t3FIr=GZKa~G9;-oW6edY0dUqN$7K)WPJI!(mcdm~W7PHOw^AI_mCS(1b
z5~jDkRIBjTrD|+aa&lf=GFzr<&G%sm`RUltAOP7u#rf)VWxtik>|sb18)jU+*C#~R
zOzibs%AX~&AQsLKGo!B*xwpo<mknap`_vrB)!CREK-Eowc=hIv+_NSlm~v@`SaWKH
z%bLk}ft7Fb{x}ySiU>Z?)ohV$7WN*adPe+=-HgjR`@T3AZqSPE;u_X^F43=RsN=r{
zHU_P4KAk2g0P?Qac6H}*j?m)cjfp{gJ4wEX$`C{BpwKn?JYjlJRS8<6#XBcwqm}be
zK8?cJF36kREZ|?|@`vJ+jPl^$Yd?JQLzcv8h%mHEKnwXY3@c*qU0Iu26Ie5m8XJ$l
zM!iJ}09Z*2$-pG$x(UM1@oD2R|1x=Akh8Fa{;NFaz)IBI)V!NJhn8AmE_3%k4!gOX
z7-7&>8vU>+|E$t!A7f&k|Epuo&+E|2)RcPve5lY<|2RFB`@M?KDwxOK35Gtcd!F(Q
zSSBjvrg39Z1-OGTsvCDe!@ybj=M4x5#Q!leojbsf`B#4#EjJ_kuMGj1UMxPZo8JFp
z6rh*BAQu$;`ma+zefsoYr{3M$`$w;>&z$ALC5Ap^`rGNAl;cIOn-Gd)wCOT9ONVhm
zpQY|@VAR&R1AK~qoyspL=wDq>L_y*1A0uzR%gW07=QIDSZ9|_aDgmqazee8D((<p%
zJ$(2u;m@Y)86A!HkIPBJw`I=WbXIb3TYXWW%zvJ`ttMQPS(*o4N=^%OTUZ=<V2b_g
zRJXD_etVa_mWb<t1l9#Wdy3giE$x`~Sdm`3I#j+3JLnPA`YwY{O3EmoE*%*ncr|LW
zMb!;V2bs0WUrkjM2eF{2=w)jl0p;^3`n9qqBt)P=2r5+GFMj*|CHf)&vg*^X=J}kC
zHxr%zZiMs1wK^<})w?1`tBfK1$I4YB7y>^Mst>w(_kn%ZQDL#5-YatRI`^~!aPYZ*
zaPYy>(o*_2`Hb9L#gMY5Tz@A5K6_@W-=WhMaXk=XnO@4tkt=CB=tXzYgWh_NLDjnd
z{I~YH{wgCcFRGw`nSjeY!FZ-tgMm%E9%kvyTYdfP5g_YFLYu3}eAOqKzExLgNl9!V
z_I7l3zRVX7A!YEzAbW+budSUBh|iK#>J4j2x;Ne6g*dbU)L=<z>EMWn2*0|zy7BI_
zqm3bbWMpJ)Lc*+nbl1J3qex^N>I^*+bl=XPO+YZ-ynUOc=Zj8~74?MO&dkgVYVeKk
zw6==*2M0%0R8$NzMwXO39(t8S^x`w?Qx3Cf`lF+xcX0*>z>pf$2i^3gq9PS&rSkbS
z(y<SD?Y1Mnd?EDr^ZN*({#c=|?-@N6)l&xj60*PhtI0%}l*{`a4@&Xij5-MnF7sLU
zeqJsv<^F*I#Te9@!s}jqr~&Je4=fZz6sf}e`z$PSE@T_Gxb9U}R=)c}DJUp7lm_@&
z=`ucfoiz|5a~)S!R-OaDm#21g1c<^9tK6r5?1cieGs=fwJFb_AJ2#w0=2aUp<yryp
zu*qr=3f=L>kG+L;_NXa{P4?i>&@<rrjtd&xK|mu+DR~+L8_XRHKm9~4(Lybzh2`;~
z*c;+wcWab?wb#LrEC3!#civ9}JR@J`--A|Tp;`YH?$)hAyTpLk#ax1@HDK2Aj&aIH
z<;+I!8@KinwN(@p$nvAcupb8d`^#aBhJeGSxdcc|?l~rtRN3vAmZ}(NuLd27uw8I@
zPxm$!sHnr469<#>kH0I{(4b7f8E!CY{;WZ19z08E4>7vkZ9+_>N!h(g=;7p^c#@fi
z)l0O3laCcDtwjl05XV2Eow(=OigvJ7J`>f&Se2vJRkz<sXW4|tnZY>AZMA&(@RlE(
zKM|rd>b#?QaohLL6^QFw0vV-FiPO+7)Y&<RL8){`H7*JRwdhVeWLznr!vCW<LHE_$
zq&E=Sw%Ib-J#Mb<`ZAwhxj^W$=Er=%cT@B=gw^Q>+g?B6XOcghpMd!yA^s^sJ5!?-
zW!=Jd)lL*3{N)?REgRyb4x%=XD83?McuV=)umm&x-p#tW-6fnwZ)M3f>H%AO{nX`T
zDqWM(W7Hg>fvtxxIn2ilvPK;_YQ_irpjQLO9<ihky0A}v)uX-#h~}UHzdL-VR1NI(
zEzNxO%6_z5iW)RAm46&|OJWnY6BqM0d;l%`4H=40Gs;bWYqx*5OIXEq<fCD%-?&nm
z`<frpA3xImCiCpSonhB9HfuFr%DgS5D~12z^wx$^C2PbuV1zey6wt!T1|~pJKQ)5I
z_GfWVs~6Q-zhMGDx!wy8jjcho8}#st;7Ll}`A6x761+0A8R<Vd@!vP}y51f3UtPh#
z*f{0St{@^UjsC}}|Kd|#@(mWWT=E&&**I=)ZdM$oPky$!;ZRm-cyVhgHnxFH>d`yD
zh?G?U%BN2vdU{lUoUi#VAgGytaM3hoptk%AG#F1oBL8S`f8!C6>#NH@PqU04&nXq+
zxbcf}+T&5DeT<BJ`d^>S4F>7H3nfMmAGXH^O<?{UyiH0V03{mS)~g@?1xi?a_V+FS
zHPnLhXvZ7ia>H~#!L<_$$!Fx}<AJL7$HQ8N!PXe7b}0VWiT|FiM37|p*L3ZkoTUFb
zUAK(v<o<yo|9U*Hxe?8e)`wVuleIQco^S8q&{3q<C4C+T5;dKmLQ>toFNA<WO3zfi
z>!~&_8LK~-As5l}8ws_5p`)YI1Ey)wn~pG3-(=vN>U?H5iUJd&Xj-+!aZ@nJ+%5{c
zCM08NczI*?EB|KDRzE(pRDcyZlw8Gkc{spoJ}cy~7z&(CfWA6_tN#cZ4$<45tYkEP
z#El~<Dfuvg2$ZE8gdAfq5BM(#Cv?VgTaDKswqb<U=l#{6am)RkgzflQ#COKui*;~m
zGQuyFzEt)QkBfLU(skItV!8cMnKVjs@Jj{h`j%!!xqy8&oITKWL2|?FgjBOBGdnMD
z+j_dOB>=B0>1lwpqZ{B?K$T3|M?TpcORgomcQ1`1@ONsgT1C<tOhO039nl{?+&P*e
zfAYQ^fR91_XV0F^FDy{1sHm(Tt@b4^?ano2nRs}3u<A4;jg=UNpP_Px*zW+sw|>+f
zN=ZdSBYp{KDR46W#gCDJI5@$c6#pN3{Cfj$Zf%wPD&X>fjZL0`*Lqd9R9#ru!`{iM
zE9F`EperW_horT2Npnj}rVFB>p<!08GUq2&y$@NCkj&@;=@N&LJdO3@!9j)0tgJAA
zJTgacXrv>6Wh5yj6$H#|2}{eOO(0miM1_SVm6e)K@%+w_|Cb)Frhm(QdeqIpcoAXF
zDK#}!QqACl3p_B(*Uy#l>I>Vye~$#PpZzJx_?r@p<GTRiK|R)?{~JqgH;m(RDB@X0
zLqmJVoiou(becWNH2S!{NWut|nsA^Cm%8=dMJ0SJVHm&xM{GrmQtewNvQWlBgoBfO
zydwL|i+)U%Zmea9X6%|R8>4fxL_&p&O@;Q372vam_ddapu3#Te^%5P`Ysa)^2(1Pk
z+~Np`xm}B*fg00t`g)b$`G<Mw*MgQ{$0mf=Z11PJT77(c)?bh2Byt|3{MRm?68noK
z+kpxMF7pqb?2OUo^ADaJi>FNUizhoxR#>dZdmO+yE{uB{g(h-#e=a*=*Q87lAMxA%
zfz?{mS!M;h@Hb^%V#R#d;0bRD*lT(1$(%1)R<)2iJ&zR(Zvf1EQqb@HU1q0g+TU`A
zw<;ws@mV9B3l%qyvW^JcU~<RYM?JM*$?zu+DB5LQt@@ZNb#%gb5TEswrkPY>{Iyi9
zV4a+AW7e$(Aw|M!J}Kyqg~EWQ(PqZMLC#M3m`=T=P?00Y?gB1{#SewpSeqlJl^Z>z
z5AA9zHEfrnI!Me+qxIB6I>U@wpMS-?w?*xZIaM(Ea5kRRW?ez0*4d%zMBwsJ{z#y(
zY(ZMRXRn{|v^(7B%~Gi9-ZA#+(PZNOHw>Ei#S4$nONzy~nC_@5rWesdf@UgK2@<Ai
z5XCQ;_a02WF9WNZ^N9Kjm-{N5c%Db7nfv4|KF)pK-XUJMtBc_!Hz2@eS6A|GS3Ftr
z<2zjp-v=st2S7-s;{qQCy!a63RS9E=EjO~&-t-i*uHh`wU7zmVtu!3g-g{3o3STQQ
zy<bd_xxXAV@SuJ~?UmlW_JQn}gJX%41d|&v0!V}RvB^T+KOibsm?t{A&bXXpj+lhI
zz+%%0{+NZsJ!*o1jqo~M5xnleX1>>kk1C|zR;)!FVdE<;QBW5$DaijK4J~->*iQT~
z=;Mr=legnlJI&{!t6pThG6kle3a)k~aXkoRW%Xri^o`Mz{Rn2+kHVxVIxxuO+kbW-
zv3S0M7Tuh-92(6(*Xe($H`Rc%KOB{8+2zLBg;>WYj)o7~$o#1?;|=O@#~eXBt8iI+
zm1$<(4&Ss8Nx2d@jSqX_yAv4EV38Q6^eTI}!?}Lo$%HM_Ae40fg^X&%9KQ-)n&oeH
z<$oM4fH@sF5u+3DR;ls2bQzM+M!j>Yqm{^4SyXxaV2yCR42mgZxDcU=??aduj$em9
z!|ykKSr!?^&=OEhQkATT^`Cx%)41qi7NXE|UFQ6C@vhR*OQWNI=mXlvi2YRxBkY~|
zGY0V_udfDSS*;Az^VeKjny)O6XAOpOFPc{ZZ^hsF$Mrr@`yMhf<#)ZTbbRLGxwwtu
zdjy$A=^@Lys;zw_j*j;#e(%g0D(n7|IPec@!={OT?1c<{KaiNQoYqF(KUuS>p+Q}x
zEPmgbb>``&HO(i(#7*$qbwnP|)@_7H2s`8+2B3!R1U|PMvkiPWI|1JK+G@*a6JL;}
zHA;j^35?q@7mqEM`|8q_*ztz1T5=TjPL6CpPbY^_yxI1%7tZW%6VSa|z-BOUqp8mm
zLuouH%d)4M^QA#!v?uvyq6z8(<Q+?nGp<*dd;8d@+HEXjacaXx8$<BF<Iw^$vSjfZ
zVUs7xe5FO)XLbwU6p(k1EGnnhkmoErR%_Q!lfS+_9(VjH66Io8!yxZzYfgNkY?Cy4
zK+Y$d7dtp(GErk9{l(tN-?@xNrtEEWg-I2FdyY4b0U&Of7X&XydLPK-8sv4H91wUx
z0<S7Xb_Pd#ha0GS$^r$b^ZLHT68=>}fT55ktE?=s)bo*(b49|`FsRuFzWs!Trb=Un
zOolAu%C&l<g3#lIdOG{sZy%`-X#YHC&b8PQ^=QV`ar-{<;ekcfbkq6!u8KtoLj%k9
zjhG@Qm&<slCiK%putM#LNwcFi?s^ni)7C`=7Hi(8-kHZW`G)>{wME;0kJ-7^i_rcS
z^{P>D<Uc(&#Euk%)6{Siy{s`%ND{q${yB|P49*wvOj6pSG-q0AHq6AH@TYnPT?YWJ
zpeam0qkTuTIAv0~eyTV{e7Zqf!?HAaqWTVl;*JEE#rGrF>r$~d+EQ8?HSNxW9kZ^;
zEQlBZJ`ROEg4pN0lT!IFRUXkh-=lR?hji?IuJRk7=EV!tNV_m4&Nt;^*VW8az8#Jj
z!6@M!aLFl!9pul|#^37ye)ugWitfS_`_Hu1n;TnHGelqC5Yz-cyiZ*JUd&0{&hR$_
zsByZ+DYF`<8dA&MXnVD5?~jI35I8+U`1!sZ`PI8uVYmdxq^Q5SLm*toeiXES9F@#Z
zcrnMwjM9P2;3cf78Lek)1q7j31Sr4g@9)oW#%Ks6N*y}tXJVD;eil#~JFQeccw0SE
z<$fjAG0E?zY`zP;q)cawQ?ut=b#&C!{vqYjONY|_$Z}r7#OR?X<($!(g}?OLUozZ@
zdrp$%>Der@$Bf-l^HtQ)c|VKGkXEvEBFS&gk_eysNjaIkTMsEQr3<B3bC&j7Y*89J
zQigCZc-*&~U^z<QL0?B^z0SL|GjIY17BEZ%aR!DpEZFvEv&&&@J0?b^#Zw8tdsQ)<
zW@-CVw?j*&+By}s>QLU(C~NMRK|De}z#)5Z{L+V^>lN5z@~5O?*S(h$G|e;nj#|tV
znzx*5mV|^;E!DRWetS{n{XVQu6PJlDdXaobpKX!0y@sgm6bK1&Gx2wqc?thMyCNc<
zRvMpeb=_PmH~BRgT?I5*M>@8(*bd`I`q3_~%5?h&-{hNW|DyyrotV<jpb3n+s$V{x
zTk+Et4Cy1ns_%u-;#Pgh5EF7YAnvzY6ruly$or*AmWg!9`6Qp<_Sq@4Aq*Xy7>}a8
zKq7zT3)M#faHMr3WIgDlV#^n~aH-al4q#h)=14SE-~QUzz!<wq=%*A7eI;n==rWx-
z0|dYFJ`khuyx^1GSu<qmrx}&GL%05BtAU~r<@e<@_hWB)lB1tH<LilVmor44^=#xt
z&82hoQe#w}5w8v0z~81P`Mn2}`RYS`2Pa2S+)dp%=OZr|4J}{<r{eUpO|^lA%LAQ<
z7hfLxciJWYI0z&!%*u;TU*~twju1sSe`cXrWBjeC&ETI;%jMjb*6q$!`GI|Y@D=-W
zGc7W+&vDbl4Hx#&{E*Av*N=#a2}9(L=M$gEBEdS5@0U)~1zaH`MDk4@GPX-&I)BfC
zazCtk(HsAiloSb|-$A9c;e0K(&LuLZO%`Y_`!+oMGk_6qa^*lkD=&>cj0KRka~Qts
zWHGZ&9^vUTdnW7aFS#d`hK1OxE4d#;b~=aLe!D<7tUAOxlU}_-cDwG{6-pa{UnvHS
zFrJ>C#xY)l1b#bk3R9zIKyvmbd%RJx67MuQZQJiMn-Si9n$rUN7$VKDv2)*zZ0WYA
zj4kI*O!rUGqXFok$sq!?(3lNW<9Uxk#wa6rS#lc@u?y@Q7+Ko~3Cqyp9s#wy%4I@a
z_Uc(rl*RSzd;ycekDt0g`qdtZC$S_;lY`ill)f(}+3owV)3)DorJrD-FloY=>I53_
zaQqR_wKX*2Kvv=zkZT6c;>*j+9cyg2#-;1nOvWD{ku=Tm+V3Vf|CsZ&?0bq=nLFiu
zc#n?lAQcqBC-YCBIF{(OK1KiznHkfVQ?+{VUB%B+#NZ|1uYL700jO?-L_|~qwJwWr
z`6t^`6Ki&ur%fjy*q?_D_1+c%96Nnf<sRBR&JkLg^WwVtK{g9uq(G>DCd-6zXuBm?
zd=!j&9Q_C``OS9^iqkhI7N;HDUZP6hhR021&443o4ioo!sWWna)(fK(Y`e%r2;7{h
z(}Idp4j{(62*l;BL*4*9rl_X@_u>w(z)lgW2M<JBL&);?k+c6YT{W}=6L;VcP(Oku
z(b3)gDj#U8*<~tna*4IPZ`v_|Kpt>L|LD;(XJ_XJbac;aNckO0hy|RLxnuEXp`;SG
z<~Hzz6?e!ze>$!pEK6~9b@h%{EP{=kTo_0yL$(cIAH)MDCK>5iF7n#iTGrQ%w@c}X
z=RrUkn!Uf#gjtjkx^VB_%~+*<$Md>w&R+ZvyA^IVp!(a{nPcf+R5JJA$ty+0jzZn<
zM;p|CDZvU}78Dc|54gE2OS2I)j+9q`A312WiiSuw)8_hG1BA5Xzs@<$0^YmMWGR9{
z%$0B`_D;yr5%Mk^a4IrFFS%r~%$>-nC|Z-mN5{AisHwAdbTwewC^$KlKzOF5r$?sL
z5a_qLf<lc=O?o#vFeOcCMur55*5(HAlp{2Rb}}*^cC@$4b~Ta~NUv@!Em8d?1PdzM
z2*Lc?v-edh%T+d-(?o18ph<6v1&Qj`D`9zNgWmh84CAQg-z?~NNyqO5O^nl*nXU4h
zPIBpCeCkJb#31EUHfd|$@z5wKRdLP-J}X*LV=a;6$;ODxSX!ax4S^)W#7wwhkZ~OM
z6}a8aoNHwA2#K=a-gW=YZfy<W<NGBCFCbDF-)oy_CjicFFVWU$jgwvWcM&+<w{SUl
zU*_7#58vN=|9zg&eZl;2weMBT);gib223#14R3URUx5(6O$b|Kaaq*FertvHxT`>g
zenM>o$-rRMCCljc;|AA?c|s3e!_}a>%o_PvaF981eA`vYYT|oYT`+sv>Son@@6~O`
z^m2E!K%BKxd)i?oF1*&Nn|q~QML&)TL-4|U!|D38$89lP@G=t{r?oc@=|1{{z*{s3
z7W`bH7W1KIKi;_|s-O4RVB@SaZESx|hP<%p=PgfBO}kvP0w{HCH-;M<hwwg+4t(y`
z?IU1UzI^p6Emj>!%u$`N%}nqYl297B;j|mJ=eRzY8Rv>vhs4X{@S_DDvTw521?O4j
zf~gbPSGSVNxze>JHq(BeV2DY?T$M1@6d;gKUa7=F?%2#Aw4757WN2Dv$AuuyEKGVa
zcrPF|cTL&NOhGPy;k1~U9v`Np<)Y~GSr8D;p`(BkH1Uth7~X9ioU;J;p5ozsyEMYB
zVZt~4b|)zx&Hy)e>lPTUXgG0wb{<4>Nn{c@zF9LQE(>HXhjJVBn2SawK|d}*l3CFK
z=SM)T-J(+c={eZ5WH7J!aR7FO^pq^+v&$)Nm`jrCg-gv+Yze-}Q9LiJFzM-I`PxaX
zhq$F^*o4}Z&p&dgPQXK}p_TIfy3@gT&TMfdFM)ASZ_T?NtzP!%5`k1SAy@po?5duZ
zE~P`f42%jdlf0J9<sx&s=|2WI8s_QJz5X>?;45M<(|&OF3dP|}PYqB|s=><Tl$>;~
zEk77@;Umd5Fu{XT<!-2N3p7HPCxE*ccQCFUt<B_Qoj5ej56<8^9i(P<us%g985~E4
z*0~!L3!hAijinMAnlIKGyotw%jO8)D!T*R#vhkL4YDSTC+0tX)TAtTbxmz&csWo$h
zM2`+@HtU_inS=Kn;;q(gJ#A{;B!t;EoWOh@ZG;s~Tn1L)No$s$ln|9QMSt(;1FcOX
zTNwR{Uf7Z^)5QZZCpM>~m&8KZhPk{@0*XT-q>vTQrXT!82Y#T4Kt2((ANS#|lqldP
z5-L(&qPI^wMz2E4`ka<~x!5V&w{`U_a}@IBieC+=+ClG_n#a8>ia}nQ>;ngr21MaI
z3$W(#vK~z_*O8Kwuq+Fe@Mg1uK9zB~(m5uWlV+#jR~KkxVQ;g6Q1)dQ@}wq{lZ6`*
z6aEuR03!8j>tx_3zB6CJi^MOe7a+x87FY5ab03XPZT}h*tC*-Ykmjq=4R|Uex($t^
zu#*sxe)_PL6u=k;LR;-X6<h-QL5$4Ig6$uEnrqokxabN_PF+8(eB$VKjFG(&#2o_r
z7Ctl2=&nXV(lF1>)%##YL5DW0eH5*3=`Y#ta(Ohe1l<-kIjPQ`zN7!ug*w0H_{#;@
z(YF)y9Sd!=&aG~gM0dB%uXYX_Z~4nU)2m@#e)1P*Vz(tto`mP{D?fy2Kh3py4-#DS
z#5Jrd3OYJTlFc<|>)Cq1+={!Rhyk*$s2GH?BhLOFE-tQ)UG3VH38TLbXAKJ-(g%_2
zl?}>wk9QpyX+5`0b23Unka}I}g*8lHsZ$HC5`aA;a;RKxz-nBF4hIPt8H;ydbn)Ym
z*l9GmMcEJ$+t+&7W+6=9ro>ngnYJuo?n7UkW=3t)W3I>paS3q{S<*3*D_e<>c&1q6
z4S&}8V^Lyaou8du_10zelCojYCig2w9&JSs&$_vXSY+={jX;Gp&aLjd4A^G^vQ60#
zZ*Pxy8ipw;%)#k2Umt8X2vhx(GyITqj5Dt}b^SIDu5*Gz&&$<|9l<_W9le`0nxte=
z?mi9eh5}we)&6x(-bv2k=&*`hLQuM{Uak!YS%Iep#hM8qw%k?6Mf_b)7Mo%+oYzRN
z28Yr!;$H6?o9Ax^!wZXsd4RzKJaQ;5E-ET&-ad6>o0Pq3kw4`4AhN;C5Ia;le1nFp
z05fS0dYpLi{CR{?S`5UE-$R7~{r<9;m_GnD<as_&91b#96E9Bz6-fb$4gm2tjqU=b
z6L~{Nq$7eafw-4i0?{mcix)tnYm;jOytx025<rI0s7|7muX5MjGb1kPUx$vw9>rRz
ziHYWqZj3p&zZy~H{8bl3R8&4QL|#)AJ9MixjalHuCzOXGR!}q*AHeVn8^wXl%6~*1
z+gR?jqB3EQw{fyPJ<qK2;Z~6yn;x~kFt4)gdXS$Z#)m7@t4j0hywIG8ary=1$<voJ
zs~=MYgu}2&Hiu1|Jf~R_VOe=H9aO6$Nr~YPZ|B;0{u((zhaI+^`KAMx8$PnpM0<B@
z^wEwk_=IHoRDV@6Oim0KZq8hXZ8b~Q;`baYu&$MLvg?Fj9%7MuS0F(j{27p(>6WZM
zWG`w9r~a^a>KIfw;dPHsI>~Uwf_5%klYJ_FwBOJ9$#V+3yl!-4@{+gAEd`X9N|*Ea
zB!Eys%B;OL@KOBxbc0-!pYPI(IiTs6#a!dX>b^Y5r&;5t;~!2=_c?fwYvcZ(TS2y9
z`82-S<+40@eIP1JfvB-`en9u&Tr_g*I}qj=peoVp#rDuLIaf7l|A?W-8JXQ;Cjrc<
zXz?kWkoF+MeZInnB{YV)aKElePD9gXTkQ5iCO}R;{<BB=nn@sn=A6e=eSBJJI<#i|
z_0j<!#rV^;zUE0jIARetk6ZQuAocUl?7s}hqyH?{^1wtY_u1EDKPsZCY955WAD?m3
z`-6Fn2<u@fnpDxTP^dljKTit`5F?bOkxizTUP1^h?<HQ6ok(9VcR1>%MX0P<ka81_
z4wM{Q|2_F2q+l|1>6GU`RTrOSXGE$kR?9_<zIT^T&Pe93A_R0O3oLV0)pR$a#<dy8
z&XR_{`JD|0?v|mf2dL!UAE$5B6c8fZitM4y3fsgPnqOI<0%A(c_&u3H-q9JQH1rS0
z6{gxUgX7_UOOGIITDEreRI2JDjF$Ywe5PX$A>oF_5e&bgk<4F}1G<i($lYm4sr=j3
z>$j(PG9%~JhxSKy3v)W`N#i)X3c38a&>k&@J{v~$`~k=~NbU3Mbw&(OpC+LXN^wp-
z0EP!PCg%Mo?@>bmZ0ZH+l@!XOpqU6J7AF`#ns8#095GqWlF!m1KoWe9KHH!A9O`Xb
zUSFPcfe<6qQDe2+R`2N9sYU^j5oxeT&Y2r*u!C-73=0h<hXS0#jgg)$6PhXg(Sp~i
zU8PGB{tAN}63|AqN@Qwl#izP+pehFEBuSb;W3=Ue!%!?>plGFX?mf{P;1;j~Ps8DC
zEu9LaFXF-10!T-<or4(1N05K*7}NinOX17*_M2=lWg#Q5pLBdL>ejq;K?1XDbJ@OR
zdZly_PW^Kzla$mj6XHULsuKnDMMNVO5<TEB8Gm54{LRp%2gEgNG^=b)(q|liGoc3n
zT^0(LfPkhH>J=bKlDf(IQe=9Zvn3Oh*FA(wT6`)y{*UCa31{hiaBYg%$`x{ge+}In
z1_cErasfd+kHOyM;>VtJofSyO0^qhozOw_URU|Y*a0RxHSy#r5kE?>MyGAGXw_8R=
zCglqAQc|*{%U19Q>Qumm!jHrlghXHRrxJ~ZmmZ7WypnT!N?Cw%`3D4qgM9*GfL^@;
z`z9^HR|Gf!x~WL|TK~W1dH$!ktO*-0Z<P%pMW9G_MuzN63rqxqT3JR<7}y3L1B(7l
zRyJGxDc4Wdw)YonYe<Cmd$YW_m;uZ9X#;zL1)(Wn8&{GHKY8XOoR=x)1$Ju-CZV><
zU5enKphy9iGl{ov(^PF&dlTPPdV1c%)rf<pcg(nY`}+DMpKtPl9j)>v>=0$<`-l#o
z{~vQZs8ffdz93|iInwI{wq>uMk22*L0nWD0=8OS0{fJ&Z9k~LVHzTGc&_K>u$%OT=
z_3DW(^Si-^M>YNZFH;#Fx76N3#cw<*WOUaJjftTHakKfAm2{}<_rDRgpi?PNf4Z<n
z=LZRys_3NO6diRPi#x(;vUR6>d+*E1$-SF;KkbEx@#<XfVzdF8k5vra`=8yviB~%o
z3$2fwGIDYh9CfQk(N|~c>WTu&IGk2{$saK>MgJ$i(_ZZJGaajf+S>Rly%Rd^@sDgQ
zDFMTNs9$yY+Q&%_eTnR878aIu*mIWu#@RsB76oKvF@I%b5!KaDWB7;IZ~bQc74VKA
z<qU-9VHG@G%!Zp}E08YE$ErZYcl^3d=&_}?Md$&8P1@@6eSO3)ZQuvidlCpXldsRR
zvZp=Q9A;k?*tf1aQ@0J-h-iT3*T62XQ&(o_&gYz?n(NCQH>ggM=`}beI%iLY0msG7
z^^y5bEPnG*y>Ls*bMb9w-75O2PYi<b0<zmRZz_~wWkz`Ga>S?wE7bXCpiGVE-u+iC
z1Et50!6F$BEh=JNT7>j76)NB{$Ff72TJ@<2#w^tW`~C$F9Gu`Rw=Or_g=Is2In)=_
zBE>A(@~Xf?x!hhox_lRRZRf`hakJ^=W#p3;I|`8PQBtlZ8vW17sR_B<VW_laTbEk!
zv=rtBh|H?xe6(3;@xOf))Y=A{!-tplxJ8=Frya8`F9d*z#*TE`OT^DcnA0zq_+duG
zWIthKIR`hDWR54gV-M*tAK{N;{$WzRY_H*XD9!xecw0iq42(uOG^8-;dcH;b6$XSN
z5Wp8iNaLJ%#-cA`uKQtKdL7^`?ohrGMyy#u4Tx?Nn4r<xW{UW7CWd@i99#=A+<JCX
zU;SY`0VG$U`a~gv@$9Qa|6}D!%ha3DQIz<}F8E@N+%UCJA;%v6lZ<9H9gRTYN036E
z;`*0MTGstU@TEA7aH&~&a<u}Zd|e-K`-F{Tpui_76i&jA=H&!T+oE@BXWi;;F$t*F
zTkRZDdH{n=-n<T#u-z>mLkic-3l&B<C0`i0qdrH)p-T*ywo)aj=j)=r-bgA<7y1PO
ztaGO8vQp3OT0bh|<`!W?R{0s&#Q=&P5{lt(>umY3`j4ZTd&QLycPGh*JFf?xnW0|%
zc>4;|C>UY*sgaDwFI-ka(vb_-_T1>r&Yq?4Y|n>NH=Z?qCuOUr?mhHh5HrGu<NqRp
z_Nf$U?vHG&b!?uWM)y4n#m4P-fVE`nd$u#S_T9mK!csCN;Ub2>CC5`*)#=tRY|}t;
zK>Q{0TK_3{PQ{*q(jR0G7}P9YVaAml-~NRuZc&qt_`GkWKDE?JOeGPDJ47fR2r|{)
zSb|+oD;@e90f6#2{;-ZAT|qK?g9>=vtq<6Hl#JM|`>VD}%v*ErzY^ih&HWn+`2`r&
zdTb0{^71o?IlJUINUo)n59!1ANf~ATg{q9EbN#@+k7DtXuIu92RV|XEZ7w>$A&7^~
z!1(%4#!RkX@88KY7B8O^|JA7PLQsR-&EAT1HofW~C9~s8u_wR*iZ|9E_%alfrMgk2
z1hM2a8t-Q!q6x~l8i%G`C4&aYXuFZsMXHL}t+cBdrICN%k)EEO>ccvof$?NFn}I3@
z*jfQ#iWYB^?G#CK76hxR5!?t0(D&qHw0;~>S#iQd-}=!txMQ~EU<p|_!7&?kVx$&T
z7>&|0+Mf^IFMN|*liCNj6nk@r66fWatT>L)?cSL-HS~M0I<GG7kiv-|tx?|y?4Ma%
z79u&5+}fW$u}g{U6W-}YLOBdCM&ulsI=3IOD7*!EXQKFPo*Dtd;nzHkB!DMnJ5xfe
zk(ofNo*>l7=P@#Q`s*MO7nd4wIxSU2rkJ7+LkB8Pa<zVp3>*pI7W=jYL`SzD$G+@f
z$mFQvR{h7Pz6!+0v6a8m@_5X_{QzhqXX5YyLwnXWGEa?_-Cq#*rrR+4jjiUC;{N^c
zfM9xLu%xv4UCFKIdAaMM3}Q{y1e&prB{Rgxg#Fimpea1QR{&$YdTSpAx7y)&(hRHa
z_QU(G((vc;dsC%lgg+mg1jg7G4f+<vBW%)DIviC9sefexk*l&!g=Kdx2UPG-#)6WN
zm-6!buTFc^AZ{#YBO`5W(&RG3RaM_eu+02TwRsIpsBSJjM_|X4L<07)%x41Crt+d|
z^L2dR<;I$$T{Q5XO1gX06-TsHc{dYEBmZV%Ks7#)Sdx1S%`Yh0zG=nmu>kmXC!U#}
z<waPsXKGnuCcC5&f^F}(<gfRWU;Am-Y>34rB^7P+*KrjjCMKpz;D0(^HQ4gJ_QtfN
zh4SD}Toy^<(Qd+fuVotLkG3C02b$W#V8P~Ou%{D^GODWmrCdQ@v;wf(CPcnAtyZpf
zTx*e~*v%d?-OZe2R)HFbEH_o(B}Is4jF+1W71eI!A^D8V%ssB95mNfF^)s<&fk+Cc
zZ{xjb*0+o~cUu^y>UUxW|M-BPpWp82_6%Sboqf9x_~gv=E8n~*hO3}W7V3OADae!`
zS5o$O1tI6=9!rj}<08(beBN_Vu&pICc>V&Pkc`@EK_oS=@R<O6B6Y$)KJgknMbgxZ
z+KW3KkMi!hX_<ZI;8Nv7lNqQghj<8%&Rv07GBknz`GR~j-Cf&WmgtAB)8muWxA*il
zpK~&Q5Q%<OSx58<YzIV#1|Pup7J+lpR0U_(S&2XH;g~bD|1z!LIa|T}Oa>|ZOw8AL
z(sFasXR3sQ=+~O<?bV)E(BKCeM=7wf6^q@z?G>E4#b?-=_3;pnexIth9UOo0a~PjM
zGBddC;q|jFAy4EEmj@j5LVQ><{Z-`^Z(e8}on&A7SSA&9n@p4@55N7XM0m%(m$7xS
zJ;~P)7B;y1-qhH#U7UAn;%~ceZ=ub}d!I_tX8))GXZ;kOlCSuDB>ZsOgwgaf;dYHl
zrRhYPMkxo%uOS!M?P!L`l9pa$3OBlY!uFBRXWD<5uK8Zw2ZpOfMjMt)HDo&W&(Fvz
zDlTDl5>ZMp?e2o<>8mPVBg3T!e9pg#yvVpquH1MaPc;S}+RfPz%{#)V-r2kT?WWD-
z?m)$=EX+-?g=l%71A7Hz=Sr)chirn1Xp4pT>$EFYY_A<ZOy|uz;e-v&fb2mAfrffe
zTqy_Kf2iF5NW#qGKV;LPlL^pYpSWGqti)OcPk=BaB|H1jet)8$xs*#d$a}o>Lgpio
z>77ti=VBFxN>V^tpj}ybx0zE)a03o3|5x(GST`^_`fx<kDHpoO76j23hmXVJi%ljt
zy1I@no}c0cUOiP93*Wn4qw!QZ;j43YD$4bDsXV4W9sS(zP*DK{td*6NXrSM<1ajRa
zwJTd&xtjSJRb^c}mp}!K2H)9p3chy0dE8`hcvuod5~~o&O$-f;!<L*5_*@T}4411G
zVyZl5CgSNz(Sjm;Fm;^hIWrBx7p#3)ZfPs8Tbs90O0KEB*nfUHQg=lKkoVRw$2}&^
z910(ju?mZ1Z*T96qFZ3EMd<qaJLorK0eaARyfrbz`iGzOf6qxOa<UUkFLFS?L5;gA
z0qhM~uK|!hYXoc=P=J?yE-Bdz-9*^d{(o9K>!>K(we5qTsI(|0p>(SV(jg(;r8EK}
zEdvrmhlJAIAl*pkFd&Es0!j))Nq2XC*NywxuX}y_k9V!_d;W5*hnczait{{<-{C7S
zEv@YG;1>t!6RY^yxw&saM2v02!&(dgLKQ37q-JGR1YFNjoR1$5mWv1AX+Rw<rmyh6
zEEx;rM;9QEgk_X%+yfJC)t!}V9bY8k0Q&}^%{ba<Ib1SiLrP~%Eifdw^0_UD$aJA6
z1&r6UgoK2V$;o5<<^nK*kAr{@2Rd3I#ve9}k)Jqbw1k?l01+YMoQ84=xY=cGCEoS_
zuS^Z9y1Hz@@~%o0!A1{ejrk4wGF1jfMdxo#?kC!N&-lgu)7t=cL7)ckkGVmm?Q(k*
zI)eR)Vs-R~>*iF81u~S{mde@3)TsYZ<u(~v{yu)<6^Xi!|1`Apot<m@YKyzYw8Z~s
zd$eKP&|cS%^z<|(v9{g^fFM<UeU7J3pIS`fB2M;Ja;=Ec?!sppy}GYqV&-j#k+i<D
z`;Lns9Qo?;nfN1*Rr70VD}pD+;A#Y~T%q#sCWn7*Ys(9;v-awqcD}nr<KKM@d=?I$
z!ftB}c8N@!$>!{0D?47p1&$B>*Z$OjKkjOiKKWpY7TWqVvl~N3@oh-6B?ZYJXM=qk
z)3zIEVC}Z^kGqGwwyfX{vzu_)=Du=(CcdGjN4rUm8eSt;0lc=|X9A8J6XO;YCAF9K
z!qp!!&U|ALcg8UciykI&TMl&$<g4jSB4<JcE_rI#4AC-u359?L5C+x%4?K1=shKeV
zgzH5vs=1}L6-^QEpZ->@;mj3F4UdC$4i}?tqdM5jNI{1q(k+Lgk{W^Mr%0jgFb%A^
z)8AX$tEWL6D7>mmq1=izD4xP#dP|U*k2ICv;}Mw(BSxdY*#zOKc5`W+%g%hhful2I
zJ>Ld?h=PUo(xB?8I4n%-6HvT3tg?|zOr)5M_9R;$0p*dWwoY4!Seq%RC6hOuMD2yZ
z{qr+K3KXJ#9|#NdFMDU#W2WDt0@KmOkk?yi1g!-*5WA|7C>tKyL3Llqs6XN*pQbjg
z5qcA+5WD}h`RDM%hfouZJdwgCg$&5LiUQ|gXy~%dx}XWjVta)T54fb_mjk}$89wwp
zcN<g)))l6;&17Fp!lImH971>D*ZlGZPx+J&)YcuEJK+sc8=)JF0->>;Nl9UyVLeof
zk=B2l?mR!~u3RsvUuJ<Y2{fQ0lqMT0LAL>v1s0T~KH<m+X?ek@p8EM>&f|kt%I@m7
zOTXsL+Z>t;;0;M~Uw7{q*glxUd^I1_U~+e06mdDIzW=l165=-oo%h_+b?gU?QyH2O
z6IU`*iaJJpB~_oRFaj|XCp)*cLksjhi$Bm3VyGC?)_bC~hRwR%cl-~IpZxK=B)z_k
zPIv6PeN%J&{L3n#hwyPSmF6G{rzBxaS9>u;VMJAJ@`M{b|I!?j#2X;&#5=8GxEVSq
z>OB?a_$2H+h38q?x<TQxHSq#oPz<POt7`V&+pyg@Q@>^LN0WNlX!B8F8jy91c#)Uv
zbGV6?5PgfD-$)YC{rM|OuEZwjN>gJ=UA(oeSn)XaKZ~Qj&kgM3NRqJS!eq>h2U?1&
zrPq9|_*7{cU~<4|1FG7T(1P-zX+%t3fu%AAMswq%<L-DPZbUZ&nE&TPtvI&NI_oFc
zBLPp~-(RZM%*L)cy@NPX)th8G%k(j^x|rvW<OiQBZvG=iv*u#~ZAnD6{(l_(BeI6U
zXBRzp$F&qXO73d*qi)Jm-e&iGDV9}UqB1cuD(LNMEBe>(pwu+g9<XxWtfV-TtG@;$
zHS8+Q7jEtn6nI#3G=9G>MPtuG$W6)SL?&ExL7m>@jc#5RqhC<ya~WG!yCXk3ppA?L
z8&eZYN14*1s6US1AgDhA+%~60pI4G#1CzF4Kf#*B0<II(Vdz<B;;@sR7UydI@cO@A
zkW0bp$I1cnY#zKjnw`hujF=vib3}WT%%IC#+=1Ui{zLm(-lvTH;9;r1j$Q3K4o;=t
zc03+VauP9X5aH7dR?VNN_rWXF%*K&4>g3JH;Zzr+*MDE1&p^?jpw;xTOlIQs(mBFH
z)$=DA>!P*Bk2TNMI^TgEPtTOM?K>E1m+Xgs)#RVpjJ>YkHdtki2HU$OqE$w)$qDLt
z{?wLrr<m{tq@q()ANrP*l;nAv7yGX>vg+!??H)(Qg{&}wJs(iC#Rry#)#!@2r^C-n
zAK=NT5y^cf5Zm>KT19OV_PIK&1$i;O`?Dh%C&M@4u2(+!eiAj{d;UECmA@VF-zOpV
z=FO-4P9$P3kBf`X#6i^$+>a0I@x?Wa1msgFZPMd}2YCDls=q(-8O-<cYE+Mf8>`Fe
zP7XSQj-@WX522!-KeSFiguCYViK6V2S#kb;0#RjP6VAEA0%X)lYRCvjItk3qZ1#S1
z;gc`-3&gMgB!-^qXThXK$5UY+p3%!ngs1&Nf4sNP<pEQ)mx;%BqKHbKE}-&E`}>gq
zPGieXM^?+bvk2>MRFl|Df=E$D4I^ixZLK^t1#O4|-cc@*is;{mE@o#}#*6~exc8&i
zAVH=XZZL6!VeCX|XUJo<!AY$l>WIejL@M{Vzkg?HVd1<)YrxU<yl_6S$EQLKl*Z*&
zeaPUhoc*eqrqf=+7Vz3!tvxHWe+KExXV3`Lu5Bjg-v_(#>8fX2Alz*m-RnKO`%wM4
z0S#{z6XEBb^|X<bzD)Q2y3g`PK<ENKWzYT-S;)vJC+$`G>&D~VeTQ%?USU2}i@S-l
z)P)TOB;kJ@V71}K7Uz+LX9U#WdfTu1-3D(foN3D1-al{Q;)q{vyUR5e8$eeyFQ1OX
zL+2WsjiU$ng~&<rh<j%=zHK(OI<|VejO@?at0d6VUJN4s^N{Wf3XT=;oHrr%^57n4
z4zABG#`0?%>%1zG?9neOIOJ}2S}L7T{(YH0gXPRvH9OswG1o$T)^)P9F{#x+fxV#+
zGVzzD@)y$i`L>Z}4UeQA{&nV+*Fq=d49xNuhJiGghTm_Om*f-u&BKkV?^o&k7SW+C
z6;R*WcR33GiYTmKn{LIJ{TvbWQfn-`rsO*XIjixBl<ZsgOtvGp3+A}&KZKG$o!Z%j
zg$B2~@trH*?sQAKEhs4vdK#Q0HVEtv3Eg!5TH{~cg9ppXTjBHh_jvEV5!j{<P!76H
zAqO=JonT`abbULDT9NXeV>=~$rKfU$l+Q`JXn==*_NUV0dfm{!?nchk%*;&R9uL=(
zZ<E57REL}W_E<8`>4;o0`>F}Y-=THgD$P#SbDisB<%)41|2|InWZs|IE1qVSB@}E$
z(ZVerY^ST&5Nn@1JP3h)Tf&Z4g6iDaHn;0vQ|zB6-xI4}Q{``mdBCrU*oK~;Sv@Q8
z8?_qcaaytFIp6U4I1QA+U`RF@Z;5Ic`sV~MmHEJh&Y^RFN(z(JREd!YIP7vuS~#y0
zw{3{HMMR^euw0sYag>Re7Ulhf`>#3pkE$7n$KnRh9%p#+^vK5;dOo|*&9BjGS-t1&
zF;RXb9pqLoP&#h*AD;l)thl0s5Cy(SHC^^HBXro>ZSbk$8oeNF{OFZls=QQ@Q#*ea
zK9j#E6Sa<x#rk0Xih(CwokZYmF!(MXbI&u>?QQmiBi2zi(<47saa&vSR7>)ImK@*z
zi}Z4Gt{f_oCj)6yU#=4MUi@RT9_Bbk`1b0uZ={Yk?Tz2wu)SH6iX?F^tRCt<oMr=&
zZgmk+KqylCl!Z|XNXRdMvjYM^LkwiH$FG9FrwG(^z29KfDv1UVT5Zju=l8)TA_hQu
zyRMSx-jfRR*eOhY{^7p3|L*c}xsv)fBG$y*#rl&Bha0=byS*{+s8=3b?2-zPoh!4n
z_0Ny5S3N-o8s2J7yZ~|8g5_Cf^N@NaN|vH%cb7S61HYOR6qh+e@C4f{a1t24W`h`0
zUsKLq&0UYxv55d2(3Q$bTPrK|2vIj+c{$3}YXW=>AjgBav_LKAYD(Ra&j-Ymz%Z3J
zY;wFLcXuvo+=bKBFuL)$AK1e5+TOyWY!5e%X<-LC0(2~G2AXH^oZGXn)GT?#AP>mN
z?rf}j*C>W$`MzPq@dxU_lt<+TwP2Dgd_|i0Fg@(>$hl$gLD?9=H-ImJtZrk#wOhOa
z2-}4=dJ+fq;s8Gk^wCZU6uLS(g;dt>7}m4X)6<7-B3U`NV|Es1*68tdpG5Ygeb{4I
zt9vOHDJvrSd&|?qPCDlu$v+3tVE>R{6;vO#2Rbn#BeXpF7HUO4dgLL)YQS(N17sqr
zg4#J$N+p8n%Y*tn)?Q;U{X`V}6WanBF)?w$b$!t0YdF|~Z%p*CZaB>Xq+&D}p;&Uu
z9)oQy8(?DdFP(+l<&l+^4h*Ii(FY}7TEH5+MNG^9aM96gsG364YdECoG?61CBg=b$
z6J!cBynq1kvFXEl;6Dw&0WQhE?SGxWC2VGZ@FBVa`-gsGfPt1FX!1u!MbQHO>NKFA
zRvXW9Gtkiirg+}yf8W-=A)&uTfZGkYgI#!({OarhQKX^VG{wJcUsF+1vIAbU#pF|M
z?L-UKA!~_OKk4xo$X6tioYqFOh2<0!G(rymdrP};XJf2R4e-PVO5^`=>f_X<ID3L=
zW|@1pz3j_DnZfg6fLj_cJEY=;W!1UjE};Q>voahDNPe3KxawA_Ug4Hf5YZB<(yt7y
zX_iWbkY_gq7%2ZBPJC(b6o`k8g@>;GCmAPrzh!?D8(<HBW1p51-9CK!@TGxDFtH;#
zVym@PT0Y>?tgrIzpLSn*Y->F(0t=t2=x@9J@#T(o^+w_qUi%*e*4KFFd5N9zt>3j<
zTUQrPT%vH40T+C?-LZ_)OIlzxqqv(2K%+amx`26CdQHFz4K&V`Mi_*7cH3RhlW?zJ
zSDxg4zx(->od+o#pITUVjnS$sbK=v}U%?-pfE=}+V+ykQImych!%2s)0UAzC1V`V{
ztB*XRWv)&Y?#(^v-XD2}u)8;B2;kz_U|WpaZ1=EFmS3ONCV@}c#?v_W)OgTCCW){p
z6#I|CkI%<)YN>>fSO2*gAm&^m00Q2Gw7rcV4%{EUK8AsVPy*ZEt<QX|mJ(U@&#X{Q
zdPB1VoefyzbcMCg%>B-DRn9)svwyxXPJ=K33k^;;X$t`aHmk*)rw(3M^(lNrV}K6S
zpUX|Ypu1Qa$FiNTzc%L|ax?g(LGq9zxwfq6Ma46S^?ZCz=`?n~P_x(qA>;5R?R=Nf
zW$|Nxy8b;I(eV(pY0+}*UpvljN5U?%{qivZRi|2y`BtzVy~|+;aC7~pRX+1NpN&^Q
zay^a5N6Lqw`vs5#cpe&tt@f5Gm(u#4&HCG4`vz9l>DPkxW{<bNt<S(N8XABSXoRPZ
zPDnMDEq+}U*#`3!-L#}qxkI~b;x&A@=fQHm9fxGP1lKS19bp72ivFm^pVklVFtf!y
zJ?#F{x^!Ci+_sN<VnQFbP}4WK<5|jAWEEA5b!o)PsCT{Cw(~z-Ji_ff@~t@VB*BSz
zupUp((@j1`yU<(f;bv));a2^|KM`@0d3D3aa(&#6KGq)XXSUyZ(Og$tO;bP#Rin*a
z!qw{;9{7TrUT(WTrIIPeFhmb}61<xC5F4w}qy7vD{7l;OA&RS2)k_@-%L<CUyOpE~
zvE=Nycq)8CZ9+e)$3KkkaTMjn9Q77k;tDq#olN(<fbF=L-y;6?_-iTc;rRwqNOhvo
zE-|a!KXC0*w3@eeF#X{{fnXBU{G6kKboTC{5eRFnpi>~Zjdk5XXaSW5UyOjyDW+gJ
zhS+Y=#Kq^t)^g5FQAkmGFiF+oP0cZs<Pe6M=ZZtQ7^^wP(OyVzK;yOJkgM9zjk?(l
zgHElJ4|KmKrOx-y$~uj(Ma03;%tW1Zd>B?DM&VvT*V20%Bb$f>Q0Qpd0Ca-DRWc0m
z@YN3{Z+vr8;j;9v4LpwK)`oofeUO0lIX2+|gY)BUFWmq;QPZt}ZkY=t!Z|+cOMnUt
zV43QBXT4Q8%|-pJI#^<IHP_=rbf3K6t|J9^s;qE=dQFgl2U#u&>JBXY2fO$TwYw8U
zWUCK=Nb=>iB8)|khw)gnT&}VjdcL~bhjFk^>8kUf`D(VHWVqY=4jz@dbBblqnejkY
zqb@+h>3eir;Jwa8G2pcVCf(9bw(zvZ+NaBRDPceJFkKe6A93{ZIRzNJ{KjD@R{!#6
zLqp6?fC>^{PdKrMx{RXL_*DJrc6~d822n7<bX}2%gP6zuMo8yTgR^>upvRuG^)-q<
zXunynDl~VtR#)y|Tupv|Z@93%Ab})sWtXAH(tTx>YwvV$Z^Ysz(=<PH7>aP)Ugn4u
zgJ1W!_Y`3I@Z|c9^z;f2Xy5vyAD#b&WQ;{U`<wpnEucElF3H|cgck@a9a2-vG*y+Q
zzH`+LekaqbWGJZ?zhN=Ou2FYhq(&d|m=!%$*`BSM8B7;X`C(}r_|@=x(+|q`EEaS1
z3qx`)3ckTgq0u@ETvA$rmb(mQCETyv>)!5%57qhXbdg?lxKn9;@DdC0fpuk8s<%|D
zzba&jn)#y9CK8onX3q$^dD$)LVJik>OaUJXvJ6bZ$z28=KU;|vb&mLE4q|TPX&mhq
z%rjHnxIfhX`%Opb<Szywmo`zB4{WS8jC{i9N%=b^I{wOhoe(8%h=Rqhv+C7b++TX+
zL{i!8etX-Pr%~=PAPV2w-~Pm>eYRcC_6%JQ6PODZOAfFt@w&`hw+ETdzm}3M#KPEK
zL84@zM`efk9`DW^M--3TY@09-;a$j*B)a^vk2aQR<Ga9EcnqY}G1Xp7Q)=I@I@|zf
zmr*ex5ayv~yw5{|A4TX+D`5t8u0(&YtMPe;c_cEI+H?@()WT1f?Fv{!YM<Fo^A{6d
z)pb5s-aDOpE5%Fm>nim6mcX?Jo^*7VT4`d`aF9}!<~a9X7FlR$X&aJFTz|SY%x(21
zExd4>DvyA*1Y+{k^a#U=hAl&MMY(B6RhnbE9TjwQdF<Hvm)AtY`cVSvB`%YJqNsuR
zY#{Bs&&<4(bzrf4cP{Q?JOlQy84-sQXPLWr!TOyI5#(Cg9x}Th%ja{^AgmJ_0}D0O
zT2|2g5DG^&uxrIycWZE;pL<kIxOiG$$^=1edQCr0bGT6T0re^`gNJZ8<L|Is{Mny&
z5fg0)?M#k)^EaLy^hL2gC;2f5j`3sC1n}l<H=i^N?ii%TF%YR`v|T=x_F(N<a{N{M
zh0~%Rxy{A2&o|goJP7vq5U!tTef!Olzm@5ZAHmMiN^SyFSMz--KHHv<|B?~9zNB2Q
z!;epThBCK{ziM_(%*;XJ5jjuCSoyo(UkK}F^E^_rlt6!!iI(9dr}^;Dfuu)GG}w2|
zW><AHOCgaCS&on0lkr^F*voLPX2-x#g*vlCS~Ue^!tMKE(KR;7IcJ|-EAsMx%iq@g
zF&cQKsp*jpSV`9vEAWd0w^`4Rf!Xkri4kT6yoe7{^qsq0Cs(P!k=5+%wa_G7Y^M%o
zp-}T#-|mW}v4Coq3zx2hjSWXtmDdokR~4$X?1kVR?MQX+wL`BnB8&r$teVTS`pyz-
z=t+IFM&H^N3SL~B8N;XV#tzdIw$IF(Vm~i4kP%R_m7ZA@069?LAq>v*l4!l@O?-jv
z(fPh{`Ml^ypyq6IG@SZ6jen50fJ{zd05znSQjHW$UdHx-u0!_+rb!R>(yQ~YrGWbW
z)cr{K2&}vNe#{a?Yt>tbMV>lNT(@3$UP%tv2h%HZAoYj4K2={kiQe4q<M!|3g*P6S
zBr6JVe9GPP@rDNVy0U>^1V@v_3)-9qy_6n7d;5v6TO%@9TsB*UICp;E+1@Cvh~9Am
z!;zcAN*(NN;*TSHS^&<6EzDafI8~kx9*NWQw;AluX?0*5a5H`+8eRflt~BhbWwXSC
zA<|@x^rp7nvf@d7j`w}GjODSxIpT?&<}2brLIbL(+xMOHc;!R<FjvZXnOagFs!V8W
zOJSaTOPQ376POs|2y>5RjtgC5-MSnLAgGR$)6;;3vyD{?%0s*AZdOHbkrC6o*21c6
z)Ej~v7burTy^sn}Aeaj<!&QzDv85BPYA$gE+|=USy*Z-D*_b^kP!|k3-SQPGIOMZS
znaFb5G(k*`jtOqkcJxYl*p~@mc~k<iwB7rR_u3<GYM)D<2#=@a-ZUqNOad`PQ3G5y
z%#ZG;c!<!`zw2xuT(%Y}-tt`pCiG~zIJf+qjCwc>X6cu_+ceQO0goFT=$gLZ4r@f3
z?i()MHSYx%1H6RwcYX_~Kff;!7W?hEmC>a2BN2;JKD&{36Q|kpM$poK@YugiCLGzz
zJPdThjtQKmHwT>n0X9)PO!j@aB?Dtu*Gg!f_x+7=PQ5E<itg(K3wsRvgC}K52Qo&I
z#W?S8M5M_N=f>|P06%c0{Vq(dU{2X6n`H#-dhR!b#mKa8af0dzzYKG*p`fL5WwMB%
z{#lhhC;R=L?Ug$5xf#8$gJCSZ-e9`(e|f9#18|NqJg5dzp7Cs2=TZxAyz~&!D^@Sw
z`gZ>8VlIhXowne<i=Il&r$P_S0wupqr10;V(Fi?~Z)ZGEi5gXs4T{Vo@XSSV8a8`9
z{zU|ChMbbM0Ov0Qu&S`zZuKmV8h$e0;fL-%TOjj|!!pfgQ(Fw7<TTl^k)p@ayaj5S
z5QK$?^_AWtngwQZ4X`{%>ZoSYxGbxT&b!D|sSk0d!YI#$CkjM&n&Sz`C`ec!r}t*t
z8}PnmyjojiC%>ySj@Q?qY-?#5@-q-wZ<r?tiUngQJsjNh(;Xhk#6LCQL??@9Jwv)L
zJQw{ik6loX?O`S97>h<olbb9S8ty_8E5IRGz(hsk3?#*{#-g06)y{m;S&n?A@ZAlf
zqH_kxt8y2@PdS+w)Q|UWENe)WvI0167C`QBOyYf<SZ{xUYO;G)VAaDC3tFgi?QuNc
zPI%HXJHHSNFDmQ~yLx)OI|b9$-f2#PFMU3K?p<qaN>OYd<-Ok-vLkU?B{<K8Zn8iE
zboCSlACjpRc2IO1xSrb-;oa>CECa@Iq(4s+W#;{!;|JgL*zGKXeIqiE-Vd@k8eGwt
zOQ2S?(h?3L=sQzEinyC+0_ksFWp-Mxe6|B6z!fnlT^$A<8rQJ6uIl7lfD4dwO>b35
zlVfl%MF3t)(i|ktV+~Ueq?4+W*czY({ExFQ*!IOQlEG$u>%d7kAY9p2&)Rk2r|QwV
znx(qz*Iu)%&Xh^=Wx|EZ7tp;F=mUf8UH#F#jHT;th7RsPa^`%?)MitT6y4$R9QPgz
zHToB(pW_umxs_^W_`V$eZ2__tpsL^QU*INq`mQy%^)>4IcX=|viyr9)l_ZpX<+Jrk
z>Lwx8?pxct1sHv^Z#u?Fa{6yLL`+DCAgFbkl=wVrwa#Y(hy;6%>`5HZ^yJ-*qo5uL
zB*ZJ-Cn+enSe#yaE^cdeAsurlbj6qB*k4Ze0e<}_@|c*IS3E76%C^0I$DJ}~gZQl{
zljHQgMZ$R*-Uq#R6&Zg>!in5>pUGq+A57+^iX5h>aPl+vtunj-1!#`+`Vtku_+S#(
zZDLgFv>+dKPrXH11iPiIYI+K`Uc65R99@KgsQh0)(SKZT&J2X;?8q0@;`-0+pF_pj
zu(*)Q@v3PD$WPlMB@otCs*fs2y?CwtKG7z^0oNYQHNTWHqN(>_z6(^|Iy=9gI=+i~
zv`lPDm4hD|Yo7n8Pvkvq1W2BuzvpG-;`9_Dq_r~4^Qv&&FnIG~;*ic|vw@brIj-Ve
zt*q^|3!JuU`Cwx$c9>@_Zy3~~=f12k7E&vx%97cm6)UxG!Cb73tJzR6_4h2u1bh--
zPM`q`w+)e3ju1|1uum~s87ijYO9{^vgMNmUVPC6G9@_xLU~AJ80lF}=8(Lv%E-il5
z)(4i~{974k_p^00n7M*ujz{Y9VJAoCRBNYo*pBD|=&(a!pesu~nojTBcpQj}9S-#c
z<3g7T-!t0JQr*wuIo$u{0W?yK;M)sWu6}ntm5U*A9?Uv#>>)s@0OeQV!JWL@g`g~2
zu*ln)cD7eg#)5e7fY0wG^nK0MSgrbWr%OCiLp^(9XJ;#NWN8cbrHwA(5uK*nQDLSI
zAipCS`=TEE!Cjk%D*9$-Gf_P;28e0}T$YBFVoGS+MC|Dlz02ooP9{V-T5Yx%5`+Wx
zB7Hv=!;f<q?6`t>H%m?B>CO$?1gM<xy@>}9>?H+J)1CZ#Bo(?w59j7-zw|k>(W}yW
zI4!-ofo<}8H&qnt(_M&!^T86YFcJssz?Tsnh9U``Lug082X5avq7`aICH;1B5<~3$
z;1?ED*01*{2PffcF<KkuNEyeCbyFikhYo>tg4&2wL^*CCHl1A%6e6l@N2XO4uL_9n
zyj9iKdq6+<mW4B5As$v)Q1X=T&GqCd*Ei>IqG*{UJ}yPDR((LEM!IKz?L?0q{#+h5
z0+wU|9|HqxJH)UEi?j!)d-(gqk*${~9gsjK19$?LZ=eo!@uQoExeGZ3=%yE-C8{BP
z{xOVm_NWxEi+uq%c0);aC`0qL(?{!r^)}3oYyow3<^XKg!C<a<@$=VRGZIOHPFmiA
z!nO|{a4$VgFAbA;cPy7?=*b;_%kwLKpn52Ez1z2hr}#P8O=DV2o~LiZWNWYGF*I$S
z-rr8KJNwlwcl{CN?cnpNxP^`eRA?uFk`yHExo>a{<2JsME!PzmmYM#H(QU&}b`Pji
zVE2%!`*U$}uc)Z*fPagHCg<^6XZ7^z&<WE>@40>Pzb5UFhXnI`p?+Cl`n(kAm-ro?
zNQWcCZbpNtpztY~$Hc_+%1kzuFna~+p4J2@&9_@p>+ehr`EhD&c5g%jmAKBt1Wf(L
zZQ?0bWIXqC;^dUid=9Rc+LoKs4|u^lxHm-pE+fu{m&WtL4S73yxZpt9#c=2cko>;%
zj1kFO$&()4&u`JKZ2+C{o-xjm7@dL~iZ7?zdVKJBB`PAqtTw~?pN1ffXE=Ax)+GE;
z27!rH5uJc%Y6vj$gvTM=WaZ8-v9~n`@;7%*^O?81M$B1u<>7JT4NhIaGRRz*ls>Wl
zgZxNy!@4Ub`)-A)nx@^#$#3r_n4)$OdEOJ_*F~N516M~KPpGdfR*j~r(dbmj4Njh2
zy;F?AK6)jI^cFRP`IZqUm$3R7CFpvAqIYg^n~Lp$;R?SO0IEhn83v)$A{@r;!4Y4n
zJ#`tBQpe`D0sgUm3=|_^AeB)@PA&@A=6fNX`QGcK8f3LXBZiNLdvO2<b@B26;jps4
zzM?t6pjQVBEy7y4V9u+(0If~oVrd_Gta8#4YP^izNA!7sO#*aN2h?AH6)jcL=u0hB
zd!F{}igg#W%3Mb^1+%7#Ft0ZyWIm!j=2qgikmq|}$zUcMGooQjS@u8mcnBg_Fg0r&
zCd6RB&=V6Jj05}}0_I1M>|;>NfE}{lLvbAXE^~M4fOOtuXTDn~v65Vm0aS<BYQ9r_
zmp$R|A4dY@4oYdI#m)%UE7>~RW1G#&h)!>;X*%1rpP6kjb)BlT$Ws3aSX}xu_<c+N
zML>3&hz9J12JIb=ULY#{HFh1VDx8WcpGh778?4m6<7{+wl3O!coijMe7<-W%&n(!c
zYlZ4N%H3-0*wrik{XFJ<bS~3Di~}pcgQDTO_)iT#YYt>Nv2Z`#JJ~=^9#23XY=COh
zP&9E8FSb0Oh^Xj$k=8@`hr(ZF%f=5OFQ2MN7Q4A``oU<XNY_F6d%LZkhO1fY7R?on
zHYN@>W%@H(c7_5|lUL5+X~0EUEqFSxy`Fp|O@eAKCZ$&=7*xx&`B12FU_HMD`_{o4
zw~c4ti2;NcGD<jV2o2Cq>#Us>wkUDYQWQ)7FroQ1R<9XEUzVHqGeB{Rs6m%RV9G55
zva|k;DR&7RluzJqfE0vRuKjkWO}64*Vh-%lHs`-T4)nL9_xQO)IjB<dsGijo`o4>?
z;96|)xw&@=mP8aRMe2ArlErbzn==~>2N<7u(v%0<n4f-`@<9`^9c-B1m?@SWG~{AR
zHTHT>PPx2BFHFi@aPF}q`huV_V2o?yiK*D;@#e?YNdDL9EYvT9na<{IyD%=a-7>1v
z0E|my<r6jKSzfi|hmhfCkBo0W)P(a>^!@S^Yge#Hzj~8AQ-`=}^PyDZG3p1C=^(DE
zs@{Wajkn9TDw5;Oly<8k8RevBA=f7tK^HTYbbY@is4;dC;u(MbECw=7q7M&2c;3t&
z!0QN{;ca6I=umAqaVKz7UEBPG8<tdyC1I5h@)9Nnj@8?)zHh_59<hWWHi}ZP_MMFx
zmi90&rg%^oak@>;oL^v@nt~oGXNrg(ej+WYfQTM^BI_=9{z9WzdPi5r=A~ZKqL})p
zG`a%98t+JoJ2d7NUeEGy0`d5mx${fvRhJXx2I_J3<;HyNJRM9Ki{~groxF5gF8LF}
zxwmP6y_I2vraUCTt5R8AJ*(cw`ZpQ~?hFhI3j=bxDp%^#hJuo?1J`oF`Z$y$SsVyC
z@IuD`9Sd3xqQuGzQw%c!0Rfb09j+fd3H=Yx2IZb^#>vO`A|peWr#l7wAfSLIJT&rQ
zGicHcndQFbJ+%jt7RQ#HK>fKu7`axB(w;oo?N=H+Ng)Kd1S(4J9jSmecTr0q%6$6|
z`Rl9hFsRXjM6_W&rxef-RT(@NCnKGuysVK515wh_aB13d=T*ob0<3f5R4%iGb-@2W
z2VVOa(8B2ioLJ-S)Jx|2b9^~|FQye$W#xO20*SoC8^&?z;TOes7_8oVpR16RV{rjF
z`D1`5PU?<N`}L{R0kl6U7}&86Xz2B>4a?hlb+9>^4L!Rrcb0$SEaEkRm<EA0Vg>~M
z9wht%_GRdD$a>v9y(LHN12}h(Ww-S)qvz%K+*cIG0?{L&pZE&wccK4TM&^Jf2^gC6
zz#~Qj2$2>ZqkAjEN$$Fpn5M2E@_^3B$mkXcN$#@XD-)CWaW<VzfMAg6_8zU)WLVMz
zcwiQh!xnrxkSGhnL`?vuvw-5xlHNm&MUXAa3ffib{JA+fof!CnQ+>=8t8ITJUcBuV
zl?<sCHB(=N@(hl96CO(e)ux%Y>)W9QkfpE=j4*H60Zm$^D;-DQ#>S@93blV}SkxGQ
z8eH8%Hw;Y=b@mIg9!<jba@y}S3N^n$4oCyfvnrMW+?gi8f>95Vn&t;R>3bK4Uqws+
zx*~c+@-_)c7jPM}1L5N~U<WG!-Cpr><o;5BK;i)>gy@@t7!8c6&SIePmZ>kY`$K&D
za3)M`MIUY0cnph>bP4A*lzOKJ<>W$Cc$oZ~-lF{ckLQRYC(vEomfQ5j@|*-AId{0~
zfW9tU>&>rZ&{`6(sb9(&8V(5w2?gCge$eW(vS?Tp_3#k(C>H?fJEo3mmD!DrV-c~j
z^M~NUqy#3&H)HUX;#WK}a?sU)l61Ol{Ml>414aovJ?;$$Q0^6f31VNne>97=Rv3A<
zk18%r0@6Kj-9o`MTDymcjJyS<PtHJ?WSQcDfKa$oI|S;6f$pGLqmYgi+RE~>Nq>$4
zi=VaEm40UczR^}gy^5>D^JZP(uM`NZed(B7{X`L-2EY?q-MW6-S<<$oJT}RKC#x0F
zqgT^6MRLwTN~C&ejWvn^ROz#!xRC+W7Yfk)Qt0`y5BFhKkKq5}nsc(Aw8#<~96V4%
zP$|F!!XA$3+Hq*FIU|5(yMNRa>ml;-_Rk;I?PNN-7&#IWHR$zTL6%UncsW*r|Hdm?
zpLrx8oez%9#}7sBQb8H2AiqWibjrY}muGoMeQ_uS#hx-(eDL1E;%_h`Pa_=mwsD-r
z)OX(-v=E+u{ACE}k$5<(fJ0!fD`i(0v`;NUt!A}fz9F(Z!zY(O1L?R=_s9uFfAMT*
zEu!snKqQ04)9o&c<6c7AXB|*fVVDeEhni&uE3h@f=3=x8p7I`+jokfJkIf5mn9h8@
zcXe4F2<tP_(ZvsOjJMqO+(2G56@g$|@Opi>35~s1g^rN`$U6@J{$|<xDX;WIyS;>h
z^oBQK1c)-UJ(z%!f*a?uoQ|NZu?#OLacyw1gBlo2VIUc|kOiZyiu6Eo;&Hd#Ib`Sz
zJDvzU4;rTwb?B7`0VZ=%m1p!}!+>4SU1iPhW5Ds|e8S_z8VXC+Aj6s_hoXQ599NZp
z63%#Ezf=EhlS0G|{J6S*D1AtH<`ck#?;PtgG@*l4p{}^LS0&XF>sI{6tVWn+2vB8u
zyYxB~?*ym{q`B`Wusj~r`PGC?$|tb+q`BJ;WMpmsG7if(8Ufi-i`)_4c*dI+s{zKv
zNu6Dk)(lgoEss$Wj=zX{RC8;N{LPkOkLiZ*_1o7N)3HfOEC+76&nK7-`0jG#CHN;J
zL1%dIYNKfvu?y&d%^k0l<_;i4B_-bhZ!~he8UOTko1xI_(Di+h)8F`!AcciOESl-*
zfxvQo<iy}zA#5m-xpVGWDH+@*_=G`NieM#}cgC)bd=tFI0-)th39v*3Y~R5fWbGJL
zi8((sGIO+$#?xS4?PY4H+Xa@G3s9aEOHf2=>bf&HFx^H;R|pr=N%lLDl9Y52Dml;a
zAdf;atE-1rbIe=b-(lrPC_?O-;%vip#DTt)n_FY~-bjU+0LVx9Zc`l#rv|jGt`mkP
zryS?s$jA2gFO!-A8I4vbM8R<EM<5{fUk2vOKeD<;`R7ldkc<Co?EYW<$t(^t6H_>F
zth;QsVChWiRJ;l~JUQvwp6kkgaK8=a%twJ2FcNalk3eYw<QPN)Ub{S>2N15ufS!FP
z2p6}8ZbY{YIY8}ULI<-%55_Wvqt%LD6DZ%t_$%JXCnH}>OiX11vA{V1%e#IbA@TNY
zRWJpgYI#M4DHvTifkW3q?s^#=l%5r?KMi#1k-(h`R6o#qep&W<85@*(CH+7dcnKg_
zQk`c9y4z~mS9P8@y1Ep5^nT9)y26j35Bv0Z7#Yhm;VceR0t}%3!D-x%1Cjp^COy-R
zZ;7#inAIEiXK`Kt2ju(1vy;h-SP+P_wZE^~iv)4SF3b73dC*Beyz;MT`G2Qw0pCBk
l5n}%zuJ`}zw-CB+U2HHp-r`5%-a`Zb$w(?nl!zJn{2vp_RS*CG

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/shepherds_purse_synthesised.csv b/modelling/data/abingdon-all/resident/shepherds_purse_synthesised.csv
new file mode 100644
index 0000000..0680aba
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/shepherds_purse_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,1,0.243863,4.538165090783266
+2,1,0.2626233,4.887284631478743
+3,6,0.33300260000000004,6.197007231355571
+4,13,0.5875381,10.933782061752407
+5,17,0.6825495,12.701895382372777
+6,7,0.4323937,8.046624517924458
+7,2,0.2585213,4.810948519799674
+8,1,0.2217758,4.12713365102755
+9,1,0.22011889999999998,4.096299593630901
+10,4,0.22699799999999998,4.224316108953058
+11,7,0.2384384,4.4372160728860734
+12,5,0.3046859,5.670047998400253
diff --git a/modelling/data/abingdon-all/resident/shepherds_purse_synthesised.png b/modelling/data/abingdon-all/resident/shepherds_purse_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..6a1f802f4601e0d0da69c4d05fae04b978ddbb20
GIT binary patch
literal 77533
zcmd43cU01S{0C~5HmGcBW{#(2<ti;Sab!a))20J=Dw+yzaBEsNoRy`SqGg$u6Stsf
zOH&kb0s?9|P*KbUDWdm7&-44;`^P=^oO}PeoYR40j4z+>=lg!Y)|<!I%uTjz+Pg_i
zOl-@gi|22MiAflXiHUPJNP@pOe`rI3JKeww)`2&D+yaAc`y<56ZU_1zeFBjl&Po`B
ze}IRNx0d>e<LakXmF@%v`UdD~XrTW08R|a%?iz=UyWrqmHu_$K2Z)Ku>=6B1<DT7l
zLu`$h*roGEw}LY#S?gc!>{)7_8Q|se`@>$So8^9_KG;ooG%``iFQ%<h`vvvX2lX<O
ztugsZ^0!>qjGLwQry^`uD6relCd&v&(&3D7LrRJ}`(R3XidIU?XnPp>@l3Fu0{95g
z?aZ#nThJ2!J{EhOvwhEhkGG*WB#8g}=SRBhjQ@M~d3o`-|2;QnYxMR19$tUgc;w%Q
zck|CV?fUoOneKm%ixv;ulqR<Q|LtuX-M_`{j(hyr&$}ui&WK>8kfMB*S8sAG{`Qv#
zrx)r4T!Mw{{j$WOL}Wv++Y7UNO8d2G!_3+#XVfivg*U73gTSk#{(b9Y-5fc<;h|7M
zOlccfjz>zeva+G$xoLq+zvd4JQtHPWxpAI7A9L01@ngT@HG1D&N;zwP;r!$At~^fm
z>T+HHw<rJlxl5NWd3NN)E-i5KAnG-Zi_hvq7d&HkLgMI&iW0{fT7y?&3s8)z#eTV}
zeMMzuW%I2nC1WpLlCGD#wPyyj8aTo*llectJmmD+`t(p8qo%^QuH`1HF8Z{zw0QQ{
z)g~FP1lO;w2xf!zPD+d2w+_!&5feM2I1sg3KNlO-{^}G_;MrUFp+1a%?9{2AS|Pt-
zwWq^Gu}Hf=_}s!o&)f0q+)2~^N~%LaURG#pP<DiDp*^7r>dhR>%r1AQ^cIv5KjK`P
zA6Q6t>hqaH%auqY(zCc-yaSi=%(1r`A|o!~%d(<+je9M7-F}xj<qP^tkuWb(%&j7u
z9uLArSEE44qm`LvMWSHG&YinuWb$%N(>z<A9WsZG-IFpHTNZ=MY9(#gOWb>ER?TOC
zXzxWWMtko(e8soeC_8-i@y<Kz#qLYWz7^ZHrax?2pKY2EF<yNobyYYW)mMgypOdOV
zl&IR(T%+0rB>oy2!X~6fuU&skO--%4$9P@nugA*aMjv*X>loe4Ge?t+V2V@IWeC#z
zEJ=ft|2D}#X43}Z%uqATFu~66+wScHOoaYwVPauXVf!^rp@7d9Zjia;@9&=(&=Qj)
zy<9&{6jXTj92*FEk(E^}tL3I68#C2c2|=T`KUi52_za-<To$=D@auLHon-o|YY@}V
zB)?#T*!9GO>tgxCs$(AMIdnQ*ckK1OlYYO>pStryiK2^z1!2S`dC7k+DP!L?tSp(j
zW6`ORe||oE(j)gYy@>y3C>chQ4qlq?y2`iBGs}RI+sSnOFy8&wsgG`DMs0ZT{Q0hS
zEQ|`Tdc7p;p81sRN1BKI8N7#OV1xQUw6$H?x^B~MIk^IF7Jht=Vi>gIUcTCl-0*I_
zLU7~a%wDl;GvD_}+`UZJ+@k98jhGqn`_p=X#D%qR%MTgpPHVa~8kWnxqip$SIJzD~
zx9Pm1u<=7_b~$KH@9w32B%8|OLSAxIrDsnj`xL70R)m0u=4PJ`aC<|kT*~xsJxZKm
zOmu&E`_H)tW3e(0N9IXxgI_hFl1!Im{n3O2cUbzY7IjrdbLv%t#o_&qCFsY2&1(eX
zdD*-$CjOU=V1dhG$l8*dHhD3siqz|VpH;IieGLw$x;9G4aU|<J<n<MrQ4CkZ*{0V$
zUNm!-cnlvb+cu)mD}PIaQ_1-E1IgWQlMN<Z&+n$bH_OPRdLWl8*5Xe1t}QPs+-lkU
zP%*ORI~(r%xwjm5Ac)I^4<7snL)4r7eqe%Lo)@6dH?#MI^L^stXvSIP5np<6bhOLo
z-91J9N!b!1Ym+$_WbB8%9)7kKW<{-pxI6YnF#3poLrvrpm78-uTOX$<kzO0!%jBD!
zJsUHZHQiTP&~<7V9L}+hVN>3{)~J;^MR)mvhbYPedZ~IxUUnqDt2Y*hvsT;5>gV(n
zSOt}hPnx_07hqpYzDgWocUA<CPWHkKm{>W4<U*0O*PX{mi&mK}X|q@Ro!RN~>tWTC
z*89NTd8LWCoK+Pun(m(Im0e$g)F((%(zWs$muS4Lfy5V>oGK>Mj{PdC$HMBgz9f@R
zkmtNP_i*ByjALMN_97fclaf`p-5Tz*uIi@WVaKwBS~;J(4*sH(wk>h|ea0qz-lAi9
zkvsck&o{C>=RNXMs}tfQIYXOLjhv?BSj$UwAL=WH^G-WY?}n|P+C!@ugsO9+pD$>2
z_TsoJ`l0i_ef?QJhA*Yj?Hg}B<9J3kEYHT1PqX)debjo|n`cMTj2wIOumY3<@$8*{
zvdR?=3botbJXDydfE(>RTffk2t2_MUTqZ@5v2u6K+Dr~3x@kt0gf6Wp++wc3aBJZ7
z&#Z=T*sq198|!Bc2V#~mMV0)z`r<}DGQW6LY#T;T?CxbR79O2Nqge}*2Lk#-*t<EW
zVL{ya?)>XtLdc*#V%fM6QW}iUm|_JDEEHMQhoY~(IA#%^+*4#r)e7TH3aj*e`t`12
zb<yFRZ{NP19(nn4&p?Dra}sMhWPE%)tK+SSpciKg3h<ns&tPM8mYQwVB%cY^SvPqg
ze6Bs~)4laD(#*^ZQE2|^WXs&A^@=)t<-><Vp+5a~cNokFK8qZR>Z_O;9vvMGnG{Sn
z@Vkrc8CKc%@2|TG7AhRU;BiVC90oB(MdFNaeVu*X5!mT^e%AB}nB+H$UMiZR&mZ=f
z`)E<HG%?a&D2!84Q)}nfF}w-wH*W;7&}nnbt@65))Rkz-&3gt5gE}tAjMO$*6j+jl
z6ur3wA9<L0bV&>OahhY~Y06wNe&X2Gx5kO#92%~yEQ~`f$@a1Lk_xH^<!7L3s@|E6
z6<Bw@H`Dj(Ej(JfqGDP2JCM_>b`=Xc<cmC(M(yx3VOF(E^VX}BEd4n>3c00GXd}0a
zr-0*ad5*<So&NRc!0aS-;_36}&)LM7I&jH_^p=k_dfl&Vt{#ZA9Si`qk)ubcgkCW>
z$E0SQ^!ODr^1>>P8B|JcXbkw#r)o&R)KZTJ(fj)A&G91}cODMb)YQ~7Q3!cAEtCx|
zD&^A);pIHW3b>wZ#!je??ZvLzY!CL9UeK#<pUVz-D35s=ptd!z^OADN1hr(^wmEg}
zfE+K_kLPpvYE~wDuP15;O`S&+Rj0T@fsAALPY+t@n-cl8lmmp+KKE-z%pr?cB?eN4
z%caw`@iH2`=MMzS;LsUe#E39=Iyoe4OLX=>vGwk)Lt3+-nWK|%VOf$2@iE0xi27o@
zsLgmGSLP@yhQ1`QtNe@OW96#@DEicZ)}whkB%Wb1R)t6H*J?7*ARDeO>n-?EakGCb
zzR=cz`stUQX<R55JfCgL2B++3ui(1{%{_2%&T#qnIkt5zJ02UrtyH^3jS|~n0x;j}
z9pxHuu3-)jQCGv%*uxt+sG>p&iW-!;CRkr<lB|#gV2pqmOf$rTjT@*?-5{O6@udIo
zMK;bLVksCD(@}``6pKJzJi9pdHd)tEa}LJN49H|xq8Pn%;Om7{`3!KG4ek^LihFj%
zDAOl7JNVb**vRp6s<XBrXE?HUpu!_%=kW@qSh<(sKVxM!p=9_F4rp5G?3IB?K|B9y
zgT&Cv^4wLnX)L_fKbKubQlE>UXM*mM#kP@?sG<iAM6kWmKHSXHT~pSmk$-4oLh1;b
zo_39II)tX$v*83x(KHTVtJ7;Xh1p9;_{KSZvf{@-t?zwSdL~DJpvNRh;9P!IS*+k|
z9S4idUY+t9T?B1bKRrF2?DFBm2lK&3eXGe+()@V0+m5;@!)C>(I`^NSV~KOj7^e4Y
zWZTOV0{tjzv3(X93xg#~$wAvTO4I#LTIPXgGG%;&XIqr#^!P*pcTRYG1{9UWEcfX3
zu*jk2<N*z9yIW54iQ4_YCGM;MOm^Dv)gG9kHj*~D2s%F2=}IKVZi<PU6TZ*z_9w%`
zl30b<tD@Q_;};gS&Za)JGN3_UAvgj@bz0Lk+MdA<F?@atPHy-mX<QVE(GLbVHJrLP
zj3w&G3O+1+B|A=~*f*&Q)RF1Td%aK$vC4}|hO?iX+xp>0V}7N8?w&ohxI9OhTYlu+
z%;b4Rhlhz!p>0ltbkJ&nWznoW_@ac+$dyI+0hgQaulR|(aBH!v>th>*j4*N^xt`p|
zP7~fitU-q{#iK^#_f+!p1<dUSjCU>FGr2C#@hKT7_Q8-DAtzj#HV<&BU3~cKhqOAk
zgx3H06;GaH4(-_ETZtO6>g7zx2Qh!@d9Oi1*5TRNs4wL7{`xS%iqH4eKGu*Mql%L#
zl=?};z=EclZ_jn#yt?RcubwXgtW2K;oT4O4@#&^b38_3?YlY|zQRAvk5}dw~6@A^S
z+9m09Q#EQxl7G%mxc;v11wdzx;TS#*EWVWQC1PRi8fk)Xf$As`xu(dfBx{c17b(4~
zqD|UXIqFH*76qHelA1|VoFKP__-^-CVmBfELI9hr_S-a@HE9}kdu5>{>NIEb-jn%_
z%|&D`CRG*wjD13&IqAmS)ztpz^w0Y{XPK)%&Pko-+h)KSBh`_@B|ZAPe|K#y{G&V!
zGyhzfbZ}!E6sOT6tyH0ujrdygsqQmPCQSQFo)RyYD%@dDlL;2gD*m}}{P^1+?N=&7
zQ%@b&4gd37{NA3chQf-untDa?sNmy(O_pf<9+i}tE!TMGjd2*9Q~Sc;u7Z6wb@cIP
z@waIXp&tTPLBF?~MA12w2@YXd5|R*?H7>U7iGmV!-|Sd>$H-M-kmG}!9x>Jc6vyq{
zqc*vW^YR!ZLRup;b^LOs{RqVtU<;p7{c(p<&MA~TsX{i0Cq$9%V(xii+DRJ6ogx=U
z(q!;ag6sc8Sr*{DqHa&w^fu;iY%45R^qC9|Yd=NR`IP(1^(mf$`tjN*njJAHWe{yN
zG`o_ZdZeJMzw6wC&3+2iiW9AKc+X~XAE`Jt7BSbC{E&C=k^XARRfD7RHFR{P5{77V
zroL41ZJSy(^B2Q>rSXnO@x77ldn(0B1o!Uu3<y<^QX229t_ULxe~rq-aSX-ot2Bu)
zFLG|QorsW=`B;Ng{SZ^N{d?066s`1UBtK}p^TJz`WK8M+=)!u*^qMR;;nKpl;&|AD
z7m3k`p_9^Io0`gSdsrt<K%9r{0C)NLLzp0|)wBo$9b3G4A$%xNJF@}m<|N=v%_Y1=
zr1;R@ZO~@=o_oVE<TC@X4bV3)64S>08Q>$!t4Ne4>xwG%qE4bZ-<nQygPMAW;D+v$
z(38?dh41Eix%jrG$nq0YNWI3zIkwE7WmAp%?nOb1a<-0(@u;HXT)Xx_U@EGv_cLwL
z!v#Cy?&4<ydkKoD83N5fRiEDJG0aXncW0r}FBGCXP(tA9y6aWPWP*B3e)*iY<W9-5
zf6uqN&YYsxB!5G=-0AZw^ZIVMx=2||R1_a5;n}a$^ZQk1mpbdi02n&7i|yz~vnD}9
z>?5HEY6S|g$<i;GxNURgGkUBOM@U2aR5hUL<?>Pl>2*mT;0lv94S=5#hrFqE%ag&i
z)KAOVD$&KDor^a=&|eyRi#>6(eY#<lI4}g29wFX;a-&|7pkR-oBgkRB#nYJj2vA0`
z9G~VSd92^<=~}kJ6b<+G`;=Yy%r}WFK6GO;EY)jeE~n1mz*H@?7#)e(640zrjVptA
zHgq~z6|suyk(vf_X%$LPg?#(DxQ~Q-9|&PIiq8rn;!07o1u;y2k{bDC)(Bc&HD1&%
zhJ<~zLT>OBRNdVu`w#*#wAl3RTkN+5MX}GaKnOS!J(<m0tMBF*Bd$DIy76FwnYfFi
zQ`GW|iMw<DTC?wik&ERTZLuuX!7)kQP0mKiIkX|^n&aNSYQASTYC8?BoXc*AgoZpe
z^Sx;;oQ%)LHO9yxtETXdn(<v(x!3!sh!h7}njEBzzHT?gKv1Z)c+O+(`e<b510Xt#
z1Nh=EepgzlOrycO^v8s2^vhMyKLq;J!{Rt<dC;^&qN1Sz#YHjl&zrg2&cmTcjvOB;
zqu$(;v7zm`>x~c3xXmn+6(Q~G8SbLjPRwqM`YDgjuiCPg1{b-+hDmE|$Y}ast_e{{
zyKlD6b!Q-L^1HNkC>t9Tmuao`TUZ()z_8KMyuC>AkIM^=#PHe@{g{QwBb-I6eLUvp
z!^XJBcN5yLIc$U6s4={PV&N@zw-m33wmdT{bZaJyS48hTnwy)uc=(6P)#zr{;rwF>
z_54J8!>QAULMU`8EAH2OBQyPE%Hh4C+*)>K6|TioRmsyZu+~T!MnU<%b*K+Lox*y-
zuKWPbH|x^NP0rEbLB{j&a<>;@EVW?xEtX@%LeGAV_q4M1Z)~=$BV<`}<&Vtw!_H-w
zezbCQt#3q6YX#*%`6e0}PbL6ev^u_PA?o@C$JI4TnLr@Bds+3kX+>!pC1#!E%}u0}
zm2e-(kb#@lE6K?1W%RFVUf*JLlMPpD<}S2p4yZoyrP>GW*11_NNUlNj(U4zaSpalq
zE^LBSNI#FgX^lawh~-FJn?%!OG$0>$-7<tENLw^CLeZQ%j0)%`WO+;t9hGbGii)7`
z=Uw<7voZCMt5ys{CPL8ZrWMMl+Vm<HU!z*yN<`}OXf8_tdS>2z-`<2uKf#k=_I)cm
zH|Nf!%bX&8)LdL^CH>^M^sdUmJGYri)<#T?RYVACeP1#md0DV=xzhtMWOfSHXOR*V
z#_EmiHBPk%0#NsKbIG}fTk*@Yq&e3#>4y@VQO0**hDb{f1`(U*?M4Th7B4JGuy+!@
z+agMP%su*Inp`l1CwQX@YQQe`^2hvu(wf4lDP3gAB7hb_k=t;aPeD3uj#It8n`}bd
zo)84;<9<@%=C7|+7etV)e>6u{ECLw<J2z2IF_=TFw>?AEd<MDsYAKEC?s^^NLx0X)
z6(6DVyjfG3$3Akor>$O5f~tuZ>WMkUD!H{=Q=bbI$}<p|{PC{lMZdPtx7NmCx8YcX
z#Vvxx{Qq2``CnD<bs!v<;=Q=cTCyWV9q^@(%n6rIP=U#S_;zhpU`k4nljBQOrvSj1
zbl2>IG)edqunoUILx{ym7g&W}4n}cv-#%|qvN2B1SlmWqF*RpZk6T|8PD0H5Cfv0-
zmhh*S=kN)LBAQHy;F%AchzVES>H7KpMlv*v&$V|tPB^JL=FBMP=6T=k>g#RawJGqE
zgp3Xynfl4oo}Zw$3Xm4LOirf=DgMyfy2kf5j+{G3hG|fsg+ggHn|D#Gf&ueEN`C<K
z{%5dU)9Z+Zq~J>go4(V(zwW%M!-7x6S0KL81#Ozzs11)AogNDIs)iNTOh5F!_H0gL
zhke*or8y5T(clm=vRnDMr%`;OoVKpL$JD5sFqU+pVDqF_cjU#g{_WmY7?P7J<>!W0
zj+W*wCSJr$zkL)8x1>Or=B45fbL;<S#jp3Ro(Bg7q?RkC`|?>iBTG_Z>(7c1)Coae
zU;C_x1;j1vBaK!hyjf<kXH||VjT*R7ifpUB-=uGl{_d~kiQIfju;1HAgLK5VcBtLr
zd|E*jim`-Gtu;DFLjD1o9Awg4!P=1YTgBt>i^@d7w|6>I@TVmzrSbU^MpN-WetnC_
zYFxlfs^0tFeo)QFQZXp=3}kl19gfV)^uL@{c%5H@eyCb#>RJQYXNyy16VNgutpJ<g
zMA}t7vz2vXDJyj1Xr7nrCF?V7;vb<&IrZA8N1KC|b>xVR;+l(&=R779U)Jwx<DY|5
z8m{@3eDfZ4G@5)E|E#RB2|)Tuxd)%hKFuc2d8|n;+f2H~9CEm&Eo^L#>sqUnNn`sC
zzKkCUad;ux$kQrv_^(sw8(ApF?b*}b5mJFHogYJoYPU+>99(scwTD~|kl(QIf9_YL
z>e-+i8IFx@riM$ZtkX{Jo{TFw$1k820~9$xNqDpKdyQ(No9rpBOaR!z?aNx;XQtyd
zh}SOo-n$Q#eUw=19yMk9Mq&urR<z7qf)5S?X+XV$SQ!7RvLm{$s|=~Kgx=kR?}S&C
zByRU&DusrWIpJX2AHcSo-A*}9m(e1X`8CUJajVLQtvHmH*{P<`rnnyP+L7H)WOaOB
zcbWHIDA!9$7e2ZjeTUDKVrGS9%cp#9+OL{mrarXtWXI&cOXgdSFY+p_4}xe$EY0um
zp_ZLxiNzz@rN0)p#7f*2SB^c}9(Le&4db0wtY7o@ibBhv{W+}%eS?!{^-91F>@2f^
zz#@A|U*vh;G$|wk7lVx7^d~LWb^xehGP=ZqE$6OvzA=u&gJpD@-Wp~GTK4~C6^FTm
zX#-_J3-O|DbzV+cq-tr<s*o=zGfM{5^DMRUlJ2IyR0&754KCu%MHLzr+?q!c8#6EI
z{En}Z8(SJmHr)F1>228z>3Nm-E^}D>VyCC<3+YUMEmf3VO-xK(Z#}c=@+qj%=V;AS
zvsVp%R&}gb48P_y*cYSJ+l#R1q*_=H9$K9_)^ep5gN)Ns$mpTS-)n2KQF(-rXKWtf
zA^Q4$kiV@p!{4%mDinkL>Ex%JTl)AG^B=XiF!kN&HdPwi-24X9#qw1^W3e1}opP_f
z;LLP$Bh@L|9d<PyPo&i(au;&nwazU=B!YUqAr5e!Wn`+Kk0J8KXdUL>ibUcEPbxR(
zaFpMGOm2h^jmY8*0;qUvP?ZM7ywP_<I^%quv(3J>IB(5VEiM%c^mtBn9|j81{1T^R
zI;bJSoAF~G_qU$(9u<w=b6+);rs}<i5@fzjOquIi?SOiu$z7>feYnYaC|d^Fk2r1s
zA>{zUix?r@z4Ln#b*+@%wNc@%|Fa4Y<I$Ya1Pes;cDZw8;uHEF|7b_2qWFq-GBQ1b
zmt2Uhj}%N*L$Ggpry@NZb==6A<AO48xZ>)cX2Z;=eAL|)Q}x<|SG6xf_S+2hh#PqG
z9^;DP(7BHcblBLBH^gQn9go?Yai(d7UL~7rUsd85CG2T&u9&$7$=H)qgS^so{jKq7
z5^v<Qd`g#mUb&J;*V_5K98)o=C%0GWxZoS{q^*+w@b{-=YtKb3MO5edFnMS|J>p6&
z9G1FpdnjCb_qDCPoHFh#)Ht^XRthQT=_)f*3>n^@XLswjo*}FnX{QN+(uZv^OxB5(
z$x}9bLKwHUS^M;32|IB@_9(w3N=RDdBx!}dzLeJ5Dvld1s_s7)xZ_D#*%dp89&ORZ
zQM1S^VDPI4k65XATy-t&0e*w)5Z)f$V?ovlkN%=-eXZqzUMbGl%unlnk)U2e9T^o(
zg$Ojgrd_lN8o&3IDm|1qHC2L;-72g36|UjCPd99}PZyd}kr=V}`vbAkOLnT)oT)O}
zobUZRp#hcH6d>?fcs%DXT6Ik7{xtvPLiHl_;}@!t+62qzqf747vf5pwDlgeu?y2S&
z6oyFiEA<MvO_kQ}qBps2sjHHqqN-V=$Y!!ym^|=Q7WCby#|RX%5lOXvB-Qp-KeEsv
z$ny8IGJZycn~g6ua<FU$ZtpF%L4ZWxvj&_>or)unz?JUiR!uoTk_<F#P(9Eg-ocgH
z#Ffe$$+ah7_G)`)YUp@SPr=xB7<GDZAyl$ff_YgBS|IV88DTw0#m5q;w@AAxojyoJ
zPA#jHaGZ|QrP8_AG%bCqWgg)atx%o%gsK-7M?_k070`Mg{RX5y>=hK{xm|mp$g;>L
zYj}8Ak1roG{4}egqC&hH7ry8}5DMI#;ymNTy<~sji|K=PTF|#7U{I8{bS+3kG3(c_
zUwXjySU7n2@DjItM9ScgQ-hET6tFo;)QT2m4wa3b=$-+@aI{uryM<)I0>`egR|s5u
z0S&dV$j)Zd-PmNT)St}ks1<rwjo*-7NeO_nS;s6s4%1WXla@uk6BAviHnl)6tDFg&
zu4jj}_2DWm&*BT~#i^Cl+s!J64>tulrm5TO0RdKnw-PknKUHCB#5Ov6_H33w4vHL0
z2h#sj27?$u$g`>RB(mFHohtagU|Z=qQpg9?UK&rP;asrjNuNlcx|s()j+O&%?XONV
z^njio&bb1F=xX!pOf*us+*@qV5tV))d9MJNA+QkB^Ah{2eH;flkZ^M+0d1<!tAynf
z6<cq@6tFU;45Q?YlNF|bDM|Oq5E*yVOM_Ku^@`7)J)6}7^ly4#y4Ep#=0es262=we
zUrITgC2}#WQTr0+C=rg<jOWA5qb&>h`E!8)vxOu@+c&UWnEBTaP=J^TAFIsC59sQL
zMYH278^V@>(WehYG>tL`K;j&;*j0BrKEqdmbf?j~(hjf-mU1vizTm18b~0Rj?B%-1
zs$J*^)sHJ&oJzY@Hc)O)P-=%1WCY=@Q4JA9E?|@AsrP<m!bWCfLpVj%p<DImuMG%J
zMG2>ChLT>}Sp@_H=npj|lIG~n(?JA>;i!f_Hqx(J?tAfdm!^anRCC`~hirmSi>&kZ
z2kOO$uJ!Xq3hf!t=+IfKY`}QYW&EQ0v`w(QIDzc$k0SlyfTr;prL)%192l$;AqIbt
zjEJ@7MWfsC0D)pRzw>DjT5j2UQfH8-3TrQWr26HHrkQH_mnskYXf>@<t2(Z{mu5@O
zbk$S~kD+XvY8{elDK{i_+&O)Js#!`ldQFw8G--cXn*vD_cjagp(X7zPo<3bSXRd7e
zx!vv<gmf8#yq8mU!9LXwAq)JdrTmmbx9Q5Mh}-FSdwigurn6et54U<UrLPtHqjACq
z<$?0l`UD&#6X1zz%y}If2PH8b3adsy;P2ld#^IPm^rea`7sBK%tCv$Mc73b5ouX}>
zb|b6^dg)ocxm;vpUyJ51)gjv94K`)2Es?TM7vaVOPfZlyw^P*VCn`4EkotfsoPIkM
zVcmWIL@svna~TSFGV;n@ZT%{#Z#>~f(5)X3D>ec`dYQVM2~AT$O^e>-RI#9Tv$^c6
zYDT+ekm}8{8r7YBnh&Q!Z`1pw8*tqBmWJAE$(qBPCeC`&jWP8&E)KI|W0_O0h}2on
z+2P$hfWOBmY+i&*KEv9k)_P3)gvkRXr*pTJ-A~tyG)#EQtikHpH&!JM=7(z;&{Vp|
z&^pFK7x3h4Z1(m_Yq_=gKF}<kqGQwosI3^5{*O~XG!2SalQwSIM|oMLd}AZlulUw*
zyBgm&DW_1>D+Twk0af8&wrJ}l#}1vqwV~x=8v9kC@2e5ezC~B|i^@0hI|Z2)Ek7pb
zdblb+U^99!O1<tQ{=rOix3rwB<Uh2(ip(K?#=l8>ff%<j&hKe&I#oS1Rh1plzga<#
zR%=f43ed_hZ7sgeBUWb!S8v1L@lJcuhf?eB=)1=F$#0e>Sklpr!t779Q@vy@0!EUD
zKU#Fn9x&g1->d^qcE12|j_(v=4I}L=N7`dZN;2TrA+bm2rB7BqPE&n^2G`m{ysnto
zeR;5Z#m-olC0vHY*^J&fu52#~lWfC^LM3-g%LB)64BX!fZL#{_|M+#zUX(FOOPsC+
zmDYXotlYgHO*ZA}ZKA)vu6ud{WJx|hFq<gzX6d@$NJ=r+1@*zq|1e(kzISJvhE2h}
z=$5k;Bmw@t{lAQ;6gi31`+&9ozIYqn+9siSXl5OPbmSU1>Ca!h$i+<cb)5b8zt3z3
zO(Hi{&DQf%jKnb?*MuCqk>Oz-?fWuGroq2z?koR4-_gIO%`6`IC*C*1>3r>%Pa@;F
zVSz)HLR)ORJG3K9NB!sH|A)Jydy`D7y;(6;DA6+iz5Rbp=6rqlcLhO6M<cm;h?#TU
z+uJ*<VT07ZwBNVVlT5E%NeF-_|Cj&Su=e!n(|vUz<rpqg6dSluFgb~2msCo8Uf+C3
z&!TGR*~^#tdrx`hgO(K+9}hwg|7D1_Z8hou&GP7h1Lr!__r)BdDgO8T^z`v{exO4Y
zfrWffx8nM5<Y=3-^pVon`4St!d%Xj+{3sNvn<vrI+Umb@_~60&_+uLy{We~GF<t|F
zPu(>gTjZcRR2YGK3Q0Tu4!!^1)X|woaDIr3Q3vR7M_<*h`FUr{=7%caoP4~}d<Y8d
z4T=Dy6C1#Spq)-G+inpp;oS{xDXO(DaW?Odh@CI<6ch(wSdfK-0sr&m-!wL!L402l
zzgxDUj{Ltlsk@t+uKrIB>i=%PZSb<KLUsUyxCm(ZAI!13qDW9*g~wYEnDGSn5(e(H
z(%T@3)DgE^<yal@1zpsfFfdSy&)V-+8vAbr@0Okdaga)%0SBNBC+{5A1A1!U=Z(tw
zpf&F`jI5KCQYiE)t~IW$t$kB`?C#~m2Hm^CcRJG6gbiEhZ?jnP=oq+6X|tG`XxU4v
z$};Cr&u;NN*x@TC_Wb7@dTCazuTtB#C*{`{-W+<gEnRo?rHg381At*w&Ge7ov13Pg
zvPh87oomxt0EWs@b#-$<nXE5zAg}%Z2E9I;8(SuE(@W1Nk{#X_?z`G}fH2?n%q(>F
z;kUi4>R9gH9*dTZe*Y966%%{<d+}rGa`-~9p1IW`*hhJCLI8Dmwrt>h^Z>^$57>ue
zkCn52e8|iC2(mg4-Vw!)DdIcVg3=-Agz{d<hPpRR2#FQ7lPf`Ph5o(e3!vBxM-U@{
zHDd#cDZp_bfr(x8V*wvHo<q`TU~YV8u<~a}qIhmJ!{;N&5Ph_%{J0ljp>=j5%W5FB
zDzUmhl(ex1>e+o!l$ru@tgVL2z97yNAW^(ZhE3o3`e-|umRCjWX%?>q=KY1FFj0~O
zX2cY2cu*K#X}KrO(LmN<Q$&%7M3j?(!I;Kg0hdTUXxV#D-g%<+^={&)z5*)^{l(!F
zvWo<~)G69rZ{~bnzvX(loWTqq;?cl?GY9|f;LmZ0GHWXFSLp&b{kQuM&N{I(2rF4b
zN05UsWtSkLB{A6=-$jPpa^+;lvP+@?P|0<{(OLjV;g0MCSIudc6q{@QBAD4*4<Z?X
zAU$!Xw-7E$t(Y4ux}wK^7&Qoa843X6>T&uakqx3$QP;?T_|x90C{ao&IRDE-DQcE}
z*rvj1K-^vfSMJD(6W5#NgEH|!(_GhjPzK<j$NlKcHHCy{NuUyYIuHUKkc>go5osPX
zzrK+<y1=uqh!lp3)F$1L=Qnv?JHsNX`hng19ypRPbm^3}&=5qC_A~ZAIw-o*&d@G0
z(tid{t2~x+FTpfj2G#iK!lG`}N;tcu{d|<tdilU7J6)LoyryaZScd~P)g=HLV<UmK
zu1x5Pc_{s(;`NxQLECB^IPj(Ad&T4>(ydCR0tEW~yLWd$q9YU-FSAH$lUC&vTzc%;
zA=8r{od+Y9XPN=QZ3qM|v+f#m$P?+W;^kGWqc`8{FiLSZ)~>Cq8dz4f){R&SR1Wqu
zx<%ch%^aK*06a+rVX@56sFg*wxxVTT4-&9MqIhySPGDc*fn2u$Bv0@)oyLKdS-=Lc
z{_fP4^P5B|N+o2SVfk-vL@aJ$AiGlc4q9AHX`l6RFF{t}4OY`td-z8Rb*9Vmd1yAK
zTsQ3-ST1bCU&Mz8i4gNN-*S(x_j<`#OrMAO-5&^g9u%H}E~tL}bE2nz^#Ep)_6Fqn
zJ_54j+4a6Xl2Khes?Nz;`Ta!-M$Z$`7{H+>!`j3vq@5}Ss!HjGwq4ePfq*g#SdO=x
zy4$7E)Ds>a9!t|vtDHc7)IyIHDBx-XF4BV$z_P<GS!;(;L8V#%U+E(-M9iH|K0#om
zdtN9$I(db-4)khcKf<38KBuf5A0905FOd=x`{`_ATou|sXCKR*OMl*wY3tG6z`5A-
z@kXG`pE%zpS@+2xN05BX<g&9Pmp=Hog~^3=<6lrRw6BUvkUH^?vvRQYHaV$o@zP!d
zt7(5brRh(_2{V+A80qj-_lKKV%|LbkBVO&bh7N)=ULaIPHW1f32icTh^F&KU#neO|
z{k)vAtg7R6ZjH5NKKey9I&x`TnT-SLnTopi>ZPheHC3(Mk0eEH=x!;_%Lfx{0FL{<
z2E^eN5Jwe!?MZ`7Ji4IVt|3yWmn>3@8`+{X=%N>E*uJD;1)uU}N#x$9zpY9_!>S*@
z7N-wi8WoA&htC}w8%=up%J5!K1(II&gZfL-fORGx=goz#yDMR~wj9n1weG!hd!h7F
zs%lseDOD}RVLG}`;(re2y8cn(+3fXTUDM1W=Rrl&G5XZl@?g^}fGkI}w7SMGXEn%$
zU!qOULZNwymprv9Y>nS1uJ_c=_&WAQ$}q4ufY4kGy2rzP{ugoLb<s%P(r23W8&M>(
z>%zd{@VLZ8wd1xYOBJ9qDV0{&0VRtI-}lHkJRUTW+b(A^@Jk*oEAZXx0h(QL)DaVV
zbnsNl5Vm+ccV^%yX@2tEv!KTf{^!GlbEPqaXEN1f#O<M&zVm0K6Dq`RU)Sm)xcJ-f
zgCPecZGc%BIzNUR2$+oQs_^KlTPTKirF-;ykAmE4kEq@Qu5l6gGcRsxaQuCc``=L=
zfQHv1{^76UGgv6$hElx&dDh3Ne(j-Dt?*DGG+(RO!%uV#Q#h28QbF{^^H!k%YC_Fn
zHL*K>IbWXNXS-SvsTO0Y3|221{kUpI*E9eY<Xdnff|v!%M}OdZXcq*)_eIQim=F4a
zux2R8H$v=vI&v<MkrP!7oMM7^Lo*1=3WeNq?-6JiL7#m_Hhb;*t=%tAxP+&F7#+MP
zg(<s<dLLFD9~!bL^L~q4$tpPMSSOE_$u5w~g$>=e+1AsvS8Z$1j-!xy>60g(O8}A7
zNEDU6pZMU^GxVfUNI7(?Yv6#i=e2vqx5dPEftrW+nY+wi^i0q0jb*u6h>l|(T#XD_
z)00okZn*ALqJKTxD`dvJTm;VR-)0nnU^IzRx-3Ev2hh^FM1C!ZqAClt^!4>Ab6T33
zqE&LIyF~>Nat8vt%=&5r{<Z>;-a$49ZO-sP*5pW!mm!EDWWq<(f)_!~co!|P|D;#%
z6&X9<XszCSvsV=$Aua61y;*~V6^p{sYuF&II|0}`rJM_d#CM=7z4%BzgZS?(_y_1;
zW~5)wDdq<yPVDX0T_d(_BftV?Bq+Cce#G`z54!;2)_2f24~u!_-5|v1&wSlUUUwc!
z2=(;*I7-Q$E(`)0t_hHgQS+6966z4yA{A@g*juYu!;#1wKkJkJUY)e82fzs$6s7{l
zhDdX5G$hOBchBLwWdhX=6J_a~qOH=)lbyNop?vOCf{&*Q)<&8GO7VE$&!BQM)6WhA
zAXq!R?t$99u9$bys%qbFUezC2XRP+eV<@LD_^tG0CEiwE^|&Xc^280+-ExV$CQ19o
z*JYyeV}P~;<IsbP)9f+nTKCs%+X8~J;DQ;-JxV%>9(Qv*UG+pE7{gB&+D<G$mQ+sv
zQ~c}L2C*}T5ZP(GT954PSWvMAUuNbOKwYMSRul+4R9)E&D0dV@Jtx}E`WTr&><onS
zU4lfl3H;9oa+!ssDMmGn!oayaoYR9mktA>RDgR*zoIi8pTtqVHg3U`nN5aw>YD!+L
z(Y4CQ{k3ci1(RCJUOh2I(wP-(+VEwN>wc@jC_gE#bzbeF=cmpXnh?mMl@3ut^p-ux
z&p>3<17on#!^j`6qk+Mypuhb4OGuUr2kthOfBkJHRrCQW1_lnI1a{L+iJS`}nsgt(
zqvIXG)Z_sPi1d*isJ>zB@wWi-zA4@$?rZmXCjk6@c4ysrtwp+1xgM=83oBm!u2f_E
z>R0ZP6K}8CCHs;sFs(}Gc<qde%V!Hm`$Jr<BRt}b>m2`k?dO{{`()(U9h#fXK&pJx
zmftVZ5@GxaA-rG#G@1Y4EB5hbR2%nNP_{PLI{kuK)&00;5mT6{8BYEEN~X<vul+cH
z7~fG>DV-M6Z3_|?GJ1-09-8p4O?`X}`cxP;@)~NYo!s-2(%z9(xNoYZ6^$3)Iz?0J
zwpcIrx)V2;7eVaXB9<fj_kAwH*)K8-UX@fbcse6Bv_1L}ZW_u*_8vKEVEGX9+kO6>
zDl^LeFF!k?{<q`5>;Hq!CE5>4`8x!iH(5YgR5zkc0=>s<&Ed~S*IE3fx+niq<R|b_
zZvuDK`Atc<^}{86;2pwQs$zeO;vV~YMDogI#_oAt5%GO=<u7KsIN6_3q%x3I(3WYJ
zXV(z=Ou?`y%^8vr=Wt`lre&hP@O??<vsae?{2lbz7V_^W?BUZDZK^z~%lGX(pdS)i
z;@o~8wqMCBaR0w^9l7U4<>^*UvRg?<b3pG>YuXmCG<WCRoP@E?@6~!?BbM&QVc-zN
zjvN(zx7TOYST&>;Y4n1Zg$Y%mA4j81cNC^hSn<i$*(sckWK*bQZkFiz`{hI*aP78c
znSbD-ZNT%a^r7co7MFh9bmv)y+s&*V!kxJIP$DqzDts)vLqYV4xOmZgN&fLw{>a(f
zmHIBL$ocLpPfNn($JJV8<%Y*~LuQPX1OCpPT#ots)NPKdL<gT`e5aLxkFS?}M~|Vy
zolCUfcN_is>743ZcMtBzq7lohqBrk|7QJEvzQ?u`-DT3S*viW2=`LyxRA1nE9#qbc
z%D@vf%ezFPz`tKqDZk9$AKgO;sMI>ZIBI2@(52<hyM80wF1-q-=akuT>4OKN7_=I(
zyJI5jQ*2$&+X1ysrUfH>Bq}@nNndw~<>*w><ge)mK0~R+tg5^=27pUq+w}jQmDlNY
zN6a*YHEmV~MUDa39|iDQBqOE(wN||FsB5CQ*tVyK&0f8`X@2?w0QNVXopVIddB7^i
z0VnGbK}=8`RG3$?^x!8>oX`a%a+msNoH>Zv`c9lg(n?<=8-PAd=6!i8zrG+tKFtZj
z#%wtCcW)knPJaKfFiqjVU}zT>6OyMbiv@cWj>95aKW`bqqriFVEk5bddZ6>q&fHab
zt`IhIeOh>X6ii(7JlcL>9*l2*1fY#Bw`M4C_^HXq%P)?RBSiA8w7Q-3&xO#bN^0hr
zF2IBBe+ndL*QZUbzvm>8cEJAcEQ;9vtLDWf)H>MJj39U2k#~Qr^@A)GEzDF0qV$b1
z-uY=!4qVl%_IP-hX27jOIHXG&SP5Ji@1o;?YI~S%YkRAJR(7d#cztfayQzu(!9xdC
zy4@&QQ|lCV?$|L8dJ_jY;%#$(Koc+09tgi#=|$ZNmsd$y5ei^Nu8`v<@sD>ZA5&2o
zs8xu)^YHUuazDbYy%goqSJqCPwSSBMaC2zy2r)adi1RV@Mjd9Vy|;hT&deTvltL3h
zd8H#uqjx+;D6!g)B~0BL4x^S#b=l{RzPWrcgQ9s>Um@8XHdP^v$$1Z=|DrN}_C|GU
zK7fxC%-ZstO9af+S^L=1Gq7Dr#q;1&vNLn6f?r)JrCAwNne4>U8!lY4Ieo&w@|<oj
z|An$98SGby@+%!VF*(u5dLQqNA*SBUnvO*Vm?Us6Y5@73o)X7_jbh%6(d<7begI^Q
zRsRhl91ARW_y<fjIvF^g18C4GU_&o03oP5=l&qcK@v5L9E|O<O13Y@vdOCEL0cK~^
z>*sHP@XvWLp)}E7PXJMY7iS%tCwdCd-*#K+d@39sb`^!)WzQ-_>5Dt2NF<3|1mu8t
zQ>uI@Nv--0AVKT*xpc=+eCiicMVk33&u+k4<E7OC!T1WNmYv1$iK<!wYRAxKKc^{I
z4v5u#^Jt!*pFiu^1<+Ndi$`-FpzG#UJ{}ZE7z)rC3*fw9H`9{jVH3;%N)L$CZPlrA
z8?1Rx2%7E{WqRuz<g(se%{F*-{C12F3wSVR)=F;nB};f^6cpnxgIK=d&pZ@`XQA*#
zy$x^+QPQK!xYq%5g;9knAgL3saC(bK<;AEj2f`xQ)pMEg(ap8_Cyc>h&3iB=^r>3I
zw)%C%NR%4b@11aW?1&zvuNc6NkiO!wN3_QLT&9T7>H>=2Qx_62@Yqi&)mb>4a#dI6
zDToj2`e?#h)N2OCi|h$iXD7A-T3?9>dS4tFl;yAA?@z*8EHt*Pmq3^Dw_}B}IVm@~
zGNXDy&$^41t7EZEow>IEC<b)LSd0Qu{)SCoG{@Np3#267Xcfr(?%{@2VaXgHOq%si
z<3QfY0}K_I4^9HN^r3Fx*lWOM?*J!LWMhYO<k8*N|BgtE0EVwC2=oD!gHmn=`LT8H
z$%|kw)NX}M9%qMujI+pbSP;E)qtXjhm-sX2{YG4~0%zR~ARpLnk<~m80x}L+3u@aC
zjLIq7!5(KNz&tTAI4S-4Cs0&hU?ZkniFulxIaCK|DC&!Y0C*SgLFoP<1rOvZUBP5I
z_AU)LXu!bNkPm1(VScwG<|~jM1~hzYfEKLW<Q#o1zTA2nSv*ntd-x=-`PL3FhY=|L
zg4d@y7ABgcav|H?<$>DLW91lOF^NLBx#>3dl6S+nm<+=xqPgz)K_LKGqEW9*D*UbS
z7IygemX;1Jir!l=V3WP+a6E!eOq3`nikMnu$T$Rl+Grptsahl~A~uOvN3(PE`DgmW
z=gbBcU3R{r<Er^jr${khF~!nf`wswnzjWuLDriLj`IoQs>s1ghxb-1;fA>b^Os9c3
z9$_~E1W2=p5dvL~C`1<^%2QR}+p7D$b{ZhOV*&Me%+v&Pe@|1Q99Hf#<S$ABfG2m}
z9~eq9b-G`=CPp<fZ3PVCe4B0Msj+6n5P9=ej%}Twf)P{6AR)4kF#L?h{zF)?BtIZt
z%`5|eMs81qJkQ|Fyz^0GO+5_L&mwrHE<<OCozq?3mh2nf+u8!XP1DpDZhg4%ZPCC1
zED8m<e)^)JIsJgqwi#D<cbPxT3-Qt+&d$zyV3>?KjRQL*?4xDT1c=iofk3D}Q810?
zs5`a|0^Zg-mkIR8rrIcwcn{%<^a8A4s#YTXq{lO#4EIdG2g*Q=;nS3}!+$XcfMg<^
zaK}BWsnMYT)hnHiOV@JOT_|>_$18&gl%Ulo|D4N2MSv0^=(*jLAe#k(&y!ZlUM6Xk
z=Wg71)<p#Tm^8OsSg1;Qe)MKI0(MwR@AuvEM8HQvdP^Lq!;sVc^;r;&x*s8vK=31%
zW8Ws}w$`r3K-7J!#+QJOiKTibZ;{vSzPYcYZZ@u5G=11G5caKagg+2P32+3LHZNX6
z4G@eVq;bNYpLEbMBAY8gQr<kwmOv00pQ6c*xf*On^rQj9%4ieJYEp+L#Mp`FzIzu8
zCjF-M_;jy&c2-#C0vJA9)=O4%sQYslWql1+Xj9o55=B4pXR@3!J4w=?7A$bA2EA|$
z;6P`y_vncTkPwWTSie~~(s8OJ#@S;#tSMi(zw51ulyVG8+f<^e0+9C*z0mnP%AX@Z
zx^O%R#=RC^*AN0!^wH%q03$cKr6@^Y5Dkm@<O%xzKPmromt?)mYWMQ$_w-4tecrug
zqVG8cDR$<53r$_W`=c}8LyO8Ns_=F=YH?J!D&8AG)7)Rgz@xv36jf{nZeto*Z|(}v
zK*%l61L4V6Nj6t5UGmf1tEMm*3i27);{MbbcUHq(IntbSO#Zv`+TMb0O%u~Ezcz@{
zsVTASvO-;wc%|wsQe6PS$(9dBU8x+Pw*{4Hu7$sUU2n<Zq2Q5#>Z7uLN)|H0BBM*{
zkArjW>wKtpHxW!UhA5Q3e1zDEFDoy{ZoW$5RZLzXT??caj-{Fb*5^0@lE}#`VDG8`
zZU1pDNT_L>!}NgS8}dsPOeFdLI=)!$6#t9pz-jVfNV(eM<6)CAIJT|ZyLyE*1g<}L
zC{d*TWxDuGae*rTA;3;Gql>&AW_a%tc_3y&6m8W-dC{>WpEOhXlk}mwWaOVmjS=wP
zk7mJc@UNobG>vn82zFdpf<1Kk3n1hLe}g7Xl>s@Lk7&j70CkiHoS95?8}i!sC{gYN
zAmZ52i4SD!jnO`qF3NR@768uk_>5Pm&@s6vtBmbfxrxu`=2imauT&XYZ5jfK)V33a
z8O0JGko(_*$jjI9ey;&)Q9NFvvQT9v=R*9fUUM&G66%=gJ>P_PWdlo6-#y_f#5(ms
z;!Y37cZ$4>rZ2%;#+5_1+opX{RwwB_YJm0!E4`trn0u(B^!7RTKSpxY&Zen~Gj6v>
z$yiQcyP{sOZ`SL4Qd4@x5)y=TO;c6<xB^gHBECq`tY0s}uN5C;QoZb#)pWe<Ii@7>
zPOhIX{57S?Q*AQb_uiXaeZ@F0Q2s(i#XzZc3&Ck9wy*s`R7Eo~|9;uuq-w+Bz28mZ
zi_(e^JB=ralvjqoJ*G_|FY)L?)&0=pHaEBuvp|E`jJ5#q{}#s8bv&+`eN3epR^>kQ
zswEV#03&&;iu}egW)Gtx#Oi1Lc`(pE;=E>$oJoiHn_f~^nIwwd^r8Z1qIOg53BuJT
z=DFFnVRM6%?&N)Jw|Y|onqxT_sd@&eiY}d+gO}gtqh2*;6{YHXs=_pUcgXWc-R?>z
z$$7%Vpz8UE-aehIRG_p*rEYoo^y&3NT^s3QgiT)!7Wy*<q+%0VfdZ&Y3H25dL6||D
z<E~BGv!(DYOyRv8vaO_aV|?7E=eAXaC~C|{>58foCTfK8{MX(_025da3Zc|1w?Phf
zch7;^!pXWy46fE&mDH>Gn1%ERDrA+dyKm3MdDwqH;XAEyhlqWaN&TtrOz2Fzf1!NJ
zYID3dBlfH0o~q3^U_U1loz|{p#DX6wm^9qgj#6ALwy>?!deYQ%@hY~%6kT9}q^5hD
zd40Uzeh@{&SwUO7lH;`}h7BZEzetLm$$f4|Vw|c!`QG4waQ;q9w)U{G$F=^~E{{3;
z*7YX#mz^#0Dvxli?$7SM(C-G*hI%}ec%gdd4m`FO-H#m`%ZXP%7D!kmxTQUOhU{wR
zRd7e5S%f(bvo;`W<Htfm`4;)#V4_4vE5-Inx3_2vPAmPUk!(S9p)DRU(l=McAhbIe
zMlJ`lF<_ugBwV)LG|X^17Db&{-daH^D|PzWu(F^5W?bFL2QT&ZFv{*sE!bS^n6Oi5
zeqTp^_{?>t*siuyJELyPPp1?gxLs?RUm}9jccSP~i?K`GMgI*=VTW#QNZ`sDc1K>q
z-SU-F`2|cIO2980>XK-PR$FC{nAq>opi$3=nT!UNj-CTB&ohic;Q_mDL+{j6OXP$e
zb9$5RA>c7SIwJk<$W$;^sF4~Oa=Eqr*h+x&&N_<9mpyMjxvkN6DUY?KhH4+5z@%0C
z?I;S$Z&&pmitp1&18pDw`32%9y;Q6>mo=s7urGBO!6LGX2c+%F8%rfj)gayC57s-Q
zT&7&LU53uvSWN&)^n3a^%gs2be4W~H0Z7&CF7W35DY49p*@an+rfr@Of!KiZ;H1PM
zPnUZR;1>wKZB0m3hBOiAEsOL&HQx{@6ukuum)zU=u(jkJ9CrbyC=D{i!~5>Vl;yKF
z|NN}!bwDEedW-DpXWE_(zzQo+CroO(?^`do`Z+SXl)E7Pq1y3+I;eBbr;xWlECS?!
z?tHrT=D>j#-W21Uy~M8nb**oNN1?7zS=p;URrp@lZ@SOt%Ri^o{MwfmX;v_XjUc7m
z?3(94IQgyl0=b0#^AZ1l-SSOoL(Y#+Lvdzyc9~soam;euGtRN%X4yC_|A7`Z@cKPg
zO)`64?`G{KbYXn%u~!nhSbVVF1-BwKyP6-=o_=D3Eki;wVr3>dN{98yhcE?YTid3-
zkth|XLYUdY_EqcGjm=CKSNjK$&?Nb*e46xpO-2HOQ=4r2I_THe$L0^-n;o{d;q|G#
zza8BHs3NOcxVGo$6A3pUk{R`YsT$6s14-8avcO`h3cE$FGm9qm6<;eyI$!zHbmdZ!
zn$wg5XKl}i<2)ixDF^YakCxrLz-Thxva1FaR9hN>r@!P``%!j7#7b-`FGm3y7D+FI
z&Yv-&939)|yP8}zH8N10xZp9B)!@xrf)w~fMkm|y#zDY-9!yJ~Zq|Mx;a;R%iTkO{
zWXq4$-?+t)D5H9F`Y@BH6vtk<b81V<>t;~@473E#cbJICRe)r7WePnKfisF|2M*r0
z=l4K;M5H`@@s>gSV;WXozq;K0VMmD|36-bAF;(0zwC%m+oEfxA&<Z%|gZk9aw^nRh
zqJPqIwZH9Fb<HE5lYX`u{O?gJ-CThCl*2lAB+Ql%re)NKe(qwo&e|#lY6U<+|CK(z
zVAlDQNqO+hFMr1S9;$dKbdG=)QU)X#&eBk$ly<l2GOF9Bnq}2(@NVlT>X1=*T8Lbn
z(i6mO8?lo>=lzEwVsZ&SA$=ZsyI<DdX&wRNOY<*KZ8sozFxvB_g&Vlmt0|^8^{LH{
z)H*0g5(~N2GcIa(?zr6Ty9U|aj@_dY#T)~wF&e)lWA$*WeE6CnAdAZc6WQ)Vtu~DV
zNhVGLh3}x5O$T;V)7fe_dk}0EaG^6J`dr<m&m_9KCP;41;$-as*Uwgrc;BVlL*CY-
zW6`RjUl+L2c`^H^L8qf5;v0|`K~&<a-_gEy#g+Gn4E~?itC=0P_BPs^7yV?ri-}sq
z{PcQ*b0!Nj<b82J6lCs8{tNPN<|oHX>}SF=)f%@ypAqcX@$Q78=>T(odqlyY_d;(3
zkx!4)pZMq7VW4I30OVM=qPp{ko0RA$0-mL$RJyhARn~En_23DY!N>=uPt7pn{`aQA
zisCjfh88fo>*%A5$8J%Oz9g03xN}na-5Z@n+Ax?Gcvdi31OMG4eyO*fMT?L?b?G-%
zWeIA`?z%=dh_bNyaJBEfV2I28*-=QO&2P$s&3^!S&73p~0Q;2#&@^WB0`B!I#83Ex
zJPD-Q+pd_WTpr|Oio|Ku=3c<CTRjdyVr<TMi|n_9R+wxFBh~`SQCcQMH1AeuS@5v^
zytnLwUNr%L#erO@grYhy+-aUcJ9t(aS$XLl@|Pm%ZUxn&#UoYL?iPc9jNAiLE)1)l
zVrX7tq3D9KtT66T-|*f>6oC{w)zyBZs(IGXfmZ8WpFCw(8sOLZ{HXaES{ZtZSx)@}
zfc`W;Glm=uCIRV><>&`pMA@|_|4OAw1co=!L-H_zK^Hl0UyjheT4Cx`UwRnsq6N$~
z*NA7kpu@p@Z05@}GjBHzL-38P1xtl8-yu>Y4cKR<U*z<uKap3lr8*Goqoe}cA(mD7
z|G1nSn7kv=-h>!>UgJUI{vTw$WmuGL_dPt`*odf@AYdUSsC1_w9YaYuD$*q_IasKq
zv;sp99n#VW0tx~$l(f<e-3{-)hWq(F&wKno_`%~Ct~zV)wbxqv#3K~yUV6(|W`}Fu
zwgJPAxr{Ew)Y<J=6C2;@q3ru|EHT|E)JUL;6!l7oeSZw$oejG8FM8=!IX2T`t#|nG
zsk7WXZC?)kL0k_Qbz5IzI-B}lTAv@uw;F(;iq-zaJ@TXzv;xbX!R(=4hfE;-7FSJw
z<yX7`Dv5CZSN2HmFV^%=#QEhsu_2_K;7ewjUAt<BWL2G5Fn+Lyk}Kb(n6MY%Ida}2
z_oq_igPta_TfT?tZ%H};DMe{D<<Q!#brYL2k;b*F)|PX*s4&BiI;gIPTZ^NOxC~`i
z|AO~^pmg{pcAl$Htk9vUs4A<RuJH<}tF&-AT=LZ~pYteq8cz4TmM^r1M|)vLb+>!!
z<RNmSo?nML{T)v}SaUYljb!@q&(~VR1BxKt%1}2~jy%=q<@@<6on_>kLo{qv{6;@7
zjvqPS$Wvg~+O*ErfS^J<+MNY6^#hpISFdLVU*^4_a+gZGs4S&mc<%7@>)agC<F3W4
z(gnP2Ag!OG`OJ4G$a1oFmHge#B04Nbq|djtnnR9N&`HQwWpBv4?Ekn{Qo1>&MgH!a
zjLGRGlO6GeB43_<IP+2{%-ANNk;pbFF#T7yVsV7VE7f7A+Soy=_VNYwTl*}p<Y)Zs
ztGG6f{61O3Yo>MMglF|PZz&yqta|H#iMZO-ODpX+0DLheQ%ff=3a~R_{#%gHvBy|0
z;eSW|2xgpH``A=xB(6&C-*bQrb%h%05UuCtel8r6GQUwj^@-E<h%l4R88)J(M!odz
zRom~>U^?WYeZjI(<+7mTEpb)Uq2n>u99JC?%`9^xl6O%ZrPw~yO2^5=Bl+k!KS13h
zU$fO#>U(G_7Hg81pZyc~*XX%1)@f7LXF`b*CB~JL^^M0U$*;|ninlxJ+Uf;VJj)$3
z1NYy*FV8k{h$#MXFI4*TJN|ar{7c}w;K8tk&%o)y`BcB;J9c9V#`8T;jAeSAeH7*S
zYh$;C!eu4=T*V?knJ#hSRmAJjtCzZq1Fbi@3?mDmur4zNh&qeE;?1YStUc2+Jp3)M
zk5QfE;}rCqIG2-0=$$s@`2xq^TDJg{s`+Tlm%;nOzBBKDai+zqz8=r2LroSCu0p}d
zGQev4Sw(hVu?<DPjfK{mbP+c5bj{F%mV?3gjLQKY4|8SjJ6K;PnjJuS9)BdOtjZC3
z+|%|{&I{GZ)Sp%ihMe!Zf&C@Z&0kzX#1;31&C<4)%Sl8<3#SJJQ4LiWIu8v$;m$W8
za~Hwl)RbiV#Sly%CAMsjhhn_p+6bjQm-(nBW}||tG~HctZ$$d9+0zSqd<o2{G@+65
zV@HufKp6?z|3~}6^7zfYQP!Bg(ofQBnU@Xhwd+hQe4U)zvdT9N`d3x7jv<%+NTO4%
z=Glxt)L$A9Dweb_$iy`LIG=gTOiNLHP}9L}^ga0}93ARZ#giwiI}wb`yu7@L4hK9R
zk(V_edblS+DrkJKDZydZc7+(*2si5LiJ$UZ(sj_I)Ddp?s-~BN&m#~w@ET44Q(d4D
zkkgY64yY?BeN$2TYZ9~<GxY|687B6toX;@TLnrr#R>kmdc4B9~Cf<Al$xP#{(YVpU
zP7AFb{}bF9pGaR<B^HQKCa^R0e17~&ElV>q;)#Jlf<UD2boYGqf9ZPSs%rwqUF9m*
z5t^QxQFdQ^eTD8c>t2HHb-zo$)6j(~_0k<38II>N`wQ#Cxm`BDvPtT*0ivM}87<?Z
z4}pPkP{ELLV0B*g8>J#DaEu^FaOldH8;p#Ca9y9~m>3kQ%A*i(OiXhcV>TW<F?(L!
zZ9OD9bT;NzIHU~H`pl{J$zU0k4e(QeMK|Ht*)RRX1Pvu6e>=(Nf4{s=ZgA8CBPtwx
zjJfHO3uYu%;&}L2q{wztxc;RJGzrNq)0sLNR4fitPz+N+>P*^&e-Er0jYH{gdC&6z
zO63&!8K}4XD(*JUi#&GTlE-rK<fIy~MpU#89e@odm4i0?<HwJm<x8$0-+{}cN6vjM
z*(rnGt|kz-_>=fho5D<2S>w!5J|pY>$xr+dIc`2Dr+!^&@AwB5i#~jc#apn@EZ;we
zI*YV>p?UNSp%`e3&FIhC+p>+z7D_ZALk=9Nmm{zFXbA(Nj;-I`ATNzV{Xr}ZJedm3
ztqZf<jI%iG%JLrYqy#3`D^I2V{{8)j%B9v~)o2^(gaX}b|2KJ0;ctoY&9;f=yR}&*
zTa>Rv3zdfxwUp5}E)8@KI(T%1*|YUexR=B4QSqemUVQu8ysnAhVsrOVR<EM2t1~s&
zU#mf8=ydNAp43U!<iyQ-G~zUOsvKDxr`|wGGgVMj_YdouwZ4{Cz;vt(cdmSmP(PGw
zVF4i(I@O!kS?_C=33q);?QhSDh)r&u#;<?*zEkuF_OM6xW8RrP6^yKjzyyS=x&&@f
zz|uQAQE_`$oj54yK6?NDnte&+{agUS(jOMwGv;UPN{9)wIN^XWno+MWA~nhQ@8Ol1
zUAk>r8x0pO6Qtidt+e#er4BtY;K~oio=FP%_Y20;l79RR&V-WDgh98_R}meAru$Cl
z{EOY)^r+~3rlud4|L5fnapc)K)C$@a*jX2<WksLOHf|wiCa&{I`P2w>YPnhX=9O^^
z%P(nKlmGiLh?N{Fz6z-uZhMOTsZ<t`$s}s1aixBWihZTq1>6`k@9TUK<iRCKrP0&P
zC4PIx4IG#a-&eX5>(Pqm{G=ThT9jgf8V)MJuf({J<tBD;%hlB@3yX#AGDp>+pF1rw
zzGJ?5w`!t#MKIs0H~K>-GC{;95VyW765S&bU1hvlx{gqh8+rXe*cB>rvcAzaQcLE#
zl@U5!=|mVt4nbk~lT(?bQH+b0)sDx6TP}po(RC=&(sZbB`2ex?T~+twF&JeS!~Lh7
zfJ0zq`5QyUqK$CG#PTcM*ZE3+pWG93+Qfuep`|sINT&np3aJ!+>M_q;PkQ<wE?qC6
zs4v$_L-^UExKiPb#9d2bT2IB_gHT82wwyGIK)(1p38WtW?n-enUH|-7H$XVLm>Iv-
zPISZeCv7W{l761&%&>vOgSUq(7QeMqT+IY}7aUi}A{0C5yfHo+k#CZa?Y5+f>qu~(
z`OwLH*>7TKPAMk$jv`%4#j+0k8m0OQnU1HQ3=jdUi&V!rKOOffng7LeHB;>iHK{~j
zBrNH}GkwC;9r?Ms5K>;f=Sh1>yJQi^-!Q=Y*#rTvM%tr&S#{nW<_>Dlb7sRh4^`)T
z^Q$0#QGFO0e-{3!!yZ%jE6rEJgq8Stq+K?D4y5U_-EG$(H@_~xyU3<2hrkeUX&U4P
z>bBM`5Ae6Km^oIA-Shj#V-9C6?;(dfe|n)=<E%o&3Ha%|YslwG`G(#bh;wD!o@Ax8
z(oznmw5BHrXq@kl=v1$vmTk`U6Pq7?l8X?_Jx!1jwx=A6FsE*KCHH;TJUg6ix!HS{
z#pQ?Ic@@iivA=(R6w*cxJ5z4B{uOUz>cj?>OywQYDX}Ta-u`VW-0|7SR%S}Q`vm1t
z-`y`virxGJS2*Fvp5O12E<Vv#Y`*e!n!94L(yOrJv(oMrdhhXHt1F=w$9J4efHDY&
zgj^f4tW`<H{m`F_ilq))jFnpr<+`1n6!#sEo8nl~&14s-e|3tgY8>CM*6$Bf==Xu?
z%lZqemuH%P+B5)XZDsjVdFbccQ>PhtIbsEO?jhd}CD#5&7moGN?_?Of+1C;zK1y&+
zk?K!_F*W3kx4S;Lh%qhAH?woupP8{w_TO{e@#~<ACGj}M`Dc};K$>eX%$PIz8Cn`M
zG@5Jwvr1X^NAv{{MJAFcu}h()T&bzO0W)U^0#as9n;}v(k~$aQIZ)?FbL%lXE2EZH
zIj2_d+Ef0~wD&eHs~H1wO7F-WI<D2tdsa<k%k!GA4NU*LUgwd+{K`+^g`Fo&4~sjr
zD&}6#nsrqTuFx2E6=~2KUt<O9&-9qRo_l%7B0TMn%-_e;$qY0r)dBMEqrqETZOrbG
zZ}XJ`nXa;HN(ye|Ni*KvU)T$zg`GrjG@9sH8~ZW55Z23+GWOKx8lSYi)gN6YS;gRb
z%jd|WpMFoeEE8{6!qh-ywqhv<&i090MznBVKpKN{scXVE#msM&oVx>~`8d~tNBt)w
zF2P^DdxXr$qmrHOBF~~4ZR#CWyOOvib&_SYige;#iZX^-mGwTJCu|~jI7%YXy#A!k
zS~#&VcVVmHzLRx^-QhwQ{`lH=p52qAZIK=M=}Xc^^Z2Q*OH!7Lah9!Z`LHfey1o=;
zG(qz2-L1{%*Hd7FJR&`w-JJz2BEk^-jo531crEtv^A8WJ^*_9sz0rR|h7Amse`=R&
zq{|_D2e$xsT3k{=ko)L<#0+bX1(`pu-*+Wt{h}n_=`XTgzt6aG?Bddyug0H>um6)P
z&4@n(qXX=TbI78uuA(<DntG9qb|1Y;OEWQ4)8mz|)XMTKs+HM?mxWW1_uupD@@blj
zIAPa9I=6XooZBMF#WVN-ny}D~u+j&YfX7Xh55kT3-mLQOlA#&?hMx<E|4?_z5QdXi
z)GcledwW&?aa;+F`m=Mv)XB)-=+@wwAYetpN6dOIl>+vr$}#S%+Nm%p%(G1q@Jpq=
z&JD7Ti_@HAtI8f--c6HA-5xcru+Y;m!tW1L20|dg$QO~DO;f%joG<C_j~o@J9$(`z
zum@uvM35=6w{4e+seC9aTf6tN*k)K-AG@<60BrCMDEGy7QlU=ui+n7Qj%m^zXT|WB
zl^-r*JbFQ?A4Y9wxB{7&?=GK?yz2s`oAAwIgqTWbYg>T~-W*ESqdK=yC_Q<e>2@3m
zSVV#ZziBbDH`<TdbDhI2`|yPnX)uA2H*C=QX5<^z2^E(F#1#(ymG%^vUmy};5Y$1V
zkoDX(izBye*t;|J-zb7lB%(&Vtw*CBk_b%qj3#m@T(O;>VXXpwp98=EX<*`10vvh?
zCv}+UbJ54JX02Yhip7NFRrO#U4GA5_5$;?cQFHqtiT(W~@#-DwKcE_D2T{i|l;c@|
zjbnfR5b9KG#kwVK;8RY6Rs|dx)ZKVhnW@+DrEM*GIZ}cgxh6M}Tfe+FeKCQ78;TUd
zptYbDbj<KNNvkt91A%X5)fPxQ(>gPC&A~~}`(AI6HKoHj6%;8Cy*F;7oyR80i=Cj?
z$~R9i+Z_M8a(&e<j-wJ2p|y~r8TuTuqReT%fQpE6g||*=T7OrL8tc{nhhVqQ(Ifp&
zss<?}tLo|LsT3;KO;jA-9T(k8h0izzkQ#-YBpK>MXmEP(&24=DCw?UZb$Q>8%KHUc
z|G>P%0}+mvkW`qxy_9SD?*Y3gRhN<orC&6B#||JbXF&ZgT)u{VA4^;8QU2n++@+;$
zL*fa#_&4rgwo^rUr&mMih49HP1=c#VTkoHq+wtHpF;1%3Y>R9Xw5&bZk*eEr?Blik
z`a`uf|3TsY1>=q>2fFDEy$oS9JL)Tk@Iau3jp*0Sx7Qb(sVBfm$Z;2Z9#ZAx<Otvh
z6%W;67Ly|fQKvqk(YzB_(c5dGEz^S%2`*>OQaDKp@I3n`j=z}BasZdQVP2T3+$a#2
zbsh%F(^l+}J$*oZ0uU?C_NaheQToyvI0CZ<I37XW3tZ`4o7h|%-)f+x(dfd}pA$OI
zT`ix<a*WuO=AU$Xa43WkpR}(dx^~b2o>Ry<7c8_UI@2^*ljAhAAI^jzQIp&?K{yO5
z1(kK%$~hw#8NU&W^EOlDp3IlLigojw9*V(v3{`VQAjikMQ>4u_K3Q#-;OpM)H5NTw
znktz<o$t)RK{~`@rkp0`W-k3_R8Hr-Xa)0DG*FqB`#Cr{aa&|_c@D5ggr&;!PJRl3
z0Bu1yk_hB!lX<x${a0pY+C^!=B$Vrf0|a=y*BpIYp(bp$xjebmPyak7lME$x$6}yB
z3t@86L9~|kP-ACMwjcLnSEcy(U7FV7xQCG?)x3e7+GILjC8TJof$0gSwB@Z|)pZmO
z*0q;z+k-E2b4gPqZ}tZlG89W?pI$)L-lGbF<E%r&F`K(Ct3O530;5h5)8ayI-63v{
zW;Zo_Z-`?<f)zRTCuGQO+_2~IFzJWScKI1A;S!&dW)FSH(C;ZsbhR|r6h9U~Le&;#
zd2&D04mpkN$_=f38oDd<ygqKDHKkmHjkozpeyqh1q0@H8Rb&gjw;{zsaskKzH~Mrd
z`j-Aiv!3C&%aQYzXjbh2-`THU;!po3je~ItEqoeO=mpYsUmW^jwX@Ef*<Di4Twhx^
zG0Ewgu2gWZhgagn+z6#Fu>bD+@J=7!4-`WvNPqJc@{h^%!M)YcY~iw3C$03u3;nK8
znBSa=HQLR2qJ|(f5bc>EBh8fX1_pHC_U>{hr71=^{G_>Zsq}M*Cy>aN9De4Ri(m<2
zmlBPQrl4}l#3|Ut+?5@j!l*PiYLCA^a;dwP{vxj2HXX8Mul<B#|1AxljT@8a+Yeh|
zHWu1kQXl(0?ctJeu-1`ZNoVA5<f-q3qM=ub9P+Aiq;ns?{G*S1^VupjW`po}h6~cq
z9?qAwb#*59#t%CikrGc8eq^%8o(+TDx>t0gMr*b$w=hdE{<`HQ!(m^YIul2KC(==g
z3MEIrgdEd;!lwoKuTrs*ZCSKPUeTGM^#^{3-#VJazUG^|m<s`tX>*!oTo!nzqdd`n
zXfC5r49ito<SXNw5XD`G{dq}1!?d0W^b-%sz;zOWvdR4~C{6l;FRXXhb+eUqCs_k%
z+vWBqIzRIGa?}WJl(r=&S{*gjN8T`m<aF+B+SF;^zx>w?Q*0g_QL^%pJs)$H8u@_w
zWsk!(tz{|y9mdPZ!+T%-H-v*t9cSC|jStc%YX-(|tsbf=8s%nYy|EG5LZ+ul`K@Pz
z7c#SI=hxSKmK1WAu#65`y@$aWn~8_xk>loj^8Mr~lr%q1K57{9b9uao#yHy#jtQhX
z+4ZnB_)YWyCD*ds2yg6?_Z|tA)lZUMPok&!gg&4^m||GHC2Oy(@-MY#JJ5E>_&e!b
z;}q1Y+%EW}iTs}B^c;2x;+bNEQ(gWkeYq{ZGBo;AdQV4iN2Q`Zqpp2hmVz<v8!$7G
zJWz3Dm<lbSm*Hh^5qle}JI8fj&Md-zg4lA6l=lv-8y!KtGrOb>8+P?S?tHF(xwb+F
z0;UPd@;sy3Yt6$YY4X7l=N{gFoqZZdefXd>@Au)!EC57Qw2)~lcK25(z*`;StvT60
ze+hDGj+1-OW?K~;#1WFU-*ixf)_hi?7^xHIo&KGEXv*>R{zUXfCgK${?W76N6?hlS
zhV^TgtoghV&!%Dtcj*XjFO{;yIHOtivx88mc0$;%l=c)zbwf4X>9`!37h;fCEwd@#
zAf;96)W{c9o!t3!WL6|5CUb8$qeDEMiX|C%c~tC8m^{Tu$J0Vc6vRRXhrVZudLR4p
z#!iWaU2)f;P~GsG-0g{)xp~tIGQk%t|AiUOk|B3h2eNvpM9kaohIzjzDJPVy_aEsf
zmUP2Z7qlD5jsh*8ialCRu8j=&grnJyfBEi^?!y(U*pC*re$?wS`tX9f$E)5BEp*x1
zU>eRfkK0^o(#s4U38i9#1n%(!(<4PH5_$^nfxaKpnJx8;__`ro?n%_)qNO8EY99ea
zgx%hC|Gu!u{bqa1?zLP3xh8eH%yAu@il@FQA>_XLQeIBl%2yN9?f3A%^0l|0PCM6K
zqNv<NX3lq?7X(Pnrm|G~^DTyFpERjh>(9+mcN9nv56Nn~CT3fQjg_;F8ZqDftQw{m
zbW@aRMMPJCc$N99;B~hYeyTg}g;m-QfrlPu-IK|)lKy7@TsSUXhm0mH8QMF)P5Z~;
zJVs|@ehq5VpF4Zj-7cSN+<}ov=SnGd)tnHS{Je{jtZ7PJW4w;r&2T?;otH)~kX9~g
z?q^;6aOGY>c6i3}PrZ(;=xK%grv}~x_llP=R~lk`in21-n%D>_$!FQM6H>8r_F<4n
zOjJwu{yVXbBSM{11qkW)e%{WDR&&a^l!PAFQjxA~jOc4_pC^L6&r4gvzx5R*{w<R4
z*fDVPYWUtvu~I#PZ(j5r)y?O;F3%lAC4s=0z}$^x6^0jc=Wxn&oNaOpGrv(gl{nBO
zq0jJ>7V~^<qx$!zUEN!$-W4nD`vvJPWO3U3bUS5F)l$+Cns_Yfh*yO~%w)SA;PnZQ
zCJnat{%5Zi4TYmcvOnt2y}HHDBV8lFGY?GR{T!}ve=6hy@_xfIJX^@<Q95LfTTeFw
zWZwwgJ}PZ*I-(m5wDaQP{~$nL_y1x&mDRlw!XFjbjU;vGr-zvhPu;!i=0EuBBt_Iu
z)jU(JBoEzE;dX?(gi=9~W@nybFP;0^_+Z82Z}F!-UV5A7Cw-<83-aXFwmaXl=(VRs
z#8zYy*BhAk(a7pEq;=@*x+zy&9;w@&8UGk3AsXr2-q5t76t!$2YTDU|@0GTA**>oK
zCK#69xVjwC>q959&4}$krX0ld5K#-X{EoLOGFJcWV22M6_#je=mK&U|6iwCqQP{R+
zk?QjNP|<zZY4#qJO42w!{TDu4MIeY%8Wo%F<%QGD_F=(81`axv=i{=__KuM;&-|8S
z{yLX7GpYysf6*!#b4t~?TUw`kY9-~!IjbJtjM=BxOK-OBFCszGA{t#W-IWbjn(k02
zNWTdus%n>|2TV{-cYJqtkAnPeeF^TC{#`YJ5wlb|w#g_;e8sqP>5mJBbB>b%0cWis
zOy#=v=$+Sl<YFK}q@pJR!lR-(mN}5LkzTaXVDQmCbtnVJ=I;C|-%4p<Ysx9e-}#=I
zAlKZ^F^xo3W!V~Qr@AXmdK|KMKb3~6WEMKb<3rmL@uJVWc2*rzYXTp4;XLkzOIL_(
z-^N<ndfCVzs6qjJOw=^ex#JXfowDv<-C2lGOL$rTJ_uvdFWPv&CX<J0iM$%|K%d&t
zhwIN7=B#%aD&&qQi^T;?qQ}pI&&*soc1vfn_yBrLiP<1>xhaz{fmRwgdxNZ}T_f~0
zALwXQU5t>RH$IM*=JoyxUyVZ+0t*r^VtxW_6(jh?L1v0-!PYKOJ6on@dBHJ;@`Se|
z{mcxH=z2r^t9Yr@4h4a2cI-v~C7xlBHR^%mL>w(~%QzYHeR>(04}3_p^X~XuvtA|$
zVT_B#{cg~9WZI;ppDphE8Me!d-W<{~ZPDD@p%9QasGK))?6lBX-B~UbGxPXdxn1i(
z7|=i71u(*S{Ey*dM^BN#HIE|V7SDI#xZw06j}_$-d(FKtIp6W?pZjJ8Zn=Bld6`PA
zvi5erQ4<3981)zP+Q&XG_F^oexQM3Aj)ULDdbMPO=~ehH(VhBNxkH{^g=_<-n$|Us
zqTW3hy`|7rGIOcf7GU6J>R%k~8s24AOPrWhn0}lh)<qkyl!CLO7$_>@m;1+j2r23I
z-??`evs>iNmlWsEO8A-GOn1$TsIdJP^m>foM_1Br>H`>M!1&;eZLU$+^59=Wc$YJy
zxGncI3vLZ>-+;wai_;Z8`tFDBcN{QO&f@yZ!px`(2rMJEbK+k_>^FjmzB55m?sj~n
z`)H0riMoiRb&yDDb+4tz&URV<*xrKYayB!1N>bzMnIOEX@<t<ek9}t|s=D?ayPsQQ
zo|aX|>T<?DNacwH#A5eoM4LnlP2g<o$kxDp=w!TB($un^UDUhX$Ga%fIcyIvEFOL+
zxz|nAVwx~8zTOy2_o48X7T*L(N~CNbW@jtBY4fA*-%{C)BhtV_&O|)cAiK<s;I)Pz
z;^MgG2k2b@qB&(GXKx2XqW?5m>B_>f7mu7_!_d)TG9XgSyMA4szDau+3I5W4wfu9o
zhIom9^^(Q(Uoo^;8yx%`X}{Y=__24)qi7@kvQ3P7<_jl&*MK5d?8Tq|(9_T)JU#&U
z#d!!6Nl@?enaDcs#XfK_*aU7bgdhNXa6SEg${5g)I;2Yk_(O4lwRQP2K^~#aLYW*h
z`Ad>DMg9tiKHP*{{Ro_PQKJz*76jt7ICToS94$jUzUW4*84YX&o5|H!2cN8v@g{$T
zWlrl1^><O(oRF|~HuYZa-9optN$PX@P4}tLH?JO^WV}5v@zlSr_DmuYpGYu6igkp7
zIuV`%>F?16**EUQuj&V@zfRx390$@DGmynAiLHPxpcAzG4&bX}3N};-Ge0!6_TwXz
ziuTBu%c6aP=+2+>X+ak+09@Q-wbZiOFUr)jq%i5NO{kKuxz0o+dU&`0mBDWG>f-x%
z?;1&t{yMo5dTN~FwUvAeNT75j^%>xKt`Og}@_t%$0Ho)FtNs+n9x(T3oGK5gf$G2+
zaq<Pvj?g3}TpBb&2(wc>fciS$NKhn6)hx=#TQ2?f_F{jp(T2~?T2p#@HbvEG^5cEH
z=Bw&F;h9JDTOXJEP|U3Qa)Y<rol5NqK36j}{YDP1SgRqyZa1%>du6ACqz)tU96eGN
zbtcZKV8|ihI6ZMomxmb@Yx~?iO;p$Zd9s(8Mz)U3l$z<ZT(C&7y36SIGI7-@9_(@r
zp;pw(TBTj16wftu66?GxNFc}_FMzWtuT5D_k$gXCICW9@O5{h=(T329h5H9kf2~)-
z>=hMOl%LtnUdffBWMb5f*bQ1%5H;QHb*7(k4znM%Fs-VrPKT*~SnnG5%*<`9jbF$o
zx&~^~d&YYQ6(BBY@3C~1(4i+idEi|a6sWuW2?RoWtT-73ozRyj{>M?V3IkCU1YYo{
za?#*Utf~0ap!ym1|Gg8T6&12QG<SO4hF>L;R|G4$h^Ng`5;czJ*g)Ka|L8v4V5NU`
zXI(`my*<f;yC8F}MNjFfIa2CAnkpBxdYU?2E4!1sOK<qrAb5gEDg6n-fC0_%vca47
zFnJ0<=8-6q@9tW4!R$2!35z;-Us^M309VnVB~pCf-Lf0K{lh7K^2@hGYjgpIPJJ<6
zd9g1h@`2<eS+<(=T3+Js=gcQW^5h)!&P1e{&5>(3G-IRUjftE+okPz?+vnm{pg8Ph
zJ>6?PmfhMq!@72gvUS-bRpI~08~^dkL9B70k~=i?k~5I~Qo@_x<*r4D-36nkGsr)P
zLGtX!8sKaV$(}>=n!8FD=0#nmPgm{#e!gGXsxWB0GEKnRzwb6vM5|$bVf4}~4wtAY
z3U5u@$s-tiR0Lbp=tX7!wB){<qhqf#MBWyp&*(-MxRi3_N@yVf%#|LEU27rn58#{v
z5@HQ#&qRQhBxyy1&AgpDcmJi1!RliTlG>a~&)BcsdI-@0!P6a-p0<NyW^HBm!;<%>
zZL}ABmOK2=Iu$Lcb;42IeZjiRTDjF)ss4?}l;y3XMsD3q+)3JO6bU>0Fiqv6c4?NG
z+iExjl$`?>0p~4)r5#hZ$929{U|9I~DJuWtN8~*+eC9%;g{owo$$?-tKUzUeME&cs
zLc~Ky3_ecKI#v%xY4qj;MvwU<8~)Gqw(jQolgR>u#lup;=CbudEc!y)X04dhsr^S&
z>o4ste%ng4OqWE5LUu^o*}A7Zb+7Ic5}-+VRhft&8bHp!Xt3s9nJF4fbF{>U^P<F_
z(}-HWv33Sy0b<`5BRKZY+vX;kwm2I{?#+~!1+0kNFR}G+-@7*VR4NekON<(+Q~J$4
z5cibhFTPD=`L_V3Xvcv=auB4(b^w%zCxt-<Zq}WP2L`q)x5a}WMt=@@GKCd#N@8{@
z2DIq*BMhGYF%0!Jch|^};x;TcIGXTAREANAQNyQ?o!9yI)OLO4&M3p69QmSuwvMWo
zgIVmyi*t*cGnaI}i2V5tcLOErLFqMQIxS=O*05%MUvi+K&Jjkw<ERv&0bGubHvhoS
z(mL*7hkIIB&4=yXIS)4{Vzx?}_9iPuiwimZQ`jSJ6!1MzO&-65?tQ$w*u^XFTB!M)
z8>y(bjP24fLp_b9>?CrlYtI+)2t)_QS~1yCV3)K_3x<1hNDHCK-v$AoFk7+*iH6`>
zfoWUau@C1*kgj5!m#9!z%ASsn5HlxP-AD6|<f}{QSs)SZZamk9IJ2Er71>>M%w59w
zQoPy9*@9b&OJ5ih$B)Q&yC(LV64spL>P6N5Y5-v;4kFL7Tgiz@lisIk_a8|t-{*JL
z1n8BxNvuoCvX;)fpqyLsn}hC7TyXY+2nT>3&pXTgFDZIH8)WB2ow|^~xq1I_=iXvW
zVz$)>o}{tzN>l5}kM)UT?vfgL^XQ^XuIclWZ%fNY`G@gz$?}=3t8ZKW0?{OA?t);W
zotAamn7*q<whQ_VNZ|nIbcFJVFl>KOx;780g5Oi3Vi#S69}(~dlxFdVx#O9t@(pmy
z{j>yn`qA=AIa<>Z96BZ^P&5ZEOHrb?xg%*>GdHmKIvp?X5qKtuHRCu^`b>zBRT3NY
zh}^MRkjC{TJHMGhc3PAHq|q$JfU}v@EwWWC7PoRt2029Tjhaq&zgjvZWsnFFym925
z(*bc1tue^di!#(s(^x%T!Vr`LG=AFH1)vptrR`Uh7y0gTXG*M*>dg?N#Ric=p$YLO
zvs5SYy+oeV=G_4V^0zXB0gZxTCT$`FDJlr5WHqL|a=rd$Yhz5S7<Lz1lx0lGS@Vxy
z7uaGv8kuX7z^Ta&&*<q*^@dXoCQI$=@-24(r_5}(*;q}bn-A|fMehA^Gu>VwBuP1!
zHtF73j-e_)AbPfCz89~<R@PXoO&HgbEk1W4N+{7?n4!*f?_6&&uWp{EMdoLBB>Y8!
zz?5$yAIo)Ib8VwW1vIF*(u~!l5~md=#~Ja)o3i90&0UteZq`N4QzG<@b2x?|b$x+V
z8?1BF3DZ^9G$swIVeS-5VGKWmgXEhT8sv*2fgnR@<Wwt7<z{JXjK?#12F81TZb&xX
zl)p_kgp(3BFWU2HJW<XB#K;@{V~z2{f#{;(ozc0uRiiP@4}tpI!@fy(5D_d&B~AvA
zUv)WA_U@F>$Tr;Q?~9Yu2iVT37G{SI(6jo9iudII#$rQD2n#JT7k003Pf;~cOZz9#
zg#?*9hjTi~Vfr6DE~O(C?V(()X>t6h2Px`D%6gu1rbvoC8mLd53Z-E0D61vq=deF5
zwRs+SlIU?kPOCX=GfKW_V^KXJ(0*iR*OqvJP<<@zsN;a6g?hi%P15n1!iVH?q5g&)
ziVw?LVGBwrxK>R#JNf1-fzoMwif2%{<av;N->`ioW!Qj0qUPJp#xU-P9Q|{`f;)*)
zrsr~%k#9!2#;?fAtdRO)eJcPDIZK`Jh3<aKyTt?=M%l>l^|@>vWr1Do$?7?LQn{pd
z&G!pb*Zo}NyyX|eoU+1i4(MJjrEBdT#O?k|z<V=Isu(yT<R+HT<)0P+lsH6Nv|c1P
z(~$0V#mCU~!oYIw?cB{Fe7!I;#UtuvwR8^e;c6;VwI0uj3DZ=h+_c)t&j2FSnW)iy
zsvYyh76MWr966OAZamgF$EVLZiD?XVlOrNc>dZSUua>v3SZh8B10R(8OS^>HV7vi+
zXj=O*LyCm9t6K6DCDW`R(${jXcc+M7|MCDT##LHCx;xdrgRJ}cYX)#(Q)pgUPIqUL
z05$7$>0I8nEW+<X9hbSwlTB)gZ1Ov6TA8<T^JVs5i_pQ*aT$;8eUwA|u|0y_q1_)@
zb{3!hauUq-sT6dVBTA2s&C;+U;Dy*Pq@b@(&8cOfL81%U9VtNLi9DjCs*sXYU24hf
zb=&j7vl`2mw<Ptt@tL$@1lA?6&LD?R^31`!s^X9~SgU=)JJXXc+NtsL8!~A7q?;73
zhcRO<=L?R717Hv*_xMMJ)e`fXY`5$7TG2%&{p|$%pVwjRd9Tj}nQ^VKk3W^8$_lf!
zdsSH4qe0bC6pEdAz0dZ8NQ{RxEB`_TXLB{6(tQ*jQuB9j3EE}NVlvaMe=ME*gOZzS
z$sd|j*#MQ!Q*UImCMh12YVHE3{Cdg^H>m`aD7B9*JVF>jDQ5?wbL6_W>hvu%OTDEX
zR|9@rbj;;Qq^A#zp1O_q2!zbcQ$CT^NVdE=<jLv^PWm~~HmZGt54*8tLume^=*xBO
zPt>kulOulS`_Y~Xcxx2tL;mxryV%8blLfOe{elhmsjP-DGzSNaT<~moF4;f2Y)54G
zBCgTyd{D<bGMT>%`kc|47%?#FJ44{*J(9U2z>_w6a7Q2UJ3yhno=X~JIe?nq+6-7}
ze$90gbnwY*=BK0k#|HT!i&8h8vfbP1pq67Szk%B;XkU+oH^-~yrP{CS?=HSnPLvuv
zh-Wi+@?^0|N!bZ0fnWKEpj*`g>!yHiCAe^DloMr-r&}!r(=R$kVwUlHyC3;XtMCKe
zW3JKSfVpJM9YXsY*j)_ol6Q4FWT;g`R?@bY|1=oreg_Rjkyj>NuMaBw=3s9Ez}MHz
zvpl!#<~I%yMzFBNMW17eHjdy&bmB6uHb`1za1oiAdA{ln<VedEi!xaX!v3fs`_3+`
z4OABf8)322NYX~yCO?v*q+%_f9%8G|iMsK=Ts@bq6O*_$eCF<Es>}7skv+L_ECcr}
zqzUn5+|$=+T{0_$cBD+3rfmlmZ6%^knqpeCqQ88YCE+8VNw9ih;cRoe@lvOTLg56-
z(IIW4`$5O%qkOL2d!`Ku16%rl+R9SOv`~CFkHx_ZsA??FYg*&;vswxyexAa+(5{{n
zBEabxm0>&B^sd=&(U+6B@VvpDbY3Ptrv{6ktbv#U9fU13>e6w>;itG_1D5gp^!BEa
z=|C^qD(nmyy)KVz#CB{uAangkCrfPzJbTZR{WagpKy=AX)Y)~Ad@d^kh!u9`qP26)
z93kI$$tWo7)#(GnzF9p%S$G<!boUzKXbEzjqL4kTS{)oDthb4j64Bk2_@JS3gWF-|
zD$7l+gs3iDtjUY%-R^AJxtK^^CY|ye`^CM)rHUI&)QURv*H$h~-PZl%)|hMCFNL_J
z^dur~DJ5}wMaadge87^y^D`GSx1xFBtWDVP69fBB&#=)-s>ZYW8+JdU4f@B9=wAg;
zk7&cvKbFvXdQGNd)zG0QQI{$!u%Wng>pMHe(mvR!vP+sNgsB6;?6lnlff1cq=nBE#
z#b0~fEABl>%!!fTTNh>Sj%j_%q=xsmUzXfmT%^Zu%!N&{dmXV)jwybUUO30Rm!kli
zp{EH6x^xV)>caz%aWS-ow!LKAiNne5Z~r*?XrSf}d_?ilwwW8L!>YTBMMbiuJL4AG
zD;5uXFKKnrY7PPYr_r((`FtdLa&<FJ+qQu-oLu@)Cu7^gWvt^vT38=<x!y~H_%~7a
z{nkyXp1fL`%WRB1Zr?sD0rGKyK*BzmtdT9{v0>MMg*%t4BIyv32rc@le{M_YUUUyz
z;_2b-(ZPY>-H3}J-II)La&{b$5kn3}kL+ik7k~5>^c3^<YG(zW%?@_qC2#icQ>gTI
zp}VHG=aZP^zCC(7E0n`2yfKM#>H%gUXMp}tVUn>a(C<cbN%gshq}$gZkhuC@qI|*@
zw^l*o`k(2Hm8*ESfw)n9Ds>~sa~G85@7fG37KVaPNTXpJcQBRxGxNPWXCT;aFf9G=
zho~a~<xPVc?m+7L+N(WhhyVRLNVvXp&d%zy+3SY11#!Yvt&PUE=-|$l+u@1<(`W89
zo3K#bLEdSURD`ndjUmR^o66K5HtW6euD{cqE64?>kvqODq6=xa`T-G1>o8*e0=uhi
zVoP?AZJDG*NEcrMdDq;p5=&PTd$>+)6ta)LeuFT^N=2a<Tz~TTlfsnrozu0LqK-I%
zD&?U(o|K<w(qs~%m&3bSf{n`5fqET4mN}(?@Iw)PI5^haCViT}Gn1^NN+tdAR_8#0
zGV)U)^2&H`??1EiO15f`);21}WyjsXGv!E;Qc7RX$zYemPp>BT-L_mY77y=)_3hRe
zjLchjxtlVaP_$QZgTfx-z$s+lQ#TXoCum~vGHNEhtTAVSP#hzh?x8UjB<ua7FY~oo
zK{*v$_s4kqnEN)g&XxHiy3Fo*A))N<&N%zkw`c{0PbF=Yi;cF%8{zoKs5N=p>WUxH
za3fR*H4-I$cVF3ZvFyf8-eRn+M`#EyOKU3k=9NASQ@e%o9_`swnVE2jw$lQ|(<|L0
z_ma$35+Sq`sratDJ9PvA^~6`w;V!{Dz3mzW-}rz4s0xro5?g=9-vb5#$onwSBA%iW
zvjE!9)-kS{CBc#Vswl5d&$PN@;Fzrfu9NVA=2emCy_i=@p*?=f;g!Wwa)W4M6GL6S
zKyYC3%_J)(a|&eGNrTl>*3rv_UE#qvD|}|ukJ$0fcMPj^n>IklV{K_-e`fS<+XToj
zXq1ii)8OaoLrsHUT#9EVZyQ;drul#bV`8a@%kj}vFnwGP+bT#)m~ApUWNj?C7v}M$
z3o{GY+V1?H8Oqj1j=;A^6lS^C6iqim(AHMZtDZicDl|3$N|IsbRpe<_knxf*S^{0c
zlU*0gM&H-WSEV)9R-vm_YwV02LAwiL&(_{f@XT|h+E8M<y`FvVQA<<g1{Qd9(~c;$
zg5F0>I&LJAi{BrIG9WK=*x9<jh)F2nJ~_}Fwta<d{WnHrn>|%J0Uqg{Pq;r;$GdxN
zt~1OKN`&(L?2w|gbjhaf2OGHvv+n5o=_tMOm2@ltpSM|LfAiBZ@1ORQjZ@pBV@KrO
zTPT|=JjE1UT{-XTR|+wMQ9>HfqiP3n9?fZ)J-LFxg&=80H6T>*D>pnId>r!)H5oD>
z?ZsbvyF=dMEw^5NzH39UQI^YbI~f1+M5#tv!Q3|3V2D(LI+uCDsDwK+6}<M!A{S&t
z+4qBUCi04N@S#K|399`x>8ed5f2K`pVhHWV+oNB#Wc*5x7-Pi5gVJ1$Q=Kw#3{7su
z-z?8jQ6-#yk=K@Nl~@iV@5w<*k)Hh*C;u8@&&;c}IYez87M<FUrgpJ=wtDC+zUDM~
ztregW*Tflfxjv&Bs2Pj0%h`D)!dszKNFCPCS#5Le{f^g<XjiY)ba<JUP&|z9XxkYz
zpbI{ee#jV8_2TkMY=~ZOX;iWNCQ<swFtchYZBIqTnc=d%ika`<JEuc+O`YI!u_4I#
zv$XsB-g4)vk74F@RAEi_c~;yTdea@7T-mpBFLgL@w30sdOB(No-39FKVtjVuo0#yF
zoiv78^GBsF|5s1IOCzCtoJe%J^yH_3_r_*7>!)5nY=URAwhrbfbPW$SbIDurRGD%p
zY~Q?t-AIp26z-MFe-Bmt^)SYL=A)b+lJ8dk{}5!YT|u3QYdgCyDuou6QjLNa2Psw1
zVYI>!88r)*mO1XQ?L2dO&vW;GsJ8<3$U<W}gq#`2m;MEWZ;RMBS80w`24@HpE_7`)
zHf_r7uruxLpzs>mIIiWJSm)JrLW60ohfAZ2Mn}bC2P6?Ct0yh~f3LKujxC&+SEA@h
zdwA-m#OCB(2q@=l6{76>g3%VIa?vkx`Jh_&SPSc1-GN>mcp~cl6cjYfK0LO!;CVdJ
zVEHpK-JQ1rCXhrBN@{`v2KQdro3pqc=@1VNQ|W-LrRf%B`SXumRKy8DUHk+p&;o&j
zPkgr!bW%B$E7gX^$HXj$A9={aJ*m38b)bQTU7UI)Uuv#=RM96fCWdLX?f$`o(pdcx
z?b0<PJA~5jdBz)V47~@Fb*;-akZuZKN}`)Fu4mW8EdVIk3K)Y<fa#6XKZzh^F84Zd
zDIU5%a!oiK_LNy2TMk`(Ue*X_MaPGeyT_h3NLghq*A_rzR-~6#%r)J)*ndPNTIceu
zl}aY-!lgQ?S{E}A9!33VR4`J?^4K+}sz+8MQ`|cWU&Jm5Iv=!w5o{K?dayE^4&FHO
z21JJR%iu|t3Rd6|;K4(6bO)rPT!sy2kw(Y|+AMqJc+791s#t;JGuNayWA1<Vl@2S<
zYL)gj1IHYjsfL)>UQU3V?5@ql7oSHIPIUe(jS8NeL0gOOlD!M?>G-9zo6#!!lSJhS
zdGPJ9v~|UXQ9nS_AVLZOHmY0I3O#n)W_%7Bg~mY-<B?;ZAKLz4P*Pb2w~&)&xC2+v
zh@z_y@5;%ae&d@daA`(MU-d^O&ed-;>PySw{MiTHQC~l(OA3ssVx2p<Oq-`_U5M|R
zcQd9!+PR$jLM-3|pjv4!vb_g$93}>aT5URLTkR203M8{Tan)0YQK7g)<_}{^s<lK?
zl{q`of>bI5H)c;l0dmgviNj>d+XkmCu{#bT(nOb+mD@Y|gyu@h^?az0HYk=U^%iT9
zcg`Gr!hq~C-z6WZ6TssmAFREgBYf4T6y{2>$mYXhp@`%yDgnuMlXd}{a#d0vBM8_N
zxb|qV&foY_J1eq&h#A@}*PzjCbBhBrgf3p%d1i-nhBTlsf&k);>DLU>c>!b*o$LaQ
z^r$)}CMGjz_LBruPjg_Kf<vfrE!|b<OkbzGWbAX&L`@4v({-!T&)D!eqn<7IWT+Dd
zO>AyT>jQxyE9^!~OJaNW$@Tod2VjE){*>knGE?7;;F`G_z*x0$1MI;%B)W3`r1)`~
zy=aB8y8J8>YEP{5yI>-k2K?5Zd}a>gfc^@1*OYWm#5huo>vFhaDd)<l^%OAGOS;&)
zrZ63o%BjRKd~+`2P0ikurMmpOs}8BR@g{uip{nYa!!_$uHG_*nK6`|z{oEMRu}trl
zivCu;H#gDC*IFcmZE|GO0YXSx=#t90Ru4UvtN$-R?llY&>tO|7x)Vrh@p7zfkcUOE
zOYo{f4e=Ot=fL1hQN~aqyIN@X?ahWu!gVakf5k@&-D9h3znOK-?*%h<(oFmIt`w#1
z5^<Mv@5~UjR1>Io|4iI&EId>m0iQ%H@rr>u8Zj~hTMp&h`EicWq-C2;sW1gB!NmhV
zCBj0|y5aLLCsr+yE<7Vj&wX)A2!sZ)JZ630;RzHhR%dQE2itO%k47}9kAB=zuQgg{
zXAE@FV<~+n%D%ekrFUD=ql#H`V}?RwQdHAyAp2MH<<`ucf$a{#Tfcr5OqM))UR$L4
zjXqq?`~T@RaBbtuw?oXj?H}&4q(VzcB?D-To%Aa<#UUXZTKePw&+^nvh3;o@8pmme
zFsh*^_R`q7f<nFDPvu!X8hC9ex{U9=lgth!I`wJI%fw(9MxUN5+5C>gl4|Fz)r}mj
z4yhxQy_9Vr=z>x_7z~H=fie!JXpWWABrEkIXfS;a`x=na|ABUc8jNd7dF2NOW^X$Q
zNE2=KHY{k49$AouBG%4m{vkrUr>)4Vo(?tJmur|3peBQEPF|{=bf;yQ<Gckd8eC7l
z9ZeP&0gJXB>Pf^JdDkC$v&IKd0*(j~_;;!(ey3+si@oargS)O;3dTk7>Yjbam3dg!
zy=5(&QS^r8suEWihLl{7&k2NrujXk|ti&SxPr{ZSbWLv_1oK}ExaBNx{{o9+DE8h?
z1;H$0qb6w=0xxt))DmyK5o=TcoV1z6?s@MRytDOY<8`ZWvm&M#OR~RX^QCyAUwI?H
zEB=_4Yke16709#}T!EIPu8zc;o^otJb;WpW;18d?JW*<B<ia>{6o7aeS|~)6Y!cH8
zoR^GXddV|JKaWSw9mJ)ryStm@#PbJEW0T&tyyZ!~z0WtsPnzL@c$dqoyZUg_$9!kB
z?uhKpUhQA8ku<cfz|AYyd+IuHYmP6{{f{2?&H5dcWk}<saqmA5VT><YkVsaJsTkZL
zX?3IB7G)Wkkm@%PzJV6_Q&Qcb1#JMdC(ygPa@ezB_EmQ}P;l$Dv(&i76I^)MVkq_&
zL-I`*DkOXnT!j6JXdNn>z23FHRew3OXuE#~{q{PZNU@l&f)MoavWmtR$%_Qt5q_i;
zOrR@zoYLS`4<4{x=8a*CF*p7I|2nvSn0e7?>g;kEc;NAKwnA@f4JdJOi>soTl7LV=
zu--A~w+p&6fnoZvPkxzvqpH~AJt=fv#pMh4L>dc4#!fTaU_RKjXioO(lIuBuj_NZ|
z`}d1l)f{&=p~!L{Jnl4MH){uvzy4=66czQ*V88&;Y9K~Z5~|!lyWRfsG(po!$tldh
zAQ6f%w_II&K6-b)8K`@}#T_AYefAIERhM=%cE7Sl%<c}E>5sLoOde9i^Yff;{`KqW
z@n%Qi71ia=QD1BVzdA4}PDEO@fj_T0hybE~Hi^N}(+<-9G^CmHwe-U%rX$12S@Ueb
zw3Gp%INO#q))k|(n^5VtEQz+w%(cFdqHwZ8#jLXhvpXcfZ08iM;Zl&2S<-O^Hwv-<
z51q2qcymOAtj+@WEXWZ=oP%k>7#p$ehGx%eJDsM$p@1GwbM}vqpw#JDd1g9CYIk!Y
z>ra~Lulglf2Ue6fVP@wk=RW#~<-hj}M$&?Q-mKYG4MHMzT$_Q!P1`JO>*WKcHt1n)
z+}Q*LN-7vnDDkB1uql9HB(4g|@Qcrvx<Zw*o!Sb;xoHU%54(9cYxL2Z6&XdZ(*|<R
zHyU`k#&VdoD*}@WyU{g{cd%Q^;E4CZI&S{(A%p}+78xVuGtX0pq%T0L%mZYH`3!u{
z*V46!8VI4TxZ!~h4aUJsPkrh_xIK$)Be;yqDut%crz)lAT2iG<d-XAOSWfA$j>wU=
zt}Qx|3`sIZyLO9x1;CrMB)GWP@AO|)CK3`ap`Gi=F9UFDs)N<o@l+~Q?6gQ^k&+-s
z+1F2I?`;H%mGg2f?+B_vPJk^|bu#^9Xqdrp>HsNsUku;dZHnYCQ3hRrz!wKvjPsd&
zPVoFuU&pCV#XRGdPUsv@t`EL=iV#|=K|3&(Tr-F}b7hwwQhv0b45?_+xXvGEF~h%N
zYHC1)b%aE&dY6ih-Sg&=One9=8lKJx%{|v=Bst)F@=L~~vc6B%1XwBL!$zSGfl<TH
zpSPZMZh|&L51Lzm<itWslLDn8w-1Q#(w8;Us@KiV>W0ax(Jh2;>0c?}`#4N?P+(Cc
z)y#d)c9m}K*2>o54cgXjQU9$NlFZ=9Ea(A%Qk-y{!uKIGVup4bAAwmy3oX!o9QzP~
z_~}5mF-@c}45E@r@YeYS{VenYHONpQgsHaePi8!S(OX`I7mwHeBZzr;+i;G2MBVy^
zUs<pL*@#v_76~6CyeG`j^ZCqBtE;8EXt-1UD_cAKq7}s5hz~^xY`+E2GiV0{EH<+-
zf=*e{&SRI1En0opOJtzWfN3`)1Stn`hVkxO^}t#zex(y``3mcHgH3TEJitXP4P9!{
zd+?gZnp)!O+pR`0Xu(_C?7jt|=O9i5idrT_1g(8tyzV{l*w!`|+)4QRAu3129GV#q
z;(&<6Z9Sj|ZkAf0*I@;wvM1WbwT=bU1Eq6_BJDa^9nY;CVO_kn)k-+qpSGE&{uC+~
zw@z>TuEzslu04s~G@9(~#Rot91wi6TPel$EyJ4OOqSuh9Q}=a|OeXGxZwa&)i3Q35
zw|eOjREVmPW7a@)1yC<sAIaC&hsIs6rd*SO!1OE?MoM7yuJxZIVt<MGL0*IGz>z5u
z+Otd@pCk^B-O*6=RRf;h>eEpZFurxpl|fQ2^=IIxFE+9c_<K*jIh1oR(x<m=6)^48
zX|{YYswCc~ESF7FtFzh=%fI;SeS2bfrO;n$24@aX*>3K>pHkb0qK=x@O@J+)?zDrY
zTLx6G4;6@@JPCkr<E@?51Cr9Tgj4Nl8h!-b)SJ1@JIz8-5hO`=R!gtUe!C4AS@O}B
zAuXG%f6JA-^k&oXg_B$Bd-68>mIb=HXC#W#xr+rhQfz-FbF|-*|55t#G=K_9(DUGR
zF%tpuhHN3nXXylMiyk|4Pt5KjU<5YD3^T5tGK^RbIjnzE(Y;Q0chuDHGH1iuJdkYi
zpVzQEnCV@&cOYRP{CD6)J<xxH?DvQ~LW2Q|$ZR-!rJ(CvF_1a5NHex--E=@!Um^Q^
z0Vs!=jr|8pBmm#8>{}B`9Yy&cQlYM~3f<k->nSAsxSY9GLqY7AwrbKXZFJ^i;6@T;
zKyA{hCcuKz$88%CjzMHHZC_jo-Z-oo4^f^&y(NNbAf3}%wNRZBo*$(^uhLl;>yS;(
zm-3$#GiA^W_IK5DSvqU&+<#fWf9yW4vM^gsLAF0u{%t{mI}$QH!?^()&I%2i2-5KV
zO$iIi^Pe(N^8%=22sEywF%Un#iU`TV?QW}YPPt+?=qY71h`+|fwDU#v1SYsJHs6UC
z+SMbY3~6?s=(^mTL5TXV%^$U2w*MuLIKoTnQ=r5|KqghbfIvK)TSe+%iv6RP*`RcJ
zrD@l;_b)*_!PGid=<?`Z;8k`(eM(K|esq55RG^1mSs)LRPge8afqp$`Lu2E&CDbTS
zx10DR(<V*pt~HR9;kaWBCwokW+zIS+7Tw<RLH_PPjs7H*zgSestXK}fZh1=z<vA!!
z+t2A*Kc==kfjphTBYVhUN_ID=U=0eb%ngdRcN{>CEV)!A%HMaiOiU_B4=MBO{264l
z+k&BUNl*{4p?qQ6v80gNq=H$9e%+;^RvP8oI(>Og1#IC^V)^O6euVcFTIx<1fMqiQ
zI<kx|JXgodofDp~B0HzejjB3utN)9<DBFU+hDkHv@gtUD!EB0O>Lxp<QU+zI-MB3&
zLwFmjL}rgc{TJ=%Mg7g9i)~?UqEPq(B4Z&ACb3(>x#gLn75Ad`9P9Qc=?#V(H&Vcb
zm0G|)#R^hfhnXI3BIQZc>tNobjr#L5zf(#M7qUq`GTbC5cn$6tlJ|XM3{#^xF!K1*
zZvdHZ4h)}d@s3GUwmYdIXC?^P3A~1svG3Rz!GRpblA!OJx6(Sz?VKxRASZBhqELfy
zWADpbqOi1?y9|HlnJSON80MXY!2G|I$?Ia(d-fgG(Iul3&0L83E&kyHKLoE-j`^vd
zj&m&!9_o<s?vgE!47DJm3qZ(Ank7Yg1=053%EeQdJ%xtO071F&`W)q@nI~OS-`T7|
z+3r3^3gWyGWzg9lbslu09inF&NTl}E*R&_kD?tfr_;#;vx5lO6Qz@sKwpfg+7%GPF
zHZi8n)2Un{q{mPxB`AO5z$>)Sb3BzP?l=T+8YsLvgYxw&7C*kolq-DUOAD#*Mx&*d
zjIh%9Gt@cLZ!<k2YX%(+eX-v@UUtCoD^c@Hc#rbh!u9TD#~zk`OF^T#cz5C-XaX8y
z4%|)#UXL`G)S%f-v3x~j=&efJ3wF#}W3OkBs~7o;yGtWhE1MSQ@U|~oCz##Vo0elw
zeatsJl<$`=GOy!RRmc*+3fAfq0$%;nDYXo!*jlp2I8Vo(G4jd6U01~Zz=%vAPW9Nb
z&A940WQLtEap#;oM~gRA;x`)VM|T<EBNR>VAy0>gr^7%qrAJnvka=pYj7ilCa4MGS
zXQA#)eY_A870l*t<L8GaLY{nu*31wU_u<rqbo$<bSaJFK6itPaGr5k=Z;SbM6i*_t
zW&9a3`2(oqA>arHjkKCM3r+Maj=3E8xgL=3QBmpEM}>AflS%RV*Vlf*sljgJaok1A
zzZc>%kc8?K2ZHS$+9a;606g2Kt>hihVY;Jpwh~{M9f+P?3wMoXDB$-EJ1k*gQh#{!
zic?C`xZ~>JMhC@!ECK%BlZmQ5Yx#|=vT_#~+~q(0ab~8kSPfhjtildhSP<ZdcoPrh
zTG?#nC7@kD$u>&U=gwK5SzKvCcUsNa0;ePJfH)d;RV~{k2!h!3UQJ9&_8Dspv_hei
zZT|Z;7?_4Y*!aZMQ|GHv`~(pPdb9eISfiJRq{$dfZ5!e7uW<dBSue*ii6(}l&BVI&
z$h|ewwVJsPs^|dEtUV#UaI$-v%E7(*?SP>1t}@XkqCH-e0`@=86xBHWNi1-`^q>EI
zqx5U3u-B>$OxUBgFfNk}{a`9<Hds+kb+&xSn{^p{Ox2%upil??hhd+tQMTG$ss>;#
zwzwk>ot<Z*d&Som#9SL&Pns8WqIxX`%jqVU(i1J_<`K2L7+1=#stJPt;jx2KnKU~H
z`Ult+-x|igRSM}^Q}F2PKl%UwDyigyX*y{~5{Y!0>A0}ewbe5WRREts9$-{EW~{K+
z-vj{X_{3?{mE{ty)VP}kL818P{Xq_adoTRR@tEl2hVZNaJyG~JNAatHLR1|LpUK^X
zpzjB;6;mLXOF`P!B1y;Z@%~Tgp`U`MZt+3|0V)LS4|_8r85OZ#F(S)4sp9v0&K>1k
zy}mNvOo1EakM@s1Pd(pzrA8OV!*)!66uFBGh3{-nfjsn~Sq=p#AgYq*KybE1P7d{*
zN1o84DcL)N8YPByRLUCI>=2zKXz%E<+^x7sf3BDxP+u83YcUOnUODJ}8Trp+vyqCb
zlw#-JAB*iKLu?~Jr<g7;+xzwr`Fe?|5U>MQSzy?B9#bq!H7EMl=fdsgyy#2_v!jul
zRMowF_%X?$mouvH|D)<V!<yWpE+dMlh<KHvAfO_>DZQg2T{?ss@QResrMCb!P^9<X
zLx+e!r~woa=@5D-L6HtYX@P_?CwJz1X6BF2!w*m1a^AD|UVH7e-p51@o1HyUvSaM#
zb~Tflutp2-UhJ;ryIOR<z8qDEPztEPXOyU5x(+!k4{OAUQA5U*lH>iib_c+nu6yyJ
zEpUAP%bTq3WcJ{Lf0t2dvfgC|1_nTl|G(S0jR!Hv+pR)X;^RLvGu1ljemQM`1ys6u
zA9wwNjq$Yw@dlWJ^<l^EoWb(KkwB1dc&&htcoHR}zI*3>dPXx!Yf-U_J+K1UpjF)z
zvy)zo<5VjHm<b7hzGD?;V)kE=6zieE8VzvojP~7OS?Nt)H7I#>LxL~@bm1D^)DwT>
zz}NzFAqy3+E@zXUeX$f@DIEJCM*V|Ci|-5Pl-9;~=RtP$@CmKsv(eXCz@Z7VG_dD`
zk_SF>dqAyPE<r#>E+%RWBtoT}(bA8BU)Vr^aXEAh_zR#s2V{6sK`#GWEI2*Hd01H6
zvCO($md3R}1+Px4L`;ckFe#f0MN{*?qBQk|r)w>G#hf%iV=MTuOAXLP9vcG1GDz-c
z8dWLh$z00tIB4@3f?9tM%+r@SO;k}x>)G?GQee&>$b&lod=c0wCb(ku#-BlHA+dx1
zbwBK*K<=j}V866>*Orjn+VsWRRYrYHAq@QP2fMoR63+z|{~A>?j8|f7%NjJJ3Ng)(
z4Ifc{Sd>N;02@`5iU_!_4FPU?DX<jOcEQ!YY#M3<8KJ*jLH$$xj7VUGD4c3c1!0(9
zm~x`HnFvlijh?uONoQ-w;#RutV!a8A){c!1#5Pe4wLat$mA~yI&gK1vs1S5CGDobf
zCLY`i>jJ;{@WrJysmV9=ilzXluT8k<2wNJIUbt*rYM=s~PO(a-hr0I3Bp_Np;xEY4
zMSgb+qE`*vmHeA196DP2=gD`EkDJ9e{X-68%L~J@-k54ZzT5}xDOsCCrp>+|@hm=Z
zSLkl6BS;^yxG69v3xY}JC5_E$!69HJU`{b;7{Q!?w>kl!`zqkd2(tA+Ss<Z3Rtq<T
zfl?}6#?wy4=py9Ppoo@~%mOXTx<UwOzNpk|yGD!uWa+NiqN$XvMBb6YW<TT_ZMJ0_
zt6J;7(%<uUWtl6Zh5nY$8zU6PcPc>u5nPv;!1y)&zm_uUD_Pz=<q&uau1veNd5daL
zVEaA7tOcu->nKH`ANW5~<QGV7rv=kY5Tmyf#iSaQa9_s~=w2D)@mnw|<Ya%?+odSX
zWpwd5-I;S*md=r3-n+V~lEdF`N?hy)(BP4P>nFj#%hFfDJ-_F@!*+SVuDER}-3j<w
z2?Ft0J>Qv^;lR_Pxbq|PI>@~*gQM>@f5lvU)d$I{dBx=`vJcTK18v9;L{jgpn%1V;
z`RXvpYZuBG)gnL}GJi_ks-*9i%fkWx5usk`+mv6q@$Unzu>L2M(FU1%FwIVJ#l0#4
z$oU5BQs)g&Wno@_?4uc1GAs%)axJ~xb%h~EatBH0t{N%JiMxxc^%ud?NG_W`r*G8e
zc#Nl|uE6)%0XnzX>;M*rBw7BTDgZ_n!@xJA07L^Q@PYxH3j4m)pD!Y<UUo8)z-v@C
zmH@L*luo_dQmfe_SJcf>^J?;IPHOXQOzr&jkVAkmvYb2>gCrSNmR($%E{jHG{_-i7
zGG0?xQ(6%b$q+o=x1ye)JhKbYe#W<f%mL6%umXLSB49{mxH*TJZWNJ`G2_Ydil<0a
zQv4($Vo*blXC4}nf=*;zw1_%I23&V^3doWoL5u&>>ODp(E*n1-I%71tu`4Nn(EugN
zdi2Ul$fxOU>=Ch$3m*V#Z2mf>$7Rr%H{i4j)vSDcHx``FKCkm6&tm#D-M$Qg86N;>
zeoK1~-(49l0~nu*5jEt~R(RP20Ke)wH4y2gP@tSRN}ay_sn#XQS4Pr`Wv`Hdm8qZ_
zAY_!7e%88Jwil?S<<ZHBj+WScCVol1u{x=STn<kD>;uTy>eiM#6023|THFHMp7lmx
zj_xT|aanVW=#8P2oB1;L9mRUv_QoyDYaQZtxMsY7ZOO&3Y#>ZcaSr`D4BRaCesIRD
zfTq|uph_E8noF>OI;m;?HLVxGKx7`lASHcE6}TcWzRci;Mbgn0mJS~DzNw03@uu~l
zJ7ZM1Pgh<JvO05M_hguzm|i4Cs^3NF{Wo#~KuOHvyByj2Z|zZn8Nah~ONmo}5aMr-
z{_ol(?#sH)NH4nqFv<(4e9FQW$-Aos?)wyw1<XX5fawUsiH<9BeHWuoz~4H#yWt$c
z?yoTry|gF_RgrC|s7h8!_@0xJlu5dKRAR;^ee`8a<7>x@x%rbZt(>wFqw6D3*~Jfs
zXA8c6e#CQ}lh|1Phi=hMqsBTx@|Y`YCofTt>xTs8Vl+icj&BRyAb~+AIK^2HNYHjD
z@}_5HRRW`xzKap&e@4O}p9rUXe0(G@9bi=N3d0=lPp6B+4NA%{L6H9+b^oWppg+u9
ztixJy|0Q2Fe<l5s+<#z438lx|6WsQ%(ekaB%9UJ)+$1F+qiX=tH}L!X`XF$9luR>l
z=DHa!EFobGLKLOlFd(~LAs;h!6_WgS&8Lngv}bMhW_eQ50^3~S%l;Q^!*#J~i@rz=
zrI|$$Upb96_b1e2*B+{XVQwJCG~huQW!%b$?5_5FBfhm6@8V9dm|Lf$(^rf5)xLdx
zeUFQa(Fr(NroLl*xR?lpQtFEWn|sp#HxK^~2X!)Aa`kL;rjeoS+LudZT%mek3UlPn
z<~q5Dk5=k{BU5f}TD$e0^RdiAFF0vHWH`KgpCuQ#Y&sH8H)m<QjK*-^|MDmlJ`BC;
zxFV6~i=28`ICYirs?j$m=H?u$PLDlvQ~+bIihdKd{?)7ckFKs_h)lN=hm->j#}yO$
z&RtM{91lOmo7>y&r=`8{l<dyj$;RO8b=b;H6U{_(CMe{7u!WL@ETF(D&gLI_fXGFf
zt<$f~cN?w049yvAlsV_=LWY@>vkDM<9}WDF*Veco_Ki(>1^GuC{oxy(Vs-1NuZRxV
z&c_ma$_)&2-cJwD$;nZTVXu7u{sP5iuF|{?>ry{k1SEqsfx&|@z|wa?&%mNl^-Mck
z)PSK^seM9E+12d9r-!>Q;G~6UpRsX+^=7S-a7gBAkNhir!@S_>yv)pe<_wEn=Xd|H
z59bNStF!t*?OEKHVCe*10qQ#y{TD7@HUhA6r5Tc$Q&LhAe+)EpOu&hm6dQY6*X!4l
zfzK8V4BtB?l6D)M6*3FC{5{TFaa@nv!so}TZ1Mk26$(w?Tqs`1vNBj2w%KMnYHi^D
zj(m}Nxqwa}%wgoqz4GIc?JSm2bc81P9N(v_c#(b{bsmM?%&w%r<X`DGm?yq9fdA1c
z@j$q$oAo;vFzZb3Grg7iARrk`-ch_$Bch|ne|3IL0_NEu174w^Kh0aMPW|lK+I2$8
z)DYk8O-;4dc2!2@u?CMx8Ps37CSxQtvbH`U1CQ+cp~^L`1{s(r^)Vwa9LhyoSdWyW
zg+_^*C|uPK5@igBLBcL_sTx=vfGIIkeSLl4j-3AWtMj8bfS5qBr5ynzh00@aTwp=o
z7V_n6GqCNW9k>@2>BS)R=SlX-mZwSNM`CpEheEIZ8NY9Ht<8pP#wB_``<QKQH4LqN
z7)<%DSH`Ye>8n3;s3s0F{&(9czb0ysZK}dE_6k-QCH*sZY#DGr72)0C)B^3lS#yV?
ziG1Rbo>cZfiT^#B4=-P8M}BmAZfTjo6Z6sfK|hm3>VxzykaAY;?s|D|&CRki^i#|o
z$0z)EmKdi)ArD_3xcX<tkBC)v*(y_wHk&1RTGu*e*4pP4%r3BXYrV-2m2xt#i@e+6
zOuH;r^I5`o{a?P8{Lz+>FRl6;bOx!M_P~l7G7ltzma0KxecdTd)OK6Jw2>Ucwv%lc
z2$`{lLebxaaV~CnTv5~Ovja^F$$qBkd#?*-OJYWI1267h3oZY%w>Qj4w{296PfZA0
zXp%y*u!)?oZd!A3$!xPwlJzPu1I3=iZ~VDc*a9txe^UnluJv-h>~j#p*S>um;u}=G
zb3%<}sEX7mlD?<Q*O{!P_v$Aaash(!_Re104RMxn?!RUHkPkk8uXHSHT=X#L@OR^?
z$BT0D6DGb*uZz1BXo^>ws=(h8=xyyIw*eQV`z8&DLn;Bln5m)*nAQk=%R3KQzERT-
z{dcaRNnb@Jg;r*VTJ9uvJZRIw`uMexYz}fC(xTcG5O?X%PBlA+uI5CKf=s#XQ}<dT
z4R(RGu-r<|+)E8<;(TYU73;YELE9k3{ubT=FS<JY$iVK5M*=08<9ZA36>Q;AAh!)y
z2%djMGurUdMgZjiF#fSTWtuESggK>CRn@qZ9?!x7X}H&XO~;}J<3ZQDQE_u?l@D9n
z#kR>WR47SwA3Y<&%zi5uUDq=;-R36iwM6@rFf^dM_It0u`&Y6CHkYFkU3VIBnqZFK
z^xH(^0cZUaqaWpoTV8lIT+>2{A^?ML@?I|j#p?<PaYJErtfNRRW<byQQU-`4gy%E)
zvpoZ7g(}z`Beu0<r5);>Q%<&7*T9VhfxQ50Fzyo(0-5PDrW3$%49dve54fYKi2mjB
z0G%YAT!+`J$xb<@rywEoR7Y8}XH2|+z_~dqq@kv;_A;VbkPtbQugLu@Zv79_>fos~
zZj+EwCNA>Ript&CL?RMfJ|bxvBgH0-M06z>OXQDsVy0%EHNp!MgP!7K2GMTAT?P)+
zz|+`l4g5mr^#@?`L4GvRnCvae)e&%uWu-X79O^9(w{y`BeA?5~O*UyN^IG)OS>uD4
z7zv0P)p06sZcb6BNjM(RXw*li@Jo4akdJNQhbwnCxWI~fegOVxKMSB%C$H>$Evfo4
zyT!}377~we3ix5dUo-;)^eg7v{FNG2&;B{TPxJWO4YlI)fu)u%U9Iqr!l;o5a1Mim
z{U-&vqp$Uvc;K|^RP`uj%w67}^j>^DC)(#twn0ZW*NifRz;pxl>G*y8h$!ue_E&y&
z-=o{_7Jm!&55#lN3T=|gF9co!OEFM%bN)OmV3xJ}nEqPJyWlIE?g{C2V$kTm^lhWH
zzsc7FF0`}NR+;Jie1uNiExl=G{z)Ov9be+C4WEC(R}xv7mBz2#qAmLgeIbwnPBUDl
zEO?(rr*I|3n`UDZT%4DD<Bl$T%ukJ67NTiemgG)<rs3nm5Nq!;4!GN?)sTFFzp<m>
z-l_REJ-W_NS98HNIhr8&I-9b&sVRJG`M$SYfdDOYQIKRTL=C_$WyCoOG$fWA7?y5g
zbU+aFeQDg0$@M3G$yxTr;(g&-mJ}^STVl|W^X9iV*hyC8H?0c|l-1r*+%@IZ%~g}R
z1?Ozs=pC$KC&4lyYs+mSY*UW^?ZA_V+ciRQ)S)|#`H!d%4<^~Wa@2>v`>CD$dJLcJ
z*eCK#RA-^n3ix<#QZk)HUVtsmKMJ;DM!o%JM7}m@VWBpitv<<pd|0*c&LvFK*h026
z1u~=Y!ZbGB_~WN~dpG_k-lUqk7UiZTE;VvH%j)`xK|l{O#0{)AfA_!lDr)!BmAo*g
zU0xDo8v7y{qZ85x-S~C^<=iWD3Buf+9p7;&l4<xe@k&QwFS|#r?=hctt6C5Llf^)=
zM($O>LJSQzt>1c^yrpR8M&H^Jw)rL9tuSlnmPiXhh_9iR@=9T_G@koSqJ)NMKum7C
zXNL%$FhLg8%kH}zX{4VtY=%)#6}`Uy*1A#So^t$hXXS!~gqC$ev}T+9vY-Aj!JuGn
zVD&bnp3wqX%b$GZGkZqr;*3!E$0b%WNpm75cFo6o!{Q`Ke0eYb@C2;ZPEFzK(z|bX
zr59D;LI}>o*4Byf(Ua^nZ`Bp%(EV7dP^v$F|H>4|9&f4CWzPMfjU`1Tm(_W1WDt{U
z55&Gxa=p$7(6#XkbxY~wli=(Puv8S+Q%E;T_7RDNMtircfRpKNnH(wsGJ`YrPaYYZ
z4l-R$L$}GO+`VtKb{b`rmuG_?98`DWVVoTVt3d`RN~<%Lc9f9g!2oN*xOh|Z8Is_s
z3o48m>YH1>Iy7he-d^$U6&S+%toiXvDEIovc(5>ki1om>cN?ra%E*02au5>G$5ypU
zl+^nNMYU#TCR01SmT3BUZ*p)#?ReTag(>JZm-B%CyO>cjV%ozP!dn>oFa!o|Zow!7
zj(o{iO13T21RrP;zrB+^5+u@hHept~N|f)(ilTqk&^YWLA?*FJw1hv6jP&1<wi>c~
zZ&X?5DNEB{U^)AvIy2Zuf9Ym_`C|mU{T|=#(QzFmp{OkZwmAcNCCWU76-Ak|p?Wj?
z`rh*Rxxhd@G7EN>r!bOXI{H%tc1%PT^#&r}lSFsx)$nGxt^mPw0H2-@txWP-H|>_P
zFACh&htFtZKOj1HfLs-1K8dm~SXrBg;w)-|JMY)&rgLtlF8DnnN)^tF4y@jS#9W67
ze<N8WIGsc<bP_w(tb}F{N`=_ozq~uZbW2;-JV@y}<*MFMuB!Cg=w(D(5DJ6PUH8~N
zTs*xcQZj8Eff<&`Iy+xo<!Cy5;&&2#SGe5^&5b~=&w16-yTx<Q@FTexw+2C`6>9Rw
z7byQh-tBbsAfUDmobo@crPy!sWhpubV%ri&ci6gl?28y73~}Wws;eW7)0JIXJ~^Yg
zFV~F}TM}^-!l>ZN0^>XKB@Qv(%^{N~=>EXz@ww(FB-c+~)8`_<+`1msl^o46DJ|m4
zU_VV_Vlwjmr}<yx85&KBezm(Yp!l%VwCj7pO*?EZnM&aPz81)i>lydbS%&ykB<}W!
z*_GLA;oRqIz2<9^whoT*=n}Vb2f8h`f_X?=KKYA@q8n|r@M+KZoUB&*cC1$iPrL|i
zE=Vt`29Hxh%uyP>M1F;lptWU9!MQ<1?zxxTz-83oXEY}+fOj}x19f@!<$*$1g8l=n
zExioN6C%I=%i&K67s<|S#^2gTIGtN~$_6vg()uHHYD?jiQ(|p%vVO^Fb%MDsD?gtM
z@V@!T!Q&5FzXmQvB)2as>b?H&?f!R5t96>5jDB7T3*A;*H7yJe<HW>NnYLOQzN#&G
zi=5WxImpeg^UUrx8r3A&;J?Ncwkh)BazHwedD=*yc$IQC+U>LHj#tppRCEn1(u@&D
z{kjq=3Grq1o>t)L6e<@RRM>h^KY;sZCM8s;Q=gmm_y~3UHA$Ryhc7ndAA^hYdysMn
z9yMh$%U$d`(-t(jE}hH5Ero@%t&d^)dY(R3q9bcY4wAhxja;@?^;KNj!&^O@LgZ1W
zB%jww?iu&k$RNG1g{uyq0_t!}tQLZBwlk8l@%~9@?)rWBAb=zcC08Ux^E97Y@Eec&
zQ+A!O58vz*)24L(^M9DQX8*onfDVrj3?y>Ta&21a{r5?U{PM^lKYT!;*t@>?j`L$v
z$ST6hR)QgiTe_o-nvOv=V$J8<-*6S#C9aT#H5<*b?OVuPEZRpkLj0%XYJ1Z!avHd~
zGbu+iG!YjmH^*7PjEfLfSUs)G4~m}lA<<|l;OmTC&WAp~%Jkbhf2-MndtzntI#=6m
z3%R|w;sm?Z$*Nz+jbM@cDaT-uGn7THm;Z`(@}7AqL7Xaj72GD1y>gUjRE4HoOGjO~
zah2YdlXY`T1gt;W0IwgfI{<h2bq2l>W$^3guhS{8RPNVc0?i?rU#|ICqsAF~%DAHI
z^S-aJZIiGQwm*$Q2oD`;e(^-%kZ)74v-3YmbswOi)?e(9852Y&w#sY6B`Krp2sQG`
z75GuV0U#C}9)d+<TPyQv>uzk;M}><!j9%MR%C@{UOBF#8gL6NtcFj=2#k+;Dol&aV
z8hA^0H$Zor-pg(R;`gfL&okiGUD?iT%=pzaxgq5(^bNAy+N*ZKL<@g8R@6YN3Y={X
zjTIHn7&)h!OLBjA1}iT%?PL5&u4cDt)P6Gkw~-G5;F<g{*hg(n@Nz!rTldBqX3}P<
z=2gOo(U=va_gGId_Rrh{{+DbVDLAEhhpkK=ZFYWJ+vFf?2*kZ3cg0hwV$8Rf$h3kG
zDpy<SIj_IJUpjhOK>{8{xCsPZb&432bzkKxgLB`~Qq?Z`yT}aEgsRoxz3xC?ajg1k
zdP>%;1jOo|bh~cBmTUR+H1u@Zb}w8Px$<LGJW0BSfSPtPNC=KbuokI{WgF!cw}KCn
z`l;&>b5TVN_lw_-u!0I#IBc^ehium-Ba(W*7Na^lWxh3oefslDG}Tj(rWd+y4UUYC
zk<%0|rKoh@hq%AwHqjmVrsVBCuh})=WS#Q(QVIhbM3_sOw3U&*^0#VlZ}YQs|1<-t
zuvSpzEp@rS*W2$RxXJ>JRn7h%<Le_*j^9F)xk5f6z<H~t-mQjok$Jb492Nh#pitlx
z^_zSa63Ti`#X7yoYJqu6hLhLP^?lg+!}V1s*6f`|w@ZTQmcRT*mQriwK!QIpk}z(n
zwHCFYu^RB=mu9~uGs*<zR<ZprSE?ON!v#u0+=(Dg1Ynr%<Ejgw%%$+`DLshZ*FKe@
zHzwm_mD+bJfCXXUo<x)7d+!G?o?5e_&P-qP@`p`(a`pVSB1oyS%&Ot)`_OI#Rs)B^
zQ6GnHB8UdeS0Y+PUEZjQ%pksF4^SSj^O;FAgSv~NNbw~CI{nj&7^{p{eGNF;OHyo{
zeJDOlZ4Vcv?d9T(e17VChWR6M7c&19%`T6OewkAmKlq?LYmt?A?<mHl5u6;UtwQBy
zVrrh4-H`ymYLh7zdzFU`-75TXJ{lpG9Y3z^qZ0x)&zIblbur1c-Zq~pqQpluwMqxL
zjCVg577EU6Iyx*BWDWk%&5lhi3W<bOb+wuyuWPKP%!K6fQt~9`ee#x=#H3p?W^?3F
zgYR>dAsF&rURYl*NFjg2ZOuB%q?T0s+vO%oCwTmh2B}CHB^Bu=YECapqjbS%p$^6{
z(=sHs2ebAO+GWYrc7e%PuJFd^=wpK3b6;^mF$Z??{=okeO!{|G(K|4t>SQvgL_PS5
zJ0Inv`6!!~STT@s%4N-A@g+7PPhxT8Wok_`xU3g;=`%Q4++6V1gph0yf3bU}SYjzR
zI3kV8Dk`(UkeQesuKue(f(p{!{b<<N-etJhvwoV`3FWJ-R>qY*EzQ3ev4nvK_;#76
z|8?N0D<PN~d;ED(MmX{)%{~r}(m~!2WElAGYZ@)$z(XTrY|ONV=r}Y_?g`M$ld_x8
zuQZp9kP1oZdG&U#9<Jg1;<2O<9_qJ~IQR$bL94-6$>n{JIPo0J6Dvs$(F<aq{zbY+
zv0`=px$~-XUu@mz!bl-mctUKJm49gPp9m5-9h%xsi<zA38J(y!DU(<3kIcG$jlSr;
z5E$tFLYI1MePdJ+Y*JB1d+kM%C0+<$o)qZZ7@x)66gBEr@jD|yOlbAJ_`d4uixy8Z
zHRRz%(jQ`Fz-fKuzR#P8pDZD|a!GVTt+@`uO4b~+Au4RgyY6aEVUAUx1|19e{Tw6i
zjfuyKMqoG|Qf4aKso9Q$Q#JWI_od~YF1q@4Ou;~6d~>ojOyVq8O5<dA&u8TMm+1i$
z>QX_!9C9W(qnb4|eLRMkz;Mc+zZ}!M1eC?bW`O>`EK0Rm-pV!iBuW^nI5;+P|D703
zXhRj0Y?#pcly=dCI35xTxNsbPQj{?5D5+!kdk(+R-_6Lb=T*0+vw01|kl2=kvRb?D
z<c69He2f>0@jQ9ujMH7qUbY*_qr<+PF08$0zkdl5`h2g=e|m4cuYccX^HLsEPyF-S
zH~EcJM?n%B=_F_<B}F8kz|`VLi6iew#K<U3jX^I>{5*`Z(*!gWkddppQyH{kHb%ts
zz)Tz$gtub9uD9H`hJPPj8XS1HoBEPqZJYJl?%M*kdi8X#l*Cmkpp%jN9`PWg*ed7e
z4<bxJbhM0#gOPn>*JifC@um|TWA;2p&R<;4g5*4RW$(njb$mmCup#`lgHmCch%S2{
z@(}9Ti|okj37=?28-o*T0;wVI_AO(=_!;Nz6%+$xwYQF!OusH0nP6_$-TLj|md2-z
z_~s*V9ugXU1M@7!DhvH(u1a6=+ocGo;3n`FtGXScRL%?bmWavb4?XfpW%xDkg)Z9N
z9J7q1<haFA#jl?K{dRRo(r4xnN4MbgDK(g^SE5^XiyUO$l|O|K8D3T9<Q4;~waB=V
znK*KIpss*VVA=QBuuynJ+Ee-OQQx&u^bFU9xw)yO2-s4q2qe7(W7bwe<tbykYO<?@
zD|H)W(VEYD_^D~Hj`wY~59X)`IOZv;q@e;odJ=;Jj1;HPa(Qx}`QeF!QK0>lUK4m8
zlCqJlQ)g5Y^!}L2{vdI$$LC#ITJQ<B-&$QlR(4<L0JS?2k~Jj&fe251;|kpU8neE!
zS@sV)*CFY>fiS{Li<-3BIro4>n%jromYN7VNLbq$4vI>x(Y~41$F4F=(Ff!b`Wq|0
z<&u;wYHHiME)doDDBZ7_p{?g6epxK6#J<;@-;h7_@0t1izH5y?F>LQrnYQH1;7-35
zuTi~5PV=ZUW=QWJlU~<4z7_*7>R}$DSzPB-%D)l=Lq7e)$WRF#_esFQwi8c}9PIbp
zmU$m%WT#cuhfGyuD8Wix!mnlFl>DxMjjm^aO>j9}Ke^7?f09DAup}@)uL<u0G)IyB
zl;c?cMkc#X$01vZ8>|rag`P0|rlvej`)#KYsWmUhFw4j8H{tU{gQ@grgduyp<e--w
z3S{Y@wo<mn#1bYZr;{{koW2h2mu1&@bY#7yK3v~p&2Z?ObupG1+&&$9*)_J)7P7XZ
z<ZCLRAF4$u6gByIWvfuN&ubICf0ls+Iee_zu7m~3-#-cY!z;2Ip`V+xxx3Te&EO=H
z*?R%SOUXpjuebCMBmy)TSMy^^;Vfi6|ER$uCp)tiXQg(ZUtaxs7}~I3o;qqqf0@K6
z?rCa2JA;k06O`c8I!$lYuRnIn^Wl)$96kAh0oyS&{?CpWmT(wC7WKR~g7Yo65|L<q
z(nJm6>b6X!+uYzS`E!^fS10i0ov>Zc7|5sNsXAOXBVWKDE3M`hq>BKgb)|TWymwGv
zzVT@I$NlRJE+`!1*WVYPMpXNfB}RTcs;msLs6sYJmy*dLjvHTLJ<s=fFHyX*80rma
zL}X2}_~M<PY@K{b{z$=jK*X;T3D@fF!wQU83a*$org@Q{bc+m)>&V;z=bUV77v+|3
zTZ@f<cbb$cPh@2l<X|cJpgdjbnrMGcWoM1WP`^!a+zgWrMQ>^8435$ojynyNaN&IA
zr%I3CkSSZS(`7NW4W<|($+1IXw27$Hg3Jrvd36%dYR?%MxL>49LM%L*V2L%)avoa)
z>28v4r<RRdq7ILAvppzm{#|N1OUYvbtNK0iUX4E;4q)_zD*5Gp&U-~F3DH7~w!P~K
zla3f0z$fPtw)$%#bZwV)vZzl0H#+E+Vvwn>;$b0$Hf(^@EVXR(pvY!XH1XTyvLWtO
zun<N<$p(pxBtqt+10+i;dL2{h>-#H)6L+6BCZ;MHpoq6NIj0N%B9Nno0~?GGh)<iV
zbV)dOg`TR8p7`B+4;R8}4c};HvjW)OWQ0F`&y?AT30`GbdNY7TmS7PLNV}5t^rhqJ
zJo|;nY}>=_MaR*SxH$w7Mt$zw3K*d<A@6T`@2==$h*sGNHjoBW_y;bsB1k9|6%_+Y
zbt{g7Tn?3eI5e=#JH9=OwM~XiYdO*TCrMbTv&cvz$_WMOpYzhAkF<8Bk4V0<U;jG)
zfpJTDsMEVYw~x1?p(NclyG!)@N;WE*6T~HWPZ^?*y_5Q%8wyTE4uE8ml$lupRQ(+Q
z$Ako~Mgpidg8rozEt6owpW$<%HOOLhJ|0?MODY8so~w}GqBUj&2kVZx6Ni1tP2bLz
zXIa^axRZ|IxxeAN9SDQukNxh{5WlEKi!1A`)dGpxaN3CU(D{ZyT<Oa((d}{8Dyh1P
zBC{B8H2>tXY+PoQTALM;<~wRA?uo18U7!oSb3-wx;o7xpyTGluTsKE?`BnwmWjcHL
zK2^Kf)1QShr^$04ldefJ6aI{D{P>r8ewcmT9M69>&O-X<-c8m;kEg~h1UL04vh03k
zj^Oc8<OVVX$j9H=spocBNwtNZQKmo@HsQ5~BaZ)ADV<O1O~kG=<5uue68a9gImdoS
zErie}jFhg}L}%dfgRhOCXL7&hNmmqW@z9XoEbwYQyu}Y`xIi<ZrKIRU`+fkStjTYg
z7k!x{q;&E26&Xkjw8$tldv$JTE*s5lMO)7i*ZX%b$@Sn#nP-v>9vg>ksiz$4p($pc
zgdQoYiWr-R3Gq6<4zZq{h4vSKJS|HhAaHsuU8bT2z$Etgkl$YE1lIb;9j#WS*EOgG
zB54OzpNV$?y-lyRQNB8d;jjD+yFlu4{cjh?1aQ911&u9hGI7h7pnk?3W@d&Rw?;mg
z(8{qCu4Lh{Et<+1*cU-oni;#qoZ5Nl6Lu0rn^xS>zQXU$%)?0NvLZWw;T0=TWZaag
zd1e_Ak_)meqdIWqnG=ObYv~#j2t=gXq3fUWTs=py`|t7a;>uLb?0x&WK&NH+Z6MCc
zZ|ep%jr3z{r79e%YO8+?z;c;5r3MfPWF(y@pCO_mBCvE)Gr3@f)U-2M@$mO`h5bnz
z%GfZsPUcEqHPyT$HUVjCt;tbeZ_F?0zr1}3B?vptZ*|y72tZ<rRLr6(7}J=aXG@`2
zvxCE1VN50!vosKs`TvuqPiFw@n@N@C#rW4>3s3MGi|aD`+98k4PYWnf?2o&aFWcCx
zwNM>);0BWFXm>HoWwfZsM)lsdQddK{vQWQYVS+i-cjm2v7r(JDqRwdWsd<4RUmyFP
zPjo!YiU4@);}d|{)-yP$%c&YUL^0JUEW8IMhtvX=vwX$<{yZyxjsVp2(|vO1cUhf3
zJGfRvv*UOLd{K1o36D;uyAN|L{dc6pVWwh*fm0X1-|UmaqFV~fhmn`6HC==24c7N#
zkEr(6eOZ&r9@6Oqs&*WAm7wsJ)TB%>DkU_nn;_b}vKaYje0|v^Vxm&pl*tf#fS~jg
z?PIj+3=DF<Gm3l9{#$-bsOVqQ6Ea<VeD-%lP+*innnwMPt=%(X6V_9B`mt^=YotlD
zWmPEt|7qJ^aoW$pD&t)Y44Pbu9Aev0bIsM+Yl#EGe;ZymM{B`3RufwHBwWo}6pz8k
zx5JoJ?=NxRoky5S3>r7?jvosk$O==(rKQ0;*CNh}sd~OhLw@4U1xAKI8nM&-v31^K
zY9LVC!T<fm>q0PmGj0Q!>lXR9;A?Q8=Ax=E^vCCaKtQQkEEqMPSUHHg?$v^4KuR`z
zxfH<yipDk(?#V;T?+Q)wdz_f0Io%!63<nh`Y`q+walGWe)6}wc7UK3tuh`)o^^}g^
zbwe?U=dJ4l>4TS0`3Vyt$co$3Dv7$#^smKuo;GDC3P2D_W5%3Q63(+o7eQK4k{UNz
zUn8)7^JD@w1D&gd$^yZm0<@wx$@H0;BWLk0*o?MK0}otdg30_LXxVZK3ibu-Z40!%
z*a!4f-*h=&f(qLt7|*kI=Z1soSw5}!lsv<@U~plns2gpKe8-_7x12=|diZ|yd2SGH
zwm5g&n;~(q{{017$&|x=pVvJr3w^8=n~(d*H^i2IPBw#9x@T8s&_|vo<jP`>^J-Mz
z#&EOjgzxO@YegMrc{B>h>NmT$wUsJAj}YR*`r>;g;soaZZ<BdWUf5}$eWC;JHoltK
zeeG3nD+!-FzGl$&x~6$)eBpVMVx5%)Lf*bvF%x5a(+oXTfUlG-;d)uTOAzWG#c3Nd
zH0(4SW&KJQa=dRN9-em7@$K8UreZ3CcFAq5;aB2vng3jZYoK4VaN;ztld@PD=umfI
zJMp^*=S#b$nOiQnnv}b9RBSq>h>VgU?XcP5)-V>M%k|6!tctc-pFM<4Ee*UZR>!O3
z-3Bb*6rO``&|$m%?1`5l^WVoe<?>$Th>VveUM^>wUoIFVI4oX!q_2B*ez{x?Ray*6
zt7l4E_bEY9C`V`%<chppJUIgL9Iu9N6|rFAKu8-M9re62I$WSOm}YjV{cPIDDZF*u
z+{d^gB_K!?u(Sg#OQjIPbQYZ6K~MSjh{m_cbsx|=c9*`kv|6vPyxwPr%%oFFu^z+s
z@V&X~>9s*9OLI&Wc8^02*F{tZ{j&HNIm&S;Rrl|y2Hnx~YMrHv5y7IlNmb4_7B{N=
zGrt@6I;?fD?Y1*||IYAiv~%r?KJqLMKuBAcFB}LGfkL|{aQcJ+euklsk56mwq9<|j
zyxtkV)Ppggrlr0m6?YP3qKRgFQS&#BWj~%k0wxdirK>{m_)g|?A1={D@zAkLqgepw
z13-G)yF<wQlyJGBl|lv-U60Rf)ZmGSwLEvOu|PUm`_|G|0%bgIB+vi8<eJrX4Z4G%
zxM-d!MdA?xvHNpV$XolV3OL7Ys1M1js|32e<KvWaA8IwiFv#S+M|fy=2Sh+o^=Oku
z7sQ_!Fp7yIk$?&Wzv5i=ImfXw;{fmtRCa-XtTkf(3H{Z_(R66PT5g54&q7LAYnk~A
zx1N2BM4!g8o86g}v?_bq_}lPPT25p3*04H~N?2GV!Yn|k#rJ7m@D+&P>y{9)m`t4!
za+^zBZ}Y~ZY0cM`flNSCEm_n>EEoVSv6VEs@b({_vdPyOBsyQ81P0Q2yIFoXYeHpi
zBvO7e#tR!8UAK`Elx8+Xau|?=Dg6?0;zspq$lvP^v_KYLhNf+iG;LgCmoPTdF&|a`
zBIQZMEfnC_QFwL{z{wG4C%6h#T7P=>s;(t?Whf8o9RP6^-mC@1Q0>a~)s=nE91)nd
zBX}W;w@ZzN8IBKvI~BQ3wX<1jo__CRka#pa|M7A@RVYu{HGNHbn6Zi5>E|iO7_$b8
z`nuAp^GUb-+bywU9mtVzWYU83X1`b=JVq0t$iEu}jwL|ixbDW$IN5a5A=P$v3y-r@
zNSB7{<sPItePRyiEU|d1q96mW`xT9Y20KS8m9DGxO%#|+j38iZrlld7Jr(MQhc~As
zT%b)<JBsx-(Ysx&K-bNHD20R=Ubw;h_}Q)?WujWvYb6($CqE52`Wqe;6g2wTR_l0y
z<8%mcxkdc$pJ`}FAS1a>6Os{p$lnPfMVeaEkvXaBw6#VjTemcxjy2afGZR%&MM+~N
z9`OGIY?hN+_-bExM0^fnhd2{fjkNH>A8Rh%NxjM1QCv0hEpM~ZQ!K@nG`@b8Z?y#E
zJ*l_h4%8N3z;w&N=LPqCQjBFG=;;RP?P4r4C}6}b0Uo$XbBmoK&g}HWzu>zN&Sq0<
zuy0(h2E8&tN3-YJW>?0_NNCAjX=nu{)pAIb8Fk~40N=kE;_mSbdS&+lSA0O$-I?i}
zk(Ot7cK*&jDv>Ez5Tu5-S#^cOT@%SlqvxI!Of&XIX8YQ?pm}uZ>9;5T%vD1nyW`yG
zsgk(3IF%EzGws(sf-#c<svu#j!F}|(HMU##cWrF6Q-tC82-#XtSS_Uy$TYd%AEJBd
z0|4rOOkvJ~O$xhM>`nfmBJ0(|#2}G!*Nx~>w4Pz&?K9D01%fM3e!C81wE$xw<^>1W
z`S!oYDxAn!>v}uoHp`8FHegTW6*Js@{AjqPZ{1E&VDBWiA#id0$Ae4lVz#!L8AV#w
z`>`j!?`rp_#opw<`qzL=Q>X^jtdCAAs~1VmT}j7u?d@Tu1IfcqYYzk%Ai~(ODE_sc
z^Nbst6Gd)D2I;K7H^jxnTyuDhoi`?>*8Smo6O`(v{oRI4{0nN}A6QGR5+&v4T9!d;
zTFcm3Ziu-=TC5&u;u>s7ef|{HKUrd-WZ^(vuhm!j2EDjLUF{(+qjpNMf6V5R&^JF)
zTJ3;hCytS`Az6n(X%3~+ZG~M@>a(XpNtI^Ku<o9o@sEb%0&>&iRm_Y<Us9OygJ&VS
zyU({wsh56li`GaeW+&*nI+(ohFrq)QiYOsWN-aKu_X<+#op~y-^<U>V)?AGW!H<5^
ztfZbWl$CzyhQ~g&zU+$lelNwgIcBwq{$w=uU2}y~+w*#lzO>HQB4Pf=5f3`YIAefp
zXQ;h&wFy9YRxvkLmx~K+<OYLU%~?ygQm~xmg}offuX`B+Q(CR7P0D}WYJ6(FcD)>8
z&$D(OB4r40uO6xN^^hH(#Ep$et$(aEnikZiMFTo2EDwBQ8S1}L%4O;9)`jl1)5E*#
zPE{eZL#Cjj^yH)yZjQGd|1_|cz;jy8_sNO7<1&aF`|Mi$b5}M<<*{4MKafPL2mvn$
z!3FOD$6j4MF2Y)Kfck5okAnqJFn^n@X5$OLOHFySC50yNtp<25aR)Z5C1|ecrC8=e
z^ls2wnVBSMPM4Jx+1jm+!C7aPA10%0GGtg%4GZsZnz4j@^l~Vmz)!sY{^g0Ue5}<t
zHV_5CZO3P1mdJM*ysRuGr*m_UIp`fqJ@TRh{?MX1^ohjNQP79wmGkX>rZ0-$F$(%Q
zmyv8biuub6pwkBXlc6Xjje;gEP80y)<3EeB4Q6~C>}CJle`Qn3Ji^uD7wl-hzEV^D
zX$?CK&B5AX_5-dt8pxkQstbdA&M(|fTUTQNhvZ(pKC;nk+OJz=nTmh0p;CI}rP>uR
z{cSJjC#rI+COl5yj5d1*@R>Vf$r)?Ig`b0Oj+@Os=f@F2yKg0JYhsOnN;Y4B-NWi=
z^|mG|Zt}AEJZ<5-YG{3S8TdellGPQsgh)oDPsrW=hw#C#VmVU&GgZg+LLn=4C=J^z
z&t>o4FNP$?FT#Q3R|0Egj!*cCcc~%rDqG-ytAfe|k{5Hv1td5JwI7(6G=KCOQLoAT
zGOk!>%@SDPMSB0=GqnrXL7K{__%3Ns?*zrDvS5ef_|Fr%ezP8L{7)I~Q}Hyj=I|4x
z!c?l7F*%qjxHt`DkCNtG?rF1fvss!PM2~Nn9uNc00N~6rCrw{$JqH`|9GNz#-gWDd
znwFQ`YVt6)Ljc*!9{XBLuDp1h2Cro}At1(c=;PIB&{Xf~QoKh4k$)Ex6O&XvCB;+K
zu&y58ni>LCgqtu2z8T$tsgZv`;X&3GKOaIu)xc}1vx^`|Z(N8_9Kqy;c|^@WSmvSB
z=++$T`NDewlf)c#orzCw(ACzLy_KhDnYqN2apEwr8+Y{u;D31x);`pPJpUrQ!U`Z;
zqfbP?o0JQmn6t(D`f6~9Col#1Erq|1$zcdg@EY90#+so&_FwDa2)Lt!l6$t8(!KY1
z5Y&qYGIhF;c|I0n;YvVWs;yT_$MpA1EJ1OX<Enz@hUeNIllHIhbtDH<L*`|o?-e<M
z*pKu1@$&3Ox9gtwDWi8LPJ{uYY5RI_4Cb;68g9JeLobhsy`(qe8^bvhR=1TLe*Fud
zlf#B&Xjv0eeEMW|{1f=A`t?>{byCxNpl{rMr^2|KvtXRbp#ll@B*becFd+mxg%pXC
z=aQ1m>5_3L$`S8<N^MdylS?Ox<Rajya$&HY-<fA1mQ7t%rKr+!;`+*}I2Y1(ZSQ6V
zC7+sEAMy#-)Rey`B%!s=<&q<G?APW}iV@jig0x@1C6`rn1|+ykZ;Cg_VK75okRlA0
z9zXs&z>WcY81D+!(qf*<;je7yi(*Teizj~tybwG5(CW(fu@5aCATe4<E>0w!l4jcB
z%<ak{Jx9-&(G5vH-s1NQ-fo&|Xsu?Ed~8ruGzj@0Nja+&EZUupj|Z7#gY3-F>>_58
zgPzcp9-l?aSv7K85?)GBLc{Sdr~8l)B@V!mut7*uK_Yb0Vj&6$m$M3T{*_}V@V#I<
z2NM`b=Y4ZJoE2HC0<|<{?^fnGPupL*7?xNM`}1e&48(QQFJ6eZX*HCSm-NTjdv9gz
zoC@ZVSL4;Fw&JYsf-^`dJ68kEfaJQ6p0Z=}YL~W?iRa-god^LoQ%^z$FgR4jAkoTz
zS~{S>bAgwOF7sZ05Y$}8sz-A$<glgDRr1kr==?8|eZXa~%QDv|UEzQ2u@Mgp(igsc
zsUq0|GKMByfO>0H^F731+&zS>TQ~**x?W|lS8E{<y<4QZ=y5=6tF=Q3bw+e=%5VOR
z-X?k$OeNddtwiN$ba&m-T1pP$erNotpO+faz?ERJ9W9dVpnRl3R;=+l0ZrUA@t-O|
z2!xk?xcM6Pwx(`Sv!>cF$<-@u*4|nq%OtaOF9PdVevL{(tqW4X`XD0%G`H!UOZ}md
z`nYkKZ4J4~(4h+!d0aI!*^4{OlyUgw_ZD}Bj?{4n35hPvZ+z@dhFD$RC6=K*KK>J6
zi#w0BojhUF|M@5&l}i+&SHa9`$A^pJ5c!0&Qyn<y3=}``P&?7DpXcD6m4&j*THxBS
zXt({g!dUgvJ=g$&4U!wGQ&dQSW6hff^;y3#JeL5^T4U+mXHnzzAMyweMFYi0ZOi2N
z>-w8UMLP(zS$^;tYVry9!PKEfR%GLdqpGSZlL`t$aR%hdQ1V(ZvN+L8&|P$XWLr4y
ztLd_p)MMnC5qD^_bLSZSHy3kk8KZiM_Sc{QgrS&etamLLI<`Bzje(M9%`(Qy;kHTi
zv>vFlZrF~?srRCqpt7I)(Qc##wC&ylMCPm<q+JE*3{`z8NOk~(3UX_++$i=GHW8a!
zQZIveVlJa<F4?1b-PgyXZe;3Fdghddjaai|Z??m1b!Av~<#K`E1nl<eaDxYp-jRXM
zWO7di*ACCG0Ys~_kj2T+(lPQj(LC7I?nCSL$oar#?f%bD0~g4{zkyAG%KetU4~q@N
zyhOQ_L8@-%HZwDNd<Ef9=+#A!Wu7fG{EJRvz|+TRB1Fd4Ha6zYKu*4|j$WSKTQsPg
zS-22!rL`i=YGv$wZi&=X^9<DV<?IVSvAvmP&UJyBy{l0Q!#Z1iQ6^!0?f2jt`LpTG
zi=XBik!iSbev|FveGd>v8FFlz3srJ(5rAWrO>WWPcA?6rtMXhu%3~H?LuKLO+;IUL
z>ztUG;s-oR5WUCzZ)xDB6Qls|^v&}W9A>l)<}Fdl^fTDzsy>WG+KlwMc{41(R7bA5
z&1=G|)I-dkcm?9lt^vQ<v|f%hN0U<#`1bv=J%b$6D%zGu0iSCLf$-Jk=vry};tx)f
z%8p{AO;fAO3kBqR-p-a5y2150t6ZnS;d`^Bws$PpyyWZ_^sCorXLd-FY>oP1pgQ_8
zvxlouC)wrh;+e3&bO$a+kVsnEBn{%pommNG$I)JwH~AEbYFnFIT|G^0d0r|%G7HB8
z`6Ky8xI7OuPxoVTnTsn-pvf-h!=_7baPFN#w?%B7GV<S2*s0FGK7$a*p}J1*Xe=rj
z-aSyTkEpMY8W(t){3l4wSF`4X@3=TleDRCtoBTZP)8!HDr#fuqLLm+|P;ws+8kE}p
zC2!bUK1WM@;U>y2?HtNcT0@S;*@>5VDLr6@s6H?F<~{gtW3)Wnp4s?PbgZnR9r;;<
zf1wfb-89Ex$Y~4UE~Jewe7<ugAm0LE?|Tu_q7#~fGJemO(inRX{7z`A#G-7@YE23!
z+3`&pVanp0;I$S?NezB*aw!-pcL|PsWmDTAKP9YBxH>#%y!e);rzalW7yljqJmXyL
zyfWX^1H(y!W6{+mk;1NVEfWQiq|$&nH|F14#l=-FC0ko<mURMeaYQ$zAag0iQOewj
zZGwTA^F#)(q9BsS9UdQ}C7?RJ9iBboOW0X-l-mwJFMBfCEaz$B2hQ7l^x?yg7cP1^
z=0MslU{+EF3K>S@ppb!*0cpX@WkHjl&9Z&1sw)4a4!g%$$g$;FSafq@0$ril5LpvQ
z1F;%Br?SP?Y`Ig<H5t>XEmUsqUv)7eAh)mpz3Z;k78|{#NIVR^S_)Sx?N=~Ba=+u}
zm05_>30O|)C;dWYjRPOO1KV$zo1ocq2Q!UIdtUzM(ApBjCf>{fIgjn|=me~bjO3tR
zO@i0d8v~3Jm-S$JW_DUq<xj(j>FKEQ<nc<E{Qq{056Bz~@ltF?Ae3CYHnMwyve<jR
zb)&Izsa{LtBHA|K`<FWGw`muD^|P<Dz^U@b-0nR7cp=$oF1ceLQFO32jmYSZNz2c+
z#b2@@=p`tNb1u#-_fFJND`(6KCpFa`EpZpGC<TI2+nGy%Skf)yn0l*lB4js(y|F2q
z(3T%vXK-Ex@H<1Pmgr%;LbvX?q`UfL9=3FI;2Ka~Q)k&>ywAV>n#J7+!Olrir$}F<
zf-IM@03^Ul-(>5gsnapWszIy1E(&@a@sl7Yo}whk#U9UeG%-GRoKk6iEL6ayq_c1)
zw-9OjV)e^k0de~pPF@^1Ju!i_kMv{WvhP-&eu2V*@!Os`#J@=_sn0cu>UB*Fhxcw9
zCY>y+$*o4^NSTeTMMYLPA1_Y`kz5uYt)H4>GCeaoiVgPqu?i&5oiiX=;kzqn3PQR`
z+xRf_m8Rvbff7KdIvLti(xg?2|78Nu%F@qZ6v-uNU(;lNg)?B+D}64_ws~a$COQIe
z|Kk0NkY{4Go-T;`Ae2P!*FHiBd@X<y>jO=w38aWbuP5dbbK`U3+UX~$qvSSwhL?b?
zj@s=LR1p97UGTKuk5&|@UII?Xm$vPha>#OM3vj@rU(5v&vW4y$I7*m0dZ#exx0F*W
zzd71lql@x(apqD`fY<HkeCmh7YKU(Gf~BovER9WGcEwBhcUmFsm$E7nOO)!lSN<>M
zQ`wvR5mbEbhiOl+y>0PKr@FF>KZ^aoW6vZgjS8||xcoPQ^Kf4z!~3qxY``t1-za;O
z)5?bM8OXMva$ufGr19krQ^4vEw(@<bklyfDTkiUi_#-{fIJ9k%3mzmN4%Dk_%>Qk(
z^xPHB>n4ulVQ=;k6W^huH1&12dDjS?iReMJP)fa`&7k=|@F(>({a2zIt+qv`%u?Cb
zRUDUWvi8<=Su0rE8f%hwbVj>lE+*?(epZva!sEC*>jH)s=|HwK;QgW*Ku^;fiCz}2
z31Xvbg0THqqx$l$MS4tZU7+sDIx=u$6A(@ejimkOAni$(BfOd>;w8CC9?3E%PPp^1
zsoR=JD$lZ(X3iStR#4~yl752<8WGa!L>rB6!&5MenB=%LB%npv&N}px&2~T<+f7^<
zxE>0PPDw`mTb}h&^3=d!#KQTEK2Py`v3K|It;n<{sj5PI9#mcOpmjy3T+G^HjwEQO
zF}B=Jlme|^KhcB~=T3*DIZ}8KD9!TzF#t5k-bV(eqm75k+62)AC9j>q!{79DvFS6<
zdpXSCYX%a8d-)q`2V|eB&X(M#Yi%i_kf5YLnn|8MN8LECbIF#l`6{SHK8SGv$M9LA
zBGk@S^%R8^2~-c41Q<*Z^b((2`CD2DuLrkK?{$3Tc&)_WeT0c*N$x*q&H0D$f!y!?
zA_2%6ABV+h7^rSH4yKg5(1uBFxoI&kKdy2$(!Wl)s9#T920Hp8-wPLC2DCUKJff`t
z9k%^Cl1EEPiL)~Owk=ZN{+6fQl6pwXow^&hy+cNl<#G2?BoCG8D`bd)N&Gx@H=mP3
zFQD$Z?E#XsdG&Gw=Gb7%lyLQI=*KeHou|sO<Kuv*WwAN9v^gXMP+Uw)Mls?6GrWlZ
z7-SsRWdv>nx8V29U|TGd*ex&2OB(epm#|IZM4AGc!ESdu^wPHPg7JkpZq6~NNQYnw
zzWMjea{r$DF#+u~hcjv1jrd_b&cUmvH+o;{LmP~#m<Cm0VL9tTvBA~791*=Pu$dil
zGVuaA?Gf&pV?)kW_Y$P7{#fDG%Yoa4qPjT(6pIb8ds{hDQ`56H0%nI+fP1k1vwUqW
zJSor{5Xh2Z)|23@yNC1R9)U$aezGa47c@<6N88z|<LB<sooGaq1pgIK0mMK{q5Tb_
zleqt)BDpo%n{%&C&O8n^47(Lm!)Pe#-<WW105Mn5a6c!eDAiz!#e>EU9`vsu?&aI|
z70LjEd{i1=Kpx=Sbou5qqxKomM|s{=KC8{PT&r*JX#P9H$-P`Z@Fs&q=iijiRyaR@
z-BW>Obr@x0wuzTyALYoPUyV4=e)V=_g#aB$I|)KaF5LF35dW;iEL&<#kp_c%p)-K~
z;rnQKIoQ-m#K*=Gj0vb-an#luWsBh3JW@7)9>I6)OtzG_0Hc}Hc?NxSuEey|)O7v)
ztsN%H)AU%&bvX=rly;P7XIIkAVg3Lu9k7H(v&kY+OdFr;IU4e-@_YS>m(3yW%!qX3
z;RBVx+7~G<Vej}Jx|?NfXIG#5?5MSh{);xgYsaN-hr^>7G$y%0{X?C|-<?erI{jl{
zU>p!DR@ad)_Yp2mNh8d@XrHaS!P&xx4YdLJE{#WVF3XBr9D)+7PFnOP$agcwrm-O(
zS_duevt9nfVAnl!bUG;<d}(bv9LcJBm7#z6+X}LjH8IXs>$gFrGv9H6*5=)t!jOmE
z49_X7gCK<SX4b`G3CGq2yOe3Ma(PF~;J+v-0nMjhxFPNS1IH6iN53*}4aA#I@Ro~g
zITyq}q|y>zZ8wLnabiPQrWEl5S0a)t`Mk*~y9cVPq<>u57$k6G{3a#DIuxw+2l<!A
z!RGlHTaEVB4(x}9Oc#`kTy}AmWkV2W^0C0j&-Lsb_v*9T`r~4j-dQ~m%sB&*x^9T9
zJ&#7^J)m`2wV^bvq|ha0nzl1ehco^r5gS%|pNJK=L|}&ihdeW1kz3NOq9D6m^VPvj
z;W6m0k8Ac*F~`SoyJR|+3v&SVQRV~ny{4(;-aylUhG3Wcy)Ro9m9I6K1=<JIj?LAW
zo!VyD+J1(XGdz{89)$iYDYXKpR`kU25Mh2FW{{$X-R@z(YoB6dT?#O>rB;PaokqWT
z&xEp4&WhvOfVOBZqyV3gAqBNoZ0N_>N0~yS`3^My*$FUwpTCpPIVJ#cZ~h;y>Memw
z=_=E&^93LI+*u0nKTN@H4`WxAmldtcDn@@@DczejXf)q`qW|*?g+9hD{IW3MKn`J{
zQvTRauX?|C7O;vUEPT*jvUdib4%W1$o8=rDcMCAoK>z&OVxOW8V;mkN-pc8lrO+QM
zyG~jaS?1)%&EqdZ+?4=BGhhuD27N$h15!jVof(!SHBbp=)nd0YbOBuouxH%{W-8)B
z2>*+>w~ngn>;8og2r4KRAkrov2na}*sGxLr3UZJ*96~z91_9{~DW#>mR6x29aVVvv
z8>HX4{XW0v_q)$~$9Tth?-=*|rGoqHz1G@u%{AvI3K;{LprwUitAqr+O(seEyM<?l
zAaX=sF*S?di)LlV6x=t#Zurs-O_x7w{MkdL{&DnH72~LI+JoJxcF6N0Sg&oiYR8*#
zI`QjD$#l`pjB~3*{f^C!#`yi{F%VRUUe~Fs!L|iR_K2T7?{r5xp?$;}dv;a}C~_wm
zj(H1L6v-C?u_C!>PeE%DjtV`6Z-kr2I{YIBC>`q`?pxq5eE;oOy#K43f`VW??k^Hn
zaH3MYSjOC+zFWgo<~)T%MrcTYu?&eW#2d~>Kp5!VVo0}Oa|szoiThVqWUDLLb+47W
zNA$%^t)tUEllVsWPke<t_i}o}x)W(4?dJKs<NFIq`_mr#Dc$OJgz+wf3DbEbp5ZyH
z#1Yji+fN0xqW3iF!uz6pH`q_;+ii<B0sWDM9cWW@lng0va&u<>MyQ~K+(3hBF%5nX
ztCps++1i`(TKNy*7&KemSp0=eOwM49T2OZO*tgW*d@9e}(p`nqEi7-ojd_j|NoeZ(
z(?$0%FaCAdS6=H!!j@qKv6JJ+&1WB(Z-VXbtbIb@XO1EUV_j~>xhmpUa$nW~+LEV2
z3_MMRb-sF7ld|U@*J*sb5uzFj6$oHDRmMmUyIXk0-;>%Q66*=^oi>X)75KJ*FusgH
zsX#m{c+%-zP4G|3R5(6UCUYK&vL9FSz7pu7d&UxX{Nb0qBiB3EOU|L3--g3!e>%Kx
z<G{B{1K&z9*H`G<{HlCb(x&Z9cYt8TmT0$vG~NtfJWN{@7X7FXk4J|_=T0}U16Sd!
z*I3537v2KP|M^nR>UN>3w$p)#jak%ecSC|z!F{I$W=Xk`9F-Wi6jy!isSj^RJjI+%
z^+$%Tf3<ihB^CbTg9{B|G7HVSH(5q{v)Nuhm=_BvXddgvW6)P$OA2C(&6-#D*-B@Q
z-&Le%(NkzI*!d&#Gi;qmw1d<=Iy-bRP(80=Nq+W+qxtrJjTh!`-Apz~)4Hzpg2(Kq
z%`L}y8dHb+>lq4*pm_RJ)L#GCLH?ol1y!DBR|WNv#$L3;&v2d7!H3QTMr@LD<2|i~
zf?sre4ehO~`Fa8jP4O4K<|03a2qzcrnyS2#Vo;x=@^;!m@|SJR#<hii;f9;vC?}>p
zh#Tf)KWZ+XDk0?&xM#toWWn=*RkPyB-tk<Z%|#f<AIzAgsFP=ftnn=6Mp2*ks(c(1
z^wbASPzM_d4-Z{|sQt0HE$sxsm?&ap3c`Eqlk2U_E9PjGKV^>?XhLjU$FG}D7j!qT
z?ik*Rnp&^t<*;4=th~;<EHYKI*;FwKJwlXX)^DMOXxH8T4S$V2$SQklFb=%w8dBDu
zZnH`1j9%G1tlb(IZXGSr8!FHmDo`4#P?HgLS#pz;xl)jQfWw_(HPQ9Nwy|QcEz1`#
zsXRDhL9vJ(#gyn{+lH;M{W<3>h$XL)_=XQp-cUt#LfRt0eq<~Y79)*$J!JQGZP4ce
zWa|+ZDd_vRzw(gFE42?3$PA!Q;V4sNVx>!C4T-mh6F-soqVa2Y4Y&*5AH1)f(KeI~
zE0Sy;ekIsGoix)tlS*k4TI>+O8^T{piC!!J{DN6^V{DAR#r$|-W=@0p$jVh})Jn;5
zLjzSqPXC_b`|ohPLo4a?cV?jtKR+*(uqm0Ra{abiM&DpDwRTkZM}L*!tLA}&7iF2Z
zV)r~$6d&O|3ox&9Yt+)yF?{J!>J~n!OixdtI41pegg1BJ%WpYm|4@>r8yYQt{MtC&
zRYvEasBq)d?3cxcN$P#V)PWeQzNxl0KBw}n*Z6C<eZTVXNODeJAHJQ-!*j{rj3tsB
zTku}ACN{pTPSL(wpJHD&uI&5BtrIPHK1u(5(Px7%Njx1rRhUhd3Zp0K1Z(&`M^k#t
zi-p6_Bc%z;7Z+%*qwY$dT3PRF@i68cU$572tB;?EuCz-4h}X2|3*}H)rVhI@{+O7i
zDRk^W1UZYo)t;--Vi|v00e8v)n-xCke6feAWn9#!JNX1H%LD>#zlkfd2s6tpLeJ*;
zBvHzeQ?TQDUEc5w+P#TReCnAg*!BSGf%s}gmL0C2bVO3h0-w$dg?CWB)Sh;*samW;
z7k?6b$3gm0c}Byg1Apdb2R*Z1XTJVJBsbpL3K^mK;7pGa(R))KRGwpd;{Z^22gkKb
z27FoR7p|t;>Y1iKipo%liowXz*qa?J=rh$vO>O&GwJi5s=<pZ=dN5}5!NVK@wnx!C
z$%PgzKH1j^z3<UfJS};x=+JxqEr(_^V8&VRD-~*~%tRSO`xH-@RB_mPw1+EeF4n6)
zETT~L={bK%@@E#E>X!#cueCGL3h}4D%B6SYeh8x6e_uScHJL&aahZorms7zumIdKf
z0Ig^ylF*yV8BnZkgYJ)R&T2zDrO(R?pW(IT8-!<l7j{+Rr%D_fM%TK1`~EyVkBt16
zjg$#=a@@_gWt&v^aACh9ne|wsbZwup_`!Q9-{Jp&dY`mzrEr<61U`^ubx^q1%{X82
z?V>u<l<8v_o(I?FFFHPYeig{tuL|aKlLYP1d^4{I6Rrf^s<@YjkZt(B3zN!6riOVg
zMVg#JDH-)Ozy5v5;jlT1EuQ;s$UcyYACk(nRug!*ZoIRDCpC@C9;qt!U}9HUdaqJI
ze@Eiof<0$i8<~9p`~HvOT)jA+^-w9CN#9xTdwY)Nv4_|-9k&XZC?hr&i^HwtODZ!5
zB|Bwa^ZqjO5VB)7il&N>>j5#HLcvoujYDcMS_QNLd=k~7UXas6_ru9dFhgauHz`A>
z|5jrp%A0EEVZ=~$;Z+6Ohaq7>Vc8LB)|~@aFjMz`zWK_-U)qM|@UcH-5smsx5*)3a
zioWUT+FiCRTs~5qO=D&m!RmyL?`CBe;pY_bzPfp^R^^Ibqj9THnKhEXG-S}%0;{#S
z*Tv;U5?cN40$H*5Q#eE0)ukd6PV|~`$%E;<*GQ(|oDIox>rmE&baCjp#}bFGTjj6Y
zmoA_ZUqXXw_EkJrxzmDOrl^;$4?0IUaXwlNeam;@azt_5(Nz4g=&9`!{X(#%4W{m}
zSICL6V&Wg;?No26o6klnTM(vwoT6q%nf<Yy5<{RHVNGpsNzZn_{J5yb6Flf!A1%~z
zl9k=T`GJLC=}KAl^9$fc^Gdbg1^b}g^RfP*YiA<9SdWodQhVe)%*n}Q$xtEm)<kgE
zar2s;mF#b_w`$U`y_950YQV1<)L$Q-+D31E8XOwKw%qq}cZwHD^-H}^+pZrR6@_*i
zwc4#M=FG1)kxJKoZJ5Ky6N2L0>X|!m-N&nMB|d!;N#a|qxk&mdc3|QrcX!I9NinSg
zuHQsOWoaVWtSC^LMEBITz1-ufc122u<>$uGTz%DJ{9&UphPcA-Nm@@##%J#kP+QOq
zyJ@c&X`y+tFD|0r&aniAQZNp0I|~flrR5ILUM@yRs?7E!^UzhH4hg14>6YIp;H~H@
z=G-YY*{K@bVvpbs?(o2Vy@)Ti%gV;A_247M4ACtfb6!&PrYHsrAb^tXp~Ld++E-iN
z9Jlz@>6k$~B_W~AGa<(B?4od&rzX*?U1LDanK;a`{E6oorI#n)C)s>ulWE(7DyiYV
zo6cz?AyK`rXW6#Rca}`Hwq&bJD1R@{1MvtIo2l^X_Q=S`aF93uX5l5|RAFtdF5flv
z<KYZN>Q%@>Ffl<<9QC<PQOf0=e3=^?AMM8?LN8;Y(fHFx<FQlQi}r+Rm{b*0*{w0c
z@n1I>@^iRku?P3Xn0{P@#Khq#(}13ld9n2KwIAQZnp@xbhMyuUMEl}0e<#&%<a1;A
zy*XSje%f)>lX0N%-~1fv=1q>QRsHR>XHWL()iW}?l;;ka9?~i}vEI;!Ge$_22PO-%
za~*{`YpCB*?&A1cEu)(|e`BtY3<3SoUD6z<x~y(#isx|aEZ#pHXoq*1!O^`MZ<_K5
zfGfp%lr+;s((+#l<JeD#)fb~?WE6|lCHRTG^1B@xM6e-W7X$gN$T6+FrgvAUu?G&{
zB#;80`rVGVCrLU>uPpW^s*nJ3Ge4!5T#%r3f=bYD{d1_@J%yiC*I$Jej9lg>UTT$R
zS^x9i!!$L!fR1PNluxgV&3)J=oC#7>o`<AFb;z(a&eUX$-bxVfIB{wGG-LZ{8q_MY
z8zl~_cg;F39VbK?aem*1?h;N#&IBrKNDrml=2+Wi<lVF;W(&Ro-=^CVZ%S_jh@_%-
zJkl0<j!rXqTNF<j4h}u0q<4YPTWF`Md->wsCSu9P&8n4`wD#HNo@V65gE<myMW0g!
zW6sPyUu{{G=<2RJ1U^-o%&gC5-LMr`0au5Ck0)1wKu7x<y$h`lj-CW<=hjOXwD;C3
z8|X^>%FaJIWXd^=?sZuqC6cl=Z)L=dGCtB2<IKL4T$pX2b>l1nRoNr~i!}bs4U69W
zxUDU~X?=Nc0cG<V&_G>(>MM$#MX*mbx2X18PJd}n(X%}<{i{a836Fk~BD0zayGGlE
z{gi7n)tsw|g|-<Oo_$&AJ{{q;P^pq2pO(-+-A1*Rkx@xh1*Bb&KaktIdKrzBmSY!4
z+4u|3TN6v-Gi+0GpSdfF5wukjbhwkAF*VEhzVk<rFlvU(E}nk;mZfgKK`hURbleF}
z$T20q#r8V<E4Kjj6P<RcUR^3s;;}U`db~-YNbwt~$Jx}~ljGccr@nl4MweK`@p>#S
z!fUZtynH3<r{n$$D?!P&aN%pMDbMrKq0?3m*U~Gkd_@*_dy2K)Q$An9=ew~f4Jr73
zKHQdgC#yyC{=(hbA>LS_r+f4_-%^?s9zBUZgB{I1U;Rm~fm3<P<AQpXS~Ov`h`|@_
z0Ll7BO;WLr{EdPa(Jpw2RDJ%i6Y1;YH{g`ELRyn0jud|f@SGbKDR8Dk3e@A##+jkY
zM~;2G)?Eyl2V-L;bFVL|tLNRRV=F=XoDFio==wb`_V^SyfDV~HF1wu@%H7lMYEt~{
zX%$8ns?ltf`4B2eA~me8?(9%CbsJIe5aJ{ohplcm@`yHR_z&+!Ur$XCo6j6fh@7#F
z?`IfNTDgmM49~ENORP5QSCHpO@`{MM5<kYhVNVz<C@9ocoyZ-W`-al~h66(-(etiT
z0(O&c!67IGwDU6+;)D?0?I!=z-d96{<I}z5$BeK}8C2<(CTzAZ2~abePfCtQS2Gzj
z26sCMv8!VDE2Wo5hGMTxo8N1ZC373#yCy2>YiO$Lh+PYfPE6Ofb1PO|?S9ROi8+7H
zg6(veaPqUolzZ%CQe5i|-kXDUvTjOi3%OL(KSU;YKgER@t{X=UM((tAS1NV(5J`GO
zi9CKdC*lln6snc)<ccg;>bSn0_IBHSw&b`dimrIIusomqv&tkpH5iCGiVq$oB7MR5
zqsMW5e0_6mx4QXwTWmW;qO`lMeQ!sx^M4Ng(sz-iXf2c@IKWzb+k;7~&^{i+c3SmE
z@8kmW%xBr@{994uQ!a#oGh|N<tS<936}^af^-Q3mu)3pKr@si3LZhBJRp2h_bJarf
z9lUZzL{c3Sz<KEZ-IeSBDo}G?M|*}%0i@nn$&m`e{?AhHvdsJPeg32qCy${HaTrX7
z<*#5-os#90J_a$<Do@wa<bC(DvT5E{|6bBfjBaLKz;I}pgvz?ZQHE@X`O{JHRlal?
zS>2p_JSJ`KMdDk+^LdH{+cAyR#KT@V&4Qy?&$y~FkuA}V!`Q<zRgRWQg88glx*t}T
z(MlJe6q_#DYpir1`*T8;;EIaT({{~*SAq;NQGK|6kz8#q9hm`@amFG^-ri>`!WqhM
zhAyHw$bhwUotb%_@#xPRV`JkD0NH}Q-0%RPoLT?suUrv%6sV^U`#d44l!P4RQKpz>
zefZ>K-{?6n74q<fF8W1FfeK3-Ci3f+z4&5kbktfkrJ#!pl`P&XBA=V|&|{mu1QWmH
zPSA68(Cc~PVi1P-tWiwAS7$2_F?=FY+Zj_%w|daI{_NM<TX&Iv9G)0sY*uijK3<}Z
z8I|WH@g-y-1ftIBS_`Ko=v@KuJ%^Bx(D#?XF&iK85(ZrBCTI|uRq(4h->&IFdHeNe
zNC}QWrpJ^!Y*sWDR|HHkHI2be9*g(i@b)Wx3r6_&LH&>R!i6d{bJ&Dcn_ENiHd1$c
ziKsd6w5(OuHGzJYJsP7^Crib4uGjbj_jKizqXoa3s1H}X`W9Rb^BhlkZ(qLc8qRBp
z`wc3jefmx#sqh+se~W%QH8m>YI{P(QPI=&OmSiYvK+UjO86?;T3i^3_K_eq9GWsJz
zlQ+Yms~k<p1Fo-8sr?8QJ>Qoq<&ou!$AyQPpSn84NY&?AV0v`mxwm~g(7w8VaIZ>x
zbbM-zol5-L2Wl9pa^sc!OY|z#ZS4zLcy}}1qXUjm%$4mO=_vhY4vy67EKLD~D_SsW
zKbo7nMYo5OK^qYCdv)7sDNzwt8$S9&o&##lg>iSIQa@BrzC4DaxTiL2B<kuQTE%CQ
z+{f24i^b~dLl5+)^DjO0^zQ&cVsUQv6S8p$&vLK1R(q#!3hasOtsl4IbUY&VDZm}J
z)|@@VNgL+%Gpk0mD6DrTndev(TCkjonA5MPM0R51@zCYI)9*Fi4Dn+F>s&J%e)%-!
z&b#zN`L`4RL|F2Dm!uZBvuzXL&d}SPD!U1Q=nVIrwTNd%CMG89BQ+j-j-b8VW0E<N
zAYl7-Q2(x2B}VUWFBTiKxJVl#m9C;x-f}SNf-fyS^)F4pn1)o%7q|TlDYEn*s%ANN
z*pKCQQ<XISXpE|V(*7-`p`LQ5_jjsYHMaQ^YUfsg$FXOHXin3LfwJaQp1N=AMCW7$
za<t|q&%ff>ReV0?B(zI<V^2~V?UOaA5-hLoYdo9GkMuQDS(RS&#CO>oam~&1Yd#m7
zX_r!H*(yN$R>yMva6PD$Uo9_^eyO^<(DujOR(|w0M^seQ+B(|<h6%q~Ob#6)H;YIR
zJIr=VI*q!R<<VK8ZcKc0u@#C#vz4j|4Je*{meug_1WGR$C2lC{q7GJ`ZHEuq2FA@L
zZc)5i=p>cFIEO5*j#cr^Sjr^Fgwfw~So{^*{W*cso8#pAZfK-uJ&yU2wBXFb|0kiv
zTekjv7u{L0KZ)Jl-5ax?5;9n_43~dkBFE&qe?00CTV37oN~l<SZL3|q2deXBN*++l
z&7jrS&S|A>sHX=ZMnrCKl$)dK>b1?D29sUW1BuLou6>X4bbb8@_JtYtiC@9i`*($^
z6vZlL3|CBX?h`ch>T|Eps<B=!O#wzz>+*fDulMbuI=Gl{@t9h*>o?=Y@Djh1JV(pq
zi;F~IU5!!vTKKW5z#7~3Z+TAg@gf|a^>=i8jT)W?nD?aJyng)wZ~_u?N`H~=If5I9
zcE>Wlq@#Mdmf&HSB`W9IKL_gJ(6{M&ItTbZ8vrMu;-?ZsO(-U@!mq^KS=AvEoL=Cl
zQ)lZt8+*N|Tvcf7mSn-0i1>=zyTqqWrAzW`=RA~K=gVufheg+17cIirdbyq&?scn-
z5!~efJxJUAKelag!kRnM($ab2W(>z{L=8Ddk~jAhhwz++jBMhh&@=K?0+1Ra6i{`9
z*T@vLI8@lQ)RzZoHo<lQeu1IAW3&G*DnT2Q?ed*_8H36ef{#f3etj0aW+b|<Z9e6E
zvqt0#lhKH=H#>_=ZTY~aB{}9mwC%@k#dq>E1fF7Z{X*qhd&ISF=PtDcVe)^^m_URA
zGo^6QX-&r9BhRBsGbW_XU1z8s)}_)$YbwV?zp6M!29WIG{?q^_&_Jka49@o3iSQaq
z<Z>!;Xu2n7L-22))<lF*IWZxQ<Him4mgb+aK@Qe+sq3?NRvpT(FMNv(QI#hE!Nu@%
zL|gaSttQ8Q@jIQ0NBzk`1r<c76{R`?Ph9ZsUITl{ke9Xmm$d*#tX>nS&Di9f)DqSo
z2Goz3T@WZxo+{k%bY6}$UZg@T-wRMiSz`|l$!ThwOR5f5`Zm?_?hu0=N&U>wfbX1I
z2iN+tAuw}NQB**!ZG+>U#!&~AwxNAdjy6t*DS@%zXsfu7cXz26*LD-d!rFR?cznzJ
zHbOouGk<6C@bw%}>tjdQf&9<YGW}*dKz)0AM!RLUEq_;W#=8HD<(zPZC2Aa?M%Ocs
zen|QX&z<zG?iH4Da{O#cS+wV<9XpNj)l|_5SN9mD(BT%8)D}CNC~)r50WEA4BG^M^
zR6D<EpC|i>L+dERD6__M!9E|LiYmaQKLgC*?pP(g#vULe=b@;bMJNxjP<oN5q{C}e
zmfJzs_o}_NtN<oYM!xU9(p-)Nls+bAPVZk*;GvF}k!$M&6_O#mz6ooF>;WlKIIgV_
zaaY&hyOq}a{+6Y*C~92qUua>b*y3fkoQL;EdeZscobv90hUa)O(%yof>jbvl>Y{QD
zeoK#1%K!S}*oId>Z()i2`83#P(U(w{1A#4Jnf5#2TR`IPo)OyLqwNj?3aD5_u&t!<
zz$QtmZOj}y)?Zef5n(oa6_q$SG5{5qJ{C)C%y7Rswf1RZ)FYwb$P5B_D*VR>d#lb#
zmL8%ulKKH>QJ+AFsCF^3vIaz_BtX$^zefF<%&ezE7M$d7ec!N4(At@#P#yLBQz*qb
zQ16UdacxxiWL`VtSF|&Jb1%<%W6ss}&z!4)mldk?H~<)i+jD8pSO5aY?79^v<?k8f
zoL#9qkztC|m)-UNukpLHi2}*kV`u*xMcNtWz`H=>lZ4Vk*01#qz)|H+-?ZxbXzc=w
zpQdy~^u#$|_n72MBCSBhPo{H#e6ck`Ij530&6ZF2-55IO)m^<@&Ec@|pkx<!%ME2i
z3H{pAu%kBo$I|2`oQanqV^uHymj2`<5DVN*?;qQIP;z{0Ycg!F(0yAOxgD9IrqE|(
zG(`_Ax8uGn(+;JF1HadM-4Vs{1{vqPZLMIjLz9>)(LZa^8Jb+f$UR-=EQl3Lvom+w
ztG_uP7G>J<jtmvQq$X2-JWwYIWC<4cmgbaHJ2sy_P@?db1x2e`OeLR3vPw5b-SgTv
zpAD9scOd=H08)0jdW;|jGUlZML2ClW?5?yxT=d6^YQ2mwH#&(ffJ=A!RT-c3CA85-
z9_&?3@r~azhzca2SUz{x6^mE{Un&^K+cMj5QGIa{^ck$w(Z^AWVWHu06`c&AN(^oz
z&|c2%D~pt<eyBWow*bec8|vYUix>N@JyVT8r2t~1Z2-hn`uN-vH-Y3!+x=}wZH&SX
znxJGm7E$2~&nDHXv*im7s;aqoBne7I5FGd@RE-N4m6A3GdbM3s6-{<_RczoyR-Pnt
zVm>Hyeh?4hVqLoj0r#$>#z|DVd3c|-a<dQHey`5OW?Hx&G%&^H9<w=xJXayemTlBw
zbvsJ;hEsH?k$Lg<v(<b9*xoC>u2yrLh@?w?!OibPwe~(q+X4DHJNOF=d#xEcz+sVr
zLB@l9b!}?Z&N@0yrtJ$u#7)XXz|{T4`Pe8E9(Zi3U>{yd1Jwjz$RE&&qO3W2uc>Ya
z>gGVF3%{*DR_QwmU>Eh5XHdh4h!%$>)QomL>kZuY-dS&|bKL1frakepP=9WsH5cXL
zV!xS{nsGasILhWBylAdA`=o7yfU@7R($QYNKtVkI8V;;B(m+td1%J~cV|$h9g$D%~
zkm!50dN219@eW?0;%uBu-<uj?mG3C;3Q9?jr(a0{V*9~k%)y^+_CPnLWh`)o5Vify
zkORdri#N4J5WXqDro{4Mtq4%VDzKqJQ=i_=t=CYv=-^BC=gX*4Ri%xfcWk_t-z4_L
zc&;7Rl$0o;B;d6|0!D<r$W3`@(LBL!n`=leT0}S@dvPhnwo`g?#`)B&#@VPr*PTyf
z6vl+(eB9gx8z2U;v0i=*piXyuyB{9tB2R@wo=Wg&$H5O8;JShL2@f`)WP_{}R78qe
zVuHc%sXrn-#Il}kJoBU|J;D0E{{-mhNKT__<5o3Kd&>@fIZ6S_7Y5*t>Z0nb<cKB^
zN{J%JKRX3LB#VohX&5CLSEdtG-m)ho6LzhOK;sgk9dzTxs0U;u4m}kXX;Bo2`?a2w
zV{!JlibioZ$kwPiIc3c*Si_~R1MO`?CE?P}-mcanY_6Mw!}N6eD2|(KY`PtuHBup(
zO9jjGN+k#uBzqhMQAp$%GWRBPa|b&4^Pj5@jIpZq5g{DF+51dOnIp{UG`xWTlZM=G
zA)(28-zTZ#;EM+67g>(=S33%Nh<zr5@n%3o7$a<ic<<+S3^+@1Z?n-pKo}4xiZ=+o
z^~aaX^R^aJ;RZ2FfA)`|G_~qCzlJ&>s!1M(_~@xSbM1T@)lX0>*O3?F<ykXqPhChl
z&Lrgf0YD}Gj&=Q25rMl$PWt!V@M<pcHN4N0$!bkibo~u08>@32{PSrXG-+QE?FtuR
z0Tqu-Svft(RMxvc3@Gw?mXl30bsxc5qI`S&*)uXsH&43lr2_j!l*jMInc8#-WmO96
zje8HT^g?vln9|2kTtuRn84|^ADAacIU??LpLP>DPG<!|eP$-7Bek6*GX^9mJ$qhNO
zC?``bAoXD9Rlzc8%grgnfSUVl8DU+&EATo6!vwXefMyt1tHFw-i1RTPmn1Ax-(R{4
zijz<Eir!mWs*a3$g3Oc9GuC<-V5G~>Z)T1AA?`G^&6}<xWdd3p=EyuD8oLTmKrwH-
z*yf<UxCWG=3)cuyD>RDw_`9YugJ=_kH`JEEFI*vus=URryOhO_6gBp$Bb!rs9UtlL
zjWMBCp1=qTwEb`qE}VH9{8w2N$ruxcd0&CV-g6Kman0BDaNFCXbSrY-=7ON)z5R~{
zRy&_t1)_lkP{^zI2;+u0Q7ku+Yt;iSjAr%C#C59`Q(pBNV}WD>)QS)!zDmi>sf&w%
zbiK*b67EKe@@;toIB6B<$qYlTRuG9KyTL+=WRAq+6uF9Hp8*88Ir8JnU9x$dz#zDn
z8<u?!613dhMyf-0(dMxrTvl7)vERs7wKsp!t-?AKsp;>0x%>%ay8h~I-LS4JCXzR#
z#bU)rs;;~nAwU^qW3uhat6eDF_7)BKW}Q`{k&EygU`HLRczc36N*!M*K{G{x@+%Yo
zR>a_8LO%nL6Om(cs{k>(-QuhU77%+J1?bhyJDnXuXP`p0nIKY7hDu~{|En66*EE_#
zNu2@GF>I_Nk;hKgvcXg<B>^uaoBafNc4Jz5u(r_edD%M9Z3cB)+&4{Om6rFqg}Ss`
z36r%bmJ6_Q5IN}qd|%5eV4}B;F`!m7kUNP)V6C3<gPbMB0U8CrPfCGADV>wk=hUH~
zk2n)mui4b}`LH<oD@>>eG~n-P#QO3qGIa)3qMfmB>Kv-R_fOSkBKKlE8eJw0G=Qwe
z)E5Vvy+vdKyC~G;`QOW#RBnv}cv(mKKG6IVltPhWporx9v(aJ8vG1)4Zp~$#5>-hL
zYwm{eRJ_Tq^$zR{(AY?KB>}6zoTukfEosyXOAHh8lt0;9-y*y#;r?$ir7}cJ$)AJj
z>vJL$gesYPAjV!qaa;47%ukwu>f<LEQQqs$d7AHe-FgL_xsl^gLmr{h<uT5&Of#n3
zyb?Ch0rp8kdR)ZbdXPjbEmZ3=eCl&kgevIfyRaHYFJMdyFp`&+=GtT2_Mk&u2)lvv
z71VwlqvldiNQed-zohLe8(pPBw89w^ls8!r395eXflB#kY}w%G(nyvsD3Nq1pFoXc
zhrJ~A-Oki*v|3dGg@Tle;E%3&_GoTnjlStwU#ZuFK1qO2w*?u$TQDmWncJTDq~uRM
zFq)vW0XkoF0RQE<mws1VbgUq#O4O<4F>Gk(8qd_aOvcl-!p}sdA4sURY0>6B9?MeE
z0CO+*r-@9bF`vqni6jXwiz63}kw2ke0du&ubziejeTrMHh6puotlwW6%#k~xWxfh6
z570WBL=g%!wmO{H_^<v78A<0K=(fQd_wW>|{RKd`jf23P<EJVPuh?o4ezr?A&ce13
z@_!T~BV(17ojtN8h&~LtV>fyx;EFfTe)-QthUhQ%s0C+6&oi;OD!TDzsYPD{bv^(q
z+|7#wu@^rlhN2SWobsWD@gXgEPC_!M_kuIm92@w@BnD`nzXS-swEj=2o_=VZP^i92
zWI^rI!_@l@1Er)2(!eSYhi@$UgSUOJfz#v_QCE4<OmE+y;P}*jGXXI(0%y(;w?Ck+
zlSPP;Dkbq9?NNZjkga1ss+JuBgwmu`>tNb3X4R}l(0p+HsCoJ!HOgC72^g{+&#*?=
z4lTF4UKrW&NJ0avLmUwqeSw^Ll(vTOEzreTvd&EFyBZ7H7&f%XV5b9xc@xyA78gIp
zS*D|(u>8H$Gy4_`3+0jXE6#xSPMslofO3u?#$UMeWJ3j^D;<A%eAgU+%e_gipbSHX
z8YYGJLUIm}q6<#hY!M_lP@I~AVyqI8y9ee~q`Q?vWZ~xDFwmAqT-lmL{}8UkoeIux
zNczw>g6V?-;@=A)BqYh{ZT}OzZar7r_IBd^DK7l(IDZ^;=^}6Bmw<vp$=H#DA1DV;
z{UJ0kp3O-v-^)yuQRpZfsw1eTaWJDTN|#omK#?Nze-#Gw-@C(L3im@Ql=sywsIF`D
znNO%$yoS~P&g8W7^C{pGw=2trhN4gT9^cus=pE;?06o`&isLA2gaUANwSGTt$m4pG
z>%t5uMP{XX3R)h3V0_R`#)~P;<$|PK@;cR;Y+H0tfM&3Q=s+W4@lIieNb(pYodBIJ
zue472dof^xdCL|bIp>Q3`*E~7*@FyZ1lxm%QHhbKAwMTucgIEFlhf87q{G%8%N}&o
zdm+WHY;5tm@65(}-_g?3RE14eDEy+vw?MQgC^R$$45pOtzdo(};y4)v9bFa(7{SR`
zF1K>c_X0V29KVY9DL0P>DYy9KHQ30qEdMfEP=V9SGnSOb%|+;C5&(_0!!E0|@ozy6
z3SFf;0FX==?NZUa^Y)j`vAgFJS!Ec=ndCY<Ki<!7^rzufNf7gRwl*ovuJz?EbTs<E
zza!@blM+eE)hk4kI;971)3V={lqAfKDw)a<+jxVT8yb>L%>=ai9fwWN%!7tjc}SnM
zWu53$;P8I+t55du3jkyS*74i~L1`4(o}$G#m7fDQGs_(G9s*Akc7tz$5c1qy@Z9Im
zolA6EuG0MWnyi2@x$M`(L|=iKVzypcw`)6*62T+tC~aJKm0nxYwcZkS-ZNz2<uF;s
z;J-2d`WUQ}?$wlM9(NjphNNVA6LiTp4zarMYlR?Nt8C-VXmYIdITC%~jGHw!KTLPX
zxQR{A;eybV$dVT-7FhS<#5}l+2!lAQT8^GJ$OC<0P>dJR1}h#(p_ASf2p)xxQN$D*
zbHk&$8i86RraX8_#KOJswLqeWr-0YCi6PTQRz_it7L{W;U#CiQ+b%C)ip2MDyZGYV
zXlXFAOc>tO{+8r+k@D~DRihWQOA%-!vN=WaE`7HH(V+Cq&P<2R7!fY@E^*oUwCO7x
z?yj7xU%CF-;L!Yj-ZshIpBUlL&v;-|2lW&;3835S+)DT~JJP}gvrtN>Prf%u0gt(X
z2z&&aW{yAup$!|hW7tZOkda{__frM`Gsg%NYK0X_6HmL>s)$`X03HvLq(uX}M2Rbo
zbP8%mL4H{zCtn8!ZX|fNW$S$fLthD_jjJBu*@)|38mVAoc{{neVhxhX^Z2QN=8{0C
z?4y#FKk&YE?E<Q#NUr*F>wLPw+0yv`R!=xj;ZcF*8R<;Q_&WgpzhtQ%H@v6b1$(@#
z!KB>k-8m56fsgw(ctPsJ8dn3aa*-}DorxVGrdTh1Vrn*Dw%pGqJR_8)@Z_exCTFY3
zks=kdr=cGC#J`Md1o{(V&Qi>I07h~i$COfY(;TtC(YzE<)u_4=h~=9bzxj|IT-P&G
z*(`|M76pqziL1RH{BE$9BEUj!XNOXeKpOr2&>tLr%*Sh=Hv?W9Y~C;(yrj;V2{?M(
z>tml57eD1>-1I`~jY_|QyYpo>JW#%)hvezy%UPg#tZzBH%cM+ajbb5ay;S85ZYJ8Y
zGlBHNX^o6tdSFHQTaxiV<%KF8^c1dtnxEKVTf~GARlBteNp|uqH!T14m-*+}W<Xyk
zJXC9Zdr=@dYZ(`(l$#btsn3z3wflN~0@Q*8P4o~X#*4AsuIC~WU7FaZS;9m8EUVR}
ztp6Gx5f{CEU-RP6b?>{@1za~imxI&DNQKjUPQ_9;__C>5y+D=v0esUq_k%WTtzyUa
z)4wqM@gjhG>q&I>q(>n-1rDy30XdAT5mN2=j|YvMIr*aAN$0(;4zd<fIQ6bpY^y9^
zg1lV`(6-apxVV)2^_}8CFDx;}x?K9&!+_AhCQmZwytWex=B;1<wfBP(=HCPJXqI8j
zQ{q4RLxOX2r4z201}Xi+2CI?%CPM${8r2huX%yOw1hFmq0h^3vS`~rU2e%Ij%&v_L
ze!Tbwvf)dzvmL?F(HZl(H3qWbx4Me@4KiWnT$~TpuceQqs{r8=RdjgvFBSi_E9IZa
znW3B_psMEl1rbXF0e6mFQJ~SOjC{6{*DWx_pB1)yP21wcSWv9_39A$nJ=Kd(X*Ji=
zMvAZ>x4oT^b4!L;4Nu+b9$*<>!v$y4QMJ^dQKCLIw}r>{FANs+rK>VS9bNnR^XCfG
zmukZh`DIDr0H{`P`6_=9=Z6xjO)>ObizZgg*+*yp#8!89?}758rj2(3!X-xp&<guj
zH9kDkjE}M$9P9?6<!sEK-c4lNa^=lVTJmR0*JGJ!xcm6V^)wyGqnE96;N9-5ikr7l
zBB+&yDOg23)WAyS3v;#yxZA9WK4lvF%*<Rwye1>l(h04|Av{8;$)r`Eyi5Rs9C9D*
zVaMNGQ>48Ey7F)Y%oJYZZdu$b_QiqFH*TIRgel{3YBz2Rs&G0rM=5F9dBoD&4EB>E
zcl;zTT8SHDIOViIwakZVE~lyYvKJ>^y>~L0kZS&samMlYdRdq^bi_UJzjX}H>M2LO
zIEhktV07oKs)v}Swf7xy&Z><I&y}71181x>_epef^6rWoRt*T_kOnErCDLf725XVj
zSb^&=0l6})Y9+jRSs9z?Vl!a9QR$t*`lLYmlviw4&fghb#hitj-QZmvO0Yj;6d5Xn
zRKtsByf%~@%Y$%o-8p%b2>6|gpnYOs_6|rW<?+f2|JC04rrAFcN#Gp<x{7S$=6onV
zF#JI@LI%#hX=2l1;|~1>0^X;%>pFmglc^i?Kx^@9mJPQ=H@fRQZVRfq-OZ&FFk^_S
zy-1XWS6oz-klFfU%TuunneCfwpPdStaT&p1E^}~s>ota0Np#7dfa2eqoGi=K0wlXP
zV@I{m_nFg%hDVu-=0KCGd;lJPv<{Bm*%qNi#Z;~hPY0Jw1SPtUY2<v@o7VeT;(sEW
z9auA(d~a29(P0ki-&kG|*_9D20}W2!$vy7@?Jvcl?GflagjIhXe);!HSW#=dW<6I9
zK(Ygf-W^h;rpLh`#DMlXw9R9SqI?wnoanj=i&mq{mb?Sv6$)xNKmwJgpYcnv3V~;N
zxpFA1zAQGH2ZQS|grnn6pc?A0lLTn~fo-xywH6so3CPX<)_G?hwf*RA5ziJ+_Qfp2
z)}#XagJ-oEk}4Hdbu;5wTc4~2MH_vNx)Q-AD9ZCGQMK~kv4dXTv?N!)?4<V1Ym}3U
zA1LDI|Mvw~6oN}c&HOPwR9F-Wej>WH83dBcEz)2WDzI(*wIkfH*D80kQwy@>FN7Zp
zaEzTGKEF4w0M+G2^}TF%kpV+c9?|BJ7Vh;|ORV91c#&ZOv}%`j?b0=tY>6aK=xf}E
zclD<`4NC7Ee3RK*@t~|gG`64wexmBn8Zpg6fGh@rb~aimZCwi~lQz7uPs-jV{`CtD
zqdWZ|d*)GNoLdwIHOi&Du-*c5Q+<O^m6T73ht*Yd;Cn36!vgvHy&d~DxkFB)YE9wj
zYV#Tjjw&kc^|EE1cSRlLJp#bblI2{1+UTt~eq9;YG|(D<B%b}Qf5HDv){U*Q*6uxQ
zc)fOv;PP)sEL?fhvmA?BbY-^)oPt2&;))@A4@8Z{J!?zyY><v`l>>?H$8aJTU>~x5
z07pKk8-O%K7zxSvNqCfdJdzPW1GK`RrA8Ly-`v4CR8CuoJ)yL0HuV*d*Q#tBy86wh
zH~F2mwV`CTWoVJFI6+P`(b1a#?X*|I0R!9MI3S-pHt_PO0yX{%%28jQJVC>eJ-|m+
zJ~K=iUQ;@HaK?FZkMJPd=+hto?>F`uUhJB~w_pUb3gsStxO0U|-Q?m@aj|cz{D;E)
z&G?I5=ZT`n?IgO~8aev+F(g|a{6(KLpcLGEqz(oM@FZFdoTJH*%?$>=ZhG~70fMTM
z-dCS}2aoj(96G!=MlXelc@}a&!~@A|1PW}sYq|P34Uj$#3+yG5Zj;wzWJCvlby4Br
zb~q}X(l8S5-)zhLy{H=<L`sMnCW3iKIxC>YUd;GTS4UmdZ_ZSZ8_a?pL|&CcT&OUO
zA>DT@4<rr>(KQeOlUhY2x(}FD?tpqc?xKE9s4E{=fg&3luvdIiSd{-~4LLgTpaPQ4
z+H5%OC4y`ft||2N{G*pAzztxDOpq09e{Mq2sV`T)uqY~~q$aDR?K*E+=lb_YlumcF
z5mF7N=<5Bxo?9hY4Q(>k*W}kF^JJjlf1h0AH`qli?B!VMNh7Lbho04R9$=CIqs3W*
zUbgk9y3;<&fGes7@qxePN|Y4Tls2)NBSUB6WV+zEeFr078NMWxu>j8k?6J+RSPV{s
zpS6`Vc*|Nt8)>J0U|IVgBw2Wk=KiY)Z6l0)Pk2~ZHc)#?47GawNP7}nECeca!M0`w
z;IcUQn-2at`OWA&K7*eA2BZRSR%s1=E02{u4NFU{n<8dR=9HEiH*M1EWf%b)3Y6X2
z>g8xDWke<zvWxLFSX>4RNV$%6=?^t=L}?Ek0QB@zx$DX+OxP{)P9oYoxbK!jL(bXl
z_68=AUxU$Z+x_es3@Vv6sv)cy24dgMJ>Ix+msuzLu`c2@5$q2mV|@z74Wt`pJ0hr3
zHo|1@2%)Ip94JcWm$X^=w#-WjA%$HOF<764zIM#PU;yBpRSN=Qdqvh`O*{rAo=4J_
zZkE$%-b{@K7$+;8dRK9TiukEoH~VJh7Jl0S&|iwji&dbkaN;a#7z}V~Wj$8#8nAh5
zgLAC=CPd=DRo~hh?>MNE_HsX)V3?MFZ}9GA-%XF=jqaa=U2PF$X?pWrUs7J?<$u>E
zr#8OOtNOn$agQ${gY@*@YDjf#bKJVHnK)B~sBV1BoYTe^-~W__N*|Ov(_N{tAZU#_
zimsNxScDd!gAMvqg2Q?!M%#!a6ZRfwSL;^ySLb>x+U>e4(IVr21-Uenu&^$I$6+Vo
z&WJdb7akAZ_0FuSah?ObKV6|~IAnKQxyKHT;JnM^xSDTN1nA&lFVL*end-~bHgyQh
zPFZ^_p|B_(Yu~>ApM`N&${!G`Rw$6QWRmfeW5DzKs3+7woGKwsX@b|4@(Y=t7E0;Q
z8J2YnVT+q?y*`o)jliw`sJ+HhPIP(2u=@I^9GXGPxw)LLI2bA4?qcsY$zQ)z;~eN=
z2wWiExg0)HlF17+C=n8`KIQBGFQ+0Spg0=*J+lfp4d|QdeZB8f2>9*2b%c*?Nh2wk
z4OSJX_S3-)8aGWaiiY^RNNbVOT8A8~UfyA<F}PpGTQ`KD=!9^7YPpaR!OqqkO8N(%
z@XaOPQfRDnxH}_SEUH33nQE!HrdV?Gq=ySs^oebEPNU)*nDN7B?!SBI?_X4%V^}kK
zEx;Axe^D=TVw33**{)IXP6*uno0+xBJWI9Za`#99$wZZJ&8f15Ser+W9(}0>)fYQ0
zy_5fSIs#kIsqV;@<S^St#5e|><=_82<mOH_M`wp-+&tbVMU&rG#d#%4LZv-Kzh}(f
zPw-)TlYptYM)vy#C{Lw!&=^v19tM<wq$#h<x6<zyO>X(?8kDAl_##p-tL@1%9{z%Z
zk)=-p;SAXeoq+r&c*%zP+sy8eew*nbgB2}3l<%r-xo6fPrBgi<nFeLYS<AC5SGf8P
z%L`j?A)T=z;@!Q!5_b|RhK!8uAtM_if>@<H2>*}z9;6l`)IdjwF6-HKsw>g^Yo;V|
zRGm)puriX11HMA?8)Qoui|~SCDE3;cwqL`kxP=rPfUMKrJOZXh)TA!bjc1ZRmhcsx
z)(Y^t63bjM?ULX1MdgoVsx0)%I1SC5P)oC&=@gbb(h_ny3}#bn6047q`}chVls}GK
z^7MXdtE3wp`iL{fTrppl?@2*75)Yi@2}yg~_=V`1CRNSl889;yq2rNKW*Ot~7sf6%
zuXE+rthd~-c%aZ?T)+ibzlJI3_qhV_pdJT$@F>M!%QKl!{n5f_^54P1b_b~{Fuyy~
zLxH*|-X7w|IMamk-amIq@*~9)5*dT}?Sw+U(r`Fbzzzaw!b_BRh~b^)A%lv%JZrkV
zyR^Sfc~-Z;O8X^3jS``iomFOemrh(mex|?P86tsRIruIR6WhF-k`_=rj_PQ5uS_AM
zrS$V~{sD+UL(9mn*RKg+^*5KEs=V`uJ`&1zy3%)j@>jhJH|nzZgZoM>0MqG#&6RXt
zEF>{rFT9?)v*RIfFI2|=vV*mD!Ov<OBcSLgAIp3Uwf0TuEQL%BUl&+*-t2U1o!=`8
zn0`xjtpV=6woHK0UjF?lxGtc{S^lBO>O3FqfwB#3Q?}pz&QHKCkL$$-!s;VNeP9Hp
zVBufH>OHD&mDV6v9pFe}giKMa-#Qmq*uq*v*cUL<pSqk%`W7*n2~OHogIExp=E;4y
zYVyDS>U2n4T%1R{0Y%KffY$u{?&iGc91EjZSO(bTnUAJ9|0A+7!1~(+QN@h6l{ma`
z!HT%`>a}Zv4>(@_+Y1)X>N?2df-~&Ia^zokSpN62R$L9;pJf8CKK4mS8`=k39+5+;
z?zr2?Vr{SAL4FN|Ixag4@e}ztBQ@lIK9xwN^q-Fb0#f+rlZ#lq{QY?MBdYv=Keh9J
z*8uY8aR&&`|NQHU5CqVF{`i04vH>*(!sD2&g~4R7z^!j+XeKvBqjd}q_V;5)C@1Uw
z?JE4=-nsv-+x#^ghL8g1=7)Wmnw;UwZST7-T%@7N@b*TzWaw8oYSZeS`X6!ZKTLT4
zb)iYJi3{+5gdFB5TDG^E+S}VX!k16yh6<BA9_((mFOjYp>HT-H=)YW!|KollWWT-t
z|26ENWzPOH*0uAu!T$8`=l@`e^zx@#BIf=1M?2;DM^ZqXx2dtQacEow0C2k?6VLnP
z$2s1oop<Z%>PX4R)C<sU8_jIFEL>bcKW&4L_GiR#%QE2Ut(GQ7O-xLjF6B=H<_RBg
zIr=T7rEj4Y!@|niysN7L4(4V~jh6bh^^{v3q5H*AJZ3@_eg=yxKfk%IH8E#*ME$RR
z3pYVscphxg8L9U5n?_m%Q8J?dEbYrR6jx7Ikt84>@O}GM>61d-20%?&g@t3T*arL4
z@>|q;6J+R><vWOJ6rklrH#+ajJbGj#r?)b+nweXzf-lBUUc89*7zN$l``}q%lofl2
z!`9Yz_s>M21L(15C?`v;ZEhABV8sH*V{Jipv^&A;FdgKJb-<Qe#o4)Zvm_h9!sW}=
zdxiEh3a_U{-1B$tG~6iv`I`2QX>+Lk*1BPfi`db=JsG_a08PX`)9_nog)l4XFrS5+
zRe?G)Qr%`-c@a!WO`YEJNih>(j~O~e8AVuFIYarTehzteT-Kg!&h_~{w&k`D=0~?)
znqQ6-j2bA$#1vFa7Cl#9FPWQ;!4`A8Y~KQm{b%VACWYCU5+3Hcegn5`2l6X?e7Hlw
zg2&&EFOF1bQd3j6FC}RX7Mh1R{0vQi;v)=GyQ_%XmX*HCRM?GS;pHu`x1Pu8Vv8E;
zh6Qf(<6Gs4?N=>46%mo+)rm&oiWq~&eU6Q#5qz|qQM;dsv2mgGh|s)yD-q*G4!x%y
zuPpV1&(QM8F}kljcOcKvEwPr7mhM`vIkK)Y>rRozZ9ixVXaNiJ+(rhsh1di8>DIjV
zF{QN$;~dS_N!nzXcbq?wxVSjGcK!o!w<sV?<w3V90alzkz96cW#pdRy^MwBbm4WjW
zH^4p)uCA^QN=QgdmxR8Udtm6XslHXUJsMN>_}goqt>v*A@d`=5i?~0-o_mW5^9lSh
z;$EJPc6Mumdk^1Vdh9P-?@L+G)6)~z%|EaY6*Qby<k*$<BA8P;8s^#VR6pM1pv?Z{
zwBC=8_uu4SyLPSM{=IwopX8$K+SmQ4I2~nbKGab2ptWiqc6D_PYHMrLrCoR;){&f)
zlr<slx&MbJo@eIiRC8ECe2l0Y--L>fLV_434jW~11m)+U?U=DZ<^=cdp|NaT{)X?8
zIrLyntvL@aA1!9s!TkDauR0&%L8#;no<Dzn5JteHQpQ=Yb>`^H<8N6t7_?sN@_Uzq
zSV8+sr<na)!095t!f`SB0LC_9)g>V~IM@RgvCeX)L6xhcjt-5<vx`ZZET9*sA0zng
zwiiX4Kx$f=P=)Z1Z$#s*16c-D(G$O}!)uNc`2PL77PAYHRGeS!XUp=V!@cY=GW+`{
za&o<n4sp(+dkY2aOTPWu6^_{s3$*ZhFRurRti9dbkHJ=J|MFNzn=}R#1<In))6^YN
z-Vz{Eo;{<Ptus|9<{DB{;aIs;KA$x+291{W!!uRu?ZWlLvdgNSmb+jJ5MKNFRHIHS
zuL8J?XKf$C3t!*O?<5tVT-y>Uk}PFmkx@i+A?MqzRDQx^$KpmPb2tA*B-q{PQCyrL
zsJ$X6IH(hjS<@H;yA3)TDl?UmNshXTi2&i)5&B#cy9)jHFuYW5hBj!{bIJBI?HUH(
zD_hOH-khP&YTRKrlx*?>AG{M%W7QrVE@Dn&isA>~J5f|d-AcW=hGVXkUPqn*ecJmS
zqXe}DQHhF6?-Hc-&h+1QT+qUdRt`3w3W=dTe!~(T`LCq8QQ%GAJj;HL*R_)FtMybk
ze>!^tONBYP>eRWuOyLS$1M|UrQ;i&pkc8&gCrA719lM+ThS}~|w3Xed)>_`k%04E6
zp(M#uY;Ug0Xn?aywn*Rfy2sa-BpPB}m9M;7<zIuB$6Ny~_Q_M34?A(UTk~p^62Y&&
z@4a70)EGTaRPw!7q&w5@ye@9`9Y0aA2{&5{-L|dW4wYly)v}D6%KfrScH3T}5)C1c
zTwW|0EB57x3bD7heZml9^c8w<+1CeIc0yjcEtNH9Q0zlcu>GUoT64IW%QKXAVfPeg
zr4fcjJFPVMvG4Yj=DG2*nfL<2!ICjg;rkPWc77aOy1jy}GdsYp$xiZ3+bt{GL0fw=
z2tE73TK&YQFRh!8KSMU0B%iuW!lz(L!&+=?okb83^m*0sx#z;QtBl%50_cU&BZWNm
zrl{B!J(K7ThV|`bnDLo&aj#N0ys5a<f4356MzQbCW#+<4Hdu@>^vvT3m%AZPPLZvg
z{Ce{_h|9CV-ofVa=jR)p@@MIkU(nLY^S4{*+N|al@g=%pFWOpzAX3U79v-^F6fN?*
zD%rKxf8uhOQ)`PAR7Lu53WaT_Ey=&|wJ@AG%aEm>sljzi;UXg=Rvp7vCrH@WZW3<V
z5hvUqEn03|PwKJW#;?(b<~dev*`I^+4Ba>L<MP;jcH{c>*wxtdVJmbUEmP<585udb
z!s^#AU&e0pG6`7RHn@BE>({S4Rs*-^SJ`qazfOL3hs>(-dzw6mk&oXENgpIVoSde4
zW&f`zb@^MR%X${|b^Y>Zc|Kw+JA)^Yy*GQp3*LCUKl*P4U3k1o<i;=a^9M%-!FDFD
z(^0e0Evs?)%njj+p&vhfd})|@euCi(nlUm)c)DOJT-RFJ)wO){QoE^jF_J&k@rSnw
zI?(~0Ec5s8r|brm1Ed>P5R-N*xp*Gsmd~+Trr(xPD6t;Nx-o#h1>GDWh}Yj;D{X$>
z%fuX3Q=82&5~G|<G?+)9^~mGoFBf#rRPQa>J4WbT@LD9`G+OeENnK|;xefO=5A6a6
z$A}N#ZXI#$+-kEj;L+{9MaIWNrEJIGz9NyDnyO74F)l_`l&xEWgB>XQE_7S9v?32|
zJ?kUvwxg)+Y&gQZgvW5%y4lpdKs$`)!$d==q5$98)(IN*tvbe7bWi{dZ}Xu3CMy^t
zX&jC~zRiZUgK&x5zDs%(0oJ-)pXJ0&nM0n&ESjB)*t}cGC)%G_tHsdbrk7)z$gp<$
z*Ssb{PHGrzA+j&~G=)6j&>C}@p$8?$o!hfy)>WGtnJO9SS%Ycvv;nFlTvVA%cRjY~
z)l}t}wi~`uYU(`}Jp_xSD3__Laz=HrzoVwUvIwHlPnYr=hDAJF5I)SVh0iG)hL8$Z
z*fBJe>RQh|w~y>NZU5N9T4AOt{X+`{8&84+dg=#k(95A>uIppmA!`%RXX*4IK9$vX
zf=S83t`1mxkB4k>hVS{odo7Ap>K(q$D`7>LTpPva-s&%?dcDA9eHyo!s_pS=A1c2h
zT1ywMsNVV}_mL6W!4460IZdrBTxS@?78Y`x>FrfKs;RA+?ndwFS%0C(37O~SFS#W1
zI^Ehj^0JTip_}7*aeJQjADky&2AkNe(@Yl}-7DKss<e9{2+2>=_RjD@nOBEWzFf5h
zPfW9wOVr);AU9Qt_MSwEWApY6v9vL?eegDkPPp()3_TqxOb>BAS(*k9G$1o&+^rNf
zbP;{wWP2dI=x?~Gvic3Zs>1kZhb(hbhstPwkX1vgt8q|&m6fUA(o@%3U5AIEY|qZ@
zTU}Wzad7%?t4I-Bmcc<`riVp49zT}R_m--MQLHlY)G@<Tc52B^Im5#_Xh%0sJJp$$
z!CyjW=md-?8}7Wi)aFkt5E1ngy|zL#2G%Ts9Wi;_uG>rczdVlVg{8->z?P&tW0e-E
zr=}JP3D_E(dKi9C=-#G$YSs~tnaaH*>+^SOV$a=%JJwc@wfBpd<ZfAzQ-8+utuYoA
zePh$RgonpbF6hSk_AO4;gMA3!h2b5Wvpo+XSlR0^R`vBLieo%@)qk(2ao=uHk>{d*
zF?rZ-Voejd0V_t``Yu8HV{0W^boxGI4|WaqeizxhVK+4sUBZ{-s_xFT!JFXJ&U%jL
zTmSngn5@I_yoFxg$la3-5V|?puviY&TP>4wygWZ&pQirxoq;gtn|n^AarJaV?9Hv1
zm;gem1{GJm{MnvQ^L?6zML-!KPlkpvh+ihkb;OGb4&9hc4iw9`W18aV;8TCGZnEY-
z%`qmm%EN5W)R8GToz@u~<!{7Fl%rpPBjq4Eabg~_?R?gL!qIj$3||fB^!N5wQeG-C
zrU8?+m1sZhkiE8)6B14HV>LDCw&+xN!PuCX8d$ZA!*MZ2#oF1opZ)H%4^K;)^y7%K
zP0A>?kE+q1KJFtp#yw+<#Ai=4$n>zp4z2#kFlhGc+53mM&3Uv&M%tV5NQJR!7O!3H
zNDv>}rA6oH%2|t*HWVfA9Nd0oBK~Lm7@MXsFln;4Bcp84ulHg9XySg%{NAt3k&8dW
z9y3(fv}<vQ3**oqa<wwB9DNZ?O=bUL_Z@Tmmo1pB7Sa#XGx2UqdA?kA;F0J1MB2nt
z{rURRH8bO;=9o-Y{=3nPstzHwPn(cr5`Iz8GJQ6h*AfKAqM9tjJEI1#BAL@1Oqh=-
zp<YD#1uNg6$c_sI!@c|ZJUb8CB!fuGqh=!8CPb$172bby24@u~e)#8Gvmu7?^wFP2
z@slh9K_qjN9PIQ0Hi<kHK6KccgJOsEaach`)(cjUlCWMdX(wrwCo1@Q;zkF>4Pe7)
z<{DtKe{<El$pvLWnjECtOPotT=5^#Tzdj~+c$+}k{?Ljrjp_0e&l)5x7sIZ(Roy&{
z$b{cLEl(2QmmXzgeeu%&Q{1(Gvw6mGXQ%C^I@^j4E$!iGJDCurRh4#iO4V%~6(%j+
z4AUSqj+F*ET66Rq)z-DHEhVGTj*Ov%t=(}KE243~M`n`4+enBv+4tdJ*iN5clRWSD
zee+ztpU?C8zMsX#Lg8BQ+A$q{a@N;zk_SM#Y&XmEP};N8-Y<K=asy~kOV|3G=pbF@
z;p<f8GB{~{;r9*{5&rl~$U7l_gg}dso*H;5fns%zuN-fTnVXLQ9Fe1^V2Ug9fJ1-}
zb<s&2aCC<Nm)M5CxiH1VGOVqw`{Pxe4@?VAGb#fbBE;D$AU)b~SXDtl>SkzljfJe}
zdMw+Dup-U;N;aDY(hg7YLFj1w@J@eERk)JcGlWsC>FcSfsbbh5+NS0Cq~M>L<5sF6
zw==i1^Z(e;W&o5y&*nNZOR)g%p~)==u0s-JgMSaQGi5wbW}#|Bz^`_5GQTS^sgPb1
zmsjDsOy{V}7`Z<V`~fGD)i^@JDJdyKjWNNXw5tB};vR^^>Gw7l9@y_{c)czwFCT7V
zgn1O(`=+O-Q;rOQU0IrMw)ox|iI<B@XZ(~}nyjYs$?~Et9It5)1)D0^(JWgx77I6L
z(hl3uCmnn_{;NfD3u=QqDmz4_X^_)X3QtDX1>TYk`_W()P`(;mnrwYp-#f+R!)&jD
z?Py)<4T;1F9$WKuV4N^S&{pol_7u4LW8}1b24x)1mlF&=+3DsyL>W!WCn4@BFC@47
zn3-Al+I*Kt_xt7n>ja&4NPyJgyM09b(ic-nN{^sqydE%7B{izaiP{iRn^L-AK>F^E
z-sP*@&<t4#Y&_v_fB6<+Q!2eR1P;yP3l0vn0CMMiQ`STUw8dAH_*A;ru01JuEP<T%
znUEVsLjab6L_=oAW)OxhvMhmd!Qmw;1A6)~3j0)M-;LN4w=pJ2ZcJ%M7oh}}6Sp!d
zlov`vN(jEy*|szrB2iK#k6Riz4|BiMK<R#e*oy0*RURvTBjDSfJC~<fSs-MiN>W%r
z_sSAsRC(RpX4IzZOiWCMK$3>5lv4ZXX_l={EV#uruQZHtx@96vRGK`hWmjxrZte<>
zjNA{{p$1#RUPc%ph}Y7cLtrZu3P=1*K>hWQ#7r)bCsUgNZ>8|(v;IK7@$ghbb9=)e
z`Rf^FXp!)%wwt(8P7R_7IFF=QlTyAi_G3Q-t$K3u%*>3dn;Riot(M#}tg5O?-Q>aV
zk2~D8M021*w)EGlg46auRuHCzKYN=Jf<zToIdlAuk>8d?+PWR`UFcgg```dggV;B}
zV6!`m^88BG?GHautwea2yXKe+MnEMbQZl1F`B3F}AchY8P7}8&#`cAYm<}V#y?#hz
znHapf9gUU|klmDE<1??)WH9pmxy~L>D%?KP*Z(20ud}o9DcHMdupYwej?e}9yX<xL
z@8>)Yg=wH#m!Y9r&&1o*_={W%YUmXG#+?FJSyxwAv$(QQ*T^XG65d_>==xqqbZf2m
zw>dUrcH~$?0t{&xfVSnj9^xR%@cK@|rad=13)WoZ41Ln<!(>ljFlx-@Sw}tUlAIBM
zWBmhF<~0yvi;KzvJu+iZT|;aa6C_O{o5)ccG?(4-h{N+;SvAZGfS<n}ungqf)guJ1
z@juem7Q7P=4%gEFPS?AlRf?yW)rtg9QWq6^mdDSY6+-({fkUjQwJ-b^oZwDh8t->K
iM?w5gB=ZqErXDyYkKa?c0SYY*jZ03R7oIy_OZgWaXv=&6

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/skylark_classification.json b/modelling/data/abingdon-all/resident/skylark_classification.json
new file mode 100644
index 0000000..9c11442
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/skylark_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Skylark",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "late_spring_early_summer",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "late_spring_early_summer_detectability_peak",
+      "autumn_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 5,
+    "target_peak_label": "May",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.726172183778877,
+    "target_trough_value": 0.04900300516264195,
+    "target_mean_value": 0.2406220517571283,
+    "target_amplitude": 0.6771691786162352,
+    "baseline_to_peak_ratio": 0.06747710955411745,
+    "autumn_to_winter_weight_ratio": 0.052830188679245285,
+    "year_end_to_winter_weight_ratio": 0.32452830188679244,
+    "decay_to_growth_ratio": 1.6775032509752925,
+    "monthly_target": {
+      "January": 0.22101930674541034,
+      "February": 0.22118146706616718,
+      "March": 0.2473611513124377,
+      "April": 0.5387042667452578,
+      "May": 0.726172183778877,
+      "June": 0.4121005909587201,
+      "July": 0.10859642984674153,
+      "August": 0.04926933651983778,
+      "September": 0.04900300516264195,
+      "October": 0.053538354007424946,
+      "November": 0.06841234058998162,
+      "December": 0.19210618835204163
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.118,
+    "GROWTH_RATE": 2.307,
+    "DECAY_RATE": 3.87,
+    "SUMMER_DECAY_BOOST": 4.264,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.47,
+    "PRE_SUMMER_DECAY_END": 6.975,
+    "PRE_SUMMER_DECAY_SHARPNESS": 10.571,
+    "SPRING_CARRYOVER_WEIGHT": 0.172,
+    "SPRING_CARRYOVER_END": 6.925,
+    "SPRING_CARRYOVER_SHARPNESS": 15.224,
+    "BASELINE": 0.049,
+    "WINTER_WEIGHT": 0.53,
+    "AUTUMN_WEIGHT": 0.028,
+    "WINTER_PEAK": 4.72,
+    "AUTUMN_PEAK": 10.175,
+    "AUTUMN_ONSET": 10.235,
+    "AUTUMN_GATE_SHARPNESS": 6.917,
+    "WINTER_WIDTH": 11.493,
+    "WINTER_RISE_WIDTH": 14.252,
+    "WINTER_FALL_WIDTH": 8.912,
+    "AUTUMN_WIDTH": 7.73,
+    "AUTUMN_RISE_WIDTH": 6.897,
+    "AUTUMN_FALL_WIDTH": 7.684,
+    "SUMMER_DIP": 0.126,
+    "SUMMER_LOW": 1.88,
+    "SUMMER_ONSET": 4.285,
+    "SUMMER_GATE_SHARPNESS": 4.215,
+    "SUMMER_DECAY_ONSET": 7.155,
+    "SUMMER_DECAY_GATE_SHARPNESS": 18.226,
+    "SUMMER_WIDTH": 23.698,
+    "SUMMER_RISE_WIDTH": 39.219,
+    "SUMMER_FALL_WIDTH": 11.265,
+    "SCALE": 1.079,
+    "YEAR_END_WEIGHT": 0.172,
+    "YEAR_END_PEAK": 12.134,
+    "YEAR_END_WIDTH": 92.416,
+    "YEAR_END_RISE_WIDTH": 175.438,
+    "YEAR_END_FALL_WIDTH": 10.08
+  },
+  "fit": {
+    "score": 0.517
+  },
+  "warnings": [],
+  "summary": "Skylark is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around May and reaches its lowest point around September. The model indicates weak baseline presence, moderate spring carry-over, strong pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/skylark_consensus.json b/modelling/data/abingdon-all/resident/skylark_consensus.json
new file mode 100644
index 0000000..4ab6404
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/skylark_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.517",
+  "INITIAL_Y": "0.118",
+  "GROWTH_RATE": "2.307",
+  "DECAY_RATE": "3.87",
+  "SUMMER_DECAY_BOOST": "4.264",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.47",
+  "PRE_SUMMER_DECAY_END": "6.975",
+  "PRE_SUMMER_DECAY_SHARPNESS": "10.571",
+  "SPRING_CARRYOVER_WEIGHT": "0.172",
+  "SPRING_CARRYOVER_END": "6.925",
+  "SPRING_CARRYOVER_SHARPNESS": "15.224",
+  "BASELINE": "0.049",
+  "WINTER_WEIGHT": "0.53",
+  "AUTUMN_WEIGHT": "0.028",
+  "WINTER_PEAK": "4.72",
+  "AUTUMN_PEAK": "10.175",
+  "AUTUMN_ONSET": "10.235",
+  "AUTUMN_GATE_SHARPNESS": "6.917",
+  "WINTER_WIDTH": "11.493",
+  "WINTER_RISE_WIDTH": "14.252",
+  "WINTER_FALL_WIDTH": "8.912",
+  "AUTUMN_WIDTH": "7.73",
+  "AUTUMN_RISE_WIDTH": "6.897",
+  "AUTUMN_FALL_WIDTH": "7.684",
+  "SUMMER_DIP": "0.126",
+  "SUMMER_LOW": "1.88",
+  "SUMMER_ONSET": "4.285",
+  "SUMMER_GATE_SHARPNESS": "4.215",
+  "SUMMER_DECAY_ONSET": "7.155",
+  "SUMMER_DECAY_GATE_SHARPNESS": "18.226",
+  "SUMMER_WIDTH": "23.698",
+  "SUMMER_RISE_WIDTH": "39.219",
+  "SUMMER_FALL_WIDTH": "11.265",
+  "SCALE": "1.079",
+  "YEAR_END_WEIGHT": "0.172",
+  "YEAR_END_PEAK": "12.134",
+  "YEAR_END_WIDTH": "92.416",
+  "YEAR_END_RISE_WIDTH": "175.438",
+  "YEAR_END_FALL_WIDTH": "10.08",
+  "SPECIES": "Skylark"
+}
diff --git a/modelling/data/abingdon-all/resident/skylark_observed.csv b/modelling/data/abingdon-all/resident/skylark_observed.csv
new file mode 100644
index 0000000..ca67979
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/skylark_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,10
+3,27
+4,34
+5,29
+6,28
+7,8
+8,1
+9,0
+10,5
+11,2
+12,1
diff --git a/modelling/data/abingdon-all/resident/skylark_parameters.csv b/modelling/data/abingdon-all/resident/skylark_parameters.csv
new file mode 100644
index 0000000..ec295c2
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/skylark_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:18:17,skylark_observed.csv,0.4482740029295543431776565509,0.146,3.727,3.336,7.34,0.331,6.41,12.966,0.158,6.82,8.75,0.002,0.618,0.019,3.67,10.82,9.12,6.871,5.048,6.641,3.456,5.632,10.598,0.666,0.078,1.11,3.96,2.353,6.85,21.689,4.465,5.139,3.791,0.819,0.325,12.027,75.350,140.677,10.023
+2026-05-21 10:18:17,skylark_observed.csv,0.8379439060241229541733412319,0.195,0.645,1.438,0.601,0.11,7.64,11.715,0.344,6.84,22.15,0.065,0.449,0.044,4.3,10.57,9.63,10.661,4.205,1.391,7.019,7.884,5.258,10.51,0.163,1.48,3.88,6.491,6.93,11.779,3.527,2.191,4.863,1.312,0.104,12.293,64.470,114.547,14.393
+2026-05-21 10:18:18,skylark_observed.csv,1.820264349766772135024512509,0.122,2.208,3.386,6.555,0.65,6.77,15.585,0.082,7.2,10.014,0.019,0.235,0.015,3.95,10.6,8.42,7.115,4.586,0.392,8.781,7.615,5.036,10.194,0.037,1.99,4.05,0.964,6.8,8.448,29.255,43.914,14.596,0.869,0.09,12.192,74.122,133.502,14.743
+2026-05-21 10:18:18,skylark_observed.csv,2.040688984659348762928472493,0.273,0.681,3.122,2.076,0.843,7.27,9.617,0.424,7.18,16.013,0.013,0.055,0.035,2.81,10.32,11.0,10.568,8.424,3.891,12.957,6.516,1.889,11.144,0.157,1.82,4.36,3.503,7.01,19.792,32.152,58.735,5.568,1.063,0.184,12.257,82.234,155.256,9.212
+2026-05-21 10:18:18,skylark_observed.csv,0.9889820388775873589187262362,0.236,1.4,5.222,2.843,0.507,6.92,5.355,0.281,6.6,11.966,0.037,0.469,0.039,4.74,9.65,9.58,4.504,15.858,15.045,16.671,4.083,6.488,1.678,0.222,1.77,4.91,3.531,6.99,6.594,24.908,49.329,0.486,0.963,0.262,12.094,77.092,145.542,8.641
+2026-05-21 10:18:19,skylark_observed.csv,1.068887772665772703132305059,0.322,2.978,5.194,1.931,0.242,7.29,3.966,0.42,7.18,13.855,0.048,0.527,0.014,3.65,10.77,8.45,11.616,16.185,15.825,16.545,11.244,13.5,8.987,0.094,2.37,3.97,5.443,6.8,10.486,44.653,77.605,11.701,1.28,0.034,12.054,91.497,173.734,9.26
+2026-05-21 10:18:19,skylark_observed.csv,3.402721579120304776371819116,0.318,2.183,5.783,6.286,0.426,6.3,9.583,0.192,7.01,11.975,0.036,0.188,0.045,4.11,10.28,10.9,11.05,14.702,19.892,9.513,5.282,10.028,0.535,0.04,1.53,4.24,7.274,6.78,9.584,9.309,12.327,6.291,1.575,0.025,12.255,121.164,230.158,12.17
+2026-05-21 10:18:19,skylark_observed.csv,4.984790512942055083852808229,0.342,0.252,3.356,6.99,0.413,6.85,4.074,0.244,6.99,24.589,0.067,0.363,0.03,3.2,8.56,8.98,3.736,10.228,1.08,19.375,3.756,6.831,0.68,0.208,11.57,4.61,6.681,7.49,23.171,34.190,55.871,12.51,1.696,0.034,12.078,82.863,152.746,12.98
+2026-05-21 10:18:20,skylark_observed.csv,1.858658521860502576468159742,0.078,1.235,2.282,6.322,0.093,7.51,8.327,0.33,6.53,20.361,0.078,0.139,0.03,5.22,8.54,10.0,11.768,9.870,18.154,1.586,6.200,7.335,5.064,0.221,11.95,4.03,6.821,7.17,12.022,26.592,50.34,2.845,1.704,0.203,12.287,53.310,95.65,10.971
+2026-05-21 10:18:20,skylark_observed.csv,3.455587664364036384741572898,0.268,3.524,1.623,3.733,0.427,6.74,8.799,0.303,6.61,8.277,0.036,0.357,0.009,3.56,10.03,10.49,5.937,2.212,2.811,1.613,9.677,9.13,10.224,0.246,1.09,3.62,6.381,7.43,17.816,30.364,57.877,2.851,1.531,0.015,12.293,77.188,149.292,5.083
+2026-05-21 10:18:20,skylark_observed.csv,0.2835801494108928135075720877,0.042,0.484,1.869,5.299,0.488,7.68,11.298,0.361,7.17,26.838,0.063,0.645,0.047,4.75,11.28,10.71,6.479,11.381,8.745,14.017,5.137,1.369,8.905,0.127,1.06,4.23,5.011,6.73,21.563,40.182,66.753,13.612,1.02,0.078,12.131,53.482,97.335,9.628
+2026-05-21 10:18:21,skylark_observed.csv,0.7640946117149101020984303368,0.211,1.12,1.978,4.826,0.628,6.33,9.825,0.067,7.12,12.288,0.075,0.395,0.024,5.24,10.17,10.9,11.241,8.670,8.004,9.335,5.852,8.89,2.813,0.225,11.53,4.05,3.21,7.59,18.198,36.502,59.24,13.765,1.13,0.203,12.106,88.299,167.076,9.522
+2026-05-21 10:18:21,skylark_observed.csv,0.9908765367446619556121188258,0.202,3.189,4.395,0.121,0.162,7.03,4.124,0.373,6.72,16.039,0.046,0.546,0.018,5.03,11.22,11.38,10.115,2.242,2.526,1.958,11.751,11.704,11.798,0.066,2.0,4.05,5.23,7.22,7.629,23.177,31.746,14.608,1.243,0.053,12.049,77.928,149.005,6.851
+2026-05-21 10:18:21,skylark_observed.csv,2.195273824399580895024430148,0.144,2.23,1.727,7.307,0.481,6.78,10.138,0.275,7.15,15.424,0.07,0.004,0.032,3.08,10.83,9.91,6.465,17.104,16.227,17.980,2.860,3.828,1.892,0.098,2.2,4.29,6.462,7.1,7.533,22.733,27.921,17.545,1.005,0.226,12.055,94.794,183.989,5.599
+2026-05-21 10:18:22,skylark_observed.csv,0.7102069048688016743885147814,0.273,1.364,5.527,6.843,0.344,7.13,3.769,0.37,6.91,27.83,0.044,0.525,0.049,2.85,9.3,8.34,2.228,11.868,19.33,4.407,4.486,1.698,7.275,0.045,1.78,4.63,6.252,6.77,23.437,17.648,33.029,2.266,1.031,0.144,12.273,90.452,165.969,14.935
+2026-05-21 10:18:22,skylark_observed.csv,3.828697976701013320663946303,0.178,1.612,0.165,2.816,0.072,6.67,5.426,0.108,6.81,14.269,0.022,0.055,0.033,4.14,10.99,8.55,10.176,13.240,17.909,8.571,1.144,1.201,1.086,0.164,1.95,4.55,3.746,6.67,14.327,22.434,29.23,15.639,1.764,0.278,12.161,82.927,161.077,4.777
+2026-05-21 10:18:22,skylark_observed.csv,1.806474792244699937114830891,0.139,0.427,2.387,6.547,0.936,6.61,3.144,0.039,6.78,9.807,0.068,0.175,0.04,3.07,10.71,11.5,7.032,10.768,11.688,9.848,7.206,8.464,5.949,0.187,2.4,4.19,3.15,7.21,16.664,6.759,12.72,0.798,1.1,0.065,12.012,55.624,101.195,10.053
+2026-05-21 10:18:22,skylark_observed.csv,5.931542098240807194225092211,0.333,2.164,1.429,1.488,0.307,6.59,14.327,0.012,6.57,23.44,0.061,0.208,0.041,4.45,9.61,10.32,5.655,15.806,17.465,14.148,6.576,9.785,3.368,0.245,11.92,4.15,4.688,6.61,19.93,15.025,16.141,13.909,1.634,0.329,12.176,105.830,199.346,12.315
+2026-05-21 10:18:23,skylark_observed.csv,4.312154752183795238302254584,0.146,3.153,5.385,5.585,0.505,6.7,9.81,0.091,7.48,24.715,0.08,0.195,0.035,3.15,9.33,9.68,9.694,3.984,1.657,6.311,7.692,12.054,3.331,0.088,1.15,4.41,7.548,6.98,19.021,38.238,57.289,19.186,1.677,0.023,12.068,50.455,89.162,11.748
+2026-05-21 10:18:23,skylark_observed.csv,8.739882004262422069549420597,0.012,0.376,0.619,4.279,0.946,6.95,6.42,0.163,7.52,27.996,0.062,0.141,0.032,5.49,11.26,11.38,6.115,7.100,2.678,11.522,9.246,5.075,13.418,0.15,2.22,4.38,7.377,7.16,8.713,4.194,6.997,1.391,1.485,0.184,12.26,102.782,196.594,8.97
+2026-05-21 10:18:23,skylark_observed.csv,0.7287425174681633628693213858,0.114,0.428,1.228,6.083,0.516,6.37,14.212,0.209,7.23,20.198,0.029,0.591,0.042,4.39,11.06,9.82,11.692,17.504,17.234,17.775,6.750,5.197,8.303,0.147,2.24,4.69,6.538,7.01,20.701,32.184,60.158,4.21,1.606,0.085,12.132,120.952,229.857,12.047
+2026-05-21 10:18:24,skylark_observed.csv,5.964029415113879016390530724,0.258,1.782,0.863,6.986,0.097,6.54,5.465,0.378,6.61,22.588,0.042,0.522,0.047,2.95,8.53,8.87,9.293,13.380,10.212,16.547,9.590,6.689,12.492,0.007,1.1,3.79,2.203,7.27,10.15,42.840,76.547,9.133,1.633,0.022,12.002,119.635,232.878,6.392
+2026-05-21 10:18:24,skylark_observed.csv,0.9109158512312820525982266978,0.337,2.164,5.374,3.025,0.822,6.43,11.217,0.224,7.13,6.011,0.009,0.678,0.042,3.8,11.09,9.65,4.907,16.459,16.815,16.103,4.343,7.964,0.722,0.075,1.71,4.41,7.111,6.72,16.576,5.449,6.374,4.524,1.31,0.051,12.085,80.359,153.778,6.94
+2026-05-21 10:18:24,skylark_observed.csv,4.647343369265987045569750226,0.151,0.574,2.273,4.155,0.058,6.38,12.399,0.093,7.62,16.49,0.037,0.166,0.019,3.1,10.17,11.03,9.478,7.510,6.758,8.262,9.008,6.467,11.549,0.003,11.75,3.81,1.991,6.95,9.949,38.186,75.886,0.485,1.783,0.245,12.106,89.166,163.154,15.177
+2026-05-21 10:18:25,skylark_observed.csv,1.497191332812318079835153021,0.17,1.779,4.787,6.277,0.602,6.38,5.222,0.146,6.85,10.626,0.011,0.375,0.02,3.88,10.71,9.99,8.611,12.559,16.091,9.027,5.133,8.095,2.171,0.041,1.05,4.21,2.608,7.39,6.256,42.022,66.909,17.134,1.51,0.296,12.215,58.860,111.897,5.824
+2026-05-21 10:18:25,skylark_observed.csv,0.3253523186251089269984146339,0.032,3.436,3.388,7.107,0.503,7.52,8.938,0.094,7.36,11.361,0.047,0.712,0.026,4.17,10.24,9.47,3.424,14.466,15.883,13.048,8.038,11.689,4.388,0.201,1.8,4.35,7.58,7.22,13.097,42.756,77.475,8.036,0.813,0.242,12.172,92.422,172.569,12.276
+2026-05-21 10:18:25,skylark_observed.csv,3.017303674290500079253116194,0.095,3.833,3.694,1.602,0.401,7.4,12.225,0.429,7.07,12.952,0.058,0.25,0.002,4.5,11.19,8.31,9.805,16.944,18.198,15.689,2.297,2.881,1.713,0.176,1.1,3.56,2.675,6.94,10.463,22.788,29.558,16.018,1.763,0.331,12.279,104.874,194.319,15.429
+2026-05-21 10:18:26,skylark_observed.csv,0.7811066733189528841409693615,0.329,3.366,1.263,5.882,0.364,7.64,13.249,0.17,6.78,25.271,0.068,0.443,0.04,3.09,8.65,9.73,11.817,13.134,11.761,14.507,8.322,4.785,11.859,0.094,2.14,4.66,2.923,7.16,19.286,31.760,62.774,0.745,0.901,0.112,12.215,75.732,137.547,13.918
+2026-05-21 10:18:26,skylark_observed.csv,5.366689816973363172356530262,0.228,0.721,0.448,1.226,0.484,6.3,9.273,0.092,7.21,26.535,0.088,0.632,0.023,4.41,8.8,9.7,4.676,7.712,6.902,8.523,8.185,4.009,12.361,0.037,1.97,4.98,4.07,7.39,10.231,10.790,10.995,10.586,1.435,0.138,12.109,88.100,171.487,4.712
+2026-05-21 10:18:26,skylark_observed.csv,0.9458604947007720125447389850,0.078,1.93,3.82,6.113,0.526,6.66,15.11,0.426,6.85,19.094,0.017,0.162,0.008,3.01,10.54,10.41,3.394,9.952,3.645,16.259,8.058,7.466,8.651,0.02,11.53,4.91,6.47,6.77,19.049,41.686,68.616,14.755,0.878,0.006,12.118,91.686,175.245,8.128
+2026-05-21 10:18:27,skylark_observed.csv,0.6577494527901890518141930610,0.271,3.786,5.244,1.265,0.566,6.35,8.751,0.367,6.89,11.685,0.053,0.644,0.048,4.88,9.71,9.49,10.224,11.538,10.541,12.534,12.460,11.115,13.806,0.01,1.89,3.77,0.87,6.71,6.32,13.287,14.386,12.188,1.009,0.239,12.0,75.674,141.598,9.75
+2026-05-21 10:18:27,skylark_observed.csv,0.8418503900277823114565849658,0.021,2.723,5.577,3.229,0.578,7.52,15.033,0.23,7.53,7.313,0.02,0.332,0.007,3.23,8.9,8.54,10.142,15.710,15.882,15.538,6.877,11.142,2.612,0.065,1.03,4.51,5.062,7.34,9.584,39.844,65.122,14.565,1.39,0.212,12.25,72.644,131.805,13.483
+2026-05-21 10:18:27,skylark_observed.csv,2.216427651757145196612982783,0.208,3.222,0.937,2.878,0.275,6.94,13.289,0.142,7.48,16.918,0.034,0.637,0.025,4.24,10.71,10.04,8.747,3.185,1.43,4.94,4.326,2.19,6.461,0.058,1.51,3.71,1.83,7.14,16.022,39.132,68.765,9.5,1.612,0.3,12.049,122.159,229.736,14.582
+2026-05-21 10:18:28,skylark_observed.csv,4.085157763386474590433549951,0.219,1.155,1.304,5.389,0.144,7.65,4.546,0.032,6.52,19.785,0.083,0.164,0.015,3.54,9.03,9.2,8.463,9.188,15.885,2.492,12.890,12.245,13.536,0.218,1.2,4.91,6.487,7.53,22.59,27.554,51.721,3.386,1.564,0.287,12.078,85.524,156.859,14.19
+2026-05-21 10:18:28,skylark_observed.csv,0.2513032597900952366554588654,0.021,0.527,5.859,1.585,0.46,7.3,11.81,0.122,6.65,17.296,0.02,0.447,0.042,3.74,10.37,10.89,3.295,9.880,16.052,3.709,7.746,13.977,1.515,0.102,2.41,3.63,4.185,6.66,10.908,46.024,75.197,16.851,1.103,0.156,12.16,109.324,210.087,8.562
+2026-05-21 10:18:28,skylark_observed.csv,1.867198950762187356761846754,0.242,1.336,1.452,0.389,0.787,6.46,11.726,0.45,6.73,21.522,0.029,0.601,0.037,3.16,9.73,10.79,7.964,13.705,14.695,12.715,10.336,12.526,8.145,0.037,2.26,3.64,2.465,7.55,11.75,17.654,34.451,0.856,1.721,0.29,12.05,95.208,174.927,15.49
+2026-05-21 10:18:28,skylark_observed.csv,0.8665622668314502989720943157,0.2,2.924,4.194,4.027,0.434,7.13,9.087,0.322,7.22,6.791,0.014,0.521,0.003,5.12,10.99,8.64,4.157,10.150,13.239,7.061,4.946,3.774,6.118,0.008,11.97,3.92,7.31,6.99,12.93,28.060,38.769,17.351,1.351,0.048,12.295,69.750,131.611,7.89
+2026-05-21 10:18:29,skylark_observed.csv,0.3612177257546718226437352220,0.016,1.244,3.475,4.641,0.698,7.02,11.25,0.129,6.73,24.937,0.026,0.307,0.005,4.03,10.01,11.38,7.761,14.754,16.815,12.694,8.228,9.292,7.164,0.065,11.95,4.72,2.362,6.66,20.601,43.238,75.143,11.334,0.879,0.341,12.153,121.049,233.614,8.484
+2026-05-21 10:18:29,skylark_observed.csv,0.5655306655697640825716515283,0.217,3.307,2.582,4.106,0.102,6.93,9.461,0.066,7.05,6.983,0.003,0.42,0.015,5.21,9.72,10.06,4.012,4.772,6.34,3.205,7.004,9.537,4.471,0.106,2.33,3.84,7.107,7.43,6.68,34.304,61.958,6.649,0.841,0.322,12.29,101.199,196.352,6.046
+2026-05-21 10:18:29,skylark_observed.csv,1.863409746899390953584682197,0.294,1.756,4.416,0.295,0.583,6.81,13.016,0.214,7.5,13.293,0.076,0.456,0.016,3.52,10.93,9.74,11.855,3.930,4.424,3.437,6.733,10.898,2.568,0.113,1.96,3.75,3.654,6.96,8.754,45.324,78.835,11.813,1.657,0.055,12.014,95.517,178.814,12.22
+2026-05-21 10:18:30,skylark_observed.csv,3.426110632059453586594359775,0.039,3.681,4.545,6.324,0.89,6.73,14.403,0.371,6.72,14.26,0.011,0.077,0.01,2.66,8.82,9.87,5.321,9.119,11.711,6.527,7.244,10.121,4.366,0.047,11.93,4.37,3.766,7.0,17.859,45.539,74.825,16.253,1.391,0.025,12.224,123.190,236.218,10.163
+2026-05-21 10:18:30,skylark_observed.csv,1.057060050842001396556354554,0.028,3.615,2.719,6.678,0.142,7.09,9.209,0.441,6.91,20.418,0.083,0.727,0.039,3.89,10.88,8.5,4.376,9.032,3.497,14.568,5.888,1.196,10.579,0.12,11.91,4.52,4.091,7.27,22.619,7.430,13.248,1.612,1.243,0.286,12.09,93.039,170.976,15.102
+2026-05-21 10:18:30,skylark_observed.csv,0.9430170452829018638325556062,0.142,1.123,4.034,5.536,0.159,6.77,6.816,0.065,7.29,18.262,0.055,0.135,0.003,3.85,10.87,8.79,3.972,14.452,11.451,17.454,2.741,4.698,0.784,0.037,2.04,4.38,7.864,6.79,18.837,18.584,36.215,0.952,1.039,0.049,12.048,112.282,209.438,15.126
+2026-05-21 10:18:31,skylark_observed.csv,0.7023748353642875770568601352,0.214,1.231,2.403,7.842,0.856,7.25,10.071,0.176,6.69,13.023,0.031,0.712,0.037,5.19,10.83,9.86,11.635,18.886,19.842,17.929,8.186,9.494,6.879,0.063,1.41,4.79,4.223,6.69,19.873,10.057,17.405,2.709,1.201,0.198,12.115,63.902,117.288,10.516
+2026-05-21 10:18:31,skylark_observed.csv,4.579623825868380706750076327,0.069,0.828,0.722,3.295,0.203,7.18,5.033,0.096,7.53,9.835,0.088,0.662,0.012,4.21,9.21,10.21,8.417,17.236,17.724,16.748,4.775,1.025,8.525,0.005,11.53,3.82,7.042,7.35,6.989,36.630,58.499,14.761,1.323,0.092,12.104,91.611,171.391,11.831
+2026-05-21 10:18:31,skylark_observed.csv,1.489177389432850996485441125,0.144,2.437,5.209,0.192,0.448,7.35,9.952,0.31,7.44,6.307,0.028,0.161,0.008,2.73,11.4,10.18,3.572,11.604,16.228,6.98,4.823,0.71,8.936,0.221,1.95,4.49,7.439,7.31,23.493,37.514,56.992,18.036,1.092,0.244,12.205,115.156,215.14,15.172
+2026-05-21 10:18:32,skylark_observed.csv,1.819811307186776398837375009,0.182,3.164,3.743,4.05,0.915,6.62,6.252,0.069,7.03,13.605,0.0,0.237,0.028,3.19,9.74,10.11,6.816,7.332,8.515,6.149,7.914,8.238,7.59,0.231,1.72,4.88,6.252,7.33,6.347,20.869,24.079,17.659,1.155,0.122,12.084,82.780,161.247,4.314
+2026-05-21 10:18:32,skylark_observed.csv,5.231642565060445888589565551,0.049,1.025,0.523,2.511,0.155,7.16,13.748,0.421,6.58,14.066,0.039,0.63,0.031,5.23,10.92,9.37,8.93,9.024,16.678,1.369,6.074,3.316,8.833,0.16,1.83,4.32,6.475,6.88,23.003,10.142,10.919,9.364,0.856,0.077,12.027,51.814,96.775,6.852
+2026-05-21 10:18:32,skylark_observed.csv,1.587673528449818226986838915,0.198,2.461,4.541,3.438,0.14,7.61,10.846,0.332,7.52,7.905,0.087,0.274,0.018,3.16,10.8,11.42,8.088,16.996,16.663,17.33,3.468,4.967,1.969,0.218,1.63,3.86,2.155,6.99,21.249,16.596,13.415,19.778,1.455,0.113,12.279,103.329,195.546,11.112
+2026-05-21 10:18:33,skylark_observed.csv,6.291993354552963648238802383,0.133,0.521,0.238,7.859,0.42,7.53,4.629,0.402,7.03,9.491,0.01,0.743,0.042,3.74,11.03,10.91,11.084,17.958,15.915,20.000,9.919,13.998,5.84,0.006,2.43,4.06,1.586,6.69,11.263,29.404,49.078,9.73,1.22,0.041,12.262,101.183,194.227,8.139
+2026-05-21 10:18:33,skylark_observed.csv,3.578456853006253524444125292,0.301,0.735,5.498,0.162,0.734,7.09,14.665,0.165,7.07,14.771,0.01,0.26,0.005,4.31,11.28,10.93,3.905,2.400,4.31,0.489,10.076,6.431,13.721,0.026,2.31,3.85,5.903,7.59,17.704,24.658,47.535,1.78,1.351,0.197,12.125,55.692,107.036,4.349
+2026-05-21 10:18:33,skylark_observed.csv,8.466779601294891178982660724,0.328,3.261,1.188,5.929,0.769,7.62,5.389,0.039,7.63,12.861,0.018,0.239,0.006,4.95,9.36,9.18,7.075,12.504,7.913,17.094,6.954,12.013,1.896,0.209,1.49,4.32,4.086,7.59,14.374,36.976,70.87,3.082,1.317,0.021,12.087,58.128,109.971,6.286
+2026-05-21 10:18:33,skylark_observed.csv,3.110435358094386707950455816,0.23,0.377,1.16,2.726,0.039,6.36,3.76,0.061,6.66,24.056,0.02,0.219,0.044,4.32,9.89,8.81,6.238,10.134,13.087,7.18,11.404,9.279,13.53,0.177,11.56,4.89,5.219,7.11,13.38,41.322,76.692,5.951,1.265,0.284,12.176,99.944,184.05,15.839
+2026-05-21 10:18:34,skylark_observed.csv,1.026878379020555575643906363,0.173,3.594,3.684,4.001,0.46,6.3,9.767,0.269,7.39,10.172,0.008,0.494,0.025,2.94,9.61,9.39,4.796,11.324,4.484,18.163,11.810,11.105,12.515,0.095,2.47,3.62,3.811,7.01,13.223,15.516,27.311,3.72,0.817,0.138,12.122,48.414,85.799,11.03
+2026-05-21 10:18:34,skylark_observed.csv,0.5869823598554885173339963955,0.043,3.45,5.597,7.848,0.742,6.59,14.788,0.279,7.52,13.796,0.068,0.443,0.011,4.47,8.94,8.53,7.565,10.008,10.692,9.324,4.844,2.266,7.422,0.005,11.75,4.4,1.26,7.32,15.853,7.175,1.993,12.357,1.269,0.064,12.013,91.535,171.53,11.54
+2026-05-21 10:18:34,skylark_observed.csv,0.6911324012556927831432906631,0.077,3.662,1.809,6.152,0.914,7.66,8.109,0.106,7.27,11.581,0.011,0.269,0.007,3.61,10.74,8.25,10.134,18.222,18.773,17.67,7.380,4.499,10.26,0.056,11.79,3.59,5.315,7.28,12.127,7.788,13.028,2.549,1.187,0.155,12.148,68.230,129.743,6.716
+2026-05-21 10:18:35,skylark_observed.csv,0.4661404933864914695500397537,0.13,0.948,5.252,5.157,0.433,7.57,4.393,0.064,7.22,19.906,0.026,0.568,0.004,5.1,11.3,10.54,3.535,6.340,3.079,9.601,1.256,0.403,2.11,0.199,1.53,4.79,7.538,6.78,21.778,23.686,31.857,15.515,1.669,0.013,12.065,122.842,231.945,13.738
+2026-05-21 10:18:35,skylark_observed.csv,1.466342835610612780705275374,0.343,1.695,0.665,0.971,0.254,7.16,12.261,0.141,6.77,16.44,0.024,0.416,0.018,5.33,9.34,9.81,2.374,10.582,11.832,9.332,7.688,4.423,10.954,0.184,1.56,4.6,2.216,6.9,11.734,10.666,11.963,9.368,0.908,0.248,12.222,92.316,178.599,6.032
+2026-05-21 10:18:35,skylark_observed.csv,0.9110652957398275597292454750,0.271,3.178,5.7,4.613,0.207,6.78,14.285,0.011,7.03,15.644,0.025,0.608,0.011,2.54,9.0,11.0,5.799,12.897,15.736,10.058,5.620,8.367,2.872,0.148,1.87,4.16,2.464,7.25,15.144,40.234,70.559,9.91,0.807,0.106,12.035,90.932,168.43,13.433
+2026-05-21 10:18:36,skylark_observed.csv,0.5001990697617851895676440448,0.142,3.925,2.039,5.269,0.296,7.59,3.678,0.394,7.16,7.606,0.015,0.664,0.049,3.66,9.86,8.37,11.358,15.824,13.517,18.131,9.787,8.119,11.455,0.14,2.13,3.73,7.058,6.83,12.389,21.711,33.997,9.425,1.072,0.037,12.125,121.376,228.188,14.565
+2026-05-21 10:18:36,skylark_observed.csv,3.717249853226852921266238356,0.121,1.799,4.668,7.919,0.8,6.44,9.077,0.067,7.39,21.545,0.009,0.014,0.048,3.59,9.03,11.1,9.689,7.060,10.844,3.276,7.570,12.621,2.52,0.132,1.81,3.7,6.334,7.0,18.721,36.917,54.94,18.894,1.217,0.012,12.09,112.614,219.602,5.626
+2026-05-21 10:18:36,skylark_observed.csv,4.236221938909014168560510789,0.179,1.011,4.199,6.742,0.403,7.4,14.941,0.29,7.45,16.948,0.01,0.023,0.012,3.25,9.58,10.88,9.136,12.698,14.892,10.504,9.490,12.777,6.204,0.144,1.51,3.73,1.545,7.25,7.811,10.745,9.919,11.571,1.471,0.237,12.284,111.690,211.168,12.212
+2026-05-21 10:18:37,skylark_observed.csv,1.763465033017324311398662220,0.187,0.365,5.961,5.4,0.119,7.09,13.008,0.102,6.52,25.722,0.016,0.348,0.0,4.07,10.69,10.93,9.414,12.228,4.526,19.93,5.350,0.991,9.709,0.039,1.1,4.13,1.288,6.89,13.367,35.450,66.997,3.903,1.273,0.337,12.138,98.821,192.646,4.996
+2026-05-21 10:18:37,skylark_observed.csv,0.9486006923194151080516155671,0.182,3.204,4.294,2.23,0.216,6.62,4.404,0.288,7.51,8.284,0.007,0.741,0.047,4.0,11.21,10.66,9.353,10.216,11.813,8.618,4.648,6.846,2.45,0.028,1.12,4.74,5.169,7.6,13.664,37.068,70.234,3.903,1.6,0.342,12.224,100.327,194.595,6.059
+2026-05-21 10:18:37,skylark_observed.csv,4.984476340111838274470689360,0.326,2.365,3.992,3.035,0.141,7.65,9.633,0.347,7.42,11.608,0.026,0.259,0.008,4.18,11.09,8.43,5.323,7.371,0.903,13.839,6.176,6.452,5.901,0.184,1.46,4.47,2.177,6.95,18.461,10.100,13.783,6.416,1.582,0.285,12.091,104.157,201.682,6.632
+2026-05-21 10:18:38,skylark_observed.csv,0.5332086895753832099539680257,0.322,2.241,4.167,6.221,0.3,6.43,13.52,0.09,6.96,15.647,0.025,0.509,0.038,3.17,10.6,10.33,8.515,10.938,18.575,3.302,8.518,10.282,6.753,0.046,11.72,4.75,1.439,7.03,19.261,16.212,13.335,19.09,0.886,0.014,12.007,73.442,139.076,7.808
+2026-05-21 10:18:38,skylark_observed.csv,0.6844967290424629801525442543,0.123,1.867,5.723,2.165,0.671,6.57,15.112,0.164,7.45,19.177,0.033,0.479,0.037,3.83,9.71,10.6,10.458,11.660,17.348,5.973,8.766,4.845,12.687,0.229,1.16,3.85,1.86,6.66,18.478,22.016,26.24,17.792,1.554,0.174,12.046,61.112,117.143,5.081
+2026-05-21 10:18:38,skylark_observed.csv,0.3762762437527941239021000452,0.11,0.788,4.013,3.974,0.467,7.33,6.287,0.366,7.24,8.777,0.062,0.42,0.047,4.15,10.48,10.38,10.492,12.950,16.947,8.952,7.068,4.129,10.008,0.185,1.27,4.35,4.161,6.94,20.218,22.973,39.069,6.877,1.148,0.007,12.01,100.357,190.578,10.136
+2026-05-21 10:18:39,skylark_observed.csv,3.592153344696687569830655402,0.227,2.622,5.48,0.847,0.152,6.74,3.823,0.361,6.73,25.56,0.002,0.421,0.046,3.15,10.35,9.44,4.24,3.093,3.054,3.132,11.572,12.042,11.102,0.001,1.49,3.89,6.177,7.13,19.134,17.310,28.693,5.926,1.595,0.124,12.22,43.522,81.129,5.914
+2026-05-21 10:18:39,skylark_observed.csv,0.3507021506974660664515803200,0.131,3.299,2.551,6.288,0.27,7.54,5.944,0.133,6.61,8.618,0.009,0.725,0.006,4.48,9.36,10.26,5.281,11.448,14.023,8.873,8.370,5.041,11.699,0.187,2.05,4.66,6.32,7.18,10.329,7.729,1.66,13.798,0.95,0.177,12.022,54.370,104.701,4.04
+2026-05-21 10:18:39,skylark_observed.csv,3.885991239415814193052201426,0.317,2.572,3.469,7.225,0.867,7.72,11.581,0.045,6.56,16.196,0.066,0.127,0.018,4.94,9.12,8.61,5.371,13.036,9.311,16.761,5.466,5.180,5.751,0.083,1.66,4.49,6.587,6.8,8.632,24.706,38.723,10.69,1.084,0.284,12.225,49.460,85.1,13.82
+2026-05-21 10:18:40,skylark_observed.csv,0.9272149878680209015086580198,0.156,0.471,2.84,7.303,0.409,7.59,5.168,0.38,6.61,24.465,0.029,0.728,0.04,3.87,9.52,10.8,2.891,8.343,9.430,7.256,12.736,11.727,13.744,0.044,1.25,3.84,3.607,7.34,19.477,8.622,10.109,7.134,1.796,0.162,12.011,113.204,212.424,13.983
+2026-05-21 10:18:40,skylark_observed.csv,1.694081045520677946545176167,0.264,3.835,1.559,2.909,0.593,7.72,8.319,0.286,6.71,20.004,0.034,0.172,0.014,4.59,8.88,8.53,3.444,8.759,13.351,4.167,4.745,4.990,4.500,0.052,11.95,4.46,4.56,6.89,9.029,35.260,67.346,3.174,1.007,0.131,12.28,74.185,136.228,12.142
+2026-05-21 10:18:40,skylark_observed.csv,0.3745180890226254724205237841,0.06,1.969,4.656,6.783,0.473,7.02,3.624,0.101,6.7,22.265,0.069,0.473,0.029,5.17,11.35,8.73,3.2,12.799,18.923,6.675,8.496,3.371,13.62,0.022,1.94,4.57,4.245,7.26,8.848,24.225,33.096,15.354,1.039,0.169,12.279,62.114,112.435,11.793
+2026-05-21 10:18:40,skylark_observed.csv,0.6038343341752087419436496321,0.184,1.016,4.831,4.14,0.034,6.79,4.631,0.236,6.52,13.426,0.05,0.391,0.044,4.81,11.39,8.98,2.465,9.152,9.913,8.390,11.094,8.666,13.522,0.126,11.88,3.7,2.774,7.19,18.227,36.412,54.916,17.909,0.97,0.019,12.24,77.726,144.412,11.039
+2026-05-21 10:18:41,skylark_observed.csv,1.790427313576859590524053737,0.196,2.637,1.906,3.877,0.671,7.39,8.188,0.116,6.81,14.413,0.014,0.272,0.039,4.2,11.05,10.45,6.104,10.494,14.058,6.93,12.586,11.171,14.000,0.046,1.36,4.16,5.994,7.02,21.193,13.638,16.544,10.732,1.197,0.303,12.179,64.817,124.256,5.378
+2026-05-21 10:18:41,skylark_observed.csv,0.9278075798346097236236896749,0.027,1.971,3.739,5.201,0.434,6.32,12.385,0.109,7.43,27.625,0.002,0.583,0.015,2.89,9.82,11.15,11.522,7.130,13.882,0.378,10.485,8.723,12.247,0.184,1.29,4.5,7.269,7.46,6.404,36.986,72.568,1.405,1.469,0.338,12.129,72.354,138.25,6.457
+2026-05-21 10:18:41,skylark_observed.csv,6.549701504602413652877800086,0.033,3.303,3.901,1.953,0.233,7.52,10.13,0.006,6.53,9.012,0.054,0.329,0.04,2.6,11.33,9.73,5.176,3.687,1.183,6.191,5.853,8.364,3.342,0.143,2.3,4.67,1.442,7.28,13.478,34.142,54.781,13.504,1.637,0.16,12.162,122.586,232.977,12.194
+2026-05-21 10:18:42,skylark_observed.csv,5.869343704263120669833294003,0.171,1.157,0.894,7.102,0.031,6.47,5.673,0.286,6.91,8.889,0.044,0.401,0.034,3.2,9.68,9.24,4.551,10.917,4.49,17.344,8.432,3.908,12.956,0.083,1.25,4.56,6.669,6.95,7.948,21.738,39.339,4.137,1.795,0.017,12.037,47.576,87.763,7.388
+2026-05-21 10:18:42,skylark_observed.csv,1.867157038793781133962747007,0.297,1.577,3.045,6.749,0.662,6.75,10.846,0.193,7.11,6.489,0.055,0.577,0.011,3.35,9.52,8.96,6.131,4.410,8.03,0.79,6.646,6.429,6.862,0.142,11.75,4.82,2.751,7.56,15.447,23.900,44.223,3.576,1.759,0.284,12.074,58.694,103.977,13.412
+2026-05-21 10:18:42,skylark_observed.csv,0.8444322797822284563636209712,0.088,1.999,1.854,1.159,0.818,6.55,10.441,0.304,7.64,8.213,0.084,0.221,0.029,4.54,9.49,11.34,5.259,17.395,15.299,19.491,8.856,12.992,4.72,0.158,1.82,4.37,6.49,7.06,8.937,1.873,2.438,1.308,0.962,0.295,12.121,58.618,103.402,13.833
+2026-05-21 10:18:43,skylark_observed.csv,0.6137316025598776792191281510,0.262,3.641,0.982,7.612,0.104,7.54,3.227,0.214,7.5,17.36,0.034,0.695,0.026,5.19,10.16,8.45,4.188,15.160,15.619,14.702,8.958,4.971,12.945,0.22,1.59,3.64,5.518,7.27,20.767,28.398,56.035,0.762,0.955,0.27,12.185,106.778,209.235,4.322
+2026-05-21 10:18:43,skylark_observed.csv,1.181281652984325510961772957,0.254,1.372,0.985,0.131,0.403,7.61,14.584,0.054,6.53,15.06,0.002,0.546,0.049,4.2,9.99,10.25,7.152,10.956,15.866,6.047,8.666,7.524,9.808,0.107,2.5,3.65,6.228,7.2,23.556,19.348,23.333,15.363,1.212,0.266,12.263,96.278,186.552,6.004
+2026-05-21 10:18:43,skylark_observed.csv,0.7612152315813201887965996795,0.191,2.302,2.399,3.375,0.562,7.42,10.302,0.184,6.97,18.052,0.036,0.452,0.037,3.95,10.41,10.47,2.136,5.144,5.761,4.527,10.850,11.254,10.445,0.229,1.08,4.79,1.116,7.0,23.453,21.268,33.237,9.3,1.274,0.247,12.06,100.799,187.556,14.042
+2026-05-21 10:18:44,skylark_observed.csv,0.9172605585798480446181413859,0.206,3.403,4.54,4.934,0.402,6.94,6.761,0.2,7.5,24.526,0.028,0.554,0.018,4.26,10.74,10.05,6.163,7.972,11.392,4.551,6.518,8.189,4.848,0.204,11.57,4.74,6.421,7.03,10.139,9.774,12.77,6.779,1.574,0.081,12.106,115.786,219.763,11.81
+2026-05-21 10:18:44,skylark_observed.csv,0.2961471657678801418120732410,0.025,0.302,3.348,4.039,0.37,6.73,3.979,0.361,6.82,10.503,0.033,0.675,0.009,5.21,10.79,8.44,4.25,12.762,12.320,13.203,10.806,10.625,10.986,0.135,1.3,4.77,3.625,7.48,8.618,11.184,18.781,3.586,1.045,0.182,12.009,57.055,103.817,10.293
+2026-05-21 10:18:44,skylark_observed.csv,3.922063103587259281873546073,0.01,0.791,5.58,6.714,0.379,6.73,13.845,0.033,6.93,11.395,0.056,0.387,0.036,4.6,9.56,10.68,4.456,0.632,0.614,0.650,5.530,5.240,5.819,0.074,1.97,4.37,6.284,7.04,6.783,20.708,28.035,13.38,1.646,0.263,12.032,118.540,228.817,8.264
+2026-05-21 10:18:45,skylark_observed.csv,0.6612770259655307751194532869,0.094,2.913,3.791,2.96,0.574,7.18,14.671,0.03,7.46,27.187,0.009,0.22,0.034,4.82,9.31,10.42,5.833,13.986,17.495,10.476,4.732,4.489,4.974,0.054,11.95,4.09,1.207,6.93,15.71,28.978,39.369,18.587,1.379,0.033,12.292,49.013,92.395,5.631
+2026-05-21 10:18:45,skylark_observed.csv,0.7585498601254885580827648720,0.168,0.662,1.831,6.918,0.725,7.02,6.035,0.135,7.02,11.285,0.077,0.529,0.014,4.13,10.6,9.81,2.352,8.390,6.529,10.252,9.040,8.865,9.214,0.069,1.6,4.02,3.07,7.48,13.322,17.182,22.286,12.078,1.717,0.134,12.062,108.382,211.734,5.03
+2026-05-21 10:18:45,skylark_observed.csv,0.5881339318015349282613148788,0.021,1.484,1.463,4.887,0.237,7.43,10.954,0.19,7.01,18.336,0.065,0.594,0.002,4.83,11.19,10.23,4.907,10.128,15.496,4.759,9.664,6.906,12.423,0.163,1.21,4.6,5.759,7.49,17.384,28.810,44.485,13.136,1.38,0.138,12.041,92.410,174.784,10.035
+2026-05-21 10:18:45,skylark_observed.csv,0.6576156899300250481299151382,0.125,0.599,5.513,0.615,0.13,6.97,6.705,0.19,7.29,11.456,0.086,0.544,0.039,2.86,11.28,11.28,3.787,17.082,18.079,16.086,6.348,10.373,2.324,0.221,1.28,4.52,5.099,7.37,21.894,30.578,49.821,11.335,1.719,0.12,12.174,73.528,132.19,14.866
+2026-05-21 10:18:46,skylark_observed.csv,1.400947829601762521016674683,0.064,1.64,2.032,0.243,0.591,7.4,9.657,0.303,7.1,19.077,0.073,0.128,0.01,3.08,9.53,10.91,7.327,9.942,10.158,9.725,8.855,10.32,7.39,0.098,1.14,4.55,5.295,6.97,12.569,21.444,27.019,15.869,1.326,0.275,12.193,97.040,184.888,9.193
+2026-05-21 10:18:46,skylark_observed.csv,0.7521882352016039620867830423,0.093,3.458,4.674,6.294,0.371,6.27,15.146,0.381,7.11,26.961,0.064,0.564,0.041,4.26,9.01,8.34,7.305,11.542,13.478,9.606,4.989,8.583,1.395,0.006,1.14,3.89,5.341,7.0,22.675,40.832,77.786,3.878,1.347,0.219,12.04,47.805,85.368,10.242
+2026-05-21 10:18:46,skylark_observed.csv,8.328226193101601990808647634,0.293,2.993,0.32,4.957,0.896,7.6,5.426,0.373,7.6,8.154,0.012,0.129,0.013,3.83,10.96,9.42,6.87,14.988,10.895,19.08,6.884,5.934,7.833,0.16,2.27,4.45,1.565,7.14,9.547,36.436,53.587,19.284,1.735,0.333,12.036,58.758,108.99,8.527
+2026-05-21 10:18:47,skylark_observed.csv,2.106156633494404925278756765,0.337,1.011,5.04,6.026,0.245,7.23,10.625,0.401,6.64,15.166,0.045,0.3,0.041,4.37,10.36,11.17,7.757,19.388,19.887,18.888,8.038,11.239,4.837,0.157,1.79,4.92,7.27,6.91,23.235,40.728,79.861,1.596,1.241,0.279,12.062,95.590,185.088,6.092
+2026-05-21 10:18:47,skylark_observed.csv,0.7477302399793095367151299117,0.268,1.582,2.567,7.479,0.537,6.46,8.475,0.423,7.36,23.293,0.006,0.741,0.021,5.42,8.96,8.97,4.583,12.638,17.423,7.854,8.470,5.597,11.342,0.052,1.75,3.94,6.172,7.44,13.089,36.130,69.457,2.803,1.194,0.236,12.298,102.044,188.62,15.468
+2026-05-21 10:18:47,skylark_observed.csv,0.8912387412887651125236265737,0.264,2.442,3.741,1.569,0.678,6.5,12.916,0.249,6.82,27.761,0.067,0.416,0.035,5.04,11.37,10.24,7.61,7.880,2.424,13.337,4.670,4.426,4.915,0.081,11.9,3.83,4.64,6.77,16.638,22.335,30.774,13.896,1.139,0.111,12.2,48.937,86.469,11.405
+2026-05-21 10:18:48,skylark_observed.csv,0.8943004864052712916147747204,0.16,1.24,1.676,7.986,0.924,7.2,14.217,0.359,6.77,6.385,0.029,0.522,0.009,3.49,9.14,9.48,3.068,12.988,12.057,13.919,7.187,10.021,4.353,0.214,11.94,4.53,7.522,7.59,11.738,36.724,70.146,3.302,1.31,0.33,12.153,101.416,193.014,9.817
+2026-05-21 10:18:48,skylark_observed.csv,0.8007355650033228942423818546,0.054,3.939,2.071,7.904,0.435,6.9,9.09,0.415,7.09,11.71,0.053,0.427,0.031,4.07,9.49,10.64,9.991,6.226,2.173,10.279,5.554,2.389,8.72,0.071,11.92,4.95,7.244,6.99,19.837,42.964,70.67,15.257,0.9,0.193,12.23,71.562,131.458,11.665
+2026-05-21 10:18:48,skylark_observed.csv,1.235393429325997944580008627,0.085,3.214,5.232,4.257,0.565,6.57,11.763,0.234,7.17,11.1,0.082,0.126,0.019,4.17,11.12,10.19,4.093,18.342,19.183,17.500,10.034,7.881,12.186,0.066,11.5,3.81,3.07,7.01,10.097,21.050,33.143,8.958,1.14,0.206,12.101,118.210,223.708,12.712
+2026-05-21 10:18:49,skylark_observed.csv,0.4695459659223841670543935535,0.101,0.643,4.208,3.078,0.284,6.28,4.382,0.254,6.52,9.071,0.051,0.447,0.014,5.49,9.63,11.29,3.366,13.114,18.524,7.703,7.344,6.888,7.801,0.249,2.42,4.3,0.951,6.63,18.656,14.072,21.261,6.882,1.112,0.163,12.275,98.213,183.978,12.448
+2026-05-21 10:18:49,skylark_observed.csv,3.194185005024323796244995437,0.053,2.385,4.81,3.212,0.867,6.77,12.753,0.341,6.71,23.066,0.014,0.642,0.01,2.67,9.96,8.58,11.123,6.681,3.954,9.408,10.206,10.796,9.617,0.124,11.77,4.43,4.914,7.21,10.74,6.570,5.582,7.558,1.705,0.196,12.139,73.288,135.824,10.753
+2026-05-21 10:18:49,skylark_observed.csv,0.9147115394116149045331832158,0.151,3.42,5.944,3.703,0.541,7.68,14.199,0.039,6.67,21.615,0.023,0.68,0.049,4.31,10.11,10.16,11.012,4.968,2.737,7.198,3.566,6.109,1.022,0.195,2.37,4.55,2.139,7.13,17.652,40.910,68.146,13.674,1.592,0.301,12.085,75.104,140.972,9.235
+2026-05-21 10:18:50,skylark_observed.csv,0.3097782085012224522440392369,0.134,2.547,1.989,6.635,0.842,6.66,9.864,0.058,6.64,15.083,0.066,0.616,0.015,4.43,10.54,9.76,8.782,15.416,11.305,19.527,9.106,5.538,12.675,0.136,1.16,4.27,0.929,7.55,15.273,31.806,59.122,4.491,0.882,0.264,12.122,102.144,190.918,13.369
+2026-05-21 10:18:50,skylark_observed.csv,8.965143050870950865932063372,0.327,0.735,0.057,1.283,0.493,6.45,3.851,0.062,7.16,10.517,0.072,0.243,0.003,4.05,9.48,8.4,8.559,15.554,12.547,18.561,10.273,10.566,9.98,0.182,1.53,3.71,5.725,7.51,20.435,15.760,24.373,7.148,1.19,0.271,12.061,92.516,177.269,7.763
+2026-05-21 10:18:50,skylark_observed.csv,1.572783110493205635964081114,0.236,0.295,5.432,4.347,0.624,6.35,8.887,0.278,7.6,16.936,0.076,0.692,0.047,3.65,9.13,10.78,8.678,14.819,12.661,16.977,3.322,3.159,3.485,0.107,11.55,3.85,3.252,6.68,13.614,34.612,49.606,19.618,1.75,0.169,12.097,88.818,166.903,10.733
+2026-05-21 10:18:51,skylark_observed.csv,2.578151105480554155854913102,0.131,2.67,4.616,4.711,0.135,7.47,3.267,0.318,6.83,18.344,0.029,0.102,0.03,2.7,8.85,11.28,10.882,9.272,17.064,1.481,11.464,12.964,9.964,0.004,11.77,3.57,1.362,7.04,6.807,10.524,7.918,13.129,1.213,0.279,12.075,97.197,188.485,5.909
+2026-05-21 10:18:51,skylark_observed.csv,4.422314781524175360261363365,0.292,3.437,3.391,2.639,0.009,6.53,6.439,0.423,7.09,11.606,0.004,0.152,0.041,3.38,11.22,8.76,3.351,5.988,7.005,4.97,10.400,12.278,8.523,0.189,1.72,3.82,4.013,7.15,16.823,27.704,52.96,2.448,1.505,0.222,12.113,61.458,116.135,6.782
+2026-05-21 10:18:51,skylark_observed.csv,0.4537925659108931687183673259,0.102,0.329,5.004,4.387,0.007,7.33,13.391,0.301,6.78,6.189,0.048,0.326,0.043,3.64,8.66,11.39,8.703,2.927,3.384,2.47,8.092,7.506,8.678,0.112,1.89,4.52,3.598,7.31,21.105,12.108,21.859,2.358,1.232,0.086,12.254,100.005,184.861,15.149
+2026-05-21 10:18:51,skylark_observed.csv,0.5753361006804756513433239216,0.122,1.224,2.564,2.459,0.935,6.95,5.125,0.34,6.56,23.323,0.061,0.593,0.038,4.83,9.38,9.64,7.847,12.140,14.48,9.799,5.900,7.217,4.583,0.05,1.51,3.73,4.168,7.18,9.864,23.692,27.435,19.948,1.27,0.277,12.187,115.403,225.484,5.322
+2026-05-21 10:18:52,skylark_observed.csv,0.9434495501455823149630132498,0.119,3.111,1.502,3.671,0.1,6.87,12.927,0.039,6.92,18.601,0.052,0.124,0.025,3.89,11.44,10.98,6.91,13.085,9.429,16.741,6.790,8.362,5.217,0.077,2.02,4.15,2.134,7.15,9.152,11.558,10.296,12.819,0.959,0.222,12.221,64.140,117.237,11.044
+2026-05-21 10:18:52,skylark_observed.csv,0.5801562283616921605043605295,0.339,3.37,4.813,6.769,0.534,6.58,8.838,0.434,7.05,10.496,0.076,0.513,0.031,4.8,10.19,10.24,8.26,8.829,7.902,9.756,5.632,6.34,4.923,0.209,11.72,4.87,7.986,6.61,10.121,20.466,27.303,13.628,0.802,0.08,12.037,102.215,193.213,11.217
+2026-05-21 10:18:52,skylark_observed.csv,6.713863130005527600279085835,0.181,0.314,0.362,1.9,0.492,6.8,5.4,0.381,6.61,19.496,0.027,0.125,0.049,2.9,10.82,11.13,9.678,10.908,10.169,11.647,6.419,6.935,5.903,0.125,2.15,4.4,4.114,6.72,12.109,23.674,39.744,7.604,1.362,0.054,12.001,50.590,96.093,5.086
+2026-05-21 10:18:53,skylark_observed.csv,0.6678790308094183997955205521,0.279,3.626,1.62,6.481,0.566,7.17,10.33,0.069,6.62,20.831,0.053,0.589,0.016,4.3,9.07,11.33,6.963,9.032,13.763,4.3,6.302,9.703,2.9,0.17,1.16,3.95,0.828,7.38,18.633,9.872,13.484,6.261,1.145,0.255,12.288,78.565,150.941,6.189
+2026-05-21 10:18:53,skylark_observed.csv,0.8387118608385068377138159203,0.0,2.283,1.994,4.386,0.6,6.8,9.081,0.205,7.33,11.067,0.067,0.162,0.001,4.59,9.28,9.63,5.153,7.868,7.185,8.551,12.305,11.529,13.081,0.211,1.08,3.87,2.3,7.28,11.575,41.770,77.982,5.558,0.869,0.19,12.055,104.085,203.989,4.181
+2026-05-21 10:18:53,skylark_observed.csv,1.407200124174954100809131233,0.076,3.604,2.95,5.253,0.677,7.62,5.453,0.346,7.48,20.021,0.059,0.224,0.031,4.53,11.4,10.36,4.577,7.672,1.761,13.583,2.032,1.928,2.136,0.098,1.25,4.72,6.095,6.68,21.618,20.656,23.784,17.528,1.196,0.017,12.151,94.293,183.924,4.662
+2026-05-21 10:18:54,skylark_observed.csv,0.8343653570638440301000958748,0.177,2.31,3.585,3.082,0.26,7.18,4.325,0.069,7.15,21.689,0.062,0.519,0.048,2.79,8.94,9.32,3.2,12.814,7.324,18.304,8.708,3.48,13.937,0.013,1.62,4.83,6.275,7.13,6.17,7.860,8.725,6.994,0.846,0.114,12.257,105.616,195.259,15.974
+2026-05-21 10:18:54,skylark_observed.csv,0.7456212269321936920235445968,0.267,0.809,3.498,2.13,0.346,6.84,12.583,0.061,7.47,6.26,0.064,0.715,0.023,4.61,10.78,8.65,8.043,18.292,20.000,16.584,9.671,13.836,5.506,0.004,1.94,3.63,7.404,7.01,18.256,45.450,75.376,15.525,1.351,0.242,12.058,55.867,101.936,9.798
+2026-05-21 10:18:54,skylark_observed.csv,2.620118231287031874082643957,0.124,3.284,2.388,5.243,0.423,6.69,13.672,0.015,7.23,22.803,0.012,0.175,0.024,5.49,9.27,10.2,8.315,13.302,17.813,8.792,3.510,3.903,3.117,0.094,2.27,3.58,6.23,6.68,20.809,10.454,11.43,9.477,1.588,0.176,12.085,110.129,206.944,13.314
+2026-05-21 10:18:55,skylark_observed.csv,0.9373256270170426095210510862,0.199,1.252,3.309,2.649,0.285,7.37,11.557,0.335,7.48,22.647,0.013,0.728,0.003,2.97,10.85,11.24,7.838,12.414,17.969,6.86,9.186,11.44,6.931,0.043,11.83,4.06,4.787,7.1,9.187,23.224,33.878,12.57,1.634,0.008,12.275,87.292,159.888,14.696
+2026-05-21 10:18:55,skylark_observed.csv,1.510702646560011782312861839,0.097,3.064,5.07,1.345,0.406,7.32,10.055,0.325,7.46,16.186,0.054,0.173,0.046,3.21,9.37,8.54,8.431,10.819,16.282,5.356,13.459,13.932,12.986,0.001,11.9,3.92,6.542,7.36,13.436,10.828,9.835,11.822,1.202,0.307,12.19,95.635,176.963,14.307
+2026-05-21 10:18:55,skylark_observed.csv,3.185335080842254582581009986,0.09,2.721,4.293,4.62,0.762,7.73,5.341,0.39,7.59,27.44,0.062,0.125,0.035,2.71,9.84,10.43,8.119,8.266,3.443,13.09,1.432,2.194,0.669,0.134,1.96,3.61,5.86,7.59,18.807,13.383,26.308,0.458,1.461,0.148,12.22,57.319,107.933,6.705
+2026-05-21 10:18:55,skylark_observed.csv,1.705562718293443345582436191,0.299,1.148,2.396,7.099,0.204,7.49,13.284,0.424,6.97,16.794,0.046,0.215,0.001,2.88,10.43,10.57,3.504,6.650,2.523,10.776,5.374,10.234,0.515,0.153,2.28,4.03,1.642,7.19,20.056,43.974,76.742,11.206,1.09,0.034,12.238,105.002,198.719,11.286
+2026-05-21 10:18:56,skylark_observed.csv,6.352848429706597979391040605,0.288,0.86,4.394,4.234,0.517,6.29,6.743,0.257,6.65,16.742,0.015,0.131,0.033,2.57,9.79,9.32,2.897,12.026,18.483,5.569,2.496,1.109,3.882,0.022,11.87,3.59,3.505,7.39,14.195,37.380,61.637,13.122,1.662,0.136,12.017,114.644,216.767,12.52
+2026-05-21 10:18:56,skylark_observed.csv,5.949022451407065164366166104,0.067,0.297,0.469,5.639,0.512,7.11,14.635,0.246,6.67,16.816,0.032,0.571,0.038,2.77,11.36,11.13,3.699,16.554,13.449,19.659,6.950,10.232,3.669,0.15,2.28,3.97,7.557,7.18,11.248,10.366,15.286,5.447,1.641,0.205,12.074,122.870,232.725,13.014
+2026-05-21 10:18:56,skylark_observed.csv,6.344744089725989060881276095,0.068,2.182,4.91,1.113,0.494,6.74,12.928,0.34,6.81,17.881,0.024,0.46,0.0,5.2,10.74,9.94,10.645,7.479,14.478,0.48,9.278,7.309,11.247,0.022,11.76,3.77,5.932,7.53,20.427,24.030,44.684,3.377,1.509,0.233,12.134,122.883,237.789,7.977
+2026-05-21 10:18:57,skylark_observed.csv,1.190856804602703401225713778,0.072,1.956,3.462,2.372,0.618,6.32,8.861,0.117,7.34,18.781,0.014,0.007,0.048,5.32,9.03,8.29,10.163,13.600,12.092,15.108,8.416,11.554,5.277,0.179,1.62,4.22,5.899,7.04,6.218,4.959,6.324,3.594,0.935,0.307,12.048,64.316,120.675,7.958
+2026-05-21 10:18:57,skylark_observed.csv,1.038644642120057456052731932,0.193,2.303,2.407,1.705,0.338,7.05,11.655,0.257,6.77,21.678,0.052,0.537,0.039,5.25,8.99,8.38,4.547,3.904,5.037,2.772,2.910,4.191,1.629,0.151,1.02,3.88,5.868,6.8,17.024,24.580,45.236,3.924,1.538,0.251,12.235,117.333,219.985,14.681
+2026-05-21 10:18:57,skylark_observed.csv,0.4631653330836582727950692025,0.1,2.841,2.777,3.172,0.089,6.52,12.077,0.134,6.85,8.309,0.001,0.638,0.031,4.97,8.98,10.59,11.262,13.759,16.36,11.158,5.122,2.752,7.491,0.112,11.7,4.07,4.609,7.07,20.278,29.451,58.534,0.368,1.212,0.203,12.118,92.062,177.392,6.732
+2026-05-21 10:18:58,skylark_observed.csv,1.014032110393718988948193003,0.003,0.258,4.969,2.142,0.194,6.61,12.663,0.051,7.24,20.576,0.08,0.57,0.041,4.54,9.45,9.7,7.515,10.048,1.647,18.448,5.038,8.716,1.36,0.238,1.73,3.53,4.152,6.82,20.5,17.026,29.897,4.156,1.27,0.341,12.276,50.287,91.417,9.157
+2026-05-21 10:18:58,skylark_observed.csv,7.998740432906862244434873269,0.226,2.117,0.073,1.505,0.326,6.69,10.113,0.248,6.57,18.712,0.01,0.418,0.007,4.11,10.32,10.02,9.688,19.124,18.595,19.652,5.500,0.941,10.06,0.111,2.14,3.96,7.927,7.17,15.707,37.710,56.976,18.444,0.997,0.049,12.139,96.634,178.812,14.456
+2026-05-21 10:18:58,skylark_observed.csv,0.6259637678815155707423480907,0.088,2.945,5.991,6.078,0.82,7.39,14.766,0.083,7.55,22.849,0.038,0.227,0.045,4.25,11.42,10.37,9.311,12.510,8.847,16.174,13.012,13.46,12.563,0.22,2.2,3.74,5.457,7.53,19.09,7.704,10.525,4.883,0.826,0.241,12.228,95.732,183.584,7.88
+2026-05-21 10:18:59,skylark_observed.csv,2.118943206848800864971920633,0.265,2.759,4.979,0.449,0.348,6.56,10.942,0.343,6.53,23.119,0.016,0.216,0.011,4.51,10.17,9.66,2.481,6.706,12.334,1.079,8.196,9.261,7.132,0.044,2.19,4.8,1.327,6.76,10.024,10.991,20.863,1.119,1.141,0.24,12.256,97.200,189.003,5.397
+2026-05-21 10:18:59,skylark_observed.csv,6.163133020094326317186399120,0.308,2.538,0.581,6.77,0.375,7.41,15.148,0.351,7.47,14.198,0.063,0.362,0.013,4.61,8.77,8.57,11.094,6.612,9.761,3.462,2.876,3.168,2.585,0.135,1.63,4.07,2.839,7.37,14.172,36.417,60.455,12.379,1.215,0.244,12.088,46.972,82.124,11.821
+2026-05-21 10:18:59,skylark_observed.csv,1.148746004177962175487560511,0.312,1.976,2.892,1.25,0.014,7.54,10.003,0.159,6.93,16.576,0.076,0.367,0.008,2.89,9.96,10.26,4.857,9.756,9.408,10.103,3.118,3.531,2.705,0.212,2.38,4.99,1.235,6.71,17.437,32.638,56.395,8.882,1.005,0.054,12.051,98.466,189.511,7.422
+2026-05-21 10:19:00,skylark_observed.csv,0.6902988008412744407320480392,0.03,3.281,5.686,5.802,0.5,6.77,14.109,0.237,6.97,11.802,0.065,0.409,0.036,5.19,8.62,11.38,11.365,17.238,17.579,16.897,7.714,6.395,9.033,0.032,1.71,4.92,5.389,7.53,18.225,35.253,57.788,12.718,1.226,0.226,12.283,116.560,224.812,8.307
+2026-05-21 10:19:00,skylark_observed.csv,10.61549683766651928758743743,0.334,3.19,0.102,4.818,0.281,6.86,13.097,0.223,7.09,10.52,0.053,0.177,0.042,4.94,10.44,9.11,8.226,12.228,19.033,5.423,5.359,3.728,6.99,0.024,1.6,3.69,3.961,7.41,19.04,42.584,74.597,10.572,1.697,0.033,12.139,78.501,144.814,12.188
+2026-05-21 10:19:00,skylark_observed.csv,0.5811947798050395136943517916,0.241,1.84,2.977,2.622,0.386,7.09,10.903,0.328,7.03,26.995,0.058,0.669,0.012,5.15,8.84,9.88,9.487,12.788,17.189,8.386,7.868,8.168,7.568,0.164,11.75,4.31,6.926,7.13,14.468,4.002,0.809,7.194,0.874,0.288,12.215,122.454,239.842,5.067
+2026-05-21 10:19:01,skylark_observed.csv,2.973790763250983503822922476,0.244,2.235,5.549,0.958,0.615,7.1,9.924,0.149,7.1,19.109,0.054,0.093,0.01,4.65,9.41,9.07,7.962,8.782,9.865,7.699,7.335,8.086,6.584,0.093,1.38,3.54,5.868,6.75,14.334,23.637,32.322,14.952,1.128,0.25,12.185,59.581,109.131,10.031
+2026-05-21 10:19:01,skylark_observed.csv,4.970847853072231167413465923,0.287,1.428,2.866,5.114,0.642,6.46,15.585,0.321,7.41,16.608,0.012,0.384,0.005,5.01,8.7,9.36,3.96,11.736,10.544,12.928,6.862,6.42,7.304,0.118,2.31,4.16,3.75,7.35,12.364,28.405,49.414,7.396,1.112,0.004,12.281,79.160,145.737,12.584
+2026-05-21 10:19:01,skylark_observed.csv,1.106222905711228047912251991,0.219,0.982,2.904,6.937,0.47,6.9,11.559,0.156,7.11,22.77,0.085,0.286,0.014,3.42,10.15,10.36,6.908,7.986,8.498,7.475,12.796,14.000,11.593,0.153,11.77,3.86,7.451,6.75,14.845,39.818,59.955,19.68,1.15,0.328,12.054,77.286,142.02,12.551
+2026-05-21 10:19:01,skylark_observed.csv,0.9321407123446716806992419090,0.144,2.833,1.007,3.619,0.557,7.66,14.909,0.016,7.49,22.504,0.041,0.536,0.027,4.95,10.14,9.54,5.568,14.001,18.119,9.883,6.843,6.132,7.554,0.242,1.77,3.86,3.963,6.65,14.235,27.707,39.375,16.039,1.491,0.297,12.088,91.647,171.013,12.281
+2026-05-21 10:19:02,skylark_observed.csv,0.8952774550860661543059405842,0.017,3.958,3.561,5.646,0.405,7.58,14.654,0.039,6.56,8.794,0.089,0.465,0.039,3.27,9.45,10.22,9.045,8.617,4.1,13.134,4.978,6.944,3.013,0.207,11.7,4.17,1.053,6.76,18.297,35.515,61.334,9.696,0.839,0.286,12.112,91.448,167.931,14.966
+2026-05-21 10:19:02,skylark_observed.csv,2.809975980192102016671929540,0.323,0.912,1.322,6.466,0.771,7.09,5.632,0.226,7.23,12.804,0.062,0.145,0.043,4.82,9.17,8.56,2.15,5.901,5.925,5.877,9.236,9.713,8.760,0.005,1.83,4.85,7.844,7.5,9.684,12.670,15.571,9.769,1.114,0.29,12.218,70.478,132.68,8.276
+2026-05-21 10:19:02,skylark_observed.csv,1.116308570316350114123378918,0.04,0.94,2.293,0.712,0.053,7.36,8.221,0.374,7.45,27.47,0.038,0.047,0.033,4.55,8.6,10.65,6.241,17.540,19.673,15.407,8.470,2.973,13.967,0.227,1.9,4.69,5.381,7.26,7.953,19.407,20.012,18.802,1.372,0.245,12.211,82.514,154.852,10.177
+2026-05-21 10:19:03,skylark_observed.csv,0.7218162171631669035243897122,0.088,0.68,4.055,1.154,0.173,6.59,7.534,0.446,6.63,17.871,0.072,0.099,0.013,4.04,9.66,11.36,5.655,10.577,4.581,16.573,4.898,5.938,3.858,0.015,2.32,4.8,5.915,7.37,20.894,12.780,20.347,5.212,1.19,0.291,12.186,57.036,103.224,10.847
+2026-05-21 10:19:03,skylark_observed.csv,1.242304491624526707108987644,0.169,3.192,4.284,6.531,0.113,6.92,10.707,0.119,6.96,23.98,0.065,0.609,0.022,2.85,8.97,10.59,6.343,4.915,3.026,6.804,5.200,7.469,2.93,0.115,1.52,4.24,1.826,6.92,19.163,35.920,60.236,11.605,0.904,0.041,12.137,110.284,212.714,7.854
+2026-05-21 10:19:03,skylark_observed.csv,0.6030877472196449047836224969,0.115,0.272,5.582,2.885,0.202,6.98,10.812,0.306,6.61,25.813,0.077,0.55,0.019,2.95,10.26,9.2,10.04,11.713,17.719,5.707,3.692,3.872,3.512,0.216,11.81,4.39,5.327,6.84,18.048,33.730,48.492,18.968,1.593,0.249,12.1,106.652,203.18,10.124
+2026-05-21 10:19:04,skylark_observed.csv,0.6371909921403335523837555172,0.182,1.637,5.248,6.791,0.653,6.56,12.795,0.026,6.53,8.4,0.068,0.377,0.014,5.13,10.6,8.81,10.454,5.122,1.913,8.331,6.616,1.531,11.7,0.216,1.87,3.85,4.576,6.69,18.29,42.086,66.522,17.649,1.422,0.09,12.07,94.447,176.093,12.801
+2026-05-21 10:19:04,skylark_observed.csv,3.091913605986280781869027650,0.235,2.521,0.697,0.126,0.062,7.01,4.983,0.146,7.19,10.295,0.071,0.17,0.03,2.75,11.36,11.42,3.31,13.014,18.479,7.55,6.666,9.184,4.147,0.035,1.17,4.4,3.121,6.92,15.016,36.412,62.537,10.286,1.539,0.104,12.26,54.792,102.909,6.674
+2026-05-21 10:19:04,skylark_observed.csv,2.553086734656986378867153019,0.237,0.482,4.806,1.449,0.717,7.61,6.04,0.193,6.79,17.995,0.072,0.215,0.004,3.86,10.0,11.24,3.322,18.135,18.600,17.670,12.592,11.585,13.599,0.229,11.92,4.73,3.104,6.8,23.362,18.585,20.6,16.57,1.309,0.242,12.131,55.369,103.482,7.256
+2026-05-21 10:19:05,skylark_observed.csv,10.09114256662703448637760092,0.051,1.878,0.551,6.963,0.864,7.06,9.4,0.121,7.56,23.403,0.073,0.708,0.02,5.02,9.61,11.02,6.661,8.546,16.677,0.414,4.138,4.916,3.361,0.239,1.6,4.55,5.595,6.74,21.973,12.562,17.08,8.045,1.196,0.227,12.28,119.976,232.472,7.48
+2026-05-21 10:19:05,skylark_observed.csv,0.4424041852387780864213327776,0.179,2.373,3.95,2.808,0.488,6.4,13.807,0.035,7.54,8.428,0.08,0.743,0.037,5.4,8.64,10.27,4.534,6.941,1.778,12.104,9.887,6.556,13.218,0.004,1.7,4.8,2.395,6.77,23.124,31.794,52.392,11.196,1.604,0.211,12.136,55.740,101.651,9.828
+2026-05-21 10:19:05,skylark_observed.csv,3.008576446018467792206249196,0.234,1.292,4.931,4.732,0.832,7.7,9.169,0.231,6.58,16.172,0.086,0.066,0.042,4.26,10.9,9.25,2.725,11.500,17.553,5.448,5.912,10.864,0.96,0.176,11.6,4.07,1.509,7.33,11.16,31.788,62.537,1.038,1.245,0.119,12.089,94.119,180.176,8.062
+2026-05-21 10:19:05,skylark_observed.csv,0.6952372443841873288326315712,0.06,1.736,1.031,7.809,0.0,7.22,8.823,0.258,7.0,6.419,0.026,0.725,0.026,2.77,9.45,10.54,8.157,10.780,7.382,14.178,9.363,6.048,12.678,0.206,11.69,4.83,5.315,7.33,13.07,29.810,55.693,3.927,1.173,0.086,12.183,65.092,123.037,7.147
+2026-05-21 10:19:06,skylark_observed.csv,1.970539154210259906016870616,0.059,2.47,1.317,3.673,0.743,7.24,4.299,0.284,6.98,24.964,0.075,0.307,0.049,2.92,9.18,9.69,11.538,16.038,18.219,13.858,10.142,12.878,7.407,0.184,2.23,3.82,1.238,7.02,20.92,45.928,75.81,16.045,1.711,0.162,12.19,49.016,88.23,9.803
+2026-05-21 10:19:06,skylark_observed.csv,3.066432102379215558667831150,0.126,2.846,5.787,6.566,0.139,6.81,5.756,0.385,6.88,27.061,0.016,0.612,0.015,3.85,9.03,8.81,5.848,9.094,0.731,17.456,11.913,11.908,11.918,0.163,1.47,4.78,2.348,6.66,16.188,32.202,51.589,12.816,1.371,0.314,12.223,63.941,120.691,7.191
+2026-05-21 10:19:06,skylark_observed.csv,1.598200715803162191265933690,0.111,0.447,5.895,6.918,0.587,6.41,10.603,0.079,7.05,6.993,0.051,0.254,0.005,3.35,8.81,10.5,2.138,18.038,19.139,16.938,3.230,4.145,2.316,0.007,2.17,4.16,1.891,7.22,18.845,5.790,6.945,4.635,1.788,0.114,12.186,121.140,228.813,13.468
+2026-05-21 10:19:07,skylark_observed.csv,10.66356860954715864646191269,0.335,0.339,0.469,5.639,0.927,7.45,9.584,0.037,7.22,23.113,0.067,0.525,0.04,3.48,10.94,9.56,10.625,16.267,16.283,16.251,9.974,9.640,10.309,0.077,2.07,3.75,6.271,6.84,7.454,7.786,10.209,5.364,1.692,0.077,12.266,110.656,211.69,9.621
+2026-05-21 10:19:07,skylark_observed.csv,0.5116478231557807071684761273,0.242,2.016,4.472,1.54,0.172,7.38,6.406,0.154,6.83,6.634,0.068,0.549,0.04,4.69,10.4,8.78,3.375,10.708,17.26,4.157,3.806,3.143,4.468,0.139,1.78,4.83,1.966,6.89,8.142,11.518,18.965,4.072,1.191,0.07,12.131,57.668,102.513,12.823
+2026-05-21 10:19:07,skylark_observed.csv,6.011197859908609661682122810,0.16,3.594,0.869,7.637,0.139,7.6,7.717,0.296,6.94,15.618,0.025,0.173,0.01,5.12,11.47,9.23,11.674,7.212,5.704,8.719,10.059,13.018,7.1,0.24,1.75,4.3,0.991,7.3,22.64,17.722,33.459,1.984,1.257,0.006,12.179,112.002,209.556,14.449
+2026-05-21 10:19:08,skylark_observed.csv,1.888806873460646456212156065,0.321,1.338,5.062,5.965,0.639,7.08,5.608,0.404,7.2,21.453,0.025,0.471,0.045,4.62,11.43,8.92,10.003,11.832,6.872,16.793,8.606,10.946,6.266,0.059,2.32,3.67,1.04,6.77,16.836,28.254,46.512,9.995,1.616,0.172,12.124,77.696,143.227,12.166
+2026-05-21 10:19:08,skylark_observed.csv,1.060759413210072049998795616,0.014,1.975,2.443,3.967,0.459,7.11,10.167,0.399,7.49,17.816,0.073,0.514,0.012,4.08,10.26,9.15,7.538,8.929,6.101,11.757,9.372,5.429,13.315,0.109,1.83,4.34,6.521,7.57,7.333,41.863,71.856,11.87,1.615,0.068,12.06,46.842,84.524,9.159
+2026-05-21 10:19:08,skylark_observed.csv,2.056278155234839321323584136,0.073,2.096,3.847,1.322,0.554,6.7,3.038,0.357,7.39,10.828,0.026,0.544,0.003,2.69,11.02,8.64,10.847,4.022,6.818,1.225,5.697,4.734,6.66,0.217,1.91,4.7,0.896,7.33,17.495,15.778,30.678,0.878,1.611,0.313,12.055,121.540,233.754,9.327
+2026-05-21 10:19:09,skylark_observed.csv,1.632334304122110064922322193,0.256,2.487,2.946,2.663,0.325,7.53,10.84,0.357,7.28,18.818,0.023,0.437,0.006,3.06,10.31,11.31,8.119,9.460,9.179,9.741,1.262,1.293,1.231,0.191,2.32,3.55,2.861,6.71,13.46,31.666,43.793,19.54,1.35,0.171,12.24,89.153,174.051,4.255
+2026-05-21 10:19:09,skylark_observed.csv,1.424139807855067254304666188,0.248,0.86,3.34,1.13,0.02,6.97,10.791,0.29,7.57,21.265,0.003,0.607,0.01,3.34,10.82,8.87,5.597,4.828,4.252,5.404,13.934,13.973,13.894,0.076,1.47,4.47,5.494,6.75,12.02,23.842,36.473,11.211,1.488,0.115,12.057,95.785,175.97,15.6
+2026-05-21 10:19:09,skylark_observed.csv,2.090765867004602543019875348,0.089,3.962,1.262,0.477,0.235,7.08,7.91,0.294,6.81,22.272,0.004,0.063,0.011,4.61,10.06,11.1,4.17,15.792,12.825,18.758,9.080,13.453,4.708,0.197,11.98,3.79,7.568,6.63,20.076,18.085,20.055,16.115,0.955,0.279,12.014,90.210,171.853,8.566
+2026-05-21 10:19:10,skylark_observed.csv,5.135513854521205855905528278,0.193,0.888,0.247,5.738,0.152,6.85,7.784,0.341,6.93,8.203,0.033,0.333,0.032,4.52,9.62,10.83,2.756,8.069,7.239,8.899,5.951,8.385,3.517,0.235,1.65,4.49,5.899,6.61,18.02,13.735,17.926,9.544,1.078,0.098,12.185,50.898,97.253,4.543
+2026-05-21 10:19:10,skylark_observed.csv,1.932858450613191002139574135,0.263,0.451,1.449,3.572,0.795,7.15,11.385,0.014,7.42,20.928,0.027,0.61,0.004,3.43,8.84,8.63,7.619,8.462,4.045,12.88,7.248,9.992,4.503,0.063,11.93,4.0,4.819,6.75,16.158,2.368,2.651,2.084,1.306,0.107,12.294,60.214,114.256,6.172
+2026-05-21 10:19:10,skylark_observed.csv,2.852652332128637970256599660,0.26,2.203,2.102,0.839,0.842,6.76,13.64,0.414,7.45,14.004,0.055,0.108,0.043,3.2,9.47,10.87,2.625,5.493,5.471,5.515,5.012,7.271,2.752,0.078,11.7,4.93,6.417,6.6,13.99,19.028,36.865,1.192,1.313,0.151,12.087,65.996,120.623,11.37
+2026-05-21 10:19:10,skylark_observed.csv,5.329674616236269083496041894,0.223,0.522,3.249,1.112,0.845,7.52,10.473,0.108,7.28,11.793,0.005,0.014,0.043,4.32,8.75,11.28,3.353,9.940,2.68,17.199,9.392,12.526,6.257,0.033,11.64,4.13,2.571,7.24,15.426,10.898,4.978,16.819,1.35,0.256,12.148,107.632,200.004,15.259
+2026-05-21 10:19:11,skylark_observed.csv,1.682385430321505646620409419,0.306,0.466,1.719,5.633,0.293,6.3,12.1,0.243,6.97,22.522,0.077,0.348,0.048,4.85,11.29,10.41,4.685,5.736,3.666,7.806,10.736,13.606,7.866,0.062,2.29,3.62,2.478,7.6,23.695,29.836,42.885,16.788,1.379,0.025,12.283,105.838,199.116,12.559
+2026-05-21 10:19:11,skylark_observed.csv,1.535458011147061530836399013,0.317,3.148,0.712,6.965,0.734,6.56,3.331,0.312,6.81,13.803,0.076,0.411,0.025,4.35,11.18,9.95,10.228,15.163,15.595,14.731,5.926,5.019,6.833,0.2,1.1,3.57,0.991,6.65,11.979,20.790,34.594,6.987,1.36,0.201,12.212,100.629,196.184,5.074
+2026-05-21 10:19:11,skylark_observed.csv,1.417776682964395853025665314,0.056,2.087,0.607,2.335,0.071,7.49,10.233,0.146,6.55,10.311,0.021,0.02,0.03,4.46,8.57,8.81,10.247,16.627,14.749,18.505,3.767,3.835,3.699,0.096,1.06,4.4,6.906,7.19,8.882,39.024,69.832,8.217,1.321,0.289,12.259,79.862,148.717,11.008
+2026-05-21 10:19:12,skylark_observed.csv,1.127486691030409334674842355,0.236,3.745,1.944,0.949,0.462,6.88,5.053,0.435,7.02,26.621,0.01,0.75,0.025,5.34,10.94,9.25,3.813,8.862,10.133,7.59,8.924,6.796,11.053,0.053,1.61,4.69,1.573,6.61,13.696,31.062,50.441,11.682,1.609,0.103,12.295,63.692,120.525,6.86
+2026-05-21 10:19:12,skylark_observed.csv,4.538145883956798216713246389,0.274,2.825,5.0,2.051,0.702,7.46,7.688,0.333,6.98,9.526,0.051,0.163,0.038,5.28,10.39,8.86,2.074,14.732,9.466,19.999,3.138,3.221,3.054,0.008,11.84,4.67,7.788,6.67,10.176,12.077,6.222,17.932,1.732,0.292,12.223,57.362,100.21,14.515
+2026-05-21 10:19:12,skylark_observed.csv,1.302222198278994910929018765,0.315,1.929,4.594,3.425,0.288,6.85,5.894,0.369,7.18,6.252,0.012,0.397,0.01,3.88,8.87,9.03,9.389,19.210,19.385,19.036,12.658,13.215,12.101,0.014,11.79,4.2,0.81,7.39,21.305,30.105,53.76,6.45,1.266,0.036,12.206,54.572,104.846,4.297
+2026-05-21 10:19:13,skylark_observed.csv,0.6176804001273298642152364475,0.007,2.669,3.315,0.251,0.536,7.29,15.156,0.24,6.51,22.921,0.088,0.505,0.004,4.76,9.22,9.91,9.684,6.116,9.946,2.287,11.818,12.726,10.909,0.035,11.56,4.12,5.357,7.43,7.022,28.648,39.793,17.503,1.014,0.181,12.212,76.532,141.307,11.758
+2026-05-21 10:19:13,skylark_observed.csv,0.3163295799318553337068612456,0.02,3.924,2.126,1.945,0.722,6.89,13.181,0.197,7.21,20.562,0.03,0.466,0.006,3.8,10.51,8.83,3.873,6.510,11.481,1.538,0.764,0.686,0.843,0.118,2.1,3.52,4.265,6.89,21.055,38.230,73.912,2.549,0.838,0.186,12.287,94.410,177.899,10.92
+2026-05-21 10:19:13,skylark_observed.csv,0.5224628601547844318020525546,0.133,2.473,5.089,7.842,0.041,6.93,5.967,0.075,7.62,15.366,0.008,0.517,0.037,5.18,11.34,8.8,3.936,14.851,16.369,13.333,12.397,11.272,13.522,0.043,1.73,3.5,1.919,7.51,23.661,23.318,42.957,3.678,1.446,0.126,12.264,55.788,96.194,15.381
+2026-05-21 10:19:14,skylark_observed.csv,1.432886732019216714674894507,0.211,0.693,5.905,7.621,0.269,6.81,3.332,0.446,6.88,9.706,0.024,0.215,0.039,2.84,8.51,10.17,5.276,7.664,3.56,11.767,12.234,12.353,12.114,0.192,1.61,3.99,6.127,7.56,14.141,39.866,71.462,8.271,1.111,0.336,12.103,69.702,123.998,15.406
+2026-05-21 10:19:14,skylark_observed.csv,0.8802052823962225771188831163,0.232,1.433,2.139,7.427,0.488,7.04,11.605,0.253,6.54,23.52,0.039,0.669,0.021,3.09,10.0,8.67,11.802,12.414,15.866,8.963,7.924,13.586,2.263,0.152,1.54,4.46,7.651,7.49,11.37,15.387,28.055,2.719,1.277,0.317,12.286,89.714,174.699,4.728
+2026-05-21 10:19:14,skylark_observed.csv,4.121765645577370853567403416,0.292,0.653,0.988,1.537,0.947,6.93,4.603,0.017,6.85,18.643,0.041,0.168,0.025,5.02,8.95,10.51,11.159,17.556,16.475,18.637,12.596,12.459,12.733,0.126,11.59,4.35,7.225,7.47,10.617,28.553,42.47,14.636,1.108,0.198,12.151,91.440,172.71,10.17
+2026-05-21 10:19:15,skylark_observed.csv,0.7634649377337658037406326226,0.124,0.988,3.907,0.143,0.89,7.07,11.431,0.045,6.78,6.164,0.006,0.307,0.028,4.87,10.39,11.2,4.003,8.128,4.756,11.499,1.014,0.537,1.492,0.068,1.44,4.65,3.483,7.32,15.096,29.760,45.307,14.212,0.813,0.332,12.063,45.266,83.579,6.953
+2026-05-21 10:19:15,skylark_observed.csv,1.363211068446792869570807930,0.175,2.524,4.836,2.124,0.939,7.37,6.358,0.019,7.03,16.472,0.038,0.489,0.008,2.69,9.07,10.48,6.752,8.959,3.708,14.21,3.181,2.556,3.806,0.031,11.95,3.54,6.888,7.11,11.499,5.900,5.158,6.642,0.987,0.165,12.18,98.882,186.872,10.892
+2026-05-21 10:19:15,skylark_observed.csv,5.417517454060446369838941690,0.183,2.189,0.314,7.931,0.627,7.47,7.475,0.216,7.06,14.28,0.008,0.404,0.021,4.17,10.66,9.65,7.322,11.103,2.308,19.898,7.066,2.971,11.16,0.035,1.24,4.82,1.793,7.03,8.776,42.263,79.933,4.593,1.172,0.206,12.111,79.216,150.755,7.678
+2026-05-21 10:19:15,skylark_observed.csv,1.235893268871158921714525001,0.009,1.798,1.16,6.521,0.337,7.61,11.371,0.348,7.23,24.257,0.012,0.294,0.019,3.31,10.37,8.5,4.697,16.474,15.616,17.332,7.517,4.689,10.345,0.1,1.97,3.97,7.548,7.37,7.412,3.996,5.998,1.993,1.442,0.259,12.144,64.938,118.489,11.386
+2026-05-21 10:19:16,skylark_observed.csv,2.445628477317457755138190759,0.318,3.505,1.878,6.351,0.373,7.53,3.955,0.014,7.33,16.516,0.08,0.395,0.009,4.9,9.02,10.88,4.806,5.118,5.334,4.903,6.833,7.383,6.283,0.217,1.63,4.91,3.394,6.89,13.628,8.234,5.166,11.302,1.623,0.338,12.036,113.512,220.654,6.369
+2026-05-21 10:19:16,skylark_observed.csv,2.443055777362947326289302884,0.241,1.6,2.3,6.189,0.02,6.59,3.984,0.422,7.07,8.521,0.082,0.231,0.016,5.38,10.68,9.51,3.598,9.857,15.514,4.2,5.986,5.495,6.478,0.196,1.57,4.27,2.119,7.53,22.754,11.599,17.019,6.179,1.639,0.275,12.042,120.408,236.798,4.017
+2026-05-21 10:19:16,skylark_observed.csv,1.672064324609787775175329821,0.258,3.778,2.435,5.111,0.269,6.82,5.183,0.34,7.47,12.219,0.077,0.487,0.047,3.08,11.15,9.02,11.603,3.842,1.474,6.21,4.058,7.514,0.601,0.001,1.97,4.46,1.173,7.55,13.895,6.906,8.106,5.705,0.928,0.001,12.037,46.628,86.449,6.807
+2026-05-21 10:19:17,skylark_observed.csv,0.5052621816725069082839696522,0.097,1.71,2.343,4.043,0.765,7.38,15.897,0.18,6.74,16.434,0.01,0.436,0.013,3.3,9.48,10.6,9.011,8.408,15.776,1.039,5.169,4.088,6.25,0.061,1.02,4.58,1.966,7.31,10.128,4.256,0.409,8.104,1.086,0.157,12.082,77.447,150.251,4.643
+2026-05-21 10:19:17,skylark_observed.csv,0.8750177881496384713625500939,0.162,3.689,3.976,1.969,0.505,6.42,12.203,0.099,6.67,17.777,0.078,0.732,0.036,3.15,10.45,9.84,8.452,8.034,8.644,7.424,9.446,11.446,7.445,0.11,1.91,4.66,4.154,6.92,10.91,6.956,7.705,6.207,1.657,0.047,12.186,58.424,103.361,13.488
+2026-05-21 10:19:17,skylark_observed.csv,5.992976112124662739829033103,0.106,1.826,0.385,7.765,0.185,6.89,5.13,0.325,6.91,6.828,0.033,0.543,0.018,4.78,10.27,11.01,7.912,13.168,13.826,12.51,11.248,9.981,12.514,0.099,1.73,3.6,7.388,7.32,16.458,26.975,37.881,16.069,1.611,0.321,12.191,82.622,156.086,9.157
+2026-05-21 10:19:18,skylark_observed.csv,2.861265088771130321704746668,0.193,3.39,4.116,4.69,0.895,6.52,8.003,0.195,6.64,19.556,0.014,0.039,0.021,4.46,9.49,9.91,9.093,17.384,14.901,19.867,7.876,12.43,3.321,0.173,11.52,4.43,1.192,7.54,9.279,10.042,17.393,2.69,1.307,0.276,12.229,95.256,180.778,9.733
+2026-05-21 10:19:18,skylark_observed.csv,3.147650492962834522853109491,0.112,2.901,5.028,3.095,0.396,6.57,9.997,0.216,6.85,19.847,0.04,0.129,0.026,4.46,9.96,11.06,10.779,8.190,15.331,1.05,12.701,12.95,12.452,0.101,1.41,3.9,2.085,7.28,21.145,32.764,58.461,7.068,1.514,0.336,12.125,104.455,195.26,13.65
+2026-05-21 10:19:18,skylark_observed.csv,8.576938235898817628003726208,0.326,3.634,4.337,4.198,0.95,7.38,8.74,0.025,7.35,24.949,0.032,0.2,0.031,3.76,9.98,11.13,10.151,10.108,5.482,14.733,7.564,10.944,4.184,0.134,2.12,4.2,7.754,7.07,11.57,37.592,56.939,18.244,1.621,0.227,12.115,57.464,106.596,8.332
+2026-05-21 10:19:19,skylark_observed.csv,1.530482352144528481896790333,0.278,3.566,5.138,7.267,0.191,6.4,9.952,0.134,7.25,7.753,0.01,0.215,0.024,5.13,8.73,8.45,3.2,16.890,18.867,14.913,9.019,9.224,8.814,0.042,2.43,3.94,7.011,7.4,22.06,4.231,5.893,2.569,1.071,0.254,12.139,70.768,125.901,15.636
+2026-05-21 10:19:19,skylark_observed.csv,1.043381594673399683425387484,0.119,0.533,4.622,7.371,0.86,7.74,7.136,0.395,7.38,8.006,0.003,0.21,0.014,3.27,9.42,9.38,2.339,8.261,7.181,9.341,4.570,6.108,3.033,0.24,2.16,3.57,7.554,7.2,20.835,31.854,53.3,10.408,1.257,0.225,12.041,112.402,209.599,15.205
+2026-05-21 10:19:19,skylark_observed.csv,3.721755074236312203129431736,0.246,3.946,5.551,0.95,0.875,6.25,8.936,0.422,7.52,18.024,0.001,0.299,0.022,4.27,11.02,10.19,11.441,5.762,6.168,5.357,10.314,10.907,9.72,0.11,2.01,3.71,2.37,7.49,9.461,24.798,36.09,13.506,1.77,0.31,12.079,65.436,117.716,13.157
+2026-05-21 10:19:20,skylark_observed.csv,0.2625341576136250460351485338,0.105,3.073,2.892,3.75,0.815,6.61,6.414,0.085,6.6,15.777,0.007,0.704,0.009,4.56,9.77,11.1,6.597,6.556,7.612,5.499,5.766,8.371,3.16,0.095,1.56,4.03,6.664,7.2,22.059,23.704,42.512,4.896,0.955,0.128,12.114,126.605,237.514,15.696
diff --git a/modelling/data/abingdon-all/resident/skylark_simulated.csv b/modelling/data/abingdon-all/resident/skylark_simulated.csv
new file mode 100644
index 0000000..a5ce817
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/skylark_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.118,0.1,0,0.01,0.106692
+RungeKutta4,1,0.1,0.139222,0.1,0,0.01,0.139532
+RungeKutta4,2,0.2,0.156070,0.1,0,0.01,0.165603
+RungeKutta4,3,0.3,0.169447,0.1,0,0.01,0.186305
+RungeKutta4,4,0.4,0.180068,0.1,0,0.01,0.202739
+RungeKutta4,5,0.5,0.188501,0.1,0,0.01,0.215790
+RungeKutta4,6,0.6,0.195198,0.1,0,0.01,0.226152
+RungeKutta4,7,0.7,0.200517,0.1,0,0.01,0.234385
+RungeKutta4,8,0.8,0.204744,0.1,0,0.01,0.240924
+RungeKutta4,9,0.9,0.208107,0.1,0,0.01,0.246130
+RungeKutta4,10,1.0,0.210791,0.1,0,0.01,0.250283
+RungeKutta4,11,1.1,0.212947,0.1,0,0.01,0.253620
+RungeKutta4,12,1.2,0.214704,0.1,0,0.01,0.256337
+RungeKutta4,13,1.3,0.216177,0.1,0,0.01,0.258618
+RungeKutta4,14,1.4,0.217476,0.1,0,0.01,0.260626
+RungeKutta4,15,1.5,0.218716,0.1,0,0.01,0.262545
+RungeKutta4,16,1.6,0.220026,0.1,0,0.01,0.264572
+RungeKutta4,17,1.7,0.221561,0.1,0,0.01,0.266949
+RungeKutta4,18,1.8,0.223510,0.1,0,0.01,0.269964
+RungeKutta4,19,1.9,0.226104,0.1,0,0.01,0.273978
+RungeKutta4,20,2.0,0.229626,0.1,0,0.01,0.279428
+RungeKutta4,21,2.1,0.234407,0.1,0,0.01,0.286828
+RungeKutta4,22,2.2,0.240828,0.1,0,0.01,0.296763
+RungeKutta4,23,2.3,0.249307,0.1,0,0.01,0.309885
+RungeKutta4,24,2.4,0.260276,0.1,0,0.01,0.326858
+RungeKutta4,25,2.5,0.274155,0.1,0,0.01,0.348336
+RungeKutta4,26,2.6,0.291314,0.1,0,0.01,0.374888
+RungeKutta4,27,2.7,0.312030,0.1,0,0.01,0.406945
+RungeKutta4,28,2.8,0.336437,0.1,0,0.01,0.444715
+RungeKutta4,29,2.9,0.364487,0.1,0,0.01,0.488122
+RungeKutta4,30,3.0,0.395902,0.1,0,0.01,0.536734
+RungeKutta4,31,3.1,0.430162,0.1,0,0.01,0.589750
+RungeKutta4,32,3.2,0.466488,0.1,0,0.01,0.645963
+RungeKutta4,33,3.3,0.503862,0.1,0,0.01,0.703797
+RungeKutta4,34,3.4,0.541078,0.1,0,0.01,0.761388
+RungeKutta4,35,3.5,0.576782,0.1,0,0.01,0.816638
+RungeKutta4,36,3.6,0.609572,0.1,0,0.01,0.867380
+RungeKutta4,37,3.7,0.638099,0.1,0,0.01,0.911525
+RungeKutta4,38,3.8,0.661212,0.1,0,0.01,0.947290
+RungeKutta4,39,3.9,0.678491,0.1,0,0.01,0.974031
+RungeKutta4,40,4.0,0.689838,0.1,0,0.01,0.991588
+RungeKutta4,41,4.1,0.695274,0.1,0,0.01,1
+RungeKutta4,42,4.2,0.695012,0.1,0,0.01,0.999595
+RungeKutta4,43,4.3,0.689730,0.1,0,0.01,0.991421
+RungeKutta4,44,4.4,0.679722,0.1,0,0.01,0.975934
+RungeKutta4,45,4.5,0.665367,0.1,0,0.01,0.953722
+RungeKutta4,46,4.6,0.647153,0.1,0,0.01,0.925536
+RungeKutta4,47,4.7,0.625655,0.1,0,0.01,0.892269
+RungeKutta4,48,4.8,0.601510,0.1,0,0.01,0.854904
+RungeKutta4,49,4.9,0.575384,0.1,0,0.01,0.814475
+RungeKutta4,50,5.0,0.547952,0.1,0,0.01,0.772025
+RungeKutta4,51,5.1,0.519862,0.1,0,0.01,0.728557
+RungeKutta4,52,5.2,0.491716,0.1,0,0.01,0.685002
+RungeKutta4,53,5.3,0.464050,0.1,0,0.01,0.642190
+RungeKutta4,54,5.4,0.437314,0.1,0,0.01,0.600817
+RungeKutta4,55,5.5,0.411840,0.1,0,0.01,0.561397
+RungeKutta4,56,5.6,0.387772,0.1,0,0.01,0.524153
+RungeKutta4,57,5.7,0.364802,0.1,0,0.01,0.488608
+RungeKutta4,58,5.8,0.341228,0.1,0,0.01,0.452128
+RungeKutta4,59,5.9,0.311613,0.1,0,0.01,0.406301
+RungeKutta4,60,6.0,0.268668,0.1,0,0.01,0.339844
+RungeKutta4,61,6.1,0.217572,0.1,0,0.01,0.260775
+RungeKutta4,62,6.2,0.171425,0.1,0,0.01,0.189366
+RungeKutta4,63,6.3,0.135755,0.1,0,0.01,0.134167
+RungeKutta4,64,6.4,0.109888,0.1,0,0.01,0.0941390
+RungeKutta4,65,6.5,0.091555,0.1,0,0.01,0.0657694
+RungeKutta4,66,6.6,0.0786661,0.1,0,0.01,0.0458243
+RungeKutta4,67,6.7,0.0696349,0.1,0,0.01,0.0318489
+RungeKutta4,68,6.8,0.0633195,0.1,0,0.01,0.0220761
+RungeKutta4,69,6.9,0.0589125,0.1,0,0.01,0.0152564
+RungeKutta4,70,7.0,0.0558442,0.1,0,0.01,0.0105083
+RungeKutta4,71,7.1,0.0537136,0.1,0,0.01,0.00721132
+RungeKutta4,72,7.2,0.0522382,0.1,0,0.01,0.00492820
+RungeKutta4,73,7.3,0.0512195,0.1,0,0.01,0.00335180
+RungeKutta4,74,7.4,0.0505181,0.1,0,0.01,0.00226641
+RungeKutta4,75,7.5,0.0500365,0.1,0,0.01,0.00152115
+RungeKutta4,76,7.6,0.0497067,0.1,0,0.01,0.00101080
+RungeKutta4,77,7.7,0.0494813,0.1,0,0.01,0.000662004
+RungeKutta4,78,7.8,0.0493276,0.1,0,0.01,0.000424159
+RungeKutta4,79,7.9,0.0492230,0.1,0,0.01,0.000262295
+RungeKutta4,80,8.0,0.0491522,0.1,0,0.01,0.000152734
+RungeKutta4,81,8.1,0.0491048,0.1,0,0.01,0.0000793847
+RungeKutta4,82,8.2,0.0490743,0.1,0,0.01,0.0000321872
+RungeKutta4,83,8.3,0.0490573,0.1,0,0.01,0.00000588035
+RungeKutta4,84,8.4,0.0490535,0.1,0,0.01,0.0
+RungeKutta4,85,8.5,0.0490629,0.1,0,0.01,0.0000145461
+RungeKutta4,86,8.6,0.0490931,0.1,0,0.01,0.0000612794
+RungeKutta4,87,8.7,0.0491640,0.1,0,0.01,0.000170994
+RungeKutta4,88,8.8,0.0493150,0.1,0,0.01,0.000404661
+RungeKutta4,89,8.9,0.0496189,0.1,0,0.01,0.000874934
+RungeKutta4,90,9.0,0.0501979,0.1,0,0.01,0.00177091
+RungeKutta4,91,9.1,0.0512215,0.1,0,0.01,0.00335489
+RungeKutta4,92,9.2,0.0528476,0.1,0,0.01,0.00587122
+RungeKutta4,93,9.3,0.0550948,0.1,0,0.01,0.00934867
+RungeKutta4,94,9.4,0.0577529,0.1,0,0.01,0.0134620
+RungeKutta4,95,9.5,0.0604658,0.1,0,0.01,0.0176601
+RungeKutta4,96,9.6,0.0629073,0.1,0,0.01,0.0214382
+RungeKutta4,97,9.7,0.0648799,0.1,0,0.01,0.0244907
+RungeKutta4,98,9.8,0.0663101,0.1,0,0.01,0.0267039
+RungeKutta4,99,9.9,0.0672046,0.1,0,0.01,0.0280881
+RungeKutta4,100,10.0,0.0676118,0.1,0,0.01,0.0287182
+RungeKutta4,101,10.1,0.0675672,0.1,0,0.01,0.0286492
+RungeKutta4,102,10.2,0.0669976,0.1,0,0.01,0.0277678
+RungeKutta4,103,10.3,0.0660542,0.1,0,0.01,0.0263079
+RungeKutta4,104,10.4,0.0648938,0.1,0,0.01,0.0245122
+RungeKutta4,105,10.5,0.0637573,0.1,0,0.01,0.0227536
+RungeKutta4,106,10.6,0.0632449,0.1,0,0.01,0.0219606
+RungeKutta4,107,10.7,0.0643369,0.1,0,0.01,0.0236505
+RungeKutta4,108,10.8,0.0689381,0.1,0,0.01,0.0307706
+RungeKutta4,109,10.9,0.0797978,0.1,0,0.01,0.0475756
+RungeKutta4,110,11.0,0.0982088,0.1,0,0.01,0.0760659
+RungeKutta4,111,11.1,0.121306,0.1,0,0.01,0.111808
+RungeKutta4,112,11.2,0.142415,0.1,0,0.01,0.144473
+RungeKutta4,113,11.3,0.158774,0.1,0,0.01,0.169787
+RungeKutta4,114,11.4,0.170843,0.1,0,0.01,0.188465
+RungeKutta4,115,11.5,0.179082,0.1,0,0.01,0.201213
+RungeKutta4,116,11.6,0.183906,0.1,0,0.01,0.208678
+RungeKutta4,117,11.7,0.185702,0.1,0,0.01,0.211457
+RungeKutta4,118,11.8,0.184290,0.1,0,0.01,0.209272
+RungeKutta4,119,11.9,0.179539,0.1,0,0.01,0.201922
+RungeKutta4,120,12.0,0.200885,0.1,0,0.01,0.234954
+RungeKutta4,121,12.1,0.205031,0.1,0,0.01,0.241370
diff --git a/modelling/data/abingdon-all/resident/skylark_simulated.png b/modelling/data/abingdon-all/resident/skylark_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..396dd1105eaa22d73583dd78c9be3b73dab06df2
GIT binary patch
literal 32194
zcmb@uby!tP*f+cZ38h3(KuSSL3F!t&1t|fM?(XgqC1umyEg&r*4I<L90qI6yBi#+}
zY|rC4dd~B{|9l_U<;A{m?O8LkX72m`#jGHCSxM|0cW*!-5bS49#a=)l$UYDV(i{dF
z_zMSY>O1(w>mdHhLDAaC!CBYN5F(@NU}ItJU}36v&&klv-qhNPjp;E96VIc2CJqiZ
z_Por@mVaNtWNl~6Of4~_3R<~t^HkLy0>RZq{6l&#lxGTocrrZ`d!po$ype+Lp`?7+
zF6Xv&zX1>9fiV0{=6j4T%7x6e;8*e%h33vzRnxaeD|JRS3B@(t#UJUkz0Ra$yvchl
zQkZwOq58zTk8H*Q<NBM<9(U`_GtU#O1lPUgUe6}y<%YdJfg=r?s7?b)&<O}chbXzy
z>gOkjJR!Hw&rfJ5IQI}Ad|G@^Fc2SfSmq$ehz~?q|Nmct(<gMfgKKAJ_hYoSp1cHi
zzb(nSkq+8BQlu_dyQylN@{s&SO-;>0MLo8;#pgR7`!GoYQqt$x*w}gJsyRisZ{Ow|
zir^@Fc>Vfyhs%?dG@F#JE~(v}os5#E%Zc1sY@Y@&3ZGDUCc&=OZ{K1vv$9ry6qe*>
zW>U7o&o9rmhW7e}yrl?L#Mz9Ejc;IKWe*Q4)z15qn1C5WG3yRtZghF4Z@^6MzW!LP
z((Lvsv3q4%MMV_3$M%!jgAw)4(b3WJ`l6!H%Yzbc*eBb?j@eml($NSi$>7DrgoJ11
zc(-nejA}ZQ32Zl`sBxkCcp;(Rgplm@dtXM)xUP_?HG1&$Ca?v}cpho;?)9+c=j608
zsa;)cdFL%J8`&wLhZFNTeHd8ZsGiNuk&YXDN6ZEXeM+ZO%pK5lo;Gw;H*kP7oo({%
za4RR3s*s#;lX2S!b309+v{GCOd!KY`n+(5K*gswj8xqA85Hn7;Mf2S2<@#tkL>(DH
zVqG7>%E}6Fr|=%GrGq3Bj7F6pL%45`ttN5XX1es@`3?-oyDbFKz`-QtNi)@aS=O`5
zj-Y^INlKM`S_syUEi;PKbRrfwnzE0MjuzvZc8D_C7{cG&+^j7R;+k>sljYlBx5c_W
zI5f1{&D@kNN#PlNc{<ueUUBJtxkpiupMPI6JwHFFzM<i)!AnXi*v91~cX7R<zsh_P
zLPQ$~LDn(Ol}lr~T>k!@v?95#g{kpaFM@Arb(Jnz!s%As(98@ICCxfyhj*&i;dC``
z=xEm4`?E*M$jHmuy*@tEf%GTeS5_nmHEfV>-??)*A-I{^xSVKC%g>+8&(9C~yH?WV
z)x*0sQiMO-QlsUe5Ec}Kw~@eOPi<&ytUj_h^|7S!G<bJ+_tA9iRGT@rmX;PJeaGpx
zbK-OAZg)*hP0Fqg%Oxk9$*cW5Aq7XrN<*^CnFjZx!G57D3sdQ%DIO=0%}<Ls!J(nI
z&jcLc^79V6RduZ;H4IU8IVW|mhGs7|ont)&W~}t}sT#m?irt#G^7eN;-b=fB-Wq^Q
zc-Gp!73O`epT=XhZnN#R?KWjuYXZyEKYRxJbmp}$A(sR%3>CWAk8-&jH%>da+qrba
zX*D&ra%7|A-kZq5Za(rsKbE1Y52`Dtp`r2RG6iEKGz^_jF&V9SV~)f()ncslN&Qg^
zI>mlX(YHdCp{W{sI(m93(v|z7{sXPJLXT>T>sk|ck1QvvWW?ylch*+xodPNiXwEk4
zwgin%cvh0BGBc+)ZbJkX#&l62q>v>&3IYNH)vwT?TO2i8jb~!J+<Yo~EB$$Lf+ug7
z>bFI@-zL|I@kGYQ#!5IkI)2`nv!ZSs*hekt*X$>KlEi752#;I{(UFsqmKNt?&=#|<
zS-LYnWkWb!IjY6b7($l4X`@2EvU)LlbwTlMWMnW(PViZrwpYzVl`U)Uv!qvjeYtim
zo2i6O1>44|A){LEp@$ojG^B$5DG#9KkF@IJt?D*7c|DFx10Pw=Hl}!;ZE)Gy+vDS8
zM#g>J&>K@wB4yl+HC~CUzD-C-lN@xm)szM$<*|EC$Z6g(+ZLfYQkj+I=XG(Q0t@Yw
z<>Slm+EJ)|GTtdqsaroS&D@~G-D`o#+^`>M!|CGfCJ}c`WK&E^;k@~B$#I<c1*whs
zYGJ6y`Z$u;R>RRF&b;Psmy~?Pyu%tzr&#V$>+|EC_D5l1VbvCX8|O-y5$pVR`|rrS
z8)5Spyw-lzZCo4zlO0^#O&~m+O_5XZRUyefoNGE)e^qV}RJxUy>h|N4FR4fJiHoh6
zT3K9b{caaSW?dZF7fEv0@9{^}&*Se|q<Jr{%Oj_&KZih)w!e~CZ!<Qn22gmh#KgrV
z-MDe%IfeIm8DiT|<Kp7(sOc{EB;<mCs3<KRVyLR35@$N`(KI(Z`$2d4WBsr3%Y7;C
zpSL`>ThQB%=-0=}MC&iX!u9BJ13@9-Ro@zehWkckZb!#cMRD=A$7@<{t2wzoJ`hDk
z#VD7HAvvL-e$ZCDnz}mU+Qpjo)va#ltr<(zuN$FZVO!N!^_xM5J2fk*__Jkh2WC5`
zquSoLOJ?1-8uUlhD~x(=yCtEdrihpsHn|Lzss#x8kIDF5w&RzMrk&F|+uGWq)6$r=
zu0ZV5ORAoBnzWsqTg+*mto>0?2vwJamGF^pSrJTnoNZKxRis?Ur;eYPn0VBk=CRwU
zf0#0VvDzpXfJ<>_ZJYD7JP5yX2P6x^LsdmZebtvQUmDptItqM!>9&Y?7`E-&F#pMp
zt+xRINq3kuOw_6@66lzjw?0|YS}x7@Twa{XC@3i8K8vDGC@3g+v{rw<+pS0DrS0o@
z0~=ewD2;$jH42~1Pv~M*j@sIKOW(^|$~}%*+e?JRFv;1@?iS}T2??jg%}LcVy|(L>
zD8l9gs8~Ls^P4QtY+Hl3buK)$?V5F@NP3`gF@o27NNa0r;wPA1Hv77V>*LWeF^0q(
zJ+OPw2ixVBnb8?@9j~0-B=$aq1ZRbUB!}N0<FxHJ*%HAIWp@govYNIZh~C@~4Zw+L
zkf#j%aJ#~8N$Lg$#!b9|P0QsD%#!ZuL>j;97R#0Q7DtxbWsAiv+FmE(AKFiCzK2TI
z9A*pQ@oXM$%%t?U$JcS5d^#MCorjZ3GT-LjipVlPe8l*9x+j@+d#9a3J+|monTQy#
z`?BHTo1;8q2X)x;q;=D6*kiA-Iuq;06C*rgjZ&Q_B|JXvhwFF>s++Y}^8pmlaq6p=
zpUzUKyl&Kc3L4Rv>mTW-pU)hR*%N$PF)`SrG$Pr;gu2Xvtxc)ygFdnEKWL>MU5V73
znvO{XA*rw!XT8g55pR>u9S2Rh-dIX&(?`mup}~|{5{YMMXqf39FG*m3bjLcZE{gkT
zy^EnF8<r(`baF9e*fIT4iYps=CBreVzFtEku!b*$!m~1qZ%TP$vaQ%SHIY%ltlL(F
zqP363oaD}(krK`$G;96QV$IJALNLxxe3AC;pZEsvx;$WVp5GI`?)0N><?W8({u_IN
zx>g)Z1B2||wFyTW9-ahhnZyUl44a!q$2`us6%`W{Zr#rMNh`(9UN+UdD|&WJ5A%3S
zqq^yCOwW_xZQ2>O7aLDN_<GI-S0373rVdJ6h9+B-qRtAJRea^roZ6U7Np1J39v!_$
zVkNXvJp*=7`_jch?%PC1BBW9@P|}SN^;Nu(K(d#mz@3=W;O|>qz)WK8@Y#cN4~~#@
zy^V{4jbEP^b7H#KnZ3GH`A%pXMBKM}7ek7V`?cLSWtD?kSvkol{A2gl)azTM#6OC!
zS0|-3ZNkzw_m_qp1FBo_zPNAJ<c%JU&sU))`*rkDNNV%ML8;=_iEN;%{VmjLpB03m
z7Pgzzk|;b)5%%<Q{;ctS){tlnXX{e@?z5g8UGA``6yd(!wN#Rht)1o@g2l;k<LV?l
zcHKNN{PzN~e(*Q@TRWY;wzlCe=s+<$HVU>5=8o)usW^RiBlp{ceNMHhb9GOa>)asW
zcd;p1qvH}yuEX$2^#!FNnQp+deDiifCGzcv_;}ixMcSwRu&9O>7|mwv0=i`D7~S_L
z$euhtQ@vjaIh{!BBrnF0HlVB`@pb%XL(ogT?hf=V<}mrCO$Vm3mThs+uB%RS5Yrfq
z877F?p5+(I2i%lx(}y&{$cG04Q$<~U2W<WP_B|crja}(B29cKHzLOoW3Q(?ut-ETB
z@hm>MHKp9GAYCQ1S+F6uA3pztdp$Y@Yldl7Y1_+=&{Rz9&5{6lcni*bK1Yi<kD*~Q
zs8>aAxgWRdt^w?AH*6cf#n1Rt(kY0qx0^^%t+w(%<B(CvHD)Zrw$?^V2x0T7w39E_
zZ$lbhlL|xDvBHkOzrPpuXemTUvczQ^RB4ZxHU;L3$5VM;-XMMQ{V9>8>FI09$E;VE
zM@?a>GZoxye0ijf^ZZ;7yGB&_WKsKE*NfculyoKEFmJDW*m7kqG}{Og@fAs_=s0s*
z7uDIfS+4euFId{R;yZ1+eO}vhA{q(EO40~k5mV@IYz*MoBqsBme@h5uc#_$yxs%NB
zzB$XMhOz508HQ)2f~{3_=F+-OS;e<Bj5{luc5$Ztbn9a+-TnPSR-Tt$BPojLZW3lE
z$GeyIGmrRs1*9p<>_6Gei%9Q>ll9@}h&Y73au!14H%q{LqmClUbF%Db8Aa70;GNdh
zVFKN!ry4;TU;t%iI&w1GmxI~k&uvRo+;ZVm*FEs+E>G9QmBOXVx7#A>=AAaD=mfd+
zzF^Eh+I<^KCGU~3M0+g`lLz+Uu1CiA5K=xp4K$;TiOTljwKc7gx9Bo9Vs9r~X4`QH
zog;SMLetXdr(TkaHRC<(W7N-!*{hblw$e_=qf2_QaEoqgTIIzHN~0+F%)<^%xAR1*
zLO!SUbo+h*6|vZ{)wzC~RAN3nDfO|Sg%*r;?uxx$9(@n~v6i_L%^Gs@l6J>kr>z;r
z{iS3+Cm-&+?Xt9dL-n3c@3?Eb40VnLmbkZ9R7;H0JYR~v{p23bv9w_ycc1Ut2Sy5Q
zt&$R6m-S>DhafT~=-BRK1HO4)C`wKVr_+|6vcp<$%_jDytl@=g-Bepa^I<n0zZ1P{
zGwLK0h5qIOBNNjdE~<tcd>dz`Nu)g4QZ)YK9Cs*1bwn8I<RjcK+{6}V>lWproqm~P
zo!=K9hexAUQOUN?%|6Vtv9Y@E{FuRJ^=_5(cL?%y)&YwF#NY|tlZez*uPOJGl$2ah
zeFjQON(Q`&jf&D&`)CqDM@jklI{-w%P$*}L_vJ~Z!@JK^Vf=caOk_hvLrbi$uYcaz
z*_jIf#(w;Z`wcPYCRSE=a->B>M8r<Q0QwDLWf$mfX35FP$p!dwoPdOcVWMSYo|U7d
zemB^VEC;KnD~2KL#KQXF)4O-?igglOu{AlDN3xs?mbBwCmCSE#F?UsKc!RLno5Xc=
z!ed1dC!?!*ets^dngW7byOM^6g=$`QwpjGm+>z_qba&qH=xE3-T98LMYU=7jA}KZe
zS61`V1SPZuwd4d2q6bn(7t00hmwO(A+Pb$~*2pM#^&MN^P0RT$1*s?{6_unr%vz7C
zHrCe669wF>Ud0{NRPR0%x;n2|^(V1nK}AIkI$&-(w^KAUTzY(FX-OR4IPt!D$@AE~
z<{WoY&iiD4NUqIRQEG*j^8i#pAx?G)_nGKgCk4;eE5gdQQVn%#<E-ZU%h5p1&1>XY
zg$>}ZqOR_|t>tPFR*!Ylg;64_VeptW)8kgoU4TA=55|h?*19G)t@A0XWU3fOl;}8G
z4b7ro$V1>{G?#MbGz5S$sIpOElSJcjYkOOLhUsi<?+``hbP-C5^Tu}ZYfvDiWaR-G
z?%}+`)fDzSjC%uo9Z1(85aGg?MYmkjrh47zZB&??uk6(PUX-_M+1$A1e3oWL^37)t
z$u(LqkEHno1qz|`0epmx%Uz-3pbi*cpZj`|aOKGMy@$|(9TPKhfu6VRJXbd%Is#x%
zLwtPapRn>TV&I0mf*S8x*mg51liwGr>>4HPWFZI|4x%magNA}9{PTk!0-A%LW}Wn#
z`!LrhHQaP^LT_N|h`$ZoDjrbL)@GJsOEGC&^M#;?Kjrr3AEib7pN|$TE$vOkn-eJ9
zK4O%+c^K24QWQF~Zd&*>vTwf7BQ<<OQ7gpU_n%>Xp`t>AtQhRAhdT!$PkEE9yMl|8
z&TI3EM6D2g-+!bWc@kW-=rAl)hE8-1nf*Q!6Hb??HJz`esC9y`XEzF|aQgK+=Pm!;
z0d*;z$pLjEo!MQ;uTD23T}uoP4~HyeR7W>gWmNYxH!dOJ+#7fUh2qfSHsoBZ!fr4`
zJ7mPQf%sAr+_@v-3TJ#+Y6)j#E46n0o9an^&OaO2GXFXR2?<F_T|H#NfgUz9BWq=4
zW#*YO?>qAYspuQ3o2WH$zG4gWlWR9kM2w86qXTAM{Omi*Su8rYk1&2>Vq!Y~e(bF=
z&iz>8v1)!q-{#iVF#ppxu+xSA)em;vmA({tayRMg79?)nSnKNKztK;^_zMdQ|85%b
z5Lk#1!vbhu^k2;({!@p=VFhxz+s({wJ;NUy985_=Lj%|x<tCvsP;o{S7BYmA@r@K)
zUPCeNiGLifAfC?kG4?j-JX$2TPiSc90(yhRc)8-KhKvk0quR$nqrPO*>MEqkh^QzO
z9_4FpqUNfIXQV?`oXrLx6BT)0S18xaQv^3s^XXIai{YClqN1WG*}qTIv^b<_9$b|U
zLIlhYSMa@~qOj1;;i3OadgO+T$`9ZXa)m!Yb}2A0G=zB`O-nXio)&got>G3G6)j}Q
ztEd>a-+4XrR94oX<)1IGq@#?DkJHt9Qn<nIgEIG3lTfw8>WiI(REz1_7!MB*6M!*4
zdS7{&Sy@pF2?^chcVPipOZo#o1%({oGnC}z?`iG%M6It|;N4m2x8tj_o@JT|0j!AT
zpsTCv!T}tXMaRXZ!kwI&n#ykX{pm!NWs*x6dc!s=)POZhA~f^!XOW0W_~s^4qj7gE
z<3dAVAjaeST;9x4k&z-G`YI_aKTMtjU@Op3h8iFHE_>kX*RSDoEq;2_^Q{3P2VLFW
zo#W#_E8xSVO04VGGfGQY%C?@rcoAvBV4ak}@5*XuU?A`AUN=Tv?YcG75PNbzDKQb=
z5ka+Z@FfV}v_Dl~cyLeztlmr)_~vw7n>%0z7x+Me_+mc7$Hu1Uk$MzTo%5V4n}AGN
z3fIPqcICWu#$%<Q#@i|?lWR-JyeB(1H@F{=3pXrP6=zhaSy^9rXmwI7=qqSwJpcCX
z8^}Y{6CYjojCQnKT)0op&O(x~#kb1KSqnaVAZU*};t&wf97A0r11u#v4(ZLca)E75
zRcrF$=-60ls4F6?g;f{95o}PI_QQt{7dT4l^xJXF%+0f!n}y4~KhQ;iGW6pTC!0sl
z$*XNvD+cqaX`>o}4@hiQQ{1|^$=2O&dq=xREM;Y7pP6bW*TKByH#TaKGS4`RZ^7Xv
zx=H7anOs*)V@3k}{9lY!3EPZLjxyi^pm-@uvj`D5Fd{KXQrKVC*HBQnPafP$?-t<i
zAB;X3rdQ!ne{#J4QFSC~vdnr`Fr>E}EqJD0bL5>hj;i&DNSUf2`nD}CJ$?C@h4u=D
zAlej8G8LK=bZ!<S4Mh(8?%&(OS_$+`p*p^s4)@Hozvi7<Ld7ll${Pv~qsY)GTn~y0
zYPgp2nXso{@a)}kf7<NYnMVeqa{PSb5&hOJW(2JS2lU^j%C&IZ2in}n0Z8k(+Uq9^
zSi?weh3Fq&62d_Y%PuaKogx|^Vzz~2+zZKcnZ3c>cuaW#vfMs^m6&05T->}Zxanjb
zc{kFl-~9@OPn>b?1qjC!%lOyDaqss`b4`icTwNT6+*|`8fU(x^lX?l?lxMcX5z@ur
ztcMJwfeias^nzOvupGJDUm^*`*KO8H^J@dX#ijRzDn9t@j>7IfWIy(wOPR3jM^uf2
zNE;hn0M9CSeByn+NU?x~h(Zujo11~pJ7ecwxv*3GaL)fH<iE&!t({rNq@#m15Q^Ji
zi28e^-qytSnPL4Sx<+Syfw*;}{R)raD1oHHGIIrc)0i$Oa7N7kiRq5QIQPQuaOBn?
z4X9)O$`(FMIzPLD$aN+n1_lrQ6T0P5Zn|~f_|-NDy)qr0oxcCqjKczgz<;v~A>qHn
zFndOA?cM(*GmuvPi1aMCNpoMLfFAllo0V*Y)i|wZJ~-lIq5eva&Afp6Kn&ogCLx1?
ziyQE-o|(LEY7+X-pvue3|L;j7J3IS7IVj`92dw|}HYO(KkKQ6C$Hvz7kIC`Lp96zH
zbkX4&7|LK|YHIO+M!=p?Scv(b=KavHU;leFA~rTG{}~MqDfhp#JmQ8w1sitVu~Oat
z^zwai@xO}(6A@Qep8qtRoSgi}MCs6TKSxDJv`*%mKj-t&0uaG#)I>Mn*hN2=sjnko
zRZK)ACDH%Wl)Mc2Zwu+q1bnMA7gT+`^QUQEr*tXyeLQ+zBHrHKiM)>Vo}gAMs3d$P
z34&|3BHrIOdVr$?Nb*o(Hvd>g^%3iU2(o4%@u+=&4KlVUclczrb+x;?@4@<P6UA;m
z#y<;2<C$?!0-GfNX*WXY=~-(hcYpV?L`z27V+S>qgsTsS5!9d%h>Zp4Ax?C0F;hWF
ziI8rph`D*8ivxuf_OKy*AS0agw{j%g9s;^;YGz`R4m6SMe#clQO(|S~{Q=wVYO84}
zK|w)wuX7hz(ZJNyb1yG1c9(6PiAwXhS2TixTHFbsa$h(YE7Par<5Tyb@s3@2rc|4z
zucz11*7g=C4PVv(-K1z`Rcym8ARu7+y(1#_7FzONM>h@`?*px{yBxtcFfsFUbN#2L
zr`wJ|RU%$bh==#2v9WQ%Js~=pfS!>tr=Wly(33g;lVzhiLa}b#$n-<U4R!>CCez5G
z*=Ao~AG_(`gR)tGwg`YirK_tO%M=5MUD(SRPBy?Kbaiy3A09fD$yn_HL8HxG)E_G&
zH<y~%?t7q%fbD|VM1?VK<;Rcm!om<hw8DNRT0McBix18K%N+A>5n7vrLT*9ek~9kN
zu$Ojj!m_f^fyv3qq{yf!@g#x<*DF<hY7P!%kK(GTmnPkbyN#?75fKY}^^E>u;<mPB
z@yi{(y)qw70ZAE4O4Y~Q+tpPL*L?X>0_?+u<K4#GygbZ0oraU;#b#d=J<Tfg8S1rO
zo+49I(}noGr@UH-G}}w_a;79Q^43n`=yaJrdSzv$f{sr5n9xY{v**tVChU@k1(!V@
zxe!;!aBNytcwpUb;9>1MY+k+d0n{wsxcC4ku4mTuk_&pgno<H4P>`p}J`@VQQ`Nb}
z;I_B*+H$0|Rn#NaQNbeCn<99IO5)wkv(Bn9MeC|3Rm9@ff?t6^xsWmTA=BB!<h@Jj
z1ubWHds3L3T#{i!4cXb@M#b18^K^Lcq+##za`=G}BSF%VJ%l0v$de(xhmKI46c-Y1
zNvw6!mL@zw^i;%eOF_=R{xS*?-@;F!dS!hnFi(nSa=?=*<n_j`h}Gi0Nu!R};kYro
z_vN`)(G^1EJQ&qxuJtkQO>~sP6BZ2jn4hCSD;4r6TM1#4M~4@Y52$ITbM41Q)YkIa
z>Kn*4i6vsp0a@TFLb)u`sM&qfN6`wq?uFPW5F)(kP~<9qT)|@>1Vp{;OW{*lTlVp4
zo=y@L_`PtRLhq|VlWIg-A>6Tl*t7`xktZH<hiqu0yCltZnHZMSal(H-S4ua)+_i%`
zpw9U#N2T+jhvQT5ASu($+kp-Qtw_f{!YkqNePxT5prYj}{s42<W3QL8Oxtw|ki3Z-
zDBL{Bk1&T(ewE?(p5e?Pgky=4Lxh;@+Oy`kHj+O;uVd~K{ZJnFpNN7dtb_GQ1L;5M
zRZaQ#^!f+-_#`Fp@5^0yDIpDpf1oScJw;?VBgy{)u4w3Mjc*ReI}np%5^gy;e$ynD
zGWDGqP<x3Oyu=TsZRwi;DwR5KY5gau-isjmEuJEBkFW~g{!f_lH^%y3@t<a$)06)d
z6d~FO3=8{D3KcOnruk1e2Vp1UUyu&58d!+pZ{R4ln2M;YlK`T_d~XTuZ#+bt-wKlW
zOB{0k_y0=@EGxtNPYMKK>_54Sh}VJkKfQ5UA4B>Vm_+pEuM~Knlk?8Mn+~1lY28n+
zPX1L6BB|)6Uk4ld-?u}wLWK1kH6VYEJ)@>30RV@OCw3^mAX)XhVO@Iedki3uj?`ZF
zNB*_ubjaYyXo>RL+PMGf)xb4}D-r9T@bD*uw}V8WyuZG&u>oL2Zf_jP&0ovWFdK)*
zNBAYs<3C!x&hYu4H9_(Uz1HVv^@xRrK>sip?B6|>v2k|(&m%-ObAIyMT>;aJ`0>l&
zL*E8+X$D}#6qJ+*czAeV1<Hl8rwL$(z>aqoJ6l`*{Bg*nfclb4Z;3h*m6&+rMCtDb
zdM^lNY;5eQ{?~UIhTX9Te53--n;MCa_0cxQ%KQ*QckO2F8XVNqm55YKKtLcYc>CAt
zCV3UWu=<Y2emPLmTNSt-u*v!3Q$ZNm;eGh<?MR8XT))5(X>Y2)B$N>q1>_nu<buDm
zxbQ9XZKd%~wp2jVUW+$eKel~P$_#YFwk-EH%XFqGP2Azpx}vNQ!CBSk?!jiA-^PP9
zG?P20+k&PvQ%t4wFk}L8Z{-u}%&DO``po=5ZdhuWCu;_2;RY_QkP&f{QC>0dn2fq&
z#{D~!Q>NKmU0y8gfjmz6`IGr5Q<<!X2R~4*Rcpz<Ldm4Z$H#{U2JQ*+S&XqvG<w##
zFjG_e1F4;snOUx$T)>TeX?Z!g%GJ$n5Fk|3$tueQfj-yoh5<Naw@M^K?~1>D`*vY7
zHeh=1U#UFiy|Jk&owBkrf}D_vXL<6$oHfA&2(w^P#n5rd3D$5Z1T{XWXlcp*FS%TA
zHsQBiuHcxKr?p^dmvpo_%`ij4YJkDP!2tsnl`m^S_%ws50`Bi~a^4~%BhxZ5K@nW?
zjP%o|H)ksm5I6ClucwC~ZRKLYa$~ASvA#V`e|K-MO<NWhpaMKMcXxM1JG*j2YRE{^
zQ5wffJHKOlkYh#EN1~5ng5JFY-?V(}@hCVXB)_&+?YTm`<%@~-!|z*La;mDTcN)68
zy55(UzaZ6~8QtG^&?Wrf49Z=Ef#pN@Ve_Ox!+04Wc=6lov$8}#v`@a=Up`l!VXiXu
zA6@$BUsc5k>^cNz?TM^GK|vzwR&1^9$ziC>i&f=cr!7Y&g#u&itD%iOX1N8i#e&{)
zR8;k=!9jS@b86Ckva+9zczR#c_^iy{+N#Us8b#5cRFXg~pE<A7Nm>fI=KcREq30#j
zy6risvNiG;H0bN=GjevXKm>8b#l`O=ZLE>Dq%AJKw*S)Hhj&ggZ$H-we%H-eE|5Mh
zwZEo~LeS72N<vdie0~NBo2f4=l;YNxy$(&q^Q2Gm9R3GJWAPEPXtM~Nt+OQxd3&X;
zmCA<@GUo!T!fg3EFtprp_4O!+_adz`B6rYOHrj0CqKr{Aj_tJ(kHy6v%Bo%3<6IoA
zSeTh`T@9n3xDIT!i$#Ql;8!}wzt1WRDY!ccuk*~I6zO>I#%1Wh_`zUK)IvuaF<y%z
zQdJSt0HEZarrfYc;`6u`z6FoLh(T^LYH_o_B!bG`dxve1S61m)?8%VANmfwK?dZ*G
zkD<xUl*m7=0ab6RZ;Y9liI=vv?#Y_!qCTB8c8BNn*qt7IF8jW*xt)h_-MNvYdK5fQ
z;f)z7)^zVF-)g$jdW3%JH066?VzQCmW*wg*q>Zbh#>(J7a=G+KE&k4E;a;8?+Lhg=
z&4kVD`2JB19VPR2z(vl-xg{B;m$R>1zsc!Lf(;M2v@b~C1#S8`<ae>Tt9{ZKPRORd
z)tSI3yH9~pDXSx?ZY9-S4B7$ARZoG4fH&>BlJZw+u>x5a^_1q*JUG2G5veZjm0G;N
z=@_;8x(s%)*>$jEle3mfGl)Jam#ahJJfW#1O~^DUj4r)q+i{vjVWF-J>M8__n0(xE
z{r$NPh>uJ=9-Wa77aWfawEgiJnofT(;2kU?A#30)11|xyR5P5^kOfl8SlPSb&}Ob~
zqOQe(>QVzc8<oi@EAxH1DsW#gUhr&>T?*?UBQw$Hv{jnKMAQitXZ)Fu<xiHmnb#q1
z>?a8UEA)g-KB71$HvG;Ak$8)4^T^E;bK}wbjC<BxZYvX=?DV`k!jtcCcQWLx5+%6m
zD`E!i3s)1X2UmxZWV7%Th#sLrAkcT4ls?TwHpDk|)U}QuOLKes&RFeV9w<U>FVQlc
z!^7&}5~-;KQj8m#4i}T^ZSQpl_)0AuLD&bm3z4#<HaK)hoNkW{gsk;U*N17wOVLGK
za(<g^{r2{<!iK*sz$IjJE@`$q9opBpcKt5#FV+RY88@T)_*$B5z_YK^Yod7To;zH^
zpYk$u3^KW)yVSu7L#QLG>o6_(m7axpS~4|aS(I?Vg$C3$)Bj?en=6DMliORBst%<e
zeMLN{SJRp(3{@He-k!lK;@;u)YhP`!c$W9_+e1nlM$)~7twFDM)7KJ&4GKO1<6x~9
zvxlu;;3Z>|9{+{a@D5DKeS6&*9X=~$6r$#vHpLzKLLZHD48TX9TCeMrfcB1d)oy97
z^}5=Ps9AHKiGPpJ>s>W+232h}c_|f7<k~acztMsIF==G(%U}0GaQEm-ZE1G2h41RT
z1mJ0e@01Se049TXhO`ITv7t+?t;T5M<ey%Ey@B?#002l$-V36{RRuF&!wp%v`lR!Q
z_FHDv48L>-%1Tmq_qn;{9kODRk0;LDl)u%V?7sFSJ_n_H?Ryu{!2P_MhIgmR(p#AA
z;vuI#Q@77Y<($(>1M3ugepebmhz7TUHF0r$4_>M6mqM`Sz5B~sUJhRLuC+WNgDeb>
z>4~a}Sh?eb0rzbKL9&^H&(=_VuC&5wd+RckQsE!866RHzMt@hW(&`qNrYJCA6A?Q*
z)@T*F(>(u~(Nw`#+}U8I?{CMQb#(k)n;}$-;NTmyLOyWqE;@;;^`h#+5H^9!03|yo
zO0|Zp_(A(nK9au)Fhm{O{LH`y)|7A&cA1}Z1dkV1W1*Af_dZX0-im|qyMFSs4jc}?
z%+Eg}tBCyK6K?7HZU3V21?%6l)vQcp@;UoiRQfrc{N%9L^ZhW)$7>2(Hr{d(xE=f_
z8%RG`=CJPnKDYM;1jxG5kQu6P2f}B!ZG;LXE(`LH()vh6z*dRY91%`4Ac%zhF}IqU
zUqi4|F;@l~njUKNH`$q;(@9<pk4(-Eg<2&%R^s>GJbPqjy7hnx2_Xsnl2t@RMKe5v
z#vR@V<HT@9hSg#AQV?$3bklzPFf|jU;eB>-+n}Q*!7m(zm~3QO%8QkTUe|@Kt#<LK
zl7K={_{Qq8h;ynw6VAng+&E<bjP{Rd@9B9?JB#b`GSvDgHgF{_r;R6ihF^|l<<Ur`
z!$63Tan$c?1me)sRrGdv#x(PBnJ<VYKBU(PjcID#4{dhNQ$k&phK6$;qrlQ7MMXSO
zP?FGk->R*3*$${VJKF8E#mPVFiDpr#F3m5BnmO(zs`2@KRx_%q?sTQS(XL>4pI(q~
z&aY`Y1E&obPBLbwas7I8CmG$(hK^+X_h)+@_;=(lAJlt0Y`0T<Z4ZyD3u*l!V661u
zq5rA8r9EFmb!WXCE6P7J3W0}5PTV=wZ5lVNv+$X2a_c~?-+5$Du>DONm!z2K9s~l%
zL&#awa;aELa?Qc}$UoLu71TsnurZJ9T^d})SVmF5EA%o{cM9+Yj;N7f1A5xm@uv_M
z5rMQM$FhemcVW~GPaAQotKlBPHhvJi(mlE)U-!lSnt4$r3{?656C^h_zS3cN6c~J0
zQPg#;h(FOk?7%SH*J7cI1#v6?eQtu_titp1O!T7AYd}bB=0z-d3>+N)UC+|f_x4}<
zW`)tc;m@p7$-Ykv^(r(Ijv9ura<Tq-ePCdzjDa-gC-ePoP025Nm|t-|?1zvaH0nu_
zp19Y(kaeZ<tS*T*5Mx#&LH&Cmr9cRvoyA-OPobbJRK#Oybw49xaCKv4RYK)?5MjTz
zws-uWUlEq1t+8DRgFa9p<nc~bk&(W~MM#6loOPHAHvu#HQMiu*Yd}EMKYs1A?-gun
z<k{>dBVIo<5eZ|_%=~4l!zC<1MoZm0&_Gm9jRfiMo(znQVJx|CUtGR;Y;0vwN*Ef3
z8LhTuE=Td`(yoz;up#z(gDE2)C{R$=fSSpkk^O~q75Qp$k4zk~_{Bna91KU?l^h^B
z*f_aRCj5rV$8iQC)@t22za}&trGRA8WZKtm=lqD1^rFx>ns)9iX)iy&NOWx(M6V1)
zv$})X&*U3PX4mQPV5QMdy`{=qhOMFLM<1eXf^m0pCzhQ~AGDHQL?a29F|z&L8C~E4
z1K%o)-qhw3zuJFa9a4eMm>R1?cb!UF*W`~&Gb$@@cTwbg%1x*uExy&i5*oxBJ>#8B
zBn=7=hfkRiUcB-Wtm!I%eg!J*y$F;~z|bc3^yxi0Ik`ljj#-YEFTGg<K7l=Uk7FA^
zC}xh0y+W9w^K-<DBi@$d5t&RX6hnJdB#kehN@L{0g_%WHHx}omFozbt?2SI4!z%jK
zb`Z)Zy|x>*YsGbN;1JG!_YUhWn-La(Xh~gNZecj}fLU^w^*jnXINF+(D`_}P9Q&$$
zb*l1h66X|`??-b_Vpio<pL8fo_KXJ6#CVX2sO&?-n31TgEaM_W04c2jnmh(#&mbVD
z<Pa4s9+kwv?oxLrU<kE<(?V->wp14-#c9ISVcak-=>0tKf=Xi&GVz-NIkg)wj<y(q
z?>`p5ty)sXWc1>q9}IW1AKpvGn_oDYB-!hL!74^re-?htNESd`12zlT2i1y4-N`8_
zZEJw}Jv>b?9m);rr^T7g5DkEX$~hNIlU$_}iVkB}55?jFG96{}P^pL($2WeW?@{kW
z3d~JMYk44$djiGTRP^-p@4-2M&#k>M2&z{~Lc;i(G52nJ8sEkKP^ST_0${|aT^2)W
z){&R9=Qo2|0c7Ny!W^JL!{r?HVdI@$=j8LTml!WO8^zmC<$dtR-~Z%=lPZd5ZBcl!
zpv>%sqd}1&V6?37`J$L$1A}@Ng16T4*b#rM^MH>p$*SqX$?bSPVAU6$9Dcwi9mkXt
zK<)<rw4`2b^^k&s;;xWaeFu%jUn;NdYXvFnFYWD$Dk_Ax2?zp5_1mGhXUG3{+}b}?
z#NoDY($(908;1thhM31LJ5Y-i_*eCaC0P;_vLqCAb?<*09uBXot2-ut*hT#RVxPzF
zle3%L1e7<d#Sgu$mj9LiC<8MyAxybAqwTC0>iqO620*|;p2m@pkz(qulUQrrt_gq~
z(My_I20nVV<wXlKvrH<<9+bP(vdK>oK2Sf~zmRI*pmM9`L49v)K<~4w4_ti5=dLr%
zGb4bFY;!;70phmy`BL&gax!TKS035}8k!JJI=8*cim%Vj%nFV*EG>%$VmX#P4JoOp
z+E!fEu_!_o7W4{=i>bM|xL^pAkGhrc`Naht14DNv*Ge|9{01*}pCzWIGOfQpz`?=E
zMM1|2bQ~vlN&3LmzZrqhc6nysbGx4mEw{!jA38+8Ff>dbV>UEG(Q<Bwl2Nku1#Q;<
zU&P&$v)eym-@0$!fL;UO2Iw0lJM;AF;8qpqHK(U;k2`{oG+}(aylP{)<(eZ&-h>tv
z<mBWF6(2(MD$dX3_m}r^X5^~G#kbffWui4D_9sfl*_p>@^=3WZolu8S{L**>?EE?a
z|E%6gjNrO8KK;K4XiEE<RKPB~2%Q}Ng-y*nR+^&_bhDs$rwerMz-6+FC&9b$kXN$Q
zKX`@){GzU>P)nvFXgJ|*<II9@n5+aIdmZBilTF~$;JaVv^=;E%JOv`H>E-!J?2?M6
zV+>0?ICDU8l(0IKHxx~$2+z+;Eq~+=+}j9?(@nkd$NMzM9q5svuf2(yFSl_Myj>)g
zTNzIrX7lPy4WflS9VZ=FYiF>F$k><4Di^luMrCt{qC`6JY_Am=0%i_)R0<36Ws3za
zZfPz-c2kgNb3SO+jg-G@Fz^y^{4uO0)av|3AceniQSWru@}$oXb>kAakzh@So0pCR
z9s(MxxQkhB_T$UwXb?z41_OHd{4Ex6AcP)qQiIaNZAgYI=;oua8%B2+)x^NblP2Jm
z+gpZ#V*p|lUdI_2Y~Da$&RmO&V}RZppdcmZV&%UWw;sQ}aI&Rj10fUNVhF=QQ>|-?
zzEP0afoDrlWQg=vRQ#mVg6sy4vzP*$n5mt-hcog)RiBvX^T}N)oa=i>O;;(GyKzl{
zP04IF8<nHMwZ6azR_^bPB<mkJq^IQ7^C;&~Hj3z&g}vv{{))F?=0p3csA!P!TX*XU
zp1f|D&96Jb?uDyc)rj+--ra|h$-<W?2hJf-6q>Jhi7O?pcr#~0a=#9puHR6LNR@N$
zk)o92Y7hR-7dgTTCIewj!FY!h7R*W?T12+L*JAgr)|*UbD}io4liR^jk<YVii2pS#
z!sbDdAq0#H0S|nsiE5k(`MitBGzkdTWvD2>5&L|9>Q=|i2U}9?S@NE7Y_`&o98^O?
zK;{vIK>hj!ZfBrJ#ftZIlg5!WHmS^(H1*fWq!4@rh@F00`TZ$(;t2Gg1Ws8*ma?yC
zlu$6;1bzCx1U)6rES2PBS_Ud4!~%glU4__XECaWC+npq2G+%}ck_c>`n9Kp&Pfh5d
zLD!Ww+{qNS7;@t$>)nhaXp<Icxid$gSfDx(7DW$dQ0`CUkbYkFd8nLDF#|F{s4+Jg
z=+V^AUo-<!zn#;|yt7e-gH$34vDVg$_c;wAg1szq3QHKjwPEwEK>73PVrDPH%MUm0
zvHE~2`F!>3-Wt*Xz9Ehn73`Z~Ik(RWRH+)|goEYt4u;&X>b1U(?B+QRYJ9ASS|ZdQ
z;`-V=wat$PzFb4>x(jD0sekbt&1)saS&iBft@-`>qYoLor!RN+Y;y90?yGUN-~VKz
z!G7|oP99Wu04L`=f<uSGcP#`l-WadWt&SbHD3+x-&$xbcKeBo(-3~mb#%m=gI5+xt
z_1GKv?q2ZOAK$ZcR(3v*$@<Z|htf}BoJw)rAOlsn^;MzLN$KZ<(v2#->AdH)+ew2s
zfEV&+DuzL2kj#1N2@nSLWM{!v@D)6TQ=P5|U73cIpxg>iNs*BdE!@<W991XA+TEDB
zMPF!szhSXMjgJyBNbJ1VA%Hmy`UG-)HlupgzMCYc{#UFUSW4EzR0CY#<e$L<0Dt72
zRQ=vtI*)8WDe!KhT1&aL%8d5LqPH*?cL)<+mGCUvm{iqV5>aQQ>s|}5bK;q(25PBb
z>(2T)nV`qm9c}an&F$?0?}#pvB8fyUQ>{QVS!+dNNVBuaa%3r|<c4c-HNLw)dqgHo
zzCORYY8oPg<i`S-URJ$J1kU9+@sb>Mmo>Zg_V|<HGfm7Q0kx;<CET?mP_&;lB?~^r
zz?+T9Y7z-o@{^<pZN}98!44z`hXw%+O?Vi-KAE1;P07)TzhMAmy=USg=gY%&iS}#q
z20n!QRgv8^?Rau2=jJa_mtL}qNCIsFg4jr3zI-9F-Y=1W390Twu@7_E0us;%>YK!y
z9_ktlOho*HD>SGEG1#k|21*cNhlgsI`HC`WM&&stE}CjhrH|SK-?Ole%*rgpjxNPP
zK%L#){gie?2CrWFyecRYqNLTGZ%nKdz0+X)AV9$(olu#pa%i+JESx+-+*}e7uzn){
zQmWYv4(F@Xs9Q|SRj4SfZR0_Aaud+~>a+G*0E|jEMgSHf0k@C)UG@#N6u9xyvB_Dw
zmuVJm+N^Z38Yw9z?q1j%jKvQd?njM4A-_s;8K3~iXr1g&nH89t<pJ6%@g_yKsk*@+
zUr&FOQ5frrVq;<JiLc?{1l~Vm2Bnri@dY2-!(<K3j~Dr!xz(&h1_w~e0&7zmf%{1#
zZs>mpqz*y*cbx{ATZb|5%rg~<hP(%8Ljx?@W@c;I{Z)h!so^r_4Jd!ljRcgGu5vfw
z;epbt>F4Cdee42sN^8qc^SE%|*XY?LyIl5t<)61%LmmG(@(&Kt1*E?}{L*lxe{xzG
zT%CU;j<44-IsLZ0>#oUA2K^u=t67opuaF1f<MnZaU&h?_mg7nkVp8MxHpWNO0-n_T
zpVWzxQuN0zihRr5Y4J+EnTd+1gLz0-!BJ-Za?3q{qH+M59YiTND^mH@p2_Q;ph+Rp
z&`W@pGM{*nXQLZ@<Ky|9HhAlGenoe75}3PhY9+$faO@A@*zdp_U`Bjac<#)*ei@?*
z@{<IT&{!mM?)1>zgvt@BUvS0;JKx+iPbPrAZO`8EJEW^;Jpzw%P)%!AYIc(&ZU)Fz
zHhMpwH-}ktbXN(VyzE8_^<CDEfLrJ%ky_!()?cT;CEUrqD0%R1q~k*+`9EACC<Y_L
zE;;0sa|sQ;sn3^x<hHYQ%4Dojj#kawcurbwUc~kH$V6mhLLIv7FUM<pSf`h+It!eg
zDUtb251&>nTbq-jMr)ckApQO5fLkI*(Q7e7s=#_9U0xgaE+NTNHxY>jce^%%J)Lmn
z$q+H7+?Pa8%mx1W4$yZPQg*u_Z|o)gqbe%!SFaNvY<3QRxhciVE41BJG~w8K_m3}B
zS&UQ0>}mvT)-~kBD&)I~ayFbLQXKyny7gtRn)7?GekQ8KfSTN|*@kfHxO;IZvww_C
z%PR~NL$XA~YQXg>cq!vw0E-wtc<eg}GT|m(MiXrUW39I_bwE)0gP-kwo}7+hN+DoK
zZK|0srM6@V9&!6?GoIGHKoXr>D@?oViqdAl3QNqwNhh!KHXN!GV)L`Pv1~ma<B*=M
zb+E-1IpX$DYBn%7md-lAq&iTN|AtuG4$Iq5vLy`$&kVj?b5$p`Wz6)E7*xYW^!<Sy
zB#u#C0{ANRBDXrDXwuj_<JN?yfhJEtO#BQKrtBa@o}R9iD4R30a7yiOz0>s*BYZHB
zT9^kSf=5+DAi&ult#AOlf-}wI1F~T{u+@bij#MLTC*Wk^!1{Pa{)Z1oZ#IF-!@H7f
zPs_y>CwO_R&ucRWX*m5+NI*tb<Tm-_>e;hr5fa5)P+p&=A=9H03%8?yk1Z|il!Iw%
z6Ls*`ePrdPNfR}5Y(x?V8X`C&n*(rOD)22l2Ud;rrS7<>>T0eAaMYurxWBuwpuhy=
zXom^Yyr7Qx1mjdXQpt2}De2yailix1!4h4M@(G8+d!JvYYM>06$$N3jXa^R_vSrbe
z1MOq_*7*0GkkP}lT*0=_QmrsjjpgCv3mFAR4c8CY(!4KuWKwvQ9gqS70z!gXD8Q-m
zAM5K%WlM8Px_O$puqMS@eslxsO>Dv)nMe67*3StLsm0b3)6>}jYQ({kIimJIkoLp-
z_cx&=e0J0GqYoc0V_M1~{6V!|C-%ulN6jd>1K^C2Xc+(Q)3n*4i3uqX65IKGYCqN1
zN-aTt)SRhMH^`yNaS_&9Ai~y!+X0#%k%Bqn&y5(+ng+zWTG~gC-f6im-L|u}%>Yg!
zc?AVLfrDX1%CJ(d|JCm_(c~?}!Nmo<J`@OP*J)$o;Yd(e7~!m{yu3~VIM0#6!OkAo
zzYB>588PHYPft%QX?M3LYAB3cK<ztyd21(%1|q;xralKz?$uWu#@2`);3j_D{C1`G
z`<4P)tIae6lV|!nuSHU#O|*GFT|we<w0fpE8sgs}CgRle8aT}w0{;Ox+%H}gC}g*8
zQGWdXKM*s9=?-~#>+cvd_{blN7{n48hwmMDJ8lbKf<7Aelbe~EW`LurK)B4Bu5%7K
z`jnJ<qzjBl3mj_z>(dGLpS4X+)Y#{_gbB3+(|JhKRApLJ6xIInu+R7J1~6)I>lyEn
z_-8UQx6=xXif&Jo=hl~C;Sw$M?^O{A-T{@7lBT8%a6e|sNSz&{eVLt20~W<cZuYWf
zFLi-jGa6{<Hz5t)LGU62NTQ`3;)Y{Ck*2eBZca{+{tOIue`L{;!3~#;S7|-YuA+5q
z6CA%4`-*~s(so&v`&>^ib0BuIXZ!JreoObKq7SytNgKsS;PnJ=1lTz_Z#0~^pSZ^Z
zVn~;8+VXIFzEw$ETMis<*P8|Yr~X*Ws9BZ$<ypi*p05l2z-FcXm%Ax>rsYp_lZSl=
zZkv&7-8ml?Hui1YDhgmVc46RYRgonYWiIN@1>E{aw+kj-_a2>zYU{K%BUKbIF-+!P
zxdK0MnP-eWN<%s3-mVcZ8wXJH_|x1^5%fypm~<@7{+hL7*h(OHnS(9%oTswI%aRq0
zMl@QtG~j`nW$xzDv#VaayVkoQzesA!DkM@S>b_v0$NYq*)aBf7F>vPmWRJ1Cr1l5B
zE=!?GiQpz%@>cuT9dJzeRV?ED2M*xf3qgLvlVbDr$rLx%zi;~*Wc{>6t*7sHc1O4x
zE0PP8n&F0qU}pDUdfZ(lCf=`#ty9^|j+wk++V>vAZ8iA1)0H5Vc@Zi|irr5&HB)Tt
zHdf={1(@+E9F5YdbxuWw#O|HviF@a6e&}AMD?Mv;+bNi{4WO`p?6K1F+Q}Q@2!nYB
zeETqNFE-kiW;isdRxCsXdr?eNQV!dkH8v=!L_}x6|8&?~Ct_OM9Z|Oq+Fq66ntmWs
z%1<A!`q2b$8X(NrgA-32Jj8L=&pT(})fQjw-6SVK-p6$I<7VaG+WML-wR2vt5RvUn
zs=4LM@@Oio@2+6r7_%Z3;XsF)IT9i=Mv^w8V%`bV2z)3V8|dY{Nuph06l$o0v0`pR
z(S+<g4ce}D02m|K1G$e!$9NkYA^m2<+}t@wDk5prn|kX9D_$t{ditlE)`NV|;v?Z2
zT{p@iko74n8PoZUv9s<`oP~~Y){dAVN+|#wJErWq87W($_x8D0qoUYvgLi#M0>{bn
z<2C!E?Od58F*^pDaKsBWZU<EhH_`gNAdO*mPQWi*$^9X8O5-<!V)!Hc=3Qb#Cam6?
zq{A<8wZfkPo)V~O0*WtZMUrrn%o}>iHi&T2Ve_yUF4A694|7qb%8yyHw2<bppTgpj
z32Dt)++OF`uV^oxhhNrtlWAJ3+iICT5Jz=+VW^)JPc^0`Z2p^!3Ds!0>P}gPHLdW;
z@ApR>RNb~>>T~E_^=sQx@fHx%O#Whuo?cn|E4dF`BZn^rMh{oXyJ^Kd%=}KvT`*H+
z)RO%Qfz3phLiby}&Yt6<|8<z=FLdlc(Yf&ypxr?DWy(zoF$G_(zrOXge<+kG?G|$?
zvwEC<++DlB%z9`ezJ<sG*HT}!<DJ-z;sxBjScAJw`T;&1k-k4xr2BhybB@}5eE93~
zpMd)A9_d8lLZZ>*ybs`Log;!BIMfSIL)YY`d&#eT809KxsgC@6r?$T=LcfmI^}?E-
z?X(c!%{_y@q55GdXT@!gQNzmz`zjjqIluakdx$)J8o20m#XA7kmK>Q(6+?G}i7#et
z+(Lab@>7Wa3uk=({Fzkh<ns^e2?cqoTJM!?iSVp>6Su+^8Ds2+#x$7}Y~3c-wne>F
zn7{W1xO-<aqO}`Z`41+)x3mx}ue<_K|9$mcES!UknyjoZdxYLyW#dj6|2zl?jj!}u
zk4OdDRBd)aG`DA8dfEH~o3yuhM0l34)wqDSS?Oox3)HCq1utXWB3jb*)#c~*5<FT*
zC0VOQ)SY;j><kYzhMhc2Q!F!mexFVeu<u)GuU293Sx^FJhL=(;JasGVWi-aU?d|F{
zcixqYWR3gR*{{DO8(PN7es+zj+@D@0)4r=SKNROH-ryNE7EaFaK2pv=pmFbi4pT*$
zA^+>J!%sD7?%KIS`a8443A&zsKUtEyH;NuC_1XIeHKkcGXM(z<C<$2RozM~WJ1EEa
zl#aIEE@pPVHTUPHg=SXADl`+f#?a0+|3DV`eL)iw6W6LV)|SZ(2S(}cmr%irII8<u
zC6R<CwVno`-~97&O-xQYmYfsT1?M*miBV;po4UNA;9-TPSCeP@7}EqO#0A0MR*tOv
zd50%Yp46&bM!ln?%k%~vA^)TwTcgoeKqmfj^v~8aGke%r;4$mvXcMaPRJ)g6LN8}6
zW1d(yu<%lc8{x3r!1!YkOxLN5cG;5?*^iVyA^5TO1PYxw7{PZ2+x+{kkO!4b!EYNE
z;x+&q7f+KKzQB|X9gc@Q=EIOgy3+Tn^#Q0<@+V4R{lbr4NUoZsDj{j6PCM3~VwC$P
z0t>EcEns)n^FW$lTS@Yo=<hQpBZHD=*R54wM<;jQV4(NNwYDZ4aeadXQVr8RNu;<7
z2Qx>c-`3#38!AaC{Dmv@@H|oZiL9(xoE(%&b)ay@ZFwY1K{%D_Q+mM_4*PG9Je_3A
zx~~H3G7$UFpA*f<L*u55+>P56e)XTMbSnIS7&Y@#i~`k4tzu(NLzLiz8To~KTeM5$
zb%7rn7*kH{H;#9zMCc1lH%E<s4@++Z+z;WhC(O=d89=KF#@WxT@b7+nEZXnJha7e5
zwW*n2U_74DNo}&1C))2T*TmEmma@A=N_K8L{+(L^qDBo=tSp<go{WVppo`My3)DdW
z*c!sZKE=_qny(m)E^X{>Gf|`To^kHyR#Ua$H9x!lWO!s;ocYRbm-gOogHF6jNSN0>
z$h?vxA@z7KVCKN-0XUBUAF1fA@d4A3_v337elhMJOJSx#ovX`!X7)#l_zRrNfvg!Q
zMi?47-l`lR88aXC1o`|EbDFn5OsNS2n@Tk4yd?gjA65xET;Rqh7RHfCOcU0Gd-#y%
z4Ddn#_WSqmKOyX@c5)ajY$CtaUy>Sok7=JZldyp-0rRUwR6rpc8EsJ>87hZo@t@(_
z!2vFE($5+UM5&n17Xt9lJFo`~Zm`LS>)Uo&HTe;-v^v_qt<3c6Z{IGz?pFKE#$SIP
z!gK0;u`jl36Qe()-SC4Er3+)H-}#QBsQH#G$8S^Qzmy~(`DLmJ7z;kKU}qV$bUq^?
zeeNgf`5tKKjT6dPoe&5PCc<{J*d8{j<SM)1y^}{Oy_pskz|i?_#H|~7C6HdB8TSm1
z=Ks&s2;;M|v2iG0uJ|o|+<HppT33gGF7NblM4g)HE`>~SpX^70CV!mR5sD+h-};g`
zFg%={zY72!!09*kooL2kYSsxDdwbalbh@56Xuf~lAiM`j1H2H0Xl845^;r~+TrPss
zTeC+{<nY`CA@9cNNsJHeqoXQpCsoTYVX;&6k2fYAhwwWwO!BMWY4CO?vz?ksWY9hw
zCNueIKtl;4ZNAO$67l{kao|F~2Mz=d#6Q+I0WUjIdim1nb3gE04qky*1i|)Khm_43
zN}=GCsR{Ko@E^gNLTJ9oi}}zHBQYMtMzHx~XJUBE6<C?&Z5_ps@BIq8VmNaZ{esfq
zjWYs_;GIDd?}(ms$1&4bTU)zb9E_fwKL-YBO|O%s{Q*&21-;D2nY_>*AUtuL%vicA
z@9P^8^YGzatYZD2+Riers&;Glix5;w6a-m>qJ$_QNVke04T43BNJw`Jh;)f4-Ah90
zE|*9sCEXp;-5qBveD?F~-#+_2=hORHT(IW6=RNN+#&!L#-+cE~XIXEsHOp_*`f`l#
zexX&azVl}zc`%MBDlBX(G8r&{=6={q5OI!g{tQI!9}J2f?<#=U8f63{)lVaBe^+k@
zD|I81-}>3(v^Y7!&fj$@Fg<Ustrr|{&Xspc<)M>)cy|*P!cF<ET_HORC&jtgg@g_w
zCJ)N8+cbgukcwd;foi%fd--XZ^=BWlEnS!@PW=9Twc#whRpX<gqw8B*g7HXbWy@_B
z&(HroE{q7Rfce$`SLj+WlcMJxYJ~(S&-EA$Mu14&6tu2WkFW>)SkiYxFwSCZ@XJbT
zm#@;(iw_h0yCd{|R#q0*^D5k2HbEgUK_w+5To$ljNqB0vvofZGUR$#qd#Vt{CAGk7
zL<_ZCjKQ!S<Mr!O1s{u>%-I<2>Whnu{r{+2jb^>ZbQfT+_2~ic^(WZs6lG)xPT}Gz
zs;kGmY`1M*)XfA-*-g#-VQ1sr^{-lAStqmN{;J?&h~J%5aB1eCXf^o1yr5R)cWdh8
zNGOtIBz8`#{r*SR8Z|gLC?5S`D|ZpRpvsRQhut@mmrVPAc|n`y<S??<7=3ok7|m}O
znr`I#kAMN8xn5@6;jBzXNy)qw%>9zDq3J&zDjDf{qQ8FzUf2RP1asK>HcLh9e=p-u
zD3qtk+P>e3q;+#;<y`zr4KSCy$eL*iae-msk2uGCqP!+hs&Y)d_yJWMIT|d=Kko7K
z<}|IXK5oBXHgFTltKR>yY$GF&M7azO2l=V5+1VwP70LI1cqF}4sE3@i!lR@3%NXkO
zaAH?{`gC`6v7x^eZoJ*DbDg+^gkKAClDhIQ|H=-xt0<7>n1m$>Yl0OQTI2X4t$EV<
zkvFuS@)-AuDW}R8-mCy^=FD`wYtg|d*-ljrMHGdWa|p(09j4*3*)>jI@T%*JW`&2s
z%7LOblQ+q=c-#}`Xnf8tZu-TTG|~0Q_|G|IkxMb$0jBXE#U<{VpaZKi>5Nm^Z7+71
z=#wOuH`B0%{dqLOg)ui*6Bq(h!yy~2^&z1Vj_XQHr(QSNEens8-~JXI&1)7{lK;CF
zWbSg%&?&Xg8bsT8qb}Su*v40+m^9U39qxa3BStiCeS7aVUTB-5ni=Yri$U7XzLBlx
z%S(T4px1~m+g-Ova|HKw*h^}b$)2IBZ_ZK=PoKN#o%*r%6otCjZM|RTTKMzu1LPjP
zK%!SrrR4|5%{21EOJ$AD2;zoWDLs61{X0ZmJjF&sAgh_-E&F=j@=Qc}R+;pKoOw_+
z*xlGIN$pi`<%7z#P3~8zv-Gfp9UsM;*;48m{N@fNf7k4$q`fd=DtKK|1o8$Ca#6jS
zGr5+8jb^rZM?%A5M&@w`bQRdD>4abh#gU?S`}O7&!3<C=QZR+$#Dk!T%xC#OId8qa
zcO*^EVJ_=9A61O+-GH1KlAFRJa*d9rZ?K~zE!^O-<Xth7EO-CwM0Cv$!C5?L>2JUB
zv&?2*ey5Lj#JNL06T9e*q+lPCcBDXeQ*&;Hv#qcGxpjXVK_RKqJu{T0WBX-CqZhQ9
zqH~D9j<FBOuyEI^C&?F@_SM#Y-0$mXiaZkG^$ZB0azuW-?psNp=L~w8v+2<Zg$<x_
z`)j~qzY-*TJ?&MJWbj3oZ~C^J48)vU>Lpv<19dwNWo^Art%g_kGR_)ga)K7^Pg5K>
z`Bu8{%p7Oi5Z&^plp=X)kj<p0GQ4ZcO&xZd*)W~d{<j0xyP#s;srHn6k0vIk?kXHw
zaPcFpNAVSdXC)gejq9=!*j&20@c|iuIcd13-ps=<B@f)#p;|A{b`@ri9KUyKBwKhB
zPw!_9-urCt8!&894wXEut3=vc1f?Yg)4=7fZ<xy+D_Q<pt-su$|J}JVXUnfm71c_)
z-ovA=B_K2VAfEp_T&eT4p$aZWv3<f%kW*xQQOqDyF|06K+BNZe>8`>7mPW-^H*#Z`
z=wRKQ^8pI<j~MwYj2RwO`fWJxE$>y2?_Qt?PU+SDAdJ;7OJJ9f7YhTUE20Roo)d{%
zRMe|{6B7{?DOasRNudfCz4Ni60u6ctVW-sQh#Z+XI=z#yg+8PG4U9~=bswJjw{MWT
zp8p745k1_PuqA(?iH7DnwV1Xj`pyU+KfhA{sP?L}8ZEV0;fbF44^INz@%Uc@_rh$;
zwlb~1yfQ|$abRt1{CJ_b_9MvABlPwakp~AuVI=s9tS4&k6Yd4Bf<g<H%eT*&9;VKA
zNSd1_3AaQ^948xmCnlG4^0(@Lif!T@zBo|AH+Rx3WPU)rKw|v2a`@J(PUdt`wVrl)
zf6alr6)&G)bjIj11N!^8-z#&&hZBwoNwzPbTIbaSnbR|{+CL-y`M)_f^N-U-YKPF_
z=rZ4;sYjs|sW;G0L%K?DDS9Q%%wLt1@pX(M)(y!W+~yDiU}--ga#Sm-_S_}V9Dd;B
zH^*F48!J-s{A^(GZM#ye1PZTH(f+2@z)G39gc;F+WJSU7a3RmJY+^DnNsYB?B=qrt
zAxmJu*&Ma~fGpmexa;?-e~b_k;wqi`=b~2*l)HLH$uWj9uQ?wP%wNyW^BsSKHk=Gp
zHZ+LH9vUzZM^}E2<m(k;7##DH_+o6}`N<aVpY;QFkJ%pW-~o}rJKL}G)P5~DDx0`i
zc5wY#d(MP*H(_RPKz%~-GGE%|e%ICfy$Bc~C%6)sqUk3cyT_UeS_?NBG1|~=yZVjp
zaW1L}z^HW~X6%H;tZ{G<8-Dz1mk=L8Y^0mr=x-D?J8MSLnmXWLGY|SSa0pn05wPTB
z4u2O>oi0`B@SZ(Ic{&OE&w_OWkjz_vg8bIow6~OFY_fNZ{jpnapw8vuvTx1jYTJtJ
zePT4}^%AzqLOa_#rh@ZCU=?h{!RWQWq&F$Q{Mc34im!HdW-+i-rLUJUOpcaX7WS^Y
zs27SOE!~bdHU;uB(n(@wyqFQB%MY8hM~3=ncgH_Zql&lW7H!&6QZeY)K{2aX+jc!4
zrd+LuRu4h*O$i38vAW)Kyu7?KpOd<cE7VbIwZAyqhyrvbx4MvN_!}q7n;fcs`YT7?
zF3B51-ySN_-+Qj(d`<&Iy;DI!*LW#(8G1cd;eGS6Ji#op6#10TZMVysh{#LD7W?n}
zQ+|Kf@<ufC)$Ayq36=KX$YhnFPE&`GYR{Q*UyG_$8Q+asrJURF>PmqQ!99KQ!pC}_
z$3_r26~kgQf7J3gDd~;kr@G`YT6s9?`=4i1KMt5)T$FbUM>bK4_~-?mW{NKpin4HI
z>BMj6WaJV1a7*Cf0KG)9<S9qPp=$_44(uHp{xAw*$uvuT^M$b?+c?SjNUiHynPq;%
z-2KF<xRP=K<yY2jGvl!#)Qm@Ew2R|SO~T#$xLXWDgF?cW6cvoj?4Dp=N9F#n?$chT
z7TcdA0`dc9C0%Y%!8FqhHT-=ZGrKxGvoN_$^Vu*lZ||ajz+=>t-ae#2UAUL$etX&s
zBIKBhz9C*nUBgjhWQ1<$+be8zVOx|dz8?;snd}F@%v;2N?d=IzU@JKnQeHKu*QmAh
z9=?w3k3v?JwpQts3w(BGP1)qhE=;hd==c+ConK%3d20W3D!WLHq_y2<ct*y}iN&<j
z8{HD~tE+c5ro7aDolbf`{Qc-;T`;#L_`ff^*zfu&D6f%fM$rMatJEe&PQ<iqYGY@S
zvVtJ-+t^N8K`8hUu6%+D#P96Hv?kf58L31O+6m{g^0WvE{fBQHF4x5+sVXfDwp?J4
zK_K=J#0ef%q+d4%S^71e%IpVqo~g~=XC8<%SL%<r%<f0DcG1<rudq&x-A`a{5C%u-
zs!r?-4EGC{v0K&T$_98wFlGy7&6gKUnldkz=6rwch_jD_hRrg;<DFXDg9_b`%8sVo
zCXJcrHHwAD*q%05BdL~T?%j2P^FTIpR?NA%dq)EPLO_(fVu$Z2Bc(79$H^zo=N3);
zs0vHvj+wUB$x`aP4l<mANpteU56|R9X_y65%=5+<0t41kEkGsC$s$HrLP<3x6K9Gh
zDQiW7nVSn(D4EgEDHDoqRTVCsm%UMR@ihLqUah}B@R=|=6J+{^5?5Rb_fK~fTR$DP
zvawB)I#bDI^T3BWwMtoL*Pd@_%*w)oQ1a2mlh2{0raxLU(4N5R|Lb%3BJDTaDnSy4
zg2B$0%*?J&HxfZu{n)rZwZ)c9>CU74mktr}_)V0w61U&uw;A5M7a~UN=3zOdEb41I
z%9|DU)>IquUFul{dwfc8KykX(c*&J(XGYzT*$0+B;5@uJ)$kG{8vELLy3Aai5Vnz<
zi)jPkYm4GCeBa%4i?CHqEi(i^Eo&IzD9BkTw`l!aaA4s`*c`#F{X(9B^_buLwa8P`
zXFS{-Z`tJhldUAhLBW2YL8YNl+d_?<P@GW|C?saHiPt(1;;=ex{AE52TaSGd@ue<t
z4bO2R{SXSzNc*Nr^!mfAvkLlziO}uhJP-9$`-xH2D1Gxo&G95wcVWT2smiyj7#V!t
zM|-E=#p;i~5fCSwH6Pz55Y_8IR?wti<YTRsZQqb7B#F?~=cKQ!tW@Q#R1`BaDV%b2
zJ9B0D!;Lwt$8bW6sOXM^RfL6JY_uAo`vj5^jzC@a*owx!<^f)zbUU)PfYcseby3?R
z%-G=@dY#Zw_w|?Ov7%Gp+5hvAi-nJqFiYrjFV!wa&Hs!~@u31ZCj6%DVncPempd~5
zUE|Er@*DUMd+OU=PqdOjIH;_s_|E<p*h1gVr*j`K#on-OU8Gw&r<@C#e;-meGd6kD
z6%S`_6C^^+<!Bm_M0*(_L0K0Pq9u2u_+l%8QT_}l3JXNi?{;oX3RIw1YocVwR}-ux
z?zcufUFUl5HIJ>Ct8;3|rbnZ|dDn96Kp3N}cG@zwNTs-Fd!QnXk>+|5P_zS4`)&13
z%>{*4j7-^Sdnp-EJY54V9r;6hcf4kn#)K*c^odc?%~W@nvdT7#AL#?9<6jpbE{4)L
zl7iB~ZL0^_i$60YNE55EQGN7q?-p9@;3xlz75)3G2Q%$bxz=rODMK#&;`I^|abt2Q
z0iy-&u(($SP92~-=Z^s@{^HUkIT9&TJnVR5$Zo`i>CjnUKh+0!ZJL5r^^+=%7~8}_
z|6cXRL~$gLfu{!!dy-!m>R?-{I9krMUXhlSEl@Qwe<fz-V&KvZ%N|+XlO5+HBu2i0
zSA_3KC*$Cf?z04rmH42Ih$L<}cX++s^`Rd117=l*X-d+Z-Ye5%E!@_|CeNv0|MNIC
zTV!2r<jUjXei2lgzBUwp>#z^EN6em0EiBwDv*86?b+!o?H@6aaN#pC`xdgh^_q!w?
zwwl?>wnH`Gp%1Y?EDs^wsG*ZkcH@=U-;@AwiF`i`HhMFW+YTomr_RBR^0baC+I`V|
zSPxF9v-RBgGqG}|^rO{pcS<_mNab=l>EaTdStqw~ajN1dZurTwr?*Y&2tz*1sgR^7
z!rRHdyu8)q_G0{gsv3SyQqo=Vm8$As8iv~J+qZA;7X|_|H9RRP>1{_Z^1n%~g%<yN
z2gTn<_m2Cn8^FcFwsdJfNxBN$y~MCc@9gyG3vaAoNi5Zu#<bGr6YNJBN-{WQa8P~B
z-15mLc!fRl8_k^@E{$k#{6*Emz|!sP>{f-PHD8E}<L>V5J+!qgvXA|ntMyM81xXeD
zVANpdL~?yH4_^(ApfL(6SbLp61>Mag|JdzVDQW5RCX*&NLi#}0Kc>FUQ`$7x)J%AZ
zQ=D%YdN`!nOn>y&iD6+EEhsKfP)GuJ?&7kADHHq1SBHH2Cdc*M$(Hrkt3?<z=J4+p
zj@{ke@nz`4F*7lF14FUyU!aeOhzQEu;|vb)lCy}^+9_tR8a3=UoU{S{%P_omYlrye
ziRfCvr`bwpt>D4eZ1sS!#W$N%ND>B)*m4<ATo;FiUI3WbzYW6Iom0O48%@jN?;gs|
zn_8;>pnME%((;<d<aq!5DUo<W`KS)DE%IODaoSmV4)7Nyc6RpMWxwGV&C35q`B3|B
zln-akQE#1mzv0Bh#PP%!WG{@t*H>o^^D}shUyOWnxfuPD2zV#u8J9+=^M*4#fwV<D
z`dd*&_gkf48~+>8mfGZf{x`1a&c>*rCJH|~+sTe!?*uGl`@GD9_>TU8e>ko?;Qt3;
z%k{Q|h@|dE?)JO@#)eD|yLDm$+vLU$9m73sEf#kEyR1J7CrCLoGX}!xIBpNezK;=N
z&TscD>bCb=8aY)TrxF$}=U(mgEbEci9Jbzzm#9AQT!2KSEAJrAX(<u<8+|$mmsOB$
zcK~Yr`Wkj$$sQ7GA{5P?*bVc8vZYLG>6T1Jk|+AAwte<d+}I4X2t=*br=rLdwnL=}
zyk+|p^-dhz@9voTIT~p>yUHDzq#^^_T;a{yHl2pYYA6YcoFxf{oYZE!8tG0ccddN=
z*Yt6~*BL{+1}V6UfGgpMLr%gFUAN-nlM0DBMpRVc3C6!_ezfO%eiwHR0XsqALy~ur
zd&zVX{FF}fM8?5Nn^`8NsXxq8Iz%f5nPMs;>z@})1<l%89ChBskih);RnWGJs*Rk)
zzt`rMNGs#aJC}hjox*L@?Zd|Jq}<mkO`zE)4q`v9x)zVegSS4m<Gsj{bRAowNuX_2
z6IE3}Qn4Jd+{VU&Gpeya>87c{VnX^zFMW#HWZXAzSJC%JPF>=pSk}7072;IK_A=T(
zk&U-Zr9_*aKU@LB%f;pOy5S`c@sfo`91<Zhpc$3b8I2w}zBX?TM86j`v)7MKo36g<
zBKpmOCD12N!RPT~3{wf&Rn#IJMGwN+hjSB(mvhpGzZX%;ErYc?WU3JQ^w?hqXF{V>
z+CC~@5SK4Tp~~-E#`JB(+YjC|$h^H;E7eKer;O)ip2yDQ$ntfgU55V7{<uH8h@K#(
znSS`2?l{MR_`BBQrB5K=m{^{bHq*H6JATjEc#lRRVfr#10v)I`(Bbvg?*l0tLFF{*
z26gWfGi|kiPj*I<Ooy|vCOVxW!80!VQCw8yG-7!Pji)bLHL@1_C`kxC1u4YJ1DaE`
zqpMTVW~!R&X$rKB?d#8trh^^k%5gTjvaU`{jf=Bu@rQsPrtd&7z>RZ_T+9sB$3yW}
zl<9{v>7ib*L#I$qJmx#!U&g#67Cjb|2EvUt(Yf~L1AU3EMYd+*q)CeOzE@z+yiKAs
zP35ZW9g%7aI8fy=JJc_n{%=Fd^rnxo5POxnoW5n>Vp1x3jkDRJ9)w<tX~iPe79Hb1
zIQrJ0t~DF<Ov<`#hti3bVs@<TA>!o1Q}R3@b79RgNsRR@{8AwE*qqIMxM&JSoE)D$
z((^B%t#|DOgzJUOWq3vrTOM;idCJyNH1yB+lPub-%l$r<z5JnxV~yCb#U0qPwo1HI
zKea|WgI82B{N1(=@ZK*k2$%FzFO;swJm*?BDDw*Vj<taAs)d&Pwau&hjzrj2=?fXk
zwLs!?25~~Ml8IAuo9QU`4Bq4WX4**I?s8PV|I*XkSgHYm>#SEIOogmY*Ar5I4_(=9
z*5R1(NVRt|t$b=R4Z1rVPl7s2x!kV}j8LJ_zQIo5Xnfs}7;r#^5hv(V1d#T)M7rbH
zV@uDg&bXr-T#J8EN~2y(P+@&y5Ncs{8<r?Cp(A+`LQt1cX`o#WkDEt^qyEH`jtW<<
z7S@B610^V%<nnOvS8!2oOS|^r5l0N%0&b@KNRNxgzMQ#y80L^d=10>}v#q*;Og%Gj
ztPWhf?J`(e6*KKx8Nm$7*Qfvl^>-0_SD9~V$JO_~$D?%#OH0LA)T%toF}1hLtEMwk
z>dIW{8SZ(F6Y^Qb6j0I$E5_{~B|P{s8j0rH(<dA4+PG^WcUySxV`=ZCaK5+lLq0#@
zfvE3d)~V@dHo8;0g$l`92&<gSDU`%u&%g^ZcBD|@ZW};a{aBY|r)GE^Dgo<(U1<OC
z4n`1sX7!GBlc7hKC=1?YMm!s`#NwEkFDA#?NXq;-X^Fg)lzFp<oyGWRFdzpP%528i
zRJ$zZ14uY!=4QY?wtBE^rCj%HO-W2OS3lUn9I$>8#fw%FZ~fooL(|7Vfz<ErfSTE@
zTe|H|Po4*+ZB%|7S~}F=yhOz3CTu?*Eju0=33j>!3yVAb)Z_@a=ciXU6G~B6f2{X(
z1B`|rL8+H8{X#2R8O=tGltU%q)EU6?`8jp(<3@+Or3LTnZR6iVL}^l>4eOS>Mb@e|
zqN-(AwtE{oGbvXKn`{j}e#JO}xiMM;z&D)75ndLsqr3zLSYgZKh(^ZRwoyg8%pl(@
zm{IUaNinZB4>d-V5MP8qne0Zlmryx85tw@!bxAbrb?o&xcCa}5M7g4|@N<w({_}OU
zL!PG9>J_%BB_+K_T2Rv9^ljN-{Hoi$(@HOlyaUx3*uhM`tn9gdkl#SX+&U0=Bvf6(
z{dx?sHL9RboCwNYlOR0A_ncp{#217~Y*=XuEREb@@FgY<2R~M{3#`;vX?g6z?l`@H
zitzPJ1scAkRlYrQL1mW~kd8l!O2@x*r$)DkW*>*$&|^Ssbs#B~m$!MQl?^r0nfIJ0
zJMB3+%@O65iQ3SLSPb%V?=82>KDk~490lL(odagV8nRy{EpI2@DnM`I{cMj$xi-2s
zleU-%J25+yl)VeV{Azzf&f|Dmv2noPesu3G3NI(n;OL|NxU-zieCCB2+C6t;YDUY!
z<;D+O2N1_hvKW{U!7m;2+kO408UlpS>^Q9h?#51So%S4}E8SmT^~Y(M<lEMtZDwfQ
zS3$YP>`yP9-NrwQkbCgpfg6Syi1%vXIap^aDXq+EI!0*DoicJi+`#+UifpU+jcGNX
z7*K(!>&t4qUlbV=KOqZE&363(f8%zxXO*S6j`4)z$BrN&fk8sR&N;d=m&fnzkLsT6
zfBupSz(1_foXdMXf+yC4TBOqsx?jw!wqtK^))$89@OG7~;B0wzb|IDbowAwu@g5#V
ziqhOHk6~EVJT6+C8kY^$_#iDWKNU&9qx+;+w>;0?>db}+>9T1<b=`;vrmYR2*K-(X
zQ*N?JFlg0pq()q2b3HUJ_R&M^&k{|vmxI;wX!BlJ@)DiI5iN|k0m{r_*Fq~lc0~I@
ztxx=TmqQI~x}&#*HhySgRNg?#uwH%pG&33{cp~%QHKoR2q;!l1w$`mt-fWcD<E&`%
zLB(!T<|2tdeST&LX|x^Q-cv492kr&h@>`D%PSs+A3#qEoW2(Lc3n-sXy<4F3;R0E%
zjdkSAUUBh5J*iks?;Udmw?6^<BrJnR;hEjgtcRgE86)isJi1~RsF27La+XtX5u96v
zZB`AUKAaQZWTmn0npaCpOX-^$`Ry~Rj*WI&8{EeKvFwrRtlV(j{p7w?_ViGkT$OMW
zr?S#kR|>f#@MEZ`_OQf!k7De^uPGJR*vQ(3Hj(2Y@48SwNekWm;iW89Ua4YCkNy^P
zR!(k0ToKLaq6DTIhHg^>n^A(%NdK#ykV?MrH2=8GrJ04KebFH~4aTH(Ny+wrF{n(X
zPMZ8VfTlh9fZ-w<@|pW)8le(Laajed*-=>zw_{n5s`Y7@zx)zgh;@h4rGoOb#|J!N
zzmSQ!FX!m^Kw>khO&Gj_dO{(0jh&aG|DCeby5>^_!LzRlOfMp$i1tdLoxk^5>vP)X
z_CfLskT+eB{C(|2@{aV6l5JI!@621Q_q|duH`QTao<>66Q`E}P$lDICZ1C8IgnTcp
z>2>VkDeNH6Hc1)DyHO7t%&@wUZ?imcPuVkKEYLyxi~E&kI6!?y-KEjcy4lD4)%?Qw
ze9yu4RW|VSGNIh8d@VNF(#;Z2WgCB5+~p=4os?MC<c&-rI@1LogX2|;kgIEKL;=e<
z4Oa9$lYy;mYgBl4gjl0%ePU{buo$2p+DZ0hX2Ex4y*pt)n_5v-s;g~YQ<7Ec5!A`8
z3=_OZyhX~7E*zU&&`57ujHR#00*_d~Kv`Pe7r(o2{A;MY4o3OY9X@4ddpEXKWa;EQ
z^a&O`wO^v_6O8Y<Qx+QRo!->nI7>_i?J9O#TGB=2#PpqIO~Ge_=iHBQFbr^NYEUKY
ztv|bGXe@hKILDD>@&j-CJ*@>4@9Rc#<@!~h2U!fK17rYYgQ<Ewk~hbd6uZPdyP8x~
zhHj?F2r>kHh*{gV+BPn!VDj8`@;Ugrf^yyE7BqkUnzl+xm#KYV=ssUqtOny3W8-8n
znX#msCCB99?b)kcc^THJRum1gnnt)LXA(tH2N_Ynbvae59<X<IbtwTP5^&1zD@0km
z((hPV-3IL1=QRyDP}LWelKqraBbY6vBlaU;sxHK#ko80DzCbb8^myprH9~Jb0Bpk|
zTSjuMCpW!nQFh7FC(mkrRVLcuC9;X%5_g7|=%Z>knS_U8egGFp|CN~;6ZG02QsW1m
z<teoBGkAW_$a_a^sFN+p_aM!{Ah|mzOL-U{cm!hzOR4ZUbHS+;iT0{`3oZ_k2My8D
z0^|qh`P`r(_Z*5gE*)I2*?VTYt^OwKo;wv4v?)(s*C+lgl5f0kqi4x?XrV(G%fqFj
z-bq7)p2;MquCC8CPQvtN8-l;S5>Of5H|A0o<-9(K=}P-n-V;)mkbTE{AKx(quoM~_
zQ(L)*FnRF7o{A}cV!M$&Y2$L^QD^a4$@i&(3&i`jgMk_1XIh|V#zsYPwJh>wiu@^j
z#bS-`0M$l8(vzRGw6p<`PdBOv*cDY(RpaNg)l1*g+K*y^aXT5bj3=>eU)P(J3!4&-
zJA01V-;yklZ1BW&561rN(AE%Ubr%_VB#Y^RWmT!F<`;_#@%eFHzw(stO)3cy`Fe60
zpP=To`|OVCrz8irF826Qy;HMF_pGi}DvGN)<<t?;D@JwUf*9%rwxNAVyj)C*a#u9U
zidt%eW<ti-Ltez+hd-(JN{j@rJ`?FjYnu?k;72#CXAxOXbKhVPNSN3=xj3Q7IM*Ww
zh&SK?=9gPlRZ#W<`gt{;YKi$3R*kX`&7#N7j$on17=}NDgxrBfNV_iGci%hVfiMgG
z{i=!L@J4ElzoecNP3EBL1Fa>Ni*4bXV02r>Ral)IV|hO#DZZ!dXCHwQ7b<($qG9aV
zF%V`>F*D|e*RQO?l)^XgNJU1F;8oE4LrhbiBNvN{<H}QO-yna2^Fg6k=bAji1~rDR
zw+>`!;cWDu`XxUCj)EDG=LFjib#*bkA{la=&%_WAXo`=Zz^ZvW3f|J>mwjMmHh?s&
zDqo>XbyzBN48gc!W_{+k15+KZ<sEP`TXgVq-opWlY*!6EHa#ZYc1M#8X}rWTk;O+l
zb_wK+iLYtNW+o+$G)*U_XIai~cl{)VS0(h+VK5=VP{{g0tLs52x!i{*eGj~EM9*kT
zp(!W(L;slL#4n6{80y?Tmn?yw)*ZV%<0yF6Mq&Zm^e+GcG~QfghZ4b;(gtE9r$a*a
zX`knId^#nsx>(AKDW2j>>i4zbLqXkDO<FMJGu(PhbhTu!pi*b_bTIX>>nC}kEt=0L
z9EMGLUVllSwY0{itL*!4^chz-xq`<hrVqj;ZPqShllEEg@AY&&<MTf-x3N91;e60@
z-+_<cH>8P8{+gzhQ*7*xFg?=|lk~e4&ZK+%0RL5Gcu?QC`+2g^zU#0sZ#dUv`O;Yq
z8#Pmby@rFq1u?rw+3`Y$gg3qd<vs$tX8Pf2^}WM}=R*XR+9x<!VnX}sG@>(OtNNxm
zZ%h(ps*G5Ula^#$k$fq6AHTJZ*_DcpPTV(9B<lW4n#ynP9s+IvW$o<ilNuYVeY`f+
z6B!wae(kl6>!cPRzAb^_{xauyXW9>n(eUXIKzM`Wz4=hmSvfNPn&4*Is>05sA9+(n
z@+?^<Nl9}TL1CG6wJ=kqtCdCCN`<?~pWml+##%YLR3<O?V_L3zr~bW5{G393-l#7Y
zl_F#mIzdI2#9HH*>7-AuE`~(+B^wT3ZDyEDP^Vk$lS&uFS0v(lvXbac+kQyKi$EX(
zDzDH>_mq)}*@3jpFH8F#pBwa;CdS7xF#Xz_(>*SadZs5+^F-{}?Up&SK7UT!*|BeE
zX(^6w9qkoF+7=O<J*#M^bSk0P@sIRS?J>;KuLJ1sjfcnL7EPHIVrXc{u<GrZ0_cWt
zynk{Dw<;S#_rf$qZ`;hNtR8`p_xZCeSU3KY=&`Y}E40E8TH%?{<x%K048+pESVNY-
z&>28&9h(_^^hD!6Xs^f$k4p#%r)eN^@9EbH5THPE%SDaSUyvjsuOH{YC=9u6TmX;U
zTd5{7gdX|^1Z^37WrA-EbFO>g#FxWuAVDn^qcd@*R&Ra@;Kwj`+QCNyLpS0eBrxr8
z`@{whS(1KtTZOPGxe+IjOzIje-IDU+Y_<^qTGA9RKz1U^{wa<fzUa=V2ileZX8;F{
ziLdyR*YIprv68**<rRaIU#l&8s}h=5psoF{!KdN{|A1CFYR6y*Q6R$hu<E4~q;-h{
z9ug8Y80Um&0bV$-cj*m8YO4RD=|?|i%wYxcpY;#&CyD^OfH$8K@F$ohPZ<*^kndrP
zT9AF<*^I#}18=uCOIh!dFYF?oQ%%v5z}y&*sU+tvs}`{G41yTF#A5)MFyFW#lfTuF
zVdvx|I0Sv^arJQ!@pX@J+JmczXV<h^5aXyjXM^uhK%`(PtoMr&v%!A+$iFrC-f;p%
zRG0vqNFI~^YiDipE#e`(Ch6zZ9J<-r*$oKD=zxHSEBUd&3s32g7Yqbx+YJ18qRal4
zZ`mi%bGHuu6k4sh09_;YHdl!71lL!E{ozEYLOTKbS45@>B0hLmpw2yHSUVFFV%h;b
z7Yx6-iet=352Sb-#ks>^wW?wtL((4YgObQEp&p}k;;Ga%Z*Omx1tn1aqz#NLAceA_
z0Fo=@243PeG&Jml4Q+s)$!Lho@N;%HFT^H9emg#L>Hv?PVcFr<K%wdT4})+qQXut8
zV_uK)O{vv%R95L!)Qd0;>$dwT5NoBL&r^RkJ|2TjY@7$ow=x82&7Ke^(m#LZaIm+J
z5ZM{U2~@pKBD}d22pUzNO`zxC9k_S}{Y$DTep=0)Kz1Dik9pP4gZgDt*K3t^4^>V2
zB#tJvJP>DK9Rg_mBmGM*UQgu>K=KA@x@<mrV1i$=BC2rcurhjQ)e(r;1+Nbsqi*XH
zZxr3e<O_!0wib<FA^Q>|;AxcN*dw>ZLQF{bq4-<@m5PdrkMsGLUZf{{na|J40}w6C
zzjh4<O}s9tE#N5l)(zneo+4am1bmHn@wL>@6=U&?U6bM=#wng@Lss|25(wagI~fGL
zZHPm>A5#rrL!~kZAA~#nd^&h`G3xVI`~`fwd@K3UDo=tR&cASev_k2|!&wLxIOr4^
zE8Mx`9&t6=iq*mVLe4P}kt70RSzL{}>SjC=!*mM2wFnc)y8(tE-&s)@8%RNN)j8hK
zn9C%Y?imHe#T^Xc>hySHD@`e^x2!45fq`A(ag&u*SdYIV$j7HOLnE(R`M_m&G91#1
zM3rP^1G<|+&dZyOy32xmnd!-sC#$1(_+q{`weY{fHpUP3q2|!3;b?sL@L|o@$?rvj
z5Q{>8)_yiQ+^;PJ$j}TJXk$_XB8R=fhO|f4B&Oo)S0M{!GyfU7OG8)_OOY5Ny7T)b
zyR`$yxz5i~MRF25&7QFpm^6yl2dk1wKe2kfBX8@s16=67wYY=%Tfg%99sZFW#6aa|
zLSY#yiy&2?zv>oo2ywo*DlD(w`ZaB;t+f-=B(J?~#AsK$ZlJAxdvX52;&Uv>o9}#x
z%p><&h7%sm63?jr3sqGr%=A#_>DKrUe-lQ|9j#(^yMYW%v}z}|ilqdfZ^XP5)<EUn
z*00P7OCskrvF7B(vD0KE@}q3pBG0T?+c5BJAvcq;D8ra_3dkodb1OC*k%zzjriN7$
z_q%>PE-o%bTiY!T9MPSW5d8VvsllP6x~sv8ke*_Gx>Wp(U4@m#6Kyqgss0#rd@q&`
z4jTOw=54SE9htt|?MAu6r*p<0qS$0DEG!sd)}(Y%uOmecN<rz~K}V;rt3Q#dyiMm4
z2m@Sp;lInmdF(s`2P`f*Oo&!&MOy?M_I)iSoSU~cHn<oV8KaK2iYp?4(_3g7MRowU
z7#)|2@#M)|kHDw3|4v3r%Vz9?i5LZzj=_-e^-U2#R>k+o9Sw?Ej347o-91U2Mo3n*
z^1GdE(Gs}-i_z5I5tug))Od~yxwSVNG2&AQGRC|XX9y6jH1dq0^`C66f+xFe7rf1w
zLuu72QpA}LGu?ZAyg$+blJRuVG$BU$px=OS3oO~4ipGSiCSWMLu%xaF18hb}D1jXz
zW(PGc0)cFUgaFKV@68+R{vs1(a!SfwHG~`69n81v^#OJf3maPs>{W24_sl{dhTfdU
z{DT{qqA^_DQr8%qorCojf74M2$vOEWfx(FQj)!?JFi|KSph<^->hNZvby<k;OaM&G
z`8{le^$Aj1+bu(_SYG@9lR~|=z0CyqU#kb8cux-3bUbtNQ~z^5*2!Q0Cv)j<HucF3
k`X@r`fB8o^FCLTR^x4&zrc^+bEdn8RUtT=xuJ)V%1GWl`IRF3v

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/skylark_synthesised.csv b/modelling/data/abingdon-all/resident/skylark_synthesised.csv
new file mode 100644
index 0000000..cd62331
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/skylark_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,0.1759874,9.53217779044412
+2,10,0.21820119999999998,11.81864515577965
+3,27,0.2792867,15.127278878524429
+4,34,0.5501647999999999,29.79911452549518
+5,29,0.6564645,35.55672921535863
+6,28,0.4278149,23.172157144210736
+7,8,0.1265396,6.85388820297182
+8,1,0.051130869999999995,2.7694513551543207
+9,0,0.0491696,2.663221168589463
+10,5,0.05888824,3.1896213788392984
+11,2,0.06731996,3.646316881581219
+12,1,0.16040658000000002,8.688258587359654
diff --git a/modelling/data/abingdon-all/resident/skylark_synthesised.png b/modelling/data/abingdon-all/resident/skylark_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..4f7653eecf663ac06883d69ddb6a7d4cc1251b46
GIT binary patch
literal 82185
zcmdSBbyU>r_b*N>C5j*+4MUftw5W7<GblrMN~eMf5<_=)DP037Dh#QlG)jYnG(-KK
z@qEtbdw=V$```WN&RXYimNM^np8f3o+OOAZpEsK73d97|1Q-|?#7c@!wJ|Vo<uNd@
zc5dQ<KY3m@;0S(*d&(Jl>bO{YzIf(tg`xJ$)78<%)6woZgSVBthn<VFAnyZy-iO=_
zww|7@9^!m_PXGN4UKe*8zK<qeL*Od-u8Kw;7#I|!=zlP6az?Z<FflNcp33U_Wd5GJ
z;Yp@9b7L>qkBt#OFCxbC@$OA5rrg&|a=08}#J9I9I)XT#@4gM`cuR&W_ckOyM7!v&
z-!9?_)=RRH6N%xuf#kTCYPA_o*9&6)0)i3}9&1Ct9gnBh=C|@jH#`}b{{6T!XCL!o
z-1+yTrDSQ5`1;?^>@Dnqr~iJIy(uXn|9*|Bsk@8)-!I*1p~aJb^Y52>xB2;%|NYWa
z=g3g4|9;6`f+(8w-*3gwJo|s|R?b_?$b`MUJx!7{)(MF;6NF#GPpMzr;$EADedotB
zF5Of=>SBswV4d1FLtp17ixDTgz4d<a;_fM1&4saPuU}X8%)Ffe3&N>YR#tZUr-%N7
z?RTc%^N9Nf)uy2}HGG`9r6IRy#TVlh=sudgnEO)qSft7Kz*;q1l4@(Rre~_oCO$hm
zrnHnjk;mlTJ8I!iSuf__@S3$Uh>K4@8;ZF1kVf2-y<ES_e)m^ghFNgTChBPGbhDyn
z?C@Y%CieY%{^o+{Xrh7C2iOOzgWc6;ZMP{XZUhGhd#UMF8s4cgY0{re3i#UR4j$3w
z3wn#iimdvRe}V@!ki}3d(=LijPL2q_K~f%xL*RF~p4Txe_w?zHhW6!jPjOmvpP#tV
z^fL4BRcj+yQkg>iTBMttW+LoHi=XwzF{Vlfiqm{)c3T>QB5U1?x@=ealC;{qou10e
ze;Ox0K_!U8TjAo&mKM7HF1@jMXSnj%*w}h=E%|~rL%BA?*+1G|)I3YOSYKaRd1cuX
z^RqXenNx7TAXfTQxn4!4z*6e#*NWZ6hfkj_ds+`?S9R1QQ-YADXFnt9U5_^PSXfv}
zxks>X+$vS2cX4syHmZGU)o9ugFg5>$mEv$E1xg*JjqpGD8bN%2OqhML;6f_s;$g9B
zTG-B9TSYF`)VzkwWnmB{m6Tt7zrhQ)8ksWYGOjW~&dg*U6Y8Ls9uOlVqfKLYZYfUi
zLg0y6rgY%6t65QDA%lpBzE$RAsaE&=7jS$yMXbRQh}VhFErGqYwzkfH)*WH^;W=(!
zB8O$8dX~7CZr9>Y+wRwJ66x0k3bDVwE6{)0U+Lf0cXl6iMDTT-K2}p%wEOw#Ra2!-
zm9g+qoWt?zV1_q4q=nNw7)HotQ2jZER${CkXPiFh^jY27<;BIfd^y4+pRKAU-6mpi
zE{CG2z@c8&o%dNHPWr$E9a<gA@>kIuON1r$p&nzE245Z-gw7<dhK_jFY8NTnpO3U3
zZj|JFJv&%C2z&>tQr4LOF~!Wzu82@aJ#?C=Of&8PArb)PTJc@ai`1Q{Xs`C%7%3la
zbm_blS>Vek#_m_7cg+dD5=$3#sZRH|$CgoSj8#3^7%k~qN@9(l4!PqnS&dlnwR_8T
zG+C&0_hm#xdC+pXK~2oh?nujpjzC=J^Vt>;pUtuo-JA$_N9~gC2x1-C&HUQ0ZkLxQ
z3!6vUbavF7b9}uIytXEYa{`ak`d-&29=5RcaO`wmU(Hn0-@a{;oCL9o6A0Qzvf*~9
zhuy6;S5&-7diO4If6-YRcgpH_cSHbcqvZ9QH(HZ<nKeUM5|$eyMNN(x)o!DhmW8p8
zsyddnH0%7tf=QQ!rD`-J|Gdnj+h<-mU(IkC>nJ>H91Co5Ul|iis@%Cy<Tn~p$q;cG
zJMZr4Q9!J1jaQVUM_hya@QOM>DM<6|>U?)xT>I8kwr3rqTK)|p%G^zH8G%O`u>5|1
zsfP~@twxct{KHZwnSG^PuVLi3XdY_P)*Vax9Z%V~ZHz$3^xUdtRPd_4SKmG3S{6?@
zV3<tKi~@)G`Cz)RwU@-RPdHw?2`5RFY$uD`GfitobW`)&)lK=g;!?7*s&>vSzea2E
z;MJeBWp06B`4xP9p3@q<%6h~g1G9xqA0nO^Ya|nOc>eh%cd;gO{UAWP_en9-cO@xc
zIB>@@`DmFsq1HAqK>7WMep<Q2iya}={_{EpZTS`wvWUzKn`~csg#P>!u<&i-bZIGD
zMGWrOe-011#~2j$uRm29)$#l6SqM4L8qUeo4{zL{^U3Wx*Vu8;Z6%JIOyq-_TUj{l
zzRRZ(1i9xn?VUUE2@iv>+J{C*b=c^kPa<zMtP8(+^QJW}?)FhSos?gy)QexA@f%F(
zI<HU_&k&1?7G{qgh5T&U+jE_3beeIVItE+mRiu(4Qn|LWQnV^1DM{2HK}6-=zoo6M
z?HPD}EL_PP3j#e2Q4OM}wZfoget#M)OZgf!@JP>WrqOA<zNx9{S!acQ)yQC$gaOaV
z(b4#qo}M)mQ4ryc#x=$b_N~8vJJzj%R8UMvNGO=t1Gb%lj0~2V;&gqw6zl73u-R8{
zUdUUd-msJ@<=^;IOzcK7=Z@RE`=UdYLm<r&uZ+-X2Pd}%oYnsHs_DFHt$zPChPJ}o
z1l-hQb3qsU81qBN+|)j&UU})tT~<~8O6E1>Vd`>vs({tosjaWzSaX>)Rz9N@GZ3he
z0!Pi+&|ve4i3`ZG5l;R7a@7*sEd=D8>qFU688&Ac*^*@y(9RB{w8u}L3~pY66W+1n
zCF(r;?aSxSsR;FIrO``e+T|0vc$9EbT3T7#`A*y5G1to8!GWMja!Q(@O?nmEXz|I-
zvRJUu62p_cMzx=RH)uy*U0vCO*Vu0@(<!;v>|$aTTs)aOX5{R?JF@d^x_%7doinyd
z!DC#gqNX+u7JP8;N(f=ld+xY3QPt!aJY8>hmfhXH^Sx!4ym-=Dwq|rw@<ezt@5v1>
zK9QrvaFR_XW@h58-ueyyC)rJ~>*q(C<JKpdWp_vY;!ozL8ypC^&q1mwi+cN3V60%n
zi{(W7jHoZlyW{P?-fn`1^n>=}y`SB!`MtYAeg~^+dXdwAYM`C-mAoqlmt$o*XU+!F
zCoqJ>PILFKEyK1U)m<s=l;X)xDtw5<wJX({?=>B$zC9|QnK=KdjWz#g=#oxz1C5fF
zg@VpjD7sTf&IFvxBI*2k_f{S<GcynK<?hRsXcfq}4rYi}tg&c9LSy=pxGL6GYH;jT
zy*5VVq$ca_bmqRkyHEVFs=i+6=+%DRu(S?Tz~jD<ZJeJOct0<h>x(*GM#hhOxSJ;n
z!3O;+XW-N@Eab-0L`g13WgM?a^YW_W5<wL6a9KMqk7ok5imV6I?X#NZ{rVlxKmj9`
zrN{rez0e88O?nw%M=R!D$jDx6)qk&UQkgbwVhUW}vNVPGzDOxXn%(<c{?PBgXi{+2
z>T^+1d>y6WglGP20qCOw;}wm8Ic8><;+`I1H1fl}2pm#KYBetH0n^&!ii%mQQLF-O
zHgYcgF&@)q&6Moy>TC(0y<CE7hsn1zmd?pI;cDSBwK?azozNGHU6|coyt2+bn#VsZ
zW9Rl!g@r6;p!|&;fPZO!WD<*g+;{ke0!kTHMe4(U1WF=xQ0nP+(*jXVe_x;W+HOfs
zP%FgHRMWx}M816s4kY;W=Z&L+H*s4BBSk8$pjuVXbGs)Ta8AaU?$)&LziqW%5#EpU
z+nKD%Vbn~LDD_w!plUG97DaUSK2Yqc2N}S6H}Vtb(2<Rug>E0)N%(HZ`H*W({E{;$
zaef{4<K?a23lu62glvXryoi<OdXJ0?<cS;9+q}1xh4?v-q+J&u&Cv&6JUeE7o9QuC
zgR{Tl#n-;~IPchQ<4Pk(+Ua2p*vnA>v4-|$(}f*88yqG@OlMkxHTmZ{+t&(r>dz|!
zf{?NLq?(gqZ4<Ym`}}qNoz{l34lX|yF!;`yfc#$E$JJj@P~dfbye;UjHrMKPa3ML;
z>s54_%bZh{Y~JGz4LDm#85dJjR~I?Y(+lEGz$j_gm-atslV8bZJh4BM)gP*g8~zNC
z#l5Z6H?Mmi{Ke|(OV?Ms*F;chf&(ix!uP%1hf&cR6yILIzDZ7lR0|7(V?wr;Z@Jrl
ze1d;!q})N)@4!N+cpjECnc~M&XWJ7)>x&n-%m_st9E|B`lzD+OoUnGFZS5qX5JU68
zU%i8<fB*XGr1Q)fT6@bXYaZdB!GlhV<L+gGWo@&(rp*?~YR0Kuwr(*h{n~?BcDkl;
zCEIjg7Fjy{+sbho0^#)*=0Pl{JT?BOKO+wU%(2vs_oPI5_&JSW#_t7Q$mb=ev9EAD
zTO3xm?Py~nW;?D>4oB_n^s2!=w|CnQVi+y*aGg97LJE_!Y*2p4z2p`8fW6Ra{(Zt|
z>4O15`!kRj?EW+^`#=f|%-KReUMO}MPWbM$tnJU*1f8Tv`5#ka3CiI=2OzbMg+G1a
zi1|c&G;l5HvibQJg6;!%C|6n6`nF=OmO0yr(V1-DNT6|RFfwEUE5m)be^AIm+J3Aw
z;Dk?xb9u;~+<kYr#ysjiC3$h$IO*-g^KAgkYl2MQvqTA<AmsW=t={!7wD)mOR!Z{8
z+_RPWoCZ>P_RpXfD}CfqHA^#Rhoc(f4l9vEVYO=KhZ~khmaI%nJzdhE0qeE<+|zTv
zxTxl#iV`%;*Qq=45JF8(?$y8F>a~^cve03VnuG=m`>Ugl$S8PC-#2p`(?^Uf<Q|Tu
zQf!cDpq`JRJ`Y44>P&(f7;tg`&ShEWeNpFuI_NN!pmk~Ih>Zon7XUD6NKgfI&&=HC
z>%4I9m`S;seo15txwNvc7vBV@tGsQtFjlT?E1z@I&2CK@wXUkJ9?{V2n`oKr!3rR5
zQ6EE~R-?nD`q3Bm%eC$42Cm^rl}?Z6AH#6VhkIu)9fmT+bktOWtIp!LbWp7WYN(L}
zzuRpucIDj=SE#M>;Lh3lpqoYQBN{H|ljrCRg*pI_J;fHN-S@|3rm@O!w<gSXCLxHP
z2NG!8_W&sc`~3P&Q=m+02Na?&;D7uZYnP9hT8MuZ`rGZ&=rPJT`Qw&*!X0G8iDBd|
z+HW0!=Oz>JSCS3V>{V{W#!-j;+-pyEaEk-&jl(lf#5`6hhuUTjKx!$PyWtUBo$9wy
zl(PT(expJxUHP!?2hgcVo_`%s3gH-e(0ggS+#A0s#dY$cWg+Nj++g#{zlZikskCU%
zyZez~ZD+kr&QEp~0Lakm9CKGw?i`*zvR6hCC0~gaE$n=WqFC6!03GKzbc1>NP!Q3)
zgE%oiGKl$pSjXLjK2rBwMo0b$fWPf{E?#-doX7r`dC#sGP_T#hUa5C<0kGL=pBoug
z3F_Q!emLL2nH0-nDX#cF6SR?lX;@|PvF%6U(NNd=kazdKA<d+zxF6#+BWnT#2-@Ph
z!tOaHZ`(shc*=(J**D!99H+Dc(~=p`xP;&B*Hd91B`xe5#jtPLOFgj_d<Uc$i5T%j
ziG{d?MXIE)zjyq|Xa&zP{-?00=qJe70{+hP?Y_-Hm#x(6Y&Bhp@-b{O0$s1!2XeJv
z&BZpx&Ys7IhSqNx;Qj8~HHL?(!r^e|midO0l*|eRI$s<@3f^{zk13_V`zWHI{T}+@
z(k?hrulBbt`{LcmmoIU=GS6tki5?}jU9hQV@{dJU&69jVTyZnj47!9cQr%SSy}9BW
zk7-}eFadI}CVV-FA)Fi8W$(Vj^2k9vZe*oDW!#VSbsg*I0WY@hio*Q)<DH!S^iS<;
z%aL48i?R;wO&$rd`K)T`g`4ttTnQni7vCUjI&DK%i@a0=ig;~Y>zB-vO8^^<k+AQ#
zuzo~c1U1Jw7%g|`TLt$g^XQCfNT0#-VioY-Q%iVPqVg1jbdyk{)!1j5clW2V7KAxJ
zZWOC!7}wW)`ip+?(5y<YU8?n))s(X|ict&YptNEEfq<a;HQ1QdC|{mHdNa&hS#u4X
z0Zrz6Dytbdq{}LX=FDCWp_It_cs_?SDQz8{albQM<AXlwe!ez=7Z_St?Cvyhx5B_X
zgJ#nB(f4$vN5#kc*k=;O1*+=W$wWPh*?S<+R>*DEk2uI*@pnG1M0Er_OS*%wGVy(<
z?Zknsgj>w4<pfvPhO^{y6u9-<j_gBBH|1)dc-ZV9DLl5Lf_5xIa9CdA$Uz>a)AQU+
zrkHACANnxoEHf?bzS|?T&OWIkJDFhW(o*w6%()Eo(a3WDy^lA>&nomP?#aKSwn{d$
z$H&(XxcJkvi85^UESv5yErGX4IsV`m{^jXB{h-&4TsMd(mnl^7-94YWqw~CnlQ|IX
zmJa1j>iWbn#BAhBDkPUx=CxvD9gZC&m5YSud@7x4dAftpe_jo0**Aa0nIlMgm_qNw
zLa1HMMWtode=9kp8pg7=_D*zObN3y1h@VXhLE)X9!J+4)wYDqf&Zx7qZW5VN|EC~d
zjjuUAQ)DfLjddOjN&EoC4iz2usDviN^hWVi$(b49e()3Xsr`wE)=W&bGXLzMZ5r+4
zjzbfBP%AfUa8k;3%bqvvE527t&r)Idm1JP9H5I*YrH3W54^hQ>NE$6zBs`9$lZe%5
z3H=lkdfRQ&B$9D%Lkbl70|cF%d8vF`1dZzVkreVOeQYFl`bO}#?xx1a$pP^xd}r_#
zt~CV#Of<%BoGMgGkPM%aV}#~g`Hx)a61pnSsb`36Cwl>;;+8bXN>w@HY0`TL3dGw?
z#+93@8AWstUAyuf?AE{KS<l3wBs|w|OP?-clb<G>WP0Z94T>(5cBKeW@kL*Q-f)xp
zbibcZ?`{x&jG}&K`!I`#PHPB1v5;L4Lz;hb2R)7KvuYWG!%u{KrN6!KZPl{G^>F1O
zwt=9QjVFak)~nhmh}jH1l76xh$zn&F=XFvGI)Z>U<~Vx#<w#;Xr$3;%p7%b7Pw}Ot
zxmVfGxu%*o8Cy3NE#JUIill%oYf|pg3rbAn)my$n+;WS>upGH-{C@eMv9w3^>C@w$
zzXTTX8B?*9lOk&bge61AA&l*EG0nOujgy_BSc<KNn1p0l^sX9~k+HlQU=_wG-0=O7
z6#VZd7EFWGmaEGAjy5A$PmI553K)UfQzMy?k&&z+a6yov1o0{e46QGeR@rY>&3LVR
zTNmqDBniE~>;thE@bLmGxN%0J!WNrmSU`)?*O4bAQm|y<@=G*b;`fkww1Yg#1EC_5
zJkptiBg~>>D$vDJ%JDUpz9#)EMFh@gmR!zD_C9|dEK1|+yph1r3)}c}%D37<qm|Ak
z9rSPgFQ=ls`6g<Y4wz(2$&zsz*M@Uk)+1zVLp@FoI6gN1^6a<R@Z~E_>)7x}uE%g?
z*%x!1UULqbOu`Z9Jl~NZXTR9%CK)Gr-Be)pPWh2Z?bC+eT4#S0gT8SRwHWmJ8%U>I
zT^wi}Eh+DC&we@-bA0o+9iO83r_m|od+d};VQ1`sObI{|CH%h47_PL;R%2b?l9N#E
zc1Fxl5RZ`o8?%KDtf+J*pRv`4WCtj5;Ty+k;$g>2pDfoL+Hib)xZ&|Yv?_q~p<yjd
zDeoAfmRJ<yY>)%DG8ySfqPN@Rgqjw`8s_1CuTttrbQt7l2({h6|56FdV_(i}%VjKi
zD&M#>zOgSgLG^hR#|PMoF&D#VtCxeGh5&n<@KD;tYsOI9?P<}u>_*k0H?Xhd@(uRm
zL^6dxP?wssTf=nqmCknZyt{Mlj`Qs;-)533HF<t;8rAv6`@08W8jZ4!%K5saW}kp&
zX1OhUBDNmZ(C3i(&hCT`*UW&FJ@L0j*(4wY$6RZ8*q5|h3*$qIiLCWAWm5`sG#JfX
zmnW-2z3D2;-v155e|XfS7Yl&~Rx(HmJG*0J&52l?<9YvGsV9wPA}B|5SX@kdBjlq2
z{->LxL0m;|vM2bSo2x32id^Pb;kF*{%sC{dB~u`OB<4ch4tE!zfp$sJ%J}MbRLLWJ
zrslHdcIMSbKaYd2PlB5UfAmT1Md~X6#(z-Il}Gk=+14-4-)<`uKFGih?rjD2-WCq_
z#iICqyFkrV(U3?OZU4;`(#m-8M2A1#;k@K2IP@=JVl!_i4)wxtj8pC<o2%ev3F05y
z6}X%D4ZU?I?hSl$-`6bNW?|>j){ltPCwZ$r_dM!wrgRQU(4Rh;BlY?7XUecxI3gnh
zHrr2PBG*#gkQ;0sSl)*)*>S=}nCm2-MEo{sBT-(pFsFJm@}f$Tt+1?#IewT`r8ZUV
zMpQo^Mpb;JncXeEU7n5Dwp?ER`pO{2oQ3I|M{;NJ>_S4im*Xg`AuflLt(wjV9<o(*
zC)4p)ohZ@n3<?y!9gZVkNFsLjm{n~@wX;k4t{qjDk$@<~he53-7&J%$3i=c2&_4E$
zCXJ2{0*q2r;r=@<3b?wkkb6~ca*kgqhrQnaqJ||so%`f*`syueq24`64WOJO)?mgR
z{P<Ll<imIb^6TY~A%WRS_X-Xp(-(4SlHt-+{zscd#YILr6Ko~NUj+F8OQR_(R;GX)
zN~p$Et*cm8sl#Dv^V|qC0Mt_QfC827)0ijn)hW>&JX^}OorO8WVOV{Q;=Fdee1q&o
zv&CwLMVW9XP9v%O+(ln!cPFLJL{djMUx)jAgEYqqC1lBNw%IM>qY}&F^XUtrrjl$w
zWw0_-h`C&qFOX2fKcKT%ljt>YQz}k`!TOGvW##Rr9mQSK+g(;}5Fs&=t9ezGI<o;A
z_;GW*VzAXKE*I|U%MkdEKt=Fn(HX+iiSb+z0afJJneQ?7&e;%V7(_ryIf5bmdqWbt
zx?5?-PdIm>Mhf!QDIFSWN)#9)o(5t0?!n({)mNnc49i@XItcLd-<Er}y;W0)419e5
zv%=1#d*^r`-=$DLBA@+4#&_5@t)tcq**m@?MtYdAB{vj4n{m+AWIOeW^oIbV$z=0r
z5^69L@1PQ639@s<+Oj#Mf0;UQU}VzVpLl{b@W{TPnj*P<VOdZotZg4V<#4$CyYZu5
zn~I4nH9#EmY_^%qFS%bQ4LfgOSst!`KeJx8&uP$haaSX=`UYW~Ov$vFioH-|%&~ji
z$T3w~JD5KfUqs+B@boE6K^$lxZ1pfCso5(6^5y#xKkraemmi#*h?-1PnTXB-w0JQ4
z_03&2qOD6%8PJ5JFf9#DB_R=!kR-*ud&M)gRw^AeNs%cjDZG-BrfXYU4u-6w;8-H8
zI_>Q2TJJE+ry|UcjaohJvPw!yruOS>hSL#^AkOU1etfXxsjiT@I_-AM@Y)<}*>(W;
zECK9(=F}e`xU6GgVGT4wdg3$2lE%^+W5$YTa#U4lhqI+-_A<vTwa8bS3p-RNla}HR
zR(}3`W~krfY&Q3bkb-+Y*xkLhJf*!Fo1UJ&ZbeH=t5w)xf~*+<(6gDQX53F<lO|^#
z*Gn|Xcm%L$@~-%k2qLYm-i2A~fz)R|QWBe<e|c-40Z@=&Wu5&vXSX=+_lfu;4>U=H
z=1(KM3Wruu?0V&iMzrIVMuNjjf`RYsE_;_=QJ6Pd1)m`l>Q|<p9OtwV0p@kw%F1f4
zb`Y2F9_0>+aUk;i<M8nC@1tGB$vjWZC5Ya^iG*$2-2xzhY!$0#*=y0x{6dY+Q)r96
zYVjuUkl|bxpZj1LIVBc%-sBwv5O&2m$O!ug12RviKL4IW<9O8MP!1q(cR=sK`Q8*T
zI@MDSfIt~XVdD|KxBbf=ZVD=yDD+txv$kX(h_e;v@ZiqT6LNNX@1Pk&G&MfeP>@A&
z7SM+<m4>>^HfxohhXzdaiN&qu_-%5Sd3$?juh=ehAf8D8;lU`>ig#W73P3lPv&!)+
zjn~o9LgzF{vjy#@TGLIGccmLTwCD%WN@@wq)a&W>F*qg*l{9>iX|Qy+dFd7ry|k$n
zgOdL1Lq2Z_cowVCQ}|ED!Ce*=#YPUbP>7(Oe3uAh7@5ll|HEOFG;&==bjXrs1&Ae`
zsa$v#%al-y(p`%UQMKA<EOjLS$8v_tne&CaD&FfiaX}ObbnS0ZRPnQL4c6Zx=({(r
z_%#VO830rTP8Idq9F}e+0qEvLRfWKF$f%|~Vn}UM`TjTgK0YrFFHUS5$Au2Fcao08
zuf%xmA~*^>RO<AQiHY1&R9S{7u|!olv0EG_JF><EOfzw-X(NTYF?x7P@TJ6^8->{{
z%<2L$5S?`(*)_qQuCh`E0`7|IgKWw&jj~7rOb_`%(K;1Ibx+7bRjb!R0d6JYFu|Q<
z$GS_7)J%$2*of2>2rjy6P&ImY$jnU@3s2(?<nKel%Q&X&;DfAb8E_6e4&=+^foCmH
z#m1)30);J&i5mSO2}CXJ>8mP@WwS15HoY2(R8Bkz_grI8`?PYQ;^9hlBrS@3l;ofy
zAi8qN)1%esXp|(yI<+dd4IP;Vg{)WcCtRs|{2gerWZ>@CiSa`#=Eh{&6dyi(;8f9U
zWSdDEFiT50-`U;?1>14NdLnS98h`S#U6epjGq(QLL)XQSzVu}O;zZeMu{1yrr;K~V
z_^7jZ0J%2q<n7@GkC{^M5zA!KSYGDcv&=-+o&B?PfBu4*_>=1PrXuqq3CtGJwIn$X
zvz6ERM6HPu=el^S3B!863-&qNa4+5-4yx@&>x~C@@5BfCD0+^mp93n0i7CPQa{rZC
zdb$HN`_1dw_zMfBaI(HwqY?63KuoFPw?ymvy_kyfMW93T7)uW41wxC!Mw7vPPbE|p
zxI!)DA2t8?Z;*w24hBVu)nuH+)`4nS0OwU_q2x3pQKS%!`7sA<11<MNirBzCYwvC>
z9DIIrw|w_8K8|8%+(=2);fC_lW!}OCy^SS<omV3yHHVW3?``ApNKx<@JP-bP40V`h
z%E8)jg={Wez@BWSal>0#EhcvfH#fJ3fv9@w%=c;;BA^B22+x1|RF^6B!T)M3K+Bl_
z`TSq;Cd?o6hO}`QRMWr{60};}t^6ro{nyiw2lSo-pmGA%Ql_%Q$vQfjAOEd24A!Lw
zQdrpyv3uDRJ)aMLrTUoD+#Qax{N?MWD#;h~X6?&^KkW}$|MQo#KigT@*p|SmicE<J
z%B!R%bF{iFNH^y<H$OZQ6%ZJimt(y9zklt2zh+CfZyC^T1{(*X|1X;>T>L3Q{`1lU
z8=m4vt_o9AQ`W)A2YcW(Y{dEK=;$_oD*o39;*J4S@7J-h3eTT2jf{@|tQHUy9EX+>
zy3>HyKu!%s0Y}5*$B%E{xr52a$LCM+KV}exn{TtF1F3-t!u3VWZSFi1^g7u{@NH~t
zaK6sS%!~#i$qeG+Z=ys8b*&&inWCm{7!KG3IZe&ml2UUXhH=2ka5M?Tw*M>~GHpo3
z+q;qAwRx+j(%kNH2L(B~)uh0KfBh&hn~?x>MNJ_gA+jA+!kcXl7C*H9-dCJ2J3Bk#
zd<Lin<AKBTp;|pP!sxq#4+U#Dw_V^{<zn_b@mz#`EyGCg3*iI*b4`WfP)wU%6p;3B
zjh@r|FNT??kZ2jXf88#3{*QK-<!{yIh_`@lxDON}1)w?KxqUkXs10b##E)h-%j}ws
zv9i08l9I0b%Sckb8bP$_q`WEbN#t}J`%{s>J?`JTh*g4aB^L-kl%md=1n%DJ-!Orp
zK^}NE_C_^i@|<QGeXh>d;<K`xcJoQ&6aF;5z(jBLev&8Ek1J+nS|j4vLl^@)QRy_D
ztvKb)nCD->WywD#eHI#+cc;$KFqP9bW(~V+|K93{gA$FEPrEG>Sw6~R(ug)^^!E04
zN$j?Vqj8zEv~<MUWR*!InzIAEAV5GA($^OrZOJLGGYS8$(6Wz!GnR@uuJ;ud%%*Gd
zuw|(tWSkyT4G(Kh1~1@Z+dv&GJsUhd{*_zQ@w55Hy58QAG^wUzMVb!dAj-fDIZMYH
zzrB+`VF(bV<GRvPQf9&h!5~+;7?l8EaS8~kZ$MT<t0C)?HT1?!&Q2-&r11yObo{`D
z-P?252Rb-)bi?v};VU!6*n;#UH5wq7G!ehOl|~(9^ufj%|1Gt2Se<7oxxaB0+t$ns
z9HQb1L@V7=O-!KA`gLrLSD8>0$iLGL9RscmreQDZq0Bd6@fiW)1+a>9(QjwA#bhGE
z>EhyGm~+t>)Rxopb7paIYO^-)FMyWWHw~VsG+Li+soOl)ok-bNWDtcwin@X{K!-v>
z{+SpbU)Io&ve9LsI@@8qT(6@?9LV|&LxAhEZIl!gyt@!|&I6Q|f>z2nX+uCIM+0e6
zSt=z3y#CM78+4j0$pVTLxGE{UgD)1IR=@sh!*b__bNJb3S#9<CsX*(z(4MW#Y}i}n
zQD2o_zomQIk%&tGxHoHHq3I$y!~I>M*yB(n-Qe8hx=l`C#K-U(%)p#*q()6fR)}Iv
z%3TI_q``^6l_Udx+iwhxbFJhL9z0kdEg=En`)aQ3#S(}+VH1O6=JUYA?+SVe!T3*=
z>#moVVdM0hz})mIL-gPZ^91l}pDkmh@SsrWEa;JKzvYJZ`BmwZ+<I<l=>}?$B$Q3o
zgwblOR~oQX5%J6lzkq_f*}T(n?rhrZiU~9}EIPmSJd@3*F&Y!+zz?ETrVY`<n~F&c
z23vqTAso;3kJF4s;TI(E;Ox_nKXn~^+8_@4Mpr)Tjt6w`uR2K-pqLs;z}A#?3XooI
z3pxJK#HG4RO6m&C1$Ap3fHb){Tgy2G@~fVA2@VM)mqYeDkOS{e02y14Dh)2hkycI$
zOR5}7;xhPkadwdUz%pXWyGTZ7DjOC`C+3a=2=h<i&)p8!wa^$3_aWp_ItBhfpZ8>?
zQ9&bPU{N}rk5y-j(tA%}%;NOnl+_*V=j*IIma^!=ppgkOO*)U2xzbz#M5Ai(_2o&E
zr&e5I;!B|L5&}U(%PP)d1C-xCfS#Le?092}`_CzR=zWnGd~kNri<$|p)kAMLO&Crc
zsk1fN#-Gs$oinh>v6a`OUlZi!OC$>izTBawuenO*&{=KV^7HqvVExI&%RBVD<?8ah
z0wYhpR>SH&tDQcdY&URZm97Bw;*qg2HPE&~!G6!x2HM$I$FFYW1nj@*lSappR<)^E
zw+Cr%5=I4gLI`ZfQH?Ql6gVs9Yuj_XN|SlYtC)GA9nr`Hwu;rO(PFhHwzj1|#qjsk
z(*)#_6w;?0^lQxDU7nv501}Rq-(I;^ozT8dW7+=UDcVFR7L%|Qb=vCHmBnY$CIk-e
zttEMT*5_X@b@I<M-|v_Dk&Rb>n7d7_>3a7Rz6bcOg<5VVrpLlE&}P@XXE6T_f8F$?
z-PxAAHHc&C?0|hGa!H^f-QdJDw5#O}j9+C14wszb5!w(~!bG*%%<nTGqsR<zD?b9R
zlExqJpM_6H+F9G0hic)w10ay=f3jnr)1u_6--;DiscFZ_w^eD@rY|+w<O22aofGd(
z9(x5VCT+n++rRF_FDYtpPECThi0_6k7B#!C^f^r?5e)$!RM|#vuVURAV2I&s4#3D)
zex)qvI|%l^R6rN>gO*8RoLh=@9#l8`5{a@|(2f(lCw*IaNAc+r;d;7Y#TP8UW91k#
z=qd`n*uZ)eR$M$)X)MO#Ak^vJ%b)^B0E$AdZV6$AxZQ%CGDMm5eSJBF{><v>NPki1
z?X!lbBjeWxIoGAqimJ#`x3i;bMswhT2>{0zqKP&Iimu!@t*v1O{}l-dr>}x`n&aZC
z-MHV^4^&;?Osr0auQ}sEDFs^F4+l8{;e9u^;qe@op?y#A9-wthV+{v7Xq~lMy~E^C
zK1K}(6+&8O#9$q?dNt|m{UI8l4EtI~r6)hZ3xcCKU+3gNLx=CSFsIy#4gwN^y-+h~
zX{f?-_f_6_rgDo?Zjc$toA;|Z+q--8tBovz0Pl?`Z^VwN;rz5UJ(K@8Dhd)io9xrg
z$r2`MdOqvDav{BTTuZ0?&bV8=oSfY9un?*Vl%cSAQU-2Ym|vBKx*Z)~=u@2%^(<|-
z&{<eZsb*f7Z;MKjHuGTr6UXU#{7ckPH}L&L0CBFuT`9qz5t~shN1AqmC3NgBi(~`g
z=R%s1cE>HH<d$(%(EtOM!DYH}KJdg?_vDxa^}jKVSGge%4)F`}fq_ev=vhOBchs){
z8&ImXUU=6^r#1j^?+{aCu*Q#%+Cq|c$*Y+p14D|#jeLR4WTa5ZQ|o+-X10-_!^ERf
z6Py3c$JfF&quhI&xgJQ6oO?cdi?ZW>pcXC+cp!jbs_gq%QH*)OpD!laIf6E~z+tj#
zR83FnU*FzOpRo#Pbe^M*l{%)BzSw(`l*SqQ{T`2T>2F=C4f95FI=Wj9@BvNyXyq<Z
zE-pd}K6BkSW-WCZyRBQi;~J%vTvgVD1auDdvV|<)xOx&L;<#lEnO^)H35@O=<f%FI
zq_R>&5wv)2z^UK7LnoiEmhG-e1%m5VR_xG4c9XxI2;}Lj(*hU4K<m6Blt>gn73U&|
z<d7_(XDM3aKrX2;ex(e}FNVc2QDG?I-Gi^Lk$xU<I{rO%3eF?(LG3#Vb066T{v?Zn
ziG?*_Dbzc*QC0?is3MaNy^2E~W7y$~DkBtEO?%kq&rc6GMsM`Q(sx>Q0$+s=kA77C
zi`{v9U0-~2pi2u6TOZ~FcEbk<PkPV-0bBTIF?T@R!6eeb-<E|Oe6Z}<oA+OpQ4Btr
zdx3^#@qMbx(Wc^-^$gQB?C#-cceI4Wg(&|E_PA$Pa?6e7_1LY!juqPAoVP@OKx{6Z
zCczw~^XNlL7^=!&p&^Vb4m^z`obqUQfgW(T*O5R`*Cu|%Qc$77x&iziV}8TZ=iJig
zzw0EM7z_GUjyHhaw=6xr|MeD7I5pMQA)~s?X*p;+B#&wa+Fe<uvZotXBY=^}oxo5k
z54c4E#l1S`xmMee!Z*N2h7wQW)>rxrXT5+s85_C>kVv2A5)i52mEb5r4AWEoEcH}$
zmEy=0L3KA=bi)wZ-W-5RU1=CmD8J{LjNzKXYo^;})XIsj(Z(7mk0h9Yot?_^EwBbc
zGVY`B4BaZ@hB4+QPz1}N>DfUjyQ3{6$d|vh(Ri-uy%#nA)-y}ZvC;d@yDGU;nt_66
zVM4!2PM2kTFu@{ioSpmp?CCN26`!1>CwSK0>+Wklk#IySH(71ww%mKC{b<63(^3aD
z2kL$v^(*tR7}Dkoz`eQHkyiTxsHZn!_4sj^-yE>jjcu_!vKJR`ujjr5_)AZ|2o~Gd
z%p#Cm7d_95X=EqjA|4W-{GD^|RB56d#{}|_qb7c$LSVfvdE1Drm@1!?CCS3h9Cij!
z-yUfB^7Sh8(cL_Ow{l#aYMOw3+y;<xKmQi4&4xuNQ((JS24DP%+_ZN6o-bD}qX&)v
zaM^S3!agf0u?-5W!!L}PL~o`gLnD^oxrpa#%NC6E^KtD*DZ9G<kw<_e+JWM-a+L#J
z@1_e3R)~mt%=+J^k3&}A?PlMLP%mg|EbqcKTdp<5Wx$A)#kq!}Of3Q3267Ld09*T4
zXjI$LaHKqTL6g8kd$xei|2Ca8EA73#zu@i6_LJ3FE+NCl)hxx&h9(4mcuLYK*`?h)
zK9JwqytBSAdo{QwCodm?a!?9R({%^;PY}#b`TcnQz>!MDBdYjtB&GK)ITz8vzC-Lq
zd4hkUFV!1!?On(h^NDz94nVR6DB^f%U}5(Xpz{ptHMR>^SOa}PJdE#Q{<dGHc<3(q
z-_|xUuF?~y#)tSSGFX(CfHUg;$z@38d%t}(VVg2GO&4}jPU+HBSRD57eH$%5YXcvc
z4F<kV+~F=xp$MJ6HiYf&|Ns3I;~t?9iL#z7z0bC~Y*RbgvK^svQu~CpKN12?SbMrb
zU!M7=y;n+OU#RFeDSg|Vl*UBDc>zzeoDK@GxD^DGSXm<h9e{ZC0my1_0vPXZoBM4*
z#wrX*WMyT`W#Sd+1Id6^pvBy&)OQJJ(cj)Q0B}@yF>m83Up^S%W>2RIx<QH>dZM2;
zb7GThR!*vYpYnzs!7PecawNe~-yB3gXgk!L;~$jc6B2@?O#9yF&+~e_Q9PH9Ggg3W
zi^V;7UwaO5)AFl`lzGB3C)r=Ltfb6WSiz^;$|9;-P=Ca@{>w2qE~BU{jtjbyu)kXA
zNp$&lslL4N(kRHh6@gE4O5Cd$VY8|Cl;(<j{V=^sSuHu6!kzs;Yd>|~u6V2)5YV0{
zR#_z|pY=*mnAn>Q-K_s@okc*KsoUA;evO!u8rGl6|1@gGmyC&xSIVuuVfce|nn4Zi
z8*<wKx!iQ@)m#^e*<g77J3Nf=RqT5>a)USum`?K4Yoe+caI?A$>c1~tOWZ^hoqomS
zgZ3{?q*$LmPXBTD&K)gATC-cKTbL|nLcCjh0(*-uLYiE@m)C9AJ$ht!Sua!sbr5(B
zeh+-UJ2g9594-W3>jgWEmAcJ%LF#nxdzOKz0ujFZ070otNn@Y3bV~bhNVbQZcVM-)
z<NNrK1-4z~Jvyg&cVNQ0m9hEHm0CP3JVE&`m(kp4VmP_!5A>O?Xez<mw{PdBk2$0j
zB(SPIe*Qdv3Z<l^<g=P)^BzoIByt(t3Pc@pd|v`XGw#OXwC^{u7h}JN@Y>X?<}fVA
zLqk{fspUFW?mkk)z4X)<e~)6`a!dgW1ePef|5k@5$Xmh|aG^98ApKJ70jK6IG+@7c
zi8?>GL>+Ftj)~FVVq;@Ns}nxk4U=OQssf8}9F-=}_=$f^4$T1e{>ZMbNB;EGXx!MZ
zdgGqdjo+v*&D`t+ln-x|e*5fq{s;dXNo&1rbddS+q%)CbapTdk>|bV#7iooEKr7+>
z8PMX@=>xm-2oqenz`#JQ27A53?HLLn{m7y%U0W)PhvNp&FCesCPxqcV{&+9@&QA}_
z7ZA~klc5_dPW?*TNlSDL6O@UDh{a;|7~D^ho5v)|ypdS_{PI$m?xy1@^=lb|_1e&+
zT`X*C<6xP;Pq3_QD#Fi+IS3l3g<nTc9zWjuuHYD?@N~HvorjK-M-BbgnY2gh?%eww
zJ2B4ut<zVi@8#)Ko6peFSKr08pspeWi1BGml50mAcI0$>d+3l0hDYS)8VNVnkP|ki
zNZsJo-^K2QG&`c_iF!%PsEjC^Z0SKy7ZuH&g%ngW^k=yR<&lZ*7|egrXdrcZ?(;#L
z(A_Ran%!?H)6M8ox-0w|yWNS#w0h<~`vPV2dmWk102=;fl5D=eA?)7y5xt?@`2Ugv
z?znRAU}u#-M(w4Ha`qVqS4+G_N!~X4-}142yB!Wr&E56=WVfr&on0UF8W;HfMzI*r
zUnhu@Qt|rgT>~CtgNgf1ww;6h%Zc8X1Oov#72EQ1PWEv8g79W9W27yNwCz3d%DwrA
zYAA24@89zICxHL5PR<+d&&%zlp_B)WSz3Yd+PCn<tIx;`_sHV1%Al*X7(}O3wr5X~
z1__Zjz8yI&U7XQ&VTzQXSz4z2_J6KmH<WylF}$WQkyCdRJ=nLbTPqMEX9=JtRSK>=
z){|?j&BJ<V3#agn%~_jF=pWv=q`UQKbW>6fBp=DcZ%;}MKQIM=I0D+$Shd-GG$sb^
zXM9{7hC-d+k-d+PkHz}8%#Vz;A<W4ez`$0n3T(Z#$Yan2mpAUdUY1mxT5kW5&O8~8
z_~(g`BdmulPU3VfN3{>L>YrLnbax%+ME8Gkz+g_sOro)1@uA8yPd|t{W$vmrItG;W
zop?*7)=HP7Kcm<n4IKqf1{6bgEarXJXgzmksQ{;}U~9_`Y{Sx?U?c<+6VrYQ*s7zz
z{7<4!OR+{yHI|x7r_+e>t6uewR%ai(^gmh|^k{7WA(;nKWR<+WWh(zm?y~oQ;suEF
zCM>#aTpYPB#;4=B)KWyhQF1b!s3*D4WV(75<{_XNs;!C6=z<%BW_4mrQLPTsLUAjv
zZrTdmUcdVAB*58urcn)-E-)Z~A6SPa_qwpHhoS90cR&;U)X*?>u5VoxutQ~Gy`&c2
z6kPh1j{t0Qm?Qo`xBr*hYbmmj*(D9kQfUs*q$g8*=wzyY5|lf95~6`Yqg*l>f;b4N
z^j!QZX3<abXy*GdFF9D6!0>#*bF7kymChKDNz`uqioptBow__Q6L{<;PK!F(4OY?A
zMQ1jEH*3xMR->`7v9(InX`2(Mh3$W|-Mkfg6eshS*>4&vH};7)pKNUnhsh<^Cv1h3
z%?*U-S1Dj#2GyUZ6iX&mV+qkaXF|`#;{3X^(Lqwnha}@+XSY|LFhNoO-UdYOrc0WD
z6}Pbr4-avCd^{(H4~Q4Z$tlo7+hZ+!uvF+4Kq@C$jYtLo0kiq~>ReBz7}Q;RDc^S-
zcD0gd-<Op0?877DZN{12Z6H;nbF*egfbZ$qS)Ob-UaGj4eMgTQ@N-AgNg3nTU0hz?
zp`)vAz1?eeYt$0n<(9;$H+BrM;GW7u_xfm4;Y?2{4j2<Sv#EDkpaYb$-g$IPj68su
z59~$?O^(^NhSP;ryxbU$ShfI>X)tc7tgPJ8bBMOYdT^|j7}Z&G&NP)yzM=tS?9pwY
z`U+V5RqyB|DS<fDv~4n44;=+WSNrL&s7;?D{|Jy-p963h;RPCxDE%tqG6&gBpr}4*
z_B~kTv4U?SJ1W0#e*&W_fBLv;O2y$QxQ8*q&nucnj1-uAL`@7DIeK`nE>EC!4&M(Y
zDaLx%!NkD#wihnl9k99f<D_##^&IJU0H^38)HkcaMXkNoxc~C>O=F#MLhVw73z)t$
z)XtQYbAlwPe;DG*i5(X)J+E)BUtun8bX_ZZ`rz;3k7z8k6F6qt?xG2nssEwN=FVx7
zERxXnd)Kr5?S3ZNEXF4hrCmulsC@z7eb~_nk}aowr3HA~^MMA;>FNz;mvX^d8rE48
zw*tQd;GwA}w&oEMU_hg!*z)=FG3f>cP<RF#IWVV1oTe86zwrowqOq-8bds;Z)YnoZ
zeNeBUB4j2pq|lSm6)3{xk2V1Wcn3J<yFe!wF@a)f)tXIp;FtpwbU3hNmRkG<hS2Ed
z=H{7+44j{M#MFf`&|@&DVYz_t7nQy|)T#5TtE+neT>9j<fizD@4JgxWDgSbe0-QIX
zpRG2*ibVHRp~m<xlR5R2aeuOWV-FnwE(V%c@u{h$SV``Vq=yLLX4T87Bh5wgTOR;~
zi)u;&tjAE5DVO{F$_Ix@UdhwNaKnxOv5t#<6|YQ2M#fFQ-oCz1FY)j4KmUC5#|YS>
z!ebs5L!Kk9kL!R((8r}$!%o(|);4DhH5ql#GWVANi9yIzMj$sW)8CgK*}<a7J!x;g
zEHwh=_{d);1D}q1YeyW$C79a4F3B$-)vGa=I&#$m1Eg9c?%e+Xy$-mxpr_ixnS#N}
zxD4TuEx&h}^Ts@(cvD<f)o9h_<C6O(eWyO6$|W;R-+br!xE4f{FE0ti&3;*#kPSQi
zkzV~*$#PFTfF~st&2$EL`t^Et<n(h)zCAX)iaA?rDT*cEy%(6XA16Q|>*v?%M<d~_
zN&%o$!Z$fZ#n;Y2zGwy1-WHm{?jIN!IA{PHJmTx)v;O?~b7x;L&mv1fNm<He)>^*<
zFiyk@z~6f3aXqJhmIloaK+{&S0%(cUseJ(S%2xKL+kraR_kIurhG9y2y1kDx@Qd5~
zg6Sp~4(J(}wJ<j~Z$*zKNi~7N7QG!X2nH+~U$1R;+7Hwls=$eu(~kJ@!w}sZI&&n9
z707P_w}Hm^F6em&&2!@8^Gxcj-#s%QLV`P#HhwSDVFQkduh(xzM@BrmBS{Q~5va`y
z>zR#tM4Ryy&;cu)?7<HbugZN>KvQ@ngDg~T43gJw=L&-9sMcnfuFguYTvux=L)`7x
z%b&BLEE%OFCVKY!RvFb5m%Eg`7;N!a^8{MKrf-Xg8d6}&z<j?=e_68EU5u|-zuL5{
z&F4@4lz`ZT+tSyvqe$ZW*2lBpXt<a}`i^%4repkEW$5E>=e2Vq-*&4D@KtB`FvX^r
z`yqeRpmh&>U$EZ$JPLU`z7R4Mk3}I8keg=|2YWvy2sScFiy^+%sHqNq))8#{dD(f)
z%*=J4my7G}=@!JIMJXXC#MNSt{t;r{mD)*utDk2i;ZSW8&}*6T^|PnV%HQc6WVoiK
zt(H;wJ34d`6RdK~gOLzsZ2<*{&K@|1pYLi&<_Sy{BHO`CgX_<*DThL%4=^6()f|{m
zItmQi>gu@IjqnV1dL%fi+i^N=0^jX7gD>gAa^iT%xXg!c`F)>874@@Vp~^ZiWc#S%
zfuC45&~(hLtkU7CA4L}ebgY!pMPw&i@5fp1wkXNxz$ET1gN#^Ch-KFZ1;Dj#tsQ~T
z6Uk#06x6ZuQEn`O*(fIjzKed#JC#`b8*Gw6TG1~MYG{9Pc_ezS)=6iy!hjErieKf?
z)(9<~42-)grF*I%jFrv#(&F7Esgci<9JbcK7f=e@CziiZ1Fj&VwW89=aL6($>G$xg
zRUnwL)%@^WE@{q=82%vujF*i^)_BrCYvn^4CoLs$|2o>5T-Y~m(MKC<>pU3dWE59-
zKw;1osjjm?W7k<_YkiUItOo3@*su4K$D;`%Vh!d8H?7W?dAOGPF(2IAKN8^1X+OrH
zI}5tY%Q8FN6E~`&foDyE)u{e}m&=Tp@&irjEP?u$&cqHSgnZ0KtCCC^fZ@yE3e&1_
z%3ut|zz1WDD+g(2RU3npLe$=n(2B#3sf~u~r`jQd>#u~6Lp*5K@lTorh6Be2n|5P-
z#spvChIa#N??|Q?pK;tsJ-ymgN1R0sPFO=oVNrg5z9vvx#%qcWXE;I!E`VI~M0gMk
zVQlk+N-$okD*FN!D}q@erql||_X&E+Fa(CK9``cGl9jhl|53ghj6bB@)m~c2r?xF=
z%kqsauwnIul;V4HvLnCupiPwos}li2TFI-8;qp}<n5TOp#byQ}n*?=ad|_7BhcWab
z=n|DyWuuI;NwR3>@P#UO>2ej+xh~}ab*py{X0x@|*FI<1cnyDMwELBO&+7Usr@trQ
zKMXzgu>R>gYVeFV7bK~z9v^n@_2?3G_vSP$Ey`WWSeR&-bt9lP-KUZF3!d=w<Kepc
zjHLYF!wxx^dDqV=f=!o3j3cq}ppg>O5hX7pj)>OoL@_Uhy8JfdM8lvs9E(DFxhg(6
z{I|-Qzd^k)2#i%Oo(6Mw0|EjN4=uc#aBexOTpKXVwaIuHI8g(Y8NO5u;pc;U8I3*C
zm7O7jSCxIQRcN?UIk22|DTQq#L$u&VTqMXJ2^|m!wkC>rkV{ZR6!|$2j78~nX6?sy
z<r0ZQ`oUbjo61>X^}+q#p8Dt!o1zK&;(Lw*Je`<P1O$nld!Go=|3?5_O}#KTQtp%v
zd9)S$$>InpJTQ%-#eCo2+<)k>-6+GfiL_mm_92%j{!Nvxj)(OgI>I>~xjZs2c1%B1
zJ1G1EPH{I-HnaJGsh!=YALkpK$)vX^ur)MD$S-KT4Ah8hDT}icScO{j`0hsIGSB?1
zS~z*W(^zLeHNNagluaG=Aj{#IYKrk5=cf?$Tg*E*`41QuQ5;LP(<fLYml&sbpX|;~
zv9qoSFCG}nbUNJoc5K8@UX4(Z2OcW1Yt2QygyHp1Klt-(2RC*vVmnOIe<e=gefsoC
zSHD!~C@C}mAdsT;-hSJ)$9Oz&hBO>vNC;>6iY+#+lFr4&vU9o<@vEug<ZX_@ezlAj
zYx)2Hch`FgG7M&cTKWc*SDkmN)woJBXUlhmQ+3R#DvAq@T45`FTSZfC(dO4c+$`$>
z#_pG(wxlI#;H9>j?HzlcbKk=EmN^>JIR#4OID^v2m<bpl@PU-FTQz=d`7m*$naVv6
z<OM4Egp|b^q7DeAG4d-pyozg0ccH4x$(QW*MdKI$FXsPXx4kd5-KTB^fBK(hY~D#d
zwbeQGA>Vl-)ip_&a~vfbRsPfG-~^%AKM-*N6$tur$5FzI7%DYO8UOLCbYbS#4YjVy
z$k2?*=ze2K%)?X4Jt1$##ro%Tm?8nhpK0+tr@H!1LLv|7s**w9%%~K{^ynJfIj<pr
z)KG@5cj*0vaJDpRlH4l?@(9cCu{>c4w>Fr$V_8y1DJ8BR2-G$o@^N08-lF8kh*7TH
zD>T8d8>tqiYI+G%Q?7HV+GxU=WZ~!jsEx!(3i-LMIHxFue4;25Kaz+7W(OT+M1SwP
zadIw>b%{ofv({8!3ZDzRj`_YxkOcf43Jro4?Cr}pdyZtT&q%U;SE-_~3no}To?Zw@
z4rhv4{_!rXE(#t>fd)|ltU1dwOffbt`wU4!2#TKe8bb}YJ<pSeodd=OKgAgV`<5RN
z(78&<S}AFt8e2y87WpK-d!b|<v-654U+>tqL2;?(Y%AvL&-t3k=l#fECuchO$2>Se
z?F*9Z)7w(HYbDip$jHs-AK6?k;`e=&39U2PHUdXHAAVQ+o^2(Gk5MJ^5yL}*W6!qA
zhe-FabYQmMW>#w|f~p`{5-}4=NlA5~Z;L;U{`!V8NW^?oDVH7|1!z(-2MPDzK(;SW
zp9e@jzVSOSu#dZxZHT}am^RpSYqfc{jUS~S5h9-^g=V`aM9=?%?_jaSvCA4#Wh%8A
zu-nzTY#0dEbO=K##<fRe9D>xwt-4B7Qlibm$WM&NP?cH0+{rVn<mwHCaO<rW&c75y
z(coLDcO>`dg$5S1L?}li8=k(0{<*I<R-s7{9PJ#LP5h48-MlqEBC>O#Fzf^5`{yFV
z!hrj%SRRpBMq-y3zGqm0C7T)P3&p$aB|4xLeSCN6V!!Fg>k%k4w+hJ>$phmy8)1kY
z`tErcnKu$k();%h@DQDmBbmmE!RakG!XD7R+yLTsyOSU)A2#!57F&iqk|vfYf`ux(
zn7Pe?W$y^kMH#pfD?fP6+f!{;^CreR7(kflPvwk|hjJi4CGrxeHZfxF_gXv}=`13;
zon&yFpP2%N6e(A&>iv<hq}<YW{aSyu{!-ip?grPNkCO(|!HnIE?l(;oMpE@X<@7@&
zC)$2rx8ly*fLY3&M~o-zv8oE}SsCLM-coC<G6afW%iA?nw@$oank6A28048(fJ7te
zUujLa^0&%?w*<5~-_4}W7y<6Pe&hNrNptA?9)5aSx)7>vlRVFFRo4$G^j>$8uu4sn
zjf!S|z7a*jz^oEk>6k_E)mh9}?dTab^&)m;LKg1DrTF`^;ICF!&$^iFLO7j%!dbq}
zSaI_&VP0PRe{6kaK$Km(H4RD$K6Hu#N_VG}k|Nz8-67qG(uk;lG}7H64HANMNh#gk
zJ@D;&@Hyu_=R5r1-^|>x_Z4fcYwhl;ma-VJK9&;}642IfpQ8Y%6;aLr+4U;Pt-{k%
zgf%`L|DPC<x^4Lcx+p49O33@-F7a4_hLR~dXl@7rC#0TXAm<l1Ok}K|d0vBZocW}}
zM3Bew)d8|4`*WZHWY4-$Ao;3;28;G3%DPj3gsk-s{@^EHPDslBCKKPp8c;o?FP^_i
z<#7M(OhQePRjwOB#;a&5*V*0<wRjuB=Rh?v4<s2@4wN3n)F03JLBk$F$}Kw<ZNeZc
zW(UYAhRc_+&+n-|R2VmH_qgK=q|6#)c@dH<BtiI(W}5v(0q9`T#X|rTEk*hF*H_iv
z6ftX8zCga|vRDPBLpu=5Fcm*szfmo|V>!co8OwrDY5QDEY2#rDb#2k}pkiH2CuUg^
zT56`iSKU?gKhFAiW3jKEi2GXpVu5v9`P5p8Z-COU!1MEKW7+o_ZwByxf8G>B%lK$|
zpv_-%o~K*O0qHx&a`JRvmp3&S07H$}T0pKtkmlk7*Pq2zZp@iBuzBS?c)-Tcjw_05
zA6cGtWjoA%Ug|o=wwlM2d(Z0kbvZ1~VfJm+#A_Zz9NI-XHh><#;40)`yP_J$4zsfQ
zjjB3wlU`EjF5^pBV-86%WO?|etcCU#eA5mS#Q@PO%Y5W#svp~Ph;#2Bf?*VWBnOVV
zIul0OJ-IhZ_}<o&<yk*Fr)yuEH~CO|dU%j<oEOG3GdvPw40vpL&0_kYu;+<NcCNpP
zBXTkRi%$rdD6q`QI+N$Jq92@?%2PoZM*1t2&FBrOus(-K9FtahLZMu01|(f_-JL0V
zlZ6_MFawSCy{Z2wEZ}$T9W(#9Z=aS-?S$2(BpM{DpN|lA`A_cCE9Uw>TjqXA|8ZW>
zWka>X=h>hp(&VsT9*XO-`=dZ-ph&90{=GscF4Qd)6QQ?GCw{_g`hofzmsZ?jHToSh
z+0^2fQBK%QI@R)HMOdF71sKXb7gH&Iz0Rn%p@P;f;4p`f0%X)x3f)+J;V68x#LNok
zS)zKigv-DG^czPBXP*Fx&}km5>v9t`jaD}w-&qR`#uXe4@_P%4j;Fg=)c;jfe)E=j
zO?NpD7h+adoVz!WKG8>$#y1KOVX*L!nY@>n8fV?T?rzktSSaG$QQAA+bKm|rKRBR>
zfrzipIP}^35!`ZT*KkLz^Ujux*GI6Z+P2H(EuJ}am?5@o^ST%eJ-k_uxBc?VzhcjB
z<^FJ!I!lFe(-$Nfr2DmxAKh17B0?$ujDksP!JsfmTfp{c>Es6U<MsfiR@{GZYrFN#
zfFCCB?kB%qRF`<c)isVOieqi5{9=?eGyZz?0rOs}msJ}lJz7FaOe8PiPRC(|8x4P-
zC&dww_7%I~&p#{TL)xbZ5;sn3X}M!+R%oN!rb%&l8x>pb`e2!L(Pf5Kn>@xL;dl$Q
zwLkB}XSg`t>npZ@uq=D_^Nz@cr`JO81Lk}8^~xzqy*xb)NA<YbUrRDdqLC$1!kP|+
zJe9Pg9>(D-FZA0Cp-Yt{IDeeAA>P|#^*3Pq{ho{HsOy~f@%7`<Lvt@U?@=h0fFDK7
z{`5HhY|6SMuho5t6;JuLo{4i<vAT-}yBA*2y>2x#J%T)oV-v>1O|zw*UCm8X<}UA5
znNMh^>3ZaZzmxin64Nz_x%LhD+5NM95o+3*Z-qTNEj|WF`gQ_1#_>~Py&0Y7V^r&x
z`fzBP?qRmvP1w!VVH9bSIe^-%#2x^=`_|uJ_aIUgE1{f($UZaQW4-h6@S1(?<@j}9
zTZZiU;woMdTe%8$TX`ahmb=jj%az+TWu}?QWHmx!GcxF{I8-7t`cC4poZX)rDDM=G
zSo>@A=Vpbj1~7|G)I%hPsyv{F)gD&lWM$<=H=44M)1+VB{_eJ?tN>*qez?m1lOWUG
z6FdKz$V1BHQObr!p?%p?fiD7;{7;c1lG6u3Mh<TJ<FB&c{cAQaqVoFm22oBQ@dIan
zy20bU3GXyzzs=nNl6O+b%<|H?dH`!pFdTp|IzXh|c?GqONwHWaT+UO3<Q(f2hhsY~
zY`HE3eChozKNm{axBD)H{<vME?If1s`0dtPG*XymA{_=HlF^gK#pI)4-H_$F<{Y0a
z-W6!TI9oX?^E@OiHG0!12PbeOY2QN9K_}T^6j(QjPT66vOIx|Qz}O318TCA8>J^bO
zG>K_-ZYH_^fhE+t3qGs8+v|=n(LDIAP*=jR-HAHiZohgv><vvo^#I@qeUTsORm0<8
zNJ#G6+s8%E$w)TPKNWB+6B&31+eVF~<hKf0f6MsvefwDhs{2&7Z>SAe+YY*|mFA*%
zdFP)##Y0D|bH)EMjLp|L^sP{u$Z!HbP1S?(^KYpt5>%8Gtl^kwtito&8EAp<E*cH*
zx>Y*|OGqw#FIU)koqa0m1#i2PWL>LqN_wXwO)ptVVvp@~#g7@Sc5%nP*Oe%vGI>@D
zZ+ymNXPWlhAl-p^Qv9N<efcdic^c<xkRU|#mF_Q-dwXj(Ed$?teg=*z1;+u#F=rzX
zjCn}XN?r%=ACKW;d`YqiZ2A!zLjKID-$!xB>*N||)pooQa5@BUBG@kaQ!m;5e(<-I
zv$&-1X*CnOdkSd0P*rJ^XCsWT39j*-4X>T<&o|ZhG{Wv~#nkCs{El7Es&&)#hpR<i
zlhP2@B7*ALk-*?S!FwV5yp<^A#3n@ien3RDY()8^-)Jly0@b{#CV(P=Qu{}i+y#|i
z;F~vdKxzGJ(xf-V1%eF!RZfRlo$}Z2PLjcc1Xq);EAa>~G3U9q2JVl{0EPL*<=+OR
zNZyTmmd(VKxuoxT{bs`}du`U7Th0h%O1DS3y^kG?CDAUIVGGPE{vE8ybxD42g&G4c
z=@BBSn1_rVJVma>0B12Pv%cyEyIV<t{JF?{_ai865<#STffzVCs+uI~N4axt{H@fD
zjwF5&#P5DjeSqjgy6mLO#77`hMs{1jU)+q5!9HY<dAi^BfpG7X{bXo;>!Kz^eKKQ=
zCJ?LV7eyr0x_88W(&*EOHFz7>jD2;S&i;6V3<)c#C(S~c+mkqC^dfHzk#Uy!ARGMn
z-JYHvOrTp)4?rr?YOMbWOlEG;)LR*QN!>s<40?6IIt%Ou_vX%&&dYFI;uUKtRO5@%
zSd5d`jZtNu1hVr{L)&{B_Vs1%15#C6!;xG<S1`JUsYafZwHFkWTI(0Rox-mpS+Vlc
zaKmD)4V%9U3bNX#^(3}ziC>&cga>ezi8;%8#YF%#=q<_}fUk^7l($sMv$@?TBFedz
zmX-#pZ<9A*uz-KWV;`7Yed|>pzm$G1Dao=t@Mm>@7S#*uaA+R!3x7I+EPAaSoz!g&
zs_H_v*SdfVWYiBBb%H_l-`-@Lv+r?2zb8`BdiEyQv!%sD%tFeGaGHCx7B_bSi?2pO
zlvS%%;^vh>5m-J8<m~=0URE}#{i%vllj(quI)nwgk$`8RS%9P0iCN*6f6XJM8baku
zIYVkHciuMEP4v}hJKv~Z#rDMmRlf!TN7M|(2oBsZ^-T<+rqANan`%OXriG5zqn>kX
zcMEJ&z)ScqGo=r&lyo~dIcxH4p5qa&WpGF_%AkBt=E~D0^^08hZym!gZLw$C*%LB%
z-_d-hKluF6<K{(u?9j66E{1Az4`1`Eq$VW|u<60&J%KzYquVCESP<KC?8U8uM2HEN
zHs4VNSG7}^O3b~NO*IH~+`ke3`~w8G{dnB;p8eqcs|MIJ#hyy*bKRG5H4!63ZpfEJ
z6BUr25I_&e@Nbmh_vF75nA1taPCv1_xt%AS8WoBYs55nae^1WOJ(E69D>;~G=GYs}
z!0hCc>+G4&s>e}EC8Z1t?NmMJU0<oB>Dw<}{X7jQ#PS0DH}qE+0S~pr=Ed2DgSd%~
z-28fdUS6Ja(*X)Y+0rP#-#ZsFw0;v!L3P%;FclHsb9d%R@w~Q$awegCliz|T(}d$M
z-(?r6<XIG<hNBUUC`3WCDR_<omo0UB+24}Bg#F02>FglO3u1Q=*`*3(aq0QKZIX?Q
znTq(!`;{)CE+KI>ajpw*`hO(H5nj&nz3*FkXS-Lz07Jf$`Ep<K7ZRzcRnpC=G4&#y
zbqsU^T~hEs?i%;uV?e9QD@P8Ij?%3^GuVUmj#A%}M^WbDd;xviX&PM>fY%dnHxfJi
ze`G>$tRC}@lun6RyOzAOrH?GN)*DBpbIUoYiVX<uzV>id3dD+-+aIAtM#oO33=brV
z^f76gYQ#aSDn_dL<bd;K3Yo8I>RX|#m*Ls0nC7yO!Emjj))jYlqZU=+W&do8&;4KX
zyFNs6>7&KWmH2}PcNVXvSp5?_#Y>@k2<h^GQ_`*v6`E3$$_NA%$&eKWob$g@+O00=
z&jlB^Ec<ktVqYLd^`Rrl5}ggpW+Ahm=J60uRp%RNy|SW9NhrhKy{V!i(VDDgs@=4{
zp_wB~PgQKhu{oQ9XCkmF8R3a%iv}b-W3%m+i;VpsQ)C^rPR7$w*Je&98v?c}!4K}B
z;`wtZmfG#_rpUQ7y?1=lK7Bg=qg^JEx{KGmg&N`0cuLE|S^MwrP);JXOvLfT>e)Nb
z6=sn_<HDMRZ&yDC^wO0>d-{LP$IQAerouYsUIH9cwK<)VW8<UX<T>WvYXfTG97aT3
zrMa1bfchVZDerE+H2qiR>*;ntDLo$L{(X5YP$=xwkwELlT9k^2^ze9u<Vj0{(zYJ_
zhiDk+AaEg963k;X9IpEI&ieM37Rn_*_Ws3+mXc!k&p%`9{(hoEQ6j03O5r|+kPxN?
zd%9*~u|6F!rgXJLvsnyQPcdDN@!qJWckLEidAUmmbK~VcCgRRjl%wx7*WAXPfA>jP
zD6~%)l<~hLHqB=mHMtx+$dgX|BcgA26#Y2{@oJx`bi-${JdLAeP&8obPf>X|f&r`d
z6f0V)&?tuQOiGaE7RXm@CRR)fABPLescMG3iSH$FV#K0UX!zZdpP;Z}|29<f0^qnc
z|5v&RT|XGc4=_MO5Hur>lNv<{VuiFQ7dy8(NbMmK_J8J}q9)NeI#}b(vBBci4*!LC
z#qC0S0$*sf3*!?b?tc4-ZQez>hVoRu@LPRnc3z{|=^|twBfKwSV+pq_!VL@3sF<|d
zRC}CtL9snqnq)MYMP})KcBydY+s8iEh^Uo2gpekmoJ2xVdZ4Ecd=tS&`2;TwZFc_u
z#Bg4xv~3`QAYV)N&7u%})C+<5O7I@B-Ql0$vrEI_3<XFh<Gy;d%-|F0TY5&Fl2nF$
zhnLevA1!Wf9o5;RhtJRbiG$}S;lDMaR6FFfF*%wq5x4(+D>>g!4v%0VI5oINdh+G<
zj>;kZF9ekxP?QkIRgqvHC8M2v))j^{BAWG9Uk;tgR57@B+$OK(zS)1*-r`Su@ygWE
zs>%x~Mw@swE^5SW?sn==@g4Nm%i|~RYwY*-+JaPu9{C-~M>X5R^wTwq-po#ION5A6
z0-^H}f~Pmq??aI}%hag(>=?Pl5_XEgJXeyoa!w8Vg|GI!hAY`BHrjrIl$2s|Wu50E
zWd0dFwk~zIFGU)Tye3Zkn=hoR6L1fXzelxcFT5{*u%o>AQT*Eprr|XPwO~$sU5zN4
zA===^6R$W$7h^V;XP6DYw{ey#3uQdjd1f@f5e*E?gf3Oedl3zlscj;RuDwd(PAF>r
z1@-?SUHtGsrtSvX9W<p#saJ{)edE(Aks?(0DOM<}l4I^%9n+M)0um)d6t*R$G&@$l
zy8v5{*wK|U-IqqYB#FKG@9u0{TO`<gYJ4qAxTWd*gb5p30C)uWP$6fc_MZu*M@;l@
z*Y!Iid*q|P0TpVsA~y?WNimg&$W*3*Ec$S@^drJ3%c$6~?|pBkPnC3|-U;?kR@vYb
zJvC0d4(vRS*+tYMZx4gtgVyamyyj;oh*Fr02<Lr?t;g;=BZ{WC5$h7AtyqU8-%P}J
zP~#YnHT+O~D1_9(L^<nfzb8c9J^NEx5=bkm6&K?~TjEyIv3fnLr8}O;dwau527-t-
zH{Jh+OHBAiQIGyV(#mP>JY#SGRUHD6D{0(VEiUmD`n`Ydn9pr5hicT1w|;)mhetYR
zta;tDGO~8rjLm23WcNhIL?Nx4+Sujl^3I2TXdn!f325*@S=KEkERpkLVNS|8^)tR9
z*=Svu*XT}OWXtFJfX$r99&HiSqnkT>*l#PMv1Ub6ZKJ-(eho798u-)Fc>mV|NGjXf
zJi(*;YOoe<nsu6cm&yNjQH1b-A10NcDavom=$h1Ir%BgWrjTe-U)gvVkm`w?*SRQD
za~eQNg`C2#P?-F}*`0bt=ntC26mj5mXkNU#RVPow&A6|Li6e?@;9!_o4}HYpW)q5?
zKI1$m;6uRQJGjpXffnEpJA0ufY7x5!tvWwKV<&I>qAGs`k&F%jbbVTu7pD5YVgSOJ
z9=gC$Pfkj$A?iG~^S=|tCH|p=y-Uzz`;O27j80d6@RU{#VX7J9EM{0k$_lB}SEv9!
z5!=;T>uh)g2GPV)MSNZqs51k@-tPkgxPa|$oofw*9MHTCczrIMD{Ut6TU%Q(aB*dT
zvZoAK9pf_#f-&O%&PH)qJ)XS9X%_^?4gqO~0p%6`v?WM44Mw_zFGz{6>dzl9v!rXt
zqh9UXc#X1<z0#}(nds=slNmH&ug1&yBU&8N{tz!-W#1r%Zn?rISG%I2iv#w_EkL`i
z>QDg&;J%&Cc+KzbMge>{4Jdccz_f|IM<4hf1+K^lh$7dfstWFYV9}|@a+~p>CuGsJ
zhy!X*CoX|xoZYKhs>7O8PNvP5^mkK_!vk`1!qKHn4U_o;`!1ug3eu@Onq<ko<&&De
zDRWR2JhD~qF5R+n5&-+TL!$@xA)}7@_yPZ0^#KHN)1#4i-eY8T_|A-Ob6Rg%1MK~K
zF!N&sM!vp?`Zak1^KJ}CgeonKCLKW>(Az8DcF_~Z3TYz1rvjkyG_f^cZ&_y6N9yk3
zk>|gDyh-QN1$v@9);NmJBW!x?!=i#<<KdR<y?v+kC<1DJoU<|_hry-bs=EsQpyuk*
zc5p##(q}k>bxTCft!`VcDbE!w%dk0XGc9~_s{6-5!?(31xrBJN<_1Go*zRAD0a5pY
z%mz4Jss>ru0Z3L7IFCC3BjT;u=GnsaM)$=?Ue!Y{Fsp652kZ$8($+pdQIX9(l9YUJ
zd62Mp=DDog))1k44R6&PX99wl@cppPzA`%46*x{({0aE#huEs@Ko8TAG;Zy3%_YUN
z(5wcdo=~@4ozif(=9kUmd+J)E$;o#LFIxVM32s;sguw4m26lXWtmX&w524W1!8&m7
zn<;OqwgCtbtu~lCkU6m4vTSHR^EYZzS7pn_wGK5DwdZTh>;bil^2X@{jO1yevvown
zKJ$xZ^H;~>L)P>Wo4kJH#Cx1`WGHT`B~PC~5P&BSlewnrzBB`xck^@9fvkGenx$>b
z-^YHP=fbZ8!p~2w72%ukWD#lB1XJmPIEL={BSF4t&`)nLBM02Q17%|(U^$ivJhu7Q
zJ3vFy-XkZugmL}bhw?_x5Nl5|7~OCsMEx;E=1oAirRncc+|0^DB5FZoGnv=kG3<*<
zai+R6$F^yI4q4a_ydB@(rfIdBySq0o2=S8wW8=9f12stvVM>=B)LddW5}7)d6H1~C
zu;nE6CyX<wX#HhwdAA9U0y!hq_u|RP_H-~%sFCwIh$(1*sn!a!zL!41VIw(81<f9)
zQqYh!M5U%?0k>t0JM8a!!S!yaQ`AKeneD2=o`>b$6TK2@;Qkp~S5=RngBjMpg_)!s
zcO#IEsH{Xa*Ls79ZEveJR}2*8Y=wH<?UKPpM+4K2A`jG<Z_ICK$&*TPX0dF-&<G^v
z)rA`U`|XjMMbcA64|pA{kY8jK!AV~5M0W^@VL+`>1{rO7105eU%A6Oy&J7gW8}^22
zWzCfhZ!(4la%lsGfGhcG?G>1=&(*GCSXfw?3j@5{mLAGaWH6EM6nj{{xP={&;)X$@
zb&+e4+ssQR<cyBw@+2f&E`SqL|6JfosVI;<p0+mCGDeWP%$vSNYInXvng8CI<qP44
zsxxAqq(Ot}oRaLc0p891m#YkGBadZKmGxk-SNDdHzAh)UtS;biCzc&yKRSxvcGBup
zbkqNh^8cFwxbd-qq4}V8Y3tYFBGRUn9_yR(<-(?KJuF2aEo1|b5S_4);zdgcx<4Tq
z7!ZvB01G$O+G1!4RemIC^!ZK55|hx!l9t^$Z&>BKl6~PuLdqvtVJq}ZE$9Zvd6DK*
z8gI-Mv$D<C_vXt#F&HL%wEO6@xgjL<;ddwB)5d{!wtM_lQ^iuZWjk*#@z^t!GjQa9
z;r>F0RpvR+*4zi?91`J#%#g0}*YoGyqL<GT7BJ-!hU8wu-f%nzDvbG`y0Eh(0_eGp
z9y)>YrL%W7U@6HkwxotW8_PBnK)Q4ICrT<lVT3_4u4puh*LQxOm-mG&-_>s{!4eoP
z3SqBsrD1uZz^vm$O)0Z5vbWumovX&vzC6R~5w>+_YyB>{Ua^^kaWhJS2#R~%%<izF
zi~etn|Nm)fh_LGO{3IkOK25EC_iz}Om`%(y+A5<LF!)+9VBBicB(7{JZ2)x2C#<rP
zEW5p9|6pAhae_vpz{4Ks6b7B*({lN0n?gz$(?nl#Sm->&5C2gq(_=Mn)_QVDU;N`c
z#p>^z?79Ziq^1Vk3BiGstOxKX=Y|`RAU#~7Tbq6j#zV<`eSNL2!N7NOsV%Tcf!U7c
zD&L9w9Fl9IrzqcHtirRnfDNM-7^YoVg&7ZK*=dan5Uf9^y%ga6N9`w7bA-h^0I9Mu
z)yGG_TQ%Qp-^4tj=5E7I_!Sq0NGfEKWN<9<A@8O&0KS2@dTfz1z$z)Z(8&n8?$H(#
zLlAJ=Da;1SQm>wi!<BVTAu!{omcIOmhT-|0CnUr|w1o7Fk$=J(rt1+wwq5h2|IYi(
z#9%cWYQC)i49$@VU}(^M`%QY2`rOnY<|q_%$GME(AX4)8`4uOlRNwsD6h$+lOOKZr
zL;*i_8bKXV!w|ZM50U?lQK+)1f+-3xXef1j3LJdez@#=-4;T^-0k%7e$I1fUXM6ZU
zcL8bsDJeGe>xi-A-m7$@c$7-ew=X2*e6^~lX)124l3O5rw0JgPKK(HJWv<cW%xhkU
z-M3X|Ub9l)Dnm%cMp`@1{X`Lmk72QJNqjU6$o^H45`{gF#3sv4hZ?=yu*muDo&J7}
z3r1+)up4)_jE@t6peEz&TshATGHA!^0pZ}YGk4%XPmC+Hhv0d#6$+_J<KyGM@Yp8Y
zeUFb<OKLfMwG>e_;doJJ6wl?yV~e!ylz@dM6iE_67=5gOtgHHXXg&aHU9c>Tv8w5_
z%@*=VruVK5E~BGOuZ^?i*3TH`wo6ih^|8%$>fai0=>&{IOhH>5a<SbV1OxH~EBha%
zNGU1bgYkMoFcu<ya}Bfi_yg?0vXIh%lC}egg;c9^QRJZ^ailCTazyukAO=Blm`^ad
zd@CJFEIICBya$8czu)|iqR!E|`(Mob)te@Joj8?zA<(ldUe)c3{Z#wgRd;QBteIH2
zGOz=cnug!$_Vnt<DoP?EbDnPm{AghGXbEGLR!}E6Zgu<n)pn=&Dp*PWte3n&IXURM
z`ke}f7d|buMKuOB0CpL)_g7N<MMW@O#`v6=|Fs~F9*67fJ<6r<eOzAYU~SXUtG}ia
z*0_3-vYtHO-@yLERAN;C6CZ<OmiU?6;6RNR&bLbnK2Di$QA0)lH52z=<|>d8ihY}A
zLd{ssGf7EBabF^@)d859_|RV@{S+hYZYo0BtC2Uz8Nm93L#p1dH!U}2?D74GcNtUj
zeL#)`ye0lij-;GyH7EO0V8vb(Opc7qI(#bq--Z+HW+?)dpy-6XZV5{=TwB@oS64#L
zVwk8mfoFd^I55F`yj<S)<$od*EYm$di(cOMPi`h&-CYYfN(|k5rWB;~;)`z@?Yhe6
zzExYgmT@`MMICi)4a8v(@}KF%h8DahI1{)N+Yi{GMU9Vpi;K+3^n45fg9<kzr<@7#
z`BWi!;~H?qKWO%KoHFd2B_%WC8&>$5^gTw|SRcN-Vat4Xh!R(5IvpkE`O$Yu6l+Zo
zmDlqo<gM?ae=BBypn=(o%C|@Mc#%Mz_0>w!@T-2!dAnMKP9>FM8!yJ%S(u~mrIMI;
ztGFRN=#^tbAkXjKlCqrr>jmVXb8Y3;FCvAsZ(zR*@x;}Gnx0f-pD$jd5lkvH-pyjO
zwZL@$r<^|6W4b@L=~=S$$OAD=0$3#rrsi?ezndZ!YPX#p`t68B-LOm;e~H4uZRy1;
zdLht7WM_V}+Y(vP=_{!tVhO-M|K=0j7Ygf`5(#4ilb)R(8w1lsYga*zzPt7<@AOWX
zZVPK22=wSuC=_reVeOr<#1N2rcQ(H|U!+|9ne2TzOH8R_x?_`(0pN+i!j}hrn;mZ`
zR!i62g;?mb^8-4_^#hy4Ceb?233jLc0={<LeNze`D&+h{9)gA%+u*pv^3#*mH4a5v
zg#KN&{u&a~f#DCKnU%dXV?Ty^o<rD-l|cId*;o(CSI>Au)u`Tc9Xbp^Pmt$O=_x4z
z*1x3?@!~uK_*88kA^XCwUO5!%6T3RLh2#9^M{20KAL{g>pL@>#Fk*HDr1iI=$WIX?
zV**Iaq~PLAzLWa=q02UXH9m=Q%tq@Ir;dUBLVTE%zjb&c`l5MR0yeKa(XSA``QFQa
z?N<wlj~G$U55%^cAtGq-IwZvAJp`x_(P=pY7&~7q8UT!{83R8ggIjI8G3J5^$yTQ$
zs?9AQ$ElBfFFSdr`*kzx)fZ7aGm}LtCt!f`4D<5!xP89Njt|P2dtSs#=8;Ni#lcGL
zc<O0vc{;?wVteF~y3N&rPNd*Cq$;loGe7tqF$seIstcS6E}gvh_~7KIr3N`MT_F<V
zTb07>vk-Yv3N5nS$uUsr--mjFtFVVbc2rD&eF^}(HbXvysyHWeaU#Zqy!qqXMMr+W
zl1GcG-gk#9j<iNRYC#Hx5!vO+*Z~rPghQ^%?3|k>P`S(*p+P7-{*P7`_KN~Chb1c5
zRhZk+VG7RhQY!Q;y52z$!_pfQgoJ;=@%GAr%O7cSf65)KpJ)V7h(eEJ^z`@{&O?TF
zDxXBP?}eH@GV#09Oh8d9rJ2T>pcXA-S>XbJOFl1VDb(jt%Xbs>73CQnF5~Pn^L}(L
z?wj?{BG-dmmLfhfC`Q$TTi2u0*|N3_Ye}gU>url|zNJ9I;DjsDr~d=&sE_S=00cxP
zGowoA(nyg`XiX1-IjS{$2udqW-g;VkidJhhP8ZY1C#%uC8C@(EP&ON&%{H5Rd-wB3
zVAc<(Y^8Qul8co-IZrbl90S>xQNL;4c=uhfjU}wg1fzfd!KlHefAP(BLW$}gLBS0A
z#wlWhkG+>J{I#h%LjXzb2LNVa!BKZ`a*qDCK6;?GMwxXj`BO8}dzX!lO&u65^erj0
z>E2yk`=TN<_`p==M}w{TfsHzA-zqKSxYI#lDbhZR9?9@7FF0?@hJxkyGj5Yu(!^Ez
z0$*87{M4jkN*zUgP8}9KZPos64mH@96%+;QYEKfQOTw0ig7?4ql1}hYSR9*_y$^@p
zT*%!{06s>C|5diX`mw$lWD3XYQ4DwO#fE8p)ZEY4ku#P`A5EMar3Sh0?+CJ)Z;}-9
zyCXhXpTxjCk+~g!p75Sg7ZMhJ!OkQmEHKJoeDb^Rh{-3`@^_K=NM=%N|G~%jq8=?#
zk{;YIqNink=2-qs&wYL#;FislaOQtz4QId$*gG^!y>%t~1-~fFuHK)WU$g{EuXD?A
z+kv)ZF~-Ykx=I&EBIw~P+YlcWCjtf!u5+~U$GO$qdaGAr5<WcUCMJ)_#r;c&HUQR3
znGKHB0+W*K=>9(mxMC28$}x#mHY!GEzRlWmBMA-TeQ_iZT=k8hFQ@d6*j3GQHZ0CQ
z7td9uBUXOkyZ1ryEgWdf9fSv2r{UkHw<G}n<OhUX+{Luz(U1Kxh|-X?7S3-6W*g`p
z15z;u8d0Ez?@f{G>HWTb_E{(}dt8OX0X2)Axj<0b^XBU>zn@-szWp0-HtX&sH6^4|
z7U1f!Pn(sd^5#pS{lVvovAi=g6^7zxZqFZC70eRrP6wZYjIM&v!lm{{g4@ZWr^eSO
zuY*kWHYDdOeA)9!*p??OJ~C?`+EM4@6a>j8aRryC@kk0g)h8qszsWT3*J$k{D7g0_
zCgde0FZ)k(yqN)au31~z3YhRJKJXm4`}I2i=A};>R~MV!1Fp2LQ}p$6V@R4@vu#t{
zWbkh;pRn?2hASr~Ng-@hajOTQA3kl*+q^e7=D%>2t`}wK*H`qQ14uaX&{k#|<N%Mm
zxCc`1FZdEPu+hu)QPd+;dSuR+e+akDc19;=9g$=^KEH?<VeAf(lVvRB8KBS1|52CW
zXx0Ps5mM%UI{VKoSDWhfPcc<gRH<P3$PO_6d8jAzCadC=QUP@dR$9j#{3Jbo4k))K
zjpABIEp8IXVEs#OV@WPmJAQPmvq4VN{_#;jN>XZM!_x53O>9`o-6T8xVCPP*_suwv
zvv^m%O(eNMOv~hNdVc7w6&o9$yt|^pSq|0No=bFnbAXN}r4t_kd=<dV#l@9X%4fbw
zU5+7W!#DW*Feon5Kk~V3JdJaFwt1V{vo`EM$Uo9Ua~)s@8ICzwtURo%>>Le=!T|Bw
zQ(3gxm~PM&>z>w#P1PU*71w(lm8jn^oYZ<>m1DgGK?~0Z500ySf`2}ALl~XD|Cst$
zLJp_}<~r(k4R80!Qt26XLP%HlRn;ZZwV+>=k%)j00;f#n({*YCDA?JaBX<3?v?JHW
zvDo_nN(Pho?7#r*`~KGS2zrF28^UR`&f)qDuwdz6^n95gf<M0q$0fz)4RCPZNuaF%
zm>HXuX}(<F_Z>~D%Ix@cbxLb)eJ^s|?d`sS-){NEpsA3k7kc^YPNC4d`)vblIvF-k
z{Je<z_Dz0|qDylZrJyvB2+`5cFC#nqBA?lQ^YxuY0x*o&yUva&n-8hHq^ekIQNNLE
z^%|n{2Ur?Ejzn21?x~h5xnwUg5q!^H+=t>OsL$Hqb;)xZeh&hrf!}7tcLbOQWlY1=
z-(ys|4Uvx&8w7lIhgB+3588YIH>%2ae2K8xgv7FJ5>n!h?rzhhU^Ud%hP*6+Jer}`
z*QJA|=V>^6A$0kuF*&nRo-y_#6bifQ_-xqmqVGfGMU>KXI+_BWc$5B_qo&+%WuEpK
zsn_z8lP%fy5r>iJNCESpVp5*>@I=y^;pnH*K}^zAS>S&1u%{<YUaHkM3W^+E(eSJ|
z2h?KU=km&)^>#NL+!hH-qz>=o8Er}Kx$&8IB3r<)3WAeVis}P?+D0Ds{CHk}iq9%t
zU?p{F^ws4Uqaf}UH`a!SAw%<$thur$|BK#63&cj9;v3@ATh*sd4~iW4CpyyI9YOC0
z>FR(jDh@Nt{>IKM4XKDe<vY*F!r5kz%D$hsc}W*~zWlk2p_ar)ZDzX9o^iL!{AIPL
z>Mh=Hf44ha>9m!e1RJ?Sqn6u2#%;0Th&v(q2IHXm9>GFXQy&At1~;&jBdWb40u^D(
z&*3!~B5kHguKdua|CVksPF3kD8ZACrbbgmDw#)-amS`7eUzJ(rx8I!ZO$gVwTf5qn
zToCf+#T|E^<eMLIz)Ly;`0-FUbo|Ws+p>QoL?XaI%S{Z31-+i-f9#UbPx?6r2xC-r
zXv{T=5eG|C9eu}w#muxralapdf`9*6&rejIg60|{{;HHh$fHhjsSExXsV(ERAXdOe
z)aOs>R=gtjXdu(QOW_YiRGD|b4v96QYuYXe?08b_9sN?GPeQ9!WZb8DR(jYbf?YOW
z#d0<vTs4$0`-F>$DuP<n_+F)J?MtjM_(E0bI^RtI^3?L(!ATuO<L$5E&z=uRYnC>X
z)}DXOCSX5_^3inT>Mz}CQIFaGDO}~@#1tKiVv}r@WPkk6Tt^hY(}Vdjf3r4!=1<3m
z)*`40SSVLdWg8w3yRE@<TpJs=sMmmt_r>W0?nd_k)QI($1?@ezFH`fX^O>aT)0dp(
zY<5E;z0<CQBw7NW%s)bnn8@YoJ!iUbuUo#rP{pBV>k9Rm!l2S+5P|}_&hZr<|69Qu
z<gF``u4jlZ7yJPcPGJC0&%q3FehEX>Iz)b7+B={apRU)0{}}2kU<R0ufA>G9`sD-D
zlXo5m4qSA!jC_I_YfDP6&6ofK7ZfR&M7Y;f2)WWTt+Zp#&hujf<nH}a-aBu8Ju&aq
z)hj<u*XxmhzSiUp6vk!!O~UL%9LE-pfx@u$M|h1zIE6Nru3%p3$sUTfsNUNO$)!hA
z?-8$#6(*unFbXe`-lxd~9t5q^da+JaF~P4dcCN;bhK8&@=}UgX08uCCQdA8xO}=8^
zj~qGnL^g`ia#^ZF`tE<iO1x@Jk9_A{{f~*K13}AJBM=?6e)dm&Y%mlP*5K#1mY4DC
z9N3GbQfc{t;U^x(PjdYA1bh|Ue6uTBUa>*BCY9d!7~S22y|T#aekP|0AoZefXGFll
zIIQ8#0y#j9B_(;(ztA0J^H9|IH3ujfWjwF8aJEi+$qE00Gbkx=_xJeAYv4>bo_O)F
znMJagiNedFr8#KHmY0F%2u!l;0Q2UFn|jBlZ43A(xk*soYK$vwmItWqPQtK`EG)Ln
zoyX%h`Me_gz(hU>Lyk}wGBF0cIPHZ%P5HT?kJz)%#b~2DP+J&7&PtVbNY?3b9zFNl
zwLS%rB)&=8<b#p#lM3)Az^4OlKMgFGh}K<-3S=}JnOJDK5ht!cIW`?XYZ>WDp`~H)
zIHpAT$<5VY;{K!9ycI-RVflm+*1t#8k`u%4{uh{}_HGcmdrYd;?00C97}HG)+(d<y
zMYpN$a`}#eeucp!B}FW*Ci3uy2C&GOK9)b?vQ%sa!Z=;|XI0i7(EA8EfR4_Mjs$IK
zhJA(XJ5PmKv!TcL7tAX-_!|r54M%Pw4*RIkuOc#x?$^d7==n2j_f<%{2-Fkg_`Z7?
zf`iM}%lgNw)y@=-Lo#4MS4M02KLZbc6$~?g%=~yHWd;z1kVNBhe-EMVJ$HZVG#dHU
z$or0cu>rKsLgn|0@Q?z}{pt8~yNmCrg1Ca4Ys>@sR;ettNI(hyvPkLtgZ#J1`;mu0
z^peF;TG!PmRl`N)ZPQUN<{B#zq1e2<q^7HA@*2*hIth^<d;yA18$QCQQF$1~hCU^w
zh3*sL^>~4|sFwu+v6)KBJgGG;>ya(z6rJZh88)u{AxW~Uya5t&OXJAYJNHUAHPX7p
z>i?n5e)*W;?Zu+^)BFqO#a*AcJ<Ux9*C&|p80`x!D24~GYf{+dPc1ZY?A;0qvjH;g
zfpgawiqKVp0SA$qev;`n!f8VYhNmSL7n-mKgL4mnWrIk@2rpCAlTF3kb6PJJIDZY?
z1A`U7T9a*ACd<=wSqn4r6~lbbXYgqMhku|S3DgLGpM2o-zzs&UcQgdzDPpx^m5wsR
z3VoRYPD=aFEnOLJuMDnqW<WfwPL)!x_WcaL3eiF%P%B-kd|k(f(+JN4{l%djBUo}o
zFX|WuuN;B+Xu!Wxvi_f}=gyX&nU{02mrqUyuH{^xp#S%sma``-2G{DmmVSXgSmHtJ
z?&(=NgUPte07Tb|-kZ_>^rD?1c8;sSLGMNXCEZNJWhnlm(^|^xjFH`1!#F2kz>9~s
z96b9tG{lDKq+Km3L{5DKs2^s{Vl-E!%4|tLM5m|XL?FDPG!w>Orscb9!8y#=Y=rcI
z+&r#sV<;_Y62W==<H+_)90&%wRaKi9S16$ASs8HR$H=0W_hT}0QcPU^?Ew9cpM6fP
z9za6OIv!bn-ZI6y^-`m+Am|~7=4_IF-F+=r|9>|&^z=<6Li0$>`eZJ7SJULA%1?Qz
z*VBEcdX%V$Y16OHgORokxccqmv2=N_pQ*fT5E3426xRZL;_cF1dJGROU#03<Ahbjw
z81*7e$H&;;pD7bC-t?raWXI#Y1a#?ds=Sdf^3qcKWzj)^izD5%93EH$W%{#k@kakX
zAgE_kz5|S8(;TJFJiN-9FgJmR3vi$T%TzO1GWNp`oj{{i((Ey&!}5#JaXr8iVBj98
zjes0gX!v*e--F7L$*!;Ap%X4Ebw(+DYvC4wAW-%di>dy3l}biaGvt2np0bK)Q4gAW
zlg@(F-pN5bFdaV#KV5PThuij;nBRWK7IUY~P!NHHGT<P8xftn*V36yXCE0T(xI9xO
z2GeM(yb*`!gox%fG42#6Y#`38bP<f*z^jgExUGr_@_PKFX6a&~QIj7gPMzwbL^_h3
z9v*~zw{mDTbGmpTFB?Z3GIqwe<4ui*h*|hY&0l{zm|MnYMTW0EJNSjPfP)nrn59zj
zmRGk!FO8kh#2)m}>LI%J@$Bl1wgqxOQ`Ll`UfBxlgi=Q>{djG0In?f0UM9!<_L<xs
zf@JeMqRG7NAV~fR!&_!i1Rz6LpDPy&4A%6Klv2y!d{GtX@hewRBmMZv>C-+SB#KUo
z)k?pF+t&Pyglct0K|fgbhJ;d^cw89uVzvldzUBF&xoz{9Ly4u>N7GYW)<;)3b1hV~
z+Hb45AKqKoEy^C@s3^PmurC7Su^=<!vXBrfJb&K${T(K|_n8A^Tmw!k#khO-sk}TE
z<Q(&emiEs<0%XMue6G($^u4yZ>&Y?k_)|gCLW*COFNu;4q-I`3-RD~=*qQC?IgQBv
zD^b%xVA;=Fhx%ewWD$T$0firXrj8CzzW;Gikj|O)`r3Y?0R8-DBG|wQ%L<rSY=x%d
zv%x%cIAAuZ07KFO4xMIm-O}t$;Kl^R4l7Xo+IiRly8Q(pWp!eCt$!6t{#2CgX9oB?
zzfNS|+9h{ErmybTr)o5%`(%sWp8~|F1A8RZA3PkT(#8T7OmLSRv5_CLg-%{vOi|~8
z{dwzZ=&Xxoo`gWXEo*ZFU63RT74h-@ek(ZqFcg}tN0sIV?p`f`x(NrCQMs#+{1c`_
z@E)=`uMOg}u;bN+Dg0P;JegA9-d;yMvh5sN!`xnTqTYGYAAvsTndzd0A1xT3kICgp
zJP~s!I=F!w5ClV@y1}3H3D%AVlj~2NJPE<T_1^A0<JwG`Zs-;y`38173B$M~94KI@
zCs_-4(y$s(0s+L!5y-#?m`WteK9elAss{T9G<Rvb7TqXhx<5NZJJ+X#142ll3Vd@N
zl86?hHaYe;h#HU`p6)*-`m}N+H<1KK)3&;3kuy-EeWj%U4ZpCsxUEM{<MaTqVw#|2
zgMz$SIN=m<G7I$s-M+Ne`qsT@@pT5Ul8a&F&l;6q5sX%RWtVX72<QR$(n2>p=hi!P
zXCI;R`(AzfTI=I}R^;=mNVgUroPZ%|WyJta&Ug!sB`)<-rYY~*t?z#z%&DUwgL0n!
zn!;H9A1#Yd&u7yK5)jm;$~Qu6zP9zWoPgtGI2;c1MN}?}$K^7M1!wTyAyBdY?(KRC
z{I-8lgi4HiHW)yaxpMdG`iLROqp=xqN5QG7v&;hnU)Uvz9xCk5dLJrq+0T#z_vgOX
zkGyDTR4QtS6Nf}6GHJXU|LhRz2=THYc&$L042{o$Aleos4sq%|Prv;aj7NG;qNie8
zV+F?9as0c7ZYwVR-wej!0O$_raN(bXKEUv@FXdD8n&{;gXUqfbELj5GdRJ_)E?XgI
zO)$8J4LEJhQp13b%Y1`o-;|yx3c(<7EIaTI#wmUbj;@`NN)y^^n3!pm>z;6%nfRwl
zr*Ce$X~09j7uAkDs$~m{JDEV2ay)$s(e<0g0q}xPA=*65g<;6rUsI;!jjOJ#^_lKI
zsBKH6b<&>#$0Qke9gW;<)rVllv9$dN7p2p}oc+K2_DxJpTY<2jZrU~RMhq8t%K*C|
z@tl!)$e8+wJ3o5$KYjj4VBj$MFkom7oZgVYS%dAsePB!7m&VD)Z;RVZn;W!B8_@x-
z%uyrV&jM~{l9bC4GkHjn+|MVfz$#T-C42MPY=C$Lc6x;boD1blX1DW$TL-2k6zH=|
zADpOmA3MT@j7#by8Ib*`!YVB$bi{2tASBKAtxX?Y0y$Ei4UqT5K`uIkjdsw{=Vl*)
z=Kp)lUjxAD4*?R_BH#Y7iIyr<Jssm7!1SN!7Srx$O>Sz%sC)hB&6R|a(yax|PXXW)
zcdi_%xEr1Peot=}5!Y9TW;IJ?`|(xd?#BduKLL_PonK5xJY5&7?`)#}=TQZ^=MC<Y
zk99_wIiyQ~J3TNEod>5Q2O*dn0V{Gj806`J4Yp?g4v@S>JE#D;`QSL_X@_d5TXd3~
zD`6=BteVyhTl&S7X=>&dah*N;_?j;@<_-ezCtW~~f(_nX^V<j}*qjSI647>KA!l$H
zemo+n^SkkdTv|WTD+S5mp&fjXS9zeY6&m7{STV-8Hr$Ba^KfE-`Qv`k>LC8y)E!u5
zF#X_$B^W&GYHSy}E4k)}62wBLd9EM2rH*EJ(6_E}<SC2BLlMOq4TH82Uahww7qFp%
zjPY%3n7|RQlpyF9Jj<&YrqAP9dkI{qZC|{kaWaDxlQ8AQxN|TezO7A}Qwdn3x*eF<
zIs+7RF82@6>b_vrIqxaWZK)^j@&G{FZN|vvpbAWVB<_BKN48~fOWI=(qlDf7VNyEq
zd;}6N5n!5jsCNTAvA%Fw;)CPo?YsGWfSc7{r$I&2WPH5%g!(?d7tfD5#4Yr*xEOQU
z`t6Vv?Ya7Ed}5DfOmGh}B;V0>o-f<?l(g~8+D4(#^{t=kNzx^bK!iAOqwYRQ0b`n6
zCLXe@6+o-i`&t-yxuz&7Ds}?zl6^3e_f;yK(5i*@PAphp6#M)87?_xC4IYR0h`W@t
zL%SY>`4A5}kYjkGSYEnO*!6MgaMcmK$g35WlUQn6ni>0FqscsfY{%<NA#x^yiDKc?
z2%gsg!_+T_KLN<_r%?9I#87qfzN!V{a6<z)o0@?Q_!tHNhMNGW#l8bS8z2ir8{29E
zho}<^I6u~RpGQ?K)GT`|t0dX~>dz2glF~D^5&aa(wUN)Kp-*c8_z!iCeHM(V4`>)Z
zle!^}?Vu<Y4h;a1EZ3K4&axg&`fGrQg$5@+fTWcV<xX@>p!qm}XGF;HWX1XC9ASIb
z%Yaopb^#`$&ek%bN`YY=IFy|boJGM9?hNFB3<Y31h302Z60><P8XiCe&7}xBS9THf
zVtwnJ)zbPK3q@(XHV>*DFTN|z`FBSV@eGe-^23IGh}3xgB1jJ1P>)xnr=a*l^pZ7!
zJ0s`mvqnUl%OSp5&qs4wXNU(OT|XJPkvC2_`g<^rwc>e-R_Zrn)U-|)WM7e1Cv#L^
z!BfrcSuA0O^Y35hD+wvnwd1;tv9x(IMQn>AuJa?$fa*9Bz5F_aTxyjUF)GOqZ!ro<
z(64%ZM;84&-8K@V?P@`o$fiyd&fa1}t>U{!dXBy9B+lz!vt#DAJErqG9$nfTLOo{?
zqHk*hPAIw5e~nfmlJLseIA3IWvC<^o7VNnwdx=88ymMP5(La#rzCyx~#w!ZKpd+m>
zAMR_O9HD88bYDDl;!4&>Zty-H0W*>l-8_HvYA#HpM-nK(^yRA`@tZt<sGyw~4WVqg
zAIuU>!mA5O-*1?H*|uO$#+d-L$n4w$>PngtaT=NXgxHnDMo9*zs9@r;;*S&>IMtfl
z`1J*?&29Bh>klf!^rzqAQ{G7l4v?)}vg=ejDB2_S+w%grx??k{OW6e&oAsT~udZ+#
zwxJ~M6q~m>!C{tsJ2_}sgxElwefrZ6;^O!tM-REsFFh7#q&t20yO78f%B2ci5q|zC
z1;CHmi$}nIWbvxg-aoU4XZnxuaZl^R9DZ2sCa+ozEj)@<Ln?UX2VZdNMj5k(kbD}o
z{9?mILBHL@H*3bV`MzuDxw@O7;{DSI6CgL_nO0MM;#ZlAZ}-KZAua>Hd!udPP{r3z
zj@=X93;CdIKeYIzXOtVg_Bx?cdKAgZ#TbUiFVK81t*xi?yhtU$n%=g$o-!LmfKq;8
z=&4Q;LN8gWi?A`nhK*DvxNL_h#))8peFR*>qq*)VYMLC-bEc`%!kk^vfLCeacD@&~
zvEk9t*gso>er;x#@RhPq1CB?)G%+(Z2J#5A$#hC>b9ZMia8L%xlZ$nK2kI5PU!>6$
zd;91+7bT9q<0UOwFrG=Z^FaizBAcrr%R9HRC>k4nHvxXQ2Cd8OT-@6rMxZCEnlx%L
za8iW8X82}bq0HTH0SksMk`j%^dbM{ASWr&cXb6*$qF3qkt^ffkDBC5VCWN4z#0P{K
zJiM(Ro)x1_=VGt=sTuT}0J@>+CfVQFLk0-}t_NSu$rtt|j--ajb$*o#<(b5Vo(W#C
z3LQ;dBtVEY9p}n#dm)p5ms+mqJ@O9g_gy4o+o-A*cavs|Q*UhfWZy})JrqX8xQm=$
zjh=wRa^ltSa$T%l^=?OT#hswSA%SICtwjv@`ssyER9fR9+~N!GwSie|0NUNryojTa
zQ!ZH(S$E19-mu9m6=oVNE7JKy>WgB}a&FGQwnTUEj%o6M5gq$W4Iq-_bxf(@LUrrO
zl1UO=*`!4Ry-C!;b>}aQ9TO2v04v%%SW1&4oQ7Dk49t6KapPps6+ge-DWo#k6X39F
z#H!{wd;q(U8f^p7D7xo4-}k>y5I(R*V0gK1&F4xx$u?U;k~pNZ_4C18muTmCbuS^U
zlNC6NMX{*DMo-Ir-CAl!EhdC|w8YRxq}gP*gT@}tvpyDuzX!wq*ovTap0S57_-Q^I
zo901+1m)v^4Y#tLkR-JQTEkV=cV2z(Qv)6u-}H8nC8zxD^e><`{ilqRHXYEs&ajF4
z2eN3f@Z(Gz7l3H~*yrZ0<WiFBRi-_i0de{DNowJ6()C=2Bw+Yemu%rLaTyx_NcV=A
zqK_jLqs}4Cymg7*&vT|H4v;^@WT)b=U~+BsFg$cJqaP>QcOm3y9FREXXw6k&X=fYw
z`ygzgTUa(eQD01x!{sW*@S|e=6+>&nwK37%c^<2TFymV&NMjzGqFP?kGn5g~y>{d^
zdD}-6hC{zDMBbPbVw+P;vN9RbbkB7F?d8JJ$PA*`;e119NK&%BLw6I4%s^15Jgjlm
zZqC_TwyatPzJ?)gEnTR0(u&+U&+h!CS;j*ZL}!6R@i<b^yC^{wKSPrA#$2Vm^)6p+
zSF2Cn8;#&V(}?GWmy5sPQH2FelYMFaLrhFD*nls@=kUSwJq!8*&N3LWE|NL8pm9P~
zKtoOudFKVl5od=ow?8A9eybf`tb|@(@YqBOq0&xT9(x>M<Y}xD=rk!UUPil^<N;i7
zq{<5+np?|FvY0xvPz1Sw4IuV!GQt`+DX}AA5jz5}Da=dCZo`WfoXn{0oqR>^yq<Eg
ze2;LgN1(jDL%3ys433i6OBQGT_#sAsnb_Im`A4++r=6+Eg;lh8(0NubDKv&n13!$V
zt33;jvz3Du41~C-EFNFuB$ip?+?VYlcS5_^Z;ej+f(U;Xid1s2t?>fbj-fuLSl;ss
zSB}AV5NE-k)*Wbv&_PDOHp#wquQU;+euWsqG#5Hi4F_}=y%UG<`wai!)xL759Cx4V
zfC0cHn(_}NiD@FjGAYS;ts~AikFosvZOh>#-|0N-Z(lxGjcr4FFWL*@>K+Fx=Cu7T
z>NGooC1||Kp%3&Toa7+s>K{~!%f}e?^B*UOX8hD7vFlCpucC@xW0O<r9SbH1xB2x2
z24DY4Z$rj9lsnZg-8g|G(ZWzb{QM9?;3CFxHy(7qhfPGxaIAN?#6IafS64#Re@EV!
z5R#ObLp0cHf^uOiiZrREKHb2Tvpd=Hh5P5<=8P1+m)NHt=~VjkJsbO+!c+>h;>UHq
zQ@q3$0&mBpm)<7`p}Bi*=GZ5pzGtb~SW%G4nRPl~V4*L+eUAjV(4#w`5aC7+KP65y
z!?9=;k7J@CF-mM=$BjUFyPrVgB=ca|e@Zw4jI(RGKxDM?169$qPm1VJ`=C|>$BlR3
z2YMldyC%z6Nmu8Gmx@vS)+=G!?7#<-AC0KZ9ATk=UrH4-A;04zG)wpoct1G&vPx9X
z7)dmVWMMyNhX<BiID&`7W*%Nf0z-~u{5~)pe*7vF;yGNr5VH!(!N;|Z`){RVWD_E7
z`H8#G0G#K@zI!`;mX^yUw8EF*xND8u-U9ZPK%!wTI!{K;V6AP-IyP9B19h+}$)yt^
z;Q%u_7?%Cbovxpi+ErYkERd1QsB<;WnYrlS`gsU?MRxZ6gvKfZ(%`0Ryr0yR+z+=&
zGD#{P#SgJ-^?XQ^wokoCEf1=jhc}u<kY;4C&Dq)W)?+#S6;#*!*48#7B-~;{lZJzu
zgtfkC6E%Z;v#yoc{Wy61Ss%*9lD#4irwau!RHD#2SB}WucPwf<)&2Wi13|oSvhF!G
z=&bsT#k~#TZe$uzbJezTgILD|t30CDTonOrPYC(*3Zu^ThdutAIYrg$D{5_cB!%{h
zsWC-u<;Z`FBq@k+sI8jRi40^pw$Y@_y7JiqEzJi{iCO!!Y`}ng3RJ_34z;2P7#?#n
zb6z=(cy(}aBzB5sihW3)42My|paABivsyCSKJ`!o>(EBp{woEie<j(4W%CPw)+Z)W
z(Kwxme+eR8HFdsV@^NkAKH^$8cLoLgqu-S?)$rBt1A)DE)}W*qTt6C7qd@|q&u@+4
zOJ^p|>k2oV{k&9n&)!W`fOnZoii;xjx_s{w3($^f+m0|7yn86rrJ-PMvR?Y;ZzYNW
zZGxK5$wh7CpUjRvGH-x`PRBX;-y!=U+~M~@{h2$$oLcS%OaPTp;}D@b+rDasT7E`9
z<y%fu89xlv#YNS&P(X5`0$CwiXUbiO(!Au4>PQM@i-ZE>Wc{=EO2gK?id_BUyU1_V
zD}h%<*AO=^$=me_*}19b1-5m;&tG3~%M??y$Naq{2lyp%d4+>2bdkdJ1<UAc@v`Gx
za~|Z?Y6y8LH@6JwB2nE&kR0ueA3~h=t(?l9hU2bHdA>lCrB2ykQ)PP_f#9o1@u@6Y
z><%YSJ^3Kb6!<FA?8$Wet=z#0NQG`rt@rs0&i6{=>@hT>gZ%@^8c%@tSNz@JIADV>
zx%$q!D4G(5hEN+g7aL!_QaJzSNzS*I<Crp;E@_hYMFx=-CieVU6BejZtz5<{zJdpH
z3%zz9K81D_p)s_W>qvZ3vkB%m`*h}Q^P<;WE-Wnxbv7x<QXYWudN6j}IMaD<I|7#9
z|G-@b2?}iC7@sax2BPGW`bi3~5j^CDFCJh@chqOVT_l5)a&<<X{?x*Z17l=g?Sjdf
zaqqvO(|{bfZh)!Nz8ZXf#fIA~oTrF9C_(uF0AW-<Y!yeCz?{YS?j43eYSR8}Ssm)~
zYR8$dK(=ExTSdP;4!dk~E!$~$c$k8}n`m&N92jOKS%GiMnwWSTo9lj1hw{ylS!8fZ
zO4@N^jP$1-pAs>yy<o%#+6gNGT4Br^O0&O6HWu_$d9G*N@OWPyBfmzu@SJb@a`%Mg
z<KlD;!n0n>1ctzzO84)838XP6IAnv*t~Vi(bCC=d5nuT<40eFZ?B!oGcKA@E-DJe|
zOwcmkRt{BZ;K5gjvLIe1J3)UM(TWbbk~>)F8={6uvpjuP1QQiT{B1`7i;s@&zO84R
zz2GaC?=?3n<QTfbzxEMTu^5$Q2h!@8etIn-X(xa&63Q)h#a>`jy-1;qu{Xq<qa@qY
zUiZ*ZeG+m}$E)Q5l|dJCFLyU#kv<(pU;gK6YmcPwK>%YVO%5nO-qIok#YKz`vgwAV
zur(KO9!%bpBv~Qat+j~RhU*2ap*5nbuU?Jwx+a;M%(+_v4e9HZ9zPcO`83q{Sciuc
za$$UW{%ft@z`vKPVAKXGbbC$=Bt6Zl)vDnm#Kll~<>X-<rQ7=Mtt$8S@_K-X0^=0e
zgZ3kU%~KWj=>+{WcRLnB1MGO@$$m?K)c>RFE8L=LyLSf=Q4I7IL|Q?lOF*Pix?$)B
zX@*j|K?M{EsiB*pI|dk15s;Rl9EMW5rKQg^yx(_z=bY<0f57b7``K%+xYxbbt&LeX
zs?C{QD!mxjzB++*4*$<bXo@?N-jv4CL=IMEj+~coT0Uz`$IJy9wI&~O^xQO{uYw1n
zCC<b^{WNB)LN~t@p;FuXU@_r81=Q44+$%<d0TJA=e9PihzNpIsfwM^DiM8K<p)S$x
zkJ~@rkh}<h7uC{Xj~O#UQ7X8A(na$H{nM)d;Lex3+Z$>Kg$EunDCXzoygcoz`p8T|
zQP>8*Of~UAs>w=URi?lZSa5v#^;GHElFhCmE)EZHh!tI{-G7f4mx~y}K`xTY0YG;;
zJMHV!f+mS9bUuraZk>PA&n`VJDGNWeXsGSja+%4Vcps?-So^Wr#DL~*_1p@6<#dTi
z8Im(xk(#e^Pg8CK#ZkzSe?KdxR^+y7KEbo(o2Ze$cONo;1${|+ov{M(*?R>UEnc?(
z*rN3en-c^)T{C%fe5n&Z*zyM)^!=crxHwXF!}>d5HL@&FgT~EQW@bJF((kiCqUZ$_
z3T-J*6Y~=So9#b>Rm|^0Lvz4bD3DE){0PtZP+~ryZH~0*E&5ep{3KD!;ByXJARAG{
zZmDcl%ZKmor;<TepS<ICs2+HzWV8kkj!Fnkj#O2VUBCXHPe*__{CuaE%M)mV@qjI4
zU=;EfSiCF?c0c0u`od|1freF08_;$E!xaC&InR9J8XySyKgdDdY^GveEr9usBWWcp
zIH=NS=(DN&l~8NXoA1{9X8zQ=N4fmYogYvV{%a}?8m1#%T|__$=<&hUOgXK~V&4~l
z-o9S`@rchBeT9gGR`Z3L#{WCNS<nPjBKcYCS@DL~#>=rApjqyGf2$$zTa6Mw&H7SA
z`mNqd;u~*XbAkF0R~n6x-^Cbr<ViGy05cKSx2zUb2E+u6&t1%a!u#ew4``lRT*K|K
z8!0syxAy|uuz74_S}vM^oGF8-=+vJ{aueUI^Oo&SssgRvM8?rPWh#-gy<t{nA<Le)
ze}u2nv!-JJ;^)($DUn$&P+ap6WPvJR^r#4F?FYIJH@}XsA3jtP_|%L67*%jWev9B4
z7~rrM_AC8~eT)mC<8v`VLvQ88bLauK3J^s*Kr&9zZFqx7-o(~zag-0i!TTtX>Q#`E
zcA@9Ql&ChG_X{pVgZ|;dZ(Mo+BI6hl8$jq@w)+RFe)bmv+zg%5%}@Wqu&TAM;A~FH
z`LJynG(T?jZ&*4r0#KMyO+QbGLbJ#f20?%w;j3GlQ;mxCHBy?BFA_GHslq#l%u2q$
z{ibrYig$1L5n13d2{5jL`M(MHln1rP50yZ$<g)zNulKye63QUx)N$iOKvbX*Y}fvG
z3Nkp{hVK6T5HO?rh=-^0ilU-aaC}mH#0)ZxzwgkA_7;hi_#&4m#ZNo5vRrXKgp1DD
zQ%bWcIfXA@yqcoEru8RiAhfc-(I1|B`I6N=-O^+m_aqhrr9x8%O`esjV9BR6Xnh&A
z@8sq_-WTBJ=AIc>aMnDgh;Orzll$&)sMYF!CXzrW?0ysM7?U<Mq&8Fs5?9TiBpm&X
z$7mZvdOzCQO@KveX+>9_ub=ea9r$#So^jV#W9Be@fa#7-@f1ngyRih}G;$P}*87w}
zK4bG9ZVSm^^BG<5cbj?GFo*4!wg;5Ziv7M@{G#Fq&smAIgM?>K{x9KToEVgFYC=f~
zJ3lvyqh7hQAY4iuD1I)x3i%$d<cG9?2vU36vJ_^9GVe!UyJ2x)-r|b6_ET__J4L^a
z&eb1b?+3O8?8HsX-fgd$$qLq{cwg8{bL<%VEv#K<^dbm%C{m8`JU}y5aMaZ}`D-iC
zP4EQhd|x`r?c3S`8c^uYlnjur2kKPFf}cQBF(@e)NJ%(bmihY*^o$OE3KwbGtgkGb
zH{Y;(-ob+{4JRTexX!dcOq+gfc@H1|D@|*QLKv^1@aBi5j^IJXwMT8oBtd(RJ@c68
zcYe1@#J=d5n3pVlyWQOr``L3jm};f|^Wr<1_{sbk+ZL1mSJSy+$7{Pv9a&&t5pLY<
zO$Np#+Y2@FxxwB`oR)fBi3U)Q-alN|GjDz0@Gcu2-r~A~zE33cv0%P`#{Yg2=GZ=S
zC+mD!t@x&@<cnu2d@AD&B-hG2k8w1e8$(fQ<rw|b7l~l~PL4F0`Pec@RX;T=U#6-w
zoHP&OTO@t<mV<D@n5r3Ki6UNa(%)5pX12ktZ>~UODc&d<3ub#qXMj{<yj;V_f<L)l
zxhpn%U}E8I!n4(@Q>&Bivm@SfzF2ELFw(30jynxYY&fa0u6$slJHXv+u|@bFFFQ^W
zo`*nW0g1d15fL3=%kDccJ-?9RO$7vsfl@{B3fNyiy>kj$2O~4!95D4GQkt4rRg?Bg
zwqs5%saC6@lD@b97Ebsd9J_Ik$3{n>X=689GPHRsJZK24#rqlXLj1uc-W8o+9I3qz
zR)d>@o&G=pkzjE!gT%yS2H%9iFDeX-@RP_!QuDCS)W2rHxw`kk!DfH|{CdVEe3z{M
zk|_Z;2;wj)t)z_i)om?=I5<L2M`}J%FQ;({Vk_S<VfZgVxvt~-Ux1R0q=oPGZz*=&
zinbp|>p-1;*HHDCYE&p6M6_bcINQ^|+cuN+JUFS@-28lVFko2JJqlF2G@auB6%e#%
z0haZJTRfAnTKY!KQ9vN4qBxDV-b^dVRdQ_p-1!66_}K~s?n&VW5vm_`Ojv;4SLIoa
zzjI5659chx(PJLd{BK)|JmF?|&+;xMheUD$ARu7vN6K(|zF=2-1uLF<_tW^ml@zCz
zk6?%GMAM{{CSSmYSX7*=UnbYL8LGn(foCbXhF~9!gE-}qLDZEd!=0SK52^7^cYYLz
zS1b^nog!^JZig$l93P$wW#&b7G0y!#JRaff!sEvkW|L|8%_n%co*t#(bn@d_7QOU3
zAE4Z}4<83}!K4Otj#>;uih*w3F^qsBDyYtTOhl>kzEySl?0T$gr;ubuFyraVpeOHi
zIi%)2laqk&YbAKzTCJN>tSNK{00*~rWB!G*EE3w5!DinmAlLDbnfV$R=l%-T0NZ=2
z923OfosXgw?WvZOs&m_Wlbz+2Ys!0!Z()g_(#k)ecoj~^n+HVe<6)U}4^$ZRaymwG
z%)F}qg+o4wD0-{q64CkI85G&Qd7JuqAkb4Q>QmMLV#K=j&X24H)BADP<+onbYj<tl
zLHx+f=3)5oMzH=`y}!Qr#>%Z4?=US;KScARmM$=jB!3Eu_M+xm_tGWg3bGFW(O;&2
zOQyyinE962eH`U()T{5_QRRMCT>SPLivH*4R|HqCuw(^K`zYe)9?oA(3U@2v<HdYd
zI`dDrPM>sH8gPC?lC(3uo9=<KWclpEovZ2Q%@99bUvU)zfec!Ww-r>nFOi6!W&%kS
z8?YurK~C=ZLLv}$1?_WfD`H_ts=V=wtQI578{tn4_SoSqPS{P)2-3Ul0o;&*UeC0r
z@Kf&jJjLrXsl&tkrT4NUZ?%^?6b%zVAZ=wqL-Mgt3c<IzXs<T6v;vqMUv8%2w<Vpn
ztQ5qcUHTmYOq`5HYacPKyB=`H9+X$qo=mql;LlE;zC&=1V<xs^2aZ@GR`(dK%Ef&L
z28qBOkApj226s0CHdebh4Ds@8swyef7_>s_^K981q!Ypw_G;gr(M-_gBlkqH?!)KM
zcE`x|TM$j9DCo*w=op}1X&DHe<w+J!#K(P+16TCq20gp8)6=-LG{3RAgUzYp3U1=J
zkmt<|g&6&cg@Rg9l&rbR_zE?a(c!#%%nHd2(NV8!9;sKYB{Q?TOH<^&?~uX6^7RS?
zGK*QKe6aDeG6yg{;^FSc9h<<Yiog==0uaFu)+r(6yrTZC#Ghbw9V54)t#CK$DaNJR
zb;-hlA5}CMs2%UmAyNFmqJB!{#7CC->BAT*bfKo(@fGw69t0wiWJHi7FzuNW6C3L`
zZsfrtFkZzu+pV>>1-i(VR#vNvDNac1aY+5=>}+~J4c3VBiTci+gM&9V8L8T1uWd)k
zk?u3C^3(2qV4BBe_!lcn1>91YOHv`xT}4%ZZw#)I;rvkgB+~NfOK>W*J!LbII8C8j
z)X&vS{PyD~kPfh`a<{;Pj1rKDWCGP3o6c|w)O?I0pH<%jANN~<H}sHeiSA4WE#JMp
z<QaU_jLvF)i`QNG=jMxA1gF4H+c-#O@?S!EBgJO-(o_q>N5wnCwPoaa+HR7i4*x!3
z0(e58-kvP#gT(nf8WB%5AP!L35U{^G>W$-o)Jg-%8h1Y+leqIVn+Bp5Y0G9`EqziK
z2F=lbk($3VzogJBR#odWX;-*&6H@lXG1cKj?yc*?^VD=ln?ib}YWaL%M1OQ!4$g@P
z2nhB;*1nc;ahiXhT{jaq4_#5A2EJNKKAX>!&+KisIPshx6=J-So6kQ3D`1jNP=U=I
zLMLAIBBNS?R*-P`9mq)FG7`{*azz95C)k)2ctnd%T_s;pEvI>5`#1PcRF>O5vU65}
z*XQ}Lkw`{SN>+9aw7}g)#7Wwu`we~6FkbMNFKgeOxypxnM{dTrJVh%dG{In9#%#f_
z%OLfCONL_FmX9gWmKQN^!^UY#ALl&v+by`Wp-{!n|J38mY-*y_%kAJkcw?M_#MBVO
zXA$SCjuE7@YjZ!&pO;R3LbR{hZ?qgfuM&VbZ%&x75K8MKcdK*Vw79-nuw(dgHHFSn
zuNXYR2Nw_tHL?zG0rCv-$8E=byn`b)0g!rlf2c;Sdq7yNGUXWsyWb#k>eXk>a`TAD
zTac0GtrCiN^J2#9{(gj(V>z_`7Ma@E6Zln_hBh?68GKEn(ye{=p>1`Y2V6Wg6};O{
zRJKf8^)g?)lp--F#o@gNgw9pviv9ODsPARD@3#xeFUU_kaY%!~4jU78ueAB0R}}Gc
zWCavX;EKxLIxB@j&u;3>eSf$i47WrEOgrle9Ky8Inh7D0z}RY-sq61=9~U+S!nlCs
zv1;r2aq;=-uIdzEx2z83tln59a26LlB0P57$AkH3l7w-ljiC=6utOUNIQi(GWk_I}
zR4qI?jcdc$B86YSqpjfeU4NVWtH(CKRH{XVf87aE2Tws_4!jRgHumj20jtjSE+u(-
z&S*T;L@5IMov5N#rL58$XqJ~s*&3hC@5M1O=;@zmVQQs|6Rn6LD#Eau$K0r2!nS{U
zp=ukfI{94J!#QXCls?)DhTXnVFfa|?Lfc0{qisYNt&b8gMDNwYeCjDOh|2t0Jd)4b
zJVezqGeh!Zu14FRb-~&IDVfbNx{TMBRzvrMaJ<r<s@wy1p|g;``p><rkdC!5N;Xl7
zl|69Vf2dW+AMk(c?6d=vs>sc&5T@6&Qt<l@iZw{t{l^h4hF%!-PL#ujv4?J0JS0$f
z`_^YvWM!?6N{tkMv3{BuGN@M6T6FZ%3w_kMD&w*KGwbx!SJs0dFgCH}P3yj}Q?<~S
z)hQA5kkK2J>oal`9e5Tq5`|qHk(+lRBZfkLA9Fd-(+Dm9qO8jOQf$D6NZ$Njs>=oq
zxH-f38iX=nd3+g8S_x3P)B)p%dWr_3l37t9H}egPUM}Al`kDIcUF?JCIka>F%8)Bq
z>UA=tK3|9fu}B`5#;-3uMLDkB?A(jWCJdH7cAJY{U4DeSa-h*Cu3DR+-!+Gb{CqY+
zK|N_{X<}kxpnltGKUjw63{~`a0=w8|cfn#6DThQmad$85pYV?WX2S1$@%uDHqJNFY
zcw#@)(r1nY{aGh>w#S;()5phFF8^wBjYS<Mz4^SNY;80b<#Pl4A8t3=w8K%G9<8{z
zIKShhF1ev|5G_zQaRY%b-H2c|x5d~jg+r*q!Dy6=GbSiDE}dh-s)BSXMB_?Zb8Yh^
z)M7yQW$r^+{ge2S!*o{B(a$RTr9nfC*jQJ3UL6qEiW}N-uXDN0#>^~B^g<BA$;rs8
z>Y}K1jdt{1w&H?N)r$$9!LhPerr_zr%3DVqN^1Tp8wfS?7_<=gmhRcy2cZVSh*)B7
zeV#V0ivphxWV63;>;YjQy2ZprqTvXBgH=82997_Fq@v~p_cz6s&FI;=i!EIbv|jeF
zb`bVTsaYCi6^)3hOStM$WbH7h=hVoI3(SYorlf(2xkDzyrO~Ipp4~#y6L(q6l1rx!
zr&;^q_>crrjG>*ESuLp<<wRkSo6itZ3SqUB2HOI^o$W5%1B5q`{4TISC3E5!zpb`J
z{Bw3hD718ANL1dIeLU<!fv^F-Q4s>|g01ttgv>tv-HC<Y!|dh6MY9Kw6z&c0+0hn$
zzY{>y`(4ZUMYR8ntJJt_&MY194Z_7kZOd&z1PgArc@x0vFRB%X7<SdfBQe=iDI?Hg
zl-cc#D2<-}IBj1$*kMb1)gmp#GX^P{`@<W0e783^n_mO5yIH<B{P);%ttxVVZ}d&?
z$>93?_A4^LuTL6AT$OP`t>n27hvWZI!gvuL`vVt~g2~P|(=;6rvceqPi2mJ)vGj$2
zt)hSBrySz|wa&InHRgCq2Vp54;%aAlEBw5YUwuXJi1=0otP~1P<fnRsKRSia7OE^J
z3K7`f4QW^C9}uW}cjo8nwG;vZ#V!kb+&Qb3Yj;5(wI()N6d%&H;vZYHEFKe<Yc8B?
zbOUjpT=UrW7+I3@;h{LfVj-#HV$ngYh^_GtEiO|jE3m+CEBwT1G}M4s?bcJhVa?*@
z^SWJe6@aKRM37XqjXY@aC;N@RMPz1A!%mGRvOps8UUGCu7~I`+7W^DYYR~k%5(g&Q
z-XUuB#Sr2RhZhJA=fsMZR**k?^h%7+&K@I}v{!6HIwy*T2WQ@BCN;os;*!pKx={Ay
zxTK^)fDgfdEQW%jqK3Nq5KGqsSghD?A8+I`ErckU)+vQ!f?i1KwX!^kc*mDfbb1HK
zUryHfgdnruCT_yNQp(we=6)5i?I$g~m|;8PJJTOk*Uc<PSMA29=@bwe{L_0y5xk#S
zv31%9{9`m{Co>miV88R47z4LHN=`#QrHy%3kC^z=p7N<b%*QpVlhm1Q5El|6yyYT%
zFy@|+wuYm>`eEE0zO|Zn^N1dA^)Sj2{ykofIoRKGczw4Gb3OE0IB?nZERA{Sivz3^
z3h0CPOLS?diXy-ou;df*<7EcX<K-N?(V}<?Qb26>*~eICV5(t|)V6Ggk3w-V4vr_@
zKDM5R4`e;Mk8;-&p7~mX*jJ|zpMclq@QK@tETBoW#bBZ~Q$dwCcjTse4n)J<_=Vg4
z9dL~4ln>4Z1J2E_N=NV=1B6W-$R9pC1YFpSWT3O~%>HL4s7Zd@4D0OZ`1db?#q%BC
zz>aFU>IQ-!5(oEtOm@HAgM3KJPM{AYo{%N=;>wZLe++yqN5i<&W`q<Tor^8HTR8@u
z|J1MDSHK<SBuH?LDqjTy<=`AnBUGGEYk7IOalo0|C=k^EN;s*ajaS>g#0<Oat#vYt
zJ(Eu8iH?2J5#R`;ieHWxQHKO7M?s|%k$rHq{T2rq+454(rwNTTS`hc9F#O!fK+6ym
zXS!HCJUGTw2JZ<hw5fR%WcmQU`;K#<rZc5tnN9eLkB}%cJTQkp0X()?alV`&3w$Hc
zxe%)>dw30!8pUJI*A#7uO*Csg{=_QU|KsQJ*v8B=8Z8yE%W$~a2`Uq?u4@e}>l$-^
zcNM;$f^?kHUwl572rwpGDoa2CyOE%hLwA>)!Gx}{MMSXmEB;D3iTy@>3Zl(f_5l1z
zEKlsTF0AHT(IDdMR|WBYLWfn>?}ITa8R@a*9oU$n>ICqPoblZwL~3B;D!|OEkth3W
z)>oyB{r0tX^UXjtn=Igzj!Ua?p(wNVM5AV34h8ZoKf!1HaVqPz_C7~)&6_pYzmULQ
zo}%FdQnRPV!X5*~dm2}cP7>FQ5)#v#>xF!-f&T&9pzf!;y5T@+AR^jW<9qa`+HXjj
zyb#oX$zpyeoWjX{LtI{a^gQR<J;>mnePXQrka0i5s0iz~th3h&iZgW%9!;H4(<>0Q
zmJc$}lrKw$?``D@U5`x!Xtf>v7p&89*@+}Uj!ebwuTZ)%po7|fpe!(zE9kPA*b(0s
zFo^{UhW%*91jFnc*{I|$LL#CyM1nE;XJttmk>}gKNneof{+OVhdKWmua=?*rV8F?o
zbUbaIKZFM%zpsP3HcZX3uZGBYrG`Zj|EcvgROufWkD<xMm6AXh_EtEp;2SBY=6yKO
z7t2yf6Iy8}5!VEe`$&mi_0uoI01RT~=hq^-O|1rn#-#i1bSJOhhcLa$eL@MVqX7G*
zdiw@mR3f%8D$*cbmzfgehd4hg<&2>Z<3f^==@S3cg31LtCA|uCk;Byp&TRa^(vkK_
zIF7EgtSoG<GXj^6jWl_=@CN&XRMWC(h>BM_;+2w^7+iW2&ocz%CLwON1*QQep$A<n
z)H4oxCN)>8rSURfHTmUk3S?-$FWiY=2<_Al3#Rm+_SE$v{P)>DfoD5d$7pOd?M4dT
z8<9(D-9)XCl9J{E|G0+4I`S5em;{{dFZvM@#$RL-x7BVa^!(T{>MFs-#vJhu6FLRy
z4wJ78267G|KVQFxv~{>q!B}*y<uFVR7tLr@Gg8x?!%ANZvFN0HOJRpC1Ds(xxECro
z_2C2L{zINhnqA&FP@`Q!0oXG>C8fB$^;}=a*b4!QpaLRVPYIw3Tp^nPd5*CkLhgSZ
zVSMrxn2eAfQ|_qAPmn2Du@9_&r^O3|U3Yp|%i;EdrDaDt@hkorU#4<gt*DRR!Z<4~
zM|Y_@5wK^lJny7(8Uebd_5+Xoz~V;GGZ0{W@?>?&V@3<?^8`Sm@Y$NlMU}@m2!j4E
zvaG&s)qyP4o}G(}t22|2VS`s-s)|O_VAY#oi3q}4EDOpygCzwPBGxlfNuhX!e3JlO
zkOhVVs|loXULIk{5jq3wI12y?+78gGy#ZjX1(entrchdgVkadGjaM^6IDW<y<k$)>
zA~T{A%2vicxESldNUvFEFlg-JhzYp1bPfDZM=-QB5AI-Y8-wQEW?TM!u-|vcD)~mn
zG0D;t9Ox`6m7Zz1K<WbImWg#>v7xL7Q6P=45h%lBZts&){2uh;a%ew<+HIFSaS|^a
zr%9!Q6cC$VkEusXCq7XmJc{=Y`(P@bHr@kQ5f63s2A8axt!T5+)`qtnud*5WA1&C8
z6hsTUxPtb|V)&5HR<jN;ii8{#xPKbu-m#{B+0qSlQD&5;jCyp<o{@p@fj&!#*aa6}
zW)UhfzR8aR+bNyD(W-sS5&~Dq&!|4HAik`IoxM6T?rh`~6v*LfraYyjY_Jy8n1X_0
zu?6V98@crJQwqD6TqU7pH!*2+zY&<`SGOAI=7$Wq8zj`~#%HcJkuHvqggJmJ)7c*~
zYxsUNcH(yYvojmp@>E?Uvj*V<%q_7QucR##T%9xHV<?&;{ge|tA7>xu-S1!%8t(%;
z%}jwJG}RZiobNq>cm#bfl>l*E)6=tF6oudRCA{?lZM(-X_iBDlc?j_o-eiq+<WVb{
z>5gQ$0&z5aU-+2YuJ3_prD~DZc6ji_qx04Asz^}WJjGVuyM6ZoFg@qj;A7@z?Nv<^
z(lS8W^SpZ$0wC&?FF(M3wu0B@Xlp#xd#y|L?oX_Au?%ybG|UXPjWuqOAa@lLj=T-2
zuUsTRO!Vi@HF8KNhS$n)oysDLhZC;IER~6uSaWVYbmH6u!Lh!C(#U)-$vS-qbf0=P
zGiHFmbh_v7>u<9ILyx_K9gqb)yLs|yra13#y5Hg;j7l3>rI$Up3YjdqHvHTGTcBdn
zO|O*TUXma4d^s!5z7!LXoh*DEXA0NDL6F_Y0V4ol%mgTqB!DZ*y8~_q#wreWkC(ic
z96MM}@4L^z07}kXT*=w2YXyN6)m@9tuoT|-T;t}5prs|F%$)9D)5W?dH0OgGZrdNR
zF&&Z15eQ@PqS9H$^K8;vyUog5*Cs;pE2srk!Vo{!t9z6bmtl#y{Sp33*6Z|w0#cxz
zH3U6j1DWB+c>l1hO5|Y~NQ6pzr7tgdr}E0|XTIa&Mt*2!28ng6lz(K+sX6v&*{gA$
z{QD7J;Oc#WX=L-6$I9Py1<}d+0-dKx7XTt*q?RjOyp4-6#vrGv__QHATw_=6z=2d3
zmCNB`_(jDsS73=1P+Rq4yWqvke8NZfP#VeZNU9gct@U#1kHo$`rJmIoGdL>4d!SNx
z&)}HIdQmULA2!>Uz>VfkfU}}T7KB(HhwTzT_`f7>dMVt^Yf=#H_zXZnmoYl}%M?T!
z7>nB6o824x8$|@T<VB^*Jl)kbr*vwG_FM;FLU~n4W@o$3KA$cc*;hEyPUKNVD0BGO
z+HNjuWOefq`1AF^Hs(M|0jFJcM(g=x?0L&H3I$^r6kA)7MFf|#oQ9^5ZTHLBb~+$W
z^i7^f*S)sbg0!6lk3>(H=q=DI-2!Wqn&mlQKDRIP6wYq2X%VzDars;b30+xY;sY-)
zucW%+qb2bRThY8GESTgo8$T!5w3tvZpgfz6+$X!c&J-1wz<B1_x+g<qJFU1gQ>W`M
ztF5Tlr6R<MRTsSi85}bA#U!0{xofTdk~F8%t+QtOtU>}jSeWlZ9&UZ&*`Icjc>hVS
zrL=q?u$ERO&dFJp?0wY}-p&F5QAB;gXQuoisux2n3<%LrgT9l<3<L{9Zsjmz>qDRY
z+Yk{|5MK+PLDAZZKBG(Mj*Ak2F)3C*OTr4rKE<Ut6JsRBg*dDu^J=|=DNsOfS)FXC
z273@~r<3_%d8w(X)nc0<?hV(!M%<q#a#pb_nJE8C-|Mcl@o?Wky^D8nIkjt$mXyPc
zTHx@y?N2QK6dUA^A)|Dnzkd(fSX7$wZ``~=)4{Udw~^c035nNAr!rop@hg~;0`sb^
zcVIo6ixMv*H}-r1wBa<)j*)~rct2Im%+!<kj$w0@z1WjIMg98H8U}PS7u#Xts0Ift
z8Xsb(lCZ{@0qJ#@$*!@~M$n4YYrK1U35m?=Pd?)&Zrg@$iCJl{aU>=3R>_8opjW%0
zX2uJ&=G3irZ<P11K}@ej#t9ia2$Qq1>EJS})jb*3vx6MlR2^VA<S$M49)mT^!?;k@
zxQSBaYTk>{`*vMoRLKB92HyT_HvB~kSum^3^XjmuV$)SoNapHq1u`=LPQ*3kd?j(X
zPnLcA*4O_)@AdcbbC`~Pf8yE$Wyu;CD?{@RisXQ~K%4pR(F&@n9(~vFI9d6HRjU;d
zWRaV{vZNDkHmn@@QA09+C+|gPV{zC!tJ?vn-K-)8i~|yRaR%~o68RTuNfEyc(h;{?
z6i=nV#^q7a62~bViXQwlPv$WX0rmABE|mX05&{#Yo9AGZGch<5Xx`69LZR%0*Jcf=
zc{qp1sny+$vl?jb&KEnn`Ar^NoF#eYuWNm)6x}KOYVOjEAGaE`)Hmcw<DwG&$>mML
z>+ALc(5#PKN!Z}xyk*^lMtfLPx^zaO#M%Ks^7U&ST9ZeR8!lHoD9An9>z^}qb_nut
z4t#w5S|y#ElaP>bXS=YcZnfIH)26c0ylWNYui7AUB>m@~Z17D@Ik(@^2Q|&=NMQ~x
z^Z`e!6LAxNHqu{7uEvqXfsQf2WYD`|TV*Q$$4rLW1`ByFQ?;FR+z#b_*?~VEL?wRM
zy*@0AAZr@aHQzdyK%9|h75&1F!qR}%YI@8(^%d^@ehD9{wgFm(ol$g715eU~J<31{
zrIB^75e(h&4m^$s3yTqUIh+~P!oUo}DR`-(EOfB~BsQf5%vef$$Bl2sw!hZU$%Rle
z|Iv&ttm>n)EvOuGfMVp=wM3U!hN-b@QHpURw)Hg!Y}I5fZXqM(BNI8+JSDL3>0^hK
zhO@2#P0=@A)`A4%bmWKM{;w0-6yX%(=Q9|Y)zhdiDgcvzi-VG(_G^sz&zmnhDyVN#
z1x9`(*TT|&GWGkadFMCQtnO9;%{OI4-jdel5h^13<(jsS03L*l`D=|&bezR?SM6^<
zeqJ5hcu&AG;lUm|d=nTC{<U!Jz{=@@FLISc&Q||}#HtE#q2k_19IrfDNppmrN)>Vs
zx|@_fLC0??9Cj$0Tgxe*=&TDy%w27Tnj2k(#O1u^Ds&8G1+5n&0Zon^hm3nmajasv
zB4|n4bdNnOEUW}zgdSUtQ9O8t6XjG<%Tjra&mRCx*35{qhXX+yXC+GCJglXEWQz&3
zkunGV1Kqq0JxqB_C*I8^M=5L+MrEDXozVN!Y0~M6`WdxBJpn`{GC>EUm(v-;?1dro
zEzn8Q%c;IsaOpLPuZ1fpC@GDAS?cndnwqCfOroMjKqRmZG^z4HkqHA`;z&xSHcQ{;
zuW%Xh8V!PAqVy-%mW!Yy^3`;))0?cNf6FyL!y36nWKh4AS6Z~-ko@uhOc&)Bbq3Sp
zA2KUnt>duutvjo3vHCZkVi*1A{NH9nW*?-<%C~d`$5lltrdVnJ&5{(t;OD>&(tZTp
z)8ikK1m~g2P{+~22ODE=25J46yJH!nr#i~>(i4Cr)evNOC>$gK#L^1@H_GY@BZDr=
zZj_agiK!U)eO%f2_T4+0okmF6tBY+Vj_LIIblW{!+1w5%ee}YvYVr%xX*r>bM}^pk
zm~uqXHU$MN^tPu|Ax&q)89fFv3w>)RpC%&*%hR3cg!wPQ*!F%L-1<6FqEZ2RL}TP>
zjpr4P8#7H$aL{R>%RDkjouR_EZ%;&T#jlemM96J*dAo~l9Jm?;05<GExop)@3=%8Y
zWc}-79F_z41(@24K(^$&0TR;EaEG~Gv#rJGH(nsrb~x#w7gTS52;u)c5b!gG(<C~O
z8PayN|G?=+_~wy@!X&+P9a!;s_W9@4<5oi9zJt{Fl9ym!YAW`sOhjPb>*5a;72L{+
z+*zF`SL&<3ex>)j=cJg^ij+0qRm|>HP>q8(ad2En^@y|3JgrF|xp<_A60zNa%o<a6
z$nU>GFkDB{E4?!*`ym;@XrX|g!*)nL{wvOYG|IH!2D};T4$2%zQAZ3-_e8+tKN5Qf
zF*2PU^@~aUa&Uh?ZSThFn)xa4g?&b$Ex8m)O5%?vrPW9wlhLo$%Vi5ct-)I2c36?d
zHu*BY!U~O=WD0XL1k~PxJh3eam%(tf7~2Arxd5QdH#{mSo+fqW&YZI}ld+v0A>*v|
z7zRlH;V?SpQk1CKnqilY0|+pid)z$vE6jk{BZt$hu+bHgQB4w%&Z*r3x!7}Srl&5w
zePKN4Wh2&y$0s-7fd%S@EL`pGCeCrL-JjrrHmyF40mKz}fwI?bCcKjU3Ho4{_BdMS
z$n|e`V{{6K8fxAHsNn$Su$Y8dp!LUOB=P>Z^v0Udg<ii9XTOiUcX2g<FQJa8jh0Ng
zmETJoctg9J38$Z|Z{a~iWG6kb2Q96+IVr4r6=e~yLbGkqOM3D0vTvA54pP1)`-z^j
zv5j9-=JQK)-?%tHb$Y~QfS-NCB=*g){UPBfoYPyyoBPG;MJDN;)$ah!pe|JRD14Ei
zFi6RdUIDorVt7zbRY(+AWA&Tg%Y+b}igSsuXS52nNLfJ`rJs9P%`BOs#9q{OXk_Ui
zaS5Z*-<rKPp_S9nYaj3-Drx+vg8-;w;eP(0sZ9w-+Ie|eS6r&f<@I>!xrt{}fdkNX
zWht|Ds4ZHvsAjL$K!_Vxmpnqv&OlYdHd@-Q+5QmEB^s9}psg)oA%aMJ{23h+uzixe
zeO~#ikvJ`7Q`xTAQ8%!`NKH2vfHJ>QK??Q!5jfK#cHwe~nQ}o>fW+RN6S3xHQr7>A
z+H<$IJy(QN<S^pX=LV_jTYWJ8lgKDR3~B4e|C;*~6l{OP5W_w`KJhGH`Fxs7C2$FB
zDiJtJt!JRIh_GBr!G1XxLp8Zbc4hRZy4ns=!Q+m+xb(x=<F8#y;Pjk)D(O0V530r?
zdq4`ACH9U}$e(F_Db&>Rl7#9Xn1Qux_rc?|?|r2or-3caQr`ilX*sMt0s1-1lM-2Y
zEs?@04HW3#b?m%S0RhH6LRO7~;(al!PMS${d!%^k5Qz>7!bD2<;=Pig^nQ9WvQ;O?
zrPxcK8wc#NAf~xHNxzB#0}!R*7ohR~@`2)XZQq@<4MCRSF(wzI`g0OJs}GbN@oyPu
zhGijvC!}Wj0{w4zHraifnqBo|0SkcoU-P+*d*&VGCI>(XUA|NO<Gs;>rM%)y!t^Hn
z*-lMdl11Ynmz2=fi(blXa&cJ+Qi!voP(+0V-Get!#6B-D$SeeUh1@|=)6Sii0r#v@
zxclSF`MSCH_sr7j6OhZra6LR8ztF?a78hr<q^_M>B4^)koOvp_7qf);EOfAP57O35
z_+BAR7Bj)d23MJB^vbm(I!VF;C4^(YdzWcu>UD6N@knQb?Ar*76l}}1F)A;Grf6u%
zQn6Po2E>tmzn2PJ`wM6RxmBNX%aCORm%<};{uw$*;L?3Fp?U?Onu8LO?fq@eSQT;M
zpjBLBaNs?tR}@l^ATkA*HKK4`$cE~~3<i#i@;wy++W~W^cOh4NOAs`}hg~|J^CW?k
z(#YiuG_#S%mCzhoB$${}(8<3rhh?K(c3{~a;F1OSz#>^01x00B;}r-?Dzg=3BwRa~
z;DO8Qvbi<ykSD(Qxzirt!+dwa5j<L)BnHZJlwQtSOY|G`ptt{VEv{jqDCFnppS9?~
zS$hTK4iM@v+-)9#)~!n#pX5{p#OOy}vbF8vk^-A}?DPs}zqhV}sA=P1m&vMI=w2J8
z?e{Azeem>a5Q&Jj=Z3@|D(si?<k#{u_8<9+O`~$(ZQxG>kI#>}jFR}^Sjn_CHFH6>
za|tu_?GG18zep#&XxMX1-5Z`kjGS2#WQ#h*ZkjOM@>3>u`d)wsSsxVFU44oI;0?%;
zIRUW_*Wb9r^PUsn4#2*@<=%w%H~2G8hp5icdv}cXgBc$R?fSD=Iu+_Li-XoE`m7ky
zd%+;h_o@a0i6qluO*{WVxiY(2EjHhztxkO74}V?tE^)1?;w$9?9NteRWlAa$91mKC
z#a_9|vcZ~X>tyqa#rX<b`=9-rbc8DNN7!P^Nd;6;0r9RKDbV*cMbiWjwY&R5pq-&(
zH)a!99>vKSuOgmui7w?!;4b&THh_10VoaLKXcUtTUR1vh`a~2#cm9NC#%PtSTW8fj
z)^&yz<VeucC*ik2N5nefiBdw9#^CYiM``vedop-=>rHQyS8<J8)(_w<5htZN>#hjG
z`G>+?+p;Qev3e{L-^i^sQQSI=X=zmyLJqrUBt(I}r0bT#N{<I(LYaaL61cnSSxc(h
zTa}jZh|$+&EcB+$z0x}YbS}cYbrJ#gjF;8<5bmS;3<w{#d+n%anrhn#jl_gf<9-ay
zGX}?-w^x4N#`+mgL&tg0er$;1=>+-|UP_P@E|EWWYnUF3%&^g97MYX8Kl61p^SR_F
zJ->`ccGj;@xXR5Tsz{E~&n%0v`Omu+bX}c%H@4@hl(30)(j)JEBB;d;(CnMl$2mFi
z)Q2>>Zr~<4;#DrNc{x4ZOqVwp&Az~cH+wU$bkb?c(SS?I=oS3{^_{7`cOY)Cyw<>+
zga_K>N23X&<kd?BmjIQCY)ab>tvb>84IO!*6!uYgPVy?UwD_Soo#g^qV(&2fG(7i{
zLO(qYJN4r+CvBrxASbo!WHm5#)g0{H+1X(ge~8*9T4_H=3(Tnyhj|0{5@7Ho;xE?=
z&}cd7r!=}KjZ1se*&bnObG7ypXSKfo?pq24Z;4mGf>9m7asNd;3)b;ElkHNh6zI~p
zlpE!RP+22s#?Y=`=$Z2v8Glykx?lDLkV)ASHbkaeue)(xjpKwK-P7FIQqN!IR3vNy
ztrbsjeTYEbhak{}gZzUHC|-mfhuz$+Ba{*tthyrAO3Oy0XL1lkQwHBOrZ*B+FTzGv
z--I}e`v*bCsq8o6t+~GP6&M*2{?!+In{TxQ>yFG#-ed$ftnv=r@UT!aywoct3ND``
z(E7(AiNVh|Xs?xuosdZ-UDW)Fl&l};=vo_w5K>>aDS$;rlzcp68}Rf5HqU8eu9%-8
zc^QY>K@4)%pD7c{eEYJuFCpX?-m1w1t}~C%d!ugXtXfMFM~`6F@mIEc<k05GR4quL
zH8=dD?L_N($x!tJN|<8)h1Z<f0@=TC$u*EM#uWqDbXfa=?VdE{a<dHYX-53ug^VJR
zPJ(E~hT6(NFxpK6aa@_I3@$}(Hu0x4&h0cj)Z}MN*{L5pUAwBqqAg~?oPP@Eh~jY1
z`KDt_EKjBjzG`r>#MgbH#V^NYq$v-&F=(0_xofR4l&-(n@gX8QCuUG*nqGJR1HDh&
z!9>R^r(^142kZNxcBoKrDP~+0x1@l5*i0-hu+>?;adCZhv$=WwtduL>F@tI9Pwhwr
zl{F~oX95+-%_yNlY5r$sYiNG((+WBh;d2AXI>%W-&8kbVlflFC$(t;>@R5?%k+UZ(
zHI5kb2rlQw`wBOV;Rl>r)v+1HqaElrCPX5w`za1;z599&!MLT5yeA-k0+&}lPCfXe
zI58euUYD?Q<5OH}bn!xCWT8{<Z@qlnzumyk2^8+>jad}oEIop<_QeLQoVX7p+*kSx
z%F3&)^hbmWjrW0F`<#m`6rO96@7EuZ5%O)p24}#p$D#R%5#PWCdh_m*A>J!83~$d|
zjf<JjD*1=(2lWDgI|3$|7Og;1Z?5LrBj=J=aF>)Lp;FvGX0N*gZ7rEQSpJ-m8C8%O
zD>E;WpV8<i0kZ7CumMVr%3s1PyM5B}A)RA&j^I+d!I!T6Cs~ks+tdSI=|lFipOv!z
z<TfkztoPXeR2^RwDW=*@hx)1;M63?gTOD7A1UA}w1e5;bfZ_ZeJ$AkY-a0y~1!Nw5
z8{cZEJGMk!_<g`5Xma5WKwkKjd`5X#-WlR`^`2GEg^jeju!~Mt$gkBA=4|hiYv5u#
z`w2Ko&fK8kdzPo)O#BRfj*+FMNx0z}1wJ6XtdAXy1$69yCxBnjIS6%B68CEaF#RD8
z6efgZLVr6V9he;A590d!o?|Xi&r9&Xf(`fo7(cu1Tw-~Q(|Kau(FZ+>@!74l(qa@}
z(Ev!@X3yyj<T$Rzr}2AVO>i$L|84J0qtHE;e8yx~{|@{+^9xf_XQm{1EgwTi)DhSn
zeNxhR)uY5oyAPN{{74SyokxhvQFP~v@(Hm^G$+gIWB+ZjRZxNdE>;v~=Qxu%-U>$l
zdS4_O8c=XM-(oGQ^y8RO?hpuH(hi{tS^Ml*!UpsNZ~28N9};j!+`pQUrI{Jwh!UD~
z;38~2LYy4|oXV(|$Ew0BOH2rYZLNS7t22J{QGc@g0VFVL3eCI+fc8*ug-#rFi4BDP
z(G;J!jm9cln!<)xNK(H;zXp-20QVS316+imv|~sdx6$#A&`RwXy6*%r_33fiT**I9
z;$-g4>i?#&5is_x7{WmaL}I~BAdH)=HQ|X9m;WHANizVWZS))aN^pF!5fN~AyuE|*
z$iC>j8P?`8h2+=8HEsii@k=oN=wtE6Q_Z=5Kj|{MQsr2FY?+8nwS5*r!3J6#McWCW
zoFf=@WUWPgA2aq^q*nq3K6+)TL|p39mC^j2n4`l}yB<u42JM&kPPq}{3Yh#t6)LFC
zDxl~3l#&j&|1-pQ(@R=m`q74-??FJZZGi0`w&a5itF^LS1KDD;(uW~8LFG**U_5c2
zV(Bxi#3HIr9Km_`<4fA=T5!g*WNc?g58&X8R+?Qg2M?q64n*LAHeHYPHdfm+SKG5X
z=&>zy8B`ay+jCVI0GmfqY~l3!38B1szM@OUXKhtcH}}FXSltu*a0*i8?!%#VD4DbD
zp^af$D+S;$6!)95)U+)4O?iqN^J=YLm^Oq`k~22)7a~S|ILM`z9#cQzCI)}o4*oXM
z)wSBv3P*(8Hd>&Yqk3FRV}Csa*&?-b>-otp<(DBdC&hQ?k4lqECLMMc;!_^Ae%80j
zVsvYjCoYB23i0|!z1g|ZzcKN}A65U(QXCXcvYmu|n*s_qOsdJuRy|thjn3_~C58Db
zK>hy-PGT}4W6Vf_tB4BRfuHvgZt42x8o#6LSVBN}UHQn)OT}bg>?5dz?&vuO!(YMK
zy9oCO*3WXXvsDChU55}bR0nh0c)r~QAZ9*~f6epe*BboQ$4==VMgejhL}|~`&P}QX
z{trOB{I@muD@ZENztEzi6sTJ2`fg9Pp7IfS$tw@WzLJ&OD35u$I^tRPj7DJ;b;g40
z_FR4+rQ!G=Wjec%Cic}bs`nl^P*ao)@Z23cv@#!K20;K4m@H{ZTEK!~fxo<QeVC(K
zGK_s?HQ(lkRu~P78#SjiU)7o?C`_Lj)F{sB`ySy#GV{W?<FCjFTv#-i>Nn*odyV2q
zm@;n1ttRLY9#GvBJh~ziv<i9*fT(#rgwiCC_)V`kXHkS@{|^<0+yd>}6z@_`@%>sC
z18YT#WWyzo@gRX%m|r33n3{qxGua|YS>=|*H8%lbH9F4bB9Map7YDb~O28$ifyp2-
zeXc|3g^oOehwY?T%Qvhn(2>(JxKTRl3Do$P%+J0eZnb}&eJ=?fwjbm_O*w|hk~|@R
z1p1Jhq2!Ov-y)h<T~?ZidO5({7^@Tw<$Ks%mL|;Y_=FSqNnlU+fIVrc>oRW`*@63q
zg<8?DUDVGC0cII{wItP{m;;%<EVGfTE#R_(&?;C1tffBSZk`T@;u`e~$3`kwEvjHr
zG8BY{t1{N*0{A(l8<TqA?G1t(FDS^SU-_Z0h=;f}BVUN*+k1N2o_nC9`!<V%^RsU%
z*KGZTXWo4$)heXyVdnBb5D0&du58o3C3;K{?tc1h_^M3kw`V`rTJ3A^D@?}6Wi6^d
zx(Skh34R7{;#6hyv)<&a&h;Pj8{iwb_pr8MB<6`z3Bw}!{K%4<_o+Yc0L(_4Nf-E7
zA(SGx>sH!1hoGVUYD7&tRQF8dHjIL%2sH3(7UYs^uMN*!6|z!(18&?y#*~y<wZ|WP
z(Qr&w=y-fUWRq|1eF6@$1*{P#p-la^26lFKv;f<o0e1YrhMkM3+=CbrC~M<ZNjjvf
zfMFsdlPhlhd{smrywq1~Sp1ypq1SQDs1XQ$j>N}s3)?vl=+~RJTQS2K37vlIUw+)y
zQOp|R^f*7CjLs!ss_Jua;<B}%23%H<5jfHH>gViUSOSV1{8-!q6Y!7u*;buD*2<BI
zT5hPtJjsrlqE7-Cq9y}=&L4Y0Te!lGOwnni7aT*iz*F>{3Kl}CwE)~JTZ*<Fayb(T
zxXvO!vd-`zZ8@%u>iXPYc9Iw@%NKTK*A!I*OWdZ^YQt|2MSi;p6FQ?I&=<;V2S>8`
zsf}4g)fic`K@N`GAOOBo4UD`hnDK#K-|YxTHV<b&$OJ-;IP#nP5J*$kS(}1J+&|PD
zF)8{ie0u}9&QAq8ONKm_^u`1-(wq}<xrhY+E<7bHDr)@w^?Q6^18B#$Z;5oAY*mrJ
zbLC@4igmbxLqb@eK81o^ZKE-a)^f!mFy`+G$O}%t3xSpWF?0<TB0@ZslJpkr;eN9Y
z%C7~KW-DI<>Xp?-{+z86^z?J_)#bcAa|4xp<R-AKbSB3p2cI=VmVMw_Z>@~9p_;8`
zuCGC#g9j|2brd$ot^XSVvma`OT_S&H-+7;G)R6(+31~iPVlbHF{c)3hfE3$+P6g_C
zwHQ{?T7V~m+4t+^AdGwF&t>@-9$={EP}r^otVa1HzHuO-SV5_GXq@f9ZV2Aq)5q~+
zz{236C!n_-9o28t-USX$r}qYj;%@3sn0%qhelXvkZD5o$50&~?ufROs<YChP1%)T^
zXaG^rS=Ev10pN0%<K*SiMSYU%z~m|m6Vp;n7mjTQq@w@}NFU`|s9)#kuql89)Sm*-
zjY<)RjTTvU&ERVhhtTRd>G6&fusW4YY0<XcQDpQ2s_GpNyT@lrRovZ;gVHk^UJTD2
zvXy5ROq$=O9()>gW6vc+f*X(%zF-Yj{j2%5q(K+c!nTbe-!PTGDlG(jofjNG&5$5E
z{p(F4K=beT?_9pIn|Lhf%eS8%0SQurciD`1W4JyZj?^P|wx=O_`lo$#T1WGpxiH7*
zd;}&--k?Xkv&+QJ?IWr1OFLfO9g^3*8ctV)ozCq6(N)O3bIyv98VdD}6l+D0e*vDH
z8v1_4vXI+EVT#M)M9WV2Z(MtbJ7_@bYzmfv&TJ9gi(gW}eXdH-mgWK)TYrkcpvWV@
zqYznm9KW6-=wely>Z%z#B8f&HBBF@ow_IZvTV3tcMtTkG{DWK<e9#OAh_%)@p$KPe
zX2F+47H?#x&GotZC2Pl$Z86}(V=svvwY76haGx+CeqtTaj)gV4-jxQ{luA{X#-mSx
z<5mo>=j7z{zf@*g11h6OE?_wE_A*V+cabL!$3ro!tv;2}!Y1d}!&Yqdcx&eP;as$|
zzisr9Nn$1x;6<!tDNZm8v1fK3gWR!a$h>L6CBh8L1?}-?q0gIK-2;0`ZIRYY)ad@R
z<kv#L2NdB2smuEu>W^iyb1~apyMCQ#{JtpIjEY91N$=m+rdgsTi;v|5^<rs;V<Edq
zqR#niH(_0?ca(K<gX~J&4jnDSWh~x8o!i6Oo5P~-^hb4D!FMW{OcG}&5F5D#4<iPY
zkE^0yJ!T+U0e_zWkb?U<^KYMk?5u%-o0SF3H;YgJk>Pw%bs6WqZy)cG-41tO|5-VC
zChWe>ed7fqBV#uWA~#oa@E+NGPr%koLi;q93!~OvHu2)q_ODcI`TJx&w!BJ&ZWH?M
z_Z8j@@A^EG**_}Mtv~uK(*@P-v%D}?D}6w|blJ39m?W%i)PAIB!drJkTLrxxImftF
zMK@&rHcXSN&qNmere7$Q7w$0ry)1w5gPCFKy}941|NU);px4)WKr8#+m2X8Xd+$N;
zE;IY*nJ<=b)8)v9odJ1{i;7w1g&Nf4&5*_MHM{vlOmp!7V1xW9iy{Cx%9F-3IYKTU
z4ddXWo$lxC7os=fu&2K@&?{W__X^8@bC63cIf%N071qEUSVP(ha)10#+qJN;vPwUY
zvb3;B6lY78Y5kvOr-8gUYw5A!FYNvAYyy)0k7{$R&Jddd@>y=G7thTn+JiiS-=%7a
zMXU18@jQIF%B>XEtUcX7p!2yd%HHytTDEq9I%4c80jes>rST$`^S#T~|9;Yi)PeMo
zO=8=*Ln}7lwVQ=YZu!*w+4*(++?1{2%Em!vMfbcH_rFm5=TQH5ulT>6Pzh5_DA)qr
z7h4%{aXx&>ubrrcRktj6?^NXqMk&Ht_{Puoxcp`Yj?izfL+g0ZvpSE(8Ekacm!Bwd
zkLU`F=;{<tUZlN%f)sIGu5h#?hN~lJAkSl0j$=am$nwf@O@YQr7x-B1*uQF0KNv-t
zAny4f^x=c~j3|M^QowBma7WJDuk>fA?GI&ZS_conp=w5YFh+SOI$)7n5)y%6cc<HI
zTad=4Nv&P{Q8nOs-d;|NC6dk$=d%t=M?Q?fmAQPD@8jzA^!Mmi-ua`6{BotsGbl;<
z$42b@lK4(r(K%QIj7edGlZjdXMUM9~c!uf%{62Ri-Du8h1TA>yMe5afP>WB$Wuj~B
zc348e;6svhqC%gsNv&H4`1VXCO-FS1#F*s(l_JaQWy{ebRhm7B6^n!5HK)DFkma=s
z+tf3xG>@2@-r_hrf9tw8Z+W#T7t{$lO^l*d%9Omyt0D@-73{AA!-}cy7ev42i5IeD
zn4{FdfV^3D=Kv0P^AjNTe5=7FMDo$Wbjr9&R35aWHby1Efz(Nv*8G$t5w$q?T|p$&
zIAEWxUB`t3F+jV<t%<Fh_AWM;>83!?ROSw5d<vP$RlHyntx=~ujAe{qe_n<1Uas7v
z8BqX8I+;pyfTM0G<<>oruYW2tf1L4K`eQi%c-?^L!spB8gPq_LFfsv%$`Gw3WY7?p
zL@os7_LzZV*+Q5%u4Bo_+4A?5=$|$M1r-%-K*Dv~AJu_@Ibup~)4-kGU4Ag<%lka+
zRWTDFIi4%MU6TXl%2b^K$~<Uf%b2C<QGP9$`fKbst#U=~9j*EB4=vU0K{HMIIbHz-
zoR#^pf}IJgu<gP(joaJX2WU$g2S8l9WU4-Aay0Pm*5z^q<H7msT+M^e^J>7O_udR^
z0qtE}5MS8Za=NON;k8Hsv^57g&)g{*FG?onRz2XHo+T)scdtMqQ<4ND(I4z;Pe4Z3
zB_!N;6wB?Kd|7?mq;Au#tHCD}{z@BH$<%M7k160AG`sAu%5g{S#m@lY<#WRryZmRI
zgGJ=W;9cB6ma`X#-82G@sb1CNb0R8^C_lQ;YK88;;o+I`I;0O@X{pau<kL_5;gPj{
z?vY_(zm@PIvn9#<39B{mm<Y?Xu-w0ch))^9mK3R=W)n(J%5Qp0f7Y_{p=?FFVIOCG
zvx|j$1!m`2fV48O+M!1kp9nV>>~ER&wzRP3Wd?b^;d{`tr&lV@Pldkk9`9;Y5;|MI
zatZuuf-*}}xq7$gZ~b}dHf4oruex&7jFW@7t2|Y0_>*h50O5MY``x@o)1-2zx^1<C
z^65^|@WsC)8VBo-z=w-{$Q@R+;vPG1)V*I4KG!(&jiTJj7USi;ioF7BbWwWmxHglz
z3(9LYV!-+_w1jnK=)W&C=@kmQR^@xUx1VbS@HICs8xVB>Khe6UJ@_;y>**zz;!S5U
z=DlEw8#g0X-{E{TI<21%v`=TVy~FDqwhSLKZZW&mWkl6+uBZ)8q{ljcPj3d_sxy_8
zs+yamadfgaH~;i=$3JYT8+J$w*_hg=rN5?Ml#Z79KVJe>x6W8@IqB%wnDPD*OX$sr
z+EQMjfL?XW#TZ;;O-=8LjJliu3-r$wI6YpzVzIyh)nQcHqa(sM$l~a2!sU+?NYZ04
zspopw22V8y!!KFaG*<L-KojDq!Sc3XxmMg)eBb_!^`@7AQfsqi3~B&b1#wmmU*%uo
zlO-RVWE5h{;rCk{F;T?TzRCCljL(JE9dK<=t=RZRhnA){yz}JHUMSAy;`WXxw~q%6
zY7ceu8aC!O5aTlLJjDPKf(ZOr5L&4VP&mRstzv4t@<wdm?{7j(=!_<_(pwDt+Uy5a
zp66yE!kz*v5r|J<?DsO%-$iI9GF_k#LG{LwXsXxq<NJi=+X=n952W|G-)0cds@sLW
zw&G=F4dXR<_xq4~_#0zm$%ZgdjhemEl_hFWBHaayW6uacuTd2ChbFZZn91cIkF^!3
z2eN?PYmmQK<T3|<Gj(t{qwV1DVLFXO>!ZofHB&JQFeRIITb|~d&ODt7>9YCd8tT!A
zsi#6xhbAKvLsQ^{M*DRm3%->F=Y!FxA5Zijox>$;E{84@a7d41KS;&$GHq--U%O-!
ztk5>#Af-=UCx;FbNr`4gZ`VhojS^|_!I+cXq(PXY6Rb;>-KCC4c<<|hW<C+5jUgB3
z{&YerRRm#?>30FZ5L|){c!|rT9A@4ayL9lEZu|iG9Yh!m`n23!Sc((0uwgQAJH8y4
z@W*Qhsh_aEC?@8K2}S32@sn}Qs7cT=Ym=T|BwwvuS<_Ur>CSS}XVQ%_oEW=&9{$2z
zo9;SKhl)N6+u^>a9whb#IxoODV&2j`Y#aHw6TCu?nv+3Rv9h;?hqR!zH%l+3TVa$!
zlCOuo7viC<w*9}@dh58R`uBev1HA>o0udCj0BI>{5S5nh7Lo3j7()<ILZrJHFggcp
zgbC6x#y}d$kqV<W2EW(zet+Jd&+qa5>;B7|b9T<_I@k5A3;7(hS89~QaS}8Q^#)05
zMWQm)=N%ZFoxziJ>L=650i9|Mn{!g9!G%ydNhFl)Ejl+KI(F^zT6tH+>NLPVSO3|b
z%v<oGvA$>Wv4lvK%Q5nI)fN>MBjAK4qM^kQ)}>nj2T<p0`xy5q+alx9bg}-2tZUjO
z7s-doRY1DHKNDzNm8~~eFclRi19@3jb!xZkpSzZ{keLn#<9HbWc-9^bPhM$w1OQNv
zW3xKdb7!^7)}a?-^Z@Vhm<aI3HGtN-WR$n;s&ev!4G}U7rUUIs>c>Q^)p>B-Hs*n>
zYe*vzn$eJrAr+=A$AYp#B~}f@uRDvb2(Ko`x#wMhzrpRY<Za*U<R7ic^fn#af1HX6
zZy!VBY@L<Rjqp|PxuS0T(c!wvQ*M(^@PTUlP~N7*n#IqoTzqJSB8#)IPbw$QfL}_P
zad?R}y%k%g;97kBYEBXV=FGAS_`fUu6ZHWQ+VykJ@+mdjRCRVHdG*dbZM8?5Z-9&%
z?I`Q2)po9JwbS)V&m5?Ik)Ur}Y`F{ZD^GxYM#$C$ePfxfYZKm2WLnKak#7LrpS*@G
zX+bcwLCvm|0#$qXE)b`PX_Bo!yL^f7T?9ijMWF~&A$?}C^)Fjg5%}S)mPPl|iYF-C
zPB1E?6K2t$N1TXJJ+Y25Ni2p|M$bEx;`w8$ryHSb=R5faT+Dp*cy#{}%a!hA^xs+P
z#qK7WF|7cZ{f#jWP$-|#pj3AxRl`S&fQS(vh`q);u2(H0A3X=AJuUtVG37skz;P)V
zM?EFjWF+_uAS%@z?J+Ol=I&Q<RSht?;}803`WuLYt*+h=7D~LTxolQyTIeP2DDbAf
zprVe%e?5O^vN!IL1;<y5<K~+Dd=&WLW#s-7FW`tTYD@3^EMj4A<8NU_r5u+1-2YHU
z8hlpd!znS(!2Lah(bFqKN!j>SA#KZ6XJ~jSpeo}}e(qv%JuQ1yDi1@ObTV2?ODhA<
zbu*F0P0*rzv=k;8U%tLnxl#=5jemd1ccYGM$C{o)lE9Kq&s&c95?x2I=iVFETmr*O
z;)^1c=?NavVFB;Gm33~Ktea+%I84sH5*qLdyt^S53rn^g*IwpdHPlE>E)fLkE2)g%
z-|qPo)cb{QZURkrn~GU5xFcGh7oqrRIdnU#6Y=wP<+&v#$Ohs?R8BiU$TOa3X~kv{
z9>@WvxAgHPxgh`FCF)y0<pETcaMhOkGu={)nsdvp{>ouOAQtpYw1{0O8p<CR*D$_Y
zf9>vMlcvK&cdYdGHGr*hSn7gRXO4OGfX`;u70sXmkkrgw8k7nR$|zlQU)Kd|XGdX8
z#si9*o$MDw(Z0Sa2S(o{TMDRI8g%0?Shi>e+yZait9<wmf6K))jsefc?PxZqzUM+f
zajgIkg(>?Rm9Bai>sXO|CesQ~0gIK+p<w-d@jp4nc7ZUc{b}+UX*NHi+vRn@8O@yL
z#2@bmwP@FFm)D9NLDYCSfmC7!FA=S2>3*rut&)dk8*X@s-NKb0a6KtP)D*#YoKm?V
z!Ve|t+7XqOzN#yMtC5UX&XSM9sKzQSZX{Z<Y`y3W!r+Us9PK)2G2J{)<Zf+9b&WND
zvNaDom0u<R;IvG@=C?`nLqv?b)T`Gw{ZL-rrf~f$Z@$WbIz^k1k(Iv`R0kW_b2L&M
z*?WHVEWmJpv08L<-C?tSsq8{$A3tVPBMCS2E^em>yav(Wy9;rzuiK{?mub6b|FsCc
zP^sE_;(YKapb@*VoGm1}VyIBj#5}*0f9{K9{3B40xC-TL;aVB>;@F16+fRdJ%vXkP
zqsL_2ZmU|!n%S7=fR{qVu3sDXWg9RePQ<)1l?F04?Xi+c!Nz&w?1A4G%Rd&cASX8y
z5%?954NMW-)ypJ((bdJA6`w4~_foyhRaMKzCD$SBOj=k{l!$!(my^Q3`_24=78SNf
zGv6^HakUGCmG?4K7w~hy!lRiP5m5l!RBn?27~|-!FViiWfDY5kXZv1(=S0Do>gP`&
z?qGdl3hTW+r){FZ1r}$he}QFZ$9ZTkWTsb0I#gnRIr58c0$C`R=koq`8aJ<`h3g@5
z*vVBarNo4zd|=+hpZj|@RU;U%sI6!QH;>st$_Ju<Tm!i_4N?u*`1#fAuG|7=F_^*D
zS@(Gw8>Dx7#H2E6jmOp1{02DDYzN^=nTq3MzpwPa+=nnA(9WcElW}ez))6zEpNZ)f
z-{EJ0D~4J9gA9w|gL_OYR-9EBB5g>XI(XNf*-|5J3<H%AcK2~|omRJ9A!u-dxmGN>
zKNp0S0<XY7@_|CyX@T{1zr0lk!=Ia*n-e+~)<uxv<)d?~CRcX$Do2WQs@~oLV)_z&
zjYOFyL!hugR4&M)GpPY3n_<8q&n5j#@qcxuPg0GpgA<u}^~WQscS(Ymdkd#yMG*f#
z(lzbVAo(-quigqkD8UOtL2u6NJA8g?NF{fYLX*+Y2%XUZS~k^neB2osPMVjxTQ=%>
zLI9#39sEz@dTSRnt_!PQBJYCZ7S3;_qhK7Gw*Uy<pB&1{<FG$&frFO;xZXjt-kD+n
zE6lH*E(jGhUc@$m>5~pPB3C<nl!sj6Xe(>isUs2;0&mwN-wrLEeEXfkrv|jOg?!_V
z&eM{`^<%>qmJY#>R+7HmSZC}0?Y+qRbmHrJ`!dg?*-^0_C;f5cX8bo4eyVvr3VgV2
zYyA-TK}ze;JOODK>gpvrZ$M|9ko?}$J90(Hi4(uR5{}z=#VfuCe$f^5dnL!#vO|I`
z40}VQWDqJ*Q6%x8&a8~oUuhzO>o<!6quB!I_hca2BuwuB6`wP76II||3wwL5FP$0`
zrO{8TvaZ8ZR;i1KSmf^5cfLg)8gMAMO#ahPSz{l@e?CRRAMmzdZcBVcZh~{^pa6d!
z3;z6m-u!%Nfh-7nqdnHNpSJ}81a~c<>hY1c1W#eA_N6<7-QPK5zh#~>zW0DVWSbVq
zxq3HbOZOXfbT;!Jof2NaPC4jue@AW(;v7YMNwc0f@S1FVd3k)ed|0D8`lKP*C7a)y
zY4&^8ELoiApa}p`mdsXlAg1*JI=D%wmSdkdczV7~xM4!$oB9yp1;mui2aKlS-O1x&
z2i~b9FTR%3z*50zvCPoM1_^>C1bs!w`XqP}H?_U4EAG-Rfmd8Jbm|C_4y;uv;|lI0
z28upfz!*essWT++cvq&ej!1Dmv6vWB1&$*d$%Y(F-@t0^-vRFp>Hz`TSW$KbecZ0p
zCJm0i;qJk{YI55xnq$MQ2HwY~Mt~lw_}1!f_CN=<ukm<8#)zrAnzNn-XlVMB!Em?R
zn8IS)jDm!^soj`XmHWovDdb5l9Q4z}St7x>9t!H6ftOu5{x>B$$p`_tq*h?Es3PrJ
z-xCzl4c=r-@WkOG=?9QZs;C>n%4(~pS7TMjJu1L?-yx5E>jnoM<r(+Nvn`crq-f@z
zZ*+)$>zwY`^1dY^X(1YfG)2YnqyiYZQ6yh;mLplI!xwz`kWY}?7eIl%6Y$0XP%gzM
zSb0V(dc%jx)<FdZMTid2Uz*XMSCq|Mix1}n;|p*NN;(Qk9Zr<DHGF^rq{R~=>c^n*
zR#~Ng@NcOv^IR4N3K<?z9l{X{u7g+*lJPUs9Gz1HyI!dLDVBEQX36zeS~+Qq_BNZn
z<1WrI>qAc<CfHdia9~zM=jq}0#}UjXr69MCv+Tv#ZxmjR75EIagIt;}FiyZ*n-u)t
z0eVJwcgR{ro&TT)2ochirfxy}-__YfIFt3ibG|^&q%!q-VB%6fm2UpwNmVLHkUJFw
z#PRq)R|@D802P_>&p@d?(Ku8ze4Q9g+%)2wtbOX>rv<;j{{!930E_8M-sR!ln+3c#
zexiyNi_kLMD(p|<7LlwRg92sQjpsv8adWTGv0#~VbbzWaZ=5mhbIpls;LeyJH7}Dd
z(-s(xAG5HO4p6A-8G!S}ME#yNz{KA!-)mN=%Xz}WZwIN&dnVP{v(3HDA_oLfFiAdU
zI!L86?%%!fE*<tRlouYF+M#~H(VjhGdch3cJ~ricU#~&kIJa!#Cshl0jCmnaxFx8P
zMNFcH3O(bRXN<5*65Z55Y)dHf#p)9!o$tSTwftVycO;HAUNakDPum7<)!Lo93gQ1U
z!(Fm{#d+iQudNrCH~E!-a8dUK_k(Ibgx8NYSYLjZ?nKMxXML64E+PKY*Y($ADo}-A
zSKCB)KD6;~gVB<YedmKPq`9s^xBWFV#cMb~yQ7r(htTMy>}SCa&vdgzwU?tE@NWQg
z=uhx4=>n5}@X)yuHnZPvyjCl<Thy&1g&@A+!UtTOod_3Xa&q#KyI(-`#^5M&6NoJc
z#1Y4y{zu?Oqs*vzyT2#UMqt-(PF4r!6o-Q{rW@L+>dPI}@9s#n82QR|dtZ1p5F9hH
z_;zVti_`pmT3ghJ_352(JQM<>yi#y@!_f_6$Yp2e1X;DLy-bUPyI#@Nec}dG!t+$r
zF!|$Z)5C71y7f(u7O(M5ZC!3qDrm{9uVO&F(9X&P?|&M47<LV`aBe;_L1@1{lL(=D
zMyGL$58S*jjR<Yq1!j>v;r@TVAR;-KI5~^Ti6Ut4*q=Ys3|tY%sHvK$r?G6~Ix;7c
zyc;WzWINk1-{fANKbikg{JxEXl#Eqo%@$AC*_GG(tJwxV^JG2sh;HdSFVb;=mW7ff
zj7t5kYrIU`Bf<tB=N;t}tuh2RCto1$825i$y}KN+?F0v339;zVQdrCxC6lEjNIz=F
zmea*FRiu8_2sCX=Go=f}IxpLrdeWgDGd=JCi-QiOqI=(CbXEm7wV=I;Vyo1)V8jNo
zwTwJA-U$mK1>$jySt|oKC;a!IL6arQP~!+8Ai;5K7vu-&QrYHQnWK*5t}hfPKnFeA
z3tqn~pv%-9{B*^Lu(zg$-L+<3#chqA$<P2DD+`c$-?~yTzNAcpOi+_Q{B3TJUWibd
zhIcmXYDX4dT%A15Xwnk;xhGlJ5Bm1+y>%}n4)HnG_SZt)t2gs(VXLiiAx=gYewhNo
zpQ~^{cE>CP$b5T!o_xqQZ!U>9`T+WfkLA~D?OoD2z?g9mKDN7gFk~7a?C_&BO|YVt
zX_%^JYG)Z=p9W|>D*`peL$nVrKC;03xHdELgB`ArwP2eysrg*^r;y`w59tGeVCkw;
zwO&=gZUk+~b(Zf<V1nN0>@WbCBwqa<aMJzpBartoxauIb^GL1juBujU5?dHmWC5|w
zxEw?-+!(P1GP|)~E%@ILamxzht?Uq(B!hDAS+N>hw@2U}R3y^U$^oBMg*c0d#{Sxf
z7K;HlK#~`ZQ_!fUvx~5E8ixiZGxapfwTY4*^`0E+HEW^_L(WAeMofE7xRWR;UcL{J
zvft1_i;Ai?*&|4#jd+(V&ahfMvpPt>DSkmk0`R7R1A;9~M);$_aVvWgxunk+jnT#)
z?ItgD7beGe`+j}TicdejgZu%_YSu08nK&7p-DsLl3zMir0lX^N<D)6j7~0}G&T!GC
zDa9A38W)p&C*Ujx`GfJ==v+9y8w6|Y>O3AVwS?~g<uHYm!o%W)?!`=~QnbIJFLAMO
z#cxwX_{*_h{mz)9xn}F{p#>0iH#@L#l41h${s66bssPgML|pNX+c4DhIbg`S0e%`P
z74`l>PuWrJWg-w@uLdNl+yXeruO~ZJFcWAj-*F7xMa#*_$$)g516deHV4Jpre?)sw
z&C|0QFU0Fg!F6jJ-Xr}^!+#Uewt<V3quwXF5Y<YC(BKV?ym{Y0?$xQYY4(FfsNPJ;
z5rI3D;Q^rG|6`Gr3zA8@-z-EPu_(^Cvci{~(JkGu_g~7FzK)b?`X2OQDo@0~y;m+r
zle|*>su_V`DbDXH!J$t0n9XWXvRfvbf-EC0olZXdzV_tXzWy(<7@_B1{{d8bR!y7M
zortxUc@__DU}FHhJsv~jQp)Zf!c2w<D2lG=TOfV%Fy2wZtG94pSv-BC4C2@i+6s+0
zjs`-rC-V0;k*2e+%J$CWlmW>eq~&?#RcG-s0E-V((dcGh^%gEsv;uRz8}ga^P4lz|
z>MB1RCGXUyE9bMT(jeWEG&xTzXv_il-2lX5aQQx%P0|+J?g>$4^9Sg6I&ljMe&Crp
zV+$wFzPeu`_MMX2xiGhd1(|M<nU^7jEznw*#wB@5N`mL*6ZZhd*xx^qgZoWPG|-eH
z_9s-xkH_J$t|lUa71deSv2w415FxI=?#s)gyEI@;8Y+}YPU<@2-LO*G4<QcXHNI|I
z1?W?@ztLsU5@|Nd2U~kPSnfNL-Q(kt+vLfb{pb_=Tfed|ufEot40h7e+z2VM{+QW+
zPHJJ@;*0ocsf<f>EeBvUb2w;?56OGbepH#XDH0>}KKv{INm^STr|nb$v|-_n*<rKS
zq;5!Fu^_0jjE4X+pC;!wup$ehjTN$yUqOkbP|tS>@QcpQ&$HaTH^k9{M9FXH9|Q_2
zg?VNrc%a20!Qp~75q#s`Wsf?TIvDF&XDlx_s2sOws-)PAGZ<?i4;10Yp>YgXk~O^x
z(An)p*+C^BZ^17hpcME~$wGx;AgAyY8+H>Rk3Amk68{0@C;lJ;Zpu?rTM;Ou6V7k!
zesuVj`i{9KO>%)WoSZy0+3$|uOM$!n#-t8~kC!m-_|xplDDbQIoZ~JNU%7>aa+6+W
zCz!09GzK2$*lZ(g{h7W?Lf|ozgHDb~)5kc{-t-7L9}zg{a6nxlHL^{^u+=ruE0IDD
z`#E@t`#Tn8gUR8c-ofi(y^*tp_KzkF>S_me!?4^t!T6nPxYFwd30;)Rp#Qb!RtKWa
zzx;G*wah1FkZ|b9l3W<Wf1OTxQx25Sa}jxC_pR`EPn|hG;M_1-7(^n#!IsIf2G{ID
zjck`QD&(NLu<-EoSLj+C2)t<`g7h}atKKRqDshr3%F3~lhE1Y+I!85njVPG!WBG$c
z<XU4>cVpxA|C(sY9^5c@M$a7)0ui4ialD+2>|Ro&d}$ORWZ%t0zn)PUWqyGR)!iG{
zKnyf<4|D(hBr4JhppB)^XBQtcF{|b>`;r2Ft4kJFHSKk7zIA3^d31aqX0e6zNVni&
zmbFX{YNXP5$;^H4-iH{CUOICt!niVd6<;*7q&~?0(bUxZkg9Nu(b2#Go2BUHG4Q{`
z%gV}_7|)A^mra~(+22-oM0tBvwePqr{{gcb<8MM)TOLU1*WPwT4@@N2*X4xn$W%5z
z4Ldq;9ZvI!4vZ=Dwv#=9A)jZI3~gV(>*noY0-;M#Zt$>}RziSqR#lU(*k;4?9O8|c
zKMn>m1jF?!OySnuN%nwuwUr72=5gB$WhQ!hHs8grw&_S&XUr=)ReFC`SN;|OB#H?W
z`9acc!QI^!{CdEl`!5wgzXqDzjc!Q?M@+amQU=G$WL~ADK~&Q!NM^G}i`wTqK!hHx
z_@#Rd3TfZW?wDzU@^6&r+vOB+(OGQoYGq1z&&v-o?;Qky{I9F6T)Zha;g~I|N!Pf|
z4+iu&23^u|VY>U$h(I<|8n45%c00B@m&vh1KR`sLF<lTdJj|LSto55=cmGU{?b0%@
zK@}292cd9kP2~;XgN<znJLP5B2Nf>Q!JmG8+x{CAw&$-5i1-MuhO4(Imar(l7l|y%
zASu+K?YPLMT(ThKkvW5@xk8PwcR}5ZwTUK1R1>*!3KV5FPzK~qD{#;5|DIdy|M1}h
z`3n9FnE-<(_@S)5-fpygzkD7bSr2>d47ruaV;~5hlgPa<o#Y$t@*S$4I?L;P7RH*?
z%E$o`SCME9&!w1n2;yjIVY-l1B#2D%>Q62eUf!WhYxZhry31rbaFj^?z%jRt@5&=S
zfN#*sgZ5bI(D0l0jpg3GduLo{7uz%mwr{50xFYslvdwh}=)OG1zkh$}{epp#Fg)Sq
z3<{KC-CNpWGA_h3P=g+cJ4CDm{Pbg9-mRLy@=Q`~JSY~>*}OqIT;J#LC-_#}R1g)%
z`}}HV`Ufjp-d|K&*p<ctcy#)Ys^m!QhZUmG$&z`m?ixEckM^hnYgXlKnk4PL@!bYi
z_Q~ppC9JF8r#^*VyvA!ycDTl}<&WvvqkK29A|s~xQBmj3{1y@;-o2~d6U%+Wwx%(t
zNbO9S>>^&-^fL{+*bJWCsB-w5*)-wSqL2vwr$zJrj^9_N#)8%>wIk&ar$Er>^pSn4
zWt}hM+^NPC`SHsl_)K}@rjEE+`+EndN~IOj=Z-V>i!CH?`K2>kyET)(QbHQ8$E|84
zb~07VVdooXji%1fR7VQW>67hXmcQls_*rpisB(U*Te=8rmg%3Uq#Ey4eIW{m(=z;R
zhaS<4LJA-o+<>^dz5~`er-j8I0k^J%OP%H&a<T^K2C?<_Y1nhvJIROz;3}aQH8LGi
zf&}Vh085004nSSKC-G0#Sp?;oe#3!&UUGj~0S96VQZFbOAt<ORmR<x-`>!^XlaWG+
zq*%vE*}Q<LBq{gYip}9CK{Bx0nXqeM$dqk^C8rMCVqU%6e6vBA8<b-jsWeLc=%5~y
zTX<M+5PDSm&{yN#$VyAIj96lRI_#J>4%=U~PF>C)ozAv{8i{K?HyUf8b%{GAd9=<x
zehP%-*RC9bShpU)B<wti{<vH}VqS{cY&DUSThc#QUcg1dm0(dwkfWbm`et|6bsWFw
zYEr&l>9Uy*IH~WMjXxV-p8UThHQYTFb@burfp?;cLy2$+eF4sQPw&*R6Ru$iw*StW
z_1WpC`~gN0%(yy>l1WR`iA!_OSrz<=p%#^cdCo~~ryd7aHkdb-<SXphIhFHerzGVA
z62Kl*Tp+y@F2(NIYjsGm6AI`E==Zks4qaep@d0{LMWun#Ocn2N6)t(EZXj%Zr3-}@
z)*0Q~WV1x#=SbS-@E^^+eaQ+z>|t1I;gauH%sV8o&v>Fg7H3|%=FJCKI)_nIWTL^d
z1B^66<4TKHJ+a*S=Q;j_inkzc;lH(R!rHXes7WJ6-NM%SdYC}b<PQVyN2dUmE-P)9
zDq?IL`3k+@s^qOg@8WTJLy&LdjXT_r+n05y#i9Z`i*Z_Qweb$w`II8&c`kb8219<%
zMnfs>a=g4`eQky=0b~Yy6Aya5y&Dv$e!;R{Pac_Xc@_ZJS3gkO2YMV{07#rbo>kR+
z2dP=_GAo)h3d*qXjxPRt7^|TXqtHB>J12McXMEmo0G$cNU9<80>a3Q$&>hoj@`A2e
zji&G)e%kR<WC%4fJ2_C*+H2kPCS<^XFelQ@;7&nnb+_oqcUC?6XulGCE^Yy}d<T(`
z{otNIUz9NMy1(e4>jkr%7?&tXn9JAQe4KxvLI|Nv&|<THx+39eMB{Mdl>lDKB$c!B
z(IQVOkByQ0;vso%VnEDln9VZ<^Cs&2B@qqDS+8IOqDVI(h>lG2yI46_%6=#rXD`>)
zcX>5G$FT#|L@x2ecVLLK^z%yF7I89bAilN-clyRnHf{~ypi7m|-l-Sm3p1<h*5+&b
z&z|~*jr`i<yJL0)QY=O0HiFXJeJwz;qj{>{gQx`3NYK=C{Tis{q5`v6tX@9px8ZnD
zJzbY%V;7=Qj-flO91#i-hmU};l|ui)J4&6+27zXWX*5Yh4P0hMFNvWZT~0>7yTOB;
z)S2r&nN|pLlK>Vq66C@;qjlT9R2b)hBL);iy*P`%@$2d8g@TmsL{iP~x8B*YnWF0z
zt&88@$L%~>H^G#Li$`Ma&CG8)Qir~nzq(v2>udk9bbIIHvA*LMx$&=z8KIv~+E29=
zz(<mJ-!q7sBNrIDS0BvW{U_@4+%*H9XgWgNg`xJ_Q~jncszadf4BoyUa!<oz$~@oy
ztKlBdClt47m{?`Lvr(s9eOd3d=>bBy+G)qHl%?J#PvhIL*zwiiX^LMNm;-qCuHF7I
z?;rqju_T7NcUX<R?8*(buEP3plkR2B7AYxxs7z4q2C6FYc8F80e)LEjEA|FvVUq_7
za60>0?33+1Ir<lOl>wSZZ6R`GV7SYunq|5jE4;?r$^T)9st8cXEVf(d$%ttyl*3MC
zsU+v^6!PpyVN3hIRjRp`9K`av&)8S#c%LuV>DOn&2A5?=v~!#4jw(H-M}i#!ZNMMg
z=NwEDIi2JGVt#&g6BG&ARuk9E;OBHu=sfyCnpj2A?Z=0ii@MjZSh2L$l_$yg<sONb
zg+6ykHZC$m|6ErlmsBP~-*ZSCAsDc-wncMmAg518%3@4>8o^%!BjdWst74&UDyJ1@
zwRYKUSB9HR%GN=y20+ST+7;k(XA*$L3BR~p0hA15$W18sE^fM3G*hCMn_V3Vc?Ga8
zwziAoN0X5S7y4@pUM~KK_(V~RbXG)r4HKa&M3J-Q#Joo&5dd8y_da76{j>Y-jZPcP
z^*L5h#+=8XMtpUg^4|*XxdO`nY@2yLwRxtiev?LjXL85?Q)c3N-#qk~AZ!2gB4_XJ
z@k8bcF!SCVuGOVGn-N=?FG(>P`TNzuZ^qRGP|pz2rAh7dkHAedz5!|yh!_IpLhx$R
zziLZC@*U(8V#EIPF=2L&d#9yi>sw&o9C|UEhe++g%bB%mt7Oo8tNz+@@bqc73++)|
z9Bpb<K^=l1lGgqV(`pz>p{uSkra|0tF`|!#j0ee>Hx8Lr<bVB?;M5}Q7*7Vs+js3t
zev{JR6_JN7OFaDDTLgO^dF_-U!R?@Eqg-lsKrt!*fTI^v5yWN)Ow~MrFyU;pa@y^A
z&$Y0QeTM^??dXcH+Xg<mnFADmNMee_?1i0w!6fA7js;?6n+??sefT5_3}`qcKkSzR
zg4E%o6kiz!<~Q(BkfX>jBTJ$Qd|!8-1HS&Dz48+|-A@@>MiTe@M<{uB7Mxqm*zfso
z#W9nN73|Ub=7fV!CqQhnLXZq1$K2Sb^~m)T?GDtsl_kAZe>|qJb3HUqM?s}jMiekV
zg1eQe#(@69YBGtMtPn*(#XASyqD!<{-vx)tR7}Tmv;4^PF-1j3$}NclthvJ_Yt?w@
zMh8vWrM6@I1qa_IuYN&zzjT}dyi#tp6+vekk$soGCh4YT>_VqPP~#H|zHyU9*R7%S
zfaQ0$)_WLJDk_{w_er+847`C(A2zNHJjy+RcriW^@<`33$%3J+T9XX$T1&=H)@sHJ
zfKKvfmvrF)CAsRew>Xv<JgoO58Su>TM2T|FIoNcj-3JVXKW;^RkzS7cjuie+&s;;V
z?&s7lL291;g=3|=$WC+AVBL#)GwDpM)ld>*ttyN0ePKnjcf-xBeR^bJlMhWe1;;`%
zt#0FoAS7=sqQ8eI2>!xj26m0N=EM9wlq82`?b+8h(_<X)9Z=lLg(N$l&$nukEhb8T
ze1hlaLgKajWH1O?;Te!V^LZUO{T`-@JkMgr4tio=17Oz8ipG%=7ikiZ8fJc8LGx!T
zzrkw%y0UH1vrs-zG?X8k#~*%iBJPpcAYQHbaaq_z57UP9j6_t|+HqRF7Wi_w7A7P&
z!d-PBo(2{o@6RVmQeVIiWir$W+kR*ba%QM6H(2q0j2?q<;2YqjUbE1v%aJftVxpso
z`A4?$tUv<(V2G2eu3-2S-<zMRZjOpNwL6DBG}v8A=RA?T0C+u&Tr1GVPr@Cxcw0mW
zb1<8a?Mj|4kS!I@2ljjH^%}<y0T{H$tWC5;PjD1OPn+yAEUHFMCx8*$?C1@K@Ek?r
z3l@^dh$|0hGqvV@Y4gwTy}{R)GJEsnv%Ug?7H|nYn+eni_LVtVpCq_dHHWxP|6!G!
z>k&dtbl2YD%=^r|3VF*{37NO8nUibO>5h3?t+O!?T*9xE>~5}^^U%Bmsoobb_fF=!
zt<n*S+AJzDKe^M|k@o@7ph^XVS;6VJf%~TM?R#X}Jw5E1AYhj^07OFQYjv<FQPOGp
zd|fGDCK+*byEn*CLaW*3=R0XM<`S?O6@0o<P(|=LFr%=ou`|hI*`H<tvDNh(LN=;F
z_Yo*#g>e02*_0p*&+e60=T|@!SMb4DyY>iV6cr30J+8LbIE9X3MO@Djb?}3qnQgcr
z%Iq!ftx;UNtVh+4M|R&1I+IL_jo>1&r984r1vhQP<$AY5G8Hs2EFMGa+nW@_fR>xU
zg3LgI_1q;#VrTApSD73@rYZI=jR<SAPSX_uVqDlZnu(#q_0X%SaC*4m`H6QAl2v+>
zl%dVHc_ICRo|r0-V^7>f%lE5DyHxiGQ%+=5^L#^XBT_%LpuNMQRMr(*-rR&{uT%!R
z&=Cc&^*lZC*6vZyC6`n|F`H~x3blwm%y2ZS8%_DA#rLr<$n=M6Fl?fMc_fv=?!5Rx
zSlZTzxtbZmAXE}7N-gf~XsX(!%ndDE<owk4b3M*#J0tMjg=40Fl1_;LVa|lMhyVL5
z;-{oX(+%>>X4AFr{<KcPY2JT%GXu|ZS*t~TV5evgta&=Lx#4(KOPu@o84l!c^yL?%
zUQi(>o9r$XsMNB?0yy66cM>K?=<&IRBfg!P5yv{abm#IZ3Jcd3H$6qN!IvQPD=KF>
zA=b7c*rm*uQC3-Hj4wKq??C+1>*SC_Z5*y+SZuZN=*QY?meS1P*UqSV&*>n_`J$2}
zH2rL1uCd7weKqf6N^{(nR<0GniB1W`$p9frh)PhFm(Yf2$lxk)h;Lu74LHF7?0YV_
zgVgJZrWqTT=55QMSGZkWO9sH;)QI|&$+Vn!DH9A;-Zn&#q8Lqjky<$Uqv59`X?XSC
z<W_Aex^z0L7M9EMHd%({-cFMV(|!Tn$F+Nn$%&{K+!QDaZVm`<3lQE<c=j}->4kjs
zeVd3Z&U?mb?itnWzp5HaMem!W*5Tu<qN&*z?ssYK@U_AV*;9z8l|IG7LNeGIj2F&I
zslKQFC%KthGZeKDmgJqptrOfi-d{6+V&*xyIvv)`Rt1rhe}nKf2nXXLCafnYQNgN>
zAWW(D;t;j0v+%g&Wg)NauM32&T^Sp19F;)GS?PAwb-v`FAQhGU_L{chk8uudvjMoR
z5g6jJ!!OYjYX;e~@$x8P%MBZ$=+>_v)OU8ezW31|qu^zAcarc2U53(nO!$}@$M;MJ
zM+!MLx9xEpXC=3t<(>to@=|Fd4N?Lh-_b*<OCN+KF|6^}`q--Vr_hvgc(;7=a4*h_
zg3)H!F&pOOfg30<c(IsDnXK|vgbdq?c-m!ylkyDoTdpo=6sHfJOMjR{Z|XIu8N>Ts
zae7TVm!kOzcVwzhp9}I=l4$L&k@ao^@dDZ??t)vDDwm=imPJoE=&R^wv5;(>QwisR
z`rO~cE@0Bbyf%&39Odt^V8g}~H79%h`MIk}e0(oV>)cNBXA7MbQ0*O?$oQGh>8K+T
zpoq|pc%-W-2opA;Qr;Q#Zb?h2G*j2QZuOm8d+U8f@1pbAbj=a>ObGe<n}r?o-xn^V
zkmD$Am=Z7i!P;4HN0G*yB9i?)Z=V~s5>qy^m?~pj*DQnd%joXZ<6Tt&O&5E$&6;}A
z=}393=^^r$J?M|=Y(rFypf|sn#`|sxm}q66x%A3L;FeXKa=orr|5L<-V4V8o6y9n$
zYj4y?PqJ;M#(t^jw3tSG9?M0W1bF3u>|o!1-<S?lc8W{iKxVZ=o5wcqYP8M#)s#xT
z_@p&#RUeI4M{trzL!g}ewOZ}y9n)wSb(9fufwC$Z@5jL#L8+Ty5G!EI;xkljrMSKH
zh6eHZ;l^Fg&YFk5y1EII$Lq47;xG0`FnmwOg8>g2@Jto8_k~g1!_>|Hzq9EdOH6`w
z;G|z*y9DS4rjeUleKhz!@5z#&6VmRH<j@ysXwu|#P9#iBCw~J0!7287VJ4iZ=l@!Z
zlTNa=8wVC-N@NrrwOoTTSny3dVr}l7>tQ?trUR3F6qn%Fw&t@&!2NQ0ndc}qHqb#*
zw70b_rMckaTcOHYBlD`E#{LtpS^%-2W{xz8Pu>u)-N;%4F%C9t#G~>&2cN}_A1Req
zWLdOKrIq^s9mC5R0kVx;>kX4gd2YnYj?jADN;Hu@An1Cq2d8hnW>7KszY%{?-S8-p
zE1N`zL>rD9hz(SQtreJA5G$X~+)=8tDZzISCFxF~^|GT=^GU36i^ttHLAQm<Gm<!t
zTFA2m>ol7kHm#+kTv*;8#@WTKXC)cFg0^Yh>XXptYP3J(8RqLr)_Lo2$L!ZWyjC(g
zr`T6bPpU*bwdo)Y@jP3`s9BX5W1Hy#4L>t$6O3sro?H63*_gGz_mfJ>(iETz&k}U~
z8^a71T@YvFNrBDyvHHw&5nyEd_@d`L#M8?Fw)E8z3{jrb$NFnJAmcxaX{^=Zlh&NT
zWV?#<8PztaJLSB5H+6LH@e(zS4^nkM1Q0r|e?spoYomQskq&AMI&wzeg#5ll+HQ3X
z+ioS%v4U8dLf$ax)vuQ_m81$7sC4l9Gs-6#d%rcL&9HKTWhxVo@|?yMA1FyK85|u*
z#DMhMF0<1_qQit=uLwdzrx#>G00}i5BphOiqAV)IWKaeOWe0)8EY&gg&6$gRCrVC1
zmEHVQeeXH~=%su;;7q+Xia=``N&eERb9@|8WPQJ0kuGCakr==uBz26kOTHa)=(QPE
zUV8LZ;loneF*jcy-j~xa-TF8+BoD?IrWPe~_@>2dM<(azA0v_pxE1AVq9?tm*~L22
z-ckB3RQCF*P!R=8P$%W1qJE)_*w;*JYNCw>*<STNyYrpVh-=j7P^bV;@>YlPMVH`R
zeacKvuv?j_-U(iR6BX4#p5*==Q5bKURekdi=x_szV$9R(l{XJt)vO4@!}~$KK%-eN
z{mK*A7WjIV#P4IHxCSeNQjQ)}CH{pgmNFB`g9q|xuC0gB@XZMHM@iK~*~y8@A5GGJ
z+uJbIaY7JO*_fcdz~V^vfDwOTBm=(eK+coxH?>Bw+ia!PiVyW&oZzudDymK@YS|A<
zVC|8DnH>%(S?pC5dTmtsCq+_~%2e)KMSZMKKL!l+D6u|D(A9*tDD?!Ib%aIJ{1xoU
zQ-{A32?S}ET(N;2cv|bK2lgCHo-w`rN~^K%_^@W!SZ+`$*5CO>a+d))COWv|zRg?p
z*7{@xNTV(YtL=gGlNvugRb{@!;OU~Vas4Kx-Yw70f7(f|QJBVL0KoVWuTBT5IA?F@
z2S)9<bI2AJK#;`fjx5Xro6{0C1FC8Qf4`=Ksm+uJan-a-sUhhcmAyuTj9-^}x&=dP
z#Zppn2CC3Ce#~yvLuP&|9S^OP8j|B`lB$2PZ_$Hqwc^apQD4B~nR#aV>*<9g-daCt
zrE!8Kp}&~Vf4=5H+WwLYq{*og?aAZVvUrs)Eo>obTz-8e?F1TR`!kyqpK}ucQ&tVI
zG>q6nH);^kqOU;1^>;w*<L457sN=F)?kH>OP*}*sl3uNzOU`|^B6$XEO>*d!R2GxE
zc|~n4X%YyTGNZ-|&&o8|PJQH<bd^EG9T#fd?7o+z$5_g)Dvr}OxA|d|^@HPuXsg^e
zAra?KeS+)pI-}9IpM3ik9t2i3#RS&s+y6j>D3j-&Bbv!!F+oH1FaPu~)p|xhtP==G
zdv3kpaPiWMig$tF1mK5jT5LYx-AZ76Z)W#;6?;vR+v~lSg0C(*rV9A|L(Vx2Q|;>G
z9sqD&ni1!ltAn@vXYxD^uLIu?1q%#BTR<#(ZjkKYV9OkD;%b{|`MbG*m1g}V%^#wo
zW-gzKWnA=cHc*;Nz1LE5B;g$bAMvX$;Nz(;8jUX$R1pnif>RANiw%}s9*hj|uD8pm
z?cnLxdv|;?-(R{RVzb1gs#5kRX`(mJFsQ<uuJp`nkipYOZR~L9*Sj+}7E0LsoH^!k
zx7Yvp-w_E@r(OjtL8idm#{GTzT*nQ!%iy`hMSUyuy=$zU9mVqs*jw~-SowFs4HP$C
z9n4J&RCSF$dI=XV?Nd_y?_gAF4nc8!wkkk`I-ltLd~zJ2^|r_h)kE?tVzEH;iS<I{
zDfL$GbZwoxcYQ|6%&m4_#>!dU>PHBZml&JLUQkn)@w1+bYn%D!?ntb5@zG>LPe;!z
z1uG_uS!Vo*ijWA8q;ml~h+JNnMk#o?7El6->2Fra-Vimm-Mh9csjLr{d#4epa=+6F
z5A^;Z4UBFI;6^+y?-niRhe?*N0}O+^!oJ{dB^bfvS~jvrZ^Emyc?|T;U;Xb9X*!2$
zHSB?8zxHHvjenHrsYgDR1!jro^7Mr-nq0Oke>daox0mh6s>*8dO+@AklM-Z8S|n`J
zju<XBY+M$JU|V^0Ts~NRetdJR(7agY+La=G@6u~k;X^{$E6f-~g<ox;!Bj3tCf7C0
zFta~|z66Gu#h^PM{7sIpI$Wjyx$JU^94uw30&?bn=n?zWTTuAj`3DTSfDWf9>1zCb
z^jpmx>5W$L#1?D)K4{lSb|jcVxLF@A`^4AHByNo;OEFuSJ-wqhY9940t6IIteVZ=6
zvcmYI1W0w?G#3||Lk<3!hAQJ=?dQLsMA51SzS>o?7DVYVEzh}@>qy7x>ZcIo%j8z`
z>i*^#tM7f>n1r@nhn1QZCN#Vi;1$|t*GD|Ol23%^2a1|@0oQqMZ@BYn(bH>}y03%z
z6GUkql;`jC?U?Clm)_-+R<x2aDtyeD^z$kGReg;W|Hlg~L(b<{Ik3W3?5>F{BNlx;
zAe3*8oo~dX?MFzSLd4GN*=j<6z1e=nd~VcFW3rWj%%iZh7DNLKu6&R2SOc^R*x}7%
z`-<vAV&NSwo>X(HmpA#CKUq7;WB|{NYb~M!?~)h9Yvf7(*@ms$iq803Ke3gTfMou7
zz=e(ZcOLO@+@|@TAR4Rm-Q+WE9<(iQ#(U<=3;rEMlHpHX=q3&TM(yo%ZFZpblQ@R<
z_Xvcc9=m?ZczIm!EWR@@b1d}*eAv>kbv4CLD9N~S?(izI#N>-dq$gY9!tyG8K)qeJ
zrS;-fGG7WTw)tApOxzMt-m0@>DFRf<A1pMBI|?gx%wH|2=zn?pP+FiM^N)3dLevvv
z^!WqP5l|lf+FpFuotTzs&_p#3Vr<;!cs|u{kqM=az7K~dOLLcgC8RckHDWfwtH_vR
zt}ArR6V<IYQzO|q_tY)vxLR|4uaI^JC<)8$V&6n~O-x;ggI>}PtTOumE=G1aaT+C!
zpw^mCN*}CC?4<ufnIBu1Cao*$ea`jb9ZM=8WAGc$t?|>_VjuND<{RHE&@R`xfc<-<
z%~`OQ8=oTrq`?%=M9JfaJ{-E;P;L`IdZj!0z#ayI0>JR8k*VfAHnaTyGP3w11g;F8
z3w3enrLoy!I#CLKjp6?5?+y13fQ$~H0N&kxy*-blKH`AW7Y8VUUX#NtE5dS2Cc%5?
z(yHKj#UT$oQ0MtWr+ffp_M16yr}at^M8@hT+Ms)noTGO@usi+igaH^?)m;^zBd7L<
zw{kJhnjc<p>JC=|myO9F@;g}fT^6BAxdt-#3Q<Mvt8>=_QXIwfQ!X9e`1Mv>GD;|2
zON)nc;Xa#?-;&I&@+{*Z;}(JVkrYmc)AE^4?3;vBoP=?V9-vr<kd<;za*Ujo<{5(@
zev9anPn&L#HL6n;(q9*iWWFxwK@IpWX?mG=-9F4i+raOzFk7ARvhjvCZWd2}mCO$?
z*jbU{Z21~s55Po9-V5NjhX?9<kXqwC9l{G#k#!=Awz`eQajDH0oD=v06`G=n+?D2{
z@NYM3LE^-QZ(dGuti<sGII>4j)vnX>XF>O0M(pRf7vYH(l)#*~J3818LjqlA#6Km*
zHjDUu$f9vUaH(bcy^OJW7>XV&ov0`MFSLJ@LyWNXt52oBQ?yj<I+<OsqOcJ9@Nle#
z+A}t_88p;{4&T+C$(2)B$dox6a6<W@trXPBf3@=L=_CJrG=e<wOiFquE;=ihVdnn&
zf>OZ}5Cgz4s5`oP6gIUgzx#{W@BGz4y}U|REQljZ(Vjo+-AdUsf3?vQ>8>u90>=u6
zSOilo$u4apt43w~eWA&od>COha}^1<;9fdE|9OX!NaU)FsQt-7YBKSo3?pwty{dH!
z{O7q0>rBr+D^<~pg2+EY%ZSo(`8Pmk`9&!g@cqFg@*=G-)sx;sMcwr^V(GZHNS{>B
zqCNA`v|DoZM9bb2wPU_E73E{Tl{T^ddv9Dy7&fHrkK8occ@9dHp7sx#v^jIv_8XoZ
z`R4=TEmi#?4{h3m68f)Ewqle3u~V_&oi6&<H?>wQk$d8g?S?`sSzr}6<Sy+^>VVpV
zP$17~khG%*cs7@f5zrZirh_6pKo)XftOL5&+Ezo7`~h>awUhhw9|v>0hdW^r<mlA~
z*@p4f>FXy0TZWro>f5L0*n7SGe9B1X!Y=v6Uz&NxLkiescO;@|cf0_t{`XIVuWn|b
zBY!l(4erBkox(BS#44I1_xh4M;<nmDz2wWp@#Npe(2tj2ih@>RC0fhO+dbSrLw8gS
zWLg{7@xswDt3y)SvAIXU^_gp?%-F@rmuJc{*9zq0J>#8uk52Va*muW=6h=Fqb$6#2
ze*f`a24C0_eDiXd&R+C|ll*3r@9NXROFlyv#lQA%(^o={-hssQ8Ws&av@mP;-!J|n
zmHRSXre}=c4Qm26=Bc(^6qDi^PjgEHkPv_!Z*vu*=F&?5dvc~)a#2QKJ2edrU$iPP
zF~s_?7lM?+Ol91dyYS<1o!b6=Q)Qg^qVqw8Rng&fwcDZPLaHW7RB24zn<w<Z?4Z5?
zih5m+?heW}+*{WSJ3t17uGo`hAlHNxWsOS;@TT;1S8)KlcKo@YB@vS+R(v{NvzI(%
z0l|OL52#gkp+6yFcaeYyZW*Sb#(ZzQ=J^g4!NfQ+3Q`WpX$5kSIUl+7Wx)=c`T2Aq
z6<@<sg-J8;>PkEk$su&IUh;Buhmp-%vOf1{W#f#FdzCO3Cc}NKPW|m6#3<xsks`Rt
zIXedg@C|+%dtff5=;b>9M_oj*AkZ49(F$u&fHq??7LrXgi^n-Cg>B<~T(#5V-_(*}
zX=1A}j2^{H*>WC)D5u@etF2f=e-Qd7+~37eQOK@ot-vU~NVNr8ars-^<CB5IaIM#V
zlH#G56g7u4s#k`3DeRO7FewmYuQ%t)I0U!r95&Bw>!&p&_slr?$?4qru)46IHyiXt
z8Z^Q>_suD?kAPt<QU?^Sv?FP$BnD3KsKv@@X}*Zq2WkLVu&HK?swY)_PR697a&xT|
z1hF$uN{dwk)hr$ms@&ptMv#?iEt-(~?CRw!ZzSqmgKrJ=D`rolRe|oX7%1Sn)JjFQ
z$D>p80E{elWXdSlb>@=X;`;oLJq62}$xek2n549}d@(y?|8o)X^jDPw;)Hs~54C^5
z-+&4xB6<pD9a^ZMReTd_;}}2%PAC;w7oJQu#&Lurbbwvp?=f+E;I4LO=fAC&d+zbS
zt=BLQ*Xt{91*5DPrZO9PP1~yRYYnrL*Hi21Lr4b^v`dz!B`tsjAe_(sf2kmJ%Lg9r
z*lQ`~`zNSnSK?ahN?Bc|)U#e#^VmN>quO0&o0i+sA=um2G^E_!IRbLk7S~@WNae}H
zbL_i+ezYh3dgz%-(Rjh!d)BQJC+@#-)`SW&ebw6w($D_)dNs9{8s1|iM|_8;3o8U|
zIT+<1{|hj4Te!OZs~KIZ3O<<;`nzT6Q{_kkeAl@Qvi~`eSp;coRkJWt7d27>YB+j%
z)YwLnt7OedT~W{`m5C(e(qe+)^t1r|DdP=Zemnm%jMMtoH8`=o96w!p>wAAkhL*85
z9&X*qGqikBXnQ#8@{q?%DEtg)$KBd7hjDb5=j3gGXRG2Pco#mx&Tn8IRz@wC0SCI!
zcss+2>a=Mwkj^b6r&cGp1PulONzHIt2-On8V^3g`xUeEP+?WnjI%lnrrB+{RR(Vbq
zv$ThuwX%=cN-7eIO?5Q-f-lH{$9lN-9LX|U{YU^ofxY9MD`96-<j`?B@ZYu8y2VVx
zv~e0DeS#uM^!Hb4pT<l>(U;FQx9L*8(h|e)U#DH|s6Si2uE_7`s2>dgZ3@%gdTFL~
z$H|soLkhK!LhsEe{#sDU9fKG}vA^$#tz<<BPm@UkU^44I{r#+OS*1bcdfBgsz+img
zmu`IsiGBprn8=%CTQIdL>(V3GJMbQqM9{YM?Pn-zd-jZ@Gdqh;+ocbm;}f-Gy0m71
z%USNt=9RV5;+eAG0>QX9*x7{oc^Y*;zm!8ZSqLeR)farLNk_dq>no>>p)(kf)h?^R
zCK18nDDT4=bM2Zf{3yPj;1^n+6ao@Xvu=!;10PZp#_!`fMj^@QPUCiGO%&34L$$ka
zh)+n<;ark&gsiolfi|*cTV1vrqlBCGzdPBSS*HHBt$tYtmt!CQ{n^36%WRKk0Ui8P
zxj{5|qSwH2NlCVGt}}NRsK~hnR~!~^0sbk9s)l^~A7dW-7`kpD0WO*A-_#5}F_3Go
z+^u?ztRP=5)7(C}GetA0k(ztvqsVJY0^IW{@3y|NrDZHF%w`;WzrIhn_kOaT_!TQ7
zxjDr1z2Abw=*W8tZWtz>XezB2Z`*)=r%fBONLp9}F!HUV(X?XMpU%($Xj`LN(`pd7
z0*Z<kV-XOJ@&g~A_TLKMZ1Wq>naX+}0oMb*KlOT#(Q~$c;n1{KG!z@(inU#Jt3_QD
z1X|Hi-i5tJg~~-|)P_9O+a@Ba@o)T0wcpg?>=KFX#O@!UtW7cw^=D^T8YN6!9KZLd
zA$vN5-1!D~m)b?lbzXH*!%Uw++-(^PvtC>T2xa+*Z|McYJ;rnH?RPKUS$00HLGdyP
zXh6N~u7MNZ`u4eQqA2ylOgiC7UmhK6huzHlHXnA++4b|_);7#jQATHVc!sb23qCHG
z^o;=r4MlLN_|W;BT1s6>+2hDm!5@NL1wF=|y(_OZGdeq+Wz#?dTZTsDBScPv*tH!1
zA7elQ#$)1{j|VUP{NOGxbNp7vYt&PTAbYY-RD3%j2RBCIv~j-|(8BKrieMG6cE^b<
zRJLFd?hAEhq#6Tt@{ejj&!o9iX{bO?tS73cG@zTCUliIUl?jd1=nm8cy}ViblzA;&
z<Sc%^;T#ZpRc)*e^Js5Q4XEvWKE*sHN>M?E7Ry(|QX9}NhhC|`!C$jVjN_PD`&a>I
zi%C|=bv2NE3cdbaLIwOSH`bPPMSWc4YAPMQG5~2)Mei)M);)u=iip~#7>5)pRMlB~
z6*uv}=KmtX1ytz#M|D~{$v@bGu5BQ5U@T2_G)C?e89zxdjmR1yZLO=Xv_^ZOK|dVI
zyX<tcq0TQDYMIER>I|R4j#F6!bXp&N@@e~)w&#Yd1t(a2j_K5P>|Iyx6Pxp7tfdpZ
z@l?c>L&zrHSbOU+<~A3GN!Zzt`}?8P`w}6v>G7_0GnTa~bMMzfixz>BQoaq%7#-@5
z_EQ!>|JGxd0g}K*<^M<D%KX<ASqp4_6b;&<Jep)exNDxCESNW@FM8T863ydj0rm@u
z>(sr-Y+{Cid!2nRB%YDxJe9Pj#8*3=k}=S%{+&}!#|mrz<bwq)$U+0({pO4RetP{P
z`YfA7$CG8!b!4ggiz@OHhv@B)*g$fb0w|r}mEz-Mk5RL5ETmwJx?py}6q80?phVFC
z>}~IDF4o?rUx~(iUwY#$woX!rMcZiIT3r9^W4)=`+c#7p_)R?Oqdn4x&H5fk+poI*
z)O3qtUPUzM@}ffI5D($Jb`GZx52c!)IRGK7Ingf?s7Y#jj;<4hhldR6L`Nu3QyBO`
zUx6BnY4i=6wlV*~XC!u1ADam;0jds)2J+HXz*ND25e5SWl7&KPCR}v;Q<gc^QujbT
z(0#%|66j)i9awt8{IruRKF*>Ba-WSD)t{P>Ra$_zGHyk!CA$FkJFs{=ol)WamhH5f
zrtoGT1vya+a_EqorFzEI#Fwc%W*p#i!;KR5vYV!ONgL48_VV({{9-LKZLJ08E}0{W
z$g)WTOD=_*XnXQta(KrINPn{%>w*}A>@xrr>2V7W@VvGxJJ8p`MNdtcN5Gk#ra(cF
zf!!<-$gg|x2JVcoM+&Ow>B$-eS;p=Nv^jGHWXA?s_%Q3J4%FFaK5IykZ+dAG2MBft
zU^X${tA{g`TxkCa*PGM~-=zs&a-SzgO5VP2{2t`xwH$7B6Q+-kihw$p9KslS_5wDN
zzqOdWW(JyInh=|}4YaFV_v%bP*<EHVQ{;1;`xBl);bRpj-eRlC9Sx$4R-z&zJeGf4
z*xl3XcykH-h<SOp!E#0co!=U?X&bUx@SidG1(nXOp_LYn9us>72*({U6Y}MrC<e|w
z@)u#BWqYI9*`_)^&id1TU?ahPHVUzb+LpFPF7r-}xXjFQYW`+T^7cot(KV;E0;xh)
z41?^sogod`RH8|p-E7LB$Mg2jKm;~gDsMt-QmK25Q!4$!IF>i<{_Ug-<aaUnieN|r
zC>gybZAn^1nDe7xpw7@k&Vi5mB|2&5J1GuQeT_gRXSmop06MrBiKhK{Ysv4^9k-?}
zRQl`4exbiYRAuW3uzTHFF?!?2C@vHU0<>=d!%wogf9Lriuw~Jp?Qkpd(PLitCD-QP
zZ&-r%Ehjy?d5x={$x&)l5`|>$O3QkN7ItjP+B-+$1v|_}YJYRGR)GtoXjB-pNe77z
z>+?p19fBUcB2Rs9@EUbvF5edk$yFeba0N^A+_MiO{3MM4oYPH!+2qu{<OR);NYp=q
z$>)mUoBRqF@#WJ9hiB<_<>T3TckIQn0nyecWUdX75>gSs?WgdpE@5KAl)RdGaTiz%
zTxlYhSp1i7LBKLp0@xBq$I4pS*eK>FG57czXcQ_nMe0B}OYfY~J_Gr^z0h9P35LtX
za@*SPI$Vt=HmPGFFt*yKs+Ge=Ecp);+)bJ%AD9eX1k0yvym{dJFxwO+*)JzaB@4vJ
zOFSg+p+P|+h{`5+F-})eCn*{kPUgc750<ilFGH(4i5DzYZqQN3eviFV?=mUTn;{<m
zvG|3#eYuh*rplw=z1AVEnw(V$gd2-XbIxb(N2lvn_CP=^!kAXcvX1hAm#=oA2Q`%j
zG2@3{*rK)>EP0j7vY;)whtJuF%Z^D$QmIvDD)H#(`TfO08HoH@Ktc;?FP-?Pb_wXw
z*T?D?`!^<0$pJMgyVpNyY50=;FtYGJewY$_T}5)oCS~xXDjQ_hIZvtc`FPE|)CYN*
zci@P+-Jx<uhY5AsK*GUGxP9hDkrH}Co0fry`{><DFbCz_qi7TW_j-+fnMOcBU?Hn4
z4$RDJu|?^K=hMoLTN#<|hjod>o)UZV-D#$QZS!fEa}QiY$Fh*@xQd@QaqqR|hR9=Z
z7q{4)??o#k{yBXkg`A{Keu|kXAW4tQa`CG@PfN?U_af}|>lE1`w7S})m{G@j=I+Th
zs}5QbN9<E&<wTS*&M9goTCdt|`&RV(a=mrZr&LDOCm#>)|J@$<zbNBm&yky&4i~TF
zY(GDF*9a@j%fp2ptTSB~&nlPhsHs~rM0gY394fd(6X$dTq3-98%>P(E0Ko}X;?2*^
z>D=j813_PLsU~(K9b~xaV`p<qv#zYv$L1XuCikwi0;0NMNWuSC-gSjFwXIvExi{Dw
zf;43-JxB>nDHcFQkR~8V69s7j4532=6)R2Yh@fnG6{(?%5L)P=S3?P11ZjbA|L8e;
zpL@^S`R;dL?s~}tvL-XL{AFbQV>lvuGx%(*5u1A46_vng3}WTit{&ZNZf<^XLtj-j
zU_(+wWG<86_3!Ev1AVZQQI^I@_>#@Vg+|%6pSpMdGIAQtVXwh;hO`{WId71!7)^Xy
zU8jCE+$#SmlvlD`yx!Gjul*?LJkNEF7%6e=!ibr#_WRe{P)_w@U9!8h<TNHJ4**rt
z(iD&kfEdLRltOB8!}_^Qchqi`fWA2lu7TPTcdn^3aHg*}^P3@XMJ0MlWq+hGOVKHN
ztW)Xf1or#2>$IF(Jg;*3aun0+?#x^0#s-?q*ao^c*W$YiriLCVfk@T~W@qm)Y`3Vp
zI1RVbnJal?chQACt-3ErrBZ2%WrTUJg%Uh2Idv>hX1EQ9nRTgVViN$7%E33&Hc$-r
z@w1>{opbBnSuGNc0fz43_ir#>C#Xo{_W<?ZpL*iA@-D;K>L#}*5>syQ(8yU|1O;_l
z$NRW8UR}`xKCjKK2vb~z!JE$HpEc`&q*tV$i*}IqNo3h?PTx3m{CFx&p?M<GtUJ=o
zH;pD87#bSN0i<^{70uc&dI+Dv!-}`d;OStfDOaU2jD99O4TBA!?<mD0%5L}KwIa<D
zSFzK^r^Vsd{(zB*Y5ED9=~>6r<9zELtqJ-ZT*giIYAPzuGqkyoJq>$;ZV#05(SCyZ
zOj+Qr_|<ghq)+_SqB~F1Gx~LLLr(LLW-x$LznTy6P}2RYSw#ZkhhNQ6XQ){I)%?Hc
z)=bT<s&j6r)WE~TW2X0G;-L103w|4&cs#z{<bvS;*uDQM==keTZ}?v|4VQb-D*ZS-
zP*$({Z(X_aY-?+4Jll0~*kO3|_TQ|h{}6)ww=QoSj|>SpP+;Ger}}OHbUad1Ro}65
zr`<g>7qIsP=g`rx&;Ly(@!#(MS<5jM!2TaiyH+@jN)oPzcmRWcHR=BIC6cxNcbQlj
zSxqae<cb}t*O2FImhC`c7Ci&QQINbunBd5;$+SE@<!ea1G_Sl-)Pcj;!LbzJ<yEGM
zdeU^=A3tWStG)UMr~#seaFceoKopR3h$|TBG^#x7b<Lv)1lQ$pFS$j<#kGUae}A^2
zco?Xo>+7#z7KcrO6*p58ODCO=i5NQ7RffNgU1FzOExJ?763BtPw)cc|SbTguSdFCR
zRwc8;{F-{&+6OOv<&Bkg=!gO;n1l-q%gcsPHS4liz9u9n_*~ri^I{M%vg+iRmLK8Z
zu&o%`!zHh$9wB0p$ti_^N~6x*Jl+Y;q`EX8%If#kRq0@v;o#9IXF(B>t`90NS9&dj
z1rZ2M3k!=$J7e&xm>v^18{p{NL$Gl_x`cX#b^)@^*{3|dviFpB3OJ|U+)!+vFB(Ci
zPB`j8#hs3=ZTiO8Nl{S^@QIx~*ewfYUvo2H>1wR6*P3dHBc^Kep+{iX<U=9Ua#Kgq
zh;N2)cCo*O^I6iR;qitygdTBH%@+uUxQ0##?|sFQbCXZ?)!EA5;^t^dr1tiimo_J-
zU+tfXG;xjgIQZTYAJn}T9e6^<c89v%*xKsm!luv&(uV{w%?UvPfwnL~-R60Z<w={i
zgbS_<an`Y*yQ&(@?GW_Hd913q*Xp+3*@`j_EWga4(<2afpCO|>IZ2KdU}Pun(v#56
zAbpzeyY0EW9Cgs!5C~H@4!0}~EmiO4=^AjXbTEBfy3(N@4pHU^c4x@Dd1bnjF!k66
zKao{5+yMddn(k_Aywb?l7BeOI<&sZrl(%K7S!IRC$!a`attnEh2Wq{Wm8a+WJ`pRi
z*np|KP`NJ4cKFP70nf>3>leOTOZX4KaDJ4Dk?}Y->8;-G7%3Z_b}qL;?R;243Ce!%
z^M*80c(iwRCDrrkkJdM$re(zf!oss*+hAiW<Pbk*h{BCcP3S8l=1VZ*XiJN&z3fUr
zKHZS!9KwnyuHt-TQtB$stT_($T?N)j1qhl|l)%Ufu8A2JHlN(SxM9`$&VkB>M1cf#
zZf;2DU9~!j2XIvrmX$CwT@q{T@$IMh_y`o3b$oHJHqG&RG|8^f6yq_KOKVH@e8Eu^
z(CF2v`*OA79CdRxXL1{E6zs=gGB7)@PpiM!+TMN%Tl}WW*1B_DQw!-%*^Ux$tWVm-
ziX-YqUO8`VZ7j31?hb5%ZSfLOGXDAlOm}%R#mCjvwY}Jx)Qm^kbo?nGBNHhu|9iWz
z-Z}cj7Q*@gi!uQYQrMd}B=SPS5k5NWR|KFYmJ{3eIy%}W2&R>*dA|pvD%Z=ZR5XsV
zP)exWOY-0Mc4V*2pm|Ua$VHElv)$jq(Ow=b0w&=>h<SH>m#GG(9<>WT%XiJZm!4o~
z0ZZecHRB#oW40Quv?6dk{n7sB?R+UI<m9Dh%82(ep_96|96mI1P`y>RZ*c|oExVsK
ze^9~k5$98<PBr5ZhPer<o0E-(mPfvwt&>j-c>9)9lIc)O&6OmXbqeJiPMCWZ!rUH+
z7=FMJFv2rD)BvUX=m>{QW1#PL*9-(2Yn0&C>e8jU6I@_*EHmfz55feeEmb7U>F@^Z
zVqlJ%Jr!Y9wzh-ya^p5u>8o|#N|QD`sGWcDfY8wcgDTpEFC4n)uQ8rHEfn!ght0l9
z_3#}bj{M_%_Xkte_ZSWu{*iDcT<Fl{V;=*<zVbMj(Ce{YQ=#%Aw8jaGU#15pj^&F=
zGAwWZK`1XrFS>a0ueCILw4gPwU3)PUjPyB5<w5JMDoaR6#E7hMQ$R7h4_RfAx<>`r
zedl~J806wjzNJ7OIwx=4HvG9I-LVIcYm6PsCxnEAG7+x~PB2r2goV+x?Zo8Ob;NR@
z&|%I$Bnni4_l}e4_4zUBMJ_FJQ;g-eLiKcX?i8fojK9X;2bSj}1=!`YhGSO)d(4@~
z5^zM8AXDFs3H?h4sWW|_Qiy5YOWPp7T;TcP$BCW$A@6llG*Qh_;&U84(~>7W7x%NJ
z4(HutrJOe3oD+y9WqxXTaclV|#;Y7HOGnVPOa`|79wLtlh@tvD(;j=kE`H}rWy@XV
zfmj8vLZnGYLkS|t#jN@<6YDX<Q2TXkUPyTOy*PhsLQL%dkA$Rki~YA!`S(hj<iu45
zY+A|dR1dSv0J@Trl4JE1^MwPw$djW;lT*f0$K~JAOh}ASI;DhpL~4BlR0a%}Pcvl@
zZDRdwv4ZtyOhXdHbI@pX(^xzxNcTFR19PRkE=-{+w^w8L_NSHXd6?`Hm}VJVu@kU|
z{j+fw(9rt*rp+dAk}G5^B_<|DCOoI*-lc{*{2ELuUMpma-I>&F%I<QTP%v&{C11bZ
zVKtOY5<f3R(C+J^ojlAw{mFVT{L^1aq#?^-1$~(|h8^-(-3T$W1t|QU1`g->%f{^8
zEQWUdB(PRv*VNVfM0X98pi?jo`c6U07$+%F3OKZ)x%Qk&YCn{%*W;vx85Dsbp8M$z
z{unqT7bFt7HzE!FDQ{H8Pnywgq{7E_0BTCD;uA+xb1NVArl+Uh*3=9d!hU_ue<kPz
zu-qLuI59DSkd)L7j}cub5jj-O0<*w9%Eb!-1$I3~%vZrRG5L&Qr9Xq2p5Km_bw1^Y
zeMTPF7%^tybT0@E3tgvD76-nwOIjK7?xR{6s5>}h&Bw#BAIaM<Rh($q1g2&XEcTqD
ze^PZJfF4HQ0&URM3s2#M6+<y=kxl0r))hT{{r)9Y_CI?}y|Ofp24KP0S?T5$h@pzd
znAeB~W_{b>t@;-?ec#mmP}?<XnArCmoLIpHUcySrVg<#2_)o2`1KiK(0)6df%KV-7
zE3PMajr#5OAO2(OQYTigRj044@ffko{2t=75-3lg!0&ZC{f=)@nGZKGonBoSvh!nJ
zPXY6WS+hi%edpE<;PkJR+8p%(#fpdvaZyoZ{Y*oPT{`!QY|gGgVeTiv)y7kCGLEKg
zu^fWV&d&PSwGS^5dAJ6K-TU$ddt*$~_qgxHab+_LZYfRPhXmWUP9l)|{uKryM{f7p
zTicq9ZseWBIsvD*1D~venGWjlUuDZ|J->XtE%xzoz2VUaW7J2@w3$o~;!T4k#f{5s
z87x{d+!t<2vOAhXoIqF*yIma8oDrgBeu3XJ2C-*HK(Z^gn@pU}5R;SZLmj=X?4(!f
z33~6x^t1wg^M7v{fVhs7HNk3CCtBT;hl=cah#DCB>IATnY2*03drgBd<Myk5^hxPV
z83}1*H^wHr{B-~*q)!|n@}~Ls!hsEt^p-lCawd9v^T(%Ibwb5Od-x?ON=D@hK_cwp
z4!EcR0lCjt*-z(rtt}+ToPOY<Gjuy37SuQ;#0+12>%y(rzO3e%K_OU9-QRR1o$=*(
z^~Uf5@48xnhYFrrL!7K>pI}03o}15)YAVN<FG{Yf|40wlNQ&P)B5>4E>qzx9NOf>o
zyPz`tW*}lj8fL$;D}lqt(0`HlZSwW#J4v_o0<M*dhB5k2iidN{YEJuOR><x8GB%))
z?Q%|u*}b~RwA_=aTrl*5QO-x-vh4hRo?%N<X-@wn);};V$B54#RrZ}r*UoCalv&NV
zC@%JpWyfa3y>o)B$|I6fn2|SNxpZyH$^Q3X@cy?fuOshtRnhw=?U5mlg+tny)9_$k
zxMVsx)_X*nH?!;97$k0mXldk|*})QYTkH`}+H{4)h^8{k&k!@Re3OzH;fNu~gcoH%
zn{Lczo#XLbt#hvHs0q8G{I0GrPu`iZkHGb^shDwNs1^T;-Li8Ez`_a89_Q|rRwd@!
zbk6CUkY^($+Vb^~Zw|ho>{ffkEEJ#EEF_lj(ER>GBdMEI*xoj|b71~lS{2sb4z<?T
z|8|%1VJ_CO!bXDiGJ8e8^$aR|Q6f1m;L#>ueRH&A7Ai-Lkf)bn5bXp3F^dzc-?uhr
z6@oYNY>HK-sT>O@x9)Vi?UN@@5Mp9E3vNj9P#^;#DkKL;fE391&}ze5IdrDgYZ(P&
zlSh`?<=T#$(m{%G&1o$e!)T<Dj<ml#BP<@#pY`|Of6q=xsFLrY*G|bMY?hI~Xx@5{
z`=*_%hH=M;XY@M??Wf-f<WU;-`QE^fqHb+0d}bBP4>%oTlw)3KB|PY}Hl&f9{COu?
zz5j*_abHA5sno-SWzo2o6H`+I*2y?rzrQ?(K>5@=uR-9*;rSM!8oc_vCA=UQ=Q?kT
z3GK-;wjQy-p|l+oACvmE<M$(je8!%zW$NGY^u(2`MmsfzU`c^8QD-=-eA^3NGN&tm
zopjAu#07Dk>-SMG$njI6s4#TxS6B&Aa9t>wGI}T#0VuCs-Qyj;voEBhJC0`vJ8k1r
zqscj&1?gpUHX<{)tL9xwX=!N)8JV8sn27N3TUvV2Wic01>_gLZQ*e-OQi@fS-P6=_
zV?xP>AEuKxO?4HtO^yhXlkeSKW>jPQASfspkp+1RM}}DzT@9d$>dGgTS!UdI)g>h*
z9}OPavRs|(lXm|$labS31w4ySkk8xY{Fo0))$FF~>Pl$Dj^y2YNg!)4b0ZrX8yemh
z-v2F!D;`VrI7b!UxU@?<PD$82{b7ir**9z@+5PbBhAnkUZf9$`52?7o_Tze+x!?V7
z8cH8ieI@+b1HSI_SfqVTNV_gGBL4{#T>cv!2>lBZP#*sa2RI=27pCyP|JDOSV2m+J
zCuC6es~#`e#In6iA3VroO$0cucU9x9tT<T%@C;?XpF=oc1mZcGpPGh!DGqG;{{Hl=
z-Yrq$d_Uh(g$4FU_+anR;3;wHh>|Zfe+#_!(zmFyIhD9@VFMhbV5dUn0V=8b82l3k
zxi}57L2lrKvmx1UkYKvLpHp^JLQ;~UPa3-7r2GUxc*E*~c^o^tEH$EgEV<-eoD$W7
z73bt>q7sqs-YtMG{rI6nhi-%G9;(@|GzY$EV7w$|UruGp^pbHA3X`ZBnAa2c0G`i5
zB8d*Yx$mo&J3BfC<J^XA)*ygeVlL1w2&#j9Kss~d-5hN88BO`=KirmT*-9a$D;SNV
zO@Q$;$2SGEg>w)Q6l^d-6OgEl?-MBar^kK^=kZ;yj*$Ry`sxD5k&3<^r5|0ov^`sk
z#~YhVii@{rnN<!eY_D{pKoJ53DQmWRBtpZ~Ku70m-ltC{kV6lC8>=z#@F-DO!_8)+
zYinzdwS^tzQ|*<)W-aG6A<*DLGK|$0hs#f7>iYFoKiWO8Bkn@hYI;nR=huiCr&1}7
zk>TOQfS>z|x>tg>w+<M^2<<>zQJSP4DQ#2lQf#xrVh-d*L;h*A-C1Zr4<4|xAzVg$
z*5Y9K-)3ZH=8sy7Y;0^C(-RdI{?ro|5rKm&VGTG#aG<V1RJakHVye768S7XmqP;i;
zM+TMK0)a!-%zL5KQun1hMV>!wi|#fYGLDFh>}hnPeYYhF&lSPT`|!|Ei_Vr=x0D_q
z4K)L1YxHDuv}JUZZt`_!2mms@ZqIh)L8u4FPeyurOqulQ)3q9L@&(nFEO{^T&KrM#
z*k#r2$C?65vJk}uFk=+N=b}bp(6tdfSOqT^XCVxC1B>bc>`KuC1$L45{6Rvx7(#ra
ze2>f&?TaJ3(Jn&(2ZnMjYDApUZ6K_=WoiA+Bl#TZmE<5KKE^B9mBo>f?sh|3&QO>%
z3qYK56Oc2*OR7!d7EHT?QEAV!=_^CzjEszVX*oH$$p?!|@xGgB4S4{}<Gl%KDeq=h
z7e{vDi*~NehE-BGGgN+c)9y{1kN2)%B8?`=G<UMAm6jRLU<w1|@iJ475BDp&jo!}$
zGHSZ48X74+-9-(I9Pz9T1SJcw28wqIQ{Vcm_PLe<qyi2<<{f0mcBCvAUDZebUz6bY
z`SI`iiLm3ut%lm_0`_s)7O@@^xu0jhwlD-otUgbbcs~sZ`KfhLK|w*55e@9zf`_VT
zBTG@X*3bxKLPBWn{AJ48+InE+2b-C9dw5t_mqIqj`x(6*JP)?`qa_|FRsPg>h>VO*
z572@;Wec?|X+7ZMXc1~z+4(id#fxFGO7rujnxt>CZKkISxea?vl>i*54<bB|m~TZ=
zPOC@sj*uZkV!FGCn?=antq+mjFoSNKTta|+o9-b=2ZhQu{&?q!x`qY@P6TSYBS}BU
zr9a;W)tRh8J3(306EvTgo7<L@l2Y2yp<|$>H9FZ6Hw&5Ez&IBAs%k&%21HAj)SS2B
zC)#yD{_a0P)n|VLw5R?;Wgpi61;z3{_zQpi|MXTmHslUNI_37u^Y@}0X;XGpMe}m@
IMRWiE0=OuP?f?J)

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/song_thrush_classification.json b/modelling/data/abingdon-all/resident/song_thrush_classification.json
new file mode 100644
index 0000000..ecb7eaf
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/song_thrush_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Song Thrush",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "moderate",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "spring_detectability_peak",
+      "autumn_detectability_trough",
+      "moderate_spring_carryover",
+      "moderate_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 3,
+    "target_peak_label": "March",
+    "target_trough_month": 9,
+    "target_trough_label": "September",
+    "target_peak_value": 0.7190289491373724,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.22259139258049532,
+    "target_amplitude": 0.7190289491373724,
+    "baseline_to_peak_ratio": 0.07371052314873378,
+    "autumn_to_winter_weight_ratio": 0.049523809523809526,
+    "year_end_to_winter_weight_ratio": 0.3295238095238095,
+    "decay_to_growth_ratio": 2.068205666316894,
+    "monthly_target": {
+      "January": 0.2062920580142298,
+      "February": 0.3810273166610272,
+      "March": 0.7190289491373724,
+      "April": 0.4783577911044195,
+      "May": 0.22854743717546538,
+      "June": 0.19750631503379687,
+      "July": 0.14652008139798656,
+      "August": 0.04825982543349456,
+      "September": 0.0,
+      "October": 0.0009465058999684891,
+      "November": 0.056255710220360175,
+      "December": 0.2083547208878229
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.55,
+    "GROWTH_RATE": 1.906,
+    "DECAY_RATE": 3.942,
+    "SUMMER_DECAY_BOOST": 5.001,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.408,
+    "PRE_SUMMER_DECAY_END": 6.97,
+    "PRE_SUMMER_DECAY_SHARPNESS": 9.769,
+    "SPRING_CARRYOVER_WEIGHT": 0.144,
+    "SPRING_CARRYOVER_END": 7.045,
+    "SPRING_CARRYOVER_SHARPNESS": 13.702,
+    "BASELINE": 0.053,
+    "WINTER_WEIGHT": 0.525,
+    "AUTUMN_WEIGHT": 0.026,
+    "WINTER_PEAK": 3.08,
+    "AUTUMN_PEAK": 10.985,
+    "AUTUMN_ONSET": 11.035,
+    "AUTUMN_GATE_SHARPNESS": 7.702,
+    "WINTER_WIDTH": 11.898,
+    "WINTER_RISE_WIDTH": 12.937,
+    "WINTER_FALL_WIDTH": 10.648,
+    "AUTUMN_WIDTH": 7.171,
+    "AUTUMN_RISE_WIDTH": 7.422,
+    "AUTUMN_FALL_WIDTH": 7.294,
+    "SUMMER_DIP": 0.094,
+    "SUMMER_LOW": 9.005,
+    "SUMMER_ONSET": 7.43,
+    "SUMMER_GATE_SHARPNESS": 4.14,
+    "SUMMER_DECAY_ONSET": 7.0,
+    "SUMMER_DECAY_GATE_SHARPNESS": 14.785,
+    "SUMMER_WIDTH": 24.964,
+    "SUMMER_RISE_WIDTH": 41.361,
+    "SUMMER_FALL_WIDTH": 8.609,
+    "SCALE": 1.098,
+    "YEAR_END_WEIGHT": 0.173,
+    "YEAR_END_PEAK": 12.142,
+    "YEAR_END_WIDTH": 82.164,
+    "YEAR_END_RISE_WIDTH": 152.424,
+    "YEAR_END_FALL_WIDTH": 10.38
+  },
+  "fit": {
+    "score": 0.239
+  },
+  "warnings": [],
+  "summary": "Song Thrush is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around March and reaches its lowest point around September. The model indicates weak baseline presence, moderate spring carry-over, moderate pre-summer retention, moderate summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/song_thrush_consensus.json b/modelling/data/abingdon-all/resident/song_thrush_consensus.json
new file mode 100644
index 0000000..40161ae
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/song_thrush_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.239",
+  "INITIAL_Y": "0.55",
+  "GROWTH_RATE": "1.906",
+  "DECAY_RATE": "3.942",
+  "SUMMER_DECAY_BOOST": "5.001",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.408",
+  "PRE_SUMMER_DECAY_END": "6.97",
+  "PRE_SUMMER_DECAY_SHARPNESS": "9.769",
+  "SPRING_CARRYOVER_WEIGHT": "0.144",
+  "SPRING_CARRYOVER_END": "7.045",
+  "SPRING_CARRYOVER_SHARPNESS": "13.702",
+  "BASELINE": "0.053",
+  "WINTER_WEIGHT": "0.525",
+  "AUTUMN_WEIGHT": "0.026",
+  "WINTER_PEAK": "3.08",
+  "AUTUMN_PEAK": "10.985",
+  "AUTUMN_ONSET": "11.035",
+  "AUTUMN_GATE_SHARPNESS": "7.702",
+  "WINTER_WIDTH": "11.898",
+  "WINTER_RISE_WIDTH": "12.937",
+  "WINTER_FALL_WIDTH": "10.648",
+  "AUTUMN_WIDTH": "7.171",
+  "AUTUMN_RISE_WIDTH": "7.422",
+  "AUTUMN_FALL_WIDTH": "7.294",
+  "SUMMER_DIP": "0.094",
+  "SUMMER_LOW": "9.005",
+  "SUMMER_ONSET": "7.43",
+  "SUMMER_GATE_SHARPNESS": "4.14",
+  "SUMMER_DECAY_ONSET": "7",
+  "SUMMER_DECAY_GATE_SHARPNESS": "14.785",
+  "SUMMER_WIDTH": "24.964",
+  "SUMMER_RISE_WIDTH": "41.361",
+  "SUMMER_FALL_WIDTH": "8.609",
+  "SCALE": "1.098",
+  "YEAR_END_WEIGHT": "0.173",
+  "YEAR_END_PEAK": "12.142",
+  "YEAR_END_WIDTH": "82.164",
+  "YEAR_END_RISE_WIDTH": "152.424",
+  "YEAR_END_FALL_WIDTH": "10.38",
+  "SPECIES": "Song Thrush"
+}
diff --git a/modelling/data/abingdon-all/resident/song_thrush_observed.csv b/modelling/data/abingdon-all/resident/song_thrush_observed.csv
new file mode 100644
index 0000000..db79ed3
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/song_thrush_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,36
+2,50
+3,63
+4,53
+5,48
+6,39
+7,12
+8,3
+9,2
+10,4
+11,17
+12,20
diff --git a/modelling/data/abingdon-all/resident/song_thrush_parameters.csv b/modelling/data/abingdon-all/resident/song_thrush_parameters.csv
new file mode 100644
index 0000000..d819eb9
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/song_thrush_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:19:21,song_thrush_observed.csv,1.404691374617003922774556950,0.58,0.96,1.855,2.974,0.81,7.34,7.919,0.001,7.21,20.191,0.037,0.567,0.048,4.0,11.37,10.98,3.721,12.123,4.362,19.884,5.374,7.413,3.335,0.238,8.56,6.01,5.156,6.73,21.11,7.052,8.586,5.517,1.479,0.069,12.191,72.386,133.531,11.24
+2026-05-21 10:19:21,song_thrush_observed.csv,0.2726482194368395192982400041,0.714,0.374,3.76,5.881,0.197,6.96,9.99,0.163,6.87,15.575,0.052,0.145,0.028,3.17,10.67,11.05,11.208,0.429,0.407,0.451,4.455,1.137,7.773,0.026,10.37,7.88,3.991,6.97,21.593,30.231,43.925,16.537,1.287,0.171,12.298,83.721,154.77,12.672
+2026-05-21 10:19:21,song_thrush_observed.csv,1.762191627754143485443946810,0.806,2.837,1.062,2.657,0.829,7.01,14.236,0.128,7.2,23.73,0.036,0.341,0.034,3.81,11.22,11.42,5.61,11.678,9.636,13.719,5.763,10.456,1.07,0.03,10.25,6.04,6.298,6.79,20.529,37.207,61.439,12.975,1.436,0.195,12.163,99.720,184.305,15.135
+2026-05-21 10:19:22,song_thrush_observed.csv,0.4791564843009227104855728709,0.481,3.862,0.969,3.886,0.866,6.37,9.117,0.072,7.06,21.261,0.048,0.216,0.029,2.57,11.42,11.04,3.249,14.320,11.323,17.318,5.855,5.397,6.313,0.111,8.33,6.48,1.685,6.81,20.035,32.412,48.11,16.715,1.056,0.012,12.232,117.132,223.902,10.362
+2026-05-21 10:19:22,song_thrush_observed.csv,0.5993926513712496572328630013,0.9,0.903,2.136,7.393,0.661,7.03,14.582,0.027,6.89,21.904,0.022,0.11,0.023,3.24,1.48,10.7,2.244,17.636,17.395,17.878,6.884,5.883,7.886,0.171,10.28,6.4,1.713,6.73,9.103,41.544,75.73,7.359,1.091,0.038,12.11,55.540,97.658,13.421
+2026-05-21 10:19:22,song_thrush_observed.csv,0.2749442058273646340877218096,0.383,1.429,5.447,5.632,0.456,6.45,12.106,0.034,7.3,26.567,0.066,0.64,0.019,2.31,10.62,10.34,4.587,9.054,14.126,3.983,3.537,3.614,3.460,0.125,8.49,7.6,4.852,7.02,7.583,5.894,11.214,0.574,1.365,0.33,12.11,121.481,230.055,12.907
+2026-05-21 10:19:23,song_thrush_observed.csv,0.3536430324670485550167710349,0.436,2.329,0.472,2.792,0.47,7.02,5.917,0.113,6.6,17.166,0.083,0.71,0.029,2.76,10.95,10.27,4.792,4.286,4.413,4.159,3.939,6.078,1.8,0.152,9.43,6.68,6.745,7.07,10.42,23.800,36.855,10.746,1.031,0.105,12.084,104.922,199.675,10.17
+2026-05-21 10:19:23,song_thrush_observed.csv,0.4979330838652238621916814568,0.581,0.466,2.517,5.929,0.765,7.07,3.101,0.123,6.73,15.605,0.041,0.612,0.014,2.35,11.53,11.48,6.029,11.046,19.665,2.427,6.991,6.734,7.248,0.181,9.5,6.87,2.736,6.69,14.807,41.395,71.051,11.739,1.184,0.297,12.245,107.807,204.455,11.159
+2026-05-21 10:19:23,song_thrush_observed.csv,0.4395861808641962836015634499,0.763,3.336,1.608,4.997,0.211,6.4,10.538,0.115,6.83,20.456,0.03,0.066,0.036,3.95,10.78,10.59,8.6,14.920,11.81,18.029,13.226,13.035,13.416,0.201,9.17,6.28,6.229,6.83,9.844,24.274,38.886,9.662,0.972,0.342,12.133,66.940,123.221,10.658
+2026-05-21 10:19:24,song_thrush_observed.csv,2.566150414320807244501117096,0.53,2.741,1.601,6.03,0.294,7.54,13.592,0.128,6.91,17.974,0.034,0.219,0.005,2.19,1.31,10.49,4.573,6.148,10.921,1.375,7.196,7.546,6.845,0.191,10.22,7.19,4.492,7.53,14.326,24.104,31.035,17.174,1.776,0.083,12.219,51.992,90.53,13.455
+2026-05-21 10:19:24,song_thrush_observed.csv,0.2487864365506518789827171940,0.592,2.377,4.472,7.645,0.761,6.94,6.781,0.081,7.46,24.428,0.075,0.66,0.027,3.77,11.16,11.33,5.865,7.418,13.416,1.419,7.843,5.547,10.139,0.198,8.3,8.32,3.541,6.65,23.094,28.712,56.907,0.518,1.022,0.025,12.182,60.946,107.753,14.14
+2026-05-21 10:19:24,song_thrush_observed.csv,0.2744536472069895776650984978,0.452,2.671,3.855,4.192,0.734,7.46,9.716,0.091,7.01,9.819,0.045,0.73,0.028,2.59,10.85,10.45,11.306,10.587,10.397,10.777,10.777,10.597,10.957,0.062,10.07,7.15,3.396,7.43,6.941,4.064,2.037,6.092,0.917,0.02,12.156,97.466,180.279,14.653
+2026-05-21 10:19:25,song_thrush_observed.csv,0.2612982143603506252683261475,0.502,3.328,1.271,5.215,0.237,6.25,8.724,0.201,6.56,10.326,0.017,0.517,0.029,1.82,1.16,10.69,9.336,4.628,5.968,3.289,2.904,1.488,4.321,0.032,8.7,6.21,2.88,6.94,15.149,25.573,41.947,9.199,0.848,0.117,12.289,108.646,206.959,10.333
+2026-05-21 10:19:25,song_thrush_observed.csv,3.202592304279565118247961906,0.559,3.589,1.22,1.432,0.534,7.05,15.383,0.131,7.27,8.187,0.062,0.125,0.013,2.09,11.21,10.4,9.638,11.649,15.79,7.508,11.726,12.176,11.277,0.107,8.25,6.97,1.685,6.94,8.804,9.657,4.055,15.259,1.732,0.269,12.205,123.216,238.946,7.486
+2026-05-21 10:19:25,song_thrush_observed.csv,0.5313662550332857097163525282,0.8,3.036,5.587,6.232,0.439,7.46,3.544,0.033,7.03,13.286,0.049,0.183,0.028,1.8,10.94,11.24,8.362,8.829,11.656,6.002,12.772,11.802,13.743,0.035,8.85,6.58,1.375,6.68,18.616,35.300,66.85,3.749,1.386,0.141,12.183,117.696,228.13,7.262
+2026-05-21 10:19:26,song_thrush_observed.csv,0.2905756125917673591719627814,0.79,2.313,0.691,5.705,0.478,6.59,15.663,0.185,7.2,6.422,0.087,0.242,0.031,3.31,1.25,11.37,5.338,8.692,3.023,14.36,9.748,7.259,12.237,0.047,10.18,7.68,5.845,7.36,8.993,39.214,65.102,13.327,0.801,0.175,12.073,65.600,119.28,11.92
+2026-05-21 10:19:26,song_thrush_observed.csv,0.4389778592502045380374308654,0.346,0.387,4.612,5.071,0.003,7.03,8.562,0.083,7.54,19.633,0.017,0.377,0.023,1.97,10.58,10.51,9.076,15.889,15.47,16.308,4.552,6.228,2.876,0.034,8.89,6.28,2.228,7.45,17.68,32.469,48.001,16.937,0.936,0.324,12.126,82.904,161.028,4.781
+2026-05-21 10:19:26,song_thrush_observed.csv,1.403625028374148382706439461,0.874,2.362,1.884,4.596,0.412,7.33,12.126,0.194,7.05,21.933,0.032,0.015,0.02,2.38,10.76,10.58,8.417,12.152,11.38,12.925,5.544,2.178,8.911,0.152,9.9,7.51,2.82,7.54,17.952,29.333,51.102,7.564,1.723,0.157,12.12,59.518,110.531,8.504
+2026-05-21 10:19:26,song_thrush_observed.csv,0.4662266199345865670738360767,0.375,2.926,1.907,1.104,0.267,7.28,13.537,0.166,6.77,10.836,0.049,0.447,0.026,2.15,10.96,10.62,9.798,10.918,16.489,5.347,6.963,4.601,9.325,0.173,7.63,8.09,7.175,6.72,9.22,2.428,2.009,2.846,1.369,0.16,12.204,118.538,232.275,4.802
+2026-05-21 10:19:27,song_thrush_observed.csv,0.5818988021075210032825835546,0.818,3.2,0.887,6.174,0.274,7.11,3.77,0.135,7.28,6.969,0.071,0.117,0.011,2.7,11.7,11.29,10.74,15.800,17.338,14.261,4.234,1.868,6.6,0.019,9.93,7.76,2.672,7.23,17.667,38.378,64.294,12.461,1.195,0.136,12.104,98.598,190.665,6.531
+2026-05-21 10:19:27,song_thrush_observed.csv,0.3748905640481693985072657997,0.654,1.4,4.005,1.271,0.797,6.83,12.283,0.145,7.01,7.258,0.043,0.084,0.023,3.83,11.35,10.79,2.684,10.414,8.073,12.754,5.472,8.357,2.587,0.207,8.89,7.57,4.322,7.09,8.149,17.620,17.974,17.265,1.042,0.214,12.248,94.003,177.729,10.277
+2026-05-21 10:19:27,song_thrush_observed.csv,1.430147351700917597938516460,0.542,2.743,2.272,1.023,0.501,7.12,13.56,0.198,7.04,17.696,0.005,0.264,0.017,2.89,1.43,10.99,7.235,8.902,1.381,16.423,8.598,10.85,6.347,0.032,7.99,6.14,7.355,6.74,11.237,20.552,27.959,13.144,1.317,0.236,12.105,60.767,108.626,12.908
+2026-05-21 10:19:28,song_thrush_observed.csv,0.3820332918780933985732881557,0.702,1.605,3.391,3.935,0.228,7.68,5.337,0.109,6.99,26.355,0.062,0.267,0.045,3.77,11.61,11.44,4.543,8.192,4.991,11.394,7.912,7.512,8.311,0.08,9.37,6.3,1.315,7.03,9.875,31.470,61.322,1.619,1.471,0.31,12.002,103.348,196.162,10.534
+2026-05-21 10:19:28,song_thrush_observed.csv,2.938621060260620374279014539,0.402,1.585,2.04,5.295,0.437,7.07,4.108,0.14,7.57,17.458,0.08,0.184,0.048,3.54,10.59,11.2,11.763,11.064,14.47,7.659,5.816,5.992,5.64,0.189,9.12,7.52,7.765,7.32,18.149,37.416,65.019,9.813,1.73,0.015,12.036,57.182,109.534,4.83
+2026-05-21 10:19:28,song_thrush_observed.csv,3.060222807375305810380377322,0.453,3.653,2.827,5.99,0.217,6.93,9.539,0.131,6.89,14.56,0.041,0.213,0.004,1.87,11.75,10.76,2.575,8.139,4.169,12.109,10.388,7.391,13.386,0.169,9.69,7.51,2.631,7.08,19.336,25.420,35.823,15.018,1.667,0.032,12.206,103.272,197.543,9.0
+2026-05-21 10:19:29,song_thrush_observed.csv,0.7348623728930600744554540548,0.787,2.903,1.367,4.423,0.326,7.63,11.843,0.046,7.05,21.091,0.085,0.088,0.029,4.36,1.36,10.69,8.212,3.814,3.744,3.883,10.706,11.350,10.063,0.07,10.39,6.18,6.363,7.41,22.617,10.680,15.16,6.201,1.367,0.078,12.134,115.681,223.274,8.088
+2026-05-21 10:19:29,song_thrush_observed.csv,40.63517109943296634529607610,0.899,2.888,0.219,1.843,0.92,6.48,7.065,0.027,7.08,11.368,0.073,0.622,0.03,4.35,11.31,10.38,4.044,7.628,1.813,13.444,7.201,9.46,4.942,0.226,9.77,8.06,5.435,6.73,15.302,35.928,69.384,2.471,1.413,0.113,12.257,108.056,206.192,9.921
+2026-05-21 10:19:29,song_thrush_observed.csv,2.209997945505366300663694581,0.776,2.7,3.264,1.954,0.831,6.4,13.129,0.041,6.61,13.78,0.023,0.455,0.049,4.36,11.41,10.48,5.057,5.022,5.929,4.115,11.262,10.129,12.395,0.183,9.74,7.23,5.64,7.2,18.642,7.145,6.172,8.118,1.775,0.216,12.231,112.428,213.932,10.923
+2026-05-21 10:19:30,song_thrush_observed.csv,0.2991723178788783374489007542,0.506,2.361,3.919,6.351,0.747,6.64,9.166,0.141,6.73,20.258,0.089,0.263,0.008,3.92,1.02,11.36,11.989,18.246,18.497,17.996,7.512,10.035,4.989,0.164,9.93,7.42,7.907,6.68,12.969,37.592,70.119,5.066,0.977,0.069,12.258,60.464,112.665,8.264
+2026-05-21 10:19:30,song_thrush_observed.csv,1.308921740077528729303323319,0.743,1.788,5.224,2.249,0.755,7.0,13.725,0.04,7.45,15.018,0.075,0.471,0.005,2.54,10.94,10.44,10.966,10.617,6.941,14.293,11.092,9.066,13.117,0.146,8.82,8.4,7.719,7.2,11.289,31.309,50.852,11.766,1.559,0.093,12.27,67.210,122.037,12.384
+2026-05-21 10:19:30,song_thrush_observed.csv,0.1705305235209816018170985507,0.591,3.237,1.715,4.822,0.308,6.37,12.609,0.097,7.04,7.555,0.054,0.413,0.026,3.7,1.3,11.43,4.939,12.761,19.679,5.843,7.164,7.527,6.802,0.124,9.91,7.7,0.998,6.71,20.497,13.066,6.716,19.417,0.937,0.212,12.072,67.208,127.81,6.606
+2026-05-21 10:19:31,song_thrush_observed.csv,7.786462294387718787026063875,0.705,1.632,0.23,3.712,0.907,6.33,7.895,0.131,6.55,26.181,0.064,0.644,0.016,2.84,11.56,10.82,6.853,2.326,3.584,1.068,7.002,6.897,7.107,0.025,9.56,6.26,7.384,6.95,13.021,47.923,76.143,19.703,1.741,0.246,12.298,76.874,146.553,7.196
+2026-05-21 10:19:31,song_thrush_observed.csv,2.128988583833491936409721371,0.74,0.916,5.834,1.449,0.404,6.62,6.18,0.106,7.14,21.727,0.044,0.599,0.002,3.28,1.22,10.42,6.366,7.968,1.77,14.166,2.154,1.008,3.3,0.242,10.03,6.47,7.407,7.11,16.404,47.091,78.247,15.935,1.738,0.082,12.238,43.488,80.091,6.885
+2026-05-21 10:19:31,song_thrush_observed.csv,0.2939898269227297408330181895,0.703,2.924,4.215,0.323,0.841,7.14,14.485,0.207,6.5,14.45,0.041,0.279,0.027,1.9,10.8,10.28,8.374,10.824,18.088,3.559,3.251,2.316,4.186,0.028,9.33,7.51,3.502,7.1,8.684,35.308,66.623,3.994,0.879,0.119,12.27,125.680,238.33,13.03
+2026-05-21 10:19:31,song_thrush_observed.csv,0.8530171700877705965634126318,0.567,0.855,2.114,2.3,0.143,7.08,13.994,0.085,6.62,23.124,0.002,0.276,0.02,3.0,11.38,11.17,11.171,14.324,15.331,13.316,2.928,3.957,1.9,0.236,10.25,6.14,6.698,6.77,16.77,21.782,30.103,13.461,1.772,0.271,12.28,101.272,192.862,9.683
+2026-05-21 10:19:32,song_thrush_observed.csv,0.2773975903659009730381496708,0.756,0.731,1.374,0.375,0.084,7.54,4.235,0.062,6.69,27.681,0.065,0.707,0.033,4.02,11.03,10.99,9.11,12.188,11.589,12.787,10.644,7.416,13.873,0.172,9.86,7.19,2.203,6.69,20.68,24.076,46.371,1.78,1.151,0.302,12.214,53.837,97.246,10.428
+2026-05-21 10:19:32,song_thrush_observed.csv,0.5462953375840585796633954060,0.362,1.68,3.988,5.658,0.515,7.2,14.145,0.041,7.46,25.739,0.054,0.645,0.036,2.47,10.73,11.19,5.352,5.006,4.75,5.261,5.676,6.4,4.951,0.212,8.78,8.46,4.648,7.03,15.328,21.758,26.747,16.769,1.462,0.084,12.015,106.858,197.887,15.828
+2026-05-21 10:19:32,song_thrush_observed.csv,0.5640735804527573704249900621,0.623,3.95,2.46,7.843,0.068,7.46,14.0,0.22,6.63,7.687,0.085,0.035,0.049,4.07,1.31,10.76,3.212,16.850,16.748,16.951,11.696,9.607,13.786,0.09,10.47,6.42,5.678,6.99,18.341,16.808,20.077,13.539,1.161,0.283,12.239,90.530,176.498,4.561
+2026-05-21 10:19:33,song_thrush_observed.csv,0.1649807629964662809455384109,0.562,3.725,5.087,6.127,0.371,7.73,3.43,0.182,7.12,17.246,0.03,0.575,0.028,2.7,11.28,11.31,5.798,8.884,11.068,6.699,8.587,13.762,3.412,0.005,10.12,8.39,7.764,6.69,23.476,11.898,10.328,13.467,1.152,0.257,12.164,122.882,239.417,6.346
+2026-05-21 10:19:33,song_thrush_observed.csv,1.792030273951126853069313236,0.881,2.399,0.886,6.489,0.34,7.35,7.945,0.148,7.0,22.829,0.02,0.366,0.022,4.23,1.11,11.06,2.306,7.276,6.408,8.143,5.499,3.82,7.178,0.137,9.29,6.18,0.895,6.81,18.18,41.896,70.32,13.473,1.605,0.327,12.038,50.236,90.359,10.112
+2026-05-21 10:19:33,song_thrush_observed.csv,0.2925703901557825588451897076,0.408,3.34,1.186,1.482,0.128,6.72,4.038,0.068,6.79,11.581,0.086,0.691,0.046,2.47,1.28,10.88,5.397,12.698,15.259,10.136,0.738,0.657,0.818,0.005,8.59,7.56,4.281,7.1,12.973,34.702,50.755,18.649,1.717,0.143,12.252,99.514,183.068,15.96
+2026-05-21 10:19:34,song_thrush_observed.csv,0.4544129785311178039414764886,0.382,0.377,4.194,3.54,0.945,7.32,6.568,0.003,7.57,9.431,0.048,0.013,0.003,4.24,10.88,10.55,2.836,13.544,15.274,11.815,9.942,10.793,9.091,0.077,7.7,6.21,7.869,6.83,20.821,7.470,3.901,11.04,1.048,0.034,12.209,124.300,239.189,9.41
+2026-05-21 10:19:34,song_thrush_observed.csv,0.3029231978001390572180455321,0.527,0.597,5.496,4.923,0.042,6.33,7.227,0.181,7.05,24.829,0.04,0.126,0.003,2.65,11.3,10.31,3.76,5.722,5.37,6.073,6.224,9.111,3.337,0.096,8.03,7.5,1.965,6.75,22.814,21.167,34.315,8.019,1.327,0.253,12.124,59.753,103.721,15.785
+2026-05-21 10:19:34,song_thrush_observed.csv,0.4627379686602403410469537936,0.906,1.527,3.931,2.178,0.414,6.9,10.212,0.135,6.9,27.173,0.03,0.381,0.042,1.85,10.56,11.31,4.999,6.488,3.399,9.578,11.730,10.416,13.043,0.205,7.54,6.17,2.31,7.52,6.889,11.212,18.047,4.376,0.925,0.333,12.001,76.390,136.995,15.784
+2026-05-21 10:19:35,song_thrush_observed.csv,0.2758131354435940777600531269,0.647,0.989,4.905,5.328,0.267,6.55,7.905,0.052,6.9,11.777,0.055,0.589,0.028,4.28,10.81,10.38,7.812,12.138,14.605,9.672,6.530,9.444,3.617,0.079,9.28,8.23,5.813,6.63,16.119,14.404,12.575,16.233,1.765,0.257,12.173,51.080,87.495,14.666
+2026-05-21 10:19:35,song_thrush_observed.csv,0.7122875299765645058465496399,0.825,2.798,2.692,0.633,0.852,6.71,3.625,0.039,6.81,14.046,0.04,0.421,0.026,1.55,11.19,11.13,11.943,5.322,5.808,4.835,2.662,2.067,3.258,0.218,8.62,8.4,3.474,7.38,8.785,37.791,60.193,15.389,1.056,0.19,12.017,100.558,192.367,8.749
+2026-05-21 10:19:35,song_thrush_observed.csv,38.22589505587142552895545323,0.757,2.935,0.089,1.632,0.428,7.09,8.209,0.04,7.27,25.782,0.027,0.635,0.039,4.46,11.6,10.44,4.748,11.204,9.018,13.39,3.346,0.541,6.151,0.05,9.97,7.31,2.743,7.13,17.15,32.077,59.442,4.712,0.966,0.1,12.144,115.731,227.26,4.202
+2026-05-21 10:19:36,song_thrush_observed.csv,5.113616306543377424767279578,0.722,3.812,1.193,3.039,0.437,7.12,9.551,0.14,7.42,27.088,0.004,0.633,0.007,1.63,10.78,11.2,9.785,4.960,4.51,5.409,9.452,9.065,9.84,0.111,7.8,6.48,5.228,7.31,11.733,45.894,77.17,14.619,1.722,0.282,12.145,89.870,173.774,5.966
+2026-05-21 10:19:36,song_thrush_observed.csv,0.7184194311083861052208186927,0.838,0.952,5.331,0.9,0.336,7.36,14.607,0.179,7.11,20.968,0.05,0.21,0.033,2.55,11.69,10.57,10.252,11.461,10.285,12.637,2.232,2.485,1.978,0.119,10.05,8.04,6.504,6.98,21.421,47.708,77.748,17.667,1.789,0.296,12.138,122.976,231.848,14.105
+2026-05-21 10:19:36,song_thrush_observed.csv,3.199943446819053903353702643,0.481,0.296,5.707,6.243,0.172,7.33,8.313,0.116,7.39,6.982,0.058,0.658,0.023,1.92,10.8,10.98,8.31,6.104,3.148,9.06,1.498,1.590,1.407,0.067,10.12,6.73,2.929,6.99,16.779,34.145,48.323,19.967,1.792,0.255,12.14,96.596,188.39,4.801
+2026-05-21 10:19:37,song_thrush_observed.csv,1.061336379825531374298998968,0.39,3.556,3.567,1.116,0.207,7.12,8.167,0.131,6.74,22.767,0.056,0.334,0.009,2.27,11.19,11.08,7.047,12.634,17.924,7.344,7.215,11.532,2.898,0.147,8.42,8.15,2.788,6.6,13.461,36.360,66.189,6.532,1.465,0.345,12.189,63.476,120.253,6.699
+2026-05-21 10:19:37,song_thrush_observed.csv,1.402695017907406239255633175,0.682,3.711,2.218,3.565,0.764,6.77,7.609,0.188,7.05,21.679,0.048,0.65,0.024,3.5,10.83,11.22,7.548,6.492,1.839,11.144,4.936,8.045,1.826,0.074,10.19,6.8,4.019,7.23,6.172,7.860,9.18,6.539,1.549,0.253,12.15,81.222,151.523,10.922
+2026-05-21 10:19:37,song_thrush_observed.csv,1.759317234318940348622209964,0.912,3.061,1.847,3.138,0.885,7.37,6.571,0.217,6.78,10.319,0.045,0.508,0.028,4.26,1.34,10.89,6.279,16.821,14.138,19.504,7.236,5.078,9.393,0.124,7.85,6.5,5.233,6.61,14.363,19.344,21.51,17.177,1.408,0.323,12.012,84.440,160.303,8.578
+2026-05-21 10:19:37,song_thrush_observed.csv,0.2416514656877345055896361658,0.392,1.6,5.626,7.834,0.564,6.97,13.005,0.141,7.57,15.821,0.073,0.414,0.035,2.39,11.94,10.68,8.462,18.631,20.000,17.262,13.523,13.619,13.427,0.149,7.6,7.45,7.26,6.94,20.145,42.376,70.481,14.272,1.167,0.245,12.04,122.490,235.118,9.862
+2026-05-21 10:19:38,song_thrush_observed.csv,0.3642930179721705937914848208,0.431,0.543,5.989,7.659,0.425,6.6,15.665,0.08,7.13,26.345,0.073,0.037,0.041,3.96,11.21,10.51,5.16,3.584,3.430,3.737,2.768,0.408,5.129,0.03,9.15,7.86,5.447,6.8,13.757,37.556,60.148,14.965,1.676,0.05,12.192,85.602,160.918,10.286
+2026-05-21 10:19:38,song_thrush_observed.csv,0.1154147916501818172750774235,0.341,3.412,1.644,3.373,0.925,7.64,8.139,0.201,6.76,10.822,0.05,0.436,0.016,2.36,11.1,11.02,6.404,8.748,3.462,14.033,4.364,7.835,0.892,0.172,7.73,6.2,4.787,7.54,11.134,20.216,36.558,3.874,0.876,0.207,12.099,90.066,164.176,15.957
+2026-05-21 10:19:38,song_thrush_observed.csv,0.8587774361233845123129712594,0.771,2.113,0.622,3.942,0.451,6.25,13.165,0.069,7.33,17.726,0.078,0.481,0.013,2.21,11.56,10.53,3.601,9.214,1.15,17.279,6.376,7.089,5.664,0.198,10.13,6.89,3.767,6.89,11.046,8.982,2.135,15.83,1.085,0.075,12.112,63.528,114.616,12.441
+2026-05-21 10:19:39,song_thrush_observed.csv,0.2068038374034860721372776813,0.718,3.717,3.411,4.008,0.471,7.44,7.542,0.117,7.12,21.22,0.065,0.731,0.014,2.51,10.66,10.88,2.515,12.982,16.732,9.232,8.779,6.673,10.885,0.05,9.24,6.34,4.101,7.55,17.939,21.451,40.288,2.614,1.184,0.175,12.236,123.689,239.046,8.332
+2026-05-21 10:19:39,song_thrush_observed.csv,0.4469185870849832597497462519,0.721,1.488,5.895,5.785,0.372,7.44,10.81,0.098,7.47,20.861,0.004,0.714,0.02,4.34,1.37,10.47,9.248,6.238,10.57,1.907,0.768,0.759,0.776,0.087,9.5,7.53,5.467,7.35,21.007,18.878,19.976,17.781,1.082,0.033,12.023,99.686,190.222,9.151
+2026-05-21 10:19:39,song_thrush_observed.csv,1.891493166505061378239453083,0.667,3.771,2.024,6.902,0.607,6.72,12.227,0.126,6.61,23.646,0.086,0.357,0.029,3.86,11.44,11.28,2.171,6.023,5.388,6.658,12.134,12.811,11.457,0.021,9.12,6.55,1.107,7.27,15.603,20.364,36.22,4.509,1.741,0.007,12.047,121.156,229.604,12.707
+2026-05-21 10:19:40,song_thrush_observed.csv,0.2032063919404889386188128754,0.375,3.4,3.603,3.532,0.447,6.74,6.54,0.068,7.22,12.035,0.084,0.527,0.017,2.67,1.3,11.3,9.167,13.783,14.472,13.094,6.523,11.002,2.044,0.219,7.79,6.49,1.811,7.25,17.773,24.553,48.504,0.602,1.451,0.092,12.116,80.608,150.079,11.138
+2026-05-21 10:19:40,song_thrush_observed.csv,1.288111158978099059888808954,0.921,1.202,2.083,7.122,0.574,6.98,14.15,0.159,7.61,22.747,0.023,0.564,0.021,2.26,11.71,10.33,5.561,10.934,6.881,14.987,8.820,9.392,8.249,0.207,8.32,7.27,6.276,7.2,14.801,39.861,60.692,19.03,1.425,0.082,12.165,74.969,137.011,12.927
+2026-05-21 10:19:40,song_thrush_observed.csv,0.3786704893656338224709652073,0.827,0.559,1.497,6.735,0.595,7.45,11.35,0.032,6.71,15.833,0.055,0.2,0.047,3.76,11.94,11.49,10.158,3.679,3.653,3.705,2.089,1.897,2.281,0.187,8.35,7.2,5.491,7.51,8.466,28.654,41.024,16.285,0.819,0.048,12.132,53.206,96.139,10.274
+2026-05-21 10:19:41,song_thrush_observed.csv,0.5639560755204274960957995238,0.755,0.253,3.88,0.189,0.504,6.76,6.531,0.026,7.42,19.683,0.057,0.077,0.023,3.19,11.44,10.58,10.299,5.012,0.682,9.343,1.702,1.838,1.567,0.162,9.96,6.66,6.813,7.22,8.6,21.793,33.52,10.066,1.059,0.031,12.252,59.944,104.819,15.069
+2026-05-21 10:19:41,song_thrush_observed.csv,1.077305672658704027647620621,0.758,3.377,4.81,1.972,0.756,7.44,12.291,0.039,6.9,9.974,0.019,0.291,0.03,2.47,11.04,11.3,3.741,4.469,2.134,6.804,5.857,1.521,10.193,0.132,8.32,6.98,3.361,7.19,7.735,39.525,61.436,17.614,1.402,0.186,12.058,92.058,175.401,8.714
+2026-05-21 10:19:41,song_thrush_observed.csv,0.3271427397277776915653280954,0.791,2.743,5.855,3.223,0.571,7.73,13.057,0.158,7.28,24.898,0.073,0.318,0.016,2.12,11.11,11.33,8.492,11.180,9.578,12.783,2.822,3.206,2.438,0.229,8.57,6.53,3.215,6.93,8.743,19.990,24.038,15.941,0.971,0.158,12.061,94.201,172.858,15.544
+2026-05-21 10:19:42,song_thrush_observed.csv,0.6325435228016642092726953583,0.438,0.348,5.974,0.615,0.473,7.27,8.283,0.013,7.36,13.78,0.057,0.649,0.048,3.46,11.06,10.76,4.615,9.024,17.137,0.91,3.472,1.754,5.191,0.171,9.66,7.57,5.419,7.43,23.858,38.733,71.01,6.456,1.309,0.022,12.268,78.662,144.459,12.865
+2026-05-21 10:19:42,song_thrush_observed.csv,0.6765004502218256657411742153,0.918,0.503,4.816,5.411,0.517,6.7,7.764,0.01,6.5,8.415,0.011,0.29,0.003,2.69,1.49,11.29,2.901,6.394,3.798,8.99,9.974,10.506,9.441,0.046,9.54,6.3,1.036,7.27,10.642,21.564,31.158,11.97,1.585,0.217,12.056,70.807,134.192,7.422
+2026-05-21 10:19:42,song_thrush_observed.csv,0.2357308944695881128101735824,0.67,1.314,5.321,3.681,0.651,7.04,9.05,0.203,7.32,11.635,0.077,0.129,0.0,3.96,10.91,11.4,9.074,5.426,7.129,3.723,5.458,2.651,8.266,0.063,9.23,7.53,2.393,6.61,12.239,4.978,6.782,3.174,1.111,0.181,12.057,48.767,93.483,4.051
+2026-05-21 10:19:42,song_thrush_observed.csv,2.601409929287846826264230974,0.655,0.692,3.46,5.393,0.111,6.35,4.832,0.009,6.64,11.003,0.05,0.607,0.019,1.59,11.17,10.76,9.748,14.044,11.119,16.968,3.900,2.269,5.532,0.153,7.99,7.83,1.8,7.04,14.695,24.130,38.828,9.431,1.462,0.315,12.205,60.764,115.163,6.366
+2026-05-21 10:19:43,song_thrush_observed.csv,5.717234017188394766001655658,0.624,3.181,0.083,5.636,0.514,7.52,3.004,0.001,6.54,21.867,0.01,0.347,0.041,2.46,11.98,11.36,11.642,16.816,19.41,14.221,11.293,11.061,11.525,0.223,9.85,6.94,6.116,7.32,19.069,24.380,33.384,15.376,1.424,0.23,12.243,110.416,206.334,14.497
+2026-05-21 10:19:43,song_thrush_observed.csv,0.4697005263254454703880087012,0.84,1.327,3.408,3.015,0.88,6.6,11.89,0.003,7.54,13.156,0.041,0.194,0.016,4.25,11.91,10.57,11.902,7.940,5.465,10.416,10.968,12.368,9.567,0.149,9.4,6.13,6.206,6.72,16.985,5.298,2.471,8.124,1.035,0.182,12.122,107.540,209.908,5.173
+2026-05-21 10:19:43,song_thrush_observed.csv,0.7094726110815577145543355318,0.381,2.901,1.839,2.551,0.071,7.41,9.166,0.121,7.17,22.219,0.052,0.319,0.001,1.79,11.45,10.66,10.984,7.464,9.528,5.4,12.186,11.114,13.258,0.156,9.12,8.16,2.501,7.06,17.426,34.317,49.597,19.037,1.148,0.015,12.103,90.012,170.11,9.914
+2026-05-21 10:19:44,song_thrush_observed.csv,1.693402150846330065096091829,0.627,0.412,2.67,6.122,0.539,6.3,13.335,0.118,6.75,27.808,0.079,0.63,0.01,3.39,1.27,10.48,5.184,17.698,16.311,19.084,3.926,6.296,1.556,0.234,10.08,7.62,4.385,6.94,17.738,20.282,24.085,16.478,1.782,0.332,12.129,74.600,137.257,11.942
+2026-05-21 10:19:44,song_thrush_observed.csv,0.8049962605403020899693938006,0.777,2.845,4.272,4.068,0.404,6.59,15.808,0.18,6.77,15.005,0.079,0.331,0.023,1.64,11.1,11.09,3.348,4.476,6.543,2.41,9.188,13.088,5.289,0.182,9.78,6.18,1.046,7.21,23.267,9.751,4.417,15.085,1.164,0.343,12.081,120.072,226.68,13.464
+2026-05-21 10:19:44,song_thrush_observed.csv,0.3825415999170597458682188047,0.622,3.994,5.646,1.068,0.699,7.06,8.077,0.099,7.02,25.049,0.061,0.044,0.008,3.48,11.32,10.83,10.454,8.106,3.525,12.686,7.714,6.836,8.592,0.226,7.59,8.28,4.212,7.2,18.795,20.088,33.775,6.4,0.957,0.304,12.148,84.280,156.266,12.295
+2026-05-21 10:19:45,song_thrush_observed.csv,1.349024032924027721043228828,0.44,1.779,2.249,5.523,0.665,7.28,12.189,0.034,7.18,9.067,0.031,0.133,0.015,2.49,10.67,10.38,8.497,12.329,7.723,16.935,5.366,4.944,5.787,0.093,9.25,7.86,6.275,7.55,19.136,9.928,11.013,8.844,1.463,0.22,12.208,80.073,149.435,10.711
+2026-05-21 10:19:45,song_thrush_observed.csv,1.541877927496008034276326746,0.347,3.05,0.473,7.226,0.02,7.35,3.007,0.117,7.26,17.579,0.046,0.314,0.0,3.34,11.22,10.71,10.161,13.602,19.251,7.953,2.436,1.507,3.365,0.204,10.25,8.43,2.257,7.53,21.637,21.670,35.016,8.324,1.375,0.238,12.228,106.197,199.751,12.643
+2026-05-21 10:19:45,song_thrush_observed.csv,0.5280452697026513176556670441,0.371,3.342,5.776,5.003,0.736,6.81,8.765,0.06,7.61,14.4,0.07,0.104,0.015,2.63,11.93,10.44,3.226,1.462,1.126,1.799,6.060,1.531,10.59,0.091,7.95,8.23,4.378,7.5,17.689,37.397,68.439,6.355,1.051,0.292,12.227,64.096,112.857,15.334
+2026-05-21 10:19:46,song_thrush_observed.csv,0.4416044775216912779775083071,0.72,2.925,5.522,5.997,0.587,7.27,4.737,0.113,7.01,6.003,0.053,0.391,0.045,1.89,10.81,11.42,8.993,16.616,18.071,15.16,11.152,9.91,12.395,0.238,8.94,8.42,7.945,7.1,17.0,30.224,42.99,17.457,1.028,0.229,12.185,49.972,93.749,6.196
+2026-05-21 10:19:46,song_thrush_observed.csv,1.614952707880721950365990198,0.848,0.544,3.085,0.446,0.768,7.1,9.728,0.219,7.23,12.03,0.043,0.685,0.008,3.02,10.5,11.39,2.113,17.070,16.726,17.415,7.369,3.884,10.854,0.038,8.04,7.12,4.494,6.99,17.702,23.356,40.245,6.468,1.679,0.04,12.122,118.696,231.219,6.172
+2026-05-21 10:19:46,song_thrush_observed.csv,0.5853600958634822415141148666,0.855,1.405,4.11,2.514,0.596,7.62,9.273,0.1,7.61,20.089,0.055,0.105,0.003,1.79,11.33,10.34,7.365,14.433,14.971,13.895,12.568,11.569,13.568,0.178,10.04,7.93,1.063,7.46,13.781,42.491,65.606,19.376,0.816,0.117,12.248,91.102,170.358,11.845
+2026-05-21 10:19:47,song_thrush_observed.csv,1.587293847247100007663570465,0.549,0.76,0.191,5.088,0.67,6.47,14.876,0.023,7.12,24.167,0.007,0.407,0.047,2.15,10.72,11.43,7.018,7.174,4.961,9.386,2.196,2.216,2.176,0.122,8.73,7.29,4.164,6.77,14.295,18.352,28.063,8.642,1.286,0.137,12.134,103.166,190.394,15.937
+2026-05-21 10:19:47,song_thrush_observed.csv,2.302620941626550807626085613,0.766,2.312,0.896,5.458,0.259,6.27,4.748,0.1,7.18,25.329,0.089,0.245,0.015,2.76,10.51,10.84,3.203,13.084,6.216,19.953,8.639,10.43,6.848,0.198,9.71,7.48,6.068,7.35,11.098,22.888,40.322,5.455,1.651,0.254,12.264,102.516,191.278,13.755
+2026-05-21 10:19:47,song_thrush_observed.csv,0.7488365827174627422648056916,0.551,3.939,1.854,4.083,0.573,7.11,13.342,0.047,7.02,19.673,0.008,0.513,0.022,3.04,1.29,11.38,10.437,6.698,8.353,5.042,6.436,7.074,5.798,0.13,7.74,7.32,7.72,7.45,23.248,28.842,50.412,7.273,1.368,0.156,12.013,97.128,186.31,7.946
+2026-05-21 10:19:47,song_thrush_observed.csv,0.5083802491914756200621958298,0.803,3.574,3.107,2.68,0.942,7.38,7.543,0.09,7.46,7.845,0.042,0.357,0.025,3.64,10.81,10.65,5.991,3.266,2.141,4.39,4.747,1.142,8.352,0.011,7.57,7.34,4.723,7.59,15.168,38.119,71.699,4.539,1.015,0.331,12.106,56.185,107.011,5.359
+2026-05-21 10:19:48,song_thrush_observed.csv,0.4657429595130929759570349859,0.767,3.797,4.591,4.57,0.599,6.69,11.074,0.096,6.53,14.184,0.086,0.112,0.028,3.65,11.04,10.96,4.049,13.588,13.383,13.794,6.411,6.650,6.172,0.007,10.24,8.07,6.213,7.14,19.356,16.678,30.501,2.854,1.322,0.074,12.18,58.390,109.785,6.996
+2026-05-21 10:19:48,song_thrush_observed.csv,40.29133818491397272031649644,0.899,1.407,0.079,4.543,0.825,6.83,4.897,0.148,7.45,20.569,0.002,0.261,0.042,2.11,10.66,10.39,8.291,15.500,13.708,17.292,9.894,9.017,10.772,0.064,9.62,6.63,1.61,7.27,19.473,31.281,44.845,17.717,1.229,0.055,12.226,59.070,103.208,14.932
+2026-05-21 10:19:48,song_thrush_observed.csv,37.44873663591010568100423723,0.888,1.562,0.823,4.072,0.838,7.07,4.549,0.052,7.32,14.72,0.072,0.398,0.032,3.3,10.91,11.43,10.308,13.168,11.403,14.934,5.382,6.044,4.719,0.03,10.21,6.53,7.678,6.77,14.69,41.447,77.028,5.866,1.341,0.083,12.165,116.298,221.249,11.347
+2026-05-21 10:19:49,song_thrush_observed.csv,2.833881256353472746652723252,0.417,2.852,4.513,4.163,0.947,7.63,12.139,0.194,6.77,17.962,0.015,0.269,0.037,3.12,1.39,10.42,4.158,6.420,11.047,1.792,10.216,6.661,13.77,0.035,9.95,7.63,4.808,7.43,14.583,36.356,64.575,8.138,1.641,0.295,12.005,86.914,159.679,14.148
+2026-05-21 10:19:49,song_thrush_observed.csv,0.5333685765725764028273102977,0.347,3.289,0.958,7.957,0.126,6.34,8.368,0.038,7.52,26.47,0.037,0.299,0.015,4.09,1.34,10.47,3.801,9.632,11.066,8.199,5.750,6.861,4.639,0.143,8.45,6.84,2.664,6.9,10.995,30.774,58.044,3.504,1.297,0.127,12.173,117.182,219.402,14.961
+2026-05-21 10:19:49,song_thrush_observed.csv,0.8148629334664190454890363866,0.744,1.098,4.03,4.341,0.908,6.89,3.997,0.021,6.98,18.492,0.028,0.385,0.007,2.8,11.87,11.17,4.487,11.544,11.843,11.246,10.544,12.166,8.921,0.164,10.23,6.92,7.753,7.29,11.788,29.670,42.843,16.496,1.279,0.144,12.287,96.616,183.402,9.829
+2026-05-21 10:19:50,song_thrush_observed.csv,0.2286257718345982767179198847,0.667,0.635,4.368,4.681,0.403,7.57,14.922,0.185,7.61,6.836,0.077,0.492,0.036,2.24,10.63,10.64,2.062,13.686,13.76,13.613,11.066,10.503,11.63,0.172,8.0,8.02,3.823,6.63,12.365,28.752,37.91,19.595,0.836,0.206,12.139,109.242,206.537,11.947
+2026-05-21 10:19:50,song_thrush_observed.csv,0.2065414736193597733125243344,0.904,3.75,3.203,6.075,0.085,6.66,9.473,0.189,6.66,13.725,0.034,0.569,0.04,4.04,11.88,10.6,7.784,8.550,15.5,1.6,7.680,7.041,8.318,0.045,8.73,7.69,4.178,7.06,22.079,11.534,21.513,1.556,1.426,0.064,12.257,94.916,181.312,8.519
+2026-05-21 10:19:50,song_thrush_observed.csv,0.6876881681368149013976390422,0.502,3.438,4.718,6.53,0.712,6.76,7.584,0.157,7.11,18.364,0.022,0.497,0.034,2.27,11.75,11.14,2.222,12.796,12.898,12.694,6.629,5.953,7.305,0.16,10.33,8.4,3.86,7.41,15.365,41.502,71.84,11.165,1.412,0.065,12.086,97.469,180.962,13.976
+2026-05-21 10:19:51,song_thrush_observed.csv,1.267358903349799918657007457,0.647,3.647,4.616,6.946,0.05,7.57,3.56,0.033,6.97,22.177,0.0,0.622,0.003,1.97,11.67,10.7,3.633,8.852,6.858,10.846,8.108,6.959,9.257,0.077,8.16,6.89,5.473,7.1,18.073,35.968,61.692,10.243,1.155,0.27,12.236,88.099,165.436,10.762
+2026-05-21 10:19:51,song_thrush_observed.csv,0.6346494495651075671999220019,0.501,0.408,0.19,3.837,0.044,7.12,5.988,0.058,7.08,18.838,0.087,0.49,0.039,2.31,11.72,10.59,5.148,9.854,15.703,4.005,4.211,7.153,1.269,0.041,9.67,6.09,5.415,7.22,9.345,12.907,7.706,18.108,1.02,0.214,12.256,75.219,141.871,8.567
+2026-05-21 10:19:51,song_thrush_observed.csv,0.3087295288140793351906673028,0.44,3.961,0.46,0.62,0.012,6.34,5.577,0.159,7.05,7.061,0.0,0.466,0.04,2.02,11.57,11.08,7.662,7.206,3.259,11.154,11.006,11.754,10.259,0.022,7.8,7.99,6.433,6.87,6.969,17.398,19.111,15.684,0.922,0.065,12.103,68.184,122.346,14.022
+2026-05-21 10:19:52,song_thrush_observed.csv,0.1913199774212746365480880644,0.813,1.917,5.933,2.763,0.268,7.49,9.822,0.154,6.79,14.585,0.067,0.722,0.005,2.97,11.32,11.42,10.749,10.552,11.899,9.204,2.414,2.265,2.564,0.195,8.03,8.06,5.022,7.13,8.097,17.804,17.007,18.602,1.018,0.105,12.252,77.988,144.829,11.147
+2026-05-21 10:19:52,song_thrush_observed.csv,4.162431554340273956051247230,0.54,2.877,0.307,3.77,0.834,6.56,14.824,0.148,7.28,27.835,0.035,0.035,0.025,2.45,11.98,10.33,6.168,6.890,0.7,13.081,5.634,9.266,2.001,0.231,7.75,8.07,6.364,7.58,16.085,12.970,20.905,5.036,1.654,0.204,12.225,94.534,181.433,7.635
+2026-05-21 10:19:52,song_thrush_observed.csv,2.057785959453868211593798765,0.871,0.354,1.238,0.034,0.695,7.06,5.529,0.013,7.6,6.504,0.055,0.747,0.007,2.65,10.89,10.27,10.209,16.318,15.729,16.908,4.905,4.460,5.350,0.176,9.18,8.37,4.318,7.58,14.993,36.207,71.154,1.26,1.653,0.349,12.192,81.164,152.282,10.047
+2026-05-21 10:19:52,song_thrush_observed.csv,0.3074275573349392814276228000,0.53,2.675,3.077,3.223,0.018,6.68,3.687,0.04,7.5,10.316,0.042,0.732,0.025,2.47,11.0,10.56,7.85,14.544,14.67,14.417,3.532,5.301,1.763,0.142,8.08,6.1,3.451,6.72,11.819,48.511,78.464,18.558,1.204,0.036,12.005,119.212,226.417,12.007
+2026-05-21 10:19:53,song_thrush_observed.csv,1.238971383990682645184643205,0.41,1.39,0.694,3.113,0.265,6.7,11.141,0.032,7.17,8.727,0.06,0.32,0.001,4.36,11.98,11.26,6.591,3.109,2.391,3.827,5.187,8.326,2.048,0.109,8.15,8.24,1.448,7.58,16.502,32.804,53.852,11.755,1.423,0.011,12.112,87.214,164.674,9.753
+2026-05-21 10:19:53,song_thrush_observed.csv,0.4437221384950451634757466391,0.687,2.075,2.042,5.03,0.415,6.63,9.518,0.137,6.58,9.564,0.041,0.284,0.027,1.85,1.48,10.28,3.657,8.083,12.279,3.887,12.532,13.812,11.251,0.047,10.16,6.91,5.04,6.92,11.903,23.251,29.057,17.445,0.968,0.335,12.107,107.820,206.561,9.08
+2026-05-21 10:19:53,song_thrush_observed.csv,0.3002187590921133104962756346,0.824,1.894,3.964,5.993,0.677,7.3,14.871,0.086,6.64,18.695,0.036,0.703,0.023,3.51,1.37,10.42,11.994,17.568,16.222,18.915,6.054,4.214,7.894,0.111,9.21,7.43,1.312,6.77,21.042,25.374,49.481,1.266,0.883,0.091,12.218,86.256,156.586,15.925
+2026-05-21 10:19:54,song_thrush_observed.csv,3.983721012170674534488824554,0.673,3.659,4.319,4.119,0.006,6.74,15.46,0.172,7.48,17.002,0.007,0.542,0.036,2.18,11.69,10.79,9.831,8.950,0.518,17.383,1.470,0.784,2.156,0.013,7.68,6.35,1.962,7.15,13.147,38.756,63.824,13.688,1.26,0.183,12.292,68.858,125.068,12.647
+2026-05-21 10:19:54,song_thrush_observed.csv,1.794326938758656544237117712,0.866,1.027,2.755,7.629,0.688,7.22,13.643,0.023,7.11,24.514,0.04,0.271,0.041,2.94,11.33,10.65,9.856,9.034,2.718,15.35,7.194,6.633,7.755,0.164,8.09,6.15,4.121,6.87,14.927,18.104,25.783,10.426,1.742,0.079,12.103,116.192,224.214,8.169
+2026-05-21 10:19:54,song_thrush_observed.csv,0.3210489801067861141318205377,0.511,1.534,3.649,5.781,0.105,7.36,11.738,0.109,7.53,17.668,0.02,0.627,0.011,2.39,11.25,11.43,7.679,16.883,17.496,16.270,8.172,3.803,12.542,0.144,10.15,7.67,5.758,7.29,13.922,31.407,61.089,1.725,1.258,0.287,12.287,112.351,218.599,6.103
+2026-05-21 10:19:55,song_thrush_observed.csv,0.1652154283465642631564492112,0.681,2.85,3.877,1.892,0.35,7.55,5.499,0.146,6.62,13.678,0.087,0.547,0.031,3.38,11.65,10.65,3.665,14.924,12.554,17.294,9.903,9.175,10.631,0.095,10.38,6.52,3.315,7.5,23.13,1.679,2.011,1.347,0.966,0.162,12.026,92.416,175.878,8.955
+2026-05-21 10:19:55,song_thrush_observed.csv,0.6942473981882926921005577093,0.471,0.987,0.216,6.291,0.628,7.52,6.658,0.129,6.96,16.338,0.052,0.465,0.023,3.45,11.59,10.3,2.206,4.394,2.47,6.318,10.310,7.579,13.042,0.111,7.94,6.98,5.991,7.48,13.556,19.342,36.699,1.985,1.318,0.055,12.241,88.649,163.102,14.196
+2026-05-21 10:19:55,song_thrush_observed.csv,2.659936425024712555228930220,0.55,3.819,2.051,6.554,0.843,7.67,11.28,0.108,7.35,9.134,0.031,0.014,0.002,3.71,11.06,11.36,8.008,7.730,3.84,11.619,10.041,12.487,7.595,0.075,10.17,6.41,7.491,6.8,7.63,13.134,22.812,3.456,1.734,0.033,12.184,107.660,202.885,12.434
+2026-05-21 10:19:56,song_thrush_observed.csv,2.566992025891433416036093386,0.611,2.194,3.719,4.142,0.697,7.37,8.74,0.02,7.16,25.241,0.028,0.641,0.046,2.92,1.0,10.36,11.031,8.827,3.65,14.004,13.576,13.461,13.692,0.221,10.47,6.34,3.581,6.64,22.578,25.592,49.675,1.509,1.712,0.334,12.197,53.539,91.719,15.359
+2026-05-21 10:19:56,song_thrush_observed.csv,0.2233286688643985556081998347,0.519,3.976,2.263,7.641,0.547,6.97,14.321,0.193,7.38,7.193,0.05,0.166,0.007,3.6,11.61,11.34,3.782,2.024,1.853,2.194,9.874,8.015,11.734,0.185,8.37,7.63,7.434,6.98,21.999,27.256,53.726,0.787,0.847,0.175,12.205,72.634,140.667,4.602
+2026-05-21 10:19:56,song_thrush_observed.csv,0.3951491798303085438588813850,0.539,2.555,3.622,1.278,0.314,6.76,10.815,0.165,7.03,8.649,0.03,0.49,0.023,3.81,11.25,10.29,2.562,8.542,15.469,1.616,7.989,8.463,7.515,0.137,7.53,8.31,2.954,7.27,9.106,19.044,23.949,14.14,1.751,0.055,12.112,79.578,145.406,13.749
+2026-05-21 10:19:57,song_thrush_observed.csv,0.2354203457952474902584347091,0.375,1.488,1.117,6.772,0.234,7.71,14.166,0.146,6.91,27.84,0.075,0.683,0.023,3.07,11.29,10.96,5.203,16.002,18.117,13.886,5.372,4.387,6.356,0.045,9.98,6.51,5.964,7.46,18.013,38.388,65.291,11.485,1.024,0.23,12.132,62.703,113.536,11.87
+2026-05-21 10:19:57,song_thrush_observed.csv,0.9386613904142690614072976986,0.406,3.994,3.65,6.128,0.901,6.86,4.547,0.053,6.96,25.386,0.064,0.738,0.046,2.18,1.29,10.57,8.727,8.045,8.678,7.412,10.191,7.487,12.895,0.093,10.48,8.0,2.916,7.47,6.005,26.270,36.451,16.09,1.561,0.1,12.085,55.136,103.273,6.998
+2026-05-21 10:19:57,song_thrush_observed.csv,0.1661329289388151661647712342,0.526,1.258,5.606,7.812,0.288,6.35,14.718,0.156,7.25,17.191,0.088,0.199,0.032,3.09,1.33,11.29,4.502,18.747,17.653,19.841,7.504,7.035,7.973,0.007,8.94,6.69,1.559,7.07,13.966,22.336,40.775,3.898,1.125,0.066,12.16,63.949,122.602,5.296
+2026-05-21 10:19:57,song_thrush_observed.csv,3.026058066274203683261577012,0.4,3.109,5.633,2.694,0.461,6.89,3.683,0.056,6.76,26.656,0.051,0.67,0.03,2.2,11.51,10.59,6.093,3.416,1.433,5.398,2.551,2.214,2.888,0.009,10.01,6.07,1.243,7.17,14.629,30.498,58.346,2.651,1.699,0.306,12.114,56.346,104.801,7.89
+2026-05-21 10:19:58,song_thrush_observed.csv,1.975915665844456250449219859,0.855,1.73,0.927,4.939,0.289,6.66,3.309,0.188,7.6,13.865,0.014,0.029,0.033,4.1,11.62,11.36,2.715,8.154,15.416,0.893,2.043,2.063,2.023,0.177,9.36,7.83,5.05,7.24,19.468,39.280,75.789,2.77,1.674,0.254,12.252,62.544,110.341,14.747
+2026-05-21 10:19:58,song_thrush_observed.csv,0.6475049121977072815907435032,0.777,1.519,0.794,4.236,0.064,7.53,7.893,0.184,7.41,25.911,0.015,0.668,0.024,4.17,11.44,11.08,8.064,7.304,1.411,13.198,7.905,10.865,4.945,0.228,9.09,7.23,3.448,7.53,17.583,42.560,69.395,15.726,1.164,0.309,12.083,85.150,159.632,10.667
+2026-05-21 10:19:58,song_thrush_observed.csv,0.6753112740191979000668517238,0.901,1.056,2.658,3.446,0.51,7.69,6.833,0.22,6.87,20.661,0.021,0.571,0.043,3.42,10.75,10.84,10.732,5.205,6.192,4.218,5.847,7.887,3.807,0.065,10.46,6.77,1.28,7.18,21.546,43.048,68.46,17.637,1.443,0.174,12.24,92.716,178.09,7.341
+2026-05-21 10:19:59,song_thrush_observed.csv,1.582154864455655105437395150,0.566,2.718,3.317,1.15,0.415,7.17,4.69,0.093,7.08,26.867,0.075,0.115,0.033,2.21,11.13,10.33,3.012,6.952,3.17,10.733,5.118,7.112,3.123,0.015,8.86,7.15,6.376,7.29,15.702,11.643,16.135,7.151,1.722,0.228,12.119,88.610,171.511,5.71
+2026-05-21 10:19:59,song_thrush_observed.csv,1.877037286406270271837367858,0.614,3.633,3.456,1.151,0.936,7.25,13.246,0.196,7.16,27.526,0.027,0.358,0.015,3.17,10.72,11.34,4.72,17.554,17.834,17.274,11.577,10.701,12.453,0.234,9.78,7.1,5.659,6.91,21.246,12.447,14.064,10.83,1.467,0.18,12.206,82.041,148.91,15.172
+2026-05-21 10:19:59,song_thrush_observed.csv,2.106755701215104435411760232,0.789,2.321,0.241,4.267,0.259,7.03,14.445,0.137,7.09,14.745,0.003,0.224,0.001,2.62,10.91,11.24,8.29,12.950,13.219,12.681,13.193,14.000,12.386,0.053,10.45,7.79,2.221,7.37,17.136,12.766,11.156,14.375,1.362,0.323,12.207,60.452,107.807,13.098
+2026-05-21 10:20:00,song_thrush_observed.csv,0.3664850629694378745362104471,0.381,1.428,5.323,2.615,0.814,7.63,14.747,0.096,7.32,20.778,0.021,0.746,0.047,4.16,1.0,11.17,11.113,11.618,5.486,17.751,4.714,4.342,5.085,0.027,9.08,7.15,2.45,7.15,19.313,26.922,44.491,9.354,1.022,0.004,12.253,96.510,188.605,4.414
+2026-05-21 10:20:00,song_thrush_observed.csv,0.6160489747014615908851828459,0.742,2.238,5.694,3.48,0.589,6.55,3.966,0.136,6.72,24.311,0.036,0.02,0.047,2.16,11.96,10.44,5.429,6.245,3.223,9.267,8.980,7.831,10.13,0.235,7.91,8.18,2.154,7.24,10.469,10.865,19.687,2.043,0.803,0.151,12.222,106.131,199.226,13.036
+2026-05-21 10:20:00,song_thrush_observed.csv,0.3687180342053284958060540320,0.66,0.757,5.559,6.472,0.273,7.7,3.731,0.216,7.27,9.926,0.007,0.512,0.044,4.44,11.77,10.25,5.602,2.644,4.286,1.002,7.026,0.99,13.062,0.034,9.64,6.8,2.461,7.45,9.395,31.118,55.214,7.021,1.173,0.201,12.294,61.866,112.456,11.275
+2026-05-21 10:20:01,song_thrush_observed.csv,0.5050299735206855289328334560,0.718,3.95,4.167,7.158,0.389,6.63,8.448,0.046,7.03,6.481,0.014,0.565,0.02,3.28,11.03,11.35,9.517,12.270,11.855,12.685,13.510,13.688,13.331,0.13,8.93,7.11,3.484,7.48,16.067,39.622,69.666,9.579,0.82,0.316,12.057,57.372,101.504,13.241
+2026-05-21 10:20:01,song_thrush_observed.csv,0.6555235085878094942740792754,0.625,2.438,0.896,5.938,0.645,6.7,14.727,0.137,7.35,16.822,0.0,0.314,0.027,2.99,1.04,11.46,4.352,6.403,7.771,5.035,10.432,9.143,11.722,0.164,7.87,7.84,2.258,7.13,20.85,21.956,42.311,1.6,1.137,0.251,12.1,70.008,125.825,14.19
+2026-05-21 10:20:01,song_thrush_observed.csv,0.2813160903028923672809751641,0.475,0.526,5.077,6.226,0.128,6.78,11.226,0.033,6.94,11.067,0.045,0.749,0.006,2.81,10.83,10.6,10.757,6.688,6.754,6.621,11.476,10.912,12.04,0.066,8.45,6.64,6.944,6.84,6.86,10.926,3.839,18.012,0.906,0.137,12.24,115.558,224.992,6.125
+2026-05-21 10:20:02,song_thrush_observed.csv,0.2249120859632118054944231423,0.537,0.965,5.168,4.477,0.301,6.31,13.095,0.021,7.33,23.697,0.029,0.404,0.048,4.13,11.99,11.29,10.876,10.974,4.113,17.836,7.574,7.428,7.719,0.057,9.07,7.0,2.016,7.4,10.711,8.408,14.058,2.758,1.423,0.227,12.024,92.254,176.875,7.632
+2026-05-21 10:20:02,song_thrush_observed.csv,0.3028989269312186108463657780,0.679,0.517,5.593,3.475,0.333,7.42,8.702,0.173,7.22,27.116,0.039,0.261,0.0,3.32,11.04,11.25,6.172,13.350,12.193,14.507,5.506,10.593,0.42,0.063,7.56,6.89,4.467,7.2,13.056,32.224,64.029,0.419,1.095,0.001,12.013,71.986,132.985,10.988
+2026-05-21 10:20:02,song_thrush_observed.csv,0.2993540728624606165894712857,0.683,0.283,5.375,1.92,0.932,6.29,14.603,0.013,7.58,6.906,0.016,0.525,0.026,2.62,11.21,11.21,2.71,12.369,14.969,9.769,3.611,3.377,3.845,0.156,9.07,7.43,0.82,6.8,10.489,39.144,60.133,18.155,0.924,0.233,12.108,57.552,105.57,9.535
+2026-05-21 10:20:02,song_thrush_observed.csv,3.590288048484414243849083430,0.793,1.078,3.71,7.584,0.676,7.56,11.194,0.062,7.35,18.698,0.048,0.662,0.042,1.56,11.56,11.22,11.733,9.061,9.32,8.802,8.355,6.644,10.066,0.093,8.38,8.2,6.576,6.94,18.402,27.933,46.21,9.656,1.647,0.138,12.008,56.290,107.361,5.218
+2026-05-21 10:20:03,song_thrush_observed.csv,1.811162467221016125357696804,0.418,2.304,5.573,4.544,0.155,6.54,3.716,0.083,7.5,7.291,0.085,0.414,0.008,1.91,11.89,11.35,4.1,12.682,14.388,10.975,11.792,12.069,11.515,0.032,9.06,7.3,1.079,6.97,6.856,34.810,51.588,18.033,1.512,0.336,12.108,88.944,173.632,4.255
+2026-05-21 10:20:03,song_thrush_observed.csv,1.183676036758327937358011696,0.433,1.545,4.185,1.655,0.153,6.6,4.794,0.163,6.71,6.614,0.041,0.314,0.042,1.76,10.91,10.56,7.145,11.094,10.494,11.694,10.686,10.466,10.906,0.225,10.14,7.06,5.517,7.08,13.46,29.898,43.79,16.006,1.181,0.264,12.267,112.873,219.235,6.511
+2026-05-21 10:20:03,song_thrush_observed.csv,2.186763312978007574295500612,0.411,3.832,1.573,7.584,0.147,6.5,3.06,0.166,6.89,6.742,0.087,0.162,0.032,2.1,1.14,10.51,7.673,11.086,12.521,9.651,2.477,3.445,1.509,0.021,7.53,8.29,1.326,7.22,20.326,42.850,73.849,11.851,1.487,0.039,12.253,77.228,138.46,15.996
+2026-05-21 10:20:04,song_thrush_observed.csv,4.305132597411353029234800277,0.523,1.281,0.503,6.304,0.947,7.58,5.359,0.146,7.64,8.289,0.07,0.278,0.007,3.21,11.19,11.34,8.506,15.236,14.36,16.113,4.828,4.871,4.785,0.211,7.86,6.34,6.22,7.48,20.87,34.052,60.946,7.159,1.673,0.348,12.232,71.358,133.874,8.843
+2026-05-21 10:20:04,song_thrush_observed.csv,2.843244151780559479966779794,0.367,0.828,3.017,6.476,0.145,6.68,10.887,0.183,6.62,22.603,0.079,0.063,0.045,4.38,11.61,11.24,3.812,6.080,3.682,8.479,5.178,3.171,7.184,0.04,10.08,8.06,3.823,7.13,22.75,6.111,4.134,8.088,1.737,0.208,12.047,122.900,236.975,8.824
+2026-05-21 10:20:04,song_thrush_observed.csv,0.5080639792066181614336736409,0.741,2.524,5.898,3.115,0.385,6.49,11.623,0.153,7.1,22.18,0.003,0.127,0.019,3.52,11.67,10.83,11.293,17.070,17.33,16.809,7.874,3.657,12.091,0.111,9.13,7.22,5.68,7.06,19.0,17.710,15.522,19.897,1.104,0.001,12.065,77.602,139.61,15.593
+2026-05-21 10:20:05,song_thrush_observed.csv,0.5453470477530107846123286292,0.782,0.345,0.82,0.09,0.405,6.95,8.913,0.012,6.75,26.458,0.09,0.012,0.029,1.55,11.29,11.23,6.02,11.104,9.816,12.392,5.342,5.762,4.921,0.15,10.29,6.13,4.475,7.51,9.494,11.580,12.772,10.389,1.049,0.324,12.021,108.044,203.568,12.52
+2026-05-21 10:20:05,song_thrush_observed.csv,0.6442520285076875684637846272,0.643,3.489,2.641,2.397,0.231,7.01,6.704,0.205,6.55,24.928,0.002,0.205,0.021,2.04,11.61,11.49,10.995,6.618,9.618,3.619,5.228,5.705,4.75,0.145,8.94,7.35,3.343,7.36,8.25,34.104,62.207,6.0,1.192,0.259,12.198,97.087,184.76,9.414
+2026-05-21 10:20:05,song_thrush_observed.csv,2.304658776937627760370903430,0.364,1.323,5.992,3.231,0.735,6.54,14.864,0.197,7.63,17.927,0.078,0.122,0.017,4.01,11.24,10.51,9.258,14.229,13.114,15.344,6.668,2.921,10.414,0.194,8.46,6.75,6.675,7.49,21.754,18.431,23.262,13.6,1.471,0.304,12.102,111.988,219.518,4.458
+2026-05-21 10:20:06,song_thrush_observed.csv,3.069991756944868010675274044,0.613,0.522,1.013,0.58,0.813,6.54,13.635,0.209,7.59,22.469,0.047,0.56,0.033,2.67,11.85,10.29,5.332,14.051,17.999,10.103,11.778,10.275,13.281,0.15,7.68,6.71,7.726,7.43,9.615,39.394,78.047,0.74,1.792,0.128,12.283,120.454,235.335,5.573
+2026-05-21 10:20:06,song_thrush_observed.csv,0.2429857165387317844726869208,0.814,1.509,0.668,5.079,0.268,7.28,15.063,0.186,6.91,10.79,0.031,0.279,0.028,4.3,11.28,11.33,6.989,5.177,4.713,5.641,12.920,14.000,11.839,0.248,8.25,6.28,4.017,7.41,12.297,43.708,71.384,16.032,0.809,0.248,12.037,124.900,239.543,10.256
+2026-05-21 10:20:06,song_thrush_observed.csv,1.347498573612042536496090822,0.864,2.313,0.799,7.459,0.343,7.26,15.781,0.015,6.52,12.417,0.05,0.41,0.025,3.02,10.62,10.95,7.807,6.788,1.119,12.456,9.192,12.127,6.256,0.068,9.87,6.4,3.542,7.2,15.545,35.218,65.24,5.197,1.385,0.006,12.142,97.736,181.751,13.72
+2026-05-21 10:20:07,song_thrush_observed.csv,0.8598272273062295702829361620,0.723,0.431,0.61,5.78,0.336,6.55,5.715,0.005,7.3,21.114,0.051,0.657,0.023,2.4,11.1,10.66,9.556,15.963,12.035,19.891,9.506,10.942,8.07,0.022,7.76,6.26,4.695,6.69,9.384,34.130,53.414,14.845,1.257,0.229,12.053,92.440,178.046,6.835
+2026-05-21 10:20:07,song_thrush_observed.csv,3.194199724812505264724006661,0.849,2.074,0.328,6.362,0.729,6.89,8.124,0.07,7.0,8.503,0.075,0.049,0.048,2.43,1.07,10.86,2.402,9.254,8.036,10.471,8.939,6.963,10.915,0.25,8.18,7.19,7.321,7.52,19.867,8.596,10.478,6.714,1.62,0.326,12.274,48.002,88.579,7.424
+2026-05-21 10:20:07,song_thrush_observed.csv,1.646755744506260955753560726,0.42,0.83,0.816,6.989,0.945,6.39,14.29,0.156,6.99,21.687,0.022,0.304,0.019,2.89,11.55,11.34,10.117,4.238,3.675,4.800,3.084,0.913,5.255,0.061,8.21,6.51,4.458,7.56,20.717,29.426,47.416,11.436,1.385,0.227,12.25,90.531,176.652,4.41
+2026-05-21 10:20:08,song_thrush_observed.csv,0.7617259356316643065189852205,0.726,1.421,5.207,6.057,0.633,7.61,12.507,0.133,7.42,13.161,0.044,0.075,0.025,1.73,1.01,10.25,6.044,14.570,16.076,13.064,5.050,1.371,8.729,0.099,9.88,7.33,2.188,7.39,23.843,25.333,38.841,11.825,1.497,0.311,12.161,121.416,229.353,13.479
+2026-05-21 10:20:08,song_thrush_observed.csv,0.2682095870303604232538513200,0.424,2.12,5.011,6.486,0.52,6.27,14.59,0.07,6.96,22.688,0.045,0.356,0.004,3.6,11.93,11.22,5.027,14.380,9.691,19.068,13.674,13.655,13.692,0.07,10.36,8.24,6.723,7.4,22.289,24.231,37.899,10.563,1.393,0.015,12.068,53.088,92.212,13.964
+2026-05-21 10:20:08,song_thrush_observed.csv,0.4140373413430424145258490995,0.752,0.705,4.53,6.025,0.044,7.08,9.755,0.084,7.4,13.586,0.0,0.301,0.042,1.58,1.26,11.34,6.764,3.672,5.787,1.556,6.442,4.304,8.581,0.033,8.62,6.92,3.909,7.03,14.288,16.981,19.375,14.587,0.965,0.158,12.016,78.155,147.297,9.013
+2026-05-21 10:20:09,song_thrush_observed.csv,0.5307764869871156414820438517,0.657,1.709,5.765,3.865,0.629,7.74,3.088,0.047,7.58,26.834,0.079,0.605,0.021,2.5,11.48,10.31,7.037,8.602,1.742,15.461,2.021,2.019,2.023,0.233,10.15,7.4,7.872,7.08,23.999,21.936,24.679,19.192,0.945,0.019,12.177,90.095,171.141,9.049
+2026-05-21 10:20:09,song_thrush_observed.csv,2.895149382394988214466356263,0.641,3.238,0.339,3.876,0.185,6.41,5.884,0.081,6.82,25.994,0.08,0.165,0.02,2.8,11.07,10.7,11.984,8.199,2.407,13.991,6.148,4.165,8.13,0.22,10.24,8.32,5.993,7.16,11.886,3.022,3.08,2.965,1.557,0.261,12.001,114.492,222.767,6.216
+2026-05-21 10:20:09,song_thrush_observed.csv,0.6530264679069683462130363934,0.604,3.957,5.213,6.046,0.444,6.75,4.174,0.119,7.41,24.241,0.026,0.467,0.041,3.85,1.27,10.84,2.909,8.238,5.14,11.335,6.610,8.869,4.352,0.155,8.52,7.52,3.069,6.88,7.03,29.260,56.559,1.962,1.669,0.271,12.036,64.761,120.062,9.46
+2026-05-21 10:20:09,song_thrush_observed.csv,1.020990287585033259467581268,0.681,3.169,1.312,5.901,0.324,6.82,15.544,0.15,7.23,17.942,0.086,0.33,0.017,3.48,10.52,10.29,2.716,0.659,0.746,0.572,8.412,5.647,11.177,0.165,7.67,8.31,3.333,7.51,11.128,36.252,72.025,0.478,1.164,0.162,12.287,109.489,203.537,15.441
+2026-05-21 10:20:10,song_thrush_observed.csv,0.2062352876472430491968718668,0.396,1.66,2.377,5.302,0.642,6.78,11.417,0.165,7.01,22.4,0.069,0.354,0.043,2.48,11.33,10.39,7.62,11.659,12.172,11.146,7.178,7.487,6.868,0.226,8.8,8.3,4.752,7.19,13.706,35.308,69.977,0.639,0.822,0.056,12.274,121.060,232.18,9.941
+2026-05-21 10:20:10,song_thrush_observed.csv,0.4412199782289333685543960028,0.69,2.875,2.211,4.804,0.942,6.81,4.214,0.108,7.57,19.369,0.072,0.563,0.031,2.79,10.93,10.28,7.576,3.237,3.773,2.701,1.220,1.998,0.443,0.132,10.12,7.02,7.987,6.94,8.922,22.081,41.34,2.822,0.98,0.254,12.082,119.680,233.466,5.895
+2026-05-21 10:20:10,song_thrush_observed.csv,37.06489018441390882922437196,0.613,3.809,0.442,4.761,0.913,6.9,6.408,0.174,7.04,7.193,0.038,0.033,0.027,2.27,10.99,10.74,10.214,8.598,0.382,16.815,4.615,5.436,3.794,0.113,10.33,7.84,4.821,6.66,21.626,19.282,37.293,1.272,0.894,0.072,12.247,122.554,232.098,13.01
+2026-05-21 10:20:11,song_thrush_observed.csv,1.153961236457221294696095581,0.872,3.098,2.061,3.343,0.095,7.47,5.638,0.133,7.41,26.199,0.031,0.17,0.028,1.93,1.5,10.81,9.035,7.264,3.738,10.789,3.828,3.696,3.961,0.168,10.5,6.03,6.126,7.1,13.261,11.402,9.263,13.542,1.693,0.052,12.023,52.301,99.569,5.033
+2026-05-21 10:20:11,song_thrush_observed.csv,0.8658965110051038041922876761,0.845,1.542,1.624,6.015,0.377,7.16,11.085,0.213,6.87,14.142,0.069,0.413,0.041,2.07,1.01,11.5,10.143,10.025,6.99,13.06,11.310,12.673,9.948,0.222,9.79,6.5,4.157,7.36,20.213,16.497,25.721,7.273,1.165,0.316,12.069,105.494,195.282,15.707
+2026-05-21 10:20:11,song_thrush_observed.csv,0.3599998787059198806075411813,0.901,1.102,5.065,4.551,0.547,7.0,3.531,0.068,7.2,17.928,0.08,0.679,0.014,4.38,11.95,11.21,5.403,13.957,18.287,9.627,3.768,4.079,3.456,0.225,10.43,7.13,1.573,6.73,7.749,37.981,56.597,19.365,1.111,0.054,12.251,68.690,130.82,6.56
+2026-05-21 10:20:12,song_thrush_observed.csv,0.3396352512050581972155984439,0.421,1.434,0.932,7.292,0.409,6.94,12.987,0.13,6.94,9.956,0.053,0.68,0.019,2.53,1.5,10.77,3.468,10.860,6.826,14.895,5.610,6.506,4.714,0.095,7.9,7.08,4.359,6.82,15.42,38.024,65.617,10.432,1.39,0.26,12.214,102.758,194.393,11.122
+2026-05-21 10:20:12,song_thrush_observed.csv,1.019163409865084359827178773,0.368,3.258,0.708,3.15,0.927,6.83,11.988,0.123,6.6,11.911,0.084,0.531,0.042,1.73,11.1,11.36,4.666,9.187,10.104,8.27,9.968,11.499,8.438,0.121,9.21,8.14,1.64,6.63,19.076,24.816,35.21,14.422,1.156,0.264,12.09,111.032,216.662,5.401
+2026-05-21 10:20:12,song_thrush_observed.csv,0.4412471534942884308524844790,0.842,1.775,5.143,2.731,0.273,7.13,14.464,0.123,7.23,11.651,0.025,0.163,0.02,3.09,10.76,10.74,5.79,10.683,5.885,15.481,8.295,7.756,8.834,0.093,10.26,8.29,4.738,6.95,16.633,38.938,77.34,0.537,1.143,0.291,12.092,90.581,176.921,4.241
+2026-05-21 10:20:13,song_thrush_observed.csv,0.5299910920966027794295516025,0.574,0.572,4.631,4.926,0.482,6.95,4.501,0.104,6.63,24.218,0.053,0.722,0.005,3.22,1.47,11.21,11.179,10.933,2.737,19.129,7.126,2.435,11.817,0.108,10.29,7.28,1.655,7.26,12.392,38.424,66.961,9.886,1.291,0.187,12.012,116.074,224.287,7.86
+2026-05-21 10:20:13,song_thrush_observed.csv,2.270909618517955405530083967,0.442,0.311,0.467,3.956,0.339,7.15,7.938,0.172,7.37,26.827,0.037,0.32,0.023,2.29,11.64,10.31,6.717,11.380,15.004,7.756,4.205,7.735,0.675,0.189,8.07,6.48,4.83,7.38,6.122,21.420,24.615,18.224,1.552,0.16,12.3,119.545,228.158,10.932
+2026-05-21 10:20:13,song_thrush_observed.csv,0.1708538169492670431656801138,0.498,3.499,1.004,2.5,0.604,7.14,10.444,0.192,6.76,9.409,0.001,0.662,0.01,2.81,10.97,11.14,11.905,14.892,14.485,15.300,3.668,2.89,4.446,0.193,9.56,7.17,5.501,6.72,12.243,20.588,23.575,17.601,1.248,0.024,12.121,108.020,210.567,5.474
+2026-05-21 10:20:14,song_thrush_observed.csv,1.796558068185585588087541717,0.914,2.514,3.279,5.387,0.87,6.98,9.009,0.171,6.94,21.967,0.005,0.013,0.027,3.25,11.76,10.75,5.283,8.478,9.006,7.949,12.295,11.226,13.364,0.125,9.66,8.05,3.02,6.84,15.052,8.104,15.448,0.76,1.634,0.061,12.194,122.700,236.965,8.435
+2026-05-21 10:20:14,song_thrush_observed.csv,0.8834667100291575675057484828,0.825,1.972,1.207,5.004,0.727,7.21,15.372,0.18,6.73,17.915,0.081,0.178,0.024,2.7,11.98,11.36,6.595,5.902,5.589,6.216,1.118,1.016,1.22,0.136,9.49,6.72,2.269,6.65,22.887,9.531,12.806,6.256,1.174,0.244,12.122,93.916,181.926,5.906
+2026-05-21 10:20:14,song_thrush_observed.csv,0.6309427683250219940337631049,0.859,0.417,5.083,4.348,0.239,6.42,14.36,0.009,7.45,15.979,0.005,0.355,0.044,2.14,1.18,10.73,9.282,14.525,19.922,9.128,5.461,4.13,6.792,0.223,9.89,6.09,4.115,7.29,9.308,34.097,63.615,4.579,1.741,0.052,12.019,56.642,99.209,14.074
+2026-05-21 10:20:14,song_thrush_observed.csv,0.1532506979584698703470587112,0.365,1.209,5.152,6.681,0.078,7.62,11.227,0.13,7.24,13.506,0.016,0.458,0.009,3.47,10.56,10.49,9.704,9.850,4.463,15.236,9.587,9.606,9.568,0.056,9.44,6.93,4.334,6.7,21.339,45.574,76.468,14.681,1.381,0.171,12.209,64.786,121.584,7.989
+2026-05-21 10:20:15,song_thrush_observed.csv,2.098346736545961619162853820,0.815,0.846,0.559,4.583,0.228,6.48,8.265,0.078,6.64,10.515,0.081,0.424,0.002,2.02,1.24,10.32,6.693,7.096,7.989,6.202,8.424,11.567,5.281,0.247,7.58,6.89,4.015,7.01,17.331,35.420,61.242,9.598,1.532,0.152,12.04,52.664,90.018,15.311
+2026-05-21 10:20:15,song_thrush_observed.csv,0.3195723827833159186550775700,0.66,3.361,0.506,3.957,0.278,6.35,9.195,0.082,6.77,27.075,0.074,0.331,0.017,3.68,1.39,10.39,3.539,8.801,2.6,15.002,10.406,9.631,11.182,0.05,7.98,7.38,3.491,6.71,20.252,25.306,34.593,16.02,0.961,0.063,12.052,121.588,236.394,6.782
+2026-05-21 10:20:15,song_thrush_observed.csv,3.316398357287674944801539240,0.676,3.437,0.201,4.249,0.575,7.03,13.868,0.08,6.75,19.482,0.067,0.564,0.011,3.66,10.99,10.52,3.572,12.280,10.342,14.218,4.823,1.282,8.364,0.154,9.19,7.81,1.037,7.03,10.648,19.068,22.205,15.93,1.463,0.157,12.095,52.524,99.106,5.942
+2026-05-21 10:20:16,song_thrush_observed.csv,1.519851154485945426018207744,0.74,3.773,2.305,0.337,0.771,7.06,13.044,0.104,6.92,26.625,0.051,0.469,0.007,3.81,1.03,11.27,8.525,14.788,19.959,9.618,12.985,13.47,12.5,0.217,9.66,7.84,6.447,7.52,22.167,25.869,33.175,18.563,1.57,0.1,12.005,117.651,225.942,9.36
+2026-05-21 10:20:16,song_thrush_observed.csv,3.321591818796921200069683480,0.873,3.543,3.009,4.591,0.936,7.14,15.506,0.217,6.61,17.41,0.013,0.302,0.038,4.46,10.87,11.45,4.832,15.456,17.239,13.673,4.086,2.146,6.025,0.19,8.53,6.05,7.778,7.44,13.901,21.211,34.338,8.084,1.682,0.267,12.151,92.528,180.691,4.365
+2026-05-21 10:20:16,song_thrush_observed.csv,0.3822099695698280629954600267,0.542,0.663,3.493,0.614,0.279,6.32,7.002,0.002,7.25,18.024,0.076,0.69,0.031,4.31,10.62,10.5,10.133,13.618,16.224,11.012,3.009,3.66,2.358,0.036,8.64,7.41,0.979,6.81,7.75,35.096,62.019,8.172,1.159,0.153,12.032,58.728,106.853,10.604
+2026-05-21 10:20:17,song_thrush_observed.csv,0.3084085731897856355364158336,0.841,1.258,4.85,3.796,0.582,6.56,3.933,0.118,7.24,10.579,0.085,0.221,0.05,4.01,11.81,11.17,10.773,8.668,16.321,1.014,11.550,10.131,12.97,0.229,9.19,8.45,2.627,7.05,6.174,23.556,29.209,17.903,1.194,0.306,12.263,118.795,225.312,12.278
+2026-05-21 10:20:17,song_thrush_observed.csv,1.221431030160183681882647274,0.417,1.152,0.773,7.198,0.329,6.96,13.172,0.138,7.25,10.47,0.05,0.144,0.045,1.75,10.69,11.38,3.731,6.768,5.141,8.395,13.291,12.582,14.000,0.084,10.49,7.22,5.011,7.31,15.024,37.824,59.597,16.052,1.153,0.069,12.068,102.356,191.208,13.503
+2026-05-21 10:20:17,song_thrush_observed.csv,0.7679014169065719814309001719,0.434,2.192,3.536,1.722,0.812,7.51,12.504,0.109,7.51,9.551,0.036,0.248,0.05,4.36,11.4,10.67,7.385,3.428,2.758,4.097,2.952,1.861,4.043,0.117,9.56,7.06,1.329,6.68,16.013,24.850,39.015,10.684,1.155,0.34,12.144,65.576,117.743,13.408
+2026-05-21 10:20:18,song_thrush_observed.csv,0.2285714436412360697026799537,0.67,1.31,5.656,6.376,0.658,7.58,5.874,0.055,7.15,6.521,0.071,0.732,0.039,2.87,11.22,11.2,9.858,13.144,15.77,10.518,9.474,10.961,7.988,0.118,8.32,6.6,1.8,7.47,14.421,30.300,54.135,6.466,1.312,0.246,12.014,75.020,145.1,4.939
+2026-05-21 10:20:18,song_thrush_observed.csv,1.222535912545372438487209421,0.515,0.696,4.023,6.4,0.75,7.17,11.614,0.045,6.62,8.21,0.079,0.154,0.012,1.94,10.89,10.41,2.118,8.339,8.162,8.516,6.763,8.117,5.409,0.183,8.2,6.45,3.714,6.66,7.224,42.371,68.997,15.745,1.402,0.277,12.285,95.375,182.595,8.155
+2026-05-21 10:20:18,song_thrush_observed.csv,1.227160517801258891778129588,0.594,1.305,2.499,5.625,0.622,6.28,6.906,0.182,7.25,25.245,0.014,0.081,0.038,1.82,11.9,11.35,8.15,16.352,15.653,17.052,4.760,1.354,8.166,0.073,8.9,8.39,5.655,7.44,14.373,16.538,13.334,19.742,1.505,0.122,12.022,71.872,135.432,8.313
+2026-05-21 10:20:19,song_thrush_observed.csv,0.4966187928568316379899746710,0.822,0.506,3.134,6.954,0.075,6.57,13.716,0.016,7.27,21.454,0.011,0.414,0.015,3.75,11.48,10.52,8.685,9.088,14.016,4.161,7.651,9.703,5.599,0.027,9.68,6.55,2.246,7.44,22.08,33.389,56.476,10.302,1.443,0.034,12.292,88.102,166.72,9.483
+2026-05-21 10:20:19,song_thrush_observed.csv,0.1671983890338869163834724304,0.682,0.641,4.021,3.976,0.413,7.26,9.203,0.199,7.48,12.691,0.061,0.525,0.041,3.71,11.66,11.17,2.853,14.544,13.32,15.769,2.666,1.855,3.477,0.063,10.3,7.47,6.749,7.51,19.951,12.264,9.409,15.12,1.1,0.222,12.052,50.675,92.975,8.375
+2026-05-21 10:20:19,song_thrush_observed.csv,0.4688266317766178020408396835,0.733,1.512,1.028,0.722,0.575,6.74,14.666,0.045,7.31,12.981,0.003,0.021,0.04,3.16,11.9,10.46,10.575,10.096,7.749,12.442,8.102,4.073,12.13,0.143,9.17,6.49,2.648,7.55,16.067,9.632,6.24,13.024,0.942,0.152,12.051,110.070,214.714,5.426
+2026-05-21 10:20:19,song_thrush_observed.csv,1.381761152508359251208925832,0.548,3.136,2.271,3.954,0.651,6.47,9.704,0.028,6.65,7.98,0.073,0.673,0.017,2.78,1.36,10.52,5.319,7.204,2.085,12.323,3.010,2.587,3.432,0.211,8.34,7.47,5.828,7.38,14.118,6.803,9.231,4.375,1.436,0.25,12.141,99.390,187.476,11.303
+2026-05-21 10:20:20,song_thrush_observed.csv,1.145467051545119540725713439,0.801,1.886,0.563,5.67,0.026,6.81,5.991,0.207,7.53,23.81,0.061,0.333,0.018,3.76,10.51,11.17,4.034,14.116,10.406,17.827,5.316,9.283,1.348,0.043,8.21,7.97,7.497,7.05,14.933,21.740,38.464,5.017,1.443,0.107,12.252,89.060,171.187,6.933
+2026-05-21 10:20:20,song_thrush_observed.csv,2.686710400905195576598434989,0.757,1.338,0.197,3.043,0.69,7.41,12.003,0.121,6.56,13.38,0.086,0.555,0.028,3.31,1.23,11.34,8.376,16.715,18.49,14.94,12.912,13.180,12.643,0.246,8.27,8.3,2.897,6.96,14.207,30.820,47.109,14.532,1.371,0.146,12.045,74.632,142.869,6.395
+2026-05-21 10:20:20,song_thrush_observed.csv,0.5005637451449943007949684844,0.893,0.392,5.278,3.222,0.119,7.51,7.909,0.058,7.09,16.385,0.035,0.646,0.033,4.36,11.38,10.79,5.441,8.312,9.782,6.841,5.452,1.908,8.995,0.178,7.97,6.71,2.543,6.67,12.662,11.980,18.672,5.288,1.31,0.326,12.119,118.006,230.098,5.913
+2026-05-21 10:20:21,song_thrush_observed.csv,0.6792350569970405785818270817,0.325,0.879,2.285,5.692,0.455,6.89,11.254,0.067,6.65,7.756,0.074,0.385,0.032,2.29,10.98,11.38,5.858,9.088,6.945,11.232,11.352,10.687,12.018,0.062,8.82,7.45,1.116,7.43,18.742,12.466,20.296,4.635,1.306,0.196,12.215,87.772,164.368,11.177
+2026-05-21 10:20:21,song_thrush_observed.csv,0.6503347305550108378996432643,0.754,1.059,4.58,5.594,0.687,6.93,9.24,0.212,7.61,9.96,0.051,0.298,0.039,2.68,11.9,10.93,6.042,4.026,2.316,5.736,4.976,6.89,3.061,0.183,10.32,7.05,6.256,6.72,12.209,22.622,37.173,8.071,1.188,0.245,12.235,121.329,238.511,4.147
+2026-05-21 10:20:21,song_thrush_observed.csv,0.1077954329134319708676674975,0.502,2.532,3.175,3.217,0.937,7.65,5.943,0.118,7.16,24.053,0.006,0.721,0.004,3.55,1.39,11.08,11.932,4.908,4.326,5.49,3.546,1.597,5.494,0.093,8.69,6.17,4.445,6.65,20.111,26.924,36.597,17.25,0.99,0.309,12.145,48.588,83.036,14.14
+2026-05-21 10:20:22,song_thrush_observed.csv,1.768084037126420185747696147,0.489,3.046,2.885,7.183,0.524,7.34,4.802,0.125,7.59,8.123,0.008,0.051,0.019,4.0,11.7,11.27,6.316,15.568,13.449,17.687,10.271,10.526,10.016,0.012,9.01,6.52,7.684,7.54,11.275,23.195,39.629,6.761,1.786,0.305,12.267,65.567,124.407,6.727
+2026-05-21 10:20:22,song_thrush_observed.csv,0.8284523885386756251621156014,0.877,0.764,1.774,5.093,0.687,7.49,14.66,0.17,7.31,24.512,0.054,0.33,0.032,2.46,1.32,10.94,11.052,6.748,2.088,11.408,9.815,11.823,7.807,0.151,9.31,6.28,2.338,7.18,13.179,18.660,26.547,10.772,1.198,0.29,12.13,75.451,139.257,11.645
+2026-05-21 10:20:22,song_thrush_observed.csv,0.6520592293148741891293879185,0.739,1.947,2.687,2.274,0.814,6.42,8.124,0.17,7.6,23.721,0.041,0.197,0.035,1.78,10.57,10.44,10.389,7.196,6.088,8.305,4.394,3.339,5.449,0.156,8.38,7.15,5.062,6.72,14.597,15.722,18.418,13.026,1.135,0.104,12.147,88.614,172.128,5.101
+2026-05-21 10:20:23,song_thrush_observed.csv,1.343697671543071263568869759,0.501,0.491,2.197,4.732,0.734,6.45,8.253,0.092,7.43,17.244,0.033,0.079,0.013,1.67,1.31,10.68,5.14,19.148,18.631,19.666,4.151,5.121,3.181,0.056,9.2,7.05,3.478,7.13,15.546,28.858,54.822,2.894,1.479,0.094,12.036,59.066,109.809,8.323
+2026-05-21 10:20:23,song_thrush_observed.csv,0.4320712363657126989873917348,0.784,0.264,2.915,2.035,0.513,7.0,8.744,0.154,7.35,10.544,0.034,0.2,0.035,1.69,10.62,10.82,4.458,11.834,11.191,12.476,7.222,13.963,0.48,0.061,7.52,6.74,7.73,6.66,8.165,12.034,17.163,6.906,0.939,0.243,12.058,64.446,121.406,7.487
+2026-05-21 10:20:23,song_thrush_observed.csv,1.485389432076084523272328290,0.416,3.245,5.024,4.21,0.362,7.11,8.999,0.156,6.88,11.56,0.001,0.196,0.044,2.53,11.32,10.89,3.783,12.022,7.504,16.539,9.624,12.0,7.247,0.012,8.52,6.25,5.997,7.01,19.55,25.164,38.507,11.82,1.677,0.072,12.088,120.802,225.627,15.977
diff --git a/modelling/data/abingdon-all/resident/song_thrush_simulated.csv b/modelling/data/abingdon-all/resident/song_thrush_simulated.csv
new file mode 100644
index 0000000..ab3535a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/song_thrush_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.55,0.1,0,0.01,0.841778
+RungeKutta4,1,0.1,0.478917,0.1,0,0.01,0.732985
+RungeKutta4,2,0.2,0.423741,0.1,0,0.01,0.648538
+RungeKutta4,3,0.3,0.381574,0.1,0,0.01,0.584001
+RungeKutta4,4,0.4,0.350216,0.1,0,0.01,0.536007
+RungeKutta4,5,0.5,0.328025,0.1,0,0.01,0.502044
+RungeKutta4,6,0.6,0.313799,0.1,0,0.01,0.480271
+RungeKutta4,7,0.7,0.306672,0.1,0,0.01,0.469363
+RungeKutta4,8,0.8,0.305948,0.1,0,0.01,0.468255
+RungeKutta4,9,0.9,0.310416,0.1,0,0.01,0.475093
+RungeKutta4,10,1.0,0.319730,0.1,0,0.01,0.489348
+RungeKutta4,11,1.1,0.333714,0.1,0,0.01,0.510751
+RungeKutta4,12,1.2,0.352109,0.1,0,0.01,0.538905
+RungeKutta4,13,1.3,0.374537,0.1,0,0.01,0.573231
+RungeKutta4,14,1.4,0.400478,0.1,0,0.01,0.612934
+RungeKutta4,15,1.5,0.429240,0.1,0,0.01,0.656954
+RungeKutta4,16,1.6,0.459980,0.1,0,0.01,0.704002
+RungeKutta4,17,1.7,0.491700,0.1,0,0.01,0.752549
+RungeKutta4,18,1.8,0.523297,0.1,0,0.01,0.800909
+RungeKutta4,19,1.9,0.553600,0.1,0,0.01,0.847288
+RungeKutta4,20,2.0,0.581434,0.1,0,0.01,0.889888
+RungeKutta4,21,2.1,0.605696,0.1,0,0.01,0.927021
+RungeKutta4,22,2.2,0.625483,0.1,0,0.01,0.957305
+RungeKutta4,23,2.3,0.640242,0.1,0,0.01,0.979894
+RungeKutta4,24,2.4,0.649603,0.1,0,0.01,0.994221
+RungeKutta4,25,2.5,0.653379,0.1,0,0.01,1
+RungeKutta4,26,2.6,0.651161,0.1,0,0.01,0.996605
+RungeKutta4,27,2.7,0.642592,0.1,0,0.01,0.983490
+RungeKutta4,28,2.8,0.628290,0.1,0,0.01,0.961601
+RungeKutta4,29,2.9,0.609040,0.1,0,0.01,0.932139
+RungeKutta4,30,3.0,0.585714,0.1,0,0.01,0.896438
+RungeKutta4,31,3.1,0.559246,0.1,0,0.01,0.855929
+RungeKutta4,32,3.2,0.530580,0.1,0,0.01,0.812055
+RungeKutta4,33,3.3,0.500637,0.1,0,0.01,0.766228
+RungeKutta4,34,3.4,0.470274,0.1,0,0.01,0.719757
+RungeKutta4,35,3.5,0.440258,0.1,0,0.01,0.673817
+RungeKutta4,36,3.6,0.411240,0.1,0,0.01,0.629405
+RungeKutta4,37,3.7,0.383746,0.1,0,0.01,0.587325
+RungeKutta4,38,3.8,0.358170,0.1,0,0.01,0.548181
+RungeKutta4,39,3.9,0.334777,0.1,0,0.01,0.512378
+RungeKutta4,40,4.0,0.313714,0.1,0,0.01,0.480141
+RungeKutta4,41,4.1,0.295026,0.1,0,0.01,0.451539
+RungeKutta4,42,4.2,0.278670,0.1,0,0.01,0.426506
+RungeKutta4,43,4.3,0.264536,0.1,0,0.01,0.404874
+RungeKutta4,44,4.4,0.252466,0.1,0,0.01,0.386401
+RungeKutta4,45,4.5,0.242270,0.1,0,0.01,0.370796
+RungeKutta4,46,4.6,0.233743,0.1,0,0.01,0.357745
+RungeKutta4,47,4.7,0.226677,0.1,0,0.01,0.346930
+RungeKutta4,48,4.8,0.220869,0.1,0,0.01,0.338041
+RungeKutta4,49,4.9,0.216129,0.1,0,0.01,0.330787
+RungeKutta4,50,5.0,0.212285,0.1,0,0.01,0.324903
+RungeKutta4,51,5.1,0.209184,0.1,0,0.01,0.320157
+RungeKutta4,52,5.2,0.206693,0.1,0,0.01,0.316345
+RungeKutta4,53,5.3,0.204699,0.1,0,0.01,0.313293
+RungeKutta4,54,5.4,0.203105,0.1,0,0.01,0.310853
+RungeKutta4,55,5.5,0.201827,0.1,0,0.01,0.308897
+RungeKutta4,56,5.6,0.200777,0.1,0,0.01,0.307290
+RungeKutta4,57,5.7,0.199820,0.1,0,0.01,0.305826
+RungeKutta4,58,5.8,0.198581,0.1,0,0.01,0.303929
+RungeKutta4,59,5.9,0.195749,0.1,0,0.01,0.299595
+RungeKutta4,60,6.0,0.187362,0.1,0,0.01,0.286759
+RungeKutta4,61,6.1,0.168046,0.1,0,0.01,0.257195
+RungeKutta4,62,6.2,0.140994,0.1,0,0.01,0.215792
+RungeKutta4,63,6.3,0.115596,0.1,0,0.01,0.176920
+RungeKutta4,64,6.4,0.0960902,0.1,0,0.01,0.147066
+RungeKutta4,65,6.5,0.0822647,0.1,0,0.01,0.125906
+RungeKutta4,66,6.6,0.0727351,0.1,0,0.01,0.111321
+RungeKutta4,67,6.7,0.0661841,0.1,0,0.01,0.101295
+RungeKutta4,68,6.8,0.0615833,0.1,0,0.01,0.0942531
+RungeKutta4,69,6.9,0.0581390,0.1,0,0.01,0.0889816
+RungeKutta4,70,7.0,0.0551899,0.1,0,0.01,0.0844680
+RungeKutta4,71,7.1,0.0521180,0.1,0,0.01,0.0797664
+RungeKutta4,72,7.2,0.0482796,0.1,0,0.01,0.0738917
+RungeKutta4,73,7.3,0.0429912,0.1,0,0.01,0.0657978
+RungeKutta4,74,7.4,0.0356012,0.1,0,0.01,0.0544874
+RungeKutta4,75,7.5,0.0256839,0.1,0,0.01,0.0393089
+RungeKutta4,76,7.6,0.0139931,0.1,0,0.01,0.0214161
+RungeKutta4,77,7.7,0.0066893,0.1,0,0.01,0.0102375
+RungeKutta4,78,7.8,0.0029992,0.1,0,0.01,0.00458977
+RungeKutta4,79,7.9,0.0012803,0.1,0,0.01,0.00195899
+RungeKutta4,80,8.0,0.000531843,0.1,0,0.01,0.000813474
+RungeKutta4,81,8.1,0.000219960,0.1,0,0.01,0.000336136
+RungeKutta4,82,8.2,0.000091430,0.1,0,0.01,0.000139420
+RungeKutta4,83,8.3,0.000038402,0.1,0,0.01,0.0000582607
+RungeKutta4,84,8.4,0.0000163815,0.1,0,0.01,0.0000245582
+RungeKutta4,85,8.5,0.00000713023,0.1,0,0.01,0.0000103991
+RungeKutta4,86,8.6,0.00000317953,0.1,0,0.01,0.00000435251
+RungeKutta4,87,8.7,0.00000145740,0.1,0,0.01,0.00000171677
+RungeKutta4,88,8.8,6.8843E-7,0.1,0,0.01,5.39863E-7
+RungeKutta4,89,8.9,3.35695E-7,0.1,0,0.01,0.000000
+RungeKutta4,90,9.0,0.0000302519,0.1,0,0.01,0.0000457869
+RungeKutta4,91,9.1,0.000745854,0.1,0,0.01,0.00114102
+RungeKutta4,92,9.2,0.00239509,0.1,0,0.01,0.00366518
+RungeKutta4,93,9.3,0.00477041,0.1,0,0.01,0.00730062
+RungeKutta4,94,9.4,0.00768763,0.1,0,0.01,0.0117654
+RungeKutta4,95,9.5,0.0109898,0.1,0,0.01,0.0168195
+RungeKutta4,96,9.6,0.0145558,0.1,0,0.01,0.0222773
+RungeKutta4,97,9.7,0.0183132,0.1,0,0.01,0.0280280
+RungeKutta4,98,9.8,0.0222588,0.1,0,0.01,0.0340668
+RungeKutta4,99,9.9,0.0264701,0.1,0,0.01,0.0405122
+RungeKutta4,100,10.0,0.0310610,0.1,0,0.01,0.0475386
+RungeKutta4,101,10.1,0.0360449,0.1,0,0.01,0.0551665
+RungeKutta4,102,10.2,0.0412160,0.1,0,0.01,0.0630808
+RungeKutta4,103,10.3,0.0462314,0.1,0,0.01,0.0707569
+RungeKutta4,104,10.4,0.0508177,0.1,0,0.01,0.0777763
+RungeKutta4,105,10.5,0.0549318,0.1,0,0.01,0.0840730
+RungeKutta4,106,10.6,0.0589240,0.1,0,0.01,0.0901830
+RungeKutta4,107,10.7,0.0637952,0.1,0,0.01,0.0976384
+RungeKutta4,108,10.8,0.0713489,0.1,0,0.01,0.109199
+RungeKutta4,109,10.9,0.0836804,0.1,0,0.01,0.128073
+RungeKutta4,110,11.0,0.101627,0.1,0,0.01,0.155541
+RungeKutta4,111,11.1,0.123068,0.1,0,0.01,0.188356
+RungeKutta4,112,11.2,0.143092,0.1,0,0.01,0.219003
+RungeKutta4,113,11.3,0.159222,0.1,0,0.01,0.243690
+RungeKutta4,114,11.4,0.171666,0.1,0,0.01,0.262736
+RungeKutta4,115,11.5,0.180709,0.1,0,0.01,0.276576
+RungeKutta4,116,11.6,0.186646,0.1,0,0.01,0.285663
+RungeKutta4,117,11.7,0.189793,0.1,0,0.01,0.290479
+RungeKutta4,118,11.8,0.190433,0.1,0,0.01,0.291459
+RungeKutta4,119,11.9,0.187880,0.1,0,0.01,0.287551
+RungeKutta4,120,12.0,0.184463,0.1,0,0.01,0.282322
+RungeKutta4,121,12.1,0.188626,0.1,0,0.01,0.288693
diff --git a/modelling/data/abingdon-all/resident/song_thrush_simulated.png b/modelling/data/abingdon-all/resident/song_thrush_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..279bc26e8a395850942fec5ea9bff6144fc2b321
GIT binary patch
literal 33053
zcmb@u1yqz@+b=wbFd{7_Foc94(%qn>ASDRWprmxe(1KD5l1i6|L3ejIA~|#;-8I0s
z@p;sLyzg1xS?jPCYi3RCd*3^*>-xo>AZ0}v?CWILArJ`m16j#O5XcoD2n1#N8ajA|
zr+<7NJP0~UJ#kdEF>!P;v^Rz*7&_Wo+BjO8Kc#jyws$bMvF2jsU}qIzrZ#hQv~>_<
zW3&4G3050>Q?}dE1Dc=}3|m=E2M7e$@bVw!lUSxX1mY9)K=PiNYr=XW)Pr#Fpj8RJ
zSuH`0N4*z{rb4KqviCVqRE2qSH0k9bb5(7yFsAeNvGUqT^L2H#w@e~<*ZgnXXIiN~
zJoE0sCg8i}Yg8yy=)QEg&s884n^?XZU&v+JD{`nK<X3M%4LSgUq>!%_TmO6pQ6}N{
z`T0x`6^HuriBFFY>b1)!DO}T#E0<4}vHstGglW5pK<RB_qHb8p!n&)wfo|55{QElb
z6O}H>c8J{`AtmPPq@<*?g;lt!mJKkE?Piks%}u4j!NCs<C;O{1?{u9>H8II~E%AoW
zzUI~l&Xo-7x=`r4uNQwQ!d%AW_Yp6}wKKMJbo>w)c&*}iF@B{fh~NW>=-HmCR)wQ^
zE@fJ<$-%+F{OYQFV*qYu?b*6b(X-Z2(c*>uVg1eNo0`F<Np7#yv$dp#UT2JreEW7k
zgqS7G8#zZczp^q~Q<I+`uIIV`m`nuD?dI+tvMOjf!fvOFOC|bn=$g02o7%<+ma4?;
z-K|F4fnj}bh0}xefr>lgoUqGL*V<0LKn9!~ZYu5X?-zNVI?wo6juyPcf$@vy<m8x$
zO{Ry5%7qE<T+@t1ZCiq0oE;t>aivSYN%KD6O`dgn{FsPB&@r$Exg!rhT`yhng;J)x
z)At%Rg0i!-_s!y3I_KonoIH;cap%>H)Av3bq>Il}Bd@(UcNesu542r-ecY*keqZbY
z$<>`G^v=5W%=!8A=Ql#9aK(_~svjSw9v!(B@SdL^)(-5g3?Qa5GcyO~!o*m6))O3h
z%=N_#>L3M9BOFwG*0AcmZ}NLH0aVW?VAS}w5MS$90f&!e`JAN_&hfV5N$wj0CmWTU
z%-<Fo!lm^rNkgN~_jA41^Fnzl&reoYqBZnV%gXpGz-04SB=gLytyw<i-9A6v9MCjP
zq|Zrh$kDCzPe0rnP#UPcINQWQTx@z@r0?w57f9b$N@6BP+lVlQz8!Wd>8*LBswzQA
zN%?`^Lu_`L<wBV=bn;3cNgo<k-GivMds<prPz8Rn27J<<#Mw4#p*L%EWQ{73%^@V1
z(7;lRYu8c=dqv~Dz*r6}y7O>z2exS{E91Gjx%Dr+(^nJ_5YW{l*hs2bh|y-Gqx09%
z(UIhvaNn#RHnzrJf^SQRaB@B>T6%%WngSM3u}y2ax!Cy;t+9zoiOV}XlH5CG<>mb{
zRGxHuGtbDdULDjHmy`rsn^@m1^+WXZ#}^b799SKdL2)TRydmc+DQ)I=2~ETceIzX<
z6|_sqZ<}H(=r+}|<-XA|Z*4A0Yyk&5p>%0=+w0iyydFxG@J*^saNKEFm)mvAz)sZT
zET?>tEWC7>sJOUzR@hZ&gEx`SMlZnO5jU@BSkAH~!9=m$*~$Lwe(97K!kF&eMTr%n
z#5$}|WrN3J$T2XE6d@?|D$&l?7H`S4YqHwC8J9uS)LC*QhaW!qIJlY08+i|tm>F-_
zm*Ugi+^UG+;9$jaldOBLuKeYdl><fQ1B~?aQX~HKY4xy~WOl<Bd0`_XBdRpd<q)I9
zqm(cF{F+??XAT_qDOP^CcTc&WpF6k+t~NOjj@GO9TsTgtzQkm!QXYA^eRkES<|$(4
z8l)?5C+~1~*FwKFH0TD;Opc(}+kA)S35SGtjkr7uxAKhIZ{R<ehdwkm&af3eSR19a
zo}8#hcq6x4X<oEUSb=3Pqzhlk$h6c@Ru+%Et#AW3&V8d?Mp&&Ju`#4=L)7|X{LSfF
zVQ;W-wfEVozM6{4y<V{k;R)MD?DcZ^#i92F!%$&id$`a?ws5p_W{YjGqJyFQLLOK`
z50J`<V&0;cYa#7xD6RaOY@Xlr{5%~@lAi4iqB$@96Tg;frXo=f+vZ(C!MGCZ2{}v>
z)(=%xRX75#v(TtQC<up&%gbYVZ6=vvgwA854<6@)eZ&6Zh;L8#`mht@5Xo+$?K<~{
z&mXmQsj(-B!vp(hre`>@^0Aw?GYt`RT&==_R^Q#(N9=e$(m7sr+NtV|on#hQP*4!f
zuua!{4vL}Hrlz7zzjdTzzw9~dRv4Z0IVF7gmfiZK$F4#uzR*Jg2F0~J5q;HjR=fG&
z{dtS#ifo<o0#EXqP|Ns2lkPN9E|WlEzVmk!>JE*eL>F(L36-yWjBg5KaQ@K}N`bJ>
zy}pLrc6ps1yym)(J`@B^czu)O{)gDDFk(?&gu7|ap2*{yf{ve#3>!|DJ<d?rNl_t!
zb7zNBOL)<S>tn^Q($Z)ooSjQ%KnUl&iiSoCHdmATOH9_XI(CmETM183&(n&bA@#<n
zJE~ZAc6RHl(xEW(G7xr@+{dLth=b;s=;-N#4qYakGy>LhYR}>MNu?TP`$O8;hK7c(
zW@l${5PINEbSf$;2`j5?*IKVL`1a^6iB~tt$jHV@-S-DInos8E=MS95C*Qw+Pr2HH
zNZNquyDbpey&n9k5po#MXG6SsIlefEY|X;OsQt!Q*jx`21^1&oMZv4+xVX5D{pm77
zS>E&EGFUh`IIps@n77Xlr@To{s}3jKl}4fZY-p3i3Vaie9lXI_EtZH9g|*#ATruHh
zXE1~oW|o$g`WMLEUKf6sSG}!A3Eu_=nt7|jHY{fyt#rz4Q}cRvc6JV&UcP*ZE+f;5
zQ}T^yvud~J&ai&}D@2<&CI$vaSEA5xp5-W~go(-GozwRs?j`l3qoZ$QVuos1`S^yX
z7Z!~9562yp`pr)ERw#<Rr+uMKJgQ^K$;oVEJ*Pa2K@3TF$(wS18zaRQ!*|A<OLWgq
zKPtovnzh0~!nqL6ST{}fEJ-adFK-kr6Vdh57u1(naIZUz*;wvAR5R>Lx%VoT%QQ(H
z3W1|m`1o4SY_Ok4_l6UNV%a)|RXRtrCV%_(2tRxdNlv+?tfRvm6A^I(KSNeQ!HSBf
ztDpLOp?4MDp(J)jcfQc}o+B~cZ9Jo+Uph2m%OZoK%2tTqzAjw)8UL(Fg5O6+8!9oc
z1m>4F?ipp@q=e1R&C$}Nv{)?$V%l_0#F@T0thZW{jo21F8r%Lfq!7;=wEl!Dw92mN
zGnYtEo1J5GnNV^rhYQcH(|Q(5W4}PC&mG%ITAAJ`i{}_+@v*AtujK=5x!=$xns&I)
z?XJKk)QgTm4p{!2nRLVZGD<9i-A^1|FW|6Pv;-*_68`j(c52+|3m!4??X=<X;*Rj;
z9x_sk-r?}W#_&fb6BSNr>oBWTm_X50m=qT!b;FeBM%?-jp?W{VGR$$p5tH{|ktIib
z?2DcBP>SA!Ko+myQ1`KP#;_0w@F2yj=Og5sx}z&C2+I(!C~{gU-5&}wzb0w!XJlq3
zys+266=Q~ClhN7tQF?6M8>{ucFc0g+y}xn3BK#<vO0LCrl5q1hyL3`8g8~WRunxH5
z5>1vad?d8=IhG)!1h&M<xrSBf(BY<*i0DQ*TRUiMiSoN-?=D5_@ETJkbhfw|B?OpV
zcXDz{t5j;|nn$_k0UJu}P31~hHOCSvTElXB$7P1&%Dr*4JtyUoeWiAB!_ZmX{e_*^
z$1BNfF4en%8{^|TGgo&+1qOX9Es4nIH;#Hr+ObGECHV!x0<A8%*Nne5?p*UKk>asK
zU%7}}e8q{PtrJAmur;=Fp!{yKDk*=qPw`p@>00+;RBmD%53Mhf8j80}+*9~S8pXlL
zFS0}+u3kVFDXw8Xl91dOUXr6sskfBmo@0CeNJC6UZqjXuB3!%F<Jf+idKptrh`*z;
zTwb^SSh~fLq<Xmng`Gs_QOgqoYd#_G7Mu`{HG@QqNvI5-z*5%Tkr`en%xPAo0Oq-%
zBN(c)(-=cFX&OBH2}1^DvvN~3yt2JtyvJrfp@S<GYtf+fevqvTnozz+j}F<Z-PsX4
zj$+YtVqUYHgPSt`L=_G-{9i_o3t_Q~*Z6RYW~ta=pGCl?Z?3K{qo_6~(68(f6NW5f
z+CotH-Dnr@!Gy1eQ+*PimRR{Qn^V)1&QSS+mIM|)_mWm;jc|wBcLOHAVe)M01%=F9
z+jXIo7DihC<9h><&U=Io(ga5yZvIR%ef%^{wnh#h$kLE~8$>N;u$uAQs_Au{tfFu+
zwl6(fN%NVY2uQD6({ae=L8A=p(<LPgeOQpqXiM&<d|f7j#Z7laU@p8EmNEB<9&uYH
zp~wGGXBc$G*8k+;me;WiS~7!7%P6`V^+QvHnsmDZU3{*mjWT+Q?S~2e*_MgHnAd9Y
z*JYL}3ZV26=2)xsv~ahXvG+QN@bs)T!nhrZ#T@(4Jo{(}qzkRW2ZbLa%w+x(b(s2m
zfS63KD@B;&e1N;@Yk4h30rl&!d-Jk4Wy~x5WWI8OLeN_%Yg1SVDwGKepAqJx?-<e*
zf}<`8I}cWmYLDQTZ?}-Y+-=4cX!e~Mf8eZ@?6K3%N@do9t7<K;fvYhIeaC0Gl*3ge
zvKe6L$^X0|!&Q+)VP%6q%WmmYr$uhHvz()hZ{?hThO(~=ii38P#TW_5vW>a}9$1tD
zJ>id89U51At}f}?=V&h7SsSVE?C20Qb{7?0?NP)P^3Lj&BGILz8E=^w7ZyzH?6ciV
zkbxeeJBRYyL=<y<WWZNonWiE|dU7bPPoLgj`X-DNS^nZ9=umN5zcL-Z?4dL(hXQ$z
zDG5Pgf8lUgc24f%K4I5NL8J7R${NNq(_|ZZeMcgUDs&t>^I>lj#^M_Dj$aI|GBRc1
zQ$&QsAQ4h|dX%KB?5^08qs5+}ZQVhXIeUDV$n+!faU4-fF*8@6D>9=M@Z|&y>$@%r
zc9KC3og?N8zPB^|pw)T1sgl)4^-ZWeJG;BhShsY(Ncnb_Zn=kM-KM9<fW80)j^mbT
znF$qcjmlU<C<Is9pfxtpW`lEXwI0=>EbG;y0>4gsItB(z&rwoCXkfbCntuUT_o-=X
zVER`b^j8-jb)e_MtIaB;J*4w(1Qs2qOE;Lu_dCaS_7~O#hwD|RBbe6e^87kfIBH&5
zGAsu6ISxzDSsO@|<|M4<Op`feiEX~yeM~gsC9v+BC`aj2SJFBBeihGNl=|YPO2wVy
zF~<FM*J*Si8{}MIA{ndxH*J2g(8@xA9~~9jJaY%OZnQNYhhjEc`Zbbb-gM?|)v@#h
z8O1MfU!C*4pT*{a;vm2fYHy#!gn+tK7dn5et8ln_;7FeVS>~xG<HGW}%9ue}<|t_j
z-~<*bIu>5YBlH)YdR_5+y?A6~&u#7PIVB|}Z?aadajFPP&w!M{`S3k^{q*Xpg{^}F
zS5s>%d6L)33QorT3Z`Qf4GjjlcUP}o4cwsub=D1IGr@PhhS#rO$8wqSEWO3VBv<5z
zXf%F4317`t?U45XS%^Xu@faiG$B*YK_OB3K-a@JmZe~QGvpG9EqubcnsMIVRAZ+;7
zM)K1Uy>_Q%me*Gs=q1XsdL(c~=;Q(!Z6DyVax{7`osqv&`uyd~4SHpC92jHA+pFm4
z!JNWuHAhdOp2zU&tp?2d?vtUNC$^)no0^&qtZ=AAndM?^wO`A>iHeRUUF=O}J6K;?
zF@MkT?A1t2?`Rn;=&2AnpEWmf-Nu{i==eBj-KJ~?UE;xm2LZdh#aItrtkk9pZh7di
zUNjyIsMZ`WlG{y0eG>>)5CQo#Em6lLu(JTfB>+cp4zlx1dnr?~lM5>=D-Fkr%wJ_|
zmmVyiW{ljvu<+=nbYJ5z?DVMd7?%jZ3EFI=a2Yoo;$+v2X8+;wM$yH_!0T*ZL*oAZ
z7kRn$eo%7J^P@S{oS6!zRV)o1yO+0wg>@`jFYMhY<{n8`A185w(w7@~iAVD(A$wPa
z&h<AZqyg8VRj1nxBb_&6A(`B`GoIMpuMnzrz-|8tZTzfDw-;uocHM84G&IQp#U_-K
zNw*#H9(5j&BtF>r&j*>p58HL?t9>i&%iSXe$f6=dv>K1o6IJXDdb!^u=}qt9ZtMi?
zLc6eOd>{}5)U7=OVTf<KO9JiiW8df6ehyY{GyMYzejR8TZvI?Lcb$2*pb!I5_G?!m
z5K9Q9Z5^sD{|%$(R-zVu^4(hoHz*|=xPll_CCW}oAO@OvDBxodNFQn2uO}dxT)yIn
zZVyrF;p>o6a;spmxGQ=|a6vo`*>8UO@<lGnWA-x|3kpn}W(K+MOeuf)9z?#uL422)
zGX{b~9Uh3hbN|p;RNjD0`0-eo-5hnYoVd-t&(M!6)v2Yg)zsC4>!N0ppIqVh5hgq_
zDrFP$wuKD(HjedaiKOrq#So3~?!}M_VSdao#Jkq#zr1Y5h+Ca;wFJA`82x|+7jOo*
zLBNo3TV|opvsz~1%Cm9%EBU0bJe*4v6)^ee3gXoyC+cYo6c9TEaq;n~!h10{ezrYQ
zDqM$hHSTR>B<ezHX;fWFYH3$p%>v3VE-Q~~%Y#-h0F(9P=tx;g3hnv8XGv960)Xm2
zJMmATRu7_TeZ|}Ztv~wwLjT1z>OOzK2mP}{+^Hoc#2pegcYLiRY+`*qJ5gccDHusf
zNy?OPc??T(cqi7HHYH%o6mGH`K>pR?gLMS-f9xE%SMFPaf@J?_`sXYpqCoM??yIX4
z|D(B|Zwfa4fYpKewm(a=kWpATVQp>AZ1Brtk@K}ngdQ3i%KiL1V@L`9USc?{%zbGh
z-^o5Lbpu2nx$G=t===9Tw!H%5PWXN~U{m7wY$$bY>(PiU$l0mP&CTDcO8uHS^p7*L
z>MdQdT+QFKH_GO4DgbTMUSFT8p(2rj4XC)cf4%!G)+=V$H)}6MDL{oz%%b(dNmU%z
z&c!7_oe8X!;w&&Td~fNljA#S0W+hyPGPOINF9cbe)YsQXP5iQ>Lk_b9&r!<5L)c#h
ze;GU57!52EUmS|Mm>A;z^-9<6r)1n_%3)%q0Pt_e_N+}-#|sM!n*o&TxZHQ^%h#{8
zY;0^lrfS93r)u>r2?z)zva_?J5))Y_cYPuOF%y)>?;V54ciGh2E^TX*?Wa$SjlDA&
zc9Y`;Cnu+W<I0a8asb+;H#JFa^HJ_Ktnx>+)6vl>D=LPzSvfj86St0*J7gYdo0)xj
z|296X6I8MOAY6YcDpKRG2h9^9$gt4C3p8S4VuJ9!Pb1D-)Adg)0lqCLEzR7XYYo{o
zVL`oeg^{2CNrDgo2?@hk$EnF}#ROURgSFI;A8+R?S?_|dg;)y6%FfQHsuJGz8ZWbR
zoUTLplAFr_@T-b2w}5~qGF!jaYxbtKwe_sXs^`&`;kKJ7+vGdWiMNj&)$WMY9j7Mj
zHo|w=ylajf;t8vdk($p;j<#lI9f*jC?rRT4^+sc0ViF{4>;xQX%`YxK($pjcTOo*d
zeI#E3$pYxDs_N?IFl?#KhKBo0ckbX1zw31x&e3gPePZM7?R`lgj>N3{9=5}GQ$Au4
z+zzyu93N*cne)60$A$4LCun$i)wuQ|K*6B$>>2Ix$w~0;GlkfZkteAvrLi*>J;N`C
z?X)$YJ&RvB$V2a1?oWRyVq3$q+TFS^$F8EH(!l!KidRG=@ynMlP5ZMB8hfFEfp{hD
z-Wq$0n`nrvkdTlg=GC+jW^XaV>Hr)Hrk+Tv{K82~KTEFQNsl++?dG(RtTYz`gOn#D
zUWD-rtKGwyh1~^{<DpSeQO@zk*o4(?wOOPW{6^K9n9U}~ly$>1fEQlpMNEji$VDkd
zJq)awpgj_5IIQCWkGn{bMv*j|!)spXjPT?Q%KGG`rE44bAE#*HvoegmO!7}n4cO}C
zW}u6JO_MJ)?cLbfM5Y+Z_)|4pXJ$&ik$Vcr<Q0JJH&w2_Wup`0KMFx%#uZyTp27N#
z0{;pvQYTpkk?=!7!6PJl!3X`P1Nh>^Qrk5|dfsPFCx9kd0ldf!N*4`V#}_0i6i9g@
zaU0TKA;@n~zz25aaRo2whTd!+m&=qbNqxghOsT+qKrRqY+#Am}#d4v#GvQeWUoo$_
z?K4?|{wq*rSrf7!x;vbsuywsa!)#h@rSjIPT0-JKlzMi`=mv+tJO6x?70Usjs32I)
z#*_S~&E{ekfVK}r`x%5rrm68_BUtXqxN=kdaQO_~do@(>Gf-cK(x*<kb>dVh<W%s^
z>%Xph86c<ic|iNu{`!(~@D0>u7V=*SKpcnK9>U}MwTGN!3%yU97=$ft6N9NAJ}_}=
zmgf&0P*X~Ye}{S9y8pyOpk4I&=jE~gE4`$kQ}6vZ4gE?LF)`@>Ycw_-$us;{P;cw*
ze!0`9E%)D^>_9FfGuS!*h|J;y2?+@)f6Yt=O#BbgpqD+odquS##e6jXS-_A&A5kB<
z*3VHv9S|pBzkK_r=E8l8j_&F|Qb7vF<mBYPIs~|re|G4y6>-zcRLE}BhWD>wAS5Qf
z|Bo!oo%-R!zb^+UtiN53oe1{v1?puNiF`j#`xLE>70a*QUcUZ2M4P8z-ZZ;!VR83g
zqw(U!i@%M=W#^_hH*x<l_<jDgGNI!C=-lP){M4TmZgQL9{j2GYj*fpdt*oYY^`A{&
z6%rEq+gQB6jsqqFG+q~6r)Ddzb%TJQ*!o3|&#(OW9vv`Px4HTF{#62?49=&PUS_eM
z^+o;P@~;kEe2!M}k0ONkZa1If%uABsV~pzRYV)1>_PtKF+D}7z24uHx-FmC|C$&cK
z`|$AaaNEzzYL!@OhEYg6L%dH`7{W0*t;V=##5X1?hi9$OK01Kp)|N^0XTjLg-F>#$
z75jAMj{G~;^{w+*)1*{DA`Jk>Q7K&}tVA61XVqs({?!3;DhH<J@#Dvdyh^F5srQ&$
z8nb;XuweXn5q~LV{2XznL)dC$K|Xg}FCKQT?2e$9H`|_V&di#scIR_*b?pPizGUfr
zU0n*GiKtwhpP7UIr}6LK-<&ZrF*OZ2yws*HQ|z-HQ@13^j8g$l&IlL`#>mB`T1Cb2
z^s2Fu(Y1hq!NKTP*yKZc4L%N(ZWACSHlO<YU+rjbPX$$o{a;foh(Yk+IZlaJSg9{w
zTw!8ip_h@7Aro@W8W}QR4;+{MTaFdVS+usXQJQNFBUzdNIvolM3Ly+OKACaje@(K@
zQ|MSX#eqT+_3j<RWEeSL=%w}s#JKsnIf?%M{-}fm=JTOkeX;z+Z(c*ETQiNbyB>N~
zxt^y7LABdU?=LA{woK@Uj0}wGiHV6jqM~|55BlSKlX*;D;Zm`RYN)8(Dl%3$)`<lX
zY1?g*q;Z&rk5A*F17Moz#x8Zn0~l=&n*v}!hb!~)-pa|zHSI4rOcYzZ%flRs_x6AZ
z*h^Y=9@L#0RSRS~HTYx9#_h@qPKF+4FL(2)i{>Jc9@|N!3UYF3EiKYJ`};&ot#O?B
z`T6&?t+^V96LQgV=Sm7%T6jB$mHXpq=PYp(tn1;scE|h=)zqT$FrURMC@GPMeHkAg
zZz{hFmywjbhM2Ft3*S9_VKvm;Eaeg7q+%IUOBFl`kQUKWd&!8VP076yQYo97mgeT>
zrz)1}{X*>Q%FLEx!QDIii>m{pCYm<ZGT=Tcy9>~RC#&>_UVFm|CbM2XE%d;hUbUTV
z3UZEL2N_gwThume86onbmevDTcmO;iJgolnN-|3DWM-vI-XzkqL8M`L-d$1&d2K;6
z1986(S%(DZ)*Q$?B4g(RN@5uZn_68*6s2U*Y7KnxnzzX5X*TpcVPxJ?0GBd!Ih(Ri
zOE-mYFD4w6mD`PN5ne&u_;mndCRkUl^PcQ<vMH@1Ibey?Kl7M)*pmrH1Jxry@0y(>
zk7uXk*{ao67kwz}CgR0^qZo9sVaK68<>+!XC`%;U7WB2xW*S~{+e}vBOw=IHGv4Xl
z&<#%LZNv;v@ZC?-(T7wUqyB<9>Pry&Sz3k^CVCxW<|ov8Kp&i&6=A@;+e5tzG^ik>
znaa%?ZMuWIot}pinWF+eT#fAof4%fPB*|sc?djfg7od`-HJ)OV^M2}MGO%`yqF2WK
z9f|4i#Zz$0bWnUIIsb;2qO>0WHKqSW)E6fxlN0&p$6W<!K<EF4(HM7CulyxL|AuI5
zSebV#G6}xFcO-T64{;F^)Y2uDGyerPw56FIZ^;8-8fUvTeeZ8!_!9V0hu{21Z6K~8
z^p9NK2R7lqzPL73OZAU5d6_OC|3OR-A7cG0T>#4FU+Ln1MT{UXyuYqUKt@j9K02xy
z@3)HgYlMwI+yKc#QvlTW|H|Th{&8_+|LUqM9R9DgYdBr!`?nN(Sr*C4$-VeTiE(*L
z|H<fhL_}!+%xo=NYliSXZN*<TiBBebpMO`^!+&()zZAg77maGRampGRG5|S@!E^$|
zZOmBiURGSR(I6$Z$-&_j|HCbP`NH&%_Iz)roRa)y+TNlD!o(HKo<FByU|_Jq$&vVl
z9b>}f05PIDT4);fuZA!0?7tNc4b7E*Ol1m2PfyRk#z%aeb@@LX{u@V-)q^r#WKPf>
z#}m@f*x26F6ACOFPA$EbBYD0puSq3XSy{Plr^U7MpT1-Q*^~>2ihs?f4`6j**2o0x
z=~%Q&vRY@B!Pbug(w8)#uN;BzV!*0&Lb?{Y6Vi;h{*XaPh<xYswO>_k9XG7K<2^7u
zJb`!YEOdVMzBmWEBwNtoW!eJG^#OhSK9@;Xo`L*5eMUC60H43$;3kwc7DS0v`pQ72
z%ahhnDw!*l=|3|xQK@f*txL54$4xB9X-WDsud=r=iZwH{GCpj~!;c1R8ikat>Kvt$
z5G`#?Fn!pLKOl=sORBQ6vH?!Wq{IsF$GXI#Q(%O_qE~ekwO{G7c^hby;YzNckl1zu
z7#ZJiyw<yR<o4~`ue7wa5tS6uZ^)!tLn+b$wYWWc&kw!-Qud#sp``^--<Ok%tN9e4
zR$5tF`juJy*ROX$=y?r_rsgUBrSM?@^>wP0WMxwl5@6e_F#!|1cFr5)cg~5)$m9S!
zGFvA1y)Y%kM^0Y8y}v&k$enjfj58S-83U0><T5~iPZ0p}hO7e@LEGeHQcD;WTTf+1
z#>*@J15RfAva$PJzUn_H`TutUx67gsat=JqI-F??XkI$5a@7Y;90KpTUJgx7%~^d#
zTv>T}0(fObxk{otqi2z5tn(tzBNeOFJHy|52YpXY#|E%z&&&?WpEZ?p0!4X#V}tde
zd8-%zf{cO!P7W!G(g)^Lh{)1XzKo9_OICHCJdvfRr=LC9Dc=Bf@(9}MIxsECgu?I<
z1tMFbnl?S=iNF+5w%Fa>{ZweOG>va5cgHPXfvbuolZTs^HzGGTH;-W`D(KA{qA~k;
z(wapN7FUYWXdd2@(Ym_2gI!V)cu^iyvDBdYxXc4~8}P&<FY~+Y<It2Ky;Jm}F2;*!
zInb7p&#$k~>oA||<#q2!#ENxRF!FXz;Yw|$N(2P&8fmX(@gb-YuhU!r*+N7@5+aqa
zDP<$drgsUMvp;>p`@g`<Vy(kyf5*)3^`~n;DC?)}N~oGm+_Y<Cc08ZtYo5apSX17|
zHD8C_uZp1(Rx7!LO+VY(whP<hIi~C<5WAl*G0}t8rT@yN_AJJvH)&#>m-##Lc-I`{
z*!5LFn=^!ywDE=H!0K{nd^~O)->%cgGH^R;X~#8Hy_5AN(_M5_UWiK$F<dSn(C6mo
z*VbO2^k|1^#Z`r;IH|~*0V)JHTEweZ$nt8)*^}1aNADZcx&+dspVbUm4dTNfJ8W?J
z`x$kcnt3@1Vz1H(mU;7Z4@{!_6R9>+ksWY*7v~hx#``O?{>pKJjDb3du(8sw7M7_J
z$I*L>E!-yy1}GxO64$Ln)E~0xa77?Rlmp2?jPuH`P^qgn1~8z=dZGen6?lyJ@+qH`
z&RJjAU+efNU}H_vGgW7xbTUI_I&jxP8iS#4<oMZm0)^SbA}W@P)hF<sV8i(}Go@7=
zl5braeEkP=^dA@=4w8#oSU@lNF*+RTLtlp+-w2z!V=1Io`{s1cq}%Rdv5j{tg-c*n
zc>pC`c0RBQ@OFF6B>H`*xWXwv%L_N0>eTX#Xi9A-AIcNB7*9#jHz^4Tv%v{d70b6v
zq+*@AHGGO2GG8}l*F`?16!<PyS4Q68>U4DY4FAgKGgNW~;CIvqFmXkX`KxMr@6j-c
z1Bb)J&dXeF64p9xpDuvsjA>p8$j$|WOAR*4C*MA*=||Geo>IVa`nnY=0kIChtmMA1
zF8p169j%|hQ+`j`JX@O0BmVFmrXRAnd+IijY%4Ut@S;cjDSjMzI-%auq;8n=bBJnz
zy>lw7^n-ID7j9iq&hdHAav`B_Ux(j(tgXtA##z$npAvoefo=1>huk3t$T!qn>Le&v
zPkcIk_Wb?IiHf%3OAHSVACiwSEGgADHiu6p@r5GC6B&;s(L|8@=L6@<eUTu_BFHYI
z?88fX;c7<c;0j}|)rVT|DA|35?5F;ls3bU?i0yRb#L7N-OGJ7#MYdu`1|MJXp#Jy5
z%P-UX`7$fSLr_Z#doQf_;E|#xh16-~0O%|Y)O~koGhUe5hq(KB$ZL_(MRqIxZ|cHN
z!r-W8R$nhUQ+Di2&but)e8qL4G`&cm_`OczTC)$XzDwu#_0!c4H{*nE#g#$dSH@Y8
z#Xb1*y|=cv@nV^*{gN8pybJXZG$z~AZBs<)G|Wu;o~oF-M;+1~tl8<cN^de=as@ou
zbG^*TLtYp(;9^k%+(M1DGD$}pDYoaV6!<1~OJOtkbxK`ixAkf(1ri@&evxIn?BMFJ
z4%U5{Mj@@_>}aa0xo`=BhnHc#^6%Tbb?f{1^As5kinm^Bmo$eb>LqbvYrA!4^$U62
zN^CMt(C}e`*xLrr%B0TGM_WF4Jp$w5dQ32tQLsa`&@Tz=_vn{Ydjg^_cGycPqu~pB
zFota=qGu%+9$&`YCDs#0keht6jraIFPk0yT5)10@A@~3O{X5R)K=7B9YL=DtaDEaQ
zD-$5pM=oKq=2+v=h8tgQBTXL=1q{eQJ-TRHGcmiV`ss7C_);r$;CTC1T=7eaUWQy*
zyj-#In0qqxFuY4Q>?MnVM@2Pt4xdQ9Kjv5zm_V_%vfWvfT(Fkq>+86k*H^;Hz4|C)
z0JI+ayY<_IBqXIW7kZkAp+R`(=-Frelz_)N;iqhtooL8A0%4)^8V}OJ&MH6wN=F^{
zWl3l=MjlGoUq3E)8GLG!$t`#^XhpxrvyxIWnOr;0y{aNEO!r@2{Xc7DZGBy8FHGi~
zNwwhE?TJYRpKAHxixS4^up5#nnqWWutm%Etr$0lu4UtFNMeD8@>+MVorZVmd9W{G&
z*Iie(*tf@q(tWZ(M}9(x|8xY{f=F1jy&qQ9SbGqnxtD7#M8BoK-gY_Kw0}mMwi$b`
zHUEZvQ7Kqd6b8i_hPIzH+zGb^ol3Mx@`{Te1J(%L>@UI(^8F;ud9}UcRjE(H3-O;-
z>XIXNS8ToLM`?V0eYN=R@rhgfR)o|T=u0C?j2}l<Q}ib;Y1-`Ner24tSRJd#w!$7S
z`s*k-#aNj+q=7}Nn13&c*ADI6u3mh5vlqI<SXmTf`38tP786$|AlbiVBIW3=2r?C&
z*mC!{eVL2bGFOucNEl6^n)y5utBYX1A)dgKqZ}Pp3d|oJswbz{Gdp6YW98mQR~CH!
zQWInuR903ZEDc8Y67Kn$gXQr>Wq9Pi{#p-yE*trpu|tQ_8_YD6dz5MuedAt~CHJMI
zUV@4kyN~R*YBYFcJ%#b*lSLY%H{XxV=k9Kf2M5mUDs@EK1D{`>`dRq{GCn&#g*=4^
zh-v>}F~8Ie)OhCcs8-e3J;EAAjE;WT(RdR|r|-gWxvQrh?G#(%fW8~t04tkmt(_@7
zs!Gn@t|-%@RjMB_-d2y?_)MV{hEI!J&o*Kl3y3Tq+h||a`Xg>#r?R#PIoIW2O7NIS
zH1ACk;r)uNYCi*cHPqQSs{cH}z5vZq(?%Qh&vy*$u7CZ3kgv_#ZQ|w`9b(jacE3t@
zr2v11mk6!MxY`Q)FO%PV>|x5wQ+yNTIW~I9qd=$g^K;&8WHtlT4_PJ_268~#SiV!W
z6~<q_BW3>FJVVLF$SLrg1JGH#*}_5v1ShAe4qtsmh1|S`UT3db$^T`|Fn8G8L5tGY
zRPs&g;dVGmRs<L;xcjd6z=ME;U0v9WCB20-dbJhWpG&+kGqdjBkdqbOg*r?enc3Sp
zQpc9rnq5PKS121kM$J~Z(^nw?MpZn_7uBrk+_EdiK(RpH!rVd&!>+w{^|qwb5yA(h
zgbUZ!g<oiFAYnUvcAr6g5}Vm?vgAt9Zv|8O1JPr17kaw+&WX|4sX{3FqYugM0kwnQ
zzrV%mO2lJ<jkB}{->Dvf_dX!5wnF(!|77nrNPN@T;x^a6UDEx|y}K;5U+lJ+eyAq*
zNPZ$O|C6e7M;UFGQXZO+$r8xlF4%y=O%ksf!kC+u<T0MGoR)fvj;o`KdTncn?^YNg
z2>tu0(7wQ;wCC$N{ze|<l`JPN3(ME+odlh>T7kdo0dWsG>>+-QwVEE{yWZB=*xLs-
z7SKO)Pb>GF>~q#fmCCQTFfw@F>{-ZZznkNk8$*BKXadMWI!v4cXYRv!Y7z?yESkv4
zA)G&*OXPpWXpnsDyotfFD|6o;;2fLy<8&@;Y-~D$;m|M|8FwMMF6MLzw`e1)wvVMe
zsQ=x%^-L6X#+@-Lz|z?UsKrYuO~_?Kc>MtIq8R{IM8?OHOG!!fgPP}(+Ph65R1BG@
z^Q<>uFA6(P9B7`#Mbp>Uj|c*oDvl#7yARA1|4m8W>TJ?q0}g1L9G&tAK-q|2n*T-I
z5Bl1|Y0UwyRD1GdWZ@v$>*S8eP8;phQ$UmT0}AKv!8Wj{BR<S!5~mS9)E`M!y%(_i
zRq{<$r;M~?C56zB0vvSBV!n6J$>Q4M-m2JGp#66QFSQ)DS|sNLC=j{5&ppTl9T{2l
zYZAsMCcvqV$yNJP;Dq=FZ1GayFhO-7nVw_66t~O9IF~eb<=m57G(Mh&3+>BOUH-~D
zb}m1hE9d8pBHpy4UiqZ&BlMV$dmv1m_ok$DbvDuOTU&te^71}<`jkciaA=;1fUI_{
z1x|2QF)rf{!fn##86htu{~7S!JGRrmd;cBX5hY$x_Zg;Va+G_^hQ4NgVIe`ePZvq$
z7|alCh&nPmy1Qv*W$yve!btbw*#y6rH&7i}#TvuK&c{bhlUa6pfoi`JDzw3GMZ(UI
zPsUK7u6`a{lnl0K^uEIU`k3e5b;oWt=<eq)sj)O?<7SU6>&%UTo?9EmsV8zfLhods
zalMB*{n^XM-0UMESty$OCDOm*;ge`ov+Lk2NXq4zjZ5u}!(e_S|C!^I=V5=OlIVjl
zk%K4ik~M#WVy~P7HA8B_1Z~BfK{qu(is<R-HB3jRZgOyNd><Q=8y&U6Pf|&j4tl1p
zp%EDn08EzLfd?BCch8AQNgn`(Br0~4m(idp5I-tB{1!}+a+(ty|G=*{0vtrMV5k8n
z1_nk{WTeEx!ovL88gpp6q=1BkMEk&iD(oF8r_nVcLPBM8^E(29g5N+ln@iU4plE2}
z$;ng{B5*a!PCsMUOW_z_cOgy@;CJFs7jbb28Wb9$BX^sXRk0}gusg3N;oa!>?{o+4
zR-(Z8e~Nrdb<sbR^x&4W5qr_M8c%4G0Ssuy!J(nnn}X9h@JUlZ@VJVZblsep9v&JB
z-ktSaN0cfd--xvu85c)u%p~*`6>+EXWugP0QV8!I`0jCGOBW!%o0piFnEXq!?j+wO
z047(_-qWZ55{}c)z%h#dBH(U;&p!chC?M6H*T?ABUhIpS`cPTPvSegTt*0?uaB8hZ
z?k`@O@y8%&;#s0%0)hYORPZD!6o+srLv3uyDl#HM(kOu-_ZSICdFpdwa`L-H3%pz&
z-N#y6g4TB}EG-K?Jft>(=^E30`cC2#8&Os&nf6V?O7;@XbDhVJqi-5DFXb##;N#!2
zR2^ko?ViFc(Ig=u+14BaK=<5>5$*toCNm(OnpTgZkD36DoNPBtSdTFN@g5Eq7GcN^
zYPeNQZfOJ;xKI{fDJ?yH#)OF`s+7$nn?;Klj;77f{d~<D=#~?|-K=C~_m0ylfV)fW
z!z71+s+;&oir!8O`LO9tY=nc$;kBW+o4%$MfYbK4D9CWXikJm<jHVJ~SKcf4s}`S@
zJuARN!;-JNe{TC>VA2tOFoo6)Ayjt^^(!H*Ex??v-@i6mh!~!798j1|Er9R;P!)CP
z5m@T`@E~&eC5fJy{^52j)xgyG0pG3LV(jo6DD#+Z>lUkKGKv%;7w_=bb=^`-=O2IX
zk23XUDEX*>tC+s*6Y6l`{K_T)X&V#n6mWfc2-i8XHh{}Y-_`dfUOErws+HA$lc<wH
zt-trp?Jxr85f<MArQ5XpadowihO)JXYeK7yyu{pg=D`lHy(T2&h71W==_y@UzKZ$0
ziaq}x<*fees~aN1JJAbCeZ3d2dy>~4QV>esnq*C*J{Xg*>Q}uC8gY3{(6=);*a7C}
z_1vn5(s;m^5?zAXxx=oTEOy7sfWs1&Q(i+^ntLteHhoLU-mDdAmk7FlzjKvHCNC4~
z+798x$ES3*xdt+)t0GpqP>nY$HG3f(Fv@pCGEnylxFrIMF<HCa055jGg!gx}(8ZZf
z5O9!WZMr<xv;!-%@c{hcI;sS}ek1?v;c|Lda23Y+yVFU5+82qnnaN%i!>yDlk`NWF
zis9mmGLO)ZbP-)nnk<=Q!=)sLCZmNhJC!0!Pckb-mb8Qdt>C=@UM8l>$)T&iavV_N
zVlU5}Fi&8gu)iXJmtW&%^Q7m^W4Yp*R;Bpee%CQy&Mhm{Mp630_4eze(4@ttC$T{o
zTPb%?ub6?_0wCJ}$}-!xAJ@ZmZ7i<*&KXW97D34YT%bA$95!D@-@t#<oxL|vGp^@!
z!70on=e(EzlWkI+D=vC2G$e-$*T(!)ayrwn-gNV+o;hrMsiuyQtk+|8RMY|Pn#=&L
zM=<<-JBPIKV0b@K7CpQVq2)95Q-BAucOHS=tzgtZ0blolGxy8-Ag^>af9B5qTcei2
z_It|>9(MM@!r6U(lS6+gcP1nuVTROgq%)iht6@b%<JHd}B0g!@{xHB>ERDL7N&=Pw
z^&8Z-mvMYnW0IVBB;R80zI?=Px>)&v;QRNdDgM`N$Y5iYFs>Z`9O$c8?gLxbs8R<?
z-4RSp7QT9WCFsBA^?ftSyxibGrV_~j`*x9KhZ<uE45f?pYeq#2ad!N(K@W#-smCE0
z{bH<J*(6b##x*0+6IOQi^63oK#pu5VRTEbC_^UcbW>^Ssu1@)*E)IT&#fKaj<h}Lg
z@>g9e0`F8E2_&kkWji@!#e9Fkq;k>QKN-qOMLN0Kd)I;b2g*=@1s$cp=UC$92R7Nh
z{~b7k5|}t^U00#&*3}7N4QeGyPjILwxV?_bb=vpfL4lR8uN)<{T)kuGu=`k=_YyV^
zu_D(pB_)P1*DbXwz0cbQc$eFS#!noa1Zi@#tlCnue5YfNLC?T2(3dK4d5|tY{}KC5
zjBz5J0qe)^hc>+y7o?3`Rm*nlZHEua<312CE7-97?hP^YZKYf7`H4lvT0y7ei)C<l
z@BxsI#TFJ9g9SW++ecpCV;k*kN$lcQygh{DMwxs`Mzpe*adn_&q8Qx>-J389A!+#2
zN0tz&<4Tps5?p5<)JpqvtAD*lOnFa3Lxbeg<?(U{^QE3d-ShkJd9BERBPfF9%~eq?
zpKH@A&o8>kNTpdrac-OI=w|04<=owcDoiX1tC0v56$0h;0s;7dw*2qurN7dqTM1j&
z26B1njG^;6I4ILj94MywjV}E|4AZKW1zt$Tj6j69=vy|u!{(svtu5+myZsT_f<oFc
zuc|0c`R8gPC6xO^*MAj3CUy|Fya2#yw_m}1KD{Am;$6a<&YK<01Ks(Y^ZDfo6yCSY
zI6zzBhmK8CjlZ!vB&wS<#^txHVw3%AOZdc!R~Q-@#XA(TW$JXV8gfn43LiCwHfr83
z08X=Sv<`|m=*LVP0dd;jzjkM8R2M^j*UWX+H=Q^uqNA{($}^H~6jnldG<v<F0<A2|
z6axY1k;#<=L~6W!i{GEN0RxFR!8GKc4(0pv19ag2tj!~ge0p~0TW__}Y4GdsOXKyz
zW{VyDR!ir{In0BhU;lX>;tdH<f2*ktin|f*e{dPWIIpNaE#2(7Ivn`@u7jc?cIk$4
zY91R;U*Y8QU*$CljsahpfKcCb<buILD*5|^1+~8IG%|aqg3Q>)#uH1|*x1+)8t4J=
zplc2eUsFXgzkOTQv?>0z$RN-y?$>G+z8rY|HFB2Z#qjMs<sC;3`D0mKhlzH^=?>jd
z*-Kh3MbH+a<o9S%audJq<Rh_GV$@wdeFu9&3w=^x99W6%lztUiS%^x(mXkUWYfLPb
zG`X)%@M{8XA?|o64|_i2?N0rO*2h^?eeB64byU$mKLROS<D#YY+ryGkVI%J!iatM9
z>>R%Oy>jyTmEXvJ+Wh9twL59tJa1SWvy^L9&F#7cjc;Qned~e&Uu(o<ESIPj^7NT~
zPP1u(@8l1Z>_Ig6f4Cwg)UYd*lr!n8)&@Cer3+8&DpAc?jp77a)LJA@gQ-XXIk<OL
zQ^M*jkMi4JdP$`u`Kt7vP+r?{dK&uatW~#G<=pe@nQ2#^VWaHk)<dQizkAFWd+NAm
z*{pqlULEj3bw!s>Ot`^%N8TI9z~XCa_37c*_96>i!u$7TLuaE*8lj=ofZ84dIO9%v
z%qnrf-+JlJk2f!Sk7$sm<ZaSOxSpJ5M)CZ@tSkxcs{6W_EfY!-tK&=`-ZnfVn9C2$
zL?53mq*wfX*j+TY@<5e3sKZ@ZB@efPgDGR$MoB|UhZ~fX)<b9Q>^JA*s~MONXi<L~
z*e*$rwR=fJvKi!0WKi#Y`4PXoH1AP3bk2nygz&cSsS^+0aUsZX_8PH?t*7qO7D*|t
z5V!fssv6+l^t7kGrWEjz#A`fR#z}#No4PH%nz}?lzzbP6dT9RD);w`lQ5r>T!aUa6
z;J31m{t*S52St*i6d_+@4>i1FfO^~Rg{7y|73grWM!?qB&1}>KC^{tGNP;_yLBj#p
zp&V7mWUnj=mHR?2>kJr7MvlUV-|tmDcl4JE4S)OAApC5Msa`L~u|Kb*o;rDh-J1~a
z?{|nIYOP2}K7UKkp&V!Qc>V(_r>87Cn!EN#1F(g({qd3Q*aXj-YNs|t?(txE_aUTz
zIrUIsb$Uan<B6JboQ>(qwUdzp^|$h`E-ajoDi5fZjX2jrT)tSF@t$`5b8KRTsl}0%
z0>xHZ+?vN;-Z?klkgabjn&M&=jo2jsYio&(HYFCP%L`+4zu%_ppM0^%{P?|lvs3dR
zglG-O7PwsKiE(K0)5Sdf{z-)xQOeS|%OWH+5~AjZ%Fy-B8uGVAdhiy{Mk5$^|HkgD
zwIT}*sbRn~edqG`acgn;i-{-MTmWPjEuUMtnY<;%NTo=ybNKt$<M7bN9o2fQ4Vq`(
z$Ku_F;iq5^C$FKOv#$8JK`$-pUD#kaY^`<TQQPpvQ3I~f#~(j)`i8N6@+!y*Cy*Wk
z+bYD~S2dP!l}$Qvn7gE}lmR*~Zi7JiWu^d|zP`-MYyO9k(#yx#j{LR3Mo%9<Vjbiy
z=>tkiT;J5xZ0qjcUeOVUB@t_t=iG-9{1Gb4PVUYy?7uG`k}^Soz7HcM{dMu79g)yB
zoE8QI7b4yJc^A@dZG<C)s&NSF=gKeCm*4PwEKdE~(%HRV&Ue1IZ74b=mZbZu!%7c#
zMC@jpxNaZYQ+xs(Ks-o$ZOzRu(Xq)S#m@F3Usn1qw4;tkK4ztfgH2RDFEWOD`y|aQ
z{E+k(5Wq8S9>Quv2l3q+YP--8U1U&yMXSgRe|@wt0GxDv0OaEo&>m~4jiu!Wa5DNW
z@G36@PiPu&%=G~ei~>GBJ~73$0<Ls5LWLM#+|pu!n}yQ;kztjQOsz0Zqd=zCeB(t0
z>s53;mrp)`syZ!V`!fi@(ei&J9o+TwwY22Es%NJa_6W*L;$$i&GQniz*{R$7Xgnr9
z<(Eg7WFA&qC|cNet}X|hxy|k?sGfXw9tWPS!BFF`SXc))n#;7YC8;*eR@3;1{#^J5
zzYnZi{^7$9K>jYxEi5f1*(|j}3@w<}oNfrk3A+_6U%|n^z$fq%+wJ1|{_Sb(GHj_e
zQHW7FPFQ?H&(fSH(7f#ijfa{LtI+y%7o*}a$R=u2MimMYe<r97g_)I=IFww-zGdqa
z$jz)`4#*=r03DL&s%pVW%GY}E6?*uO&zTh>iV_m2kJZ(kpFC_wEpmdsm9O=1261nF
z=|E$D1bFGcQ1+?|h>5-jw8W>XgI-RNkAGeAmgjfI0cTKOU%v;uJmG$RsBb8QViXhj
z@3B>Fy=bFd3#ONk>6>j1QPQk+KeXQ2+DhSg)&lCbfKNF&q2Mt1C*T|?^1krOR{++P
zW;ic?Z$yl`n#2kkk(zdb1hD1J779a*Hz%u~A})>VAG^9rHY$N6AE+bc%<tyY3DSpT
zQzQm1F3IXhsxf~=Y-A)YdfArFJK>3N&YQ1R+3i+PjrYix>TLP0UEElVzhzN}*jb)T
zNudVkywZVZFxU$G`T%puT_&b9s<1&-P|!)a3cS^J6QmGQr!Sg!Fa_tRCAFhji7DSU
zy2S$5+SBCmML#HRa4q&tcAw`K7I)ZkvxVILZdV7?!$&|vZS!q>Tyg*`M}TWDoJ!Q=
ziAPdz$YHU~l;}3!IV>`IaPgD<u$PurTwlB@Dmcz7^*@=`b2%DOUmfjMvAxQbvbJW8
zj*bqGjEppk{3d#iGP}O6@cHxSb-07#^9K)t%4$4vDxKGFl(fN5PftU1)L#8`t2^wu
z{&dmt@$rSMyZ+`IkRvlzhnw<gpJ$x+9+39CYlo^nl+PJavb4<Vi$Qd4@hn-?ua;$J
z<>z;kt%|_+%nWgXY4g5~sP&^q5l7m<Ocz)|j<AHo1%b;lJU%|2-$lx%r_lJPo6gkK
z6f=II{t5E`L_A37m01DnqRsGM{B-K}uijY2>@PZh`0$|!!EBMT+<j`?eFRMd?ts3Z
z<by3P+LSh7yvU_%9n+$I%jI3|*Amw-Wnh!XzG%a_c1?L5NbvZgwMpZ&uF3Ff8Sn|K
zNUNCMFdk#Ld)V~q*JaO-?pLX(4zEp#PSB1JE4qX!uk}TYkY;^K;|OWh=MP=(P7<l~
zJOk&}>8$O)YUGM8a3yTE>bHO+;w8DK$4kj85%R3~d^<U}uP^OaF>YbMW}}<BdKA)6
zaK6)`e#zL<YhY)VGniWE(Z^|Png75fUj}8ai2I;zh2nz4bO7#DRbA{IAg4Z%A5!sD
zz3b`LYD6}bd+0=#S_&7pZ~`teU?97Dw;4Bm@`#>y0<Eiu>_Sen)LQpc@F3z?Wa-!m
z4Hs$98(XS6t<Q>F&Atmn%AW+p9<lZ&`uU1@jqUjrkwo(Yv(DG=MJd$xDjR=nJGp!u
zO{Y0gyMg{ExnIShZlpITd)*18@}O?W1WvomYZAMk3`{1g+=^^x8V=TvH^+7D0Go)>
zx(U4Ugnr_#%7OGM=r1e<)E_Facnc<%*f)B(t7`LodlPvQbY=K?;{<ieQdj&q?@gm_
zUyn$+hCliFZ4*iYmnly5(QL@x(Og)FmtBw0lR^`P(>lDKVP$*Sn;R8p;LN$C7ur(q
zIQVIa22v03(*n$6J^0}@G;sCDQ<e@YbrdTZQ66b8bYSZ%Es@2G-(T(eiT9F{ZLr8S
zYz3~nlol<F-?Lf$?coDVHYfN6fG}D11z{1zf`z81FM*GzFPP}Apk?nwBcjxXq&+(!
z?-a1t+H{jzH=qEB%^H=C13Y@e)as=RFO^NQb=MRqcmZ6dOYlqDEp>Q?kZ-Wnquwj|
zZ9y}L#!1Pp!yzo>&Bz<ZHOl7KQkJs7CAy(>=)OAoBgPBGb1tDwob1M;0;u!$w%g0&
zFWqUXKByzmBST^Cu6QzSt(8+xD~a{&#CP6SAyvA<%u!GMgn2BW@8TfUe)5vYb))JQ
zB5f}B$2ZCT%-?1CN$V{@iiTwBKdJORT#6cq^E;+FDV=V(7gvHdc&ac5R4BrYIl1OR
z?4sv3y_gbz62+x->Ny{*GBa;xBXerc#8{jXoE1x=Bz=(sBf4jIOE0eEWk}MC$+>w0
zrP7483U7;DyXOl*FH%b%UrM!{|2dTAN!K^<5=bP>dfvv(e)pVVZ20NXqng#;6(#**
zuS{=3KGsWBR_jmzLkf1b&^YfL+Fl9eAM0KoX&K<E%nUXn<~S*ao*ZsA>mxo=#BqrR
zr=gA)TSvUtyZ-)FW(e&Bdw#Y@uXg;{$ImY&hfx0<qKNa|os($mod~+lL~iErW#7rl
zT3AaG2=bB>wcZI-GDALOyReQfWZ_A8q+eoLjxha9tk2)jLbp#LptVFfb*j$cO1%WT
zgQ4f$@i2*0(HtY}t){s;$4fD<BU1GUD8X28ZG0g7{`a_^*<ycPEvzduxZ-vJvFndK
zR0gK@#!=r5VH;{qOyI`W;;UaQU#;>@qdwjYz%<u)J~l6X`S)u#0ZxaEaQ49^fz{}>
z`U#`WX*NmQ;YrnETCZ03Nk372y%nmd&&nR=UdkwgX}X(}F4JDgjb8%@f%d(Yf=9>R
zbIloAj8Xp<cabBX@j625`o41pLP?R<gasz(D7$)FwqC4fQ}Z8nJvXfbgJeiOwNBC;
z`5Olm+=a*AzyL2I&w7a(+d2my3>-k#(|y1~^|=BQ=W0+SUNYv8AEsO%RMTDbm+u$e
zQQ+h$C2NYZA;HF^x1eS15tOD~rN4gdZ$))nEV<i<?9#gn>fZ+#gbHLaMaN@q!BE&p
zWVAe**$Xb?+~qNZG@rkrqm)=XC;ODskFCY;mOfdV-R2Qc(UW0Aep5eKn2Fs^(+T8x
zq^z9cMBqq-=Kr?=Wr5(LuTU-DyOiQ4V;mn9E>1oBilc1x4D-$AlFYDDp!)hq9X!n^
z!3*3MBmsxthqw+nrYOtutZF7o`6x0A;-nw>^|}~`T*K?d%b));V`O6^Gt>c;W6;ea
zmAZYIU^7#=c|h%-lK65X5ziLP7;=N1{DmxT<;@$B_}pSPOZmI_U=Jkr`qt|ibptwE
z222Dg+I)FZ?Elx=Sw>aWe(iqK3P>YL3j!9Qbc2*g8z>;DNJ&VClpv{;2uMpSEhQ}?
zisWXK(jc88n~*$n;p0Ev^L{$xIEG{JfyLT;#eL7XuHVe|R(+$L?)LUy3;vPXgQTIW
zg2;^YWTEsxyzG3FV2l`zDNR2*DdlX4R=otrNYYKBh_ddU2a+Y3&7b$Xe|*m4h4*$Y
zaH?i=<G(K-fvBw=g<9B&)PNc7s{O{1TROI0*@4+f)f;~L(8!c$Pk%E1J69<vt*0*x
zXefPZ5mC?$tokuU?lbEpHEa-a?7tS7Qr4xQTKAE2S|?}j8Vimbx<%!5nen)mM|wz&
z$XO@|(#-t0ZaXHT{rqY<0d#_pD>dw_e(9NObr9vmJ*uGpE+TNN7FArV6|}unDKZ#}
zLw`LurtVYN)css?4Agw=9qdypW?xW$eNRiqERo|xozc|(-S@yrOK+#as-A_~FCz8t
zCV6ztXirhjtAO(CMvXz;<rj4$3EkQIYk2!JTP_$g@gZWh`YUE<q0b(dnJ+_DKu@hK
z=Sp$IlYf89MU@h&OR4O3sM}A8%!VcNxrG-e3SU}iXunq8RsNQr(Hd)Q5x!R|1R|?M
z3dQm-J~(~SnoThi_I!sf-ze60(yd=lO^s=@Q`}`9DF2()r-tmUe`*l$ymm}br~;EH
zT+u~R&zM#9CApKXMr<Bmf8z^Fw7#xV*TD+5UH_(e-?gE(%-sC^-m2pm2j_dKr-DAG
zHyYmaxJN@w6hl=0uWCq+y+vGR|BEz|Nx!$C(rN9>?!v|jV+NyFvK4ZzA7vF%Im`{h
z$vjiIkbnXbhM>CY*-KqbX1P<-`#Nd(cf*u;nb?T^Y}@nFpj;$pN$X>MWc~#$ui73X
zAEgGJlKX7dV`yLFa38Fso_gyx6j(ivY+6u48?_0WT3$F?KIB#7?=_IpFO|ZlvDCmJ
zb>P-z)YU}v@%8xA@kjg;ryg{<5Y2-WXli-^e*#jw*@4q&UU>*w5qAmLFsGLD4Q{<i
z_c+vdc|Q96$vwwzCnZ%MaeaQF8)r8IcdH^vOG`^5{QRt=^NO85oE(3inQ*QoBgQ5f
z6Q2CxNnD>=6#ZZ4Ga}cbpIlkG7T)$eJNK(1TI1XAv^a;`o-fax(%0!%jr6i{gbFB<
z6my1%Zv{Y?4O-aN?CHLy6N3>I&+W1m7Om#}tWP^aF<(o7@h;(i+{9Oo-6I~pPMsrG
zHVcc3$nq4l#WAt%S-pkNy~n9D6(J_ZN-#k6vHYL9m@6(yZ5%D6d1v*o+VR-$529Mv
z4LI@#28HB~6+Q0*J3|FLABesCkL5Wx&m}dRWPdlxb?qS2F#Lx0@#|}MuUn-uqxJMt
z|1otZCX!AIqIctqwFHXmrF#X-(4H5!ZroJ4Sm5`plyCvkFamePi;Z&B4*ivBr4$vL
z%f8%xA-liNI9>!wTJT)^a$*<z$y=;4TryI`B|WF@)^@xX!@D}LH|~*;Se&>7QbW4A
zKTdQ3;R@Oc!oj(Ahnt3ioKHXOP2pX9nUhv<JoeL7UA$J@zh_H54whL>gZs6I4hm1>
zZpOoY<k*YTM*B!M-**~zRovPm`?=V&Y=$QrRaz#x4Xazzn0^m+^O3W#++F}5-K}_g
z0>_NEZ-WyP`MB~0=i2dP4R)5#!BWs2>!O-P85zg%`GzjuI{4G!8~%u8#XTl40qt1L
z(d*bct3jD~A(0^Zc)fXB7S0>S91ksuqx(MY$=E{B{KuSV%^gCa7dkpju(vSW1r76;
zzb-D$Z-!I7t$VA`yZH_OZ{(2Ihtx4%pR!p2|1%H~GLpnyHs>5tybnZy(1SD|xknX^
z#6Zg((HVl>baqN}nR!8dvuU}NCtIm*G+g$~Neq1)-5k85ddztkoO_k_9Nc${e8B%L
zj~JVw-HCaAnm?zg=x1q4Yjbld!dP>J4rWfDwh=v0G<+Pjvs~(B$lZSgTxMhYaN&Gx
zjIBh$^`Qs<HqXqX0Cm{vh~W7UMerQ@O(_6<>|I>4fv;6K)Cq43`h@VXOeh_17C4P>
z50SWc)_Lx-CeSWOni{c6Ubf0{-QVL4Y??DNI-T$9_U8^E20k!PUH`wT5X-X&^h(pt
zj&B6u8)g!Ua&msBjPKW=P{2R1myQ<}4Im{<+r7it1!{#eCs3$s0qi=b!4}09Pe(<C
zF_x@fwZV49aO=&DxQt~&3dhWJ|63FX+l_(O0JlWc1TRkW2aqv|$pcwwYI<5>e|IYz
z{)bwdn3&|0mA!gjQqr^w>VvN0`(Jaas&t<?17WN5uW{Yp&Mp;f9&28pK1fT5XHxI5
zW)yl9XXpI-=TEz0U@?{3RDi8c%dVuRCJ~B+O^>4`n$c*@$iRlLrU9g<uM!Xt+=8+W
z!U%9)x?7yzV3hj5l>(^3HbD2&<W@2RA>60nnSZJPZeyggCibxsu{h(N_6g+75(A^$
z5ITS{aB?5;5OW`W@opI!@&>#I$6kd7TSsM5UT+wa_-Bv4ghFm_B=^tUYnl2hzb879
z-#gqA`JWEDuZ?p$|8}d-dR~6QZSUalHZM;#`scXN`Q`gVKa98kr2S%7|0C^pZa~uh
z?xQaIBk~%Jz66JxT&i)b1)_JlXaAk}ze*XKv0E#D)V-J9+~0pEk;SUTE;^y?f5;5-
za_yy{JaTeV^X5(VzV*kiR@D*vT<GgFz0u6mR})GY=2kSQ<_)Q9Ev|dBJYESIg>u{{
zq3-VPp^d+O^&%HUbx=1GGRpXU_CK`u!iM+jcz^!Otsd=xH+0F+mP7yZ!2jZ;WBpGj
zoxEQD=WZ~kOB&J*v+p>A)F9}F<F+Gc4HCA3J><t$DECM;u~JYP7+ZJwvR(OQ%Li;c
zaP=A`CqKVlrIcJ_k2ZT%uz-4B{L9aDu`gc$`uLk0<dRql>){W@`)A&KRQyV~y|Y-@
zjgTLz5^U>qB>cfv(>r~6o3Jw!S6uW-i4v2{#yEqJxba8#4I3Ma%w28HuJGOU=I>p}
zqxEhQNrHT66YFS1zl{hM#pd3Vu^z_H=7dl=-5B56Tdd`0)EW=!1bBr!HZT^zqY+5u
zZ%sE?<WytV@smBSI16cex<q}s73qGG+)4Z)JdE^LAvtgyBC579bAPKa$VL4(0VxuL
zc4oB5ty)mnZ#pqvnBMwADNC@zJZXbRrg5<qQfc+>EH&yv(f33sz7t$T9y?<j=@tvA
ztnaKW-z1C<Dc5H@?mdPY?8nWbDjuUu(l)4h$lKQa&T94pRP1?A0B*7o`8#BRB!R0c
zSTwfqVn+|b@M%?oY^lV+Pi}4>g|IW9&@N9BuYq1S5(KJgI*oH#=l9zN6_3=#zzfOs
z<Ei!mIO+@<aoQq6`D<ZQ*GA(7tp<q#?2hRwpCv3;zN5bmSJT<ap5j^Bta?zIHeOfS
zDjB9*I!p6nJ<h{kdMw#L>#Pk;(I?5RVfL5;aH}_3NLQOQ5tEb=$B{5E<3Ccd?Ku8q
zre%U=epa1#&)$D@G*MmD)Ct>?sP#z}f2Nxr%lOZqxq^FaDo~{eHPoG;@_ks+niUCd
z?VXFVQ^=>fmrT7iEoEQnZ1N(C>Z4SzsD)9cOqMKl$4+0U;E?dqoz>;9Ds#yiTbhrZ
z*ek`pht_;t{GxQ6ORMuAmvpaeg{Y5=SG38ekIoy(Gz>D*V=g>N)O3h?9t8Lgs%E=u
zZ)x?*yA%GqxQ~P4q@J3-%F>o1Lt^&jC1~pR;}VtlV{NFqzrJyRf<Yeeie;!>Ti93w
zM?ofw-Fk~Rw<w;i2_Y1cU5!a!&(PCeO3RDV#rz8?fCL@BW)?X1^O9FuV*7?&ct#|x
zQKF&)T|4Xw0{gFClsYbJX(?&){<U`lJ_e1STu0uVU6D|NCn>_7+&ApalO)Nfsd}cu
z(fWd#r?F)1p;8qOqwL>U41~X^xFj6eWNcSHwfXmr`{zFOzd+LQwXO4x9qWtpBiuW7
z_&6YYkv)AX+PBMpa8S4BB_?>35$YC~17q@~6}eg#KUc|Um?4RO0RxMg)`5Mmzds1n
zkw*xx<s-^sVt&s@3hV4#n!U)S*uCSOq@+?n&%^fgp19rj9RabeXBz^C`$<^6>o|fH
zrBS5+`Z}+-!9wtX106fMbgUzZLhVlYi;S}K1lVt3mj><g?vkFIc$WSY64*?Yz`(B0
zAjw(~)%#3e+DH9QBl4I)LvJr_%i=9tc!A<YB~&j#Vut<RacRfir96n(tBPIalGlp5
zV;36yF(N^nUkM{Xnev^uFQbeZy!DWy*rOuxa*lIzb5D(rr?xjZ1(hw1^kA+JVXn{3
z;<;g48*ne=TRb{s=)4q5u_9-7f;2<9_(0%7OYD=8{Qfhg&Y-V`?knQgxga9qV}}wn
z2G5!RNU#vo;Ui_+4uav=2G{GeXwZG7CStmpo-IQAxWmubo6Cp-{oT69DR^^(sRpC^
zuAq*<MeoK@X(XpmMz`%&#-e?FO^k^lKngE48I01s>hZoszT&Z>a{gUyj%nw(m@uXW
z--cwG<yD@C91|Rv&ZK)u6p?^LxR0pxkCBl0{X$nO;d@kLUZt})eTwcE!qg=aUvIgP
zy)QcLn2{P{-?EUC^G^1XL{SF6Z!!;(CPG;SsYjiWDlpNH$PV2WMz_A+lT7^9RJ<C-
z_6P!CVJy<(q%eP~EjW)2QFV7X80(RhHPOnkFwg4wWGNP9sQfk5@?36d4Coq~>U&SL
z-?}%#8Z$+m&GKduy1WO;9aFO_mlQcl)=#&Ph=-3B^hl%qpo7sIMosOMTE-2R;U8-W
z27@`rSCk)0F0)!UIWc+89@p*i7x3BRaDZAM+E7cw?bV)bl51yrSZMAbV`EgjqNRnP
z=54u>y8~`ZWX||pUv|3v4-V4qo#=EoS)%y#Hy=RwQ<zU-IzHK<ccEKTHBwO4D+6NB
zPn4G=D~s+o-yA4zjPw3w*dg6kn3vtFTxnw50U|M81OBH^Yc&rDP)6cLG<=FUR#%;z
z1c3-(>0rl%TiY%NGSuaEo^+<KDoxj>Ket`6d}NV{A~$oNh^KV)dUC8(`!u|g<$|Py
ze%o7)Z_l10AkE+q7LJ96T!s_BBOX?W+@^y}z*HvnZX76hcD|Z<fa`#E<h_aTh=6E7
zL9j!H|C_akVr(L?#XvwUd06~`KRvoU<7BX`)hj2pTert9*+;pp+3)jPn>v=Vya>T^
zu()vDpmxN;Q#*I@B0LR4Gr=TlX}4Wc6gmq<udeP#szU=ZV}ppv+(|XBw}&H|X;>w-
zqD-?Jt(vmhk_9R}a~DOuRT&p}cDe%C6-=}sotNt-L|iBhG(UPh9ntq-d5IsN%2?rL
zs>Q42Ch9-+<Vl~Vn2RRs{$i_V^zHB0IuD-2C0D!q6ND4f7!5%ZqLEo%{90--M%mUz
zY}EK9JCCGOd0fLepQp9@&D~8}@&~SH`q;d|gxl&KB`xR9SKsRq97(x(Cgx6mW>m_3
zejWNL6dMr*%81k1EE?0>S`plDI41h+%a?6gJ=EFEy0_1yMw69Wg|mX+;kH~-Sm)fL
z_G=`>cS{uN?2P;L&YkkaJ?{?@LfI!n89y#%_M2P~QAt;P&oOr_%k~B&49vo{bumH@
z1<`0e+ntr<lFx0NAMKBF$%;trTWT&|i33u%O{41>Mm)S2^+m<fI>&y0nb97MOH`(N
z5!`gk4$KV~ha<*iJxKJ<aTMN=C$f>st?yIAMa4yekz}rccS}p{erVj&Unz8CY4y)v
zoaN%*A8>$`GZ+uI88e=J9_=3yaRf?vpy_x@()IDsx$#&p$qV+LKGPp-<@K?7E|6$S
zZpaajY<y#$*n50tn`Kopp&)_6T4+{7?NMQq3^BTwtk$%Ac@YYTl%5i~%~2_279(fh
zHq_#~=gR7+vFjghI=h>xRJk5*y)DLmv!=GLLP;QgCJ0>-i?h`b=yI@Aw8uaH9vfSd
zlobz)H6OWTfgG<FzYy@S>i2$9>BV%_HoCgK!uu8zZD)j1#;k_&p=NW@^g%SQzOa;T
z%|R#m`Q_e298|d=W~-03TK=+`v<uhHPQiJ{$5+pNLm}q_PqHuA%iV{(?7kQw8XmvO
zSEcN=x4NCb5wCEdhoVHiUA*5bJ#ncF7z?aW&5%7~a29B!zMTJXV`{B;Jw&>1-)C!D
z+&VOGWx|c=X1L2-J2!%{O!f9E4)0^)IZLPH;l7piSU>_3_yED!`bSYs$;;Y$4s5pH
z+zIyfRym)#gwcJW%fb60R>oGPXnWTW)Qa~I!_c&FSY~i>3~y_i5OPux5fR|Q<dY1|
z@USP7z3Y|1c5SM*4{}^Y4s=+DgLdrnvQB+2!$NlLWpKIy9Q()dQAWmnu>4!ItZ>@i
zQ5rm0C21Zx-Ccxd^x{EmABLmQ<|IeriljFy_XqQ$QvT>OkWw3i*bVN(;+OKyaPq7;
z&|&1+X4!5gqBHd0KlM0{6`D;A_mCdDm?)k6b$66x^4ddW$v3yQM(8`j<<?LX6;`up
zCAe2Ch{s`kDNneF@yg=<!r(3BtuiPG!!9_bKdS2(dmXX6<kL$<Lz4l;S^{jJ!D8-L
zg{VN#HC@ch0<*{MN0GzGUM)HhudUiD#7JEjdrvSCR%>Nv<b*%BwgTaVcgmNS7v%e&
zhf)>Z*^7K*pF2gcMKxy~W-)p)Z&>MG?*8E8NXPF%b{IV5A_7AMq5F({->ms|d2(zl
zoaTn&;};?MQFO5QxEQ+aWXmDu7!d1XKTkJa<Gq`Y_W>Z%3qahftg6C5sTa}hjo9o0
zd81o&Hc`&Y%gf}ol;@5`1w4M-K_`A?SorzLXG}=a1Q5zNAZFP+!J?BJq5aQ$dXIVL
zI->3r+*1Zvd@6vtyOJe6%%_?o1@3=&ZgVlh7VP;m9Z4#S{e{`!I?%dxi$)(T4UUue
zibFaVL2rktI$nkAt{2`{kwSeDU^6a4ulfYu^;~d6G&MIZtOe23W7$Fd-lwUR@2Blw
z)3}?7w+&d2?&XRx_4V1#Z0N3Iz?A=OWF%=6dT2Zqhf^;#<_fA;(jc+c0^f5jOdT-E
zzyKZcmaX{QX;V|vi0cZe6&vP~ZZfD7;XmK(WNGi%G1%j9=L_@kUYXzDNM;<2)#o8J
zlYCMvv~f`S`Cs(|nvoC0FiK)lQfbTms<kyYbcmf27>5CC7jlW7S4JP)?X05MzD#Ry
zX?2Zdmn+~Pg>9!7+!xAJ)$MqFN3%3<kI8rDTeS91yL&f`7GwzL6_ix}byJ+pXmmev
zQ!p?8fLRM!KY#utQ_r}p5_9PdOfX1!@3pluGBq(F3s)AtHJR4`g6W~uZ|mqdxhlHg
z3c8ke1qCNlrdNV$J+?yX6%-XiEJCjE4`q4N{{{8DbYKWP!N8fQA28Iq7{(&aGs<-Y
z!XtYX8~d`Pq(mevsvq#_e+>R@5ohFb{)fe1@Dyp9JnpOlGva0t2YW&>)0n{bVrFTt
z8WGz*3077gWDY<jKLFj+@@s4Z94=R?Bqv#oa#j2uZ}6M6Mc}GoE(Qk4uF^KcB4T#q
zsNVkmP|KOWWS%dTNi|*&{Q&{5y+1~}bGB)Bu);QFo54HmTT2Vop}m;Qk)R;`6XV+S
ze|Z@`M2T6o#{W9<@=yNN6BKMaEh1c=jM8xH@QcOSh>^d2{+I;Oc|${~J3NZ5P*hka
zC+E1F^ap(B=l#D(30?tAeRRDXxDk^|k<h0Xk^bZ2r~hvkzs~(yrEq3$g!rd8cSOBQ
zlxlD`epE6)KY#1?ZBRGZOb*l5va_-ITmKrPt^MuMAhb9+$tIOcGjEzOy&9M%thD)C
z;`>SQ#de`)q4c@-{<u|=nsY+Ab4;gBojW-_`VpW%ddhT{%XRt^h9aXdebbH3U+B-d
zuY2k6ANV%Amz)G-kEBnbUzD~zxDULO3tQ(`C=Ud6XeNy{2n5xzD?5GyqZMRZLF!w_
z4#Iv){!~Ru3#;NEl&~Nw=tL>3BGrfWy`<s|kI$`(n71FQd=aVaxh?x*+p?9v^@Xgb
z_wSpgf3I@7sFo~I>A5dQE-4S3*hj)XE3TX0&E`QtK<DQB=$?K9T{s<qv;Fo}UHcYV
z6pC*q-TE|kV8IXKZT0#?hj&;7Gn}H67_jk9W+ou++|@CO<g6yWv3vDZiNs-&PGRrP
zX>k#FbteCwcZFR28Q%6{VZAc|e)d}Z2m}p$s?J4fplUZPhal-;^CmZIxsabJNHoMo
z`qADUZ=Ka|RO29mEm4{|()LA1itgPcyygiLvfB*g<C=tyr<Cx;8@1}WQl3PC4}raE
z%Ezg3L>%S5_`Q52k!f%dx2|$cBrC9_X!N7RK-FkM*hwUQo0>9G3fC8k#y$sM7ip}|
z#Gn_;lb^nGa`mw4C`e2Er@!H#ayB^~A-g}PnyDdNDV%+_+wJT0bYUN@r|o`!2*N7%
zJ6s;urL<%rRk}3Dqk{woTUkr3Q7J?AIJSvB8a>lJ{Mz%Vj@SH3j<X2$mQ6J3rH1JH
zY*NyR2Zp9aIO|}a2%2gI-I(s#t&1e9cz3yyh<>By@|9qN9T(-w4)nNxU+<TAQR1k~
zn0w)MG1<Uh7rwPNMXrc?v(7WYN`7Qtcz$KFfnMULpVIpIpQv!!i`u32vsx(<F`4VX
zfC*^c<8H?p9a$*D1gof}=a6Xel##6xSPm^zEQ_09?}jSE2=zjO?p&tf&^zN{QEQ*=
zwM-W%K!Yeyl45#QU0B_+mEg%<HD1ra@H?lMs0cEiDzCJfu&cHD^D!kmRwInLK%_<E
z7hEJrt#}@1GDLn)BnSi^NKbv{n6|8KDsOG86~nxDeMN7(zFilqy^}q<N?9A|wyDQY
zrQ+3^Hqi`ig0(^EAsJ=iVKvXIUl#_6<?vePPGB>)78x)(@9SO@2D%1|ddo5(JLtJr
zy*SvI6F04Q-*r(62z?2+WYC*?%M!_MWl`%Zh3z<>n@OuT^f1ufb;c;tmSpe<i=^#S
z3nh!$5aZ9C*(_VLT`XVuSYejQucgjF1%u^`yWa6ack2~WtRWuO$-alfWL)y2^0BWN
zC>*=oyB6@U4dtrz6jQQDr9@PG(xr-HgYefvtx%?q&8}U=wpQ8BN{NMQ2Kjg5SMG_#
zWOI0?CXa#ElwMd~JD%1+Gd`gTjYx2#=uL_tw^P0L;zIn~p*BZoKkTGdH{k(C5{Zw`
zs^ObO)(r}gA9KULFUL7k2p#j3sKZO{<ZXq*5jR)Oyrtv`UY+RS{iy%^JyA9;l8P1<
z@*-p<6SAQ?d&jdQ5}7Hkwd0{@VOz8bi1~IL;>c=#y>QxYGx3t9#o2=^xTc0xNFl|)
z`5I|c;HbR`&yW`ubH;IWob{cpC9Ruk<@C7|_myjX8QuGZgt{BYmgou(#m>ibej$WT
zNiG3$D0Hlj(10`Vt-;abZoOizRh^gf&evwwNVr!(Ai;F(iZ2qV1!Q})g7Mjo<&OLI
zr0a`3jL@IE5fYnAUF)$fa#`gXbfZSLejBLL5`DB#+^^eGs&d`O-fnE#B61{09ueTD
zAu)MyrL{QZ_@nW{>d}5W9yt*<u4dx2cZB0MPL-3wcTAY5dhOy_75JfOWcavN&hLIa
zBt*+8EJQ-I>z9m&ARw7rcKgu`FA!pto-VY01Cod~FGf9l2-lM0bQCMRKj_JS<)x>;
zs$meBTBb9Ik34RGV?AO;#k^mB>-ThSsJb(4K!&^}KPNjk);4o>Yr@0dBe-ruDo#&!
zeQfM}mZk(3PlQ3WS7~z!ff?Zi9F)%sKE8pQBECzczvjlhpOnWk8+!V*SUyS@VnEGI
zLCd<`!-ea1pK$kwQ_}A1Uy7$D=TMOz$NsRP(8I&3&=dH>hN>*Ju@FSBTak4qB!q=-
zjY1?FzW&2}H2TztB+7Vbr@I<b`IMD5s`Wi>VS$_A+VynbJ^L%h9IeCww8;1N!21Hj
z`o+|Wd%EHSLtUR#0?=F)Y8l&_yp%Xd<mouknlSfu-|drZ4`7Tu=RIq3;tRn3Az8KH
zV|M^KW*1~3(JjAklK30>aI!uI!g5G_xo6);nVq#!hq=YijP4Wt?9sP%Rb0HQ0zr*B
z7Z0)T@`rQ8TTbk+8*1fQ-1`N~(Yt!x7W0F*E)O)0eD`Heyc{>9w!-B_;R|*{c%H$t
zh&<0}<<{$stAlG=j`Kl$T^xH2eWYSq23*Y1hx)M>ei0NhQlCGVb_+1Y+oG!6=r~vK
z22cQ)*kDnpT%PS)GYU5=U{u#SSb0~jAoPcZl>;zhVc|-4>OOpIUwGdJh@Dy+p6om_
zJ83O#Fxa3qwelWX*z<eaMwe4RcXVvBbLlST3-_QCtX&%;*^C<*!cUeJhGQMliL%Jk
za=*x5Gp^R1MSa5YhXR_o^HORsHP@e7$i`bI_s1u|9+uz*$yLv%1u}1vP5U>>#W(^G
z#UjE7NNEzD<mkQ}b^mz7UAU|i6LY^Qt+dOQh$LrWsx<IX6k}~NG_<nFi2KxBY%__;
zSYa3gO6CT#q07;I4dno6f|vBYYY2Y^*fY28_R5Scx6+bOLk;UDAwEV24^Q64IH)4G
zubn8WG2P9@G#azuS&4P9XMWXN?zDF0&1ivRQ;uDgmx(|VzN`75x{fS91*MEyb7yBZ
zbfx|whOG=Ym2>4jFVB7zWHVX&-L$6%^LUESh0>7kY#fjBv2@BvDQyNOf9s*-QP`R+
zZexz`NS(h!BY5W+*6|ILEHU6wuy|C;@_q5_U_WgT3Kuxm7F|a<gq+oVp!LX?hSQn)
zPp`Dy*!gicIPT_#jLoxi?^|0F7{Wufn)s;)ncLX&+fKt70!D9dsId*!*xwOa?)>dQ
zFPA)OH}g}o>d6EDYf5Mpx<Wx89;2fUFbyRo&c>Sx$AL8KYEf~t=wn$E;}$Ch1*yJx
zyx(a<aZ0rHB^>&f($k*I+s=N$JU4!$y;fANP;32qbRj8PUp?hfX9mmWtd{=Gg!MUy
z80bC+qL;cRV0koJ^TW@9H3^!<Og}-f*sACs`Yhc~f@(c`N<!Cx&rkxry7Pb>+*e)s
zW*c-I=EF&A=Wx6~Iqi5!MJTNvMxI$xFqVlRYDX%)VPUB#4Z3Stmz#0q$x=BH$`l0g
zLPY&%04kc`m-dcu$6Sxl^MmBe77fm&_3=m`o}|vp$z3Bc8tO}TdF+Je`Cc+qYBciv
zqi2tyIRGCfxPkFrKyy5XDDQN%Z{#&|bR;a(npdylKF~T2l^u6<eEL(v<!^7M88Gr&
zd=B4!YPy^B@eymgVT+it<(yTR-D_U7wbj!i`PW-$yQDMQ(1u)1K|zKQbZMTo1b#9;
zrGRcRAHmnh0dRPw1EFmqjoh8^;0&ltVTKaIyFulEaB!IGM3M_qDDnr7se^0*e7(o%
z)K9pshC4nUp;c7;jo~)iNPm4C;U^W^FUr`;OcJ8;H8eC3qMf`(d3)G6JO7XQUy&2g
zir6pZ&3?+P@8na?#QP?;;Pl(;_Vvl&EnG?*fx7)X8!c;khIZb4!$SZ-Rc$OC2yoJm
z)Rg1eqq+$4jsvP-YVxTK&Kx(3d)ab~HeNpDcTkSI)<ZMZ^~tuA!E9|sx^^L7C~*Cv
zg4bBThkZ_Yv9&-Uh!yn3c|t(gLB9TL(1?z2vP6bDDk|y-RaiSH6ze~646Rh5j!-==
z?>KC}m-hc*q>O!6LEj@F&^;?&G8ba%jc!sA?p7M&f3{9Xx1_AmuAaI~!khY)hk<yu
zQ&IMaE?m;EPU7v+ujAMnqHn@8nL9S1Sg0=@pLK#PphXBZySdzUF4J}^F%=%h8|~lB
zQ=sRfFCyUo<#!*3J2v@6R}Iw>@EDTxKVU_h1i$T}>MS%93s=b78Jj~R;r-Q}%WN7T
z3*>rBa2wk`N?q!{8cfz*(nRQvPK1TEH||<jQc6Ms$*cwyvRf8aC~ZOjLOrmV(v%@x
zW6CDE-75v&FO{t)RbScES+PP%&nM|Ar+?^(0m;cJE_pd>!q{;-?pXZ5SiN5((UHIc
z!5y|qX`CZVtq{Z=I-usk`}M0V{j-&ds4u$O#jZl46SMZ?Kte2T*UXF4W$jn#BMFtS
z1aeg=$tV7ZMo_4eOpGQLTojJs4Mr4QlF9wQWBq<Jv3WkR&LTaQs>A+iKF#<Hn<WVr
zdM~M@&pCT~dl8ZMKkts7-0L_3!?VY^BGT1DAD+l$;QWHEG!l5UdkfJ!-%&ihA9F(n
z^sk!Q7J9W(0c9!R=Ap5C$Td8c?xN0u)h24g$IajX+Bt{;-W^q@1N!<-9)I#^Lv{yf
z816IgCTLhJ-IMqSoEbQJPnal%Z7302zzzYVn1o!N`4DMgo}h=E{vj(Pb@DqPnYn9C
z_Y<)Gh%r1B2(bv(uy%9MO2GJ&zfHv<lt<=^zcQyke@+?_8k!DMlEQc@r>JfZk-Dqj
z?oAn?`1tEcq-^GlTX_u|TF>}KQfJ!nyLSb88CI{_*{{K`6;fR~0g>`%UzE1=w|Qh-
zl=WdS@s(2td*Vu)9Z*1<m%BO#VyRztmpgwj!*~bCO8x>gT4Q;$Vc)`FGF1?OhT~K-
zB{7*)SxgVu$t_lfD@y_EkJwS?5V|WsBfFts#Hak>)zcM2g!{P6FYdeExxib+lCr(R
zx^G|PGdd8VIJWeSawLjB;2CBc3_)|~lIu9`UDXA}&!RMLp~HS~luFk61GOxt?rmA4
zkX&QUJh-AjmB#lXY?E3yfuVLTpD6DNQAAQ5z=*pK54NP&>VQ+!)3@_g`al*2a5kSG
z>V&LHRdXMZ>ZOGV0v1#+=moEfME0Tk$;2={J@V@6>JbVYh!$^gw870XRGVc^)1#wv
zL|MMz%jfOj_@_1a9+i$d-s(cNza#H~<ZzxtFgi+4dDo#uA%nN9NOww$o*IJomxTC$
zt$S(?ZE507=Q7vb2i-%uU8ZD4K+)&m<ir5jUA%`WUdmGp%4PYjoj={fPSH0~HiB1K
zr>6F!fQVRYnA9KgZI#Q<C8}YC%6W6jeRq5GRUK<;&)0G6Cke>Sh%QgZg(tkcTjTcF
zDee8_lLZzgj$gxxj7v@RWX{f?apXP3#f$CEs;)7851xu$Uj1Fa+0QipX-wcaS;;A}
z8lfPIJ}~#aeP0lKVKL!tMph*Bp5(2iyvAsut(C?zmT}hr*W9QmdqLr~@z^gTCo-eQ
zFbAu&R1?8dZtNX^fJxsgU>(1DFuC7F*iD3&c**!8v#=&n*uYhA?u?=b2Vc`ntG`U!
z>8{WI8nn``_Ey0$uSoZ~k))Qk((M!S=SQZ=R(a2SKep!l2B#reKw>x$9N{;wejq3C
zU{I1h5kK`~!XS;TWxXpZsT4%-?{H>`d5$=kai5NZf>$s?O}<)`%V048rFI^s8|XJw
z*`e_8@DS1^3~vz2o81~|XKYyXD3NsGWpFti8ykBQOgT^;)KN7@uf?7ahZ^4Z=E_?*
z|1vYhyb1{+2D1w%j7JD%g0UPj;QIhp^(7#-s6U^&P3Ze`7tH_Jt(~gL5;}YPFyGYH
za0|R!!5jJ$P}zy;C|VDcWnE~{m9qsJ>p#8rjiRaHRz$VWm{bh|7tO(2leWnc>pM~7
z_j`Rdw7xSzIGl}*P5us#0|Ghed3$pn2*ha!zEtXP&tVY2-L)_Ukv;{!H3IiBenrL_
z>vSF*J_zfdbZXq5$Eq*Sf@Q8jzwC>_8jM$zU#^ECrO^j4Un}$~S^`((%o*9n669!9
zkvb^59(<^-sOA|1+d$&`m3XTH%Fy$6E<e*0LaUZe63!60BRa}I`2Y8lX@LKK^(+-p
z_oIBKi|#p}L4HCNU5B+F`Qg9j2~z?q^*J)q7iQm@cnyL8&C*jp!@qU&Ig4~M*rSk%
z89i<iFnOY{9YfG5wVM}rwdI30Cm%1DdSYrljFhFJppb#WnE=3DwZe$w=#npBk%jJH
zf0rbQ2teN&Qol14vfD7!2}0IsIwcRaTwOnWFtbxQasRGa0h$u9CfF2svw+}f*=O*2
z!^YAwEs(|Q?yw3B82K!8kB}FJC|>&7SBv+-e)_tWON7$U&$IpDz{`N?n3~4MZ*=ep
zz286np;)!MQf&cz(KJnAhAm_cn56`6Yq3>7k2_G|EkLgo@%<_cQR+fCKCp0L*E^+e
z0+K36Wnp%fsJ*?-p;J=Hwq}hGZoy$XGUI3qkkt~%5{@1u{kb2P;>UPup15zP{&1fc
zp#wQD4V+=5_IlXY-!JFQzo@ULcX5yEprP^53(m)8ZVyAFUh43{tS@TLQ!5~_+1!Hm
zdjQD98iDXGU>(a0V+5yCmI7eztmO!e1&oEd^0}$$G=kV@geU66)`$yeqNAeVVhq?p
z&CY6sRNoGsGkTlK=@_!bf~tiJjUc>B)k%2pY_)UDYu9>r7lw7p!Hg6@-~*iGj)8%V
z9V`J);9&Z)8_Z&hBeY;2r5S?ZxSPLStHS<)5TzY6zG&xb;ROUDA+@2b*h;d~DjiNa
zE+UgHB|lCLiSS9oL!J~@8Dte{@7@U9*m<b)2lSluAvs*{Nr8eY?dsO@kP?sq-oPNr
ztF|OBlaqNk&G_n4e$u>46nkct<=&~ba$$30<5dMkDLtV0LZ48X22c_pb#>$R!Av4o
zFS8D%A2$4L116_kugk9pjq?~8=^(}LDh|;ke=~NI_SM=ggUc178dk^KzOsi)Tm?Zd
z4GW6~(10eH50D|na4Ar)xk<&nRqu4FPTPL8w-Xkh#qUTGzti@0_>SW;3fG$bCJ`AU
zMg6evZ$K5Fba>!Uz(H<<8*?bzNcj=iMT#}E$5@AiXO$ap1b7h!gXgbrTqZl6#*G15
zh~ez=x8uLi^v%~{ei1V1+Ju7aa6o{lY6TYo*VMC;{8_<(jTT>~;_Mny&*HW13mAKi
z$jC@tVWsOLWxhmL5b+@+6I0VCKRXe(1Ve`&{5W!EN>Lc1L$(O=K(-lfqM2zJEKH;I
zaj~FU{drgo4AetrOjFz@^fA>+4t0HK`C|`mU<k{`Owd8(D3i=e@@Zi6H*;M+;OJcC
z(n!v;7<%CEU0Jlg1-A(UBY}8YL{P0TVu()D-u``1*f|oVoDT`l4cEz8jHE<fy>U=x
z@6ZYj4)$$(7@(wRUr>JeQRkCY!kA~P-<R;|rTHtxla=s(ytdGp4Odyt)34T!etm_m
zY87`TkqK^8;156vna^V~P3~@jKD3?l%67?6Y_+v^p#irg&IM8SMESOj44>adp5n9G
z_LYQnZmhGIJv;mmA}%{RzOlT@m^nS$T8@)O1|J^M&+aKGDTVTkLvsWJgBw&UhV4l*
zgz%8r2rycW3{QGniJiRfetTv0J`8vR;+4n*g?%v9iq~va!N(eRht5yH?BTYrtn7d8
zVG}*ed6?vP*E6m2M-az&S-%0lypj?FXfhRa;()$nHFEa6vBRRJ8-S+EY~p!jPM>Q1
z1w&sLsHmvqm7l{H?nd}vrW5Q7F9Bn()e*G%9hS%dkhnG;?vEXwrl+SbwTY+6Gpw&`
z-Nk}vt;c|P1{OYke}DgDdiCQ^Nl1Y_+*S4c#zInZ^60X|OX>bQOWWR_4rl(X%-nAl
zk8(_?ze0TvS(uM-<H!%_)Bl<t_Rp^%aP|MUUr7z8p{3O_H$Nu{Zr<fZWDGJ8z5$3U
zHb;Ug5?cbHhU}su>=gOy5d0yU<7YpFp=(4hXi200xQP}Ek*n2+0172SfQ+Fx;)J!#
zMz`9T8`iC`sFyD-pou#*If?6ugVH8KJ}n<LC~Ko5B4l8%j*g4F2F%C6aug~TU-am3
zMDGH65P)BwXJ^N&!bRnsgn5gokED<qW8hhmUtyU=@#t6Ga>OGdB9b#i`Sc!r_qLCI
z<WkoRJvV6K=7md0N?I)RyhSwq(tAJgumq^POmnz|C?Bc!#*KuOYrDV^Y91O&04QhE
zB8<A~X0WZnIr@lf@G0P*7#^j}(GUOcR~8O;1U%~h$G?K1J0$lzdBR$XQ|k)yXO$Jy
K<qNJFJ^epx6A4rR

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/song_thrush_synthesised.csv b/modelling/data/abingdon-all/resident/song_thrush_synthesised.csv
new file mode 100644
index 0000000..bc978a9
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/song_thrush_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,36,0.3749308,43.444457634018406
+2,50,0.4238385,49.111552736974154
+3,63,0.628692,72.8485975514583
+4,53,0.4574642,53.00787253535885
+5,48,0.25440999999999997,29.479318494694542
+6,39,0.20327199999999998,23.55379123876243
+7,12,0.10489944,12.155041082013682
+8,3,0.028482570000000002,3.300368509796911
+9,2,9.108077850000001e-05,0.010553827593829754
+10,4,0.01082169359,1.253945017851517
+11,17,0.05380513,6.234576329226226
+12,20,0.1634136,18.935268113535695
diff --git a/modelling/data/abingdon-all/resident/song_thrush_synthesised.png b/modelling/data/abingdon-all/resident/song_thrush_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..5c234f9c4c440db48addd5dfdc40d7b190d984d6
GIT binary patch
literal 77833
zcmdRWbyQUE_bwu+D58QO2+~96AYBGMbT<e?Nl8j0DM$|kBi-F89U?KHAkB~}Akxy(
z_Z>f<?|1#yUF+Vz?mzde<r<c7;GFaBckgFE&$Cass<Q0un-6c|;NaYrmy=S*!NHfo
z!NJ|SaSi;BS<z=Z@FC(Vt?R1cXzBX;g|h{Y(hJvDc8;!gHfFT$7S1j<jt+cWygXb&
z9JJQ1uCH7~xVi2B`x9J_&Q{!=25y7kw-CIN({sVWc|eT)cf~4WL>=b}4vxIkQ%#T5
zjX8V|4IRqszx`YDIJH@}zyWpT5$Ji7Wv&<-Q+2zZSKz&4#~a@I?_4vn-?88BW*bY{
z_Ec$z6L6ECKJy=nFK84L6kJJnaT#s#91<oHNmIT~|KCIOhxI1z-FyEz^7yaGgopim
z^lkC*C`kS1aDN-1_TSU0MF}H`|8r8@+zV6We@+V9AiA3KpL3+(ugS?F|2?a@tAph~
zC*8w5`v31w!AU18Ox^|s1vR04&06CdH)lRj&NHk^FZM)fdA6VJ!g8-ql$sYYcp4Se
z?DtHs<ky*GjAVRR@H0r`-WAMA68Ekbss9*q%b=M>N@^8RQ+MkL_|%Y-yYcgLQqXvb
z&f*d}-edpQJwqd-I6+6_$JSqQ=9*v2#xp6E8Yxy^y-q~ck>P(4F7AE!?QnDE#;sdH
z6&2jh%l#qmNZGSrbcI?^lv3Qh&w^u+g-^5$6KVgP@3^{iR--kPF5dMioMikw>-k%H
z+lkUj+3(-KzZZ0*PUJR;CSg|Y7#g|*VrMP2AH_}ca<aT^ko`C^;ea9uuQPtH{ZpOo
zq(>BlK3j+v8xZ03Hls}Yn=?B2R~{$vS;<&ivkYcPRyYu|SdZpMoj9*7E_UhX-!B+l
z<*}RMQA~b}u2inJWPDE_;3X^>LnR!jS7Vv=dV8L&q(?jQk*M~0f?a3ieR59SN?L^k
zwh$^|XWAUt)-kgiqZ`Ccrl+Iua6Xpiw%M&n%YLN%xRH$O`UGdK{R~-wN`^pbJk6uD
z)YMnY{iKFXuJZV|+E2Gc?PlsZjV!5{L#dkaf;l~Rm%?w-H#aoUdLM3(eTeg7pr?O#
zt9gXvo?14CUbU33O+5EGqH%Z9#J`A}c_>3tM=y6}Fij&#VsLO!_k%-Pzn$lw-*mP~
z>a)QFB!o|kq92KxZO^x^Q6cx#E{t2fNck*3KUtqBJ6;xw`kW@JbI!ASak|a$Kkgx1
zqsCIHE9Mo2JRF`Yf?{N0>s+X4zj!F<IR7|RhugTNqciBbR*z?uS-0t(wTZHb)1z&J
z7PR?}eV3v=xY|2>U{|tqGX7#s$_5*#P&Es;-VPI(D(sSMuhHacL&{@4oQ*H?dMk1O
z#l84NaN*O>FDZJX$ZU)kh{}j2?tlVPcI{77`EqgeYfLM4uU_%kW_Vo0Da|ywv4h*m
z--4;0M+wgJc+Y<Ma-09<nCb`awm;8q&w%ihLU%=ijjvESByp-}QQC*9u^33~zVR*@
zQL2tHmcw!TlFaY4Wzck8VG@0IyjOA#I~sW!bnW}rTyvF#Y_)bCyKSTM^0(F1qI72S
zRP7RNr7}s^U#g`;3A?VVBhnVF{d?6G1Nl96DFXKTr6vMO%!zSZ-jbJRe8oBy<xSrG
zUaRvg7zyXgaUGMWJ&!zCu7GD>xlyy37?+V#-bJxyQ6N~wLZ_v7WSsB(&QHF7PU3Ug
zIvq?C^;k)Jt(hN5l`>|NA>peTD^jHXqd~xKDl?sXIc_TsdKO5fF_6f)GpZt46j>OI
z;5}Lrl736{=*QfAS63GYJFK79;_Uldnjb#tc+7B7M@L6IJUsFV*wJe}?zx<0pW~fg
z8nq&Ih#R$nH^2S#{q@O;7&qLzQITl{<2pX^R&uBEv6Hn%*9pl@3*S!39s8Yb3LfZ>
z_!_K9yxy8ER)Um>3J@zMx)*5_M0@$mz1H#^LU9^syWPG#-EJr0KSrEo?)K977ux4i
zRZCJ>K5vq0zc^VhE;nZ&sg-AHYME?pY0(r&JG;RL@4K6z_TT}UZDTm+t%&8O?|$cX
znr|Sc<cgP4{RxtMSWl#Qozvw-`x+tk!!4dJ8?%k0r4Gz0>80hqyKRWgrH4NIzlIrA
zCJ<u;yV=><WBiw0cO*5%uhkwk*Sh7%MEwSrRI+a6s(xqpd8o`*N}HhKIxAf~w|xCK
zSsGvXAD`HiSsGzyc&R<j`Fjgd;oe-1Y4Qx>QpGaG@x|U4%B_J@J}z~cMj~DM$p(-#
ziq~UXCgGyTrQVx$lbUngJ^SbEk`m}xp}Lpj>MKaYtIJfWlKy_F%ZT~}nld(>^3pZK
zriKAOi<Yrp6)%+3saYeCD&@@T#%LVWo?ubNB|(}dXWO1m4`-rnqWiqOI2oI!T&q80
z#FQ&J0}Os6#$m3BP9<Hecyl>f(C5!9G2fHNYHm_ea6wlP;smdbwv5tpa&nX<MCQRV
z;f?D(dGcm(X2w9gKq*DQGRCOcU8xK;^P@ZB_Kc^e=c<^P7-5XXP`c6UrM@`wQwhJb
z1}=koyU@+l)YP$RP#|6yfec|Tw%r}^pa}%)!}>S_kmA3j>omLD&&4yVn2CK*%aK{z
ziIKd})%oCH<hFppV175v)Z3488q_P6y>@dO7xz08nrJ%S9pD~!mwtDDSXx>-NgSJd
zjV4O<ZZA7IISqSyc|A<DSaA9IxvIgWh<(&6t_dkJ9_@lgKtg+SZxgdM_VT-L=+=k~
zAz9<I45yXWxU;Awe5^g@3)OO5!}%>glON0yLliz0`fFgH{LF1~o(?<TtY;x(C+K))
z%KA8Ws5p}_v*qXaFAiJoNS>*p*mbzN1V*&0OXtA;bePg!dp_d;l3%FrfVcFZ=w?-m
z=iZvbLYsZn8K{+$3G6z9rHXphaNd$5kQKT;(%akH%hmG~EQjJ<M)uwEh|IiW<j#}d
zg@t{svmXAq;g(0`;NW1n&XFYP--dB_Uf6#~cTn}B>srK+5y-_Dmpr1mxw-LkG0)v!
zmV>DjE4Bp_$5viM3Te{JlU$n*^XE`aljZT#yKCbmZgg~XO^KWa59c%TCvSRYJd*Gc
z>bbD`l1yq#sox|c+phgSJ;g~}rDX5dieb>T+hcW8njrJL2|F+G*fAU_El}=yJTo@2
zTWFixc*y2vrq8|GHdAM-lWK9f-G1rX*47s4^;kS+NuMp_X`=OJ0<uC+^6Yoe_r?d@
z#$%A~8ml4KC`v(rQ#)i6&v_&zuUT;S%FFEqY$BbkGMDZ0Wa_n@_A~L>3F%(Be(l=Y
zLjgPT^_AU%48Mo#{Pe7~zItAFx)0L5wp)+Je2+7F_Qm21DvVoy_>?tBTrPT>FfW~@
z0Z5@|fcAXQda-;?IdkgS8Hm4DBiG#X^6~>(N#fShC6t~X+Ka_qkUoGsZeJP>pmu`S
zM)D%Q4>);vG<0)k?hbi(zaw=6;6gP<K2rhr5&kVQ&6oibg0c56CrXpNN?(o_H~F3(
zQUn@gWo511T2_%f&uxRt98DNF7OjwS>TCK2cwC${>eEnBl^QfU=jn6Dyj~k)o#2*n
z=5UVZW|&5KOG-+T@*rtL$lj-7)BJ&Yi-%K$2@lwjHaAY>c(yh$HEe~94zmqelwuy0
z-)~_6Q2CtB?grPlq7-y^JT@@j>OGF4ALR}RCx~QPX<!s8@D-+%@M+iriQdxW2jmG|
zuLbKHk_QBBF9UdmCqBhK$@a0C42({cGq83eZMD-k)m&pVY4d3Uh49zMj~~a(SB5fl
zI^8x6<IE$u=sHbDxrcT|9*MYqO%r`R_$nP1Yj6vBuz?vhi_HdgYR!oNDOV{sttOY`
zcf9=Id8ONrPvMqB=O^nGw<Q(N&W{#CSEOZRiVssnUpqvaR)ul?;&q%Ct1}Kn_@5u3
zz7I5}X566``+B}NB)N7y;#aQG@@(9mFUTHisR=86N^8e;lg4~_#Y^WeK>areeG|BP
zARYY_H~)BVMbKN4QQLX2J@}eTo{zKmdkNpB@A?eAMrHc^2Oi%)hPZ)XY<pRd2SXLR
zsIJKjPMUSUE3yaikID~FD>|YU_xhz>rf+e`@UFJ8r5tZ}*|RJ3Hf+q6Y5%}+zQx9R
z64c){_w9Lm4?7V3O<;3U3~v6CWO?7#*0PejRl8p5<A;vXCRUvcY-W8#o^VunIGeAO
z(sL3d`%J<GB6qP~(Y_WK7&vy~eYCZDa=2+b)t<NBaCnhmjvBHc7_nJNtF=8n+`N57
z8Wu3~dfv15_n)H$e@BlDNw0mmbC%q+(FwxH{wn#oz5|uhGt|)b#rY}ankA^s@+W61
z4yKyZ3eEWgmux6*6M^RRfzy+m7>SWGy_%jMr+T-(4OI1=KABlTvT6`^jtog&ip@9C
z(^m^(8x*y`NNVxv-!VRBZKXC>$QqL_;vG-$$9j8Z@ny5)Gc$bx;_S1p3)g+i!aE~Y
zXuCh)!gx#WbmVTD&+#ZU0ste+ort*EC78cmE%#fuwXv!{4M@G2A@HO>Q^#|6>02s+
zZ@fngn=7=1y)+5S+scmT?#ajG{u86M9ODQGY)u^jCr-8;mW!3e4JKZisj-Tod;frv
zz;9r0-ed80L=3D${#Ki80lv&KtdOiUGF`3Ef=NL*o|4>tBscu#FKOn0JD!H~ck(60
z!YbNM`hVja-I|tRz9P>lI<$X`_|CcBe*BZt$m|mtx$n{3>+zF-tJj%4Oq^Q~!|X%x
z9j11SrW`Yb6wpsUY<t{&h27SWbh@!fT5ac{_Fz02b5Z{#{g)@xiPbcah8%IO$-3H`
zkv+1wQM+P|gZ+2Z34Ff<x3$5a*k0jj{3&hqkO%d-bIRDnPctlioNZ~E#-No+kcUl?
zuVlHGvT>g1k%;Db!(9`yRj`7$hoUycbMTdy#c5hElq459&P^FtYRRUk1szf`=DS_N
zhgaYGY#Es83r^gO)bDQ?vz8Q+Gv%$He7C(PDIB17yd&f7DAk_cEA1`WJE0-d7lYVs
zIP;K~lKLss^EaOXU~&7%qO>6xvGavvvkMssSzBMHH1|z{T6_g*+RcCGN4I4Ry21Dd
z$Q}e-5dxuEk#nRoigi%x^vLeQsBoL`NR7!h-&0+a0;{3)wQcYvNA$Wd*tiEeJ+|z|
zEe$VPBW;-D9fd?i%|C_RtJ-SUsW4uvP_%}aqit$M5Kc?EV9j~S^2+1cihA?v5+a8w
z?%xka(r>c#a@aFr^I1Qwx!OdDj!INF%i@)EA*YW&_7;4Pj1IsKxYRP2k)bispoFRP
z*hWRAW<Vz_T%lwIV?jcmyNn3iu|l<1u93%%DFQ@UNS&V5I@h*=DQ9SU0VGYtO?~lt
z|IR>zE85e)TY4rV^7OqbG&G+o-thU!(KgNYY3KeqTh$5#miWojm(`@L<@<?Q)E+k-
zywoD8g-awU&d@uCAGDVT>yt56QIWERQBRYIS4<V+oG9|dm-J0V@+}o&-A$TYi?ZgH
zlOLqjqTC-vUNoAm`Cp!9bXUEYskO=JQ6w!;POBF3TOU}8XM7Z77<26ob?JPKvoC6W
z6WeYce1M}7FAb-v%zHmBEJ*ga)VUZ(^VT0lMyjzciMInN6EV|wT;fZVjMyvED$ynz
zVx@4=?O8$Yh*(5A!Xz%wTy#@>4hP85iPnqwy$62bAT%K5@lY;TyG!nFS;`sl`k|Z0
z8;Mmv!o&K)umnZ5ND?i5TklfDyVc-Fo6~g~{>!(beFEk{y=}SN*v8cK-sM4Xf3BKi
z{8orBVs<)0{=m}^_W}Kh6zOh=?CEYXzH2s0rOmJ(Pp~RM#qz}iV%@K8VraiQ?p1=K
zp<KB&r}0uf4g3#`eM}^tib+suC1b=`M*wS5?Fz`ay3OuoH*pl+$T1NN2ZpFK5q#=n
zq#p*r=Gh|^&?f&JOrtb6iw3b)6z<1?pa0ldtST<NL&}UPL1AOvy5ios8{CX`^DKd&
z*-R7#caHAp=pbKdKD<EGug$lLYM1KXWAI2Nhu(`-d|dr<oQ+ghzt&nUm82x8jV4{v
zzdV|+-aM9|FdKC_U1uA5B3E|w9J|e9S9%1VMkwMj!b6>50HG2}D&`&JvO9~%$|u6j
z_-#Z93X_y`_kVwXUT5SJ-^Z9}(>#EuRTX#C7Q0>`#>~4deEeM@#e)YjKQoM$64fYB
z)^cNrPmq72>Gun9I5y~#^i7uO76QGc2oRR;c|vA>9*uhN28_uJIwt`sx1E+UaUSgF
z1<-$H$`7f?zUvphDV`8(>+X|riKaVXkgP>tii}(X8>01Or(^&6*M>eR^?XT%o<qG(
z`S)RApa0Sh1ZK&Q<oAl#Moks$lJcifwGGtqdMKs#(muN%yUQwpBG9YlpK;ie9C!2V
zKELNBvs#<L<we*q)ZFfMzePZxHq%XJU5E4~GjO-q$H~T1T@qqklnZ1_>}L)bZs@nt
zFVLs3$WWKfce4ynoJ-V{7v@3-#yxqDM>3cyoMVZH;$A_hF;j?CbHi#hnUQd9`AQ{A
zg84dI)J^MtlxvcbejvFzH{#JlaTk>~sykFds&g^a4Tv|vv6+Q<vgSGXog8tKWN6{~
zKgP1&QNJq8AG#v<Amw}VDIu7BAJk&vNxTT6v<bkOl0$a2Y`l5zZSk6ok>J=jSw3jg
zp85I7!OKhMbcNVll?;igdV7P&73*HwUQ(UoI__iQurcd^4`Y6kj4Nlbu;5e^8#f{*
z<XEfW+vWEV1~tFCakOc8Hjwx1f}GYU1jW*{Epz>xQigf|^Z{E2AMrkl#(pqeykxKh
z;Pr>qL6A&#3Uq$0dHDL2Qj8=d=6pCumKXO`;wPQ@vBX(-rM?w^b@|^0<sYDwt#}=h
z$4exdMe5S$jtre=Hlz97$5&rHi{>n=xDLpzD_AxVNsH(t7w2Q7!*UH53a^S(v!1bP
z&k)<iJFF0gkqbNL_Wy|WKZBU=fhNBQCmL^2(MIpV?((zsHS$TNCMo@Fi!DaRH!Kw5
z`ae@_Ub~?C;yW_)cICg((k;iQxRxlwz-n=N!`k`=P(JA0gu^(+4#1|B`1YeDVVxVf
zv6&GYDoq(LuP7JI0P?AOs@`#-jV(n9s++f7AA8#TdRzObuEWO5Jo$y|)@&nQ8qBf%
zydEQwd%<Pc@W!$2SO))MNt}6(#~-xtq<;`xi{U%NvNT05rXPa|if^^!ku$O@&s!lH
zS)V_7@AqOd`YE)4_{6UgKU^5#?^PL2%=+&0DL_nUnQ8`35DUd;-CxSbAF|8)GII5p
zFo6b<`#N~yixE^p!%HY|=^ZB}UydAj#?G3>n)1Ha&|mR(j~Sl(^_|LkRrlS!g;0BG
za|3X=3L;nrmF1~o^G~$o1_2!=b(-7~N|bKX6Ij%MYc_4ZYq-ipX26t;S6v&Ke3O)|
zkeirz9}x+S5|}r%Gg{J6AI_G(ZM0RJnFX)M!YQ-YE~C5hp(bX0MY#^O+;$-0)rxUN
zxmF-)3-La38MhP$nvJ*vo-kB#1j)2K+(Uq*HE~6BPvpTK)Rd}iI)WB*j8h!?$beUP
zrP+1hY=2ZmOQsV3ZouO$@z{O9VyYW0l03&XBUVjty1(4Y`W$X;P6rUpZjSW6xtzkW
zQcaWk-g)fo-jIH+ZB^nU$MCaPak|7)7b_Y5gk3yx0<ZR+Bp`CBsV^vqr?;HkMg@I2
z`1x=&f_#WlqG?`w8Qb&{FWkkSUS##$nEs8sb2~0>db=_5_dMeBiH?ac>1ct9&QsN6
zwWp!^u|vlO9~`<xWY|Dwbo-wmg_30nc(l77DD;6SB8(?^9Sj%w)T1sq{VPVRRF`*x
z0REWRG(Pg-W<;Y8?=bW-nCvT{MJ{8>YH70+uhE-tp-m`;)B~NMKh0eAj~QQ80@6XM
zHPI&yA@Z(50x}>_7Q<f7m4Mh}H~;i*iV0Vqh=6Rsldd-0+AJkl9@ho&B|l0qIT@3!
zudVgc;<G$c)r5sswX+5rtp=bCv{az1stUD9XJK>!)|<0}a~bu@(~R|1cg-1$)aq!|
z)ldIExreo-4yy{B+eR=VDxuh4=L$How{FN!ltP@9qB*VMB3zd0^OX6UZGgqo{V>`S
zmsqOpsqAGg((-oI6OuGLEnIOs?p_+4;bkX!s;5BdU9nb4ar>@u)aF}piWnVSZ;GVD
z`FHC=B&YL;Jx!)7NE+h0bRqe)R3ICenPGJRVnxfEgbn6ndd@lH#r~7Hj`;?sMM6w|
zMa!;2>5KwXaGtOHZ>>O{kFK){6gAxS+`b=OnO=-?PwQu{@2`$pCfOwRJrE^0fyjPv
zm>WZBqYIJWkclr?7eDIV+*LSoreN0ss9t2g6!D8h%G#~g4g-w{uq6nTGh)^;i(#+t
zfbAc?v#-7j%eDV;)59j$XPO*2{oplBuXn^qEs$URtut4T;HtVa`n}V$>Qs#g0oFK0
zf&AMxabI0n%LU?1GX&UQKbzrTU3p_DSQ{>t>+SBdEjwx++fkER;ACV1pOx7>LFlr2
zUg!n6PL2o0AX+KY;IjjF4CI9?>N4B&c(s<NIVbBI(ktZqy`LK!G!rS*r{Rs~#7D|_
zD)xOctCx~UAx5a#i0Gx-;OJAjXddnW>RHcc>w$?+)<ypvJtrmA1YN{;mTi;c4Wykj
ztS5#hCQ{kk5$$Qoio=%CRi)IE_;np_CdmzUze7tlw$A~1TiF+b=m>M&MsUNSp{c76
zbXVy)YxrP4^YQNFt{;Hjf0637Vv|Y#CtSdBLVfg5k?Ei<EaJWieL9f&H0X2F6@|NM
zxD~{|hnXG`kMJLreVB*3&N++~#(n2)<TerwQKV()Btx4H_t|bPw3}G)_IngoDJjOO
zLYd4#cQ<|xa^?gNQ-OeT0R%8y+E0axWYL51SyvQmN|tU_;L)e>+lB(ZOGxHtj$$!g
zFCE_`tOuFs1~K`%1bbz8WqC}53+)`o%a%8rZzPtNim*RfjFBu}ZU|f%MmIth)fFn`
znHCW4lRddebL7^fd2cj7-c81DX4B`7MbJI>riF5Ll$wx+#9^ej$T-4WpixV)iiYSu
z<eqF`<VYRn@qpa?huy28aGU|v2l;TrAwXx{o%!G>IB<dBK7}p?MDnu{C)07vZChC1
z@)RFk55ePG_ARwIN=m;v0?`Ug-qoolq!h3#tmk|5R&&0+Itt!~o+`+P-@r+VlnTst
z_8qPU%}$lmqKum|kSYk|<3?6Y^yAlq1;S$tE0(=V5=?q*5^bf`%l&uLhoQa}?TEM%
zBNxVB%qtPK&+Tdw2kN8;ToZZqlqxm}013}hM<e`UN$7BE&elV*T&r4n@F|)j0d23I
z968RO@mik3R%70AH;J{==r{n@V>NCqPP<g2MLC#nJ6UdN{(7=hZ<Ob8Sc}TCc!iM(
zqa251VxM0fjYyr{PbBT~ugQuGx<4ma?)$rIu;J?^pV-R>x%SZNCb#v6(^5?>1IJvG
zRGu_)r~NS*RlY<pM=H-txo`9P{v@7`4pWt#ui7SxG<tvN&V%wUB|=Z1Eu|0mIWE8`
z5IgbBR>RTRF0Wq;8US(uHrMs`4(HY)7L#t0aT}NJ9Uf{Q0rJ`vG-^<>M1EWCIY9TA
z`IgTDaO#Swv6^gbYI-<<KF2Bz9&=y6sv2EhoPSB@u1MlE5Ww=Zm=myYDdJcT_2v0{
zUUOnYof7Rb=#16sNZz9FAkZG%8eLWdL?viwXwu%keT!*Z63UKmLWqpk1BP@l{#3me
zmdL>?#&qyrGhCRfh<nt2Stz%aii(PGy&uV%0}z36pot_4i`;lb-d;y{ceh<@MMZ@J
z;76RcwgD$2qN1YG<w8UwLA7!ia+6ej2B;wH6ZT$5TV?fe?ZaPE1c!d>tIzu!?-u!j
z?r*5_OTGOJ;mjxL8JYSREN9gOo(7;-MNoSTfW5VJ)5H>Dy;dhwqbG4Ql`p!?T8!<s
z@7cGy$4|x>hXM+Djh=zQd}9xQWPU@M+7rZ4P)bS)X0JDj^1))`<@r$t#=V+m(-+CC
zLOlnN28m{Gk<*3E_N}6nPpP8ejnv(4>C~d`pG$8qos`u%l^Zs?0v#~?K>yxkBkT5~
zQ5Weo6I)3uE33KLMwdm7NsyB44`*@lZx(Kv00s-MwQZ`+xA{bIq&{x<eWLuJ70ll3
z1VcP|z+1j+YmWldXZz(vGo~@8F2YAb+Jrl!;^N|h_i$$e!&h^ZGS(=zu<s>m_9=`p
zL&GWU!<8#nnobVZQ(Bo7O-^fuBu4q|rc~!H4`&=nj3lcPCe`&2yXlBSq<yZhxp!Hx
z&qakv`}~FoZARDhr7T1N`IS?@w(o~<c5B<}G54g%=%vz<e}&7+Af#b7T>L|L*v7rT
zirFwDrCLgwKJ*P^mu$6OE~Ojb#kD5F;I#6gK>~Eo4H-q1s@WJ_I6*A1!Q>8EF`S5`
z;;5ATxL)|k1N0wcsRG5NCRBs5rqm8o%|@wN9nYA;B(jRjF*n5+AqVvas%w5V@6s{!
zUI^Spu08_(#wH1drqi>@ce|@oUnm2WVKmo-IxxbNp>~X2@=&({5L-|)$f&AiYqav3
zLdsW}er`8bH?|~p*%)dq3Tak4-d@Oa^1hAP5qm8t1OgjcSTM0@k;~7fdW+;dVdQj*
z^X*#_AIZ~<)?$)JEF!;O&rN4!P=-e5!Bzk*Wd@g$VW#lKN(eRbsNCC-AnoeIC0#~7
z#cIOEl*f=Ncr^nWYEWw(*Z(;F=p8&(z9%R0Ia^Y@`lWt;sm)IWTui~TI<k{x29}=>
ze<m-G0(Vfre!)}=CmJ|-R^19oXP>Lf^U=SS3a{2%qh`b8JGWBsSw@QZL)g{k??6+7
zTn!QqQCr`j>%Ojt0JfDxxI_P`K{SI-xuFLLQ>}VW^<I?X>fX>ptf~V=*EPj)2&@`&
zPO2oW8kXnD)44hQ{`Qm~8L**p$ez?(%`rLmr#t|$!+O9p2|ZSfI|^<Q<Zz3KiP|R;
zdcBp}pPXo$k9;~P+$d@G>Bhl(&iZh8`M_PgUE?_3Rtpva;f$pgga}d~Zb&|fP)WkX
z!pPN`y8l!o^lR)8A4W!EVd;bolMBTQPRz>~S!!ji;5<d~RxIynuNh50@3~0i(Bd=~
zW3Y<u_x7JGH?p2APdiDCzvRtbiGcek$hg~OxH)qoZQt$N#o4B~E5!*QZ8OF)6g64+
zMuEQE?-cvX`sP*)Fh{V=#W|c4%O!GUj70JBGaCb@LY6o)Av}2L`pskB9<rcOAV&GW
z=fxT>+*P1#5EizioFd^>;(Kwe2o4v5cm03Lp<F!o?!|GM{&ibyOoN*L`*<az<P?h5
zd8yn4@~|2{9$sM<#YBaPqX0UYFogEGk<alm>ZRweuUV`jJ0$n+sX14&ivtN61EE;h
z11ad`#xsf_)t(R}uRY)H)N3iJBI&@a{F*#l^Gt;fO@_tPe)1kDlhEHkizVH_iAiJ2
zAiu6f_<&?Mp36x1j`$uV3O=KP<wB?+B$OgTLWSWJ79)a5zm%AC<0*r(!JWbWxifHc
z*!z1+@&DK&GC0BYrWKtgDhOz3)k@Q+whu!7V@T=C2Ra%#zwN{)fMnHu7Cw_JnG@f?
zedms>3@HUgkptXdimN_+(=6rx_OX#=1b#Dc86;?81o>n}-zTzq{rpS;m-6%TTXT%2
z5-v5m5AAfXQnGt6^XdQc0l%}U4pOh?4EQDgZ+$kYWkxvv8f~D!c`^2d8Y>r`LuNX_
z<*XJNfzmeiCGo$89{5#IPImt6m;*_hmV<-vkd2=H*?B?}?F{xVR?Ccl1LgbX=50_v
zg@lFmnuY%B_rW|<-3RW18w3Oatu-O01l`#C1t$PaMf0v83(F0l9@TmsC;g3Nu-I@5
zViqg~LI7+k_@HVEiA=B5(gOR*T17-eL|w!)Ch*`{#p__2n#h}B5+1*w7;P^#t*o!x
zjzj<QKG=wXTa5S`%c(vFiMrBC|H+i`)vo$?V9iD}nuSC}9+o=-JBik$xb1Zr`}T={
zS02if1ed4O(1c2dhe4r3s7c|*Ej@39@PBPbrG1ZiVyUa!!om<;`yzievVYx4Y7ZAx
z)Ubc|@9}>$F=1+fg8prQyItyFZ9EP@6AurMOklD2HP<W%>^W9D!a)8D4GOwiZqlCq
zb6IH!&<^Emo0}gN>fP1C)F1uVC<U*<+Btx_Y`!s7#ny+(e0tS&W9lBz$$LOGRs;Gl
z;UkgzYHDf|Tx|F9_&~Jd+>4td@VP;i7W5fa-$lo9<M-#A_sj2SZsL0!>o;RHZ7F1@
z_{|&Li06V%-=<0MLS;GzzEIRfoMajt;P$O<UNdn1^_325qXA3tXRV~-H<~#E3v_<}
z0lRy+)%!It?hq&|EB^s0rcB?MUcm%w<x*h(-r3O<6R>zIpzu{gvV^-EW#zeOrox@f
zgQGVQqBDQDow}x+2V+mUM9{LV1A~~l)!|e*%<p}}F@2LZ`y1ZPfsb?D=(W0v(N#^I
z<H|~&@u&-+ip5kZ0g4NYo;Az#NlBO#J8UajLqUo%$ZL^8USQLfnm)et%4@BpY~uTM
zauYO3w?A)ZFQj9an*~28yVZ*NQ+Ch?Gd$_rm(?<BmA}3z)uq`v+5>UA3xL5`;HQdw
z$j>&h2>@Qu(Y&_`zPdk<@*-wFXGqeF7i&GwS4{f0zFvY`4%`{xRcRaMKucx&mJ9^%
zhUVs+Cjq$D^DV;p%4sj1PNgHrvH;Wdazg`S+|Lj&3k2U!!dt7L$<n$zIWt3vC7A$c
zHf|0Wk#`5WSffQf1yCz7Ct+bX6jKCl12IYMIbk1pDM;cySgPDS5x9A-VR`-KL}=e#
ze5{$|pe`Irj}6z6K=`})skBOai{^ujT=&13qc2)6ztA;J<p#!KW38sL9%Q(}b_D**
zY2SGSko>^c;tzdGhco<62wJ@k0#PW`!<4bnQH>}iwx?(;dbSsJUXp7$m@p9X`NPAe
zRUC|ENC39#0K)$c=)98c*((?-PJgC27IR$^hanv<pFVy1Qf!P#DVbJi%K2j#@U=yx
zi+g_@A14Jw`}5=7WvvNY0Kl>J+py8O`^O%mHG6L4L(eFn!JGa5*4f~(lPywC#;N}e
z=rQC#>~3;hCC*V^`U7tUkAdF*;;fjknuhff=#f84ZL=eT0imBgM)v#3g0BQ`H0ReC
z>A!YFq~e{c&oqyYKk51{B|eN8OIA)50*$lc{tn<318+hl{4c0Lt>*K#JK10T0|=T*
z^IoEaIo8hS1l9_w`#`G|w0l5IoDGFSyw#yvkUloOG%ObcoOW2vw&uLwBfnY_joS*Y
z4xsi>|BK`6KzfvE_dC~oqk)^7C}*mD*zB^RTz7|pef)6;dj(}09t<$PnSlkwQsa^2
zyw6$>fhHPVqEk`qT%lj5knkKg&G{1azG1vlPfbl}+y4Bxl`7(<knl7xPa|Kk6LijG
zj=m%o_pw<vuio6nd|QHs5_9oub_~!{;K<`6{_I6fm7Y5@+bU?biT$SER@=I~pHicI
zQvBl1V(*$Gps5$<CNLO1H-ZPCELq05txqW7-{431vc>bufAAuBIN#(3D?2(mk_A!(
zfUcqR((gV^wY&09${p>~`2BfmkpVb9a%|%y#&kuWpt4_tKu%_8;y$sEJ&>Xz51jC2
z>g?3)DR+QUa0b#sar0%VUQH|nM%HCc{4I^wJd`cQwPq6dB_08ZLmIG)TBc)2cv{bR
zLIz9D_azvB7n>*Pj1rE5UtdWnphB@*cZBXT_J-!eW?m%|m)(hhwM0$ko?0ogn1<$#
zf)K%Z4~8BQP=v<MeSk+HG-=afLv2;t@9dA0&n}voT<BHiO=^Am#Q+5y?WWQJ-P~a`
zc?LAUi10csCO1zZ0qWiI{4EjL5&IPk=xhJF_V^X~o^#^MK>8@CsiT3^UNRY}99RRr
z{{|kSpyP?L1d+2=1^TUzXx5*M2I>zGNeb{gSoDIN{)jtz==rxKP`tt8?#_{o`7x&r
z6$0k6;;ogwxUP+=XCXKBe3XGEKW?(hQ~~mLbie93Fav7+EVN^o8?>Nj(SUj)rfO~C
zlL^ryN|X%zUe`)kbSq6ud$aK+>YfzFI&4Al-ry-I)#%kZ%S~9@Edz~)(fbJONy}bJ
zlh(VKtCrXp5zwiq^`*v!hT1jSc$!U2jVwOC5;JA>5}?q4FI2+_o%1?Kg)qs;xaTL5
zSKcDj9WWs~PnMbD$vI8h4DActVu0^Z2<sBa#HnCSYLyUxY6F<~T<d{v(r@(e@UU5Z
zp^Y&72Xj$HLqlU@_pwl%IF{dIsUt1FZa9}1yfUs5HG;JctBD{nb9!z{D(@s;8+Rk^
z!?%eqpN{_cwb0?Lvm2Z!EDSePO}Zf$7)MMSX=~|auc*9A%^e`6A?Pss1T3n#nCwIZ
za1AA+L|rWTM_Xn;0r7Ze+P305*t$KS0BAMl4z$LG$65}hM<E#l#;~l_w^BSy3l4Px
zME?%#>ljiy8g!E-PD&*7z)@n^OJiiW4pOIk9y7gyy_VON=x{0n`TB}!_PT%k%&U>E
z;fXsU@y_d7AMP5aQV}0`Rr^+mgv6gEJI6zrWq}n@^V<&S(*JBVZ=20+fxP}wz|FJu
zd)M1u4<C@?cqimPI489lrIVQSSb^j>Tw|s3+_D&$szUpf6Oy*-xYk(FuEb19try^C
z*mNI?pVrF9GrdezCCKjA%^}EAqK5<+!$_XX-%ac@#-cLhbc@TCgoAbgX59qpHz>!K
z3E0gMwh>nGL9|JG)QXHrbMhsA?C4CBQ3YgAqp5PBbj`dcvQu!uC#Q#)9}<5bjVA}K
ziglGl(OS9!oYWb5o04##ItI9c=>RGN7s(fS<hl1#DdGJ1NB6ComAApcrZWP*cX*P{
zjn)$-KrsMV@EZ_dx`A|J4vZqMD_>Gjx#rtbRXNF8#(^k4tHIi-DC4C8)E(dk(lU?g
z&y@$BmawWQ!rQc`!;c+ib@5Xx3>yQT7JHKHMSV|PH)cL?%L6w<%v3^p7z=0ZF?B;F
z*^PJp-#i+uuIl$*M1aNu#E)5&jR}zs4gU9zx<56PwxsB201~F9ATY~(MYFLo13|#|
zJ_LwBmE<mZV-5Irdc#SW$J}XreqZrBS!Iqmjm0cOPHVxP7E?BUZt&Zj<{u9+hAQzR
zjxhx)G%cXm7aF%Vt>trdY7n&b<Ed6F2WCD@YBcVr?Hqzy^k)Lw@k<{KignFuUEq{1
zY5Hx8$q%RNoosZmA|+2GR3<<uRE{CQ0v2@?;z?Q<YEn3A2DYlZvj*YGEH^@BipgFj
z;=HP{{G!>R7s|#0)b?rR9+yYJ$@K8!n?7nDbFghV#e`BSGYfBc-b{_e%)P}fE=$p@
zQ7TV?qmpZd9?yisLA5b8Y7_2lfOTjBH!}g&8P-3AbQ07l)y=ZZLS^RQaRDx7lH5Gv
zrA#DwRy9`!5Pj2Ewzn(NnXjmiV!m6DodAEho`t5u;V;R{vmj8?N-#4JTK2i0O3XYX
zP<_ya7gcLRrr0{=J);%N_koH<Q7s<-@$qxbz+7UEI;n{YgAYW2k$PIDU-xQjR+w}H
zNoxg43ooz{p8f8+V>uMJ$;ej=0$@#7r%WFoFh-@ut@=>~3UF>JSCO>A>5xih&?jm5
z52XqRMfMF1shod_V|e=y(AQ={VUo%M3{DRQgcYumHqmeFx(fy4cXsoY_+{tWiU!z<
z?$0!MT@5<I)r-0;RGa>G+AUCJWJfad-w%vJbDvNQ;spy>G*a6)+<9UE<&JcHsJvV=
z|DPz=ZT)q|gK6C)C#8BRn;2}bVBRbR*-b_zS3UkGF<4#jUz3)ep?Q-X_06O_=2-Ga
zf;Ue4__b&0S6*D{=s$Xs&c0k=U5^dXdwJvper=Pv4Naf}=JT6jqE}G*PS^31w`W=1
zUQ2Z>`?KepdZtBs`D?3L?NbteYXm5EZ~g+9+DpN2m@g<DL#xd0Nhe2>EOyoWRwuo{
z;+TrcC~O>nL!BJk3=~0r(^alNSakjp@Fd!!iCtI-r$P}2+PYy(bAhY7!*!Pw?f!3*
zr||SIR!A&c+&2%o8DsY(Cyu~7T}L@{4sUU{>}p3_QIUqszdtM54g7y<FB|+H3JDA~
z%>L2vef2o2-yMg|mG4fqgjhzk1>-+IS#3@sz|-V=>MkTC^vU}abOmN&uMamcg?cqi
zEiEmv;@<Aqjse)b>iV7Ts)^)|UZIq^(!_FJtwNCLweV?M*0SQLzpR~x;$|s1o>XXo
zo!-A)?gkPJJH+ZcuM9>3>}TM^0fiFptqkcLQ9iadJ)8n{hu3C=5!*ij&KLBSoxosL
z33>qzlQt><iWTB_Nz_E#oy1?+zjbO{7V1Dlc2466M~UJCLMm2K+tgRxRpdNSKL6fu
zb$f?3$kJLr3m^dfYXl4f9y1eUrO<;EK}YSUY5-7x)N}`cUDfsFHoHlXBn|`t9ctrF
zC50T63cf-q$;b7;o)Br5un(pa2sBr1HWJ$xy))sqv?|?8sDE;ESYNcoRQbNsaJ97e
z{;#a2QCq)bX-V&Ws|;Vu8}HtUxUHFf&3x){xIuxn&xR0_s5LoxT>Jf}`l2m};p-aZ
zx#Aw0?zB(+iN7S<Gf9}Ql=bewKlMop-n+rY^AI?R04^>*1>+u%OYaa7^#Hgseh#on
zk4JjF1L!$zw6*CKtc=C3)cac*mQUa6)8aZlbsHjdeVmkV(P`uR^FQM@kfb?$nakr9
z8d9n<^}L(?iJZ2&{@*|12Zx5zgWcT+@<`;0R++xmxwz*pJUI~+Hgb<ZJ5+3R;q}3_
z<VfX4-v{=1W8|iWiB&R=G|G+VfJ(w17z$bMO&P~zPBw@6mZA&&o9}Ld7N5WV7f@R7
z-Mt%o4Fbt_?cOGS^^1Gax$E+ZaU1LDL(U#t%)4LP1Cd9UM7SS=G!FUy*#lu4QlV)+
zXaoqa7r^`X%GvqZ(bn7->RW__n*Mwi{rA`RAVO@5kqV|`Gc%%tlWaPJ&PNz_o$}0A
z-#`A|+j}mve|GF*`yhbBv^lr!^JP?UN#rE~?TDykI@$KMPkRz73e7@-=R|rJepiXU
zUWwtR^Y~(oH%^nV<gC$Odn-?(KEmFtd5Y=Z4+9%iVIi2)kt*CS20ijC*V<+(Cce11
zxCt&?y}ztVl@YMYXM#2s1CbzG;8&@SUpIeQSyHl@Eghk0QExqr3$S#(yHglT(5uF}
z>*bRN=Jz8qy=bluIuz~d-}5YHXi$*ssy^LGde!F5qGcR`eGYwOSo}QK<fb7ngQ#2r
z4JjfHYZN>K<hTIIH-S3P%rrDLWt&JYUT#fTMp!iYoj0**?EU<rVQ~qqs^3^3lNXi4
z<Ql1`a83r*VYGUz?dE=kfd22~6fg|B8QkXa@BUOvcLQ|#<1-`3&DWvTk$yg_q%#mw
zDQR4o64Ns_-RnuV2a02g`{53#`o#c)W}Nn0Y%Y)2>s8)7^~MoAcZ*cNw!r<r(PrrB
zO?r$*42`7rk&&UHx}^Ez-*m5BiC+2Mxl4AV!Rt!M`a1I+rPc45h^K2mN-Eku0^w%N
z8E8PNCEA>I#y<)4s?0)?Wu+#@%Z)^p1_Znh?EsjSP1pnsOXN;NO^w7Xy*=x49X_j8
zK2nU@-h_yVs7PO>e&kwy?NMVb%(<Vra~U`;v$4*4+2DQEJAg4M{<1u^d_uXv&s|q7
zy~)Po1!@|VsJkNm6H&Ld`-?k)__vDNKR7N#^Ruwc{ld<+WP)Ug3D0o}c*`UiT>CJi
zFw+{*&~P=a;EI18j%!@U=z2#!_Z#>2+^u!&2%Opp)8c5wDY;PF-LRX2{u^rorl+r;
zBv3zD-#)l>(Z|Fw$ZCF73lxT-xT1E9{=&g43O}!A{lWUkx@CY+W+pfe>0<5weg81}
z;I3#hLF8bHpvt-L!MF}*G=qMzCM$s7-vOJ@;IcxryF6fZ_y<cZEMUb4weax1pCNy)
z&h${C*xRlwl_UyOa8`_(3RUjOp6`CAc#?GZq>9OA?*v<skQag3d(F6l?!9eMc(9ny
z*Uq@EI&xk&6f;#q+-6(6t03qFBT$A)&4=A%C{?fDmouXSl0v9Bt9I%8x(HJe-8=3Q
zJ%xsH54a4;Z3Vr+o(KS0y7(0A)rg%x;L64q0P9uoQZJn45$1sJ?!KJ=0_Ljqq4ac{
zUsv3d@|!)&3ENlc>IK{Wjt*jQ(D$R*SzapC8(b2UDiNck0L&n%^|iJxTuWrX@?>?#
z1`TS3)&t{J_tLmhO+DthMU^y>5MVMboX>`)7uhin@s2k*nU6;qW5>wEb(+x<+1|TL
z1oOaO2?pt8A@Brl6KVikBM*dt6(a;#E=}-jX6NSOu!YQal1oNdF-9J@7c1bMqTW=&
z-}-^3GBi9t#I+_7+ID_8!)wL_wB#p%n2G~5&_Oc(&HJj0e#&Vg{5|XFL+IOxPpY};
zaBqsAPu9Q)Cc*N1MrsCo)=dpy&F*^jR$iEUX$s`p5-)t%wNh8e_ISwyB5E<~`m#tE
zdoNY%dShw4J954g$fG*F>`qyLpf&?pJ=7i|!T6lNuaVYm4~!qtgJLX`1oz+7PwW$>
zi!pfU+=&3rS99PUFOJS_%T<a1gHK@AXA$srmNWel%TpndS}(o0lIv^oyuM=V+#^x<
z$1RC=wySm7Gy_1I+`)1>EAn$%6~=R=TO+rcZ$xfQ*WCjBn5tf;{_jy@PrfivEx(WC
z!7Q24U=M0}wQ=57SCrCboSQtlv@|Ri#OpIlw@F`1H3}GPzZ%Wm8@|(iyL5%{02^ob
zl{&8a0(wTM{)r@65vhEo0@fez@rUQ4T28e9JNWks5+DJ)INMV>c>S#-fR|d-=TGIs
z5=~qy06Nu4CctzO3D8r!R!0kN&(t~0Jp>O$<A`0WIM-OCnUvdj)-HoMvrMCa2y}uW
z*KR*7TuGDkH|{0_(@_=V7O{VVHZ*V%&|pB!v}EHJ0m=ReFuYg6(Zn^Ikh_r6gmc(8
zEibe-u&m*m1J%--fAO^s<Bh-L42!7AMBl!u3^7k)$%{YLZ<EnevEp9)s#mH2kB|i@
zZ0ni&vYR{#u??Ub;Kh9l*aD3JeS%;xilT@Ao$)J6z-Iu!DZ)YV%fwA^wj<t8K-YoE
zpd#GbhzH!*ZkD8_0?T>UJD1Bf4`5xgzh)cx1RUoh2}qa<fuMJP*(Vm=0vN+c&^a>j
zV?Et#bs=~qd43Rbar^1Vq&|;t>nfbXJVWptl!l}|9ejQcWjG4?=Q7vTwzkA9)d8h{
zr5LhHT?CrZn^Lex{ld)8P2}GAfgx2n9aneLjyG3CgvVkePFUvc-x5+}*M9-CLFK?r
z(Ij9${VO#s%?+@=P5zhXf*1={gZk1Y3(Xj6adp9JPCJxlWiCotkg4Y4P=hs%>+x5w
z&FaPL=6Xx+enz`THobrR{&xkWeuN8D%qB1jQ=BsUfrU+>z<cMh&4({0Ntf;Kzs@99
z#9#bvxu5FlzHc&Wbe3NE{ynQL$J^U`9jm3E0%F(=NTcJ@Qc}7;TOqd|xPqkL1fYMn
z#|Dt$*P8tRbMD&N*%^8Ox?!~nx({GolEke5lkw6Q^m1P&hLZVVWvCVXYWo?1E{O$D
zNsZ*>!oKr{bM~Ep<ln<$k}l?{dG_Ms?AS5}%zwxw%nS^`jsV5gbpl%GVqZX)h{;fZ
zeOtJ9bQGh;R3sZUhSlDS7XZJPEG{V~X7~Y+fnC+LXuyb;91eq&G}r2VL>Lni8oCB}
zi2~}=KZ`M64o92ZZ0p*9^YCRxGB7(AnJ4r<<bRn93&YOCZHl`7y1Up)f8Y!zXKLL3
zdJ0mS+&7c6?2`rTivb3T94-gbWI6|&2ju`(L=R3*>WFi#<g@BAS6Il~t-PxZDn+^T
z*14@~&z+wheVIU40k@^L{Q>~DHN9A3&+(Cd@mm0Zi;qyXo&5>yUyNa*+u$A?c665x
z+b_?DN^dhMzR#QxwEjvv;mo*}jFPFUCCuPuE85o=^f<<6lmL^$p8(^h`S1@&{9_gT
z2nnusV!el>!C@O;qkKCsq&>@)<~TYk>j?$(JhYBli@R%g0v@Q8>QG~Wxq>GYK5`U-
zaGyEQ7%|r9sZm+8?dMGD5|clAfeu4{Rzu%U<+CEXMo69s#pDjOxE{5>-cHB3<Qi1L
zITe0pz#k_g=nivBKDe$XZY>PU3lz8}2pnLnGFD5>RtACp94@B}L`aM8HjMSOdYL1n
zdeH61Bdx~K*l1v5A4S4%`du8au)#)ZZ#4<bzWKzN9Us~DhbiXp=t#$jWVPNTSMFX-
zFTCd!nrRH=u|h%>^dWLXakaX_$<0j*gRI^H6s~Gg-VdzPyWOv~_^k;*{F@pK&q>`k
zr%A)J9#!mLi<XFQ1Q+O~#Nr8Nr22QP86&g?%dm5~tw-}32j%D#!HO&+gqH+kaB4f^
zoT9Z9+vcwkaAML}pF$JC?BF<g8`LLw)mDC@n5qJP4|vv@dt8<ck3rV{JpClpKlU?r
zflKUW_vyQ?%Pjw3U|k~aQ2F&q9!eDSxGgtO()Z*(XnUSxF=T706q2a#`dO$-)PQFR
z4ynlp%WxcKD_@jX0qW8YUjk>s4?YL|i{<lhR`c1PvL%JtfUboNj41Q3W^+B|TvhM^
zjY7>zpL_n?Pm+-+V>#5uFCQPDG4hPztCa+hMX7#??9rZ($8!}E_<Buz2HE(mO1;C#
z^IHUm3beYn<d~3PMtyf>sG_G1=_Cq?rAPs}rl|awm?oUMfdo33i<JGrGW|Okcy0s;
zC27qAWG2DxkxI}JHD3L}-Kj_Lo;e{huc$6a2G<v=ZELp@gtsoOKJ+%&>+DaJ!u09F
z<wZfLQLIqH?8mOIadYAoh42^5()+Y6WH9V->F0Vr$YPBG&n&Wq8)90Vz}wpQ8{3xO
zcYDeD>gc^w<GA4Ns?E8=pkBYvZo%k403VZH8Mcf`ts?PE;Z)KD!Tmy^2!56$h^SHz
zb%G+l1|p6%DFXU5R^a$67KthKoO0-tr*==q;bcJ&Zb@T=4Go8^j0PGx7BLDxi&q&%
zrj?*iLRK5H5OvIpfeMyok&CRDXv8@)<_(xoBw)*d|4^vUi=1Ii$|2@K^0GnXKO?mz
zR*h_ne4GtxETi-&>UMbQOwC=ZlyvXwWco~1zIfSAteKEm7b(n^)ar!q#u>K(gTbE_
zOi@o#^VxquGOd)2!4}$lwGzwV#4t*<5~Z!6@Rb))69OUTHdpP>!HgTi&3Hz{oQUt<
zy>3p98&hHv4Tkj$s(qo=XxsK%sh4*e8dcg`EF0Q<jN2x-D6kO%L3xvXTcnit-kL|t
zuPZP7X2^{8{K`9Qp^OjZt;W*lCP{r(V1%_eqUEzY7kq@CfKC3ZYV}QvYAX9|hShg8
zDZh+rG@h9q7Fl=$Bj@PW+;9Sy(ex{mP>NV;z&kl~gQ`<t$%LXUn)Unh{W`x`W?rP0
z#t5fTwe#}v$fl8HMTY3>@+P;{k!~KbENzJ-Q-u^CHi4a1OJ}*t-)XPsv1x6bQGR6H
zpxS!b15(Ihp&VW>U$jTZtJeZ`Y7j_iAv|D-ca(plUF{SCUsp(3d&{q6L{#<JEJJ^r
z)E4_53l`o>)oU%OSH7Z2tsRIN>+qwMpA;;-u{n72`$0!UZ-;-^o5_`dg5)}wEH+5c
zbeBV(aHVM%TOzzeMcnL<Bo|b&56<@xC&@NXaJ`;c-a?fhfZ@Y+F78D}g(J@-J;R;{
z2~J!l{&W3Zrrl4gf5UZgR!7R+C{%8&e&m>It1Dk1HjMA6#DhU@Y2t?N#5KivAyQ(U
z==0bQfcdM;(hHR|T*vX0;4^USi$1j&h-Z$;QcV0*FChU9I_ZmJ7*~RtTTo4c0)Jz>
z?bIRgY7VP>;Euk#vn%k^D*X1#Er*DDf?+0dC|oYGmn4Oh^1<;7AX(fhzRh8wW=rw0
z%3{LuJ_Yk9m=rSkY<ul8>G7Ar&khnojY@sS_pNslob;e_DqMAz|HzR4@YYu<@JdFy
z*2H6e47`iykS!}|b)^%87=5rXgrOOc4inhdDwwk-UsH*HPHCdX#Hhdu99*hkxsMj$
zo3hd8KyTDO0)q`{xxQoNMg~y^FPrWpg~|00B$SQ?M?2}Y`}rQ|K-Da=3w|-?2sXm$
zISCjQ?rMkXeQio9fOy(d=!}j`B_qa@RiP5Lc1GhC9}BMEq0XIZER51?1}{e-kCA`n
zj;Xe=oUzcv5@(Q4i52^L@98y&GCOa~lzmt`2P|OJz`Df9^}q5ea7rFiv*g}U?}pXe
zo{N_%S-wDVbO5g5lZRrDIC5+3S<hIc#J$K>MnynOhkc;*Rj=NZ+7Hh_Jdc)TdX6Ae
z8BLnwC;l^C`65WKQX_g3fH^Y0J9XuUPK};>`TZBjtQ(5*Wch?@rr<_nWtpxbb~r5p
zSzwrm5iZcn^KlHk&qJWuo~n74!;g{^)o!&x#z4oXDPZdgJuJn$Z9%9?@sh3#*hJ;d
zA7Llzyli0hxW&O=nSzqR<aF}g*;?beJz<e!wI@*RWnVM>_MJHSG%&ZW`AVOXQoGMn
z5Ex7kk`awm3zY<`kFc-9=w2CA`xcC@uvU`2x|L-AVIJOsBGPzc;})RmPrD>sxpp<P
z*V(;@8I<yB9WLq)gMom944hsv-7RhIxfO_pW?(kgR;9pdvKXN9u-<<*Q_Xriy@W>|
zr-$}bLa&~D@#9=H>er1-lsj@HSd-VWM7x)QY14NJO2F?F#=7X(PdEoPXpC%TF`BZV
z>dTFNlOCCZY4i0aWlW$o0Q&McqXzLA5}gC@!$Gqo9GGF<5(er_rfh22!Tr_ZPCxLl
zLkdhxh~6LcNg2K;`<>p~tp#gxP*Mo(2Vm(;@MT?Ryipuiz7Ab%!IQ+g@zyjg=~0Bw
z35YYqy~)6A@MCz&%_J7snpBTxf@z5&J%r@450sqicY4N(G)N3(p%+D|BqOZ`#s;A{
zUk@Qy#Eb60p6-q@Q8YPo^)<3sAm983?{gSyWbXYl<Jb<dmLy(6Ic!25N(B;2$Z~=A
zr@C0yhEl`1h1e(YTYl<w00gzxml{Xvt60JNPx4hV%6lFsxG2}7jv`X6MiRlRGt{q4
zM@C}}Q%-SPqLeZeDBl5GEia5;ngu6L?MY9Ak0;+N*K&R!u7acfE|t9`0l6QU^@*@*
zEkSI1=tTv`fS2d&wZQCWO&u_tEnw?b$GjsxLwt+JTYz74NB4;Ooq3d+(~1ZSQ$UZ^
zp$3|AZ?tjMM$V1;Y5x~pZygqO7j+HONK1pHgmg$qNJ=S4cQ+{AAdLai($Xc;AxNhn
z-AL!q-QC|A@V@Wo{hs%o|Gch|nK{3+_t|@`wb#*%1KuVIu$@atI<#p|U|*tKys88u
z%4mDaWsN201RkIS_C8qZbXyGNQEAKWp<>e=HSHM$G}$8PzX9z<hyuC3I_zhxVw%Xj
zy*do<vWwn1iwtEfW^*o%fE2&(qJh=nI{|v-T>F>Hd`fhY^GszqiIHhP5K2w2lu)+1
z_Fp2cgNkzjV_K3<RG?EJCPbI`iKw1-7p17(dMRtWH3m*k^i$m|@?}yetD2`BPyY(;
z7YZ$`EMLEAfl97?{KHKkp*e$mz#0~!<s8OAv6E)ksyXO(1J6r(s`YN}^BA;c*?Lm5
z`k;^4IHpA#bIK?V=@N}2P}Yp_dzQ8h>T?d0!n5=9+{VFn*T<ViwKOg9_)Vp=ZObXQ
zaIHrl>ZUwvJC?oXH=D9BE=<+gAT#wM6)$oR-H8$YH%g{9DZw%GlXZe4_qAlgJ|6=O
zuF7u$1ZjE{0_g#jnlu@;^vX(C)R+OGER|Y?F6r=XoR|(vJ&U%XtxF3TalE*_hX#KL
z+m>+(m6+)h%sAs*&hYJg_}b(&C`%3m&+$rKI-xM)XQgDP!C3TGfS_>FON$dgrBrx{
z@Qv{OHg$Dc{O~Nj$U}03b&l}GS5`U=4QRYa*?+fCw8b|jd!V--`5Kt&c@UToB6Wj<
zt=SAvu?SkfaNlI%`2M35WnnRc8s!Ewh3_Bi-~Azi*!RQ>-kk?S&*Pu!wy957*=Hss
znS;jN;>BYsDj8lN--)1|YJ)d~y|^60ueayFiP5YXu1tiP9!IO&gQt4$=YtIEH3lCh
zH_A!|tu_>c7<8&i65^9T(?5pN?|3sGIGYCf+Lk3L;NwfPcij(qV1K5*(P{8{IL_0W
z@Q=$>DI-)c^SZORn?w@6CJq<RlnrTkE%oU}&TEgfh0V6*!bRVJ)dJ1GOaWCs^vv%V
z&XR2!v2HVsx9gnXUL00T+=bm0xVVfkykI?!m>*@uhkhgQof3?}yI)enHiu@09xHx(
ztdJ+$mPY~Dmw?W;Wsi2h8Qi~rxptM(xVaGz|G0D&jAtO>n>r+O*57EtLs_1LmNJ;e
zU^YThU$wb4I@Yc?(m!GHPB>V1&&aD>o9}-~sU;4Po%6`45-KWcDL{}vE5*1ZM{TB*
z!)GP|F7+jXFk*#|aY1mNpx-n;ht14SQY@VbB!NamaS52)1~l|(B;H!hS`%nWaOnhs
zB!J4cfh0Cunw?EYN=CNLpBOSxR`KaxLMJXEk(-ut|M#K$gvRA62P+I!oh_}?oVZqR
zniHNZ8_x0hS{y|RU>cCQD2%rwq02Er3y2hab|_r~h(^PHCyvK?7*0QE9f1lmT5qa#
zW=2={w4hhW#~XN19G{`u?O`oCe3<ujEeg?>k|2TQMt&4``WnH8qT;@m*ouvc!bK%u
z&VfVJs&x1GPoBw8Uml#FpI_70c`R4tF$x-es*KQ7cttjIvwo$AIoB!I!><n6{JInU
z=+t3#qrGD<L~CIPu`J_4Kp=GNy!_Gxn&lZ9wAbATWjz0X$>zN{(u%b#2DAmGwqq`E
zgrh`p+MXy?RV_AE?r_Q9VL7#B=+Ghiv<BT{B9>A6YS5id-#cLh^SJPhasK2cQU0A8
zah$cYB_ADoqB!TJ!8QG&gP)d2wYs4z>L}8Nw}H;=Es331_}?G{XzT`5Pj~6;3A+c0
z23<(y!5@JwrKmxXz9BY3r=}oRzX1^@Lg0%6ebFC7H3BCLTq1L(I?CxJUm726#iCPC
z>TZzfVR~P0A(gD7S;qbI=8?NMzdc2uTuZ-cD0@B-A}X?!kIHqH`XdapAEwBvT<b4?
zgPrvRgiFVbKrPBvvXM^gK6e>GiCLhPR7<$;G=4}o(;V`P6zwwTHiEu#-$R#3II$6d
zO6>Tw-U0sDU#nKUqGbYq?dUmVEkpmL5x(Gdcrxp6bV=KTS}Ve<+W8^xb)|jv#Hw#%
z9Jh>#heI6lBOfE7S0kUCN135J3A_}8ps}?jr4s$_#CRu2B#Wm|lWK}q^XK{NCz)Eu
zkM|Y=|699^yR~~9pW%v05~uBh#(Ti=CL*e=L8kuoYg&_xymIQH@5%Q|_jw408cy7V
zqFHaPonR!|1{tr&wijojA&J({O#dr#Z2y&I?;RcuzC#ufbTx#w5>e0QM(5%JKWTZI
zZsTNOmCqugj&if!@{m68eDmMCAAon$FCI1`Z>1RM6dhwilzS3rrG-s${N$8j<6d7Z
zL+C)e00TI2THrYbeMuAC{g)|z%m-LQbNx&3Tvr{Fw9@*egos++);dDB6m|~(<7Zld
z<x^~PIpwwU^s}$t&-Rs4vy7$p%A3WapB%5MbD`P03j1$SnD5?AJ5$dS68rpOIVsD}
z!mB_x@2K+^>>4|wU3Y;#rWa<xg|F_$U8V+-bcYHTSddymoz5G6OjS)g2tZ7(yJs_f
z6`1*)aBEqo+k;E!O^zL;wljp*)aqdz+-rZCL931%0*&(&@AEDK$Qo(d<ka8(5In;S
zP2m?J;?a+&UigKklEek`AWL&qTIdFRlrq}d-~@WTXU){IbZn@<|Cb;X<yo!+7G&B2
zvfzGQYO+LN4QIk+a-U|vgP}zQ1*&43(;gONo%`Agna-;sC+1(tX9l7~sL6H42c8j^
z()wPPTw7rja3acCYNQE$;9~6hZ}su+Rv+a6-sS3zPSGs#9*cD^PVVbL_^}k4H`@0?
zO3m47KXvbCton0VSmJ-fB#ZiPY0Iv)ua`ucS<nXDqE&+r*(t@HQ{_W|$Tj!JOKY`r
zR*{LYw&h-ZIPW;Hb?;vp;?VPjBQ{{wuca)cJ5&fxzzZA^%z}6xr|07xCo))b?|UOz
zkBhJ1OuEwb!yX{1)uD+`tUZLek2vu`Xe<+Vw+;I4nA)*wW2dc%SjN%+(p}4(@;QEL
zm0*r}?UtD^h3r=!_1}jgKtqWmOePVe#L#Y*Mx>+}18cu@?6((nT&my66!x7L4=VPX
zS{(n2zV~;ZBWChZNLxiYM@XTD%*rn=(J?`Ytrv7cdwrRJ)JM9y#C%9>v#kV;SMX{L
z1nHoQD69vLJlUrj0``TZFy?oR990^RNZ@pp<J>MO%MLvp8NlI4=d0VO@oy&Chf2wY
z8X@LQ6}BPWKzH$u@t4}q{IBXS$^%_ib{rA10(Oov#2wQtY!?suD12+%|NC`!E`;lI
zeH4C>I9$?dH@IG*fWkd2l=i)>_J}IJ_2bc$ns7{Im&Iv8pKoY|ZSb0?8@o~xYv#G(
z56WF~|E2}zyKhk0uI>x}C$#%G0Cu+85G|$tL5sEzS<_%*f22UgT8xzF8kaK`0eKZl
zGAqOU2-ngIhEsxtj<*}Z_)X!zk%z|w-B(^yM~DxP9WqjT&i!h3TL=U&(OXG;w%R+V
z`Y|^3@>3{gEb)AUqn5*tOB+0T-;dwERYteb=_wK7qC(BQ5&VQjNFgQiIaJ<41=JOX
zWQzwWubK+Q{(V9b66+>i##B^jMcZ(Fx8^!FH?)ui!{a>nHH!B<xBR}{SnwE|vqjoO
z#*=ZMfacu4lKE3sfUV)`xrZAz!KVVf9gB=Cn-Mh1?8?MRZ<EcT9MxgumN?S(#WePE
zo8!P*Ugt~V?{%8^%ZH|Zy%s`9RdpzC4)_BSuuMp>yIXKNoPX;HurZN(h-fp87#LB<
z*}JNeiuo1NnF_Xd$_$(m8~T~)FXS>a{L^y2Kvq3ugN!#UP1*CM_<A<gWmqgl6=gFc
z`F^;(gdb+LNE*4hSR`~iuB`uBc3QLTQs{b&z<-U&TX*&OohR}5MR~alfc>E_6MwML
zq*LXX;dWBFSSxP`+=$(N#%jy!<$%EgHg2(mm?pYH8It!IfiX;F&k2r-L$MNL*h%#?
zOz_$Y_&>O=QnVf#kZfz|mk=nln`nHv{^Pq@`|pOL;)F)`1@5B<R_9$+I-sac`_3)%
zF+UtmRpIF5k3maKM4^nKMsVaS%pi*-QZn{BiC4^P>fOxwPS^35Zp&l3yxvUqQO~pD
zpJe(aW$Cl7`Qm>#w!VXhz;}lSXH~|L)RQBWy5h#&ts)BT;UHGQ2Thw`Z`7|o_IFOL
zWD5Qj8l1hhIn0s*Zz*i$i$v={H2R9NV)JMHndO-3)TY+%0;W?e>#^L$vN?~hY^rvx
z%KgfSqk@Vux<Q~3V=LK8r|6LUOL^KzkRym7d^|6_hZY*A&e;cR>Wwe+>QYQX`qq_k
zDasiU+v5UrfNV2F+Y$46m9*_o94_}nNS&&$KXpiVfH_=T<$r;C|M#uP(ZuVvigseq
za)f&<B>3z%iD$14VN&YQC8fj9DQeWj`zJps9Xpeekqw*31|yG(?)2>VA8Ypsi%;ph
z&hH)5l`vpP!c;R6#i@J2AWXeE^|{ZFr6hN2Z-4o~&LY>odfnVNu~IdN>Q{T^4Zp$H
ztCwxC$!G4SPWgJ2y<G}rFI~7Ty`q%(FgCwEZ!{^9n{gplRD3p6J_`yE0Wv$MLAJ{|
z*ij#ge=<}=a`&F!AmEP-0p3NgnuiDQ52%O<I$=QJbrjLM4eWeEB|{%Q28y?hQ9#^)
zUh_$Bx2*VJ$5}kd>-TRX{WPirRP)}>#k8++A5y}-pdKy_j)MR0RQx_H<}mA>W~oPw
zk>u_pqLB)&B>j`Z@Q|VTb_~J+k5SPx#7DJf+NwnkBDhf}&wo7RZ5;i#OL-ob4xcF%
zMk)%_4|{;)YH4jn1T3vMP-*Tjb>hDM%Ko_R1h6gQU{t#V02jmg>R7;tuocj}gFqYs
zd}mr2+eO6LlFyN=oSQVr3L9Wa_2o9A{9SZBKUSKP{SGd9S-!Qg^m%SB&;J?zfkt8O
zH_PiL|JD*G1+t~?4MUB_%}9z#xydZJ>SyUY4=MGz0ax?535{g)ME-tfxwJf`HV>)*
z>?`PsHL4wG<x+)00Rd$UzGD@ToS=Fq)Y#3x?_zd#bZh}q*&jAD`~@06;M&6}0>Z<w
z0CnaMNDu98x6fNzZVyU2O;*m8ieV%keSi1#S*n*WtRp5h7nL+iZ7r`++tkQl!E4s>
z_j!nAxtg2WvD~q%h9dOtSLGDAJo+l}-_(|u(48*G?7aC{Ee6C4dT$G~pZwiF+CZ_!
z4{QuUcRmlyGF3Fw27$2RkJY=OZ?8Uwg!~4R?F!j)WGxp!7-9rGE<yHJn0gq2zm<wA
z(3soEwy08Z#orrTaxyH4p5TLE7;%yI=7~C8&yF%KhBQ(8=}$yWj%ow<ev7kGFU^=<
zMjCQ{`$O8JBzqXFYq0|Dru#C|94_^y{lBLh^B6uel9u1+#?#H+Jp;g+DDGj;!ocvL
zuCc)P!l-?zK>AQb0T`ESBb_3?hkFdM-z7Bcw=ie*-SDv4I9cmwlAadp%MP<{z-uo-
zAikBG_`l|MM<sr3#iMVY>b)y4E1Yv)k5KIn(AtIjv_Tw4Yss~j{_k<*LNA6SiA5n4
z;_C|o^<|N*qM2C;z@i8PyC>gX92iqtR$K!{*6#4T5Q%IGuC5;(;umTuOwhB#gP~oh
z2oAwuikFgEK_8!d!cQ`mPELkJ25Y9dB&%I@G^=A_{yieRMY>k{*0VVQ`~&k}J`|(v
zO!%RTsTYX;xq+G9({|+8Y-Rd?k}|0W>=_{ox%!yi85FiEPsaaNMbgy79PI8VTbjpX
zV`GFs-}eHr1|udif4<8q8-D^L;-o;+z+qL4C;<dH-%DS!bfyY7UNHRvhXD1dJgn3z
zaU6*cs+);S*+y#RF2CfB*U-b_!+odL4A^qTr#@=m2;*mT*|R+GLw0q@i~25P8c6$x
zt<?vv`>(4`1;+UiyY+s1zWj)0>4zI!s7&y8E6MbA_@)3Y|4orrIV#}5zw$dX>UnH)
z*SYP#=w-bHqw-MKVvDv5Kr&FXE2M_TGDQ98e(R*wq{5+yn*l~%2*&iQ9S{Lat+tqI
zCJr#~N*8SU%%8z>0X?@~2<mH@k=PSK^P2M~B9H1_S11|+0;lxDEKw-~veCRf3h_L3
zTa>o06JxiB^1jjq)oBu>7Bqw;${#O=kk{Pc71Hhe9v_uZY}A-UOu|5Q6<LA1Z8{#c
zDJLpFp%&=YB3IOFLsz$a8MjOL94b%yzm6iF3_$sK#)h~@942jVRH7R^a$bKug1YXo
z9`QM@h(nz}O<v>BfcZ%E)4+~r)p~PqV^f#t-J-`rh)Fs_OXcP}jm89cz02D{!n5?j
z8GJ^!`!s^|>zje+g58<2nv3H({U4~=kLH5E{=7DubS-qX6EXN>i@m&&ML^a92Pt1x
zzK4*3V*ppgV@}EXx+DG4Pg$LDCNp5}2Rf<)R2rFF&%m(JMlnFb-gnsn=Tu(KSEfBf
zA<UT+`tC6{leARm<EJ0&tKZ<7<c_K$4k<;+Ww(5kCETCdneul=EcGxjyq%;s;0RQ7
zw~d=~zc8AJm^w3Be*5v`=7;n{%(<3a<X>N>>!tI^Ezupeti55>Fx7&KDqSA8hu->b
zpd|9LIS0qe&9b@p|Gx%9IUH)gsa3r3?<I=qQ7E*mGYOKU)17E-3AoVw0whCk*4`H*
zie%P$T~<sq1k&S^U7)!+NchbC!hUlsn}8tEsOw7JXj5;cp-vM(7u%prXAS@9EtjQN
z<pyHO#`Oh#eD|5y(7ty6URQB#$$ZcCPZot`9>2)K&~6f8_!K?)DUN&7_K2CzFMf*F
zX6F!y0T6Sxxm`ggMdCBS02()fR5;ml0^>_StmQsMq@_;)4_Jj&Fe2GwA7Oky*}mGs
zmQsB}#j7)io~%K~8Odj>&O$@Ic??YkX;d<WnY<%MdgY+4>vUuBcmolA^Gb|rudj|e
zPv`|T)t~Q_I7c?ZoxDHP0PMIR`1b41cV7R55r}O@(LSKj$VF!_tgU0PP9_k+2ktLH
z7q!3-foRHdbF$JlH7M%|l_^llb#(vAoZ*0%mCSZma2jsRW;dV1XsIcE$6>tRG`ZKi
zl`>D#+A@MN=UVtVuvlI4iMsLW#|e+(%<iA{RXgT<!9uO?R*@!eOmrH4kno;KP1ZfT
zZ%!t%(20rgsineHe568%{D7#Gc$7len-s|6%W8yy#G&Qlv6z3(Q#9|}YuBy0#<`Lk
zpm!n?_7(sVn2~4V(Lv<8!>*ZQTxS#zd`I4pXsRfTPz@KjV5}LAg8XP<Gy=>VL<%;Z
z@hCafgZW0Rjm+2N#%fpV&u`xFyyLlf{*K2QRT0#Z6;bx@4&!`N?cc!PFHlBwv>|*Z
zFqL`&6fU8_Of4O1E<pVg%oFD5)>dpt3mY`Sa6hmA4sy3etoyqA92f_M%C4cqf$`Z;
zB#*7}3OX&Sef;$^hXAp*(rM|X%jgS{ZCB;(tY+#=c9VVkE61%cL*4Qh6YRx4EGE56
zs2(a@*@QP_I)t_(qgX6daAMSZH_gV3`OjzsIF4(F8xPPR=Nv@j*yvE@c9vos!0e!}
zQYLV~GMe=!d;)qXcrdQh0yKWm2|s8J1r8Cl%}gM$B7!Qhpn_*`#EqAlq5*5*FsPmV
z2P~nIuBQ(tLYcJvWJp4~SsLJyl<6#$+xkfBAoQb29A;5t3>zP+y)3E9YSFghYlCsy
zob!AcY}NcK6Uz**o8fr|-)@lWyu<rigSdADJ1NV>Iwyp%b<ORpA9dfzZAI>D+al3$
zvdNg`OyfwmVJ~ZBh`(j#fEzd9h<)>`1~lcl2TGBE_C?#SI_oGYGVDw`%QWZ4$D^rt
z!9UD+(ZI~8eKbsV{k3>?7dh>EX@+R7T7X}@Gu2)7u2;r@EE!!NRM`3g#N7*r_3yH<
z5%Ytoj-fzfpc6F@?JjKFtX0h}AvDBZdw%&vQ{m@3V*RU$U{OUG)N?nZ^IGSDN<Hi-
z{*d1#v~+uerMP)Q%Cd>OFuQe7kh!UG7bapp_tgEq^17cl-i#z(s|@2|Ro}o|%1>Be
z!+nSorpJkCv>Vgz?`+Mq)MhJ~_p3KPKI2D3&3Oi>O%xL+X2v@WK&D&cHN|2TdLWXw
z*Ma2p6~OyGIOAEVyigkg@S>-Mw)&&AzlsRGFD_Z*ea-a0oyiFJV24$jk^Y`1k;m8s
zzdk^JE(cECTn`C1!?b!@<M}t(JiHzY4cB!;O8(aqp;-YoqS=44+-lSR?a}>e+m&ye
z??0o1^(mEz_~_x%qY|G4`|8<;l#a8}UV&-sPPdN2a?|c+8mE$>aA)h~(snKjwCqn0
z%)38k?GFEX9vbv$^wUQv!=*X8r&gWz+#kGxq73m%35MswgJ5pR5X3)zzuNpK^%<)8
zel9RSB)UF}c+nPBa48zJb7Ls-VD`+IqHp$)r(jbx`(eYn4y;@lgRp<Dpq;(L?`-QX
zgV8DOFDy~PhSx!hu7idLHc8d_sW}X-Rqp`I{V0wi8NR|Nv9wt9Zy5~5I7-7vJp9U-
zLc4q0VTw{1DlRYk#rA+@dDR)^K#7gW2P&eebW&1cJlTpTSzfAR7YU!rNJe#!(O#_1
zofysDkT6V@H@p-}8>Rf))H786)Bean+n>qcAUM#q==5nL<_xg3y7*kKqk&dh9&v+<
zf{P_g(Ym|oF}_)CrTV*4H-mX!tvs7@3yk2;&8tjui`SppArz7C%Q|>S;7!=RHx>uO
zsiDI)>wTNPxkvf#Z}E7$yMzNt>7?N=Y(OMcUU6`mVS6y+Jr|HDA0k?ITTUN%Th82?
z_J;9`y;hdZ>PcZBsa}!)v8CLMSgpS6;*#~^cv0s<0?HZ}hMn8H6oCeGt8+%v6WRZ<
zM$+1bqD`?s+LlX`eP1{$nT*9zAmzLstnC*=-;}Im`GA!W^D^REdFxShM{dpN7|V*W
z2Hmf9);}jkD?649f65ySSPt#qV7-Pf+BPb?f5M89(4G3$vcFiQN$}c>PCf0@t1n!{
zeKUvcn}1Fh4Sns~4vP6>TYUZ7h=&=R&)sW{^%}K^W;1Ah8tSxAJD+VdmJ#vpK1iu|
z;~P|S;37v{Vm8*%<0E>2@$$y||5%>YbF%B-d<l~u{H#7j)lVr`re<EIUheb0q;QMc
zXKmb7g00`6@tKR}l?%f>E73$@CRHG*=BOnewdKErDZZ*9k+Knx)r+YCI`J%-`Y7-7
z30Z^1Rja>UiZmA#AlmNu`UU&f#bpYgAJVPN2`lZu$%_8v{?;c@9CxZ*Wogsa>17&}
zp31%g*csNS_c%<b^a@u&?IE)UhV$NK7}Mt<X~{A7_=5cT2a5+0noY~SR)5ox^c}Kk
zJ<SJ~q+_LH!|}+jKdC^Myy}9e-i%a4<mE>#7Z<0dr5)A5YU!J$*jOds@Hi5)dR=&m
zO4dS-R}v=Cm~(~C!y6ni=k3$%$3KW$vcq-g4p!A2z*F*mdg6Yc^r&i^01KEU6z^sZ
z=#5fazBG$slWm7nTH&J<=ZB((5f&38o!Eb7^ZeBrS6<n?WkBTP=ZDO+wU!(uPj)1>
z&Xjmxev*1~xygz@Er(;So_4tFn;GoQ2VpI_`Gd#E{rBL8hc4D}vM$Q>q^*t(H@TfB
zpQH(nmEf(2DXITQsa#VYbE&Jr{6|{Ry)ighSt<&J3N8ibC9nx```iT{5Q@Au|Kz&m
z$SxY$pE}FFPoBV@;-dK-S}N!KzTd9VgHVzymq`F&{OFT?wTWe#MikAi&Gq`FoB1sE
zM~Sr$8RV>Td9^N!N^QO*6W^^;iq6W^ojqrZn01nlbT?_qFAl#4uL&Mfk|WZjTYAl4
z`FW0ncIOAch`#E1@t26Kg%YM&MSls`1zvcTcG`F9`Et{(9%$iI0!pd6Ys)Jk@2)K}
zZ1zbRRJEi{fv^<-H4kF3@`B+e1kpEL^-shSU)7eZmg+CKtSuGnD(zmCCVGSZ*ZP3&
z`2LAxgoHzpF~K`tmN?Gx2-zX}<xo*9MRjO;a5!;|j=76#+tp3ELcQHdG$Tt^x-??x
zLL=6rG}-fMe`jyMbT`X3*sIcgI4Y`R;$J9Kt14w+q>b|yF8fw)9_JqYR+NNZ+mn@I
zz35j0bM19nAd(p#^)nF>*~Z{EILM~TJ7PN#gF(r-45z7FQW8B{>Q)7*Bv;*cZg;Ra
zV75*v(y!EOO9ZIu_3C4kIn6>*k@SnUW$s&eIPz~Va{qD>nNU|7rS`uZZ(Ax%JWlEi
zpW`Wa$j#|bL%x7GlGr+B<mCgiSGkdqF}0(o1<FLX=taTJLZBzc((}jwJ+b$^VYAE9
z+5@K~xGJ}exDTmtw-_T*TKAvunfdM$QV=qqg&;Yx)rwu>jk#vZe|tMs49UOkdlc(v
z?$SQwYLRKex*N^RGU0o0UJ7Z%B1sd=s`Gc2f8V@!QXqC_GxP2v-8W0G6DpDJ;?Qow
zQ8+q+ETzD|KcXIryDQCRh5kb(chdfnA6s{VdS5i?`^=WG>Z@Tfdu3w=tsF_O4@HK4
z>HPVmUXggNUJKTyuPr=#&Q<3Z6f;gX|FysS&0Rn34esJWjlA!wt5WViyEg^8dl{HG
zbW&OJ7=|9uPw*>>4(^WWH~sF7L*M)sd^{xTtT6B`pWAf0=-76c`E$(fnAndbw%S&B
zUWY{n0Q!8AHD4s=8U7_Ymo>{$=FN8mv^`$`c4b6RyfWI^?aAJmslp#<!xAc_5z~|g
z%qHT{MMDwVO<pT@6472N^1GT9+@uNBsCC<FoC@%g!mp6Gjol_oXo!>QZk8<}PkP$w
zG?e1=axlfnyuJ^;b*R&3w1Y`=;`ZF5xcnmohdB8G<;)BxqWT3cv+Zgd4R!v?O4Oj0
zuB|?`Qn7fQ<o!REF?)xWF_8HM6AfYGQ|`KxOTB6L1F91`P#HyA8SBjM5$}O37~+6Y
zF!VKq3r!!(TW6var1(X%B7gdEj(&E~lL3$b2MueQt04ai8yW#dPN7*k-Q{SOmUoOG
zqn|@>;8g!e!Lg<MOxYDpr;?2@%3jBJeM~GkwFWlqGp>Jg6V!5*-t<ft3G>EK$A+DB
z?;!N_EyvW^0B!q^s}Ady8USG#dEaVvtgLs9KF+EtCRD3a$C|Mu;2M4@@)7}wjW?)Y
zJxTJVn@LZ?K_6n>L7Dw|n+*iwH2QZ`j{#Z`bd4YJJ;YCMOf9EW@UW|skFckj1K3c$
z{4{q#z9!A{m6QBW%;YGkttnd{K*`+TRSxI9t%sOW)K+wScrw?N-?-h%-I(@Oo^cM5
zer%$u?p&s+pZ5ph-vrAB{SoIyJ20#T+^jqlXjQ)jS#wOzFaZ8V(nn-YY^y+pymFL_
z!p37>f!dk}0^n@71&KcHbh+mc22@s3pe8U}-hciyb>PIji8K4gTl_)Ef-dEO>BH3f
zhp<Heea-@k5l#MzZOd@wy_`qPfQ9h8al|y<JP+`9mX*0&=+_&WH;hDiiI+&lC$N87
z>pWO1_qe4dt>h)TrYC9Yl^4!0!za3%f?h|9p%yk2a3?oiUH93w)DgN$2c(Hu0=(8b
zHpijf3yB(F_!qLR8BlUrnrf)K=}^6YsXd~i{x;)d<e{lm`@z|DVcwn#j~OwWkP}++
z_nlwM0kCbMGL0Fjxq5)ugZ$D|yYCz$$e>Xi$;t&Y&fiz110~zF3KE5}Fs1s5k?r;-
zam#E5m1hf}#c>$@TdlbM59JikM6%#CF*aER9*A6adh|RwezEy~7WV~z=XRgBzC^&L
zohj1yO^chEPZsoDF*cexdaFPL1v}eqgg6T}wOE9o)aeoT$<^U09^iGPpmfjXet^XY
zA{s>ukTL=(m#E>0_x%fMnD7FT_RcoC8DW&It3cIz*w!SQD3mhe+dFsoah{PXol|&9
z8SmgkfXiioa>o85tkF<6TnlkuEH22-A*6mvP|@h+=>D2|*Fv%0NCY>uC>EC5O>2ps
z;dSk&pr0kpIjPuxRqGA6LvAc_e;iCahVGuX&wNnC{Wo?!mXS6vepF4s-#)Ap@}lUQ
z;|V(*2dz%XrV4o&dXN(18@*?78(RAH3eQ?<n8M!=S7m}A{8-dFCNlc|0y%@q*Jloq
zN-w4RK0lc7K$Fk!+IKL#hv7glK<JyO9@4ubfF@bFeyO4$%~@st6r988qzhlu0_m#{
z%#NEf{K`kpzoUeHZqD(MpKtLghDeY^X|6-dc&`>|s8|s+v3Cs5g17`Mi4ZsIYOaaU
z)Ts;)Idb~c?xo%0K3YqSVXw?Wrdk#eUKZE<!qR6z_!!I0CG71xaTn-&EwD}&!CiHo
za@*9MszXLaE70!(DT2%%%AeCG^VO49IsUGi-q3CuyyA&v3Wpn9?1!(~r7+SseU&&w
zG~DsEUMgDcQA|%@x!5Cvjs@d!pW{F+*Xw;WF0auCwWU^)v4lLZx_DHvr!9lbg%Fop
z_Gv18NJ<&q`-5T8{n1@2sU0{g_PgJbf$k5)fYEk_Y)8Nbpz9|x>KNzLQu8$oSpP;%
z1*g}SrRYJCs>@wlVTjk3#xKio1|;qG!kt7@v%RnpuTfW5c@z&<QgiTJ(6gx7(q617
z4mSwlYkpU4_S5&Eq8aC<LAXy7Sw7GpYu-+TJDVGvb9F!jVu+Ky_2>QjZ4{To%ttTa
z6y}_Ye1(pKN@6=VpuAYY9WRE)S3fgc!&%c@mEBFgdZ<H6rMTJ2s1rYc`j`#wPtMQ3
zMc5?tNq^k`S3L2hKF4tXtkB%;u>acaf=b87-X6w#OAEzz)Sd5=Cn7XQTOc5zyg@XO
zlxR@^`J9woEIas;@4&6PM45MgtoE(y>$~Nlk~Y2j+E&+(9{BJ@C_SM_o0swrz|{45
z4=5!V;58#=Hv5eyFU_+2szA5&RpiqPnM8rLji1UamNT2inSy%9`;X3M8e@=X?}y?u
zhTA~-)4IE34>^0W=n$po>p|e`x@#(YlwkkRFa07d2g(OEXyR`(Et~d6%GTEH^HlMR
zKiS|LD!e(kc$=&CPZRJQs@z)G6{|Cho*radWrkPr(w>>|o_{<W?~0HP2J|OJCb0hi
z!Ui;vn)xP&bvtA)hYkgHw`KNA|29OE(A2cxV#94`48mgs%)t|r^iQ{6qJ=+ZR-(Xj
zcD4VlUvH7-9Y|WBC{3tCt&fQj@v;v)Df!MN>oYyIfx0_Ykghm=$-3jB!#;t?{)&d<
z0XaC9EFJ{8*YF$K%xQtBt-)D|W_Z=_fwvM=5#?gowqv=6hAzABaKAAWC!v*;k*fj!
z-cb#hWyc+`5V+xUC!t{G5Bf~+HRf*XYTmP{kH#HrVlE5**4J#c$dpRqJalk$v_lJo
zZQF{p+oTo^p9}J4Jxqqbo%T9B(0D|cih4KoQG|AnTpI0jV|iZeqHu5JbR={l9$t>T
zIQP5={Q7w)3a1d6+H;b^;zia+)IWTNZ%uGpO0Psp&Zps>qfW&Fq~8r@S$M1Tq#|PO
z%R2w%v(#FFYOK_1ibo`;@uoqWfO&tzPyU9_^g+<d9`LI2D<{Uwa$=I&dC$A@M{Q=T
zZ*%-jIK|;R#NdF+_B6@XFHB{L6VLkfJ{s>dkgV}KV`<5a2SUp=_}eckOv3joLyHBD
zJ-k0Hj!hAo{;gh!7xRnGt{B}o548kJFr`=fdL}cS3XN{(?AyxW7G!p!+im#>Uu3~H
zW>yvR2)$K)<RSdlA7Eh_#>;hfj?Zp+>yOwULi;lQIUCX9c;p`&zjZ%;q!Zx$>p!4G
z0aeAk20};vYq!AuX|%Ml^)CN_1JmQCX4rCtj`k>Ssr3|(Cv12mHRQ-Q?u4oo#erqo
zUPAI@q`Dy#iJ+H#qrs6~a~|-~c)Qc%>~hVTwB}~GBow{1_HcpPIcnc+O0_4mW>TFg
zI#hT2zQ`>I0UZa2>swqq(_lmUZ$9cD8|zf?dQx5?N*tQYOj^x~S3DvuJf0T-LG-D6
zGyB)#j$V~SgGf~w9hGDBi>&7|5MO#;p+*$aGqM~Wnl>Sh+FD3x0^-Pa+al$a*AeE8
zkOPTp3L;4b%7efrVCXhnSR(%fpK@D=n_}*tX9;bth$Z|t%OvzC2{j2wGV}5;B^=$2
z0P5e7+?vcSNvsq$jre78+ZM9Anyud#A$HqT!+hbJGrmu)koz36OtR@slj!ai97!};
zfPksvkx}|`ETtxZ(6G&Fcr#odvMNhBQYfcL;glOoVcoUrpG_hhd;j}~P}_lSFO#|q
zwh?W^Cb|z+U#gBalPN=m)s~r9BS2KKR6bM)X}WA<HvkbvyPbCJZCDs)j&cvOaJ?Ez
zfFw_Qf3fO|86%;mZJaZ%$4@1hpZh&p<XQBQkvG`I7Z!g-@z=ycTJ^Q;W2$<H`GEB$
zl2(tIrU`Y@2)<->T|D3hSxioyOl2dyx}wS6aG+}NC^dRIu_|N=f5|p_@A^1CEfSxR
zXI<}hcW^4N_L{qqvgKK%BI87sL(~sX{lWx!=SsGu4~yqGce^$V2{=kc;FK>)@gfK-
zo_=t$Ib&GhR$=|3>YQq>5WS^$+#nLB#Fj6LY(<2)78yIjAliSL7~3>@%iRoENzqgA
z?0&!gPUFV^Zqt<O=I!$uxv5|YWZOKH`=s-kei;hmJn(QMR=m^?OMd{V{2WHFQ$@dW
zoFB*>ucIL*F2^d8ZyR!K=S66D(`Ygh4CE_$_+4SP`h{sVlkz)yhyV!rX#BJ2B*0dn
zHTyQ{MW}t^{(Oe<xcxph)x^l(<Te3ZhC2EHdbqH)^*AT!LAj@P9DFuf{U<)#G4Utr
zdQ_j$rMZxUDq&b{huCbd(CG(p>|A7AXsc^^)4j6lHcpy^5tzbe6m>V)gdT8N;XcCt
zq)NAwr(M)zv!+4|L=L^-IMsC%FYgbqS4|+FJSQL}2u!{G>X*mnLNZ#|#|QK0au_UH
zN2J;!EHd5ob@o_j*+_PpPW;TiT&B@D`_IQ}jrtU}V=N(7gB+C<X8}eRVfk;K8qz^Q
z)#}TlMNkS(K~<{&r^V)QGWZGRu=DbbtSZ4hJ=&hLTN7o9;3`qKckdp9%S^#6G7E4A
zPh451la>`t2hg)61;5Z&fYP=WqF*#{zA!DujzHv-S*Oz*+B(C2;Q5tNl{QrwO4-Jd
zb<H>Btbn4};*H`n!lcaOa^ZKEd<`1!khmKsLPQV44E{_YKL`&oI=oM9tu3q<oi5<Q
zPDH*;!0YRWID>)c)^D$(AixFy`1?`O&>#TYtmd{*k{_Pu4o+Z-HB?$Q+A|#P#gC-{
z*{vEo3by8qFC*P#P!CG$Pt!y{wrGN8^#TuA$1tV{-5qg~bhj2tMWUTTg<<7bVed_N
zM(src^p(pcb(6^kYdme7JxGayV%m4}icZXTE<lC|A2tLMoQ;*m^&lX}NS7)1q>tl~
z$&0<W)uFF14Svu8ZmatUrkmPpXMk-f@ak!AM+SEFVu3ic!|v5=6WL%)M9~L$Hzgot
zJ&~TRN;g(d{dGWHsao=z{$VZa`Fu78A;j<DYe#JhH<~;hLSDkWRtvfy`R`jIQHo79
z5f{suj>nqc-Z6fEHFNG(oo;(gwc&EpAPh}ox8${GjZF$I&%!@6vpe>4J2NFuk?7_x
ztNRTl&2~~?-RE)o%#H!wb==K3eQ!k{;ma*fF$EPcY=R7KBy0u@3%hX}I#cWydPC8{
zSxzjY!C%^g?=vJzUA`PLp79I(VS8TN@}pHljZN`|>Mq(6{aa5dYY?Z*jdM!M>(lX1
zFJeleQnMb<T7JFUFUUo5D-_#+=rEX0aLl>hCOAs;dH}j!u{Yu-34eWUI!4*qFO<L?
zu|WKhx8n-jv?L|oZmJdQCC6@yMZbw;aEDAr@m6-C38On{8Ed%Y9149Yhp|kgPfyYT
zl6IoF;$65tk~!tKy%U|-vNEg9!{n;=Z=4*VJwXiG*HfF%Aw!1U=K(~30<s93d*82?
z)C{Q3w6Yf>ad$hvgJ4`j-M#a`^Xlv=5UVSen!Mtcdjs4!dn>B#=HXt5iA8Xl%Pj$Z
zy-g@jtuXHfOmK7bcF9I-+#5rlg*a)Vy9U@@J3493E4*WOD6I*^$reXTb3=n1Jh?t-
z>p$8|DxA_4lzBo}r&{}^M%SC@vrm|``sH&V5BOcudkC@Xne$Pe30gi9kFz-6w}`m{
z$I48e>3usPE#ngLl;38W7wY5*2)x!WkHr*#f4e8}<}#a_u6w6^U5<x`pOTVdVKoSD
zDW;;Nq?CnzJsGUlSuZ{1iFpowzHM&iTcSY>8F?X7Q(Rh!{C(dKQ8zb#ESvo1tn<i&
zFWn7+MsNJuUb$yi9W9x0^;2!|xzsICB%T>wBMzV2pt<+)`hr-X<PG_IG}AA34-jW!
zkUSFy(;HCJSTKWw3}*h6IJ;%ij)K`5L;#Vlnx=w)gp}6^ghxTnJ~*T?_L8*hz>}72
z)e>Co*|%^3X54ZD)2^<rzF-Ub+)PhOlvr|H*5#7Ag^eXwq{lAux$z-TE3AeYVS)+w
z)Ii3MjnpI=Z9rsL4@ZYDW9ivw;_G6+=V$(je2<q;oki067FHhZ=X+LV%<+Vw3E%z%
z!lnVFcO}aUxCMNR0hyJd!bh*d-Q$yFZBmND-sp89Z+9<?XL;(`+1dG)?_d8ve3^kE
zGcYioUpnG=O#8`nt!WLImzq{E&#Xy>KKca4vopb5)fu=s^{E|11h`6R6o!a1tV?J_
zUu^obhuEilD3W_VzwyvxWy}?O1{+bT<?u5-%5Lo=istQRX<mP!0An{w4zjPlX-^id
zD;VpilLmjhFRq#KCdh#MX4!u+-{-hka3X4`sPS$iqGq{&!(Y8?rHN_Tfy$Pk&*HvF
zA(ryT3~Bog3}qO3-Ou(6!2lc#)D9RJ@wjgR9n}vZHgLVbbts#*3UGdX()W6Zl+TJS
zk)GD{Xt7LHvwnKspYH48g`marlwjA((<Jo;1C6)G0u}McB|CpSYL{RV!jMKoRb<G`
z<C-&nU5f0WmN+|njtO3E&)#<Cb-G5m5ppN7l$#a%@=E<;s{h4PuU#_dd{vs~0Iv%N
zlCT_@eCMv7enRd4t6z0=#8fLo3~<ab3sIDjj;2q)nXS#<RV$Efa{|dz<3q+!s1UHV
zKtT<`(fokGLIWNC+n42H3Ga3>PFl@yQB3{GNTt}OQqT4!^V>}WE2_qA?u~4$9B^w+
zQ&Xh48YsuX^cp3_)hqsZ(dtO)j&%Vv*pSR+Iz{7YGjx3iQV-V4$Bc~Eq;&Vk&z7LE
zN(YVfWL0_wpvCQg<P5lP+O75hF<V@})g|~xUL%;^`}yK+AkKGXd&0Aw@!Xwu9-6e1
zGfTPWdv)lw?Krf-QE0$+%Rp59`ruf%>6}|6-etYWh_jkM(=q01!{t=7Bw_Gom%7q^
zM1Icl1ww$-LaMRrFpDjLYn>LiuwG#TmW1PmhyHypmWAvR|CI4pKe!q=_YykA=VO{Q
z_@5sRY5dPuKW*oPWV?aM*yH(#@zc|fyzO}9zgr*U@UgNQO5oC}2SWR=w&l=NSnM|Y
z=YKNmGzItcq87#v8YR!n?R1ZFR3FCA^!g~*UkV^7SLjOqNp*z)j~#<wek5+>q&DRo
z_lV4|S@=vKZvfmp({PXKcVIRh2E9eBXdk#)hyYs)jBpGJA)V_O%}qAl8WW91@U32_
z3XuVchy<{-9onP+jPpc*19g{8AV^0(jHa-wXxB^?Hw&Tjk+U1$P48Vw;uNp%DmYR_
zGiy2P!?&|@a(wMo#+VS@g+eEFIDC}JlWKU>n5}4hW#%k9=`s%{zWAz1?w;Jlcl4>4
z8z5EymS9-G{;ja|1#Ql|#WoCZ%{u~^ez(B+1{4{8w)lWAO*_b=>|l0OrAUVuj0cNo
zXb=HQ5`<*A0PtONuOCiC0vy+$l`pJ!mE5Sr(r(BFhv4f_D^;mHpA0Pb1w3;0W}NHQ
z1C<R-w{xmYJ6HQ=Cj7&ksTSXd1p+RF-Qm-1pO9hwt(&Pb_U1Z0He&xwVI=1-iN)oe
zD>Cx5uif|QQxQO&0c@L_Yj+#+&62@g<zF5ttF+<9_^tv&>hI)HJBNd^NxX{IP)9QS
zht9wm0`?EMc9ay@?Ur}_c-SiWM3A`p>RW<DO>~Rw(yyp*s<BM%h&0kq|7T%Su`hD@
zin#Q>SN+V>G(*KBTLlDA(d5Id=i$2U)6n;n^nxjjs~?AXHL4wPh`M<zVgX&}UuOP{
z{Bs6%mG}(;>q-c)9FZAvob$f4cBU>hjcgS#YqhWAy<sD$wNc^hq0^kdV9?~Ex{PIb
zK45}ZV)M=Wd`-uT;O!1-N6xo=uX9h$VQZBsj&XoOK=Xxmzp%L5H~Y~GW!IGask8Fc
zfp5`l(1g*J<vG7Wdf6d_qoM1t_QXZEDxA<zv14O7Y*NB&pwJyQCiLFAE?NcXMWmx6
z*5SwvE;CZu&-xse>}8E&bJ_+Gb0(Rxf+WQ=-1Q*?`o41#B7}$qw|HyyT2!Bj8@y>c
zCQ5Z|oTGXMRoizVyP2*kA}Z9shC<CLauQ9#Tymn-5npvL_ZGY_nEdDfiZn&dobSI>
zDWNr*;lfJrnpPo9+fTOqn$!EJpoK!v>!0M1r-jf-uizE4Z$)u+5grP*MP^4fXkUd2
zqRiRGkP}+~SyLipDI@js+y9vtO6YKoJZtr^oonrcMNA`ZJhsBR;6`5VIi1XIZm0o{
z;!*HV)pMP*HxsW&s|YT!gmIX4o%Ws-38DT@YTza&y~C+9#Jfw%hHy=ZfM@!T^CpT=
zKjL0LWtn*zQN?XTUg`oX^|U!N0|+Lhu+i@Y%GM*csq!14<1RUqelQUj#KXf1nv~D%
zNC?}Zuj^=Lwobi<@X9WRMQVfI89Aj3`v{9Tm)Rb*obZ0g_-<1BBftN<(mk6-PYqzA
z4mH7gSgQ-Tvn+Hl7YdoRFALaRFEy^v#zMdpf*rHr^o8R-nsL$<@U4u6ADJC>jj9wM
z?OwzYcea;LTzp(A70JD^SDJWw7ygF3Ny(%mXBhzZ4id{uH1=FQ$kAfYpLq72Y!%n&
zJVM({Gv~f7Lits6BwjJ9d$aKj0!eN9<V?^4f0@~3ASW)P(>3}K4S7WBnJt>1EJ|1x
z^SG>JexQCctMvyljfXk{WgB!_kxwNiyi(|omzlFt-PR#a*9Tz~e$q4NHy#YZ0ch^S
zjNfdAXm3(8UD?fdoe@4hDqFyPQ8U6O=!v$=&5*Jnd*7T96M|=7LHV14_s2_$hhClx
zZ7tYx<Qk-EgpSl&3mHW)P>7@y))`{S0Q|?^r(#GoHEvB=JOzsETxSF@CkyyTx;U7}
z{k|nI22*a=ScE3u-^j6ryirAMw-s#J>GlpRO1@U7-~@dw^c4v3hzM>$0W8uBT;3l<
z570u+-A;^n6K|cJgjEpwol`7SK@+LLmG%rE)-Nv)a1<9zyD+(K@HB3J{2P!3vS{y{
zapG9=P+ptFGTa|~;AgyL;ee~ElIvv+w|vfG1%ZjSLL4UbEu3Fwx0`(`{*ut6^X$l>
z_5Dq`;sBj;0%79k$aG0z$R2vrE>&7Ekd>ew=@n8Ce(iCq=F46`ysxjl_q7oewNN|}
zNR#17QxMPQ!p^Ha)Y2^E)7*tAJ+QYLmI6f4FdtJ%Q{eSNp|^{X7xwyW6~v0}i~lQ9
zMp@%~b3s|*qATsGevzbSldE*+_CwWG1rT0o>&o!8GO_+Ecya$$Po0`Sqofa_cTuZ0
zI7I<z`ySR2i<%jzz&&dDjBVx;=%eU3r-JG083*A2_fS=**;u#FdChN*boAOeUlAs%
zLPrUgk+w~^eW&TyFIasL?N6NVQQx3&<2vn!iVL3tVA=^`eYjw6EKq?If*jA;38~8!
z_QD2cb|Nd4_Qq5}<q7%v^UH_tTc}4$1A=kQj&uEj&dW+^KM&Q${?oJj!n2v@)4|89
z6akd@RbE76_^f0;%JU!F&0>Ffy4GL-!ZWN-ut4@+d&Qj-h8qj*#E|6766TDO?Ddf?
z&X>7f4+3tzg@&rAFYN1JEq@+iU!MzA*8@+PO*%dPGY-m{L#Z?+*CwXyav3vakhuc#
z!{6J1&dRN_@T)MI6F-^U%)WZ}>9yE^`RL<1H5OqZTYZA~nRvnbJs11bIGVoN#OPc8
zbKh1$-&gp4GmXE|g9r-HoRSgIpJQ;{j2kH&9kjqewdyyI|Kik*su<3}s|F<4rZl0#
zgW(L!FRuNp7YlT$5*K$CKJo$V5sW5nXuSz6h-;5)P)5GRED8W*$gh#kGuz%$>Wi&G
zGD3<h!_GS_j9$>Njb2gd6A}y^0X*_8!WFBAo9jCm{My`!<q_Tt`>Gwnk36>mzU`tH
zJ0}2a1d3bKgy<8~%ZH|1@ul#g!ib|j1^Pn#>ZuZs`kkA}KV;4|Xu-B<NB@TU`5s;g
z);$P*p~mJ4gzz8kCztF!N5P~_rsld1fDaJlX5JNz&Ulc&2YvBE=p#h-ix`eQvy*!!
zH6DP}^gqaT5iqZFDa5##DOVOJP~o|eU{u{<$R`$NW&p>&wm$|dfc`+W8xymMZH6)3
z`CPz?BqJp6e+5t@%opN217Kdg;<Wx!V48Wte4$ibzrPEq`Py*E_{65+&DW;4`{~-_
z@Ak19cD1lEr0vGx?)K)8vATQ4$In3seZ{aVE(qU82l_cE1nITv5cgI%ARmlHW=?VO
z@Vp?<F|O(2_n8U1dWF6K&G?}Ut}US>OdH{8Ti&ca8Y7Z^W=<!C|5Eo_)GN9_ZldI7
z=kOtTxDQir98qB(&lkMC`#2-;NRr-@!?&-%1(?D0+qQX5v!E#~vv{4v$^Q^nU0G~W
zh+%NQBfZ$B;#xPkQA-s+Z;9U3qCin}0m{+!F+P&o0Og^WzGTf%L4NB?{MWPYonHiN
zz?B+aCvW0{a`fLD^WGh^6P&<HxpWB_hYaX9<t~eSYY46-o^!bPA!drMsNOF=Hh)Ms
z&*->*&?3@OBR?74HU;P+!OvT-y7!x6tbJK=+}tsE*~xNF)5~RI46Atg7Fx_`2QsW!
zuWZ**lIpWltMy8c<`V2-1TFA^c(1#uJM<RwzObYQpFAY~5soev#^)LQjTIcJz5$4L
zJGd@qq>BRh*%^41-KcLswlKfNy_q(TRzoyYfPlm;t<%PUZ3@$nbxgdPkSq-6mn0#W
z71J3-%rsXVklriPG%?5<w)q|iPu&;fw(7Uy7K*`@<KR^Rq&69=uD&e#@Qu-kH)Ic{
z`K<KlQW}69#?LU@Z_Et-)5eo`@1r3lF9E1RL}w$&SwJ#gl5<fiC+;F`mg71m&-_ur
z2TWFg0nQe)a7=4GCB&C9t0&J28n3yCY;T-lQj2**(*_>o$41=c=^;?Un4~)KLnc`b
zUdbC6AsURyHwC{T7DKdv)ir}@>4TA#gpEIZvPmn}O#Reu){wOB=66Yv`Sy#mpR#Xx
z?VearUB)of3i0Og@e@}0bS2Ps4RkH{zE|BHQ`g-}eqAcHy4~nE8s%biJJPPkLUFgQ
zS!76(oedw6!0rKN*sv=<;rj}Q!nd>SUB=|UbJ-ye*iwUWKgd?XRvbonNHd_GjK*k<
z_m0ag&YxC@@gYeBt}P?juyM9KD>hxo9}7bi^6Z>le(w>`{x}dk+#1xDe-9-PpPDVd
zt$Sd6AFPU!;P#yf<i_qMpmovjg0b|65ATZ?PAR7xSg<rW<4apqp|oAb^H~4fL65HM
zNt)O%$W>se&%oBOse~Q&WI`GkCjW;$u@(StqAe&{v^9v8K)};Yo?Nzzq$NN73BHH?
zt}yEw;Kg7v)dBJZ;QR1P*q2G0*;cuLSizA}Ap;Sz7JVS`c?c>&{joAE*isW~>Np=~
z6Vuc15f?k%L?+G65prPWWokuKsPE!py!_4KWbIZfR*7>g9LU27DG>6Gc~a||NPKqM
zr<~D@P4b8K>}1dTAKXP}DXUqCQrqDIO3A7^WQ?&XW6T&y0?6ONg!!y6+|d;>{RqG6
z`waeM%+x}GP@k~brv;WO9CS|_H6>)>UWns~b?^JObZ-tqtFrZiZ(K@X+65}YLE>RW
z+ID3k?ll-q*?hzKmJTyM1nXX&NerLK8ErrP9Jatyeooi>&uUW{$x1k&AL|Z+8)`ih
zcYR4)l?&-{@W?7xNWrM<TMhNvH!fE<YTQ+PoSWcQ*LiI%;n^Is)o>9AwVL{)h|R-}
z(JYYp-09~xO*MP~iw(r8So*iF1VFE`sC1VX6l(x$nq`Y^2$DimNNm%QKd693#6R!b
zch)iffnB?%V0TLuf<VlGq)p3v!U>zxMW2&do#iXO&vDVOqOan3!tv>|g84VzIl?8@
zq?Rn9s*Gv<<YdDg0v;+wo7O%vpQw4h-XDe0*nnSHkGd5!nBr;r=+HEG?W>L4Lvh-J
z!bJp&E{IYmghf9DWA`%gsbIEEZAhm!8%b>UYIlgHmql}TsMrOLBAC4{!V0qp>qFd0
zH5$o!>PkrGIrN?D#=DXgK!98YjVpv7iyC)Z&bZC7ar(BvHS=J4<p>aA(!w;lt8ID)
z6H`sU51PVu{U{e-?@Hf1YRdP41L4^#gj~8L|A$KY*<d&cD^aY>@<Cf&L;0817FyYE
zQStR8lgi8Jfw?gW*iGRPeRzgmRfew^mO@s(u8#<~yUDK|<Ai{-cyG29{@o`!1^FqK
zdI6d3yk^txv7e^3FHq_!Vz;#?Py2QW`od26-X!`3%@lA1AA<ZfeCC*t!6)#v*hkjn
z&`I{N6d1OzF2UVd1_7eQ5X>(lc=VHB|FkA%CQ(t>o#F;pFr-6APF=S7%);-;p)9ej
zDVd7ReSF9O`gK)$dcUzyN|vusex5X2(;wu~qyE9EGpp9OEe<zU<X`6+2|Vj(3bk0N
zq}!z{5Q2D+S#3wzY(bb*G-C;WQ!i9_RzNlcBWzpe+vuXN9G|JkZ*b9<Kkm5$>+N0`
z*~Na}G#&X7XPRhdWcUV?_?_$eb*lPZD}x{jeugxw@c^9<c9_EKIBhK<>XhAR0!55%
zY&w4CM~RR1QtyW0hy(Ci8E~lc#^KvPdSqu%Q!Zn2O5@>l#ANzoE193(C{oaUS@B`b
z>#5+~u~exy2<`XzKpG2_s#6cI@W!7@P@wCcJ+gZjb-q}nC(`TJ<bmv`$K*Fu3=_uo
z0a5Me@-#e9C%raBhbp8s*wYA5FHA~Z1_8Cc$5PlIGPZREcovghoI#lpH1qaJpdZw~
zrt+`8UMe$~JYjlsx@nVCbsXY+H`r{l2pB6RNr)J*Q7~!vNruVsB*$DW&CV;$f~~2W
z=VZ0>bvG!h<X91@-h+kD{3b-HweQ>{SSDLOS|k&`w{w;G*^L+<l;{%9scf--x+f*5
zGeX48a^fsaIyfnZDaN0XzY!h;b{sI|MRI3#x|%;(Q%NXTp8ElcGsnFeu*=1Os}l_k
zf}XmN6{~BCgS&%=9=L)qylej8=S%_LP6($s&z@+u_CJiRVdLT!ttI{8SJl?xGk8v0
zr?Wp$E99{#IKn7=!$!~LeYVsz(oV#F%HB+sIa~@RITE}YoNT60XK@sfzCaJ8nj7Qm
zgF!x#&>NAR17IIfuaar!Qb02FP}qt$T+^c{-#J2&|MiRuVq(9LigCDFN9w2J`z135
zOBP9p7xP18S;k$ZYT4T4I%1;finS?f^Fn0(<3ZCw!_yBL@t(dHEq;&b{CEh~+HuN%
zrL6&iVZim|F?0Yd1IP;5Yi%*S*J(3`sb|)`q}O&gGklLzo7hX9PP{%@`+BlmVq##8
z*JDE}x7_^U|Ksbu<Eeh%`0*3Tn?i+z(6EJylk8FU-kY*V_TEwwI<{mJ$2`d1PNhgz
zj^o&)?7g?c?>@)-^L>0i-^cgy`<wH6z3%(I?rT1;>j`l`a)?g(41DFY`g5#8%`0&A
zg*vF3%Y|Qz{_;fXT&fAWd~re`=)MzmR{#2!&y^C}4<#@Jk4HJJ*TiJYXo;^<<z?!%
zb`M_*+AWH*3#~A0w0V{gD_9RHX?X}nO%NIBfhi>F_wA^6zaC|iZFr7<d+QM=imRx)
zf2^R-Uw@XW7K1+;1Zag<NC_rBTH6jciyNPrA=UCHTtHIatYat`8y^~&kTLeX8l1sL
z{!N@&io5ZN;M9J`fLg6LxjhZ++|4VuYMUj?dG$`s{=+-7*p2~OQ&09VX+pbuL60d~
zkGA&-e}j&jlZwT=m9ls*|0RSlCxO3xu5BVfjK?wgRbJ+D<x|si@|m&^JO)z@rdNGW
zJRkrci>`>zA!PL`i(rNS{ip|!AS@lf@8XgOu6Hx@2f>sD{r1NQm4{3(Z;o6QwWoQ6
zh$lG?9CsyQ$X`=$zIq;*`rf<=&#iA^v+eEFrM7uOu<<L|(e8AwpN5nD=)rCD)zkxk
zl80V?2qrOYahHIW(#mbw+Z)&DzrOWp5S(6CnFX4Fd#2N_i%}Hd*BJ6wzJBkfxpwM$
zR~&DB6%4Pu*Fe1?V%_wSTr6q><=29&1rP_k^_WB&Tw~yxue7TNtPUMlcGq~VpHS=)
z*T8B$!`Uxb3?-7a(tVOG39%Z^0WHZI<I5~+=V6#_BsdQ`92-*xHJJFIE!jsOZF&;}
zTU8?;w;NiUQF~@V{K#^USQaWf57}1*vvd+9OdNYaj}gJ#K3^}RsN0~aau>7l%D-`4
zf+ubZIE;A1dy6x9>`o3NotvQ3w|T_*t=a-d^7wsIyB;Y$vw(thrx?r5K5(+$s$NL%
zxaeikzm)Vd+p2Wkr2nHR9b=(p{3DN32MV4siqCe3_}yJ0!W|@z4v8mRWYj3QsQG0}
z8==&<K6{L0r6cTVYSI_bf1_V*1O_~)@BpL@KYkWcMF{GelNXKuu^my@sv)IMWgR^x
zvt>HkGv4dPFO1^5siAW+&q83G6zJBCBxVID_tQ8<A-tm*Kd{nz7mvEd-c#0Q&|;eV
zKeNB(_e)NeerCaiOL0N@c${vMJzHQ4&)LZVeOY?qh&vMxX!E2iWP?V$ui=zaB*lNM
zya8@w?6*bL*k2h>TQ*`QN8KH8gJq`1?mh9whQBZd1Wp?OZs#0RxDfvCWw=oivpxE&
zJn{rsf(<YWDkAPS=rO~2jFrb|iM6h_mA-h;<}qH@xH-Dl`LAcFK!lT!dT$6Aj9=8u
z;8*Lb&l`>06__$Rsj#-kWsWC8a)ttidq0;N?w)|2aGb;Y)AR7dCA%FyFv05rUiqs(
z;^&zywki!OF$ipJ`23Uo<nt*(!$}K8(tj2M1{lF-h-F7r3EpNBr36NOCfL1}QB0~<
z6>gxjJnKSF9`Wm@W9x@o?H{%&KtGn&uSfuf_(xXOD&l%9ES`30ymDbZ><G;LH*9>C
za7AClXk*$w@xk&c-Ot3~?$0J~y?rdV98X%NN$=)7>AQh*?9~-OK&<ihJ;R9e#S`J4
zuiJwk2%B{ZEDf17`8gHBVmnpMx(of@dX)T{{nk6q`88Y;G!{_&U!qF@!uKC-*|6X6
zBKbX=XH+eQUW~>;laXNfh<-0VO6vFyJb7-AvhM@UNuYdkWf=#1G;P#<6-hZs_bed_
zy+Co$l*X(=L-g`Mi^mnrR%6lppv1Ej)<D}_+&Vb=QPg*3j;{*qL329P@vo~j^L!_4
z<uUuwZqPiA*0HrgNIKv_vo&x~k!e5Qykl>6cI{LBo?Bl-S@#(XS@=YS2IB-?(qaB7
z)9JAOAbQk2vhBUP-&}X}ZuneQ<-dZjgl7tveD4w+ywVBk8b3_I+s8w3i_ZTq(R^b7
zF6_7A93(*G2JIC^rLhj@$U2GP8Z$NqON(#$CE%_Wdo1uD8u=`jS(Ju7hd&$LF}=~X
zW=NUg*rUTub4|VC$rA_|LqpCRH01-r-2-AS=xbYboeEj{Pnxr!xd34QZUW!iB(sHL
z@FWCbAa?Fw0{X)Wt~mAW{<g@svl{hH4{M#2Ej+!-fsT5o@y3ZZ%hz-oq(_6l$RftB
zu-dcgD*5L`(4De`B^AHGf<C@JE0jvtSb(xJ&v{nV1!RR++D@<nS~9Ra8*<gIb<@kk
zA}~`<Krq?NngiLte{`IE`lV(Q!*dNDr!(tnKK)t7#<T;dlk1G3Wv9ZC0;faK%m3b#
z2ucu~(%?`InI%sg^mt;%2`^tlKcdfvy<>m+6X23g3SABtZcVjp9?8-wdaCLw0UQq!
zsZA}$D!#+ebb7IbZT0(#=zpFD8UqsklnDAzFma2&(CbMbX1IJji0eYe?_g13AJYa$
zHm<wv@p}UI6@&EHYMxAD`Y`BsP~!P$868-Ebid)Oo=JcS`5$%n@)~$#wu9I)<mnBj
z*N@Q#<h%l)ZR;{og*DD$d#4eNF9%L<RWp1EtwwBK>1ppI)0{*^O!{hRC+DUR4(<%+
zxa}Ly|Eu5jZr%(4fCT@5fIna+1E^@V*RTG+@i<nN@PzVZ)V(Vv&S0KH&Zl88K|=D(
zfIX!@Qd{X6ttrU0{I?NC$&HeNP_>5Il^)alPvmzRuHLC`<lZ!f@?S4}So`@-(AhB)
zD9ZmGcLc-CakVtuI1T`40VN|)bo~AK#ZxeR<F4{Ag$}Q&CG#sE{cgU91&GqoZd$iv
zj8x&+1j6KQ1>g{pzyl2e4;P_RQ%vCU!LKde*))u{`?zIAz1x~)bvD3e19f4WTSb07
zzkC&bp4V=I*8Ix=Jn;Gg;id2OI2;X*t?A(4U<&XTa9#xrG`={_1~4;$^Z60j6MilM
zmhSRY)y<&2HA11HBKzrs_>7o07q9!S6QG0@5=-^2N?$EB<JB`UZOm+L*?X&?{fvlO
znkYBtu5=8KwC_4g=*}UgUZ8{d>g_icR&j@Cm=vg6@7SwWQRd{8Ve9o5(;xJ!2i}{#
z3ZxT2gwkm#t)s3$CO)|v7al&C-wXjnUE4u&?><czy`3%T*%e)~?qv+HTQV4bWEJko
zbkC0p0)b2v|0I?Hd?Ii#rqvkCsqAm15cltKoAlpSUOoj}xS+pzQJIUm+O}WDYs@8#
znu<Zx*Zoy5txv7vItdwLrIw3)A;u*JStdq5X4GAjFjGOWp_0y+6w)t#Q$d8IJK*a$
zUr1ykDFsTFFm-ACRGBK7#cwA%D7xU-@G{h;gIv(2hX{NJuhtA<POsQ80*AH%^X2s}
zT<9^q<Vu<aYPf^GV}P25FQfM+fL0k?=(#~-zWwUv_#@v!71mt6_6vbxbRLR))g{-u
zLy4xEBN7vY#O6dy9-53GG3k6E^dIS#bp;*`=d2D?n<RI+Y)k&7oGcs2dZ<`Ef53sc
z1YT|emm`(|GjK}Iu<JpX8zAx<N#7m=Fa^$s57hyGrUob~_j<R0*7W2cR*~MCRu{UB
z;p+@A#fm7bf56UZaNd$$epO@sCCJ*~UmXt40Jb;xlv57tp1sY|<z!$)s5;u_)gD82
zp1s>9oSuBlR8t|##yu{-#}3}zBoj;aJ`WCG#27khTUg|RQ5)6U8Aw2-uq>9JRd9`t
z&JL^J9>t)kq@>i+OXFj`lrw&^XvPpB-?bvJH3x&CMHNM%kPW-Q3!e8tmHCDoeSV{x
zjI-O`LbWod4Tf-a0A9LH_<iU*mFV6$9T{Vzl3xcS*z#bS4c%+I6MpNqU?4P|uqR?b
zY0=-z+`Q!2>_<fU?k&n&P!Ad9=lmikW8>X`hc|Qj007*ys_nEH#Eke;P1ByZe1iu~
zW)CsL4(yuuGCsfl)D}Npv{(@#DZNKW^VUOh?K4kC;m=aV@H|eF`g8)XQ!9o%l_0Hl
z1^&2`5Urb3!yYc%`P01nMMa+4tvhXFU`<uaZoFgea>kQJS;Rux7--Um3W7rG)&_4@
z%n!bDo{VshO(jI6wVAO<yZ}Pc&aP;Hs`)lm$9wg7tSue8$HH&Pr*E&g?7OQ;M76Oj
z_c)#Qtxfl2E!@-9>VuLEiBUkTH#XJBETcRBm?N_{gv+1aDHflX@)4xmX{re12;i&A
z<|$)LF4<eS%vZa3>LjovaTIk0oKjYSi+x)`;iAvZf;tfqQK3c0$ueCaASL1A;OMZc
zOE7%#;sqwa-~U9vH#{=3a;-Os+YVt^yOx%m+t(-Ect=h0>^Q2OZSgc*u?lM=H8(Wf
z%+u$vYEQK=X*fi^d*&5Nz5F*hVy59^kmmLaRE26u>u;o(n$4&o{P(wQC+@iAzZbeJ
zvHs5l0~*buGtz5R9xlSJ&^U-^r?!<1^y?02PFhj(Rmv(Krj#YEqMhjXxx_e>V_$>~
zH25YszBG}Cf4eMuqe5V6`TyERO?49*B*Cv69){0%;#I`}5n@0t;84~hIt7En5f9DV
z^m=jJD@T7Lc@Yg+;4fYMnYbA+`nwYAb<<HVr%6aWuQ~vVktM*7xqDDt)}jH#NxR<F
za@iZumRXZUq&VyVhPj{G&#8#mSnue+ZofYueym~@CHfowSW+GGldL~Guv<Xm8wtl|
zF8{jpVo`0K=jV_N)&n1(ZX3~~al7tGZ+7gwW5g++Wp!TJxD%0_Ece(aj!rKw!GYM>
zq8|oiX%iXE@&T#ZD8A-pjwe}D6JH3xnT7H^u(KoBSsm2{GaGUU2ne(Q3XJa&7d_O@
zBE27>&nLS1ozmyDQR%810M!YKSrg>a_F7(4Tt*j~Tb42kx&I_h(<xB9GitAc(0eg1
z@N(!uuiLjDk*W%PpIthu>}o6DwyiQ0Ew^xO-FQX}DWjybB$l-nv18(8VuLdABsQbR
z`Cf;y(_cfBKQ*w~+8Xx_9P$0ZJOa$Az%6tLj5v{-(U*?$J~Vx`mN8=B-~~5H6!`8h
zIrUX-3&-ooG8`E(AiYBa0u#jhzW#v%_10fh>0+Ym<F3j#>{MzUMr$lj8EDP(uEkvg
zM9x4{8b$-g9RIdVK^#q73mDVmlR?9yBIR1-nEKhMvxcej7X4UW1mmhphamk^2t=hH
zXse<R*r8a~ZvU~9jhRPx;t%WXYJT+kXEl!u@+1ldmS)-LDAq6xRQ6-sq%S}qQ+-Bs
zH*u5J0eyH*8S-?bK|IxWcS--1rmo+{SK^Xm8WV3xz^>AB>kJI^0(05f?fp(S{<Ip4
z@yf|_*f!YzCB>eWRrdQM=d6lN0zy7PoU=~|a@Tl;qHDQh9?xM3<*AHk?>*%Yw7D$W
zw;Xpla5Z7J5n+%E4m3F5)%LkNAn>spC`ttI$6lWdpNW^YUe!Ft4GVx?co2|`p~3Vr
zW1vEDjJ{yLN?Aez6^ua`LmKt1T0^6se`^_8!tGC6YHMV|yK8&f)bx?`h1;rj9`SZV
z!YucZVt3%oE)QeP_iW4*Mu<#lD@#sOk)AI2g_nbcLp`MV?0hpi!B&rBrWSA%_5@jZ
zr?}bNh?nY=4~*-av#Hrb?cs1i#9Im^VmMO}lM|?qU4JXHb&s7C;$y84;~pfxCGQmD
z=3ZRoPNhp_Jx-TN6IsjnCjxi&=Ji#F8h~f38i0p?eE*&X-S7cJMoNt8HA)O?d-jo&
zXiD%6z1BZt?qJB)EHO*rh4#DHNxw(!LKqIX7w8Z|W-6K=LDcvYOSzy-tlY<FF_VoH
zbODlzZgnmBYwPzsf#<FR%V0Mly3V$Mp~cX#yryu{rJX@RLE%@qJ$Bq{vgF{vn~YIp
zC{gn@@g?cZW83C|;m1!?m(-8EpYstNQBn~F`<n})iDiePDODA=E6|KYs8FKA#vKpb
zA#v65e{&yos4WEiCMo>3aZBJj5y`;-HcY=-6wEj;0W{w_04_GrEik$AtMF@U)8?`a
z3~TN;=TgbZvNJq2M@lX?xkUo`$&{_G5hk17-q|jHJm~5Xt6Xfyvh6Nypd0;H;e50B
zA1vV-8vy-`*Mv_#0D%{)iXDEZI|H`|XW8_trNPjfY%qx)WjhwxEbdh)_OX^_yG}Cn
z9~i@kRJKJrMB=NBpj1SWrMPFVJRg%l;jxi}MMJqX3(<kGUh7l0Q&=~b3pGye%Z*x)
z98aF;0lM8+r|V~@s(`n15DbAy{O}<UK+cK)0G1Ol-WKOyq}UpEGTdz|OMMj0%RygC
z(rQrT?Hp`4PXv)pF%3pzr58KtSEn5==fe8oioW%JRvTC0t*-}aL2bhz<(Ow1C^C)0
zjVyw68nB(t565&43IW)!;m=$8vE9K|!hmw`Fq4DB%&zGrxYX|9h7RX7x&@5Sg<#!+
z0p+4T{gFq5VyC+#g;q2jnd@Iai}p9R)G$VLYKQq&?w%%3?AE!1$8OlTm%ozzSm9rr
zk+y`e)h)Dm$2u_*p+pIBre<O)JXVZT_2r(=F@(c&>P~-JEcr(>VKlIYI%4ZJN3q6s
z>NK~&Ll}GEv^l+^`$na`yPKPRnyRAOS=+Cy4{Uc$L?2md&$-mUdmi9pZ=V?XkIQls
z<jZox|5GMkhve|?+h!3rVlV<htEg{e$5fdKdGCHdcM!c*+}uuy*cMAeN;}wXoZ)=6
zjBfZVbxmFLMG*#T+lA*Dd|lfYWtv+NyTtrk#fb`vXS~-KZdh1G=y2+HjcXD@*3p{}
zZU5K4jEQo2-_#V|SyO=ylu71#0C06lXeznw?~icIrc)|~{b7{3oeum>sx>Kip|{*~
zcfhb97?nDw*yy>60(X4}jM!TMoY*>mqQY1ZTKDRZXlX5+D<O`Nnp^$;7t#nFUg|bq
zNO0pD8F>cAL@O~XoK2{%)8^F7gnkvQE~YNYOT1TYHt({0kS>^7aw!75=UlsOOnsgA
zKV8hv!~mF`l|wypwPw`lF>l>OT#2mv=zI_d2eey=oMNw*j(dQEzQ+~3r25t!EL29Q
zLf;jLFk}2B?DN4pL_ObD_Ue&}4rD65bWo<?(jgxuWv+NAZb7{>F5O9tJ~P*}5qj#t
z)vjyI4<Xpv?=h!)?3jE#ZZ*rMTtXa1KcbPO^KL4IFqm!Qa!dnqL1dyvV&utqI-k^?
zz80OT6s?-tLHhNsi51Ktcqk;4^MM_|&2I_7B-hxO|BB$VXD<m?JTni+fDrlC{=mXl
z?gGh6kc>PXfkGMU`OPv_IS%=?v}>e_m<8(UN6|Ddg)9PY<M;b+^p*FH!xhpT92{#I
zm$ruU2p{TbzKti@8@Y6JxD+qhJ&-3uHAn{$fek;N#Ikg>_lk)%Xd4`bH(G~EWj$Th
zu+!oIPrX$kgS)rMB7p63W$2;k&hMuN^{#M(nq0jg^@>&JG{@7I;ZbeF!!m&_V!lBV
zp!0wY5*)^9tZOIM<<m3;<yiYHZ2d+m4k}a;$!G6=+6I2#>G<;^Sgg0hHXK-(%-#B-
zAw32`*JtEmPXUV4_i#1|$OBc@c>7<E?fgg&cGib{B#R}1uz`|5{Ze6wcSBUPynRdT
zbrrdAwp<@x1>NS^HT|!x9{l<_)c30F_DO(145#vYvNQP-0&@^am@``IB);r+;lhO?
zt-?4V_l2yp(|sfuES15P|2EPhB*T<<v~cqAny$Y_%H7rwoV$m!1j0zY>}Iy>k9q@k
zkKQ&k0QwX`2-PLLK7}Vo593rSw`1ZjwAX&u)TVw;HPn6V(X#ghSYq|EH)y8;YYf&U
zlIcgS@XW9aU60e;U8(X&0qP=7lR-Ztd;r{%<=tfZ%Jj1n=&pzPwgOKk8)WM4M~MZ~
z9QeI6g(!a8Hgi-K(+W4_i~dInS$duKzn9)4`UF#<R&tk1ahgr!t?a-}=|7hvQpmUC
zKdcFHv!_(bHVpQ0I}|loI6{K`XP9gR%zk}#cva;hlys9u%iewM?Q4VPRD&Gw>y29%
zWn!&aHQhUEa_Yr`2Fo>#93bonoF#YnWIQ{1lVB!*ChW=6Oh@TpY~FfV^=C7JpP5u7
z1_F{Fn%yIyy5~oYVvyu*%zC5qyx)PBvGaUzgp-=_yDLQEg?UYPDxxoXWMp(P+A;A%
z;N9xxcAPtB4Vws(<|bo0OY#u0Zj~$<4v-?NxTpvuE%+|&%~hNe{PszihNkAWhuBZ?
z$@`t-dxwaw!^x9sMK7<S4h`^Vt%g#x|HrBozGLsN_8K{<xxa0^dap1dwpri<SyFE>
zD;)*U2Kh{~JPa;AjPQQ$4w%SjsBebOH^gx7=yOl_zWKrqp|WCNO2R08_+L@VzG?xR
z5c=9fmyYd~EE#u`O47M)kBjrApF9Aq8g(Hj(|=^j!#Q{Y7$9Gs{<nIv_A24koCHfG
zZv5nEYiy8RhglP}Wk8DhRf5odY`h;>+~A~~!|Pkj_kT{p%LpOfS1JF2Dey*`Ex~%c
zm0XSVe5k!mF$)3d=?qKOXKr79(cuF7vG6bKTe;fRaX!Ar%S-A;E)e#W6GFJ-zYd>@
z*Zh06f80xSWp;m2_lg91kuxmeuC0lq{A6Tw^k9?Ec9qYz74U_A#y<TJ-f`c1sW5-+
zq3Fyv7&qr4P@cR67c_%2qd|-lzI+)XExEd;0qX&bF?%=_18p3V)SP-*Ez^ibt!DDp
zo^>L`vpoD%3j%%YU^o{-ksv2;ZGn(NBrBe6l}__5$$KjYRDz4rbF^C`IfV`gs-U)u
zrAEj+r%DAN8d_P~1dzIShxOxFmc^W!J<lVYiOiI9Sbss{tTT?Plo?zXPELjjE!{YO
z{^c4Jh>Z*ZwP|fg22R(GRN0!tqUoRtXNSE(TA+!Ii`^HPP@Arg4@=YNwx)oAc58-D
zr0pxM`x;q8*cB886H_SM7<s*wBZOCaXtN)n>6*Xk+q=&-5E>u{4_^p^Jyx?I%sB%L
za0r3#R`gilcb6GduL!i=lX?FeNB#*Q*|vZtRY$D~0LXD~x&7pe>U3DO*4c-|5{E6p
zhtqRDZW)415Vh~_{zjxKlcee1QYlIBJ$C00h`t6i?i_<_iDZ(v4f6o^b}=9p78F}w
zUoR7w@O}!oaWQ<oBGbPL??fwo-kudBt6J#e+R0q=Ko=>vK-p>XJgYyInDaSiumJ~H
zTFWK@{YQO%bIS$w$^+<sk+ib1=r!agtGUhh9>=??M;KqQpsb&mn=lv*wC^YKMZXSN
z@r}>Bpy};hw>tzFEC4$y3iOH?2||sS|JRClLx~_xeSdWp%lc5UL94zw|HmA<{w^`m
zH`aJ;M8DT=fuY0N+-?lTZQL6^8Nl0H3>qh_7;%k14U<*2nl;;9g83@xuCr(eM8YIl
zWoNwNW%eYne*CYO!?!J9LiR8fQ^o(>&Yd_#o<5KZ<ckK=TkWBSzJP5H;b-3WNje3v
zv;prIY|RBoaHM);qgHeLw)Y&RhQjqhD(ivfmUL*!pXU0W{deF~B(f=RX&_7CmaSi0
z)qtgw+qeNO)bcli3k|ZG%7D?4np5jD9goKny2Cf!_8Txmq$HINE$y9gsz-*AIfl9L
zOn_e9*g*6l7?y(cD^2P5G|#U-^8>q(bPCa(nA6i^r)6)TO;W@H8U~CyjyeMZc7eDQ
z1Gikrdn3!kq}=Ss&bQ0FHh_<oNDvBv#7zFT{B?P>>F*Yp>UjLJ=%7pA=GDCnK3w|V
z1K+7H7n%W2u-!ycJx}wFM!?BtJI+LbuCx?xZz0gRmoDO?0a`V2oJhMv=F!wMRba)E
ziwAX7R4>F;MDBF^h1<i%tYM|&`LIQ@WboKvDTbTI6&B%ZfV?e{Q(FOKpauawS}BPA
z^bHq4Ld@PHr}z0IX=OfEadBiw+I0woT@Dzy_A{aAr07I)#B|Cu!q>z=r@HfvezbDO
zp;sZ!`w9MZ^`=ALr%)U@G8ZNKWioOxFO>>J&pz98xD;G<1A2dba?+Ov3a!4K4^)H^
z{Kr2WMS1ub*}E&s`$ByYv_UnMJO=-?yQstoi&uLq!<t}BbydwE7)xnl+~BURp%K?|
zdSq`5=&Ny2!5Z=`klV1Pi&_&rk?4oG+S1;qZSPS6+x{!10zE~8@L8>5cW~DP-3y4p
z##{qx$g-wu(zTNtOe@Vxlt02z6$46FVE<!4Tq6qDfDMw2T*FQLA9nI;f&1cIIBr}t
z(cvSqO~S#_f%DOR(P4eM#T;1AMS%N3O5&o5xa*7@XwEY|n$HZ{nTc2B<m6NUDOD86
z=dAYNh4jz#y<KnpE%~5g7x&1j9m-OUo+91Xu0_dEdv_kZW>$Mcm_w_?c4Qia9cTcq
z&-d|upsx?J|10U-YGgR`bG-`Dm#MQpfFwTO_q#W5ih3+1uqvnI0-dCR6Xr*<Nj%1O
zmhUIrdPNPIyvrN&fP=rK*xnA$`sdi?FNy7hqLE?RKqA?%LYczf_p4<(aGD6WJ3_a}
zxwvp<kyA78{U!2S1&jUphTX}Ib$>2l0m<x0qgUBL$Ao(o*vwEPpm8>lJ=3%1aKhzr
z!FyDn5Pi15CqNj^gF6)bsgvbZ-)v{n@+)G-&ySuedmZt%97wsixY$j$G>d^Y)YVC(
zscFD&Vrjz?=i%{jqnQG*8`=i%V?No9L^If;y4qLVC2kYzLhomC+wWlO&yVoVmG>z<
zTR6sMpkH=-gxB>hsP(&?!jnu;!1I7QO^ARFMJ3Px$NSS3NW0e-MM6U}@UewVNBCPo
z)*9z%j1DJ5kEV;7M_k__)WJVdReV_hK^7eR(qdT*2_}t;9xdbmzfeQ+bO3x*JbH~s
zdwoVE<M2&F+)NMc*Vns_S|$TItB5{+F8c($-^6b5st=Ix;ks=5GDQ7$aDoN$+C+zg
z;1pG7r|)^-(i1_;xZ_{Z^y($eNQ3%H`yLX>izCKzN-S_zGwT7744X<?0i&qz&%r^s
zXa?9uHcm}doZl>Rrj7TTFH&F{@95(^HFmvc_ksRf#+jCg&rEC?F>}q|2V|p8u>KyZ
z*4CH>Exe;1)BDeR@a#bnSe(%5pih%O!u`1@SMV+4@q(rz%Mz$iH2(X4ieCh7eXxD?
z%{$U?YXTuuZgR9dIdO4tTBVGzWd|MBFS>>yYFYuT=C<k8n?PPlXPMYN{Q7*FJX)%3
zFBO9)_SZEP$xv4^p1XvHz(E0VcJs(Md?`Jxoi8&+BTkPb4UVxX0ggj0K4uE`mv|1m
zsJe{kXf%j8*svu(`?x`tR-a^MVWe$Vn?=-~AKEQhf;**|%LHKAUqpYQ<5S2y7<+@X
zBZRx`rkbi{kY|3;p0~2`hJ%Ov75L{VvGk0Xkh?4G_-LS<?q{EeGG~En$9?@Aw?#Dy
zu&<F%@h?{WZz0yd2EML<&wi&7xo<Nc>s<;y4YKtfzl^dQ_j2Q)EA7AmpEHkZ{aSRp
z9nq)2^0Wd?H{PWUHdrEqdhyFbs#8m$Sin&M7+4GFlGN1HVt^QZl6-y17BG%m2aMOb
zOrt9-6+=TqL8?0rmrT3CZ7_qXCxlEvf%k?_*YzYl?slGkKb1{z;_u<aW*v64u5+#x
zo48P~`jSk1<@@thYeQ0Xja))Yo3<2)h>4ehwb8A#>ISrk;^~_yAYo?*3V8;No+S<L
zi)KV}*4-&^a6jyU*>pVg0tR|!VC~NT$n;a=L3A=SC2sCF@pb`T2RCtmx8ZW7z$o;C
z`Sv>?g{5B$sy9nu?yj1vYlUO;t`0mm*CIpQZ|`OEc8_pGL<9=3%p)Wg-qZ3`IscJ5
zJUrCD&=2V38+Ru!LL_2m{&NrPUH@|r7*n7r)ladtT%PuW>UigF>Kkq+Et8C`EZ=3U
zl{Ny$lMd<*Oks&BQfw6CHx0^XRW*~=HvM_9wYq6?E_NZ`9UGc%5Qp$;=4GH?7HoT;
z7Hf=M^XmDBu}HN)qDU_Uf6tB5?lRmIO$rW%EQ>vO@Vh}A=*_vFbbHaY(b{#|dF%Ip
z1ECwfeG&4d*xmR4Tq?^#QPMOPd-q?i`1|Dir|A*Mf4@)R-eu+DzsHBZ#m35t(-lQ}
z<$r0*Y)7gJJ&?Y;c1gV;7%RI*$L(=awtZ0c5XBo^a6s{z`eA(;{~rU}KlB<al3qR6
z8RMV^cThkd{qg^I@durkn*i0kL9Ju@-@ku%K<}SkG#H6c2F#Rx^-~z&)-~7{1e8R-
zf2&E$$QVEs&CSfH7#Y`4K_Id<$@%e*?P5Nv+#&833Z-7L@0B|$q?&RTfu6A{Y%kXM
zl5FXwwnKDuyp+)c-5v6>M@)AFtzyR0?TXC8&DJvLfW(uMl>PI*CrwZjuvT=4lxn~u
z0B`qmkG$Ti^z`=QG+ds00{yH{?3Uiou|6;WEuOd9YhMn30_VO2^3j|TDrrytta02X
zJ})Oxf&z=ib*e>5=QRNi+YZ#0i^9Zyw2G0a%of{|C73BML-EDpm)==>?acc6IZi!#
z`R$E5@wIOI4Y#fT&l8gMXnJSJmg7=VQj&*0PBxiwH7`D1cYcC+soMWy;$`Og@9ftm
z{;>^~AcK(dIkdOqY=JeN%U5OYFt}Nf>S%PECxup|9JBBnGs_npWaK7ytjgNpp@LJQ
zB29PA`Cku{P6FNwEa>Rg$v@1`@KwN(TLY2+sv9?~(kYpkf-r-rB?mH&HGQe8NAtg!
zVNp>!>N@DN0DO4~eBJkkI{B^(wyj>6r<vPnDVzQvM&-<%-`3DuB*<hGSzora35%mc
zx+C{8<UUu(u$6#@oih8WnnUmFEzv&zTZH5Mwft9CV)&Cu{KFJY*`q-0k-mN|t??Xa
zoqstF=oO9;lIoSPmS^GD(KJMmtgI8!uM@06ce)O_SgFt;=(B@OB*LF!aXG(?>HIMv
zHn2`AaueE{-E{J}ep3%qz*qr_ZTjuNa}=CD0gcUi`@r_OZz^4YY}_3^`#HTF*t?#b
zb+ta*M>;Y3^Kut!zR=D!yqgkp*@XV4@#p8SJWO+B$d<*JnV$iPtYK8m5IKCmov)N^
zHV(>DqvyAX`A5T^2mAGq6Rf*6@WMa^4P|nkJt}$C2Z~2earB=C1_m{oGcy)|zufN#
zuz8j|FBsOy{PUHVscOyC`wx-BM3bP~3AhI60`(jO9UR1bUVo54<MLA444$++&&M`}
z?bnxsFYWvQZTK;ca|MILxGG+$Qw{;JKt8UZ0xaqRu*f>#)3o6V)IgC1kY2e0Y8unv
z;=;QI-NEFM{mCF?)GfhJV8qDsh<%xMnMpGmki!B6X9LodI?litP{kA_&8~X*B`Icl
z#9{*3;CVCq2sOD1ne`=`^^3oL(v5qCoM%zKeX#-DDm%buGOT_ID&P(d(E|FpEQ%k{
zV420B+_%t1?<6wq0dn>=)DTdEC<PNjEG;8bf)~LskrD|GAes`&m*iV6`1q}^S)vlM
zQH?OT_(Y-#L+|?V*Vgf&PjSC))K<#GYxMubd2e3?4~yU7;sO)@%^xDop7=rru&jFC
zw1t}x+aCvGNLIvqD!(s2{$@%1%N(|+TpIDIa2+o>^&TZDs!c?n3Up_OVi_@A_F)Z`
z&R}0)^z0q3@(zJeXj$+9-$3Hdz_xbbui1Lx!8ETkyTzJAjn=?8rw_gU@zWqil3Rzy
zv+gF<U|9uk5j}SBeoLQf-Ajl4h~JMV=eE1@;u|@_e7WwoX#s}Kv;w^pCpx76eE200
zd*pu?X2ezPCr8Q=J8KbEwMk=pqKzu>ME#Q2Q211Q3Uw}@f{1e|^0($%HddWIBfu3}
zg8A@%NCxe#RczGGlyBj-rb3Z>eOxDhY>`(*REf)W6G?=Xc2k=BkA4*4GQ4;q?vuTB
zP~aJz?GgiOlq{F1Ox`8T_^3C;e#c&2-ZFw%KRR9mwX;bega)c~N(t`~&69F*R|n~_
zmC=?_3Mj>1Qm&3F*>oeh&kCwQ<JHd^d?K`R-1g>`l~Ew==roWN*rY3Tp!({RZ|W_g
zkGu!b$D6c<eie^*@NNs^T$rqdt=&XBk3`2qlLq^8w0q2qwe@uajqAD8l(`g!ikYTt
z4jJ5Vc)eTOPd0&S1OoL3JSF<vCiml)JOQGD#ijifhXdf|NU3%TjX%;&@or{d#@fG6
zpjt0Y{&d?8#xq{{`uwfun-7xaiVTdgjCx$g$FW*@l6&(MP6>g&UnZ=?=LHvM#Jswx
zXbOWme{m*eKvQfgWX{8j`*`nheTIn{%6NNxGnM~<tx$zmUaV(cl_4?kICH#Uv2irF
zIjGUC<|ptZ74gCtOo?~G#{K<s?N)P7<8#4{;dY8AkV@~(XHhIheh^z^hb?ko`IHqD
zJ?7uLT)0&AD+7A88B$^-4h~ii|4xf{MR#_6jeVWd(Yu0$-al3bt>*78F26$gDZ_s-
z$%j8QYLtqB`pN>u60YdE@cas1KjHn!DWy9sxt(iCYo;u_3|!hTW3h+kqj1`21t(0r
zmDnAI(XZM&&jo6W5DO20pUj5erC^+!_eJpFP%&vQ)-j!%ER%Zxsj{`{CYI@~akL$<
zINpXDtd$d{Q6wi$Lf@;DDYj+|Dz^YrikQz$iL-bO3W&{&4EzR)Y<lHBs%Bq7@><XQ
zEnAehxPp0uVy5Q@j8d#de0?e7%$$z)qe>adxc;4vZ`^AcAjpP{;T_E{q3;mP9)6O(
z&dum;kHTC&%DxJ((4AH1#nrbcCntqX+4>g7+swaJ0e4C1z<eY=bldR6i7I64F1wPQ
zN2+_TDM~p$w`jFOoT*YbWgD@h6R?<13~x=X?{V~Wv)8oee*m1^{>cTLCp^`S-)$pw
zBZv56oCzu>Gj}v7o^ChEpD?YLtz9t)_F=+_N4ZITL?}}z*HPpCZ_`>352SC*doo19
zaXxo&?cE0;0}x~S3z|@Rtmpf@1bup~P)}=bUZ6LD)#zS;dveuZHx9v9_UmSZhPvun
zHsHuY@tf|=g}V@tL+&O7`jBMtm50W<7hJ=mQas2xeP>z}HJYTbZSuj4qT-TcC*8Ot
z{%uM4x2dTSNab3+hBuxjTnc0xSc$_P);&dq=&lImYOcram05BdO?`N*t@TLMen-od
zvl_QQO;k9s3=Wx_zBkY$MR!o*zOPX@tkxm^{m|bouFCb(&ZZ^mU;@=ft6@O5{I>|v
zCoSy$2Cu+O!f@gd%#~PlZ#U2ocQ}U}9Eg{D^R?Uwth@1IHg~wOS_%>70i<8JOH_O5
z#@jrA>fCsQKbNs=J^4axE9xf{<&h~jOJ^B$`V)!brBHOjBwC4brw?@t&F1{R9R#yU
zYJQ6Ct79&G2;N0=2e+$JDyOeBaspAHteFkUnx&8Y*3*00(qc}%Wqlj7`7J+I`PB<s
z8|GfI)0Ae3AkvGTj>l_?DF^(qdMhxXI33`rtP1;B?&=0j(kpIa>vD;hK&}9cKHa#o
zfq=GxvdjGYNEwVxjX}=&p-|!vB_q!QS~$<;$$)a?Rk)T|DUP%c=lA)%<49@S=jW-z
zv1Or_S`?wwO9xX_7_de<%;IXt-X!P0<$NM#=NFwW={tR~P-A(eH*<&sdz8ClC2D&V
z1kbs+%cC`9TP@ShJ5p+nPlIld;&)0UJrk+5PG@_dw1}xk!2?)KgXXv8%TaOBaIaJa
z)A9QbXU48i#ssIOES*RDD`bM$z5o=_6d8W4RIJpg@&U4n`=E1xo`Xo%$_I7F;Xt0w
z3(jBET(!i-5vsCGlL2jbjSmKR@tPv*K}5lAj{r>RQ{UOM+=7(hOaRqCI`v#!y@dKU
z2(P=hmSUT|sK#{7%o^6lnrE}KJ~}4K0z{VT0e+#O`p*l{ATbI|bg)yd9Rs*>jixEb
zAv-#vwj)^7SF*K~LfOj{<iFo}4m^r(=N>7Y-n1A68%1S_UvLD0scE67m+eM0iXli2
zMywF{s%KvFdhYBrFa`3N`?06#$_%JmcCa{HNH!&UzEG$oZ(=D{!uNSPD8h17ftyy_
z728s0a`d^H;l8riY-zHu5oVzz$r{A%=8Y=f*&5HC-6!YoEc%SnXqSb@+QaR|ViX2@
zPfxPR_V$hhmgU_tlFarxN6A_cMG?fuhSBCqC4J&}c~aB5h70=Hmk2`Otb}mkvzSZR
z+XG7(*h5WO_~b;)M1$7Rny2k#k=vP1IdREbl^;Pj5$`$z;3R_zmnT2BU#|blYR|72
zc2tgZx`)f1Wxd1S<0)=nB$gQ9smRzheMdlQ!#?LP#;tFFO$3L=zo%f^+N)tuwCz(l
zd)j`ya;3kXm)&`Ao%G2@ZIwp`|Gtmkm_-&VTfqZ*R|Cw#O}uj%!Hhqe3HF9O_t`U`
z5R6Y%NqIA|hYUzXQ?i%|dsgn#p`J_FPi0kRO$-v<;j{u!MP)2X%BU7?0V79_B}459
za@bVV@t;|6ehs?;{E;U}g09}6A+SoT#ddE#+9BTRWU%KF^ebxY!F;#3RwzhTh}^U1
zzawpq*UId!_|uZux*S8dlPJ@b__jM?$@t!(g-@|}&HcX0LqD_ZQbD?F*Rx(E2@0d5
zAOD+(W7oj{?zSHT>Q@Pzo=tAQBw=Li-XW3k0rjI-XlhE*-9!dYpX!(TIn$>@Yik_1
zoD38GcqDohv|<~O?AmsTwOm!ANrvm9Pwd@oY7l)TLdg=iG)nNN5S%81^l-C8!xG}m
zE@KlJ0`;Mx#KZbIZ0DbS{`#pgf>xtrA&TqjT^2B%ZjsX!f%DxZ#qaKuTAV9Ps@>cq
zXQW?@!Kw63{7q)Rj{o|pv6L%u{)9X$oXJsp%8ne@bstygWxciNro#rLnw^W(0{)x7
z)Q2X;(oxiXE}oH#4-Ak}P+`BW>vb?YK=mO5>ibu#qK)^{Q&Es$c_E8S*+Aw8ac(G)
zBg~XfKgGG4%CEr20#?I<KP-0qVFhnr{wMa5N^A<5;Bk#F-$X&s9%QMM1!bKMe@!2u
zg<04<uuwj53v0~BB`PEFiU3ki5w#a6d#>48v>S{%EK}qLg!S7o2Odm{uk#d?i3Lr)
z{PX!6imNOgvs+LsQiRYths3UF)u7QL00OP;ApsxfbN-DqtcWV~>5KFxt0tAP2S3Q)
z)C3JN3IIIT#JYlUrhxIsmGbZLD4GDcWzOZ@ftKB^B~r4T&MrE<J(c()jbG?tZ@X;6
zidf+!jfTWSzphwL>`4~?^g|Br>Z{f;t3s#(&Kyc)pZ_ya{+c%G_o9Zk;QY{E3V7Ki
zx$uXfTfZhpN*f~J)-c9OI~WRAsm*$TzjnbP+AZb$W~Ev+*={fUuh=S4EPh{;^4e9*
z_y9dx{8kc?bN=wB_%9(U^Y*bFy0REooMujpQ2>t2-hEzot_OeLBh>M}GSy?eW|^XU
zm5qXBDmtvYMg3rmX*1y{Ni|rgkRh(_h=U%{<I|R*WH=)XsoNOOFGH{TG}<?pAw@s9
zDx`?$9jyk%wW{0bm_KW@BPID<DHGksvKaXTZ<MH5&)?wNeMylJnHX{}&D<>`K5v2r
z&P*La9Zq@~l~tqtC|X><PJ2_H!!ex_yu&pbFY04CzOuFlFAJYR=ZA`T;k{*vf1__i
zXxEn*?{*>j?wvoL^ZfB*a684?o><OWkEqpyr$;NKiyO$$d-hc@08~H|;4c6v-kpXx
zm;Gk9{jF7~9yCAHSK{gHJ}TwYaBa2H8m3~@)PEj@)?SjCo}Pw!ENS6JWPu8ky0i0V
z0I&my!+WCpV{Q>JnCP;7JB&UbAb>gV-&X<wq85ldt8Du2CiO4@e{}hPSbi{&*(30m
z;0I@;qZ1+9AM;xleJ>>Gh8kSwHVZ-x-8nf1O5AWUZ_*_h<jIzzvDdf<9iP>E0Oxn#
z9ndWXkg$;&htv$8IofKQJ}Ce{1#u@JE<^v$ep>ChYT&Vm`av4glLA#-9j&b;C;=PC
zE+HnSaU2GxZ<9a$x~FFlf%C->`S2?K=;o8!>ay%9$T66~JH)JPBozkgifYcl3tqz3
zr+Vzq1o6B71@VY)xY)=2GAKDO#rsPaFD}%KI`$v!E|-i7O#0{0@>$v7(1xho@W(HQ
zo)bw{ril90O!&+*NJ~rG4istY+(tK90XTt<^T0(VQ2JS`2?FOCJXjEv&ObxLQB~!(
z677}i<QN<GcP3mRl-Tw;mvu>BGz~sWx@8J*nT*Gd)gvvBWSveL<P|;B&?y1sM-JOB
zn#J65pr^RB*Y*_rRUcriv<F#*B0ynRv*|kfYY|5%#ux-}xj4|C{~AEjRjp<EZ^?si
z;&N*O>A{BSC}Bj_!a`q;@tzadsSP{ebKIL#fG-QTKR#iGt#YJ~v8lQnhArX5Dwx1L
zBpnCL&4o86q%Hm2yu~MGyQs1(5|U#=cT<!`(;6+Oq=W|9T0}c2jH1Ts-AdX6j`u{T
zp|s|Jt<nv!O98jlz=8#MM1?wD^FuA#sQmO*KMGAD5j_E5-WjT$xsWknZ~V6bki?*3
z)uyxuIxi~hAgX&N(!}$i0o16wR`>Gi<6hJZrApX>Y=;)8Me>>SgL>?8AgH78WN_nT
z=Q3&1k!qa5_~Na|VJ_GraGazw=Jv=3sArszKORF{Sb4H>O1RFO*!()b<>A_8-)?~H
zC=m2zG@$|T&1W!>Vqs@z|LNQ0mXCc41qk~WLL;&=G62489uXey^5-SaN|}lSk5Z#d
zfSF1BIE1+!XO3?)vkAIRD9n-Q=Kx^F=nxS4A4gWh!?nGcFu^k%N_4aLtEtHhD6Et(
zy-9i52Wo6$ZX%B#V;XpM5JUQ=_8~cWJq0B1--d-{?ynb_iYtmD?$`YPW+d_X#4V4)
zz;uGr2#td-zu8oa38Y}IX{Oe<HE6`@24aThwyLxFYdK}3zd7Hj!V=+|i(^4(q`rO<
z7VF>qzo>aXY>i7$hDoh+tJtpn)xvN0q0j-l_a;}HSk2MypO~IFXWb$XGYP`(cHu(_
zc9FQ^s=@GOHZJH`eLtHwc92ud;iLa`k!iw_h0hYZwtB4F-Y2ML1vwSB<ust-|HREX
z+bsX_RyGb$>+K#YN^IP&c`YawzJGgb?|mNtGV2-6ck3JwGx@8599B@xeCxMwh-1(`
zQ+Y}Y>TQ?+#|mi}kb`u-czz)v18IHrvwdov|4puLc{~g<4L#h`IT}|i$^J4PNd?_y
zwf!=v(Xr%OOYHk*v2lPn@nc+Gt4l{pHB{v(Z}A*TaAWr`ZYRJ0r;C7S+Cr*AXHBG(
zS~%MFN6)lD{q{%DNs<=8;4XzdnJY|O7bo2ogzL$^yOBRIAW)d@u6HeYUivK&%@K5)
zE9<2?$U6fu(gMlXet^y9cVAFz-fW|{PSeD}-UI&!_U>_RnAi~s{N5=$t>dT>j=iBj
z%BXx@IRWK_qAHK&SzcoiJpir5)Jcz)Oh?Z-l}EiMBwd36DP{+`aizyLY19|7e)A8x
zCtZ|MDca_WUi!ww?Yuwp-rY4UkjO;8?5*B6%!xgnv{SGn7EOI57fz}LkTyj76dVK*
z?$6O^@>P&t#FUwqfr`%pD7+*_NB7ds4-{&)+kJOm_<e_~u}UhGbU4Gb+$_{%5}*x|
zx*34Zn7?-QzVTTymA0nAMue#6QUU)TI*`rDl@X}ly*@Eq{<g)aK@(uQg>J?dfMgu{
zDvdR+I=CMxFNY~IW<ym<DnHn%Q%O@0TVM7M$Q`l#Hc+KNGH{<E?+n|dkb^bVwx0~@
zIRXfHhADB~fq?x*3|bb4B|AJR<1mPL`J5kg-wYbL!9MU97p;vq+5;|QYvpD#5)$?K
zo^)uyk-Kt+h(53oU3(`99G*9%K+f6t5hxl#X5tQiH};!*I`4!v=AxO8_pqy|KiwMn
zY|N(n2?M;EB6@@sRxqBSPpP;xP?j8DvqO#kaMt4JU$0yJZG;c&e_ew8L!uV{E7s1S
z{*8yd7KhZIuRU{dNjyOc+|i(EUte$rYnl8SF}1j`;H1rYGU9)fM6E0h3N8)WyX%vt
zZu33b04s{CL~%TLu#r~wuv%96`A#T}$?rs6lR|@PJN@aP)5CngxefpMQw~_&G3hg~
zcMzkPw*qppiK`7cn_;WvAYO@bj4j2=k^bY-Nz|P4lq{g$B0o-}-+jvBQ;SKB;_Fcz
zk4__S_f8`fmHLXt+e;t?ByUqnHrxO9W|G+vq*g1YzWgl*m8W>46HT62CQsQ7(*M;@
z#O`fZ&mUL9KD6g6mJ`E2qi9Ykwy%TlKLRlNWq_WpWlSZg1O{3+YChRFhnC2u5tQek
zmcH}pUO0rk$Lff-yu5r0)cynYDii1(qP_)!uHdkuF$KDZvPTt}?l!MQYu5Z04^$TO
z<TdIlHJgePU=ONgxNJ`{g&*0&CeRgeAt$)h9e~>XeJULF-P$qSw0yem@rrn1m665k
zx5UT!#1gCTf43#x(-u*Dyx@Zsl@zm`r>L{COh=l9pilo?_DvVyh<l~pA0YNrCYYb?
zY(MBMsf2G3bh0@RNh?1excE%@Lm|mWv0b#L-6*D+=me<tn9D3h3avqjEwuL?(ygOc
z^?3q3L&wWo!1yxLHen&mZ(sruh(0VE<xY2naRZzT=L~u`9OP1!Or)F8yN9Kd`2tX@
zZW$CRnVKwNLoIyOAV+IxxKh&1{Fuqde|#OFk+~n(5oFALpaH!|<&NM~*>gkg<)*SJ
z_A|wv(wRr653#`3SV6{bU~LYym=O6-dBrofTx(e1lb}e)m-y^a#s{*7<pmDw#|u5?
zN7knAHQZv!=@@66EQ75q-aIbUlDhVT=QcgRK%ANJu@J91Ga)WLwc#3g0hQ>apk57%
z;;E)yE2dXK&d0auZgs=>EW;8~0pxqU?n(kIqG4@S>0cBMI+p)t27P}x%QN72Yk7Em
z!?OX!Py_v}?xLY;NoCK1$sZQ4=VYFLv^Sk+!G}v(HjmPYN5)tZ5j@JYtSs&FQT)R3
zXm^Cb1r70_Bum&HNKj|;0?cvxei?w|#o{bU9Xq{yuS+~xN+0v$N6fltVFK=aFCBp!
zN1OgvdGO$;*}UV1@$Dj$x%-svl4Xrex2-fS@CjszKArq9e*e7jgvA*~zn8<fg5e(K
zXzFiiC!KMPW=A18m%aOzX(KcSmn$J<rgvXuw02N)3wprnHJml@>1oN7wajCi)klAb
zGRactL7`&X^aD!6?Tl^`Qn;8ElBS(~9tcUB4qrmOt4HOgf*kRv`B_iRa#Tv55({ad
zq2HmLu>DTt4`IGa87CZ=GB~nk@Yf}eOOk`DqAvoj`iT7?z@iJxEUaELYu>A}D4?&v
z$%2!H!ANLxUPm`5t%anh$DT)T6L*>rz%^Vv9)$-5R<)C3&Akvv+c>R4=~t?MdZM7a
zyA{S5UVA@PW}9DI;|=xHxP;)(lJ8XUWWK1StC`oXj0Zisqgz&TUHg83V$(SLVqC?a
zt^MuYlSrh08oxuXF`sB{krB_XclB*+ZD#x?2JioKpLP6!Ny>54&T;CV-q;=6u|!lg
zlLFb%jRjNFJCB|T@R#NCCRtd(9Q(++IXQkKubyaJf&|mAh{wjjB~cH#*zHniGgO^}
z%jk669m54ir*m3Ev=;9BnjY<v%)2;~G&(Nifn=m>&*;2zUI9tOrHhU3MWNU55tKI#
zNF8<ZX=o{fOw%4ObzwNFwiSNQFqb@f2$o9v)0n~DX3NwQQ($}X1qi{aij1BIfsi6p
zT0<cPvo2gXyD0e^>2<5pQxBx9<L)Gr#dWR5x&9$#zcQR<J?$)a*`#_o!s;I`F0vy@
z&VX<#KQ)7glJcqZ9c&yb7qVkLzo5}nmdF03_#i&m>(MY(Ud_TFAzZV4rTmarUiLJx
zG_dST#eL2X?0GHSoVF+paNMtb&WfBWBXG{K2rB#Ivw-H8`GKQ#rknD%5mzqj0Q1^V
z?!%HuimbcR^_s1}QnJ7CN7=BOR5-_c?<KM=f#Ixc$sUr*u-~XZ((J;hi_$>>xa9o2
zo`t3D?`Vw<yS;Lfz#34lStctd&&kOd=O6wC!$*NlNgaqfkEoqln5P6<ZyV<BpYPuP
zjHBv#U`JhJJU|S_SpiMaXjXev%M65ZN<V!(Grgu~WH_cdRvi&I>aXY2J7E#<8wVgI
zCEpNU&rC{7$qU*`uOi6m>?h2gvwrTV*vDU8^L<n~Zs`M;iMzNOzwvw!ovr0-tB6tu
z>xdh?>pjWT^5=o(_$NELR%`jmD;2^mbd5J~#eqxy=1#g?!3g#K*gzD@I9WeuPym<K
zm=cui`)dBd4j{6vMcXebcCUq%gqcAD^*Z@Na#;J(AO&UkH`;zTV_HE@Ea-6oiTC4z
ztFg2fp%?ld{fJb1yilLZsyI2$T5{YYs8f^e-nmb-_oAfs9xlBMq2l5oJ5f10ys)^=
zyRz)!AI9I1>OSpVD3kAxl=1RF6asiaO@)jXlQ4W;X9c5-Ke^xzDp6fEelE9(Gi;p-
z$mw^Wm>26j8DYHx%bl_pi{*V^GgDqE(QN^^=-$j%1~bf=ajX>OshpMtXal;9YO3pt
zU?*(xI{{fvcgb?!J=W0Tw%t2RCNS0bOR^Zb4Ck7RNulT*T-GYgErc4Vn{roH%1jFA
z=X7)4Sd+O1V2ta}l|rfmPNhC(TGER5_OSf!)!pTy@_H;^biL5^+8vsQqj&E<lu1EP
z*1P>EnCReHro6cX-s*#YYw(pkdhG1I)z#g}s2B|ud2-F=<qIIz*QlLmnLOz<t8dg)
zUQX&o=;vS!)Np4YHhF*4!$7&OiAz)DCu#8GVlx5xBGVS{(xq76#Dg5vclun>Ai;K?
zdW9unnJr}9oX!(*e4^~j;?mxSx5`N^P4W@rPSM<_5<(5y4X1n@?Dr=tWRxBH%FbM^
zV0*T>Y|fVe*T&FOcd<A+oro?Sdi2Zq{fA6Kcddad(OVWzj_`<ruCN(zXV1v~?4cgY
zCj{p=lj~1u``xJUCE@%~-XiKFBP#szsF`;QLOsazIH}E8R(0{1+E0%H5<L2yHE(9o
zgN#dhA*_+NAGCB9d*y8Du=#|1ns@e3!e-pHSF1X7UL1)giD<ZrS20sB?{dmLwU+bn
z6>KL*#ELabja1$>Ej64iFk9-clA0^;pi@>64H`57HbP2IZQ>DiBr);Ku~7u#p5aQ?
zLLYZed8dqm?y2e)i`KjXXe0nBY@@E4!$4Cxhc%a|<keksKl$aLt|WUe)qI03MbJ`X
z?2kN41x6>>uc}Drk!qQ}u_)){yaw~CsXei@s?~6S>yLhoLF-k6d1sFE{q>oI9?OrL
zCio)n9p+i1KDH@Mj@`xX<;^%7`D1J-L4l8W`&640=Whtq0p$V@(n+!hz3rG~XU4{}
zxHe;s9}MnMyZ**@`&W~Cl=0>mQa|wW9sh<Q2m3d{$MgD&VSc#@xseS~`|hOxh2Ajz
z5AJD$ZclE}VcQ?Wji=@V@Xck;LIs)qHIum{gK{M8tL99mU^8=dYG(t!I`^GFm*$hN
z>>@^ABfO}mJkfN>*m8Os(=k|Zow{f_#i9(K()*Gq*=L<!GFU)l$m_j~1?NOP)D-bX
znGYTw0MFGs9ukmfc#($o4sNub+x_>cMOqA?V4^YmxThQ>xidY=={aZmMAIv*VW*#6
zdF=@y?9R5f<f5lo1DIizs2f6M*txhXa+o!fl5YZOX$b>OXkRY`B2dE!tj>{La6;U3
zrsFU<EHZA%xD~n$@v#SkO@X`Ch)a1<prZE`ijg(#N?yaN!lT_OMb(W{;uUu81*Hx~
zl9Q#M=^r%-cva$BK~Do`_<(50*rhy;R?<&DtZcW@diaghTjs`Pw0ZN=5{T|?|GW)|
zP*u>h(EB`K(}A-nCq9Uex3S)t9qrZ8gsr&3KvC5!vNG&8USG`|j=RUWkF$gJTK;t+
zzb-U6-{_Jbk{e3<G2b9(@~nBZXuSq2*A!?}ts9V{V*vxzMIJ$@GKGJ$hIq+Dk{|}5
zK!R&h{PCI)VNQ9{1TH#=+HDzRWo0X`*Kf{;0pMv``yG~5p;_t_SFFfCOrp4ZM$_6Z
zyR^YnxUSbBKE$Y~`2X?t)=^Qlf8Xd}aa&-Z2oe?`Qc8!ENOw1=<dD)Gih!bY=MX~-
zFm$(a(=jr@ARr~p5F$CiFz+?s?>W!=o_C#f&ROdm{&3Aw*|Yb)>KmVk^R3ZO+W9gH
za~JnB;ECo*%El~tIS~WzPQOpgh&r!dAvWRzm|=OVZzXYw;;M7+TJQJy@p!3l7Z!4F
zQ@+on`*?CJMbNXaJ-mw3y~H+8b2w`Y{d13*`S|^Do|n*wnkPclR){7ST5xh%(TiP(
zy4kJy0~h?e-ckVm=W&&h54=!XyPx?!vsr|>&#z11wyrKUui+EJy$9M?&%ZnU0^=vV
z@u2x2XR+LWh~kFYC@;gg9x`d`W`&lUhW6t|@<~WR$pwtT!0*i-Zu{Ac-coiKdF-Hg
z->n-mH?yD1%g5$SaNu!GPQ5W>RDu#ubn(Qi2cBLXR@fVnsMc51U+Tk>jVg-RMK-1D
zWl`y7=__KEo)8PBluW$OBqiEe2k8lPT{Kt^sIHH@6PI9*@s}Y}B6i@`Y^sUbT^Wg7
z`Ro1Uf-@ecQyRxsQ!_+hLCml9mqvTRp9uq2r_+wK2FI<Og1fOqLd&{2@#-F~phI9s
z)%a4rn!b;wzRJO)aisav8T>`^d0of%+dFKaFwkEb!j}D2RQ9!QH@4;BrYMMlAdmm?
zJyt6ofu|MAi!9sM0|<*OK3j5Q+@-UBHVr_c0dss%nb^>n`&wG_XyRz}4Zaa@40M_o
zVz-;`-tCzR|E`k8&@N{@dC#`{PliP$8JcZM{(j_<G26NQDbQDkP=J*$d$uX^OzR-2
zf=Lh)940lUztNvzzWj6tR9gju!7kSlC_oXNmn@=NSm_0*`xEH85To@$F<&ZJ)6BP2
zK}H{6WQA>pQ(=GXF6t=#X_4i9@sqm8W6R1qVz%|*iBLyecr@c~tdc;vTR$dak_o?u
zVIv;W>@CMPFRtu$!N%P0F*>bcdJ2|ntyg;D(=8|4=%U(p;#@hL!gy-L>l_*=uJsZI
zUJ%JoV1K@3wgL*8GPjb1I;#5PrQD*!?1bDfmJ(ne^*X`M@;3t(9x@$R+DFZ#De>(5
z8|yM3z4_@b`_E4k=pS_GcRc;2<`UUhk;tPnHJO1|PEL{*&2Mt@624I@dk$f=la_9U
zQ?>hr9Q7L^Ng&K2(0v(3S?|`qDueicv+9WC-?>|<Lrh)6goi4t=+=#b)0f)#%i8SV
z?sLYAI^&0M0Oj$%Sb9sUkcd~DmLs{3-pR_|4d?Ip6)rRD1rR1(n+!bi!PtCofD;EX
zr7cdPw9a7&Hs*AsaViqgs6F&6$?yxn1(gbC->gqDNrlDKiRAVwbEqzzg!d4GKGRrd
z-v>V9hUvm_NsoN^UL+m938TesU{`yoC%m6(H52R2{C(~CXIeQ+@1j2?nxKpfjX{0<
zYh~RXuQ>TxPuWt^6cb^i*fBzIy5;@Tl;~}|6do=vD%X~oVshCyI_FAsRBED#6q0kM
zu1vhvhIVBT-G3$h45VRjOqj`ekjZc5Z6PfM4}DG}I``d$YUIi~;+EaGUwpf<ty>14
zw>Pngt2Z^Xo_L@B^uB*0<nAtG1k{{u7k|`ktRi<xNy}3`r*2h(<DiJxVG=t4Rj(a_
zb7@!`lYV?FcM4(ZYN)e%Pq#tZ=h9_uV)S)-&VW$HiZcSM_ww(Bk)}M*eO830^x_ZD
z@Xpo#!PAExX1`fvM4WJCI(2J#7ksN;KD)?_DQzwepIn=I3AW%lLBlUDQ}V_;@oG0#
zO$e_Lghz;D7lV-pe<$3<7Z0+NiJ&mS4yDx?FyVMn{WNvO<>emjIcH0gnp~R;0AKj`
zHNPV-9Z*ZxG*HWTp;=liAh)+mLcXT|^QvvpRX3Si=tp78Tj+GP8nVcs|3T2{WM&2}
zH!xS~8ZAQ-Mona&q2u{v<V8x!urVj^A*p&ZJt#~+N4?8cg}ZY~8+OGi$8M*`(SyDH
zS2&!0Ba#NX>mYLx`kP#BxTm&A@-!-HiB5QsX}b|=cc6CZpURG24vRs;L;RnQF-e(T
z#d(Py2cXiGR2v4C_ix7LqVeK!#-nUFg^)Ytjp<yVSdnLvie69Co0%u3Sn=l1S7<J?
zfD=G6|9fvLmjua4dk*5BDeo!UYA!RQTP49x%b-{%8~;+Sk(!_D{Uost?;c8|fEeD?
zek?Hjnl|`6&idQ$I4gawu?cmSpW*|$%CcKVZ^I-t;)0aoyN8?>dsSLax7D<K0|{cd
zXkfDVqq!XZY+~nCPegCV)kBkQtS8t{)AJ5pads1Y%l6suQSpIaUyl!dVYIA3<)c1V
z%RM_=PE`0Fn<q-(wx&8bXhQO5`V+sN|9j~|cLC@UhuXwse`x?#(`kjLu6&`iH>29Z
zUQ6$QqZ_oIEzsyxPxtO8X5IxHs;pwhVV21D*as8BmETx+bOGuDiql!tNxXpmPNnuz
z(yjjr`>&1s=6}Ev7o$5LB*&)^vGAM)zgZ=G+f9Wa>#ic?V?Tm|B3;}GcKE|J0%E1B
zc`llQDNt%G^g$9?)VDkVQb^$FzU25$Z#b4S9OTyAn;0!E36VKf$M@W3c>rd(sMB^E
z-50$UB>xwI;{UB>M0@3+kit+t$+bBq?!na1OP_1|MRxMZIdvjJw`%&=6;hzs=K>4O
z4`7UZ@?deFc|XD91#U4^uSAkVc`Cxgpvt|3G0ZZXI{RBqjz{br79Sq5v8omUEo7tf
z;3MXb*cHVeawkUwqv8d*YK7SMsrpQJadztID5&^=v&bn-`miB9#=AT4=6Q(0mEhJ4
zw?&)&+Z4!aRGId6_7W=FZ&C!=eS8gf(=FH1(EeTLBpXj>XL<<&qg3Y-Mk78`YgdJ>
z-y+XG`ZIL~Mh&^=_dXN!!&L42$6^Gu81fUEYO_M0NZ*>hv8cIvp9r{I&+adkKa|6Z
zSZD{H!mJ<^QsOgm^1X%^^1_u50%C7w{|GoQ2*}56q>{$_IC`I__VNolp=udgIeA@o
zB<WIrJOn+kHRD+tYeAirtxt25EoM7vrzzKq$F7@qaLn`Xjb=AwRDb?rO?4xI&@r&}
zW#szm6bv-m_t4bCZEBjD8biA&a+RFZXeXY4P899vDvh;M_|PG3*T@ElJOZgsPL%X(
zf^~LAX-00Q6Di)X%aG|`**OB+OKt@_ZNE|zP2#m47s)=<(>Gj-lqMxawr|HM@fQ~e
z3g36}y5AFb$(^N+2-brHs=PVsYG`C<w+F;qij<fkZeebZSYMr5KBq$2c^M*G|N4EK
zt^RUh7C6U&Om3J!M_n^(Wi9rB_7%zVe{Uqj=^Rm`!~cC`OjOQc^MU^0$U2I~TDKD3
ze#JJU<lZ-4k19O*a*wZ?n!<s9xbsfE+MqaPv*lyXztiAF@@JmzLF|pA&*Qd$rE3=-
zk&+LX=4ot?J%LtF=v^t5?M$0AP(m<2C+UOFZpykC^6ScfUTV&|qMW0Fd+SF`?rj+W
zk!s`jyGRPDnMA-fLKA++FWB%W2w)IO%s#v|wIS!Dn3F89Idai<QK!4{at=qfd@(9m
zQ$qE$*Z=rKQC;DuCMV|-Iv5AZ_LoJzW7ZB*Bs?~{6R2D9eFXLJ?+)@i;|r~cCKK5B
zfjs>r7Jh&BWslvxm(Xq%X0}lgvMbScX%B|i)5r^gGEc)?m45*37gHA$Ztb8qvBf*g
zgCeAANqknr3U=HGlULt}XlhUuEX{3MybLKxRgl53WyM==VzLtB;UGr^A_D3_9wn!%
zoFNNNzaB;0mEXd-m!uJTLdV#d!u=59P+meX6+!d&dYUsi)CFNKCjev7>zn!On|@m1
z4CLBh9{%g`ZNYeczofFln`Sf%qS6ACqoC6k@)d6uH+xI5$y!6>cxslG@N0@`3AWcS
zPetU2{-U|e#&#7ing4^8UhAqPl_U%JCjS@RHq}Qq?n1&sY;qgy##tgsxtJ!x<KD%X
zH?;S)c$eK);7WbeOZAgGg~()Of{xsTHXpi&1cnHhvcjS^WuG%E)*I{XH4YsbB3|Bd
zBMbs!uE34tymwjgD=;4>u8s>8`Gu54wHi%Li?aBR(SXcySmd#Lhrn%BS?cWo3eA9m
z3maFzup2iS0L~8@oh^?XPZQqVz1QJ!=_w%SC;`?^2C*^K(jrErGy?G!IKTj4GZRlz
zncFlzwaRB{SM>C!j)v9fZGPnL!?{5luE1sIv7$9m(<*=yg?}Zcj`xNN2tTb%5oGGe
z3?9P@YLpxB!M3R!9l^G9gFCti+}p1BRR%~WIjJ(EWs8OU_QuyAy`>rPn!`XjD;kAc
z$+%|$g#x6btY4@@SZv{IQptxb4#U$E?}%MoBhjPZt>+uf0fm~_{~(e@?I!A&@8AD=
zsR$5Yij#ncU{T}l*qLMw@Y3HtQ~160-;_msFiyobI!eg=_#t)mtRXX7iN-rm^$hV^
zIw;(u4%z1CHf}qO2Zo$>Kt5qj*jMhXh+*NHG+OjSl(Td&^?`l3;5o^yCp>LMOmzp=
z;M9@N)^CdcCTF}F_4PBwXt@7)1vHDu1R-i%0p?V0`n^N-Kjn!4sBnuS^pxks4S*ee
z3C|=hQ?kdvV6Y%E+Wgs$R30(n6#2#~$SOlW`BOuAXQNR1h<?~d)(xBRu-D^T*wp;~
z66Z3C9A2T}rgRH(327)j>oS`sT7F(q+7%%Qws!a<xoA=g@(?Xc_N%y0>5tiUfR-JQ
zryvXiMrZD1qgR2=XxXAL;RK)1SA_$8FSE-flR#`pOT~G6Y2dt|1-OTn*xp^m!Hc*N
zQlTfMcJwZa-iFQaDrXTG0NdbdxO0M?EpL843!!|4&Cp?aTzB{b(OW9*IW*A8UfD&_
zR{-Y+I~F<!mSUngE(-uq_ZjvHpDt^ep3S2C1^h#aB<!6U`>7_2=dfqMM~yokb(J_w
zZM;X}q`ZUbd@kQ-NeBa}vU}K)teUM46Y}%>`;N<d)vIftA^uKd-uI;NAn)-3Vj3N3
zb@^%QD>~6E@!GjzCjj`=MVf*M2>`CApy+pzOuKd`7Fg9vG5j~C6(s`DD>3+$Vb>8N
zkthAJdAQMF&3j*;^hP!IT0O&?#)IUD{tIvsP#0e%L`%6vk`=mP4M<v|kyBpiOCfYX
z=#R#0W=x*v=#Q0Ms&>Y0Hyvuf*b3`UPKCboC!i}JQxfzdtR)Xl<XllcJXH<M2Yp3a
zAy<WG&z=<--Y351K)GO2Y_xvT^0M#Rb_L-qb>wzB8UJdKQe2~7&ocl$1(GK`iIpV&
ztXgY=MaM9941oAze~d_bHrh*EwJ{9D#%MF`%9wb`9ggsKfWW1Qpz!DNbltB^iqWEN
z$_M`ibwEA)stO<@=cHO&QLs$I{~Oe+)Al^YnhR8$S;v^XNrR*RlI93o{1P*P!#RNP
z0xJNkFojNjmebv8d{g8uiO6>J-S~WDOgYB^bOCQ+Ty$%hr1t#kRUKqqTLnewmq(3w
zh7eXVksnEFObor1S5^KU694mgG*!Sgf8c3brH6r_XYc&h=F7kx?EDLOPL5vaz~wVk
zS>QE694TmT=kXOIk)&R{Lr%VK)-vdaW7x-uxCX+^PDsj6>9*U=%s?U#GM#-q=ApKy
zG#Wugv9q@`(9>v*ke;w~Q$~LOBUGn*eQGj>?J@PpAKx~^;~E6v7p692>7I#(nvPC_
z%d=mzvnbCDK%6T){Av1`8jC>+SujGKod=E=bp9v4)?W;Vq@Q7s^W$u~(1PX7jjSOb
z30vU>LiUCI@jiJUw3^0hF}a3Khr#j~Is8)JpS2CPkbTb+rNk$!*s`~S_a_JwQVcn8
z-Hvz1O+dv<-K7csCFDVTVb5f9_68}47X&-%8uPwa?LDrTChWdIlz2DJNs60&rZ)W|
zmv2y8=JL#S!`1hagQv=nO%{i0=F6g!j-!~W8t((0EK<IaK_7jr89|8q-m=4*9LxOk
zneU>G-WbWGoeB^frmCNZ#3wc$``ghHw9Qqx`CCQ~jC3^uGTBQ_BDs%OSjAQ85qm;v
z<6b|XKckR5C&d833DV-?;zYhXAlEy!OX~dxn=n#*4Ghw>cq-Q3(x_|2fL^B{x{j$a
z-+_4|1to-ri%v$0*fFj3q6O|iLeh;ftAn)0tlDb%v=mpbZV%REuniY!#gT`;eSMtD
z<})cR_Z&)pcrdOQmvnVTE>jFFVB-Exl+vR#{WI5PVE|`V&(Yay^x9)j&?HWeOOc>x
zPb~xwJl;5nJAh3g>z-{g+sgMu(YlzH(*XJe(42@`jnaUq#3%qV@;c5jPz_Ckad3}l
zX1rpbjTz4R3GxVQd^pJQWSN)i$&TK`eQ#!8@R<<iqIi8yYEXE8Isk*e%+ZhzydW)%
z(t$6edX`kE8qfv}BBx(ZBa(O_&!2j2x8IKC-g>utDSuQ+INE3+m$@-!q2%tH{m%Pr
z$0`R)oX~Om^)z<KT(W)K8v5*1p@ye|Mr7NW?fH)wpl)?eTcB7=3A8)n&{1o%{wmOE
z3WO4Q5%VPt;vNq8ZB_u@vcLx9EvZq0=KWpYv*jr#{0MkK$GMNxe0GIEo=U6Hb4LyM
zpvFc;WtN(B=zS#uCLu~h^}g3S@_1v|f@g>Q#{)*;EWg2SA!Yt5MX+&gZ%L@Vxe`w%
zma&V2jqh|;7tG6$he!oputJ0TQhD|bq=pS~zE2bzB{=7GzD)lED!FQvyX$FG4PudN
za`r2M?7EKThFOIs3n_(@!0?gfF%h(2jVaUxRJn>XIm*I2F~lGu%Ht$(e&)5E6Bj#N
z<jRb9lY<u>Rp+no5tOQN_(y)QZDZ$nA4b~)&AJ0xM37<oCCH^{l<#;xrSCD*R*kcJ
zL=(+`9FP1UTmS_qMBIx4iw>5|%W(*`QF#u>N(jIVl2LK~TUWbsB79d}0FoY5aP<&?
z5N!WK-A_szQY$9?f@Wx{U%d%R1|rQ$R)R7syYEwPor46nfNK9RmWvPQj)ebHRfW<H
zC3C?xTw;rM6at0(z3LQ`HkPr(%mJPW0WSB%2lcT46brfyWzwKST1fS9yudy5_Dbq@
z=A`U$mT53->x7l1H%<kIOn(J9uE`@8ld5z}&@eqX*ySaL5NwJE^E0dB15v}-uetsS
z`8I!=4tKi6%H1BMY}H>*w7zQ{V=rnLz1@Jx(R4|>R<3>U=fd)#5PUzY5CRFm64J!!
z6EK;2XuqJdv!vqV<aHP8Mf2w#k7SZ(uAvcw#PR_#BQ|AVXEq2sscZP3>7k?jQ5Rw!
zW>fsps?XUL?c^zplVT7o)7aMIkp(n>ZIp818Ay0!+`@ODFljyX4Vh>H1Ur@s#`OyT
zu}^<d%QE}XSn8s--#kshcLnM{(G*7Qsaye+r(MBxvBci|Pt{fE!4Yosohht~CR$!E
zQLEMC#VW}%HaWXXBD<!w@B*ZoR1%g@CpCN97DZE_T~yOlhYSU$VZDo8pq5$+_c9|?
zB98oPepR`3$ZZzT^ZVL!(k+Il{BCyNKd=M@60Kd!uKcSmK4`*n_S~_Y^ErNHy}i_J
zaTe&Bo2v;K<ZUT2CwuM@JN%MeA}i#25_e{$T+oFwI*-V=FAf^QE6j?V3bovp7rN9`
z_(v%0PSMc*JsM$8%+KFRTbU5M>0PXfg2z{~BCEDO?6(rBl%PwUaJKLYBwkiYaS(4@
zJmluL(M4lzl>MQprZV<Hh#Br0X|07T$(IebHN91u0>9LujmymbQRm*C_VgeIX~KeY
zWmZWJeqNH=wHo-SGz@`(T&>|@r$^MN9Zp;xI;?FPe&+F8Vk>|s&Dr2-yr2V=9;rnO
zL3DjFWTC685&gpm-K5!H%2+Kk5*~Nd)f8xP+T&<p%a;mXDHzwob``J>Yd19xJzTzp
zPt-$sy!hq-AP#GF&I^<_kjD^WN5J-*W1rqeuiA!6eM~!<ZN~R>*1lg6UeeXFCZ00E
ze1aW%Qw)aqv^i`??1zrO*GG<KwXzrIfYqSA+#PQz_Gi}ffk(m{T3zZCo21txbcWB~
zt*SzBPehm{Tie+N-zx@lcGL~AWhr0aQGW{|X?QMBBThZ8F4)v6fSGAl+lzlh5A)XH
zxkosy6HdDVgvid$n(g+#u{%6%xyf}*P5FU{t0_#6(qaHV@*p!Dbl-(?FQtF{2rzBa
zKrz~~C$hJc<!;O%P_us02}`$3TQy`3#WJ+<%iqYuZmH#VTnzd4@O1J_UqABpakj2s
zIha3oeWG3)cY#4PpYUiZCpzp+f3$-3Ecv)hk4Q8c{ZqgY68PiOzUft(MvW7d*7_pZ
z^NmjGCg=CBKk165^&1O~`^9ypPXw)LFCRY<FZ%fc1*B;Vz?mTKF`#<GjSH*tY|u8u
zPY>!61Im;k#{Qd8Z?a+ZQH%z*Bc*5kFTdqxm&J=37HZaqS%ggtWkyZbWJDf;0q$#d
zf}=nc^YALY=<)#yz94~Xz8EfbQoi?>HV>b~GzIzA7N>S=<`>O$kz1Rh4F%W#aY?Jd
z^8p1c^sjJ`Zbz^Lzq#Q8O2Ah5rfo<XT--K)DH}_zGvyXRN>C_Ip36>=BV3?+v~&2v
z>U(_8#c*jape+OhBnv>3!N<!&-{)Xlt5Kjw+3%52{^Hs8{NO3h!w+-r(Dp2J9Rkg>
zAwN+0Q`ihbXGQpQ?&`ixDN)dp=I%gIQf%tFgnD}UXW_@lJH@|}7kdEc<5Fl$z7abQ
z?IYVnCdEc|NBG#{g%5K0=9qjp*8TJ6|B#%NLm+g0rVbMW89_xg@Cv%L206D?Is}V)
z{8FudX~>^XrOIQKItTlX^<Slvy&f4;=R)3&`LG&+>?|`?dX}qWea%3f+!d*)vTYNk
zEIUYGK_02e$!opBELQbLFEq|w`AGfsI=W9CF2{x|4t^1U+$KKor9eHiZ^+dFX-|Vp
zT@l-1o=q1;dE2$;_Zh@Nqy#t{&cEqFuH{cU>dUW$mtq5zG@lxMTj3!jnfQRydCBG_
zYqOA~bjz@^3z8C<@UNoRDI_ya>mgzpuc@<s4wvTm)@?Xy=Bdc;F;3-<N7H@3Fa2Q)
zF5Hu?x|SVSERV3j1=9Iz@9(`Tw4>R{-K9}3_G4b|V!;BTg_sF`rfBB6*}b2}ODk*H
zj#oL}WJC5&*JAp2gdwBB)YPyRVcAI9$wx0={ulOuw=#9>!_Xt>`egw3&c<8+6wrj&
zmAxj&77U=jCj8r5x>$rL)*sijQ0!+|@NWbth@-7&!_O3tO-~P>#}%VlKo$=H-7_kZ
zyVZ@&m=ogRUKSl&e7yV|3b@<RVXkZqF^}AoDE%)J)$I6u%5;KF){4Cb^_PdScZnNw
zVJq%PcxH8c5!Ig3{N~Ka?Z6Xd6;Lu8V=()SJ*;ORlrXf$y1{Z*;`Wmmvz;B&BH|vf
zxoaN411c;6!Rl@~ueJI-hnVkdx(n4TVjnhom^|FER!zjh?gEj4ahEY)68#Ml^3#@<
zSO(?vVgV?iXVY)g8pL+T4x2DP<bJyRY|Zthkg^~kw-tWoJ|w{B&VjoYBhf9}`Dll;
z`Sj+7TA_)bF+J$|A&RWkBCXTzZc1lo>Hl#>M!l(Rf9(ACg>V8$P7(cjt-?bfS@(uV
zWA9&Wp8MI>yX@V~%?zPdOlx{8{fIN27R~k|g<nnLpRjkW$I*c<L-+;W!Pu)k4oFm6
z4AtoG^6lY1^xewrS)nc0#xt!o{r~j^j-y%N(p6{RvE6Z)L1qaTb#(Mtq}G@R8laMw
z?9jbTaJW11)`3*+OnOkLan6T1ZY)2s>p*5#RJ7Cm*2n4BTNy7xRXwWN<J0yq1lp=h
zX{66xkRR`a{7+9x<<T$){cBrf^G1lCUe3Wv<aUTu?zTo!D--@o@b=;%x+8ubxQIil
zlS^Hj?GBGP7_xte4@5vji7jtht9Zw~q36oIzRQ3<K|cN?bUDtOwT-^ZSE<ypYw=90
zWD^OfOyUGJTW<Y*ZDnWhK083Z@nB}XM<d&YSs3Q{*-pk&Paj=ogA}gQq#lt!m={%h
z!1Krd+gyjHm&;x}3t&2wgtfju0vfuYC-G3;=e2#jx11iA<iRh`<-R&1kwk)ED%!yz
zlRqU5QvB`jQiv`#%3U|^THQ-MQL*F{H;&iSh|3y6Q6bOrV>D}{Z=#TV@i0#t-Q(Fp
z&=386DC;ZYDkdo}8p+!iQRJ(fKN%@W^86=YB<ys?Xacd?8|-we#TQ%k5f0fhZpwXJ
zRoxo~tjGg3BH#6S;+99Oo^0rW{7!N7i!y`iv|>5wDj6Zi0ccbAyjr;Smi@Z_<-cbQ
z&uA98OM%HSjko)sCykEj&Azg>h>^2Wh_DU2!$*V8rr&tf%I~X<EW)S%aZ|o4M%H9d
zrXKFs%(zu!YMCC(Y$a#uUTGo(*EE(bV3h5sn)g<E$$%J8bQR;ym+D_U6-3~oi#<+D
za9UF>_n9;$?n7d4kB@~Qrwm}AM#Eir=VU3nncHJJF2g5fIacTh8!quv;eYl@ttqT<
z{Ln2{#9qA`l6^gm)1S5dxKt6Pq!06;p}h^~kgiYzK+Q>y)Eg$Ng(^3%3F`-0h~;Sz
z^k}GdJb;V_RQ9E~hR_|odCo3A%Gg_qZ!18`n9BqL-<S%IH1DWi6xXPse0rQblA|Kw
zpdLbO69ZNDxs6=ncDugQqc@smPuHNzHCQf<#jTep3)V^lHG-jibHw3iHJOXxwfy#^
z@0-fhwy^1JAT#?+sxLmUlKrg#I|k2|1I7w0OtJ)pXf>tzw^895$VLEd(WtJbxRX@f
z+;dKJT(mHHCrBrFU|`5za^Q5Y@E@_#=<28Q@!B=_DO0HvT=tk)-pg9wAsD?ALF~%1
zFv$`6Ba1xc>)`SAxmVm7i0zXFo2n))E)CY}nH=`E$ZplPIUX|Git4W71HF*Z<ShZv
z;%did2jSr#LyFSwtK|I+Wrp9MJ=(TZjuy5Wq4U{Lq3=_$er*=c`)9%mMp18kkl*YK
zHAXC2t69d>=U$}{0OvJ;nx-Du&ib}7WixZK>L3fGmxF-ZrR#tzi#|7?e!WTJ&#Zj%
zGAOU}v*;5fUP}*`UEwAPrh>FweA1OY6170{sPOOti;EO;rvN!Iwdih!?Jb|RZA_u!
z!8RX48C_02vsXUcDALK)xY-Gq54*!g_CIzGAO;m5<}?8NCw16NM1ZHUt${(S*;b^G
zfUkR2zSW?brI80RFFmsm%9$WhM3-x-$)Kk1?3a{edfdKjW!-3K%*uAmQNYh<>gg({
zi2y{mOqw36sXeh0KkUa?jP3|7#uQeVd$LX6<k?c3`gYe%1`zl3yea|H)>7n*fvJk~
z?}Ti?Lt4^Bbx~6w4H<hcg(L;ZONO=HU(+|Uj|HU75YebD4}kaxy&!YdF5;V9t!JEA
z<cpKQ2q@<Rcn;ptPl!c*t$Zr`ZdBU9wdTZwaKgx?P1!Q#gGFiRq5Uq#^Je-h?31@&
z6>^qp-)H7ptK83AIxlIm3p)R$XERAh7QK}$p@^AKS8ZHbe4S^ISmbG50O^ksJ^(>!
zVgC*xu}sf|Y;P!~f)V5(EK}P>KXSulr$Qqzz7~8IPmIE>FV2Cp_MG+MQQ*GAu#xas
zd68To<)3Lw$M+SR7WD;3aRN~f*Lt0f-meDPGYVBmS#*V8Ba4{Y&nFfV{GBX~D&fQc
zZ*t!ytNrNyM9enaZZ|or<EU99PdU>E4bXa|pW$>IvZ3~_=HcyhF<M`=H~Y5cPdb=#
znjG;-WN$8uG)(gKxTb2UZy)`a*sU&qb@zte8$Q*O%`9@u<CgxI;XKxuDKO^k4l7CV
z-&fiH5U4~b8=6^!i*TC7Hu0l1w+5*}ElGK}-yZ1`b<y$YZFQ>f*p?=d&JTISru$Bp
zP=efo<BDYz?czKeo}8zcxxncUhsSWQ3EnQY4gOUD#GR|?c=t;6N@sP_icr6h(wDSf
zZT}#H?u_he;j;9dM3^$8CSD?D6xE#XA5@bB(wv5bo!N22a#jcUwVkovtJH_V&hmdu
zR^oY$mG}KJeu?C+M)y|zAlH)(8!9J==d^AE4bvIF?04#L|7#dXpq^fm1kh{ZKMT{k
z#*Go2bXkp2D|c0?lL2zOf80MkLm$wC-F39`qtlIRPloH;`^k`wwR2ePitZVsQvxW&
z;MMLDz|rMegco5(q=lfbtt1*LekTgzkY&n(0LYqp@g{C{-!N%24|Ey9SAN^vhqJy@
zwz#mg+v*?~>wQev!`)}?l#rl;BG6TVuI5XkgYdb18l^vx`IXhlkB8UT&Ii`M&V+Ef
zFS!w!r;y(^VBJI8J6%0p4laZe)Txt>K3>S}A0nJr=+q22_@YkZryQf4%akW@DLfK%
z`_`m?Rq&W#z2a6;CYxOz2VB7aMg#HkW4>f?zMgYJe(a^;6~hi59O#9Zd9QiIv?i~W
zQJL2tbqNc=ZfXva1@W#jNoqOnTp>w0?MgyAv);Tr_S{X9AD%@!9-v}0F9{_^6ad!=
z5p#Wf$VEW!)FrJ^kh4nKr4e<J+Rd#^+-v}zI;Q7E3*s;JU3s6>5i3Wbp6<7c{6z}d
zd_%Eb?Eg^&UMG3i1|Y9v_G_!(g?qrD^S`Lu_N*`PZd>Tjv4K3la60NWGPYJPp$nb6
zWBB#YYCi*;MW8(|&fmBrDFT3#f)vRKY`<$6gb$q-2lg+o{{y@Kyi-(vde9Vf>&P^R
zm%d*fTQCAFM*yrO7JeM@NdQES&~T6V`2b)A+^SM(>!3j~NzMxbBED*U?5-2v$AqCp
z7u@+zP@#|r@)rR|w`P(Paz_r<4IcUU1#8T6BINWDrY>bY5!TNxcJ+J0a?Sh}Dpgg}
zVa53`Z<PnYmftC}{6kHf4`_I}IrZHv#EA7mgX#FdR@!*Jo-9!OPc!JAiP$ZU0|h=H
z5&esN(c38Tg6q?YuUBK*AeXNH{c2@0hVywgbViFCGF8=cNy*D~v^sLZnMo`;3i8<+
zRt3{#E}9QmRe)T_6aJR)oj(BGju>;{76DIh6TsIIY_fGbg0Hmi&-MF>qcE-C<r)bt
z#v+{m=3mzP-b+~AY}H#Cg<^Tka78rbI(@qy(acuwGuaOb^iE=WTcNbqglpIronFYx
zUbU+@n`w5p#@q<<=hoka$W(ym&<yzZ7A1c10|TwvkEZ3QT4W5FP>3~jj6p9-OWW@d
zGdL4L9rDjrtxs=Av`V=DR2<&OAPM0Hure`#nViGEzXz;Oz?$?@PU(Jj=(Jbro;`27
zSfBag>|k}H1?rfaDkJThC7+W!=rIcasH|$jS;ybD`%jNiKQvB3Q8nHMrmPgfdkjJ{
zxdXSbIT_(Cnr1N|EQHvE02%u(j`Zop^XV<8XRyEbAB&e96W4@P--!sE)98ONI+JS=
zMOu)yK~}jvkv`UB;aVBCD}XTal}9E!Jb$Lqqhy%b2939b>KXRE)lkjvr<>+{Ht;cG
zFd*;U6AwMeuqVyRbB@j_ym<Nhw~rZB|4O~Pc|iJy@Z6~rim52@D9QS7<n+>xe?~x>
z2hYH$bkkplJl5iW@3t^DHG#-E;Q3e)1_%a*<(j@DYS7_$^w>uBzc&S7+NFULn#X7n
zHJMNEVU&>g(=-o)n~O@~;W4xDy80Vt(Wc+88T4!x*M*>U&OBz5E7E%*+Q!6!`<FzL
z*04y9iJ*m4FVNs|srQZ*)_jU)QZmHH>GM5ozn(b{twe&#CwREfth%W3qdE)DtBOzi
zf3m+U6>Co6QY$~Fs!U#Zn|v2leGrXfyDy*#;=o+s=>w}W6FP|n034^gnr$4A<i~vZ
zjr7So%y~u21Y79C20y7&R*_NlVs^V3J`0?MCF)PNYUH>_bQrl2%QY1%*7e?P18f2?
z^@hx$JQ(e@(4zSjsxxm%{xj?CY*b}a7q6)9RN$@F4p9Oqo@a$^P?w!dlad8vLs9vh
zH@32CDNJdCjB5skF}BTJrEBCkdIL6k>D|I_Z(-^yOV!<Vx*VzzS_M_dGKee&gi9q_
zRpQg7hG{=#Z?*hi(MnL%raC1>L(i2I^IBA=S|9K2l`B;j_Hp^?0hs_BCTtN+f0H$}
z!Z{ZdGAdV$(m42&07+w_Luoz%U%T=0McSfXmHXSUQ5dMrvi!zszyX32>sJzxG49uc
zOYv7hOb&z9Y$enckG=X=p#^de76TN^H_V55+?V}!z7Wm<dT7LK)xo1+SPtCvdpUE!
zP_9|1ll>I$xGQ!$#xFH(*WsJ27j`3TDx3B*8~{fuR;fPTm(yTDs<IGxF!nxV&G*{k
ztl$qBlC8C0s@q=7&u#s5EO;9RpVeZ7M#U<6{;X40d*L`)<#ZPTC8G^fEVHA0z}iVz
zO++k<Yk0BZao@!PFC5GZ%A-v~7IL;~U-xtM`72Dwm+#<TDZDYC9z3VW^&Tb^-p;}h
z9w^!xfY%gm9EgnFNle4*@;uSV5I@RKvqz)hYnRs;<p@WQ89Eld(=NVGs>^UGj(h*@
z&&CGn^uWFyQH2_UTLRMQ$a`b6<95Tz%zR5y%^o0LN<cBU3BD*~9k5puS}u7o1hz-(
z@!j(m+1ZCz-b{UgyF;rl#;`|K5$>-UF=m@@sI5mQ<^9IXBlR_-!&k5zvGxx%YZdbS
z5;bZo@r&kNMHTO}9jLyl3ArcX9d^CSg@4A7b`}6x4XiomQ>Pwh7Ex_;E2(RmIi_EY
z>p3h%jM>H!w}is1fIorOf{oF+gTs8iq2=+(wZo{4cQ!s8pz=AMm_a-s%L{$Fs9mLT
zAhPf5J}*cMNjuS{1<Z+u<@hn1R$i)L^|%dmFk(cndho0#ehU$oede?5u+Uibm;Ny?
z?H}T5(VA9e^2(?vdHK?_c?-K8<5A(oKsbZ;G14>fJxjG}?Z>Dml-C`_6Ehk4lc>Z(
z<wdNetT3hU=e&2zju8m5g2<>^;95I3;eKzoVKMQ;a0tVTLiP<^;vR$RyjD;FG59wo
zRp$^np*eXp)i3+@gGO_BDy<du6V>=zzpYNQfP1jSSGl7>z=UM%V4>JhujVxjTL&XO
zC$Bj+#)p@dQ;gd!a<*%ns?`ArE}kdHe7Pxh*LIV1S7-S^D`MzUT#_hD;kE!l?<Ry>
zH)0`9-#qz%nMH_4x8qltd4?dDdS4A!o>h3;BY5X<X6qTQyR>F~$J{QW9D+4h^;gBA
zZSJ?Go*RqEI;dH~HFg{U%deb3;36~=Qcc`qr}z!!`Z7KQgu^t-KMyT2f}Q-(`W)o6
zh#>a$*;iD((6C1Hg-DEpvvUQOquSVC0}<#`e?-E}ra9IuHMSX?s#)h0nF@8Q3&5_9
zqm@@@m&TUG)r1N(+Ioz)hZKCigK!3ed||p?uC5M<x<?vuub>9~i3qB2MQA|7&>6to
zQ`ndsda0QuaqIexw_l5;*%@F_IRtHxUukmi>0A0>pZ^s-q$?H-NIKL469ia>{34q_
zT8yh5vdbKrzQEjYrH5qtiYZYs8RE~kxf9*ZS7mRzUX?sZbHL<-^*Lb66&svU+_lB&
z9M-(#v4|M@nM@tZJ{GsSu~@KFat|AKxB81wCh#I`nr_Z@?0N$dRWhqANI<6Xb|qI5
zs-2rsUqnf;WU_zXKuA)sgm=;Dv!wi0dvH?EQ<vF5`u|Q&cP>EgQ}8*&tnk*?<UkFg
zuRr1;8BA!jXj=cldsy}7@?nj88>{{XM|7r@y8>QnaPA2Qu<zN0obNRaNn?4O6bt1v
zx69qSOw8!0uSQrIy|$1&E5?3$qC)r+UzsDuc9A$0Ar()XdM+8O_3#b;t&qh2DZuQo
zm(oex*2`rq*mh*D3#0wu5^z^v11;pltKXO8*u&k)S@}xU{|(uX@x`tD7f$sB4bU8o
zLQ~)VEB^mE?fBi&D@=I~F{bIlu5a9Sk$cj|!dot-q;Qw1alVIeIPGH|aWyCV711PH
zJiE&O66IYg5s%~JB-#CN(={NwCSaF9uKo~Ep_)}R+2cK%*(67vd`vv^`@!k5fKW1K
z5|1Mvt~a~mv>RMya*BQE!BoK~w)<U8RN~jwVtJQ!v*X8i?p=O+c^f1F`icp0HbO}S
z$UW3{k@hPmX0;n8gJ)BhzxMxN4Oc{t6`CME;kMk82u$ZBN#@R;9&Y}hZyIUURfPL+
z{R;arv94I+e7J!==3z8@dT4z^Sti;12j9bc8u>rFb+am7sCS7HIC%rk9&!8X$b)3O
zF^6?3cDBm%Z*eD2V9J_-$@HSD`9*hgQ&00S`k1I$1JP!<&IlnDLKLqO;0MCQM!q;R
zpmMK0R_l~27srYqN|@pnVcLP0ZW%Po5qD;l1mH8`;x*1UJLCWzxgjKDRVKGr6hng;
zH8we8qrWi5*D9)$|KmZU)Uw&`tbfGkq_~T&O+Rzr(XA4ZUzPHg`Bv3W?QM`!@;Nz{
zkrN`YB-S=s5x0oJ?my2h?L9aiHyx{4LYWI=45RKJcLoxu-n~Bmj0<A)v1JK*<Hn7l
zS|<xOqXr$|Co#w~Vvq$CWUPT$>H+XsD%=F>*7X*Z#5+xYdg)V)m0Ptv)p)UD`cS@V
zoy-`1B(ahaD4ne}k5->&Ouv0k)6$$&R<Wc)jfMHKJxQ6G2$OU5)E@P9eq)gkbulsc
zoLlW2SEt4!&5X!6bJE*fXOb4j`qSberbRfJi~-kH<af1QAD!iG{R0!0J9<)=m}hLh
zRsMDXHFV13kwn2tkP`g!C2av{1(dvp*^X5V0GGY|lBb8HYedoRU^-8k)}X6{N4Tx6
z*)d{=8&FzF`jWK4$l_uuyb_(TjUF~<vUC$$mW$eU*QyD!An(An_apaW^~XtmI6d=2
zZ4<^)zYj*;O4zCWpYrH)JwA#dVX$2D+*;bQaAj0OpEBb|Do;Isu2~1n<{Q;0W4dpb
zPdL<#B^MMJ#U_W&m5@yTx_+nc0W-7gMl+#lXFq^kr1MG$HMz)sdV4s1@%hWQEpdP5
ztw48P#K4#Mj{PeooAkU6%>j1Ii{MH;2<CeA;u!DMSk(IHZx^Lj>QudR!urft?ZzD!
ziVtuc$O-w19-ikTsRLSbtpvHVxdz)9pG5;&SHs?)L#x~-2-)*{um?|{%lmT$-?M11
z={oA|pe`1;#PJX)fg<m~4o4DNDii4;#5JM|j49{^9e#bV8p_K6Rs<;yrN9WNV7Nfr
z8W^*juGIAO1pkyS2oIkyYj%#zq1LFlVzg%6ta81FIxiV$N*q?rJ@m@cFkHkOh7O`=
zDf+ro_-0iBd}UDtbxyzh0=F{icP|Z}V#qJeR|>+I-j)TAs&dlX(bCJfd}mYnbxcn8
zyelsUWDdv|>K5u%cGua1?+&A6G5L8;n%L5Vu)nE-YTKAkvDX{R$pa?~7rREjz1*-g
zT%82rN3|KuaDNK7N9l@zTK&?kDyNURp`0(4OfjEhp6fwF!H(O{Q{mLDWfU4Ymq|!V
z*g9Fz6AWY!3P9;Ce@eR)3he3@+)Fvz-By3hgjAk<<=np`%1=f*n<|?I?Or&$XMvrz
zYAShpzD-6xvZ<NPuece660D7~132(3(t^npw_Jd<cA1lq@O@-LI=pWS0NQi?zsuAQ
zL?M{FcRe8I{aY+=mzI`dd`jO4*t7j}^=joh5CHG@di}px$$INZMlwr6Q2#rRS0KuL
zrYRe~GBU~+EYZ|a&GKqP4SRcggX0f#OI<4TD?^MHs~}!WE-b<_J8&#~u&^V0b@SC=
z<iy62->ZgYUYNuMo5)3$;k%hPZxxk?0YCB8*Mq?<8J5Rnh6%rYdbvDW>j3zx8^u96
zCA4*-tO_;(%gs$yy-!wh+|>v8Ig9sjQZ1w3^s~P&tH~uwjlNIQ-Jo4?__*AehHMsw
zq(|I)nj|Sjd9c5q^7&0i+o<8SR)Bi*dOd>Fck5R`FD+T#GLytlY3r2!ck^2CV5g9`
z8d=Lv&l`Jl<@C>ANlMxn6kq=<R-+L!(pKzWCV7>EStm*;mPNa29oTuM&Tdi7YUXP=
zEH@A*3WV~ja}H_{%f484R_waeEAG!gP(*i+MXRuL^NraT;8^<o79drEpH6bc3!|xh
z93KRxxbY+q3SBT2YF5j73V-$Ih@-n>EikY|0AqETs&}&=K@t&G0I2@qRPSztyEaj2
z377*B7y8quDnJk{d}kln-}M(VTQ%SolJy!rD~ZlzKpMK%H=Fpo5D%jGog900d-9fN
zL-+6n{|8|U^0^*=x|n!?20xo#g-oT@uo{p^sW9mvW792r30#)Z3C~P^ma7qe-M`^f
z8PELr6TGmhoP58>VM7-MkNAN9t0G<qg~K^1<(o7#g+$Mm`FLXt&|E?QlgE5uRY1*Y
z`Z3M#*aLXm4G6OUQ4*j(u|I9O;RaVymSJIh4BdK;d(_5!j~i`QVQLi;6ua=`EHNBN
z3W$ifM$|gP5YeIFVH2h;4uf6FCa+<i3JQ)*Z~@;Z5+0&DEAhvj_Vm039~=I*8^Om@
z@m1o#LyAwEvfz{d$cfe;@h@Ajf5RH^a$QbiPVl$C1^-3}|G!)|tht_P+SYabCjv;B
z4;LF7OR54FWtWY`#l>~Rz03cr%kqCs)c;6Hb=}370ree#33PmSG-~>#PRG(RkLazd
zVLR0{QTMeRcs~ChCe8n+Unl<4WC?plMn*nxkpfo`Aq#F*z30c-peDt*3RJ*;3g0sQ
z`X8aD|BEY827ft0n}HYj|LC<Zoe)}11|#AbQCQ&Q<Nxb%VITW5-?P)rQk<s@69LW&
zncm*sg?E24iHH~hL(pMhG@wZou_q;E;pWx=_7G?yFdBFU#&sx85-rxPv;Vga9EG2Q
z`2o&OE}q@ihoeBZJf}W)wo=e_H37%PkUI`cD}D+~7P|uJCSd?g$Dk6y+>K?`RRh9r
z!+ytG^q`Z7?S+XFQjA%s__pXEMZoxgbHaT#l;}kS28)7<3IROMp&$fu<fmc%lnmg0
zqIF;;YZe&@VDUOYM$QG8k}ZMTFZ@J$yv}d;lfTktRE=nIjY>9Z^n?O;tHRi1jM+$$
z;lb}#avsypYr{x=?WU$C3~piZ`p<H9C=_}C{BgHCABN`v+p$aJ<kd~pKu}PEXd_=`
zJKl~?2@DT_wb#gu7<nOm_h*8++HuA6A~2ubM5!-#UJLVz<`KQ5fO8bubL-m8n_2Sg
zwJ$H<W-U1*`W6ZH)wZ@a#Ov0ee3gv%Jis(w5QIuy2WHFl8%=|n+J<dqHHjY4e6PQq
z!yYDhaBYI<q|QqYcmnWD6%;iedtxaw28ouCR^QX#=`Sp-_1@h95>xv04~B}3MYk4v
zfe2uw*Pb0v)vxgiF){-o7luPgKvq$4n9|t$wQw3hl?%G8%>5ems3!W^0?XcV%vbNX
zuS9IP=$|AQ8}*HJ`IDUGcKG$uO?eQTP#g%*@cLcn7JM84XtDyx8DjAX7e$Uhq>K@M
zKI_&2wDnd}-6l&#J^(0iG6-3@E&6G&JnA_LrN;_2u7*UUqww#Rvld@a$$ThJ!iACI
z&p4m9M^ksqdg3ZYWPWdL4FY~er3H$PMdhG}qj?FKL|AwzS)9pgX>*^C)utihB4>ed
zsq^Z1HR?JAg=v#qZJr%B7}^fo>IuLY_VuaS1UOegVA}fzsZ2P=Pw<M`?*cI>A*ED7
zmv*9X+bg6zI3{Siy1MKV@7k1GpsFz6yssu6QuA27h5m#~1e0N?ZN{rYd4Asm`i;&n
zrKN?4!3G#y`hIuct|$h(L`uh9aCbV!(!kWq5uTmxkZ90(^qj-6uEGTmOobBG1h(jq
zU?ayk0TC@TLxacc?ERk2W<_`)T$U<e*CaycyZ_p{0Z1VhehNNX=eNeNVsUwSk2`V{
zlQ}ymflJLlSFSj}l#&tz(roRXweE(!C<1u9dQ;=QbqU2(PRGDfQ0FoqvIjVoVwc7$
z3rv8A$f)lm)1ycHL072WG!_Ac#V|Ph5oU?|WpTvDKVLj~w-~>9t8-&x5)ziym+xJ^
z>Ca_dZZ-U*=yUSF9Ub~um0}}dtRmez)x8H#R}$A7wv@2et={QpQGBmjAl8j^KHI8p
z%57NS9NP|zCV+w4Chl;(9_4vFtZnRq``IuGSSD$;><9#6G>wZS09cghp^6P^(Y8+8
zjEjd8r530(%$9xQ4o0^*Xc8>rGilj-wcn?f>)ke#UJV79ur0WyeEj$iwi0*}b41kM
zG9S8gzTpdk%jyv$qn`e~8G&9c&xgQCW<q^a4<&L~2$oAeFeBu55{B@Dq3s@vvt7|5
zrxlEmpPf-yj{CyqUj5VYGuU%n6l|-1ehdkD^1Jq)7xT3&p!uj}_-|n^>bQr!zSlEl
za96YD*dmPC>lLtB-}|!2)ec6X9SvE0)vYpAWH|2G;I?5@Gz>jb2IhhliRsGicSY4}
zXwqiDelr3LERc0isVZMj>lJ7hV}P%zD9aC%q&GHGO{omOuK`cKDv{1-%`HiME;*BG
zAa$D%W-HzvG4|7~%vbbzvc>3iu)R!_Ak*CFD^!#UpmM*UUOjeBIvLF0VU-Woz!_sA
zU)|QX$q(4FY6%Y%hWhmeUjbh9-(5xwJJ2-|xTL4Om7?0|o?yQ#{G6OvOdH*+3M_JH
ztecYR8mTsBAStQPUJ#*#^&Vt(0zkpEnZk@CxG%ceep9hyFJPsH%#mN{tHsTCKIi@V
zf#`fASvGUPce#4fvtXEczjDNA_K#NrutdK<Ub_6@ct~AYm#-!cT4b8A;3L3u&K;y9
zNHJHi)O4xIBL<v5*{JS46-9M~)7$fCa!;W8g6$VtQ30gndVTQ<C1cKG3jtOmoZ`F>
zAIiL~`_kWM;YC+e?zE_cJ+=ug>0Lj+H3<wzO)$Z(Iki{(xe}+I^`Ypt@WsF<-XL?Z
zB$n>?gPhB$xWHl4&mx4Qt@X4p?POptx6>1~42QnY1aW1l?<?T>0eq9U<Te`j(tz5l
z`T4?8^pZd?uXMCxqgl`G0;iHL8jsC3%6Z`bm<#h2+zOzp3B%0~?t{#V2RQxt02g@7
zUEAo_wr4Qr<FnIW11cTo<>K1<06EFR#g_N0z?tE7lPWU~osyPrIzs^KCmQ7ySeJMC
zZ-B+fLpDONdFFeJv!E66<{x*;aVqb6&!>=nb^X?<tB=-d;bOvc-d9f&f$>V~c&RWN
zsIc#P?V?OrHvsmv$lLrV5kE^x#vPl4oK}`Xs@8M>a}{LeQ}Lj{%anRlk7xy*OWupT
z_2K;%tt<jHB;1z>dW#eO2s}oc>=RqWrEDKXM}oSB1{Oy+Y$lYSad>O%S{WG?^#+Lo
zinV5D^a<o{y{Ndmb~WN)8^oB@#N$fXfRg5=rc&GfM(lUsngw2@tb816=^0^Qu2<$e
znQ#S7Boyce&IkfbeR<WZ<jN(W$OvQ&t%Q%kN<f-y;rsX-kAbNxuesYBn21jy`MX{v
zn9zDn>xB9r8SiS+27lc4xJ@dbc+Fq=%;x&s56<R?;Rp+8nTKLk-YB&VC*_PFFpQ~=
zii#=>l7IZXd5G73(f~}R>N8j0rk0eH^mYjF7<b>{qH=u8Q8iFM1xzcES60ALiU)RF
zTK+?()rsU1(xKF5wxz%X#-#m=!=6TCNO*X-re8I1_tBb|1Hp=}eo5c1S~Q8hh_jIP
zRW;)BALVguN-DL<A}!;h*GMKW?AsGizdJcpC)J<#>=K0oSTB|D|H)B`!UgVx@=d<o
zi-|a^KACRZ?5mZlF{oQE`T4d16Xmn!!X(JfGAupGoRf;46<BT$cpicMG16oHzQU`o
z4Fg=`;QcXjahvFyNTmYdcP*sVMDp~RpB+O*0RP{NOn={X?VVQwjB0^WeQU-ULw<`h
z!Q5=YB4Sj)5zzMP%)%y*8hc}o_QC%K0>cli_ugHMNzyA}w6sbvsnM3oYMZEcgYi7J
z5_!ZU4k{>OyR;$;0Rn@M${l9gF&pvbd$$|`EcWp?&Z>VB&8ZjzkHLvlDZ&tJ!AZr?
zo*@woLf2xGNeviVYu`B;uC$(i;=Vaq8JZ8>4zNyGUkJMRAYrXJmv57czMV?o{JUwv
z9NyyBzPqpjUiwQ~QcsyccG>|pP_8D}*Gh#(t7t_tJKaPvMC4}1<DWouR}h1u+M4{~
ztzww*BG3kv{KYy8L_c;(_ooxr8~2O~Vm>oVn0e|aJi3-btH1p2LHE%&&pw_J9hc}j
za7t8fy}0*qUkg|vfrF?ZL9bX~g0l{tw9|Q~r!y$PE73SYLE55q=u?1oxtl_$)z(hL
zVDLpM6Dksonl#<yFKdp@S#HH&#)=s0g_)?bo%Tn63G8l6+4Hn>hu-NUz5JFVdd7U^
zH+3|VvdFAQxt0`Bic^HIMLluyB9Y^{lh(%_%>vH&`rNrqkoibPK&xH}eg~^!B;OcX
zb?*Fy3w2(4MjPNzDyieQ;O6LhRW+Jew8Yrj(Llnjzd~Yf!Re|H&9H@MWf{aD)nSXu
zt58I9O=8GBzOaNO+L>b~oik8+-7PlqJbk8DLJsT0ao<~FP|p%IsYuS(1mpb2p6btw
z0>?xf6tNZv&eOOPVxV0jj87k=qEz)_3PHuXT!Rxoy*W(A5f)GJ*S~<h`)mGq@>lL2
z&Pq>3#-AW0p5T{gaY}%(<Rlj3UiEVy_C1z<=VZbn%svLpp9+bxzgs_mbScpoO~9PG
z+rVQ!*1(q1gMi;dCdpEbmn)7;rz8MT&GBm0-@VBK>Wjk$PJ@<RrVkUy-T@j*>HEuH
zzkUT2o0Q?&+rM3Ntjlqp&+JzfwDNFm9p}6hXpOdd3K4ko?tqq^3s>%>10zmN;9RE-
z;>yAx26OAii{{A_mw@*#zlrq|gDK~(!kdPb6FuG=ob>k+_VgDTe-HyXpT5<J`jJa3
z3FLD2^=rIDaqT{?9T9WIUN5t9DR9`9uRI`tm4exOy5;p5(MO8fpBV7=NoX(KXxIwV
zWGMxfu^4Lw#+0rIp#RA_{$ZkoeZh@#OWY+0Saj*^EqEDj{%S*ZEEsH2*O(jjk`56K
zXnDW}!own#6s>RHIBeB^j_FKRXFOY|fXn%QL8-o%Bi(uhPacXT-5hj@Zpp&}ZCY`n
zXL9ARGZ28*QW-M+lf>rCs6W?qxULR-3Jv)mwm2oSf6bx#gwuUfm7KI;os*V_%kDfk
z(d%ToRTGYr+%D^3FE4XhK*8*Xi+M?cfHr8V|NFa%=}PSw^t-d9bxu!Y_5g=hpPtSe
z9L5+@p}Tx`6-oal?44VXI9J|ET4a$Fm1w(FpoJ`R-A-5#&XL7*Mm|Kat-Na%Y66zG
z7?fZ1(d#pr3;6Pj2}%ADxP$lDk+!3Tu4V7RBaT*vc!O`~nzx1usB>Gd-@O*`=BiFf
zIOqb^mn{cV1EK&Y@#psq5U`zo{QsgbaNOKje|c>aKMV22UEfLwHuC`aC&l%^*H!3i
zfiEwzC^PBJ$xxG4oOO6C1ZViBck@2Wqi`t8=bLdK=9wRo{^38W-xxa>Z$%NR`=&-V
zd>gGMrq;1dqI-Be9nuZ7_dpj)_TlLh+>kzzzk)mpI|a(g(0m0rOlIH`&93OjXFqAP
zRaaJ4mV*U<ym(UQjdMKm1v3dhQG5m>#`PYg^lF%aEa`C?Az)RzKOrYCKRfLNlFa5q
zK)%}#K9>c7z*CA0>w`YsWC{Y7yB~srf^N?i8#j|JqG048Tf(tz0GTM5GPnydIZ&8#
z$tx}<kByCGYtL-i2KI!n!Mtgnp8yxzx(KQ{GO}P~Lvj(-yk;VTBe}}35|DZ{BOTU%
z)<(c!^k98mL!;5(fC1Y#5WlpJSKI3w+*J$?Poq=}ZwC3HPJ_FHw=vl5B<$?$!2fC|
zA6cBA4+JXKZ7@);!?%v*sfI30HhA0w)ME;eUfl59Ub+r^3a^pT3J!%C|BnGr**te)
zZSX4K(IM)m&z#`_US-G$bOj&K#O~$`CxCazJ@%c+#l__WJZ=Bho_gS2;tPR&os!qr
zbotCKU%q_!>+9=>fj!H^Cnu{P1`ZNBxw*M@|6a9vwKK4*E@7G#GQ+;UZU?XpUh@`s
zX1jA}XsAqvo0v|7fdA+IEWcSMnm+SvcCI`IJSM(=g(U07n>TNM{C?u($xiFU#j~W%
zayahqtK|k}h&M;#`4}4hxAuYJC(I-ic!BKqg^Ly~I@;z_Z{BOiWl;X^jwEnqdR;7V
zi+KzOu*ty>JiVU-I1b6Nb?er`A2(+K+awktdx1^W8h>A3-y6G1vw!^fn0#Y<e*ERq
zz~`CC3w8ppw%g&o<zqf@yQlpX8(;%$k6f0>t7%iGwgQt*>!(kjD%R}Sv7>oE@CvH8
ziomp{kg6NM&t_iPzx%r{yU$<z@<kwfdNiMmg+O^y9`GhUpZRusU)F?ZOTE6iIsJ}l
zRCxIHNB4l^5Us##nEw>$aYZTzPEW7?^7^`dUEY^JZh<qTO6S{Eep0ci`m!Rnl#wCB
z9-MAh*Z=>Q2psHq_~>Z&L*Q+_h3YSWem{I_s`lf#uWuIti=}0}b7o1~R20lG&ySOt
z<97MM?CxW;q)jpcBrFOND*pYc+`aEOa2xt#sk6PZ)@F9ww(9{spbqlDQrF;Tz`fB@
z{@M9=I$oylz6iXYRL3qYHFc}iy^4Rp8;y030XKZ!du0pkb@9%(um5-a{r}CgCISbV
zwyp*llKxp07#+8O_wYSFcM+IUjyFF4@$vEFuU6Jdw=DPR0`F)3xtDqWA~gmE*~j)K
zK&4Sz^wPH^UII>j9R}uv`dhkEl2#=dH8p>J6s~^Un_a~xZMJ6eeKCdx`&MA)ZI}`s
z5FoJr;>>yT?!DTz@a)qkPmUZ1_Jy`eRDXRHx?;_mp51PXd#70~s{a1&<3`|!o-=S4
z<d6Ttz&Ys&pB63Hyl<Z!pQ(F~#K+68xw*L?zkL1s`+NSYSFid$Uu^2Mc<w9vnjZqd
z4u+VKv9a}+xZb%dFSZ3RF#L&J100q+u>aha%*&u#n1THn;31Od_$n(a3%6%(;jWF1
zjg>G?^U=`MeEFd`?aU0p_eJq>adP&_z~dPT6?OyLsRqDI<o6R8LVu*JfLZ)UIPjWl
zuJm(rICt*cxp37gt&otABd@3C-QK2qXIH6qN=iz}4@ux?)k9!ELDAmc{>qgrEx<fq
z@ZrJ1favJkn)iX%4aYA(4ZIb6|Nle3z@@aN`*HB%@(C885({`=Kq07L0_NdI9N-b+
sh9iRDnR$jzyrm-WH0r@;fXA%=3}<)0m=O@Y|0u{$p00i_>zopr0PieFUjP6A

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/woodpigeon_classification.json b/modelling/data/abingdon-all/resident/woodpigeon_classification.json
new file mode 100644
index 0000000..7cc208e
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/woodpigeon_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Woodpigeon",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_spring_persistence_and_summer_suppression",
+    "baseline_presence": "strong",
+    "detectability_peak_timing": "winter",
+    "detectability_trough_timing": "autumn",
+    "spring_carryover": "strong",
+    "summer_suppression": "strong",
+    "summer_decay_acceleration": "strong",
+    "pre_summer_retention": "strong",
+    "autumn_component": "weak",
+    "year_end_component": "meaningful",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "strong_baseline_presence",
+      "winter_detectability_peak",
+      "autumn_detectability_trough",
+      "strong_spring_carryover",
+      "strong_summer_suppression",
+      "strong_summer_decay_acceleration",
+      "strong_pre_summer_retention",
+      "weak_autumn_component",
+      "meaningful_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "low"
+  },
+  "derived_metrics": {
+    "target_peak_month": 2,
+    "target_peak_label": "February",
+    "target_trough_month": 10,
+    "target_trough_label": "October",
+    "target_peak_value": 1.2362391906257129,
+    "target_trough_value": 0.4839120350470476,
+    "target_mean_value": 0.8199376823763411,
+    "target_amplitude": 0.7523271555786653,
+    "baseline_to_peak_ratio": 0.5063744983550917,
+    "autumn_to_winter_weight_ratio": 0.07631578947368421,
+    "year_end_to_winter_weight_ratio": 0.48947368421052634,
+    "decay_to_growth_ratio": 1.6109537299338998,
+    "monthly_target": {
+      "January": 1.0818273004031713,
+      "February": 1.2362391906257129,
+      "March": 0.9979242261409191,
+      "April": 0.8707381185639018,
+      "May": 0.8620605109815165,
+      "June": 0.862000012031215,
+      "July": 0.861499631598903,
+      "August": 0.6259622270453793,
+      "September": 0.5492537731893515,
+      "October": 0.4839120350470476,
+      "November": 0.5898589374932284,
+      "December": 0.8179762253957469
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.969,
+    "GROWTH_RATE": 2.118,
+    "DECAY_RATE": 3.412,
+    "SUMMER_DECAY_BOOST": 4.049,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.536,
+    "PRE_SUMMER_DECAY_END": 6.92,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.544,
+    "SPRING_CARRYOVER_WEIGHT": 0.236,
+    "SPRING_CARRYOVER_END": 7.31,
+    "SPRING_CARRYOVER_SHARPNESS": 19.852,
+    "BASELINE": 0.626,
+    "WINTER_WEIGHT": 0.38,
+    "AUTUMN_WEIGHT": 0.029,
+    "WINTER_PEAK": 1.86,
+    "AUTUMN_PEAK": 10.895,
+    "AUTUMN_ONSET": 11.35,
+    "AUTUMN_GATE_SHARPNESS": 7.592,
+    "WINTER_WIDTH": 10.484,
+    "WINTER_RISE_WIDTH": 10.716,
+    "WINTER_FALL_WIDTH": 11.369,
+    "AUTUMN_WIDTH": 6.813,
+    "AUTUMN_RISE_WIDTH": 7.444,
+    "AUTUMN_FALL_WIDTH": 6.438,
+    "SUMMER_DIP": 0.167,
+    "SUMMER_LOW": 9.495,
+    "SUMMER_ONSET": 8.23,
+    "SUMMER_GATE_SHARPNESS": 4.702,
+    "SUMMER_DECAY_ONSET": 7.055,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.062,
+    "SUMMER_WIDTH": 24.865,
+    "SUMMER_RISE_WIDTH": 44.598,
+    "SUMMER_FALL_WIDTH": 9.201,
+    "SCALE": 1.248,
+    "YEAR_END_WEIGHT": 0.186,
+    "YEAR_END_PEAK": 12.145,
+    "YEAR_END_WIDTH": 77.628,
+    "YEAR_END_RISE_WIDTH": 145.893,
+    "YEAR_END_FALL_WIDTH": 9.146
+  },
+  "fit": {
+    "score": 0.497
+  },
+  "warnings": [],
+  "summary": "Woodpigeon is classified as resident with spring persistence and summer suppression. The fitted resident detectability target peaks around February and reaches its lowest point around October. The model indicates strong baseline presence, strong spring carry-over, strong pre-summer retention, strong summer suppression, and strong summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/woodpigeon_consensus.json b/modelling/data/abingdon-all/resident/woodpigeon_consensus.json
new file mode 100644
index 0000000..b95f560
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/woodpigeon_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.497",
+  "INITIAL_Y": "0.969",
+  "GROWTH_RATE": "2.118",
+  "DECAY_RATE": "3.412",
+  "SUMMER_DECAY_BOOST": "4.049",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.536",
+  "PRE_SUMMER_DECAY_END": "6.92",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.544",
+  "SPRING_CARRYOVER_WEIGHT": "0.236",
+  "SPRING_CARRYOVER_END": "7.31",
+  "SPRING_CARRYOVER_SHARPNESS": "19.852",
+  "BASELINE": "0.626",
+  "WINTER_WEIGHT": "0.38",
+  "AUTUMN_WEIGHT": "0.029",
+  "WINTER_PEAK": "1.86",
+  "AUTUMN_PEAK": "10.895",
+  "AUTUMN_ONSET": "11.35",
+  "AUTUMN_GATE_SHARPNESS": "7.592",
+  "WINTER_WIDTH": "10.484",
+  "WINTER_RISE_WIDTH": "10.716",
+  "WINTER_FALL_WIDTH": "11.369",
+  "AUTUMN_WIDTH": "6.813",
+  "AUTUMN_RISE_WIDTH": "7.444",
+  "AUTUMN_FALL_WIDTH": "6.438",
+  "SUMMER_DIP": "0.167",
+  "SUMMER_LOW": "9.495",
+  "SUMMER_ONSET": "8.23",
+  "SUMMER_GATE_SHARPNESS": "4.702",
+  "SUMMER_DECAY_ONSET": "7.055",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.062",
+  "SUMMER_WIDTH": "24.865",
+  "SUMMER_RISE_WIDTH": "44.598",
+  "SUMMER_FALL_WIDTH": "9.201",
+  "SCALE": "1.248",
+  "YEAR_END_WEIGHT": "0.186",
+  "YEAR_END_PEAK": "12.145",
+  "YEAR_END_WIDTH": "77.628",
+  "YEAR_END_RISE_WIDTH": "145.893",
+  "YEAR_END_FALL_WIDTH": "9.146",
+  "SPECIES": "Woodpigeon"
+}
diff --git a/modelling/data/abingdon-all/resident/woodpigeon_observed.csv b/modelling/data/abingdon-all/resident/woodpigeon_observed.csv
new file mode 100644
index 0000000..ced5c94
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/woodpigeon_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,183
+2,152
+3,169
+4,159
+5,166
+6,139
+7,154
+8,138
+9,133
+10,128
+11,150
+12,169
diff --git a/modelling/data/abingdon-all/resident/woodpigeon_parameters.csv b/modelling/data/abingdon-all/resident/woodpigeon_parameters.csv
new file mode 100644
index 0000000..720b614
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/woodpigeon_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:21:28,woodpigeon_observed.csv,0.5975658386329551222288744973,0.801,0.501,0.21,1.134,0.876,7.62,10.212,0.041,6.72,17.036,0.718,0.327,0.047,11.94,11.61,11.49,4.992,12.166,5.284,19.049,6.002,9.212,2.793,0.119,10.25,8.77,2.737,7.56,7.786,11.142,7.539,14.744,1.433,0.148,12.085,113.465,218.199,8.731
+2026-05-21 10:21:28,woodpigeon_observed.csv,0.7649254460979362186543033191,1.071,2.95,4.303,0.804,0.623,6.7,4.749,0.231,7.31,14.116,0.885,0.704,0.047,1.56,11.97,11.35,2.842,10.258,9.204,11.312,9.726,8.774,10.678,0.097,8.71,8.18,1.9,7.41,13.119,7.725,14.142,1.308,1.23,0.053,12.094,103.822,200.131,7.512
+2026-05-21 10:21:29,woodpigeon_observed.csv,0.8110654605683025403029833362,0.909,2.517,5.39,1.107,0.775,6.79,14.118,0.367,7.34,15.4,0.657,0.516,0.042,1.08,1.28,11.29,5.695,7.788,4.084,11.493,8.828,6.735,10.922,0.049,10.15,8.85,5.058,6.68,14.881,2.294,1.844,2.745,1.53,0.31,12.075,101.576,190.225,12.928
+2026-05-21 10:21:29,woodpigeon_observed.csv,0.6704144640758041618034611369,1.027,1.358,5.811,2.505,0.676,7.48,9.727,0.086,7.01,13.21,0.793,0.122,0.036,1.79,1.23,11.43,3.062,9.611,1.679,17.543,11.176,11.67,10.683,0.045,9.91,8.93,1.576,7.33,11.278,21.103,29.791,12.415,1.358,0.237,12.273,93.450,178.759,8.142
+2026-05-21 10:21:29,woodpigeon_observed.csv,1.994049279468817679850895296,1.185,2.846,4.568,0.182,0.601,6.94,10.937,0.11,6.76,14.145,0.57,0.184,0.017,1.6,1.07,11.47,4.326,7.510,2.172,12.847,7.574,2.536,12.612,0.042,11.48,9.28,4.943,6.62,21.581,38.323,58.591,18.055,0.828,0.095,12.04,113.207,216.067,10.347
+2026-05-21 10:21:30,woodpigeon_observed.csv,7.233691982606394426032549165,1.004,2.145,2.701,2.411,0.487,6.89,12.043,0.028,6.8,23.269,0.801,0.633,0.015,11.51,1.47,11.48,4.976,13.520,10.111,16.928,3.294,5.399,1.19,0.141,11.32,8.85,7.281,6.78,11.065,29.333,57.598,1.068,1.178,0.149,12.019,87.796,161.73,13.862
+2026-05-21 10:21:30,woodpigeon_observed.csv,0.9290205158423340486696706385,0.917,2.702,0.649,1.842,0.067,7.62,14.604,0.296,7.35,14.518,0.88,0.263,0.048,11.69,11.48,11.43,5.677,4.694,1.658,7.73,12.372,12.272,12.473,0.139,9.56,7.78,3.174,7.08,10.418,27.548,45.905,9.192,0.86,0.233,12.166,110.858,206.048,15.667
+2026-05-21 10:21:30,woodpigeon_observed.csv,0.5207653414030386130646192717,1.141,3.698,5.432,7.454,0.659,7.26,12.924,0.139,7.37,10.071,0.67,0.24,0.013,1.45,10.66,11.29,8.833,11.384,10.845,11.924,7.343,10.033,4.653,0.167,11.18,7.42,0.845,7.47,18.577,10.268,5.282,15.255,1.319,0.219,12.101,65.304,123.818,6.789
+2026-05-21 10:21:31,woodpigeon_observed.csv,36.97035132145826036352683746,1.016,0.378,2.555,7.126,0.467,6.67,8.313,0.287,6.79,21.414,0.84,0.734,0.046,2.07,11.91,11.26,9.166,9.298,14.968,3.627,11.801,13.68,9.922,0.169,10.16,9.08,2.148,7.18,19.695,19.564,29.074,10.054,1.467,0.004,12.107,86.776,167.626,5.927
+2026-05-21 10:21:31,woodpigeon_observed.csv,0.9958987170459918608053435163,1.277,2.763,5.575,6.651,0.072,7.7,11.548,0.302,7.18,19.586,0.529,0.537,0.035,2.41,1.36,11.34,3.579,15.648,16.125,15.170,6.174,0.658,11.691,0.19,9.35,8.31,2.495,7.12,18.61,14.930,24.665,5.196,1.004,0.294,12.161,76.634,144.871,8.397
+2026-05-21 10:21:31,woodpigeon_observed.csv,1.041720057214847342521952460,1.302,3.441,2.8,1.796,0.463,7.7,7.922,0.213,6.83,18.151,0.452,0.105,0.006,1.84,11.89,11.47,11.995,16.346,15.425,17.266,11.654,11.516,11.792,0.14,11.42,9.01,6.028,7.51,18.87,25.776,41.991,9.561,1.087,0.19,12.278,51.798,97.912,5.684
+2026-05-21 10:21:31,woodpigeon_observed.csv,1.043147351347018165778440103,1.17,0.872,2.986,4.558,0.781,6.66,5.004,0.166,6.83,16.497,0.538,0.546,0.031,12.0,10.83,11.42,11.98,9.142,15.226,3.058,5.016,7.162,2.869,0.09,9.45,8.81,5.106,6.99,21.838,37.784,58.836,16.732,1.57,0.205,12.109,49.119,83.663,14.575
+2026-05-21 10:21:32,woodpigeon_observed.csv,0.6443747393536850633543667589,0.896,3.868,1.077,0.116,0.39,6.89,4.357,0.442,6.58,21.598,0.761,0.075,0.008,1.55,10.69,11.42,2.466,15.624,14.956,16.293,4.853,3.272,6.434,0.02,8.72,9.47,2.032,7.13,19.824,11.444,15.867,7.021,1.102,0.198,12.127,55.515,104.679,6.351
+2026-05-21 10:21:32,woodpigeon_observed.csv,0.5411384001562828019140067519,0.988,2.001,5.745,6.961,0.345,7.34,8.415,0.289,7.54,16.302,0.765,0.433,0.031,1.48,11.81,11.31,4.591,9.798,17.386,2.21,4.666,6.509,2.824,0.133,9.31,7.42,1.253,7.39,15.861,35.037,64.069,6.005,1.553,0.246,12.02,114.044,215.577,12.511
+2026-05-21 10:21:32,woodpigeon_observed.csv,39.03524461267916855101780451,1.265,2.289,0.11,5.97,0.888,6.61,14.12,0.06,6.74,9.722,0.672,0.415,0.042,1.88,11.84,11.44,5.519,4.051,2.692,5.41,6.778,4.223,9.334,0.172,10.74,9.47,4.26,7.34,9.927,31.914,50.638,13.19,1.531,0.192,12.118,86.841,158.679,15.003
+2026-05-21 10:21:33,woodpigeon_observed.csv,0.7947934571072279713646759236,1.134,0.6,2.178,0.727,0.946,6.42,10.238,0.441,7.42,14.543,0.805,0.568,0.01,11.58,1.22,11.38,7.806,16.325,19.753,12.897,5.550,8.102,2.999,0.174,9.71,7.83,6.192,6.95,15.23,40.578,73.865,7.292,0.858,0.04,12.127,92.282,170.134,14.43
+2026-05-21 10:21:33,woodpigeon_observed.csv,0.5808413200302084115861120796,0.751,2.137,1.299,2.562,0.304,6.69,10.015,0.089,7.59,6.062,0.809,0.524,0.043,1.18,1.47,11.49,7.239,11.976,18.776,5.176,7.281,4.876,9.686,0.189,8.53,7.17,3.612,7.21,12.644,8.734,6.328,11.14,1.153,0.136,12.276,102.707,197.296,8.118
+2026-05-21 10:21:33,woodpigeon_observed.csv,0.6771942325601527180932519496,1.232,0.897,5.567,4.096,0.457,6.51,15.612,0.363,7.59,18.229,0.885,0.734,0.01,1.56,11.16,11.45,11.18,5.486,5.112,5.860,5.978,9.471,2.485,0.028,10.96,8.68,7.242,6.65,11.524,38.988,69.144,8.833,1.465,0.086,12.117,123.308,235.306,11.309
+2026-05-21 10:21:34,woodpigeon_observed.csv,0.5974993116630777191728702042,1.21,0.571,5.974,3.921,0.25,7.18,11.15,0.367,7.13,27.56,0.492,0.075,0.043,1.94,11.49,11.42,3.412,17.830,18.042,17.617,10.456,9.023,11.89,0.081,9.67,8.62,5.153,7.06,23.28,16.512,13.782,19.242,1.612,0.076,12.082,79.598,148.32,10.875
+2026-05-21 10:21:34,woodpigeon_observed.csv,2.358196254084877575011003494,1.142,3.262,5.316,0.113,0.625,7.19,11.817,0.279,6.52,19.29,0.758,0.127,0.035,1.21,1.01,11.39,5.986,16.936,18.06,15.813,4.038,4.897,3.18,0.057,8.63,8.34,7.33,7.14,20.006,47.026,79.164,14.889,1.694,0.069,12.006,93.396,176.863,9.928
+2026-05-21 10:21:34,woodpigeon_observed.csv,1.618581015349817337091199748,0.99,1.752,5.662,4.985,0.17,7.0,9.783,0.088,6.93,24.714,0.661,0.23,0.03,11.69,11.22,11.45,7.07,8.375,3.248,13.502,7.744,8.708,6.779,0.065,11.41,7.38,4.31,6.62,17.374,29.865,41.348,18.382,0.832,0.186,12.274,97.733,181.009,14.457
+2026-05-21 10:21:35,woodpigeon_observed.csv,2.379863741087307967111055966,0.907,1.764,5.886,2.724,0.346,7.36,15.142,0.411,6.97,20.249,0.88,0.474,0.023,2.2,11.77,11.36,9.745,10.410,12.351,8.468,8.606,9.299,7.913,0.112,9.78,8.91,3.025,6.86,17.95,37.116,71.357,2.876,0.801,0.208,12.002,59.801,114.854,4.748
+2026-05-21 10:21:35,woodpigeon_observed.csv,36.60923954407216159303027067,1.127,0.336,0.371,6.5,0.197,7.16,8.533,0.25,6.63,25.535,0.542,0.123,0.04,2.24,10.88,11.26,8.351,6.920,6.257,7.583,10.146,7.791,12.502,0.234,10.61,8.07,6.819,6.97,9.38,7.232,3.529,10.934,1.054,0.021,12.218,62.016,109.979,14.052
+2026-05-21 10:21:35,woodpigeon_observed.csv,0.7332771116982424107152871747,0.87,2.417,4.494,1.997,0.9,7.6,12.356,0.117,7.23,8.238,0.813,0.583,0.005,2.36,11.01,11.37,4.554,9.788,6.149,13.428,6.365,6.305,6.425,0.014,9.88,9.09,3.83,7.13,10.534,30.556,45.766,15.345,1.779,0.203,12.086,69.296,124.931,13.661
+2026-05-21 10:21:36,woodpigeon_observed.csv,0.5343303928842516777616333820,1.313,2.502,3.011,0.087,0.867,7.52,5.926,0.286,6.82,25.287,0.736,0.695,0.018,11.89,1.39,11.48,7.436,16.828,16.726,16.929,9.000,7.943,10.056,0.236,8.6,8.3,7.0,6.99,20.717,36.918,72.862,0.975,1.059,0.245,12.178,63.978,114.942,13.013
+2026-05-21 10:21:36,woodpigeon_observed.csv,0.7096045458910461488578391185,1.193,2.791,2.447,7.639,0.032,6.53,10.343,0.293,7.36,12.961,0.791,0.212,0.001,1.53,11.63,11.26,11.259,10.773,14.116,7.43,2.534,3.912,1.157,0.195,9.88,7.08,5.289,7.1,18.606,37.967,72.559,3.375,0.854,0.21,12.138,58.758,104.319,13.196
+2026-05-21 10:21:36,woodpigeon_observed.csv,1.036616368851264556368395858,0.994,0.475,2.619,0.632,0.537,6.5,10.795,0.264,7.53,11.426,0.537,0.157,0.029,1.23,1.28,11.33,10.265,12.023,14.978,9.068,7.171,12.297,2.045,0.042,9.55,8.17,6.588,7.33,6.149,20.556,26.089,15.024,1.576,0.125,12.209,67.411,127.175,7.647
+2026-05-21 10:21:37,woodpigeon_observed.csv,0.3813249712098260965295055988,1.114,2.487,0.37,2.633,0.538,6.99,13.75,0.262,6.94,19.574,0.82,0.632,0.047,1.35,11.88,11.35,11.345,9.152,13.147,5.156,7.176,3.005,11.346,0.171,9.32,7.04,5.928,7.33,20.143,28.438,50.13,6.745,1.336,0.14,12.085,55.288,102.091,8.486
+2026-05-21 10:21:37,woodpigeon_observed.csv,1.115217515612805680228932079,0.872,3.058,5.983,0.169,0.505,6.51,14.369,0.319,6.99,15.321,0.755,0.735,0.037,1.66,10.71,11.37,11.083,18.766,18.879,18.652,7.294,0.836,13.753,0.035,8.68,7.42,1.314,7.53,13.445,14.150,26.572,1.729,1.242,0.033,12.011,57.477,104.326,10.628
+2026-05-21 10:21:37,woodpigeon_observed.csv,0.5628436613633740333490739473,1.278,2.471,3.762,5.27,0.917,7.27,8.853,0.383,6.74,7.171,0.477,0.712,0.004,1.44,11.77,11.42,3.016,13.191,14.492,11.890,11.192,13.075,9.31,0.118,11.18,7.05,6.708,6.84,18.755,30.547,47.969,13.125,1.182,0.308,12.24,76.182,147.285,5.08
+2026-05-21 10:21:37,woodpigeon_observed.csv,0.7106779572502298012079005873,0.812,2.5,4.202,3.082,0.845,6.28,10.288,0.075,6.52,16.237,0.854,0.317,0.009,1.07,10.74,11.43,8.932,6.648,0.803,12.493,11.137,8.52,13.754,0.069,9.61,8.05,4.136,7.35,19.323,34.090,67.489,0.69,1.622,0.337,12.241,52.616,92.78,12.451
+2026-05-21 10:21:38,woodpigeon_observed.csv,0.9932868247097885995394178481,0.897,2.513,5.629,7.265,0.681,6.63,14.746,0.158,7.09,16.932,0.591,0.242,0.029,2.2,11.37,11.41,3.046,14.044,16.432,11.656,12.215,11.182,13.248,0.051,9.16,7.02,4.178,7.35,16.238,37.812,73.482,2.142,1.792,0.109,12.219,111.620,212.161,11.079
+2026-05-21 10:21:38,woodpigeon_observed.csv,1.060549032154764155966969069,0.949,2.757,5.39,5.534,0.689,7.37,7.754,0.047,7.12,26.368,0.746,0.706,0.024,1.88,11.59,11.33,6.816,9.004,17.572,0.435,7.022,3.378,10.667,0.094,10.36,7.32,6.586,7.07,12.051,23.750,40.601,6.898,1.081,0.293,12.058,94.774,181.058,8.491
+2026-05-21 10:21:38,woodpigeon_observed.csv,0.4447203277829309081096509913,1.086,1.869,5.69,4.974,0.313,7.2,7.644,0.43,7.13,7.235,0.539,0.499,0.044,1.06,1.44,11.3,8.653,4.271,4.77,3.772,5.771,7.503,4.039,0.237,9.23,7.24,1.958,6.72,11.017,36.870,67.937,5.802,1.087,0.305,12.098,95.132,175.746,14.518
+2026-05-21 10:21:39,woodpigeon_observed.csv,0.9542901767156566233384384434,1.257,1.757,3.395,7.314,0.088,6.86,7.416,0.111,7.28,26.943,0.478,0.497,0.036,11.87,10.92,11.43,5.253,8.473,12.801,4.145,6.056,4.914,7.197,0.21,9.21,7.01,7.028,7.4,19.948,8.415,9.831,6.999,1.203,0.206,12.282,101.720,196.489,6.951
+2026-05-21 10:21:39,woodpigeon_observed.csv,0.6605136015533774782894441630,1.227,0.357,5.704,1.623,0.881,6.5,15.382,0.089,7.4,11.988,0.724,0.432,0.046,1.78,11.26,11.46,2.698,2.893,1.967,3.819,6.388,1.35,11.427,0.076,8.84,7.81,3.472,7.08,21.456,22.007,25.909,18.105,1.184,0.091,12.055,118.820,230.25,7.389
+2026-05-21 10:21:39,woodpigeon_observed.csv,0.5540059425911494594536149075,0.903,0.939,3.041,2.202,0.889,6.85,7.772,0.153,7.58,16.503,0.655,0.551,0.045,1.81,1.01,11.49,5.707,11.699,10.586,12.812,5.113,5.098,5.128,0.083,8.69,9.02,6.694,6.61,17.561,7.662,3.024,12.301,1.485,0.185,12.015,52.423,100.723,4.123
+2026-05-21 10:21:40,woodpigeon_observed.csv,0.8939348696305065928204837422,1.332,2.953,2.766,5.546,0.546,6.61,13.955,0.159,7.51,21.616,0.808,0.562,0.014,1.14,10.61,11.41,5.814,12.738,8.377,17.098,5.308,1.395,9.221,0.246,10.38,8.81,4.794,7.1,16.448,24.642,29.692,19.592,1.447,0.276,12.022,97.291,181.064,13.518
+2026-05-21 10:21:40,woodpigeon_observed.csv,0.4965428064091722699476679236,0.832,0.805,5.161,4.116,0.346,6.69,12.39,0.322,6.8,23.262,0.555,0.633,0.03,1.33,10.76,11.45,4.724,7.406,3.03,11.783,6.562,5.452,7.671,0.217,9.32,9.47,4.937,6.88,13.552,17.052,24.885,9.219,1.19,0.038,12.256,47.360,80.806,13.915
+2026-05-21 10:21:40,woodpigeon_observed.csv,1.415950839689039672391764483,0.802,3.828,1.041,6.6,0.733,7.15,14.692,0.249,6.74,16.154,0.673,0.087,0.028,2.46,11.26,11.27,7.103,6.720,7.595,5.844,3.130,1.722,4.538,0.223,9.76,8.23,5.792,7.24,15.074,24.576,33.546,15.605,1.695,0.05,12.211,102.861,193.116,12.606
+2026-05-21 10:21:41,woodpigeon_observed.csv,1.418500131183283278930667463,1.235,1.617,5.313,4.493,0.705,7.1,11.126,0.43,7.61,12.99,0.724,0.108,0.025,1.62,11.14,11.49,4.406,7.444,1.835,13.052,7.172,11.857,2.488,0.248,9.9,8.12,3.333,6.82,11.369,14.812,26.538,3.087,1.583,0.337,12.173,90.128,171.819,8.437
+2026-05-21 10:21:41,woodpigeon_observed.csv,36.55379637747535209510763283,0.939,0.266,4.229,5.565,0.578,7.37,15.07,0.01,6.66,12.858,0.667,0.419,0.024,1.21,11.05,11.49,3.332,16.670,15.482,17.858,4.456,5.525,3.386,0.248,10.51,9.3,3.82,6.65,13.247,9.929,13.382,6.476,1.055,0.268,12.185,60.088,106.974,13.202
+2026-05-21 10:21:41,woodpigeon_observed.csv,0.7372716572089492882450259886,0.897,2.925,4.528,3.469,0.474,7.57,13.293,0.349,7.2,15.354,0.702,0.526,0.013,1.98,1.04,11.33,6.778,8.272,7.917,8.626,11.556,12.072,11.041,0.164,9.83,7.39,5.433,7.24,20.413,18.272,35.399,1.146,1.144,0.314,12.033,106.952,203.196,10.707
+2026-05-21 10:21:42,woodpigeon_observed.csv,0.3841989530687880340926458981,0.95,1.894,3.544,2.225,0.048,7.31,3.335,0.306,7.17,13.849,0.489,0.236,0.032,11.86,10.73,11.32,2.987,11.263,16.611,5.915,8.346,11.28,5.413,0.143,9.93,8.04,2.9,7.0,12.512,36.200,67.225,5.174,1.348,0.038,12.028,88.730,167.998,9.463
+2026-05-21 10:21:42,woodpigeon_observed.csv,0.8021627847598869151444367427,1.028,3.663,1.862,5.047,0.481,6.68,8.246,0.174,6.87,27.5,0.705,0.409,0.036,11.92,10.65,11.45,7.452,11.404,19.954,2.854,4.186,3.566,4.805,0.139,9.13,7.82,1.239,7.03,20.105,12.200,21.283,3.118,1.784,0.201,12.117,68.616,122.15,15.081
+2026-05-21 10:21:42,woodpigeon_observed.csv,1.009502396857076458777216099,1.131,2.312,0.997,0.176,0.513,7.03,9.801,0.091,6.55,24.124,0.869,0.157,0.044,11.76,11.99,11.44,6.375,5.591,9.006,2.176,7.486,11.601,3.37,0.034,10.44,8.54,5.962,7.54,16.669,17.979,19.817,16.141,1.287,0.302,12.078,68.309,123.06,13.558
+2026-05-21 10:21:42,woodpigeon_observed.csv,0.9823079076621209697882360078,0.791,1.662,4.04,3.103,0.791,6.85,15.035,0.3,6.83,11.968,0.849,0.553,0.032,2.06,1.23,11.42,10.84,6.086,1.775,10.396,6.692,8.411,4.973,0.032,11.06,8.05,3.466,7.28,23.741,41.280,71.921,10.639,1.212,0.113,12.244,123.060,233.948,12.172
+2026-05-21 10:21:43,woodpigeon_observed.csv,1.455015356442906316489937402,1.255,2.666,4.529,6.212,0.136,6.41,13.846,0.304,7.2,26.78,0.488,0.144,0.049,11.56,10.93,11.47,7.525,9.588,12.739,6.438,0.877,0.644,1.11,0.13,9.08,7.97,2.286,6.8,14.629,32.469,54.456,10.482,0.945,0.185,12.112,111.558,213.419,9.696
+2026-05-21 10:21:43,woodpigeon_observed.csv,0.5348599404964268820782393025,1.239,3.681,3.605,6.518,0.895,6.7,3.982,0.009,7.52,16.696,0.814,0.4,0.013,2.04,10.85,11.29,10.711,18.533,18.900,18.166,6.430,9.783,3.077,0.084,9.64,7.57,1.229,6.77,22.679,44.168,79.269,9.068,1.16,0.312,12.054,87.171,160.155,14.187
+2026-05-21 10:21:43,woodpigeon_observed.csv,0.5166680486100414891714949070,1.048,3.129,4.956,1.804,0.943,6.84,4.814,0.231,7.6,20.024,0.59,0.233,0.033,1.47,10.61,11.46,6.169,17.454,16.347,18.56,8.860,7.384,10.335,0.109,8.7,8.76,4.118,7.16,15.343,16.342,27.922,4.762,1.009,0.166,12.223,49.364,89.547,9.182
+2026-05-21 10:21:44,woodpigeon_observed.csv,0.7385964515627004858556274051,1.314,3.922,1.471,4.531,0.603,7.47,9.13,0.241,7.01,17.403,0.737,0.392,0.01,1.65,1.3,11.31,6.484,10.384,2.615,18.152,8.073,10.731,5.415,0.031,10.71,7.91,5.791,6.63,16.933,20.916,32.348,9.483,1.317,0.033,12.273,92.316,174.254,10.378
+2026-05-21 10:21:44,woodpigeon_observed.csv,0.9418960669830459845147869644,0.97,2.273,5.138,5.859,0.335,7.48,5.447,0.098,7.52,14.229,0.779,0.712,0.038,1.22,11.49,11.43,11.879,5.048,2.549,7.546,10.998,13.155,8.842,0.153,10.85,8.03,7.838,7.4,18.744,31.893,61.149,2.637,1.35,0.342,12.149,123.733,239.339,8.127
+2026-05-21 10:21:44,woodpigeon_observed.csv,1.541866515955762445939705356,0.931,0.447,4.869,6.308,0.466,7.71,3.6,0.294,7.07,12.266,0.709,0.522,0.01,11.75,11.94,11.39,9.587,11.268,6.817,15.718,11.768,9.706,13.831,0.009,8.92,9.26,7.085,7.01,11.519,11.130,10.632,11.629,1.623,0.114,12.274,109.472,204.173,14.772
+2026-05-21 10:21:45,woodpigeon_observed.csv,36.36025874635514968011313429,1.192,1.78,0.653,2.899,0.857,7.18,3.009,0.312,7.3,7.818,0.741,0.009,0.031,11.82,11.81,11.46,10.101,7.820,9.502,6.139,7.043,11.709,2.377,0.21,10.9,7.51,3.346,7.26,17.887,27.400,48.041,6.759,1.19,0.035,12.016,81.881,150.289,13.473
+2026-05-21 10:21:45,woodpigeon_observed.csv,0.6212822829255287320623164156,0.924,3.636,4.389,2.053,0.083,7.72,7.991,0.231,6.51,26.884,0.855,0.102,0.002,1.47,11.52,11.25,6.737,10.098,17.417,2.778,6.297,0.437,12.157,0.052,9.29,9.23,1.099,7.34,21.163,7.790,8.251,7.329,1.37,0.19,12.185,87.618,168.118,7.118
+2026-05-21 10:21:45,woodpigeon_observed.csv,0.6741663349319986356465808407,1.192,2.162,5.674,1.873,0.694,7.18,8.727,0.289,6.73,13.585,0.894,0.588,0.043,2.16,11.45,11.32,9.098,11.053,14.269,7.837,1.776,1.473,2.08,0.068,9.37,8.28,5.487,7.36,18.725,29.910,57.036,2.785,1.63,0.148,12.074,69.584,124.892,14.277
+2026-05-21 10:21:46,woodpigeon_observed.csv,0.5242005935948251170521657185,0.793,0.552,4.714,3.949,0.157,7.35,5.279,0.039,7.59,20.031,0.491,0.491,0.028,2.37,11.28,11.42,7.682,4.770,2.961,6.58,4.456,5.679,3.233,0.203,10.03,8.08,4.467,6.69,21.845,35.843,67.046,4.64,1.202,0.082,12.177,76.396,137.257,15.534
+2026-05-21 10:21:46,woodpigeon_observed.csv,0.7063700958741031493457620777,0.934,0.987,1.354,0.548,0.133,7.38,13.16,0.225,6.55,17.769,0.817,0.228,0.023,11.61,11.43,11.33,3.755,8.216,8.084,8.349,4.119,0.355,7.883,0.213,11.39,9.26,5.617,6.88,20.529,19.086,19.809,18.363,1.42,0.041,12.285,117.847,227.765,7.929
+2026-05-21 10:21:46,woodpigeon_observed.csv,2.424171873875727632410833871,1.014,2.422,5.531,7.539,0.458,7.44,9.34,0.055,6.88,23.978,0.803,0.515,0.036,11.7,11.81,11.45,4.872,11.024,11.518,10.529,7.186,9.512,4.861,0.092,11.16,7.9,7.402,6.99,16.954,4.782,8.028,1.535,1.234,0.233,12.279,103.286,201.45,5.123
+2026-05-21 10:21:47,woodpigeon_observed.csv,0.5976579335152215269880591080,0.971,2.304,5.232,3.373,0.731,6.82,4.256,0.319,7.42,22.885,0.503,0.6,0.026,1.61,10.94,11.49,10.649,18.180,17.768,18.591,7.993,13.086,2.9,0.154,8.55,7.44,3.093,6.83,21.899,46.140,78.716,13.565,1.44,0.115,12.277,122.454,234.472,10.435
+2026-05-21 10:21:47,woodpigeon_observed.csv,2.107520132958964533193274615,0.869,3.817,4.196,2.805,0.554,7.4,11.544,0.086,7.46,16.469,0.564,0.357,0.032,11.55,10.5,11.36,4.272,14.210,16.69,11.729,10.666,12.804,8.529,0.154,10.26,9.36,2.054,6.63,14.903,37.283,66.842,7.724,0.87,0.308,12.192,62.441,119.036,5.846
+2026-05-21 10:21:47,woodpigeon_observed.csv,1.038173686192367085430212030,0.768,3.965,3.511,4.211,0.264,7.35,7.22,0.288,6.85,27.898,0.688,0.586,0.005,1.36,1.38,11.34,3.164,6.319,6.198,6.440,10.709,13.194,8.224,0.134,10.76,7.08,4.006,7.17,9.142,22.782,30.692,14.873,0.88,0.176,12.165,58.950,105.021,12.88
+2026-05-21 10:21:48,woodpigeon_observed.csv,0.4194698231162687514491280675,0.822,1.223,4.122,7.292,0.027,6.79,14.09,0.319,6.69,27.31,0.51,0.521,0.002,1.05,10.94,11.42,7.631,13.327,10.907,15.747,8.804,8.276,9.331,0.196,9.9,8.69,2.368,6.94,11.013,18.870,24.775,12.965,1.165,0.04,12.235,108.674,207.845,9.503
+2026-05-21 10:21:48,woodpigeon_observed.csv,0.7380984476817163672428102831,1.343,0.619,5.33,7.094,0.786,6.55,8.398,0.279,6.87,10.146,0.816,0.572,0.023,1.72,1.13,11.44,9.328,3.474,5.609,1.339,4.871,5.241,4.501,0.052,9.75,7.57,5.913,7.2,8.898,18.918,26.687,11.15,1.438,0.245,12.274,57.928,111.374,4.482
+2026-05-21 10:21:48,woodpigeon_observed.csv,0.5418966259589158209930973639,1.325,3.002,0.501,0.77,0.471,7.57,8.993,0.127,7.07,22.282,0.86,0.492,0.016,1.35,11.2,11.39,4.758,9.564,14.479,4.65,4.678,7.803,1.552,0.066,9.63,8.61,2.387,7.25,16.59,11.958,5.178,18.739,1.275,0.153,12.156,83.422,159.798,7.046
+2026-05-21 10:21:48,woodpigeon_observed.csv,0.7225607584267315987402122208,0.94,3.282,0.095,1.518,0.363,7.1,15.63,0.073,7.42,20.023,0.719,0.331,0.002,11.87,10.81,11.48,10.761,1.995,1.788,2.202,8.392,9.599,7.184,0.009,10.27,8.7,7.051,7.02,12.577,15.061,22.497,7.625,1.241,0.005,12.258,114.986,221.035,8.938
+2026-05-21 10:21:49,woodpigeon_observed.csv,0.6105354215211164975712522407,1.196,3.388,5.789,3.485,0.422,7.74,8.509,0.209,7.11,21.18,0.502,0.051,0.025,11.77,10.56,11.4,7.642,3.242,4.056,2.429,9.020,8.478,9.562,0.182,10.76,7.39,7.434,7.1,12.531,24.764,40.5,9.029,1.478,0.022,12.175,110.084,205.204,14.963
+2026-05-21 10:21:49,woodpigeon_observed.csv,0.5524511540772217186372825977,1.23,2.246,3.877,3.941,0.386,6.3,8.821,0.204,6.65,10.176,0.613,0.331,0.032,1.83,11.35,11.48,10.301,13.586,16.389,10.784,4.606,5.186,4.026,0.124,9.76,8.6,4.411,7.27,18.469,20.255,24.134,16.376,1.357,0.268,12.003,76.986,140.757,13.215
+2026-05-21 10:21:49,woodpigeon_observed.csv,0.2597596052826402077904260405,0.822,1.792,5.607,6.163,0.836,7.21,12.509,0.105,7.61,24.54,0.62,0.029,0.043,12.0,10.54,11.28,10.116,14.524,16.116,12.933,4.083,0.669,7.497,0.236,10.15,8.4,6.389,7.09,9.263,20.486,29.463,11.51,1.182,0.069,12.162,62.054,118.19,5.919
+2026-05-21 10:21:50,woodpigeon_observed.csv,0.6344858692338706840645036939,0.842,1.907,2.149,5.606,0.335,6.96,9.538,0.197,7.49,18.985,0.52,0.429,0.044,1.33,11.64,11.39,8.234,11.220,10.407,12.032,4.574,4.074,5.075,0.019,10.07,7.11,4.363,7.56,15.051,40.168,72.848,7.487,1.175,0.145,12.154,98.130,186.007,10.253
+2026-05-21 10:21:50,woodpigeon_observed.csv,36.42894203196858835022082769,1.077,0.361,0.493,6.001,0.676,7.12,13.613,0.225,7.04,27.706,0.638,0.151,0.017,2.18,1.28,11.46,5.375,11.846,15.392,8.299,12.730,12.717,12.743,0.194,10.12,8.79,2.268,7.38,14.839,43.574,79.463,7.684,1.109,0.253,12.148,67.971,123.587,12.355
+2026-05-21 10:21:50,woodpigeon_observed.csv,0.9429127637119622515166811764,1.206,2.241,2.549,1.022,0.379,7.01,11.773,0.236,6.86,20.279,0.731,0.151,0.041,1.03,1.37,11.45,6.023,9.075,12.265,5.885,9.318,10.111,8.524,0.236,8.82,8.95,2.707,7.55,22.714,9.310,8.613,10.006,1.572,0.039,12.024,68.326,126.993,9.658
+2026-05-21 10:21:51,woodpigeon_observed.csv,1.321270398912923536172560771,1.245,0.399,5.122,6.025,0.451,7.22,13.655,0.044,6.86,22.897,0.737,0.133,0.006,11.69,10.71,11.47,11.043,11.116,12.351,9.882,6.514,10.589,2.439,0.044,10.37,9.04,2.992,6.99,17.666,11.430,7.698,15.163,1.666,0.26,12.244,108.198,201.75,14.646
+2026-05-21 10:21:51,woodpigeon_observed.csv,0.6436505880262443357537876242,0.763,3.084,3.449,5.307,0.649,7.33,10.062,0.168,7.09,6.5,0.827,0.34,0.025,11.98,11.33,11.42,6.613,5.850,5.818,5.882,8.480,9.538,7.422,0.042,10.66,8.82,2.468,7.33,8.04,17.568,15.877,19.259,1.25,0.068,12.046,74.858,144.018,5.699
+2026-05-21 10:21:51,woodpigeon_observed.csv,0.4213205024458912920831319767,0.916,3.576,0.899,3.592,0.659,6.92,10.401,0.334,7.31,25.187,0.497,0.221,0.009,1.09,11.08,11.32,3.901,8.642,5.051,12.233,10.078,9.176,10.981,0.032,10.4,8.25,7.803,7.49,12.975,20.819,35.991,5.647,1.196,0.077,12.3,73.562,137.234,9.889
+2026-05-21 10:21:52,woodpigeon_observed.csv,36.81894769289485483109302051,0.939,2.413,0.225,5.022,0.574,7.64,8.251,0.352,7.58,13.45,0.769,0.129,0.027,1.91,11.55,11.47,7.105,10.228,12.895,7.56,4.065,3.961,4.169,0.066,11.33,8.41,2.363,6.83,6.518,35.996,65.988,6.005,1.36,0.159,12.275,66.014,125.481,6.547
+2026-05-21 10:21:52,woodpigeon_observed.csv,0.8883084824786449009684121838,1.225,2.346,3.411,3.727,0.279,6.57,6.483,0.334,7.02,21.128,0.681,0.613,0.031,11.73,10.75,11.48,2.155,9.772,11.577,7.966,4.079,0.473,7.685,0.017,9.95,8.91,6.728,7.31,13.11,5.820,3.928,7.711,1.094,0.231,12.211,105.082,201.77,8.393
+2026-05-21 10:21:52,woodpigeon_observed.csv,1.188262533198779774898764292,1.112,2.339,3.326,1.713,0.461,7.42,15.842,0.244,6.81,20.354,0.666,0.33,0.025,11.85,1.06,11.45,2.059,5.069,5.883,4.255,10.248,7.391,13.104,0.045,9.25,7.96,1.38,7.59,8.463,24.796,32.071,17.522,0.879,0.281,12.074,104.541,202.183,6.899
+2026-05-21 10:21:53,woodpigeon_observed.csv,1.466774034999841745718436673,1.222,0.841,0.509,6.697,0.042,6.81,11.513,0.075,7.58,21.824,0.5,0.08,0.036,2.23,10.52,11.26,2.075,15.752,17.369,14.134,5.696,9.02,2.372,0.152,9.34,9.19,3.498,7.52,22.565,42.540,77.016,8.064,0.826,0.204,12.276,57.782,106.152,9.412
+2026-05-21 10:21:53,woodpigeon_observed.csv,2.277261394903245490340415667,0.774,2.228,5.674,5.544,0.185,6.97,13.695,0.171,7.6,23.679,0.744,0.543,0.015,11.69,1.12,11.44,2.957,12.604,9.216,15.991,8.548,7.249,9.847,0.128,9.78,8.66,3.438,6.76,10.815,18.778,27.141,10.415,0.96,0.247,12.246,67.176,125.827,8.525
+2026-05-21 10:21:53,woodpigeon_observed.csv,0.4824216808885250854574009248,0.894,0.915,5.538,5.775,0.901,6.98,11.684,0.314,7.17,12.798,0.488,0.121,0.005,2.14,10.53,11.48,5.692,2.875,3.151,2.599,3.627,4.047,3.207,0.193,8.85,7.2,4.96,7.29,13.792,39.648,69.333,9.964,1.221,0.249,12.021,117.710,224.407,11.014
+2026-05-21 10:21:54,woodpigeon_observed.csv,0.9027226985680698250921656418,1.27,3.135,1.817,5.66,0.117,6.72,15.104,0.341,7.62,23.816,0.513,0.353,0.008,1.58,1.17,11.48,8.221,4.800,5.574,4.025,13.648,13.786,13.51,0.081,9.37,9.25,3.611,7.32,16.542,28.973,51.685,6.261,1.515,0.01,12.236,54.326,101.477,7.175
+2026-05-21 10:21:54,woodpigeon_observed.csv,36.46607181039329674997583276,1.127,3.828,1.184,3.473,0.247,6.59,5.636,0.135,6.9,22.576,0.507,0.192,0.023,1.03,11.59,11.32,7.434,10.116,17.597,2.634,6.060,10.185,1.935,0.215,11.38,8.59,1.967,6.99,9.081,13.059,11.365,14.753,1.261,0.003,12.295,120.086,235.992,4.181
+2026-05-21 10:21:54,woodpigeon_observed.csv,1.512377935462868812910269330,1.173,1.992,2.828,0.613,0.857,6.71,11.496,0.109,6.61,8.873,0.89,0.106,0.04,2.14,1.39,11.34,9.414,14.720,14.211,15.23,6.452,3.422,9.482,0.162,10.26,8.43,2.409,7.57,7.352,16.708,20.253,13.164,1.777,0.305,12.253,62.056,119.341,4.772
+2026-05-21 10:21:55,woodpigeon_observed.csv,36.67369459431129834545856183,1.09,0.364,2.785,1.19,0.415,6.82,15.305,0.088,6.9,26.207,0.894,0.026,0.005,2.36,11.08,11.38,9.068,6.095,4.148,8.042,9.223,6.098,12.348,0.039,9.86,8.31,1.724,6.89,7.554,14.032,24.56,3.504,1.288,0.017,12.283,112.796,215.445,10.146
+2026-05-21 10:21:55,woodpigeon_observed.csv,36.73105948773864413605851387,1.324,2.116,3.525,7.932,0.622,6.69,5.974,0.399,6.9,24.883,0.453,0.058,0.008,2.11,11.83,11.32,7.928,7.344,12.566,2.123,10.551,8.703,12.399,0.159,9.71,9.21,4.117,7.45,17.649,40.232,78.789,1.675,1.188,0.011,12.259,58.387,104.47,12.304
+2026-05-21 10:21:55,woodpigeon_observed.csv,0.8261078716575480823500272929,1.008,0.48,2.241,0.782,0.645,6.59,12.606,0.361,7.46,24.576,0.565,0.015,0.013,1.33,10.74,11.36,9.664,6.967,1.377,12.557,9.924,9.447,10.402,0.111,9.8,8.12,6.455,6.6,8.478,20.352,25.873,14.831,0.873,0.184,12.01,57.208,109.968,4.448
+2026-05-21 10:21:55,woodpigeon_observed.csv,0.7727753403685568890879142992,1.2,3.413,3.165,2.714,0.692,7.29,12.395,0.441,6.62,15.725,0.578,0.356,0.045,2.31,11.28,11.46,7.882,5.708,6.83,4.587,10.678,9.896,11.46,0.245,9.05,8.43,5.48,6.96,12.053,42.854,79.24,6.468,1.484,0.211,12.284,104.182,200.436,7.927
+2026-05-21 10:21:56,woodpigeon_observed.csv,1.034025793217998718449515131,1.162,3.592,2.934,1.049,0.51,7.08,9.625,0.34,6.6,25.648,0.743,0.436,0.042,11.55,11.26,11.38,4.117,15.513,15.182,15.844,6.780,6.552,7.007,0.181,8.86,7.4,5.561,7.01,20.449,4.138,7.899,0.378,1.338,0.127,12.022,53.438,92.452,14.423
+2026-05-21 10:21:56,woodpigeon_observed.csv,1.207116754911670456852200405,1.245,1.226,5.107,1.979,0.809,7.59,7.174,0.005,7.04,19.735,0.842,0.618,0.014,11.52,11.37,11.39,11.915,16.437,16.681,16.193,6.896,4.805,8.988,0.185,10.45,7.38,2.341,6.9,8.675,31.493,55.565,7.421,1.763,0.258,12.027,122.936,239.254,6.617
+2026-05-21 10:21:56,woodpigeon_observed.csv,0.6443098677392476157528416324,1.223,2.964,1.968,5.78,0.031,7.17,12.627,0.105,6.63,11.424,0.645,0.132,0.022,11.52,11.5,11.43,7.473,13.504,15.21,11.798,7.449,7.547,7.351,0.083,9.94,8.89,3.05,7.01,6.168,37.276,55.783,18.768,1.786,0.235,12.057,104.704,194.773,14.634
+2026-05-21 10:21:57,woodpigeon_observed.csv,0.3356448820662946505231368915,1.008,2.183,3.344,6.686,0.443,6.57,3.002,0.3,7.43,21.137,0.886,0.519,0.007,2.03,11.24,11.29,9.421,12.264,6.377,18.152,11.306,9.148,13.463,0.247,11.29,8.48,7.612,6.69,21.432,36.316,54.246,18.386,1.543,0.343,12.165,107.286,208.897,5.676
+2026-05-21 10:21:57,woodpigeon_observed.csv,0.9697332318136665643180829937,0.77,2.746,3.077,3.971,0.231,7.28,13.898,0.027,7.54,17.209,0.581,0.111,0.003,1.98,11.1,11.35,10.035,7.638,2.177,13.099,3.710,0.857,6.562,0.035,10.87,8.62,6.135,7.39,14.853,36.254,63.916,8.592,1.623,0.344,12.105,107.144,206.723,7.564
+2026-05-21 10:21:57,woodpigeon_observed.csv,0.4547809541252838078225524681,1.039,2.474,2.546,4.186,0.357,6.81,8.28,0.24,6.98,7.496,0.557,0.029,0.019,1.73,1.33,11.4,3.3,11.170,16.434,5.906,3.526,6.131,0.922,0.092,9.45,7.21,7.518,7.32,6.638,21.526,30.974,12.079,1.409,0.139,12.157,59.710,114.339,5.082
+2026-05-21 10:21:58,woodpigeon_observed.csv,1.086146760953177674729111373,0.996,2.223,5.207,7.384,0.767,7.49,12.395,0.349,7.24,20.057,0.612,0.701,0.016,11.8,1.15,11.32,3.467,17.650,18.633,16.668,7.926,11.642,4.211,0.163,10.19,7.7,5.299,7.22,11.877,10.718,20.122,1.315,1.03,0.321,12.045,87.744,164.78,10.707
+2026-05-21 10:21:58,woodpigeon_observed.csv,0.4567995914711007436595940446,1.348,3.232,2.652,0.075,0.117,7.66,5.368,0.302,6.96,17.966,0.748,0.194,0.017,1.59,10.64,11.28,7.612,8.048,6.293,9.802,8.448,4.254,12.643,0.143,10.58,8.79,3.317,6.6,17.003,18.592,28.001,9.183,1.273,0.315,12.251,119.303,232.125,6.481
+2026-05-21 10:21:58,woodpigeon_observed.csv,0.5092207227283593226683140482,1.317,2.894,5.299,1.449,0.904,7.45,14.091,0.264,7.65,14.318,0.491,0.328,0.025,2.41,11.48,11.27,8.994,3.826,5.703,1.949,7.488,10.299,4.678,0.192,9.29,7.87,6.72,7.57,12.895,16.516,20.853,12.18,1.147,0.065,12.127,75.106,139.927,10.286
+2026-05-21 10:21:59,woodpigeon_observed.csv,0.5644831257928140416345806760,1.327,2.466,5.52,4.178,0.222,6.49,4.185,0.053,7.18,15.951,0.702,0.582,0.014,1.97,10.9,11.29,8.321,2.102,3.774,0.429,9.932,7.865,11.999,0.056,11.0,8.71,6.753,7.2,7.115,12.866,10.312,15.421,1.151,0.274,12.263,84.546,158.11,10.981
+2026-05-21 10:21:59,woodpigeon_observed.csv,0.7805343946426906314241192847,1.166,2.163,5.874,7.923,0.831,7.49,3.222,0.439,7.44,24.149,0.596,0.007,0.037,11.94,1.45,11.36,10.733,14.766,12.905,16.627,9.494,7.006,11.981,0.173,10.06,8.17,5.396,7.23,15.857,24.325,46.683,1.967,1.5,0.109,12.236,90.382,172.886,7.879
+2026-05-21 10:21:59,woodpigeon_observed.csv,1.017687799219049934296724881,1.093,2.691,0.986,1.03,0.358,7.68,7.72,0.364,7.23,12.877,0.67,0.432,0.003,11.96,11.24,11.43,6.565,5.098,1.802,8.394,7.436,2.832,12.04,0.102,10.83,8.15,4.091,7.49,10.268,11.083,17.15,5.016,1.584,0.251,12.137,111.424,215.183,7.664
+2026-05-21 10:22:00,woodpigeon_observed.csv,0.3837897751406262388938405531,1.027,3.814,0.193,3.61,0.618,6.92,7.129,0.221,7.42,19.846,0.858,0.708,0.017,1.02,1.19,11.29,10.374,1.139,1.185,1.093,11.632,12.298,10.966,0.208,9.18,7.46,2.533,7.56,7.569,6.790,12.319,1.261,1.279,0.343,12.149,68.038,124.336,11.739
+2026-05-21 10:22:00,woodpigeon_observed.csv,1.841744258149295642331321923,1.014,3.587,2.849,0.214,0.201,7.1,15.706,0.025,6.85,18.226,0.806,0.031,0.041,1.5,10.61,11.39,11.662,8.115,12.159,4.071,6.072,10.913,1.23,0.031,8.99,8.31,2.779,7.3,22.665,22.984,31.45,14.517,0.951,0.01,12.124,89.855,171.49,8.22
+2026-05-21 10:22:00,woodpigeon_observed.csv,1.114470184672827386592895020,1.307,1.294,5.644,1.661,0.462,7.67,15.95,0.014,7.53,21.879,0.9,0.685,0.013,2.14,1.19,11.4,10.891,16.776,14.425,19.126,2.516,2.139,2.892,0.111,10.71,9.13,7.393,7.28,14.86,42.310,67.368,17.251,1.112,0.245,12.266,94.952,177.079,12.825
+2026-05-21 10:22:00,woodpigeon_observed.csv,1.060831752695683617184667288,1.099,3.809,2.924,5.71,0.354,7.52,13.835,0.159,7.15,22.42,0.452,0.709,0.005,1.93,11.67,11.36,4.611,6.814,12.438,1.19,9.206,11.618,6.795,0.15,10.34,7.37,4.362,6.9,10.52,26.892,49.398,4.385,1.753,0.019,12.143,110.293,204.829,15.757
+2026-05-21 10:22:01,woodpigeon_observed.csv,0.5271561599623098766643070398,0.75,0.809,3.106,3.982,0.347,7.48,14.567,0.137,6.96,24.131,0.536,0.02,0.047,11.77,11.81,11.42,10.963,7.534,9.66,5.409,10.708,10.114,11.302,0.049,9.65,9.38,1.946,7.36,22.769,31.809,61.268,2.35,1.089,0.282,12.246,94.234,181.37,7.098
+2026-05-21 10:22:01,woodpigeon_observed.csv,0.4792781678100916278536805790,1.055,2.363,1.053,7.498,0.697,6.96,4.219,0.186,7.53,21.773,0.779,0.464,0.04,1.89,1.41,11.4,9.764,8.920,7.664,10.175,1.114,1.100,1.127,0.092,8.87,7.9,5.719,6.8,23.945,40.902,66.82,14.984,1.428,0.085,12.154,77.840,145.648,10.031
+2026-05-21 10:22:01,woodpigeon_observed.csv,0.4896791126720171236504942088,0.839,1.192,1.781,1.261,0.765,6.47,9.452,0.072,7.62,26.296,0.631,0.255,0.032,2.46,11.77,11.29,4.572,17.622,15.734,19.511,1.434,1.525,1.344,0.041,9.21,8.73,1.908,7.24,13.294,38.316,73.417,3.215,1.255,0.315,12.141,51.705,92.707,10.703
+2026-05-21 10:22:02,woodpigeon_observed.csv,0.5311931602502420900673659385,1.023,2.066,3.571,1.227,0.758,7.08,3.551,0.186,7.34,8.215,0.833,0.136,0.001,1.37,11.35,11.26,6.608,15.516,11.294,19.739,2.568,4.406,0.731,0.033,9.03,8.03,2.456,6.65,6.364,40.296,74.559,6.034,1.241,0.193,12.159,76.337,144.996,7.678
+2026-05-21 10:22:02,woodpigeon_observed.csv,1.046839508742793547713703947,1.257,2.744,3.507,0.667,0.728,7.13,13.269,0.167,7.49,13.227,0.863,0.414,0.0,1.39,11.71,11.48,4.861,9.857,3.666,16.048,10.570,13.601,7.54,0.015,10.61,7.07,5.675,7.51,21.317,4.484,6.281,2.686,0.855,0.058,12.15,89.351,167.816,10.886
+2026-05-21 10:22:02,woodpigeon_observed.csv,0.7510172487354148333485743232,1.016,2.371,4.846,7.074,0.076,7.33,10.333,0.205,6.94,17.696,0.878,0.657,0.033,1.77,10.55,11.31,7.869,14.496,14.248,14.744,7.147,9.736,4.558,0.182,8.7,7.69,2.563,7.28,12.686,31.481,55.942,7.02,1.264,0.054,12.041,109.672,205.05,14.294
+2026-05-21 10:22:03,woodpigeon_observed.csv,38.44035323623274959723619051,1.241,0.808,0.056,7.503,0.251,6.98,11.611,0.356,7.4,20.273,0.582,0.539,0.004,1.18,1.48,11.27,8.623,10.429,9.511,11.347,9.578,6.364,12.791,0.102,11.11,9.45,7.291,7.46,23.893,29.816,46.03,13.603,1.51,0.303,12.295,98.758,191.733,5.784
+2026-05-21 10:22:03,woodpigeon_observed.csv,0.8482618814623893603958483682,1.002,2.641,3.819,5.844,0.837,7.68,11.843,0.132,7.36,8.292,0.735,0.139,0.019,1.01,10.64,11.35,4.073,14.526,13.375,15.678,9.170,9.908,8.431,0.144,9.24,7.56,7.816,7.04,9.693,16.860,16.429,17.29,1.391,0.124,12.161,53.668,96.883,10.454
+2026-05-21 10:22:03,woodpigeon_observed.csv,0.5348103125633947202083560196,0.767,0.491,3.524,6.881,0.319,6.39,10.039,0.112,7.43,16.335,0.899,0.648,0.018,1.59,11.79,11.41,8.866,8.341,2.606,14.076,13.030,13.389,12.67,0.167,10.14,8.2,7.701,7.59,16.207,37.482,70.873,4.091,1.591,0.265,12.05,77.624,146.138,9.11
+2026-05-21 10:22:04,woodpigeon_observed.csv,1.325882181968506033499161380,0.816,2.256,0.43,1.283,0.493,7.66,15.806,0.113,6.63,6.473,0.809,0.105,0.002,11.84,11.85,11.33,6.526,11.031,10.998,11.064,13.232,12.743,13.722,0.023,10.65,7.15,5.297,7.53,15.678,44.762,74.255,15.27,1.092,0.08,12.218,103.651,203.167,4.135
+2026-05-21 10:22:04,woodpigeon_observed.csv,0.6404487329114445683792634871,1.093,3.397,3.231,0.581,0.431,6.95,15.072,0.35,7.4,10.885,0.632,0.352,0.007,1.77,11.15,11.32,2.018,11.498,9.172,13.825,11.039,13.437,8.641,0.029,8.54,9.22,0.933,6.89,19.762,42.719,68.071,17.367,1.268,0.186,12.113,65.289,116.142,14.436
+2026-05-21 10:22:04,woodpigeon_observed.csv,0.3791878206509458726855267256,0.838,0.901,3.584,6.409,0.378,6.87,6.352,0.19,7.49,20.322,0.665,0.093,0.042,1.11,10.79,11.37,10.342,2.398,3.143,1.652,3.926,0.459,7.392,0.224,9.04,8.76,2.097,6.73,8.438,5.834,4.024,7.644,1.09,0.186,12.054,113.211,221.745,4.677
+2026-05-21 10:22:05,woodpigeon_observed.csv,0.6209291904449703272432245301,1.11,2.093,0.864,1.488,0.597,6.83,8.388,0.148,7.04,22.298,0.649,0.122,0.043,11.62,1.38,11.28,6.403,10.608,2.015,19.201,7.186,4.032,10.341,0.007,11.18,7.59,2.7,6.92,23.449,36.180,69.543,2.817,1.179,0.222,12.079,76.348,143.18,9.516
+2026-05-21 10:22:05,woodpigeon_observed.csv,1.568120050427171523384857522,1.263,3.806,2.586,3.691,0.557,7.26,13.452,0.307,6.88,9.626,0.582,0.585,0.031,11.59,1.08,11.49,2.571,13.504,11.987,15.02,6.960,8.662,5.258,0.128,9.15,7.56,3.739,7.24,13.129,14.056,24.558,3.554,1.548,0.138,12.032,98.824,189.957,7.69
+2026-05-21 10:22:05,woodpigeon_observed.csv,0.6520701966944933810049561335,1.171,1.669,1.526,5.794,0.207,6.61,8.391,0.347,7.05,9.24,0.688,0.55,0.0,11.88,1.16,11.25,3.284,7.717,8.693,6.741,8.534,7.57,9.497,0.064,10.8,8.5,6.489,6.69,6.583,40.417,69.583,11.251,1.375,0.227,12.264,102.640,194.738,10.542
+2026-05-21 10:22:05,woodpigeon_observed.csv,0.8572680990392612475772012512,0.888,3.71,2.467,1.603,0.246,6.37,5.772,0.283,6.7,24.136,0.825,0.319,0.044,11.68,1.24,11.32,5.108,16.806,19.284,14.329,2.242,3.537,0.948,0.021,9.91,9.02,4.155,6.6,7.275,28.484,39.656,17.313,1.435,0.155,12.075,78.782,146.666,10.899
+2026-05-21 10:22:06,woodpigeon_observed.csv,1.734572320747807527774376403,0.817,3.636,5.992,6.392,0.69,6.59,8.866,0.036,7.27,11.391,0.547,0.535,0.002,1.73,11.62,11.27,7.312,9.972,3.714,16.23,5.756,8.739,2.773,0.142,10.16,7.22,1.863,7.19,12.116,25.098,45.374,4.823,1.789,0.082,12.009,82.732,152.766,12.699
+2026-05-21 10:22:06,woodpigeon_observed.csv,0.5890244853677057424360198940,1.185,1.74,0.763,6.288,0.693,6.36,8.74,0.065,7.03,24.277,0.78,0.305,0.034,11.87,10.63,11.39,11.588,16.696,17.041,16.35,7.438,2.093,12.783,0.108,9.9,9.32,1.37,7.53,9.601,2.600,1.707,3.493,1.283,0.205,12.222,81.881,157.612,6.15
+2026-05-21 10:22:06,woodpigeon_observed.csv,1.556160476927339902054156735,0.77,1.948,4.991,3.996,0.666,7.43,9.533,0.007,6.84,20.352,0.592,0.176,0.022,2.12,10.84,11.37,2.082,6.522,1.641,11.402,9.978,9.171,10.784,0.186,8.73,8.42,6.546,7.54,20.252,10.486,6.416,14.555,1.633,0.115,12.086,66.026,123.875,8.177
+2026-05-21 10:22:07,woodpigeon_observed.csv,0.8230560511723474273814347502,1.029,2.185,5.029,6.684,0.623,6.57,4.704,0.337,6.86,9.19,0.676,0.564,0.033,1.23,11.51,11.3,11.039,13.920,12.428,15.412,7.909,9.21,6.608,0.01,10.94,7.66,4.305,6.85,18.547,19.414,31.404,7.425,1.085,0.109,12.123,95.910,185.621,6.198
+2026-05-21 10:22:07,woodpigeon_observed.csv,0.6965892576318080710240107831,1.106,2.468,2.664,5.364,0.285,6.95,3.708,0.262,7.09,15.739,0.792,0.16,0.035,2.4,1.44,11.28,4.064,5.850,9.306,2.394,7.086,12.545,1.627,0.087,9.95,8.63,7.041,7.3,12.198,40.030,70.283,9.777,0.937,0.341,12.201,85.179,162.484,7.874
+2026-05-21 10:22:07,woodpigeon_observed.csv,0.5998986478397415684018737738,1.15,3.506,1.799,1.3,0.753,7.49,9.166,0.432,6.98,26.92,0.525,0.108,0.047,1.22,11.34,11.5,6.031,16.074,17.204,14.943,9.982,6.412,13.553,0.086,8.66,9.41,3.544,7.45,19.654,19.431,34.002,4.86,1.311,0.295,12.06,93.974,176.19,11.759
+2026-05-21 10:22:08,woodpigeon_observed.csv,0.6688293836753689510634517578,1.106,3.006,5.095,3.349,0.482,7.74,11.166,0.206,6.68,27.472,0.78,0.282,0.018,1.88,11.16,11.29,4.728,5.564,1.97,9.159,6.423,2.114,10.732,0.068,9.75,7.03,3.068,7.51,17.359,28.188,52.058,4.317,1.024,0.194,12.255,89.100,171.96,6.241
+2026-05-21 10:22:08,woodpigeon_observed.csv,1.952130282880558080927408267,1.027,1.071,2.752,0.159,0.105,6.81,13.232,0.414,6.81,17.653,0.836,0.65,0.016,2.11,11.65,11.5,3.788,11.418,9.468,13.368,10.912,10.535,11.29,0.019,10.36,8.39,7.063,6.64,13.874,14.966,15.482,14.451,0.959,0.348,12.201,121.638,238.292,4.984
+2026-05-21 10:22:08,woodpigeon_observed.csv,1.375362334168392271742482053,0.793,2.382,3.397,2.968,0.27,7.48,5.92,0.046,7.64,27.988,0.772,0.637,0.009,2.18,11.19,11.43,11.114,6.906,13.169,0.643,1.239,1.451,1.027,0.186,10.32,7.71,5.77,7.52,19.743,24.642,33.175,16.11,1.08,0.183,12.164,117.452,228.492,6.411
+2026-05-21 10:22:09,woodpigeon_observed.csv,0.7622687389075606510294060501,0.885,0.973,1.954,5.281,0.52,7.34,14.494,0.076,6.52,14.576,0.484,0.333,0.037,2.13,1.48,11.36,9.4,11.706,4.892,18.52,7.487,3.703,11.271,0.24,9.4,7.33,7.392,6.81,11.073,29.600,50.817,8.382,1.415,0.244,12.134,81.406,153.886,8.927
+2026-05-21 10:22:09,woodpigeon_observed.csv,0.6832820498153350335984093979,1.087,1.087,1.725,1.437,0.667,7.6,9.781,0.355,7.48,21.873,0.896,0.337,0.05,1.24,11.75,11.47,11.794,8.279,13.392,3.166,7.088,1.659,12.518,0.032,9.72,9.11,6.031,7.07,6.248,29.593,55.862,3.324,1.746,0.283,12.041,88.236,161.342,15.129
+2026-05-21 10:22:09,woodpigeon_observed.csv,1.867867328323192924167194467,0.773,1.799,4.562,2.784,0.202,7.1,5.248,0.273,7.53,14.447,0.513,0.193,0.021,11.58,11.35,11.32,7.97,10.172,9.894,10.451,5.557,5.896,5.218,0.133,11.34,7.84,2.415,7.34,21.587,24.351,41.759,6.943,1.707,0.111,12.287,60.034,113.549,6.52
+2026-05-21 10:22:10,woodpigeon_observed.csv,0.9936951181033260976370937582,1.158,1.4,5.735,1.714,0.093,7.37,5.984,0.37,6.99,10.917,0.852,0.305,0.005,1.66,11.11,11.46,8.708,9.304,13.479,5.13,7.192,7.625,6.759,0.035,10.62,7.1,2.263,7.53,16.764,10.116,9.001,11.23,1.075,0.151,12.276,116.314,221.16,11.467
+2026-05-21 10:22:10,woodpigeon_observed.csv,1.047356253390847037156898487,1.141,2.604,5.872,0.551,0.446,7.66,10.042,0.347,6.78,12.001,0.726,0.386,0.036,1.22,1.32,11.29,6.39,9.390,8.54,10.239,8.684,12.708,4.66,0.184,10.33,8.59,1.295,6.74,13.958,3.260,2.649,3.87,1.503,0.236,12.292,82.462,158.137,6.788
+2026-05-21 10:22:10,woodpigeon_observed.csv,3.463619882507689414691155563,0.99,0.378,0.446,5.925,0.919,7.59,7.762,0.003,7.36,9.491,0.763,0.736,0.008,11.83,11.5,11.48,11.449,7.080,0.586,13.575,13.788,14.000,13.577,0.087,10.4,8.1,2.727,7.34,23.611,11.332,3.183,19.48,1.741,0.091,12.273,65.054,122.939,7.169
+2026-05-21 10:22:10,woodpigeon_observed.csv,0.5218624438478834354982679813,0.802,0.508,0.922,7.639,0.516,6.8,8.778,0.4,6.76,19.858,0.458,0.445,0.026,1.37,11.79,11.28,7.573,14.180,14.306,14.053,9.496,12.419,6.573,0.057,9.96,9.38,5.782,7.17,9.672,40.758,72.6,8.916,1.26,0.268,12.295,101.202,189.554,12.849
+2026-05-21 10:22:11,woodpigeon_observed.csv,0.5201979166793104673647807842,0.902,2.114,1.415,3.822,0.129,6.52,6.004,0.411,7.46,20.442,0.45,0.598,0.03,1.74,10.96,11.26,4.227,5.420,6.346,4.495,5.686,8.862,2.511,0.096,9.54,8.31,5.052,6.67,9.671,17.786,23.16,12.411,1.216,0.176,12.027,77.631,145.116,10.146
+2026-05-21 10:22:11,woodpigeon_observed.csv,0.9803566409033155415693334324,0.885,1.346,4.583,6.822,0.677,7.21,8.009,0.413,6.8,26.437,0.793,0.235,0.035,11.62,10.65,11.29,3.222,12.994,13.154,12.835,9.606,9.846,9.365,0.033,9.29,7.17,3.813,6.85,13.091,18.610,36.87,0.351,1.105,0.173,12.045,98.068,190.625,5.511
+2026-05-21 10:22:11,woodpigeon_observed.csv,1.454045746970510459737604339,0.887,3.951,5.238,2.768,0.513,6.6,7.048,0.447,6.58,13.141,0.879,0.671,0.018,11.58,11.06,11.25,2.693,3.186,2.959,3.414,6.111,6.054,6.168,0.154,8.88,8.73,2.662,7.19,15.758,9.630,15.07,4.191,1.695,0.085,12.157,64.504,123.106,5.903
+2026-05-21 10:22:12,woodpigeon_observed.csv,1.840854273920975815755951990,1.068,2.6,4.791,5.99,0.344,7.5,5.528,0.401,6.99,16.546,0.525,0.136,0.049,1.86,11.5,11.29,4.069,15.932,14.171,17.694,3.726,1.716,5.735,0.145,8.96,7.78,4.946,6.78,7.302,32.450,46.569,18.331,1.747,0.235,12.058,49.985,89.069,10.901
+2026-05-21 10:22:12,woodpigeon_observed.csv,0.7724801092196069134161827128,0.873,1.037,2.434,2.649,0.15,7.07,5.013,0.354,6.74,8.622,0.881,0.419,0.022,2.38,11.54,11.33,2.49,10.480,7.586,13.373,5.894,8.091,3.697,0.16,11.09,9.45,5.576,7.17,7.488,15.457,18.394,12.52,1.593,0.257,12.063,111.012,216.689,5.334
+2026-05-21 10:22:12,woodpigeon_observed.csv,1.673169207415824967815007385,0.901,2.808,4.615,0.692,0.043,7.58,4.802,0.223,6.88,17.745,0.647,0.429,0.035,2.1,11.94,11.3,10.726,13.645,9.1,18.19,10.229,11.366,9.092,0.006,9.05,9.41,6.78,6.63,9.831,39.864,70.471,9.258,0.88,0.2,12.232,91.979,177.696,6.262
+2026-05-21 10:22:13,woodpigeon_observed.csv,0.3967331631356488904882988957,1.07,2.636,2.968,0.121,0.197,6.69,13.28,0.096,7.56,6.734,0.885,0.188,0.035,11.94,11.66,11.33,9.221,5.804,0.654,10.955,7.064,6.209,7.92,0.203,9.76,7.46,6.669,7.39,9.973,24.774,45.358,4.189,1.02,0.089,12.1,67.324,129.347,5.301
+2026-05-21 10:22:13,woodpigeon_observed.csv,0.5716337888327150446289258972,0.909,2.513,2.35,4.955,0.762,6.42,10.12,0.031,7.16,22.5,0.712,0.367,0.03,1.03,1.21,11.42,3.914,3.212,3.809,2.614,8.156,9.929,6.382,0.161,9.08,8.39,7.918,7.51,6.665,12.208,18.508,5.909,1.318,0.349,12.227,94.778,175.316,14.239
+2026-05-21 10:22:13,woodpigeon_observed.csv,1.231390835230027237384008974,1.285,1.851,2.778,3.894,0.572,6.89,7.461,0.111,7.41,17.396,0.646,0.573,0.028,1.63,11.9,11.49,8.098,16.378,16.670,16.085,4.528,5.304,3.751,0.066,10.09,7.57,1.181,7.41,6.277,40.710,74.33,7.09,0.821,0.139,12.053,93.946,176.723,11.17
+2026-05-21 10:22:14,woodpigeon_observed.csv,1.462672802261939124371974640,1.049,3.264,1.368,0.829,0.063,6.29,8.946,0.049,6.64,18.781,0.488,0.458,0.033,11.91,1.31,11.43,10.916,13.380,16.845,9.916,4.050,7.141,0.959,0.114,9.4,7.81,7.748,7.08,15.417,39.156,62.973,15.338,0.885,0.114,12.201,96.954,184.26,9.649
+2026-05-21 10:22:14,woodpigeon_observed.csv,0.7798795851563035973960517981,0.756,3.602,2.582,1.134,0.017,7.02,11.482,0.161,7.27,13.392,0.778,0.348,0.04,2.22,10.82,11.5,3.772,13.202,13.809,12.595,5.845,5.625,6.065,0.019,9.91,7.79,4.762,7.0,6.842,9.194,9.552,8.836,1.52,0.349,12.255,82.832,156.091,9.574
+2026-05-21 10:22:14,woodpigeon_observed.csv,0.4668762761592659615897520257,1.177,3.044,2.82,0.626,0.539,6.6,10.046,0.412,7.39,20.589,0.898,0.293,0.034,11.76,11.57,11.48,11.246,12.214,10.945,13.483,6.201,10.963,1.439,0.23,9.31,9.07,3.772,7.02,10.513,24.956,43.839,6.074,1.211,0.246,12.222,84.420,161.606,7.234
+2026-05-21 10:22:15,woodpigeon_observed.csv,0.5510802209622486540931442166,0.812,2.123,0.931,4.616,0.949,7.53,8.674,0.038,7.31,18.246,0.549,0.691,0.048,2.21,11.23,11.26,6.619,5.631,3.216,8.046,5.832,5.359,6.304,0.118,11.28,8.21,6.615,6.67,16.084,32.596,45.584,19.608,1.164,0.208,12.223,77.898,149.522,6.274
+2026-05-21 10:22:15,woodpigeon_observed.csv,0.9644874253686263512756018154,1.234,1.656,1.906,5.198,0.549,7.18,9.414,0.428,7.31,20.288,0.548,0.531,0.01,1.46,10.74,11.42,2.882,16.918,15.656,18.18,11.540,11.655,11.425,0.24,9.66,7.3,5.826,7.59,16.426,25.836,43.857,7.814,0.813,0.166,12.006,69.709,127.859,11.559
+2026-05-21 10:22:15,woodpigeon_observed.csv,36.67371349068044750560661653,0.884,0.632,3.992,5.76,0.1,7.58,11.246,0.157,7.46,9.339,0.796,0.116,0.015,1.72,10.62,11.48,9.087,11.805,11.397,12.213,9.404,11.599,7.208,0.13,10.57,7.4,5.028,6.99,21.009,32.184,63.672,0.696,1.658,0.217,12.046,97.240,188.92,5.561
+2026-05-21 10:22:15,woodpigeon_observed.csv,1.181095240482027363093054510,1.008,2.435,4.35,6.219,0.264,7.4,11.33,0.289,7.49,10.825,0.894,0.702,0.047,11.89,11.35,11.38,4.945,14.038,17.045,11.03,10.813,10.362,11.264,0.179,9.99,7.13,4.849,7.49,9.662,36.535,55.497,17.573,1.579,0.221,12.164,53.473,92.917,14.029
+2026-05-21 10:22:16,woodpigeon_observed.csv,0.6247436263623625175646748674,0.822,1.503,2.661,6.202,0.12,7.43,4.787,0.238,6.6,18.467,0.514,0.628,0.045,1.63,11.21,11.42,3.121,9.086,9.536,8.637,3.806,2.956,4.656,0.122,9.09,8.71,2.556,6.68,23.582,8.978,12.75,5.206,1.332,0.345,12.269,81.446,153.061,9.832
+2026-05-21 10:22:16,woodpigeon_observed.csv,0.5076432336400025964989783324,0.847,2.172,3.56,4.969,0.013,7.24,3.325,0.278,7.33,23.912,0.506,0.336,0.024,2.19,10.68,11.35,8.315,12.450,5.41,19.489,7.742,3.518,11.967,0.081,9.9,7.07,7.518,7.17,19.161,40.552,63.103,18.002,1.228,0.186,12.058,76.358,147.499,5.218
+2026-05-21 10:22:16,woodpigeon_observed.csv,0.8483880520527826346204276282,1.075,1.376,1.511,0.403,0.395,7.39,13.189,0.407,7.19,26.732,0.7,0.641,0.01,1.34,11.14,11.4,8.62,10.693,12.866,8.52,5.612,1.232,9.993,0.008,8.97,7.06,6.29,7.38,21.89,19.807,20.425,19.189,1.707,0.155,12.025,67.478,125.267,9.688
+2026-05-21 10:22:17,woodpigeon_observed.csv,1.074692609531846221672172880,1.193,3.624,4.134,2.417,0.513,7.27,7.027,0.381,7.08,20.743,0.772,0.697,0.035,1.73,11.23,11.32,11.939,12.418,13.331,11.504,9.060,12.503,5.618,0.113,10.28,7.03,3.612,6.83,19.955,23.738,44.217,3.259,0.996,0.003,12.051,92.402,172.812,11.991
+2026-05-21 10:22:17,woodpigeon_observed.csv,38.83819849113679216576304179,0.793,2.021,0.233,1.093,0.079,7.16,9.544,0.334,6.53,24.994,0.588,0.112,0.01,1.05,11.4,11.31,10.066,12.421,9.048,15.794,4.880,6.486,3.275,0.243,11.24,7.46,6.69,7.2,16.372,27.470,47.313,7.627,1.785,0.222,12.287,66.841,120.368,13.314
+2026-05-21 10:22:17,woodpigeon_observed.csv,0.5616951693865134979613016840,1.225,3.167,2.421,6.983,0.377,7.24,14.997,0.389,6.73,26.568,0.513,0.336,0.041,11.81,1.21,11.44,2.018,6.454,4.918,7.991,6.904,12.651,1.157,0.205,10.12,7.38,7.444,7.22,17.028,39.110,66.553,11.667,1.319,0.265,12.221,109.447,210.411,8.483
+2026-05-21 10:22:18,woodpigeon_observed.csv,0.8238885647115111479524269613,1.082,2.373,3.695,5.148,0.577,6.44,10.18,0.425,7.41,20.982,0.56,0.378,0.025,1.77,1.42,11.29,11.053,12.782,17.338,8.225,5.653,2.757,8.549,0.059,11.48,9.29,0.835,7.55,17.453,47.658,75.497,19.82,1.028,0.242,12.291,52.203,99.589,4.817
+2026-05-21 10:22:18,woodpigeon_observed.csv,0.6479366058546424368685819093,1.002,1.629,3.066,1.113,0.933,7.48,10.745,0.269,7.09,23.176,0.713,0.434,0.021,11.61,11.37,11.27,8.136,8.117,7.531,8.703,8.747,5.108,12.386,0.024,9.68,8.19,0.828,7.31,15.149,10.644,12.444,8.844,1.172,0.202,12.152,105.081,196.402,13.76
+2026-05-21 10:22:18,woodpigeon_observed.csv,0.3660143001913673305447983428,0.769,1.979,3.481,5.498,0.446,6.32,10.163,0.113,7.28,15.323,0.803,0.401,0.034,2.23,10.67,11.38,6.037,13.482,10.933,16.032,7.086,2.535,11.637,0.192,9.4,8.52,3.481,6.91,13.406,34.294,55.968,12.619,1.693,0.158,12.126,119.932,235.408,4.455
+2026-05-21 10:22:19,woodpigeon_observed.csv,2.267071005444518819260186623,0.941,3.697,3.315,3.209,0.901,6.85,13.612,0.114,7.28,19.472,0.883,0.546,0.02,11.54,10.5,11.31,6.838,8.794,8.751,8.838,11.770,13.378,10.163,0.2,10.19,9.28,5.061,7.31,12.489,40.183,73.104,7.262,1.208,0.254,12.16,57.510,103.981,11.038
+2026-05-21 10:22:19,woodpigeon_observed.csv,0.4598447482126510618799104200,1.158,2.022,3.926,7.699,0.736,6.29,10.626,0.269,6.95,22.357,0.619,0.348,0.025,11.69,11.3,11.47,6.663,14.804,12.757,16.851,3.643,2.747,4.539,0.232,11.37,8.68,5.66,7.28,12.839,9.910,2.521,17.3,1.329,0.174,12.259,72.531,138.905,6.157
+2026-05-21 10:22:19,woodpigeon_observed.csv,1.041382830252742368894673714,1.075,0.636,0.432,1.179,0.633,6.28,15.603,0.075,6.69,18.52,0.738,0.387,0.033,1.9,1.27,11.29,6.395,14.869,13.485,16.253,10.990,12.175,9.804,0.091,9.59,8.28,3.909,7.24,21.664,15.622,28.325,2.918,0.801,0.207,12.027,50.840,86.216,15.464
+2026-05-21 10:22:20,woodpigeon_observed.csv,0.7719936747807990882682324724,1.346,1.971,1.236,2.203,0.719,7.1,4.414,0.145,7.12,25.425,0.75,0.288,0.002,2.43,10.52,11.29,11.689,9.106,11.342,6.87,6.572,6.040,7.105,0.222,9.25,8.96,2.814,7.46,8.932,36.708,56.274,17.141,0.882,0.289,12.032,76.004,140.342,11.665
+2026-05-21 10:22:20,woodpigeon_observed.csv,0.8265264393079462087440664130,1.282,3.428,1.555,1.349,0.045,7.55,8.171,0.238,6.96,20.284,0.699,0.524,0.004,11.52,11.92,11.47,2.52,15.601,17.687,13.515,8.949,4.73,13.168,0.072,8.98,7.78,2.685,7.3,6.462,23.923,42.813,5.033,1.27,0.278,12.222,99.137,187.962,10.312
+2026-05-21 10:22:20,woodpigeon_observed.csv,0.5154614236224682760889011521,0.806,3.144,1.861,6.641,0.764,6.51,6.903,0.19,6.55,20.624,0.49,0.36,0.043,2.29,1.16,11.48,9.352,7.873,6.202,9.544,12.077,13.377,10.777,0.165,8.92,7.57,1.55,6.84,14.78,17.264,21.79,12.737,1.134,0.225,12.199,115.893,226.408,5.378
+2026-05-21 10:22:20,woodpigeon_observed.csv,0.4968554711887692132984135444,1.132,2.136,0.382,6.12,0.534,7.24,9.866,0.391,6.7,7.915,0.64,0.331,0.02,2.17,10.74,11.5,4.836,7.158,0.413,13.902,8.000,9.015,6.986,0.203,10.11,7.04,6.844,6.67,16.707,12.039,5.367,18.711,1.289,0.104,12.085,94.243,173.293,15.193
+2026-05-21 10:22:21,woodpigeon_observed.csv,0.4639207215256743334133609546,0.823,2.076,4.972,3.621,0.724,7.4,7.945,0.003,6.88,13.658,0.516,0.406,0.03,2.07,11.84,11.29,7.44,14.890,19.716,10.063,12.020,13.465,10.575,0.178,8.93,9.28,7.746,6.67,23.821,16.218,26.354,6.082,1.4,0.215,12.023,126.660,238.087,15.232
+2026-05-21 10:22:21,woodpigeon_observed.csv,0.9398657604162807247398737383,1.087,2.628,4.307,1.655,0.32,6.32,9.712,0.212,7.49,13.197,0.745,0.33,0.029,11.94,10.95,11.43,4.717,13.094,6.213,19.976,5.490,1.738,9.243,0.205,10.12,8.94,6.09,6.66,23.139,39.098,62.229,15.968,0.897,0.262,12.196,96.990,179.89,14.089
+2026-05-21 10:22:21,woodpigeon_observed.csv,0.771073755918960893694863255,1.218,3.601,1.653,2.174,0.806,6.77,13.074,0.123,7.13,21.537,0.744,0.04,0.02,2.06,10.86,11.26,8.691,10.204,11.627,8.78,5.448,2.424,8.473,0.058,10.45,9.27,5.339,7.51,12.905,8.548,8.367,8.729,0.917,0.337,12.031,54.872,102.002,7.741
+2026-05-21 10:22:22,woodpigeon_observed.csv,0.7082557487979091179301231060,1.049,0.822,3.39,3.27,0.637,6.38,14.467,0.235,6.87,18.714,0.562,0.641,0.035,2.47,11.08,11.38,10.557,11.732,4.718,18.745,3.584,3.080,4.088,0.101,9.89,8.68,6.985,7.12,11.564,4.008,6.943,1.073,1.375,0.103,12.164,107.860,201.201,14.519
+2026-05-21 10:22:22,woodpigeon_observed.csv,0.8336289615072616664560162301,1.067,1.674,3.479,1.318,0.485,7.25,11.84,0.05,6.84,12.111,0.467,0.133,0.027,1.75,11.76,11.45,9.216,9.786,8.463,11.108,9.362,5.508,13.217,0.221,10.09,7.51,4.988,7.41,22.249,13.142,7.291,18.992,1.11,0.269,12.093,102.834,196.013,9.655
+2026-05-21 10:22:22,woodpigeon_observed.csv,0.9376808413189646924010162864,1.172,3.271,5.744,7.031,0.63,7.64,8.085,0.415,7.62,17.612,0.484,0.293,0.028,1.97,1.07,11.31,2.086,7.532,8.55,6.515,7.174,13.163,1.184,0.127,10.43,7.48,6.498,7.33,10.085,19.106,36.819,1.392,1.509,0.068,12.133,109.873,213.799,5.947
+2026-05-21 10:22:23,woodpigeon_observed.csv,0.6253188391896113633709477563,0.816,1.125,0.714,1.832,0.408,6.29,8.082,0.211,7.22,26.647,0.748,0.393,0.011,2.17,10.86,11.45,5.102,6.189,4.927,7.451,4.341,6.649,2.033,0.201,9.62,7.25,3.52,7.44,6.31,43.948,74.737,13.158,1.274,0.195,12.246,92.184,168.981,15.386
+2026-05-21 10:22:23,woodpigeon_observed.csv,0.7946673022002531179212310818,0.989,0.267,1.512,2.746,0.042,6.6,13.333,0.175,6.59,27.634,0.541,0.52,0.027,2.26,1.06,11.49,7.73,16.998,16.765,17.23,11.287,10.523,12.051,0.127,9.58,8.21,4.172,7.38,21.739,6.614,2.868,10.359,1.516,0.264,12.245,94.748,182.464,7.033
+2026-05-21 10:22:23,woodpigeon_observed.csv,1.838731741607430537470430094,0.979,3.123,3.497,6.256,0.207,7.04,12.866,0.178,6.66,6.534,0.548,0.323,0.019,11.91,11.59,11.4,11.94,18.886,17.771,20.000,11.756,12.389,11.122,0.011,11.27,8.45,3.955,7.01,13.678,45.860,78.982,12.737,0.804,0.006,12.131,102.047,190.942,13.152
+2026-05-21 10:22:24,woodpigeon_observed.csv,0.9292898267694439051335504954,1.347,1.941,1.794,0.557,0.525,6.38,15.504,0.3,7.47,10.446,0.814,0.001,0.008,11.65,10.56,11.38,2.094,3.677,1.336,6.018,7.698,11.261,4.135,0.014,10.14,8.1,5.748,6.61,11.502,20.896,23.736,18.056,0.967,0.184,12.125,62.216,110.914,13.517
+2026-05-21 10:22:24,woodpigeon_observed.csv,0.8101400425005395883429779278,1.069,1.871,4.494,6.939,0.773,7.17,9.528,0.183,6.6,22.581,0.69,0.649,0.041,1.37,11.29,11.46,3.839,10.620,12.246,8.994,8.049,3.804,12.294,0.125,9.07,7.04,2.838,7.19,17.121,41.981,65.123,18.839,1.471,0.181,12.196,109.896,206.27,13.521
+2026-05-21 10:22:24,woodpigeon_observed.csv,0.9602520657208512692730560570,0.75,1.353,1.205,5.282,0.595,7.66,15.482,0.139,6.97,24.316,0.465,0.737,0.045,2.05,10.74,11.44,7.369,10.831,17.16,4.502,5.562,1.233,9.892,0.028,10.57,7.07,6.672,7.11,16.643,31.035,58.622,3.448,1.366,0.324,12.106,103.308,201.868,4.748
+2026-05-21 10:22:25,woodpigeon_observed.csv,36.35886668607376870713403111,1.169,3.972,0.357,2.612,0.755,7.45,5.759,0.122,7.02,7.198,0.471,0.67,0.007,2.46,10.99,11.35,6.755,13.128,11.745,14.51,7.363,13.266,1.46,0.228,10.11,8.97,6.867,7.53,17.365,37.711,69.622,5.8,1.201,0.122,12.069,124.706,236.759,12.654
+2026-05-21 10:22:25,woodpigeon_observed.csv,0.5441707119770667234836565541,0.873,0.976,2.941,3.596,0.765,6.74,7.96,0.417,6.85,22.465,0.714,0.478,0.004,1.8,1.38,11.32,4.652,13.614,15.179,12.048,4.974,9.44,0.507,0.174,8.96,8.07,4.426,7.17,23.526,39.264,68.108,10.42,1.565,0.173,12.042,67.491,129.633,5.349
+2026-05-21 10:22:25,woodpigeon_observed.csv,36.58334412804659891854697558,0.977,1.944,1.132,3.863,0.927,7.1,14.63,0.374,7.54,26.273,0.768,0.491,0.013,2.15,1.29,11.29,7.782,11.824,8.119,15.528,1.556,1.389,1.724,0.195,10.88,7.71,0.934,7.56,15.685,34.330,60.561,8.099,1.313,0.126,12.006,100.616,194.759,6.474
+2026-05-21 10:22:25,woodpigeon_observed.csv,0.9975660575905461525219499169,0.929,1.21,0.511,0.623,0.11,6.33,9.109,0.415,6.85,18.659,0.877,0.191,0.044,11.99,11.44,11.32,3.263,10.043,19.484,0.602,9.410,7.994,10.825,0.18,10.15,7.73,6.384,6.6,16.333,8.636,15.034,2.237,1.792,0.044,12.107,113.414,217.408,9.421
+2026-05-21 10:22:26,woodpigeon_observed.csv,3.734082457177995030824531280,1.151,3.468,0.895,4.761,0.754,7.22,7.563,0.087,6.93,19.115,0.613,0.544,0.039,11.57,11.34,11.33,2.523,13.930,13.297,14.562,10.976,12.758,9.193,0.122,9.28,8.65,6.483,7.45,14.254,41.330,70.845,11.815,1.64,0.113,12.075,109.584,208.241,10.926
+2026-05-21 10:22:26,woodpigeon_observed.csv,1.006241162330086854062401549,1.075,2.218,0.303,4.604,0.371,7.66,3.793,0.184,7.11,27.984,0.647,0.717,0.005,1.03,11.05,11.33,6.96,14.360,11.356,17.365,8.608,7.628,9.587,0.093,9.0,8.4,4.243,7.42,23.333,31.898,63.247,0.548,1.573,0.29,12.01,67.828,122.595,13.06
+2026-05-21 10:22:26,woodpigeon_observed.csv,36.68065081226916667992273974,1.116,1.071,5.785,4.553,0.325,6.53,6.869,0.374,6.67,19.209,0.603,0.43,0.015,1.67,11.18,11.48,4.47,16.552,19.738,13.367,12.844,13.389,12.298,0.231,11.04,7.47,2.437,6.81,9.284,36.995,72.501,1.489,1.038,0.172,12.0,115.479,215.004,15.954
+2026-05-21 10:22:27,woodpigeon_observed.csv,0.5738885182830019530148637585,0.906,3.172,1.591,0.119,0.902,7.12,12.095,0.255,7.24,27.951,0.721,0.305,0.032,11.72,1.36,11.46,11.486,13.464,10.085,16.842,6.992,6.808,7.177,0.099,10.74,8.69,7.933,7.53,20.68,32.522,48.259,16.786,1.412,0.161,12.071,66.415,117.335,15.495
+2026-05-21 10:22:27,woodpigeon_observed.csv,1.384871211627281716785379512,1.216,3.007,2.593,3.552,0.061,6.89,9.731,0.147,6.94,13.716,0.785,0.62,0.02,11.86,11.15,11.41,2.04,9.516,5.985,13.046,8.498,8.1,8.895,0.021,9.35,7.43,6.531,7.24,16.884,41.606,72.679,10.532,1.651,0.283,12.021,74.745,142.875,6.615
+2026-05-21 10:22:27,woodpigeon_observed.csv,0.8522059643644888982556438311,0.96,1.285,0.732,1.742,0.141,7.28,6.612,0.449,7.14,7.698,0.624,0.426,0.036,11.72,10.58,11.45,8.208,18.814,18.323,19.304,12.825,13.139,12.511,0.144,10.91,7.49,6.779,7.54,10.324,30.722,53.834,7.61,0.805,0.238,12.026,99.148,188.214,10.083
+2026-05-21 10:22:28,woodpigeon_observed.csv,0.7393041422516020039118880878,0.827,3.773,4.937,4.791,0.301,6.57,8.07,0.407,7.43,14.687,0.767,0.218,0.006,1.67,11.43,11.32,11.152,12.715,13.785,11.645,10.442,7.523,13.36,0.018,9.2,8.41,1.429,7.47,16.521,42.072,75.516,8.627,1.272,0.076,12.014,59.308,109.232,9.384
+2026-05-21 10:22:28,woodpigeon_observed.csv,36.68957315806714419437625357,1.341,0.526,0.711,7.733,0.532,7.28,11.408,0.185,7.01,6.197,0.711,0.081,0.001,2.39,1.19,11.48,9.623,7.748,9.173,6.323,8.589,6.196,10.982,0.07,10.35,9.3,2.098,7.48,16.634,33.386,47.839,18.934,1.52,0.068,12.101,102.812,193.305,12.318
+2026-05-21 10:22:28,woodpigeon_observed.csv,0.9562440685545173686209062968,0.861,2.209,3.645,7.552,0.323,6.91,15.739,0.079,7.55,22.942,0.676,0.029,0.026,2.39,11.71,11.35,3.034,9.622,5.922,13.322,1.307,0.591,2.023,0.124,10.63,8.59,3.852,7.6,11.983,13.815,13.337,14.293,0.822,0.068,12.073,74.528,139.162,9.893
+2026-05-21 10:22:29,woodpigeon_observed.csv,1.113627816582124849737416797,1.193,1.585,4.775,7.347,0.869,6.59,14.107,0.341,7.31,24.267,0.667,0.017,0.039,1.58,11.27,11.38,7.705,11.822,12.233,11.411,2.457,2.558,2.356,0.108,10.98,9.01,2.589,6.61,14.68,34.863,51.351,18.375,1.639,0.286,12.121,84.350,159.444,9.257
+2026-05-21 10:22:29,woodpigeon_observed.csv,2.862956158702830024170430060,1.244,0.713,5.616,6.578,0.146,6.63,14.782,0.007,7.46,7.96,0.733,0.135,0.019,1.62,11.13,11.32,5.887,3.622,3.708,3.536,7.742,5.306,10.179,0.101,8.65,9.46,7.401,6.84,19.765,37.166,56.775,17.556,0.863,0.241,12.199,94.091,179.612,8.57
+2026-05-21 10:22:29,woodpigeon_observed.csv,0.7581160295248708203619003243,0.753,2.077,3.654,5.105,0.41,7.32,14.754,0.029,7.28,18.201,0.591,0.336,0.041,1.63,11.08,11.5,6.45,6.730,4.542,8.917,8.002,2.893,13.111,0.148,9.07,7.06,1.134,7.54,14.696,48.192,77.624,18.761,1.593,0.209,12.275,58.616,105.6,11.632
+2026-05-21 10:22:30,woodpigeon_observed.csv,1.008022835516782726922984508,1.123,1.137,3.694,1.332,0.11,6.96,8.792,0.115,6.75,12.046,0.477,0.635,0.023,11.82,11.57,11.42,4.239,13.133,7.731,18.535,5.414,6.5,4.329,0.231,11.23,8.23,2.51,6.82,10.929,30.432,58.217,2.646,1.475,0.03,12.173,86.085,156.243,15.927
+2026-05-21 10:22:30,woodpigeon_observed.csv,36.86907314837339750292954257,0.984,1.577,0.946,1.44,0.223,7.47,5.688,0.367,7.13,14.437,0.611,0.107,0.019,1.61,11.01,11.25,6.496,10.699,10.864,10.534,4.564,8.355,0.774,0.235,10.98,8.87,1.583,7.6,17.417,26.094,37.923,14.264,0.812,0.004,12.121,84.242,156.652,11.832
+2026-05-21 10:22:30,woodpigeon_observed.csv,1.300535113918134866556421170,1.159,3.051,1.4,3.438,0.728,6.44,7.838,0.408,6.5,9.332,0.548,0.713,0.027,11.99,11.69,11.45,2.962,10.384,11.214,9.554,9.414,8.602,10.227,0.012,8.86,8.89,2.608,7.43,6.987,31.541,43.365,19.717,0.923,0.178,12.042,63.528,121.926,5.129
+2026-05-21 10:22:30,woodpigeon_observed.csv,0.6091596692139700450940629847,1.016,3.151,5.389,2.481,0.372,6.99,14.563,0.311,7.61,22.392,0.703,0.66,0.004,2.46,11.78,11.4,10.217,2.488,2.692,2.283,4.990,4.866,5.114,0.074,10.91,8.65,5.694,7.49,17.7,36.220,56.352,16.087,1.528,0.021,12.069,68.023,125.175,10.871
diff --git a/modelling/data/abingdon-all/resident/woodpigeon_simulated.csv b/modelling/data/abingdon-all/resident/woodpigeon_simulated.csv
new file mode 100644
index 0000000..1cbcd66
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/woodpigeon_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.969,0.1,0,0.01,0.686733
+RungeKutta4,1,0.1,0.993313,0.1,0,0.01,0.719826
+RungeKutta4,2,0.2,1.01832,0.1,0,0.01,0.753864
+RungeKutta4,3,0.3,1.04368,0.1,0,0.01,0.788383
+RungeKutta4,4,0.4,1.06894,0.1,0,0.01,0.822765
+RungeKutta4,5,0.5,1.09357,0.1,0,0.01,0.856290
+RungeKutta4,6,0.6,1.11697,0.1,0,0.01,0.888141
+RungeKutta4,7,0.7,1.13852,0.1,0,0.01,0.917474
+RungeKutta4,8,0.8,1.15761,0.1,0,0.01,0.943458
+RungeKutta4,9,0.9,1.17367,0.1,0,0.01,0.965318
+RungeKutta4,10,1.0,1.18619,0.1,0,0.01,0.982360
+RungeKutta4,11,1.1,1.19475,0.1,0,0.01,0.994011
+RungeKutta4,12,1.2,1.19907,0.1,0,0.01,0.999891
+RungeKutta4,13,1.3,1.19915,0.1,0,0.01,1
+RungeKutta4,14,1.4,1.19584,0.1,0,0.01,0.995495
+RungeKutta4,15,1.5,1.18927,0.1,0,0.01,0.986552
+RungeKutta4,16,1.6,1.17961,0.1,0,0.01,0.973403
+RungeKutta4,17,1.7,1.16714,0.1,0,0.01,0.956430
+RungeKutta4,18,1.8,1.15225,0.1,0,0.01,0.936162
+RungeKutta4,19,1.9,1.13541,0.1,0,0.01,0.913241
+RungeKutta4,20,2.0,1.11710,0.1,0,0.01,0.888318
+RungeKutta4,21,2.1,1.09784,0.1,0,0.01,0.862102
+RungeKutta4,22,2.2,1.07812,0.1,0,0.01,0.835261
+RungeKutta4,23,2.3,1.05838,0.1,0,0.01,0.808392
+RungeKutta4,24,2.4,1.03904,0.1,0,0.01,0.782067
+RungeKutta4,25,2.5,1.02042,0.1,0,0.01,0.756723
+RungeKutta4,26,2.6,1.00278,0.1,0,0.01,0.732712
+RungeKutta4,27,2.7,0.986321,0.1,0,0.01,0.710309
+RungeKutta4,28,2.8,0.971161,0.1,0,0.01,0.689674
+RungeKutta4,29,2.9,0.957363,0.1,0,0.01,0.670893
+RungeKutta4,30,3.0,0.944938,0.1,0,0.01,0.653981
+RungeKutta4,31,3.1,0.933853,0.1,0,0.01,0.638893
+RungeKutta4,32,3.2,0.924045,0.1,0,0.01,0.625542
+RungeKutta4,33,3.3,0.915430,0.1,0,0.01,0.613816
+RungeKutta4,34,3.4,0.907909,0.1,0,0.01,0.603579
+RungeKutta4,35,3.5,0.901376,0.1,0,0.01,0.594687
+RungeKutta4,36,3.6,0.895726,0.1,0,0.01,0.586996
+RungeKutta4,37,3.7,0.890857,0.1,0,0.01,0.580369
+RungeKutta4,38,3.8,0.886672,0.1,0,0.01,0.574672
+RungeKutta4,39,3.9,0.883082,0.1,0,0.01,0.569786
+RungeKutta4,40,4.0,0.880007,0.1,0,0.01,0.565600
+RungeKutta4,41,4.1,0.877377,0.1,0,0.01,0.562021
+RungeKutta4,42,4.2,0.875129,0.1,0,0.01,0.558961
+RungeKutta4,43,4.3,0.873208,0.1,0,0.01,0.556346
+RungeKutta4,44,4.4,0.871568,0.1,0,0.01,0.554114
+RungeKutta4,45,4.5,0.870167,0.1,0,0.01,0.552207
+RungeKutta4,46,4.6,0.868971,0.1,0,0.01,0.550579
+RungeKutta4,47,4.7,0.867950,0.1,0,0.01,0.549189
+RungeKutta4,48,4.8,0.867079,0.1,0,0.01,0.548003
+RungeKutta4,49,4.9,0.866335,0.1,0,0.01,0.546991
+RungeKutta4,50,5.0,0.865700,0.1,0,0.01,0.546126
+RungeKutta4,51,5.1,0.865158,0.1,0,0.01,0.545389
+RungeKutta4,52,5.2,0.864695,0.1,0,0.01,0.544759
+RungeKutta4,53,5.3,0.864299,0.1,0,0.01,0.544219
+RungeKutta4,54,5.4,0.863960,0.1,0,0.01,0.543758
+RungeKutta4,55,5.5,0.863667,0.1,0,0.01,0.543359
+RungeKutta4,56,5.6,0.863412,0.1,0,0.01,0.543012
+RungeKutta4,57,5.7,0.863185,0.1,0,0.01,0.542703
+RungeKutta4,58,5.8,0.862976,0.1,0,0.01,0.542419
+RungeKutta4,59,5.9,0.862774,0.1,0,0.01,0.542144
+RungeKutta4,60,6.0,0.862542,0.1,0,0.01,0.541828
+RungeKutta4,61,6.1,0.861973,0.1,0,0.01,0.541053
+RungeKutta4,62,6.2,0.858837,0.1,0,0.01,0.536785
+RungeKutta4,63,6.3,0.842592,0.1,0,0.01,0.514673
+RungeKutta4,64,6.4,0.801689,0.1,0,0.01,0.458998
+RungeKutta4,65,6.5,0.755446,0.1,0,0.01,0.396055
+RungeKutta4,66,6.6,0.718747,0.1,0,0.01,0.346102
+RungeKutta4,67,6.7,0.692052,0.1,0,0.01,0.309766
+RungeKutta4,68,6.8,0.672979,0.1,0,0.01,0.283805
+RungeKutta4,69,6.9,0.659402,0.1,0,0.01,0.265325
+RungeKutta4,70,7.0,0.649741,0.1,0,0.01,0.252175
+RungeKutta4,71,7.1,0.642853,0.1,0,0.01,0.242800
+RungeKutta4,72,7.2,0.637899,0.1,0,0.01,0.236056
+RungeKutta4,73,7.3,0.634227,0.1,0,0.01,0.231058
+RungeKutta4,74,7.4,0.631261,0.1,0,0.01,0.227021
+RungeKutta4,75,7.5,0.628402,0.1,0,0.01,0.223130
+RungeKutta4,76,7.6,0.624936,0.1,0,0.01,0.218412
+RungeKutta4,77,7.7,0.619962,0.1,0,0.01,0.211642
+RungeKutta4,78,7.8,0.612370,0.1,0,0.01,0.201308
+RungeKutta4,79,7.9,0.600956,0.1,0,0.01,0.185772
+RungeKutta4,80,8.0,0.584759,0.1,0,0.01,0.163725
+RungeKutta4,81,8.1,0.563656,0.1,0,0.01,0.135001
+RungeKutta4,82,8.2,0.538953,0.1,0,0.01,0.101377
+RungeKutta4,83,8.3,0.513490,0.1,0,0.01,0.0667178
+RungeKutta4,84,8.4,0.491060,0.1,0,0.01,0.0361874
+RungeKutta4,85,8.5,0.475200,0.1,0,0.01,0.0145996
+RungeKutta4,86,8.6,0.467148,0.1,0,0.01,0.00363970
+RungeKutta4,87,8.7,0.464474,0.1,0,0.01,0
+RungeKutta4,88,8.8,0.464700,0.1,0,0.01,0.000307619
+RungeKutta4,89,8.9,0.466102,0.1,0,0.01,0.00221594
+RungeKutta4,90,9.0,0.468705,0.1,0,0.01,0.00575900
+RungeKutta4,91,9.1,0.472545,0.1,0,0.01,0.0109858
+RungeKutta4,92,9.2,0.477593,0.1,0,0.01,0.0178569
+RungeKutta4,93,9.3,0.483767,0.1,0,0.01,0.0262606
+RungeKutta4,94,9.4,0.490936,0.1,0,0.01,0.0360186
+RungeKutta4,95,9.5,0.498938,0.1,0,0.01,0.0469105
+RungeKutta4,96,9.6,0.507589,0.1,0,0.01,0.0586857
+RungeKutta4,97,9.7,0.516698,0.1,0,0.01,0.0710844
+RungeKutta4,98,9.8,0.526081,0.1,0,0.01,0.0838560
+RungeKutta4,99,9.9,0.535579,0.1,0,0.01,0.0967842
+RungeKutta4,100,10.0,0.545081,0.1,0,0.01,0.109718
+RungeKutta4,101,10.1,0.554550,0.1,0,0.01,0.122606
+RungeKutta4,102,10.2,0.564036,0.1,0,0.01,0.135518
+RungeKutta4,103,10.3,0.573643,0.1,0,0.01,0.148595
+RungeKutta4,104,10.4,0.583422,0.1,0,0.01,0.161905
+RungeKutta4,105,10.5,0.593343,0.1,0,0.01,0.175409
+RungeKutta4,106,10.6,0.603602,0.1,0,0.01,0.189373
+RungeKutta4,107,10.7,0.615157,0.1,0,0.01,0.205101
+RungeKutta4,108,10.8,0.629984,0.1,0,0.01,0.225283
+RungeKutta4,109,10.9,0.650418,0.1,0,0.01,0.253097
+RungeKutta4,110,11.0,0.677388,0.1,0,0.01,0.289807
+RungeKutta4,111,11.1,0.708544,0.1,0,0.01,0.332214
+RungeKutta4,112,11.2,0.738544,0.1,0,0.01,0.373049
+RungeKutta4,113,11.3,0.764792,0.1,0,0.01,0.408776
+RungeKutta4,114,11.4,0.787920,0.1,0,0.01,0.440257
+RungeKutta4,115,11.5,0.808595,0.1,0,0.01,0.468398
+RungeKutta4,116,11.6,0.827410,0.1,0,0.01,0.494008
+RungeKutta4,117,11.7,0.844878,0.1,0,0.01,0.517785
+RungeKutta4,118,11.8,0.861435,0.1,0,0.01,0.540321
+RungeKutta4,119,11.9,0.877424,0.1,0,0.01,0.562085
+RungeKutta4,120,12.0,0.897160,0.1,0,0.01,0.588948
+RungeKutta4,121,12.1,0.935185,0.1,0,0.01,0.640706
diff --git a/modelling/data/abingdon-all/resident/woodpigeon_simulated.png b/modelling/data/abingdon-all/resident/woodpigeon_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..0f11cddd1ed42a60f77c85d803db0617b583ebb7
GIT binary patch
literal 33164
zcmb5W1yq&m)&>e9AW|v_(jWp7f*{=?-Q8W%-3>}eN_ThH0whI1N>aK*q`UjR%f0n@
z_CEi;<2nXI#^S3tzB%U;a|Ovr38UV}y$=HegDNWWS`G&0jyDVp?7}?+@Cnn<%y;k~
zyS<=_y}Xr?y_2r3A&jK1y|uZOy}5}Vv7@1_or#s@D_Z)Ov}`oQZ|v=@?bzw)EPfwB
zYh`OpM=tbD6<h_$T13?j1_oUh`U9KKlV<`0<9#Ojnoq$wc{>Hs8FTdFOUscEE)p!i
z2tU%@dtBa_f|!D@8&xVa__hc-dX5Xd%r)@zU>`P(neoZA`sSx&<^;^ay^WBGd@w9R
zcj+~UK|xExdv7vjwrY3Rg?ut0#r8*vm2orMD#yG{l?n|O$=e6~_ef~{8Ybb1fBt&%
z4viT4VPG&HVg&SW?H%cGBKN>YOL~K_&!ETH(67Nf0)Kg1_rx9s33{*w3cL5uvuP0s
zc%grJfbIAH^D-5rx2ImW6qc5j$7<M{x*kg^?ngty8&k!a4JXx`sa`kdrVJCcR%ugM
zmu~_k84<KSj$;@trWC>mILQ0kmpX!Dq|Ur@M{*iom0L_R?;jmSzfiA<*Tl>uv4;r~
z=V=c`VwqGbQS0twnWsTS!+)T>csRflS0JA^=5{?XF@f7RGdoN6?Ahyj$89R78JmD&
zHONMB4}-^reFJB@w)?(d0*6y6D?<&HzM)|b=i%2^wzt=(;!)(1BbEIr9O9=tv(hT3
z(^f5t<1Tv(trYI3t%yYVyPoGOaYA&Y=Xe@P4@rf(zDe^)s)}R@AV$<N4sc%<yI-v5
zG3b9m!QpnVyV~`-l}B%kjC_=YzdL_>Q;Ug>9bCokoh}?sC{`uSeg2wUI+aGiALYYt
z%dJ*F+bVv-OI?1y-pnkxdx-1yQgWKix<w32?AtRR<=M6n{18y(m?T_WTsliGSJS)-
zv9p-W#zb6P&XML_oSj8(Z>~FV0)v8Nap&#7NiLbsIE-ud;LKMUhffNUB!Z={W3;}w
zIUn%qv8bIT2X}1dJm@0b5W1XonxFjc?3{jaaq<3@U!vR_|Mi`Q-B^}+clnc@S?VmI
z(8zIZFU>iZRf4MEwU^FrZbjX)=1XnpJkdUIh=pcvwqcYM6}t~sdZn!oN}Ep9R#?f%
z$OukniM*~zX6qfIK7Hb~L6A{L3SF#b#}f!Ziy0i0IX_zt@1wmx1l?vTHaj0z3vVIw
zHBMU-B+A+zkoPH{{hra&@86|(2zdrpB(koK6(Xgg67O1fbFo>L7jjDV;zdjVp{qzD
zlUXidew?=F$LzekaTm=&PLJLfwIYW<`Z_v0h3oCtGZU9L-pBA4k0aAH63fcU7II>1
zIcIFmH8mJ<wdY=g$B0Z!RQpyOOg`tou)3OO3ZH=<W>TSI+U#fNqb3ync!hUzxA9P_
zySuwU6|obHr-(+iGCP-MtitZ&$BzdKe&}MGV<n?5wN~?5TCVG45G%8nw_otA@{LUJ
zkrTCSyUCdLT_>z`bu(P!aXa~{c)Zb0XY9i5w<cs$&`al;#x=5*IyW-&^F>k+$B^&e
zkEGZCg6|~d|7C1d78_!*WMFu8eL6pCJc2N)7!|y$RIFk%yqvD&*6Iu2lTnVqY|83B
zwpprPD^=QfAZ9XMvu!hPXlU47s@Y&#1GhO|rc5V42rJoJ4vC>wPL)Aue9kLB5!BMs
zQpn_wI)-o(j{V--8zv|)P^Ja_O3D<@0^`x6Xg_wHPcRO%Q`II}rbn9?aI9`8=A&Ql
ztG9Zlzo;&~=Ex66RUbFd=bA7vFvy;9+imLc+@xaByOQxkd$ADRa&^#4u{F@!D_+85
zHP?vIO#0n?kF%%*X$WOmH=M;1j+I=fq#Hw;GlNjfx^&O`0xapud+O4BmxwG;Oh}N&
z<w?xdmHUeG0-x)UAa=@8yb6)z0LzTEpKIXt$+Q*KP98H34$g*85aOiA>1<wdQkv(5
zsAbc!k^>E^$k^2?&#kPDYyRl#LqbAYmN{pA$>O;vY3_p9W!>OJ4xRRQOn1$ZU))^I
z-xea`5&FWQi*Y)4hT>76bMAR(XJ>bTcfKSUffdX7)8e9OdrpQ147zID5PubCvi24=
zJG<Jbl4LTgEE)m3y#@wz^{0x35Z>|k@9(SDm?zi@EmXIOGL?o8p-h!(avT#$rcCUD
z7cno{XyT6PtNp!>^92$M)KXYIVw>5a;`a`VuW`|w1=v(^Y_=C+yiO*KnV5~e4OLbZ
zBrB~WdwP1ZmCLj`Uj+Ce3d2KO5eDyUekP<}WaqltYun(+${n<Z*}wc0jFH^ZN$4h_
zIp8$!p}dX|(5&6!$#fFzvFQ34ZGp9|y90S3na$3$ABic<n)q~gzHCfjG9Aei+X0qh
zYgn945fTGl@TLokOe0*TGG|qG9BWPxqDr)|_8K}ob$G@gSqR4!x-jaW#EFy5qg%_7
z*G!sHWi1<%KXnUDX0$Gc^OW|$T|#o5cISFv+jsHVF@~S3+_T~1zS<K|kX6N^)p*n0
z(^Hw9lcW0MYl6PXSaAaM?d-$Ta9(^D3wElSn3$MptfHc#Dgw$AouJ_0BGs`bH>cjf
zhon+2GsdYdLImSFZT_gHH>qwrY?e)UmUVnDIxi4v=Uj_&40~f^Nrl7kYj?mz8zZ5i
z)nGn;TyQ?`b*pJHT_8^(Zen86=W5ls@2}SEa`+?B@VS+QghZ1=TYVmTCp5AV=+8B}
zn0iiD8k*iz4RCW<Ho+rfC6_mf$I-^N`XQ#353HuT^*?&>KxYzSHg40K=DdUy91sv-
z2tuyuP3^p={H6PX52DlrVrd-g36ta21jZQsQI%20`^TnfY3>KzNHyOYoUFuERaN^A
zK&U#evqNMh+O!iB6_wr8A)=@Xl8>=jY7gq+wzIP{i#0SdQsd;}3a^T(cLo_ry6y&H
zT*EH3V_=}{hdam^<|f~ALoYZ%9ut54`gLD@IOjp&)Bp&@BUkydSu}HVbFo}*CnLpn
zdkcKxIy&hqjfee3swW^&6>jTbAi%@JZ?INWRK)i5h(XLZMhZ-u%9<|<jha4x<`=&_
z*&el>sD(7EoJ^UOjneq_ovsZD#7wfL)!TPku~Sir#kA_|FLju5ZO*^;uy`^K%dX+R
z-@&wcXU_A|0y2k4<ZjLXv1I%Hisew|yOqMCQuf6Q_nY%o(`&^drIbAa64ZB+pW1U;
zlh{p%WvYD1wMKR_Ot6`F7uJTd3V*;_t%1k0{oeJE$<Wxiw_LaF85`Tj-0_#DelmEz
zhR23CSLYi%rjLsYG?N0z6-SuE@Y&=%n0tJXR(K@|O>s;3EZ#X>B@8u&8nLSDju7)x
zX9c}rWmOsVR*S=7!d1cUOU#42<eikIHfuuH;5ahXthX;vL%&G>f!d^DCZC4O#z>^b
zvbv0$Re&=Nsi}d1*o`r<=kN1zrrAhZz$PXPVZNVw>Ze*|RFEjuZjgFES$ccQ0&e7o
zYUf2p&3%Xi3}ikbA%V#;ba(LU`$V?2a4Fh+RAI?XzTVguilNM=k7do^(~(V?N|M5K
z;RYW<O7abv#@bHKxNy@?M(dZ~GY#T1*&~#@e9ig_(Z@zbBjkLZ#A2o7sy6PLm5ak<
zJvK7#k4>wQZz{PzE!fx4x?MY8YPxO8;-Ig-Y36S$kXG-R_Jyg<2FZj5RCIAhAc9i~
zp`$A>k}e_yPY}She{EfK-6+V5&U(Xz6NW&@C={;Oeqp~h$j9}X(BnvUvfAVuWq3Hb
z04Gg|kqBIShN@p3^_ClWYbm1P!craBPzDv$#s#uV>vFz)?s{QtkLLXiW);&$1JWDn
zU>5h0wj8~^baZYm(D2oXPn{$ySs<O+J!|g>%eKH*DCp?QojyAdx2`+wu4A6*Z8mJG
zUv=~!5E0RNTpY<tHY1#c{Lp1BI&Nj>t}12abq_bvV)cZnFtyg%BhZ6eRKVG6qaDgt
zpVs2blS)z8(oj=V3oS`A=UR4K=IPI=`KC2q12c|KXF0aOa!<<fMTq`rj_S7IF+^8C
z4bqF$iPm4S-vq10V3tPendNZJ9cpGY;QryY*AqAq4ctZ>Qf8ENEI4%L5e;HTM0ESC
zDA=VnnQuziU*ML(3nVXfPtQSy+E=S1utb2DU9Y|$AqzjB{t1VpdCF$GaxN3a=DtcC
z+@Q)6Br{Y=8B0#q5&|r<y$4(b6NskT546E`+HTDGP@cMWXCfe0*ykU&!eP_<Ksb`(
zkxWazgcFtNvB=^Do(Z*QrJ%LXz_LCOLal{8fcb1997>?|R_4%R1ZD{y-p2h5jgBgR
zrLwf+TgsR6#d_AL`MgEUrJT1BUwlD*uEb(MT1G&azqY5#XqHh>=D6Ek&%2Fb`u$~w
zBa9Tuoi^zoFi&}K2wz&`mzbd~c&q6jJrIgg_vn$;#;p>9T@BWX&gXk&>ag%K-2??9
zIwo0cEQhrPcga2LqTiI}b)(8gmsbeSIcXz<jIw$G8P_UO^~Wun;$kf^^Vgw9cuvZm
z^U0@j#lc75y?ZdIvELO!-dbe767VoZhh={`V)^6kb{5t{h`aTX%(8J4S~4Fa6JA);
zBFtynAx^Ncp{a+~gu3YdzgAW2*}^^5O_}i;Av;=EN%iqNnQ;uPs%4JLDq~GcsHSv9
zWvF<Uuh~kH+7@3599Esr>bbp{RH5T|3&RYHp$G3uo2m4GOMHK?Gl?fQLz$Ft2f~M;
zvi*b_ZiINrM^*XaK3rBUk?p#wJO|q=!a-$ChnV+vMP@3`H*J%VoZpO%HoD|K5p`U2
z&%iF*Ul7`QmOKVB!OmNY2en4q8W}VWZ0Zw;!%3e$7NL%Hdcqv}eDl_d&nr}9o3u%{
z*`A66=}A1Mg?13%Duo!QiAy#XOcdVd?w&UzcW^{|WvSn#W*-;e@PEZkB$Z}<OOVVy
z@z9h{cG;Mq69Mr-7^-QlY}6apv%#&UU^=DVk|gz^W$Xfza_OvbD*WZqB4whuLWD3p
z`?p#C_B3Bytv8C7@rS;K9B<r7Ts}3~w$>%=r|dsB==<_!N{GR3lVpF;45z{e8bKBp
z__VKLOSbPdE$!nK6&ZVZ@KtfRj%Fz(f?dSq{dVL|g<F@Re>Hm7=Wtd&&Mp~JUvJCC
z*=5)OM4ZG$X3LrUnl?C;{-=cO`97chu+ZtVk=aJ`aYZzJW^|oJ7Wf+83}v#Lkw=Wd
z!>&5BX5q6E;?vs8@S?(Vr%^tqHg%NAdON|uTC(=WmTGVvz8~>Z8%FEpy=WfyvvRS=
zdIS;S>8@Y1j2uA1?@{FqeQY{Vj%s^?(|Yq9IXNF7A1$_i>t?#Tg*y&hgY>JFy|nUd
zQ{{yCh@ANubol73y!oMi81E5Zo}hQ$gA|Ft`R#^mdT(cpM^nm2lX|0}4q{#k*FWSm
z$aqmoH})z~$_!2zZe47F_!HY_rnf1?CEb&@l?-YuaCr5jEAb=n2jhHRTiE-B5PH*N
z>p4hgI`c4k#z&kJUCmbko9|fF%)>d~uSLTmqR?@Vxopd1g{g_NmaQGVoxeByDcup7
zj@iErX<7)Cv;Scj`Vy6mrfJ?Hy*GCk5)ub5D$W*84MM<BeUy~N%c&lon|*Y}ssLO!
z#;T<{Ym}0d&lgiK@ujlKKO^5WM|aejfcI3-+sw9O*o%bi#GHCGoX=Qy`;tT|<U@~s
zUm_EQdjKZd_7p^3UQqCznm;DC{+AG06WqqeMw${eNTr73q#>0<NGkxzR_oKXWl(6G
zGZGjcUfa0$8M!m(egXB0u#HWHnC2ratlVL*5Rh7PG73@<5DW|qRCbz9wZs9=QDl=L
z%q~b^voq>r7s8F7tTHC5wa_eh2|#<UTz~pk$T#f~_~uU6_?ej*8a_TgDvw@}qda>s
zA3rA=&gI3<M&!F61}#=|km*^W>rL;sTj8~NL@6@rgZW$p-d6!{adD9fb)cxM*)_Sj
zPOGf(;QcV+CP~S_-eTJeQBhH*&8>+FfgB1xRcn0GSurW8FvFQT8`F8oM8*mfJZ6cK
zV7nTrZoP^ANHTF6DDEd?WK<~eS`KAVtE{RD=h*en^#S#EiM;<poyaZRWdYs1`(bFk
zrO*bxS%fM4x`A~gDA88l?lw4V<~F;n=fp{!SpwK6Mz^-GyK9BRU=V0{ey~DO956pL
zs;phI)i*w_e68hqwitjhCN3!n(Ew+gYS$4icZQdVHpp?HqHI}#Wr@AHzAW-sawR!_
z&*ZR<)_ip!Zb&Us5)~1la}Myf0xlMfSs*GLKHl{5>13meT`$1pCFZ@jSu>DUhtg}j
ztM$Azg~_O>C~1|nh^kgpFWm7QK;Gzy4;}?3(v5t{2&!mKr^J9H<wJ_C`Z7rUaGj23
z%BX2FGt!j^AueO2XYokvc`4?1pYZo1d;xS%U=+R6j>hA%0Hfhou=H+kZUj~Q9A4#7
z`{pW=dXB(k)e&be+qa!g25(Q-_M-D#rN66^!bczbd8W7SRfPH@G}tA=O);5mv1Cb9
zVm*W*8@LLWd`UqogKTqtl;<Z-l@rqZ_C6`RfN~P$rNFWO#P^Dfo$`afUv}@Bxu1Iq
zICjA7XhhJMn%%4Yu@36rG*#=9e=<(3Pd>GLaee*61qIU4S_37h^vJsgm1Sho*`KS1
z_k4>VguODO5!G)L`$<&^6Tf&NnVFesUTMYd{j~7Mz=NqLwUHB8C{eNT@gfP^caLj`
zMy8r&tTswW&(F^b^?LTC&0z_6?cd#)X^69W*~4tZ6+#Li*XeU3YRYe>N7RjHioeWS
znol6Tjpw(wXN<|4Q{$h`onsfc97AOHZpUP{nv+;5sEr-0DX8rqY(Dn+gDZ>YH#evG
z*BMk)RQa68V~?hokH>JPYPkUumm86qD)m3FvS`%mOiGLPh!z16QCv%l(C*u0(7}Q2
z{=q@z_@V~kh6PVP#3N&FL|yn`dm*kIAtL@Wcp?9FeHjIX*Z;Ua{X25WL>ZTj60&NG
zjgnW@Rvv&Gl*rI*a8yWjHAAvUa@|DPRwn|*r2Isk4e39I@tYykyFWBE^v^SX5sE>S
zTk|bxJ@QsBGA!h+QZhU?;eK(7ZHxGya>V0$x;~JSF)+x1pkc5x^YM7@WPs-uQ(9Vj
zeJCqHvR9-(b!WCgUWkLgsQ^+6=9p!u9hQcMMuBGyV4;*DM?l0d7=3;65d<;|CFWu0
zt;wnY+o^{ek|hrBY9yOP+x9RK_0RSeP1)sl>NjaWF8brOx3w*Yn4$);;d3~K4FB<L
zer=;L%x}Sdmw~ch1DuB;fImBKpPx@toBVynAaW*eV=-IXO3wXuj7sxKhR3(cL}KFN
zqXrRaX;y8IBI`k5&3ozi)>Yn26FTZ8Uo;&+Gn$^HFq%YydOKroS~8VW)j~cAKuR%Q
zUhkugQSln9dD@PSjz>?PJhzyt{veseT;QOmr<Yw=C^kGiJi^JI40tPb#bAB)X#MMp
z<Bf*={O6<3QW6sje}G^`4#1l{T3%UMnf>~(U}R+Eh|}7UuVH@oT_hx=$kfzQJ-nu-
zrcoQEGOdzkGXT$UBk(%mQ`j9MLqbs4T#xc?eceuXO2!~6G{eQJuaHntW56~jaNuy<
z${*|P>3QVj<h1@RFPz=#4GtC-`NM|~H)i-WG?J;PPf#z8Hz`1Nhyt4uA|34leq~w~
zz<T_+J3}B~#9dD>(|od05P<w=0F05L&o;VLUC=T!D-pB}3`qA0>=JM|=5O0*O~ld9
zM0~Ix5#jPalWD)=wQ4+H{t?cA<GOs6LBBQyDVn0Cqmwp4mb58N2dLlFjnwnr_|ihF
zUu0Aisg{;jp+u2ViQGJs)trW}ukT2&e}<EhQLcfpanWY5oo1C$XeIL6Y_*B}<VU+a
zHS7~_4}L3q(+!Xd>wi3c{MeLhYkIH&kWU+pXhht_KPq<oQSq{iizWE^`A5$A<Ogdk
z)N@|+pjh|WyeLO8eD`IHIrxAVZm`N&+7Lak_T3ySZ5W(dt!2s9=P4t3Il1igbY4xm
z<c16<@Kn(jOKt*ISF}1++}zxz>T7xvG@eBMb1587N~=if#U(7}5194WLe1Qv*cXS{
zY>j}Bu#|ivT(_!ju8tdGf#sToKV4%{RH6DtXD#%a|5YPCzttPv37Q?)IyAt3=T}Td
z&5~N9%An1W_U{n-%-`Gb$!ieSal7hw4rgs}yPFE@KbKbzKHwB~4u5mTmC5b-cE7li
z%o58P3GF^%{JiI7NeC`eVgK%ax(}&uKsoH|4oclgx|XY_*c#S+O{Oq5B>M}W(ETO|
zIk)z$$xnP-r_oI<wDVbx$36hI?pV)2yrsRs42I<Wq6eNt8n>qB<u*&gE90<(y3IQf
zjQBv81<4p0D}rA!z^{$XJO2(-A~S4aoXl~^4?M<)5`b1ytnfVOrYK~)*XKHxe%|$F
zhcrywW0?u**pc~XAbvA{v0&ZgJ+u>g1}CBO`7P4MA>iOkemvy)obe`^h*T<E#%ebG
z?>OVvrr4GYga#`AT?452kT-L4d$W5x@){~=@F$mJ1WL8Wes>;B3O{eyLOjkLtN$6*
zBdriy+7}bOgUmh|xo?zE{}~!#t(e}rZr=MdFusg@gt1YA_v<Jf6k>fCNm$j@5)5bX
zIr871Uw(SRoB878$q#=St5?4s5H894x7^Z>sa9hy`p@_b{{tp_?ytxCm26J7CI$X+
z7<4#4^__VBI9knr1%7Kl1yM;iLEeI3=-_`+f({fE%J1L5|10pf_Vxz<SD+5?U6!$i
zhIt!eR!sb%Sis^WXx@$U{T0`SUryYW_^l=74uZnvUpKl74=?-A3`4@kmhfLU`jruY
z%0&N8Duw;uXS{k9^^Y_3?oUom{xj>y@9piSAB?Dr|Jp8}G8Vw2LuUy89vZxGwIQgL
zjj&sDekJ!LMihV+<?{;*Gygn|7cnB9zsjiZUz0fqBFMkSxHa?fpHKH&HKTtAxZ;0J
zH3<bpz`w==D8he@$J)*=>(2-K=Xl5{DZ96x)?tn$scqf|`!dSEm0U;fK8R@lx|9wx
zScl)+*_sv6dVM&D!S=gIP)LYEYp&gDKiA3yv>ev39}+Zm|D2vqyguL3a&>h$;7Cnp
z@}w_`CC~mpNi8!7PDMrK`D}wz9LU3?)4FfrSiNrCA0smubUj$%E!A$B`(a3iY77!n
z^gx)5mFdrWOXB+Hu|8=FKv$OcNMLu^usNh_KFj=?#3J2%d*ik~S(S$>_Ln?4!<r1|
zT%(|<D9XpzO1X^rGr`WzCQihiY){ME{!z3H_QSd#k1DTBROs7oL&j6>Q@W!ldb35N
zq*R(6x7CpD-HXs_axE}=x3r{(gn|;yY%$f9E15LHPESwY(=8z`E`P}7dK3XhQlzh^
z9uoD2kw;iiFbI&m*}1ue=b--YZuYp0Zd>2nq=s^aqPpJk!ZgzjPGyPGA|eq-NA}%)
zeUGiItQ?X7FfZCwtA0ZQ0Ez5><yU7{SFzo>rqOz=V8IR{e}DfTKz)zYgXE{MNs`n6
z{vEA<6Hajgb;8?s??eH)D;XvBe<s+C2FL9wQCZm!`0Vx~eH7&6J+Uv;fqe1W*Uyg(
zs1%?iEp84D4OQI4SqYc}NnB=nxv{(~6py8Fx13<2#jE8ae9s#&#m}3rudm6txwT@t
z2k}<XL;1!_HAfwR&M2n-=Di&}5M33f^|fJsCR)>YQaU<1#as{uM%$l|G&2HvR%rL@
zSBdWaex-5j)q0~oTtn<ZJUSu{ryT_#R+LMxg~pG8xhpgaOSM-)zhpl868d=6;cQQr
zDcpg@e1aH=RgWG$%Irr^^sTX&rm~PV@-_=I^D%r*%~(^Tsv#g?H4@TB_`njj$wmVo
zvD$K0ZSozYFE=|oKaPrrhsR;Ze-6M~xtgF|)TaFg@4kz(vwVw;VBM-Sk0-89J2R>&
z6y_B*bLD&!AsH;C`yWV!M+_#4Gn|~A>k@T%{QH(%moG+YRM$dn&8KThz8GcrWU!nd
z_wCu<Ysz>B(l6oyJ3gy*`WGW<$8c}J@$Wt~b_)Mwb@%ksw^`D?=`WB)uBEM=ht3F3
zT+=oPVVm~dmbji~x1I)GoIU(f)nkakx9oEcFmMkb=QkiXfWM#xfVjc*4k5e!8qO%p
z68}=G4-rBIm-EE(qQn;5e`Ax4j;>hGAZ8|SfJt*^9H%W9+)lRS*}Y&uM*W$@G#&<Q
z!p}TtK3hV@VX;iU;L&TpR~0O<0h`DY^c%k<y;*|EM8&T_5Nd>73f`Lx+>K|o$qd1H
z^`p*6`)do}`U^!L?sLY=Scu_cFJC<RBb$LB@xUki9xszzokaXgJ`YbIaF24{2}Cu1
z@HLrD9v*of$bVGj^YMVgw3=dz_~xghs>hSh0vUS@pbdFqI}B9mFFf7oK3mHQ4@=T+
zbgm!}6U4<ks(g0h_bZKLilP$RphlE>|4|?Skf3*8sFaGo$-(bGdFzjK8IhCv&%>XD
z1^)A+FK5vpVI%yJu>Zm(ma+0=vvv=+=+_w72%qhq9NE_~Mo;}h7`0*Fr(5ZCQ9&{)
zQLmNzXZrH-X&+Jl3mJlf1ez-DBuy36Lb1s&{73(8VnXF#dBS|EI_Mu!|BpNoAOGZE
zXDBEs{p<E5TwE#t`zivhHqTk*pHov~fM8^Yw&VLN>H?&Te?M#u8gjnU`ik@YLQ*DA
z%<qur%BZM_{G+7!Kae4)kN=fcCdzf;{%>Rm<}dfp`~{sYedirUu8k6kUp3Q$e0)5=
zsVUX}zRJ%cBv(d5gT~X-^9TM6Jb=1?;d0>vHc*wsL`P#*1uw|`8mlBOLXvk7B_<~3
zzp}1RU&|j02THOpFp2ywE+3s;ToUZ8v47(=f^K6J;-MIa&9VR2a;H#{`d<qM3=;DH
z+Akj)^8agh{8g|mTB9ut=ZG7A@A~iv2Zs_^Wf(xj`es?>ysx)DS`>G7b|wOn=So&M
zccr+hXxsV}gnFfl^jD_Gki`E4RJ(OxW{^l?E}0u0A{7dWAQABI0?6e%u&YE*TQ*2~
z-kcjJ#l<itS64Ik7z_V?HBsB-@k18d0*VTnzsA!G0I7(ytmz~%ad)I3>T17}=m5y_
zPzlalMb4J_`;Q-Ty#Iy2Ipu*Bfdtq&xGZt-c}DK0h71qOF{v8Q05}k7dv4*DYt9xy
z5rY-1Lh}^s3j4!Y#*MAi^viX8oM(hPmX36IiJM5rV-J7vAFNGq&LAn6%r&0d^u9#T
zE3K=m>$gFs01g>o0AbfXpMsc?5fk%vU|7yKYg!OJd6IAXgvDYidn_m@=tE&)VWLq0
zA(v|xAPS&Wfax@-xw-%>9d!bxkEO*$l7fN)(`NNr%Sx+xZbfEoZEaBc1V1AqE7*N-
z7-$HPuj1j~IC;);Xq&K8waFE7Q7RaWHJmMq;h>Q<_KK8LAdHZUicE1Qa%EPITf0V+
z*)UdAaJ1kU`RF)0EMsSwZAM(k!HRM_OTEwz(Z<H6uy}%HZM-b4r#?I*j$c4PF`?FS
zwy@c3yfg)9)c*?{XJ%y?0`tm70|*{S$jDJ3(H6L@HR*SvLAd&nFQ@8kvM$i3eXcK0
zi*E0sPXKq%@bvt=_R{jQna~~YxzyBDF?~|zd($f`E0h))l%@1<CM$EM2ruu{VIiUu
zMkgoZGrcD0F^EP#0dL1MU}|A<H8wI5b9Ah!Z)P0_hN9;UZ-6`x^<g>g%oL2h<I+h3
zMJZJ-#A?2IBT-pFA^*7CO2DeUY^hP_8_ed@;*5VIWLH2Vl)}em6c0{J8MU>wnf2!x
z52RL_jnh8<BaH)lR(O@_TU8wx=c`z2kjA?Z5vCbk;rV~UWM>hbf1u=~k`kxauisYU
z2v}(>1HnHZ$#C;qo^<FOE1g6+QJaxXlZ}VzG|iC^8>l0c^s5Fx4dPwCGje8oJ2&{b
zTy+M{ng9)-RYt#x0^ni}4Q$~i;RTjEZmspsByancPEnFzepX_wM$kH<ptx9}MO}l)
zZH9CYuk}1-hY%LELi#Uky=k`QQRsFz%x4~D_aO;tv+zh~_{&s9S`Mt2zj5?N_9kz>
z&GMJ-_8<(i*uFF#?GE@QBiT4O6=hUn+Gm9LXS%GUD=~@;cI#R$cCwYxYAznziSS)6
z1c^auaRGG=AA^$cOko9Uh<f5iDTQ;=t22#e$+=S*EOm-!*z-f*o=r1L6A_*`t30^m
zZQ4eJ)X<Fpu1=(x;L9Dy3tZmDbzG}7g!lj*2R3M}z^<sD6?9s`mSixUv5~ul)|b?k
zqp4n4AaM98%2HWYHK#_kf<nDn(~H*;pEjb_bNU6*%|~fV!Uxo~DQ0fMKW&32o$Caj
zpd>afkD2H7u`)!%NvwxjF?7B`{8Y>^Mv(ui>3hP56hnn@r9zNRon7n1Yx5s4&3am@
zpBt+CH&#4X9Yt%tzO+0yS1fFFm2~=8{%v1!D|Dp}<MMYp8hVC`GWF@9nNB+%ar3>j
z&@(i~<1n08xklFwJN4on?VKkQ`cy&&7f0&{fPC*3K<9eKZuecKK!eTWql9*&Fq;=?
zeND7B5iX7LQAlCjp)#J66U)bE8Sk!~Z;4$_bLWODT++W|#`KmDmBkph%#-IljtN!s
zY-fA$$1}9UzFr``BSY_lgh8G^AkA}Komh)@0)MX<8Wt5xh}iED6MVhgZ7FlOA1~n2
zVY}Txt#D|e;$8do%$P30QJ>BP%lV{l%KC1Ag9*v}ERRgb9bfbti4R5dsw9_Tm}2_6
z_6Wp(5Gdq{jIcmlJuft#>drTdMmN_#D*TpmJt=70c1cafm8bI5&ts)(df)@|VyJe~
zkL7g|Y0WWJglgm{VI!;PKEwlq_M~2eo;AWAKB%2D@Nj9c$=hMW;@gw0ewqlpd2KSB
z^PER`KgyC@lt>($>`k_CJNLCMWt#jyyxNN?YUqw>%Ir5y6QTAk-EZfXvAX0d*+xDF
z^!6_zM09qGQ-e5bUb7&X=jh;iqyNUy=7zUdhv)pN#?w}E_xWQh*2SXGgY}+`Mnlw&
zt|p;B>R6DC33w?M-smRGT<qg^)6zthmiQWu5nPi!?HVsN<PBepE8WN)Zu8FjVfn!+
zj*&AAJ;>;f+LaM_1f?Pt&UbFf3gTPhUwWM%jWs{Q)seE~wtv8vnBW#rEq@s0HAN!t
zIqA|9-xuXGL=^a+(w7nC3k<t6%0kPkW$bOqOqtO7*-0wwBd7Q6{U-)fyA3NbX+;4X
zNvxb&JNO#gm{1$+_bnZi^kBc&U#)K<#&$zDU0Fj85qAiNwQd|t+$AL!8c|1=iN>(?
zXO#7b@@uct$4=h4%3DFHkgfFMsiYSJUyBG|Uw;VZm@;4tt6B*=oa%l7S7Zmz&F&V3
zD;Ea!;D(_S@FG5|N`Jj`Zl0o`plV=nD)MpFz0*SL`ZQ3=)?^$@PDz!_$-Q35(GYXQ
ztRXP)UQ%4>pUe?BAC7=3^~|+uV}H89Frv|2u@(V!+h`z+M80&JB#1skPDYM|#j9Km
zZ8av@k)vJX(SNqM3Gn$6gwTy=cUy5VbWDHK?6^L6aSO~^-drKs4Hb>9>AUk?M=MB7
zRbI|>qrwlUPTNY{{7u_P7SmAK<mZwi;{DkENK{iW5Uw>N%g!p37yiv>gpnwGlUfq4
z(QvcXJ%%E}@9WROB7uj6B{k>dbo0ZEQ52hJmRyPD8%?234jPlZUg_I(eczDOwUuqJ
znB>B+v|Qx&0OOCK7Uj=}ILPO0HL0aqMJIfxk?T9etiFieDdhv7&Emmc2f?WEk=|T<
ztoo`eaDi3Wb!*`Lhxkv2TZ1v@iKYX4BZr&kRb_CYsGZRc;fxgR#*D@>ijb8NilH*z
zTs3sR|Hb}g>kh)&d*{w~w#;QG=VYWj{hrwV+{SV6)fvRBLEJpP1;6V>?7nuX@~X=f
zJ0sVn76!Q6F_c*oZCjABCP#-qUGGsC)qOhHDUZd)sq)m<T@c$5zdw#T_eI>&fmnjI
zETYT8XV$7<C=1ETiGN?puJXRv$_hNk$f~fv!${9L-2MyS@8`0B+QbWvB%@@?`_TY0
zbG!<}_;0`jHXE(MQ?TnxBPpDMP$IojF-X~M4a<}c!U;bVB0Z68Jttc+bx~A|nH036
z{7=p2hn6l{Jd^ZdzL<mf$#*!2LI2d|sl5(n)T$7fh(dl^_9|xYH@n*W6`;ZzVfXz>
zlCgV}%V??QEZuxM_Q=XHw$ERah$xH09la~HGlPn_GJU+>Xfln%{p@dv2D-&07yNkS
zp0ORq<1#H*=#H`-+UGe*$h$1~Zb%VJ_svp?N7f{2K8w@q4BJqV=P&t*^F-Uy;ocad
ztvoJ5d#JOt=Zv&}ilw|bN3xwQZJv)$T@q0{hAARQw*1ql{t9}mmTI{?>S^o~3@YVQ
z$D3p?W8b`hhDPrC05O-SWO<TZ+F3Kl4;ub;thoyrW3Et!7rMsPq)EeeD@n(QBddAB
zj!Fd2G(z)byj*@9&~6-#ylXI+ZgsB;{{D!#lPqJ5{r5>2fV)Y(wQ0C;HyltJenItG
zBc{j|64@R*C#Pld0ZH2;qVhg7{B$CqM3RX7WXygty~8ipV5Wl7YK^)!qO+Ek*GnV0
z8yND>8?%ftMv;s<7w@>}%O10KL21?sbo~4MXac3_{+pTOaU!OUA7;Gx++5D|#vNf$
zvCP??Ib8!Y3H(xW1EL6B-?v5R>vilS&}#CTg8GDVwM;cVe1@qmWwOKO-dKq`MclLM
zXj!hOIXzDgx|H#9>WYWA^h`=vevhaeY2wRwte9@~mTjdpqUL<RyJyZ*7ZFl?E-uFr
z)={+55m<c9m8T*ZjaRSiMkm#*^xXbZ8Ubm_?#+zAc6;!?m#kSZT_b8@YAnDGH<8(*
z@CNbHt=p?~qmbLH+CA-k)U%pzNfU&BX$9n{U<aa3rfELARZl47=3&c>s#(5fev9=&
zZN#0sMgMJxl=%y+;4Xc;2~2adrXY)qU%?ejVZ=E0j$DCMe<*UC-E!jOfs9lqDD}dU
zybda*h8ZT5PYkiUsd;u8OEgL|!5Hg#e=YUHY4nxe8PrkHG$K4KtD?3y0$}G#G*{MB
zp0%w|n%^e}Q*VBcfEUk4jfT-AY;8=gUI>1A<E4~%gCoU>zmWVMBuLi$eofR|JF|@0
zB_Ih{pxfI5hMnQ6hE%@eitBT-mxCN2Lst*Hw8s)8TOCJ|WXy~MenthbNBv0VZw}>;
zBdoG6t7DlLVM9Icy#V%yJ<%jzZ3Fr8*(36isY$3Z0^KUi49K;{J@wZgmo`^um+3;x
zwq_gd3QS-^dG-lRcJELTP;F_QQzz`#`B-GTL|EzXXi<ZT$gXEM4Sz_LEKsOyLD@^U
zOh<iF68CS720HILqzBs<aFx`{@pms>Y`SW{l>^pR-V+^_;x>l(!jDJZppTn8uqJ0N
zd;fPz15fkF@UbF;!y@f5&hqtV9}<eZ>gsAO$=2~BW><KtC6!j@u_Q*czvOgDMq8LX
z$s}@MFI@smDbOgR03DiUdkwlW#5%(WfQMBYC}c0txsD>DqoV`45+KZy!*=g;pxc&{
zc&xP3Q3$AQ8xTTQ_$*4+6%mpo-|ci3wqKhL&{+M6OycAc@x)MJwivkH>z#IKfl(;x
z>({UB<F|mQUJ0T|mDvPnMf0b_+v93e`?gX&LA-~0r9`lM<IqE3Dmbk+U^Z;K_>*iI
zdLiXmPfL>TcqQdTu4`0PfZ8<nhGbI^Iobm73w;M}^Egn&i>~&k7=8)CS=!yDBXZy4
zOWCB;Zq`6R!+#ESr57?ao-GBh0JzL!QKGAV(EZ*cQdNekg#YS$eY5-ESOB2S$JOUa
z_8;0FYfH9<f1P_SX!zLJ2BH!5Y6!Ybe8DyeLO|0|RZReZw0kf^z%2G-LqpN|V``<5
zkA2>-a3jD)RO_^>mB8cGtl_$z<49@8C;G9m$~pXk)ALR8nRDgI02Zgi<b0E_w$>-D
zR%jK-jJ5#C&g{xcxkMH#&l%gVX*81*z(MVCqKd=#CIT=X1-d@{JhxZ!%&??ySb2DE
z>k2a5_d2<|DXHS11wc<~32q~iau(2`jjOp6eYKnGlP<1?4m>K|PaopNNJ#f9Sn-#n
zz(aXHKqe$7cLZbi2Gcb^2dGS$K*(`-?gj9`!~x5kR4Oo?vezbXx>QOeGOoW}0SGt-
zv>iY>j`tKaw6w9HN5sL8UJkXry<G$(EnpSzuBfDPu~JP{<7ODsbTpqQ2Y&mA<IV9R
z!~X&3SFAJrfL&WtVVf)vNEy8{en@~+e#XV6X=`WKF+HvBdbB1h-#eKph-@;P9mK9Y
z2#n#~U0o4b!r|}p^74*$X4OlAWko?d33*0FMx~ju1G=GoY^y84zJ-pD*{ZGQtQ*@t
ze}4A#DSrw_U~sU!VMjCUk)VbV;Etv!dKw)zm5vGUcQZ4eve~aiBuYz2K)aRl`&nCC
zTOSb+Xns@h%XQs)MMft0hul5>B@}PeX#x${BedOLf3I&>I#`*4JNRU5W-!$yvOWr_
zqKe93=_kVV1FT))_QAnHbj={<>V2RS7VsmVY!#F?bwF61_tJrsmyeAUZ8BP@$V5jB
zY*&%V$r@QKdU91&RinopA4^rMgeKvSET^gqwq{f{#gW`Tac9&fB_$ngPb+I4g60JX
z;fclCY_o?Oo8y*BUoYC&Y`LyqA&zi5$Nxdh<IfK^08rmU`0_2*(H9#VeA3kWj=C0A
z6Qw}*cBuUP5zn>ObX06Iw?ca@bROP(3>f|`kTp?~I;?sJ@fHbKr6=?(nsoijaRheH
z&YX{J1G~#r1$OuLteILp!BNM|dj2K<L-r>AU$S><UGw0bh1%eGs?rzD%UqeBr}y3j
zx-G2lJRHP4rMnt~UHYPHJc!p~Gl9PQFt0_JS3qD_ewH+y($lR`_$}iZq3*VD@)n^k
zXOVeO61<kLAI!dvhTV^^A7rzHMrnvR9E)A^fk3tU)}o*5RD*3b+3tIcvQ~lWNz3iE
z^iJI}8W}m^6G$uS9J>QdGQNfgC+l8YKHcrPNx)Z?N?~>gN+i)P(X*W$OJnCRrN{ua
zv!+qL%Xw_ujVDgF{iXt%^XRS>sYT4QSlH}-TX_x-M}vnFF36;&?}kj>ZOoxjtIjvV
zX*Bo>S~yzzE%t;|rn?17P*@YJf~Sz~nR2C2Ccu*&3>|DFh6~f~@U9L>fo$GWr0j&v
zQoAw2(XyRin(`ALMzMRtQ0mON?Q%ieuoREip;oiPj3MeLKoSrlmr7Qtx&e-yl@zDB
z55NE*$0T?Sf?MG_b}y>%AeO|fM|gC!vS|1ii7lV|+rF?Y>U=`0=hsvI-6e2E`cs6r
zu2tVLW0~~2kG`8j6Wa%9Vgp(stLxDl7pO`HoNP+lOMx6J<vM(loe$bwp4b>IKpW&Z
zp?xhpOYfn*JTWYL;ISa8IOyN8dRL1Imn8`a#$-DjKfG!SbTfM%j<We25GEo@d<C3r
zPKTmqZlcR;k{jrM5g{0%>^?J~8^)AfH4okF!BP0L!T2rsNbWdACDGd&U50Xxy4kQI
zjC&zmc<xP{1{-UswjD=2hBrUj7$_(;OGORPgw)snb2Uj*7y<$mQD%;U`n(a+HuiW;
z{5*JonPW?3TMq^WN5>a#o2RKRtAcSe3|xnwxMG-Y2SRO1&>~?Vf(2_QvWF@dWqm@z
zwUf~zeJi`d)@c@0X-A<JRPPL94i<`!<z!U_Z8p6>4sZQU<v>x-9?FDE9q$i|;{Jvc
zfOGJkv%v~+XIFK!%}VBm?9lpfr&d~el}cPTu@B%^gwB0G`lB`(@TP3pQCJ>AlYT>j
zRN@QHH8IcRzh3zWg%wFHWW5*HY?ukqiW34C___}S&&Mf~$*B}PR(&$(tK?UYorG}F
z7&2JMZ`U4Dk~Rnz{x}DeLBv($fzWJA)wc=g7@tGONIwMoI(Gy3d<u2rU(zJeW4@Pa
zJP<z~)XH+Lj;#BElFy?avCu%zN0quNOeRwFfM?RHT7=xQZRBOmNK!KX-(?{=yEjmu
z6{UzGnFm0I4~3dTt(mg%zAV@~D(&>e<}_5cf18yg#K$#uw5k5|1g?S}>Etl7)^e?&
z^jmlmTK8&EksZ^cX|M(S|4!lE^xi<}m(Oz6@wN=<3vA7@s$VAuLU%Oi8_YM-aWaNO
z^4C89Sbt(=pEmXg153y8Ll@=RV*;vhO}SY<<Kfe3C<fRNgjQYk825zMKUtf{zr>u*
ziPNHjHf3blH-cuwCG)H1SMrf^cI}<tGzse>AYP&HLM|1LYf(*${8y=q@*^*~wJAEq
zsM|*?a^~KuB|$xP7#IY+jE8_k8@HV_j4SY-0Y2JZKXmTrfTLB=zo6BqlWD%#pmqWM
zU>ynhh5Xy|w8!T^U@L|>yT-SknzR9u+oHw_Fk3F$i90_lUqZ@gFRxx_UiA&huwOMy
zkU%TMd{Pd6Nz3c{xYG4_gMGfs9|h+r2?@!P#8vru1OUcmwqHpWUz%_NyP%Ogn*dxR
zK;v#b4zHAZ0H({)o__hU*{ZsZs%8w-DOFI{ik==SaiXK_G@#zAqm(+^&c#JV9~x&g
zR*L0bjUJw!98OUM_%ag0!q$Z6Y++0*5H{Db8xFiWtm$FL?ni%v-h>2UhJ#iNV8z$A
z7B`EO57&~j?I+_jpXtKR+4iP?!Kn$kk_<pQ>CSOJU2wD&jr)rV@ko4@a85?+g0qza
zYWoxazW}!gv4f197Nr$U@eag&AmU`WJx^AxC+IO~e5?&7>_R`=fXtH7W(FBxMfY%}
zmB^<EXrQ{SOXfqGepTCJt)0E6-HTU`f>2Ik@Gd`E&cxGx@=0SOm%Zb`WoTg<#(CMM
z^cPr<zfbT<?fc`H-s<@xHwkWgS;YP0gO|(oZ=@9zqBX<E$vJuF>PiD}dv?93PkW1*
zN@Jc)&AB!(j3oYYQI6?dM9xNP%aITyA@;;Hoefq$?s{lqMH^^Ei;h|n_Rh_8M@bdJ
zqOJk|>c~+spXrx3w0cR#vcmmrmHYU7e~|zLfWG3*OfDd4<l>(;lWZG0^E>24aBxdT
za;cVnAnc%N(tK$8+v-!o`;CtM-jT&O1%LaHm%D`zlE{NRJ?zofaR{EebgVG!v@zL!
zSD}1N0Xo9v05D!^2t^#d4Qg9f+?CbisCU>jN^A_=bhnboe9dwkcP$+Jy(WCTFm;|?
zKX<Ma0rJ}htE8a%nhE_R1dVC;ecipw6GawClAtpN(Ydt-5%gt6HTifjSd41A#-mBE
zZl&z2_S+0f{owGlt32$7CMxz*9-jHFry>nTk_JB{n>wc3G(D$mRZ_2YlT>J2*?q#&
zYm0bGeu=E<kCl&2bCU1qx#1gre-iTWs)uQ`FN^5KJVn`crMP{&?2#k<uSu*^wJ$kf
zZDUDXSkReFi6z<2oH%bIR8UX|%*$I2DL+_$?{P5FxN&zVTyt1<hpnY)?QPb2$*aHC
zZo1i1R7)!rIGHBDKPiT-&QyJ1Cb}gkCl|^3h~+q3F~#dsFS29dkdFQ5p`$UJ|I9to
zc`yfJZ4@GHh<sYwxn+?%ggJByMBSlBP}}fRQc?oB^8o)Z-6eigfN6Gb5^Yw?3cy&)
z2NtvcOl&(QK2yY#bD~?W%&4ow<To)`YZYZI-H2Y<fmO@@JQTQAH_Ln4klc5OkZdnM
zjxza(pdXH98stemT<!uw_<t_@Hn|<?YCI>!;IkmX$dy^kPGmRFwzVk*l<lY2!F|Hv
zP)pt^4-7uAu&`1jy<WE>A67jla=F7nxiX;rfmn;M|9I!SgewQf-;>1s5*1}A7MNjd
zum&l=uN2h>0a~vZV#09ZHyWv|K->TJ)%y09jM-mCW9w2=luT4$-CdH<n9hSV@-WK+
za?jvA)%>I0MOvh7woEd-@we%Oj4|N9{##}Dt*x#7M(M@pZkJ$p3S;tkiNY-$vnSug
ztLHt}<Pr*N)?EMnUjzIC!+<b|Ihb&V;6?I>ufC5yE=N6^jEJR9-5E_0{DK<duy$x;
z)Rcny*J1%h5l*Dq@OWc%srdEXi=H^AWYRdN@aXqc!D1M8t9hbm1lVg|T{-Z6z0AP(
zCIYv2d=SA>x=9j6yZdyGaOa@62Ib>XpJAn^7uqo>wU+jvw(dcII`WhWB@6Wt+k03}
zQ6d0`%@(0fGyYYD<W=m}2Qd`VCEm64+N%F-Y+yS8zU((y?)*hM=ZiOd44LZUqtC9=
z(j2=KcWL6jhupEjv>%=x`g3kRgRB6N;~pFrpKET;YqVEXMmpM8Ab2g*cpe~e=}{Z4
z46J*c+eeNDzg`K}Y&cenDaIgR67rKe-5lSo=F966x8H3#6$AZ>&=y@_Q6WBD9jH}z
zL84E5D|{Lht4*FvA;8WYRoO%3va*^&rHO*i4>+iHS?fB+m%uIuZC~#KWn}ari^GOO
z0+(A2u*S(hefm^Nr3EO305j(|UyirjkO9+9<j9Bu&|E)&2Or;z2gKJ6uU$&OY}<h8
zjz8Ri*Stkk<I=`ltMZ9CS-9pSx);74+ggOP$Bxhb9)O2+H{(nBT!{~$V_OqoDGI2a
zHY^=9x4ZAPB07|YuYfk@n2&a=RKgFKKo2!~Y3-r#R}!G(UQT_Yb`|O_!|0Eqc7w?E
zHmiE^`Zw0A%xOf^bQs1sz6jrO<#_aKsquSYUt4H_mmP(Gz1k=N7_}0$EA#|Yrrl3x
zorYVyyhiWN0OO-5aDriLyUS8hZ(n+o86zY+D#NhB<!MX{{FvpCaqWC7X5*40aqbXj
zdzVMELRyS^OFyqPvzGMNvbSd7e*(JZ^G?*TWTtq~4P~7&4X7Vw(0!RzBQP^BFU>^;
zRp>bZ%|XE>WnxlLs0B$4^Z;LtVNcoJP>c3~&FMIfrEHh-Lu<1wYs>4@#9Bp!mPQqB
zRdBZ+i_LrWiE~E$e@D;O^|bq-<C^Nm3S1v5kT<!V#=;?@by1f!J_YQGM9Q=TaHxZA
zX#e@(|J$TKLjMg|)ZN1gxfIIs^*h4~EQVkWf0@)3$=jd#{x;DCq0s^loh(x-F|ho<
z@Do6miAn(WboM%(EkXRwH55NiiM97uM_)j1a#Ue#XA+KQ@*q%}(Mmwy?IT=VDqwt*
z+XP+KvL$gbF*&Bnmq+Va{dj2h;QJwlAFZM-EiEaihEjR88$iDmp{KWZlw0-(FrgIg
z0t*3!prD}b+8_y2T73L-^&0aJ;M+MKcRnB>cmXZx<}(rqSIbRDshH54z;{t()O5P&
zYU8n3D$MJ0lzZKJf`0x>;J=b}C1oW3r(rHI!}}*VAJo0~+b;Lpmo9X^cgOch2*ByM
zO|M?PBIDpt*VInl1aw2RChsnAA{NFg!azYeOX54a-D%~-7{X}nQ|B(H?wp>7?yhr6
zF4wEu3@6FYai*Ag@7q<5)Ih%^0TquqKhdVWdg&^i@(nPr4PzN1)cvT#Qt_|k*EdUo
zjQxes?;|6}%z-8z<xW^I4N6dyPDx2ACnG})>@*uQs7(*8kf+;E{pZd!KN$_-AW!pS
zw;AnUzC03gM%3ES35Fc|qkc9*X|f63{})RCa$I0hRY&_AO2nF)W8prbi<_WhY(su}
z<c|fsb%frV-fqB)2b|{%^?QUij;DcuY;Zs?9^krjIkEzL>RhSFtX{<d9(bn)S4uWo
z{(a0pxb6(V2<!rPowfTMDS!V4p$$9FQXbi8%?d*bFEOE~b^Z_@lc_@AL4|&2VL(r#
z%c0Z+!oKGjJ*b<@jV6I!`z%h&wV?jPIFmI~tUiNxlpnH5ua3Aar?rgDp{?QI)#Yd+
zV?wiYIDQYcZ0}Vgr^45TJ~%zHQWu>pg5W=V?c<&rbm1Cfy$<X?pH$n_dol%sO=DZd
zzi=*HZQLQ?Szy!Wf@}P^uw6pCik|Lx$5&0dy_t2;Ex_c=*|kgZTHkO#YqjXgXaB_=
z#gGN#qLW_1GP)R`$5I|L<G+bUBORIc{0p+xS^`AfQ@dGc_Q)bgfXy3fY(D@1y}Ogh
ztGG~lxB1di5j9k+6^2spCp_nF7JfB+w!a*+d<wpOp-_r=4U-=qo6#?#g@Ern`jyGm
z$AgaT)vj{dzK&VR?*p@w3^%=~!>jM!9h@agR<f_W@gs8l<K~Uc)^S@rYFn=K-hdEO
zs(1j^yx+g#oj&u0M>b{mC)R?q;YD~;e|^51wvrJ*C`T_GDDL~}46p}D&RE~=iTxw+
z(U-g~YLVsTr-q&;q(sxs7mLRoCF?;6Udc6HTbnp6hGKE#bqqYJRKjDofULO_zrS#r
zgWmNGzKfNKgEmaudss$fa^D)Bd#OU++-yvWidd>myZP?ma)&HLk^DtJ7II<d7^>yp
zCePFJL-p?mxAg*q`L!N@Hx*3RtUE!aaA~Csl-&o<URiPt<kEYiDTA*&I)@qo*zzpm
z6I1bGh<hW$y9U(Jdp~dE*jATIG^-_*k~88s1>gU0xb)eO_tJWOi2XHS2A-1vi4I8~
zo1A);t}!TFqOm&aYx(}Z3S1X1uRL#=W%dhV)U3=(v5vbp^;`lsBHT~A6FS2#=X%>D
zAF08Mr%mKW0$Iw!7hsT$_6$tXWr69xj2fT(t2I8_UZlwxK1^_tw_?kKwDbk|>I1(a
zy!}iD+=TUm%YZ~~i3J(0ib8_+YE!EkD1y1T{%D$bKF<8mhkF>JSZ<3#?_f^&TsFhA
zF!lo@VYLNRnW#mRYylK=esYV~QJ{j&+{u%4&>0Rcd&HM1H_Td%auQ{Rp<aZf+qA}7
zX*4ej6;&hU!o_UA(63<9PJJjKhx<;jHP{%`!!}W>ieZ95n4Sv?7G@Hb2U9iBCbQ{;
z3KbfL^-GINj>CA<i|dvTnp=+M&~moe%{J=GuH;O8K}%xk*5e#tNUl)3BAxEdJ>r~n
zCzh@uqKe>3=v0_%4PAFJW%nd{`k~dc(ElaX$ZgrJ=OdgYiatO09KrH3#{I=@zZwhf
z#yA-(;~(E*3Jy9pt~XLIdzfaQF)n;hImg9=R(BC~*7&*`Lr*6i>UbTEFhzPkeBPie
zlDRKNE!Dt<|LF%G_b|<asIs>#`$}nTaPA|L#U|cyZ!eZxYVTgS1|cRTB9UbKuQY^r
zNfH&u0)|EcpODT8&C+;$>zVsIid^q~W_oUNdTFcnhnbVu-}XvhgquZn0sq3t7XN7U
z)u}?Ze{pXYwJh2ay@cxH!f`c^d%y>#!$Zdef9_gvPTri#lm_R{N%m=4;Hv5NVrw}g
zG5`8TEtlKPB``d$;mo<dC{arI@1BfV)`c6_fz{3ELnpxjCEHGy6ZD`=(255O7mm?6
zf*1B!Pxj?;Sb-Y>t5?7x%8$6N5BfQgiZWEfVKD`_!pPz)Z)86L)~%pBUy|l|fec1+
zcNKgyQ8I6KeXCbU?o!E3L(%OVVdw4XL4Il@*DN4Y;+^Cnk=AdUZZ38UZf>ttJ+u$!
zum7Lc&N8m5wQKhxDkcbS1*Al3(?~Z6NQa~}N{PS%=>}06=`IloX`~xex<%<FpmZZ3
zC3VJJ`t0X<-}9ai=lst8x}9sWX58~0*SN0#Sa%7Vj>|(G|4L3&Wni`oZaHC{AB;#*
zC;L|K1DoHoG_$toHVc}{Y~32zZ*)9x<eDW1wp6^BrY2F0lVN@TAzJuNAp9(?doeTD
z<K#SLs(%#;6UH$<zCU=Iq3xY+XpDxevetG9JT&x71^4d+?dhs$(BGSlSwa!t^6-#x
ziAf}lyw^DB?h{2sGRNwH=2U;;@`J)ACd1}ieRIS8^-`s^6R08?90<kC!Z%y;lM9eA
zi-ZIlT}s|U$jz!H-n*%#V|a;KU5v~sD#|&ZX`>l%-l@nk<_?^ZDlL2C+E7>Gs;>|e
z-&Uc{uvXl?#1Z>I?K{V@&H($Ne|q3LL*DT#o`#|_>Fv$NiVs)n>vCloiYFO@qhlY)
zb{Mps8@bUl6W^ejk`<d4w>{7=l<}C;UqVpFnYEa8;9w=b=5MVVR()!_EeSj{xrz>^
z$jSK#aRu<HZVOX=l6X$5`;`};XJJ9y<b#$(0gX9tC270r6Bmv3u80DhO=_-M>9svh
znTAH|@Fiu1o4D&VU@qZFHmEddPYRA4obPyGuin#WDu$rkEN$$zpT^yiZ_sD(z>Tau
z&FLNH>Eye@t9#4Ivqr;od^DAh@IrsGkXD=V$NVcxTO-GJY}MD7{?ar3Xl&X17i^Ru
z+~O#MmSi>KJo4Fd%Q*~I@~pkbWql2Fw3~!W9&@(}_j{G1)cmW2i_<pOyZD2t5clqL
zA-`(M0kkqofWO-SijBBiTvNl#pJ$syc1JTU`9HcrTFaQ}MzA2iTl&pK>=faw@ew%_
z%BN>Y)BkFoZEtU9t3A(hcH2>~0H?*btC3|jL%5O6tM;(^ARt683o!++ws-5+JU}Y{
z%#=h=BkREP_Q~-E2$If_pc2=d3QB@Z*Nb5%w)IOb^5^?sa2<qpc8RR3rKS>(-g9l^
z)hP19J=>P{?K~yzb2aYy`omge`Sj=6jiB6+kB|r`jq=D>Lkc6(Ue*X`kk4-S3-$gz
zS}Np+S%ZDS_lpT2JvK*6pB7jtBL8@)g0w<8=cn&3!P07Y$E(IMSYVMRnJ;5E@#3^S
zQs>>**T=+nIh!k3WwISld5ynH+r%M2gIxx9TUcnFX_QLN$t18Su2#OWIPNC;D}EY0
z;FO#L#fFsj{;mQQLq}t9w?7KK5!;dI!N*M>hw+nB6~pRZw<G89b+R;$PTKtvnsbu-
z9OkB%l*CxWuN0%GLmIMG?Y8&l3oOr7luu-QzrP;!g0KpwL6?=N<gin}U?x#wD@rK!
zBC<|bSdGgfZg0+kiV)L>%~-en0!B2T^_;!iv2~<yXc}ca6DM11inV!|ea8RgL8%{-
zX68MGjrNy&R_T9{bTa;xg`>@R%E#|Px!ZTK@ax>&ZFLZ8nMB{2KF&ve)V~76GU6zb
zdT-XfJYr|8ByUt9DB=SL5}!kFbY!eo=Jes|4cvwIWH1LNY^AJ>kNCfBxhp(63>F`H
zPT0mzW25g{+s@rzpT0}5>u-v>KYe7FJSos;_lgiBpn%C2lW0y3L8VR>Cpf#+bTzEp
z9!*gGls)_T`h;9|WdhQH8OoZIzDA*xV2i@rcz<eA@idY)v$-11x>8qVy0oQ~G)fYG
zRm!x>ThQfbSZ`^IgGxYdIqP^z9+S$3%s6tkk_%9HCwV+<Up|aTS=*Z4UpMb$$esCK
z#4UR-=AN&W?l`(wwPD~al3IYmA`P*;_YPICuKY#$YR#%-`l)vYDZOQx?c&9CngR6X
z37v`uzE3!>{D>tie0mto>VR2AWn?a3PC-Ql+0;7o5!yGWkCbF&$2E%Mg=_Fi4?nFn
zldOiTpo13O1&gWaXj2Jf>3#an&OU1R?9!^Pw!z^8>u-}z#@u3oKM{p=HRZ>?!K9Uj
z!uxp#Gg?sO2_6Ft@{aGqf*Iml&$wfGaELodb~kcoURvMAg(_Osz?n5|V#j!A%wDT{
zH+#>uy6ci6+gMu;5(|F>&Sb>=FJm;q?Rw3Smwtvwr{O?4JzDMo=BV3wuhsP98}&S1
zfye3X^0p2M^2AO(yS#Qa?U;2U!NgJdJmu}p6+E<B2q+u3s!bk}ydCyI{-8fuiHu@P
z5}C9Qk$PIB*PC%&qketQb!8oop_#N6{JVYYFqN@3@U8z=tx~Voxn}yD?Cd`aiEzO|
z#S;ckeR8Dg&GezH7)%<#doWN7FPT>dX|DN`NjPOTiN&5uILOsmTwMJ9D@H4d;-nP#
zi3Uz159yLW<I)lAGa{2+<i(EajSoNZ_MgT4fY+Cg^LTztrO4xm2N1(stt-0G&rQ57
z3|{ppmNUpl*1K+F!h<)zRD|%pFF&x&c<r<J(6WGsPpB|!R|i~NZ?ko$ZYQ>Hdu+=Z
zNFwiqKLP#7*0R<3cc+kTRx8Poos(nw>H|9DY*yT!l}>Z7Gfe$;2n(-8|3=fz`d&ZY
zD^S4xPA~T6mG@un<`q3yP*4nETs)dOTtz%cAT19b;yQeMMD`x+9XV@r4Gj&Siws1-
z&+brPaj@CNs&2Xlea+Fjml@wVpM3V&gjoA(oi-l#=MO90#{5JA$miuP)I*bh-$BRE
zxvI7!ii$rl6j6&ThM0g+`5d8TmRODRBgq4Vxxvn%M0UO&jP))v5mGZ>?fS}fAgy3F
zTu7D)X$7=P`PwA6yu0A|EO-i+0;MhUc=)&qUpuMCfS0P+wK>ddCpdNo-}?;}?&2xM
z1onGYjYp11n#msGTc+Ldl*h-%n-FJ6wod|RS@lLMi3ynUKSLh7Ha0Gq4+``QOGqUO
z6b(t^*eRly?AcbXSi04B<k+08_ZoH7tRU-*6Qxjcd1{8!f8F2i6olES>FH(saLKew
zyT`}%dWtlQr!vq&2P>rn`1q87?OA>jrmU^a0C0#l1-OH=*>J<J9t<8U=*8y?hmj0O
ziecB4$4o$e0`Z}b)y?%JQB;y{(JilTL&4VWb#h=Z`tFf<edryRO=ERc&3}dbm*yY|
z=SctC?*LaP1mZw41=p@!qXH!+GB!4A&h6&{Wv$bCEJi^Q0QC(aI8MSf|IaL9j;T3s
zasX-t0t~i}cLBkuT>;(@uGH}G*92B`b8|tUlJbY*;~;j2>;B%;&mm7MBPr=eD&(pL
zWVuY>^qK1gx7>#ISQM~0N6Yj0!<50EGl<w7I*ZqShy2L_1Cwl){Eyqg@J>Iqfxdp>
zP9VGWcujeh)~OF4{Bg-twjh8}V$yX3G=&Jz)&oOB3yI6fic>zBgB`(~+;w`)&@Gv8
z$E420@Q;Y{{S-z-N!Q^0?;^_ooI3mu8RendKkkN)_`q}d-`ow=ss)!YLW-d(Bxmvp
z`AQaz{(G>W#quWWJ?Mfhfo>wo%u{wR0jrSjpTI&|o{ccXBGq;v6qOx2UDay+7PbSO
zEcqyIuy0(vc(EB=Oez1zSbt%48jtyo&8v4UW3El-9&z|hRJB&IK4iBX`XnGIsH@Og
zkHsCljPeQA{F7D4>s`PTcyZ2e;=c(ePrtqQzL_L6Ds+0QiY3G)>^yUh+GNp~n_BE)
zwTipYcv&Ol7YwP%ga?IAyBej|NhOa9ogN<kbfC6-zI&P{eObuR4w_LeZGB%9BpoiQ
z%#V)zE0h>prS%l&>8*$PY>Bg7adN;hw1^b}XMKrrN90XxwrBkx0<x4+S&)owmsP{Q
zsmViV&K7JDRXN9Beu~}X>!bY5|E?vT)yUJ20Uoa>dJDL$zKHAVF&&fy&wyRJUBtD_
zeBelc19o!b@#S7|4b}2|&+v4K-V%r;ojoMrt*-bfM_PD+=oSA&KnRa4cK7s^G;U{|
z_as|jI~Yu2&O+e04F_ui+oR4&@6K71UmbA0z0=~XLpPwqWBCZ3E!0rwmhnr_THGN7
zw>V{@nQQylW%<$UA?42ckT*)giL@6>!r@MCE+MnFTIpr=%=pSed`{6p*4&56LMV9z
z7kinQUBW}Mha5IG0w)WjxwI4ycZwTz*v?ais2=RLzG*Z%d49A_yxH@_@D!HH`<G+_
z8Z800aLqxKWVnG<|NKMz9V0c4JBIr&M_4RAapRe@(uHCh?w^N9lg_9kw68LB)ZSUj
z_C--}lSLL|8=`DUAHRUj<2Vr$oB4^mUiwZSrNyZafIXarAVbXCR8Q@*Qg3Lj0qe>|
zCVu}c>I}iP`HaFW7l=Q;kF7v8ANP#kCo@xoI)jIQqBigT!R~{;Nu6^wlB=mrL#Lh}
ztko(hI21c?OsQHO^h;5UW~*fsi(1n`7PFFEJ8T8~se3j_`ID)PNCLsq`B@b|a&?G`
zy#zRNEl#Y6XKt2z;p$*Z|HPr!#QcgeM~T-(mxJ=iZ-%DawJhSXxl;d_B~P)D+e$S5
z%t5u}Dh0A9z)Eq#{A=`1HhBbB&wJe1mae~$_t)d5nj^kk$#Ll5SuL$=+ms_aR-!;L
z2z_1ALGQd{VQ%j05?2ZRtF!f|ppC=tL;Sro@JOG!gh@ZSu|QP_uU6Qm-9GIuI6K8M
zNH#TB`1tWvv74P~b%qIz)ivUaRo;c_2RI0v=6(1*NO=YbS-K4v)O$BhI^XYP%xjMM
z4pl2pw30>!5>V-Vf>x`MI2W9UY_(2HKA{9&&dMY7i>Z$^Oz(9{E_Ka>jZ6JG#%HQT
zcHe#QIB|fr5R9RQ7l|4GEJ0T6k8*RV>M|M6Z6i50O|js?-qIJVC;7;;{Dr2dO7~6D
zuP)z|TyX~7E0~Rgk8YHvP&bWXyh`b%9u{0m#hAT)a6}KxC*d>)`PU{@-9}D|{pwf@
zlIARqL(!F8jQv2Cm_wAc*tpEYFYbZ-fK>V}M~Vm`E#J@0ZK{Pb_T$d>$S$5OnIdh1
z-%ttd32yT3lVyj+NXIg1U3}Q}?j{%x9P1^GXrK1bqua1UA!n$)%jlRLB9}X5s}pz9
zY^`*wAa*d5LQ|-9sT~S7;cJeM$)jk%X3<knvp*bz?BYKR565Btuu2q3`LojDtd0*~
z4Q;qEm+Iq*Mpo_#VJlDE0^5;axxh8#JEWzhG3bRA6xzcuNfw+o$c}`VMHBNCg{)wM
zFjiEl`327E;bSc1M+_C}$swET_(y0-=5KL%UuK@_2UZb)@U#AFbG62P_Dlup#x1Bk
z0`q{e4a^SGm&TuXDsrOLH9BhL^onkThktogtT{7%eXys|=%6i#<oPK*Qsk4hEAkZ$
zp#ZRgk9LkHE`LTeev4z$!5qs4ZqDsTEw3yGv8X|sDO^z(ihhH9di?XoMhl$DF_NW%
z#v!xMOV`P6XI@v|ocYR}+uC#;%n$3oeryCS;ky<tk<EV2F~C$hkNU{DRh6xU?sQcs
zU)np&E}WYEPTOeJ6<(xg9KefQi$&gWoqW%059LpY1Q_S4prr7*s;~etNTmAlIBs08
zkaZ2Up!KJ1PVCdjl8wo%iLLXHxYe?M3Hcd-uolCdAQal^)vzL%d#&3b^`kcZYU$;u
zYwgY6EGHS4O!sP91rPEssek^c@4&=Cwzz?#6(QcM2DMqWdv0#+o%K?)FGTYE>px#F
z-FD<kR#>OtA&X4+HTlfYti<v%jIEXz7gN6Q@$q4frW$dCg+dTK+P@Ar`vhqC(nalC
z@P9heB+FP2cs5pA7X5M;Z#3KZ`MS&K%HXZ6Z?i4>ngcpYq%9TJ3na`h1UREgf*7h#
zg13?GFaOlvuC*6?Gj>6AMam)0jg4rp9i#cMF-(&*?*S`Pk~Aw@l7NX7tfq);hxehF
zqA>P3!BMiPR6kn%>5ck`bBn8!PQyPBuk1LHw+-qe$08jY%&`%cwJzaB?yeRhkQzYz
z2DV*N78%+3V)h>+zzUFjZyj!MV^!BzdoC{R&~gVKmp_yrls;ziZ)5LnE;1ice;QUD
zTIq^F3+v~(N)o(b%sz5ku3Q>xgn$L}BL(+vmPm2XUgE`|6v{#PT~cMMhzV?i*<+AR
zvuoG5D<zdy=7}%4;%h2sbN9a94XPiFj83GQc(n%IcvKHdXcOl6`}eORmEKf##W*9s
zns8Nh7}Q#MbHx^>`Qe~1+BlM`TkF}JtDn?X(>rkT0EZI(3>4j@H;|hGHblR_ykgZ8
z)im>>*n@hcPp(BO#CZ#E-!t8A*1?Xp-l4gFTfcTaI~S`tJOGh3;pm%~Wl8L^83oH$
zTPmZ6VV=~byFu}E4HMKYCa#<pt_{!iG#Z{1u94A1P<omYwxwaJdDXW|)a9_g`f-eK
zOWxa?+OeBCzBCq`l$4!TB3V~0?>Xi!efE>Uwcgj2io7Kgd8(nEpY^oNIU%J`$pd#4
zgq;j80vH!_SCt~4;k-8$x;a{KM1A{{)DD=JYDFNd(0KILH2^fG1t!<!=jlr!uU3`Z
zOJzJ7xQojr{P&aesQvwsT5)B?5_7djElCtUUZNmp!qfevA3{;LFZ$}`{=;%z9=puL
z1}aqshP>to8}9lPGO59X)k(*$iF`5SwW6d;VC`s=d|IjWlBn)AJUqNV(Qyxk=kE2!
zA6v*wx}RyfJl-JRw>Qbnm*vZ)9l+J^&x_IhA|N{^btWkNF2o9uK*38Ix9F>VN9mWO
zj<V^jZamJJucU;Efq;~h3HGsy{VgdV(IHEwi<eeV_xMv$5OxNc)^A*AB5amIlAbcV
z*;lVy+zUuh)6kmfT=YWTgv3Lc)pc&FZ*CA$PvUw)aEkv~);pkTAmlAR9H+b4JmpsB
z!I8g-4wX-cil%K`?^eOn!On;z{)><Wd(2m6J^p@R@OjP_$_!L(#l$)*nz8SsN-xB|
z^y$ZkT!(46z%{@!zQ%UPH<zI;l=1TwNH39`mQ<;NjASC@kWBh_E^8$w(?Ev=6oKl)
zs>Sd`QP57nEcAvzaoP)9p9E9uD7)`Z&^s*=KPMo`QFL6Q>TwK4k}{j)70dzxg#`v#
zV_%LsGi)%-qph$&R6@!8AeNRQB4Z#O>=A{X^yk~IM%_i5Vtp=k$fj=f>wNF{oqI7M
zCvPG&D19L$?J`9|y|Qd)-b`|Z!fcIjK@Ush7mP;oB})Nw^FMfp$_STviOQut<^S}t
zq<20#m2p|cF4`_0tRvf<%|Ewm?926+vphTTNk@cr{hFn+wVO&?uK#qTCcV3!%Yev}
zQTY>2Y9ZD_`<+%(em=1?FMq?E9zo@T)XaYX3Mgyai(SUzu7&wZJrOZ(VUW$>Q+ae<
zd|`f;vZ=Nr+`_do))SQ&<c2+sgPa!ppRW$TIJ!7>=x^9NsZQ&pt43PQpefINdbD*)
zF^OBj(8#C-ppnGrrNKO<nl%7u(1A(5(8td&_X(ik-s+};eIIoJv>{3|DmB-HqO~Pf
zlGJKVVbWnKE2uuld~l?}O5k3)_DuI=LYDY&X`Ov_cU(nH<3pF2Vh8xy=;!ec=X0&J
z`Mp^5FjYG-hv`cs<<IA(`c^Rpu^YmS3!2-vr+l`7j4nwGgp<oeY@&QGS?hmBx*x1o
zmVl!j{N#gA!rD05cIfEnr1+LG9F2pY--=({{J<x(xOvnn&fs|!I!ZBger;W|<5bJz
z8B+DD!3nOcBet4r$4oNc$^~t0aH`jz^Y+KMKTyENev3EW4XClzM13jfMaM#j*5H-%
zRNxmY11+tb%YUJpA_U0*zt}fX@0N)|SJ0A<azV>!Oqre~FPZ{+fH{|(WLy=Cwf)N2
z`(CavjlU6tRu6;{<1=?lW|*p1r^{8em1%f>2FDUg(wLF$#;pe_ya&WgWOQ^!qRkb^
zoDUubU1wY>4+E<{Ju9oolXvD|q#ziE`htd$F*p)K0!$_LoFKP#SpPewX|?|m+2B)q
znH)ZI`KfuY5l7v%yGyHyJ0XcvHWY=*y_265@i$jy^~xNNbt?#eK;lB}iaxv?!gNCS
zAx}PFK@lc$TqPkXNj@*3%>i;i0%$H5x`4662)3%v@YWk`@Ti5!APA}*=-ZMIpdvTs
zr=^t~l+Mb`%-R1xLJiF0-++IHYqCIxXB5V$*z)$Pjc3Xc&aRw}ChYp*c=o>rAjsMR
zEGz-~2j4D1Mrgk@Aj8hiJ_F^))Z!vNSU)tD-`EoB?I@GfKuo{f3Zn+>;WrgaDlqnv
zB>MaM=FmF+qXmQ{jzURHKY#N;BB8$<7km|ON!P&vZ1<ez-yEX)76~b-E|5kBodQ;y
zZO>f82EJV|g8BQ;+`|zNk!pe0D7Cl>;hK$&ja+%Z30^O=%P_Vjx1x#UuQJ~(-Upvb
zOytUicFsO!1|)iRA`d`q)e>HAe%SeOE*2AYI498-A79nL`+!=?R}a8}&bM^2-ec%P
zBpQ<q9)ny(+1dA(A5HpUj1d39A9}4H^oQ^FjOVFY06Vs>o$e(jajmrC@*eHwaSYtg
z*Vk9pnv}2&EBlGRo+jE-RyGLe2?438sr*jj);<s3b8pnA@puxx)1siDC}+06V|k+y
zPkbGou)HlF=Aj`H?(<1^eztP8dSFF8D)pOyY^6E-+Ld=&y4FVTT`iJ)C;si9a5ZZD
zbeT2a6Nxqvcd*;3!X^Own_KP}@1C~|TmI<QoG?j6a8x>5e(Cv4t(w#R6Ss=G6R9A}
z5f9O0w}V@wjZRJ}yXO}|JT?)t#d$&OAKiQ)3!tZYjKbW`6fPey;<i6P2M?5ZD+}A&
z>1JlEDmg5<NyrNwo}bn-!4&1K7t^&G+^c^=$iQ^pC`^b}E|w|BMLPNA2~5`51pTlJ
znayJ}c$S5n7Mqu^Djc{nz*fVij`v*1yJF56xd!{8;}Ky7LQ0z}P=(FpRO`%iaSbYd
z9-ps_l44yO`8F}tE7`!vjn$+oRS=}SZ2Zi{dG75L)WPbw-ym>ct1^!Vh763If`}^>
zv+UH`5cL;ix_jz~T-e@KnXc2nbEGtyq9t0d_rAd{xN~MGY?xsl?|5P>onU4|Zc49p
zzmyPn{?wZqBK5)G8_c;{ez_{$I>YCO&Xs%i3GF5`X}%NXV!qmTPT@6t{&`gGhUl9`
z>owxPiys~5zG#p664zDnqOHwR)%w8Dq8@s5Q4!WBlz;j+-F5WJ$1aL56~Y#Cfl+oI
z0%@;p4?F-5kbC6_V7?lwKc-tlR43CPuOs}2A*r#rx364fh4;Q;Umt$9<0@~aL>C%J
zWgO*11MhQ3jc|^uiVuqxu6D5Igrh~Y7^N<CnK!&ep$T=CgxpYxy4$_BG6LF6{ScO3
zuElBp)Z4a;b1P8*W7g=YM$8%)LnVIDoA0~~r98jGbvp2az<OQ!b5<DaV1E6pwfqQ<
zjl8+jCKSAcX6O*5FQ=^cf6O)H(*6*&D*n2q6&Zw|KH)mT)4F{$T$wc6&zGd8G<j)?
zYUbeJoJ?H%H%XBjHs2I)nZ6f%R>+qe&WO+&aH${v)ego>*+*KLFIOq3qK+d((T<yL
z9mgxTt9Q2?N?<p3tF+4}jcf+8yL!SCtdrLTypg!71OBk!{Ve@q*fTia%k9=yO(75B
zr6U?OYS!tB-Xfe@r=ghmDz(<g);pUb;)bc!H)Zhw)mw%_+bYk`ZT<ke>bzIq_-$X$
z%XBu}2a@Kg;7g@-I%1W%D9fPcK7WYQ8?z<wig$pq7+xlU^zUBaZUc_0VijIQJM4mK
zzR?e~XEs~}GGAwW#g(E7c{I7mcaPn5?&AJB#b8I8wMb=1cTH)dgx{X>Ljg=-7@?Jd
z!AhdZU*>KtagD3L4bT60(PcGmDIzq$2)&DVNiwaOqP7q0XxfKWO##LG3Zj^Gf(t?M
zSn7ze+8)W`Y^B%a_E8j#&_VRLhlPOe9_!@EfmPnu{U?#KvtQ~R0uJ}ySA$nZ6>m+{
z@{$`?Dd9W%*IRrzTi~%41Lw$eqbBPXH+i&=#$EQ^SKd<{W7Pg7>rgIKuWxPVru+BL
z94x$Z-q<ld`jYdI_2C=l*7sAGrw85eGN?eUCr}4>ChygUW}6ka2|sN1sU8t?*ZpHB
z%QxnmnOpNjpU#5mp?MthJfIu)Y9Dl7YZA!mgX}y#j$QDo?&;w-!aI6u8kAwZ6Ms)P
ze!T_tJd(;@nss|bw=?2Mjc5SpFI>R%zRb`&!w0Z$%XE^@mc1IH$ziBduXMK6oP2+X
zf?a@K@9Ve(c@>*tL)8)K&ZdJXawvGi{va54hSB5W3i?&I?+T8O&%~jKOP=cZrO18f
zPwsBOC)w*yrDr$)m0CiVcVGL=e&>8;D%CZXrT10xIGFAhB=7!!pX`2yTH{kg$2eX1
z<nagGoP67TWkpnOCD&-1>?|x9ohKfR3N$X{WAtKkVImKDpOBa)iG@r4#y2xpJ(hMu
zjO*hGZ8J#@i%<^HXvQYf#MKqcd!i$9_?_fy>VoTdXq6MsIVb6H+TKKd1Q_v{e`Bn;
zm8^Nac5$D)6;{%VXQG*nabyWuUI<BS=-8_4QaI6L);gO>K-e#VxI<fU15AQg>EMg+
z_<|)7sc(ELP=ymlzuI#5O0lb3HXCE)FBx5`-!&zR%A3$)fmC~5?Dz<)c0;XoxV<^?
zz(N~U1qPl8KG#3MFuUy?@F(N=x90SH@to|jc}{|F|8vi>MZbEbpwaH2-c8lo<$F-!
z)ck6Hy#H;-XGkS{wV<lTDZ1<mUU>2wTgYDqjkfeZubZ+(s(5yz@jLVkdC_)b+%c)G
zsf<m$$w^;6B6!VY`rk(Sw|`0$M=tcM#{KZGTci9NyF1~TVOJu4&<bZoE8&3Es1w`3
z@_x^fbUDZODO}rmm(^zMz~cY~fG0@kR9KmmXkfr#ZJ*qn#V#$5F=!5I)E}X(1ma}z
z!e!@s?sXu%m6$EU@c{$<IyPOf>I<caTzLp3&DnFHR_Udo1pFodrM0<7v$3@GI8Ox#
zD($^Ac2;Z|6Ia#?q9GTh68i1BkWNP!-sQ-6+U}z4OUNp5=4^2#(e}`_v5M&hp}$#l
z5r5gHY;aw9K>4$6lMk^??1v#HB@DCKXPn*Iqb+K?mebv&Ul$Rs>QG^B-jI;Y-<Y$|
z%-tqJC$*D#u)sxA`8qPh*s17h(4YKrEd9FONIkfi4$?5@NjE8K^!G}~@URUpCUK+w
z-2I`@p^3j=eM?x3%SchLs>^B?dg5f=amX7ewP=jh%Idb$6)QTswVSt!zhku(NMR`C
zkohe$MXdZM>##(m_+RP<tzmZO;78wI#9T*8Tt4~|ufq=4hdei%e>iiMk@OSl>lt1I
z047qE1K4BZr=r>QeAlx&Ot*_pI<-ZyFMoI3^0zRCAk@GoE5cT(?6006#HGeeH1lB~
z;U$qq_A1swaK5u95G{)f#WLcm$^CXdFmDSTdb!$oNkyxKQ4ackCZA{ZW{!#j2^<sM
z1OG6_|IM(2!^skHIz?)va$&6*r!SNRMN5#wI{52mzc#{)*}LJrd35x`c;%U94FA0S
zKYaDLhlihV8N4^v1xg1NZWOj={nRDim}B3E*GeJ<51Yo^gus2iw&rcPv%p;bS7&Eu
zGa8Lfeo=dC09dJ=31d6ccHA8hP(Vz2rRz%uMcS;7-$K(ki*+JhayvV_M7mUz!ew^J
z%GR?jfMbFX%s9YWz(<Xi2YZiz&}D`WE!cfQ*n%LN@)dfN>z_N|RO1!BDi#Y_z?xtG
zT*y2Vhtp>fzJ&w%h4%=R)z??PUA7)@A*&;<m0-m~;5DfR$&Gp!<rpQT!gqfhnYfwk
zk;s{dYZrn^t#diOwyTW9RmM!TNyp$%2to{iXkgp{c6`P3vIn{vmFb`=($UTu^8_?w
ziLYzjr>k9CZC#GrR#jB=Y2cD|Jjdya0>68TLlh6d+=;N;i9}WZW@f%lk*fNZ<kkS1
z7_OoJM5Cn;laqTQH73X)KA*xi<;$U>uSK)YjAjH2WL}-80x0nv_$f26tdlSgMeO_u
zO+fzsAE53{b2OoY70Z09ubh@ijNr*Mw~gb_iU0%E<S%i3{dcN-Uh__tS)}OY14$lp
zDZ&Z4pWX`Z;nvl~<-Lbgbck2tsaqD)L;`)U^iHvgi}8+RwQ1|cQJX4J=*rIwTGVtQ
zKA!fgBBjAnq(m4MCkj{>N&mtU^O2yfDDeO0!3&7lg~$p5c>*IvVAxxKUODqP)}f4!
zJdyQiSklT@el--#7C+i}JlHX9|3m)`28&!(Te_Lxx(p9Q^-s@-X32<fgD6x8od`fh
zbDyfQ08nvQ!Yr<@{Z4$xRDJi^+E;dI#8p~vB!=>I2blj4dU<(Du5$isLTM8<chQb4
z^)KA>lH|w7CBSLQLUCBFL>iMZKsq?!2EmffeT$pl3R-_0tu=T9R_PR6Ax&gHXLIIV
zl^HrI`&eXi!+KbyFvfMs?CBe0oq@dqMLq_^P8959nq$(Szh;YmU12-_t%6`-*~Ae)
zFzO>Gn>@DBMPSKK&9|L0St_6?L(PMUaOj$WwMJ9(*<a3`mAkmnJNR?6j0L$R?EnFa
znf6Z<d8XZoXc_)2OSd3wp+HZ#ivFGH`A@)NhzUC2K%7)>awJRTzBXm0N1dc?aA)%b
zDW68J<c})nC6(&csPfMJtsVO~l7o9)>tV^Pta{@;ob!0dImRXVSLozA0^tKXUcP?)
zuju8zS3){~u^apa(D|7Ct$B1o{!BOh-+#YGTKhoJe<F|eOW*Dlag#wZq!1SzZmg8$
z&YBGZaPM&imH65(PMKa8n~0kqjGX4~#I)}hepsCeYx8Tr^uRtQo^2~ieGB<^;(tsG
z|CU1@HTiX5<dCW6s+Z6Z?b;qTV2z?vitS>ll@~rav?Jy+k49h<P*ThD;n<pw99jVQ
zynHC8wPN)ht?=e#(zV%|1V)pCG<RgFRX^B)Z5Zqv%m)rV0>CNzIEx8PEN5xF!eqV*
zF=!UbSTe`$2B@W|kzRlY-~*-6sqa6xf&DuHL)5qo)YUU>@y5MQjy9XGDJ8!<h9Z6N
z)Sw6q)9Wd*>*bRImO)yww3L|zU7M=DK8wD7sDsfLVuX3rqEV3op3tay>p1Hniu+sN
z73yXKzo!^$#?3wcx^Y^(jOH<E6f@42F*u#n^Qsm_UulYX^rt%kvdtEi`gfr9_o_b1
z3AvRQLWczYd00%0j8PdG)Cs&cQ#LOCV3%NE)X2}aBVm#XN#n}ClMM4yd%EOqo-=>^
zec=zWX-ItC)LWR{#2!!m+U`IdbFRz{Dl0*DoeWgzsl_1%%^FEx>EK%iIoY|9L9)T1
zduEiqQDMI%I}2?e#EbXxkYF(R<@ZtZ7l$5*N*ca*9<gEze(Gxa0D~hCXgolkBESan
zn-qDc5u6hIm3&B8X4z=J<6LR0@hLp?kE%cq(GX^Yr3)*4Pywn|j)Qf7b8c;OBj~Sv
zbA=jk{zr^2-YXFhl55aXKRJSCM7SdJiwryCaN9!yqeNM|yk1h@wqz=n#9e}eha+Xo
zBu~hCvC41)t|wyz9KPl&uvyY6){|&RtDCvp4*X+<4=mqL`T6@JvjJgd4k<W7m?5$c
z=Sw7NyT8tI+&DQYi4k77B@iV^x}Xs1Rq9=u5*ynZFDLLH3_n>28iH~n2RbLp@iN#|
zU}^(m*(fpVzdaZ=ym03EJ~VradQrc2*NYmwAn9Zgi{$goUG#t#nw`V_^myb#v!|#9
za7-NjxQkIDmV7%UaPnZH9h|V3=4OdSn0p|L{i5mx@J({o+g=h=AsA(a>W7DW8|=<M
z9=ZTW+qgLZe{(j@pc51x6Nm}Xreg5B0n^{Zac_ODF@`y#2z;O4_Et(4CMn?hI%jB%
zk(}+}v(BSk7=NpCyj|oa0}SgWtZq{9f<gJGICbhY=kBZg4kwr+NXJw=muN9CaP<@E
zVK+zLz$laaO^PLCs=#l4@X&P%fjt`Bg!75Wp*~gLG?8}&tc~25HX3w?|8sKjJ!62F
z5|EHEg5}9vz5~!RNgjG-XP&qL9EZx=+Z)V1X`6yDVC2h+VfC34n1$Qi)3aKon~-6{
z_w?Jd!>!bl=y&hfHnz5+5a5QrT87Ps`)Nu-+tG+HxA+w%db+@<T1$T8SjJ-eMHON`
z+YC_la^23cn`>gHM5Lv|R0`P>$igF|L7vPGYOTXS3>T0E2J5MTU0U#h(-{)pmeEGF
zb(m!+#_4K3imlxNW(}JFL^m=aVf63QQH@$9#(~IG)e_rT*_dpSR*#Jq!aUNjX2*Qs
zcuaWg>MafxkeF29L!XZQ={Hdr0~3i%K!pfS)@CGd#Z|T>=OCpX=``VjSyB*%G0_VK
z7ta<{PP`ckIknd2jQhqggXQ&hl63<;hiP{>a7O9d&h&Ld?Xfi3?n-$5I(_3AR>8d!
zn68{H8`Z_ysC)BlaPXH(YlE)(-3c8I&}*MSn7#}$Vxt4L)u*Am<7`q1qj8&8-k8bV
zz3WZG!qU6BT-2z24t_DQh-cmCz0Z;0j{3@O_UTq>@OOfjM0Y;g!mwV_%9T#WqOz~f
z(;-<gG7p}59Rqd8VlFQ?mkA!9cXgYcj9guSabbqZ8L@zh|Cph&B#x?IHiWFEdHuk^
zK&kL6x#3f>F)=a_(aZhFE&BXPH#oXJ4wO`PYWlyAH6p9w&$ek<;2q*tyqOAF8pRM@
zAKi@e)(gOzuiKq)iyk|7YeU5E_-naET;e1kRuRr4J1i+nC?gdWm4R=Uhjy=BP7C@(
zFU+yJ`&B~KMp`<cA@KF;2Sn}_47~F(0Ba8NVvn?|b+KNqzjWs0OtNXdfqq7b-*5R0
zwtYGf%FRop!B>3VAMkn~8&B|cD|g$w*o+O3zUin%L=b*!OH-5hc$0zi_p^w>jlML*
zdkbgD)%4~hKHA&VvH1)V;x`wZD{aYyW|~#c0E8<Bk_4W(Ba>l>Mgz(v=4lNN2yYIY
z0u*?#IXTy}ch=1^{aBW|2uWanrL=G0M=HebB9PEnoXnYaRf{)_K#4_g`MHX`&ZCx>
zb!#s0f<vkPuIWFE7h8dD%?rw77;c5L4^xO~7#KQNrpzvgk$j5CfyuO>9p}*6f4uvH
zTR45lhm(8(A4aRpPscidyd0vVcr#9l!b5HFw7%20L$1?|0?#-#LVoIG7qtxD(4FD<
zLORdN#id?9zyl_hsv7KoxdhPt^PCBmd0Y_4$>c!E;`s^PZ-*Yxkl2KfXAUQBGdD6c
zw!~%2R9(POK08f}gIIXF#h;V>yh(P-=ks^WVSSCRj=0+=-E6Ld?bceKG;-r>>Gw0*
zA{_msVH5A&O~;1z#dA}9FA?T)s)qP>@nBJz;`E$z<^_}fgDl0A+!~WG5}v|-30g0n
zgEyn5FdLSE@HIZi^IL{9QMW^Ieio4F1lnJza$%b**|>Y<FMhh$7l?Q)W(ZRF?6MN2
zr=KT33D^$~4F%6Fc=zJyRkPZeE5C~6ka)ww+W}G6u;o4PI7$1V7jtG-0R5bY2St(3
zM_T#$oYRa0O-LS(_KiYBx9bYg;3)e_)TiJcCYxV6m4AS5@m|Ne-UJMG70xh(yNr$T
zK_O?YwDxJ3S@`Qm6J8HXqTG8<wu)Kks#H=_Q)fpLfu0@<Gg!v<0t#h3JsV^n`?yuW
zfFPu`5=)or{#iv^+uX6g?Az|7SJ9TR5QHid)!2{)FB2x^b`G)D{SZSMMLjGPv9513
zGLnB*2d?(s;5p<IAdJMU$h_BB$o>qI5Bi^$<bQDOm}UF_eV9Du3=@nHjs#3xI}oNc
zOD$mp+tlhRGf2B{8hoz$H}x16Yj(4oLF`-*SdIgOD}7rLobk`;Qh57qBFB`F6TVYx
z=5y8dG&15oBcci(e3S1VeIp?V3fa$CAS}YnCcJGLA70Ym|Ke}(Y5Mq_k&%-_c0mYx
zyBz)}^-C~tgi9L2e$^Jns^sM6MnV=-`GHtK)5n|OS9)>=>dXw_k1_1v-FXJxHuawO
zFe_;w?&{Q2<P3#Negk_}44>UxJ4BW<Wuj=2w=Ik<j-~M2^ZrF3Mv4pLNW|K;N&o_`
zKD`UD9NGK#!>fP?)(5HVC|K0}G5-pg#D=^Rfk%K)eg5mK@c-L+hfmf;hO{GB`~T+h
e;SW!pU{N{+T|eWkY<~*=lewoTQ7HEC`Tqh=EC#9o

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/woodpigeon_synthesised.csv b/modelling/data/abingdon-all/resident/woodpigeon_synthesised.csv
new file mode 100644
index 0000000..6295e1c
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/woodpigeon_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,183,1.0773593,194.39777068781473
+2,152,1.1798680000000001,212.89435094298685
+3,169,1.0328525000000002,186.36700258617176
+4,159,0.9083888,163.90888131543414
+5,166,0.8717791,157.30305903724926
+6,139,0.8639825999999999,155.89626538988614
+7,154,0.7726259,139.4119422700175
+8,138,0.6282607,113.36281172935155
+9,133,0.5029542,90.75261636305856
+10,128,0.4978431,89.83037394517393
+11,150,0.5913236,106.69791368125108
+12,169,0.789693,142.49151488066468
diff --git a/modelling/data/abingdon-all/resident/woodpigeon_synthesised.png b/modelling/data/abingdon-all/resident/woodpigeon_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..a29a0433ce5711665ec0df28a1fa5118fc3f2d5c
GIT binary patch
literal 76714
zcmdSBWmFVu7e5L}h@dDKgh;ovfHVlwNO!}~r6Ap+Akqxo(%nNy3j#w*ODhb`&@eRj
z!E?^L?p=4?Z~rfM);b|N^~B!4+J-2<k-mF}^bQ&t+Fe;0NmVp7EGaZJjP2Xl;3uYq
z{dV9#0`FgIzgKg#c<*N7WR9k2^8T%z<9j=6Q%YBJCueI%2W~b_4z`!iDXreWf9ov3
z&Tjv|Kf&hcWXayH=Q0Rh1^2Ctjx!qC6T+K+&@D4YRMF7U&}1dW)!kFK=5XBA#?Ntf
z9T`5=DrY{Q@`}A%r6ML4#pKl^rG6hBB{kOi<(9az-{&gG4pk<l#PPhB+VL~{uY%XB
z!hiB)Q(_}(8f05CR^g-bDPGVNX9tHAz8#Oq;C5pU|IhzDdcxfW&d~n*)#uM#WVf;<
z|9c=@iHYf`|9jMRv@t&T@6kYxEfw<L(|V8`9CH6XNzx%WK;^&ZP&*0YhY|kwr05wF
z<JkY6^m+E)|Nq`<B==x-sH3ApVh-VE+6c|POU9cxPcxXMk}b92E_%Mj{qmM{ZDmcg
zP<c&K^}EA{^|jUfu&+mjhvmY1-c;01jyJ2J67)GNtg|zOX!x6p?L#J2Or2_r*AY+o
zm0P?$@JV0X-kdDA>{HA8RcVHUeeY?(U~^lW7z7@J^$G8Z)Ic)NaI2r6LYly%C+vn}
z8jdo`3Jw>lZKwQ8r}<i_?K$pdK7^Z_)5)%hn(^EA4_Lf)=jS`EiZjAY1%_q%{4j%?
zKlA%D*t^ugx@-b)67+|Xd2GjUuH+Ngk|xZD(#cg+R9^aC)PGY<eu2xXSKFE4cNH?*
z;4FCP4(B1k#||Ur#8~PI=Prd(iYY7KcbIP~92^q%IyUZ&Wm+4}kG!M2{-Z!8drS$}
z?jegNe%Y%QS|+{P=N|$C|7?tSUCENk>dB@=M`KFBP*MvmJ{o$uP*y$Oan~|hT3Sqx
zeT2$t1mvab#u$9Vb;U@)VWGvqM|OR6H38CCtW~}UmTdz?ubAAH*06Z`N>Y-kI}Dt*
zs^SLc)x}Rw43#O)@E$+^yx@0D?zTPKetC`>$Eh*vjxagd{j+;~+*PDetepRbe762w
zV6&JjYAI4Q`GYEQ8rCsUsyEKhxSD+-<aPY~>ST$a#%dVD(9m!zK!L;O?ETS?p3U;s
z?R{k0{DIQ6%(UEem}<Uescs(oAN@}r*j7#waM=0&>QH%0SnO{rr<sthaI%j7=SL*N
z^_0uAva@^6tWoq4W;<DgpU^3RqBZ_mqQl*EvKac(=j?^&;aY&-^<{#vxa+_K8Mj5)
znE{59eEf6SD#g9UALELHQ__*oDvv@|Db|xQIaY@<B59-}3i^jT{fs)kf3I-cF~r2g
z{0*Bl?C6Q6(ZDW*Q61@8Sbu%>Nx4Y9P{HdixTKyPe-|tzQuK<LfI>u_=Md4Mw@6^W
zLR+j}`-D);pwjepRiw|x7!%KXRgq5kQs3@~mXXgRtup<}hDb<hud*h|hqaxZ@?)=!
z!hGdysk<=W$ua|8RNT_~ugdIR&$vscmHrURbPw#-t236Y?Cgw}l?n<9_`WB9a5SWq
zgS>2rq-0hSFXq2W1VfB=lDI7uTo!rlr(+Smr^?TfTBW)?8jTu3a`B8R7`L$Tl_`>;
z&Zqn4P5ZqpMT1|Pc&$f$FV6}oU390GTrLlWL~Z=|pBWh$Y50m8svWEh>|LT3iWM4T
zzqxG2d!}XC&(tc-8ruA}SzKHk<Lu$|JxA8Tw;4$Ms?x?HVlzKV1-15hl00Kw?Q>i3
z2?kqJaG-o9A5<pC+SZA9%9p_*g+Zn31!rwAIU4aJMDXlPCK&lnjoqv5*}L5DW8Y|i
zoYdAdLsDcj<TUG82^Hdf3-#*CJpE2iP6|-opYA*w`?(7)Zl29P-RZ04x&>dgnVxq&
zOR`CKNfxJJwp!y8wKA-laLEMJH_T5Es}gTqZo6L`AA^GE&(G-OODu=dH+XD!vcXy{
zo*iw<6d$JgF(rA+3MwJ;qYf0##0Oc|L-Q0<Ou>zOY%l10;qHQjqT=irCXI2kbZ8<`
zIR~tzM2H{V-Nm+7WR6W=rSPqG+}1ZOGkhLjpD$dG9dUD7<D61U(6pws^7YR!(LvYs
z8(r`2G#x~&?*z^wP+(amEfyGj2ddIi&77V)Z6o>;2<E=I^i}jr9Q41j)yYobbJX-P
zX!Z4Rx%X>&(7PFCH|%qM{MBt|o>8}^z|+9#&3LgE0l0)3It6f9`9_=V`R3wdR-LLG
z&v^{2JDJX_gGC5QCqfh`O^q6b=u<||q%m6e>uWbg@(|wq@7JQf-J@%H)AKnYc8lGQ
zqUCgj>_}uFjwPXRq9T=jrq*8m_((RWp{DsT;P8`B>tXoe@YUtH{dU4ctAwPaL${cu
zBm@T>Uru*VPf~=EJSaM9HA>priBudM%E-|wbNSHo!8F1Ai9Y+mRQ^091_lN`D9Jo?
z2`pM{9qGbeF+#`S1@H1Zue`8dU0%+O7Zwsy*gQL2heBF|2`ESfTs9!nQVvtqmUX|%
z-=qly3A%05PNAkOGc-`GsClm-&!dgPh34jF#i2&uOV5sr(}QtOaAZ4>Gj;a017I)m
zYFP}M>ZwFT<`-LdY$u36eE6Wyy|lDswu?gXvG$oMrSJ}HEXnC5)rHpN))XEKtPZBx
zep5Q5%pE!ZCKXO<KD;tjWzJ2W;0isKFC^o0NIX8@?I5^Y$m4{NfjO>^<U(s&8^C!h
zMjHB_nui{}4t=b#*&RvYI4yMszu<xM?{!o7X>Xyr$Q+6Hm-{TikLBWFdZ67X&d7OL
z&6MiZ4Icj5H;g`b)3{TZpU$QK?LB;BFGJLC{yrh0={p5}Cq#u63KR++xG%voArAFI
z)gPv!{0svbTGMS4UXs(3`gV3DU%|RQ9%AW^rjvgh>N3%v$k|~kcsh4MN`>4T61~=*
za~m(xcziBLc6NGNxPbSN(Ku1a!>MX0O=UIXl%LT)K2g81#y0V|v8LHIZ7e>4-N*s-
z(iblr=VuSEUbJfVoZEpzB>T({^djE#pVK@7d$8{pvkDHPr2|A6&Y)eZPntTjx13~A
zy?ptrCj7$TYCh^*ZU4fwBk1nqNo8xI1J`KO9Jo+1!pER|^+oYH8mb8<XGlA-#<hx1
zSY5_VM4Fr)tZJR#dnWV}?z7W!UiNLLxV(i+Qd&ACVskiK`tgiGi}%!fe5Z(%n+pD8
zL2#X{!PUAijzvq;ZwEP5raNOZsfg5%a~<<F`u4tXpcQN7vKay=gf&kPOz%ve+97wQ
zp@Ruvi*#zl7dJm1`&PoPTYS#(K{cs5@$0;3W=695ScL00vS^lA?V;u`E~&5GE)PeQ
zG*OD13slt9ZhxWL)Q=LKYK3d7zTmys4N#ib1Emxc!o~?Q_o>80!jQizCFU3cm~r0&
z2qHPhE=s3tw%xFru7=VmH=L`mpW#(|%figu`*t58+ksl}b38eoafCh{l4ozuIc8DG
z`e?G!pA>YC+9^KTZ&wvbgnKr$f@{wkD6+4Mpr?qhAwbnR%&DSF;Hp{$z>WMa$1NIT
znKk6>57zTDbW23tcQcvRXxi(ur6Y?nW9r}j`EXWIg7w-JIc;89UK8z+Qfk;dJ;tV2
z=b(YkbwB_s#0|?^b&-Ah2Ct~~bR}g&qH$%u*=r-PrislKJryCdtAQ5=w^h7*%E3%w
z2+Pdo8F`|sM<>FIyj55u3xLpgunVsG=cVq*;@{s~%X(}T`ZdwoCW1XY(rfK!NF&Gv
zEd++>dP;pxwn4Ruxdb5Z?s9LO8j8<mOa_Z5hvL&yD5gve!B0@fV82kI>@6HVoRx3?
zyc+d=_wHTMb)Hg2I<0o9zVRVA$LgDOzjguaDrQ&wn3^$JZlo1}d-|Q4b6tzy4dI=T
z8I@XH6*-%e2I_>}ov5Dkj@cifPZR^59BhU*VdEysQFdHhM(M8eU#pT5$1OoO+X3oP
zoFw&_<FOf2Mm=HC?B6}xEHCy==5tIJz{#~oc;8gh={(RFlfW}vcc!ZIO+Z0-Y?LLF
z(RUz6X>?4+X)0Ni&Ye3%K}u?~F?r_^Gcm8@yxliP&^Uss%=?lDk)1}2iK4Adt2xM;
z&611D81_<H<vc7mZfcI{W-m9G<LUk~bXKcalhq|de`w(PUYS87FFXNvVp`?O)pm0R
zW^4J<>$qgylX}M*=}B#LVeRL(HC(o@y`LL7QRY-;b4~D+-$@ddd+Np6&{lBKN;%1W
zI>U%~htMs!^zl4f&xbzsa$4;JfI!_}=iKjA<3!)N%$eRi&598(J-s-D)gM3x99Zjd
zomiQDhWCERI$kbVHwNn`teH&Z@@I-?uLR2gj!XHF!lG5Cus^$gDJUt4VEapA8c)`;
zBNZs{?acFavaz%gu4jkV#S~(o_mql=(b7|R*VsjMioaoXFYpmlz&+iiKko@9K8>;r
z_b!;^GN#4r)cq;#u>W--UdzzqwY^%MgF!K>kJC2N833iw^W+!SSrdM{?Kr#?MpgG<
z1hp$tk<Use<WsCENCym>J;xVs8QNfEuX`Bi#@i%und2WruKpO|?aTNpfAH3;wd2G(
zu#5g(w>4R+$5)J!Z<9T*u-m*<2(h(p@9iY{q}vt!)Y9`-b~qWICVF!xEmUSZ0Tp=q
zgkTZiA3m)48iKwMSuxeVLGA@3t|s&5(&r3%c34tIUPvC8@6SweCg0~C%`w9)=d#8>
zALA1D@q%hseU@5V#vXi+ysC$=Z|i`aE<i<ZHBw)GAY(>1J{_~K=6v~EyiUL{L$p}-
z7Q^IJXHvxR?Jzm)n#a#$Yz<9U&=062f_{1Xo~ly4(=3j%Z7p?$NgE#mgu{*WLr(L6
z8$#PgkIZY%fT8L!7y9o$efjg@OFo8nP1b^xm+pxtFgPQ+7p(YH<`Y1?eDD^)67$5a
zpcvWvZk@WVGWXSHq%g{BkCp7&{L%BS@k+vjqR_HEYTudyP_MP=b+~3y@w(+>j6E&h
zLTXt2@UuzXiAH@WtgR3dH+{Zy|3P%4@eSMDdUdW$Th~cp0i~JxH0`U~rMXCuN%$W2
zTEtEp?~S#NV9Y?g>NJj~ZIawd&GT@_meVeqpVD0HP@1F{wHO&I=qa7(Ql*NB4o9bs
zaXOmUc+V64>Pt0ClXcmrbZceWcuE6?Yg*V&+ZZ-;hiF5G(-DEWr}w1}QZVrvU6D4<
zJ;kp2`(O8022viQ;5d$~fpA^rH|Ju>`g-ylYPHb{-G|sx%Mz_TF?5CY(3iwz<k^r{
zGt@dNx*TTb$4J?#iJ*JrHWkvw>ViA8pOaLlHxn{TVVM;cprqxA#h-4*^urhojA|y6
zCMY#M2U}w?rRWZ3Gz)Q91!pu@vh>Mn{0F~0VtG$Q{75$_4RW4;$Pe1x%4Pa&g8X#U
zd)(w1&nsCdz0RE02aV|`t`k)!Bl2aX)0{o0xzQrAE~+uF4gi@dbh%6VqQV`YwdYs4
zk?82RTR8V<$v(=b#xYMt9@}U!1sbz>>CjA0fp@n*3jHZJn@HiccsT&y94R{pDc4y+
z;1SrK_g%lz{jD-R`Itn-l=W9BEVPuJ>{F`QbPLy)_H@7C&!1<p7>s~&FbBoONPoZ3
z9*DzAzhyP|4R*!^ZEHH3&^y^_y&mgShJ(r$3VznqgNaw`aD8=NKE3_@6P_l8G<}Oq
z#4I~h{xb=;h4w515p92(pw=ZD5sS8<NK%s|eSM{iHy2(bkRaLs^iqsufl4RVCGo)L
zP_))Q1~8j(RVY%w+4B)#XI&q0iN+9gT_?t8JrEKA!+-R~vFxp+IA)0lV%ucV+V4~H
z(<f2dj^xP79@|fpBzX#RP4yhEkFsv-RTu{(_ejv6tq*4h53D9knuRK0(yMY8s@r5p
zdqs2((GcCTUM*MnWxlB&1DF5a(E&}}nLd|4EAm2ZYga)+lHW3xLZ~T|Xd&R6T1{2a
zSq!D8ZFSnL>;&KR+ezz9o*qo~kjQJm%JYtU3Q!WBL#?q<KK6<y)I{hZ`5C^`8<&8)
zZusOYdP0*Bo|Mq%@J^c%H?9Zar;>79U&DC=(uI>yjlBHPJp1!coGxR1R1eY*j*od2
zg{&e`uBKekQ3~2|?xu7|x1_e-3u5!EbkMAd4is(Gk}%o#I_0@cqFpamB29|zYmms{
zvT3uarRKz#ZVu67M30wNN(EB`ZzZpIa+GW~WRaF?^;@ZJtiqdI&ek{9-AVc>aumH@
z{0)<FIybwX`shXnf;{2Mu8_j(%KhlU@#BKCAKt%PYlVU<G_73!>a$zi4-o$#VAd6;
zLZJ`gwZNqfd&)nup)jXQxdM)f&9S~7A2KkaRLpk1$s^<Bo7d5XIgdXh`a=(LF8OLq
zjS}(<Oev_K$N}$ogvv9u>7J&6l3|gz`5L;0TFS~%cRtE;`~ig7CT{^?-{L7Zb16rU
z=eE`A`LX>DZ0)raz9;A@y!NUT@6CA~k`#46ppCGVHy@MUd-~G2G6T~J`z~pYuhP@{
zn5ofEn6K$x+JrvFtd>gG%UOj9uY1(2%3KJoh)eSu#Rz5~yyd-H`ZnW_p}fi5miG+3
z_g;_t<;o{?MNvtlzYKkEO33k4*t14J6cP{d@a9)CpI8A+-Q@D@NcMQxFtDi%5n+UP
zW*tEF6>FaB>@q4H6mC@~U-Jq6MAeaFC-V5oCW`^mqfejn^YibF$Z=>nRF(KNnC+~-
zv2RV;F&m6V7GW)xU`Y)Gz9)PepP7i61wdLdgyMiQ>sTO{0@BI=3-@TusWX5rAomOv
z;MaJyXD=!N!_&QtVagq{_DxgVCZ*#GKXu`yLsADgBJu7Crx!~~4*K7SepPsI<FTIL
ztJvu}$BZ+k_S~%3q0^;&w7+T{<^&#nc1O**Y4B!yqeb}-tY-L?VZ0;^<9_nwNxttD
zfHTZ`d$M(fYWcc84y;}@bm)@s*<r4Q8}-S$w+Gsm30s1;iOWSOIsEwYNWwy{Z*zpp
zlr~U?i<_=b>r9#p9gu;tXVtne8_mEeYbx<49!-^I-N_iKBeiOI3bIx9*H@PsQDR)$
zd=9e(6Y!lI*4k<tpk|q!Ccg-@HYS0Dvty*~9`T4T!<*DLz+`eU{PxoYfhyyBy8PtP
z38{#;dr`!Cn%lg}Y8y~bJ|81zirI;28x`j*3ES3Z8>)W<yCHdGelz6m;0VhMoUVS6
z3M2knHMtyG0f#aaw-sQP(%p6et<h!lgR<v3ck?ip@Uku~^3mhRc~{#OeetZaK^5`q
z1wIX#m$9~XPUw795EgF1+({k&ZZ)UysyH7YvXcB&SF2`lcv$-^|9t<%G%a1lPiH3c
z!tU2k>c#<mCv;Av$P^!-yS&`Pv{7_Px<J=^ohuhN7W@#`Gs)7XC#n_^)H9<NLP)0|
zu?@@o3aKsCuKd37*7;xwir+eBp(;CLg+3EoV`<UC7T((0dgp^2<rV@CWoD%JVIbku
zr7vuT??DEVH7?o2TRLfp@&O`#tdl)GM9O1RkitDOn0uJM!&QO`BoI+1X^&xQ0aW7A
z*h7Fb)g+eGBrr?~l?|HQD?J_MLc#)W;UxDy=}CATVkDs(u^?0|NV7n&E`0s;b>m~(
zslADwCr=9L0+4_TCG~R1@K&5Q6ktI|)Z(dfK?CFPIXGA4!l0~9A_z#pS3bp1o-TEm
z`^LOEt!u2__i)@dSv2T$GqyHipGwJw?7&slvC*b==5L*nvCgoedm!nQD{Loh=~-Sq
z{f>SzZ~xi2)cV?<J{`3a_Ki*(Z6L$?9q^ID1#>HVIT3`sMIz+eXHaiuW(TJ^raMs@
zW%@dIbrd5oe?hEjkK6S{l&zBdUg51>9!(nc;Oj=c1=Yx=Ap0VgAcrsvnj9Kp-OWJZ
z4+O5bqSY9Jz7Z)U8zp$vz}BRBD1=+KwtVdKBi;LRfJQuD{Zzr@tsZn?6TlB29N7rB
zfYcVmr^Tv}ILFAAn1{-0mI?Pfp>f$5Q$ecd$UJB~O!5w)3a~=X^7#qbrya`5*<#y#
zdBW~+MopLf&w`5gZNz_VsQmyDbls9UT9VT&cx)F}qGO9lwqv0z_BoB8Km~cUmK!uq
zthnluTf=SQd=8}|WXVjZR?A^$S){Dm%q~)N9qJnvx_Du7@pVxn_f(<hvi4@_Ny+oB
z<LNWcc7DWOv}Ot$$+fIO6;3+oZWC6!WYk1IE_l=DqA56tm{w2MV}Y6#r*k}bKo|M9
zT%-Ud{>oewj$=)7oUA_)iFw>|u`fT0Qv;OMsaZ|>^@?L{Lhm@rFphFPCJMruZ=WZu
zNOVI)t!x9zI)VxGAbC18Bq@Z4@{w!?-wKRBL)3eN=~+9f0BO_=Y~ngpA+taYOH&AQ
znz8Ib?&y*YWQZ=<{MP+IIWn;xH$54r?;7LbmxLOJ$}G^L&~<3K^T#tw44c1=+tY5=
zoBsI1tW9IjxVi|XH;`j53}&eb5#{>8%M`7^n-^Cjv)&M^pCMbJgom9|Gc@9Kug67#
zOB42IO370+xfL5%sLvyL_Go!+I6H4s-e&6H!ucam7ZX23#x$oSLT3A(=vniZ!!lc8
z$wf}ccw0TEbK8;q`KZ;2vOpq+H|pX?owVG_+eBQIiH6nzinw7q#q2g$^U?lEkj<-w
z>&pylpGEuSQ0`LNhzomO3hc7z{<o}@4)eV0_FDEvxL@?}xOz{I=iC;k=vuC?yov){
zJVb4l4G1S2YF`^_0oboFiE9guO%rgD^EtJ&efaU%?Uj@$&>izO1X%pIKS37D0sr1O
ze=T<l_mqr|kD6L8Ff8LF9iTLLe-igy054*C%^1}SqW*wd$T8dOHTnKJgopv3Mk<WM
z-OH=kUM`l=q~7z$CZ?O;Z9Dawkpqy3IMhpZ$19vy-?$igdpDT?c_|3Ah@x}6Cv0~0
ze%CEOTK4OWy!Sqt?94X@B_<M&`rzDq%JBkFaOCRFj$^&gdF_vb<IPE>xz#^^Oo&Ci
z>;HfclXp%{Lvt4hf!s|8gMvW-6_K$SHd$5fR1b+1ACvPtLB7lstL4A3$p9rP(QpTl
zeLDxgwVzZHVq*T&W%><HL3Hx*#Lt91A>Xb?a^-{8NAt-5r86ad`8M-M%ZStnLzQEt
z=@0xHtZ5@(>2vNX0V*oKxVU)UQk1Jg@mNzCaDYg3YplLT%rq(HHUoLC_{``Sd<(BH
z8KTdhD<IW?tldE%dXaf1%*(4e2fCi+OTVk8Kj0&BL;B(s?GuE(TsxNg66{6hPxh7+
z%OxBFvG2+qpTeA-Z^W!R@R=f~rF`i%Z-iE(?g;X`fG}yIj9Pu0*WF{X?P+Eh9B9^^
zk;3%ldw>MzoiF<|IxWjdfNjKo#H?QNt4=PCISA;;Mcw!W1bn3lyxyQrDGr?iZ6|+C
znEH}^N7zH;VDnRx=(5lA9qB1Y;I%wHhx3;h$lFYomBwdhXDg!m&QX&_emr9(I%>iZ
z4Pe`dF>c)&Z*lUOg4rhMvhRfWU7dC-gOU`AlCb%;bOGg!InNnTb>7Zd@r<4In9dZx
z<zf_ofi-rdDR?#4=tj0NUToO|wA=yP*G{W>$Mslvk6)A+G-|?vUF~fFtfm6)$HuhX
zW<5l-L1|F*z}8DH!>Ei?w>9YFN8(z$DbsI`K=co~!ENV=BlywS#6m8jED{bYo^V^g
zBnH01i_xVU;kU|Spr|Zq!u#Y;u#F(nvARjhHXg`_p8cSWlMSW|7f<wg*>r`GYzW1j
z=Ul@M+MgkrFSVOJT}Cf~qr@S61*E<42D>Xm1#edF9mj@v_(CgClTw~}U0s~!9cZL8
z?0G<EPo01sFkb7Fp)ZZ_yMq*<T6F}*&5d+i({K$GKzt?Pqu6gszP$?#I0VlUw_D#W
z1$j1)%nzjS)&0_%7Av!z-i)~}uh~pFR0IcFafoH|jn_3fHMP@|zb$F5R2SBJDBgC_
z@g*Z8<A=cMeM*WuC7jo20+xeM)zBn9e9+|(ci1<P#k10$(K_c~r1;|P<D<BVa67Gt
z)mB%Jy~CKi!#>1B;f?6XKRxTD*d8GyHmJ2r`e7zlaUhG3umInN)i49o21ejG&HBz*
zT}Cg-uPwHA45M_Ui|})ewDAj`a(O&7Yd#P15hGm=g>y<rR)2?3Od=Si*y2H3cXzj`
z59oV$fe5W|yhmG5f@O=KZ~uzOLET!v!E&B#{D!#La5K5KF~a~As`h%Io+s8u^Clcf
z;Q3qCspiV*`1q`xC)P#IBJiR*?V6=)j;0mUMfW&mDh%+llJo#}SU<~zB{Wgcwpp}X
z13M-OvT&o-nhJV6Mf%X9w*$15&-B?m@?dB<;Kqv3ISkNmg^3I%uxFS6@W@;K2%eU*
zKhG(um2(NZf>PFDM#KoR;l54TVKEAW9~(5fDh?ln-gvt$Z=+M5MxJuQPwh&T4j&TV
zy?Yn-GLn?f!OmF^_b|m#(0$i9WhR1zyK8Zp#opwqPOU|u@`z4VcShr!P~vQ)$r08a
zv-(%%wN3Ky>r41F?WJ(c=Li0eT(@F!;%cJj`p)zdj%k-y=c1Bj10zGzoO(3vb6n=V
ziN^`obO_z3ljNxy>rvYC-fI#<tBKm^T8?Wnwn!d_*_XvbeZY}d>3z#6{NTZqLFi*v
zg=#f<McG1gMu`~+u?x_dIE>rSG;FuPx>qL7wmnXA(Y3iPhwKG9T)`i+{Y0*Z+7^6o
z^w|}*p|VC0_tG(;*t2}DVW<KlwFFi$K1o(kpBp&OaA){^<3j6tmrYF`JU4g@-FVci
zDI<E`s6W9OzGsEW54)ampY__!uh?e}Y@|OeEM<fe!K2!N1t>Kx1~tj$`q<!oy6?W8
zo510`qQJB1VmhKZ{gKz{VkCYfkBg|O-$uV!v-Evy-dGD8lL=+DbKkBU$sI;+79bLf
zjq}IKHXvMjD(TX5==k@ExjZ7rZpBS9LuuigvHQ11-T+nnJCMQ3>2Jq;joKH2M^iO{
z+cZ=on~+10iy45wlrTxn?be4Nhbw-Me#|u$jc=4D>{VOT%CZv&+?%4Wzg2^46jOMM
zE&(&Js>~RB@QlaiVY=5gzXpqPZNk@Yswm~4LOI1IPP49@lb2nQ6y-t5y+^O)q-2D&
zf`)qc;P2oc9aJ&CPyh5z+LA5f1D34%YI!Vw6e=**Ig0Af$TinfeT!x#1v&Sg2097N
z<xAFb8lx6(cTj&dJOXMa5^7MVtG6|ZH8nc&V71Zvw5kl+Wf_3#^WANH!)lFJ=*E<b
zkJv-Jy9H`(mA+fX`@0vw-O*@-!xXOadc0oElT8FU&QOD+NiLYT@uZJOEkb;d|MU`B
zx1fnyuT<)P#HO!(=`*5T%wANeRi6F>5fri+nhb4C*+*%XiSIvk5{~+FvR|j(%dj;K
zlW%56&XuVSsSOtMEqJRn??6NgTUq?_mz$zC#pGm4ou>@x2cVbB@4!b&MC^_3r^lN`
z@kSGh@4G3=`SrM%{;Dw95TM$z|2j^is9@N7F&C$bvF|21=ygiQ&`rNAhIqH^m<gjg
z-FMSX*DK2(!5Min!Z5<OZwMSTf_e9)aP?MtfH!_q4Xad}-$Y5|Bt>rb;ixBFYKhER
zAUfqGC1agb6V&mJ1s1bQ$9`OH6qo<Zk%dAS<iH>HG3~m^sSFdzNaX@H?)-v=!2tYt
z_1(dW;>FeZPTnvVP=&q!iMGgf0l9e>&X7^CVB~Y8!K0o608WRJ=;cQs1WLtiMeTD>
zGkyStyU2+b91mrQEwC*+YZ7$SSubQ5d4azuDM_!oZ~!nzk?Ys7Ug)<d3h!NXz0aR}
z!c&F4G{<3ao2_HF<CC*gY1HvzdaK582GRsU@FMQ>=aIjhnVOmfq6(bGvI2s}m`8_T
z%cfKH13@eUs_=#pT_x$`Ht20dC0`Ui&=T>(X>GW0p~CcLwA9qyzY$;|{(T@^waxy|
zMr*ofhH=D{;zj*@!CPd?L{r<b-E76p!-=fUaX|`nq6)hyu0~N_ZmBeX%-3e7roW4B
zT=ww8K%XqpEuu@4j5WM-3BO+qXB{HL6vrV~6-tM}|NPdwBM}fmX#<PTg{Vy8+`z0+
z7zX#I?GbR6<uCE?-E%$s`qS*6*C05TH2OvH|9%bd@{z?TSs59bAYt$s{?Epdn#g_7
z{#{!L+?b;vr7<)zvhGASq8oe_%XK0G0s@y&qW^`U-cz!%-Md*8ZEa!@c_8<B`RzU#
zS+TENW0VN^*4;^Gos*MK0s;bh(ggXMnwp;ay!>A<YMqLal$7*KPmhc=#h0=*s<*G=
z!ICX0_z;qlmtxd|v&^WP^SL83jpV;*);;<F4BRhrQIw#H0Eaj@pCKPBBqT%y2`uBK
zHMXqoo993GA*7%v$H=;|pC$zxwwDJ|Cck!f{uknk4utP|P>BzNUhwkl?RyEld)zW5
z6kx^Q#f$769=<SG0Khn_%q!wv*hb@ze^XofsR~s&;}7E$fY_t8a(yDeFexmp#MS-3
z7rm8)gMFC3_gXU6aAlJJf6D`&&PCGt<)7no^Y8z!FqzEc_H0AokjObcu)!sP9UskO
ztND=K@Tt$)VLLGDO14J}RA}7Y-G2iUJ;}Fe&<<D`MRP#8*<6#L>V5maMU8d<mi0Y=
z(!YZ&l6q9NNk@>?WEpvt<xm7b(%FX1o`5~PTwGcr_bHG>K>lub4$U7v|K`!C%Q0+s
zNolkzaj{Blv7>o0F+*tza<C1c%eD_xF!s+q`a-_CO)13u7+t4HC129veW4Dq2S)W;
zQ8)-agoBSsO;3*vnlAsm-?a}&f+TJ)G<k4;bK8k{x75|%*M}#1u^T86neaIk4``p5
zokAFz%{W^bSe@N%lTC_)WjMUvx70UrYl!cjoK*g^_NmGcg{M-iq93rl*r@0Sjo&Tg
zsnu~DFF@DSvpJ+{3(-U=*k2~M8;b#%>j5}7LBoFga0c00>z|qEn&pP!0B0`&i(e8j
z6BQ7E3VzD|fS=-CE`yUB;ls3HS@SP)%45trt(MFj+1c;B{%(}hw@j-HxFDz3>JM6R
zmGF{`W^Q$Rh8e+W5Tbf}aq>>+XiV({^dWl(t()W;36~_6YIhiknM(?g-!nlfp(mb|
z3>Y89Hc-PBZ+^JzJ~6lDpgQ^_00ZqqLj*T@w$VJrJ<z=M=6sL0rmRMCLW+EtXZrSJ
zC{cepg5eXwX*{;^cNVd+v8fpuZv%N;12tY|FtcJyF6!Gfy)wYJP@_#jMivU}<wq`?
z6B=~bIoP%!Lcr;|rR|czBOUQn9GEEM@A^1pLO!%!U(KvI6E#qSV>z1!`C|AhwaVVS
zv2|f+jpm<|DF{_iArZ(RtePuWmL{La0sgwOC=g7nIKAhSK@g-UBStv6eqs$!rbs~T
zXecSg#_5kxC@q*Q9izwk2wkZCf)C1|>2O5e=C)rPv&K(gSjMs$kOHjV34%11m8C+F
zLXMHogez<(*&coN{`2X{{Ra=eZhYl+m?e&Urla)y6eyv?#aiqqXJ=X98x?3*X7zfq
zYLz{8-JT5r%cni3^r7}ugbK~jaFd5K{xczB2BmcM@?sFI0A!o_Msb{Gf0xp;2}Q=U
z8GL#5=}w_pRCn|eNNV_2*()OCK;Lt+G?@(VSXDDyP%vXv{b#T5@O`Hq-#s1Eu2{_~
zdc7e7c(<}Bo$(1R_!g?-U7+hNfgbl5rI`Bif#2oP6VOOS<K~#!C2+0eln;U6#b^J7
zgrty*i_U8wsHx07%sOdYr=y^A?gFV-SEy`^JFXl0{3oE{H)^(ajn#uU86x56x3CM)
z@-byfquWY^wn1oa+)Soa{Q#|8$kCMW`CO%0@SXJJI{1uZYiW9;?PS@F!z{3E-WOlE
z6eX5_aRq)u2ht$dW#{hxQsnYb?Ww?f8S+3(c?N|<e<PsVh9DIY%zwY~dEU%35yw!w
zRyR+ne=hR_9jf+{^GMT?_bDw$9|ry$)b<>Y)}<*OIQJ?>@C$?FVX5y59J(4Z;|cT(
zsy~Z>RzF6$tdG3Ly3G^g!wlttS9s!*8aBDBl=|)dM$gL1Qm%r?f@&oMQgh1A;rL3|
zATyzHyq?PM90k^Y)Q2!L4z0KZ>JM48Q=|$Q1<4;?_!$BtTer5LHoX4b5;jOS<^-K9
zC2?Whs3mg@=<}jiClch5_|=nkzbeo{`tLOmZq<#)QXy&de6bll<8SxrsNGzB<w;R9
z_(BJ@&5=QWYqg#GeUeb-Y)wm>^DrYf-MNvCww{%qXr5E5-K4KTACsL}9!%4_D{2J%
zCTk0?LSg2PUewM)Bskg>KzLAXm$1!wR)A@2-t%pYT2aBqTTW4p35Rkj2dq7;z7@pk
zG%2(&s*X0s|3)XB6D@;oguy6oQ2AJOYm|qQ5-}}vANoT+^(uQzS%7=K(E_4T?R_lk
zw0a|tW0K?$_Yyhf5QAAA+-{<O&tTTWnBTee9tSH#b#eHEjcz+d3xR=wtlKOgMK<mO
zOw2srUJj1|z=qU=Hh`|Cu~J}1(=ljH&FIYK5u;sg5uS_>pH?i6PJS7v0YWXEE4ITJ
z8M>6}JsfUK=#=7W2X>msm$bHH6YqLx<zt$?RtL#LC(m<Sshn{7Z*D~kdQv0B-#V{y
z2ab>izPw5j6!1qy*BPKT(g+CX-lbC#!WZFzxOx;0F!9Km2f4y~Vm&jRpt50)pKE8<
zjs|rnFl*d70t%Ii|72>vp=0RS9daO3k!G<IiFkN=>JB{S5xtjmB0J5(uLBOtu`jh7
zXvxunEUGv!8%2)JAK6Adkp2rRC3zvJ15Jt1QPYvG>ck3>BZ<XeUZzh0cS{NAl-4=(
zgU7JqLi{1GXp+_#8<N&x$*EjIh8Q6$Z2I;7z^i1KlAZ|7PxtKIudlY$;vVQzv|DH)
z2QFS0@JcIzGUTGqg)r=qlmR#Lldvr1(dlZ2R=W;vzZ|P7ZcHz*nG5-mFG*imWo{(r
zNdn2{xuKtF?F1;FH(f*P4_|<qb%6?E{g(Pp+5_o-pb~FSlvUwmQoP=d=j%U9%h5%(
zaY(O8*7%jx*p#Qvo;7w;s^cq7-ltqQ8NQU6w3qK*4dk&6p@6MQ-{1#S1KA09g;P?q
z!Lf&GmnG09e}YP=W>Mr0!XX;2Mg8x~@2b=>9LOd@j?X|bC^WWS+!_T%qgdc8p=6wH
zHq%!{YPtYJTOtYB`|&*nAeD}YC?m(9=fP&%k-cmg_ryT=;9e~FdqEg)A?_YZ<db&w
ze~;Y&J#-&az;z7<@$FUE<SIS`Zs6XymQkT@)(RwsItfjd{&CEoRl-gMJAhA4Kt)sN
z+b0H6C&(6J>ee~f7okW<NsFpPDMY-jD*Yf3+KF<$h#KhB0?cF`WW?CMfB$~d3jihH
zg&)X?p+HDTVbs=fvMeoG!|+1_ltHOhAk6ULbM5;#=?0jT`A80kfip}=$=&K%vI4SY
z4wu1DDt{n*>&1xa4A5CkfjVR@U_ou!`Snn8du5Hwc#lOaY>L9`x=E}vJQitGB^yLe
z`u8xKheg}JdV6ev>6+^0<Z6aoY~ZL;#4>pQ8pyAe@7Gm%N-nb_MZN<Ww}759W@<c=
zLNo#x`~^smJoo}E_xTO8o~`{DpR<1Mp#l>G*U}jXTaVrMgufV<S+Q*Oz2t!O+&^mK
zQZV?C57c_xOh_80I1iU|^V2{~(Y^%sNSpDZ!m~WpP4y~m(E5skc5SEf3aQF>empT!
zhbhtps(r{Id=9e!p=@Rj=60pRQ05~kx?e2aY~7RrDpOiEIX38)xM-rNS!d?o&t23&
zS1zc9%BEuzJS&kSzTa@mB8;#BFA)6~2WjFY3l-zWA6%j9M;u#d%Gu@b5-*_7eFqZX
z{WG8NremlZZ}e>P6-xKD-M!+3Bd1n7hMCPzn7g1heFC&k-P}%YZUCsk1v+bVYm5PX
zK;U4KwO1Lq=|EL%I}5EK_q_W%U|I<yXQjHM@A;u>pE?&aotL^z3P{5149v5k>yYp|
ziUdRpWni+=y=BoUCbWzDowG#)WoZWLbe`Q%4ad;^ILbmy`O@ekpnH4=1x>lp)&8lV
zs{)oFT~88&(z7s9o;wS^=cPYHs?s1qwbr9j%@d&Tw$IFvfd$n%QV*H^6x>cZOgK^<
z6?OmU036r1uW#aZqM%}u`!JTV2w-S)5x@LKYhn=pRBRP4R+xvo`P~uCE1%|U%oCv7
zwr<g$m&2-m1lqP7#NH>qYuv&LNSH(qIOV>E)ibsHC2H(j1UDQG@UI&Vw^Se!Ef5)F
z!kCknSBjR=Jc}Rty=m@A<>i+BN9iBbl%aeZu|45zJmjL@BAlfT7EVO$Dl4Xdqg5Zt
zdNY@MkdQoCQud_Qa@(Qi$j5n$H2(fgpDy5;bHMMB_!&9mPs{nPz&k$BD~Vqo%pAqs
z#-DMX>GNXCotI&HSDR0;fLJ4V2uA&0jq1uB3;*1c_Ks0FngwspBozV|V${vz+})qf
z5g%q?ntN!)DPVHiD`Hlv%2G}I-}uQoIl$UwHVX>Iy0(;y7T>=K1O}wz`IqpI9w)+Z
z&|%ng&nfh<OU|h;yZ;+ziG|-l2cCD8Z3`3_@;JBN4R^V46{^nQiiMV=m%rEi>3(IK
zsb2kYdBDv7vU&uS_%CCWObP@3me&5-Gmc`sip$lHE>j-@MEU|Ynzs&~5^5t~ko2gD
zn9No2`5)+Q9i05{SvP`!*1OFYyIyL)`=>v;oHC;a@}j-ooJKWVRFN?_?hl#iM?|8p
z9Ai3URPG!A==jeCzYh?te)~GCEr-4hsfN4RTZe^xaSQX&VB%`O&ciicyxm??ec$(!
ziKWb<|Iy_45#Y@%EjZ9-e9<jjF|xK9N*oW-e|nJq-pr^RGOB<4^D5!v@=Sh!M{_`Z
zVwjKN-}R@a&U$ZZ9NVMwLkhjm5a;R?jiZxn@)W|2ElJi);BGN8)2PajIUJ1Jx5|sb
zGXDbG{(tZH<>vh!`rb;Mc>Ifx#>C+GmDshPf7Ef3pU_YXp87^iMU$IAh5f4)3Y>qx
zm&zSZP{HlWo?-gh;_J_*SCqZAH~#6FDQ4dN6dH{4)3s^u<%?ob^oa7e{d@l{hA=wV
z=0U`os`36oTcAAdW>GWdq0T)_gbN}XUBp*xGD%E1x|;>R?R!Am_^k-x|EU@*H+zk}
zx7T)79!^B|L+C}>!7gU{HK~;#`mV1KcT+YN0^PG8rwYQy)>k>Wfh|<OxJL6YaiFeh
z15JGXwKUqnIoh=kw1Q3kUgoNI=C<(?hpRAL@7|iwqupIDwqOHv3pehTd;hK_bsC7M
z$qa29yttPpTKn9@U|Y4VZ_{5@@vB~L`Ypo~UK5?5QFc;DzxO|5SaP3$D4hxXc1G<A
zN}%gUb6dWNWz~Cp)73#<>FxEEkHNF*;9wlUhw++!E^(%b`Wcd|WlM!~A@)K6fO=*W
znL~m2m1D$}oIcY&48HM5@lRx%W4OO<FyTa;_dVkJ$G6$A=Da*9mCs=xmzVs|ZKe75
z|2E9eG9MSvcztmc90@Mw$4;D=P+dm?2g?aYSpc%#;CUxRPXK_(#mgXeT;w7VeD4Pc
zU~pa5=e<cQ!cffcIo8P&<x^SwUFB`^v!*Ztn*YB4Mq`rH+`1$>vBkVk0j((8-V_^E
z@lPOXw$Hd0{XMAjdrY)znbi!`h%VghfBLrbkALa1`KgXXssVxB33kB*krn6k%Z8#r
z<Ww~dFc7i4y}dac=Y?t<7v>kQ08}sm&d%*ScbtB43P3?bq>!=-GjZ+*2*f`ig0AVi
zN!a1cq%wYgg}`1k4dBT@oAHy?UR}nkxf<pV3`sW>%NO+*O~-L~%2}o-f`6O&&O^tw
zwd}up?^K?-7WSs?(?D%qwDEd+VO!~F8?Z+*O5W1KZ}Sl2uZ<O|#bg%rWQdB+`<~ke
zKTYB81+*9dG#oco005;aKCo4g+uc;gX7~3`633^w7&kI-)(#S!v0wA(V1NRNe%;iy
ze4=f<E#Ku=`|lda<XJh1t2kH9E$nm*-;7}0FcpT^Gt#eLgJiol7TV5Sqoqp<&_If)
zc7dEyVx5K`oZ!MGbOm6D)l6+^k=X{A;i-lC^veqOgNRY#f^;}(?(w+8K5@uggEP)e
zzUj_GM*rtJRhhsE2QmDrfysA!i?5qNR);xpd37}y_@;$~7$K1z7d*1R>#c^fHumU@
zpHF=SkU<25+A_4w)ISUX$|?!?L=?M`$Wba_{F)Ngz#?3w9b%XnO5(-=GiEAC+8L1D
zF@!AvkZs?R2c((8me{L8mF%G2W5rDms`666VsGERtxQs3-Ww|pOw~#d+hv%Tcu{T(
z5Kh2fk=l@HNEw)Q&y8AUYmh)2QUM*+g-vFrX|IdS{cues#w?~Ax>_YY^$7s1CE$x|
z*wZ5Ed~~xUac@ZU&2-Z*&1co_dy5+=5VO@y4PCiR)ej#AMCU6ogz{En>`R5U7AFaT
zQU{FUg3BDF%|wayu<PIlP}hX(U3#@=R{Ot!n$3dFUXJr+ENB#u8UKC8EqBpp5kwvY
ziQ`!A?%l)EQa8mOarV88EO;ott0n1PIX`ndbEW&9>1_QT!Yn!yuwoze-*Ol}6AH;M
zWG|n-uu_gWcLlN%@W~3=rhr%y2`uVj<5A}!;b5?0DYdr4Sy&sB<>kKRs<~f0-yk)M
zVwb(|6J~<VXNzam3kteRR&*HwKpi04zX89iBh88Fj`h!py>B&M6n7`*3cRNKN|Ggq
z+qQlvlI}iTBugZFz~nu0flP2!n27~F53OdwI8_LeUc5fR&{MYA*TcaB-vjwSRl^>b
z`FF&6?ZF&afi8^M(EShABjZ>~Aa;dAG4Bn5*%}NO;q8HR;l?}PWiwTtEd^8firIYp
z^r=uRw}}_`jMsKTVLUYstrXK1Y(&yx_m_wWO&^xkFNck@AY|wN#K`*r@ZQ;dFZQG#
zo#5f)tFKDv>pulnOe9DUQPcPw4Df9<e8Mcw^`Rra1cQ1-zq38sRHu#T>4^yIc|@O>
zFEAu=ngy+2MB@(R>@54x4$+C5@@thwqk2Y_L`yM-M}nLNW!Ld=e*(Ll^vw^kZ(3hp
zVYxVK@Hx(_^VPZ7gtzZ%m;{<Yjz7-K&SOic*KZ!d|GbVbcizXtmQaYj%;?5yxIC8(
z1~}>a)zAN%)*Z0{t*?LCabq4U`qnXv%p1GA^V!$=iPl|+3gy<pjB+mdm+8Ax?^zC}
za)MOVIOW$+Fz+b=P60lYUXg2Su5l75$+j*TAQeI^BqW5dQKT;Gv;a==U62mtM)W6*
z?ye2fjGjf)NEfX}%>WhQ`7sHgoVp8uJcS;C@SDn}xsmNexsju1KgdUsfUtxjiq)`5
zyOdouM<!;8MLE+Sh?0FAW?lH9=OFNu8zD$Z+4gp+>+a~;jfp2b@c|1j=4l5QlDZ3K
zdt{sxMj}Y9gF$I1I0l2CB|ok>IXQ!FZcWKK5In}sgwD6BgTS<A@&u?yB-r@GncH4F
z&8X+c*27t!bQiz?>rrCzjfgW@By1?BkS?TSzW`KI+MP$%37~K2l-yAM>3JYHtt$A8
z=ExFB0L3@PmsO)E*2dA=Z2-h1?t-SHf$D3pelr1g)-l`EkM@l^8ev}n4al<I6`A})
zz@rrOJ=Gc1=H$@EX0&trV_W2Xz|rQ7MsPqR4(85=Y%15O&KsYkuB)5(?8_p!IbE<8
zAQbaP(r8RJDSQd#G>h$dw;+e6$AHEycuNIEG{JXv|E856xiz=odOWb&uUx*L_J}6T
zUi>eHt9?C>BlSda#(orKZL5>iAW}NS#K*t#KI%_L3@dX|b_~-?kVj~`*zaS8DhBoU
zy#-rTuDeAeQAB5}!gWoXJv<9~=a{l1$p~vlD-qQ04GFXT_EKbch7qmv3szbQr|%ze
znemipbX;Pvm?fg=4&KmoY%U++Q;0kT8&Tu_6#no60aa3u&pEySzI4_fMgphHR;nV0
z9{g^<rSU;52x%)(#WO!Y&zz!61awo!)=N!uuU^icD4+2DFKkn>Rogcsib=VPTT|61
zV1h+MFpPv-N;nTpMDZ5++Syo@YX$9jdFlq$KxFD_Y~|orF(gdo(lk0HP7Y}zKBN*s
z_$tUU4=@?3a2YdkKt+eRh}#<K>;?orBg?q`19Ri(Gg`A#a2?i0azmLZOs@1}V9e!O
zRiEqZreYvQ{8}w%8!VwBQTqfj4UHgZ6BoYu{05kP{KaUze&6^=+Q0n-=a$HnKig=4
z)Q)Tb;UqF4$njQOBi-|z6m&b1)t-MLSy~KQVt)=B5ohz+MlmxZb2|@77MnOLiJbRh
zCvK<@MDW1mfQdwk9U|ju3eK4(j|dTtv6|e5WUm=5J-WWhRsHmR2+5#b_~V=x<=IS;
z?6kjF0*qNHlT^XUdkscv)eYneXP5#M^p3aZii1|<t^GR#1gTu;m)*g9V<=En3SB_P
zlsAqdN;fmaWoKSkqr14-kYtfvVwKJ~T~k$FZ4)OP^DIZRxb#5$!x44qs)XEJiw_yN
zu<d$|&AGj7GR?{jKRP=L&U4gXdD>6c$X+Tu{rH5iXXhqs>bjC6QjFO#06$m7$eZRA
zzylnBD`jjwX#)F~qvip<w25(>P39}X$sGdRv)W5sMpZtOxz-Hy?$mM_?tf^55N?~y
zoHXu7IdTa&Y3u@>prTErTwXFi(6su0053L$o+2hQeU`T12^jG^@}L#73Wpfv@!Vo-
z=zbVeS~y%KP3JuBO-PQUC&~QY<WK-X${Hva@-Vvy(aoq-UDJ|raB*?H?q*D?kFjTR
z5u|fg#|To*cDfnyn*mYCBfeav67nS=>^+ZADGn~gA|tBiF^OhX9dhdY{9xl9T>-PW
zZ6QB%QZpROr8Ig=-WKwTK@Vk%N<yVH!#!A#BcPDPnX@Eyjz~L=+92~7C`*RV@)E;E
zeog>mjNf1tHcyA(AX4dS^h8UXBX>7;HHk(uNe~V2j~%F4BW$WhGqA*H<wM`@rO>)n
zv1^`r&HTI2CPGBuFFe28>qBpHqq0ADAkV1%b2!v=YYc`jkaw2I4aVN1dhf)2ZQ+U@
z0z<ju_dSx3`aL<X3Dsjjoc2*KgnwF6n(N_0e5XV;l8Ps?5L~fcr-MIpAwUivJZy|5
ziTX3RIZ@gHY>Q8zuPI^4F4K3+n{zSPk`#wjJDIQ5Z?S`4AD;oMsyIbqtJ=67BXkLh
zn@8K0I&14S;+z+ZiD%@o{OGyCH+3v)^MX3aaPMYZW)?4risyNk;i`m9l{>qBy>YUl
z@7AwMn|)T?pK`oq1;F~>P&3mR4O@=xmzfB2FMoLlkfo&M9#i8zTd|TUe4lYo^wKW0
z`FN%^hjvlEpJpO}ikgLMSSRSr`2%@?zr@e^uhxgCrIm^1VYEM=AcZ_PdPD);_Yv|5
zJI_7h=MKO;{Mi4PO=1()R=}%oxIx>y>yf0RzY!{z)(1w$UX|10DfMFXM7i4cxXbn2
zw;(w#y?Yt|I~g;GPMcXLlaRxk(3;Gep#is$h)JUG37dX_g=a$2FzmTFiSHG#unN!)
zp${3A+ukco{L;Oq<qAA&+-WIxh#_Hd(O>XbC2u;Owq?2(HVv)$6rYy*3rvWqUA!Eb
zh)KHuy~zw@6J)oQ>^1G25TTzyODzzoh<{ybetV|3#N|;L(IVXl%c-l?rB>TT3$C~d
zfl}rVt4yRj3jd4Eek}Sog<C>RVSRrl{ih597&rZt|3Tw-F%Hl*!qLkg7Ech}?%Djg
z;;X8e3gN#)GQld*GXVc-Uuese^pUIo3``Lh#b<f!z7VcC`@%&P-TVRopUYU>{1FMm
zbI>94eMP-b-X=fG25MB1L*c1ekFswe5i<{in(k5+m^<0Xhh+6iDuu{OIeNk+bqQr+
zDNAB?eg>sj(t9`*7F(Cr=0RY2v167n9(4nH?{B`B-{uBims%h}HHXeJv`>M_RXw}a
zB2Z9!We9(#ERdZz)-1n`NqCImV(5aDjaMy#m}QO=;Py@4Lk~5?UR-+Wq5ikCmE|s5
zWfpMC97$HC(K@|M?ElU-1qF~r)+u95IQGxjD;pd7^xIwDgn1Nx7keQcYojst41`J-
zvCsBBAzZZZ-4_{C1~dWXH}OE~UrgoTuUxRz<R*Z9J%;1nz54@@Bn>7E=a^4Sba(nG
zB<K;*_=<&&Ox#I&eTK2VrvRWT_Ni8@bLr4AG85s-x|W}E+O*fj>H_nk*8;c`LvlZr
zZT#g5KlLAPRSy+q0P83Bhv&MyJw{RNPx`=QPBUz9r=L%22xbsL*|BKNG|oDjd@>~I
zU3!ywitoI!g_(RxbpvxAUp?Qz_2ZN4%EBbpL%4dImCb~QH!T)^F0<VQSROOMv@xZ4
zilE+y^cQb?y|*dd?v6}m!!pIAzZFA{CZhz9KmXPRoa2ESkrKn8A^E%l%-22_Pv^(D
zUU&e3vnVeIGmKfiAhYTgyTP}Q<btjRQ{}nyxnrg^QbB(5%1S|8lO;Mt<3&@BBDdfL
zv6OjZ3$Y~M%xj$r8yO{j<=%tn%7`g#Slmd0Sh93In&5A1;DN_tikj~;GLcY{<W?C1
z?NH8Kz86ygjFo8W)B+=~4N$}JPDv*tC)$H*5Ev!qf_%22fvd;*&jPrlahzMS`SWX_
zwHK~Bg|O$t8^#7kJvCB#6%at}6E|%rcUtbvvs0rYGM7z}Nz=lum0KxPxS&bO55ytp
z0!nu3B5%xDzSEnYT?Y>bCiG0<c+A5b;Swx3cQRzHw}Ems>uEOTM*?zzoIzoa@KzA<
z{_;%v!v$A~!A4ha1FN_!s|*;v(io2z;afo*$?fWVNO5|mUT$bm3iZi#v}aPyxlR8j
zwZJC1m!Dy#@BH;3_j(`jkPFdDi_N+iRix@G?w*uZnk(0+tNmVv;eVMP*>cWQknh9T
z^UB-108tq*nPU02X5i)Tfow6Tl0RX1z$+y(zuu~ngmahs4<B)1`htjU(RMC`MQ&IA
zgA$=Pl;js3nIo{$d2J~@Jv@@QPPdX+nQ6sX0vJiIfGn+(pz5ZE5wm``UQSFAOrWeW
zK$&FYbH)N<C#i=<Ypm5qk3lw68Yr^rUHSdg>=F~XD{Co^Eg@jVij1wDX#G(j3|#QL
z3=+wvTO(usviGewTq<rgp>|ScSL;mDCbHL76r`rl4349DqXja!Lcj6jlFC!+ovC0n
z?t9V(sy|zm4VdYq{mhV*A5+O<PKan&CZ@g3CNZ(>BKQH5J2$VmCOh>ONYJYMUwnOK
zSe0GZEsaPCNJ$A&A|>6RbW3+hBS=e^Qj#JiU4nGCbT`u7-Q9K8R`mVe?>gt~U(fZ(
z-uJp!%r)1TV~l0-0*gZYDMvba^7FN-VTs7o2&5vwfc`@TE>#*+f{B->dF^{B$*aYQ
zo4%L$U8O*K^8yq#@)AX7bpT*5-_M{{xr*ghMT0JABxNYPk&4~OYqRVxS-uR8n8W=o
zta|ZLa7W5Dh8L*0J<HTy{Qd1^EcShRZe;0*loe3<Buw-!&IH|P5hidBYc_jWxD9**
zxTk*qlMbYqB$g4!My^2_X`POrG$dL4T3CYeQe5hz4<<__>H1eCJUqN_(4y<^gF{pi
zFXQuM7Zsd(yE`iJ3d)5}F>#S|ozYcqMP9!d?#4B_d$E6g$0_}0IHed4igy(X`Xadd
zps1l{wxRdfZR-!VyDREzBI)}UoU-s9Q;_8V@>B;g@eKUx8EoH^K!q2#PG0%Uo@8Yc
zZCPPykAAtaF|NQrJ;iwBL;}w703+M)?=Am5ugKyIsEdYOB0f7B*pS2oiEh5d#83kc
zE2+m{&D+HL)ewY_R1gsIjNh>2Jyb^Ix{fMzJtJg1qj<_jlaL_%C$vf#Nkv}<fRli7
z_z}P_G^MG591ax_ng*AK>l;4a3Jl+P+hb3{?s!1E-b|El$feNjPmAg9P%qi6E9+iZ
z=}$R37XHCmsXqg(CM#y*v%maDz!owk^)RWBfiki$M+soNeX!0G`AW{klo2L#@R{C4
z1Fh~6-cMehd$6^N0hCeFqfpjv-@z4n7&UPvnKuMt1*?S^@PEahG$ORxgR#;Jw4Ryl
z_X4o}ms4}o-!Tu6^MJ_#X1d6@y{_52?qrh?vIfr)lmMg0mO4x1%2g8Nxf<6Gt(;_i
zc`5!ri4UZz@|#`my7Kz-gMHri!kYjxfjv}t%Wd@CyvmdK2&$g2ZDm|c_k+XytZ+Fu
z<a?aF=p|1s4-O8{cyY*5gN)o0nCovjVL<xw+}aU?u?l{F-lnN~v({@?(#w;_yt(I*
z=Hxfd&5KGHv2%Of5A08Af_7vf{VgL616x;Dw|VC8|3H)k4Y)B4=G)rL*xKnvu!?;C
z`fTp4`T3LabBiV}bcW>CF@d~S@kG2O*d7QbtO%;NzSb9)db$e&$y2lqLobHVfqoHC
z{j>oI-umj)LbKjoi|*>`s(C29N=n@bpV{;TLWS!aqyi16q0ZJ?TdrO+0UV_XOzii$
zhECT7-u6rpKaW_F4fM<7(uUVzr}^N`i7YkwF4zk%v65R=wy_|+Y@-f2p+J8E6fpq0
zwGQ~D5g>eebz^6zj8CBpDlE*Wp8*@ZdY3a+(*5Rme?br&&EbG|jsQRil=QnREC6QE
z2#S^=`}<aLS0K5-23ptG0s>GVumjU1M`%C@kUqTtbo$it@Et?`2@hayg1_HIJv3bl
zCFMTLMEyh)!O@BLQ>ybXyT@<Jm6{Gule}iaiJX4VV4;o0l@%W{;ebp5FSgu7PXKt>
zKfC$eu#?XP1qIc8ohLGYNw)eGKdr>5x2c<<KG&T=r;cZ`+#(QwNSRP;pn&z#<<$Hd
zz*8M@>;<jv0NH8>P{tQP{{rqFnr;deK-UPgIZpr?UjT4=!g<C(9eV&c=tQDjgTmxf
z4h}qk^9q9%ZM8rD%JuH%EatSjQ-<CgezgvcrzW8=Uy(U^hy*G8?u&kB;YCPzkiAX;
z5lg<t0o#`nyf?*2F2Bbz{wo~PvTgP>IjmGSjIHtSn%YVU+XgHsg2kuH0szJ?dSvsf
zmmCQR2{7vtgXf}P%&r2=8vvF00IopR6}e|NL{p*kMlp316ln#4`O1j%MJ*7BtdA8W
zUE)7}Y%mE}SlsJ#_4NT=lAfgi@i40$mM{TKEr>@_>H8V=9Z{LL{Vckz8Un6TP1VkV
z!T15WdRYv0w*sM6pvWUIuGH`dv1bbzMH6=U`PN@3x(e#!GZTAdHA^LafI~I&iE~F2
zN-#{sf;6}EK|lcT+L;HFK)Ielz4XDrz(B?o0L9bX0qoJ9k(`+c&_ZoMft~*8fDTeP
zzt*K2!11BMDubY(0KkrBAgQ|<<xmTS6YWH5X@z+)$11a#1}|Le>UCNV(_3%wMzNrn
zA0A{$=LXF5qBDp_9}vib=A!NwJw}z1E(@o;v7(T$a2Ebu3$Xnt1ftLrmme|-U$@ip
zH0oTdS}(C*D34EzGAX2&XMs%ji|b&KpMz%%kyip1*676={AE5|_Nmo!n4AQU681Wy
zc%1?}{oGHeo(-fHk)oU5$v9YzloiN9fUGsjGObN1i3!A<Z@dP1oDP%Uq`VeC%>weS
z%jc|uy+j;V4U4xetp<>C^2b!bqU!lF_WFa>5#0WjZNmgA($+&oXaozWhy1;iA8=MQ
zV5RvbRqHB=RM`|WR&AH%?%yjcq)JOyannBlhfe(|M5}W4>(`r;A@w(k9YLq^8ppuW
z=m9da!j{2<8vxmb&&X<c0M#anBSpk}DizpzcKBVqPb(5)h{<zv0wEvGb&VA~@ZRjC
zd#`-5^$L!^4!VD-X_G?=4dr~ztW9r;@^yfR>Zy|u6X&}db)Qzsqy*1r4&z5QnCR*z
zn<g!vhP!#=NV$ClmEoK%2x$Q92{A_awyf%&oI`jh9o2gd22)&5h{ZangEEgOiAV5I
zcpRyhwif!BYGt?6`$Rk3msngGEZOM`?l93^kI1U+UT|>#*ulbW```Qa|ELacx?$qt
zA~G-(pg5UVbmH;4Uvp?XZ&2W&Ah-hAZ-#o>veDbLNBeu+`*WAU&#BG!JADxut^-6_
z{W^w2L-<}xpfl)rmtEr*y=s-tfw^--oE<wY(Ymi5cHA(DfPj(f+t>Z(9N_&}5Ce-!
ze!#!GaXtU_Axc+B$oum7MC$65$rZ4$yZL+tbO6spzxI-&qM`Y|=-wa0{eY@Eh*(+r
zLQgA%Y=51PVB$!nXMF90e4kSvJZvq_lXvZW)ySch)Npyu*p5y_j}+nh`Z%vz%8F!<
zeQr|j>CE?~@OwIQrCE}r;hXYI4TGRrP%;6k0~LF|tCKCiy?R-7+d?r6{laB{)hm+-
z!o)KL@qyz~#?v2guWgq*!nWNfFCpUSos&0Dv?dU*N5`3fSr#9o32#Gk=2oW`<~kSb
z{_#tC(P=m%dw4Puj?0ewnIJ}`$;C)xF96s{pTQzZ1<~Uhizy~gE=nZ5MtN?m{|2y{
zp!vyCRO@n<odf`fa@7LV_OV@dTr8|lAgVS4<|Qbj6fNbXDstC6`ZkUE;OE!Ed=Z`G
zG0cWJ)_Q4DsMaS?7HyO)t-)yxP0#|Gv~j;9BY3_hJL3~<Y##s->wyU72<kYHpdFW0
z0oaGa0IeS01NMlrHg^Cn9_|OyE7e>}P+@4jSp_vC1|boVRMVjh8V(7xM<nREH!!Nd
zNc`OlG}jj3ORv#Pcyabm4J#_SV$$nw_q|sXa=b=J{#G9S{l%zwwCu~X!D`Y63~`h3
zLQ=5a;B@AeKk3T5D7s#(M0410Mws3J6q(U_Q3wtmUJuxY;9Q{)a=by!f(US&(Ru+w
zy}$bt(8}hVx9GU*xg^3et#q{+bi>s);Od_ykC7#xK9wn6mPsT)ieSHz*Kfb`Ob92u
z-{XXYzQfXUUJQadYayuCC@f3>C9uYf%x18ek10io0;M641rcT|=LHz`#*%VzJ%Qxj
z%oBjhCk!vz3#^2Y0m(-snqKQymI4(}G(G@ZdK;jm=9qnzC{!Aiqx|VY{A~udQjaZ0
z$x1Ex%3Oa(+=d}Bu_3S?`b-^0g`{7mev|j9igmK0!e2TvNQ?X>5kw46oq}<mmaPIU
zVad0mcL4DLc&C>VlD|Y$7Mv9S#WL1#j!OTgzTNgX29RYb#$-%YSgJG*0~4Tmz}yrC
zd*=3a*ZSu^ON7-E1mam4Rh4SaUk45i{TymIRity~0%x3UF`Fcs2q@MK*X|&{6PP{x
z3zLED1PcArcfqguKHlD$NunX&3<avcfP^9|Y4z16%LFgH>IK^)OSUSR8@;xa;l$Cc
zZh3^W&$F7m52W5hw+P`ye+qzt9fO8;N_L>1qLK-6OZ{)&$$zv1?ITy@<giO`>DBZj
zrlmAd3J;0q3l;!OQ$Pz+RWG9?W@-tfhl*@Q=*`WQt_+XA4Z-?<Hh6I#sjKi2L^`W@
zYhZiUp|-E-^t1%{lIJ9nCD=uY@i&yJa6MOb$Z2&Zk!Xov7@dI574qrG101rxtu||2
zd93;AHg9|QY#318dpKgZ92Pb^;zpGDUK#d$A7;LOAcW^WA13QEKneP4%XNVcp>gb1
zf!v)N=H?E;<}u_;%=`OL>Nil2J=pYSd<(n;k^dqrK-2OW;4*7u%?a$G@L<uWHe-&m
zU%;)OBhH79go%pwwR9t{Gof~9ap}!`Z4_8X6D7vJe>Fo)@M=ySaGZfU@V7+IG31xH
zNIXD_Iv-OJtmY|{6~;>S%a-^HYqT{deHRD*&<wJ<=zVK(0e7F%ukc;NFs|n(Tg*{-
zY-ogh=&mvw(AJV}C7Am-#9w3BBNkG#_mA<AiUMeh8*?kQ5b{8`3+5<xo@Knja~=O@
zp+TC$MVA6o2T0xQq0mQH(AGsEJT&)@>k<HcQ`c$0p`Z?<r-C&)vW|GH4s(vkeb~`4
zqPT;`;`&1GqDOsx@9b}G3HrsWhWW7Z^H*$l*l}*u30VtIQ9HPK61d0jpcMB|4UiE=
zJ&?>VN%dSn!oFfMzu}cjC4rxI(B7~!)G(0VwxSj8IX@_{qcXnuCtDSw_w|zNa(x-<
zsk8@uWek1ra-X$+Z`)b7nO#8Feg3x9`^5cK8-9x<i%kP`_|*O}+~gg4r2|G~@mQry
zv4|}WVi$|U@xb2%fC%uA4Bg+@iBLs8r+FopV^Hh#hNY4ggz`_R5uC0i&@*dL6Ug|{
zs0ZLI*KqP|8~Sh8H#JZj(sw?tE#zF8lC(0LuWyTK{>&t)%a`0v*udUUNl1jyvuQ+o
z2S|p$KlEOp-8_G|+t04K9udUIi3%BL+)4<v^FxKUM|WPOG;Hs-<r?2Vz{VLRNPcyK
zedcuENyFf(c8Gb?-~X#hIsC8dJIpACJ%lI}0P#)O-2c1`U<7sXtW|usu2)2<r7EuA
zDu8CaqM{{HgEK#m-I4n9XUofYc<DV@M2S^b7!#iW3+GTHS!l`Io}eBct;g`{o^8eX
z5<%qokqOp>!Kk~?>Ea5kUE)KyXld1oZTqKo+*9A~mzOvo_{98By<yoMYnT;%9pS9@
z$rCWb%&UUCtp^(7i5n7Z&86?(h6+qL!$h-MXxXIUoo7=jdkNs}Be<#pU}ub=wd>ke
z{3^WEw7f*m#=ri3A;>uMcwKmA^U7DqmL&=Z%m#6hr49qGt;v~f(_tPKKzRi;Q8dEu
zoAVj0_Lv-ibecT$YwP|%Ct`ezfswAgLf^o=M@gHcg`Vq-%ZN7~`}g-j>Ay>pPt7YD
z2a5G_l31BxYvmSTseJC+q=P@&NMJ~bFryq~5z6m2|5l~QQWf`QdfS9PAcvIWBeL8+
z80RJ$_%Yi2j0=YE_Ep>GsP7rne*NLIPL5FExWDTI6YW4Sc5_7fB?s<JxldYX$e)(_
zCjzRN4Iz>{u(TmoT+hJ)w7&_0W!G1?yCq)Y(w<ki(0HCcu%5SfP!}(_F4ynBMU77=
zAuALy3*`}7<!PC0&B-;*q2M;oT7DlR!$QD#0O`)fYtKFf$c!3BjP{(E@mlvY*SH^r
z1i=3C?;w_7hgEkCFLX6zC|p*0%9prvFGc$<2vOinNbab3{?L(8<*R<IdPgx8{pa~&
zejvb+6;pLSp}Wv*I?Nyeq`8T<`_ANocov57Iyn(+1+PAjE_^@nX1+<e{7<P0BP;|A
zjgWz*J7*B{h%qu7eS15UtustTe_`Hzif9MnVWb9uvmAhH<|A7xuh-ESb6)JP(@z0S
zALJv32zh)Lwa+`~9l-CYb9?x0jKDuoFAnR^Qs%@1Xo3)a7KFftcu!!1K|%O~KVV>l
z!T#=?fkZd-%<<=XPJ1l6Q~l-+_x*wh=@;rW$hf&9JRFfwt+>>mKbI&6(p<<V>=UH@
z5%{jxp6^RMlgUC=AmihegE(<}|NdxzL53k`gwz3h{0-5d^Sx%sXU0CoyLp<cd$(@t
z@ZZmmIgCQ&l7)uUA@o$h;CQY-IEDT55IM@<jVOsUdss@CQ0QvUUwDoU2FLABby_Gw
z9MS<c-s%jnWjfNTeC33yXPj3b|MU)ZIHZNk)V+7;)FZTdPDh~)b@<!pe_k(D3evi;
zG)E`c1WH(^7XZ}ZBjl)$aRUy_kWWP8?_Vab-v$R%PY>-S8&?#7a?PLOpCaG44dJk_
z1Cfd>_3;B57`r4?DGT@(5tz_j7*JS;y@OxW_qrEeb@ZJ46J9ke>C*i9I!5{v$ly4?
z$)x;stD^ggf9WuRxq-pn%dbKSC#&G1+;|L@pbk3w1Wr8&!S$NZ?$@7&3H1d6Am9Hu
z^(|uZK|2yC-2@440p6`k1`IP7%*#-wok#ccM-%?{0}gwp1oAPT&)qf|flY|{p85t-
zU(DbCjOh+r>G0D2YCFz!I`mJ+`O8Ddo@BiLE6)D;$NR6@{MKif?>+m&VkNUNg)EZ|
zaXZJ=-Fxo*at5Re2eIZnduHx`xkDN<;@_!SH-A{yBb@SK-p{q@HppNkDsG`VUVeX1
zGEwKe2jbe_e*|F?{3F~dZ1$<x4ByHW6yUsrxc^`68M0w{!-6fi#9$8pKB4blaI)e2
z-K=0)<@t1Yf#AAwzY!Nlifdwb)NiA)jo>9ApHxMNubx;z;{e-|CwnN2G~X+`1qA<2
z6;$d0Rl23TCCJu4<)>w6buUPz#;#E)c^Sq#0|>*@S}Egpi%*C}+MiK3pxa9<i$urz
zgi$df6U2#${pA3UytT5jdi~P`i=K`k_7P#i<iqu!Fc0WkPwz|n5(uzq5gTOsi;QL$
z7_{TINH47sN?e+XHiqefZqCTLMyLVfou;9`-Mo?!gCdfHgQj^CpYYzv-Wli@en_DQ
zoW|5(l{jciJ$@|xbjx@TMQN(@R4C%(eC8A7Jw1HF74Q4~PKXT*LW~5HutWUM@Km4|
zlj{yOI)8~#1&1JdKXv4Nz&^n8Ujix#q33UEahd=9g+Jskjy_EMmLTz4p0%QIQ<6nD
z&)+-h%LPDo9?EpVb*w4()AE^6pN{mG9QQQjV<E7OXCQ?J^bX(nPe1weR|VP$Ry&il
z0M4G&OlZf>zdtv?0=;8uhT9*RaRV6H7H9gTHUw;+(tZ%S8Qd=lv{tZ{#?s5;`i71z
z%}YH5o(E<)eTDjDHgoeP@BY45M;_$ODJ_#pK#xXbyFvPu$4iZA`<wqX!oODFfOJ5L
zwOCp#z;8JE!D)L38#dGRfBi*13Em74c0)8DcI&^OfnNWkpPyef#Tp<%LNxGl*^190
z{`LT@6a?p_m%y?ZP{SssA%>%lrxV6uz!}B<-Eby`a;|C^bV1j}#f77u`knf^c1{PD
z--u4t*@Ngk-mX&pXEw+vA@>PL)d$^UU_se{NaE@VO2A7%L@hgg3+jvzf|~p7g>g%3
zYYGt9nM_x{1ZFY*po~Qb{FES$@!{L-Kt5P%F@*z8F~UHsHUJn%+tXDFJN$Z0-YCxY
zeI$f8)q)h}Zg-qDN3Lqa^sz*d58;yaHgsza&5;cH&EkFdnAnIdduIJI$2mkvn8M!a
z{ap+X+8#t8X9J7yu2WY)iWvdkTW|dX0*b3{K>gPb5Juka&o`a}w#+;*njV#8ECt?I
z<8^M_0IK^0AjFtcPU}TD2$M8Y3zT=APvRGWH5VxC6GN1Lr;#X%5)x*9Xr`JEwO+ty
zt<2Bso|HI;#XGL_^KPC!Qz4$8s+XM)A0?ERH8`8kRAqbYNviicqs{}mF@0kE&+J$}
z)MV3Fgh}|iF_9rnu-u<?_j$^4x>D{2!Yq<{B?oX7w3@5kpPOd@8C2V522K=_T7Y9y
z5c@GTRVs!FVzdg;K9{EqJMoe8YiBF8lwP;5+NydiBE*Gt%zop%pV#ku3}Mr<DAbZ<
zzj8ag4>ZgRF@b=A<~e!cmuV5sBo*17OcyXx-Io2_o&<Vf<`QHs`hUA|`Y~);C@Zji
zR*X|D7GPzHfG7c#>Vbl7uJjg2GasO$D%C^0YQ>vzfcF6^YQ5D03^9-6m!jJBRC}>@
zhk_8=**1ma4?--nu?|oN2MD4hPr|nT4b$`^@cV9Ha%L)KVM6@hl&}<;_zYnvvZS4F
zubqH#wV-s{_koY8z}dwcn52!g(E%$YV0kAeQCoZgdr+iiF(Ccp{lZzV@kE4B3=W|M
z{4`hVDX=wwe4>|&!x_?}hDm1%^<W{gU|>0%qnnulupFRP_H8{~SXkIJ25`JNUj_~%
zDl)R<z)Np$Z&fXi)gFB8<XZbJ9L+F;mC3<W1GZecNGt-GIi>EjJ3cR)s+u>X9!-oc
zUDJG|xVzzGbYbb8><?7W_;`lBrN%J$t0;EsIgqV6B@M2RxbcC^<Nt|mIVXV?qSk|G
zAlrlIwmskYDHE_uV@=%woL%X1Mh^_PyaB!YEg<t`>eSa&hcZP2-Z`Ip9mgTUdFD!`
zBP`$L77JM_Ru|Euup1$zb?<%3xrTiX+u@@H>1EYvSZ#-xJn26(F5d?~4eIUNx5K|K
zAU+5&YoHdE|AY!CegVv<5Vis6dB_kQ&MI(K+C_fAXhh2gP(Pz3z@^Ph0-E~gn?b-k
zfILo|hE-B4CU1=DoyX=v;BI(%vn~|<Y+zGmugc2|$q^}j5r?JCwRq;P2tKD(rKgNg
zs+U|)pB{#+YF=Xga)5uN$+eU;*SY`y0U(sFT3&oA7KUdQfrhB*z;t~L?0uvG6B|(Q
zmH8nCBI+u@{pdu2NwN&e<n32$8UPH(zN}pnfrw+q2%?$j7$#ltB~P_Jtb;wI)Qkao
zhw|G9VQpXReOO<X$HQYq)&*M4X0vCeTNDqn!_4LBII1n@>d3D&f!1^cE;88!sHK@R
z&Zc_`*Cf)M!=4Tuwo9TtJ1*Y|(jt?f`WL``UNT-fE>e)P3gt;hkT-AnNO>CM1D}!2
zH3*>-pziO0E>q+<PUG<Ou%+_-$fI@RTqq1;?7$S;Q&LL$*#SS1<!ZdYJ0~vKH9P?i
zn9Opv#!T!Q&}>68GpQ9|#b*XEo{416rK4qWX7SV5qurj>-(@YFKf#Z>^SC?n0QYVv
zPkp(0+!u+eQ>)rp>N>y38>D9YRaz<{>_0!gT<kRf;QwS$oyyR#vny4%tdl9naCdkA
z#$lcM&;Zb)iGVCi2$X&fu8;cDKpl(&+zgP-dkLx(8a$$4^Ed#k?koW_FlP>$kQp*>
z3_e@|oJ$|9Rca-g6ne@D(Ks5}6v^J#87p@;4hR}Db8n9@ImtMj!*!(os7JzVZ6?$<
z!0UYm#0+vZNDBtUARf^P=in(L<dR@|dKVNhNJP^Ig9V@qE*0qjm!|+`xw$-&yM(75
z=uR^&Agen7Fe601jemMMJ!5PkSa{W>6<>>=Vw6qt(t%$Y^_~ATv>KtCiBLWfA$F*7
zj!NTzX`UCK2eeZc$G_8>d~37rmqN@9H8C;&OQ+=yj7qYY?-Fo`h(FBgo1^#Ani(`O
zZYtYM!fl)mM3Z9o_Z{O0L}F&CmMPteEk#~iDZ(w=cF$+#UwV&|aJ8KI|Brh6J#MdA
zEBl&>k$$yUaHI1?iS`@pUKy>iy0*hLLWTwJ-Y<|3B<Y>-YXG5Kj~rSK)$iCvMg?FC
z&a&H+z!d8Vo{W_OW#aaM7wCk}QbO-j)Mfw8y)2MC$VmJ4dW=;){75o}6RCG1XuQ|j
zysr8?(*BF&@!-_8d`wP#sXs=OvBJ#$Y`;}UlnC-`pZ;c?Hu3;8k~C4}Lf3Z6@HTZi
z?F&?OTF({?{oG-}_%}<E0V$RZz9lO|V3&{0x2QQC$4Ak-e0GpkhWf8jogmGkZyuY%
z;<wL1@X%o>yMD@q)4aAVYOYz6h92C(`=6il20!<__2bQf@Kr#@$_(!A+w1BfG+s)w
zN*60TvlsKLK)Qkd=Wr4R58$^IyG-o|J2`xY>csWCk3S^-T!Qr9*1So}zsHL?fD}KP
zTrEx5#!#WYoxpR!_H<#k*+i5CC(H$2bn33@Z$7wz13Kj^%#G{5!kO9rDT`6ARu#$T
zGhE`2jk;FHDHv6u*}VUj&J4%{HI+x2UYTV$_s)st>w*4(G_>Mhdbt61%jH4Pd2ml6
z9<tGS+>T+yR}-&78p!=OV+un914iFFGz6<(t@w)GL#K=oA1gGa<cySwvJVmnwEsOY
z0bJvxsXe>xeqLv5ICOaMPVd}#<)t4nR+z@yzZ<k2r2mkmyH*6}oLi;3hsw1Y>O~8<
zk3nXL`8Rj`js?bb%CX*%GlJpEOzCysN7%{_{DUd&Ld#L+2%@t8iXI)oVBFqAw3|ym
zReX{{4@&E=7!jU<vy)~`BcyHaxd@^f%zvjs48VPCUZfu)ES9j5W~^8kTP}IrC0IkI
z0^Pr<;04B_V(4U}$uULVedzETD^(HuaXw^D)qYB=XR^INyf6XP;PMAh_T4`TjFe-f
z&QXs_Ic{FvZvNDP2bst&*^>!>=V_N6cpr_fuwKNaY9*hwr9)rbJ)WlaK=fu^-C8*^
zKi$8b!-NlhwA>7*+efcI@+BPuw-r3{nfC7;f%R_#sj<L#yx%#YOn;N(NI!J=LlS*y
zyVvS>FaKLSOi18|Mr(L@8Oz@(Eq83DMUjZKF9dU5Jt86iE=A95bp8&n93?olP0uR4
zQhQmgPocm~Sa%IIcVj!fGvy-|-8ewtYWXK|4s!!t4VNt33bQWv(?5%j(t^wHPG;6%
z>d^)r2Ui~I-?1}*_|fs6isw9}PGD~sCbsOI3XRi~GbbSv{Wk}g9>Asvg&LlmG@TQV
z%x_t^YD_;2ZPPeHf66!8z(!_cXLa0q_wsK~Z$kuv%qxe+?d^G8aZ&7vHJ>{*`ig@6
z3G*b_|Mp5pJ{UHM?<xtYChB}ircTFm?bhpqZsk~EY5xvDAHWG%j*OU?_`F=faJf5C
zn6AAAf4?o>&EG%3Py>VW-wDcq3cQ0_Soa(*|A)MXq3z*%Nk6f@!n#8W^ZbuJ|Bh-g
ztfdRjgRmFbDol8v2qIhhxB4?zfD20s$oETg)PI5b_kP((_3`TN!`2L}v3*7^;#bh_
znF?g=)x)&lz|@v&RDl{2&{_b)2!+A!X=>pKl%O>$gl=|!vLF1AB-|n3hni}DVyTXx
z(Ldc*_shlXVyV?nu2xJ2?3%$lBKR~+lxSdZ<)EFOuYGw+7$-B+H0~jrsu0|SH<1Bz
z?OHQk!VXyjux_`1yI&KBpJ5W+ZxD;3xxE__@O&F++x8wcrM^|F9r#x1SWaNLPEy4e
z?(i1Gi_afZkqmCO6H?5$CuS`u@RdD=@Ca+Ir|$(zLIw`kH6}WcA@?%ybH8{iJXCBD
zDp5`>ClV$#0L*Z{n`lhDA3jXmox#7Kaba=uYr<C`G*QEU&o}w;#7C;T-kjr8p7Hyl
zosQl2-on`nM_EO>{lZEbZFyPq>q16<j&5Pyi{N|u;CntIWvH(XbUjXfHbMn``$^(J
zmO9~Xpz=RX(ZZ)fk@<h0_n+@wmpJOXg1C9WG|E(S`}E-+JqOe$A@R@K<o5?`wkv_Z
zfu24f33mt5`-+*WjEJ-E<oZgl_lgM4ZLi?VNhhQo70okt*S`J@eYh?Cfv2EiB1dyl
zphMUn(W$R~Yt#CY@aLuHj@So`FRk3tSB6I?Z_&T~U80&&>ii5D_WTY2K$A0@V@V`F
zPqD>@Lp;x3Ss!<-dFetzEZkm1_k8AcVpn3u4VqSUs5n9Y;wu9bmsfw|ch#54R@-#b
zdM*l^sT<YbK$YnifSI_j%a4@0Zi;Z!sai)^h;I~M4Ab?@#FUFi5DT>}-YF9c&J>I;
z9<7L4AM^>HiWD~v=!5kM`Pk41+Zs!r@G;3s0Q`k{*-;asnl(K(kKu8w(z6~q%q2=W
zzuH$Sr%G4Xtbyjw=lrZ4?l8ZbHf-$5hj#HCW5D_wn8JxS?|BjWr$6!H?iP!J={NPa
zS7r3uPLc8W&IGd0wiMF}C3eZSAnVr8A(6pP0^SyE&l-*oRCama#>oc&Sm^a$CpY8!
zo#%KcNOSAh=%=y=Zvs&FSeo7iOOXB4c|G&Z5w`H~7pvX1{fo)F8h8()nvdg^j%Pdg
zbR3%p=l#U@L1~%%GYb>V{t|`X$X?SB5BDlk60T@@)|Vp0bx^dRkU-S2l)WCVjWu12
z1GX=Wu6^!9tpU`WQ~k3dIZ14K-5XOG_N_L?&0k4Rip*36?Fy8H;Kc!0XmeM3TlR*f
zf*(u|v?)GEw4@4Txlq0LcdagtZlioWS2GCLb)CUmUnHzbZ|?ril^-!aw<{YzM=}MZ
z>$cSx??$Sh-`1?JHGg&vU(#bV;RI2Pl$3OH4V<Uv1As0o-5miDv004{;8~XavSOwr
z1EnawtaPZxD-YdLjll`^`f?8cy71DwYkRmfTM=r`F4tRtpCmA7(CH_`+ogjXM?9j?
zWGH?m4h^%G@h51cUKeHU`AcWLYlTPCL^;fuAKa=LFGpYaHdV>%q_u4jeM6>o!e->@
zOFrp`1q$h9x}<Esg)1SFWnLx+6>7GG%BaP&2Zm^MqJK@>{;@q`mJVx0@fhuKff;?t
zx7@Q(KG|m;X!R@}+IAwO_;|Sby2D6}jM*NCH%*0{S4G<m*b3@bH7c8_Mn$E)cxxut
zg3;EyB0~BtH8<l{iy5sIPLRX?tbHJmjW*}I+3XMUUKd>uDihWOj0?r|*d&(cszSj&
z!4W+n<6KbQenhx()lzhi|DCidN@))6Ij*=-oJ1I`KdPs2K>5Ek8DCc91~tB%prR>F
zYAaTy!>?#2n=G!NV(LU(3;{ueGa|7Ajr`lmN+7lzhl+9;?Ew{1#H`19hG0}@HkjV?
zK1pn9aKgwdJpu3qqk>7!t>y^ALuocCPlL9UQR8Oc1*s%StNYotrsS;ecPrbS8zL(c
zS8wv!i*e@8ZhT60quguRPQcAW5cc`&qxHM$zzG{elDgGmf%9rWC6UhSu2!+x>`lZV
z#N?g3b9XHb=8bk}&Qr<BE5tzbY;$=VOB*yXi~fA9ilxmPv7yV1l_R~@U%r|09MsLB
zDFPw6j`it9Xd9X3q|~vQXdAP?T<~~o8J@V+zcT#hTO~*&k06>5We~7iC{Nk+<afZv
zcmIQPZrn_BxbHk?<rh-SeW}+vH3U2NAvXwJJ<88m!dNp^5u|(_;9kbVxZbXBQHIL<
zRX^#AgJ-@OprT*eqSt9!_pn50eOx1{eM21XJSGrgj&vf#{K*5yGBTlhH&5i-cn*RY
z1<je&#_luMgE6_`D`%ox%T_tf>Z?ce!Hsf1Y@gA}qbA7)gMBso@=q<v`7t(uANv|n
z1Nu9e*wK}a%}@M@!y?f?khzb?H6dOOA1Iq6x1u^M)Njo%FyiaN-q6NO`wgF&v$|uA
z64t&~S9$73vRW&T$iS~aCg|JuBLdDi3B5DasbI8qko07ryh|a&+!zA~J5W5XFDqu-
zuV*sQEyZC$xp5#X&x@cPz@-MQHCp9<{ZnL9l5)<!17~d&5wTBV_y^sCx^56GKHU@<
zh`9~Z#XQnT4r&Az014t&8}0c@VMo@Kx&~4_zJ0U(PaNK}!M(jKKUzQDVvF?3aw?Z1
z&UH*9HG4cV_Fa=H;_k=pNa4mzo8w9h<^z@-K^o@i?iOi=+hS}YkC^}^zx-@_dJ;l6
z$G}Fp1c{ADmo4Q<wGdDj(jJLWg|TK})Ic}xMoNkyjG2dnp8w-xTEqbecU@2yw&x2!
zWt614+w=Jv*mFWk@@71TS0iE>ljwOruD4_1i<7N#_eZxz)X6@Ju4g#j%u3EZpZ7V;
zM%ys9ph*^^@8<gMLO<R54*U;isaaRF1-T-t=O`hYleK;Ws-<U`Xxi0D88=$Hf9wf<
zlpichvtsPFawB!JXuZQ}15xu)gmirpffnkI60)wR(l3?;ld6SZT1>&0@z`%UvCt9)
zt#z&G$NkJqQz6#f@8RX};7*}8PHdn(&(dK1@dO6!s040XxS|Est%~@b{A@|B`A0}|
zx?Lo@{dZgeBxCVHXOqH;y@MZLsVy)y%00IR1+RujNnbc8&lsLsI*F1bOofSWj}lh-
zj))fINDUktyy$lNjXHft^mt$I*&jvp^2Xx@$tyk+H8cixJM&IfhZb2RA$+moz2)ZX
zgLiFD()MUM{OkQ#g}`~o+yR$>i{E%mI7ssY+(4)?`r{MHmA3Kx5k;$EweHuYncs9~
zPIYR280F}gvPEcbez`3_$W_04oeqOHo?Q7PYVVlF;pJ^9HX&*~^mc;p_7AoOQ25<P
zhY4VX%05GYIRvHJgxgy3vF;JkeEpMwcN{h=UNgi$L)3Qu)bvHa^vg3%<dMsm7GFB*
znO9_+p*`qw1!<Y#Q{ev>w5N?~L20gBCbB2=JGh>gcvv{bO4|wcy&$8(Az|P&m!sCG
zn|DbQH?29)Gz~-wj#mTc#!XFka0Zi_awaZu@Xl_?JZ*Qo@OrU%YF8AG_bVALR;goc
zx?o1#%1+`%vLh_0YCh#d!1<){Up|HV-JuZy!GS8Qk)^tsPFk}qA7Nbwk`)=FNTjs#
zG)NfG?Xo&2cpwFnjv~Xc*>APzTe8zEdEH4f==En=p9A1+3*QlfGh-@>GMCO%J`19c
z=(r^E-2kL%YY8?!P*3}6?n32o=!^&Qjld!HCh0AktE+6wt0z%?uqxz&tNgAhH4iVl
zw&%ku;!7SFbbh(gT06_U{C=~EE4UWxli={cc5!|^Z3-|#$}2)cp--hi<qJVu9qPPN
z%*hL7pPCDeKz2s4@t1vj!P0IsUfh(#z{M)*#jl#ze2R4O3h>h<m(Jj19nsIkaA(5x
zZj}vk_UEjZbRc=#Fg(LyJ;M>Js7Uio5MKDmS}0496F63ptqs;H>nW*T>^&PBK19!v
z&5RBI>Lc1`x{xSIqi`%I6>qAQ_qK|$PL#FcyqU7G?-n&6=Q1@XRI_<6u0N|Yh9$*;
z_$|n)@k&<7orjr5Nh3QG;@LQ=*H<F;Z1tG;&#naGtnojn_N{+#d^}2ApRzgnp37dr
zaA1mz0-yZRrK=cUL=V=N?|p+EY@{46%w(<1!+YqpekWA#ldaXFxSoO#lG;<oeoT)b
zJr}I8FpyzS_xey@YK*31wYxArtq9Sd$;&nKE<>M!u*MEuWmlApZ8lkcU8QCK%FCT^
z8<q+aAImRHGE{f>eYZJlCzN}R8or~8Q&WQ2sdl#n{IK-xykzYFh+(e@RtRzMbC|wU
zSWQZ7eqo~x>GFx+M)q3lhauMXBqe=tD|BT96U=XO6`Ph)L6W_2z~nTzd*mRs=2Mok
zYcGia;PD7O$H8c1`3xbWt%&)nkG!}TSkcE`wY<FZTRWfq2CToh%zZ0E4@4MKP`mzp
zw2IN2@Ot6satj?;MZH|I#NFFnT$3mR&bJZbAB#I5ZJDi~f~!dgzXVmwMiDA+b#TU4
z;fIhipT$xRVZNGh-Pe!KHqi`;F&PP57CIs3gk;f5eu|XeAF_ieefPLSn&}-P3vEco
zO2T)vjk=92<N&kg%`+LqL??n>Hm9#r-^kTkFi}`N3dnK3wGsq(ttd7AGVWe|b*ktt
zPTn|Bz^&K>wo~2N-N13jYnnebQCaCya#mqWU*VLYyYg(n>un)ov|x`y$qLoH#le32
zyW+Tg>v16aPIjr?Lsp#}_IfTbQuRvP7!vY@$^zD!eo>~s1j%$+jlmr@j{+q+mm))p
z`!CKI)%6=6V6Btz=xL5J`2#FxMHPGY=dTttC-$wk9^#FbvaIe_`#;y{1Ie8?*LUvz
zIk}3|s*)6sn?>L;`sn&Z)9?5?ie<NAf(|C_rS-wM({9K^U*O2s8Bjr?b4p9|tklWp
zn#S=te!>PtnV=sFy-$8*P)tW-V<XPl%{Z`yxUdaXk7D?)9an_tftG0zz4p5tQq0!1
zU+aTdWOs)h=p73(Ai*1Ssms(Q*;Ju?Q<HG{ahuDiSRXa9(M*F$Y~)ji<CL&qelwkX
zjsW~ALAp_NlQ)EWWz_BS5=`HvS{i&QeyMDJA+8OXV^3%W`A^0b!?e3UIMZjw{^T{o
z6;5&%mV4@l_Niw8Dg0e}S6akKy`2b#T+#X7cd0}>)UA-YhEHPpMun{DM+kVIQb;f4
zs&qr7NSKaY#oQsqKG(B;q%vB2aZ!5ipaSjOi0>bsLjr-EGk`Yab-LpE>)()#lXx7v
zsY}yHTmnvuoKgKo4bMpK3PaG;_m4<lz0Ls=p}KFzi!foQN@BgA%gf<<;bp3ooWx$Y
zr3g<)v+A&3#EHeZrjw~CFtbeJ-6`*PZ1tK*-ihRTub!F4YO>k}8pY%dOyt8A&-dpD
z-!1BM5IuD^p$!w+XCLySIyyJ1brv3bgleg%rNqh36=#MU$h-|^4Omued{Y(K5#DxM
zlGYe3v3MM8MLX-DM%Nv53f?svspU6AV0&Ttgz-438aaBGGAJrXg^AsLM-7&<*!n$2
zEjY|~KtEjR@wMbqZkvyB898i}JX0E-Mr4RE_E>M3^D9_LfJYo&eia)4U$PWU%=(7h
zfz6LNjyXq;<wvzR(O{NFe@@D&I+1)#gjAPgN8X16O`56WDjO#voroG$xB2bM(jAv2
z|ATTTlrOAQZ?a=vim4YPeWAlW-kr{SpiuiJMzdR2|BxI%YBo8-`tUnQ9ux$}PlT8R
z(}_1OrZC3OINqr-HA*fYh(7C6{4Mv{AWzHEPO4HFDH{XlIlQEboChTAamiy7APg)&
z{mM&)E77Tm$z<zrBj1?4O3fK!(CAjO$w6t!X<SqXV5aj-B`4Me<cS|>8&siNU;0Yq
z{S<w<yYp0c&9lv4wLkIs(mVFbqd5Bnfh~wlCNqK<P+I&}@hyoH1r{dTo|<l~0jwuD
zD+&#V#Im8W`%Jp=O=oc_#m}S)aIX@hV!lRoKGv0EamMFbv*a6Zx@@#;16uS15XSt5
z1+!}6vwjm%2aQ1bcy2y{G33v2QE}TGweqr1&pPV84Gb|t3{9XN9XYws4Uf(81I+=T
z$OD0AfgYd=DZSpk8S{cx0yx*aH7S=HV!M-6nBT(H*3NXKGCytXZKW5xOes2brL?aC
z@;(7>s7Huq`*&$$x=EezXF2H3!}K5d>;p-`!LEnD!4Tpdm+pG?#LcT(&`aSCis}xU
z-W+<-Vr)Suq)A|7RUigO;K0{Y76_V|bf+e!Xz*wRR|@$3i>r1NIIk7+-r$olgm-Ri
zOzlO~iH2xah04^wZ%)Ho5(19q<6j$3!orzHxN~KxkN#s4{`<U1zQEjr>p|37YJn?d
z5#Bq746s#&JBAY3_-FKO4VhTFy2E8ewTFN%H~Vp&L%+68#PCShCg}$em+Lsu-LE`u
zcOuI^Zci6<tYVn%74#Mc-khyekyP%J&%>lQ`bTO?eF9gbN=rK%DIbTw3ac0CQjU@a
zJHhp=!)cCRFIxn%L20W$IR6H3^^641Zz)OB0wqdhy0o_5K{@%HSs-S$&3rJqsjvbu
z>?PzVn~ht&aE=;C%Ky3ZN}%{P#nUH;iXUd&w-RE{{NptW`T(Vi0aOChjk3oSlE<(s
zhwQu6{?`k`JqQeH{55ekd^a2m!+E{$k`(*EiRNfc(&~f{Nl$mU_9f%yWyX6>zy2r^
za0%EWeWYuSfE*n~ERXK9o6T^uLlWDWMEaoqN#Av&^&0S=BAZ{j9$i)ad_6*L_*tCs
zo$e=0ldo#_ViX*gXIBk%F{6Oxa|s2^G3i7!5QMP;LlN_LB_Dj%o`}9aT19<{AWjj-
zLWISk<?$#BCWT4JeJV!7|8ohSu25{TQITewu8GgJjDiAt*<M)ESQ1;WA_Muei@Qmc
zVT<`O{Hi5;$-UoVq`wC6?K4+Gd_PdWl_OIXP(>tUYf>Y+?`dH<m2m6Y#St8f1I&0g
z*h_AV3Y!i=W-7R>-7?cqhe4M1i6(<B^WyY+YIfBJeoP3rB4KUs+o<8mK~wb3i|p7a
z=S6zAw=aHL@5*EeI?IgsO658h*2ikq=%0LyQSf8AMksXPN|nv?1LR@X>rb9<Q9XfL
z(6c7XqXw{_vsl}nZp54jl<rg~wjssGK4BJ@<c;2jld;j_v}M+er2eA24*i1SA&Wa-
zA}B<KnjU`Fl;OzbDci#^O~SA}%jv9RNh-_otUKXUs7<@{W+MJ$n)p{KVw=>lUjAyx
zVd;ZVsi{_Xzy&BsD;b>FYsv=$3;X+bKC|NHc}Ul8(G<+6?^ci5c&o}+>Lp0YVto>r
zJ#M#2>DxbHd4QOwI16<>S;8f;HZ&(hyZehu7847%z*pd|Zi5z0vpQ+{HrbqSUG3)s
z=P^28*O+~23*TdLbCyTdBdXDg?;U8FW9Uq<II<?cGkGb%D>>`Vwf<DS;lQIQ>6-e=
z90%Tv94Ub7kc3n8L=;$#SKpM+D2^!?8~!-WX%*im9H)vX`tR}7x-!_f?RGS7e5I78
z!~ES^yk;afS5R`HN-)Wrk#Tbt56_+ir14FX9^0O56zTwP+_(5a6XQ;p?<yA@$gVp*
zseo6%8<CYD>}Ljl000;w_M<9-GjTKVj3ifutE&v#^R;!>K=;Rd+DP_d%*A!G8ONP@
zLq=E}7G-?icSS$>F7_?Wm2!i!gYphY{a+8}_P^#VS-fZmqIcR@tXX<R1?IdP>u0o>
zJCx>)BkdC%UhcE1Je75qsosP@O>F(&uQPKg#OKjr+);FwSbW}dAnn&xjc>XR0_0b~
zzIGFV+Sct)<OOEKsKAgr>pd_oV@vqe3C#B!0fQ(A=wKGW?M?onq3sH?yguM!$az3Q
z5&(C#hHpP3Is!Ms1A8IV2k7XcS@P+S%UK}yWc$Z<3FrwC2b<9k+j9D&S_%k))ZQL_
z(2<YP3`xY8QGyt40vN6Eq{m{Ynszo3Z-fm_D~Y~m@}taaGXV)ysVc2XqLj@qeN%22
z=p<vLk&`ijr`pOD)f6`Ry3LCwnrz{lUnVuIo-gI?erX5Y_U6^#xkAnYz8-CDN+-T8
zQNjT_*VXMOQ3M@qLM;*<?C2vFp^<>d0Uq+CSh3HnEOaZV$IahoSqCmWfDELWO#h|T
zBt0#@Jjttx_=4|Hko;#NG>FmJq45<hw^i%g<&hR`R=J$Yonqx>9?cKRz>RQ9AMi%R
zN2$(ifO*X)pis(5HUpl*Z-5nj*)6y=71Z({0m0CB;HnBFJicp*E@(h`{u<md@g`UG
zrTKIv2JjXW1cmsQ4!hHK9uExLGOti^caQ5WGMqiV)M|=sR0Tn)#0e|8a<M{ss&BfD
z!1gq2KGVsfE6GJs)aOUB;GSlY?DocO8eY!?egMcs;+XDwA{j?W=?p4Jmttn9037Yi
z<21;+&EtZ+g0l9j#g-)2aYqolzvOvbgSc6E7o3cC{#mVw^VQN`v&z9{P;JJFGli`_
zV4}rm&3d`LK80Kj@t<2Rb_b~rC#-)Z{VZZ&Nm2Ir%yau~dd>7P@~K~9rE`+E6}8)D
zFflL0q8DOsJR%JfB_}7x2Afu_4HFN%f7>Az#0Tvp%~RY9pO%0d4}=C67%o*T2`-8Z
z1e^ptKy1K!`4+Hw)zUC^Ba=5Go-6#Su+;gE2qLIx@x1y?DLw#f%&GuCq{k)weFmzF
zeR`moYYlY$tpfsoE?>$fgPFP#y{9FY;_Kuj^mwlqC*mR=MF446f}pQxlbM2-@;j;P
zS`{YM#z8&nd|~yHRQZ0q`MA!gehmDDRTda?j3_-GPx_s9+7&7)8lP1m#b1B)9PE{6
z@d{@y67>kuae2s}%W10ao+X3fI#KskE2N+3pgR4()pSc}ZZ?bRc$cy>KHX=;F{2|4
zkp%U}nO=kw$7lG1K=b46HE?`%bR@~f$OSwd?RF-W44u06o~P_6q)T9L&(+T@)&a3w
zD!6eV6JnRoCXJ3DG86vz12G%bLd}!O?~iBAwAmCAr<CZkK@Djncjzvm##DW6Yvr@7
zdUU&_eE`?Um$xb#;XPzymootCQe#C5E93fZk@Hy5UTi4#Wjux(8LO2;Qhi#8TCt$u
z9#3hNg_S2mY*hb`O&<w-G=7o-AuNtOwo$5DH?9k$_=h7*GPB2yFjO1^S531wq-(*N
z4!wR7ZnN}4((A$@8(75*|CuI`8#hk))Briow{Ox|LJ@Q39k$#Z?&W%^NIhh0co$?;
z11@OJN&@6C=>xt$R}uiN+j1Sa(jiUgGbV@YIb&ZEe*u&7XZbX(k&iUVRQ8xa!}3F}
zz<_Zxs;Adi$_s*EpQv5Y`YPe}MJk~t6lhZWTdXgVuiw}eX>J<jplvkOMh{EZT@Z~Y
z!zI#%x0Bk7kqEcz4Q0jA;8pLQqhkN6NCzpe3Gr8*UUHp0F&RfSZf#4QWT9tEd95l9
zJIrmJapYpo?tv?CGQN)UiyxLOcBr3<E_kc$2C~ArG8cIJY4?HqvXqq9dc4~4+d(Z;
z$&mf~>~DI1Re6?1-@;LSNUR8fL|=m_Lxc(vc3*_5;PW+S;kH2m-xfg0QA16L=1PHB
z4gz;a;4FyBIw21(*j7|Fc?&E~7~x-mLJbp~4l$_ZNd)#!DYeWZJ6PYI3Pv7KPK4(8
zvI@y~$UOL}*)|3;+=HDtsz>kGK4`;;&)MgHBvd<L-}Yis9+<v8&$W0U!b10H;^*s^
z_T5gJE?*uo&e>d+S4Z|Ng+ilBBnzH=M4E_ZGehkKw}41f<uB;j@qC22e)FGOK)$bk
zgVZ*54hU4;mY=XCR)6mJ<`_4n{G9N6pH5Y$)JE2=AFYEp#2c2528E+!7LS~_4B<ij
z`>LIrz=mD^Aa+ZBkXj;n4JMOWAr77~;VVobX$(7&snrM??J9-8jO=KR*@OTAnsR`)
z^3Y#q?n7fKeOv*q`=&A~z*ue9i{#qg>K<F)`~rpn%iYoF;0}Rje3$FbSP5!HjN(by
z%)eFlYnqs3UaDojA<YTS$*Z>_T?iJAcmnP-IRK24_46&|$OTH0K~Sc9gyk|aU!kNt
z?Sc2HVwI$!z8&);?`$G5gtp<{ESin;3+!2nYafS6BcZCDX8Iruo`prh^WCJS?BUl8
zS%Od2jbA=n0T*f%>h@EdxJx|>0mMkX?Ru(#ED^mRbA?7T-IK)xKbjYcA5(tz%@t)j
zy_4xv>qLp}`DL_nMCuW8Jo38i3&o?%U!#uU^|mT!us@Uum?a9xrFg!#h&<T~pX#az
zZr(0?nuSvD(1;YzBJXi}#>YCa;h~}Q>++QWErQfkFvX{>t>TQwkgY0x22eLxC#}-d
zkjj79bliQC<!%+Kjo{0_%A&*u)@?cNv%rN7a*Go%7!QJQ55ZLoZ<wdL_b&nAF;y{3
z9^#*4${%AOZqRMymYGstZyi-!SXihyA|<vBuA`(`Qp~|$Fx#Dz<$Cpy!m$e-Z#tQ=
z?Zz0TMN-#raWZXPk#(uA%%+Wx(}tChgqA<}1v;itLO<?$V8K+x>y;lcBUe)~occ-Y
zYB#Ud-V|tXZvTAj8{?9%x3ux|*J6YNNt-U9BAw5982?Jue1Dv&2IceVdcUn{Y22mr
z^hEPxdWnPYVoT)D^DKQ%gM-tC&jjcPa~nU$tuE<hW=gdfhUdnxP67~9<Tf-jb$I+P
z<y+2^7b@*v#C(nzd?AUEyeMFQ<X?$2hkVy~*5rKd{odDDDs`>adf0J_3Fkn~=4o{Y
zv;Xr^pxQF%MN)AIUG9f*9ZiLs)p?&g;Jm90r=3_$#BWa<XNtAJ$*o=Szp96tS+ewV
zfi3>6RMw{-n#d)w53ls4u9zO227id<2zqhynbq3bdjGJPH=BVM4^OE?nV>{aUtfQq
z*iiBs5dSg|Hi2(K7iFa9`k0P~1qJ}UXnEhQwuc~}72VVvyggg;Mb1=be3X7zsdB@w
zA-J}-`!l47;5D6Z-xve2w;V%+z$3rDa8xGpTIYrB%?}6f$&L1EeGUEIlQFT)K3>;!
zUyiC?LE3NZwJMp6@BA`vx`*$l#5?p(uYAh~;p%FBLY{LZ&uC$L|Kx*tVefnrq8v6?
z7Qtfbf~`HfYk!_!zt72jokQPSjsDE5eeN>N85H6~|6U!`0bzn?)vEd}EA(5XSR53i
zrRMKzY_2dU-?NT7&*EP~@#ofip2gw-cndN~<+z9{34JS~<6D41UpOtV3MH;c8Eu%k
zDV+@+N>G>8il=uh<Q^5tK`~%Dp#(huY~hzc9z|oTI3-&wO~O~22oGj^iaWSECnJ+N
zgpl*AIb~K(AAN@P$yl^D{|SmvcTt=bH`x=pA_UjVGfrBU+E>2Xg(tIAOv?)ZCoBT>
z_93pAz}20#?!^&f2`&S&grJNwK5ON{+z|=fCO?Z*a50du)QmIQSZ{Ht!js1%-#nJg
zWz4+UTr?R<B~qTcC8b?V!YEBW@sKrwp+Xnran0YAW53&(gPlNzHjIT$PhuaX?p;QT
z-@YMss+WGRi5A+fgIJKga&cvuY%{>K-Wsz>G)fiW{_hsB-!Ak$Zp8+3hBZIuIZ~G}
zyQtAD<Ry9~leg{$v?^u4hRaQ)0v%Y)w=@$ug-@z+<l??vYrSzQ(rx7Ibd2hNnTw5A
zYqx<(qmmzQz^|5ce(-rv!i>m$F8$%9^hA1;tTuXk^ox+i?$gNWV!2Swssc)(u+Ld6
zPOv4qfKigEMOGmg8XT|khE1ntw4)epBkTn@lPCa}iJZ=5ae0Q)*L)Fnqn$38vh#Ky
zV66@<x3D;PE8(^i&1<R};AFn4UAwK(Jg7Z-gh<k_co!3!#Rr8d@pF|w5rS9e^DOSS
zvr-)lap_l)FM#X>z-+JmHb>V&NypmA)I75()N35A1D(@8`%TXMbYKwwkj18OGh6$a
zGS^W`!;;QKA_6D4dsPXVpf_kI<$O)-b@}(7*Q9Y}&mMzn;s_b_B&f$IqrK}$rk?OY
zd1tAU_w@G3Bvj<XRk0y`u@CDZ=t<3~jVB}DWn~B+m$7*%T(AlJO!8t6g#{+`!F+Iu
z*@<=<7BEyXHKyhi^J`oUv0)89c><bEUnq=YviJZ5Y^DYXt~|EreX~8lMIG`^1}aQ3
zn*hw91x)#p3*FW3GW^H(`Y1tsqvd(lmGi)w_$$jGI39p2tAc^`X{z}|amESA`sMj?
zX;r@%BtaZiCU!y6W5S9YNu4)qA%{b1#Jto=d!n+ZK~lbDMwa^a<=b6%R$Is8C9W@D
z!`N#~O{KPUkQ<@flHtR6OW<p32iYPhfAvqjRd$J9-az6}LNz%i2I}1X)91-E3<5qM
z1aMw3JI?ZCP+B%cL^U{2c)`PZeme5>b4Yf$D82%R2tYX0p^C|JpD&%MykoRC#DO5C
z)JHQ90);B(%Hz78eg5in4JickXwl;SYzYRe>+$`C=7p`TKqM^6Oo2=hqo?6lrI%@H
z#pH0>+O7w}k*3b`4ba!;OQASr!e!#I1|M9=T)Gx_e3GhF1V`J;g!g!Z8uvM`ln}yS
za9h)%SWua_eZ5hU+5%Ozm-+%05T=;6j3%P*aW9LYE9K7GFw7wgKyb7&VE5voof%*^
z>(G|z6YQosTpAYO8&ac#Uk&od!p6Bn<r75>??><(pQGw7Ids&OqTBTB!2wHm^Xu8l
z**+TFhw{yvtj3nYx*fT-{;WCDzdfohZMHXIYtE09x9d#^k!YVpp(#K68L)Z^km|4{
zCp-hqY-IJKxA1l6i^xNVz}jZy(KPV)iyL(VSCD1o%D!|uGyp~nkAUwiaGA+}^0pq_
zBsvW?Ss;68_qe+;ei@<NaRVG?TY;g)u)ZYk0Qm0(klq6GbS!XI{J|75C>ZD3Il3&>
zC-bpCUz408tp^--0k6wM9a3`oKUBSCK$LCNEj)mVf`C#A2v~F}Atj)6ch{(NH%N<$
zNSAa;GYla$bch1d-5nA$Gz>8?a4vk#dB5-dBmbPct{rQyz1D5tKKb3B*D<C)(-ltM
zcRrGAe|nAHnxa1!87xnkAUt4@Q4@O$rM!4H%B0aae>L)sYHv>-xhm1Aw7Fshj3%<o
zo2um)9a(2@GY_{OT~q#l%i(&8H_VncOl}V$fEU}uvCtzoSbMREnf|s$HM4XT+;V))
z@p^;(#{bp@5zxpe67$0=?Vk$$x-KwWmtGaRP=R=~yXTx{_}T(V*4Wl&_#*8uxHI6C
zB@=^QMVZpLfW;#jVC}REJk1KWo=&iIgL=OWEVU5%U*^m|1p*EvpxSK(P2uP>pH4as
z@F~p!vCG>uFW6^at35Ul8fX3-&g78%1vkvdn*c5US2{eagy;5xn(G5;FsksZ4<}2q
zy1~yH%%2h$P)&$^^aP9CcYRB7Ei_o+^!Tf&G2Oa)h2s~x1P$edZ)bep`)mNff<1VT
zn{Ok><T%CC_CEGjY6u^%@?4J6!qeA-RB0awQ|!btt|=V<&m`5fYFdHn$j~aa>23r?
zP}umq)imdK*QQqunnAG~SM<`2fT!(BvtD%2b2sv-1$ipd6DK&qx=!<b6TTG;Rd&f|
zs%+D4tju#u^f04golVhmeL%QP{=h7wO`m^>*y!nXyq#Wl5A>i(W7o|NenuL>3*`!C
z!s#%-(|mudKQ!NINL<>gA7}jtMr&OICeBpA&7ta3<foiVNP^i?tLX(_rv}~bA#Mr1
z@~O+nI$<RhzPG>Au-Vd!2X(foFyk)I^T}pPWZaUs<}XzI|K`g_&YeAF<fOYIVa8I}
zoclIjjcs{Z5=cs9cYL$fYVHpge@#ui_Nv1TZeCdGc{=yRr}88U<KC0RG3!rd*WrM;
z8KTWa`Z>;l*R}gQv)~*U$rc#BG@G0#pZ#xV&d>%ozYu_r#>N(@Eii0pr^>>&<nIL&
z{KMOPG8GtVi^6`I#Ag~<8=m7OFb=5~CAq2;aydN<E=P<gU#rPI)Zf(?NgxVQ$6O6J
zR;<Z;gYPPlS%-EFU`~U-qzi}sNfe-%pnYM{EJc)<KttIvqk~+6Jv<`{WRNEU`~eU*
z70f<@iJpyV;|v$rhx{gu;|Z4M!^i|0y(!l#X28K<Vfcl-#NMuH=+H&+E>Ye|Q4Aj@
z@5=ZE_Q)w6REEWt@bb3Q|Cx+1y9CbpeT`_gZ_CqY-;`6!b-Y7K0t?!|UgWc=3|x!)
z0wgvz<eqB4)^?_Wi41KOJI@#w{S+j3UtgIrZ;khyu=>ff_p8PaYWG_zIl;gr8K=%u
z)~`lbhn{*-(f*4Rth4_GU2{m#;NDGwU5PZ(S}mo)mys3tET3is341niXOt69n2mhO
zar^|;JqfulzS(L!K+(^-i4A|!R2=K|I1A<O3~w9Y>y^74D@z>0h<3k5e2DbFqgsTc
z+Q@&WrO01qX`b}|=YW&lAv)=HK@8@YB-@fteNJZ!opH_wYC{a3a;yVvsnd)J8WIxH
z3RZ!l7!)X1y8a50wcjy&K_$;s#cvQX{n?wuWS5yy*;h8fp}qV)>N2tgjLeqOPVoT=
z$wptNR+adCCR>PLt(=>NFB(s7SHnDIN1x?S?&aw~t|7yRqIUP{(8Qp2gG49N+{zo;
z)0n@n!e2HCIQ5f}L=lnnotmH=uJ0=TRgeFv8M<KY-ooaK{_ZBj*rt!B`{5toHN^KN
zoL;z|Zeo{6wU}w(9q+>OTFvs6jA25#<qktb^X{Fj<s~K5oTWO!uax+JwdHab$vT3t
z3!s~O0(4@W)}zWOuOt(nfq3pV59Euk6ytr)wyK$dF#8kY$UiI;f1)X_cw?{qx7E63
zN<~}NwU~Bc5jM2a9qr2~t&V4A-JYRnUnFH)P;r;Alxo6P?j(mP?#0o~Bho)%4J7wT
z<=rOOe(0+rb&{avC3w0ApRvB@!%=00!!3o^q%2%<Ic=4ja(@1g&jx+G3?M>fRfb0L
zzv)SiP5g0DX_Z!*z|^#*Nwo#<^tX@{A`EK>tDZoQTNhzV1$;qNn|w~6TKxc$cxuxl
z1!{QozK3e&bac_fv5(dok>qU|(_96A0rMR8C@s8u!(n|Xx1Qv=>6qw)n)m&coWSNt
z+M}rG%gZ}=^|Xqbo}WFdO83NnziRi2F+Vio*$r8{xormj=2=|$-FAbCxXP`Ju@>vG
z)OK}<vHLl{Dz{WDVMuc9)`cIvB~PDU|J97rUTQV}z0CzqkwD_JeI`J}@<VCi@r61`
za&PcH6MEZv4X8Ymb2aSZUYsnGT($G*+%&~WF$@ZYii2R83#<uzyFp*Y8kx4XooMdr
z5BLs6)MIx%D^L~_OH(G}d#eq2lw{vzpKn6Fv}FLFI*5+u?uKF2T+5fi_RU}4_79(r
zRg=@vy^4n{bI4G0-%7uuOH}Vq*o~kM^l-gj?k)K+Vf=|^?{WZp*<15~(a&#<iHVBj
zkL>h$w0rU3|6?WjeNU$7-)bk!9boNTD)T1MrW!&Hkc;&L-jEe@mKQ@#Z(NZhFxLA*
zz-Z#+Y?|0lvp^Nc`{;fU9+?_a_U*=1@iToZ<t_zH<n-M^WJ;wK)>^QkNnX+LWfRmF
zm+Vs5rmV@k7*O6Be{+PqBU2N)zRJ_5-|V5^bsSw6f0TT<b}L}?6$>%+g04<^=1W21
z`-eA}DJVWjeL_8|&*)!nu|6T=*3O8kvMy~Yd=NB4XQ&K)!^bJ)7GV8odMC}kXX$E5
zTt4%PjkZu}RO2i*RH-a2cQI2@x989CSOi~MB~>5*<ZUJzath~5Ao#_zRrA$QY4SYa
zB**Q#Ps7R&{W(`8C0LpW1$54hA0~BRR&}-ZRC3^<gaVwcML03V-n%MsVqwn5&f*+0
zc-8$mw(IVLH`+V>xYYm`s}L~?u>R5g4VuOKLN@dl>l(u#w8p=>dNn1!o!7PLXT6;r
z`H%rvJh+vc9}nO`0{Ml)=pgP+M@d(4y(cUT{J`C9`BGQXizH0mXz<UU&jn2!nVFe4
zZ+}ZAd@K(K)ySLW&J<l=O>+oN)7jd!tIb5#z%7An7lKZw+Zq3e_8eb?{tTQBot_vo
zWogF9d7JLj!8BMT%8Sj|fSfme--o#p>(>-_Xq)>4s9OA)9G2j59m8Ue(z|q(WZv+J
ziUv}_J57sQA@#B<s=(^{>&zF$DG|?Z&-3|^?63ak4qtD7Ij?lPepn2h84Qw9=G4H;
z24raKuRglEiM=grK&k78|D_*T*Jk1YYgvDR{X;=muEa8^3bC@k!N}x_L$N0<!Plu~
z{`G2x)XenU4{H^-lCz=O_^`<qdUw)?2TclkD#{0Oo!&Xhf9E#7idNCl4c^_|yQ14Y
z8zZk8-#z7}9;^%_h$s>A>E(T7oaBSEt_}aXOe}9*4_Fb-5^sgCY46~`=kQDD<)>AB
zuGmsc-%My~H*cD6-Q+8d?XLj)NW*`h{#x<j=3~9GZ3Qm4*Gii(ta*w_xKQZ)(~7Zf
zED61+B#4^a2LoRX)j{WY4!AINDpMu6vG?r7euKRp6UBtWB=tMq6Pwrx_alUr5y+%I
zgC&oJ#@Talt0g5j7=QNv=Z<!zjPS#rS_>(3Igm>rzVq^TG#kl?5Q~#K`vlZ%SD3*j
zU^L3z3K(%hQn=gxuUGN^hf<CRPUM=uUAfiMY7D4fMlqdUK|M2}z4;DFV-&Z$Lc}m*
zlC|gi%{SFBX4ZGV0KxH0uyURVJPUzk5ga#XsU-mK{tMgtKrHzau=2?Q)2?+em@ucK
zj_!^j5taCV+pVF;MqLAIGhVBd#`miyA2aI%MvTIj5gEYU1qxk~_7dF7Oz4u}1&GP6
zT=_8+(18HutJO>sWyfw5rGLx`DO00zl04J}<3~|l*E{GYz0e(<jNcK2B#!IWHH9La
z4DO~_{7_=p7WlFbS6a7j0={*ql&U7OrrSdPhE%5&UbeBZv2Lw1gR%D(A6ON=-i$p;
z(QkH`7Y(BqGajY%1%h#9rk$iWl)rAShl3qj>A}>zzmfOowf!wOIYj3^Ty+b%^BxP@
z?^}arUudPbmS+;FHbI(4pFBQ3&{Wk{L>l2W&9(d2Z;OWg{9sjohcc-vX$H;uj9#@$
z26+q=<@_B8X1K@RGMvS{vG~tLS?c$1y;4H9|HLN#Z7X?|0cL*Xr6*zEOxTYTML`Qy
z+6dQ&_1%Y7_2=j3yFm7Q8R!Ql3VU!$N799tHeXO*&d>S2k}>kJd*H8rE9%vU0dJWo
zPAMURujGX4IZr+s{WLDiEH(OhRQ*s1hAWQ`8}i<f-DwPr$E2Uy#V9=txE519-!JH0
z&Qnjr$n&(``?zmr-v81FY}F2f`K9eF{wvIL3d{}Hf~=^A(;HNIAsMjMdw1iM<ANE|
z2$~D&By{wtSoZMW;bTq<FC{#X(=u>@O+yWcqm)+Y%D_E4Hik+MI+E%O;*^R+kydPm
zoRmf_pXkF-EM|~ssGlguEt}icat`^aGo{L>e?xP2d}ilUrvbN*A_Owib25rQ>N&uT
z`n2-icbmhmG5<Eft_kkqMZn<uEB#y0{~Q9D0VF6zsu6wnfCYfwFPxXgi>Z2taw#FV
zw$S+f8z?>Dp}*dxQ{MU<%|@nL8Id|qEhxkN>musLIOT5$Kz?f#`Xih=Ki4K!V?T=~
zAx2$7-nvmSY3)SsBfN$k?ES4mHM0{M#rCrfk2QuqGv&hXJ$PZNV%~R3S1n}Mu^MLJ
z+aeT74uM!at0!qrtX1N=tQCEm|7p^WXLpd*tIUdOPNVezHyiSxR4W%3>6p++u-8xM
zZZ)WUmc(I20b~)Nl$+{7(D;q@Q?^^!W34~%&i-+YHt|UZ?;gm4oUy(B7>0(*VIWIH
zTkS#Qtq262C85vUu*%&)6brY57EICvZih~p=2?r<_hWE7ksy#id|CFk^3X+MV^_%H
zf}HN{X4kjs{`}uF{+oq(R4*7I5Ort4$NK%@`q}iWTk`AOaeS)TUgPDWx;MCEB#se4
zayAIoR0`9bErmAUrX^VjpY#6SpuH_zJj=wXABTiKs8{B}jOdiqv_6En9jSi?<!__8
zgGl<o+72q4-(V&)-7R!4m=2Po3cElZX^kA^=T3P&Rm;T~>S=Wwv5i961R_TkDAKs*
ze_4MC3<SlIu)e}6o5HfU9De*XMtLX3&xVx`t6GTu=J|TPCBQpk#6Gimtb8{A&^GI1
zI0Rx^xx7|dFutob<+y7o4&8Y9lX@omOBL$wZb8dB@ThUPuAmsN=iFoWr8cdFIm(G5
zrrEc$aO%89^6udCF+{CShuwg~?2f$KGnd(b3NQEH)U-n0f|;dnEX{q#VTFYhW%oRB
zA%<KwjQ&JOzXZB-zcQ_YK2xL!y2Dz@2az7KvR}>*$&|{W8_qe+kR@#9F2&7VziHJ@
zGqmlWi|-#*?j_qY5ztyHEqLezzT=SIpnll+4=o|*zNWJuZ<A)m&bn-0vpnd<t8sbb
z`X}m9=TXP+-{4O1!0vcFC6{p#@PXF$m~~5d5_IEzoG_vJIL&dwaFB*=AmysPa7m`Z
z5wfhV&EZ7gATzLb{!(c=*)()c<nR7E+&wPtiOriYk+cvXbM|awtz>j`FTrdqNOLa^
z$@Ee~=F!}dbW1<9t~x`rA%Hitn%u8vtl6aQP(x%R8k+kK#=d#2yO{E2j_PAbi<-He
zV4i69I8q(d5zyoM&_XDDUwiLO%M-lp*?N!W#VufDTOxXS?qbu8B~y91_`?ZjZXH}$
zrQ_Ny_({-SXQdr$EWf19amHZlmW&(AW9iJFuM3SHCrr(2=_cX&pfNQ>$xR!Ut;f3u
z=t1~#+$b4ZL3dgL2LjV+v?TT&Lu460s1TLQ#k`)i(e;NmDhGcV(g@9M&WOKAF+<fm
z>QayCTc6a8ENFEmSXc79Y&+*DL&Iuv8JOdkPU7kCA+M~HOjBMH9<N{KIaEcs^YnD5
zAM5L=9t*W4$_k{a*vg+xr4@j5z-m-i$*7XPxtUq>8Hix&LV?W}yNc`nN+(Um>n~v`
zXS?t^|Ap2R?Myz4pc~gu7$)B(@Eb7tj+Z4{Q}%Zf2tt|x2*KyXvE4wI(L0fM*;{>&
zX5FZ{X3k#E*tnkY`SYQ2`kcufh3CNt_j|=mRi{#2%6Gqf>zVd5bcmQw%z5}u{~G30
zH%Z9I`rh9nM|`KXW~1~FJ|~f);I$$-Q`fM$v>Lr^?M;<(gT*stt<eJ8bXWR({=LKb
zSOTzL<<fb+0&H`v2eYL5=x!|RwSMH;7=A(F;MH7^I03*JOztmUbRg!M6wX81hN+^W
z<oIfx!b`VBx}6f@Z4}$6r?J;LJ&R0MPqc5StpTdK-*I)_@P)$RsMt8F>=B!TAhWfk
zWJlrr?_MvT30BlE4G3hYyH+6@Df(V2=DTI)gCxF-4WVmNi<+EN_h+kY60))c&S@P#
zPZ})uIV<D>_NUFd319JdR>;CpQnu_>I&nS~C&kQN*ko(Zyfbr(RQpkPxFWvMC$s6B
zprVj1Bs)AGm34Eb%_4a2xEB{&i+R(^dmZE$hu9(51*F1u?#|yXYq9CERFOHK7F?7!
z9>lT!D7~Q|$ltJtp<bEcP>YSUusNd`ULI_G3E4ktSx@4zINa~%vH^0jg}~;kA_(t&
z!}7fnOT#RFby(Tf`l*3v{cVWjvON0jPsC$)a9~JMn^tBuD8DIrt?+LI>@ZyR99{gq
zjJ?4Ztvng|aQDSpsU)(>Y1|@MoAsNKhH*iDlTw%E`~GC4ZpByJ^BA#;vBQ*UCQ%(7
z9;j_WyO|5qj63(sR?OUv%2W|s^ik`52qdR%AB44m$k3{@mA21K_^kH^{>)X$Ap(vm
zpsZ?Hk|EWBK|v@`_Kv-705>qkl;N}VClklmYO@PZuCP1*OKtPy(y8sTI@JqK$gXst
zvuQ9~vw5aa(?RqzlFv4-T}-2+9v*mhB0E|qA7~@*FUm+8DQtjTzp=4)L%q8+w~KZ~
zX*H!nlF4=?+C?YEH2BC$U0>w|bF^yjcq+*S$fI5`D=Jj2_fN!=aSELt+8CC_rcd4@
z13TSE8_O^QH$K*OBz>J}Y5cZOZUC*4w#y49>~9Ff<8ZAI&kI!=E;r}WG?5c#TvJVM
zq4&#7;85!b$nj`2Z~(35EBi-4e?ntWrEnk5V=f^`P2Jz>8YP#>ZH;TvI1lkOxsrzo
zOdHShi`B75Cig}xM)a{mTbw&Zni;y=<?1_vLt;C!Z1|Iy$E~@|=~3?evHCtNW&}qk
z?1Pbcwu2K|_@%<DtKIH#8Z!}=A2U|*dWk6{9CQ<Zc67+hZgZMnSAyQJ(w>emmOb%5
zX*mu>OCLCU71=+Z>%oQCGcz)3L(eNj<eWNR`9o2)U8bS9#x(cCpKD3u)P()M9`|5R
z0MgPcqTU$g{-F7L#^tPC)taqvNxy~da0<uv8w@VD0!MR92>&-m5hf!+i<DS&cFrfZ
zT*Rl`^EeUb^ov<1afh(^sHX}ewt@Txt7I0zc|qKs5=AcaO^LNe%^XuEXer6I^<OLo
zMNXjnkJ<lxEqA&ZAF}%(;Yk*HDbX#t?9@^`Ly+~4&mV(gS>pT%BF9spL?bX(Y~Oo`
z<Vb@oKuTwIl$Eys#133|{<OCdre6By|H{icTC*nJS6&%wA?)FL+OKXq6%p)&W*;2y
zu=~M!%19iN%s$A{KVHrKdYFfqy5F{VXS}e%P1)+)-TT)y=@b&(0zoVGxtow(pN>AL
z+F3>d<E@ZnTz`KNjfC&ahLiznEuo|GW>r%*NgVEw4`C*VUXu5fNWM5EztyNQS1EXT
zmUm$tys!&4bF!LZE+O&ci)7xqSl3SMTGzElN^PglgFh}YDjdd{oAE9t2@%6qroSuN
z_pWO|!L6hWSoAgff-r<W^Nx+9x(3-LX5us)J$CUxPKs3{%kHL(qO1R6-p=`JU*<`y
z9WES)R_&?I*b~czcdd@q<nL&M0x?y{enFa>cgqGa@v6}$fR~putqU<M^$l;O7O=2L
zCU};_Z<?oz2YG06y+f;z-+^1%DC`FTx5(+4wM{6G!?UH6Q-$NB*pTrA#+Q!*JItQj
zXE0(lRjd!-nnfkkSe-^kh9TAuyk2HQ?290QSM*u9xZce%{F!uUQ;npqeb<apnapB~
zMl6>pX6EJAt5_{$YiVY_au15Q1z8Z#d7O>@xzbBrjalH^q5W0mxF+W-ViPnP5>Ylk
zmaY7}ad<!C_T(s}M(Ir@=*X(w1iW2&GhX3Qb*7SxA-o=i>qld@lI-BqY!kSU2O6-Z
z;ZlS=n(@_?_X%sb_f$71!r+omHehW-P!%w4oWS(a$9$=Zp>BG__g-or9V@JR$0L4y
z(WZ~ocQJj)t58kuy1)ieo~P1$t+v`IYr2B3bm{2oueIWf%ZMP<B7OXN)vDQOg}u|M
zmv{6t$S%+<7wr2h9q3JlFWEcXf={BUI$j?tX!*Hit8+kS1ccyhYlelTIUA$b^(uyn
zT7g~_=!?d&zqH((kPp2^ZO+KcDa{c!r#Pfi?ru}|_(np>=q+&u%2Wg7OJ#jbBkvj>
z3!{8Uc=YOJMx{l-;h$1<1g?D&14e4PtL{m&Nrj|_I;+Z$s_;vczq_u*JT;@`<={wh
zax?aGlQmS&vqCNL7UX4MC%ICuciV57A9u(Dg*yjY)`1r;&;B%?Z2l6#FR!r?{Mc&C
z86;k(J)A#@l~H5lnp7_q2NGdce&#_}A9d$zaw9rXG^5tYVFntJE88=!Q+W1Kv$BMD
z`}xMEsKI5E)X*hTp5*drTy6i~)gCQyRWY6ODh`O6UtR}iLlbU7?iYol&Fjsv)}n6$
zM16B&w&79zlfSM(X7WI00{*eX@Amweig{!v&2D-u>X(*71Ojil`wit~#Wy$sW75(h
zYl_~ykke0E&8~@~FR-ibAG06}FH8Bj^1Zt!*+wr9cR0gUmQyH7)e7nkN5o;`G~V-n
zhll<g4TV+bFdIDVrzn@4PyO+F_C~2JDS5H#!xTml9hLrhgQ>qCvw}xCDDtR$sn?qb
zj#?EhIHmM07Mld$W^+nO3cC3~K1}nto9zel@W0y@d!aV?s%5lxn~eiPY#}=8jc{VY
z4r~(>Z5Y087BlX)KCq&P)JW%I0%+ldw#MEJ&SXCNjr~}7sm0gto9fd)hw$d*E|Rve
z-F{JiHjHUge|rY47W>G+V|g3n(xeo>uAtPddmUkDhC1(E`9ochQKva>5vi%UDp@Zt
zT|7~$J<mDR{^<w_63=l=JjY=$$Fwi&YzM9>d4B4Y|HcplK;~40J+?<c#v!MnN!i5N
z0bB`}_FV`BVpy+^B?)!IB+H}oRLM%-hJ4UQF;Wy-P3!yngce`^5xUBhaEBcEE!uPj
zjQ=n~FW}d2#rOi4zz!$QpbfOzqd-lPFXXT0{Bu<0BhLGEXDd=wr}OU`XNro_3!oo)
zoN!utKSRTv*OwusH^Y)$WPl&FRGOFr+|(+u#c~OW-m?S!Ap{~v(MJV^`6X2uZJECR
z>_uddyQea)rp-Fa#HAt#J2tdhH5e-ViD>%jXeI7ob?mco(VwgMlj;I$H`o{J<$HeP
zUl-FqKQ7Zhuc6=1>)u!)Ib0~Y{U+SIFycnfT;?UVUV-uW=Q%yr74rgH56;52s@`b@
zQ`g*eNX<EZd4$h{h1<lwXg;9fF9NV-?SX^h>bW7HqGgA^1XLR@^r#L%$ywN#F*7dx
zR=W!|_lm)F%eI=X`kp(seMZ1EFF{rc36`4{d}GY;u!2LP66?sK;qHA|cXx;@Jm(1w
z_h!b6BpwHBm70;CLHbi>ebMGE_CZl4!!!25%A1GBReir`N9z&$7S%fW(7Lm4Zmund
z;WDX0qL5ce5O)sZ^Wg5mhKf8hUnHObzTkSaRYz>IcK`zjNO0MqkGE$HfG`~Fg~MD?
zlkb`S>p?Iy7IwA-S81P%H3}T9_uKn?BxVq?(d~~Ac2l&^JpY7fRW$eZZO{<TeXW%9
zw>hy`VI!TvYo4Ew*ZK6~sa_V>3zqEQ{!y({-0f;N(JF@!rMG$U6bDR)Y4s0a`7%X=
zHp^qE$J6XMEq}FGQlIojK3_9S8E5`b?`ZkP706c>8r37N=p~z57Z(>8P=UrVsn9hZ
z&v{2YpoV}`<hgty?5dI_j~45j&ut!4hh5}3lgH7eFphe6rbbzzLYr8X{I#fO_3B)O
zjKFa{ieVr8X4+5seMeZUs!zF>+LEh>*M0PL)wz4-7_9(mWDf_Tj@TFw6ydj4O3p8^
zL${Le1R6N4!^?o%4+V?*)66s$4Mr54rRCeRhfpXG>{B4T$LYE<0G`rJg*p}_BF0jz
zPtSNql04cXRfw~C;od_&PZcC4;oB&k;n)#uNClnitKe{Iz;)3d&mgn}%7rE+d4s_6
zmwXDmg67q_)5yT9exp!bfH%{B2c}?s*358~kwaE*-h?=^ph!}y`nbisS-5)*cIIu2
zM1Qqkukn4u3rsqNe5WpM`CObMiur`yH)Wm0Tr#>7wla$FAdrWik6z<Yj}(7#Hof&@
z3gk0*j48{~4fz-G>Bj7F4dZhj7vFg+0}prB)D>NmD<p+U<dYe!S$k9L4t!I-mGvzg
zO1HI^Bm48W#|V$V#W)zo*lQ{lU6oq2{(9|~IuOUZtG`A$KgFZY;|e~L99?xO5qzP#
z(<`winBFar5HwXk_y$21h#z3Oia^&mRqJ9QUJvx?w99e<ST=*P1~yBQfQhXI#OG)Q
zdBO9n)_ST#i5<!HYNd%kkw>R4C(8fy%;{Us$)lHVa*A^`G0E|ySNKK$t#7{J%|Hx!
zx#Zc5fj$}NTL`X`QuyqvudaVcNRAs_XWG{Osp{>9q3~9LpMJQW+;H(jqXQo@XWy1S
zj69llHu@@zKh;nIv}E{1G^@UgT4|^$%+=_W&H?R;5Oa;T^Ph!Kp&siLKNsQGYBkxn
ziNe}{|9)x(Om@}1k2VKE^H_8QK1#TJ9IF+uC1ln8@m<Ri257Zo%ZhgaW(3JmE+(x#
z9F*{2tgNOJRLR9u?xN$6N6}t=-^90M#H@D2H}dO-B9b~qd#+{7pL%Bt8O1W_b3(ty
zF<{<l?DUc<$@MM?@)fK2im2AU5}yxbQ}gm0(Qo8+PvbO{n;uhwv}_sFp}y6T7-xpw
zMWm4i_%)3Ml>k62!7*dzQPLr3axj^*wA4ejAN~9r;z7FmP~SD6W5qaedezne14-?A
zpwF5t>RYE}*oo=z_2qLzYVz4lX?8@?S8peP39RqopbQcKsM5ql5J=0iD+t_?;|lt)
z3%H(Up-QZ{hnxyW4C_nVoqAV!>Ph3|Qv^9hG_Qhd3of>d-70>a@Hiepz#h$zT)vrv
zcWBp9h{=;MyKWKEJru|Lw)YV@fp^zda6jO2OnItD5*cN7M<c#lGWtWYQ&`SfZyDn;
z96BxuyzGt$+Tjm4c&_6{9vgkaJ0mJ$*c>273kS-tav$?~%zFlaEvMW1z@xO6p6U)w
zr{>bcgy4Ej8b_Ci`B+ngGqJxKj4<9?kMbirx2~BbOc6)x`?H-+SNqs(91l4txo!L*
z{#P6`c<m|<v8!nqZZMQfYHTeQ2J$wl_-b(_Kgo2s+)%K-JWwY}ZPZX3l=JwG0~s1W
z-|853nUFUMuEaJH5$ujG(D9A@2*XxgTj=EGeOBjl>MR0`yt~qbtFN5F025XLDCt%s
z21uy5pUUxh#j;q3JU=~kQsn|yyQNvkpY%R=e}Zka`Gw!7vF&_y-{cd}ht?~o^u#*P
zzugflS1tpVvb7Z1F}<XX6%RrCqXkNH-qqkK<aCa!_*+H|*hR{u@W^6<nUEt!J-L|)
zvao9IAehJWrBqw;8wYbT!+?qeJseh-+nOl)J{)}1V+Cpw^L}T=aks1yJz|*k?5<S7
ziYvyDaif=>77~OM%UMd=G)zba_@rg^5Z@u#F)U|byG~(bh}zB~+$~WaZI!S_4AQNX
z_Ez*joK^zbZs8a+b7`T~NAoJ)QfT-1Kx>}Stf&he=why{PFvg75@;%d_ev<GY@;BZ
zu1x=~Q_`s(9=51(ze-`{UCE->1835PPTWS|>&y4<_e~pb?2os<Mu37aU{YCvl?|_j
z0DR5wuW-;C!!kfl()D)~xU`r0gNAzO=DyKlTj^!f6D_zpHut7Mu3paE5MF{?{}Db~
z@i(CmeF{TnbK_+*X8O`@cEdu<guFW6YcMtWNZhvyrvEInUsGmV*gOprW(+?dH^==j
z{le|nT@ilg@W<IE#qP3<{@6Kqyft}u=VmKPpg}Tkl6xNbr}d@^4tG7pf~H&xm~f^E
zIEl~u9;aE4mlOkcxQ*pVG55o(RPnNFmca$)4-%I_MC!PL$ru}B`;qibesk8oW?`pT
zp$lt-3v{e9amxDcp8ph5=f$F^Xui8_^Bi08iB^c2@vwxf>IYDPNa4{JgW-br+q_^D
zG3o+`u*!MI>H>w^!jW9F9c6sKQCrQa^m_UAQ&gmJm1gl*Y>`DvionZf$%!!Kd9dCB
z$bs_U+>Z+HG+c>*T7lE$1q`Or{>9(Ofim;EBHH7|C(iAw*<+L8HD$T=%COUx>(ouI
z(3k@QdV50|2B-n^sP~}X+B$rwQYYuRQI5j3t)cEuS_JxmN!E;AZ-iWr%7xAwG@;lE
zqv)##$xGFY`3|tjKB11uXENJin??q4ghAY~yZXu?u=2#MU!Jbfqnwc=EEXjA;4ox2
z%z~pUt7&vpUwf%X^`s_U(0ZX!QZH+-Yn5nlzJFx2ySIz=nFb>axOXSqQXiAl@~&2j
z_ABJtg0_$3#fl4-TaJ)bq2(*MwckuV+ga<qTyz)X7;VzHmt+Hx4J>0LS&wr<6*p%}
z_Z0<DkJi7C!dpbAQr>U$IV}fkFuCy@28F<FU3+!?D$<7yf_*CG?)bfrq#&&}5={Hd
z!wThB`;rHaku^m69t-Sbseb_8KH}3NPE-#X@!IxW-i_0`Lf!S`kb~UqxO9E?I7{0d
zVSiQXA#wfPKynGE!NWJjKSgq{a6s1NZohW;>7@+;54INh;hkVRm^tviI~8qw;V01=
z%=PwX5-%ors_u#Z3v(jl{>%WigO6>df$pd=C19nl1uT(xeKD?Z0Sz$V;k6oiN-OF!
zQE2MGI(1b9h_H>0*W{^VS!o3=`a=$n*av0&_42U!TnwG0SX7db*Wae{u9cmH^G_1{
zQ`|BsJ`YdZ(}JjIIC`<N80@2s^Sk(1^7K;qMO7u=%qD<DGiUC+ldPmz@wXq*Ppc>2
z0QJ)cHfn@vDF7!m#D!J9axm*NI(*gWxc*-2jVl^C>b2K)uee85Bkdwm>|y{!z|rro
z@rZ!+pG+j(==xwbD5%&@&!$Oq!JB`DVWEuI5_2z!2g8uxfpBfdkrcMkd3J?L^-Rsw
z`c;6vqS!=UNDy$m+nKL;g@Kh+x@g}BpF6u|u|K|M$A$`09xeL#D42~sh39Rr7cRv1
z2FFbCF{7PwV#N96C*IZ0dM#F!XByW89zU~Y1)OiFF`v!Y2pA<4LqLb}Pi}Xr-lOy?
z1Of{@R)ZHq)i@BygG}YlXTB%j8`ZG@B0+a$%;~`9u6>%%s64G>ALRD@<dDvg9Mj5|
z1GeG+(#s!`q{T>A#+f&9NJ-@^t1QgwYj>4W`O*})-vY<>$y$l7#V<cmla#o-M3A{n
z{{xSWY?uMr)O86Sn;tR``1?exE-i%W!Tl}ZcL=um;&U+P;DXTYG!6xhi>*CkpbRE+
zE!2_}L4s_dGW}i?Z*}u9xk|U`?AtbdjjBY#rcw+8#&$U-`P`>*#4I@PsY}6#eZh$J
zhZTC$9Voy9YLZ;Nj_o4o_6R<kk9{?+LVF!J-_jdcJ#V02+fkp+h_^frc4Q>{po6jR
zQ}%sfVjy1c*w;gSU}{Gp=c>#D!M`RAazg>IBijHN0Ol(8fw&TOz6Jtal>APmA}A83
z1%>%Mv2RQNkZ$dEb8iW|`Npq<p@o8Xyrr{`Pfk4$y6XQgu{CI8U;&j*Gh3H5vNtWo
zW(#sIyz)xqpLTr&6RT8xzj|2{?d|+$WRTLg$T}YY>@+1;J;^N9En(Nr17JFU>4Wg4
zWq^J=cuL*lsrA>uRU{N@UK({2vPKuEH%_WI&q=V2mQJ`}>e$s{O-~fFUH^arYi?hC
zr&b+JchvNiaOk8XH@IK^?!Dp5`9pOILbLI2_mD6XrL&UC?&v|#E=r4FJE+rY|2)3|
zc`3$>Y3tb<!%y4macL0L7%`o|lcl?>0DhJ$PNbq(z46rAFdVMwe>g+oX&k>k1lpq9
zgGBbhI<I0+p{w`tEOf-{yPdahp5z*`6f1$rEpzQLCdaF0Quy8sYEd~cH(1F4JK}P<
zJ*-!zxK%OqQn-^GZ+GJRI@55qo=oslzjU6_wF7en*CN6Xs5|$sLm<2F@^1dRB-JVu
zqtk(1I7?Q(WKkGN6-g3M7%{!4&6$d$m&F3x{c#0rEEpX%#ZKG(9E|&98)Wj>h_{(1
z!~DqZdtI(G!y&D(zZPgVOH}gga={~yBn<HrFbnn5dn5L%&amlDxK|cp|MMO4>-Jw-
zn8Amb0M}qu+!0fKl-am9AlS%l-#DG#Yx%K`UeWzsyrsM|d8}7o6!NI*SPB}K*Tf#a
z#cCwFeDd6rIrb6SyI<d{zKxb(x8j~T2H>qC=gaS~9;vO0kQu0=Vi87ZCg)M;R>$ve
z{TWJ6yvMb59T@>;OHAr#2x4ft(q_q~KO*jn*i(*^p|MEKN6!er3vh!OY0mC&CO;$7
z;D0dqioZy+*}1fn)aXs4oMI{i#&t$7ix?Ew5zr4Khj_5=Yb@}_lQ@KO{J-3>-81M(
z4u#UA?N!D7#SC;9$kKA_Pj@}5F!q_!?DK1gpZ<_%uLr9yrV7O3w^S0t<O9oXOn3CV
zlK7%-?Yl-N<jQf$LK6~J{c>9HLdhL%iz~g;d8?a?{hjGqhFl_Kx|jh@4}rYd001#E
zfmk6i9H+uVA4lB-1Y^g2%Bo9G*b!qFDMuWWE?GJZKAw`Gq56Rg6r<`$V*o#@2TLC{
zx!~tKI-cehc{g*(jHjapKu{&mrlz_P&X@rY25xDG%PP6XpwcneE?k+G9+IQws#s)9
z)BGB6vSioc>H?YoVN%G{yBXporFs~N7)pMtu4uY{{2U7plJ|f4u3k)C@(q~JLvF<(
zn|E}T7+N<c-N2AunT90Y<&=Gpa-MT!q0JjiK14@<<mA1C_Ip*V$B6IC8(qX~`>N~*
z6Hc{DgRArN*R69LnS641KM4;D`XCCvf@vc;ZWx$+=dI%1v;G-D_V4nvHC@Au>FSl2
zwdobt>*1Ef*o*hQpWlV-Iu1h<jyU9JeS5Ly4bg*7oNfL+I#Bt<L$1cmpu%A?9Ya$$
zsRK~mX@h-Ggo%ssFvV_oIin<-f7_#seQ@OjBaeobr->xbrVkc~T*_a<*|t)*z)MbL
z{Ci+6J&&<gZTAcN8BC}%YPU;(&M24CdE7a2eW4B%d?Ow`LfFP_M{#H|=);OElmf5a
zB}Wt7i;zP}=WRW=kpVM5qJJmv6)A%=KB}W{^zS{87Bmmtt3a=<{)g1J{Ozr)q*+MW
z`KVgGCa>5UOG`3w#+mj_`sHKnK?FI);??)2k?Uz0N$pjw<#`=5IZup5SVq!e-j=yP
zs9ylN^_4T&&^T-@s7j7m|C$0$sMQ}6zHfZ7TfY?F2UPvim=nz)b-CpG#bYgLA9-~m
zAtf56u8DIFMxvRGiwlB{NL+vlJ04}T7>sZRvJdj_H2*?hA*+I#)?$X%=<t6jVLy%c
zM0Dej&LX03nScjfq+>{y0f&RcMuw@TZTvnq&oQ){oA>@+U=pO}3tVl`%ltRB(!8nI
zyEfCN%dy5U<=05b(X8J0=9iY$YteIrcdsJStMa-zBSj;dX|~Z6_Be;N^R>!J0Am6K
z#4<X_G?)<#mFnR6Bi<$C+GBJ6@52vW@T`X4UtPjXwAepnRRl?{uwGA1k?p}`uic-?
z<`x5DLu${1y}gkgcrj1(@~j4Dq~C`AtgqP3-^HOfJvNscAOULNA>^#jj{Pkz_S$Po
zYW%erhwM!ek7bxT%12d5cGQ9lB)_j6m7d6@g|gqN_cEp)*GN8WAb09a%06ITz3e+9
z(Hw}P<0GfE1z3^8*)2Z$AFmD&^d86)$a}7XbBl=b=l+pPd>k1%Vs4L^kyW^#XwL+=
zUi~{aECjm;qmgNa@S0fGQ3Jg!yx2}syEomW#jCeK1isbtSY)?&#Qn!NmXyZ%RI($5
zCmR#ySNF`znIJQK#;dwq4$xz!Ur!DvqT;;#hs+6ha2yL1?y708Vp`Lf$S~U=So>`n
zDg|78c5cuvtE)b#@!Aj}jr{3A2JU;v5H@G}<3WE57+)x?F2fM)gR{Zqk_x{qf)Tqd
z012Bp1&l9T*c&(R`OdAO(qmaRe+}{9_p3QPWEqLJ)g<UebzdiuUZ?xQISI#ah8Ee$
z^z(E>xD8K6nbG&l)fL>+<kxMCYCklgbVo5Qq{c<o{GI#{?INEamyU5{ORpTgJmR+o
zRUhVXSY;IWpHQ%B%8H7Ljxlf~^IFC1)_lSz$$Q@nsz5j}X6Z`e$^ZE2lU9Yf5)r*}
z8|Z@<1m#zW$4JuP44Q>vUKb%05BP9;4iR4SRBQ@|<AHJ&k{On&;=?aR6nGf~Llq)>
zqmT`6c0%hOEBVS%Pb<~=jQx9sRsPlWp;r3`XiZM2toS9Eg&u-&CExo&y0+hU!fr%8
z=QIq~JpRd6`L2KCb5jtUa)f`2tvlm8GYDi_Lb-Nyh3@em51x6<QQqGIVCkICffDdC
zfeN{<t0vQnfq#3Gc-HcMj_fUWz=0w~@^h0ftXhRRp#HD{8Vks|#(HDVzj4zix4<hg
zRKO0^qV3tdb1`V`Tny2McH{Ily-SBF?W!{?xgqw!A4Ql0n2=X@O1Wh0GCeaNip!0P
z%j{Ogu|wKZtR__GM=Q7|0ki!t>pK=G<epa>8RjY`EPmraK6f?yVy=j{tGvc3Q`qgm
zRzz}hxe9J93q?F(4v|E@<T}maPSvSQA35jA>!-oX_L%pr#-LI8U?F}3tik{yqDCRT
z_tNiMjpzH_)?-CUA>=GEOITnQQG8YY3JK{iw}%gdh4JE2V8yKgL^lpcb)b5_;I`7U
zre~!_YvZx#!4-568as12#H4UI9f&deY2U`Qd<wp}BUmX?s__|kRk_KsDqQg){FTRP
z(_BRMoE+!+A;C_o>n}rY{XVwQG6rB_C1SF};K%akWD>)INrO$TESv@R)JF1505IBM
zan6W80Bmu+LWY%La|}{c%zJql`_9C^$+yXiWI70j^ICC+Xo5Io{}mwlVK~GP!0n^X
zbt49NbIZ&EV<46}hk@^}h5RoX=zMlx+jRRiG<Y5$0Y9)Bqv-f=B>0jN+>_2b_u)i>
zxjZ4C^GOS6?^LF`=SMgHw)5(53>b6~Ep_Dp-JS4$Qf!uy87?@>olI_61O4-G-eVJ%
z7gO#@2LY99(2Yf?sa-WsYovnB7nbS1)BWHYW;3EHinq_!!po{SwW#Aei>Z8(DD)l;
zpEsQ2z8B^l7+yegIjcg~w<!O{2@Zr-B;m|Z9vuI^CRP1FFk|J@pJM}^D6ZFPPtDzf
zHxun0QfvplI!bM(T8MPu?>@*dr=z*wsAaBj4&G>S@d<GGXjt?G)+*M%cGHM0x9TbY
zTE2e$I$6XUQDRv8&It5by8yRIgKuQgQ`!KyS$kf=WE}3;$6i<Q=19{&gYT?=Jx*-g
z=J?hb!V`o|xUtjKbjHIWMTH0og<W(b?3|aqCqbt?dyt!flrP4Y7dDqiNy|TvCQv+|
zm^}bAuc<y-9*4p|jJ2@;J;Z%S@rdU_7Xj^d2gH6Ec!7Ap$mJzI<O;N5W3Jm;5Bz*<
zL$A69Q&sn**G+w4u_QG%576cA!MR4ghP?J%n|w&%Z0ziVYQnqQ#fQ~POKqWEK>kCk
z#89yDNI&b+mPNPOuMu4Z?BvI1fwxuxz&VBqLbfN$o=CI<Sa5+oQxBJ~z?&!#P#K#a
zP}xzKOnIH8Hf7Xn^k39!MTSoll{9mVlN?+OgR&sjG}w>Z4nB3^AQ$t!pp%sLcx2YA
z-puo3mX%sg{NV`hMg;z*?>!aSY+=2mEJo&J_Tgr)g2Rp{>MMVFFX?xs8D$5-2pAM-
z>0N96@dKChdyc42AECW!cK|LDCBIs<1lsX<;ND^SiS(LObb}x^cQ+e>@=MCm#<R^}
zUPj!xue1UtN~3@Tf*w{8(+lXOd2X=YpC)W!#ILmzOEwQkxlPjs4B+d%XNu^*9DpTj
zJ)aYB-VV|Csh5RbR7i9mr;WEiS=6sN$hiXV-9*!}`2l_93a{7)$MqCI|4Q)%V62p?
zj7^%+UVWf`wg{*$b`J4F@8%x^mL3%!ccdn(%GV1oL<B|4*Lzg7@W^~St?Hj_u3;b_
z+b^vP8mNx={2<){xW{2T_U|9^HZ*b3H*MnbYMO?}fpPEhhHwlvmcf3iG#);2WnpIu
z>j6I*o&Du<9QasGcVhW$v{9%)!Xp)b`yBB=V5hb-Ri)4tLNVMK%k(#R39rYIwkR0&
zR>_dWW=UU{WQ`?bSf-z!xhUY0?#C3%Xg>ezY&EtcgM{B9D>sMgdld@gf8Ghq5PovT
z#y%6XMAFr)MQ4^VA!XJ1DA-6?JfBUhc;ffywv$Gq&8qg_h5#=I3}@QSYO_^N%uY_S
zFSc~9wzP&ip~>lcMzhfsPfaAfhEb*;I;vq(ja<+>vkzfHl4~AY3j!IDt#f;w)nJ>Y
zp{yqqnB$85Nbfj`xa@Cz@hEnNkh`9kWJwvB?tU(l2;Ijfy!Icx(a2n2aDT<0rs5vF
z3ZvHZ8*Em7VYjB-3e#1d)X!R7mx}hojVPAWP#w{aOq9KDN7c<e^D$Yf!bbBr#M)3u
zMtr^&3<KPjlzq?p?TsS7nj7Oh74X?EOuwJT%ZyQM6!*$fe#9*mUDSiZ@4g&4`t1IG
zIdZ5;_!`S&6U`xjq*uCc>0`lC5=^w<g@Ay-Vjb*F21g1uEc3TTJoTeTFz>Qv04&j%
z$9Q2L)umq?)IJ&ejsC&-kFi%2v`pLVD5X)I<EzunHCqU`I`yIAW-Rsa+2T-oJ+^G~
zEpFVT`gcPJ?F>&wd(q49B#aJaeKUL)Q;y;&66g>(^M&s+zY+56Rd-+gpB-dlrt>gx
zhWm+xeCFuLeGe|2y~-EE3B~GJRdmS`Jj_cgmxR6R_4xy}>*i5ozqx>a6cKKA4B#Ky
z`f~HwPCO%`7k$}zjaI~3cme?|)j(2<oqNAbbmeXa;En$DS$Q4N_q*S_61e<lSCaj*
zEeErx5Ffy^@8fm<i(`}GqrW9US&}#2>?7{=^{R$^^L&Siu2@f!FLX^aV-Quj7iDL#
zyd8TFy&D;dcCIM*%6fh4^c17p_NTpQrZjLm5>P(F#6Nw~te51hYKH%C4vM;d?S0lP
zQ|su)_+O#q_1jB+#a$?nxzmI=Yko}VT6HO?YZ?apE~?FCq!;kkqzh`XOr4m}<<R}{
zuq{|0VVi`m0_fN+-z)ohI+H%8#uv}1si<IJt(S$FSr*vOcP5SkbkDK;ueb925Ewb-
zS<q<kK9sn2L-@!^HtTAL4LIAN_LUIB)^~eBX(-6x{pPmA4R#&hxV+7k=3Q5kNyu#j
zyRPQkh*3fmAd^s#M>$PChdk&e*F_$pxM`c;^pj(Ee-a?wJ)XzovP|<DPw{okHSLhG
z5K6HQ(^!PbCyV(vQQTMBCe7IL1nb!FG=XPRKxP7ks&QH_Nts~L$Xf>%h1Nqk!4wa!
z5DLjfo$Ln~fgEvAwZ2elLq2cZcsekzQ_9bkAKhrp=I?&y9YEpTZ#jhd#bU14agPNh
z`aZDaw_OMR!W@FW@jD2W$sknvljuBU4xy>{kxt(G(r5%WYu*`{bKu>%-$<1ACU#O?
z3>ereB|dwUc?qP%ytb;wi%?w6=lffw0KNSXO3=5mGtlvfqR>6o2XE+w*6PJ*9k`Iq
z?U-8LY!$q!qC~OYq>0rcb;!0|_u>Ka1jU_pJMzbrsOS&?7-1U4kNfDT4QGpvb3&PH
z$FZMs;-S+Qc#md1ZU1d&f$_C_E5qZ~qabFdjN1OKKcK_~Iw<T=D74CMTKjm$CDM)3
z3Jg5aU~ga}H^EpvTRMDbg9#VBO_8dQ`KfqLm-NTnva-f7`TR<eJVON*0Tt=+KX9{t
z(l>VD#|q0dQ%-OaU5jX3N0k)fG>!b%-L9A{4$4K;6W`gUa<}+rjuL0_@-|;4r-`5m
z&d!u}(t8t;NU(U7`L{a(I-XI}KeOg8vj6AFm|!;8-HUc3hTUpOK9J7v-WGJ*nZqKQ
zuK-3i8)){A8-0^WdAN!=exeP}dn}Lr0o8<I%ivqx8NEJ7AU%^n^6T~zq3@P16PDD8
z^DGAfeM{G8`Z0JGSBx?t|2B8qFqXO_r65+X@6I?DBt#{gtm4T-<8yr)uL}<vcw|=g
zUcPu{-G{5>L$_WGVAma`9gS*xBc%*cEaH*_98ix~rl+!Y@OwiA6!_}c`x=H{x~8ev
zA6AT*rEd9@S3Su|{DazAUS?`*Pc!k{{=kb=gPoDHJX4U4>_g31N0;xxNeYc&&*HeE
zlyLm$>L*Ednc>H2YLOswJ=$is^M}&=PL~zx=j_Q6y@$2o<&sS=QH!dh0%D-lksYs-
z-`oD{=py!vQ3O-IOYaIlikYJtC$(?mUzh2nDQtHDB_7+mwU?)ohMKR&R1Gp2T=Lex
zlnseFOjk%>dWl=}8}2jQOh~t{nwYo>9}6U*ah>xzaRg>MRgVQVt7M6_*r=_2nQ>aG
ziY8q2BZ>6DD0lFd@Ke8aO{HGe6_=xd1!Cn3CXSQVxstsa&6+RZnNi#f1K-L5;@b5S
zE8YHN?XvqWobQ~cL5C{=28tiERxcbMy0}|@(s6BSu;bSP`(Ri^eMVg0W;DphRn^Mz
z=IGe%vqT2@eukRfcP2X7?<$>ls8FP(su4Zf-z)W_RkhfXB|KJ`;N*^gX{QWZ8;GlW
zU_}^m19OVZFBx@Jscm4tZQu8xnj0;}BD8J0vEVb*xWny2{9pfD-Fr<~42;vc_&7|`
zLTlbk-!%&Ps%GgJrDfSkp7Q3bfsp%pKr;B0X1TV`JI1OHy$zy+s2fv7gd*Q^=ib|X
znY7wL@rTY-t0LlSMC~@>lLe<if*gv(VCy>ss>OQ0uuw{388=VxBn|I@DPZy-`FwIq
zB&Ymzl;V%MX1CRUao6hM<@8|&htjXh^%IbE^=%6NUrd08?3}mloe(f*7Ztu+(%BES
z7S^S9ZgzFeE_RrLs~<g9PcrYLOVhc>l5%1wV%EJ`3N{gJdYgFk>o1GOHpQ|5bZ_Y4
zPZp(Dc3kNetRrAyuEn9K%@P&8>L6Ca<OePOT9EjegvAeKEa9fGcOIl!_g+5vG``U&
zuU7NobzcALfA0=5$Eopk#H#2J)i@OROWigM5a3{Iw^^W47Lm$x#yRYwc)WAbE(ulU
z862|KoGBz}Dlg!NEgRiqfko;MO?oE16jd(E7#EMZ6uxKNI4*d*^$nul`{1pM;I>5Z
z2X^&PE?Z%tg**S?GKlOXfoxib{HGL!yNihKuSe>olj=twd!h&_Sh_PrD)hCv?-|6Q
z0HibJy52C>eqCN^;BftP#3HU8-?%r|@Z!$(6Ez>gnk1@}2;`}n4Jr4}iW?X!%l_m-
zHFl=hpb?(wwej#D)k;5q4?OPqj`t7vfxIy(mzXAslSWjVg(q(gM$_h`58LVGI(9xb
zOFGADf@K91>CWzC_pR6JZ1BU~TGPwklcJ$u6lt24J~OY}+x#DI3|3hoDKMIdg8ucY
zkdQL0a-iw{_>T@7#?H+f_N@CMytSo`Y0c%DC>F-PpZ`79A8fNDh;RpFH{z%)d?+JQ
zj#g&6?@6EmISbpJ<jFeV`O;zy4Gu$m%w|-rJ8DrXmp@KLaPEby^u*kGT2(H85cnsf
zNc}ww%vCpX%TN@w_sDxGS4zdaM$1K2Aw#Bv<3k%p2$X0Oh!8LPg>Xu3L5PApHDevh
zm@|Q^I-K(>0AlXQK3kuN%kX0}MrMOXOJ!8dSkVv|x9KG`FPF>n;Ge+MGdF=YS)r78
zCu^Y2{j0$!ZMCt}bG1P8TLbiw<3nlJVRR9^LS;t!CsmC`2Xe4iT6u%F{=3B*<Kc^;
zN#CKdPQ+2+d`>Duj!^$|1G*(?z1+RPw1~83ui0fz8EFHHTt-o@D$5df@Py0d7lYeN
zUVa~EvQ@P;ROPi8dlkN}rQosBzq*<EbN2V|3B*8$<kZw8f&6j9)~1>#kSD*ov63|~
zYC8{gZHjZXtSa8g@W^=}l`E{zV?wt+RWt;u6<SdbDVw7<3b!eLZ3Fc`tg{}-7`IcK
ztxVGj`CjdF!&EH-e!i<QCU!jUGeXeA10dzBu?ZCkPK09@oLkU$4%H_yE)8j4|G}0Y
zR<4_urEv(Y8*gm-k+H_MAIEzs#t~>)jJ-^ajEp4sVvgV}W}B{%=cg4)FeSX$Bed#f
z<$FC;c=a>SZ99z{`K?^8=8v~R#<XECe=5`7o6$URveFjwt~X?Z84_AV{6YQqc}A5l
zyj0H@%bib_)9IH}OUPBD%`vXXebAOD$koHz2-j6ck!EOl{Sks67RBk+je);D;#J!;
zW^v}X!n#?jKIRG*ZK_v@P&rb3qTC*n(WqvuJg^`s|CrVGt6a#<(9wivKBgqK!ieN{
z8HMm?jsJet(ZsV$j@B>X!tzO*q#WoOpG+x4_J8AEdvnzA5?-kq!9MmkKvFN4MoHT$
zi{peTrjxai{BE&Xy^2A?`?jTi)+)q8P$AglI6XTRI<&wI%ea`$RmpcyNW2{@C{pNQ
zN6{G<c&oMe)B#bsr{aA!=aFlRXijmY`|owymq<#0t&E)J3`CWReL}l?tWadadFQ^w
zP|*-|o3nlbIDwxm6t!WU%vE;H^D*Mu|EIdQj*7Z}!v;qb15_R*R8pk`1f)9@kp@LV
zT1m+nrKB+tl<rpPmKr()l^$ehh8R&n7*eEb?*X3Q@7?phd(Q6JJ-cW5OAlYZ@rnC$
z$8}xz)ac#l+_o3+N|EF*v-R&7++i;!g&ksEGCwiXqg(94QbImiLMq>J3{lVRU(TZD
z)-uX-&nSCQG<=F=f4wRuawevBd!&*k<AywF6z^^*Q|#Q=JQgdT8l$Z*YDGi%b3gLg
z3HavIUz4?M+Bl^yBzfvgVMj7@RV0f8D{Rgfyz4P+ogfcQo}b;`6}XTGg~0y*nH*Ii
z$6r`v+;C*EF1F_G7&t8~Z``2%A1UKu2?Zkuj3hE?#HwoU2YV^wmGuoV53P%PwW5n^
zv~{eBgIxCXwzdUymwsL05%P@m2U%uiTbfR5BW#>@<>XI!0{??R?i|6K7EW&Zb62=&
zvpHYhg_k8MVNxB<1y_udUwpBSI{&4FhE4qpgN;GWN5E;1(h5jMugk1KnQ-ILPX3G9
zvlYequ^-%uNyVJ)P>xN)Dk`<bW%J%Tt-4*Y%r`EZ6AyKSqEz^W4g4y$;yHGQ6<zDb
zG)Ts$ZPTQBd8A00SK)J_wtILk7F-1VB0_|-l8R2&i2xU->KkpV1D&EZQ758;^b1X@
zG+x+(UvNZ0D&j<dH@{cBx86sI_XSQ#_XB?$skq%Z9xyKa`Lkm9<^X0=_{JN>z|s54
zM#uM(<_K%gbD>J^PA>#A{hh>ls%*vu;H=Q>5^rb2%1_is6f6HYoCfF>-M`%CkviN7
za><>;E{*RVnofAbSbWeJ3i<WRx_vi?BEzmL<ckO8M(Z!~E~qX?aK)HWq2hHYqE6?R
zlo@z)lUiEn|L2*}tQkG)8dGKI*tENv@a)R)ziW0Jxl{sVeio4qq7TudIP_S-h|euZ
zifcw{$LT<+=o<i>Q4^WRKsUIzDqMIf*kY4%gOjQ`U52qBjXp~<=#XO9Ix}{LVrG`i
zJ{7ALd+nUuo-bFQ*P^ZI?i3-ITT11nUFms?wo7MPNTD_EjowQ+nD@wL3#0Mk-O~v{
zZJdEsc2bWo4d!A?_;J%s;OJV>QLe2<y!&n7W8d>T^4Qr8PU_bDF^@jYm8*x;8R#TG
zzwJ-UnY8a0u!xTHnVvaw>B9aQJY0FXG}X^1?5mWeZSo*<;M^7GcotHWFcW>UwmtwJ
z34d;D8|X}>y}n{EdfrE8N)Hajo-c%A<-2B6`M~Uv@;wnzC++=Q+leblEW9s)IiCCV
zyDQjFD;Ka){wprst7#$Cs(Iv>_ZBsNWq9zbPL{X&aMY*6ZA9`P<GR|PWeb<@T6!eg
z+7O}=jT=D5<cB<2c*40(Ma_t3L6S9x==pKS$@P*=Uab1oaZ|pDm;)rtJNrS+fiq4{
zjxp!`KhHiWQs_3OSr-i8UfQbkx?d~f3D~#ZINf>qslN`^v-9Yci4%Y}RU0*P`Tkfh
zP3$>xc1y9C*{2Jj`6|_66~$kvom(Gx3H7#nd3j+UeOBZR?c#HP)Gn?zh+=tPptG1j
zq^A~HUY303#J@{9WjK81RP7;6!XZz^-wkVEY#>tF1OS1~nBwGV<*LcS4H_?d@*tgg
z%*n>InEL|_i7WVt*#YPA56<fX4hBTrmNwsoG`4#-wPD)RXCZaoWA#@bLSVu71rAw;
zM1-uf4tEGoP;PY8_CsX<Ec365=Pk|;_UA5@q7IR@ea#x>IJHJ&Fcxtx?OTIpi${z_
z`P&sCGFyB?qR#cSo<FP0U9Jo{Hmfaf`oz*~SCV_D%rTrbD4|xeO19J0QLU7@*)Qc<
zIGw|Y#WR=B`W>V0SKk+0j~(7fvvnpV{fA0k+}}TnZ8g-?%x)Hr^`rjio<`P#<I4M4
zkxJrM<>zye4Z%u<UD$y+&CXcO(Le2ihBuNzE|%sQE2iiSaD|PjR#lM^b^_KZhbD5d
zUKu=t0pee%U4~r#R+o<K=<hO6l<{y_M$)vrpNZwz2tSj5^A=%BM#pw^h4O^gYD8NK
zlY}nR4gQvnpPO3H_rT43INscTwMumV0KrDL{4*<f3lK~J)htF*yn%MS%W>Q<f107c
zpFLov^!$;^xLdkMO(~GbDY<t~hk#AjzmzjS-g_la<{{@;a&Md$+IK2eB{T~|JiOPI
zlvRGgyZ${Mu)<i&*&-=Itf@I=r_1_~HC|$fH8Y>^Hb?5ZYjJkH=5RTDFeP;)+Gz?$
zl~N?)hs6yp1%P|ml&<ttFZPjW;@}M_DAj_(&YQ1!(jhZw(1m1z@fjcsNVjY&<-p&~
zFpqKe@8le@EmHpREY)%obPdcSgN&%7wP}AAfQrXcO~=GsY)=){nKa`@9qX3-yC=M$
zr${&CtvKt0Vb=|o^ryZ?;g;LQQa7b714fSQo6ZX<hALU>?AW&=cC*Zc)Ww?A(>{u|
z34~*l0-rD%z|H}S^$-~4`X6Us^T>a`A}Fc|ct_36Dl#rt#dL$69k!g3Coo=r6rBxp
ztfAUwFNzYrbh}bGEf>qBRIIG#B@ixeLmn|ilFr(~sTLLcBS}uzM*f2xzAuvecl=7^
zFOAz&Q}zUN>rE|>szC)!9h@IC%4>hb%oBz*R5GB}=Z!8c(+CG((#S4H@#*LX&yqWZ
zdD4L7m*;Zt-d9qgXW)BeT_YNZ$|la=PAjkU(h3W)m>=K!EZRA7gPDV>I@ZHtX>7M`
zFx=o9k61+-m!HjIl+&?Ut`#`pWuHyc14)uIRPq~Dk4K}pX$u}oWd#g!9CE$BXMJVA
z^6RBot*S_*<A&OH*?(Q->2(i__3IbVOM?=+L3Bisaz}r0i+N;H-Ptr!3H5tKrv%%l
z2b(uePW#OZcWs@iiZ&vR_9Z~~<G=OiyI=C!P-I<qYoV|I)L!x7+-Y3?CMgso2E5OF
z7vA?ln(tZSs>P5_56P#R-3^iljhXbdIB^Ms$24QLX_;7rtfJ;bU5I9$p{XIS?RVs8
zq_#WI^ecDJH|Qu5RelqIo+|DATfN}K$;MBo^U>NLf^~N-IC2Hs@RkQpcoO?8Eyyet
z2oX!i(gx0351V1ly3<Is?;W}rsh4I?X%U$(qL=pQWnv$rsE3MP+C(+>?1MQt&Y|{G
zc~U>0TLHuV*SV@HQ~JrfXF{&Bm2ZL~*j5Xv&j~iPDlQwFe;D~^f0YG=a@X~^<^IKa
zX?`Z<_!E|==`}B=>0<ElnCx`1G9ikrm}gNhtx8R2O4{R2#%vSMJ-t*BaFcuI)Ot79
zWV0$5$JzAK*c%Ig>S3?I%kp<Q*T8UFf8_dYstZ<wyQyY$v$HyfS#}M0dyY=-18V9Y
zL8*L*BK%fKxM>O$C$JDhc3uD-79Emuc{TxT0=o^*>>Ovp?bi>tpE^FWicBgblZ<r~
zEwI=C#%4q1Ky9=Zo5pKumOR>MJ^jm9bJ{E-8D)Ir6OVHD`!qFDZY0^=yMYwsRe)ER
zY?rp)VPA3S<<TsxY%h=BKhf$7l}ETrH^d$2KKMJ>MeWS+IMZ^iS13f$;!msgS=C@4
z^nH2l?@x5hQ^A%L4?U7x&(#dKx8VV+2s?)_V~u+)lHAJGMrW$aQMYHR-=eRRa<5qN
zxR@WRE|1!In|h+{B^cjceW2OB(_T);ymyq=FJ`ZXsLzMeP<$+P?I^7ow37-6sFgj+
zcOg0L&k=*@l}CDMlX<zCjyh9=FMPAaq6I5*vFkXEy=7bECO6KnET^593C?2;=C9<V
z@7e!zy4ZFY4nJa!aaMx*Tte7i({TRj?iURr&G+MX!+^Dq6xqGm8WwKtYPP?VMVo5o
zm8@2j4R+9_{U^g8M}<r;TgW4h@lj6`qA~VFpVbDlEEo;tkPL7sBAXwAEi49GnA!aM
z^X|iPnmNfVq~+}GbcBgfHEklQjVL2f9H=sa5k!c%uICE=IOS1w(=5wW!V=T5fBfL-
zYiqHMGD?#aD#vsOHZ1Gde_i3!eiEa7sQPLSaQv!(fdFaf4AI)mn0xZ9WC68qK4MaX
zAI-(Le%7nCdz+BSSXRw3nM<5yOXN@eE_v`F8nTvIKdxARt3l7)F>46dL_gE~9+!I(
zU!<4z{RCLyK{rWBZM`(8)@hZZ40WvUglp4g<5kh$UbIlv+`0W%pKU<-Hr44upNbOq
z*EJ&xLb%h%%BA*?sst|Em>#zTq8s}w7yLZh<;)&iVWi}t=nl?Pg*>yiuq^s#gDE1C
zAnfO52`6s&)Cqf;2S&N`znCLi=srmNvFc8B_Ujf53iQM1S%prVZi!Hrxe)R;^SDQ$
zEb}S@cBE54oAKG6^MjZq=i-(Uzd^ebLPg18B+eT6kXLGl;w3jiq=nP|He1==iQ{~E
znC41g+f^aGwEh642ykR4PGSplPNQnC@b`rw(<lvQ?eDUDlL^sVJ;>dZzcO8hK8qnc
z?hSp?rFUt&LAU7oA9m)Gs4_5%z<gHmqm@64xoBjSsBMGuM&`3eYsb+*W%cs4fVYk|
z(Ln84Suv7IyIdOch~mbc1@<Lm4qq29R*2j6&#OU(3Qmz4gt7$~A{;uj@{srT-*mgv
zJaSGVh1b%dKkLmI>z$<Ux=7xSWU0;cVG_%%xJ8~@DC4Qo)tGA(KL|5`W&@<pSx7Z=
zx|WoQyp5XhX=ORY7z4}joL7nE8OXiPM%5~KerLNlVt<}%HVFw!TC0`5^`^)9{mC+X
z({j>&J5MXOwq|}zBh5J_L5ve|Art(-vcKg+tdG++?;(uDxjQ_&rO%|rD^W9Ano1s+
z!~7;H^zVf#DxI&RB2#YGoj0t4$Y6W+&K}<K#Qr_+xVz#?ZK)QrW4T;ReW+w7#UfPS
zv*i&F<G#;|=#LQdgFIXWYkQw??{t$>l==*6r5TZ0EP3fV#BsOd7`xH#4}P6~e~k`1
zI4X}Fl9`#kg;W*`;P3d)Eh3A{dmfblh|1PPj6Lun*URMnTYzqc;&PO`W8JELwAHDQ
z+7J24;hRIabx!5d<Ofkw=lAV-eje)7)c54s+2YOAE{3$`HVi$ruM-UwKI4IuZMIp*
zWe(ud0#DUZ#?j}Z5%<O|@zQRWktSUmsoQ^2>Z94soQdOKUQ0%yWF-?}Sz~L<WXPfR
z1TxR<5oni{--uL7%9*WHHTjyJlDEWMJt;2e_kOV|_lC-Z>K$|^vs{dsK8?2pvfuLt
z=e@+171aI)E%y`WRRo_Q$8TWBfL*D0EIe-6l{h*Alv|!aSar@kZ&TXXFpi-;%74Qy
zSMV1kgB$uzb6gbij;~lD@hl;tG3%w))&@8aN86ar8~n*DvH2*VK#D-QrVn6i<yTzZ
z@TR`A!_c3hf3d%fRv%#8Z6$8DdSuifr@640K^P50y-}>G_inWrGTN4Pq^mWS`Po5|
z5pS$YqmjX<spxGWA*{bq?C0bZUaW8wffCuR<~9<utztZXb!0cTSmDUAgL7otoY$N@
z=%{&VDKn2EGfrhPSk%KDstkp;`6UnD)_7^i;Fid%kM2*+9EXoZ*2q6C>~r=V>vCxP
z?_QKu@JR%I`ZBM|UE`uMa;-?46_<(E_#+47RlvWhwCdx4WE!~`NZ^oH5OdT5L`fN*
ze5#!h=gcINwJh7x-#M7_?D>IR9aVj$F>5tDn<$WW0jXG6xc9Z%47khOj1Y!+5248q
z8T%cKOn+{j7CNn_=8vxR;BJE0Whl@D_=l$djWiv1p)u#ZEacq=cMjjfBO>rS?JG?R
z-ld6W&LM#W+sCnY=ib~4oDBCIkY!uSWN*2C9xK?7h<&ZDA?+lB3N3c;nWll;DwmTe
zc@5#KQjXG!Tdu7!+PRdaDqt0KT>aL*0hv7B!sX1!Wzp(jt6&s$OPVuraB?Q}5F()?
zLB?x2VYbpOseD(!D)>KtVAbO2*YlwKCjn_|BFO_$gON00?++}RWUv!;GqY^-N|)B}
zQSd4pJb<H1(MG6#RJu@YqqvHSVXFNO-2Kw{2f<|vkE+{hSsP}#r2CH7!flZ0Sf;Ew
zGb%Nv<1Z=<;4cz{=+Kr%s^g}8e}}`fzQe30k4g8PPhWQ1tstjK=9QHpnbemiVvaWv
z2nF$?>-rlhHAa)997wl51Wm&aqCJz0ZaMD0ppb>K_ZS=A!G3+TH-KkMKcuyIr4Bqa
zkWk>u`fl4Ub@pJq2T7i#Dkvz6sSIrHc<T?9^$_2~yd?5@YNPGUECi~DVq;xd_LENa
zOBNlh&W!99m<P5B3IH5Y%5V{bW$61BH5Ve7QCDMBSfllaae`Lq;N}dEBO@3YSl3C1
zhCu3tc}OW*U4nT1U*T;bj`3%+?zc0Y#&-Fd7Lw|J1ATXSDkC`?3dNjSnIWLonXB^H
z)YP;D_5DW8%8+fgaZTlo8#e&<#TI#0Pg6r`IbvmI(6Q0Sc5(a*$l<(vJkg$o$KUVG
z)w|p1N74B%`6O`{b91?u{r$E(GuvHd7n>5Q8>59-pu(jq<I)Fk9UCg2DiXymmtXO5
z%iP)Cv>pHKpH(?OH&R99c@W$|E!3$~YPGquQv+nkzX9<x7dp1v43$`C1KrX&m_f$7
z8gO;@Np(9`kCT&kCx|)r)Ofhs4}83C;=OKBxx1HTcaZyn#>PrvhlA~Aw^fKpeS7ax
zYFiRSc|p#(RO^BvoIF8UyGq>gCh7s>X08t~nsQ9)yos1Y(C#<2@J;`09tI7PddMC!
z0zHN-Q$6O|b>PcrLYE|`?+v8RbHjR}p`l8Qt{Z=?muCj=c6D{piZ~=pbS5LcM$q>0
zK=e!lVZzpFD7z!@rqgwowP#I{NLu!e&4E~E5=5$B1(V7o#bEyCQN_HYG4&LV<nv^2
zYj-vX8w-sTy_L?kT;zXmwMVV{?5sDnQmIvsj2^k`1MoD9&LpGF)%kwVBMp;u_&-3Y
z<;UZR&|btjGvn2Gk+v^%Lz^_-9C_P~#Dz8-BxjpSErY`?n}j`%exUx{3;O+pi8)$E
za+qzh@(-r^t0ju}ZVUmHguvJj1$t6aQfrv@%EvF40*H5w{&DVNDHG2x9;^BIVTGZN
zd|m`fqU#R!=eg8@^9B;S99g3(7)EMC`lns-*R1^JaAlp9-u4qyfF#T-0QyeV+@q&Y
zpH?nmB=X+<4q}kNBEJxCo0{DIUNfUmvriK3q8cHX9`EEyS9}sNXTGk1?Fw8$4^sd0
z&(HQVp8!Q&;}5bNQ&6rak|jaoH2fP9{ViF-6;tVuJ<85rD<l1J?>Hd^*VCDnd)*3M
zT98BxNqFcT;Y>ngJ#z8EI)2D;3JvJDn#0#<PjxpwJ$$SO_-=$su>!$IhcXrx7G4na
zip-T(7D0Ehv^H*BE$hzv8!yc_)y`y^ehHZR*%JQe=HemC^3(q#+GQVg^q4X>fb-*E
zKUwU`TTd#kL|j4h7;bvFkvYw`+?T_4d~r>Rs69n^R3YRasEy{}y>jhOSnt~ttyu!S
zo1A@eW>*{v*{0g5q*j-f?%uj+CP;dY*SLg?Gxq*ZISQ%Nj3jqXIU)cN;cNT)N|)+6
zLQUki)1tN4FBKa{n0^4%2tu}%#I@r#zSix8{gSJsu;c0UlUX;uKIFg5%-oxABtc~L
z0qV9JAb<r`8YmR1VOb@bhr<AE*K$-hFeD^Ii~B2}Q;{)Bv@|qq8WU48$r7e}cq;dM
zl>H6v<&1kDE%InS2iyAt+iH?$nLbh+VLe-h_3}qQEMj8}9;57Uj4Nl1z8B6lnJUjT
zi2Fjvnd-p%a&4`duHti?x$oOn8lmR%YUu--perB*lr-%uP5E$k4K!!BN!yVd#a4h;
zl6kUlzbKq;%%tRD*IyGc;wMjaR>wN*WNB5#)*yk8OJ?wn3W2|2>2vWVQ>oEv8%ycN
z*A-WKMOKoO{wF)@lX=fn0RPejePXC-Y2(I!0`hNgqtdb?&b(M%1UjI-dv}rGLG+4H
zl-@g<xJ#O~0V}mr1xgZ@;&34Qem<QWqH_veMpw)Ei?fCPlG^dNY=3}N{JV+CM=SKQ
zyr6C0)n6^)ldr;wJ7pirQe_XAqRPj=0>GS@k}B-ET%oF;h-+K%5I7&VHkSAxw?K3c
z{$b!yn={)H#Z6px70U{;K5Q*_Ul1cQ=9vQIw|nb<es#|b7U$uAgWgbY+tB|3ROK;k
zG?BvOtJ16^J1wb0_BMz2AGbTSgV)7fn+KT>Bj(XRB_JE=QPqoRk@*H5QT(5QaTQQ#
z*52LOrW^uM^S*xQAHe>1nb6<ax?u>IiW`XHCyV1czJh78nH*oKc&#uAw31Ig4wWGb
zz$|3L?gOMwH1$0xkCj|w_bJvK3gQdI^W&y)r^0WcqapMsSFr16isvCUGV!HGgnUw;
zkJ{O8AI%??<8&A44l)=oeA-3HuKp0dv45F;PGFT!^&bJ@z9?_#7otfBqo@3-N`GF6
z(e39MKsm`0fhRz+v?RR`B)kHkS7JEFiQin`5$SNbbnQmmMp&MgT{y8a{^LB(Efs-i
zx>gvU#jA2h*KRh~EtPFvV6)tUar5eEiUI{8jFt_5f$4k=wKJiwG<$$(q8DxpF-Bu%
z3hl=PcjCE05yEC&h&tp@{T<<;aF>qKvUvzX5}vO&asPNr<O?7a1KF6AT_x`$<87K3
zpK2mxzg9Zw@8OHG{k7hoDh|T!2T%yj<+&DJo255e3p^fUx!#b0Z)bwDesCVn<)Qpd
zt0;YM`LEIrbo*YUVxDiiW>c5u!#f^hFW6HLbH&Obny+j|DcZim;R44Z9#fgsKEmyL
zGqU<eCZoi6IY=$aO4ZJU+zD2;THy~ygpBUR4g)y1`3M`CMoDI)eaFDJq}51gdcp4}
z-F@5m*+ima(0MHy5t2kh5urZ!+ICGbuP$<Hd}oEE%zxjD91a*im3pkUw5)?}mCq<G
z^Y{cM0^8WKn@VajgcI^md6_LxrYN%S&f;~nr&xqMM@C1hZpUpsqoQj|AgQ0d=A)4D
zH}XTl(9oszG>;9w3`O08%UuNB?`HRW8a0+t-dJ^<ph7q_RfeJ|;>SmJE2ts@#pEmZ
zop3~1W0QhAULxzEk;mB9Zg^kt1LH$@9YaZ0V8qlIp<g;F*iM|C3OaaWo?TV6scMDt
z;3k_i*Q`<dFo~@G_7d7@y=2y1RwwJrIW)z4U#ET76oHkCO3<8?NxNEMHyfj9?ZiIy
zQ+?tbLeqBD6Bo*|IOnF&YW#X#?$y2{hL~ctIx*FCC(MM+V6#=v`li9uxYERVgaaF(
z3x3IaNcd1^^@X?7@t-`HN)34%C3|mlS?5gTE$4{KyaJsF6f=2Ug!(+%Xmv4CpCZC@
zJ4V3#Agm1;<&?ZC<Tf@cU4CPOz`?=xs^X~cPx>)7Zrc0Ees_J&+b=6_y!z8QfFy1;
zgmJcmiNQp7+;{X!R9#xdm$acySR?-hkVgjehG#p6KU)&@=t1D0Ovt5hc-dPC&<&ES
z1df@qhI~I*L$|I`M?i%wQR2#MoGroNZ(zxq0f(^uQ~&uYprY;G&9bq|TDQ`a{l}K1
z-XoU*%J4Q&hSzMRnt_v8<zplx@n!e}fF9?N8Bvu`!z(Plz8R;Q)hm}K!}wiN6EXUu
zfzP_HYQ<&!SXxmBIDSvg?8osTp-`r9n^)c5UgZu0%2p_NMg4qB+*7S$xMkHrJG~{}
z=LakIE#}n_Kc9WDp2Q6@nWQ_!3qLxdORN)WyymMk(OVD`Rv(Od^Y7xNaq@uFs0ts?
zE;hgro{3J);vK}1&WFvp4}<MHcd)K5SkI3ecn*K~%Xk7&9^@kviJ2=lT3wDNPRohA
zp9<HQh?OJ61&+(Zg~5jrx~@*)B|kkpHs>Z&J*`FGTu@}+U&$AlNr@mz1itmZ?tV#T
z&w{g6Fq!c|;=nxB)ET+>Xc_Clg1~#`998kt8N}t)Mv)YYI^J9`{r5)Nvux`}Q)l^z
z5JQWe*NA#C3{$A3&wb?BAjlNG==JUXcRZ-VbhEJ>fx#{8q%SS^u1v3ElQ;ZmMA6D4
zwEH5`_W(oS`_^UGO0!GQE>Ol*7D8Uo+Xw{@uxU`*Xh^(e)M3bk4AV$fpY`uzAaB0<
zUv=K(n%6ZoUfEz%pQRv%$9hrL(_AYqp;c+wMlg-_<H${74I0tBfPYAMs`;ZVO{kH&
z&@svLG7slP+swRgVZd~?OWrN6D)EY&<pbaUS<37yWp8WA3@U`-m+IYc3{#2Eaq}IT
zjj)_!llv)DM36Z;Ncf5TWZUY;xCaj&C_(y16^J@Rd{Wk^lG%TVZ_@d_6#Hj)5Vvd`
z@i^Lf;<fLQ7n8&@wmx$0nDVTjQrdj+s(s?sy`Wm$(Hs#XO!Q5q0XUVHSe&Z0YhihY
z=lQ<9D5u?3)$|)n!*<Mgr9W(0Ge*lEMwCCNu2WR#!@&%Nl01Xp`QnNF6^qaQ)U{Hl
zk`_0#iQeK?yC_Ole=0%hV#jv#X#TJgXBQl;B>DSMGQu#jB^QjXR<?f)a>)dA;6lX6
z>YcxQRqi&9yv#c^6zizmah6o+(7F9!6JaPVDt?30Ew~2R{bZ_u{X`H6N^QdM=Nif5
zuU<?ldX5l&$`<WUldr@P1tta#qCx;pP<>+)Y{gJ4^I_jqBKM&VxDUvS+H=iUKOK|<
z5w8D)=uL|%b9Ob4mMv;b&1VpA&fvJAaxQ2ff72pN-<x@T4N%4Zy+0}3pOsoetKPiv
z{M5YFak#$rc}{BN^O;#tGJB8)V}gJ6@5=y1&6(aFmqd$fd}uvhd_>`psD@LjU`23N
zwYjZdB#78p$m6jGR~sBvXj1$#joa)C4r7zjKvDTRUfsSfj)t`;CHsfMT<AYnRvlH4
z2n-GAD_+f`yQJoRoyh-bMm&iZ@JIu;2(GtMNuB_^M>czZPas^WW3<8f;neRREt{jT
z=KpjDar!JBmztYWK&73nRR_1wcF2^U!GSHGW2B!I)Zq-fB4Il_kByKv4<c!P68}{N
z#QJa@GLZnXnfOj~@Xl3jR9BsM?s7gZt3h_4td&h*5%Obx2|(>`W;Se9*;TsXZKM5~
zga>gqAbg!p2JLj|h<|MFE3=IG`Gc!;OaBim@6meu<1!B0YAtBTTG%1VdU9#t76T->
zY|jN?U0=J_fuh^D1od~#$wDjNhVMMNDgJS|ugqQ15EbD|>TB?in_k>bWr;&76=fC`
zp}pTnsZ}q5<CVd8W;x=c7fSFCCm(6Pk6WqLu2bqZE~HjE<Xdt?UX7-*MLO8OdeO_Z
zvv`CF#eDFX?jsiAm2acTdOxn_(X*&|MB=ab_6Wp&*rZ9DtKE!ZkwQ|T4r-|N;m=b@
z=ZjYJwt8uPUv#9Z?=Td##7QU9*eVQQE|U%)R5cg0t`DZ=Q>H%ao%Q1Kj)G3AD60Cv
zJO=Nj*`<E|RTF`P*q6A2DM*4T;J?m!yLYr~%Lm(D2CGbQaP&)=u!P6mie*OBp?}}f
z;&f!?4(qQ1$O*2b2rk*f@Q0l{GdIw5NPQndim1L0ER?c3(EXhC0*$*JH$V6i!k%6B
zr94<4NU|W8ZG%?bmQjF^0?Lbc7f!>aKFid5QkG{?k61u!jf+g_=5;NH1LN={{Hj=*
z17(^g^{kglZMbEf0xZ`Ke+F!N9afqSAO@ul?U#oS(tiuB_}?rX$Pf76<4>^(6!0;l
z4vqJwqHkfd7_5EldNG=)q_^j(LoOXGDiN!oiJI=wvfp&p7(duENGh1yztu#|Xt%D>
z<UHAFMiU|rulOV#W5}6<KPqdDYl{+#%Xn6U1aRSSF!3p9=be5JFuk*0*WY7PQc@@T
z6?;7f&@JpuppIMhHk#xa2&!L{TFYp2B^pUYITBT}$znZl7`xbku6=2uEG-ST+ur2R
zla;>p7O!wif0}9)8<CqJnPFST_;AzXqh<MJ7fiUuXL(X{;HByFTLlz(F*+O^ZBMFl
zA3XZh)rVc=M%R*>C`x;4{t!u&5=UGpb@tvM09{;ZbKYCMa#gBD=9+cg3Ge^GxaX1&
zGa5|oy%idtIjECdmEa}3v#k{e#pc6L;=(0<pfT)Z0Y@#O85uZ6Ru`AA->H||Plh4}
z!1t}xP^YC&-1Qese#YtBG_a5Xs_dIx7jAu;#)gxpJ?2gn<F7yPa}Z$;(L$fPJ{GOi
zuJ5vMZ;}=tDfjAKKbLx<CM=2F291#smTSEOdAP#~2Q`|DFYymAc#KsCgSX3n*SE?c
zk*ViJ-cr5L{#+pP&xQ5V(06DLjf#}jl`L>slB3w^nw07U!-DLKRtudOKOQVR7G9R*
z9<zXmoQN7E#t-`e8N*l4fW~OdF$ek>1{^P2?e~t#Tau;UKVy99jww`Wgg%ZcS?%yP
z(HHd9J8an7vTJ8BsY{`z?_Aq>JZpXTjx*!ygL4LDHuwj}uizN<5w6$J-{KZHR{pbZ
z{gqM~=3FM5RE2D1N~D0o(ei(9AK#`^4@)SeyauTwW8Jda&WPtXnA~J5cHX&=HL1#>
zz-JY78l|+q_Yhg(HSc=NY_Ry>GDsB_pZiA-WgrugoOz6<^KDdh&O4N7%wdj${j6w)
za#F_56vrZ!RD8^74rMqbj>R|;w(i;`9&^|ee*k$I`=WD2_Bj;XHuLf8=_NDlu=66C
zxv&xE3dY1u2-a}BtbI8FM2O4#m-ewK@8xH_1dOAjb{p(SF3k4u81$}dKQ9;*-}Q6a
z&44>sOI@pUU$*fAPM=M8dLXEavoJA%Hjn_cbJOmK6QZW4&xI6WHn4~Fi_BY2F+p5w
zO7Nc8nRqm@2q{aArsSi<ZDAM!8oTXXGycy~x=kW=wx%JAoMaDY@#N8dyTk(8GUwV-
z;y5z=H*0C_t~yrhC4|DuT3{0N;91>3zai!Wwt*;0Oa?N#|9($k6!6}90%~K|`S|#3
zzP)?e(9j@gg`o%Lgb|&v-M45H@7N$2>b;#ALoW|sEN7rRd3s<Yy~cD?zqsr!NYoGa
zxjCB4k6-Ot%Ue>D3E2`5vo-g{{TZnL4NSj0$TVhw22o!c=$jFTB49Ncn48p89T1>L
z@fc-;Ae+JVggeki{tlQ0>zT;O$x$*o{x@x@<J)7NLE99>aJR;NnMl{of+k0OdwK2p
zAJ0?d^pz(mhMuPYj5)9gHg>%L8nZiSBwook)wh1EF1l3)-yV9%p~I{U3sl<wWG{g`
zGM~P>3ra6}1@qNQ>Njo+O4o1n+|`(ZgvQ2f*;tsQ<$sfxpI*Gn3>85ddqKjc&zX|Q
z{y`vut+IRK@ek2AR%)|&m2zH*I%@g)*(D-l1g{V`>^d-9@xnl(5#;7Esm+Cs75e=^
zI`$ZuUG#!1k~&t#dAf&+se3<xsTZ4RsUl6h?UU++FKLY7X?CQuUH~x7@q;{%FP(0p
zj}p-O1Iq8u7c58QO;@jb9Yz@(f2%xH>s3|SA?-Rhtn)tI7KWx{!v=Fw%?<=kl^is#
zUb}YNb<{0`nrZ}^70>1YWe7~{8$e{ug{Os(tkgmQptlh!l=a&%Y?j%W-6$u5=jK@2
zrpyn?I~NoGIUiX9jdyJM!^i_@iFrm0jg;fWTOPxYUdm>BDb2Z8!Efe?LR{{7=k{)1
zYshMko0j{7+hnV|n72LxDc#}5^b`Ha#7>i!U`UQGKyt_W3?rk1R|h1C16KJy-EqWZ
zo_PD}#S0e6iCe(}!F=P-vqbLhB{N-Thb*Xr#ohj-O5XAGy^#NWPZXb+#Uv+uC+7Ny
zIlNAj@R>he3$7N)-;}(ggAAk!!;^HMtjQa3`)ofl&#zzV|GfRAH}0m9cHfuXjCQ(R
zMXXnarifAQ<}0djrN>XpeRcEv;}`x4`3D6>B`2G_@<j3zbxk0=y3AHmj**ho?9%&l
z&z|WE=aV_Q))Hq)fzvFfF$p6%-xg=Xj>wylJa?{Lr>GpjOSSM)E|Hoe_;0b29y?|b
z{%8uDM#Vl2tlmD|aPGJ@zQy3SC~lk@lcPYq2(tD8n>7$xBx5snJ?CEkuf8nUgmP(V
zIf3nzJ;zI?;%6zB9F27q6@{~u6)G;n??irf*%qzyT8}R&kzf5)aCyu{E}|o0knlm$
zU2QlbBj4ZTsKpyv^S8>JnyIgaE<m?*RhKYT-)_5<PAFR32<hHSV|q6>eOW!ntuJV%
zvlqJ$U%zKfBp!((4Ha_#u6AQLy3`rZ<9}u^-8Bi_nF$rVqQ7)vYSG8;Wjn(B3UC*R
z?SNEc`KLbnQ$p$En{#-HWd|+6HcdG)?5{2`nOkQ4<!{{r`=>@mMy46dZ^3V~O&r~N
zsh>P%IXcNg!BV0d{dch&e8lG*$#7M99<RjZQ@U!=%2rCpR=V~qdoS3IjDRY@h-0Tz
z-;1sF$>e@DEHLwO3-S!g)Ujhl7HuqL?7|kUR7Mq#<<;T@3&DkgAN=y;=s@zI3H1oE
zjfj%(8><g|6_AM{+LOV#Wvjmm>~h3SzF)EmI=LWz<kpYszgU&N{$S}1MUV?tjd_=*
z5<NYc?4twC(HWt-!4lpNO`U92w&6>K9yGjovGb!Tm{8hpT$~S#ytbfw3dAR(DBM~H
zpQY%HV;bHBhVHoE7<%H>Z~}klL;g@1#ze}eqi<agj)sJKv%@LGEGKAJQu08SQ^#jq
z+A;YFTXC^Qva~pmakI6uKKL=ZD{||X+<t!a6csgf+9kPH_da!fCf2n+JwMjg->(a#
z_|hVET&b;<eaG&6-EQuETd<|{JH^Dbp|47tW7G1dt`jwBYFasd$B>D;dDhsxrKguP
ztKJjeq1h}48^3e|l*7D@_8$NF=*jc<N#*NycRb+8P=P{-PJIcKp0eRhi*_;0!IB?H
z$!YGzro%ceCiw_<v>zrU1L|W|^%{Fe72`#uTNb!*_iU%I90n*SPo$DGHqjm!Q5U!E
zb`0YFdV)xVXQbWrE<@H>>w146%?%N=p5w2Zdh-l)yE8O2mg@E_tT8u|G|Rvc_4ki8
z<a}tyRQ@c6a!St3bR8;#!yOnL)O9Sg1ziR<E1^`fQfKQ2C0)3rh%-=s>St9qxDjF*
zdEk!!V2nnqI;}MO;)cb?u3Fy~^d@+=@tz1E;W_Z7>MQ<ezl9~DNJT%(VITXswSGJ1
zU9GmWw-F4LPOlsP`$M`1=~6uHr#r=Y(pU0-+d~a#j?bE44ta9L?Y?#E0wuF5Rw<2=
zTf7FnZWu~Z!_)hTHecIj6QyZkK5Nw9PDU&`3&VH;WtOq}**<Ys49+OD98fO7A4A<a
zaBA{XWFyP*4_!P^PIj)=I6=67`KP}1y>tE{PTa?e&hixM0M3ixVWbZ%vDX-t9)V1H
zm_uUn&c?FA<h;9~yQi?h<ROuR2n6p=rUg+7w}mnlJwvzlkaQzl4o=&#F?R0VskpqQ
z=V>}7#qbi8|Gq@leW5IziDtT;Kfgj1=pl%Em@ilwunlHon2h7w`_>f_#P|``2hI?_
zl1wMMl8r3rmV%;LrJ{rtRDc(T@|KJMKR&Y!>ueah0uU$0*OtpEy2s*~ea>S~l#`Q{
z^`sqq-spI{u{CPR7L7Tk61?@b&#gZ2z>O}i1r@q{|K};XX<dn_yT^krKZn%Gc8{!h
z_1Dp8@O(@zYTLE_J?!vyKVecYMU~Itd;!_k^M)cQi2qZU7>u^$9jzCF+oy0{r<Bl`
z)d+WRPZthQ4v4uF#XQ3E6gEevenWT@#xmzot;Agu@Hy+=PfOwt!Xd=4O6ZU##ICYB
z1`^W&g4ro09<>0@(D>*a@YfM8PF{=7gBH>I5JLn?Mt(l3(vXs#VLh{C(**82SMBWm
zH69y-!A9ORn9Px3TaIIW8TokPH^LmT?^q*NwMv43IKXl7O&)`@9#lt$it7iNpI3<$
zccPuW2ZP}NMM}w%HP5tn9csRKFimqg_eS9LfqLUX12crm$y-_m@6(4J=Kesy2Z0}j
zT&s9s<dy(?E4@AMtkKVz&`-b0Fm;hIjg08*C72&c#)J9U<T5sy7W@jUs+uM6A^WV+
z3|y>ThM}<L;oiIi%T@S!YTw~Oaf&AgNhd_-?GNvJtN}6<At+jj^oLQ=EwazHCv3g%
zh51S5)wY=g2Ml%X;4?e#d<gB~dxZM?;je;$^_V6M4u+=A+1n|D3XO?&fe{fsbnq@#
z9E10!MLDfePB#s#cOMh4eC$#u_;V-KVDfMgRLm_1lK3wN@s6Yh^z{SKf_JRl>}%9i
zumTh(5~TP=htSqojb(s=%y_wRDr)R-Y1?$VBaHuDF9MO3y3;YDqVCr>Y66|^r@`wh
z*e52hqXjF?VDtA@s?<z=bY|RVTq1mrarLtBI0}Aaq~A^nbh>tD<)Wl3VGBDC;lXZw
znO5Sl`<Kj!YGVlept4A)_}h=i6bh1}K|D-6CX-W4vT0=sUIr$}L^^+366R=NoxSq(
z-o~)v>{f+@oM8GJDuxFXK`xsrt;YBC1yl!JFwqd(a@b~S<tAz6#Zx6T4FcXkUO~Bd
zOalb2W1Q`FVyR+YRvZaANOJhPUU5wB*>N>M39@Ncx~p%@N-Gs=sz!|eQL={?DHA@N
z+Ou}#*`%Mf%l!xtHum2YFXxAu1zbm@geW8=4bLA$y`w31j#-WKVH$=>Atyq<-emPL
zal}o(M}xhMW)N2$Zs=S8e4Xg^gJj|GzeD88;Zdhm?L7^RxIzVg1iqy|<KRr#f<`SV
zjFI^XrK`HLoXc^{zjzv}Ny;ywvBXmfQQh{^3_B`s?a@AT2BLj{Ox$S*9$OpkFFuy~
zDA=gjSz2WnOb&yvDq=41V5e8*GC1Jal4&M(e55!ctsThgNzEZ+JyaW4d^Ha}rQx*r
zgWEMOmYF=gjwg@Ky2Gt#vX%yUk-^YHf?0U6Z{0;MZP=oF2T8J^zZJQ6a6O5xd4rsN
zR5dZgllAM|lOOe2z3OeVdf`VcI#yQ~LlsEncOTkHRN`+Pnl^F_TZzqETJ=%ybwgMm
z)NAlYmm3(C=5Hzt@aUek5Kd=j8l!raEz)MGCXddshCG@l!@aoA<^iKuuDElX_yBt?
zjgvv(u@*w|06ypIdg5elX_G|<H+7~>o1NgKaa=*@BNJvGrO;@WFRc$u%~D^Jquaim
z+z?Sk2`XJ&zBQQJKbmBCaU~A7O)@iC8#lXTtvx;Jv>STp3B|#No7c?EpRH~!fqrT|
z_{a!kaA4$z{9#cPtxw^QKQg$^N4czNIb+$b2S@EZ=u+V+ZdO}|^yQYNrSl@6ti7dV
z`)cfo8UlaxV4qd1^g3X-I<Yjb1rABxJ+pnQ-7Q&1$J~-bMcv}{@8+9NyVq2dpZ5NA
z(BQcp|J#M~h%-y^QU5nr(t1bb!DtQh|NB~Ji8TTxeSxdX!C6CkWEkcQ0fWx%B9-fd
z0u!4}pCKDxmiXQMIj-XjV$Q|*DkAvbv&L&~S5>@}%lV6UKwmg8uM6%6aK|pmcCa$X
z{5Yz5J=^whM);<(U%%*F^*zKjpFc5szJzZ-A8w@TZFu(TNBeM%ped0u*9*L)N5tG;
zB(>0s;FDWidSrndcF&rKlQVo{u<89}I&Jm%p(ke!LV-~_dV8tcHd|=z&+PvLNxr@#
zfn%BsH(7K2R^lcZ;y(xOi0VS|CoXZ5TEE_t<m8Skud9P4k~hif?F;v7Qi$@e6$KNL
z{XGlmjwXlxt+FBN*F{&UeV_m5qN5luQoQVewfD9CKCFv4U9aO#+%)j>FP;wmc>sTd
zfBE(w97Es-?Q3ZgFU30_Od#Z8!PDJ~ZXnoXIG7IDg9q*kT>JmRZGX(q9Kuhm%#Rf`
zH!Esq-u}d#!6hy}v@tz7IXUzG;%VFQgW!&)ukk>ug$PL5*UTaQ>c^CA5k#iMh6ZxA
zA{SB|F533xk{v%Dl0g)_b$&{?|3AY)_Ox&QdlyMBwIa)oYzRUvn^#x-0|Ns)Lgr7V
zYI?HG0JbDn;M^yOE%(7QFPBmO`^OW*&b?oi1??By|E~^Prt)5_MVzA$J|Y+he*SMv
z7rn#(LZprq;|R@9pny5%zO~q-jkePRs1yf`Q?_A6k@VJr9CQ~emQ-H=DL8{Vc8GO!
z07exFU^;4UeJ$wH)BQD&PLGmZ0zwh!g=e<C4We)n#eP2`X@zVe7U;u<Exx|JfMNX5
zFaBu!1t`Q(6U0~@C)$ZJc-h)H>AEIfy@PT~oJ*6Pb>HU|x4uaBHx}yT8)mJ{;&No4
zlE7@;hQMmNzn}oZnk&M>QNK{nAehUB9ty3=GIh&wL`{76xr#|>#i!KQ_+|9mX$EmE
zP&n3twztb$*bnmL+<HYXoF6yD(Tk#FWp>t5-2eW5FELjxS6f@#x81QsL0<>m_xSY7
zQSXVZU$qO2ji9e^-&iqB`gB%C5*B3P?nRleeg4x<e$3<ddq2TP<DUr|>jl3hA>h)S
zAFatFOq`enKur&b^5>m9e~!oScE#gge<9G)zkX3v9m01W<LXRel8Y#?Jq8P>)U4?=
zL9OS-3CbRjf{yyE)J|Uiz0uFWr>gx;AjrT6m!fXm@7c0<{~4-~E27Zv4&q7Lg{Ja-
zUrzAi=d0$W360N*c|yqyyTKxPh}pHYw5V*yFGBLDcvO{@9aQWf6!mlVnj5aL87}7|
zj9-K(RM+n`L$1&@rt>ir{q24yCOUH0w|@ij?AF`!pWH=5))^j-RF+0wy>Gl41uD_;
z!uCbRj<K?zA^VnBfZEw?fPN`9`1+@Peh&X;3Ly(f-~+w9;#zk4GPc7<PkwvDTl>Ul
z7o_HL`>jzkaWSjRY*}BMqj{5;4?RmxPS(l2_a4%kdQY(+q?`qk`&ZRW*{+d^Vl$Gx
zX>rg_bO3bvzA%bCW)Z%dt~wzSCy)97fACd$@iS#1K)aN%K5Gl#2Vm*w6S@n{6fy!k
z4IuQrvI5-^`j>YBci0#A6I%HQ^Yddl%$8gLfraj?-x`f60NE|4m5^#p=q8u9K2~fM
zT<rHu6#6~{pCTuJL(DSGK)_xQ9}Ur}fG&?IfHnK(HNH2zG&3_bO^~85c#u@K1Pi=l
z`}G;-uwhGMzhCXK-Iew*!0L1<Wfe~rKP<<!wr^I=*T#QCdh-&OdQKgr!_*m4GL#9M
z4e(FBvPpm(xj>%s#I{P*RsT~bPrf~M>Qo>xUH1Ied@Qz-ZK9$U#LfD~1d7=vT)zza
zj8?myW&n-kwz#d;F`q&JxdtW*SgD6iu0SJz&nv&X8r=;6!ez>Q`7-?)Wx4c+J1B9I
zl>CnBZ`XWeJH(A@+<ONbuhUb$79bRPZ@W)?{={QcY2M)jkfpqHzDI5)`qgI=+#vIu
zH+Ev_&}l;h5Yfvmb^j44k|0G@Q1s}>E!$Cu;^Sv#p_}|O=S^rkI<ZjbmIF#YQV-NV
zq@;uoTRuAmx@E-<CS?wZ-CuumJFL_$>}<}LIqXivBQ>{1h`l!io<xkY=FRsKmo7;P
z53LN}{DUF@$4R;DY^`757k2$}AqC;koFHIh2yZ+@bE5w~8cPR>1q@?A|2qCTMTy6%
z!#3z^o**D(q02;3sSqyV&Nd{2`B-_{>ATO?aTnP3=VKUybos1m(r$t1AHV0-k4(D{
z1Rs8@7iZ$*TatwLGa|S@HqiS%FnQkb=hH4CIMg9{K3>v|zm0^YkzVFby6OeO2JFMw
zl$%?WA_%-b8-i-L;Tyff>B&v7kfmOmE`+U^H34({d1B%ljF$zemul$S8jn@}WgdLl
zn0K*sIUn+22f4H(&0Uz61gWb9#Wua11VbA~he)?YDS!yV-f0ux?Z{Q}e1AbSSuADf
zh(eA|o=sxf@g|NtA6_`~l)5o8i9JqrPI@>#E;G^il3wib@9%z0mU{G`w|LH5jv}d2
zjqALnY{zd-xPE1^`H4xC7+f;$aI0A?=tZ!Y#8^X0|HNc)0|1JA>G=KP>0m!-I7c1E
z_MbEHd_Zl)&pX@^&*nIC<Q(MOEf~^IHPyuY?#+qT7F&a?ztxaYvjUS>M5=xE`&9tb
zRn|XJeZ<;GHLa3=yWRj<V?kO7I_S+sqI#ZPtVQw+osvijI^lNCq=%gE;wf<LehI{8
zDgnH)vZYz&9e!OwW+e8vJnQlLi`ofyD;a_c;Y23bD$9RtcOYG&odr;1pPy5D^GSrn
z(rA}te@vYl<h&o)oPEG0<x3SC;5?z0+d>11q%s1(SOlyvC8IZEmE+m2=$AaaL-5aY
zU!KnOKkNnAXZ?!DY1EmPZ&GZp;TYA9F6SFn<tjI@#s7qM6j5~`XbKm-pm4#TpXkWs
zgO&juF?@0|TMN&ZNrugJ;_sIZ9vuV>HXJQMtdBl0D+Jx6PEhj=x>)KMlQ#$!xgb&s
z5SO%p7X-d$<L!z@!8+P3Hx_oXeudVX&T#axl*Mvl*p^1FeG(Scc=DutSqQc`$7s_L
zg;RZGiqoLCKaDFZaNcgDkYV{gMGNi~i!GRIXg2dktap&?$d_axvZi<_dz7AL`~C6$
zClapWRM1(~K^zZi(|j_S=$h*`-<5K#d+u^Oxx|ud>yb0#oof7g{yw|gWzL&>J&k|h
z%X4j*IXPSP<E@h1zP2h~W15JW40V|u;sA44d3utMDOX-W!QhZ68Y_l81>&b!4KK-U
z!4~M$TY**TTYA%Su?CQdx!jGYw}3Cz!+q=!ABHFB7n;6w_JTyU4sJ_LAYaOd3Nie2
z(0KsVZVAtsic==xoP4|zVtCqT<d9*Lr?>+e6E8cg!dsIn?X_`Dg{R(*f`3v!PSrS^
z+Xj6i{^Tw5YGMOpVnXv1Yk5=raMfI;idAP)>9f<Qw|G4M1)+u7Bw$`3_A!bP-6hcv
zOFXZA>f^_2YO(xZ$U@?-iY&dKBz7OSFBH*B1%X|cKZ-Sepqb)4=kSt@I=48?wl~|t
zzERjfO|7qLJ!JNlRY*f&C!eKXa|h;)1)bD=GwBdvCe`>l`-ziJ9MMAgO<;h+M7=gj
zsI{(5UWpYc1SCGIz)#cmE@+zO^f5a#t~FlBrU$hWBAMj2WJA*3@7-V%(E8aY=3C|+
zX2J$^b!cgLe2A_2zVVSb`$p8s@C&qc9eg|OwV$D%hNYL#)1#t(Vj1qlCPcoU%meE|
zNB@OeijB0d`qqORl6O<vB`0GTE<>XqL6x8NbtV%r!BC4*fi+a<LKh>OC3dXuh}x;{
zS4*GIX-fj4IN<u7rKg!E?o*y8wUcmbKlUj7yk#V(cJ6ARr5|-Z@JeK#t#RK>_k}9z
zF8FSF8eQMrRnz^!bva>0@x?ag9FD`HG8SRIWxx1Iv;3=D^x|aTr5~|mldn!(iLtNm
zr<oC8s=m-d`W!Zls&S)a)7b9>Y4e1&ck1B(h1W>c%IqM|(>En(*z@PKv+_}15gM04
zymXA<Ht2IV<}2{(IEIBBu<GNgmJ(rb34f-ZA<6#*3Hh=h2R;S0*f?somcuP(kcxfd
zM!5+FUVjqAbjG~2BwZgZUN48^Slr`^@u!5vxM9{>%{)E7wc52@QPE(xZu4vjx`|;?
zQJ(mw1O<C<im=UpF4gi%`;s;B6VBGX46^x)q4demX?dujzI8@SGP?X#ibAmd7hbh4
z`K6~M2~Fmeu}iLjGSIEA64xPq0XDqL+5ke=%!YYu?MHB*t-xJb9*rbP3}cuI;JNBK
z8}4&<!}9AFZ^YVNAUk=|+%n-IFh_K>C)Z5b7TZ@O?lO#+Z^xW_ZK)!K4^%xG%u!^%
z<IQTx`3|g0V_#I|F~%pduqGc5ov-P#EvSK|p#7VY$?QHlGwuWbQNJAtzx9vx^x<Yj
zx#Q2tQIboSN*<tFcjtX}RUYG@VDYy@Wb7WXD%kc%^jo@Gd_HdRL6Jv?J51HY{5gZ$
ziJd*t*Q7UoGZU&upQPW85=-ef|4i)7r%rzf?>XW2nQBUi>2vJm+Qp{Z7cK14{2GB8
zp}oDis_`)X8QU#lVPQk{PAnjki^Na=fm6=Fit`JyOE~gHxEY2naI7Klt%dPStblQc
zXZ#Hnw!5FS&O-OE6l%NUWMo+Agpn73_7&l$PUx6_?bc;gbfY8w66Ie$tNA#QvWcsr
zj`YXrbD%7+0TmKK5Uz~mH5uhJHbwWv%c2KkzkvWA0iD%QC?DNUd&dap);`9y^y#Ua
znuRfPo9N5Ux58<hhYwnp{p-)3bUU0)EkRUy-mI^&nnsuqF5}}(xcU>y;(9)1?VD#E
z)tM4@Yrkz7$9(um6kWxr+6|RtEuRlRV^uWnck)7m%Y$PD{%$6w(jh@*_Bdfe&iW>N
zwlJZxqQLDWzqeZZu`W<eEb7&*e)5P*HZFnK5$a3KeSj&b501weM&dtvCB*-}=igZv
zKoP>$r1gvC+VuHTbizHvW6@q}<l}?q)Ko%x)t0u2EtlQCzdWY}tq_j|9z{u|+kE6u
zHBFLe@4LI?+7A5j(JQg_@fCqHjFZ=ps)W8gTZ{SjWSKGXoS`FhNuGa{o{_7YK9g9)
zsa82njpshNh#?-`UJn<Ddbmszc4M_8oHS-hn;m|~EYDGZekHR2Zlb@y1UWmzN9w8i
zl-SzvF*@^24KMw*`@YMD$g>ivvOU$(!iVlsp69RAC3@zQ(Ld*q0oz}|k)&@Me<#Ez
zbf(?!$gA~_9fo0M7*)1wHj|WeGPe6+Cj!qZx}UZD|2%nsrvZ-FSsvhes4aS%H3g}a
zn-rRU`58duEd>^UhA4&+VrAd{eUNOKfa&MgRLD*60)E;-<WWkJ3~^a)u^#|GeW~{F
zExxz~ps0WkD`eSzUS3|_$aOR8Zib-Q*OSCjImZu3Kl*O&BSgxu(9n<Aa}7L^>N#P`
zYk_ayYC$)m1b$%{r}F)L8j34X+_?yy#a?DH`WH&Pgiptqs=u$s2;0ZS3EO9bJ9mYs
zXxbLlONXp}4-ty7t4T4#=$412#}-7>%k_sT?gh8S3FXiV+hs!7!cyV$FY=*ZW)1(G
z#VRFk{!tzj!3aQn(*X~f7>|#*O(p`rVS&4y$X~-Y$f&InGnNUt&_9O=+F(<QOI=t%
zas6X6Gg^b=Z0&(QUKTB3tY4aZ{<N^W6Y|P_&d(!Bg&P|hN&sKtwK8Z0$cMTT@I-!f
z#III15&1Tq(wn);QCG7z=c+V_vF02Ijj!533rii@?uVn*6{Q_xo}Ccm5Ss*^7)#O0
z(p0L=IPsb2d-ZkRsq^;YqU`hR1m1}uMBKpK(-p_i!%LoJ-dkG^O?HuWAYsm?8iO*r
zo=#_<B66r5pb1T6={))+iZD`raLf`_M6*D0bg0nGk9tcLLm{(upHy4KZs5L@B_t$>
zUKY6jAHX}1{O--RBq;rE{hJ(x9(2-*25*sdJqaiqB^WuO>qNMN4a9FmoQtyo@JNu3
zQSdSc*h0Juu*YoeB{U2ZM-4@AU1~?Ilxv~l$wj#Y$CxgR#@UUIRsJ#n&J4EFN}=%e
z&cSe)<QqTv{*uLut=T5#YNtUc(Y%Za?Rra6stOHe5J_*KYK@#C!jAD1d)c=7*%z-~
zWy5NS1IlR-qm+%sGl#KSBd9NDYF9|JLf=i*D|n|oNw+_l5JKwUd+eUqMODm#yZcKM
zlOX2&vpLjYLkx(84qm~wun@j(xaW)!VHP6$<Wh$gyV&5MAT+wP>6~e$p3nv$h73&J
zP;*7i%r0(2Mxb&I4Fc4xn=v6F|3JgJRJSdW&7`j|H~+rom0BWArK|^1DO`?D5Ps{_
zF9k`=eZ&x|8PXqnDtmf$%Vb<+u4RX-H2ri<iDRfTVW@uhnl+p*;x01-YQ^$_B&1~b
zOjc)c(ePL+cbcpBt|cmfI5|Rh9|h)+1Myqmg+u^Mw<OWI=K;~qz(gUC)_KI9T|MC&
zgb8`MckVu%ayfGJsJ=<chYt>fP5A4JKMuAq|5FSgX7sOje2{-L`ge!8P)ohGamYF#
z>*c^qU3d>2!63HZYtX=BxQ6~pog8aJb_0@}^+J!n5~+sOw;(j@t@H7z0j20lSmM3l
z*>T}|wBF00@V?MJHjl}B?K^rm5r{?x+H*~TbXMDRtjZA|Ns53&qy?KE`^$=WzuEl)
zkMS>JZ(Jar_I!LGmuFa^Ny(=A5yRyL^1LO`D3Q3U(7S;^-Xb2z5ZMD`k{}3;7Kl34
zu(%Z}w}?Br+)KI;ex??@;6KEldi(z;l7aj8`u|%>_y95Zf8q=ZDO>lk^G*4kDQF@}
Q{8lA-^_%%O?mzqA04vpMrT_o{

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/wren_classification.json b/modelling/data/abingdon-all/resident/wren_classification.json
new file mode 100644
index 0000000..6748a80
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/wren_classification.json
@@ -0,0 +1,105 @@
+{
+  "schema_version": "resident-classification/v1",
+  "species": "Wren",
+  "model_family": "resident_detectability",
+  "classification": {
+    "primary_class": "resident_with_summer_detectability_collapse",
+    "baseline_presence": "weak",
+    "detectability_peak_timing": "spring",
+    "detectability_trough_timing": "summer",
+    "spring_carryover": "strong",
+    "summer_suppression": "moderate",
+    "summer_decay_acceleration": "moderate",
+    "pre_summer_retention": "moderate",
+    "autumn_component": "minimal",
+    "year_end_component": "weak",
+    "response_dynamics": "rapid_decline_biased",
+    "traits": [
+      "resident_detectability_pattern",
+      "weak_baseline_presence",
+      "spring_detectability_peak",
+      "summer_detectability_trough",
+      "strong_spring_carryover",
+      "moderate_summer_suppression",
+      "moderate_summer_decay_acceleration",
+      "moderate_pre_summer_retention",
+      "minimal_autumn_component",
+      "weak_year_end_component",
+      "rapid_decline_biased_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "target_peak_month": 4,
+    "target_peak_label": "April",
+    "target_trough_month": 8,
+    "target_trough_label": "August",
+    "target_peak_value": 0.8375385729882336,
+    "target_trough_value": 0.0,
+    "target_mean_value": 0.28277359644625405,
+    "target_amplitude": 0.8375385729882336,
+    "baseline_to_peak_ratio": 0.04895296923903706,
+    "autumn_to_winter_weight_ratio": 0.025830258302583026,
+    "year_end_to_winter_weight_ratio": 0.23616236162361623,
+    "decay_to_growth_ratio": 1.4504901960784313,
+    "monthly_target": {
+      "January": 0.29615009693304295,
+      "February": 0.31465319794402963,
+      "March": 0.5434330352298322,
+      "April": 0.8375385729882336,
+      "May": 0.5509815533442022,
+      "June": 0.3222732197186637,
+      "July": 0.2834142634162588,
+      "August": 0.0,
+      "September": 0.0,
+      "October": 0.03265105252936425,
+      "November": 0.05374355068020236,
+      "December": 0.15844461457121906
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.308,
+    "GROWTH_RATE": 2.04,
+    "DECAY_RATE": 2.959,
+    "SUMMER_DECAY_BOOST": 3.892,
+    "PRE_SUMMER_DECAY_REDUCTION": 0.417,
+    "PRE_SUMMER_DECAY_END": 7.185,
+    "PRE_SUMMER_DECAY_SHARPNESS": 8.976,
+    "SPRING_CARRYOVER_WEIGHT": 0.255,
+    "SPRING_CARRYOVER_END": 7.18,
+    "SPRING_CARRYOVER_SHARPNESS": 17.378,
+    "BASELINE": 0.041,
+    "WINTER_WEIGHT": 0.542,
+    "AUTUMN_WEIGHT": 0.014,
+    "WINTER_PEAK": 3.965,
+    "AUTUMN_PEAK": 10.705,
+    "AUTUMN_ONSET": 10.425,
+    "AUTUMN_GATE_SHARPNESS": 5.818,
+    "WINTER_WIDTH": 10.909,
+    "WINTER_RISE_WIDTH": 12.154,
+    "WINTER_FALL_WIDTH": 10.144,
+    "AUTUMN_WIDTH": 6.993,
+    "AUTUMN_RISE_WIDTH": 4.646,
+    "AUTUMN_FALL_WIDTH": 8.577,
+    "SUMMER_DIP": 0.158,
+    "SUMMER_LOW": 8.21,
+    "SUMMER_ONSET": 6.33,
+    "SUMMER_GATE_SHARPNESS": 3.716,
+    "SUMMER_DECAY_ONSET": 7.015,
+    "SUMMER_DECAY_GATE_SHARPNESS": 15.638,
+    "SUMMER_WIDTH": 25.057,
+    "SUMMER_RISE_WIDTH": 40.736,
+    "SUMMER_FALL_WIDTH": 12.426,
+    "SCALE": 1.009,
+    "YEAR_END_WEIGHT": 0.128,
+    "YEAR_END_PEAK": 12.098,
+    "YEAR_END_WIDTH": 103.605,
+    "YEAR_END_RISE_WIDTH": 198.472,
+    "YEAR_END_FALL_WIDTH": 9.866
+  },
+  "fit": {
+    "score": 0.208
+  },
+  "warnings": [],
+  "summary": "Wren is classified as resident with summer detectability collapse. The fitted resident detectability target peaks around April and reaches its lowest point around August. The model indicates weak baseline presence, strong spring carry-over, moderate pre-summer retention, moderate summer suppression, and moderate summer decay acceleration."
+}
diff --git a/modelling/data/abingdon-all/resident/wren_consensus.json b/modelling/data/abingdon-all/resident/wren_consensus.json
new file mode 100644
index 0000000..b73fefe
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/wren_consensus.json
@@ -0,0 +1,42 @@
+{
+  "SCORE": "0.208",
+  "INITIAL_Y": "0.308",
+  "GROWTH_RATE": "2.04",
+  "DECAY_RATE": "2.959",
+  "SUMMER_DECAY_BOOST": "3.892",
+  "PRE_SUMMER_DECAY_REDUCTION": "0.417",
+  "PRE_SUMMER_DECAY_END": "7.185",
+  "PRE_SUMMER_DECAY_SHARPNESS": "8.976",
+  "SPRING_CARRYOVER_WEIGHT": "0.255",
+  "SPRING_CARRYOVER_END": "7.18",
+  "SPRING_CARRYOVER_SHARPNESS": "17.378",
+  "BASELINE": "0.041",
+  "WINTER_WEIGHT": "0.542",
+  "AUTUMN_WEIGHT": "0.014",
+  "WINTER_PEAK": "3.965",
+  "AUTUMN_PEAK": "10.705",
+  "AUTUMN_ONSET": "10.425",
+  "AUTUMN_GATE_SHARPNESS": "5.818",
+  "WINTER_WIDTH": "10.909",
+  "WINTER_RISE_WIDTH": "12.154",
+  "WINTER_FALL_WIDTH": "10.144",
+  "AUTUMN_WIDTH": "6.993",
+  "AUTUMN_RISE_WIDTH": "4.646",
+  "AUTUMN_FALL_WIDTH": "8.577",
+  "SUMMER_DIP": "0.158",
+  "SUMMER_LOW": "8.21",
+  "SUMMER_ONSET": "6.33",
+  "SUMMER_GATE_SHARPNESS": "3.716",
+  "SUMMER_DECAY_ONSET": "7.015",
+  "SUMMER_DECAY_GATE_SHARPNESS": "15.638",
+  "SUMMER_WIDTH": "25.057",
+  "SUMMER_RISE_WIDTH": "40.736",
+  "SUMMER_FALL_WIDTH": "12.426",
+  "SCALE": "1.009",
+  "YEAR_END_WEIGHT": "0.128",
+  "YEAR_END_PEAK": "12.098",
+  "YEAR_END_WIDTH": "103.605",
+  "YEAR_END_RISE_WIDTH": "198.472",
+  "YEAR_END_FALL_WIDTH": "9.866",
+  "SPECIES": "Wren"
+}
diff --git a/modelling/data/abingdon-all/resident/wren_observed.csv b/modelling/data/abingdon-all/resident/wren_observed.csv
new file mode 100644
index 0000000..c231e0a
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/wren_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,21
+2,31
+3,52
+4,60
+5,60
+6,47
+7,11
+8,1
+9,3
+10,1
+11,12
+12,7
diff --git a/modelling/data/abingdon-all/resident/wren_parameters.csv b/modelling/data/abingdon-all/resident/wren_parameters.csv
new file mode 100644
index 0000000..9689a6f
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/wren_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,SUMMER_DECAY_BOOST,PRE_SUMMER_DECAY_REDUCTION,PRE_SUMMER_DECAY_END,PRE_SUMMER_DECAY_SHARPNESS,SPRING_CARRYOVER_WEIGHT,SPRING_CARRYOVER_END,SPRING_CARRYOVER_SHARPNESS,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,AUTUMN_ONSET,AUTUMN_GATE_SHARPNESS,WINTER_WIDTH,WINTER_RISE_WIDTH,WINTER_FALL_WIDTH,AUTUMN_WIDTH,AUTUMN_RISE_WIDTH,AUTUMN_FALL_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_ONSET,SUMMER_GATE_SHARPNESS,SUMMER_DECAY_ONSET,SUMMER_DECAY_GATE_SHARPNESS,SUMMER_WIDTH,SUMMER_RISE_WIDTH,SUMMER_FALL_WIDTH,SCALE,YEAR_END_WEIGHT,YEAR_END_PEAK,YEAR_END_WIDTH,YEAR_END_RISE_WIDTH,YEAR_END_FALL_WIDTH
+2026-05-21 10:22:32,wren_observed.csv,0.4994717435874651750778764285,0.322,2.025,0.398,1.118,0.32,6.29,7.194,0.324,6.99,12.995,0.041,0.688,0.001,5.22,11.88,10.2,9.151,1.952,2.119,1.784,2.649,2.913,2.385,0.188,8.15,6.58,3.87,7.34,14.276,27.985,43.468,12.502,1.286,0.189,12.295,104.308,199.53,9.087
+2026-05-21 10:22:32,wren_observed.csv,1.329406115282253641748599180,0.224,1.496,2.648,7.792,0.527,7.68,10.993,0.437,7.58,23.979,0.086,0.279,0.007,2.9,11.81,9.55,5.555,11.846,11.334,12.358,5.904,2.568,9.24,0.18,8.12,6.29,5.335,6.8,15.4,41.238,72.738,9.739,1.787,0.012,12.282,66.188,121.77,10.606
+2026-05-21 10:22:32,wren_observed.csv,0.3296007190179055503048025422,0.466,3.86,4.78,2.49,0.327,7.27,9.139,0.163,6.64,9.089,0.049,0.443,0.034,3.62,11.95,9.5,9.05,14.106,13.781,14.432,7.892,8.537,7.246,0.208,6.75,5.58,5.206,6.96,7.878,28.182,54.476,1.888,0.902,0.336,12.245,88.144,166.365,9.922
+2026-05-21 10:22:33,wren_observed.csv,2.994510543439862355245415839,0.111,0.455,0.683,4.715,0.897,7.01,12.427,0.016,7.4,20.737,0.008,0.221,0.008,5.18,9.82,9.69,7.395,15.137,13.118,17.156,5.550,4.984,6.116,0.151,6.76,6.81,3.31,7.37,12.742,3.978,1.311,6.644,1.602,0.333,12.141,65.891,122.068,9.714
+2026-05-21 10:22:33,wren_observed.csv,0.7417243039469365818590452148,0.229,0.676,4.068,6.118,0.2,7.33,8.043,0.299,7.56,26.068,0.062,0.098,0.001,4.85,9.6,9.35,11.872,3.892,0.783,7.002,12.728,13.475,11.98,0.042,7.93,7.06,2.608,7.41,13.856,10.963,7.18,14.746,1.284,0.227,12.031,105.007,198.847,11.167
+2026-05-21 10:22:33,wren_observed.csv,0.8723159854493026426416638287,0.156,3.647,3.75,4.791,0.685,7.13,5.373,0.17,6.93,20.448,0.046,0.159,0.026,3.04,9.91,10.87,7.649,14.066,14.621,13.511,5.670,7.094,4.245,0.062,9.17,6.02,2.986,6.85,17.954,30.110,50.892,9.328,1.225,0.317,12.11,116.960,225.303,8.618
+2026-05-21 10:22:34,wren_observed.csv,0.2899780804436190212280736095,0.255,3.314,5.497,0.422,0.352,6.93,15.48,0.142,7.41,18.65,0.004,0.638,0.005,3.36,10.41,11.15,11.394,3.680,3.444,3.916,7.129,5.664,8.594,0.194,9.46,5.84,6.9,6.98,16.552,41.116,68.04,14.192,1.167,0.09,12.09,94.022,174.898,13.145
+2026-05-21 10:22:34,wren_observed.csv,1.087187808972225945885587549,0.452,0.862,3.912,0.822,0.783,6.64,12.165,0.197,7.14,18.679,0.01,0.393,0.007,4.99,9.66,10.11,4.507,12.376,10.287,14.466,7.912,7.564,8.259,0.023,8.03,6.91,1.719,6.8,8.708,37.282,60.103,14.462,1.171,0.311,12.283,112.273,208.704,15.842
+2026-05-21 10:22:34,wren_observed.csv,0.9469216719317535282602297863,0.573,3.089,2.483,5.061,0.663,6.77,3.487,0.055,7.19,10.583,0.019,0.01,0.007,3.9,11.94,10.91,6.455,2.720,5.028,0.411,6.038,3.99,8.086,0.199,9.17,6.37,1.001,7.58,19.679,7.448,1.968,12.928,0.974,0.114,12.094,48.830,84.46,13.2
+2026-05-21 10:22:35,wren_observed.csv,1.264238181158137492517072426,0.521,1.566,3.15,3.999,0.356,6.26,10.353,0.164,6.54,16.863,0.068,0.296,0.037,4.05,9.98,9.83,7.979,2.016,2.385,1.646,4.651,8.565,0.737,0.103,8.17,7.02,1.088,7.3,9.162,24.160,36.431,11.889,1.134,0.219,12.205,78.812,142.147,15.478
+2026-05-21 10:22:35,wren_observed.csv,0.2512509294902385739453647266,0.118,3.404,2.739,4.892,0.574,7.17,14.919,0.232,7.37,27.47,0.004,0.696,0.011,3.45,9.61,9.41,11.291,5.846,3.036,8.657,10.132,10.819,9.444,0.022,8.62,7.1,3.099,7.07,6.551,13.666,23.6,3.732,0.801,0.038,12.271,115.894,217.918,13.869
+2026-05-21 10:22:35,wren_observed.csv,0.5796994166779931304198897637,0.305,1.475,5.515,2.39,0.424,6.93,13.482,0.024,6.59,14.078,0.038,0.412,0.049,3.31,11.22,10.2,5.784,15.834,18.334,13.335,4.384,4.887,3.88,0.154,7.32,7.26,4.85,6.65,12.127,31.784,62.438,1.129,1.427,0.281,12.196,110.648,216.775,4.521
+2026-05-21 10:22:35,wren_observed.csv,0.6249301480955317787815056485,0.542,1.72,5.256,5.759,0.201,7.1,12.347,0.401,7.32,12.307,0.015,0.408,0.008,4.44,11.08,10.94,6.318,15.714,17.431,13.996,3.666,2.074,5.257,0.068,9.3,6.29,2.02,6.71,16.498,26.538,46.17,6.906,1.305,0.153,12.084,122.790,238.937,6.643
+2026-05-21 10:22:36,wren_observed.csv,0.4273136039231488034400343368,0.183,1.41,5.572,7.314,0.446,7.19,15.734,0.349,7.28,23.862,0.031,0.477,0.018,2.85,11.99,9.33,5.211,5.375,5.066,5.684,3.600,3.006,4.193,0.181,7.05,6.78,5.189,7.39,18.804,16.465,21.559,11.371,1.434,0.116,12.221,74.890,141.117,8.662
+2026-05-21 10:22:36,wren_observed.csv,0.2024193126756132135776381025,0.261,1.956,4.423,5.149,0.002,7.61,11.79,0.358,7.63,26.246,0.006,0.709,0.007,5.01,9.61,9.9,5.82,11.860,14.681,9.039,7.792,3.081,12.504,0.24,6.75,5.94,7.314,7.4,8.862,34.986,68.433,1.54,1.498,0.283,12.021,69.104,129.7,8.509
+2026-05-21 10:22:36,wren_observed.csv,0.2392883598740483886529281062,0.113,1.784,0.955,3.116,0.072,7.54,8.722,0.246,7.07,7.6,0.027,0.401,0.029,3.6,9.68,11.37,9.833,17.486,15.425,19.547,5.700,6.303,5.098,0.208,9.34,7.31,6.247,7.17,8.318,9.969,8.022,11.916,0.816,0.101,12.217,114.407,217.48,11.334
+2026-05-21 10:22:37,wren_observed.csv,1.209812479391679649058156967,0.258,0.958,1.762,5.561,0.468,7.5,13.057,0.386,7.35,18.647,0.007,0.58,0.024,3.49,11.92,9.7,2.462,6.133,0.776,11.49,6.374,6.437,6.310,0.05,8.0,6.67,4.019,6.8,14.98,32.228,46.488,17.969,1.694,0.17,12.118,79.904,148.052,11.757
+2026-05-21 10:22:37,wren_observed.csv,0.1580479492598563105690534539,0.394,1.675,1.814,4.141,0.065,7.14,6.007,0.425,7.25,11.958,0.044,0.627,0.0,5.04,11.81,10.44,3.018,8.651,1.469,15.833,4.946,1.331,8.56,0.112,8.17,7.0,3.211,6.68,17.992,24.946,37.815,12.076,1.111,0.142,12.045,94.315,180.764,7.866
+2026-05-21 10:22:37,wren_observed.csv,1.978036845901748660428268374,0.524,2.936,2.0,5.982,0.056,7.12,8.187,0.251,7.12,17.168,0.069,0.027,0.006,5.11,11.53,10.32,4.077,16.041,14.985,17.097,3.114,5.121,1.106,0.19,7.24,5.65,5.282,7.2,14.826,25.285,33.492,17.078,1.379,0.141,12.01,87.572,159.591,15.552
+2026-05-21 10:22:38,wren_observed.csv,0.1972822284815145074043424727,0.341,2.478,2.531,3.005,0.52,7.42,3.277,0.264,7.21,17.266,0.005,0.369,0.049,3.41,10.71,10.38,2.402,10.838,11.126,10.549,6.261,1.609,10.913,0.004,8.87,6.54,2.446,6.9,23.308,30.586,42.864,18.308,0.831,0.023,12.279,92.676,171.363,13.988
+2026-05-21 10:22:38,wren_observed.csv,0.7938064218957657935802045509,0.591,3.905,3.893,2.42,0.481,7.58,9.641,0.233,6.67,12.984,0.043,0.595,0.008,2.86,10.94,9.33,3.058,6.298,10.882,1.715,5.238,2.12,8.357,0.054,7.47,5.3,3.329,6.7,22.26,41.268,72.167,10.368,1.369,0.199,12.12,83.494,160.998,5.989
+2026-05-21 10:22:38,wren_observed.csv,0.7198915149684648467888463406,0.625,1.029,3.336,4.006,0.093,6.35,9.359,0.164,6.58,17.982,0.082,0.528,0.025,4.18,11.97,11.16,11.926,9.388,0.802,17.974,8.206,13.165,3.248,0.078,8.27,5.1,5.675,7.19,20.572,18.398,30.32,6.476,0.968,0.052,12.143,105.036,196.661,13.411
+2026-05-21 10:22:39,wren_observed.csv,0.3844350361389743296182594728,0.164,2.712,2.805,4.963,0.623,7.49,10.76,0.208,6.98,18.701,0.014,0.646,0.034,2.54,10.13,10.88,5.091,18.599,17.198,20.000,3.719,5.979,1.459,0.15,6.8,6.12,7.378,7.24,7.875,9.336,17.718,0.955,0.861,0.147,12.144,125.382,237.591,13.172
+2026-05-21 10:22:39,wren_observed.csv,0.3296317250291700987519313829,0.421,1.933,0.462,0.667,0.744,6.97,13.535,0.023,7.08,22.61,0.05,0.695,0.041,5.08,9.95,10.32,8.95,8.061,7.027,9.095,8.131,10.556,5.706,0.105,6.78,6.38,7.536,7.1,9.786,29.550,54.51,4.591,0.815,0.098,12.188,101.969,192.626,11.312
+2026-05-21 10:22:39,wren_observed.csv,0.5653869756120511131937508842,0.218,0.804,5.785,3.699,0.131,7.41,9.309,0.048,7.13,21.73,0.065,0.422,0.045,3.43,10.13,10.98,2.755,13.400,8.211,18.588,4.514,6.434,2.594,0.05,7.19,5.09,5.368,7.44,21.952,41.058,74.426,7.689,1.766,0.024,12.141,53.241,95.923,10.559
+2026-05-21 10:22:40,wren_observed.csv,0.08354221945452574151677424814,0.313,2.649,0.825,3.198,0.888,7.49,4.084,0.281,7.13,12.571,0.078,0.706,0.027,3.3,10.62,9.57,9.75,4.062,4.099,4.026,10.536,8.613,12.458,0.064,7.27,6.01,4.327,6.61,23.261,33.739,55.315,12.163,0.978,0.119,12.088,85.118,157.732,12.503
+2026-05-21 10:22:40,wren_observed.csv,6.132316663723931605663470785,0.289,3.45,2.918,3.512,0.949,6.87,12.155,0.087,7.46,15.481,0.036,0.169,0.012,3.42,11.88,11.32,3.033,16.400,14.456,18.343,11.660,10.418,12.901,0.138,7.78,6.34,4.54,7.28,11.812,12.898,18.244,7.552,1.599,0.268,12.201,89.614,168.105,11.123
+2026-05-21 10:22:40,wren_observed.csv,0.1892929535695672823017838488,0.288,2.261,5.546,1.168,0.41,7.34,11.382,0.329,6.59,19.421,0.041,0.692,0.033,3.4,11.84,10.73,3.16,9.975,12.141,7.809,4.810,8.949,0.671,0.062,6.59,6.99,7.857,6.79,11.653,38.196,57.245,19.146,1.319,0.117,12.052,106.966,202.41,11.521
+2026-05-21 10:22:40,wren_observed.csv,5.552489233949594173285484469,0.508,2.471,5.841,2.83,0.865,6.81,9.494,0.275,6.97,11.376,0.068,0.291,0.048,2.56,10.77,11.47,8.933,8.912,3.922,13.902,9.402,9.634,9.170,0.224,7.18,6.5,3.268,7.42,21.062,13.330,10.69,15.97,1.773,0.333,12.109,87.596,167.005,8.186
+2026-05-21 10:22:41,wren_observed.csv,2.321921243408418060953528198,0.433,0.316,1.018,5.52,0.916,6.47,9.67,0.049,7.38,24.823,0.044,0.58,0.001,2.54,10.78,10.47,3.885,12.865,12.541,13.189,10.222,11.072,9.371,0.069,8.65,7.42,4.469,7.57,23.621,42.438,79.205,5.671,1.403,0.097,12.3,70.566,132.168,8.964
+2026-05-21 10:22:41,wren_observed.csv,1.369436229367443954184714712,0.667,3.207,5.297,3.673,0.627,6.58,7.186,0.008,6.84,24.372,0.048,0.308,0.035,3.03,11.95,10.58,11.494,14.162,12.579,15.745,10.956,13.528,8.385,0.223,8.77,6.52,7.868,6.92,15.997,9.747,18.828,0.666,1.651,0.208,12.057,110.517,205.162,15.872
+2026-05-21 10:22:41,wren_observed.csv,0.2073226634424305118325472282,0.33,1.717,0.437,2.102,0.388,7.63,6.234,0.005,6.64,12.601,0.008,0.515,0.036,3.77,11.37,11.43,6.577,6.900,12.167,1.632,12.721,11.813,13.629,0.103,7.21,7.16,5.28,6.96,6.228,20.156,32.263,8.049,0.948,0.029,12.221,108.926,206.073,11.779
+2026-05-21 10:22:42,wren_observed.csv,4.650282080249269956234550236,0.266,1.091,5.669,2.621,0.273,6.46,12.906,0.152,7.65,9.695,0.056,0.114,0.04,2.64,9.72,9.33,10.806,5.807,10.229,1.385,1.038,1.137,0.938,0.06,8.49,5.1,2.148,7.48,8.067,9.863,1.556,18.17,1.744,0.026,12.178,124.414,239.195,9.632
+2026-05-21 10:22:42,wren_observed.csv,2.117575308716313220836722970,0.585,3.04,4.775,3.856,0.826,7.68,11.722,0.148,7.1,22.129,0.062,0.404,0.01,4.74,9.66,10.8,8.882,13.092,14.627,11.557,6.800,9.126,4.474,0.141,8.37,6.54,6.47,7.09,12.55,28.914,41.713,16.115,1.388,0.224,12.136,86.209,161.936,10.482
+2026-05-21 10:22:42,wren_observed.csv,0.1633237321375317915087077822,0.156,2.817,5.713,4.065,0.759,6.71,3.009,0.443,6.74,9.072,0.032,0.215,0.013,4.46,10.78,11.3,4.162,15.534,19.462,11.605,10.624,7.857,13.392,0.237,7.39,5.88,1.887,7.2,14.197,7.081,7.529,6.633,0.807,0.012,12.054,119.898,225.192,14.604
+2026-05-21 10:22:43,wren_observed.csv,1.121691866609892099602590008,0.234,2.131,1.713,4.315,0.304,7.64,10.225,0.316,6.8,27.426,0.027,0.288,0.018,4.02,11.51,11.07,7.005,5.244,1.219,9.27,1.602,1.775,1.428,0.126,8.85,7.07,6.379,6.6,11.936,16.881,29.192,4.57,1.409,0.099,12.054,59.798,108.128,11.469
+2026-05-21 10:22:43,wren_observed.csv,1.260830624777760501241938825,0.661,2.541,4.491,0.992,0.269,6.41,6.024,0.235,7.47,26.68,0.021,0.212,0.02,2.69,10.89,11.26,3.464,8.178,1.721,14.635,9.765,12.42,7.11,0.088,8.68,6.04,7.307,6.77,19.836,34.214,65.141,3.286,1.19,0.139,12.102,61.312,109.226,13.397
+2026-05-21 10:22:43,wren_observed.csv,0.8364068063943564978951509829,0.529,2.964,1.893,7.284,0.709,6.76,3.016,0.276,7.1,19.37,0.026,0.525,0.01,4.79,10.08,11.04,3.565,11.506,11.615,11.396,10.060,8.643,11.476,0.095,8.11,6.76,3.459,6.86,22.825,17.110,30.342,3.879,1.439,0.053,12.063,53.956,101.407,6.506
+2026-05-21 10:22:44,wren_observed.csv,0.3059452103712633914849785343,0.45,2.451,5.223,6.507,0.211,6.31,7.092,0.033,6.56,7.648,0.023,0.673,0.021,4.57,10.64,10.53,2.004,17.895,20.000,15.790,8.299,3.159,13.439,0.194,8.59,7.11,2.437,7.33,22.858,25.168,35.19,15.146,1.569,0.324,12.098,110.522,212.309,8.736
+2026-05-21 10:22:44,wren_observed.csv,5.299054796867710961959490736,0.671,1.082,1.852,2.64,0.798,6.93,13.023,0.279,7.21,7.089,0.073,0.387,0.021,4.55,9.98,10.74,8.256,12.916,12.98,12.852,6.008,4.078,7.939,0.088,7.48,7.29,3.705,6.68,19.109,3.488,2.659,4.316,1.75,0.257,12.06,119.282,228.141,10.423
+2026-05-21 10:22:44,wren_observed.csv,1.310719157092428297369149912,0.182,0.627,3.936,4.89,0.436,7.53,14.728,0.094,7.3,17.316,0.069,0.361,0.024,2.97,11.41,9.65,6.637,2.378,1.323,3.432,2.218,2.281,2.155,0.217,7.37,7.16,4.486,7.57,19.403,7.344,13.024,1.664,1.51,0.309,12.011,115.226,219.613,10.84
+2026-05-21 10:22:45,wren_observed.csv,1.096444519703287139028549721,0.441,3.178,4.348,7.315,0.717,6.72,14.511,0.321,7.43,17.439,0.084,0.216,0.019,4.26,10.09,10.68,8.946,7.163,3.929,10.397,3.716,5.851,1.581,0.025,6.62,6.56,6.269,7.6,7.797,12.920,6.608,19.232,1.316,0.272,12.252,119.912,235.204,4.619
+2026-05-21 10:22:45,wren_observed.csv,0.7262752734271608833711915690,0.363,3.903,5.594,4.715,0.42,7.51,14.32,0.308,7.06,12.743,0.006,0.173,0.043,2.65,10.64,10.65,7.994,12.640,8.414,16.866,9.358,9.434,9.283,0.212,7.71,6.08,2.007,7.16,22.367,12.653,22.961,2.345,1.012,0.064,12.291,47.914,89.491,6.336
+2026-05-21 10:22:45,wren_observed.csv,0.2663824059656139812017358839,0.322,1.453,3.807,5.576,0.904,7.55,13.864,0.361,7.41,21.255,0.022,0.5,0.012,5.08,11.57,10.0,2.336,12.530,10.753,14.307,3.870,1.65,6.09,0.058,7.44,6.51,2.594,7.08,19.813,40.042,78.028,2.056,1.308,0.146,12.173,70.944,133.279,8.608
+2026-05-21 10:22:45,wren_observed.csv,0.2374236541033019507534485120,0.456,1.272,4.364,1.676,0.086,7.06,14.381,0.293,7.39,11.339,0.03,0.706,0.013,5.04,11.63,9.95,5.41,12.392,9.785,14.998,8.908,13.304,4.511,0.163,8.93,6.93,1.89,7.56,23.526,39.962,62.437,17.487,1.427,0.019,12.053,123.096,239.931,6.261
+2026-05-21 10:22:46,wren_observed.csv,1.169693427657414091255425185,0.603,1.231,0.864,7.624,0.219,6.58,8.641,0.27,6.63,25.004,0.066,0.427,0.028,4.17,10.12,11.19,3.242,10.154,12.313,7.995,9.964,6.052,13.877,0.232,6.71,5.55,2.049,7.02,15.366,44.455,73.563,15.347,1.208,0.123,12.051,107.343,205.569,9.117
+2026-05-21 10:22:46,wren_observed.csv,1.276066882177404544353324588,0.268,1.652,2.548,6.407,0.085,6.99,11.015,0.034,7.6,19.957,0.028,0.267,0.026,2.94,10.1,10.27,10.752,12.810,12.406,13.213,10.434,9.722,11.145,0.033,7.76,7.22,5.879,7.57,15.575,24.720,37.213,12.227,1.337,0.313,12.235,103.892,192.06,15.724
+2026-05-21 10:22:46,wren_observed.csv,3.204270113237879818287429847,0.322,2.777,2.081,4.894,0.062,7.49,7.242,0.08,7.35,25.229,0.006,0.241,0.044,3.73,9.86,9.38,6.718,7.762,8.812,6.712,5.972,10.045,1.9,0.2,7.84,5.68,4.11,7.29,22.654,25.371,45.403,5.339,1.788,0.345,12.061,114.176,217.375,10.976
+2026-05-21 10:22:47,wren_observed.csv,1.290038031659890960714063654,0.422,1.634,5.148,6.405,0.366,6.84,6.001,0.413,6.6,14.76,0.071,0.383,0.017,3.66,11.29,9.66,11.23,6.876,7.640,6.113,9.198,5.077,13.318,0.178,7.47,6.25,1.764,6.89,7.845,29.065,45.247,12.883,1.559,0.221,12.195,54.012,92.493,15.532
+2026-05-21 10:22:47,wren_observed.csv,1.125916524659303909770036939,0.695,3.683,3.699,2.417,0.592,7.65,8.43,0.254,7.65,25.52,0.03,0.595,0.049,4.33,11.41,11.27,7.868,10.508,13.507,7.51,10.576,8.484,12.668,0.145,6.53,5.39,2.96,6.72,15.085,18.279,34.976,1.582,1.573,0.139,12.251,81.074,157.424,4.724
+2026-05-21 10:22:47,wren_observed.csv,0.2044334864201074140593135127,0.402,0.694,3.306,5.912,0.897,7.58,13.954,0.229,7.16,22.748,0.069,0.682,0.02,2.8,11.15,9.91,11.257,7.946,3.52,12.373,8.414,6.078,10.749,0.189,7.26,6.19,3.112,6.71,16.254,28.715,38.872,18.558,0.825,0.23,12.069,58.408,101.114,15.701
+2026-05-21 10:22:48,wren_observed.csv,1.053541120933556759369887513,0.388,2.559,5.974,6.466,0.751,6.28,12.938,0.408,6.99,24.306,0.067,0.324,0.028,5.26,11.94,10.24,11.967,7.090,11.484,2.695,10.889,11.358,10.420,0.116,6.79,7.2,1.266,6.96,19.355,30.258,41.685,18.832,1.619,0.262,12.206,124.092,237.396,10.789
+2026-05-21 10:22:48,wren_observed.csv,0.4058576645864329561529099940,0.553,3.797,1.797,7.146,0.739,6.45,7.207,0.408,6.58,9.193,0.07,0.566,0.018,4.4,9.5,10.5,3.76,4.500,2.236,6.764,2.295,2.295,2.295,0.009,9.2,5.83,2.189,7.55,11.926,6.878,10.58,3.175,1.18,0.11,12.156,60.212,111.71,8.713
+2026-05-21 10:22:48,wren_observed.csv,0.6643111141247578498159621261,0.576,1.269,3.473,3.93,0.845,7.55,14.907,0.124,7.05,12.135,0.055,0.216,0.043,3.39,9.83,10.67,5.858,10.528,11.771,9.284,6.243,1.524,10.962,0.027,9.08,5.79,3.666,6.67,11.065,9.287,5.105,13.469,0.831,0.277,12.24,122.122,233.828,10.416
+2026-05-21 10:22:49,wren_observed.csv,0.7155462662538549778411679912,0.168,2.325,4.909,4.727,0.318,6.66,6.167,0.408,7.47,16.051,0.037,0.164,0.044,3.98,11.28,11.0,2.046,14.364,14.638,14.09,7.020,4.903,9.137,0.213,9.33,6.59,7.506,6.68,9.636,25.945,35.026,16.864,1.339,0.301,12.122,64.784,115.726,13.843
+2026-05-21 10:22:49,wren_observed.csv,0.2080551923483181030829969332,0.693,3.074,3.759,4.732,0.394,7.2,10.233,0.321,6.74,16.311,0.088,0.723,0.0,3.92,9.82,11.05,7.977,14.852,11.973,17.73,5.326,1.866,8.785,0.048,8.67,5.38,3.767,6.98,9.463,38.167,68.779,7.555,0.931,0.131,12.163,104.616,202.233,6.999
+2026-05-21 10:22:49,wren_observed.csv,1.376657451346333278346207777,0.593,2.018,1.599,5.404,0.128,6.99,6.669,0.274,6.86,23.295,0.003,0.069,0.038,2.79,10.59,10.15,4.93,6.724,7.154,6.295,9.988,6.561,13.416,0.142,9.19,7.37,7.417,7.26,14.648,19.538,38.587,0.49,1.284,0.001,12.04,68.606,121.244,15.967
+2026-05-21 10:22:49,wren_observed.csv,3.752998311696225440697731886,0.318,0.976,1.559,0.015,0.854,7.53,11.312,0.219,7.35,16.305,0.043,0.151,0.037,5.04,10.71,10.16,4.127,15.945,16.891,14.999,7.344,8.784,5.905,0.09,9.06,6.66,6.091,6.67,17.394,44.365,78.394,10.336,1.637,0.012,12.188,111.714,215.014,8.415
+2026-05-21 10:22:50,wren_observed.csv,0.2046120718495744980022285191,0.312,0.334,3.91,0.846,0.053,7.24,4.377,0.356,6.96,21.837,0.073,0.529,0.049,4.92,11.15,10.53,4.066,11.456,10.926,11.986,7.054,1.336,12.771,0.161,7.63,7.39,1.76,7.51,20.523,41.673,70.656,12.69,1.067,0.34,12.258,112.806,209.775,15.838
+2026-05-21 10:22:50,wren_observed.csv,0.1164609269974899406188764170,0.126,0.678,1.761,2.795,0.075,6.39,13.218,0.322,7.32,7.153,0.015,0.545,0.021,3.37,9.9,9.39,3.516,7.256,9.278,5.234,5.345,8.633,2.057,0.166,7.02,5.2,7.321,7.27,12.203,10.638,15.224,6.051,1.364,0.012,12.07,66.959,129.194,4.724
+2026-05-21 10:22:50,wren_observed.csv,1.011870427043257286753284675,0.176,3.448,1.745,0.082,0.558,6.73,5.063,0.412,7.37,20.547,0.075,0.113,0.025,4.66,9.73,10.66,2.508,4.366,2.458,6.275,11.140,9.963,12.318,0.015,8.61,6.12,1.425,7.47,23.208,26.904,40.474,13.333,1.366,0.018,12.047,68.002,120.501,15.502
+2026-05-21 10:22:51,wren_observed.csv,0.8094211159059363856697878173,0.346,1.932,2.85,6.686,0.513,6.81,12.682,0.317,7.07,26.563,0.087,0.126,0.04,4.38,11.15,9.9,9.681,18.470,17.620,19.319,8.014,2.202,13.827,0.028,8.89,6.75,6.122,7.3,8.53,3.555,4.469,2.641,1.139,0.247,12.052,71.252,128.111,14.393
+2026-05-21 10:22:51,wren_observed.csv,0.5470910519963725779151022766,0.304,2.99,0.207,4.244,0.321,6.97,5.504,0.264,6.56,20.362,0.006,0.539,0.045,3.3,11.27,10.63,5.688,13.594,11.459,15.729,6.440,5.004,7.875,0.183,7.38,7.24,5.3,7.13,6.209,11.530,6.688,16.372,1.583,0.208,12.004,84.536,158.088,10.985
+2026-05-21 10:22:51,wren_observed.csv,1.074209135083618663775779902,0.632,3.61,5.97,0.468,0.52,7.68,6.179,0.134,7.26,18.665,0.061,0.115,0.031,3.95,11.33,11.45,3.676,13.973,11.459,16.487,4.686,0.805,8.567,0.147,6.68,6.67,3.431,7.08,15.914,4.695,0.518,8.872,1.529,0.149,12.151,113.078,219.734,6.422
+2026-05-21 10:22:52,wren_observed.csv,0.6082562905259786634312154074,0.625,1.992,1.816,6.15,0.841,6.78,12.743,0.119,7.53,13.191,0.079,0.658,0.028,3.0,10.32,10.65,10.271,17.203,18.253,16.153,6.128,3.254,9.001,0.134,7.16,5.42,7.198,7.56,12.874,41.144,64.582,17.707,1.052,0.23,12.016,65.898,120.191,11.604
+2026-05-21 10:22:52,wren_observed.csv,0.3084552023991509730650983511,0.506,2.362,0.108,5.277,0.762,6.52,6.776,0.016,7.61,10.036,0.06,0.713,0.015,5.27,11.11,11.26,3.39,3.672,4.362,2.981,2.826,2.008,3.643,0.219,7.37,5.39,2.396,7.44,17.971,35.224,53.405,17.042,0.901,0.266,12.027,114.140,218.656,9.625
+2026-05-21 10:22:52,wren_observed.csv,2.399492689024252136453946917,0.508,0.643,5.126,5.11,0.294,6.41,6.331,0.138,6.57,20.733,0.054,0.482,0.031,2.54,10.52,9.27,10.802,9.302,14.736,3.867,3.200,1.345,5.056,0.061,9.3,5.04,1.728,7.26,16.4,26.608,47.909,5.307,1.737,0.076,12.098,70.614,132.887,8.34
+2026-05-21 10:22:53,wren_observed.csv,16.66293938188869386807332581,0.543,3.977,4.787,4.127,0.398,6.31,3.205,0.198,7.0,14.434,0.059,0.281,0.05,4.85,11.28,10.54,11.63,2.984,5.611,0.358,11.052,12.754,9.35,0.017,9.4,7.47,3.082,6.62,17.793,9.324,13.144,5.505,1.015,0.013,12.12,75.665,142.968,8.362
+2026-05-21 10:22:53,wren_observed.csv,0.3989685281704029105385500437,0.411,2.364,1.27,7.566,0.921,6.57,3.197,0.343,6.77,17.974,0.047,0.382,0.029,4.85,11.26,11.08,3.378,7.613,7.636,7.590,8.788,7.814,9.762,0.064,7.31,6.56,5.403,7.26,15.372,7.230,11.02,3.439,1.211,0.023,12.125,108.026,208.72,7.331
+2026-05-21 10:22:53,wren_observed.csv,1.788194497044976214565273893,0.471,0.903,3.488,5.047,0.62,6.57,12.342,0.103,6.74,26.438,0.045,0.419,0.016,3.53,11.49,11.0,4.374,17.273,16.729,17.817,6.726,5.084,8.368,0.115,8.56,6.63,4.8,7.0,9.659,30.590,51.198,9.983,1.533,0.085,12.016,92.228,179.661,4.796
+2026-05-21 10:22:54,wren_observed.csv,2.488425294788592341302605949,0.464,2.401,5.144,6.261,0.918,7.57,12.534,0.142,6.56,23.92,0.077,0.16,0.013,3.46,11.38,10.8,6.185,12.292,11.473,13.112,13.658,14.000,13.317,0.101,8.76,7.23,6.229,7.01,23.861,25.182,35.902,14.461,1.274,0.117,12.257,54.648,94.674,14.621
+2026-05-21 10:22:54,wren_observed.csv,1.519861955981606681830997037,0.191,1.895,0.274,0.195,0.573,6.49,10.73,0.357,6.53,17.895,0.029,0.006,0.046,4.35,10.06,10.39,9.016,5.084,5.819,4.349,6.056,10.663,1.45,0.225,8.79,6.53,7.259,7.58,13.761,5.676,8.603,2.749,1.058,0.152,12.189,108.366,211.815,4.917
+2026-05-21 10:22:54,wren_observed.csv,0.3695151240677560437456272893,0.408,0.71,2.793,6.584,0.169,7.45,9.164,0.298,6.69,12.241,0.03,0.348,0.037,4.6,10.03,9.69,8.136,18.434,16.955,19.914,4.190,7.694,0.686,0.151,9.28,6.26,7.162,6.89,19.813,24.160,37.34,10.981,0.904,0.244,12.108,45.408,84.504,6.311
+2026-05-21 10:22:54,wren_observed.csv,1.186628585425626685143401822,0.478,1.795,4.366,6.172,0.915,7.67,4.994,0.014,7.24,27.76,0.056,0.234,0.021,4.81,10.16,10.07,8.382,10.441,1.048,19.834,5.699,10.083,1.315,0.004,8.87,7.46,4.439,7.05,15.829,25.501,41.7,9.302,1.095,0.015,12.122,54.408,96.701,12.115
+2026-05-21 10:22:55,wren_observed.csv,3.156098134810511511100974140,0.64,3.058,2.821,0.98,0.346,7.07,6.008,0.012,7.49,15.264,0.045,0.618,0.043,5.45,10.06,9.89,8.608,9.542,0.544,18.54,3.780,3.286,4.273,0.056,8.53,6.92,1.335,6.86,11.129,18.271,28.353,8.189,1.764,0.018,12.097,107.488,210.738,4.237
+2026-05-21 10:22:55,wren_observed.csv,0.7596665030210287688326869790,0.662,0.44,1.479,1.304,0.12,7.61,5.577,0.339,7.58,24.727,0.065,0.617,0.033,2.58,9.83,10.3,11.418,6.858,8.051,5.666,8.284,9.071,7.496,0.223,8.88,5.49,2.929,7.0,20.12,7.784,8.502,7.067,1.054,0.032,12.182,63.046,117.836,8.256
+2026-05-21 10:22:55,wren_observed.csv,0.1998391357003029165866259711,0.106,1.294,1.373,4.974,0.486,6.4,10.972,0.008,7.62,17.489,0.072,0.305,0.014,2.6,9.76,9.54,5.488,11.570,19.963,3.177,2.556,1.265,3.848,0.034,8.13,6.08,7.826,6.62,15.043,37.142,60.937,13.347,1.373,0.006,12.015,56.380,106.261,6.5
+2026-05-21 10:22:56,wren_observed.csv,0.8643362267243167875899813739,0.308,0.524,4.306,5.537,0.621,7.13,11.396,0.334,6.83,15.743,0.07,0.207,0.016,5.33,11.1,9.5,6.013,6.714,5.331,8.097,5.476,5.902,5.051,0.103,6.82,5.44,2.505,6.73,19.13,32.596,61.745,3.446,1.306,0.303,12.298,83.504,161.483,5.526
+2026-05-21 10:22:56,wren_observed.csv,0.7517102744508940257817144417,0.53,2.144,3.767,2.279,0.269,6.6,8.765,0.087,6.56,27.866,0.016,0.051,0.023,3.49,11.28,11.15,9.509,9.368,14.939,3.797,5.195,1.607,8.783,0.22,8.88,6.45,3.025,6.76,7.428,15.211,11.865,18.557,1.308,0.117,12.149,77.484,145.136,9.832
+2026-05-21 10:22:56,wren_observed.csv,2.550744847374879559181753490,0.671,3.137,0.331,7.307,0.948,6.87,10.467,0.38,7.49,6.28,0.044,0.596,0.01,3.17,11.41,10.04,8.96,9.418,12.598,6.238,8.868,3.813,13.924,0.216,8.95,6.16,5.268,7.33,10.207,28.046,51.111,4.982,1.37,0.164,12.074,111.916,216.762,7.071
+2026-05-21 10:22:57,wren_observed.csv,0.8633360575654237303793830370,0.466,1.932,0.466,2.194,0.411,6.76,10.578,0.1,7.49,8.371,0.049,0.159,0.038,4.17,11.81,9.5,2.711,5.282,6.869,3.694,4.970,5.492,4.449,0.096,7.35,5.09,1.027,6.73,10.281,25.058,45.131,4.986,0.882,0.197,12.244,115.972,219.666,12.279
+2026-05-21 10:22:57,wren_observed.csv,2.760795820593336942953283419,0.357,1.264,0.602,0.13,0.655,7.35,11.435,0.214,6.76,20.883,0.048,0.423,0.044,4.98,11.61,9.41,10.602,12.273,15.554,8.992,12.748,14.000,11.495,0.114,8.93,6.14,6.597,6.88,16.716,29.224,49.222,9.225,1.748,0.342,12.02,92.420,175.4,9.439
+2026-05-21 10:22:57,wren_observed.csv,0.1271821055931291820905450619,0.348,0.506,2.606,3.044,0.724,6.46,9.897,0.405,7.41,11.741,0.057,0.729,0.006,4.01,9.78,11.41,5.817,9.046,1.236,16.856,7.896,4.911,10.882,0.142,6.61,6.75,2.392,6.75,15.052,6.466,12.254,0.677,1.025,0.189,12.127,78.200,147.873,8.527
+2026-05-21 10:22:58,wren_observed.csv,1.870147532284156806031707996,0.669,2.775,1.222,4.569,0.542,7.27,14.693,0.136,7.56,12.301,0.075,0.497,0.006,4.96,10.1,10.94,6.563,10.742,6.268,15.216,7.790,4.147,11.432,0.145,8.28,5.39,4.751,6.71,17.796,11.166,20.879,1.453,1.303,0.246,12.205,56.515,106.334,6.696
+2026-05-21 10:22:58,wren_observed.csv,0.2835679990821874829611198931,0.275,1.764,0.895,4.455,0.474,7.17,8.482,0.099,6.98,20.293,0.086,0.385,0.029,5.27,11.1,10.4,9.262,14.591,17.127,12.055,2.522,4.613,0.431,0.003,7.73,5.61,3.28,6.75,14.898,38.480,73.902,3.058,0.98,0.277,12.115,77.548,141.759,13.338
+2026-05-21 10:22:58,wren_observed.csv,0.5406117222516434801468422537,0.494,0.876,3.636,0.917,0.437,6.91,5.182,0.107,7.04,11.961,0.024,0.155,0.032,3.05,10.71,11.41,11.905,16.078,13.764,18.392,3.885,4.068,3.702,0.146,6.67,6.36,6.765,6.81,20.913,9.729,11.919,7.539,0.827,0.102,12.216,90.777,177.107,4.447
+2026-05-21 10:22:58,wren_observed.csv,0.6885199998120350269019869330,0.676,3.448,3.472,1.515,0.219,7.43,15.401,0.05,7.64,6.991,0.036,0.022,0.031,3.38,11.36,10.68,8.677,10.100,16.99,3.21,3.784,4.645,2.923,0.068,8.67,6.88,3.683,7.03,10.151,14.210,25.568,2.853,0.92,0.139,12.101,85.739,157.125,14.353
+2026-05-21 10:22:59,wren_observed.csv,1.528969593267438820722107076,0.31,0.727,0.059,5.147,0.583,7.03,12.327,0.448,7.63,26.132,0.001,0.517,0.015,4.49,10.25,10.14,10.003,11.004,9.76,12.247,1.536,2.62,0.453,0.116,8.69,6.83,4.332,6.79,19.749,17.054,26.721,7.386,1.772,0.028,12.048,76.246,142.82,9.673
+2026-05-21 10:22:59,wren_observed.csv,0.1552861144158959817757379257,0.216,2.984,2.003,0.541,0.252,7.66,14.093,0.374,6.57,11.703,0.07,0.493,0.028,3.71,11.73,10.59,2.876,16.983,19.818,14.148,10.698,12.854,8.541,0.247,6.9,6.12,1.477,7.06,17.257,32.778,49.676,15.881,1.243,0.067,12.097,118.976,232.169,5.782
+2026-05-21 10:22:59,wren_observed.csv,1.116462021463401230930670656,0.453,0.444,1.55,3.351,0.227,6.69,8.67,0.438,7.1,11.929,0.032,0.621,0.028,5.21,9.53,10.38,2.663,12.006,6.204,17.808,10.807,11.824,9.790,0.142,9.38,5.89,5.703,7.46,8.358,41.678,66.254,17.102,1.521,0.338,12.181,111.059,209.852,12.266
+2026-05-21 10:23:00,wren_observed.csv,1.844467631242185731546795231,0.472,0.869,1.331,5.756,0.522,7.03,5.594,0.3,7.24,19.917,0.062,0.29,0.032,2.71,10.36,10.2,11.477,10.684,17.93,3.439,7.362,12.066,2.658,0.201,8.65,7.26,2.759,7.16,19.985,16.690,23.371,10.008,1.368,0.307,12.069,101.694,198.202,5.187
+2026-05-21 10:23:00,wren_observed.csv,0.5034355320230312117950581997,0.383,2.464,1.896,4.331,0.428,7.72,8.59,0.401,6.52,10.124,0.071,0.474,0.006,3.56,11.09,10.78,7.903,9.057,9.157,8.957,7.662,2.753,12.57,0.241,9.19,6.21,5.408,7.51,13.546,6.032,8.567,3.497,1.247,0.344,12.292,108.990,209.974,8.005
+2026-05-21 10:23:00,wren_observed.csv,2.186734323213733294905153499,0.53,3.166,2.73,7.972,0.177,7.73,13.217,0.284,7.48,18.34,0.059,0.301,0.03,3.15,9.54,10.14,6.801,12.146,4.747,19.544,10.240,10.311,10.168,0.106,7.33,6.56,4.576,7.34,19.155,20.970,28.949,12.991,1.446,0.274,12.215,94.816,174.437,15.195
+2026-05-21 10:23:01,wren_observed.csv,0.3360643455048381014232326520,0.358,1.638,2.481,5.968,0.055,6.45,10.896,0.351,7.59,21.575,0.078,0.729,0.026,3.75,11.86,11.46,4.986,12.166,12.383,11.949,6.959,6.218,7.7,0.163,8.91,6.55,6.277,7.42,12.088,38.364,64.975,11.753,1.519,0.315,12.222,112.282,218.954,5.61
+2026-05-21 10:23:01,wren_observed.csv,2.148182179272327202151072452,0.571,3.992,1.976,0.229,0.349,7.56,8.599,0.396,7.26,22.219,0.055,0.09,0.046,2.96,9.56,10.37,7.356,6.840,5.805,7.874,12.631,12.794,12.468,0.087,7.29,5.92,5.209,7.23,8.461,22.291,30.18,14.402,1.242,0.151,12.261,90.230,174.179,6.281
+2026-05-21 10:23:01,wren_observed.csv,0.5404026282933038045534494530,0.108,0.374,1.093,5.972,0.886,6.81,11.816,0.394,6.58,7.499,0.049,0.662,0.042,3.64,10.35,10.31,5.253,6.514,5.482,7.545,11.284,12.548,10.021,0.129,9.23,6.19,5.947,7.47,7.251,43.991,77.194,10.788,1.305,0.123,12.024,86.801,160.961,12.641
+2026-05-21 10:23:02,wren_observed.csv,1.425939516789723898448193218,0.408,1.258,0.795,2.33,0.344,7.55,10.09,0.062,7.11,26.051,0.015,0.56,0.023,4.28,10.78,10.87,7.484,10.826,12.941,8.712,4.400,2.957,5.842,0.004,7.58,5.13,6.818,6.95,18.219,42.720,67.066,18.373,1.532,0.297,12.116,108.844,205.253,12.434
+2026-05-21 10:23:02,wren_observed.csv,0.5419581995200926550695688951,0.602,3.791,4.26,5.9,0.926,7.67,9.187,0.133,7.61,12.985,0.004,0.371,0.027,5.28,11.16,10.46,9.209,6.490,4.734,8.246,7.120,5.85,8.39,0.109,9.18,7.08,2.708,7.19,17.944,10.513,3.313,17.713,0.83,0.041,12.025,103.260,200.153,6.367
+2026-05-21 10:23:02,wren_observed.csv,1.999312192655650487771203285,0.581,1.514,1.318,1.277,0.593,6.85,3.425,0.231,7.14,20.727,0.072,0.412,0.046,4.61,10.34,11.22,3.876,10.286,13.943,6.628,11.148,12.121,10.175,0.099,8.06,5.46,7.77,6.75,10.681,31.740,52.462,11.018,1.387,0.274,12.142,70.815,127.474,14.156
+2026-05-21 10:23:03,wren_observed.csv,0.2081614686241394557416316773,0.126,0.796,2.102,2.266,0.829,7.67,4.977,0.153,7.34,15.966,0.01,0.521,0.01,4.7,10.24,9.73,10.255,10.256,10.785,9.726,0.976,0.941,1.010,0.155,8.11,6.34,0.848,6.9,22.808,22.756,30.842,14.669,0.999,0.328,12.158,96.864,183.622,10.107
+2026-05-21 10:23:03,wren_observed.csv,1.103182565245383547972402332,0.334,0.696,0.698,4.804,0.117,7.46,6.997,0.026,6.66,8.262,0.005,0.735,0.03,5.48,11.94,9.57,7.395,11.573,11.596,11.550,8.246,8.966,7.525,0.236,9.3,5.15,5.036,7.05,18.202,24.776,44.804,4.749,1.13,0.126,12.115,109.467,203.314,15.62
+2026-05-21 10:23:03,wren_observed.csv,5.915628944340426753741274077,0.351,2.34,4.763,6.448,0.788,7.54,6.814,0.101,7.62,25.989,0.065,0.171,0.015,4.41,11.36,10.06,2.494,13.206,7.004,19.407,4.494,8.484,0.505,0.086,7.47,5.15,6.434,6.8,15.318,46.136,73.886,18.387,1.76,0.318,12.119,94.114,178.868,9.359
+2026-05-21 10:23:03,wren_observed.csv,0.9397781830197950710331525817,0.345,2.535,0.208,5.55,0.542,7.63,12.695,0.267,7.09,13.475,0.02,0.724,0.05,3.58,10.33,10.69,4.42,4.149,0.523,7.775,5.135,0.606,9.664,0.24,6.85,5.66,3.504,7.58,18.251,23.470,36.625,10.316,1.181,0.163,12.138,101.098,192.175,10.02
+2026-05-21 10:23:04,wren_observed.csv,2.796950051072033093283910533,0.264,2.332,1.072,2.177,0.058,7.3,10.405,0.12,7.04,9.613,0.087,0.001,0.034,4.36,11.26,10.45,7.683,8.249,8.19,8.308,10.154,13.19,7.119,0.212,7.95,6.41,4.608,6.87,14.71,13.918,13.449,14.387,1.445,0.348,12.058,65.702,119.358,12.046
+2026-05-21 10:23:04,wren_observed.csv,0.2820957048067611465009927737,0.499,1.626,4.51,3.775,0.232,7.42,9.5,0.029,7.18,18.33,0.042,0.621,0.018,3.82,9.62,9.25,3.589,15.526,19.312,11.741,6.932,3.578,10.285,0.128,9.17,5.17,5.767,6.65,10.472,14.072,19.05,9.095,1.019,0.045,12.043,75.774,142.634,8.914
+2026-05-21 10:23:04,wren_observed.csv,0.8508563711043199274060732944,0.531,2.747,1.07,5.465,0.263,7.18,13.787,0.264,6.81,20.182,0.045,0.009,0.046,3.3,9.69,9.87,6.85,2.546,2.383,2.71,5.543,8.955,2.131,0.144,9.24,6.08,6.983,7.32,23.457,24.228,38.554,9.901,0.894,0.09,12.125,59.672,114.169,5.175
+2026-05-21 10:23:05,wren_observed.csv,3.568099098553013229677261556,0.545,2.73,4.753,3.184,0.931,7.72,5.596,0.063,7.41,27.002,0.039,0.137,0.027,2.63,10.85,10.89,5.296,8.334,6.487,10.181,4.198,4.169,4.228,0.104,8.67,6.82,5.449,7.51,6.205,38.517,71.87,5.164,1.587,0.063,12.055,94.518,176.776,12.259
+2026-05-21 10:23:05,wren_observed.csv,1.133832769726155217012613760,0.153,1.909,4.645,2.0,0.389,7.32,10.171,0.084,7.18,16.694,0.063,0.152,0.03,3.01,10.04,10.77,7.996,11.006,13.121,8.891,13.304,14.000,12.609,0.032,9.11,5.66,6.915,6.92,21.185,35.604,53.916,17.291,1.71,0.028,12.28,92.562,176.596,8.527
+2026-05-21 10:23:05,wren_observed.csv,0.4256448470595128941019019398,0.401,1.371,2.279,0.796,0.833,7.53,15.118,0.209,7.38,11.688,0.027,0.367,0.033,3.36,11.26,9.62,4.441,12.805,16.346,9.264,0.918,1.277,0.56,0.054,7.43,6.16,6.898,6.94,8.137,36.616,54.437,18.794,1.041,0.071,12.276,78.285,148.334,8.236
+2026-05-21 10:23:06,wren_observed.csv,1.009418218823981528405086507,0.676,2.934,4.676,1.244,0.591,7.04,14.087,0.384,6.72,6.295,0.051,0.622,0.03,3.81,9.77,10.46,11.914,14.449,19.23,9.668,9.312,9.471,9.152,0.033,9.01,5.4,2.819,7.19,10.484,16.821,32.786,0.856,1.533,0.324,12.256,86.882,159.278,14.485
+2026-05-21 10:23:06,wren_observed.csv,0.3272673317860917494819084208,0.168,2.145,1.861,7.257,0.147,6.67,10.149,0.206,6.72,20.89,0.004,0.34,0.012,3.96,10.0,11.25,5.605,12.869,9.189,16.549,5.344,5.765,4.924,0.158,6.54,6.76,3.696,6.78,22.754,41.050,68.906,13.193,1.538,0.109,12.257,66.640,121.442,11.838
+2026-05-21 10:23:06,wren_observed.csv,0.2597396598200387116900619215,0.104,1.996,4.026,0.229,0.296,6.34,4.176,0.215,7.06,7.464,0.075,0.4,0.012,3.13,11.56,10.78,3.303,14.524,11.342,17.705,6.140,1.026,11.253,0.249,6.62,6.29,3.666,6.7,7.774,31.371,44.011,18.731,0.965,0.036,12.245,106.402,202.468,10.337
+2026-05-21 10:23:07,wren_observed.csv,2.809709388160517264923682699,0.445,0.877,0.744,5.027,0.002,7.22,5.587,0.194,6.85,12.517,0.05,0.027,0.037,5.07,11.18,9.25,6.99,16.294,14.784,17.803,7.554,1.922,13.187,0.16,7.26,6.94,4.195,7.24,17.297,29.576,40.399,18.752,1.452,0.099,12.121,104.660,197.396,11.925
+2026-05-21 10:23:07,wren_observed.csv,0.2490940343203814782183987630,0.56,3.849,4.524,0.016,0.424,7.62,8.897,0.226,7.38,23.635,0.039,0.41,0.008,4.76,9.91,9.71,7.113,12.472,18.675,6.269,9.940,11.424,8.455,0.09,8.06,7.07,6.623,7.34,16.44,17.456,30.095,4.816,0.911,0.152,12.216,63.726,118.978,8.473
+2026-05-21 10:23:07,wren_observed.csv,1.479929173817072747973370506,0.626,1.097,4.475,3.237,0.784,7.12,15.393,0.438,6.93,24.717,0.066,0.35,0.021,4.11,9.92,9.75,2.004,1.674,1.816,1.532,7.968,3.197,12.74,0.007,8.65,6.75,4.958,7.43,10.155,33.618,55.329,11.908,1.366,0.244,12.101,53.226,101.637,4.816
+2026-05-21 10:23:08,wren_observed.csv,0.2470207432315575061106999100,0.199,0.76,3.189,4.009,0.298,6.8,6.431,0.217,7.29,6.181,0.001,0.504,0.006,4.04,10.61,10.29,4.618,9.713,9.687,9.739,6.666,2.239,11.093,0.064,8.79,6.93,7.34,6.97,15.475,34.402,55.394,13.409,1.616,0.044,12.03,82.004,150.612,13.396
+2026-05-21 10:23:08,wren_observed.csv,0.4181974814204825650938799074,0.604,0.872,4.015,5.462,0.294,7.04,13.967,0.079,7.23,24.047,0.041,0.379,0.006,3.23,11.05,9.94,7.017,12.286,10.683,13.889,6.104,4.338,7.87,0.126,7.16,6.95,2.046,6.97,22.941,28.168,37.341,18.994,0.935,0.024,12.271,78.728,148.504,8.952
+2026-05-21 10:23:08,wren_observed.csv,1.929565041291896927201411117,0.587,1.774,4.136,4.053,0.526,7.26,4.743,0.107,6.85,12.395,0.083,0.209,0.027,2.7,10.76,10.2,9.04,11.348,11.303,11.394,4.047,6.11,1.984,0.166,7.75,6.89,4.344,7.02,13.194,46.198,79.699,12.698,1.513,0.081,12.259,81.664,155.594,7.734
+2026-05-21 10:23:08,wren_observed.csv,2.687863779815640381444544693,0.438,0.602,3.265,6.445,0.881,6.86,3.532,0.052,7.12,24.517,0.069,0.24,0.019,5.0,9.79,10.74,5.209,6.461,1.124,11.798,3.536,6.251,0.822,0.013,7.17,7.25,3.922,6.97,11.11,11.741,11.662,11.82,1.48,0.034,12.228,81.266,147.689,14.842
+2026-05-21 10:23:09,wren_observed.csv,0.1301229511111933826958475295,0.21,2.584,2.5,6.837,0.668,7.48,4.243,0.083,7.2,26.499,0.045,0.43,0.04,3.82,10.34,10.92,9.84,17.114,15.672,18.556,10.745,12.953,8.537,0.222,8.73,6.26,3.065,7.02,18.365,15.514,23.031,7.998,1.027,0.125,12.089,116.964,229.057,4.871
+2026-05-21 10:23:09,wren_observed.csv,2.570103283461544300525072955,0.234,1.412,1.596,1.075,0.209,6.4,4.273,0.364,7.57,14.138,0.072,0.014,0.042,3.81,10.18,11.1,6.184,8.446,3.879,13.012,5.647,5.008,6.286,0.106,8.06,5.16,1.959,6.92,8.758,19.471,30.151,8.791,1.634,0.053,12.263,88.764,164.599,12.928
+2026-05-21 10:23:09,wren_observed.csv,1.934506873445872507497370508,0.503,2.17,1.788,1.452,0.789,6.94,4.025,0.141,7.07,8.799,0.062,0.334,0.029,5.32,9.63,11.42,7.039,6.592,9.589,3.594,5.728,7.125,4.33,0.154,9.27,7.24,3.9,6.69,22.881,19.306,29.507,9.105,1.142,0.162,12.211,87.655,167.811,7.499
+2026-05-21 10:23:10,wren_observed.csv,0.9344307765929287168587869057,0.602,0.979,4.436,3.407,0.339,6.86,3.143,0.287,6.58,6.188,0.069,0.487,0.011,2.72,11.22,9.73,5.767,11.292,14.219,8.365,11.552,13.016,10.087,0.222,7.42,5.19,2.26,7.05,6.22,19.971,38.915,1.027,1.163,0.346,12.062,104.356,198.839,9.872
+2026-05-21 10:23:10,wren_observed.csv,2.490416036566817129604129369,0.694,2.035,2.361,4.264,0.73,7.67,14.571,0.033,7.6,7.191,0.042,0.139,0.049,3.22,10.2,11.1,2.96,12.317,17.675,6.959,3.988,5.165,2.812,0.223,8.77,6.94,1.854,7.14,7.694,38.950,73.463,4.438,1.543,0.142,12.092,67.158,125.288,9.027
+2026-05-21 10:23:10,wren_observed.csv,0.3803457631232563904508188389,0.453,2.947,5.882,7.798,0.174,6.27,6.458,0.417,7.02,13.402,0.049,0.683,0.0,2.97,10.1,10.83,2.134,12.727,14.664,10.79,7.960,6.888,9.031,0.092,8.13,6.71,6.361,6.9,17.066,31.064,61.628,0.5,1.329,0.317,12.016,58.811,102.392,15.23
+2026-05-21 10:23:11,wren_observed.csv,0.7902884480359214459915949150,0.324,3.026,4.217,0.631,0.867,7.01,5.459,0.098,6.73,15.539,0.003,0.167,0.041,3.0,10.55,10.23,8.939,2.500,4.235,0.766,7.456,4.832,10.079,0.028,8.5,6.15,7.202,6.71,11.248,22.889,41.783,3.995,0.886,0.105,12.032,71.060,127.178,14.942
+2026-05-21 10:23:11,wren_observed.csv,0.6625870765004100882437136741,0.489,3.272,0.628,5.437,0.495,7.27,4.251,0.407,6.66,13.163,0.048,0.36,0.005,4.8,11.19,9.37,4.802,6.136,5.007,7.264,9.720,12.348,7.093,0.065,6.74,5.01,4.331,7.05,19.514,29.230,55.341,3.119,1.243,0.056,12.271,47.090,85.453,8.726
+2026-05-21 10:23:11,wren_observed.csv,2.704004812411445404160588672,0.684,3.633,5.351,3.24,0.665,6.45,15.573,0.309,7.25,11.793,0.06,0.37,0.004,3.67,9.69,10.66,11.217,15.385,14.564,16.206,5.226,7.374,3.077,0.155,7.95,6.7,0.801,7.17,18.496,14.132,12.013,16.252,1.656,0.286,12.04,100.550,189.272,11.827
+2026-05-21 10:23:12,wren_observed.csv,3.433165891710441938640292031,0.545,3.148,4.844,5.893,0.647,7.53,4.076,0.219,6.58,7.118,0.083,0.289,0.036,4.39,10.53,10.12,6.909,18.132,19.93,16.335,6.612,8.917,4.307,0.156,7.02,5.41,3.401,7.49,22.48,37.808,63.895,11.722,1.601,0.184,12.295,70.681,136.872,4.49
+2026-05-21 10:23:12,wren_observed.csv,0.2472257229564707142925112563,0.125,3.562,5.546,3.02,0.769,7.07,9.056,0.137,6.55,7.927,0.062,0.472,0.026,4.33,11.08,11.02,9.156,13.536,19.319,7.754,10.296,8.372,12.221,0.143,8.79,6.32,4.466,7.52,9.128,21.072,24.006,18.137,1.521,0.162,12.148,93.304,179.149,7.46
+2026-05-21 10:23:12,wren_observed.csv,2.003346445370155431646365120,0.242,1.396,2.798,1.425,0.893,6.56,5.936,0.437,6.71,9.098,0.038,0.218,0.029,2.58,10.83,10.13,3.14,16.592,13.898,19.285,9.947,10.720,9.174,0.137,6.92,6.95,6.701,7.21,13.606,23.216,37.03,9.401,1.687,0.328,12.02,64.416,118.887,9.946
+2026-05-21 10:23:13,wren_observed.csv,0.2455990700890073928627425164,0.674,2.471,0.902,7.025,0.579,6.63,4.332,0.176,7.06,27.41,0.03,0.736,0.031,3.07,10.7,9.83,2.191,10.448,18.743,2.153,7.654,3.98,11.327,0.195,7.18,7.26,7.412,6.76,22.264,19.634,30.691,8.576,0.885,0.318,12.033,97.476,190.172,4.779
+2026-05-21 10:23:13,wren_observed.csv,0.3503015493274593051022957267,0.283,2.053,1.811,6.831,0.724,7.7,15.31,0.197,6.76,26.004,0.064,0.249,0.001,3.5,9.51,10.61,5.059,19.904,19.809,20.000,5.712,5.683,5.741,0.041,6.53,5.7,4.725,6.6,8.216,18.128,23.36,12.895,1.183,0.015,12.083,100.038,188.494,11.582
+2026-05-21 10:23:13,wren_observed.csv,0.4861484348140424237588404214,0.623,1.937,5.945,7.354,0.61,7.39,10.401,0.168,7.13,10.735,0.073,0.03,0.01,4.23,11.35,11.09,11.167,8.734,15.484,1.985,7.763,11.718,3.808,0.059,8.5,5.8,5.066,7.36,15.888,31.390,51.243,11.537,0.815,0.189,12.047,105.916,204.435,7.397
+2026-05-21 10:23:13,wren_observed.csv,1.636329988942613122645908546,0.533,2.313,4.062,0.993,0.297,6.37,3.618,0.356,7.09,26.014,0.058,0.382,0.015,2.97,10.9,10.74,7.137,12.830,18.515,7.144,1.688,1.663,1.714,0.229,9.35,6.71,7.27,6.7,11.635,10.044,13.759,6.329,1.655,0.158,12.207,106.302,197.328,15.275
+2026-05-21 10:23:14,wren_observed.csv,2.521709433477603737917497462,0.465,1.886,3.311,2.594,0.28,7.06,10.306,0.047,7.35,6.081,0.072,0.439,0.009,2.7,9.9,11.22,2.824,6.010,5.693,6.328,7.681,7.593,7.769,0.071,9.0,7.19,4.123,7.01,11.701,23.041,28.285,17.797,1.54,0.193,12.009,125.362,235.568,15.155
+2026-05-21 10:23:14,wren_observed.csv,3.546601598464945436584650198,0.384,1.008,0.707,6.628,0.6,6.71,9.824,0.17,6.62,18.005,0.015,0.197,0.019,2.69,10.84,9.55,2.56,9.546,8.690,10.403,11.354,10.032,12.677,0.23,7.14,5.4,5.07,7.13,16.005,26.175,50.278,2.072,1.428,0.189,12.045,63.543,113.649,13.437
+2026-05-21 10:23:14,wren_observed.csv,0.2792151411780550073931384458,0.635,3.481,3.646,2.731,0.883,6.26,15.478,0.338,7.47,24.764,0.053,0.538,0.003,3.45,10.22,10.83,10.023,9.784,18.773,0.794,7.494,8.285,6.702,0.028,8.9,5.12,3.232,7.18,10.42,45.107,72.53,17.684,0.939,0.058,12.266,118.308,225.653,10.963
+2026-05-21 10:23:15,wren_observed.csv,4.508979095330431650837021624,0.672,1.59,3.394,2.919,0.933,7.54,11.722,0.235,7.32,24.441,0.053,0.371,0.019,5.21,10.04,11.47,7.519,14.172,12.097,16.248,6.229,0.788,11.67,0.067,7.56,7.09,3.486,7.46,9.537,36.198,59.999,12.398,1.661,0.128,12.252,46.272,83.012,9.531
+2026-05-21 10:23:15,wren_observed.csv,1.269829449410474616223562147,0.26,0.355,4.448,5.72,0.49,7.37,6.592,0.056,7.57,15.848,0.025,0.2,0.014,4.86,11.57,10.41,2.528,6.582,8.302,4.861,11.587,10.062,13.112,0.212,8.25,6.21,1.643,7.33,13.345,32.726,60.747,4.706,1.484,0.316,12.035,77.265,148.122,6.408
+2026-05-21 10:23:15,wren_observed.csv,0.1069250633807642393131685199,0.199,2.17,1.706,6.175,0.146,6.34,9.363,0.399,7.6,9.325,0.055,0.742,0.011,4.37,10.72,10.41,10.434,15.526,16.844,14.207,3.630,3.136,4.124,0.113,8.62,6.23,4.993,7.28,16.812,23.563,42.601,4.525,1.277,0.136,12.156,111.171,212.057,10.285
+2026-05-21 10:23:16,wren_observed.csv,1.227868430775050473037127071,0.568,0.827,3.195,6.314,0.434,7.07,9.56,0.226,7.09,13.828,0.039,0.073,0.016,5.04,10.96,11.13,3.084,5.067,8.837,1.297,5.326,2.098,8.553,0.01,9.18,7.45,3.796,7.2,8.041,33.899,60.179,7.619,1.292,0.296,12.195,111.898,216.567,7.228
+2026-05-21 10:23:16,wren_observed.csv,1.585506165719469547777779985,0.632,3.675,3.764,3.657,0.533,6.27,5.138,0.297,6.61,25.333,0.053,0.527,0.012,5.4,10.43,10.25,5.296,13.452,8.703,18.202,9.382,6.182,12.583,0.093,9.49,5.45,7.011,7.28,7.632,21.247,28.825,13.669,1.689,0.165,12.161,93.398,172.116,14.68
+2026-05-21 10:23:16,wren_observed.csv,0.1971144391089154129241468136,0.439,2.018,4.36,5.738,0.567,7.29,8.4,0.361,7.18,21.676,0.081,0.616,0.01,5.47,10.9,9.64,8.981,7.569,7.697,7.441,12.203,12.532,11.874,0.173,8.64,7.42,4.277,7.35,7.001,43.521,67.976,19.066,0.876,0.294,12.059,102.828,200.628,5.029
+2026-05-21 10:23:17,wren_observed.csv,0.9340289029769082351460504514,0.22,2.172,0.991,7.427,0.443,7.25,9.537,0.039,6.71,8.415,0.033,0.032,0.036,3.01,11.9,11.38,3.08,13.650,15.286,12.013,8.853,7.791,9.915,0.18,7.63,6.23,1.552,7.48,17.493,14.184,16.394,11.974,1.017,0.336,12.244,102.748,191.038,14.459
+2026-05-21 10:23:17,wren_observed.csv,0.5481740267867407412936929545,0.288,3.25,5.971,6.436,0.042,7.3,12.816,0.215,7.2,20.142,0.064,0.458,0.039,3.16,10.1,10.72,3.886,10.211,5.867,14.555,9.899,9.533,10.265,0.139,6.62,7.19,5.569,6.77,18.404,43.775,79.999,7.551,1.287,0.248,12.17,120.302,233.638,6.965
+2026-05-21 10:23:17,wren_observed.csv,0.5359411198641970590811742545,0.66,2.352,2.314,2.165,0.607,6.62,9.961,0.387,6.98,27.864,0.09,0.554,0.002,5.31,10.39,10.41,8.301,13.568,15.675,11.462,8.230,12.43,4.03,0.077,7.6,5.04,3.582,7.26,10.232,21.017,33.678,8.356,1.229,0.111,12.189,85.554,161.044,10.065
+2026-05-21 10:23:17,wren_observed.csv,2.858297544812784957919633989,0.694,1.118,0.636,2.679,0.841,6.42,13.99,0.372,7.27,10.115,0.077,0.424,0.028,5.45,10.08,11.25,5.59,10.773,14.846,6.7,5.484,2.074,8.893,0.01,8.34,5.71,3.228,7.53,23.694,20.828,27.038,14.617,1.509,0.22,12.153,79.765,147.441,12.089
+2026-05-21 10:23:18,wren_observed.csv,0.2056464054776842940879852309,0.305,0.612,0.198,4.177,0.871,7.38,4.166,0.064,6.7,10.834,0.004,0.709,0.045,3.78,10.37,9.75,10.81,15.812,17.470,14.154,1.968,2.287,1.648,0.102,7.09,5.73,4.782,7.29,23.684,40.560,78.05,3.07,0.978,0.023,12.04,112.228,218.897,5.558
+2026-05-21 10:23:18,wren_observed.csv,1.093950007657028738737625744,0.56,1.016,5.606,1.266,0.692,7.06,5.585,0.271,6.65,11.861,0.011,0.733,0.017,4.75,11.32,10.48,9.322,2.202,1.005,3.4,6.814,4.389,9.239,0.213,8.82,5.81,2.455,6.87,15.961,36.008,55.191,16.826,1.508,0.241,12.074,92.475,170.97,13.98
+2026-05-21 10:23:18,wren_observed.csv,0.8742921904375634120037947216,0.602,3.761,4.232,7.27,0.09,6.75,5.636,0.012,7.05,26.648,0.003,0.017,0.025,3.99,10.85,10.04,9.889,9.814,16.649,2.978,12.947,12.633,13.261,0.092,7.94,7.3,1.167,7.45,12.685,31.127,54.05,8.204,1.293,0.033,12.122,119.985,234.716,5.254
+2026-05-21 10:23:19,wren_observed.csv,0.3866474898089627082192928030,0.232,1.658,4.307,7.12,0.286,7.24,11.085,0.067,7.63,26.504,0.044,0.42,0.014,2.87,10.19,11.49,8.214,16.186,12.608,19.764,9.514,7.769,11.259,0.078,9.41,6.84,2.237,7.4,19.945,6.912,2.219,11.604,1.199,0.148,12.012,67.406,121.453,13.359
+2026-05-21 10:23:19,wren_observed.csv,0.5525471327800876139498803503,0.484,3.322,2.994,4.609,0.119,7.3,14.642,0.116,7.34,21.236,0.002,0.059,0.042,4.9,11.47,10.21,2.959,11.058,9.396,12.721,7.522,2.532,12.513,0.136,8.65,7.25,4.599,7.18,13.166,36.940,63.257,10.622,0.875,0.245,12.17,105.616,206.229,5.003
+2026-05-21 10:23:19,wren_observed.csv,0.3317738276250680332899950590,0.166,3.888,1.961,7.787,0.138,6.57,6.747,0.288,7.52,14.59,0.063,0.613,0.024,3.33,9.79,11.21,11.76,7.944,2.45,13.438,3.962,4.703,3.22,0.223,6.86,5.87,0.899,7.58,6.698,19.850,33.248,6.451,1.021,0.15,12.059,43.593,83.097,4.089
+2026-05-21 10:23:20,wren_observed.csv,0.9199980831490425614961110935,0.358,3.733,1.621,3.76,0.912,6.98,13.151,0.416,6.55,10.901,0.026,0.097,0.01,3.51,11.28,11.18,6.175,17.073,18.573,15.573,6.874,11.985,1.763,0.184,8.18,5.56,3.373,6.72,22.269,34.544,56.528,12.56,1.074,0.311,12.145,104.738,198.566,10.909
+2026-05-21 10:23:20,wren_observed.csv,0.1789117007362607531214865207,0.621,0.714,5.673,4.096,0.051,7.25,11.935,0.395,6.9,20.367,0.088,0.472,0.002,3.57,10.78,10.73,9.558,10.416,19.181,1.65,5.858,5.353,6.362,0.023,8.77,5.67,2.526,7.01,11.135,22.309,28.858,15.76,0.851,0.282,12.212,48.170,90.88,5.461
+2026-05-21 10:23:20,wren_observed.csv,0.5673161660842131803623217593,0.587,1.105,5.129,0.559,0.295,6.62,6.784,0.061,7.09,15.256,0.062,0.195,0.031,4.09,11.7,11.05,3.361,7.560,5.67,9.451,8.990,8.966,9.013,0.138,6.83,5.14,3.656,7.08,13.927,32.044,50.066,14.021,1.3,0.272,12.118,114.560,222.07,7.049
+2026-05-21 10:23:21,wren_observed.csv,0.1643625838970722323205275178,0.144,3.085,3.501,2.902,0.647,7.61,9.096,0.431,6.89,27.433,0.042,0.289,0.018,5.03,10.75,10.97,5.442,5.198,4.749,5.648,3.790,1.756,5.823,0.167,9.05,6.61,3.838,6.66,8.689,23.226,43.267,3.186,0.826,0.116,12.083,104.382,196.316,12.447
+2026-05-21 10:23:21,wren_observed.csv,0.3406293170309069534135242904,0.106,1.416,0.643,0.345,0.206,6.81,6.685,0.022,6.72,11.498,0.054,0.7,0.049,3.8,9.59,11.49,7.373,14.186,9.526,18.847,4.250,1.602,6.898,0.075,8.52,7.31,3.215,7.09,10.318,7.884,8.072,7.697,1.415,0.013,12.136,105.558,205.811,5.304
+2026-05-21 10:23:21,wren_observed.csv,3.481515337578581463338882016,0.261,0.71,0.119,7.778,0.71,6.72,7.016,0.094,7.41,14.937,0.065,0.731,0.001,4.05,10.81,10.39,7.27,16.047,13.024,19.07,12.567,11.134,14.000,0.223,8.94,6.26,3.055,7.03,21.202,31.154,54.115,8.194,1.614,0.273,12.009,89.205,166.575,11.835
+2026-05-21 10:23:22,wren_observed.csv,2.031481155440577470607577315,0.357,0.599,4.296,5.579,0.904,6.74,14.187,0.299,7.06,6.483,0.06,0.289,0.012,3.42,10.53,9.87,4.788,4.475,4.896,4.054,2.828,4.864,0.792,0.076,8.74,5.89,5.844,6.72,11.877,19.983,36.629,3.337,1.729,0.053,12.144,71.900,138.792,5.008
+2026-05-21 10:23:22,wren_observed.csv,0.4298475375681859374617165146,0.258,2.5,5.623,6.041,0.863,7.59,12.564,0.156,6.61,16.509,0.023,0.432,0.013,3.24,10.78,10.13,5.627,12.900,13.65,12.15,8.363,5.111,11.615,0.223,8.47,6.42,2.485,7.28,15.556,38.804,59.549,18.058,1.482,0.108,12.147,49.377,87.138,11.616
+2026-05-21 10:23:22,wren_observed.csv,0.3943232305965538959562592070,0.338,2.073,1.952,7.801,0.544,6.9,10.583,0.213,6.79,8.919,0.081,0.167,0.045,4.5,11.05,10.5,2.046,16.238,13.157,19.319,10.427,8.494,12.36,0.21,8.28,5.16,5.858,7.19,18.063,40.166,79.589,0.742,0.87,0.062,12.2,53.679,96.007,11.351
+2026-05-21 10:23:22,wren_observed.csv,0.2079114952934904662265105061,0.638,2.627,3.179,0.158,0.024,6.58,11.837,0.074,6.77,20.855,0.041,0.581,0.011,4.21,11.96,9.37,7.486,10.778,15.688,5.867,4.473,0.419,8.527,0.176,8.9,6.9,2.677,7.55,9.91,22.255,33.516,10.994,1.059,0.13,12.073,107.906,207.887,7.925
+2026-05-21 10:23:23,wren_observed.csv,0.2648214789844564817972609389,0.113,0.8,2.31,7.521,0.195,6.27,8.588,0.147,7.43,27.74,0.006,0.449,0.003,5.41,11.66,10.51,9.527,10.980,5.791,16.169,8.785,4.004,13.566,0.234,9.42,6.64,5.456,6.63,15.802,24.363,32.747,15.979,1.021,0.152,12.21,124.806,238.963,10.648
+2026-05-21 10:23:23,wren_observed.csv,0.8259603445069628804281451326,0.413,2.408,1.088,4.11,0.7,7.33,14.71,0.173,7.28,26.051,0.048,0.61,0.004,4.37,10.67,10.43,5.384,5.300,0.45,10.151,11.906,10.999,12.814,0.028,9.45,5.05,4.854,7.14,19.009,15.790,17.754,13.826,1.131,0.104,12.234,101.718,198.015,5.42
+2026-05-21 10:23:23,wren_observed.csv,2.132280505587758178996876201,0.181,3.24,4.732,1.186,0.056,6.8,7.204,0.213,7.54,7.638,0.08,0.158,0.046,3.58,9.67,10.44,8.331,10.216,15.449,4.983,3.338,3.519,3.158,0.143,8.81,5.16,6.292,7.0,19.357,19.452,31.228,7.675,1.723,0.137,12.277,58.087,100.595,15.579
+2026-05-21 10:23:24,wren_observed.csv,0.6222994455925065298306139778,0.224,0.45,5.581,3.436,0.792,6.36,12.029,0.448,7.14,8.456,0.045,0.202,0.049,5.45,11.12,9.97,5.925,11.206,12.959,9.453,2.500,3.688,1.313,0.095,8.67,5.07,3.833,7.25,9.657,22.734,33.415,12.052,1.556,0.098,12.29,69.714,134.821,4.607
+2026-05-21 10:23:24,wren_observed.csv,0.4137488591169353440434804549,0.548,3.938,1.357,2.174,0.698,7.05,8.152,0.434,7.53,12.772,0.073,0.363,0.002,4.34,9.97,11.23,5.293,12.154,8.711,15.597,12.655,13.015,12.295,0.159,8.24,5.04,1.669,6.66,17.608,1.486,2.157,0.815,1.092,0.088,12.15,70.886,135.97,5.803
+2026-05-21 10:23:24,wren_observed.csv,3.544524134879097439227296368,0.175,0.605,1.678,6.296,0.605,6.71,14.356,0.171,7.0,8.542,0.0,0.091,0.027,3.25,10.34,10.0,9.368,8.000,8.353,7.646,8.070,8.0,8.141,0.193,7.62,5.99,7.915,7.23,16.597,10.440,19.052,1.828,1.772,0.169,12.108,125.658,239.791,11.524
+2026-05-21 10:23:25,wren_observed.csv,1.932639646045733889329462852,0.49,2.734,4.838,6.564,0.797,7.58,5.645,0.019,6.97,15.602,0.009,0.557,0.023,3.57,11.86,10.72,6.613,9.849,12.804,6.894,8.540,4.186,12.893,0.238,8.58,5.76,6.618,7.37,12.276,45.084,73.039,17.13,1.753,0.235,12.159,100.664,191.39,9.939
+2026-05-21 10:23:25,wren_observed.csv,1.709493541007270316912963929,0.58,0.675,5.875,6.157,0.917,6.48,11.783,0.334,7.43,17.214,0.072,0.736,0.016,3.88,10.17,10.49,5.052,18.704,17.654,19.753,4.460,4.414,4.506,0.086,9.4,5.04,4.915,7.14,13.547,14.353,16.6,12.106,1.688,0.021,12.021,96.160,181.165,11.154
+2026-05-21 10:23:25,wren_observed.csv,1.076983376108493484165984946,0.179,2.838,5.626,3.613,0.162,7.54,6.697,0.426,6.9,23.66,0.068,0.044,0.006,3.04,9.71,10.89,6.411,13.472,18.411,8.532,5.440,10.047,0.834,0.218,7.54,5.64,4.741,7.22,6.922,6.592,1.132,12.053,1.229,0.025,12.281,76.904,145.635,8.172
+2026-05-21 10:23:26,wren_observed.csv,0.2789557411426319551962049800,0.493,2.063,2.652,5.519,0.801,7.7,15.801,0.415,6.71,24.09,0.0,0.398,0.007,3.5,9.62,9.86,3.756,17.569,16.505,18.633,12.196,10.929,13.464,0.223,9.42,7.37,6.648,6.66,16.866,13.444,8.716,18.173,0.872,0.259,12.3,123.804,237.109,10.5
+2026-05-21 10:23:26,wren_observed.csv,1.153152650082293542441449540,0.446,1.23,4.17,3.551,0.546,7.33,10.405,0.06,6.87,6.292,0.089,0.231,0.004,5.39,9.55,10.38,5.984,17.298,15.518,19.077,8.888,11.788,5.988,0.098,9.32,6.68,7.496,7.1,15.625,15.077,28.055,2.099,1.316,0.039,12.254,47.692,87.53,7.853
+2026-05-21 10:23:26,wren_observed.csv,0.3236803142630315559190815992,0.424,3.616,1.182,4.281,0.133,7.22,9.091,0.311,7.44,14.779,0.031,0.63,0.003,4.69,10.8,10.39,2.241,13.056,7.82,18.291,6.556,7.059,6.052,0.074,7.36,5.62,5.301,7.41,9.683,34.108,49.856,18.36,1.511,0.23,12.07,91.512,170.908,12.117
+2026-05-21 10:23:26,wren_observed.csv,0.4935768143025904242119390454,0.674,3.951,5.225,0.605,0.807,7.06,15.407,0.306,6.87,16.569,0.008,0.697,0.045,4.94,9.72,10.56,9.668,9.788,18.665,0.911,10.816,8.15,13.481,0.123,8.8,5.43,6.331,7.5,9.668,19.474,33.157,5.792,0.849,0.276,12.105,110.007,207.167,12.847
+2026-05-21 10:23:27,wren_observed.csv,0.4528228875372620107724077062,0.191,1.524,4.439,1.99,0.895,7.54,13.504,0.443,7.08,21.563,0.037,0.339,0.021,3.5,11.34,11.24,7.012,11.506,17.502,5.51,7.940,8.436,7.445,0.029,7.81,6.17,2.78,7.15,7.884,27.068,36.171,17.964,1.539,0.238,12.026,85.706,167.216,4.195
+2026-05-21 10:23:27,wren_observed.csv,0.3182968338786289382711359955,0.23,1.328,4.004,3.88,0.35,7.54,7.836,0.234,6.74,19.459,0.087,0.682,0.026,2.79,11.6,10.77,4.78,10.647,12.606,8.688,10.632,8.945,12.32,0.164,7.18,7.4,0.81,7.4,8.222,35.832,56.737,14.927,1.45,0.306,12.241,62.357,120.649,4.065
+2026-05-21 10:23:27,wren_observed.csv,2.800554373911732926934685968,0.553,1.376,0.419,6.776,0.189,7.08,13.692,0.111,7.56,25.478,0.067,0.459,0.011,2.75,10.26,11.29,11.876,18.298,18.345,18.251,9.902,7.366,12.438,0.048,7.01,7.32,3.809,7.29,18.581,28.884,50.13,7.638,1.431,0.304,12.017,91.646,168.807,14.486
+2026-05-21 10:23:28,wren_observed.csv,4.120441722161317941211536950,0.612,3.966,1.331,5.392,0.379,7.62,15.395,0.264,7.46,10.878,0.012,0.17,0.022,4.02,9.86,10.11,6.116,9.878,16.754,3.001,8.960,11.492,6.429,0.114,8.05,5.72,2.83,7.02,23.54,14.917,28.281,1.553,1.719,0.286,12.253,65.854,121.034,10.673
+2026-05-21 10:23:28,wren_observed.csv,0.3783943730607406401626283500,0.352,0.406,3.809,4.289,0.446,7.08,11.095,0.001,6.76,26.964,0.032,0.711,0.015,4.37,10.3,10.23,4.678,5.535,8.507,2.563,7.844,2.948,12.741,0.13,7.08,6.19,1.282,7.53,11.922,13.300,8.267,18.332,1.76,0.074,12.028,57.786,99.747,15.825
+2026-05-21 10:23:28,wren_observed.csv,1.399342418983752918436485130,0.205,3.999,4.17,4.484,0.781,7.32,11.594,0.448,7.29,6.005,0.05,0.208,0.03,3.44,10.52,10.97,4.423,8.488,8.008,8.969,10.314,8.358,12.271,0.003,7.42,5.47,6.336,6.98,11.138,23.282,37.302,9.262,1.618,0.219,12.19,67.272,122.475,12.068
+2026-05-21 10:23:29,wren_observed.csv,1.316865943868533942568162234,0.459,1.812,1.617,5.739,0.671,6.84,12.8,0.011,7.32,9.028,0.003,0.685,0.021,3.6,10.34,9.61,8.958,7.655,0.881,14.429,8.030,11.458,4.603,0.052,7.73,5.83,1.008,6.88,17.889,17.984,31.524,4.444,1.236,0.176,12.122,122.744,232.116,13.371
+2026-05-21 10:23:29,wren_observed.csv,1.430777451642889284395360556,0.413,3.398,2.377,0.073,0.884,6.33,7.896,0.125,7.22,24.491,0.051,0.13,0.016,4.61,10.3,9.53,7.146,18.239,19.266,17.212,1.834,2.118,1.549,0.143,9.33,6.03,5.473,6.94,18.385,9.050,9.309,8.792,1.059,0.157,12.087,97.942,180.722,15.163
+2026-05-21 10:23:29,wren_observed.csv,3.247463818284433082749853982,0.487,3.502,1.878,2.188,0.563,7.23,10.029,0.212,7.03,8.388,0.012,0.174,0.023,4.9,11.04,9.81,7.857,9.246,5.403,13.09,2.512,0.632,4.392,0.088,7.11,6.12,1.008,7.18,23.348,31.846,45.289,18.403,1.54,0.301,12.26,118.788,224.281,13.294
+2026-05-21 10:23:30,wren_observed.csv,0.6091660480227104071663732586,0.218,3.096,5.659,2.86,0.811,6.42,14.265,0.109,7.15,20.685,0.032,0.408,0.025,5.32,11.32,9.76,6.131,14.722,18.045,11.398,6.762,1.49,12.035,0.236,7.23,6.27,4.327,7.24,22.898,26.267,46.504,6.03,1.661,0.2,12.099,114.596,214.594,14.599
+2026-05-21 10:23:30,wren_observed.csv,0.3498084011151476216148918637,0.187,2.676,1.546,3.56,0.67,6.72,6.145,0.264,7.48,17.402,0.045,0.128,0.036,3.79,11.04,10.27,7.993,7.050,12.658,1.443,7.816,5.769,9.863,0.098,7.53,6.83,1.231,7.21,23.973,40.632,68.468,12.796,1.032,0.187,12.08,121.903,237.127,6.679
+2026-05-21 10:23:30,wren_observed.csv,1.849015696356232300688382815,0.672,2.143,4.081,0.141,0.417,6.55,14.048,0.104,6.77,27.634,0.071,0.427,0.015,2.95,11.41,10.24,5.793,17.478,18.180,16.776,9.906,11.929,7.883,0.169,9.04,7.11,4.099,6.6,15.984,38.834,61.23,16.437,1.68,0.349,12.094,108.076,202.051,14.101
+2026-05-21 10:23:31,wren_observed.csv,2.358659156233676481776829908,0.204,0.985,0.705,0.028,0.882,7.12,12.355,0.022,6.81,19.788,0.079,0.26,0.008,4.34,11.04,10.46,4.565,15.481,16.896,14.066,8.294,6.075,10.513,0.179,8.63,6.69,4.177,7.48,17.643,27.500,48.886,6.114,1.358,0.321,12.106,76.796,144.156,9.436
+2026-05-21 10:23:31,wren_observed.csv,0.1375993230272065646093974955,0.132,2.675,2.077,0.534,0.363,6.53,7.994,0.444,7.28,16.059,0.032,0.567,0.031,4.32,10.51,10.93,3.501,9.454,16.343,2.565,5.362,4.679,6.044,0.167,8.25,6.23,1.682,7.2,17.255,23.041,33.075,13.007,1.273,0.113,12.205,54.716,93.67,15.762
+2026-05-21 10:23:31,wren_observed.csv,1.730140788973353605076628229,0.567,1.95,3.04,7.646,0.127,6.49,7.327,0.356,6.8,17.317,0.029,0.372,0.03,3.4,10.11,9.7,4.202,1.976,1.755,2.196,10.584,7.245,13.924,0.005,9.41,7.41,7.966,6.7,15.353,22.464,31.139,13.789,1.341,0.071,12.125,46.822,82.247,11.396
+2026-05-21 10:23:32,wren_observed.csv,16.64131001869420962543672131,0.188,1.43,0.263,0.228,0.197,6.31,7.423,0.058,7.01,15.351,0.024,0.735,0.038,4.17,10.84,10.04,8.827,15.284,14.549,16.02,8.022,4.982,11.061,0.241,8.17,5.35,3.473,7.25,19.806,32.384,56.074,8.695,0.896,0.168,12.071,77.547,150.549,4.545
+2026-05-21 10:23:32,wren_observed.csv,0.6199710293716893334981500095,0.483,0.723,3.235,4.068,0.582,6.75,3.292,0.44,7.37,11.679,0.016,0.714,0.042,2.59,11.87,10.4,6.738,8.130,1.67,14.591,3.712,0.825,6.6,0.145,7.62,5.47,5.595,7.55,10.015,11.999,7.213,16.785,1.103,0.256,12.109,108.724,204.223,13.226
+2026-05-21 10:23:32,wren_observed.csv,0.3688505418993940894064645363,0.466,2.729,4.244,6.311,0.763,6.64,14.465,0.242,7.31,23.805,0.033,0.543,0.007,3.1,11.39,11.15,3.605,9.679,6.905,12.453,11.371,9.106,13.636,0.004,6.58,6.78,1.676,7.48,11.414,42.546,68.187,16.906,1.052,0.348,12.265,73.196,134.833,11.56
+2026-05-21 10:23:32,wren_observed.csv,1.016889891371185999725971053,0.266,3.705,5.843,4.912,0.156,6.96,11.914,0.276,6.93,16.024,0.055,0.061,0.011,2.67,9.54,9.78,9.492,12.198,12.039,12.357,10.940,9.103,12.777,0.177,6.54,5.07,5.213,6.93,6.561,19.588,31.726,7.451,1.015,0.082,12.082,50.634,89.154,12.114
+2026-05-21 10:23:33,wren_observed.csv,4.442763117698797658573298793,0.643,1.395,5.221,0.712,0.467,7.54,11.064,0.212,7.39,10.966,0.034,0.431,0.043,4.66,11.49,9.83,6.352,0.740,0.697,0.783,6.818,11.803,1.833,0.125,7.32,5.76,7.342,7.21,6.98,15.257,18.397,12.117,1.775,0.146,12.165,99.381,189.574,9.188
+2026-05-21 10:23:33,wren_observed.csv,2.571810522821496805317187952,0.516,2.266,3.081,5.203,0.062,6.78,8.443,0.144,7.43,23.955,0.069,0.273,0.036,4.89,10.11,11.3,6.947,6.034,5.52,6.548,5.208,0.903,9.512,0.079,8.11,6.9,1.592,6.69,12.343,19.811,19.822,19.8,1.771,0.27,12.169,79.438,152.821,6.054
+2026-05-21 10:23:33,wren_observed.csv,3.255220617135822731171719454,0.634,2.482,5.496,7.503,0.949,6.77,14.267,0.101,7.44,6.809,0.012,0.452,0.037,3.53,10.0,11.27,4.827,10.426,14.587,6.265,8.652,11.057,6.246,0.139,7.8,6.34,3.493,6.72,21.504,33.402,57.129,9.676,1.517,0.253,12.181,102.574,190.895,14.254
+2026-05-21 10:23:34,wren_observed.csv,0.8756632969090891239002130245,0.219,3.589,3.613,5.838,0.521,7.01,7.348,0.141,6.86,12.713,0.005,0.004,0.003,4.21,10.88,9.82,4.218,3.392,4.936,1.847,6.373,3.016,9.73,0.131,6.84,7.34,7.596,6.68,14.075,7.351,3.256,11.446,0.977,0.242,12.237,88.290,171.335,5.246
diff --git a/modelling/data/abingdon-all/resident/wren_simulated.csv b/modelling/data/abingdon-all/resident/wren_simulated.csv
new file mode 100644
index 0000000..6a7f5f7
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/wren_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.308,0.1,0,0.01,0.398009
+RungeKutta4,1,0.1,0.306131,0.1,0,0.01,0.395593
+RungeKutta4,2,0.2,0.304585,0.1,0,0.01,0.393596
+RungeKutta4,3,0.3,0.303328,0.1,0,0.01,0.391971
+RungeKutta4,4,0.4,0.302343,0.1,0,0.01,0.390698
+RungeKutta4,5,0.5,0.301630,0.1,0,0.01,0.389777
+RungeKutta4,6,0.6,0.301209,0.1,0,0.01,0.389233
+RungeKutta4,7,0.7,0.301127,0.1,0,0.01,0.389127
+RungeKutta4,8,0.8,0.301504,0.1,0,0.01,0.389614
+RungeKutta4,9,0.9,0.302469,0.1,0,0.01,0.390861
+RungeKutta4,10,1.0,0.304175,0.1,0,0.01,0.393066
+RungeKutta4,11,1.1,0.306817,0.1,0,0.01,0.396480
+RungeKutta4,12,1.2,0.310636,0.1,0,0.01,0.401415
+RungeKutta4,13,1.3,0.315912,0.1,0,0.01,0.408233
+RungeKutta4,14,1.4,0.322958,0.1,0,0.01,0.417338
+RungeKutta4,15,1.5,0.332105,0.1,0,0.01,0.429158
+RungeKutta4,16,1.6,0.343686,0.1,0,0.01,0.444124
+RungeKutta4,17,1.7,0.358008,0.1,0,0.01,0.462631
+RungeKutta4,18,1.8,0.375324,0.1,0,0.01,0.485008
+RungeKutta4,19,1.9,0.395804,0.1,0,0.01,0.511473
+RungeKutta4,20,2.0,0.419498,0.1,0,0.01,0.542092
+RungeKutta4,21,2.1,0.446314,0.1,0,0.01,0.576745
+RungeKutta4,22,2.2,0.475984,0.1,0,0.01,0.615086
+RungeKutta4,23,2.3,0.508067,0.1,0,0.01,0.656545
+RungeKutta4,24,2.4,0.541929,0.1,0,0.01,0.700303
+RungeKutta4,25,2.5,0.576769,0.1,0,0.01,0.745325
+RungeKutta4,26,2.6,0.611642,0.1,0,0.01,0.790390
+RungeKutta4,27,2.7,0.645499,0.1,0,0.01,0.834141
+RungeKutta4,28,2.8,0.677239,0.1,0,0.01,0.875157
+RungeKutta4,29,2.9,0.705775,0.1,0,0.01,0.912033
+RungeKutta4,30,3.0,0.730095,0.1,0,0.01,0.943460
+RungeKutta4,31,3.1,0.749429,0.1,0,0.01,0.968445
+RungeKutta4,32,3.2,0.763323,0.1,0,0.01,0.986399
+RungeKutta4,33,3.3,0.771495,0.1,0,0.01,0.996959
+RungeKutta4,34,3.4,0.773848,0.1,0,0.01,1
+RungeKutta4,35,3.5,0.770924,0.1,0,0.01,0.996221
+RungeKutta4,36,3.6,0.763202,0.1,0,0.01,0.986243
+RungeKutta4,37,3.7,0.750940,0.1,0,0.01,0.970397
+RungeKutta4,38,3.8,0.734545,0.1,0,0.01,0.949211
+RungeKutta4,39,3.9,0.714544,0.1,0,0.01,0.923364
+RungeKutta4,40,4.0,0.691562,0.1,0,0.01,0.893666
+RungeKutta4,41,4.1,0.666274,0.1,0,0.01,0.860988
+RungeKutta4,42,4.2,0.639380,0.1,0,0.01,0.826234
+RungeKutta4,43,4.3,0.611567,0.1,0,0.01,0.790293
+RungeKutta4,44,4.4,0.583480,0.1,0,0.01,0.753997
+RungeKutta4,45,4.5,0.555702,0.1,0,0.01,0.718101
+RungeKutta4,46,4.6,0.528734,0.1,0,0.01,0.683252
+RungeKutta4,47,4.7,0.502988,0.1,0,0.01,0.649982
+RungeKutta4,48,4.8,0.478779,0.1,0,0.01,0.618698
+RungeKutta4,49,4.9,0.456330,0.1,0,0.01,0.589688
+RungeKutta4,50,5.0,0.435776,0.1,0,0.01,0.563127
+RungeKutta4,51,5.1,0.417176,0.1,0,0.01,0.539091
+RungeKutta4,52,5.2,0.400520,0.1,0,0.01,0.517567
+RungeKutta4,53,5.3,0.385747,0.1,0,0.01,0.498477
+RungeKutta4,54,5.4,0.372756,0.1,0,0.01,0.481689
+RungeKutta4,55,5.5,0.361415,0.1,0,0.01,0.467034
+RungeKutta4,56,5.6,0.351571,0.1,0,0.01,0.454313
+RungeKutta4,57,5.7,0.343051,0.1,0,0.01,0.443303
+RungeKutta4,58,5.8,0.335646,0.1,0,0.01,0.433734
+RungeKutta4,59,5.9,0.329025,0.1,0,0.01,0.425178
+RungeKutta4,60,6.0,0.322276,0.1,0,0.01,0.416457
+RungeKutta4,61,6.1,0.311673,0.1,0,0.01,0.402755
+RungeKutta4,62,6.2,0.285758,0.1,0,0.01,0.369266
+RungeKutta4,63,6.3,0.237566,0.1,0,0.01,0.306990
+RungeKutta4,64,6.4,0.181930,0.1,0,0.01,0.235095
+RungeKutta4,65,6.5,0.130461,0.1,0,0.01,0.168584
+RungeKutta4,66,6.6,0.087194,0.1,0,0.01,0.112673
+RungeKutta4,67,6.7,0.0553493,0.1,0,0.01,0.0715214
+RungeKutta4,68,6.8,0.0332725,0.1,0,0.01,0.0429927
+RungeKutta4,69,6.9,0.0189184,0.1,0,0.01,0.0244437
+RungeKutta4,70,7.0,0.0102227,0.1,0,0.01,0.0132066
+RungeKutta4,71,7.1,0.0053094,0.1,0,0.01,0.00685739
+RungeKutta4,72,7.2,0.00269575,0.1,0,0.01,0.00347991
+RungeKutta4,73,7.3,0.00136330,0.1,0,0.01,0.00175805
+RungeKutta4,74,7.4,0.000693387,0.1,0,0.01,0.000892358
+RungeKutta4,75,7.5,0.000356880,0.1,0,0.01,0.000457508
+RungeKutta4,76,7.6,0.000186935,0.1,0,0.01,0.000237896
+RungeKutta4,77,7.7,0.000100133,0.1,0,0.01,0.000125726
+RungeKutta4,78,7.8,0.0000550613,0.1,0,0.01,0.0000674826
+RungeKutta4,79,7.9,0.0000311650,0.1,0,0.01,0.0000366027
+RungeKutta4,80,8.0,0.0000181850,0.1,0,0.01,0.0000198293
+RungeKutta4,81,8.1,0.0000109436,0.1,0,0.01,0.0000104717
+RungeKutta4,82,8.2,0.00000678787,0.1,0,0.01,0.00000510142
+RungeKutta4,83,8.3,0.00000433289,0.1,0,0.01,0.00000192898
+RungeKutta4,84,8.4,0.00000284016,0.1,0,0.01,0.00000
+RungeKutta4,85,8.5,0.000130960,0.1,0,0.01,0.000165563
+RungeKutta4,86,8.6,0.00158200,0.1,0,0.01,0.00204067
+RungeKutta4,87,8.7,0.00411412,0.1,0,0.01,0.00531280
+RungeKutta4,88,8.8,0.00731437,0.1,0,0.01,0.00944831
+RungeKutta4,89,8.9,0.0108680,0.1,0,0.01,0.0140405
+RungeKutta4,90,9.0,0.0145502,0.1,0,0.01,0.0187989
+RungeKutta4,91,9.1,0.0182189,0.1,0,0.01,0.0235397
+RungeKutta4,92,9.2,0.0218055,0.1,0,0.01,0.0281745
+RungeKutta4,93,9.3,0.0252971,0.1,0,0.01,0.0326865
+RungeKutta4,94,9.4,0.0287060,0.1,0,0.01,0.0370917
+RungeKutta4,95,9.5,0.0320279,0.1,0,0.01,0.0413844
+RungeKutta4,96,9.6,0.0352162,0.1,0,0.01,0.0455045
+RungeKutta4,97,9.7,0.0381918,0.1,0,0.01,0.0493497
+RungeKutta4,98,9.8,0.0408748,0.1,0,0.01,0.0528168
+RungeKutta4,99,9.9,0.0432039,0.1,0,0.01,0.0558266
+RungeKutta4,100,10.0,0.0451502,0.1,0,0.01,0.0583417
+RungeKutta4,101,10.1,0.0467138,0.1,0,0.01,0.0603622
+RungeKutta4,102,10.2,0.0479142,0.1,0,0.01,0.0619134
+RungeKutta4,103,10.3,0.0487832,0.1,0,0.01,0.0630364
+RungeKutta4,104,10.4,0.0493665,0.1,0,0.01,0.0637902
+RungeKutta4,105,10.5,0.0497620,0.1,0,0.01,0.0643012
+RungeKutta4,106,10.6,0.0502666,0.1,0,0.01,0.0649533
+RungeKutta4,107,10.7,0.0517149,0.1,0,0.01,0.0668249
+RungeKutta4,108,10.8,0.0558130,0.1,0,0.01,0.0721206
+RungeKutta4,109,10.9,0.0646741,0.1,0,0.01,0.0835714
+RungeKutta4,110,11.0,0.0788972,0.1,0,0.01,0.101951
+RungeKutta4,111,11.1,0.0954704,0.1,0,0.01,0.123368
+RungeKutta4,112,11.2,0.109713,0.1,0,0.01,0.141773
+RungeKutta4,113,11.3,0.120876,0.1,0,0.01,0.156198
+RungeKutta4,114,11.4,0.129237,0.1,0,0.01,0.167002
+RungeKutta4,115,11.5,0.135049,0.1,0,0.01,0.174513
+RungeKutta4,116,11.6,0.138551,0.1,0,0.01,0.179038
+RungeKutta4,117,11.7,0.139980,0.1,0,0.01,0.180885
+RungeKutta4,118,11.8,0.139377,0.1,0,0.01,0.180106
+RungeKutta4,119,11.9,0.136649,0.1,0,0.01,0.176581
+RungeKutta4,120,12.0,0.138676,0.1,0,0.01,0.179200
+RungeKutta4,121,12.1,0.167746,0.1,0,0.01,0.216766
diff --git a/modelling/data/abingdon-all/resident/wren_simulated.png b/modelling/data/abingdon-all/resident/wren_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..d37cfb62cabae7c4f43c5beab9cb1e94ebbc6b28
GIT binary patch
literal 31403
zcma&O1yod9`#(+yhzN+Jq=*vI(hVXYk^%-&A|lN&^w5eDl7fJ=fP{h|T|-F>ozgIL
ziNp*sH2*z%z4yJo@Atoccdfg|wdb5Od+)RNex6S}1Z!)mke;JIhl7Jds(SmD4h{~U
z9}W)g^jSjCBGNZ84?ZNFl^#0lLY_IhnL3)|XqY-X*g~9bt)5(VHFtEfg4hf32@3E@
z@LaZZc6M-*<mb2h`wBjYqXj>^@_;^g3bDg&eJ30oa#QU8xH)p!Rya5ww5qoh^xTuy
zCW+kj?u`*`iq&8umFbDoUiIRoeSD~WOR29kjhnBmr;Nsx_ecKa@9kq3NM6^_=Dp{8
zqVP%nY+9UNROC&M4ZGSU8Pv1rNcnf26H-p=r%OUNyw{JG=DVeqQatm+8XgN=06oB2
z4){Dog8c{1_nWw9!N+?cP8?kD=}bs)8GQJ4zsETPK6@`w`GF4{Nq;=-eexFCIC$W5
z`TRL~@PU)8@c(+VJQ1_+5wxhVaAnwg-^a`M3(rQ~Y3-h^>ju($>@dZ1y>j+LYj-zI
z#KMw5md3lUv?g8(wY9Z+1_o+FS(%xyzJC3>Tsmw#;Bgm69dyx;&}6o~4T(%4BxhFl
z-S05rl#??NOKr|h^|`}+KW`ax%*MthB~)BmdJO`BybcM;kXo<szeq_*RKjzVi7XYk
z5eF_!7|PREjO{e+7#SK;R*U6Ht2@~#m|tJ#%V!X=rV3+{+Wm0obGTMM>y#pB)}mTo
zbGTkTTbAm368~*}dRm@@mhXe_>EYD3k&&G5Hu&#Iz@(5$qnaqU`&3x^KHbZ;-2E}S
zjY6=5@Jl;+S01gJoTdi^5Ec#LMTRkmX+GVZ31sOnGVfT1Z*^yY=}5^^kH1oz6n4!F
zx0RrO<@E>T*vrb;H*(qEzUkfl!rd*o$|LE#eBs``doI-*;CenEx@*_21*ep!l#h;%
z_I>-Pt7=C=!}GqsU#HI%_o*M=1$lhK?c@C(->h-_>M*3wq20mZ)Tw5CeEjyL+f@9*
z&K}9&=xBW2CCppLXI@pS`PIt{aVA-2i15CNN~e`(T9XgMCcZ|iN+opR;o-ASx$I_Z
zFvyIRf$Wf;FE+R%NTlX?IYjPbYxVA!jS@5=DQRM@%x=7_@13AoYhz=^@bC<a_EFMe
zeN8v5k@K7Dax^&KK(FfYlDv0EXHEF<s_&?(rsWpYJ_=2q<zEe^<VexG>d4>LpQ*;h
z&aOOx=;_h&sysn=@Mkk_41W7|i(Gc^GAX_AZLc(ApZ$fmadE?|Xw>40fqmsGJbe7N
zwzl9WW@gQc75SoeV^@v+5gw?lqTXKZLTOq<2VC=~Po0qwh^%8w-Dzf0Qc`zU6+C#D
zj*pKo{Xyi`%&;)s`Q&maYkf^9JP*zY|8a`(JyoHmrcTDp49j@!3D_awl}`Fq;mNsq
zc^`<F-Q`11XE8F)%i11`@fMobZ|tGf_-n3;s%_aov%vC&F1gG2Agih*52pReB~1dw
z4u!gB)~h$NW*P%SFpa5GBEyDkEo(bjwYA1@^4iqwY>uu}xw>&rog3>1vK|A)8r!9z
z3}W_FORxc3tqF#f^0kq|jGp0{blc;D9bu=%PWxdehI{8~^D&df7UV`QgZHSYsR!4}
zqM|O|QBzy>O6o_-o*p^%CAKwZ=H_zWd+;D+9A=5*OK5CtJnOM;x^duTBs9I-wh<E|
zT`Py#g?7srxzD^xKg-L{FK1qcGgNQ9N`T`Ru5i$aKx7M%@u|Nxj#gpuemgNSaSPfk
zV{GDkEMf#(h)Fhi0#|+ONlAI}ViWCUTIM6Ac9VzRGlyGQOAPiE&$BcVmFtdo8H_wu
zGC3v-a&m6lK3m{#_uQy?KqV%3vd1>*vHE$ov_k&-ce&I32)b-UO#&RYF=~;T$pC>D
zI^`ijvldi_HgUoU@fK>@GL3Mg*?@16F-bVyqVft2xw`&&hJOp}&4{9+qUFH{CYd#!
znAbP`5H8T?IiYHE3r`F=Z}8z%SWeHzrE*J48*bm{eN+;pnIzt4M=5I2P|z$>on&KU
z!)-TN72~=-!S&jePba2FW%N8f6BF;rf=2QY9PEP{&V)){2M9Z@!;w#g`^sxMd_KKB
zr=_k>UM753VqUa9^yX#r-8IDVMYnMz+i5loqr5dsRbxF-35khTUtbbW<}cy#U%h&Z
zO7C3vi;a%8H(Ey$$7>K@%5pB5S9fr8+`)ZH5RP)Ole>*emAqRP6f7+KEzFLd^Tw@P
zJ#r>qd`HaHv&;xq#ekqXwv*}^<9$CroV!2VntKp(H{A94s(%y-sngYerNfaI*{H!V
zyWPFybG-9FQB^gVRZMJn6U@vdLQ?vt4vvl&<EX)wc+Sel*WEiZG6FO5^sF`=E3pcA
z_wHTyYD+kiO~rP<n$~_5I29=ha!1M`sTE$BNjJCZDN?bC%lS)(-1ap)_Z1x+zND3u
zl#F{9)SY<v$Hm2^fz@n?tbk^?|7d-~MyjEqk&N+N$&72-AtGn~0S}K8yK*IcsuJa`
zwZm-Ug;GM%+YIMZ$CcYpUgyJ3+~j(>&+$QYeneQ9Nas7jxerTTpq13#-aY{Qj{UIQ
z!Ey$nl$2B>Y7Wu7Fy(WoA-&`cI@a&Bxs*A*RJFgDs8tmaW%5AE^~Z&teQ?62d~=<h
zn<MS&>PjA#JN!{RiIked4D865o0|t8ZaQrbvTK%xhS2a{Tq_34XRB&<_KAN@jdyuj
ze_}a!{)ZkDXqU(^ouQ$j<Wvtht<Nh4oTpea@mv#8l$V!Z@;*Jm)P*dy_4I5EA=A^-
ztIS*Dx26zz`o&cXJ(!uL+Rd*dTJ6)Z2KFmuh7XKknGN8|4-34UoEI>@*n?v~1vd{@
z6c^vpPb?6sMUTnbWH(-)oYSbDz;AM=q{KXN=((k#5k}|Lon2IPBSFN5CNn$RZC#|Z
zMq$FBb$DmE%4M~wZbE42UJp`weQg@qBH^?cwAJpo864;DiLO9=;9iHWN}i~X!n@{n
zI+a!w=JQ74OnkUR7og;p!{&?3jJ5obA!#NbGGo{En6(4OqfwOcXM-|Z3e22W#Zs7O
zg2#8Q2u8^6T9rhqoEh?4XR1w)?Ilb%bR+WxLJ{pQyC5V&gzW6Bu`%)9xwqt!`=EeE
zCRv(&OK<OZ`^V&c2Z-@-q0ht|LdG}Lvo0hgL~2}Qs-?zx!e(T!OKfU_x6%7>HyGj2
zBU)F6u0$=`F^AWu8uV!FxglW|<sC<rTV^p`ZRZwbHn(seO4;HO_SUz@a9fRhF-`ZI
zEp$H0Y%=Sll4cJk$wx4Iswa6gnuNn)?=YOTv#+_Ew!)ZY9))^Vtz;!OJ>IX~WLHG;
zWZ4GjZHkxVyH8L@_<L@3i8X&LSXh277PGsXIqH;@z{Ta%!6ilHfLlL`eg;3`af0kg
zkTHs1KDVPQLliMSpZ*fTO7Bl{8M)n>$XS`QAsJq{#9S1L@NjJ=uyb&5NHrtWFl`E=
z5Vq>STG$pR<|ZWDlNea}a4jN#Bexvt7tNtXlXySX<2x6Wsob1-uC*LRevR*9LG^l7
zbc%n-*Zj9H-jFobI^-LX^y`-D8waFpD0J;p;&u{XGavW!7b8f`q_ZOG&Q>B`Ae>RO
zRsD($a|spMpT*i~Hzbyl*j`7L+6=$`DCd53G2-(a*E4tZVR_Duh8k&a@3dVWVOT==
z2@Oux*MVT?u9tC%A#!{=9s>{V4pYk!VJ^!aZ8p{*y9vs<HtBBhom60A5dF}eYqWII
z?7fDbCG_JY?x)9?kix_XhSoU-nEJxXX7}|wf|=V6-0sZsd}A=i>1%O@S3GKCnB`BN
ze^p|gYLU}(w|(4$^3Ai^V9~t+a=oRdZwfUl5{o5ucK7!w<~BBb$1tRiS3q)U8CvJ{
z7PhuW663Zvjf)Ny+u51$EE1bIY)UlVZ>ljhq(W=rc~kpQP*BW<M3Er!YkUm-Tr+>L
zb|y+67Be23w=+}u)WHL<V=jg<O6V9O2pYlBbX}Bfm*>JkHO~>_(L}cAlviD<&w(lx
zfA)8RAFD3z#n)+v`Qe*4%WF(4mrBJZ8k_Bu8ai5~GC|VN-Sdh>Ck28k?vbUeiJcJj
zTz#|p854=p6o<z-_muV21Wj}xUNK|JTx!T^{ox<=xqf(Z<9O<Ll<rrmk3NgR)W3Bl
zeB32K2-2QS=F|!9R?k>;oE*j&<pP1D0`?p?g2lRa8O;Vu-TdnWD&w;F;el7@Dz~e?
zOGpU$Dx9up`Cgoxcxzl%8#|}I`3`{;g`{xt-Ewylqcwrk7U<M(j;QiIf|2*7xKBJ9
zo_!scS^gv>)jwNoW;UOrR!)u_?BVR7>{*F><T@q=jh8S#tUMNC9yFmb0b<Q=$(Q3X
zc#GzDWe1)w+gyq<<~Q$mT-RSnBRpOqo`c3ovzHVojzI4s)`C10DiIN$Csj0lM;R|Y
z%PTnw<zCU&G1ETpkvsJ&2uv0#>$-tF-({yB5}bppPAcPvLo=He$b50D4&{7Bnll+e
zjE-Z&1WkZ^8l+p<PiN9!iZ!lH)zxi9J~HG%)3RXXQMA06>nLYd?->oVt;H@%m4@k?
zp>>vGwj;fEwYB*JRhycWM+==D4Fw1S+Ku=1HMT9C!7Ux_GEx&6O=cYxmJ3W8ny(ND
zD5_yEBsu%`43o$?5|U;;R_S{oFR~#s9TUavQUsf4YA4K^Yb=iFQi>zoYVXFr3gKk-
zY<VR_J0)#&)|VM>My7>naB4ywyQ{qLCnA6C1?yy@m7ichC~?vb932_bK{u{ziG3~S
zO2wB;*?Ls#RY@n*YBnsc>*JI1;+5F3W7*L@`uMFzwhSsu8yWwcM2|0gPiWrt>y|i~
zo=L}ui_n)S14y$A#NGH-cWP=JB6s)0_IK3bI_$i)`2j0(qH`@nP6lBpj}|z~cOQ1=
z@;dcWVbO$71(Q?HWtR9RI_YwD%yrDpD9%Ib&u)r@y_DwHBR+ii5N!`~7@=D#Dj~Wy
zHn|miLP7%qz9(La+S-u~;6DNP&Bu-AaYpP};diBXzUc<Me0j#dyuAFKju|+r0<b`4
zGV9!mU3&z;D1t7;T5b&kzMb(xD(Z>@PV{v5_4J-r01SEF)YSBeggeYVAwg`)t9VPc
zy@b)kXWzUWu`5cTYG?QPont^;JVa{pt$>%*RD_nOs3@V9mX@G*$6EQ6{cUyiA6rnk
zm$covrP-Mo)~rF;-b`S#GxO`OUvCOFpP%aPnQ}RJn~*>+NYLJ!rbr5K2cfU8uOMj;
zNP(t!O-|qdD@wePnTp8XiI?##W0jDo+>+(u;tFu;mQdj#sSCd`c}Gd<m1)BZg4xQ+
z$;syJYhETkJx1A2?~ZjZb|sR!O+W)15D1lt(-sDZ@Y|Re7tg5{P5go38`s@ESbU69
zP6EfZe7!+bn03<4>R$PjpRcLT(O7^19Y}RP1klDK*(0-HH*2KYtzhO;ZvMr!#OyCK
z(giiUj~W9=88qAdvY&px)0W_*yGbQ}G>R?}#kuii=G4mQB_597!kk9egivb@R2t>#
zi(0f@pPV=DIN4=<M9<9J5S_49F**>&P4I<~4j-WM<DzF>^nwB5Vg#wg%uB6_zOaXi
zkU2CDQ$*!_*Q{5o1eNb)l5K#<>$y;-NA8-p)@$aV5j7gxq&PzaU<cwj+<`}*XMw(S
zi`?IAB!5HWccvHnT!8kMasLhPgWsQuyFOJ=crHFqO@<}~*F2iNbYN|5-BhAx6cKKA
zhZ86G77Br&AOK%|p{lH`q@t&{j$Km5y?xc=<n8-?0fomtUKK?E!(FkCxeVF4Y~#WT
zndi;;{@uDyF!LM7q90zQ+pCkgy(q(@G#ou5Hybvaoy(A?yxb*r^SnZdK8&Yh4@Zd4
z2vaaKhtIz$f7@I3ro6MacHueR1!3ssw8GU0c;?HpFt~ZZE-(2%tb{PdrAxtoUf(x1
z_WIAZH*s-+f3$(2$XnQ+_kvR-&k@tsz~MQcKAm$K`1k=34vdV9-#jEH6_MW+hQ8lK
zwi+l8UjKFtOq&MSYL{X2yw`sAy95FQOo_&~;bFEv+bXK7|Emq`&i`urF;&OX#s=X^
zvtxtAr+Iha|HHs&ybKKd^Lo%}EGzRqcn%TqKfep%#woWQy$JwfT4dw}K)Ixe*bHqS
z7S^4fNR5t<4^%+sI;%nj901H$3cU`7_UOLlcq_wIE}Yfx-<w#rL2lKv42_A25eBD6
z)$|LJ&NAD_l7KV_(p73@(C;{B#{lz({%HH!nIdD5)cq~l4XG+N;eZb~h~&Ektd<#N
zWi);NF`mX*51cR*(sQG)&<tVO7Ip0r|GDjGfJlpUDA3A7MK{Nlk(X7;r{nKvX=P*a
zWf=eiEvGvwy1LQgT%U4tyDDDxCQ`5|U#6pG{cFLHO7h^0kBv1wo61y+>;GcfcyL@{
z-Vqy&*e>zJ*gHBoWe`)c_x5F|d`wGwE-fu>*&4~}JYA0qO$`b<YYl;9PfQp><K4vD
zT3atn&K^B94#z^q@tcZ@&Fm{lNsLe!03UCYlX=f+T3A@T4hzeipMMHv*x3F$4Ao+1
zkns>+SXc-y48zhQF0N~1*X&8oox4ahzc_5prV{=kJ^jjcetudd2QM#pMM1;k_X_@m
zZz3YdGcz-T56M_$4JQgde0XVVXJ^&_L3P&KDb~lwhw8$G%Sfq^;9!c5_MR?wtrT_7
z-5+VOu{5Y8cxNCv%eu7eQ*UpXWO3+C!xVAo6(&jNAbJLdwvG-pb!HE+L7)atpMG#B
zrKP2X#&2n=s!~KOVVZj~8SQV!JL|=J_#pz(?^wDMefPK8Q{z<I5~t)WI%j8Ro8~@!
z`gE%-iL34b4I?8Db3rJ}Y)|_8_kP!}UvF(_P~g#h@+7^2S3n?AT1KWhg7n%3KuFiQ
zxhYfm>xMskxZ1}j4lyw?xuc;$jak^O?`eZ=X=)G?6VD1k?Chv9b4&Np%#zMI?k2BZ
zy_&r-<u+C8{cU1G9f?HF9z(Nuu3x|Nw4<YQPiU#<MZui;LTGiFzA<yRUl@y=aS0JK
zqyx6KieCNl<%>WcUsc&?ULMb<j~^*gY3tmsZ8Z23g_O0GbHlc#2+H+2I5<!byOpep
zk1%QTGS=TXQL>f1yPb*Sm&-3*gPeq_si`%qS{2_xo}8S_Hm#|E3t?MJ1I1mANI0WP
zIOB?KankcBF*$yV7CABrNcT;vVmR4!538J9U2)fLY4~)HUmX5w(DTo1dytpI&$A6w
zHs|&?&i`tWl5acITRrO|?Hlo!$@EAvUC!kt+Q?i}lraAy50$SemPQnITc0q7Eb-Ix
z-P%)o*pP-cm|gWb*|(59J=!`P#BXJ}>I>auA$-T;JGvDol!Fh;CDP9&fw4g@VYwR?
z<;6U;yegtd#k-#%%{B!!KS>quoxum`v+JZ7%}wHx#yUM*SjSngKReE^88Fj4z;UF_
zDYA-2EnZvqSnLvm2S4shS4t1rX(X4UO7wRxHhuu#zdbrZ6q{Q&CxQzzVEBEeJ)AJE
zhfgLVST=)s4J)*hOyKT?6`gY`4xIF>*`WjY^Su9DYADuOxs<})vbnQxjG2;Km}3D<
zFBD4?<8V(9-^yx;?Pc2N3f!;$<_~{Unuk5tLqFZiQRA_v6j;U=onwRO|Hsj1`NDS)
z2OUc>CW?-|G*&LHjq`&2t!gkB7vb-5(cuRP`Xx;3FI8(!leQYrfYZz1ndQ{?dOG>Y
zSo*+9-1*N0zX$S|QULVhC!MWvhKT6T15@KMnf&};A?UB8{OPl2SN=H4|2}d@MjrkV
zhTaFic!Bp{ZLeRS`?HOhh=}N4ZH(v00$<>RN0YozY<OM*xam^kGe!!(kK<5(je79q
zPv%{if{rfekJu$Vv$FDEaqmq^%Ac_lJOazwzhGAmXZ)}0?;0A0{`uUy_wNV%*=A~C
z@$cBF*f68*03Q8V!GTje^1hBv)KJKK?th}g7h*c$J|yzb&Ik)y_Fn$iEPy~p3{H<f
z+kye*{YTs1lObq3BJjs|?}Puxj0XcE^v~;v85kJ;)%M3*h>DK>ueb0%cxdSUziz^I
zx|2NuZvN_bKJxFFD>&lZl^~K0KLr`GBCWA|nz(Elpm#NrC1ZRJRyYP@X+tT&8(r3W
z`PYUJyRCyWG&tBdQfOwi&>nNlM^}ksSZ<$8N8*TtEd}E_ZXj!(ncNpZf`~?u`Z`jq
zD3%&*5W=~U=vUY*SbS&rH8ppY5qNsG)!JC;HrR**d#JgtFE6pvHq<qHuKqbT>?I^5
z=!WZBT3cVt&aXD`uL>YzdfoaT$rh^-?%vT>kFK2^uaW0ksW;MMw8*@~d8I!(f2zh)
z45WR1FNrCep1lGX0lm5T9&nMp&+&<xysuoja_dceVj?$R1cO-kjT<+bY|v)=;=%2U
zOMrkcDlX3WUr}`}>8l??8tsAzXQGT#iD1@%!C-p&`l|m5t5@9I+)!1v^Q~|6^z?3l
zxcd|W(L$k6v$cf&3ZY@!C={R|g`rbeUi}bdyIxjSh9zE5wID%g?dgfY!^4vl``Faf
z6lA`z^bBw>Su&ox+G=Vc?wZDnje+DL<LMb0A8Tt<03poEr<ElBhKxz_R#;fr{KA6L
z%*>4Q@7P+AT6C1;cIVD(cj-EQpZw!POvv~i^aq&dSrcaF$oP0Jw5y9tCdgER%yrO<
zn4U|;6&2#Bicg=ezu~oL--sa~A__rlISHQdoI7`}$uu0~m`yjXv9r5|3(lf4S5{V%
zVIX?z>g&hvdF|J*18v8(0k#zp0X75F#Gd>pDM>8CO5^tJ3#k$ts)(PVb&;C8t^i;s
zX#7SsWJ=cB-ku!@UZ@jsT^efYYefs@&yM1^EC3f><k(^~&f^<!2RR|sz4koNzyWzw
zbtK8d!=qjjl5Z!<&8>En;|PUPY#6n9ZcaC(+o9L)AdlP{?1tLfRHb8`?vC-CdUL`e
z=tb_pwd_M=wiZQO?UdUR<>r9i1l1YKiz=_Hs}qMFf(w0-NBi3#oQm-y-ms}ij`LW&
zpYQ7Fh(|>zb|)5VkMR`X?>T{Yvte88{h3Xi!-p)7jj$|yx{kt_D8-(s!FT*<^f8m*
z7nd`>M4YfxYbG!aQ<Os#NaX^y16>u)se4t)XA|lKfUIDUAmwIXw|=^ko!So&CZ8y7
zPm;t|s0Yrz|2#k0Nh8kI9KYv@BcaQ`F$t=%HOVDdSjG>ic@mSZ<96FX`AR9;Gn<fV
z;K1$~nWBmszc3U~A^KhrkTliB8GC#j3c)|FPZU#-`TL-|N^lv1zf?%r?vBrF(zFzV
zVggKZ`u^6E+xU-;I1~37f<o0dh^@`wYK;a*u2lZZkkR*lrTLAs=j569TJg1GxD09d
z3^}{`jo}Xs7jc{J2(}`<wloAE?g6Mvfqxh?0Csc1sHfk+Ttm@&=J~L^pXZK3l%OA0
z(;e|F<p*M*PkBe8sGW}K$NF#X{A$|d|B+c=UdGpYfCCWBUx5-Wk9#&jd+`(Ae?;+r
z<lgthDVfZX<)QzHzZwGBz{PC8gDMvBa3ZqL{Ezz?8b7j64iJlwRh^$i%}?&`(uk2}
zmi#`jV(*rob0PM?QJ@3~tungR;Ld+`sb2ocAF=qct`z#`N%wauaD|QSjWjy;;(w+G
zfSUFDBVvIU_$%sxb1CxA>&M2%{;Lg*M*q?FOXnsd2vlsaO0TSpXJle3g+ZBq<0XIx
z#i<xuuk-S1tSa?V|9&eC;v;9yC*<VjD*ib-2RApBKilXeojIdakUCfhbVKnlmgt;(
zZ&R)J;s5Lk`0m!jhjf2lpEWa@zQPKT_&bN1`uaW?9JYT%EbN+=^#2*R6D%z)FN1@|
z&e$;UpEn~yMnF{5-rnBtLE%gQW3&00lnIcD;`*}#8sLu}y<q>cPYe4A1%IZRzfv+w
zD=Suz=KS&87MvG(KnTy+xw3rj_o{r%2xxrJqhClC<njNNn2AeD{+WhpJYMJf_X7F(
zgn!50zwmC-t{~VB=>P>rMn_YUGD*Hg`ks2<i=_?)0}tH$KO^sYcr6gVR<MdZ5GDHX
z$))AXCtVqiw+FPa0od5yo^Mw7Z`k^n(X&XP*rJCf`{YrnH8ts_8!wH)o`=Ffuqv?|
z7xh3j(^>(O!81c0x}f&<J7;pP{9Y&uQFxo`K+*Mo)}1uECdqeH!SRJ3$YrzNTw3h3
zX(9Q;(L-gf?R>e}CF%4~YlxV(VUAcB=~g-pxkYhZEfPI+vFO*L2^^&L1K5g+j&5X4
zvbIynNKsL-0KscmW_yX(sA~Jes@n!q0|;nOq-Q|-&^#w2Eq#l8?swGAsi~=PDsBX%
z04E!pzqO4`vsoZ1gR&=Pow^)E`KaV%riJ<WpboQ^(6k>vYzu9>ySu3v7}S8+J}b(+
z)jG^1<*IJT{1+lNDTj~C)OF_@RX5owC@5gP6vhu$b^yvtN248!%FDC&_S~T+{tfc}
zgrrwkSXh8kO^IQW^{S{aQB@@#9UB9HIJ)T&P?>CUa&qU+p1rV<-26}IrYT<EN{ic*
zfW?!u$nw~SgokGx9C%1VXJ1xGLuYSc?GYlPqET^iw66jK2f(^&wtMsD&1@;iuA9xf
zrLJ95l1`bTl^Z@eK5Vu-5_dh?gQED!$y+-+sbJMrRsBH}Y?2XY>S0@lOQA7^3P=A(
z?9NF~zsZ;$9;d1=Yp<1(lJYhs1sU%Kg$e@JB)BJT$_6CFmb6Lb1qJ+>Sy?*O4f0$X
z$nCa#>Gpif^r2nk_?Nm6UZum40XUbUrJ<j<1rh+}Cl3{!oP=PWo*@`Sd{Isg=Nn#r
zp}C$UIg;A&xEP`Jv1iA}$5K;0Am32(oSvZp$w1=5FrZ^i(~X?%ilsYWkmL0DsvRL?
z;4oPM`^0wR=SgCxMh=M!{KP&yOX(&0Cx_Z-W)bVRd*cgbBSH{+|A}XB;rl{-yu8#L
znO)bxsAnn5Su(rOOI@j2J)#|{B!9>6`i_P@n1s*?v=!z=b0=}Z1;>|ce}6yOuB^c2
zj9j=J?au&i2@wBk{QyA78!u7^=!Ypn>x96|O75IP?r)^j(e52@9q(1fxZF7Xj6MV@
z1J^Lc5!3s5?@umg>Imy({|WGG+T{qmMY#Y--Er(<ck=j>w|EW#2~BUhQix=M0X8$H
zZRHL@o~uXx4D>NLr>1`UsMpbTN#><;<xw=gZV!)g9b8H>-r=~>(=4;{v9#u<m(0?C
zKcE%o9g8@Dw%w+e8R_`Y!RCpKJ){4Ncyr=;oV$TLZ?b(SBKQTr)8iUypjUGAhLJ96
z-ygr#ldqM@ALXQEy0mDif-$<F7}rEF@EAf{R9d>?dODVMU-GSq5<@smACZ)!rRTFt
zT`(60BN5rRC$ctl1fDy{0AR0jHp0<Nmb|yU=d#nmUl+96P(<Q3%E*<Im55aRP*n8{
zy8j8~ztT6###vvyA?UNNxhs6FT`Or(E9}FP&z;PTUE1DZPqgJ^17*qV0aTdVby~me
zU3uosp`QR4{iVX{u{(o!got(v!{*)<*@DoGX^on#rJfD=DPZZiTDoL_xc4Nq70Vs~
z^_@UwZ`wbhhDcn7dFiqN%5833N(m(<-Roal<#e65&VGU`q%P&Fm(j`sY;I+|I=k<s
z1H{_WDx+FfGb_T?H59>cb`)Lqw3YsEz5!jY!tB@1QRXmn6Y7JSZJu=;Zm10<x(_t+
zQ|cNY>AkpYe;A-b1PMZ4=@Q=Wm|hMJpDjqQebo}+(MRj1nHl`1R#|Rp&w=G&_B5*>
z{!+kN?1D_$;su#vS*0J}%y{C_WzK*9UODmJgj0{q0<955Wq%sM>50V4;mV8*scY(<
z-Dou6h>i<s^h+H^cE_gF-p~xiH9S$Huc_sVK9@_s5-%6Vs^S@PI0?egeZr}$AnhS+
z8q1^^>LrC-(}5WYg$bIXhF$pGk<aHxa}klrpGm!|#ZuRg#PvJ5auD#(1b-dB*qHtD
zMnp{MY>gY_)WOXHg?SSkQkS2fOsBkYVt%nwe54P;)x14V&a^eM!UeH;k@pX=-9U+B
zP~2=o-iJba2$psPmS27Mc~7^KPBh3EZl5IHGtlhyrN-=vLCw6KMx@9;jEFnCw@vdv
ziB~a4s{0+el&t3Q!MicTHSW$AWE@dvp*|~^Kr3BqL?7SNp7F8EHh^FU?8d|GH}X#t
zpbYbo2F6-(aCnS0y}?TDR$%|vkbvBSgQKN`-Umd>x%1L!hobC)jg%qSQwkiMNX6ed
zTf3m}XW|Vn)bw}n^u0OQfjbdtDJq;5?&k3Ig2^W<>r4Zr)<qSTH-ZqGSO1Lhed>Mt
z&JU9k)U(S>{6=!d>VxS7DTL1kQ|Gw8_QasC(=X2yke#;-mj~GZ3zpXgrk310DG|em
zXvoU!QM8j;^IfTu`PD_v*YYY-24j&r>bcR5neF2VtbdIQn~rXd5ZW}<*k~O&yc`=N
zb+$4TFp`jc%hS;MSnFV1sj&%`Lci#)Uqb~mkb3&JhVVXkdpjH{Z1d$rn{}=II)??3
z!NF1{TU*qGt1H#DTL(HuP7J(9Pf|H`KFdIC0{<D)G!?zU*zyWX#Op1$BuWidBp*!-
zEeq@XD;vaXXt1;_s*4v<Vtf@SC3u`5*=199?zFI2K_1E^I(9H{_6`KECs8QH1|it^
zQU;(o<qLHm`ro{;&h0WF{JplZw*j`8Ce=$-gYxslJJ#;4GoAV2yH7vn2a{)#s1WF=
zB`T=j8<-fgcY$@_{dIx?>A><U{rxKwi7kku1+(LBCb4%smwL!6etZ%ybaSx2OIlMW
z)A1c0`=5&!B#@6>2c!(Ol~PXyOWS8Vl;7~OV7k8US4;J!k1{2CJUB|w<oHCN#}0}A
zy_BX6aD@c{$PUr;8Lgt4t&HJkpj4-1^KN@|WOb9XS!GY#+lfJDXDU4TK_2Trw_)GZ
z)oa)EZPC@m9aaX)ToNOrL503UFFmiPR$Pg#Xhhc$Y4(<F>xA?ei2mnPtgTJD>3q3b
za8fvj7(}Hdu%H_03R#VXeXT!;*X>m+J_)>_*8T5W0Lx1gf7AfKKKAy}mBry|n-=Y&
z`{c&rp+}QUD-TtfYKnO~o@~WZ{O2~#%)e#4Kj&WeAe1!CL2h;RSl7K$ycbM@3NH+%
zC|N4$VOev#%Jie1!TnaO2!iF+baZrh`1ap^wLaLtO))xhVba@JSid@#{d|_{8`*EY
z{mN>?>%$&U=f;cUWu1{?fV2U#u-Dig7C$?src5-@i?g~RI9G|wQYU?%s$_gC!OGV@
zb138t4h{_-c%4_+*;~@1dU!r&vXD^)ZDEouYRpbO##!gv<=6{-JSOkn*qji3pIgQ&
zH6I3V5XY_?U=XE=Ia*D;(G2$$QX%Zmxu6x*2KIO`m)*tUb}KXM!l4j088w^nB1L2?
zLnyHJ3g0!fm3VdA9wr0MIFqD0j2Fz~lqyX&Us$TW(&@$Okf=IwMqJrvqTi!lM+tM;
ztr1E}wWPMZf~mzLCQSL}*S^cIG?#Agq)30JCBnfG4ge1pgrT2?+^(%Ed{sL!3GJMc
z>JGl5pX|G<SA~fv4D0Y!%{W-R|Cv_xQEY$N4j$mT1<0@%C`HDT=gK~Rl;g+z%CIMR
z6DxUXCpt^s1K-Y`+kvK~e`oh_Gl(4uxyq|%HSX~o{zi<B2+UP_W~S2CJgj(wNUErL
zpI{&`$V&HV_jnsJoH;?n(9pPapDt!l)T-v8PSMM<&m6x8!|vtnEuwWYoT2pA0C~Bk
z#Ym#o>=V`KR*De&%UMFtyLP(VpT{NyH(1|s*k}`>@6)1x0<~K}SYK@8PE=UB_A)vo
zg9(5z0|N#@-t&hJDrD3T#H`^@(S`r|op45pbSrcq$)_f`yK9*!SiNUfxHg;uNz?bv
zvRGT&WydfG2^;ZUvYIU0A^bfTnHZl9x<fHf=L-a$m60i%4-s|8eI$D;`Ezd{+%4F-
zf{WwVj$Ma<#1c`fEh!7G9Uq2{lpA!@-}LD8d{iQ*5we>RD~expz~F(~6)*CR_MZ_L
z86`h!^DWvE7b!0dQBCD|c^GNDb>9QGPQ5$hht8TT`KaY++0NPDUAbjyn#Nu*J~5`r
zverqlM5`WgRc48aWkzj@jOA)pBiJHU>>bzGK97|d1MQcz1-Qej&;v6!3yH<+8-w|R
zN!V)+$6qmR;rUear}l?fml!kR;Aj(LUpUD6g<+Esr_0CHK00&~BP-eam>4(19NMne
zq*wi)TQ(Og69`)jJ!Wn-FlsemKG-Kb6XFO2y+IS9j0$D-<0m$X&fYi0SK2<JeKx;_
z7y7M|CBOf6a~m%~$VNbB{xblMKs0_IoW;IFuDFZpo|~N_Q6|(0DzDA*k+_Fsdm-KI
zEIvW9hlc$69gknXL!*zAZ&(=xScf)Xl*Wp3)vjxj3&#)g9x4FpkOP28U@^%cV)2Tk
zXMn!MS6f_L`}}=%P^`QkBx+6j3>>Sum;yQ2l$%26o*T&9=twLV^BPJb%c~;GrFrsk
z3~M|@fWi_P%cFl2tM>tkv>$i}b1Et-h7WxKox8o95%KzvMaJVTV1k)YjHi1DIXx5C
zWjVfYgWHWKlzIarcV=qyoi#fz_a_c4$lMr-<_o{)fh)-WUZR+A;3g7?*B~*(bJ#~O
zID^b<0I*q>-*WDjSPx!z1Z<_-ly~{?A!MpHIZG>56X>}9%OddQ^bkuV9G1N%a>kBH
z+Fg5a_)xsiY$<|)JuqZ$=DUV38Y~iDacw_ic_9nZEPwdmEBJ!xU4q8|z+B_t7yz~r
zsRCfWr;c;`G19kc1}wnr%o$W(falF{Ssm&F2C?)pM}Kpv$Oo!K=ufSE-LW974SGO%
zhH@_Sbj!RjQQ*If<M-`H+l#lcu{vN|5fBo(R;Tc1fB3L{K)1d>he&oA(tj#Ims46A
zvkuU@u07tOLY@&((ftPx5;u+Hea~OIachvx_sb|$VSZ`-mdCd#cqQ#-cB9hv@pHVY
zjTdRc!u5?mI@lRR#zikfN`da)n0`*)%yz6KIK}6{%44l`xQUGI(xpqz!0k2=ttG1(
zA+!6iAVU97SS@V&^^9Q3mtQ*bE&m6u-Vs4T?{{}y+q=4`;}BsC9LB|EW%s3BfnTx2
zZNnI9U}?z-wDP-}nutXNs4LKRbuHr*hY`gAb*ay@?dHv!O)eAuZOVVp;ctz*-@m`?
z=;lUS&;hg@RV5`QJ!50d-Q8U(;1gc&AV2|?xfOv3?C<Yy@`hPlss)HTc-d${B6-i-
zX=ZI{Nd*@dcebYZ-8;I%yrYTGtp#X2FE8)xFEBj;^J@JAN=J@dLUeS5d~Ix$5@XuT
z^6=>f>MPKe7x7YAdNx8*ZB9>)XGMJ&rF`HSL34s>z#?!3!b~slr0Hy-I^d2^B+O`N
zX;oDEi<if1m{JExqrY+r3f@g3CnKYYSXz2=q)$afrLCkyAR#Ue81wZGIe8#4bIHim
z2tk;mAKkytE^FdbpsK2xZsdRj#UQ{IbbY;J?RjeSRvB<L0RIvyev6#CmIWX_3@{5d
zAL@kL)?+4tS$X-=((~b?|BD5$tBu0^LeYwr(4RDT`(DbWK4ghRaa63=o7<2nNh9g}
ztSsdpPn-Xy!>{)MDf%y+xeqBp3t;k8V3Zj7#x$nQuFwKGL0H+v3EQ&hltb@*DAB(L
z0k$Qmj?ZPs#Lu5TeP<M!DE)sHnlWvu{6iG@1}Y8#a5Cvh$roFTJ8^|TU1lu5WPFPD
zh#L;{Fa%%TL1sTvabQ1^t@0@_Wm2#x318M?N-I%xDiU;vdCV#<ZEpx1xzt_BQsr9*
ziI7@-ua9{~)w>@M*!l}$^L8o^V8xUyINY0ySP7R}zhH`{RrdA3ftmMk<NjpMsX2Tl
z62}kgEc)iASkh*mGnbq^FK#|}Kcf5UhT{G`=TYwQCa+*QIdT60!iq%i{io^o#|g3O
zE5yaY=&M|4r+(bSZ*=nO8q+3R45GHn@bKKHwbCx%zZtVM)}8gFfgOc}?A#l7+&Dut
zwsQtO({nmt#8iVPrb#?(hjPnOCf`kuXT$$EDPQ8qwhIceBHt)c`-Nuv!B#()FZ+|r
zUYN{wn{<g=4p^*tF?zJWWd-EzWK61%1zF9>!Rq$@Qfi3(GH|CU*&Zyc#@xKXL+%!l
zIG!>W^Y*@;S~pplu-nn&{$io7!xOpPv&JAO72R3wEYWk+$*{vm51j+@GdQB*>s71E
z;8EGlA+#ZDv(oF2LH$LtRKTV?srh;0!{NFUCEvsGsir#V{N*772=x|WEvkiqzLrFs
z$y_}|!h2U`W6Ip@X6wMH!Z1sF{9+g4tgP=X91q-kt@MP1Fre^vG+uGTtHdBZfe$%Z
zwrUo)Mw(bSwcca1{-M(+YfFl)(LxyUyLZFy;HMrZ+6TOu?`kI#wJ^yniZed>&-Omd
zo2{1tAzaOJ3Y_%J^1Vbz?)IeG@i?t8-Zf#K-eh(V*O8Z^F#uLeT8vz_wh`;KNfe;z
zP15&A{fa~&fpB(Gb@_4BSLk^RKl9^AFcQ8|_c&({1K?nLZjRVY_ErAQ=z!nutM|m_
zvR8|x-HfT3WbSH&@0K}dcDtR>St3yswZh&xETv@(%R3rOTWQZ>MTB#gA;1fU^+~O8
zO8FYn)2bu$!yoa74_2SPFrA&^cU{s^xYkmRi_=;U^c1acaPtltU1{p&Gd(Zu$x1ao
zZ%_J|FGYlB1l8B0HR)#6bkn^)W_HO#Y?b-n-?w9kEWajy7#pa1PCn(M$6{yvtbn@L
zL(v6oP8{zU;@Ym6YHtF)sR`vi{|QT-tF9*k_mEzpk9YNT_^9uTknK4|#aE7j2%zQ%
zY-Q0@el|mS6iO^wV{nfhYiMZ0Xt70zViihI9M?l9{JEudDu;{hNpm+#R+p#s+f>e+
zM1yfFY7blyt8qU#FD_Ux>Y{{^<PKdbsA+uXtwOy0={~VZ=V)=dJ+NFyV3D>sPBUgB
zXtK-Uu4T@HFSXCu-SncXA$sN-N-*EJN_{Vb_5x0QLcABp1=%}9Ea72VUYuoWe3dWB
zn58+x`%$wY{0RpO^><KrjXO)X5K4v5=T`%g<<yfgCCjHfcuyi8yI{ka+Vfw7fyZN3
z3+l2u_^Q><UpNMJR4dPknBN1(0#tnpRPV&p?#+^T%m#C)qZ}_k4?RDi$zwP*amNM&
z76P>K>5n7Ra1b=LN7>$mtUcMr`_x}H^X=DqQFr95n4W$tDBujzgc4A~VeHGA1nm0r
zYio9|<M4^U4Gkr1@B57S-u!{fxUzJ;CHFZDy(odpp}g0-o^;N`+liewo-!n->#fK(
z`OkbbP!$|J1ALg>&xVynJ?o}?C!iVw+b>)(F|lY_mIyVo;kj0pXI%!{c-=on*!Bi)
z{Y>tbS$-vV;MKv41B;7`xl+zKKN<NFt`VG7uW~#RXP~-UCc4c52D1zAq5rOhqLBS|
zb@#07v!bP#S6sz}^LAEPmm%A8Kla`ANt>dj19(R_i@$V|`Y!y2pgEGs3|GnnS5CFF
z;i0_HGt%t9pUDnzCFVU+bYk!>E;pNnGVUwNSRnQW06*48(rSi_i&I~P#kwy85}u{h
zx)5n;YnXAr+OO)}w)Bmb&JI<Naf5&?ILbXqQ*VZ@VX>WFll137fCca`mV$&ACVYpr
z&T)Xm=da6qjO$<CHWB2XZV!8R(3GUFIQ93&Wp{LRBs^lYQWAM0c~Q!Mp^BZkhHtUE
zy4<+_6|KuQUcP2~<^<X!x-LNEhRP6FrUbuiHG?`Hr+jo2^0+A@Bt|5<=|@cye!O;s
z9t&cO>l8TkkFWy>y(IKZJ_2HEl~EAA)dT~RcmmflpLx~TTxYV;mYvrx*)Qev44geS
z;OxQ5ilBy*xp%H^%0zxJ>@(H(xtmMp8J-p`L=DPs$x^3KZo+5$b3RYX^B*TDdsuYm
z;lgZ4fl~>KS_cOQ@jZ?Z!3e2{!wxf?1~?2;PV2CCf_I1iQ{N84bRBy!@n09?OE`9>
z9bF$wHBcpU6?I-~5{TxD%j@+1kW!(|pFquUn-IS*L~?_m>F%4zzg?sh3=B5gX8X&O
zKW6(H<~PFGeBViJoOo=0HGOK<=p;n*`ifD(w^sVd^80_;PTwRY*?yb*#9&~#R*MHc
z>4|RCfa{@eh;9f8UTKZyV_~?`Emti2YWq$Ywr>PK`_}L&Z!}SBr^}9ta$1vE(W}&$
zad`$pOGcZxSe_Nv54eqae4NK=Sj2YorliN~?w7zG7~$q>dr|{+taukh*BMtX`1ROu
zrKOD`xyEm8jj*4gwCGn*#U7!#mu`2e9N*^tbd8oss_LA|iGU}vr3!PDHV<fNqODxZ
z$u!CjVst?L`^zZ%J{TB1lTl`Gk#fuyiz`1K2V_RY3Bnjc+&U|dlQ^L#m8m)(Ge0M9
z-|7OR$o=&?8m_+`6zz*3B5B^2(^?s6IvcxMR-Dl~HTlM|{rk$69N8!U__5g4`eb{#
z&%*h%C))92<>%y<mma|qOZ9LV`P=GfnMr_p#83MJ&VRD8zE-0xWmEGv;qWGI7|J+x
zGOZERzBrYbt(*Y;IPby^OKjhX{>n8m9CODeae3{t{s-DePd{7y4b*|{@X&iIm7KOO
z_>*#>Dypck;h7PiezGbuYt|B?=9@YQ4XO|;d#ZESg>B_IjsEH-v@-HBBi65@qJr?5
z!qiMjc|_R1V^q-Gb$w=d9frMA*g{<(j2uJbBqm!e8?!B+o40fBH{xvqy4ZnBoj>f}
zlLJ~$0|v0sU%@rPmaGkLWY6_lf<2Id4?|<Ztzt_5hP(+Qr8W=h)-fl$wy2Fvvlm?T
zx;2$QwiC)FLP@r=a$Cr0mQwdlg5LESJbU!)v&!$mHDCW|mA-*-W5l>MY_mS%Cp%x?
zNE>m1(%lKNPENEfCLxUDmkAJc!r61@B-gxU$6XB7kH5;?_QKm*w9`~D?sguo?3+FE
z^-)i2i4~2C8PZ=R{d@FoZWvu85)0gq1$R1Lth_sDo`B`f>=tKmHg&|Kxf#G@qnUXd
zFBT0^{>>u+@RJQcMksPLu}|ZWb0o;n>(;%Kf{0XzkM*$?s|0No*tLK7dR-#>RpHCL
zoikw0B6DyID;=*XDJ#GB*VIap-Y@a@f-&cSil4w2{{GndTwst_ULE?ZYX@s6ap!pM
z=G(I_{ez*0gUE4uP8^}K7i49cax@bJoEA9m4QMc3RUiyMs&HWC)h~JpL}W#<mNWH>
zpWTH*p#>O-y?qu5KRgoHi&j7taXRqHfKt+O%gyQV8nT8Ppa7_-XWZ31X5eJv&fUE(
zwX+XgD!1R2j}3g4hBaFj6_=)+GD|BY>Uf@3mpzM(DmA_gSc@nszm7Qm>~Tn4G7Zl|
z`3&W-^n1DY-vGZdw*0#WnOeZl&z}t})xFy*14=zJ;E236b2c_NCnu+8+;}R9>!e0f
z_AMby{9}dQL8pOT#!YFfhLUh-a>y`qtUcf<+aHl*X+S`GtaqttYG%a?S-2Wofbvtm
z4N%}ajKJ1e3cGyQ1FVUFfHouD5wNyom5El?>OE~#@`Qw^<YZ}ly!I3j9*EJqpZMc|
z6x@zaOP2AN-$K&ZSc_Y%UF2DJe^D$Gc>9+Xa34N;bp4zd-+a|<2T+M?WEX+S?8yMX
zTsY!bW_QGF`zr~5udbHN;L@tFh{#<R7ngF%oDL+ic6fDaF9QQ{H55=fsQw7oJLoXr
z27*+w%31wViRc@zZB%JuV@rShWHcWhCw!`@Nd``<Wl+#}71U?Gj)=%UI`YB-j3)7~
zNFIZ-&{#erkN%x%w+(g>(Gvtr@t6RqK~GN)D#iT+&R@DoM8<dl6C4zDp#b>E#$j|<
zkR+e6z&X}UeiW2iRPYK5>+$FU)a=X-#ApgL>dNVPCPPs0trWpQLQG6C3{~i;;1J^H
z*ZML26;U-meAhK#23Fwy9p8LIj2XW%QDHAmpy0d&el7ooI@XAY{+Dws=Iz@c<e+La
zdoZSppd>XlwKZz$mmT|)?UNZMM|Z<#|I;(J{BGWDwkg<oxtG=2*7hn`9OuZ%v$2Ik
z<L*K-b%9Myw|@Dt(|$zJAK3f8s#xc#BZNxHg)_<d7#?*b?g|MBDIukWAA>TSC-Fd#
zJ$7p0;p5Yk&j0iYc%$Rdp62kz3vwx`At;Nx+S>A<Bpv+qfy=Q#d_KXQU0G56X&l>n
z_YIVXqW00A8h7qoTzj##yR$=WcK1>_k&k9~BBJiv)vG~0@Y2$I6A`HfZJx`$X|vv3
za;|%|hr4T(GIRewcI?r7SOnIL9SCaK`@;8J_FW!6eE80i)@a=J{(TxymLCa9I^8$!
zAf>xw$JwXy=evAqC!WD9c>WQc7iXC6h7Ss}wm#pbD(kHqV*EhVG7=P8LF$-z7rof?
z&X*DWr!$+|EC4vcyA$K)Kpk<iU96BcdU0u?bC2lCQkOobUF<OKk;G;daC-v?yt(wk
zrKx_1;z;c4YJEP|g<Y=yw?FSF>7mMbTc(C7TmYAWXL~A?9$dk6Qv1D9GuD);&nH3h
z=6?PS4hDY$rnun7Iezo?zC_?DTiU_aH(3gR<W^=yP#PJ*fB=<*V}PWTJGmWa=oq{g
z=^>>pZqma+Kr3;i;FvKjcV0k_PrI^y#ky@wal0X$5lfHDR=M1eB@|k+BX;aqUHM8Y
zrfa4q#arjfV<f`*HZM8z880_DaLx6MjCfxgIt^W;DJ6avB61Q_WZD?ey;^Z+u|vAM
zKny-d^q|{Ij^NaBhB*cKTCSx|TD&)(L;FF`6q9+WMu~?Tq9CpMnKPpx9>^au&u+P7
z9`XfIEWsYpr5yH+>05&`3&8bX<;1z9h1)n#;kDU7lzzCKU%h_O=nMRTK%$(lEU1ak
z**fu(a-*2?Jv~m}Jlya-<#xrJNxoU{h|22EmmNvr^>_{<eBU=qxvp3>ewabjc=zk{
zHw`Izcc%)uM#k!Tc_nNvVX5D!P+Tl*ZgT(l6Ev^G?Y#a1&En+9mV#-Ga=GJeO04|+
zL>f0jV*1JE8x`ihO{4miO}d*(M!LBp+qv5(C~yFpAY%iTJiTTT3Z3_J$Ct4L-sA~h
z)sv*1?m4SA{SGWS9r^hD`_A#PG%4oJ4u8m~fkAj*-7r%o>xupL>eow8q8?+P@_m7H
zrQ|4180`pspUNT~h$oZWMz60pbOTtfftkyL0srhlV~wvg>Dg*0WvbV5Ox3FsmaiFp
zDBUCF-Hw3d`RWSb_+3*30eE`Fa^!Hl_+wsv{FP(F%n|%={aa;E$z02}k3`Jc0GBEH
zfofpbQ!-2Ui|9~fsrqlxM`JTwYGNQm{pe`=RpTvOoW+iD`t#)I_e6X@M!4O9Wc%@b
z(eu2p(x<#6KV$G-3jw%AcEeUi86?wKAkW7@`9kY!C(M9E_RRE%0OXUEZ6=ZIl*(tj
z)5O^}`iHthH{}18bjELPcbA2a&d?f*pEo=0%v(*_itPqk_<cjM@Cn8>%LlF!H6>|g
zWxh718u}eLKU1C|z4yUJgDHB$6Uv3GDZ<>MXH#FqqgX@ph&L!sw(mh_k8&A=EDb!k
z^hs<w#>RfL{GYh<?LPpWLVOW5#ZMm&JJoyN0=)+EB)p`!3(9bzP5fMp4pf6pAK#{P
zEaC6FJneMZMan5O&SJ8h0_Spwt*7y83^J}cJ+X3sPZTpG8iMk(TZ@$w2`znQ_xblM
z-ecm=&DNrf2-#Xb){RI_bzwH{8Epu^j}%WaWc-13UI4jNA-4NbaoOJ@-KUg;4GL>}
zn{2K(NMXAix&8;L^74Lz&t!z_{ZkU89wqsrhJ^vI62ucPVqq8d`=<tNHTcs~BdCI9
zd<ue<H?1W-wsY<gon-H6SD89i(2=`OSsZeH&I#a&DYdY(`+e8Fl9JMa{*8#Bt*vZj
z?VN0xs6e5jZS=#0iwkOi&2U~NQq?ma4n2d56Z#VGf*xunoUxrV|C))IipS$cf!Dz+
z;$!$ZiUFW9L$F|qP79FxK$ens^G;Il`W!2!T5?|B;CGJJ@B`$@KpU}|JyI+V0Cop_
zP$|L&qi%~Tk4R*zaoW1&=vI{7l;`*eJ;{1w)76yZirUc7Z<$S?ddc?=b>PmdYHC3;
z9eY0a^`alokBZ)KZM>5w_b^Ag7ZtJ|*goK^DJ?bAR8?cu9UA(zO3uj(<bsqKoI3VP
zbbLtMGmqbQGf>E%!k>N+Ki#gPdX)T4uoV2gpzVmThW@ft%M#)Sz$1e)qt<}|-PPtd
z)`*B)<8e(aT3N5S@CbVB{+X8e>et--)1!AcA+{3AN7b`2Fv{hA!G=ftG&p|ueiq&p
z!@PB~I8WR=r_$v-Y^Z=*qJX|0B?tkQeh=r}v(So)T{$w^a<0;ctIbh2Y}5k&k_F#2
z&%C(q0aNr?%9@hbTCy)MFDbbU<|sjo_PJJ9SVl+78C|u+=fK$!A63*LV#KarT&DLs
zD{n)6WAr_IA_oX9%lo#MjRg7TKOFAu?O`7P3|QPoK5OEVkiE;+wpQ5&NVW8N#<kb-
z@x^7g{(e9W+CVasYA8tJ^u*gdX*qL+>+1Y``h`xFT{zR4-AXCLoE7?)eL}9TMvW1s
zOj2ZFXZ3qAMPnf@$g`=I_V+%YtZUXFH#TP)ZyPIlw2n9Tg(FQO<%I%B(*t5ft9Fhj
zOHO);2jdjU^$jlmmBlwa#X1!rChOT{uJ~P-7;eTjnMSB<*PZpUIk{CO%=a!~d~9W1
zYqvMfS6vZk&Zj^PRu{d7kgJoqN`?__Z46GSkluZZi3kr@MqlsOMZzWaux_BS;It<j
z(}A^;@(}wry|o}#kM^;P*z_4I`msw5ZD8duFI(<>1`e`Om+Lz_JJ>#VB)Xl4Eozx9
z4;2SEYtnSRdaP@cIBH@5(YGP}3v$tYX)-ehW*L>HeP6>HQCZ|Wa%*OqN!q@)u_-Hp
z5aj-{NnAJ;$B8NWo+ERYrxOSDuyDeT%g(#f*uUoNB`#Nv?S;8K_jcNpb)^+3?w7Y$
zHUWBV>Sj&p-Yr>jzh;E`zA<~@75J-L0Y43~_+u+`V`8qo&*9hUFa1!Rnh?=A|8*mx
ztW311cy-F#bUIS(?tLq!$z6qu=CR-2MAz{0rU<>ZzkPPYCE?0bJDFc4O;AqpFM0s4
zKick6xO)Vvmh4RwYsOUXnFW$D-B?BAqSvj0>KME|dz=MLopo)hN32%DBceXS^G82)
z5!eA)6YD4dg)`lB8yc0s)3CjU^b#C78H7=Cb`I}^reqZM!RNl<z%VTXqtB6*uqZm(
zWlIaSI!3N^eeSZ}Sm6N;`mi#fbpG-I%!G#2arlbgVcC$@gfH0cmzu5Qy&Krr?u!QQ
z$fySt=o1!$@$mnzwX+P1>g~e)D2f4yN~?sRAkrd&w31RviBcjBIv@>0Dk=>k-3=lo
z;n1bh-3T}+jdX+5SsVPn?|aU9&xdoa;|KA&aAx-GJ@f4Ktoy!y%i`rQj@u8q_sZZi
zX>qlq5Ze3k^ds6-qW2+^w?ZrqU#Q4j+jfIx7WQJVvaj5{sOEd|xymaDM!*%V-_{2k
z#_DdlQO8dDxsheKEt*UaL`~PZGvVJfqRRuV{BQ%_Zl1Ff+Tjph$du!m@{H*%RSXW?
znSo{A@9Y-rhklc&`KA(^--|yfqINygEV)$pyBGoPe&VP>ZOf!bCa8;t3jgXej{szi
z0N(&fn8QxDyfQ=JCF#-Vr|wf}Ct4G>TWPP?;+x5^B@jFrl7nNu+vCTk&Ow86Ye+!7
zR)#J_%KkQA#6$G_)Rv=h?+Y#$(|CFYMbVF^9O7d0-Kp8ijQMsqtG?f48@NBqTxO}q
z7_%}fiFww<#Wi;>4=aeoWD&c>pWr9oMb&Z!F0TiVjb<!g#?9Y0|8Vd8Gc@(4j-x0J
z+-mhP!o}#k@BvS|^XZx939dN;GLs^eUJse5(?YT9%EC1NT<-^{yE*GLIcKHh_%Ml)
zh&3gDFs*%PsdjF$BdV-S@JbH-n6sh1<&=-EyYcR>QCGg}1+i-FR+R@m(g9A+?^>PB
zNSuopO514e=>O}|Cqzy3+G3W%Zk8DKoVlKbPCR#qreGp=nw0jJd$OqA?A-I|fqPF2
zmKG*EML4ML!LpKQ<g_&K)w-AaVom!=WjSitecw8WM$LSylX9NQ*bP>C#K8UpTK8?5
zLT`s+X612<>gwu{53L?+Bd8yYF6vuo`cYh9y27P+@&*URi4uc9Xa6*<N?ZJWr%fN!
z--uNwpu~?{tLWC=V$*U;|NQx4eP2spY!UrKQnyrL1=GIti;zccULJBQYw@c)lKn$X
z6jr`?y{k4O{KQO-B@XIW<d@L#`HX&I+$yJfuOiAeJaS>+NJdBZfaH_e)})Y11JA9t
zegnN%Ce!1&ApGk0_GRbrn)&mH;zFycL1y+RPGPAdPKBOqdq$<f1H=+l!sU+3Ele=F
zgg3RE3!Rr#b{(x(Wq0zp+*s7INlQ0iJKHtZ5M<Jqt+k68nv8R0$7F#i_1U^X!355y
z&5k;4C2m+QAnW!O@5-|rM(S&mr&fOxku+=Xa6xn_zY?F$+-g+sX&bD*A~@Gu<rd0<
zHE->e#4=vaZ$IZ?d+aE^Q-5^jONlt*Y#=W_Wxw{j2gzQ8r99-?-b1h&fP{4wF%koC
zC@!F>wKX-rmEQ+oL-l=qVPG%U<I>6srOQc-tx#x913AUk|H<i9>+{N`n!L=u(X(?Z
zLT&;S8*XI=U&OA(ZZDn88i-_L4<K4e4dL}odqAs}MIo>LD2xtrrWp^y9_bVRTpn+l
zULQ11LoBx+6qCd+PyPNavrw^Z78hXh>{$|ExdLG~fBm%R)Pn=PV7x1CSRpw-?uRtT
zUL>Qp2rkNE$soyiMQjq5g}{&GuFpX#-t>G|7%cQ^a;vYi)HULo?aA+OYYQvS^K)st
z)`RIteq(cL8UJ1_>J~4rvZdvXgY5{vhK5GuZ7aqD^jVz{u=Nt{7C~f7$<io{UFLx}
z+qd**DJ?f-O^uU%qWI|DcxbV6#!q?B_gGTcOs*CPq(!R_?DaJ?N%8&E+te21um3pA
z<aSlSRh({ju`hor_WlO4>X&Q>2^Eb0S`k+~iPAX*njb4zqRSm#zI+MLt|p*MlnWaU
zV$rLu0t@XB&-k-;p(&J&MCgqW+(~TnY%Iy5BzB`cccQ)Smc^LZKceFarFb9b!{$eG
zK_ONFtMYD`D{$%G4*Q0d7C)p9_TN1A=c3Y~t<e&fo12^1Z*ckY<&hF-d3iM@Nd=IT
zL_d7^@O@HJl0CJ-C4F!oQF;W1#wtkI%yo~DOE=VcPZ>XDGf>4U*;s94{Yk(n+`L*J
zYWP~9>pO|$0|$rObHn)>q`g6m@`*o6?R=VdcXq_jIj>GBE)^YE0>Dr(a>LwzINvBB
z+!i5Zu&zL)t_I!F(V@$^4q%6G<M3B!f|$p*399+pGsMITg2n;?b7Pr^yM7#^7M^XP
z2gU%|E!DOFy}AHeihX}-fzTUBe`AP6@UJfb91HY%wT@IPqeTQU`Qvh1<#`|_E!n%U
z*TzZQxpPESMa6U4#6BW;d=y)!wFupfk!9!sq!$&1Lp<f%WYYo<Gqcyg;Gju+{2krR
zBgAStLo}PWWo2Z(^>-hd0>B^TvNI%u6Z1Gjwvh4Z(*w<kZOf<$T8Y1H4qwOO+Zx)2
z<Y1f-K6KX$zxe4^#70klckE+X9I(Zd)zvS6BH=Z&WfM{v^FOE0FN5o630(F-G-Dk=
z8Xhr_dmP9N3JS76wAnX@locDr4Ko$i#5!1A9J`eS7nCc9;y-Kwy+lKXTPqW7X+}}w
zWe&H&7}ojS@HXC6a~JJaU)M{Pxac>Xh8~1e^uiuHJ3Fml#n%uM!*j5=_Z$o<+q&V(
ze!RGNb@7-ZrmVs5hRko{1|yAW>}!;2-?=g~B?#(KTj8J?GWTYoiNUQ1j0)U^r*1iI
zzOWE6%U92a{JMC=*cQaqTchGg4)g0Ps>{MX{I57xh6xW{_<ZKtu1kONa**aoXAh;Q
zS>{enp7XYCB)^U6<QlQa&H)c`MfPs>6S=ZZC$P&Pw9Ao_%AIiz-IV@5%0p}ZrKS45
zZqc;iBVT&oep6vCqYBwyv#`0sp>|@~)`HGl?S!SBB^@u50GDg*#kfmz4Gq<y(X(6n
zOnaX{e?HgtRpQ8ghTNBCCSiOND-D63TUaGkF#^?F1rJo6xkGw*l<ye0_rH!(>!543
zoBN?$#6Qr{eNDu|Z989Y2a2tz@2OT?<T;;;PeNclDi*yx`Sp!;om9ivtd6V(4S&E<
zL9X?lXa{$P%jPyymKP}Zc-ksGL!Jbmu4t|_bsV8NzE>k?)EW(Km^{NB*)T`l%|2Z<
z2neRd+On6p4a{m?OUv~459{-}oAK#mpn|7z-PUr6Avo5Ny=zc!QTSMrjqmBD^Nw`>
zr<X|gKMJKT$SvjAWEMaI9)q0&7q2(N^p#1KcG-)a)5B`Id$Lv&L=%XW$^vqQjX$%0
z6J5MztuX%OIQ5eXum{{P5izGxD$ya^|I=3~-u4sWO=8yn_&7EcNd?>={p$Q@s42il
zR9H?OiaFJ8ULW_G6|Xj{04-1-dw4#BojHR~PQ_U{YO3RzsR>EBW0vNf^_Px#un&Q@
z#luxPjKxBtkB~ztpEs`NtT_eZwXELB$zeH;;q&^cdc@6OWUY~bA|U?RaQ~e+rtwa+
zk(8IV0}93VSo26dgczlfmKi0(m(h6p3zRfIRgTBGW9i@WlB_%uHh8Y4Cg|d^R)$k?
z+#*_jaXu|ja&Kyk{{8(C5j>mddOC06a#Ab7P~vxm+5@&=C`Wcx1L5j-Id-D2PYfPg
z87G=>hcgq{Q)|<wB?Z(eK{g0X68eu-r_J=`EDUkIE{zX)`K{N}M|ysIw56boDH}|g
z#ry*^shfI@tthv$wN5N;h5fOm2Sc=HqR-a-z+Zv0{StXjAva&%jdg587<!;!Iyk@?
zEMF}JDmvH8pcj6^;aS`o*vKOV%s7z*K<qB_8))j~dCOkqfIuWsZO8pEl1HSmua3Vf
z#0{)}A@B%vk0C<KbEHs57<>d(@)P@=zZw+I;RN!3Y{PR{w5VyXx4ITq>bcy4=9CWD
z4G%=nM*S~voV{2M@44_+Q!CTla8Ih{DBf`L1IsB2MYeQhPSDlpjw(Y6*;7_ll<|RJ
zO#Jv*y+!~!YGWtv!W>hpxy&4&K6N;UIVanp>+zJZ3;~^aId%@Lrswy~#E*QC!Rhe-
zeMzTHVNo0gJve!W`0W0CYj%8OEjd}Jj5bmbAZA<?Dg*=oudmfhPcOT+U6a^D#q%Rh
zN{BXt$Y}Ee+eVGcrLtEx^@<3SHv8vM?Z;?a;Znv9V)LlN2}I>i=<StN-vrMiB7A=Q
z_<~hsENcNP<lxD1TcBU*sSN{ck;9#f^$&^w#33!uCm;Z!z^oZ;OINj=&pO3qF7KzU
z75pwy+=0+c35hd^LMCruonvpD;XFQy>Z!kof5rj9=NRj5%>R(4aR|Z<V&QjN_QzFu
zboeQ)CW-Jo$`GIsN|fPgMK-BWy&r@H3fQQ-s!?tj<j6p!LgJ;J5!ku?IU?V$U(y44
z2?-DVzOO+7Lc*8)UGS1hsMM$YlswCCU*0)99*B^MBk@k70W1^I(z&kc;O?7>k``It
zLuDWSb5ejTef#?$q-ba@TqbjGIFX~`Pa~)DFIGZdZZP)zIMd#b2vxJUSKnXkz50(k
z`@w^QfUB>`pv;kQ`%FTQH_DgIIcfg-kikKR9M_FhG}LtTOpY2*@~1YR_r<$uhtm=K
z`w@U#CS0x*c#V1CGiRe-w#4vK68}A004IgBCEL)C{c-!uS%Fs{-h-d|@OSiFT;~ut
z5!E1;Novb>9d&^apM)c%?4J)cxYTtt!+CFeTe!(vXBH^T)Eq&<X6u;zF?{@k{HER@
zHXknlZ<Ty9m#TjUHk5xq1K{*KIMbp7>-)7wbfwP1x#T{)Iye8pSm1YJnTV^M+)O8k
zj1I3X%Iys$EspEVr=nD^JkB#`QOzfj%MEc$<PDh6p`+@K_!BF`6LNnlUisG({=>Pz
zhl|7F@uulIcgOh#qM7rD?TW~2EMLPeE{ArB4z35cZlNqRb&!LB)dpct{lmV1$8NoQ
z0k$0#l^^2Y4b~Vn*dITIeZryVo`gx^;PT_42L;c(V|rug#m5@`9gg7dvjheQzeY03
zavj)^ma0MSTnA;pvV{G=Cj*KZ<Yc^O9#~&Z*c%xh=9Wn>r>;AG%MRD>`uBSZfyukb
z2Q1Zi5LWv7o(})U-;vBIpK7l(U1iCXeRpVq|I$~eM?wKH^YBFUihg^LhqYiE*7rOK
z>%T8q{6BCF{f}7ZhjLQ)M|xM4f&}9Z7Am^OM~W=RWxRcTuK@TcQqbWB;3P8Iwky_p
zHLTaa8wCXf1n{*$!ajK81nQHuQJu9f-cX3Df*%_iBx{s(Ej>Y1Plj68mp23^fO;x0
zYNNRzV9N?PjEpv_VP5orIFS940Ds*HmEkp3R$um#Df-5?HZ|w(39e8Szx@Ew+$@e6
z$nBk8e36*iYb(>5&e>qqh)`|Z#gG55TNC4+kE&yTHzzq8`(r`(rx3=n#b|8@WI3mR
z2te+59o_%w&YFS8UiybBipa=!g=+?AJv}j_-CW*9Ea7u}<SdIITQ9Z0dyl++-;7U)
zd%4&yN96a+OgbcS+N!G|oeMI}kGW&NuQOLy*^aR>DP!mI_xcITh(=MW4Hp&Q`}8%I
zRnEkO8LAgW9UYy*nJr5h8JWu1QII!)#`VrjLSGHG4oN_*inZRI|51wU1sLVRMFD=1
z^52*m3%X`z*+tFe{vgH!44s9hDT)DXN-SmsL_}mB%#95V=fdiIsl>ogocMDr*Y9xO
zP*&#j1DxdF#v$;ltgTI>`mcS1rrv`GXNyZqef|?v#pLMd2!bue1`j2nuJ<t-iiprq
z#(9B*f^m;w;tS@GQZ@0vQL5}&8O`5Mjzq=<g>6Awas)dyWvpl)$7hjfh24bWTTxGs
z0gxVw_V#>;jeMw9PhjiMp&&Z(cdzho6Y);bW|#*a;CH;siq*m$ogDtV778tgk)<6?
zUlAYhu`SK?B8aM>Jg1@ce|v}htLnauK@6AWzJDVqp%b(;jaAl%{EUsMEB{3ZB_k*I
zZgLt%Ftq>LBOH*a>i=gl)qhH%fxMOMm1jnOkqrHtOZC6)3=X8wnCR$ldLj4piVq#b
z8?!6hWB-}Iome{>7kn#YY;IwJL!q(cC15&mjV}VT(V;67<9wE5(y&P&1YH=(-@g2h
z{B7f>_sS5pUD_!Q*QMq%sDEIw3!W(c;8=;5xcQRDAa$Ostb{NwpSg>|Az!0S?JuQj
zzeR`o7kc$SFjd-kkIw#|YWzfweSpYM0Skj{^r(Zuz(wt+i}$KoIQQtbeBAc|u*6!E
zNl|#vOTm1#FL^F^;NQ6Zv*fiaWkf!EZjpS|&a+t8b1aqD$ebcvdtw_`+C(@`R{?vY
zxNRiB;?Vy4TL~i!n5Wuq^u?%`JuTqt)P4kIWz>zLjFOo%mm1GdYdIcs9MP_1igSA3
zoAV^VT~*@<t_%;<yHvBmMt?d%+W0r<Pq`<N+bz{+?B^MCLb_3A9kYrpL&f?fz7J$9
z4?S~F9;%%c{c_EETm9T^f?_@t9I5w3c2#_zJ*Zt>>_0C2a=dzWw_f8RJZn&rQ$uy@
zTQJB#sUJ(f`$O)}PVX7GaiEzA@$slRa?)n=FxNktC6D};L>iagf5<KK@~^5f30T?`
zFo8o0`Y@>-?m{My;!i-KW8)YLow+|4^E!LEA7pNQT6Qs%Zp{+Z6jp+w?;Y2Jsm1I+
zaS$s!ECctl?&3HAyMN3%*wa+k(Yk7`jeB&>6bBJQeg})o+#=AsTSR=-Fr=&3SBcck
zu=OH12<<pFAzx@*m#Z`o_*haPAjId@f?WULzyrDX6MiR`<6(2scs(nr%o}5h&SZjx
zjDAK(cFNyw;+GKq9qRhQl6;r7LTk+4<W0mvXFhbZBe@Mdhjh0GE<_GamF{k>f>_0`
z+3tMdHbgNmj4VjL)NUo6`Xvtbqp{K7(roBC#A-{#hF0n8zK%KVu;4OJJ?j^g5ZD=8
zK9FhSC9#e=iW1!zJ!*BNNGM;<mng3=zv$N>s<VkXBPqacqMf32<-^B>l>8IsP*uqL
zttX``y4<|{Wina5#QE1=;j535iYE<8``+h7C0(OQ+WAr6&@PT^i`>{nO2)-9C1`T#
z`(vqj`+Wps=F&@YL)IrAb|y=A`EwT-BA*MZ3{&HTagnr6DFLewy8-CbrxonhUBM?y
z7=?YEhA#PGv|}&Yek%0gYw@0Q(Xg@Mj<^W%q+|E(8-f~-E{FQv9>78pI7Wott#_6s
zKJE-zBI>3UuANtC9L-5N6(zJ)Fk6?TqCTkjE{6O0*<AzmV=a{AbbIVsR9FT##$ch(
z$R}JAy*<)Fy%L`-qUkxU16tE+jGek7k=917!k@vgZHXlcs7!^+(Knp!WskyZwg2`J
zc}oM8I7^ifG1%6FVZ)0b8$dIg0`V_tler2f%w`5&clQ8$>ht1-SCl1dnU}|mIn?5)
z){oX|S4G-nt!$nU#pQ7s4enJ2*mm9b@R|CX`;8js$s~e8b5I2;;nn6pq!_EF+*Vqx
zrfhE#z18m2CSa2ZUpqm50$49r*tzVem(@_jxh!XAnx|Hl6=vjbmTnIjV-`4qZZhw6
zzml(l9CZ<Vb$y$^V;yGC-4_T1r+viL&!j>prTCE+=Z%S&$4asUIN9@7D@%;Sli5^a
zVScABe@{4Z_U5m-IX|RGg2$F?UNRn_t;63tRqkfkc5$ptptQh$qP$p{)HOkveRWN%
z%UW@V3n`ufFLhAZ&SRY|p4S=b#Gb+b#I6`6H!}~W*OFgZF)Er};$QKEjOT>9OjJBw
z{PB@oq6OG>{(0E1527Q^a_f_-iY^9t)6~e>pgbNzbaNpqW<>guqWjR)=pbWITq(&k
zc(&jo+yGUKQF7CBMMRIAvx*9|Z&D#w!4##}aV*Z5LDD6=6kf#8s;H=l6s7n4utGBd
zEmbqQRFpI4LmqFJlzyyuV`eW9nAgN#yW@=6COy4u$tVPKSR##|KR>7<O$*Q|D7i-V
zw7dbvPHrgf>|8&Cs4NsWpWr*9etOwDwaqM!e(fel+Cg~p@AjbEco23qH!+{m_&9fS
zq<o~?kScw54a78K$lAhIxC0umSN8l@36Dd%icD!8fA3e-sVs`)RU@DwL<tWCGT6pr
zmP#y21_lc`koN$Xt%LWFg>~NQuO4Z7{tS~IUjHx$dE&Hup7PhBF0SIyuExEKt(QqL
z9>|H^Tzrb0*yM+UXEv--2qcert}N`w%43k7oiN#+g>@T~<2MVJoC_l1^O5JWEOkQ(
zpoBk)R~T5B+5LR5P>z;<Zx?f)MwO@F9Su@o-{<LAkvC^jve9FKU~zk%NKGJ-U6eZv
z5&;ID*Ahj&hJq<}F1^EL<Rm`$ZdWCg*r(6IMJ&zniZ!?2b|n$2gpNCGywamX4G{l^
zr?2nfS;nI0TOM(ikFMc{W975ZbIH80L@eMKF%?U5;*D(k!{Tjw`~r<quE^qYiSGpp
z*$Jipz)t$p$_Zzm8Ts@A6MY^Z?gl?pP0&H%Q@1k;6gEhN;tqDrEEBUjQoM3!C?<z{
zmRjjhbuy;YwT0(v#M`R1!>6{ak?rPRI?;P_^mZz9puYJtvC_Q8=@)m%ra|7Qj|y1K
zwbaAc+Ua~K!}c)&ESMIayyf>-o%oSUgGQqdE{zYirS3)yH3e&HWm>+rXr}CH%m(-!
zBUc)4Vdm3ROwG_~R-h1@&&NuN?ffXvzUhNprhjO-1*U_AJGtETcH5^vBuk3aov1Al
zcXd$fDQq8b-dgQzTkj0X*;QbE!=rm?)~C-eg_v9}@d54X&YFjF<vg%}$<a<l#NeJy
zEw5vleiNrWE#i6sNIypirInvugb=JEIC04y@+v7j7D6kqB#cF$=E}_<X#~mz$hcQT
zW~Ut`pA+JL-B;>P2U0Llm=b}O*36vpeqzGV(%M>OX55<CVTNHQdDapUvn=*}_M>FL
zR(;RbcrY}OmqLHsrbXpp-xbW1{qp#4{Jp|A05wQYNb!Rk)`yCSwnDI5MfK}9Nodzq
zQupy-tu^a5vYyR5TCIE%wc`gFKueI{6C%t(&k-ag(2*mhWo46~Y-VsCW20spTu+vM
z5(yrbxVgp@iQ!A}HXCtlyJLlq!oq3WI2yVLEr^Ha8L0F}C!`=DKP9f3G!?^=flgii
zV|YW#?tM}@+i?uP;=45N;||5`-%irPE23-{IgcO<7ue|zz9=?>E~_Jft4)FQjjZWO
zytinRz`Aug!X&0pZu7;fX$c-Atc1Ax*~_Ez_!~2f<9peoG`$)fodszPS_W%gI%!fj
ze64v2H@t=}_z^wZ(9;247<5ggpiQ8Ud(5@@&9T+GN+;^!iP?4w9H_@-TGTH#Z*e1T
z;(xGI>V;@%%3@~o6s`9sx2JmisI0$->v&(dvM?Og>!86vvsEKOeV@v@C_eJcxLQXC
z36E~H){`P>f(@Ii9NV|NPf?3shFV~Djvh0yBXp^ut>xaV=TmbJXW6XdwJ2S}ct#Lw
z>KjgZOhCf~V$m&67I`bf#5Fo)j7@`SVHMOjaa3fzY%U9P2;{acSzwx0%I1cs_Epv1
z!d1)@_F3JdLf<F__I{n6o|FvS%Z92$4g~sojjMpl?i?sIr<IQtd^}UrPBfO4lUdyF
z_}ja~y2HDrVDu4{Ghj0INNHtm<h?FqJ4LY%_oD)V(pR>VDxN}y4$5ZtAwvN6DtAc_
z`;MvV*qhhCDQm93u;m+HVK8?<2%>JU5l8+W!P^e*8D--JI}a0MHvzwp7v}fMN0W3G
z4Tq95EoGXor;SBhew<3N<7ga~pJfwZAJW(nps!c<EydeKR`-(x1P4^G&~B``fa6KD
z3>*2I>K!|~j!8SYguv>F2&KC$p}~b0?7f5W98`ntGiL){<-GdsC>Qo+bgig=Qpk`=
z@=rT-kCttDTDrwCO&W&CLV(3?j(e4j>)%5Ug20K}YPwP~9V5<lXBE-pdiHtWyv4VF
z$I8lVZbjy_ZIxjRohOTtR{@jFGu|86ab`DrT-`k}ry4^otF`$C7$$`*c4K2>4`8F%
zDTV9IEx^vr>)&7CkdD7NjJxNtoH6|tma!`xf$uM|^mH!Ys)=^oUioM&WtdJ`*>Ifp
zzW-22Toi-6|8h!$*p7Gy@MOeh;}h_|FZXhjx}i|-SHOT5U=|_QS6LjS<YPKjTSzkP
zuEBV(hr~E*V325pdrK%O7;6;Tk)3G?PJ}sIT30*v%^hQzU|M;<<&>#A^PTfOM8B(V
za)#qek`NIQjg5>Xw)o7P1-Mvda;jIhqtyv&mUITFP)oqVXED-XmleW;orAJ>AXZUw
zP`pD;CgpPr6WOewb6Y`z=HiwYwLNRf&-~i5Ea205yb?R&dGrAZ5P=gElO#=6M)(m-
zXJS!FAkFRs-EOGTP_f-qWsYwW+;a5&G851%xfXVpSjdhKL%0KgT?@7Xv}><;#}#OQ
zOLZmgny7qAGmWw~Xx6~*!3dKt0$zI>c)3XcZA3aF<;#sM!SCL+PwrOkEX!hMbL*}N
z2t?`X>P|%%#U?=XOT5S6?OsND`W?;d2z&0_&uO`ZA;G|2YS!esN)fp_nHgi8hQKr^
z*VenqoVn>8t#^HhpP3A<wPXbcYhA`{*y@LRF`%u5-d~t(QqGkNSWlW3+cj}23h0q*
z(DgcKs{HQBF!}Z64U!4xs-6Uts4=L@5Vw_q#4ytjSFi}*G{*_5L-bk8_PfC<!dip@
zVJ2;{LXp(L)CxpVXS>0oVWU=ddkH*S)(?F}gi3|q2;UP_7@p%en<jdnNs&;S%Zw9b
zZ}sL>DOs~Yr(`1BV|ONPT#OdGKel7Hzxc|n(O91DC(-sN{JZ3fo~OfF@XnrulfoGh
zEY+Skt7@8=n^Ra3@2=&zrT`{<HF^69gg-~zev0fYicQ)mr^+Qj+sBK(^L&YVLMec=
zEnj?UC5z{Qv-U@2vt1`{j$dJ4=*26@^OVYSe39~`B%8guH(oAZEV^oCmlv*m_cMeA
zob&n2<~vAwM!tEdHC+SiuZw%Rma%%l4ga>dS7p)n@E?VJ5DSZPi;9Y3zI{7_oK3wO
zjY|LzKhn^`I1@f;6MCy<5%3EJ^)y$M>0FwRsreO!kdN2WeNU~Cr`2%;q_m`8EwFuZ
zWEWE)P3n$p)0EXTw=K?5{`_^t_7PC4nCy`KV;+;*34z?(L6dZ|n|*I*(J+&weslnS
z*0<KaEz%2gq}VF{=CHRA5cxi5GG9x8Rv>%Yg}O=lKE+p;k{hXA?@R9v5aQ>ihi){Z
zpYcABaOQ@<BhqR|Zp&s8LNOmqXV;dXyya)q_Fp6$W&Y}<bx-n9SUr#_tAObVEV!hq
zsw%U-mGR)<U`Xta9&;=ec{1Er{dFt(=V^`fqC3<>dOl@6@aAk><xg3qFh3PDnV!7{
zx3Pp^5}shCev3xf)*+G@&sj2_US&n*$8WPFK2~UY7IG7T@%7hB>bmyvC8r8At$>1#
z>vMmgC2MnSt}gnb30pQw1uuY1v&4G(Uf<|hUYKRTUo0N%87_Jp1~=&{e_}r^3IS^b
zESs1(UpcjD`6NGJWzERa6<0Q76J%jva8*KFyd9L>7V?|c`vzZYYysU@tN9W2FRJ!q
z;G`g(sjWYMBIkHO^tZOQP6j;Pz^A9~{XuHqPrc?Ch9PAj{r~PxA6bWqZ}BT7NSIi2
z_#&{zEq;6Xh|C^Kq-nhX)-|fX_{EI6=sIm|(b0Dn3qufvkb}N3sn!0{O-_gnBO@u+
zfeqUAv)a8TRnry$3qX2g>J5c<JV<%L$h5WrpzM~z5UUH7Bq;dPq!$Q@*co8V+=Vs;
zxq#)OHT!|u)#1+DW1Hoj24IDWy@L!g0*3fT^R(;)=fuJ2#!v5$zFV5WRovP#15qn^
zCcAjzg2fGd^E29c`uB38-c+w53Btc5;n0wv)37^NIEGAqKuzdTpP&UZAPN-(B?A2T
z&*_loAfWjdi1GMRoGqAQ)Lq$?Mob(T<s-#uXlM|Q{e**@ynGKP*ZLPS(T%Udw6FL^
zb;0t=%5<CS9yf5~0)2c4YHDh{rax2_Y(7W;v;rl-6UD~>vMGOGcq{oaaYPCejG#(@
zSym6Er9B@RE&5*2vS<|)lY)_B^{x=}1?FD%_vOZDJ6Tx*q2+o8U9FLc3C8)aT|dc4
zNyEoJ+dM&KYnQ7x3)DLfF5bxo^n`4_VM`*w>w}IF?&mwK7?uD&)p)WsMmN#SYzP@p
z7(RNgnF+iFIQvne3*3f;y0?OWD;+89%nyWucEtA&H-&R6@Be`R(~86qrgu%P^*u?0
z#VN#}M(8>_GG1)8ktK)j8OhHzE>~j9I%#vh8JM*d@i0qW!pqAmk@MF=b8W5UnE6QA
z%*>1gWaRBPhs`UtB&{PgVWOe_dHfhzX=zS`Y8Dd){9;0IfV_pl1|}t%m<O7g%_854
zqIk`FF^b8m%F244US3=~km`L4DNV}x%6%6A>Bs~KE_?pU%x~?)a9RKAl;z+VvTS1e
zkzM-xV+J8F&OXVo=?aUsh%2B#;1vc3i2&317U9UQlmMX89ZU?rVAN5UG4pr__X2Kq
z;Ir%y2NRP~RZiLrO%)X7G71XhTK%VEbs{++t|ZoF(AAWCCgOI0%?G=o(MGAd>4Dnn
z)r#$T0gEyESf5}IUSC>~SR7`CO&pCcxFkaRhZ~5gnz%|=5f~KdXV@0&SJuJ`@Zn3*
z2{V6Q6DKr^r7gy!<2D%0uY*w})Q;Ym2M{3MOII4tNs>C<27+V$cqg841$ThdXp14A
zu8+gw<#P`CN6e4nukhQ>hWE2Je7(16EFQfDW8s+m(XAezk99e~M9%b*l1NEk$~(5U
zwz|}NkZp)ED_fHM_S{f&Cl^=29Wq$uWX~-Sa4MSDJeH4UMRd9Zbqwv83M}X=F2(NC
z;}a9!dipDmWO2o(n)lt`I-+2Nl!--zBdXYWg^wA0XlpPpvmJVq^k?>|0Fa5~YD5?v
z+ywLRAAc?=Xou;gEVf^M(MF}l&&XFHGYBa3p+$g51YqScY`Q8S{B0O~6{0ZnF&UZ~
zSrk$-f(0+_^pU6(%<b?YS$O@`y>Lr#BhqbpktPs=X}@iMfH9`VqN%!o1~YZJgTQ`w
zt<R^N!MtRe5d#U28df|V?ZyrI3hvL$dyo?T7JyM+-3!DKh~flEkl}(s*1K2R!qOCC
zK2GN~c)Aw9SlR%^q!Xx%jHwo=l_D7aF$IfNqMi6{3t}>J#?h6XuP5X@JZ`K;cY4-+
zfEAX`kYrSd!6DODZ79~^2hl{$%ySs)>0-1zVUN2=IUF&;wrBq_2D0X=a@+>jONNg%
z>)G1pA920Sc;!kv6dK>mzQf2;&d2qOl`R!z-wi=+(q$JlXg*0yKe3fuWz9DntH<I{
zg0JnM)0{GGK}@<3T@~f#V9;XaRRPQ7$g$KKtJJ0N%EiSOxu@&_lV0GoWmz&Fs&V!+
z5<*v!l$0!_7TJ_ySjemca>;sHEXEs(EAcz^%E5~hcCmeAa`1(ET=eI6M$IELoN29w
zS@42<MT|f$zJAsAIoY2fYT8^dh2<iwOf?0Z0(SG=n84(3Em?(KaBoOkOPoHM`jRUL
z0L(Z}%&IZh)mo692;m!@8u3Ii4u+T1SWA|*!e{Q5xP%1N9<<Rfz&;3e;mps6igNqb
zR*?aCx5=9I0)z}t5)zW4cV7{(b0(*znwIw~O~izR^h|CrikQVe-*m-exr|Kct%{t&
z5YoXv+-N{&g`fZ5X7r+T+(4|lcI}!c5OAhjXRzkO3P55nc={E8i~vPmSF6KGS)dK~
zgJ&?Vksr9*+1Ga764NS-*7_x}WEZ^(<#>|4mUsjeeGF+Yc_E9~D&Pk?zj={N!>0&}
z2yq1kg?b7U>p_Er#KhP*9ucVE#thIPWlhaXdB;&cuesb%D8}~@5%-QCKi&-^W<lDj
zCquE4V_-nBTs)AN&%>P2ei0hHBHfzPxm0{~bf~SPZZ*iAO6MrC(CS%aCPsnlz6-E&
z(qLtL2Y%<>#jnH%FARegQH1TlBN7i7h9XiN;H~-)y=*my(VyC`yEe!hJ%Nl)LTJfI
r%k}?e$T9rq|Mv;W|K-7*Vf!a&#$&cA%SUb^M{-X>K|K4e&a3|c8Uu&h

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/resident/wren_synthesised.csv b/modelling/data/abingdon-all/resident/wren_synthesised.csv
new file mode 100644
index 0000000..20d8bf4
--- /dev/null
+++ b/modelling/data/abingdon-all/resident/wren_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,21,0.30323259999999996,27.760547213422353
+2,31,0.3365425,30.81002491345981
+3,52,0.5608716,51.34706008677081
+4,60,0.7522345,68.86608284470456
+5,60,0.5714796,52.31820858742669
+6,47,0.3732683,34.17222378274598
+7,11,0.16643982,15.237347439897682
+8,1,0.00210147113,0.1923869284569305
+9,3,0.002405253952,0.2201978477735135
+10,1,0.02980923,2.7289959483603217
+11,12,0.051015849999999995,4.670434222962415
+12,7,0.12237996,11.203724987210277
diff --git a/modelling/data/abingdon-all/resident/wren_synthesised.png b/modelling/data/abingdon-all/resident/wren_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..2b2e4ad7b79ba8a39bbd59918776ea94e85e4129
GIT binary patch
literal 76512
zcmdSBWmJ@H`!5U#C?yI=2ujTW(hLHEG}7H&G9wKNh;%9_%}^2o(%m6lx5Chkq#!9F
z-SwWs{XGBmuC>?RpZ1qMYw4iOFxPd)asKMylbVVw5&lDb3=9k+dAS!F7#KJ*7#LW8
z@8E*}d70m92cCpnr1e}h9bdV;Gj~E@D4V;ywsUl`vwlhEig0qac68w7<l*Lg#!hGD
z;_}*Ah>Oeqe_p}q=w!*&X85)r{1m*`a{A5~7!)MvKbV$j!x|Wv7#Q*|B(&U8HfL|U
zX=+p7-tkRRnUb9J?3(lJA&+X3xPPAtD<Fj7_Y3SpXDkLz@tkL$VTkRf<2lbbb%Xk8
zuK~~D<ScuGsbT(&YtK~SzPe*3LBZ7($+^Z=nlEi;+<qVb`{?@cZL%Kg#s54K!~NA6
z{`+teBn%_D|DQ*6kGWawf8X}e=<cn||9R7r6D1||zi(nl=xAm6@0;$|(csE_`tQ5C
zmbtkV{^wns!T;}llsc<Xy$hbu7nRv1QN-PvhQ*&%)-iv0f3qY#wa!>SpR`PCyZ^Hy
zJUe{pZFV0`c=3R;VT&jj4CoK^nAFAY?7UV=6{gyns+Njoke**$478i9_-a(=MEUGB
z9lyhj)dnjv^k<W&04^bAdcTOTudkcC``6bC?Rol@OlOB1!HK+<zt_hK%a}>XVyJz|
zUVBBjT}>7S6VoP%Qak;Mqj~PyOSWlTW+s8`EH<d_cA1F@SV#24Yj+-QPV(NeQF`%$
zEX^|jcK?3#h(UvE@mag?))e1JO_6>jm_Mvsl`k5#`I@;IZ#TwI79+)?cr8_u#}iUw
z+RR#?Z#M>hB4tjhk-tYrM~Crldro_G_3HAR$KnU!!JiRXoV?BNpLr}sP4Vo=*mMZ{
zC4C@IG;;`@mb-B*kE>SGs-mmns;H>sxwX#i8qd}X3pk2VNNA|db4!h{k~mBKUktxI
zN8X<<HWVoA)W2H$W;?-o$e3MQ`z~YAVXpDhNUmz(d0!G=Piqn>SpGZ~U@aQ8&(t{&
z<tS4hX1AEN1)N+S|9W$M<&BMllh0+vteX1Iv||g=yLa!3jOs|h9ew}u{GFY#y^|y<
zlM**hwvg-Q$4Ady^PJWCWlud9+HsVU`H8@w1(=l9zI|)lzBySrM$G8gxQm-IJCf=<
zEHkV#{3=$c+IE8f^3EzdJFhsDJBiHRwAt%)G%}imM)~ivp(^VUmr}0#_thnP(K{lS
zSwa;>79J5HldTX}=5y&0w}5=TmWoYiP-W%c|K<52xPG@k*$HJ1vqH&Z$tk>sju$7p
z>&@7y<Xk2xYo9Gs-DPH%Qiuo$DkV5j`nwmIVRV?ir~9jmC%cQR&QBLwO557np1q#O
zxVX63Iol|;I9MBE4IG_{^5CefQu`{&qF(`d9`^AgjD{C%!>&Kxdno2RL`2%oYp8_U
z_oh?q@;do6ToAwdm)}F+Y3JaUZPv29KE<piEMy1XCjJplEr9e2gBN$J=}-l%ZEO@i
z)=d}39L-agvj5fa&Jh_IcjmG+rHyFnUaYVjh>!_?xG-VrD-DM)ky6Be3JGcd_GWQZ
zH~==IS)&*f0gpgkavIk|&V2^b#2k~D9X7^`KOOZXytHny87s)IGeqRUcYl8$YVq|w
z%oY@!C^hX&mk1mc4&Ix~Qa(T0DhwF4j(faqd$>NfzN<m2s;bI&8PJ#;&tdrce7i+A
z(e=p#O3J*s+_k~49i)*7g0J~_cz6o#YIHibT=GwL%Ku2CVRn{PP?Kcr_=RX7jEvu3
zZrE;?ieuFtb!WMRO6ejvTi-9y)EaTiV9^_RqB!cz4~Kn8mZ~==CQLm0M(@f;pIz?t
zaIIIvPim@~;K}l73OesJAfMSUHA+oH4o`P>cGS{N_m+DKzb+6^a4L=cR@@8hj(wsz
z%A-N-E}HmCD(FSaPCG$CaSVfVxdKzY*Eo~~B9*@^``NrBXrVif4b|+6V%;1oOz;?(
zT3zcC`1Q}$bZxYbs`FJgd>6VU9Ni+>&->@LU~Lvxl7M3bhhfb>w$t)4O!>BHUL{M<
z>TnhB^*wZNX8z)6ZJfu!&#z;=|I1^8gYTvId84AKfWr)B%jHpWy$=&)i%tw~wbZ<9
z*-`ODqvB+^*sykI&T~8Q$~!7~hE~uCj`U935$Sp36d`ZCG=oYO;4<;r{Z81URo%N;
z70*|1Kg~ZjF(7(gBy<}o)bHfkzFK8h3)W1*K+r+7*JIMuQ0pdFt5W(><_YD~S|!oa
zJ;A7b@fD_oI(M)VQIz0NNcjoY7omfL1MVsF_L#1z@{mP9U?9=e)zvx=xSWXE?cd)+
zZ5n2-PFHD1-uU?V;L_64jx^H<I#C{N|4Lh{BYq?V?@ASE`17pEq_kV;OMg|dYMSV$
z#}p4A+N_NiC;y?WLx7qwx41rDZ2Qgk+9#tE6j{A3-|Nd`qQi{|-Q(HWS>@7(H;XbI
z7pMDUu3$-ZG<hB)?UKQrDLp#w<sG1WX<@OrWeAETJsn-E7A-L`abRg_X+Haai0wFg
z;Q*UGVv=(>emH09JmvYj66>@B2?dd@^M|~zlp6U5K!wXUnNptO%Kkf3XW=m;OY04n
zD;~;}E$obE)n-*cH!RT1jS%`<Jz)}B+hjGAVRN1(AEVSMC#K)bEXbUroJ_v`#<A%z
zp5Ae;F~=gSG^=RVX1vH+NM}mwxkE<~QO;`oKuF5Fsb(x3e998zhF8^B37p0-tvoe)
zlP?vB9`e%J+r*Dk*4{)u7J+HyYe44~mr|;{jI9H+L>Y&h<1;cdi8u_ZJ|5R=5OZ;r
zx=j~>BSxih5v&Y8$ter4)pTeZKoNI~jN?BzI?_4bUmbA#Eb8r1QTj!FHEmgt#XdgD
zsG-XCv#aTpNrQ^bGB|Fi+B-Ukz}kH3Ey_{)U{7$m*3mR$HI2tY2I+0J_3+D%fw{W_
z)A6(7KGIZYB5HoEiI<9?IP))c$Mv{`&D37lbzQ|aHiN@ev(YxM>Jy@&YZYBAP~+ZU
zcLfQ%?|q&c+7m|F=3h|5!^cgnFFihUnTj6%q?ZbUObIwG$yIOrUZ1DY!(hW&rDbJh
zZk@(0KC@c41v`tYrvq>ZM)?#y#rEpTgegWmw(d<`wOpO`s8zt_-<qbHuG^k&>uIDJ
zGB7wPq47_&W(?P}DT;@uuv87>23J0B!HAHMiZdLoW;^W?qscPQV~1*0EbYAy`Et<=
zHZ2!%;^En=sh%oZg(gk)=Bxc*a^`hjym-IRo5&lq-Euv*vsL?xsbHXotEK3%Zll|q
zjx^sZ>pS@P8q>?6%Sfo=sO#h}a0WvHMfXgWnA&i*dc4id((x%3q9h5Fu0WBOuL(Uu
z?2f34h1XtoMKk84M`ACkq&)i?pzs@%p7ovza<WNKoEtk8sP$_mllW|vwkj+-?;b)Y
zV0uwWt!pEVT&DrWIAZ`clr&e_J{I-L!y?;jF2Z?@WNg#r;AYz9<AX%8w7GDsS%n{b
z7}vqu$ib1xR>mi1x6*5LE63ORsF|yhKVR=!(&eed0&O$vp$lqM3BLP?5FENszpRoh
zjbkCeHc~k_iHf=>HCcfeyJAvK$}@{T$cz#Srxlwcv%6dfru{8)v_BvwaLHZ%dO>nz
z@#V{xTGxH4BG1*!p4GLk(fVGP<40Uvoo}zplG3lPf<j0XO3tAnrU!vsvaUv?Y?F{7
zopl~F3RtiHooz_QdcJpB=5n~MU2S}1Xkxk~BG-yO0(V7;^ADe{nkwAN)DWwC4B*$K
zOL6qEai$DWb&Fp4%OHU{H>tysM)&<uu$CEDZ9kDfM|r^Zx68qm$)5E*Tu12DyI42U
zs%H%>zlBC|MS8A&d8cuh^u+s;O}FIpS+&>cUXcBCP2!RLWW{&293`rex-UDoae5{a
z22!fNxPFQAZCR3K!^^X6n+>}YcC<OEDN+L<->0Lo5@W-yn2oySmcWgPQq=>CfNIw&
zJAu>9TI-P?F3R`!99Kt7p1(&>E6{fF>4?5_a`-!0**SXK=?divR_EP+SLZoEYRaar
z$ZnNN8G^E|Er2O>TKrae6E$&UNs#I3@VG7>yucKL9kug-&m?=<dXE|P#rKvcAD(KI
zBFG;JyA9e5$~x?2i#-X%CDP~|Ez})Y_sOq361E&j4X-WLuY6^59!%@=d1+s9{432!
zxkabjbj#@qwI)+Um9eCN<6KyRa?-!cibJv5<<D@?0sM5?^c=~7DS4XF?0xP!LUEcU
zw`2JD_;)Cm!7LXhGsj746gg#_9Y;@V07B+#d?L%C*Ho+3NRDzb?meH2UD;|=QQ~+p
z;g8_MlCT^N2Knjn<ZLG0<0BIY9XWV8_>lNv&0s6ooVWVl(!4O*^MPjSK4$iB%aUu=
zi=g7S`#d(Gw0`Dvu%@p0!^j{&Pu24(8^WD5ddfJV(KAsKf63AYvu`n)fU$9(K}f7(
zJ5g`>&2ua~uw|g3>IB^=J}&wmzth35QZZiMc!W&7HV>S(R11tp7`cTI-DD$+j<fX-
zwu8A&{l%x0&xLK%cGWXwzI#Ss-opKiwJKkojICcyJ4@n`WE(ta!uam*jE<ORyqJ(a
zZV5R0%HKo)isfW;{CAdjHbJmmLtzD4c|;Qr=Ntls4Kig?VkGFYF|Is&y_)9xdn?9W
z<a=MTfTj_J{avX<P30BqDw!37krjB1AWw0$`}$O^W7^Wj!QWZK%h@{T+%b2N>yt&|
zL){g^DkCzfm8$77^IJ2svpg^V`3On7j?*<!_eDssC30zIR;z<c(4K}uoIB(VbF~eA
zC5-FBCT12pBcn~SXqQD4(?0bia1{!58O6eGr}chk*~bL6;^+DzVwYqWRI&m=M$-OL
zLCb!cx27w$${{Ifuy-bsFpAu&z-LZNcT&f}VTUbH`_J`kY~5AWS+{W0c>nQ2M{wck
zt>QnU`7uc`8gtixL8Ptk$I)z^!sj|;k%CW`MNoY3RzFPD3t>GU6DU6~7(RF@*8?`4
zr^cpsZ?3Z6_g1rqPC&IXUf_*b76II3HJC1uVF4FaO$_C4>Tf$>*oP_lc2&=V>HBjw
zGrYaO(#Lz)V6;zyyc#YE#Je^wKlt0QZSaM<29N@q66H5wnH28V{($ynZ3t(=EGv7t
z3|f4=M^^REemZ@HhU=&}@OdQqYL`wJ&K^IVxT|>U_T8$p$(Zld)u-^SKQj=9jNBW}
ztNsur$)`HSY?{hWu^IK9`aL@qqp2C#Aw}dt3jIf0)5@l2O9aju0(j4C{O{UA)}m=9
zx%>&f;!LnpR1RYC8;CQTU&41u^yiuK&j1XR#3C>#(@)hsN2Vf=ltQbTOQ))B3+Lmp
zC)Y>w1JiuY<T*@`<E{Qs{i@aW4+JM*PDT^l@a~}`<qgWz)*=3%!8yX@VF#+_=s95F
ztpMKxC{t#Jp2s}$vvTs!!(Hd{A?(;p8kKokHm0(k;qOZs32s@hma_kh8?B2K^YwZE
z{yjwKSM@-`f%ZVENV(hY?-y;0qfsCH;5_l!iU|d+!@qp5zihVK#HR(Pr_&vZ#&{4{
zU}(3WnKrr&jXtJ2ba$KD=YlSk%X4r;2rxexRNLs!a!GJ)1?K}`LdT0b6erh5ei+Nz
zhKSqNMGXTSphU2i&D`TNLC#zuBYG}blD7AG)N5ran9Y8n?cl_Y8G`A^@za5da_p~d
zn_6*11<Povi09~OPIW$ez;RZqmBw|1$X0a+`GhP3Lk01_RkE^|M45Ge<YAAQf<|Ia
z1<XsM${YE_;uJ?ghcto9d+)m)U|u$S#we3$@%FW$%;J*KVw{(cMLe=}s8!a<A3rXM
zP-Gpn;kd<=zuEmB^95dd*LhSJBVK`CVH&nfOko-#+2(ERYAk<+9j|Q_*Nk;s{4sPg
zfaFe$S^Mr{=UB)*a)_1cZAC_{a6+|qfu;g13Gx$w(PwemP)ue0a6_G#c)FmfP<Sv?
z?@SCvIQ;3S_x^19BF1uRS^=5zLjh*vUACdQ?vAP+kGA+onj;W{>ir2z{mg>DNK&`=
znzJvn!Xbqv&a3?e*9vj0AHGTjGbPf;li^YN?Dq+*U+7ia#CiA#szRL`9Dg-`g3Yo2
z3T!N0S}(=9tZI!K#B!v%bazVv6Q$wggBTb5tTBA#^eFzg(RIt<Fz_S%xnh(~K%LV_
zMcN2&ppoa+=uyM61^Z-$arM|jF^&v}ZbX7#B{nVeUXw*<#EVFI&YiT;77JC+tunad
zD%1V@2zIm%)Rixfn<>+LkUQEIczetgkMjYC!PD7w#x{N`S5E(r(TuVMn-r%RP|Rdd
z_zN&1uou~_JNkVu4|PY>I+q+^km01PAX)<gI)#;p_|sQ{Ge)pI2)9+S56Lq*`O77p
zB0U~>PE{ipho>T}62hxl;g#(RA$<)1$hu&mcHt|&&tJ$%T%uRc0r*hDRI#3>;(Y}X
zsxfWxVf{u&RRnV}?79RedH%V<{OFLLO8M)(B^22g#nR?8o5t0sqvzgdPp^(!uJc>d
zyjI}&A548trE!|!U2ZmAgT{ilnUp@K2Q4U=$y7`)IWu9>Bx1G0<T9FW<6UGO?3)p5
zI9~~7zMFHGMU?gsn*%*V*Iyma;8&BUu5vb=0EgkA$yx85Rbr|W2l5DMEw}V*mL0J7
z?t3cFQcTX-CVnmjbjV*mkAFOI7n~l-H>-NYSAC?yi=5Nwb4I5ee=eNRdVgO3Rjs}P
zCtc1~Oy>$fheJLbq{>+O$oy(JiiFQM(d&LfdIG%Ks_JwF`S2(qHH3o8;bB1@4iU7{
z{(Hy+o#14{an%YJjbwSKeWv%2vb^W3mGj|~v$F!aJnZ)V6v51Zm&5O1WLiBCWk(HK
z`&4nfJt#!q4j|+31ipgHV)e|RdO?Psx(8`1UJ2$+v_2<ayYIv+y-76H2}pYR`=3uX
zR$ex8;!0Qru+l;=enbeN{gql`v$#){+{xo%4c{KSZ($e0!ds`7Y*W>GJrT7sKHuax
z@a(t@s=A&M1;TGJr>tsXIjZt<NGY6))R~{fpKHLd=qjNpmRdd-v92-hq1C6#q_{HG
zO6psVP91B!i&GLWUX<LZjZQYOw9hqzp@hZCs01$*VT=+554<Z15?RR~#=p=E2sm@y
zo%b?WcCe?0=Px-;&#HUHzTzCjbD2i;rsLotc<xcHv-l!J74d$cQbO^p4`aAm0SHtY
zvqdE!tTUObbK#S(j?NWA;JorRrM>srs^~mCkY?p66q1G?newGSL%5kI^{2ctsS-H~
z`lu7tshpAWMTk&&9S4snS{Xo73#a7CaTFp&V`zCG_lm!q#}DM%$B0e>0#%TzOYS=4
zBZpcW=m2_DO*-Oj54Y3lra`6W@n0>mQuqg(HXT$_wM+?09tX}rL8;gSxcx7nqNFXo
znGzmGjumiV!Bw+VrtT03`WE+b6$}Mr!v^x;pSx3PRY@uPKHA;}8YS+{M*ZUrNH^=b
ze6w6n*~C(X52Wn)JB8`z=Jaa7`%xB%=)1N9&^BGX_B%c9Y>0kQdk0=yc3qO1i;QBN
z`iMu*$+>v@9-@B6rvDlN#WWZ{NKPi(t8Em<j>xvLl`x??%j=^(-tD9n<FQ~{$ar8t
z-Ipfz%VypnfNpqPm92W4Ex%Q<{i>p7-9sbG5lP@?o#it{6FXL@Tk8=9f7FA&Oi~oh
zAM3m;AId4hkw~m77w;@HL=HuM|55dXL&Jj;I$=q&IZ`pMF=c5jczdb-YjGoIM`hZ9
zdzBY4iCg^s)4Giwpk^vfB#bHy><^F^Xyw1e7gacNkVL-W60^%*ZX6G|8eh?hv#m9n
zMtU|faikHs+iwXybKiqM(5mGR&e<fbDEr(rjFn76R?Xj%w`?gJG@)4YH^J1$ddgwz
zXYV)Hd-tO^UZOSg6q6754|ae=RoMEmm!6qQ0v4RIOrb}`z){GnxRQfS3|~7m^}UQ+
z>h6|o9z?OWfeGdF)=vma1qjdtM+@#B59(znHSQCM7kG``3H<g$^z>5Bp!^_42JL$Y
zsq46;o_}DcV{9YmXprf$1@f{Yf=8i7MI+QHE4CN)v)SA8?R8;kGprAl-#2322P6h9
zHI*s#ihZ~ZM$aZI)ft<A7vQXS0fO+!=#|yidNCJVWW+_KX)qoK_eBY(p>Se(*S%4%
z-4io4*6jt~Yp*|<%=zVg{Dqa7LReL<pCd6rBS5+0B>td*Um&$nmI_PgRWId(qA@Ja
zsVI9}T%w0rS2p`$qSiy%xln(-U2tPeb+1t)NF^gwSM0uQ06VN|(rMx8=}b2<B@&Ze
z(^wDbE`pY>9z>O=j7tP4z?S`c`B*iQ=-E5A5jF(wB0U=)u(g+*ix9{9skdM=h5<=?
zx)p@fd^TATl_|kmqAgBg*g^2Wnu;(SKlUpI3H7>WEB)NPM7_#a;X=%a{vTCx+xuLV
zsJD_n_wG40#cver_$KD+mprhpyFyvY^c=*k#)TPeB{7Q0p-vet=_XdPN;nK^GI~)q
z?)Iwrk)mgEB9SSEd!kj+pWYi4!jn@1k@{zCw`u8`P+rM<+s01UE7?rktk>jnX>u4<
zu3J+&kz-e1Mpnk+zi*MKm`CZ~RC04%puAI*J1r|n`D5Wge!r>*0!rWf*486O!=88!
zA^?BO&uA#POrAbE9uT{xytup^^A-~mlZt28S31YS!XgB#MR~8>X=LLt2rZ2Xi-;&s
zFI@pWi?qoB2oL4}Oz%GCDoqsebPY^SHf-FQC@~H_{t3k0!mUi%NR>B+9LDue=bV9#
zdh{uBvc^7{9*EkzbEcr$6N!q7?xrfv$x5Qt?<t<)_`R#8=BiylGL_G>9*wZ_Z7WXo
z?CH7F4x8TSZ-CeaB?~y_oE*}M`4mlkpK_mHSh(*9Tqt)!!x}sJqtk$Z0K(?x=A6#W
z=~}MIMF36<B9hV4P$$|(c*N*SdIqcqrBdi2hhAB_N55s7_qa<hxLV~-i0pHj2-P)U
zgap;U-AIav=1<sXv>h+noyvowkUGE804AB1b=Yp)SIL-AT<6WOpK#ba!`m1Hu7Z@3
zl2XR%#qlp+<%!$HO-uXp%gYb8cTK%^r87D?O`C=1-s}lat+M!DT?G9Z$<56R=ly*#
zB1$pLpD*}M!&yY(uds;Qj#;B<)JE-ir~Cd2Uy)up1Ikv~X*I{om3`oWwQun?AX-F~
zmIEp^CP372Z|np|v)-fYb^@-fwZrc~%o}ZypW@M=?GZwq+7+v^U)#(7J^O5QS>5b8
zRT`{YV)W_VV?O(-rzi{EQj<s9XgNzygfn|0Hn+}I_)pTo)9X~AM|oTPK$}T~D49{6
z+;~Dd)J}9S36+d7P$>?!f0-iaicOjx);X{G{N9&$O@iN-Ka#Jpo79Sr63!)Djp^0W
z$DBrP#z>n&7Bwqa5m%b}Yx1z3?gXyV3JK`*e8XCYPbP{%7(FRLNNGr-2vi|fEm337
zP5-@A5UtPIpIp{k>~#;kH5Dp`*{A91?9{{IM)L84U|dTpmLTWyFc*lXF3caor~@NH
zjBUKnDz3t@&$>b@q!lEMMK&o~Kh$NKxf0vObynle3z1Kr=z9QdQe&S+p(eVKIN#6)
zma-%W-+i1&tTk82j)ZJ$=FmpDBEz1cp2gz?^rwoP|5L<-TC)YHE{CHY;>|);g{)@Y
zme%<j&)%^_9wtwqzbRM20gX|r__kchKvjU;WpTz+SShV)iGNZU?fxFRs1A!kG)oDZ
z!1$ms20^T#2E!F{V&RgCD`iGpkZHr0%rGOvb>>4P&MX}Nj;+)_bXu!K0PGc=)lxXL
zdsQOGIf{N^_!>rIq|>A-2UA;~LG~)2di9)l0iAr#ZILL>K6U&QI&ywd`Jq6&ut3SF
z*d9`;xq=tJu?mp+X!TQ$EDm_HVq&*=s%ok(>|Hkd#4NM%E$E`=lyV7T&oRV{X{plO
zUe8Md5~!i0mC!3&_e$Z>QcBD@qfD6E`DVE)J4z1k^jO})-bY>e^6YSt!{PJzsr1Od
zU`LU8NZn930ByW#s0JM>(&-0<c3%Wi)$QE)xzUy8=p}SNIuKdJf)}E&VkN^_e`Cxp
zh5c*gI*G3iq;=-0XO4R7FR?LF7~j~tPBJtKs^E1?;&7jVPztVsIs(L9$wUf`m8v*F
z;~SrsW%)A?+T#T;QBR;2aLAKR7kc+M3<&)&mK*Ok7Wc*)`;T3m&=K~3*>8SlsM|WW
z)RRCQNh>A;OjbMN2mkpj28IUL?KzRr5@Tw`1Wx7S)mJ~Pm}1hcw6w@lw3U>?>Z85Q
zTYfShg?hjIKRh{o@NvI5;ptBkOQRp?3ma0(L4-UO^P%Zy;pSGm?2BVdC@z#F|H*aq
z>GEaT|LMu-t0}8iUX(fbA^-P>;J*(4Z(d5m^_38`hj9r#Z}llxjTq%Z``4Rz|6}00
z(lIgN0x3x9^=obhM#hB#;0cVGS`$>zZc>~tSzZ4A^9K(&(M!FFq#jLk<702;z8)m=
z+ry+YVj999J?9^?u<TFy1f+?MfdOJcrzLUl%`zZ3CpQxRJMvE9>1%Opx>~P0;sP@y
z1E5FuxWAr&p+OCuL18cr<JBb(<_Qr)=c%wEprw8V7LLxbe8)f{uk5Vj&oc8yZ?u2M
zq>^$6*gsWvlOziZ3wjN%9OFg$fj9)@=|GH5)bRb!M?E58iP}yhnMZF#FK_RKm6fVG
zB~(aAh=#9-urOE*75^E8^73*wFpmzunu|-`InDOOFh?qHELHgr0n?<QSJhUh#3&yt
z^8*2eObnB<()2{JVQxSMvcJK3RV9{HTfsiz+{x%yv-j99KR-VuPuhQD4NDjBlg6lY
zD^PFeyQ}=l3UPzB9-My{71U_?R#%r;;s_i#HE^r9Wwu(zV1Dr&Q-!*vZZXXfv|=Wg
zmrF6KN)qboz)B>1EKEsEEBX)clkL<j{&Q<O6<tVvFB6#br;jO#jx%pnN<3>!;Qh;3
znaGL;!0z6*08>6^%iP=?3|e6QFJPg)h#aW_J`DTF`hRj4{R1%W`8)ciFJ7p2><M+Y
zS}_?`Sw-VV=oIP@E%zh{*oy&<3qCLE`8x+PRxOsH#RA>ZlB>spP7uuv#eZ)S{QYO3
zPdj+X@Kq?jK9QmxL5PiYGpu$ExPMB{E%*K#{)o14n);qlROi0WG+t_2s&l$AS!vnm
zO;1n1?g+pO(yI|$7Llrs7j|}j&U|k0fK{uk{u00z7M&tWtXsDh!T?gRGsdY1_}^`$
z&1_S6_R89t)uFMr&S%%dg#+OC)|6oBx1rbhPcAUUHg}pvjelFH)~}%6IC=Np;e1<t
z34pk^MUB-E7VwfP-@Zi`N$_C7`TMIS66g*Y4zu+(4>mv~A_IuoYZIlk0J<R#d4LET
zoSVxG4D5gSRX%`!6}oQxY7v_bPf1logfa1jnVg)S=C^$P`c+=kWQFO0YB%|V&PZBS
z{+OrWWPkmt|LTecy%x$%H%b4Or^$L#i0ArTljnMKaBy&sWtdGC$NR90&AFzAq$y6Y
zzpQ?ieSNs)zPBWQC}N5>{yIPeV6pm(N-nQR<dM+<{O{i%YSC5M)vgwXQ_QmK2|s`8
z9iGNIE0?sWc2oA{*{LVshjruZ&$k7#VoU*D@Wpv3*^`Vb6R?p`>3M{iK-}{T!2+S4
zB{Rvt7`I>1Z%ir=N{ixp-ST@$<hNdm;p1*+{2VNe3>RmCXIRe1CT)L1kMEP*Clcd&
zH_DMpDq=$}<KWBHVDkr9KN-r&{5Bz&D9X$EK;qvxel_;fIXT_Q&)#I<r-o4r^yeHx
z89IN%{D;J@PNXikhO<M*++Xy>KDouk#WmC9NdZ`^Y+C@%;+EL!dA~EmI;Ul&0v;eE
zh2(LYEuXi3ZSnib;%4x-q3r(813tB4iotd2){f*al3;D#WfNw_wTOSz8E`pq?}5d~
zTE~q^@r$y*g!N-AVMALz9n*}9uqvRs(`}CA5`%)b3t~IwAk*+E!g??r6J1q6!p5Tg
zJsxYNR?sx*{p|OOy*#WGBfunNLzy46cXr+ern2TSI3d%luF-DdFQDyOT7d(QB_=S#
zxjtV>9WTTHI(<BVz2d_6_~yh+mlzTqIiBAZ(Iv%^=Bu~_UyQzSYAh}`s?!L+VpmJY
z5ItMVghT>0fhOqgqk`u1p4T3>@NeGX5Ban*VtdtDF?Hob6y#DD0SVB;oB)1R`}8z5
zs82fkaaR}n13Hljhf0uCI!2{sxBN(Kr()%?i7a_izV~`7B5}_?V820V*@%n#DRd#d
z->#3!?=`6;J(YjN>vgi@HjUUV0sQj;FncxkOBKR0K^o%(NMxhUSveT7_p7J6^b#}7
z#tO9MoB5-8oj$b!Z{6_C=^i2urvOK+c!-l7plBR`%xtHcL3sogo4#@0vs3Q-(WKEz
zLp{?Pu0=Gp>w#e<=*plT6s4q2C6q?uH1iq3Y&S>Brc<Qm3ne&^-)BBrA5*-H+f+|%
z85{<HGE&#XU0S(#qTE6j2v9G9bH>V&_*$q5=!CzQ6HI>qZ%Hj%;Q`-z6)?8ZmP7OT
z-v+nN?v1XE=7V8Ho30jY2E@-6rSAfOi$1lVA~QE1_tm>zFD%vi9nbCrfWULDB0Y6P
z6JS2%o=2N)AX!r^suEBmxt<q2VKrF+4I-op;I-_}JBEg;{AzS31<c}Zz3Wy|p7PQq
z>WyMNyTn(?4_c3w+_SF6k>5Y2#3i!<NJ>$-#N-lZ>IZLsm3UylX|>n$$%yPBAf`U%
zi98lT_z?ialiq2zrx8tic>DTkzx2O==`VJ0;lh4?x!JWgA4NXLBT+BC%VPb?71GFJ
zt$ZXt3>ODy0R$p;kK{8(fYCc<vw@s_(k6vxrJ!~YE-=Uahytk8Fc{QR1Evk_V%7gb
z&2QHVfR~cyfi+xI(_IvW6}MCX{^R9PhV-*{e^V3+kQlkxa>dcDMZ())3`U*1jPm0#
zP3%Vtp?L9s=b8+0RG}XWsCZt!_t>H^al@qGG*UY>sdvdQ2>$2k(iI4{kSMF)BOwV;
z6}u#pjeM;AHp=V|`1(DNCYC>KDKD|7h;l!?f8YEeuH$K_f(E3|2rC_V)(k}DI1W}!
z%{o1O!zut9X-3;7<%!c&Luh=>TxG^?%CS62FFt;#!ifD*M34Mk^!LO(SF@kC<jiFC
zt4bl`Uw}YGnp;tk1BX<*w3(S%qqm61ff}Y{I6STUr82C@Bp?WoDD7!lAmP8f16WKe
z?|^X3+9@KhP6nCVe0gLT=Y0nD5*^^WIo>4caTtYmF<{E<l<ECP0NZ4qN;NXm>LDMC
zxDP0J+i1S#*lXWU2sj|;RjOExz^l|ej5a??0)=kjpHHMLCXL_l!wir`BTGShq=MAB
zre5;oTJ^qShz^{mKtL|22XLFTp-Ln?avJyP!|1tcdQeLh#xr-Uw5TeXG!3nXgPhmn
zb%JGUU+||b1-DuTQJ8x14ArCvIu|Ug0<g_rY{%ss*<H3L6?}IgkXW=8c%RxkgAV~u
z!YYHojaL|y<yKB&1(gv(7$~MVoHUNNYlCg;`wHSUK9^@d%PoREh<bX}Y=P?RBqJ^T
zRl87UosSebU!;UXr~ehEWfBqn2Uoh*VK#k&*#xdQB?;5~WaK|$iH?BkKcGU^MKYqR
zzgF~o_BS9okVeK4_5%ke?;I58klIp^UD2V{1Pc72ZV<}$RbNszObcxj#|g4_c9l8n
z-|0rOr$XRa`RqaPt(?B-B<?_MvL_l4)NuxmXtg*1!heBKgRRU_sbB3OH*TeI7$qGK
z@zhm(I5M{#GxeeC!830(X^GZO^+`N`1}=p`;eq~z7089LvYce)?*i2^sH;nkFIISg
z`(!i<CmG?Ok{F|<W0er51jfjr;$t+wb{fBMGmr}0jwUTN$>yseg%ixuEBM~$TeV~N
zy!ChF#}&%sIc)Ta^_iuoHsl#?KCy`2=%IWMJjuV6@eoDYM&18+=5%x%-|;;a;mC2Q
z^GoB;@sYbo?o)UvF0~<r(ll7jrQZ+emJ}xmi^VW^VjHn_cIw_ac^?XN1}`cAg;fqH
zCpq!SSnjpV=~otfPhMsM7~=y-F<30Le?a?qT21h-rl=25uK=<>fcTHz2!WPRZZ_v=
zg($7L7BEiMhrsysPnviN-CG@?-M(aw9d%`}{O9WdIKq<(ny|iQJN2^(HlMLkY2Qp7
z1QlhKSjx*$tGiC|A=o6LU_5ToG+&p!uk?vP{{D#7Y<)Gput|&0BXAVFMRtA>^)@KZ
z;VcyZC&Y{M)xP8et7Jm9gt6&m9@XxXBEwovkK@1g-AWItZN@Yv^DBnEZ6^5S@p_~`
z!w=7Zh>&k)-M$HSNpgX^B=jSzb9m1Cnvb#A9>pAlPzgN--L{)VEYo$P`10d?Po-)T
zKhxB(f`3nluEp(e2fnbx4^PI5Wz3h3YPSY$Q5UiFn-v9TKu+FmxxQ5GgWAZGKSAO|
z!OiKZd^ja~->>w42?Yvqa`zq$x=sU976wK&apk-bEYR*NLL#E@;}ej;wVSb`v4#}3
z*mexdM$mkkpEm<I4+qpXxr2I=!Al@M4Ij)sciqg>iA$JY2BK8)-AoEVG+wm$T#g!L
zR#**#C<^H#M$KDY`&Q`SFIGRAEQ9TOfBPpYhS>sSeyj_4qZxmzc>t@%*x{4zf|3qu
zg-V+gy@3e%>b-G{zMWGxaES^wl=t%ra@TviH>}-9^~Oqvc^s_yM~Yohf{dyf!9CRa
zI>_X<1Jiu$jbrmEQ}gweXW;;SVUOaGb*4=CD7TaTn@e;^?oJat$p*4t3A{Z@Ar}@9
z5z7zCSKQGGD6PPVwTq$4lhG+j5R%)e1o~W_PH|GwFRc}!IQDT;W|chp3xgVKo38VX
znYv1RLPgwMY<Z}jO&=&~+Gbh-X)vyWUIErNll+EJ39QULy+lTBf@g{tCv~f-nwXY}
z1?eC=y8bM2;B8kFy$${?2HjRPpLJ4Zj>o$FD!Heg>>}pd645;7su6n6b}nvx?JV-C
z9;$SWh6IoGxK46)qIQomfS~rw^N3ya@<21L{K>upr%9t;u_Tv-ES}L72)KM&As-8)
z<dH-egHtfS6O?*65f!Yg_`;4J)`P_#;hI!&NRfK0AqKnY8s*|SPE36&e#bh$==h;}
zz>MOmS=)5*RJtwTZ?Zv1ejs)$kvyI%g9H+1md{t=z1$u5na`FSZK}sGs}`8$VhaKv
zH5??H=Rtxv{FqWu1ttYDY^8G>!`X@pfB!}Ri8lXK>yy!kelu=LJ7YXubcXrx7(nvZ
zGXDPl>y9Nxb^qm>n-tXe^|%*j?Dwt)_4-Y5+!nazyTm>UH{7r9>fG5O;^wT<%6hzG
zDL}{SAg6s*Ab!o~_gwd|SLveh|1U;VB=|(TKZbUwfm4?Wg<<MZM@{4JeqQo&;)Ca%
zPalKQ5}vP<4}1dpp_rG6l{12=_9qEK6o?s4|M+}TUgqOsw6MNWZ%Uy2xOz{!XvhwC
zaOzcVW8q_l%gn2v>XQ0O*jzJ~S^4c=^+~lB5c|6>+N*n_S8Og*+rU?4#RBU4(QJ!1
zYnsEb^HxG_Vvl|EEhmu$MTzCV;(b>ud(GCZ(f<@C|JySVy=aCuKa4u#W?OSgdzV9u
z{R_CVH_MBgvGBEc6B3AS0R(a_^zVz+bN+p?)K4k11&r2v7VNjlFsGC;T*fJA<zB3i
zZHW@>+~tl(^bff=`G1TGE96C23P1=bZ_4v2N+_`B7iK^SWsi`^;M<4uUpU?l#5A!C
zB0}nD+;H`d;&)H~ZA0k#deei@zde}Nx+}fnG(zm(UOjSTl%00_VY4kKt>K-`%ga9-
za{p4@#1M3kf|G;)s^7ItQqT8?SVTc$v(EgdT_?g1^|P<0u5vw9(94>Ep<C<5lHCu9
zz#u=s$#_iNBRc8dAA>1yIU-UzH~Wn27gt(24K+^h_O17GzGp%p#SR|-x$l&Tv+~wr
z#ucaFG(S6>k=44(eXQ9W>Q%M}61x7rw=v7h|LkA<dr7fhZxp&!7uQE+`^?UDuf)=g
z8V<a}Uk+gP$r?7UJT#j=Iq)X>&qdw)_oDFXZm~bM<6PyuEqvV)=3ac}h>4g=>Y;AI
z=CteoJn`>~GhA*`EP@nN-OVR&=XZ@Q^tW+bl5yQm;Jq7vT*Pxt{rob1RM3;_{iJns
zVYD!bydlmXhjGwS(vp$uHGYbrC8yXmG^$qeM{|xU#-K$F&mA@hOG7&CJ<_=H(*Fnu
z);HY{f|1n0e%0j8KJnJKMju8AmKvwC4z3tFpLVO5U4HI$xBvI56!>mtSn$Pr%HXoj
z9|-HSRe=&oE~!~w#Y0i?xYU)s2>DhNBJubPJw7T{pct%8RkMMx;vJCYg%6}YLUhMU
z0C@|Yn51W6xpVXioJxa#T-*-Fbj`Uo%T+*LR^zSBaF%?Kuy6Ux@1y(EjDK$DCm$%v
zRIa*~{paJ0JZQhY<19(PC8Ub$<^0Ow(UKUoeJ7@ScXBPqW2~8$sJcTsaKRqKl5vL3
zw_d%&@^N&yXjt}KbbZe2x~ccncAOA69g;v88U(ZhtzrRZ#b!F$vH26IIj=mLz)7Ev
zrJUw{q@UBmuiidiabXsv-iELQ!B>1Bsfbitg!%<K_b%gZV|=Hc&M_D94&M(~vBr84
zgmFL8&%G4ma^lqtmKu5xp4@+cTjWLi>>$BCHhiUB#%yFlyxK&(&=G^!F}d~+h+JvU
z4|R0h0>LOLaJ>B9YI(as4g!OLetsCqV?)t^7#ZS3Lt8glfo>C-$I^d3;41g<W|DtC
zHo}c>vgf2I!h3qz70-v|6o(~rh20xTo#V2>Qsx91G)LNRNP~+gc|`VQgy>r%#~%xb
zUcE2VJ-54V?*4tgqj6zsfo*;uSp&fj2?2Va`9B};^XDfsb|aw#-SHd*x*8zaWvJW6
zS@sC|;|9%qdzs<?;g;XWZ|>Q`m;NO!w>*dqCkXQfsq*&g>%7ePU+<_Ij-%J2Q6fBq
ziGr*e(ph|lQR902*Z5EXfcGatqM*42z*G&)RuFnM5P8)Z@yO<m*W!<rA!%eB>onZ$
z0z|ThzDnKZi_8b%ZXuP&7V<&t$6M37v$VXg!aRyxV^-zXz`(g(9!^AqR1~@`2b_E8
zAT)A&5$FYOi{S!V+&zGj0|it~^A4mac-a%#`UX&~v3<o>y$UI@llfa9OeGBBe|VzT
zr>kiIzG3dI^c9*^f(9R}xkf=B;JLpjW$py&^j|h1x2%~3o568i@JLDu<PcSXs-oll
z<Wds^SL3#l$M+@Y41s{Pu)3NHGXr{dI3UY7fW*50o=J+|PZIUHpzH`H*4@_4vCK1R
z5{l>GExpg}d*ua)jO-VJVSW%QCvR_WCmEAZRW)G~$uWNBvUX1<f+l}TZc6d23go;f
zVemT+GvDrS>$$7AZ@&bqWw&3t$4A8>VhDt^GC<HLX98(a+@#Zf3<Ba08Uf{Ae>3dL
zXFDD?;TjQeQ#p;2TQE!XFIIDB-RL@b%cwbiV12Mj>|vY3ad=dT2nTc4^#JD=Kj3#n
zrxFuCoFf#<6xfZv-Fx>}xQ>%#6c}-l_(t;S14%%!Drf=0JEbZBalG>kYfJD`M6NIP
zS+ontz@`d7yVso&iPyvv1=?)F=bM%5KIpy<Tbo)Css7=qf;Tu`s7nmSNg8NpV~Z+Z
zgg$`jTm&jZ?ZYhOYOG(D68&I}z2O5n<0cP2K-S*_2kpmm6D;+;#=Q#?Hy}|F04FCW
zp!}EDJ`s>7(|$UTy!Sj^P8d5+n22AEI`&!Wy6<&7`))TPJUm>w)TBvE+-`fWDbJvq
zb*job6Dy1a;sCzLXkGXoN}-*ugY^|eYqcew;XPHLbDsJ3MlKv6(Fb|4$4nBx$T<x1
z1TCTB=YXKjw_IN-?mA1$$P_fkIZK}zJAgGT12ASe=o(V`%q`KR3e@?xqW}E!j~OUp
zl-y<*uwl@JQ*2@=S7tD!8!!Zft3rHH16=m(%j{-JtlIe14B;bru;DF)eBlzje>_iV
zP`2_>di~nAOS~F|Ivfu^#)EK$N=|bW#wEy)&#Mu}=A#WlhyHcIQPyRSKHNyMs(*g-
z2QE}%1e&|(EZPszoo^-t>k<W(h9+(ZmM68{BaihN*k(9!FINRd!aqQh1y69UOA=C2
zi)U|szpqDm7rwM03L3m^-B3(zd(|Rm<FFy7dT!gTyq<y^9UZ;ydUfF*7#SHUAxQz6
zLV`rS&nR<LzSw|<CqH^2p{aEXU=`SdQXa&rT>zP)AR~i!frbluunU69%D6|4(0vvY
zQPTj)E{d#x*uBm)Ag+%b&%>yAM_t{E_<%q4RAe=jtJ&%fF|okbIam#2M-0*-kOEWS
zpA!MMgBwV%Zs$jTXA9T2R#z>*Ij=@od!muIGcc#=)E@y&%EArgM>B-vpW9?TYHV!O
zIyd?DntpCEGb00Sc=N<%t2UplvmMeXCq3nvX>=c{;$mQE9|S#4)!Sg7M;;4<o->W<
z^TUnYRLx44KN^Q72vcx~5k2AYK682N1!DCi-a1*v5syV4IvS$O$!<IV$5!jffMZih
zN=lL(+JZ(pZBNAp+Y-|jhb~}bOmVH|Kqr|>5y~2?AqRnW2|ndj<{h{lz!CUuA9IY3
zX1w(R+h}p?x${ad>GYt%b5Llcy_>U$fiO?9U0t=`41T)Kuh5w}@8elFZ*KE;?CK_v
zwUr-d)ShTm3dz1{z@t%J^EMl@^`jrx>sP0-BE6olYltqsH>eFG{T);?BSy^bEp=u1
zaw7>KooGfpVyxyTNj1~s+apIw6;9p;rkV~KtGRR?!B9pGm@HKDHPBw&wyGzzn34$-
z6Be4$+45sbDjjzHP~<5yRd_szd~@-Q8V0%a>}<b>Bx?pK7@h&sBuu#+p_num2$#D$
z7*S;<P-WDAi^O4-iiYm1Fm`M#Up8JIO|!C%AmR8C5BU@j@&<P$CUU5w%(wC6Wzyi!
znO4C<vBAfps=4mv-IX<|YiKC6lT>zbsp{T|wNpj)$I_oa)PG=H@dPmq(6`pB{BN%p
zuyl$IvZu_^{d$6YfDp<8<s|Ci)Onowg@ePclmRTuaEdQ`X%|WLWLuU|zsSh}6wSLp
zyV2e%d7_r?mv1`kA)56*r3HDJSXKhUyiWjR$*Xui5(sAx{_r7R&<k;Pr)L6Lr0w2<
zly3AsKY9@v=e!KsT1-I(;SVju`5nk{uu@N`-vHVOX{?Z*IjqOV0`apm;rk&T(CakO
zWY$R<tBdA3ua|gb=K}wpkzMp%+{SnsC`lz?*XT&7<CUQ9y~VRZsr?3##7@sJ8cRVt
zQE1272SStz3t0U&5d-frf5sx+8I}b}hF3mRd70SXsUWnhks;79=+AsIzy<lq=5NM9
zm#6{U3A7$M+87UW%*BSqIPJ_!@I3{r`Ro(cJIR&A*fU|b9SqP`pgj%zfLBRA;wxCn
zdEnpq1*Jzmh>tDUmQb@)9auunIPpWg1C&v*{1;-9A_{8}S`D-}0@_P)!Fn|2+Y0EV
zV6Dx|W2sinQE)Q=YJ;{fDel4t?7fC}+mE-ODZ<1Gu{$_Ws~T8229F;7i%<2A1~60%
zl-6hM$kYZ;Xdw;bZV<J`{JO>!(s`Q;)B>6xu<+oub_s`&+=+81gxae8Rdh}26=6-Z
ziH9(1!YB~_boRSn!6B5F+<UAK7++x@JEo*9WCK=A^%^CT8)c^)9uHn#7$3T3C4j<s
z5WgR!FrL~=z?xVMi_C>TS2#+8-wFy2&drNJeqx(M4--5>p;c`q4{Sd~<6_lWv2nw=
z&E--Jz!q+AM^`#V1H$p3)n@8W{(I=?s7NWcHq?p(9Fwmcog|EHA?L#n^#`BiUrvek
z_$WF$%_%e-Y)q&kCKZ^<529zP>Ri*9=!%BUa`Z^N)9qV)L^$c8;j7h6ysO-Re@r$!
z&-K%$P3-xejB&U~{I0^#!NcO!h9i;xJhiypQ|@bRvqAD!frMgPSpevc`kzzpTrF3L
zxOQe$5#>4_JXYiK8RQuQUF?{cn5=ACL1*2PqM)Q|Ni89&o#{i#<<;Z^f{@xQq03eT
zk5FnCSrD3}FON0$Qw(Zy3At)%=Dw(b5Qp+HA_<e~ZzCvB?552|#Y&tK8g*zz&W4BC
zmZ~rwu2&CV?p{RvY$!4j^E|S9y8+-mIlJDyQlE;}*qRe9jnsoARjGgvpnats-9N=3
z4;wYCuv)%UP*Yz|dF&lyvMOa$;l^d!Y-gZ+1zK6uLLKG(bSmC_fNv<IJ<R3n)2oN*
zln>+$gcSd~m*`n(^ahDPMi?%`6jjpq;itM(ccrk>XDzXKrzvk`!XCA@W487Xg!^j(
z$e)oV7uC*8XTPQCNmu60aF04}uk)KbC2hj^L@zeUAZdlcH^SlxtjsA8o?})I8tCc%
z4Qt8kbv^~LpjH!k@>C@PI;p8@`o$;oQlAk&Yxxfh18hks<IVEn{tB%-@>%v-UzV8Q
zsd7{bO`uPzdbpt|tOS9lVCD)=@FxX^;G|N1TfvmSrOLpT7fB<iF$>|<S$X3Pejfn3
zB{=sPcTy^ZvJ}D044R|H$iyP6s^QF$lss4f2q{*HRqL0dqG`!h(nO2TS`Emn<LOhh
zUKLlqPIrs}q;7cJ2Y*J;f%DzjgB=0YlfT>{qnHL>4xFYx@7Ve5`RbrI&2X<6m)aQR
zjzYOj6Gn?Lzx@F-;=6o&CjY2OP?RC^>olx18&1;Ay#d+-_!2S@I|tTQ`)u6-FaBgp
zhmx-Ywe#v+Yk+b4^71%*f138WE4%W5daZ*opJV>AbC=``m}(w8JI5uW2c!t|T9BVu
z2}Ga}swP!M@?oTS2DUjO3CI4M`zz!`ygOfUU-1+D;wRAkN+v!nV{)&0(0)|^C3GsK
z8uWa=%kU;i`2x^;<6_DKG@XH8tCV6NDe)(45aKF`5eI7@zfDhZUzWAI!hM#ocg>Av
z=-CDvj)3;kjgg|>6gQW<Gxo4<B5~ZnsJ}Re&q-0KaKKgi-V?Oxakf7-Z-38xH&a!y
z=8N37osp5KW5!T=`Jmk8?!OQ5yg({T$fQhj4z#$}7QK3GBefOd3}AEI<rB^OdPsJq
z#EjNGLAb<YeL}gF+E|>7A_SL0%LT~D=2Z0RvnCdiki~T>xRxRwRnHqLZ~%D>QON{x
z9#9xmTfvCSCx;mV&@lFktNDas&h?L?J!V1dAbDUCuO(Utr71P8-WQ}lRTqcpEIYrP
zY*u9m6*@gR$(yg@7buF_|C<>ps!{qRu}3wDzisFZiwGzVwXy>K-=%t&8{_;|EarEl
z7KE+{XGHJLBwVji`+X?I46MbPEK-H5fYNZFCG6#wK!H&xigEYK+FP%QFf9S?fqJ-2
zH?|?H_5c9e1z4xhPaQB8ZP$6wLx0mY3F6i7o;dRuFm|*+^O&U)q0{A{J>-v$04gt*
zE~mHU37bog%`$8|gU~#|oo+-D%LC^43JCt%QCb0Zpd&~tR7rkElROgn<Q61Tt0ojE
zc6oO4`hNMq4`l5*+F9s$=DZSS@LBE%Dhm?>Zwv+Ds{($ck~Ch|*3WV&glRWFUVsgJ
zt-k0PSK9z!G5P#)aa}-U3;2gwB}E(vgUXXRlH}b;{%Cg-=ug&AIaIq?#nfpOz0?k9
zUCjL!4!_bAWQM!dHr6O%ri&zCA7qIX;h=bv;A`D=bgLPo>R9b)V{A3Gu@jhLQ0W0i
z2_LF)&ix-Y&UH2t>*#QpYix5lWLr02fMh0iKi%VS-6mOB=Zyb}bO>475-MgaCC8~B
zwY%pYy{~iz18u;p;v1VcA*&-rAL#YFd-uo%v^r;RukrVBUS(d5HdbPZyt?)G&9?Mh
zCi@SvFEtNT(YsWGjK*H<KBW(q6+b@992tvN&xvk#h4Ile>be?!rxAPJ1jLEsidovY
z@I>Wzly%G!>>2@DfePNvFew#4>}6Zl<V9f=V`somfDl~4nX8<fgN0P3ejVqRgiQxs
zW9}G-Dr&6w#~w43f^JIZkzJ6RX$ROk4<?Fu;7(P+=^SyFR+I)v?&@vBOL7>Ffb+0^
zW1Gwbx`+l<1dPVCLVfu#8#K3E#7QSY{Mfc{l<mhF?qOA*;3wUz>+ujPc7MCX7A>rX
zJs(J*%a1TBRl*r2h=edoI4;aMkx9bDaGg%#HTbOUX>!QtC(iW>&$|W7fZaG&Q=x{$
z4$xG<N^(l=G0GoKt)LqRTK(=yvSYz&EU?8OtxwvlsJglK|8&=}cppR1bh{KFtmlV9
zd#CsW1e&E>`rqOSyan05(DTMuFp%0yPA_(Hte~73ZWQ14Q{%3ho4gkiYnlmTLzFjR
zS!|sztnjIja*N!LA0(k+KZQzf6}R-KOt{khuiCDXfW2G|JL{qnn`rI_ctA*2fcO(=
zn<QRR_dORB>%sA{YVO1OoP%`=1ygjiCBJb60cY>4F0BD&tfge@Hoso)5Tmn`&i1Wb
z#*VRq#NdbK$EB^ixyi57!0dla53*7WdYLBbO-Tl2D16oloV3Zb9og3QD{;G-?ht(f
z%tt;?`}_WcO?lm(d4@eBYQxUueyhvyeplSZATwHu3sDUs>G6uJxEIO(moaqLYp3nD
z9TP)E2o<`J`d(3E3V*X|EOowBuY%)M(UHG;zRp9i(`~~p8-%fMg2}L0diN%Sgo=4E
zg7EncRD!(k?!a`;AtwV}T0u8I#q{m~PDC$X0(CfcNRB;1H5gfmJ@`l0%z?||v>(sx
z`|Cx1%f49fi!~S&EJ3r1CR-&)XJFs_Y73v47BfOz8~h2JhfTK=)Jq<zT`N1E?)+-?
zpR6fD*Kxo=MsCvhn^H<-Wv~6-P}c2qzoL;WeOKN_G!Tv(GRm89?MeL2{bxKM`gVcr
zt8gQpdjC9uzV>dZn=xm&r-scbyN&6RjCr!cA8)}BwjUlOQuVeEJ-{I5kAHKfcvA3V
zPWx~t6dvNTx&-xfC(*8*HN07PvO7;w=60v`v;zH7WdBRiT@cYp9{=!>B~#yImA%xr
zrWI|8O^z>$n+?%nyop&_Wyh(y3To15#2Y+dbbg*<g1LDTy#+EZOYb4v^MC&2{}uDO
z_&GjC&(N(lbrT1>8&?1GAA2w#x{zB=C~EO84xr)Uxg_6pJDaM1b@a8Zp%tj{b=5!i
z>UqT5lElj`?TvZCttwaoe*Fz#XLKB{8>F*eJ3Bl7v4g!Dn4&;i2w6U#!o#&C)VGAt
zK|Kq!u5V{Kpf%sC;9Pe~N#~0=`Y6*(_%;zs$pIVN7>AIjHK4gQz1Yv!qz2&3Xj0Vw
z$JkqjRn<jZ!!$^PbP9+f4N9j{DkvZl(kb2DAQI9j-EkAr-HmihNq0+ke`_E0x!(7B
zpC2E8{N*`kuf5h>bB;O2m~l_D(Mdl0`-3}*+{(bOdeg@&>6PRG;6i=NI1Q?*s;b?c
zj5oc7Fz!mnZIa@(`?fXu7^%D4mH83wJzo(wgfXm+*rUZP5HYS0L07zx6ui((x(3ZK
zP_E~QdUNN`DYpOkkwZQS`@Q8J2gk?nC-`dSy6p$YVZkzvjgvrSXs~*zcE2Cd?o!cX
zP2W;QAqQn>i)o<=uj4SYpgHRfe$c(=6ngcv_z$5%y7m=OZ1lY~6M*-O&4V0$vX)Wb
z8(<$4-?i-clV%MnIUz%%ILi|$(FJ4Mnj=duEsIle8xt(J!rw@tEYG5=LJ`p?;9rXj
zI)EOm&5KhK(JtnxncPDD&fEqV%d~f7QPB?=v`l=-Y`!I3v$^5%{yJDfoGji*QjvnT
z!e~BMY4l)!fpa<(w#OK-AoM@I@4g+D%4JqfViV&~a9fK)UoZ6r2l;-NF0;P~(%Kn(
z`f}Do2#yBXDFN(laY~s5bF|5Sa&B!S-r%ORa@=W0e#auqr?-}~*71CK6bURm_={wO
zw!HjWI3EX_B~Q$>8|n&k%eZV%kC0dVP2Xxm6Qa~w8Oxte$~$ie;p=fyc0f#M<c?u-
zK+J9Y5$#D<(1`Ls{T<!Ey`W57=x9Wiv{E5ppu+i)=<%hZ4O!G%bI`mNaAZrpVr~`y
z!fhAKK3C)bG@ZOZJ)ulE*nhIdMA5zw5FH}a`;d(a8dmjXC1WFEr|F{W-D@@r#^4Fc
z1z_hJk3I<Yi+KHSkwV!xV-h^j2nySYWMvIh;j#P@dOL|o)+wOi0aity1A1|!bo<Qv
z^R8<)C4L8pPLUq*9%g1*{h;+_dNtYlXGOYUeW{;Xc1Xpbi9u+>e5KEWec>=tR`K-H
z9OVW-)_$)kbEhQy(G^_U+2q`x|Mcq5f13Z>)agv|Hbb8LN!l&KHe~K+O{I)yM|ckI
zZSr0RSY)NOX>Z<`t#bq#Z8U%{pn%Q*Q0}1u=4I&FTp7unu?{GcjAp7iN<a4JS^ylW
zC6JJbvjKb=_V#an?RD8ToBmtT$x3imwi!;D_h+)#4kx*qD-ZrB^3B@#-=A*s6iEiE
zgqb==9Kf{{1sM3j#xPwXuQdW_Ha9!YyA$u71GyeN)I0}5hGB4t1DIO}aNUe13Mqks
z!)IWX(Drf9H=v8=^9(!@4tI=g3}W&fe&~XQ71G*n!>595OPXh#MDQMSIckEBT}GLM
zXKppENKWPv3U^W7-Wf7mUgI;o$6%Nv3GFhz^o8x{-=TF+4FfAp#?S$ARi#w_9zVdL
zE$;vuaVZMGdj*`*^dz;wpau96$eN4Tu3>IX6cr(49lFs=NB51MJr`eL*Y7%Q^6~C;
z3^8aR9x^9eSVVLsq9XL+=nd6txit+4<WTv2uVuW<`&?(1)Gkk+Bx5?pzseu6FJfyA
z#qJV0c80{siIn{Z0thWWl?We>+T?jP{?J$>X04~vjsfvs5?FBbpuZs@AOyK<sB$u|
zH7&5KU<ZN_1-bW;tQus%t%3vMO>=;4{#m05Zha!5_v@4Rs!y}1^OrL7K22xpZ*bk7
ze%tZft4R<2woLhn*<lQ{$9P#Dsx+js;oe7<S}4DP_>1D=4((46GrrRE17$tny`=-d
z`-w|1cbE}CnDBQ-D!Z?t8@D|~thsiuZ<W*BTNUwl<M)Sj)@SXJ1v9LjAs-wNurovz
zQ%`u-4x^GfBuXf}6wWYUXJis9o8ono<-9NwDr&}a9~6_8Oh8A`1&T3%fGU%wg2uWi
zkRi!*inyKQ0@|wl8PLr}Z(N`gvj&6sw+MJ=CZX>>M1l~o1a;(0Ku3=5avhal2EmTM
z&LUl)Wzi(o!K82Akr0tw$Vc4+o3qNmS98Cy8j-4VowQfLLtLdXK7e%=<&=?~7vbnE
zvrvoZcT?aZ%WK;K5Kh3~Yr<^I;GU(|w6e*98<0(a-sn%@B=FgIBr6SIMY;LN5<p^8
zSSnNS1kmTn;@Mh;f#BKT-1Pyi4N2Y{>TXgH(}owT0^EFJvE$L{BOw`qC&MKu&u%=P
zQhdQt)hSuWj<kM?LY_f{Em_yaX5Ai6Jn-Vudaf~#WGeE=3)Yv72tt*l7IaFz1#Dje
zmj)`4yX&X5j(ed)Lvq&uVmt??B*WRV)R9ce*nmbQ@$zK=zc63}z7ozRVvmv;jm(j2
zxvX~qtPm;CP<$UgMv9D#JXwpbj|_3a#hRRwHA3@I*JFFqxKQXun*<l&CU`%r&JccX
zAup0@2+2%NX_h4p&99Za-a0_66%T!mB)G_2nOOUUm=XC`Eg5SkX`$Xg!2d&w28sg6
zL&c4aj(3$JqokCxRR2_5O7Hit5~!7911JsY5<$7`u@7I85fWzZ-p7-lsurq6X$qlE
z=#h8Mqb)yW_ctCGdb!+0Sh(;h4Q?)s%!pChsxEkVw`@U1{ksS(@H4pc8g%5Oq@-*%
zR<y_HPXoqw31DwHbxKPbzXP>q{w?5hXXjx5;Xc1#W48Yv>NB5y(+_dPAXkKlj$l`(
z%eH0TxUMKV5ena!Y^iuE<tiua>r)#n-ejTx6>5~C8wJHp`m>OYUuhWWjE!inoK6EC
zziY!wePfuB&z%L<47*<y@9g})Txvesrj4fzYNN*B5Rv9$g~Z4Vf7WNHgRuKcwf|n?
zjo`Z7^HNPPJO+}5gXDyOu1xb=l<LY(bqgN&t^-Vp=kH~hv&?F|e3YrPHV?3*S0zP>
zP$@snU3xYb_%xrm=Wf(}d?@!He|Qn?Zwa5TH9rYR3e;w9*DL<qEmupCVw)9Ft8J~V
zpl=&tba!)gwrmiHf`k<NDFYDZWbCd1OKB`I6`x==@K}81kkuTq5_F6G7=^rhW+~G@
zV5>WOoqnratQ*V5yPr_&8}r#;)1Qh9qfMvA6#-yS!hFH28|>P1Orqy>zk;YL(DNML
zVl^cA{5#^G6;LGUyFLJBED0vch?TSS6gP_(<5Z=2-YqL=S_~gdRYH7a?Sd}>6rvD-
zFWQXDlcE>8BuajjQpCqAh@QgA=U3RY+x%T^P2#v-=-t_%b`_a##PmD{HcKk|kc8hz
zCo=V33TkvCJjpw1h5<C^>xSV1$+Y)EkGRLdx&>pf{kg(x?6ltp14!zIl0z2>*!USw
zd29^P00Q{iS#Z3HjjxJz+C~$RfhQR`M6#dqIQ{*>4fNEk937QAaq()H?<KOh-*>W`
zRdKKdcRynNJMOd6f_#1l43-YdmfuM+%k8(Cxe7=L^QM9PgFg&pg}o_w0Go=}_g%kt
zM~CO*sQc1hvrR3U!4_IH?Kialsrld9!;#C9W_LmKOOTRnHg8C?HGBrGr3Jt&W6)}>
z??E#k&nJbX*nU5oPNz&w>|Nf(aT<&=o^T#FLUtn~Sy=q`TmNy&?#<Tu18;{6Kq%yP
z2P|*y3QrU(lbV|AnQYOPtzu;!pH_COQ{jr(!2+qptR4EJbDi4-mvgQ4*Ifx?<Ykv*
zl7mwcUnv?{rVW}X)^{STzj+wecI+XxC&c!e3d0ww_K};4{Tz6*8KXpa*fQAr>#;ls
z3TAv6wc5Z;|H>3>i6b(8lIqvjeEV8;3Um#6z_5T9n8?`iQ!*+S27>_qJ@q>mkdZ3D
zzcVkCC$(Uk%!bs#G5p4PKOa|^G-Q0MQAu*=dL{+6=dj1v9N)q##FMQ5N6?;tz{Z9!
z^Ly`%D^9>}ps?43YB)T=Xv9Ibfqc$L3Ezi|*gwW~32uFM0j+P^kx=dJthkYWzUrzv
z(Q!l#6Q#$w+dC>$geESePnIOTA21MnD&ZPWZQlxi*V0FG-!pcVao<_p^&@pRP4l>S
z<%~1XmsY69`uTs0X^i^X%>CaHGfo4%<x7#3tL6A<{WoKBth7y@F1(!)dGWypp=b~8
z`lw|tvHk*$nw39L?4D9$jLziU_PcxZHsr*!wt*h6*pwaMpH3r`SU+FE@AuNgfaAI9
z34K$jb*fPtrku6++(<u|@ycm~qt4TOlrj2n@jUYO=0#=OpRVQK<|Xt`;Sd`kCp)`|
z=XYUn3u}#sa-vE|WNYoPGLV6s!%`{f9n*jsibUCk)53IN)WKkL?GyCC+W%<ny@~Yt
zSC7cOSWcT#qch{%ZL}}*DrAC;eI?pc_ktUEn~~%Gr1+$;9Q-E?n&gPtuE&n_m@8B@
z+n%g5;?u$Kn6;xCE?IkyOPNR1eCbG@Ayv?7!btd9a+XH4=5*~atH|4Sn=-ds-|1$r
zX!KKd-9ZyKXL;k`u@J8fi^nMp)5MGLgEHmP-QhRd2e`I;mh`FZBz49Gt~7Wg!e`;}
zT8BM1awDg$d~TzyLie@u{nS0)^79zEd~3D_xhzHdGB=4AAY`PPT0O*iz1q4m$2IC!
zO3N##nnc}ci8NVj0!w4`{b9Ar4_!To!lZK+V&F)fI{mD9_S9Q4j?5LLW=6suPl+h&
zEv5<`N51<;jn~hTgh;Pf8dFk!b>vR%G;5xnR*7y*nI{ei{Y+=9`UuBkSCMkpqJw!c
zwU~jBLdc!z*Eo#aN=qvM<1W!x>d{(Rm(|Q%nm%wOO{f}eZ|>YUxv~h3^(4W0ks&jk
zN6_P!X(<?lqZZ>6mhH|$wjy_^h%goUG^S_=emul4!&qLJ?a@ho)~D5_+vS(Xm+r&^
zv-e8uVVv}Uu25Ki;6P&<$LzdSopk~}XRb4=fPj=TD1|4v?MTF|CG_Y_X4+logk-i+
zkO<3}h!9=B%$PDsvLYsgr@v6kYdL7qNL9Hf>>k^D33W39Z<+`v<1JP~^*@CGJ`8dA
za89SKBl3WIN@YM5ZDT*f8v8Z*q~`_T!%YS5DWxdEzk73J<6P|Eq<8FoN~-YjLFPB^
zdGhthF=l5(G{JSN{^_*W@NN?Yft$w-_bJjoWhk?({rBf`nrMeGhPWFZ1ShL*C#`i9
zyBo^=Zi{b3E(BD*vP9GpRr3xDedb5F8-ll*=M~EKGVYm=(2>r6{b%uZunl$NFQkKl
zc;tc@5lSrgTQvi>aaR}na1Ik)YVdoV)s0T<8yNow6!M+Wcac&iV^GAIT7*c_d8eP4
zl~(`k$>14woB7x`X^)KJ<2>JMAEZ577c$0foP<@TqVZw?A27}ORs|k=5w>OeEEs9#
zC?cge<{B|-x#DJVN?9WNPM2%`*<fnWa^YFsed5^2e4<WlbgY?G)feKg<79s7QGdG*
z&-MF*0)G)TQKKe~mR;`W{5h)MC4KJ-h2-|I{$fMeleZ1qMD5u-JqbNAd%n2~8%f$I
zQm{Nn9o8Z!WaY<K8KMpdCNJDg!rI^`9I7)^CDhf$iY>XJRSljGwtsAyQ0ZD*rz76`
zQ|0!f*eF9h-N=?0QM~6z%t+H)7@|azkfY^exUaKansw+4b|jZQ&#rH*&pzxaR`{V~
zVq*`;cor1wG1GTwNCe&GF(TH>c(vE1lzP!g&C6XRBd0Fywz^}*eoh%5o)A8uCm(i&
zn>B>{U_;u=f!AEG>{aZKJxT9F79-c<&_5|a1MPZ2Cko>c7g*jezqZWthL%>@LFaz4
zdwPxf4PokwY#Hax;w}=m3Sc^RSB~XhgdA6is(;YzILo+PG_jTHWYHw^9Yg5(ID%-E
zaVc#~2{VQr3)NEiQ3(3I%BHdW|Gv9zDY3iA&WC{0m@pm$i(Z_>P|;qvW&NPoD4f|*
zpLv}TtNfB*LDQu-uFmM9?W4?`+jFdp3A;ii+--jz$+LLhn(D6&Pv($}E=y|MT#$?P
z@F~UwSYGQ{E#qe$mTZUZ_Z$nMVH;Wj%n7iC6rmHi68Lb$vRm%KN_0v784}0~1l^w=
z8z73&?w^XFD#C4T-2n0jEnn$E*lh*JqHk{3=6Y0`eQNg5zDBA(hOP6gVe={__T+#3
zN!WW;j6NQN!g^B<=UZaONhQQ#bm``*Jh0@ThXUGPHR(bMUQhG-R*CeyucMy+Ud2Q~
zT-&J&1S_g{kVc-h<HAF!Y55KzZ{FgwU#5-WuWbc>YXF1Fz?TwnMq_a_UpI<&QTk(r
zhMFk9El??%bi9DS?4QZYa`}VMtV3+bh`btmOqHiS>a1h<IZt`pG<REPaqFMi^GLGt
ze)3OS)9Fz}N7bGr$J+PEE8RaBg?&pez{NOVxETGm({m6oI&^$8^!VS44o>;LnRd{s
z51aV7C*~BX*Z3#8ye5UHl<Keab2tL%nSwCp1w}ix9`Z-tvJp}Sz1kj3ANx`8%Xu-`
zxUMK$6FHrzL6dqFL;ua$M5c^f&ZGV7yS`OvHSZ821JvcUthSgW#x&EDY8e%{=>cTj
z{luGqfRBG)(gz4#S$VDGiG-BQ9V2jua-MmId+Hvuo3Rt7#$mBTO88)`oFRqS6l{Q$
z%l1)r7aQ#gEks5;j+iPBoWu`UQrMv$(*>OTN-Ww_m7B*Jm^Vk-^|rCF9hQg++hI#T
z-f7=q+Sc4Ah<304JfZ*8n!bO~BsIKKmBj1%_(!>rr4k!dP5cdD|81Lo4S5-D?N9BU
znAtZ?goQ+<Y5j{eLi?tAS8*uoo$yE{ILUgyL{RZ4+ZI6F0;zi$<apjih@^oS-Du3Z
zUWESa>X`<y^5x#fn~Lh6DRo6Zf|9yhxxdm+<)-uf5`Wv;OYO9X(@YmsLUD^5dxnln
z$)o6lXfsi#vlKM;-l6Q{YKfYY;hfHoA7o~Kx7cefXp8X)d?1kGym)9tFX-lNF#_*6
zXy<&njnl@iJuZxSaRj%El7OgdaCoWLvT%7`uOOj+5~`NtpD3GbBYO2^?J&fr;|V!M
ztp6OANW*)qH@&ghaVieyD06C7Bqf+YYzF@Lu%K6;I6H3Lyt=byGri}XNS}OZOz&!O
zSs7%+;qi1lrB-ihcXQY8ESb&6z>-@uBz-dF(!LA+{Vx3IZ$s9-8%kbI>d?MkjW8{(
zLT|9q<0@JBtthE)Tq9fl6z-29Nk_!fx>E9A#}zf|CFF9M>k1+}CEL$8u6rGVH9Qc~
zBGwe^wqv@!j9K!u4rS3RdPS;t9chtf8x1j&qs;IjORWKQK;#^kJSYW6Dm_m%+q0#^
zzHidOUVK-{ff^HdE9kCh%oK1WO9(OW5?&6=A@@DA<c;*7HD2yL<iD+_lqv*q%y4ii
zji}(lR+LikTQ850iEL;`8##1)4SZyl65<}<A=A<P+>3YN1e}ItSw_pdJd(?{125&h
z{ys}5>`*@aYF4?r2lw0>gJ$zsbYgQYRguh$-yN0Zv02Ls3-J=mi;+y1=lPyh_iD!(
zkY*K-G`jEUv!U1}o3WxMbAJrwcXG%qiV^sDT;QAQizqYw(X8onk#dsm-(%tpJ0`){
z1Mq*~N+g29sI2U-$We2bR}VBnESjMD99K!)ABSvvIni=Xr5Mr1<4$Bl`&cfEYiNPe
z_Tm?U_WUzmeosrBzAa_)DD-$w_1O9ggh%;8djI176zn_95C##Lq#y!&2hRJ<aLoJ3
zb!X`DVe`S6{+6+ob#<HU|Gm1$6=Q@L<ZB!t6YqgQV6M$tbctKtIKN2FkPwD?yP-wC
zdT7XHer4UpC!^{)o^=8Xk?G~IGZH5*1&477FQ3*?D(jHiOVIo#B{!STlLv|I?WFG+
zF_nazN~CceCcWmZ5@N8Kq7sXYn0^$1Pq`^!@ToY$ktXtsJpnf#Wc`C5iMJK<{6#6o
z)72G*`_pSj+y%tY7RJk@f)4(G{*B7QIG%0I@}THA!V?cCaXZXMg#tn2B4+KoL2D19
zfe@m@As=+8C!{9b*39_QA6~3;p-9<V-;IS|Slm%!{^;O$%UC@=YE6W<mlLdVPAe%=
zPHrtXCpK3F)I9L_ni6(c+9&Os2U7Z0RS~^P%@wZq8({HknjN5s;vKO*%7e;XLH2Fr
z%TX@vsgBD_uOrdh$>0XvO{_x;Q7UDv0w47O8B>#1UXU(dS!|_y<2BOlFX!%m3l|CD
z@?E5Vfz+c&R8^0NbpIZ?3mjrfiL-f!rI{q$kyE!14IDL&STegB_b*DF4aEz(2}h|>
zA}!2WEzc3EtC0sDSSndwpQvgO^z7<Qahr5oUze>1{>#9gKuK{##<#R?PVo!C=bxM<
zhY)LaRMW4j>c$rl<R;dcO)Lm}{FFo4n)3OSb7<h1VumXo8?FOn^p+5fL6@0aH{@tR
zxb~i*+=FH*gHWR4^Mi#p&oEt(zW;kMLZr}(3ALDDYrZ&HE7cENV@dffRw#rfarfbB
zze5YvnuoWwyunP^lPhc^Hk5F2Zzm$6;*m0Kkk?5p)`n1s!M!DEt7jec#W8eDiF83d
z6#WTf(ot9_+Q9Qp#b%?nAWssOD#5_`u83J)r2MNsb=Hw_-YO&fbUodJt8omdHsVf%
zf*2?(BMN%7Clj#b8eX0T7jo64BaC^C&&T#EJCG1#*y6X_Tr3U3+eh>cl2C+j!L_YZ
zcJyQnM3BPd34a_=Y~JJ1z<Q(V<4K<Ismrn*CHqPgbyS}RntnGEGrgsK#@SKc@Vr}H
z1yBqzjo;x@x!jhClIBQir5<7cNdmR^x89_zZt1myHm#zu=h#|$AI)U);Vp07aZP1s
zD*x3J=pKlVXl>pz&HqC!zj-tB;ZqWkk%q7-CyM%~R4#6uJQ#7fHy6AokL-C|6q3&8
z{<LIirSzfEyahsdU83{!5>4|Bh80of(WTzoJN~XUy~IFT{&6oF&)v?Bku^+n*p~id
zgUOe!hv6*-L<D|q-iBoK{ASDF1win}$g*h2@jErCRbu-LHgtyc$%`TS2%XoFG=lEl
z#J6yQH^Hj`4<NwleeB3HrwfD+idLiZ(;873x|k%#ogQWa<VM>t=^kDLGIVq(`h9wv
zORM@<KXG|KqV5n7Cwl*trrzCfxBbL_%}b#q@x%VQ7eC2FMxb#un|xNUB08vYYTUMS
zI1s14yl0HWD!Up3f+h}LGEiB;m!0XZU$|Bl0wFQ@Ylj7#2!JDkP7+>Nuz{>+>h_-3
z9IqJ<z@9u$)mv<rxpgKN$+P@x>NfW!N4~0@IM4~IamEyw$m%PVFv+=w1JMAH)dpL(
zNt%g7sh;G#YS+?t<<<QhmE)8O;w#qKs=x0C01mXYsAU)A3sY3KH8(h-p@yTgwvI3M
zmm)RJwTI;e(ZjeY-!;61Q>q`srAuZ*w8YW#^6O$Pziy2^$p0WrQSDAK@Sjo%MeKMs
zQN2)blSFT;VbQ>^ARlF_Uw^A))-b5`9lG?BTf5hB%_b_w>-8)y9;MGc)4|k!kdNs_
zd|BID4ILCv{PC&fME+4qllhiRB!#1F>Xl6M<GK<GN|e4Gtk0bW;sRe>=xubjn79@<
zEv_w<Uy47|jB7-dDvBc(g9M<UYX}u&5p-w`ILu^d4=j)~DcZfc=XK9~T^S$nTi<*T
z@AwgqZK+5@J&tV|JZB%&+8+|c6hVo>fN6K35uMKy4TJpdkuWP^*dhR2v;!3W3*UKe
zCzyBz$r`fvI=+w(5F$N-zRTtzl-EoO+{1m9x-o38H`$L!WBz#AXO;M%HBy7u^Q>fZ
z2#Rf)j#$^@bts1hN0k~$U*2WBw@n>(T|4~J-n`rWcEayX?@G&HLv9|QXM5WaL%pCm
z&%g}!ztf|R4~3mmi#yDPQ5%H=@fsbY!!x?;va?*{1kff_Z6X<Om?mLiS}Bv4_>%nM
z8;+MDSpopoPyn!&z5P%%axmzXP~LNDVv2@4UVOGUvmr;0VrCkDy8o~#HW5N~w)iS1
zY2Tgt>iDO2ivpX&(MBpuFRl;v!VM2T_@nP1*;GLv{xyLL3ao>cpcROCq=mej_|A6w
zqsC9v$u&nv3{>fc^LfVl*CR`fCn6nZISA&_7#D&~&+Lg=k>ksn{=n+X2jtK2A{qkG
zQHhRG)7umel4+POg(={~W-L`pdrqeNr87Kz3>WZtENLRdj(W}2gN-H0fl@9}cqyjV
z#6m;1cbU};iQ66P{Wfy>CCa{4y)hj~paXJ95J4uW(jRSo6~V#F?<glkFc8r`J_g$p
zHutU{y%E<h8V^O-rQji)4<Y+phbDJM9^K>1Wy#aA&_NIQBJ1z|V;wS!Z1;Oeq!So|
za0=O4Ag8x31OP{k&qe&ooKcoYz8UMI8r26w9P>EPDUHa09H!(S)d7)Wjcbwi_NE$I
zNU(%g3eO*rA_iSmQw;y3>t8lbdvUrhea9P0zX;T@_}qjJjOz|JR4U-?I7=8Jp1N3Z
ztafV7q2yn}8HwP9ZnRHH;1b>sl9vt^`J@i;fKM4mC}U!C`JplQ{zUJWP%+)}a8aIv
zr0h2@Xf0*=4aNIv{~s10>lmG>TY)V@FK8d@1}$xGByVVD;0l{4U{AU)V=+FmVQs1M
z7W2&9<v_hdiub@gU-hQj(kLRK)x$h@ySS&==*IRQS!x|S-|({JGb}ItN$vmhKAyol
zxpDxqox2W>Aw8FWIw|ZpNbkf<`3Vjw&pZu<&25JV|EZR#*Iuo%j$CBoe9L5q&f#~O
zPU=`JsYkZRo<p_y-`y5>^&rG)_XBhJp9^mj>S(9SJcvuLW1I6_vi3RdJ;<LEEZV62
zx~JPCASB-;UWi#p6OmN?$5=q>u`No|bb9%Bw>1Ye&E!f{95K3oS&bnC{m7%#-KQw@
z8x(m(ILn9Wm}1E|&oo8GqD6Jj62~27BD^b99C#)!|L#i|jA{jf_V}L1mclOpT#HK(
z-NUR39c@|{+5uqk71^@36C&a!O#Es8lLy^ab<*b)R!kZcYKmZ%FRYgZ`$O$HdWEDm
zI*Kh3B+batU1Ls{2H=B-_K7m_Nbd)AC$Qxl4sSm<VGI?yobYR^@-N7PSjOTj&tPv*
zdkWWuO<cG9irH?&(%VoS?)}J1&rv%q-5g6PZ12G_22Aa}@VqCd%vL&jWK<Jy123{i
z7JZZq@CePDk9Ua2D#etk)93pdVkfJ(-5Sp4VHJJ)aWf<+BV~R_tBNdP=<MMWGsE);
zJ@AoTTR4UkR{Pj;fco1CWw@&MA0>JY#<aYjMl5XPIIIrUS;&u6HpEb+-sLx-1<Bl!
z{b|&~@+*0iqaz#TxODs3x2@Xl&t2|MYW-rt&6qXJ>jdMkfWCb!=G|E=j2dgjjZZ;2
zl7^s}ulTFne8TsN<h)b(vlIs}j2U%Y{^!ZxV07dz9xc66@H4rp+vLeGrg6Zk$r+!A
zlThG&HpfK1f30k#WMRR7U1Upd_g!<S+#KxgdSOEm+H}%C{00{?DEb-{Q(eB1r4UXD
zr?~s%q2M?6rK`~S9FC0*&ZPcwMdt+XIbfVveZ;4@DO4l0%X!yaZoa%(=d@hp6A<{N
z!gv<8xhY_|9cka*+U_%<fwPVQyCRGTF=VM}StP#{xcHD4`im$5J!)7CbMK?%b2Be~
z+3R^tKVIlNw%~_SmI9`=r{-#|OWb}pwz$K8i_y$`kBjMOdyFDzAR`AuT3df^GH<C>
zEyZ@wVkWH;X+*tN#X+mV`XLS%q=~3G4Oi{j@}XvXc3*GM#L0aCK3~9D&HQR_gQdET
zvg0#xZtlVpDCXd0!loQ?#%F7-35RwOp06SC-|Di?3!?zAHkzx4fXapEdM1x7KC;_<
zs`7XrD_GqMsiZ_!Wfsz*frd7eSups_qUA(Xq7q3jE<F`5%mo+HxG79ynrUw3pt<V;
zVG7R}NMnRBv=_Zi&z%nB|Kf%3T0oBikTbmBW=kIeJ_BQ3SOTBzBa?|jEMV8U(iMSd
zK2_cVTq-ylZpBy50fb26oQ6(|bvY^|N0j*e_O+y9P?vK#3C0RDp)xz%9X3j<&%*C|
zq2t)g*KdHqQd{{BFbz7GEL~<NiRFXsm`Hq9j!r<%&`=D2ng)!B9!;H|PFv~$ljZ$`
zgXf^_gGWUb3J43jfWx5zY~MlKD)LpuBU;1#_1)fI4$@)ByCM5uuR0<{idET`X9C3|
z1qYc$W1cjZ69N7|E?}uxJ{&SA9jQtT%cdH+9DR|p=~}#Zh*)8MI?!uUee>A7_dB&W
z?E30zN6Y|5@Iru@a{6N#_yc8sO6Rj(`vIn0$>&CLAWG~4%K{)d`s0_D!-dCJTi1ej
zZgFC4e|NP(wXxfXMHS$3h#15Tr|SOgfbgLW5po`4hzJ~aM?Z(l3U#UsQ|b#tUI8sO
z$G#0UjE3x;mb5&au}b4<Rsh;w74)$GIYcYDVw(!4kSb^Iaf+KRkeC8Ot<L^Ji_`f&
z4RE9Q*hYpQL3iP@`UJ^eD(|YTURjWjfw67fv>v^_9(R9#An`RmUl0)4`kEy4_RgVD
z&3ZBIpPe=X%L4flZKaXQdG3_X&-RA@qN*$KP)h`2GqYdC&u90*bEo_LgjudVz48aX
zHgnQvW4a9K^}F~k+e-0{<F1H+ejDLS{(#YvD;3Q4>)5{!ARNp<{7he<5qFzwn^3{_
zL}R8x_|Z`-?)vfQpgHl@UXDAZ$#^<!dvGZm>+cb&IhJ$jKCB0fy_uOAIpF-sC2IuC
z4wooxFOQ8u6ny|>uMA)aQ2II$f7V{Qg6$`h$Aib0wGpcltm-B+J3&LVT-NtVO(xjd
z@YFE)xg3tAAmd%`R3uZ3vw<<K3p!sQB2el_HyAJjuK({O^ifjKHzNygzwe2i<3pVN
zyA^=UCevr8135Y;0Cq06KY<;h-=Wg_!5#<g#OEgyS_gn5tq08LpfO~^K&<K12@bf#
zO$8AFA>bIASPVlG0C;(M6}H}phZ>I$^zz#GIwfs<pARVI=x~;ds$7o6dmR~(+k_Bl
ztjAh(Lr`toV=yI{okD!;R)8J29@v|Ryg$~X5Zkzu{<r4U4@>0ND+l8^ARQ#23WWiB
z0;JD1F>t;Y3E7u+#dGDMM+S!D>V1@exzGvU3+)liz$ZC5<H1oZ%X;C9u2hvG;;G4k
z1g43h84>_h;WlG9;qREf`y}{Z4orie$Eu^XKGwALu8ye3%bcR&O-08&yD)@#MlPQP
z?M@DNc^L4_wC=(WF9syf<KWb>z#S)BMQJs7ZmE(Xt|vEF_~V&O|5|;FOG*`Jp?H+F
zZF+F@znDdK6JF8-Yets_VX@@t?@uKGV=D;wOOpcqs6S9el1bhTOHu29iD@Qxz$7<o
zjfkH1H88Jk{L~rI@p8jxuPK~<{5(TCKb!gmnOmRVqaGwb<{I4V8J?`ttJ&qQ(sijA
zlPkg7<nsb4K7y_-gQ?S#T4@!x<IsO=DGS!}*%M$OC=LQh31AHYKRR+K!~ymPn21Cc
zzp@M?d<Z{Ldru+aAvh`X&M-w`XmUO!L$^skKWTkWXRO<G%R{JY*(j_a%iW@1L~I~^
zb&?JHa|$u)UX1#zcfz#y&C~ZBz24nj?`r7e%Bj?SpN-A5OdhnZBvs=P6jr*|tkK%&
z_Xe_#VPqbe9?ZMD{vXZQzq-<a8MaHz9wPh8;Nca>objf?`6%l$kEO$IC*GRS*z~zP
zsbq?f>nQ=U<d?1r@%A4}BlI1}F@ku$du|`&9f@*K0K{3>gIALqtwlntkMF0lFz*f6
z71du`K@$P=LTJO9IBZ9?;UxP+Ajs@r?Z&-c>Mj34{8a+adx*EEsi_H^kywEWGkN12
zl8H3|Zq>j_JP0_TTa<20xY4rPE64C?mp|PW5tv)daPAVb(!Tx_Lp@}`m>P6-EmV(?
ze>t=opQpmAMM%-VYKR%yLFVPSM%CJr(LwG1r!5sF4d@-`HTHSd0njA8F|9bCa-byM
z0*aKQ`$CdL=J-I3I5=91A8}JhO5jI5o}_pdv}LjQCM<I;sRES@(51V$(Z`U;8Vp&f
z;}H{!&x30NzB*q+C3)APsk#^Aqj4{uJK+HP#}?Cni&XAqV2lY3OO%M#Uu6U;YK<2_
zfIK#Ij!ns*Do1lfp$2KqJq^Y#%M3%FW0(AKfg=UFu#Nd9&qs|Iv^Gdu`Mh6-Ue=70
z>_<&7JCV?a2wWe+zo}WkkLc$jgD1$>VPzvnL7M-R_vG6kH2^%Hb5r9ehK6!!ccq{f
zZ$2Z|hb5mAkVPkC$p)8$Bn)JPL7ELNX@KXz0DSW*E$0h~p2zdso78tcvz()VToM6|
zU#`ML(Qa$>9=Lv=1L-a<C1nVh`;fB$YT=L5lcM>&x)h;P1LnkA%f&U;s-9R*h6Z|g
zlkszi8-mC%O6@FabiGcZ)ku3JTeu>!)J;Rkwxwjp58VaotFa0&T@kdU#(2%O%YmpI
z@&}LyBNBhl))522d|QcL=lf<z-EE=<9I)|)b|Lv0yxhH1Fse<-An0|o9k`_#<z9>b
z_az{dgQa>UOfL8&S<fQzYrpql{YTu%5Ow;HAP(b!0_4*-K1{jq8OT4L<za~wRWBIX
zF{AX&1!)lP{%g3$^_+|7K7Q!k4=GLFgt-HQi?NUZ2EHcCh5!uju(2CFs-tka@#-A%
znFdh!!}C*;hj%59{ze5ImqZP7=Av69r!0=}JOcGM6||Ea8I~-^ag9=MknyPqgFK#|
z<$4+S>++dt2th9*U1qTy0xn25FWcB<rnD1-s=w|cxNJ{!qztl4Sv$Z*G(=D{0a{?`
z%CqQ<HZO@Hcn*0hiHgA0=5pbRg&m#iy;P)^S^(tsFBC5Si??vXl$yru4wKeVI;(yv
zZrfax76A!)?8?Tew`yhzw63cu6C@O4GrVYKw?u`xnqLy3<jAR({7#w#A1`EX#9{f@
z$pbZISVG6p24UZkugPWSTeg;~#@xFJSo|^8lFU01cQv68Q>tW<E2yfeKXF~yqN>gX
zJq^9XUao~Sp0{^+6jUKG**hKG31NQ`fpkn*{lxfLs(qm>vvcf5(8=peXg$tRY4e`o
zNchgH6*N_MWPP@e^_Bt1puI%<Vj(v^y5A>7D;L|5N6+e5$B4k?rjgvx67}DyB86BO
z>F;ApR}om}F%-|FT(7;E{n(eW_ux|7*UhA9r50Cl?2-{SmTsAj7ifzw>8eYk2@e-L
zlgCoSFhb`%DZV5tI4)mnOkj~fw8aQp2vcV8Eu6z?A0!|Aeibr{ol)Qs<7^nj0f_09
z^bvGV-k}<?&!`KtWAL6(tA9v%eZkQvMfjs#5|0GmJ0@$lb=5V@{0{_@ZU@0d^5}q0
zN`W_Avj5^?<8h+#oO}+q+zw$ST?C!UA$)jKZcY91n+Ge{>K{6Dkq^wP7>C-Cr7T6h
zE^JtwECc=<_*G9~c{TEQQgw*^<B*oGX}dx4XdUe_sUwIxkKioo6Y=>THlTtKxUg%^
z?2kg`lYxS${s9oq_L~NxWL7~RZ2#w8oz=3=%rOlN27c=`zw#yEUFpJ4&gD<i^mY>*
zKiq4a4I5}g8w1V6Xr-d-?5_Df4d!!V=Q&ynnG(1B3MG_T%{yxwExw!%YXxXDf`~b9
zP}-4f`d&)su<Mis*I0lVtVe1?uv=LO2Vj^hgJnK-*9RZop}1{wAnpcm?{=x88C`or
zRqAHiscDDT#>Gj;VQv_3M+Ln!^;&n}rG^<XTyn14{z|dYj*Xzd(^67JA2VH#rOZUE
z_{8jihl(T0tO-HK#_8(fPFmH623S0Q_X#>i-PI)LBu(axsk@F2(|)xUkNX6s-7uUk
zN^SxYy=8JH4-8>g-wBDzGu(hLS2RC-v5ZtGsLNSR8BzVE9-{@uOSF^hpCvPGJarH2
zsf0aCsUcJag7JLp+Q&ba1A@OuaDUd0Tu)g`GMIuhm@eH3NPIPZ4eKDDxHpem1N!(Z
z$xJm8BVk|k(y}9HA9M6Fd%T2&-BK~wXX%_AsQt28E3Cb1yb|g1mg=CS`T&si;@N;i
z`HN7|sF=Rh{&~2G)3&kMd)S@d)vPC)2~>;k82|F_>tJ0q!nBBC67rax_Zp5UY&Dkb
zduE65xN@I&Bv<l5^wkf#3MSWu;zdN*V$a%6L#|(UwjYIv<@^|C9*mqj4Ab#+1->F5
zSd^5jRyEr6OdjbIIE+Ny!q!Q^<9oViCK}Vtd5}}$b|+Z;kw85TGej1OlbNm>upIR#
z1_T`5ORT&9X}*e#SlvajiOj&Bh*TDAM;Dw*(ugu9Rca@P*qVAvGOLeR>WVML?XrYn
z0t|+y5dR?3s3lX+1kDH@Nw>Q5#nAw8$CcPBZ3s}87zy)si|SjY7xV7)wvzDB+>N`0
zSrw-DLE@eWUqUHM-7CK3p}}FQvIykG4oW~?>+dWs2vGl0_ZZ3o&N!o~=i#HVzG=xV
zm~07tqk9vUrzU7vI{{<MGc-V7ug|e^bhHW*nE1M#&ZA5BwMyd)<Zya(Z+Kc8ZRZ~N
zevzj!vMi|BH}{lBGL&?jHkQ}a-_Y<iO7*vrD#5l!dNwSWB~nkMwC_ma?LX)3aO&f%
zk{(6@j!NJpC@UJW@5|`fIs>oWn;<Lt|KWFLsfDz5?NG;<!_c-r3@-$$H3#-A%cm&(
zel>SNpK7a}k!A%!V-{Xxi!(Ez>q~VFe3A!Op%NRdn3pFiVhM*8ea5u%%Y$$iJ`206
zLsHGZKM86d*9d;FG9F#h3kc;(4c<jZslGF`_+~hdU=w3~!A)!9Jc*95^C&i9af?+u
zL1Gfw$#sJxPs{u`U*qAV&WSnGx-u}6gT;u`U=UkvoTag6n}JPnnizBAek``*4+C#x
z0%WpKtBX^bbY8+bgeaHT1icaE<`5s&F+u#_*SXU4zt0!=>d)LrN1wzKMjc+YOpH(<
zvBXV>J%@F<ZP36$h>&&#bSbtwf$zJH6PA)JRZqdK(ugWp_N&kaXyJf_PCq2U^eHzP
zbXw7U@*--){JB}aq|^bsdriXqHQP*?t7xjmG|mH92>4A2_T$P=(6;pfHE~y{)cMej
z<x%J%rT0%3^AB9KrBcH1qU&1lKd|U=1QGKov6LqoU&D{w1bK&9AG?IV*%pHyIT9j|
zMfCCm-q6RL>i>47<(}2C{-|yn!7)0iFlUkyKi!U#6m3XbJ526wt~s$XKt^<vo7UCI
zYDcyFRSw9E;O`0S9sKu81yNYT2D1buwQ~2NOSL8Up4sWW@Ug@j@GV`oDG1JtvAse5
zK=7hbo5ruirNt9NS>sJo(+r~;Omcu0P!~N5zZ2yZtB4nB`q(GwM;DBU6`ExRV*y=w
z)voXwS#U10dVDKH#n<M|zU$*=3LGLcv%w0OT?F)XtTScyQLuCR722dViK#;jZiH0}
zKjCgX8Fn0mEW)sj&Ja@_tBh{~x}LA(p*<rvU`<g$poqgzj+&jg4;X~pQ85%h3kzV6
zbovF_2z<-q$sG-y5e)y;`Bcpi$2pE};Sl8N^yUJj`uiD*Tz*>3^}K6y8<UkHC9~g1
zk)Q(xfRMQhU|_a9Y`%Sr&2JanwcoXv&0ZzDPZu+Sp6%}U-xoOw3Sgk0nelqtgrGSI
z`eahgK#QU>fr(ZL2rj}@F7_gzIg;>pzT)3Q{eT{7^pkW7GdFAXas9OBvk_{}J+l+S
zh5OpQTj2MgGhmkA%&9llQ~u((SI7{QEugB@Wy;7V)VB!0OF%kpf^fnZ4$FB(irP!u
zMzl6Vs<M88KpuEThYDzkhZVQ5-*4!`TExysg^m0-wci|ZDX0uaE@3w^y)U#R_i(7B
zmJ$@RM{gWwh#xfVHd_17VHgQe4UsCpdqn&CevMx_CF*%6GO}KVmjt4Bj#Z555J-{e
zT#0b(ML7A1@<L}z|2|VbB&<|#t;&;Ker`m-xWSrM<Pqg8)wU=)fM1zUhQ}Ag%m)@I
zw%1V>VY{<+%xPnGsM5wm!Fh9${NEbCgB~jTaohUcq${#TKzj_;Na_S>uz*b@T(bK#
z)UGgmm;OX<-QL!DVzAlwjTILlz&@Lu_h7|!{G`EV8x3ul-_+1a8ila6igUnzPtEo~
z%&kr0*^AUEqMEDBr^4gQSj+I9G3a0Q)Ix2gYK|IZ_zL_%+`yQNeT(*pgvvtL9+szt
z&XU5F>mVUT1J!3x?_cfS{m^2N;H(3F2MPW-Lk8#z9}^AlxA1ro?$y2*sH@o=Y7BJ7
z%cA$^O-zRU6ddTMl<)eAF90I{*iD$w+JijS(dsrP@}WcNX{FGBM73K+(UGveRnU~p
zz*xx58|jUF6tgE(Y3vT${`k<UCPwGKpe7*ly|m~Y`p`66pK*~5RF!H<Apz<wWo=%x
zC;h9dZQg*1OK5O(kzuDPqTu|b476ZDO)>!86>p92R<B~K_Q>jSzp%|@CpZ%1!;fy5
zLK{ENY6LOK6H)Lc1ax;7=37L~nAHJz8B~QfvLrU46Miq{Pjo_p9>fl`**Q!OtnEF+
zJ@^9aW;u6<YT$Psk@ye-{UeR5d}@Ey8l<5t)Kbsd5m4!S>T<iQN6~c9m30DR+LuDx
zo-c{7j&=D*zZ64O-Iugo={|uiOzwdzDe=g-++(C3d-j-#Fn9}c&w6VIUt9g>fP(a9
zHPgQa4R-BM;y`ib`wUiSb2XPC90~il`=fe0`3}lk<R!MxFT^81*zu>%;&^Gz%ye)>
zG^cxu+I{Y2X?=JU+|gmf3mgrAwiXrk5pE~*uaKm~Ga9DfKKn_{wP$q0wLr)-NR21|
z@u>fvT{+1M&nuGRMU0pYf9|M5vAryXGfN@#&SdE`bB#YVTG#<1t7DsKOZS<GAPnQ^
z(F=8!`W}7YUjn+GFTSsd7EJW5QhxK2o=$9Jv$=3i15|;mL;S+GkQuzV!zbtfqRVrX
zoZEe|9%yu&U8f1#O|$l|;~82LSe8?wrByTKAnH=&FVto)d`C@%q)hhqZhkl+AUL$*
z@9u!T6#@|HKaW)T$bWF8YB<^M6CeviDkX;EY(Sr28C=q1M2p=Hn<2%8rnAIGUl2x6
z*&LTW1$<i5i&y(J)RbW_80vD{xK&a6F8kXXrb%Jmu5(~n)K>cn*+ju_H5hMifu_51
zG5^pxqU}YO`ob^TYzune`TvZKy6T+3tKGkF`tR)lWwI;#jq29;G<d@s1zJIY7BPJS
zQz57`LeMovyG>S)NRVsJ%I1mcWY_jxEl*+WQ`Xh?+c~9)KP&|`Xvb4bh1z<nxSXRL
zE(y=sr&!L(uhOTgAVOQ7!PvzywO7A+WbhwK%D*?000O=wzzXa|1R03{x#Dk7>S~9o
zKWu5Dy>q+o)-9RxRG!UR#2;rCDdEbmXDXxUXkEU7{<o4=TrV*<f@>D9d7X1@UD}&W
zw=7QOY*<PH6FO6jgLabj?pw6@YRVS^H@oL~!dGixqBU?-$WpaTl~Dt9Qlo`|C)wr=
z*ou8^n^nnJKN`Z(62|?ZL#$2?9iDItLCiLQ-?m~zkZcRL)n`~y>ZN*vyKut}q~Bha
z7J7XA6e`DLxRmz{-(SU1bj6IR&4zv9T4>7P`Mc$8bfAbNcB$Kb@3Umb0@hhO!;-^9
zwR|=z1SB~b)6t?X#gK2DmjN0DT5-2-K*RmvIuMgydnm-UZNlO~G>OmyTK_We;;$W#
ziC%9M>V<p6IZHL9iO!)zQCfZ~(t|2zctU;d7SYN%TcPr!RM6PwnTCf~-kF%WDm7FH
z*l56h1^_Esj4Bqs!fUz6_-C_rRMV;Hq;{iL7E*yv5dsFF8J`atX^74pAK>10ZK{^P
z@XlvQo}PHG>2mJ(H(e=&TAMZu5H<nwnBjJFrmfnfXW%TdEEwOWzY$-tS|J-Z2((tk
zJ=jMt?z!;TAKtXv(2wA%J%)*i!97S0{g$@y#prL`iJ-Pw&<hjk7tohjFEuv<+b#WA
zKIhTUhLG(AuzLNH`F5g~GM9jTR>WO^B-?^d>mxHPB8Wf{LB|b{vsyEB4;ruLyS`&^
zTO4;Gl;3th+Je_2A(C*&rm?-fe()_-iMhT(tA`R%t?*f##5%CbNDb2ZQnYp`I2Nz{
zFn>Rh)FQo0-Y*dE258)s&^GxQ1CS)nvGcYtv^pHX&}Sz}%*_-~)eq^hy8NZG?&1l%
z)9;|`ua20?K;5dFa`^nGUc9qZGP>yO1axxJgCoj5TXQ_>uc>IBn@`HEm{uIX;Ym8U
zJ@MD!wOR#5DfAiQtPq}1>e^&39L97eHmux)zB*GF?^vFo-Iotuog~*KLS`~g%tSB(
z!eHx%mF}&OOM08Q9*RFfDJ}&1-=@mDzDqH0*5%>6ojTpqoTY%tY6L%QdvyHV^uqq;
z#mpB1$<KyOMP(vK%H8~P*A|bNLg&Qa%jExiwe1E78PGr>0C}a3Y|54Dck72G{qMc7
zf<ke9eRh(4(AEOMtsP`C;S$6;Gc?aXt)-O21$14&$a`Eo*a!(tzGX&=9MpodA$ODz
zV`F*%WvUj|2U~fe{)qh&40Wbu-|xPg^Z@2j!(d`2g@6MlnA4&R{}c4U(m_uEOs}`j
z8jT7F9#5+G!OGrE^_><jAKl~Ok?v&!#H(L2;wxl5mB_g#+z=00eHPI$d~6zVFsfgV
zk&Vx8_U~0Tv4rnEe6l^E_t&oOs}PtNV;>77!8U7sUjPuAC%OTAU5X8Qi8fAL2-)4w
z_jR(y61t*%B|0GJ2-JOyYNP)dA*S{O!4`JS^n@_HAr?9@P{Dv^9hkgf#F6OH|79AG
zCjO=aUG}{0+RvDoF@eq13t*!I4fNIzqZIL|zr5;xoRSJGZ?bj(9^3{dyeP`qO+5=D
zEcwFFc3rxesG51sawfr$Q)f7{u?AmGZkgy97SI*tbb+Xmg-~04S1VMFmVb*okoqc4
zaR1Ck`Am#XZ`24L+TQ7X3&-BWkP|jEU>aB`f@yvcW^ncZTHW%1>5(U3-7Z8^Y4Ii9
z1wFv-hc~cOW*5CnsgX~nL|I{Nlcc4ccwfy8xc9af&1MUc?OZ>fJG*X-sb|Dz{@Z##
zK<gA3!?aXeFOTA$`(cqka{UdwKfww029pLe<kDVzIR(=kW{(qri2w$xd+iEIx^DVG
zW~W{C_L34qG|hh@Uk5J%mChw(9`#U}D<-D#-e+D9KLY?ty*cAaY79aR14M{FAq?v+
zISH`nZ1;jk#Kpz+vTSlc+$w;y&YlIx628Fx)ur%nUuqVNJdy-?ZYvOvZ=}r!$6FZo
z_5b`xv9Q?o5j<7a89VlO$FMpozdxWA#fJubKENuJo(%)AH6VNc%_eK$mOsCJYXr<W
zf7Lm%ee8=(BT{hr8jib+fbyYK|J5PM|8$_vWKS=^P%v%#D=>;g9t=}JLP2T$D;{2H
zzR^{;+9a`Az!SE+>n#^b*C$6ZEJEj<T<?&-Y#%Fz%@z8@idw(jgww>5LfUJnMB{WM
z8<6vBB<(6wV)OU;l^4f@TJ1gha^{HRyKaV~OW&V3|JNv@Z%oJ1U=o@tfe;-e^40h3
zL3j-YhID}0p(fi~xbo;XjobVds8UOGVNJNHuKAViF6WEZK4Fu7;^IWDObx+Zv>`GE
zP3BsyJBt$j78&ckah_emRxBh{R1$w{%$4gzPCdJgp|pVD;P)7;nUSEEbV&~Nk~qSs
z$q~8!x3Ni4LT9}-0xjpZ^DLwG0^SyvELl4igCQ?MbqN>ye%ENJlfs^Y*)9eB`W-Qv
zE1ZTMiH+Gc+(s4IP@RB&)3brN`|UQGKQdiA?t;vl$U>io^xKAgH3!d6{eM6I)3YF9
zpHhh=Zaq72#!OybgVQt&#^{XffbqBQuZn=d=9I&Bv~`yf=(di|n@$wclM+Pf9D~VL
zvhv^}cvrXZ(|SWUW8e46?kMzH(MuKaSERW3`1v~Gl<c#ZqCLdQP}^UXKfzU|U4l09
zRgA~%@2>QC8^^);FaS);`j~gs+Sc~wYNe4uAqx{&idq39V?tgQ6?PB5R&PYq(RnbZ
z*wAVAi+cYd9Z$*fwGieoo75|wouFcDBc7H=aUjRU&Tx}T?U8O?tags$@kER?!zRdu
zml_4Su<PpE{94bYHM+zG%HVg-7e3FRd(Z%r$FN_x%%RR{nD<QS3qHNfv_8$l#pPum
z-~;;o>S%pX_BauPh*{1P_~55}-}CL7^c5Fh4kCOkr{YL%S#xJPM-!KhOnDR}1U$`6
zZm@8*DJ~GiFpD?19{l9J3CnmA*NH=j@sTSkhU()uOkQC?0d)RZW5A>f=30heI7n7T
z2=N6tz>HlaB&1Z&yIbyjnuw#g>Rn6=5%kV=P<0msaatVrVhHl|K$o)(=G+J1u^tk4
zx^(NT-T&C?J!Rex>bGnn`ml<@00~8s<^NYBC^KxN>Jx|i6@9tGw9li<wl&JZJDmN2
zj*p-a{+@o~jbfS5dzFP~IL@noRgw3Vy0)5RFX}3d*X|_k@7?=0(0drk<9rd75RL`3
zqQ(m~@=7J>wZSk~B0>iG^kW)Q(Tr#cAKBk}!Kbn2bMp01<Vu(l;sO{d;@yx|^7L8R
zNYMqc?W!I6Qu<Ntle={oZSi1C${q$*LXxNpae5M4F!4q|%oTKXpjK=J{tYnjECzF9
zM~k#XMz&t9pc7Hoh6)ky=~Z7Ltc(b;Ta3EGn|F5q`~jt95zE#<DJ8?DDc!y-&|Io>
zC`~}|2FmYZsB63dDd2Cun)po`>X8ZqW@~E<)7!L9yR?@Z$_b9o+=#nAv_?Z~ZUzuW
zmX6ro>}W*P_2%L7@3GWWF3Vy1K+5>b`ZoFBdO%f0kKOV_V#`f9JHXJfTr|`lDGYo)
zSns5x1q?MIG={k!>Y69;R(I)Q6(1{^sf^w|3j6*S<A}rq`B1uy{Za>A-<<P3w#|u*
z+-c+^Y|<BdR6N(;Kvp%-kF{~kv_M&<t*?)^zxM#BpVCw-^u`dfuJXd>UjWt97|i$z
z1_?wO>*|GIu&zE6{PFV4vrmBWBp_uLWK6P;P2p2#oop|*EVQSQ{7uHzd)9n`_-PjB
zOF)O8f}`1=de4RvWSa6>ADkA*PPII|WCfv8zOQ;1;$p@8Mh2;-Qc2!{|Kt9wA}?}O
z%B&=J!4s#(7hvX6ciQ$}fP;@3WSR^LNWPMb+fms=%{vVITaK}g&#1A^<JKd<lGu%|
z2|O^RS-$yY1SI(nI7fBjt9{z7E<>_+X&IP%{w5#mt)PxJ2;7@Ul<Zo@b=wu5tuN7j
zlPalo3Wp~zd2kPo{|=?Ox>W#S5N=yiK*m)>jg#2s(j^ygKTA~He@Fj&J)fc1V<lCD
ztTV9NOOmhUXE<X)&a*Y+<#0bZ=rb;!e1~%ujoclUt@9wk!VJH^ku^>O`IORtB_rFK
z6&Py*R1#9$AuquiF0Az@RD0evvgAD%C#_%j`B*wMjln`U;0pgJ6d0aeFqQ3m3E&hf
zlNU`!Uprh%6V1`PzRS~tN<RTmK<`K`{#zlO1SH99nYd42{8-Dx1Th$z-5P*LCvyed
zus;JMjs=hkROXQ3WtP=k6)x?Mp`OpUqtx3CcZA#`du36V0zU)JpgQ6qd&X2AY-y=3
z7VV2^uNLhycOV0RLpL~+Kg+D`#hx$z16p;x(l^n52Iv*QmbYWOs3{cK@TUWM3j4!z
z9A{u1UhH(B+m|H3^Au<gNEcd`U%HiT5%5><h>P8D9EAclp60EYEy#}|s}Nv@J74IV
z7d?MB;sEJAzbbQUc_dh1@MrU*c>|h=1>9;<?YGCP-7YwRlXLt=EI$3~RA3yS0*qfj
zg3^|=8K7r0+{ZMM&eu9~DqGH}>aLYMco8h4l;{MeMyz*dRQn61Vp!QCHY{kwyMF&}
zQwmNlc7EG6nU($oWdom{`Tru>v^0_5e(AENtUrXi``r+Tw|f+>Myx-xv5Q!Kq4d)e
z*1(;3h%sjmJUx4W90~;yaLsh}v<F|WpFonC2$ViD7|h|15u7aSPG-L~DsLO~Na}RH
z!IfuZOG12;2`~iY!E5FmSTty8@97MYLYNFHsreFM_5|2NoVtP;4%phA4|(5>Z~PSF
z!GF^Uwh5@$CcNcwaBx2Ri#XE{gE@E2^C?F-_<XrdfV1Ddjk6DBbDK+z)oZL6qpoc*
zVYmEu0lBoG8WwIh_!&Xn3G)$9&yL)HUbgk`OS-=yi$W_4MUv@#ju-IRpaW#0Zaoku
zeSmdg8rVm1pn7`!*qa70&BmV8r)&BAfh0mvXO@-3KzyD4`s57&D6W@@xB#;mv~AOq
zuMsN?2zru{D*_F8qKK($E&iaU5zD=!%|^h`-TMC{>$~IGUZej*t8R6;EvnU`OKoa|
zqCs0TcI@3&Yws-t9jaBU_NY-31fe!DI~28w*sHZ8MvYLheoyp%zrR1e|J?h!*C)?@
z&U4QDyw5qHhAg!{CrD6kV2I-c)pqVbcmT4&WOM)<8WZbckp5ij4|^R+cCxNyu^psX
z8~z4Z>R-8Ke(V@}?5wCh+`o7Sn0`+~UGlJ|M?l||>$jy{f69y7^&SUVN+rL?@n+Ma
zr@+H_QNr;e9HjOKRsKNcmJ16YZwU3Q^nPkk+ZG8rga#~%Tn@y$Zm_Oiuo`Xvz2x~a
zWv=`S5K>`)kbX3D;+qYvO?9Jbl=*aS2=(iKWb;`8-DBAxs|~0#z-a-BJpp>cG2I+>
zol!=PyRTJaZ((Z`E&Z3F0v2@_rHf27X0(s6zcx2<H<{O!6xbZQpe%iW$4Ds%^N)K!
zFAMEDhTGZpy1MktywdorrIt8f+Nhp|`@;WN`jMTmGRq&JG6FS=j_mG|nBz$KNh*cJ
z(NTbbh3_R`<z>k~tF9?}-TGm#gd{37QTMhjU99u+Tf(t?(Or<Bg-TlmriyOrrFph9
z4K#(m)Es78c|h0?xh_WH4<}1fFOFhq>&D2HMHi^*j8vvNW4Jvv;|<7HKe{;khKHT%
zko*I+`Tc75F|%8(1F(dgfvGL1%hU(THVUpAo=8ER22n*uvX%exjI-rA1|1qYSO^IR
z+}-@=ZP-0mUvUXwMa+X>0<Q|{rnS<DJie!(wOnwhdCg^p>oh@F(xq_wM0C|%)5O=U
zI)tE8JcvoNgu<Rs!$&Rw^<zC*0Tuw74edK})Zcg#9?71%PG|HavIp3uPi;}J7l>`2
zSr0ktUe%=c{ldN#aqciUZhJSTQ%zw;Wo%P^elplHgYNo^XCM$~jnu@iwk))3`KnJC
z=J?*ybG&WzpR-ZVk4V(i+8YXIZ-E^aEzUcB_soeG{re-&)k-sfJlbW&TriV<Rpe}{
z)3O}rr<}S9(XylhYp;8+A3?a^g7d1&`>PSCeaWSK7>ELh2o~V*y~q~wdcmkrHt;fV
zUzh$j|4%@CQZsNGRJBj30o$w@WYZ}D*>+E}OEZJyjvXEO=XBUQM%+&NI8T06wg^g*
zOmL!)vuobE2?Cz<k+ivnwA_ho?W7h6R|>5kf0KnTK;N7&dw)E(S@gl_kp{pSRcK5;
z>jBAGZq^=x@-59(lYs@V#u%^MxlNTrSRa0#D@+6FpSV{JujUF3Rrh>hwcS6H8vDBS
zUE4qDTTIUi{DY%S<<)O~{0)8hQ>khE)K(Vt;b~gf0_;5ynlN^-r7K4j)1^UM&_~R{
zpt58ZFgE`zWCPj<%XRoS5bBlbNI1FaIcYmFw0Yy|<xo)&u3JZSXUL_t`$QhQEE@{L
z8jH&?JlQbVwmQ=kcH^7W-~0hrByRJ8x&$wsMk|N$YzlG5+d7QBX80O5lbk1#s?KZM
z+#U@-=$=5yE9>K&t_0nJ-Ml7$zqr?b^=fAD;}5U%g7dC=3m7#N47x85BK4V<==6@C
zdzbb219o%5ADD2PvXdh=t?INiG0{(MB_F!rjKyrarEI*rZatYx+h1Xochjj2B}nL=
z=>FW(TNE_I8xY{QI9?ay;Xji6SRDd^$iF)qz5<fqVzJnjl@q~^H*<4Ha(x3N&B^5a
z)v|8;vi4i%heb1{c?BL22!lx!E2b51Be4{jrT!)tHizGKG8o?R?Vr#c@xMEP+ou5y
z_DtzK>jBT`B1l?12soGhpq_@0552rZLsFyKn-*^e^dz%QDz0A}Yk#?j6~Zh@!-YP`
zfXmu6{E@ELqL2?~c-iz$>!!JX=vpQ^oUN{q1H<GoVemp40{&t5u9>4_A*hrrR6AY-
zN@di8+&m$}P>7W4Prc_88TA^gyFs|~l{b~G-l$+(Hq7K8JVksJ(RdhFr(bhP{gyx0
zgq~Lx&Q;YJD=4MOz{}OYAW%_f&LC)LYhE_&xHwuDGjU*5PyzEI-;1cus_Z`tdiT|P
z=n0Ulc~sZrq$No8r4Pu~WKeP-A0z@g>iqZj?#umBPH&JW3SFTV`}xdfDI|JGvvIC6
z#wiHCn{cNxh{JB2?#YDByqVnu3GvnxW8tE55cye!4yRT2y$c-0?2-{*9+L>Z5Z3Pw
z#~_eQTYm7+Ad$#N4OfB#HU|f+C=UD1`<L!?^&3sQV~K)hHV~eb4z}KUWmQhExFuF!
zxy1DAxQqOXPKmG76ZT%5s&nYS4$pg9fiS7rj;ny7$e?Z;btRDw;k3WiRk3!+z!4;D
zYCD^6G}6?`n=^=r_fhA_uC1kq@SJ`thj-N$FN1AhCesm*h@)frFYPEPFW_2LtRqLm
zTeyCk;b)fYzC-SFO~(P($>c5x)A@IZ;c$2}B>1u5-0N~m?HGHReI2vEUdXSJTP(Ar
z=|5R3KZpu~qo^!x3sx``Mbl?Fz0@){iJk%AC0NG^L)NV)-}pu(*XmF2H%4bHcc_2p
zg`(Rz=VNGttBlAMH#B4=I}Z386YzIGJU5UK&`z^gUR=es6fWC2oXt1yd`%l<4jN{5
zqGP+bJb)YJ(x=l<Q)?eQfV9@L+BoXT?Ov%^AD*+X+X@OPb-n^=daz^>-7-DL3V%pg
z7%hwuyG<eCA0R*Y+@SmO?g|}fN|H_q)E(baV+f~pEgnvdwC&HqrLf=m)IYRv0;|dB
z<9!OEJrrYgYP<Swb-s=t-N8&Yn&6ohrqv@i8j1CPu^zHTIa+lF@!QhgOGD4^!h&hz
zl45dLtsQ^#9ZX{51iS3Z=wG&ZlO4=_AipJOK7{z2alEA4DNuf~PI)?h&B1?U@x^f^
zaJ5|T&9Kt64k&MU=Y7Y{;(N9^!9CjbK(vLKiGW{1rDxZwyZF>mDTeN{2OiVsnz=9+
z7D-2k=^EIrEB=u!#EnJ?5=*17c?3(Un$yaZJx#Ery<6?fbVjXJ$AO@W;iE-^;zIZd
zsq<Oq5xs>!dBE6zCg@Q%-b6(W0?oU^X;cDaSZ#H#$|#F6PTd6M|2&kpA;s2#oEaGn
z_Z}>Z>9x1Ki?mJDs3c9s2Lz0d!yv&jFXIza7!wR4+jm3+o#XGfV{g+@b{4^*fVvIK
zQs;MUaWKpM!xoq$L{a$zy;3J0q#~!}fmDiR#~+Kb+I=6ob(?{?K~93Brwd0SyESQn
z<2G80`7U_rEabQKVBIzL$!p8WL2D>Ag9K##HJ{tW%}dXE8mknEzK${1?;jiQr5-rn
z%KI9a45&lGD@IOdIv6OoVMncwYJUjs@@CNCc2K@~Z6ymc3M4fq&n6}#d})}&Ue1Wu
zi=$pxtY0p;Y8uvW%_t~rz9Vo00-5NNGh!1pwuf#`*^ztb(GMJE&MphR)!vDTl(#j(
zn>QB8EhPkkUYj;p>>q;WcQaU+p>~_XjeDh_$e>llBq*wa1WeHiQ1c+-ic~KHHUDM)
z?b;Lay$dy?1Oe-G{0?5WV+2`$i!Q_i1%X8Vv|ZKdwYrSq&(L-6?}GDA-p}_7AuLZK
zh-^g#;>$F=TpxZErxZtN)TiRZZfjVgg5QDN58geNO-=p<GN1Q@dghK9+Z!8wprj!V
zWI88;3RJ=!MKl&J^T06N-bTV!4=YF}1U$l?Fi9#t1NkXnz5GK+iwD1YC#}J*)N@x4
zJF44zCL^VoaAo((q!5s*f{8^g9)tL-cJB<rLF}3{kseI?uIYypN>)}@`ZyEly!XS*
z8=Y;;58b_6Ta-cOu|A*!>L!^Vt20shgb8(u)tm7C-ZOWZ$9%UE`*Ln&g$5E9X1|P%
zWW-mpM!ee+654bYFET?wZ#;NEDmHK@>?AGd!TD6UL7w(KkfGhx*|5;42S17Ta!A<k
zkUe=aBm+t3TaZj*B+YDL@Z;Nz;GVQIAru6ww!n2gZoU@I{L4s4wNy=aH8JLt&$k?7
zd>iwl?+^3)z;Z#H&xC`DXO@6g?BVRQG}M!V-2(Z+O}4)Q@EZ!UaRU9j80?ZSt{SaZ
zFN#XDARi(cBwAKKz_Ka{#B)AAXCT^ogV&a~-#wApkl6UDY1h^6tdTnza7QVXQJEFV
z3Htci{H$klb5me+(A*~tB)!96)DlfbLH1WeP?in~pfCL*vthn!&t?`wqn70B>JWyB
zU5`qv|DLe@Tv^|+b?pj!TXzWoNT?cviU`8mwZW~aC^YQUDe`@b3zxF2_05`(<rd2t
z<rOo6-h>&$Qy$JwN68g|$IEyW=ufqv(3~BMVX4Jfi*n=M`dj4I5*8#lHQ9~l(Yaq-
zw;l#+UL&H-k6pDJeRomg&<1nRz3M+mwne_xE8`!ehq&6|VS<VS?Qw|1;J7P>d4`|{
zi*a_J0jH-m5A_z)aa@GC&%6dY3ar9;+ytP<11+3Eg#gpfSBhXWex3_tYAU$iUO$^?
z6crVTlZOYA*~ge~Z~Xc#*C(+s*)W-h?kveEhVhu;zr$Ew(m<NSgR}?YD6zHZVPO_~
zR-`0uq41h7c=QccV8;JV^K7_~ajC)$rEqFRkqVG57Pi0HhhHjfFJz_^H&FQ0phz)Y
z0<+aRnJm~UM03XqJZbBrFhf)Tt5oqDT+1m$o|Td$1d><?FDP^{5Z*Bwfi?aRa;%BD
zw`jzFy}eKeOf6HJHXD%0dqAQ+m(Jr*-VMO<*K>9K2nx>@)UM#$^AU2kKdzE$%FD~2
zFEIqGKR&O!xz$}jE}b;&lJJk0K(v1_<A%r|EN;1A9Z`c@<>x|D5R+BO{AmY?6`^r4
z30`LcKsUa{_pxvn>t_}ofEW+_JMk8B&SQ7T3q23o+S(`}^=LmxJ*uCtry6y4{WZv-
zZgA0@wr<3~tkO<?>Pi1^smD&EP7S3%cQgJoIBtFn=vg^QmW_;DqsfJtv9%auVdjx`
z%kk>xv;pivlaVc44xhI2?)y7Yd#=16^*kwVXVke?161Xxg~o2C`Aq151pS^%Ln2h+
zXg}FdPffsUXo;%$2yQ}1XJ|Hg@N)>h+Xr9PIdBk&z0Y)X)x!0ixx6@tBNh~FIVt15
zAMy9YAak9@LXT8WB<SghD{1q#ZW^eW_Rgdsphm)J1Pwx141no2g7+#o*vL4nE_0AC
zaTU0wnmzB>_nK3}Zs^Y$w)LI!<K%wP`h{H#trK=YcIzV?QI$J3t`CuS8zie@%^rYN
zrAMQOK!<_J`F)2CzdoLiG5&lKbQzPuZFXGu%>k&c`_UOBC-w313BE2Y!lfbHHI!My
zKR{CI?Efc2gQ0?pM}p6&XY2gpOx35F;^h%ZOw;YEEmp`+MP71-SK^XgFSfq7a2`WC
zF#IWuQrvfEIJK#(j>w;i?GtzCJ4bdlzyhWL=rO(1=~>Uqm&Y~Ir1d8QcX0qp#}Ej5
z!^_^Fn45`WiaH(^JSKLpr?%mb^59C4mM~=>2N~V5X)Zi%oBgVyNatTxHi-5`pu`FV
zsZ(|ZTeeEOF(**y6!TM?Phaeza1~12#Y3y=x!kuIfUpNIoa8etG5$>u184}m7tklI
z|8~BY>f`J3?9-66qihnTeSc@_w@v7k(?|OkYno!|8D%k_0zHH;GD98TaFZ7|`^~H&
z^1q1d!dSB#)Rn}blW2p68#>L!6b?s_dbv}vr}m)Wmj4`P;JS@}+{^%@EM(`K)s*U|
zO>~@(c>7itXmgw3Wg!9dBIS--R#D>ta%aa+!COxICVPacUUtQyzJG>B>8NmBv0p<-
zw>Q*e!_q+z0W6FV%itTBiTMuyhCY9c+^ImPowLvz%$L|~VVbIC4s(<*bO$M5QGZW0
z<zWRTKR$W@G!g?4&rwR7nKQLVt&6n`D%OL-z5U?KVnHFG3r{2=#cLbS^%q@s+mViC
z=Dw5R^Siqpec>S;Y;+LjEO;lTozurj_z*E7QYCNM+dZf}2!zX6dL>2vSpx^?tnTh@
z%9uyD9SG$x&hK^sF@9Pwa$G(r{S_^I#uxKZgGo3=Hb|l@XyMyQx&dwoq||GN39)ml
zXqm{U`lcr&L9_A6;7NArw5Fe+HQy52GvR01#8s#T`OaRslSwV<1fr|-9*GtYgMx7V
zpfuyJU%wbmpVkA8TpUz$5NGN$G5sx)-J#R{%$YO#APuP}sE=m<>vKrRh|g8w#jnL}
zeQsXU$s!C8S0DJkEU|l@VUsJ>P!O|tj_bYJ_YNbEkMfq(hrr^>MXIkD1VeIhX57cE
z%{)PDX}EDSje(G^+M?POX^^3q2&$3l6d2$(LD*h~M|kqEwByiioMod0$O`?D79Di3
zlUu<76d2v{bq@&ZQ|lqeRE)iy|AuGDeaAOuPr%737}8r@4=P$_vBE5uom!f8lt`sW
zcyzKs`-#+3Qy=Dq$p(3xjcK%*PIoSSVU!~PfY%eegm#Aq`(4kq%B(v}2krwr;s?OH
z3X^kQ`HkUBCHWuPuc*cI%_d~fyN11u*%FA`5(58>K3g2SMC6NYQDeUNS-KHu>>>^k
z&IiM5RUJtOA2*xs^YYZmTNG(+z>z^+-lVlxFM37-#g!`BLs(iJz;K$%YHavyt`P~?
zKB;>;)6eKRv_UC8Pf*6u3FKN=TdZGOD(jYhk);Gm@Oc824Sc9enR+YCfZdkAmAj?t
zz^y9A@lL7g-9$c@242Ht?}Mjp1PgOL^SKDTM-2^R<rhhqylb?+=HsZmnt0$_*<{gm
z{N81Kcht2zX~x;qO(`&<R}%g@Ik^U)|Eo=SEftj?@1;BnTaKMLeaGf7yb{DIG26@i
z3hBtQ(HXr$e5t$gZo=t${h(2bdsViey+dVannB(H+#z4we<cv7>lDafCnu00%?Od_
z(6bfr+D~-wpB)@HFA}2j(rzT>MQLhdJ?QqgbhC8)K|lvvHYiY7VjW`LaT+?Rs;bIo
zT3MK{hjs4~xfGHOJXod+`-&oo>9^R8S5+dqRidI~yw|4h^S4^mXD5u1NX<}8IWI0|
zX}u?CU$*aIV~s&TzqQQaudeyjNxqPT_Cd~*kYF>?ULLsCPwrn7Q-|+o(W+us#|vXD
zQfr1Orq%PlbpuOsPAt|ys|)s73u{_1b*aakxh%mWB&3-t;Z(|D2%b5Rojw|P<tw@;
z>LatD!*q%f(b4}pI8l)XzFW7H9z7~l47m%}h&fy2PIrG>@Lf!naG)8n9le-_US!8C
zvd3LC(dgD3&1~b}mhoBJC{eAqFdP|ZnW^>pM5kr*Jd4;b-L^U+c?k{)4n-4!ZlZei
z;acyq7*!hO1j+2NtHSysca5AJ;(B7txq-P^!1(V)pnd(mZ*lG-C|NZL^{*`WYzHnZ
z8AQCAh9rxA{r1gdn+qOyXVp*Ll~5>_65C`;l~YcWC03#KguD-+a2<;>0F1qTSnq1N
zzu${0OgQ|6S(m9+KL|B!Pe}0W`GUBy$csUkV)X2BgfOQ#4wH$Uu}`t8l)>tt@*S1B
zGC|R=mc`rH?78?ao~2v43_J5r>6}soOp%LH^Od`QcuPJ(n#~V5iRC+0tADnmJ~ywv
zwRvoImuY&6YkJDm;*%36qV;hLe$|AG(==SkiDNUIStY3~TF8uDx|r6m7`)<OsM#=g
z>f7VsN!ISK)xNjBHH(P|rN41oQ=hmkWM^mB^(JDclb<#_XQb}Y^Ayqmt`DS9MuVuf
z#dt%D9<lDb(<>_<l1jMJV-7#euFHHRxCMFEJ8qSq;;^dP;j1uXQvR24`~iPu42)+t
zuA#YBi<E3xN%DNo|8uy|J#S*cT>0IHNT|mwE4rHBLO-BZnWfw<#?k*mD>s*>?5AIF
z?3m`8GcF1B3QrCWenKEKFJ2~W^F3_gT$ihy7&)7^8?JfgKx0eZ@DqCPN4@i<dMW=Z
zMBlPBM@H6D|Lpz-rGwmMpz$|(_$fXVf1w%zG~sqK@B*2{&t>?pNSS-}>)ZF`L;z$T
zhnku;7Xx|Y5Ni?d(LJf2`=>f@MuZDY+`~>CY&<=OQW+_0Dv`)jjgZ5yO||@?Q`H~2
z(>qn*6^(;m-l2cBs1BQOO#b{Y=YGWlm%|1{VzRx$>1Cq_T9%{oG=ak`=3#O9`z=xr
zhQr^UOnWu+t3~0{TK;6>^_O6&!`~)`w`*jmWq7{pjhVgdqj0W$B7uTRDi(f(9K%^i
zb&hy`9Z9d^HyErc!c4vVKU>x8XBKeEwlZ&!PD#uV-8h?IS`Oaqg70-F!wm`yI+4zY
zfrH2h8+ygg@IFx4zN{fnQcRysbIFtLUgz>m(OXU%>l!@=7rJ{mulxMa#64P%z0wj@
zEb?(L+kWM*kEFOjStKrqiR_ZRkFN&ci}5U*%J_j`XJAiBJ+hAQu~=_=F`!s816&lR
z{YUk^#U;=8POU@$JsWcOt>FnJG3DMUb`QP7BE#ZzP+|qQObwa^wyE)!WsN(=YqH!<
zS90@$b8Na0`{)eA^AyuU{yTma*PeEFoPdVJNW*6@tIGQAW>)Om7Ow1D*LYv?=rEGV
zk2^ci^1uY^_7rgdfi&y2gtF@|G8VczY6Tgwl^8JyrMU?AWZ(0P|L3=UfO`s=Yi6ud
z*-IlfY{#2wv-?UEp9wzzS9t)1Gl`7D0;JL0Z#F(f$|HyB-UsHoX!`*WJ(Vk<mhAGY
ziL4)Jj7sQ0_47<?YuhR8TTWJsW%Y_bVpXq4B1=~jTRSZLrb3|up%tgi7Zdt-kEIsq
zy%8h5p@nE)*`cVS<l<y&#^BhhhNSm9afHLz0RJ~XA(rOjdCvn)yqZRUDsuH1)%FlZ
zI3CLe1dNaQEvZliRDhX-a1I*104%!!$;kjKx(6C?)T<T_{|<)mlq_|sZFz(=2%D6v
zWCX0gsZb&Ujcj~<BQqF%Q)M?X<K#=B=q=$`L|0>1q3#oy;lBiQOJaUX@i<(qij*c-
zW!o{vZal(SmsQEJY+N;@*GUKY`TTo-Vv(;>3c1e8e^~*mBZr-U?s)&Ah!@YC4(}Rv
z*UM!>FmnWa&~F5<tF{^QXww3y^C=FL2>z!H!2S$-{rV%rkEHxf@Sq~JwWEPzQ;@H3
zPJ;u*z!%;rbM)ltWD`Ku5%SWoF4fclY6$MLq$P?R&vHfaT!OF3NbOgB0b&!J7dHF3
zWhem6piy?>{sRVQo#|M&Hl*(q-+o!A&h55;&TRG_Iy+l;+S5Rq3OoZ;M#LXTe;g};
zO`pTs%U~6f1Ef&%Bk%Z_&Sx^YwZSzt23IeiCCv@&?1lgp4sutw<V-lQ%=Llawme?6
z5tI+(=VANz-%L;y+O{c}22h?t^=rMCJtF-<jm5&u1&}x%7n~>c?YO!I-7ZM*fuFVc
z#Pu4s2!A8_>Bkq61|8-U=k(>P`p&Z^H_GizdGnrpIQ@lkEZ1wYiog8u$@4Otca1j6
z-ITwd@3ILGfP0#<lc4xr)J@cwF<dR?ag>T!Mx67WfTiZ@Dk+<kqDPQ?yKOYuXUKVz
zs`&rp3Uhk6S=uht2WVO;xmI9x?Z>r`^MA`2A%RO1ys);+D%T~akU!9+&(n5XasP$h
zP@q|frPg7&rYe@$Rq4QH_`_5ZT4o(i3;9{`eIULlz<{zL)v|?Gjf|sE24_t{WPQ`Z
zXLcQFwzNEVu2Y9pEds*8+H-+<S>BdlVEC_R_jO+6VRO_ep=p)SZj}g0yY-x=7pY0*
z^@f4NdBv<!veB2UPxb_n^Nam!32}m)VRvXC+B04kf2m+68wn*aEA;fLpDdbCm2Y99
z52rW1beZUF_if|>+r&<(+Nv0JTiBlIFtgiXd*68(^M7mMZ2aT)D8AGnTrwn9lx4;}
z_eRef<ikBUZpfo|*Z}{sQT8GMkw#)3lg<H>sWXnk$j(c~zCn!X5C;!qPXxHN<w{uI
z-?B4M<?QlchP`i~K>l7d`G?FqphWg}H@+IDbjLO~gbFWK$p$;SjIgb#OB3VLk*@A#
z`DeUJ4<1?b$L*>8(=#s<@||VZTKfb>QJ)#YINqwdS3&`3#mQ)g;lrp^SGWMFf^L=W
zjqg?sx;s5&AvgREF`2o|m4SEJpn3pO_H!%v`7{$1Uzx4@QT61Sf5NAF(KqifTrE84
z%3tA#-l<9R!1xub0Spyc@3!V86Z`ner|$6K%-uwpFafh@4ZcaE{J>k#i9#kegNbbA
ze&;GvyA9#PIvwmS%hhliT>e6QU<3<z;|C6CAU}IXCRf3_R}GcyZ)8U{9$q__=sAL9
z`K;G?KS_c!((S?{Bw9IbZ$X5*?99(}%uKX5M`?P~cjhO#VTvXq24N#YXOabW=xfv8
z%B=hoY|X4DU2agCYyJm{+C#$yyE;xR&*WX?G{d)sKfdptlD=b?mQyJG({W?Fg19pg
z;ptFoU&ze>k=H~l?nb_oUGcnyIY`<hG4*O#ny*)o`s!jN4gt6Du2UxsY^+`)C>5+q
zm<VlltBjcL=KXs;9UXyvoH2`A?ksB3l~VMF_g`T0oy=IK3(6B{!>mn48<^Jc+o>$T
zuQD=h(C{Qvwyq*xe-kt^qy5AQ(Aj!d54{~-lBQI!E<@WfLXTE+;y34#n-;pP+(uk)
zn?&%3iV1+ZH-ov)Xmp%YrUW<_?tXHsjc#(qn)nZf{|M{6*(h+5qS!lW8b$o|rofX=
zwt0A<Qt47eLq*8<5c4N*KxeK+-rK6FIWnSJ;TfDBbw2;J`LBJ>e+tj@BKMjE=I~6F
z_tXCa?i_^K>bTN7$$|!Nbem;<w0qIjJY(*1vj@rm-G4N|1P!?Y98+(Xie?p{g}P^8
zD5qmPyOioOfAB+dSy^yJqtxN3=ggd3`|H)78`WykPLp%-@1OMmAKD_;fvt70Wh3kk
z=;mkdxr>SuRKG`%+dV|~flU~fSIl?9W^35m&b3=2icwl7*#KyFtEAi6T_7K5^cO2W
zt=c*RygJvi5(v|D#42v~(aX8;%YiX$<I(fF7K7z67Vm%YMEl;9R#o$6H*7KS%LoAy
z3DVu{37ye!cbteU_@RLRbpza<NJg<{aUT4>Z8#;;IGT&cq(c2;&e-IeOyFqP!7jrh
zg-ykhjI&Ex)&uaO*J$u{k^KMKAHlMjzSnPu)t&rDaBMm(I+=79yShMU(DUlFIVqt(
zoL;8j5hliY`7+ooF-&0jjOFJN_8>FLtVmh9M!ME;RSkdH^q^O0TwF>5Ck*KA!J*ec
zYuFy%s1`4wO2fN?<3)ou&I9|?hI~T9WSYfa{0^k{4^Ddd3O&Nt=^(+%qG}tPzC9IA
zVWP=!vLB)Bk)OlP<r~r>`aw=@yQlTQY<-2m$xOXar6zk&vo|=ms`5ejmF8D2QlxO=
z;&h|;ozc&<`<uhdIP#D_nP&tzO7A&%B<fAO4{ix-sgx*hc;-jT%aI+8KGndS&JZ`L
z2k#v9;2HU0cYcns_e~k_mYbE-PLZ}U3|1NE91ga4Y)pZdG-c}{x5GDpZSkPvD6*U?
z2iGE(Uo!P}N6krL8eGcYT`gr296F8&`#>@?Xq4l56VLieiX?hbN<BhymyFCFGGFFQ
zSnZ486ec{=J=s-BeOd_T()7w4*DSSIAdo1;oG8{NCyvr7r$!3u=)>X(f(5@HDtoIV
z?C}Rfu6G)dRAi0u-a}@;c}@W!5-Qk`2j$2<=XB2X>={ly$0BccdwhBtUh`1W56u5}
zi7Fr*SZ32#eMI~QdvUp(BOQu4801DL-Kde(2+oKqazgafz~UE=R^e>VWizB}`8E$R
z%my8A$?rF6HXJiO!-@E=W7}59Ytqp>&zPY}I5ur)J3FD<RSC`w8!RtGdLYu%VG@{V
zNP~EaNUt(GX2yv37y1S!@TYH^b$kCTaj-7tmcY0J%;F;q-tss`PeR}aNf<~wc{ebX
zoiE4bYVUqnc=Z6++1fgF>8cr?^pfLZBSNP{wW~5m|1-HK+92PIZwQA1CWK8~kq|jR
z6&$#htprQ7mz;`*OIJUay>50m-z$0|aC>4fqh#P)#AjQb5dsgHyvRL1SoAUPT60Um
zA<U-?!LIYn^%yUG4SdzHdqCB@t3i^%wBzxWLHlyNw|q!1DSw6t+`8v-faN)3!$^G}
ztdA=_d#j?N*_S<8Jn&Xbf)6^bGdwUkm~%MsL&4>=ZT{6D%c5%lfc%E;+-4V~d(ZnS
z$rqj?B08wQxGU~Mr_?Db?H|=L@1sR+?G|Y5)NRf{N>KT2wND`oTrW2F>)FMt&7no?
zpp8O3C^6sAY}C{S?$FrX&&y^YfE}6bI&R3-X+%P5f&CB8ifH0-<?yJwqQBa+Q9;x$
zFT;&LeJVcvq08PFCq4)yNLD8B`p>ZxEhitwWHHYEaZT;aX-MuR<`zjm6f6PD7@QRa
z+DO>+td&iw*YJrn&*?kK+qLy8O}MYhry`q85cmfLF%8}H2>B!{nYD89>33!rf{kYG
zq_?<1Dq{<?0(CChtw5e8D{$v5q`Md_1O+*J1zIp{ZTIIr>m-kn&&;m27oP?VX=3wx
z`-}0FRr^A?<ml-y1<Eh;{Q41H%UI?|Ku+>pc)bp>afF@EZpdb}9mu)S<$!=?z0A4$
zLkE>=I42D>mpH&2$nPJofNk*dO3#x*w%WxVJijfzFnC415MdIu*}-Vb0S-i?$f<IE
zzAislQJ$eepR%XHi!iPlB_OyH<0wsHL4&cHYJHqtZt#6C4gR*4Ip2Wao>>X2QpUk)
zKvc;;x_X<TI3XpWXfSXbeQpw`2ke!y{dX%~o6YP_%od*~ar<EDc6jPaJ;_1lqoap$
z22tHTAD(`p?Z<kfJ^a~@goz@@GaX;tbcrf{za2xFSxxJz{CHIk<)-Wa8!0Oa5X}hz
z%RiOf{4ds9YjDfuFhO$_G?JV+umgP1T)8={3e-cVt@2O!XMWsx5WHS4sW?O?Qf729
zp0STAfPt_3NC5LJ#8I{}O|C882+v5}#bReY3!1>ls_xt=UGbn@kyqel$o%I9n39;?
zu<V&XzV9kzjb2T3@)2{-vFqOu{d#ntLNcFlVFw+Gmf6cN`jcjxA3t6VBHL<r0omx)
z^;Qy$q-o>diy?z5aE-n`Ib2_3pczRWwLvZ+4wKjx_Mdg?UvKIjH$M)6gkW|aV!Qf_
zmM7B_G?!}^9-&fddWnZat_o{ySi1fPV569C(`Nr>2-W0XNYJ`Ks^#)eb2@j8hGOk&
zI_~ACF|2L^F2HY&IhUYS9mJ31ILgdLJIVuA4eTm#l~>%Vc^4g%BPYqh8$JO}O(x{u
zi;5*xzVmJlu%7;1O{vioeL>76MlXXFlcL2^Fz)uaLLM^mOGUj$QTgK~I>wXh+x-<0
z{L)pbxxjJCga0QyYp8T|nezBRXq>WhUa|R>%qV>YE?;%K(h!6A<h%_0hrc16C*WSi
zZcc}5g`VHzAH}3Kbn;7a9@dkSG{4qN*nml8E?m7G_PDKZo80=fAGtFh0ax=uf2I3F
zp}y&xCWko;n;Tv}tTd3|7Br!en=annk-G)n$5HnXj;c*L$H#gBK<*k<B=Bl76jXr*
zTa}M1=`1ZtapWFw3K2G;Meq`qFE7N24QJVgDpO2%PXM8%ZA3>LsWKa_J%~vN@|zgf
zSo=27X;!9`tD6RZ^h_1-gg<_|GM7Do%mTOd&ZsmY{Nn(VlLfg${a<kW%Ahr>`95h5
zyWNK>+}kreX@SHQCTUl`XAa=dXn&=yY;?NwV4m@)=X~|kFimx@%E>-Vj=rC)DB;}-
z7=Y_U90l+Wo~zX&7IWonC!Rd1^^g7j3oju0wFY)WH;1Z~gq@(x=2_R|MlY-sCz8gE
zP1D++0TiI0{)Nc`(cyAycVf^S1ag)B^LMquhUJk7a#i`>TSuP?Kn{xKO-ny|lN1@x
z-C(veJ=>DEy0DW{zmr#nQ&Kp&zbT(9;1C23=ZwnqWejDow(>B*Lb_%*i@2G3R?&fU
zZV(|0M({fTtmKpAxQall3%1*9zBZ;&CuYT$KXv6BUh6nI{)#Y6L%5X;SC<Y(HZ_it
z^7KJ}IlLN>wib_t4C{g>%&vn;xFh;{$&135$v<A|!&Ov00$=$R+L)t|rVb(WyS24%
z!HV;o667{d<i!MT%k`FamyMH`Jdyt2@JFNY1*1SKG~cpoWmVf8maBd5#PwotbC%s{
z({)>VeXXRXA_%mQWJ|EL|ItzbBl!`(c6oS<sck0-+eYkjGnKoqV(%~A1fvn614h}U
zg6%W}RWVuXV(O}-uzaRUetcG-6jgbIFpJ$9@f(*xy!ofa8y--}OP*Cbfql>^wyTn&
zDGdWs?j3k@6+eUE9IuU*x1I~0j}r(Lyo{cD<k$cHZ9w<KQ{ZfyADJkVH=z*e-rnA?
z+lsDOqPjKiast^_jwXoj`+qlqL7%3@bO*Hl2Ew3*blINJG{<-D=lqHgEs$@8J!cSK
z0*jW7g;iR7o(y9Qv%?sEd)47&IT8!$WFlF;g~9Gc(;rv*RdO~R{-ZNPVBjTY_r24*
z4>W8+hB9YX1CkvtokD_-m~V<Xlq;a8-Rz%>J1Hc@QGTC4pmJwCQvaTiV_-<=5Sgq(
zvclk!2g_|+9b8;Ry6vty$(Q=;>Sz@r#m8*apH)>&wyRVP=;~=vL6$*AC)?~!gV!lI
z6o|;E$5o@`9XT1VQC2maUis;&%7UCX+vSGMzaLg@fr<NKU!mCJ7sWaPdDY;k?Gv-i
zYzszH+(J?sWs;n3%13iK1?D0$6@#E2669>620(U9ooE1LxA83pNq%+ff5m`g?UoZS
zx{x0exOfbKx3ad4ZY(Zx*85aL0tU)>zZzKQnSa5gUYhH;Egt^5Ul8N)3jXU}N`NK(
z_*hQ<kpOsj@=bJ6(4d#dmSDn#pg1Qlil1rZqGtdDE1=Oey*PI<WVCa_Qvs#aJ(zGq
zq^nZ1;s#isR0H1Gfd;TDPkJ(|2)@A%{$1?|f&}SNi^(~I4=OjfI*XD?=9Yhecs-K(
zqv+gGa#w~aG+@lV`DTvv=<2eG?)0k)eFfXA+2AR>+g;(JdTsVflrB>mFFCM57T<t%
z7~na22GfC(GWHpraE7x=eYM-W<Ku1k@jvz*KNBe1&@+XM7r-nzunL#3+x|t%`)U|P
ztHMx}D5g(%!pkgFiyNOE3O;D1$<pEh<+K$Gw!!VMolPpkSwDH56S06Mr5HR>0Gl^o
z5R^uku^!xdZ-}-s?a#93)fZ%PgbpwFc02HX2CvdjED-bB8m6cwzS8n-g}O4F&6o8Q
z%0upcUe0f}poOeyprZd+k8H71?Ir9!Ez2!%0X#wToFdtu4ZwH@Fx;Ndo_Mqv&|5e6
zOY12%?T?zda|`rrqep;Y+KDU3cQndG^!Ab|9i7ytWL`ufb<?*SkIXc6+W9k7O#oN>
zpBzF|%&pU&j+{n9f_w7&CZ`7h@d%egrq7~+srHGdyj(0nU#@3qv#W2u;k84$eLJCH
zQ8Jm|uz0>8s8W$wZ)}RYetcK!tHW@5Y?sZK7yD5AhaO%9J~^)7ck()Vt87@Jyxp=w
z%huRozW2C=y-^8Tf+MUlC8t;_uLU{a<sx^~0fOkJdap;O!7Trz+IAWXvzN%S98MY-
zh$ESgRXcq@icxi9?Ym|hcxIDp;H)?16bT0bg3HxfW7i|ACInbD9UaW(r6h%-NUCNJ
ztV$g~fOMUufyl4@Yi6>z(crNA6MjZLZEkD~b=SgSJHuNGm<JG73t)D0D_fn%ZSIWS
zZhtKcENeRYKkoh1A0oExvBMANt=pPiut6-!eDxwuf4!J@&j8!34gGXpD?={Bvv%`=
z&<iYROi`(L5dAR>Y+D=h*6gtzzRr>NC0m)j9jVvAUwuyl6ESuy=ZB3^-NqfmD?kot
zeZrt+Iqyi`&~*86EKtrgDysSBn(RN|q<>*<Z?X*tsLRnz%m4Kyv;d?yWME)GfGV>o
zP=}mE3#4jENy$76a0*N8M=No_Nui&ke#zW_xx%E{_0fl|MxNIia6!T}=r`=8Gz@d$
z!TZ#xKl^#e%KCw6Y{A*;5-aeh-@x4liazIFcCNk$5(Z)dP$(*~#5{0k7ErkpsimST
z?D~|Hqc~vm)qogn4-&bWGzQiqHy0k!seo**T3*E7W`^?5T;e~9wWGl8;}I=7DAp@2
zCI8UEB1aFcNC#Eq(0G8d;DCA)yvx$wl-JnUxKcCE0UWG7c#ud`l}ZMxbR5nCAwIUi
z$!_qkcp1oLX-CM@0bubDFx^7=JgK?W#>2|z1-Bj|7YV#o`|9aAz`9uXG}}!%w=+Q{
zT11^^PRGDeOc~>Vhw|!i3<B!XUSrt>hSUTLd-`xQQfB1`$OfEs;tbmpyJDk~EWlg0
zf~AW-4U375P3x}T=#m-OFYA^q011-sjLLW}WbUrib~A)g^Vo)LiTUDFNA=<xiv<l^
zlJ;Gk%`2KH)Qc=)za4Edu`(7g<Px?xx`m)BI!!OY-YtYAc_~Gp(Kp%UR(OubMMr0X
zOvpx2^rtVn0@tdOm~{sap#fRy{^%atk9>Gh<fR|^`QKmBT`<Z3bGiFnzZlNNzM4qu
zXlDT5w@hW^lNM<nhk?liOP){yd3}lMRg%r|r(++x&|;ppC+NrX&7ascsdTg(F9syW
zXn)dh`sz4O3oqHaao%52;I}NeXTIT?F~*3+%ezYh=37__YX4Cc;I9G?G}}ce=`~wD
zl8ktmX|**4T&(a9z{Pq-x2FL_luP@qqd`ewhLWmu!PZH`=@rL<drk#ulDLWT)cMXp
zYoI1TiV?N71p7RXjcbh=<;Y<<=jHR@|6ZxfSNK!hcwmoXvbTQQ0NiU`TSG%eqy~jI
z=jUMq$CW#!vv1vIyKup~XAt;Abt;!-yqB~i*r3dyH1X8bnh*=LTpyi-lga0*)#Q=o
zGUs}6jF4}yN_IkMp1XDs216kt3r_poK~cn6CyxE+nhd8pIo-bv*rVZ&d*+``hR(RC
z_2EJ-2Itb)S&T*F+}5t|HT+*+rop4l=Rcv(badYYwnkqA8aR@Kt9tJcaXl#M=X}~S
zKk3_vNXb8dnPFxEW~RCoe4A@4!2DC+>c=AG2N^IEQJc8yyRa{0syw?<{7*Q?9oHs!
znk4pj6l^Pr!*AxDKzHaX>F0iHYisi`Wizw)UKz2&S>FI9PUudoxTq+i+1TxHCyej^
z`&j=@#Qhz`u7B#l-pw<tV%Yxh&JN~uJl}<}MDo#}sm|Qwi$~tsoT<A)4RqqB1pa}G
zFt@3fMfgR&<>4}A5T#G0d!o8z`}6h7R<>6sgC;WbRI`Q6@t%>#vcY8Jt*;F>=I?vA
zgkF%t@cONz5cZ<1z=Unm2=jVKC}c-=LI-W9zeOxgHa1d2cZMD3FPsF0>C^RJ6NgHy
z29|ouaAq~Vc$blKyAPWHgo89|joZg>1}><~dpE5`^iI0eR8TR3iNc{1O0h991dx|O
z&>XKvC6L`xPja2WR(<;P3BUfGAJ-zc_xp=fHz@l(j0dH4eQ37XsO=e(2L=~Ng!C?_
zUAe<p;N*9pUX!|bEjOG26!7gjlf{%lR^*x-_2jJJ;9%fj9^iml_|39_z>Ch|2HT$N
zsP#5(5Qz~7xW5)ZQ9u^Sul45|bJeFytN8b|n~X~Mr-+kjc%f}nwj7lmQTnGB_;ko1
z;zWuy1NHM6ed&02p=3(Q9VZ|R3$xULHy;6{RX+&&=Hliib;})=^9=`qz+8i)C#ki7
z3i93~hfxL_{GlR0S(K-HB6=-d;Nuz7pMfgFob~w9MQH!L*puTbWgDMQ2|vM(kO5)R
z_?`}v5tK$ptetRNo$7}60usJy7wFKzQ^hVDa7uUjE4EZ*{42`-FWdKrMS6$QSa&ra
zAD|C5IWV{DA(?)Qm)#ZiF3`#TCe;E`^Xj!H3Rm&<q(Vp?$zmtNK-X6%%|_8#0Vqf0
z4X?~CbfSlN3<CUIdjW_^>TCL2@7;%I_&QDWd1myXTFoH&Yl%j0-QYNgvj8{!{?RwC
z52Wi$2ov(tUJ;}>bgQbnhPQ#_gM<V(Q90w<tw@Q&%&S2yrfY`hT@V4b&=#gGPrJo^
z1pK-c7=d=v5#$XC5fJ~O1!Ie=;s9oj791wjHs>p9|5khz`V9!z%;0lWk_BWelj<UA
z$ynkoo{>l%xNQEXq1@%tG_{@JzwJ2xsBkt0R*z{ElWs5Bw5Ap<T4BaZ?&G+M0i()<
z{MXLarf%gy3GC0Y^wI+~VfBkTFWD4RQ!FY0I-z@cH1eOf{sIKU7chCEg6Ok1%wz=i
z<VUIqurzQic;^1=uXm+XG+$e^75P5Fd9avtR@G3JUy&eN7P_w<PdWY#Jm6P>!~1CP
zUt3yoWPy2Jm5Y<**`Zh4myL0>naJm)lBYvNz$992j_Cam$;G}7mW$>k^XRR#*NOR+
zohgV$+wgLq5`SsXp0@gb?d9oUV)FGRfJKYyyw~!AKmFZxk~JI~BoB}D(c%W;C+yl$
zq(|`OVMhtF(+b~b@o{wDWt&_=#?ZA+zhRAfu(UjZe<#8br`b5G5)S-5-i~^9f?ffw
z71Kvd;_)93s3$J;@1j^kuRkCZ+G7h9lSDoJO~ML&tiK3pT)xKD!V-AY<)yz}(l4ai
z4dkijYH3x;NbJ4nf@3FnI|JMPb}9Q`mp>`iEVEV~cV%7q?(uJ>d%}z{@qjozxD^wH
z89&9)7z=iz`JW>{T+^|*Q>PHQBk#JXl$$5xA4VH7rDx1W`_$u+h($2h^{~GKe5RNb
zXzZ`TYey{N-lxR`a>6AnTejN9dka~|egNAgc<R~T53dzDo86-VQVZPE0FW}(8(`<F
zij$7=bQ0dz8zF05+XfF;rZ2$Uz$koQ$J{$uv}hdL=_5uIX~AdN@Rb_z6u>N9yharu
zz-9$s{l1Dyt)*g0zEn)f*yoN6=77LqH?R>hM(vr3X@akQ-oy9v=YEuzBe?+p&)P{E
zxuO|wqLL`LGGeh+Q@&Are~AmU*`xeloA(YH7W=E81EW9Rv6mPjbjTg=vNV#8Y!si@
zkALqS`Z?(0Rn)i^W!H&UBDIMR^ze6i({n7}g3A)*1j_;b@cES))@Ue3mJ+<VoyssI
zX?dV*pei#D_pnHqu;c0URe-Ase5H!grVSCRqsiP}c2LR##sm2dbiBxNkn?+BODi6s
zI+%hU281Ys@c4#$9k?n_Fcs}$*7$pJ8K+5Bx~n-w!SldYESq$ji|r+%q-2QcJH0Mi
zv$|B|FiiIE2?;gKwFF4|*>q`#N}G;zc4VI#8Djogp%hqe*AxG3Iuv&v6#C+#vi;vf
z9X$I7BgKJkzFWK}oq?oYh4Q~w;cj%NwQj~-e0PRsqyN1L%{u=Bt}S3Z|L^wY$#$9%
zH!m|PIsh8`U~F57pNyTwk&<ft-&xEDPIus@72P$?rup!H{#s}`=ShLmKdBmJzYM}_
zmR~}p=XJZmYEiLW@ULL{+6FtWVaLdpUCo=e{SCU25q}*(GReb@v&%b^s^FXJumA4<
zC%%{T*!`#HKv>%);^w1S%-jnPpHdS;6+n%uq1u&-On;~U<>=CGZj8KuYpD4+nr*z&
zgRx@Q{4c1rR5HsSEhfi*i&>lFrns{!y-v)299!Yq;?}}+@ToVt4N>r6UaMex&0{Ql
z#+F!{im4WB0n*DCI8Ujg4m~COtJs<R{i$Wz#BpW+s2Gk>9`l{|F$LZR@SO{YPX0nC
zSfwi7uF&BSP{mh6Rj{fddsNuT_rg&F^5@iY4^dwpapj<&j(;j-ADKO=xXqs1C#jL(
zoMG=|x_kzy2D5NouJ!pKZiSB1`9;-<PyOAqu;3MPJO9n5LFARxxO@;%HMep+O$pv9
z%Hm+Mkyie*K49hO8vMOlJhab`1$cQ)GaTLjnU&)bsf1k^)<oHGw2&2}A+}zUNL@Jk
zqlL?Sy)ar=y0KO#*y1TI%jLuU`&69sjsc(fwE7G46!$1kSFZzaaK<zL`Fp#W&!yQb
z@?5{!gna)#p=eU#%J+TM``6K*V$oFe8eS*<D3duY)B_w|=0`{8Jox(OzwF>7low@;
z$5abX<ZqiZD$^4Qz4EDN=1;&PFIe4qfZTvVF<(0Z4o3XUl(U#Nyt78eF%A>1PMju!
z`<}&d>FJDAF-(O5LHohi(I8MSA0a)2bgWVn8<=q$$m`j1#xB<vEo=0F7i#7K70jXH
zT%hI5e@gyFDth=+Fvpc53J&@ESALBg%m?+Ryh-%dq_+3pGyJlkuXsGjL?)_vZvRO`
zU~jN6rj%^%1l;CZ0{E{M;0pWxJ<0OtbgKfA*z^Sah(N?24^ey3m<U(6Q`r}TS#^om
zT*7}%r+y54oL~U*=RCco>&FG|AbH_~(I*1AcTU`?oQ{&=>*r2ypne!uY9*q|2D3?3
z+WV;b<(tb7Crg2zB!De=XXgF4I``^RYiP4;v!=>d<YkZFE~rSPgnK)2jtcDGR)?$A
zZ+aYqgvEW0JA(AQ0#KFIsLX_=Hv{+wB@`RexCsjCZU4b4FR5@pIP32lpnY6lh^4R+
z`hCVy8uiM$3W(NUBNHN~l>Nya4`+ZdK75|$6Hueal(3=;H`%&$G6(g!w|*e-xU!Dk
ze`hmK7I>p<3Z?SOK?bDUZr5fp#FvJmWlRQKO|Cry4C(F!aJ1RB6){PT3@&X?g-6g$
zaA#gUqJl!g@*Gn2;xeK-kpbejfG3=zJA-NWkIKGm0$+t|MP~qFM3z6OixKkM2!IVx
zzvcrob}_$Z*?}vH?-Y(?K2O&7m&fze#!GiHG+ltjctSJ!b5{qvB3EkQG7K+uXmJek
z)9sd^Ob}&nCuyHsaMJK0ik5-l@0m!_%RThkzs7~hnV)P^Gl)B(6}P8$r!qDRv+A5M
zm9@SKbT<yJT;5F^)AyFfr&^PTvVmHTohg@LKKKG5k^;eh$&9=M9E79uSP1Ya;4`b>
zXt|kV|EoxMXP1^GRdv6Uk`)<;N*lR>l2d?de4iYof%v{0LKE(?v!+GItfKBoAkL$S
zjB2amadUN9!KjVdpeOO=9!28wPnCDWmC<nuLY8O$Tdt4iX#(*eW^#VZA!w!d<Jx6U
z0CS34uWaoZZ{R+W5mBsEcvMQ(b9e(g!~|)wdU=8}OROf-XOqVW<Pq23o(<b4lb>fz
zo{ct$jP31adM&Zc{|!Dlu`tBR`rnFvKCj#BDJnZ$gSsxOPdeMYnBk;@By9^W{-HPm
zuvprmQLUGF4!iU3;8x1X-aQ}T<@W$c=mW}~pR^Dl1-M*T?eSXeHk|C)fIcEl-0hZa
z_Dj0|+JA0-X+3E_&_7Jg@7#YY_Wiib>K}LP!33Mvr{@>vzF>z}W1eSA0IFy$f~;9o
zIV=pnoIAfyZC^LnY=JAos`H?4Akp2)G7Xa(XjTB6MQxf1pD=HvuHz1bd|C?Gx>K@Q
z{}Y2*7Vk^0wJ3^q1cEpfUpwIi)~n-t5qcC+!_hc@^os(a<vP&rZ6`7fO#G2oQB*Bf
zpQYZ-iV0e5!l&jB^o?6Wqq)G{u#lp2Xgl_KT$;Vx1npP4NZQEl&WIWgnjQ4>hYA1J
z+4IP6H|^KM_G_fA*TYbW4Rf|CFU5Uhm@lpjX=+5@It_fc79)V7<ZNZ_5t&}55v6X1
zn<@7!SXOVVzk-=)94jtyw$s(nRrc)dP!<~e5ed~3<sq41fXioLhj^K=)mXMUv|Ui)
zIe60g-Q2eoI={O@q1bJU|GCB*CY9ar*zPlBhv?Z|q5bCefp}*Q?%@FTQISye$zzzA
zYBf1Y5Ql|9V@Pcv#(Y_>QhF3z9oxO}W$`>G=+3S+=XL1v+>V=1r9MEh3oI;~V~`)T
zZU~}sLMQ4m$s_3%)^>or0N6;GsdC0>j@3O(_rU~qx@1S2=VP^6Bp{j8DNMj4z*T^_
z7QD~-k>Rw~HO=OxxU9A+kK;!>OvVKIb(ElNBR2c$0bNN=wxba!dRL`I6mNVhE@#+!
zS}h=|U=>=S1Kby0g)CSAbyhU!?fP$A`#&h{Prq)b=NQTIyvO6-SKjt-w{ICIpXHu1
zqdVqv<!xU<qjPU+qsxGP1fQ*TsyzrpyDuv%l~%l{xTiL=Tpg@tDOP!hzw%iR3%|hv
zFhL1`!HXLO`N0ae-U@C3G{p!7h>9cCZrQZ7w1ftfKWulYY!Mjk*T?{Vgj8488BjV0
z89q6^Qqvhlb8$*lN_Ixi)d`S&WvTK;`zqB9l4g}?%)4@FgusK-a&f@*UZd%fVA>P6
z%p33hS`ujc<jIpF%L0R8Z7L}V7N~E&U$gf5me6?a&S-Y&6Y;&$t!S?TlUqi|M)k@D
z1O*L67h;0Ct_uq`>v-}Oll%r3-cQ2#45;+Q*+k2Ma=Sivua4GtH=y<e9y)q@Qhq@Z
z;_>4w7PEc8a}@`%kz~?faTA3KT+JxiW?FvW@Ubv#<YS){ayslQfgQ5*mPQf+Tn`$~
z0z<b@&UFN^@jA;_JXfvbHwS`qjC-dxOfxfzi(E|F@XIic;?=~}e#Z7~8)8cX(@Cmu
zK+bpL@TGxLXY5V&0lg@;xT^EIhF0u=M#5bEt+cWDDvv*Z)C66+SJPSen<Z|Ke0V?)
zbsEtFL4hUCV9?r#-krh1BoJoI!u($li(alKd%^hKl>uBTz<aF66ZzsRK2vdxpJ#K1
z6z2#n??s7GJKtLj*?wa-oArB3G$Jd36va5G^ta(@AzETS8#)nxoH6<$vR{sk+Y{du
zEV9@$_*c9>PiZV5k$O11pg!#)8fJJyD*b|ztT0*bSqrTtj8VxaIRpA$9wa`XT}1KD
zDk>uJ<#u@S?M4J4p)6f|I`%EO*>sE=sj<p&fxp>%EdyYr2;ut8807W}4rFFA^E?C*
zN-cOvyNyftdcq+j5VoAFo2yBDE8M{ILl&r&5GgN@)ckqD*KXIiUYvU9te~xG_j?=h
zMvNFw<n8@xieZx3IIMs`{I-^-U~IC^$znYA){hzn8s8lB7c`6xkT*BTI^C~k$<03`
zOnwvM2U2q4)#z-7=K*b|Ud}&ND9EE|1&G!_)1X#9HvPgR3}@BeE!2o2<yU0kJssVp
zkIhcKFVryq%V=uCn^Jklw$3+i-n8v{FEubtbL_<XjR2+5@JnJ0^)6t@^4{M==<MVR
z_-Y#NbZd-fg6sgThm3KU0<~j}u>swMYKgA*DbAU3zS1B?I3(JENc67XBHe<?c-4C-
zS*rvWH(VL{mM^f%3s#u)3ve;E8;d^Xk6ZRtKi?CjbJSS+U5sn-1k~RCUlmeF)SUHl
zWSH(d>%csA4@|ee3X}7@v&HS3XbpS!vdy2O*i~EJ(jxIEr2s+&ISyoU#_!6_D7R%m
zP3k4$WhDVN{uncy2!cHI^WRhR4!0)^>;rgy{D%yf%2ogFZD({^%aps`hlvgbQM)(a
z3{QDGeEDP>!7=uk;p1E?h^20@Li75_RCYQha=wDU2#OBaSpcy~(I62)3pcJum~>WZ
zlrQdd>GP~J{PCNu_e6rq@B@Ml<B`obi7oNFIKAERmg%%z;4LNsE}Kym2+9-x=%f!A
z>i3@&y-QgI(O7eJd>{gU#p4V`1@P(O9il77<%||#aQxIIyV*hbgoI(`%$=RkICo|f
zQHQV?*$k^XnRn$rs}`ikPgt3u_wU~?tWX57A2uoJVn|5H>>dO4XwiKQ_#-A}51v1r
zSi_~Vd`fyJdX&*tU;m5D;Eyj%1`g97Yzt7tBBsUtPXQ=j2mb$8-FpW$x&3Xwh$0G#
z1r$XA8%Re8MLMW}H0dog6$y|??_E()5drChCM6(U2%$Gc0qHeJ2N6O*dIBW0cLnzT
zJ<s!=GiT<^nKNe&f4DOnl;pnewbr*?p9_;~F1ar`K!7Qu$n_Jh&zIwG?ruc8j*XB&
zA@RjkiF0xJ)%E6u7knN`j?5dL=re2_HbO(*2bMf}SyhDK9~(hsU0jw<d)KxB2Wmsr
zM{ZWKe8XO&RWUqMMSJ|YMl^}@(VLUMI$mA~dodR_gp)PI!IkApb=K)q|Hs4_q;2S$
z;fYYykPja)0!pCVZP74zQ16yF9V!NPwvi3sq-7NJDLvh}UdvzGkt~v<lk)aJ?(vUC
zhf>yE^^6N)8RpUH!?I#v;Z50@dCweQK=t`^>NHxpZ+y=j;lTGLF3i^lEMbeTur4cx
zKe&wtLoE1rym<>vu$gD*nLe_!#*)FWuSB}hy*x{wA?uLSg_+;8#!W8A{i_t=2>2_L
z@LAb^G~X}VH0ZNb|A|3FEuu}1<B@iyy29pbryNEB8Gznno7Yo-h_el9BEsRg)nmAI
zFw#Sq2{gkN*rK$?x=WM1vAokl=!bq8VtL;qJuXxruo7JyhWO80?%_O`^qUA{iO?%v
z-zu1ZG+Km2zSw^0{6U2*<Ot(V4cgCY?ANvaVTLnj<gD4(zpng1z;m^O&elR4iejLt
zNc+JBG<c||?#c{g1XJ&>rJZ`&p)52u5v@t^C$YQnDPLIYYEz{zDvX{t6WraQdO;8M
zyQUPbIhNaZGN-fb3Nm&eY7AlYBP^s!=j$Fze{SIMGQJ`Vt)-~jqV{g_%<D+u4oc9l
zv5_QGm8I~SEXtovp1D8TYcUZerS}xiMPt7`lZ4aZDbw+-ZjRPL)tZoJ7f*yDhnmyE
z#KTut3o$&M7nyNeoE+J<gezjtD<;)@f6M-;tl0NeyzrkQJ?BArU(vx-$yDFKZo!}z
zj4eVD<(DB?_P(X4pX9AF1DxK`PV|U>glx4=i0rjQ8MCQ?(CFZOrzLM&^Z%%OI2>Rg
zO=%AJmBcZy^V6K@W-*8)MP8n?o$jrDZtUjZo{-L{D`H1f0J2(in0s)=9}x|6m;Nfz
zoU8T)io>Ar9Ym9y?WyfAS*%80&;TvkpZ*3tjUgQXE)f;5xI`xyJRO-z2QT}qO{nK=
zp&iJT;Q6vRQNLfKpdF=T0lX%$%%Hj{U)-Igba{723&*$czEH|>80z8rb;B3B!JQu{
zVw3(S02cg6r<5?puVcDuYCuOd`qRFAA;U|G0HzT-KiRw}3I_xF_clH9VglMwo}WRr
zt*XG!ZFg;D20Kx1GNP|*^B7BdF}pkpkt;A9F|=N=h#CY_o>5r0HjnI0wFBj4EY>$p
zlnYvz=Gx|oPw@gBI2|E&W=-YCdODz^#dPV?XUpa=e8bD5IMd7+UPI`nMxq%1&N-0I
zQqesmMJga2J$%N-)4XHvv6lN4f6rY@6lA~1D;8tF)Ba~rs!Vh7Bj-2|stQ|kl*$y@
zU+O9YajPBQvO}Xgm~OBHct`=M_s<0Zhw0WS$~*;>tnN`O@hJytz#B6|dL1pI0j;yx
zl{5WpzPy`Jbn$O*&ek8bfT{SKz3sPAn<fuI#)2<Ionq29samDS*U{*_S~&UE`vi4H
zWZ<h;ZZk24Q070tF77VwhQ_}wktgAxSWl((iF(JEpfl0ry`2T?Br5hT_AWrg5#K#{
zFC<3e@0*zq)IXXhMIwAAp4yTdVcvbH)GJgqNu&Vpt%@14{ZDgi6O1s2$jn}tf%^+_
z-gA@Li6({v(X^8I&5vdxV8lF#)><QN!uggGNI5>2?I#y}WHht|VQ}UC(>r^w3AljF
z%|tad+1OrT8e=v6D6-!znJ*9E!t!g^nQ$tXK0w%f{t7MZQG|d%|C7XQ)03`92A~za
zTs`j7?6RXW8KC|_#q@<DOK9Gf%2l-;B&XLGO660gqMD0;sRg_YJEOuMTv68Hjo9B=
z?(L$dGXJ}Re=tT^y|IfSf~gBdj1C$9GA!2^tF1}HK;(H%krkBw!7s6heyJQDY-bS>
zYdfQE=BIU3&Mbdve_Jhe2XkM$nE9vuLuvkw-6DdyuI*PYZVuf=<QLUm;<D<Q!UzDW
z@#S8hen$yMK|@I!P*al2|2$JJm32uRx_uwCeh4i$!{@eEr{Uu@m1N>VHlnE30JPGy
z;qcr#@;oo^-Gk~6uD|i}8F%cAn<>rJGWHMp6Fu~V?cl~ZcV~3)u-mfgfK>G`h_mgI
z+--3*RDzUwS>jAgWtXGIG#&Ol_qnu}_KS(P>DM;(!Dx`^Y6=5#`+@k_2qx>sJ?fIb
zXb8`vqK?sghN2EE*g@t111Z|Rms|MO56QYw$dR7<@rX!E)2^UspcE01sZoXdW&epI
zj;`?i5Hq#I(whMoyToF`NV{x8?dG_TftD*_u7{$ux^VXFW19bTowUfH>qJ$di;tlC
zz=}24-?n@&n^fMIkma>34!r0tV2CzdRcpkbmT4ydxFgmfv#VO|w!7qT)+ld~VGK`s
zdvhwN1&KrMyMEuwZ%ZBpvwA7>`WCWYyK=+yW`I)?V9_TZzL}qG48TgD7K5ypX|3#4
zQ$>!orrZ&a(iW;vG(NqWS`gVL8}Yk~=hh`X)p=<hxKB8fW7ga?>68xhYcu7JvY=mF
zvLycemlmI(j$ZV%TyV?7LB69E?El-Q`y;><M36?BJ6|~4XqN@t+U6;9qPgEW+F!gI
zo;?wUWO{J3G|+YPDtApu2(Q1zVQV#xKC!~JNZ*EgvHg@1BduSt=FKr|+VSbgGoVQ`
z2olu%k&iZDFr;3`?ftT;%$&IXh3B`?Y-i7My7_9s1L~QW3ct;st{413cPG~1xh_Qk
z54I8W54<+>Zy)9AV@210WHN5B$yi)rNI40gReZ*ZpDp4@EV7i^_yP)$(N~)zjx>11
zd)Ybc)){MR7~@Wb9N*raM~|2=dusJ3>hbH|3%AhMq)(~Qu{dR0h|A0GO=@T+hU^;}
z2d1xX$bVR`RIo(ue)iK~cURM5iVHg^M!#6kH51V5WBZ$L{(<N2$VT!*t^G61^V#~_
z>;5xv_o%`)Jzx9^)V5Vd$6GSv2$i)87_@C!Hbk_WHlM$(H1tIt4647X66fk7wmRVP
zYa@3R$8ZGfm(S&T1GCT&p`S}df;vUoahaP0-yIF_g;Xv#FGQjJ_S1L%W*#j(zh9?k
z{3-;z0ua3hfU*ug<2pZa)k3OZNEMc@12S{AUH=c*zfuL(g@|hb6VmOKHZtlV!#w<Z
z-Nm&eYuk<YI$g|{C8_RC>-m-}k-URqmt?1EINjRb%;!C^)34OKGsrEMFu>U{aYNU3
zZ>}l7i?sD~{I`2Sp_n@FVD>zrsZj?x=JiW%Bt1Wo`;W*c{R?BgS-J4o(^kIHR}Ttm
z0BwLCat$bl!c8kP*}(n)f}Q-0VtNk~TcV}CT@IMrsH~4Pti1uqQ+C^9#kG?%AcXJ#
zZJ<Q+VsOMq+WdaAz(A*EAxcSdAgo&%NKv0f)DK#u`dZ#d9I;k$G5^R=&`D0}P=<>=
zoF@wosSavMsVpK@fV==%;#?2XXKVf9E=Oqr<J6tnzA8+0e&}&b0gPXR5ge+dOP)+R
z2anR9Uo&p4@TOPE1D|zNtVc@5ZoBPnuVbEey_5F6u^MyS_j-&AlfjpE&j-V`FSL(L
z4gg$E&J|fxFj@tN-S8JJ<yYw0DP3^Dx8<Q$k9M985v$W?Db}0cOw*HGkSwJ1fwR?s
zmbWIau0Ffg-bUN_h`({;b2azmFR}7An-fFcPsqpZB(6pknKh#hOS{(wgSh=`>ND)0
z8~+$`2c=NT?(1-Iv5fBZAJxb4BA)3?I@sdmlpB5ld9F`y-#psDyIZywaon%!7t$|&
zsyM}s2-0-iv55#}pSXw9-ct74vCsSp_lUiI^qEI2B<YTu-^xfg>o`&CqvpczQ}xDt
zZcK~V`o?Mq=Xx(B=7|&0C&1+El1keKx2!}=+B(&a7-iA5h(?{?+R)G-I!`FAtrr{H
zaof7fh}*qN*?Lj{s)WuS-*g5tUrwmhy#)H1s9ulqhbOZyu~L~g`W6!?Gno5ZF<5A4
zaD9=+@_4WM8IK}MnkmP3427{x6Sw@lVl2ySU>Ki=9$hiV!{T^EI*B=rYFh}K>^8zk
zOPlD-%do0Sw+l3>G56}>%iOyQ%^3Lh{BxPzKFNZS0J2WN4O43DK`<O~d-f>VjurkH
z2%4()M`Ez~+S4Ed!;l<HW!ZXLk!DCs{SnFD3jtS`eu)Jo_+R1~Bft972KA;2DF;cv
zIkH$``r@KfS<I=mzT4#(gE!D~_KPOPj?Xegmg{@7E`x-n7VSEN)*&*GHa3f`FumAC
z%9t!bAz`7J3k*QQ48+}(_+SARn|&FKc9X@5z6+lW3O(F7)OvHhLBQu|{ozu5FVvy`
z7f{O8Dt8Tn@oA%l$XTPPBOoubaJXCM(HR4i<u==tTUUwtNUg<}P&)tSc7AWZhH|nU
z&~_sJeh~wE5CSUZ%nh$53@-Fm{e(TT$KrBJosK;aT!20fu>2Od<A$i7$J*__>?8XR
z$!eIn$qT6z>Upn=uUF<Q5GO3e@KsqCL_gc<^M3YDyZr6{VjA*S!e4q*pyUHj0##hQ
zUgrMN(uOxNP6I0m56&?SXpU1OejgyZ1`I+aG><H9IB>%gOP_>T`jD7)hP-vEeJ*oT
z{pjqOdjJMUrQ4o=g8=~$iPi3eqghClPiFl@w1H;CUu*tlowS^r*PyuEd%L{_PBV@R
z8wAX0LR-~+BsfH3mz{jmY;I*{+JfRLw%}2v7UH7q{>2!5$y*JT;l{bMKQ3R%_iH~d
zCUDr|NW|zLh3XHi*It3PjZc0%>{zxi@72jtikYH$EQJA@#@XMaT~Q+_@qm$Z%=V*&
zf<z<~VlB|>`%sjdn7#3k*5K~2zmF=9u5NB$R1dY*bBdtli3NY(fz&JIblbx2OMa%S
z@>;x_>1R~;cQm0wo!ae!=n^7|H^qs`aLvhLh!s)>-bb<hNZ5Cq-z9#O?defdHMx4x
zCf|I|D`Pyq(zq6gha1ZDDU+_Jci{>8i+jH6UtGbFKJ3M300zd?90@nL>L>x<HH)$C
z^bmba9X#Q&^@zh2hP;V*8bD+bv%bB0CKj|jR8w+%9W>+oFU=a=WS|Op88njNI;~8P
zKBoA_E%!-5m%5h7nWy0@^>R0BC+<Nvys)1>lb#mr<9c`LQNezrEKD*c$!kxrl9}&Q
zmkKv&F<Q-NY?Q_$wQ?*M>(0=5jF%gh=2dz^!mfGJ*NOJ`t4RT1(g}2QKPbg~6P^Cr
zIj=K_shbP4bTV)xfXPJ{_sB16y_4@E1KwInNhl#5-%mFRf`%aHY4V0(91o|^fQ0s*
z+@N?rxJ^F?-w>l+IQCwPY;)M^L2P?$xJ7%2rk?saT{gDgg>&#4k>R+`Z>I_C`l+y(
zd@I{onH~+0{GeL8^ASN!oXMD54T|dK#a+<%Ot`~20Qr|(`Zwe)PTOU?Da=ns(JlK;
z6m}=p+m-R$vCs?R1Pwj)Uk$~6@FK!)fsSg{nK~-12fr5GYqxO*GOLX&s1%aiot6pZ
z)Kj)7DJcuU*1N#}uBW#~{OS?yD9P0GIBx+E@+^+@-sjDXEmx^iL~#6M`FP#C#L$nQ
zyct9Ge5mHuLEx~ok1r*wv~AA#?1wNOv;e8-LK8@YEqx*ZZ&v`u&dHC-Q#GtC<N=-J
zP_?=(m3gz9X2cSZe4Mv!YUKQ;C0~2|#ZFujvXD}4`aCppFj7z6OJM*VAQ}O$Fu`X@
zBKtD7db+mb0jNxyK^Kl2nR(_hY{vYUT9Y+;zBPo$Cfu|K%3G@Oq1Q{Y`FC>jdacEe
zlZOkMrqg#W73d)ITJ4YP%9Mk#Y-noE`E@ThPc67tHNt0cvscc6S<B(bwSeR>%^p?@
zfq`g!+9W$b0h-UImCP|7&@o*~x|2ZtUM^NiG!7;s$Wf77$qV3fYZCa6qB_mAtP6U~
zkjs!zm$ql{$(_Tc$i;+d4W7?Fm+WfCIN1IfNFwro-;^u-6)^RxgW7j+Pczr4GS9A)
zw>LPI?n^V3Bc2j5Qe>9t>X6OhLB0(3Wr*Uus^dFBPJTt`UJOA&4Tx(|6&Zy%>U$`G
z{YW-rUN^6Mbf<XB1|cq3#V1#B{QvxBk=die@n89g%ZPd2jJk)BDuTODKI}p4YGdHu
z=Ke=|J1o?!;FZJvRTh$8(kG=DsJy<o?{kl>Ox?4SV_A4!ou+8TD=Jy@T5gbVueUFA
zfHAYD0F|n&+EX}GwniT-Df{=tTXRw<lj)B2SXp(xdP*3=0)mL~d8T;KsgzGE8G2q-
zj^Ou$)Fi7~)1C6IwFy7&S7xM~E~sS$=I3o!ZgJ1GznSbmX8Y|Lo}dUzqL#nD4Va{3
zYd@bV{;0|gl=HQ+t95aK<WWm>-jp$e$|;h+)QS*g@qg?GUFweLjQFr3-XbyC_iJv?
zd4Tfr+NR9<ho=k)|BT-1T|Mj~PF@5ESa{R@<bh1*3bfsil&Gq`S0rfJ_IJ{m(EP=C
ziFp@JnL8VADWUWq<VPB+B@y?p0%PkP&K#MU#v}f+Vw7Z^tvWY_ICHk-3EjNio<8}H
zv+dd)Zg}2;L}F3@8UsEprWfO&`efWNKiAYK;&^FpWS%AXGq>c4Vl|b%!eQ9cV3!*$
zkjB2W@F`K)@0ZlYs7!@a0c=H3wUwO33<+s=AYPHJc?1R#EVIs0Rj2?)s9?vh&j18l
z`rB8@=u>JF1EQ_Hc3p@WzWp4J=0&}Gm3eakB4ZncWQb-n<s^Dp@XU;%*;D`LT<-<9
zg9ap31*O#`8Z|#~g+;3Gm<DkSm+jC!9fjq(J|r|ff3+Z3GIzlG*V=oL?Vx+}qEyeU
z_KHA!ae?goRlwQ=wQ^0Pu0BI@@ZBG0E9*^ad>#Vju&qXG2=gm^B8PwZLuX$z^Q}5U
z&4)ChhL&CYR5s9=Xy7p1u?~|%%L#<`>QVO4(ay}+@!`TMFh*cYb203J6!uSI$@~j2
zT-F0Zk=8nIm#(<X=@C>xy+j#vXylCrRsLY6HBG99#Ds(;55HPd#76QVHNj%EM+qo|
zDlrahw)@VuU=4Lvg2-i)1s{@)3egzrfrMKJCKnMM(m`i!0Ayi=&Dr}QnvV=~y07JR
zM;hx!6G%z_+!xEzd;_SQoNJ|$Z@G?|hXnTW7$5>bJqWuB{QVgFp?un{Emd)U0l%TP
z7=H=NOuedLy$tjfe`>1nCcPwfG4~vh9yyko8P_LKidENNzBVhlTWWyZwy<4jcM*Kn
z!JEmO8k1Wp@LHRftiIy%{Q|~KjZs<XTgyWj2aYC(K)E#1OO4}O)x-GCM{yD(KzwF1
zXQ(C$TXIKbr(%|DKvZlK$fVPG5EaWkkgUsy@L^~e;T!TY754{vTrJm!+i)_W%;1<J
zM5;^?>G~$)OYe|E51bX1R{yYElY=Yd-r;%iqIq?b*c0F_-VfBS0QE4P-?fTeHlcJP
zn4;n%i7#{pu71^?fDCvrK2n_+`&~i%f|}Ac9^3e#v+zFgRF~<9yx^uCpPa=v{#ZsS
z6!)eods&>=qYm#QyqM@<^^d{3t)~JiPS@ugd@2J_oFD=NQ9b@Xa(cjX>GV2Kycziz
zpD&e2X!B>UDhqdr0wF3Y`N9L57iy2oM?}3l#bkt?Fp+(|1!eMb?4V??Ha3RJ!oW%f
zr7)Vvy$FH=f>MoKs(2K;_5t;hF|!)?5L2C~m{q&y{MFCsFQsnxLK#An0F(Y@9PV4M
zx?Xk_J?zf*UKhx02^$(6u7KiGn4EaZk;xLdiL~^=NmE!Kg#mGACa46ARiRZB5Ctdy
z#PV}qz<%kncPKCzP-E`mz3QU}m3Z_YGWbmV)X<tcH=+GJ=jEpiY6qc_fvOtF*|<Xo
z7bn8t>$2^AudEM8i5jMZ;#LOZJW6|f(B=5up^^MDP;niT^G7W$K-Dx&^#^0BhKVYa
zpwhp@(&vXEC8*rq9@}E1;+m&aYM<_??xOiyhun>yy#@O~#{9YKJnmqYB0*C%uO5xH
zXK2|;%Hfn-cFXxupi?A%i}8-xN?|F%g?j)qo{Q3R11$)AM_8cO3tE7B23P3Q!<E%y
zJjkU6N}Ve}HjM##h=Psq{oyns?IRQYg^qT9UVikl4cKn+4bIJ90p%<vhhw0&wN~!f
ziyQdKoMU4W?g?V-?)+0dSxUAPQDKbO{xVbZr@8W@nKJ8L_2JyE*05mvRQ?~S5jww1
zWGzZc`e*htFW$dpu}{4$9Kqaf1{9f8TA2hJBlAA?`TVMx`^k3e<;ppmwCfoAeOu*M
z0bfK`q_}HxEl2Vl#7U3vEyu-)Eb`h`b)G_M9?uv;HtY>lCQdmRO20}EPT=-V`(y*l
z-n2R$5*+Q)e#6fO)$e^tLEBU0FdzxJ8dV1m5jGp_2jLrtZmU+OgUC-vvdZ_3yllH4
za8IgJiApGeo*vVJQ8p8m01W6*t4L9bk}Oewp8I?<;r~#DstnwDZwvK2WPQ*Cfg!eN
zN(54`xps!<?f4PW;e^7A8{D_LH8W^2-H<`Ch^~b6rk^=@a{W&P@o&Ey)>7YwZ)__l
z6C#x~&Z}{i4|S^wvrHvDQT~3@W(%lRH6NkN{J`inKxXac8Tuh?!=EA!2OQx(Mg3lx
zOj@S~O%#j&IcPspst_J=NV2=9R5Ll<+PB)X$e!f-ks<X_^gJ=L(0{<Kdk@u1pyj9@
zlSw{4+0)y%=)E|o;q5-}jY=gsfax|v3kJIkAlS(HC1k;rV5KCc9<%4I1|=JhccKG~
z{Wni>IWk#LRuv%e<g@0af?Ks+Z<Z!%jlFD!*^DmSe_RL1DX8JH0Qr#Nc`l}>`P&L1
z`MiKD=p)6@kZ~(36Thm0pd>k+WdIwH|H-CNl|%nof?(iN1{E+=Fg=p_c`<CCv13{n
zM*8TxmChw0Cg)AZ#PiR63sOY|5&>&~@QrX9S<znHX`}Z%@_0a*QJ3kU{QV*?wKA{|
znFUBO#Bb+<GC6#7qL!6*@*IV&0TjFlaO5AzO$h@ap}fSFf8)A@xnyzUIfBSnP2Lmm
zz_by1S;vIp6o}UA!;nGidHhqZq6t8=%8l(^?-S#a;5W+w?cKYU8KC5Z8YF+vUl}x%
z2t3x*zm3uvK=Blej=53U0|o!1#yV&&r4edJp?HD#i|OK@WiPZ`#+eH06oa#bc1zvs
zvVy)lC}B}li=@uCleS&oMpHACa5c4JlS+rjG?NsJRUXo}u;*Yn?^v4A-P=Dvi<x<t
zUsvIu#Ix&|9PO#9su9h}5V@3cGsw`%qx?w4*R`?R`3dQ_r_E^IfErM499b;3zUYb?
z8dQ4&lMPlNH)+N*>z5;ROplD3p5(@z@J9}<&5rYNKV?f4eCxYws*j(ri>{_t=ln9f
zwoyYo>3H*>OOLuZpt^v2BZc_B6$33<cs)=C%Fy0^j73g{VFvHL?xP5L+#7ERWAgaU
ziA;GNg(D8amK_Q*dyOoB2p}~A+V?3-%g{ESC4<S{KGfW9SVJ~s%L}%Vop1rkTz4ew
zv9;0)Bt4Ax5{v2l@8&oE!N4QRD)j02<I4A_?GFdF<clv{X8FA8f$0N1jD>Ylb$;30
zcRgY%KBMc39BOIA-0839vt*GOdwi?|2fM|lJB$2FG!V&e6(xI5mv?lQQCYCp`nf=e
zwg%k$7I(Ngb?1GW+BG3pT;D_^Bg$QZ4O&FD(S-|6Iq<l>{a>OEcgbbedp|Y{#*OER
zO{iKn3jcyqC1OGVy{PvFIT#MbM5iRx7@Xv`#h&+T92D(uo^dcJ>WjK6Wlz#a5(8Za
z+Lo4t>3$W*-}0+}UbHvlY_$3l&vSt#b3^o|tII+z&y|ZUM8R2#NIMmOg)kOb+gYZ=
zu|ot2)4&E8Fq3ogMp}O8`U?v{hOBr^F}v;!r7CdfKi+wTx*i357a|QlbjcQsXLcnf
zq;qo3v+Ftf9iamXT<|Wb%)ho%=b6arZTg|V89$zRdDD-e(PHnWYBK-Jc4|B9(^16C
z1-1WDY+7*JZm4&CKbU@Vz#5ze{c|ugU~^&Z-YR2aG@QR^6&Or(mcgx5jbd<!n2sqO
zmUr0@ecvv<t(NvL>T0bf&EI&Ejn^SJw`>E`+%i{kBf}H15~5#w#xpX30Kve&;E$b)
zm0DO-z(a23G>-NCTljUZ--pS{3JZ}py1$fGYM~eukT+&CRO7;z!m2fOslz|l*@atX
zr?SVWT5y`VR|3ttFGI-q>WmJ~8$BfSwHJs%;Q&nkp&HHqwdd(9X#SkOQr!+k+`a!E
zjv|m23oe}V#;Q-1>f!rS&~)s{l|NWJOlWu19-hOPqGcg;><NjtiyWQ@rkbT_xi+R@
zVb7jrR{I?LbLH^)uTk~<QZHLwi;;~-n=N;Y=X&}?1aruw*}m+`Nm`7~xYn0Bl35Lt
z3cSR1v0c4~o<<P@*{19h<_i;<4ckHLPs5=!0jl<i)*b44vYqN8U%M%#m8rQ0)+3@H
zc<07sMVVZk3rg(}*#1qhiIx7Tsf|yVN#G#vwzGVK8GNpW1yHwK{O6W71D%MncfWQN
z4+n+WAQ^ortvZUm;tl>Q6%~)X$^!+xzRe?oye+XeIFh34s*S4<u}r4JV`D!!z!7GH
z>cTbsxv)(z>Z;0@fL{8q(4pj1%g$(LCD88(+VZ#6i?jD%Ve~i5i1wRb^m&MRPCJm(
zuc9yEDPQK1zJ|5lKWkW3t-m$bZn<uyD*tf2^W>-Q!{OLTOkuu-IRvx}eCmzUM3vzS
ztI^w{oRfadQ84VU%n{Ue-CGs`9v&Cs9`}~`Sr>47JHhrr&A=AK!<8E}tW3M^4MBOS
ziQnXSn<TMB5t^6n!*N6J<UZPVXhODKs?#?ewBG#kBmaoa;yX9^E6KH!GbR^_nbcMy
zZhi@g?1&vny-2|}QKFlMyn(l;dNglJ&V%_s+a}~jZi2H`__n6IbR{Td1CY?d#LW{r
z55Ojc=$x%7I7u3e%>c@0{-F~uE?oT&JPfkW;pWMuJCzZ7<Kal=YnM3HFY{#<eEyfu
z#`;a&glw<-Di~4yp#JCf6g_y6I?n#fv?KTR0w!TspLg*SnIzz98h61m2AUPNBPlaS
z9Q+xjcst9cxyJ~k*?FwZzw>=`AJ}%i^F*O=_GLD~sA|pJ)%E&3gG#Ldfh+K_L7pq=
z!!!5v3)J6I?-&WLMSj2PlnHKRYY}U?scKZXPGc_D7vEZR;3qdA2KQY(;>msZ<UZz%
z0SWlR8WOI@Z5keMTVF#W%RqJ{A2Gd-LrZF>BU?-78Zpi{fl1E&Y(~tqkrI`NfmB$N
z?RK#d>w6WRh`~^`M}5P)*##!BI$1IOaIQ2c=VPc?KV2;HQ_jhh*i%pOL063r99P(f
zj;g^;yg3Tg`0`ls7chP1Dz;Yeg`l*-Jm*^rG)G$wqavzjy=exo{e8DoWr!HFA|;u0
zo-!^{OJRep2SUU9H4-!b9du|3n=;L;XjwCb?z<En479MzT6k*FD^bMT9CmRYkk_z_
znyf$9Oe?=MxCEkRoq{42#*<?mj!*TQ<GWe#-Edoyp_iOt0<!ROsx>TNX|o`Gq<$hN
zS$nl}?4L%<x%}f1{D+sxF*aoCE19r|AgpHUot|(mx@Y%}PCNZZ_C(?8?b~q2P3$=9
zWb17}tn6$jhhkuU$e~o2j{{rZ#QmeYS6@D~9<Dz5FqrGtgyz_IN@5<h`d*#bu53wL
zf^1b_X;u-lT9+J4)U&aRi_$458K7wxDhiGEU9a$dAf(<VuFxG-&3dH!RbJPz`-9J_
z8Egvm?fJ)Kq}2LaYj3-4{+f|wi~IZhN_TF^p3nWL-yU{H{@s@%KFG^i$Ou=Y?(In!
zB*)5dStOdp*lEL8HvPPJS}xT(>mm?#I)C_f$1WSSiyRdx!Y|LL!BRfrtHc*^^hSx-
zh5)p}d4~m5ZS^}!(y-Ium`{adxGld6eQb;Ul%rDHr3>{>IFDVhY8S>Vy;p_$dsn$S
z$GJMjAjCdbYPOSIW)mB}@Fmt4$Ym;X78-z#9D0$`nCXtekf@I~(5zC#>j3=msf~Ew
zwPEu!kDyo2ust4awk=lwdCxMXx49fsmOI>djt^+<1$2*Os;LERw$%jVjDLiGTRY3=
zTjz0;chT=>;rlM5=N`tFWhSbpyi&y>XAyDqXnSkgmuHl3OJZeYSf+PK9mG43hl263
z>=&%ZV0Nv@SPL<}mG&;SNIc8y+@}?Zy=xk030v-lRQ>J8WoismLpn(ks`_y}qH*Ul
zP{}SX6K`0OlLxoold1{xMTtpj9PtTt4h%NASD<=7cfF2yvi|d|oQv_1$^HJ_j1D^e
zIe2W)BhCGRU%_|=BL!&ylK+}P)B91-6t9i!ldq8gx0ziprQ6Pm=G4&YpAg^I`2<k>
zqD!4+fRUgC7zu(SrQVEs5Qrl9_TN+!PA%KmCwIy_-EN?znUmw6(!kJ#i7a_C&4RvT
z?fJu&Lzy#icWg-sgF<fR<-Y1|nwnARWmXz*z(e%s*JuF^v^YVpxbo&DI2&!8yFMzQ
zTziS`4v8{_T3$G$1|$ii=`x+!s>ezAs1c~i!m*?Bj}C*~7w?OQnEG+7DCOmkU4`}e
zS<O4Q5!TL%r`h9jm8%AO8V#`@!!=ipJo?+eOWEYsTPN(=vNdz_h&kYwvsNM!i18A{
z-KY3vQpYhVi-n2rs_2wb-_*Tv--rJ**ukFa2z;#b8$jo+#!58X!rPc^+)X#>Q8S6g
z6$=bWW%f9=HaVYIThA35*l-p~Rog_kfEEr5ER51I4GI<DNq5Im*#u?jIAT-9-+x)t
zS^wJG>Ld{W<WxMepF-L8V3j~IH~+j)N74w4RZCc36r?geln7F_oU{lajY>Zv*JQi;
zCJqqF_M3-OO%0YiBC!A>;bCv<KQ$Tk1~jnIFg_^YWl}$Eep-<5Aue(+MPkL4ZLr;v
z?4uy`wd<T=KbBwPszP;3OFmkPzAvbE4UE%Sp~VpS11adz9hU%mNOh_G&@~L5Y(9Cz
zEI0CtB1c$J++vG2x2VvY+A@`oZe|pweL?pFI-Z1WddH3{y{oJMn8`d*?rqJwNJtM3
zD7mX9Utt{M=;yDTNKFqv%2jt5B*{NYV4D0op_b|qcm5GiOKf@<^<H+JiXdVG21tiM
z#N<#*7j`X9<>j9Lkohip#xbo!y}c8^#bn(LSr2^>wU_eduZJ?(XZD7Ib>Jsb^4?NM
zJKr$flmd3q*Ot`z*gdOsryqU1-y$a$F_O(GTit)_NgT`K1nM~L26uOCBf%{(T(8U@
z>$(MsF7nDxa@A%JP<~)`@^4;KTdW4OcC6W=>|#0Gq|I8C&=&)+OkYW+l&RglhKqCz
zExWz6Q~;Vv*%h2`rpLOrmG=(r=3~ya4L@3V|Ds&<8p&%>R)BZ~Enh@H<j?p#vH?vn
z>jJCG|AIs)(aB#xc5&k(s}nc*7L3fj$v#Sw?oED`U%sgYC=2wiF;2TZ8&OqUhT5aP
z#YtBxTsZFm{o0fC5VLKQSQ~;xS!5A6ScX3%L-+^e_3yQQHqiPECk5q}-P7ll(V8ON
zz4MN)`#pD~sCZ5?8BsXA{aoiWze4fGWBx}DpSY{;oem%D>D4sk68k9{<z<x3;=NH7
zj9oiI6~TO%8(b6AFD?o&MDBgU3^iC6DUrf^WVpk*uPb`*yb)!V9zCXZn{O;H89ZHq
z@|7pUkc7=K?Nwu)JXVOpbaX^yIbjpDR&ecmB1g0!5GFPr4h6{)1<8teb*D^Gy1Qj6
z`h6~!j>Qy}jpW+8sk#-ETfk`Ui;v`Ss~j=*kWR_%Xby)NclEtJby{x`Js8T*oD1+f
zm2}A4AOQ!ENjOj?MSdfuk@1bC{<yy$p6CT)2R^mBFm36tuW=ZdVlHX4kf7Y3miM65
zqiuo;S~f|P@im<Hnt10e>*N@w`6N&wOSOvogzGqA6P+866Wx{J>(&%a2In<eJ}>6_
z?$|U(v&x%6DPXp7Cz3nD^*Q=k*OP0b;_^I$EA7ZnVQvb$t>QX<_44|U)U{t(I>DW=
z_2|F7YY+%JqQh?W5o5P2_qj<#0XKq19Rg#CbKyguo%2{?rUD~oj+|V`M)n`d<Q1$z
zRh4$oRraG)xci4s)LL#ceb_f46aQkd<?gQGITP)PY_pHkx;tNdQziRDwDi<<z%+v1
zbLW&QJt672_I%C3Q(7(#SP_oh+7k~$Vi=0tXyi5S^dFmC#7jtxi)-bA@B{hD>dHfZ
z>yBeGjZ8n_2AF8KHa-siF}g5Va>8GuK@l<h4q8W}rx4(9K$OHeGIneV(j~wTYK8!p
zX}I*OzXXamWjjhWbXaGm@|v0ECGP8yOX6IgB@YlnCgO$>g4v4r56-T15Z>jflX+{=
zdnrQOefqn}gv}cqLc`~db)0yCd~5>@8tu8Po40ACa=#{Cvr!82)aCj)xF1;!3$aNE
z(4BR6%L-@(s7PhY$Py-h=h0@oBY~7RocJ@lI=tDW9No9(aubM^{t33%eHo}){#l9w
zK{=f=p6P_47@fc8NF%+3kNZAV*GU|UC5APbx^E=%>aFvq=i+IgF@(+Z+f&guR}v&x
z_r8ZEu`gTP%k36XldJ(%`nsU);_-G#0Sn=lDo`Ryn5m5a&a^0kR_#JsRY~zI1=^A-
zF#vf74$?K6mp#wH*!>)4(7f;aJ4Or`@Q&fuRRWWky={W^`M|Uu*A)Zk3shRZuMIyQ
z*U;*<u4VfCET-fKo_@bvM4EKcY@u3ju`{<shI^4t(JFUgaT%ctATOOvTcLC-nf1&O
zK)Lo0ml?L(8KDyv2<3N(yVqt$CQWNTJN*LLeA@%Jv-P4IlCzS~J9QH-1>^GhLOF^s
zPRU<;Gn}w|eQw*DGq$y(^r*F?^7dyh$*2K=Nny>JD!+M+5m3_TP1N~ed^YX<0L_66
zjBE-v0EA|C{sv_teT6#41mE{I0G~EpWRxiC$AEC3WW)}KB)F}bWq<USgF8bFYvaAE
z^=U?rDb`;e@08iyC{tYm@NR>E+o<ek1@(165BHx!?*6BwWQf4Ly8f0rekFTjwnp<M
z2Z)YU`LAwT!Bu2sc?8s<bvNhOktn|woSI00k6vLHGs{D+qw;%`0a550z|1gMK?9>>
zGEm1bvCMCUZv*F>9*WtQ)N+k3093SPw^8OrKiw@BozLEcIrKl==f-Y;?!l=eWg@3H
z5;KspZ(Nnvq6{801)T+1+KW=_J<_Jifz~^{Ozl3W+TK@Or%1<DD$(!^7j0=Su2IpW
zB9>w{__h%Jvm)Z4lNpuWz*P_28|h#6r~{aes5il8VKrXJG6^`U6gRW=RX9x(1}y??
ze}r5B7I*q}rw@wwzo%x!^hK@5e_mZgl&dZJiQyIZ9r|mDuc?<42SMm0$i&pq{#ShW
zNzUpAW9wH<S6fL|rv#F@Pk3{lg;oU{XZ9_;xv{?72HMHMHf!D28~yh?AYVD3KJtg2
zIwOJ4=!-n?*8ny>n0{a+<0624apY*J`y#X>Ug*`~FpEocpY7?D-P_8FKOny?kM8V6
zrY@GciO@a#hxVNKr()*8yO#VTTI+Xfcoe$db1`4c1OuyJSkX^{Ef&0jB9^J;{jc3Y
z{-j`vwt*2B%%@m*SmOWzLe*J3k01@X7+z``-XGc189EMQ%RxxyOe<t9(#v?jMo31?
zo&rThPQ`;=wi9dHL_zmQXofi<Wu&kF3I0@3DmcK>Jvb{84p2TVxzB)$(7X3bBS4(!
zUFXqQQ^!P=^s2#zGmE-b8>JfKQlyu)A>*_0Y+D-KZ7RWXpokBXs_ArkWxaYj0`Ar&
zd8PE3qQ_>g5rsHe0l=ML+yux_>z?<`YmjRaxZ#260OivncuWcM4u}?()S|gQF8-i9
zd9rxP^666n?<ZG8;n8*!w7p)2(rHD-8UL5~^aegfs;<WWVGVM?r5WXwUW(os8>Rh|
z8r`BK=@*m15X51uBecthvk&*k`J7g8L)30e8?j;It6HUcoc6Q+K;-;LX3~v&I~RP&
znO9SXrx<qp{`DDIBl5=!D*h8G$rjVz<<$LS0R0J9eeRfH*=U^9JUUWh+g2e}-QncW
zRg&zrzs~AXH|TibWQm1qDt!$$$b7oJ7BnrQG6wJFz0jWZ>y#WP)B=sd3_C_UNHnG8
z%D)PP2JI6P($Yz4CqK!byVP+jgU-*_*SCzBS3sb%>I^-7^<2={mnV%h){#m|O1XD=
zm*gz8fBc_(`pie-wiXP$sn)+o$P7WQUg`2x$5c-GWJ*+?2|eCl892cq{(E1D;;Hf<
zYR?My7YMV$zlfgH#r4aJz-dsh-=9*J<hlVJ6(Ic)P8k0?v9=L7f9_Nh4OPTx@RW-H
zm*py8lwsvQ*g7;0#B<M6DZA_B4B%IG(BhWjFP5vO&Cum4-?_w0B`<a&6xN%gdmC|@
zQTH0ft_EkC|1;{g$!4w3X6F+0U|G6$T+tzRN>rbR)tfsw4$vJ1pq0Cnl?@bxgvnQD
zpyA4)m!?d0`#o{V9+dUu23!)rB9q*fJox*Rwhl$fG)DptR<)OZOL%0!S;N9RcLV_8
zQ_C06*Co51PjNv5hUU4Ck|nDE77AnC#l{c3`+%}(08CwbZCs~3!;bc63;&PUXVu)E
zq2eqq{CZHh(-Ep?_Z}1Y6ciMYQXYloz^@#r(>#!pZn+fy^tAhL=7FTpAcjZ3Q<gG(
zL{(z_Z!Pdg9o+HbH{e$Su882>yG9hnn;T_+2VYt{Uz#Y$4$4>2KOqQcIu0HdpTPfY
zSUAkCz{^Ru!^aZ5T#-DC6T!=WlS=TihT*V)1YVjS(p12!|JVN6Y1|TnXCk<pJRBT~
zU@%(8DLOV5HnvSBS5@=29NNkJH+|9nH1z>1cP-dysM@0_7Z`P1!@-(tuG619`4RBi
zLh=BM$wb`q;{S%H`fvQHLupIO&nrzFw{AVazz29DTt@!7SJ%pSo+^qKVsr-}s--15
z;U@<UME^jm{`pH3OQHY9vx-w|3_YlG|KGi6pH(SG9r$WkxO0Fr0Wbd_+&9w_imVpc
zz!(B&GJTZl1whnUIKD|S!v!{AqP|;>V2Nsirw{Cs+Q7Dq(5oiMEhZK_<rGEHOp?uV
zbhE?0H8x%VA{1bSy#PG<2CLi_E-{~R+SzgfVw6sDeLgT5Sy~DkoCo62bq7^<;Lf?-
zF=j@9H;1wIF=|Rb*-bvlz+eDe-}+0e)OIKKcT=mYXWeEy5<R|7#Dpe#oq6%C{P~dZ
znD2TA@a>A++1&-UklYl4A9+5n2(U{opBEo0wT-f`B^u}hqf~D>V3>DWW^3|QNJz+2
zb?FuKG|&T6Y`TMjgP{Qqg|!<{e$$GGV&}e!za!<E?EYJ6!3?aqfScC>YShCMJ2HVj
zO&l^ZW&r;ezDFzy$N^6a9X&mI&mm7gFLtSVSr(YQzE6`llbBrJRPkV!OzZ<2Q>QI1
zHFn!~kA$lNV7-Fo*)#fpDRzOC)vng-?Yno{;K#s~4lsVn&Q#da^6<xxA34A!j^Zmg
zPzEe=?Z&DG$X`UPTA9oOc8RCnCnkt{Sp)zf$bP&RgyK2x;qeo3G-Gx@_liSJ5BZvF
z8E_mm1$aRxwTYT!uMB?>%b8f*5P|o%kUU`EHxJhb)a&T#j*Tf6m3Xbg7GCMP_xAP@
z7Rx7~;kfpM4Bo<u^avl^nE%eI@|bfQKlX0CAVYhc-K-kT`qaQq$|*K!qv_^w4-fI$
zFp}BaSarE*LPL$9{jV=+z(3ZZmL2l-jpF-@#+xglU12ws!vNndBVTZef@S02<b-eh
z9l{DxEQC7WePfLSDhy3vc|0ev2)qk1<MnAP%|Cq2g`ylnfdtpc;?@?K49EAPBpoMT
zT;Kwx!4?CRF4n=g=fD@)Gz46=u|42WI0V8SdpXy+2$?%~x_4rowa07#J8Z*esj|7w
zX}XDTk@gH*X}L|$H<na|SH~+00>+>3?T|KJzkcm9+zeodAJl+h<RUjWw>|#KRj@-_
zeF!443U7j?{JXb81(==}2>rq!m@Ow2!q{Zs;h~|Waa`KpWP$M6CB>rT**g<*(BED1
zLJ@XZ8=PZ{cs$-T>)x}ylsNF9SM7mo)wP!76>b19l?#;shImIH2w1#zde>VO?gs3w
zvs+h_c0GT;yPdz0S6CGyv>MSBMsXV?`aXE@+7FnEb#8zYWB4dF^<NO~l%z^~MXvJv
zaS{sHR}Q;syE_4E`mxg)zl-ZkZZoQ|H7#?PuwNcRXZwK*ZM-*ro0D^x;)%m*2poxh
zoSlU&T`#5^ws;&<l1cPpe6pu2G94Wq{by<E8YANih$UFeEQRkA0lUj&x*OO`E@%LL
z`sR&0^9f7!`~C|ajlO9|yTm<L9wTZ}yyv++Jbo<Xo0NA}ZGbbiZG!|9Tfe;bK8TNV
z5$e3q4t1m^35s8uaSG(fD_|gG)Kz3&J8b7i;AGzZ>j~(3MqTw_P2hG}y|)+3=_}&K
zZ<nXyi|WX5>I}B42%%Ibu!$5{;yMxyulez|8d)-}2*Z-KZ*p`0RDJmxcPEFSBrpG>
zy81W9+;>%RakNsGJz%HUMVhJtq+&+4L$I-VU{&vAE1hIq#c`8nxopJV#lxc}%y@+V
z_Kh1i=xPL8s+ivPpwyTVX5ZV}C-%UxY#feOvrwGc?+|KZyF{@f#E}lH2=9nA(8ODD
zf$a(*BkQ?xZE&8?-&&lCYh1ni_VkBT<BF>(Q@}#92ZX};Zcl`<!3tB*YWIS@&H8=g
zuWY(ZmYYjsr(V9<0v?L_g3j%<M(bIf`Q>`xu6TH~@$y^LjY9K=^EIu;pLHck=pNWj
zjwfDD45fywoPv$P8L!&)qz7SwZ_pWbAVmw@ayuqAm+Q7Wp_(EtQ|#*;_rWT0YdkG}
zM<l3a=h3CvVGAy;T5vO)esr`ihb6RY12OgUL0{2@4Oq>aqmKSrcluIfe3BNzZvY>=
z7jZ)LaaTaD+PbQK{7-%PxOW>*)wA&=;M+V~d=iif?|g;cx)QVxn*wH;B|J3sq}fDM
z|1;~YyhYE3#A3QBxW0wpZ&o3^m$N)A+-Z)a0E=<n2pIq<3~oC5jLGb2*=L{ldK}n&
z&>=j?dE9K9`1%a4Cqud5w;HFB9gp3*qT7_Pg4oTQVB##awFBqF7G%9VUW?r&(LG7{
zOS3+{_~&O7HqJe(;?xV5gs%8mhj7w<5fC_<rlTWN&v>5G4eIoLEQ(eHFjp%NkLJ8x
zU=@sg!=bCvcT5o&SKIG?1sPZjI6-1$w<eDQ-_dqDqp03F33X&ff<~=nGee&9mjsD5
zaB{SEb!qOCx&o3c2%lEs&!jdH@O?x8lC*7)7s6h#gES5w%hwp5X7w0N1E(N_&)$8m
z`+6Q6eX{f1XLt6f*j>tIj#f4-G|d6%*74lo=dgy&ze9a+<*9u;A#gk~D=I2ld3Ea9
zi=ih^GupiJ`SBmmL|M+e@H^)68ykxw*?>9=4Y%;db8sqKfxK;!L(E}3|N8yl_!wlt
zq-GN|!!aDtVvQ}I1fB}m-z^t?m5CTEH0Y)clDjfBWSxpB-0x1iU%A8fy~Yc&?~u@-
z&@}uIrt}*e-~~7f&nX(-vv0m7o7rV%WkILc8;+haLZ4}mlbUsC(-0rajE-hn5E^as
z9f}2E6wSoLM3?2erND9)oOlDkT{d673tM1PP%jQUjt5FdTNGW!iYc%SG@vWH{2ozQ
zsiYPsfMEmvYc0cK`}LQti{$926hHiY^cRpci5w9>36<d49UbEc|GvNRg89ybe`3EE
z<7=P4#my9zVMVpt-NwxQcp_iNb90DEf9CPTg!f$16oYGL=MsI#lZv?ec3@+414LZj
z?ib$}Sy<+Mlgw68p<<Bx3`>eEwc8Z@B~pR)^5vY=fW0BQ2;`96Y+JXcEa|&yu{io6
za6AO)$br0H&&3eCV-#!d1<rEBV5jO=F+2)(yoS`fcn=YgzOp|Xpa1cF!DTfTnTQxt
z`mpa4yS-EhqA?Lu_)!K3S3)WoZ$C0pIEH={NopX2FsHg&ttHrad@|O=zL*DvY(;`Y
zVoLJD`Sm9Q$3A!M9Uowd`nmNq&7|BOJN=IFw(xrE{rHAJuMF$nAZ^d~_U_QqrcgJs
zFo0MFyEz2XJF=tQi6AJ={}h;ToqF?50HmE(cYVfnR`7yw{8Ou0hlrn7EBE)d$9k0=
z_UhaDNUH$bX$u^34K`k$j7DM}YjpSD8F4HMz4v~5b6L(otKU}z9{3A*p5$MaoqaE%
zdkgKgK8wYvMfnB&1^w=j;!vjRx_pi5Y5TzbHQ(XqR6={`c}kqLv=lNZ<dEAX-q>;M
zAta^kMC>;gY*o9F$*G`5J#lgMvtKj!Q_Q}1`Chhu#(eDFln`Q_W!7Oo2s?ZKYwL;G
z*KgifZ~H3wH0@h+nZjz}ki^zeVaQ9Jo6~CA6`Ek@$*+gZ))te}t0)eLDdLdA4_O+C
zRXJ~7SbNW<y~#(JwhQZJl?5dn3tYb$!^V}>PK&Mc+lDT1nt@`Ko|GW9aG(P?u$?^&
zYeI|{M5|4d^q~;8%XXL1Q<LViM<a9Qp2xfW)~Y~zw6hG%ZeFhzWE372rvA+33wtiy
zJM&p-+59r18acE$^wUW4O+A0gG_VXbc%rWRw#T=aYEu|8+AdksbVhE+v2z`kA39#^
z!|XjlrD+Af?F&FNSRXN6^+MB1=cT2{W>6Ppx}WtcFh^d>y7MYxS2gN9)7i6=OZHy1
zH1rpZ^phYVanJ79x@YlJB}`e4Qz4_h8%7c?OJ%i0lJ@x^y1P5USM0y^;(%v$1|YXq
z6oik@TkMnL+#GVdt<75-GEvB<!pGllSBH~&8~9Q!VFp&mm?qg~>EVr;tpS7{W#bf+
z8qeZ!zfH4+RZ#mG1tNel|6Q_6iG2Gh3kWQ$s*+S6TB_Uic>d-kis?PZ-r=||Ut9hF
z0``p}QT`xvO!^I}`e_IWDLAWMJP|s><@hACcRF%+txeFIG!vIRlJ)jo51{H;CvtPS
zjJXXuVd#HSi~vQWgnQ8%1CxK_iAs>(a_yD&L<w|fUgd07cVxnc$2`XhL9jq4aEyk=
z7DQ+UGf?osb30}?f7BF1(DyoM*%^U$dIfm~4O<jPOP`>dnEd*R2;y0r(F!Mk;7-&3
z@;wuq__*w+K?Ma;t)ihg#cU=#{XpMtQ+VGaLGWz*HvhW$bIMM=-2U|yZNaB7QaT~U
zXGt3fm`6u-mo1yV*BFXf>J>j#M40^{t>aAg-z0SL!|Y@|o2-@Bx1Z28hp~vZLV1g=
zyHc=1FwUfe>-z(S79TnP20IC*nzb_zTn78_^RdMJ1=UzSTN$x!q@~u~>8Ev{K)l>s
zP}U|;-A)$)!%+^(5TUOWK060Ws5-YHVZ;bh>}X}4$8%F2$*SuHd~v7n!<f8-qjJC%
zWDW*e{q285xm{spEx;T)AAnAnpN3O)S>+x}e0pov;hl=O=zdWG@j=I%8;q`yE}_I`
zzjoRlO2~qyq(#;R7IxI9KtL^cghpIgAvv_a7n~LqXx_Wi1?A%<b<$f~)8Pez?i8xZ
zg?B>BC)?vra5mBgbun>3Y}XOk{9<8m^;I_ATL|DwpU*%4GL?10XIW-pxjtd%33dAH
zF8X9V@<jw`_uf?ady-Go*k0C_MKDl;Lqvk^3S_|oNhJ+;Eb0<W+}p`Nk13%`h9HFp
z-ExqNdY(K~`GJ@J9~TZhnG!o@Yxtq1b2Zx_N%~o70jdRm-cha}(P6GT4P@%zO?Do_
ze%TN^TdO#~C2;!3RDWQV!qWNHt$d?D{2AwW2gOwBFksJ&6tPVQhrM}DP7Y2w0OYv4
z;4FX-m7q+>pepq*3RSun+=yIYfJ_NaaMIS)Ss>?N5q|d8gbYT8|Ldo~Lth|5{Hrso
zVPa$RnY^*+^VMYs<QMZGtXGW_DERd08YTaxxUqw~@77tz$vR$>q7rUVZl4S`4NF$$
z^XJon8!^Qy-FRd9ANrCE1?Y~>{{ZiFDg&q19C#0gpfF9z(VIS8SpZ#%_Qn`cbd&dA
zX^TUHi$F!n2QkxpFY0}kW@;hemjh3_zoV6XJgu%HcI7z-Eb~1|zXO~({Bm+~yk9PZ
z^A>Dzb07ie2L7R$_4|7!Gi`BlxC-zm;``fk;3$hN1mV5ic+JpoIq;AL<o1LM-6Fu5
z-3moYbP+>f)jJZ!JyJ42b-=jOmb#c#()Ejf7<hA|$diap2~c`KWoIvd)z#X}OS!a3
zj}J;#(y=Nr;h;Pb&8^$X-Qt=i;?3CLyD?;4@OXZQv@VLk@@XX9)gCE#7^Flu1t#U7
zBmNgqk(%go!G*#~!a)AQBH^5Qo{^C_o9H0934v%rsF5HyN5kI1MkPI#l4g?nvNX`x
z`=SbCDp8!afUks<_9`Kcg7@b8&X6Le^Ew2{u_1s@s==_=>^xz%SVdVJa<|JGa0amI
z?Qht;AA*JMQkLkFfCHS10^<z8S&+j00=E%A^@hE(7Z#Ww3?}86In-iH%?E4zk29)^
zqBTM4K&eCF@HODKv`8HcZmbxAY_QjD&@6ihZM^^vE3A4q2y1O78(tdBkk>)?CLoC>
zsnej)^uW;BV6s2+YiftIN7>uACn%jMkQBD|b@k-x^DbPq&NC@5bW0sv2ZhXQ%Lj$M
zhKz)065!SF7RY3r?fa42!!GUFT~(x=p;XpoUCMsfaWV-<DZ4BRJ$dp(_0gkFw|!8>
z2bmeSCg3_y$&YLMQZ5PG;xM8J0}Jy9xw}CF8l>M?@8q~|dSP<x?5R7cQd(zmpg`Gx
znqsA3!K9JKaeYkcPz*dK?5c!w&rrG&_>lSA2jzX=CS(ewbc7oR@AA{<0|CN|eTU^R
zZN~TMRHssH1L;o~y}MQs^eNCL>h!N{6-4SiHIHjXbnaqLQHrr=pFXim6y6X!Ld)LH
z1UagEiS{;b8%fKvTsOF9+Vugkxw4|wK37v)yE{GFZGjnC{4JT<6|lXuyDO8Dn)==>
zBl}fsr<03|uBn`?EGUXoQSGOIp}d9xsi4kXe~Skla142HVsm@<_wvH@>RqwK4v<Gc
z?rGj0U}tzUNA%Xt(d+asWS7#_q`h~9Y9)Yz9eyE*TUruO%FsUbrqM<$v1if!{a9AE
z?%c%qc)EE}^D|)ypJedeB<Fe~z7SD3272xpJ3D*E0Nk&&8kC7Iy958s6^_%#Ul|n`
z^x$286N#d+ZB{}>1U#PG+}u3fR3NohDMv4a=*_yhxmi4BZz-1e!&UObnEfXAGPvwB
zzEW)A&Gh5!;M!A7&i^_f6HsN|q}Xy&QQ=QyQ2rw?`R$-691(UfgZTfaZ$DdS_3b9S
VF36p~MfoHuijN)?-g_MQzW@=whbaI6

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/bluebell_classification.json b/modelling/data/abingdon-all/seasonal/bluebell_classification.json
new file mode 100644
index 0000000..e8f3e32
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/bluebell_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Bluebell",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "narrow_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "narrow",
+    "window_shape": "sharp",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "moderate",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "narrow_season",
+      "sharp_seasonal_window",
+      "moderate_post_peak_decline",
+      "moderate_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.08,
+    "season_end_month": 5.55,
+    "forcing_peak_month": 4.875,
+    "season_width_months": 1.47,
+    "season_midpoint_month": 4.815,
+    "season_start_label": "April",
+    "season_end_label": "June",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.131,
+    "DECAY": 1.854,
+    "OOS_DECAY": 3.898,
+    "POST_PEAK_DECAY": 2.877,
+    "POST_PEAK_SHARPNESS": 6.548,
+    "SEASON_START": 4.08,
+    "SEASON_END": 5.55,
+    "SHARPNESS": 8.58,
+    "FORCING_PEAK": 4.875
+  },
+  "fit": {
+    "score": 0.039
+  },
+  "warnings": [],
+  "summary": "Bluebell is classified as narrow spring seasonal presence. The fitted seasonal window runs from about April to June, with a spring peak around May. The season is narrow, with a sharp active window, moderate post-peak decline, and moderate off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/bluebell_consensus.json b/modelling/data/abingdon-all/seasonal/bluebell_consensus.json
new file mode 100644
index 0000000..784e098
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/bluebell_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.131",
+  "DECAY": "1.854",
+  "OOS_DECAY": "3.898",
+  "POST_PEAK_DECAY": "2.877",
+  "POST_PEAK_SHARPNESS": "6.548",
+  "SEASON_START": "4.08",
+  "SEASON_END": "5.55",
+  "SHARPNESS": "8.58",
+  "FORCING_PEAK": "4.875",
+  "SCORE": "0.039",
+  "SPECIES": "Bluebell"
+}
diff --git a/modelling/data/abingdon-all/seasonal/bluebell_observed.csv b/modelling/data/abingdon-all/seasonal/bluebell_observed.csv
new file mode 100644
index 0000000..090f7f9
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/bluebell_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,19
+5,21
+6,0
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/bluebell_parameters.csv b/modelling/data/abingdon-all/seasonal/bluebell_parameters.csv
new file mode 100644
index 0000000..1af3757
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/bluebell_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:43:15,bluebell_observed.csv,2.503,1.136,5.022,2.694,7.679,4.01,4.11,8.293,4.07,0.1587798831468238558430170535,
+2026-05-21 14:43:15,bluebell_observed.csv,1.038,0.67,2.286,4.551,9.93,3.38,5.04,10.336,4.2,0.08801810556935825872468422654,
+2026-05-21 14:43:15,bluebell_observed.csv,2.148,0.795,5.901,2.346,1.342,3.03,5.53,3.119,3.61,0.08913407623311403425648007163,
+2026-05-21 14:43:16,bluebell_observed.csv,2.228,2.081,4.683,1.124,6.349,4.43,5.24,6.053,4.88,0.04448531396204666131353013589,
+2026-05-21 14:43:16,bluebell_observed.csv,4.218,2.768,1.713,1.935,5.845,3.32,4.66,12.359,3.55,0.1539315561897273408460103600,
+2026-05-21 14:43:16,bluebell_observed.csv,1.07,2.63,6.843,6.74,7.74,4.3,5.53,11.806,4.37,0.04139003877697017257719602385,
+2026-05-21 14:43:16,bluebell_observed.csv,2.844,2.925,3.51,0.011,4.953,3.79,5.99,2.629,5.01,0.05428726646906884598933749237,
+2026-05-21 14:43:17,bluebell_observed.csv,2.744,1.564,6.57,6.61,9.827,4.54,5.13,7.767,4.54,0.0663623311997249501353148378,
+2026-05-21 14:43:17,bluebell_observed.csv,3.246,2.832,3.254,7.523,3.624,4.67,5.21,13.905,5.13,0.07442387519258796089805714936,
+2026-05-21 14:43:17,bluebell_observed.csv,3.064,2.938,3.765,0.847,2.636,4.05,4.33,7.566,4.06,0.1318874825530313542469015613,
+2026-05-21 14:43:17,bluebell_observed.csv,4.905,0.897,7.831,7.928,6.116,4.54,4.47,14.714,4.37,0.1488097763398967919998719388,
+2026-05-21 14:43:18,bluebell_observed.csv,3.6,0.987,6.704,5.181,8.946,3.29,5.23,4.768,3.78,0.1131306812000399961648402342,
+2026-05-21 14:43:18,bluebell_observed.csv,2.769,0.681,7.404,1.808,1.818,3.57,4.88,1.614,4.74,0.1299525356437019332217669175,
+2026-05-21 14:43:18,bluebell_observed.csv,3.573,1.174,6.196,3.068,6.58,3.17,4.43,5.303,3.54,0.1719140326493435758634086731,
+2026-05-21 14:43:18,bluebell_observed.csv,4.083,2.896,4.529,4.779,5.102,3.97,5.91,6.751,4.88,0.03066727294906172502121867080,
+2026-05-21 14:43:19,bluebell_observed.csv,3.61,2.588,7.694,5.444,3.516,4.73,5.82,6.899,5.01,0.05945934549303708256676287417,
+2026-05-21 14:43:19,bluebell_observed.csv,1.461,0.881,2.609,0.936,4.467,4.12,5.9,3.185,5.73,0.05486588545239248376308556537,
+2026-05-21 14:43:19,bluebell_observed.csv,3.122,2.342,5.646,2.015,1.53,3.78,4.97,1.635,4.48,0.1227598428404958456511988095,
+2026-05-21 14:43:20,bluebell_observed.csv,3.357,1.522,3.29,0.679,7.723,3.03,4.33,11.589,3.94,0.1752091485806103066308656530,
+2026-05-21 14:43:20,bluebell_observed.csv,3.169,1.058,7.553,1.263,1.655,4.26,5.17,13.37,5.08,0.08075233668425463043028178182,
+2026-05-21 14:43:20,bluebell_observed.csv,3.821,2.002,5.1,7.576,8.893,3.85,5.45,10.865,5.17,0.03882555590757680507355338922,
+2026-05-21 14:43:20,bluebell_observed.csv,1.089,2.919,6.644,5.464,2.431,3.3,4.28,5.642,3.73,0.2065552145811896772356684909,
+2026-05-21 14:43:21,bluebell_observed.csv,1.793,2.645,2.696,6.64,7.299,3.07,4.01,7.0,3.95,0.2323139018658985340302088425,
+2026-05-21 14:43:21,bluebell_observed.csv,3.381,0.78,6.352,4.879,6.777,3.27,4.64,13.718,4.08,0.1513278239369980893365689094,
+2026-05-21 14:43:21,bluebell_observed.csv,4.874,1.268,5.289,1.075,7.694,3.49,5.99,5.243,4.59,0.04869601996497695122548838897,
+2026-05-21 14:43:21,bluebell_observed.csv,3.248,2.591,4.799,5.299,6.43,3.53,5.72,6.731,3.57,0.08643253268409681343407810843,
+2026-05-21 14:43:22,bluebell_observed.csv,2.01,2.919,4.801,4.416,3.861,3.19,5.99,8.358,4.32,0.09015957091576107472297910687,
+2026-05-21 14:43:22,bluebell_observed.csv,2.074,2.335,2.486,3.308,5.806,4.58,4.05,2.697,5.43,0.07677217528822187692222589824,
+2026-05-21 14:43:22,bluebell_observed.csv,4.19,2.009,3.861,1.461,6.929,3.14,4.55,7.185,4.06,0.1612484189738644527393443657,
+2026-05-21 14:43:22,bluebell_observed.csv,2.268,1.03,1.882,4.922,2.58,4.52,5.47,7.736,5.11,0.04725588558127757833329252004,
+2026-05-21 14:43:23,bluebell_observed.csv,3.744,1.122,4.651,6.236,3.863,3.45,4.71,13.451,3.99,0.1473083062492348057542654344,
+2026-05-21 14:43:23,bluebell_observed.csv,3.036,2.424,3.813,6.083,1.112,3.52,4.58,1.319,3.54,0.2361891454472977675345310061,
+2026-05-21 14:43:23,bluebell_observed.csv,2.917,2.565,6.183,5.35,7.016,3.98,4.31,5.52,4.03,0.1517525337294525669702308325,
+2026-05-21 14:43:24,bluebell_observed.csv,3.41,1.115,4.936,6.872,1.359,3.07,4.3,13.304,4.23,0.2083906048283170365041492221,
+2026-05-21 14:43:24,bluebell_observed.csv,3.911,1.492,1.109,5.08,9.056,4.24,5.26,2.058,4.71,0.05265684139813747926078739430,
+2026-05-21 14:43:24,bluebell_observed.csv,3.933,1.48,7.013,7.899,9.008,4.51,5.4,14.656,4.79,0.06193523732855343995391870448,
+2026-05-21 14:43:24,bluebell_observed.csv,2.938,2.495,6.014,6.374,2.804,4.1,5.75,1.484,4.57,0.1016948417462421862818490093,
+2026-05-21 14:43:25,bluebell_observed.csv,3.307,2.36,3.518,3.497,7.057,4.52,5.04,13.633,4.86,0.07176106458689559649759203253,
+2026-05-21 14:43:25,bluebell_observed.csv,4.832,2.851,6.181,3.884,6.746,4.59,5.17,3.497,4.65,0.03212387411658919482877292872,
+2026-05-21 14:43:25,bluebell_observed.csv,2.202,2.253,7.07,7.946,5.031,3.07,4.93,5.019,4.63,0.1243420854791987634333635925,
+2026-05-21 14:43:25,bluebell_observed.csv,2.016,1.387,4.014,3.757,2.45,4.61,5.39,13.592,5.33,0.06420433750551546253327460621,
+2026-05-21 14:43:26,bluebell_observed.csv,2.541,0.724,5.615,5.041,3.147,4.78,4.45,3.018,4.25,0.08066571526817016540085174524,
+2026-05-21 14:43:26,bluebell_observed.csv,1.372,1.877,3.495,7.699,2.514,3.73,5.89,9.984,4.85,0.04893725609670044363012773569,
+2026-05-21 14:43:26,bluebell_observed.csv,3.168,1.458,7.469,7.308,3.911,3.46,4.19,11.853,4.08,0.1761013663696600095229146557,
+2026-05-21 14:43:26,bluebell_observed.csv,3.736,2.8,1.86,5.216,2.694,3.66,4.52,8.957,4.33,0.1466291399077247296830977264,
+2026-05-21 14:43:27,bluebell_observed.csv,3.366,1.867,5.634,5.246,8.413,3.18,4.83,3.627,4.69,0.1175975229729341740775325094,
+2026-05-21 14:43:27,bluebell_observed.csv,1.452,0.831,5.559,1.116,8.759,3.6,5.77,12.557,4.19,0.02839212861858554245901699775,
+2026-05-21 14:43:27,bluebell_observed.csv,3.006,1.46,3.635,7.162,9.707,3.69,4.49,14.256,4.44,0.1479127968426534962964127041,
+2026-05-21 14:43:28,bluebell_observed.csv,4.458,1.407,3.773,5.997,9.865,4.42,5.6,9.694,5.43,0.04486501498068302258614817445,
+2026-05-21 14:43:28,bluebell_observed.csv,2.791,1.555,4.211,1.727,6.544,3.38,5.04,4.81,3.66,0.1060771202625659220884521380,
+2026-05-21 14:43:28,bluebell_observed.csv,4.72,1.744,4.301,0.76,9.319,3.34,5.69,7.584,4.92,0.04898378969460760928227899855,
+2026-05-21 14:43:28,bluebell_observed.csv,2.796,2.81,1.658,3.386,5.591,4.32,4.93,8.994,4.47,0.08113746152092342884558205100,
+2026-05-21 14:43:29,bluebell_observed.csv,1.293,2.692,7.894,2.258,6.348,4.85,4.57,5.26,6.46,0.07594526138821081978330238375,
+2026-05-21 14:43:29,bluebell_observed.csv,4.533,0.893,7.329,4.579,2.477,3.26,4.6,11.752,4.6,0.1542085219569982123651797615,
+2026-05-21 14:43:29,bluebell_observed.csv,3.827,1.279,6.12,7.854,7.679,4.12,4.77,13.78,4.49,0.1065589155453261245334581222,
+2026-05-21 14:43:29,bluebell_observed.csv,3.682,1.687,2.37,4.118,8.614,3.74,5.76,2.17,4.86,0.05098481598746664354021270872,
+2026-05-21 14:43:30,bluebell_observed.csv,2.883,2.067,1.406,4.266,6.129,3.39,5.8,7.738,5.21,0.04752777164023379204199161102,
+2026-05-21 14:43:30,bluebell_observed.csv,4.546,1.643,1.306,7.645,4.823,4.01,5.09,14.229,5.04,0.05379404888309341500293634803,
+2026-05-21 14:43:30,bluebell_observed.csv,1.372,2.329,5.627,0.033,5.763,4.78,4.25,7.017,6.02,0.08909658538132908498567363776,
+2026-05-21 14:43:30,bluebell_observed.csv,3.881,0.692,7.892,0.392,3.382,3.02,5.74,9.341,5.1,0.03092790333207887030686819036,
+2026-05-21 14:43:31,bluebell_observed.csv,3.815,2.831,5.398,2.23,6.326,4.47,5.5,8.971,4.96,0.04669798454323970126524443996,
+2026-05-21 14:43:31,bluebell_observed.csv,4.592,0.627,6.03,5.72,3.187,3.25,5.75,6.667,3.75,0.09300612823325646869048147079,
+2026-05-21 14:43:31,bluebell_observed.csv,1.045,1.924,3.257,6.449,6.985,4.99,4.26,9.121,3.71,0.09287334174718780601937631996,
+2026-05-21 14:43:32,bluebell_observed.csv,4.223,1.071,2.926,7.24,2.296,3.32,4.95,7.088,4.71,0.1031849102687321095824454191,
+2026-05-21 14:43:32,bluebell_observed.csv,1.292,1.72,2.731,1.205,1.519,3.63,4.24,1.557,3.68,0.1715917612546090628195480298,
+2026-05-21 14:43:32,bluebell_observed.csv,2.171,1.734,4.767,2.276,3.87,4.99,4.09,12.064,3.74,0.08250612705598896348594670315,
+2026-05-21 14:43:32,bluebell_observed.csv,1.815,2.368,1.585,6.396,3.218,3.46,5.45,11.408,4.46,0.07093286891450392698498201854,
+2026-05-21 14:43:33,bluebell_observed.csv,2.407,1.909,6.351,5.343,8.407,4.09,5.13,12.333,5.03,0.07268765744575433508792938706,
+2026-05-21 14:43:33,bluebell_observed.csv,2.827,0.923,3.664,2.045,1.756,3.36,4.69,7.671,4.44,0.1186784427836764754115697811,
+2026-05-21 14:43:33,bluebell_observed.csv,2.588,2.078,5.776,1.117,1.809,3.03,4.65,5.385,3.72,0.1686772097189518188003471687,
+2026-05-21 14:43:33,bluebell_observed.csv,4.22,2.957,4.829,5.119,7.543,3.11,5.24,11.813,4.21,0.1056784939307058398174284035,
+2026-05-21 14:43:34,bluebell_observed.csv,2.59,1.379,3.196,3.468,6.167,4.6,5.38,8.145,5.0,0.05510506177268398661562777649,
+2026-05-21 14:43:34,bluebell_observed.csv,2.339,2.119,5.739,3.751,1.408,3.73,4.32,14.075,3.73,0.1628932782973345731626309220,
+2026-05-21 14:43:34,bluebell_observed.csv,4.78,2.295,5.338,2.713,8.906,4.81,5.83,13.73,5.33,0.1100226607605926329624639794,
+2026-05-21 14:43:35,bluebell_observed.csv,1.961,2.898,1.907,2.505,5.083,4.66,4.79,14.17,4.79,0.1062896726617192374653870592,
+2026-05-21 14:43:35,bluebell_observed.csv,2.59,1.651,2.647,3.273,6.441,3.59,5.15,3.836,4.08,0.08710676507244593516188520511,
+2026-05-21 14:43:35,bluebell_observed.csv,4.007,0.643,6.2,7.727,6.585,4.78,5.57,6.122,5.39,0.06407386768533061879120374611,
+2026-05-21 14:43:35,bluebell_observed.csv,3.566,2.092,2.346,2.858,1.323,4.15,4.37,6.011,4.21,0.1003817051284789083104169541,
+2026-05-21 14:43:36,bluebell_observed.csv,4.342,1.115,3.576,5.815,7.657,4.0,5.92,8.828,5.08,0.04221112342559783849017079756,
+2026-05-21 14:43:36,bluebell_observed.csv,3.087,0.579,7.096,6.763,8.789,3.44,4.94,13.279,3.89,0.1411733103557380406331936820,
+2026-05-21 14:43:36,bluebell_observed.csv,1.329,1.118,3.181,5.861,3.451,4.29,4.65,8.271,4.34,0.1004190105367904943739159882,
+2026-05-21 14:43:36,bluebell_observed.csv,1.851,1.96,1.268,2.862,4.014,4.82,5.05,4.981,5.0,0.04364665839341281277663971328,
+2026-05-21 14:43:37,bluebell_observed.csv,2.146,1.971,1.126,2.505,9.726,4.09,5.39,7.846,4.25,0.04735653443378515776984206977,
+2026-05-21 14:43:37,bluebell_observed.csv,3.535,0.507,2.451,1.528,4.997,3.87,5.63,10.318,4.16,0.01338737610627039928523128685,
+2026-05-21 14:43:37,bluebell_observed.csv,3.872,2.113,6.54,2.374,8.975,3.64,5.57,7.549,3.85,0.07185564334191617215324458939,
+2026-05-21 14:43:37,bluebell_observed.csv,3.596,2.958,5.303,1.882,9.788,3.67,4.68,14.004,4.29,0.1457464110970934624046317157,
+2026-05-21 14:43:38,bluebell_observed.csv,3.016,1.842,7.275,7.317,7.646,3.36,5.45,13.578,5.45,0.05991340223856838305473137185,
+2026-05-21 14:43:38,bluebell_observed.csv,1.549,2.441,5.656,0.386,6.757,4.93,5.69,4.468,5.33,0.08024555900549446030973986425,
+2026-05-21 14:43:38,bluebell_observed.csv,2.708,2.772,4.085,1.606,7.902,3.36,4.67,3.121,4.19,0.1216042333619130828291929606,
+2026-05-21 14:43:39,bluebell_observed.csv,2.372,1.812,3.775,6.359,7.383,4.51,4.64,2.547,4.58,0.07047223232101650262534469883,
+2026-05-21 14:43:39,bluebell_observed.csv,1.801,1.568,5.468,7.952,1.069,4.88,5.62,2.054,5.53,0.06699745452338609168984144868,
+2026-05-21 14:43:39,bluebell_observed.csv,1.027,2.177,6.014,1.917,9.948,3.08,4.74,14.306,4.71,0.1583314578185096501961801022,
+2026-05-21 14:43:39,bluebell_observed.csv,4.445,1.225,6.651,2.197,9.741,3.64,5.42,1.617,4.75,0.1035162640659901835755875287,
+2026-05-21 14:43:40,bluebell_observed.csv,3.652,1.022,5.667,5.717,9.709,3.06,5.15,8.24,4.43,0.09360784300478028861233575314,
+2026-05-21 14:43:40,bluebell_observed.csv,4.126,1.283,7.821,3.09,1.823,4.7,4.46,9.096,4.04,0.1102633284206644107220926768,
+2026-05-21 14:43:40,bluebell_observed.csv,4.535,1.798,1.667,1.491,2.104,3.84,5.57,10.165,4.18,0.02907847236004482143859775888,
+2026-05-21 14:43:40,bluebell_observed.csv,3.896,0.537,2.57,6.977,7.066,4.75,5.4,2.734,4.94,0.05101689565400701922896248201,
+2026-05-21 14:43:41,bluebell_observed.csv,3.657,1.132,3.333,0.999,9.973,4.53,5.09,6.246,4.87,0.04743753925361553598081524579,
+2026-05-21 14:43:41,bluebell_observed.csv,3.361,1.878,7.848,1.403,3.73,4.46,5.1,4.115,5.07,0.06125017247424784093872575087,
+2026-05-21 14:43:41,bluebell_observed.csv,1.231,0.913,1.118,5.995,5.869,4.6,5.41,4.34,4.87,0.03926669345560962798289847883,
+2026-05-21 14:43:42,bluebell_observed.csv,1.872,1.091,3.776,2.646,4.522,3.27,5.72,6.835,5.56,0.04933510861553533593488030288,
+2026-05-21 14:43:42,bluebell_observed.csv,3.302,2.45,6.129,2.906,3.802,3.4,4.23,7.455,3.74,0.1774140350816998054588772747,
+2026-05-21 14:43:42,bluebell_observed.csv,1.126,2.891,7.412,3.598,6.801,3.86,4.54,4.281,4.19,0.1425546287698945266154672038,
+2026-05-21 14:43:42,bluebell_observed.csv,2.121,0.767,4.415,2.358,5.177,4.14,4.27,1.185,4.2,0.1464812995518916971709848354,
+2026-05-21 14:43:43,bluebell_observed.csv,3.515,1.717,7.463,3.517,3.314,4.44,5.94,4.905,5.49,0.06449640232952849329088573222,
+2026-05-21 14:43:43,bluebell_observed.csv,2.101,2.869,2.569,2.529,6.889,4.6,5.97,9.117,5.37,0.07339042201461445811971422739,
+2026-05-21 14:43:43,bluebell_observed.csv,3.515,1.945,2.989,5.889,1.064,3.82,4.81,1.918,3.84,0.1224922035879424690535818407,
+2026-05-21 14:43:43,bluebell_observed.csv,2.528,2.734,1.911,7.128,8.224,4.37,5.4,7.8,4.92,0.03519726918374882704695896869,
+2026-05-21 14:43:44,bluebell_observed.csv,1.782,0.777,5.654,3.603,7.559,3.41,5.39,8.848,4.77,0.06240933616647862765505467847,
+2026-05-21 14:43:44,bluebell_observed.csv,1.466,1.91,3.389,7.172,6.812,3.87,5.72,7.056,5.42,0.03197827546262109291841270496,
+2026-05-21 14:43:44,bluebell_observed.csv,4.496,1.883,5.823,2.932,3.301,4.63,4.77,11.617,4.63,0.1156391514154974683357715338,
+2026-05-21 14:43:44,bluebell_observed.csv,4.943,1.05,6.479,5.681,4.901,4.4,5.13,11.063,5.09,0.0657027129291968495186066037,
+2026-05-21 14:43:45,bluebell_observed.csv,2.027,2.254,6.282,0.149,1.946,3.9,5.79,8.791,4.85,0.009385409772870858745305274133,
+2026-05-21 14:43:45,bluebell_observed.csv,4.311,2.175,3.957,4.875,5.514,3.82,5.69,13.406,4.49,0.03294127126976632464487152066,
+2026-05-21 14:43:45,bluebell_observed.csv,2.047,2.753,6.622,6.684,8.043,4.92,5.01,2.177,5.0,0.05550589140289725723025090101,
+2026-05-21 14:43:46,bluebell_observed.csv,2.974,1.519,6.313,6.551,9.899,3.91,4.94,14.507,4.55,0.08842535453066972012048202094,
+2026-05-21 14:43:46,bluebell_observed.csv,2.933,2.415,2.274,1.92,3.436,4.57,5.21,7.17,5.02,0.05077589156982384566150203171,
+2026-05-21 14:43:46,bluebell_observed.csv,4.015,2.296,6.208,2.293,6.262,4.7,5.21,4.974,4.87,0.05021087773797885512475622463,
+2026-05-21 14:43:46,bluebell_observed.csv,2.385,2.294,7.32,4.824,7.289,3.2,4.36,9.83,4.04,0.1757938130739942272202638504,
+2026-05-21 14:43:47,bluebell_observed.csv,2.594,2.278,6.378,5.999,1.422,3.96,5.04,11.963,4.13,0.08383103057231756396316602985,
+2026-05-21 14:43:47,bluebell_observed.csv,3.568,0.539,3.473,3.168,3.719,4.03,4.35,10.73,4.05,0.1311724808430772196683074938,
+2026-05-21 14:43:47,bluebell_observed.csv,4.193,1.865,4.933,0.042,7.17,4.53,4.74,3.498,4.66,0.05677107500407318838558152571,
+2026-05-21 14:43:47,bluebell_observed.csv,3.214,1.621,1.748,4.696,7.681,4.63,5.54,13.24,5.45,0.07919364486285841640187338261,
+2026-05-21 14:43:48,bluebell_observed.csv,3.976,1.745,2.943,7.984,2.585,3.81,4.2,2.668,4.03,0.1344869002315533398560549360,
+2026-05-21 14:43:48,bluebell_observed.csv,2.219,2.702,3.313,1.225,1.548,4.75,5.23,3.06,5.11,0.04629327363811287778868718319,
+2026-05-21 14:43:48,bluebell_observed.csv,1.828,0.744,7.91,1.648,3.867,3.24,5.05,8.445,5.0,0.1006742143053949624504908521,
+2026-05-21 14:43:49,bluebell_observed.csv,2.359,1.408,4.362,3.894,4.389,4.07,5.48,4.104,4.36,0.04700685221875739563187512650,
+2026-05-21 14:43:49,bluebell_observed.csv,4.013,2.757,5.891,2.547,9.451,4.74,5.15,3.46,5.0,0.03134439389205368463388930148,
+2026-05-21 14:43:49,bluebell_observed.csv,1.638,0.966,7.128,2.846,1.194,3.55,5.58,2.557,3.99,0.06671434007168191943808276272,
+2026-05-21 14:43:49,bluebell_observed.csv,2.924,2.192,4.183,0.127,5.422,4.22,5.2,13.313,5.16,0.06712732102948672978975436858,
+2026-05-21 14:43:50,bluebell_observed.csv,3.819,2.587,4.58,3.344,1.963,4.24,5.33,3.658,4.73,0.04564743042493069458218265134,
+2026-05-21 14:43:50,bluebell_observed.csv,1.75,2.595,1.501,3.567,4.783,3.36,4.01,3.901,3.92,0.2043075213354234225835763451,
+2026-05-21 14:43:50,bluebell_observed.csv,2.543,1.209,3.915,2.173,2.75,3.28,5.07,9.735,3.75,0.1038535378675128829967557515,
+2026-05-21 14:43:50,bluebell_observed.csv,4.077,2.341,4.087,5.065,4.926,4.6,5.06,4.898,4.99,0.04504632793722233057105146773,
+2026-05-21 14:43:51,bluebell_observed.csv,2.961,1.973,5.148,5.11,4.976,4.95,5.71,1.709,5.53,0.09753130350281228482069334831,
+2026-05-21 14:43:51,bluebell_observed.csv,3.577,1.805,1.816,7.087,6.135,4.71,5.92,14.471,5.84,0.08902414841049450079609716900,
+2026-05-21 14:43:51,bluebell_observed.csv,3.322,2.898,3.851,0.277,9.765,3.69,5.82,10.238,4.91,0.04437340100534088239543144058,
+2026-05-21 14:43:52,bluebell_observed.csv,3.711,2.035,2.303,2.56,5.194,4.41,5.23,6.408,4.87,0.0393658285428290264341762379,
+2026-05-21 14:43:52,bluebell_observed.csv,2.113,1.979,1.325,2.604,5.644,4.3,5.63,12.265,4.83,0.03013478585495177768916868876,
+2026-05-21 14:43:52,bluebell_observed.csv,3.327,0.54,5.711,6.871,9.054,4.6,5.04,1.459,4.8,0.07517049782370892302736546307,
+2026-05-21 14:43:52,bluebell_observed.csv,4.366,1.339,2.221,3.068,9.721,3.69,5.64,8.841,5.45,0.03006779747760418496500985348,
+2026-05-21 14:43:53,bluebell_observed.csv,3.341,2.332,1.81,0.517,2.867,3.06,5.97,3.69,4.49,0.08447780891084513905120090476,
+2026-05-21 14:43:53,bluebell_observed.csv,3.723,0.699,4.27,6.259,8.318,3.61,5.35,7.738,4.9,0.06184938387146253010774456995,
+2026-05-21 14:43:53,bluebell_observed.csv,3.131,2.715,1.743,4.667,1.013,3.56,5.32,9.231,4.01,0.07635492493414110486783407258,
+2026-05-21 14:43:53,bluebell_observed.csv,2.962,0.596,4.651,4.923,2.861,3.2,5.44,14.168,4.34,0.07522964585321149286477131537,
+2026-05-21 14:43:54,bluebell_observed.csv,3.159,1.234,2.498,0.666,1.003,4.75,5.8,3.214,4.93,0.07047995822023768869208442951,
+2026-05-21 14:43:54,bluebell_observed.csv,2.525,1.616,5.908,1.207,2.379,3.12,4.4,2.106,4.02,0.1729584555471780763829498302,
+2026-05-21 14:43:54,bluebell_observed.csv,2.414,2.685,4.051,0.967,9.654,4.66,5.74,2.636,5.32,0.05351143805106799520269241649,
+2026-05-21 14:43:54,bluebell_observed.csv,2.936,2.843,4.585,1.214,7.271,4.79,6.0,1.55,5.0,0.09934170411373276388992368728,
+2026-05-21 14:43:55,bluebell_observed.csv,3.551,0.7,6.513,0.668,6.787,3.37,5.74,10.319,5.66,0.03128799928910252292798518888,
+2026-05-21 14:43:55,bluebell_observed.csv,3.588,0.685,5.626,7.855,9.107,3.14,4.26,5.379,4.2,0.1764288231297702044665782032,
+2026-05-21 14:43:55,bluebell_observed.csv,4.722,1.458,3.437,4.232,9.995,3.4,5.71,2.947,5.55,0.05116630927111390256831059914,
+2026-05-21 14:43:56,bluebell_observed.csv,1.461,2.357,4.25,6.889,5.242,4.54,4.04,4.953,6.29,0.1086746857276017874730631787,
+2026-05-21 14:43:56,bluebell_observed.csv,1.281,2.693,4.852,2.185,9.814,3.28,5.76,7.249,3.57,0.07867279691917465728636070454,
+2026-05-21 14:43:56,bluebell_observed.csv,3.829,0.893,4.164,2.751,9.104,4.74,5.76,5.543,4.99,0.08035336787622504665771007973,
+2026-05-21 14:43:56,bluebell_observed.csv,3.306,0.984,5.619,7.495,9.989,3.44,4.5,14.089,3.99,0.1535332050034316633676756660,
+2026-05-21 14:43:57,bluebell_observed.csv,4.948,1.039,6.679,5.427,5.942,4.99,5.02,2.534,5.01,0.06166720243270613927741920676,
+2026-05-21 14:43:57,bluebell_observed.csv,4.998,2.601,5.896,5.018,5.088,3.29,4.25,10.367,3.67,0.2029740135785978517742573121,
+2026-05-21 14:43:57,bluebell_observed.csv,4.448,2.879,1.378,5.899,4.731,3.27,5.46,10.048,5.07,0.05949867044874481075770280281,
+2026-05-21 14:43:57,bluebell_observed.csv,2.313,0.733,3.987,0.404,8.37,4.72,5.89,10.552,5.73,0.1117786380534532006883746452,
+2026-05-21 14:43:58,bluebell_observed.csv,2.885,2.58,6.781,3.221,7.519,3.29,4.17,14.403,3.64,0.2094252329475848100053852656,
+2026-05-21 14:43:58,bluebell_observed.csv,4.099,2.503,4.247,3.675,3.314,4.45,5.16,8.368,5.11,0.05670071485611696244373466389,
+2026-05-21 14:43:58,bluebell_observed.csv,1.965,0.678,2.76,0.483,8.806,3.99,5.43,8.612,4.44,0.02316512745946037654942197041,
+2026-05-21 14:43:59,bluebell_observed.csv,2.401,2.589,6.746,7.446,8.851,3.39,4.81,14.174,3.56,0.1551780942752356363840816772,
+2026-05-21 14:43:59,bluebell_observed.csv,3.39,0.874,1.765,1.804,9.921,4.49,4.25,1.463,5.01,0.1046678486001728052482699622,
+2026-05-21 14:43:59,bluebell_observed.csv,1.195,1.445,7.313,5.66,1.895,4.46,5.79,12.168,5.44,0.04528775194995951928595736893,
+2026-05-21 14:43:59,bluebell_observed.csv,4.536,2.465,7.851,4.801,3.05,4.83,5.04,12.164,4.88,0.09440184092869274818492736792,
+2026-05-21 14:44:00,bluebell_observed.csv,2.861,1.496,3.944,7.692,8.518,3.79,5.7,9.502,4.52,0.03727003549424366239671519036,
+2026-05-21 14:44:00,bluebell_observed.csv,4.766,2.763,7.368,5.086,4.155,3.56,5.1,8.671,4.99,0.09534318015529966447804897188,
+2026-05-21 14:44:00,bluebell_observed.csv,2.626,2.333,5.493,7.622,9.158,3.33,5.52,1.475,3.55,0.1670281263759411164821221160,
+2026-05-21 14:44:00,bluebell_observed.csv,3.814,1.118,2.092,3.524,2.901,3.65,5.43,5.71,4.42,0.06120116467542387489182813603,
+2026-05-21 14:44:01,bluebell_observed.csv,3.979,2.776,1.331,4.511,7.308,4.45,5.78,9.781,4.91,0.05756326760022656585609492257,
+2026-05-21 14:44:01,bluebell_observed.csv,3.053,1.743,1.051,5.762,7.458,3.97,4.98,14.594,4.79,0.05872410385706329920958874745,
+2026-05-21 14:44:01,bluebell_observed.csv,3.254,2.696,5.626,3.177,7.174,3.5,4.53,14.419,4.42,0.1534710229938844037625340831,
+2026-05-21 14:44:02,bluebell_observed.csv,4.156,2.298,3.073,0.942,1.066,3.46,5.33,6.808,4.77,0.06542755746152241409677203710,
+2026-05-21 14:44:02,bluebell_observed.csv,1.747,2.651,3.908,2.338,9.293,4.79,5.84,8.362,5.68,0.08520701594953409721816462906,
+2026-05-21 14:44:02,bluebell_observed.csv,3.948,1.588,3.785,0.57,3.456,3.31,5.56,3.395,3.94,0.06317351354451445504969780989,
+2026-05-21 14:44:02,bluebell_observed.csv,2.436,2.597,2.843,6.92,2.89,3.2,5.66,9.845,4.4,0.08085997131758733427644038087,
+2026-05-21 14:44:03,bluebell_observed.csv,1.144,1.405,2.138,4.774,7.804,4.87,5.28,11.29,4.89,0.09627007431150749484862836591,
+2026-05-21 14:44:03,bluebell_observed.csv,3.947,2.291,5.601,3.068,2.313,3.83,4.92,1.193,4.64,0.1295374825733934098255783063,
+2026-05-21 14:44:03,bluebell_observed.csv,2.972,2.487,2.57,5.659,6.234,4.19,4.38,14.186,4.21,0.1398889860996651908937835821,
+2026-05-21 14:44:03,bluebell_observed.csv,1.395,1.742,3.926,3.821,7.126,4.63,5.67,3.86,5.35,0.06283841658184353935121011601,
+2026-05-21 14:44:04,bluebell_observed.csv,2.76,2.851,4.428,4.353,5.769,4.32,4.72,7.431,4.53,0.09921639595650853624585170336,
+2026-05-21 14:44:04,bluebell_observed.csv,1.007,1.134,5.718,0.272,5.772,4.19,5.49,9.841,4.68,0.0347601187250479841778011818,
+2026-05-21 14:44:04,bluebell_observed.csv,1.071,2.61,4.592,6.795,5.942,3.26,5.02,10.164,3.85,0.1266237555302223658637874932,
+2026-05-21 14:44:05,bluebell_observed.csv,4.501,2.036,6.153,6.969,9.528,4.63,5.25,1.869,4.98,0.05308205055526725882230415727,
+2026-05-21 14:44:05,bluebell_observed.csv,1.799,0.895,4.602,2.872,8.18,3.69,5.58,13.751,4.12,0.04174350792791563219572751349,
+2026-05-21 14:44:05,bluebell_observed.csv,2.94,0.615,3.245,2.882,6.928,3.16,5.67,6.144,4.64,0.03160505255551271546055153467,
+2026-05-21 14:44:05,bluebell_observed.csv,1.556,1.126,2.294,3.325,9.254,4.64,4.91,2.364,4.8,0.05457712629229577940420070093,
+2026-05-21 14:44:06,bluebell_observed.csv,3.762,0.612,2.292,4.754,6.299,3.19,5.8,13.882,4.92,0.04940515347574743551446200048,
+2026-05-21 14:44:06,bluebell_observed.csv,2.356,2.133,4.437,0.45,2.234,3.32,4.18,8.808,3.61,0.2012422062017584148469432980,
+2026-05-21 14:44:06,bluebell_observed.csv,2.272,1.636,6.497,3.96,4.437,3.04,4.76,6.789,3.82,0.1627760564781877493285604317,
+2026-05-21 14:44:06,bluebell_observed.csv,4.915,1.163,4.659,0.613,9.023,5.0,4.58,2.348,6.47,0.05565272670329301858327792515,
+2026-05-21 14:44:07,bluebell_observed.csv,3.833,1.1,1.194,2.405,2.892,4.62,4.94,7.775,4.7,0.05135756091632639851600452394,
+2026-05-21 14:44:07,bluebell_observed.csv,2.232,1.073,7.924,0.496,7.824,4.95,4.81,12.664,5.22,0.09151227311128536376086253933,
+2026-05-21 14:44:07,bluebell_observed.csv,3.364,1.194,3.459,5.776,9.589,4.3,5.34,8.548,5.04,0.03932548538171267011992287997,
+2026-05-21 14:44:08,bluebell_observed.csv,2.295,1.816,2.093,3.054,1.595,3.31,4.24,8.016,3.61,0.1743031069780591865937219557,
+2026-05-21 14:44:08,bluebell_observed.csv,2.293,1.872,5.448,1.02,1.03,4.9,4.05,12.009,3.7,0.08821415524051985129721662431,
+2026-05-21 14:44:08,bluebell_observed.csv,1.937,0.695,1.54,3.825,2.097,4.86,5.31,10.654,4.88,0.07272445525378560931568681628,
+2026-05-21 14:44:08,bluebell_observed.csv,2.781,0.844,2.397,5.047,9.412,3.51,4.36,7.295,3.78,0.1516630269920791042023593933,
diff --git a/modelling/data/abingdon-all/seasonal/bluebell_simulated.csv b/modelling/data/abingdon-all/seasonal/bluebell_simulated.csv
new file mode 100644
index 0000000..fd0a784
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/bluebell_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,3.8483E-13,0.1,0,0.01,2.78620E-13
+RungeKutta4,2,0.2,1.19883E-12,0.1,0,0.01,8.67963E-13
+RungeKutta4,3,0.3,3.17083E-12,0.1,0,0.01,2.29571E-12
+RungeKutta4,4,0.4,8.10230E-12,0.1,0,0.01,5.86613E-12
+RungeKutta4,5,0.5,2.04907E-11,0.1,0,0.01,1.48354E-11
+RungeKutta4,6,0.6,5.15625E-11,0.1,0,0.01,3.73317E-11
+RungeKutta4,7,0.7,1.29278E-10,0.1,0,0.01,9.35983E-11
+RungeKutta4,8,0.8,3.23086E-10,0.1,0,0.01,2.33917E-10
+RungeKutta4,9,0.9,8.05053E-10,0.1,0,0.01,5.82865E-10
+RungeKutta4,10,1.0,2.00035E-9,0.1,0,0.01,1.44827E-9
+RungeKutta4,11,1.1,4.95717E-9,0.1,0,0.01,3.58903E-9
+RungeKutta4,12,1.2,1.22536E-8,0.1,0,0.01,8.87171E-9
+RungeKutta4,13,1.3,3.02163E-8,0.1,0,0.01,2.18768E-8
+RungeKutta4,14,1.4,7.43388E-8,0.1,0,0.01,5.38219E-8
+RungeKutta4,15,1.5,1.82485E-7,0.1,0,0.01,1.32121E-7
+RungeKutta4,16,1.6,4.47005E-7,0.1,0,0.01,3.23635E-7
+RungeKutta4,17,1.7,0.00000109272,0.1,0,0.01,7.91138E-7
+RungeKutta4,18,1.8,0.00000266591,0.1,0,0.01,0.00000193014
+RungeKutta4,19,1.9,0.00000649151,0.1,0,0.01,0.00000469991
+RungeKutta4,20,2.0,0.0000157775,0.1,0,0.01,0.0000114230
+RungeKutta4,21,2.1,0.0000382768,0.1,0,0.01,0.0000277127
+RungeKutta4,22,2.2,0.0000926910,0.1,0,0.01,0.0000671090
+RungeKutta4,23,2.3,0.000224036,0.1,0,0.01,0.000162204
+RungeKutta4,24,2.4,0.000540356,0.1,0,0.01,0.000391222
+RungeKutta4,25,2.5,0.00129981,0.1,0,0.01,0.000941073
+RungeKutta4,26,2.6,0.00311394,0.1,0,0.01,0.00225452
+RungeKutta4,27,2.7,0.00740577,0.1,0,0.01,0.00536184
+RungeKutta4,28,2.8,0.0173585,0.1,0,0.01,0.0125677
+RungeKutta4,29,2.9,0.0395020,0.1,0,0.01,0.0285998
+RungeKutta4,30,3.0,0.0849623,0.1,0,0.01,0.0615134
+RungeKutta4,31,3.1,0.166562,0.1,0,0.01,0.120592
+RungeKutta4,32,3.2,0.288944,0.1,0,0.01,0.209198
+RungeKutta4,33,3.3,0.441478,0.1,0,0.01,0.319634
+RungeKutta4,34,3.4,0.605132,0.1,0,0.01,0.438120
+RungeKutta4,35,3.5,0.763651,0.1,0,0.01,0.552890
+RungeKutta4,36,3.6,0.907751,0.1,0,0.01,0.657219
+RungeKutta4,37,3.7,1.03378,0.1,0,0.01,0.748465
+RungeKutta4,38,3.8,1.14122,0.1,0,0.01,0.826253
+RungeKutta4,39,3.9,1.23067,0.1,0,0.01,0.891015
+RungeKutta4,40,4.0,1.30238,0.1,0,0.01,0.942934
+RungeKutta4,41,4.1,1.35462,0.1,0,0.01,0.980756
+RungeKutta4,42,4.2,1.38120,0.1,0,0.01,1
+RungeKutta4,43,4.3,1.36754,0.1,0,0.01,0.990110
+RungeKutta4,44,4.4,1.28802,0.1,0,0.01,0.932537
+RungeKutta4,45,4.5,1.11659,0.1,0,0.01,0.808420
+RungeKutta4,46,4.6,0.861583,0.1,0,0.01,0.623793
+RungeKutta4,47,4.7,0.584503,0.1,0,0.01,0.423185
+RungeKutta4,48,4.8,0.353063,0.1,0,0.01,0.255620
+RungeKutta4,49,4.9,0.193968,0.1,0,0.01,0.140434
+RungeKutta4,50,5.0,0.0989325,0.1,0,0.01,0.0716279
+RungeKutta4,51,5.1,0.0477777,0.1,0,0.01,0.0345914
+RungeKutta4,52,5.2,0.0222387,0.1,0,0.01,0.0161010
+RungeKutta4,53,5.3,0.0101145,0.1,0,0.01,0.00732298
+RungeKutta4,54,5.4,0.00453588,0.1,0,0.01,0.00328401
+RungeKutta4,55,5.5,0.00201665,0.1,0,0.01,0.00146007
+RungeKutta4,56,5.6,0.00089163,0.1,0,0.01,0.000645547
+RungeKutta4,57,5.7,0.000392712,0.1,0,0.01,0.000284327
+RungeKutta4,58,5.8,0.000172470,0.1,0,0.01,0.000124870
+RungeKutta4,59,5.9,0.0000755693,0.1,0,0.01,0.0000547128
+RungeKutta4,60,6.0,0.0000330456,0.1,0,0.01,0.0000239253
+RungeKutta4,61,6.1,0.0000144249,0.1,0,0.01,0.0000104437
+RungeKutta4,62,6.2,0.0000062865,0.1,0,0.01,0.00000455148
+RungeKutta4,63,6.3,0.00000273558,0.1,0,0.01,0.00000198058
+RungeKutta4,64,6.4,0.00000118871,0.1,0,0.01,8.60636E-7
+RungeKutta4,65,6.5,5.1585E-7,0.1,0,0.01,3.73480E-7
+RungeKutta4,66,6.6,2.23575E-7,0.1,0,0.01,1.61870E-7
+RungeKutta4,67,6.7,9.6783E-8,0.1,0,0.01,7.00717E-8
+RungeKutta4,68,6.8,4.18482E-8,0.1,0,0.01,3.02984E-8
+RungeKutta4,69,6.9,1.80750E-8,0.1,0,0.01,1.30864E-8
+RungeKutta4,70,7.0,7.7988E-9,0.1,0,0.01,5.64639E-9
+RungeKutta4,71,7.1,3.3616E-9,0.1,0,0.01,2.43383E-9
+RungeKutta4,72,7.2,1.44762E-9,0.1,0,0.01,1.04809E-9
+RungeKutta4,73,7.3,6.22828E-10,0.1,0,0.01,4.50933E-10
+RungeKutta4,74,7.4,2.67735E-10,0.1,0,0.01,1.93842E-10
+RungeKutta4,75,7.5,1.14996E-10,0.1,0,0.01,8.32580E-11
+RungeKutta4,76,7.6,4.93537E-11,0.1,0,0.01,3.57325E-11
+RungeKutta4,77,7.7,2.11655E-11,0.1,0,0.01,1.53240E-11
+RungeKutta4,78,7.8,9.0705E-12,0.1,0,0.01,6.56712E-12
+RungeKutta4,79,7.9,3.88452E-12,0.1,0,0.01,2.81242E-12
+RungeKutta4,80,8.0,1.66250E-12,0.1,0,0.01,1.20366E-12
+RungeKutta4,81,8.1,7.11085E-13,0.1,0,0.01,5.14831E-13
+RungeKutta4,82,8.2,3.03972E-13,0.1,0,0.01,2.20078E-13
+RungeKutta4,83,8.3,1.29869E-13,0.1,0,0.01,9.40262E-14
+RungeKutta4,84,8.4,5.54568E-14,0.1,0,0.01,4.01512E-14
+RungeKutta4,85,8.5,2.36700E-14,0.1,0,0.01,1.71373E-14
+RungeKutta4,86,8.6,1.00982E-14,0.1,0,0.01,7.31118E-15
+RungeKutta4,87,8.7,4.30637E-15,0.1,0,0.01,3.11785E-15
+RungeKutta4,88,8.8,1.83575E-15,0.1,0,0.01,1.32910E-15
+RungeKutta4,89,8.9,7.8228E-16,0.1,0,0.01,5.66377E-16
+RungeKutta4,90,9.0,3.33253E-16,0.1,0,0.01,2.41278E-16
+RungeKutta4,91,9.1,1.41926E-16,0.1,0,0.01,1.02756E-16
+RungeKutta4,92,9.2,6.04287E-17,0.1,0,0.01,4.37509E-17
+RungeKutta4,93,9.3,2.57234E-17,0.1,0,0.01,1.86240E-17
+RungeKutta4,94,9.4,1.09480E-17,0.1,0,0.01,7.92644E-18
+RungeKutta4,95,9.5,4.65878E-18,0.1,0,0.01,3.37299E-18
+RungeKutta4,96,9.6,1.98225E-18,0.1,0,0.01,1.43517E-18
+RungeKutta4,97,9.7,8.4335E-19,0.1,0,0.01,6.10592E-19
+RungeKutta4,98,9.8,3.58782E-19,0.1,0,0.01,2.59761E-19
+RungeKutta4,99,9.9,1.52630E-19,0.1,0,0.01,1.10505E-19
+RungeKutta4,100,10.0,6.49317E-20,0.1,0,0.01,4.70111E-20
+RungeKutta4,101,10.1,2.76244E-20,0.1,0,0.01,2.00003E-20
+RungeKutta4,102,10.2,1.17532E-20,0.1,0,0.01,8.50941E-21
+RungeKutta4,103,10.3,5.00108E-21,0.1,0,0.01,3.62082E-21
+RungeKutta4,104,10.4,2.12828E-21,0.1,0,0.01,1.54089E-21
+RungeKutta4,105,10.5,9.0587E-22,0.1,0,0.01,6.55857E-22
+RungeKutta4,106,10.6,3.85643E-22,0.1,0,0.01,2.79209E-22
+RungeKutta4,107,10.7,1.64211E-22,0.1,0,0.01,1.18890E-22
+RungeKutta4,108,10.8,6.99393E-23,0.1,0,0.01,5.06366E-23
+RungeKutta4,109,10.9,2.97960E-23,0.1,0,0.01,2.15725E-23
+RungeKutta4,110,11.0,1.26977E-23,0.1,0,0.01,9.19324E-24
+RungeKutta4,111,11.1,5.41285E-24,0.1,0,0.01,3.91895E-24
+RungeKutta4,112,11.2,2.30818E-24,0.1,0,0.01,1.67114E-24
+RungeKutta4,113,11.3,9.8462E-25,0.1,0,0.01,7.12873E-25
+RungeKutta4,114,11.4,4.20177E-25,0.1,0,0.01,3.04212E-25
+RungeKutta4,115,11.5,1.79375E-25,0.1,0,0.01,1.29869E-25
+RungeKutta4,116,11.6,7.6607E-26,0.1,0,0.01,5.54641E-26
+RungeKutta4,117,11.7,3.27303E-26,0.1,0,0.01,2.36970E-26
+RungeKutta4,118,11.8,1.39900E-26,0.1,0,0.01,1.01289E-26
+RungeKutta4,119,11.9,5.98232E-27,0.1,0,0.01,4.33125E-27
+RungeKutta4,120,12.0,4.85375E-14,0.1,0,0.01,3.51415E-14
+RungeKutta4,121,12.1,3.67434E-13,0.1,0,0.01,2.66025E-13
diff --git a/modelling/data/abingdon-all/seasonal/bluebell_simulated.png b/modelling/data/abingdon-all/seasonal/bluebell_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..b4c090c14d8468ceedabe41c0ffc5d812714d0df
GIT binary patch
literal 26804
zcma(31z1$u`#ug2Afg~3pwb}-7&OwUAR#3pAkrmB4T!|hC=yDegtRD9(#=rPQX<X3
z0FqJzGg4CjHF!Xe=ktAkFV}T0ud`>*p0(EA>v`_yzVBxT-BFb%CZr*RKp@153bJ=0
z5L_P!1ZU#ZNpM7<XLK6;Bl_gl{U;jGhfiFLADcr|jGx%sK%dw=GGTHyf9&`OYRAvT
z%fltY!DRX5iM^vJH@EHa8C=lE7Tj!dy*l73r|lJV93c==W9)x88B!k}K_He)in2HE
zxh5=+op#mJ9Ftl#-0-v>NLTur{=FtI`j#|d3Dd|RF&XEDTQ{Ur@(Q<NO!PAd?-{)J
z3G|_TAbsV<((}9FUp*B!pD2!8w=I1*9<wbq9yR*?lFEpgs3R)Tu{L=wE}cJarprb3
zp_gM<#oWmXJ+7FuWMpI!rYCf(ab&@t8P^3L?7t)pxZ#0;fvv{(A>`l$kuyZn%-}D;
z7)JqoI?clY2?8I}`QtNTzuu4!xdc9aO!fcwms_=-K7BgfBDG)8A3sS|`?EjKY-y<A
zYfsN)|8nhG2vot@xpb@7v0LK9NYiX*yr*-rrD?gEnk$2=q`wf-RmQ~B^nFfFheeo@
z86_ACM`TP4yW#FPO4e)Fl$cpq%v-}RK5ja%-3s;I(XC;dyL0DGiX=QlLqQ?%45Osp
z{+#!|d?|FiYxiendb*s~cDvzciOo@#`uY!2B;rL)SJ>F(n!^~mrFMq9-=(J3^KN_n
z>`jhVPm^my&$NF;o?}iXTHn(r@2T+k(IfwO*gPil?M!;SU1V_Z84>5DSdZPc7PR-l
zruXBW<ud+8ukw}3#p$f<+{ld$=iw@sJn^+g3iQv#yllD;s)?V^bWg@vBt?{#3cfZ~
z+u|#<>|tI%sH_y-o_Iz&y}yHsp%-&*eaT%jA8S*KNkp}7)*g83l-k5KHZ|!~i^xiX
zTh)pyb+Fyddhy~7LEDi_K|w)dUfK^Hd>(w4oUWG4Ww<jkI6B7-U%k1#WFeJJSU<kE
z;!=%Fuc<Luw~S~l>Xyt#-z0samL?yz6206hG|s`v$%*dv-q(2Z=8ao*NNCOKbM6do
zv&(K!_?ld{P(Z7N@CjuzUzq@sHowypU6=QnI60St+xO8iwXMO_{Fkm?y?v6H=91y|
zXYG4osq8<#czjnfyj%SOJS%)QLp&9WxmE893JMVGs!8HkUQ%*Lr^*CmEfO<`-<RC1
z=*~3OR11^ZFCUT9W9R4Bu&Z9z%FN1Ia86X>uD-{nnsC{DV@X}&O;1mc)n!`DXYo|~
z`;|{J-AFEbsQc)9tTmyL?x-Mc&jpR-yHa6vB42G+hIUZ3+}KHLmbxNO{<vTwmM<|s
zR`GKo+kA6n%wVQJdFRtEU&j?OuibJEz4AMIQUU^+>pZEHy%e+4sY0$_-zjDdeOl+a
zH0;Qr=RG0^4e#kn6f;M{VS8Pa68)|G*Nag#&q}NZvlb^TpbZ<YD&otCGBuUwb){3V
zt^^T{{q;QWb+>UUFS#(i$BzpeTUxRiK7&90+`;6*x3ym$vZ*C;<iXJ|w9D8FuYp~3
zp$=Zlsax8bt6%lAUpJ7na&%Nrr@-X-C~PjV@L?y-_B6ZH@JA*YQhZ4!XvNG0fiV01
z-R*@ByuowBX=~_q?(DZGZy`5pHYGAYetZpXtaCh5*i+Ky<1As~Z|$Bjlw8Y$-+iE~
zTQ$Zg>7yR29LIM{pHl3ckt(&MpTyi7iM=1aSw@Ws{G(EA1E#c|A{M021yZC}{l1aj
zy87aaJE~e+e`8MSK<E6)%b)U9sF00LT$S^0?V9wx(F-U~96||ksLfOZsT4<y-s7Op
z%b6dN7M!c0UYPiW61j_EJB`k1(w|m0q!Dt4y=Q|B`j9Cxd2qO1A|Vmc%=TPzjMV;G
z7`i{tYdr^lLOSL0P9wWysy}LNHyrPU;JKDo_y>etm5M&)GC}uFp7&mMWp4WndZA>V
z``nP6f$WGqS;Tjw+ajkn*zTg8iDH9Jn`16jNDqvPwvv)k+2Z+g=Q0*|cju%~&M*Um
zq-)o&7b9kfiHR-5yTJC=zj5P6?x#;TooWgT$&+8@1~9l~blYCz<aBx-5Kxs1N8i?V
zcdyz(w=lRXk8OaR>tN{I#u}5+zW?KcR0X%Sot?9}nOQk@&y;gpTU%?yxPK~r_u)g8
z9el0XE@o<<!F2*>aF|Zyv8+CHxX?Veu#j)CEs9;=dN9{XC0<ZPe?QE7S4JN-Y>})v
z$6YzkTte(WGV(y%#N_QF2r>)KwdKivekV3(_S&**H}Qo=?VnZFChtzOkLA8xPU1E7
z-`TA~)nw;xR--&o!7YpP^HlbT`OYw}A1v!sL;FegFzAQpM3j|ab64t9c3-)6t=)6K
zdK0NJ*wl?Q;D@vMw{zEy3OxGy&Tcbk&ZQooviz~5<5&!J9t$6Omv$T6m-k%WGq1Hz
z?mkEfS>HX?h^fPT|6WhPcyEyN%9Zc@YHy_*7^InrjGpfOTwm<py{4Si5`M+)IgiJJ
z$nNuPEh@rY5Gj^cLh4V;ILxoF(cNr1n=&UZq=$M+#C4~d1yO42Xvi)uu1DOxF8Jgm
z3XTb-DZB-ZoJ&d_(!p=A1EJ2lQlC+RGs&^Z{-DUBJGvo&w2HgIpt789)k8H=^u4oW
zo&EU0N8ReKHD3aTJ2Gjlc-1fGab)wl!9%-kH`q{WN_z%cyH~n!v7w7Jsp6Zc<7|h+
z+(<I~r@LViPjVN9|1}BBPmrHd{gu{s-T0!ps1*?NDz|PuUubJs9Hc$tI8`y}H`%?j
zQl-ZE@+pIKH-iu~l^72G-)g5P&B{iql*pTCdwbg|W3;!dcF*=S5s_oEJX9#D!8)&c
zcHO#%QBhHGfqmtr0_EswzgFg=hn;sBzg;f9bHb!`aj<s3<PGU_V|9)yU(y>ML*MYK
zg_0QksUjQCvJ<u@HQjb{D)|{CVsklsf7AOw`)hA+|0=>l5<@MJ;QtASXOzISIrzIX
z<7Gd&P`dB?)i{n*Zn+=)NtHXeF@BRWXV#3nV&-_zfn+R=x|dJ!pvazIoz<Xmyx_jD
zP1V}(*kz=4`N>Yawl}KXsAFz1E@sZ!|K^1TR4nCSjBhb9bi!#pfiaN#8dYhtN0YXp
zr)F-&>>Etw!7~EVtmT%ooT}CJB<fpt&E~iD)Zr$o>Ab~aUqFxxep+TB#!hI4P1pXP
z2%DHxhcM)hojl2;)l&15^#LTay|4`<>R=>o$2FNeW;acq0}{+CPYj{N<)O7Y#|Xn8
zOOp-m>kIwp*?4FcsbP+zKQi`FZ#uE-jyr;Db&2&;DB%!E$KcO;Qm+)YfhlKKJyT?o
z(4DhCEZ9$WBh`7(bsoHF;h1TWmSsH{@pMgB^q};5ne7k!COS9co}Gd585OSD-N);W
zW0g*x7koU=D^@R0<6gepGc`z?Q!jKD&y(|K`{gc;yLaK05)t$TkV}PRXM#QjQLy)Q
zCnV5mDx?w+HBAm*cr9r^;j>_l8U2nYV^Uqe_g0&T{l^=lPVpaIsdpMkuI76mc=b<N
zNUO1K(9yRVr1{4fxG9cNx`|5=`62y<JALLzFU#&=Jh0<KW!EACOepX@4Xb_jY-v5~
zV@}jrzo^#R!NX50;F_rLS8`wR`&u+NWT`u!xdgRqWpIzD&8Oeet$z?c5jOa#^;DB#
zcarW~>1GjZQqg;doK>fGj0>LB?l6}@kz7b!hIuBmcwFIe^AXQ`c3?_PrZ%KR<?iD4
zDS*w*=S_TkKg`4atu|Vyc3Y)vXQzR2KgB<?AYev%z0{Ld(B=+?>7x$=`xyest%+wA
zOZ{h>Q)_=lfhWhBDSwW)@Y5nPD#F+sMETjS#B48;=~b(P{mt5bwWYN&N)O*U=hT=l
z6dNfUe$2!e!2*|xwdZqs6~=0hx`PXlEHA#|6J6L^E`cl+K&NlLBiewF>p+Ow-<H><
zwtt~`h7{o7FR<#r>Lh;m3?6OMNs`*<r?+C~{4U-*$2cERmvE!Qx8W?!3f^GT0q@dF
z(i=+(UmUrZ+)ncb2Lx@#ng(9v9aU3Q40<3%@}=FkMaI~7MxSSssM>c6(!x_RN5Z)G
z9OgK`*MPZ&6SVA&Ze#BkO!z3&W*AQTA^@bEMJwua;x6LQj<iNquKRa>7PK%dY8&iT
z=lM!=Q?8KS5_YRz6*Y3Du$K7da-ZaVt!*0jyl(?d=+O5MW%!|Mqdg6$Ewk@?os{UH
zif$@h$6pjTF<^^kx(VejrEomyt~=o|^ZB(E>_U!HAiYz*O6vu~GcR7e=o`JSwk5`E
zK$@oVZNoBc-;FbWEVlcFc|>5b$+}&utm+ResGL!24y9jw5fY-=o*PUf@YxA~(9O!e
z6VU?ociDJ(c^CW;V{VHdbN6;OtMWkfWEh0QFnxRP-@VIV<#t{g>aqPEf<`}f5*uaM
zeD<Dqwj*xJZSpx~m#Z?z&eO%`&!1<`Jg@_pqlDuHI|m-W@h3liJA~t-vmDF5@2}hI
z$jbUX*qH9uHk6oh!_z-GYtvrj%Eed+cB+AQ*!$bF-N|{61A~K~%uG+0*8r$rE(k@6
zPr$pJ4CT1Wlat(ZBTuvsOl(gU^hn;-(9kEkz+rC-(qtW2!fRSNcb4DJk>8Yv@veW&
z5Adgx=MG|AGR<>igT~|$0|(wYdiv$tw{Ji8oD&;&SRN@^3^q5K_>wA<d+X(e%=gc}
z4EUd+{`RxOLUPLO`}>$KSNd`91J4rTay6UH^+7{aRz}7uz!4}u9yRebKQ{&e0fD)W
zsLSCeCK<C|-eG3uWAy*gv*>Rgn7?{G@wC`aqYN7Nd5Z6TpbUz5W*kRLM?oduzN)tw
zA^Xui&^#_*&J-G8dFe3b9hOUmo8X`SyKH)%QWeUmqo<d1L4Bsa22@zBx9_KtwtVmE
z==gy^ZgW6x-CGj^0J`>sGPVi}F>MKL1CwiFybpPiktD@pNq0MNm$Zd3QN)ogP4F~E
zkhDmU67vu#nw6QUPOl;7`HhqVQb1*LC!7$kiIGU!F-13CCq4kiZ>?Wo%MVS&cj{-~
zuS=9}B?k%B0^OmjWP|9?wXhlgX@sK?-P+!6`q#04YQZ-0;o)KBB$#!OZ9Hr-cv+W`
z1JXurYis+TW4CVI`s>(X9m&@Ed@4kk?t-4Of<pMhf>o}HMdZMM7D$@>i<5L=u=oI-
z_?Iw#D1CqIotS)raE=1#xFlOQyri+T6YkW!@sad`k6Dnv|H=Ox8ydR*pJO0c|K}K}
zv3Ov!A6ZLnXFu|nLOp+1v}Qq*4FUZB*Jl7)^Zl>S5a)ds2R=qw=T^w^@$<7@zO0~?
zXE26Bfbe(l`pcI)aiUIHhGh|5<FBr0P^AUM3Kb2UM+jorR0!*S{&ZU>sD3>28D}gv
zE9>?J&Igxb481DGOG7;7z}*h+mF<YvS$qMOI?Cl{)58lK_fu5yoG_h2?b@|JHBX;D
zO?@ZtqE1?FZfFlbl=JY$7I-c;I7|2-T{ng;W>zN~&~<pE_p7h;sevM@<MZ$9u}S#g
zy-rT%-bA|Rd92nGSnV5nUl$U}j!I2WZw}K{sHPTk=6J?ShIu$pX@Yo&oUX&ouddc7
z-r>?MRhA2502AaitkD}w|IisPq@=7Iteh;Vzp*lQEhHp_oRX5AMJ_lzQOqT4(ahXj
zQC>cPPRv<3v4w=4fRy3h*tc@dQd5Ba7F@u_)|B}QBF)0?bX(N>loaXn2@w$ye8!(n
zfJpH2C%v;<z4?5bA4t8o)zu^3AgCA^av3b9nnM;`sHv$Jd`4aMsD$hiUcGwNnyK;O
z9+|jl^BE`on0D68%*@DFuPzag(A^oN=YJSnX`rJMcY=VRJx8ag4<i@d*47po9i5&e
zHa$C=W!vQ0kRak{25#ink&&zw3IyDJ({6L^A}tNgbYl?3!fr<#zxiOU{@1>~OJLot
z*1o{u;_FpQOE&9N>gwtX;%H<UG`UhDiE^b~cr?6VKBM3VWH!L0ixk}~<PG08jSq&e
z?MCn_zqzhBmRni*!2G51nx66MME$}>^X^6Xg{G#ayE-~ojE#-0;stGnQoLf4lDO8^
z))w0RBU~Om%Di{)UdAA0w^MJrN|rto>c+E^ZTovW{Z2g$_Q|cZVgj8>61vs1U?VQL
zl|xxjfWXL{b3#umIx!56)p%AF7Z)pls>02y^&CKonT1V)cm|H}3*~1JFM=fy9Hj)*
zb;XZ*@444`=uU^UG)>jz8#mmmTD2*X52cF$CCR$mWCbmZl$uYrL}eG*O6yH&Sp;hQ
zh0@k0%c89v9yEiL7u+q$@}&euj#f6F7u{^FXJC-4Di<$+R#j9~XD?<<>-@Ifyx3dR
z$qcn=Ns@3MwY@-11)K7Upst}~hME}{>%a*noP<GPUe&p=&fq%;LDX*sV%)>(#!n&f
zy1@~|6e<`+Hn+*(+YMns6;;bmY;4g@y8CUS$o4W>g1fJJ6FyG8oqxr{sAd=4UT8o0
z3FIMCnsdxsX9bz=iL>f$4Cq4JK1i--daXmgJ#Qo+*ym|ISTznKwcsQ8cL+5M-qndY
z@r0D=CT|wBVJb|D3stj|3;*#|DeKz`u^YQR^WsGORbD9l?@fo#R4E;js#3Q~UYW$}
z@$BMLY{lSIu>W1n`)<PxssRAVSxn2rma=Ox0zohWnxptLWXEk3>~6Y`qndBlM!tUV
zUMVIE6D##ersssDX%Yi3bSxhmu@5))7!N>@nQs~fW9E|FS8~b@*227VR6%T(J?A6l
zJAZvRva$i`p;y~3eiS$sGn)M>8=Yn9rq9qdTObejvZ(3K00EJ7;fb35vzP%g5R3+>
z5oMD1A(5=Xw}OITi~dK!Jpr#(#3#Bg3zJ0TN`V=`|L0T@VS?~t^JZhaK$x!Y(YbWE
zZ2vHWW<mAO2>y<vO7_IkvmdV=%^E~qB|6b3fo*>Tu4lhFMkVD~9^bz{(|KE79{ZnT
zg@uuSA7kd=2>#cxfTvTb6CfS8%DG+^{yN}KOq+u|A#aTAc%Ti^UOc?vqR|oO8LgnE
z_Mdzh7#8-QW3AoYe;+%}ksv(%oj;>5b8?#hl~bcLGBS+*K6dK#Y2!bSO{7kML4)BH
zk}(j57MDEgWy=<-S3gc8DEm{f93Z&YPsf!-50%E1bq&?5*W-qBM7(+P`R`-AmS33u
zlMn$q{QG7d-^iXc`M*C?x~HY}cOq1J_4+mMU&&GF1U~-1j;-FY7e7Y_qQ>wkQhfQ5
z5fI<|<0md3J*iPHfNG4kw6^}w(oI-_1;O5_Lx7U6k5g_pCJHK1>q~$%R1ws#c3aoU
zJHWD-x#iyoojg8mZMnvYx#YsPXXDdtxnb-Q5{W%=fk)uy>pMtJUS7-<jr7*fudnUs
z^Sp(4ESC)S>4mp*RVkkj2Z;%@QyRGmvRV6<aw9yhBp0l!5RCnv&BOYq_zQi8VUj;B
z%P^#pTPbk#=WA$`_knJ@O8jg9Czcy0v?;v?>DC50uWw)=$tmfkqhpaMY{gDxmPWwp
z9E%0=0XCmv_h5iC{sfjeb8>P*&v1KJbT4v%lp4*c>)bpOF9eN_jiri{^sJ=Ovb3>z
zRbDPk&1>SfG+Lpd&knfn^KmVq^cr)3R=$eOsbN8gZ^A*%s~CVAST9|Y1^in7HsG3+
zZrt#_D$D|i@=t!JS6I*R%#p>=OM2W-Ocr){d+z*sMNQ4uegOg5EyLvwX+QPl<op|(
zo3mP;J4`hL+9D`H)amw385#5DVCscRt{A1x5arvqBk>4GG8RLr`Q`LUvnvRWa;hB^
z8Z$j@rl_RkNSgV7XVvv8fXW_OT82}wt7c&MExKOmS2-(cXhdDQbg2~}7FKR<wLLB|
zF<t%cA+PCb0RNoa#kofZL+Qo(Q1)WNZa*@927Si~Afdktlb4roA1W~I7o>(wZL^rh
zUVju>sShZV&llppReYMLf7ZY3VCXXl0>^#&*~=Up%C@~=^N%_P^VD9Kk{VC^Z)Syh
zY!B6X*H&_k;H^-=OjQ?`hKu^GLnXf3ON^F92qEvU!2y+>*)>&(D1*jCM_*7>R=(Fw
z8uzI+f<?1*=wY38=pb&4v2H|xMSPRB<#b4rLotDJnKaT>Pn_fot)OxVQMaJ`bSv5V
z`>TLFmvCW0U6k?9C=D8?g-xMwZ3UT`Z;oB4pt8N-%_xVQY6;Wsrm!urKw3Vt<d;Lb
zhP1c0_qSOV$sw;?xw7E5VG6P)($&+gRA)M5d8o)Dtg4e4j|Do)&DRhkGabSaEckL0
z0w-w+V{|DSu0gVdQ>;Aul|pOD-~>sF61d(7SKBQH2QL)a))^kOB*Og!x_O*poQ1sF
zD{Nkk-q=G+#QCD-@09ALe}Ls}<LxRHiE+BYV=67-<9cze-dE}jTFPT+sv)kU9^ToI
z)7b=%D+{%<vg)H`@g86u`2pGALwUzQJr{M+-(GSjm2BbtP@TZ0u4&m)1kn(!H>mH-
z*1k0@%z=v1c767al#y#xN5j$fdvq6Ka)!>4IC%SHtfAilEk<mm3MHviY^h#mY?$CZ
z9U<Qr&OD2m@Uzn><epk*o&89Alxv1^A&rgl%F+VS_Bw@TK|c?^zE|ppDKiPaxZ%2x
z`JvBjQWsjSsj?)b>N4sOVBYQ9MI2?`cAP?^*c>6;)j#f*Y+4zDtXp9>2Y{gUC#{G)
zV{Ror(j$cYPLY&J1TXp;)9go<qhH2mIVx*SGRy$+?<{*HvlX7u%4GlR<OzG(M!3_T
zwa)3Otykbs!|(D3yJjR5)1rvC?j**|H)1lyIFR%-R#oPgOTd~R1}m`e${9*ScnZ-&
z)$T%3f5e=_yw6U~5B*gK0#pIAuFg}L<v$|qVF}pP_3+O$ggrJ?;mH2iwT{zf>*voV
zf1hs&h5nr)qc2~*`uBO*M}P-p22y;BAh4lMlaiLr*3%z{Yx;hWINoK0m~+4Sbm*s}
z=K&TVQwQ$lPq+W%v;S2H0zCY$T!g(bHsdvk|AGmBzz?uf{|zC)BK5959sUtpmUNtC
z)r<>ejg2q<uO*p0%-TxV1qE;4yZ1_fbVd3o%`Im52Rvobrx$tLxS(QxZniVWsR`WM
zHZg#olt9M#PinQ_ih&*0fQRMwFGOZ(Yx_DspU0YE)b|Jo45$;&K_YWY?Z&Lu*@Ov?
zp2}%@5*!MUbFsQ^VPp73nOJem0Qv8SF_QIDLqpu($I6{4F^5&^Kfv(tkqurZtaDl%
zXcHLJV~LB4BR_ZUQnq%U<ecq5uKu;&4{9-ifv2bitX_$4jyk5>T!TS@m=@gqN6CqA
z<mp+B6`-_o^@dR^^VxYd54ft9_=Z7&f|a|_AEBN~Sn;M7dJTpGasAJ49~Z!T>(fzc
zp8=%}wmgISTuTToJEPZD>h90M+URY}+>V3NcaM9Tn!M5!ywHb-fK%no4+u#g5Gb%Z
z-WZq6WI+4Q*U`}&t>F#vhzcG(wT;%Q%o6>i`|b+JVGU-kn3voy8H?D)O_8%E$e;Q8
zq!ZGK;;_4be6P~?$6Q{Zp`~?~u$u%5k~t_+E%a(&n1?`#RmYqL8e_H{BPHbrH!7Ev
z(ahYa*RNUW>FHOD13+>58KC0#xw)!i&OhdR3T+XB>s3Gvy$z(Ra~CdTVWQa8qMts+
zEwTMq{W~lEtq@Q&*%**5U%h?HyuN&)YHZ3u&~7xtD<&f1A`n*>96}7bBO}R0oEBdB
z`TKtcx@@1*nsL&bH&;Ole>_o#<21%=+MKcY`t@r?d;9#3Hv&o$C?HTPs;Wj87hhi=
zy(lE4ZF_Bn77&1GT4OD#G4{zrvtv~*+2eq^Q;?B)mLTkKGcj4jF@0&IL<y)#mw^84
zPs+#zgTWSD03)<efUQ}(SWuoj8<~hH*klc07gN0g5cL2+_NytA3O|_-|12gd`T$E<
zN|Hm+%^3OS=2526ziQ!f?mBCAJv|OE)P=K7Lu{ryUy{B}O|ky(Wc_y;?D)W<JL#hV
z1_<m<hv|AY?;9*t1uysIBVr(QN5;lxBr)<mk6@9{vMK2F8Kld@=V~ZrHtiOSkBt20
zB?*dajb)r(PUbYz>7LGYG;$x^<-u<{?Ve1>R?s=KBKY#r1!0Kze)Q^S2)uxSY9zft
zn+c>#{1FbxOZK|cCdE3to>Z_fMkxacwc@5ESQ_!$PEg|taB*{Mv!`{^z`)Y{|4iDH
zveOcP_H&7Ea)%fMfb?I5urWlDmD3wg*2pJ}yPw#XTV-&~-8{9cKOwn&oVGVS!T`d6
zesYh95ZZqzE;YEta1qb#D1UF<uiL8g*q(_opZxUP(}3UxrvdyvHhXTG=T&dKc|#c}
z^b$!Z4X>Xvla6>MWb0u+LHcZ$lyPIro^27mGH>5@P*W~rfOOXTB=d~*lsBy{{esJ&
za@(t_xv&W1XK%O3x0$TbjI*{}v$iA*MCFXDA;|euz6o){3ginZY19cX6pZ;Xxd&>e
zE!+Lx8YK<gB{eVGO8DlU(hN~=!0kKXt+g)a+TrI>?MWu8VNA?l)$6)(5&(h+TunN{
z94p^dCM@ZfM>)ZyeyY}pZ>sxV-C)>8pWE&mdeWvGeD}b6edDFs*YFelwB=SBb6><@
z$pYJy7(j^*1S}Iu2m6}l`tpuL9En!FO}z;G-6%O9OxNrK|3l7f=a}c_m{n*iw#Em>
ziKnAZgZj}D1foJ6j$l&zy+3icYXuT9i_xCWPd)6cHmCU1T9w1axVkkDyyM0E6SN1W
zy*m(k9lDGF_VcchQQUEO%BmEdalox#c`tD@VTmaA{&w=guKfB>V*(rw0?dzIHOJFb
z@%+vwnH({>8P?GRhKr-$&DzeVnfHt?8RU7Z+r5x|{#?PqDQan!Ctq79N+h<dBDPG@
zri^m+J*fW&-d}bT`%GYGx&%{_^>p8;#sAtjaxp4^t#vt>rhjgox#8w?RGP+g=NKz`
zU?qyrK>^p4mHBJnvKyq0I{(b6xOf*^jqF_q&pC3D@#^dH%jVvK+M%d~_Kkt06)~Nj
ziXt`)57d$OkQxQ>B`*R7J8)`H&$P9QO6a3<ac~h#rio{}Sbw7sW%iLytl#Lf^McP2
z4S?l???Ylc91C-9?ynlpJ?#`Sj0Aog3)J4Tcd_<yuM^+xcN^60n<5Sg>uGwx=bon9
z^X<SGt7pIJ7gTz9bDG+HFRAl<Gta8s#?S^OqO>Ab2*ZZL=IjX`5wp<J4HDSL6wSSZ
zbhXfX@_X}n*IHZ{9y(~$U&+jYt|0^${QewFvx8yV!9E~RLldoD-Qb->zt%}?(OTiA
zBeb)TOL$T)JFv7UUc;40|HtoqrHa1iW@0;6`Q#;cYjnnHIL>&>YYNc--*IGvG2jaH
zv157n{yi^@B4^AnedAjQA<>Fs&)hx<UY^(;E|rhVlE|BTN4yOdVKHCyB_fKSe9w7n
zVQ%ijJEfb&E@DXK)?jV1u<NCz?E%{}|M`YgE#`jlw3Jh)ZQ(=1Ip!{kDVpjUMh+_5
zGkCR4#uJVvzgJN9&4Z#cS^5oIv)jSJ3RGL8Qfk^yi1BKx@;c;o<z;2HOaOeN0*r3d
zW|6lox0aL?KdVM_2(633rhu*M+n+iHgB+T~dL*+pL#0^YE(8kzV}1)yaBSN>eQTt0
zw+mTm%|<GTf~Pgeuu4eY+&fT!RjZY%A6MmAd^iyw=v`g0^RBqGs*lF2;=6-no0yo0
z+#W}U5ss^%4FY6SEZG9M2{O8l^f|Qyq{GcU_`}=j-Drl0uR0KhD^Ow7&R6Oqbh33t
zIXYIr`a;wu1s!HHO(s#oD|z`U#52OhSsUkm-NlKbKbF8O2skQuVNx(ol%MDmM4xfc
z!X3Ms&j>19uIaO@It8|evI3d}z#v(9d4j0TC~wr|6~W!bY`7XJ&S17ohdS!d$uqOE
zK5yHpU(1pk*1Lb@#tmj|HJYVfcu}O7JB9U|k#~iu>u{9Xf9AhyVPSz9Us}2m8FBV|
zFPx>}rkVYq=i@7}HGhtvvBq;J7S6c2zqiz<TsysNK<F>_^hb~_h$C38A6W4oy)DmD
zM~7-F*@w424f+t^?b%k%&f{|8A~T^Sc8gV1R45}`2I%L-(JjT3ihP&ZM!8{O3f~h5
zS}#ug>$hZ`oCKmad8fWWDd*C+IH3&0)1!Y*^lfqRtG1mx?g2`Y9VorsZ4f&4qRR@-
zDc^wM#XS9v_vf~#3w?XFL|n<kEJK<4&3su){im<@P118KRIV=Q?rsPJAa95r9I#jz
zqrGAeTtF!EGvYogH52mQh>zlJ-$4bt{l8Y(1TgN(NK*U>c1Ml9q_R1(8?CiEy%oI2
z;itG1tw3ILcWme?B1|*$z;LvESITfMajb-$2Mq4dJ*#wv=6Yb;POCgY`}+pg$S4{X
z8S=E<q|NV5DYPEW$)d*purAmNNLEhnWYp#wn!9>=Z!ruWf*USVx8MDyD+C6flEaF~
zq&rDM8A$+alR08vHqqSstq6=IldA{XaNvpEuXqpa4Y)&-Xg3jq{>zgW>-jAFL>d+v
z2ySIJbP5y~E9ux4T?tc^m91&Ql5tT{4bz_Go2VQzMRIxutJ}!Q)Ox;4nbucg3A^xq
zSp0EOzyYu8-E5?k<O$vHX#v0ddFMwclL!4?qCg`3VM@c!pb>C8al0@pJL{PBfUA86
z+>-J*^Na8?YaFfop*5F*C(geI*%$rv_9GkHn7;B;)I!2teJu}3naI?QOu?2t++I>@
zi<SP~++8XWOmr!Ojd0lYvzWs4qF?a$xbTxwqYZmPa$pc1W#WcxzRUCcJh2{ObGJ_K
z@b9~IUC41e9MjV`!c`SIm~qhkS(Q%$m8z&tPEPmEKSjxE>%mWcYf&*QQus)!d%@?L
zcJ3>np#%j7zY=krZ3Pjj+ig#t(eobQn^=IZa_k|@%xo)Oe(wu}CNrD4izwHU;$jzt
z+ctg=V!D^$4L6@^lARJ~4)iWM8a0+A1eO78xi7w2hgayds1?U&{-PsU%J8<5l6&<&
zrd#Sz`>NbWR=dxTdT%|e3}f714M>NItuqojp^>vsZ?8K()cPticd&g8x*5teN->1e
z(HQ?H7i&Xu?-$&(tNhNU19vS528b`o1FaYo8X9ep1WO-W^v2pnftLOmtJL*dy8;u{
zXMikRx(s9rwG0dx44-21-><&<DN@APP`m%x-LFMl8Vw!j6Z&Uu&ieqsT4>&WAx;RI
zv{N`SVdUfmJXY0UT);V1#!FZOs)BalFk;izcY6H@p<>2H=k20oY(Y8^oU?!4XFr^Q
zG1Du0;Bh5BnR?3iogwuLm$|uPu&7^64dpD-g+i3&4I)zJNXx3`-@fc4FxAzKAN9a=
zTF~P*U()Ih$`KGqjQZXt4um|TQ3KI?THLRRKa!Kta8U43aI}kYa^2jUUh~;Y7Fhqa
zX&SWfQ-rXUAeI&t-`|?D3Wxwcq0jU#qZg(2zN^gue=BNTusw!5#=Jc`(P0~yeOZC~
z7T8vEXDI|hp{%EuV71zui_+220rudFNAzYEL(%`UXwtMdA&5Cm!IptkYVGK_7n4dr
zfwhkU4f?L8ChO$n<bp%6K^O4s1_7@`7!ly-qy8?K)X#oMPrrTlZX}(sy)<x0woka3
zo1163oVOO8gr%*j{#`4DbI+QWmX>DiGzy}S)d)|IRv=1?IDGRHm2#X_9xkzt8KGwX
zRVJ-4h}PYaSit~_5D0~GzG45ZkUCCFU@IhA4LndFWtX<K(snaaH@s7f>RZmr&ekk#
zJ=cByBq>9VUDyupf5gIxeOz)zMsDCiTY>Ykm%M#@v%1DLH(t>8?lLZnl;*m^25LMn
z_vMDqjw~`ZTgZLGX8q07OTyfM9YHh$DA?T$ns4uvuWT$MG`oe_45qd(_HGi2x{o%e
z%e9qq#`hhpy_qVJMh<D2Ee$_h+mb{6s*?hq+{Ch)p}e&O%b$umzd4tblvuG}69<&$
z#D?p7QOdi!=Fj14F1~`aWMrv!FZBQ!Sxd?SRYuieWObL~ghrS~f+K_sOg-8fjwwwu
zj~lY_O^dc2)EhQMt+a>&;97Bszjaa$S#D_N&mGW8s{^=E6pkx>D5KPhU6ChH0b$?P
zXWSdNtL2$wesP+xslAsdvJc}dM$@ekS9Rfe>vIyg)HJZ<WeHqV{1#%d+Z{`V^v%Vr
zAsaRW6Zdj|tB0rI^=}=jfzSu^!<(BkSkL9pJ20?)yUIJ8C=EH1w;I`}Qv(<t8*aqZ
z?%t}|TZU%ytoimNGf2aSr=H<?Q%!qs<+lXz6OWE@FNaeKQnqo%%(hA-Gg#{&chm+x
z@5&D<-hC2lqwDrw4J8)-kAN7D=XAP;YP*Q5pr20KL!++jm4Nj?Ik(K~V2tBj*YdjH
zmfTQLt4!XRADW1_F1WsKNrAXcv!8n1A-bmnQt-~mmlZqRujB+m;Dk)wecY20UQ`Tq
zXQ>9ZWQ4A75c*?HF?Qx>ral4kCT)XGE~bR{L~yF1p53{pW>QpNQ+>rW$C(4#7YN{Z
zfl_F>Zo~Tu;Q+?HgXik-QHTxVKM_5mGy$0k-x#s(_jr#LDl0^&XuYRGghs{ujgkT^
z!p5=QQ-Lx<DPAc8$NW3Hd%$~JwyN``!f5~8Z0MIdD))oX+b>@?&f6<tn#c96Z2Zn?
z3n@P0B$D=isN#7<xZs>B8*`2qT`%bkU|0Ux!u&;8eWGp}MpNF|{L>qcZhu`HnYk8`
zh;Kw3^AzN|zN3WFiF0YLE-C7|y>4YFgwN9lKcyBe82$7HDbu!)^}_Gud15e<rhK;4
zc^C#C$!3uDp0Qmz^$GXOfsO|1S9m{^Lf1cJ95~bGsk<ZCTKuX=8y-3#_0EjIb243i
zr`DydTB`jf5-R8L3xhD>ay|x<(7;w0K2x-<PMKXI_sR=8+-s@5bv9h9UVBpBGo2zn
zv*s$*zvj8Bh!glaYpyf?14)BlLm_p567vG^!KLpvyq#?(=ix7kvWaqe;4w&7N3(L`
z8|wIXC9goV^9(+|sL{2nxTW>+!TV6&a-(`&Cj}w8XHgmKQ&fR{QXo0sRUc=@!V(9C
zr?zN8XWaUmU+C#eMY7(#ANofnoGcRYx$i?QzgCA+>5wB$C;oHM@SswZYD?c`Y(_F)
zjEr~`;JtN6kB4wszmd69LRSjNo_-IsrRU1Du`F<N1cGW-qO@v)@I`EeE;@O~2Ahkf
zXJ*>A)~05#*48}6P~3B&t2g(`s><c|5~gpVlBF;tM5m)~=*wT4yvwuS`NpjU4l0iI
z$tc{j4e*1l7O83e<n7=$Oh180@Hx>1c?CEl(7>Lnj)cw8!$3v_e)#PmZidk7KBj^i
z2g?f&4xrz{T@f>#C6LbcH(ibYTu!DQ+hw3~rW$l)n1O&_?IlybRM>urm$!$KRGuay
zJG;n@0@sS*Y#JmXJkF>J-usQke7x-e14)-(&UfWsw-_unZ}HB1ZcjyK7O}w-i^MN#
zS>!{vzD+9N@$%y7whpzuxJvszJyT^F!Y3-x<qZ4KjJ9NYXs%*ma>yNGZ*ihT;7Jp}
z_?^i~4o24UQag|{(AZSL0V4kFDsEJ3adhrP1aM;k?a>sySDd}IJA1G#1_gtG9}foL
zO&czhYbUJpfPc~6{=GOI9hrI^7N1dxKDiu)nj>MV8gqxR5Ai`)@NEnRp0NGG64(M8
zz|J}6!gNJ?oJ*I46`CJ54)Z}b*L<wsXx1-0IZ{@!mjWW08G0{2+j>h#h*Jwt2{v(M
z1r!RV)>VCF#V>pRiB?#MtS-#~vF+aWK1<JVwSX*<i15|Gb!?Z4Y#*?mwUGll^C7qp
zVhB%|A2|T43h=EscLq_~wq@`Mklolb@bU4Ly&y7ma|pb76kOvz<W01I)32uit6!^Y
z^y&=V8PCt>bH+VQNDh!IxJ)vV%ulB7&r;H%wBh94P5c!3^hO2cK{~OjS=$`^`&xq>
zsx7}I6SE)y4tTa5c?J&Rr=QVF?<SV**xL(mK!*P)cTL)(IhB#`w!I%tcP2`Aw7;o5
zM!;s6i$+xpxVf8YzV;*lJ2PRI3Lp(Lw1s;A7v@{9LlzFEx&f`jkCyZlHzL6)`lH-D
z!A_n$w(_lOay)0+QZbOQ$P?Lo)?QO4`+AwkjwREdt1s-a#S?|<CX@EKzPpHmQ=~Oq
z;<%)+R}0U*l@R=!)CjV<%nc#InY#kaW_L|1E`SlGU`G@y?7$o)^|G4X%0uv=I|r^Y
zB|`coC+GY1;|C!KP{?fK0qFzIS28T`95BX^QS!hXuTTNJ-}^iCWo2c>dN7j2^ecg?
zurr%KTKlvgD3Z<w<U8^m<pC@M0)%7!ZArSznVM4aADS{NoO~m(>q=rs6#jd#ZR8ps
zRL#+zL(p?R)CD-N%iMV_0~kp{|2%_M$j%JyDQsU@1fh#!pu7WfBuRnk^gcQcv`Zs+
z^9{IP&OBN>eCiKp+uGV{gs#qj+Bq`fcE#YQP{U{)Aq8ij$OkATU_Eok_QZmMn)vbb
zsNJukoAy?Bm0hK063J<~hAi;id6KQ{S9+w60wVUYb6B0Y!RB4M?JfD>pt}PuBlDE?
zN@bBHXP)Cq=<&VEH^(V|JafCPt4oU@F$rkcBJ7DK`fsr^B0y;z*zPB{AC@rSDo{ok
zFdKFsw5t&1Y<nkF``j^D90eT{Z>5c@aP9lEGz)>}2R7kLfVH0SnSVYPC*@u9Dmr?@
zZ4XFc72jT5dj~vm25#S3hk+`+3p|A}KrW80S?=@3noRU8bnxthNn?C?`BATOr*On7
z2#!}C(2?3X_b&>KJ&ED~d@r`kO-*w99Uwp2`Mbq?7uOxOfhb`HZ1&hXB`c{xiK{~P
ze5jcrD=VuO^eN}E)c0fwpU%(m_)Lh>VeGb5e1?0r8m3!n69L1_R&W!MkZ8>f<{6GJ
z+G4w&+D0oJ`_J0DxmAkZS${?<d3kwxnaxgw_}mNUh1|lLTequ7(xMlqaKGe$M=8If
zUc%?-$v<_T_6i`#pVJbGs0r6X$7>9rj$5n7Fwo0018mOPn0=lb>s8}>xy1l)8&4yT
zeTpsJeqF5B`?OTLwHj(=qTXH-WWLUXQJtleF13wXtM&s_3hur}d0Lvx*RNlvL2FWE
zc=*{k&^JRT<)z2qHlHd<R5#Ne(+=vau5u5|Y$rJd1q)Wms&?PJZEBhZ`tI6*&}25(
zmAD`Z%8~`%FnY0BNe+@1U7%~vNq5QTSjNe+y~@FHZ;o9pDQEWT+lfXJE($i~I}%CZ
zadDYkGB=3k+c>UXy(?BeG4#@v&eVb`r@>EuEu^}DhaInhY3rfCkc^qnVx=CJqKeAv
zckeEVfX0H#l~`WWzID(%b`Q1i%e6R}n2?ZD*ytDln#4*zHlHPOZmowapBn_OX3WZ1
zRX^(S<Hw+l@dn7rsa@R(A{x%iBdjVaDq!ABpk9o@nij>*^iGM`4CUWQlt*4(b@;Eh
zB6SbAGBe@40!E-w)9Qa37jeYSOm6(4)sSDfkY3t0B<X<@6c!e<yX)bCjE#DruAXXO
zC_V^yxlCtYH~}%uyV<w6hrWub@)}@A*UE!|qO+1=1<~qmZ950AEe;f1ANr>das9vT
zia8d)Dv(sr);J?!)pvPam<Na^{aoURC7|uRD=pP}`}S?0qY%1TT(=nOSFEbey}NhN
z8pQXS;4$wA$G&7RoVR)kI8L)TH#%r-&)PP((&q8j(0wy2)?q=tdUei;uZHO@Ff0nr
zo^k(|x59>C;xETyo%_q4hus^%u=xD9vtk1j9Gl<$fKK!A8;sg^Am$%?#i08MhH=E9
zeB($gX7jC7)iZ2fSf1XvSmu{`@w8unl<-nV!Ey0n#RIwpKU0_0dq`ambwR>fJck$a
zYPqmT%Pqo9%-#u#^<VT{UJbahAAoxvYVc%aFWaRpS&HkGE>~xSyQG956UNKMFlcmZ
z^kJOvB?E)%Jrf7!f5Nz93fGN@#qP>REk}rY&ZO?=Hv-n9F{!tkVI7!7V&`4ynczk0
z)lU3zq}#Q9$hi2~jJco=^E4EFsV;7FObbL%47#bxL}GCA*fLmp6@sHwXGDG2*_XBR
zBU;x^T|a;58Wq;v40d$#&d)80%0N{46p7~69%#~17xOjxaJG>9%(FY2LYk%|Ms{vC
zb+fkTe9o_ThVG>p9hs$;XCVge%OzG^jad6exma`axa$=0X6VJ(JYQZfJb$}!pd4cx
zPWwD?J4B>;UArYV?{9I;>+uAHt6s~tjn4AdI!!{}rWisz1SfE!ugNVLW9<+57&+u*
zc9#8!9mL8-<;$grzDyy|r6)1PcZSp(^!T#bP;V2uS@Uj3SCSq){LrXic3+`xHpDjU
z<(bzb>4GIx#S}y!==^e&580iHZEYix-Z9-z9=<y!kLR!=4w|Z~u!LLP<Lgh}@E&vz
z%0mj6p&uBD|D{#vsnk^Mu{tfx#RixAbc?a(Iu4b=7c<yY|FD0UonD%kNfZ^;i$u*a
zNb_S<9k$N$98u<=a1kKxHdV9xAO=`TV$Nl926B$!wjP{hm&d_H0Y1Y=20`FmI6;yr
zGd6b+q8t+OC49oC8zFIG=?la0EU*ba)*+!mI>K;7<bZoH%pDRRSJvx-d$d%CRuU3%
z)kG4f^FC?2`H<rCFtKWg*`GY?<HvkasK@1SgS`&Lmp#m=-bIKg#@_xY@?$}Zf|8Oc
zTE7J%In<9gA0|_$6XEjMW{$2deSjnr>R_P8{m0x`v7Wr?f^;p<m!c2tfNmK0ii#5*
z8g%M)MsCBfhy&-Jqc8lDS_nWFpdY<NPUdR{OZZ+}NYn;h?)bRa9s&?T+42ab4@eIl
zM3fb<DCm5|L_hs=Zn7#W#8I0=c&=u*bF^S$Fg2s28;o5V;5g@jbu&myt>D<)LSE4q
zdn#P;=iHfTJ8*t%p3NUl7{ybNJ$DLQQeqoywx;7BAZG5HKf8jTG7O`|H+qgoO7JhJ
z`cbz`RC4?23%7dFwzY`Vm5UnsXy?bIOn<HeXy~O+-ZeJe0wDcq{@D~cSaK5HJpA8x
z?-DDkh$PIE)QErfATH76ww|9U<<p0M-kygK)2E_@tcj(sp;d#vb3m-)5q)~{$D84h
zXa;!&{M2^|AJgJ?G0Cg<KFK_#7a=`{8Q3PjiN_VA5<V;fy0|BKKJZppGo(;#o?v4x
z6vM7FaQn%#dxP48=D`T-bzz0V$h49UM5a5gSha0@2x#^ArOC+1%>8sxb;>Aq+;VY!
zT<qsW{CXj}Oe5^%w;!dpg0onM47O-sS52^gf_}IHG0{Y}tuRPi5aaxL9cF@aK3Y8f
zKJ9en=gyEtjDglYrH%xV-k!E(F34UjLB1x8R;KR!de;KZ6E}n)EohlJR3L+Z2T?>6
z)}7`v|HdUthVq&7zdlV*XKP_I92{k1&k{@aR=u553KMhUHexTcy~YEbRY8K6B}6MI
zDA?Pe<tyC|?l7^+20V%{(;$-m*BMlj9_6M{Lhk#?U=&0*v;~WATe}AcKaWC`o<CMN
zLHR5q2)h;vF}a0Q?3pB|>)SriAQ>TRY_mlW9;rhjDFj~#fdI>QxjC+(PFB{r1*<V6
zCUUAu5eDi2PAG2kdz!EC2ZAqud@GW5WMqUc&I4fj(0hIHl?3^(VPXzfs6Le1W*^T2
z__H3Hp_?>AzJ49Jc&JfaxxE9AGEHz1H~RBLv-;iIrD;n6c~uuxeM0}h))njn4#?b<
zc^04G>keCkpWzyn{yx{}t`mI8v_)L~XXufvfM%R)oeq2Da>0j18HqQP1=px@gDBDe
zeI5-B4PD&sBsy0BqG3W8;UahQ-A`Cyvq*rvqZOhQ7@UyrbPiE?iMzL%**nmnArD+J
zLwSfjtj{ndg-NH}K6Sh-0!~S5y>d2V+22P+@5IPwc<+=LQC(!NDWjOL2BK6GyYL}|
zb(+~)ZIP@>)1Zks9BjbPpjpQZ^x5Bi@W5>V0ouq9-^Ea|_3fn!LJJMZ;LxeJ)|QW=
zDD<C)4@>xH&Dj2c3<#Df>KE}x%R87LO3AU~Q^zScX(Funo*s`iHu8Dxy23zzAuF)K
zB*A9mB%!@XB-fy!cQpsLrzVu{(Za^py5*sQh62n%<l6?I4#CciVM0Sry)F;Dvwjdo
z@*V%l(WMn}hQ5Af{x24vTlPXnB`Z95@WulZKQ2CJ3c#`wK!9Zw5xEVuT1uz|d=7^%
zhv{f>*UFA%W@aW!h+9IU8Zje0K8Q3pv{FrydWVD88f-4|MspkHx)HjMz+pv=jg1-R
z`2VjKpJdSOL?`ZgXJKKX&sIK+ffFzq8nv{dPcr=c{1l9hQ$?j<Xfpxjkf#)mwCu{U
zDKGR78T(^T@`H(D&<X`iY5h}F7$$x`zCJjmI9D*OkSgf*o9@fhAg7_Z%KxzA&Y)9;
zUgZDsIAwlv8_3aFfU#hJ8(C9!szS!jE_Xz0RLF>n&3{@~SGV8OB;EyuTxRgEH(UBY
zT*zYtwk@NoW+lcAC!H8zQzcEyYjAtR<}$ZYl28VTEH4w$I$++qhnzppAm*Gi!o~s>
z_cl8d#inw%EIT(>YnWL>T$@VVHNR3~g=qD`IZ8?;bMyCpprg{3uawl5TT;>hjlqn;
zOhs>kPIEWUH9aBQk#{5bXol;S;Y;JShTxS4IGaImsiDCNM`@2cQI$|V(oNgxL$v$L
zfeZvn-I7NhS8o3@Amh4KL~xc;uL7#R&iofuACbN00etD{BQn5uS4kIUy}SIU0~!0i
zh>VQO>%hwtaEAKr2%8slI;57Uco_KjoOGwjXBI~BgljXDZ(b9{$aPC5v5%N^!+TEl
zJOr&wG*g~9hlZvPpqDgi4e2BJau5;A^=<eeFd#W^EDcZD6}8s2(r&)&Sj8uUu@Hgo
z9|=fa!`f8Km~Cm^=Bb31#ZSMwd&ne%ZzW;zGu$Cr6fSSHFS@_7R^c-TopnDUi5CpV
zeuQ!LFszZMO19q8<3SH>OE70MI{EdG>|JSnezjii%l#fp$)EEqSkM0s8oUuf7YTYj
zUGR8PdQ!<GfD~1TrALQ_YSxJR>#)svi>4Dz4Q)Qm1l*Ts@DF={{6mE9vsYkH2($GK
zlZu^Q)9I?1(8tQiac_qJc=3A$FCOpUQMb5?ZUmvK4MGbT8Fb}A%V<{Xx`n<;6@&D>
zg{@|@AEMOu46k8oTctiw$3Z>EkR85z13pl<t>}KoNS+$lgzP|lncW9Z1sX?4r@@Jl
z1vr1@#tG-obkgjlw%2$;B6-t+BkRIjnKhWB)B7={0pN=pc$Ho~_%Bx;P5l_|_R_-I
zCD*-wERpFD(=UIRgS@FC$k(5R(6~!ekVUN94C0--k2~v6Yj+33#?vy{BhRQgwfYNt
zzw-~`jp>dpn>=lb`GR>|NZQfs5LsCHu;d)@UnyukE>1%;(4le?r4t59KQ;pk$fK`#
zrv?q&KZ@_JHWWVjepf(*TmlAO3*+zJa`wqKEk)239%>5D#BU1PsPQlFE(e_=cDRRB
z6{8949VzWUjH+&s$x?)!#s_4Me$_@!ndeHy+-|Yv^tB;Gn<9y>@Im(iJS5Hc)u4b9
zNP~XQhtTdHx`jX5>K=lEP$a6+O!vM)y&~YDbVPxc46@KCRzQd4Bc&fLf3HS4%@mi~
z3LGPYAy`YCJETRJ3pFvpr1;XYE2&P^8lh!+<T)|sIJa<4ixIyO{3^^xb%?BSAt%xQ
zAN;{A)c`L``#?iiaYDHpH(aUyEZHy~kl9a==uDq$Q58_o4N!Xf>E@+s>&tzQV6-o9
zh@}#I`Q!VACqln|E1n!DyTWTFnLvSY{@Np*(>3zwIIU9=n7Vu=VPfH++b<D?Za(lK
zxeWRE#|h}7hM7dAy6OAH1o`yBw!D`A)C<^_2Gd9>vo(e~=T?Bw^?KihzRcmzE^?+h
zp1E*B@|3?1=Mqk_D5`kt)OykTk1|(jAKbFgvRJ-;oOgkaNFU(=oL{e;==VN-W;M#`
zqHU3CCcBZqL;A0&$eO(qXivRgLSS#D=ht}4Uqlr3B!C0oG$1F@?+C6nf~H9N2spjJ
z_i|*J#)W64G6Sl>n*GZ+WCEC!P=$Saok51W3ye68Brq{^H6t;z<x5BSWxMBw3y$R&
znA4;rP2j8qcoUVc4{#irfQCr$O`}H^IKo#uM{vK80E9eoy3-x999|N23{nC^LkA?c
zfembvPCA=NT5Q_(49+4F&+=a*1mU?@t!DM!GoWK#y2>F7{3ngy!AM9_=nI|6|5?1C
z-AlF8KUSgk_Tf{Gg3-R2b~dk@qn%skZpfOkV$mz$jV+URQ*-I1a~SqZl#l?B1OLWb
zPwqdj(nbzMiV^l?!@Jh;*fA5}<0ne8<u_ygJ?xB}oF^URJkFOPV9_W-PnyK!BtAV_
zQQ7;kP64<0W#j|et4}EB5)(>SO-l^n$m10#4XD;1FYV7C-yg7h!?V=iJP^Aie(AnH
zX`z?S*{bQpq!e$`6#YVH!sEvRytTo;ag{q1hmOW%FF6hr5ufO!tIU?q9o~hU12g8Y
zUv7l48qIf<K%As#PW=Oy!3%7x6XCoE+%0VQDcCQq`7B44X#8IMu&_bV?cJ{r5K9n~
z5AYC%IuJ#iGQ{bJS*<@99qqP=<m5bCG}j=g8<zP_*u=m!Ojxke!-$yPU4ubp(ZWAw
z6%qCt`2JKh;wR>zL#O>zW!7RYP^RwnNCyTkg<_wI(Q=0oHt3Ii<L#K%{4SYfolaGl
z1)E%EGT51cp-ZnyD2_)5+U)uTw>>sjp$S9J6VVLA{ny;ea}1uCeaK1lIbLg!b4%M0
zw)@FrXu*wO$-WY;w|4)!%&F4_EnhOEHX)@NIF=vaV-h|yZWnx<KaZR~-qE0}&_GO+
zMh_sYPE%FQEU(~jeAI4H9tcS+bjCft2|$Ja%D0{6f8k1=b!k8I7w2|bu@=9R1d2dW
ziFU_DT(M?9UNg|em%6@N+u^4W6msf(RlWw&_+owJYr2oi;?iQ~%O{SvGI(1;i89hI
zz^BL>$)aIeGDb0Er?VJ(G`+@@8_$XjaM=dsl<J0fQ3<)YcUl;vtIR)&9S>_~6E(;O
z6XU`$ZGk)9H7(|ZEJv5DVCU9JSoivx_HFQ1HeizajBSbrM6;*CCg^6b)&uX{0!`KL
zRKW%pTU-y?)rZWcBeEgIwA~WEL4mCvr5q6Lj}L(Tl_P?H!BrYGBV5%;SB?O-{LPAQ
zJ0m65GnI?EQK08sZ6ME(yTPA03j1~{pyb>AEY&y&W{`MLm9Y?yn0D1n`+1O&dr`G2
zUl%EIC2`w`d!lkyuqSA&aDe{*jjRpw4uJZoS+g^S`V0`GIp8tTz;>H0(Exy<DfXv8
z52F=je@#>(k@Sb=TMBoT%ZGx-(5itXQLl!&f<rA!SptuK>KJLOH<bHheK-u&?t497
zzA%0K_|a39#Lmtx8aU$Z*!i?UgSm6W+<DE+<S743fn!6wP*XLdv00oEUh70`c1IR;
z-!#|%+}{2kbkZMo6NF-RHkKC$Jx9U&?;_*khCc@WDE8QX4Bq)ROdSJ7!gWkcOw7QR
zFLXf}Jo+C^fa_cUeJUr)=S>~;7F=i`J4W21%IZge8z@D0@Y!btRbzQ>oUig(ZZZ!b
zWz?Dj)%3qjGO!TPRZmV!o6SH8%vkI|3V6KGcjYuO@oQ@ShZ$Icx<nRt_7(%yBjeH$
z%e&y_+AC`;VLiaH4v&C=7oGuAY~~yZa3@;nI*j{N#8O4dJB0l5$ms5Iv9rscM`BC(
zysld7L9RzuR*~TSR@9&_24!#NxUn5O*Lc41Gtn^k+Q_#JSA+6A@V17G@kwX<AM@(#
z6umek^rG+3a(Vw>ZRZ_N_51g6tE7z3lD#XdB`d3rl0CjfA~Hj$Y{xD$*-~T_4SQ1=
zhh$fWlI>WBBRd?M^Lu|(?%)0RJ?{H)|8x7tKZo=AT%YT6UGMRFJ+G4<o(1Y)hudmA
zBA}j-Zm(x#lvAkm+Aa5_+nk9ry6^B{$uUvUYn3$He)_QKi@lF_>eAu9W|70hI>$QG
z;#vE=na?6pAH8lAQ}+qZ)9>9I-Cbmr)mf2~qwb|x<HhP8aa3GIHV=B4nG4%>=^ybg
zKYc<GHzJRRu}SGz1l#Sd7;_W3%Tjuf1?t4uiZ_45?Pk`9M-Aj^DGL8)q7MlT)xq{R
zq5)Z$X*axl3Aa+NkoY(_SgTC@&`+hrx`Ci536CY++TI@|`9628LmI5ZIJsiQVisP9
zih4KWY7oi1Gu~i-{huLssTpJgU{9b8tGI`0q&40jB~f^?M;J#rCw=6*%2$Y>dq<py
zwly+?4pg&#1P|~Fyu&KEMJRyN;B?Q+f`w2c9Pb>93Er!8c~2ilghM@4s;N`-WEbcc
zmxHst+Ziv(EWY77oJqy1Xr`35I-V9`KGXMprUiWQ_U@$3<$k(UG0aMx7#;*~abPK^
z|G`?}Cds0O9}GaHRdeo+lE~d4uHR2h*VwvStM=a0a9Ql6)9W|#lEU)q*qiS?zL{Ki
z-*mbJ5>oB>)Zbw>x5>YS)vMh|Aeu?$Ihj+oCj4Ku=ta+omoHv@sf4g8$anf_S+4EQ
z`<8IPcU<(69x#5`>gm~&W&LGebk4q!-^>6!8|!&VH?r!vK#ipXoytL~e4uImHq2XR
zKlQXsn~Xy=FW%+h8yXqQoHMXwUWt+N_2oCQe>b%IYU8c&+O!C{%=)1My_3QQ#maQd
zW}=)3<t!HTFwGz<%o`IwGD3V>?#tXAVV|`;D?IU>Bw?-mvMY*xfg}0=KNMAv+Dd~E
ztA$(VFF(p8_M#4!-)ov1Gz>Fo3XV-^eZJ+-=dl#Ve(|LBVP;u6gi({=xmqXYUC_H}
z!d}A(LW$Q7@<}(aNuCr&xL-EC^rRl~*~mdImMAvfbyb^DE%&5zyHfxD>!$tr+o3p`
z<(3uQ)QX?1Gi_JR$a_MvV@d;uQCIvcLP%YT7Yn-N=QT174jU{*Ypy#X-I<*!*LEwN
zek!3P_xIMI@KV8#_xcf;(`v=m5N#yk7*Tn3sUg3&X^KgepQg*dY-&tZ9x(I#&{mjg
z%ypl9Czx*p#1pu|-%@{Jw~T$|SW=NA>|8QIz6`eQl(##<1NS$=`Pij<gW4s9WJRcW
zTw4<d$$|65tnunx;Gq23-(D`nc9u}l5=eB0cTjK5opKU`w|5^lq&}!WpiNz(o@2vp
zR?a})E9KB1=r{emBz$MrK0<wn!3hzkrhqz_PpTtX#<xq>q2Gn7z_CMmN1yH&Q0|;B
zMCL+PfW}E>c;xK5O~`fzC;0F9mgiJka*!J9+oVh6w@26&rjlJX46GPTsvurUD(V1a
z%AcAdM4&cNo;S6xDlC%qNX<4~Wa2-jj0fR-Z2Q?OsYU<(g$2-T@YSsPP;hnciK7%R
z$%-9uG;Oy|pDH?o0eLT9Yqyjw`}P(Bl}0Cy%Vd6FyWu-7@LVc6Xx}CNtQ3;0{#Uk;
zV6|$f1D?8%SN0ksbyqBl?VqpW5>(pU7}pATch|6z%yK!~8635L<oy}P=LjCtl9r!I
zMWl3}a)PXo%$1K9{E^+4P4<UWHpknk<P!Uxp@Sj@wbQ(a9sB&P&by;ij1NA|z^yyE
zy;Wm<lD<V6c;F|?&^mK{awn$}yK_R4zeL?G8oKS@1G_QQCnLwmy`6#=04cli7zyk^
z=1ZQmA%j+J$7()SkAcLkpj@G`_bD|zQ5k6pR}K>{^Bm@#sHNO>mc9#L5aX{+c2iE&
zh(eJIFYB!T5^>8Yc|Bq~mJ_FNaL@J0oh${#rP)`{D1;b4=2}hOOO_RNHqTISJK&|V
zY~?Jtu#~h9vz>R+79Ke{Ig=P4v?d7n1EiX42muQFkGb>et{n62q@<0_cHW7?d1Pc{
zOk#|gO=>ZIvC9Ez(&&FA*rfRFrrDW-Dfn%TcA`;m%vvc37=yc__d^G%+|w|DDpa8f
z-8bk4I*=HMXqGSZ`Uz+icI^5yX;74NGgUe@ekTOzL*i>_v_F4sxZwZ5e5TRdE_|OF
z%3Keb<IssFf3_iGv_Kl$)jH>pI?6uYu!}xD+qrt@(N<Q<4n{lJ*u^u<w@?<6(WX~C
zCXz`UzLxo!Qk}~phjM2~K_W{Ye?E|p^+qp0ubhs6`R<P7WWQKf4V$p^I;FR@({>`+
zu?oz}*C+o*&o8~DD_0y7sCIRe#yS1=cHe9-sTx+jab1m(aTQ6KKLJRFVrHDvcIinb
z3Cqf<4}<h{na)urUdP=6T>yR|E<e83LVBm2aF(7;a=%uS+0XbGadk+phH<LmkyHja
z-9Y}#wCrNncleNHhAUh&#o3fd?DxA~zqYpKtFqPU;OhO>$KygEDlkAfm8Q62sI&#r
z0x>($=$IdVj&3CipQR)JzBf;TA3vshitl7Uri&&822eE_>4iN}IH2s#Iu@q(q`Uh;
z`m4%|$p)_a6iQr{?2S9~KJ4g^?s79%c6QO#y2<r+5@snxnC09t0}Aa_eE)a5l!?9>
zg2bWBw0tUmg)h=tJ73pT<%L$@BQ=MQ6cSL6KPf$Io=#~l@o+50mJ5ESe186{BII!R
zXABX_TzlHHDgQ2!D6eXsPYjrDspZ)*RY!9zHOZnvlPgEeL<dtk4y!m{6f&md;o(F&
zXGhN6c{&|KYH0|#4+-J75ng=#zRSv7`yN)T`={lGU5P+u*y_j{1-w*WrT6b#*dF>)
z*Y8=7={DeG-fm&=p>0eDIo!}&yLE6@%xr9YWiDTKZER8pS&*6x3W|3AbV%ml^_Thi
ztsPAy7xk)t#EVtz4YECNt!dFXxnS1~bCb{Nzh=;kg?8xst)CI2Ce}$^S5vLnZ~q<0
ziF=<SF5`N{G+n3f-o?IYP`SN_q?Ub%iH#5IZB`n_$tE`HERwlLID60ojY8q}-XCJd
z4go*_F`Gj1f?rM!H}U1(!}|J55J)k}SliA<a#lST6uUEXerw8T;Zh6x0);EqxSTNk
zSeGa=ANQuC#V=Z#CHe?|R@DLxOM-dcD|e?RX)Sm=bJC77PcXUIMe>KU6?8^((23a1
zPs=-K*BOJ|W*)2g?ez-SA8;R&yL?tV*jS!1rMa}iP0{IS+2<uI7!}fQ=g^kB1_2<#
z52y+RL=E)cLZD_8-6VlbIJUs7A#+j_Xiw0y7XMxvw>!7ALymcM`9No*o)1P5*ROYi
z@kPyic^)=)(vsnDQrGd>g}6h9kNZ?whtski;14)RcYif>d30TDCX)BuaVqC#>HWyE
za`d2Y*0mhyR6J><WH`@tqs%@I0hw&9F1!N9(;weKzjJ33!g1^_wM#@O$4MXqu|U!u
zeOXi>2j=iO_84r=MxG%tk->bu;KY?M`WS*k0<T_}=HY(*q_R9Zjo@fZ|02yQe*7Qn
z*}F}uH$w6Amphu1d<I_c^$@Zu9e+~Nk4&edU&v7r1E5X80~S%200!T71I@Al@A5tX
z2U{7EdTjHqQd9X5f9Uncdkr(EL?Slm7)?3%uMHz?3JWErr7HURPmf0g2;4O26<*iq
zXx@quFPuf?R8*FsrnUD<*3ZT<pT_&-9TDNxC7ut@dgh*J*W0GDI$chEl_8g)b!zEo
za&jEsnLxpePH`y#Ly_Yn4$@Y3mtk!|$VXDXFHFz;F;cvTNcBU`!dYMtUdMQQ<(1Wp
zj-Oh5$Wi+vOOIi^U;yW+V`@5mDl9!F+4$7mbMo@Wz{1783s>D-TC`v{!kpZSz$Jf8
z;h7eV@41)uKIfuA&s>oa`|0e`jH^&>dzJY@X;V1IIyxcO6#IQnvCZb~@}o0>Do{fk
zr<MJ=V)`o0x;6&?%;9r%#Y-FasY*|G2cKs>*YQb}uO`g*(9!GUIU0DTr`HFns-fPZ
zf`U}k+=AhkGD<)AgND9x{+f<&CFY{PKi@HBKFMRs`4ybrM=u|%A>A!q@JS-Y=a$O$
zq}idj!aZlJ{XAJ@4N_J=xPY2c+n7Mg-~%xjkVAgwogif%+5iKZN97kV5uq#PL}%3z
zMh%PBty*>;1F;&$rJgh`Th7?0OIqVAO)BBnCf7z^*R>Q6g`7rzO8v^gtyk3E{@k8H
z`T~PgmG*?Nkeo8dTHkGJ`<5t>9-224WPa7vE}0;=zZb&hkR3l#iRGi|Dpmj7>vU(p
zyR)q?)qBk`vcm-wd(d7I1=Xd@$oz<=XKnN}x1)(W&Y3nbIG6$jHJYP)T~OptqoaAa
zxw&<8zHPFe{c2@yzUaYfC>J?t=GN`l_zrqSg@uLq@wPPYeF+*DH4ltAK}sApDVpHB
z!xA*Qs;AciWEqRrR7GzzEdcw#5po(pao3A1ANRy`cF|A~9LlFlZ#tZDoiQY?%gk1M
z_v-F-z~sQl0OV4d_;5I4pJF2Q^)s+^{DphShCADpQ|xb*ajm73XhisM(Ds;zyeLyj
z4M^wLFvi8VqiBJcMmPEqF~J~w?DO-Dy!YX4Xc-`FxpqTS?L4tv_mDg@g3(wnupkeH
z@<4O5`Oj~!Y%bFa6Xxq#9p1SvR%_*0UG)Syb0gwfl3#0!zz4~1yyz)EfF{#?F4^|c
zN)Z?u=9*A_A+N3UqFV))_)=I))#59$j2MZNY+*`o(5#34@C<%4uWslu3bgZ=8tzHh
z##Fj&6Q+3PIsXIeABr%N{w#4ne(6Zq_uVE=zT_9~Jp(y^$fHLw01znoIsz=Z9GviF
z$p5@wgd0!3zb3HS0ll74TjTWvK0!fMfM6i#JCVyuRRI?RpgpsB+Vs<&I7eutZU9W1
zILTe~+#G1U_rHjDDuXJ)16v(>G&%CjwQ;10*6ah|hKZF<{CWkn??wT_qCLxx@J*%l
zcjp1y$Ft_wuEET!S?wPlboE;PHzj4ly=pBhBtIPm_FEjl=JiF|AJ=<<pCeP8qsa$>
z=wqNvWIm5?3hUN9AtW^Vai3T$ur=H_iJcaZRofVS13jMQj2UKQRBSXvFgX&zfkPWK
z>nmwO4--AGwN&=GhkDLC46EoAwz&H`X-onWC79x=gCG(1GJ9H{6Bj?_!%66GZB3nE
z@*JuGP}M?8=68Hi%4YV;!<HdSZ1VI6V#kesLT_)c5s)=<L6dmngOP@ofk9~ARPOSC
z&%lIw+ci7893csbPU2FpL%HaCJX0sks#`<>>z^<l_l%s{l&(1h@)~*(f8??{R21}D
zfa#oIgtV6}deem}<T1d+n^^!FMK1WDIxjNF;;XVVGn)@GG7hcv4s2PrU7JX=!c`(1
zs1G-9-5PS2Pfi0Rfq{WJyrG%<dVP1jzK2-Qp4cbqhCA=sI^Xf)`-_Hymm7ZF8Ns7T
zfZu43dX#_Y_-hF@K%0A$)(6hm$X9<PNiGunD5=|5k+ThgIK7Vn=G6q}?E(lS=exVH
zVC}tdQ1{KsGiw|{ATX4fnVD#`r-v5W(l&A-_Z~7*B1ScA;q-k9wgHxfwv%`2c}rKQ
z=|h5VQPPsf_#ka#I#p9?n(#{xKVyJ{o?(_alK%uR12x9H_V)HhpokzitjZu54EcCa
z&Ly8(X9<-bpFZ<_g?*JFu=|wY9MmLr8_eX4!$rxOdXh6h3X<V4gGVC<w1&odL)EE1
z)E4Q&1CDBHPEW0*%M4sS5@S~i$QE-B-*i*lf*a4Q^+5`2aLz<-m71yl`62-$*xH)G
zA7oL&OkZ_p%|9*37iiM$5{=Q((Ljdx1kRR4?<*O$;aPwk#UTaJKzeo?;@E8(UDkZw
z?~6ab^PfHYPf|WJy@10AX<VFppoSv~a1gUD@O(zv@3l0QdCxuIe0#Gx&vR7BX0{O_
z72gMcVaC<njhHa3lDDOS?#4mjiii=b#y6SY9QHkuj3{3dG>2E!IS8O=wf$N8bI*XG
z)<z{vjCsI8WLmH_$|GFtrj{1nO5S=J*?*1*)RKPH1$k2IvUrGEKa{e8)FZ6BA>WE`
z%m#e{U5}PnJ&Y^Trt<K%G?nB)Q!bqOj;Z5((gQFT*Y?x8Rl_UXCZD@&^2z1cfXpER
z+_bknB52S;$nATk!LV-HH5R9LQ`?sOsN<!RAx9>!M9p#yBs&Tf7*gWSOA@{<w^9Zq
zF`uLgld#R^Uu)OZ%wS$U)S*`U90Q=%Ebc)&@Dqd{6vD$YY2GfUrKcwdD72~45$dY5
zrdG1%;X_L)n^RWNiHTWzF9>V<54mPfs#JYp<=uxIAo9b|J}luDzJ8_e(`;La^Ubel
zc~iQLr80~&9j9F1LEwx&30PejiO9k6iM)7EbnyV9Y7Xw~<-yY@w}^mz>lME@j4I))
zhZ$z1DNBq^;cR<`;I8gpa>IrL_4qLyNI@iR4UingB_wWCS{t~{RxW#ZrBn?Cvi7Og
z^uZdKySV7|qeBdaymNa2y(6+92g!R%O5(fz)x96(33?Y0@{Tswy+yX|Q&|MT$G?qB
z0@c<3h8O-nAL-KO4ohAPEC}wvfQ1+hT&qkR9HO=z*|(}t<}!++@huj_OZypjeSlW5
z`XN!nw|g<bl4*ph`lw^d`txl4f{zpGygbs7`9W6l9+t6DFzrM=J7c8+2QJ*{DZT<*
z+fy;dZZO`%2aqB*uw0uVJVut4)7IbkELBmZpMY78lDj|N%6(i^^htO)J=CjBa#7|t
zrpWnt=KVkl|4bHLny?-u<%`Urqq{XgG>BXvG7g@D)bcBS2%EFetbraJo^gnhor#GF
zK~q~GpF+@-(wb0Wxhm_8EWVIR-1L9&0LrW@gOu*WA%fc%i2gICNH_BT|6H8^`SA@4
alQ_{yJSQIBDd!}EpDRilsN4%C{{I3w9(CFP

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/bluebell_synthesised.csv b/modelling/data/abingdon-all/seasonal/bluebell_synthesised.csv
new file mode 100644
index 0000000..d3b4507
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/bluebell_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.34232699e-10,3.1752743274839643e-09
+2,0,1.100339622e-06,2.6028532386508965e-05
+3,0,0.00695911573,0.1646178739165397
+4,19,0.6664150299999999,15.764046703765196
+5,21,0.9803466999999999,23.190099966205874
+6,0,0.01871483113,0.4426993070465395
+7,0,5.85774212e-06,0.00013856488254517993
+8,0,1.369705322e-09,3.24003776841644e-08
+9,0,2.9035754e-13,6.868407246682854e-12
+10,0,5.80274892e-17,1.3726401846774532e-15
+11,0,1.129941193e-20,2.6728757511606792e-19
+12,0,2.213221162e-24,5.235374382767069e-23
diff --git a/modelling/data/abingdon-all/seasonal/bluebell_synthesised.png b/modelling/data/abingdon-all/seasonal/bluebell_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..5965ef268448fd9d83f24f5eba0c84ed9677b6fd
GIT binary patch
literal 57827
zcmd3OcTkhr-*3dlvZ%NgRFvYnh^!P9>0MS)5l~TjQ#zpvp@o2g9RU#mDIq8VQUf6*
z)BvKOAPGH?P*jjmQlumSLXvyp{@!=)+_`gS?)~d##^EufJkL4j`F=m`@Z_qc+0Ngk
ze}_OIJ1<@Q=Q;!;egOgzV{Y35p1ED}#UK384LffaW*y`e7IEv2C&c1bSg?Okn7{9B
z`EbuWp}s+Z>Z+$tsp=@p`-FuBhw7@S1^o9bRD<q#s~x{EU=KcJd+<g3PzdC}9?`!|
z-l%@?UEi!O{bO<?GM7HSHPVqi)VYYl%TS-xJlgA>c7D%`Q}2)aQ_kHxci^x?m!HH-
zu|m(~jBA&_J;15S_+M5kcy?X$UX_{HrHkh@L%v^8TzrOS8`A!MQRzRLk@=VTBx!ke
zvAI8eh1_g=IV?;-`zuOcHU*rA=pldaFEjYRhY-ka-`_55`u9J79T6+|&(nK$-MjXm
z!|jh+PyBm$_r9syzJCvm-yc0C8a42c|F-*}_`iqGgSR~s`}gpo_WySudvTj<9KZI(
zix;_xDhd2#x1bh2PH50?eI$J37BMoY?%NjjZ+&B(xD<L+0E&IK&rqv?zfrAfL#lWr
z8~y1J`Q5dGH%l9Y&<-MsGqwftSQ(7gUD?+S4G!GNxE2DtBB&%k-`L*Xetw`h<+w%m
z+hvlGYbcGF#MzxHZzx!G=g*oM-61xQjX8OGc=&vH{09ZjYKAfEX}Yc*WV9>VPQq#A
zft+|WAum$!vGm1@JwkYU#@@bBZxlnaU!!??dfKP!rBcJs_Y&+MnXVV$?;wz{#6f11
z9R$)qTtK%lW4=vR-AWKPOf<vGii$3{BG~DnYYVQz(y3%U%M`=)ck5ghiD{O(9I4+x
z$8?9047jW4ny)4<E_t{B>P#+bnMNWfNE*JYA?kK-zxwg%;h?6zHRvJdzOKCaU7TZ|
z?{D9G)~yxtv5}Y;hfDEy9W_kI6gNe%c1rA~5Ox&WqFsoDMDNd^KTB%|=f^d_er-a<
z2a)>=&5?=x!%!p3yoiaYYch%uh;!1jYY^ir@TJd+?4+QW_O*T#3WaXrGlD49?vE~;
zn<JI`J-ajJ`pwmD`uUZ*#IAYv<QX_R;scX7RewAZ{Cs4zns9wmz`?WIw#sSK@{uW=
zh@NbXb>5_~(mln%MoCGjPd4ye<aDZ8uG|IH`sqFY(@C51=#4CbK<?Z3bWfR}iKfxG
zYPUxIs*kWT`H*_Y_LnYUedj%pn<3wK9RgGQ%G1QEdtU__O&%<<X3yjVZSlmuda_qh
zcT++^vhHO?WY`Ov3Wq{Da8l7zNm_3-13!4<CY&S2e<(YCovWwiL2*5^eFexwWX;W+
zH?JL3_`aVe_vWaIO3zvoeD&KS*w41DWjNgM_Lr2wXb9xH_^&Tz=S*%~XbflE@tZYZ
z4_f!czX{B^=|?>*kxy9ZH?J_{bfup}mZY^ml8lg@EXs5VZWE`}g}5hjtIKcZboptJ
zF*P+v-p<3CS8BX^?o<j_2CN*L&`C7C$+hG(wjXzaibwC#ncmG`BgKUi{Bc8eMU|D7
zEkZsEsT;33K0wB{o$2&nn@+O|WV0(>nklYY%<+iHfbd4ot)qgR)9w$g8#UC`2R`q?
z_@<d>DEqRj6Q4d^NkeUX_^gc~d+}CsLx~~rgEB+=(F;Sit}tfM)Fmsch%U7esP6h~
z0gQ%>(9H_}_P45PxJ$9lxBGi3V-tQ~*X@eZliE5WJ7prU(MH{?HH`9bkEp16VRVil
zkW5|i(Q}REHctAkugnpnd^#6?wo8&vqMQ0}^NmqDp)<b??e-6FXqGXOSZYXFNQv8U
z7smQLNn%;Wt*0$JX(Ff`{_~@zx$b@@=^1vXMw7b*JQl0TNcn_2YwdHIqMmg-DrzPx
zT*DP3cSEq0*`iGy(WWn!e|c!}L@>c6(C7;pb}BaA|KPa|L-yE`LC&!+q&Pw7ekm#3
z`npQlPwaqYs7nnCu`+-X+;GJCUo(TvY)BNFB(wCZTRMp9db`2{N2|4$J{{8l>n<Mw
z3IJCZh2Rh{47z$`TfDeTVEjPemZ+qpB%-%~6w6Wf?zqe12X?Oano14{`IAB&6v|>W
zwo2|yjQ=QqBA8VioULY`@k1?c&0N?b8D9MZj0WbT`{arSH9S0d)Q&!ONI$ZQ0Or-q
zz#4{b<}9h%-nbDKm4FS-)`HC#%&B&}D@4#kKTaIu*x|?SB&LOoOY@Wo3>-C=`%g<O
ze*=bKjKqL-ddolyBL6T70(oq5SSxVlFGWQ-9aUOGGSn;Qz0Ayn-w6#x@{UA|g_z(g
zoEwMhCsc(SG$TIs$Mke027}qavlqxD^*F(XR|@~*0oTZN4r5_bRYBpSz18K*ORf>a
z_TCzela<bm`o+0-p2i(+Tw#vu&BoSvlQ{H|>Vi>(q`}Hn8mFwXp)0g?(^l>7l9Cbu
z4XGDVNh>MNyHjapWySTMBs70SgtqV0(xxWK8c+sCMh=EiMYZvBclUCNBDm?&kVu9r
zzB3kFk*Q%N<0Ln>8sW<u1k(_+bV(QxzT^GSC>aKB<SmS4m*(iT&L52<0txbPg(IKa
zIFk+4XTbPuvL08)C^n{s&%#Z{@^q;D)lQ>b4YAXoQi*Kt1RNcASkID4_Mm;36biWc
zJU-pqXnBXM{zyxb%t=SCGiL%GB*fv2VyMmRVMjqHj{6iDL7+a|d3a{D>XzxJ#W?U4
zc}mtrza^Dep$tuU{CEjfpYRq8<_u|NZXki_O?%6W3XsFD$X4?gY+PMgI`i)e;`7KI
zsi~=dggKu`G2qzshU4ghXI1>g`7-pwCRVpv%aJfw>Z7czEaFn{Yf}SB{h!8Vq;Y2&
zigyHy7=DQeUo&iv>Bg}Ts5AomfNM;jwX-ur2i&WCmKE3gK{LsaN3Zcp5q?dO#6|8f
zMO@J0mj|PAD#l58QchmzR=Jp}WqW#f|0Tt!Ejtc=o$SaMXYFh>$faq4RvX^y{f@C0
z3^sQh)L!cRh;SJtjNGzQdU`U2x%|n{oH3byHKwzyz;z*p8^joC0>dbvMGDqvR9Il`
zitJ9V02yV~Kx#A+ET#zJB64DJUtXO)Hr>)T1Ntm?hn%7Q>|`vL_g;1x-@*_0#KUod
zEX)KlVvsONQKNpf0;)l~@M9a{*`ozf5fpZZI6FIkQp@KQMp3Z7c_~JMk@_C7o1DVZ
z{QTDXae+gA2jlUv<lw*@ozNm$yQI;|R=l5|pZ-ak@}FZ-G-RG0v#ww?($a_@MvHat
zc($l7Se?r2@4rr4FD?C>CQ;-Zghxewf1(om8cV)?fcJvNyW{HQME`Av%EfOIR|KH&
z28OgeJFG<<ooQI8lxT?Udvji(_DbrRV?$WU-Wz8YhAWnxKr0gDe=0`BN`uKWV<I>d
zD0+?C4F>z`Z=c56;yJ%v&|7X$)}~36y2h^k$b0kVPho(9f`aAU_b#^YAeK<&)p_2Y
zKy<Bv@^c^8cL<Ztt8}|n&dq`9HL(Jm)zb2^0e}Iy#h?MzGs@6}JMjyI(2p+eW`z5V
z2}T@!#oXX{?@^4WV0kQljBvO0kaun$U9f-u{yb3&#LEHjWLfnoxuE*=IE?Hpa9aRP
zLMCi7Cx|dAZ2zE6(w}N^H8o8L-H?r%PW5X0J{+$qLL#Bf;tE0zzD36<`=Fi?-hcFa
z6lc^MDW{x`newA0BU!dCQH7yI3W9!{w>D^P#ok&<=YPY+@}p_djpO{a+vqm2A}Obk
z7CB0pI?c82-nGLhgzQ+HkS`!f!^cHEFHlay?<MVpxoSxAK#PE_MgyzdowhJi?T!rC
zrT??_@s<k#EvRscZ{7iy$fL7n`}AfwO;VrmJm>IHPewE`7}Zi$)f?xeXq89*?GMCE
zPYx~X)U9~oSm1g>Ja3I*;LRg)b)dr7(G(l0t6cGjV=@P8r=UX3bwh6kyI$y=^p6`>
zopot4%KM%d@91Y-?UW~d0~hBQv&l9>evH4lLd^~V0FWN7o)t<qG^=dpIK<s$gNhMR
z!`pjM{BGVofV}08^Vi8OoVXGnB|VjWu6IAGmf2MNz9x>16AFl#*+t4Hd=6d3Sq#V*
zt3~>3Y6%|Ayxo|Bs9r)Gl3*83WZHXVDZM6KrF<l;;HMRh)}GY#fR-n>6n?md6=GBA
zbSRAa?U5YQNm%B}Fa6kwFE^#mP$vc9y=?qsY-4CML!BC75kSEzoyfr&-0LGYsk&y&
z%fjj3<}PQ{PQwjd<=e#WOHIRtd@jGODZ}n3mC5C^;*6#lQo&2&lQ~P`7Z~PEYIdV%
z3wkrNe5UCBZehe+9ZO?$iKv^w0`Xka0mx?yt?_Bez}5Jz7WT&dnMfL;#WRx1R`GPH
zeOs8{{osJhtWz8)1&{c4oM@E-GSmBBTZUch2yPABM6yddj_Wb@O_9}mbLV_^m(|c*
zweR(15aoEvFr$cf^iHkGn1Q%PMCJLvPf?^K&QkdF(BatUzjJlk5wYEOIpUfOb+l4M
z>&Ev)wZO$ShS`H6`-%=jo+AbAeCS~9*8)BF;fVsmj_!M#x9XxgRXkY{wr<!O(Ztf=
z^s6XePWzLf94o`Mzh-fvBm;82;E~bBtwd6Q(dvk1#^S_2K&566y*vFo<nbi{hq-Ew
z6?MV(Ds5L&zIoODvvsHRAbtH(+VQ!U)|Md|LU2J_#=T$$Jw+Bd?`0Fw4_^-*#zuR*
zwlmN#`#4+n<j~V06FpF99Aom-iQ4UJ&|2cTA$H74pBb{nMlN8iF2qEGIuX5~Qdm?p
z|MX;~&*CCUfB6axt%1cvXBiR@Ve=)$y1YuIvT7e*LxJvkLriDa{QH|WHl<}FAy~41
z=a+IvJn>M%P_y38*3C$VXEvdM-`+ns%3?w7mRNB@YRREdEMW$K>=|Xp=HZNyHD4Gz
z8<QP{ll$`KeBz)z*(o&XMOuzft8f1PdIuC1ZHi=Ny2jR9lhj}CwbJh^x#WumC}0g4
z9ar1IjkMvOcCs-Ya7jZv+yDg0Z<+r!w#8w`^k+qsKYQ5|6sMIq!aq|R5|4%)a5FHA
zBpJP7p=`}@{jD-#S8D>w^NNRD=%t}mWp>V9da@k*p8#8g&AC%Ugya^%4<jZgi~LeX
zZIb3T5NA6UyO`*DzkDZD<8*~rDOfTgpVliH)0}nL4&^pwL)vU-y1_jB3Qt)@MFr+}
z&Fs4OM4E;DP6n7{8%ZiR?~a^Yncljnk=PUFOUo!Rf$&LKQSvE>e6)!9?n%}t^<B{9
z-DU-jELH>|y4Ro<ZgdH{9;<2U>_fjE9;<~Vd2sZ=Oopmd@QS$Zx$1l~C_P-l>7Z+H
z&-k{^167NNdr)0N-Z}rBfez9rn1ZI1-B0lxMhL>SzkL)X)7M9?Wf6F~u5VR7iGar(
zfyWHZ&J5EGb}RQKWotlJK=mMRhdA8*B(1O(|3LG&#D@(wIxZl55>S<{C<6@*jc7oL
z;sfF9bHz8WU;ln~|MvZ_ma54Ed!WC0Q3h_5Hj}2{$weghq<b-7&CvbkoTPQb-nB#}
z@?yBnEp$8n*R4jqqGhfeIVL;2?NfGr6Ck9PZgWo*^L%Qnvw3{CP4aN0O7j+|@le<X
zlw8SXr7)w7!Z=_C$MJ<*Ou?Jz05u*BvbuC>QFy90lxBJU1wz&?O#xc&)kze?GA~>P
zM31f2yKtE~6}Yq1;Wi85jzWc_I88MAqm!;vZIzKhcn<)!1duY;ZPt*a;i_@xk<e#*
z&thk6QvEdtv$!4u2%k;-tIBrs(DfC-px4lNxxg5UEP9jQTs`BFIVvMh4zimnnzh?6
z^vtn^Ur1NS+FoXyv8YgwF^|F9lRdeaR~L>4W+6G}7b_c?cL*2lXL7{%RJI7#pCcO(
z_g(=^n|~#@=)hzqIzz1DHHPHSRp~EnjD<XH-qo#*$-n$=QKM&{Uvvn|dh#ISbbwqv
z*Zu_IN^bJ}rv;3^iNt;TQ@1|9P_Q%$?)IsDrn@j3kg~tj99E}%xIaEXM8w$4Mwad-
zi-nGW@l=LH9pgavu7K=%?@ieN@J!kVO4nhSa~<(-q>cnUQQIc<)Br#C1qxk=iXru_
zM2(r4>A5=Sq3AKtXaaQs$M@!a5<4a0s-YVlDRSsUHG=ku#<NGHPBrm4ROIqhx~)ry
z>?F~;dknXux;~Vq*_gu87+LTO*dXMi#Q#LZ+`}_tjluw%G1I2mz9qH=j}q{tTkxJ?
z*jViDYPU>rUzJzT1Fl7GwqDP9d5z7T;|Mvt9Tk0CPmlWfpSYPU@7%j}NGQkjCCgxJ
zTz5GytR}QAv**ZD)<}Iy5>LINmKN^)1jlw)g2-$B0VJgle|5X9RIBm7t#2%okS$V9
zm>sVwZ?|dYga_VxEaH5hy|8L!QdRYHMLD^UWbvu7m;s`Qa%gpb*bb{!N>%Z^{ot^%
zQ*(5!QFn*I_}G~x<x>a!Vx+XUdB=nw0^s1!l4I!Z%x2Fl`;07KdqQ}O^1`gBddP-$
zJUetWVN~Xp$pLti2(HR~#UgkB_i9o(W1%D%A>VOJnZ;fW+{Of)rPEDl^|hK(t*-JP
z#Z(asMT}_nw7*crmEa^&G?1;RW?K3E_b9=NqT)|a>kjHvX3Iul=&p@#l5xRBKdF*C
zGEV!j)Vs&9dv-I8(^wjIGcI+kM|Qn=%WASBFk;DR;P2+NZkE)(cTM8?C^qP1p&J<K
z(DEZSc^!hC7`c7Vnn7=$PJ65$bapb0Njj^CdLI?&I->;1_ZA6tk1u5)=en1w{nLZ(
zG>biV9Lmw85d%Y^D)KXpJxnUvwM9z3Px-m$s5;3=*i>YRoR0~?<Y(%^KiCGT?ipAB
z!!d=r!;+A8km@m4Yu<OKp&lNS@r^uj<!`DM;ckF7PyGeD8_Do6xhiqL!mj%L_NSxO
z-Cw?}c)tkOIGlpE%okrf=c$SS>cjRfX*M6J0nG@VdootLUoVv4DAVoApSQKVQ04iQ
ziglLo%Z4-SJF}!GWu<o4+$|k~)pCo{Km8o~8@nXVDL6ks?oC~6tZ8Um=J$>+t2xA=
zJ`(7wSLu%uIha-s82kmbcDJ_1BAB5{>rfVE$2VE-aM4_2kc9UZW92)--jVA%cPkA!
z&g`IfGI1yIy~DhIgnz@l`cBAh-oNEw=+706=<1T%Z!w?oUrs^y+){0reItdJ&`83~
z1q>8fK&$UPOA#OO_rtLg>k*5~o`OTJ#w;V@TFReo2mZo($#WEX1r7%05*_wEAB$q9
zYFgU>`5LRFVU)UXDHIAS!}IVQd598rshd+PUEOiuAJ%0lW!&<6>{-|V`Tl3I(2Sm$
zGA#;n^bMgQbv*sFch(2O+`Ei)>VEp8KgxW4c%QSyU>{G{$emW+&CuhHr_dUS$xj-G
z-Lx;H$TEaS3mYdTkp{vyZJ9#>*6EDq!(E+nabwKR+VZQetvwho(`wRmM*JP7m%dC?
zP+ba71lGTY6LkAChWxl-TH2g>eI?DEvHW$mO5i|$HR}t!zo*N5#6RUKz0R>G*gb2`
z&_=hFyi!_bH~@iEKM~<nuko1W9!pLdA{FP0uJGjBxv?@F0~ft>VwZC!{X-m~{eR3?
zE3f*Q9Gt3j^mQ$DC@Yy^{zVtOVMv4_)_!D~Wcj|f>+pgeQu(&ZjA&W-%~ZLdpYUnz
zjB<rF?43N?LXB&|=YeK6?$u#4&>=@atN>o{V26|A?hhQ8cP$rIyD!o=y6GJ3MBo#d
zoMAB+Lrp{1=Ef{_?}uX@nB)r6dU2?~9HoB5W}uLWiLUFw<TfUvH$Bxjyqu2R#&z;z
zyt1z%9mwCteFd97QbpS7N`vL(jSuts_|nQh{b{~Xl$v>_Dm#vVwYANQ>pO*54~yH~
zg^9?)JcILYl^vtis?Exk7L_8xsosuIE_dz|ygiS~)rkb)SZ`BPQMpawxL0|#os~yt
zkMrL}23ZV(dyveOY0s4^ISB{9Sy9`v7A_kJ_byE?K9Y+ak;B4-jX`a$lirw~vnQ05
z=|4j^Lv9}ic+&U_CJ-IRqfX|wJ|22r^Gv?%C`}*+wSHTnSK}E-$vmDD%?B{0;3Kh%
zFqb*3usUF6#EzS*c_zEi1l_bB+Iy!>{J?LXU3R<s#L!Yd7d2$gXlihQM#zmz)m`Z|
z<>N;&Xw@8z=hbTA!`CRCc?$(8hIcRr1F~<MTj;#^)Hnp_a-{d#uwxLLJiRhBx8nz>
zgs}KKI5`zP(&f!{HD&%!UyJ{lqWyiFGi>N)&l$OjlE=-v7My|(Srf`nc0(|_DCfSn
z1<mMg!Uu<>%ZKrL-Jd&rM~hl`<E&iva6HXowB8e@q%z{sgQwT={CY>B*pdvbiO7Pz
z<!o`M7;BvA+GnfS?;Gr)Ljh%T*S+oKheZT@d|3X&nGls@14KCqpOHbYh^e#iNs8pb
zj7?)$Q|!?0jZso;5#Tm@Cn9f~D4dLPgYC4aJM><YKXKV{WVzl*O*!%w%iT2`h$2-=
zEmDKnmJH9xPe&hVQ|lL=Q+Q-twf~ti#JraRr2Jm8_<6?i$INeDtS4j_c#n=EoIPKd
zJUhRv)=v+8AG`Y$2RI3M!lEP6i&sATiH2(Sj<J8hsgv?pM$C*zUJoaXg!m}6_Zd3I
zWD#xBhWMkhmC(xij;JGgcsk7PK!hBx9J4?_g8kADn7M;<j~|=T5>dg=As^BVn24RO
z;TEYyjyM#Q6w$YC=52a!D4~3c&bxwhs}onK=yQ07(QsbOTdC$E$0rTF5u_lLwM`m1
zvn@#d1_!Y8e4c%?`^nB*EMMq3PhrujSK;cJjEcdO=7)LGD_bCu!kR52i5}dV2JH`b
z);!J;_7_{pS$TPR^}@{L5Lj=ZPaKtVXHaSd43U@-EfN5K<mMi+Lc26?;D7x15oO3<
z8IWQ@Ghe>kX9c80{kge0!Gix9kn8+7O#qAL$pKHqgo~%qff}u-qoXss4ixL(#<@W4
zgo%*WLi>cRTGP*Sz3!H|+SNTgkt&pT)b!zR%>)6T2L})=UbfrC%o>OGN3G$2kcTE^
z1jvb6p@8ad6n+EllF3lx;yAkWNT7+Vp>xjqzVHSm{FYIir)Ob}>pA3BUteDnvZVCc
zPwGICwUI+(v4bLsu!ZD}LJZGyj+rHg;ov}`cO083uOZ&SRkv6e08LCl!z|9wXnHA8
zU+-;Q$7cZ<GA?I$6<5v3`TOs`m%ii~P+O81p?XHqT&4^*r6cL^fhBf5YihzMydHQj
z*#@rWtUo5%ghYe5fz!Enx|H%BK78nvvL<3!!nLndS5EAwPoK6m2vzW7{d9te7slgi
zIv1N$9`2Hv7k%k_O6PcpU~S?6E{GD!#L|}E)h@39Xeg<>g|o)c>qyut$!P*!fl90m
zHaw65??hCN2)HsWgM&9n$5QnB=j#FqYcu)0<b$W*j|$+EJQq7s&_paRfHwKpq^71U
z_Z2;67wpQI5QpWgjZjt*ot3}DIec6SUAs<=$-U>iOOJla3OHVkM3qn=|7h^I)Z`=;
zk?55-xiO<vG0{@Mx<qviZ)UXcn2jW1&|N-nA$IZ#%5dD;$?3>aeWt4O{3xK38&pax
zhU+{)Dh6kUaYm(AjEfw$Gr*cWO~U+v7%x%T{0VbYnc7}-jaA(#tIKLy&fW1>PN`P#
z*H%qA5@tX-@zWVHa0RA3wvW0~Zn$+{fsqfXhv#S@s-IbPmtxn8hi5-y?2ZF5$0NZZ
zykDs}x1V0`|9jQYS*-G(-Sk6x;pJ&co?QF|NzHUV(BneSv{KR@4D9K?9Lh=<#+*ke
zPj#KS0KV5!@mMDYrQH7c3{24?d)niJL(ywkb6^)I9sN2fX_8aOuwMAB#jP#g>yUP8
zq;tl&N0xC$n|s!a43!%;HZy|_HCN8VWi)X`77h;XDYtsy<+AUZZE`OAp$EDoM`AJ0
zw7a!&TTD*cR{CfBG5XSTMFz3b_Xo7Wqq7%-RECmV5@Af7a{I7!N7#K&TYIkzi^f{z
zKseg&VX3FSgUt2rjaojd`z5<t_kG5qPu6FfggzX;{8aZ_+zyTIJvCQ82iqUVdhVjq
z9(ckXkGwxK=pUo0+P#F?v-@??j3cfDG2sN{XW|;v{s||x>dr1rm67BYi>>%du7&-U
zQlw)>y)P>WE(4a=utKKOcaNM1EWyJT71vh<il9!`Gy&nBg|tx|F*Isf{VqYP!5;H>
zwaX0azJl$n>8$<Y?1(3g;|w>eObu{y5E-K_N}RkZ?uB>0iz?Nlo4PYpLNP@Q^??pI
zTCR#~$jAM}fa=IAWBy;llk3&O1(bTv(U(ALd7G9B<>8v?%>gJQ4y)LcMQOPgZfI9j
zJT%MESb|;x#N9AFZ&dgPUAUJ+z;}OmvKKaBp`~NJRw00%2;ae&)IRyh4K)fZk`~4A
zn1Jk-^tI}^Ab(9U0GTgiW__?*fh+#}qQ66n_=|w(62vzqvBO;CZJ#^l4oq<Q_W+&5
zzsb;{AT2UQPh+2nY;xn@DqNZ!z&KRY_*)PfYUY6754oFhI$ajLMXa1q42#539@vmb
zeq4JC$Fez*hc3VLNo1fuhCt^rAyXHMw+~)YM7{+SY|lQCum0vSuuA`ZY=87W9sXar
z@)t(7E9QQ6`p@V5qn42|y%?!KzVvCEl9rY&3<i_d3s;73`}g-g=WpG5{rm5~V?93a
zfoYt%&{rreEuAZITcT4zGsNlk-v8r|!qDq_QE}L`^K}*x|J1vigoIQtN3`DE)F=D9
zleTL0lc_y9|EC{&zSUjHI#WoM&G~=5)c+13l=Oi?7d^JkEJo&<|LN!Nzhgadq&4J;
zg~43iUkVC3nRe&?4K&<6*xTEi&!FPVnwp$yYilpxV6)joSL%VsGDk8;1_zSOqoW%@
zdmCzriz|Hl_8<6vr5heU$oBz*Ra#b-K70G9UHlBVwvu9*ObW$8@v)=5eMx+L{JRv?
zf3D@t7cp_EeYNs!U)vJWk;sba=@0%A*KKWS8y4o~iJYrn-~W4VXEil-H}$DF;<Ql_
zoO&&v-u!pTB8)A1T=N>BC5fNst;`ktGb6E0(a%lW226^zm98rA-326k(qS!K6ufWO
zvkrmFX3;z3lkL+KTrIA3?-RcpnbFJ(B^q+yjC&;i*9T7T+OcxKTn#e2gG)Q|-?5L!
zr(&P}XDI)7u@2)aRAAHxg3tt`nL9BL+BfLMXQNkqkg#F<b>PaHPSC2_cUfP*{(=D7
z_~R73BAmy-Bl+P#<~M_%FvcJIPk`k1FrXhLAyXZ59fyO$;&Vkd5&_WWvIy3MNUI71
zUf--J2jK4Rj(zld{-aAt9MNSt+^D|k@Uto!9piYZHvM{d-r0G1-<hoIMEUR|5Qt1w
zMbibVSci8hWaicL7R`6gT-ShKi9<xN{*Zo^^M^GLU|pjjEyCi?p`jrlAO!XUkGcYj
zJu74YOExd|XM)^p9-MjY^5v(oLf)hqtO*h=C5p$$a|Ul-Qgc;6EJ~JCTh1}5!(Y-T
z2o~8P*<p0XbqBANj_nX*$?MMK{KKwJZ;EL_SDh0SXK@j>QVUEio7tE4$HMrFY3W%R
zZ+t)ugLq>NEER8Qel6LB>YtOaOZOtMXtTYDxg|zG9?%8OzXqH`fA{QwF{%9qNC)hO
zoAh;BhMYOCazgrrvyt%VTs12azZC)r*m9l}{dKRw;^%cQlWRhwww<yDi<e&4AOqwA
z)LJ$$87huNx7r`hWkV}{LmEYTGmyK(#Y!T^VYZ(FfTDjI#3#&~quKrWCJDKBq1Ucm
zt6|Vj%f@YlD1OzA{ORWD<>d!5E4skDW_KD1PET{J^cU~%GTI0(=9B~kO;sB+fp_ar
z0sp0sZvQ?rGxN8anw5l<a&RCO7=R8j6(VP}rUztKWWx{$M6&>BHBi8fA};T++d16K
zp_oTZBJiP(CqSH_56FqL&!`=43ctHV{YaNW9e!*kN)#FUS6}Iau^!+n0=Qj6;|701
zAkq5W`)W&;zf~~;V?s*aFbXqW?g$*D-oe*nP81`<vzN&jvz%e+=4GND45(0lD=K!D
zSY!i;H+Z}@e;RnM@wn!tu9GmJh%Ny6U;r4bFks6-H&z!Nus*4xxPf>8l;lq0waW>5
zvzCJHUCiOQ+S|_!nj+P`lS@m_3Gc!eD)95q)QML?oe(8~e1U8ohH+7}%zX!%)jwsn
z=v`4p5)|pf1t|udeP(hMiK-13fsq*OLcV4uQ)rQ+Ifv<19f%+-1FG=B1r@*rniq8S
z=QrX(dWipql>z%k8BhAL;;$i~pP2lPG@O)088Iu)gAQ_z;^4x#f(lA0rlBMJQZEd=
ze;|Qu8Gb@gu`afR#Xl=7EOclL59kdL<&*@#cAZ5=OoU+cRDfY*A@S7Z&SwPy1C%i2
zvn$<s*ef?BFb*~}$DrmyP)g>($?lAHD)aVB@wU$gm}GFQK9mjgTfd>wo4-&Pq*(l-
zX?1J40kbJ;Ik&UQp@a!R8w6QPDf3sSQjlLu#IGSL>%RX^t8d{pvwXoSBi6Y_eiQdT
zA~lQs(X#PFt>^N-8#ivu0?ak={bM5Xv|ZH-(6vE=Vx?G<tF>EAq{`eKSzJ4&VucEN
z643HBl_~uP1ai79-oEfAOr}A9sjWe(n1ug;i<@po>uuzQSD%jP;4rAjmd#st`G-;g
z;`P2<r=+U7tAWut$*<fizfw)Nh7NlS%&Yj+i9E%1;H(b~4*GzgfwVz%SWPFsWX4d_
zfS;_#48~ZAz_;J0=SKxpWn<_jn?|D83yT_!BymfSNa*z<<E0L=Jrmb)r-5oc<SJaZ
z^==S~QdEYB_0^yn2n%TP5#IWmJrgtresUP3p)|a{98^3t?`2<HVew<@_nkceK^W6l
z*ZI39SO#;?Pc}rKg+M+$!^}rpv@F&>Hl#HNRoqdPsr|WLFr-+<R{ELx6L@SbqcA>?
z8&QNZ;*Nz1h#VXEU{QM9;>QCG>+@wW;FjsNwO<9;Qrs<|t6}KRfG)on2Mg<yTir(A
z?md2GTLb_8UdwH3byCj_zTVxuB8pLwz7coq+<&lE-rLz3nG7NXG@TsG*Yb3+s`9Hj
ze+N;U0Ej0Bh|(F?uV-tGVi32oN{s)M7vZ4~$&{y`CM3auvV==^02NnTU*Q?d9IGF&
zmp$cX+#3LR)Q%|BwSo&eaRJ#)Bw(l0J>CJf!LXcp7vMfXtoY+)j)v74bc>*2V29G+
zN84kyzFW$aPMq*rtX&mD5scqe`!a3BTH}kD{x*}^%1~@!2(S#gC&sJY&3YFCpe>Lm
zcSU`6w_bnfpKv2^P*c9vC$e0A6Cdw+cy4W}TkWQ!<H8k%Al;n=gYw3vp&4xU+u_&a
zXU<f}zH=^r(g#`s!=IKTYZN%9Efe|m-YxOS@p3rAyxe9M6qWfaefWn~pvfMsIX^yC
z)nSEeaY#!|?VD#9|M{n=ncePux4BRwR4=$Cp~3yv3{GT~5C>P1R~MQz8iE3O#UF$#
zKSS30+FlpGc%(N&tZK*yW=MRhl)Qh1dNcZXu|*2r_zkrIws00$u3p^gg`TQg?eU%C
zjralI3Dp^(!Sn;}T<V<{bpiMTambL-mvHx_=d#hWM_~#QZ)HQjoVE-e7OSyI9E^X<
zSy%CypE=xVvQ=h!P-AB&$b2NY#96C2OMW<3)V~?rQm3b`DAgltKl$^ryu-<l0S4W!
zsX&>Bg-_p^*>o&D<HcYlt%gAwi@Wg%HK3|FL)2#0P35+_U%QqX*vP<1;T;Jv^#c~;
zc`PutLE${$vZKAoqu4tO6M<aclT)D_`l#;IGxd$E5-$*P3c*-c3^WHljkdj`bqm8}
z=V%3m#}``ESkb;@O$~0Zl`kEV-uVdq<fVADsm4Q$yz=uC|K9qkdUllV9ONIkL&cYL
z5*ncYKp-oT33t?CUCKdTx9TjjG|p`fEzo0A&KL#!-Uz!X5)RnF#U3tEnD?@HTE6Lp
zh7@LwCiTI89=M8wKuehi37|Sa!*2kH7KB)E6hxyQJa}Nqp@9|_&vbQmuBZ=fR(B}p
zH3m7X18byYY3U9!X6ds-jh96Yt@bVxOa<jNS-=R2qt5*u)YiRKHd222Y;+n(F^bHw
z5)D6#G@SovzyINrJKa*ILPu^r(%D2CDzjYxqUd%C2bl0=k;M1<^k#!Utmj0HO@|ro
zJGXotc8N+&*1xFB;aq(7I|!IE)~AYndT^H!O*jU<gMWcL!0xoNQLg%O1$ujBoE2*;
z8g(|XoZEbjJ;sMx*5^;EIMwxzGK-D)CCsK};`5YS<3Ch*E6+`Lg%qVacCu@sWL@i7
zm4U&|Ge#sG+7aiN#g7z_L__+{OX=5sEz`J*Sy0|K?~Ysu*deu%3nUY-FR#80YSlUv
zXMAi316tefEoxM(0iBHu>%U~_HgZN=<)U9(|5XrWl~p|D*Jf3g=*PaGG6HqSpSE)w
zWI{ErBQ|+UK;%L`{9)NTdU-z`q#}voHYE0&MAbW&5B}Gk>o`oHhF={lB9U|*b@_*s
zDt^oW2Gn{|UFEzasu3Mq6=ae)FwX!15L^wz{bQ<`Y)Se_+xcH)U9*BY14f<}_8OmG
zAg(Ip#tHHE0oPC`E9>5WZUBZZjA;wl_ZUg+EtC0k_<?}iB5Y2(<~v#dVol{hyfi3=
zH;Q`%P?{R=rK%OM*J!8+jE%~OU)!a|6b;*Tkg%HrL9}fV58sJjQn8bM>MR6{egT9h
zhCvZ424Pj5HcN>+yN+mI6^WGKMoG@+jf7_$ir!f4)I+mDhT*Cx$r`hGzBupi=O<o(
zJhmbw;o@J`MOQ)us`i+F7T?v?jjZXpwchoS6juej;{#v=M>0>8q0<FTEm%ZE!s9=9
zm!?u|7*Dlc;=Y-#wR9kPr8jzGN{{@R$Tj!>Uiaa6vbq1$^r_o0S(WzQE3Zzy{s?ik
z9kp>Oh(q99<SIrhpJqq@@ObOTc_mn9PV}J+gJNpWI6`svKTXwrD9Vd;lBTX@k&)GB
z|E&*;bFQ0B`rdlX<wRUE<=hyZu1V*v_FW#Yr@$TUuibbAkgk<i8!3_YEL0Wp{L`z;
zp#I-B{irz?VA~8DhLMMr(69aOrF&FOwd9{)MWFq|;a?b9^GoyjQYE&kHz##wLw9y&
z{a)qq-8oX{BZEaR`o2@dLUtphW^;wXZu~0OOQUV<iTSN{Vg(+*^5wIC{rZ%Ka>?nF
zEf{gu`dx#!h}c2@nrQBg^{$HRYZ=>iiHNsx)322J8|bJ+e*;%+p>yo-!n3T>xj7Bv
zu0wn3;>&*#YoxJ=1pZ^?T)RRE5?h!`$>@+9UE-J)ZOPEG_6EO#7<Y>NNJ!uEH^lWz
zuOoDHZtBk9D}s!|9Ne=0rFQ@M471VWbK{L-3p~L;(x(V)-g6N8fI#vSe<kGm7H5*K
zI~PXO+s4iHo}>~;yKOsWIYZYi&U2H%z(I_ieo>-7gWA3O-z$nOJQ7~$>VooO5oYGT
zqm8!u{lkUhnxOPSAd5*N?)JF6<HFpJGO>jO?n|${{S%0^w8EqCEyKR8zlpvy;aBba
z<goGb#)`cge}wvW`sGiS+zs!r5OVTP(f7TV7j>;aJN@DbAqY1_|Mvdb1S<C+Q@7yX
z?0(qpU-O{Dnp8;-T2d|cxM(&xCg=?Ieimr|r^aB!_$v62FCyg=z*g1?BO_O!?~174
z@hh+Lt*s1ha>pZ3Aj`cUDpD1J{yGP6qfPnakEanJ-bj1})WfR4s0|S&NRdmVYmbc3
z>%#DM6Ow%we$7Y+5!TNW9=0?3x~GKoj$=g3zjVEyS;A!x^>c1IYk{2_drUss_)f6i
znpwUSgumson)I5<ov(5N8!my`T9=35*t6#b%qG`|@nIk!bMoZL?)qP45s)FN#Sj4A
zOfB>09v%*Syc)XMBB7g;U=ksoIpyq!1%wK+=feW|(oT(uAGt^SO)?|sA^n)Qo8T9z
z8RA6)lG!7$sox;-E<-n?4$H@ixS;APP9wAsAC%^mdt3(I_%fr!C&ws`us8CGx%sdB
z84}2%CU_t++k<rGtEHu-H<}%J9+L<zEdG;}o8`VB!dlV%e0J`__Q(9*Golrq&qMI@
zuq*Yg>#15759!Fn>E~FoB%i6iC_+-!PK!ZyvqWStb-0<lq$#D06h6PvbXk}0%SuVT
z=5gq?Y>L?=pBa%Oe!d4}p2I%wxBbV{-{2Y$=g)@RzRiE7A5I_fkvw|5O3tA}L@j%p
zr4PTgt=v^kBfTg>phHtGd4p#uooCKFN<3{C4QIwR7I;u`0mMlVgnC$uu&_uH#XNt5
zm|wnpE^t`{Ag#ZOGP*)oM!Fw)bY=Bp;(-MKGK1$|d3k&5QAZJD{#{EtwA?A>$;hcB
zA_8#${;UX`#cK(*rmLopcHO*i;UVzXtqef$NQICL^1=(E_+Gp{$gIwj(J1S4`E%N1
z=+9!EB2`{?Qmi9GCYn8DTlVJ7n;z)`shC($Yhk@6TYZ0iZ6k&PVf&n!Y}8u;2<K|T
z4XFaaDT6N`0TL@iB;3+Fog2ezSF?%QQ#)vOl*KGyN~bZXear7%sMDX*($mtWJX)C|
zv3dE6IvW57ti9uaGZ~A)To=WemZK~5+rMO~vjLA@$0I<h3M+~N)8ZL9D3JFpEiLua
zJPy}~S5}^A6lIcTyH29RIH?RZy&@16?K^+K`7PjATLPddzUXn#ru9r{Z+O~x8}}7}
zjR!>;R$=HU?sZ<-98^hJc~CNL)sz;CV}a-}D<46&{#8=O7naQu8at^gP1BZw10FtU
z#1&a9nye(`Zln$2qaK1_U>K)AuVJQQ=b0BZb0}b(!m(3+7YdTrI`>XWtUOo(5vidy
zIN%CejSLa@rH|GiTSrfK9w}Iy>V!@-Md^Njd~5|U_I11-XT%)_YzN)$fnuwOyn%>A
zT7gcz?hbdu0fi@n8O#TqXQY18))i3*uEt8_PM+IRLO-n{@2l_|VXY@f_ue4*<;_P&
z?mW%|SSp{PvfDESni6!6oMvTcukQ6FIKEnxI((X#NF583x~~V^BP2P96p(TYjR4u$
zb%1sbU<2IU3oP{*XBFi+bHyk>AeZ!uWE{m-ACvE32f$g0BLKq<Zy$7!#{vb(ayL;d
zN$S%EK+9;(2{p9{v2+eac@{o+%}htbTg8|M;``PjEZrVk4wM+$2&MjZ=eVlG0o7kB
zENJDXajWfex#X;zoP}J;ojZ3n02PB>AjiKrK8K?QhUQW2swf<^c!4N+qSs~?(b~^x
zNg~^Q9Y&~95Y(j+_mnk~9Ms3Fb7I1b<0SPLE>vS5JVlg%vXrNAUL!+o*58Y*h*Y2G
zeUg9rElqzWD!2dw)l)Bz3;r*)wZZP@lg?1y!4%s1#6-8c5i@)0`n4mGR~lbR!Ny<p
zEl$P166u-%H0(RsS@`;OTMd9|wA<ZBH8i938^gotOC1(%!oY{{sO6btqhe?OFEUpF
z7jm*eyD&a?bzxkM4C?Fa^F;f8mPKo##;r}v3TQN+c&e_1v9y;jr?U(Z(KS?1%?*G?
zw6wyYlC5vv{2@Zx=!m>_RX{<ldJ(G4D<J(0a*4-g*MW}LTR*`(+yw*!e##mc;z?1S
zyoCYiFg_GvVq#LWxKl=VFzv;Q?@{#X&iFu)CWj26f$ajg!14JOfe5h5E`Ui6)O-k3
zln>T6HpBi`aB>KLBM%P`ZJubuj|mrDR<`^lM~l=F*f|aCXqfC2&>ffkDcH|(j-W)*
zz^xS;*a*^k@v<~98L&zbT}F1UM16a3AeZcimx-Qzofi!9z?+F25OzLS!+pxg1eI&6
zv(}yIi{5ZNfXnMCJ))Fs$-8$x;ZB`NhiUX6D$DTv`SW=u30rjV)cQF<dqN-d_k+dL
zR*9eb&H-l<r5QAFBn;U+EZRjiDgfJIwl@TPe7Zk?*?yJx8bphu;zm!40`3WU-4PQ&
zb(}crn&>P_DE=msAX5K`Y%qqwiBmpgZ<qVGeMQ*kE_0bE(_cBB^}BC#Q|<Z2bK!9%
z5wULL$kg8<#`>kI>49<}c+(gWPS>djMVS3!ZI)GY?HPagW));8tpZ_o0f=|iX`j8U
zX95~nAY>ZPbRT%C0_{5^R4(Xa$O%^;sSi<$!l)~(BITTcqRWl^8LgH@=F_NU-4$tN
z(<M>l5c4xexr~T04)`16Ik7gf5)C)VbcrrWOP}+~iWj*bX$o_B@ywH2ZUYk_9bwoV
z?r&jlpJg52TEs|^HPD^K0ZB$Nr?;3unE3n?>u=Rf#47O&hxd<Tlo$;nO~}%##J<KW
z321-&y^Y2|vYhC?ek5*VQTNA7>p@up89K0<mh;6Jqco0lZ3nL1my2)%!;Fu9wBgd5
zWnn-B(c_JKk5t_fO!fCIA3YK-aNu|kRJ#DRvx`KE!00u`dn()Bys4uRQxS8YSFa2m
zazT6k(IOP^dYDjJR}iRP`R;B%<dj3Xzmg9j@ZW!RWVqeb!xW)fRiN`MTymkIQ?gXO
z;oXAl0RU}x<P<?o{)T=C1JMd?lWP){qx)bIexo<O|LD%#I^Ky3waSt7mTs<A8ns}v
zCMQc4N6$hItCsEcP3e1yR(;D0L0CTz&<#C7kS}aZE;1lgyP?J75t}{-@031!QMAu%
z-oatqQo;i_4NTsMq8Yj1)=fQP5gqeaD3RgJF%cEgC4*H27c6bIk-(P7ZG7FzkVdoE
zlznj$M2FU<g7S<amiDS$KFO~Z7iMTzH4(NFvyBXdGB${|%^zr4ePA8lHvfQ9SXoJ|
z@42iHHVm?F3mXB__qC)x838Ri0T)`cUM{sGqJ~>2eg)x9SNa7qnTr&3VMjFU4oYn9
zu6YAzQ3OGa&s9O54PC<;zZ*J@EjMw*(a)9{_+|M8W~BONB@WAfBFFfE4Nt_6^9akV
zGYZqoc6U$h>u#X?Y;giDQQ2{zGZVbLjCov_kmz|=I%524H>IW_Kf@jh(^sMPVT8(u
zs~Q?~%TGHTuk>^TBh!7P_U`MUcQGKakbqlGVzJ4tk~)TsA`9HaePyV9Mf`A%U&*a&
z(0fbWs*PWwoFqyedMSR%4qib}lkuy{yfgctvxEH%0(GpjqHHt@%KIV8`eFQ4(ngX~
zonval_4e-OEXw3uQ#rDEk`3;Dq%PXsS^m)>fYi#$qfH$aFT3$)bKYXhE5}<z5c<hq
zH7Q|34awu&1h}3iQt;gMGS9WY{&Yk_Q<J{p$-$y^hhr#U^yykpS5WJ#i_S~kz~sO7
z-0x6x#I@j9&eO>kMb<Tq=issfnGD~7?(u=foNVooH*up~J4V82_=#w9kusS}oR<2l
zwp%7*?AzJU-_xt-y$1SKPLi2H0}~Z+KJe4OJBjf5EGVSAq){5LmNZa)mmEo>hoqD@
zK!WBC4HY-x`@+MzStW7U1uecm;EQtz2*kzsSV^&f6tyuv4I;;Z#cLVjJ}QUFcDPCz
z>md69X8Pc{13YFl`X31qOX#hYo(JG@dwGif)$EwtWY&+PmBbaj;foqSu3uPyVIh#&
zYUPWm>Evo26HZtW7+iOEUgci0T%JG|kPdB<>Qx_B87ms*i4_p$mTVOJib#&$A!TZQ
zFjbLitYl*^m6tAFrNkg8O?|6U`l898YO$&DP^p7Bw-V2L4y{!xxFCO{(T{e>i#eD1
zU(`w3$cYN|1~v0uu^JI3wR1lVV$5+@USq=$j^zm=O=r$YS$%lEPPEN$5U}%u;cnQI
z_NOK?kz<4F?1lE&BUEw*G6ulrS(=eBs)kC<*-w?`-MY25^n-YMTl#rM_wGQY8cmlE
zR*yxu|3fRG>VBRdLg7;9#615Dd1&dv<wMPz7jjzY>onjS$xiRe;4E!vdapTkR>}MM
zo05uh?e04(7PWY#=|D{w72Ms&Ut83uijwC_4GG1_Z)IqoolhFNfI;wMgAe42@siGJ
za_rDeTb*v#*wJdC9M}>|EpeQW-2wf_19nd3q{f(ZCP>9UUnZZqR?%l|ozX|NAHLWv
z_C)G_?HLKe+)SzmDFCKnIy8(e9}c!h3}+OTI<^-BqcLo>ezwe>_hGNq*~Xsu8j;`7
z8@~8dL^Ee~)2W5{xWjg+sG_rB(OmkiocHP@Ls2h@E5P-p*HH^oC**JD_&2%-rL0e2
zRp}Yxb<ym3FTDM@X^v$;d6Cz^g;UJqS41$1l6zq?)n9J_yJ+n_vQX`HG2`1Dlg@O%
zhX%k<<HU$BI$(LG=cu|Q!kXb|ZD%*@5$B*Jrq%r(yGNYaS@lqVc*m!CM~8%WS4R`W
zon#R!*Mtp2%C%Q)B%V?bDve}=3$8y^oJ9MX(t0Q_hw^IkUk^cQuS=wc&%S=78y8gn
zBO`x-VYe=Q^+7v%$2`FH)}Ef8y|HX0$zn7`ETh_wwU;XhNYsFJb#>i|A0SYwI*5(G
zB3YK*PJw0q=d3z^Q6-r22?ytSXPiH=9nF|%hQcmL82wZo$dUzSzkLO30F~iV@36kH
z*gG&Eu-@eP)Zyw`74>=eK+*9@AW}5|e2l!?2S^5z-U<Rwvr{QX;SH{i&E{nv4?eXJ
z;_~w>JaPV=ht$2oMn^<JgI6|j1G-_3_&a5dKGq`@yFAS7j7jrez@1yPd_EZO4-&J*
z10G%RsA2uC%UkR&lsE?kHZ5LIbnKTtl_Y00@fqV>7yR0$-0s`i;~1)gdlrh88=9<2
zSiS8nXJ7P2eA;mJ>t;n>e`SsQyA%s&eDd<Y!e5P5#ol_)gAUIl=lTn?H3PDZsDpL|
z%2Y)g+E9GO@IPJBLOcAj$jpk{n38LsFtZU361V3}1dsw0ATcSPn+&LOuj8l3d(MP0
zoT@_mI(#;L1K3KBme<^2#GkXeWsoes7U0l0l*Aso!xk^$QlM(yMwIH18ZxxaTOyDW
zbt-h`3Qe~WEkn)Nw{PDp&`l%!vMD;=R4VTy*iV}QVkqHa*u`X#4%4fFQ%*I6%U8wD
zre7zvGRGUwx`8|gqOEU=m8$AG&tJUr<%sX9;Y14#>?LNL-n~ylQ+z@!80@ZVNUQK^
zQ<E^X|JkEk<)}F!+WvTZ=LZm6i#zUW>y;=i(d!`JRn$T~sJtNB1=G0qIo-c?NX$>_
zE;b)!;fPnhRJPd{{V|XB=~&82P#l1B^I$JJA#Ksud0OPZ9BJNI>aO+a`%}@5A}#Ti
z5A?@~_{I!_b-)C44<&2LOk%Dv)&eGZc0bA4XY3(l7apY+iqw4@E=N_&_y%<z99Q=7
zzvo}(>UYl>ZjfQJ4th53P+dS*d}KzH-=RjE<867sFEt6y0nt!BY2{bG8qNVm6rG;{
zq3iL6r4{VuwVkATvCCtAg%knyp&f|Y41j&n*0j?q>Sy;!1UsCf6fHR#IO`o?jMV-B
zW@d06%W-l&V_Bag0BrV7-Xtb?Jc;oA<_pC=73E)PCw&?{KEJ3NJNfbBN8)4=+j+P1
ze~Xs8FhWcHJMq}?yolyWySX<hZwFVH2C9c!o(sP7-xs{xF_-<PlEO;d!9I3m%P-jy
zsFy`{I;t6SGdV8;EIhxLOof`+9e?Mmv~8cNgp@<?U{SuK&8<LH3u*Unb@@>ChpGM%
zBB_b_tWbedtOClEv}^OeZBMh^W2v4deKtF@|59L8?ijp!Y(JVVpaDh9Al{-6x8ozA
zIEncu?mido$Aah<6D~wE$oJUQkIdmm_GUF_XCK{}dm>=%%vJBOpVOc8wSdf~qnSQ3
zZ{ToD7Rq$*iL4~7&-+M97(e?{WP61X&Ej5!$1<EPFQ+Eg-vnuaF_%IjsG1`^x<!tN
zj{pnz_!5_aM4-F#0YrYED9~oynI4onGk(Z!lH1vzzwLl8zIFD!VpDfm(N>83>m+H7
zuDLI}Am4u3YGGqJT9<0~Py8q+^uM+}9~-3EbMQy^ZlF%xJ@rcgkg>)ZuYX@`UC(tj
zZ(av4*fpVE<y33^_sORl2f@oAE815Ifttnew$DOubV)TWBpf%dA<ius)c+?S5s?`*
zTuHg`<A=w8WZ`3HPieI`ri#1s_FXJ|aId`2aBz<(NYbnO3jy;9F&7+!*MOqvSopG%
z7jz!xoB)jXCwX}-Ca|4M-CO&kBRs2_vF;B<z6@E;$Ue(gX<}}L&^lXmzW@GIgTFEu
zH~e3=1MfRJE+{Cf*Y7pn5M^`L)(-59p#YA<DH&I2j&*iJyw@r`{RrlJb)|f(Vc%X<
zdC;DHJF6B@t8aTpi8#qhfV{gq#306h*}2IZ7>wIjmX~`JZ+;9-Z#1IOL)9qvuKgNr
zUd+#yd%Af_bNzi<5p%NGD}5jnvJL7;Wp*6MoFBeqA$@8Sq_=%~X2y@lVNfuhi8Xmh
zB(f^2fZ%^7!sgJM6p&ep?ho<x_YaGILm=t!#u7Du3D7YL3x!<fu5uFL>bw!IoAY&e
z$<KQ|2Ci=q*IYRg5x>sstg|frI~B9k;19A_VR(>P)!URXKko<j>79NZQP=60)!Dkw
z@wZ><d$iLTb#)}E*~k0~3I&wa&Zdy&8?HZ`iL!sm#GKD$evU&>mR8m>MmR#JTf)Zq
zy>)lGU#Q9e>@lvQpm1JXT--9hRjb1An#S3)+6O*J0WV<Qw^IR(%vx>@Nl$dvzs4hS
z7%>~rFdg~<cHN7mIu8G4`8sI6pjIzz@wsn5nYE>8AVs&zyc2|fBWmQ^L}`#j&wFcU
z+V)udFIlb<MVZXEZ{NP^_E!)I$rLY*M3;KqD#I`}U-Upj4C&_JV8lkOdr^Z}fv66z
z_*Wk^e!R~$VCbKUYU#3HDX@N>m@crEaVi^+uycv6>mhim@O?uV$=>D)!nE^g2hHPc
zKWM68G#Y<t=?=Ee$D2dk-4G<!Me&+Of3yb39If~FtS?i`YU|#Wo2HxwDIed9=+^y?
zEidMwg@Yd|`$T`tC*Si|bYfwG-+ZGU#uXmHyglY@(r@{$B&atObzn{qG3;Xz;`vBU
zQAOd><T(8P%k;k#iZ3O>Cd?O?zAA&i)&qeA|8f%?aPCPfeJHVotpca6!+j+NHZIP^
ziiS#qlar2RDxMlWfpYzNra7iglP|2jl6qUmcCfngpG<U^cL?_U`a?OrV!!SqPqgz%
zjlt+lI1T<k*n0DLsNd*qT((wAt9|(-Wl6}srey5<zAIUVP#9y$)*@w#EFr=$jI|hK
z*D7S08B2DN3}Z=VsImR-_vrgPzt{6TfAvq^^Iq=z+~-`^b*{sJ;=_X7$QJ(EDk<Wv
zk=x)q!}OHrg|leZ!AFl12j5;*QYJ+kzh5+In<7Ru?*8eF7LPGtV}vP4q-;=cJnlFO
zZceb3#!=)~<cfz=UbRzA6?7LWm2+>1jkoGYh9GNmska|^Ek4K=FDgDyO11rf*nQ_J
z>!ne*M}6EkVXe^m*21{YxvG)bczv(^+=YdK7H!3=xUbmMc9xZ6rp{3i4MKN~Mi^vy
zmt;8owR8#pc-xOq6l7EV#$s=?m%9b)iQ>-wC?6nWhM?{WA$p@xvLXsKBjFO?LP(wF
zh`**`MCVr(!z#``c#lVJyB&Yq2p)@HIyJMdzzOXo9YVswcOODdM6xuOAz6jJtMIYv
zcIun@nA0xgU{$JT59`j9N*Sg1sZWn@y<OfspRC=L@hXiL8N%p2)v?_frCD+dCPaDf
zm42;@W<x;u_r%hEBxkjUO9R?MOf;36_~Q^1$2?=8wDwS)_hZ@3NP1FO&ZW7&+XzX3
zl#!{`63|Mbe4?hf*C#Db>CX#Xwz|;wl`WS#$@-kxV~YV57pJG`mpY=|#Uq+le)Lwt
z{x@Z(r%@$KIb%hoIg@i_-i26_-MD5gB_VVr?(D=~uUEyS)yUEY=5Ki5yL?x~Qm$s|
zO}=#H8^8N`_kO=;>3L9fm9Q`ojnkc499V~Rcd^E_1=~JURcO4+ZFA+v5mDrw8Z`@3
z^Qy=Qvy!%!Cadi3((H+d>9@O$zxwa?P8D7%T~i9Vlcz+;@<|h`sx<d4S@@$_d@u{<
z<1`@L2T?wPyR<{YX{dxa=&YN|yc#-%!!O0%-{{?V%B@CzHyrxo1468#^k`$x%&U%N
zrH`HLIr6Gi-J6TQnvc!7qf46`CvEqtOANM>mZ$D%Difghd58ge_UYOgOE|?oy5%le
z!ptkC=50jBrJdyoxzOJ=l+sG?W23GMqMg*<@_Rdfrlq-Mq@*TV%4~lwV84fxcT1Oh
zsWSyBbquH?Qj45<7==`K7g`C#ObA|}!?aq3QnK1}Im1h2*Rt*EFkdkO;Qt$Xd6F5I
zF)!mSa_XF;d(}L#%$vROUz}cMy_yFk$!PyI2K3}#Gpi|$oB;`EJrvuMFMzNDCn7KO
zW~0cRJNU%G-rQg3gh|~PYf|N7^}+GEv8?5s14;|Z^X)k0@C_YG=MmG{8XnuvCB|_%
z3qD3|ZV8n+9G>mhX}VF3lbugBfkzJ><n+Z5<_&Z;ChqQNV7(&;nu8_+35KNrGF)o~
z73ee2a^VcDP)eNJBB-AgTJu5Es$jt^IPwd`>U3AfzdMHuuPgHHRpkJyAEuqqh4hn~
z17X&Dm4IE13pT;RT>>XI9K}W~c|t$@N1*RMLyIL**AK<-&I;`HLy}>jLC^rcN6NrU
zClE9&c!SQ2Mu5-O0)pEU^lJ31AQy@<76A^41N;RBY5_R>3=(H5|9GbPQbQc@iY043
z*+p5GJsJiG`ol}A>covs%`noWz}J5JHpPL?6Fmm{Pw+ZL+szj#-9~;Y-UED`6W1Y@
z2pF85-~=L80-(*Siu5y-Ga`3L&Y^Q@*4TT0{d-<WYeHsJCm9i8z*q(Hohpgk+qDBF
z$;m^tTM&ACxYDj2TUdC`tLiXaRApURom1b=rrW~0_V(~j{_d$|3qOyLJ?S0Fmxisy
zqE~!{v&C%YUV7xcF&CB>=${9xVfN)Ri@xm^%?_nyiS0z%cRq*Piy^S|Dw8fw0AGkK
zS-4q01+Ywm0OQp5_zRkXEq#1ks1uM=)Amk}Uj)Q?Y*kHx|BIkOcsQsD_jnlCIDr{_
zX|>c3B=NxZ3O_HRwt|T5BwA0LXPpu}o2(qv#jb{2iw>RH9#OuP6m2ARIh}Ek%STj7
z*`+x(<-4PAc}89M>3ke*NsG>0mKx<QlL1a5UfA%a`Z6C&%QUE8-{UVZ0DuPxOd%ve
zS$4ex0J_$ruLClCgKs=xZC;j`SpTWVXR@BVq0h>AY>F#9)2Vgo(9RTB4R$!T`NhQF
zm3Z8lVtjF-?gNJ_&&>9D>jGqvGeA)z8(ZY8FUx<Lq%Q)3xPf2aKV(mM{QR2PJEav@
zV#-WM3`zI9G`zD~K6Lb`LTM{5n=dQh&hhyM+n)R&DhZ#|OMMf1AO3;i>R3UF*lFtl
zPmSJ{rG7MFK_UFR<9V8nR}d!yt4J(S0whsd^7ow+mY{gwW;uOIZV0CiRG=!z6^oFN
z5Jv5zAg>AEps?m__7^MvTnP!?SU($SGO(>mI?ZA%wo!SmSadzRp7O#`t<V_FJm-#8
z%ZVsKrpG>@sg<Ly_i_RvVUGmVLbq{H+hSz6me!;7df+@JF*$r6W#utIj{;1FkNR+`
zsQERgwor-}$f)%`eQIip|D1`(pJ{!0w)CF>J(PMEP7WsTW}Q$Ycfuqt{@&gCDPN9^
zx%48vl+YIJRJ!R@?>(A1TBIr(v*+U#>Tv#87k=nBx5r=9X&yO*#`;vKc@6AanZK;B
zT_N9Cou2OD&Fnk%iwmn6!Jqcon0*NcP08`(jsqm4|4f|t?*=_;=*cc%J2E<EajOxV
zDv=c+g3eqG*F-tlw`#IQR-2Z^m1Rw+N4QAl)UKNFDdo5Qo@~C>NtyKFuAySQUcD+U
z&Qw*jU#+}!H$B4_bF9HobMMLS+>gd1!Wk9TuCJ1h^9X@G5cMscJsJlrVLTR_4Ij0E
z3X}rmpQ^+S(4{rM3V1TRd+}X*s~MGds<nDjg!S!u&hbgPM9tVXx3%Uz-IwZPig`0i
zN14_B!t;S>#IAVK-Fz!yrT8c-PuYii6LZ6nViJ+Pkzv1+hsz>&Jt^4P%V9~diM^}I
zHO=?DEsu71M-BMJV?WqCH#_$*!`sVa6BSI!shj!*-}m(@|70sr{THl$NpvDrA`9Fz
zpGpvsh)Nm)0AygV(mb(OW%YKQ;nl0r>qyXyCc&)b!yP`=8vcP591#6EK~_VH$!x<5
z-`U!R61zs->jmUOUSCoSEO$>>;(1&B#x!)Uw4FMQ!N<#l{)o;}R_)K6L=X6hmJLl$
zX6ExqEwjceBVZRIRqmr8?F4)GjIxwht!9$SilT&Lqs4_+_o{cP!)>88ZdosY1q>k;
z4tQ{*Ab3PXME^3RaNae_mY2Bc3Zi*xg0LlZtjU|wXMD7_tnNQRb^JJ&qbTHjMd?=j
zXExR~&B=lbMFoGODYL%MQ<_$XhgWVn64%$Ow{5GB4rdUFqMFwZ!ZOrX9nl9)LSZc9
z?Xrf6xj71=B&fiSE%2*!2N5z`kfz9si|a!|hnj8B2`ksM0}$SzT?iAJQ1t@Yntel&
zL))L>YkdA44r;%4NAvPLtH`Hvko}%LP5y~1s)$fxo~Pj>@@JN4ME6Txgh|rmg!wvy
zEy!`~M3k>QgaAGugAj2YXtbo+K0umaK=Rr^iYYvSVBeB7$PcydBDy8&iP=-zXy7cc
z>aYi>vPFQ?SOZ%@@Y$LVwSY6c`DfJ_W-rX6*2%fCXynqun7H9QucDpD$`!Ma7P~#9
z(dvY-<?Ric$Yf%C7Wu}oIMVIOrkuoRznM#*mrFyrPU-k1x6P#fLr@s~SpD``{3MWz
zQvoizEU6v_`1D8Py^9Idrv%7o$jBTGATjN*<=Tuy<wcRfp`k@U2OyP4uKbyPV07mc
zAky6TR+?MxW$$kHdWBa9Y1fST9Qm8X#$U0zB6F<;|KU&Zz4>AM!A+(iwm+DG`gx?s
zD|uB#*MSZDniQo5%|a)JLdQ>&l%BZ4Hvwl=Y4yPykxLAyq43EL4ndYVpei}EIEnxg
z7!|+;mD_0yR2xXRgf7<(FGex25;yKL(4DY{HoRT4Ze&DQZR@DR<kH6B2LXt8H(bdT
z@DHi!_(U&7T9FW(5%5^=pd&hXI#<t+rKEh4_^Y+$zCyJI2BagIJS8%E`{_tCGfZL{
zo{^{se7bT#QIKqAIhI%avufD+X9X@MXVU$e?^gU`*-<v0GNqHuk8Yp+R$9BN*X?wu
zTp$FMnv4o|nPWIYrI>wBbOZ?*OHmI43Js@Snr=o8gn12Plg2Wmq<epA`Ki<1K2_yD
zL0iesnHTPBc6hCt?kI0CCa~be+m4jauSyuIS+0FV69AxpR3UZoEk-ljPxcnjOYO(;
z2`I5+zmct9M%mmPA_@p_l;Q^+CkxMCSa{eHqjUhLb`6o?m&BB$WADI~0tk8Gde<Wn
zY=`4_J#gneLhhRC5))!TUHM78uu)7@Lj0N#ZQqvBF8g0uofT1X-HJ5ziUU*m?qs07
zmEBWdR&i*DIE~9Meo$|1`GlNaw!V#B)&H<*)ts3n;2H0kv!E&OvUtTvuP0@(?40of
zECQ2yMf~>zs0WMP9J+9SkGkae{vx(-)XJR>F8Li=v{1gIy->~o!#D?p4y!GwAa$DR
z!ZHZeMM729s-rS(^^pzDjZUPxReZ^Tk#{`8#X1iz=xePr5Ec$Yxh>t{B<PJyv|r|!
zuedn$YRai7X=uqaXzR6lCJ+j{l6S(jORPgV_5vK5&8R<i+o|s|bXy*a@`G#~{<Zyf
z#fa5Hxulqw4?ibG&c**A$ZYB8&Z$BbW?()w2DY==-9v4wxAtB@SA&v9Aa!<ttyZ}J
zE;?bcx<2S#2(flf(bzrVryhjgTa5H5l78TO@{N23lsc3p)6q$R*0rcgQ_#->dRh9x
zLRv%WBD3W{cerX`IqNG$oz6}}FPEUAv?_gZ=cDBUh=6eg?kss#<G%1WxL4BLW+om~
z$)eAn-+Et%-eg`l)a;gbQm<^0{7sugp5F4dbTAzQCO8kBg1^};%al5AuFl6O`_+~7
zeR)vWIc3#c(@R#@f2udwPc+pdOs`LirYtEZSy+oMJBU*Rc>cblRZCpZ-9Ce=XsGGu
z|A}d#M$|{mtSSyp+Lv`)xn!Z$vjQhI*_!mC1NMIOOJ^yb>*p;Q3#Tezf<LXKom&9#
z7MgE#w*SYC7Pq_oup|rHvAo((r@0kG6oOIY+kQyuvUm$A`^<g;cmnF2iaHT~WII9f
z(p~hsVY#>VpRI`#X`dRm5>6|-4IOff+`i?8E&@{CBOZ<0HAkOXjP-MpZ8G7VK++-f
z60Ijhr953aiW$Gu67KC1K4gnG878kOy7!cQX6qXKEiu<iEud}5R%KLcd&wZz#QKjz
zNl;y`aS;M0bclIGTef=zNyGB1+^eqd@DL_3!y?R`o>4TM;gj6KcO`A$g1Di_@)a`=
zJ}JGOfGm#;*vIj`<Wl7D@K>S`Uqr=;&VldY_vuj=`gr-3r5b<Ou3lz&0e&Isp*9Eu
z&t6|N$JXYRjAih2zl<AuHVLgz6y-tq(bSydpCZjFGW)j=GLRlSiMp|woXu2kPI^x9
zKI0>D7<GU!b12~$bgSi%QeH>LzPoHE8oR-*B4y9Pt86tjDek<0F<rUsyHHl;AQ2K|
zOsZGT+RClEE`tcpjST7he0fkoR!mN~Ap}%npWHDw%Ti@T{vFo(1=~KXbWy}V!^NcR
zfm1Af^_$%2VM!H>;uW>C)T^fJgOP<*Q!M2I>-M5@j!)cYo;eh)tXy|CpDIbS7tiub
zRk7*f;<dTp4ZTYpPw8I?;A&rvB9DZdtB850HLK8ZAP|H2vNqQ8Bo#C6NbHGZxzAZr
z=lbu!*J36pR@wd@3BFFJqLZQR5^D)9#KV{Zw0glN>5RaRu9)pSK!?}d<IaE5>6br(
zW?7wecCxTI0dq-J2D_9_<18fm)X`DmyPZCO+d?$_?!h;!Fp#XQ1E(2<t1*8=mcMe+
z05-aFkSZ|hAr_!Oe2r5}(mSV5PB!b7mXR-cP@c0k={@Pqk#4+g-rz+-DinHQWWv|<
zFhQH@P-xum;X8pxZgS;gQ#TA%>X+M^HV<hz;_fZPb%2kyXV<k@cD=r1+96W2d^83o
zG379M4;A5Bh;^cAPu-IF&VlPhy|@akgl8Z%Uj!)97~<7GkV`AAL#X8*!X>=_6#VB1
zj@R_->pWs%ev5sTOxDY@EC7`@VmJ>jAb119sm_&?l3tzINDUoZq0U|qUp#X~!spMq
z*AYt<W_s}hY6%BGFv3>#63_2L3{M~?Qt$@YKE&?<n}ci{e7HsOUx6k2>DwM-+G&Fy
z?#)u$sUQ7xU0D-;#@_6;Kzf8is4f6|m_*NmSLXh%_Z9DDE8~0BlaUjJ??$-$Rl4EW
zTXI?`_3+90ov^~{v#b7kje%qd9KWf7f{R^ik;5Q@rH5g3h1tM9T_=HMQk2$pc;X1y
z=Nj+rP2LjP*kBvo11OIr%mD`Gk3$inqGV=R_(q$}qJnak&{N%6=AR<s5?YoB764Ru
zE}$>>T=c}h@ajJ&Dr);%R*zzd-x$QVs};!I0{2O0`W_IA8t=2)F0pgw$X`^D-|Qd_
z>r)1S{PZ3EU0du%>`gN-y=wF^(nM$uj_hQ%w-$}qf5yW!|CR3z3@F0mxsQ{(Hk;Ad
zA0zG5<HPz~(%kLKq6paIMl=Cf3WDD`aRPdPYvNUvK=m`XOToN3!&ytskaRw6BOtGt
zwfn#`u|#{2%hACCALK#pi4&3%gKqB)1eyuvOE@@}!jh0m3Nn_cEe}!jy|v&wu-P~D
z`kmYB6Io!b?#@}-i(A;5PldV!63%wkY(a~L?wQmdcP6m6R^a5J!V5~Gy3(jdgV1$!
zJ2kghhiOYI;JVuT7Y9bVI)80sVDmOp65M(exR;K^uZX3K)m^{y5W2?A1GF0tKo<H9
zwWyB%+%YO0|LJJdlakmdJu0+#JmvXwtVcxN0YU-Ge`vz|u~h%Z%tM(*kg}R)Y##M+
z@Eh^)k@#M2F3o7%a#>N*F0aiM;$=+VFX)jo<yEC}BJP^PIT0|&IRIyaKLf`hSUa^|
z_K&*CS|}HuKQCMmqBjgHSgD=T0m$&&<cA`L2=3+M6cO`vN0t|Miw0M2+1<$jwH!Ft
zAJLYq#GOHo3D-N7{xXD9C#~9qCHDMi8WFM+*dj?Q25soKW^RK`55D?B^bhzv+_d%O
zui*4F6HaEK(9$W6B}qdir7WSvWGFj(Rj!e@)ont93;DbYvwj}}0Sh_>Aaqv8X5IBo
zE75~ZXRLL!CFLAnSQ+3j=dMyzb#-;Gg4F(+VezVponGHa%S>|J#e{J>XqQ~)qrKZv
zTiY_ZF)`ONp`A)T{P^DC@;*gFZh0ZFnpc%kot^k;H3kv{<%9dA?SpI7d*Ooi*vOzp
z*hW$`cdp-*m}N$A1|gv6Lsi^HY$!G_9#=52RV%u<pX<bdccSsc$vN=nm)70^Qpsqe
z0hPQOP0_4;=6_Hdtb)mb?_dd0R7zi7{O%sps7!cHQ_!C~wIBFg9CeorP@BQcEE%dS
z(W4nPlJP4qX4*lnWF-H(Z>El0$~M8&I|5qgg8xBK=ed_42MT}FdM=1tvLaZ^PDbH%
z#MeC?3>SF&4zDjxW3IBixMol+ps1^-w{}TkKxfPvw!hp8_BYkN+6D(p#N^V~fgjT=
zbH}Zng<3)lUBbWKz(4f6?x%X!J<D4;{7Wwxo{4Wi91Y3=A=%5|*Xd{y_Gfp_oMK*#
zGvXSu&xAM0Fr&WDZWZx)H+QEu1b?kaU*v3A`<Mw|=_Ti*@e1DUSP^;@^lsUYLfK|2
zF(IP>eY1?*%NI>)=}TiaPMi#$c@`$NgT{OLNL2Z@9?t=NLtueIVC1v@Xk5t<NBH`A
zOx<|X%ghTscMUPx8Jy!P<`2RSF4jhHRUdd>CbNUqnsm2;Zg7U5_Q^-=tSVSk$_l2E
zBW5}9^GQrY5+b8z&Vip#%%gwSn|ci7NZZwFij8sR?;mgHX&+*yQc@XfjE<Re(~4kE
zPyW+2SU2q`pomjR;Geh|3Nk*>IdD{Glb_$Fm{!C-V~3vTgr30whvRQQ%&!maROz-f
zGkk$eIwOF>qD_rUFuw=5Xz>Y}JfLyS*2Lz-1e}bp#FK`ZhBg(AxRKX?bR=t_!J6Oz
z2vmTrJ<AKC0d03fd`i?qQ}e03PnDPfQ+PA^U5nWQNNoMH0>AEEk2rQ19cdKv+fn%B
zXt_)mq~G|T)e$cl*9For;zf_b^WMMvCzJU!;K}4k0eVu6<TGkg!V>3+0omceP~@F)
zzY_5FdTY%Pu|Cl2`*@o6qiYRiYbi`!cypoczG)r>9Yj-e_XtCgW(3#Bys^tw1T5|v
zquM$U0#$1KO&31S4WwdpQJ%DPjnmYp+2YR|>>uZ7%7?17%M9<71FIH3tZ#S6$*0Qt
zwWp?j45Z!aJK92KJo*p>_?ojL!I*z=24L&r2|}CO{kb3LuM$%n5u>kbO8+|L@4s;q
z+8e)Ss+(4qK79RxYas4QQNpW(LrG1JdPYyi*EPdKi{KV}PSKjz_Rr<-v~!seSx5Y`
z+afD?LFlrvgZWB@#G=gHIrxtQ$sxXsnTxqb&KCH4t2XDW`i9)hH2K0HDmvDcmh;@W
zibdnv!ZIx0d}?}`CCY~||B=gc6+Ksv%Z!-5E~?biG;Sj9W8cfq2>xb<llGZyOgO)=
zzdVkC1F4vvz$6Fg_3$urx_T>@ry>Yl-|p$^`kdJSvoJYb()aVzk{0+w!9?gjKejm5
zQtTQr7k_i1s+>tZs<I6q3Ljib__}_!P;Grnv1i^e#IU7x(rM%#Dv#NKR?0*LLv1DO
zn`bH|EkCR*wJ(uR8FHqK?HD%(<zkmUL6n)^!pOv4v!|&Mtn@SM*R?9iOGl)0a%nio
zez#0)*wG^l6s=9MFXno`SFrC^@FtQizsuUGzrqVK#X+k91rrF^hed-`_~i*2Z8;7F
z<=C*}e$CkF8}ROoXo{;}MkK4k&C*`avS{4m2~42oLm0$R3gV$JHj~vcd$@};XJjHF
zqclj*Z{mc_t6fd_pYoM(qlZ3O;!@PP&l*pd+RB@!nQgN<-XNg}pr{2s*znL9Yp?lA
z<vnWr@d;ke@Of5@*JGrTguU`i<4U+Xw);nZ_;%5$ph0<0O5M|+JS>@KZ1yoG_Ilb+
zkKP-WrLH~jA1JoA+f*B=JB_~(dAMBQ_fgDd|4NuT*4`@gX#hXA4AM8yMZJZ>4*T#p
zf#`wQl%-l%C3BNnx<iDDMmUhG>-hx20*9Xny!F7pAO$s9u@9dqKg!tZ9^^4wbh=8n
z%!#dBAUrNLeI&f^F>AK6YF}G(Nl8LHF6A0V?D{WSX_EvM9_;m?T*Th=4%t+2Dy^cp
z$5G>zZL$LIZK`r8``ASYx&|(Q0zpoe*{|Q@VJg?5T(9noB?R<NS!s)<LUJhMOHI>4
zuv3+60@t$%HDmIEa}g-tx^+A8Z|e1QCz-Frs-1lNQ%vGh*gdaBo?3r>u<nAE#%)pA
z`$6WT5VYUl*0v7@ccO6@R##w?MPhNF-G{BbPgPv8B<98Q<g9`xnxR|69FNLn^k}4r
z;3RENU7sz=WU9pA92Y9=3$rE=Vlq^n$9w3o+=Gr@rDX@qvk|ZbS|s}@O#6|6ej;xE
zk?@4Q^8mg3QGV8PfuOWhwLH?RgA;Zhfom~9d@$Dfdng$Sm+aQGPlxZSm@6&8Ak)oL
zp36=QK55psS;JdL2!{kItSnq{8lCTO+~SSZ`AoFV?zS+WVsC!ee%MT}5!vvjmxuTN
zf1P{Q;kYN7{%JYMqqWAbmzWkvNCwi-9Z>{QkVV=r>0N`KF=bbwr1BkVF1!1If{yNU
zX2T=pGC9y<k5z&8*<At7oWVf?kyKhV>`;5XgHJf&N~!lNh6ynVVcX}AnYpDTZhI^5
zxbJ87YqY%bQUfV2D8z;QVXH9Z8i?DafnWWaHr9?GCpdy-1j*_^Wk&N{x$6<8l>inx
zb=c!f;0+h-?dRkb$7o7;Uk39E4v~};o4Hu3(p1tDkNY&)SPlM+ZiX3(G~>3@U1#`S
zWaobmuW4L)H`Q!fI>r~cJm{=U?y3yCeSJU{G~;zuoGvZ(!AHS=rMCMUW?EEVx{rbw
z&VCwPHPd_l8hAVRTlMtx7PAgcN;%v8x$Y9)TUAtkDHoj-%cUZvZ3`Fe_18pc>no%&
z`8^xaUQ`kLpSq_K3gaIUU@ZtS5Q<bjp-tQT0g3)A7hhh}^z+T})1sZa053xRLBJGn
zQHR0L?%O@wEvn2njgt@5oGtoftjnVg3R#fTE%nG>?~|+OQASm^i-3V4ApdiKj+I#P
zZuvA!V<pbk$XItM^+vRE3ZIqve>6D_ehp95RNi|Vi%~|!J$>)l4h3RCU)p^w%Th)E
zwxl&Q#oQ`xj;yz6?QD7p#3hJ;d4ZGCH@qSQr5Z!+ABlM_+Ox)|`#cL;j-95FY=IYO
zOO_?xZnns1tigynJ=sp(&CuC_A$RW{KMAAsS^2_B+v1l}(6*?S$GWyV^rTw}P?mES
zqI3i+?>T+@MA7m&5*}WQRPu-o{56*oY49=rR`CIILGQr3gmzD}69ihGvmfOY<kPG$
zC52sW>NPddxT>j)bailQ{0<crst-td@~u*ayYv9T1j+EPa$I|_f;<Ky<ZBm4L3`ON
zlKKzAJYpi}pH|@SKOPL58`CSTNUh$|vCm-g6_7X2+Ss|oFMYF0CVZOrH%dkg+$MVl
zZG(NLefv8#TBOp#jH;B@KaU4&iplA9H8J{~2H4omcwANesu@sRP!`h8G#((-&6zpY
zrVb_Mseo%lz4)l03O<m$Q<g3J7y8?BBGhl9M(7eIEqlsF#pLpFWXxudS*|!c2=3<z
z3tLGUW|y10bD81U;?E%wmqrpTz;l$6xUnBk_h-rB2X&i;(?uIsT7KoW*M-e38pX4}
z5fc^FHD9;K$YiC6vE=gF6z|_Z2krjfXJ{3bdjC@F1}ij65u0#cch0_<Fh4fC-qBL4
zb9@+VGmb~4GK*P8#vtH=wRe=ZmlYBw?>oRneYQ_-{uS~8_8VPw&cAdHYRB5h%Uv-E
zz44ujAL5bnDcJuhHrh{JlH#_SEvlMY{dO{(@8>`mS%jd?co`O_SBh;ZK+m-k(;+<Y
zP$I2pK|<#vaSb#>pE;F|m6Wox$Gy2gBJQvgV#vJ%Q7?}T2U5@5qKp!7h3!hO1AHE8
z9|CumR|W-Eaxe*Lf%%s9T>&K+-|iV|)R9|`+SL52;Bur?W)yqC99B8tXW){v53|rt
zlK$BqNkFyp%Lv-<R1?Np2_+0F8@Eubi{EzG*Y7J66nZ%2_6wXDT7i>P@8amfz4P@B
z8kf!Gq1Opt4m&#*@iTLomoN0Gl?;s5sSH*zZ4X(3z5U$)rO@!8s3qcC>jmHmlqyq_
zgVHpX9z4xC;b2u!0i-=V$8z{>CJkr@L|!q3{Sa|rUr`2sR&U5T{f1lsZoM#{^#OY7
z)%HU;^J85-1O4imyA&<M8rTFEh`WVPeU9_;LF=j#%4qsg5_Zl7w5nXla`s>?O3BPF
zJ&;PkfAp(W504lc!7udbz@ziHPQ32*>~#?hb8!jpo;j3A!{e->8;H$@lfzE`5LHsb
zgtNK4!{vwlwdRotE%W_#4E~jO;g@$&cZOcal%|R7f24S3uVLksloA=JME;mO;0aRj
zsNNUOZ);o$#0jgmIp^|GlB(r$z!T6M+8(W|Vg7jjZw3cPTG#BFNGE;43Qz*ByUFZ_
zEMwSb5xTq%uiIqe`umh#CRkZ_A<L^j)}$k>3#H%l9~&1*R+bE+@#k4y#26gCxQ}3j
zV&AgF_rAK~Tt5+%ZKVG97K?!Tc<08Uu0NhLfOYxhcXH7mG=*vhZUbRig=nP-+%l);
zw!m6g!l7GRkCsVDTC0kc^B~*H_m##jU>(R6IHyO3n-UhtEA5_ZM=(LwjM`8!o+tik
z*@6maW?Nv3e6ML03ECgMfWv-I<tsUFD-M8Y_VZD+E*$H%^mVr@M&rD{-Z1mm<49mt
z8^ms_R!o`Btr|oEsSks~hJbjHyDr5trPvhIyxhHe$Dz-cE8@$50uCi@pbZNhzA@6#
z5D&O&;EU-qxvG7In%oNpuEfS4r|U;V<1!shoGo10=AVHVx{1?|Q}_!$#hdoO)1qcL
z4~U0?_8w5VT8uNpsu~wdJ=uV$vFFU&#kk&!L=Bg~4m)^9)^vLb(p~+;H(Bc(({4_d
zk*H1q&LUd9&~N_9Cjp$3_rymm%K(I<JRIDaBcbeaf50OcdZ3Y0)-D5H->B%pgG{jS
zf4^ll?j9dB0I`BVvTzL;X&DjFVANP5wSbQO!T1ER;zn=DZp-MNpaDwzP<S<7HdLby
zoZZSKKnaz!hetGk&;dHh<xR5BfLkX<ABvY>1Eeo=g)<=TsJ+Nm6qvlG18hN)RpsfT
ztS*WK4su9*Ihwo3n-~)cUv6$!rf7Y?>=P^y=`yew&wnM{W*Sx|ot3)e(`sS8AkiV^
zqPhiDh{PL*;#b^rh&1y?%|KurKiUvb3<i1>0~>KOFdiWuF!N-fD^OYDQ*rA`eKri5
zq(|Y5mJSZ(!4`I-g}O{P>1nQa%JV2o`<?ES2XA4w0^|^cdvk-SO5M3X0)6^&L{4)A
zINY=-oRW0?O~0p=)fSZfH0~htL~e$H9Y)1krQ1z>%DO`N+jiOG*?^1xx09avS>BA8
z7-rxv7ufB3l5=7i2n5(hrAJ0asK6+^1oXCgE)HNqfyoBwWfy=0Z<PsuK`=$I%#Td$
zHjJhg5MpYtpsuw1a@_Nucx`KDcMv@z<ZH;Evh2L;rC-FY#xLAdox;Ox@cSUlyk5e5
z`H!EL+e`3z=#&%NJ$ZnwXlX#NQb*_ca3I@x&l(RrDGCP-@BrKt$^EoNB4PFwn-Ti*
z>7}Jmf?;Tce`gL86K~0B6ZEBiX?vl*_QJg*8psCDA{<!1)c!u!{bNlhtu{f-I{h>2
z9j0mR6^V-Nq?&JKx6?v}|FnfQJO4k-1V63c)m=c}Hr2GIO2rGTR`Arp320vxcDkrv
z5;hzqlFA`As~ZQk%7XL&i$)sY&^kH7h2d6^Vn5{AoZop$ct5XH<B!Hk*|eBWkpZeo
z?m;raK)#q)hmv!w{;YI9EKfGrizAVB?dIq&)xBy2nr&vq!1;}q*wl%4G@OHYgb_A2
zy%xM}m;t=lMub)P==zmF>36j>Q%HrK(~;ut67rQ-G&7R*c%w{s92ZLILE+2)ApB?K
z5qO~*Y#$V^>H>`b0n!?!Wn>&&e);t25y#-~kEp;DOYYVecF0Wzr))$QHBpytU3RDA
z(%$Zi!O8ZL(+Li03a@)*L$NNU;!=&bTr(GWf;_k$zcgx#-GR<NveezNdqBwLgzr(9
zT5_(cs6gyCW?yiGwhZXh#B_D(IRZy7$OH;fekrnKT(oHf?Yuryt&Tu~6AEn32Fp13
z;tmLof@<tm9P2_3=0^DCu}!)$Yki>iro0Jgyb~CE;rZhYD?R@dZf>>GQt$pnpEN*u
zC@4xbE+SSh??>;Xll1`RxowB`Fkd0v<{<!cM9AwInByj4Z+<!w4m4;+9c4I_HVO1N
z47p`EqPMrVV-vyLh0*y(mDB>Eihy9Vt)Rihdiw4MXq|@2h5jggce|$>oG;7Vvb$bV
zw0QKg4*subV+10bL>@fj4p3?@g4S!&hV%itn|W(^FOZereH@_EUkd*lz8#JGq*bJh
zSUnDO9X`&&gI0PAvR+W88+ybGgvikNQ7TMAOl&zg97nZ-FE>Ra7UK$72r$OQ_)E7(
zqcBsPqCFgkC_47()mNb6n*SllQ}a52%yr;!VitMemLb=fLw1kcK3p&ZW*$m%=3?L4
zcwkS0FH2nMYr73Z<LiCNFE6r;$h>Y1x$$uS9Fc(nW+?Cn%AUFX4#zso!50#hnm+gl
zrKvjVs*{K}Z=TO&(z3oS$~GDGFI#~!zJAw>cjTPBHf2L=x-6XomySEiihZn!A2?;m
z%kBC076SGF$~(Z5?T?~-H@n8@7T@dXH(S(o6aL)0REDB;9F6%Kox&0)k3GRTQGMO3
z#G{RNOfW)4QPS%-SUdYJuWgcyHnZ227`L9WNoJ+<9<j2XW*kZEYhI&wkS^GBe?DJ*
zUQ~E$)jzxz>x%gINGRGP0l3KXYMT>xYW7I$K^rv%MSEFM%u(&f!SX)Af`{7f1vG%1
zm0rOvXY@cA<B)>H(_i~l12hu{{CxXq&K%qR-rJ^0+IGvOlFH!ZI5hR=s#4dt31V3*
z4pk*zKNPj^eA!QPJop$nTjb-cJC{vQa%CmGPyTPR2z}1G>-FR=<&$ACfk3O9h{@2s
z-E^|_d64dValNYVwx3HNkfzS%6N;7&I4UZi8x5pdfz{!()MElcFYN2IKggA9ek1x7
zZ5{gb{ITBUV3$;1GVzuN^^;ZwBMf<3e=d8Z1N>(VHX4+%{<8^<Ta`Q8mpRH?*XXrC
z+GHTPVkDn#WUHSA0pd-OLz5SYLBWpMf93V`zR`>{MD^!sgD;8<$GvAOqKd8h+ttb5
zoVvu%cj6uKfKr!{@!fQZkP*kxchbOHCS?8np(I+CtWC==Ws^EkOpl`76=aSon>q&$
zTs8B8fgtwetgw=<xdUNgtelpV3I3#k9#~M2;1j#-0338*<K)ZN<+(gI=vEQs8+LCI
zuzl@;8l+m*Fvwobf?e@7Nd#(!$C2~DCGcmgHzpOqt^fjbq(?k+^^0sK7_vOst7~Ks
zdI9mYoDqK1AtA%PPQgAfLEIkOcL=lh_7X4Gi5~3t=ygBCyG31PBzlFP2`Tsh29kaH
z_25A8r*xwb10aY-l&+;TwGzK6nVFe!Bp!R>4uHt69s@+W8vjD~S!)LLk6Z9BxzPwT
zO<+uWZ-VY=mc#JB>Aw@1U_3nFMPEuwO)Z31E|BBmvW$w62=vsx5>;@B_W0$GNcu0o
zsuEOWEM1v@JdB*L&@b$&n4BxT1t;fE$mpC)1sh|5ywAFXLj4?3{J3B^ASU#Td^;@u
zSo$%iKki8lrI2QD{~c%Yh_AzEMvyLJ-dR4N0aIV0YMXdG8fVLtgOLmk=14s9<TkBN
z_T9Raw&Krp<)Be&N{gJ%Ak=~s|Naofvpl3d{&`4hu60A#<g@2DFQo1x0p_8@@da_m
zR<ny*TkzYYxN!uGa2e!f^#90~n>13$z^<Y8+MFDvx4I|qmHJteu{VY!^=I5(E!_(Z
z_+Kqe@Kl|z%m&|wxExRIA7Y-8&{Ms51-o)r$8YY|Qf>in;vk5-uB>Th^jr}d8ADt?
z+?;%iiw6H{KH4Z?Y53LrrZqE_YOU-+jvT@x6#acteBEeNCmJ87x&)CMf-u?}E@WEy
ztiOzrw6i<svjt#|aMM6(;J>sl5oPq{Z3e=7uVM?UkGoJVeUrB3zmAv!is@6@F2$B<
z=Y89HRzvh$E2=QUwJ|tQClJ);o-V#HVmZ!fr%+w!e?9&gXqkTfJ1&<Hp<&brBX=L!
z>n(GjXm#-8J_#{20|jss2;O#6pJ{+OoivTQLGwuVTqKeh3*O_uvA>k=k_`=fPW$9Q
z!GGVckXEtw3(+=KpbOTKqNN}~9zw|KiUJp;rW=78cRZ+ChAITMyI^HuV<(_E`w<W{
z;DwqE_j8`|%o@pUFKOc00m$!HjbBHIdSQT?@RO**rB^TZbD@Mug{9}Yiojpd-Q3@1
zf4$5bN*B3b&S6u}86ueSMo)9{X@i$0;N2=)ZtM=8x|v?|17gzG_I*C>&mj9H4TH=!
z-^Y<5U9Z)<4D=7LCd$p>sY$fFM<E+j>utdg#Ki}^X7KxnQ3zDEOS@gYq1&+-7qOE&
zV6*C2CrbX{9{7P66$K=`EHBQ;m;DbsxxZ5awW+LzD1m?%sl4uJ(S9cIUue}DqwoGp
z`WGEz<X(%4VSZQj@p66n;!P-3VCaV8-O79=@CB-tCyo!ASbI<_x(lgxtPpy|?n(=)
zpXsgZJR_XaV>UXEtR||or3aM*9Yqd-1;ucGj-qD`P7e^fK~>0bUZ)d2Irmu^6Rgw(
zW$m%jw1-hjh=5%MtI@iT<>IEm>hclR>u&+cd)C@TR?d-IRvH|$(j5>=_wWC^Mttv0
zlymYQ<|yJ(JL?Jfxt+5>4j}VUE+-cRA8=y<v>Uqy`qt7<rPW@M8a0uu2*2=J9h^R~
zM&PUS*m<{K2Zbs4uimu(`aUJ0sMN<ZFkOa_A_w<e{k8J;ZnQ;9*pZsSK;94+g~Stw
z>O3N*RVAt_hk?VW-HO2~YZi3O#zHM~Q7=FryKOLBv~&3t%vs95>&rq6?m+&&fNQBA
z0h<6>)MUn~Y91)v;Djux*-xG+7hkwfEeJ$u2a@711r2lcED6me9Qz-nRTO$PrXC0`
zKohv1dC0|CA(kwE?~ILrez@uN$$|4AH87z`z+-J`|FiyvM_OIl@E?GhGSVAX*r^!*
zmJQAbqp+>evtIu~{vI8VlZ=BTR=(~3qNtUYoRl4qodRoGct;{1j+dEEu<Oj*YAtQH
zFIIam<2Q^^0y5fqKR4B{PXdWl+RGn~mE}JDqccz26ZT!&q{YRi1ouF9y(btS)YaQN
z1a#*J&`$ryFAR7<(=2v@hb)eh8(bJX#lvg~FTPgmHZB{1uwaGwW1jX^WQzoWRGv`f
z78NNwI}uB!UI^2tJA8`M$J3M6@c{WoL2aysy3b!W`uhT7qG6~N1L$=xr)V<JebjN0
zUHYuAGQ^1ddtU0PNEX;I0;f2aWgNQva|r*4Y#FIg;K8*38W)D|cJLJ=NJH?onNK}+
z&_Dn%wV@dFN+>}WyRPd77$u<6+-)xj<KD^ZG+WJ|kWv;@B{)DSXXXC}DmhQ%+KHNM
zYK89}98?*}+o%_Qe!)11zL+lRPyHRuCvCQdMzCM0KVCDSZpEGL0^JMrD5$1t&6mC-
zv@f@MaSB}F_gr@^<S13EW$#+=H&!QcbC#a&df)x?6fN_6j<@XyCiBZWt1>}G3JI)-
z`he6Xt#NC-qSAYyt78ArZaQ9PK!NcVrInSw0Zs4UUz__GlPS#z@Fsw@{mJk+^APN<
z55;E7EA8fbF&1|;pbHs;1pNH5!`oACclB9b)P)NV4!^dC7UuP%@xZ4;3ycW24hhLi
zcQA+CZb6%LJ}_<;r@f%7t|)C#BXOZ*K2%6Hb`2&({5W71TII{h*S`iK&h!T&S-ySX
zX;(;~Oin}FE9&Es_}sgnxkg*Vn=ZYbrUx?Jm?b;N!WN8;b5tgk*PK<7rPDZ7E?Q~P
zS*aYEl+^<J@d&BC7<ZQ0u&3{6j&xSad6ukGHd9!U_d-w%V5hVbp%#=6tSSbOJvDHm
zn`YGM0fxws@ZBM7>CI!v2#XIfV5+=~CG21RZH?9@XKI<cE!<}cKFkWAod?Pq$^V#T
zU>QDQ);{5`#07FThj#ESX!RBFa~kUE;v)C9oS||K%-lvn4ibvP(0oeB8!BhC02)zC
z0p1~^oo0{0dL=+<g;b5!aI-|`*e55Y2SxA98{vT(TT9Z4)(fJOdv=5JvR;4PtrrCM
zi&yCja(LqxnVA^qLXF>Jc*q-Lek3r(*a~=G#jpufLRbJWw@KzdK_{s9vxx!qUEaxV
z$Nf&7$d$tXV1>o!z45On?cTP2boK}=m5jr}KYO~OQh9Mx#ZVS<T}5h9=FYT6PUs>A
z7Ygd*)HJI>_}tJ$&YW=1k>a(K4xtK=EP8OO-TaE(RtM|d+#|4ULgB4Uws&_?3c{=n
zhvPa2y^Mnx;80rfXWY^m>j$Vc{$~>#IZv&1+_a)8pmCQ#j7nVdh_(A%(saPw-48SM
zqMhpgPqLII9SX)VJZh;J<OJ)-y9uERLLbN_`W2c-@hiS$c{wEy6R;kM_ZZNp?Yk_2
z{uF9PRBCcHbWz^<;a8JQTa$<5?Ho<FW=L-^&;I+<dTMMLL_5J&2@$f9g1pR!Oqib)
zV3zoCEGT+qkMVY1H?(kBW2Gr2fnQ?G0?pM*Z8*c}NNq-D?o+%snP39<e!Y7(Y`<Ov
zna=^q_%MLypkaA7z#kQP?lBljk{1Ir?zf=6=9U~B)^Tp*uqkd8xoHBVSsT1V+OL*-
zW9t^k(d|TRdkhqL_t!Y^#IKl)025LcAVX>N_$#njj`MKP308x~8*4Y82Q@EKUP9s`
zLXy43pJb@(7YLh<xFgp^q7#R?5C>s9<2efzR=#sVqD@ztAQeGu$_ww-K!DVE0hjPb
zFqgVO?G&Ac0z`A=sAB6wi;C;2T8SkO3J2nSx%v7L2p9(klO9Y2Su)Ul`p`u63rDCS
z@Ve<&CRh(N*M2grav=o}CBDt69FsX#O^b1fDDYsz1KaINEneP_#Jm?<#I5uvKtImO
zeM;B!X=gieaj?wNxot}ycp<KQMGkYY6t9_m8k)|E2f)lR9sskCEKC}a6Zqjkf80-4
zz|bm`>y`$fpa7Od&f7B_RL~rc1r9T?Fh#m3UlRvY6k-hdci7|6NlwT0AeRPYtE>xK
zBFjxHfB%$?uWSazpz&L8U$XFDwqydA4Eoa;n79Mx^96;d@&h}M1>n7v@S`6{>R!OE
zh$v|O4Y6G=lT;2$MCx5;|A0>VLg?^DDncrYhrOH<PX7&B>cVd{LpdrPd8wT^>>N2U
z;{(DbxAe`2tiU=3!Zfl}L;Pu9|GjKz_ZdSk@h=N&vWMf%oKL;+D;0MQe52xu-BT2m
zGcT=5S7pHiZN%<Z;;|Fpk~(*ev&75G%fo&z0LyaXIzo6k8`kFb#Nv(Hre2Ed&(|wF
zy!|XW3&W?ZOUoOLKr?G$ss+6N7JT-;Mvf^+A3(un@zH{Y&6ZX84O|<>&Tui^V1!MK
z6nt>kX`w>ftkS%{DkIc`IU;hm`b(Oe@_?fU&7Or$0}Ca%*W(fMm6*+5ejUIG=KgIN
zYc=nerG99-8>lh-=EQMA%>1KVBjbI_dbb$gm#t7`zIg?71wy_0QQy3pWf8#wZiQ%U
z#6fR^nw1CbRH!=i04*ARmUnq_7TU0OnnPXcM}#1l<%E4bGmH&bd)8%pVGHu}^YuY?
z7Mt@~U*;(NNT7t>X6t~-tfNt1a?C0r0maY=RGuK2^9U`I_M-UDB`=B<<#-qEx{mBX
zPp--Y1MuuuBPOtw*0QA`Vrejdp&P}PY=&=y-_jTcIj~+^gmxO}04nthYD`U@WqIi9
zeENS{B4Vp(C-FcI8yg+*s(iWy+#FsT8SWm&BWdb<O6@C9jxD~*sa#I0g*s5p_^LbF
z!CQ}X349|vS16JQReCxGr?BAM{YVeQ5r90F1qeC`DKd7>$C2CSg49#~&+a`o5{?2#
z<73KY8lUV35?R_?|F|7wj6%A_{Y*%uCM=+n4@`L2wU+e~V^Yol68tA5ouONkPiqy1
zT1bIQUakL}9>5B_XV)Hnt$qulB1#&th6*+&Hu$yn61O<B8g8|I0NvxJd&%Yu-KVpQ
zo>rLk=IvtyI=7Fr#oJBbfVGtY*aW+zi&Bfe_#gHcK$*Ih-&lE7-+>T2RxUaEO{C(k
zoYPHUb1$-K5nA@9skYe;cxe}nzcbqq#Q1vy)^+?ijt4rQpGBQjPTNgTnCu7R&gU7`
zsv3TBF9VM>FykIf5{UTQ?F_LYMkZw7(ureWQ)TbWKS0-*?AA4?5bAO8R#B1X%(L;K
zRTsxbq|fH13q`>ycm}n8&~n8+uJWO6*Uj{(Ey|!6+Icf7QdD4<GI{vvs4R_ene9kI
zR_?7OMV62GHW@+#As`2KMlFw?tkcl1oE->;R~--0Glb8+dNl~u>Z=lNOlTnnwVr`(
zss9nXLYIY1A^}#O1^f%YjG3F8Bj$6EUj2Djq1IR-D7|>dE!o4%1$!1CM<5=*f^JYD
zfCE)?;(z329}zCtf`V(nUSXFKe{6N&vUmFr0Tcgfa3o)80fzX=yxeqo**3tne0f2~
z+5ErL5vQOdVWtGE>jJz6K^N&kok=tEaXSTrp7dNLm^=RX7*_%4aQid-7|in8c6@VF
zt3RmD(9+TpiZR6Vk5q!-VQv+X;h$pxFhQEk;3hS9bA=b)kWrE+;?Q#-VI1r7#x|6X
zHsSr^Q-{1aCHUc_YT_|yN$Hq?fCHwbnSx;r<SNJ{&S>Z(WDeGs3woc}$RIkx-#<JI
z-L@b-f!J~EtJTyJd1&=D1TlWiH`5dAU{<r+dwFbb-c4>_yq$aE+p`5SxVFYNBLH7`
z9t^bsJ5MjrUko**y`%^wDqaIa)d;{pzhZm)Uh#MQOQnF9Tec_9140QP@29cJ5?)qq
zr)}K1)n;0HMfQ{2KgZ(jUav#0bLxBB0UnTP*8rH4xg=}tpR1~5E7?L$fqJ)mCK?Av
zDnWy1<6OFZAo!ffc@W!=SLeMxw@ob&euUp>|4N^bLr4%}D6sYzptaM`vCB;;U%3lP
zgGTU$a=Jl%5crwPg9u#G^I`Fv$4{w390%5W_)=PWy7E;*YHI2V?-@G5YXG#u-V4YC
z5yC#&6sbUsa4l*@HG(+#!=SrwT~cz=WG0mz=s!|`|H5so+mnHB(>XVxVl~ghBOY>}
zZTvG6CkJvXsBI7$gbfYkG{}zxQ22vJoISck&h@Ma*pRN@sb+F3zU?{LnWc9b0_@s8
z&_HbMz}4xfLs^Sn?brb89Qmd3iCg|aFAm>~>{txa9kULACOAa}12zlThf=5ZcAQV2
zKCNW_6KYfj?#B87^Sy&f5oDoa{T;T5UkvkgF)=YKyhrE+kI;mufC()7@uM(Zq0XQ|
z&hOw5DBl(F#nxFc%IaYA0rOBv%-)~&n1B3tnRts^G(U3uE@WVyvp`|Hvi&+y^|ubx
zO9#2=gMm_c&_Eerj@AIp`O`Uen2!DXXZ<srK7*h8ioBfbS1jNIS0_}J1*_4l;M{h$
zI91Z3Pg6$=CNiLW<=rN|5`dddnbG+L(1TqB+^#$UWdh~UVCKzjL$HKt!!Q@1pkm^R
zx*+0;?fI+^l0%`5=a>DJ_+!Nh0QKCLPMvdc8R+4ba1322f*h5ww?{5RzLlnXyF0aj
zivZV0;Gm8A+{&-aBm~h?b6bX3oOFos(KWldQb_;~eGGw+-lE>5gRK904mda|U}VUU
zcU8+zhdRG0{^jp<bdAB>JNyp<(y}v$et(vK6!D-e73c&$<^#>)7j7KS7S3fN(Qz^j
zH0bkK`lfX$XnRCK+vdJ*!q7=zH@N_O?+IYs9UAhL1tX?@2di>}ep^CeCwh#5ZbnFI
z^rtKpwB+SZ82+iI>S`7v*NIVIx;u3SzeOwA)z-eZb;jmjM;*MSuf$L^o^ST|{Ax@#
zhkk>m;&td}z-cM*>o4T@^v>kyQ!6Vg<zX<jXR+|P5gtUrO7O#07>sG$Fg;zP&SO$s
zqLP80(RW2bU%({Oql%~-P7orx+fF<S-!?Vn6$Y1l#(DNc^h?Ob`dBS1c_?l2em>BV
z(+mT?_M00iX|;rHCVn&l`|)*6wN+WYWz1CaBp)Xq^14FevDk<loW~W(BNI{ZIq&Fw
zqjWVDDX*M40Wehvj7J_n9Fqkm5h=avCm5+13c=!uz2G#s-Z@WV7%AAPA;?unR)LY9
zZ(ySh@~_q1jTDktV{_q^%m&WB7cGIxN^~eEp4k9;au8*JgRb5DDwwQAc_6Ueo+)-E
z;OEzsdwO&l$826#er!_>xaI7Tu3<A$z;Hn?Jjhsrd8Qu-B5&O_@z!Z8tGnu5XX&{;
zJwDBB0BA6|(`GOu*~c`ALyIpEH%SdtYbL2vJ%uk^K+c;3+6lX6Hbx-MGp8@Wk`y!2
zatqX$=NHR*=601)MlRS@Pf<1P(poBtAKrZe<I?8I23&gRV!bE0E3lvi!r)1s2;I5F
zf70~k&-yF~{AdVZ-ayiP)3CU{m(03#AmmqWbV50eoR9K7T@Qab^b0Z^CV;(H{{6#a
z6@sFDPFKSigfoP1PFMq$9J0u6T}$vIf*#%2FE0)V^4pwuuyh2)Mb^txrx?B5KX{lK
zW+Ih@9l1j^9>NY^@1v>hwX}c((%=4l05PeOjJvbmqd)>xwBInz(02krDv%u>de7S0
znpP8mErAA}X?7QKgKyR+aL~<sy8pf%2*^H!f>8~^&C~*>E&YWGSvdX7N9=Zc5|h3{
zItGZ?00OpO5*>;gi^uJ3PEEmg$?uO!dV;f~>&q8U#1_~V9}Yj=Se<f)445G($J!}G
z3s?f017|JJ2F{z7%7~7kr+Z%_ISLX5bhIge0<IeHW|d)2tzJyeqQWZ1&2Xx&fh03b
zzPjFiKB~E|h!BJ9IF!MJSirtMldo?hRW`kBgU&J8i0walbR;GYhiOKwJ;;}h1m4}`
zWtcrcF}xpR?_PDuX%{(h9p(jqkxmK_1&{80AOZXbzjBO3^@4AeiX_ku-eY%pIDL{z
zOT}6!=?dNpG&_f;)kc7kNYA)3MCIP{wyhmnEjdypv@?o42U0_&Fq1p8T!OuZ0ifaL
z?G0oO4r>6Pe%KD%55bM6qfK?YGbF7cr*&3dqAakC_~+U{WIsyx-93(V`8noBh^>Sl
zuWUj@V!gP+vnWvKfu7qQZmG3Bh&swsS(C6Z10(8cWUeu383qN_0podWz`PMiG?AnO
z2cmLs1F$%lqNT<Ur;N8N6Nt$!AX+oR+D0AFSyblLBm2c(?31xd^0KMvcc0MyGVAV%
zXA+8D2$+OaRyI$`(V-MkbM(XJ2+HChHyEo9{JT#l>FGP#O2%?Qj?_sVbNi|ZYH{r!
z+l=af1ZsNaW|d!G_9f%^dzU`X-hFa#Ey#gdEGwoatXs>%KPVSWUb802g#c=_`pA!?
znex64kimkk?j+3cjmTu8e)IJIWgc){@e*+7HgYAeXh5PO{ed9`uaR`UJu3Ew#9nNw
zm119;!xfhl)e#1zBRV1&(aup<lj(yaMcLvzs|R2GSme{I96yn^1_30{AR%3_p?Z72
z)p}dUsgzdZw;l<<ylq+o4DYODbPpcm%nLrVT2)m{b1hK1WaT_?dCCChRn7XsB9A<9
zCL(fd`$?oUA_;ZVU*O}+3wGxYx1S{ksQ%A4_c*-uxr5s34w$Xp!<2t%XoXx6ES40`
z#}&_>F#hLE@xT8O%}vtRQ*evpz6=vSed?5=itGPrf1pud`}$IUFnsivy2L>(k~gi_
z(cJmeVX?O|;d$y+kZ{V+iTArH?a3a1&e3<-QdhaSxJK)IvY$R}=HmAK=V0)YT0l>C
z=<?KQPM_K}Jk_|cae|AAu{C?QyQF*W+}4429&<xSEC*w}{$a#<P3)X$scC6Nz_5ON
z<UhzXv?hlPR4XcxU^?_4NVC!Z9Mt3<Vl92;_pRtrWmCs4CMlcfbuazI9e4v@0)R|W
zNHLQf5IY2#XKpg@AH2t}x&+ok1JnP80bc>nxvsQbKJx$JDe#5&G*I<C1(L#|^7GB{
zxIsUr^h{V1V>*CQ)Yij*2zv_+rSU4mdV@_2Xz)$x8X;wrbLfIF<eD0Z0kVloq_fA^
zA6{S=Km|6sm0<iM2y7d8;H^;NcW;&lI^`^!ovR=t^TUbsbasG9tB#ap`O<l)B^zkJ
z4UaOA7-7lN0Knb#ds9*}(DY2ftm_b?L9KA0rZ)7GIVbCZ=G%z~O<!LM-9*$SjDfk!
z%Zys9O{?lHp#IP^Hb&B;A;WA|#p$TncpkdYg1)2r?*T&abGhArMG8Ls(U+gAKLF5M
zldn~zvR*Fra64{B<n<DDyw)Iw!BGN8$iSrHx_~DGJ9L7{4Kgqftb9VmVD`I_0$tq+
z)ysMFj4*4TvVTJmv-dm10~_AvfN3qU@t}<&8ZBMn79Xl=2&7_9+KEx$<Vz##{3X~M
zw<M}RD&*wupRlxfjl@(S$;e3@J+Gpsbu#8h%;X)wh~8WW?b7gL(WZhU@b(`7VHcC~
zTFr@34uV8o{huHPrO}r={Hk*?AxLNCHV$Ipcb7u)Is-$u^55N{AfF?xRlQ2mo?5@I
z0)G*8i6&|kJqlp;Or~hov7YjvK@L77V;J8zpT%G7Tqq3JyPi&YN%u%-MLR-sSMxs5
z1f;+aKtj%`v@B&PoP9j_aFi?cS3BDg?>KQwyV|hP?Pu_4HSCl9$D!#SiBd;rmc}hP
zWYg3OAwJ%V#>d}t-cWu$_N&#li<I_rO29eh_CLEPq8D_0Ihr{KZs+j=XDCLbUAd$(
z)kRb;r-gMX9njI3zyB@9%P$-F`H-M{3*>_6A69!4n;GZaK_Gvt3H5aexk%B99s&RW
zI7V8zfjij)s0oBY1&Y?hYqVb=1Y?TYJ^#8x{USh}Lf>Q1)90Nloi%8^XwLpEcK-=7
zpiXMyv+70Vif?u+&aXzy!cCENB}^gIB)24nid*r%-)xJ3ZBc$PjYKD2hAz$bTkFP?
zwjcR&iCi**P0N4_p0~NGwV~Mm5lBqApFRKX?2Ns!8A#0s=FR^OAsTO6%p+-A=jrbs
z8|C4O!hTMZhNK!AfFQWP7!SRleKo5%#0v+0xql7mB5NWb{U!aA*_`~Uzge{`m3>40
z|7-5OqoP{6J-`M;1QomjlEak@l0kAXfGA0cl2Ih*3{6%6MKY2lNX|LORs<yHoIx@T
z2o2c8sngv1=6!44A2YMon>GE%xA1;-&Z*i}we$Y%{<o>UD4D;p)0zBL)KeEQrBJ<4
z6y2;kKsHR$)j7kq^mn8OrPujATYd`I-~QboQuDC$hA!RkPfV_AHsn>QnELOf4qk5h
z<OecDrph?4OoDB=@<&I@ENm5L{{}s5{+T`|jW-(<;ZaBCZv_vpP=SOXe>z+camOyC
z92Qf31UEe%BMbaD@A;BUNuW&B!kqGKY)AfP<?M3stjhW9mU$`-$dW#$;;H5PH$#7o
z9U>}nrHFg-wIL{5o=xD&eE*XjxBpqvK;#MqDAS1CaJ`rZI}1xyg)YLR@&8%A@cu7y
zV@iozKsACl-jAML`YnfZ7_KtdsCj?X{T<}@gNZ_Yep2<Is2kpjiJ9A6!3tHhO?Xf&
z9yEO<fV<Ltk*}CJqGC}eVE5XP;j+q7@9pJNBy}5~?x55ooqKFJbt>k_bLY$s`ECVx
zPpm(Xx_^&A-SjgU2W}`6G%?X>C`f^*m;<?*c%oKyAZnWS{NFqg%p2*goNtEsNh`{S
z#DYFCkog!dOH|RN=8BV*2GWurCB6yPMq)}|lQ1F7Dv-jZrZ={BFFPB`(2<6<+YXVb
zjBFPS{sMO4x2;#HG+DJ9!INt6Y^<SqHouz|&p>QpOBJG36lO|5r+MaW3yQu4=FFn=
zo7Q%{GP`Fn&w)-*p!1`4bNaK+ErtUc((w<M?ul&70c7Q|2#I}|*2LP+_D|9&Nbdd1
z8SE5*eZeH}RP|k-%Hh`5V}^>(LE=K{qpZ3z*?$U6*6u)?`f5T=I}_wGTpV{lhw2QX
zpz0<qugq5-rLKO2aVx+?55IKwRYNK4*Sg+1`&kVDWVD;xNucNqa!IvQGcyI|JRnF_
z1Rhp&Z1X*KRS+SgT-;DFsMDXUd?x{g$(=CC0Wa@ByA{xRM{t-7x9-Ph5K#RL0;)N=
zW0S~em7P~A8qNP|g`!YlaVjS6d!=mR)TJQWr2xRL$G0Toin5A<4DhQfSH>tR<<`S<
z{X!r*0yzY2NPpHw-Br$smm3Btf`ieOE9EAD7a?d>X0ILI>&I8s1BxS>iU%Sfkd>HQ
zlh|~R9heX8TD{NY2Y!65?Gb`(WzoZHhwS}Nhd@B$lgrp2&}E$oLc)cuVQO?;6w|A1
zCd}Cs&(UT%v7^1$3&JG6G!i%sR{ZttX50o9<vV`aPqFgOBU`56nad_sAQ9pwC~Gup
zQd6xuF^CZ`ANJc)PmN+GLKc30V~dxSS9cYlC$4j<Mno>mq?YPWRt29y3<1-hN;?0a
z+5uW}XV-M@IL=Jda!o%akSsAk`wqvL1K>|YsHkLqi^8Ge#Z)P+@jy&j17v4sE(TFT
z*-^m9wv@w7;G~@N;xam=2PKfCs_$QS{S(`M<EKXR7Ha+`sK%2?!391O0w>3R(FOGU
zFaxiT;${u>-4KNCzdL1PSL0Q=cX~aqU{0MNvVK(o6a(c}H9f`2>M?j0Qa|SdrVg9L
zl!t@hH2)MxzH$lu+%3f^tvPX-47kH~J*a40h3jVW-HxfxPb-&II>xr_AbR2aIRyOj
z1!!mtBGID`OH3efZkaHcws-bQ-E+u5A?&$X#GeqsaX>{pZZ>rHPy{^Hj|ClQPVI`O
z$04*k4xk<fAd2A68lG6>R`8T48Ir6ysO~=+p>S5tHt5!eoRp%zU|sYD|5OFIAE9QR
z53S)TMmPkP2>Ef{?-}tmw;$L}z%)64`6@yAU}giS-;+3%(}~m#NTg#E0i+HBc+#Ns
zzsmwTCoG8U;gnPo#|<SJ%Lp^CLev3BzRViHnRy-dO{7!q;5@bv)Rh(AkHs?$j<NmB
z{%PU_%tcxZI+O1!vT7cJJKyV|5(xnBq(>8sKmw+<Ka_w;=??R_eK9wi<oi^8#+~j$
zU42JPv0PwAK)(Fic*xrzj?^}$j+!<r*$@gv=1{FKyir2MMtm=#gc6M+<IVV#7jF|2
zFY!z)87{u1vgx;a>+9RU)i1r{q2Ab6JEC3<$Dyp-oXtBq6IYgS-jS$IT#|6%yzuC~
z2>UDi&aP$e`?urgb$SO86{I3ehfhyf5l|H52C&^=2;Tiqz0|SArv<2Qu>*;zX7Kx(
zx5@t=S(a(M&J$lxnmKZaPhtq&&;Uq_F_ab*+cHM&hsGPA?iSq*Pwhl)x~O7`-^dA}
zEo{HnAW)p9Y*?`zUSV3<2(q^1UK$_woFop9KE+}NubF=X(F&zHH<`<cmw?CJP=UmK
zy71Fw*3Ep&s^~7y+pN$IRV7)(B%y!iO%EzKnPJ}4J?BbZC<zjA3lguWa*OQ7;3i?A
zM^R5!QIfCn@q^oX?g*j@v4Z1#=dx9oVup$*Cg?+wnKKW59o`Jgz@Z|CR2{=>5UV-P
z{m21LQLgC^!c<tn`vn4P#A`qJ7-z7iW@6GK7gObU0~aFA3y#4fjs_>YsNstC*_66C
zj%$q4>bl7TmGy8F=df%(sP@V(4SFejoiLz+*@o@xw8=lVO48Iewl{jO%?{V^N)8uy
zkhN{T<qK60%^mUdlTltsiTY<DW#&Fn+6t|fPtCmziVcH}H}?<kkF5E<k5~JWep*oR
zQufn<2c<_J`AoAufy}uJv<PY{XlAKs8B=A}=Pt@jR`Qzl6=&)mDG1hZ9`8+AnUrOe
zM(98?HA0VbaN&p?D&m+I#*kb^)sj0sWz3c0tamJPyXvP4JXF9QOOr@0HIL8Z>d~a$
zO%++23{kIPNdgQmNjsDYIREE5xAn&^Zc#Kg8)sBL9^>=V;1~IPjRPEgtY9YK<!;c+
ze^6U(JV!2!j-Q`4`3)3uk5Ao8$GcsW*G(9_Ej*kTFv^wtxf62FBR*oPjdOD=O+STl
z{~Ub({a$^kd2@wS(S{&U&lftM7+b0-!FROM)i7WaO4p$E`ufMND6&WPjj0Z|j#qWh
za<Rrf%W_=yy~6JkrM_(MF6%mWRHQK1Amu;|rC1<%p*h|70z&=^nT7UfnQXl`cLj7s
z5Lk{&978)+;d^b*+?Te97foHD;pCA1=$lzCmQgwIn#*hdQ^3PtWVpI<rcU$N|I}qK
zL69<rTFu$t2tp|-%)NW!4e<<|3>$|XQcc@g6t#Y+<4~*6RDbq%^#b8OF*tYjoV+nq
z8b9xbIkGyk26`H1xKE6#ByDYDd!ihIYAt*pwUNHDQ1CXfO2LLagouxjrdd*uS4ihZ
z;WdXaTW;0mMJ!+|tgOfk*XiACG!3Smyz5*gJOpt}`j60yS*ZyvTSHq)Iqcz{3z@wd
z=Ixe;-pexJxmW7HapM#WE8K!UCr>#t-b2pKznlZl`M!ack}7c%IXO4}SN-jM<_VD-
zl}5EBTjpIqV>|oigRlq_sbWo?kVWtgy70E1Qswa{$(Wsf2_1Dc;#h-<G~p*k`{h^l
zWu=V2lE|%sN5lld>G#VbMA}+iUJRbc5Iblj;O@!)kjOd7-Mr?n%Zb2M_??OGuhkek
z6x+5;VT{ROv%}ChFIR%kZXq*ZX7HQq)|okpKK3-&fFvy?sisbwX>b8t#D;jGbw7pH
z9cH<C!=fd*ZT!694`Qu~Yzz4!DswRxf1Aeln_BxS#mo$SND?O+E;;F3Egx9z@Eclr
zI&}1CO$n-<0>6*CD9K9mw=WZw1t(jed=u4<auw*5x+0&MjI(U%tSYoa4=_Tc61Op)
z<~tr@zQe}Zzdw45;Hl1%Niaav(#>Qqf(<RiC?Sh%H&uN<ULNlO%<S?fUP#$_4>aay
zR<%S}8_=sn(E3`EEWgP~6K1Ju?j<qYASM52@dAKMh?egQcE#W2_t|A{HUu}FDzJ4W
zCtXE&;l>q+r!OtB5AEn#p8rf*hYBsjuYg_f4YZaTw&460BHH+!Yvns19C4Nh*xpeh
z@1!=1Aks0*2#l1zjajcoc}p^<sI^scrNG$W03*_~MKa<v&G*DKcsoy1*tFua)Hg}L
zWz5}7#k{(eOh184O2_GhLnVi!%sQq&w#PBm6&9f4n_JqbBSu)Mg7L!&D`957Xc~OT
z-awLK;I#3&gHFz_4@Mn!THvHe6E(%s$BG*V(Ghcd#Pf0+<r5EuXvBCr`QY>)_ku?+
zi{(Oz!S&nC84=qw!p*-9O0X&!xyu~i1Ui|0^1AEy0x^=;i4-8WRK&^}tm#ArR?9kE
zg>LOyAYe~!!<{ui95IJP&h2c1Iis9%bH4k{VhQVy*yF~{&d#JhUtnZon3H^U0q26m
z4-X8;`1u!tl?SCrG$~+Gkt1L5af4>Z%+_yMOntp?ewurTf602TLg)eFtRw`M>M0cI
zF^1Ks*-wWb!6UldEDVZ6?UVeE#}2#r>qg^4A<oPN!2pP_&EWJ{Y^+sP^(d6r5_>q1
zY-=%93O%kmTOa(jPqW43yQEH9{bjb3|Jfybh=WLuH!?g~E~89gklN5)@w0bybt{U!
zH-^uHfDcP9K|Foa<p@7`d+t{JO^myg3|hf&a9Yy4)=uu|=QZ$rYs9uo%j*Q0A;%Io
zH)thP_l~A_uer!MC)U=0nMu<@JN3>2zD$PHlAY7wMryxGdF=gy-n^Tg^SQP%Zq{K@
zcop?}%rlcomgkrC2^ivbgVSxDZ}}0~SIin}W#ywqfX6T;lAih7k!Is>->;p|h|E_0
z)L<)!oveT~Vh9SfpA6c|ICa2t<@fjmONGVC%9*&D*M_e%N!k7-UA97@S6^>yeC*uo
z1Vt|Fc$*HuVFoHlK5Jy(YSj0IS^wCVvP6tYd1ZI&VMEf<>pgQ2xAP^37QGOJD*X<w
z^V5UM!>52lM8ezF#5@v*MOM`6OOYkRHB<j=1yq?Lp20yrNEzi(VrwYSM0pkmoP<~K
z;CS<Iy2)dUgQb6^>zVRo^n{qJEIdBB5`%F-G(wk`XriY2skL4Nw){F)iW28${Hv-1
z+!Mx_0i3673_ZnKnc!eu)y9A}(L=}pZcY?uU-11km@IMYGmiAjloMPc_>*w#2J^a*
z;^~&I2b_q<n7yWl;B0oy7Ba{Aj`eJxCMiZBrL)xRiyk%N*p=liat!ffj1*yZXsHuH
zD4btpNlu|4T|~MMcEc4b3sRz9@U`2Bm+4tlJKliqfIjBTz4kGxcNwd0JzP~}-=HIB
zYGw@|&I;*J)qww6(sN}kxLGKpl0|cGq^UY-lNvlV5BXUT3>J$fpJGUj^DB6CEF|tB
zi%OOA8ph*$vB>Y3V>L%h30ur0%U)^%?=Xx+SJnqE(`Pkc-Noq7FjZ@mX>Z?UgT<Jc
z$G3+u;o6~UdAE|gUIn`<bH*si6dVa0o-Zp(!9>9-mm1;?zX8cR-1_%Y`h?buK)0TE
z`U)_+{KKMDa8bv_cqj?wbqq?B?}GW?&g+DmyqBMJNY%1VH=PQ>6M8n2)awM9RCe(K
z*<$k=bjSUHpJQXkcHBVMK87<a->6b=<#(d*{<fSVF^N~#rXR76p>&;KQP=+|b5#W~
z9I3l(a%FgsLXGua;ST!<#kmvPFcYpAgU`v5vU6P`bjFsh1rsg;RM;`l^@v!E62|k;
z!ezL<D!=Q~XWHE(Ancl+by9U5;Hmh|?F{7_`@@$STSm_l8m&c*y4eQLog;`33olXd
zN<P!V8Z_O^`%lwgDzeV*y2kJ*(~62oo9QuPddPYe52a3rg)e?zDA8ym)lbmmeYUY3
zUe)|M1@Ig>HWL%KVW5shXf3<|I|YVcmtV*G4K+sW|N3a}<Sc>LC;&8hu~1i2yWt`V
zs~Ig~uofL3{%a~l^9AEb6PI(PEMbPRJn5?N*aH}YsF9P7-Y4xKQ#K(u;$Egu>zJox
zkvKGo5X2fi6pceoUJS-IWfXfK<d5ROBA+TwTMe)=)lw$KvNhhR4))$dt7vC|GtG0C
zJ;+flJUXlG(8lrtY3P6FG1U}RMnICvUqYT>p7YjMWKUiK$aI^=1C1nrZp+TeIntXX
zR{5smHplbh%3?1?kfU<ENY?DueO=77_X}2-El8bU-%!)k%vKxj@1J)f<AJrcPA%<q
zwl$U_CydGq$5PUId_FZ|34|G>9+G$|ivD%lSVO$T=ae1XHIOJqS%}n}vmB*BFB1qL
z%MPi8n)7;dMS|sn7I#{c$jMw^>rQ{Pw`XZ<O={rb`eyjtPulRYw~&bJNezhMJGa~v
zf(lka=66-hz#M4dcnqMsZ7U&QcugIhsSh`<!h+vBdnCS|8Zma?s~lxR&L5AL76t9s
z?n)CRNN`oT>F;dWzBr20Dm|-sM@79s3dlN7+f6Q^1T~w4+V&Q{EPZI(@H+sUd(Ywh
zvEu4?gg8BnoNR0_*yRr{n%=b5xY_Dzi`E@%KR7YzO%ov&JVvOTyno9VlHh&6_A0SB
zm#}?s*KZx3M)|Ntig@0pb;EkTK2g=lLm^A4Z2NqNfZrGPV0r(sR`8E!%l7!e{Z=pD
z0lyayK>FWw-_iHbVu#gCB<LLw1ONp{-y|U`tS7drZJDgFAv~2eJS~r9GJ4&Ts5;O6
zvxL#5z7F#n_*=w*Q3b&$G^U?$6=qYFS0!2H1(%7y&bsCdQrBd_twelCd>)rMP)kvI
zcJTG7i_xRPVG}YFh(R@cph$0D2N7>Lz+f&!g4V7fzv5ts60O=6LeK7eaweK_dcmC?
zk;SMi{huRORX+Evs;axcvhrz-pax2iOrDqRrP_x8F2FXeCeK>+HyvvALDe9YQqQqR
z(8An&0QAYr1rfu?VZ^W-TEf&Ciq^V@PJ^uGU5<zN#7eP1)h?4J$mc4@0nAuPZYh7O
z&1>_^I^++UzfEEgRPMfS;<cfgGWh5BQlZvY&@*we)F@D+NH_QJ&?Vn)5YvB3_Bt%U
z5Zs~-o%#an6lKw#UsRq+#wg!dwdg6J1|TiMm5O7ko@gM<=CoHuAzQTuP)-;`t@^F2
zXH3+Sd^QWK3%;Z=r>vQ0CuM<7$t@Z>AkyiWjtgU{3HELq_ax17mKTeeVhJ}Ok#irh
zmtQ{;sK~b;zDN3)hzBDWXrCAg^cHB9gO=b#B0_*Y1zRlce^O!(x+3$ACIW}TT?HMl
zYfIl6!tryk=B)zKHux0TOq`s7JJ9xyDs!8VjdQ4j3$o-x|88f6W#s6iWfT`O|5%_@
z?>sYiskDIQ=I3?mD_zJMeI!{!PZ2pkd7BPK`#u52lrPC}|7a$VKt?C~EC=|(Wx=$&
zzZ{MQJ+w1Q%eQ1P;uFyVbQx&^ZBkHgr>0bw_2&LFy!+!UK&FbP=QX$*AMXmYW5g_k
zb|d!ys9=pT11D9S<y4>8GZu5fIg<Xa9y{ST@J^A&f>LnGX8O{Ea)WdVIrMjVoO|g<
z=r8N!zVE4$Vsp#Vw#LuJ5{5n4yjXwafQcd?m#lOUe!%y}7?2?Pa-4++Udm5{Gan?L
zZYvNwc{52-<&4l&6ym?akTWAA4ic$@6ctrC-YH65InmlgGQhPjCj*Bi_wd)f_IXYz
z*lLr3QEbG6Fb_oAcdePm-eL7<|KwscL7@UfJ@`P}2H(k!_e>Gozg-ohK0)#_7nq-E
zIX>PmV9Bban!f9Dma&xAl}oAOF>rxlP-uiLiy7!f@x~M?$W50efxS=I`f71eMNiWm
zU!NqNsUq9FFq){Z5M~Ed#-_g_1GSA#OizTKeJ%Q_Wb#$uRkC9e&V0^>gNMl3rZw?a
zK--LpyfW=;h#ZeF<lsuDOH9cfIMFYq%I5lvZ4Suny95~v%~ev5Iw`D$whdMlvcY&5
z-sM+Rb?By&rOZEjPU)9Wb#N27X?p^F&4ZGZ_6ZiGLAya72)O}@^y}@F^3I7!S?qM*
z?4J1N^eNnBGsClm0e3M<17ZsE`L!)V^Byjbwl$F;jvN(TwvdD^U|ZEZ^wy}$iuu)c
zSbdy59&)+L%kTg0ot1TV3M@bd`x+1vHJb?W>5xbR1KGAxxuUq^o1%&))z~#KjbzAS
ztnvd={~f#bNZfX0>Lb7waqw8IQs`-DvSu2~xO{)Gju6vjfF=!ji{<{}utXx(@ML$Q
zCOu+CPKGkr$b`puVMRBBi)N+@cE=}N7`h-FpLwXPi(aN6D3KT5#0|FS2d;`q6Mqu+
zJbStP_2nHl#PB4An$h1F>t<dL8jQP@Yde%2a5#RR5g@eH)_FY%aG0@<-fL!U!Y8sF
zRTa4|4E&HRzkE0D@DI-Plouo#ZONoA3}_jwAGz%1u|s1{KS&KHFRDm_NbE4|6LNB9
z_$JUupdT}Ny+KvU{Y}bH|B_vzr#2MJE@|VVi}A53QLNmCmd@P7JsS5u@SnkI@uBdf
zO2O_R?zyu|%W!L?)I8YY8Wrc$-~lf^0y53XkdwtdjH`q#6nufP7U*E3J2oGX%G=Sv
zu?Ox5qEd;iM-xuZCtr~+meKalo+d(j8mUuV|6t~8Nu>nCSt=iu>v#wt04gH>PJj1r
z7pyFr_22xmOD12S`Tz6wXvk+s$LT$0L+%))_HqT9jJA4wlBturY3&RY?tsB)G5g8N
zQ^zCO%vvskbtA2Ax|jdhv&F6ct9kLTXZR+>Rh6Ne_4FR_dZ;TeWC}Q2KHGl=?K`Bq
zam}S<*=@h9kHC0ScCP_7I{b$PkY+`-LzBsyQ+X9dD{_zMA0;>ym4i#8&EK}n!N9r4
zTf#xEv7e*$@817~+54CQgXoLUndkOZpCdM*`Rc<F#S@vhrCyh(8^SV?zMa3WC2M<+
zput*5O@B)v5XQLda9pWJjJ#?BX~YNy%pjfG^jSEUS~+u-bp_Q=Zi0DojHz}#1Q-&8
zjU3KZ4p1I>_#TF~7Tas1SzaNdhqdPidmJR@KWP|3#6~81vFsW*_R_`=%j&TGhaB&U
zErdH6zH_93h<qEW{%6b;6x$>vcv8jP`$0!m>fm8VUzeC~dgA^2$`k8Ymh~LJROJU0
z>LV~-id|Tf2#)k1nLdG~y<yS}PY6&`LpkS<)`$6k(N)xK?!w@XIjfLYp1uPoUDeA&
z{kFKFkb>TpZZ?cD8aNC^&gu;P|J^%i3nQPil8ojh2cgLRESY>tm`+36%cue0Bgatl
z@U5fCQlCZ=0tY0tQV2y*`t~HeL@NY2GkW;&Lc9L!-osT<T>5pjR$SQ>36->x;??w5
zn)yy{iT|t-x(JNF`Hr2OH>VL|E{~YNouO`KOLvS;i8ryX_U9kb=V`T>t`Cq05i8%%
z&;^KmuGq(Sj6Uz_)bRLas2!tbA6ia>6RviufyL}Gy0%@g{?9VQ7cmp+BX6YlrZ~&k
z&p_S7OlCj0h)Ai73jCkI?bHf!M@GktOjRACDin8vntOy}5_b4)cUc2-uFC%yRBmDV
zrpm08(mBtk{*t%>MRf(NRc8;+gzLX9`wmy6$OG%w_cLUsMk@4#!Z*>L7gKv2)FN>P
z>>(np6QNjg&xk*jtACENu^!8Po-|>Elr@1M$>{x|X{i0=wg95jv)7qGdT<ZznHR)?
zs1Oosf)PhU>?^zuvmVGN4bP6}r5we@0-}Zd99v=MJ<HV1ZeZlXqzRyi$kR7VP0W?f
zxPmR!@=IP3@#&Gu3GlBi5;)=Ad5e3&O_L8VSw7T0OYW{<C6K_}NgT_eE=8&^6^k~2
z>0<9U@JJ^!)Z|jE219|X@b_pLvSTe-BEvtQ@0jE=a<@#*{zaQ@sI8<d|5CKXPaahD
z_<n|*E0I=hW?7<@hzq5i@A5Dn1>Csrdz;d|0`>L=(>I_(N_u~wJ@_)(r<Ur85mm1%
zTreA>>+a$K@ZOKtzid<bl04V50nWZ0;DhkM;04eNLiBml%PqPL{MBWrq_6;vzBNlu
zV;7uD(m?Kd>ByYi!s=uo+YA{W#|}~zSGM8GDuxai3X#!(kFr6&55^Y@nY^NDTIbp)
z^x&x7h$_X^qBICMwzegV<@j~|F=gFU<|Cb&UNBxx1iB^oPEL50Hk$9aJ`~Fuy!<;P
zlp`D)#*&+7D&iH$=OpYAIfHP39Ksp&5Q(mg?wG3q|HE}`K)}xHifraA^|<t{-6384
z$3?b5GtwB3!9QayT&N?I|4yQlGWu+cf(2-)>lz;mO)`()1m6X_{T8z%;4E0qA0am|
z`sLflt*Eu;R1M3p!^#qxVmZ`*Mn@<%#0EZY_#X0b#9j|<0q)i`|MSYjZ}|HeUtU8W
z$0c1g$?;UHsytK5`EFw-!6=AyE;0fSA+AA8m#ezIN%4eA3=X`5E~Qa=*x}#vJobWV
zU-(h-w@u!}#E7JWAP@G_l3+<4q-aZXhol_Pei$<Hx_kNSMwBr}DT50vf8HVAVzUy_
z{35<-`=?(wcCJ;^&<ysxUnk18GWOpCdigFMqlz&;xT+Id`1YGvSVoBmV44=9O9VW~
zkS@m?5Ir#tz1M|FGm|CNrLGH1z)?f~z<**rK_wFO{~%H>qY7<csT6WRLbT!owDSE_
zI5U!3`c+i%Xs3z@cyf8Z=fO=vwh6*sc+lTwtlTo_s{|27=}yeD4P<@1>1`;^a@bVt
zb$Ll(<lj0`uh0kj^i43;>CL~u48nh5UOKWR3>>kr&>r$i{Xo&h>pT&d>gHU?D^jB-
zOg*|m<19LNQRQVf*{bA%@B8G7wgxNEnHuZrzuOpMJmD%(u){9*XhU0V^t?zGoltmI
z!cDK(gjl!1+V!387Eq*$GPSn7rdUNqXchieuh$u(0J$tU2Z&a*4EOF7`qY!SFS3k)
z8c7V>$=T@OKenk+cz}Bs?_HA0jESijBtvfyLtCH%^lxqQ4_&KI1mQ4zwHe@_P+gyl
zZ@WCCw3s1O)jOl&bM=RQ&jA0B`;rF<ppD*-E;tzJ5Plb0_jSQ4*W6$IiO-I33(pKq
zA_Nu$vg>gXk5&{|pCjmU5fxnI;M`)wjvRDg5&jxuqnn;7G@iSfTrsB-BIhuAtg=Cz
z1YWMW$=O@U!yavB!rhRkn|>X0msuNts}e>CJco2a*MqBQA}C#WF<_f;%-dXSrc!gy
zy$+$+Ep>syT#h)+ZdfJNPpFE|mjn__y3FJR`DT3_rDvmWpXIU^?c&22<(!obhhI)9
zUS6|1&}#X1Xw3%WzmAlip(xbS@#cf$m-eG+Kad#0#U5WC-OFKuJ2b=Y=LgWR9mfhO
zSOZ8XPSwi99X$;ABc6T_>SQZTfH^vjW<!?jyOr8gGfe{KduSzBeBVIz0}{i@Tgg^*
z1#^E_j);w6ZY4S9R(8ytIar<iTtlnK7NwtI&07zMr`LaHvN&vQq(%Aw;7UlfYk>q|
z&CjnZgzC-(!N@2B65pY`&LDV|CtU33<=zoOtGT;bHM}7(7c=g?kQ*yHNe7FQ<Wi0|
zj|dCi?6@Qiq;Ki|`gz>UHh*1bD&+hwx~<Q-P97%CB{4s?g^xpOsJ#h<J)q(%3>6t|
zkK{{{XGXmdrws}?cC*uaKOK&5F4Q2_{6bVphAyYa^3ir0nALhS4|;6eIjU0bpS^x^
zf&=s77_!BW&6PKgc=weHmvAaq3VQDwsEelV>&>i6_WhC8L;2Olxq)+-^js&3nYE5h
zjaDpKquTEi2vz%LK$227%^Nv5ei({iG$x(;h6l479OiZJ?6`*N;!n^x3VjFlaDpj8
z*xYs>r}bRC2PBwQMJLH%AINr3oHpKn_jZ>ZBE+;pk=}!>FPr|E+|HPUaW25$Yn(;A
zfO71s1+mI;&}R@f{{x&p7@2Uzy83d?%;fg9?EFR4k;n`aY%Md7h38mlI{1Z;Y1FA=
zeXR-@F82&Njkuu&<@=wC@ViHA2GXgKL@<=Pp8gvNA+{%#3%sRE=6GX{rC@OQXUxs{
zHQYo#H7k(-w6AGX75mV=^1%Y6>m%dRrCRP84hio{)Zm%QJ{Fz_WbfR7a2)NlyZ#Qb
zogtq(P}l!u<_a^U_ik3+XMVGOk$I-}>CEzVI}YbbhBdcb-yDkskIwNBS!R)(1(f-X
z=($^ch6M{<pWbWWBVp5bpx4dl6fxzcgiUAXD<0iHOJvS0q&)rdJhozwH`nHqQ_F2O
z39$$XC{ZBbJpj|1FA1o=pq$dDEgEGb2K<Exc4N)wB8*wEP_*eTN=!c@#@qiolr4lw
zTT~(ljMl5aSEZxl89Ip5Ab?{RpLI64VW5>LIcI;~oyYQ11oHoDE=>u+gjwz0eA*M;
zdd+m+*&2)oJJLFEdlP^9JZ|5TmM)hTI`u3ez+F0@ikgfynz9XKwj8Z^)`sJIV&!x2
z!`r4ON~Obztyy62ClyPk@eS7<@PIEdbi8jDqJ7o&9Z4JN70$g}j8{p&Qq+~bCRxHl
zc!?$|Z><9DTf$j&$EemQ<Mg-6`TL)a-`>xjF#9I(YwwkpK#O63V&II=G!xYuesm6z
zZK%wNs0w9B<X5a-$kd&Rsle|nVIw5?_5yZXE2)FU4-2VIseS5b7-?ADC};Y*>6*O3
z^bw9=yQS0KrZqQkspPu%ll=<+Z$wTk#hNFK>Wivs<Uyry6a_cL2yRDA5)yGrnYZ-*
zTr%U^^T5uOkUuaAtC=^Sb&J^nI=`VbaI~6PS`Jk=9dJsZe?{dL7OI2R$6U>)4j_Hk
zi=Bgm>JK|MqBJf(?Fpz>c-^aWOu8OK=b(pG)3Pq~w5y4~0$agkbajp!<SED=)=y@x
zc&Q9E$)yg93mu3HZAT}-Y4r-*FKnIeKMm|&nn_QIRUMRan{-WCh7w+q9~lZLd3e-w
z)veuyl7t~YuezpQCdg0T1i*hIDHo@vn}0yfb`ljQS^iYD>JFFJa}f`HO_LIJk0FN<
z6?kZto_FH2Hf5(ekL1>xn#V)uKljjIUmm=7T4<ic!iCwXoC~j4Y!;sWY)7J$QQkNC
z*&YHNP5de`p*&5<yDQ4+V4v!g3Gl+2xeJ{m+U+^#=%n0shqvn8(2_eR+dpc6lXy`n
z_>&kf7x>2wA_HM7Nx$zkpw{jH^wCsZ{o)u3^~+=D=8ja}^uwd=Pja2jmHBkXe4@;l
z#kmv|F&Ie{8#GHYalt(-%SX?*%0<umhn^iBT)Z75CCo8F;RzlMNxjf;DPr(K-ECv~
z*4<@R!ok<oaW6hhqWbBKbp-wDBun7A2lsJa#jZTVfDyHfo?g;{u8PWcXNSMqT5;<p
zNse0se-%r(_#Z!Sb>Ex&GZoPlOHJ^M)A{h;kXcEE=B`umFx>3TULh^Vk@?%$o&Bbr
z|5_1ddHU3`A`Im6peQT7yj<0&JyiYCqj#VL1FAths(TLA+D%qkLe*tGDN+~jx!u@7
zDLviND4lMRNYayduK^=3*=Y8imw5$WUfr98wJpEFiD?X#NtwbE9^Idoc&^iD#L6EV
zIyQVgGts;6VjW)=)(bq%tCg;}&YLaVn>h8}Ih)wr>_)ysi%AQ<F;~de*Z0Iw<vP8Z
z8gS{*jqNoW))0d-ItiOl=gJ!w&DJqH?IuZtx5NccT1q@q`i%Z_pMH(l$Me4}6^I!;
zas%+Fg{fwsOt?8U#~#2EX!#9DovkagkdiAhtq`_qC2barNA(H)anG7L9ccPpK2<S)
zy;<%JnFJeK8`A_%%*VlrEhi!v{YtV_;TXr14l2lI1ZReB^a(cin$?9^=YD0b$d|&g
zN98EB-G?K&&nIUKJkBc~%+*zOPH@D<07n&xJGC>~dx-wq(As&EocHkaqyE^P9jT7x
zlPu1B`r5f8i4T{Ng@0Y|6y8^4J%EF@4W2AyJL^lv4xhgA<duWgur|P27CR2KW0;iO
z={G2#CjUk4{JZ8>2{p4Mn*@u>M-ho9Ut>hk^?}b7GM<>yKl!Nh0U!2Gtbe$OiNm$^
zP;qzv>-@;55s$pa_OO%z-y@?v{uwXx9;!5a@r3rc_;)E}1Txr3Ua_0)c*=^B!(Z>s
z3AGkby2#SD>o(1STT8A`J==~JU*Ympa)Cl2|21LIlFTEH043}0j)tb|2~czx1V}oT
zXEKS_zhK4m(}Z+*+5gJcTyH$3U>M~trW&cxVq)Rps+AIXg!E1se3V4M`qA_y?ISr!
zXLR}Sa+g}R`=M#x5ScseTHM4=Rj8@96q(QT7rJH|w3ee%*4rkOe#H8QwbY2>%%hYf
z)g>`?Q=)xAz^;D}>xhkzQfq6&9nX8hnsT)=-}SjDD6JecR;&&%l&`+Hi~BH%eN8gs
z?Y1bX%gBNEc9H4>&0iw?!}lvluLM>-rnN8N@Cc^*>h;^byD_Ex&lmBsf0y~R(0-x}
z)y`gvz6g2Q97*FhK-<$3!ITfmXK?g$rl;k;PiAFh{k<%;W(j%_LpTceG_}k4Mpl)7
zpyoAly*Epa@K{)MkjxfqanHxIHH`E0C`QvczvSNEw+i+52tA+<vog)&oF4L~mNH77
ziq2KqWU~D*M<1s1q%Xah%sEst2Az+!|NCa!uXT?Mw3VX#-dNC^H-mWyFLE-|#s>2_
z{Ils}iICBjMA-xJETZv*Y>kk8nvdd6kC(ij2#lI06Saqish|1EkSg6tY5zB%b-6q?
zkG{Q(um`yB9^hg#MAZZQC?z=)yS1*j5uR^f88BWm$Np5BnnB}PF~t`uW=LT!uWX1I
zbjMTAVEX1?CyDf5>cldgRQw&;`0e{+7h>4ek;(P>nR1em0&2lP#|lB+`)eYS{%QqT
z=MPk6u(N^dnYDc^zTX=M=KJg6>B`!*;KQF?pVZbZtZ9Vj#|CfbY9yqj6fg0<%q&<_
z7>ta(%~alKUMm_wI#%zsq^9HDD(8eB$?kIY)Og|SQPUkN&!NiK+Y%ewT7<JSKP#$E
zxbUTDSFHGV;PbU(v#5IYdgs0cWs5wY6!n~6X5Gv8aTT`Lo1U638#A3*%J3~s)&njd
zoYruU<Fk+&@h3;8p7nQl=R8i#j~lC3BaS8uML9@1qNGSXX&qNrdE1QNV59-yosrs0
zgV8aGsFbfb3<5gC^nin=rG1CbR(5gSyTuLn9Lz{p6FdlC8N?ktO!)g^y7%eWI<<pN
zaNHQJyynCq9T9q!l0`2svFLpM0}5Y77Lk2&F`1|Aa!z-qGr3g9wY%uswb8TZ&aXOr
zMMmuN*YfPpl|3vwe_Yj|gT4Ak25%2a`B^p&uV;tIrO-E4o#>jM^y8%ekJD6v_kKXJ
zsQ*dY_SNZ55*vdT<x&WblS$|UankQyJA&%Ec%irORc5OPJ;c>){p0vbTWg`D!^-1K
zJWq|1{i1ChXPfpg)J##>TBc#N#lxWj({kI;L>I?okqZV>1*f`ASpTN86{{N!l{=Wg
ze`gRNaBBSK7CF*>)_pa%q@<rcv;uyx;Z0`I5y>>VPpVmRW15x1;H!GN)UB?MZUO^`
z2?KO$9d6hX3?S&5U5eJKv+;JfYF6@xv$|E<Y#cY&Rqg9<PHZJEy%_6B$>Bw3{osYw
z>^N_^?TX&tbDMMhpFSQD5%IOpYuj=35LrD(+r?%fzKg)ou6HTC!>OHt-d_#tf6kb)
zq2rTwK%w5Q@W6bs$K6rtEb6gy&k(pG$JHDwFXdl^1&Zv<6~##`dSUy1op<g|`X4^_
z=P&XQN6-z`^4nWnZ4heAQcfuXrRwRTpjRmdlA$|}7yc{aiLBwZNKFl;WJqud1r<{}
zX*G)2OmbYTQy3esGB<?j1LXrGUr0+`oRp(}m$P5h3$?hUHyv#H{TQ$7qSxGi@nB4B
znml%4^?G1f<*iAb$;nAnp{<vE^YKVAR0K&%Mz*=v#XSZJXtVeBzH<I8rmcSbEpL=1
zzs^gn(s(^Ay3w?j?_HtB2!GW4*e?=ewD{87S;G6yYq_Li2ZL>m7RVb~Bgu+inW9ub
zFYou}=YJxJdwSRzk{e)ePo@vJ$^S(PXI@HS>~#E?Jih_frkc9{u1fufUiI%k++XRg
z1RLH9$%OLApr1J8M7#X;K~5pe52FZQ{<%vHtklcj|F4EVb*#hDSJlzUFDl~diRXWk
z%SwJjyU$M=v0g+^_}>)De;58QKf$P)fC?6tmg+BF@ZN1sqyXegOw322oHFx(UaUh@
zbN&Cu^A3)V>RMVNcblik2m@Of_7WGK4#byijupGsaeQd`Po?&Mm_t{`D~u-zqU`?@
zx_@Pdl9{1j-~YQ8{Kp<IW)$kys?41qRy%`c!g&o1x{@h<aD+%<VIh=YQLJNAE5mQv
ztEQn51J*0(x~)3{u&XR=Y)ss!_YgQlFMT)wPM#(x3FhPH7c?JagzBQTt8HkO7H<PM
zlELv(qr$N=fVnL)L(`|-;AX!iVVv4Nm?@vMot8}_?)Kc^crdo$D1K|p3S1w{*#`IH
zSRXW5cKwP7z}pbpn0tnLC5c1-8|rEA^^1XS;5|O^=j7xf(1l#j?i(%~fR~dJ22$J(
zY}oG=JO05U`E_tmWpjTV<OLnn_IW8eJ39w|yxuG(30lcR5O5$5$+U6Ka~_ATA0XmU
za0Ip)ul6Rv*S-cifjV`|(E=@yv@?ocIlI;yEYC_Z2r5SlxP8!F2>`WVZ-2jVtO_7v
zdmWaii~usU_uu$VwlYJ`vc8dDJW6-I8|dARHs}(OI+^H0tt<OXPTsdw%T9*pQBqMA
z5)mmXDvB<DRz(4bDs4YHMvbRWKWb}htLf<#mX+~sjvpUvR)PeF&8|VvoLlE?X6}rp
zWszt9@15W6bk+Lp-GLuDb*hACnEI~D_E?StN}~SW{Pf(wb=EyQFE5XJJ#j3aXd_n7
zCEl6%Rqq#((xdpBRQJsQ^4-SvwoBco<TCpu+09Qw(r>?|LRdT6Q=kh$16RZD_bW%e
zQ|GHb=TGR))}9pF^9T`k_uO|>{pRT|=)(f=s~VHt7V)#|*F{!r7lJs7N|=e``dZ6P
z`$ng1o2|WQ`M(8%lG7e|fLN2*EWkX3;N{I`-q)iB<ws^`i&m38dXM9o<YQho6Mv+M
zr8}L+JI?kw&h~CMa9hCL+^4!N#kF!06z^#iOeZy47jf&_71T<it;Nyyj7BO708NYn
z?0~*qlreTXqT|nDbu-QRhGsM6`4Zg)`E0$btuR0T&}p>83mVk8QJBBfeth41A*=EJ
z%|FQ!9^V11K%Jl@KuvF_*-VLT-0S36sH&>+ZU?w*4=i;79wXWI#)d<N?FTo2Az4_;
z<MU{xwyZ2tekmN7ms&=<vmQIVSGgSK5q@?6s6v>9h2<0ieK9zpvTaz9Yvw5dADBEA
zOAxkyElfgSAAkF2LrNHp*l683fD3$Fe1D&!u%>3*!UKT$QN&&W88D@iw(*u1AiIjw
zW%|_1b6wt`EEH4`X9j<iZxTC4+WM4FJ_)0x0oTBB>kl}fEugY`AuTO!H-g~_dGVF7
zPwp4ZpeI7X*nNJk72CEi7Xa{p=MG^AxGOr}V|5*#{sEXEn+M)=v$M2K=#|96l>D5W
zYpyOXe6n7*8o!q?02rs0NAKNV2rLZ`3@kXg-fF)x-#rd2p@7ZB@X=8XOKOw8WNWXV
zU?6}2-*%d^uGaFQS_vSW-T_D;)oq&`2I!z6z29E|vZdCTH?X~Ns(co%8<b2o?<egr
zHrVPPelj?{dmkilm1rj7lPe^PPgoc<!YhruP?1JnuAUbsb0BLA{4X8Kb`50k(Jko1
z`<^!s8MsUsUy;?Lw&b0&C%AsSFh#G*YT^TmGd{wIWS2b3ba-uTtt3YJyF|ANoPmL%
zWxdF4RN`nl-Fm8Ooka@$)JhyS4g_+6@dUH&LAE3STM6lkALbljasx0B=|eNWsiUTl
zZo#w?@E<2{XLF^4{jZa0yZ^Nme{>EwN8co^8Jhj}MY7Q#E%}(9t6uZrS}A12-neN;
z!hEwen1a6mDdBNwS9mP9=>e0r;D3;^h9?zOL%qEV*84E=zIEB&_s5Pc^rfRkdig#V
zM?TeWC9+uC4v|w7*s*SZ76J>YL{_dBpr4!Wae`z(;TcY4?b6r&(fO0Vvia!BzylYW
zJ||Oi1)jDhR%y5<^MuT{mH45_-pA`2gffhyz(Z3gKC*IlrrCTP9jz?Tv>R62!DBJZ
z3guSaP{fXJ#&6L*Nyp6_E6{4G5$--k#&u8|0jyM>)%=brs<Rt-hIUyzL!mTcuhCBi
zKw=2ONMX@o3Fs?Q+wnKZz2{D5j|$S{S6XV(4sWUyc^1Z+&nu%DsXktm*nxy7?dZ47
zCo?+^XuTDxxj(YSUaI(K`37fs2hy+O7oP>N%?dq#;9I|4*G2Hg=X8nA)J&IN+v(#(
zS})HIfb>E46{ZDc9oN>PO>Derh3ydRO>f?UPAvC@@`$^xOaz;Srxu$nuY8+~5U#AO
z9NjncFX`UE-Jd}Ij9?g56jRl`D($l(mgT;~TkHcE3Ri3nQOqC??d!b$c<us|sx_c-
ztvb1iBjZhzOPlV+KTBX{6$P?r^QPtbDRAcZM4j(TU8vduBn{FMlc(t(amJx0_YX!3
zbqYJbnXLR2YDOz&W@fHi8k}fv$r9ae_e2Yv|7n-90Ew?~0Jc;}G-(o0iT^UuI4tG#
z7fU7lz#^damB-O`W#0Y7d1^n4)i~n`(6l5?(4!(NOBR9wDah+Fxq8YJtNWVf$>N+&
zaP#RhcV2$}=7<TqP@>ju0Di?ct)8BqQAZ`E-qh8&`J8WVSU6LlkH~h-5~1Y@U_8bS
z!!Y2Cq%8$}d&aKiCbMce>FLK6N`L-juR|@%dkWzT0K}}!B>bLs#ZQ7``rqY$Z8x3R
zY#z^f?)T_=lkw8cc5lYuQ$KcOh^P1nVLBBa7K3z24SK?lNqW{!uC6*u`(YP<K!bQ3
zN5}StYR^9{bQ+qPv6VMX;}fmF8TJ!2m0I;q*b4)(DPX_&xbb%zl}4&5z)u-H35kCI
zACMu_lJ}1ghSDc1uS^BE0?0M*M!<AN4*~Ll2{Lg^DBboPM5FJUI4@R?>08cR;p6a<
z1hP?dhDmdAgmxF^cr<k{N$5e150F2j0J}>jyZ$|`2|BF9)ZAo0VIs}Myd=K%!;jjt
z!>N&p33F22hkKs65=+7S07=0Xmoi)!w4f+O`UP>zgvC=h*xl(`OFG)F-_hpJk$?6K
z1rFW>L3qN1^@_=w&)Jxdmi$)Fy}>86?myOx;6Z(><$F85@%-(bi4CBkg(ZHKmcE4v
zA~DhCN!Np*AI+<A>J06j6kUAqR3XRo$?1~&#g5EE4IR!Qet;#(*#{EQRlU8&tQ?8{
z4!<}%5}RSVfyfa0v-U*FLj9Rwv>-qlR47t?8^@i`EIo5Xn8(IU+*n%T_WQNv2>{)B
zvl1;Ihj@!lHI2E>VBg){zgE^}mfYk9uzjnN745Kkd291E3$=}LNxN_SCEU_r8poZr
zvf^~A=+CNJ(A|I+AI$(YECLSAJ<Ir~=->5oXG#FvrCNh7PCB;(*Ya&vz(inqn*SYF
z<fNe4^WkYm!3S2@>C!u-k}GXr*dpC0&9k-UxO+A@Zh-u{@b78z?-fdK@cW-<OP%F9
z$5L;<G5Ji6M?~vX$B}F#sYZ0arRR!Vy7hn|+jP_>UxLn!kFW9)shB?)##|h7E}Gi3
zQQ+YEg$pwa6~CH235!W2V&I_cX1jNfx<mplehd%z!H3T4v0~r<V2Yh7i^^jC!tc1E
zu<6z2c^~kAuFg()Wg^9xth00FBZ({1>i}K1A-c0Q<11e!XE)=m8=;vf=^#FXm!K69
zJBRHcX#OEvxzBj(W|KNVrJ5mC=B?GogFnt6O!)nQ_ET@byYg-_M%94{9{0uY@d+{J
zCzWUq@->r(sFwo1K|lD7i1oNYDAiQPu|8n}iSse5ccHOW0&r?m(l!Bq@}3Y};jV5w
zes{N!i}Rg}?J=9S&YHy_j@z?Bh(ZPAd(cJb=W(}5P)7)m^y^%;pjLn$H~#hYENtX{
zpOo!#v4H$rK0dxL+cB$+0FO+Abk*#4Bx`whubPYyzh^g|ba@8tt|-4zJBb!wvFUGx
zgMG`Q+BR)TR{$ah6!7U%N%%-?^QrOXgxc3IWn;sb%!Jo`S3Ay<jBF_5P$DKK>H?`S
z(>SW(04??lpa#`wP606ABG7Q?Wb_auMz6|UG;9I;d%K$8NB6Fvkx5=+;uv2{Qr)}U
zFhhVuGFP&9C>#G;i&?Wc9^Vy!q6m*aLP&I<1hK7H+H}XiZXR$V5f+UZT*^3G=Jpu?
zyp?Q9NJb$TfW(Qpbd!8W&*Mq`98n5~)J2WnjI}*0RY5m;<~cJb^nKZ6G>_?CLxQCZ
z0cZTgwXBEpb<Udw^ACafK<lx^oA1Cm@0?{(j`rZC+v+ZOzTet@#Y2Hsf8TiYmpA|V
zgK#%U--Mj~8xRm2q>7N<<CWi3<e4ha_=C!pnz1!!zir^u5lpOJnPjYA-+lASzI&JF
z9S?|0H^&1B{qg~gV>*gI1syzl)N~{=t-8Z&^jeZ5krxC$D);U-108VGG7dfa+F}12
z%^Xe7Tp%0uNekV1e`mB?2UF}zDI=5b@f3Rio{P2XJq<b8{!Ht1PACM-d|;)&NkBkQ
zVC`6hreHMD?Y_Aow$m^qdf&K{ghN_19CWT4VQ;$vMC*;N$Tq(`>~=Z^)7P(CSM!3d
z%Hh4vv$;*K_yy>d>qYh3WibgwdiA3OK?(5<CiqG5oO}M<o(}+WmAqjX?1)eOts?L3
zef`%li3wwZQOd)fY<v%dhT5!XSL3+T0ODk_ppGdBerTLq5F7pp^!bB_O+d)^AZcxI
zkjkd!TSrl9J6OBK=E^r^?>*wpwqDQ?tl%#13cp|NM?;N2^uHBe@ReJ6_aq382GOcE
zw3Bqy0j2UM=f?M)P^mxPhzgE;_|Yv_9`~%867vXR{k?zW{{yI=%@k{%s;Ar=0E+6B
z*==F2ER(mjT843nwky21qNL&xX0}ass7@#d2!6g#!ZE4P(4VVN&>ZudhZ1lu|8#@G
zzn4D{qk{4Z!S8=zXwl+6`gIsEQLOv-lL1EcxI5snF;u{o>fV@xnjSf6f)DrOVP;b^
zN~|o-Yc>T;K6w#jX*+E>c8bBp@mSI}<QEC}fbo>*vfR3slb81llJmneGc(0!pw>gX
z&M6o400Wl~3=BU7k{d)5qa}ZTRL&_XQi6m*^L=6-<i^I}O`+*|IjFw#zeW``pTjNV
zkEP{TdP*A_#36{_CucOuQfC!hwZCqMfG%!YT3QJrj#*86(ZxAUO-*yPCL#^!qwc*w
zKn-8-<S4H2<`NRp{B(zN5Eu;}NzFjaK#B5YRXe~Q(64>bv$M7d0Q2jRRa0u(+IijG
z3J_d3<RMd<?*vmZ6wbKWWee?0z{HP_#Fcgn56=Kxs+yx?Iq5aQD(fi|QsX)x|D&U#
z_}BV;Hg)C(A&|w23IPt#8%!ll)4)r84&CdDg5(f{wFzviv7J?of|p-`m8cgT9bLCo
z)>Q$SpwkfkHAWTd7l4AGmhsK#Bq;m^vhDAj(11Izc_5}pfB40*xAa^L0&=%xE<h($
zPdj{i_%$4qtBk&CZ~zk(2DKaDRQX!QXYN7X3Sc}<71Iw5#0(_DRzPIc8duf8eVJ4O
zcm&~l9W0f`U3a{IhBFE_sc?Q(niiOV965C^NbOBijbi;mvF(~iNF?%j+qIcWtgl-<
z<f=e1sN1oOF+<q{^X=$32^0d*6?o<_=bQ|yDq|4-Bbnq2sz8`>hp`v}XI6sRAc1m%
zQNV;vImN<?m29he9Gv*yIr2yy4}=xO$AMt$YNg?~x8wHv^$Ji?fuN-ma6g=R9|HHq
z5Lwf%zka(y_y|wAxbou%5Bv^x5`3gOuc-EH4NXpJgO*!o@4dO94^dx!NaMwe2uW~X
zHy|L$Ca;r%_*7ts47N)i0#18osPBzleu<Uc)D}vUFVEdLOz<Vac-JewstLe|7A`Kn
zM$Xh9y+0RQ=}WOa3vDv#j(a7MvbF<giued+9D<lXzx>L(Z>g09651cuUyiIDZA}<S
zC?|`%BM#So&(ymfS#of5)9so9#|Ti*M1GyqZMss@(9p1;Jit-1TV!p5auPI85O|V?
zJ=9(R`Lob>71){uo=Ge%YN2$&b5f^{c(RMG;I7R7+Qo-3#EVS!91`9>&DSU#JU=@L
z6VVxt<9YS=paDcov8K{RB!I3EP+JWK%3*+2VDoUuzKc#T&&YU#X!z;{d4)#zAw}2Q
z8t5;>{C(m^J(Pm}F-o$svH=IvGc#T)%^>jy_7N(`1K%^nP6AFMjpvSo8Bg2AF8~m4
zbxiR^yU%GLIK6*~**LsUcy?fIZCwW-lm+b<e?)C)I+^6LU4zcvuZN+~j%R!+?-i8?
z?&y^B1A_~7C}0h0h^%_<3#zX{z~t*g*_+?+=)~83Rsou5Ro*nWR@skZp)92&3*0x5
zj-d~Xn(dNPXjz7DE=x$*ATcorMdtz3h8%QXyn%J7jeZ7M5}Oc;a*h3x((&BS&dx!D
z^F1=COPe;Zvmr4nak|?w+2Fokaw-J9@z)<vv+Q=o2g>Auel>)c^mgda|F4)Z_|*Rb
hYyaPSYs1O~&K+FmtcnMqxDfoF$|yZ9dT99e{{Z1$80-K5

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/brimstone_butterfly_classification.json b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_classification.json
new file mode 100644
index 0000000..1e7b197
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Brimstone Butterfly",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "very_broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "very_broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 2.29,
+    "season_end_month": 9.12,
+    "forcing_peak_month": 4.145,
+    "season_width_months": 6.83,
+    "season_midpoint_month": 5.705,
+    "season_start_label": "February",
+    "season_end_label": "September",
+    "forcing_peak_label": "April"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.959,
+    "DECAY": 1.864,
+    "OOS_DECAY": 4.404,
+    "POST_PEAK_DECAY": 4.462,
+    "POST_PEAK_SHARPNESS": 6.051,
+    "SEASON_START": 2.29,
+    "SEASON_END": 9.12,
+    "SHARPNESS": 6.652,
+    "FORCING_PEAK": 4.145
+  },
+  "fit": {
+    "score": 0.053
+  },
+  "warnings": [],
+  "summary": "Brimstone Butterfly is classified as extended spring seasonal presence. The fitted seasonal window runs from about February to September, with a spring peak around April. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/brimstone_butterfly_consensus.json b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_consensus.json
new file mode 100644
index 0000000..73a4e97
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.959",
+  "DECAY": "1.864",
+  "OOS_DECAY": "4.404",
+  "POST_PEAK_DECAY": "4.462",
+  "POST_PEAK_SHARPNESS": "6.051",
+  "SEASON_START": "2.29",
+  "SEASON_END": "9.12",
+  "SHARPNESS": "6.652",
+  "FORCING_PEAK": "4.145",
+  "SCORE": "0.053",
+  "SPECIES": "Brimstone Butterfly"
+}
diff --git a/modelling/data/abingdon-all/seasonal/brimstone_butterfly_observed.csv b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_observed.csv
new file mode 100644
index 0000000..a16fcbf
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,5
+3,9
+4,14
+5,3
+6,2
+7,0
+8,0
+9,1
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/brimstone_butterfly_parameters.csv b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_parameters.csv
new file mode 100644
index 0000000..a89fa42
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 13:23:35,brimstone_butterfly_observed.csv,4.365,2.296,1.926,6.482,5.736,1.43,8.97,11.31,3.12,0.1441978987193165934417890033,
+2026-05-21 13:23:35,brimstone_butterfly_observed.csv,1.509,2.327,7.275,7.276,5.746,2.82,8.76,8.674,3.74,0.07562464273249487566353310562,
+2026-05-21 13:23:36,brimstone_butterfly_observed.csv,3.038,1.815,7.149,3.786,5.647,1.33,8.13,10.462,3.93,0.08455796722736732881764068359,
+2026-05-21 13:23:36,brimstone_butterfly_observed.csv,3.079,2.774,4.387,5.757,7.594,1.93,8.28,9.135,4.94,0.07491635293676583786467701428,
+2026-05-21 13:23:36,brimstone_butterfly_observed.csv,3.168,2.531,1.05,0.125,1.549,2.67,8.03,1.726,2.83,0.1124977574125212518766156463,
+2026-05-21 13:23:36,brimstone_butterfly_observed.csv,4.189,2.844,6.507,3.339,2.217,1.69,9.74,4.226,2.72,0.1217718245511319000600861958,
+2026-05-21 13:23:37,brimstone_butterfly_observed.csv,4.177,0.842,3.209,3.058,4.532,1.25,9.39,5.649,2.81,0.1353250372243241040571528383,
+2026-05-21 13:23:37,brimstone_butterfly_observed.csv,2.844,2.941,3.012,1.209,5.695,1.21,8.71,7.022,2.94,0.1428570549576477961576555501,
+2026-05-21 13:23:37,brimstone_butterfly_observed.csv,3.465,2.326,1.458,0.852,1.314,2.27,8.32,1.466,2.62,0.1007245259721147264184145881,
+2026-05-21 13:23:37,brimstone_butterfly_observed.csv,2.906,0.796,6.241,7.564,1.533,2.46,8.34,11.704,3.71,0.08248754582053378600045180547,
+2026-05-21 13:23:38,brimstone_butterfly_observed.csv,2.99,1.383,1.95,0.615,7.334,1.5,8.29,4.823,3.27,0.1048061825591271363366241380,
+2026-05-21 13:23:38,brimstone_butterfly_observed.csv,1.832,2.533,3.283,4.41,2.293,2.68,9.32,4.056,4.13,0.04370117994142329924528885375,
+2026-05-21 13:23:38,brimstone_butterfly_observed.csv,3.18,2.043,1.818,5.925,4.505,2.23,8.43,5.081,3.84,0.07120185514827560560685647224,
+2026-05-21 13:23:39,brimstone_butterfly_observed.csv,4.777,1.932,4.457,1.098,1.796,2.46,9.91,10.495,4.16,0.06677701009252389400646440908,
+2026-05-21 13:23:39,brimstone_butterfly_observed.csv,2.874,1.228,2.294,6.888,7.437,2.92,8.76,4.633,4.93,0.1265828859620929809753600849,
+2026-05-21 13:23:39,brimstone_butterfly_observed.csv,4.634,0.908,2.168,3.113,4.587,1.94,9.99,13.262,4.46,0.04714683043785612647535931361,
+2026-05-21 13:23:39,brimstone_butterfly_observed.csv,3.018,2.655,4.955,7.162,3.401,2.8,9.62,14.979,4.12,0.05750020140824604996324528408,
+2026-05-21 13:23:40,brimstone_butterfly_observed.csv,4.157,2.58,2.494,3.728,7.896,1.98,8.45,14.15,3.35,0.08648777554555988053645374159,
+2026-05-21 13:23:40,brimstone_butterfly_observed.csv,4.091,2.771,5.73,3.995,7.722,1.62,8.58,9.258,3.74,0.1087561178513517609805314005,
+2026-05-21 13:23:40,brimstone_butterfly_observed.csv,4.708,0.698,5.11,0.682,7.372,2.15,8.7,1.911,5.42,0.2097129320625165139092267177,
+2026-05-21 13:23:40,brimstone_butterfly_observed.csv,1.374,1.234,7.53,1.176,6.018,1.97,8.38,13.418,4.41,0.07891970157250789417042345354,
+2026-05-21 13:23:41,brimstone_butterfly_observed.csv,4.903,2.079,4.425,3.908,6.398,1.27,9.47,4.596,4.32,0.07101445699404810025729592117,
+2026-05-21 13:23:41,brimstone_butterfly_observed.csv,4.861,2.82,4.205,5.072,5.088,2.62,9.17,9.201,3.8,0.03518660179553503233601755013,
+2026-05-21 13:23:41,brimstone_butterfly_observed.csv,1.533,1.468,5.194,5.604,2.886,1.0,9.0,10.47,3.89,0.1142165486203016363101525935,
+2026-05-21 13:23:42,brimstone_butterfly_observed.csv,1.865,1.286,5.851,1.443,3.452,1.01,8.2,14.708,3.52,0.1243230234544255136684446148,
+2026-05-21 13:23:42,brimstone_butterfly_observed.csv,2.392,0.604,7.922,6.082,1.7,1.64,8.89,10.498,2.7,0.1818637743403835958785824823,
+2026-05-21 13:23:42,brimstone_butterfly_observed.csv,3.814,1.614,2.471,4.846,6.106,1.51,8.58,5.512,2.84,0.1636556752878831192695947963,
+2026-05-21 13:23:42,brimstone_butterfly_observed.csv,2.896,1.701,4.604,6.785,8.591,1.77,9.43,1.658,4.38,0.05562964599860212764414315950,
+2026-05-21 13:23:43,brimstone_butterfly_observed.csv,2.07,0.652,6.069,6.105,8.63,1.62,8.06,11.821,5.02,0.1155484975169889134314171214,
+2026-05-21 13:23:43,brimstone_butterfly_observed.csv,3.686,2.046,7.261,2.037,6.553,2.28,8.02,1.621,5.42,0.1403090685348488573845379342,
+2026-05-21 13:23:43,brimstone_butterfly_observed.csv,2.333,0.901,3.04,2.551,7.369,2.92,8.62,3.816,4.14,0.07803078991289443805351088702,
+2026-05-21 13:23:43,brimstone_butterfly_observed.csv,4.749,1.531,2.122,6.957,6.054,1.58,9.39,8.76,3.5,0.1115199848528684333365333427,
+2026-05-21 13:23:44,brimstone_butterfly_observed.csv,3.212,2.791,2.469,1.494,9.775,1.92,9.78,7.056,3.44,0.07338161461761420210867231076,
+2026-05-21 13:23:44,brimstone_butterfly_observed.csv,4.496,0.921,2.758,3.874,4.651,2.92,8.24,5.038,5.27,0.1749556654458566695438010696,
+2026-05-21 13:23:44,brimstone_butterfly_observed.csv,4.506,2.349,1.793,4.116,8.933,3.0,9.8,5.094,5.04,0.1214312488259780627807788444,
+2026-05-21 13:23:45,brimstone_butterfly_observed.csv,1.417,0.632,7.709,7.041,8.008,2.57,9.96,1.7,5.39,0.1609116149656882987890191224,
+2026-05-21 13:23:45,brimstone_butterfly_observed.csv,4.02,0.745,7.508,6.163,4.568,2.21,8.79,1.03,4.18,0.05377605853298548933208958807,
+2026-05-21 13:23:45,brimstone_butterfly_observed.csv,3.705,2.929,2.088,7.772,1.682,1.09,9.67,4.452,5.4,0.08265687000743833941825410969,
+2026-05-21 13:23:45,brimstone_butterfly_observed.csv,4.424,2.778,5.612,3.329,7.386,1.27,8.31,8.087,4.42,0.08785806619318306529094204864,
+2026-05-21 13:23:46,brimstone_butterfly_observed.csv,2.896,0.993,1.592,0.704,7.114,2.39,9.73,13.067,2.84,0.07504799879133613571659113577,
+2026-05-21 13:23:46,brimstone_butterfly_observed.csv,3.997,2.499,3.173,6.157,1.289,1.35,8.08,1.73,3.37,0.1251674581653146122383292706,
+2026-05-21 13:23:46,brimstone_butterfly_observed.csv,4.569,2.211,7.516,0.832,1.798,1.62,9.06,11.6,4.35,0.1105001419671829280289055745,
+2026-05-21 13:23:46,brimstone_butterfly_observed.csv,1.484,1.812,2.19,5.992,3.983,1.5,8.75,14.124,5.26,0.1012885439397882618161669492,
+2026-05-21 13:23:47,brimstone_butterfly_observed.csv,4.311,2.761,6.108,0.837,5.87,2.46,9.79,1.881,3.14,0.06736017580687085617030612243,
+2026-05-21 13:23:47,brimstone_butterfly_observed.csv,1.54,1.852,4.991,1.76,3.054,1.87,9.35,10.487,5.23,0.1216528006102319790580499743,
+2026-05-21 13:23:47,brimstone_butterfly_observed.csv,4.723,1.145,3.114,0.355,8.962,1.81,8.35,1.872,3.35,0.09878124474808893306041498488,
+2026-05-21 13:23:48,brimstone_butterfly_observed.csv,4.334,2.49,6.781,2.081,5.409,2.59,9.27,1.623,3.68,0.05626480376901487836066326530,
+2026-05-21 13:23:48,brimstone_butterfly_observed.csv,3.874,2.637,5.413,7.227,3.718,2.8,8.31,6.628,4.69,0.09519720441918775396431464738,
+2026-05-21 13:23:48,brimstone_butterfly_observed.csv,4.935,2.725,7.417,4.676,6.62,1.9,8.41,3.887,3.21,0.08915342647140208499327990203,
+2026-05-21 13:23:48,brimstone_butterfly_observed.csv,4.342,2.068,6.809,1.817,6.644,2.67,8.82,5.891,3.43,0.04308619680599582555847037348,
+2026-05-21 13:23:49,brimstone_butterfly_observed.csv,1.734,0.8,3.735,4.812,1.434,2.5,8.1,2.905,4.28,0.06182955047520830583868389521,
+2026-05-21 13:23:49,brimstone_butterfly_observed.csv,4.2,0.721,4.585,2.437,7.14,1.92,9.72,13.159,5.43,0.1178478550441916519698681302,
+2026-05-21 13:23:49,brimstone_butterfly_observed.csv,2.9,2.269,4.415,3.731,4.166,2.11,8.74,14.1,4.18,0.04127309830940948627324095069,
+2026-05-21 13:23:49,brimstone_butterfly_observed.csv,2.335,0.823,7.067,5.404,9.51,1.74,8.2,5.091,2.78,0.1409443235778392983429060597,
+2026-05-21 13:23:50,brimstone_butterfly_observed.csv,3.191,1.211,1.981,6.532,4.666,2.77,9.06,10.001,4.03,0.07365542465380603059360023432,
+2026-05-21 13:23:50,brimstone_butterfly_observed.csv,2.635,1.316,5.331,3.955,1.833,1.32,9.3,7.782,4.31,0.09044120916735118153846123270,
+2026-05-21 13:23:50,brimstone_butterfly_observed.csv,1.748,2.058,1.684,4.055,6.955,1.63,9.76,14.339,3.23,0.1214988009997033628260891443,
+2026-05-21 13:23:51,brimstone_butterfly_observed.csv,1.086,1.679,2.433,4.387,7.012,2.79,8.37,7.576,4.73,0.09291655489476222619901116435,
+2026-05-21 13:23:51,brimstone_butterfly_observed.csv,1.011,2.058,3.451,3.948,9.436,1.23,9.25,8.21,4.09,0.06806189758370169452787656518,
+2026-05-21 13:23:51,brimstone_butterfly_observed.csv,2.968,1.064,4.899,2.594,5.494,2.95,8.11,12.336,4.41,0.1106133584529321400402052456,
+2026-05-21 13:23:51,brimstone_butterfly_observed.csv,2.156,0.732,2.006,3.552,7.075,1.54,8.63,3.409,4.61,0.05558260365494632618329497576,
+2026-05-21 13:23:52,brimstone_butterfly_observed.csv,3.924,2.223,4.149,0.534,9.018,2.27,9.81,11.821,2.75,0.09232706956823527158836819696,
+2026-05-21 13:23:52,brimstone_butterfly_observed.csv,3.111,1.894,3.58,0.741,7.193,2.67,9.32,12.592,5.35,0.1945288675470515808814242236,
+2026-05-21 13:23:52,brimstone_butterfly_observed.csv,4.132,2.995,2.213,3.948,5.473,1.43,8.79,13.203,3.01,0.1411289504633665563131386592,
+2026-05-21 13:23:52,brimstone_butterfly_observed.csv,2.0,1.129,1.505,1.824,5.843,1.61,8.93,2.818,4.61,0.07433200297396321008042687773,
+2026-05-21 13:23:53,brimstone_butterfly_observed.csv,2.17,2.782,5.325,0.532,9.14,2.84,9.31,3.046,4.93,0.1588831780389347756823722415,
+2026-05-21 13:23:53,brimstone_butterfly_observed.csv,4.837,2.067,5.441,2.329,6.428,1.03,8.24,8.596,3.25,0.1326459930872316759470236279,
+2026-05-21 13:23:53,brimstone_butterfly_observed.csv,1.132,2.852,7.102,1.782,7.136,1.86,9.4,8.295,4.37,0.07819438678470276273948045572,
+2026-05-21 13:23:54,brimstone_butterfly_observed.csv,4.687,0.568,6.874,1.692,6.362,1.01,8.57,2.571,3.93,0.07897585727384646043307656804,
+2026-05-21 13:23:54,brimstone_butterfly_observed.csv,4.682,1.201,7.315,4.098,8.211,2.3,8.2,4.628,3.78,0.04787058530505204085482352827,
+2026-05-21 13:23:54,brimstone_butterfly_observed.csv,4.028,2.588,5.456,6.961,6.543,1.47,8.49,1.429,5.07,0.1158336418181820665874702653,
+2026-05-21 13:23:54,brimstone_butterfly_observed.csv,4.1,2.87,6.224,7.059,6.854,2.61,9.33,7.63,2.98,0.1033698505414199423912646332,
+2026-05-21 13:23:55,brimstone_butterfly_observed.csv,3.989,2.353,6.479,5.817,2.883,1.28,9.78,13.92,2.61,0.2021257119476578631321177453,
+2026-05-21 13:23:55,brimstone_butterfly_observed.csv,3.121,2.845,3.288,4.455,8.615,2.94,8.57,11.501,3.48,0.08061243249634526841459394550,
+2026-05-21 13:23:55,brimstone_butterfly_observed.csv,2.872,1.052,4.377,1.878,6.073,2.1,9.42,9.49,4.46,0.06566447007374207904058761270,
+2026-05-21 13:23:56,brimstone_butterfly_observed.csv,1.572,1.833,7.671,5.783,2.507,1.56,8.08,7.447,4.44,0.06210729272555328394680353301,
+2026-05-21 13:23:56,brimstone_butterfly_observed.csv,4.521,2.712,3.002,4.132,4.24,2.44,8.53,3.261,3.53,0.07597730224099359615922239246,
+2026-05-21 13:23:56,brimstone_butterfly_observed.csv,2.417,0.897,4.236,4.925,2.163,2.83,9.53,8.358,4.53,0.07075676512626342956081764239,
+2026-05-21 13:23:56,brimstone_butterfly_observed.csv,2.744,2.592,4.355,0.473,7.992,2.39,9.67,10.594,4.88,0.1514758269625714398822309222,
+2026-05-21 13:23:57,brimstone_butterfly_observed.csv,3.45,0.88,7.38,7.247,5.543,1.86,8.33,10.032,4.32,0.04778573915920826956494541611,
+2026-05-21 13:23:57,brimstone_butterfly_observed.csv,3.021,1.923,3.875,6.899,9.743,1.9,8.99,3.265,3.97,0.04638435832093372003126318294,
+2026-05-21 13:23:57,brimstone_butterfly_observed.csv,3.85,0.948,3.715,3.53,2.327,1.88,9.51,8.197,4.62,0.04897800818462882496930925224,
+2026-05-21 13:23:58,brimstone_butterfly_observed.csv,2.025,2.77,2.584,3.054,7.835,2.29,8.94,5.558,4.23,0.05063769503378389671283343729,
+2026-05-21 13:23:58,brimstone_butterfly_observed.csv,1.207,2.784,2.628,1.418,6.404,2.55,8.64,14.014,3.64,0.05399668153924164142215381031,
+2026-05-21 13:23:58,brimstone_butterfly_observed.csv,4.843,2.607,2.014,1.419,5.377,2.27,8.6,4.818,3.47,0.06863488285911123377251461637,
+2026-05-21 13:23:58,brimstone_butterfly_observed.csv,4.299,1.098,2.487,6.905,3.015,2.52,9.22,8.002,2.54,0.1219146178504314075373713666,
+2026-05-21 13:23:59,brimstone_butterfly_observed.csv,2.168,0.669,3.843,4.372,6.029,2.33,8.62,2.107,3.51,0.04874502933399230939535387378,
+2026-05-21 13:23:59,brimstone_butterfly_observed.csv,1.316,2.954,5.979,2.524,9.03,1.79,9.82,8.998,5.15,0.1129105219743148392474017212,
+2026-05-21 13:23:59,brimstone_butterfly_observed.csv,1.464,2.469,3.834,0.518,3.798,1.07,8.15,10.661,4.29,0.1399255489708820749837234716,
+2026-05-21 13:24:00,brimstone_butterfly_observed.csv,3.037,2.282,5.715,4.851,2.095,2.29,8.51,14.102,4.34,0.04396189305474557963065483841,
+2026-05-21 13:24:00,brimstone_butterfly_observed.csv,3.803,0.832,6.632,7.651,7.232,1.42,9.12,10.687,3.44,0.1325951760314574212457297444,
+2026-05-21 13:24:00,brimstone_butterfly_observed.csv,2.482,2.913,5.74,0.217,4.116,1.33,9.53,6.468,2.92,0.1266731226277304979773754647,
+2026-05-21 13:24:00,brimstone_butterfly_observed.csv,1.843,2.795,4.948,6.878,5.473,1.06,9.63,4.309,3.92,0.1117570510061910998457646820,
+2026-05-21 13:24:01,brimstone_butterfly_observed.csv,1.769,1.746,5.644,1.361,4.346,1.95,9.59,11.923,3.49,0.06842906098078526208712280678,
+2026-05-21 13:24:01,brimstone_butterfly_observed.csv,2.612,2.814,3.438,4.234,5.955,2.17,8.36,13.264,5.4,0.1277938465407492723323039475,
+2026-05-21 13:24:01,brimstone_butterfly_observed.csv,2.574,2.305,5.977,4.234,1.285,2.59,9.49,5.149,3.01,0.08409037097140192930200721353,
+2026-05-21 13:24:02,brimstone_butterfly_observed.csv,2.331,2.089,5.128,7.463,3.113,2.79,8.49,6.754,4.54,0.08446686744728318599314857202,
+2026-05-21 13:24:02,brimstone_butterfly_observed.csv,1.343,1.973,2.992,4.623,6.871,2.1,8.46,10.875,5.31,0.1161404586313178885157046488,
+2026-05-21 13:24:02,brimstone_butterfly_observed.csv,2.042,2.581,3.926,5.449,3.456,2.77,8.06,4.104,4.06,0.05645712502611153472491881752,
+2026-05-21 13:24:02,brimstone_butterfly_observed.csv,2.115,1.116,2.532,6.786,8.918,1.54,9.96,3.419,4.92,0.08834082284315831369893849678,
+2026-05-21 13:24:03,brimstone_butterfly_observed.csv,1.96,2.374,4.949,6.458,2.758,1.56,8.31,14.239,5.43,0.1071243335407827195065221915,
+2026-05-21 13:24:03,brimstone_butterfly_observed.csv,1.414,0.807,5.24,2.577,6.271,1.4,8.55,5.072,5.09,0.1109608653047734527131937550,
+2026-05-21 13:24:03,brimstone_butterfly_observed.csv,3.238,2.339,5.494,4.515,9.254,2.62,8.58,4.206,3.79,0.05168139473796994907367008000,
+2026-05-21 13:24:03,brimstone_butterfly_observed.csv,1.474,2.683,5.089,7.336,7.02,1.6,9.63,9.535,4.25,0.06113596455517495486521064264,
+2026-05-21 13:24:04,brimstone_butterfly_observed.csv,4.23,1.381,1.341,3.865,4.596,1.44,8.47,1.069,3.54,0.09852638775102473248234315949,
+2026-05-21 13:24:04,brimstone_butterfly_observed.csv,1.974,2.257,7.503,6.833,5.636,1.43,9.41,9.045,5.01,0.09279478333795788797620944304,
+2026-05-21 13:24:04,brimstone_butterfly_observed.csv,3.955,0.954,1.099,1.725,7.007,2.44,9.56,3.48,2.81,0.08285940577795526394108323885,
+2026-05-21 13:24:05,brimstone_butterfly_observed.csv,3.983,2.774,5.237,1.584,8.426,1.13,9.06,8.418,3.04,0.1427321890242104331736548651,
+2026-05-21 13:24:05,brimstone_butterfly_observed.csv,2.157,0.916,3.127,1.959,6.712,1.62,8.04,14.726,3.02,0.08943937059763942090092441639,
+2026-05-21 13:24:05,brimstone_butterfly_observed.csv,1.547,2.123,4.329,1.296,6.141,2.2,9.37,4.042,3.58,0.04823396832144863411515046504,
+2026-05-21 13:24:05,brimstone_butterfly_observed.csv,4.264,2.924,6.923,0.768,5.741,1.81,9.87,12.611,5.07,0.1498977823830526058953990490,
+2026-05-21 13:24:06,brimstone_butterfly_observed.csv,4.163,2.521,2.649,2.472,3.043,1.36,8.77,8.667,3.42,0.1283941605075256416599346943,
+2026-05-21 13:24:06,brimstone_butterfly_observed.csv,1.594,0.82,6.26,7.633,4.462,1.18,8.33,2.464,3.4,0.1376134666196530934803469700,
+2026-05-21 13:24:06,brimstone_butterfly_observed.csv,4.308,1.387,3.696,6.973,2.451,2.71,9.53,9.225,3.62,0.08130782069819447903328034653,
+2026-05-21 13:24:07,brimstone_butterfly_observed.csv,1.69,0.545,3.294,0.447,4.573,2.01,9.66,1.444,5.11,0.2137610567323185205487816516,
+2026-05-21 13:24:07,brimstone_butterfly_observed.csv,1.957,2.225,2.27,5.38,7.663,1.7,9.57,1.767,4.5,0.06722395513973198293615109598,
+2026-05-21 13:24:07,brimstone_butterfly_observed.csv,4.638,1.095,2.902,5.035,9.999,2.43,8.15,9.476,5.4,0.1453897410252565768246402602,
+2026-05-21 13:24:07,brimstone_butterfly_observed.csv,2.006,1.878,1.566,1.428,8.821,2.92,9.19,3.265,4.18,0.07639182117887497755432609598,
+2026-05-21 13:24:08,brimstone_butterfly_observed.csv,2.324,0.513,2.624,2.17,8.377,2.53,9.47,6.378,2.76,0.08651004772135730103414930074,
+2026-05-21 13:24:08,brimstone_butterfly_observed.csv,1.023,0.605,5.869,1.455,1.092,2.81,8.77,12.643,3.69,0.1072086556770971125422223828,
+2026-05-21 13:24:08,brimstone_butterfly_observed.csv,3.372,2.632,5.832,6.942,4.445,1.41,8.34,12.702,3.95,0.1091485459055334167228550122,
+2026-05-21 13:24:08,brimstone_butterfly_observed.csv,3.286,2.29,5.701,0.459,6.455,1.38,9.46,11.314,3.21,0.1236333793992688165900166541,
+2026-05-21 13:24:09,brimstone_butterfly_observed.csv,4.604,1.749,5.425,4.135,9.49,1.45,9.95,7.071,5.29,0.09605370373497330821179461103,
+2026-05-21 13:24:09,brimstone_butterfly_observed.csv,1.445,2.109,5.317,5.045,3.633,2.49,9.1,6.148,3.8,0.05372585575620168842658416410,
+2026-05-21 13:24:09,brimstone_butterfly_observed.csv,4.801,1.679,4.166,0.225,8.719,2.68,8.98,3.424,4.82,0.1932929876274339925924350098,
+2026-05-21 13:24:10,brimstone_butterfly_observed.csv,2.324,1.878,7.264,3.443,8.47,2.38,9.74,14.801,3.65,0.05269367354664251902638174291,
+2026-05-21 13:24:10,brimstone_butterfly_observed.csv,1.269,1.085,5.137,7.215,5.742,2.23,9.77,5.949,4.68,0.06995198890953477478641001916,
+2026-05-21 13:24:10,brimstone_butterfly_observed.csv,3.766,1.256,4.343,2.999,1.598,1.27,8.84,11.405,4.3,0.07938842693537291165897118797,
+2026-05-21 13:24:10,brimstone_butterfly_observed.csv,2.417,2.354,2.402,6.328,1.228,1.36,9.54,8.666,3.29,0.1601076947028258944033005166,
+2026-05-21 13:24:11,brimstone_butterfly_observed.csv,4.913,2.625,5.915,5.855,9.391,1.32,9.43,11.29,3.73,0.1125866050829270221808089588,
+2026-05-21 13:24:11,brimstone_butterfly_observed.csv,4.622,0.751,7.719,5.276,1.956,2.35,9.22,7.654,5.48,0.1107279317278768358403047226,
+2026-05-21 13:24:11,brimstone_butterfly_observed.csv,3.007,2.779,7.607,0.618,5.18,2.9,9.71,13.616,3.55,0.09541909186325535094952053192,
+2026-05-21 13:24:12,brimstone_butterfly_observed.csv,2.274,0.907,3.953,0.585,4.004,2.85,9.22,2.237,4.14,0.1641574271067309761344156462,
+2026-05-21 13:24:12,brimstone_butterfly_observed.csv,4.447,1.278,1.079,6.893,6.987,1.56,9.28,7.077,5.3,0.1034756272649954135190156368,
+2026-05-21 13:24:12,brimstone_butterfly_observed.csv,2.254,2.502,6.218,2.268,3.098,2.98,9.35,1.491,4.63,0.1340153606800109346509626039,
+2026-05-21 13:24:12,brimstone_butterfly_observed.csv,1.568,1.246,1.138,0.844,1.191,1.92,8.91,6.245,3.01,0.08220366396696125071477367445,
+2026-05-21 13:24:13,brimstone_butterfly_observed.csv,4.926,0.693,4.148,2.791,1.479,1.03,8.39,8.431,3.63,0.1182417416879049365419830994,
+2026-05-21 13:24:13,brimstone_butterfly_observed.csv,4.982,0.952,2.703,7.874,5.909,1.82,9.3,5.695,4.83,0.07579877104633378835445685543,
+2026-05-21 13:24:13,brimstone_butterfly_observed.csv,4.739,0.676,4.697,7.701,8.357,2.36,9.98,10.442,2.69,0.1464479351187801997995706662,
+2026-05-21 13:24:13,brimstone_butterfly_observed.csv,3.091,0.872,6.23,5.121,6.087,2.63,9.68,2.365,3.61,0.05176895347122100925364778913,
+2026-05-21 13:24:14,brimstone_butterfly_observed.csv,3.058,1.613,7.313,6.651,2.515,2.84,8.62,10.676,4.74,0.07315802582701570053679636889,
+2026-05-21 13:24:14,brimstone_butterfly_observed.csv,4.679,2.072,5.318,5.028,6.195,1.36,8.72,7.268,4.82,0.08923764749898308952578414258,
+2026-05-21 13:24:14,brimstone_butterfly_observed.csv,2.309,1.243,5.105,1.591,4.884,1.05,8.42,14.67,4.0,0.07921757679282754197014157644,
+2026-05-21 13:24:15,brimstone_butterfly_observed.csv,3.397,1.593,6.081,6.824,7.944,1.9,9.86,12.676,4.74,0.05539828236687919401979221735,
+2026-05-21 13:24:15,brimstone_butterfly_observed.csv,3.05,1.085,2.009,3.483,8.342,2.48,8.42,11.011,4.02,0.05372637963679950547752901480,
+2026-05-21 13:24:15,brimstone_butterfly_observed.csv,3.135,2.197,6.224,0.481,7.806,2.12,8.55,5.471,4.44,0.1150425949583277261933133175,
+2026-05-21 13:24:15,brimstone_butterfly_observed.csv,2.639,2.063,3.863,3.239,8.508,2.82,8.13,10.155,3.82,0.07939445704990142576235037669,
+2026-05-21 13:24:16,brimstone_butterfly_observed.csv,1.992,0.515,5.408,5.22,4.161,2.07,8.92,4.568,3.16,0.1132360398427866315318098619,
+2026-05-21 13:24:16,brimstone_butterfly_observed.csv,4.688,1.194,2.093,3.113,9.204,1.31,8.65,5.247,3.74,0.07650255185412530832923209009,
+2026-05-21 13:24:16,brimstone_butterfly_observed.csv,4.584,1.062,2.723,7.746,5.574,2.38,9.07,12.245,3.14,0.1267063066968112258428681353,
+2026-05-21 13:24:17,brimstone_butterfly_observed.csv,4.379,0.65,4.393,5.808,5.889,1.55,9.94,6.388,4.59,0.06381123804927652926819213493,
+2026-05-21 13:24:17,brimstone_butterfly_observed.csv,1.476,0.797,1.314,5.427,6.673,2.29,8.21,2.114,3.49,0.07165093024604360039622371505,
+2026-05-21 13:24:17,brimstone_butterfly_observed.csv,3.267,1.074,2.395,6.724,9.315,1.82,9.54,11.218,4.37,0.05319767998637985226145710245,
+2026-05-21 13:24:17,brimstone_butterfly_observed.csv,2.167,2.492,7.328,4.95,9.062,2.41,8.01,5.5,2.6,0.1207280842678186077765460460,
+2026-05-21 13:24:18,brimstone_butterfly_observed.csv,3.874,1.589,2.944,2.083,8.916,1.02,8.97,1.519,3.32,0.1066110485714673235978193500,
+2026-05-21 13:24:18,brimstone_butterfly_observed.csv,4.505,1.568,5.088,6.748,6.236,1.37,8.14,5.499,4.67,0.09125340201121119233083472923,
+2026-05-21 13:24:18,brimstone_butterfly_observed.csv,3.803,1.863,5.997,5.604,6.797,1.44,9.8,6.135,4.78,0.08328929686325794811820669808,
+2026-05-21 13:24:19,brimstone_butterfly_observed.csv,2.115,1.827,6.462,1.825,5.391,2.06,8.51,12.35,4.37,0.06581823964017371150587365276,
+2026-05-21 13:24:19,brimstone_butterfly_observed.csv,1.003,1.452,1.714,1.159,4.304,1.99,9.25,2.548,4.35,0.08051409361570516043263641345,
+2026-05-21 13:24:19,brimstone_butterfly_observed.csv,3.094,1.417,6.246,7.426,4.891,1.77,9.18,3.195,4.61,0.06030186737150517577397131506,
+2026-05-21 13:24:19,brimstone_butterfly_observed.csv,4.449,2.998,7.922,7.675,2.245,1.89,8.1,1.406,4.77,0.08945728533096400380190828912,
+2026-05-21 13:24:20,brimstone_butterfly_observed.csv,1.122,1.718,5.096,4.769,4.001,1.3,8.94,3.037,3.08,0.1297566140772475898045945557,
+2026-05-21 13:24:20,brimstone_butterfly_observed.csv,1.724,2.839,2.876,7.268,8.025,2.13,8.4,3.832,3.5,0.07856684199352487610548402462,
+2026-05-21 13:24:20,brimstone_butterfly_observed.csv,1.084,2.967,3.156,4.589,9.812,2.02,9.01,3.98,5.17,0.1158120731339463362509293127,
+2026-05-21 13:24:20,brimstone_butterfly_observed.csv,2.103,0.944,7.894,6.494,2.198,1.59,8.39,7.127,4.11,0.07543991014723317806164292777,
+2026-05-21 13:24:21,brimstone_butterfly_observed.csv,1.414,0.63,5.126,6.988,1.545,1.74,8.78,8.47,3.14,0.1280022682276687421015284622,
+2026-05-21 13:24:21,brimstone_butterfly_observed.csv,3.42,1.787,6.112,1.985,8.993,2.64,8.78,13.786,4.6,0.08462657346857523942760177303,
+2026-05-21 13:24:21,brimstone_butterfly_observed.csv,4.512,2.394,7.613,0.698,4.908,1.48,8.82,7.125,3.73,0.1033850479936989649230718550,
+2026-05-21 13:24:22,brimstone_butterfly_observed.csv,2.074,0.604,7.457,1.306,4.829,2.98,9.75,14.15,4.15,0.08917698053075283377602215228,
+2026-05-21 13:24:22,brimstone_butterfly_observed.csv,4.082,2.3,3.358,3.747,7.341,2.92,9.09,9.998,3.43,0.08069391620363591252714752322,
+2026-05-21 13:24:22,brimstone_butterfly_observed.csv,4.254,1.7,6.262,2.725,8.939,2.87,9.36,14.004,4.28,0.07916981821728932512890119387,
+2026-05-21 13:24:22,brimstone_butterfly_observed.csv,4.631,1.404,3.189,6.964,2.836,1.09,9.65,2.282,3.48,0.1234587399234384342062906463,
+2026-05-21 13:24:23,brimstone_butterfly_observed.csv,1.608,1.137,5.384,0.219,8.789,1.13,8.57,6.569,5.35,0.2322437718053180975553465903,
+2026-05-21 13:24:23,brimstone_butterfly_observed.csv,3.746,0.557,5.16,7.39,3.906,2.03,9.64,6.458,2.53,0.1410676767736768398485465237,
+2026-05-21 13:24:23,brimstone_butterfly_observed.csv,3.976,2.435,4.437,2.668,7.362,1.64,9.09,6.61,2.87,0.1271917353974910077869174410,
+2026-05-21 13:24:24,brimstone_butterfly_observed.csv,4.334,2.652,5.065,5.435,9.795,1.17,8.4,6.333,3.26,0.1360536338389110578700898759,
+2026-05-21 13:24:24,brimstone_butterfly_observed.csv,1.211,0.77,1.655,3.627,8.242,1.18,9.29,1.473,5.27,0.1160720528599371503104132653,
+2026-05-21 13:24:24,brimstone_butterfly_observed.csv,1.407,1.85,2.986,4.187,9.22,2.62,9.01,2.454,3.39,0.05281304688948793823172808013,
+2026-05-21 13:24:24,brimstone_butterfly_observed.csv,1.286,2.995,1.408,6.978,6.656,2.29,9.61,2.5,2.57,0.1447806460815884139811526833,
+2026-05-21 13:24:25,brimstone_butterfly_observed.csv,2.87,2.242,5.127,1.364,9.003,1.73,9.51,9.281,2.7,0.1004528737400337693312493898,
+2026-05-21 13:24:25,brimstone_butterfly_observed.csv,2.99,1.435,6.037,0.464,8.779,2.43,8.02,3.717,3.0,0.08717889625221903119256086170,
+2026-05-21 13:24:25,brimstone_butterfly_observed.csv,2.585,2.568,2.223,0.799,6.606,1.12,9.29,11.863,3.8,0.1137477566416550183024885046,
+2026-05-21 13:24:25,brimstone_butterfly_observed.csv,1.143,1.57,7.243,2.454,1.403,2.01,8.34,3.022,3.74,0.06982061771521428702747351329,
+2026-05-21 13:24:26,brimstone_butterfly_observed.csv,3.016,0.667,3.089,4.824,9.805,1.09,9.88,9.062,3.78,0.07111374372094847360277899591,
+2026-05-21 13:24:26,brimstone_butterfly_observed.csv,1.1,2.571,5.953,7.943,9.822,2.25,9.84,6.915,4.77,0.06138217032618953140320286505,
+2026-05-21 13:24:26,brimstone_butterfly_observed.csv,3.516,1.422,5.381,4.103,8.689,2.9,9.42,7.651,3.64,0.07707097993058124481398897700,
+2026-05-21 13:24:27,brimstone_butterfly_observed.csv,1.371,2.977,2.732,0.259,6.811,1.41,8.37,8.903,3.85,0.1313771005323739130924488041,
+2026-05-21 13:24:27,brimstone_butterfly_observed.csv,2.935,1.894,7.471,3.399,5.807,2.8,9.89,1.533,4.58,0.1079590008998061181552013605,
+2026-05-21 13:24:27,brimstone_butterfly_observed.csv,1.517,0.755,4.168,5.459,1.418,2.19,9.4,2.648,4.04,0.03366884185384109130366931291,
+2026-05-21 13:24:27,brimstone_butterfly_observed.csv,2.832,0.889,2.281,5.606,2.439,1.29,8.87,5.171,5.48,0.1028920178017420923430967989,
+2026-05-21 13:24:28,brimstone_butterfly_observed.csv,2.334,1.917,3.728,3.512,7.223,2.46,8.55,10.325,3.72,0.05321305446143297755089361023,
+2026-05-21 13:24:28,brimstone_butterfly_observed.csv,3.778,0.921,7.834,4.835,4.639,2.63,9.28,13.437,5.33,0.1434093029650722175687555005,
+2026-05-21 13:24:28,brimstone_butterfly_observed.csv,2.491,2.02,4.7,2.087,9.125,1.08,8.24,11.558,4.01,0.08289163860028974740489994942,
+2026-05-21 13:24:28,brimstone_butterfly_observed.csv,1.428,2.201,5.296,2.65,3.362,2.1,8.64,10.96,3.13,0.08687140644271476468169863814,
+2026-05-21 13:24:29,brimstone_butterfly_observed.csv,3.066,1.771,3.632,7.804,8.116,2.86,8.11,3.463,5.15,0.1552278439272384528377869573,
+2026-05-21 13:24:29,brimstone_butterfly_observed.csv,2.345,1.13,6.167,7.067,1.313,2.02,8.3,11.165,2.75,0.1195833308477102002387712831,
+2026-05-21 13:24:29,brimstone_butterfly_observed.csv,3.9,1.725,4.73,5.712,8.327,1.78,8.19,9.002,5.36,0.1332135617150072505336043167,
+2026-05-21 13:24:30,brimstone_butterfly_observed.csv,4.25,2.888,2.011,2.02,8.018,2.55,9.14,14.008,3.82,0.05005767327181108701783947268,
+2026-05-21 13:24:30,brimstone_butterfly_observed.csv,4.556,1.785,1.928,7.886,2.755,2.22,9.12,2.051,5.19,0.06691546191978823612155221106,
+2026-05-21 13:24:30,brimstone_butterfly_observed.csv,4.782,2.5,3.414,1.283,9.517,1.82,9.51,2.372,2.91,0.1125481378502786601597108844,
diff --git a/modelling/data/abingdon-all/seasonal/brimstone_butterfly_simulated.csv b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_simulated.csv
new file mode 100644
index 0000000..7917aba
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,0.0000289945,0.1,0,0.01,0.0000191638
+RungeKutta4,2,0.2,0.0000749818,0.1,0,0.01,0.0000495590
+RungeKutta4,3,0.3,0.000161735,0.1,0,0.01,0.000106898
+RungeKutta4,4,0.4,0.000334523,0.1,0,0.01,0.000221102
+RungeKutta4,5,0.5,0.000683085,0.1,0,0.01,0.000451483
+RungeKutta4,6,0.6,0.00138650,0.1,0,0.01,0.000916403
+RungeKutta4,7,0.7,0.00280019,0.1,0,0.01,0.00185078
+RungeKutta4,8,0.8,0.00561971,0.1,0,0.01,0.00371433
+RungeKutta4,9,0.9,0.0111705,0.1,0,0.01,0.00738311
+RungeKutta4,10,1.0,0.0218583,0.1,0,0.01,0.0144472
+RungeKutta4,11,1.1,0.0416785,0.1,0,0.01,0.0275473
+RungeKutta4,12,1.2,0.0762908,0.1,0,0.01,0.0504242
+RungeKutta4,13,1.3,0.131702,0.1,0,0.01,0.0870481
+RungeKutta4,14,1.4,0.211207,0.1,0,0.01,0.139597
+RungeKutta4,15,1.5,0.312649,0.1,0,0.01,0.206645
+RungeKutta4,16,1.6,0.428871,0.1,0,0.01,0.283461
+RungeKutta4,17,1.7,0.550951,0.1,0,0.01,0.364150
+RungeKutta4,18,1.8,0.671248,0.1,0,0.01,0.443660
+RungeKutta4,19,1.9,0.784665,0.1,0,0.01,0.518622
+RungeKutta4,20,2.0,0.888519,0.1,0,0.01,0.587264
+RungeKutta4,21,2.1,0.981865,0.1,0,0.01,0.648961
+RungeKutta4,22,2.2,1.06480,0.1,0,0.01,0.703777
+RungeKutta4,23,2.3,1.13797,0.1,0,0.01,0.752138
+RungeKutta4,24,2.4,1.20226,0.1,0,0.01,0.794630
+RungeKutta4,25,2.5,1.25859,0.1,0,0.01,0.831862
+RungeKutta4,26,2.6,1.30782,0.1,0,0.01,0.864400
+RungeKutta4,27,2.7,1.35072,0.1,0,0.01,0.892755
+RungeKutta4,28,2.8,1.38794,0.1,0,0.01,0.917355
+RungeKutta4,29,2.9,1.42001,0.1,0,0.01,0.938552
+RungeKutta4,30,3.0,1.44733,0.1,0,0.01,0.956609
+RungeKutta4,31,3.1,1.47017,0.1,0,0.01,0.971705
+RungeKutta4,32,3.2,1.48860,0.1,0,0.01,0.983886
+RungeKutta4,33,3.3,1.50242,0.1,0,0.01,0.993020
+RungeKutta4,34,3.4,1.51100,0.1,0,0.01,0.998691
+RungeKutta4,35,3.5,1.51298,0.1,0,0.01,1
+RungeKutta4,36,3.6,1.50585,0.1,0,0.01,0.995287
+RungeKutta4,37,3.7,1.48534,0.1,0,0.01,0.981731
+RungeKutta4,38,3.8,1.44488,0.1,0,0.01,0.954989
+RungeKutta4,39,3.9,1.37612,0.1,0,0.01,0.909543
+RungeKutta4,40,4.0,1.27203,0.1,0,0.01,0.840745
+RungeKutta4,41,4.1,1.13347,0.1,0,0.01,0.749164
+RungeKutta4,42,4.2,0.974735,0.1,0,0.01,0.644248
+RungeKutta4,43,4.3,0.819500,0.1,0,0.01,0.541646
+RungeKutta4,44,4.4,0.687952,0.1,0,0.01,0.454700
+RungeKutta4,45,4.5,0.588078,0.1,0,0.01,0.388689
+RungeKutta4,46,4.6,0.517352,0.1,0,0.01,0.341942
+RungeKutta4,47,4.7,0.468786,0.1,0,0.01,0.309843
+RungeKutta4,48,4.8,0.435282,0.1,0,0.01,0.287698
+RungeKutta4,49,4.9,0.411318,0.1,0,0.01,0.271860
+RungeKutta4,50,5.0,0.393100,0.1,0,0.01,0.259818
+RungeKutta4,51,5.1,0.378199,0.1,0,0.01,0.249970
+RungeKutta4,52,5.2,0.365124,0.1,0,0.01,0.241328
+RungeKutta4,53,5.3,0.352989,0.1,0,0.01,0.233307
+RungeKutta4,54,5.4,0.341280,0.1,0,0.01,0.225568
+RungeKutta4,55,5.5,0.329707,0.1,0,0.01,0.217919
+RungeKutta4,56,5.6,0.318120,0.1,0,0.01,0.210261
+RungeKutta4,57,5.7,0.306443,0.1,0,0.01,0.202543
+RungeKutta4,58,5.8,0.294647,0.1,0,0.01,0.194746
+RungeKutta4,59,5.9,0.282729,0.1,0,0.01,0.186869
+RungeKutta4,60,6.0,0.270703,0.1,0,0.01,0.178920
+RungeKutta4,61,6.1,0.258588,0.1,0,0.01,0.170913
+RungeKutta4,62,6.2,0.246416,0.1,0,0.01,0.162868
+RungeKutta4,63,6.3,0.234213,0.1,0,0.01,0.154802
+RungeKutta4,64,6.4,0.222011,0.1,0,0.01,0.146738
+RungeKutta4,65,6.5,0.209844,0.1,0,0.01,0.138696
+RungeKutta4,66,6.6,0.197740,0.1,0,0.01,0.130696
+RungeKutta4,67,6.7,0.185730,0.1,0,0.01,0.122758
+RungeKutta4,68,6.8,0.173850,0.1,0,0.01,0.114906
+RungeKutta4,69,6.9,0.162128,0.1,0,0.01,0.107158
+RungeKutta4,70,7.0,0.150588,0.1,0,0.01,0.0995307
+RungeKutta4,71,7.1,0.139251,0.1,0,0.01,0.0920376
+RungeKutta4,72,7.2,0.128128,0.1,0,0.01,0.0846859
+RungeKutta4,73,7.3,0.117217,0.1,0,0.01,0.0774743
+RungeKutta4,74,7.4,0.106491,0.1,0,0.01,0.0703849
+RungeKutta4,75,7.5,0.0958854,0.1,0,0.01,0.0633752
+RungeKutta4,76,7.6,0.0852791,0.1,0,0.01,0.0563650
+RungeKutta4,77,7.7,0.0744819,0.1,0,0.01,0.0492286
+RungeKutta4,78,7.8,0.0632507,0.1,0,0.01,0.0418054
+RungeKutta4,79,7.9,0.0514077,0.1,0,0.01,0.0339778
+RungeKutta4,80,8.0,0.0391187,0.1,0,0.01,0.0258554
+RungeKutta4,81,8.1,0.0272121,0.1,0,0.01,0.0179858
+RungeKutta4,82,8.2,0.0170335,0.1,0,0.01,0.0112582
+RungeKutta4,83,8.3,0.0095989,0.1,0,0.01,0.00634437
+RungeKutta4,84,8.4,0.00494028,0.1,0,0.01,0.00326526
+RungeKutta4,85,8.5,0.00236463,0.1,0,0.01,0.00156290
+RungeKutta4,86,8.6,0.00106802,0.1,0,0.01,0.000705905
+RungeKutta4,87,8.7,0.000459222,0.1,0,0.01,0.000303522
+RungeKutta4,88,8.8,0.000188675,0.1,0,0.01,0.000124704
+RungeKutta4,89,8.9,0.000074091,0.1,0,0.01,0.0000489702
+RungeKutta4,90,9.0,0.0000277865,0.1,0,0.01,0.0000183654
+RungeKutta4,91,9.1,0.0000099903,0.1,0,0.01,0.00000660306
+RungeKutta4,92,9.2,0.00000352787,0.1,0,0.01,0.00000233174
+RungeKutta4,93,9.3,0.00000132450,0.1,0,0.01,8.75425E-7
+RungeKutta4,94,9.4,6.12817E-7,0.1,0,0.01,4.05040E-7
+RungeKutta4,95,9.5,3.77639E-7,0.1,0,0.01,2.49599E-7
+RungeKutta4,96,9.6,2.77552E-7,0.1,0,0.01,1.83447E-7
+RungeKutta4,97,9.7,2.12178E-7,0.1,0,0.01,1.40238E-7
+RungeKutta4,98,9.8,1.58536E-7,0.1,0,0.01,1.04784E-7
+RungeKutta4,99,9.9,1.13966E-7,0.1,0,0.01,7.53255E-8
+RungeKutta4,100,10.0,7.88693E-8,0.1,0,0.01,5.21284E-8
+RungeKutta4,101,10.1,5.27968E-8,0.1,0,0.01,3.48959E-8
+RungeKutta4,102,10.2,3.43635E-8,0.1,0,0.01,2.27125E-8
+RungeKutta4,103,10.3,2.18439E-8,0.1,0,0.01,1.44377E-8
+RungeKutta4,104,10.4,1.36113E-8,0.1,0,0.01,8.99635E-9
+RungeKutta4,105,10.5,8.33875E-9,0.1,0,0.01,5.51147E-9
+RungeKutta4,106,10.6,5.03472E-9,0.1,0,0.01,3.32768E-9
+RungeKutta4,107,10.7,3.00172E-9,0.1,0,0.01,1.98398E-9
+RungeKutta4,108,10.8,1.77000E-9,0.1,0,0.01,1.16988E-9
+RungeKutta4,109,10.9,1.03359E-9,0.1,0,0.01,6.83148E-10
+RungeKutta4,110,11.0,5.9838E-10,0.1,0,0.01,3.95498E-10
+RungeKutta4,111,11.1,3.43753E-10,0.1,0,0.01,2.27203E-10
+RungeKutta4,112,11.2,1.96109E-10,0.1,0,0.01,1.29618E-10
+RungeKutta4,113,11.3,1.11176E-10,0.1,0,0.01,7.34815E-11
+RungeKutta4,114,11.4,6.2666E-11,0.1,0,0.01,4.14189E-11
+RungeKutta4,115,11.5,3.51377E-11,0.1,0,0.01,2.32242E-11
+RungeKutta4,116,11.6,1.96072E-11,0.1,0,0.01,1.29593E-11
+RungeKutta4,117,11.7,1.08922E-11,0.1,0,0.01,7.19917E-12
+RungeKutta4,118,11.8,6.02588E-12,0.1,0,0.01,3.98279E-12
+RungeKutta4,119,11.9,3.32085E-12,0.1,0,0.01,2.19491E-12
+RungeKutta4,120,12.0,0.00000427473,0.1,0,0.01,0.00000282537
+RungeKutta4,121,12.1,0.0000260102,0.1,0,0.01,0.0000171914
diff --git a/modelling/data/abingdon-all/seasonal/brimstone_butterfly_simulated.png b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..7a42544d4b0d69b289113e280494eaf8b3559700
GIT binary patch
literal 31533
zcmb5WbyU^q7cUHggi4EaOG}8-(nv^3cXv0^T_Po=ba!`$A}O8H-6h@J=jiA-Gr#w)
z_x>@<S%>qDr}o~T*e6I@QW)tT?mZ|dC?ru4K^Z8hJDyNb(DMjz;1lM->1FT_huuph
zJ6THuJ4bCBeJBZSJ1a9wJ2PV)Vh4R2TVqR$XY@}Q>DiwU8`;@e*>W&2nE(C;y`_yI
z1BKAAGPnz(m58z}6cma!<Ui;fo@`?%DCdu&f_!ps5_S?1UFAlPJETtBNDxIu_|aoZ
z{M|4jXuM_Aa!m){idEVdM%O8pjwq;L9cjKStTL%ovHn7U_2@NUOo<;9i5UqA32Ip+
z*T>s6$Irn6BE&skT_QP~8Inn!S<W`p?w$5EIL_9tC2eV!e>3ApAn`@zpN5ml$K(C+
zzhC{3i6I{a#`D34qk=!T^`^jxK>oC7FaZ4+`~|`K**X+D<iZ*pJ1E2-*FWI!g#3lX
z0*-+9$1PcX{vU5M_y7e3<$O5#M$i7)w0{SYhZ-Cb?&FY<5ahWNWy8cw!ZtUhGQFU8
z`0O%Q*Vm(#wHX<LMfJNJqLPxk`&CuuQxvnavt{;M3fUFWc9!c<?=8ffo$J&bzUjY@
zipr3T`TqU8O&|MOXL&!jsr|58lH27;ZgBAT{ey$|ZEb?*Ul`m;;#thg>YQf$%gUI}
zFXwLQPiGvH-#Fjcaa4{!3QI{L#$nP6yjo%Ki0JNqWvzd3a4>=-=vV?%F|1*T@1xP^
z+;taAjhN@=OgFpwa!l2->skK`-8vTGQ2Yqmq8k1?ckbvdeDXVJ$FroG+IUh@d)UvT
zx!RYwHQ<2GwO>^S?Q7>RpRdprMJ*dOY%?suDr#m{u)MsS6M1ucJ$Kth;5f~vJ=I#E
zT)y0J*ca*V5BIIft-fLZ)BS@lSejG>Xnw?$Ytf1t5f>NEnYv<D&zM|J%#It<()gP$
zcR8KT76SASS9=e3>-Va}CX1Ucx{m~)C=F*DoM;wD)XktA@bK{q(n{D+8m<m{4$70S
z#m9=&r*hpqVFGi$?Rng~$W|&>TO>xs#`dI#anlTEN!WI>ST>y-9OKP3x>O%+jrWsG
zJ$B}W54RJ$xfpMLrKI$ML)$+ffar8KRUqJrsiLFq(fZ&)zUFn_`EiD5<Z@aty$sff
z$IW4Kq5JCkV7mI-SL<#0#Z7rf{IGT8FmMmpBvsV{O-)T#d{DT<H#avGcyv9fw6(NS
z&Mq!E3U@fXl00*Aa#qKm8TLhujL5ARIl@zpok`%V6~(Mo6hR4>35O9LB;Q^M-(0Qn
zaGKR;Tz;n48lr2R*&aw0Q000pBrKd<vfX@pUHlH`nUH;<prBwUgU7iTCUprsT3io9
zv)W6{>#M5_$Gusbadk&gdHGT6ErJ(sq>GwwoJB=Mq_<LgHWq^!6lU^HUff<C=7lIx
z($h;?)bFrF_v@k@)LW(U7a^0z)vTw};yLM`v{>`9BA-BqGSEMYq?C$T>4^;{W53)k
z9|aS5n%7+1coMg%a(OakxdL{N{G?7Z5-Ob_=Ri_;IO^z3R7Aueb>n0?-7-JPknMa6
zw0%U!VG@^1_l)CQVcLfiVq9ON{SxiZQRRNe?qE)PE{?Z2&F~7LL#oWa4W)`8k&X^v
zI4RSa6VuU2ye!m$LE%2r%4heaRVa{7_E<}FlzV)y>Q3Q2RCG+tD+!5^w<-&4e0b}j
z`X{c}$Ky8bIEFcM$YVHcR$7Or+Luf1A+r77mD5cz9kigby9e$|VkM~IhZW&d+Ep)B
zdoMl2z#wbB-m%QAsi~Q%tIB#-GXAY(CC0(f=xwwAYO>qOM?FJB);%6l_nkq5-Z<v&
z_I<oB)-MjfK3fSOayP1+!fig!FRFXRZpcP>Hfvhks8Hy$*UB+aO3o55Q3>Ci8Z+O1
zXAbH5fvc<QNEOe;db;G6=#eiP?+_i|?A+#PzC0@ueNy(@M`>F~wal!uZ_@F(U6oc4
z7j^2bm)Z>|(Xm(rH7sgZ9tFL7CpROk#K6jWT0>ti#?UCoPO)y#9)#_<Q<Jkh*WAqh
z8jsRREoA{;%jM(8k2HDyf#mcEY}9!3`~ku3<gsdLlV`Iod$|crZ1m3zz8dv0Uye85
zWY*yhu7p^mdE8#kF}YnFNjlnAt|-B5H*;CtSV0G1yfwPZ>yA#ZWCU|CpF(hghV^XS
z#AuMPak8Ec3jWTP#0N&cB-aDc^VN9E<=pHfnHklA$$4<!$~ray0enZh(NA5%rzaDo
zx}17==9wheuSdpOzSNYINOJ`ku<ZtZnoqOb`+!}mX+)VI#U^LvE!lo`ei#koaC?2)
zQ>0!m7q2bb>E*-KdQ*}-am(#?@qEp5fsL5Q;%t9`1{XE}KbbWls?`TRe?{q*wfQ{6
zrn7Y;JGtma$HmHhJ|zX|?%liHUF~bCo1?Q!u!dhIcK6&*Iaic;PN!{6T<AP#&0ovO
zjckj5+7QH|Nf5;!4?XDMxp~b#d^W>#eKc%>gFhi_TyFM_$^O9tKF>iX*`^XP|GRja
ziJ7zSOJSFU(`H#28J)UeTv-VmF9M$342d!1?zLK*7WO;}B{73#4Vti=uE2IZ=%U<I
z(<X9)Gs3{<ZNS3Coz#{H%$h*h@OM2PRb*jcU^xE3W}UVJmZ#F~d?mJOa&mHMY^vHa
zS!J!*<9f@wXLxwn9Au3Sy5fR@7Yi<{{mGVx`}-yOhKBj$U%q@{xiU+7vlzrO<*+_L
z5?@?gyfbavU&;LZ`Ev%3-P*MgLrtfZ=v95gB&RHulZ&llR)+lC+|n=Y?UVG4M?<Un
z$H&JewOmGG;^Oai{P8T<EZD0~JITT(B->{jT}GWjG%hFLcAaq8pXZx;i%DyiE)*iu
zGv{&ZRyhj^gBr=!?KpWza4Rb-Rr~u^QxdE*cGC`}i6tc^t1CN$`HfR|#x-0DCuc#3
zTU#1?S>N#vXZXtbTbaH|<J|SGBc-dRuC8u?c{($p^E$~ffsuz;Nke7F*N@N4M@L6H
z3QZ?kf*G3Ld~(<)B!ugUWl-G8%E}@%+$uNdm2u$EZGX4K9X2N<BO`OTm7VOa;zrof
zKsQ#XnmyK9S`9ykML<y4RG*iZ=X4JKnm3lr>1YuUHtaa(mObWj*vlFQ65xCCLV8QY
z?FQyVZK(-=E`PeuCp%A{f6?>-sqdC;Mluu0jE0>23kx_Q2A52I)ZpLJMB6@g$_kv0
z0&*d|?_4LmQkN%s1_pV@8gCZ-md5JW(}K;qy1F_lp&O3JR86j#O~)$INUaqo?uyru
zi<Ah%qMj>?<aNw2rXj7PU!E<6#g7X#VW!;)geAt+eKGLTm(${sUQST%0cvThb4`86
zG5#QeF2S;XDrZh1J&hp8fPQch+hs&*;Pk>S-i+7@ah;Y&N9YcjN{L~A(yBgors=Ye
zwujYPSl}a4Wjq$M^@`9yIpQ*St^o;O1Y%OFK%q&Ws&pi{!1+{8JTy@k^-^R~ZvUbm
z%T)${ZU^GDZt?i#UUM-i`9yP!mXk18AJj^L$0!}e%mXh2+&;q$#=;Z6;f+4yg)Qk4
zzCsjSM1?kGz*f^C!ts%uSVdx;wwiWU3f(oExW`CpXCx)uGnTT2Kd36`vvY_wC?Cee
zMz>SP)qxmcZ>PL?YUTk(>Rq%WVcqiGzYqJlPY&Jz1DX>{T16jRx_5b5*+{9MI`*a4
zVdqG$to}-OH0An?Onj*4_2*JIu!`}q3kjaj--7K}_pKdip!dPMz~>~M>Ma>l-WF79
zZ3||th*$fcQRHKh4pOc7g%DvAqC$3~$4Z(5)5OqcIIW0PIcV3>ndnEX!f*BicycW2
zh9x;A>~j~q&6WvB91&7DI|$kMK`mzPJ_l86U6@!Bp=p3phcf6_rQ3m=o1bs05n7bi
z=Uw!~?q%z1KU=NkCsi3Mj=YMO39T{MGvYtym5K4-TxC<=<Li7U>E2M2O944SX-J>v
zl1VaAU_7Q>AsNc<uoO@9eTIgTbFS$cJG~b81Gyb9jJx60lQ!)5C=(1#m)*3*a=EbU
zyF#Z=6EN5=&w3~33MzzD9gyas+(FbN;Fe^AGg38mswco1@S}IR<RhLS!dJ{7Ag&(z
zhRtHOyk7}-GHlgWcTs=$3~9#wa%Z!Km>jO}dEfnUHQQdqEnHT7y8dTvjj1pqbzC)8
zpK#h>9NPmk=Jf*CQRv;-HWvCOxV`nY1TDjheW_q~(;_?q?&HFd5ho)AO`JIH1#T}a
zHop0;bAHgnAdif5kQxs2++-vNxw^U10s4{(4UQ&-KqRMmEy-o%E=Ka_Q(PyPL};w8
zlLtB_VWD>fP?mRbLKC=7*e$Y$^2w$+K57tTHdYNjvdTeK7T~6U)2V=GQ-eYyae*(%
zY|2ifLz2`NJ0o;uB{dD4AR(<a8YEqDC39Y-GM5^QiRpl<G9&6L%g%)PreU>>N+OUk
zjIBKtb2w}x{mPKh>@0{f$><qTbtaen(T8f-^EB)XxE;no_%(zhgo@P^Jjv?DNO1%L
z-ZV@h8xME)ri<XmCTdq!)ktgmdM`5_cc*jH%!GDWJS{TES{%?uKfyTOvTcxY1Vl3K
zwnM|Y6E7NiijbpEbIQ)$hY={D6MV75pjT*b9p@F15E|_0a<Zo9Y;UK!V@{ON8zXu^
zH*OqeUUAm~9V(O>PQC&@o%WGEbm5%{Znm^HPn1e{k@#C$;Mx2Jn(2hQW{XsXOiRDM
zX(pS;Cf2{R5>U5^nka6{<|%YkxFT{DgXT0417}XhYKA>%BK&PX*Hb<Hk^q^w&h4pI
zR^{TTf5>8uV|!mv6C<PswkkFGD14Xu_R98nyym{p=_67!?1(8Fw+5l6P`8Rt?gTG7
z5QJSAIWW^XRg<pJpqaYO=kIvtEc4ua4_m4VcwN5^_er!qy<&_zDuI_U1Cw|T9gC9<
z<z!|M4qIYM1C$Ddp`KR^Mt)1P=mMWlCWTbR6WCr~n=31<>S;w$U_aIIRq}eOGDb+I
zqmPf0-mWVqjL52JHKghK{mas;9%Apeq>G8Arpub7cfi96*{$fN1|qHnZ-_{{g-**B
zGDz;2c<#05OvUiRknN<e*bJ1ZcPh7?Je{m%UTb>BGEF!z6Kun@j_FB9Ml*rC4kzp!
z5JAI>pal!Y9zF%Lc1Jdr1l?yHSMqGVkG~6*ER~Q_U%c55)^+5TA5;Y>(`aOdsO(mq
zU7uJ==#$c?u#geadsJ8NkiH7+M5I^id@6YQxXQ-{yS)o*M&XQ`?Ge?U_cVi`h%^@J
z%m|&>^9uOoUXqJ|>o0zfb~^m9%}Yq*VBMs%?qU%~@wGPTHb)2t6}=R+lkQIEa;|h#
zC4gqeEahTb2xMDiONmEbVcRFP$(}UDGxrL7@(Pv2d(>wCZc7u{Cq%7$svd6y+uNIK
z)!tzym?$hS7+5_1He_~(60v34v}I&Z`c8O1H$D_Lu64<m84u4B&dgJr2;g?G^|kin
z1swH+TOFj~;HaTHr?@~pB)>}@iZjGkV!nJ>Ny#5dufVqZp%8{u^=wCn=v@v0KJjwO
z;v2k(h3Yx?dUlzKq14Z{dVLA(o2<d+={+}klf>2N;J#b~2u_J?vGWF)EEa6Hp|Blj
zxd;RI=4Mpr$u08UaU}WT2aJ9WN8ES-R@aZlgUM)sSk=m^gr<I|*~4QBAV+OlDk?T@
zw<u;l>PUcOk6YFtC`DefRcorsyvleuD|hGR%a^$aWbv$)+(p|0+S;iX_}pPTDdJte
zh!|#j0C6JD1(h)<^>=g#N1N8J#Hh+CKXj2^)LkD)rF5;*{{|mr|7N?iV}yx^heuu#
zW`$LyXnc@~k&?FGrmXBC995#%5Y|BJ+}zw)u_n)y{kXcJYO}jrz%j>Y)dTgC#2D;M
z=54-jxZ6ZccqfD9hEnnr<aBg}pFxni|LBSI$xxZEbWho1D%QyGaIMQ;OLtpuw<>)Y
zN?Mph2%_C$!>Pm8*NmZ8H>p2c3^up6wtj_i^^*O4BBvwaX>AzyMJJ11C#pPhw*I%s
zm%)#yFMSAv1O+FGnl4OKEi87ellMBU?=UnTy{AFJKt<KMkBC@`gvTNt?a<xRV=5mT
zGga;}@ACR4iy3bUpxuj*^qn&a?z4HHs^aFG3tuKiOiauw2w;hhY;`$lE{!xUw_XyO
z0{B2D7$A%}uYPswFPN`Rt3pK$yIUq~w+gHC`cp>4RM%cLBu7Wv%g_Z~E_mIBIwAr-
zr2^g#gA_fGNs#J=MBq2#gSUZ{2GgzEWORIbc(0`eD-lZrAmoZ2v|Vu83BFCKr2H#C
zRAKKcm8cuOw+Ln><ej~3@A%g>ct+oewq5^ZZ|umz>w~6cm$}m#(BHOlnsA6La$BK7
zXq}-D-U^&dO~!Q?n8fv~h`tttzxbb4U(A0|Ij#6Dx`!ZeQr&a0Df>YkDIwAvX(xTJ
zsbR~O$4Y^rN=x8*kV*N2B*L_@u^AEP>hnZS34D8n!>`*-xai90L9_aZe3iGc*GDD(
z{&ChUhm3+k)*V@YkHrV;P&!mcrM09BSA)>c;e9J}E1je*O$uo%%r^_45q4Z*7`E^c
zx1pnBVC23y9z&mGIUd8AtmX!!R7`kMlH^Kmb<99jZgt;4)3Mhd<dYJ=jSW+D_N)s3
z6nLD#<rqANXB+zF*4BUT5+5)2Kku@j{n?ew0{I@jzn`C|u`#vj@JB&)^~AHYvk%Ai
z7AVIoC?@9gBk|5#A|Dam5y`;q9kwU<{&lNTUqBntNHtdaR!KD4`=1n|*g*x6!@|SM
zI&Bt`{}^P2r5jkSC#jmv?s7@arikX?mJfDRi2&UuHqqep>|dk!&A90x1_cHE`-)!#
zT@d;9Tyt`_tR-ElxvXVks@oRKFOKf>3Vus8tzx$ymIf6#F^dZeB*9n=7N>?DXAAJ(
zPflVY$b>m6Lo&ABVL$a|ibFWg8moiMq96wRJ|Jv1;Tx?MJ|Vjm0V>X*KZ#B@Thd--
zDsX9{(S>#8IohT~p}ij%tLWPPBP;+Xa5e{DTL8kSb~7)(t*0kn;I)7b5;!+ee-2fR
z{>}uBhTF0Hw{pX<7XTY7u=-U*wzTk?=#!4bt8Co^bAlm3>PbLOODne9eCvJ=j=$WE
zrb|w4?rRhuK;2PRg;%tv@cB@^3;MNvB&G+T&5VqsXPN-!iiC!NtGKj1T<cd%Htqr}
z2{{#&h)@_I9YBV$d3iL5h=>sY5_iVXsg7`nii!?ROi;12vu`rPC2UVtiurx{u3VuD
z_>av-Utic!^2Ef%LJbrmZncx0scd{n4-XF<4!fL;%*@<V#`U{Bs9mtRxw-G-<MVCs
z+}zwoPYcxR6&kVd@bW2^+fTg#$QI+{^LmJhNlp3Y>xZW%>hZl4TrMY3gj~*@eTkf-
zbujSAa$5i<D!t(1(x0xeHfc`P*VD@o6c)~RgQupZ&MTZ?`M{{{Z8lND2RO13mci9`
z@7}GRlhD%AlJoFrHWG3=6qwD_$>-(glRtSPj)@{6C8fAWPDz=+hk$?}U7UIvO29d?
zR;oD>^K>TswcQ96m*<uA@)fV;^!d_q7z>WG?rrK*P~(2MP%}2p9eNa}qsdpS(Kxae
zaz%n4+|clXnx6g<5fRa7764;8r#d=1kDou6n=!+7CgQLY3B_km3uQR5pQ*F&rcZGc
z6!e9_IeTrC35uikl&tSd9r?N%nwrI9pR14>FHiT1PqyY;eKwiLW-5#$N5;lpy?IkJ
z$zycy;$$bk;$=K^D0}GLnAF07iCKd|LL(@l5Zugd=<})pyt&{#XuzW>IA~jzyPWPu
z9~{`&H<ax8&jRMRo8@~`DyutIi89De$I9zE6HnZU{AUIHAH2RqR5i<GHA7|5T@TS!
zQ&P$y^zX%W76!=>e!HVY8Q&5=Ifmta<6x-yR2B2oljn>_?GC9p7Rafr6^v$&)}ZhM
zzzRK|GE-ecz=x^uSqm&mB-_VpW#5-uLvST*ewIX5=MdV$+%j;f2l-$eEs2c7Bh)C2
zNLwvGAt(Sz!#mjf{wg57r~r*=cI>8RG#@xmY6kVXR7~k)R8h0*n_==y5dtytV|x5E
zZPYcNU@rQ;HvF7wCuvjL)Y%bL;qLD4k&uXI*Y7O|pna+QPtEtQ4*Pq`^m~>YPiJKb
z9ZiWjyx>cbr*qLa3(0=P87p>pR1)cQQ;ZZB#8gAOxs>2}FL**}lCg134|RL^RMmb$
zJ0hGJw>EoY%O;A{*%_o?@wR4~O6$ml>=p`z(XbEy*mZZhc9Z!)m<?0nw4-yFY($mS
zXlg{&&}i;r-bVXFc^`+^%6{b+K;bzI_1|ttdB~vr$SOlf@LuatW}>0+>E}w#Juh-t
zE5|S)&xl~cxI&NJx<j!GUH?6|y6BIXUJ5%siu%VOAi=Vg>Xmp-wZ-pmv3q`nu7H(G
ztY(;($f>6P>+@bOc27aouOC+Zr7dYwe#OCh&)@1r8@luH=F5MFY}hfVjM*O{?|0&G
z*qfF3*Vlf_B}$(FvHah(5*sW0uPaJ@7Z-K@lM6sTk^VCm%*$CN+zW-sD)g|~-ei+y
z2EDlX@$(A5!x{(tKSlsfUe3QWBPuTLtN%Q_py0{B9{$HXz@ZR||K|#U0OZ$yz8Yla
z7dj)z{+)EhfS!_eFrq5<YY(*K&a+|SLuN<~LGrF}g+7P_3aqV#DYGLgir`D}cE}FU
z7-B|dW*L8824n;!{{AGc|4b$-8rpvo>({U1|CjMRz~=qWc>dS)1BUp+ztW@*A|WB+
zKgI|K1C{~|C-8o2?tEYs2=vM`u+`qqvZm^g{5r%An5ZYIO-)Jvxm5v$RO63?_#^q#
zuR#^5)ymK}?DGc&2g`P4fy~RjaY5v|@09>3FcbGr0|U|@0e|TVsLQO%Si8^<AFy8;
z{*eUnThfKYx&zV3AhObq1NH)x`_1_p4VGSa6m_>3NEPYBQ?EGsL0+Ox{yP<N1XR~x
z1EyL!?Bw9<vwr;3i_#9lNKhb)aGx(@;4qs+VW|9&`-U2=+2Kp_pR=&Ma&kHsJ$z_l
zVlwjCy@vT|?9KJ1tj!-q%RnDAgpJJvT2oQY;#-#Sk31etU*lQ#d{?%{i(?_u8JBa#
zrb13$-g_WsYz$|InSCpJSr`eFxrDC?3HZm(%bgKrrsMR-iDyq%MW5FtW1yph8bPeA
zynJ+P;d4MwliOv~=Z(ER2Cx&&>9su*gr7`-3c)!sE{>+Qwid9Iq)kmtn=U}K%AXAm
z35lMc*E(+0+MjQgk(MR~*k*BOhYl1WueT=6SfcU1r3<5ctF_Hmahz}QGU1Z5Jv};#
z0?I({wS|#UcxR_bP-v*dt_(>3ug$+ywE_&J_t_swMo}@lDu~5UPcP>b6b_Wp(b4ad
zlZ!RN2sjn0EM{l`t&0BW5d|p5-X|p$&5B7%Ds18G1k7?eY)dD1xNEBdbfvJjV5<et
z<tD=r42UI#N5~HzMDh8+<^Eq1Z7H3nZbWQsb{6}=_wTRGRmu${Y(vow!~lI4cg$_K
z9*)m$BS@gRy;Wzw6{QXmx9i_IR!DLSu<D~vJ484N0?hH8m)hQ5bG+G4aSpL(HJ^N3
zSy_orNLX}&66X!3n8tk2z*9F=*Gu1s_IXvcGQNO-rC_@@ib%ER?3sou%KA)wb=iHF
z_?ddg;=0^>pnSNrSSKJNDmKH|1GjdBjz2y;luh=d_wQXi)n4ZUkgGDe<V%e6XE^O=
z{<CcDetv$N+7kt-j&gEQ&Moc_;=g=v|88ttK7h9~QDv@L-pdaoU}=UGx3G%pEO7s`
zfi-fAHJjBuZ+UN(eW<781YAFwI;ZeFtGDfZZXep2`O?Hb{$QmoY!S5oEG4HfujN(J
zn^1(kBla{dcVFv5n<@T*8ZCFAeKOguesw6kg~+miN6)D9%$A5BOa1?oR?*E#JuREB
ztES&9g+SEPq>*!&K*@Q&ACh<|$cFQM`#?jKf{230ry%uK*Rf|1q_{+Wfd8XjMs=I-
zWM(`-3fJ^q6LRl>L3u%3ZrIOVG=){1?7T@mni=Ry_yU!MyeQb(74dlN?`)d@6WAvF
zI0ctnZT0KN^rZeoPQ^x{JEaQ`ykj+-Mal2aIZT<;l+L}Gc3Mk}*@0na7KtHW<!j8X
zgd|SZ!N>6X1?7D*>55Z}mE#(myT?Fi5I4fKevYj#`qk%G)JhYD4X=TxQsm944*i`;
zk%>!T(-kmNXY2U>MoxcVjvN`Oe}7$ESn%H;>AJt-Z?yOM8}s~?YEY)S-tN{S8i?14
zhr)lUZ){XAdXQQ5E43Ap=~JAMzXQ0Zv$Heh-<jbKM$o?t1BXgk%O3&wFMy+i2vmZ9
zMD8CTs!ad>|2K#Nr~N-y7#SJ;=kfd&7WDu7F4^8oa#k_Ys;aag7>&8s;_?5r5Y?ek
z)--Hsw49E+6?KRfcYp1S4BL|XACx`~rVIZ!)8XU)HxEN1@4xe~Hqhe#{oa3rzoXrm
z_<yIOkOilqqnzrb-%G8it%LaO+qeIH7f^%9wkq?>%SXe)!YUoESp3F;95U@72NrG5
z)Q@jc)L{O?XOVra^jbQIK)3q$4aKxh8IFIJc@XFhh*EaX7->aCN^WlMe@)j@`0({^
ze<ZvD3vbom+j#?j`wj(U3;wX6hy{j)W&e9`co!El{A+RA(3R?goqs^bUvT>8{QNTq
zV*mq+a>JYN)I8-nU+zIN*4g>FC<xUn;N(2ZEX+83fXDLg;N$P%{{@4YblMP<Ypk^E
zKM$@Ydo+oEWO~U0A}fdqdn>@~5yjAaHMC()o=8ba8Sux|8MbeNgP-cQKR7mGU}!o^
zJK7i)P6DCe*cl|PgX`0|9w1uK4QER^>WGOdQc+W<dQ$w_POO7%(A!k`ip4R2x+AE5
z5K2VqW&T=LHl6SUvpT3YrG8eui#GRt;@uS)6?w`p!ls!Sd6M1vTbUkqCE}Y{<UtW$
z$hVS?V^d~1%s*KaI~REHSRX*H*iJJw_{%B+v%_YCA3({mPKT?BC9c;O$LJ3qW*i_^
zTh0}66QQH0k-k%{GJC!Cn4DY`=!~}2pFusSKVGCR^ZIovH>Xw$)HhIqI5Uut@HI3v
zJm%z7Z6xG&t=XQcma6QXo7411CZI7kHs0h~exdUX7#T*kfQO^2w^!b=8rvakPr2Tq
z(3ydSMZw$0XY>^Jb-%aw9cmgHbW2N1oM#5_RK^X;ML~g>2|ONUwri4=yDeTYqs{>+
zM31DTq;Oa*5+?V6MFz<GQS0kQm3zeG<S#2Rr{FLs#HHm=pB|(CKj!hdN>F?s<2vt6
zlnS^JUiz7v&o(GG2K0MfU!LYSi=Y6`qk4#wkx?4BmPTG+KpnN;2<VcrA|%t&(aBHp
z%Wl)IkLJf-yr{Zs^#nMFGHPm+Bwh!w;OzKt`T6_5QczGRpAA4JcuyuAnzIz_rVgw&
zW%t(!(9lSL>%c^P0;a0g+Oesir#SkZ43Q|0w6je7F3vjjXXlGf%*cROcIHh(oG)Ie
z?GQb`3)D3E$+TXm4*ZTgJp&3xW|rlzU%&3Xd}cC2rT-(9cgDZGfc=%rU&h^~@a(We
z1erX<S*t`sSC06oeeVuSa4;<QeRYtb_dXA}bcT~`R^R_$NLjae-}4%qC3q=hX?V!M
zT5aGLQ0C=?s=D86WsA_5>Ze`K1`n`&w-*e2oOxBDEi8Ay(kENN@jf)5k#FL^$+LxZ
z$C@y3<Pn}vc-L?WAqBSXoDgkkPqnk-G|O+tYL_cvHLFh;DE6b(z+pQlZ{vIIwVWQ}
zqs?yE3c6e&d`6yepx3&>=Dyk&_{eT+5WmHnvsK)zLHK6gYgIql<EFOzep^=>Gki%U
zB<D-s`2nRdDCzq+WL4*=g2&c6O?kGXX9B`l7*6+5aZm|JBU+n=$OaTY-En(7&>>c}
z9MkQ8{Y7T(Y*^|bf#m7IvOd`ehk7f)kpt$hGh_?xc!@x~yB>lN4Xq(iGM2#Oxeohz
zqD^^(`FZ!HaqYo&nYv9%#w)tR<AbQ-OX2RL)KVsMt9M5aj2p#Hj3gQhW)vUOIugdP
zdQ3BDTGEE!Pr8(Rq`|D>Pw9J@f(D`<!ptmm0>A`s&%PZVk89?yv{e!~&hRo`r%O1M
z&2J@^HRs6C1tWitRPEoSj13hHN4=F5{_cI%px@nMbX=n+=RJL)5V!nLzDu8>ASQqw
z`^k7hOa|!^!As#rbxf1Lcu5cz(@>^6&0#tj_;;agNW#gyi!_c(0nxp+c^z-rq@3ik
z%U*jr>#_n|4dMDdF<qQ{4P+2gkDm*l<lO^&yR?)7m0b^y;3xer3N(c8UUv5yo<wRU
z#yq~^)<~ROE%9YMKML)#>93Dp$v3~tbejI)n{|mA;pNK?Q>x9ZYFdH9pFD2s$|e-)
zcQnMDH=gXat2t}7Ykl&?JCSbC=(G#lB%1-tno&OIz!&ocosm8?La7jj$g(feHd!M#
zfyeH6)@>I`*=g@#t+maZB&P?QHZ=D^ziE5tXRHTk3{oggroHaxq>a=;v+BnV_P^G!
zMh*5y!K7|%J~;V==<MCogBa9uUc}e{?n#<tb7PxMnI!@JR!lN|UhzPIW_b0cX72Q`
zi>9@hz4rl+ETg}>kv?Ynkf{!;LnCzP$Ggzoo_2<1_qtco{N`xaP$FtMv$Hw_swHh|
z4h{PWWG{PKKA^JOR4A;vPs^!%RzKR6lr{x)_g_qKYmV+H!MVelcJ1=Hyor^Nj$q1@
zCj0l(_I*&m&bZs()juVc)ZprC!?y4SH$r&kc-P|3%c1Xj){|Kl%u=#8R7rN5ZtA<*
z_&#Yee~(+B{pgJT9St0cM}_=7TK7D|-1ONQv|sBF;iXgFyE~?(4pMkrun7>}Pzi7~
z+u3<HSTDT^LO5V<q;pJ2B=yk|$UsnUC1RGp9+%kLeNg!qy&ju{D46|rD&z7_z+TcR
zOAkC=T-I6b=^D&R%(F}TJi_Gk3Fj0!1NtkzUfhF&?NXC=2*u$nZQ!l>2?5lcy2uiW
z*`<RNr;W`o**!WNT^z=!YL5$UVmLgAnYqP79>5hBn#2Vw!Z+G`s{GApOD<k<?eo<&
z#Kz<&G~ZsXh}2pMCiJZPkq++*cud#}mW5qCA7=zigbfX(6buXvb#PkS3kx3BAH2Z-
zeuV0D(H&vaYBg?s!@C#A%bxBL<$Tk3kzi3+{f{Mqu0<-kH>9)X_MYTc^)m9%G2;Hq
zo9&Ox+^?_Q9NmgWSf4wHfqM7v7t=vhR#v9ZzoO;Yj=U}CQ<%w@Qh&-%Pl&@%)Lqf~
z6dh-oHlW*7?^~$AjEv<>%Ggit3=klwoG}&*;mxj95?r@SPChGG>F8=IM4FaTwPxb7
zcvyv;POOmO=s>uVPk``NlRV!!*FUJgHGlX}D2}<w@sLVYaqX>j<LKPV$AHJp6?s$Z
zg|s7ae`^X<PoCIOub@OL_JrIjGYFgFEg!i@9IOS)(lHzlX<QsXhymL<V{k0${sh6%
z7|tL2qvldHqppb0{m?lMpDOo#(`&wiPougC+{MM|d~HMPaP0^NiesvdzfP51aX$Va
zoRrk~(?+Lcvq%Yca`Z>@WVcNg3BGq7nvI7IGEUx0dswctxi{wzWFC(Z{CZRa4XPM6
zNakWxw@%JYSC%{O%!{YB`9h+}Im8>GXP0lf7=)NZ6x>~A++#<l2>zHorB471KT+ha
zu91O6B4_u*kJoxOucS8mt`3wWT8gVNMV#ytdp36H|2#3NrKLM*Ukp6cx|%&)BBSKT
zdpc(qnAQ@Yhh}i5Y31IN!DJS-Qkb4Ts*Rf6h5fbTA%ap`T3i-m`CE@CQ{-Fa!Q^fI
zs!55=c~eLiM!`YXaduy>T8c8NIr;tyY<yw)gc}Y@PUz>>{b)`W%EMo=J<ea|#mOpS
zQ5=WKc_{91yAvZwO|J44_WC(PXr&+UrBpY7d@gvprv8z+4D%s9QRMv4aD%;nkXt-{
z3jusjW=UGRP2)cfvg-G?*pKfuRp>+`ybiL1{oh&$!d-TyOoXqBP=d`fgbO+B85tQL
zZW8fMuzK)#4D#2)u5~`Zo;wAHif?-85T;-{*Z*_Z(9tm;UvA>!u6UgekG^P*eHUu!
z@ZJtq_M6wJgOjJh)=uA_Q@Q{+(Jc45p1GZfuiiErXzOGsi9CXKaEEtXoSZwG$f8XQ
zP-%}G41etvpyy3Sx-I8i&9O?PyDwb5ggt-T=X-Y9x$nz(>?%(?{0U@263A<de_(8l
z+AIBLcF=)R{Yt_uohHJ2SJP2zsMOgr-+}0<yd{5Oum2AP3c^=v0|qC{wO=^?VEIzr
zZ*gsh+9Q!&`~~AiF`m{kbQ&RXf>!wv#p*W}V{d1mP5z}5ZiXi3kKxFTvUJWh8RdC6
zc6_@gXQvUF_8S!CY8#)Dz1MA`ce;?CwJs5tGPVi|bk+@g$jbpUG21n##<_Me{*(Ne
zvwh%hveC4rymD*MGm{BhrAonZj-<$`td+Lhl;D6T;MGAaEiILtxrum->!kg~;`l0Q
z114Hv*#bM$LSctv(XO#e>L=k37*oi81CICAk)2yz;~2S-5it|j9JS}9lG71ELR>9e
z!g{7c{-eFtcnRiHzRs$MKPAMS3ELX}S+#OaE)T1At?x&6VO~UZID|wLt?siBm~i<D
zfGuRODX_c&^!IhYzF;?>3S;Psx)6#N$C;3o9DmauCcCh+LXC0peC1|^^?5IfcwMzQ
z#-=&*U-@bQsDhH;EL0pKo^-KMAzaMx=$6!Q3bF3{Uz01aelfR-0pH%a_fw%Q_4R>A
z;c$)5aXcOGugYJG4cnlD(ZxB&eKhx+tTXfu2l>pmD#T+4OdutI7-#hP;Hv=55a#?6
zxosbTmc6Z-H;HxXrlq!g`a^=k$~txk#|#UZn)VR9wf*%u+a8D9wQ+Ir_aCG^0xX(2
z`|nS$DM4?)Ymmv0UwXtg3As1<&wDF<0%{+A9aj_w-w{f==JXpOq5zBf`e#Q<53RPm
znDXNn|Mh)-;E)!muC{WLJ=*IoZ6uEyY+e%Kih-|*Mr*M!29sWo4yMFP6dnkqe(w_!
zp4{BrFlm2+1*m36blhY0qoE!k9??-ziGgGlQ@>j$2IM&jQ-%$;g@py=Nb{u|opbGR
zwC^WJ;d4nF8nR850V6dO@Qh1P^`7<dkV!NFlh_LMTVQ7BN?^BLju0k{0FH%D2p@cL
zv|$5$84BYbz-O?0bGfIuWjWWResjI&k#GJ2xE8Xi6Dx?=HbX;idhszC5V`I+VNb5#
znRU#N>CW5Akzy?~=WkR;0tme(0j5T)^-k?ZR{Sz>xW<wQ_;&)+D3zC&*8#B1Rn*<&
z$>-}0Wr*60$}8sPEP%EWTHqh$&>sm`g7jYqRF!izi#L697kTkQ(1Jbq?i<x~;qc<4
z2WA(!mOZ+JT8^cVN1;I;6$PUNh!X$_nan3ER`rvTk~WWllUw!rE5v-vt;^=>a<Ux(
zoTF-eoO>^ZCnX9#2i_#I7Q`NH;d~VsgzM6t-P}`ffWhELXf=CXl)(>7EWoQPA};>b
zy63xdM<_v|J6r^h>+ZW}ebSk{zyYuV{MFpXSd8zLb}*ECy0I~z#slS-O|NgRf9P=Z
zaH?-}&r@NeXPui%U;PHUOAEF{b%G^zw&)%>P-@-K+Yf+wKD>j_MLfyl#)(-=4}f1A
z;H2+{G)SQETv_EO|4$;ko3h|15w5@AK5&|m@z~hREb12vzR5{TLo;Fs{{Wj9kJUnM
zkNolDz}VPWV3*Gy{~Ul43(y^P00xX2fX{hpvBaR?fKC7wBO@#8m4!u7R8&+T@F`yq
zl6B+Y;nB9Xwr;w#0$87!lEVA;?c27gDOI4ur;qswOaqI}#$bBD_H?amVQ?#x(%$~U
zXPUaVagr03Y_ky&5$M3*dqMy*Lr#^>6x0PNLwQk=q&bFpUuUOL5>Z)MnasgqJbqcJ
zZbvsT1&?Yal$0=vii?}=a_}m0Rn<D~X#lkRxwQi#ERU`B#*ez3;ZHPsG+zWK3;_C=
zw(+(y^OYG(#9%46Oj5Zz@&x(_K+KG06O6~TLqjr|bkDyud4r~!+>twG_ve+CS5`!=
ztxJJKmcvr0T%L6f2N9XUYs4K3Np1q4!pQe8O+~8JlHcwgg$4$O14*coej9qqcNQo(
zOzu~2?7v#4dmopW3+w?7E&rN{W=D5MBAz9;lMTICTWa9p(aw~jaWD%EzAgU!CjzRe
zrH#Gq7c7`w8r54VlZ4yQvK)Mtt_)2boqJyD6H`w@Wu2UAarOM%0+2k<&fe(9w_E$p
zo~gGOfQFF~!_;8y@-sJVXR=0^KlEiTV9T<P3<%IJ_n!rbd{cXx_>+NkLr8+QOT6E#
zQ3nX=apsS3v7L462Oh8n4B)8%Tx|<w$N7r@Z*gBdJNUtOKX3aXFt3LkDw?h#T(xWS
z0LGoQ%~o)04Z+B0oeOwFS^Cii9yW6&k$vKH`={Ov^<7JCukkeLYXW<@(>Wlw^66=a
z+>QnjlRv(2Dob#fG(Kp<kb2H=3EF;Wo6mbKqdwGVRZ!jugbBJ2?~dJeKCcrNY-`wB
z@F=@ilcw@G<lu%5Ltk9RS70g|Pt(0##r^VSL>!sZR>KDR`qa+ebwwrQkORh#y@jC_
zB2}Zuc0&t3hmLrcDHhAZ;1m099D`EQ?D$y?nc2oN2@TBTfjL^DXUYl6P@_@>y)e7S
zhb;#?9TX6^4}33OUfBgEKc8f@%9`F>1<;`sJJtpY`c=!1#wAF*kDrt!=<LAsZ_m+U
z1U*nrK-rEPZw8H0E5PUy4xDzX_AlK)Q%l|!Ru7VJcnu*!m}88;Q2f<tM;3keH;hQR
zaT@l@Ss^|nNyN3fDj*~0Lu^B_Tkv%t=*c&YOxN1VTOePw$39UWdcg?mM0kSM96;zS
z!VYy7+~l~d)p~xprFm<zpb;($y++8clc>FMa)(`7hMen;+wvzg>xcD;&e`pL-DLy;
zZ0Hky=JC>&iUGh71c0~qlx4Fz*Cg(dHVV4)Ygk;AAvazfGeajgdq}3S4qDv%Ol9eE
zOo&TVm}D!dHU48}2_WG!14iTsK0S@&bCCe%!F3V8{Mq>?q6C?*=;e_l8w>e#pSMkJ
zt|cmuB}ade9>`FR@INGacF#7hbu&6@vQx{=6zmOxR^vI2G)J`$&6_O6mK9xnKA4F^
z$rVzjI)o!rYB@jcR$3zhn+TZ9#|IiJvWa=7Qc^bj`A1`TwPo$R;e}3_3ap~49J-K4
zVEs(5c6i*=;rR(IO<X>DGR;)^@xydD&INcMWI-tx=(2<gkLnkvSfsWQD1pWb9X-H#
z$AkmdhsPi}=5bPvkvK<zqlv3*Z%<(YdY`^oy!75KEQr7Oi%@AY#}&rIBhSS@#Poi+
z=NDeZ>$MlUzm!DU#UV%H)udt5^#S(YlxU-D*h{GDwOCPgfsRn<jSpiG_XMcB+^hm&
zYJjJD<tWwYFzsdV2)++Q7nQBkMwaAP(fR5%p)o6As&cy+@g040Pk@gz*Ad`v-!rFt
zWjP0;RbEuZ60oi7F(8Rv37PmFqwXUV@qv)qJ5QaCn8(%9DPWqnit6Ji9Vj!>@e6Zf
z$yHJE)?%MtjFS)8b2C=uii@uDNg@g(knFzw4DYqPwwAv!vEL$R1~N!eMs{{jIElbA
z$b1e*;}I734Bi+sXqs_RMOPvXQPPMAQTlUMs_&+pdg>w*Z$hK5nMfo69~#zXAquiJ
z)L`!=NcugX9We!6aL(;i{TyU|1}7&c6UjNyvL`g_v_^1#n0&h(SWJdnVme;rP<+|y
zpEbk~`|j;pLo@P#3$I<tMSVFi`YTL<ga^zY)!b})6ycC~+%}+GZqPMZX{y>N@PSGH
zt#80HXMwn!9HZnzFLn>bJ@&MuTOGR>E4H4q@1W}ZL9H@F08D2-0{FakI~wliD~o%3
zbE_OyHz&I@TaXt(efV%>chZ9;zSG!^>~Si*;f<B=ER1eko#!c*{405LAJ{XSS8TLD
zRvrPe@<VsuwGvX=-XIuvc|yZX%3tpJAW4w>(G&CzF@z3rGEGR4`nX2xhSWv}orBZs
z=;#N|Rsy20(kD<EN;OJK25nQnpn>MrVA54$keyticSd1*boc8rFKV`_M8f@_(+Fz#
zo`aiGCl8M#T-sK5<Sqr`4s2B22e1nwT7ZcYhTt&~5jLk-3kf$L*D`h~F2mE}rDL!y
zwtl?nFW(+-NM~fJ-6aWieo?H3_6<|1W`^;O4OU}_7cr;ugUJmQj5Yp7fbk%%ydNUW
z&gM-bJB>!e3odb!=*#s)o3GGcX$xZxOeDwG#S4Rg=Let+h{MsE{T1!j@>F8L=%JYM
zWk0p=-7^t0qv1}sN4`KKIRy>4rM^HquRfn0pSqvXG)Ms<Y&`5_Gv2ak>^($=eL4dw
z;N9I{#W*M|D$i%JHqLv~J%SF8Ec#%UMYM*^;@Jo{fw}Rg36YAH*3_Q;V6dr&My|hK
zcZVl?vp1q;brS3m4&J|<m6LJo27t_vnHr#SbAc0mWhYz6v54OoAIwLzY(^aFTTc2B
zV*Jdog%~#(?bZhrVm%_<rLVadDr4Wgu{tV#cFcmm{pl?(HHXSp$)1hlB%~U(_x#H+
z2@DsBB?V<w8VcJlGLoL%_Mbb$pF4@|1wtJsIC=Js#<8LNe&1N_m#f;jMW#`0fxI}l
zSSI$i)85b>LdwICKIYROC<pW>V#K()n;q@F8&Pt&jZ0yj=S4lNpy>1ZjRDEgtMj*T
z_0B`HcIR;Luea<Pk>Ic^q1aK|Ad3gAtiKiyl&9>w$K8nmD@Nu%ZGPuHfxe7{n3P*?
zpG4-pZ2(RknF;#yibZtS(n{l_y?*wKaXG-YJQA-|12`<8$Moy94ZyfDpaWZpAJ{Gq
z592Q2&JA3=oVj(e4R5WgW={b1A!?&1ZTm2sP0DofuYd+Yxg@Nt)#vAV>cSZfbsA{`
zS9;<)D1>N~TQd%PMjW1fV{!jjPikso_nXnGto1p-MK1>3h%CxAPT?ZFmv6!0ODJTv
ze(`tEpWoWbztNd*efu?Quvr#f_|S+=c`q{B`x_AZz`4QyEBrvPFQiHPdIm7M2V(hO
z<~n30xA3~s7xWrcb>~az=L@`TjLpE_GBo+eMG#};wYvM03rFW>DrRCYHpRU$k<feS
znha981?J%}<nk|IB}e}8`pTtCB^R9fT2h3F!TaA2qCkF$BP#<q@CX>BOMNFMl&A{}
zA}g-HY#uAafOdGZMyd7`T_?{3jEQp<jE+Cf9jKHKW{N%!4H!j6t!r%%pmmag_mygI
znUFq?MdMuq<NG@<kVAZ+F$D3Kj@`sUw_ky?@4-8B8x<y$81_cG-6CcXFd^zD$jCKT
z3;du#T_I9Z>I36KlxTL2nBA0lwJ5Mpw)OW*!GR(lqD>g@kP~DN8bn$?i$A#S)454r
z!A5K03J7~;?v_5<3lRCD1@b(|P>{|5V2KUu1iGkRTOb-}Ewy8}%b`{oc|SR+!oHSZ
zt2fu=b^sb4MGXwHAoUPB5s{_yl;~xt-)Rh)uqpXOziK<hOKA?uXK(iBBb$h@RvAbD
z`kyn3<nnuhumj?Y?$7uFftGjgKk5W#iO0Ya*!Td4Nl?S}`%6UNR#DV&${al|ZOF+H
zdBmXcB$7fxCgL+_c9&%jZL?P{V;8<oOh6}Znx!}NpL{Jn@O<i(>YF!jo@4p0Mp;1)
z=%b$pRBf|6*hoV~B~Cn^rO@ePc6PRNBQW79@Em^cAnIug!jQ+Z0<DvAIX@gqK+MBX
zmE`EobIaV^dl-7de0TbB;#)5}D2d@XHsqgoZ1~~_C{4LgJbZSS{hxpj_>#HGK&xr(
z#b&<zED^e#W#h2|=qr<*=`8#qn8NAni@UN$f_U>yU9C7Nx$BBYcK?L?SZd}28t5m6
ztUUbBj4*Q}J_@|RgM)(ypd&R1fHFwiI5IvPvDAz2g7L`npvP7p^wU#50sieq*t>VT
z02`uzd9ouTFHa7BlVK=ZiU>4k2CGm~Q;WJ8N=ix|R<K!d{D6B;q4a-SinF%2&5oTR
zt+<M4$dqt34+uEqUcTT{Q%g{R3wT8Q{v$9G!_{c*zH|+HiVbJ~f$`xSc8FiX1K$;E
zLw_R5=Ph*~468x6;?O@lPK^LO=C5zoSTBvZfBqf{ni5oW=J;N{dTWx8cF^I8zpVeM
zw*7~B_`$J8v-@?%4}^C(y7d>r%dD$Y`Sj`2<EKww4-F5Gx=hjd+{Fkb4{+*g+KDIE
zIWk(AUpky%Ff#=fYZG->WMDeiynZ=;vpZ8CJu8BQ{oE+rBr=utgb3FM5OKNvpv|1d
zJeB$cQ>z7)JIoyVPbaZHjOkc`aT7Em5>j+QL4iSIL?keXq1n5Z7H^Fe$~r(dl97_i
z(bITxX~hrV%@izkgei73G&N}yLL5$~dvlsQ<G@)xYFbclJWPR!1B89WOLz%Ba5$o?
zjGnbT?I>+ws=&-eJz=>Y|MbLgB<FQEVJIP2-ckGMq6=>DR$Qo*hUj5k$v42x0QXxh
zFh1nCu^tH}(fu|$ebIX2`lt>7w7Gy()*;T4f7qOA*xNprC=2Z6<WL<mTA%{?b5^LY
zq_LOZvO*U$-1M^CM|#j$s&3>TF92j%$327iFYHhq&})yZfD#&dzaK4;N4UlPJFpQC
z{O}E%MgH&=TOlzXS#04$@7K3jw%^pX+xps_;ak)2e5z4k$3VerfW?AdTu6J@iVv|8
zYq;-Jj^_n;3lq87eKHK+3%K9OI_EmvunqW|@WVb%sl-mz_?kMPhrYwbLcU@Qw5`1^
zL^{}rajkWG<x%T$!P{+qr-sB+z=`Q?*jRUtaI->xbzgiD+&b!-(O-wc9C=^NN_Sbj
zxh>NMYN23(UVmdKv$toSe2MwsN(BanXP#Y`3ud~O_|tIQAw232NT-8*j1*F4vsSt>
zr*zx@e9|^~oUBt3WU3L{K7>WJ!l0#;9~Dk(CO)qxIwRH6kDqY(pO~)Wa$Tqn3?+K$
z6u6{w`G~O}@~ef>!N1BZsMFxTdZDkkX9X}LONwb7mlbiK6Nvdg)3r~}@pm=QyiKEN
z0_@8){ZMX8VlhvQ39-Fjpe#e<q->plUw?>#&~huJ#0-di^KPdzh5*i0DOKi6UlYVW
zq}NCyeAxXsy!;y>BjvuMvL8Nzj`vvGQ)x?3p8?}DGI7oI$<$~%vqFKA^(Q7flv~h>
zOi}U9E}F=J;I&62jC*(M<39L7>j!~sm@ohYJ_nKauW_%`c?LDfjWdf(-sl{=DoGLL
z#|x-v50p|bFx~I|xFvu<f-3+Y{y|8^p)}5rg<?di5BHgGcRWJ(ZAHM%VC&)niHu!^
z!aZ7(#94aBu{eO2AXPJ{SBK9Qly2rS++XLh5L!2GUPCu&yvN7MNGd0;u&tyB{k!6M
z?mjUSb?fMSOT|18@IhGkh{XW*n|1iJWj0mQA^V@;3Dg?msRebCL$+cghr^dI30dFA
zvn7YFbIngAv=rQ3cP$hh|0|V{3qxaEE0t%9;F^=VrFlQ5f5E%h9#UQ>YH>G<-IRgq
zF3iN;?Z3b8Rh`#1a>XNf>xpxS|2}y=a8~H)dg5KoA%x;YJA}!qzbW&3`5{-$?yol)
zC<rN62hkcMN$-3ClziSM?&Iv5q1>Gzv|pxmP-{xASviH|(ZW*@215x6v0Rg{4xlwQ
zHohPy=TPFBvo6`FK?D1`4*7TaKdf9?pL^*jQY;NLPx=1z^z__@AUioreA<#@-rPu)
z42EB3dN3CWeR;aW%{b>CS|H%d%?fhlokH{qM=^Q=UPDufI=DY?3ux%|8;Ns|wqu+m
z)S?@UF1m#%D__(!h^ismMV%LwkVXTcey!a|<6^TjGNhd_HgaZtoc#jBVgnv3j)_`W
zM-NYC{x<VN)`I$$Db2A4_VQZJp{(Ftx%dZB;p3CTllOe35>B4ma1KRd8KysXC*acA
zqUAffo5jm|ZehT0IY3@F{Zz`yQ{q_->YA|x$KR#gaLG5bG6%~DXLl9NnD%vxcWi*;
z{s`%=G6I^#;`4A$hmr!7mD`Y4+t$-Az+97ZKrw{V7(fsVWx*xg4vNSE=8eCLNJ+rh
zX0`{2dKQmc@0m}Ocy-5%7#;~dHS!>m%FW4*<?<6w9HJ-qqfu$``Ph!B4OGWe$PIH&
zet!Co+dm}}F~L8C>K%x)`x~5OmyTIMMM~L0xg4=IiG5&;?b|fBgRy;Fa#%@`=<~ap
zr+%m~(wX#GV#Z%LQmTQt{mYlvV0H^;+j&t#VI7*rGHm~zCBNg2G!GbE{>Lv$j6sVL
z6BAPo*Z~Tb=?}$)G(G}X2S<&(^Pg>H)CDuD1vjBvpLa`k#clM$0a+jhbSXVdIi(qV
zP|+g;%wfF=6>eR)eCq`SmY<JKN+JZh*^lx|bnRylfWSL8D!lg*ij%7dTGGnOqAL;^
zw9Y7&^awL{;z0nQ5Cr@l(t=qheT-1N2!9yV2IixIO^);PbFij$Y1I+%AKX3BARCb5
zk9~cQw_4%G&yME-yp^zfEr>LKy__d_sK#|OOPxn6_-PTyW`DT{gsY$j2hl(RGV5os
zHLAD!vwKYd5K7?^>=NpJOOlIF7Bh9xU_BL&PWI1?iA64;SD`s%O^2+1#|!*d&K9{N
zW2~>_N{Wv{?wQy&Zf=^;Sdyxb);kf4ApbZh9Dg4a**cF7ikCT^uT_2hm|sQ(vfIh;
zp*^{)8#k7r`}Z0}*>}KsCKOy^J*J?L0V|m|OXke_63UUFD4YzF8QCQIZ<iw&9yU@4
zi*mC1bP-z1#>NI@lJXqoN|GPEMM8_0SPqyG#vl9V_G1K9y_l1IBkZ|z*SrRaoWe7T
zY{A^-IYWY~I%<G4>Od#^BID2r>&sgq%41Z^;>dUfNWUQ~n((@t&?~9q)5`+>Qj&)v
z30cg>JipNtaw0VBJIQV9Zu>3Jh}aOs#&2o2b?NN#O2fEvo7;7S<e#w%S@&}(!u*E}
zSx!%2b_cJGpX%sY9Q#hpf}`r^*}ndJMtnc7Fu!-pkdZ#u*V7pee4R#Qc*HY?)Q~^0
znFZ+5jXNO92&8+!qzOD8nOlq63M1r->y8ghKVpINE|_%_1j;T!nZ(TRE*UUDX?QC;
znaeZ}U}Ogee37a#;OJg-Ah9O9$`mo)DXYY}a6&q>G12egWuZVp19Lp&MKi0jvjfC8
z`)wEvj3g%iDy8YSpy<_Vq>)%pPfueJF(^6#oiue^3!!Eu_*iUL#j~p;o_p1LR4>O=
zxj-QxAR}kFQY?xzQWDuhDH=RQ8Th6WDJ$>;dHaZQcm_YBdk_3U02#d?1;5D=jz%Wb
z3G9?BKzXLTo(8`5W#HS6>58O`A5$PLqiYs7*~H5fP6;~-x@Qvm7&sf#?I3sWhXgnB
zYC%A&;8&@u|C#{E6F?7gc)UfOD8%Fq`5CYV&}58`jZIbDaPTTV*%<T;fS<@v0Wt?A
zpi!7B8+Rq+)K3}Gig&a@IV@>`X&p0by#PH_Y#9E0Qcz(}`(X*__=L1?#TzX`je#z=
z|G*#?p3^m+TjjL$^c7%mI;L(;&&m=4tzMxnsKO7Rj5SXgHg3eZS^iIJ=N(Vw|Nnm?
zT1YB;L?|<RWkt$}>||Cn2$?4%l!ldk$jIJ=jO-OMPDWYTvPsn8*pBb>QoYCL^Zotv
z`~CjwcB`&)uGhJ)*XubRkNcDRK*i&Or&8R;dHIx}-{m*m*wDaG!jLye_h<#tkb(-;
zw!i3}c186q{PqTy)|XJ+w?5UYSA*%MVO^Xv|J#v)FxNuE!jesbAd7eYKEMtZ&G|yW
zaRtAm7t2~Z_HScGwvDBDY_l~3cpmMY_i~hXcRHAGk|H9yCx&>=o~1N3HN{CQF_{C*
zthK)OpN>c0l9Cc6gL>mXSMIvHa8}xNB^d15Sx%(n3>m#r?(6yXIZZF=(^u)EFDWT;
zanfy(gUv(7@U69%k(y&mUr$e_by6EGEiLwzo@N&?$6BLBth$%~D_?o*a?Ebh`2zPX
zV{rKSPu^UhE~g2oaQ%~_NY?J9C_aZM=!7p9w{+5PQM{}JkXHAMimEF5UFY$wLy(oG
z{%4NT!;$<bzY07$Ev>DVz4UVjfb*u=M7>pRGc0LA-6_S&dO=V~sHZ%i^gfj<o22Ak
z3rh0}qG^0S0-{m<Ehpgq;OM@+PqWiL{>y@~Pq8eKci_l_k9IuyN35THfb_)p<qqP>
zDR=>1pRB2MlZle93Y4t{^{ObO4JK##`6Io&2#S|FrOMyxRqcKc+y}j}0t4G^KC?m(
z50Cl6&c=KL1_y9)tiJtMh9b^C_LmQXW`^VoPhd$1-%Z=!MvNF&3TKkvDGI&fEEzAz
zKp{c-3L4us(ZODceR+094+Gcd7;enI9DN8MQ~_p;moyh&XgCLYjeOzw<<g)tn|)N^
zKx{H0<^X98h_&_m_$xac6ywP^C_fapMm_vubYDw@hCASPPnNEr-FU<F6o?A*+_%1$
zv{4@<qG3GpV`C;h66C%a7QkP7U4DSqq_VVUsrDcf1(CRfc>l!v$IK*iwLiHsL%Vk0
zsX@u~^p3`iN`mdy;@Jo9pHnG)to!7u-`$OAb}?0clzgSSYKBMI@4o3`x|G~6OM@us
zI(w;reVXaGy>V@6%q5*hA4%FVk;M_iCqDaFWvERaCi>yWenRUT14zQ0IC@G_w_j<@
z=i<fDx~dBU-?s@TY+k?ePR5b1F5B>J)Z3UrF<$-maSI(CR-=HcxX-DoF_EWq{Q6cY
z<%t|A5(f#s-kY%dbdegt{dGGiuKGw2$@#e1^(Lg9uhkG0a}ofN%bZN95jl(8!B+_X
zY|4j)Vm|6loMzbpniEH$tnsGYHw1HM(z)Mzo3Ybg!tOkMU>nJ&kxfsM<|(%6uScpp
z1-MM&wgt6&7kNXgo?RL=-gg=G$Cfu{Pbv3c3a#H7rXh0{QB}5t_)PK|6r{MA9k|e`
z#47MMaK4<RMf~bO<^eM+<K+eyafKz58-&<G!Yi7!YoDV-qYhdR-harKIHH(*;GfCP
z=Z@;t0V{RO6K^?p<TB}qJB1oFj=2&$US<ezW}W`ZQ<X<EXsBn-6tVW%-lAQCsK<;2
z_2Q2^gpZc+^f33Xts3beIr;?R!vYj{=A@k-6h#xJCFCgS-DY%dMLGWEFNHwX@e#pg
zE$w!TOSNN+H<{W$4}u`_cA%er$Eb0K4N_se{#TfkqMhJA`C;cZGvWQ?huEjb)T;QI
zyM#aEzgh2xd?{0|NJ`;vn@fr|h-8&-Tzs?s(B-nFJB_a6t>+ETTJzV>Wm*B1DJJ@M
zD+`q61|Y96<|2?j&8G&!9?5MNH3P+u_5H4<0`Kl^`S(s`%;x|5s@vT=gFm-ry$r7V
zxQH7r`71T}=ar-{h+pHQb+H(4|I3g;&N8P(INRP%@MLal?_cK2F>h>ire)HN+AY_y
z{3G#@RD%x5{SI3{Y{0xZaquju<-RA4^c0sZtgH4)hxW&Sg-Kor$Jz<6Ku`v+{|G$c
zB?@+K8i-MZR%EJ7Q%+wbQ893;s;sonEB!@V_$B9&{P-a@zT8vlI>7)z*9PVCIR#q{
z4T`cmn{v4Acy1IXvB1*q(w`>^`7vIR8J{7rzIuH?_{BK^(!v!P&ujeXlUEG}Su`FM
zYY+W18)MwZE>kW^K)k*Mh88LTRa?cU%#xn@u6Xt9>JGUXQva|Vr6^3EOeS!A`OwYz
z4S}PjB^UC=aZF*y6ImahAzlA6GuZggVC8e>zD|XS3sSlS17>ivLk#k<cdI&{LaVUB
zJyQ1!w;+Y@zpsA(eD97_*5TnAMbBewL{kI4E%OpdUQnda6Y~Y1C!-^QayqM5a#;B^
z!RmaEKZHsrTu1Gk{h;5{-2UW{!K6}S;=SLNXIO=z7<hB~o$p8IX;xL}5lEgp7rggh
zZaD{o_BUfD$fNvCzq8|C&pced0tEe8hve3d{0w`_^qQN%I^S*01_EQfxkumUS_CE7
zRkFU(O{Mkqsebx&{S)Iql3K>R-AI~|xqY1tRX?yR!85mC>IpqX6q$n~Lo7}oNukey
z0pyfq-0qAQAq#jXQ?VR3Q%7bGdAO`zJGg=i?QsjdYf6WR<bES5lwTZ{le$U#z{G?J
z);Sx;bd-wqa4t<|T+L>^j0-=nzGI{1n_;qfgzEr#=fM8*CGtqI6JAVlog4c)Ng5lk
zd{Vqgo|~}Np?zx#)kN~_{Q8Y@o?#Of$?-$iE2w~y5!McUjiSSBn_?;c`xD53;0Re&
zsozLVd^D>pGaYv^?uz$?k?Vz~j`g}l&eR!VILP1Ng%~3^+H~9tzzD+d#q>W7c6BMl
zRau4`$#BTiSzigMO|Nd%IZIML#&x~o@LwO}@3iIDJ^HpK(2k%l$3S7~N&|Xj6<P&N
z{PZJ3jN6DJf33o>h?a3d<$49tpZ^vc>KE<WA2+JgfV!_me1grG#Nz36tdQKash}F#
z&&5+A*JvkCBve~R+3Db^24Z-_v<vJ!-_GYM{G9o6&hy2YlT=j5XX)bNKp1QiC#{6`
zF{miH?1BHNf~NlRy5gy^F8GBZ{6oZili@joec`)eeEoKxY9OM3Up_Zyt>63Rq`wp=
zW_|JigxLw$eRpaK^sp*fDN^ID*S~=Y=~oLa{WNdIS=cc{Z((=k^z=?5YttunR`Bu&
zzU?0N$9{!|jzMkc*M-k%<b_A-FNQ!XX->Vgytf=&ReM^+7G?RH_z$<(%@|<!oqQS=
zlKx_QGe8Er@jA>x=VobmUpK~7c9c&$ep63oz)_Aa<OPs|8&1L2$GP8ImdlDB(g;JX
zByYyFUXU6gX(MOV7HEgpY-Eg?Y8*=&o^B!qi=mBGj;M`oiULbiB4&ovne&a4*KcKO
zXjlRM8lJh_lQPlnIJjVvAj=<K`OrMZ{Q(y-g^FkQ6u;wzWMC0PT4nQ7BK8~p*%lY4
zPenQrSH$!VGyZuP)mt}jZFt^d9NKY%axpC9u<nwascqRUOTV1bJANPIUY)KUi7Sw)
zxR&eY^x9};h@!y!n|$Oqy2ae<DE&VV+C3`8YXJwwu91=x5So}6$EydH28~E7Y)^Jj
zr?;Zk)I;byX4#;79O{vvV}rMiR&(1lbaA-yPN%QzgIUO8t`iD;m7v%?e?NC1=q9U$
zg#}^?PEAeaIcwI0XG3EPIV1d`kdv}|uUui8fTMwuAu}UH-}4LSu0gQ|*-1i5`D$!-
zSEx?PIj%237pN|j^ZqhJhH9(tM$j=&KbWxv7d>ojj$KHzdofPts-CR4E;`Vcf+9F6
zxfmOiYGA)P8qqSmWD@~$N7aF}nBH9Sy(i`&3hU57CYOsYY^@O%oflZLLdok_dGA!}
z&b_kY<Y<Yc-H*kh+|0GreGw%+)5MlyGcKJIBcX7!VGt9$Wo%sRtozqWh2gdsObG@O
zpxc0aoj&^Z;f;E?%qDQkWVx;Tuegg;F);ZYH4zd}&Se-hbS2)9Eaok@`fmA0_4=8M
z9bFvil=1#7k(`_&vA;@;uhg8h<l7gn4Cih0D}PSNh?M+z9LlvZNG&xvmxpTQS8Bu*
z!}l38X>ZB4<9uUGxcB3mk+a-G7u_1JftGWoJNKoqs3@qIG%(@<$(AGC(kMcEDAdsK
z&hx>^keXJlIbssYCWK#-D#ONSTeS4LXWBlvANfYg(wZH%0ID{I+GmHURqX8x;CR9y
z=I`$V#n!o70N=w*wuB*`vv~m!DTd{0sJBUSqCHPF+&||v=l8a1s!OUp7-bumQSPgG
z*R^egwQQq?e)3Kbf8>n*Lg;vM@p<v5M@#D18UIhZO=~@O)3-ODeT)`Sjo>%sLo9v(
z3&kM1N=S>&RediHo=$;%7V@zNt<DE=Hix0PA(C+Kt8Vht)>c~cckRvW&jQe&!>)&_
zNm%2x%64~n3nt7AB0u`P+k+HQy#!CqxR}k5xC=l`qc6GCWmZfCN+B{)*{K<NIy#-x
zN8{sxL36h64rA?vy!`Oj<?7IZO(lcX7ecAF8cl74_W_2<G&fk1S6`x<fx2Y9)5W`i
z9muLGz}0F5jy6<>*bk?eM~R9nT|6wc&l+SyVhGj)mGej7nML1M+tsCArR10=t)r)>
zVr*<2(^4lQBBElnMJge)OVMr$5--Tk?frzo(U&#}#>c@$rt14@Pu%UdXt7M?FJ6c^
zQRIy{D0*xuMaSYM?Kk>RZYeqCf!8a}KyY+Ln07zHa$$WaARy4h+w_f5%DKpj9sznc
zG&VBMC=LjD;@zXfY)1}a`tnTq<>loCU03cRKy4jeT|hhgAZ|<mCnxnPtEgyEw)|0N
zB8-B}jEt-C7f}r$Ch2hlT99RQ(w~l9f$gZw)C1NMJ5b-Y_V2&TAMw@Z<bP>1^926b
z8vnun`8yjP<5M}!LRbE`sZspi`?pFdC$`Ai*x1<EB_*$q81xtAO&n9u8GLKaCg{)S
zBHs6fV<0vpByj|I3-R`q%gg_6+zmHEbxZ~HxULjsudh}AvNBG58UNF;o0tBNY#8*t
z2t=-jL&0`IR+t2o^V;$CjK_<frG3%w%+}|}x%{Un6P%3SzmoHCb7vdarm&fjYcZHE
zaQl6F&zB%(b3UNK@e9$rgH@mQOYG&rQ1t3?{UUmwY~??Cbxwb$!WxOE{*?+_<*j9C
zCWlKiNW1FHy<BQsBTyW;@t=9{|3>>szRZ9BWDSMF5{Q>GcAoOS>!uey5F@biLEwW6
zAw~UdvZ~~yr0#lgF+}V-VV&X+^3D|{DNtkf-Y@K|?W7;X@%;>69)E9P5qBkGAuAZF
z^Bb5ugBErAQT8Ka2cj6dSl-r|a7teqBcW=#IOFj22Bgu}P9G%p)le>s0;d2jF)5J*
zLQMu!g{3gy1G#M99>OuawZNRTa1iI5aKHD3r=3t-pFZ=BF^(<33T@~_Sbyz?aJJr?
zP+uxeQT`glYzN9fYf-Ov>w}|sjv!flY3t#qcEu#*0Phul{8i4LtCWM!b<wRq)Q}6}
zwNsG+>JK_Y*i+mzbq87e#TbM2t49Zoj<wV)n1jww*L}07nzA($P;HkcB8+Q)blY9J
zKcq=FCUSl`?B`^d1{diMsAySsZ4i|%BSK89_D;<T(G~5xSLT_ggbe~RNCZgdhwb*c
zSDE*&D{jo^#<$SdF!5`XtR5fY^DL~AyIr-N9J?E|)N`Lr1V`3AZ~=k6K(XsT)8V=Z
zmie{W<e=72c2%9eeRB-p+|Z;h0~LnvK^!VNV0Ppb;0&ZFlH9|zU0bvJf+ABr#kD=0
zt|x&6ruE&npvcS*T2E8H4!$-m2TE<LWu$qKr2JRjEMed5?FxE(9ocPgOy-R=HJdn6
zu|-mBgCs7p%weY0(6%ZSOBaB5o#Y#nALv-CIMg#Lq!mlOLzFXO%hx?90P=Dk&nOAC
zMHy5=WwCQjWi^)}d4w)T+jJ=$vHhtwoo?<Xj&u0<6xm=w8UC5D648n76O5G<ceos^
zXx>3X^Tgcrv@0D#>*w0Q7GU_KY@{;S*3)HoT2@w3cRbE9$Z<OFK8f&l_kpTlAp7}F
zeH-cQnjzt`JomUbetyrAOX!fgA_v<yloC?OS~jsmm(XE1;u0JZt@o@dk@Unj_va9O
zQB>DVRr7E!d+6rcoOY=lZ6-T2%xrd!LdlfUAz`F_fBL6lH~&e~(IvF)yAwWkT8y8$
zbtIlp9|@u|wT;A-e%kkoz=UETzL2woXGGI1>dXWk9hM8Xy)b&&1#$+L%~&S;wtLEL
zE>9dr`gy{bO*!~;zVN2%e$V3sY)t!8au$g?LdWS@Q=)D(EBtb8x3JBRv9lj_3?A+3
zAi3il?KtOt3lZ!ZyOjC(cB<e~*pU;~oPm#jEgrNfFWySNq8AmuOM3N3C@?fcO}{b8
zSKAMU<1I(Na`MshK|>~`;GMk5&W-rkjRyO&?`>pA@a@anMFrn}FIUh^$j&M)P<Pr1
zoMl{e)C~w3Ks29D*SB2UTBdHfVM0eWBKmA;_`|f5Qa*8D4ZvD9zM+eRm6MnN@6TS(
zQZTNFE)VzE*JQGE(e$Iu*hJ&jz6-G-oa=>z(ml7_JfgP0Ra9YrP7@W_n7+*!j7*yz
zuKpSzW8XhZtot<j=!MvWmk1q>=Z{Bw=7lU39GVI_{Gu5bw&_Eg%wfP(e?Ftc%F_6%
z9&g^80nXhW0mIhp7{BDT11p-|mvf_D<zPvDCssI&p?E<A%~S1+T&t_>JRe(ki9R%p
zBe!B@`Lf@6achHR<LBed`DyONOI|9C>rDm5f^$olN&H$#bFRXay0z_IX+?R)%#=BV
ztiMr9d-RMzqQ__1fmnkhS4(4Hb)Bu>cyCwgPCjZJzSHtPTPgee5FGU`ZpMLXhWT1H
z53OJ43>ar5@uz%)yiEZX1UOoHw|8{#jXAmDKOW3b2%qX6JXC&jaKt3e9{<C{ekA`I
zG+21}^M=?=ZTW*Oq{uUyI!mvLY#r#mk!#b3LmF4#h#Uxp&yyade0EkNH~7&dt|{h1
zrIw3q<7yiwAHOpkKW^TNqMWzp2z>V)3RhF;rM1?IdlFj4eHjsr&o?nnVWAeirHTg+
zuTY|%&mdGY3s858#{^UgPHo@leUj;&bcM<tlp<-5s1rwSkKY~qFgq6UER_OY+R^GS
zr>J({>EKuFo|`jEa4jC{fRN9Te43zKBL04hwr4uIpQg*@r$_r5s`FREB7=gVf%+^}
zz;8W=Q@`1E^jaQ?gMdcx(a%f|8&S6&B(6I;RJ(fA{V+-MK!LpE%8m>Q?k`#7kgBOD
zhddu6W8ORpzqM6Wz`C689;KPUR8RGOvhU7H2yJFnL!aTUoBQu)Hi5oSAYG9>Tt_)L
zFH%k5?H09;zJAQ+qeXIDuZGo;FVV4|wWY6eO^=Q)g;9u3wj!y}^7kv)YqQQ#(gFs#
zbnzKUFZNJnDGsxqZkGodeDGK3kFnuprrXa4NA`8&5KP*&8-qK^3g&qBdh?#0I~eA6
z+5{}|;a1B@Uw)yfq7Bul#}x0H+xJO-JBT&9u$SS_rU{D<OfEYnZ}r87)I2>pbBuO@
z6Qy=V)8z>qGl{Jq5<blA_D(mKL3)|Ji%WJdd?UAmKX_`93{zWrkCx`Nzv<78o@3)n
zyx*9k)3AOYQ$VLvSrzqIt_oL=zEAH`z5WI%Eo@j0$_s2)r!>p;NV{)*AwGy(8nG}p
zQnp2T!ApRtJ(~V=?(L_Vt`{Go7q=e=1RUwA>3W?wvY07?CFWdt8BU!?%QiY9bkSqE
zuo~pry#4T0ebOjtxfjHXenD;fy|=5aEOca%0DOJUgcYZtyyHAvGYvX2vvGjVozO4-
zK0^5zI|e@6Cerj))7xn(DvtSFY|9^l`Yp@LOn0nax<}bvea&1>m77(P3+i#Rp&>GZ
z!jj7%v_N`E(fGDQL#f%rx<ED?VCn2Lgd-}{Ncxnf-jYnx`~eR*64BvxY%=HNa-)OK
z)G+iJP8~0oL}FFM{U^4F-*K_bu~_!y;N&#KRxKU^Ld+W{iue&(6={1vuBkSWEsIa(
zJ6XcVl_+*c#SARf$E`RxT4o!V(%Ps-H2;v)DrlX^USb=2y(5C~!=N>@82ui2)z<P+
z*5cQ#J4g1ipmaXwQ*6iHr@TwlJZak+rfPbP7s-S+mV)}VG`0D2Nr12k1eXH|F+ckw
z+|Op_gk_k?Ms;$&N6Z#R2fB%>ju!?5C<pVFvA51`-PMjms+SbJBV5Z+BoMmPn9Vny
zXm>+TEb{2*{j&t+lo>m?A*}KIhEqDHZ^^~s8kVzXTMCw(FJ*`oFP?$7Vd^L5{Z!Bl
zS;!hZ)iG8D79C%cv$AP|D68sqnZ7=&pEzCHx2>{|<gcaLXIxW3uA3ovv{0i&lr%3f
zvF`H{N({Li&yB}2mNsAMIoL7t(wD-Q*K|L~_s41{F`eNQaxkylws*HxO?vX{La+m!
z*<4#F;K6N|D?j4l$4AG+Sk0|f&;!Lr%DnS(%^8D-J$KRE4@Wyll|lC(uHTofB{;J?
z;a0X@wlw8wwH6c2eR*(Cat}K9gJ+h#&d0Hs@;h;A960rQzeGbxY>$S=R$+C4<r?M2
zX!$M8x*@Ip*qGd;C$n@)IuAga6v-&B<|9>~IW}a*C9X#5^vOZ?^5$bLr_Uc=SM&fb
z!w;-nJ#7!@;nti*pPdlF);%|JakCBt_4+`iyP2Agkwk8Zk)Wi>dm_f&m~<o(5G4i3
z9>aUT*Duh^)Zmm9i~H2Xt}_gzvz{vtxZy&gY+UOx@whM~h&s75EnH@<Q@QTqrgB@p
zY<r{2S`hy>6>*S<>sB1nRq;zs_!V9_6Izicd3Nwwx9-&YNb6@Vc&^N9Q0@a+_WNP$
z!B?I%L6`XGxR|XaS#}L$*anv|lM`(&^C8D+Gm@S}zElpLJ-W;HD8AyGwdkIZ+>#vY
zAiBU$30`&)%F67c3=H?3sD=&!F!l`#Pwl1K8fp<%>Z+k{NLwerJ8kJ21N#__<g*4p
zdekNETn@<M7SA*df9UFbUO)I(*zk%d!;aj{$=KUy^F3EfGj|wL%c%6%Zqx-XETyb$
zpN~>GRQIk|96}f45RIG2^@kJq(CH}}%>WZW?hmUGO!D75PNe)=!)bz0zMttqLgCBQ
zOtWky>T^q4mNo-LEx#d06^9;IkF>UI{peN3Hogw)X}jlBQ?kIH6~1A*5PWbsvXvPk
zqZoS?okN(+-wW7F*d1Qdw-{N{H+3M3e|sV_`7}q7m5V6!5blz!9nzJivSN<q2r`v4
z0=z`(J19_$26GEh;}e*gPc;Z$@VRw^I{&$G?W_9b0&4y2u<79$^5DS^bxM6UetwPd
z@$np+=Yw)pnNBDIN?Aqx$hFtd9kQa2W~g~}RTix(Zsne&STxI&_UrbX3B$;>K_X_e
zu|zVpeTANZw<K=rx^WFjT-*^EZCmL?Ym_zd&x{79g0a?+g89dVNS`L<j!*pY@SbKW
z)7z~La8Lv>r(sMgB)xz2{C{xeP{NjKKQl-_C8vz$D*VxXf=x;!tNjQN{NDURI60wm
zxYsK(&ti8TX`2H<Luc&)Xk()N*B8?Dkdu}FUjM}+>#(n7ip<wYl&C;EKG|L()-q6a
zaeQgwEI-~dfU6EFkHfUGw)|!0j!(94>Qv_R8=gi&4OJ9FD8JC5?ptzCOSbt~G(2R4
z^(w1qx>!=G&XHdAW~ha5w|RKUIwG`HQlxK5sD>fc(yB~QS63H2xMnbMj07G&C)Vr)
zBRp={WaGia<LUEth-rIu<#d_75v#4o>jNF^)3pq8_F5nwFdyNhwV(L*4ZSSJBcmp>
zGi)A-!q-Bf=J%}@tEV(PZ61Ys)99$|#aucjz7Y9pF5J}H4pheZI=9im99M+_ZKdaq
zN8(gh>MSOv4pZ}mPfnWu{96v8QI4-zs^<14A=COs0VHx{lE5dl!c-4-+t1j({RtX7
zPqEc4`0?i!o;O_;!6A^tY%as!EK0^YVSDPe<p}0QSwp<X+&NkrDps%#VcR#2%Esff
zry!Wg$UNuZ$Mwc0OZ10P5(QrrQ7Mdhh!VOJh-e#HH{1}9G8l<NqoU4&<e4+4#<GVi
zO2jJSW4x>>U+LIB7w{IF1Cy@cMm>r06{pwz{N>lBJ=@|~MbMu=e}9pJ|6)F0y8LJy
z`_+Dxr7vi+zkbnl9-(<J<5t&xY8ls@IadXtGgKMb;;mcswcDj}ICb1C{fW~Ml~3Lw
za%}}W5PNe6JHIC%1!A}rBt5D=3i{<qD28e0(bLnXB7?b_7*Wk2bntw?iOABU6E=aG
zWo-f;#`G58QK6~&U)vK1JQ_?app&?!#~ZbOs(?LR@iRquEBN6grkBrxlPWv<+6=`~
zD%UrZ7!Z^jnqGM8WR!SxzB5*^9TG;oDI=;Fbn%v7O5Gyy{KV8LB!V(i%Rl1NIC^xh
zPv}~b!cO_rMz`AC(P^{i&`FLk`Q>BA))G-L=%elq6x}P>6SjL#`Opk_`+Oa5^p{#0
zHoe0TUOSeyskLhI_ABe)kB;7zxT?{iyM=($>cXbYh~5)lr4EsdeR#E+pm-xVKcHqd
zP5ioc9@CTvPD@W0lBganBZI!%TcDi{uV2I1`3jyBRV)|sX@CETa}UFtn<&Om2I*<W
zB?Bjj<DC?%F_Jvoh2*O0nrM)7X$M6RZ@FX-cuRZloEEMHf_$Y;(NUrWNa`D*X;3LG
z-Oz;5b`O-kRLrYEv5h+l)Ep6_FwMTB8b8bD47wa}CFn;2BMuhMiyuP?iHvOR35Uh6
zf87>78|grB`0(M>#6<a<Hv^YGH|*8lHlx7r|E^pnqC_N0go)%we%))^oRb<ga&PHk
zb#7kRJ}n@4^?Bp7md^Ea$}bP2XQ$_e?$0kKNO}8MqefpW5<^6^Xfv43Nzyv!t8Bm2
z?;EPG#V&Q2>-4v)WebuziA?<$(OTMlXDmc~s(ltjQ*p!LONVl79<K`b3QxU}EDY<N
zVvrM(%N?t9SysR1G4|{m&pi#R1$lF-jbJ@7gerF`;sNvxdQL2yBsT*<<wF-2W%;_F
zD4K_i^z?)Cck(OQz9qZ$S7S;6cpe%WY7T5Tb*kuX;>F&OuBfoETQ2RXQm_l}p%+VX
z!(oux&6`OG2;#exQ9I!Z4u=NbTQg_@dM=yXI(ool6z0Ud@wh$S;5!c!{_tyUm}>l{
zRdJ=rHkgQ$*&pC%gI|#rr6G{#-)&ack5vmGE|zm#9I(nmBT^TDd+O5COu86(?%?Kk
zfSRuA?p`_Hx*s*-k{;_a9fj@I)@T741wX>D%rUJoF>#$^_g~w)-3A;G3XWPBlQYZk
zAR+)FiL31vFtw?TNV-$kYUxD0$L3tt>Zk&R^l6wDmw?pAC~M2R3HGKyei|W!c{$eE
z7*wO*2~M60aGUfb3nfUc1Bu{XvEi#<KBM2r_HTai2R(dMPd?eB_nop4r$*2<;G-k|
z-zG>>0!}aSG$*HjO-)U-wmlTz^_Z!7<@@7+(25ji5%{@e5P;G2#4x-_JuGdSy*Ll8
z%zy#F*ra~VCR$NRNkvZ13xIuU=w#Nw{o2of3|5agFj5`B+%Wm+60_5MxWQsWE1G-i
z{bBxam|)=4E_ad4EkTIOab><obxziLKp3<=1vyoc-;4oKh!l?{Bf-{@>2#F@hKqHa
z8vVYyXUowUmJfJWmom<#6c7w-TMUdlWMDnF;R`FShm6_S06&Xvq7BU&Y+Tuv=a0?2
z1&z=KsJqUBCnNo%dJ@3kIIcvW1_&ZD%CQ+Lk2=Pmq0xEOfpmGTX4e>IU+qVV_2!^0
zp2tlD$?|o`Z1EI36NocUNcz-Xwvzkixjn&*g;|7%1}gm46RX=!P9iu|{s^e>TKVh9
zDDWOX>PWfn+Jof8S0TSl0xT0H!+;KL%Y%yleSrVJ+gP449N<HZfoQJOqT~^XaP-73
z8p8MsYoN>{V=e}q;Yb)*tXx*lj!9uhmg75+6!ObyZR+6pvaR^~oIcRdxrIG)Z>k1n
zAcb3876u8tfRCW3w+6b&JI=U=NiGJ;%D!zK9UZG6P3uU~n^#Z;Ul{zvmQ@Q23w)mO
zhL;Fn<|7RMxbiHY?5Y`Eo_?N*^}WF%i(G}Vk7eY;jEY7AQh`-3shSX<P<E96RsZ92
zWH37|G}6=~N=u6HIKHVHrjae`<UxI(2j;0&0a)MLRVoV199b>23mu%VE}Y2JuDl(M
z8dlV|1HOFqvxK$;n4UKkMk5qJGll~oK95zTl-I`Vkf7%_LhWD18P2h@mXmevSBu2}
zs!*ro^k?OB^pwK8!%H6N)1pm95e;@jp1V6R%z^_>>|^kFIFavy2b@da^pS{#v)}`~
zoK>INg!K6N&bGkVT5!;2ZoI1SGnDdb7-;TB01B_A?9RiO0n5Pqlh<!Ppt8f0k+FIO
zNw2<geR+Uof!;;Sk$@3{aMr-Un--0CfDS_em|L8Le2HBwuQ;XxodMX(heQsLip2!h
zzNzp+irS3k^73^6zmOCa?JaPgBTrl3TItfT*uYK!hZztmMZ}q8G|j@$`haN<dK5?A
z%VS03*eowFkSZyX(+W<OTELdAw;Vy$WZxmZmT_hb8ILI<iH)|(4ME%yy0k3qjir3p
z=zA}hBViDN%{(LJ4iyST@JSl1)HG;~o1UCOh_}C}$XfD=6t%b~v&VWOkKsEtv>i+P
zjrs0O1eBb__JN3!%Q5V$gpIq;gdCRwCRC|eQ&mMJ=_5G_8(T=WHN^t$jLo>wgZAfC
zcRkw_QRkJ2mZRs4W++mft2d_Ub#J$7mOi3BXYbr;?d3lKTjCU=l&UX)r`Gj_ubRjF
z>cx^aFv6r*64FVqU1n91J_}=jY%xPB;a0UR-V%|4q?BilsLN5GQ}4}S-$VuulG^cP
zL_LqKf#I+{`vH8WWRP$6c<4brS@-~<j*d<<j8P1vUw<5<bfnjNde&waV~S^m7p3)-
zqVF-sn&ez=yPT0(gVKcpj1HfeYg?zoEhDj?GEc4<Ct)UhM8?3cQq0c5G2s5_k*>ij
zX3y<U^BngMetc8hgp}Q#x`y^eJhtPDcgOnjf|L^7fcU4rr$(CCW5vojp{1M^OWEEJ
zP?>k2;vB%QH^~lwPc+9S`XrBOb!E@;3Q!#ejSfwJeZl+=6rpDf<0YN4c!h+z=5JeN
zu0fzWSZOovVBAQw>(usaZ#zFVe6Xbb_k3T(+zhAT|JV7x$aX)pHzxS=MdZAJ{Q&#r
zR*(q4VX-9|2D-Mwv6#t!s$uE}SPn$9>4C32{2GD1+-{G}WT=6Sy%plQDcIs7z?XP!
zSop#L2|{G*@Horf9t$WJ^Mx;O;d$bN${!WXd6-u{V25C{F8FvO;Bka5+R_qIR3uCb
z;-_Nvr=_PqBKJ%B7Q{9!7);oQ4@&(dw#-iOH#|TdzTiWY@#YO0VNnjrP7=t#Y|<=x
zaY@PO&0`mgK(zs%OaOZ_lMA3U%t7UQjDdj%83p<D*|Qdyh^X@D;3>X6K7WdT&b7A}
zE^d!JoFD^7+X>*4;<h2S4+C}K<GqV1{h6Zt*B_9}!!PiEKTi4Y<^F%ZOheVWr$>9y
W#wZqj4JKC;C|^`p%)Mat<bMFps=|Z-

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/brimstone_butterfly_synthesised.csv b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_synthesised.csv
new file mode 100644
index 0000000..89247da
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,0.00222602193,0.018085560542399137
+2,5,0.32311206,2.625159547780961
+3,9,1.2000494,9.749933630514484
+4,14,1.474469,11.979485919705523
+5,3,0.7308503,5.937873823228943
+6,2,0.33623379999999997,2.7317685708069024
+7,0,0.21612230000000002,1.7559094492894547
+8,0,0.10119797999999999,0.8221941434595376
+9,1,0.0102058118,0.08291824294526673
+10,0,4.4381858e-06,3.605852974876853e-05
+11,0,2.2066358000000002e-08,1.792805579230091e-07
+12,0,1.38706783e-10,1.1269385479899199e-09
diff --git a/modelling/data/abingdon-all/seasonal/brimstone_butterfly_synthesised.png b/modelling/data/abingdon-all/seasonal/brimstone_butterfly_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..a2fb6fc963c6ac8ba00c45d4a1b8d82ef28710d8
GIT binary patch
literal 76705
zcmdqJXH?T$w=Wz~Y^b=m3MdNLK&6Ayi>QE#G?5ZIhR}<Ygc_O!3&lndApt>pZ=qKe
zgaAQGLK2FK5FiOvf)F5g#pjGO&O63?zuf!nW{kZzy5qmDHRrEQpP3lxAKZUpKLi3f
zc<bhkyATMk9t6TOzjrtIo%{JcUf@4!fx1?KX1*?gK~DZ~h@n&9125k|FZcUmNVtE1
zyRVO;jJ%wTs+5>pVBmuQHCb8j|Ne%IufMCTxZWTX9A)2wo6rCVMDSnkKRaC02kt_4
zKp?kn=-dlVV~p(yzGuGCx#SSa^JqM50b^2R6;&<y)LVL_p#f<}x881;v$nJpv}_w!
zzofLw)b!@n=TX1MJ)^E}Y^JXr3Uc}Pt~f%xYi&hi<=43ST3?zft*^I7eL+>CeR3&y
z7dSijbLFOU9^Zd{gg}zwTQB_Q=cp60|BwH8??|C#sl|;Oj{+*;CJSFZDOK*xYd6jP
zdgMD*rncA<oRR{uw+JtUGr<#KG5ly_^uX$hrQoKho?#`DX>I4<b>4%DE4~kdVLWec
zZLDJ0!P=0#OPSa0Ado1_(9n8&)T+7R`^&dhXao|@o0`U-B5i{kGSxqoz0#*{+$j<!
zHT-zLa=`SRt%XR=AVHf`v`QyQDk_>8rYf0Ny7Ug!_&S_I{r;x5{bzDG$1t_b{h;!L
z;H58ug(x=bgUlh1k#)fm<idDyZh8a-+Pu^ujN0+y{pXT>td?rAYEP0y1Cp5*Fjr46
zF<TgKG9PSQ?v^xy;3G`(o@-xv+nLDo7=^1KID$(w<!o;u+IR(L(gOPOUyAZi_hAZ+
zwbnm}L{ivQa=1jM=alMXoZ?ZB{QP{ipHI)G(W~+;OR+yECowG$lcd8!yiszC%$kY0
z0R!1pRPAL1ooKG7_XJ!wKg}gN=7_O|X=%%L{fR3cM+cTOLzja!>SuFOfA=U7{^07!
zq5^p}D*-G9`Mru?W=Fg*E&RhFL4J+Js1;K4h-GeT9{fijooE;@tZad>B(4zVzRq>e
z9oTNoV~>|XoSdS+Syy|gA}lewdU|R)GL}Y02}s7s2i+F}s>*Cp^@z=2J0uyN9g*<v
zosfej#oyd<AxkvkPaCx4S@gH72Txpn5c8qLt^w)(>B+%9<_p>82Xk|S#@gn#wzhRz
zrM&7)l!wm7Po6A+Uo~_Gm0fxh5o~W-z1OM|tm6P;VO(=amnZ7(2T4uHqmhP%=E65d
zYF+CO$OYz-O}_^WD0Kn3D+Z15S2FgEBkLI_Pn|06dL!XEQszXdM|kGFi1(Pu&&4kD
zW*cd51=3z5U>+j1C=*GNmUC0d4#a&DX&HHWc_xB2dcn+UQktk<Ny~Pqc@SKaQ<P9t
zQq*UnaQ(@FrLDb|cF-qF)4i!EWj-7=F_9Hn4eLxW%J@z3ER`NKxy;fYE!MZu8(#jV
zFFK{F&#15TA}egI6C#oGoDF*E>aRD(PwL+}!P;VY`z9t6)Dto;L|uxHGllFu%@=B&
z<Ay}yHh#}$T{O%2)#WD7;%nqRpqFqm|67*6=lb$gU+nLNX10v;l-_C&F`#7;`n^lR
zY?<Ew;bA~!0IM~6=jjXQ3ncrrAH~2Cl-0h9MX#?XgmG;=*(BS5g9mveU`+wEzP?21
zix)3i*9YdWv@H2XvW2V9x`S0|q&bvt7P|p4$$lljA96a7pt+_ZDphPlWG}Qt-ZZ)V
z5}ria?%>HI78hPXPdVC2*wpwiHJTB!O&fEC)qay5*AmN%%<0{fLQ7d!#ufFx4wX}v
z-CkB|s;buY!-_Rru^~Bc&ciyPq)Wmz%*TTE51PFMl*{i}SfH`NKlhzKe_nM=)4L&l
z3!VbQX}I*fJL9nM{Fr3;o7l}ilZmmTzGNMX$ep_nEXF^CL$49N{eQGS*44rxvKr<J
z3e)1whIw1$Dv_gj^9>3$?33Z8BTE({^ljHqvLl{gH@p>z-1L(el(C}L_y*bMsxqqv
zpO0yuKHXO1m11GBTXGVXsA=)b5545dJ})lr0d{dSlejg8v$51wci3Jnjm&pwiRcS)
zW5SPLbU>{RpH6h81%H3%t7MU8<A9VbuxYAJ=MC9OU41TDvN(L*sVE#&nZ^}cB8ocK
z9I`TPlxl5~EhlgXhg4;heM(!4<%KgeCn{Zyb3K2>ibhyvb|o|RBndi%e<OExJ0-e)
z^0KnD7v>|()ytuexu(pp>}zDJiAj`*N9%M4&fJ|G)1&w&>YU9L42jX4=u`V+w>P;$
zH`^S&BKxi@d35FT_6c=D(J97g1x`r*{-Ye@bZo9qI*J9QQCt@!sf3cYfa#u#Wg4vD
zFBso!%+qtq%A~q!&XjDVU+96_g&<G*k594m7S2{_z*Y}ot}Wv01G4}3u(M^@n3V7?
zg&Cg)rqTpwPXl=w6eD{#DlM`XmyUs12&e~njgABmG?jm)6ezi5c}_H=bg|k3pKGwE
z^hH8G4(^^u6xJ&BIdm$aYvWJ(aA3^v`EOaV0jRP70(_ETojfZbZLP8jhh=Qjv^jp=
zCNE#x9vKZFGWC4z>UI(mW9%Q=(IxJ@`)-@aTw>O{b5;mybSc{EG4Vw;7kG^m-;+b9
z<{E1lk<m?p6Ty@5_o=gM6Op7OOZ$8oyLuIpR0EP+`zdGwRTFS9{{s4hkG8!aGUDyj
zmM@(Z(q06uoPMcPrWQar6;x!)PK|7dnQOVcn#57_;3P8?AIGnFeKH-{@(HV_p|+Qg
zD);nZg2rbVuB60F2D!5HVt`!YJ_!8h4#=a=puB3ndi9FM><9pjWDlZeyeUlc*|TST
z@)FqK`&hO`vGtT!4OM-iagthUgi*sjdbDc-bx>I8cMn#R{jw9Q9#oR6^Kf_bR%T{q
z+UnD%dna&Um!0w--QHqrf}*p^gw@m|=+mk`pvGY_>Oms@jKv?HFzkie$wP!6v7+-*
z`uh58Y|z|LJ{CNK39^W=Fr8cu)Bk{2S!>~pkxQ?~9>R`}j%uu-*vuO2#wwlNedNfI
z$$Yy8obQ+jd)U%JdeN`AgoplRZeVT*g#pE<WI@aGp<~i2LUXZoXUJS5xQ%B2I_1I^
zNAI!v;h<5wps}fo`JiS@sNxKgWnzaSGd^68Rb$)veK{6_tMMfDk+&I@gbh|Xa(}oX
z(x`EB86T3s#yf2PbSD<2_=<W;+64LDx^=4=Rjf6-)y&xrn}AWnzVxZDHKV0%LW!jg
z4vy=VrS{C(;X+HS0{EA#aT9k-#-6NkC5RZeL~Jdebfr0eU$H)QlqFKWaquk$!#u9)
z?~J8Y`+xrOWr}R^Qh7Z1EFl7SGC00$;}59Id>Y8*UtJ*y)oO8xi9u+aDz_gga!%J?
z5$sH94&PPX5a@KfhEdOV4PJ-^dx^2tTW`ce1_lQ;v-IMZo3wY99%E@4+`6UuYe~W=
z&B{$!ATYi!vUsnC@(Z=T;+0L>D1ahUwl8+Zi)c~?YyDsoTDX&c#>?0bLn0KtDODOI
zlfpNxq2+61iQ3y%&SY)QW`OZvjv;DQC|HDCJ+!^&*k|w3fe3HEMA-uGh>cl^iGc8p
z+1$rk9lC;czf@Ox6ftl%$GeoeZOu;p7~itFY%sy@peQVIrs`-|I)ei?GGSfYw*N}U
zw(GRzfM*QKsBERRq|zsKH&zsB(||1Y<%~51g(av?ztc$nhmp2did|eYZtb{LPbv?a
zuj>o|r(=)%66d4gp!Kr%duQp3qK4K|x-?@MTeBt9Raby{v9I@gCAWh!{Q4ElU73s{
zf0{2QuC)wT+VHbBmTTHtwpV2dpfEC|8fbA_y)EfXGm+I}!Ka$mr&Cd!Qig4fQVqNK
z(DO@)7#rQDY0#WE`ch*`gi8eNgWG~cXf4e<u7;eE1MO*<Xyd!CB}YkKa;$UcX5jrm
z8}SYMzQ=@pm<+%ip(jNV!<I6EM<)P0sJ2FR;2YY-MRyqX?n5VM)<Me;Z!3<AJ3tu7
zHqZo5y_QzqDWd*SL(uj?bbxJV!YNJP=JgzjD_4fe5#L*P(D-t^YuE&p$+&ARQe@Ba
zR8-vq?M<JF=COT3)-T%+-l4?)Y7d+rt!tIF03dXY7bPWB<M!<gjqfA0(j}e-(7`I|
zmVuE`UqI2YsUrrp(yQDYnj#N-azu>pfWX^xa@J@PyiIkDFA?QOE_1q$l`UoIezLdJ
z*^!oMwK#k*j_fJDkMA5MSzLL>>aZtYP04a{@4+~0OqIuQ_ez&Uda!~bxMMC3l&GD@
zO0rI@NY20T-j;1;Y2;#%?_HOEeraAAjT!aHV6^keYW(^GkZnkP(8Bzv?+zY50jT;3
z$-y_qTC;pOt*zgKAql9N53%9ecf$Yth;5!^@YPgLc$PLHZ<f{Owa(B>Tjtr<HUI=w
z)qXFeu3h6r{<%Jrm6#?fwOom;4(RM#qx!atsk$<S8lal#2qLukYEqLnPq9r+-x{yh
z;>P{bHl7^ruT~;1<X5Ccw(Zs{4o7MVX-70JSi?%g`ZIL;wwTnKHQUIoRU`GLwehe%
zunA!_&s-x+8Y)5M=hNHZ=9|(Zx7V=*Ew&UP@d9z0)hO__X3_@$-hVY+%Lu-0@-=p0
zEXM4vf9wWxjn{bNiu#s08HfLDvapr)0i~5J4nCr)0unDgTFhw8t1jL04Ftcr!NVz?
zjyw<+Ne%1V7Om&dK^KkfdtFsNOjD($O@<|sIqzGxn7++y4uExPJMh9jwQV8V!fd~9
z5jPM!-3-uD7n41&Ig#GAYlT@oU`}whYb2zld&$l2gW`njWcxYEFdYtIlvWnds+G=V
z3e9Wjn2B6$Xu$%4OpD)Stk$k_A~|c3eE}!f4n7OL04Da;O_b=&(`8CqX8<Nj<LvQ~
z8|hnLj^OMG2;UYBets9d;a{3H&r#rOr}A5NZ2OXFiH>-)Ay2IzkB)?ED;@37N~CBZ
z4R=R9zu|Zka_!fA!vYKCC?%y{EansS#Rs1(E4#SU4V1HRha4WLNq?`<SJ7XA4`T%u
z`OqkxGME(K1-Z&|FHy68iZ3ESv)}>Sptt$A;B-M@i9d^rY4$fxbThR2D&Y9#QCh@~
zGFi;y@}le1P6g<)t8J~ruHyOSN?GA(^2hW0;?PrwI%ol40;_K&@aF>430tpS9QI0o
zbtPZ$kt>xG*gVt|+)Zd6t!-P|90jaIxvs7ID(g#6uTi-_`ifjAqr6jXN7E*QuVu`4
zA$D`e>pi03{er;(4{__z#kSr)K8<mOMsK$E_7cDGt)l`}wbSoC)0md_A@Kf0cqvIC
zl&J!CT?bDGj^M!AAn~MEmeKJsynNwg*X(`wlU6tR#O16<)?uW9R+`L(7w+9}FE+E8
z^%l_RZ$GUvz9m%Bi?+m$F#>k8H_<zoyQ@bb22MLx=p_v${j?g<WBa=|Dm){dR;{to
z-!{p?ED=N{@%?4@pSFp7_;G%zhjwSXDII7s)WoHUH+Bpq1M2nl`I=TVduI$v-~#>1
z>5<kMz~bg4EuBb*lplDkzUOEh*mQ8{=XYg|BX@4{Yi~ZlvZdS@yQf<K_~uEcmQ>Ft
z3L9&#zRf+i%yAS5PN*g01P)hAEw^vCJTh~vDq5Yg*B=wL$KS<f+E;G<ncXfO1HAQg
zr!|D6NsPG18}<CNP!{Cy8FeIMQJN~`*jC}!v_CZNsuDUceos<*yps}=Vdc6G&`wuC
zdOY1-$(wRC5IVZl?bWCwoLerYB!Z3qGL!HOdRW+XZph47`ge#-<Ki{if^5s?-S4$n
zE-76hbzH1`_OGo{0tvv8(wP~zu~2&PW36p&6WgrbSL}7*O0tc<QpEdVy9lL@%wdFk
z5(`o14TlBhWM}6$TB%b!aY_N5>Xiy3R&VuB`aMz<$co>i;yd2RlNcl+wGMa!|M8Zd
z4pLy}%gQBdJ{T=G9+8qB|HXavdqS_JMbH=`S<&7)Ldhu4#$GtLCSzr5I@K51F)#Tv
zevjMaG?|{R8HP+5chL0{C3K(;pyNNdmv)t$PIib0DPM?fT`T;8oj|RPohg-7+WruR
z+V^E$@PM!<8RMj80t!?3f_&<u&W^+$LdQy#{4qTJq?D|ZOl5Vf9Uq|iHYJJP%x$18
zty9KILe`;Sb)>dUjwR2SKVF(Q;b7R$XA)|#oZWr?r@nRwXuRt&%^}@~Ra1m==X=Mq
z=3$iT%b*z@e^Gw{c}M`UwV!w@Xw>w3a7pCGV0t*7*KiRAvjZGwi5L4YyH0!;9<^X&
zBZy=MgEF4hVo}Pa($VY@_Q;mT;jiPC^PU7wy;mF_^nCTnhkJ;|Vr)_0$!dXB)w4oC
z%jgbBaCUZ9p)v!a<H>fTe+GYKG|u6-wJ9Oirben$M`_^|oa%X3%vGgB#pN9K{GSqt
ziRs=ro~u`!kDNUkl#W{8n^yKo>*I;kT^-G>lt%~V<FX!?KRZ1d^$O)A!*JQ5uiS4s
zlAN76vL#R}w=UsU_Uyr^thdiqiO6*ZU%BA}Gpltki~F!>UgZ(5M0&(6{v0iXtg2Ga
zuP;v<J;29!DMfz)9D{bp{w}dKx_qCSMTu=bSZM?MAl6Y|#XIF#ydB-n(L!qm1{tr;
z>Z_G@Hs7I0HAidx`M#5ee{cBF#Kf^1UYaYXbnDs0u8()mqeRwJm$eg7r;!AQ)Uv{|
zfG+V{eiF338WUq{$<;}y)72^Qcm?QF!(GnNNuc5M?2~HRVo`OCiUj^dltErL^|jkS
zG`yPBvRP<RygaP0+a%f@y3PA3LE0<kbn4!(2ShY#TiMbVrncqaJKlCXlXj*$cZuti
z<0`M-{qD@A(yN9UmRKI@n0Vf$xTdvuJ8kB>*Nrr(o0CQwRw4_`_9}p!1sxH-EPD(W
zHC(O8C^7VbYu`K8(RWb!sf_^gpzPd9uaUA3iuq7e_Al){1_6e9(Y;@Nr1GHs{I@$I
zG^(Dx<5`nUq&I|(SvLmzy-HUU314hGqwTs21{gv}A3r<JnUn=c+UJz7GckNJ55y1c
zcbzhKU|l!W(T++IY{1rYJeM5^%*qiP-=--k>Mv7>$v5s>f4a-%nE-kn`m)vWwo^*Z
zeDa&j`AV|q&X%YVub-^!&gKhR>%ZRg6=k8<U7{ZWZqU+tXWyDZa_`9#@8GXEXe@S~
zVQH0d<sJWo4-&o&$>cR*AV!kS`3jESYu-$`w(c8^m_vUP8N{5b&D#j9q~0#PT#8qC
z$S^47Jt81uJJYk*$KkegYM0AzT<0Y>^qeD9=_9H<0&J<@lZo1DI}B6fsV;ADVo!!&
zz+<Ngqm{B#^U3cv9Rj^_oMAeqd<g;_2V;(X#!}x-RUcc^m=E|BiEV{E#K`JmjFHV#
z+7nEK%@*_&6yoxG=9>|l?A1oH3$nv91{|$g7lG1)=u0eZ-slbqS2vappt`8wWdE$!
zmA2Vinob4nlo5CuSQlOMJVN{J)Fz*v9L*ArdDvD_Uqdfza>0MD6ulv(0@tzTdrj^=
zXp!W)yN*42-g~VT#`D;w={=>|Q~kI*8t$rNtWILYURcvia|q#m{=8xPZBEH;?klF|
z=wfz8({w_xJLeI2E&Zd2u?oWJoLbR9gZA#B57+ld1Po}MJzfZ7|4^|_vP79Xn+(Cp
zofe&}v%k4bhU&vPEB%71MgPUw+zB}r4W#HtPvLU)41>rr(CL+FrM$^fJ98RG_L$I-
zKG9FP$gaz!ioZypth|SZ@4J<p%u6bB69_sg=Z@rNq#~Y4Nd<_FKz?$?o8$j<Fk|4y
zLj;7R^1=mF_U42mfg;d!$;{n8IkgF%0!62|Lz{_O=zS{g1LtV+#lm(W2zF)03(avL
z3^Ms1SdST{sVu!j$u|AIE0Nl(U{y@Vl~1KdY~<f|jofvp+%ZL^EzJPvCVtq?vJIOG
z=V#kXiIFPN+F=Cp;r(0<=E$E4naT5hRPP#9TC16{=2YO18rcf8yxW2zezfYe7|+84
z^PXiz#f}sFKQhkI91wwnhRUkZJK3kb+8^yRavX{w5}DL`Luzj?jxSlM(1Q{Al9xZe
zNy4@Fz4=VUkD`yHM+L1-KF}zscb@2jAI$zK%8g3(#&Rl65JjckDkNq-TzmS&8b##K
zrvmtlz~#-|khjV_+-4hXHy~wmUI^Vgn=l5S{LbrA!+YtH*z~w-r*%-%=4jCoK4&Pa
z2WZZ7aSP54pQUHuDZ6EY8tW<o?fB3L$-suu2A%78FZRzDvili6B34@XMM-z@q~Un>
z7qNF6QpE#}C9Pf(d@+>d@oa-+HHWBTCJ>TQDIceLyC)+|%f%cb&|i?#DX!D&{*&8W
zwJxCWIZvmB6n@=j?1(qxDt<5SjvpQ8x#Iw!m;{wEM}v(o13U#vC527O-cJt%9k?po
z+!|5!m2={@*>)@A!}D<Mw*WjHTeD`kbP9fssJ(EJ?>^Ag^_!i9q=J(p(~S8Zy@gvn
zailio`D{e5nd{|1b@y(5C@=c~DTo0=Ps|j~-S7I9+O=ews!2+^;`6(O7Sa<YC)Npx
z&qFzuQycry>RRRTa4%>P>uf)l<atlYV`U+`9{ydn@wziczweJdiCKT`3l$?aeYFi^
zRzIG%yqB!H*4&I@3#diM;d#7Rp3UqpqguZkQX)GJ&Y-r}X$1#-UiNEUrM?Sekvb}?
zWF?iFts{Kar5?zIEdTmfGZ~>@rFN-AOB#=>aIkbLO3i|^DMIBrW&7m1+he{U?S+EQ
zyl)qGs*wGG?ww9hwthv<^bt4Kh4(<k%c=2075?~#TXOedC#*HeAFob*b77r*!kal3
zpuM;>>P-}X9KXX#h;B5u{qpX&h1d#g<cIGr2phrsLG9?xQCaqRC+G*CvM&`beD_Je
z+IbYBCw0)%P5+F{o8{cO7^od|(jD(n4J*iO%}C#xxo3A2VYpXA|GApBRMr@3K~SkD
zYW2W_NTG{fY2yPA@ZL?9-JZ+!17&OP)ETDRD_KPg97l@S$X0uHa}2!6fwAX0dugLr
zd7?*g_O;>69!S#Pitw`crw7@Xr9-K&J(jczi*5p<<w&x3=yI2YV123KfN4Jrx;Pvo
zC;nhmT)48dOjcdIOw#PTpto{A{LQ~dlONv~4V9j;6mU&P;f@?AkGsuhRCgS$WQNeu
zv8UVnz_Q;1S)pMhE`IZkRxRT9HhV!(s1_%yV?lzO50K191WPxW<|F5h^OocGxg1cF
zOjqAM1@vyd(awqlCSN@2Rh3#*KzZ%0<nHc{Pgl@Wwx*-c&UjVG2i<((NXX8l^u(a%
zAIY@gpzeJ;8hmOMOKsK|KgScJ0TCr2u>uGbw94((!p7aZQz6@ruK^7yd<P$X2v1O$
zXT}x}q>+63TQcO$nG|mlE;Au0X}ZaYz_j1fnJDV;J&vZ7^I^<&G^M2QglA3b{5Ny?
z%BCugU`!p7!Z`zrCM4U3=C`5%<I<v)Ze>^w-LN|kPmlK+`3H~1?IS<mzn?;T_k2Ut
zQQNU0{mtlAzmO)*!!6FSo`@fJ9nRNv)TVq;DvDDd4>do9+;esKFMrDe0$5-20lqk^
zwbS^$74pA$wDYV5-PsR3Q&I&q%1TH|Hm**JlEUn(UX{BfBqY@7thNz_P_Jn__OkOE
z`P#AM(L2Za&RBmR=Fyt}c)g?k2U*3~2mKl7hp07jg}O|tp%|=9Ahm56PJr*6vk}Nb
zm`QnEd*Vor-2ydq7|IoAXNBJkp31Eh19+(D$lJ=$Du#ye2{E~b?&cY&*fId)LE=_l
z)7RbJ+!~>mrO>5e-CM7n$fB&N(!3~t-6k2jj4$k-b=}U&w4yY$_eN>t79J{lDHxlM
zu~FKM;Z5~gmi7z^DpClGCrU3w?-5x<>ELADeAaqmY8?Vc{q$a>2Id!y_WX-ixk%_z
z=7EZrz#YizFdaQQ<)n(=`zBxJo&$IY?t=^uxfUC_j(51s)!II(S($V_(J1pfXjpc<
zowzmr1Xo7mYqYnL8yxTSK?1eUaZFP>&plEazX&u9B#ZB4K>v6PE)gD1P9D0dv@6OG
zdtb-2p}7{C%fkKv1R^b9pgt9?7m^;C)LU|d^)RZOUTx<)wrn$vwv)UauvNJhm%76x
z(errS{FTm#mlZ2tC?CoW=r`bMQ~H#|J-=6LT5*}liVD()OfQ3u+98W8ype~jUEFnh
zM!aFG6i!3tHZAEf;ss7Du1PtbH|9mE^M#X1)9()lGpl}R?ibz<1HicX^j$_MoTRm;
z=Go@Y{`NKEYGC9dqOu<U5EG`<Tqc}WwM^wWtf3quy+>VBi+Z)pl7jdJ8tl0gvhSDg
ze067sury(<g}R%VG`bxtSd$*l>wCQZhm}LNQ~FtEr&B`?ncv|~{jQ9G5D4V7a>%l?
zF&-@~{d2kjh_HksqN3@p)I8HH4S;5)7v;J7Hgy3I#-(%O;%a!r+|bfcfjK_N0T{TN
zU0q#|MLcWr@-7$yFHp0*yu8^Pw+VK==yK!n<Hxah*%l4L5-SaOhKo1!^rp$p5nCG?
zorgrVM#&MJt+hRNmRvIf+sOc`dU@yO??GcMFy&|=sQ43Cmd~9#_bWsy?9@8c4vMK`
zTiH?QmGHtzAo`Pn(uZO0Nxu+K6z{xe=_iWhnKSJ*#rlaNSYQS7Zf&}|yBjqf4HWtO
z`SUOGc$K>u;rHy|i}1#wp?k(mN;RtU<HwIj>ms>+@0K{wdS|pIJK_Ua<t^(?+Z*&|
zTE#LB2y!7kXA@M~YY4zmL$Qy38S7*be8GKUojyHTXO*kftYrC&)rZXG0XL4fxfwt`
zdZ&-_Sm5Akg5^lq=dt;5#`;RK6Jw+to0gV#U1SA-SeBjW=tjlbb>Nj^CxNN@<9fo@
z<_ckj;hH$voM`=Dg0%_4_8(e0ySc3XVppBnYr3f^ZPvGC3!QtAvBAXo0jpcXA$&>q
z1L=8YpJCX-F07;l$A_(}uODU)I^`MsYX5cqDODVJ7Jb{av;ZR$f-kVcr#FrL*UFc7
zp}YEMF_d$Qkp`xu&dlxwoSl0MuC|lPIqMnQYV)1l>eG2LAkLM5)y!6ld>+=+W*f;^
zrEXb>KEBA%kY!$RnjOe)CY<m&MP8u-w*b++1w3^OO_ecP$ytf!1o<?r67ROufKLA&
z2)?HYuK%hhGwYK$8;c#nzQMQ8l-V&>cVR_Yf1=Z2jL>`ioW~W-oZh8Q(R5n<9IlNE
z?x?P`J`7ge@ckc_=V)!YZ;M03dbaIcVJ-4P7yHb}T1(yc7`||}J<t`uXemS9N+{^<
z5IbO{l&P*>4TnH+&*9ln<vCzdtC9DiqZe064uwGL|DuJ3=RyTu!ArO+z3bnK&Z?qA
z_&dE52Yco#Z#hU!4pv<9-ZV>{=~BRl0>#n!Aw_l_STvfy>WcWv;`hO!H_+t4d@~6N
zv-X6VeL_W&4T$o}17*u!+slipTGcLGvKfLOw?xZtfU2nu^+(4$9>0Rlr)KH%OPnPt
z92}E+an-_d{?{>!h(d!xv($YNKy5b?Hw?MZMXz9pgEC!TY`yy#d={GXEIz;`<vB~O
z$ZK7~{o-@YCx$~#lhG8<>XMHvHSa$=3MKGQ%j00FVs7LLc&zh{X;<hKAo~?m-AXPx
zDE*LFfn-#VjCi2oR-?|Rvr|SsS4bCAi{XC2f>Fqon*7#ry1K`qFjCo!2v1Q*FS(_3
zDecZ;`lh@`-|{~0f$oK;yl$(w<Ay(pqd$g+*=UgJJ?kqsDUW>6ZRRGVaJ*C{y?1ME
zVj-;so#eK#2R~9S^MSZcJT>G}+efHK1cqggA<$mwZomxUTJRFo#;QpJ^xC@M{w?-e
zkV55XeR+=*-NK7Rs0*N}kp>3J>dT-5-WPU;X@uG0N2?JH^8!H!tKy6cl^f7x&e1UA
zk+7@`pQXp;<2%rB7w90ew@P6|)fHbe9$FaSpn|(4CRvGrMJuaEGDj<xnt{M$CvlcE
zhr4u%d8Lh2?Ih(T$`*BoE+QjFq~$)1j3**76(4ReIQ7GCw$f`jifBWR#2+k+yuC#H
zmnT)_E4?LV$fgQ9+OCB$io0VWtX(bjN!1E>|NFXAqHig+qXDq)Js2s&pkOQzaH(?V
zSjT&`R>+*)H3xYrBbkwnTfXJAGQwFTDsT<2-S+@KWEoO%8e+?>ycHk_RW*=)3<A05
zNi3ddt|cdX2}izMYKK6s>WrQ~A+`6EitQfAz1?70L$20U0-W{SdfH9bs2*gH3S{U@
z_nUY}%g1(PRQw~v3xP~|e0hGX9;oZ6vGq&-1Lq+S6GT|@$Y%?Ilhx03yxopN^1K4G
z_kb_9cdS(%$9gla2|M(5%vZ{Ld*87H=_MEp5Gy*dxX-G#qoY;YO)3nM=jI&81Bvo?
zdQ<N;TKg?U>^|Vkea<I$>4GZ~OWoTo9$ztQ<n{AX>Si1WKbV|`9sN%X>T3M;j{n<4
zl!V$4Z=U;mW#5vjs>{{hRHY$s*1w;2O2R4i%g$d9qgZ6usqGQxI12^7=Pqz~etmaW
zm!HpG*(!tJOuP0Y%zv?N$%{7{9!XHnYkZUW@eH}o_&@*4%+M_v9Jbi1JoB1JYTUQm
z(=N|tY->%1zp<E9ObbZO9732Lj{5KK|L+b}u#Y(a@=*K3ytr@a?`H_4UH*@L{PscS
zKS%hApIlO@d4EA!S()JQXb-q{^K9g^r%xaF{CM<V=`trV2?>25@b-hAnUs=}|NfG?
zI(6L>5xuC>@F=%{C<EH??K^kwfpT#4*s)`CKSA1vdvLLnF`1sE5_1r=@~D5X7yaD?
zJdXko=IfM{*<F5v0|P_AV|$sL4pJ=K&$S*NUV)?4VmhGP+-pF3>*^7E+;u7{D$-iy
z<>f!f?C0s1`H_FA+Q7%B<jCQ%3iykFrb@a!@H?+tivwQF{XBYyNLLm(S`4C39tz50
zwq`p&{df)@ta-lOnX_k6q#E$B)ksYyd-OiF5dZ#(ybiC|=Y#H;;*au1%@wiQ=xKIq
z*EG9MM*r7EU67MAIabjO$&lhH4fyYeo$-3f?7x=Z|8EL!ucvy@{1C8kf<QhcAGq<i
zZ{9SCJ#^}_&#21QGG3NfBmiXCE}S`Y4ZP5j-^&(oa2o-0Ou)#&T8P?j>Af?n(v?6w
zo2Zc~59`PSajm{oiqCoZ`=9qt_|ZwFrDYX7-0P2uF-%d=1tvamC%?w`U8;#{a~Ckc
z=`FCSDFLnd$|=zC>p|`;DK*vL7|(@QZsunEn!jIiy}G-ioNmcd6+s8S=TAbPNI|ZC
zq2iRUFNl{8CmJYuM!J;Dk)Dyt65<1qcZILqip$yuYDG1BR54)Kh>8DdfvKG-+Zuh7
zmR1DvRJWi|XecO82pT5nlDK$B5XV@1>mxTrN6=V_13`q}pN|+ns%nH3pgn|zG=c5I
zjm{ku(HN<#_MNZ?&`sx51K4(4QJb5(K}$h1uXqyg1&8c_e0YUT%Gx6?J+!BiBq=Ge
z7+Z$g@FOENx5n<qpBmCzOQ)DE$(vq20)gZ`Ne?@UP7jm1)m7i^>f)j{HnRXc!0Rm4
z<*#Q~0XKE~-WnY`m!BI*gu1$e^uy_kvQY)O6l8V_@XFF0-WX}F-n#;9fg7FH`?o<{
zVih1IORIGV<j2yK<LD!3Xc)2ndh^LzFE+K3sKzF5gEwGqYQ8zD2tcj0eWMjOJ_wQw
zK;O{}{oRis+0l00O%Gr0;#musj90$w)-N_(U~T|l5`w2hSjkJpSvxFFc_MspU#*fS
z@y^oHlE+|9yyDP!<n~HB&srof%n+k~ovN^O%C?0F-!E(14|#sZ6QOiziKnUW-sOSh
zg(v9feJBvfkp5k*#b#9YX@TPfV3}kxIrPV4!L)Po!uMM{9GMd>E!c<+cUp6d6evBe
zX?{=4d?X(pG+hK?jbj_5R}uHXlFNn*?r2aM16Bo4cFpo$?1bc9Maw(ceT{KqYs$I*
z!vwXa;A6p`IvO{Gw{0!p=D4;VlLp+>J_o!=uQqW8AkLB(GW9nBZ1?LBF9v}SMWuY+
z^D6`ie{eH&AP<||zWp3rH?7A8Sm=Vi>DpW;t!0_vNq`a9fE|)&mwlse(pl+f^mJS-
z*Rq=fgq;_?md@GC<$6P3Iy&awni-jbtQDq+G(XnhNi2d|m*3Zo?u7Oet&ZEVP7)_q
zfpb0#PJkg@@&9!b@V8q4C%@^_Sn0Vw_t`$3>3aPzrBTXaci2fu4iJ_dob7fF?~DEh
zK`zyEJwLuzb_aGqhDpSxStI3&*MA&YYOZ%c#f$=XA2FYz?2BC?xn#;3rE8(m#9$sC
z1%S0A(VCYgJLxL~Z4xlrzB>n5FZT1i7dXlV_$YREZm#<A6tt#$N`ZiL_2>MB7LL8J
zvd<9k#IZC#Zw<3B4Lpw>&MPIy2vd-#wQ&<zt0Z``-SjRM>8sX<`Fbdm;A~?d2ZSZB
z$hCSBQqy@2Kz3sGvy{}+x%yS24Th!#kav~;)a~3+z;RN{4)Fz2mce@p{(6{~&0-FM
zx0=h#C!hi^bDRYxi2ed}=)x|&og=($17r@!(y9sGgIrx*wfFxq_H{pu-I82U(%uc)
zzlji^OSZ_@OT*0S<DR!y>uA*u7Rei`Obg<(xFE*Jk4^7^kGIO%diwh6cI~~OrLBwx
zfnKS;<61I2o#JdrEFO<}LMMg*H5^2pQc^#MCL(A0f4uChDVdg`W4A|OiK^t>g~k;l
z?CDJ@tm6&~s>_b9P4fE=p4?Bd{Myc8rqQO#HbY~bUSsv<+$&9+-##K?bgwCNHGB;k
zwFW{N$Zpse!w%HY!A#v3Lm;Xoap>Q#6-F=Sy7})Z4<nbeUssfCFxuT(-X9J0yOeL=
z6nd<7EaFG`vy5ejyh1)U;?R%Szx~&Z%vi~m-%2!8%QfEem*s!n!Tz7!e19^syfuZF
z;$?wIMQJK5_n*ws+*5IRM$}BQ+LjQ}GFq2JWHcn0k3Gt4Xcass(W%~?FKks^Umm&-
z-Ov)YIZ_VeR~_&8QRR1CTFxW79lQt9z9Q?IWq?WNa8#c`a4++_`1$VJ(U@UPntFiz
z@rQ)-eYCcq0W)!S*XafX9ZkCe&A?@loC&^@kG4TGG3uC&+Ocyv?#<lp&@osGdtTj@
zTt7e!n2zkxi$9SM$fA)&9&dy<!!)dkYee+bC2K$MO!Q63$7uo~5vdcL|D5?cHI?2d
zSj1pyU7C3>_?1;jhv|yJemn9~c?rAKapn3D$neB=&**K<L!juLhv{fmdQ)*3F(3Zg
zerbi^7rY{{TLv8+KLeppvf+8wUaj>-)IXU(#hN|+=3l6<nX;Vw@f6-MsS79Gt)KX+
zpura~9zs)%EDme%1kqxnAQa#G-7b|S(8><W`Sxz7Xei$`=4hQFf$mKzv5O`+j36`A
z&cN>ZySRf=GLgo23s7i$_I+<;O{T&vJUyh{91)2!KlT@h_2)TA*bg+{J*A)e_z*($
ze?YUx^>$KW-3PHy<%O7v+)O^Kl}3?n=jWs9?srYS6ta#hx~Lpa;~E3y6K#qh8&mQN
z<P8vW{Vu-B@{iwsDt5)+2w14;F%V82>^N8Lm<PAC&dC|``ZtST>yH?r933C>`5*nG
zP^Hwdaa4HC9b#`&S$%m|nor%7z~4NIN)F4Gn}_oq$Znk+?X0Y?=*oP4|BW#()*-r7
z{Usb*Us|5Q#t-D=sQ}dC9}s{EAoX2o*cM2Zw>BkbK55PS2$-en!R5KaQnj68dnk<|
zmA(RvwY4f^AvBB{$ZcFI(g9-vFt^wz8-CEP*el10^1izPTDS_&6BaEFSxdY$T+T^t
zzDqEa4oUtaoIo$aCtj+R3@L-l@X>v?LC;ffyP5h=b6#trx_B<H(#jsFRAGhhM04!P
zNf#R&2qyd1(TRwdH%P^n?Tx}CNB%5+;>SptNG2mfl+orJ09E8^Ks)H^+rK3wR6L`h
z!t;a<`D&8y5h-4Oyx*@^`f8K!cV~h4cZhvt#AEM01!wCAM4jEIl!ViI?+ON2MkkN)
zeJE~-z6-fJjAVURdj4#AyIn+z%3*wLZ_ori=-yF->HOrwW(8E;*c!=U8urB@Plq{L
zRcdOll{JV-W*!M1EpvJ(67uWSwKcA}qnKK+IROAb_}49TNJ=_FvW84$zWb@56?;%P
zhflV#AG!_5C8p)!9)4tnnY7V&q^YcN^cy)cV^!cqnWOu*6HkIB%Ss}(FD9=o;nSSa
z8F=(~jQEoZF)0(X!$O)WXH$9g`0DFmo+DBSoW1Ra79_*N?Y&TG`NPJRvOS)R3?+}(
zLY7W&@EY>=ny&^V!XvCpjf5pufObXV=1p9szFj2_NBsKwO6|e-D4)h9J&C8_La%ev
z-zYjuh}*sf1_lDVFXsN~5CcoH_{~;bBxhTrGdDNalWW9w?5-Bcu9=8vV9k#e0?_C-
z)twZpQOX<W07Q$sO)OxHjm`S_w&C|35kILQ+*D{@XwfH>r!<`(Z&(k<qp!2dKkQ)m
z*>bg*BM)$0AGm6f20KAidpzaOzPyVwxA`G?<@4Ir$u1?M`AO8ln7PnMPQIpOwk@a#
z$Cm0`r*M~hZL2G9qvp$ddSsjbw5MF$0`fHx2rSv3__aq<?6yE;uD>y4C2b2tkDpwV
zFlz=mCJbXRD^ZIwtLLLwQfgh@J$ubJB}WFo+4$?VLEspI1XAZ+vpGI(W_-<*T_(8R
zm<$<V4??$N8$m=fR7LSC_47?7Vm`c_@=>4oc%oNHdS4hy$+MC7iS)z4n2!Qd(q9z`
z8k4*9r2n{2W>SK)1Q^v7HpivpJUS^t`97^=p4Lv$$VPC>ANGf?%`+LvuU}_^&>Hc0
zJ0x#kfp<rqoeDGg%$kd!_>tOP)(*&!EwMpTQ!@7}D)Y?Q!10&3(A9y{&lB@&by~pM
zy!0BCP)<-})#a4=tl~6JYOlo!$+xGx+G=Lc2Ph~NlV}p@;Xiw>`ReHN*=~bwCKJe$
z42<#NuKGKMhKK}erE6k98t=`Wu0;z&`EL}-ui*ErSu-Fu`4QNcU9-15c0lP$zA2gO
ziq_g&zs)2(hhvHb(yCy<qC)_;a=k*+;H=#Bp}%+j)H_`xq(afRyZ^)W>fojO5+m+9
zeL&@!0kU{Mh_0h)LR5mnb&vqMN2`tiUAymwiqf7J@wxklj{YM;7qve~E)``N7@Kl6
zOE1zN(B0K{^4nO32AND&JaEmH^&)N*_yBa_Bwu)T`9Cx`w3Jg}y%sUoB%-f>JNe`{
zofXo2f4iYOC3*JXJ9|{1{#eM}#KXx)8y)@!Y0iD%E+|a<rf|Tp#%Js~=0jZ(j@jEE
zc9H&@-hGOa{Hj>Z?_1xlH%jQxyas}BP*G38WjxaGDwltb$kd&0oHlosDh5ElCdxG=
zZjZ<83?yofcGV>TyEU$@POrO8nVWwTrsnW+TN&2WK^Xb&<xmykyVn448k23QKOtk~
z7>qDv$axqCrbHmRA(NyllzQb)(1iGeq18_0(io`)k?9-K_uj6%s~C-u1PdOLp?4M}
zO7r}R@FRTMMT^A_Dn*$0q!(+&Yd-e+-(LOGjN*(mN}QYeJH>VHBw(mfCtQCT7gj0u
zs$X;{9=Tu_a3@z|P2#g&zGY!(^Xl8-hD%Lx+#^Rl*9BoaldO;Pgn<{@CBKUu{BML^
zDG8W4xAP(O%A&MH={VGVYA5%r_YVC%?o_09$<X+3FIQE0Eo)1WBmkF^hMJwQt$CfF
zRQ^(96AYJ?4+*KW;BM`N!f?9f$zjt~k1t1SeeZ@vcFdqPk6X9UuV%mfhkIBPRglks
zc*F_j6!&lUoOG?zDHgH|b&kEZRz1IZN|?kd9>j=nzgQsn_xw%)9`*JdM7-~qxNX4^
z5X+K}hGuo$Y5jZe!}|f5z8b%no{vv@g`rC+--;W2{D~qMcIUfF*2VwNm#S-gXc0|s
z8i_R#TjiLf!@}kazw10aS$N$1U`bWae#x`klV<pHRj7Mm9BjoMsOmU$%4XQOAH3sT
z2-^m|>a=n_yGjzHpiJQ}L%t-)J$p6IpQ?pYac%P5lI;w#unk-yXNm**{cvaJal6XO
zYu$Uf2hI!UGW=o6;DoeUi8AyaQ+RmbU39TQU^uwau0rlJ0c{ka!+ks6Tje2%;=L0y
zHZAVXmS1ipF+jk)V<zTc{%u0{MH2Vq8E$5|M#Cwt*nB__E-EQm09(QYtZy#;oCN`E
zGY=1s5%V8a?t^LL`T%m2x9h5)-B;&^jZ(OQ>ir>`-2Ij)noxAA$crd*OgfEzdWd@w
z1;r9A&`X3iuWu#2b2D$7r42TPG;M~=iyt1jLRQIMAu?qa?t=@sSAw$1p5?r@SHB+W
z{%CFCcV`pzQ_n+wtvtYYjYLtuU(F2{=9(F)>H_WN?zL+%mCPr?KK(zxypU|NEp1$W
ze#C79R4Dsd!ogqsGF1NE$Bx;S%>SLAgIsFgTy0qG&6I9lP1Q%5-*fJYJRhI%d?*UH
zy1KG_sxP$rz1;~)xoI65sE!$Tolm_KpE%u%GU)E@4x8xCAE?s*xPxXOp>gTU=h#M5
z7Xp^KO9XcR{%??Un~hWK`x?Lj#>^@Z@biF$b6OH+t^h<hiKkvWrr+NOxytVD?w}IV
z)uHP@{yvcG&KBsL&HPwF$@WlTNWQ3KzTI^P$IBsCCc)#1x^&_w3RYA#o!h=v?l{Y^
z{K&*-^J%@j|L@V;=zr#xf&)S26aDw-mEKfk5{R##cwJ$xTkSD?cWr*m{7vB8(8VF$
zy?o$Qe_J5ZrI?aGYf!UJ^gTXYd<QmnVD@`@lsgO520zyT@YM4zNtspUWw?n^7Yfyn
zfeFMAZNe20Q_0&>R8SZKF@6b1ZCFs-C(+(_@}JgiRl@%~m{7vsuJ$HsMu7P)H85k8
z=644uXH14`=dKDFe6p?ov&zlZo%|}D^~zy!o5=ame9w|PJ!$JI6I<If(6ov{Pd~b$
zMl80;1%z^ZpUaod&O+cC^&RF}$N%%^z0`xz5<7L;lC+~2`9sinNG@1dmJFdRf$#{B
zC`SNDRsizmeE~T4LA|qjas6EV;X0PU;wliB(}#+%UL0<(U9AO(<C?=D2<^;NWmgk2
zbRMR8O$=ZKSrlMj<f|d(RF0PcY%&azncM*TF?F2F_u3p_j@5&tK8ED^N%6o*6_YpO
zhRaMgKt7%`{U7@391$zYEt|S~4xLo_c!w3tvYnD=w2#&WAi&Ah5zeb{Zwg>^cED(&
z)PB>Bj4AJ|BKZJp601SG@2D<#rDFy}_%gZhX3ZAot3ycQR2SJbSa9zFGg&nM`t|GO
zAv^QGo3?mlPc>L6KW#*ZN}>~HPmIRSw*U4un;;#G^bN(KeaJS`{@i`@zR9L>jArn&
zM)|tdbRKVE4~Q+~72CX!eZh<1&Oh!dk?Oa6$pK@beG`&kqr7C_y?ghv*NB|N16Ho~
z)-AjGz;D0+L~Jf~(m`f*jTzLwPh#fj*@OpZHqbsaa>MB02C<!05T;Y?sT|;h-_bvX
zcpES(8oBuaFVk>`n_G(3xfFJX?<VCi4?qkRN5BLty%YgLG4!#ZiQdW<-b{ucb4ePE
zFZBo=6q0M**P*pBlSOGpg_W<m=+yGb)V79fu|`=!EDDW~4qS4&LkO$4w|97*mcFp-
z^XoTnhFc;dF@XcOjH159d<N65jMLGd04P+Aw&r^TmJ(@SJ2c}PPl~a|(xcn=f!t!0
zF<_s{i_%XxIUA?yxq|{0l0NXsKsXx6!n0My7)jzhG8Kp;dWj;%fa4f(lf^4)U^ED`
zavEsJT*DuPmi^5?a?^q#KCm{ALI-xj3K%R<Y3po_${ub>B3XS`TC}Z#y;uQT|4*N2
zYJU%9d|aPpD{u}MP%Xw1Ij#|0cH}7z#5Ve#G?ziP0I1Kp^yT60VK5X&v#<j^w72eb
zBan)pA@hX>lYLgJ8YTlKn6xQsceb4oilsjRYgU7qtD=SA?t+g5{#&*O2qZZz?IZyR
z2x+O(f)|uYljN4dz?ub--@)^xHp|qvv9~#C$V!FeYc4K10XF6LA4`Ba!1}r1e~%o|
z1XOfo6ATHjfNW9c8w|$odpQX7FWtCtBN&KXL0?f|E*A@?U_(w^cKfah5WX*)>t<=h
zj$uQlQ#3k9!N^%33osEm0_)ik2{kHnB<2oAZFub+4I5S>p{WVpIY6llFJCH-d3wt8
zTjpblOP9L259wE(tg0&cVh~0R!L`s=y|uwIz;teWf5?C6;wLbfrU8Z-R6pLaNR%mz
z1vD`?!m`9Rh4!bYNQ!Gxqv%9&&L&M8)2TB34yKW+<h?wW{OZ+@Iz|OPjXhsGnV^vv
z09LOGmAfWs@^)NtX~mk^3<mweV&t9Lce!!~jntVh*Pah^v+&DapmJd<BQwBCTBl5d
zKfl7D)-1e40xn-^Hes<)0%p~M-z#~~jr!7D#HcO=^Ox;?$2|8?eVG5w04;9KYrIjF
zpcGcj9WbusoKLoWO=|`@Gy$7f-r-Lm*oXnq+BT4GdrzwyUD3LDF~5~`zsAO=?!2+E
z#_Et+A1f<Ct)Sok?aX`2TjiIzUdgbO&5$;3<{ymk?4nUTeyZF%&D3&v&TeY?9cbt}
z2F6Ju-j?-XEH}9%(|dYjKr45ws0Z#i7At*rKtW&Hj4P53AG5Um;amYt4x!ICxDV!N
zbXwKi$6HtRXye@u{03u1s&-Aq1~mu{up?EA3j;H_<4-on26L0=u2?<!#f=?1|EQBH
z?5nt1ELi~`uPX{`YQhTpHh$~sKH!`Z1KhOIH|LL!@Q$7GX{~RfxgJNMnO1K#!&oZU
z4_no29Xh23-n5z;rAs^z?&_+39E)bUlT(QB33z3ujZ(IE*wPn4OwZj)pa6oYHcKN-
z4Q_ZAR?ii+<4>tuod3~mPwx;to}&B_ZdYGy{}A43<MOddBpEQLy6W(Ce;`~VjG7v(
zabB~Y$pcvawz3sch4xDFDqt>VAfKGZ=v#I?jt6!6LC0eCkFz}K_zDZ=s<prp$V-NQ
zEk~AYPKt8A4(?Xkd<dThs%NQ@lFxtYuJ;{iqxlMPz4J|dh;xm97^96T{0IHUk{K9N
z#>HJ$L_<={J*9sJ!GmV*(v_}tu^W=kgWEkzmRjP^a`tLz^;u~P%u*(vS8oBDmMScK
zn!j~7zT;U{=U2ihL4`%XF`2JKOr4m|ON9p~4a34=ZT5V-8g_I!Uh$^f0~15Yj_N8u
zb?KMTcOcQ;JNrHov=7mLYZaCHJ|?*Wc?sNfN+lC4s^x>)j<D!yP}*ood5!b*YME_;
zwCbo3ce2%cAN5+Pepgtv08-1UZ2T=Nd@qq}4*LDP!SyZr%J`J*^TxP_727NCQN;!b
z7+_k~A1-$Ath-_m7T7Hw@}DAs1N_bl27K@8;YFAJBA3Ubwu#t3#B}LU+qIm&Kbcc-
zldFz_E7(Bq5!6fu9Xy>2kpfZWen+JbdrS&h6Emc3kniI)JyJZPrOpm22ztke1ucJ2
z4VYF@7G9_X`7U0qMBcr8_o2zzy-|{L^6_xb`cZ}{-u7VHjm{?M?!0{`m4_-=UbZIq
zqG~@4Y3jEMj+C&Rrlw||f;EUj*-&aRXjP9L*M+nExwDO|0Q?$|+XSq%8c<+`g>=s(
z#Ln&(UXk=_&&=eR;_4DBwF395GpgfNJyM!<c@cc~$;rIs`!M?(CYof+#=286H5Rhm
zFxwlrXUb=y9x|YlB5iPWWC~}<zD8*sYX(3?0Ym!Hm;UJh<mxfj)Iw@i@Sw=VM(^2`
z?F}0X!y}W!&8E`D<3BL&ittsLY9EtA+jKyGGEA0MKdKYomc+Pd*woMe)}IhRg$8qO
zKNT#aK-E=;ejpB$#Ftal5Cwy}<1XsTO75?Clce0-ppTWH3F_ZoA->4o*)AbZeK?mm
z>k?+Yw%j^DwhsQrfUz2{PY0}mXk3vV%!<`1D%SDdVzRhO^&8b=Z_7`7t<ScxC^_Xj
zHtx;ZAlZlY)?q*y=a$^%w*>Kb{u1ez?)VX)0s>NvV9NaWY;L;Rn{!Z0UwmdY$x}yH
zG9aYNFa*PYzU!wQ81wU0S_dnSk`j*RsY1tlO4*PoRSKb{x<?gWpmduouRR7vY(_V}
zuWR_t4sxc%s(Z<JaX07TpYN=LsOWFMhSd=rQ8AHl@Hd}a2om^sGtZ$O7HfNPYcuX`
z>ak7vSMuYNx7le)tvsO}E?@v~)yHv&DdRhN&U!5*6*}4>SnVf6P^F!GEQxQgblOp5
z&_IQ22oWEX>roAMEnq7~JMp2d1@d?gynrEKtIo=>$s5*|bHL;1PnjKa(F>~FB`wDW
zqTeoa9GJoW(|zw{J5I3E#iRvHI$%=a9Tb(4nlWT*N!|4OjGb9iT`@~ONdE}n{_}14
z6_rS<uY=+_%yogT&&#@7c$qR{AD=fst9YB32vnz@wzYEcMwp_mH3IrfAFLCu_P2Sz
zp#I75Y`3z_WjVRI3a)(|b?J0@%Fu-H;(kihO17HevD;tZU!dqL>hO5|%RLn(RHc$^
z_`lZ5bdbk#mHN{9-5pvxDM@*BV+sxwx4sGPB<Gz(Sm{=R`uqcQBuI+g)$Ay9`jqBp
zuv7Gt_?Zg7YtoWeM&xA@HI{GEO5vH58^-HUJzpsKhPA-WDzT!2mEV!drFU4PN+m8j
zFi&d>&oZxYVtai7^^q}<OfS|1d^=Ui0{ckomlj_im`-MgunJ557J#ZAhOMUN7f=B7
zI2LmQMKfe&1IdeyY2VJ<usqhb3lynmK!yBa6n@WxcJS^oJWKtD>Erjk?I1ZWX;Gx|
zOG|jIzurt(*i4agLk?(`nxF@ML1xJs;xJv>OJ>j!dU@ANsZWXzT!NB8Y7Eq6jW(k&
zZ-CQe<W~Bb9u9B8M3)*lUFoQf7{0yg^nM<2$G^(EqP)TlQpE}~7`mRxB!|ec8Xp+i
zTD*`~muZEcKPZ(Y9L`7NN?Fd8)2=Xrb$@>cr22!vB`SB8yalX|2UsQ%J-_Q-+XIP*
zp}_roi=H;zd_W)8Okb%K<&}aBk4r?a+MG-sx(Hy@KBETMrxWT6^YwHYnyPd_UG4v3
z>#O6UY`bnpQLzw}P(Uz{PU(<Px@!Po96;$D$&qpp>!Crq5g0loM~1XOK?dmt0jZ&+
zWsu=q_xQZud(Q8C{OQlR<GQcdd+oK>en3|wgYTh&6;<!rm-ph+CqkkjxNYViL57|C
ztjvQZIU^M#F>^Hk5G<;++IFS9RCU2TcuN<14f*ToR)2aA3dJ~9I)U#(<P{uOv7Tmd
z8W7(Dxp+4yQLY{fr_ima%PgBMMC}P)cFncxg0B3n!S{AiXNYE|b{#%fgsl|o;yXon
z1^#iIL5-Xpmq64-)H@)DT(5lTc^i}wk?IR7$uf5g&s1)&j*lkWv<GKO_{PyNSutU2
z$8Q6byKZf+PD>vsa&mR}Of>jH&KaV&V#ZDB{|jwOd)p+3GDfEYX-;gQ<0$`0VrAKq
z#7x6+1^=yuslLKaWjCgmj5jR+$(XdWveY3VE@6<+9}=<Y^xh;@xt)_-F-$0L+%Z1@
zh0{~`NS8lGvRozpI5`~6kstC2$G1x4PoI8mD%SD6#`8Tvg)is$^Gp2qex&*DFhdg9
zEVj1bKLe%Xtr6aB9^TLTAfgnpdxSH((c+9e;!!W**;6WNnbGBY&Z8fyT}Mr3+M>{{
zVl|$G9o%kMy8S>xXNtJz(dvFyCV*}60!UP?OLyJpjfg#0jY+-g3tG4(8&x#5T?8iu
zEP~hkSSajLmlS#(S#L^wT+-+FcDKBA)TdtIY;blfz6AkWh15fp3<AGx-*cU58a}(6
z5Fv?P9lP767#<qBVY?A;Ut3TCD?OfFvR@znzETj%J-Du!4FnY*@8gF#-ceYpbu)V{
zaW1!!(Ldt?yXx;93`p#~SL^0wm@*~88obSLx72_>+YVHnCr>3Xem?pb%5CVzYL>e}
z$@R<EN7bvp6C#|tP~K~mKgxC5ZH@pT0Em1%0DH~4M3?{Lpq&A&%^mAAHlx3>j6*ep
z)=ase63H*|2$W;j`8WGSd|Z=``Gdmx@%N=2_{LTJw^n%(i%#1P^DO|GU+OE>iL-h7
z!^%vtm*C05*H7%_`~);r6_5|d{4D{|>T8TYs;#QMXL0LZEBC8w`3O*^eS4B8KW+MU
zRAV#9kbm56ww*emyJd`2dCY6g%lG>o)d(OHy)_?b2RS{6H`>s594Pc7p88V?r9ICw
zg*+0hb8d)l*IM@#J-Pd$wnGbGg&!^XeG+0v#J^Jy#tE{+W=922()^dVG}R-RusG-Q
zwN}Hns5iU|`ye?h@9j1HxBT}U?ieivyP3TR31JW&Gt@D#SP9-RW*FtbJs)fc4afE`
z7Yl%+Y9uqcbUuHtO6Bl&wQKUT?Dy)YlY$({BsiBd0E1vtZFmR7%jtLSGbclja-X+`
z5UpHOyOM#Oz=;a^8S5L~D;4Ryv%dZ{CB@H^xLLon8`$ZVF}kRCiXs3!3%lEfzc~6h
zO5#G4&Z>3n`WUEtiJb~M3i;0zc<kibJN}_1n+dnEPFU#B@!9j2Bo(OBI4or@iui65
zG<_|=73jO{v~lYU&3kh!_8u8fJ&o@45yd-SAXrga=-{1ZA$5cGVqZwuK);%)ZmokA
zn#9ECBh~R2tvoL=f<vu+`*sfY{u*GR>0_6*JG?lN9!MV>YViVAM4|2FE5f3I?Zou<
z&e@NW;C?W;ID{-3xBp(`s}^D(H7iRzpVJXZ)L*o{{Jr++4fci(|DLKEucZl1AquXW
z<w7|d!b|;owu#~WP20sU(eUx#Nt!~hyeHR&E6Y%F$*Wt?mGx&KU>DBRrH6R4RdV0H
z&OQAeGT`xkbUa5P^5gCCMNpH_<hwC#WlFD6S2xim1Jg&&p141Mv>fwB5dtzfT!sP_
zQJwdf5Y0PDgdzqOy!0_@9PQcg)zfCu0PgI!fBJOj-dfTkfN_AQ6%5Y3D`QXLP$kE+
zfuG;rJrJ>-dyFx2F%YuAu#HIM&YnsO`Wjs8<7}*OJr^o@8Jj+Qm<?Gz0e+0s5;$&5
zfJ`)kz{&0}0cGm{A$8GvmwWn*pAm;3<+nIL|C9+Wvo%EX)H}h@sF2f+$teR7rU2lr
zwrhK0i6)sGAYN2!gD8;b)K?HgC#<fgHwds9<5=I@Z1boB(XY{$KyqK?RR5{1O%^<F
zak7HK5m-^2eICD&ZrSeDC!;TGyi5$8Up#AZSB+(|2Yjx$J8*d1NUiJAvD0I2+v3K+
zsLE66@f+j^BV*^pp`m;8;KgO@S6?tg8{XSmmkx_S5%e?EL3tb6KpXz}PnrGrqC(nC
zr;TkI2uk!#7;id^R2O<y@e51RmE;XK1=erkfEUaE#bpBk!H{k3Meqfm*Kjo>d3R;+
z<a5@5c<$F?Sq8oEk>1w={_%JPEr8TNr@XA+$u`(sTlY4T(n9N!mwc2pYx~jo1nhk6
zlga3!ug$2P(#hMEso6I^&YuZB?!<EC>~r&9J_K{Se89&91eRbBOkOLgQbEd@_w|P~
zrt+oTV^p&m;D&%w=xakb+4%&!@?q@S;SdqgY-?kx^3tHTz*$|<D$bq4Hq0Vk1C@`H
zT6zIhpKxQ%I)SW{IfWk#4EIko&DJfU`Pl1;-%f(k3UIDtg24Bo<cffLyON<PM6)*>
z_clEs%e2EUG-{nJ+xd;)-Ks)i3qDt%eD>+}$6LxRL)l8QVtpWA=ehq`RZWJew9KqH
zDTs2(B2W$hgD>LxRl+{NV6YT(deX&U@W<_$@YS=9kY67R_WnBbc*QQ=ZB(s{tP?dF
z8CllvPNyZy+ja`h&iUOnr<5)f*P$i$p>^<#r1Mm(T+=o})!W!u_^oT83Y)f*j$AZ$
zc68?jULCq(&_igEJ%5n~<!Y?}N+`$x=5IBaWx}I`%U5$&JC{fUv5UI2(Eoi91&uJj
zb_&j*qt;JUz*W6FwOAb*z*k_RCI5Yk53JC@e6gMVNnBj}Gn}2j<C@GxRmH3BG}(gF
z{>x|mJ0j8h4g|l_iHb?H$k6cb5$yPaA`PecuFJ^gr636`+et?tssMi~P%-LcVfgZu
z1OIl9Nm4QuqR={4rpO7Dq)by^o@&~*!S_O2i{ib%{}XLj+WT^RV!1u3;N<wD`~4k^
z-ZbaFFzY-x$_ZWXq%*W(UH7~us@A2mZ6B5)`>u3Eti;$BakH>dL0I$ON0fv<Mzrrr
zV*f}jR4)sI>Sf+#J*Bs#td8a>NUU{dY?VYOKvNH<FGcy!L#Y|qL-N}XxF_8YR{BcZ
z0^;2w2s%pzpu}W9JQFilGR#1{0X8id%*ou!3ot|c06Z-QK+YPsaq|loE)Ytu)z#HO
z*);?ZI|I)Th<plgZ~#B&7MC}fg9E#0YlBMBTXKEAf23wI)xeBTLerFXEw_k3?mF8p
zO5g^A5B^S?b{FNb`7K-z1THmqR_XzA0=fASJT~V#A>JJiFRvybqxSq>p8*6b)FM!q
z^u?&LnZ3uJ2ugXdOV&O>ku)bsST!&G92xhbb0x9|=rEjA$A1c64~j=lsM5+V3vUCo
z9ikSv0dEph)tBfi^}!+mkUtx6aWVqHYl%=*-wrOk8#qm<%x7Yn5`-+vk}jhzX}}a0
z8>IrVJ9aj*9o{oJ-k-Z!l`PZuYc)MBjK^(z>0^>P`^$uC6bzXk$H4O)3puS)>fLZ6
zm7esMSdH(z02v|J)J$q<!YAC@SnsSkBj>=8m#S2YK$F0IECAYEF;Ipq2Ba5<-@m42
z?;FAj%xc#<9^t#|%WmUyh#b#<spXeY_5760twU+lnT66cpl0EYBkVmO&7xzAe;9g|
zss>$*Cny^-4c8G?c4_>@3equ#lqsb6xS-ZLJRuPnRC%wA^qWn9(g(yTG@dxqYqFqd
z5?M9&)~7^JK3mD*SvD%%TSP^G+x*(7{652CglOabrH_?L`!$7Y2)#G5(5Vl5&T%y7
z^V^VQK=+$r!GM#?FV&ECVcW8C5boLeOBd7~KM>9&@Zjh2f9%v8G~q=T+*OhP^DRPJ
z9BxejHv=Fbfjl3(0sdnlU3wJO-{(0gWNPPARy8JeOZO7nfS}il;rh>`flW7``1i^(
zI-Y7}N^i8w_wba%@?3|WBkQQ~=q=TbkHD(P3*<F29f0|hB|7Ku)^D3={9}iK&qRvu
zj_YI-vfls{_zJ>;D8%KwnvR#_i+)_b>8OL(*9EGDyc2g`6x=?=b7;Ks0pE3rQ&P)O
z;lPyob(w$%?wq%WZSQY0DX&2?f2T#Q1uHX0TxpB=eI5U1IK%%&IPZV%1GG^FaQJ6!
z2d!3z>wqc(Eg7yL-&Q7jsVcDYHP<lBF8YM`-@Y<>TYIZca$YYbB+*o9`i^~jxLYxG
z1TR)Ni^!~hfGW(Oc#Z12f4MB62<(vvz$Xoxo4fFZJ*p3Ziho;-&3$p^5@WK)2>71H
z_WcLj#>Nn_`_xKhz><7m-Iq)rOmD%eQ+J7@ddE#Y)xvXO+cwAg?LNv#cK5hWtivy%
zI{FyIv(ovLbRIXuRsOfvF`oAcDavv&P-=BJ5-R{m+q$t_dM3ba5UQiu+xdZY0r7w9
zKDzig+(%fSs6HL&-8xYCedcHzla57Il~)(#OeqjPrn*@-^^zs+R3hGIr3mQO&4Ghw
z`MVM7AZDxeJULPTnRAi^HdSsJ-m~O`YK82$HdeFg<i)|2+gY83i&%eo=!+}9IQa~f
zH#L*tzuFD>o#lYHP6T>(<KDdMt8=Gd{VjBp{M!O(=Y#^I{aX0Ff4Ei9;a@I0{!qEI
zGLmf(Y~H`SE2VzjnZg+VaQbQYvkX5X&%xy3K_(<Q0F@HLsmP<ScDq&lILU3D5g=bV
zcwUj7IcM58WA_)A>ajeuaeszDxzs!Ou$y1lS<H63?6tyG%4GZiAN`ux^n3b@+}3xc
zrtNRvwCC3VauG1P+PG_x4!FlDzz_~%pV=b-0X+?*Nl*#KUW5~-_$cGIT?nd9uh@^d
zzsk&^SkSY1YdyYaT7&FrP+=Iki&2glVdY8x<q(qL_6V@aY*tn6rT>;x!I(%D);{e9
z<rc@eZ^^G*XvggKlYlJ<kP{G215#qM6fXD*Ai0B6<eIvu>FW2Wjz6N^lOjdMpz59^
zfJYT??bP+W945PVlGN>+c{_jOwnkG8-AvxMNjL~0f4!lnv&_!Faz*$^Y(x!SQcf#m
z{TB8KB?1WAFalg<s9x@Q=H>C*;}ANwyqv-;Ra@ZAa}^x-3q?Mo7Z*D#dRA-5uIXx;
z_BwIX7qLc}F_Ddkl+6^8L>*&gyOf7<0<LC1#?iYnj)&(8Es8J7xz2NX!-cM^7E)Kn
zErEk*oOQ$x8e`aRVQ}1KjhW>wlmwN{;KGTFc$aSDUTmV;98D-Ek~4ibQj(ikS)mlw
zWbChtF)p+ZyoTI<20#4qxHsbpkL}%%%#l_j9j8lD1a3+|4!d@r616MV7GPYu*<~dM
z0MY)gQHST`Ym2J_*nGCJ^VcIt3X4Cvatj{H=qRgdJS+cI-j%^^i%ooYQsc<@A|+mh
z!9Gw!aYP--r<<`8k(pxe(yeL#F(=><)5A5WUN=19+P&U0T(0rTQs{VUqs)(^JTmX=
zU66~Hp1`NGj}f#L(Bp2lcJm3pZ&BWJ77AUm#(vKEZT-ZND^%3B9Ey&(9z1=o8IyiJ
z&<iVeaO<#kL?<__IodD7q_VB3U!RDM#01V^8t)8VT<FDTJj`i4bnC71sCks5;BXeY
z=t)-S)c4r@9IQjK-n5t`>9F%jBfJiEQG<KO*Y<GYtDH!3dY??8SCsTm&BKj6-yXaf
zhs<q38O;O4;BIMt$%HZ9gYtOo43wAs0)S8>2ngMEd}AT7WNfjrdVew9#<8=D?79;5
zT5#Xo>3h>w)M!cKuKUp{RV{9wELpjK!`sJD<jQ^N>S662K3u-<VV&~5T8G5;;^7)m
zY@({VY{EWnd%w!-y_(@&X|LI<e(@OJb^D%-2o9NmM=i&+d7OQu>EM*$<Zc)=R^MFi
zz5xlvW@+ZFtauqooszVag9G-(ext@%_Bt@#WM+JMWNHI4a+X328*3+QQ@=s8;oQ}s
z+NY?d{B*};^NLOuMant-{2cUl$&IO%x=U!*M+rIX0PR|j7p?_$5c2Qbt@j*;x-ZcP
zc!}5?rsvn_vrJ$4%Ld&&KRW&_@z6EK-acMvQF__id5)GI44K&zTS^`oN8#Qi=i1LM
z)U6#1XWP@d<<v$v8M~Cu*=WR)Z|L~8Gz&B}c};N{PFC^FNmE<gRN;D@xQp7gD@yQ7
zGvKs>vVtIeC}!l2m3)HC5%6yqj;-j9!B4#-Fd%Xk3wsduTAmi0sH(5=E^~W3YVfhm
z0VnQlIli@<+8mep#MY#8AY~WWF$y5sPMo>9YOO_5Er|cf-)o%=)~rlyRfZaMQyv9Z
zPx~L%4k+bz<f}*UJ*dpTek4}dHHEKK?;PoSZcxiY3hRE2x1OJGB1A!k=^uq6RP0WB
zc>hRD!XiJ{C*{QvYhGc5*9@vht4#}WX%Dx3TZwr$8D3w(tFk#^SkHd2B-%zD=uk{L
zMG$!8Ls{I43(!i8(<DCSk2rh}P}ubgEB!Zbl|6Lw{A%Mkt<lpYKz3D|xEYbo{TXic
z(&^626E+coB;}E+!nm36p1(AxyCKkIfLoB=u>gON?Fe!2#uFDJ8H{2R;`a!d*ph>Z
z?SHrz`|NWsU=nXA{X&(DY8Z|WOw5kCIPQEh^v>r3;|u=YP>5d-0ZD6NHq&HpKuEUe
z8F4UFU^3-fXAI{gk4_VE<EJ0)GpFW!vk(pb-gP<#0h*?7%^4yF?K`^i#%b@5Fy(|v
ztadk@MOiUXMrjYqax`83Y{hGKd~;7&8Vv2WRrBGVH2<a@JJG0^vKNd=wRN=Esp;E$
z{9>%d-O#H6E$v!d{VO)>+|r1cLC87?h|APSt^)rqp#sWy{nMF8{tHaJLK{8|(BA8x
zp6HxdS56FAoE*r`^x8ukR#{8|<7XC)z*f?r{c*`tMm9FjUymG*6x9SNCiweX*H9*l
zde@0mHX=t^219yPUe)k5GmllO1HMwVV;Kf9NQVt;jw9BdEKgv*D155-<!}!v?qZZ^
z%7<eh_lLpGi$JsB4x-t)c_O9eFK-OaH!v#R@XaJZNauHK99|FwSniV8cQR9hngS$E
zSK2OF4fy$&UcabSF^GDEnKX5q9wl6W^FmuymYl3@U8Touf=7qnx(v!;bfd6Qx?BU5
z!C|{B{qFi*nJI(C+_u~=1;1S1yg6c)b4DRy$BkzvTE3LXBhkLUwhJO#(NjQ<1R})^
zXvQD2?cWg#6o$BGFK6nx1@Yl`I>51BPo3N47VSYx_|9geC9^BwIMhEiDKf4XL#*8p
zoVU}c;$rky573Sy)t1d8^z#0Vfsa9(gnkCut<b}T*IQ$SxxZ)VPHBgUr`cl9t3(Y2
zxy4D7{A927ONP6#MXJThDq7EkHp}z1qbo(V#QrDop@ClXp}=s1X=djrV6eF>U;2Dy
z`J4r>qipV=ZY<-IpOXW*uh4UQCRD{HVP_leg@$elu8rOhAXN`3oxtsOX=hgYCEjL3
zwfvoAzR)BK-R{F_&9<(}NS5aGl317JEtp3WwS-uON>jm{SiihjS&k*mirG2Z7LBVD
zJrkgFBTUXlUlwEKrDmQds!iEf|C0OY9p97Sfi;h+PzQ4{NCpNb1H3sxRLRfxd9`yq
zW;Eywc2gmG`e4S*L|UnQO9-VNGtedIu}i9X*k5Coe%mYu8vdYm%5uu(YC=vUR{JZ<
zbQk&?yu>9A0~c$0u~bLyw9Kr<>iV06h8B*Le$USA+Yvq_m8^ee`|y`DdEOkFTQ4-t
z8jX4rTsBK7(Ti4!fK%Wv%<sgl?pZ^^`;ZV9Z9)ZIZjM{b4b9|0X1ABeY$C|ym}<0E
zcRjUsOI+p4zxu`k7s|!_rc<#^vqxN)mWJGPv`i2ZO8fbP8b()lP+AV$5&PQ2K)dat
zJ+^$!5P`;yI<uZ-)6g+F9;>6AEY@D56XBtPloaF|44MW{pI9^@n@h$3uHp)pREfJ;
zzuDrp*eQywLy>Ue%Rke7n^xWuO_wCDwEWOI0H;L5)2X}FMVVQQ+tUa2fJEBOK_O@!
zgAPTh=WR3HGn2pD80AW=*;yy*+<%GJI7e)4a69&U9ZIkOE_HT<jPWG%Rj&|q608bU
zRsFl_F1qHL=Y+fJztBfKv<?0^Z<OfLk8(!OGa<wrB-r=CUOam6)OeeX5BWO;-f{J0
zNrICkK~}ltTQ=7N<}2UR<!xyIpa%Z*lc9OE@uhQnVZHpoI*hHiR3qbC>kWa7n~ffo
zadVk(H9(CweeX5>%$kHnDGg21bH@XI$B$`u(K=4^<%2I+cDV)E>$9~ec!ShG;AyT!
zl{2~xWCKdT5-xn1aqQcsXa?B#^xNeh{Zi1b_99_&XI2a4MZ2hTW?_Y$`d|WFIx}8_
z*i`0dRgvwGu4C&&&Uf|v-5>bDvVmPaLy+4mRX}V#x9IH8_ioH~=H^0>HcS>%>jmx-
z#~Dra@IRCsTaJrY`Mk22wIm-XIa(^7a1AQ>a+2osf^O!wzZ;jnBlNBT@~OBx9k^A`
z1c9%cbJMMiokLuWoAx|=9EY`juGo&I7#TJrPv_b;N5h9_);x6c#P;LwqFJv9Yu`Cd
zCk!nZMJ$ANJ+c8vQXwjF&uM1si2zsw52tFX>~qA{k2wwxl3fL;HBGf+QhdsXYnU0>
zIgoRfdcJ1uUwI!5=K7GsyQQ7cJhEIk5lspUR-6q?uArG`!%H<j^G_@<tu;q--#~b6
z9$mz=`5)r(nKzJsUcmEt#GOtc`BgsqEj?W0bX>PTKA_bsvCTj?%lgb4W2c+3j-;$-
z2B=Ae;-Z-}X_p>TyD;>$wEvC!O0cutFuLbCU2Y@G!RWbq3z>a!o?6D5#iCwiVqjjg
zyj`TwTeoTJ?7sYX%$33aKv!63qJ9V3OD7{Iyb)bO<KvI(>1WE~<4!?ANb-ccI>QB?
z^sRSW`G>JLatglwd3k@)(n8W`<Tv6xzz1{LpeM?@2oA6yW;cvoEjW5!pbol}MvA<j
z1te$I)%8g3s%K8#^z~>Medwe$-^fl=m;GAn{)=j6?i#jf%gnupPwP3311W)Z-^@B(
zbrG7he|g~IW6sSb-8+Fy1dsb(xn;5vmbDH8M-~s<d&2DxMqOIBwYap9hw!i1(%_er
zSwZDES$l)as<QT8)koQZzl?H7IUU68qUV=D-hZZm@EV(1>92Ncz)+u=ZuHQc2zi#W
zogkQbqh`SrTqoNvjkDiz6-oFSH`n0tMUcj+tw^g^=D$GS3n*w4A9|i?;<!uZx3BYY
zi7R89_==gY<$&TN7Q;WIGEvcj$^8A!48c7n2Hh2gJy`Pg&r^nxIKr7F-OPWFSbd0M
zt4LGBCtxIW_^uuIWH^Sk4<I*a+y1DY4tDIg^B?N7cx9P2Bu|suNlnCO4&)7$RuDwG
z#WCv1*d)GRIT&C33JyZBBZsPiv)`%U66StkBhxU!WBj)R(g&`##_BnlK*@YaXtup*
zuXZCtxYs}6QvHs++iWwIncELzM0?A}GUixzp$ZaA{}$z$s=ZNoi#^{O)IrfyI$TKJ
zJcXpU7+Z`TdxmVxnZZ_B#7F)PqrY$gf7BGGku*TQ;hK^-zdAs35#Ww#sPum;C>4}z
zZGEU_kcp0;;g>98Ee?BC9WCEvPMW%Ks9VFVH6x$smwo{sY{FG~LZkHcpC!>vy9iZf
z<)19}UiP*Llz7w$qWJ57bQuHH6fzz}A~P2vjQ1O>uzPF2(N1H=_&>6Roj<<QSK^ud
zYB0X<_YFsOZlh`4E(sGBQjqaxBG7vkxKo~Gb9uKTJ~?)YpH_PeyLrjtdg<QRW~Kd{
zT(BW9`<z5xFD}l=*YZyBP4pDWl`fyF^M6DQNc<mY3P&;*S*aK)Lqw)rs?ts^WkSzv
zo}V`SUJ=eK>IRyBbM5=?{l(y@++&!z8|?;OC2?Mb7`Z)Lp0=xhmM0p@h@X79-nA39
z9RMBySAebsKM%dzv)iJ!$#jooc{WTNS$Ana+aLEDl%GTOEFAhhLl;Or6O6fG4GLKj
z>X?AldOlu}yHr&5z2(_|BNsS5bO|N?NxW(1pIQr36`h{VibIn$kw)~rXt%A$i%GJ{
zzD*)GC1U*|cFMc1SS|o@fb+kgKQENV6kN~Pv#Vf>^fSYR`HnW<YRd4MYBOy1R5Ghh
zv0pGI&(?_M>TCuUKNaomGON-Wrfz#i*|y_^pgU9XTQpi&Cyr$+sA1M7hq4;IhS7$v
za_)j37ka<$^T@&kCMY;pV^T?>k>QULdPO|9+U6SHa8u4(xIZ|&v+!ET@=ua_-M_do
zCfWJ@R*M@vhOuSW1<WHPwww+(f@yQBSqTsCy2Sb6istM2e8vCf`dK%iWleOMxo=C}
zy;nm3{zlbx+nMz4>o*I1W}+EOTbI0F!s|nD%$2=Z>2gw$jXE_3O^WOPR~kX_R)m{s
zHNED{$Q`0W1g6SsOBr<v1|mW=PC9m9<B`$T#P?Y;d==7?9wt0A{PAt87~MXzu5U}3
z1_Wptc#CbSET(VfmWbJlkJ1%3+amKgbFLaI+rSI7s0XvOa=$pNZDefsycTLmr8=5}
z*tK&QCs6fKqPsXzX#CQD&Z%1-=%fUs{#+;6H4VmQX;r!PhDz8k76^J}((-vD)aAOq
zuzXMGE6`1o5ieXBy&d*%xo8YT!9m0uqB?%NcNYie15+jZn29Cd_QmCJnQlz|#uqM3
z3==M>Li?h{W^DBy+TQ)q{(oyF?JUs8Keyu+V<9~}$S_*+4>4C%gstalMy+n%!gm0i
zm@Cs~Z(9}4!l3YtkO^`{ZqdKRj=f?4QVmzxF9F=XJL#5nAL!}ArNx`1T?k?Apf!sD
zpw0FH<8+7zopQ@s6&uF{)3jZBxQLy>Ml|n9)<~)5=Z%+^ZbTaUb`-e5-QHCm>L?wp
zRGn|;TA3^ad)rKS*-%0r>%PccBMMkpkXPhtwe{u|ThAnUM=}slz(>IK^(hozJdm_)
z0gkKlr++T!25kWhu^-rgmV!<`xgR>t!Z>Olg31Lqk9RuCX!Qr5nBa=)ifKcYe72hC
zHp(cooyNYgO}!@dabguTQ3_o@ngdng{HQI^9=zeBz=3e3ehFc}p$D%PfsUddxaI*H
zCJ7!v!r^S?HQ-Q_4%o&_;!b_)pu*vK^bKf#5D!{>lmS02E-SqM?y4rA0*v07u+)=k
zjSZKhmQ+^9kU%}M!5|E`y1Qa$9d_fJN}I+r!JTrh=G=eAuF#yiVjl<2ckmZi44fSr
zfv#i=u;3soXJc@Wu<=9SG4Dm50Q6TPkmF~-mi{t40d-^cw16n=7>A^3%0|}K@V22_
zEgIn!>_uQ{XY;7Z$fz8{E%5{*3e>{za2MlfuR?mJ6=dz%AK2J<`tRu(|4yv{<Ixre
zjVn@*6elr<ja9cnky&XKjROFGVNb^in6C|1>nc+4;P-P3VkNJK!%|&Nw_D9q!U1Gt
z_MSG+y=G2UsuYLg1+Z-SdxQ3oU814~!P|v0(aCfvm6Yg8T-gfV^O{2|E+*y;5Y9=_
ziO)(t`k^?#_GfRCulWV6CB9b4@8Im>F71JLPi{Sw_ZHu2|3c^%HA>i9Wfpx~1JWU-
z17i-Q@*SaavcWj}KoK~It5VXJy2rfFE<(TvZ1x3E^+GJHcmsX?zP>Uf0-)4@m0Dko
zUYqbJ4uG8;iDUprZEj8TZ=CmKK_scBFDt!@WU(OwSfVXvk&)rwEu(g6&jj;kcb+d)
zQJ8evT22&uo8Bx7u@J8FUWV=hSD>aAEgl9mk@-KRfSvtj|K6j%R;HR3hldXzRzwX0
zE0UwQ@_Q9`L6vF{{4ZlxY+l|={7G)uieb$tho5yQ@rir<4beZt!HaUOPLsE2H5`Wx
zf#}YDmYBSjKw4F3)T870xe9(u)=1KCS}`=3_RA>$q_df3+tq*;dpn;@TK^F!n&8^)
zd+_IJPs+`{mEhq2$13Mv>l--T2nQEeTk_?`8_|H&@qpiF(Y|Q+>kHrDY{!po-AyxW
zG1(6TN9B|1RYrR&8`_jr7AhZ<-Ziv{L#iek#j&ihBE)XUBDw7J*2g6=GZwQy{R-@$
zA>gLA3D+z#YLh)NNj`XCZ-T}8a*3YeMDzhujJIF3djNl+Sf+Tjyu2tIS)^b8`1Zu9
zgeJ_F=FX#U>>IL10$YoGTFUlCD!0wsQBB)tXr0S5Sj|ly6&5!~H(8#r<URQPu4>5p
zqgrUhm6C5`C$YA3PX0b6el;ceDWOaE{#T!%LK&PE{J3oxvxq7Oa2^^c3<ux-5;J{`
z+ZK?Eos<DF95x}ABhV*sBFo_})nay6uDmtv@Iid0siVDl9vYVf2?@D)n~SvY@X%l6
z%_wbTv3tbfukrXwKhu+EDA-~@fQdDLbD9w-lY-(!9-!b~G1LI9eB8<4L*q6OCl$A=
zP{m>gmPPxEQvLpzlC2S@9!M@myPPl~Wkgz`IV97_Y9{J|ih$1-B`i=T0xC=363};A
zL@a$W9^kv9QaGqd^i4r+cV!3#{!a~bHn?mn;X!<K7Nj@>MI5LtR5@V1-_qj<1cot$
zNgxic32<Un?2PkPObK`;wkyCRsYSkUm!mX|S7$$;9-*eW8^u*5@i7;G<4%&izpfwd
z&S<XabonIEfr@B<w@sJ{i&EKZ#wW}CK0~qy<c$I6<op`C%iE7{hl1`m-lr%*zb3o&
zR#qyiX?SlRsMVc;iCNQW5^!4(1Kr2^L2sBuq>q_{`6<Qilc7zwOj0(B=;#IX-F(29
zuZd#A<ORgI@z$0vIsY_(`1i8`t8uxBcHJe`>peb6ePfeGQ_}_I>CK288;653Dltm^
zEY1LwU7rBPG_!<D(pp0DA}dDdQR>PJGia+s2976ApjikJxUvwWX3j!~j|@<4#HXj1
zLh6tA1~6`h4tnIK(XV}kqRTfeL+yY!^$o(VFLvzbq&jGvK1+=+7)0DtUHD!cP;8xz
zF+{F-Cj6U(+nT!8_l!P%19*+MZTx>ojB<U4Jduy7Wcsg4Lk)XEBO<(y=0SRca|(Zc
zY4S)0IXSE`qIUOQ58>~PG$V_8t6S<N^YfOrEeC%OxPHKXdJHzn^a*P$YAtqWO+Q$~
z%cqalk7wS7qkIB;iwf}y?*%O`eXQ|lcsFny8De@?T9CS8^xYjuw+Y%?z#_t<m6e10
zbe8rL|I%Npn=dL3<{L~F#t)P6_o2G6N9-plq*S;|x6@aVm(-D)r55zt5jWzC>HmeF
zMZhTzTAi^JV+3d2kE0tcah}Z+8Ww=DL>?k&{u9CLx_Ex|ge9lS<58UJPYKpbd#MSo
z<M~L(iR%xcCxc;?K-$4;KG)<Sw>oK*z{A%z!;b?%i07+n9xd=&VhsShrxC2^M;G&k
zoqb-s)rWqizYPU0p^S+9u}DOnYo>f!)dY^5I3vp^m;#;^wb0-6IVbyx>HI(2|AuO|
zkjpBs`93=+tH!)?@gvpSwr_KW6$R#)YquB~Rm*8R4Yc881c@vlq=N3C3dNP#H1E_y
z`KQ9yYY$t(He5iNgiR-<xf^5<|CEJ>Op92sD=Vujm2Z@0Fm30UpoR*zO46bkDYL9d
zq{)CvQANvzbNkTqYb4X7CO`wo(9wHR1<!akoQ+KF?=CzrPq4mzVTTkR&-La_)jhr&
zN;%>>KqGq2yAXPYtahj~PW;p-HLTAop9rC7AXdxqmFTo=MojXLOe30o0Ru=yH4e>l
zfdCYfw;a+?+t~#uG5_tIXvV*k91$o$WO{fpcXJ{pdnRmEUSZ+kVlXW>sbODkz0+{g
zW6i{SJKv&{ud@22sYW8t?vLhGpBO}Z#gMELrL>>*Gh563EG$cGpfj$rx3S|wOuNgi
zdl#gWLkp3UvfZyEcv8yu8#F8$jTHFD=Kv`Qz+FR0u?4<FTsNUMr|<EKDS`Oib&Zc}
z_eA9@%7Ukd!d~0t!!k_WQpkwt#w6h(5NVx}`!ut@U}-6|UP|jUsMzM^YFII=e6KjL
zucjw;qGe$!rF=GQzQD8m&Kp5W76q3EMs`8%(G_~68P7w%X3t=m<@s4zG3S2WNs>Sg
z{<VPlM-DG}^Wtoo-vd<`)~h`m(4Z<BL(n7d$7v12fhTJo0dj>)r#`by+k`!t>0*>?
zFaiKu;jd-GzVjC@kQ%q^n)=TzDa7{}DVg7deq9hsdHAHmNKD<J1CLDEkWwE1M3L{3
z55Uyug)0ua1_bq3?WGB^f?X(-KBai4f0r_qR))Dt|GaOW!2NdHs;gs@TQ9|Ml4kId
z-mRC8e`_I>Zn+UEn%ckYZL7#S7F>aD#(f0(dfki-DAt+Aj_pxR*Ov_bUlN;9J<||s
zCK<JC9>bx`(0lWiZZ9z-?~2~@Dz<dIxjEUjAdHe<8B>xoht0{3Q~_qQEv%$0m#N+f
zo3M<&{5p^cnL@wr%TtmJOilecDIBW-X|7;dH=$Ql8TnIRJ&Qi{vpmd|ezE7Zs#-dh
zFvqW^tS%XG4MG2kd93M;MJLnj<lBd#)qzaLl>6PG%vbS65NH|B5L8w(;$w^R^M6;V
zbS+G3B2zd_Y)%=daMYl(EIs^*QDYM1h$@S-wlS2uYC>Qc1BaxV`L8=6l`4~3X8GQ-
zv{D@gF&9Wn>qv*I^aV;YBTjHxLDay)7%tcAaHtykVbBN4R!~W#c3jJQW;*InxSMnX
zt=HAwU1gN8KhUM?RJs%4+$+zm54x4cijy=57e-d3A7|LCZk|ws<|FJg^wbQt6ZPa-
z0(<UAMA+CtX|i*TuO7bY3JXKwQWQIa{&SS5pW?co<oxBsR<jxG*!?03vJeV!@_6ss
zrBpvQoETmRd#fOd=+fJ?4<q|JAZm&-6-TqwHC9+;FqU0RSnz$&Glckw5XvyaR4BKd
ziW17@U;DNZTFmDyTk&PwGP%Nhbk|m<WBpbPerHIx`b=nlu`QD0ld@xDen{TWb6b<Q
zHk<n>JUM#EBOU(S_efRu?rmf!&+UCr08q6azU{%uum0L`O1Z38pLOq+K@9Wv+NP@8
zx8{!>vUW7b*6xc&Q(pX4Xr3V~D{W<*zch_#xt55QAi4UBZn<rkAH1`v0tXteIJ+q*
zxu@+DKdCGcbG|aFe8u;6-K$V){<+gfO4@NsuNm=gE4hS?Wy|5EtnKsARBsUYt+;U|
z?N6QsOX12?liB>$q-y=E-z>^YuIN2|Rf~daovJXXJ{2tSF7VkitqUp9;)c76m<i+5
zbn-j@+~4><PUy4H2bFEX^e5)1y>iw(6X=;1kEyijBw=y(rF>%CPERJ^wGDUePzT@2
za-~vXOG7WNY<-NQLv+=@t}{*9m58SRrY|5^a@MiqhT~?i622RexA4ta_L<+w(Y2=<
zVGfs$eST@VFx->M0KP3LXLgY+TPhp4`hJ;`o-49J?{d2nGuS+q-Q1U(TDz))#&;!t
z0&aKG)-gxlt2+&T$NhPbtMkE2_=Q)ShvVm6_>I3$4!%p=rH*fiU*zk<*=rn^#sizK
z)gA)V3<s8Dwg5x0+FFV@Wr(9YKogkt1SlogBhaezH9N?uwtt3}zM)B!8!$UtdnWKn
zbJ^IP(QDiqD`TgUa%t*m9sJ9~4$y-8sv{M_DNvOlD1fqH!7v3h!1F_@-U+eS!)Z-N
zX7o43N?FQ%BAoUHFoZ=8@zuG>2LtbuiIk5oPkB3=)kMZX@a_F|GrqcO=2W-6u{(Xm
zUd*>s&~YK2EQ|41Y9C@r35I^5m;_DO*#}<}4d>+7JY2H-R&Gurm8e=V{2>omS-K@o
zj{MjmuWs=aqcsA%;-`tek~XXHbB#)_l=p){d)dVJf`10*XHva*rrf)ThuP-{7ujw?
z?m-gOG{Fgd6IX*QD{adSJ*RVzT>6bplAe&gLrIWYpmo;nG-=|v7k9M2J2fw4U8WHO
zh#^0R?zr~dycJn{=Q}_)N?+Dkr`txUrBwMOiv9FRJ@u{rW29|Qdto0X5xxS&0PVzG
zS`NKPbe$Vt;eo-c<%?HY|I7~HCnhmYdLzd<E?&40WA8%((k<*uR%{t&V@+&H#fgG!
zo`c@smO;wLI<qSGOGDxSh)0N>X3l|2F&AE-GZj$kh(^D~^Pk(4y9K!`-UBK~y1Q!U
z_u@aY{0HVEb+1z>d!&Z8?^&2_g=<K)quZPD1<^`RueMib(#ksXJbPt;U(I{cPh3O_
zxs7wB>zna`%sN3?OCpbZeBOXj;|QH_C$f1|`fyr?jZb`)*VWP~eHm*eq`~#)StyiE
z=+8iV;YK^7>x7z90`ANoOp|5VETXZhAMD#v8N;Tf#K9i#HlG3MK%(p@FuBua$-2Mg
zWTpo;8{my$47hfTC3@Ss?P5PQ7dsG*vIjeOuVtj+eO4z{Xa+>6n)<=G1yZN{-|v&R
zo8|$!38-3rPex8plHPqBan^6S9IfaZ77+<Ql$Z#r*YK(D-Idh~EnY$rhS)o4PcBeF
zSD}FpU`^+hvj9y2Gu@CVI)FCy(Jfp3{ivzZvoUZ1G7WLX5LJ;muiKc$7m;t5zeCd@
zWiJ~|q%Z>t-cuHfR}Rko3SH{H2^YD+d~-0LG;nw;FUqOymftDfj9zbYR-AZ!oWHPC
z`TIn~vB~;|z>sPW=1$5!MRAD1#&|25Zxv!1Gn-isQdk}RrbjuNwn5nJ_;`@BPn7p_
zOYJs;uP`~;@0wNz&bRHIagMHGq5+xJJ~Cegya}w&0a`?23EDf6{SKfkF|OysD908>
z-swJSzroV`PPb%LPI~RRwxWt=c$7gDqc>G6liX1H#M#E4=7udk$9Z06%7{czM#P#7
zP9RWUtf)!<ylXh%*c!^(R8M|lE(DYdTCD8PXTsS4d*AD}u2bLak5DzuCm{*YyXad(
zAN{rFsGz_hp?PBM%6!*=+@jy_u+L4M?0#asUjxncn+v?aF+`tsi<yas=F}JF^i6!6
z``cnlgx3eCct^5wpB$>UckT#s)ke#lMKiALd%fAo^T%<usw_>3`T>=~5349e4$c3I
z-~4NG`0zH5M0b5!Op4?_1&?&1fYFAVRCYOQq9&o?JwK19ZuNiYZ0f|w7QO;}=X|#d
z7kyT19Fu+^^v*5oUQOhtk(z9lUs7SYf_tq+*|Oh2bqLLe`y!4XT@L*wJt2<$?i2iX
zoFlMJlR-aXAu?PSm%8RG#_?9R@zk<z^9rqFKW+Ry3P^vF7J8SPN9$Q7mjuMuN?$eK
z%U#(QNz-xfj`92Xttm7-_l(?Kpy4~3cbh3E&w#6NQ~i+i?Gj&w4fH+FvqAIft%v94
z3Dy0K(#!<c!TqYieTi|g%3>L@9fCgX^PcE)<WouHp$0V|3)xr|hT!GbLRe%mUj-%A
zI`0Rb;M%>VC-FYza_=s_p&D0PLS60J9UreZMk1fsP!s7MyfKQEank2&HLJa@JYVuP
zQG8@ks_;SnGd?z+J#4!WCD43+9?GjstZE(Fru_aS2Abn~Wk=C)o9AqDRpr?^?@Dgm
z1_}iSeE_#@9#>^&-;5NOnHT2~Exq{fFn*SN3_Gc6g0KE%JxNR%$akEkcnh(P8#I~^
z<Op6c0b~Jmer7!8C};0sm!S*mnulMJ*kPk4KeW_g&l#cnw^o)nK4o9>x?-e-Ngg$?
zV_QQ4kD&p}$hEt2H%hpyQg9Sb^Tz6V%R!ba-kn$0R?rlxy*N|`KiPU4BT3@ee&swd
z;4+EtynFR3or>Iz<)L>t_wEVIHb^i@fgdxJ(5Jy?bgif+wQ2HSr`#MOTyYb~={=RG
zfZ`}O;yj|s>K=k-@kduX)d!9HUU4J}{g|gfHgHDJFn<Qrd?<$u4Wye1-Q0g==$26R
zj<51*p8c*z0-`T$kd@0TpL~Ac<uR{(J%YlKSm%X)@+^m?X8i#C?pNrZ*Q%j!?|zgs
zcTd<e$>ZmW#33ffpYN9ZOOnz(El4G`lak)<P2EP*=li_xZ4P=kmXD(u9zrS92YrVE
z4VB@FyXFcVIFdWTfH2v+kLz<EPc=ZF^rspX*H?ay_63~b(y^ws@98)G^SwMVvkVuZ
z+usGqIP6%m0RASfhS6`N5OD6t(VBWh8sod;zb|{EECzA%&c@fr7hQcwNh1@pTjM=P
z59=sn-GAX}_tBeNTuYz}uL<biz(7Zr14PzK1v!yDpF-$n*Xh3>zo58nv$nfO9$ru&
zNE;eHhs@%b`$Nt+b_cz_3<~{CEvJ&S1LRPT`ouR?*8HI-f)()`&Dn$6g~|X|V5osh
zF)#*X7PSip4Oa_*b)7M!92b1|BlvqYeNa2jEddZfs*;vMzUND;EdUNhn%kD5@oRdi
zBfTkikLGZ`l|2}E(L>DSefM{*$pDK}8+-dD;0J3A<UA7rn>w8tatO$Q5$X{Plz^51
z3<JdGMr@%`{>!q@Fn9(i*fC-{SKi1~=xqO5kPm%C?Q*OLcst?KsjH>M8-K8-dd17I
z&Rb@RH(k`EPz~PPu@Y;6yjy_P0I*(mBW-3<;psGqphL9~q7OepRWMg68Yh0JG)Zi$
zQzJ&w)fXEdJO?>EcLd}1#f`Lj9u>O?s4P5l#&Or2mvRi&C|ijs-oO9I`h)}!IAxDe
zDJBgyFYtY~$&=|=%((38Carnttm`G>!y{OU+-DS|_b#WE2vSvpM&@y%T%F-YN1qHB
z;2<YJeGdXg1x3J(${d&>_S(ur7Ecs!C16d>Ea&HCi=zwDtlf~s2rtNXS&d@`9#HnM
zqO#ne)vd2DbXsg~uw$>A{vMof;I(Bf_|ZcN)n?g+nXdtj1n6N_Bzoom_{x-n>n)CX
zcJ%|fK|W}lR0NExQ$%b-MF+Tph|UAq@x<4pDvZ*kXJ4ITx<2D6?yC17+z^<kR`c(z
zIz3r;xM!&Cy0!rtTm|nsLid36>v|QOIqwEqx1Kxzz@4tiLYlN^T53o{ME{o<_Vkh-
zt1aMR)v^Ml(E7lKt|oBb$5^efaH6aYa%TV4Q{}P!QSGol`X3kjK(w+P2kWh(yAxFq
zU%hO_P@yLWziu!Rn~`%rO3d{=GwZ;cCvWx#SAAYye1hpUBartLM#krqd7jfn84vmt
z68|@YcfflGRys2`MNN*0sBZcKd`%n}Rn-6^B>=$nfibA|S~Nrktbg_cZROIIyTil7
zPdlE4z1f`(-<IL@EJDeZ_I?eG454vM4%#@+bm7et0lL5?PswEgkHf8|OQeJx^q)5i
z5!$z*b1Td5y0usf=#>f?i9^;FkUIhBkm8fR(t{0ajk;P68Jv%TKId7$AS&-mDDvH-
z2QkUH;9pI=O~x%PjaBODT>-U9CsR(3wpDQ3)!BQQ!Nk2<iw4d*Df9}h(;vl$mhCu$
z%e!>IywVierp}iyUA%qx7(qlE+A`Fr)@XSH*S-JW<KEjXvEXz&qqt4@iO0YMJT5*S
zOQ$RK{t`V6WUeKP$=A!YctCUXnpmZWhxh)gO>d`9dQGl%5qNb0>hCuTBu)UXl-OT3
zGGk!N_u_*NOu+RO3)81qD0YFETw*O?yGd^b_Go->E5}v<s8|$Udqh9PBCW|VOcLwl
z6{jG~JiIm*9a(rX4kur_#3LcoBbl-KA>wnmTAytkyg420rtH`TZ3^^OAaOGMgu_Hb
z-KHc52ezeMQ+Fq_+%A^uNP)bG%V<8N5<L8efq1!Y7^7y1N|4e=eo|2@#5f;5*WxJ-
z+j}D<qRH%m#RTpY8xA}@{r5zHvmMPjqN{M=Wofzxbt2JIfjpZa$MLk;3hOqLhjd2@
z)B!3pzBd(+ueH8VaP<IPEo)dbnb59Q6AQ{(@<5?FO?&y#Q+lJ0`T(o^>L1Te|2-)w
zmxi`P$STsTX=lW_zaEXUzuyfk;tipmrjR-4Y`m!xs4T`0DZ_YsQmY1deYXWab0hLq
z52l-QCZ*xGi?G0Wg_K}4u>87hhKCgNob;N8Zz@IHf_IgY0TmoQ89uiOyrQ%qb2#9%
zf(4dnOF%I{0Bn)OfKeIfw1OZkZ^4RQMby(S#0XuI?fA$(U-;mY{2Hr)yJ1xCU4&Ft
z@L8A97D=yFLbZ13P=d*yJ5R?KC555~PW<@?TGB9MIJBlCflJiN7z}Qiz=7`KYUUFV
zZ8KBg^LcqlaO3i;`WfU@K;bhd6aW>O_kfYf8hk#_J5;{Fk+$&TBM^*DY$wkE#M1OG
zWuwTN29=^LRg%kuYT#j;iG5vJkJt^5+CxH%+egKktM=7Nr;_di3{^-d<0iJOJm~e`
z9Sp!hS*;bTA8EDCe<BXG!c;=rJGaXEoNjvCU3t)#>#q7N2?WD(?-i~mbE#=2>)-iz
zI)Y45F=F#a?hD;VeK!H|IQV(c`bGat9+l6}%N{9mP^%6u50wM)ZkPf$m?r@*z&znI
zG&$c!xhs_7W~nBV+Dw3aGzWF?G-rwX$xJz!mDCf#)^FKCI^_hEvt7$ucbFc(fo4Jj
z=GE5zD+c&oX!Hu^o`Ox}EaYh}i#{<NK?`fQvQ({IB|m<OY6SEJW)_xcfswbdeNNZB
z!<nTB4$+6N=$O?5y8x@=PkE<}$&tVB;KY0xGISBQYJv5GiX%9=27vb+v3?DhvG#yc
zd3C_vhCV%wqWI2`DaOIN2)BgNhCgSMt%|xa-<*o>!T$5lcZTx?%8(l2*}3o(3R^n^
zkUh-^9F#Tdbop}U*RS0R-8tT!;)4#LlQ?u9-rf_@0Sh@F)V!6~npn=4z=A|7Te<*y
zYQ5AF?PBlUX(qUGZ*G!DnC@J`+zC*y6C8Qh_O;-gW>tpae$K|fF&G29@M$;j#?pm)
zI_lnDS1vWHQa!`?yS^F^=>Q4ovd+N0Cf-a8)_>2>BofN{P>s%2GI*eIHU#nR=*Qd>
zD@sO+*N)*Obl?vIs;knLVxAyaeoE!oK|z~JriTBYnH@^JXKVoO1@Q$Szk|v<E2syM
zd&DtafZG7^vj+vTMCk3QbuAYU{d2|fJvBL<l%ZssqZ$$(u5VZmm<(FyFR%Dy!^=x4
zJCJrk&_&9H#ZQL|npG+T_kQnIMuE`rW+120<hv9^?7*Kq+<nE+w5@e+E$fIYi#lIZ
z;tp!pEj%<H;vwBVdR^q*GfY}{-0N^rW+o1rx-kj`d?Rv_QWY>(!JbeBW{Pnc7Jn|~
zgTgZJty>j_?Z>i6?S!x1`0w@zg$Ej?EH@Vh6uh@5q}NyvBawQ)2(>hQ!q2EUtw^pb
zZa|rO0`m*-Y!{BLRUUkK`)lU(zf_pm7Kd_+Mlt^#mzD8)-1op*xA7uiUtR>P0V%`%
z{W+*izJCdyBq_9Q8I%q=@W>gPZ(uQM`0kvS#NHyH5ox%3{G83K6w|<+;(p<^=e823
zjG9g{Kx^Y#nz57B7BGbC0|AQ{u(9G36|HJ9TPm+#l>t2rECGaH{4M)Pft?9TuNP8X
zl}54lnX7p_P9x23YqZNJHM%8dBUN7%#3?!eh@=p;1e{fWzV^zOgw{R^5)%lv{f%D0
z;9L04#>)WLv#p&`R51wKbc6c7rAq2SR(bt3&ZdDNDrJ`T$R#Ko{%PlD4swEO2ZX3O
zKK9X3fp_ldQsbT;w1?-O0=Ow6Cfiy`U-R1So5#KKh1{*G&4dcaV|=Rse;AzFp#^;{
z4nSJo^k+j0>Deg`lyf;2pr4lgK4`L)2Ur>dOo**ezOwJYPbK?gsthwsb1MC(H_02T
z(6aesu@T-p@cxHA(a&*PkDR`ruEm<8$}%>g(B#%mL=tGvU<u5~t-@-1Bk8|PG+y0m
zUbBFJ24H}AxByJ)>H!HP4|Jg7law@tmU%@RTXBK_!o(*A24_d?<St#c6x=C|A`WYF
z?YON@J|O!i7!i?fLk3QAQpd2zKD1@|kXsfa!EQd1kr$~$Jaz~h*L_W_P1q?(^r*rD
z_N6=8RQmztRe7mZk&wL7%s!o=D4$xN#w>4CF7r=W<Ki&E4=gh_nH-z~)wsyi9JGgU
zRQ4KtG?Vbg*@c(`NKVMPTKQ>rfrI0h*&Z}zw+slLSObgcSxxV7K)_QF?+|bt;O$8~
zBe689f(TebXZ9&|5?lAtLt=U(JFhT}v<d_mCy@IDhO{w>Q?+SyQ%^cOj^@6&YE%J!
z5Bp$&wF?K$oSy+HERzMOfTCU`P%Ca%_+#=`50}xCB!Dn3roDIFSpDghqfoGYzR(~a
zB#Y;pPT)`llJ;fZ(8<ZWN7d)FaPVddH+T>$91}wWE`049n6`bb3^hUa59nmyjU!i{
z03cFxdP<1VdA~{9URs{h@bF46*V;`t>0uDt9xNRY-UL5ADx&Hd-VM-j04|pOj1{hX
z+8xoXv1F7h5k3Vi<ZA)ovR>1lLXNxPz9vHMo?yP1fZ1482G#>;En{rg4TC=bE{DAU
zF5VwNu?-uqunZFFd)pliM@-f{Y{L7TwK)<mp0q3_auujFK6cgAK|^P0Ur3;N-1422
zT~N;l<ig>4dFR_88wP(5N)4%Uz%t|8An&i%>qW`!B=ydcfxS~nwa1YHe2++__h8$Z
zfTcjhU@uTUOL?_{bSbf({B?BuQqafB;@A<%zFc3H^zEPh^_py##g)pos8wClx(#Tx
zLOKg6nD+yoWll>xaEIy#Y%E~#jRb}WLA*cKQ3+7_oZ#X0AN*khIU=&78K$sXK05RY
zwgIJ(^0qoWAj|n5nS>V4@m+do<^?@E@AK54H(&26=xw9-M({+Cu%!KpV55jNV22W?
z())5$#+A_b!6vbDLXW|+EA`gtYf*sx%ufWYajD@U4#xjTY3{V|L>^G~(J4-TsvIb@
z@bTekiat_s3n;6-+Nd{Y39|!*8m>sp{rO;Y#-;BOO`uALe;(To6IaB|g=mKFM!t=W
zg$O?NTDyu=LJ8UDn%Z3MPpV|bS@TeqNy-UT^vVbpxE88_{tW%m*Ol%fufQHG?-lY@
zyDZ7u4|8VX1h+t6n^&vv>~pG}@R-K6y7+sVS;T*U3jkP;AT2A_8cuKWVK3}5BX1`k
z3cUKetubT<6oM9VFD7uPN%@tb3MIBEwNs}~k$^*xS+WY1{tN!`N>gAKvWjSabWhfP
zI_apuW6PfR)jgz@+}e-4g>j1gqVEEgbP$!DX1ZpL#apyuTbhomEEBUdRoHDF!=+pg
zUJhuYz~8ql5c|m$u+6ZL5Ch;F3B`xwAn_vtzMU;2jUvMXWB}^Ws;SbW;XNT?d)j;d
z)c6?%tBHDFE@b7FA?&#3=`WXSZUt0<T{Qh0|78J^hAVCC0C^gjDV;$fl?A1+UIvb(
zrQh<Y^l64|w4PdDB~K>F7txu1!Mbc7bzHi8=%;}1rczlP%xij>eIxBE8>lBabmz$t
zNAXV<d0hc3v}NH#6qYji9H6I$Jzy_s1xRLg$!MKr6sGYLPTo(Ek9D-vaf<qwF20Xf
z!>KRi^odZbnXMg1<1Spr{e;ymFxxI7{1QE@a);>(DX_%@;K>%m`@Z!mc~tF;*EPO2
zGt@m<lidu%Pth!O(mlbn8$LPI=li5`%Hn!-TWqo)=Dttd8#LlnA5Q*TPfY2Ke?r;{
zO3u=n0^LFdah0%w5pa50C<sh~FLT(Jq5G&>zxYY?j_Zz~nyOY~SIKk3qy6l{GEYdF
zmaPQ`+!qW+DtxJt{0G01;$p9_K-wHQkww^=g0{j3TNZA$T`?jF8A*KAjFc2TtJql!
zxYBIohZU%U->W*_=FQKLUeA)f05n<XlLPV>{lK#j{IuV6wsg3{66_*^<Inot__vw(
zIs<$EyFG}r3;T7eT#DxbNYva~rT`r1=D=(<_j~NMmR&B8><Gz+x1V_BPzU#C`IO+r
zN^@)xyV6Tvi_r=4!cKsYPa9sQmmu*i!JH=h4)j6bYb^`FL)S2dmNx6eZ@($Kz`7q+
ziH|kVX+uZ>A_slo_vtQdiP)OQeNaRXVYsiE<)`5^DXeF;Rgx=##k@^8zyflRceCH1
zeG_*Clcg>PQ~?R<vEJZ-J?N-ZUOV^+cJ}BU8gFuR?dPjf3RV&%i+rtH>mZ)a@?##G
zm`s<)@{9J?zqDASs5K@BDit`PCyToPw!{ZZnU;e8hpo2`i}H)wM#n%D6pIoBYzYCC
z5|A+H9y$h4x;uxoknZkoP?{MA5Cx=VfI(sarDH&eA%-~n!Qc13=R4Q=Q!jmH=UQvu
zYpwgn;V_`E-`Y8cSrCN3w}Y>x8LgRG%<>)yRra4UNlNsY1@(j_{f`$Nl45?gpi`3X
z_T))HwGn=n6S0jCN!x3~Kv1a~NN0eUX*lsOzZj#~A5furLE<m$o&UA2+GXJG8@Cvx
zoK@QIxde&Xe<6>$KaAEZ4;>`_p?GjtS)|%FBE!^Wy2?c91Gm-YyNMpTBR`c#aI6V-
zFaWa*N`IxsStZ)zR0EIA3&m+koALf+Ta*moe*J4x*=#=bl6_UkUnRp7)HY@di|I`1
zu8m}sl|3mkvL`2Z&0a&+P|Li2sthNJ{cO8-@cQtcnTW|&Zv~lTPeyR=Vz`W8BDS#y
z`@64!2X~xI_^4+2Z3<{F4?r44UcXSwWoTzmb}Bdqw2jNhY|#oplg#x^79ftp+>=jG
z2A1cNWZIr>A#Qbi?SYhp<ih9A-ZWQfzRg;Kv}vVSMp5Iuh9R5(Qcv5a%iVIe00+rs
z-bl~%MT7K?fBiC+%7&YP_tWg(WZ^;&L3J%Wo(qve(A0By4`e<ra{^H-feH8QtJFY_
zTp6-H2?<R;wfcJwxpw%+5=c;nux{NScPi%|f+ORdcuxext#e#1pNJrmGeLd6$Bjh)
z?Y!FiW^+f!iVr{?1h9|OxcfRgS26qUJ3x>N;B)qcet`aaXU7nMrCW3L%c}rk-ZDZ6
zCqvBmb&EsNp-Y8?|Kr7fmGn~M9sernP0CeBU$V9?K^;b2hsW7@Wtx-O0JKsatFiH3
zc5ra$HAwdB(9HNQeSt|xP3&;T==gW&kG@hId>-)?*_lreg_w|5r-sC2kpiCax3kt=
zN63_4^M|xHyB?PG&#2D=59y0rSYweT)$~K?AFRmNu*zd&ZnWMh-wp$y)!s?Kr8@_b
z+JJ>v9Qyu8&PkLKpwb_&J)F<9;VUu9o?-z;8k8xtBingSE8lwy3c}f}_K%vna^@G|
zsc)|ej=YqwG+;|_KfY-8R3Si)6#*dOjZ#Q5q}Nyu3K}+syAvM0fU0r<Plg7x|IhzJ
zK1}9jgqA_rw%B_WO@0JRBw={;(0ggBCvs0)GAAca@R{{+nXq_;$H}OL@a{Z5^6cz_
zD{73e&_UB_VSAXAoV-mr2<nPUKoP42U<2ue$Y9C=)V2hu?Ue!j3!r;|<XYyRB)>Z+
z-t(uen@{#!!q(m|p1lHFFZn+gKh4OoIi<S^@~bTQIFiL&De%~<Ei4B_IA(&JJoo#Q
z=}aCkyk=v^p&Q&(Cs_EQ-^~C(GUrc^F3#Eoz~ttH<3=sqQb>C`lBn0=vHo2edPzf1
z1@IVJTG0gJ^CJ6yzM_C;EPI7HtmWGWJo)CrjF{JQ{-#Z4q)2k?%Ck94bZxS&{Byy$
zO9k~;US|)Y)kP*f*OwfZ6b<qV2dzSUz3)XIcX$<;`u79ktOdX#ssV>bL3Hm&huclS
z&E^9hvh@4zd!VM;0;uPLI`g+Rc9UgI2LwAB?FX<|Egyc=k*3KM?<Ex)a7g-!m1=e{
z8-w(A>-Ikr-8nD?@LjgzE{l`*cs4=vJ<1?A)TwLjGh{?=4Epyc@|Z1wtE~zc+pEm`
zZ$Yuz(vQry1Mhu6Q0iftT`RAW90F)^zF#Xiq2`g^i!ZQ{+vkB#f}8?h*;UO7a_v9<
zGk?!$sMp30u6}pqx~p7ym#kO5$ur+h{?B78K50vlpG~5{CC8EH5bHxB_dkXQKykqJ
zG3aUC2NDUzfILPaRY)DEU)A%-9RQ}c`SJK@r-z?TWJvz}%>4r3HVe99D66ZX%s+}|
zF7k?HFnXs~T8D%=vfqU9u-<rxa<TgWY>t5s4bMzbgP3EEP5yD5q?RNbcteYJ0hp8m
zKp{S`sDA_ml_2!2v%7l`7`9?SYOMh2`2l89O;C-jDH#cS_w!UVt;Mj<n*3n(>+H?&
zehkfJ@KC#Ju6q>0-?LG^EnJ%-cP>LE^@)omd`$Cl$LvVzMBC{yCwuu{Dd#PS9BNO%
z!urXoE*7feOb(%EE-;V;<0w%;)y(kF&=0E31<yeZp!=l?#0R!~kG6ed5xlTi<Idll
z5VkeBNAO+B!(Fh9-S?ksS~jqq(6k)QPLVyE@y9_D+QzF)9Cr~*21-8KoqrDvA(R0|
z!<pl)2ogG=>Q)65WI}|4fD(}zY6Fmq=NbaKaCDvENqqxA@Xi2;BjLzvO3NuPZYX`H
zts2*}07-bro>4?oU!v!%O<Y9$pFSS}Szj;x#_;3p(EGE&Uv{kT?E!Yhwt5hC-X3f{
zq3q9muyhf6aX<uwTMLQaG&I^RT$`pneeflrHOH4ZgGg(^cxpe0TFkk%hSw})$}#$<
z{1V@2lc>{E8tB6rp5&4juRqBEcTN{#!3PxTv&Lb)Nqk)$^pLRL7LYsmP-G5c|K1%d
zyxCR`$|QzahP6QzSlsHDllKuz&M5+QCo`T`StMlS1v)ftjaYR$q^R)l8eYk(Zkk~d
zK88KnrK{K@LHjHCm15vUUI59)K!B&F*Z@UFkRGW5>8F#a_ATdv!pa6;pC~vDbu)sv
z&ubZ<bax57Eo8S1waIfN(szeRX{uCrPb<?W)AvAb^b6!hd$>ZEh8p(SOF)~EWkl7h
z8aMB`VC=P{%zxoefo!07Z<@&1xeue~H~Bd*WG@JEIM5YBkpIT(x}r4%UhI#9PTqKV
zC}NVRVXNd6S319+ZA4<{N5#l2%iWW^hHU71RGqteKi){@1ofRl?^6bbRpa3O3yPve
z8?k8XY4UI{<s$sYHs~-Y^PS4(uiOWf(1j4m?ib|&NGzJ(^Kf^*7_^Ge>}~>cwZ;hN
z199d*YO5puEf8z?L)BjjL8XYcD<@eyx;H6t`Aa}w2N<r-^533-9mFX-rbfN9BVw-M
z7LyC*1t>_!uskCP1UU8Q?Es6GGbHwgm<8<NT9HcUZgd;Z&n!V$%KhPK#^OJ7DhTi+
z7Gt@yle@!<k{8v2R(r0h3-ilbBntl5i6&H{Dro8~*)Ag!FD>?T389pBgXvI{E$EjE
zG%vL;9q|w7p^9!xaCtn}JMNzgI?4A#4p3mOF;clA<2S!2G#1h5eh_a5&Ji%9%zmQ<
z?O$D)F|eSkOf-f51cn`)Dtnf&H#QeO^JV$#aWj<p@$pdSd1#4Wuz8&O{X2y>1MHP0
z=pGT-BETp2Mr2A|Ue33fAb%W}#|g>>J!mg$fCa@2_JXLgzQHU{Ah0Jl&1?tsmi#N`
zP@}&U2V;L}TPEe^^TYrue)a^#&v<WmUxmm5(FEHj2u$;Q+~*ijop9XKm%@kkdSM(>
zoT*8QAKrgpqpy6}2bpKsX-P_8F8J}D%cV=W(&Q^wu0VZEX7qj_`U;Ica~3PyvCQif
z+f+<=k-rVc=scQ@=iECY;K|+9)c4x|8hA?k!!oaWuBoeti<5me%w~J7+cnCuj4CTb
ztsV|lyVVwGDJNyz3X)d6l)F74vygc&C;rH3Rl)S$rHAjjyA|e09%&?F0JQQ1Aio>W
zVb%ogN?qZlH6i3vFY?TF%<Uswg!y=+mbX#y9jrWCXc-q_^qBE+2K~>K$C65)j61GW
z14=hYXQrj4#d%0wvrsCWS;%=I0#dHE3q7TrxgwI3Ip3r^Z+X#LSNGJ|kRbYgPgk@?
zs9P-?>hw;EHcOoihP{mVo1mYd$U?2gYvnw2nyrU&IT12^XWdUrDt)Ksv&zcL&tC?H
z0tYgMeBeqI`wfDw2R`4!eZQlNr}oqK_q{}RhuCwCN6Dhtr9LdJX~sS?HT!LcjZ7sH
zG7OR4DlpMud^T+0xgE9P<5B(F62qVD=8dK0#E8Ai&{muU6*?kM0q!8HsECu}#^gYn
zAUV-4y@K;Qj@EvTi(|1!UL(AZCaI%qtiW{kd!_H|K8wvzl5}j}<5M)^h0a!LrP3yz
zPLFcB-%Cm(>|AQ+8}m91@Hy;PKS-zRaUSef#4P!wL;LQBz41_|**FkV>k0}B1DL(1
z*R@m1uLHu(78C7ob)zE5>cc;5xB3pxo0>^mH98(Il|rrLYDm9#`{P*WCwO7*L5FuT
z7i;aznAP2}+!SNA@}ok!Nn0tKmW&piZ;2%6^1@=Cn_DoeU4~?Bf!6>_7q4!=2)Z|h
z0a<ndNI+DZ_dkdH6lg0sz$-NOrzN8_$ivOFYj1yjv$fC1L~V?te5%WsukC+XPAg_`
zDX7v{5te&}<!a`=zx|_0UgMVBqdwB-hO#<|)~5M#ljCNz^G~)Od5mDA`r+%Q7Ber|
zO5h_vZw(Z4y_YhqY6j8|rRhKwco2j;Hl>f27J={nLC)fp0ZHC$XP=Ha<;1@-oRf>z
zBdDCxDSEc`m?Ey^`h26!o2<)^Og0)|vbo4?OJ@K6uc#WiYsMdtdxw44Fps;!xa$H0
z2a6w!CS%9Rd>ZgiP6k{Yi*<qcVc)-dw~*>K(GL{VV&mfSAV&n`W-4p}jd1a6?|j8n
zpY3loHo9J)6G5<0ppq?#)5)Xh@6RUF_C8zSAk)=3G<{VQHELriWu@Hp^YN}PbBvGl
z5WfO<igIywD3`h`+3vxw?bby4_{m{*(QX&ym$*|VdjgybJ15k24*{KK<DK>R(EiLY
zHx4oO#_m1;sN;W4XZBhzCD6g)UK{wYbY>Lq96EY>s$aWIG&5wAt*@__qzeiPLgGzj
zK!-vK_<CiqSEaAz?@1@6rrO}oC=a4Hu2c)Orafo5ay_RBf&I3pO?!*qH$USky2V>x
z?Sjeul)gps{SsA-)-a)ze8A<72)a8>*b(nemT0kV)_k3%-qkB{>v($%Zx~gH%ZDH>
zZ5>+UyBmQR(E=c}XYUV0RJI}f^6KQVJ3B$CL-771@7Y*^Hj|F9uMD-;>BZi5lX*-1
zsAnUX<~Tcqz*}J|O|PEOBJ&+@Ft6FcBF#QcuWrw~`KCGq8@4Y?>B^F8+@$!}rC0r=
zc=n_w5udMX!90(+dcV~@xjOw@KIHfhYLV@CzsZecow=4xCU07BnTE#1Bq;5>ysrRp
zZE~&p3#>D_J4Nqcw=1@jyC57}Vj8lF`J@eo@P!kOz2%1f`lkYE3(GYPDstH_P;7E1
zWmX6$YZo?pL)G$reiDXN;`6<!rRj@{i=Ew7Jcdu1fXT|~hTr&s;jyaZU#oq4Id5k_
z_^mMOt*Z0oGw!sAq7lg=eB(+QW3%=mt{`c-rcmC%w8hAa1Vw|e6T!{q{%0;Q6adt&
zv#*ca73KA-u?5C{X#uw;lIJ#W?NDteS{{kwcQ%Vi<%|BXbd8=5h?nhAG+%zoBdJLc
zDhgQ{ukiRSDI&L9r*E>c2YvM98Gn_F&@*hyX|O<L6le-s9j(uHZ2=rtt9A{LtQ&-1
zo_bR6vAehNEw;0xa{k9~aB+?p0$X8iaK|Cj*&X@pwzQ>Km32Bxv$ln5ennOb;r!o~
zaj#P8r*M9=stpDBC-jncV8S$dT#dgR3e|2HUZUT62n5RUUK>3iPKzC_vd9KRaC#sU
zp6R){@JiuWX1io*Q#^yT5O1Rs={z`e*km=vA(RzjRbP62xe;GitCp)jA}Z!rd4=Ih
z3D<?ExNCTaI_q9@YtF)fk32~EdB&WCr2m~`|5Yy_h_u(|dzcM!9F{-}Tc^%G6Xm>^
z)t@b;OY#@5-7rkjPiy=#)L7#rvSs1m_@$yUDw?e{ZN}EEt_;jhJaJ*}QEH?7@HNb)
zMB%S%@}YL#CL<W=&FAN*(#EDwlZ`FwIM2uEm(|VC;G5V0h%P-e(4Nk9X{aoPk#rzA
zoE!4SqCPV=hySz)?EccKik}5I-?+z&H@}#CqP5q$3oMz%=rp$C5nP|R7@qDN;5>hw
zt?bK4)4v~i*2e00CHd16nI>z|1xqm}6J7OCDsB=_U5gQecX3zl$Db9x7hq<ks?Sq6
zE+s`pW?w+6cCMBrO)X>y0L4pLI?>#cclw=WL)w<uKFj3~+_@2FNk6OJVt+E`lvGt9
zy`l3!!weW!WQ~tLpFc2K($OUS##K8@1PGb<60uY=jK21@!jD6l?b$19?8i{C)fI+4
zzgmT<3Kj63CZt=YgddcWi(1LLC8i*$L=wIF<e(^n_4h<9V9Studt{d98)NgY`B)kd
zeX&M1d1EBoA3K(eeZHKz*FHoj$-Un>p472wQQ6P8vholXHdLC46gtQvn5g*`<_ICU
zx9ZyQ`XVYxM{#x}Xs{XMAVEImrl5<F8o;f%RI@ad#9C?wZuTbX3Ql;V@t4@%eRFN@
zKp|-jM_s?`1pmz66T8pX*o;s6TUF)p;lGdQK_96K%QIOnEFZ2Lo#!vhTSg-bn>#XX
z;J@uwUE6<!P)*t6pHe&|h{R<gq_Ey&C!GEoe>ZpgmAn7c;x|jqTV1cQ<JZkBR4JIh
z)whOQ5|_<$5x&K%#eIG?W2&M+=m0sA^_MeOD3zY6`IqH4$pQzjs$$H~;eo}_g(a*@
zx?E=Liffw+nqJkkXpIDgB^l$Oif<~$XC$TMZ*a68A%M$P<qiy<*S$FwYZPo63>PP3
zr9<&;CMY%?MEDA+pfS!{!mC7o7uQ#L4Ns3YAs^)jm0&BERFzymFu}5Gq7j%*RJNPZ
zT54%dD>k!q)s^%r<h-(?^LB#bT5WSdzwM{Njhk*rJhjCt$KmqvoTLCdNQPFq;$%T;
z0Jdc8=9g!l4))~lKe+$p{K}(S^@^K~%Rll&XP_-JSpxs6+)!lIgCm!@tR|TrF4tPK
zBh}GAn4>)?P-uqeGoEy;f4jZ+C*G!v$ii)&RpV0Zz9v6wEK_{HevBG%vXiFro8;Dl
zy(Y4QO00xOhxN%zhJCR@o#;1AyV!U)X>$I(awYIB*mb}l<aevWaeZ?>kRvwUt~U9b
z)UtnY5_0>2P1?;|I{Bsxp)sR+tp%`IX=P>Q$dZ1EL)PY*Lby6uVfPSxuWV$Sz8xJz
zIu7%L2;!*!9x8#^7z7m`>{k<LuF?L+SI!8AHqPe4bLc8nPq=%h_O~ADnN=zG;IMp0
zuC*6!Yj~vC+Mt$)45+-6E18(PK+sM`5F$kw7RK)lVUQoN;nIwG^<zwBMlbywnduRU
z&T1f%Uq|CKrM;QmY6T8%^z4fH5}}GMzqf$=!LXyJYdF10udrnNX)z*SHs|o^r`YYj
z-qG@$ae0!fTEpPVEy>fY0i%PZC9-5Avvc0YLtFv!x@#L|g|oA(#6E5rt0tmZIQSmy
z3B&*vr{s$-%M}i<>unP&v(5kc{oz`AD$VqG?bwC5=U#u3V4Zqe(w~F`J~~y?3BD4-
zT)zGQvC&99iN)Bh<FSo=hbzau2ISx*ipvBHY?ia|*Y$pjWm;a!!c{l;no<G1u3ooV
z;qzv^evT!{?aq4=W7n_H^WEYYYfZRCf#dEK<qBoGnJZXuJSMNOX4Xqn>l+(e-)4qn
zyDElHl`zoc<&#(c?FlYtSZhRJ64lCs?eyvVG@Z8#<eS{vU(L?W3eU^83q+qeQi4a|
zMH>)FJLGHv?UN$VnVPzPTGAgT;4#8=(D2u<_+T@mril6KuLHW?K5n7V32Fod`&lg*
zYrK#^LDAG3gXx%%>o()*x1=l{iK7<mR*AR~Y`59|$ZcrBd_X_OS;LOP#64226@t*n
zX|+(K=;FQc8yzo8E&z7%!|t5R33mngmj&wY3V&n~0#e;-kRlJN>qqfvM{!k-Z^V$$
zX=qjg=lsM9h_M%>b!uFMg`U1VYRJR9@rtcpOynG$@+!1^G1<TcD_>gu+`I5PpW1NU
zcw)NDN3&?C7qga3%E5OXjBp%}2-FXsRTeA5=i6znI#eHdS#S&m7tbWq_4UMQ_%7PI
z<t$uLesn6Es+*p#B|CSyO*)nW_p+xWqHW?vE-L=GP(t}HumC52d=9aOo-Ueb-LFLq
z9%UDK_yzi6uu+7uo4?@6#a`Q^u!hctbm~!;JNVJ-g_gH17R=cSrm}y0zGKnCNqo-;
z4d;YE*gZe}9UlylsjJF1AmH@!`!7t?dRmWK=`=j$v+W-JNUbKz7%$cqgkLC@5=07l
zXWsM9J#l1T>((9Z<KB`k0$sPM7to$<jN#tyd3{mTB!OF7sNF+9>2hPbpz4>f8+zKM
z5orSx?LW5ux9*cmhB9wUGd-OMpgok**(>~Sm8G70Z#{>3tpP*Z#yMJ8&q!qF<WTyo
za#;sWN?1PBs5aVa7gg{cE3BUUxx9NVwn(ODk3`%$;f~mrRNtD#-Z3lZS<()%__2)j
z-@>N7IVrEo5@}fzx8%0rwgyet9b|PfP6CRCp-NSp`R}MZCi8R1@o1fyI$u4!;;WmY
zir2SOBqvvO*m%cl%P%%Bqdce$M?Y~(NDWk|-(~NvHxn(1LWC?%darDSgOs4d?Ofq`
z>Ce>%cwy-C`Ymdn87I$3*d5wuHfklfKUdx~=05oJMQFk-?2hc%JZda$K=Xtey@J)t
zVx21Q{@Y>(I;eqP+S!t^d)Plpxl?bf+Srge4g#`*M9*&Mi|nAPP@K%@u>_qp$4HXT
zT%B2dNo-#UbgxR!4XF83u(PrjNV|Bpm-FZp{MyCla-+s%D09~&NBR-a|EB@oE92xy
zdeke0bg`>f<L~HLMS7;5dr<NxL2~j{9j1oGkD?IW?hJiksc_5&9-ll;$W50H7W?zh
z<hY-MK5(sRVLQJs{rhz>ABU_4+dc|5kGE+2tAuTXtA3NtRx`cyh&1PyiGrefHPhA!
zl>G6S2SZ}*m^G4^obVi}QWF|V1E@b&_K$I<I0*C^^Hdh)M8(*biNrFCzaOfxrIGkB
z!omY=e--;;L1*ZXvq(&T!kZR34?*lsa!$5cT;xUYiRKY-4QZq;O~aH}G+%>UYf+#?
ze*dY0A1yE54zb<r9nx1z%Nt<KV>tNJmvagIF(!-!x;G~IB(xbcgwC_jWC8=vZY@sB
zS}$8K?)Z>u&ONTew4uw%oBfwV;-XK=r(HqG#WyY4u4!{ActpIG2meo;4AlG;i1*s8
zP(4oxWL7BZD%J>bnY0xZ4`N4%orvMaKRuN#OvS-neqF<D%`w}#H&r5@Y?mPN&ku-S
z1Eq#)H@>3ovp$&VX2&E?2e`=n(MgX<yj7aMWXluEe3l-;@Qtl*igVH2vxc8VTD{)6
z<4EQL5;ZoE9#hl%_upQ`fNouJGB^)E`~?apmfe1SF)4%L^JV?zXq-Z%BL!|II3!v}
z?>A=n<P_`Y$XAw#{EA{s!BfS2f#)qbnJjX#loJLUPPyl5r2}gJTan(AU`5{Sj?vgq
z>$dQ{=outImK)FOSy@w1NIZW-eE1rt8Ck;9*1?D}#@p{DM?nvy>!ZAq>BCj1AIA?4
z0xh+Nlr>E7&Na0}fr0sQv3!5g!>@ut=PCc{n}w}L)f}wYx;6A7%gLG}QG7*9D2%<X
zU=KZ~T5YuRtnMnYaR{rqtsDX+Oj+|A^nw`txM%0*mtz+hgN@(m|H%5_qu(TDq3sbA
z99TucnaC%B5%O;QQFJa(lSn8E&3Wg9IZA?E&((e5*0xY~dvVnJ4#H)cy>NW#q5Np&
z^Svz_G=|7wF<}K?liJ7gfM0=`0d7ELe|ZD6Qn4$OOLcl(Nwv_uZx-&PC&f%GENkfA
znfbAyWRYMlvQ+I?tgu-F0(+!vfrd<A02VQ{SpJ~TUuF8YS+2KLPH829*xe*oJto&f
z`acT_Q(g3@xFx`CQ0{3QOte$&q6pgSnNY_bR<H68E%^Hl;cr_xJ9uz5&#>K5V_45j
zJ!jVue{bU6T|1&vJ2bqMbI>mTC3NC};b|T6$?>IZBIZlim}6|=TX}~o7hqyb6F-^g
z5o&3a4?Tj4?jg48scCI$dBSClq@=I4|2NCK!1Wct933|{_d*oPh%`(~1um(bhs(<P
zWmT40Xodc}H!@tdS(~eT)*dl+eb;!eTwLnhgIsl8KVz|ufa|A;A)yps#yjZBH3MX&
zigUNlMfi!d=g-NJEZuqOLL_1AOD25G>R^lo<}*|!8B!$qzCMmcAC>*aIF!MrEXp(7
zu~tAn*2lB|pO=8z)cqZ~c<yW3bvv5{>yPC&(!8_p=G~h+m9wyPJTpoP3b<ytizJ=;
zI~PfjE#z}cpFs4%03{Y>cks`p-vthob-s;TcChTWYxVr6h#MmADo#hPtUT&E0<HMG
zg)4qn^9D2%TqG&U0;Jy_aj4tPO$h9UV-L6fMLvF$;4-tegL0lN+ygh7nP2#;G0L2s
z<=)smyWACClIu&F!dCGkBDvq~f0ixM{adGNx$>=I>0$4i@7qTSC2AHcTX0V@%9BvM
zLIW9<>!i(LrqT2$3p~}u3pnqC{S;2m-@JP@nli5<p@{{U8<Yp#dQJ#uN)+_a!4#j=
zuq*Fx>AlYBY+k%MOK^R5oUaW7R28iGa2}`42_;=U0wa=Fjlk|h^*nE-nv$Dl$v#yK
zd8+wYcWbiZIR}7z2G#VMXU4_L9vm*&+NIs>@$CJ#&i0@Lz~9kwlY7j0!9C7JnEmNX
zw{4rHH7=Rrd(yieL<0MToHO&gXerqB9ANwRC~A8P?yKfDZryN0PFP`=WDZv@gNgY;
z!Y7@X*%l*v+kLtSf-aID?j`?j-}Zew?;h3H9K(s%usW9waD<H8Z-SUkvwOg3f>h?C
zRMbC;SzAWtVv6_w1wHp~Se}S^ag>TyXS*hdBmDfXj2{^TEZ!uXH0f#MrkgQ?h+h_p
zx1=cJ28sBq%GyRjv9vCq^_B+8HUtsV@lay1Ei598Wz($>3=2jLBG(uma#fzKU)*DQ
z1Yu7BmDqxZyZE5bt79%`>AzI0r^%XC0GL~-PUtKnw%E|P3t?0+g}gH_K>Ra}i%i9S
z)6LN%wH%W?903a!!?V^il2!Ep-QqA*@bDm0)5zDYqpZ#vN5?t%st#K8FDRsZe)%V0
z3Hi`ksGVzW$gw_bxYBN=6f`0VXrUr8QaqcBcEWl#s`hO6ZmIdydY8piv^O$Q->PO@
zSz|t7UtpU?mf(6?+;H&8(TPI*B{x#7TkfpE&cBa<dp6r8Tq(f8(_Xfxf1Cfg0MY!8
z)Sm|^<BIIpmOGUKuuhpa^WT}y%Wst4o6%}u);SAZk=u=I7iH0Ld&fRjy!o~fHS7H=
z7jrFEvQo>42Xy?ZxqmM0A~ce!RvF#Uw+9wZr0Arw$Er11-ql1pWEh8jkdhhp=8{ma
z9ji~o)<wdXe0;ahgDIWWg3i$Ip2Xys)MPt+8J(ugSM>ewmvKt56%_1pQfhHJ`g72v
z>Q<Qt7U}HDrywuE7xBTznp^Po^|8C4n6a~C{dmXx{D3WDC9h$Y9*UO(uU>L4%e;@u
z<i^1a93n;iwe@fcC$l#v#2ru`^7#hTXQ4%2<-FiEfuGnd<|R1%bE5wSG_`dtImYaM
zaFNOu>xEUgL0CkE(&*zZd>%MKJl*t&+W7?d<BC(u4XIA~gNtX}kblVmr2OwZUy1-r
zOjQf)oq~4#*pN@1FXj6WPi8dTw&LN9i1V_s%W@Zx(5>k7H|2Y+mJ3gC8PnU;Ms0jN
z8N}A+yju*%l&yNJO34V*?fkdg4${tK&4mp@-r4Jv6%x9GLH)qa3e6jPC}yucRHK;V
zBx_!yq@se?epp@H3_fK8USqUu7mnnE$}DO(Dsuk{$hMEuwLnM6olYfW;EDU63`<-|
zVMfLcfOU6wy*QC#ZGye5V1VvB_5<%vlM7C(5e&Eq+P?sX)tinvq1@}d0rDUA%OSKy
zdYTM}h1Aw&ee5pjh(b}}um2uYCr|qK54Z!YEH))&1>Fx*{Ik9pS~f;lQper3u@VLk
zenqK5Qx0F^8F4`;MI+!x!F#^5lT9n`_7C2Ln+ReQ8e<j6yLGuf@0h6k55vjq{D)3+
z@({lr3UE6$xDovawCV^EJ`?WELq5*pavaE!%j@eou~)}!DkM&%WV&t@u|6F<q>qYB
z&F4dhpIH@LaV;L)(r`oW(p&uU{b$;5+yF^tNl#DI;ZD0)5lBcf@L9&JNs*o4785hz
zR+^j=x`<%ZP@kmbOL5Y7?T!w+J5u}hc@FW#J|3vp$-gxJC^Qrf9=&#AC4R1pO*!wF
zSBX{axi(J!KA+KY`=L$<lwk+e-a`--)u&HyT$*4kdnOytIE<=(u-*quTpaE7b^?U^
zt<=;PPx$ftD2)U!p5`)uTJY*I5Cf@ol?}PYG?VNrosILGkWgW=8n`G*pMZQ2X1$XG
z1zKdF-khTl3hITCEN%}F0$6Jx=J`sw+P^Et<9w!}XiuE&*ztmw@bUq7Mk_9=j3iGH
z_-V|7JomGJw6?{+*h=~4W%{j%`1pLl6o>!?LV!2waJEV1nRs%&ZIi|wX10o&f^6#@
z#m=XulT_i6I*3(p9a-~Hyah!q#yc<CE30Ok9e^D>T5^d!gZX6(C|bRp#99-e)5d*v
zt1UWC(+;y02V`4wfB>TOP;olqgFdK63dT2?bkTyWK|zZKTFjHzFW4-`zhU3&V3|~1
z=DK#z!SYfp5_e?K>8Qufy{Gnztd=L~yz<hc=#H2C(M|1SCIJqAOY?>}ESwxsF38@c
z)SzYMeeCrUd|X>34%9SfQPt}z2=Z&^5K#4`o2PkqzQBP^3gj{Vf07#N($XI_(~?8_
zPYS!O4n`}97K(cBEyU^C{_X5I<I~rDA)xB7pYZpc_OvY~7wj8s6iv;BnWk{%?2r%P
zqThP?aROr&4c{N7yD#W-INez^&(%h~wcJEq6a6o;*S=*`)r{GmC<c<~#Zz!?Es(CZ
z;E|c0o>q@k-}Frvn3<VdY@*aakH%M*m+IRv3R&s-Bm-iPN3WNQWZOA%4A=Ck&)wN?
zgt8Ef7+o{V-$4gBf;w`*XS;!Xur6drZ%@f!aY2!6cD}H4GayIUOl~OYyTwUMz0S-3
z@;CoGZ}#=NckXPugCNT{1$Mm}M~eZqbwMc^Amz3^4>$n_YwZk{i9bIZsiR$O$}doy
z92o9$v$FcK=V{u53E;N9*{&^!^F|+BdXoj~tbz@My|ozieei;hL(0+g7?U*0xp+oe
za1q{ic`^7hmcWzqk-iu5_4aXRLp+~2&V2L%a#*jGV$Ma-PH56UAnTNMwN2AcukRmf
z%u^NNE1yl%Uph<9FN=-`;7R$0nH`{qg~Dxpy}JaVsMR7xUu}}m;cA@I;NlI$K^X7f
zi>{<*p~Yf!&a3oM&3@?Y#V}Zf(0+%K9pJDfyZ8>|DIiGlfA3^G2sKD4`1Zn8`No|m
z(iio|$35=5&pz2E=n!&sTIuLd`SA>us;CbW-j7i^oKzb8A6#>BK3-4>e7IQ~xbhus
zN!PN8r23H|W?X3_gGP8<_ROpdM>~3qDS!lgD0_k}<geDi5|;!Y-s8i3$EO`AS$y3V
zrH49iGk!zg7@4PZwOo6I^!V^60(8V?o~o2^JG7)Z`gEF1ju5a1Tm*Z>DnQk(+*nk>
zW7L2&EuHrRA93+11^296^lDYSAe0(YW(OFgm~2;PKiX-0B<pssjbUl+{6dzT!k+AB
zYL-*Vt~!Gu>a)_wk&Ol~i;>>1DHFfdirArWUSHXrZ6kr#^<9iZ%mx&O#{e4+s8z1=
zEeF|70J8oQCMKKv1X;zN3R|fUWXowj3aM_6l{`6o24JGBsM8tNWaQ*DiHc3;!v6iL
zMI$<>Id3=8)V;+n;g!44V!=`_pUn14zuxs7*W^38WI5^Ob9*Qx)Oo_)I^~`Tt?}*m
z5;CP++iu}7wLd52gKH~$7c8oo?`-W>qA`o)7QIIv4iFoGUl0Ior|usmqZOnEDoe*6
zUCu-;pCmU8PSXmV@VXYxn$U6%W>SEbYFnsCm5ND~J2PXk<)LTkk%&Inki+VPulPWN
zX##>OQ{(|*W{Y1vKu9;{$)_>2U_T$)`u8n1Z*kR?yr}=wpD^N9krvrP$mWV(@!6}2
zx1VUC<|g4@l-rFRZgM1?{U|h^E71OZY4V-;U4+sDF5Gq*|1)v=lWA0prZSUIUJb(i
z9IWBS;|DL9mNXrz=|KAD^!?HbXFMJJr3pIKdz`B+rVS23e&RA9sPnS+mHi-^)`TBw
zELKug4?7Q})=T~rNKX2Eq`v;UZvs{@6+~-zt4{OQ-=3T=EYcJeV*#~tSC4MY(&`OD
zz?i)(I0Gz5HzKWx@tD<oYx}$9xeZ1kr}I$)a%ftxSA~)no6#sbwq|Fo-QC@k^(b=)
z#$<CtE?Zm7@uWbo(v%xC67%6mXYWSC{9<pVNz)*Ti!O8Y$1qT3s9G`fF1P`6wp!?=
z7jb_oHx?C6sur7-EtksS*Q_7gn2gd;{147)2gv^pU{U91E6%_=rm{yeIM|*tOY@D+
zoz?z_ttRB1gXzQXvdeQ?wbFJlNSsUDUMQZ3wXAVjBh86gY&$C6gysdF7$;ap(!BJh
z>F(E$ZX5g@XXpPd9Z0$2vh?5?oRsOaddW|`zsE>OWH}@)^CSHt>JdEmjZ;GO%}_?R
zTxQmRN6_-HQ-DJl-tfpN+HqrLYn?$Y7z@f5Qjx3R_088PUIgz0A<iXn6q4Fdr{Qf#
zKaWP~XWp6HAdJ5~(f<;_m~dOyYhe(*f$}40kqieKslBVc;)@TaBzkCQfB!ION|Cqd
zF?LJNl7sEXJhH^m<I|(Q?24%>kYo<hosL1w9gca(1U~V9ahpfHb$uzEvD8F3G><RK
z#l?)=%+PlKS?812lT@X5s+nhii#>Z|>o>c$)k8X+7NP81rwI&k@5g)ELtP!>$jHS@
z&`|urP#Uba%Ch%-w)8bgk%yc#S5~H;OQuQ0>max!>L@c|ezjy|WQE7z`e{iy<gMIi
zcG50FsBLf3r<kgp6><m;DYyaRRnhOXoP#Ju6U1m)jZ>e;=uKgxs!Je@-+AU14nj(|
z>#xtta+E~zdWBHa*ws2!uDq6KTMdTFqQq~2y>{=9VhZ51I`Gj%4*JnjxH{GpXzTKp
zXNXHVD-_Cz`EH*T_oFk^sU#(Yna%BhL!+bjhIi#E+mk`t{FTTyym|S3sK@CvkZ<&(
z!#wtWyX>0(?g`>&QC?+V?L6-u@kLI=8*VHBfH^H&+4-?PM^L(B{o5Ota226YPuWuj
z_O;QpvXh}vR)4L)hi-@i=(@r9aL%}A((%U-Ghaq-wQHIY(<u90F8f-MU{{#m#YC3`
zG{3V_zCl&$;-*<Ci2$Ex#Qy^&pOWSwYuNb+8qN%WiD<&BC6K&@d1*aG!X&-&>i`$c
zR_}kq1e<DK+&nGW<yZgEZI=Unu)69!DRz&LU_jdk(W=GBf#b`aQ2EQRy3ssSDm9JM
zGEcRPUYA#Qu;YMC`IpPacX~w4#zz33?2o2X+~j@EKrEzIRX+WYTZ+Lq+L^cGUueA#
z6ji6*TldF{;Aja0S(1_6pi@}q0n@~sZ7s_Zun&F!Sz>$etx+6^0TqXmW1n!CWI8fg
z?3lr&>+qsJ;ta^QF{!<~U{d1E03?k0%z|5~E@GwgbQY(aPoIuu9?1&z98(WD(Hws3
z>+``zeHu;VZW(o3cF7&*+WaB9(Mr9f^-IS=-6eZ)Tui>JDfyV7kT(5tqd0f~;0Y0J
z7u3csapP@*xK7xATn)vK5WAw!hQt+e3CQ5rSUvq$YPUOyd|**v0pP&IWU_I%S`8ek
zE!SvgZTvc%y`k&85f1nK;#rUx3DOEsto_N^Zh;CgU&mT<s=s;6`^Tg3m698BFB*#z
zOnD8ybNW0$u&#CV_6#iZ0LS-MXi&X)G&a@O2i)rF2Kk@|<lbj4T|#+M8ww@Fl`@KI
zmokcJWw@Ez;rwIdn~0^)&z_6^;PXJe%&zwThAaJ)z|HFXo|7vx>hpt(>I$e{0U6ZQ
zeJ88O5(0`&wZi)I(3;DE5a4j@>)tK1Z`42(lT907@XzL(9;*5#R&@$dncd9$;EXpT
zhWNKMQRdOB;v5vA)C~JmXw=`kJBE^Z1kj^z(Sxed43B!nYOR{$94lAGRQ|#TC=a0N
zzeyGFty4C5ApdlB<a=+=Fde0vPW$ESB62Rma&IS`Yqv||8XMz}<I93S(54u!w7dl2
zku9Ez@*MVnF7B<hicu?wY+T<GEMj3(W_^m<*<@o>u?t#G;~+8NiBY1_Z~uk$*sdS5
zx+k}xzwr<MEeHFPk_&{MF(PBBoSum7GqMG=v-=yK?g3R!KK<OS;8P^k$Gi?Q*lQxD
zzoTB_u5(h-iE;2PF5C72vc<*r#~zkorp<w1P-ctK2DRwM2&s2xmK!OPW5b<LjtwN&
ztvNWJ3qq{40K`_6*O7kCX@93RKg~7#3dOnD4_<d#`5yd?<W^`<5UP8x3bLGj6d(ey
zrv<O>twW_%?ht|0VdZLeI_gjM75iQmvp=&&vYtJI9^hKCLhlb>Hra@LzxIGqWhiG^
zG`@wxRMeO`wy{pX^GVzBC3p`IuqTu(2Nj5bfr`?x{$Dpy#YzL~4x(<Hu~ex1qvC^y
z;GGK70~ndt-V^F<SK-B_?Qz1)1?&tur{Sq0)F;3W)CR=am}I)JzP=MnmPY{2Q4bGf
zWtks<a@$IUmcOcGV1LRJKK_7<th$?04J~%T$BJ_&!ck+4d9q?h#qtJ_Z~6oDZN=FR
z=I2Xg*}f|mUB6Z|h7@39nSU&xt8<Wx#`{~Vz<M2Qr!8|m$J@LMmk#@`d9D|$>%=;%
z?V5I6N=fzcjZL~}UpxPlyOb1H37*b=6o5`qnF6FEalCua-SmIFRA+w=7QWsiFGk}N
zt%3Br!8uD{l3{uuT$Gfxq!)2d6+6E7n>7&zGiv7-D+J~(0H#;6;u8b6|L9Ec&0S)a
zAiIC0GTM};di;5i%u}X-pezs~ExT4P*yBel9d-r7(*_oFsbbh$cR>KG{Ich#^o2#8
zqmW+N0fv5@P+uC3Aed*CS284cB%r$O`&oX2|1Jl2_ya7D>7iu8Yx!TFU4=Q+8IYKm
z2ARFxyXuE~rs|0gU+&FVg2+2}@L)e2yo1H-RZ#C6{9rZn<|xqvn*b<G$qV9|O>!5F
zcTm#-*dP9v5VUncTOgr3>N({e$Uc}{xXp6(>-y~6tkqJH2tyOA3UFwy`1IK5d|-ui
zbq|VSd8@46d~hu;M>)hkA>CEa&IR*c@hfluu&Jw?%r3?DQ(F)z^-=;Kk>k%T`zkWU
z2<+VxpwiuZ%@c_;T@J2M;o*ON8yS<`A_3iG9>N%uH{>FM(01xh<g1$+pEmZK7*ZT{
zFe7%W0_};@J!D0%@K<>Mu5R#6M~dRE-2eMXqQzBKD5Y%J)LN~N&TKL7BAw+@r$}e_
z=gOnM!a9h1h(8JKVXDTHb0%_fl5*)6;wlCNOTjqos~n@|&OCYXJCiq5H)g?d()Sh5
zGNniT=hrDDSM(RSd4I+U*pv4jcHW1hL{EV9Lr<Xe;WZT<jkMpdZw+P3xNw}+xy_&T
zvz@>ATK0V|t5Q&>1?L$i)G~{ief6Q~%@J@(gkYD^Zb#N(=dyf&W)Eg*d~tT5=5{gY
z=<5#izyb{9nVmg9c#=#(pdQa3kPzr(+c8COmqmSWvzuDkFvEH3?tNyrOUj-K`HJ=D
zTO|pd-!|)mWxSOCvoYb*!`pztFgtpAc?I@CwFPHtifwF=;id~+xiT6N&h1}#haW+)
z`&*B(5~x&(<_0F~1yieJT=W~y#;6J<ox|Nk5z`TRbcMIPg54GbB0b>%Be^o#Af_H2
zf46=Vy!P~dWl|wRTjUM)5BrGmKO0uEteR<bh(N$k#H#tk*|XKfFLh4f&?Me!92egS
z?3zYm;U*Ew+6J&H9C4e?%Eco<NF$;O<iaT^*nNb2#kGlnA_|A{3DfaDw-66IburMT
z?gf0c8SnJdKlk%psFd-lDkJFi)j#X+`|xvsUde3Hd~xcy_%!6!9oWei_Vy9IRyz36
zwEBwDM(xjI>_4k4hgF6jEsoSD)!peBO&a`IlSjC?3O|Zb-9FVqG?3k`^8kSbw9r%v
zZl_XA@M%VSuCvUVq|8H3Y6cLFvP84(A)obM9rior2ZJC++m(K0)z!7!!i$^Oo_W41
zq6fGebx=aS7wMC?x^Mj1v}`OtMb9nHqWQb*7GWAp0>)x*ZcJ_;r<rHxjJMV1(9o<Z
z&!(t8lcF6=4LhkdhEm^LQ72SQ1qN@nxugzOYH!`zPTtDRFURMPiRzbZ7$oHSD(IFI
zI@)O-wiwB7*MU@)N4X4uBI%%aYd*l&_o*r;#zS0IWgEiJo4-<MEwKli0HeM}n^i0{
zG>|ZcG+#A3*ld2^qn0mg9LZBDc2{++cO<KkyRZL`?@^JATy#uYtnTMN{p_?{q@HUM
z@AS3BYJTElZs5-Z6HSiO<r!+g4K+=JOrKt@@L+k?2^&lGZoVm?XMP8~18$$vv7AWf
z9$e5xFINz&X=ve_EeUKho8Nb6gyz$EHitWks~#_YT;HIi%_)->n!H0shcKNAnVFYK
z_KmqWehV}HJV{7)6eC~saUMExvu9f4{RXr?ZDq{a%DPswF#W)e3<YYRq5}0Y()JO1
zH6<1{Ag90w>Q2B_El?ogm(B8w=ghm`q~d^VLy3C-VN&lFH64xqBgs28af3jkaC16J
zEDvv3=;?$EjL#OvlX$|UgAc9j_{K*2#$MG?tA6D`kb|FAd>^7RMJ?YJK0lg;XH*{|
z>zU@5W3bN!Ri&pBmL6S3Vcf1N`0kukK+St0hDDwMuO|_v-6S9Z;(}tQL&5(w%H=1G
zCH42R20v+bgz>c_w#o+AxUp|Ja*`WAzfI4K4PvhK4dp#3#}=37a7#)r=gZcc)!l*M
zd}Ucso|kV3>IiJb)O;!=D2M&VgwWLC9KYxgFu&G)kp*l<QMHJR1fv3?T56i^uI1mb
zuVp+jvC03pC3Y?@_jI^_n!GFclPvaoAh0cj7Vp+l3!A(#x5j4-J6Y5kpZKlpKMm%D
zV-Um&Oz*<_Blz!=+tcfgITut3oa_@+SxNJSLpZl1NHFCz&`oM)tB^1tYUx(FZMbil
z!>gWuHX8OzK4^&XJtHCB9siR{zyqM|%9#>U?<}=yPg{)vqj8n?{t_@g0RM1gigtd2
zDDU}MFl=V4wl>Gd+o1b~%T`tOa;8M3LYIWS^AARNQ<KhnQU!mHhBD6Ky+r#6-AMOj
zbV5?TkC(AY;c^c#u3>~KqKuv+cg2+@I_|*%F$^=b$m+ttR?TutLVcq{40<2>L(V&d
zWq5U<Gbg)@c>6#%CVZpH>N8^Mw|qiK%7AwukP_9ZOnS7}Wm3ww6cv|L?b8%1A%y&A
zrmH_3n`w|ET?FT-bW2(n7shE|HnNYeGmHtVu5Yz$Yma|jn7Ct#ZB>$^6Se4beW+c4
zQ}YZj+CpmlOir|&T!#xwk8VC^dl&u*jOPi`tLU_%A<iGUCAB@8MORx^*n6Q!=;&$b
zks^a{<?bkAy*+_%s@qu#D9ch%o`b-C-LXcaYruBNfLFWaKf66p0j1GON{ybUfWa0R
z0lS?hv9-Mp%JeK<KVx!PKv|Lnxr`gP3rlqJ-O_{62|z>26fpJ-%P>3Bau*Ebdf;!l
z=5yUb4te&HnNoYT&WD1d4;8>O35luw*a?`riM+eN6Aln|k&-@(`ryJ%(NwcbEkS<8
zOwAw^QyHLMDtfDGLFyAtpw#BK8Fh^>c`8>m%=?Kia1~r9^5N=*Bmy?IG8gF+-P>dk
zB>GC@#ghJFyg-f{O6~})rL&(I^DAu@GF>s$*RuTrQpTTR<{~*gfk&`Zt*xl+>u+1c
z?l6kH$x_crz9+YZk}V|3)t<QyYvv$J?)DrqMb35B?3uROS`{4>AyzZ=JzdLU5tcRg
z__9h}<jM(fB|f85e{N}jDnUPAX*v;3n>04gqwdB_3)-7(7LgbQQt+T>1h5E$b>)aZ
z(9?Z~3Alla(eVT<Ze|)sn7Xm}E0{@C!fxQa#rOpx_16~pen!eSStiwB5E<R-h17W<
z*IQLnjSklySm~L}$X;B{n8clG-)h-j-ojpFbbeKwgi|Ad`ZZSGJI!x=ZoYzd`4e6D
zGpa1#Fx|nUJH6!<KVT-UK?*CitoCirP|{B2JQ#;Pc(;rDm!v$!0ElJTE8z`&-p3C{
zpqet2=@(Vdhj!W9_hq)gK!8Z|mu~ro*K)!QMr8+vS1T)|=WP^0B$ga+M?=P|+w=46
zg;kx&&O0{OSxWt`A`nXs@fd=(g=V#ZpuViwjOd(J)aHg95jW+9{%)9DoO_o1NCB8W
zKLhY!qX^MWDaiS{NaU8Zk6>;nsCNRjZrY$kc{~>R)hLJYzRWrN0VvH7XOsBwexWnW
zrIhopa?-sAii7X&%8WYkes$?SjFHC(m<3m-4%8);EvIG3jSZ>f{)uQ7UUL!pse3e^
z6FRVRV=<2<cVBP&k?{Q3m|M7vO<Bd;oO@cGYDlmUU>Me*Ow$t?C#>tNwSAhefO)oi
zpwcC5vvrGD_3ZY8QLd~Q`!Fb_!+IO^rEGrpi}U>Rn>Go(=*KrSVH{#QkD`3cIqv#>
zH0{tcv}{F96Qn~6yfN&c<>SO%UOh{vTukmtv_@Fv+Z=KnI=n-at8{04qKH3ADC|@I
zSUcYzGpKcI$_&`yC{dD40FkM(lKbn6w=PHTdr~~~YYy*t`{2(#>kov#Wrh+!&6LmI
zydA7HQLqwDNU|t>VfiM9aXS|kCezW~pFk#DTB=Ua;t=<A$@eT`U}APRx}qz$wCjiH
z@!5u3jL=(beali`zGxRex1Y{C?@{=d44%)p(xUK-3UdSUhUGUO2Kl)?<!Mif(lVc^
zzo4Ekdv`uH-o`1nFF;O^=<EyNUjg|DhP1V{v=cC|3{UxYwrlv8wOf`Yvw>12utk9`
zw`KP@<kHR_hRxHpQ%B?o?|H#ow~Hc*Xw6V=sH*ZXBB4ZE_2Uog`2F;%S4B*B_~iNv
z9xn46j1r?U-kRE$$WZWiJP%KDE`vNggbPVDGm7}4shDdi>D4JH`|;k%LTf43M-qEp
zKRcfFONu~e#4kLta6Oe#t-2<^%sji0V_WMPR$}ZTI;^9!XP_4RQ5RDu%P?Bn_`y}~
zlP!75C+R}GAyOD6rz41?ieh#&pjMxIWU<&z)WFmufS8aAd=_=MA_!Kb;la-_ZrGEN
z{!Qxx(*13^Y+X-&c<9fwf}LTz*n~{DYZ4wnfT8sF`Ics(HQ9f_{&bMSU9oQ2tH-M<
z{P1Uf;BTWK#mq^UJBaeWpE>&6z1UEe2cJ$BCJHi>1)Y?M^#mnIxuke$-<@Ymj?vW2
zx|<1alXDXLWXr2#MHwHIrrj|?QyPLplJWb75%mee+j?D>2e;c%OpKR{#K2=QtYTVo
zvGS&C|JmETaE3=X{i^_)yQpCGZGk(!23K%`6T<mI4PpvL7>OL^hI8&djl6EE71ipY
z6a##z%etxrU7YC6hxBK=)jTRiYe&vB-Y89eO=mqy1n?iIdfzyY1O;TH7eD8Z4imbe
zYvV`prnw-Xs)|=3T@<03C*R-Tu~B8zP6hg+3bZRt8J@a-f(RH|zkS=Wt5VLBzZ`sV
z&c>;_2W8`+LdCB3*~y=G?p?;hmQn6K@8jKj`~Lmu<*1tKQk%)o=N0s#a?S-`tv&!4
z&7rbRjp)8fa<z;6$ALe#=NJY*hrPc2mD;`~n_#hFD%|iw=kI%_J0cYW-tujiE&7jE
zN=+G&Mcx6w;PMK-M5sN-jEz-na^_<5&g9WyzVK?@R}|<@vjPNYia>2=07!PlMnz?5
zl<I(1dLMXCQtr{EanQT9JfFm8#XcjWq^MZq)7IYJwRpIOcG>Ie(=8oyP<fR^(h{5Z
zx+$-B$J;YBCiZphi(5I%O%X{5wO{RbBOd<Oe&p!d-HrhOj<$BrWa&h9$Vx+W*rR1@
z16*TRti&irMcs;XKvggzs?Z_W)pGR%2IPcP_2hFrc?-+HOEabRj)Db9QVIKfK9ytD
z<jQR}&BprDQdE4&>+RtF6}CY^I?Y|EE9$u0>tD7oPn<r!Mn5Ds^3l@G2M^@kCOq<)
zJr{0rJk&7<WB{oB^)85TWVx|V?5Lre{A6SGk=Fm_G3HN8MAOQpBbF~yUx+UwH4Hve
zfx+Y>22OMJ5WCfFN-c?bhQ~opbaYy3F?akuZQbY{b1MS&3u3v@)H-K5A!J1lC}oGn
zz6Vlf9yTIFNm)mGA)yRdzGq4oEwjIWidaYfe)~4J4MQMQ#Dk>N$TMte6Dqu;FP7iO
z&Q4`0m-uz%h6RE6@9Oo!u4Uid1f6_K`x||lKtv-}f`M5dRRVh~nflAlpd5F<Y4wwB
zd;3eRk*wGjraxr1!&iXPCt<1XJ&2W!a%fNWE?J!VMFIEtpJp((61;aeMTDY$O&7bg
zdsf8MjV&wffzDeZ<uZJD;@{UC8=KoHV|7VTsp72g6P=W|x;eAyV*`Y60{daYC{s@F
z?OfuE+ycvWavy{LSFasdeYQ(&xutYGl7+Gc&zXc>t9(pNO_!#=yfqQM^d~jvtHs{y
zOeFpjX^+oETG_d9vx9Fn!`wcBcfYcdD(EE4p510i1IMFTGxX*@7dCm=O{3gYLQHuc
zKp<@>Z`5>j>k_f=+FgnuhT~e_Quq6fo~nyk`8fd^GQe3AKK$&$yN{ybdxwt}XKAr@
zjJcs=()F&HQs4$Wp;TRzGhfD)mMs#8igxFh#5&t_0hXC}G*o(}aJkQB>PQuhtluo`
zpcYxWOnsnc=@1BcytA--l^g%-cV)2OS_4PDf!~#PSdL2T{dPAHKoh}1pXU|=-@I74
zYug>?^AbQ{sWK?5&!mI~YYV&pkyf>f3upXT#;R)bpQG~+>A&JR9V$?geu|u`DsLd$
zYc$SF?`r%#@Y>fK)VrMN(@Tp71)4MLY}pT48Q3q7v@AUeeMw}nvruDbiQn9~n1Q)M
zKvRP^6InWnYJe><IKni^=e;JI;*w9YbG!Uv8X0!?;!l5Nr9x89uAS^!%I$;g=NA3s
zuHsOKgO5a;`8ls`yxSfSB`mRq2qRZRaAHsT0sS55i@QC{aEYd;KYR5SmEz{_!5&<d
zc(#w;yFLDp&1J23cgj^`J8sjYSojKdUZhg*ylcnKai~|REZrO;m+?Odd$CasN^E63
z?~jSEg*s7c%G7_(?>G2_f2a*tZ9W?ok9x}Lg3^2?JkRckfBD`nx$s7`$WndUPTAeg
zbYfivsG5*mzS&vk+nD-ZNAkGu@&9wf$H(>FzjMD|7}~tBrq$$wkqo<D2pX0#n^?KB
zYDtwtYte{27F_*s0A^!<kK)2#1FW<3x~KZ?lBAn5FY7m|Abyj*rywt05u}#EU0+qg
zlk8*g>U01*T1Cu?QdX?wW9THS<3T)y$P^d-rI_U0j|!7Iy0-E*CN&L`*GkDbxXV5p
zph3RmlJwb-v^G$GP*S)NaFGQEcxSUf^X;c^_latt9E?YX!?F5d{vj!C-zSiw3CCA{
zEt}D^x~hn<*V@R36%dfQ7C>-S{`lsDS3##uIaQs*iRs^J|4JrU93DlQin<pvw<om9
zoeP(x6JaMHOv)utjwvy7jarORC`}c)iAsLHCrV4sZ;eI&AL8CRtjYfW14RW<P<ebP
zMFoo%5O8!@pp<lt5`p0uozjXTN+aC}jBXg+2uRC-AvHuKMonVW7(1W&{C?j!=lpff
zb)B<+9M8oA?7lzuJ72;0_)FSYt<y&8zxl7=cI4lTQ27vFp>Q5^Nj4BjYQkGzpO`GS
z2(oV?=rw_0XnKYE)oej_R#G*rw9pRoY}-u3wRmUq`W|a$#$WK?<TauD;PLrZ7p9{B
zs^UrXiWN5Ax!Bzs{$m?`YZW<{t|TB-DNp-q@}O{Mz}H=u*yEuzwW#cQBFU2;)O1#s
zp)9u`kUwhWm=cphL}`;AnS}ReX8M(Tovrr^zr4NUjJ;7!g&^E$O5WO?e8?D(*@i}u
zqb5yO(~m)SeiC5Am%|d1ivpCbZ*sK{(OgL712v`WSFG0F)aC5HuBWt^x`>`<(Rx1S
z4o>Hh&u(RhkE`fjNjvl$a1kIG#EK7Sg5DOm!P<<fP>Kuf5pME5kifUzwJx6(5fya<
z414%od*B}v(oR;hR}d>!Y|Sg;je!ZrKaeeY8saUZo!0jO880iOdAtVv0j|nt7L3ye
z@BcF|HZ!{;Q^~ij?q8_~>d+O3x05_KV}`UlMNaf><KqV#)WN6)DyImAJm~$+lkI33
z1j<ft#Hi7VjFycrl8N1FHa%6)mu&5w<Y!vlE}QQEUt?RCA!X-&Nfjyoxp#~(ZdMA)
zi+o^!nRE~Ssl6k_r|Pk!MKG*MW+qi&68RwI5ViBD>&u%k^fG_;Jdxg=T1me}$nDY!
zu^C)UI*@~me)1C1`o=;H%d|VNWL>~>lECL$z_`a&Z<-tj?<_0Azdq5b3|XhoPpck^
z<suKK*^mjoXiR$c&}pN@OfDYiol5_nmqZE1$6z=28Vqn4fc#=LmwMV7v}zYb5>2Om
zuPkOy&8c9^<G8nncB?li8`ijHGnN~km8rbY+dPM9qfWIB#1r88`*4naxZ7Xi31y!1
zQRVNDR6P!szq4<cFuHo<6}?_f(-o^$RI=;ezBb0}Ffeju+)Xc?1#&59)}lgcKtviQ
zU2Oyv#thz;t)1{y)eEj#)Ar`izqXwXj{xhY=YP<ep)6JfL#%w~B3YIat<!GYg<b%b
zSO_hXCGl;i`@|nCxOx8U(I)l>!yd?I<HTw}*^JS2+&Mr@87Z9W7J4>1w7SP5z&}(V
z=RhZLel?ClE5MX9Zb+&7r&nNlFG0eytybeASXMrVK$nl{lMk#7lehAmP4f3{X_W>c
zvlY-4L)l}|YppNg2`E(}DHies)UhCFT>X9T3g3If)jh<-;H{F~JQe7^9FI-TQ0^M<
z_lvhp2-PMsCqVPrPc4sMA6M;|>NZ^e2}3796v&=x-fnOWU3FDcWPggx!jcMQ#$)v{
zh%j09tblFclL99U)_6O`!r_!zB*veA;5gUy6*2LATB2Ud4kIo=(|Q*$tY6c8fGBEG
zz{wOs0Z`@?K;$7hJ{5=Pab2)O<$^!M9pA8})?ff;!zU~q#}AWy)YTzHrW!m?D}rw(
z<rDa$r&;ehomL%20>E=Yn2N___0YU4fPMdUNkIW(H(**k<I?{J@;KYH|Je?``~Y2U
zvf-=WDCkz#;{oWmtq&-~K8KA}<guMi-7eSymfXOTz`a_lifehmYl)2W(^FYF@eH&e
zXI@!`X0}uI=Y{h1l?p<3`bGew321a2Saa)Ob`@uQ!%s;5RB^K>__<dLl#zEyOI;;i
zM`%4hW7B*5;zLO=axP#_rp2z}1>@xBgpuCU!>MR~0i^IFq%I>85P~VBjr(-~LC-u0
zfMf9OW1VqlV}`xG;mOP=?vsdMb~RUg!<tq86o(ImOD<uop%J;UGNNN)kN>=XY40!-
zFo<xIdy5F~EvJ^<(rNf;<xa!^sOr?>n;X@<>gw(t*uz(^@<vdBh4PuJ)QXy)EteK?
z0JLkoUMPjp4S|+p{pW6dL@)QPp9_5$-+VjOC1}s=3OE9bjX7h4byCw9%3OE6+08o~
z{%vaep6`GuSO^>Ae4?4Iy2B#Q(#5^7NtfaD?_5H2>noL_qI2Xq*NwDuOu$p>c=Kdd
zo`z~y&)}n7*D_G@$-0&^R47DnO+3(y7KXn35rVGs@FJs50HO(?6pwzF_FiU?ouPTB
zCF1P5l&iAyvx?B$Gq8;y_Xd84YUN(E-n~@0cyJ4WOwN6ps;E52ZG2xW@YYfbZ<9y!
zj;T7BKp`#IJ8y%N&IfF1^6pY71&gX4)yv;X2xB~QlMO;%uJN+I$6qh(HLIk>drdFQ
zjMGqMoIC@DakHmU!&A4U_@!jNpvX;<My?}4^sy;Pxbfpy`uJuZ$eM12#emb|PdmpC
zqx&auD<0YMcAwt+@Sra7&;+r_`pw$lx^uJjr@l{Q_sPeLXg6+Au<^fXDSt<^L9MoT
zILx4?<57ScSz(}w7{KNI6GVWHscGWrBW)=>JHA;EFc<m(T6txa=v82-<{|v~!05ut
zmiUrQPxvFh_2l_L-A{_oV(PKZD{um=rOy9Xyq3YQo(KnV12*AjUaoJOm^7M7xMdzR
zHytnQd#DIOC@dDcL(SfS%}IHX7F$`L)!sQ5qYgKe^s?S%(I+0d{H+64PJ5=mzq3ng
z?|jqSYd#)QTAE#I8m9(V1)(RZXEr;f?SJfyY&NOuo~*$e<h&;n#Yu!MO#Q-<qTVJK
zQwOy;ZPN_`v9M}~(aJ8VIHPEuE+jmfjZl$0)IEAc(q_HpAVgzX{c8Z->$JNlDayrd
z0+k)cW+I-hzkhn|JrJUq(iH-CtQWxF^8S)La0^1zn^+o@ZLE*?dke)?=pVj{bp3km
z!&v8#vMk4MEaD{9UsRd59uhEw)Ujf7T|l9iTKKhKGzIqb;7WB+h|{Z=QUcEUnch|I
zo}7LG0nkwu|AL>%O037aD|_!^YVSjZ^`N4Ly%Im=7WYrU+q`#KX4@}BR&#La+I{_t
z68_%g@9^w}TUoA>(x)HvCJ!O9lVa5qxb*b2b|)STzuiEox($zjK-;+O1!m@#qM5x^
zhPv4Hy4efXH}|G3qf7~dLX(Z@5J6v=>tK9@&KO5(UZIpN#k5K{<`g1Susj2YK|6}H
zxDFL0XBKj&qj?=b9$GKoyc_I{2ar40+X7Sdc68!L<?7n_MvWCeX&xK7eb)NlN+7~x
zJ!OHYgu(dxv7Pl(O|GWVD<!_kd$}vUHU7gj{P~|YSU+EM*BGUKq87OmJdQlQl<G4*
zcz}+fMaCOFowtv{`0_7U9%OZc^O*~5s1_#Y<_!;@mo)4T+cmKjLU+zyK4*1<aQ}gZ
z>s#-1!|v4p`B)MH+#(e~Hj!&uzdAEA?mH|hz^}jO+pJ1~N`QIhU`z{uO1d@Z9(LTr
zwJ~e8a3fc^?^wlv2{loX&ExHkGCgi82$@QsedOa$U;{IiGbgin#*azcdO+%jS+h`w
zZp5xBIffK+RXt9wPD`o`+f<4-%a)7y^SfW)eE2AU@V!;<5U)1FbOmQ>wv%O6y?RJK
z&H*eB2@60)jT&82NBf2#rC~}-SWbo1vgUk{diEdTI!>UIQ?n<?+}CytN&%*{mElZi
z<}~02eIDMPnaBid|1WgmaryJK$cWOI-BLIFDqwo!=dFlRpp>ivVuZkI7mvia@ipuw
z2B_*cLiD$5ZoBNJRItOFN&vxAIie(9Q8jWBu)Wm{h@{`{xLj6bP5o1H(^Keg4&p;f
z*%tw(X>|l_ia_tz>fCP>)M4EAmDqLq>}wUG3VWqa_*L27K^71*<;Kgrs<>udn%}z?
z<0s=&l8{kkqvyVYU#)|yUEaM@5;*<zkz9<T-KP>SeVgg-$Lb;MHHh*ZQhK&NR5_g?
zUQhi~#RzE(0TSZ#>Fuc3&X#*ou3-mu0H){xV2a^q1c({S&0`zBP3+|%0*ST&F!F;H
zEZx1}Pifuk40P4~n-mS}JbU}%O;f5(RXo@+eUGH$Nay}eN&VUjcKU1U%YtyiV|Zt6
zCTse(GiA;zkXbRhs0@4{@_|l4f-z`Meq8hEy<fM3DH_1A-pF!acsk=~|5oHeuqo%d
z$pUtK`vxwv<suUeRqKg>fB;vL<ax?&pAw1?<OswbuD50h4i>e3>m1Lrlx6dm-lAo<
zkqv%PlwCuy_D({-1*mS;+T%-WqWyfJlP%#RV1n9v^^InXwDbk`@pqjcOLl!(#VRYF
z^uFUg_ZtU6V`Ddb7f%s8hyJ4cR&%M*h>=lRuY89-wh~|I3puzX5C7qKl}|^L;xYHv
z-6=~2hSDheBjpu|hjbCVUj5}JXrWRS{B9%`&pF_4q&(4w1NX`bfX#YS#bNeZ;fbQ$
zyq}?*pi<KiQ%~^&o!*Aw2G#@Xt3_Tq1Evf=G@LZ&4u3ChP%s7KHsY}JTTi%)zA;AY
z^WKskpEdb{KYJl6X*asWQ=JW^$#(Q+w5Wy2wLQ>5G}-#l45@E4l|G>t8Y`kL*#aJ&
zQ3DI6h2BLH@1f0vpgyrJ1j-{*b?zte@)P7xNvyk&3x3rpBDJ$MDHD_oP_Q*;ug$9i
zz&Bi5c^@UROp*@*QlU+&dDzRt3ZS<?no)~+{Hkiy??V%EBVNy+xA?05jwsYGt;#B{
ziGn*WiIln!&$bu)aNi4*TFT*}nlb#Pq}m?7vgh~mFBTU{kI53b2PC+By^5<4AH8Sm
zJe1;(I4D!B-Y7W%o8>8@cfJLQuf&%>I^2d*MgXWp%kFvPU)tI$PBlP+1&0mP!fR^9
zGGbzfKvNYK59Y5;7{#RBcU9hXF=oHtfQ8?Wdz9zappuxEQ!+VkBk$t`=t9)#z8a%G
zkyzCCCVYxC@{JJX4rg2~FoP)1<E7MZdDotL$@O*zGaLeFmtnp9jqSl(NJSOO0Ebrp
zX^o$dTb&{Blxh_KBa2yV)bU8SX|(G`A^PH8{SJta+%HPb_J--_Qug|~(t7bV@}C26
ziM^^(UFV`cvDELmHK^6^m{BW$5~dr3sGW$ysX~>v1vIOni-u?4QO3?z(h<vqxl|p9
z)b#AkV>mUf%K4!h@$E#r5e9VcCc29wTgLk=O&_4g_gk+QYdYk2+|3`*)%ta|O^3SZ
z6mKG1&CA?H`|pKSMKYb8j|)IAtVap}-N5k%J5}owa7By_>bJ{aB_8T;yaCY%AzQ8`
zN>7NmOu=vBS9fV~74blPk4oc#F<^I6O5X-KlgxG6ks@DtJDCiAY*Ma=!}5z_rC{ef
zchDEylLXcyt6&vP?D<Pe(iTKx?_?=uFa{dkl*-2`Xz{dd-nXQypo|*11eLVhORP_O
z7J&7AwMbu(tJ=2_(1VJsy*v3F)cHXmg?db6E~@l*79-MpHC&fUH+;d$QP8_{@FBRe
z%!&YlNEjeBxhhRTOMDx`vk}Y07MuQnYrWP2y}>sMl152lxN02wR9|+p`qQx_7FjNF
zZ74Bzr_&9T(Chc%KW}1goiEE+9^eohWu<3SKNDP^NHV)K4F_h8v{X8_kKg=w)nYH1
z=b0RBLJ=Y3$*YR}SsAVZq9oAMz^^(-yB;7Yw=OROa1(K)C=)`wic!8}yON%L+Od=;
ziaoXLA<mFmo-f8mExXx2Zo};6jNFK+yj+3TumzeyDdd>n*Rgy@j}^e3fY8hFim=ZY
z%V5Fp?s<>9ljhS>D=@3RC#m*X-)KrC_56Hgb$D8zn9?;iT4?BlOS{8A0D?rq5_TM(
z?b><e&)@N*Utvss7hWJ-v!~$`>P>1@Qt|i`o2q}!gJ{^;YW%cxR;_-G6E}PwO_<NF
z9)J2dN+Ck@#IWR$ii3OH@wgduN8Z~;jxUD9dl|EHAS&#nl!;>D{f9>JM0EAF0M_X{
z1?6jnt58tW*a?~2J=6-6nz?Rrz(RRkPk!}OD@3fEY8nMY^6_SZw>IE}Z|`&@HTkVy
zY2>-BY9pz^CItmCs(#C^fhYRezA-%5`I)bdS6v|3+@X_7v)9hO&pCOiWqEXDNxk!r
zKEe1QHPvtVlUa_hs`CI4mL57<CZafG;9h@k*9$&1wBdWL<Q5Md)&186x{_Myv%`;S
z_H5QB<3A;4$@|qm9`bK_CRyi6`TYGlITSK~Uk$pW5E+slWm6^S6`JqZGA9jhA8?P{
zNhTuKTb_Cz&GMA~FSgNO(H8)^XmxRO2J%G{xw;ME^^+014o-{eFG_w#T)SbHI*%Rq
zOK>GLXx-K2Ize?t$NWZ{*H*CD%5+8ndvfi=ZhFjR(w@2z>gMJLY<+Wx&6oPz>8yYP
zEwdE@MaTz^=W764>a$uaa(lvwPmsv;??$nwwSqotfmKLY9H)2KC<%>@(DfX-N|Q*~
z$ePbqY+7^Muo%qD;2Hc!If0gnhvQ6WdzAC`7GWh~1EoN$$+yzYlAq65uDy~iP&rMU
zWQZ;COwZt<qAD}Seh!CX!pCOP1%`7-`IzR}YIgL3!{AthxT|K3A~K;kV5|Gim`?87
zCIY#^SJQXl6?}$?cglh^ktL0+EB$Vi`po@x6)E!PsT3Fnz2_en=WlP7@!lI-<5q3*
zJAeB;x|J1K#)y$sNF019+QZ@<9%HZc4v>zed}LH~vqD0zQ)L7^=aan(gcKW4PG$wG
zE-SaJlLV5Yc>$BaE^Q7wZeQjKp`0cS9SZtl1)El1VPP`fOyW(f-;i(l150bAJNY3|
z7f9{kCjF;YqfCirl=$-PtXb;rop`_fkR4@yTxA=&_w1*hGXm#={lvcXGNE!7Si9HE
zL?-=;B-yQcsYT@vt&#<OElNs!h^*_fdiAZ#V7o81M~1CnhvHY3!f0dSyTQCi=eA{N
zyHkI?DTv3vY|Mr~mq5q!ecnG9zJeT(uis0g%N{>^LO0hU1G1%|>*G9ZZAo;!SW$t$
zstJPGq^GBE+-0_841Fz#@H6s4@W&r6k6S-}h>|*2Srg-nUipX)E~gY27F#asA)7FI
z!2DzQ6wVEFHe%Nx{Z1q7@qp}y@>k5b`=HOP`Zi)Z^Rb#)rMjV2m1&u08f9bpXGMxe
zffZ?C>7i~`@2`UsRL32;(h`GzSpE~ulk8V-%ep#kf0CErRsm3wDje-zvzY#b{vjo_
zzaBY5M+dNK;#v(}x~}*HWXZY8{KDOrB&>y(zokB;l(|pxoK86^dwT;_Lt0(S--SuX
z{gUJ2*M)9&Cd%&tEwq-Fip7__lvxPa|3S>1KDjkW0AQ4^qsF((%s{t-TaQ+&A|@rt
z@D~c3P^aWDIGJra@DtML9e`TXf6POmr^=84Jf9~${XHnTmrOv?(HByDQF|+6`JGXA
z*lfdIBLD7N`N)Uujo*yGvACF6H0;2!jHGQg$T=`t3m!GPaCKZ4f0W63+Ji@Af&D}Q
z41xQZi=<Eg<UUwa`E=Y*z>1xJW;+p1$f+Hn$?C1oWj^%o0JWmw#OG}>?!sDTp`R8v
z@6{q?K?U~QH}@+LlmThs4j8FTca80Aatvw$NExhjwsaGGKJShbg)9N)rVbl9mWV<i
zj#MZ;UKx;GY?I!mDo*u!_Tr_$tON$JKz+}ShXFf36gc}?1_t7|uzYq2E7<WBIxwoF
zgzMJJq9<b29i+$kP9F@e31FJ5ij4UUY;rL2PKJoUpbBIER{9Io{Qb$4m0Q?Ic79fN
z)h|(b$kfusO9CgNo9voJeNeXX7jjb@{R$JE+ySIS?{1Y@VG<p^6FE)seV{?xAW)YX
z1M42lr_0<Tvk%_?lVc6Kubi61R9BO_0kj<ci6XtQ`xai(o#5xQ)8~#@HE0P2c;#;y
z;cmK;pMIUAa+CtGH<SWXhaf5o?MiC7bVB$%HC#zG8@>WU+#vK)4F>lx5l1+SM<qWO
zu(P)qQ)B^-hqr4GfbHDm@`!aTU+ZJ#IU@s3Zxf=~EU(G)d!)P8TTB3C4zcQF4>PLL
z=KmDV;;ovsqRBQX&;}(}>MeZLPE%oA^8r9wJtzHWn#1iw*?;d@?P+unUlf^$-;-i*
zxd8%IeS^9-Kyy5u2SBn0UGJEvb<@7logrJ8@6W!;@nNummdbU4Ao4Fzz25%oQlN#;
z?$m{APs_*gAJ0(a9g^bj@Ek7Kq3e0UM-q&EA0GFxqv<<1Yk%<o?3s!-9$(xbXOxNZ
zUdu;=re>JgVQ|D~+yiqk@RKy7An}p6RfjF7m*jt_Ja7oKLnx4>wl@v-R(^iXEOzp?
zRzXQWEWF$|l)4`Sa$kkJThX}zm!Z4+F9Xu|b`d#q>+?nKK0ZDE5d*6!Q`z+>Ss)y!
z1^}wPHwot^lb+}2r#`Rl+8ov^&$(f;V$`Nf_1Xn|h+EmP#pR~-HMmVzm@Hd?d+hAN
zx5(sMYV{qaL-`upD%s{7jG&sOvI6p{JQOUVEMd$>&EN&=lq4XP-2xO1&G@QO6V`jW
zWr-d1_f~lAQcXZD=$+U^IuZgZY#^e#M~)ta=3o44$sO?KnvE;^_;RXH8P``oN+sY{
zX8v}y;wG!>i<kO$)SWN3n@J0RANP6SK6Kyn*EZNS8xdOuL)x)YtMlja*w(|#E5ZXD
zR6jVV73a=y3{2$!Msv}WCWR2-Ffz*!{H$3UDmu|rdO!u=&((Ulsci<TyutU00Yvn-
z@D)s6LE52L7!VY)Tq#R<-HpEXWT&?*yg=(Cgyxj#QgXJW&?HSP_;zTES7sCM(}Jm<
z<3@yt@~T_D#zZ#A|9a-P7<E#b%v%auqjDv*f8<4*{K#{=X3ZiYLK3;0?O#_En^QVr
ztv0rI=bY8Ci6~~hMl8Bqs#eAK{HmUrnljXug-T-)q***gg;3t5rhc+!*Vd9*MgrMr
zOyR?hnbq$BEeSS74JN?;Pw&~aF{%lMpyY66Cik4dDwu5tBhw^a5#q*i(tx6Xc?O_X
zIQ>=Qjj~<HJa)&LlRH^e+xomirX!d*{2&(zr;x7&$)EV=76_*INhYW&GoB+k!#^RE
z1k_<LpHkSSp8HF(7|OUaGDYy_y)S&tmepWiodo13!C1F0xSwrtmIxH{iq=yU$BGuH
z1QBLNnsYu1v{Yt4O<4W*X6uYhI?uhh^~lW{pVPv~)MNyOv^ACD0@1&PwJxm^!1bSf
zsb3o0+|&}!&R#R!>niHbt~`Rm4~_$&I&0=P52zY;6mUOS;N6Y0^3~=-#8=yf)p}Pz
z$F0>R44+a5r^lAJAw-Ug6iM>@eyD0&p(H&ukqw({s$2hIiw25^zBM+bD6XaU^`Kzc
z9Q#<nV~ET6Y_b|(bgA&|SScGah*<OO6f0z0C^@<~Kux}6BDcucqm9djy??h~98vVV
zpeGnIw$A&VnhFa{!2Q6$HJ`zMV$o)HqTyq~<G@rd9<PWh=M-<V=w_hb_~&VmV`XJ7
zVX)sQq41LmMa7^aR-!IjJ7Ca`a$Pc)mCduO>v4R`$~PL3!lUMG3>C}ShZEY&|L_rL
z9%!mZ#Ue3p*9MNdCtENVBJI<hf^E^r-Q5xT@O~~xV2mEuHB>;r?44P=F;)ppgQt<F
ztMcuvo+aHGj-&(2%7Z;)Ac2HR<owbMt?o;*Y4LLiUcKaE3P!vmlTb`BYOoVPd-9?8
z6s%6P8U<_(nDOqb0$z1-Is)iOL|V&AN*;t3NFC2lp$=zdr0+r@e5x*FpU*FDJ`7<9
z_VZ1z`suRQ+{OBIJR-WiZ%@~fJDlF<?Z2djUl>m>+Dm0n5@!cHjsE0VVbPxb^2&Co
zcvq*n)}D%rye1}Rg05Gpq-<FtUsEW*Pfbg8K-6C@TCLvgSz8tHGPiX!%SFr5Cr|?%
zwtFHQC{@Fqg-_g9KfXY9xV?wG`&`CdGgEh>x%RcwtEXkC(EAGKFQwDrEhxIa+Sfx>
zjD)(-XF?Azz0s@zlef_&<b)n9aPx~*vFj2|r)t(vUvzVw8T2^O+bj!<{;)}{pu+PP
zmZ$I5e}H9pdy6<;4J9C<K*$F*#AM;+`-+=@&<&=#G_Upf)xuuqui7=E`3s-8j@=)M
z;m&3juok;=n3z}z2no&dN$5<+Y(C_=*v_lnmAWOT_lfiLN~bP5vV;JsGV(<P`zb8O
zI6cq=^20RkwN-={&tvj;eka#hJ2=xQAi5NnyV%2m!G$J1AI``#41!Z9f*DDxq3X96
zM;zYE9J3`Oxh?BuyVul)FvVG{xHt64xV8`@YSn61pD)x*h?>e8QwEjGPu6YG?eINb
z?_l<HcMT{6i!HK6m$*k(8Jdg19rGKU3vND2;}LPS$yxq%)+@<w^^Fc7lDKMV^0}DK
z{!>8x;!}oX*a;MVXQaw-1z|}Dh{PB&^U%+Dn2YMtG4OKn97aM2Uy<hOxYN<RZ0j9Z
zuo8<2J*y$(;U?_{zm(ge3Ppz65^w%at`tKU{=C@aWMYk>f4BEoFKW`*%0Zz*NexMy
z%|0@Yc)N`>30b!r+;$g(gB9!bd|rEKfGrvbFM~pKD2dOZ;&F&kwtyVh!?z8X%79k@
z!4|XLQWIdKbxV<gKaIHX^0VZX3kI{vFo*A@(=tTr<ZT%WkgZc85V!J-P_#A$rlZ7$
zRVs}Qkk-r^C0(K`T((Unm=_rilpYM{M*wwpcRa$;v~9-|U|WG~TnWy2mQHJ$G@)gu
zB4@uY`XH1an^NfU#9bG#S^YgOzDZHDsUB?thc)SDuHNU7c3UlN-0_S2XT!E=f_H>r
zo0RtbuP!Dt54l9^&HC8%?vCEMb&*BuP<8Y^i(XlC-o!3P-?w;`bpn)rRy*_-e1Z)i
z8BuO|W}Q+?`tAjVy-~S5FX^dxzy!}{Q1!g<$U{0=N6pI25&3@3Z+Jx|6**_TiiCc>
zc>q(JE)0~ca#aN;hO^V-+WtvpS|gb65AtT7h~C>F9UM+&RI_>7pK2*7{&0VY%VZs#
zTR{mmF&tS*bF<fGT0P`p!*bIX#iW`B0L=`W&nhMe1-a&zg1X0dSDl`E5y<M)<b$2w
z<B)2O>XRed`s?mi$SXOK(G$nQZpDHK{cgVRu7K6nI7HP72bXuKNz5Xe4)!MRAH|(n
z-`s=9U6KX*C&M&xCH>aSUCrPR1Yc_~uOED9Yngz(GNC|G0}xU*a!?C|RKn5@ZBTI=
z5=Fp?lGM|8_Jmvymz{${6Gs#}f~nZmUrP*L(LS!Kp{}M8adf@-j6;EBUFtpV(k!t+
zu`%TOD*ROqb?T$P25BF$TBcf8f=cHKsC2sdTo(*?2B=lI1*WX*s0&a0*a2rcmqKI%
z#Ic4+hCPSR-`evbTs%@h-F?n~njvr2gzW&y)Z+yftr<tBMK)?PK2DC8W)kJha(?MF
zB=r8WYA6~~#D}ff&<Ihr<TG)jnkKPZ+ioxW{<b@^`oy=MP+VQN%FOm_Q2E^1UVWas
zoZvq3pHO=IKqo$9VCC;d!-$ueTbVzZuX>fcHnzn0eP+@Pd$Tha7=Lj|tgO0y;e0<a
zIMLMXt7-#zyz0D{)uCb>sQ!V*R-k&*?!4moIt%Ir&}FXQ$XI4je@c(_;IPF&Zc?gc
zz7IfhaJ7Nf%dl-YaEif@h{3B3#{#5)$|Gr;=M9s`8#hlH0G$rda5xm3OM-r5VUZ9s
zsvYZQ+!Uan@9>+BKyUJy&DolZtqtCT?k(SCVY)N6s;7a&7O73*iuh*c`{OoVd1)9G
zz8s-+IS;gk0t~o}e7ovN7{v#7s2l<DG+lT^I;V7I$wnUCf<)bIAdGtf#;*guo}pyQ
zkWI43lpX-zGfoyWN-T!E5K7^zgxR{OB46G_$@<kw&ck^cwVhlQXub6al^m2jtJ;}X
z<r;q>`};(HnpQw&EP97d!L7w8)@VHD)A;w*PxfgyI0f(2i^2WUVyeDjVPx&#5={;8
zNH(BlC$degZNw9PF;;S3dp7cgQ;AZ+fPr2^xUk_W`50b^a&yob1E(0^|AXncWvH(I
z{yj*W?%8?EsEQ(%oNXr{&2u=fjV^U)V7R9r=a6Enjsxd6?{#br*~{~ao4tl^gqm^w
zX#Z6N87N5<SOHqX?uWsG%PMnhuhgM>;mt-U{dt!4D!K!vT%ddc*p#z;IY3h@h8Qk&
zZGAmJQ|r*&1L@7kqvpo_zyOF)QeZnJw&(!mJ(Tn(wG}JaG<$t*AbV|Do!`VKTdSyN
zln%Xa19`E3KY4wE7Xbl04F0E+yf?xF)c)wX?|*5x3)<Q4I#sfpbqd;B&?YqxhaVel
zoEiu!N^btdr)y;iHv56@Kz+r=P+HH!zxpu+EiNZ&vbiWj>8RWszCgoxq=Ci+MSGnt
zJP|^sKed(C{wQFq1*C;Yts&Uv?pn!+aQeiQsfB~5C%Rd8LwS!2F=`pflB{;fP@&|@
zBO&p$DS5oCx}&>tXKc#^Lq1g*^W?@hc`hXIBL)^HBYFajXc*N8#8WeOW-5v@u+P?w
zwFN-%TDL!6Sm3bz3cfgtG{ZV_yexQueM+f(sl#(1FLuV7WC`&~g*yc2hWiTu>~FG{
zKDz^^qqu6*u%795LrGVeKEAJ_ewvwLYc90yGN^)U2%2^f)zx)XuAC7?d`wGFtGB97
zRkAsW?A}Y4OCDu1vBRX>Y6*$Xdn1OrDC=V={Nw`Y#;p$Q5lRsc7atDD=ah_uj9?1=
zlc8+brZ--(w>2(ME&TOH^Hr+h&XlD*lUJ2LJxwAcXt8NUE>F)Jm*ZgI0Tx))S1U_q
zS39Kh5gi3y8&jy>!GRh&WJ2o~bSfCx{J5Y;fM;a)lR368Pg6fqyTLw`KN9%j)<a01
zwh6y<)guz06~}AwiR|?flsG7pJdjlrmeGSea>@6c-ZU9bWJA{7l#*GC)Ou|zM6A0S
z051pdvOKSV(l>(nHsJ^h!-n*KqK6e4aRM1o&X+I850&#4%d1XO#khc02~f)c8HnNo
z;`xyrwb;BSmj^S#<&^%J+`PV^HSKD83stDEuorGvAp1nLh{Sc>Jg1>qzM>F18cgsI
zpK}B<m-oz-KvsD+x)DHr#7$|0`7hbTIp;C4|4a@~v_;pauB`{iE5U;(0+`qHdw67d
zlU-XtCFxyRp)^zuSQlAU?z9*#0gFX)+m8}Lv7OPD6NT9-6o1=rVl}XzoGWf^k2b0l
z%eNkRbsq3J0QHYor2h#yh^kcu1oA?_d34at657!U!z0s8JvcNf!(6w;wOrj4K~+NC
zD0seL1?+ez`=#Pgd5hII^Ytt1W;^XacIykYn_kO5;o-X_t^bF|@<{E?HSMXL$B-Ad
ziXJM%>V4+-Uy{=wYNs{>UI6%W^_i%Z1}3vZf_u0~16UZdWwaRHOas@<F_CT6e?;Ej
zZq>uwX`z%OhS`-Ed`(4U@!Z!MYwDz8fWJW;&}@?nC`$P=%v8UDZs+f$#>PxUNVA@I
z{fgj~b-4^he(yscSD7r(8);BT6coI%mv5IMWi)~kl9e8(ixZr2`d;vogPpDafX;Ds
z_i82Ga>7HYC+G_G`q?7diBc=I^Z2w3fL!9a_vJI$8dQFRyO?g#<f;sGlVQlt7hCj#
z#hL)m7t`cXYUN~B%jh^)rPu!+0$W{+&!h~2vw_}&Fob!zpBx`DHCj;(CiY2Hqo%p;
zh%KjaVIbZE@j7-#Ab?C|tb&(ScfDRK6IE|WhL7m@Wx0`m1LY0XpH+)q`8hvN00O1;
z_-!jaA~v#gC%0^K<J7#7a*a=4&;|KW`jr3dAsQVphrV7f*PO5QIkGC^rmsK4hc0IV
zM)#$7Dx$AsTvV|`9KJe7D!E-Uw|8IkvJXXjVW2mPZ`^nyn<jR{LqIS|%_}nj>duA3
zRVY=CAo1io0%YS}X~~SDA9w$EhV1Nj+?#Or+8wZRp!=#05G3`_T{1s>dyYsvz3pH2
zB-#dP+7Q<w^xvID+I3l36ADVcEBsm^@U1KW?iFkjju`;rCplK=v8x@=XZyVBM=(OK
zjd?tBS;99#M;*_xns0u?Wyj#V#9sNPKz4FV><h#}W%mir|8wiH8J0>r0+jeUDGDnH
zGY}Y?+<dJGw(eWA?w~_amKNl?gnB-8gWm|>Fb1YjzRu6fv<yBlhl)&m1_Mz6;zQ+U
z<`qgc{m%OJ>Xk$Aa#b;SyCjW53SEVgi%9m+`=`>2q+<kRjWaBTCy?3y#LaI=OG`vA
zUBmO}B{Vz@=wDTw%!XYKf?8k7Uh?h#AG;X1%JWfi5fPEmQZspA#q3a^of}TE7F?gI
zK>(0wfo9fwREttHmo<TnS@15@u@mBdutdkV7>uy@D|;9qBiE?wz%?VH8w~yrztgq%
zUuE5i_)h`1n$@RrBmx`%8BHFb7Yo*eGc&pQ0dL>BUgy*Xd2@97ymxF|Y;JABQ$YBf
zp;JwOaLsWbuf+q8A|PJzi9-DX6UI(<3%=mwhstlIFq*cOuhq=NCbGTb8s28Z?6gv0
zB9^Llyf+o4UJ9ve-UN%j(@mOOGsR!U*3`-?o^lJRpyyu1x!uL<!VGCe$Bx_eAk6Mb
zR@Xl5aoLPic`%`f;tIcVc%|<_yH`_kVW;qVKI_y%WR=$17@;>iM08who`Vc9=A&3A
z=Wh>6s{?aseO1*^6d4#0jb%m16#yZ+m%wv`a*6ovCZ(1%s?+knS`y-vZnm+&VerUa
zx5gRKl-EKf|K(8AY<<#J9e89IN^Z~(`5KLC5E2}HD__)9xTs$^2got-r{mOMrf{A)
z+xKd}pL;JGf2|?f2}r3_(#<5SeUrSxP)mn>RlsINhaDX++aQb;h|xGa>*W$KPTp~y
z$mX=l8I!MwTWC?{0V=zqn2j32AN@0~8Q&j1-xR)x5n<qZI$8Ce<U95CsmfR{c?LO1
z+oEmotw(#Oa{EzL)#1X*t8QX&(XZDhUz`YVa>}`XHNKi!u}O%ZUxi}61dLTst~f2X
zjp@3tB*1+b?TzI}z1n=?wmyj(E!B=XnI&m9Q~GTo-N661vWO9P?z%?c1yZ_D{d>mW
zonw^4_iyOD9$v~utyo<q#!oRqy2c4on5S+2*9GkPVC>P{Lj;|VQdcMSlNQrvBQwDn
z<gZa6_b8l>@`i-e<n-=2XscZO96E=$juza`b8Xq*naIx7&O+(rW-+nd03y}$13O+r
z)r1ijVyeZ%c4gDs1t~xU--MBs+i-O*X{r;4DJuXX1$pqI-DZ!#Nm%jW%#sNs)>Mrn
zDd#JXhXym2zS+*x_xk+LyKkff?aqdJ&8|&Uy3GZ$7QjbxCL0fa;h14z!xXPgFQAu4
z=ocM|IdtPweSXg>-PzPG>zj|qjn}i$j7$aJo{T$njxp^2T=^e|A~4nfLV@x?PoD65
ze?iZEF0uAF<+K-=TAQx2+5&+ZEwekWLf#rsATkAiS#yYC3nLUNI(ezA?mwV_cu9zB
z&KKS)U$PW<nS4`2VMAPAmc!%pkd@!zU7qCl_)-AkgBoVb7Xd-T>FDvVzBktV>jf<_
zc&=$CY)i&utkm8c^`<GOmvhOt+y+1MhK6)duTbU|cLb{X)5}w!<u3vWmB1RZ6KhsG
zYZ>-XnY8|>Gv$HC=-mgS^DVyF%OT``UVzn>px4c8-#G%s3YK0}x8HVE8_<e1BX%6x
zlCn&z<U38TR8@iEk}`7uMGr{x2$Dexa(P9oHaaJIQAHBB8>i_rce7N=E|Q?r_8m=a
zdyDBRTfQmb)>xq?|26hes99owTFBohFz_0SWs}N8y!EfJC!01_|2`I^&4nWP^{OCD
zskc4x&k#w~ALm2`2it02(E|6boRdwOEq<gI>N<1B;EcY4^Yq3)Lcj{|^?aut@4pSa
ztEn_jbKOyr$;!wx$J942WChxo1fh7FC~6IzB|x9yr$xJ)Lkq0FURxH}@$4zjo`k;Q
z&Hbc@;B&iV`q$U~D*h?f<NiUONq0N;?!*_UPNsZ9VY}Z-p1N6eLAKGOb~lxm+0F%u
zJP_{32Zr6uru}Rmb1g7BGDow8RRYz4<A-d^1v$1lGV@yIT~^ywdrba)WY1!=g=^r?
z&(F`t4CUqh%*}iJWJ>>%w$>WI5vSU=?7wI$qm^5H^RI9vwy<n=-aYc}*4Ls``X%%K
za0DZZ=nkq_3~X3nPFusFvRZGUU3}uCgik}Z2L>_skx8k{O>VoF(+lSXO7y%MrUo~z
zE-fh68PfF*=tQ24TZAzk^}FKxcxzLQ9HqHCnoS)2HSFV<`(0=7QWzP1%-L?(tE<tR
zPs#@$#kJF&L~`9Kzn8RR9~ExPJ3lyQ3p}}W;Cn~T96`X9O!w&r56n2%-C!-rG_(BC
zh{7&OKns>Yzzw-e$AY#(Hg`%wF&#{(-vTtL4|ZXGjtL@@=cI|O3>TsT_<7}vwBRcD
zV@>_iu7%3*{)M15oOz??qWb=cBkJxq=q1a6tutS|u=s<k><^~euL}Yh!LMrD9;{cx
zfU8!*C2t!AD0Gu-9?l_ePYMkS6Bzy|I~GtDn3xT$J^6-UPdv1ivigShosu)93tc41
zHSyL9B(jM@=YKeg9baT+gfGgbZqEN*pg<w+H=?<p0$#V)&(Bp_Vcab$rj~NF9&9%R
zNVQ)W&H}<-f%waX0aIPuoI{ldIjcQ=7ZTEOlg9^-Y+`&D6Vn?4Y~a?U2c|f&?9)ox
zIzs-lm(%G$Au#{x8k@-mx%q$9KQkV@J&hU4&i=`&EHpg}tQ||wD|&uHA4*w~4sn2)
z6CKNuIVv{pjiM|)-uwhh$9o<liRxhuC16Dw$JuyG=Jr#dnER?LVs$vXUjOhE1Hcqt
zo4&c8ut&^AnhU{ygrqcAniuRE1SZ_f{>s<MUXhEXf=nJ`FUz~V=(r&j0by)f93M6>
z=&sdCaFR4#k^wbd=9yg&+LTP-RfZV?M$#<a{&U9{u1W1znLTq;7#d89neBGF@!ORS
zpB^)=|8@}n>n#?v)jB@^V|>7}EZWVms>o^W@WS}&9iUm~oH<Hh;r(9ZY<RA6c3OT*
zrC~*?vEZQ9J0{g1miT;eALQj-XnJd{1apfJ_5m<o1KdVkq%w1%1bS<MTm53Xgi|KL
z<=b^MAuOpp3OX`(mJ~NWS^w87sYO4R>7;P=JVo2bhGY()Pju${kj1}T6Iz#qg)EGF
zA5g?0&;Z{}pRT3%P{?Y0<qiaAjVdNB`UPalT{LTW6Q|p<7W%h+oL-CZCaSKrqn4W8
z&#dt+I9|VhJI;8_`eN3-@lE5XoV-nngYZIc?8-=PM7{g^3i30L|FM@YYm><yjc=OE
zXNX#}1VB-f*XxB=O7-1#JvqRo;i~{{3#gpY_;->UxCeHPSnj)m3lCM*0DVEqeXLtb
z$~Dt<L|<=ek|BM?kw}CxVw)eI6<@3k_h`fymeAaz47uYgSYy)3-s4s$pC~H6Kipj}
zq@icYdzLD-GSg7wzV_W5g&58IJnKhPQ%kxhSvbyfr`fgOr|N<l5J>}=A-&4@A~Y(g
zn7wV4i7}>R^hjARZuvGryQO5km|-r;9BXukH8(!Rwp3mZ%W7Qm@;`I9VR|=!W$C!v
z`<0I@spasbcVA*n3EdO6rc@Wf<e6d+sQHQ#q*!2wjXg||2g6^Lhy8FC*Z+_xy8(&P
z0#2={9+{R_vXt&`n(lvG_ctS>ZZQ;c{;Gt=knCQ{%D8-GzA}(g6!=p)vU0C15xisK
zVy$(@?$Liuh7={p;r)GnxcnD2mPIZ?5~Nt$#t2E3E$m~vwB0nm^|aCt)AtIKs(G(k
zV3+_YZa$!u<O|B+s-JmzZ-yWGlsW#_&-lOl0@y6VS33=WdM)TdDX%jUf3$umZz(z^
zlz+kNB*ic6pVx_?Rsf-)yk5Tsx@P~p{iE~u&)e%ifGoj3Z~ut*{qy$!gCCos;qP(%
z+uC%U_Qb@5%~W+UUnZa$u37`N<(7t%4F7m3{!^*^SK0DEUof4SuW(s<26_3dm48UB
zD=$Lf$rFCSLS`NV)~dzl2iyN6fc{tY`@dhjxhpt4JZv*rm9L*B%_A=_Kg&N9`dTO9
zYy)h7&EJED{Xb9Hf0d2@`a)6~2r2wOxnQ~gLjUJ=A}I9#{f%<M#N9E>1TKdU#!bD8
zSH??AGcv9t-jcJCNL*oQGup0ZCI|3M`9wstz$ae$UY>Of?A!Svkl4A+Xnix^u|pF$
zwy~~2CqMJUhcgh{?;7GWuF-&{4wBH9wzsspl`yr{rXs+GJKlKKx-wN$y6T|pG*ty3
zIhyHw?f#?nL>L>S_fT3pUyD<>P*2UI-gP+rc!%5HL*Pe$qUcgp3x8np!8xi~qpFut
z@6TV!sdroD1Gft3iBsZ(+~M*q;I<-q+pofYMry{f<2<DmBzP79FVlK_GchJ5r9VO9
zcf<Vha2CbUmWPY0>(JX}!YUqqd~^^Ro8HAKEUXE>vBbV^fraAe+t${G*<8e5JQ5Z3
z^z=-U_9$WZUK0ilf^K<vImX)vs67KCc@H?)QJx#%rC!(`zhsRAu@eK#(0$Q<$B2U=
zU~n%#<J5f(W49etVA9|&<-V3cn7hHrsZb0>q1EL{mNb4pj6e>T@;j;p{+k(IgcUFo
zFEY#uyCM!Xi{nyD%H}Vr4KUvn-M)bbqT%J(?*5>U1IgmV29*<6E<y0RZ)q8-o6n>!
z1FLOa;_f;LU31@BF3-%lhZCdl4mc~<9}gCpH0UWQ0S|+oO%K*ny@!O=Vxec9prjcC
z67sN_GzcON{I{ifEKN1=gw^T@VyNkAGnTl^I@Pa0v%N5OloonP_@PBt=%$DGsqh1n
zOZQ$z#;QJ-W37RYC>H9MR?9^s{^%%eIkq9a6K$53+xhnB4_!LM@ziNR3|4#(8%%)%
z6~`|hF)r;j^IM0jrK@v69CC0nXhn*L9Db8(6Y%_82VHq44b^TpZrr~8n4VQ|ltR+I
zj{})0*R;t?ScY5Vjph&A#^3Gq2kNo}onv5kAKhX-ly(G8+qO}!5+MupbW5|IOQ{El
z@e+Xwf8acS0LCEIT}$8>?irC!P5{k^t&x!t^-1!eG~Qrdt5C1_Xl>25W#@eLWl@-c
zg}Gl){}6ECbhbIlR!^71T(X_24ik2aBoX(Py1ToVo+v0R_>&0Z+%qlD+fKIZ(039y
z8t_H4S?}JxJ8A@)jnNE=ElZ%itQsUI2wMbCTgzpEqdZXW0B&h$2*Wjbzv;t9t3lH2
z@viu|-!@U$W|Rj(etqK9CB`5h58y$-QA`9EG_A!6Y*CI6wwIQIf`XR1J3ALR<a`n~
zw>E1NTF4BtJCOt|tgG{AFkv2CfB}PjxUrZ6Hf6TOpL~=kYRz)sogNhx<=-bzV-SJ(
zmhr$(PmjgI^<<_#516Z_4)}by>kte}0bE+r%(Yi{Pe_Q0@#_`+XxvwVLX#jD>?W(q
z<$eLhexZ|DgRX#eZq#yRG2lXq!<P>iF|TBg_km-Qa;qV*Ms?dTs<t&;BQePQe(gpM
z5o%uEZl<XK$9fbZSXWo4upxTltzsCP;hvCL^R$ESx!Wy!Gn;4?A=HNdI%@pcf%MK+
zpOAN5{F^1!mJ!O4rB=Ll6(Kz91cJy5S$8m#FvS^pcClsMe=WQk%9fazh+%pv5tOLx
z@GdBb*uZ~cb;3G*3{z}GI40s7x=y_|0+tI9fvF-R-__z8XPc{ocV@ICXz*QE9CkcB
zPKFy!72ht<FWn$CXDn-7@1kKfeqJ21+;g;!pQy}rYpBH){wB>{tz3H}Z22`ZdP8Vh
z+^U!9{b`BwmFE;fSOkiu8a(ie#;MnLzFec?6Jy-rJ^EqIA{Zp<13Kr)GV`}6LDjj*
zyT6NL`Sn*~^-aqIWOI1BKq9$(GH9Q|+^3gZq%S(qu*MkKe9L&#(!d<aB4lb?tZRqK
z72&98As>5__U9uoUJfu@I{N<B%l-9ZToRLYF4l<i3j2D|Txvyb1p~8tV8%BMRUfVV
z9Z~mH17)LY;xYg^7sik{d$uEmI6_mPUu4i$yPtS4BiwTpm>=-C59n9gJIq;2Q02nt
zMAyHUcc6}Wf&uD~`ckE1ov`DN*1xSqGS(<ue7#}L?YU_mNs$`0yK~@%ma+7_$IIWD
z_9L$AA%FOjR?SlUf)2Xnk2SOH_&&=MMzt}gXGJ<=&uKT7)&@|i%WS@5{@Q$exO$n5
zmgi3W<LW&Bgq9@^|D$qUonak$an{-X&LQwP8Fj|1mQCtRE<Qv#BwkO}ymVVa(|lo3
zdxl|lqRu6ku&onV*1txxJ+c0Kt^=bWt!;d|wWr@hb-Sj!k(}y(e2|jKcsG{)%=H|)
z)Pr`L3Wanq<n;I8&LI8nV8Fz4YAcOUD_jw?eMxFtnM4(~G_XWsy;cPTpjBV#3`CK`
zlKuCdM5{FccZfpgvYx94l-by~ZyI0<;_qUz{05&Ol->mbOct1t;DBv*x!lX-a|p&V
zu@QC$;Fv97)|_I#St;wiYoME~<`{k-MNWWE$dh)WV`YJBuNDa2g9VeeB0q?Gc!%{M
zJh}RkcJ4D>XJ_XqqUr)Hn#LjF{*@z;I>!z#Gc&vOTBtgXK5u;elaq^U<#P}_7!Cl+
zJ-1}RC7>)xRqjXf3cD(aE*iC^@uwSS3-s?#5bj{3XSCcuSV}KG_X&*e3?6Xo%Uzl4
z;Z6sUN1$f99p~}a_S`_DLt^WLxyh$ow>Ciruh{TkOtdb#f7K`1#O~LxUk39opfWX>
zpk4eKelR8Cx~ySkZEaLDXSVpl$lkt$*~els#lL$l#br?Q;lluyI|k2byu|FMUy_=H
zFK1KSkRiI4nnj<tQX%N7FNXlXcpVV6tL(`j+UiX;wp`{ek*A|t2un<T1s--N>zjVn
z^oEW4zF8CJ+t~FtRL@KNlJmE@&g^}?6|vk#3oMc1HCk24!mEZ!wx-cQ#rkw|zrz0D
zzYHz@?j4Gsw4bTReT}-MmvN$*k&$t}-o$tl+3w5r=)!U5JufmSCZb~>0Ozw(z;MUV
zMJBC@xd`t75uF-HC)P5`Z+|Z6c*ExYSvtB3%&Z+K7E$(FbxUaowKlO46}8iib<6Jc
zkf(FR7D*W9E57)0-#xDk9+%IP#${r77nt3vN(>~p8$=@-kL7PS_&+?yD2bREnE4%8
z`Fou0yxVu>9EaR=L5vL_!X1xI-TrlJv9I8)M*1t7F{WtV#<Fk!>v+-A=zNCJ;4a5b
zzpMFvc+WY36pTUbv-Dg_sFYW8JaKG+DKV|KO=Q-&d->*XhHdc<A7Kb<uB;FrlSpT8
z|Lk>9mtP?7?5c2_I%w*@b0F-wWjT;8Kbz$H{3H@4V8D0}qI%_6*WjfvFE1|Ufu>8;
zD0TVS(31+*`w8?eIZt80?!5>f58Gu92GFs*R=V6Xi7zg51s=DMNu_SFR|hRcltY2k
z$v%j%-9CA8y6=<!$3!F01yg^=*yvodc|r0Ot`E<1$Y};&hKxf+gXvGUdGt><zCW1q
zuSXsHFbQl+;nOW(qV(16d!qYshNY91+KB_vXJgm`Srz8w1&pezjt3Klx)vY0HF*(&
zryWE}!YCbhe$Z>t8GkYfqa_Ht%%?roe*4Xj(FA1%9gRi$Rb71(tKwwW9?p1;^~S3_
z=b9mQlcTdHXL(@7<3Fq03#wo;bbHLOj<%M5*4x^{6L(j?wAD;V!@_K~i5k<L@7jF>
zPw4EYT~2PtIqPKYmA0cy)ZD$D=;8<G970^yW*Wx%Lg946N%Zu;g`($Rm^lcSYJwx0
z1S<*!V~m4Fhu7MPlV>SKA|Y{rDZ0?GGN+~C*DLUt(tTwzy3731dLYTF*bJUS9Y{$~
zMkny`W`5-b609sjyp}l=i3Q7C9o;@u_q12u+_x5SSB>J__FL@Hk#AW{LKNX#^i4gH
zpzy}m$ek|eX7}ztgcp4C7PNYvgG_oMayo=ajHrA0JZ?xhQ8(}e&3;hbeY=GGEqv3S
zX%rCzXz`}qNd#v7#-sQ9NdGssgq1Pwfs?|Qn_>N`ZZ6xVT~*rFcL^6m{g383F!fD=
zs^xbo^-6o*HLO=p9esb)D%n5Ftld9uoFLliM<1WniW81yx3*gu&G*`<TLMmCU%r6K
zIS7%?%j0se5bsj$`)j>swi=_#my%{zaGJHdNE|BRdj)GP*PrNSIv^<?7^f;0kpEY$
z%@`kl?O&HK=Tp4QV-etk7l<X#vTnBxS_UQw$#H$R0GHVeHZbV`^ZaWc`{ClPd%lOR
z6hkJPk(@ByvM;K|;%&B~MswlP8xn9EJ|8pJo=`?z6sfP#Ba!~h;&$A@on1;j*CGni
zb9I2!;zLTv&Ij4+`;hE;8JKFnwUwx%+sbG;Mj=hyA&tNeYpzKEhcpx)zPQ)H6z)sW
z_Cftk3D&Y*mhFk>4uFf$2Y9>RCD!ekPUAemDiDHKb3IE7jq57hrmiB`PtAsg)ZHg7
zXGK7XY~uE|G*3fZi0d^*oe4h_pEFsBAj@kDTGNOIqQf;Z;{_Bgi*B8n+jm!_eGhkr
z8P#RX)gUHy&PZk^NMa+5F13fn^T!+7(IP`pj@>hkg4&$lnQjUDtMt2SZ#Tn$Q;J!z
z>bHUECt?xg1ffijb*d`d7W)$|ip}g!o}=8(vpoAzXIGe>30#wO&X#WoI4RV$^T}=V
z2WfA%MsUscds!Rb-xhL=2_a`-?-_iCm^ej87D16<KCmp@>8%=76vXcJ0i|$le`XWt
zmDC&`C;wt#{0owvuGTtA{jML+>LV|>h*xv!PX6g12$qVS-}W7iRR^eD%3JS(gsykB
z(of{gaAv?3{SZaHjPjyBgZckw9`JveUPved;Rgf}d@yy->HW=llWtHFJ$-i1dhlwY
zf6cUW2pAK9sRrYp`NeCCu*;&0F?+td6V_Wblmq)_$U4olYt{sexF{TRFmb2qK7018
zCTO)F_R|szzka2-l0kP10?|D;9J*781ZbZ34?tW6-x==OabBE9QqoZV=y!+GUgB%G
zyL&ZIKElN}gP)gi1h7cpyPmKKzjy~xYpUhlhM9rITuJ>(!H8TprSUl?5esd`3W7sJ
zb^7822%tDz1=)}L8X~77d0cd4UcVTM<S%VRdl|dBRvqr(vOvqgD%tEX+f1?VDxMmW
zBicrxGzVN#mcM;|R1dlp-P~u_6dpeYotFC{D3w&40Q8GWgXLl0FGKL=wMblKWCp!p
z?fqGw?JzBE?c)1+<!-Bbg*+o+;@CX!(v~|0RmV6u!=FLD#9ww9BwLUH6@;4iGl8T`
z5g2`e&R|Rm=M=&!grOvF&`+&=QV|@cw4D}0^~*Q^6k#vf{%C0(BrmOjNrIHy$}g{Q
z*gz7q=QG9+viQdBBL63NY*VqS!FEc`jC=Cd)|M-Hz~bi;DVJ9%Quxn}5Yb*3L8I@%
z(b>^-BB}OlO=q9Wfla60T{mo_XOghRd&(vpG|LF^=_hNQvY3zVfI!h`L8Gf*VhlRc
zgRKRx<<CJeQBj{MrEST)>LT3y{x<00t1BMU*MPQ@*>e!|wUbbWF>1H&2o8#t51i7+
z`hv=7+Axh1T(g+df2L#-n8+KCir`CWW4Hl3(Q7l7j%mHX_{z@e1r}s8sl90z6XJkN
zA`xUoOTYo;;!4~3o+j(P@`je3r(%fO@O<=wAsc8Ms!him{cbR-LMC!4Mq!|PP$4ve
zU&AB&XD;VhR9h=y;&-r+B<Yf~yD@{X3b6lP_5jQwQg!Q&bruIxSNVRpW&$NZ8z3B|
z_hVG`t$b7+{_$9$zCO4wRiIzgB1wa>u8nN>M`+bcbJCslZSVkO0MsG)r**hL<^T-P
z5KwRP8~?|a-CymtzxsRL>-5ELy<L0v7yJiy$^CY%ulxJ!sGXXbSy*IbWcr=|_pAMs
zjg2>loClti(Qs+;56~SpGH*AX*4u34ZvXR%u=azSz|#w}_nzCFsC9h4S3$we=X@29
zLH9}(l>KM{4rns~w^tU;YVrgo@yq*af7h7<4>gP4zV2%=@U%nF<lVA#U<={Yj_sgO
z(1$qlW8R*RZrQ!(e*E~6be-2W5R_Kt$Jcy3>iJ#PqQC)|-<qeIW^w7x?FEi*zfSk_
zI~Qro57b}N4<5&qInQD>dGh473(^j^@z#I;0UG(9weR1v+4)%?A01uyH?21yc%>b1
zIR$7aOh`!R+^YE2nJbqmfHL(dad6S*&{_-}MS1~jK3<Oh|0^6=<5Ysiw5H}}t-7GD
zrnai`^RuewbIZ^DDy{nRA~AF)cz|CDIB>m@X;b}=!}2A-d^G*!e$b%lJ;!69!Bwp#
z>hmg`fWzBsK{*-N;RL2@&udjn`)$9?0Jgpt088GvU$b4@+_Hd`@~iv%_fON0Uk5Cs
zUN`gGT{zY&efr6LpeYRRIZvHGfByTU&%m4l0u7HLxdq4^uu)o!QW@m1K{civu;6F?
X@);kydCE?n1Ub&r)z4*}Q$iB}2bCYc

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/buttercup_classification.json b/modelling/data/abingdon-all/seasonal/buttercup_classification.json
new file mode 100644
index 0000000..b72a2c0
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/buttercup_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Buttercup",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "very_broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "moderate",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "very_broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "moderate_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.41,
+    "season_end_month": 10.31,
+    "forcing_peak_month": 5.41,
+    "season_width_months": 6.9,
+    "season_midpoint_month": 6.86,
+    "season_start_label": "March",
+    "season_end_label": "October",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.898,
+    "DECAY": 1.864,
+    "OOS_DECAY": 3.996,
+    "POST_PEAK_DECAY": 3.78,
+    "POST_PEAK_SHARPNESS": 6.728,
+    "SEASON_START": 3.41,
+    "SEASON_END": 10.31,
+    "SHARPNESS": 6.984,
+    "FORCING_PEAK": 5.41
+  },
+  "fit": {
+    "score": 0.042
+  },
+  "warnings": [],
+  "summary": "Buttercup is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to October, with a spring peak around May. The season is very_broad, with a moderate active window, strong post-peak decline, and moderate off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/buttercup_consensus.json b/modelling/data/abingdon-all/seasonal/buttercup_consensus.json
new file mode 100644
index 0000000..3cda20b
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/buttercup_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.898",
+  "DECAY": "1.864",
+  "OOS_DECAY": "3.996",
+  "POST_PEAK_DECAY": "3.78",
+  "POST_PEAK_SHARPNESS": "6.728",
+  "SEASON_START": "3.41",
+  "SEASON_END": "10.31",
+  "SHARPNESS": "6.984",
+  "FORCING_PEAK": "5.41",
+  "SCORE": "0.042",
+  "SPECIES": "Buttercup"
+}
diff --git a/modelling/data/abingdon-all/seasonal/buttercup_observed.csv b/modelling/data/abingdon-all/seasonal/buttercup_observed.csv
new file mode 100644
index 0000000..2725a7e
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/buttercup_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,12
+4,63
+5,101
+6,62
+7,18
+8,11
+9,1
+10,8
+11,4
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/buttercup_parameters.csv b/modelling/data/abingdon-all/seasonal/buttercup_parameters.csv
new file mode 100644
index 0000000..5b032ff
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/buttercup_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:44:09,buttercup_observed.csv,1.779,2.306,6.054,5.847,9.364,3.88,10.54,9.446,4.99,0.04871059981080450448580772658,
+2026-05-21 14:44:10,buttercup_observed.csv,3.48,2.331,1.911,5.008,4.884,3.34,10.35,5.03,4.62,0.08336511032690229355961901954,
+2026-05-21 14:44:10,buttercup_observed.csv,1.442,1.6,5.069,0.926,5.329,3.46,10.91,10.887,5.3,0.02730937335150514789316042822,
+2026-05-21 14:44:10,buttercup_observed.csv,4.028,0.838,1.17,6.273,9.963,3.18,9.62,6.927,6.45,0.07702205094408580263280743349,
+2026-05-21 14:44:10,buttercup_observed.csv,3.235,1.696,1.359,3.121,4.368,3.13,10.02,14.77,4.43,0.08993287035447175364090892450,
+2026-05-21 14:44:11,buttercup_observed.csv,4.412,1.33,4.234,3.081,7.7,2.56,10.96,4.326,4.38,0.1230725406751811758232271460,
+2026-05-21 14:44:11,buttercup_observed.csv,3.926,2.498,1.857,7.781,7.697,2.34,10.05,4.361,4.28,0.1752079426822626613245173382,
+2026-05-21 14:44:11,buttercup_observed.csv,1.907,2.734,1.556,2.193,2.653,2.57,10.49,8.717,6.46,0.09235072922074645880532125661,
+2026-05-21 14:44:12,buttercup_observed.csv,2.696,1.607,2.042,7.943,3.195,2.7,9.15,6.73,6.08,0.05374214947344792366282227450,
+2026-05-21 14:44:12,buttercup_observed.csv,2.658,0.63,7.926,1.715,3.69,2.12,9.66,9.773,4.85,0.06443075154180976778834205311,
+2026-05-21 14:44:12,buttercup_observed.csv,1.748,1.612,6.22,1.808,4.167,2.34,9.33,5.008,5.85,0.07778416907593585060177755127,
+2026-05-21 14:44:12,buttercup_observed.csv,2.033,0.757,2.617,5.5,7.82,3.77,9.58,1.967,5.35,0.05090655467636123863123874496,
+2026-05-21 14:44:13,buttercup_observed.csv,3.243,0.95,2.534,4.165,4.929,3.74,9.63,14.534,4.73,0.07360074737063079566375311086,
+2026-05-21 14:44:13,buttercup_observed.csv,1.03,0.939,2.734,0.083,8.224,3.63,10.53,3.761,4.79,0.1048601823120653398675511560,
+2026-05-21 14:44:13,buttercup_observed.csv,2.879,2.498,4.051,1.466,8.039,3.28,10.43,10.073,5.11,0.04084867377694149761382215791,
+2026-05-21 14:44:13,buttercup_observed.csv,2.294,2.554,4.778,5.11,6.003,2.59,9.48,4.231,6.1,0.06830590553011753962079975207,
+2026-05-21 14:44:14,buttercup_observed.csv,2.687,1.761,1.107,5.072,2.834,3.36,10.62,10.243,3.95,0.1084900472762968164038672435,
+2026-05-21 14:44:14,buttercup_observed.csv,1.673,2.024,5.752,5.161,9.93,3.12,9.43,8.01,4.15,0.1130886357041043478521357819,
+2026-05-21 14:44:14,buttercup_observed.csv,1.028,2.893,2.25,7.2,1.005,3.07,10.4,3.485,5.59,0.06822074888311205824878571110,
+2026-05-21 14:44:15,buttercup_observed.csv,2.209,1.327,6.993,2.083,8.548,2.56,10.35,11.249,5.52,0.04274444223877010345480971076,
+2026-05-21 14:44:15,buttercup_observed.csv,4.238,1.737,7.862,3.757,4.046,3.43,10.77,12.246,5.82,0.03215524040799996215703222633,
+2026-05-21 14:44:15,buttercup_observed.csv,2.578,2.032,3.438,7.604,7.819,2.53,10.08,2.514,3.71,0.2070041616870869413586286769,
+2026-05-21 14:44:15,buttercup_observed.csv,1.181,2.021,1.691,1.362,5.139,2.94,10.69,1.433,3.77,0.1206613900098386817262870470,
+2026-05-21 14:44:16,buttercup_observed.csv,1.234,0.973,1.093,2.598,7.156,3.41,10.88,8.323,6.01,0.04623749735405374078342654793,
+2026-05-21 14:44:16,buttercup_observed.csv,3.672,1.953,1.623,4.265,3.306,2.81,10.95,1.208,3.81,0.1742820222015729927145534570,
+2026-05-21 14:44:16,buttercup_observed.csv,1.13,1.724,2.96,3.581,8.822,2.97,10.83,8.952,3.79,0.1289208948877629471508395077,
+2026-05-21 14:44:16,buttercup_observed.csv,1.963,0.538,2.652,3.767,8.304,2.34,10.56,13.696,4.29,0.1587936234172326683147372269,
+2026-05-21 14:44:17,buttercup_observed.csv,1.573,2.847,7.913,5.255,7.344,2.18,10.3,9.498,6.11,0.09917534524319951347755317275,
+2026-05-21 14:44:17,buttercup_observed.csv,2.83,1.666,1.327,7.867,1.948,2.77,10.89,14.936,4.63,0.1292986179330226751509188480,
+2026-05-21 14:44:17,buttercup_observed.csv,4.537,0.585,5.541,5.902,4.811,3.55,9.51,8.831,6.43,0.1202716518984826548227654833,
+2026-05-21 14:44:18,buttercup_observed.csv,3.441,1.086,1.672,5.325,7.046,3.46,10.99,4.564,3.69,0.1443512702090557751214694756,
+2026-05-21 14:44:18,buttercup_observed.csv,3.73,2.164,7.463,6.808,1.761,3.55,10.29,12.223,4.52,0.08737278585710162440170429397,
+2026-05-21 14:44:18,buttercup_observed.csv,2.741,2.677,5.334,7.271,2.018,2.78,10.78,4.658,6.42,0.02597698389754774539702536885,
+2026-05-21 14:44:18,buttercup_observed.csv,4.044,2.738,3.059,4.606,7.956,2.4,10.6,1.374,4.35,0.1309283427832058723678977914,
+2026-05-21 14:44:19,buttercup_observed.csv,1.946,2.524,5.124,5.167,9.445,2.98,10.25,11.798,5.58,0.03594992793096729690058655901,
+2026-05-21 14:44:19,buttercup_observed.csv,1.806,2.184,5.327,3.744,7.925,2.37,9.88,8.779,4.64,0.1367759304311761314253534790,
+2026-05-21 14:44:19,buttercup_observed.csv,2.682,0.658,3.313,5.012,1.439,2.79,10.79,6.051,4.92,0.09247744190298073975549646163,
+2026-05-21 14:44:19,buttercup_observed.csv,1.722,1.039,4.603,4.742,6.98,3.96,10.59,12.239,5.76,0.07909520311680174391470401031,
+2026-05-21 14:44:20,buttercup_observed.csv,1.618,2.798,5.956,4.088,3.929,2.36,9.58,8.595,6.02,0.07795410503938186012595241198,
+2026-05-21 14:44:20,buttercup_observed.csv,3.508,1.365,5.24,3.333,7.709,2.89,9.59,8.096,4.29,0.1011026552870616597866124292,
+2026-05-21 14:44:20,buttercup_observed.csv,1.436,2.886,4.524,1.266,6.281,3.99,10.24,3.49,5.74,0.1100183191721548880064415596,
+2026-05-21 14:44:21,buttercup_observed.csv,1.482,1.189,2.604,4.623,5.57,2.37,10.28,4.267,6.19,0.08626179564298806429956017159,
+2026-05-21 14:44:21,buttercup_observed.csv,2.904,0.76,3.902,3.702,4.361,3.46,10.14,12.917,3.91,0.1028692076449739909782277185,
+2026-05-21 14:44:21,buttercup_observed.csv,2.957,1.698,4.061,0.509,5.044,3.76,10.48,12.246,5.04,0.05578437219650652921535020045,
+2026-05-21 14:44:21,buttercup_observed.csv,1.163,2.852,1.046,7.005,5.338,2.26,10.03,3.174,6.42,0.09849811574255103821369376047,
+2026-05-21 14:44:22,buttercup_observed.csv,4.796,1.224,2.237,3.52,4.618,2.22,10.53,4.732,4.86,0.1190830294820386588400375269,
+2026-05-21 14:44:22,buttercup_observed.csv,4.414,2.948,3.589,2.155,4.739,2.1,9.12,8.721,5.3,0.09387908946180677555575766533,
+2026-05-21 14:44:22,buttercup_observed.csv,2.088,2.256,4.586,6.784,3.28,2.71,10.2,5.894,3.6,0.2243780056609881617700751986,
+2026-05-21 14:44:22,buttercup_observed.csv,4.691,1.2,6.002,0.076,4.689,3.58,10.52,1.67,4.46,0.1152715388706411877898699678,
+2026-05-21 14:44:23,buttercup_observed.csv,2.864,1.248,6.245,4.409,1.848,2.47,10.64,2.213,4.89,0.08687218374972306938998539686,
+2026-05-21 14:44:23,buttercup_observed.csv,2.884,1.299,5.937,1.85,6.399,3.02,10.42,8.205,4.13,0.08880617895325067652372869351,
+2026-05-21 14:44:23,buttercup_observed.csv,1.433,2.567,1.779,2.414,5.603,2.98,9.11,10.181,4.21,0.1035675577574593999920012054,
+2026-05-21 14:44:24,buttercup_observed.csv,2.639,2.974,7.706,1.331,6.976,3.34,9.43,11.544,5.38,0.04997131349503425268001405003,
+2026-05-21 14:44:24,buttercup_observed.csv,4.275,2.743,7.389,4.484,5.066,2.59,9.03,9.241,4.16,0.1606135285537091806735144062,
+2026-05-21 14:44:24,buttercup_observed.csv,4.069,1.356,6.949,7.51,5.303,3.3,9.21,12.352,3.63,0.1595481641690938346697620367,
+2026-05-21 14:44:24,buttercup_observed.csv,4.32,1.985,1.134,0.272,4.204,2.85,9.2,11.385,4.54,0.06870604155031979666426741534,
+2026-05-21 14:44:25,buttercup_observed.csv,2.278,1.82,7.451,0.654,2.235,3.8,9.36,14.164,5.67,0.1189871623453150107007867357,
+2026-05-21 14:44:25,buttercup_observed.csv,4.576,0.501,1.859,5.931,4.539,3.47,9.49,10.018,6.04,0.07976580085710480537537894413,
+2026-05-21 14:44:25,buttercup_observed.csv,3.332,1.767,1.782,6.699,8.829,3.55,10.43,3.99,5.84,0.02993452763729625476120894838,
+2026-05-21 14:44:25,buttercup_observed.csv,3.565,0.598,3.137,5.347,3.861,3.11,10.27,2.838,4.46,0.09316605005386069060684266906,
+2026-05-21 14:44:26,buttercup_observed.csv,1.824,1.234,7.314,4.176,6.62,2.96,9.35,2.421,4.48,0.08216706243445120647903204950,
+2026-05-21 14:44:26,buttercup_observed.csv,3.025,1.913,2.842,7.109,6.748,3.75,10.06,14.167,5.53,0.04345191951081733085012453324,
+2026-05-21 14:44:26,buttercup_observed.csv,1.549,1.498,5.715,2.275,3.106,2.17,10.29,14.003,5.53,0.07485134587787767745654177751,
+2026-05-21 14:44:27,buttercup_observed.csv,2.387,2.34,5.278,4.778,5.606,3.29,10.24,3.626,5.87,0.03339226002468949148847143335,
+2026-05-21 14:44:27,buttercup_observed.csv,3.631,2.568,6.989,2.236,4.04,3.26,10.46,5.561,5.13,0.03418127854973905602199358974,
+2026-05-21 14:44:27,buttercup_observed.csv,4.706,2.616,7.872,7.107,3.075,2.42,9.58,8.246,5.83,0.06578419238748812258629497619,
+2026-05-21 14:44:27,buttercup_observed.csv,2.618,2.589,7.89,6.608,4.074,2.44,9.33,2.168,3.52,0.2175352279598345367508927401,
+2026-05-21 14:44:28,buttercup_observed.csv,2.571,1.246,3.731,1.972,5.926,2.11,10.9,13.412,5.08,0.07305736751825247919080235331,
+2026-05-21 14:44:28,buttercup_observed.csv,4.497,0.927,4.942,5.951,7.177,3.87,9.16,8.579,4.1,0.1236693549154188999055997961,
+2026-05-21 14:44:28,buttercup_observed.csv,1.399,0.587,2.426,3.93,5.308,3.59,10.15,9.67,3.83,0.1052472814766012046127197414,
+2026-05-21 14:44:28,buttercup_observed.csv,4.368,2.149,3.532,6.574,8.785,3.54,10.73,12.626,4.16,0.1089716736737652874489339694,
+2026-05-21 14:44:29,buttercup_observed.csv,3.683,1.527,4.834,4.803,8.106,2.32,9.83,12.027,4.78,0.1295979568146991251144814501,
+2026-05-21 14:44:29,buttercup_observed.csv,4.183,2.749,3.928,3.471,5.872,3.72,9.66,3.608,6.37,0.08651340148714704363925347284,
+2026-05-21 14:44:29,buttercup_observed.csv,4.498,1.307,7.136,3.222,9.264,2.79,10.99,7.563,4.48,0.09275112156947420833157392896,
+2026-05-21 14:44:30,buttercup_observed.csv,4.474,1.46,5.343,7.852,7.131,3.23,9.01,12.612,6.43,0.08873117912517157841109920843,
+2026-05-21 14:44:30,buttercup_observed.csv,1.144,2.709,3.973,5.271,6.317,2.84,10.49,9.566,4.64,0.1058156113925603630361058488,
+2026-05-21 14:44:30,buttercup_observed.csv,3.757,2.319,7.368,7.35,4.403,3.21,10.24,7.24,6.48,0.06977418724079572231407805246,
+2026-05-21 14:44:30,buttercup_observed.csv,3.617,0.603,1.351,0.489,7.13,2.84,9.2,6.391,4.08,0.04720688005524286756514304311,
+2026-05-21 14:44:31,buttercup_observed.csv,1.28,0.59,7.339,4.208,2.054,2.41,10.43,2.425,3.81,0.1499884003388371295870131197,
+2026-05-21 14:44:31,buttercup_observed.csv,1.313,2.451,2.841,3.989,5.656,2.52,9.96,14.835,5.41,0.07162767233051462477264065448,
+2026-05-21 14:44:31,buttercup_observed.csv,2.806,2.948,2.99,0.703,5.91,3.61,10.05,6.536,5.11,0.05182961624040715489394397592,
+2026-05-21 14:44:31,buttercup_observed.csv,2.15,0.639,1.979,0.392,7.917,3.09,9.94,11.241,4.45,0.05582977478203799677790738101,
+2026-05-21 14:44:32,buttercup_observed.csv,4.683,0.754,2.058,7.176,3.191,2.21,9.25,14.391,3.6,0.2653203313504559297251019417,
+2026-05-21 14:44:32,buttercup_observed.csv,3.958,1.421,2.467,1.9,4.777,3.58,10.32,14.453,3.95,0.07947063114875261848609015118,
+2026-05-21 14:44:32,buttercup_observed.csv,3.959,2.006,4.142,5.22,9.458,2.65,9.36,7.47,4.72,0.1244636328803620248394284574,
+2026-05-21 14:44:33,buttercup_observed.csv,1.637,2.946,4.741,7.917,5.307,3.63,10.4,14.024,4.56,0.08963048726288460445553216993,
+2026-05-21 14:44:33,buttercup_observed.csv,4.235,0.514,1.252,2.963,3.134,3.1,10.93,6.94,6.18,0.04837664266910757627625291110,
+2026-05-21 14:44:33,buttercup_observed.csv,1.469,2.886,4.007,2.871,6.998,2.52,10.64,9.528,4.48,0.1207022471432645574360892096,
+2026-05-21 14:44:33,buttercup_observed.csv,1.553,0.735,3.63,5.764,6.213,2.79,9.67,12.741,4.82,0.06800747558004791399729419131,
+2026-05-21 14:44:34,buttercup_observed.csv,2.357,1.119,2.002,3.852,6.849,3.98,9.44,11.042,6.38,0.1093498732702095172188640837,
+2026-05-21 14:44:34,buttercup_observed.csv,3.587,2.553,4.742,6.535,8.222,2.91,9.48,3.753,4.19,0.1416726122717848467065449308,
+2026-05-21 14:44:34,buttercup_observed.csv,2.924,2.69,2.841,6.709,6.598,3.46,10.27,1.485,5.67,0.02764610320919855587235552886,
+2026-05-21 14:44:34,buttercup_observed.csv,4.934,2.443,5.42,0.502,5.415,3.18,9.63,12.853,4.3,0.06809949300856711716312651288,
+2026-05-21 14:44:35,buttercup_observed.csv,2.209,2.135,4.569,2.913,7.95,2.81,9.16,5.166,6.47,0.09211909711390670678654341754,
+2026-05-21 14:44:35,buttercup_observed.csv,3.943,2.478,3.569,4.814,7.993,3.55,9.06,9.596,4.39,0.08639065228703023018022701130,
+2026-05-21 14:44:35,buttercup_observed.csv,1.702,2.023,1.648,1.809,7.372,3.78,10.74,7.822,4.68,0.02706732898711004757051342487,
+2026-05-21 14:44:36,buttercup_observed.csv,2.132,0.646,7.486,6.751,1.318,3.11,10.33,12.225,3.54,0.1426395233556218303994236781,
+2026-05-21 14:44:36,buttercup_observed.csv,1.098,0.725,2.211,7.628,9.086,3.8,10.52,14.404,4.09,0.1609123038008498681538023746,
+2026-05-21 14:44:36,buttercup_observed.csv,4.603,2.045,5.424,3.965,6.529,2.32,9.82,13.588,5.53,0.06944313223882649164049596585,
+2026-05-21 14:44:36,buttercup_observed.csv,2.938,1.727,7.387,0.006,5.194,2.96,10.38,1.092,4.38,0.1103717463511729500948926576,
+2026-05-21 14:44:37,buttercup_observed.csv,3.402,0.91,6.48,6.35,4.603,3.38,10.74,13.659,4.86,0.05903657109409688911558756164,
+2026-05-21 14:44:37,buttercup_observed.csv,2.766,0.528,5.499,6.085,8.501,3.89,9.37,5.488,5.02,0.08016778511691675095769008226,
+2026-05-21 14:44:37,buttercup_observed.csv,3.554,1.847,3.038,3.522,2.694,2.31,10.31,14.038,3.81,0.2042962824892696267640896711,
+2026-05-21 14:44:37,buttercup_observed.csv,2.238,2.221,1.088,6.42,6.253,3.17,9.64,12.822,4.22,0.1176466832871969830959547474,
+2026-05-21 14:44:38,buttercup_observed.csv,3.337,1.946,1.278,4.22,6.268,3.46,10.27,14.951,6.1,0.06331748462800841156624017036,
+2026-05-21 14:44:38,buttercup_observed.csv,2.7,1.89,7.486,2.062,5.484,3.48,9.89,12.524,3.71,0.08780780642524708682266752884,
+2026-05-21 14:44:38,buttercup_observed.csv,4.475,0.568,4.91,3.845,8.053,3.21,10.91,1.653,4.14,0.1083749572558203158293664383,
+2026-05-21 14:44:39,buttercup_observed.csv,1.348,2.996,1.305,6.34,7.163,3.88,9.33,2.665,6.17,0.06548788431494575816894139624,
+2026-05-21 14:44:39,buttercup_observed.csv,4.692,0.716,7.267,0.116,6.575,3.18,9.36,8.212,4.66,0.1120733432535374245670342528,
+2026-05-21 14:44:39,buttercup_observed.csv,4.536,2.614,3.353,6.899,6.867,3.24,10.62,6.365,5.53,0.02688388164885530380294022863,
+2026-05-21 14:44:39,buttercup_observed.csv,3.763,2.983,4.367,2.334,8.896,3.6,10.39,8.783,6.08,0.06308775014860685496594541851,
+2026-05-21 14:44:40,buttercup_observed.csv,2.911,0.654,5.211,2.082,6.096,2.4,10.26,2.918,4.06,0.1210997399655991528322698211,
+2026-05-21 14:44:40,buttercup_observed.csv,1.324,0.839,6.863,2.303,7.283,3.11,9.88,12.519,6.28,0.08400087079442231822932038124,
+2026-05-21 14:44:40,buttercup_observed.csv,2.96,0.6,2.446,7.946,3.111,3.26,9.39,13.737,5.52,0.04494858216003438735256748086,
+2026-05-21 14:44:40,buttercup_observed.csv,4.37,2.015,3.911,5.243,1.383,3.81,9.73,11.049,4.24,0.09750996536369083306450321791,
+2026-05-21 14:44:41,buttercup_observed.csv,3.332,2.958,3.245,6.699,4.805,3.47,9.4,2.443,4.48,0.08426054087163039538088397819,
+2026-05-21 14:44:41,buttercup_observed.csv,1.299,1.277,6.62,7.993,9.777,3.1,9.44,3.19,3.55,0.1640348464510888246651159257,
+2026-05-21 14:44:41,buttercup_observed.csv,4.038,2.848,2.4,7.872,7.234,3.5,10.3,11.095,3.64,0.1475850620303434232797307666,
+2026-05-21 14:44:42,buttercup_observed.csv,1.245,2.63,2.351,3.765,6.707,3.06,9.18,2.217,5.75,0.03524394664767298253987174660,
+2026-05-21 14:44:42,buttercup_observed.csv,1.372,1.694,4.419,6.643,4.959,2.31,9.79,14.09,4.48,0.1620223680984951436950568828,
+2026-05-21 14:44:42,buttercup_observed.csv,1.08,2.504,4.599,2.01,7.34,4.0,9.57,3.979,6.06,0.1091899171405518560874206192,
+2026-05-21 14:44:42,buttercup_observed.csv,2.816,2.6,7.74,3.373,5.881,3.88,10.55,8.187,4.67,0.04862431912515264265661409257,
+2026-05-21 14:44:43,buttercup_observed.csv,2.094,1.081,4.641,7.857,7.189,2.15,9.46,9.969,4.41,0.1861187444684581188008445311,
+2026-05-21 14:44:43,buttercup_observed.csv,2.932,1.815,2.095,5.156,5.149,2.68,10.83,11.062,6.14,0.04476931773956640234161868755,
+2026-05-21 14:44:43,buttercup_observed.csv,3.002,0.505,5.029,2.438,8.027,3.84,10.9,2.552,6.15,0.1230784216971694766061911615,
+2026-05-21 14:44:43,buttercup_observed.csv,4.661,2.387,2.867,1.609,3.157,2.05,9.42,11.509,5.2,0.09916101924438525056820762893,
+2026-05-21 14:44:44,buttercup_observed.csv,1.163,2.11,5.531,5.844,8.627,2.39,9.9,8.471,4.48,0.1511309410774513117302186400,
+2026-05-21 14:44:44,buttercup_observed.csv,4.17,2.55,5.961,7.145,9.125,3.2,10.84,11.394,3.58,0.1592458526990167872497622914,
+2026-05-21 14:44:44,buttercup_observed.csv,4.417,1.495,4.951,3.589,2.283,3.79,9.43,8.08,5.7,0.05119423970297047112128988403,
+2026-05-21 14:44:45,buttercup_observed.csv,1.508,2.389,5.817,0.414,5.0,3.21,10.67,11.018,5.95,0.1055552460346927202087195602,
+2026-05-21 14:44:45,buttercup_observed.csv,1.462,2.905,4.947,3.253,8.183,3.19,10.21,2.962,6.17,0.07802747403598122711382211438,
+2026-05-21 14:44:45,buttercup_observed.csv,4.083,2.971,4.583,4.998,7.769,2.14,10.01,4.812,4.31,0.1698690347781457097559696295,
+2026-05-21 14:44:45,buttercup_observed.csv,2.916,0.918,4.234,1.092,8.851,3.66,9.86,10.799,4.8,0.05178289118886626685209902738,
+2026-05-21 14:44:46,buttercup_observed.csv,1.547,2.158,4.821,2.906,4.27,2.77,10.39,6.223,4.69,0.07348591770309496892090095729,
+2026-05-21 14:44:46,buttercup_observed.csv,3.08,0.861,3.56,5.773,6.712,2.55,10.85,7.122,4.65,0.1234993788028338116382603418,
+2026-05-21 14:44:46,buttercup_observed.csv,1.584,1.849,2.26,7.598,2.455,3.1,9.99,6.849,3.76,0.1563131750487557096514848902,
+2026-05-21 14:44:46,buttercup_observed.csv,1.365,1.935,5.462,2.187,2.404,2.71,9.2,13.562,3.79,0.1469495609405032185527069817,
+2026-05-21 14:44:47,buttercup_observed.csv,4.065,2.404,3.654,4.597,9.607,2.12,9.92,8.164,6.39,0.1085697675809906545309567628,
+2026-05-21 14:44:47,buttercup_observed.csv,2.935,1.078,3.67,7.769,2.234,2.42,9.34,3.514,5.85,0.07200276371013297493446409803,
+2026-05-21 14:44:47,buttercup_observed.csv,2.191,0.746,6.84,0.361,4.542,2.58,10.76,6.985,6.22,0.1414761990792175248739154124,
+2026-05-21 14:44:48,buttercup_observed.csv,2.97,1.952,7.366,4.775,5.957,2.82,9.97,10.343,6.32,0.07373172503154367576898335476,
+2026-05-21 14:44:48,buttercup_observed.csv,3.167,2.24,6.453,6.874,1.753,2.74,10.05,10.119,4.35,0.1347163454180465756261516454,
+2026-05-21 14:44:48,buttercup_observed.csv,2.212,0.659,1.818,6.543,7.265,3.59,9.75,7.029,5.44,0.04638443475238364431628226043,
+2026-05-21 14:44:48,buttercup_observed.csv,2.079,1.552,1.726,2.49,7.508,3.98,9.02,1.252,4.37,0.07048193435770073114303622195,
+2026-05-21 14:44:49,buttercup_observed.csv,1.5,2.961,3.606,3.584,3.67,2.9,10.21,9.293,6.49,0.07455530189771173627330112167,
+2026-05-21 14:44:49,buttercup_observed.csv,3.469,2.777,4.692,6.92,9.065,2.67,9.33,5.245,3.64,0.2054534836954865769089092759,
+2026-05-21 14:44:49,buttercup_observed.csv,2.28,0.838,7.117,4.487,3.455,3.46,10.32,12.456,6.45,0.07580331321558181683334383778,
+2026-05-21 14:44:49,buttercup_observed.csv,2.571,0.583,3.171,6.45,5.853,3.61,9.87,1.733,5.56,0.05344396838794213223252487707,
+2026-05-21 14:44:50,buttercup_observed.csv,4.718,2.874,5.517,4.74,4.837,3.77,10.77,1.674,4.78,0.02634633195010397081363692784,
+2026-05-21 14:44:50,buttercup_observed.csv,2.894,0.637,7.204,3.418,8.796,2.04,10.77,12.289,6.34,0.09971395954127824574598285909,
+2026-05-21 14:44:50,buttercup_observed.csv,2.476,2.874,2.103,3.999,5.644,2.31,10.41,12.454,5.37,0.08029411157156081206500123193,
+2026-05-21 14:44:51,buttercup_observed.csv,4.848,0.97,2.968,1.779,3.374,3.35,10.01,6.512,5.56,0.03721177167169060053798091609,
+2026-05-21 14:44:51,buttercup_observed.csv,3.532,0.747,3.706,0.043,9.821,3.65,9.34,5.11,6.33,0.2304592393663781546851951434,
+2026-05-21 14:44:51,buttercup_observed.csv,2.252,1.719,5.247,3.288,6.927,2.96,10.85,9.938,3.85,0.1228343708940698466236939266,
+2026-05-21 14:44:51,buttercup_observed.csv,3.733,1.265,6.501,2.468,8.148,2.15,10.2,6.345,4.76,0.07760068119415283222977373490,
+2026-05-21 14:44:52,buttercup_observed.csv,2.254,2.124,7.207,4.892,9.93,3.34,9.33,3.254,4.89,0.04924881398990478452248489444,
+2026-05-21 14:44:52,buttercup_observed.csv,4.048,2.516,5.981,7.39,5.816,2.07,9.17,4.221,3.65,0.2582291327014500691073218664,
+2026-05-21 14:44:52,buttercup_observed.csv,2.25,1.968,3.246,0.427,1.012,2.67,10.54,13.708,4.57,0.1230317184608129080592339107,
+2026-05-21 14:44:52,buttercup_observed.csv,3.054,2.259,1.399,2.684,7.939,2.93,10.68,7.521,3.74,0.1230266147344271012472731199,
+2026-05-21 14:44:53,buttercup_observed.csv,2.308,0.605,4.611,6.771,5.655,3.7,9.66,5.643,4.12,0.1299762810713802951124484622,
+2026-05-21 14:44:53,buttercup_observed.csv,2.177,2.622,1.89,2.706,9.606,2.03,10.06,7.827,5.93,0.1105207052048767493812742257,
+2026-05-21 14:44:53,buttercup_observed.csv,2.449,0.791,3.969,0.707,1.83,2.77,9.37,3.137,5.91,0.1082368479713543900217306770,
+2026-05-21 14:44:54,buttercup_observed.csv,1.6,0.683,2.778,1.183,9.316,2.52,9.46,9.065,4.72,0.05745294282519196968143234868,
+2026-05-21 14:44:54,buttercup_observed.csv,4.177,1.004,2.094,7.17,4.247,3.46,10.47,10.92,3.98,0.1474987475516911506382417416,
+2026-05-21 14:44:54,buttercup_observed.csv,3.163,2.517,4.089,2.396,8.257,3.35,9.41,6.917,6.04,0.07604343618929922129121998689,
+2026-05-21 14:44:54,buttercup_observed.csv,3.341,1.941,1.507,4.773,8.228,2.56,9.11,10.98,4.84,0.1240532899621290224933771982,
+2026-05-21 14:44:55,buttercup_observed.csv,1.527,1.774,3.94,0.94,7.495,3.43,9.89,10.423,5.01,0.03995985080124543144403150178,
+2026-05-21 14:44:55,buttercup_observed.csv,2.98,1.869,7.528,7.981,6.603,2.13,10.06,1.556,5.77,0.07123338687482429672710972076,
+2026-05-21 14:44:55,buttercup_observed.csv,4.805,0.898,3.852,0.114,8.02,3.39,10.14,9.889,4.46,0.05889582663106081056173606916,
+2026-05-21 14:44:55,buttercup_observed.csv,2.311,0.785,3.374,4.94,8.452,2.94,10.71,2.65,3.97,0.1669743505411721621527740290,
+2026-05-21 14:44:56,buttercup_observed.csv,4.193,2.803,2.995,6.615,3.735,2.19,9.17,1.954,5.29,0.09015403966381725826724215008,
+2026-05-21 14:44:56,buttercup_observed.csv,2.987,1.064,3.815,0.19,7.482,2.21,10.37,3.944,3.65,0.1161172152745152205939974339,
+2026-05-21 14:44:56,buttercup_observed.csv,3.6,0.896,6.474,3.703,5.238,3.2,10.94,3.923,6.02,0.06142355748668155835221597935,
+2026-05-21 14:44:57,buttercup_observed.csv,4.846,1.177,6.243,1.906,8.883,2.28,10.03,4.932,4.26,0.1273818381549646790566959819,
+2026-05-21 14:44:57,buttercup_observed.csv,1.889,0.859,2.21,2.523,9.399,3.71,10.12,6.941,3.88,0.08535541284503872716140877493,
+2026-05-21 14:44:57,buttercup_observed.csv,4.019,1.684,6.15,6.637,8.655,3.33,9.01,1.698,5.87,0.07713344474478659845451920571,
+2026-05-21 14:44:57,buttercup_observed.csv,2.25,2.472,6.58,1.227,6.215,2.26,9.64,5.041,4.03,0.1502148906646408932692813019,
+2026-05-21 14:44:58,buttercup_observed.csv,4.458,2.422,6.896,5.763,9.229,2.29,10.71,9.579,5.33,0.07355650428562505697921396780,
+2026-05-21 14:44:58,buttercup_observed.csv,1.594,2.071,7.937,1.31,8.666,3.15,10.96,2.165,3.81,0.09946827942283306203484498616,
+2026-05-21 14:44:58,buttercup_observed.csv,4.219,2.231,5.553,5.078,8.904,3.04,10.94,3.164,5.15,0.02792912318585465416488808296,
+2026-05-21 14:44:58,buttercup_observed.csv,1.745,2.494,4.878,1.781,9.347,3.6,10.25,4.487,5.88,0.07876689447240781378450045724,
+2026-05-21 14:44:59,buttercup_observed.csv,1.506,0.778,4.672,3.181,2.097,2.7,10.58,3.626,3.74,0.1394158043543988567776801622,
+2026-05-21 14:44:59,buttercup_observed.csv,4.228,1.283,6.351,7.546,9.747,2.52,10.66,7.154,5.21,0.08120686406323319796874553576,
+2026-05-21 14:44:59,buttercup_observed.csv,1.481,1.204,3.528,5.994,9.891,3.85,11.0,8.989,6.13,0.08729261762714830295351063618,
+2026-05-21 14:45:00,buttercup_observed.csv,2.675,2.051,1.268,5.755,9.918,3.69,10.89,1.821,4.44,0.06078482897570273062911066273,
+2026-05-21 14:45:00,buttercup_observed.csv,2.503,2.355,6.629,7.237,9.697,2.88,9.92,13.621,4.7,0.1041534717229377342211083016,
+2026-05-21 14:45:00,buttercup_observed.csv,3.963,2.198,3.239,3.794,5.556,3.5,10.46,9.396,5.24,0.02538160397689705285066973042,
+2026-05-21 14:45:00,buttercup_observed.csv,4.438,2.915,5.474,4.293,5.012,2.48,9.18,2.385,6.27,0.09485598603042272705134518291,
+2026-05-21 14:45:01,buttercup_observed.csv,3.873,2.073,1.406,4.484,6.78,2.05,10.13,4.24,5.65,0.06999651541186273460054594128,
+2026-05-21 14:45:01,buttercup_observed.csv,4.16,1.898,4.151,2.984,8.387,2.49,9.26,5.924,5.43,0.06451161521158987825525625398,
+2026-05-21 14:45:01,buttercup_observed.csv,3.564,2.248,2.226,2.098,8.386,3.41,10.55,1.735,4.93,0.02958714070209883957567029784,
+2026-05-21 14:45:01,buttercup_observed.csv,4.066,0.761,5.067,1.005,5.617,2.02,10.28,14.142,4.17,0.1098614798068355014244594419,
+2026-05-21 14:45:02,buttercup_observed.csv,2.987,2.549,1.253,4.856,9.452,3.88,10.91,12.53,6.02,0.06268401532943981354487192879,
+2026-05-21 14:45:02,buttercup_observed.csv,2.59,0.893,7.149,6.36,3.751,3.76,10.02,8.477,5.1,0.07137303082443981959231447284,
+2026-05-21 14:45:02,buttercup_observed.csv,1.351,1.118,5.754,6.19,5.69,3.88,10.1,7.64,6.26,0.09262849358792101993355556962,
+2026-05-21 14:45:03,buttercup_observed.csv,4.081,1.834,3.407,3.701,3.568,2.52,9.28,14.776,5.58,0.06513656474577224325152526769,
+2026-05-21 14:45:03,buttercup_observed.csv,1.097,2.311,6.546,1.479,5.285,3.37,9.66,14.535,4.85,0.03538267391193507268080607266,
+2026-05-21 14:45:03,buttercup_observed.csv,3.339,0.66,5.291,4.343,8.87,3.09,10.82,4.635,5.5,0.02476606062218340459018175350,
+2026-05-21 14:45:03,buttercup_observed.csv,3.702,1.487,4.45,5.37,9.112,3.69,9.32,1.253,5.03,0.04739894359174874529155571224,
+2026-05-21 14:45:04,buttercup_observed.csv,4.843,2.778,1.37,6.387,1.282,3.27,9.29,3.466,4.03,0.09961955212506688384988630163,
diff --git a/modelling/data/abingdon-all/seasonal/buttercup_simulated.csv b/modelling/data/abingdon-all/seasonal/buttercup_simulated.csv
new file mode 100644
index 0000000..68c27a8
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/buttercup_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,2.82398E-9,0.1,0,0.01,1.88605E-9
+RungeKutta4,2,0.2,7.90923E-9,0.1,0,0.01,5.28233E-9
+RungeKutta4,3,0.3,1.85226E-8,0.1,0,0.01,1.23707E-8
+RungeKutta4,4,0.4,4.15724E-8,0.1,0,0.01,2.77649E-8
+RungeKutta4,5,0.5,9.19576E-8,0.1,0,0.01,6.14156E-8
+RungeKutta4,6,0.6,2.01882E-7,0.1,0,0.01,1.34831E-7
+RungeKutta4,7,0.7,4.40779E-7,0.1,0,0.01,2.94383E-7
+RungeKutta4,8,0.8,9.57856E-7,0.1,0,0.01,6.39722E-7
+RungeKutta4,9,0.9,0.00000207269,0.1,0,0.01,0.00000138429
+RungeKutta4,10,1.0,0.00000446736,0.1,0,0.01,0.00000298361
+RungeKutta4,11,1.1,0.00000959324,0.1,0,0.01,0.00000640703
+RungeKutta4,12,1.2,0.0000205300,0.1,0,0.01,0.0000137113
+RungeKutta4,13,1.3,0.0000437915,0.1,0,0.01,0.0000292470
+RungeKutta4,14,1.4,0.0000931182,0.1,0,0.01,0.0000621907
+RungeKutta4,15,1.5,0.000197397,0.1,0,0.01,0.000131835
+RungeKutta4,16,1.6,0.000417147,0.1,0,0.01,0.000278599
+RungeKutta4,17,1.7,0.000878542,0.1,0,0.01,0.000586751
+RungeKutta4,18,1.8,0.00184270,0.1,0,0.01,0.00123068
+RungeKutta4,19,1.9,0.00384348,0.1,0,0.01,0.00256694
+RungeKutta4,20,2.0,0.00794818,0.1,0,0.01,0.00530834
+RungeKutta4,21,2.1,0.0162031,0.1,0,0.01,0.0108215
+RungeKutta4,22,2.2,0.0322357,0.1,0,0.01,0.0215292
+RungeKutta4,23,2.3,0.0616059,0.1,0,0.01,0.0411447
+RungeKutta4,24,2.4,0.110834,0.1,0,0.01,0.0740226
+RungeKutta4,25,2.5,0.184243,0.1,0,0.01,0.123050
+RungeKutta4,26,2.6,0.280458,0.1,0,0.01,0.187309
+RungeKutta4,27,2.7,0.392368,0.1,0,0.01,0.262050
+RungeKutta4,28,2.8,0.510690,0.1,0,0.01,0.341074
+RungeKutta4,29,2.9,0.627514,0.1,0,0.01,0.419097
+RungeKutta4,30,3.0,0.737699,0.1,0,0.01,0.492686
+RungeKutta4,31,3.1,0.838655,0.1,0,0.01,0.560112
+RungeKutta4,32,3.2,0.929551,0.1,0,0.01,0.620818
+RungeKutta4,33,3.3,1.01058,0.1,0,0.01,0.674935
+RungeKutta4,34,3.4,1.08243,0.1,0,0.01,0.722921
+RungeKutta4,35,3.5,1.14597,0.1,0,0.01,0.765358
+RungeKutta4,36,3.6,1.20210,0.1,0,0.01,0.802845
+RungeKutta4,37,3.7,1.25164,0.1,0,0.01,0.835931
+RungeKutta4,38,3.8,1.29532,0.1,0,0.01,0.865104
+RungeKutta4,39,3.9,1.33377,0.1,0,0.01,0.890783
+RungeKutta4,40,4.0,1.36750,0.1,0,0.01,0.913311
+RungeKutta4,41,4.1,1.39694,0.1,0,0.01,0.932973
+RungeKutta4,42,4.2,1.42244,0.1,0,0.01,0.950003
+RungeKutta4,43,4.3,1.44426,0.1,0,0.01,0.964576
+RungeKutta4,44,4.4,1.46256,0.1,0,0.01,0.976798
+RungeKutta4,45,4.5,1.47737,0.1,0,0.01,0.986689
+RungeKutta4,46,4.6,1.48853,0.1,0,0.01,0.994143
+RungeKutta4,47,4.7,1.49555,0.1,0,0.01,0.998831
+RungeKutta4,48,4.8,1.49730,0.1,0,0.01,1
+RungeKutta4,49,4.9,1.49156,0.1,0,0.01,0.996166
+RungeKutta4,50,5.0,1.47426,0.1,0,0.01,0.984612
+RungeKutta4,51,5.1,1.43862,0.1,0,0.01,0.960809
+RungeKutta4,52,5.2,1.37524,0.1,0,0.01,0.918480
+RungeKutta4,53,5.3,1.27546,0.1,0,0.01,0.851840
+RungeKutta4,54,5.4,1.13959,0.1,0,0.01,0.761097
+RungeKutta4,55,5.5,0.983824,0.1,0,0.01,0.657065
+RungeKutta4,56,5.6,0.833888,0.1,0,0.01,0.556928
+RungeKutta4,57,5.7,0.709306,0.1,0,0.01,0.473723
+RungeKutta4,58,5.8,0.615872,0.1,0,0.01,0.411322
+RungeKutta4,59,5.9,0.549690,0.1,0,0.01,0.367121
+RungeKutta4,60,6.0,0.503659,0.1,0,0.01,0.336378
+RungeKutta4,61,6.1,0.471165,0.1,0,0.01,0.314676
+RungeKutta4,62,6.2,0.447231,0.1,0,0.01,0.298692
+RungeKutta4,63,6.3,0.428477,0.1,0,0.01,0.286166
+RungeKutta4,64,6.4,0.412733,0.1,0,0.01,0.275652
+RungeKutta4,65,6.5,0.398658,0.1,0,0.01,0.266251
+RungeKutta4,66,6.6,0.385442,0.1,0,0.01,0.257425
+RungeKutta4,67,6.7,0.372611,0.1,0,0.01,0.248855
+RungeKutta4,68,6.8,0.359893,0.1,0,0.01,0.240361
+RungeKutta4,69,6.9,0.347146,0.1,0,0.01,0.231848
+RungeKutta4,70,7.0,0.334299,0.1,0,0.01,0.223268
+RungeKutta4,71,7.1,0.321326,0.1,0,0.01,0.214604
+RungeKutta4,72,7.2,0.308225,0.1,0,0.01,0.205854
+RungeKutta4,73,7.3,0.295010,0.1,0,0.01,0.197028
+RungeKutta4,74,7.4,0.281708,0.1,0,0.01,0.188144
+RungeKutta4,75,7.5,0.268347,0.1,0,0.01,0.179221
+RungeKutta4,76,7.6,0.254958,0.1,0,0.01,0.170279
+RungeKutta4,77,7.7,0.241576,0.1,0,0.01,0.161341
+RungeKutta4,78,7.8,0.228236,0.1,0,0.01,0.152432
+RungeKutta4,79,7.9,0.214974,0.1,0,0.01,0.143574
+RungeKutta4,80,8.0,0.201824,0.1,0,0.01,0.134792
+RungeKutta4,81,8.1,0.188818,0.1,0,0.01,0.126106
+RungeKutta4,82,8.2,0.175986,0.1,0,0.01,0.117536
+RungeKutta4,83,8.3,0.163353,0.1,0,0.01,0.109098
+RungeKutta4,84,8.4,0.150934,0.1,0,0.01,0.100804
+RungeKutta4,85,8.5,0.138729,0.1,0,0.01,0.0926528
+RungeKutta4,86,8.6,0.126711,0.1,0,0.01,0.0846263
+RungeKutta4,87,8.7,0.114805,0.1,0,0.01,0.0766747
+RungeKutta4,88,8.8,0.102868,0.1,0,0.01,0.0687023
+RungeKutta4,89,8.9,0.0906526,0.1,0,0.01,0.0605440
+RungeKutta4,90,9.0,0.0778120,0.1,0,0.01,0.0519682
+RungeKutta4,91,9.1,0.0640210,0.1,0,0.01,0.0427576
+RungeKutta4,92,9.2,0.0493458,0.1,0,0.01,0.0329565
+RungeKutta4,93,9.3,0.0347488,0.1,0,0.01,0.0232076
+RungeKutta4,94,9.4,0.0220047,0.1,0,0.01,0.0146963
+RungeKutta4,95,9.5,0.0125603,0.1,0,0.01,0.00838863
+RungeKutta4,96,9.6,0.00657177,0.1,0,0.01,0.00438908
+RungeKutta4,97,9.7,0.00321559,0.1,0,0.01,0.00214759
+RungeKutta4,98,9.8,0.00149511,0.1,0,0.01,0.000998537
+RungeKutta4,99,9.9,0.000667527,0.1,0,0.01,0.000445820
+RungeKutta4,100,10.0,0.000287947,0.1,0,0.01,0.000192311
+RungeKutta4,101,10.1,0.000120417,0.1,0,0.01,0.0000804228
+RungeKutta4,102,10.2,0.0000489338,0.1,0,0.01,0.0000326814
+RungeKutta4,103,10.3,0.0000193856,0.1,0,0.01,0.0000129470
+RungeKutta4,104,10.4,0.0000075426,0.1,0,0.01,0.00000503747
+RungeKutta4,105,10.5,0.00000293322,0.1,0,0.01,0.00000195901
+RungeKutta4,106,10.6,0.00000118115,0.1,0,0.01,7.88853E-7
+RungeKutta4,107,10.7,5.20083E-7,0.1,0,0.01,3.47347E-7
+RungeKutta4,108,10.8,2.62818E-7,0.1,0,0.01,1.75528E-7
+RungeKutta4,109,10.9,1.52414E-7,0.1,0,0.01,1.01793E-7
+RungeKutta4,110,11.0,9.66822E-8,0.1,0,0.01,6.45710E-8
+RungeKutta4,111,11.1,6.35965E-8,0.1,0,0.01,4.24741E-8
+RungeKutta4,112,11.2,4.19262E-8,0.1,0,0.01,2.80012E-8
+RungeKutta4,113,11.3,2.72637E-8,0.1,0,0.01,1.82086E-8
+RungeKutta4,114,11.4,1.73898E-8,0.1,0,0.01,1.16141E-8
+RungeKutta4,115,11.5,1.08705E-8,0.1,0,0.01,7.26007E-9
+RungeKutta4,116,11.6,6.66717E-9,0.1,0,0.01,4.45280E-9
+RungeKutta4,117,11.7,4.01920E-9,0.1,0,0.01,2.68430E-9
+RungeKutta4,118,11.8,2.38586E-9,0.1,0,0.01,1.59344E-9
+RungeKutta4,119,11.9,1.39706E-9,0.1,0,0.01,9.33053E-10
+RungeKutta4,120,12.0,1.14041E-9,0.1,0,0.01,7.61644E-10
+RungeKutta4,121,12.1,2.89629E-9,0.1,0,0.01,1.93434E-9
diff --git a/modelling/data/abingdon-all/seasonal/buttercup_simulated.png b/modelling/data/abingdon-all/seasonal/buttercup_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..28030afd4b2ccd2f0fdc1fd7779502f7227f4556
GIT binary patch
literal 30499
zcma%j2{@E%`1c@72}x1O64@$ivab;>mWq^JB4im`7-NgFuMuS#vP5OczRjQzl09S_
z+c0D|7{lOurcUQLo&W#)zH?ojaXs_A%e?RN-uL}m?l<J7mO9;`Q->fB2;H@-s<$B!
zaz6-!Y>b8qj9ls(#()nQ*DLp2b)XMj-S0bFLNxEYI@&>9?QG0B-7KA5Y@iMog+xV!
zq%Uw<ySh5M$OsGD|2;zp>TD&<tJb3r_Hxkis=f;Z!f>DTk1R(q+Xe!0i@K(&tm~1y
zFhcF2duNb(SrT>kvdp!s<Ohy=hS1RPe=)brd!Nsr&*px|O>n;4zv6u^-H0*c1zTfU
zJ-d6ehi+fK;diW?b{17mK;WOUs?Z$ay@*Fk<M-f*CtoeTr0gYsMY^<CVh3Mo@G_Bs
zlkmI$-4;dq1Cl0m%#ZX*6+nIjeAJoUgph;J6Ne8efe%Q4G8ql{Fcaa2kftA|qT~c0
zejn2y2f(MuiU047mF~E?xvhPF5OwD93%Q-Oo?|R5>M1EH&BOjRI~#_pYipTBMPisk
z5(g<c{a&2q<Ll|YYpNL&6NCBj<NE#k_g%-Iv2^?H;y5gPsHCN(({Ji((bLl(V`NmW
z-C2Oz?CtI}7o<M2wVi#NjYtpT@Oe4E;Okwz^hz*QPEOAHTh6VuC|_d0DOT3DFXcHo
zSC4IYqZF1<cy`qCC)(R6hgw1#lwU$3UN86F>-9H~mz3Zvj@ymar0{Acs#4RRP8)*O
zrkHrGT&Y?p8)^tzuH9W1wm@t5oBGP5aP6{dTXO|HbdtkLtdb6yF749PSIiWh92OQ9
zxSG(Ltu$7x*;oWT@^ci2c9g;v|A-f^?IDX_Yl5((23hkW5~t-!m`Zq?pRYBiNhW0*
zY30iVk&5L*c=&sHd0FEZM=*19@J~zEZ`@!sQ`CGZ^2BFvd(=HORl@$1u@7OY#B=@8
z%EzIEz(A_53`$ifawV`i44wvORq)z8IDmfKZ~Sd=@OrAxmcS)RNj!{Ie*BC*+C;D%
z_wIduy5jCi)LNH1M^|1s`rUvV<Ryi?A4D(u)vIeOD=U1*eJ_ZJEN8av;%oQ18bX*_
z+S($BJ3F)PwcBh{SZu0eiv3Vo*QI_V?!e2&Mn=}n(P!4`C>U<)==2=yKQAQo<{2%^
zZ4Zx%3X`i>X^fp3kDK2s%}y}!yk^I3$|o)!$1G@|+S}X9XJplvs~;B~trWz-@n)dd
zDz>`1`ox!Mn5Fy*^-6cvjYgNTPYJXiPF{T2`9?FT`FXqIp4W=6n_JoDUYq3TF_o8w
zWp=OOi<RmYtsRCdU?_NDY++?}HT{NA<x_e#84Ep=oyr13hsrBoY0qD{kV(K{!&0dk
z*fo3!t)@8{8Izghf$#wJD0acn6E*A%=NAWxvAIKPrcxOJ)C}Fp(k@#mP)ElP%{^T!
z{WVW=a`;z}o|9!C`O09phlz5qqRm&ux`FY8_3=5co%Q~>q@*El>Cx=;tgL78f`+_-
zIxpOII#n1#THzBzBk(2E+G6#RTe%@3s7Y!`kvPtf&W4*(38K%cUaB!Hx$#-0$7>rM
zx6y+uowl!D>%K9&y;Pg+H2FECKQO4NQe-h=Xy~QrgBe_h;*$Gki02b_CCK?Pn6Iqc
zd|F)Gv0F+hZ_A^D(D|qh15u5yv0q?_F&H*QeS2eJPKc{A;R)7ig?cDWIl#I<-+024
zl9F=5T^`O;Au^6QxGOTr-o)Xv`DAr<wMx;0KoJu(S0OdFedERrCe)+h2Ly1;*w|Pd
z{LY;_cS1g4zML;OHnh3Y#1STKX;kqwNwNT*KVVyc;tf0nYfcJk*xer8>mIIjX>?nq
zew%g3_H#!qpU`fF-vn129CDJue$|l|O3@K8Iln2bm8xKjd1uj;irj*mhSSQ|n3$V$
z$#2gWuT4fNhMwtr`SL_esXr~Vkdl;&&j>6hK8$GUL%5>BA(d3-^v;Iny6_{@ii83r
z(unx=)ymv%pCL5l^#+2{%s2eB^mBG!qEpNsoBQyYLzZrfmDo_>!<Q~yN>5SPBjP5U
zg~DHOy@d1oZq4#J$<}ZnWLx`hXlrLbp6g3lmXf0!t7lL=_RLI4$*(yj2$8MvimL{>
z?7d7cY;?p~cB;Q+VBl4|o|+n!vHQs5^t*AU?u*x^giVbcS36<aM#*@z79`1x91^y@
zyS=0dg4Tri;~%;`Dh%=#TVNe%<mKh@842_8sT*NK_z+U#s~C($ELf5U6C@=h5NlHB
z^>Rf9z#*JnTp9`Q-koFG(^tfOy_h{**4=$Owz#->Ha$#8?6Iq>tLg4Um~iM&&F<FR
zNJ3k(w2sln#t_uqw6D9{{1838gz@9vJ0l6D<>g^uA=)22bVzK(a}FH59baxYAl5T$
zVPzFICumwTtgEN@@SKp4ggqKLAnrr-a3b)fdU56BKeIxEaXs1EEJJBI@84e}Y;7ev
z)b4CBEha2AH8o{#ukK=cN4L!-N4<(GYMVHGiBIQN-L#XX3b%=$BUl^Pch|BNQ`S5{
z*tZ&y*jg>G-O-ezg8D+eV5ZsNkxWWVO46=yu&~JVFhMyDjm4US*f*iDd1-dx`3)gP
ze9w^V67oS&dATHrItx!*`*ZcV7w534z6$q~2vtGgIUld0WxjAE0XLa??uG-@+k04G
zA!x|313Oe4QJ9!`O6Tg;U=KDpe6@wIas9^i>sniEeu(=tC+ZGWB>2H0mF@xV2gc9n
zEFPagM+?_%rf+-7<u;%=hwJN6qF+LSCIabL-98;T$3S+jqA9STN&W(Hpc$q7<#9z*
zKoF(^n=d@f-Kg>aKkB=85FY5<ky2h>ej<M^1a9luetdEp%bt*%o4eTRA#9wL{VY}6
z(lTqNYXXsrg5wiYxEbi2JJ_)wRYHa-n&lmbSqGS)vd{p3_;Q7MF#Ifh`b+;fLYk-l
z=N0}D0*~~ZU@t_#yunW~pNUB|g?_m?HBb^!qpPbMjF8JJ&y!@Ip2mLWWB+7SWDznm
zKEYm>@7cOlflY+(RP^U#U33Gt;EGMJE?R|--=oCVqo4`KZu;&8Hrn2F+Z)sjJUDjj
zq220xAIzR?%1#PU$P);Jki8dZU5Me6GiH$U<I=Z?XWAQ?S)QbNZ@fA&IFWVVL;Kn;
z=j3bN-49a?Yc*@9L#NJMV>h29FLE#Zq+%D2Rdjl?hE?2q<?rv`z+Nnu8ls4-a5R%+
z35z%(I`MRS>@vTMOw~625Q4RTJ0MPR&BI4uTh6OlCFSkgx8M5u`n;t(n#5QbW>-2{
zS>DMFzx}%NBM<+;F<(RAtmh=d+U_)1d$;*<1W#-)?$YGt_^`u>9`|!rJrZ9(7T9(W
zo)9gc1@*ydChnSg^MszWoy2-znqy*DWqRp#P^MPwN3pZiR*4Ut$~+Xzmn1r5+e8q;
zIVE&&j<rrRCqWEA9b{%{bk9k&nQ!;V__ftx+((q+aKJ~7)5rkj4)zPry5aS>FBNxV
z;C&vuZ1|VU?KE=zA$&7<BTNE(W3xU9u2!?XC@UHi-hXbApo9F@H1NZ=`d)_#7y8zd
z@&I=)kL8cljTny_HpP4~Xvb+I;+hp-AOe-4(Gq}NTql0eTT7mFdxLDBuF*>9ANT<s
zk~%IlUBMEMeXy!^e#hw}B}?#Lxx>hyF$D4M!?=WWC-zH64EA}xQDsrbD31P2Haul}
z&b8xyTHGfD_AL4Lqo8y<cRTQHB%3VnE|!g=B6<QrmlgC{SWXnd*XSb5iq{hG*vuF9
zsvUmc$hT-Yo+47=9!Yx%t^8~yl4E!>dkk?M?XqUKaq7<UQ+SQ=;>tYX{!sss>{FYB
zi$bc~I4{z9qVM{aM}=t$&1m=1ejhD!I!EMrvSRxM{%(VsB|NvLX7?$&6%7x%xG1nV
z;G@+~;r4EH#RY?Q5|V41Rh~qsEIye^$<tCl`DO~+<<j&DjT#BfP>%|ohdVIs?Gz$p
ziTniT758^08W7Z{)1*9DdBeLc!=Tn@=U{z-TtWo=mPgbux*v;^iwYBv7nCokSHzp>
zCgMFYC|S5~vok|<Q7#pW=<s>MlJDO3)9p!=8;t)|f~2&exBX~)ifp6YRl#Mi8$yQ>
zUaKukff>iYj8|{P-t}FYvs*?qB_FR{L<yYSD7R1k^6jlo;~pyEg>;H=E%7!{(QW=a
z)9RRf><gYdCm0y<CZTHj@WKM~7~gCSotY4<q_gnG`+^$J?j;Wxw`J6#&iGrh;kmCv
zBmFpCXPr=w#R1)AZyd|Jnq@?zoTbXg`mfO1ow7~y&T1AZ0fD!&wh%-ApNXI6N=3z3
z2xge6o&$lr&@@<Tdxe3Vf#N)ehS#Pb!mq<6Y_mQ*jA8N47y~DQqRFLbQ(?1;c+uC)
zS^1Of(KQ5ZGwRrI(kG5wxu)nKK7!Bn>(?8$oWkMfHdiV>j7=GPEVAIKR;&EvG)7#4
zqIM@>F2mbR9SO8o(Yu#y`-1If29h$F+k+BpDres$HHh&OhY2v8+;w!zGnTmNjN&!E
zf?ag~z}ThZgxv}nEW5f7n}<|f!jtjQ6*0aYd)DkvC>J@&NcXK-+Zc17#o_vviah6-
zCQ8N*-${F&<<*PB^{qqA(kszE9f(_$saW(Sko{#VXC_lDDyU-<u8)`1daRgtefHQ)
z40=g$^3Z2N+XU8%JH^XgXvJM6I4|-n*kU6Q6(ZP6+aA=6mI5ai?_+J4k;uc)o+~WI
zXZt!ZS?(U8<Scz&amS_}&qu(G2vx`nM?2`I=A4tprp!D$Zec1vAOm^*+PXX?Eg&bo
zacz?3gxHD-so3o7?0arJ5)yrDO^UmP9aCH$EeB1$G}PCtByYNfF$;=iWo11!#V(K6
zzmayC4&J7vp*hkTby~`C>}i(dm)6$Ch0P5wMWn_xbMy3BP-V!?ioyn1Y7n5tx|cr%
zssrZM^tFaouZE_kR98b2=1go6J93yxIOt<SWkp5slvvHykN2_p?q#iY$qul1M61VI
z=>eLd5}R0?#o<aW>brOE>S$<$&&C@%h%S(7TAWOew?O6c&RSo;*jc0<ouZ<TodX9b
zawXc5Bs=2b;#~XeCw2AmjRXd7Eb%<`6yE#P+V(UkC~2``GE!j(>(U`_b%>UhsbHbR
zrl-MW5q0?RHWAmMnV}YOwDsGXUBdeM`Wse<3grvg^$B=8CZu?`j<!6{;K|Y2)YQ~_
zVnGRziK)Au4i^=dYL>;WB2OQ-YQ{6Nu?gl6x!7>Ezc4jym*L{NY~k|G(#&Jvlu4P*
z*O#IbyHYrSn`Sbbj8UGYEh8f%x`u}E&;8^|(D_Y{ys(=P$Ok!gw<&~@NnkL%WbA82
z5CX0Rd%3OQ!FR?4aaDipR9(CoJtxF3bMu3j*S%6J1Z?`LeB=Ewk2Y2I8tfTQh~ZQ4
zEI}X_Jt1UvC&B-~--oFH5(58G1^oQ#A0&K_W@~eWA2#J~f;>jOM&btqR}Oi5onGqf
zyy?`yYO6%%LHwYIVvwN+U#0OVV9Wsmy0gei$r&?4(D9$HS9r3%;w0PQ8qBAJE~Bw$
zg|!}DFl6&0+AO}j{euZ?-&}opXdpzSVpD}Ihkmh7t?!32y4gU_dZ^j(p<B}&lWm<A
zXWBsp5m`>?$=CMW&{wa$TPY|xt+}M7PquJF1@?`BQ}_wi+ak*kHXEw_+=cb%suCGZ
zqBRt%zS?Yfeg7CgKflr+V_*+vB5u42=-`hl{$UCV3c5Nv0j0CL-F<y(T3T9<<detG
zK-W2KAD@9@1Tzed|2Vn^@#np*qZ1>y8h><9Vm1EcV7c5)Fb2@~f5znG<^MBgZf+j^
z=eG2xrTj24<#C;5G38%7Yo?z3%~tsHa&d9}G5<G%(Wz=;!v0(xef#o|8d^+cJD&P4
zR-?<9tm5&UUe$b2D?h-Y^Yio8BUO)gY8E;a_cS6SBgGwtrQSPmA0GZ*_<%7ZG+MGK
z{y6w4RM!sG0hql)je6AkuDHth@#9N^_dfUuRg96pw`aYl_3$C@gf8Q%T3-?AfM)FK
z-LGJ{>5!g*s=55?nLt(tPHO6);vbg|*njKq=k~-1@|4(P1TU6AVKe#Eou>hGr?RxP
z>?*QsEkPff;d6I)x5(ncMC4jND~muXKWDEiei0L+93{6(11ez6uX}S*@$t+~w?TDe
z;6(dc*vZL>M(s*7tA6Vtu&M&cXzL;)=|$(Oy$H^y6udlYq2=a{hn$ko8}kDy?Ck8~
z_dgwwamLU9Bovd7z(U6+6GzW3$Dhx1^5iv8qsOJD3b*6v`2Z|FJ~H8Dh>rB$-Uu0e
z78DeAW_Ebk$jJvhn{lzR+=sM4oC%GJ%FfI@yCRF8eI`7K(1-_U9$-szhYSEwJd%y8
z-9knwsj0&#oN<#yG2H66uU$KMM^7)5%VVM;WTJ{UHiQb`aUUO_I0Ql{U)H>V#t8)&
zAyDmSx5V;=VcYcSPl*SUQ&2RzSk(v8F%5mew;g3-vROi-z|ZGhj4da0zE&A&3bM1a
z%Y4uj8G?)D)l3I?_>qGHF9!!lp@+4zbJ3=;u5O&iVM$3zCj?GQQ}cK^7Tbu=I_+>(
z-&I%N(+?Z8n#|FjR7=1mDMDkPODg)dzl>m)HyF-;^G400_0_72<(V^QCN{nh&-e(2
zhKA<6dl#CVoZKL>FkGoa6yoO(Mxs!S33NP50Gz$c$vILWtk^$N?H=a#5w^X(tz%%2
zSRqtSU8CKe<o+m8%rexYZD?qyaecGq1@ggz2aPxYyO^;APzEn$_x0(muCE{Oh`MOm
z)z!sih<^CFK)ROM>m>BN)o^j!>V_kg9dUCdU4Gfiusw+*fg_0Sq?l?+7{XpcRyOI!
zj~@+ljUC1<vKKCBlxXgvo=ff-J0?ALa$+o>GK!OE_2syZCWY;e*dg;JWF?(*(yi6$
z{t5t~lj9`bW7v)y;nW)T0TT-(YZXvK7qD$ZPMgc)ixRCT`C+&n=ZD0pXx#J#Fky*|
zD07UN*{ys)2c^DjTQ~FsAN&OTHA+)UjhL19hj#c{c|@J~4nN>a#ScqeB#oqUdqj!s
z$)_tme!8k}sp-a>f7CTpQABZj{$iq{uTN?%mf@6;>ZZ!QkFQsCCR%IucHuGrt8e#G
zGz*{gbzJ74y2s)B9T#*lhXVGVTK_#Qj2n8gx34c$SgkMjhFukPw92h_(8e3WC{+?C
z7p1s+Pj}dR9DPvXiQ8t<xqX3C#hsGV{mD6%r0}4Gin&)oP>*1<mghX_Ve1R!qs;Zn
za=HCX3>*UW-f5;gDFp|chx*d~3b`uoa57wlWQXDylOfWha1%D$oi!oX!SV66wOy*1
zHbZo|-S2Sqy4vBTe(}Q)X|L?n=_Dv(V<Sp_<E7M3Dwb~X09TL24JpQ@wxIRuZvn`d
z(p=JZ;g9a*+;EjVaQL&|eJ_mQ`QM=eP_LTH<)@U;V*8?6=hGs7QBLT<?{lMYfrwJy
zWJ3P%>YzlD!CJ|Gr<s=&G~Kr+MI`-@rG6l&SO#tgG8`tO08ySq`F5%TqVA7?*?FK3
zqKf_*(f$gdovI+v{V@yd;Ae_V433KWZ(2Eb?(!dLB@sM2{~2?1cK+8`-Rm(&ekri$
zPR7%R=rc=Quv&SNA8-C0j&Wu*C&0HP(%PRF;L1PJfIlyI8vm1C#Kgq@nD=+OXlRb%
z{?B~CyZ&eF+_`gq?8Be;^y$<88UtqzP8yt^>wzGD3Y!Hq%5Y9o<k;_U{!#7(IhCfX
zn;REwUmhUc+{5g0C;mv|)}Ka4IsP2u5)`ESV+<VaXS&xs%%O1lkMFG0-@QBZpRwHB
z!+(x_YHz3i*I1B${p&HXYbAB?o1*n@-+tbgWXAt@o`H!RIQ&0W6LpWkP5)K4fSRN8
zUpZG-L&6xqRhxpn+3eKrXDlZCk=ip03z|CFT3Jgq+ghayl(++wlxJj)pMhHZT>Ny;
zkNMHj(TTgw-!mwEbf=b9O$gFoU@AQA{}mx`cq|$aoW)yZ{)EWW(*B#ePyc$1Bwseg
zxIRQ9VH4j>g^|mj4q{WiR<CV=qII@axHfZTvdQp1E$KP5OIkcs_vFX?d}dWuRZqK)
zwT%s9Hlo@vpvwHg14ik6wM^!D2p~Q5-xU;O1Fmx;u3x{<oD%S6#LQOwKbciDxAWUK
zP=A<+yUyH{@mNl)&;raBzZedOYa{?Rx2r2dz45`SJwYnu%d(4yhm^FG)J+G6d@03;
zUr&5#X<?+ye*gY_V^fp6@clX$c0y5Z?gb}>GiRP0I&>(fswy!#C8cq4ez5cgQAkSa
zC8(ns_vh8;85!J~$x^qB`YpslDr5eYSLIFGM$l*kuQuWW!d+dRn(kL(tq#%!1Q&1F
zi=`wUUfymr3jQ`PPji?LihHdR)UX7qvYf)g7!qC3uAL|za{Kn}oXW~qK%(I1;_`nU
z8{4>)o}S*Y9=Cu+>geb+E)ZZV-fU8iO2kNL6X25@_T=O_FJ9EaEG#Z+fl9?ZDGo^>
zxO}!-11y*us6n_4+v8Ht(;hs?SdQH`CmI|(emtc9G!T12><24dtnjC~5vGYTF<mL{
zHZ}rx0MFH*kUF<GQhlX*3`uBJ-<MjkC0eh<t{|t8d~BvsONK2;qxT4~<18#;IIoeN
zZM=@H?RmgmhGLsu70t|8#|T0%PWC68($<8Rzqq(K@Q`pxcXb-!<iH>|;*XndnrgbQ
z5_p(#A>Aset-YPu^xg3AaD&U;ReFGf>|=ckFm1jp!w-S{(O@sllGV048uT2Wb1S0(
zhbj9m3v~z>eh7Z(B_Uy97QU>ub1>=y2ZEW(Il#oZwgT-XiB=fS?X-edMRl7q)pfL2
zZSqN9X$(@D7EFLcYU!Undp2Ufp}WMG%rr`k=BC<U|LDt2WcPT3r`a8v?x$K}q<}|_
zbwGHQdQj?)Xd?b8p2oCzlzU4@oj>(XpfOG2KUuXle-8~`>H>L9D9{i4^_7dBydUxM
zDmC@qeZTdUAbDS@0Ga4=&*;*sXvx+1TlV&Oo8}g6RjP^Xbqordeh$?O5?eDFQCfyX
z(Z!T8CQ`6roOKX3b3yLyZkITYUtZbcNia%ZpH@;_UgpiAhH=~Kldwp1CIlnuh_Frj
zDmg~DLM#@meE>3SiP=Ygra*535r9g*z+*54hSZ9oV{12H-XLF5{gtoStIk7U6WrQL
zcj6uO|4FjioO+?k8$f;tZutao_EDzo7d_tik?a8%zl)PCMQQB6qpb3CX}{u!ZAak+
zh%ZUd8rUZS0J`r#+%dC3Ch+V(L+T^pPZG{UFoN9s^DMvZ9kSJUx_?m2->Kq2!EJ^=
z0M%GMBbdzi&t!kzxJe!I|85_iGV2<)c=G8fYU4nrm5Gta$ST9Y+XlY_YHN<(v#JB~
zerX{<6gu-~b}-`-UHu70{>D`z-y)Ge5yH=8ehh2}6sogP$gHQo6Fg}Qfc!r*4Y+|M
z1vf3Ex%ujU<^$;PpD}-b@;}DFE&xJS`8a;lG11!Ip2y0{%AS4L?{|idza>adNnLbZ
zTf5(r=`iK*1tG!^=%>sCg85Z;*o}j~Z#6$enF)bF{AaANu<$=)pg{h!$^d6VlBt!M
zz|*SyN3}61E(aHv#|ZNMzPV#MC&XitlEVHcO!+f$YcXkRYGS6R-?Rm=9{G*v#NIW&
z9#hf-a*P4g|260D#5Dc!h=_H1e*V9+CIIB*^|kvFVBKk@uVmj;4GmdAP_w~}QT@(Q
zpwttkK4MYozGU*hmp7k2efn2<K`MDb4){-L^1+SeU+d%NiVX+3EzhvL+cLpe?e*)|
zK<QDR>&ug!w3mRQHJErcI9XU&LL(xwfOMnt!k!WbFwd!#w=}=+7kGf}tgX`uA2fBp
zyYqf)gw4B!C!uqGpqM1QyYB7ad+f_c)JDDWDZS;#zb2%nM*YtT*tReCHAp7iq$j>T
z3g~h^KyvfkC16Q(mEQ2}6Tv@zJUWoG5Au>P+bw)A444MN>XW6>rjz#A+me!!V4aTR
z<;uo#MhvUik?(_A)T_2R$eL%55(gXJmc7-~Sh`Asd*h_yCGfRhGdY3s_Y-MX1GxZ1
z>9n*oCZS23(KnEE)?ve+j-S`-T%BswuJY<Y$YaLG&rCD1OFOF$qgz{VtckG8dE7MO
z6BBzbBP&}S#0G>cb%2PowzfQ-hQ{lIdTPA48<sxR*SCE9_~fTXC;H&?O)ag+?-Kh_
zF#^||0HA#c?%=_Lx;Jlf){Lw=;E7VzZVN|iY3b>CwY9ZZDy|n;{X)h2vv=3n$AFfO
zj;QXQp2o-O;U~`I-__Go+t}C;hpk$yAZ2A_tUJ?`kDWNdkC0`RuzUGkuLc_b@+H6C
z2v$XS#d}qPL&o(gQHU34vaGDLfX|p9W?qZs=izw<<hGWkrXWC{@JmbU6NS#5yDry9
z;=Ez)vX?I18AhbCjP^gFpl(>&bh{udtWE6bp%A-x@d|ozaS_-z`n}IW+LKZht#ZH8
zO$_yZ`xa~`t>cq_;p|z}VZ>6{itR03T~(kHPaJuS)cmsH1Yh0QcoQBTzK8^J^4s+E
z%g7p{k^2%_aF7zau(YIYV`DQ>HO#)LAPp6Aegjli6Wqpzo0EJEln08a{n8OOBtAK}
zS`zsGz{OMt4!A0&g1Rnjqpn9#3hHCzb6Ucp`AC<LXPG|Y;YVseY%Pz^;&n8V{Y1H@
zWr0$=ET3f5hDAb8%onXMx$c>n!{>g8blDK9275AJlZk&R4r!-zVSeTKZ+zU=5vKib
zc<d_++zX2i#mP^eOO6U#eKw_+hPGd}DJHVl6{r9Ui+hrMFZ{r0q$vwh{qVfJ|DM{W
z{IbRpBhmdMKI9i-w(@(9pG9+Tif%$b4}%0>J=Sqa=q#a(Sf1;ZzhafMijaHsjekXo
z2<zRJf2EjhN08?#;`j-nzds<uQBPZ?daL2E9g0(rrE-AxqWd||jVfWoS|8L)mS!lk
z_i;b(b;v4hON9TPNZr;Z!>hezrATB{uXxwCEN*6JgrKX3pBrVSU2)1fv%83yoc`wh
z$YCyxg0eTxGdFTj*4LXhQQAvHer4#uA-oHpA&HhEC7q5!Kl>W$==YDag06qWN`I&c
zRs1|E*BL=4B0?N-Qh!K^LUAYfNZr27)<i39>dq%4`S3^zE0a=>IR*ct=xu=@kIEw&
z0=cg>ZL-#W^w|wQH&J7euYJM3t9g3FRqO1)Q0qnU!;myS2~&txip-t0&Gj|FmIt>g
zk3N(A?tqpn*>30$vVo!tWN~Nd*Rv^gGG@{@Ih~znM#(AiwdlnKzL+Na$SNeW6EK_$
zEqUpdrl-?|>5p~&VCB1+R(^iq=<l>JlTWHtEFD-UD=FmgeofP`NE(Lq)f3ym|0C$*
z+i&dN6((GBl|g>(2uV9Hahg=yTCQi9ohzvATh_08wJb;d0flrqe`;nH+A}kU$%h%`
zYi+o;HJown`F8abJLXc_b|l?eCc{$l^`*tHS-w88=R&{2(IYoFhMnl8H;U7~QT%-_
zi^ebb6jl%DDik(`v4o{22pOMi$0yIXdYJRDz=!9WWNDV2MF0Rf74O$2ZJ93oT@8(t
zTvDu&(QwgoU~J@wnlX_TNS4^Ml-Tk1`Q#U-NXbAzi(d+@Ax^rkIy)UhJ?Yr#ETxFe
zQ~HY?4O;YsShXecOf#okH&rK$4e`U#<bIY;+QX@e!`jlvBPNKjdg`9%Feh=b22WXy
zD-0W%+4=0;o{+oH_Dq3WyW+A!osXiZA!g!LXxe*kQ1)Z0NDIi)DTb}K>MT@%$);$4
z3Htdpq_6si^7DBW&L!`jeJ|?JnaN|T#9$XyP4{f5o^5TQ9wZ=s^B6h_GY&K-!j<*!
z9$b6nZs5dbyfV>|j*kedJ>L}6<<5|t?I}ELDtuCaIXwT7U4~*!ZPcKQ%(bQ8#0%hw
z#Xp9@{S|P#yo3{Nrt258nESgp8LSL&+XqWltDMYt6iO?lWIErm@&*(9<c{sk<Be(U
z=1%_38KgApVd>s^7oC#AYd}zu8QEDhdGu&5ZMKjsy?;sa;F-*<W@UDB1x~o7E%Ve}
zx3(+a{-$bx=r9c-zv+FW`g_-8wTf}ryHOc?{+;y+DPzG}=N@18?y_*_Djd?<z<K3r
zo+LG-?vV)fk<6^qJ&YwCNeq*2y*GxgtYGKOv^$LC1LI93uHS9sn7s04fVvv@_HAjv
z8j0s6sR!&^o<Y=*J1d{s`*R1BZFnAwe{X%JP=PyL^|1Sham^uY6XorSRMuYc(yj#R
zDtbo-2xJ;4+KDuW8xkE1u-+vlk@?;*>f^eXLMGSq4aFmPRX1Zyq?ft6u&SY{qr(W7
z!S&0f`|HVrCZjYZt+H7k0`t8IEa%?Zzh+c6SsORj5%@~g_r2P!`-rnsNp^kHBO9p6
z@!5YB#Uug-sRnZycinkkd(%?od;~p?v1yQQ&ABwBzrLgXRsIQ<b3Q({aH0L%k)LQD
zPdBI{)K=%@SElf)6S}I)`9jmb#PiDr<Z3IZWtFxWK<OcVnwP=v3JwcXSv`kMx!ZMB
zvbHenhrwWD;p5S&$A@6mgJ{q2gZCB01-hdKWi{8(`EuQ?zaKdg`x2LszzsWYiDBvS
z?{~kgZ%o@r3GaF@sm<kXrJm$X$DBOWOS`$)F89d3zkhsu|2lgj$+-UQQh8T^siltA
zm5h68QwxUK*3S1NZ)|CLeYjT^NIM7xp`xODpW^bXFuhb#;@+9EboQ3p;~=U0C0XCA
znM%;1@8grM$!rU=TLO#|SmBL1TTP|kCrT<`MM3^Q3$;XQp)=-gTf-kx!lYz7lW4O$
zJ0T1<&b5vf(VKe-xrZJtb#{n|>|f4qOXvtpUO2YNyCU0fej#`<b^cmL{geURNjFE5
zP$e5Od4hvKhZprbECA7@Q`IWl$J5RtF3#{uYpvW_A0J1D(-8+t7NmW%WyG3GUP4xI
zWrug>b@wlk5I?_s28R!FCag<~dpx%cgF=MZ*)-hS!s8{DX6vgE{T=G-I*>1kr6xc+
zqWifX>ypYIFF)tUBdZgx&ly<XOXHLGUcXmVTpSBFDKze|H8m+caj1_%zqs!_CIb0U
zj#Tdhf5=tzq1~1B`-8EDS4@N=*H$%|T6!99{Xhn7R_kCm-3$5G+H((e@868<?8?Y%
zb5FQ>|B938=7>}%`}{Svv^DY{HtawsM878SaI6xCTMUl~2O}{(7Av?E?3EtMri81a
zm(kbBHe<D>$-X3)vj2VRId9)8uQD4gEyZZl-?mhFFZFe3A}o;g+>*-!@`l@z>Nn=z
zR=m-lYm1SwmA{N`X8j5bx8k=93_>x2m>pw6$(ho)WVZRn&VsOvfY+-VPVVVl<26;Y
zlyTDk%&!Zaij(Xdt(Ca|Zonc<DD4I>cjD{A6jpIIC;<pWf{Y{rii$F}FdX67oqxiB
z*U>Sg){J0R^?j-E?E_4E4nckIOkhLlS$Ll(;F%>~QiBc5frN6^$Ik?v$kSIl$zzH@
zxm_5*sY(S*%b)2^7*0M-Dy_S({}3Nx9w_c({rj@p+uL9Dfvlc8H9N{G*3c1U%&vXE
z#v!mh2`kU5wjGx0+wCEJ;$K_r?izFSIc|6ayUel(eCtME>oKS9dcpK5x;!#IK=~hu
zu2a>~QRKN~Pq{#2iFBUE{QCCh@q-gLq0QU<ljKWZ-(|*c(6<e;>|fLL9E*c4$J^;S
zmfQ#l#seeL7Zc65U?mLP7<sPdFmgHL1}#y6XM=f-R!?)+4*;=1gaJr_tgD|GW_68*
zG#GamORU{;`;s!w4>QR~46759jr<y4l0mdcSBQ(3m#QT-i@WL3Y{Y`}1a|6fL+tyW
z7Fq>X`K6~H^2tTAa`cMrMXvXGKKXr7(_g<PYe{|9uEn%tZ+z&nYofKuWsx>^#$crO
zUC1M;1L6Cj`NV|zSzqQFxqGVDD(_&%=ap^<vpz#=-(OoH7s)6=Bo37fFdq0F>46d3
zH4<;_JzXunf*UC|=WoES+3udyk1nUB^pFWdbbm9qXL(8m>AXln_CP!1Cir+lt=K_q
zzm=9iJK~vGk2<rI&!#+~617B=-u3U;00h8b%=YX2%81?Km7Gn&u5^9N$N(b@?{Z=@
zT8)x(|1~!-Fo*{3g`!Jg=U5E{JU>ty%L<%^;Z-ibEPo^K_dCdST9Q>f>OBX<GA;m!
zu4`yy0xd9QV+)Y6<iPpm57@N7eZwv;#gB$)tvdSqSqf8>ZR{_i$^;FG#Li(UXIGKE
zj^3-V^KkO)gl{&^sz<mj^QfDF%6XP@40v8_Rwf!tfQxak+Fdw;O*VeIJ>>>4UwE7B
zq44Mob#|Dl(H<c8*GBht?+!Pa?rq)eEoa+`qJ1odVv(>2&M?pjUe2mqQKkrOy$TB=
zRK*ljGnGDm$&acqS#OfO-RJ2C?(Egu5MZZz4m^);1{IEHB2HZj1-@k!0Eb8ha6D{h
zVW_+Z7$ZnZ?-5iWi?J)CvG2~h)jSY<dHDDyd88t~7I_*}%bF62&B&M?8MN@~;wOEc
z)1!=Mv###kH~SslXWl{V?CrCFo|<^kN(*lZ(B1?QFt1z4wn{AGyhFw@FMWOe5}zH<
zs?CY8J3|hT8}P+#@xr*4<d`SomN|;#5-un1y@&ZhAf8rep=WxxO-!`d*w~I8bDeNx
zN!8ZWT);^T<C@Bo6uf0XPrxH6G`o7SYOX}3PA;SrtJ*hcut3jhsjCu{Se_ihXc70V
zYYUVAtcW9-)hcFN+yMP0lG9-Rpj}CBX&~vk+=L`Pz)iQUVPdtrf#i19?S!=F8vls<
zsP`Ihj;FADuXQOvi-GuTP~%0omasHX97M9^e|mb*T;aZs4igLp3z0lw*^dWA6p4W+
z67$C^Nsi~H+=2p@ayA7oDR61Ei9&L6$v|e|mz2Dl%yIGI;VBFz*gw|YF(fLA1(k3?
zTwK@av;4~oe~{$-sN|0yKVoKQ1=tfJ0O<f6PB}$I&rh?l+5FU=jgBy|%e^ELiTv{N
z#zqP5@#AwZUc3lF-!bV4NtI+l2T;+a*VQSl3=e#`U*Ax+>V2_20c%-SS{kyAu~z`>
zK7K`t_21a~%6$0b<fIBCBjbn)wVZAT{#D9IX#fSbjZ$Iszp&cn@<kG?mb=6$B&22c
zf03QNOv6pX($l%#y?e*S$H!NwDeJyCze_#=bd!@OPmaKF$=^al53Ovix{RRU<<>08
z<+Zhnz=9+={B_~UQY>!zb&G(`o8bQB+MMNoH0Q1DyT(!VxZP7xY*{IldFJV|ii+)V
zSJc(R>|jYJYp00@%a+KzWTy^^)~EuEJTL@zv2R9eB}*zU?(S??V|ARWX8>#N_W1E*
zbH4K=XbsSAy8SskpteUT%k=@b<Yd@>1t4MkYfM{@>}D|eFf$z6W*<Ei{#>&5Gm$4s
z`+CxyReIo#;+vx7D%bZx$$qIC9FLih87$=s(O@&)$B}=Dq1*J4zPRh$40B<=o-~Dr
zu)pTNaADq|INLL74BJv5{EH<&xe6b9h2{nXz@At){Au??LKU&R)!royQ0cFK!fYuf
zANI0c_FJA_wf=}y+eaw%wd}~7gRd_QysEg~d5}JewI7(6H2|Josv!c^mYHrE_}>+0
zB`!Yvng+T&f`E<a)#9(_2$Hq@6XtVgD!Y=;naW!~_36DcI1ct?{@S9Lhw|0>hxdGH
ztWQO-nZJ_19uY5Dn-`(KE8lymyk|?XE$!CpA3MgZg0^`-O*Dgp2DdN<#X?=Zr<Hc!
z)Q#Sju>0QWee!OLm(P!HZ@tlhwTv4=tDCGWvUluTN9CkC5quC-?sik-X!w0H=JUJZ
zGf&x+MHr4iltw8zCwa_Fyw~plv|6r;p9RmPV3irHz^u&dBe_A5#Wno8aP_>H0m}1|
zH!z^4ClNsN%n_AZugcpr{=1HNspOoJ{8xR8v!{+$Sm|9@E$ft1D#agA8`5K0RYP;O
zoUQ}T7Ok((?p3+IJ>iZmTp_s>;Y~*n1zp8WOHkkKq|LI9J=}NMj)Jj?C17yxB*A1y
zrw*Lr*xkJyfh2<=*~Thgtg4|~hbi}TUN53f?W@6!UxA&o8jprI&g#l~uQf1v!WgX;
zo-B-o6fVC{{4B9G8kv8s7mwhO9ecbNjW3`ai+ND`4c#T3#{HJlcIOlPAaLsh`h7g%
zQNX|1YbfiS^SU%(!XIV55v+u<CsUz@MF$mATq=Kj`=Nfoqc%EwLu1lGVI;iw!L7gG
zl)>QadTMq2wR_@2t0-T!wjne+a^li=#)e>h+k<}<5I}WjKYGNwgfI0S>kwcvWR2xy
z4!{g=BB^Bk)9inm5`NYhbdTK<XBH-1_8d|a;!e*Cj&567WJGmPG~5<}K=k+_u-DUo
zoi&)qujBOKapl~SE>14`!rI)^7?YoTBoZljL8#(AwMbsYV%(g+!KuMAl0HL4N2_G=
z*0ViXdg91=uX_?xH~AsipJ=@(9^-e7<wcE-J?S(5hRmRb2b=T`PP?6ZyR$x{*k|!A
zx6~hmZ0mcFe8Y0BW8O$>97vyyqEy(nBtH7t&rSUlGn&#=>0J!lW#d=-o#K6cBOk+6
zBNEHs#|FGKYypL!E=(iiVcv022r5rX`ynA0IT`~PI@_8aVgl4hU3)Yq%*GhxmX+|z
zNn~lQ)v~yp9@U8t(84E(;Ku7}2iygv<4kh3KwFtvbBYp4PNZ-8%%^Z{sFB4~qot)q
z957rYN?35m(JW(=2KYIK`;=|nu_39@BIl*lE*v{MChHMHT1;^tIaq>e_sN>;kwDWu
zXzV$gWqx^4ox@udSnw5(1Nrd5*6!wH)Y^CuM>psqaR>>bICxs#GcJ6-mEwwS?{_s&
zueyG0&aXdh5F3MIcS1rm?!JYHJNFqVkqYz&G5T2G_A%#LT<<s422|}29P0oey<7VG
z`;RhEAI&K!;LDgm-6Aw|d>K}}6z?PIjIMuiX6(64;XJ+Y5qnLwb^}_{q6(zsWLPk9
zX}biP**w3@Ij$t6j65!(fG{vH)CYbLu1&ms$hKvm3z45Br~0Bv+!-CSyU1m$aMsA@
z4)+!MA_wNbccfB>EN+?&RrEs#GH^J2zllbpd$-*Q-*2ws9rdO}Ba+KA0^}R%H|9+k
zItRm(OPNUv1vhq;Gc5#|w@!)?etgz5NHx0PV<K_~)%YPI5q}L%{$7Nkb4LF?-S4XS
zh5N4c!c1n&8MHX>X&3X}QKl0(9Po#bV4z3EIz9Z26~~g`yuxZwVt8V?x$1}PN48|A
z<ZVm;#zJG4xFV*lZP?hF3wYJxvQ_3rIq#zE8<5*S$i7~9pWWv+$NsKu-yu6y9US^a
z9V0N4nfd5ieQqipzwEG|TfisQndOt&a!@_0(#Prayf0)}<w^VnLCADFyKK@sHjZ11
z5ouLHd*R3&*}FnMk-y+u_{oc(Z?^2YmLy+)WZ2w467sN#^4;#HTB~6zxBoA{;xEwI
z+%juG+rh7(_2b7*wYeRCrPMn`^{>{jR5xw2^LPl?Piy0^sX2Lhmo!#O+w9kNUgwwY
z<#$_e_FskBqL?|0eg;G{c2IO5<Ytqeo(pKo$wI{jQp37uL^w3dK3;{TzNHo^FN#St
zkj>qYYBu;M-b_qR(n%8Gy-ytrFZwfw$Kl@|0F}JT(kl(**{F5qr@#REH)4#5i?ayE
z6t}YS3zUZf@D6BAjp7B7>u9TCCaIZC(I<IQhr@GwpZx_y{EmB<mA}U?A;$v*I$7&K
zs0}ckfG91IqTFSbUiqVe%%CIG`-PVVQO-Bn4aB*YYQ=B&Xpj7IRFQ&L=Tk;r2T*hC
z=;>2P%YN^n<nA@y?y!c<Wl`^+rK+bFzt-aGjU*k53^Vm3bGGcnnWfzmZb*onUXR8l
zO?y4qVT(MW-#0H8lQc;=)|jCZU8uELA$==Y`!3X)YMPAP?+FQfpFMl_YKj~S%gL;D
z48}~|MUB!1CEbm+Z};?5&lP9**P)e_`_Y9(2C2i3F;OS$sbb4N*Vn2wZ`(CI<Cpcn
zhn?Zyf3e@af1jo0gK7`-wd~lo3qQP3_5)G3e*zHIvNRD<VjpSgaLY^2xJx;9U&upU
zq7Ei|=4xH&ePFYHGLVD#cG@`rk=@*6yghC@fKxCO4Uli?LPrA9>FtNAmI-{+Kexl$
z95mf^3-6^T{F>Sxxp9njW?+QYdf#5j@7>hXmj^s$2>Y8b*AIB%H9;+DE}D3MGDrZ4
z+@hhUj~63AZ&z*X%1cW4d5x@JT+-@8wq2UojO0|0)c4Ug`{z27BvoS-$L__Qq_hJ6
z8+}OXs$+-oeFmrYE!YsyQgJ=O%g2(N?c6&aYWCfT{<~!S576=V4)InapCk^+T<{$I
z>sPB%jsXdfA819VF|wkfE8($TFt(g4Va&IHa}1c$JAv8VW@l^toxLz*$T3rus0fHQ
zqWs!LA}t^7svBd_v$+}Z5KA}&60YX{e}`_hrKK-~kjs~W8Rj)G@V)Hr?w$c%!C4<Z
zh>*Y=6twSjH<pU#X%KxsHY;_rp2V@!0F7>uP5FZS?`Pou1=+l7kN^tw<r%8?ywPNm
z54vd8e(V|d%-w6(?m}N(AQb@#Uk|O|2u@q)A(pK}N7Vvd=_s-dJk*c;y2Q%<<k4{4
z^XJd4K_VVW7#JD~!+}Q38JvWv*9xU35GxLoQBzWePy{FvFtOjd?hnA^&Gd~*S~1v+
zsc(Z_*8uZi{`x)&m{8<}DFgmmDZsLn35=M>9E_UR8?eAlvyIf$(_^+Du846!uBeGF
zMe!XN1tKcR`5G9r4K56qR_LI?-05TNT5Vmo?rK8oB(h$(;dfV-)6vcG<va`r-5WlI
zDRci7$_feE&)VCy4jn$6dDjH?3_vPtfP{4K-MiW$hx;l(Tlc3Vsth#ZG;Z}s(Ai4@
zYhA!<I}3El2^r9#Js}D#P1Ou44OgtZy-^i{OMXSrQH7Q2<z>f0&C1Hk2_ooLZ7{kb
zBn6{R*xdB!nrykOqS9z-)G4;ua)F=!h-}4jp%B3-F6F+*$a#}3rGf1TY~8X5jW5%*
zq)NMAL2HvVo1BLT=s>&W=~-2=7|h7su>R%C7uBU7n3mW^-1H|nP(ZnE_$=Ce|8U>j
z@WmNs^qC;6rL$8TzGcX3rt{27HE17w^wStz6|ekC+~z32);C>TE)q63Z>p*u0N^}q
zbVWp7F(^gWJrtKL$+GDM_c8G@1+CvlYA1&Zkx01}MTP~dhYv%Mut!QpM#<lKd7wVK
z$)c?Co+TB=nwk;K@fWACUp#`&)X0yrO!lYe<OBnl*4)x^%`Udcn@HI(G?WCG?<(B1
z^jlDyjMy&@1w1pZ#mycmIN5Q<@-N}@FsZ%tr|`Lo$Ftz`Fl?->=Mi_Eocay?f0~!V
z5KgA1rYl4#9cIurQ8Z=$5J~qBKpVQa^i%ol?Cj)R{nNVirm9K?DAY{A6r6+|a2~>p
zo+kk`MPKyEFlaR#zX-g&Bv-H;Dj=1wyb%p^VZ}&fVA={qfg>pv04N{Ak_acKQgWPd
z@bE*zy596*yj^j!B(w?W;MIe5(fkv)QGhF~8LbMK*3droY9&FXJ*oKS;DuW1<+-{g
z!Rtx#Bk%*YLch$wdlAcUGhd)~Dy$RPKX%*!_z>~c{uUG{q9@ZZ-oW7G<He0sZ)j);
zJ`5aGK7#A)PH$u`+XVGlSQUNl>TGKmU*R~t^i|Y%m$=vptsy+@G9&f##yZsFb}F2R
zpz<3@AT{f_t~9cQvAivyc!vLJAC^3{TMwC=B!4lAw1~caPbFa&%jfLwmWGNlxeC<6
zOi8gR`)kFB0Z?&7tS#DyOnh&P_xt%|0;7hl?Ufi?;EB5H0;#+=2^9d6`%F#vdkcjQ
z9C7QDtdHZ=*M6O4NtWG>zPl?;n@QBvgSZ1fy1Vd^WJ7U->zdDLY2=xG!F@})Z`P_w
zq5LbgpXG;~6eg>0tw65#8K!TO8pN56KOpal7=AD#6Vxxt+}<L>7rAPHGg5UN56aQ7
z6eW-BBb~zRR56W#AdgbY3~%54j1&}D-1P5^H#$W1D}hH_(2s!^0Psy;zF=IX8(xk3
zzF9u%GlY6T)6qXB>O;ve;)5S?C-v+H6As8>{lY#1_;;_~ip=Vh3yozRu8IDbZdj_-
zTm>YK2YQ1QMvQi}VZH!~`RNb?-4IG{;3W#7I;Oxz;?->_Cr1RH%A60DW&*>8t+7!1
zk?9h#iLTzwo6tk6Zak>xq<uIcsYOtkKunft>AF7_!1Y&NIjd3!DU;gM?x?SIe1vq!
zNQ$K>EpZP`Q3i>E9B{Dy2^oct?b%XFE}=B=^|eJ9dpi0JH*w^4v|~JANB7q&he5s5
z{x-8J-t81-T;oB#_q7g-<{<+$DnmE+f7NN|F7^2FQGIUm7PN`4`d+jk)DYy^{fQ9)
zcOH6|H#;@4H{i5oYJMdUnTI+Sp4CUL`nx34rtCbxal0x0Mc*YIgKKOn_kFV)?@iMj
z?X#GJ8TRBv=aYZ<P!$3QQfe>X{e{CfsrJ{G>=g~p>|&=(iE>*C6XA&Op6EWz<f3X9
z8T$m5f?#YbLw{i3*&I|@t`OXwweDXo$cp5!wJ$@ImqxI5mojxI&>r*KzjG?OQx-i<
z>?1x%NU{SrWtt#1FVKn6m~zbLkBQ_I>nI2GtVM$4&0CrmrDX?uF#Ntnlx4}~iSmAO
z2fkA7D($b7rJOOrZM=K96?E;j7$3|Jj8a)$JWkJ6+e~Q2HgQn(iQ<uePJ{fa!X86=
zcv$Vzo6s;i3JS;!8>l850EcELMu^m6vhT?K@Rs09I@V{pmEx;p!Tai@^s+v&u*G+R
zl^+6sBo4I<^~N0i<khVA{SmsXg8N^$==t-bNr*kkOAn7o&k&cPVwk))D@~w}o7-Q!
z{8g<T{XZ8FVl|$9c*tOva!Yu)BZ3Mhr2`}>`s1&gjzKViK#Ylb`O?~@MY7cG=52=;
znu`$gFxY$G_{@h(zkG6-;&<*O$)?|{-3!`yYGt#Z8_3ECd~13U$gb%6GVenpveYbu
z{9m=Hp<z-R&z{S4L2IoeG)AxxOc`O!e4pKa`kyQ1&r2j$#SedIWK(*>P@FezYS?B-
z`ygoZX#WP`g{JPUQS(0U{kMUJj;{1A<~*xGwfo^Qc|ZGzys5n7(7Sx0C+DTp?*FU!
z16}b&Z!x|t?>H4y=a)IP53M=#7(TFt4Xw&4{Zk~8ZQZ}?mbK~osAOS%_sN#5KjhcV
zQU%R}nmn~Q4>Bps9D8QJviNe7Lv`(1J^G{U`<^(}2M;pZ&YJdoS9{xNjN9X7C~Zp-
zuoHmh0qHd6eJn}}W2y(M|MxZxz)WVxOOUU8VZLkX>KCNhzE@m|ES;V))6R(Ezz!tu
z{~cso(!`__3sJd;%`dCo)m{Q(UY;Z+r0yIE$ADL~SOnnq?8+e}S;%#>&mTTc?6u8W
zT1+gC7XJ#{zjQ7x9-c<t=TK{#?6^;-lF(!g@vD8bh`HItc_quof+KT^8!Z2<m9&uQ
z>4!;IeSmlk#2bE+kIe2x9wv`PD3adQL8G71v@A0rrPuziNQfgT$D5n3nnmR=*7uIu
zdu;ZDy~pZvR|P(i%!)_!F8ngpQvIB$s;c^3byc<)^PQ|gZ?*3MSu?5*dF-a|nSDs}
zs+Lxt_iCFx+eoY5_f?{zVT&R3)6TFBkVIDuI)@@Rd{3PC=N9<sNJX1!=CP%abpLd!
zN^U+C28z@XIVA`Lr9#rfLqm&R5qy!vu#^<G0Wrg7!>ET5H1lZ2%-W!5D!*eHcm}%A
z==^Pr`&4rwMKJie>app>=K6srU*@)JPaocYd4Ltvm~XVN>l%=(Ca|ikse4wmusKiZ
zm*4ZJ%p|hcq0oKnkZh|iOi{ATExMpO_B$ga+;(H-zL~-~8i?P8pLbB>r5O`gH|m5~
z6w1D1ulO0#{=Ry&H|&n?$al}rbNe5?tD2g<k5`K>K<v-M=Jaz4Sm_vk7|=hoRU@1%
z*blVQ3kz?Rx8Tr-Y8RgoihER^?L%(@pKOc%Mvl?B5TnvZFTSHjdwXAy8p!}K+o>9%
z=J4W-pMR<7Thm+4_!T?*b`<tlz4gc2vdR>ogj!n!OSUL=z=r%^H3dB>&rE?ypZE(0
zq?0=?43?IFUSxwZyORqe)d`;?*>1RC+q1g6dwjRs0fwn1P6>-Y_<Xpx?D$tECZ>#`
znGKBV!j7y%u&}iB%&NBPJEZ-`%&Weu&W|%g1N8<G`c8v$zuAYbsqCRIFV4?`H+p1~
zoL#_SZrzr62?NaZ1+}|d0??kWE@ery2RCR$NKVhlxHDoR1qbD8r@h^mRbeDm@`bhJ
zazRJ8l5E1{r-qKDg)j08kN?i&b-+{yWRY~xrR-|@5DFD;U;17+8CMP`t~3dVh(zx$
z2Pr16hyukgr>tz_DU%<UK)LPi=+mpPLrNzqSdVfy?2U4qd);02Q1uW*qAkYt4S+9e
z)1Uz`#Zfv{u@`NkxU<Hz1H_;#V8F-EiGmj`o$)*bA1bzDfO&WXTT+6qjmsp*?bOs2
z(yMTQTRC)2RZZ=-l@%X&(@+?0@^eH6fT_1h5MzOaF-L2>C)~%!$1!7LN|lwy@>CB#
zhcniH1Fu~f{tQsYt@$ESKdwHYC8ScLqdA$S^78X}fjxOe>Wf_S*qE8<(ld_#Q4adw
zS`lyE(?-bY%R$?{0NO|op2oKSZkJdw(qMlMwY6pX1vg$V-aml|_n!YQ>g3a%c`few
z^UG~*ZJ59GAZmMTWlD1IFP~+SsbP)0qHvAyl%f1+<kZwu$R12a>EXjS%}MZQlM@pS
z5&|$B4jVo&)0NS<@aWMa)v{y(#k<T$k8(M5;2Sqf0T550e{eibr|YU0MpDOycOkc(
z*}mg%tT9Uiu*Sst6t)VEcjyw5g8KUUf`%rh{;7?dckb}4PFKFwd85HtAkBgDD`?t>
zHwvXX`llq?OhdiAy&G|p8Yl72E@jBJa8nl_!A&u=UVDXA(v;B)WK$G}@Suu{N<c+2
z$6dnENimCHYZmz-J2y88@Mb4qu}<>%EeNeHy+9I{{D*SG!on&9vFRoHK5Z|Ml~$<$
zZCn9zRu@&=!lXpAy;@6>=>s3rF#tJUASuYn8?M2iW1tVQT+BEV925zYrRPu>9(gED
z!2_)^Z4a;IbVesX1NcO~?tR9Kz-`&vo|dxSA1)?5q%2z_uz$o79)E;4)B&UcRn^B3
zT!8>2Iht(%a0Y(3y6wv{`^QwW>*#FIMu8)4dPFVDgPujxAmF!Nl#q@73vf)FQ&z7i
zT%~T^SQxSaBFspF;##LliDhg2qM{U~ugD5@8>!b2h@eafBhIaY6Dp*JVs8bi+K;$v
zAFt5YMiY7Kd{3Bp69e0zA3Sluds2l<IeUr`b7fTCk-g<|0c<Ey`}v`n4i2_75mU**
ztxh}VnFkS9e}xxI(D8o0=Ks`omSIu0Yrh{1P)QL%1qKvFX@ig&R9Z?9rBhNEMw+1o
zkuE8vL%>H;Vh|WWMWk~GsUakW9O-7>>&E9<d#!ivZ~NFEJm!PP+{|6qb;keyJ1^*f
zp3o@WO`oJ$l=8!(7{AW7iY@&1@I{}bYT#u4E+USoIoKRt2bJ`ov^W$>(w=zYDE-i=
zEm&|qOtY=8b8jE+*T2pA%5x<71Bgp87VBPS|CBP`9E%E!{ha3x?6so__F7zN#6gY^
z<I7&le$&g=(@ua<h6B~_hR%^viY_CMh$51RV#zT&-uk}gmxYOR{NCPMObmT6<7y`n
zil`O(n-B)*t;knL7DKm*led^&Zk@4!=sfk`B@)!$Rdk>03^1+{pg0&ui@D=KiJvQ=
zyl06le*lX_TSg7|bmWBpb<HV1C-{Nqi0ZcFpRI>ok(M3mQxgU))3URb5<;4zM`E^s
zpT&iE;hVu>i;QWpiWhae4IhxDL6O-P+`B9Lql%pFZNpC+$lXJvPprCku`SLgejh#e
z_Yu{>5uq;AUjj)YD8v$S%yUhJ2YFum3~}kbh(|;xDe1!8_01nK!SFSVxk&0cMe$M|
z>!oGS-CsMOrhY#A`r@DUAAT>2O`s@!fW!B<I-6NmBNjP0vds?a@;Q@37DI2{C(nlb
zdkpZqL)`sa-sPqC7)M%T$r<E=J_{=$QPDu$ABz=IDq}nOZ=3CDbCahvP5h|zme)`1
zn~GlD+=)Ngqldq(?Y8{L!O?+EiNec1-R6_Q>;Dr#-;3Pw0hx~sk><<06MLU~G6!!>
z&YoX*{MV;))(kS=b_f74F3mXCY^ccO+i!y}`HYkkq+W47=SXHW)LWh_^zVNj@h}wb
z0W%*VlZiyPmfc(@8Av?b-*3V2w&YpK^m9uedEKGH_q6e%`=imH4}sXJI>9$OI(0SP
zK62dplmCbEnwV5=9}uxn0UgUxmu-T}gCs}c7L+Xs>mV<>Sh-l@=1^RbMWl&)<Y3Kn
z>;!BS3S2IL^2%~QDW-f&4TWyCa*JXDg5dYtJO1l5&ld>2?lDxy|2ZJ%_6u+K1+v&m
zSnp$eiMw&fi&aP0%q(;2^{HJBT~ve#q$xeBXv=_d4gZ_j)WqXELOo2r?#+4@h-KBX
z$rf;pM7%pP%B$6#^2nf$pdK6&m=zWlRw*Dhv{{A9ouex9I2x!nuj<TQLk%8qUVdwL
zVYEDId#pdZYdQI0frz3z5Wf5ocST1<rH4+%IPg>tkV-2mIH0d^xb0W{<<v}|d%ke9
z+W;v3yv?)vldcK@<;R~6!_QL7Nd7l!EqRP2wXi7HZ7nr4^L-5sdP$FV?GW0H91s{(
z9V|)qcKKz!(x!x3fk$wK3@&+CH2RS3LudQoOGAU3!9enKqx^FOV@*W@XgK`Vfce@%
zG3u*VudGt{KP7T<=i6O@@34x0PcX{~#D+g;7V8}dH>|b3Qh9d>2h#Scm2#sGAIWS^
z=<=W*QLIAbgsxWr%Qw?ZY+t%`$a-;71<vol#;rn&W|r;Due99pskj!B61F+>1oy-S
z^Gr4U{2KX!H2w%R(bU$~E3tF+I5lbhGAfIZvH`Np-Kk|qD0M1nxkUKbH$3;~Z2a`6
zr+DK(7yWDT8>(WMAfdjPU0`=A)zMleiYczYyvtdD^k6K91?OH0`|<^f9YOCzNTs&2
zz@O&4%f>h5C{OS<O(C!5wupUi3`byXxUT_0_-?#Q)q;=5oB&u{t7e4zD%3gub(erk
z;l1@L1?6+7$K+q5e*@%(X1UIIIftrzuaRUziquu;?J=Frii|m9g|EYye6`}4rj8H9
zLJ$f;^(TEo`yY4q>rP3Pl*YJ{S=E5QZrL&f+IjF~W_cT8GIy;fgQifovj8z2$h{wi
z7ibG~^`QODFQd@V9k~m<K#ACB7g)D6Uan^>A3Ym|T28vJrE)4)^;~x%-#e$Tj(P;p
zur#~<F26RV1X5)h!^O|xtwAUj5A2uU?-$n8R7d<ey*kM$wZbL^i4T8@<8H{Z69#Al
zm8^CW0%cI_ztDa_p(hZ3;~4DMUr#dl@6!V1-)u)p;<dEL-8Vv{EGax5p1SjcB0nC@
z94@M3beB8GTVEmu{`QVOFH6mx>Nos5Tf**BG5)4s9g1!7#)v6CS_WU^pY?U&G+URM
z<SBrB`Q8g>hxEM}sw`@sR7Ivp8pir>Y>OSa?>cRBd_0}CJ*~-L#SD-tEj^vR{f)@v
zu8-~vQt)`Y*hpuJVU_(AFQ);`MEYs9f~A!8A+<p#JT8f_!`Aax&gs@4+P6`6#s7XE
zbvw#6-C^OyhiS(g^^gKKctx|Nlv$vCz5dwqLxr~ZZzJa0R=ZLnJuO7shpMxZe(`P0
zyA<d@j1&$I>6pf8d`#IJv6Zz~3P!ij6s!tgQL<=PVrai~R>24_p7M0`=6x2$_l4Oh
zhczoVRD7PFlRQ9voCti~jRB1{=(bY@c#zxz!av+!W*|&|+?au_ht|}v8r<fT;bkt}
z{c)OsY4Mu-38SH8MciR!^x<Kj2~bGOCBnK;(0T$2>Ah3-XyQY2w|0fHmf@iMcS1~l
zYjS~IkQPMCF7d{uDGEr;Nr$m2cT$IBd=7Zut@1E8D*(0epIkPxtV}beaWusd3uAen
zf9z2nHe4Y*zmg7n1EEbty~c9?Q>lXd^_q%1kwAL#4z69D))T4b9K{Ocdw)_;z=`{C
z_!gv>PQ~d}9vKE4-B(aq8h32WBgO+=Rk9&}!YnnLGHVLwuC38!gZ2HRRi})&ZAkow
zZE^=iag&{fX1=JdLaHutNK6@AiU**bVRlt_3aP1UE(vsKHIhzet}*p?&GX66CB>TB
zzdDOZVZIZ@*dB47)atTmbF}Pz%^24dn>u4flw!V3sATJDFmuOe(ciOpXTDKp;h009
zww-;F9c;BoXQV60^Li$XioU)HmacY}fknXv5CT6+%@qDxBe~Vac3VYPsLx$nc>6VV
zy-nzub*psgT)bmeQ(to`&6F07m3XxqbyyzPZ*TImTM?rwfMz}k7Pc9%iinB#9gI)V
zikXvH!MX2TDqj=6U1QEVvmghlTBRgC5qycP(m+`pYp9{NRWzzLD^(%8c(<nqe;@M@
z>`OF%o-Nbg<6l1_@Do6Y(lvA+Ul?I}%OFc#9L0gN=_gC&UmqX2yNhn#0iS25h!e`_
zxNy_Cx9`+Yj7rUd<wJ&-KMVjL=bvR|f>>lHFjDwyfus_$Dl#>4{pcrIE-lSpbvd;&
zH!-+Q$j-X)b2u)<CaJ-+2bVUaAb><XbZ*BuVohph`IwJh&-CE3GC`Fy_p<n41yAsD
z7CbuD;^IAQIkee)wC$PawIUcjerO4n_29;Gg0n&;NYY|`g7bBBWpP;Zm)Ply;bSlQ
zK0X0HY+0}a#=d>405lL{)6PafPLz1-899Um!~r;}s)yH2#+YUq4=M=~?YI*Z$N<TD
z*-Gaf>*?}mTo%O?eZm#EI$^V}vRvUww|dx{9-s+zS<=<Ty4~W_!-Q=vk17FVOLnE>
zY^p=U7I5g|AjL(JFfx->+@&k(vNQoOE;GM<djR$QECGe&BY&X!U>EnM9}DY@wA_0O
zyqsm8j=0!Q98eR_?NL~Sn7?snLv05a(LT0LIgAjo%|j1!gG*w-=*y#3_#UG9GV<#y
z0RBlPfS5&9SBuvGY9>&N0)13A0LcbIHa}oeUmvn53YLrm`m6L^j5JB}$zQHceg=aE
zkwQ??E<Rt<tQ1$#J?P#KYSE?z%F}N3``N*fBKz~0!e7(^q*c1O-uYa*vJEVfdNn?9
z89}Y5r^m&`rAYOQdvR&00lhrB5c%VW9Ox>DPn-1tn9rvs)6R1r^78YQH-3>W*&j&p
ztqP0jlst_P*>9-95yJI2aoeYio?8>&LxIXgHB@GHT5cEE&kIBzCt{J{c@A8rIjQxJ
z+>^oS+q5S_NT}RsYX$g}9$Q%vPRp990j6mBbZbJI(@v_SM^k;hKd18Bd-4%1896ze
zz^b1Kc{IQJQ#3eV;oy)ZntFTJ-tDZ3_{a9Bw+tVvK&5RP0It<tW%d7H7F_Q{h5<2V
z1OKn3>DH2xlJ7gOUY+2+aU&fVI~`nH7$dXVY^eV6JKBN{uBL{@1E98?A`leLT~}oo
zn65-&TM?b1%4%v%1FW}9Uwwv?&N`Y%9+@3Q*Y5k1s~a1qyZznj+o`?S*)Vk(&0n~K
zKqt|%ie2?)I(Lra4Do*vfEeX<f`fw60a|rMJaxD^fe3It$+Os<^6BBVwaGoP7vsL$
ztpAmOS2iY8C^kbD$2K{@2DYo<+t?PC-F1<&03gxN|FroOJgc1@9O#GN>n9Au*)DT(
zaAb+2QX{@JvQGm-0gpgL%M!o{2*6uptnFw$(~?El{A^lcxh92BC=}Dcuf3<M5#izI
zJM%t&)=r*XSRSi0^5pt=@Q?KW0{?8bc^qMX1O)|yusilU_7~LB#$CEg+bt|D9~&63
zf|hIWY~d6uBO~V!C&{omiNyc8y$ayshPgw3I3!Ki(OyF>56;duBR{#~N60JN0nW#!
zjY#RKF_izt6;N*PauKOPe=i8p;uM{Vj9;5sy6d_9!Zm67s0|0Cmwx|}UV5{}T3>@Q
z=i#-5D>#o=T3&ET3E+d355Q4ym6sKz$K&zQN<?By7MjCzF7vXC|0pZ(?h(RZzhfQ#
z6}{#~GbQOaOl1k!N_!b+$2hj{+-u$gDLUxCdSd0b6A$3sX;2RST8x23<msXDV6B%p
zXseg+tp>u~gD|#(JqHx7+@$?ksW|`=VO%@5(_SX9|N86olXZiul)=(pn{$h+6x)m@
zO$z*5`LED2je5<J6?5%Jf8xmVJKT6iz9doWS`*{XY9MJJq-_O45$(o7@?vsn_?d{h
z_B9dC>;XkkLC{;8lK?Q{OxQl4_^Rm~0TAwaq~0@lSoFGl32{gkM>mfoOsW-N?;qw@
zCd`k#h3R_CYU+A4iaOb~v4dzo82?2F1VY!+;P3Za<oYo3o7fF<bSs1(qBVb^<=n}7
zH<ne*ee=}jj~Z{lq8yt8tJL|?rF4`8Hsf{5;Q7~vB(){%S8bi^a<rLSc2a=|tRuHd
zD67m;ivFn?+@hrjjw9{E<5QQoP?GoX5N@T(?eqo1VIn|#(?25sF?Pk<&@Ub*OHWcV
zc0tC_B2w>TweGA)1otNW44PU(>ZO`QD$NfAmDIqGn4E;rwA=>rsA!W7Z!@F{wsxkv
zB1M{QR4C4Zijpp1oT9pq>%^aUD5Le(CrAaV9Ap4gpf{%6{H|^-a*4nG{oWuoIbRzv
z``&t@H~O^FUPxgh#-Bw>=In0PzuUk!H(mlN$L}onpx84^*o8Lz68d<_OzNiVVU&W0
z19!uNp5faqvX{5*HOL@EBa5G1P@VbgsZ2;&2`-%Y%O<fwde!gZYro<C{p&wE2g~+b
z>rJgfJg$c+hhxcfw&G*;6b1HwJ~?$8sL(>0{H%t7kZS(slqx$czT{esjaTuzdI}Cr
z7`1ZP;{4hDDZ7op*JR`CP+s9?z-0q@UyVwtTwtQKC)4}ZUK@b|J>~r=pkaby-}KWq
z#PrhZxgkIw!__n#Aa?>C-E9(h!>nNI!S9L4cAmd450oWj<eQ=R^zKx>_OYa5=I!UZ
zBW5#8-Q=DgFg_${5HK#y#+Hr^IsE$vLMfBR(3}1zFw<?OFPJl5X}1`<7H5TV{vdrB
z2_Y{KIeSm{C*=hXG8;cvM8(rieS4KVDW#^zS4N2k!vRyX6UuUy?cn_N9)d=eHo{_I
zh4u3`UBp^rKsQ@wWcCMGBm(7+0jE(wvv`uKM}vmfu6<(c)<o@%L(L{;)mQoLBDZ=X
z@wLupyxco0O^FAfTjy0$;oIS3cZbigI<2HdHB~$edlU;_HtsqhFoNWJNc`Gn@&mCO
zs0;2PrtI`t@AdwI$AnUkj_g68=gSQy;Jg9^EvFf)Nd8_<Wo3nXRY!MYwQD;1-aYTy
z+S;d;M$5MzF{U)^OD)V&UzhHWzk~P|iPydxK*Okss}nKnij;q7J$iU$cmLj5AheaC
zqUJz3Ls=9Bo#0tG+%9f!nl>acM;NM~+e<%M*A_?Jy;y>gNbOh|YLA)AlTytE4v+7R
zMZ3G>w|3hphY9bN`eHS-{c}Fh0|XzGjJ<#VUVGZRBFA;(P$iO@U7kV^1#T4hE&VZc
zGtvTMg2A;lKIBlGzew14rYmZ&o0euZ!Cd`a^{TM}U>tq9epNwsknBW#9c&f2vvQt@
zD5n#NQjr!^_Ln`xGgYk3o%-gNoPOEVb#1mee5&AvC0~N#Pf)Pu^G=gkua>IQ-48p~
zwTqS>iz;`2eG=W>V$-PMpCVp>Pv+XZaJXX?a5p^iceaORW6zHLOYLLLeh>{24y2jD
zJkvm2tBy7Obgl{N^sPCUZXXQawwa=C(iK1^4V?0vpTAW$oiSKu{QN4E<=0}L@7C*i
zKsjwU6Gg~(kK@{$sHo$R%u`)G8XODfb#ju#^CLiKzZRJyv`TJPP=RST+K1O&d5Mvf
zNLo(5r~>bxiPhDY_i^`0(^mRjlY$1eu8g_OAu()16F^cbWTbzL_HO>jAl1nhd5rE$
z)3F+T>t<~9`WnY9?!fUiWV4xmD%fKrrId3~4VkHhvCsf++5V){>0AJw73hbP@$e8A
z71OmlGyhRVe(oKy$LjeyyE`euk=LcJq}U1Xn~(epDT2Y^_NrIs%8@#tWN32=2l~Z!
ziI)^BlEq`mJt{wxm1Ag$*X99E?4B;v5&h}4g7;2a26c>sr4#FiI^aQ(G%KjXj;65A
z(c%Jo;wda~IIYMG!dJNF@Q7-juz3#%T|-j8Ca;n|!3^|6yiMsZ#%t$-V<>HIl;+=8
z-cL=Sv;DLecbd}<KyOl1hFw6X#pXJ71{>R3MH_D^bza7?Aw1U%`6|m-54=jI7g}4X
zO9Sm+YodHgaAIi*`Dt(036-(!W9NAjT`8us=xuJ=3|`@3_hC#$Mb_BW6QNlli!Fuk
zh4gMWi1{tVgf>_|jFlR-H!RbB@Vbcdcq{Wd7@c8tg`2zO$`-D_n=9VU_`+eiH~xi1
z(~!$5rnEHcJK_Fh>{EUDBD>bi&Ml^%!sLhclNqLPvD)Vk?pBJ4YCBaU&jVH`g!8%!
zfK{@~mP)!8p9q&}_~uf!2T>O{d9^fYfY&>|92t3PGt;u@qS7#2%!v2$ujxqz9Z+cV
zNz3l4B#kKW_$cJA?lRu~`ziQY*173SO)|X2&(L^y(wB^Kb58exMWc~Gy1W4EwSLAa
zfp;W))a5f@<q@I^bJv^|F4@ANrx5V6WN8jI>!ayc)=-}|)4&pZc)#CaYH2QWQB)$-
z5Nje4E?HaO1l-VbnX?r=z_8ohzka)()$szbL<7=YB7tyW`}zJtOk}Xg6!0fAu!RIS
z_jiC|fKF>1B$YN0<Ba9M$oc>@G1rGMw!4QfKHWIn{vMc$MY;<bAozRf)=qT){eA(J
zX_eQ^Bx)4v<X^Hzp*BOlFim|Bm_OZ?H1>>Bb_bW3#Mv`b*On82%lw`()1x#$m!U?}
zvz{y5Q|H~5ex`Z$bmkGK_2>H{@Pjr;BPpze`QQo2wR}P0JG-l{iw^ef^=%)f$oG%f
zw782<*|R>%Olv35CUdsDywqZW|AE<Avm3@MG9l_@S%zaG*U+To3C1zRAk|gWy?*zc
zKumk9x>t+_FO86Eak`xT4}W^5@H3g>9ibV)(cV`nL5b`{d3ib1lL8Qwr+OY|A>7dV
zx>G4?@32rpeSf7#prSJfLvU$+&JON){~gIP<aG*<Do@)RUckmuQ1gqWik&~oZ7d2D
zY`dQ1Rp9!-zaPEyTrL+tA<OvU&(kLaySt3>_96?3!`~gK!aPV4`dzOI-iahjnjuH9
z9{jv1>KfNwE=**9+?;yaU4UB7P``|aT$p#y1p9}>O=Q&2^<SX1ePV9Tx_`-VG*R|E
zbpZqG`27JDxarE$o488omx<S4mP~;4ytnTeAve$x2W+~bta3DLdD*hWrSp%q5u<wd
zSW_?q93Z=%STung`Ol%r9QykD9rMD#H7>aJuD!PxcnrLyUV6vSnU*ibgo{F(*hx$e
zCXZQfE<DYV(7q&UO8uCTnV?A9c2RYW-VZtRwjT4Qq9Ct<<z7@D@IiI%3U`v;UJj`{
zeYRFm1o4x5_!^HRSTm87w%N$NDskL#CYszdHqkWrZu_ZKd&kVI?2SzM-)~6!GE#6%
zxTqiIjY#rE;8@{&&(Pl$=&{<+sl*Qtb|%5TaITz{TYh&Qylkm_Gq=`m1xB*uWdlEo
z^gu1v9~4}zYl4mG{*aH>eGUzQj+f8VvEr@39T7wjXsYWu4~M0Su-oXF<{^iN`xJRi
z8Un_Fa}=tJxXfyH#|a>Fp*4vmrI5oa4_)63#XpNndjsn&3wnec((?O~Dn_uIW#$&a
zZ8ng19H2!vyr2RJzvR6wVqZ2VP)Zn5oG?B3veDcCZSn4lq0&|2B|!zV)OFu@PA4|C
zw=WI65vag^3U%PV#03hhAhrm3D{{QQnVI*vPM%UcR@!sqJJSeM_$-y9%Gp$n`DyaX
z)zicN8M#pT{4Y0r$rLp>!Cc)TaYBddn;Y51@j$<W`(u>XDiEQBefbE?J#*~=j|rp0
z^jw$QlIHb><_3v4>;BRtg1-S8Sc8JKV7$j#zZhS<pdtv6w@FEQX>~k>);aPBNrfa_
z%l9E2wvk(La)EmvYQyE4nWM`2Vk(iYz`4`vFT396YOVRG?<zm@BvH;am5C$b<?{Sg
z`mS(uaz!dQV$@UMKS*ob_ChOhrjSM~)b}B+JP##j#&)R&-k24LeQwXT+Z+dLV3_be
zn)6`kO|+@t)w+`4Lkxd_g+z@a*2sZ2Bhjp5*vd(q;{Q^2S=x}=C2)j<hMpT>lXMp>
zFsd^wM+TGvPp#{>owUe!9M%V!eSYk{#xtA1yKcLdp&i-QpU8p+&Y=AvI`hTLC{U!W
z0$rYi_1`<|Kh3jl^fo?OywFHY2v*xy2pw3?ZMV+;NJYyGD)e2`FExQ4LMfC<AP0iH
zPZ9y3F&&g=G<0<@og^nubvm-TLPZ*=lmI%Pu>dS53COJoNclidPcMk3dEw4qSXd@d
z6ykkX|B5Qm@lQG&zHVLEHxNa%Sv>twaq>dR{r-~M8pAG*F6nwX)Y(8rFt>IPQ0A`0
zX&xukmAiMQA$Uwm;NrOlv((JW=dK(yjnxmX4jZRq&2w8tef8H>QYGF&Lz(PrOG_W;
zOF|I#XgGQ*I;PNP)OjHIxTX)tIz|&xfL9L!I;+dfo8*r+fpGmsMP_tK%RE;e_I|!M
z>9O3!xV{P(qedXww^I&FZ(wpRh@y=LG+6++Zh8X3Cj+^TB&pgh(Ar?yqnyk0Z~SiG
z;}LRcivP^lTP6sGTTLlIngd`{;S&07#64gGdajYh-)%r^3`m35u3hT}*_NudD<lyw
z1BD3$sy@Ln(nM|K*=M`as#5nwHX5dwz+42=*kVy_3mRu#_)P3juQtqQe#a{vXO;;h
zXr!G<nixf1m9Fk?uEW{KdLGw>DqJ5uwizJlFZKzSt3P?h{6wfs<H<9gCnDt=l?K>j
zhizy5=f0`m7qoF>-}(GYr9t<zNOGO_%MFmjTogr#i;Lefc&!#`C>G+~k)Muw6WN_Q
z!o4D!l+ZPa%k`jC`^>sU<$${EGq~yENKf*p6bngtsL!$#na0x8{Z-Xd)U~(*><9ED
zOG|SNTU)BZHNSwyikCiO-tpVXt81r+-Fq;4e2iRzy?Q<$3|vndqtT*ZM$Mx~kGf7L
ztnKvn_99S^_4P+)H+EJZv$iFwohd9H^g<EYJ(yf6B`68)xQ3UR$0V!??5-haezVWM
zrmtGblyPv8Kv0+01V6W_-gG$L`U~!GD0jL)5Ndn+2qAt3{GgDxA7kqi#B_iC_FODV
z3-E-TH8n?-W&6T42S)Bs^Mz{~iu!g{B<POE`Qzqntr<vqj!{otPo`gTD;z&!fMH*3
z@Fm(ts<X^FA9{yl02ucRBQ#Vc!&sWZmyC=IlAC~A3Z~}F`uqFuVX2M0g$HIQrc<SV
z0KEePKxYGe{8P$H-VKuK61jJzq}Uw!pZH??{z&^P@_~i};$?y<S_PXI0NfCOwjmdC
znMpnQr|U%}=T4>7fp+vBwjG)$K_u3Z1`ye7-rM)}@xVsQWIrDsDz$hb6W(zNxV8QT
zf45&WA3g6I<}qsrRM3e)-mU`pm%PX8*Card^M-dF@Onbje(B0ZFoPru41IwJZ1M^E
z4yPg0XPIRu+<iJuOVFDWF!W%%S*^#S5}dhsc(R}tJFBRhXaWjyb;{GiKQ8H<PXqN)
z)1^9S?%Mi5-C-Q0g4u-qxCG4R070PvyA5BK?297Kv?r-mEhgF&p1tn)`^9g-G~Z=m
zByW|*LtdsoF#D(c+`ZST^iN%azDecAYYcrB)BM*=Ir{EDmXi>D1A~TJ*Ibu|vNsm4
zTr<R2u1+;WilLV;Uz(;gf?9WhNGsjpPNz@EGnY+$o^!l;#l=z3v@{%;cLjE#aHxzI
zpLMKtQaS((6v%?mtkI6j%2WpjM4yWJ%cWsv0E_1|Xr7>MW%a?WbNsxJ`(!dYAR;P?
zE}8^N-8Vq@sB|e#l!(CyyKhefHh2UF1_pkn5%Aa2)HI836!ttSY=2s2CnD=9&a;WT
z@V2LjCp=WL&zDvjE-|O%(=7`EGuxOxJrWUF4&|>>$X_|tUkbE2&<Hqa*g??XLtq=Q
z8Y;7%nwpXUY6NOlgr|1C(){dfU>n~eG~TW+PYVZ8s6fH?>@1k;X1&|#bLgMX=Q|d;
z;}|6_xBE>8oH7Yoxx0YONY><A+B+aXY8v~71|y|Hs$SLo{!Iek`->o0xxd=ld_|dD
z#Jq(8mnj=s)#>Ww^cL7NRKU94<y0M(URD-cSCRzkY?&K53VDTv9fGz$Z{ldB_Kg!o
z9dqWu^MrGcdA|;d%SkzEX@wgW7rp@osA(0@v8#Pv1cXk(QMX^=iO87z?Sq}tPQ(IY
zY;e#T8b>7wrdW+8Jkioh0-=~Pc+zX-^tdAN=q>Z3!DOI}dE8q<dJBfZU;u0O4dL6<
z-^XyC-i;BgiFQfq5zbBd=zQs{UvMpim};jmP5c%ld*NVO(S0vbV*)Cq>+^X<SDy2X
z2atBU(&pyoCiel$j*y$?oe7xymr*>e0Om?zN!aoJ7WioTugBYMnncH#zz{DluW5r*
zy3|07Wr_%Pcy;z9#7pS2tq${zB(|+}yZxk+xBWzexO#<_`8VB7Z9wCTzYsq)chyty
zO2@vM&u+|Jj3`?_J@0I^JUjzfxxtprK|w*W0zdqIPOU3k1RwOaAS_g>f50+lRlFDu
zx0n@u2?hz)+=Z{*yI2J~f%M1$=lfm6wHUj<?`a=qn`+Z6F7k4tuImNuc#Il?tHY6&
zy#kebJ>XbZ31a`Zv^$XSH%v$Y-~fbUoNT?S7A4=$o(CS$s?8yr2GzU!<~VvP$rCI9
z>0Wz3J~lQPX!2-jX!>od%^Cx@_rP_s0`4aUIJ|IUMj<#?_;<t+6H;DY-hMLWh1;qy
zsjY_7SQINi1yqNspP{n-<mYK)9RP(*C!E|LC3;`qjKG5NFNBvAaJoDyUuUkg(CxO~
zobA^3_VY&beBFEUasn{4n*~_uOc9EmsMRAUJGhTw+ews6J^-hD5ty6Qd4IwBp-D!M
z0IHwBs;)XB-B51^X4R~awNCs+Rg)k%Df%2Zj)DfixpgX}=8c}Ku=FO9FHCOP@*nf?
zwpe{3L8K1rR9;~8!S;3l%h-+hcO?w<v}9|^tZ?CR+C~6B=%N(Bvb(ezetwbB@Zhyk
zpcncl<mzX#A>($GbECgibp2#}{my2pUURF^?<9&DeO>t0y_JsBKn#!S$Ho(Qim+Ey
zjdidVmpXSsgM#R!zX0xZRveF34=A&SeBev3txb)9OS*rHVB61*cJ2SwhW>oOM%t#J
zW)@avc!iZYO<T8CRcJhjMVn24E6?ayiS7-Pw~OsmIh1rYrEc=w;)wqOO}cz6Bl8N(
zmeb*-Tm!BOs~Sa($(jCvIq(2=x#OtFTEA!yBp7*HKU7elQ!@SD(D2R>J$;@>D)SbE
z!JiJ>mK=sQBvw}BZXIb)>amhiXnzuCfJ&0^#ts6q#kdNbTmv-UM8Hj#(W@Kxqf`b2
zMqLyp77bLAX{(MgD3M1l`<-7NDjY4#*IuU{KN<xp^Zz;u6ddk9=7?TM2ZJ8KijV`Q
z%$4kw0MZ8-Yj+3vvzTn>nD6pWz$c06XC{LgFZ34~sR0@TQ@|LofLV=vws&ecuhj)q
zvE_I{m~RXy;K7QcfEBSD+<FCQ`~&Fs4Appu09zuv5v+?9+E^HS0F@g+IKgxaHAO{5
zLHBhlGfG(1D^ckG-hjE6va+(hgM*3y(b{w#=0ph%fnn?d12iF-q$A0VW*mBeUcWqk
z{CKngj6eeo6rqG>cg+EZdCqYPnyB2|>tOg^3{Ykez<{R*wXk$?KzfH=NC$n*P<Wjy
z9vuj<^v!s@;XW2QEDWI+R!_o4fgl5RL~o~{1E2rj=CFce|HsAuuOY6!VbdfslffUe
UQQf1!r3r&6%Bso~J}~zCAJh_|8UO$Q

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/buttercup_synthesised.csv b/modelling/data/abingdon-all/seasonal/buttercup_synthesised.csv
new file mode 100644
index 0000000..a7fd78f
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/buttercup_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,3.8359928099999995e-07,2.399093350878295e-05
+2,0,0.00073507663,0.045972908260456954
+3,12,0.22240998799999998,13.909888516702445
+4,63,1.0827715,67.71832051923263
+5,101,1.454401,90.96064412620065
+6,62,1.039575,65.01673996201531
+7,18,0.4127015,25.81103442025218
+8,11,0.2748659,17.190568015511438
+9,1,0.14546806,9.09781307726604
+10,8,0.027244259700000002,1.7039010637736705
+11,4,4.8927568500000006e-05,0.0030600110604219917
+12,0,2.7219819e-08,1.7023725019706357e-06
diff --git a/modelling/data/abingdon-all/seasonal/buttercup_synthesised.png b/modelling/data/abingdon-all/seasonal/buttercup_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..1afabefcd0d18cd02ef8944da9d7617652b7586e
GIT binary patch
literal 77888
zcmdqJcUY4B8$L{y^_b1aa%5^#Emvvc*0v32=0J0$ND8>coS5x$m8F@2mN|0ZKqa?k
zxrLkvI4V<AL~~(^$orw^`+JYy-|wF<$I)@$B;4G5#&w<7d7c+fEzFE}Za=Uc0)gzj
zdgbB`2t@cY1R^y1&sOk1w?B5Gz(F_gl3k#ck4Ipzt3MoK>Kf>a@(DzF-adqZ`v-XX
zcx$MhKBcOoeCSSKpl^V#ni~55eTAxzKSE9ZaxV;AMa1_CEC2$L_*d|66C%Cm24oWi
za`oc5n|IS@hPS=iXH9ROM;y68)=_AaYJ1r!a_*GUo6VC4Y#oF9`<EGxM1th0cTc3w
zo&9=+{LlMiZ8`|a&tEpk4yHLNcvt_G&UGwvDWz)Ix}W4@ZEIf78woplOEvjA_+-Ju
zBIe?wDxv?*Ar{~MiTU5TBIf_^r_a(%Q=uo09Qj;HQ@<0u<*i{v)r!FlyCpV*`f<*P
zziPgJ>pPSi@@SY7lK5G^kLi({E(d|^Qx?jEL=^`t{JI)@K=WGiE&r#}{rNdBk6+IV
zUtRF(e*e(Bo`(TfR_U|8c)G-;QD``nRY<P1tw6zED_WipVhva`$+)1!E-lvm-G<)=
z3LW;FDJyztMeb8v-#)e~LD(gu`zyj{(BCg`ELJP@ex0Wey#1ABzD;2u)iKy}bzywf
zW}6;@EoleQ)wtCH*5&c42D}I)O8L)JPI{W!I->%;IATk<rE~n)u}O*%KhS%wW-(5+
z=J)xCrEcTATb1hUXZlS4%0NDEh1GBCygY(vyuW?_$vbl+wdB>xyYshWWex0`9_<XM
zn|b^^2OrwLiljyFJaERs($(nY8RUS8b>2-&%VfqPh2BbUr|<9<-?3byrF`}dTFT_(
zjjXf^rS>C7k6M>|S^MZ5KYoe3GDmHHt%OUBXr{*}l7{@R<BdqTd<~CI-z1HWJF0oq
z(~z@&4!iAx?138c*8>~_yDyQGH|XU^)^PA>|GmxI0{{GWRd^oQpJ!b)SI6BaBU5<7
zDm&MK<V`0c%yaW&k4%myJ9D;XsaDUZcj5G?I@{RcW%bff)VHv?+8j~UPiHMHE#DEm
zOHO%oN-`h6sGh5Hxa8<fF+v_iDj_x8&68CfYm7ecw@wPGK~h!cx}w>fvCIep)T^&m
z<kc=Y!?c0`$k~#!&5Dpi%68v+)h{I`CiZ8WO7j*v)HX?}WQQzHm^FMK3ZV37oV#D<
zJ*?{(#x7r5Wu{-S@!8jfs!etZZG%-b^irL%IB(peozl8mdI<A0?Y+_V?{j~yUr_w=
z<%>48dbiQK1p*h8^sks0?(D~)!flWY#iN385#N}P$4>s4A0tbKI!CU;t1@zpI!=}^
z#|m52^EeEXm0AqjK8NLw(+x`FIjr>P&DB`xVP;x=r914)2?fvz`>CER9NViuFUt(4
ztFxkJU#8fEE;PKqZ8xUW30?hczfxZC+(;-`lsL82oK!pc6DO{!)%|&|5tk9PQpQE=
zLpu%<$2-*O^?Rw+k-X5kPkuy?u4^lw;M-u_pviBIQq`KOs^qqROT817YzkTfM;Rm^
zs!Z_E5BGyKBoSIWm7SV)D9CL5D{Jk?W4SbTp<zi$3Hi4u=Pg-pPQUi|XHm0kM;kVS
zL<zxpG(>I6aU5-KSS~hE%D>+~U&+LG1nPDCAugk4S~HE~L+41|nV9+@o$|$TFvzym
z7<Ss?w>Vq=25*_SGK$cS%rLHx<OwzJ=`7I8lQ9xqSd*hNysNtyyQE6iYUi7!$pNqx
zG?IHj(@VRhFZ!fZiA$+W^6YT6-rR1{_Q9|^ct?^M^><O-+DV5*HQMfzKJ~l`VqAX{
z2hoJGOP<UpRJD7uVg~IBlAe0c1xX{it8OsjPpyoE6;+^UFQ-_fg3l~MH94dUztU~6
zGL$)79juh&AFu(3FC3?Y+{VV@5SW8AL#1whWF6+6iO!TwXf7RDq(e0fbEbu2b~=^1
zU;VZ=xM3DtHy#*W)7N*C`Iettzy5XV^!Jc@M#*e%PW(tHONF_Xl2m@5m+-^2V`FY7
zAJg9c>v|G=m0G{i&s}xVa)|u%<FST5$J3cuh+w|y|4PPzV8xowFWME7?ZxG=YdhxW
z=XKt0Q5jri>Zs`tPZs8f)BVf}9sT`fh>JhR;*Bum>quigg_+RXRKB?puWz;Fup}Q@
zSUaGAzx#RBb%4;;NH&#Tq#Dk>J>&WFmck6rg{oYQp(8Au>UQ^d`!wyK?K#h>nlbQU
zGBhaqW9|u?A^vT`kh4$NgC$M-rKCJZZ{5-wx$Blxp%c24n~$QElA#h#cU>FYq_w;Q
zXGsi1dc=fdkx7a=0R-7lx%`_SUn1v!ex2gf22S0u{rYTwE$h;yOFH9Ep8PWx0m9aG
z((wFPi{phyJLU;)B>(YtVHCB{L5m6kNe`NlV=l*>H<k_g(w}L(8=<4COXt?~W}5~?
ztd1v>d0<fzc-$4lAe6t(G{P+(fTAX^nVRmrJCl<h>2IBD(ddx==8dE+*iN-@#>!*4
zNXfwZ0h<l>ZL}wPIs})F-KbnSt+y5Snn7LevoaSh3jq<aW_e+#fLH28!5fUQWy5Ap
z+hPn>e<hMDK$<Y6ZfsOx*wY2U3^Yl2$hkf;g1JF;3hSzllTqMP-I-rN43j7xcHUT!
zuw9<+uVoFEl$J6FDgzL6RRgm4<!m$D^f0N`cBW=g-zMKig<64TL=RxWcOuvn+6(u6
z1Zim#JCcbD&SuQEzBo$2u<61m1oH!b(O%kpNw$QuoSc?6qq{N`uo+LCwtRo_X%shF
zN)Ll-2(6gG#ujtH8j_3l)&p563SGE!?B~z4@wb}Dsu3)oXOga0Pd4HQe4{I?RAWL2
zu6Q^yj1tsih1U-$W&LVPBrKBkDBO*udYeJ+3<!UwBz||MG2-ry`;M8tPD<;PuFi_Z
zvJiT}Yypw%Px!jAb?1R!c{j421<N>aus(xhu#iZNh_$6CWN!IWZ1o`5d!PW8GQdmq
zsq?eWx9MWUZ7^RrUT144N>b+Ar);$;oD`W<8W9ne?)LM`Q&^-Nes-Nmxs60tCxy_v
z_>zO@jwBUYRh$&Ja}w;zs+D?d2#7a?2M-<uE-&3eI^X>vOqD{U{V<>yv`_=Q>6*>c
z<MrnG^?bfCCoN>v@b~D(GSzv-(43BhKi(x1y<xry(yA)}1qs|=iRLx@UyS7Wf&=<@
zi&r}QZrr%>O--5u&q6aQ2*RS`+VQZAb|D!sj{&lzdhy)(U=9tT7aue;*sbX^qVMC|
zQD;{OBQ~%8y9}~PRz3xM)EtVMYk8E~B8Q#P4gXUdz<(;Hkf!zqQ*U7C`@LaDJ&KMj
zNsTzM5MDV-@=0GDr$q0=H~azvl;T=_#<S-OjQLan|Ia6WywS$*tr5zSU`t$Mil)<Q
zLWsyezkiHmw7$ReT&SWPy5K{U!>)HTR0EjgAR+gS#^{+Xmjf27l(m^6c}Bk*HWNU6
z4wKUhoJ<hQD5maLj!KjgtqT=$<Jc3Mgr16<tZb3FU*h(|GrufoF&svMesrv^V6lqo
zF~{ZQb>n#;RGaw@2M`94CQ3?;F8uHD2JynXz#<(tps2L6MP3d2Htn3Mh>wpC27@sa
zQsXmPXI9)Amsz4)yVP@i#D%3)RP%2!yMAL?ZEm-ibHwuN;ObYe_A&p&N@>VD7Hbou
zI*sKbehvAYYYQHYpssd*8C<OlTk)oX%!!jz?kOGfV#eX-K$<NMAk(23BBt)=Go_k)
zC&RFR7*#>}0rdv6*oYFU%cfr4py@3&a-~XIOlO<TnKnk%vM~oV+rtV=sKXzv6qxg1
znSPqB<9ai-Bj&$Kkag~$-I&O+=2%=%C}#$ianBODB1iz5o;@F;<Sb|2Fc$3(jaF3i
zH@L**G+0EW=uk);60Ahrq4zDFDH@JlZ#5V33{R}ZZ){{31;z*=5IL)GBYW7{VX+~V
z$%b4RXD({#7J|LJiX}`yPrb#liJ>w?iW+5uPV$*s=ljkKo}SZekNmZ`C1VZ%oIpkx
zp&V0~XPNm3`T2p!2(l1|#7EGU8?Dm8(x8=xE_=-x&V(YUf@F5mStwIno8(gJ7(cVF
z!HF!VTr)pAY*f4((rWnM%I1#pXL<e!mKgg}c*yf%fLbM%Ixdg5zs7yPVlTe0taFcp
z0y?2rOusD3*@l*Uo6%hNAf&G51KhbxKjjhtDGm*8c(q^*QH>{6ITojv7E~2HC%fdA
zPed3Ysf3+(3$XkRG7rmTjH(aSD=1BrcBqPe;?of6%O1UUjI467CZkY2|1C&;SY8r4
zF<CkBn~`2?-H?6Mx9ISIiO%`0i|V%<eHgQX{I>Q<I8DECC8n-`k?dq%td73?PC=u4
zI)%}22S9_gC?|V9_)cjpY+eHN?7~v7dDvz-{MqyN;t5Oc%vB#BsSymnp3n2K#klXY
zs04GF#swgNqdeE)R0Ln5W5gvpp9sgGaUeQtO$K-bM!+giDOwt;3g-%j@K~5gj7Q+c
zV0j<E@;=;X1Hi<Q7Iu}5#l7y{lCzm;1Qo_TcQT)n($6IAxMS|pO9=5?-PUOwBl+UT
zA|rmgC(%CEk*ncFt=SPn-z~HOd&7}kc0UHTN`Iv+;#IAj**#0{-mks*#>ivp;;kgA
zN4lfuXg(fU$V(`9Z+n@+aM;tgIF>4Wg?O?^C=-v_fr+h<i`Hi;-}-c_BWN>Z%k3CT
z$k|r*X#Hq4%Iz!sb?k9Tl-veNxm$n{tLra47eAox{)D&=CO}x<V=VM7PA}M_QWbxC
z2fF5*bk1o>>D`p(>l&UdM;D9znpDC5+>y?FB<=0HK~B|DoBV{Ai&%QGNNwIx=J!n>
zwO;zsD(9rGuKjL<C5uN~Io-hAMXG#R>AbpuK05I0ep_vHa#C!`9W>5LC&Cf$26qdT
z)x(&Ce2vSj_0aS1Se)oGlR+uB;|;=e-A>c*M%D8-!oIN$#F9+joNAQPP-p*n>(&w%
zl!UGsh#6e<baTvxyLH0!-WYBCxlp-0=oWuMU7c6|0BV+-QwKHkDPH8=+a~MVytu>T
zd&51lWH@I{Ld_{Hf5p~ApG)+UBepkxE2Fwo6C8YMm&@k1@mKP{qCjo3Xi}tB=s@B)
zIiL62fIo~aM<r6T`ak)(&4qQ!|Cs8}x2+07>6=SGhZd0=Yi^IJGv<qtjXhb{7XwEz
zL-l`tiq83wkWTiP8hvVGS-R4OZ20fS47Vn_<V&bwHdsNhsuuK6o7Gd5%1{-kd`_(2
zbR{jUk7!<<Bx@KxDD_--D1>kUQ(Io*bHAj-j~&q8d;t$d+kXo}^_-9n(34D!X{UE=
zXqEU`UTAFIvK!3$yqN*@Nhetga&|&c&_6qqnmZ8~Pm>7ai|DCV{`!|$WGdw5?1C=+
zCsp#KhF}*(S`yVdrG}NiPl^O?aXS~^IXEW%=@kC^+s6^}i(63on{Z{zM76t6*u~4>
z_@r4#6z@W0Qx}gLD6vz-!2CH@1^Puhh`Y1s<@uN64o;aky<{}pE4dm5MGa<v0*)*K
zv5#t%AOF2Yw9riaNeF-@J?OC6N~Ug+!r{Z`+?r!V?xKc1`RRg0qtR_%-0<pgEk0)O
zqKmv<;x+h6h(6^7Cj@o-5M>o9hJgpF_7}i<^+KNWS7$@8w34ccx5y=sHgiN}5sytj
z-A;UE^7c%dh%(JxDaEv4f*)B7NvI{qINdir`?_KSV9cco<H%Y$|1dD2=+y2l7ohiI
zbrw4{?i<SP-#^ZCo&Mf<|Kt^nLGjfj)NL6(jCjU!dKy9i<wTYiUh@4&B6;e!=OWyw
z<_vkgIUVkgc8z%#ry7#R4FKhQqWS}fE7L=j0YMw9Ouci^)S>ps-0ilUrs4I~#o9yz
zIH$5Ybb0z9cGf=iZd|_UOY3hlX~lAi(IqY)5z+b1SYCM)ax3K0wtIs8x{7$}@oH5n
z27BswrioRml;Kf)3u*w)S9=Fd{RGF*CB6zO&DEc-DL&#??k=<`+$Z<3MZO%=@jrG*
zOo82{aUXU0-hc}YAqBV1-g(F#^3~}v{2<KYxE-&@V|!NZD(PcRT!lIEC?6`?oLKqN
zN+-lIN#)MHQ=;+(b|s%v_717rt7MWrmMS8IQ?qpQm8E;4(SkbBqwDSXmNRImcd9A9
zuGqfXuHpv0(?ImwP$ZX4_NO<z?!tR3D|$6{$J~u}X&ekl9jdA5HHc^G^ccotzjc$7
zJIM-qqdoXJPE{eVAXXWoap&71<{wQo{pQijG5@rxc5N4xG~~_@$*c3A!qelD7W>pm
zDw!wklHM>i2U+a}8~BWL;Ufn6_ekrJM!zQ3JDwG!ISU8v@_1cd>-d<h$xt5V+<zkc
zSosRF@m6(+I%`4w{?OtO&0uze@kf+|(agG@j8X5dUz=7^IONTI%iA*^viq?#*Q8hu
zA5&|t5hfQ#S64`{#+w9+%0G_AG4L}pF8a*dmzf73-<Jei>pWRq(qQH~)&^AMK4fQ6
z)$#FUanTAGDM0k1{`&7GGw9O@Sb0=euelL>i?6aIlhVsx@6sAINq#Ce<KcKjqy0;}
z7sQXZwmj0Q#h;x>dV#pt=(0>~IA=4BAOXOUduaSuP)I3BS))T;L#2Zn7Y`RQ!|T&%
zIYBRWh<B1jM5_ijoI=L;`$YB9F-w!(Qv<cD6R9}0vZO{YM^dZ`ShNfnXN#GrH2<(T
zNG7kd0;Za!eRd2!E>DO1@jyPr2w^#R;^BQGcgJ=r{DwO=6UU0My!?P&HR}r<W)hL2
zfp*OqwG`!m-bYctcb^Gyx(}a)FZ1^7Dh=4!e`#eDTc23#ZS<fP;2blTzUYAgHbck`
zv*@n-xZ|`EYDS|q(&7{cf9sR)yU#q`GoYeSu6?XRJX4)sEd{sU40*QeFWMl^n3yNU
z!}HxA!UOD^6H2^2HfZP#b<rmwvP86!b>1si`M1KQ%3&S=;d}LF$1YwPigrqR`tygB
zk7_0%G~}aY=H(Fr7N7AB-Wkqilg?GAa;X&c_0rU<aP-*f&o{3*%B|G#bhi6B3(*Gx
zye;yKRzf7i<4t;MJeKEU#3rZmQlPzv-`^WI!7}mn&{^E@_M`lg{Q&`W4DBQVN=b`x
z>DWi|t`_e*189Q0UQI(i<wG8utfi^_BdO4fj}Yq?(sd1yWmmWd{BL0SGo|a{M!z`g
zqWdZ3gNZV7F+ATFj^cx|Mv*nal3PVbvSgUO(eO&Cq{I0w21M_*jd*z0wzJv`{CB6>
zzL3?RaAHUF7{2Nklj&_%v_GWZ3}eXny*H<tyl)_2C*<>{zu|#q_W=LYsQ`(#sr%*N
z@y7ID*GIeM@IOMOOe?<g?Eo*Rk#@GZNeDHd$yoe4R5x>1ogbr+u>#g$?xDNU51>*{
zB0Nj$2MWJM`#~pe+vC?@-y2GirA<|e4$?S+fl5b3hO@25u&4@y+WbTle<;+c)TIQ`
zSs7EM8!GQw+K>h(hBQleQBaoVkE|l$oiO>59Bwvzd_tJ(`lb0y8K(5=y@j7|Xz`Nb
zPdI7Z4esI)qUBh%+oC3F@EiBSwa9uw7=9S7kk6>%gjVV1l)E%Wqvoik=MBzf$H=#r
zApI}jQ{=ZH{TD`l8_m|QFI<1b3Tb{((SSo+Nv>`SW*g_Yv;?yT3Z=Z$Y4ghmANR`K
z?{#dM(O@*cA$PDWP8ozQ{dO`^7xkZ@avL6X6ptu1+A#(tC!5vTn;<$DT>f%x%SBin
znmI@Kb5*TJ(z4sVS_D3%ITalWfIi|A!L(;D%2_<T{7}ri9I2=7fjcz&E#KtxhI5(0
zJ;HcL@;3KuVK=GN6nK>T*VndAQ(G=5XZF<X3sqM}XHUDFb7DEorhND@hvjoUHLQEg
z)_-_rs@1Qn-}z3jTZcI?Z7|NZmz}kHWs6)i);x|8Y0r5up1zv}2H^Wi-J~Ft#w&(|
z7xIFhgt^w#4R6}rPtB!ii_Z}^j-;YGH9lOjp=5Q&r3iENiT;S?H{-t!7PB59CW2Ua
zz;0*qk;PH5xSSM6XB)z;soFYsTPHmB-8X`xp3k@D(%|0Gm@uxZk^-|_!A=}yVqJ}4
zl&cWg24J|0nVehOjAIXs%Y>=32g^BcN}hh*epJtU<HFYuU8t3VqjHgd4&RyE%sqFA
zcr~>&G@`vd6i;#N&?Px|`0J*;-nscU^>~LD>2&jjdBZ>Td~SUPKRFyQ3nP#q`aEe9
z1ZMnq@a@aJvi{a?Lbu&oVV4tP4>S2$tyNbTGo4A5o{gJXp}aPQba&mYZ-VN}Xzmg!
z_P=;9Z%Y|K7YV{QQPD|&`P4XM)g1jq{BC(vJfi2Yn`1yx{YI#dxM{j!L`^)c6mbih
zdbT-Q1)5p**dVzp0||>6Fg;BYJ3ja(24v5V#PxLkdW)WX4kC^0;uOZ#R8T~)@6bY^
zXQHrMV}ja<XMX`uTnH$nV~!J<rYCO~HF*$7F(=IB<KeY~+UX&uuNq^VlY^2;r%x7+
zY{1NH%sZeFAp7I|JsKCw0O{v<LS@iB(TC=@5`#b#bywXq1XPh(@xY?+NH1LPjo$31
zrd5^{Vkt0Dbv#M<b{DAp(|))gt%Rq1N_yeRj2D(FL=yR5JUMmca;KCxYqMk8p#-LY
zAOhdf;85}HbH}9@8k#lFz`FKS%&tJo9vY<cmp=;~<`{C^S60(E4|MfMzvWO%cZ99X
zvJ03-yFS)p(K4w|nwt%m5f>nXTXe<um9w5Ju=+;C0D{g8FiSdVeNE>DmFawr$a=s#
z<T4YAraGAO&}kmkHotzYA?Bpavy0eNAzwT)j&}&od@l32Oe$`JDsG-ljBT67qA7VT
zvSFRHc$@=AS6?GZy4r>of!Ss6F_jr_m{;R*PM2HLQRJsq$fyyPX4g)MRAk}qv`6kM
zmXn&{c{e&!f~Z0f;<?1OzUZB%iJUd}d!3z+Qd`@DIt}9syVwy33UV%(-}Yl>?Y5En
zAfl94pCHEB{4CaWCgn}{2ohA7%ZA=!s*zwC$cxMtZUf;cCbpEa)7*g(L~WMjEL|y<
z)xyufAZK@df<XQ`YL#u`2jqs1Bi<tpKyh*O^Yh!Zf(srAAsB>lwhXs4$4b|-A^>+o
zD1~?Ec7R0Y_xhxDJJ;^v_Wie>i>tKzI#dHvvht*L-mhn|u|Q(!_{-ZfO|M+>6$nC`
z7>od$0=sTNfJ*uD0c9st!3Lae06)>(FlD>~aH%&M3{$myBI#%k3Z4zh_{$Bf{9Bc!
z`JlYp#4V-1NGg9_o`R4;UJr|?K%v(Gxe_Kv#B_d~sZm9$@q^ewgY(axJo!CBeSb-m
zO2+9C*VkL(WCG~N2SfIViHZ4Q%f0$<X&}g*f!N2p<uI>R9qH9wV5_{HT3cpOg9oGy
zLIWSMc1S}zVJ#ck%iYFuA?Y2{4%HYmA{`9E5<vq^KQpJBGGE}v$|;ZFVr)s?!!<0s
zRK}_$;Z|i7)T`&i)o)a0eJqwc$ll=2nXiOP)f(%sgn4t;Jz1yRTld&ryLPQA!VHvf
zVG+N}l56Fzy;9s;%mXxWqBp~*ZdKmJfDzA(xJmRdrE=%$)3c!D_(jTMU2#PlxiS&Q
zvh-k1fuda8cgM^cTc;V6U%?R|-Ag$ssq1O6YsatzJ8oE<b6{W@vh&U9lmV7Af6ca`
z0!VN{1NGB+`K3$i9&1ZeWW-B^Ony8THxs@KW3q1Kpk8h0VS}ZVbo}KLIU(*Xjr<9|
zVX?z#U4)}?+(D75bijTe8Ag<q*Q@M4sQqm@9=m?DY0(F;I3tt*bAuU81{!1`Kr@CA
zihx9TwF(&}vyD&Ll<$n8)1CeOOOaom>^*11Frc`i6O!jP=O+&P1Ob@-VI^cnhgY<j
zO)n1sWSd&=+GdElu|Rh!u!FuwV7xjYrKtTKamC(!h%~=P-j(Cx3X7ks=B*3um&>@s
znKK<nN;}IJ#yj+2=PS%v+fgYWJzK_0TTnd`9e>ISu1WLz<U>n4OOsR_bW;?PaA(|G
z69Or4$0)SP1;JbKU}5V?9jT}_jd5|LrQiK2qOe&REpBFJXY&>-?VhAE?J8xPbb9Tx
zsG2s+KZ)lqWtQ}j0alp8<`(rp)Bvljpip0oZpSNBDKtgP|2cj==@+c|8pbIZt_7Qj
zfvdtEy?|5gw#LWKd89n!=oWZ;DtNZVu$$!PO6Je9%k6D%gyEp;QRRtnAy{*X=^po#
z3!WNBKw_!`L~>Dsykn``9jUUULieJt9<vq7O`Y;FZ6c{Nt?DTSj6%2{BkZeswenbZ
z^WpMNXC&4<yWnx`QIu4CQVPoL6n!n}qi0HA(mRio)T9$B)=47hlqO7VG0NvT)1LFT
zpE3;>tD^1M(^xg(Q1Q{xr{H-3u0HAYow;q&<i@JcAWeA}<6}-^lkRyjli=QTF2l(f
zFu6f1!@+vA2^|?{^&(2W#huZ*+Qh4~p3)sNWq#4@wMw8;Fzw%p4TwXpSHV^28>srE
zN+i5`7C(F7j#T=9H%5g>*%xL$7<SZ-^e4t{E(-A4I<Q_$SDEgh4x$54CJBpn+OlF;
z8-!lVx({Z9UJ0i?PTJ%tRXI@6ILM_EPIII@rK&hOh?XJs0`$SzPLB}MN-o@w9@a}(
zObYR8Y4F~F)xc`wXv_VNUKj7USsghj`E|gpfpCeV1E)H%A`((X+Gm#SY-$|m2-UN?
zOr4px@RngRoLhfv@XL#kWy9iSHddC)ZzZ^4kRvsf_{cR+#GsHgMI4e4uvc8B>njIX
z2wERRTqUVZibIO$w=D+zJPtYgW2JGMoOaXV;O@(*Q1teoAV|g)fuadHBnP{kC45PR
zc*01*QD8YpFxYY#*d7+zK=fJuGZwGc0d2F5G^^SI{&pzrJ+aadoR~E=e<e!c(KF|z
zZOP5E#FS3(7RZC$>VMz*#&l1qTgxuQzq#k`Z`DbR9lU4@{tEfLEm2MIGVoBuv`Py9
zcWN=S=l|R3#m7}b+O<GAoE$81%d;(#?fUPEQMcWI{y5!}^<3Wc?JFi%-mPp;amJk+
zH(ox=6Oh!8em9;LF*=y|yXmxu+QE3i;eXHmuY*-zd|QcIOIajuEu5w$mH9AA!730)
zTqmD#*bL@+;f<_ox%tsn+VVdhyZsvp4iCrn3J(8!_J19ot)2D+8LW<-3YfnC9$$BX
zD&habsaasI(tmFgs=TGjv>D3E&fdCyY0}T+v$?B|{NBBL$tr388_h#IK79Ca2MmNR
z5c7bJeZdh|oB-sd^>WO)yWihDNdFvYa@)<#8c<!<gj=w`y8QpSt<Q%QtKc2tIQ<ay
zK5G%BAA7XV9g4g9=Y&bivD2r!MZOCtL9pLMLx$V_o4P|^lr3D&S&II9v&hL2)bBR#
z$9kiW9Y3za1_@4V`oaUjK;;x4Oa%I=!l5dl1TX>NT?;7Ahh=7emmA3Sr&)$R%8K@N
z;j0$53aGo$O<SHeZEHEUzAwq`Unwa7k_9?t<?KV<QwK&=1m+*e*}aHF<&frm<tCO8
z#rA9IRb*O_T3=%4-v8azgZ0guf8ghZA(i7;+|g443z6U<9FzY3zca`_z5jhW@RR(X
z)3bJZzTcxZRw>v#z;)-@mAt=}r2G+h1-u4}UEgZ?IDJE}aoG7l<wVoVJ~pr%-T<^W
z>`9XLsX5(ey=g(_f0MhX0w{ucU=2=w%)$FdrwI%N0%OE$C0jE<ty#v)8U&6;tenu)
z)a<hswrCZsXK-6O<tulh4V}v_5pCvr=D*yuRus$ejy=h0CkI)VqeKpfL!wL!jU-U|
z8GjzQzdo^7rXoGPeq$|v>ki3`4<C*h@RoW*fxTqEnAliEIA@0TmxcpG{K=CiuK|YW
z_7#?BhVNm)U~I=FUOf@&wXi+bp~m#;3DtVzpPERvVeP`=ft^z~ZOxtNH~dap9xgZm
zfjs=NXyv-PIt9!sz?z^0R>9O|J_rsu4mq|(PHXcma{VQ4#<hT(r~*PxAE0Iv`XtW&
zxL_L!j7^hueLKUj?+hJ3X$~jr?ylzdK6FT1Mnym%&#FKFS=E8J?-NK;dDi(!K$9)m
zK}7=d&gB@%A6srXhfZZ>uwrENY=EQU22gNs7TRkfP(2_e=QvO}^WcN^Hc^3;uB57J
z2H-@$4l^wisGA0pYw3||AJ<mq=3*keSPl`&31RDh=1p1*ct9FVJLF9(g<HQnFRTJ9
z{Ss0DP^nbifI#boF##R@&nF`t9T<Q;*+3eZ-ErE*t+>Kx)TyXu;n||yDd4L3)^Kk#
zF4RE=^(1<(o^RO1-1_VY;7cGG79}PUthMC*6(d%Owi97Eu&RR}&Mz)9eCmTXcFF2%
zXK=$$0rL=Uky>ip8>cBq-*+azy*p`@9isvD6nH~QuBs?j0+BK*2o!Rzj#%EZnZyQA
zil=~dVGFe6Wl)4ng3;P-N5!|`SAbWcAE<_DXMbIiaQpzMcb&0!92V7F!7S|``%!^*
zUiIUV^ge0n{OhWf7s0#$n+ZU(gomOMUVz{_M<Qkvmgt5K2BZN@eZVmM6Hs->Y6t-o
z16#e|**-w=&6PRRp(RuV%QQ{fGHANbZ`y@hvW5jJeM*I<#jC&J=3z5FQvo-NrJeSk
zw?Qatf|<?#ytcXuu%aGT#pSLp*eQO|F#z5U09><KR$9~RRo&`@bl02HO>MJf-`@$J
zQBe#9={t<77qajn@r5TX5%{e9qYIMyJrj+<#=ih$49kW{w7wN19e$7CSZxEwq8G@C
z<-p`K?BAhc7S${Cq0!D|fTI^MVS<o@+T>xQsCX?E(Ii#7;sz1?8maBVZi8R?E7rD-
zSv#en+ROMeo-eI-iw4pc!2HN0jC)BDfe9n@=Tn6;6iq#6m$<SF0D^#li|wt@vbedA
z)-d_=>+|JN{swh5s3nqDd^4aLN8TnEo}ubkrComvxUt$QpLF8%w0hCNNitS|U@<Ti
zwT{0)q#9YfZP`4`SHI1|&a-TG34^slbQ$;|c2%b;Hl<p}I6d8M0^L3zK<}DPlLkhu
z;0-_vE|;+`8yo96e(tJ^;0noBFSIM+=4ND*BD@kcVWd#e1Kz{a8%95Xm*Co!D;7ZX
z>@Rk03gnUq6S4yaJYd!dC^a|Y&S>=KS~hXt2;Wg@@LGYLRYzB3mo#{SD!gYn9p=)P
zs4@*}nV}Jl1@5%oVJzS)PdeAtteh78T?dRbW)TIcwJl3iz2!iz))W}AV%CTSy`5DH
zn=hHZz=cl%ET5eCFJ1;rUwVLFS&6pt&f!RvHGv1t*#S&9Gp6>%fUR@H`1(mViK>y>
zu>5PUPp$!@Semo5a{tH;&L%KCtzHrhWfMMwMSFQ~eI-G_8F-P{=C#rnFT9pkWa`Kq
z@}FK&pjfTGObNcH_7AvPP!;#2Eny~nj=#n#s?}gH1~ZfF$^pbPSewkO0?aS&yXz^a
zY_70NVMkT$rMF36_oGa#q<1xxUQN|RivRu-wP|zoELEr!Fj2n$md)s_Yh1W5d|9P6
z<<+YXz^T>{LM~I*Mqb!tXOkQBniM1;*7c#FR=RX4E8V?={#o7X-p`Cyj~IGX6VwgI
zTXP%pdZlQ2q<0y+v5HVo^pY^XP9;6h+^LK5WMkfa0=}z2u+yW^yAEo9?@UO3`SRx$
zGj_B)7VSF;a)h?$G6t9$Tczhk+JviQK;V$!MtXB*hr{SWD)$$G^g%8?uDqHLY$@N+
z2hQC2zFzLVAPYjoyTo^EGenARN@hjeaYNcgiw)GmF}Jpxc-cHpAN=VXy&lDHfvy4n
zW3PYD-270VomQ~4P(yU~2CV=eYBzA_@-om<l*6dEB{zyz0@*_Qwq1g{Exj<7Z5vp_
zr?3QmH|_fDKillU>M-L0wk+VrH@WcN=jPmifJ8|2^0}|&kQ}j_Ti$wOnr$c=N56X%
z;KY^oS5H*GvBAQh9Q<Vr4aC9C1p6q3P#wPNFEAlEw)JA}Q+A~~jx<k{oxZ99Yk!GD
z<?2_{j$KaL0oNZMQ#p|bv>n*?-)lq~OXGI!jY8x6pl*^#I&d`J_jtZWZIX{H<+OKB
z{o5S%^NEj0j)yPtT)e@@U!JrGaY+DO{Li}dEwapu(W)TnG0!7XatDqZ5ueL~L4Hfv
zspL68UxG>G^cGsKsT~8^Uw-`OdmLd(XP(@-^MH;D*YW4v)aXSLet(Tphz%=E8mgLW
zy2V}W0IbK-L!&pW`B&NOy!e$RQplo5Ihp|-hGObJf_lNFw&Qhx$6HcriV?Ps@agAv
zgkr5gY5SNQRH+5s`?AaWWwLTYs6c~igo$?2?LLSfE2sLLv%=y-m!|tWq^M_<yao!S
zey{bmPex`ao-B2oBDw*vMTT@Fsm@jA{#lHfa&>#;5%fr3dgv2Kd1e-UJ;PuN%{qp7
zIDWl|i&Vdat=M>tWA&^<qRw|!U1Z$F=~V7yTN;5NbD>(R6$BX-C9y+@36OjOn<s|q
zBC0hi{XIsf(9oc;x^1#|4-JnwhtFTC;ubhmb}8Iuq^XV(fyYyjNNQ3(PIPKe0!yvX
z*<t1q%Qe4@L=untgDSa0Bq_VgkWDR0*H}*%wnP_n7yLFk0>3xnB6b0`M_f_$pO|a(
zQuy;;$;RmS%^oTF7Vn}poZ5f~3CArE<^5=StT9XuFsiQr6^K^e>)74|vqqy}4fPLJ
zj@ByI1<urYYda$&mBn5Ud(xLoh4k<n{Ed}*T**Zq?bs#grkBfG%4eD4Urbnw6eB8d
zmV8%X7|z!7BY{$AA}|LB*O))wX~$s#OWNiN(t{k&-fW!?D7QMtVXbMm(ae{BP?EJE
zEqn-b5}k|$07@s64RufNI_cBc0pt{;J6fSu0?K7pOd8oIZ%VHX3kDMN9S9@-@y-=Q
z3V}r}q5{4|tavupGV_ejNX@~1DaDw{Yd&J?Ut08HE%R=E+#%f_oe5oi>9{oW^A}B?
z$VN$ziDcu=K&Fcx@sUuHUe_Ls>bi7Kp&{n~Dp7EIhmm)d<1W~jvX|0}WLU5IhYj*1
zXq0ch&0)vZeN8^^1{nFl^c%YYyf907ky5(RgAt~P#yk2x8kl=Z{cJib@=U!q>)a(C
zFFG4WKHF(7qZ|0`frwZjZ<)#h8@k#F7+DqmcoOp+vU76~%qM$~E&=9MA%hJ4kx;oj
z;DDR4>UdQKqXUljL#(uxuHz&ci$^Qx-Vsw{)S)hii0az^?yKryY_Y(MW+gjKJB~i0
zJ5>5-X>1?>1DED!$gZxA4e~NDwk@>Jf}-h@0F9d2Dlm*a*wQjG>@CKC4r96d+8_K}
z^?Ms*;-Q3-uT#9R5&G6mFw{byY=Tn{(uFc@<~D8Kx}`Jawp6aTufWKGyZhj)thk!f
zOeb++z`;j{2`^?6MRNB#ZD*XmYHAuZB5LEqHR1(Q^&KdL_|<!Y^2;Lk%h!w3rBG{P
z*{qBKGXLTk{wxHtM?x%X<q@XO8pl%9Rlh3{Ts<m_#ojS~{iH4Z&_y$ai=~hc!j}sX
zAgOBrBhfL1khW6ALewU5Oteyxj2E%O;X9*(D4S6+4ASUkkH;j~B>D(kx;Fq&Pir7O
z;bLw&v_!`XWRiw0m+>(+qF3+%WF51CY+*mNbSmOY)iPso;uSn9)Gnbfy0LMP2UU1x
zDmk2WT|z<9Ypj(1!5UzTZZUKHA6sI1w9o->sL``p8`d+QM!WoaQ+45e5_?rCl>L{|
z9ABXhcDtxiRbwzON}S)%eBNsUidNing5z0s@&PV#?5Sk+C;InJPv9bNtxTYAu&F6&
z3+^uob|vR8y-;}GqB{7`?*B?-Pz-;&Y8o{4*%sls>>b>EXYl~sy6)nGIEC!I^C{Zs
zLFpp)V>8`&T<`n0BQh9|e~=F0^RoYMDg91YKFI)1i*Ii3>x_@F#D>MoPd;}hd2Kx6
zJu|;zlk#sj`Qk&Ud~j|xC1<?Nt`qh1_&#Mpk%?+KrkP5uS&w<%{n}|^<9rza!x^#e
zQ%pdGf6o=Z6f1mQ<&@VsO9laWgQqGMXNo|L9uoN-kP3uIr*ek$KFuPh;d8Gu#cG`0
zb2cg+w6MQfAA?rzEE6)lY?^qhJ0Xx?Ta1jCkUxhY8QPgXw2zZzSxt;LhoRd3_ITwU
zzyWU^@)^VYF~URbeTe<A>}g;_eBs=(8xnQ<YiMLlS_Rp`u-<w(@Ej$wD^CaZLDt7?
zrEs^Pq?Fxq**vzz)h$U<I#9dNZ>(7d+lzTjD$!n-TS1Hk40Z-V$xnoh1>w5uR<$`6
zwP+gS7hIn`HSqMwlW&d@(qSEm{K1cf+k_Cwf7uM7%$&iD)`=7Zz8m=PYZ1*gA&Y0c
z`V@f!_ME`M-yr3t!GI;N0V|^JX6Y~ij1#!(f|GOwag_GHi1(8lGs`H*qxbp6uiys0
zqP_B*vTl(5ujO6O^dK<z2<}=@_FgxjZ*7LFf)+;vo_8*9ju@n`Ok5lZo9o};ar^5c
z!ge0iwvccPd=a`bTlnjjJ0e?0G;U4c0Up8fBM=FLhc7(RhUM7a@_X2;i3L|OD=r7N
zLE#PhCWzv*2_NkYXDzv<q`9f|`A>JcEnie+njiI91uMdnV!86bL~tA5!+jL<x?IK{
z0>FM~n76S))BUTWD=6yv|GEO|T64hQ2MJ{Z|Kz98rOCZZAzOFL7Nlq(bW^eynUr9m
zV(8vp(5X=9+Vp6=Nog}A<L&{Su4EN@rXM^g&-p~}^0wfDOxs8&R%cD>o3y+YgilYV
z1XL~Rt)T8!-0=+MvIJE4KyTp^N1)Ja0x<z)Bq6{HUsHE`k*jzk3&Sby&qF~7nHq4~
zxtx9it2<t@sHNu?pQI*rfw)<4l`6+6FuUES{qxiu%B*<Lrblx9lPanS4iT@P2k>_t
zOi!5E0_GnAY4}??xuRD&O>Zkgea=?ocIl_@hhMvhw2R+5vcM&3O<%lyt*%cDy!Pym
z^FWk?JScx*MGZ-2^r;rrA#QdJaI`pgGCoPJ)a!HOk57ZKoCuK-Tza3OfYmrVXiwzk
z);X6b8Pnd&zV3MStsgP4m^6y7Ja_fP#}IpS@Jh(T-2%44Lb3Exs<m2vfWu8ncck~+
z@RjZtvr*HW3kqjEr{eVU0i=UOeSX@Y2yp3jX-+dM)hK*Z=U!f_;=)Z|jcPAz#gFG?
zyuvzs$aY12H*N9%yXlL6Z#qjWrzlwgL(9G9={S__LEr=<Mw=IwK0A{XoQw+TxNYSE
zYSF^(FKgq9VBH&g`<sFB3AtM@|E%4$BG-5<4<2|f|G>zCbT74I{0MR%B+6GSVl8l|
ztiD}2l4^rO6`Zsw$OQ;}>X{PZ8z_f@K%dG(Hyrxb5+G$Pe;hf;D)a1>&oPVOa=Mav
zTENo680(eTr?<;SOHXxGC5>^oPhcF0D%S9t2tA&DO`_1M<bx{GS;?HESK}i#w=n0h
z+jC@%7gFjBXp`4}40<}5S*JH=1ylU^xYcOx#wp-aqD<B-k_9EHbzOLfqkr3Rvq~Tl
zkt2YgJ028s*58-czTe-ScD5I^G*N`G-iOe>w8&H1%(Q?zZw@{ow}GxU$SR!rBXR9^
zH`Hg9P#3#j?6p??c*RF6Cxm9<dl+&hgm^jZ%*U4s+^vv9GskfW+4@IRco(mkZVyK_
zo$*}5X6>S0mC#rE`sG9)NQ?zo9?SXJ)2H1M&f)KX>3*wz9cZeF1!T(plQ;i?$%rNj
z>eh4aqNgMzKyG^e@?}pN>+2qN!f64Saj2liAmIMLRyT0t2gZM%`Cx_9AFda+H@MeL
zV{vp+GTGA$54S@sc0|8-dweAofvAZSzAk}1#CA|{G%|a3;-f`rjD<AEqc!31RP_7o
z%drPSC*M6je}nWn_vXhNUVyrOmI#W&$5q>1?*TIS@2(jflt|Ao7x(5Q%}w@RIsQI#
zVM(V-E3bePdGDK6c2P$!Z!=_1lCsqqB51pDnByAn_X5Ickf2o7yv|ZMb}ScEmS&LO
z-`-s~M@`WSCiDu|nWr0$a0~Qmh7rSK$tn)n07Phyy-5Nh8;nvhj~H_u3G6i`FIbry
zjH6hUG{YWUK>p2Eu>@u|tK-*RS%4hA3`8@;AKeP?;XGjIWr%ou{rVMfQP;?OggjY4
z_-~bcZvl%Lf-iomV&)q#KHmg1LXM1EUo-{SxJy9wl?50oJqnEE?U;k)03SAfb``~=
z7;;TOi$gHIZNLW*UcGTG@p6>kngZ`Nxuk5Y7ucH>7+N{ZhqV<zCCUSR7iL>$Kqh+k
z?!sfQAD<uQ$T;+3Z}kGsXG-9qbSm0O`36WhQ(#1@o=tX+{0LYQU1oH7mq3ulY5N^<
z#G$a9TOp@sJ_94<^6#eIdT4hxyrm3CngZqr7#sE$6WBx$J;@6I>1-xn;*X`#Br}2O
zvlpK1I1!=hpfwnf6`|r#f$A;?Y6S{`rd9?pqbih?|Jy$EBQvqODZj|#g*W7FY|~+C
zl=P;J6zLIavcd1BXT$a+<{i8dNR+N)litBAt22MtV+rv(UX3R;Tt9DN(*oA2>?{y~
zWi|WWE)>xSwv!%t6mT;J!)^kGvnq%+v4sq}9KwMetxp7s1G+Duiz|a`1)XI;3JpwR
zlp~q?In03%Pkr<Q+&0lcClL~;pSr99Vj6p6ebHP%6$yx@`&&Pv(!~?X4sQ{ZhYAUT
z8Xy;RUahS!QZ^5e&c0$(IX?HOpwa3UfXlwoC1AD+IP8Fxmu)e^KM26cz+7eoFbrqP
z`GA8I)N`8$OabT=O29aj-FX45;6=|>t6D`)*(ZDgHT#s%V?h&*P`UU&Dz=0)u?NJn
zne4Hz63#a<2Mt2|L~hcN#Edz>*sx-Bkelp92O_~e!bWUw-+mu}V&5tm^CpdA`HuIu
z?(6}Lgau%BX(H>dRU8I%<UnV`5?}$R00g#<TmyKXrB5nxDK9S)&KwP2G*$RBDOX&^
zAw326?aiZHVsHYR0o*pgqRwmRaX5yh%+f<8xctV!uwR10PN;j}5r$0rCLx|7_+r+%
zpZ0L<D^OEI&+=-+R&=!<>;@R^$D0RoaaTw5?kYF-FU+4Hti^|q4UMGLsgA}OU%Qsa
zN|VS5OK07qBu^9%wC1}-uebasv54ily#&06J*W)=h~pVItQ-kr+X67$RnKHrn?J3d
zw@{R3lrvmFt}F(vZMJPMkE5ZNZ2?v5C}@JL1<Qc|bj(jL6BF-y6M=8u_Tt3{`Ht0?
zDOo+xj{&gA4FYJOt1?T|{!z;Z?vy}$lQ-~$c{M=)a#Q@BT0?t$`IFt5I4+vul5Ltg
zG0X&gmuy|YIj)q5h{<cOQ1flo9C@GupL+J}nLmh?(C;O{gRQfy3Mg8nz--DDcr|8_
zz!p0-UF`egJoUv<<DULDdUq53-NmQ>nsL1cix0bS0ToXbY@%6#pEfN5@MkT+I&U_|
z6A=+1ICxin4VeKXi^$+aw5Y1@Y`wr97!fKk$c7Z+dGN1*Ih`voa%qSPoZF8~21r+U
z$W{<zBCrCZtZXU(Wz|2&#(HI_0`iEBX3v%glz(6)08aX$CBzCXKsd3x@^(w(ENSeg
z&vc(48eoKn5Jk%ZHDaJ1@KMoqvU(Eg{}#xAR=J-w^)r$tY1*g1SL!n(Kws?rI`L|Q
zKi}_fYWWVRI?SvQ*h1<B#ubDRP;LBG4j(-14uDSC-F`;A_3ma2Va~>A6tASN{#gpy
z=k~LQO^;NJAOXPexw);WhqxSoNnJiq#`k&<C{uq~PSJsg!O}}A0e$MiM(e*X3}YB*
zGx^k@6w+)RV4imjHdozr7<dogfL+e4H#c1UGBu5MtSaON+b4B-I%e^BV{&|7t*@Oa
zI-xt04(kAbs31ydDxFpq?W;QCFoAm<R79c%0DWbuibW6|jE8SG-1swQmh=HD5lHdf
z+~{$P6l2(d>Ffm4mv;D{0!CfV^$KI)P)IbLe36z`z{H1<+c;&qc7WVU-9KD<f?Y=%
zjbyYbYYN&~0V6P1)^uI1_Sa1BSkHB}pyv3lT@+Ti_xg($_YSMDdeH2*))lqz%XHR!
zv9gUG3G`{?>^*u}n>`B}h*jqN+NM?$_G32eIS6`{;rth|JkX(&IGiG(?6&&lsaTbO
z>HTqZJ-wsUhP`YrKA)x&(1S)Y+d(75T$GzjlabxTEbuMkP(z=i|Dv+WOohZVq2$Xx
zs}uO0*4Y;~$a_OPtL^g~8x1~Q^v}CK*Ey6>MA-&`lv0FTpovwcUjl*KTNh|{1eipS
zs29xkCva_SL%Fe5gHtKjv_jn+OM5|!a;Zi$f(}91(6nDv#Fr^YA=g(}Q_-m5l>75r
zPVic~%XreF9Q#9qVhNpjK+gLJx?0JflAzu>!s;5O?rs0(AnSJSOn~|#P-$25DUJ8H
zm4gOZW}Tof?6F*N$=P0kJXLD#48~4%V<2cmXhH|><{27y|FQ5Is$d|7yiIf<H4VQT
zR*vOI3fiG}8~(}An2C;+@FIaN#yl;3@-Ruj&90kDKhP3ytq1ax(7+;MjA(yqD7{uq
z#bx@Vo9ns1Ky=7>QH#~u=8mXDJ-xG&wKx3tTFpMO{Zl5hzvgN0Rp@f*33C)tFhngv
zr=YW$!spQkFLWFzgLjw_ON>>ly3*n9_7gur|KT()yfr!$L(FgzP&bD0!vEYaDd<S^
zXn<FkyV2gt;%6*7ZY`%@YzZLluoyG)&V{pSpE95Wxv^uOw74W5f)=G<j_<r7qasEv
zRY4D#bsQ{@dKYU6l(1J(%lga2c`f#vE%{?$!AV;fQ|`XOySUj)ncBVDD@|DdSR|N(
zJZCLx&v=uWL`#KPXi0X|?P!({Y@hU_xNWqk6wyMEY=5BB>A@<JuA*96z40ZO0I@xs
z-v?8-N*&xx;enoDN`HvV?1I*QP_%qM6Q>~08iv)Oy5AX0=ZCkw5%MG{=~4Unk+A%T
z`KRO$<^wqXyT#P~tpS@M2`YZ$S;kOiLH9&m5^;8^mVYv6_YPf;YVvBv`G?!h0A0RZ
z{xn<=T?1c`XyjN^d-rq4MGx59yfaN2OPOq~`iVG(rq0wPfPhzOP#9K;U70Ndy6UWB
zh3nRW>czf~R?EN%d#5=@$}FMJdw@MGAFw^C<SkT*S{29Ofae}XavB~n0mP>f06|Jv
z7^S+j3w5T{0wX)Z+phR`oZjp=u!(So3WJs_l<mW6#cwW|Tz<uHOSENPz?9zA@)?=I
znQj12sGt03DWniS_Ey#)6!ae(6nJhtYjqLlu7?&q*e)oH_S{HU9(=#KWe6sD-0gju
z_mc2&RrzaL%cxu?);GA3>pLQ^@VpFlt8t45Xg*XIz459bfw-0BUwwvYeM0jDi*d2}
z6RBe=KpY}EDV3@+R5cI=x`1XEpl0ub(n%>_(czZT%!Rys!i`U*%KFmc4OL}fRWXQ%
zL9P|vqj<uo_$^{XvG8>j(LSL^Ic{h-w!4<w*hPEWX^__1Q>KPJF0Z(Y*sm-CorWTE
zHr)*Po@#@(%V%=UTRbeVz}1OMg*Vf+34%%>2ndgGol|d<3sm%JZJy}iD$NdVNkzrX
zug9{XSHKl~s#=Jt`%|U3uC4;Y`Sd?Ym)LE4$cn^@Tt(f(P68!2&E#4)BhoF*iCT_7
znLKZ5X0gY6(rI+6&L<9UGSDJgv2St_ERnf(n`C<RW+&Ld58aO@nh$%XN`ESMblZ`<
zS?6adRo;wGNl91l3>WN{Gn|RZnv~P;+DZBI40_noNe5I*xO(W1o8E&+?5`KbY2(1j
z%e*582!()VmF3aLLE|L9^XSgDf;c}K$kogu_<Q<Ab5Gc1A8*=4d+{q}hYEHQzfXBP
zCCpT!Z*{r2A?<CDHncwlQbE>0J;2P3;1JCBh)z1_p*}P0CY~nv>441xN_l?~Y{IJl
zJd~|7Eqh-Ps(XX9!iimlS+sxsI=MDm=T|h6TH7r$C<L+iaO+RO%~6>Tx+)HH(TM$C
zP|<3*Il;N!aM%qx`z|O43eEPQKXqAGa18}IsW~IoP=SV#XMZuTbS-L;zfiivoS!mm
zp!|Copw2B@^w{NqKv%jm@h&Gn!UH7Z_aMkMNIh#vhr81E2ybwUMM9J>^fr^qQabO$
z)#!e!lbP`~aA{(nI!r~;OH2fYDZ<JaG?EJbl8vZ=GSm!A^Z;El1KM}~91FM^7gqp*
zB=TuAE(;-)2YC6dnwS|oK#VJAI2tem>^YfH@B;e$Z=ccLlB+o2c9`0dW8l_wKyOaa
zBhA!N37|FCsI*UB1JM2akrT(QeN0y(x+~W@tMY7ARgVRg%yQ=_Be@TL-DDfQ&G36p
znp*R2R1gse;?GW;0OjD?hUF9~{(f*iX?8K`gx9(5H{ZhLxkN&nz_G89{XsZJfHB>-
zc{3_ZMa7kUJ?bmwRnf}LE(KhY@N$6?@L}NkLD{39p9;Tezo)l(v`nfBUEwbs++9`7
z&`!{C-DDuGwJ1o$(I3R!k;7Hx8f~utg}k6Bt=^!1jUBlNdcbvPFQJ>PfNqRaW(d$U
za-hIZUcR(N-7O_uYdA1bU^ysz0Y7Pf)_ZoS(u|We91LbJj7mDY41P9a8NlIu00qrb
z=_bFDT<@H_9aaFS$q|&5n;0CHI;dSFjw<i8O8wKKZVrTQg208)fp#BDr|Y;5SF<b8
z|3D~p${7guUgazJQRNF%vap^+VVw9LC(y4LFiS&*gI^gbEt3;n03yA#)&LnTdMz}%
z4>%oy>D_U$Mj(uZSA5ULZ3FWbI7>vc2R%MG)rJE9(<_bakGOz}x?1NMeWDwzHZ(}#
ztV7?6)4<|!{`TjW0EtaLARd&FdZ)K`W*6;6u6@M=jlGF2xhbsIX)l-WEdYY<Ok?+T
z=hw1!Czi3dy!y=Z0<yV9ui24d`k=gTu4({Q6}r?)Pw9S@Kk!Bc(K_0WnWR`!;8f3!
zma{R>o-KGRjKeE(OCW{9?+duq{f(un=pj?lD-+P~UYj&KI?FQBO|#u$FQL0W)QX1*
zsPC5Q4P;Smc79PEz3opK?3X~J)mdxUyn7Omd%n?GDJ77R=W2D6TY^=>0)cVE>``V=
z3kh{IED{;ETXchdx}?OIUG6jVsT)>-E-*!<nWtVFP8W_<NkF%B3srMMmGAd){vWE|
zJF2PX`yR$#u{?rE6-AJaB1JkDTIiuf2oaTDBM?A3R+Qe6u8;tsDxHKTN|8wKC7?hA
z0tD&O-?{PgTkHG&;d1F(nLBsx%$alc*=HX&LcNpe#cw4)3`m1zkN=ymDmZiTaE0jH
zI^o`z7l~3?d1aZYhm>|#V|vP^^rMfwC}};I<dHV=0N<Y`b)_HBQ7|0}8@IQA*qR|u
zJss9N-yb*L)Klix6;7TVg@W`I2;^yB8Qh)&w@v#B@?zoseRCC~S9#o7#diyz9sPp(
z{6r<n@jF1B01O;{;$`Q*zzM`pQ{hKAJG|`PNG*7Jju3L)PzrKbC-sQt{zJ`u8?R?!
z8t(fJARV~iZnB-BFzD+)p+F~@LA0{F?pne<Z9Tjrd~pJ>TZ(`H`8p|IYc(eR$SDz9
zdsL@L-X|d4u&MWT;<|M6;myoXoH4zQ4_B6Ni8l3J1lV9DI$>e;s0t4c_Sf#+1QDu!
z1zdp9cA87<N41RKuHAJ&%VGFMBG@9|OaL~)@!*5UgCP%-Uk{HL4NIY>sq{ZEw%%>U
zeVyPR?HgeEu<JIUuf1FH(?${i)-pDzcc4<!*yhK5_Om^Flb`Dt&Yh+sj34|TeAaZ>
z_$Eg>56G)5p{L7k<tFr1iR1y)FjDd)gYw5Gx3Wh5217LWTQVI$u^{!tYX<I1);Qp_
z9%&+E)%{Ko@qRqVW^bxc-Lze-yr3)ODMt#CzTDdocC5EdpQ48VzMCar95P-yc}zK;
zzW-1DDDCqpb)7zs-lX{_cEqxs<fIxIde$lDScTC+UvIkEKS;W`J1z$NA2(A&1ClAF
zp?Gcg`pcxx)<yAXC64Ybup|sEK6Fs^`TG**x_D=WDUpbofoqP)T11SXy#cYhV(0hi
zVu<}1nDK_bUgrR9VGgC3XUCjP@~#97@Z;~9s6;Edvd2X}4PZf+C*7KPBqigH9@WF*
zwoubMMFAg`AwP9WF1g<JOVc5MHa|`gp}P3zvDq7zm6puAYGhhF9(RvpU{HxYauksF
zQYirZc}<XIh%AyHkRd|UxYqnt0Nss;rTk_`mTG>5c}bIecDU@m2MJbq5U&0gp@9=p
zXY|(K41!tZQtSt!qRtaabS)I*X=k(L_bQwSi=$b&CbgDhy?}zC1j0@T{VxN2y=*fA
z#!f{wnl$xYm?uWc7vvow${`+)2l;2W)RMV}IduGXle$q5B;nTf5WShU=M^cEgt?ov
z{I+!Uf`Ft3jU(AWN-HL7A3=SZiuqCk*D?!Fw|=xe?7f*SIqdZp8x1$}_Uu<x@Yf)X
z4qRpklz<o>hfjmjIy^9Xor?Z3(n)$YabKWgaB}kIyO0pKLZ6RK9RSJZHm{ND15kgV
z^AVdTnP$gSn$Nh1tBCNk#ggm(9<rN%w6P__#LkHyX}6ye2_QTTIm4y-V`&e3R&_(e
zSOCvWA3iBhre48evA6$$91z=4N~*uAeQ2#6JVh07zZqJjg*-XBI`T$QRzDPWlcx3(
z97#-Mc{zu<VefGzLDZIgcsh+L>Yn;8^9+|RVDB;c-SCW|DQ$#uEQ0J&=!3`)psuF9
zO}t*-<Wb`gVD+Tbfx?94AfqW(DEB4YeC_JhtMkRCCm=N1cV!D>UTzzbM8SB3jD~IF
zGl^vKbjf5z1kOL8W9fY+?n$P*LB|{K*=$Ljp@W$f8_w8n-oMfSm90K_{Nqnno46%o
zI)(D7mTPz+v@y){M=lgC#xI<{gp?RC|Krad<Fc_CI=H3TG)1)waz}sY{!A-W4AQ+O
zgQC(i3C{FQU;E5rSk}v%K?-lI%2JvewVmpm6!UeVcyLYe5Jj_bhTyzbL-DkB(!1;W
z>rykg_!*R+(tnsXQoaA4Z;zI&?|HwjDLC}UOIqN&r6a`DbfmYWp=0c}c{W+?KZ(cR
z*Uc8`iH;e1R>X@|z&aNfP1Rv3Ft3UgbwUcEJvfkAk1AFSYRpoOdge}wL?l&x*=GAc
z*^abfmzh^hB4fWr&MuBT=*kusaVxmf!Qnh0q?@+at{66@;Y+Sue4iz}5%v*cg8q*L
zx!jur9u+&$j?Fhx)OjiUw^-P%;H#d1IG@kR;1*}l@9#YWMP{Zf+g5e8H=SzC(w-aA
zA1e6o{f69Dv5KhDK4fhP+M-c)`d1yhRi0+SQEPNEz~aFfGhwDtdj^Tszy`HFD3R`1
z2kA$K4?q9C=5MkId))gJsxU$Xc^BbPm|Rf+)R`8{(`%fP%u}+BY)$e~wj}eYB6T+v
zlGmW;p1VjlSn@7EA7nJOkI##YcM+o|o@6YSyJyP_FFcqKQnP%#A47`^zueMee|mA?
z8?pN7<N=Yfl!|R&NEssc|NZ_ZzzR5ZwOrzb;)A=&P;(R~lIUK&-^$EwE$=_N`29&(
z{)nbVpPYKwmW&noPZ?UcJ5vt(eFNro`{GO@qu}h1qs)hz*q|JxUM2lysyzPQk5+tN
z@*P>bmai(v%%18gLR>)166>~F%j7g!6c)MUN;mGwx()@&`ZnISn;FnC3ES4NQTl}p
z=({#s@!2a`a(Ey?a*LGivpQYK<3$JngEMS~K-RRS?53OatnJ<65;IXzQ)x_5x@Q4f
zo!ZvUQ32jAlqgD@K;;o2-2Xk|UWc?F96_WltFJd-Z@WKkZPb@xErZ_F{x{c?%=FX-
zBAoZyT#XES4TarD%CM@^fIR3X#H+FO<ULWY`dw&z;f|glVs3RrRTcJ9Rl|jOl!CSB
zMpO_s5|4rNDN$X7ezWzxZm~0dw|T{K9Gd3xW$2cR6uK-nn18RC{H3Y;vpxZ@_OjZc
z>+=2;r^Gp-^nEnmKO!HEKG1t$e<jXoB5QWPt%Qo|&B|gk6r~7f6R`TXSV3|N+_nGU
zbPl=1*o+FBtzwm;#fRq1n$5qpL-zKnN`H!&S1t6x6Glqv(&G~}IGz8*+0<QgT0d3(
z`>vtoE85H?iEWo2$9RkD()Sy80NpsttPeGa46~&F6i#>>-dj+^M$vYl?Vyr&Sj?+b
zk+a>1{C)5Cb<ZyWI9N9IH!QAcTr~A|>~*7>Y6~YLv1zVFiJLM;i*4&if}ySWN{qgi
zYX3zWNZ9{Air!2TT{A43x8u9t8a#On+fkGdt!wo#KK~j@(l}Tkam6p5pNG+ZKtUBR
zQ*E?G`#3t#cjCC(k;AW=+eh-hX1@W>3E1DY^!>@fT4zc0;PN;oW|4W-T`gU{<)XGm
zd=vQ^=kSE6+I`r)u>`^2UxYWx<TU*De+!9i!?z|wMi&QOG@$12z8V{^44VHlkgy)h
zk{=QSqXzEWgKkz!BpjAI_P(|q$<<vIZXe&FqMF^@n~h`a@uQTa$FgmZh&;V>{`j=<
zDeZAZe$F3$=Ss8yRJ4+ev0ok4mW_HJJ+}+F4J}Ia(_gM_O1OtSoAO6T8Iv%6_`Xc}
zlNTWHH?N{7<ELx9d@xrtu_QGO-c};%gc^3qv+|aa+iVsWqoFuotBK-MVf}Ow*|;^x
z7;y{JKhRKgG_`xqe<<V7$bc~!hI1VVCL&<w5r5+H%3?)*6sBWDtg`MZ%tj~pQVLec
zxB8~xjoqKyZ|89VeD9}L6TL=5{@+mIR+~CbgFZh@$}1^v{i}XlEF1czRHp-TUF`Y(
zyYzd!V*_@l+xl(qy1ls<$Q%}gxYmq}cuN~<#mc=WPX5u*HX|quY(pbPD$&1*u%@=V
z-ISqu`3$d<175$+?C=c(1KbHu^<(lSBWmg|$D;(N?+onpRLywd8}J&bW&+)Rk+@fx
zRl~Tj64{)4PUuZw)l;Pa;>2*y|KE_?UVYBHRU{VqAMWKdp*A?l@$FVAhaJ{wmLKQe
z30+6+h5P*Wv52{$?R9N{Sd*!1v3Q(eZiA~QLdcWioel<KSmvT1JYFEA$&<ZVtkU6N
zf@*V!C3(#iq+M<MTU0bUe-*!BernyecTRB4e-QC->vO5EZ=uIfr9CTZknpBrr)hOf
zX9U{O$HnNMHU0;knjr^_YfqhBJJNYv)^2B^)|JB7{h<Qea&E`r$(KP{o2}OI(d(RJ
z@p-5-izDBNj!sfG<UO+m5F-OVE4|u4ha}ErzHL=dF<N0_RE9TDv=OnHd^T*Uc|vWJ
zGAQ0{bXn6yX4KqSMMX2AZlN$p#_IuFKu~N_^dzdh5CtWDCxGQAC)feUmVsNIZf3J3
z1HK;EC2W4E@YM}4SG6pEkg!}7r0KK2N|ye^h&Ns7<a!MY8;!Z?<(MYYwried71oZb
zGuN!(YV8B=4sb6;pkw>9R8?oiD#QbAXp%}rw3_6#`J0$Zen-&U>w1@q|J**fP#9&(
zxEz<Q$g}WQq?tI^pA#+HoA*<s?w7P8RD=@PNq<H0vS%w_0&j}DrHBw{EOyj7UrN(1
zZZ9H8cW%URIiXrOE^k3Jn@`i6EXd16`bE2Xuvj&~tP1JidATibn0}Uc>1M>BXxmEG
zBiCG?3@VEJLpVpTg%M3$aRd@GRrBR|%+<_>yfsbZ*rQ>^pR$P60jaBBEo8>XLv4Ap
zq15aq(YV#$p=)0Hn$R111=6pK&gF$5$+Zpz;79K!-%gAiihgFcHSaw;g}*74sR=^_
z2*<TP_T1U&|09ea@T*;(IEytJpRz?jK5-t}0`1k^%{lDx=h?$vAPCE#EJ{CCtZXun
zn@RAHSyRZgU%!q_@+~U$NnETwP^2L_{K_+L!%r)BXbh2tiNILegnPK#jhN;FGC@g7
z3bkAAmh_a72(;6t4${%Z-XyZx+HNoknqrc*5)$(T*<CE=OL6{+D@VKv2vKW>y&R8w
z0;?ijKcj9w&Wp>k4nRQM8Bf5SDN#X|i78$YbD-~zWAp>n6D~5G?`@JgQ0%>KYTx5H
z8&tR5y5^%Xt%!PNN`x8AzS#fU%AQqqs7B_g$}}Mtp7p9EB{C%!WO9E0Z)WG{=c&EP
zuUTSqgL7>8?VfhZl6cAdAF0`p$I(KKsPe?IqQA<)!2)IlWS957JO7z)PG85NNF_DN
zmGAk<-FY7?<gLf7ITaFP5p-%t<RSX8l0|DFvken`svgI66Dqaa@+;uo8nY|x*vait
zO3s7X)(EWl5J$QM$6)7yggsqBgRdwZjo4a(5ll8}0fibbNNa6Ukt3<;@;S`!h<Krp
z(6=6<hfIeDy?<8n?Ua*|Tw@iVGm4W$>|;dyHX=(c-YwRKn8#8vg4G3Pgkp&qZF8?h
z!P)HVV6w$7H`#`3YAbfe<{4!ZF@l-U1*H6(zO4_2CRL3kDv$>qsfXlx+r3YTaEa`$
zM-`3E^5G{t8^#;Lwl&F%>v1gM(fvE`7s#W%B_Cn;iTk_YcFhqBASWgKdviwU%>xH$
zJlEG6Gn~ej0mDm(PcUR()Dgw+xACdSEIS1At3)N+y~F=*?$|IQ?Y3F)cya-1@URw0
zpAR6pB;8&{8x$+`D1f;Ij?(8=t=cyD;hVv80+j-@RnL|+aY)T1;>6y-@Y#G!f(9sp
zYbet~+PfO{PXpqAQ3A5<D8+I_((MKXUuCJ$eqvOHE~ECRg`X$1_r6MhXNJaoLBAbu
zuQy(wiFut|Q{bYu*d%zK(|xO7LnpSDgO8K!MXd|5oee&Va~*pB3I8dl|E}yJtGU<0
z+3pO_lClt4W=%WgZPT&k<emYczFR%?Q4jtb6@aGt*JDP9GK^ZkQGtt4+%K-QhZ+{|
zK-B)MgYVK*DvUa+jqJVCigqTIunGaz4lJH)cJru*C2|kzcB-z6IUEOb<UR%MZw5};
zv>f0GdLbwJOW5$1ju(qn68r^4d`A$@o&|DGAH=HMS5K%BjVq*zUQeg*9i5hC(IjKB
zycJX9jrj5RwK|249^dJnFumR@P_<(SYw=D%M>AH8HFJ*Gr{tG6|5tnKx1xEKwH&x;
zN1uPqDAbaiEtdABkV#ncwDx|{HyaKUs68jrmA3Jx-2dkHQv#Zw-Vd<rvEVRylcYBs
zbHsTwZjH|jDuPWuIuxB{Xf>Pr8Lp+l%x;r%-Mxy8NRx(}Dv6MiD~gbJ6xa}FTK@Ud
zPyY?&ClOE*o}%RuFT(9@5pgsT9T_bgM%0k4?n8yYjeQduFKFqa)txalnvKhC^P`;b
zgf*9>ZOT*^i8)~Uhy6^;7oI*GfcSmNN9hBG0)M}sSmHaB@zuK*u?fGKh+ZWr;lghD
zQQXp^+1B(wTe21dbCdCeO!<rI#`<7|!&!z)G_1-B491ZDZbwbPy}_V-2dW)YzPUcz
zP$2tMxXVP8^#TQx+0naPgsm#tY%LH?@E*;4QlQE{n-Z|q8sN_(!Wx6q=J|havjEA{
zZg=eOP7W^^Eb!l|X{Ca+0tmxuD075<1By7W_}HV3lXes2TGuk;ZY!RUW=qZNo;6Xt
zzPb74wi?dQgtRALWW^|1XgX|Ce&1l<0=h`J_n`~&!}~3|>znjbxLH+=T0Ryg{&4f#
zo!OE(EOwISYUVXd{S42S`+%5NQH32EkA@jzq+gfyAS%?q(;P>C+*ehdX;-Yx?>bTE
zG|>L_daz#%H1=i~bfq-vLH=VBjigl#AUh*578YMhuOaXay6<#6z@G2^xq*cx9)^cx
zx=P{>_<ub;Zzia{uNyB_lkex$C%EXmk7Y_2OPpojfX;{V9yfg<Elu8yoUJPPFH^*#
z3!Os32v=6DtC?4gkK?kYFDi?i`gkz`#u>EPT4EkA1qk-mcDFo~P?e2x>-1ZA2TE-Q
zKH-xApuE;fSb$8W1!rHOp7>v|@<MIC?FeU&&zSy~NAyT{=U?or$0er-RzjX=(AC>v
zc^&!LFdVsLBwZcWb<9ng;-&)brof4?dfRh=xZMpBWOx8q2=MW#0>W6QiA^dF(Dg}H
zC0DUg(a{-zgkl2fy7U1}1Cp4w*#_kg%-?PvX5dEFqRI`D*NM$1!$Kozt^7#LBAcgP
zN2aTRT_;kCpHC!>mECh~*%RAh>$%w?HJf~F^p=oShNWYyGqtN8x%ZUD*LeL}Pd~Iu
ziocSz*&u~UP>WXx^jYAN4*k7=kx&@UDQCa8vq=EV33tF`KbD`Kl$0w}Sb6uX{GUL;
z;mrd0@q+@>vhGTk$zCARDgqSu>cRo6H58vj?QX#XwC})zJ^oG{_XYk``Kx~Zsj<&`
zQQ;yysNK&@h;ZYM;9*Yky))19FNy6gZQ4n*57#`0HLJ>y06H?;a|CINhW1?gxl3y?
zfGz;)7vxw!Ky)vNcn3H-W(L_hec<080VQn~Xi0Pd24XcpL-w|lZajXGB;}N=w7=7H
z;;jy-9X*i`<cG|ly1){1K$!Rfyj#14v}ZOlSMRcQb@Wi=+AKA}?Z1GWBzB0a<VgwD
zCtW<Cuoy?(SdOdnQ<sh0#KIsLW{U>FFg9oa!@&IeA+LqM{CMcr=lb73udg@X<QAlc
zeSi@Z44y)l=eU<`Je$QOq|^bFI|bBF(`o{M%o5v;M}ZJo0T7CRZ@3%=j-uo3_X9h{
zDq@bPd)j#k+I18230S4Nr8p-o{ba-ALl;<iQHro&p+!;T`oiB4T<nj48#Oq@JsWYp
zl5O=DO=3ejB*^9846M&d|Bn}DiSL47y&ZC;OXjWcoG>AK)JzYgak%2SJoVkntrUb;
zukG?SY#YOQ##}oA(@aUzAbkn!+zW%e976`R;h672waewNyYpGZ$yn2&+o&#lc*RbC
z=vw<LNXDOG`QmeZC7=lp2NiLUyk<73TIp0E*e}M+LdLy77(8X$e}C6=8V#s@sTxV$
z#h*38+`k@U;O-sD*xzmhFtf*sy}i+#Azx;Y`^p~m;)WJA>&YRzKSbIOwJEbX63)Y4
zLEl<l$jKyfmd|t5d0s2jN@`K5a4~*y0=ldiyh6dd=H&4EfedWB@T!!QZMIG-W~~pA
z2gEh)N6HHTA14#&kTe3W4B+0Ro%=#N+vK+YyDfQTtMULyvAYc{4s;g;Ra1!D+21c}
z%k%m9*I<@=WpCoJd5ZBcV=Qi^;dKY$P+L=+U|3z7!WW~XR3lNG=1AXi{CG<3*a>H7
z$y?;Qyef;XeguV7NjELt#4r;8BV*bcAjj^I$e#(0YiWu0T?p(@W{f#blW4OEis5=g
zYqKAh3>_;06f8;GPGulYZJ-Z?-+$>L4%q##+=QvzV!8XQPz?z+mta7K3)FTnCumyv
zSDU*KLB33;dvP2VT6l#yx+AUOseHz^Qql5ck?|`b71>gg>(_TwmZq&o3-*#c;v`*W
z&)9hNweuuZ+SYhW=6-0%xWN%K@#bGi{r|s+UPD8}C7N~R5NoELFDNdA>ienv1$mH`
z@0Si>6lMT*yBEqCSw`?(yEaAo0#2urFxkT}q+-h-OT-};0-GoOFBepn)h>O~Ev-{|
zXLDl+{!p`UNWZzGx_N+>cb(ruyJ<2~8gB}-**tPr>A}x4(ewy~-7<8`gy>NKYQVDq
z$z>Mkw(2K}TcvCRDFsLn#tsy)wC{pa;97_{x;P1loM(qC!GF5##fz|8HjQ%wg_$Tj
zK06>yV;IZ4Hh{PUO7@|;9i}%H;?~_q7hMyM#$g^FGhaOBlp@f!38L1Y!g1BBGI61T
zDf?Gn?JnKkcd?t6x6AVh?Q*@97HgWuW0b>=S=(-p=*^d&mLX|YT<&Z7tDZVkuYlEk
ze15$dduf8s()%A-5Be)T!&@t3SpeA^d6PO_(xGSoBoRa_e;!14_KZUUSv#pRZdof8
zAgS0s4l<iZoXk3QfdWm(HqS8z<%>JDYmwH4L+rkeUH6bUF?4LcLxliBjWBTtA9+;e
z)Dedf(s=w6-Cf(Hrw@{z2E}?)FJZgz{=DvXGpAnF-fWY84*A!CqgQUQU5hlS^-VJI
z)?FF}Cg;vH8q$rgBPED=9?Z4#YPw$bE*S*lucQ2*mwLDh&E#ig`>W{43i!Fa#Q4?`
zIgIWCv=5Kz+KH3NAH1f;Qa2-nPUC6w;{DnewBa<5N-Os+GN!dW>*j;bBG9wy)dkid
zr4DdN9Xgv#0X-9Fp57G)#a@Qsn!`+dI{}H+%=TZFc1~H@=+<P-W@OO&<JgdvZcGDI
z<k^Aykg|fM=GOWhyJmE4oS2tJE;;I}q2BOAfikWMA>HkYQa_hYqwN%ZqXPRlK(SBx
zT+3|_Spp`n!>YSx9z#}Rh0CCz+*<iwTe^}txW<Z0<SpMWhWt2mR{rM>WG2dNI=B{h
z!PXhTYQ*$nH7+drA7D6c^#9<0ds;)$qK0PkmhrrANbfK2Gdg#Q8Op4};*})JZS9L!
z`<&o+eIt!{FbU@UGZg{zomqY~7rH3N6bG<|Abrw%4^%%31IC3JR0ZC|ywI1I;JrRS
ztCfWTZ$Fpf*1qKI21r8=ogePBf75PDmL6b6n0*ArH8Nj%fZ)6R{NU%{aO-?22IViN
zfVw{}GBPVNzVQ7bxmY=AIS1WHK;cg9@R{HJB4F}GVa)a$KA`zbeuDpBWTz3hI}8}}
zVm;ywP~AC+wI|A;4>NW8d6z_5z@FFjkrjwJ4+x49fCgM(Rs{z-<6WS_Z{ml}<<7vU
zs4YOzSepnD%LPR5_WU)V*4zUMVpByo0j06+*T(}4+|v-MH+vJEWGIw*3ONuNPIHYA
zO7gZhn-`bF3N@>DeU@;~>0P|C=DMNiBFxHDkP_=$meX>a4AAq6oxTaDVZSNMJAL#k
zGg{s1bc49^Lc9?W#n4Ic)~x^{26yd9dy`3(n4k*z408(=(;KTHAK^Rrn`%53qj$QB
zX-j42@A_Si>(`C*sJ!mfJ5{IdE~`ngKaww%W8qY@v%<EZ82#Z}tYM9`PbL>JN5z(U
z8rmKQETO33TeXZuDm=fg4C@^So9!+y!!BNqD;ND!fcX`G^Io+-eoFsl_fJpUB~OG`
z>TQ1QN&}cS<AZ|xm{?~y5<twCcG_fpcMR9*P^TjlBr2aTp6omUbRF9MMa27mzbX8R
zR@<H<Ul6_GYv?SD`kP-=?ea!qe+`p|>cOQ6#s<5@NAPCNeDz8`SsV}MrW^&;oCIE-
zT1aG%1^JPS1yFv(VLq;QiJgiwKDOaFBX#~lgJ#ei?qb4LtCAA$!Vb@)xNhDI$$Xzf
zXs^|jFxj;CW|8zjIQTRK@-UtE2~X?IK2`CIwBcU#;l0Z}T<qZuPMn}7!v9+1x7UTy
zE$@%yiS4EvmS+(iCma0T^J1ULKPqGQk<h~r^4o0wT)O60{#2*{f=s6vAfO`nt*4EX
z;oV{%vsN~%49RDc7rLVi$W)#TtdL@)U@xN+Z&VdL4toc^*}844sibiJ6AU1x;HySJ
z>8c6*<QXs&_Z&SyI?Qo9J_pqEfQ<A&3O1*$#7`(?yR`R{r>$Vnyj?GX>Jm{@J;Q0Y
zws9bD)Z6%8<Nd0jdxIcvS^JQXY78lo6w^y&R04hSzcblvCPkm>^_Y7w{<7ehCRy!O
zp=(R+UWBIP@ZZ)8YU)cq)s0CMP3rO)_i9Robv^=?>*GjwUreC5Iq)v+&%0}WH<}gX
zyjI?dc*`~v33;sbcLxr<cf@~sCwhg^UpH7$l52j+uY2GtZ-UrgFST^lF_}`Sd4;UY
zi20NHR**0MuV&}<==-W<jKmca3UiSstUCXFuR)ARqfulbn^0r?8F%KW3r5Kr)BEW~
z)wJt&zvRZAWP*wt{bYj+k{aF?Ti#VW2eZM;0sSlb#O5E|EgnlQ(T{@l?LSe?E%ZqD
zzSfZH@&Nz%t;1WhS>F&$(~;Wci2ca*{N;;_^yHW0_Tx5FV#HA>?k;`{g;K8vn@>s2
zbuL{~IJb-2y1)C&=fl1dHf#D-v3<*_euRI$IvykGDZ_hbi)t(|i#2dW5v#XS^!tcg
zpa`f7)NFzq2?FFkM9R{WB+k8?Q6U)5)%)Xz+Qg#Ty>G-C-Fql#V8r$}tEk$iYL(P8
zHu0wx#C4nOXKcU6zbsV(Lqr~d;2D0bBC=A265-Sta?}4#iJ(p8OWQOPFFlC|>*xVF
zKgwp2=A6IFMWRGLR%cDf`?9yi@RnXL6j<|P==<h4@3riiOjgpG#}7@x3%_W_1%t)i
zed+2hl)ET}sUQ$s=a#L;)zxasmYai{1PGZb6%7~k5yM>}8xYt-j{~nr_%9hNxK3C}
zhL6q?SC;kRaakYpFD@HsrAPo2C-)VRqYjybiI{T52LSK%VP?K(UxhWqoM2!`p$qq%
zOq_}}Y~0_;Zx1n@CzfoO<9@RQ6`S%O??VFok0MmGXKcFjJVw$Rx+1XSp0=RUiUUfz
za$le?gXP7Yzg5l}JH1Fn{kpo|4fK_Q3n%pw<giUP+pXjK+QURumI^!`m?#-f9G0-U
z{)3SNy3+sm^ZW4i0>sFXvx4Fcl-P~NUgPh1;|W(Y@1i7`Vq4VhezL>ytu)u=6LvcV
z!5+MG>tkWnfLuCf3@BsuE)XUv4ncW=4Og!`Y;H2c70do+iXg&fzWuxj*BB3-;^%Aa
zk31T>8t1tus=ciQ1ZvcbNQ7o?ZFQZ#Z8xbmh2dZb<@a>s_xPvlcgZE^IJx3}pMmT$
zE`9Rv)O)5Puk=<zu<g>@t!@vEM$2UgAV^t6Sxh?tsR@mb_{-q;=jhVhdY69qX`dIm
z{wyRjTFkhE<b295?%dJ#Z6&;GkHL`yiM=zZf%5#;MisdY4sG>*wH2wL(qQQ6l~*Ct
zTRCzARhXW>deJ7kv>UCxXtcscxeK2Dd=L&9@s>-Tn=@zPc4x0JE*Os!TW4h0-NglX
zG44>RrGW`DY7IjlMY<ED1sdY0OchnRGig{KiJf`tkA<uaDh2D^LlN7pLf5J7Cr>f4
zOzuge&3!X&orgYTpfdC!k0Ug$L)kYSj;FyV3NMippQR6{bv<yJGd%9Ta88FX&LcU$
zAQGRr^`2%ww=IqC4P}JET#gMu-=GpYQ`{U?X5G?fD{a`7D4(&&($PNk02!i&dfuBG
zOsoQozM8>u%r|sH2T<Gld6nv(EL)%s*mikQ?k-Xd48i>af?>EhM7$AOyBE+)U#HyG
zjO@|w|1u3H?fTATwGPA|-RVGvlFRPz=dFbR>dfjIOxyi+jw|>*=s-nZ#UXiJKpRB6
zJhs235aau@1f)BPRifU3gy%xh#>Eb@l4>dsLXHF|MRU_eL_0<B)1OSxE%PddM-B_Y
zq2G0u9vNDNsaGR3f{mNKnR{zoD0&0ue$g8CVa)8ZAyRe&NSrD@KU|Iis>>2cZ|uMr
z4D?<2DJtdXnP9GwNhSjx3k+$=rxZbR;Q@*ehTs5SDZJM3@Le(VG2ilMKj8IBNDJPq
zH+e`{i~Q|0czNO^6g2#z*PAyq#;ReRLaG~eg~khb3vZ=R`pZaobV=@&e2$ZGvZ=V*
zfR&445lICHqTH%2=#(V7HF)+wT-8*57%4xxW54U?U<1*YEJLm)w|gt+4v>+)e82tr
z-VNq~lEB#rryyG$@IWRX$d@>0KXOrXTyaKdfSQwSfG$3NHFbiuk2F&q-**q8#H16Y
z-~B-!{?1kBv)Q*3HB2jSuEym`XGPJ?2>rXoPHe!;N4as=2qavtEvYI~0%(|Xv;bKa
ze(~tfDp7}+=QLUBrbIm6nH3N-_-2FRh^5ZD^4h=-1wNspWFMoWuladpVl0V7#~6y)
z=0{ag#gDxP7lNeo;id_t1&ufFwwKl1wRgi+JPTO8UDhXCBl$8PY<mVKG=2ZZrKd$o
zb*#sA_^2XD?!A9`vk&5;-)uPLgDTZ1BugE4T+y_!sv4Hs_kLh)5<OS8+j(LbvP6v_
z@CUBiuLv>hCi-uyQ(+{5jMKk0Ahc;nuw6LGEBWc3Q}|g|vBGN1=7_6G<^Gz(xhiBp
z#Eu?FpDNFR&-P)EeuVFgYz9fpiq*QVNp<7)duW*_pqk7@vgevp{(FAK+$c4wC*qsQ
zS+5X;itfM{6?5AF--Ft~ng>34hX#2GCM-Px9uuwW{#evRpWvO(goL3xMj;Pyng($D
znc#N!+fpq^KQ3eY0-do5gQ!K@(b6NO;@~ZU=?O8W*j}dDJS6rWa@1<BU;eKG{>h<*
z5Zz92ZTcW;GCeKg-iA*Ma-&rm`CVIxuuwq?lhAz*gP_I;>dXl`5lwH0j)#8G+D$0+
z&n+6=cfo%jYM<}{g~gW9a>!EG*$1eeMg{#dk<)^b@a4@8?+{e!U7@Dk%Zz}d68Izt
zx~Gpkrrft%C)K)!9Do;Xr#9Yez94B$<6FE}k=CcqYw`V}%ASDxZ$?w2@0_vHsr_|@
zuS7I$p<~P>1bxdEw9j5_Ef-A);UvoFdoTFy)8NZL$PnP(?z$O$lkm~UFZ{$Z;{K~#
zvt5D*K~Sdg67Ss9w6w;%W;-uv6n6S3y4TNYrlW*-n}{UdRt<!oa2)>}6C@HoBLiT(
zWWeD7dIB65rii(H_EaL@zF{tj^MhD`V+=gtS!g`)I+Q=tanhaWBmkG(ll?U2IS!6N
z9N*XkR1*R`Et{c(8K9cFeo6Vc%;JR5ss|M}<~lXe)tx>LKrldZ5vHGxx*xs|O>Z?K
zXe)1fcdnwBo;@iZOD*d{a)CrrYeMj^XCLZ&3k+cn$gxZ-d~IO0LpQm*i_8JhWS~$G
zEXdisx`eEKkgxEr?VaulGy<w<M#sW=Wl5mE0Hay-hT{}d<;ZqfXN`vE+$*7e0X2?s
zF+aZqxk*+q27d$Oa6}HQ7bP@}gGIH!hT1D<n%y1*xi*L?LKrls6Y~YWd{%z$V4RuH
zCW$V}jzRw+SM9Ob{Tktb$VW_e^oeMm0N79be`koKn>bvaQWVVi_=5#f<47q0?MgTx
zs+_m<#BFX%8g=A;de-Vdgg~mV=ich8QlBGg(EF&+58HAuiC3FLbYZv0bG&{4XD@Ql
zSQDnvhwSki%0Rdm=20mVx6d3;1dda#!`D{tYqL@dE~zIcvahK_8R68a7BJEWb^4)u
zn7EQ#>Y7nBy7Ca;_W_fq{nv?Dep&XHu$r3cOt>O2f2$zzlJQb7`&bNZm0V?mTU}AQ
zXCeYd;2x)c9kKj$!QJK9qS2h9-u-u&JjhFFDs>-Qrf@ps=`_MQ4!ts4%rffDHI`|E
zIpu9ci>)er`l)TV(D5;!4Ga@0ma$?}0ai$V$p_1OId^n;HdtMrFRqZ=2raTJrRtiR
z)JXJIuxqgu5ZrB^mxjXZ-R4wE%W=DB<9tVUPX>Mf^q`a#mv7fKSIw4<sH|0HZ9El(
z%cUmNppF<A;^P{4ik>BXvO>{1>IPg<@%~qFd;<OZpBa06N&39lyk;0q5I3S?p9}a5
zfckT+G!J*w2-dTAoSmh#@S~~`%;BrztQgoGBbCj}ld#zEg($u;5!4D^MeiO;8(IwA
z&NwcH!2HAij{}*64_?Cw+8p+qX$HpHL$?~lu$PB2j*IF4V}IIsh2<6Q#rTFTevvf5
znvb7FQNS>P@~V(O*7I4btF5G@UuU~teOxJt=A1yn{U10Ow{YI$s7Fpg5@j-lvJunX
zLvSVgp56Q7X}3u2G=hSwmV5N=_M?kTqpb`rjWp9ftM6)=*C2#EIF{lUX}ab74F--F
ztg}L17asn~SrHQh*Gy$YN^HJb?Gu5!-sR7Okd&zt(A{p?#AhUn+Sn|0+~u`6Sgf)y
z?OssfONVRo<QKv}xoam7avumbnT$n0FpgoD|Lya1K-`Xc>th}V7$Z`RetZ(O-CX+>
zlYLQ((}m+j<K-O7@oJGG!8Z_sQl`KL%!nv$+MsydtA{EYM)x(?vx2hdehC-dFR}j5
zFNT+bAwp~5BZ<!lUlZ*9ecT61sm($mDhO%9L_G5haf#^HCp<Np&%P>r0UrI2KEQqJ
zvz2QZIYaxHM8He2XPC1?8T{8k=-mexcwVH;-!%9{eFYA<R6d;KE84XKO~J=eyigox
zM)wM=*;ap;Y)i~gc9zoL)oQ+kQHOKH7sBp-<$D|)=DJU;oNLk09yHOAoz@sXna8J5
z7siM>@_&9VdwR{P#cH!hQk8n!unw(&O>|iIUbN=(W|Hb7HQGJR9v)jp-jd?S%{|3G
zzB~>C+jG6>toHvM0xIk=Pp**y3|_;mBszzrJddtVa2J``Sq1JT71hcFX_{QtB4R%3
zXbo?iyri*n_f2q>;bO6o{g9j5A_{%Vl=jyhu(gswT&=&@><gPR`|0z$rLGklG~%|j
z(fx1ung8_OO60&zS<3LUfCb~1YG&mCJM?g+03`J#cI!UkxuGvg-(0s--$%p8>r#JT
z0B?rL#OxvfwOIKdbfyzxUwZ3g0dY%eU9@P><^HV!T8ya~^)%}*$!%V{mC;T^D3WVA
zK;K=B>EnOng?bTB$PYoH?+&Phpzc?$)&ooik@{hVps=*%JfyQo_1ti{Th4#7%($#I
z5BPFGm?Euye{(-dF!f{-0ghX$(7b-;bq*awS-)@N<_GTd^j;>r#>3`S1G}=_KjAi?
zVR5UIZ)8znC>o{7NOSH*zvRjMTxEaOv5I$DMIO3*<&PlJrmr3#=fobZ<EimXi%k;d
z923;8M&|bEQ2KQc_a|=RF-P!sKrb&lR`G1`na?RgqPjmZ`94o~@Jn}jGI19ViJQ6q
zAK>bOikEfafs>y_8HMmANABu+xozR|yM|M-{t=tTJ8s1iYpjjVsRi%Jbzs|T80_=b
z^uhtbB^D!oxD1NjyP@!^epYzDwF1~!LxSs@yjmHH8aSLho3SPs*B$6lW^2yG`gMD=
ziEY=bkE>wJy%#m(8f2JZ_M1JMPa{Mrvgu5Gw9b^9Hnc5!=+T-rJQ^E!!H?4a@|Kx<
z^T!Kp70>c2<g3vZDr!smAsLzGB~ZBQxRu{^nJebMa7(A_$u^q66zNJr7jtnq+5y-F
z>&erz-wtfJ8s_)zOq@pe`TRc0i>oYAafpxTp>WQ1mh;1bX+8*A2k$iNIE@oDOt&=F
zJyu7W;X7&7MciPZNIF-e<;U_;EhTGO!-ev)uzY$(!w+!9D|~Izn}WlBTU=D>00KI)
zU+-UHmwG~};31QzO1}1+i}M8tLN?0s{P-Z)OX{vKO6`k_M(y>$@<=;m0)k{JCD%%G
zCim7{cOieY<FmJ*5@$JHllDHngwrW0)iVx?7+mSJC03J-67=Y|_i%X0sh5Qwfaa^1
zR5ygI-OX1G4tbY>(zj%!J!sxMP#+6Fa~%!~?HGZ9rDPa_v{nN1F_}t}2L;M8oqd4U
zkTVInS&i_UgmMRkVJ4NNBYWtDzD|>H&$u5$I!{PbPB`$(Ku7xRd*fX*wr?Ed@5Rm%
zhJh~S)}wYl^k)1+MkB&~38&zzi-6;81h}`S;K(V*V~pMus15=Am~IqrIQU0KhZ7Sl
zNHFboM#3-%iT{yxr9@5d`AB?F&=-ysI9~v8yiOJYzqpy!-<{{9Zo->CZW>8~QMfhL
z?Er}To?^Zkk2Jg5_)R7Rl8ahVK}tBRi8fxx+ODM;d@<0FUbFq+>T<L6dT<!v?e@x*
zNZFgg&?t5VZBdQ$CPSaTy2BIgH_h)rL((w~^|`6@b_=?-u5(`?m?)dCsI#(hBsTWR
zuk=;Owa9P&rpYfV7#H5xhoVyPGGBZ7T@wf@g|fS<fHcJ-k383R2n;5!0_oU-JfVug
zf1@N`A*v<0L}GsT^%mw=|LK<*zw>xUQrCoUpJZaGNbOU{>+?zoFP-;`9yQ0G&)y{O
z?gaSU`ULHFJ^D&#k!Oz0;1~O$8V?iu>&Qj?cOg3iCiXJH*xvf}vbYZq6ykmJ3Waym
z;M)p?-v~7THGbKflWs`JMZY|PeqBs}7M=wPb#^$FxC_#$B3zEX_#Qt+IY57>hN^&h
zc&<C;zcqLnvPTe8RWh!9s3y9t7gTiVI^*teDlhf({HfW_{>VONFwh_9W(lk_ioqFf
z2(JjDwA1HvlkGM(A35%d`SbpHIg#noCr<ca#E9N(o1L3--K;^IqC|~yrXQAX3{*#5
zq4PM-(J?(%_e`{;-ikD5yZ-i%@lWX<DxbywsppKGnS1k@<lfUPg!$@oYIW;}w(PK7
zC7RNB8P>f1Ix7Rrqh0`V6aKs%=W$A+I7IZnWKMr7=p&KrO5oIcAX)HGRkAhiPyGI<
zpBc%c$pP?Ny!V3osC$0eoMDAC{x>#Xl|C|@5rn94katzz(fTf0sISJXFx)UZq&4<-
z+vyS3mRS$w#~5(|m9JywIVd%8E~K;~uPQq2c86zkLj_=}9x<SAo#T*-`SJd++BI$g
zaX5<IxK)1}<6xKw-e;+IirMtjQoY>(d$MbIH~~gDb^R<bYc2b&&?#i4FQ!bj_OQ6v
z)8b1Sh%^(#P5tbwk@l;|eIVd$hhRDdLEvB$7MIe_$MrW0O#h|5-yp=MxWogQWroOf
z$U}K#to5htUgH~h!I}0aWyLOR-FThyVZikw<eK(N_g~eE_4{m_7Y*OB{-6{FyjZ;#
zLQSaK1cR;JlAV8!4&7OLPnq;v==A=?^o#VL-*UGx)o{NTdo%knYB9aKl-DWv36BtJ
zW_Q6zB}{X6foRd52e*ffAs|fhHY0Q$atv~Vf&z!2ei~4m07}q=N~g9SkMz1MO$EPa
zZY(x_A1dGKs<*F8Wx_@EgQv$k56$6>VwP*4fD!8LZdi#jFzf-^SF&bbw~ep=%J!MX
zVyg&MA(iF}21XyXQf_rchY7$oyqMIiV3zyi-$e?krVny~x13I^wOA*?NzV@?4uheT
z{pr^PA9<$j_il5kCFu%!6Mvw<F!O$Ni5U*YJbbn>iShDHhlN^4bOo+)fm-|5@DXNu
zvHOi3d~(n0pE)>$!FALF?b)@?duQ<`CDwu_#aPf21PfRJRM1$<p>qvX<mW5;ZRMC%
zxwaPo<+3f%JnYu60t2_%{HDQh$yKuB>K;TfB>JkZiQ60Hnce9-bKD1f;Q?0IRXNAq
zJ-?2qq?9?LTfe54xeS;$WP)BksDAbtWE?*N2`2rUH*XT=i%CEoTblFsQ)Q3^bS12r
zgEnD|mu@J75?3Q2FVa^R5CE7edXQozXxW!&vVDl*uG4E!1{78f;?)CZiDsgH3oMs7
z2S1iyouQq2W+cR(eI=D@nWypwBP+Rjzi8Xf(>aOPX*(_+L}|*;KMMIpYIQ*ZIY1Jc
zUKSsit#s<y7P7{>EXKq%<NgV#_c591=}9v$u?_>eY9E32$oP<X4BvC}(gO^S>nYLk
z0nCG8iecmBT-_kvsi8bya9}Z92)sM_T@z{db<Dyf>Ejq-Ov!5&@8UbR5lQucl2>7p
z-fPX9W)MrWJ}eYu`h1r)KryQ>;KulZw&_6YT2pxwsIM5oV8Jw?EsNIcO>t>r-2%<e
z3L$+tP6p*m!)02-b%4Vp$xjvpTZznO1TQ$rdn(sM`Qv$@*?1OB%Wxp{l1h<&7|T}=
z>&jo2)P5~4+AUGt-%%YV5*X~E&3x_><0F#{P$_2wp6TABEp0Ws^Cy%?7V5YW;YBN1
z0&;ARTa=KcIxP4nyMaL$VhkjQ&{A6@Im;sA4ZV~HpH`F-D!NA1I{M8!&{>6RB)oQ;
zIJK*?7%)BqLUeW9XGg4v2c;doYYod@7s&@*js><r@5T&laT*i>_W{lnkk$~hX}}2>
zWX%Bii0<z(*Hce-f*!hXpx3fo7%<a$#c8Ox(S!zss|ZaXJzIDSxdg}{?o%!2ZQy(i
z%D3G!H`2otcd?qc`se$;Owxv?MLxORNoG4@a_@s)@#lL$%`hWx*zjrVdR^zO@%&z5
ziL@-`=8BY^?Z#H^XKx-JvPtFzXU~NFzh=~JY5ZMsWDS(BVmgb#ZInQ5h|yps5>J0B
zqcB}6Ak__tpWiah3A+HvIC~Fl9999c=QEaxM-8&W<%lgWK$GPgPhzS$Jj|PM$MKYU
zEn-)CPcZ>h$}>GW@;qa5%emHZe$6Msj<&V?Txjs@1<G7if<X+<tBB<(BeXgkQGkO0
zsTz-K#PA6KX?oD`h5+g1aw_?cCZhI$2xuoLKTTns16mbDfB!zS*#&}IR)h6vfq1Ko
z|7oUz{;?26rJi-Wlpl0tewvdPC_(SR5WNB0-})?{`I@hvmcjGxX7srG`pkFB-O}y>
z%0^0))uF<#K;*Jv>G+}rTooSih9c>ixn1jNldpfv^DZ7?Moc!c{;ia1H861&^I@&c
zH7?)qQ=I6;vvf%J=>Ny4@Ye$RODVTe{@fP5y7u<DfLWmB4HiujOb7IWF@iey@L3dd
z+X1dc$!P}uZ*T)9V!wiFsfMGs2EoYR#7Fs^fT&H?-S4*UXuVqHyyHxgi1H#DD(y4v
zg9oR^@n<`hAy;4u%*Vsj6+cD?gbMtT1<vA!XIH@U62;>?eqMB3<|Qryp{m|c)>{Yr
zD?+<NIpjQkYyy$4p&qVKKzXuE(y+I{Fk7kYt}(09#XZ0CBwK4XZ&W7mWElSbF=v>C
zp#&QFo0jwweNDE9bM<T3nz848D*RX5Jk<@0Tbl?i820}83XbaDaF|@{+$=kUpedRq
zZH1ORupd$rbZ^gupBUe_X&JG2@qdJCp>7%mh7lTuidG?P;;Oq3taGv*s;z>vtN?94
zO@SuX15_qfJicrkR_+-tcS6?Jf^#Uv?w45$Px>$ev<FK;421T26eRJ5onh!AGwa7W
z;?~|};B;LC3Ae+AnBPwDdHm%VU9RYh0m_=dQG;NhwaG-2Jy4GgQ$IdGW(CBy&qWHD
z0;PZS(^Vj+qFJ#A$Ze@hGs66>p{oq%_~6mF|HU4u7(5`R+nY<bJ$lRFIt6ZPqpQQa
zi_?1+?~;mtNQW0?S{}idm=~pb@!+Ob_hX>@-s^dN&gE0C<qiWnq6wrC)L8noqAo+9
zneS3#`#4bl#39GsAW7V$>&H$pL>`lBj|@*wIxi<^Y)`8V_ZhUQKU`No1AIQ_^XKpM
z9P;|`WcC50ErNvPx`j5_iX%ikt&?u+O6|U!-m?y#*1~dFwdWZm>QM*vqVb@O&ej9~
zn+Em6OQnE@Ydt>uH5+4dq3(Zx7?>R(M~;D>G^jk#<89vnC>xcWVc^yhzPyNZb`6)i
z*VYltsRp2XfCjyFUR6$G8zw7AM41#*BID7zw?gcP*x=g^eiWG^*$Y|pcLlUiHqax1
z&VmA!!FcdTM-}QY(g!ZIY@uDJ3i9tCI*VO^XJ`}eJ?9<JZ(=i>5hB_RbxZis1ElWe
zz*4|t__UXI>JKou))S`oWMq1rS0@wx7OTh&6y<owX?FE0bJ-hYSA$xUNUwg|h&uK2
z*?ZdLIvrEWMlA$8E+2p1#jP5_RRF#w5~vaPL(23(h6{9V*9W@f&)ot{q3)MJ6$=ZA
zzkzlJkkmXx00qK$CO}<8_aUbcgR*l$x?rk&T<S#>Tz2wBU{H(!TyhqaJBY`K9@w<7
z^&G#Zbs+)R<H>i=g#cZmjAKTq!+)r$>gQ812X0-J=>=NwQFhIC@q2(LA{EYW@$R7V
zm87t}&=uT&wC}6()<q-PeoM4>51(XQ#b}Hq9YNju@SrkBTU%kJP0;3G7SPJ@+nkdk
z_Y?Jh!fI$S#wl!DPp08^Uom)>I?y`<JVoUKD=@PYSC%SQr#(&5!fHVvoU2FeJ$!><
z+3?*AKg!)2h2G5EOpZ%R;^Qf`mfN^p&sAbR!B3wdl*nT`>ktqd9bQF`%Q_gJ{RNqO
zP=-H(tgW_Kcu{yoFW+pSp!O=yC<%FnV<1%0r>6*%zl|?9C3crL9zomz1N}p-8;jWe
zRzh&^qYs=7sPj$GxmIOUE6T!B;NO<VjA4BK1n2QOS~go{?Z@@Ux#I@8J&g!HdLg41
z6c>D$k@NbNdXw6<wT#L0t?3;I+nXpaODU{nSRUx4F;<g$2Il*I?`9Vh6hMUjzq>o>
zE3k5b@(^mTw+bq`c+)Xr%|?-IM|6G`Z?|Z)nN)Njxq6?2jeBQi2wTi%B(fkpf?ctg
zM(fmdv$CigC4)5YUh@~QbCuH|ubh8N{uVMh{t$MiUL%fAgnXr=TFhNA-f()0`Bdc#
z<t3)`=RbZVQ+-J0I|S|P|B>&RK2uRWY8|$>l!$qTJV0mDsxX6~OS#KqC$N;3pk<SJ
zc~P3Z#wtYB+xpdk$VJgbLp9tJ@;wBHViZ=RZhI`^z~adA+9(PCy}Noq21@O;NCLk)
zFr%&MnwGY!SVEy--y-whKZQJ|Wh-wh<Rih`JQrkPxp2d`@x50vrPzOMFXIW8YvXS#
z08YXe#Oh5U)6Wk@k^G7!T@@VsDk{h1<-Y)>Sybw>y;+&oo&Gb*NgD5s=Wl25BG2H^
z31<d0ae~Bzm~hQg<5>$}3X$}@j0$4sq21(<)5NaqEP}*R1=#pQ8OpX2dHTj6-dT=U
zN~#dpg?+|h3q3bmPpN5~SUO^O584hYP?V-J&|1Wc$n~i*bHY0h1O`omz6~g~(ULwj
z71fz;kFvX<4$H1swGObrK^%`oCx}+SK7;S8%Mlyzs}7agaW_M8PH-W`AG`+JR2o_K
zrAC6cbU}uo6^zMpf#I)Ak&!znIrTrwhpSxO%n+F!$+lF%uV~jUk4C{=uPy+%C6EKc
z9{7{apcBe}ti&PBx&Hil2P*Et2Cb0Ku}FQ9&lxBIj-R_z!q(U_&?e%Sp%^w*)H(BD
za~^CgcX2{?6$0s6&eOljNZ7+{>+-@u<=noTKYyhgFBtnm^~PEEOWU3F6`0Bn|C~+|
zb!X;e{Uy98?+XVUj?`Me*1p(b)TB^{mk~_+BP6~X=|o?l0I4nG1kLlbM<LAv{^S`k
zThu*Xi_DY79t<yXj78hMl)OU|D`cL@tyLp}Z?B=}_sT$~sWT0ljTC)0)Ag!$+Y_g4
zGRJ`?Dl5QgNeP}gsK~NIk?$TW_{Q9514Vsv>m1s3a7q)LMDnE!iD?!Zuugyxlph}t
z1r%6YAesZjOqKcb0LR51gp?u(J3b>c^PfM`b&GniT)DUKOtTb%RIXX4<l)HY?I1<t
z6;?d9tj1~;woVwYsGgLzn>;-X6(s+<d<mjR0tudDpgo}}=mOIPu?hVgfiw#NH2nch
zSO|KCfHm1`omt`7B|)CK{?|RTF8`j0N-A5=IprCZ`}b{aJpu0op;_+JeCUi`Nowz3
zM{}=!&HwEy<|AyEv^6xk06QB4i11LyEPEh|YGy}J0204CQ2TAg{S;QP`D8wMmX-RL
zyea7_8fPyWui#vdKh_n-bzBY<YQcvpZEc2LWL$`Ml=JJ)u?pQf3)q2x5@7HMGu0B6
zblW9EwEE9or?F}iQv9Z$ivkW@(x5%!yDY6lcqHh1%+%=E#pZ++)V`I1!K<{n0^rdM
zI#U;8gTwlnQ>jO_8e-R*F={U#!WY_~|4Z2ax^!t52>TjBx;yN>d)8R!V*ClvILFWR
z--E$g>|(PB2MJxbX8$`^3#nxht3eJ1Fa^^6dD;0U^N;ybjK<Y{2AK5dp79{F?IR5E
zjHsY#`>k?Y>-nV`AHR|#Kvj#En4r16^Wtj3L1LHKn5*8%nY5?zP7gpCgG1LR<@fdv
zaHZ|`rj*r~8>ucI4a+w1FEo?3?Z40g?$-~WA62z@@&p4o_C19apu1O`$Xs$5n5D4E
zUL1OeFkrlDm6Eum3Ce>Mk`49OTwNrD&o#Z-)NWXvY$XqS4eowb4Qx@zPlHOy#dOUe
zzeRVju-w82Gocy_&=<!Y^o=<^0EGP_fVgfh=#s`_*#|DMkL-TKLo>VA07Ys<$>SLb
zR5pvY3?FED4(<*-xHjlY<msY=|M@mb-NU-N19PbX%%vSvUGWO>X!Q-db0^RsaR+LJ
zf*^pN$zKC~$U8w32hghc(+iNc`|xR`_P*@YtUddcGPX;9{*)?h%+N*tEVW`qZBaaj
z;|@o1LYc1GWU-a)nAb=kxWH!FcnROEK(G0nJZ9?%Jxlk|Dv0<IptIx}h<S1WMxYbe
zy93nr2tXRmy@}Ok2B;Nv1BuqWxk6$gcivG3ei(UXZX>p}uk{oAu2(^B9_HN)WOO(P
z)E|W4Fpqr_K}_+ELHy$B+9%B)A^H;}BhXM`=l1V;5+Lju_uEK?NaIk8BXr%uUeFrw
zYkGh-((h0a?-8epS)dkd{HjeH@QRGFSui2KzpVwwj>!AYJj=)`7@HJ1OI4Qk{_rWs
zP}Vr1yuf`+<NXs&4HQ|4Aa}8vmzPT@kPW&rJ_-K8Bvw}5uG!m~+nQF|$Itd;I{+ap
zn6|bNXsp#+WUkbg+j#m5*t5g3=Ca=QJDqR&@r_pCx?gG50YG{R1sLWW#D#IK0fvV0
zPTJa9U$j&EauLu)Zw&tm&=B7(X5uJc8!&^RfOr&pF@WFw^20yOAjnkyc&^z06{rpB
z19al^x!K1UnEISo!?x6|a*xXItf6b2R}T&M!7+x<J>D}!YA#TX^@y^Rwe9k+WBFbC
zXPlG$8>5+VI?}KeRRU>!;|CHq^B^2L)ZM?5uK*PfO^tYC-vyxxg8a{4BHIyitkzr!
zo>+DTy-SP>WA((HweAI3UwMJQ!DKb{sGBqj&j`-S{QsRbCflYN&;~x0;_ejM1v+cV
zo6j9$;6EtU78}0kCWgF$ZR9<07Rk_<sZsV1^BFj&%vD+Gq`f=tnTG-3ybd3ZN@_&9
z&zXdE7ujAYDyvg96>mbN?FRSKOa-ES!8{pW-MC>t8EjhLLvf8*iI2Bw;PpuXei653
ze8h%`v`jNOZk=gcKJn*3*ccz`iL26wrvT~i1|3|eP`&&z#83dDo}fXkWkWmH224}2
zI4`g?pkQ@c8csTJ#2jKRy(&A%7#hx{AUm@wwb>0qoHg)PcI_!LY&W00lJ%sS(T$tx
z_jld78W0+O;Oxk=SL_>`*0|byg$p|eUJtpW=4KawA{aFqs$@xY*vLhf*v}&JyYJh3
zC6+Gt-e3m>Xr^ZNbqy@fQo-_{t34@kLl&Gtt;+$RW7g`ZTZasa2D%8WAIxI`v`kYa
zBiY%sP?athkjOa5mG;#BqC-#FW8OaegWL}e$GOk;0iMKeGGd@3&%@{X<CAQcBx`6J
zM^rt9qomp~y6q4=k@BC%OA&>gKVNeJ>;Scf(?c9#(0gwUk{rJH`zGj{K#C5uOJMB`
z<5K=5UFzevxZDfmp4RG@ehT&5i%HTJfzys>um`EDz=mt{2Qz^vrPTk&*PH)C`Tg<3
zBdI8~knE{sr?L|&A%-xvvL@?{HTzB*rI0=QI`*-TeTzz2Gj@|LSq4Kf$S{1*<^8$8
z_Ye2uasL5x&2`Ro&TDzTp0C$4S;60{0Jy|cc7P@~JZ&=;5wwup+;>gnI+*y!Qd9UC
z@`j9lptKumpaH}$9VuhGDdLZJL0lY4z-{v$Q6^t`Kk)$aX&Mh7GI)Xt#;hYT3h}hb
zU$*A`5UD97taDGR!Nd98vY^GSJZQ1pW7cqKk4>A1po0}d(CkRt;`XvCcOosohW#i`
zKGoT_1ZJad0XKpI2_5Kdffp2mgD5<?lwx-6OC0H9RH`PfUue?mZ1QuDoRi^kpVF2K
zfPt$5h9KtpVaru8J#idS2Dy@0bfClOqvGQ!ZyLE>M2>32tpH&~MRTAkme@Uy0PT8P
zK;9+)$bxB}kJNAo>H+p^r`t<_M|Sve=_5haz`g=wXcwY{secCj`3Dm2e5j)v;#{8l
zWSdsY{jf+Pb{kXEw}VSHLU*gWLC0LDoHYmZ!*u=e0>k$~N@yhg)Ai*=5##%iXs#7t
zy~JqOCC+u7d|3XpYG4mU2f0onc0iLw#ru4o4W7|~Frxg)=>7XRzsW_R!-FJ`G4BZQ
zRG|8kInAV}rzhUTd+nMG6%MFd=zsy_!rxF-FgkZ>@<kBQKXQ2n>W0a!&sss?ceQGO
zT16KOO&UVq<pueXZ<1#Fkl!2q(nx<<N%iDIRjMQI?rbCz8_-p7`;}R}W@k~qH4kiE
zvqz)29u}!nA1612(P?8ouA}4p2h37gh)M%}-Dd+-_WtH}PPS~6<)G(I(q)E%_d8_=
zg?q2NGo~BFTQmy=5ih5v!W>hVY2g88)=p>IGp!ho@t^N=F;F(>PH;`QpoiGn&Bm~n
z{d`uSzo8$B#N7mhYZ`qxcob9j_e9&i)TCmf|IT*cIN(s4Ns|q!(freD<4~%8MBFG>
zm|S|E-Sd^Pr3S9hOn&E|x2t{8aUd;_O-S(8H^wU!XmqK!#^51QRLrM4O$D_BV3Ev6
zU88M44L8s|zAzRH;LZn=gqYm^`lIQ^1Lh5p4Flk`4po@bNEX~{qvl^OB^qm&X`AH#
z)=vaAvMdWj;)pK>1!~vbPHT?|B37i&RLJj_3h`z%W;W1khqVD+Gi5^iDbR0Ld|jhd
zPboPbBQU(O7RV2}QZEEg&jK&ygUV)xsThN>;$b2gOrZ1V0(y6SGB=EiVup6FBc~pC
z`>s7G+!Ud@0Q%oxng70xwk-i=y$>0Uz+Xsr^BuQ+r%Dd(N^cBm-RAPtZaRN~ISW29
zbVh}q>Qx)?N6kmF1fa9n2Q&o(Cpj4kKdoBdDX3VfWxS0Znr(Q2xdC3b{TL)cOBV(h
zqP^|`pyW)=l@9D~3$S%XkCM;a$gEq!mB%C-h^>eOOSrgy6-q1<!8U@v{LS#V<m7&+
z;(SNuDF5Ox3~<`)YfKaxN<?{+6g`A_9#4x+&x575<-+egdulZ?{R0{<0D4RMJb9EA
z*0GqM-GD<=+$s`sl*T>sME8G#;uxUbjRAUwYEeL=!*ltab8@gN=o|g3qt6IC8)^7{
zN2Ippry_sT7jC09+}mqAV>vc+*~6{ASinKQb84LNO8>)MJ+%ulVA5-}#dI%=Fue}C
zaL6qLP^lVk@7WaY@=}dLg+8W08m>!N(Ap1aV#&IF_RpYErP!72#6h#hI8I8d<1a$C
z5R7w>CcncE>6>aY(Vt`zN5k(sxaP}|pR8SX@g{@*>~5bcKhk%0kLBQ5;3>B1^!_YQ
zBETopDQUnRg5miM^9d%Y!8+VvaH!|{TDq3cP=PKP=zT*%s4{m4fPR7r^aghg>0xL4
z4F730=+B=i^mA}|)*l_4T;-fms|n(ne;ex$Tm5!)MaFzC&&4~*M5+b`&Oa8LcZV`q
zof7ICAY__-feGtOIwX&_4pk%d77y^wjapzjb};to7djvU6ZlZ48nocjJeCAs%;dme
z#*q}n`Xn}J8c<QMRt}ZwAnc?Hm|oBwJ9Sd(LSWf-gGwpdSi)9_i!V^p=ychABoFP`
zO4|}p*MurIAPW&)nj07x@SA<j0;!NH?Ea2DdV1YNt>FY#*fn6_jBO70SXRQ7tE^Yg
z^7n<3Z6XfJpC)>7%O?Hp8u4sNaJeE4AZF;f>>%BVh>9|5_S<Tj2Tidu!A{4nyS%<~
zbr|bl1cvw)L)Q6}Q8(qfS<#eg(L|4lDbR8;T>TUASWDUuW>;IVW*wCRZm8npa^5-B
ziq*}k{Yq7%hcVljoO9r7gueyxz(|3v@=1n&U;RKZo44r=9!s?{E(gj${NIYGVC~V}
zydvC*Kw#xC7w&{gG>S#poCf)6yAGHkRZ3jm<2eAqa@@z%<i96+MH2)Y!@OfmaX*bV
zTVucq_=BDgfC_~J7+gE$2F8P?eosjEUz1%dgJd@#-CNt<0M@&JMT!EA{29|xc9;{s
zEP8ro$#p|4mv~K>LOOvMjR6<{H~q6&?Lw;P7Hjx_reBPrFIV{znq<U(Vngyqax&Y$
zm3<(TPy(<%NcH03?rK%PA-={*()p*%aH$zS$+Zv&EcAIv(Ov+}|0c8GHhb|EB9vX8
z9ekxgQw61!SC23WWte4wThjT4Tuh@KBH_9vARz0P)*Ly79Y4jRNeL>7H&CA-MNgep
z%0l|AJ1}g?w`{`2>ti;5gElmfA8Z}2PM-A9H#j)_tL?|f^XkX>Q_ZiY<fWKSBZjdn
z6JJUjSIC2to|9&yo}=c6jZ#eP56+#I629E5yd+60NqZKzcPQ%}lXU#pwGY-4dt0}6
zl1vsJGVFZl>DdYD-vtqzaTo(<WjYHRTTv^8=+XdkgXJm^;niMJwJ2l@+)+1R=r7gx
zK;G}XBpFfOYeEnEx)mROLj)iAC}mrI;i}^E;7p0%T%FtD-npioByI4i{%CHoT~hG*
zlWFcVOS82;Z2^jXqd*rY3nc9VJUm$%e>|p|eC51WKLWYQViL)N0yG~>`faITKR>k?
z;G!oZiOzGx;$0P9vR|{6y>Q186-SwOK%C@`>+8b&ZZ@KK4ij#y#ysw-$RRfiFg0x*
z!wyfta9A|7cTlH0_;kw^om_h0t6_LZkdS0NigaCXh{<YWbF;YrI{2pww!oDvg!S$X
zBlT$)xq^}xPaPD5e`vFKIjp_Ec+AyOQBkoW3o%mg{Z@aEklZfqb4y&NJSQG*o=E4u
zTptfDbF6I%XnK;s5a7p2nYQ2dU4k~*U%z^_1j70uOzjlPps<y^T#T{e<>lQP2Z^uz
zO?Q31UOA*B`Eh*FKonu>9?$ci`qZvh#CKfv?L)BXM*7+PhI#4aTl7t4bf>B?i<}9D
z&HXk2h5qw|9uYrf{oEV?{a}H~l1&Eycps!;G0kjmzZbaioex4qhAVC0lfj1+pi$zh
zEI|vK=|UuEbauVWP;4;>9k8=zSz5#(x1B-<sAZC7U`l4gN>eSAgBS%t5fS-an$r;p
z<jLP-=A=q}w{T%Su);d*3EKCDwxK-$4cQ_uq_~u5;($!SL(na$Yiyis9<*x%Ng|mw
zcnkoI+MQ5mHdvd1zG%acS1!}kP|NO@28y64qoafaQ!WoNMJDGp?B{3Cm-ug;oi!~&
z3Tmfo^E1e=c=WDWm?RWNqBU0XM}w~dTQbA>e4tCylMIw0??B?mAc!Ub>E~ilxSMG3
zEIuIRE6GAf)J{MkL8?y?>}L|RpDU9ZK`ry=7-0pf0UiZ?D;y@9S2S%E=gf^{Ygk&I
zq)dUx1jf}__<Vpa?>q%$y$&L*tgL;`46wGOZQ(e#uCT6@5-?3<oRO&6Ju(rObF@<h
zZ&!qvEy<RfchMYu3R|=tTsJm-#zqEfADFZ*+yjsFxtvd<y1B6d6dbt;;4FZ|6I0SN
z05F-ytT_Pwk4g}J{Hr973TA3^DKKo)$^F2fNYE?`zIn>iX`mp><YXIt#Ojznt=2uv
zR^=_^1n#$9#@RvLWx0`x<{4T1Tj-?m)3aR?5fZAZyysFkdjj;HYeKUdT0nbovCJUU
zGz-mt0DbdSg5xRSpmHOoXUgxi|Fa@ZrlQOLTZv?38~=DV4AnI{+L`Q7-Okq?8*icS
zwj3LpQZnG?Z}gy%#SH?kZ@&*#-v0pP!k1q%DwYfWNGT#MbYr5Tq5v@f$^10=wr?ey
z<dv0^u%@ZLjNJW=tc`<Dh{boD>%9Jv{PV8qSZBJzkGm>VnR%s4EM>vLjVik;Xt@}Z
zT(ME&Xl~FmKBX)Jr9vV<a<spO__|-+NzL`>Zyz+DP}Q>81p=8!&}wUVV`vFLQOswW
zw<jE!xw$Pel(=9seH}~k=KM7B&dI$+67PfT_pYP3SbzS&P|tk5qD(E(;w==|bo<Lh
zdV|kSA$88zH(?yl2RJuDYLc7K%$|t_yXd-?Mbf_g_mz~(lqs4V0P3S$K;rpDHY}tl
zd?UBl!q6n5CA026m{{sEo&IA{;?o(JjMlk4Y+;f?c)dZl_4}IDxiRy9x1r#s?d6ce
z6B3Y>gmi|{K&WOJ;52$5;$7M71jc2&W<9rE81HxIqli`Y&#08axFjQM%*m7gP?|dn
zeJEa-bi&vz1O+cq<DzZWv^d1~(N{iH>G#-_j9S;2Zj=acMj@TYReNucZ(4o*Hd=ev
z;Wl`xE>5%4FA<)5$ApG3S3F=bhN*9V$z~ny2;)kZl=Gfc<m?l;y+vy#8k_7PJk1{)
z6j%|&4&l}(ls}&bVs|v-xCGx}hMfK$5!`-n*eYH>=cKEY=-Sl1o3nRE{4AdpDhgzP
z@uEHS2bMeXHKRe-INddg;9S6VR6to|CctD-{Yy>wCS7>kM24LbX`W0G6c)gaShZ72
zW?Q|lGNx^#K2F|SPJSMFER$P!JSPTW68$4~**BhP09Rv<;1}`5rkl`$7Yc=Xo@N5r
z1?h9v<qS7!ZQNO_4D%;OJGW5+!AesNu+%h%6WHjCvM6lJj(vJiNnE_S$l)F2l0qbr
zdHsQ}+7gtlOLx}7VIl7Gobffmi(_kw11-sJGDh9r@-G<A<eb!DNme_t((c^5ieDF*
z3M9vpr}$sTu{aC%BqUIx`k({h4y96k*j+gOhyK;-w?kg~Se3*HX?ndV!{|PH9vGuo
zd-W5O2CqCDV5c%&ku#i;M06Sab^X@ZJ@ES>X#kwV7AO8BSvBKjzV{nGYbhzwtP-SA
z)v76oigH>Kf~8`3h{*+3j&*^1FL}S`D<OYyBJLD8DM%|DQxqZee&#Dwmq_K~Q=Zt>
z!wxTvqHR%jevyIxrt60ElX5Vwo}c#hzz;2v;sv@ygcY~cvjz~YDIEBB<_Q|%%N39#
zD$qV!M-?(s-|(qPlsylY>#35ytck~yd)2>kx~r;TnUR`H?D>B#n<V%d27w{dQ{Lp*
zP|fH7YR8o%0UVi?1OXN)P@3Tyfg-)VaLq!=0b7u(?>;JbjOhY7MuaYNEh%#;S0mUW
zPjt#jYwnpw^fN?%F$cc2<#K!i4jLBb43*y6WFv`*USb}Od~!ttVq*z;?>S8F=G{@U
zFvI1%7B@cC)*XJsN$~@k**`M%AlGsy>C?ZOt?FLfi0}Wll;vnk$7DL=9#vx0Y7%~t
z@r>ZYr*7?+R)n7s;I5&Ad6p<Uz6z~zc{&~BGO#w7F;rbOG>_=qZeP^=B0~lTqpcTW
z<jJ&x=;dwR`EYD<yhW}{EQ5ZbDkE%*5XwWlz2(c!u=Jy1e=tL0pQqDr*$vrWwlyRN
zeN*TKLPEW*qv9G$CP2`@udCyjQYI!Sac9vZ5*-E`Dn8xtwaCW09BXcBoEMdV2J5H`
zLg1q#i8TGgR;R%?)!~M|DVsS?xYI9|0kO$7YzRsdcBg5`n}#%*LA!gq%gJ{!MEqdF
zT19x<u%LrSCnN3vyESxls7|&x9sRhcXgqtqV`;~30r|J@%pMQ$+V=cL^!6B-5`H>c
z`7sSyiZDaaMtMgLW!GBy&u;#22ahU#q46!vC_@7@isU}BS~V($<m4=B!LSd?!`SW*
zzPW5Rk@GsxfB6?1ljSXG&rqdD*aFk9k$xy1umj6%pyn8|S*c=m0X-%<f_nTo$rj^w
zCWm`EKR%#KT%9VD$JC<m)F93*47=M_0ruas#7X09PKmxT387E}k=s3?uJlYxr-Iw>
zr=mp~kiiKx96gmT;_tccD6in<G~SA^kJnCHG%b?&cFF1;Yu=7!yE<|;t?9;)wQ7Kv
z#Xnpboa1m(2JDy8uyVsKQ~9286JK8qh{M?8z9U*IKwu_t!dtj?iNv?vq!Dh9G!YYs
zOK38T!axbL8P5$rI^f%ZdM8%#n)i~9;{D}oQ-M2XkfiAB>}+^s<Opw~DM+*~4nJ0-
z3Q-$_uCR@TKtmeV7-4MND`x!MQ5V*CtHubf5_<g6O8slz<a*q*!G+xYm$^K89C)Fr
zgpJ4{D<SA>vz&UL-VSs%N=PKqp!sJgYLT7}sFHFV%Y<az={`WxYHYG@xwif3W_+A9
zFz0@KgCdSgm^hIJd$k4wnu$L<TLU%<-Qs1i%;&F<lL=i1&$fw$@a;$Lmop4oQ*vkc
z@qU&y)%(F)V;ayIr8$<v_ZR%*5)=ah7KB&V>3@`+=@m%c4X_=mf#Q+SSvi-f+mO@<
zh<K}x<$+`$6WezTR$CJs;bEO<CI9S2Al7XF?Jg&6;PL2*axDXFwUqtmS3wz<Rn6{!
zGQ9Z1V9yur=)2xBHHl3;%nNP?V6CQ?o)4gY&(9Np;*CzN^Caop)u_~sV~QZm8JU}l
zQi5h=P3$nT-n#ES<(tpU6u5$^U2d3$wNdo@E;=dP53jbdp1*j}!5l}mmqi=Mkz@>;
zIpdW4ijewHi-^}_SuY)bOTGT#*gdC}dID~lak=m{SZ~4U<Eq7ff5&R0K!MQ@h*mJ2
zeUf6eY)v(^ySZqx63eHpIP3GJ1qcI<sM}G6-~~nErFz^Py)&#WC{lz>$*7ET=YE%M
zHhz@@5va}=dXT;Zwh}V8xq9U(%ybS{wwebjnwM+}b5DFp0e?5cbX+y6%6U?b0ty!u
zp>0u@ZvKj6aRHHuAV0qjC}J?Pcs~t=oISCO7G^HundDK@6!JEzY{<zpzNnvBlrV7b
z6IBr8K=f}G>FHr3Yixpn{LEm&YT-EZEtQV}6sMJ>?*>)#U`J;Vr`{VPjE##-T$-Wr
z9{^oA@SJ#;n40RSV93HG+1}n>G78ja-&9ssE*JHKopk(2c%*%a=QY0a9;3~?!>1Yv
zXe&)*b39?L$1E(k&6MgQ0{3F)1qAtPY-%$Q`b|Tdg1|bmI6mG4t8<l|udT9d0@(tj
zWH{x!$XWamN3gcDGl|N|ns--EyC#ELV3mA6@aD}My%zJQPoHA<yjRDvUcEYw&d>L^
zR<p6Sm20GxVF>)?_p?D;1J2YuE54UjSMutezRtnU>RkLDMpHP)_kQMtN?b$lv|R1l
z1;+cqbzIs@v6~a2%hLyng8ZU-st>aiA6IK7dc2b*`UXup>&!_GI<g~EJRIjem}?X)
z`W9#de<7DHj4Ef;agjf7{opI@90VG7xt|4H&AGpU%R@oZ@q;Nl8bC+|%xHIn{ZXab
zOXwP9;)&K@SSf4YW*LtP#15Q0-dtz$K0v7J4t2=sH)sBis+e&+|DkOpPxmEFL*3&f
zb2YouG{fWF27SXI7GQl~qA$U~BfUILT}#U>1J}a5_Kprr=g*%%V-@-M_&WV=o7EIV
z$HjScY2rS99JJ%F6W2c6slN)|u+An!_~28^^5DU3$+s&{FfQ^R(Y+@*gO$oyC+^<7
znSW?PK>e)LzI}-@>-V!++gVBaPKHal)^3GmaOC#l$pSUg-vsU3>$=EA?-5kn^WpIC
z<AS_rVuf6H6#w2Qy<N%DHf02R4z^^jFz}a=_IUP*=L2pQ0e@dhaxbNMPd%PLHov%N
z5(U%(hh-O2tuO%6>x5)ajcc8qobvM$SeOd0^P@rsq@91(sRA4SM<$PL^Q$ayPGzPZ
zh5p5=%VY0bV_~M+JBHEAz)Ba#L>WVOa-_<LBu9DsjN;@jxNiOgZ~iZ}8wxmJPn4fj
zpTF>Ve|Is%fb+s-jEvzqVdBsFsuwR_#3dxy(mXW578y%egUb4d6<`_{2Wr9o_{ayx
zY($QYP+sKrB|a)fqivF_Y%?gxIe$G5+K`n7%LgwEdCMwBlq?#xqs(vy5go_0gMS@G
z^TcWR-l)3BKU46TW&}T4RhvG3{21E}rudZ10iJK|y7=o4?>~Gv3--cygbY|(+I4l}
zwms!sU@jJ3he8W0wdt^n+=|RW&!~<pS5AguL1>9xTe)gB)rhVFt|#B~S=0gw!F5W6
zUvxNM2!Zk%o=6kI7Q~q~{P8W70<P&aa4ZR2eoH(ne_ew2QoztZ+v!%HzfYUNOu&&p
z`#@!J-ZA(LtS%!v0J)hs%$Q>_e@Rs-+e+_?>Tzk06<Fri7yA^Ctvh%ojjt!+I|aGb
zC%(jK-mRZyl&g{MOSt9b3fTnH<Ie}GJU-E|EP-OMk*aDaq<{^8+m#r&=l~EKHZV0U
z0c-4}i#!%Gdb30IbmaI5b$jl^8Wah_Oi+}dy}|1w%S#HdQSaW&5yQ~NXg3*cB^L$#
zstb+gqAInun8bLEcjl$7s!*-g@YMT}=Pc$vpXfroh!X}-fjC|Sbu153=w;@of%)#;
zAosDrpIeSBGo~;I6labZGt!d=U%%~59li%Es7TP|VVmszyR+P^;*avmF3XTu4eH!Z
zMj}S2N^e7(cKL=Mo2{a*c-ayt(rfQFr8qaJgS@_6aDZFZ?LNe`2xZ_jP7I`ht>xTM
zn~>|Tm<-Gg^c-2%-y?tgyg)~v%WxUCBhaot3*d{1v~<0y3;q<<aC^)DIel#?U%KN2
z1${#b7nnr4u$Yr78l0l#hK!3$%lRV6?R>4J?i+rvH7h7>oE}P`I0uyHhCa?YxQqKB
z5J{YOf%~ehWF7e$s1YHgq1H0bs(HnxCNm^gY=o%y%=c5w*qh7rPTU>CCugJr0s@Mx
zBa)X%zOQ*D<?E-l5U#sTo39_^HV%jNj$#5m=z@3(Dd|mY6V*cp<d5J9L=bblCag_M
za}}>)`8;TZT(SSO_wn4nMlX%K=WuQKBXlWzW4Z7ssE0Z#LK>jtgu_quLG_SV9JT>~
zCdILw%4(f@5nLhc;injWd~Sh4g?BrTHU~z(Wy)VWJd5{pZm1@|^aEKY42FWl8Z!?<
z2fW$&c4;0JR|$a;+|C!XoJH84%~RE(SHh|*%3OX1Yl6!@wEDUHQsHz&B+<em2ILn1
z?Z<zw5gW@x+#dknC1&eMWudJRn=>k0G^w5pYvc4pUCjDK%qD^?tH|=)^$sS>jjdXY
z-F2hpBq)tN0i}*Q-co_0@fYzU9Vu|9P~&3oZz%0hj7Ia@uw;N2w51t{wv)C(DH`2^
z1><jZF=#F$nHm;FvG{}$WhkO{l{?x`fU+*={qp%fYM5yaosKmqxl*y-<?x5i<f(c)
z<Sj(Jz-(p5+zM<Gu3z9|^lz(3uPH=*f&zPqOGo<|?RjScJM+qt^!f{${B$yC&pBL_
z>d$eipq2((9f!T`YV>zO(L&1wJ4cqnO>`tcDUxK>mb0KQBEx+2go<a8Nm@fST;s;!
z>`yQU)$<=B7be2r9pBws{<YRy{|k1z-Q~nrp|*Z0i;d@2yJY9NPstg#_wRQ4bs+?N
zpD9#B5pq5>>PkmiD!|b5QlRfMGz18yWaXdxR3o?rn^}8$^@ZoNor}<yb<lk!5EK%3
zqaC0@^>WT&oG9!eG$>(al~b$2<~FDFdqwfG2TG1|*3$|VE<(UeMY(l+klNn*A}?M|
zd}7$E&1H@(9UxAtpBx!|wgP_cdZZ*`Cx%S0QfO!%%1*?RhoMY9!@W%XQKqVgW7qJB
z8C^0KSyC#(miBnWes2@KpipdB0F5<x2~pq*@Rp?OCe_K7BrAVxb$C21gbxT%7sg1+
zxf>K!ZoEVJxeeE=_G;yI$gdo2T>-<i4i(If&nm1sIKrxN@BRwUylZI!QO<E%A&U{<
zyFPi(noWvy%UiMOdXEtEc|VYz?0hP<RsS<o`G&wy&G<lvz>W`@XQfb+!h|0-POJKQ
z?vg#rg}n4<(WXckmw?0%3nNlg*{xKNh?m&%?foygNWX3~oZSE=sePA#<7*oqzp?qs
zQTM{xg4CNfl`6fidaytGqx4>9@~4CNP2PE15AFXpH-gXhI<4^1;9^Gqy9zSU;QzKH
z`D%5!>Vb+h`_u1Br&9_!k+R#9bF8Y2Z5`MM+QEW{TKy%bVuL?OSchBr@0uW{2IQQ1
zz&}Sqv#fNa$FoKJ;93(V#qm`tC$C8u26*rrv4(UOo4z98BTiPY+ne`luLV~znJUgd
zuuQ1_h4BMnBn&19btK7%+a5Fl;0G=!Dlq&LySLiNM|wL)NBxHmq^1U@b7vizt2N24
zNVi^XhVTz3rq;&HHyZTy-?a&XC!nBFDKkB*7DAj;vttiapC|~ArI(Uc?>Q*^=r>B-
zw*SO@VupD?Ah4(h%y-+cW@btp+NU`&DX@z_R@|i?YZ$D<c$8d$<O3EWt|x0E5me4(
zQ~d3=L%h``im%yIW>&T~@C?b)W$v=e!FV-C_gMR>P-;mfSz*;>|Cd(&18{^oIREFt
z+nhMsO8Ok_WY2q&<W&H^n>W)jnH`&PVhf`|IhG}C6L&5WOD9jCX;$0#TZQ4)N{A8c
zoreaV$Q>CJ|H5u`4->utin^Pys9QN3?=&!5-#)<7@LzPZSYb^Srv{6D=S-AKS1s_V
zVH5mJX90HCM6`w2h09<<Avgu#?=Oj}NK_fxVIE@FTdF~ZzME*LKo!D5U}Zs1{nZ68
z!LnWmULv@yBFH|cnuwQkgf5`qk*j%#R3Ek^y{)k%oxHV)wO0!b-1)4CsjGxF8P1ms
zj5};E+m~Ya%_2T~#miaz8Z-Z6$_cWp|JHtoxcc~-4R<wWj|?{xt2JCK8F%0&vT}1~
z2RX61+feyn;C|IQ9*;7y<~pWD1R)OAEy-IDRMB-F+5hXm69s_`eF2vO8{N_6*GHC1
zh9gm=3x2gRQBjOW7ehwr82$_zQ2!$0xrHZla5&>0W;UfeDDj^a%^#qWU`PWrZ9&JK
zR|WSKfHrHfC1F~7QOM2b!h6m|1JofN#LSTmkyf>8zN<z`F7V<>8`gtNtH~a5zbDj*
z%ph!FfC%41Kl?J!O&v9!t#=CFIWaVi$AcjSU(^cC23<=9VP!0%GWv_&Smu23Jkbd=
zpo~5nQ0N;~#Jmh_x{e*R0F)@W&dqbL5w5u!8r>!BSD5)5j>CpoEXhcR<QQ=`halgc
zxNGrMs=d=Q9gTHOVE;T{K|akk{B*9CJ12h9X?Tfc{o9XERx~3Gtz}W7E8{PO=wS1q
z*eKn`Jj;;=0Uf&qHcY(p9Qv!1(~1ommz`K&^Z!1kCRmJ_qY88Kl}6gvR2>hbetsV6
zJlAJtnvifte2Zd3Q2A8{63C{ygoF#f<a;V1$0(7+VeSWyPu90UPl0-<Gi{~x*;HL#
zWP=zfanF~18}ALGS=d8~LW|UU)RdB~o~A3kW{qWDiG`!X2%lY3G%zc;(fXeM=K(V$
zI`>==i!_~x17HQ>^wM{kK*kE@xTvVYU{Vn;sEdBeBsW;scJ<Velj%++glax>6bpuT
z_5a=ghA|bI-xD&3Cr9Y(o8P!r5Ir>e;zH<v#m}7j7u1fd0L_VIv79L1`DmEWftlo8
z_O3Gc)Auw_^5!R~G@N?m)&}tq1k!C|xQ#G2e16dpUb}7!0?1U;#Dxfna;Iv57G+Oj
z8%;k&<Wkkj0!ToVdH&gV@EQ9cVTrcFdG6SnK<|5!e&TB8>V;1H_V2zup?Ai=5~77k
z_OMY<6e_eG%g~x1eS_WxV-04JBW6T%&JUDNQjhG3p1AwF<fq)K53C9&W%&TuG};(%
z;L8egbz|X`GIG5C0c-vUfifs4i~o~{$XMY7xZ|~WCikNkfb=8o^oIQx;@IzH31g;L
z`1fyCl;sqhf@S*sU)O#TzFkn4TkVzTu+$u*y&KS{w(~%}s_rM)13L)2ocZm>2$x^T
z(1~bqtFf=W7%^1%__)zI7-}Z@IcDA>-Lh3l+yc}J^?^1?UBr-8B?P)5oCJS@RkVQ$
z3wVH3Z@fl#7&25kcH)d45}5>$R=Z$2P<qjEuZVczsk^fPOiJQV<*C@4t5lujtlXl_
zJK)!uM<6gt=6z7p@0I-dMn;EqT@zmGSdxctS%T?ZSix)duxn$Z!ISBhTG|Mq-UjtF
zQ7=cafXEd_;LeYR?H45mKA32R0-LH)na}~om9thhN>nhE^PPKEp2)S2FMd<L_@jb%
zLzR{uX`2fZA8SG#A4BJ%z1x!Ni|*=r_d+5(_SXsi)`FuFNH866%bD9C)b*f%aDv!x
zNHp-eD^lED%Vn+Qg0Lxt&dv~|S=>edd!KQ6my9}CQ10rg4fJKC{WJJ_l4J8X^a26v
zhT*5SYe%$ns@-%O#k<%hw<A2BP@93D>i}Sf3dYx^iKXwots+UjIhi6P{B0Y}1=EpV
zSYP}dbQIfq6_?Zu&&!)$mRy+~JJ_OW0H-eVNR{kioJ4m8*W^RgfQgzL-PT}&GH}Iv
z)xWx^+8);hm0QVBYLv%~D>q$<=53v7YzKFSH4i%)m%vDn5H<+xmKg|5iro7Ab|i6K
zY-HU?_pL}uA@cr*P^?RPJatIbk5Xivs>k~Zm)2HmZ=yvm-ly=H3BDnT#qX~W36wGJ
z&_gCr-_s|*+GY4{$C43x!rN@B7`;#NIZYK(<=OG!_#RnW{iNq*@m4RfnME=B#{P<C
zGPM9cdJ=rNkk~mB5pZb6v$YyEdK-}1s*#4g+}QQ>Hjt_mTv+scYfxMOe0pxRCb#IM
z-X06VGlFTVr^Y;0OvE>B3hY7wG(;pM_M~dDKm$0eb>~f_eic#O;rz3?HGq9-g0EFF
zO~`Klg_~%8aHm}2pL6H-#-aLd5()fy8}bMv=a>-Y)PSHedjs`Sj!Tj%i2<6Q7-4tP
z>WYG!j!~Sry9cXIONbHffaM>$pfexf{XX49e!-J~Bm3VYt{HS)bQ*x8aOTB&ktl7|
z(!ia6Q=qaG(lB)G_JhPNN6YE-hNUy%H)y0|PE0M2neQj->v!*JfcI~LlsZGS9w$}L
zR)Ks%77QP%eP`IcQU3=9+tPc5{E~ikqHg^W(Zc#iT1;@clfvSMYFlGY2xD&Bgx-IQ
z;}M^Yqqk|qXWEh5-k@@4H!WGA%>i^dm+!9s<KKEO#7!qgpzzv#kYwW$+N$pZI3I6e
zZe1h<G|%`#4(Oq91Cz8)I0}<dn@4!y9E}zFHf?0(C$Wg4x<d_;y!tfp?!$wTt{?uq
z+)8+I^d#=<xaU#%r~fF1SA2i)8AYlRVm52YG!d7iV*m=YcNA`JzL#RaQqp?G1cyQ8
z1{)mxm3F&zHsN(Y{@^RP@iWJvlaE-Y6A-W8*ZB9~?Oc44QSQ1FXSGGz+d#+#ZVAY=
zX&W)TsdWi1w~o?)_g^lM-3K<~6FqKweWd`(RnuQXz6T{qel?4@@7{|qpH8+Kdc$yf
z=-WfBdIU_Tzm$DQRZ+2KYm&9zxLl!mTMQ?xyDae)$|M>bE`t+z5{l-hN~?d@S&}Yb
z!j8)5#PNGnK}|NWJAv<_7>0Mvo<hKE+TC;4t^U1?-1@D8*ocv{2T@Rn-K>cy%%}19
z7sNIdzCmDYz%vyQ^&3Sf?byzLZwH)*#7C%fp4>YB0l~01a-d?&m|)C^ksIX)?_LD8
zNKH9IfXw!yhNYH-U9aL^Y0XW`Wlrw-)EW?ju?_I3LPc>;J!!&Aw11zXgU8Bkm4_LQ
zBFS>*<oRjDc9tCKCU_5j=qgW@<UX2^=>!#TT^k#lWP?IB%D*YhZ@rtdoUqKPT{2n!
zI~&E?HynhCsKa}<eM=v{Zuf?~EXJtF2gfZa@hXgJCHuGP$5|L@fi%Yz>RD<_A(9_=
z^_FAyXf(h83S5iTL=ZpzAdVIk7eh`+*8|^vY`<hHr(PwwaU}Y?#Z?twT(wYc(^bCU
zhsfya4Ku<^^_oTSv3*#<HJ#}dWHDR5VNCb72;os^k@6K~rkHvG)H$vwACqX&hVO0f
z!BMiQ2P;Ys{4b8I)-U*Oa$#(s<o73}^!LZ`3k@!>9t3I^3``M4{X#ap(IRxPK6lEK
zPFJ#LVUlsITeU5pEoa<Fz@tX)8b3DoNDvy7DT5%dX*hBhaW~ItQtAG(geqWN2q`qS
zO)$?a=5+hjxH_{_wY~Fn7=J*0p2PjsL$m5eTfWkC6#I1x_J!Tzypc-isI5WSgHLhS
z@REE~^o#alCNsHO_mb>;)M<lKun@G{xjX=q7^&{|7VAw=R+7w`CnY)jfSH-$0e37!
zTCgWxDtI20Xw}DQzL2jILIOuWw_sAC-%bLA2gP>I8pDzhw;anXkl!lzI`Wtw)-7)l
zti4VE+Pa9EKq2P&u@UO4CGGHON14q1Y=nbR&XeFYJnu-o({UL8k7*+#Mn|XC^MeW3
zigT-1hm5Y@*zYMd{mNicgB(YigITL>%8<oy;Z~iVM+jVgbmS&2CaTZ?k%M034)f?4
zM-e3pZim42f!maF!c1YAPJ6j{;|t#~w6|FFRD;gMK3X5u_!v|eX9}TZ)qYp9?Y@Nh
z5g5b3)je8<A0##wfD&VAj<0pOsD`8MbWrg3biIrpizmKI&-4U8S-wS>bI2V%fiD_n
zVM*V0fYx^dTAx!*fC%#<engoKPV5_4bl5I@YHbVhxh<Euf){6Ct}X0>%$COGB4+Zq
zhc~(H?~51iNMiS>I91_JYKD`EEh@?GwIqZK@~;De%KZcQ>_?`lNeki&j8?=1XWAMT
zsk&6E1a^lx9)p>7WY!EU5B1#iUfO%74aW2S6-T7ZO8P(BY${g#;G8NnDL1`6m8r2#
z-MOtXy|3$+)kp$DNvZF}DR$r})Il>(XS6`9gb#KFo+G#SWF&I%z-rrUZcitI3uX#v
zhEb(uagyZmF8z5Xri}epA!i8<te|TBP_blcRl2imuP51I;{0g;#cR!W^+Su~qQwQy
z=%64~KSf<KnGrYeTW)U$Y>o^ybnvgIw0_Wd=eS~7foMO~TNEcUAtZ_*rlea+TEXr#
zCy(XFUwN^Q*(!PQOHgI=AsYwhUN-56Dxrx_|B{laN-y~Vu@75=p)B~Q=u}sJjKtL$
z<(?c-S6;^$6Ix`njme=T1UGVl6Za{?lcG%ngV~>j?!HO!0AHlh+W<+sEyX?2N`O&$
zzNXoAK(xy2Z4asV>l+#>-X#^j>eRT(Jy7v%U0^eu6-Qr%adJ2$NT3AF{z(&nq4te}
zXWfjnLVv+EM4?B+9&nrU@`}k02D1UHrFV21qtmVv$zLF=1^2dHYP)H|a~&MP2;wl#
zmq-mu9RX~qvC&$N9$cka82ds|($m1J!FH!Vm~XfU6nPHM0YZk0#kFPy)d>*$$A*Z2
z=f*-YiA%+^8ht~QiOY~iIJZ7}3HL4XW;iXQoB1Aqo`!j(OgrQxDggDwE%}P3XYZMQ
zZl4s7brce3f~Z<Eh~g7VP;5f@1r}6qUntBCAYTMuodqh&Hhl@z7+$)-$6r>bxhcg_
zzMlMJ^ycjgu$czu0{vHn6#A1M<+nFm@9yrx6|Td*MdM1-c(AO7TmP~ma3y%B%@3l1
zdV)Pp|D>R#1%d$noJjIV|5kz0Pts)G%P!F}dk!v;_?V^0mIZ<!O}-UgVyrqrcbz#g
zfzW||Si-PAch!?aWO6^=quU#?2ruU9*NkpCXeQnBCgj`Y{yf1(23AK0(tm3+2^}!9
zPrZy?%^8mmh3IysJkNvrkn8~Q-lqh3I-%=Tm5dWgvST(15vc+}nI2nVxJfvAYE+};
zAkwOy6{mgpA$?u6*IyHm(QM)1Kng>T#TS8SH<y%pkJ2RB+v4yv!>|v@0-JenDtX!b
zc~DK%Mpz{sNh`(*#gzY!cqJlOt05QzVlRQqJ<m$`)r>caNKeI(+mncii*_{tjPQ|#
zt`mV_J!ZSq1G-N24m*XpLxwl&d~=@AqZau=5bYY6_h<^OU@}&lFN&JEqA7Wfl`q0~
z!tnb+YG>{T`_2m7Q)I6MVfZ<&b5uj1J8c{ROcWY2QTg!X`A04jD&a&!n@f~BMUnZ%
zl{w&EVSQs;${ZbpM51B|xWDxa!)GEA`gUK6-0}O{n)~fvQKxh;PqXK9QXd)zxJ<Y3
z5rCZ>LWUrNrXn`Ved2@ufr%l_y;8^-!fJ>36g4JIBrCy@T7B_2C!Qu${pH$+H4_mn
zA3f9rcKNTuX*4nxEv@=s#qI%b&9Ud;L~TLQi_a}_Z~Uh%$gLGyzw>e$cwm++-=a?q
z`xyqTi1VeGC)4RzRN1Y~@ZTHz$8ybEqt}eDnNi*{Db+1M+icky7r}K0qHPZ2!#7fg
zp;gZw8D{HuQtO4dC5B`Jfg5sJ+VI8d(=Z)A(e+`3ZWh&upSkW^MH7PR@Kj(Ry3Z=t
zq$S!pozIg^Z|mQH0?sIEOmO^gqa@Dz^J5WU54a#TdLKb?H4_B7&3@;taZ<qjLN&)E
zX<OrgXU!0&WK9?f)waER#&<tKWJ<BpMZ<|R(WSfh8yqTzHl<^tGUgsRH%J`1)W8U}
zQSi=f`6@JUNG~B1pzZ1UGOlG9G6CX7AOa5ae4|^X`swJL_L)i-L<Dp>ED<&P2g>Ae
zlRL{&E7!FG2BjDYZ4lPqS<&u@9O%ZqQ$Wk^JRsmxkG?$B(U*s4Nea#(8y$0``G!DX
zoxfkCfkpjjP%r2sayS6)O!PYz%c8emopRv^HpSLT%Zv!uxVcB_S=Hn~LOd0YZxrrt
zBzN?p5$7&pu1QN9RoV5Ah}8bf?n{#wl9732X=w>`%o7hl&00`ielM401JK}y!SDrU
zF0Rt0C3`cs@4R3Xk*+ccRKk_sx41p2-n&MD0P}gg;C|@we@MWFGnIw?IXlXTw6e%(
z-OU66WY^VKUmh$fURU^d&5Tq%RItHx!v>evk3LN2YnC>gxH-Lj03tLUFo#iS_fH3-
zBv9~ZrflN@&0!Ey={k2+)gH{CAa7<ImQYcjfI3C^O#gpK8O-)HAt!3R<2@wm13J`}
zrCPdfkWXJo5fJ{C0h<08Zx&gB2A%ULOp1VNz6i#L@z2@2v$zk9XwX?PXCC`h&Oo7M
zg@r(&#id+zdVLZO|L+*8f~x-cvu88$F0E$l($3Wh+Da7t&4u2<1QC;=d~I&f5Ij!z
z!f^Zl!`eXg?SfU5%oNdn<Wlgf&e~%RsVz<wnXvsBNtPanGU1T+x=zYkIuG+Xe^l!q
zi<TsR-(Z?&@qOa@LrG`Z9pkZsAV_m-V8})aK~K^o=4=V`LAdZ*basFp7TB9QkTb^r
z^qGtB1JWyi{68wlQV4i3en2Y<vy~)nS5#j9BWM+{8LPNJQ^+$g<zk>E_}d4bhRr^C
zOy&|qQ<$clf-#`c2*7Xh+Ib6AQJCY$LRr4PI*IfNyHt7!=JQdA{6$EnZTs(m>%*)T
z)5TB2cyQH36E$js#3o7TAxn?pIW;eJi`)FoKa`FCHN|BRN)mumU{QTi9olm{NA>RA
z=eKU%D%omkx()Perj0Xh`)<%K>aV8AdpnzLvA|NzyUq&~H+=(FYse|pw#@5HPHU49
ze0T5fA~)=|mbHDz*DbgAr#?1(rVhW678w;4cf+*7In-nEUg4hg_k5hcX&(<^uk}H{
zcVf$4Rh(yA5(Zp#(NLGKlGW~u5BFUC^-RCtP+rx_1S)EI;qTtb&!)Bn?ioh`1+U^p
zF6xkpGdV8O8sB%bj4Kx3K+!B@2VMBvtEJ`(us#tB3c251)OSi_PW%+yJt-f_%mLV#
zpAzoM?F0!}g^8Qc{a58>yS4d-&FbrWT^*ed*z{D#l%W<dsmfAtLQO@504lv*U0p>f
z;NSEB(>X?vIdDZ$y-E;N@ZQiHJ?&OCRfhf1nKV%;0@(yqDr&y$K=K)ILc<TQDwN-4
z`}>B8gCJvw;Ku|Q`Jr1SDA$qGY)3vvhL!iN!wl#yu3Vs%9M9HP*oq4b_VTLPy2OSm
zhWS;_6eQUV9ajYsiVt_)&tJGuJlSg1$pG5n_!Sh)()q<>Wiw3a1Anyyp8wFK6J1}^
z%52j@)nzYtKO?XaAGDv{r@KwK^W#R~i_p7(_(A^cd)*^yq-!JknEUA3u-Qv1W@fgT
z*MYyTZZ*Ia&C2xtghnwpZFBC<b5wH*3S~seBNOQ6!i37EIR#OYpQR*PseCOm>J<ND
zfrKeOQ%IlU1Dtxp=bPj^Uzd;{HAoN}8tfGbbZSg20!>RJrfLd&&(AVNcf$3v_IEW7
zX5UVaqg&IkDW@tVH<WOw^9YeA%Z~fq+jZ<}+~|%JXZ@_2P1;U%c+P~OEZ4_Mo#?7E
zqu(T2x}S>Lf+Ek1O{idZI<8oem_W~h1AUsb@+>#t0YGefgUGP3Fq5eI`g*>=h}2Y$
zmA@Y2*{TQxPC#7U>gjFy%vr*rqWArby2lwzEE@8y6)q>Xb|Zp*BD)=>PhcYqqqcj*
zCNcwGoKQR3EZI`d)Xc<1m)a4#QurvfmER9O)v8AHtoMVI)@p;|>DsO!vttYxqqZgi
zL@WdD#~$Pr_nq|Yhoyu5FGU1m&1e%ZwEA^jl>Bx{;cZ74<4XH!u^}MK=K=2h3PjhZ
z?MF^FV7ERdC;Q<t3s_aBfo>rijVjel$?8Y3`9#L7Ka9G%o$n;PL6vltHt<w9$av~N
zk#u)=BJ}mTLUKO0G`E{qtZ7(T#t_ksP_v7p&wvyAi~Vj}HA?I#5?-g{%EZ)nJC7`)
zPCu}S9X*`T=pY9mlLt*kH~^E^y7H5ELqWf=BlA-YIJ~M79#xBqCo*^dzQ{_>IzY!j
z#%Y#o;k8HrmITYXv|jwqzj`K|DkRbV9BVcR6vshK^tb(rX1<l;bS*otnG(E#VkhwI
z#cw^ritaWQp^-0_r2($AZ_stU?hGs>A22vlU%WU5Iz%2qvQ8>2X1P&{<fUAJMjjp>
zx%Jz4&IQn`p5Yqs^*!sz+*pOxO3NZFvoiZOvfBs>QzWYpl75@>GPkaUIGli){|?P^
zT3u;%)EX4wzD`&`sy7^9&|nT75tOoBQG2Eu-BUQ`b&Z{p59CSVT^hN_q=8GP53T~U
zNB+e__#=9BABT93<#Za<H-K&t$>4*4h)Xx`iQDz*KY4;?R2jbE9>o^Cho7!?!b|NP
ze0j&R(knf!udg2m$R-I5tKtB~tZ_lNZ|vTu?(h^oFb%A&Xxb>v{R<hSvOy4-MZDnT
zr5Rc49wAf4p(L_Ds7gioaQEebjC=FOJANta(cET<Z5qP!EnNA@+)UL-t1r92VdN(6
zX^1;VGnBZ@Z~@!s8Sx7q-?Y&slq~6x5ZFEe`sx}d-q|j&V?O@aesNl~Jp5MkzhCc`
zCmU;_VM$O|3ZOk2^6veQsdDEf;Cj0if*wqLKs3jW%ShbGk&{GI!`j|`e6pyuE<9SX
z|0`B8zaUqWTLeDRSMAumgMUuPP|(_b!kI6-UV^NS{HzQ)GTt)y_`Ebnw+3h@b%ckV
z&Yfk{a0(p{T>wx^?L9zA(hF?4rxH>v7rfhTQKV0X`sYeA3usG{LqIo=B-J2ay3al3
zFa}In3pFg|g)p)>hpo9m8`qP;p)w1~N4R7wKu%XkPff{1H!_Sa0VqbhZ?YhtPfl<&
z$J8}f<d5u<D3YiKPPc}dAU%5epxNmy`;+b)#DKTIyZyls%C#5X#JOYX*Sj}8;P>ve
z)3R*jr8wilnT1L;NY~rQTcZ{im}q|7sOhPqUl)IoQ(gQ0iO4wN->utOV#7-ScjD;k
z8hsxh$!;xq)5?a<Ju+S6PWjNGEnzAi_uD)7VsjCfwwY+48-_G-8M!4<IA*vH5Yakl
zjLVFA$5LbDaOxIvyZ6=gtPu`(7;OD7VS~xxV}R4g#o&f3=&6a{Hv=do$HEMm{q=fV
zh~J7j2WvIl*AmQ^MMQ!O1o<-#_k8l&DPsLa1F7uHvVoNno=v3gR;N8+0guZ6Yr^Yq
zoK9KPSFXiMI1En-0?_#5<{4O%hE~`QZkO+U@8w+Hb>3RX5c^{xG(pN@*{^<_AQR+R
zM(VY~ZNA0rx58x!H57oCE$*oId&VvtYCRV?&Ft!mt=?2a9_ZCj+}9JsyVPEQoWt)6
z2Uu30RIot&#qp7jWI=)Q{2ET<r%Jb5q(OzE4R6iDB)#NoUS^;~DB3}joIrgqSCU(H
zDrGZDqjeu{OsX8(V?!PqBiF-YEpE9_b$O#nM4YF1ZphiPR!~nI;seuH+w>rcO#Zk-
zx6pzHM1G^aX$hruZOHbQeZo6DBE@&`jA_<O(htS*ay)jsanvihSvwlfXTfFh1&8t>
zClki8{~mHG$J7(lmsvq>>uNNP#PwwmQ@%`Ix9^(>+$Pcn&ZQ3B0L6296nmiRBAV;_
zAWc7|gtm-Q#F%(}<x!CD$W>InE}YQbs?O;Aq0j#wU4(3vkbSt!%|(EjZb6AiU9pyX
zZsmEr-+eg6cx=F2SEj9BEpf|!_UASgEEQBf{*LUmB^jp$=tuP$mpu<YG-nK|RDD;I
zUtC@7^(FPPKyHP^#yOLa>cKDA)@!zpC`E;)8sLr39lbHTt?Wpn_Ry;29x(;t6wH<1
zfl{X#{fcv+l7E(Y<(%jt2~8SH6jh3~7U)+Qt`AEdniNI%9~3OM;)~)s>OFrNi#=JO
z6;bSXs?o?Y;t3{Y-{EDlI0p0faLlM)G}^N@&+nF8CsISZ0m0l;tNm6Nu;L>5s?5v1
zKlXNl<aGdd7L@Jv#0~RM+sVyx$tL<XA1UvY9IFzth$&0q2hZ4I$3W*?(AK`#-?OjB
z>HWDtCFC6R5jlB#6Z92JZWcu>a3TwvuHehbZvaR*3P3`DrpUz8x+OnZ9HutO@Oacb
z?h<KqTqR-+b7d>B`vR6!vAH#Y4fJ$g%-c{{BdN&WBF*qQV6wJ@Q|liJ?QrNmW>qF?
z7rOD}O~^ELCrEZ}0Vy!^4>##xYvvIxd)InRiTn*7$f%3kVs+rk*-V{IPajiej9AOn
zHp*Q}?A?nuc~n#Y+W4GD?;CAL84bS4MD^2e><scM7(eQM-V@MknpVUrgusd`bRMLF
zZp6T9;V;IZ7iEx{G6!lJLSLlloZEuYDGx4PC+=5lFV5$|*Ubeb*9GWX@X2y&2g5r+
zucJT#vH{MKs|nks<t|*#{z*ZU=awW`$a2!mVw}7DQW2N#h?k}&u_#wM>deUGqQ?)j
zoCybmjdNNS(M1r1>vgw+A}fz`BlVX_uZ+9Y*n@g_L$*a~-};2+^Mf-wRiyg6WCE+n
zU9|W!kX`IOB<v}{sh#72cY7^8-+CL=QX%qxT}rNoO5#&F<iZqxe8M=G*^_-w;xf;K
zuM;)QN0^(Nd&}X1lSnWdUdy6PDU%?iS8bhd#Wfg%yVW}#@Xa{8<CtWrH{5JM%zV<=
zP-OMD=appj=CWwRW}{7aIn&GW7vb{3ZmZpj{FHy*gv4ODLRq;@v=qD~@j5kZh91g)
zPtrpj3+RBTj57>?G;)z`sZ5>ntAtnfs*$)MdbujTaKc}r{~)zP_O;*Q=;TPuSY>p)
zid?C;kR-!tQr|({KUNT_SLdIIU%;P9EKR;na~ys$HWxUb6~%ZBI>*l5xn)L2I9?Yp
z2oYfeF=DI@z?Pg?Ple4q#MJ__6<*p~vhe}?4tJFcVC%tt{4kcL#V*`5`?KdRNgTOr
zm|*|onetNXHs_$lg7Z*j@P4Mipdq1CB&=i=QFi|96*Fn&W$)PE>^c<po*?)AhJMGp
zx*gW9BK=kT>~lQU4%KISi_)uB><Aq~Xd^Pb`#^|U=R1($NWKEx*U#@zWz$xH^nLB@
zo-Jr+T0YA@o9aacYf5LWxKX0~9&5e8OnB$HSF-zHG?xQwk<uQ62&@lk#X`-RZv*E*
zr>B=ze>tjA{)Ad*i~VWW(&VCcC#A0Z8){URx`=ky!gYFtkK@*2=$8jML7=iZErsd(
zW#r@@Whm36OkO?*%s6729sRr(uKSmMTO0U!P6(Ow)-}BD^wDx!SSz(awsj5b5(}yr
zuFTOqR1ID_><;5zH{gRtd8mb=W{rMPZaPuIOvSP0gFyxd!gO9m=@NH7+`mTO=L1WC
z%FR#x(NRl}YEw`aXS?;$>s#!Fiw3xK6~Na5&3ws>bTxCkNx&I6J|A>W#4qqfa6i&M
z1b*^o3QNE;fXHVOD^xV5QPbv=OQyvB>Rz$s#g&|jW@EVuV8Qjvtg22ac&Qsv*0TG^
zzVKv&azdC^n7%2JpAxR1Rx&S^;WG3^A=!i`1%&XnQ>%J^|3;q=9Z%?J%(XexHr{H{
z|7as`ZuqoYSQ1`*fSYN|b)LJ{8hd8$B&_W;v=P$hs)?sNRf`YE){RyNHRm|3h9s_h
zlclGIWu7>;AK-bn)^_CSEj7EcsbW?kJ?!os-^<zv09?gCMkS04WF?!L&lDQOSuJ1E
zzuJJ2SU?g|l_uzJi3BRkHFQ1;Sf?XYndG`;02Y{SN~eTGGMpCn#}9%p<88QO44d;+
z@j?1+E%V!xDn!vAqpcj}P<IYEx=-6*daS(hYOwJ!aT@dQ>AI2z=-HCe$k)F+>iyOl
zF@6Vo7`73`uWYDb-KXv}C;!P}iJ~HP(GtI%L2nx_q0Di3b!UHBCLOCyo>eC-27_yx
zaAJ~IlK8vlBDkCS&^s_Q&#PM;-ZkFL(l^d+n`77$*{?l#bPJ)qd}8-x=o0AJOB>Pw
z)RI(y0s4JbF@DGDd`QWAN%l}F0?d@Eyb-CMxppF9<ovnSvTlFu5HOL$LZUc1?%_XM
zu?>+}k-d?zW4Y{#Rf>9#!Z&l7UGNDEIZhp`_zXMtbVe}B9x8j5USgs=sjRk}RnPck
zVp!s^zgV2M9@M+M9dqy4_jD>)opda%-{by-kxC`;ezu27fhyr%cE2YwK<jJ?5*~{|
zgRVYcFtW5c2EV65Vg6@n^nkWT_jHV56YspOOr*<UUyTIu>FE#2*$=5S0pH;dLnJLY
zd8MDM!_%+u8-KF?ab|lm_hk4q>Vqv6?1zr={ZRX^dQQ^Z)kS-9nzDyVtITUI?+dQ@
zEJw;*aWC6GiLqg;nHj2|g==UKa%11xi>B=a<6f%c=EdL@lOQa_3->l#_?4!RI`nWA
z6jRV1*?AS115@>pyZAr5Yz3EyBLRzch;2P^cPTaWfSzj`+Qs<bO-(|pX?j7~$oeQL
zzR<X4rJN$mi?$g#8&D-ddwS@fA_mw4(O&iei{YE&nSm}J$fjb%{qIseL3ruNIZz;@
zIZOx&ysMFFpHfwA!(GY?Yr6^^a-&MWBCCTkwvC(p7Lo>RyAPTr!N7dG)2BCT7cNS6
zr@!YY&Tf9ZZMT5Wh>g}OsJ*yWnE<$)hIxefW@CX{5^aS}-s%es4twrSaI%yMufMx{
zO+mo&3xIc1@@vprXYn`oK*RQe7#P5>d?OANpT4hI^#5rZWNZfaOs^VwJ}*pcwd8fM
zjJ95|ybfTi>SqQImr1Q4#J4`DUZellxzn)NVL<kENRBrPM}78)6Qx9f>JgG;fmVI?
zUnQjZu3uqo^%ApyQf&7r*q>8C^e#k5pvQR(bkn$61-1Mi-rh4D?yl|sl_Ciul1mGM
zRDvLS5F`=Nd+$UYz4sOgt`J1;MjL(f-iBz=V=#J)D5Hik`mopJy6@+?@Bcpbi@jg$
zdF9A)kolFh)>*#a&nZefSx^ABQz|sZ^_15{A{3P?blLr1@?vYq9hzck-z8qqE&l8M
zx6~=O1PY`Uts4S#1Rx`NkREH5b*Jv#>>gz81v3tmJ6DAu3tK8N2ZJ`CwQYefk=I4H
z{tgxaT@5nh;66iO?y0sB{A#9N1+Dff<!fpQq;b3Gjhu#?0kbF5VdMx5#1rlN%AXAb
zMt!qvrL{TOef4FM+2i6~*nLmVJd~Y}6*9CT$zi(bE*Ag}#uTHcA_R4z(GLq=?DP-v
z83Mgo0L&S4L&Q&8fZcP`2Zz`=MF*A)6mKGX<3Y1ven>0t5{N1z<qWMUU0B&n@^M5z
zuS><u$1`X#lX|}*jwo~~lbhO$+n+N-(ml!<8_D^3`JDPP!OXQ<{K_}Yl^L;*S4kK<
z*PAEMb=3xyT!{c^DTkbm9XmvuFuB>QG`Cc481*rN#nOpHb~7mTujEfU?VHTlFx9Z{
zw@b{;q8yQH%rIp{0?O|(yQg^X#L5dlhi2YYyMIR_7aGKo%e0`+Neghc3pTolxVgK2
zZ<O|31lbOjd`p(YK>0XtnD?PnZMaRIJ;U7sLDgV%LmQm(jvk+)sr$Q<bKI5&DQ?wA
z{{p1~WP6Io63gw~#^iU+NqiKvne>Ilt^5tf*kWSLQ$Fq=gJE?P=vJ?idjzd!Q6L-~
zyeA}fVGnXcwMqRMoQ&;sbWVwcbl%I^n>XZ$H!}~Y&&1oXGitzWAB5lCIwiIHmJ-}X
zfJ~^^W;keiM4c;o?j^@Wyd8UZAPxjUZ2H4u3L-iZI;-tD6Gt-ilGE|xDgT5aQK1;y
zguEOj9n1$?>AMd|lODP@eRl)VFh`*K69R|e{$^xjf;wsFNr=>v;W&BAp_LD6XWw|&
zll2*<=)k3N{vOn0(^%vfI~Z&&02&>SK`ue;)#BfGpZ%=e)62t!xjNz&d@t4HxYNtO
zhe7|mx0Dw1?J~~3O~K5RC(@j<Tp!kF7|kFTJ?O1RY;S-)+9pIwBBBh?%<MRSl@BJY
zAR|xh$@@anr4Ni`S=hu_m-S69_qg<QJCUxAju(wAPbHzFmA3QJJoX8Dw}cP)wjS#5
zmfQ-e8Y}Z3#Otxlp1ezHK<-GAf{oGv`qC^R$Wj`j>8s;Zf~16qFoWDDj6r0c_Tk^b
z?K_{XGsXU~NW~<xu(MYZ^WcM8u%~Gn@QI^wzP>I730mN88mzk5Sq+%UK-E<Ao<13f
zj&EY!GW7llBMOZ@G2kR^5D&Ft*Zj8gKaQ)H&5D0*aB*}gc@bDXebR}H^pBwuHFWha
zEdrHRlYvPr`potKRBZ#HrEy<s<72pnE?gu+b5o}?MRmbpqxl<)9bRygFJA6({Cr|H
z>sMqnvNtQaImE)jK2l3ZrXwro@s(*G0wI(Z<_mMMn${2Y&lufcEm)0H+51a3zy*__
zqFu1%@jAEah!VeHjF*FO0(SJ;JpGDA?LC48GZ5~+5`R&nn7peC3<fYn>w}tre3o=I
zJ9LSRc20GfsRh2*O0cfw@fA^W@3uX=@JI!`Udp0ms_07h9=!lpCCUCgVPkP;zpfWJ
zb3pf51;k^_zOz-umwhW<YLnF5Q?fHI$olpX{%SK0w<KbH^=~4V8k+aI5t}un*<fd9
z?XRF0_<#&|wvp{?sUd*WI@aJt=cIUX>}c)Q{B-c(s`-n9PM7Es4@D~!yjQi7By?y^
zG8OF!w0!1Me5B($-7drJ)NZIiTS#&XxBC1OdNpHdPpX`pY8FZOasem*dRE7ZMuszR
z@MusK8ne!b2@3QOmuWCOcxa{@lx}e3SHyG}HV*A}t6UMoJ`E?&;kx)b=&1&RjH-QC
z-Lk5004)PpjyvffCSt-iY7>XMnTK5>F!=Kwsd-$^^Zcbq&Q)Fghl+A!p)o+@G9V{N
zZsCQ`F6lv2K5ax0r4zA2Wi^=Wi&8oz^^Tl`sseHL(D-&`yoU0F<k8x=t^=Eb?p2!?
z%WJpEpW!UEE8@~l=IpO~890pIuzO6}GD3AWBQ&HjFh^lg__f;bWU&-EG&B{wl=2Lj
zo0c~D9w@SwQg{hQLrhL#Lv~RIXF6z3yE2!aN}zcyN)u<}sg(+GCLUVrPFi#aH_lih
z=-PT$CK0Lva=`^&t4%)dq9!Q5G@GzuUmKsy-8RC!YBxGU?)@DYQKa=bs@Zd2jYJFN
zkn-e2?^$c6GQ)kwYpTTNsqSw%h+=?pWPLO#PVp*1>dXOSjzF*`X(&JXDZYT?EndyI
zwrcw#gCzYzTl)0gBom)mAu=V?3$!sk8)__b#KO07p8%Srz23Oys{7~a3fZC2FL5j=
zy&Qu~2~Nnj4dfNN9A*EnZz78do0hIarXHimUgN8I-}LZpsRcj~zWhp`g*^(?f=-O0
zV^g*#=9gs92hbez&&;XsTYk@o*uu8YjFxHqkGY(qJk>IR3};3w15w)LVxL)SN1M?Z
znVu(RFe5Q+T+PX38axJST@nUQvXWf3P4E#?ohEEzNmLkSAJyWa<kgb0kBh1K8UHW+
zu@ZH~Eh*J*X~auwnPQ>f!AM`}<f99PM8zrqbl}khHhPTMMiKUUp-+;Rr3*8ujc(=p
zD<7xc=@R0l92=i)DT;;PRcivx@Zj3n6Ja(=yM3lhZQ!BhH2THafe{!k<t&anFVfxL
z>Kvu+zaay`Ijos2ZBmCIfX*aBnc#)4uwShC9Mf`+-~k`ns7PqO>6A!Oz&RW@UyMD0
z$ih}-X}|u^8j@Rws5dwJnhIOnaq)a9u^Q9q{_PnF*C8PY2<c&YCYp_@AQ{|z8EKr$
zXeH2FW4ie@zU2Wtoe7AiA`+-%H}a<Ak6zb!N;T>+9q;l{6DaXCnE)fi&9sYS8W5`s
zR=f@0j)9ePO1-|L4mHrpg~%SRK@IIS6pTOn`fFuC&mA18_3=IFzSW03Z3?OmZKjdQ
z#x4k(xzd?$DiT50b%WyjQ?qVDLG&f^>3Z7aI0wRN<;kIr{M2-)R&wS+(Og12PK>1z
zsdj}$)>hWEiTAhLbkp_&WqiETN(vg{0X$KzKQvtZ4lj3$BJQJqTIBc%q$wFeEOcrZ
za5l{#2GKLS00KvBB+)G8_=~D3Mw39O>flyJk=KOiM0dwM%`bS7(n}ufK%i~h3S()e
zdXMCO$0ljR&RN9FZTM|`_yuJbcEM1COws1jFfo(X$t*b#d&HjTv5_{6P^p2+4lPJi
zGHTq;AN!gI4>CG!hS_m~gK0F&A})_AA$HxL#2tOSQ&X5xH`*e`{rHuCLvaezf$bB<
ziq{~_w*<1yaZs=-a`Q@6Wnqt*Gpy)NPB^QH+H#rx+l^SbeN#2kB)E?`qL#gY&Gr&9
zywbLPgOq1x&NPnWv~(2mh4+Y~VCy@%ox$|~Bx})%#t{@$PoCVYHA@ff=3f&d1=2we
zO+wI!OcUsgle_k2ITQ1l96URjHgys<n<;-e1hiaX<Ir4V(qB4q<)m-<b7=UDl_`*e
z5%znZ18wz*rS?Eke+c0*OI|BKHX<o-HE5?6{qc#n%f&H0Hsu4HazT<_zp>5_`Kvak
zA0g9s0k(^7jf@@@CR^N84ey2>NNpgIavzwppDN;YTghZF<U>M@?N4c9LfneoFPC0i
zCs^R}5FiXley)9WNAatl*VG*fKJisfUxnl|x3~<;*N&glPu;@0TAIpalz5q5O5wMU
zQvK=33{dYhSOKL$_ya7TaeD31Fs69;Nx1lx%~K#q#>ejZM`xUPt7}}`7{`^dC5f77
zj-$%`g?H$RRal~edL-k_{eh&1%|G-{b|Gk~iv2cIHr3Iq5=CYQr9PTqhhhJl7;u%q
zV_tA^!#!-~(wo9oniwwCAmQ`USL_P7ANTbWx=qTGV3B8Ato%#!y-Clab{J_3xMp=7
zn!((#H@Rg$y%F^JMWF7x9^#yWTdDIj$o~2Y=jNe{I|DVI<(UKGTMj<1({bt9jd^h7
z(Kr<Z)W)x!Y1VyiRVn~#>c#|_aX+SNF~s_ADlb@mGMw1xgJ-}Al)O6NU1g9=Lg2s<
zjJ(oX5Io3v6v-}I)z2lC-w>X_;a@KkZ)s;-evaAFXvS@Ds4L7_Qc`C5%WY;VrzJZ9
zTJCQrrWYss9Sr#0$`@>e|GPr19U7S$D*VrgB;siaudlgNyAESNlJ9>z)P-YMx0_4k
z1q<iT5Kn|kWsA?B=Y|OhL^=$L^{XGB$k20^v4`->${K>m`x%fcMrfY<Xp$G@Nw1zW
z0<q~oV&btLg&6ZWE4C`NHcq96HAZBBZjtF{j;Zt#NsAKAy~P<;PRFIM{3o-C9K?B2
zpyi+6aaAlYb^5g?_V0=szzbLK_Qi91pfO(Ss5`d6Il~Sdl&??Ak5kCddF&y)1@@^7
z4P`MPS9WNQq@M2NXFfajuNipVupn6QywPpE=VsBLRP)9-HNnfPAntiFS3-!isFj(#
ze(#i)SxU2sxq8!f-t`$m>f*>LM%2Kd`s*8D6!J1xQ6!bhpM3cqY#)3;BlqT_ITI1T
zBU+q?n92cr2pq>0=5o@j=G)>1wWE#CXdFUke81g&mh+UFmOb1<Yw9?xst8H?J9(=4
zYpdlI=|0vUfU{L?)c0Y;T;ob>5?-ZDDI?n#GI)`_{-dxYL3YU?D)7-(W6QjU(uII`
z^DPFpvK<VN?r%Ms)*gF5paf=m1)RLMYxQ#*SMqJ#%}7tG)fOIcD#j6Z!n`o6X(t}q
zq1%GBA4?dK!9!2RSSs{Ob&71`S*+NBheL5t9{DA%fR(jC&*+&hNexU_RYq=`x>PK3
ztLws+zydGmRlAu6b#1IN@f*v;P@n75dZhTS`Mh)caL(<Xy;3r(x!eE{Wl}>5+XdV3
zdu^)tuk&kZDLd@1l#Mfva(p=^{lc#(&ddT|Ox!WFMK*@HZ7h-qLxAUF4-0Qui_s*$
zDOQQ$R)vkmsT8%S=W4u}C6uuD@lJ~07V<%^CK{n7`=UYlf0|Y8-J8n+m9N#k2qthv
z`zwDJz8=o!N7^HzuFcx{t^xSjNGhK<-^sCI;Z=z%I3H|dn9v5sJNOO-=uIjt?yMF8
zU=(TyAuLH2xvggAhiR6??ElEKc18D*U@<7(4Ia|RPi_iV_Tj^>dC!`m2(X<kGcGxy
z9>lPC6=qnP{ps?3$6j{;e)!A34JgG|=NtPE9@M@8@iskTg8S0rt)c!A_zwIBj<Ixj
zG4;*q$Vp8EQuC0kHkA45(e5e`*SyfQ%s_05AhId%H$yA~FQ46`2~Rm-tmNJ;!Og3{
z6$f0bg!SJ*=^oElCVs@WdZGJ5U>7b?q6p2YMwN$aJ{q^omUY`#txdXmDZJx(2~vq#
zdanFd5JV%ZdXQxPuKmnbqW2;_-!<&{vOMnX%|CL0RB-rgQ{&2xzv4!}5{Ti@6?Vyf
zt4c)#U}*)gLH=UM!54PG#sveVO%1^sU{maBsZcuftJ3MAso&GNGmtYkKDwRy>5j@q
zCi9@W73<i=xM@^GY&_x#rRf+%wYf8|Pc<S%b$`DfBc`uheVY|jxxuoUvlx1hCIw;h
z_3oB@6q0>j>f=sT@Ze6*_hG&Z{lac@xTXf^B|zGRJJzPJORm?pPwRAoc#A+!J%!2G
z>v&xh6)Pq_El}XpFGuQf?ktApgfeS8=X=A#pixsdODCNNFhD+vJFrG?!;l$`IScuP
zLxN=rCwmXj^J%c5otT4?!blD8;^bSIVsp`HG_G@01alw3Tg^!)bdkEh4O7v8{RA;D
z8>7&?A}D5^%m=15tOXfX)geQQL0brCt)kfM-}kChGDIj32fmm^hJ{{i?yQj1&fLpa
z`pJ@NJvBU?N$*5XV+@iI^7TOxDQyN1?!N^xqS2k)7_uUP(}CR$(U{ADwx{nKrKm4d
zy*w&;7v&4EU#%*n=3~yiOW4C)I)zQ6P_5-nSv>1qW{tN1#bbO8*V$NYY@Zt{(<}M$
z(ks%VSgzBWK3O@rDh2>c{`DC-G6L^TOuTC$K$t$mEJ%Ya7S7q4SI1>|FRCH|!fOrn
zQTt@}i>pqGQ&n$4b|c@&e3!ds<-29Z;I!69ryT>s%q2nR4kG_BLn3)ja;mE2D#6Gb
z|CU)RO7p^J{12tb^nOT#HdH0CkZ0VcIO^-s|Gl=qi5?QGlGZscsXBPXf=CwByV4G0
zh=KVD$g+En_ldR9Cpml~vQaQhDoiR;QP;U%-4=MoXDnMi$E#biKyjmMeMCrx{h|1J
zR{hiN)6W~b`=Zjt-F3i!EdbzeqytOm`AnQqx$}B_vb+`5E}e}kdSaAR3F}y>+gcoB
zt$NaUK5(O_-%H4s^{)CF8R;A{;H?MsAUNr${=ry+R{??Rb2NwkqK*SM)O#P)z~Vgh
zat%&%jZbii91Uf<JbC`toEk-0dSjx^rvr0XWDETj`b2A<je-z2!@)D#7wix~qCTJ%
zS13aIeB8G3-RpJod97w$@b!IS@pb3UUI%jzu|ImF&)B<nmjTInh(QRk2HU$V`y>LF
z#u?Ss%o_AgcQVue$R>@SF<(gf{F5krzr$>nf}U#P_ZG-e@-09=v%%I>SbtK?pcL1n
zzjM|w-Jor=Db+Vjzf-D);19=khc)K=zv0Cxrz{>fm)5Xf7l^lr0%xpR@59;JsTv=Q
zze*%q&N;aAUY=)s{B1|}0t}=3lq@=RBKl^oU+LF(HnPPG=j4TNEnB+wD%;Lj1S6qG
z->yeeS_0CNHJ2PbU~u5!<_DD+^(hV}y%xYDZ@LB6a5~Fj8SjPy1Qc<7Th5V$iZbH4
zPZ4!$L;ls$7y4zDy<gL)qS{VQKW&3>fG3Za4&<B<B!aK4MN+$ug^T~Sf99?Wzu6KR
zFxD#~$$K2$iK=?ze|JQi{yjY=ChJ<VYYfM6f=ioW4v27_!*e;D?{W6WYqXf?>Kw2S
zJxu$htes<?f7UQ6CvTXPH8j3CQhr9hTFxikliP|0HT`NM-Q?U-DfsS2igO8Ls?w9A
z2FD97xPoXQAB$wQ(DC0Yk!oq&-=4b?_G9|@7Llgj@|UcSe2;IR8SE-Qmi{NTABt&G
zOLnYuu_-k%1nI^xJ)kM5*Y6Dvp&*Bj?QSLXqdJiwYrNCOoaFPzB~tx`co-0Gknl%S
z=p@e+K7Y)E)AAjDhEV`NSuX_r^?NyksqVAvguyb+rRD6`V|pv4!~{9QT;goGv~xfs
zazJ7#D{n^K%k2ZOe_9g?*4`@?;x2lV!jzdjBcMQj+6nqLwzrgce8rvK*@d%?l3CHg
z!Kv)_hRJ0f6%L2J0R~(VDJzD7zspm<$z=ERnk`cU%#(|C!Pg&;M@2OYJU6GZqAuf_
zZO-*u+qt^)>5L+jd3kHopdB~U49`OM+hbH9u*Tsuj`%J_?z8zDILyXCvWA~#-QM+d
ze}(mewyosv>h-ozkLUlrn3hGk1frqmUKk<?7J1_o-Qe0W`s}HqsOxibc4eY0{c+Le
zlNA!G37QwF8n}DfIUkIjTyts9B2&n;gJSzl9Qop6f!o<dI+6<CF}_w4UgCC3HwJtB
zYbHFooEtV}ynD${G<k+|jyN>=m8ETx&G1%8#TIxg^&7BC8sWhQDH)cB@!{Y-<+(b4
z)io)MdT^z8huQVRPgw)tucb}aJy!<VgT?$4+qBh*)g=qM2Ht%GT-_7-3jyoq1GANB
zvJ{q2avB{Usa;g0jJCwo_#W48l9Ne7>!?oJ@dzpWwox+2Y<_oNbAxOR%-n=NN9H<O
z25gIzW|z><=)68J!3p**pZ;pSrb~quijnZz>{xmoo|CRQ6__*N{e28ydLN(@@*Xe%
zc4m#!)JsI+aN`}Or?d=el^=?jMld6kEGK3dzh$a;R@RpjGN#WlKl#IN6pr|dYxqT>
z^2~KGu~Wf|jDl#yvIn4UY6Mh0RGQ-9DD1j;=f1q|-`EtDcPRZ(9o<a#0sl--vy&@k
z_+3PKI?GFyQ+bbV=^;o-f86_Qb9f1F@!Y5(fUo$=Z$k#?f8ClXQEVdc{i(A?_HSrb
zoh&p_t~D~@$wnt*P1@~ep^>+SAAuU%L^``jmP5GeX%4{cJRhNYJlmLcvRbun&xVS9
z(N>_HljJFJ;<F_>pcR!>T@aUhH9rTK5#-m$dwaKS=*U+zeBav<C)P{LXSm4kDZ>>6
zvvQid)wJHTDY>z(jAz8KY^pIl<(q_Ur3C8|LSF_oo^9<h0nz5?tMC4GUB}s0U5$yE
znE4CX`j6uX>Oz|{x)UeK59cqLrD+6%)Pv_{ob4oMT@}1*lNrC;o^*tPr}rO+S|e5(
zC>736`xJ^i%(fk!dEM;Cq#`5Gg^TpFOY=YXe4UJ%;aVdNim-3RF{V)lW+c)4vNm6t
zk{+yux#j3$f|J*`gF2b75rI&WPpCX8ZVW=qIwtY_hx$nlV8EsvSU}`~Os180Isf2Z
zg0wF;)5j`JA5%}qysq_Gq269zSIrV6^Y3&~>BrC4XK#GT%B=5XROfN=8>9d_!EVyD
zi^^NB2>D1b6CLc;#ZI9;w{YV*>FYByIM%`j38)9ne=ogpQNh@_(geQ=JW*1st)dt2
zI}X)ms`(Nt>{KsWULhsMHuO+m8|VD<+C(UywsuaY>)a<18bPqI)S+-WI5)ex8R!zM
z19?mX5JH2(pqCp|Ejmg+qq?AG@z9*hdC#0uO=jW+VT|ppa7+0~hotrgWJi4XjJXc6
z<~F(gGTJv<EAoT#Q2Np301FxY2l4{qt8A3Yp_T;|J@(conJ+}JXP1i#O_v{DGXHyg
zpnb|~^fnbfZ2CL=25P?R@P~a!^%w#%`+h)Nr%i3&pw2h5>(CAs^3Gkw$7S~VdQ&J3
z$Nb^7=?ece{F6beS4zq6GFA4UW`kn4?$;{qF{`a=ppvn{79}k?PfD|PNCFhd8>oiH
zt14N{yS;bvpfzof0J`D;E(Vd*af8*%L|XNIFe%Kv6$cEa+I@H=%4Chcym4OWgQMMW
z_(DM~rQ2m%T6Od+0Zq20C5Lxy57;618un+QImn0I=eM$}4`)`fYfZkWklo&EwP7eR
z<^#2F+WpqQi1lg|o9_PCYVweQCa%xr2I6)v@sh9A8%xp2gXD`gWXzT-Q}a;zb<LwN
zm-)hVD7n~ojp82DsB51_Jq!i_=~OEywneYjP_SD*!6@<ZM`vMy>J?IvQdygia`MYm
zzD~q~gq=DFff0kzo|g>0tog(B^4~7Q7Y}QWW$215d~!gZ{(TZ4<6i#R8$eU5$zbjd
zq=rW50=A@bbX2fE(~V8vc_DIYt`b*Y(*IHv4^BhS+}^np1fCCpUL4VckJG6Uu5S73
z`7zeqRwU7OOCZSVyw(BG{G;9v?AUS3eY`Sbl3ylELY#0iYpHtxFDH~5PkE*??OL1j
ztePFe5a*?DOA_7X20vH^?OF)XXP_L8_0fW3qIvi}IE_$?A{(2@T|R26U!~xD(UO%Q
z@bWkJi+fc-luD(>V^LHP_q%;X9Q8i&*YGX*cK8<+>$`p%Pm6w#Xa5Y~=?1-(5>8hb
z?-CQ*5+tJqtBB%L>JY2t^a1sByKRFD-#6~ne-}^AI)dv-rRSL$zsbxn#-ag*%Zy>>
zZL0&tf|Gu(8DeTI*Rw=WzfXYD=f<zmxcFvRJf{@3s9E1bKEjlPQpbBkL$UEK#=1YR
zCs;&9XtrF&0$G8^0~p~nvXFkA9xyk`n|0Si{Twv_RJvg!xIThC`%UpOGM&BHSK<k5
z%7$1t?z+r?(%E|8s5!wbpbMb((4lJ9hL#ynuP%wHD=_n?em0K+$6v{F#m<p}j<i8a
zu>IWeKuDcEG@sk0r3!cK#e5LywUXe%MxOa*=?4LBdGD<?(p~X%VTIfGvhaUx3%kEW
zdpKE#g%R5*YcbnW?!(4m;PS_pWn6it$3!bV-$FNa_0uJUvaP5f^?HaK1J7tO-AM+A
z4=U<dyXD+(S~HrMg&4$6%sk=t5y?^<Y>i5N1D6&l<XirL<m-`i*{qv~#Xu;{z-0}o
zTT!}&7RR*6{ZHZI(!Wlz-cQXH{!Pj6uBKr(mij$UcK&@pc`P%IHD%WnVp0$eo0#3P
z59g6<@wV-8E*a|~O(5S~=QL^5CeQGGn6O5!_WHk0;kh5oOm!xK**ol0s>{JOTmUh0
z?%_yn{j{a%cfKgg_lm&m&c6Bhi#FFWQ8R6bg|C)R3raF#bQvdPse;f5wcgYrtbAFh
zI2g#XS;h7!@1>Gg2kT}PK+Vb&${vbD01`|?wT&rReDWp|2x0kJxQy*wUV@fUvR!8W
zuMQ~n!m7!D@aby#tlq=K?eLel!^csA?=E@7H5cWe&DYKtPD?6&ubkv#4fi`rqgYv7
zuS%rw5myvuMQocFT?Oz5f^p+e4%|F!)@A9(RguFjjRBp?aasz~#P{;#2D&+6jRNC4
z9P7ny^6hD}dXdV&vki6oWp$FvkPJPMbY+>%EW-Kyc!7{0#yC=()2ua0T)9%4U%V-P
zOkwzla{h5arRsFVdQt-s{tOLEium@O?b&d!Z*EzP?Tr?qcnvvYWo<`D5(;Ln(>L1b
zy_vn`mGlbYV}j*xL)JY7F}fNZMf2{KnU0s9V|A}w*?zWJ&s0)890)AGE<Bwf7XPy+
z{!VU`Us2twxM23h_^SsGTGZUjOyRK~EBsPuKbl*HWaLB_e!sn{X<lrf?sxqM{eNec
z0tY=^zTNvno+;QqR2A!~{BB~=^{$O`jIf}qR7vAu&w;o$swoo+pDNnlBxi$$uxTFh
z>u0n1wrDPysIQ`Htwq$<{VPYYPAsj*&gu=`P~NI5Nyq9dtojLFYR3}HRBnX|pfq>z
zsvxNdoB=mPxGX-3>cp!oLH)6<C@-(~k(Ec(3vwR#H&Xmh$mD@Pg}KgBy>sND)9!J{
zM^=6qUDxUDC{}h%^-d&+f4~kuT6Qb_SaP0jer@K?fA8?l(6a^+eMSFfX}SZ3qKbKn
z=z7<;!n2|kX#lj|qERM%&{KYfNBIm9|DF7$Z9P$0gZ#7$;)Hm?w)8_rYNECm?EDnA
zti2+;IbXX}O08`OQ<B}HE9*?4bvg&X<3DO2e8GpikG49#DU1>A9V#0;CMk$%A=b-I
zBqGy?QnN|>NBkB4qQNehivf&(hV<LlYBFT4*-1n{2YwtsYTRlh4oq2Jj6U7(EIByv
zH78C@38@)-MD40#Y1Hno1oF*Sv(E+U#Gu@IhQ;%x7Kq8>*mh6U`OLS!n)loJed}Bz
zw}lbealTXwt97q$b^FAG0pBqQT9a!R1BgRqi%6A{(0}OtK#=y!@K`9B3<W=#j1N11
z0KZVv*)4H#XkHTZlmr5Vsd)Z&(7doqkUdWq%tPdH<Lp8?la?FWY>R!9>LqkiysBPm
zd3E$Y6G`5<TdtXzQOEy4xx35@bKwL;PU|_iSH6!bK=-geZGHJ7ro~f^m8EKDjuvG&
zZaS0YA~AL7`h|3yC&s(5ltg|I$X@~~Q+Rgw4A}XY%IkC4XS0DtW_<D9w8b~TFvCF<
zqUQ|iWFz%PwE@a((TQ?14NsT@Qj#$Xpq@L-XHWEL0?`g$Qx(23+nc<EtqP<Ah5opc
z`S&Rs{>#(I;3N={96qaJH<XlZ?yHnC5kf5@Zj$!&KM|@>Rkh{<{vyD_8rK*t@VU{F
zbnvZT-iwK9=R4q7)VAHrwhPGI|NWiU2Nc9Gry$?mYV7@0B;Z>*ig4moE%4c*q}UP7
zYtBs_fBpJ=PIvLgNXWZ7K#l#6T1KW~VQ()dGDU1>^nz;prLjVXfn$`{{?8IxWXtDq
z>}QrT3?L+GP=Q+47<DUGkc-^?eGu(wm>Z?}Xc!(AR3S~H?DEeAi5}TpLYA0p@P&<1
zo_5eBX2~WXDwK4|gox)+vCv4~D)BETRdzN5>Qlm^h32olQn?f_M5IlD3@Ea~UjF#U
zvHpR6l3%#1#oVlpUb5x<I4J3)CylDk>hL?Mhyxe&52c5JSBf`(0Cwas$-I5#<quDm
zX{@bPd0esn32QTh^4Jhi&yaN<I`^^UJ_1Oa@)c4XFbSGbQ$T;;Gh{@k4wh@Ut$FI3
zZ18`+|3U?no!Mhtc4WHsaysKG)Z9UvAyeK)JI7a^ilseIM8Y8en#@Nmn%!zCorK5n
zSF1@`{$)iHTT??QGqB^3AvR*#dVE)gEW<ctu+&2~`LLT+d^I6I1i%<&A)ysDAJ2TT
z3u_7ut{&5c&JVx^v@RtXeJQZ=?fYGGGTt<B;)d@pFxKXv^Wc!=Q2_<KY8yaJ_a0x5
zT;8ZuFTlsx!ip;QyVY(Xz(L4#0D(=s!|L(P$r;`rpRdu|cZc9ybieK^MK1{g+jv%j
zZCKAkKFX~|y)L~R1|y~EHP*I)%5vdH<2vT>IqQqT@n-cL_UtOxSV~@78k+uC8cPSz
zh~oWnW`dkKh2<n2=)?Ag!z9SDPCZvoe;j`x8a`RgVX(3&Gy_%LR%_S4Nyjf5GZ7k_
z_~yi1ah!L=#7=ce>*A{QA$lc~sNppA7Ap1gHfT@21z^Y=G@HskD1oaBz)gSxr0c*c
zvj_KctkyNwIZ*O}a>O&_C?!%RMnVWfp`9~66+9*2NTC|!UGMa&$>7X5MO~>Nw_nYY
z6PFw5mTO@x9|~_(eRn+57MB!gyyD*Q^Ki<N_Rg;xv0VZhLv>O?gm-G*;C}kw4LGUw
zPvgbCL;qGdE!nS-n$_f$2$N~lod)Dn@K$sDk^4UM0|#mA8uT`t#{E_~x1{_vbi|%q
z@3)^S&BuKTzD+Y~t#+k!!H>1t{bwbREppcRXLyYR{D$342++~r`g<g?gNm5QCCWdA
zsJDx(j6FB2nUA`l=i#h}9u-=)2DT+tU?@Swf{|;8nfTjCew#WE<X59dsca{Jrkl=Q
zC`S_I^>`?mHtV616|pd7yjq&%gj64EncomwMaRJSHw92ObB;?kJ_5%u#`lgZuwVq7
znAokRkVzYgvBptMxO1|ib5Fyz%gNFh#|jG0xynOyJSUX!h?`N;m<OIfB%3z>1Xb93
z4r*ntPx}szxdE>8;>fCUPPeL?)<6uz&Byg?;Ris64oJwQl(%Q=F0`tLxS*fqpZ7l7
z9nN%ufWFg@tr|IGtXa)_dGk+Njx9@qjeh0qnOrJRYgmgww8Z+m^OyX?$tYuV$vTNY
zz1aTwkV#|O??&r$#*|Kq8%5uv`P-DqA6Ey$SR`Ye>Qq)71!F{-k6*=C`&2!foT3JS
zufZ~58tV$1?Oz7|ors0we3_kV`7&g+#g>|1pA7iEntI;eQdHI7P0N4re)p~Qnvbbe
zz`2XIfc)lkXuT<ImZDM~AXC5j<6!)!(jw?wAJpmPy~xqLiy0&*CU=D}7*kpb<*AP7
z_;(dYin0KRCFeA<*l6uA<(7u<v&sHi4^TP+(KyH->fGPyfgERxx#sHUs(~@Fyjj5-
z<AXF#5l<?}!2`&cH|xwnj1RFh#cg~~9E{t(AJmQ75WB>zk?-%c{cb=jNoDI|o<NMz
zI{7*|g~&+p*8b*Ycmc&z{gh~J+u`!{Dxhrp>nUHS_eRy-B)Z@GhcO*q#WIRUqd<cY
zG>uahDKj`3y_q&|JRhflk|Lv!A1;N76mQ9T@s7tNxYw>ky}q(fw0`fu!iOKst}!2u
z_s(ojjC#_^FY}w<Jpln!R=T6I0y>5sGO6+0Wu;Kf+ihc4?*3}1-)=*(CJ7(0+q|cW
zqL9}!vjVu5DzcdM(f7@7$uhnrm4w3C(~}4PA(bAWxYBZ|rhkNMNa_++&xe@#rYl})
z<~P}7SRVunB_^x6e4Kk%OW(hgjfK6^FGQ|v^s0=!8yfTr#s=HGo4^<jwih~go^DMy
zl>ej+@o?de$U{IM|8*B@clF&OzrWf*2vmJ%QuMnTt!QOVRnazElVr%~gjc(dm0nht
zi+jKDN3TutQM&)**jiU``lFeoD!M<i3;c6$5RLhjQ@lh)hoU{;K%?F`&<%<O#{m35
za0OFF1Bk2Q!X59vv;AU-NBO=diO#hzI2YU+jPo)y>EoTPT-z_5G_P}+y~z@Qu4`Jh
z*Hn02jt_G`sOYxt=TjELKQkGB(8w6=*R%?R<(8>_x<2~_|NP!w&YlBJ&6%H(R<CRJ
zJFg&5&>*5ksBkNAQYor@J}dT&POqy<(bXh%rBd|Ic9z`#U%?<AGe6plEl4_9ZIVB6
z_3k1P_mz(t@*dhy+Vc6tRJYf&XUaa|lz~ce0K{^g3N~>bjhyu&($hFYm-osv7|hTP
zQVx)3D_6!34>56?+@C3WWNq4pawf+tqENv!5n>0O4Oa9soAwDHT>;qf=KL5>J&^LV
z_PYr&c~*fG`lLfZ!=BBE78X%{heKGbym4RJ_rde^<r`nVEnnm_Ox%}8NCT~_M|j0M
zud+2e_NQAA`TG~3#Si4i5MRE@CC?MOG~p~oJrcl||2H>3=REKUX#H-WO9iY)90?=7
zeLQnL{qEM_`c^mS+DXDtT4D|`7g&q9zwcet^Q~bW(<x-Tr^+>7Kva?(s5ES>W-9g|
z%w?;)=04;E#j|0<Q+%Eo-Y+=Ss&{OkKon{xs#H*>x_4)5@H>3C9&GHWQ9AHsC_Jp_
zVG}nF6HD6SPCLey-mAf`JFFCEVpL(J{)T32XGkPRL+x(^*fB3kUYxu*Q`Y$PSv@$I
zU*UK#H<Ic0K+h03=9*6q1$5!X-0c+3o_Oa0kf4HsOLL2k|EoR)W!veivhsYJX^=^;
zo!Tq#NW}bO`mz;my{c?04XdF19|YkWV=Ca0;EnPOBBhJkMB(wlGwh@-vN8tGe6hml
zh2W{?;G~cHz`yiyC;nTCbf)}c!yVR!kA;_UzVL-yZM$M#>Rp|p{1|p6D^%n%RBM7I
zuk0;|m$hUGV}7aLdCI2^`^^4msIHYlk35Q)z@iK2sP-OA>%ER^(tByZNuj8ck{iCi
zo|8`d_4dG@$<!Zt;${J}ccgPxSF1D0;MlPd2nr{GB48O4&gTaQcGC@H0@eDDavw8w
zRhH>5EqrZSs#54cyK)1~JEz5ot&S;~HE-lBzEME9!>~FnDwbc^rD*3y4=fGFr%I}Z
zp0z2jh)JiNt1cwV)g098zlX!#pM<5M1wq<@sRR4H`fs$yN^Yn&s7KAGOU%I~9$BX&
zLyu*qd5M;<{Y?ib!x;x)@JjBymf3gNciNx$T+TJIDEif^5#Lq!UkX6&Mvyva>OL!!
zl@`}_e4;44KUmtRru0$pMx+I+DPyUvTq0lOc}|O?6$6?<+)iI(@$+~ss#gY<Dqgd^
z07>82;0)^2Adc^fw`Zh&#rI)sK}wf^n!$M_N8F~aI&t3cQEk~oa(3PO78TV6;Qa}-
zs{B5l3vyg<fH*&;4Y{U96nhXFsbYG=m2Zad!>~|vLPB01)K3SnD$1i{Vkqh9;b3Ie
zT0vgA3Yf#TzTQnRXx4QLe*VhL5T_v88Q~clALmw6I4D_bStJOO3-2PSJbrR;SufIw
z)LwcyQqR7q3b*sN58~e}61uRIPx8FMxd938?ZzY9Ohd=wT7UBh4~b30v*@T*dOqHg
z34;~;)-1c61=@U2wJt~v(iv#U;5l<|E$B~e|2V~09#4GAgQ@Bwj%KK47~c}nv30C|
zR4;MjD4SfZW;xH>4+`btzl8<De$QoDb40XS(tjTs8uwgH%X=alpAWzsv;uaiZaZ^u
zV564A4|}La=r_8#?q<J~Ir%_gn{rtA=8#=kNxJ0VG=wFu^S0|<=Y;pk-NKEY2IyGd
zzv$r=oQ%;!Q<3V&259TfgpK8jB9|cv{o>D?SB^|TRz*OKddU4Ye5mZUN}l;*vWQtC
z<=fZvvi~v}hM%PYx9GH*;pBDL=H8d#%}`jf?-OS8%jwace&(UJf@uL|BV<dp2i-E4
z9yqbBOu@Yr!)tJlq2KPYJd=^R%YkifdqiTCgrH>i`n2|wfxUPuD_X@CG*QT6lZ%mQ
z5W%tZ#z*YkI&#JWj~=%wiu`=I<s5eqVXw!mz0#pRn68+_G8t022d4jR?D$_a2H&K~
zvPa-F78h%T-wuf!rZV^)8RLh5h~f4}Xb>%V>ad}q0aU}qY=J0^AxmrCuTM)7W_~(j
zzf`adTcm^`p9EpybGb~uD!-_+eyDW+j&C<x^vYkeGwXyFSukO%f*)j@dw9jY#^W0P
zqi3}L86)ShrD<JfW1AGvRooadCY#b^fO?HSehZwCC&e=MZ|)x_#RbBc9FpDi2&#Rc
z+5$;1?2~+DKJEPO>q>o$xS?l>hRk5jT<L{TN?&!uIT!B7st%-|M<u{ro+T<tH;1nv
z;#C1ns3BLvF1qUPn;c}(pi$&*PgC%<HF-dB)7CMr!|O}fox38kK|w)avXQ#Ed9DUr
z2PW!!q9!<3q{#`_tyN&tC{{xF;eKs>P{#B%E(LMPJk#@^T4f?UP&&Q7!tx?EAf;$u
zI%pY|w(l*HLB~m3xDoRB`%phWa3WAM<NHScebsuv0>M6E-ngqr_eiK~4X1kzT={)8
z=Ct@r2knM?4DUhbNuvv3!OTU;v>|1*^9ADq3p8Gh-OMiOZmRs+m3Ozx5F%3b`PZsp
z?dxGOCRuN)^z(Y#VA=5j2ZY>&kf{@yJ1|v+2_?}z2SOQDN4}u62#Xd?ciTJ0B>0qK
z2c>K^{kT7wd~AA&6*S?gA6;BL!<}rDYA99to*pm*3vW*hv+jpsF#RXp(P%U#QJD4$
z$+)fnT7l2KTF}m~C*gdD1BgFy!8Tdr1rVs36ss*<^QYmDQE6WaM*6AS@?c5<&^-et
zo(08SdOgVb>(P%ug2L@K`tpVaH^oLwfes_8qo%`61nVp-n=|ue&j`&@p)_DJw>VYX
zdDU_ty5^WyaX;$Y`@(CoTjHl|J7IBevTQH9RJoF}_|RnSFYV{Dv2?|5j$ovyhBAMp
z+@>|#W~`xF7O6LVP+EU>fs20=FuvmLb~>V3(Kb-JNeX9f@!#?pqc82Al&Iu^`BE?d
z>d}b=7Ysk}==3AMhjl|=kB0NwW86<%F4cuD`SP?>t@IlWDg#4(P=u&AcBk*>SS(&e
zNiZ`ScjYJcC)so{@dzIt`p9;wN|I@iBqtu@Xc=f-lvh7qW@{)WNtNf7dQ$&HB92>u
zje*S~Q-ipW$`n=cz^rDRt1olJbo@BB_Sm#D=j<|!Z^Y_wNgk1Q>dzp!x|Re;<Ej^*
zEUgP1*0fsqGz-|3yxszbRh+KJ&#y-SeT}Q&8_@ZZD^zIs@$aHh0IRm>QOgkc`P0Vz
za)f5NKR|u#xlOM$=RO$g_jP17FZp6}(Ja@qNMCHrcp6)0w#UMlyYTm_;6c*9<Y@!;
zUbiRZwCF*59Ml@cwpF^1xhGbHw4U%cz=~z}4srU!*Qd<9pBdIN6i)g_yQw$d>c-vN
z5K29pr_qYl-tu{z_t%<g7X5rvX08A(TLTZ7Bq({v|4=LDv=g0e#`iQ=)y@gw!3UbQ
z<8GNRUs!S9l6SBjQ=_yy9cJApUyu&+10b?@?6!Sqisb~0R1NA^aEiBlr^NJp53F*E
z-}X+~gAM|bx&L$J&@H!X%;W78wtNEwg~ueQo}$EyHtIOeP^>a!gqyyPO$AIrx|P7$
zy%(mCn3fr)Sb<Gz;_r7q-@+JZ-ke`7k}%qTW@a&c{`*s~hFH#vXZ`#=wi+55;j3~l
z=D?(_*souWpdY{MC&{c@Wa;<Vu{gV@)n2#YFr9x`dvUR5*B?vo!2W+kxi7|J9}HBR
z%`3xYL~!oaEsl2@EG&6MuLwLfESQ$>wc%@<3jOk>YHLs+tk##BC@ye%B3^auJ$rwY
zy+MPIGaDyluSdS9!j{2ThIqZS9@w0zMiY~M+%NQj7?xL>yCydM6!wvp{(N?}{yR_&
z5OPVG@*gJ@Z9Q1SPn@r7Tp%!P<}C<2$1E`n%zo9db)@je^A6|KB2&lTy*|%N3cKS_
z)A~Fv`ANk<0o39h6_t5kH^Wo-jnv#80Z#E2!5X7N|1PRyHG#BCGq>g!6(d^Lw28@T
z)em|H;G$~@F)=10@7}&mJ*ZaD&@Xxz!^^ayRvWB0?|1RMz>Q`;UJbf3MQ`6IYf1W7
ztwqVH8ttoX)vev$Q~0VjSzNkq`L?QSK;sf0+h9>DhatA9Pz>SI+<RVFaKJ2VcX2G*
zU3=P5qj`LYT5BRN4LKITP8_8QC2XnLQXYrY<1QrKJ6+v@FzJ7sNchC!#W-fXW4#=B
zY5q%y`){edJLy^aXmxJ%RQd^vYB%t;7vp3F?AWj^xo)cyd0|Deu4l;{Ke|4W<P~c7
z_?4dC+WFV)r^?X=SL+QfKECRyCCbz3D!~DII?k`N@4r@gtHXz6ZF!{IlSr}+p7{w#
zPvN}aLwyjg90Q>L2C>dZB0mMZaCF`HTE$<Vt~?`ZAAI(F3V08HJ<{v&Dsvv<;#(5-
zNqhgSRU1!u!`4};V=o~>aU$Lav9%j7R_rK&>bloHecrfVAB$qLmxO}93ZTAYc+_cz
z8+G@~d5Z6Eniqt9W*>oxNx`Ia=JJ<qi66tYD_1@({d*`An?3bNQ?-Ubea<_YHOg*H
zzIrvTfhD>O*SXK4_+?3;#+IeM71D87uR$!pH?GWhbj$D%zZtf+zM6F&5<#8BvZ!u4
zhtlFB0Tf&}PdWP?el)kmY4*!EL%Q=yDn^l^Ec}YS_XLJET&L+s$9PL6{`E~=|AC%1
zzF6@zNnd<};%R9gXTO~7y0F{LIG*wPW0mFbL%=>$*3@^6yGF)P9Kz_QC7;4Sh6lP)
zi*-G^8WLQDyMn3WJ=u%7^+yVLK<1ad@U`rkeRgf8BL3SGj1k|6DoJ^OZAAZSUmy76
z;m-*$;xH8f_jY!Vg{>%|LdSralT#7E;i^Q>ev89$a-Iqa=>Q<uu&Sa6tgf!E(rYWU
zaG$wIXQu>7mScI^G)`Gz9~CI$1ZRch=0_%}#x7#^i6TyYr4?%#X6vIf^1zs||I7gY
zOilx`mj{y}IqItFbz73h6e~~f<AXE16#Q>1EVBPQvT(hUPJ0*LN|*K@v&R0jqVq>`
z_pdQz|6z*zbFBmh_@OlaeEvX(|NIy*j(1xB`Lu4}X@`G43$8$6`_GTR{|xr|^Rov%
zU|0O}`6EvI=g0pa{_N7u=Cy@=kUXfXspWKZyp3$q19UM|HWUi2ObK-QM@9)oul<Lx
z=3i2xe<>`1V#mp;0*qPH=PZ@)%BQ<QLZbTWRlv)!?b${+VadmTw2J=^4+bw|1lmX<
z@H=3D^Tu+uFK9IMt}n-Zpe_9VNnS?gXL9|G|3ROz?}z-y!};IYcp;*K&cK-b&prEp
zcT<7l`ro(u3vdbk`TT#s>%$8gC3*$^=NKrS@b&ZOPaqgKVRuNMnb8|a7tyVqaS8*p
zui}LTBM`+FXqFnBY#3e?Zf@E%bQ7g}Zwqc5=9qLxfFno^An~TEAlY<wb+0$ZOY;;{
zpFMgcUS3{~nlHUYFZ7~O&;Xt4JXnqhQLF7w5g3}3-`9aaAYQ+sB#RHh$#`2rQnJW?
zzU5?g$8U8r*E0_4cY=;ZJfaNqER}4>&ps?^+LNianN+!S=~8HDDDv++kM;+Jck+vi
zzic}Mg0+sGvMyB*qhc=}(jy`wYFJJ8j!jQj@UNRV{N_IIt9j-6Ej161I_x>1Tqal!
zXG!eGke@t$@<gJv`5@V@0nOwJhN-o*w4g8pr)0D(iU4m`ZPa!dcYcV_1R*-bojb-j
z5$pMu=4~*Zeru{a%&s6<k!GjK(rBqWay(VgSz%(xUt;wbpxW}L?HUJk1nezm8{Nmt
zO}dN8?t;;G>quCb-}$ix+l^1b<mBYp06mA@oK%JDR975;7Z?Iig{XvlfOK51=;O$i
zP3`a@NELD|#MbutOiZ-+3i~d8YRx~M=7k_1Z}biC;!`Q?+VDp|$8Xn<!Z;efH+X(c
zOtkb@oUC)qR#8<2Q|IKMyk7@W1au8^3sqHAvdBb_T6Lge{w;$dhk7Tl4?YKz77go#
zMa81e1#b2a@Hz9e`6Tfn7{~R1_)|XRoj>n=jPP@}O)WO<R-f%H6g&mYNHy|Z;r{S9
zz?$hsI-DPV!%t7;Y&ptu9oYiBIyFDP7Qds#>l>*wJmy-ZpMy7Iz@WO<;6Gj<ItB9$
zB{!UDX=@bw5AVdNnef`r%`|*iSY6Env)3UzbIlqV`+#wX{Jq$YPVSX6qOg>@I9nC#
zOZWKsxdIGKZ?d^K$C<r;{dz?pS-~L-Jk#3EgK2xt={iS~I2>4vY#Sqakz-<D!guw^
z)GC~cLr*I{A;JCIIrx{c^%(Pk<Ty%7N<o<I-1g}XqV}ZqY%Z}IjJOkSls15j<}0JH
z^VQY~_&p@#7Cmd&=g%x8q@?UA0PRLJZiYs}^w_9($21MK5n^C^mKh8N8?=iUf4(z~
zf61$%{I)uACM(WbE-qEBHs@!@3f9@RJv}|;qN+(7=Xqkdo|gGDgO_{XAEC}kIGcVH
z*zT)U;|z`ff>paag%_ey<GP`7dJZZGafH{d#Y;#?#L<Hpv>$YKlB}kgSDMd1TxTdd
zPfrr%La?nIi=7{te5{#{8Ov3yv7a~K_u5~pVDvl6?Dh8c^YfdO7nn6o8*gykr~vaw
zubolXiDoG~2wl!D8Swe>-2aul7$pS-SdmXHE<5HLqDu7p_#j4rhls-NfQO8|^tCk~
zjB9Weai4WfzzQ4NEwonaI}h+_7>b;%We?hgYHB0=nq6mw-M96&c2Bn(hlI}id4_mB
zrklpVjkVtaviNAAXZd~q!GkuT7V`nxyy{`y)NSuYF!0uf-v9h~Rq><|gD()I>!S6o
zPW5qFVH^*iuV?L&W9XT<xsgJLphi@fP*cyga+lCS#ynj)J0qi&mWpWHC>Tli;ll^;
zCB{AXdYG#L{Ihwti|)XW;QsRRvbK2Tz`Zdr&6g*kBPa=?!y3G-?~lWR=cLKy+&uOc
z4BK6AW_OUgF#d8+5Sh$a&W#Zjvzd5q-Q18_Y&mgwmuL9{m*?Iu@(4{lx|Cz~vRb>G
z*l>X=v$ZdnAFG!wbH-**(7G!}kpJ^zX41^P!9y_e(HejWQD<C~&fhbPi$PL<aXjQ-
zoDs<qUG9Bo$I(pU0jBB}(+RAQz>ixkR^D3yieqKUva3e1mhphB?FyWmu?2B{VvXnT
zq0a1c4Oxi?T95nhjWNBL0_a(5F!CxD40_bYsH7b3l8K%DNLH+J+GTWh&U9SrN`7v9
zc^3Jqe<#qm<g_4g)Ox%GrkMKuY%uXHehq5~&le??*8Z%d4Ol1P*_y2E7QJ|S4;<$&
zp77MybD8%i(pm^+*omBOR%#4C!L-f#K)5%U>V6MPGHS;_vKK|=X1q4w8p{j*xD7)+
zH|o7w1P<O?QxJUKL9VDpLL0$SVw(8IcZ`zQW3#-w`2GP{AM&*?v?Ye0R7lXJd(Qjq
zG#?iK{G5Bap?=cb&WS<D<vVMO>E*H9pZo&ZbP+^VG?bS<E~%?IicUK6e);vwbYs_4
zqO9MN5JR&CfT}2YAyw0B0UwXIE$6KJK@un);sjweeku|W!%ex-pP&`Peln`6=m<;w
zm15sg-tsm{CWYzgRIWVTMmQXVmiy9Iya1rL+UMAbO=;k^BzS*Bl5eil3%hB>eUj(z
z0h_h^@#*P?qW?(@uIm<U@G-ZQ4|qS51?<xee6i{qSL%9-`P-~`Ztiu_*^dI2;@V%#
zQwV>AdfVjHwHqqJAvDQ2%#fJwWHu;YBAKB+@6{dnwRf^5BWn(_jpt>*a3aoB&}g)J
zL=x*D6K3{#8~+Q%f6%S8UcgYbkpJ57k~#<^*YN8bbphDS(Z5~pfzYb3+7n~050;?0
zh6USgHLmfev~!2^{`T09L_%O1FsFujPrh<?F~MzG4%tNz1=p6Gf@R-f=6+}8W7@H>
zS>O#y3{z5Z$7H32ZuiAr0z#|p1+Sh)wX&X`4R!!*JGN#|5>o_Me1C<ql_)7IM^)ci
z<q|;2$jB5E+!IHqj$g;0m_9yD@f`YAgg!NPvsTTB#G6RK6&|AH{u1m6FpWCxW%6Qr
zKD(VdH8x4rEnu>$_4JuMPXyE-Agw;oxV~`w`F5i#l4jU>HO*b9QJNzJu}z?0v>lO>
ziD9~Z_(Plw4c5;pYdrza%kTZx5N=QTntU228}7Tx7rAmtS%6AewD8x=lB^xr`d#<e
zl-bq-g6}Xe*cq0V9I14Q#;{ypHNM;IY&%^u(3=|Z`SUQfp^q`4lze<jJsQk-wbubi
zU@A070=9m|dyxT-nf2T(2pO$Qe!c#9O}o8pKuI+QYiC!HW_3%2chma|%>$=~<M&`X
z;6x%Fa;2;4c-nj=K)_jd>1{t3aYiV>vg*Dj<cW+v{_7NMUny+A-uI7Q!{;385@Tv}
z_nsR8)yuEl{sc|(MA7qGMJ%kUjy#L_um^?Tu`9~-0*JU1$v&7*Jf{urxe33!qQzxl
zXa>R+R5lTBt6=}ju_DdVn#(tttgn&|HAyCN7Oq@#SxzCMl#AlVq?^3^d&YHK-$nV#
zIgWe8r$3ob7Q{Oh@8}YN;_5o;syt~W>1x5#!ha!R>mOKMo&Z9HX(<NhM}rjYn}GER
zW@mpX`}P^^0A)pY-<T3xCc2ygwk!gr?^4GQ19_hVg9$dW7_|FLh-&Ai5Pj9SS9Bx(
z8{bM}aiaZA?2y_E0l8OgH?N4c7(wfI&DE%HzG;8%yhpnta;}Ei&pcPV>iY1}qaqQ5
za>P&jyR;EW&?!@mBp5gOQ$AL^fNz3$a%^*H;!w*<unSl)h4%!KQ13uNDQ)ykYxRux
zPBUth-Mo-Rwes6z&kV1du<J%#hVQ$>=`03{T!tm6m3L=4)vtm&p8d{dt_LAcx3#OR
z1WadyjPjJV;^)H471@}AZJR{Tr5_HHFU>`*Fy2bD@}EL|DKDw<J{#er6kp4KxAT$`
z(~$h-U|mfvs@?mu^$UlE0QEB@g+8wU#llObk%4}MwH#Cw_h~5?`UM1U{2tQ;nkH6{
znhvI{Q5HO^uQ>SmQIqmc5O8O;B<{+YP2s1SJ8LCB5C;d79t|^|7YZ*Nr0kSqO<Z)(
z6>8`?;bOc!@YSo8F6kzNs%g&|uCQP274*4rAYaZlSjn1tdZ{B*YvFzur}Mgzxx~K9
zkemIt)m7EHjFA4T&jm>Oc?FsJ3Ln-51Y6j>p#v72jZ%cc@<j9#+5I!j(4UFwx!$xt
zK-#Wwch|VWTi!p3cy(omT3jh@XjJt1`9Up08-vw&9#qkPubJu5cD$~g<9m`zt2{f8
za-~Y^?^uK$X~>Cxh%tF8LOYXS=m)wnUcD{0#L0I*UMH*B;gK-o_`iy~_OB+dEDAKp
z2&kn{5J(-@$iqo+D29L#L6<1j7DzktOpuo-EYd<0;t(lPY@u}(#gU>RMWR7aNCHcc
zmn6_45WqZ`62e0sfl7o#37rrXDPhjV{sr?(?=Q*9W39XHz27<e?DKtli<bX+{%$_f
zlU0^~{C?1bP}dm^Yb6+8NUyw5wk_xMm8eWn=xx`MngrbDy7<m1OCOAdg%+Yr6K>pW
zsxO@G)459>#Ob#r#utVRiX|di#{|1gCCS>E8jbK~$J$G(=+#t?1^`Heu-jVToBugs
z?@aTPbW$P<=hQrZZDCg}ja0mnb1EInl83AHO2CR~Yjw|`w8$+NS<c*+=?m@uXjPfH
zH~+HAGJeP@2wewKpo?wAoari1PVdo+x+Oyv&+<III~}TbKmXpdBUM_q@BDJA7F%MI
z(l9#>*6M{;zH|;t=L)B@00HM>wT@aDe3{SC$7XKTbdn{P=Yd!l9Up1_f{H&#xe4m(
z!?<3Ivsop5;9aq%785lk7GB!I`|tk9_f3D%uxiUO!Op!9rk6)g7RLmUM+DRq^CO}5
z^^TO3hL0B8b%6{Jyw9h+)4Jn0an#PuOZUO)`I;5dX|*je{)Z5i6uYZk>?d&;N_<op
zGe&~0NeMBkX|vD78Sw`ghw^UBzi@?RagZZqX`2R65?6+P?K_qI=wVsosmJ!b=pv@h
z*LRy__YQB5<3$qdALHB435aQ8yCpC4h8@`|Q?)(gzOKMixOCAFm+>Ac<e=iqKp)fN
zw%hl1Mx~Ahdg(le1E%d(d4pA-I6SP%f77iv{Gsn=>&!-}$FNtXo9%YS(%*TlX@69q
zDpwY0mu-wcnMhFCgAd;G$Fn`(livt|tx*_--+Y5<<3df@pEeC?^6B$xm}fRHNbo`@
z4ONGd7Vblta!~dXc7>8J@BDqvQ<jdnkT7J)477Y9@CyL5Z<7O84)^r*xMSsgeS<=#
zUeS^ffA;}u%`Kv*S>cxhO(Su<<>jngQ0{ie5=@7<+`pkj9tK_}@U;aJ_c3WLrPa0d
zI#tI_US&3V?%y8^BHN@n+Lxf~?*v8y&_+Z>H)C-k2IQ{qT>*1}u1qOCTd$Way*6k^
zv=BF1WL8#ILvXs_oO5yV1JBAckytoY3sX!kZTn10!|I@zdZ?{yS8$J5nVXx}fZ6={
z)fX*t)c{Q4me21r!{_kkr~cVre<hxM`cW=Gp8=Vy+3a>Nct!}gAtUj5qC-JJ<nzWM
z@&SQ(M^1>*XpBrCxVZ%bWaU*b)s9lgLdbd?u+h0LCN#7Lf#p+l<mQ}!h&?W3HX0@X
zAjLnv;n`xw?qzwM<R=={#2kaBYD$#zB)$@qog?CgFiGE9J0`7>f{V5%p6X(c2<NU-
z!zq+nxWbyY)?;CkI3$c`Vv;VlE|p8A!;&%rd3Rq{EjSy0wF3P{>d%S-D+dkKA0y(w
z=JCN`UJJNp5NJk$Dusct9RA+J^htkhIgzGBVCz$;RgH%FyfIG7UNYW{4OM(g!(sgO
znMdD7F{OT)>S+CK_N_%!h(Lg+A$jrp5EnHb^~ex63`xDgX3C!Smk1J{mGXvuWDu~E
z$@B^dzFwGgDrpLmnUi<w)!a_zo=guHm+k?l&|}B^W+vcLUg%g|<Tc1KF<VOJm~KwQ
zwB)r|y&lg>sO=974GU8O4<(;x0HsPt5|H4Ma*oU8W-V0R&_MJV%zwv%A2PUy+C1;u
zxpFz8&6sTO5uM<v$`X!_MxV%@DTq`ltiL``;df5x7Rp8h<?1Wlfy%t2z+&)6_Ql-|
zyU7<5a*?59IkHHGv*=1l?znTO+esPs*>?+B!}G6RJV^;~b8!jJ5hks}Hj($)J2*tW
z@UyY8!FhP_8LQ-1Z18;e*--@Q*(PDdv#41>|KvvO*-NE<{tQhxUNzQ4i=uVN8WVA1
zPEmcv<TE>km<EK`t<$ev;I?OzmSpvuw|PlqeVhQ2Oob0skvi5;WoS*2SELn3NfyRx
zBY6Jl;E-ezyXEa91(5Zo*p+bhs>hi@#lA`1f6@L{Ssds;6HTG8J66=rc$&hF;*aV>
z<;gQ=ev1(y`(Dkqw}0PbJ0C(Ow_Id@G5)~sh5l|xS<;sHJXq8RNj;XU7YIl1)r524
z?u1LW?zq4}BY!;N-(_i*hhX`CB6^9@W(#}4E5!ii#=^Q$x9*+X_wLP1nO|gcP0b<B
zwQF4H@Mxg?3D9x~*-Ht$fwdw>0-y7rx)UV)PSArlMj{RKk~|PpG?8tEr-DFv23H*L
zlGX8g)(Z8+;R+dnQ!QBeI1hjT4G4!cC4Vety$Iq!E)+2+EGYRgm59vB5E-rmBB!{o
zqqQs#;55MS&jy>njX`(*KgmV#3)&cea{PuhU(XP4MV;R5n<hDLcH)aReYy)>3MOA+
zL9`FX)9*IO&z(o#vZ#JZ8#C{-+2EuPUU|!1pY2BbW^(n9zYb&Xn4XlFuUBNFPmdi5
LJ6v}t;o|=QmQ%&8

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/chiffchaff_classification.json b/modelling/data/abingdon-all/seasonal/chiffchaff_classification.json
new file mode 100644
index 0000000..2c1ee47
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/chiffchaff_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Chiffchaff",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "broad",
+    "window_shape": "sharp",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "broad_season",
+      "sharp_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.03,
+    "season_end_month": 7.35,
+    "forcing_peak_month": 4.255,
+    "season_width_months": 4.32,
+    "season_midpoint_month": 5.19,
+    "season_start_label": "March",
+    "season_end_label": "July",
+    "forcing_peak_label": "April"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.208,
+    "DECAY": 1.953,
+    "OOS_DECAY": 4.463,
+    "POST_PEAK_DECAY": 2.812,
+    "POST_PEAK_SHARPNESS": 6.114,
+    "SEASON_START": 3.03,
+    "SEASON_END": 7.35,
+    "SHARPNESS": 8.426,
+    "FORCING_PEAK": 4.255
+  },
+  "fit": {
+    "score": 0.024
+  },
+  "warnings": [],
+  "summary": "Chiffchaff is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to July, with a spring peak around April. The season is broad, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/chiffchaff_consensus.json b/modelling/data/abingdon-all/seasonal/chiffchaff_consensus.json
new file mode 100644
index 0000000..095b76b
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/chiffchaff_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.208",
+  "DECAY": "1.953",
+  "OOS_DECAY": "4.463",
+  "POST_PEAK_DECAY": "2.812",
+  "POST_PEAK_SHARPNESS": "6.114",
+  "SEASON_START": "3.03",
+  "SEASON_END": "7.35",
+  "SHARPNESS": "8.426",
+  "FORCING_PEAK": "4.255",
+  "SCORE": "0.024",
+  "SPECIES": "Chiffchaff"
+}
diff --git a/modelling/data/abingdon-all/seasonal/chiffchaff_observed.csv b/modelling/data/abingdon-all/seasonal/chiffchaff_observed.csv
new file mode 100644
index 0000000..83bbb21
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/chiffchaff_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,19
+4,40
+5,33
+6,22
+7,5
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/chiffchaff_parameters.csv b/modelling/data/abingdon-all/seasonal/chiffchaff_parameters.csv
new file mode 100644
index 0000000..d5847ee
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/chiffchaff_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 10:57:31,chiffchaff_observed.csv,1.032,2.699,7.31,2.22,9.087,2.25,7.84,1.577,3.95,0.03385809753283383335447200000,
+2026-05-21 10:57:32,chiffchaff_observed.csv,2.215,2.723,6.259,7.16,9.001,3.65,7.93,14.458,4.65,0.02295656020951299355392142526,
+2026-05-21 10:57:32,chiffchaff_observed.csv,3.025,0.647,4.858,1.831,7.669,3.61,6.05,2.629,4.97,0.08098176597440788887845161734,
+2026-05-21 10:57:32,chiffchaff_observed.csv,4.096,0.973,2.581,0.217,4.17,2.03,6.57,14.412,4.11,0.05614690989947858398737887211,
+2026-05-21 10:57:32,chiffchaff_observed.csv,4.682,2.578,7.186,3.711,7.655,2.02,7.69,7.864,4.18,0.05843695772567863610823601173,
+2026-05-21 10:57:33,chiffchaff_observed.csv,1.117,2.385,4.371,1.907,2.125,3.53,7.26,3.773,3.98,0.006817748618482624686244275538,
+2026-05-21 10:57:33,chiffchaff_observed.csv,3.812,2.129,7.383,3.759,7.622,3.4,6.78,6.796,5.23,0.05819374516244354887944705558,
+2026-05-21 10:57:33,chiffchaff_observed.csv,3.192,2.356,3.163,5.215,9.292,2.53,7.56,6.051,4.37,0.03845328889826306474780940456,
+2026-05-21 10:57:33,chiffchaff_observed.csv,2.52,2.949,1.243,6.326,6.85,3.69,6.1,10.629,3.79,0.07207488065805344108183392221,
+2026-05-21 10:57:34,chiffchaff_observed.csv,2.132,0.575,3.136,6.855,4.189,3.46,6.37,6.771,4.47,0.05890053910004847202558832203,
+2026-05-21 10:57:34,chiffchaff_observed.csv,2.815,2.145,6.645,1.005,8.289,2.67,7.55,4.886,3.83,0.02547782566195796096773682578,
+2026-05-21 10:57:34,chiffchaff_observed.csv,1.276,2.237,1.267,0.367,9.312,3.15,7.11,6.278,4.21,0.003607248381647852799233678987,
+2026-05-21 10:57:35,chiffchaff_observed.csv,1.655,1.688,4.383,1.401,4.177,2.8,6.32,14.787,3.86,0.03575219031688566198842997881,
+2026-05-21 10:57:35,chiffchaff_observed.csv,1.61,1.806,3.864,0.678,1.136,3.07,6.38,7.11,4.64,0.04650283453857763542157541745,
+2026-05-21 10:57:35,chiffchaff_observed.csv,3.466,2.501,1.235,7.28,2.576,2.89,7.41,3.169,4.53,0.03412328038040762814809418697,
+2026-05-21 10:57:35,chiffchaff_observed.csv,4.891,2.635,2.706,7.893,2.417,3.77,7.18,12.324,5.42,0.06312951814421471175067585103,
+2026-05-21 10:57:36,chiffchaff_observed.csv,1.464,1.399,4.805,6.44,6.438,2.66,6.36,12.201,2.81,0.1686190293878691989576826173,
+2026-05-21 10:57:36,chiffchaff_observed.csv,2.521,1.08,7.772,5.242,4.851,2.55,6.7,1.562,2.73,0.1538969883768726007794074166,
+2026-05-21 10:57:36,chiffchaff_observed.csv,1.705,1.834,4.438,5.981,3.443,3.4,7.68,10.481,4.98,0.03359306458994291869732818293,
+2026-05-21 10:57:36,chiffchaff_observed.csv,2.532,2.789,2.231,3.996,9.647,2.83,6.55,13.509,3.3,0.09220849802433658422971089949,
+2026-05-21 10:57:37,chiffchaff_observed.csv,2.521,1.692,7.293,2.735,6.079,3.09,7.91,11.39,3.24,0.02384273286637975130532062851,
+2026-05-21 10:57:37,chiffchaff_observed.csv,1.004,2.48,6.571,0.705,9.949,2.72,7.22,7.914,5.43,0.03566107999223616536549189272,
+2026-05-21 10:57:37,chiffchaff_observed.csv,2.528,1.43,6.296,0.764,1.074,2.95,7.01,6.458,4.28,0.02438577512362732683510804240,
+2026-05-21 10:57:38,chiffchaff_observed.csv,4.49,2.764,2.948,5.759,2.832,2.76,7.98,12.225,3.27,0.09920900132665516586459692534,
+2026-05-21 10:57:38,chiffchaff_observed.csv,4.053,1.493,1.628,7.377,5.225,2.09,7.72,14.425,2.54,0.2025237057539666833310129908,
+2026-05-21 10:57:38,chiffchaff_observed.csv,1.592,2.628,3.916,3.774,6.638,3.54,7.29,14.523,3.82,0.02395250262334433073793075752,
+2026-05-21 10:57:38,chiffchaff_observed.csv,3.669,1.192,2.643,6.015,8.747,2.74,7.75,3.786,4.89,0.03389893910641168583128251714,
+2026-05-21 10:57:39,chiffchaff_observed.csv,3.189,0.674,3.965,3.328,7.198,3.51,6.55,5.529,4.69,0.07839939237594027553531919424,
+2026-05-21 10:57:39,chiffchaff_observed.csv,1.403,2.099,3.083,1.945,3.015,2.99,7.51,7.472,3.21,0.01282785335101986756503523948,
+2026-05-21 10:57:39,chiffchaff_observed.csv,3.204,2.93,7.364,2.274,6.581,3.83,7.21,8.288,4.97,0.06855725224593955644178035344,
+2026-05-21 10:57:39,chiffchaff_observed.csv,2.384,0.623,2.298,0.594,5.521,2.78,7.81,3.619,3.42,0.04765220148707044925611810815,
+2026-05-21 10:57:40,chiffchaff_observed.csv,2.544,0.824,4.881,7.974,4.082,3.87,7.42,12.865,5.2,0.08717667265597119242834258868,
+2026-05-21 10:57:40,chiffchaff_observed.csv,1.064,1.295,3.21,4.951,6.003,2.94,6.25,2.249,3.96,0.08046808789202482026318027403,
+2026-05-21 10:57:40,chiffchaff_observed.csv,3.453,2.521,4.898,7.599,3.905,3.69,6.58,13.149,5.42,0.06575175664344645521360177354,
+2026-05-21 10:57:41,chiffchaff_observed.csv,1.166,1.218,7.142,1.416,4.966,2.17,6.1,3.995,3.07,0.1174809478850231146787654128,
+2026-05-21 10:57:41,chiffchaff_observed.csv,3.332,1.938,4.039,0.957,1.201,2.09,6.48,8.163,3.17,0.1092260090287030255230529823,
+2026-05-21 10:57:41,chiffchaff_observed.csv,3.909,2.27,3.808,4.774,4.33,3.71,6.0,5.715,5.06,0.08019284367224885915567345719,
+2026-05-21 10:57:41,chiffchaff_observed.csv,2.067,2.055,5.198,5.599,5.064,3.31,6.63,6.244,5.36,0.05633044099289981238782468900,
+2026-05-21 10:57:42,chiffchaff_observed.csv,3.914,2.563,5.767,1.396,1.999,3.24,6.7,5.238,5.41,0.05146491917292377973902825974,
+2026-05-21 10:57:42,chiffchaff_observed.csv,1.758,1.389,2.646,1.592,4.328,3.19,6.21,4.265,4.79,0.05776885408218806267345486294,
+2026-05-21 10:57:42,chiffchaff_observed.csv,2.774,2.316,3.845,1.366,5.876,3.14,7.37,14.696,5.18,0.03138559437836045232247235226,
+2026-05-21 10:57:42,chiffchaff_observed.csv,2.799,1.92,3.243,1.991,4.302,3.1,6.85,9.63,5.25,0.04938899899885810000379822131,
+2026-05-21 10:57:43,chiffchaff_observed.csv,2.704,2.183,1.337,0.547,4.402,3.78,6.3,8.379,4.54,0.06591375832437689986877081063,
+2026-05-21 10:57:43,chiffchaff_observed.csv,1.489,1.231,7.943,1.215,3.742,3.35,6.01,3.621,4.95,0.07595881597894384430289669228,
+2026-05-21 10:57:43,chiffchaff_observed.csv,4.566,1.011,2.004,0.969,4.558,3.62,7.09,2.876,3.91,0.03460504466206314867907860585,
+2026-05-21 10:57:44,chiffchaff_observed.csv,2.903,2.856,6.208,6.054,2.913,3.15,6.3,7.59,3.52,0.05931214191652593781129153371,
+2026-05-21 10:57:44,chiffchaff_observed.csv,1.921,1.495,7.547,6.821,2.107,3.17,6.58,11.648,4.95,0.03327947668738171447344030782,
+2026-05-21 10:57:44,chiffchaff_observed.csv,1.044,1.653,7.954,1.702,1.861,2.59,6.68,14.26,5.4,0.06824526225365536840187447345,
+2026-05-21 10:57:44,chiffchaff_observed.csv,3.984,2.32,3.144,3.652,6.21,2.87,7.36,8.816,5.08,0.02374529780846132947107880768,
+2026-05-21 10:57:45,chiffchaff_observed.csv,2.732,2.649,1.089,3.285,9.926,2.05,7.12,5.938,3.73,0.09893182686372934749101857063,
+2026-05-21 10:57:45,chiffchaff_observed.csv,3.412,2.507,5.701,3.64,6.62,3.02,7.57,12.342,3.86,0.01899769461972321722879384765,
+2026-05-21 10:57:45,chiffchaff_observed.csv,1.495,1.774,1.804,0.104,4.865,2.02,7.26,4.83,2.57,0.08327619245364017179186533390,
+2026-05-21 10:57:45,chiffchaff_observed.csv,2.975,1.91,7.097,1.468,7.478,3.43,7.93,3.566,5.43,0.05894776387340862540511983241,
+2026-05-21 10:57:46,chiffchaff_observed.csv,3.56,0.591,3.149,0.707,7.136,2.21,6.08,12.436,3.97,0.05681012600538412269991727795,
+2026-05-21 10:57:46,chiffchaff_observed.csv,1.156,2.418,6.112,5.712,7.843,2.53,6.52,11.623,4.05,0.08323240432496873685895967649,
+2026-05-21 10:57:46,chiffchaff_observed.csv,3.727,1.38,4.507,3.552,8.069,2.39,6.76,5.756,2.87,0.1473530882447760794093524950,
+2026-05-21 10:57:47,chiffchaff_observed.csv,3.67,0.953,3.176,4.754,9.595,3.05,7.46,3.005,5.14,0.03981995501071389276031344493,
+2026-05-21 10:57:47,chiffchaff_observed.csv,1.257,2.858,1.141,7.331,7.486,3.04,6.74,4.192,5.38,0.04726726568838348134553360718,
+2026-05-21 10:57:47,chiffchaff_observed.csv,4.853,0.995,1.314,7.511,5.911,2.13,6.88,7.174,4.26,0.08516348201738148360054249526,
+2026-05-21 10:57:47,chiffchaff_observed.csv,2.079,1.696,1.109,7.885,6.579,2.81,6.05,7.325,4.73,0.04390201615238988004576174100,
+2026-05-21 10:57:48,chiffchaff_observed.csv,3.898,1.736,1.787,2.905,3.122,2.02,6.72,9.833,5.03,0.05578598133993285273799358096,
+2026-05-21 10:57:48,chiffchaff_observed.csv,1.765,1.849,4.524,2.706,6.299,2.04,7.98,9.096,4.11,0.05374777182866779341720697425,
+2026-05-21 10:57:48,chiffchaff_observed.csv,1.024,2.406,6.401,1.4,4.768,2.12,6.95,5.091,2.55,0.1269585532504413598703180659,
+2026-05-21 10:57:48,chiffchaff_observed.csv,4.101,1.813,5.354,2.61,2.738,3.31,6.27,11.501,4.2,0.03801552837811496792036843032,
+2026-05-21 10:57:49,chiffchaff_observed.csv,2.687,1.635,1.39,0.915,7.171,2.42,7.15,5.891,2.67,0.07707903629341960952433734706,
+2026-05-21 10:57:49,chiffchaff_observed.csv,4.572,2.813,3.272,7.34,4.985,3.66,6.03,9.052,4.5,0.07994043397944051307678738033,
+2026-05-21 10:57:49,chiffchaff_observed.csv,3.301,0.811,6.651,5.257,2.589,2.73,7.34,11.11,5.25,0.02600201222481185283970982911,
+2026-05-21 10:57:50,chiffchaff_observed.csv,2.046,1.923,7.131,3.68,9.951,2.99,6.51,3.883,5.1,0.05543833210691159501769686649,
+2026-05-21 10:57:50,chiffchaff_observed.csv,3.955,1.291,3.415,3.114,9.222,2.57,6.71,12.632,3.37,0.1129340838737722668003809557,
+2026-05-21 10:57:50,chiffchaff_observed.csv,1.567,2.304,6.972,7.406,1.263,2.29,6.69,10.095,4.68,0.07535731074873065597389423440,
+2026-05-21 10:57:50,chiffchaff_observed.csv,4.826,2.566,3.621,7.222,5.459,2.11,6.81,9.002,4.33,0.08669907496389761337834532068,
+2026-05-21 10:57:51,chiffchaff_observed.csv,1.095,2.722,4.196,0.344,7.108,3.64,7.38,6.636,3.67,0.03449914810377110916379214276,
+2026-05-21 10:57:51,chiffchaff_observed.csv,4.928,0.719,4.006,5.126,7.592,2.64,6.11,9.262,3.84,0.09548426507658266364432712076,
+2026-05-21 10:57:51,chiffchaff_observed.csv,2.094,1.558,3.108,2.052,6.357,3.44,6.84,9.951,4.31,0.03363328915010596102288908616,
+2026-05-21 10:57:51,chiffchaff_observed.csv,1.536,2.049,3.668,0.472,6.951,2.06,7.6,4.575,3.81,0.04534678443768774592534835754,
+2026-05-21 10:57:52,chiffchaff_observed.csv,2.64,2.743,7.753,3.015,5.715,3.64,7.77,9.856,5.48,0.05032929997588258395352884084,
+2026-05-21 10:57:52,chiffchaff_observed.csv,1.935,0.822,2.434,0.743,7.527,3.51,6.0,4.76,5.05,0.07441618589607015088716732276,
+2026-05-21 10:57:52,chiffchaff_observed.csv,2.093,2.416,7.563,1.087,6.843,2.16,7.08,10.872,3.78,0.05059462330797012093331267824,
+2026-05-21 10:57:52,chiffchaff_observed.csv,4.69,2.623,5.551,0.261,1.042,3.63,6.98,12.765,5.49,0.05355957964766885550435233428,
+2026-05-21 10:57:53,chiffchaff_observed.csv,1.21,1.604,1.756,2.888,7.794,3.52,7.24,1.002,4.03,0.03191838418942341628721203703,
+2026-05-21 10:57:53,chiffchaff_observed.csv,2.069,2.297,1.096,4.523,6.91,2.73,7.66,13.099,3.58,0.06510256048662617849003839639,
+2026-05-21 10:57:53,chiffchaff_observed.csv,1.962,0.941,3.549,6.83,5.619,3.65,7.04,7.596,4.05,0.06715018961094405805483212784,
+2026-05-21 10:57:54,chiffchaff_observed.csv,3.086,1.09,1.85,7.108,8.684,2.78,7.99,5.569,3.75,0.05520784344853144588521315338,
+2026-05-21 10:57:54,chiffchaff_observed.csv,4.052,0.871,5.147,4.516,1.471,3.88,7.82,7.939,4.69,0.06989171957427261913882277064,
+2026-05-21 10:57:54,chiffchaff_observed.csv,4.493,2.218,6.086,1.057,5.431,3.76,6.42,10.262,4.37,0.08812628435686658805231350741,
+2026-05-21 10:57:54,chiffchaff_observed.csv,4.561,1.238,4.756,7.132,2.8,2.24,7.66,5.425,2.51,0.1738328789035420044095106130,
+2026-05-21 10:57:55,chiffchaff_observed.csv,3.25,1.307,1.6,3.888,8.553,2.35,7.27,8.283,2.84,0.1592163643828116500392940132,
+2026-05-21 10:57:55,chiffchaff_observed.csv,3.9,0.59,4.943,4.01,7.651,3.83,7.47,11.753,4.87,0.08953166026103600836048471184,
+2026-05-21 10:57:55,chiffchaff_observed.csv,3.901,1.085,4.454,2.314,2.289,2.23,6.39,5.582,3.65,0.08199756732021640866258449964,
+2026-05-21 10:57:56,chiffchaff_observed.csv,4.6,2.131,7.169,0.048,3.11,2.59,7.51,1.886,4.86,0.05143042962870518213572257369,
+2026-05-21 10:57:56,chiffchaff_observed.csv,3.903,1.386,6.366,3.912,4.899,3.17,6.38,14.641,3.41,0.06027135484875894466441410752,
+2026-05-21 10:57:56,chiffchaff_observed.csv,2.58,2.97,7.787,2.283,8.493,3.07,6.41,13.168,5.1,0.04822877680651057969686295275,
+2026-05-21 10:57:56,chiffchaff_observed.csv,2.931,2.517,5.48,7.336,5.501,2.85,6.58,4.414,2.97,0.1373499805654822525594846671,
+2026-05-21 10:57:57,chiffchaff_observed.csv,4.458,0.722,6.422,1.148,4.657,3.05,6.81,3.95,4.48,0.05548264554540017771367322589,
+2026-05-21 10:57:57,chiffchaff_observed.csv,4.641,1.302,4.948,5.027,8.253,3.45,7.8,12.34,3.48,0.04420690042985253692628320054,
+2026-05-21 10:57:57,chiffchaff_observed.csv,2.365,1.386,5.562,5.484,2.774,2.26,6.81,2.378,5.21,0.05122452595239863799504788672,
+2026-05-21 10:57:57,chiffchaff_observed.csv,3.69,0.821,2.916,2.144,8.252,2.18,6.53,7.153,3.27,0.1173666778814154689945860636,
+2026-05-21 10:57:58,chiffchaff_observed.csv,1.094,0.936,5.339,5.062,4.36,2.66,6.55,4.475,3.69,0.09107864672624955663518255252,
+2026-05-21 10:57:58,chiffchaff_observed.csv,2.203,0.624,4.247,0.553,3.525,2.57,7.5,8.985,2.68,0.02865929572235206580978695943,
+2026-05-21 10:57:58,chiffchaff_observed.csv,2.583,1.111,5.646,1.3,2.576,2.58,7.02,8.537,4.52,0.02285079833760496874503459759,
+2026-05-21 10:57:59,chiffchaff_observed.csv,1.523,1.639,7.013,1.281,7.139,3.15,7.04,3.006,5.44,0.04094503443606771378005427668,
+2026-05-21 10:57:59,chiffchaff_observed.csv,4.935,0.911,2.332,3.565,3.431,3.93,7.13,5.2,3.95,0.02518596540358239609099954969,
+2026-05-21 10:57:59,chiffchaff_observed.csv,1.547,2.494,1.256,2.14,3.735,2.08,6.44,14.521,5.17,0.07842895327249501255199611589,
+2026-05-21 10:57:59,chiffchaff_observed.csv,2.769,0.806,6.178,5.643,7.348,3.73,7.95,7.206,5.35,0.08576402182918288636092225161,
+2026-05-21 10:58:00,chiffchaff_observed.csv,1.641,0.773,3.214,7.777,8.746,3.43,6.14,14.915,3.97,0.1034690547813493433118139029,
+2026-05-21 10:58:00,chiffchaff_observed.csv,1.432,2.992,6.11,7.513,3.727,2.76,7.57,10.28,4.73,0.01080650187727045055311007955,
+2026-05-21 10:58:00,chiffchaff_observed.csv,2.629,2.721,1.972,5.989,4.629,3.19,6.62,12.717,5.16,0.04868148628700689740734798774,
+2026-05-21 10:58:00,chiffchaff_observed.csv,4.166,2.86,3.092,4.92,7.316,3.37,6.85,9.738,5.25,0.05141574108659644219007185803,
+2026-05-21 10:58:01,chiffchaff_observed.csv,1.009,1.099,4.066,0.617,6.149,2.76,7.7,13.016,4.19,0.007076190638435242223473553516,
+2026-05-21 10:58:01,chiffchaff_observed.csv,2.821,2.931,5.286,0.458,8.817,3.65,7.1,6.09,5.13,0.04751045725783688888923238517,
+2026-05-21 10:58:01,chiffchaff_observed.csv,2.551,2.746,6.476,6.69,1.94,3.0,6.01,14.118,4.01,0.08103259448747857726041937648,
+2026-05-21 10:58:02,chiffchaff_observed.csv,3.535,2.633,7.637,5.326,8.706,3.98,7.86,3.603,5.33,0.08843075591694031872504053010,
+2026-05-21 10:58:02,chiffchaff_observed.csv,3.45,1.388,5.859,1.279,4.931,2.0,7.53,2.104,3.31,0.04659027382441260801678083333,
+2026-05-21 10:58:02,chiffchaff_observed.csv,3.951,1.315,6.053,2.951,4.248,3.51,7.5,6.103,4.45,0.03876723453333425024666993987,
+2026-05-21 10:58:02,chiffchaff_observed.csv,2.044,0.623,1.481,5.788,5.221,3.56,6.04,13.646,5.03,0.08456178036004540349318522316,
+2026-05-21 10:58:03,chiffchaff_observed.csv,3.795,0.721,7.428,3.03,4.088,3.74,7.08,7.019,4.45,0.09501930794446384722703948070,
+2026-05-21 10:58:03,chiffchaff_observed.csv,2.627,1.743,7.113,0.632,8.882,2.95,6.04,6.257,5.05,0.06097793508987379679337258204,
+2026-05-21 10:58:03,chiffchaff_observed.csv,1.613,2.68,2.214,6.559,1.75,2.46,7.12,6.387,2.55,0.1407556630898371747952637812,
+2026-05-21 10:58:03,chiffchaff_observed.csv,4.74,0.815,2.463,4.476,7.034,2.25,6.68,5.982,2.66,0.1773742325591956829524780391,
+2026-05-21 10:58:04,chiffchaff_observed.csv,1.306,1.494,5.43,5.968,8.508,3.36,7.78,10.531,5.36,0.03821050323424235621715237126,
+2026-05-21 10:58:04,chiffchaff_observed.csv,1.468,1.852,1.426,0.39,4.584,2.33,7.85,14.796,2.71,0.07310737399923126487477800006,
+2026-05-21 10:58:04,chiffchaff_observed.csv,4.364,0.619,6.815,4.25,3.68,2.4,7.26,3.89,5.28,0.05142108944190144972469075925,
+2026-05-21 10:58:05,chiffchaff_observed.csv,1.5,2.331,7.416,4.887,8.375,3.77,7.75,5.271,4.47,0.05046596201212682275658988249,
+2026-05-21 10:58:05,chiffchaff_observed.csv,3.647,0.604,1.511,3.38,1.676,2.14,7.24,4.08,3.06,0.1327035966828219714667296700,
+2026-05-21 10:58:05,chiffchaff_observed.csv,3.391,1.458,3.098,3.43,8.952,3.49,7.01,7.782,4.69,0.06257398913785959387766508324,
+2026-05-21 10:58:05,chiffchaff_observed.csv,4.512,0.72,7.159,6.993,6.956,3.72,7.02,9.431,4.05,0.09470433084863882592654147868,
+2026-05-21 10:58:06,chiffchaff_observed.csv,3.471,2.395,6.652,7.013,2.685,3.06,6.43,5.21,3.7,0.05866434978828127119831869688,
+2026-05-21 10:58:06,chiffchaff_observed.csv,4.284,1.703,1.226,4.39,7.455,3.42,6.65,6.721,4.73,0.06103455699572371098284097707,
+2026-05-21 10:58:06,chiffchaff_observed.csv,3.937,1.083,2.241,4.794,4.605,3.83,7.97,9.218,3.98,0.05671139068123450478518476001,
+2026-05-21 10:58:06,chiffchaff_observed.csv,2.65,2.717,7.321,6.834,2.256,2.41,6.96,2.589,4.29,0.06843646646611707413089747386,
+2026-05-21 10:58:07,chiffchaff_observed.csv,3.289,1.559,1.29,3.232,2.874,3.12,6.09,9.922,4.03,0.04419044919566404765574161498,
+2026-05-21 10:58:07,chiffchaff_observed.csv,1.357,0.955,3.47,1.228,1.194,3.73,6.24,10.924,5.33,0.09779673221899764155174366053,
+2026-05-21 10:58:07,chiffchaff_observed.csv,4.644,0.814,2.928,0.314,9.256,3.86,7.23,7.897,4.88,0.1255276055218620893141842058,
+2026-05-21 10:58:08,chiffchaff_observed.csv,3.147,1.793,1.509,3.618,8.326,2.36,7.44,3.857,4.3,0.03839093999407245384593836457,
+2026-05-21 10:58:08,chiffchaff_observed.csv,4.153,2.109,6.454,1.605,8.303,2.18,6.82,14.298,3.92,0.07129644312721076614212257817,
+2026-05-21 10:58:08,chiffchaff_observed.csv,2.182,2.922,3.041,0.492,5.148,2.4,6.54,10.858,5.49,0.07201510197297652235741984702,
+2026-05-21 10:58:08,chiffchaff_observed.csv,3.637,2.235,3.842,5.171,9.596,3.24,6.59,5.139,4.1,0.04796563444739805873769965005,
+2026-05-21 10:58:09,chiffchaff_observed.csv,1.255,2.425,6.618,0.821,5.062,3.11,6.84,14.742,4.16,0.02186210266386742822221508435,
+2026-05-21 10:58:09,chiffchaff_observed.csv,3.12,0.637,1.842,7.873,7.644,3.45,7.58,7.785,5.2,0.05387463813571493038310856330,
+2026-05-21 10:58:09,chiffchaff_observed.csv,2.404,1.411,3.653,0.363,8.084,2.78,7.39,8.539,5.41,0.04809566078564753784869388631,
+2026-05-21 10:58:09,chiffchaff_observed.csv,2.135,1.626,3.665,7.594,1.111,2.3,6.5,2.711,4.01,0.1137506931757488257570784312,
+2026-05-21 10:58:10,chiffchaff_observed.csv,2.042,1.336,3.394,7.22,1.27,3.58,6.76,13.884,4.56,0.03753936198805792839062296529,
+2026-05-21 10:58:10,chiffchaff_observed.csv,2.695,2.311,6.89,6.708,7.122,2.0,7.89,10.227,4.64,0.05006669218434061690956684612,
+2026-05-21 10:58:10,chiffchaff_observed.csv,2.623,2.697,2.252,7.246,5.62,2.19,7.98,10.315,3.04,0.1578945322519321815774360155,
+2026-05-21 10:58:11,chiffchaff_observed.csv,1.016,1.585,3.291,5.249,9.953,2.11,6.13,12.334,4.71,0.07220566968706853838676197888,
+2026-05-21 10:58:11,chiffchaff_observed.csv,2.123,2.258,7.07,3.105,1.315,2.18,6.01,3.106,5.46,0.06334150124948673729165099590,
+2026-05-21 10:58:11,chiffchaff_observed.csv,4.956,1.927,3.92,5.507,8.418,3.41,6.94,5.325,4.37,0.04342175226120054664801397381,
+2026-05-21 10:58:11,chiffchaff_observed.csv,4.083,2.537,5.986,7.852,4.248,2.64,6.95,3.36,3.13,0.1375186555367967947871541945,
+2026-05-21 10:58:12,chiffchaff_observed.csv,3.249,0.529,5.722,0.851,8.397,2.9,6.98,13.884,3.92,0.002227277282199626424357052686,
+2026-05-21 10:58:12,chiffchaff_observed.csv,2.295,2.36,5.319,5.762,6.053,3.3,7.85,3.469,4.76,0.03442322490234544736672107410,
+2026-05-21 10:58:12,chiffchaff_observed.csv,2.101,1.193,6.186,6.455,3.184,2.75,7.98,7.4,5.4,0.02611898613191503663871279943,
+2026-05-21 10:58:12,chiffchaff_observed.csv,4.624,2.708,7.213,0.716,6.313,2.32,6.43,13.21,4.71,0.05806901452281428539286713321,
+2026-05-21 10:58:13,chiffchaff_observed.csv,2.126,0.652,1.186,1.712,7.261,3.21,6.7,8.315,3.21,0.03176730138737878837545352748,
+2026-05-21 10:58:13,chiffchaff_observed.csv,4.785,0.982,4.709,6.627,8.004,3.28,7.48,12.291,3.44,0.07857026816961583771715325748,
+2026-05-21 10:58:13,chiffchaff_observed.csv,3.268,2.44,3.116,4.372,4.548,2.32,7.18,11.155,4.24,0.05054926629198865623644889552,
+2026-05-21 10:58:14,chiffchaff_observed.csv,3.406,0.697,2.599,6.495,2.983,2.03,7.06,8.752,4.52,0.07427657939664314416655647034,
+2026-05-21 10:58:14,chiffchaff_observed.csv,2.149,1.457,7.155,7.33,2.214,3.67,6.27,8.887,5.05,0.07532944995068431131938241072,
+2026-05-21 10:58:14,chiffchaff_observed.csv,2.688,1.509,6.506,1.265,3.886,4.0,6.94,1.724,5.03,0.05801071115034786739120967675,
+2026-05-21 10:58:14,chiffchaff_observed.csv,3.4,2.682,7.397,1.817,8.418,3.92,6.85,2.844,4.02,0.04424871658987474499417238115,
+2026-05-21 10:58:15,chiffchaff_observed.csv,4.58,2.03,3.454,6.934,4.113,2.55,7.71,10.18,3.39,0.1188108114975983127529589816,
+2026-05-21 10:58:15,chiffchaff_observed.csv,4.37,1.925,4.974,5.339,2.763,2.13,7.23,2.532,2.69,0.1780627907908825992678558945,
+2026-05-21 10:58:15,chiffchaff_observed.csv,1.854,2.298,3.505,7.974,3.422,3.04,7.14,4.016,4.72,0.03222039035670910678086856483,
+2026-05-21 10:58:15,chiffchaff_observed.csv,1.279,0.651,2.997,4.878,6.878,2.35,7.27,6.651,2.96,0.1655776817275684582004477850,
+2026-05-21 10:58:16,chiffchaff_observed.csv,3.615,1.49,3.396,1.861,2.344,2.05,6.63,9.254,3.5,0.1127663836603446527782997399,
+2026-05-21 10:58:16,chiffchaff_observed.csv,2.214,2.871,7.072,1.669,8.768,2.95,7.59,2.928,3.57,0.02590102608940699510120808786,
+2026-05-21 10:58:16,chiffchaff_observed.csv,3.652,0.974,2.657,1.102,6.841,3.97,6.64,7.428,4.96,0.1122293648282074044981996850,
+2026-05-21 10:58:17,chiffchaff_observed.csv,4.433,1.889,1.819,7.231,1.551,2.01,6.74,1.64,4.25,0.1388912055046252569493821700,
+2026-05-21 10:58:17,chiffchaff_observed.csv,3.558,0.538,7.105,7.682,6.713,2.11,7.6,12.142,3.69,0.1196551959401596855841469395,
+2026-05-21 10:58:17,chiffchaff_observed.csv,4.282,1.405,1.814,0.844,3.547,2.23,6.11,14.42,4.58,0.05765264143406788091919787891,
+2026-05-21 10:58:17,chiffchaff_observed.csv,2.664,0.957,2.296,3.793,5.806,2.86,7.1,13.281,5.3,0.02988603414780949405734038008,
+2026-05-21 10:58:18,chiffchaff_observed.csv,3.65,1.856,6.854,0.491,2.622,3.31,6.68,2.403,3.64,0.05154962526243698500007228036,
+2026-05-21 10:58:18,chiffchaff_observed.csv,2.794,2.666,1.852,4.692,9.359,2.97,7.72,4.815,4.5,0.006409111722556756884554323944,
+2026-05-21 10:58:18,chiffchaff_observed.csv,2.945,2.143,6.25,1.89,4.277,2.39,7.58,1.456,5.06,0.04770868346596113246930181481,
+2026-05-21 10:58:18,chiffchaff_observed.csv,1.08,1.627,7.722,0.767,2.886,3.12,7.84,3.664,3.47,0.003382793724742827977675421682,
+2026-05-21 10:58:19,chiffchaff_observed.csv,1.23,2.058,1.294,4.973,4.608,3.19,6.12,4.769,5.21,0.05720132417663977397020012944,
+2026-05-21 10:58:19,chiffchaff_observed.csv,3.917,2.947,2.191,4.722,6.668,2.39,7.79,2.201,5.1,0.04881764271283767380332319453,
+2026-05-21 10:58:19,chiffchaff_observed.csv,4.684,2.645,3.421,6.461,9.186,3.91,6.8,10.543,4.06,0.08658723838007490173644806596,
+2026-05-21 10:58:20,chiffchaff_observed.csv,2.957,2.994,5.461,1.681,9.533,2.25,6.95,8.036,3.12,0.1153094072047203163000078310,
+2026-05-21 10:58:20,chiffchaff_observed.csv,4.726,0.534,4.072,5.425,9.598,2.27,7.27,8.837,4.7,0.08096863927588140725435301128,
+2026-05-21 10:58:20,chiffchaff_observed.csv,4.019,1.528,6.726,0.393,5.728,3.58,7.79,1.293,4.44,0.09051159279185499770874999999,
+2026-05-21 10:58:20,chiffchaff_observed.csv,1.685,0.656,7.56,2.798,5.903,3.91,6.7,13.695,4.6,0.1094556757788686228552265521,
+2026-05-21 10:58:21,chiffchaff_observed.csv,1.567,2.492,5.661,1.134,6.291,2.42,6.62,11.684,4.46,0.05493027249518634495271420099,
+2026-05-21 10:58:21,chiffchaff_observed.csv,1.319,2.838,6.343,3.012,5.107,3.27,7.53,10.757,3.31,0.01728228017141353604808091254,
+2026-05-21 10:58:21,chiffchaff_observed.csv,2.266,2.563,1.028,5.911,2.424,3.58,6.52,1.79,4.33,0.03278931724669424410624825231,
+2026-05-21 10:58:21,chiffchaff_observed.csv,2.794,2.257,7.647,1.079,7.914,3.69,7.51,7.122,4.97,0.05069503150380991075344080225,
+2026-05-21 10:58:22,chiffchaff_observed.csv,3.034,1.946,3.268,1.714,6.187,2.65,7.1,5.483,4.45,0.02408065935077721376122768077,
+2026-05-21 10:58:22,chiffchaff_observed.csv,4.687,1.151,7.003,4.693,1.609,3.98,6.24,8.21,5.37,0.1129965112019412329164688035,
+2026-05-21 10:58:22,chiffchaff_observed.csv,2.515,1.785,5.533,2.574,3.501,2.65,7.01,7.38,5.03,0.02387547728200256768313333765,
+2026-05-21 10:58:23,chiffchaff_observed.csv,1.834,2.983,7.729,4.972,8.593,3.07,7.67,13.837,4.74,0.00440631876146967148204171153,
+2026-05-21 10:58:23,chiffchaff_observed.csv,3.276,0.713,7.669,1.597,1.779,3.4,7.97,10.197,4.36,0.03835247157095740165850691731,
+2026-05-21 10:58:23,chiffchaff_observed.csv,3.525,2.752,2.791,0.81,6.355,3.67,6.56,1.119,4.47,0.04729358267166683363854166666,
+2026-05-21 10:58:23,chiffchaff_observed.csv,2.057,2.999,5.998,7.592,4.478,2.23,7.4,2.938,3.25,0.1485661729489016630340513094,
+2026-05-21 10:58:24,chiffchaff_observed.csv,1.408,2.638,5.806,7.614,7.093,3.44,7.77,6.998,4.23,0.0267228700661468849800779076,
+2026-05-21 10:58:24,chiffchaff_observed.csv,1.451,1.823,1.078,0.996,6.53,2.66,7.6,10.157,3.05,0.04211021835578111612665810405,
+2026-05-21 10:58:24,chiffchaff_observed.csv,2.946,2.815,3.634,7.408,2.535,2.49,6.5,5.257,2.59,0.1509179625558337844199744271,
+2026-05-21 10:58:25,chiffchaff_observed.csv,3.261,2.604,1.842,2.721,3.606,2.0,7.22,1.996,4.55,0.03896702806524821874327614815,
+2026-05-21 10:58:25,chiffchaff_observed.csv,2.263,0.688,4.319,1.095,4.506,3.49,6.74,3.646,3.59,0.05334477078797107883957722721,
+2026-05-21 10:58:25,chiffchaff_observed.csv,2.09,2.548,3.58,7.474,3.515,2.83,6.13,13.605,3.22,0.1428247630265246028352321738,
+2026-05-21 10:58:25,chiffchaff_observed.csv,3.765,1.104,4.488,1.901,9.57,2.69,6.55,1.094,4.68,0.03024075689969419813870033333,
+2026-05-21 10:58:26,chiffchaff_observed.csv,3.887,1.96,3.559,3.25,6.665,3.3,7.3,13.457,3.76,0.02091040375793170890991463679,
diff --git a/modelling/data/abingdon-all/seasonal/chiffchaff_simulated.csv b/modelling/data/abingdon-all/seasonal/chiffchaff_simulated.csv
new file mode 100644
index 0000000..4315430
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/chiffchaff_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,4.48808E-9,0.1,0,0.01,4.25657E-9
+RungeKutta4,2,0.2,1.33944E-8,0.1,0,0.01,1.27035E-8
+RungeKutta4,3,0.3,3.40826E-8,0.1,0,0.01,3.23245E-8
+RungeKutta4,4,0.4,8.39923E-8,0.1,0,0.01,7.96596E-8
+RungeKutta4,5,0.5,2.05188E-7,0.1,0,0.01,1.94604E-7
+RungeKutta4,6,0.6,4.99351E-7,0.1,0,0.01,4.73592E-7
+RungeKutta4,7,0.7,0.00000121200,0.1,0,0.01,0.00000114948
+RungeKutta4,8,0.8,0.00000293475,0.1,0,0.01,0.00000278336
+RungeKutta4,9,0.9,0.00000709058,0.1,0,0.01,0.00000672482
+RungeKutta4,10,1.0,0.0000170948,0.1,0,0.01,0.0000162130
+RungeKutta4,11,1.1,0.0000411273,0.1,0,0.01,0.0000390058
+RungeKutta4,12,1.2,0.0000987388,0.1,0,0.01,0.0000936454
+RungeKutta4,13,1.3,0.000236527,0.1,0,0.01,0.000224326
+RungeKutta4,14,1.4,0.000565140,0.1,0,0.01,0.000535988
+RungeKutta4,15,1.5,0.00134562,0.1,0,0.01,0.00127621
+RungeKutta4,16,1.6,0.00318599,0.1,0,0.01,0.00302164
+RungeKutta4,17,1.7,0.00746481,0.1,0,0.01,0.00707974
+RungeKutta4,18,1.8,0.0171300,0.1,0,0.01,0.0162464
+RungeKutta4,19,1.9,0.0377440,0.1,0,0.01,0.0357970
+RungeKutta4,20,2.0,0.0774137,0.1,0,0.01,0.0734204
+RungeKutta4,21,2.1,0.142861,0.1,0,0.01,0.135492
+RungeKutta4,22,2.2,0.232893,0.1,0,0.01,0.220879
+RungeKutta4,23,2.3,0.337664,0.1,0,0.01,0.320246
+RungeKutta4,24,2.4,0.445201,0.1,0,0.01,0.422236
+RungeKutta4,25,2.5,0.546853,0.1,0,0.01,0.518644
+RungeKutta4,26,2.6,0.638248,0.1,0,0.01,0.605324
+RungeKutta4,27,2.7,0.718053,0.1,0,0.01,0.681013
+RungeKutta4,28,2.8,0.786567,0.1,0,0.01,0.745992
+RungeKutta4,29,2.9,0.844781,0.1,0,0.01,0.801204
+RungeKutta4,30,3.0,0.893890,0.1,0,0.01,0.847779
+RungeKutta4,31,3.1,0.935039,0.1,0,0.01,0.886806
+RungeKutta4,32,3.2,0.969231,0.1,0,0.01,0.919234
+RungeKutta4,33,3.3,0.997271,0.1,0,0.01,0.945827
+RungeKutta4,34,3.4,1.01973,0.1,0,0.01,0.967128
+RungeKutta4,35,3.5,1.03690,0.1,0,0.01,0.983412
+RungeKutta4,36,3.6,1.04868,0.1,0,0.01,0.994585
+RungeKutta4,37,3.7,1.05439,0.1,0,0.01,1
+RungeKutta4,38,3.8,1.05250,0.1,0,0.01,0.998207
+RungeKutta4,39,3.9,1.04031,0.1,0,0.01,0.986646
+RungeKutta4,40,4.0,1.01387,0.1,0,0.01,0.961570
+RungeKutta4,41,4.1,0.968945,0.1,0,0.01,0.918963
+RungeKutta4,42,4.2,0.903634,0.1,0,0.01,0.857021
+RungeKutta4,43,4.3,0.821777,0.1,0,0.01,0.779386
+RungeKutta4,44,4.4,0.733340,0.1,0,0.01,0.695511
+RungeKutta4,45,4.5,0.649808,0.1,0,0.01,0.616288
+RungeKutta4,46,4.6,0.578791,0.1,0,0.01,0.548934
+RungeKutta4,47,4.7,0.522511,0.1,0,0.01,0.495558
+RungeKutta4,48,4.8,0.479540,0.1,0,0.01,0.454803
+RungeKutta4,49,4.9,0.447024,0.1,0,0.01,0.423965
+RungeKutta4,50,5.0,0.422060,0.1,0,0.01,0.400288
+RungeKutta4,51,5.1,0.402254,0.1,0,0.01,0.381504
+RungeKutta4,52,5.2,0.385824,0.1,0,0.01,0.365922
+RungeKutta4,53,5.3,0.371513,0.1,0,0.01,0.352349
+RungeKutta4,54,5.4,0.358463,0.1,0,0.01,0.339972
+RungeKutta4,55,5.5,0.346088,0.1,0,0.01,0.328235
+RungeKutta4,56,5.6,0.333964,0.1,0,0.01,0.316737
+RungeKutta4,57,5.7,0.321720,0.1,0,0.01,0.305124
+RungeKutta4,58,5.8,0.308882,0.1,0,0.01,0.292949
+RungeKutta4,59,5.9,0.294634,0.1,0,0.01,0.279436
+RungeKutta4,60,6.0,0.277425,0.1,0,0.01,0.263114
+RungeKutta4,61,6.1,0.254440,0.1,0,0.01,0.241315
+RungeKutta4,62,6.2,0.221669,0.1,0,0.01,0.210234
+RungeKutta4,63,6.3,0.176656,0.1,0,0.01,0.167543
+RungeKutta4,64,6.4,0.124242,0.1,0,0.01,0.117833
+RungeKutta4,65,6.5,0.0764802,0.1,0,0.01,0.0725350
+RungeKutta4,66,6.6,0.0421962,0.1,0,0.01,0.0400195
+RungeKutta4,67,6.7,0.0215752,0.1,0,0.01,0.0204623
+RungeKutta4,68,6.8,0.0104948,0.1,0,0.01,0.00995343
+RungeKutta4,69,6.9,0.00493765,0.1,0,0.01,0.00468294
+RungeKutta4,70,7.0,0.00226920,0.1,0,0.01,0.00215214
+RungeKutta4,71,7.1,0.00102472,0.1,0,0.01,0.000971861
+RungeKutta4,72,7.2,0.000456397,0.1,0,0.01,0.000432854
+RungeKutta4,73,7.3,0.000200984,0.1,0,0.01,0.000190616
+RungeKutta4,74,7.4,0.000087663,0.1,0,0.01,0.0000831410
+RungeKutta4,75,7.5,0.0000379183,0.1,0,0.01,0.0000359623
+RungeKutta4,76,7.6,0.0000162810,0.1,0,0.01,0.0000154412
+RungeKutta4,77,7.7,0.00000694427,0.1,0,0.01,0.00000658605
+RungeKutta4,78,7.8,0.00000294400,0.1,0,0.01,0.00000279214
+RungeKutta4,79,7.9,0.00000124112,0.1,0,0.01,0.00000117710
+RungeKutta4,80,8.0,5.2050E-7,0.1,0,0.01,4.93650E-7
+RungeKutta4,81,8.1,2.17218E-7,0.1,0,0.01,2.06013E-7
+RungeKutta4,82,8.2,9.0231E-8,0.1,0,0.01,8.55765E-8
+RungeKutta4,83,8.3,3.73163E-8,0.1,0,0.01,3.53914E-8
+RungeKutta4,84,8.4,1.53683E-8,0.1,0,0.01,1.45755E-8
+RungeKutta4,85,8.5,6.30415E-9,0.1,0,0.01,5.97895E-9
+RungeKutta4,86,8.6,2.57630E-9,0.1,0,0.01,2.44340E-9
+RungeKutta4,87,8.7,1.04916E-9,0.1,0,0.01,9.95040E-10
+RungeKutta4,88,8.8,4.25878E-10,0.1,0,0.01,4.03909E-10
+RungeKutta4,89,8.9,1.72375E-10,0.1,0,0.01,1.63483E-10
+RungeKutta4,90,9.0,6.9597E-11,0.1,0,0.01,6.60069E-11
+RungeKutta4,91,9.1,2.8045E-11,0.1,0,0.01,2.65983E-11
+RungeKutta4,92,9.2,1.12863E-11,0.1,0,0.01,1.07041E-11
+RungeKutta4,93,9.3,4.5398E-12,0.1,0,0.01,4.30562E-12
+RungeKutta4,94,9.4,1.82703E-12,0.1,0,0.01,1.73278E-12
+RungeKutta4,95,9.5,7.3656E-13,0.1,0,0.01,6.98565E-13
+RungeKutta4,96,9.6,2.97887E-13,0.1,0,0.01,2.82521E-13
+RungeKutta4,97,9.7,1.21059E-13,0.1,0,0.01,1.14814E-13
+RungeKutta4,98,9.8,4.95267E-14,0.1,0,0.01,4.69719E-14
+RungeKutta4,99,9.9,2.04370E-14,0.1,0,0.01,1.93828E-14
+RungeKutta4,100,10.0,8.5220E-15,0.1,0,0.01,8.08240E-15
+RungeKutta4,101,10.1,3.59697E-15,0.1,0,0.01,3.41142E-15
+RungeKutta4,102,10.2,1.53869E-15,0.1,0,0.01,1.45932E-15
+RungeKutta4,103,10.3,6.67555E-16,0.1,0,0.01,6.33120E-16
+RungeKutta4,104,10.4,2.93743E-16,0.1,0,0.01,2.78590E-16
+RungeKutta4,105,10.5,1.31019E-16,0.1,0,0.01,1.24260E-16
+RungeKutta4,106,10.6,5.9166E-17,0.1,0,0.01,5.61140E-17
+RungeKutta4,107,10.7,2.70083E-17,0.1,0,0.01,2.56151E-17
+RungeKutta4,108,10.8,1.24400E-17,0.1,0,0.01,1.17983E-17
+RungeKutta4,109,10.9,5.77067E-18,0.1,0,0.01,5.47299E-18
+RungeKutta4,110,11.0,2.69117E-18,0.1,0,0.01,2.55235E-18
+RungeKutta4,111,11.1,1.25967E-18,0.1,0,0.01,1.19469E-18
+RungeKutta4,112,11.2,5.90977E-19,0.1,0,0.01,5.60492E-19
+RungeKutta4,113,11.3,2.77570E-19,0.1,0,0.01,2.63252E-19
+RungeKutta4,114,11.4,1.30393E-19,0.1,0,0.01,1.23667E-19
+RungeKutta4,115,11.5,6.1219E-20,0.1,0,0.01,5.80611E-20
+RungeKutta4,116,11.6,2.87092E-20,0.1,0,0.01,2.72283E-20
+RungeKutta4,117,11.7,1.34422E-20,0.1,0,0.01,1.27488E-20
+RungeKutta4,118,11.8,6.28192E-21,0.1,0,0.01,5.95787E-21
+RungeKutta4,119,11.9,2.92949E-21,0.1,0,0.01,2.77837E-21
+RungeKutta4,120,12.0,5.94640E-10,0.1,0,0.01,5.63966E-10
+RungeKutta4,121,12.1,4.29367E-9,0.1,0,0.01,4.07218E-9
diff --git a/modelling/data/abingdon-all/seasonal/chiffchaff_simulated.png b/modelling/data/abingdon-all/seasonal/chiffchaff_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..80cc6f1a30f1d31b1c15d86b4852779d258d1cca
GIT binary patch
literal 29139
zcma&O2{@GN8$UisT0})r){<-?`%V&~kkVpbBFZv$#@JFwwjx`0ij<Ij8C%G1>|z*Y
z8?ua<!5HiR8J#-kbiV)J?{}`N>pj=&nRniKp69*q`?K6{$PI1vBZp2Of<PcgG_GE`
z34u`hLm(924(tbKBzi`tz(Lkk^`7f3=mS>|b7w1vmbt5=9n{tCp#`VAm9xu3sDqf0
z$VDNU3!FBtu8uCU!ov2yM+iZkt%c94_34AF9CW;@?*f6)o0I=hyi>}42!S{$X<Sj(
z^GsSCJLsu5Fif*7wOR8*;S9?)&NJsOm>*MhQsz6WX&7g4qVes(``aXgn9|EV{Dai?
z0?*|hl}tRpbBxJSSDDjXt7ZSWGlwm?Hd8vhk?^3zprf1#9n~H)qq|7!b7Be8U4GgR
z&@z}&m*kEIMG4?uAaxg$R?+1DfpnidbcuX?qD*lB9Lz5ALMXtIc0V;IIQZA6LH2>;
zMP^2SaDeQ8LU|M%>dbCHD8Z4L_W$|AX)-)KJR9?-yU(X2@Kez`H!UpACR{)N!NHHv
zDHWZcpFfbl*p)0dH|m1q=HTGKZ7RUmp0y9<o9aw9NAl?C=s3ab?LT&wW!K8e$;~~c
zVNZ*XXLfdX&w>$VLfTnaSmsJm4w=uM9rzSZ9P{8{lXmnsGB)ND6YI-DLDIOv?emY+
z`Y9RvtPU_TG4Uu)1<|o-#+i8WZG(HdykxC=?;fwBV@z~t=;5X>UwV;#JA@@l%C5Yc
znv|U#Vr}0OdPUwti75t#hI7N#sc&;`W#7DX$=@b3Q!PBB3R{zi$K&meL)F!3j9oe<
zT({PpaQC3K+okL9cX@ePw)xeu2n51rx-DkHS?K60eq%nr@0N}N_m0W9H$kg%cW1L{
zI#Ovz`lCtp>m>w1`%}2om@7m0DY2lLjs%r!u@`#m;S~GZ-MWboh|fr+n}D%vk7|ZZ
z#r7IXmHx7mlgRc;pUz68-`10*3Jm+XA^IUxKLul7(scj8fa>t@@XAD}aBrNcFQ4-i
znoAmP-cW6rbYJK8?b|CwsoP<qqN20U1@h8NcQ=MI?g~mt#i8L?1uxQcTuybhPaUqb
zxcC`bq$yn`_}#mA&rD#`Cwii@zM*S_g7$l@^r$}s_gGmQHts`AUJv-9`Uu;Ol)<nX
zRJzV-#Em;Ovt=0L2`nNOPrn!*zUT?ImmdD>{m2lL6YM*OXldo=JWiZA(NdjyUOVZk
z6x#DXkwoZ{i_AmdHFXcvtn^;<L1*RUXbhpx!SP>MpwAHH9{I$JKbFR-<{Idg-k9#-
z<9N0sLJO64Nys}2CfH`(k&U^X{a&VdOz4!F(m-Jhdo8-$hE3G+*{q=V)Jt{o5lslH
z{^&)2&2no_8JP+seM~_?!7ZUpV(qTh!-o$ou3q5fedfFR!8C-uA*E(_2QHHIrTRHL
zJG({Aar)a%`PX!sBiJ$n4>R3#buBJ8v9vsA>^5-Q;$BHMlZmIY9hWH&KmYTk%K5xo
zGv>yg-vh<n7w(B*L*U}o)zzvx2ay8vA@ESot6`~BOf^RS$$mSeVy8*9!ndKqHTSj*
zZ`|PAnf@-rein^@iES@=)G`d?33nW!XP`9D$kfzS=F0ZAwnF~=ozXZ^rH{qMdL3Mo
zsVXWebM$`ePiC7ILNHTKP)AM8=e$YlUZVnWDJhEIN_&{PY{qMRvR4Z1$7_;n)+Y{E
zt_~XN@a-^LFN2Mf>J0NsxrLPRPihJ~CDw=>bs%|+rmPp6)l)i=rdp$$roG2fP|el0
zMrKZfIXO9Jd2CCAQ)!S&v~+YQNlp<)D{Co_>K0#_UbAYe&(cb4tW7#&{njY2_@I=O
z6i!|dY|f$@I>_1qYEFMm&lCpw{8j4=Y2wMQRHfA8$B)}IJwIWQK?*v;G8=GMNIHje
z^V<{pcNG=-9qJRXr$rAskMH8`;S=<$I*Oz#j1opu+u(s@YOq(2V4bU>^SkO&-yAqD
zhLq=WXi#_*XY8I3Up8<{ODmlB`j>DPp1gKB#^oeYp=VxQ67bc5yG_AokusB;`MJ4_
zD4TW}xY0eaolDq|P$i+86$gA~(}NqW<gG(P#f6S~CbIjkn>!`X^<}5(jjr<K@1U6`
z&pu6+f^so&8trp(kk1`qU^3e>a5;k{wxT)%Iq9MF#r8=KrvrLJNBXQ&ea`PplkBz!
z#xebUP`^#XjlR^KbG|dzWmJ~*r~0721QsV5VhV2B+jy;0YWx}I%P@HEswYI&Lz^+F
zehvd`j^CxtKkvgy%cn*LXIC&!XGA!CZ;3?OzpjNWBfT{>HIMHGJ$?EtXMfwYw+}T_
z^cJzxo}=!2JjJCGrheNc!%a=9Nnkx5_<nm#(_!kf8dFhSz5QnX#L1J-=jGSF-sdr{
z@!Rz+`tV_1BMvN8DqgxhPFPA#MkXQj`SV87>({5nb{{IO_TS1LD}Da_P*GJ?6{)aY
zNX)~{&CPUYi+~J8)$DA{kHvMyi>Mf_4H`n-Oa})CA4EKRc5xRUSG!P?TU2z*2+aV!
z=IL2ZiZyhQnRBkGeS0nLHS$eb+9f0CaG}*qTbm}~)BWa-L`i#5o%oB&Mms&~93k`7
zxGyXdTPt&YO_IE)PoM61{P^(<3dGbmo70;I4;+}SK`6mii8WsXs1G-8E8ttWc#Px9
z<OBsjZf<#u`|#uuH^+B(UNws)T&Hqi@gcRF?wn<RQdXOty1Rv$aQ0o=?g8sEWLpIu
zKBr+C4sXZa)mKCIn6BipINZFH-PemQMn<E2s4Pp-?!~!nsRlp4`^^y&rrx+F9^<Y>
zc^MhfD@+$k)VeE4@uo;3h<?VO*idCqEP)7Fqg4R;=6khInLX<KjOpT7)m_>I=SXV$
zRDOkv3zLybCsiIJ)X(X3+|@?(9UyM3uwI@%lbb>qUH6hlG^JL_r(Uaw0F%x9c_O8%
z#(Q(I%%UY09__Vss!i_0`sStwF@m>z=mSPxzGj#2R#x}-hTtmU$!b@U^A}_=abqf(
z{=C-fD^>1`g|g}?-pFd9BpRZSGd(9Uc6)-UR(j40v4}WwXh~y&T@+19x6bosL(kuC
zE!mq-FYLK)26{GP$9!g_;&GMd)gD4--lR(?HB(O=!zJ90YRl)n_nR8NQaP1k#P5v;
z!CGQaR@fW{&GS@aDJgzpTN{G|10nNAvb6X;pS{M}Qhu{3U^w9a+|!rA@0rV|CRI*)
zF}z6-qJJNKD1HjRwdJi_hokW_^~`%25PS~yEc$Q@y6KQ#0Ux2P{L)74?xxZqdU_`K
zMZ8Ihd{|2$)nv8k@N7?}P9?q2(;#{d^fsKDK74ftGDEMFVmip6^9*BNo|Kdn9rQBz
z2#ea_MEYg+!pX}qp_Eo#7SL*rCoYRJ)&){RuA7N>{jk^4J23OfcacM3hxOTgF)}{c
zVlPTXj<&7gFM9ZSe4a(R6b>vaB4tVj)|R_*<2!3oI3n2K?q33&(=M>3lvW5sKBhzV
zbwil$7}4TGhV&;Z9)O1x?pGchtaQm!(HO~oA+Q(T;F3~)_a%JLbB7J7KXDK*e=LQk
zn`kr@2fs1Xm3+;1DDQ24&4y;jUBephihI2Q7?mS>rl<h|)s11@$7N4=rgw3XevESW
zmlxNaV(8s%9dUiBR+qijRxWbWr<A>AbXHh3dOu|cJ2F+%^=jzSYMFf!9Wrv#<et!q
z*V>vBN_Q}43SF>MFyK-cvtvh(6>m~lmd}2HamRNl7>N^7dayN{OKD}we3GyfPXA0$
z3Z{v$AGcDEWIwTsKW$-j)rtNjQ*d?z#~?ylm{_<vI`<@)XY(_$z1qNgBIR64OINjv
z(K{R+f7p=sB)bwdQ4fDKNn*YbmlES`IyyOAr2Z!VjJ6=JZIRQNkyMOJ76K&b?J-3m
z$%-^3V_`Et)R#HlK=#@!1kcBSP-7uSQpIW+q(2}^413Q!Gzk`;3_m1;NvZx~1R0^k
zv?=rrA|xSR4Xl?SG0R)IDGHX)-R1|A#kbmAhRdbygP4+Sl!_$C=cOpHE95sQ5lz^i
z5RcDr$*=5~O|x@a9SBo0s<?|M2LcTual|%1B;68?a!cD7Q8ej#f>HkQ7-NXP!Gk3Y
z!}A|}f%6ijK<FR3w4BnMbfR{tn(x#anBcDBhkcE;)p0T3+hO?*Xxl`%0(?@K67lBw
zpeNKy$UPOlRB>y~acLepXD2PUBiifokQsfyDj#Ea1l^vReQvo>9TKsBFHUgzI6Bn_
z3r(gl@7$QSk{Qg^SHa<M7R>kfBt0W~Cz?W=f*I)3opJTmhvltbVCrzeBI7isaeg!A
zrb1WCgENUqJWJe&si<p>5mfTcFM@eUzHRO8O&d;O7;W67lX-n0gg)8{%1IxMyXb~w
zQ``u}bUI-<luU&<VVie98gQ3Bj?8{9(G|=TI`dY$yx<$A3z>+~#cK;8(pCsarSW{k
z2HcdY{#xSlw$rgLg@`TL<rl*AhIs6{qusVWOLl`op?qqD$413;tfBVCm?5;9J9g{)
z*=YDa8LE_<b*Rtkl;7EZ)C^MUF%Ywyx)2JZRPBCT@^<Ymny_%irB;>$4#5alI_q|I
z+3%{!qyiT%^$2;ZogbHQOcYj&8j#>OM28kg;Re24xCze_5)$&j)YSCTLR-sAu1?~p
zOJoHCvGr=6P<S5kDkL&8QX01i>MtP|2L}hD8y%~(S&EEHR(b7<7e_yBwV<ovO*a`4
zx%)r7e}BAe5=Gcv7UjN`tu0Xts_<<2^TL~-hg@7-7}`rlVVLCX3$;#_(;}XHbS7sr
zF`{gsNG~t%XlPKm(265rQd6C)9}7{rWKHX9mnB`*LD075>K9$1OG!zYImV?H53M0R
zaPjim@F&QkeE2Gsw^zO(%ZP?T!tl??NRC95x{b{{*xJJIOjuYLMOk>C{wIq-8(|;8
zGmUWyplF(Djpp$v>v{TgUym9+yS&YS%jpi$i_bZH*XzCK-p0M&-r8!M%*x7oy}O$4
zr(dFwU%mF)Q+xEhjFj(aO`cS@mDxHr5zD2dwEJqDLYk6iCl#&A3xT|Q61-Bu^CIrd
zL|}HkWVuvqa9jn?$+}}8kU?Is3cEDODK7U&c;#&#7;Nq8IvI?ed~3B)WO>A2;qqS?
zah?DFh!rpF^O^8Ww6e0Yczm0+p9KKLl}3RToCqQ_BSR16!a>dXl6S|#!b0yLGZ{>t
zZfa^`WMk8Mbcy2XIj@~pX`~lAX^M)Hb8j@FkCv#tD06>NQu;y)AFJ!*Q#~7h^9O@O
z8f2>JXmZjOW}~fiNdJBhTQ1v0PN=1zK(YOlpjbA;YRGAjbY{;=N}g=xg7T%?b3qf*
zecGw0IcF_)cebyx!>%2)XMwfTE*i4`4R~kIDk`%7IX<JPh~Yoy-n`lO$2ssr{OhF?
zNS<8#n-2@^-?#6Eu`%0VR^L?s2`efp9<DkD1tUtH<dy^?UY3RZka%~ko9aMiOKYn#
zzQs_}2GwHtz-AnOiQ+(|je~>QpXZiWS5^N!$1Gy8FG?MK^D;^eEvm8^OLOQ_cN5s%
zFXi#E$44abv8P7L<p0L$-KutW7ycLzZh8;+S4uli9r#~=`&32g*d8k=?y+R_{Q2{<
z0Kywox!c!5H$e>(_2Gj+IERwSfc?{Y7AXf-i~gf{wZTI2?Qm*PeC_W)x07}^&qyW>
zH842XyG0_*MO_opwMW&t)3M1um6mvlcv+I$UHVe$UUSSs$HH(?)5El-@=3Z4u$i@l
zgoLPmNbK_wmy|r~H6_Tsx30xd*jHovGzqll<Pll#^^1bWm3mmM$G-TrHMKjZFQZ!w
z?tqD8IX6ea`VQ0;UZ9wt-Ne>15q38+KYr9oVq9Ha<##x<!Yv|ltls7TjLTM^yfZGE
zQG6X3;12SM6Esu<c>V`*F;>`A$f3{B%S)EDzTVv!!oVjdmuO&M(1Jup0-U0@xwgnK
z6cQTB72SFT?A{4^tfTYtH{~9|uCnRHuhsCfbz=YynWKdG`Hy36-MW=iP;i4W3511L
zNlDjFojNt)f#^GI`b8nZZsF@Ey_+}B&PY~PRfRSWf4U#MZhYm+Q)x~qC82AYni+V!
zv#jq{Id4E;Z*QYp=L508prGCtXH<BFg>{TPR%Ux9ykcTvrWO{iNAu{ML?#viOqNwp
za1l4EfBAC2*E=;(Nw*(*BPF&>ZmzD+HmB^n+S-07Dq6a@h_NYn=_RF#KRj;r;K5B>
zTLJ2Q`<^wa5V7OJzDyh(!t4$0?bnhp2p4DP#zhhg=ffAwa`PnH?O672q;z>qFkuF|
zvo(W6y_xDnriwk_<Kvrf2e{y@Vb`lvfzYrp#<IIJ^f+7HJ9pG1BqXM0X3m#B1oJlG
z@%{VvDJ)jF#*P<uS5NPTn_G#e52<2lwBlCr;VwA<zMWlMn%pWBmVKPjh+BQH_--}Y
zqKAk1@|uYsrxcv0uHq08Y;xzj2yVoMVU@+jMMh?3-V_e&Hc$=<6;9hf*m_N{t&hW%
zI)70>U4YVC*PXu}&pAScESpA<oJdahu3rzcVNyWZDJxS*h>JfP3QetwB6g>%sG_FE
z1z?16>N0(LdU_|rF4c!cTg3D!g$EtXIQa^}wXQ@IXW1!ksBbt(9*r6gi!{+^&YYQO
zTvP`Gy$JJtRh{6L*=XokXB~=?9!E)y3tN9NrIUenT?PZ#>+)3q!QhdoFb3aOyC1>k
z8Ob~f-?tmS4F5Ka=2~Cd@(3b6tFKmHw)T%AChVP&2_PPrALrV*rOumr`;oJ#ON?3e
zIu#*WM=>1`U#leePTKd&PnDjYVC7fhu34DRugwBHLb<7e|JG$Z4b85(|HgVlic*p?
zON*ggi-BPa2zu{oYD~OEZWakS&9YyjQ_ZP4A&gk2^Z~Tl%J*Q7=g+HzN9F2yy6OFH
zQBMhS{r%)ov>2zgb)TR7&b{O{^PPqL>^+3%r&$Z1`Hy9djz{U|R~sAD+Z;K*=I?Y3
z?VDP(0nc_>M|aJ%xd)trP%ed3`o>^bZ1Zv*)*8h<A&=y!Pq$%B71g1CQD*n|(6Nhv
zMM;lu@R0p*H(zmb5l~XK&l$*pO8T2Nr>Iux(`X#p`(EuexfT}v_Cw?#{?6n{W#dwi
ze?9ZXut<beU}-qQDrilRp3y(;@Xj5o7DKgvhSwV>x%W>Avi$m4W^|l0kRJheld%>4
zQk+ozw4bTMmdXX9Y+%4Tv;RdI`>(rue8!A?BV?+y@>y8el|LhL-D&?8LvjfE9m}O%
zXOI4`xJtglRc-D6#Ccu;0hK?m`YtEuKRLqD#pPe)>e9bC@=AkyE8vo5WW8z&o-;3K
zK>Dwgcw`U|Uf{2LbguE!;9xG;KVmANc#Q$5{Li^54Cc>s;2LBqI4$(en{($P5pSRV
zW3B;ZaOgkhe*Ad!=efg7Oicee$9jk^IDiUVS}s7P{&BJU(r6CxJoBMn$;6C}mg0%f
z_45pWOk}sJjScUA&fU22=Y)5wIyeaZF%Ep$&t+tmc*OX}-?~+`w2u7eoRt;#pXUOj
zqyK$RbkxBr^?*J1XRA;DcF6$5`Ts1!?Efk!C_jK=VlNeui<E|?Lv@0NrQM?yE`0p_
zn%5<b0gykHzl&?;=zAMy!XKeCi^b~nWoc!SF=Npp^*nh&WsjWstNu9>#pti4r6uk#
zDs52VY*l+$O$ajd(U4~*z=%v5`;UV3^aFKhu)V8G&HL}HnLDZJ{s7dX6aA)01>&d%
zhQn{mX#=o>bG5tM!difr2^1tt0giU=cOi7Kt(F-<K|x|&w`^=}8M0HV44;&$MX-jn
zyexb5>v1__OtB6=f9w8zE@Sv&Np^J?e!BhP9y$Y=P+L(^QQT?bib!sEZ|`MaUte)R
zxr~%SQ_HoDjFNaoLqkKGNVv)7zWOILP51HkB<Ya0Wfxah@rv^D8@jqLrBh$O)(i{`
z%=oslvhrqXYHEp_*0YPt)O~%~+{yQ6TD@FSQZlu)B*bnFDBB5-W5<q7&Cd(4$8mFW
z>%w3%Y)ZaKWRXBnP|Ik@PBOIOrAiQOIszf@G}e=;9y*VEwA9trB@V+|;t*ApmAul@
z@t;3`t_;=#q-A3%-lqtt0KIv}Rqrx0RYrNBE_d$4u8%!C#s#>`ga~#8{w|%@;vu49
zVmT!xF_e^)ypoc!YrnE<UbdYQCOJBq%K?cD#oA)g)e|1xa_&<t$8f?r^dN4$XhES+
ziN_fjnk4yP1Og^ZACS7`#>U3UEwN(Ln6|TATuqCl8s^%QpwOPUs1Cr6MPey*9Iep&
z3==nl!FXVdb#;{o1_mZpr!kc-80{V*Y3L6AWn!X0Ui;!>Y&2m;=Hsob>&NnCuo}%n
zlbd(&Gg5baO~6z!U`UnlwT1MxHFrSKGa@6!tQvypnTGL_V!oZEl5g#vhBA{W_OYfa
z+|Z>{n6<h-L20P3kuU2>1_rJXRiq@D#;(zW!C)bnyeS3O*&98QB%&sI%cI_Y5P+xA
zSQp)q3%fqNu*g$lYVtY`q1A*L$rgLH)<o0E_wV_gZjR(ed0f5vOxkG^46H?OZLENV
zDg|wROhr?Px?r6))k$nmz{RO_B^KQP18A1#Zx|Sij6KjHve(Pte7-4IIAV`&NqxpX
zwuVQ3tF`yFUuG96Cmz_Ly@6NkgYUz1`ssK^9w^>W$WU^7ir2UL8kk1<JFm`f07gV;
z%y)Cq;(#ZRH>iG4Off|%Nw3pW^*3{@ZGER5xr8239vlHhr=c1sD<?u<zIF={SMbMH
z6WPbyQT8kKG#p8v*6)*3DLLA36;@UIf5ZXKA^4<_5${g2m~{j?k!riHAu)|@Dm-^D
zZ7D}lzG$w4<vkW1_s1~dkZoHLO`%MEpmx?dy*5oi$`itvZ%&cqy(b)Q6_~coA8s*}
z{FQDBswiLZDB}0&Ssjd14Luo>8h1heY!_jl#am`e;o7aj_zT`c#vUOd+ii1zWgb|R
zsT;;w>UY!q3bUN8taXQl5jPg9z4lV?+!kPt#lP|wNTAz~7eDz`tY7V=I`E~g{R9Lb
zd+cwJ5g_!c<UIt|zW;xKs(`yWH2<h0$k}H3`!g{3z~6(Fnc8rC6#xDFmsamARU+->
z&?iC-t)4iCyLYP$gKir9EA{VF0Qo34_rkw&3OV;*Kc|M?gCoDt5p~eW%Q7<L*egpO
zQyz6a#=#Le^^cH6KKBVauK35b$O}l8K3$J7F$MoQzGq+{@XvF)H*W^~aSmLf&I}}J
z)<fD%pk@VODG&LC<u_y!ecudn#vSm;{EwWGlXLJ7xH<cIXo%_0a~4xAFaLnH%1q!n
z{<C}lw?fu=m6=3DME)F~8iWbU3Pw!-&g|ZYo(KW#_u_w{%Dsd)m+|&(AW%0~V2)J3
zFc^3yKpoQZ9&r3vt&5Dm_IJH3Gv$6`adC0ZKkE;(btc%)YK{!a<Efs>_*c%(&T;}(
z!iRm-|Akax><RLA(^Z&(1mwCej=cS|L?9OsWIejO2~_fbVBi3u(Xp}roGWl=!vDPL
zKag_R*a?5bQoHmD7tBpPJw_QBnH~V1kY0&eiIP142(~sfJOPPL15~GjmWK6S0QNl7
zQTeqYpPZvMyLF2poJA_)PM*;)c4=0|Wu{w|$@mI6oNg{vMLJY1N^bo4kgqp>r@#aV
zw-bH8w}2Vj-9oV<Yvjr79fOibCyua4hNZw}PB|&^@rC%Vf2Z+U8@7H3$U%MwK3X+<
zdqK*70dDCVs8ajP1TpIr*HcWsqYR$1_V)G@{Vq-R-6!dXRCZkxI*PN)gCsGxb>mvE
zeBVi7oWUrYgM&h2=;tl@mt}0qe-R164NU%IiF0{*Ia+9vVANkyT)YAs{XE?s*H>uO
zu3aIoppfkC?cM18d11lM39h81)YDK7o*Jj*@^Wd>gzIAsbU?JvenLZk^ZxzJ^2K+$
znKs0wu?df!o}Q_RiOZ_0suSLi9`TcPD0{+Q_O@(mX*pUuDHG{E48)8k63~NgYG{P4
zySG=35hg)4SJ@Iedp5w^$ERtMzdB`ldYY`UJG;5PEiM*!GA<gvo}QjAZrO4a5T6V~
z0NDa%7L;r<a&moS0h6%w<44A~Z)S%MA7(%%bDul+%zk?F0bu=3d{`o+$E_>E5{n88
z8?kC(%*vgeovtghx=y~mZ!}&dBxrp6_>uAG(Mz8`eJTcG8Ln!5-4k~Y2t7;~8EjG#
zs}tPU#M=~3Tsl!ZiTVVH%V&NtuR5TWUqOTaUd6|M^*IOWN=#L<&h0odfdctB#7^dx
zZ{7t_(VL?w*wEhydE%%WLaS}f363Wcv$wXkmJkB`{O>9&4G=Y3MjlI}d?VBtHb%xP
zfK8gH9A#ful!2!7$y&8B;$C~WyFZ`D`2g&?b=%iuGz(SL(Z9f<ZtL5TwbFa%Jya@n
z4Qi&AOQYa2S)pg}LKr_|KOF`y9e(lR#S%sgNQ^z~o|V*?&dByYo?qzrf=<ylsyf2>
zaU~CKs0n=-Dy#4=CrF!2qYp?b0nqjeUi;Wx#aD>tuv1(qJY`L2m<!94Wad<7zSHg7
zG17eYcUluunNrKQ!8lW>ua8%meph1IWZh$`G5c7tZ;NK$wMnP^WN1Nsp$~?PQ;ncd
zImN}rRh=nI3IWh&`-9kHPsq9Zm@mCN3c%zsg3swig#erz2^xnwU#9Qto5aVW=w03t
zTb6*sP}ZKz2BVP>ZmbwU(D#=oCl$_i{~$iw=|83^C%*8>pA`B1FW8*CCd=CYIq>j9
z+(gq@+(*MQ?T*7!QlT}6>T0|oq`)aDik$|?DvpK6Pr4yTa^_BVgRNN3o2<8+qDne<
zD;-^#sbN*RFdvo}sp6Ze;4o;A$1pLk9BC4Bz3A52mt|eQQjE;Wf(9Z4FXi<%ShF4@
zQ&96<=}R@k?3exUTe{<#?TSj5Oc#n)UOe4|cPG8#eVxFl79C9eGO;~p)6R;KEt^Jh
zR6UqKakk6Dy$2b^HT&{IRMRrRasI{B-+=mXCDK#}*hj+4Sr@7tX%0uXUdJv-U)J$W
zP&s0sJT<X!rA(Vcjc5{eNs--phe0d!aE2Q(MMt1k?y9hz?3MYV2;DC)Pj5^R`*dEj
zJp08>N?k3arHy<{Fru=mp+E{xq{fig<oo6PcD9!0$z~1<^e7d*Jm<_a#Pa9ED?6Lm
zzHQ=oKFY<vXc9(uslUf6L&>|~E-lF!CnY57uUNGyztK0XVJ*1B$et%uJX_eaG7it`
zTfV{Z-p(dd$+tkKgF+QOqVg;Bfaoiad&!fA4-qsdzPg35Y(4H&gRwOI!XQu!YzsZ}
z&Cz}^nfSY=J}0i#eU-7YD0wMS=Ftm9Yi37!#635u4bEp);n-c0*Niw+@M9<H?DoTf
z@P||1e_T%_@IPF=(|*Mx=<lB@y3hN2AX7@eOOK(cI_VpV7mlWs4j7qnHz@bwSya4v
zEyba0<?|7SxrxST;)Aj;?;Mpj2ubG*@DEQ4?urIyg&)XjJh1Q;z#@0_URmVNd|TiC
zuyOUHMBW`r#OQ1?Dr@A;`mIq{ZC2wXX0^rS^OZy;_`8zK_HLN%5&gee>C5`fZ8q;&
zP_vbBWj*!J)t)aC-_S3`pLd@sSjB7Tm?UeSsabkuh`yxbopApvV%0zQ?;@uDFoZ?R
z(3)v`ZIPB=5q<fSGJ2&4+jT;v^wBpriqy&nN$Uw1O5eC}${PY|b|^29q*-#w)l9v>
z9LqtZt??GlS5x@?u~6AsUxMZ7(_e|QF{REuvllB#qn<dz=J2ke-syg;;?j>&Q{jku
zS#ssz9nZ=Ib0VDC@Qky9nxenow~Ws}9|=b`akY*$CD0AHcBf1jXtDRrh7Fdk1|a~+
zO9Qy~%Q8V($8wSKYC3sktVBY-OLI5rVEStX_kw&H<Cl+Q<VOurJ7pJW-!)&gN3nB4
zr;ZGgwaARzLfJ~ca4TH`b>GBn*2CB{`hsKPg4$b~By^?)4<pF@WKIIGo^#Qd>AOpC
zD1C{mYY%ni<)+I>FJ=ygtC=baIo0h~Y<ol9hWB%cTt=1h04D5-+YLy75G7@<+(;l7
zYzgJvmT$udpW2zM#7+IkK&G+?A9mS(lRkm*@Rhx6oYf~>O!vh4X{o&q5F_@_lM7iu
zkz7mO%Hxt)!JlmZzQn#ux_5eFGH-q@%<;q9GiV1r1Jq@f!gjZ@lf$j((#0cqHMAKU
z*^5TIz4QG^bt9X7ZT!VoLf0a?74Ca5@l?7yhpm$qQ=hM(S%Ee06sTrYEi5vMTa^fI
zLTq_<85fo44P>Pf7Pzr2*<W5pGxQKiw_V>A>SDE`VmrW;o%w6ZD&M_-A0<j!`8>Ju
zgPwW<!{eK9nF8(L9_?}cg_LoW&9L(KMf+K5JuzDV00vLu_r!z1FzDH~?)>5Fu384-
zV7qFs#g-M)cB-G^?(ZMWA>3)z_)=<*{QcXd<=Tf<*5j)J2Ra#-u*!Zt4_o7krhRr=
zjykbU1eI!!MBU9HKG694L*J4QxrzWVofDP+@KJUQ3;pv{j`*0X6eepTD=0arwKY$r
zYuH<B=lc$UU54B|!y~2DD!;bsCxBmbqINMJr2g&^jr(V}=P(QxY?p>@(M;i`9aN+7
zh8hpp^Y;%F?q59vwLb%ekyj`F`uT@Z!nuz!{8H~3OzXt)gqTReyWseOGgFI8mt&6D
zzq)-Vf8M?IYF6puf#1LD>C>lIqqm|>r*EjoB|Hc_^mgvx8TZt(;17qB<vu(6ip@~G
ze=YHj9%g$OwkIfEj+J^DmT}skY?s+7dwimuf$cmt^teh>EsM)V`WuV6%Em2*hAm{B
zNtp?hlXR)_$W*wuap^kgN3o4&*fNiL>*i+$0)+I!t)z2N);=c5(gqc=55@&8pab?w
z0iPJR>njkiN}0ZlYwB`(5h_&GHm>EV(ne#k-noV}5HoS|l@A^~NH@MoT#zD7U{FX7
z?PC-vQ#LSDPYY&GhM>o{k*E8gAb|EXO-4Anckg1lTcK?q-i+e+<DERxQC%F`5%Fb(
zth7o@3?9@0kMy5-y(lYvLDr7~fQG>e$2^IX;yAgx^GGvyOmJg#9MLxs^ddD_fDQU6
z+vhE>L4U_TzQD|XEvCP>v|(WC2S`HKIc5q-6&2Ebq|6KOTnnff1ahCuf5ywYy>B?b
z+k5gFc6`)H*TVXcdY9oaizfr!;cTzLG`gvef>V1WZYUtYWGwOO?-S?Rx7DjWb{tm_
z!mL)q$1I^5$<m?+-o;70qx!uZ8JU?4XQKTUgBvX7UL95o?2YH$G$!WP!h%Wg-mmGg
zm`~K|)VdP3H)wuueAOE_UNmqc<*wyw2%l8iU88KC+m<s#x1sA;L}+up2F>7quOQ%%
z=;F3esORrW8m_eJ?zk>JGmGNJ5*RKt)G4tk3Jpr_TP@s=Qb7Z1U{B7IcKqhA!aY9H
zqY8BpU{u<5|8l_D+4-zKUOSwQ(}T(S{Uf_fuI5CEF`-j31}Jyezv2?*N`oIUHsp*M
zdY*{?<h;7<Sy|zVq`EGg+XDwS;!9NIMdwlrb9^_YbXEA+?vB@^3l){p*W!q8Jlhc^
zD`y$~A6XwM4cuGw@1CiaoPk+c=bagY1y~-ce|K_rKf5vAXcHv@RpdX=&MTYObF#Jl
z<wz;*@5g{u&b`AtYL~O2cT?)V9<S;?&!{k%0JWJ3jB7yR{wW5DqW!4Lzka3T{$%6x
z8?#p^JjbS(9~K?Lt)`iuQJlaSt6!w0g>cG|!!r=G<*wij@d7y+>EQw1qadj|M#(_m
zGF@bAsCy6Y_3sTzhTy?heLJ<=KO>b=FTNTzPJY`3kGcu5&@meT->ba$y^f<g;*K`<
z_G^Bl`X)?J75Bh((ujsgFGhh6eG{@InDaJ5D0)ALB<eOOQDqQG&hbNlAgKYo6;pF_
z8ld`r%O>ZZgxdgoCu=yn!fOCxdC#8@TB_akePnMxU<Wt<MoC4rs90K3buFjQGRvul
zLR|K9q$LvW`AnGFt12Wj*)nFpw$NDA`Dv*j14xd5z;Wz+Em3UKa~Akt`4&e?LV*WS
z9e5Zso*%lVa~(>il@wOGRVFsbu3WP9WOE(30^g8IRd$`y9gyoUY}%HwCC3-GdQuU|
z$;rHecTVm9;(YPZgJ1Jw?m_+S`3Zs9H54=(m{5D;Mef@GbNJNaqE>$Gj#ui?IIssN
zd!S(}z}RfCa@xdw*vfT#bttuD=;%rbKrmIl2iF*fZu+Wn!OCU(z>{bB3el%cOJ!}Q
zY(t)0Kx~1nTkwIhpt?F4Sc7c<|1}l|kW?rEAk2A!Bqjx(R~~+InN86<e(<BAI`9=&
zJU|`6!*&~ADhcU?ob%I>5`C`Wv@3V^05O0P;-6&H8liXlHV8XRfx)SW(fz5&*48<K
z<S3!JEK$*?a=q@y!onLlApVA_)X6_A$25N5@apjB9VswxXfY}Acs(2HV>N-X?PVpj
za172QpJuz{Af&A~+^yEsY{)D5)o|55I$WX5{uDX=9cT0({962wL1AZoa^>@3;b&}W
zbnNn1iD<a6!p3ao%5noe5tjHTmbIB^46#r&zjo~~i9`yKVzwG0{=~9+Ms^7tlD=D>
zxcKn!@QG5g-+QdeBXnF<U7c(e2j=Av0`SD@0sr_RZFD`ijEw$@N#VP9yiTWxW`#d-
z>_MP_M*%;dC+pidv0pH@5NIg;!ot}ADn|n;{q5VgA@k14tfx<F{$inx(fUF8clGu8
zyzauZczn@Do-{Nxx9;7G_guPg=8UqPz_`?;H_YULx_WTA4tgdxH+N}LMN&$t53tuw
zB#r3vx(^;?eLcm)$?0!#|9(|4o#(q0Y!TpOfT~+jhd~ht6PqJd9{KBR;}L8!&R4eD
zT`tqJ$)3Z{<WK;UjYZ-s1c~JG<pMXi>S$hGp0;Is0^Y^y<;#~7Yu=_|rlEy}qVIEZ
z(mNh843xRw^bcl`xy|<G@{rnZ01MN8^nX-$wY9ay_W&$`=|l~?UxhB7UB>y1r%9XU
zruP`R0U*UGWwz`8mwx6jZH0e+dN4y_`AqRo{@KbGIeP=zCO>$^wg#o)VJZS{JUv}`
z!LkWy+zOxVPS3FCC$|5Vcze(?Om92!<H1o<I@oWRR{NgLPOaj{i>R{Dai_n~tcYLh
zWOVO?7=+5@%Z(bOfEF^Gwd!(2N`mXSvr0Rr0nvBACi*9wokGYQ23LebYU#j&j@hrd
z0vcMLwAuu3{05x&DnGF-rW0#wP@@hw?JbXmS?sZ-^gX>-n!%S{L1}22U75-&a#n{e
zy;wy;CSlPgDY#+s%PP=jdl4`~rLbv%+2i#aBp|KmRCEFpk`5-xg-!vubjRYhf#)@A
zd}~JP?Dd_xSsi-L+F?Q>WKRVSk5)=r?3sup_V~Fo_8qx(f9_Li_KP08??NcmN*j@S
zWj^QAO8GgY>9w`dQY&E204|mJ`6ebViTUGIuc=z94{ixsH3S_Qi*t(Uz+`JB4r1)r
zS<JC#BWs;L^$nB)qWkfhJVk*}bV5y6;fiM$JIlkC8?U$mEJ0j>KpqZ{9la<_(V*Zv
zYSlG{LVV%yP$8Jq+wE+TEM`N3orZzj)s)gOYW0zpg3v8&n#UMm=2s3MWnbi#)*jGW
zv`|3gGziLFVHU&|Gsp!@-4?%Le2s?M^OQ9Ya{{U~mz=jW4%N-)RcUtw-Yc{WiO1C4
zpPV1c$D&1^Vr*9yaGPWY@Ql`St^8USL7;pczVNBp)%&EQq`XuBCgN-2YC<eYLoE7p
zYiCoQY>Py@TtD*3L_l@UyUGN2ww&}(wcwl@AJI=krGf%KBmIjppqWp&RwgTYO&qL7
z91u^fb6Re^2fr_x@X#mL%6WC+(=p2_1WegR2ts7dQKfk2Ja|$1XDNYqb@EsFUY)Vf
zxin$GpAY3SrN8?+<>+O#F1WXy88P5%n#1q0<V?R-?j9$)1$VMwhLu+`%VKdNv6PNb
z4Z)L7@5tCPv;MA?4qGXlgV)2u{1W&u%lQ&89<}x8st;lVk{-{}&29+)V<_YbsD5?0
zB?PDDX0D5=1)o-A5ZZ~#ywJ{N&ddzCq$tS;fept3A@b`)ULB_=w=2AG=L&W_F!OT@
zYD|b2-YbuF>WQa$cYDxG;pf*UGWsKKu687dHJQh+7udC>-+*WbGp(2Mn5M+<O3A6#
zd^fcvr1-Nbi?^T71!gEvjhaVOI)WsbF<S+iJ|2S1Il=sd%zy^FPTqH<T*+dk>S3RX
zlj=@yJMZk_bW+a0rR6muhP{r;YPBC7lA+d_TkrLALM0QaS`J?%=*q7{#=Py+6g^k8
zq{hzC?f2c?CVFt3W2r-X`_wtlmJ!tUN2l^cc%^@9N(=U^(uK!`6h;otuOFg-_>W=t
zIRoZzV<r*W7((CV4jN$kcD6SkcEpRUEEFL}Hon&><BpjuG{qt`ao8q}*vwAy{g4jG
zO=@4DdBUdL-}#Rp_97Ujv@y$7Iq_VeabFL;;=2D*6;_d7Kp<0U+&j8vd(F@b+}qqs
zb@oq94UhM&$9Jx!efk(J`utHNlId#cdXXUhPS9hb#a>pP=iEazUoAbFTUxG)h^&AP
zqHIvTtdNd;&j=ODsJql2eDD%rTaBMC_oYAjA)e6WXl+zL-`X~UaJq7Iv2g#dE4+bB
zrH|R>RRjSRR|n1}v~%dtAv>HSCj|$`CU0r!lwpt`GOnBmy$BOf@DKj*`dwbd6H0`L
z`pu8I^|F7>^(o4kWQ8uhEs7P%NBz822c|c-_;Fb3gU-S`cJ^px#ia}nJ(&xvpfJBj
z^RqBlr=&1mKvx?Qr$Qs8ZYkepsF0QGDLz(zuBd)09Oge_b%g5YjsW<C_S&hPWM;X2
z?X^kuo(l&-{Rkj)TIlSo%~<rVVt(6E!tVY=4<ws1=w>@orm4NwT^jxiE_GAqAIr(^
z5@Oi)oNe5y)pbVhve=;kUIb5d$os?*K;t!Kp}4uKQKdb<_=QSde*Rtw7#c9hCDD}C
zV>S!jkf<>;{F<vv`kSkMI5F^$N!c<>|9Z&Gt|scx?rL+Kx-8VC?FEe(Ylz^4K%DnH
z9a>rg5+tn70_5x_UbwW4MJ~W5PJ)*9Z>V8zp6<{}2>8;L-r2>$y-UYg+F~eketD-?
z_7PTm*yh938*7y0+21@1kQOTeGVzP=xN^|EhVj%lRke#>5y8Rh&qz`B$>-Y?-;dj3
z4y@Rr)Ih}ki)2A^HQTj*5br?OmbRgWheOUM%~FrLz4@XBN@3O$2Y<O9m6=*wTPx*-
z^6zJ}?sOiQ-yIgk7MGuy7!Ui29kzcjh$~3>>FtvzIiTsiBPT!QjrE&5bL?~u!gS<y
zAxoDj-gymn`~BP+ypZ}E?u_hAyIE>9QE_r77uaTRUPM@G>l+KOeQXHmhCm`{0TFZ-
z7#rf6wUl%r+Rw{Y9-Imk#INBT-!>jl!V&V$wwv^)Y5(hz3?bm5=ff#mo&$4AfRwbK
z-uP={fs0Kne{XoL^uX;t3!q43b6$uXGMpYW{)rWWc79?7V5|)KRMcHa{4wjObZEtW
z2=2n#+j#F9Mf`08^^a`EUQjv+<laHDKNN@!ua&ZNG35D}J!8W71EZXLUTjeyr>NDZ
zO)aw2-tsqf1UhiU{W_A{wrb74yxz5LM<gdD@h)Bw=G@ycvmC#6Oj_uOfj#l8y#w}5
zhiLnm%JZk}XpS0U!r7FI+fR4V{l>1J$Ba=jo>h_kH{)8b1DxO3YGaq+fuv3+weY8z
z3_801nq*}rP&E!&tq(mT?Aj$0zozd@ElpepX;M#b%&urNCUDRmHTxUNk>!&(O2<Nq
zU_bk0KxBmSQl0`VMxsO#+pmrJ!bCkzgO-A&0#Yo|LA4LKJjhuGfZf*$gO3Zn9ywq$
zAi`3b2MF9;g>GnG@(Og({(av=Lw7exeoiVaV7rC248jBsU&h2r-B7U&*21EC9uAjM
z0J?L}YpcveL(kstyOT;Ww0lbcd(ltl6R$XSAEJ!;@Z}E)5=p1_?kL#!q`$!3yf;8=
zaq6A}Hj5OuUcUTmu0X-o1r2vFPtR_$s5DmT_S#<ftFTGdx$VX?-_EnR(wmj=Hq>c8
zJ_0rx*+?T{JJ_9}8fr7w`?lD2Na!^1se&vM%FoZgf$)XH<&3@N-h$HoD)3aFnVy;H
z705?iRtcsX@J6NYMny%5hs-<Pj=q=II5v>*h3*Jv=1neaPD4ObEsE|oYO97V;f_5E
z*&s$Xx&2>Y8KymwLrI(5>H$)n&I)T6XqjS+FslWEl>{s)nK~AogA;jdK{`(UjyW!s
z%D8}skLHU>+j9ILM<h9+3TeO^ly~UTQfGThOB&Gm+)ZZ|7A|x_QKcV|C~u$*irbHf
zi|k`%XBVQQ1>h(0*4?{tL56fxO{!HVdqXd7eYk`ERF7t4m{KM0XK7uVC+_wv7k=_Q
z3-2Mhzz-kD!sM)gBY{SzRahdhe1xW(*03Qr;p^Xn=Mt<_(rdRDq1ir3rKOVZ^YfMF
z_Kg4qZeYr3E#}_fZsO7V3nafs(;rtTcN_~eV>Ugm7?jvwLVI1>j16w6y#=~`f&7*U
z&|-p-krA(;V7TVBYjZi-DaQ#1HVeH;&IYA+!+des+1b&Nk@Q+g(k}~(igJLq474zt
zuLb7CzZ6DXJh0r31)rIy&N$7&(qs>#dG!mCh1!Fa-E-VF8L0|M!)W5BrYw6VTQf2;
z8m)}FMVDGH@bMj!D_{P^L~?qSZ0^Z+9(}@em?acr=~yQ3CpM|1-Q}O(E_dna|8m)8
zc(~!GS|?yG6l|=l7Ye5^U3*3#e&Zd43LUb2VRrT?=mSiOiQ)E@vS>W;$iX2iQ$6xI
zA^N;lMn}hWz$v`-_lG<W4}ZJ8NemswT~tsCCSwgkl83f-M7e^Ja7}(SocMekxA^rX
zmwIEZe6inb_nDVcI!CTvzs~r}Y1^RALzW0|Mb~`z+}r}6VcI-{&(tW4GffU<<mQGw
zdi1CTz!<yeLZ2<_#_{n~Jb_RJygoVqwgO?((l|w!Vw~XLHmAsO%ckuW--HBqVS#ba
z3iKBci({)<N>PAcL3)~*rFr@$<#;+Y1c%ze5>M66Y#A(DAwDKKAtg~_*n<q`pRIKR
z(>H#mdAivgI14h2SL}+Ysj2(ByDyoTm`qdvc~TzrDLr-)?OTLBusz;{o4^L3E?~o&
z%BGE8Nw)iOXrkq-pQQdvOce2xnfeXCLQs*t59WXTsKn3`?f!=!i0R7TexN$6pk|^1
zu=>;r{q3_g^8>D0#gDMas~Q@|$|fZnu(ew?w*7zkf`H1X<m)%iwN422%byA-9{6$h
z7Y3WPSsHytqK|;D%ycFW`H;v>hrw;xslHxq_MSByyCT3UR5ljp14>3$@Gn#fUqffq
z8As5lSEZAB<je3)iS`Bu)4Q#iw^@t9ALc6K{4x&s>1@pD#JzZ#6GOyhxxZeYm72gL
z`=w~4`?6cQ8WfWs9p%lz{X^VaO;<ZB8}owvEACA~`B)_FW^2MeSSlh3TN|I{d>yAd
zhHfoOG3~4k-o-VSdjwD|!YJ(@;;Qfa<yiSt_S;M@ZGUhlS7onQtw@{0UI!ZL0G;IX
zlcEGX&kNk~i-@rHL}(3PWi=LbpZ6T;gi{xh2$(+5dsLN=ti_nW0gb758GS+bW8l|=
zPdyG%Y&JD;K0+B<@IjiJ_C@vNB$SELFROP@=_%MspZFQW$2utxpbw|f=o$C5*k`c)
z@{%>a+Z#)4DxNj_kyJOAyBC3sr%D|6tBnt>bD=9|_Fk^1aoa;=!8bmzUFxQK=YYn9
z)27FjvSxAMKU~2=koQGJ1<BE{nj8(64qb8wuI12Mrjqs}u5DKG@>_j6N)HRH%mhXa
z+Zk2{ZlXrDRR=mJF#YMX6nbLVR-7_9Pg=Qs)Vnu!z2UNVOH024${(@%6xfBUSSa@w
z1p4p<`Ar5?^VOk_q`z-zAA7r5;CPR2Kcr4%&$#3)K0>>jLDUIFWb-7&)5J%DqQC33
zHqaD*a_eu5v`j$zL9l|qL~A03f*(%lkq}nRbRpuE|KFx$bdP!{<xvIyk*Q=+asMrO
z<D8n3Xi=RDwfFS^XWL?^^Rp9VLma^lcSaeg`UtRnfO1>&{4mMvn(gmMtdN%Lso)A|
zLaL?GymKG?>;4h99t*7(7(UA1l@jfU^Oj$5R`<xk-!W6Tv{)Fl`@0OPyg`r-{z`EL
zg@EtT$?36cLZbYFh5M&IGJyt*y<hpbc_4u8QgNqY{rs*fJuYKSh{3+?BWGssS=+r$
zxhEH?Iu=;f#DB!S<OK_5j8?!MyEOCW%JbCPuYRw>G(&SKVDr>}rF?U9^Y^1r4Xwii
z;vO#&Lm9Z$HgfRH5m!GV;EB<X_#jf2cbVOp?|mSDhT^Z!0DkoSC>G6d_!5umMl>i|
z_#?kR>u;;dpEmPkE`OUDDtX%V-yh*`+fov`atUt1ynaRa8`EZ(9N?bKuw)4X#A&?>
zQ>&eEX;w<@XvC(os^+V84;5`0ARb5c*d$1BLO=f1ACys3gPtKi6iwhO>UXZq5dj-V
z4%>H1u0Pe{2_grO{wywG9(uHbMPR}t{+h5?adD_EMf$rEy7vuvU=<bJEjLUP$7{K6
zabbOrP+^6+GJ8b9%o+Ub(s`kFC&6mR^yV9mipsQy^BVeeGgV249z7C6U%UwMuWrab
zH*4{uKS#0_xsZ8eVq8ReC;vPw^&rO+8KJMDv>mExFKv=bdVWiNUrTJ`I<bVho{c4L
zvrF5E&1&A_`nCOovbLGO<uhQsF(+(xDC$BYlque6psh1IsHRpS;o`Kp>Vs;(^;wIS
z7iT1^Yukb(oq$Afn(Z-{|GQ)lKgTod91B_iZj6|vnVTsTN{ar*C%U?^B@=dIn^G4V
zgArrK_Fm(n1#W1nF&59orJJIM{xw!#Uth9XsbjZK61xM$huJ0bZvpSmi&9n>O7j1@
z;Gy_k>(rp&jozjZb4y8v>WY#Z*iHb=8OW;$+&Sibn{qdTz~1bDb2`XC<JXDXD;Do<
zU;5D;R4DofZUQDA$*TOp2q7oNqe0we{YZFP7t5*ZnGM_TDyl=#<NDVN`^0RyeoNs_
zEAJKugW3h4X@I{1;soF5c*6st0E6L-eP<VE+4V>!rF^u(RiJW2C8X%H9Q#Yi<?P&2
zQrySN#A4=`cUno0arSMA;L0ims{j+^5|ms)gVbL*>|?%@S_(64=<5u0NIEUx>$@FH
z8I^$6XZfWEr-g#@Ad!QLnXp^jiZYN&VNeGI_bU@U6?mwv#+|hnB`<%2RUmkjv~I_D
z&g=?OFa+L*d`KpmJq6O%s9yWo*8E*wsBoHsrTw|z7zG%Q?VObW&(q&MsIer}C4RPl
z=sb~+%WzuZUfK1s3kL~JHJN&MP?tpu<8s3(|B@X+w^*)~;#V`P<a@iqXGY^jjk=Qt
zy5I$%2u^beqS4K6y{_XIbL}6WQ4~>T+9YDjaO`!=I|FB-hWF&<G`2QzOE*W{-UM0R
z*U@L8_-od_b-%g~iBzVTz4)bRU$4Z&*!%m0H!p-<KVO7S+y^m}CQlp=7aRDP<}e77
zGxh?0Tf;VFowAzSZKWsgcvMKWm7v_OEyDz4k|#Cvig_2X`#ytE<clr^);0~IQ52`|
z&gO>EBbyiubNyOu$--|y^y(FD%@7Z!aT(ivN%+vRdr|$J*7lPy)W~PT1fSy9#P_FB
zv!rkujgxEfB^|#$6`Z=;9PCfkJo){{WxoWmtj$?Y>f2gg(Blw)b8^(Yo+RzmP3)<L
zh`U32&Os%Nq8QbffP5SwB(}X;bm3D$S!U4?@cI72>7bj=x|{e|rS4&3+36%ufVG~`
zusDP5gvG4<AV&B-JqqtMxbu4%UneHgxNU;XiEk5ZhG<`*Px}G;@X#`zLqUE>lyR$Z
zgSCxURy(32r6`uXIXU$y%AKb*Kf!CWvw5_VWn<hIzV_s!s(}oWan~HYTjV{I>mG8*
z!!g)i;JrgesWt<wQs$Q33n`OBF@!s)a6k_~@4u@1b$oltK^EPw9npp^iY0GXPF;%f
z2c4%4ifxX8_PbZWiK#mIB|KBV=z*@PYSSs`T>z&1)*Cox!P_B*><sH=fkw%!=UUNx
zq1x}Dxi7FKJ&jYIMhtv09Z6ZY;y*%<OV4!sSUkI}Kv#9CxY}Bf1+1%b2Bjl-DTphm
zsrtx1EkM8(KN{c%eSTTs#Wvf;WplvJ$Kp`_81R#70HzGN0;z6oX-w|jS7&WT|4gm|
znu3!s+xnq~m^<i;FXfGrAKr4{t}Z7Xl{u^4VsM^3tH7xV@Sl~XWjA0ftAt(L-A`h`
z>l)lgP~>+>FrGZAR)+SP*XID8gW-S(*O7gEU)Kx5pbOCqjGRL(v{~W^Vy2j0A}MBX
z3%oLF?E)HC2pX|xo5T>ZQK<P~4&SsP6L>gitLV#bz6YB7XZaQc|8h?jQi2rM|KHvR
zRsfXvg@jIGnj<-M09bzW<%=3<;m=g-0WZC2!UBD}wW%o(SaKUl{r!3(*E^|skoMQL
zwNEw)ffk(OaX^;4m&76Go_p_GacOBRaK1K8@)9_?&Yo>VF!>tAzIt`#Py3|FO)hcq
zS3$I=E(8DZL?r+%Cx<?O7o-HP?wKcNI-WdvqI#_JZ|9^uQ*`i@oUCl44_?yR%F2zt
zVcBxwe`B3RMH@Nf;#4kZO%UpGL2r%Ve>M}2{~)<9fClaf(-b;KfO19*Z4&4%o^7n!
z^aWbZPLjwqa*6)o!v}_8=d3LweM`$Xv$tn9Ew&6^#l+}>79HS&46(nt6o*QwtyP*P
z_d9g<9ee-bL(_aa(ha=EBg5Dct*os4>L2|M=3U@z8PA52B2DUkgB%<6zZxD!vq;x;
zf1(_|NfU=IvaQgzE1%l*3##oD8E$;Qd+#+8s@%F2U7o~omxKZ$*|Eh8>qJ3b-Zbzs
zB=8QX<H%$bghkf%olW8voEy4R^-XgA`}Z>rdv-}v7tk&-i~%~+ClB<k%PMovr*3S>
ze~5B0tbSs$;l|(OSsF^*|F)AK77X6%5{*aK?P*PwSO2Hhr2N0MChrteCWJaIa8T~5
zy;4m<uCUj`2tI4Rz(>iw!=iKj`hr7|XQcEte4pQbURdg!LI9F59+m<`Dw!sGHJHxK
zQ2aOt>$JkzJPvYO#M|>cMahDQCTP;AO{v3}Cg?hvuh}BMeXBE3%0mi5EhX!4h1@;Z
znWA85<PKit6}rC^!~{i-C#Ld>eB~|QnW9*z_w=VDiJ=#5i``vyd!tqx1wEQmg^vZF
zpjyQbssQWS*v_5(_N^bzDbe5cBCfgca?AR&KF+jSBy(7MZQs1k1G(2091g?_xGmk*
z^-5;+P7xrW*HM(j^^Rn@yDK}(b05pl8A!#=>sz_riL)WKFvm0noixE|RHX#IokbPL
zG&QN6Uc)XqCZvDlJhVFEIKDUhp}5t(qY}k#y<0<N9>SaVv8;l&>cJpDU%d%&_7I`B
zw*Oj?zA3uIKTS}8?>jNN+HPF%|Fw4J@l@?^-`^7Im=ci;DMg&3GS5V0$dD7s6f$MX
zJP&aWNtDQtv1F)7=3;M@Idg_&o97|p-q_o;pKGbkIrr=LJog{ZefLkVURi4|-@Vp%
zUBl<|z6NCSk`X#p`OJ$5KqVDXxim>wB^F6Y4rtN52~I{27|)bY#Ml_Qp&;1ppv`y8
zzQis-hmvoT2znSFWB|Rp1ny6`^i<zPi3@b?Kk}>yGxOBu?3RVO@P;XarRI+T%hD+y
z7g517K_yLwS^=q!_^ETcGx~z0Q|sH6yHC?>);{rh?DR|B>5cjgUf7RcQav{I9CXJ+
zOR($7Y4zHPD~nBrRRR7RQ6~l_^EFOUHgtdO@C%&eS3wnwpOnu+uQAUoXgUo`K2`qn
zX72&?W?deB{3Cy%epGVFUQBdqj_fu-bjrlnEa5A+Mla0uyt&@b|L({T*7ltpDhg`8
zszd8s&>@p8#~E$58nPB=EQ_D>@(;Tqz6r9XLb0gSl8img#T?mw;>s#b?}*}`*F|rv
zk8mD|;*>AJm6oMempP_fa&5Sb1QUUTTY@{|SigdSXqo5}b}GTY-jczdL#!=yTo)8f
z#u^#Y9f#KIA&S~{9`q`=2%WrZ*B+3hvaxL~CQ|DD1oQZ`oyxsm2VOEb<CeY}%OU@%
z!0i#d+qpqs=40b=Qf3`jfasFamZa45Wl4$~@#L7M*b;8}pHegS-#k!cb+o$UGnnCI
zMTXr}xA%qNQ+eCbvRBG-bLmki>rg~G8Fu>^T-G|8=DvnEwnBA90bjS2-35|EBt;0^
zzMGc7*7tJ!@w;3DEYdFgshW(9yLU0MWl*vD#y;g8G{<GoJ?2$<U)&ka%xL@;K2!7X
z@UxvqOMIB+_X1dM*WPvTsPC!3Iw+1;I;E@G8RopgL<|@w^U2n#JY9J5RK#1VA6@M$
zpqlRKC>8c%pY&|widFe~rUQOrlN}lgw&mvvtsR{H4q=|tkm%^wPKdDx8;kcq`=xky
zmwJYUG3-f`2L4l)qPb(b3m%vZ@2a!U%$z)Z+OoQ=Nv0qkQsR;(tPat)yz_xwLsx{D
z#!JvPx{cV#7_a0n&8D%fzRFPF8ItF=bfEwBQQ+~}&K)M(uU>5vU6zrQa#+=LFp#WO
z<F{;xhw=zKkKX$2s(e11r@Q7HnNX7Y_hH>VwA+d|SnCz((?z|Txmwy|OcK+SNrWD+
zPPPR9;?%b{i5al8{hgVgEslxUVg8Pbm+^S^jy0@gMNax_)$NB!%x}m80t2@m!gGA<
z3szxXktgLERu{yUR|5mIq<*un%6=DJ)Jwh>lkyf}IIieYLAM2@{#=!+n_CuMI@Dmc
z1G~bPrFqwOTET_U=~=a{I1?V(ZUqe5vQ!p#MrPYqZ{tFyQ^K*|qt1>^&sxQ7sr<5p
z9qT?lL$=@eWp=iq%yz_>)(+Zoy{I4>zpx`TqaR~YOY|%~{#;$({<#x<EOufydXI3i
zCn^nlJcyw>?_*=OybnD%6K<OIrK0R==KEVtl6u2xWtgX$$o+m@?4}PT8R|B2FEX&Q
zN~F(Ev&(dn9}S0aGP+DBS?c1Sy~Dm_JL|!tV`om11`U;k^zE~>He#QY6j}VhY5Y*I
zdina&&umJ}kaY_?aj&>|KCg@C?d-2;W7MU&^Gs@HXk)!2&nc^`puCrC_;?{mMSmz*
z(<7itzP44~04+82(8aS*@aSpB=3L7lpDn7$j<EO*H%eL6{3^XUbx<Siy8x@U6W2cn
z-`a>Bs_Nr%T3x%_<LfGKzWBCnEa8*sc7SAL1YP=OuV#5*t4TR-xFY8_S8_7>lSn=Q
zy(;oF63abe;LQnIrGujZ_|BB+2Sf7u*1R{<+#g!WRQ%Oz&8gVyfmqOf2zx(&{!A%L
z5<KjSvV+#x`|=w;<Z>A7MX`6~uTmBXo|NZygmuqqMCC4!gR|(zYIJvZ<G0Gc@%o@*
zAd^rXx?4DrgVNc*>rsE#dAHT!vRmtGhd=z#tOi&zFp%%5lgsbA&JXLbNLFaX>c2fp
z7J_VUp_S03?-={0imz{t;p@Ogf*!In8E!jM>lDdT5BDG-(5wp!u6aK4y&r111p-O&
zNz|6-k}kKQZ?FYL!IM6-=;_(H$XznFJ;)OIl2l>O6s1j$5)DBt(hy6@rV|6v+td%_
z)^MRkY{zCU+XV<kI;O~Kz{iX$_{?PNyeK<nU`M~V8t3=ZcwGHPE`Cr2MJ8n^Fg5yn
zeFtOJ6$X_<1~DcYRle3NB_7EE(}z$f-(cj1;^Z94pC3KI)jvf`j(fvb02+AP7hKz$
z@)EGcQxW%vaw*e3clafM{WLrrDDR81pp|!64ZXMZt?z)(d>r4z^r#w^I;!i1V3f9l
ztJI6`1O27H6s1s+Zud#q?4`RfntEC}JxE8&>D`b-O~@=}I92gPC1<RDr-mn{;*GB+
zR}QtqPxb6a$4Sm2{O)B6uWLbKaTmz8Oa+&R%dVcFXL)g)UaxDova#1U28Gh3M*53<
ze6zV<n<O4^2iYWw(Qt13A$Otu$=Y1rU-+RY?)%p*ZLq)enSitupLZ|R!lTT0(?q>P
z9A45~=me#0c-rw@;TR8QPL*Q*OW0o;>C5i!YX<o-k(}~Zag<m~e-OOeYO0-bcT1d&
zDibQ7E(~7y*TU4*O+Ks=gALym<xF#H4UVu{n3zz~GLBJ$mh>y+KJ>AUx9Pg&`_J_x
z2-|*P4Ky|C(r8^UMyi!irWD2sWK7YPw)bNPpPCq)5BHNXvej}v=Z~&ny6^_|Yk?G4
zq&yeDf87i`I9fR|7i{&~V+h))etqJcbXI|;X^N2!Dfj#9J4*LTm0Efoe>L5n`^q5y
z<Yd8a8nbtZkHN5?iF6%>udbyc8|K{#*Nf5%#SXu;)X)%FpFdjNM}8v-t$@juF*2TM
zk2j19^<E3x2d0CE@2|J8b^p{CGcYl^)emP-X=Bj}gSmnnjG9oz&05!Fl&PenR>B_s
z=SBe1ht^g_c^n;oZYlmrI+gYgT45*GJAVYRakObFnObpXIE1}B`{)^5AIOovm!gb5
zxSXzQXo&eIuXXO9uU!57yW1{tx(moCwFr;Y8ZFyb*78Mi#Yy8a3&obt3`PPaDy7z#
zpIr~CbK*A2-OS)9sv{cujCQ@b&%rR;`6W}`_Ul_?#5ey8+J?6JT*DwEG!EQZL-?Hi
zr4DR$wY43V@y5!TnKwK>nnWJ6l(=@u)T@am?ifeTC^M^=Q-{F(<@hL`KrQ`(Mk4PG
zX5}^X$93eg3sFV|<`jsZxcKhqrDH-?G<i2m9-uLp*|o2xOSny_y3--B&kQiU>jD`U
z0~SGZtxT{0+Egxd$N@hkduOonusWGICq+7scZi1p74dzSll8+xNLfnWN{Bg3Psr(=
z3<#zxen)|EoR6DZk!GAfIVGjedvS37(bSaH+{}#l!tI`adUvmLbEOxS)|m}MgLE^<
zg$GWKPto>U`R~NuaPf4{YWd>R@BgBVt-G1c9+d7iPrqwizkbBs-Cf7ai=Y~hBSOg{
zV6XwWxL0&^ba;<M%bYW<OooKq<MZU~?Ciw&xFRF3=1Xu0-m$ek0Up6)qV`9j+ofg1
zD<GhW7hq;#iNFoadjU4*j=eoo+2rEN-(9?#DW?A-t4zfvBqyJJU|f%F{yV)r`!qII
z8(fed5N?jnl!&sD(qq5~d;MP%+(qLN<8^P7+a@Nd?-zj{Shq%alt4WXl4L-kCH|+X
z@<W33srEXN;eVO>l}7!6wzJqXCiI_%{svbm;_8o1o>*0>-<GJg7V@&zRO<E-PK)v>
ziI`{KlUH_;0s06!WF}^dE0Ye_R;Q-hS&L$0nVf+xAQ^qm`g8l!%gV|RusHt<0q5ZL
zRa<5V2G|0`6^O<Cas_%z?mNyHV`>`k7A?+SM%|WF<#mQJ^CvEcyZXP!<#1OrQBYDo
zm~Kcc1fOLD&41I#>t~P?kfR%)WgHOjDg724yzh>U4VR#x;L5;LbQm26e?Je&q$!Cc
z@V?c@%j-UtKce0xX|js`Un%YY<%iZY-Z;CKC2GIF9sPVuwBR6I)60s0_TYb7`v2X+
zOV{{a0vdS3siyJZ>C=dC$!JySpUI^CR&2k17p;O{;rtlLz0KLTB?E25Di82rF0>^L
zd;V9a|8OeFYMGP4X3bYAaPGilk=j*FD=D^+k^0Za&l;9FX4-aTxts1*lhb!VXRku;
zl;(6eZ)!Skn%^}r1=6QiF0)alF&RxPQ#T!F-wq?&BudU7-I-dTDcD%r+!Cl(C%e{f
zXr!*6x2?lIcXxg)f^WZ+6q!7|QT*}`=_K2}DJR^(n-_RVK7w?huUrf?4R109K^be!
zHUhB&vfH#X+NjSGzdJ0269b`k%H!0*JMVnqo-i2b`YSYwt+F#&P{?CQ1&<;0yg09o
zy`4*yx_d^-4ga0td!+9Ur$1ijW>tU;o!$b<%PU)OOKq-Pj!OYH)2iHQtq2xUB~F*Y
z-D6bS|IRdR={?Zhc~WqVpT6bgPz72v-G|SI0d;3Cuy5%|%T#+B93Z$@xjRhS_4I+p
zf1SxE>HK@syvyOh;*eb{35jaD&8%o)&%Tb*lX2=0o0oVMZJs|;SgyAzTCsHcZM6ry
zM7aRfWeIKo_pjlj14#R?DO#Es>$@Hc-M_;8!Xh%?l{%KXiRL%?l{YmO^)>yD-%9gY
znyC5hO;S!}iSG9k5|W>^;ukJn8%lTTO?4D-TX=bN1&5V0@G#o9wu*?<SKl@7+f!hg
z3vv$`gm`X`V2DiUkOs(9E81};X=p+9r7j>^>!*}*wkdzZmE?~O7wGIxOqrKm)qRFm
zAmu{buCA%6B*&SX6>{Wgfwq*>QEAvf{XPc|Rx`*~+n5KVXP+pk)Av>d7M{hBqtYor
zhDL3oKUb`R`bfw1Y=U+@dTra*d2E<oNG&H5qn?@fgyrv05<jGnozbk6Xc@;{c#9r+
z`END(Y&ITxz&Umq-o*H;>rKt3_ZD!W9~FKWMYN+T(;H=a<-sJly5W{dxaEZA=bxrs
zk0}8H-HzWU?G;@AU|hz5ARq6V5m;ZSIaj2gMYUoA{ThW)+#l|sGf@M{`l>yVBq=op
zRM1VNWkL`yli`~uA+a1>?$fo#^QN8a6&hBXe#4}=_xs!-?)_<&Izz=QH+g{T2I^)E
z`r~e4s^<%qWkwouyC)E+{xCWPvn=Wfm$+Xu@eU!d`l8;XiS=3cLjE2dQ5187?p6Bh
zrYY=cguwSBE<QlBJzNkVq(0wxn+LHog473n68VJ^-E-2y`nVI!tPjDefG%;b>8PZl
zvQa>O1!Y1@yGps$TJGyKB9l30qYOF!`MW>uQ;CU*gL0(1?{02O@zGJae?95+Za7y^
zosQSZlZF4aW0tYXS<{E|7_`~Q59`ufLL-$NM=4VfOB7w*8?w-;g+(<v^{7K~79er$
z{u4so3x0&VD@&y{*Uiahp5HSu=cCaUb9zV0olZGQx$9?|NWh}paiRBqenrrGIYM%5
zdBsFBi9Py&B3-1B?YrE(tIGZej!Td&*{G*ZE|J5NN=f-+#Xydsq2V%|V0fa<R9KQG
z|Ig3fAr`k6=EgMiqaqH=1t#d2XZ-7)8DxKL|MJN*W{|pO*>VT3sG*YYww`KE%^S9g
z*R>?4qoqQXhQUQg$Hgfpxtyyp)D5EwZ(4#C8WA@DrEkRLPN}O_n>H*yWIb(coAf^}
z;^gnYQ`b}-o2HF=y0)fkUR!17!EA9=o^}<{#_d^@a%^p~I4BzG+F4FR4BUU-8M{(g
zc~azo-+*zg*=T^IJ<*VC?VlePADB?)Ft&O?y`BXoAFm^SOf4-vddP9s?l`@ExeMA-
zHDSYpvjD_$2;k#KD&{h0R9n@zrOyW5n`1JE`!3p99wjulSp3n|9d&mrsPvcBOTuK=
zQgQvlicr+<^GN@#bzA(ETg|z;p_Cm7R{{&T@C_B}435WthOqk%3CDvYw&xtrs+((;
zYp4a0C8!G;mvf60eohSx-)Z(ix&%LzeU{|1c>mC<TM-RKNcq^<*r9?DEB~H9pN};o
zE|>+$YZhHwab&-q+*XH{0`?v9nyP;2GJIL?eAwD+umz=$WTxh5h25fzzO0RN<iGCn
zXGn8|^>UoaLuwT>B1>Lu?5zuCDs4Aek-LYrN5r#ldzXXt*Qu}O?H0(h58m=h|GkdV
zm)k!m;7SDBrErFT?tZfuETYGitWf7|Alns!4Wih`?m2<DYhdvh9SUXVAT)=#-4N@<
zy|hSXxvCY56HmK^vD+8e5h})B?%IlmJsx}*U%*@az%}pk>M>B3DGt%4isUDHw=HuO
zoN5s=9bfxH%4vq}hu>4lPK5=t>VJ<wY-8ol$z+u|dK0umU+^mrHS%&luq;D-@6#st
z%~&ll)BUw{R0hI_K-{b8;q({Pa$Xli0{*`feNeFpL6O)U@NSNFS93!diwqU2EUyX{
z6$o(kmrgC4oJ2ru<siw$6cZm4i0inp=%fgtNOp<Cdk4j=9T#A`3XMsqK;G$(wKmZ0
zY6SoMo|ZLdv1;pc&daR7g8c_(%bN<u3c(b@<xLA)R$<h^)vToUB6cT2xVuER<;9q2
zgyo1>Cbge7-OgeWz3D@8Oq6|y9&nzZ5BgX>|0$YjWRi#O4M9PYIgB#so+8<S*PA>Q
zM(m$Hx7R#%e70Vtc)PCl26HI|yuCgY(k**r_zINLhzM>ik@Y)_DAxXc{;Ml1Rz6-1
zSp;G|?Ea7S25H+_uWG3`8dm1AB(rHDO~1G(0mMVjk!!=njSw+!aR5h!-|NwEk_lGx
z2(5##<iMjv^xaz3DnWk!ORLAgab?*mrJGmod@}OU!I%A0bmg-p97tPMIRqGMNcr&N
z)UlgVGgD$7+Gg%WH`XUx4YQKFw_r;cg<Z{QKsr%5l=!8yTyG`wP1Y-pm3`F)0CY_f
zBy1;@T|84%Z1R0=Yduf*%*kq8?0jZc*2%qPEaDs+*K``Z_}58t=~-<{#zC|X?{(4Q
zXdQ%uhb-p1*@A#2FjPB88C|X9d|T`@%5;pgf8)h_3W~Ul;2_b*WdjB(6h7gChWCaX
zi_6}}2?Y2sVm5co=4LKNe@DK^D|)E6MjxJxjgL2Vb;V?9rl?7Id>0>IlOv3ftAVWT
ztCp(jbKp1ImgXsc{W5e}&`CmxMfyW@uQdl_M0cg1?lbW_A7_PykGg&;H+fvPZSaT&
zmq8i`phJp9;4|LDvV6lAO_z3T5M2bBBVo0W_Tm4_h4<irY<`vdyk0qQ>t_L2p9x7v
z7uafQ`GmR(srYmB378cNGUMfLWgkCdI>g=zdmMf)Sk-N@@v+cQZ*w!XU_|KSvI~Wp
z5AfMq0iK*YJMnzxzfsa3#I>FHT3LJ*e}MC?{i$zz3m6si&Azn4a^gdS6DSAq2r(bW
z6Qi2D<_4a_4n=wyx6f<&6^oM2^2_aVB=lCHYnwz^J@ozF=;cYykN152sw*##0^weC
zRaI4FS|mHchJ11@4?r$)h);m;O>UHA`Po)pp2moPK<9l(l;Gknv9<9aDvHj<wI=Gs
zO@*QQ=JL0hA*oxUkB0j7+`e>P8VkY9e(E%fJvyqgazd8r_;*FK08Su?Dn&J#tcw0N
zkw<%O?l7QefKn729jyS-psa05HYiTNlsaHH(X^&*GNCfgk4AxuLxt}fW*1kMt-N|W
zf0Mtb)!(S0g_J^|Ak~P-rirZ);^huW61y!AlUz<T%!ij0dtP((jVC0=$K}}AWIosw
zeeHN>3HMmHQxRQzSn%u1y2llEB&paB*74N-9h9r0CcS<yA7{G8%*NqDJHJwWwzbft
za1hL4_ML{T*XxVB%wRGfe|5w*W}tQ<mht$9uxvN4_mVMTNkun&>U+MaGDVD;W;60y
zpXA+b4{vM=4;%|Tw~=QwWN12RW%^Yr361tUCc<wvBDVhx_$!1(UduhL1<^1N$mXEI
z{Iih@o^Ai3slEaWf0H!9C3Qo?Byqm?pR6`2OCpnH&<@LICu%wNLqSsb1dn#EOnvrq
z_+{7v>|D7^=te5vH^fzqB2S5P5#8O><vb!clD$;&9Kv4PSbucpmmWIHY$y1}A#+Mp
zh{N7(WOQ_?d2MK)g~HHlp%RgZz#jIOB^CR$sbMNZwq<i%ii`JbgxGwcOw^z8?|1Z;
zA_07GJ_rzt7ntnt?>m3$)Sn=%%|UNZIJx=Bo;>-Y9lJb9{y~;raD)Bg+q}F?a5PG~
zOx(YtP(!-AbfA6qtbjm$vN|o7(*l<r)OjY(y@50ok*9(*w1*Q(H9S2%L8O}jb%^^i
z-cM8H3EP97!-LZffCl3MrKJCcyXoHOisr2`=yGaeoL9n9<cn(zxZz~K$e|KZ?hZ)0
zG4z3gnz;j*&WO?!4|9IPy+x>51emJQ<N{@BIVAs}nJfgAVZ2pKf&!4vXj&76!jL&M
zYFb*^AR0E9wnjz{-3o+a%7mpc_-Jf_BWkWfXVPZ5v$-}X<+H5q(EgeLC(eY{RXhxa
zsp?4E#q+9NxpK%C^@u}CufZA_ZFDOQ&Tw0Lz_<LwFhHGBT)v5XHR9In9T~l4;#Qt-
zW(H*xh(~@R*(@iYD;S%{Q!5~Rsi2Q^6jbmxY7WdE$f^D{Er}uT?@dmZy~Y)q%05*B
z*TyV;d9+eB0B;D20-j#)me$rD-y)h($T1IveV_lJ$J3{0Ys)w2H6F>t&aMGE+1Mvf
zPR3>I!;UHbCA+;`gHREpaR3#ZfuR`J*B%=v1A>Y9nUtphP?W+qXiRi6c-s>7XMjh_
zL~Ku%h=JOwJJuu-w>UGC4pS|((eVTV;r{&cMK9n4ihA1v+zBdP4D)oWL!y3%Hk`-n
zJAqlA^Ww!P9<mye{SZ14G@AmOv)O62mj(yk3s!u;SWwTMV+|d3n8qWh1KcKaJyqzx
zBOYU*`YM|S5KqInCHY)+N#HNtcC-j2Z4J-Xv6#MuAttGy;jSY>HvME5u+As!*hV%i
zcG)MQqATzA0)Ai47Ocy~{#zb83Cq@2cJuO4l=M4I6)^jy`}Fo-VWb_9v0u(^da7@t
zDrzSB9=i7lOE6hy5eKcADe&0hfGFucD8LOx+>!k6kid)0WB9&6q2fI6sZ$A6#3?o$
zOtfhM)l2?R(y2^Xj}B@7O*f2K%^@ffT2vyu`tt8ARfNBYp=^#F4oSD`mfF+&R#i8=
zW14OwV@#0gCxh|e-+d+{E!_e`h63IC)x7a-6@u^<JM<M0O~>%#tmRZc&C*INrNJx-
zQ;1W#%N_gBC08+Ps(>ys%GZcEBQAp#?;AqK!bBO>+C{J8LqRm%0gi*<oa@!pB;0d3
z-0EsA5ftEG=;gNM!3U>2#Q*!5Gl!_GXNUox!n7w}=@MGH7hPk*9*~ohPZ}S%Nev^M
z%w@w}{$!v)Jk^~J6%T_REw$h}z4~ZW>~*M)ABHIyUI&hLy8{*T!r7)SRf3IDGI1%8
z<m+tjDw}({uMJ*8O3?QLP}LQHZjZ@q7c_8YfVPJ0!kdQ?a=l-zvsR_F>FJAb$<;s?
zHer9{{f@>M6<jH!3)$FMl2jj1%nHPnMcYdzQj+9%1ce943Gl5!ZI8ThA!%CmIjT4h
zG`?v=-qRe;gm%#5_ZL||B3x`@oQM`_e4UXI@)omxvw)E<@LMs3B0U)*eQ<gV3Kf{L
zG7X{?H>|+7l@q(Nq;1#!_s-m4yPn5LTpN2ui{|b^cx*jA*OR??*;CQ2a<2IY`{<S!
zBwz=LLEzbk8_rQ-H^+~Y&iIf8A_JW;+)m}QJbUA|_{q}+CS4iQ5;vIw5gwU3=9~|y
zafX76zWpUQv5BW-s+w>_C=Sh*J6s%d5-{5KUv1*W!}b?$$u7?kZ{%`tVYtc^A9aRz
z@%fn9#ofdzLeRqUAE86)$5z-&V5_aQw?JE;YVTPL#|l+>hLjUzk|L^8(-NiG+kMH$
zg>(nU9>w<)!Ny;AQMc5baN<^KQB4iy_NX{GqJ3bDSFPhW*dB`w8keigOgT#tzi-{m
zpwGz+sY)&Ls`nP|R$`|0R$XYfr|wC_mo~^~qh0sWli`v?@=qg!5+WG;nDZ0sU3bCy
zU3X|1v_rOtq^kK`8P^>)8+-egfM-iB9;XVlok&>|cja^>VTX5>0VDE)YvQz;7a`@V
zI|X*Cm75ww+9e6itr=F*E*XA~t4kjk?X)Q|#|!o&PjsS%g+=S);-a}hLR!G4DsX5H
zi<MPsI-yrWhmx!g+@Mr8ChaT*wt}PNh`RYH9-e2gU06On-kE@yi(QnrQx|4uZ8-ts
z1y9y)(Fee^FI|oK1ki*nzciC~w-h$6orj0vorJWsQSq9(z=zu8q@*_+R_ckK3JM=>
z<-~{{A(OQvHlu?Fk$pL;w!?LAe%(WuH3k3v-<w~D3i-ppKoty8c(}PeO-mt!bn*1e
zhBqUZDe9e+rd83m+zn-*RF^|2+X(@s(x{jZ-sYHGfHX25tk}HnH;fo9YJ>?HH()>U
zwqo%G%rc5Y=JbGSGCM`e^GR43)hY$50#a5~wKBlwZ4ij9krBd+hnGUIJz2GY866iY
zD3V>$?LJh88*g9KF*7^i0>}KtDUU+2**H06BLb%nfznjVAEr|oYpOwc-N=Ia4uL%U
zKLH+vJ*N{4B#H-=o^Aa@Rs?OA7Pu?1_sPJw4pQhZwvCxt@dfQ&6PQPk4nq5IAV~&8
x7>n3DmCw%sfiSuR{`~(>1pJ>KeETek{+9j3Zos)AG;$@Xmo=5%Ub+?he*n_6J177E

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/chiffchaff_synthesised.csv b/modelling/data/abingdon-all/seasonal/chiffchaff_synthesised.csv
new file mode 100644
index 0000000..960d89c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/chiffchaff_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.207782638e-06,5.201434600334589e-05
+2,0,0.00678290479,0.2921124592741597
+3,19,0.47705347,20.544776410899846
+4,40,1.0047941,43.27244516949293
+5,33,0.711924,30.659706555647656
+6,22,0.3545402,15.26862206384478
+7,5,0.121011605,5.211483668380255
+8,0,0.000410429269,0.017675539733720137
+9,0,8.91161463e-08,3.837874400818298e-06
+10,0,1.1652059970000001e-11,5.018074112531797e-10
+11,0,1.485436197e-15,6.397176932812664e-14
+12,0,5.062361810000001e-19,2.180155853337117e-17
diff --git a/modelling/data/abingdon-all/seasonal/chiffchaff_synthesised.png b/modelling/data/abingdon-all/seasonal/chiffchaff_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..c9f261e7cb8abc284e2151de9c2747ae4e7465b8
GIT binary patch
literal 68505
zcmd43XH=6}`!^aHv7zFKf{K)}p%Oqrk&dXKs5A=@st5rg2}nsOp(wVYs|bjMqS8AF
z2_3`&Vjw|U2%)G50g@0UK!6bP?)W_abKVbUy=$FyzMQNzi>#Tnd*6Fs*RNd@V{LhH
z+m?M>AP~ql^Gg@5K_HT55QxO=rVZfV+%D=wf<JmeruISC{XBz$-2&hc3%8)VNWUPY
z_ibeiJRs29&sR(R<Oy{hsPdhlpu2&38XBno>lNyL0bUxdj%W(_l+AZ9!2%%=xt-#F
z)_G<3T!XBGK+G?g+z7$3M<j7C`q$cjbB{=|dqzgK9eDHa(J)ifym&<W>59xK-jKpe
z8balA%$wWmwrsf^92~4xWhkO?_Z}fV7)hsRQUwb`G$XIc7%gV#Bt3I%m7@E%dK&pK
z_*(H})4^x0<^OpKfvn$m-{!y1-JZNV`k$xwD$n2A^`EC_2md)CUJme3X7AV|`Jbmd
zFq`5f{_}K`{(3X;%f*j}3KDPs^9=HS`~UAg_A(L88aQ^~!29JYc=zmQcFkBMuleHT
zxa*d>pNhCqYdoct4XsFb#6kUXBFtNcjnEowmqxdTp>}%+q>WdtRd9EskKZi*X((6G
zyi&|xo}UkDTAd@$3=vC?+m=o_dkxq6AMX;KVbcj0YevILUY+qP519B8$|CrU8FBUG
zwUOO7?VR(>680U_)*c9LzMOL0q(}qu0{&HeH<TL>A3i)io@6|*^n09mt5t$CT-Un{
zv9542T$t{?DCZhpwX(pHWBVM~x+>(4h4Dv%7ns>mKE3%Cm(9&>${dI{8ZapIOrN<*
zb~xTrpL6Ooa?twqdl{X^xi6~yx#r2Y>^8b#gpZC(sfR`*z{O(+Hzq$%PF`4MW+UD|
z-2BQAOX39&lvnul7Z*7<U?^jQSJdk+SY&8#n+gq^&PxjdU#U<2`t>Vi!MD{|>R#C3
zGIl)S3=S?Bdp9b5L|xr7FGUi|X)^E|H7MAxq*PISvqX>l?AdH%o>0JNeUz~Znw884
zD?&k##vu28n1U^~<5bJ)TwHnciVxR#tqpI+K0l0ylW|H?ySDB*aW*@0rKs4hf<ix6
z6<Fs~Kc1+6DtzfK*FCFqzm)Ref_LkBGP3?htm^#Ni%O3=VIl0QcHCI%vzw_BZ&Uy2
zuSX;L3vJHBN2*++2FwO*2RwgCni+Dp33`-kpbcAgAJ;+IrAB~@s$W}S5#eN6u6ye1
zI~5UvMa~cjm2t%4)z9#bfDtrpx~yjOILVzEjB5V%UW(#J#)bd>B)3~eCV6`K<Hrk4
zJc>SLjz=}-uD2nd!&C^l?j|<arh!G3%%E!|v|0R~?~Q!5TY9LWQ$+9HBS+Da_wJsx
z3xk}s4qxcE(_@tqa8au)T15qa6ic0U@PzG5HLVYtzNT{hBmNSUoM%_zGF0Wh(M#&n
zY>J)B?+tkreXarXe4+CLjNuUXG-6;1><3!9S5{GB;Ze$2Ncdcb3PtXqXpP@O4#z67
z7Q9d%C^+iz`)N9%fPbYH|2aAqV*#`7(@Yo(=UEhBNzQgy{w%urAx;w>>)X8S$@JrZ
z{bp0zPGt>M=d?(AcD1Z6R3J@k+!^`#`Fi9tqap6;n_^!*l9JPFQIjz!$SD-*6=a1S
zH?e^nb@Kp~L4p#Um3r(|YHEI>g1*m>k1@qCf@eM&s{dYMLqT?A{f2G(a&MN{PG^f&
z3nGOJc9cD_ryZ$n6<V?(U%ZF)SS~)sm@Y-#fQJJcX-em^wsqXP-w_|b)oagVzZRjk
z;~Aus+0fI|i-FuG{!D&`?-qOEb|oXWGpYQisdK@pxyJHFm+K}2>ma+NH9>J&$L~Hb
ztt*;$3~si0YX+B!T_KcSa~!jWEC{$Q)W9)SyYirVOYJ+|@8~V)?+xD{%WI+!c7DOz
zmZ>7ZZpf_aLh8$pSA#{OjB9yOI?;|L)TjTP$CcVKDD_SBC*9yQG4_5?Yl(qF<=fg|
ztgmmM^p5l@)@(L`lG{@^N-N@+Ea#>$VsOvnqU!~dFH_t(UNUweZATFUrRn8$ll#<M
z8g-}<exr@_>1gkCv&ErO3)F#4QrF~e`Ztz?W6(h#opE=k(0@rSzM|-iZ!OTzhY#)U
zD|c?d(Yz^!{NZq#hHG<pzW<NX?Y0+Llj(BgCBnkaojY-}uN4P`BZ@V%UolPgv>r;P
zzCP`BrUqGd<#)RhfkQ3#7qO4YAMEaRSxmO83Db{~{kdRVky<t3{bbl)Sej9$K(7Dn
zz@QafZ`UnI?a!2#I>HF8+HA`fy0z}XQW=Af2Tq4~zC8KpRd`3U_41f#jallxP${IJ
zkRO2a-%Du(4e6cH{u&E^!@!P6Y#+!RY<^hBAu(`Q>l^JCUnP9FQ$gn$)lZ~4Hp2W&
z{h>5hlOwgiom3VXgJ@4?Yq^@f9H<__nj3_S#RZyc@NC3lGk$@sXy8S`?Ps|Q$lNg1
znG0uRy9wB4G=Ze}R~Ek^lhqs{m}wCSE6!weXA>WY?9)kX(daL~g6ONw9?o6dI;J9b
zY@?tGE_G-UGfQapbflJ_EQxd0*S4HAm2<xFCcQX#1f3RWgc`QQCQY2t&J&hZfAe->
zhvOm^=@bFY<syTG%KS$P`qya{UFVD}ZGMaAD)pJ+Y+d<k4VkllCF;9RdIiR{N>JL=
z!pXYDK~{{F7Yy&3SX~7dQO|7_;Bo@S+Y&N4Y`<FP5~?8|w_VZTB}?!%&{Y7AvsRNj
zb~upB+nVm?UMZ-MxqQA3ayI?D1Vs5B2}%DE8y_D;&(2Y;XvCjo96EBOUVNuf8@BFw
zI$cLZ(DafR)HK(~X=e>1qtTnq;i25X{^FZ~U0H_ujAmw62D8|KSRC90%0<EczyJOo
z!H!ie|4bVB{^5!9`6t^K%H54qj^F%J?Ofr~<b+*hcaTtH%@LVQZUfiIjyu|vIWaYL
zhwHCmmBrq7+UEr?1c@v~@MlNrNL}JC>eZBQkx{P+9)^6fMoVq+jiMiAR#&gam)!mo
zJBsHBK$D~Rw+z^>ac-l$Q8S^Lt`Q3<d|myGlIYS3R#m$qxo>j!@f*Je$UJwBowYuO
z{mYmC?l0-uEi6#z(IgZd4<{}1gI9mI>$8L`SJ9XG5b;{JyG9AoTs=(Is%x^d47WuT
zna}ZUTCla_3=x}HgLQa3v*2Qq;wZYz(12y}>QqOAAGTr;%?vGfX$mU`jc&qT1Rz4)
zP>o-9k!6ai9i?yf%<$dwB+mBzI^Sl7>jLvR>{s)~<wO%-?%xR4C~t4?@?I-r!(RU~
z#fdK|<av8bBLSOml|{#k4BropgG%?spRrlyh{w>t&<S;Q3as3*rkwRa+UPTH@Gx4q
z?D}B96Gm?$2TJpxjtuN<a@HK^{?6v+=H*%xoezSw`4+oD0dk-eMqd<tf1)%Qwmq=^
zqF0mMl50jNis{WOr8#9AMc}YiEhY~()cN!kes^w96^_X-hMOe%MG81ISNYZm84;$6
zKhjrpomVOd9*batzMNX4AgnmpkTx`ygA1Y9*%*~~y*&A$fg@vO@csC45rPFkLGWlx
z7Qa$7Rv#%`(dBkElK4xY$z}4MGIa6SG@)7zT-0JxmwBGYCQ!pf6_rX@zoD^kQTyWT
zh+`>Jg*En%sD8+*0mE@()c8?<H*@M9vt78NdY6#zl1w5U&s@9RBBWK3K$X@2xbfb-
zl^<~$jY|93A3{vF?bZA!_^xyM^yzkKoyFI6*9$DmTSRM&P>RG&*{M5yh0l16LeklU
zmR?K!u28V5zU9-s1=t6U9UUFzyH#y#UBZ8xGXHY3O>+q=A~+K~yPUG4*6I+VH6dmE
zV&Z=P2wvA2%J||cxXx@uce_iR(Ee^K?|USz+}ZM7cl53-X$R10Fy)+{H>OfvnHLp9
z5A}{q$wGf^h=A^?@#xse-AG$t(HeZ~r;qqqdrWqwr;~`<bAANyHFSnLKxKgv9&4@9
z@7J3pO`u_SDLfNC=-WXkP~ru{pgiFqkDAJH5;~z(-%3<YcvcWkK%d@e4YKM!se(~A
zK&23Uv)&aF&4nuq&R}l`=H=$<P}Lksotw+C<-4&7u-%9Du$5M;#&K9sbMmgFg;fMf
z1z;uMY0elJi6gCOFa@At0&n$L0q)28IJUvQl3s8a+1p6XD>EhFx8}qf`kKU^bZ-l(
zxngA%Oc?{P@wu8k&hFMc*wPCdq(-q^L*^A3cUpnuKW&K$tZ=tyDVcT+7<O0-04kY?
z0aBF`g6a0*ap+(FEUx{k@gFy1`eR2$Yqu*}CGxlJJN0=!@@T1h-P)FYdx$G^;kV4-
z(chy8HaeI)IuhD!o_wS{N+cMggznP~$PL`)z!+Q@Y77nZ$^?7xWX^pX1Ruc9j|-fd
zG0&BqpD1+-G>K)>h(hqNO`*H&{1SlEzq0J40)(KAjWYAErvLC6sVDM>C@YVmMZY<Q
zUMOZAb!bdO(DOxNChME8|3<Uy(8;}AQk<+>!0r_05FS&>r;3DQqB_j%@U($f6py{e
z*0mha@SAJUmI_FmlXA)cFrM6yIKr5uWU?Y=yI-HDU}r!}n_o*%FXw69{dSf)T8C!Y
za@`k4@z|%#q0jr?sa<OLIiI%ylH>6=AWQ4}z+s;fo_+3!aj-O4Co6yveQqWy-36#N
zOYQszd+Tn^9AsvxiKW%AZiz@qxKb=io~&6VP1UWEUdSrlA(Hl4Gf@&$Nek=h07}h7
zTk3p&xIeo_54%VJNct)@Gi;^^>|+z{GpS9tS-9ZQ&~(M9**Ye!y{xO0gU3rpuhCCF
z+8nP)X3cpNk$n2U+{8hXyN!F>qYY%0tCh3iXF{Vx>#Dxhpn|`e%1taaO5zM!`K1Q;
zZOGT=)~gaccZF#_Da~pJH?dP)Y6`wEgs9M^G6b!nxQ)D}@g%JAM{G0+20QUCd3mCx
z2_C{2w=x!1mz)TYiXRObPoRv`oP(Y3^WhaV%`lX{)Yi$i=;I^`s%9j0{A6H53)HE$
zyJPjZ&kmM-MN9O0v%rQ(w#!Tu8;4g?vBXV9jLstNZ;795mw=HnN4z*vMbV0coc5Zn
zcdWj38ZV_>f44fB;YV3mTFg5)P-^SWUmG4;u>b3Amc}f*`FXFPDaU|jYsocDYJIR#
zpUUTs8GpNP!+Q38`C9vIODLQp$6xM<6Z*NM{9r^_%bk;e%PLo&Xgdl~&cSd;InJc2
zA6ve(?d<ecT0=r@<gL_H<u{_Hx?fY~K!Z)6)|Hp(M1p<y4*fgc?auhNA)N%>s^7nm
zP&4Ywm%3H{GaI(=f64M!Z(wUO`Sa7gf%|DZaJ<lwjF<P-9IAgA`MM8@J5f4(X|{n&
zL5skr*6|oes`0-y4GmDIkb@@*z+F5kTUHiVTv$O4EJwyuK#wk}9Sp6eA(@?}t}UZQ
z4-!m6f5fQhxt|;g3FI-URDW!S8a-UNK%=~T25YCSf(ng;%U7H}gNYcjPlM6zBL}v7
zwnj_p*-9Jyx_96pK_u`Re;77{7@waEY8ne=X6jP*qbSCraIdSEu|k3u)hM5D=VBlr
z_$x_$Y3r`0dGMbiDw?#%_zy&a{@Ya0!Ea{q)3z(<g>W@mYuC2CZ%eA~VBvj68|(On
zp6-VyPn{<vFumQs%F<5TJ0YDs^_4IhFVFb7RLwFdg3r$mHZezLLt*sgx#5k3HRle!
z0WVAU58L;gc(+%pKWaljly>URuZL34(Z+aZdPX&Lo5rNblqlb*D+c_;TTb$CFD7Bu
z6bB<Zj(k=9Qo3MjXdGH~vK>`=M?V;pV%4Bb2;{z)Z(4f}UO2sM=%qBes>0S`;sSAF
z+MDAe&f+_Eta`ogLXljp-hDPY!CZ7-chM^6po;AL=Qu;Z`%>eZ%a^Slj&B|ek<f#&
zypk;jFYK!8r+T`bk+uI7{*)vPGg>d3YZ&*Yu%g6^nq_&H9F1&OifRNWV4GJ!{G0XL
z@pyAA=;LpdB9~e>LmcjXKJx3=dZ{u?*?&U;1tp-cE7Jw~6)L*Au<Y<TbCUEdARd87
zBsz|rm~g95Iivme%VV9n*B%)rGWWoe+-3d>EqBeRRINc2`Hs|&c9^YJ1XBfMO8+N0
z*HZuSHn^0c++&ON9<9<DhuS3M4w}V(4!nI@#Q(4+6lBuU8Hmcwh4_Ie0E|W#j~4Mi
z0E#T>#+Z~ng^%&<^lw*48|T^B*o<oAgJxcG7B9GOf%lLpq1O>0nW77)#E8r?#}2nj
zZLqLTk;ii78={7^AB9rsa&}oU8{@{CoSz#cr=-jaiz*FFE@nVGXH86P`grb9t}RPH
zq`Z1g34XLjm#ony<M(P^{yDTBvdj1n0+^%j>{8=tsjRiW7}m5<yK?YM789B3B9hkC
z&ZvcB9IV?lEs<vS<Z!~-_ivMoUX5QJ$vWG4|F4ZWIx<l3yR$FDG3Rsvn=p)5C2ZKC
zcJFq@2TccP;q&W4_5(+k1)kq^D+N^cfY}-<RmKYAXtNu%=EY>m_v{ZdKR(4}?rl|j
z+pjsp{!qkGEr1nEeZeO}2N!#;Xn4=`6<MC`^&BVBV>##X#5nj9&#qyDbStQBnFQSF
zyKq8*yj1L@to?~BWqV8Z;H15aV`Tg9{Rdh8s}B+}O+V3wp`H<oEu$Q?qW~rkvmMDX
zd4S{5@bD{M8@xsAp6JSZue+9zwDu(9wJG*k`E~Me^GtEcsnEHfNJfaugQoJv8Sds4
zm~zhtnGn@!aL1gYByFCuRIO>ZOkfN~#GngLqh<9+_&>MlNwT@bTjjzK{6BG84~7HT
z@3VqMs8z|g&W2G3Is3jKv=^g~e@6UT9oclqYO=O#i|Y+jU1LlV;a(jao1|pyB7ep=
zXsFJC=rfAwO?Gx2rX7LgEdA+bFW@J_2A`}&ztRsb=P{zMw9ox>R8@)us|l34FpT9k
zS!%zH*n_{<1rYx1`n%9QOlmJ@6?E`L47!umUVmXSHRfhF<i|{ZNmIJt+DMn$L8`<9
z-F~VOZg+0vVsEawjN~;Nm$WMBx2fsy^z_sT1hZXp9S7VG0)keqyMYk*K3bjBV&@vs
zFaNEYB>eS3nox!XDvCZGncC{(T$7+C0(gLeSGnsjv?N_s88qD^;e5r;B@~_?VJ}c~
zZFUkjCz&MzAGhuGuK`Ct-TN9WO_x3V;lQN8ZDOU&QZ7;u-HOMvBRtbHwAVk3QvSf(
z2h}Rg;Xbjpe#xqUie)Gq8!a^#@vC*C<*mNx0sY|FAc@<H;~lnJQvzi#@6Bq%4{{<L
zZFlFf!u>;LiVAQVZqO@zv*%OczOE04(wefsy2gAVZic*00*b404phH4c|yyx^Q8pJ
zosLUA`E&0^s&PY?tIN8R)Id@h9Q`vj#`8Xuj9&)5uCL1dBJ)A5WE1pl=LfA(Ctv5E
zan}LBZFHVBG&xU33f2VNK(_C!t1<bPDv}gSOi;Py_;hjWPu5(aebpP8^~AG-vAb1q
zIWIFCYHM};j(GbMRzlid6O>(TQ$J~Ye13Wr_BLy5psP3X@<CD6?xcyZ8h@yWD_Wy=
zY$AQTpP+#-vCslKTmd57&HiksM6q^xNz)nBzgwwGueHPPM|eM5IK3-xZ4EYZcsWvM
zfTdw?z`t#U3Abd&#l6SBTO6!%Z~Ab;Ui<EVzmeLdaOelkUGt61{@p{Oy6AbxrWayJ
z-+<&k!ykVd6(<aBdlB*T*+rb-DLRk3FITNo=QHHqw*x?v-gH!cW2YAEK}7A*&rib1
zpDQ=Zc3PYndBF<PMZfJ@aVoIP49Gm&_CW$UaGJqu9X6WBYKr1jazMEqJGR5X<Xpzq
zk8Q(*vDD2Ttvd37CsnP4(7Pwx-akACB#)zx@)NYIRJi;UEk&L+<3n%OHY@$T{%c&a
zWE`jdL{`k5fQ*M75`l}a2en4;n0v;B8O5jFuze2SiLKx1XzS}=sbLnjFf&n|EV(Oo
z97j*vBm3{76Sy}#15c(0XatXj{6J@Fa?O1)FZd3i&#hk`XvZ@FSnlLcz+BbmBh^&<
zWRS#CI&RQVx8`1{=;3+OP`{;YevFLDWPO&`es8i55q0iSf*itK6DvWM+@>sdu|{xq
zW~8Bp#~7u3I^F7MVozIc1jH6{vLHrs9prV4c(;Aa3i+{FMbKe%$+3pkXjBcm#qChZ
zp7+ei0@6lZIU+geXSIe@v%`+Ir6fmh_cs#@Cf!l_4kGEHth2N?rg56^{E3g6+G<n5
zQ1#kx5-NLc?@f`#&3V`lUG3ME3@yXfC8YQ$hW}~}*COF9q2ImV0?ln=Pc2FLU*ba5
zaW?CV+OOve;k!L$J@wCoN;VplMrNHn+JI)Ij_akOky<YtE8B*;%Rj9ian`fdRxGcA
zGN1oQfART<Ja4PFO*i6LMWAP^5w(;mY3OBIw}IXKJw0@!-iyhPoR8Wj8$x28st}N$
zAHLGaPkVoy!qV7-oJ3juI$6+pfm~aoL5dA<#zwE{CKUPbeH&^fh)ox5M&&U`YQ!(V
zPdZKtsBPs$X1oPd*5?m}H1yotpW2l*Hnxr&x!~cSCc7wlkcnteWH%`k`m%sVfQe*k
zk8*)zqx3Wk0*T!SY>%_nZN{J&@^R8A?Z-H{^WdI<HKki+an)TEWO|0IL1j5j`!A%6
zdn}B9CF5`i;EtAbqeCz=s`1)yX_cJYGS$O(KWs}k+T^g~t3-wDuix1Q@9QUBfCfKW
z&H(cCf{_<_fY>{@UUTt&r{{~sN_T+tTrFkaCOmn?$lWgqch>}hMK>&RGTp1uJs_-Y
zy0e2-(K5S!qEtampZa*iFKRiyyhZlkYV|a57+gu67c*{rba~R{<hS>FmNYI^2p<oZ
zz36G<=9-31t2ueRY;?`pzAP&hwF1bG&O~E06GkV($FDh5b{rYQ^Je!Z_qe=8e+?Jw
z@3+dTq`zmWGj#v(m9Z>;GhRl}v^`9DAbf3^S!X$iE``d_G&MOZRmyMSIm=c!Pp+dt
z;)CWrRH0OqHf0ou?Zsn}0=3@C?XoxU|419aZc29TAiYc2hH`7?wYb`!=pAj(VjGDN
z@9MFR*1eIAso%i{W|uOJw-+@<p%lo~geof`eFsF_Bu>(lv-YDykI4T>H5Rd*l7Xyb
zZL^ENAa@6oU8%7?ex!mE$tr3|=tc5l-wcb`hT|RcM4^LOIWx=M^%8yIHnVlMt8T>6
zAf2Lp1YvVzL)f?b8*#!xBD~^*)?f8i*c3xgS`Iul^@4I|+ss1eU6);pF4b<wk=O<$
zm=&afB;;l;Dpu0qBdv}^pNS^F6j|Av>dm{lKnt6=I;#z=5-ty8Rs9`Snigx3YVXA6
zzNx|{E<k@fxoR&~jqo^J8%uYOzaZycNI~u?r=M_(E&*bdtUqt<M!6Gxx13zsbd^{t
zBD%LH?&nuwI1bz}*U05O)qnnJg(W5>1>Y>RZWTBIJ<sVs%C#USHZ}lA?_Im)<yjG(
zsTULWrEqG+vWXba_by^Ofjm@y;NU?m!)EW^{Hu&b4uclD3WPVcyN(e+QA%H=1AQ;N
zW*IbjC*U`A%&!18J9}I#KS$76pT7)!8R{e?67!mj97)=1GbI&`RG7Z(O*fY`Vw$La
zQI8#Ndf`Hd5`sZ0L$C(QB#qWypMQeGbWH308xzwp9|Ei_r|bDwI|8Ewd~Wc~Qv0tB
zU8OL>oKp(`wv;dcpxw$@PX3>EQ}h<~OF%#G!$M2^fKZYd0ZLoUDEbHxCY@C@vd~Cj
zDOh1PfE#JS3W&f4BVgaXC`xdszVmFH#T#pDiC{Am^=Ch08iz*@X0;m{V^&Mid-Q?|
zRSgXd8AdH@D+sQz6)5A8NA1d;@;LyRcOV&&;LM~C5QHJ47lB%c7Q+BZpYi9lYX)2?
zM8<n3{YQ056X;B!w4dqKtrXNS_XAOhu>eX0Gpyn>a8&q-BI0chS2qfHY2{W%%ZI38
zhQB|`q?1sCm9GhFkK|nJbH+2k8R%Nh_z7#D8Fy7_$O_a`S&MR<t2ds!8AYwrA4o!o
zWubB#5u$_gOjtJ866}yM3KT!dX400P$Dt_Kr`pG-npo2X*_8QU8n32RRMmv#%gzjj
zW@dw*txF?CF_v9bY_l6j?IgWv(T&0DAfFz@gX-07Kk&#4<3onvw<?h@6MXwpn*zE{
z({%P;G8WD!`vAv+y9U+o!v6~m?9w!c#(h}ycD}Es)$jRk(ThsY)kyvA4NK8pE3%mP
zNQVQ45r{WY)At6PnVtxDzK6Pco=mFh%$n@V&`-ZcYO;9m=1fQ3-av-%Jk%AW$d`G3
z4;t~NhS2dZnr3BJ^57i+p~H1x`MzSsJ>H&tsv1^7z?0^#-f>^3AysP=)4wr0)5jHB
z)Sp(6AD^hC*Of7f;g=m!v*7Dso{8{_bXH|OJTv#O21%Ob<1>DL2thP|&PF@bTt}#o
z|0Tq`lN%lC0^p?h&!y0}+;}a@ror4RnC)s02Jnk);-C&T75<X;@T93*vI2}W@$cUU
zaZq1ug}rtv++av2H+31o$v!>a+4eUn{v!D*>Es?%1o;}_st>Ce6#LX;FzeLKsPqq*
zmP({w9Md5fRg&FLJ`zOuM>$~Tl^;DH(-I2o%S;vxzmp@p^+DG@?XJFPKw;RkiTXv;
znlps&w7^C&ScT3Fq%|QoN}oPys^E&R1%P3yCoeA9eAZi@%&zv2=B#<su^0`tEr__i
zTAn)R_YSThTT<%~@CNQ=uyl3272-@o8hvaR)@l&@_C)dzdoCoSe*~Y;$?`^5A}FcA
zlJI5LSsSRVK^=QE-*CA7-&!AJ@=Kf@Q(I9?@@R%OxxVcB3peR=_u**A8jQe^yI1?e
z=vz!uWs6*D|Fm)A`zpL3O<3V3dOO(EKDg%{VAqK}QEdN4h;`Tn`=C>UDIgngRI1dm
zMe=!BNnL`m{c{-&adJRMTWlFZcFB+nt8)tBDk(p6uZUv=i3;Kj!M)p+VGBNntG_-_
z@D_77pC_yTc@HKiZzFi?2JPm8E;FRN+|Ztf+UmIp-U#=4aWG+%^PkV$|5rvIoSdpg
zIb{7{!?vEE9m$(x#s4`EviJW^D*SIx|6hd`wp9jF4Qb2&4L|H?w0C$&o(M?!ob~MO
z!-wnh^7D&Bd6U&U#FqkrJbkiFUb_%LA&170s#y8GZ;#qePft^%&q*;4pYnG(C-Z;&
zGckBUX?*eMp}4yl&;Jd05)J%$-4;Y&;ot1ychdjIcmDbC>pHkJP{-2-n>+r$COBji
z*#C)x-0O5wPvglXij5wj*`05V5A%D1Tn-#KfXlW%_n-90y&X@pvdTvqf>lqRv^jR{
z*cLnBm{9x>QV+LNuG~3}VjkAkw%xpWbFoWP{hK#$qMiRIKl1RLb<l^$+b&<ee63dM
z(XGw+aq*{PT&`WahEtve?V=B?WDYGGlq>Ngx>G_@b{A3E1XP=wRkuw|%^owWm5Yjs
zDBPDXU*58ljMUM1U34ll4Oqx3%JmTf3^US;-vk)0B+>G}>6J~IEF(YYQE?@Bq-Awh
z$LX&RuVZ;TUtR7Ejfsz+9~~3>Zo~X&g+1GZwttDgHD@cqJk`KG)*=5W2yyIA8fCJZ
z<=Ezv|4qj1xUhEre$UedNl5#9k<rEf$<sh2;w#>W-wq!CPkEUgJ&SDmThS`hcm}x0
z#kOU|a}(qe(22!Chf@(N^ZRRbCth6N_4nVeK^d29Y|f(tqhhj}0kQ#m*~O5<iT@4p
zY=X(CSl$3?_xzxHlCBBGC}L%*kw>|ncR6Jq;H5$!!`BNJ87a@6flVZF6#nLcGuX-J
z-nT0B;F4~7Px!@N(miyu^uTFd^BGLtE?3n-BDn0M+WIod3;mtjR<ImJg{zj=!|U!W
z_}Dtj&EF|}wRz%PaUSqxiwG3GD`5G<fJ28C3Hho=j<g9@m7-Q($7wX%e|REocjLwj
zF`msCkUKjq-Yh#tuO(fQnN6OI_y?YQd_YupIyrAFE2ZA$K;|-TmyBFv7&x{2-{$rO
z8EQvXnNdf<GrN3de)({oU6k|d*CX;XU+;5v$;s@VU&PcoS=ueXc(JQMUid-U7>CMC
zw$w8>7OfKM(X4!+1(<@Zbscz{(brrddD70)>mc71b_tP%$;W(5zV4@w6O5l5$^URs
z0=M|Z2GfeATaV2;2VbfkopDP_dRf&9qYg-ufT?$9x+hPp<12=IyYEC3!x?dQLgneo
z99e@|OYzE%$e$f)C^`3Ni`a0JxjO>f4blQqNo+*P+${qI{l||VeU)zK7r0}te&DT%
ztfW0B&w(68vDRWyncqUy*;!!8^7ixR!Lr?rt`(n@Yk9GNFN_<A%}?fvgV^!(%GBpJ
zYW0qTvlRyL8T$QZ6`k{22ltdZ*9Uzqsc4=tNK5_{C&yalQG;ht=*oY#M1nUvC2f0Q
zD&G6w$(p7#kxeBU)uhDLnBE6A!HZ4gUBq&pq#FyYws|-8BY!N4yGnvui)MMcbw8h9
z0Vx~9SLo8O;*^M3vHmeWo>^tC3Q|z<7Ct5&z)FQX0F#K@pO@w$PJR>xGAa8ELMk0d
z$RbH8*(m^VK3A73v?mIvQER=^bAI<Pu@<AIy8rPq=mT!!^yg=|7W*hbUxMiHG?13E
z755Uops8;jO(gGLGa!|815g(@Oo=A7%}lwq>x{>11@&5-@%|LMo5Io)&i8_>m+c4;
zGWThETq0>#(Y#n<$Iqub=l=DLjHLc3P(VUSr>#@PiMEFYA33wLyhkVbfqeU1a4z#c
zCw@FsAP9Gh&uaR*H}2HSNoqE@{`4tcFA!f;KG#NxBEkLB?hWKN@)DZ`v-(0Hx>#Zg
zB&F4IyiLA}eXY@j=g*(x;;)jks;}OZ!aLY9K?JKBq>Lhf(3`%97*8KsgGvPf+xV41
zC>|JWCE`5HD@3`!1Ws1DD@M{2)dEnk|Dv0F-pa-hPAv>pIS-TpOmu<lg@szdY(u8I
zYsmLU4g}AH>s(L*28y0Y>Y<jwce|4Q*#go8g}}7DASI_BG;^!92Sj$x`vEV!nX~Q1
z?mxHPdsd|`IGdVKX3R`}Ui>!%a<&}$k|?_5^DNRRon%Ct<<(U!7^gRve{Qc<D&bWP
zHeqXc4W3=EmdoW86gWYf&j4%p%lxpUoYS}Un+&0Xz9R^{?}F?p5QBTmTLPl&3mmQ#
zz&vsBqA&V6cNvyqSHv+XkL<|hiL~PD1&MrJscwgR{fdNp9s@`V_xruT81=*&RJ<!x
zaqJ@`(yQE`j7IRC3mQaElp+hiq^M%E2@oy_?Qr|r>*?6lMTVaP-XrGKX~g7uGa+oi
z+r@eLKK^k>8U*s)dnDU*cvgD)XG2_rHn^#wdQV^EQ<8-HyKTcFdX6&-3MY-j9v@Gm
zHb{jlI|Y3;r7HqzRo^QN2Ny7!&OxzlShhxhpp8U{g!QxaEZjFYOQeCd)H{bXw0ztt
zRr&GWwo}CK5NJj<sKn`6#y~_29IlY`06C#DaLu~yzo=Wgj-Bu^q4f3L$PArKr<^3<
zzm;y2yajtbaC3AZT@PK%8wRf8?%gR7&(#o8<g1eJ*8wzg@7Iff6O{~b5_7DfA>P2B
zOy}08w$=r6UA*c*elR@?0e)j5<CJ&L$7R&WPeY@%C3ltc3w6w_K+TIN1s29v#$=h$
zk=!Ykgs(n+(VOHI-&eY~G#}uPx@K9cZ@n^`P7idAJcd-}6h&#56ey;ie&uM0e14cb
zIzsTW%BN+xHbB1L6Vri^*aT@d1}xywT^XxWfJO&JN3SJsoACJh#uOwE{p+85aW=T_
z(Qar==<;@dKD3pS`pg@k>?DiZr^4p%co|ypmt@r(ra=A=YJHEE-Q|)kFRwZeZe4Kw
z6yu@QvuDqAJ>ynrAC5%g7r$Jo3z(P-SKM^*&mJx6i0OINVLCXQ`@C=)*r8d+Kbh(~
z_s0DgIfj^T`}saNre&f}ww`1~aqf_EV7j}FM-N>%D;r-8adXk?#kT#dp8YL*X}%^>
z7zUW?F^2YHZ4rpmO@`SO|Li>FXFOTaver}S_TiLg=N_?`Y}r&wZmNoTYP2$SaJPz7
z?%KGL=x#JY_9e0ElG-Joim~YYHG>76>D*+TzlGErV7;WfMA_CEZhv7ahNBM)%G0hq
zd$gbTWq^wbHSga9Vx4vahlko&&@a@9CVAB($KO~3((4*|F8P2`Z)7Q@{r0<i>ny+d
z^Cr8(7U^Dr&VI{t6BOhOrcqqe8N7oR6FV1QqE&0?3{=LdrV(~wCXcM%(3z3$1Bk1R
zihjRmJwM1s!*VV81f9JAC{kc_9*kfmSYR>ZWqeF-$Rnzi4U#Xxa?TXQyoPR)dMG6}
zT7JE-cAWV^kvLjeo_6Us@p3T;IYSP=u|0=-j0yIVmF?@E-F8#!pIYY%HC}IhC8KmE
z$!Mi8D{{r#3u+UkZT`&So`;MSj2|d<+Y_kou7G7m&ZVN1f`|Q|01q%XkfPhJKgxW(
zO&-Ulf`0EcWOVG9d9q3ab|0P1&GMZF&7oqajLhkfU$@F&gd+@pwHyKX5ZP%Wh@FH|
zO6O!7SHC@w4q%)4&46Si=wd^A5q(E2hMFU=BsB64gpt(#C)t1lx3dgH7c_h8#kDx!
zD%&Mj@2|YS|8#Z4yTG2={+<=%IoF!YGSi(*2^&>0q2N!wTXZ1sp02rML}A8%Ta-)#
z@Nn)2)ZR1S;&xE0q}){NMx{QGuKIEHtOub)!;y3qxT?Ve4Irg94?-%FwbB{Rqj)R8
z-8~BA>$+;2f$mZu)dYVPW<SXkhkP^qnqh`v^LOiu9DnsiS7@($Vd!aMEuB#}3W_n6
zgklr}KZCNAuRTx%uTqEMKTf~rc4(_@#YO;{5+Ly*wbk3?npEnf$I`FwVviwPTfI2p
zj8CgeNkf0D#9LBX!n2vpI*yQ~>R!u035xa&6R_^M1*8Ej!?(U;?|aCmjbi@u-tKDX
zbkEmoDZ^fp3zvtF9A5E+f&}+biyyb&%>V8;MEg_C>M$iW?VM0YfNFMwq#X@Z*@e#s
zlXUiGXwOd8`j6vaQ)*Lp?vrUQST)Ar8%2;Hs!2xIffnf1@YlxeIt<voz9>vc#-laR
z>;p89t6_uKgH<a)9m3HWYRZU_NukP#Igjc{(0?rliX|P@bi5gZKQD_dmop5)(N(Pr
z;Apk>;0DKKj$G{qu4yTFugjG*b#!#5>`$Ql<SSy?Ck;ibymV640#qyL+q?S|1c0u7
zyA>45evh~7j~7XNKk$Acpf1`u=57zzB1}H8^KQxlIzV1_eruNSUkVVz+j$_7o$P`<
zoTsAysc#=Aw=f{K$llba`~0hg*Fl33e%A?+J#bfsvTJKu;GQ4Cov#3K0Phn2Id+2*
zm%zKT_i;X`_H`SUV#$<`9tk+2O;j1Z>_LZjtcF~fOII-~TCtUD<Y(XxpFB<9DUl?m
z5aXd8M}Hbt9CG*mQzdHPW1$b;6k9tBo+PBaxgD<b)Q6a2=E`v)!Ps)~FZ8^!wt?_{
z&Z(+z%r2pWjxl5hW$LmtWRsuN#pP6nbU^f*^lBw2(cpvK+O#P5e8XRM#^Cru&c-N<
zT@hDp->IQv%>nKE+pgn%d0s7tKHa#RCe2Naj68Z5y<Ysv7n}YR0pb#(BjvkG`S2y5
zZY|~lG9drDF#0vG<>|nx>`Of{O@>@vFV?e{=D22K{{LF2y%N+LR;0~fey6mLsplyk
zqp$oSzn8a)UllUc<S=BQ&-I;Od-EnQ&^7tMo8gHjMBZ4o2K~RE_Mg`|oNB9aD#^Uj
z5V6MS<3Ka-CRZ46PJ1)nJTC&68(jGXvDx@gDea2Gi5|OIo$7ClthuP!lNT+_UY%OA
zJ$A5Zi3Lh4*vB@1x`Y=)!kd5DweG{yXg_&J8$H2pS9<+8HM}B(1tbFSGXFm>Gn~Hm
zVLY$cVoOZ~c`d#DQ07u?b=39W{nFysSpN{yw)a=e9#`MJ+N$FGrOP<$*%v#sM#26U
z%`J=((?7q=`uHEbn6|Aq_oLb@Jj1PdWZ9Hq6>c#dUl2aATP8PeOx8-_&zk(<VankR
zU(axv+waQWOpCf~v9k2Vcvw||9*kW0!ywoHXLT=Kc_y2rzvw%!`1jvE@4jEVp&PvX
zP22m2dppTW{M*i+{qwC!{W5vEZ}(<?^}m)uNQ%hr&$tr7T}bhYP%g`kWDCH#zUMyo
zvjZUBf5kO(aM1o{nZwO8$C?4q;pW@q{qBJD+ds5xEyBeNK+}UJQtXc3cz8Q=pv;lk
zH~r$e<*{eNGXPQ0qmJTvx6lOMwVrcz3egE-)5xIVYmK6E%9W#8!o}vB#r+gJ#i)!I
zsZIt0Fc@>xcVqCS>n=}?bX~(LS_J$TawADkUV?+{B<3<=XbWlz3l~WFy4MT$8qit&
zq>%u!nnQh%_dC`CP?mM?=ZgvNI%Dmpr)!a}dtThQTUQ#l9Rn_D)4x9-^vrGkL`xWT
z4JvK8A{2OC3NUX-y%M#ZiZcgF#13T9#oWz&b6)dP&1+i5HJ<o+2H_g*O0HIR^6ekH
zkRZE)kw`ju@}xLsMlm+#<)(u!*(+veKn-4BmY8Qw%`(hX#!J5Z@abcWOv<ZQ6Asen
ztIyB=*$@vTO|MHgq>UfHqP8N(U6WsYk=S4hAaDZ`wnuwBqRaLZc0XA7Hycci<&T$%
z4)W1Zdp*HHZ`yHj-MzY;Ln6W-);p;?-))toN59Fp%+#v~*!{t^nw~<y48<9}_vWDc
zKX88Z^sN5R#PWI2ompmMi%!Q@rXHGqny$W>`!H;FVt!X}+Dd%<5994%Ke)m2@3@%Q
zM3F|5_#2xNf<b<5wH(l_`vX>%mbMA|PU9fonj<c@r%-PXReM{?Edf{^rbH;cf$gks
z*Kn$}W@cf_wGzc_DRTiSA2k49E-on#NL2!L*2|Ha#5q`Eh+UilTjs_{J^E(3lP-Fy
z+e9h+mq~erJCL1M_$?yNdIF%YH_9ANdu_U3y6`K?LRQCjxVDNACAG&9BOXbpc(74=
zQopTGG8=I3z|5c?^J2hx13LjKD2@`Xg@JxRP@oPdoxJ@}>*IZ5a@iOO<yfE~tz?8_
zA?n$9GA_`YSpdMaCCSgGLJErl<@|bhcw_Q9M)6HmXTTv|opd*Ac1NrvA;JK6909Q<
z3XAxCubAe8wt%H6fOK-A@mdJep^{X$FyM&(`S}?VjTh3ZV%-NH0dZ~`a8&fr=OHr1
z8#w5H7$gu2(+7wVLx?jVZ;H)Fd=(imPq$5h>=t@7lo^@?XH5o`mR7)lhOojk7EL3)
zP&AM}x{9)M5TDW)5l=7;DlW%kKo$IP+}x|_o2uW-BVEF3k3_JWt*v7iBO^>H_gSWi
zQea>7P2l;T9I84fs<*dhf)Msy2|L*-az_KV9?N$E33Pf^#%V;V*hgMZS^J$7RS2}q
zS71m(Jl+H1W1kyF#bX~JF!>cWJ6uNyyh^nKf{!MrSE5=xt<)@BbOggg?Q~y|n696E
zg_sA|JFzDhAK`Ge=kX35kX6n+I|Ce)++-^wm^j0gzo51QE+7gWzoCD9YZZ?+$;3y1
zIAJw_E8&c;=)2-PEpLT0NRq~KKpeJPN~7_qZjsKx^Jz{2F)}+cbOZCj?8+M;0FgJJ
zaClnl+7d~Zcmm#ymLSS*D!WniT;?I+>|04q*RbisyUlLjej`&@P4hGv1F5)?y@3M~
z)nfN5a_RdM39jnl!=H3(FlB?GHQCENCZapXWCa+V3tv<#bSkuf!BwZ&)7!hS!m40_
zP~uH<F@nx?mzT126gZq%0kIQIbkf?oD~PC)imG>IBH|s!B$Gfj;<*@WzfRA@VwLDs
z&`U^~k0skMVA#K1_x>Hk`G!g4l$2CA02@?bnQbb>aE5e^;r+nO$y9nM3slP=jqAJP
z`A+2*RqLW$?o0&a6{N63_x`pT`<>-I6`(MPK??rjrtSC?0sS9U_tBS7bC9rA11N8~
zYGOa!qt@vOUzWq9wMU3Dc1?QykTEsR7usjWDTC`>hJi7WlJMm@bt&gVhYr=2*Z$Z-
zYv4AsUTJwHs;a3mMa)zU*V)*A|GkTz9oA(8{_)6w$9EG1OKHyzUTjP<UYUAJImz|{
z&@r7<2XInmyG8>We>EuztSV)kgt8PHWFt&4=<pLLtaC<uu&DY;XMFmOItph7%2=_$
zAp}_fuk<YO?Yz!iS_+|oF`mXGvHwMBHcL{>EZYt=n7ax(ca<G8OBD=D6+ne&R&xOn
z*F<H%dNm{7q%}z9Pq01x7yZ8+E2t&;j?6@;>*~_cVlRmbG8hr*i-ADm(Mtjwub*OM
zDBi71;!q%PxY4^mZd3~YRw_=idIGPd0i;Av^tva=pTP|9Ys4mJo$f;4b!RYH(}{6$
ztiJQTx`x=$4#Wm$qECN7Rt=&z+t9Q9i@7f?Hgh9(m=f0l^2T)}6nS;I)rIArWH?zG
z)qm3t9_9;b;4;b0k^_3=2Br|s{05+VM-Y^X9s{R(ziXUu7)^6dr?iUMfWc^iRkjn$
zrV#6L@3yxXV1H?T^frR5@c7a*o5NTG@;)`YjwW2S@uB)R>mc{8QPv7V%Kg7a<~Q3{
zyAQpbHZ>IA=cM~+B~tt)@_ypgR*?3x7p>4*a96cintme@HNGRSyyaQ8NLXCzve({(
zwPui)D=4W!Pm^ZHU@+|hbjqT5n5iz~_Lmn2nl_N1hKon=pa#<9Vgl5f6^l#{Rvc&=
zb)kaoKkETsAzW<*(#c@Q^LcLc>|Wn@^-W&zy%DLLmuX_`etw62jS#rGo?+^GdP5yY
z<}Y2j5~yjQ#^}Xsm64mDbjAA8Un~xSQ8Hr{LLY$QX2xqvZ+o``SpiS5N&*^>5AgMl
zZ>6$`zN^okrJr{g$YTr<bC6had^K&{4OWUl0Xz5dnXzy}@2uj&Og}Fx?Tw4Hq#LaQ
z9_3laI+$ee28=c8(=$J{YNjUb*ZmRy9r5Afk`ftj%UN)c{SCy@bd+O*E#RKhSDEh~
zM^$!?0AH5e(Wa&*ZqQ#y5%MF>Lxy^?v)L5~if&lVhzctjLrSZE6g)Rp2fcEy`$&-5
zCAiGV5s;~{wC;;W4495YI}D_R0H!S_6srwga=G$NRqAxu%?g*1z2jO42q_1NyTrI?
zo8|wHkk6WqMvkNh{@8qNCF!lV;EXJrc(zhS8D<T(+BHDeaQ<pwOi0RO(i7BROWNva
z6V^*=c(1%y&kO-5Hf2tAJ)vxHqknBTzU6-36Afku<%*lLXb9(3H66q{-Wz<?DMM!K
z2Z;!6TZAv|fh5bqrs7HT5YXF<R)3ub1BlL)N-1rZLSZf#zN6BuH@EwMJR*f#Y7*jp
ze-$L~;SSX71gcN#-KfRp>U%{6iFuM@Ku#y!iTA5>2rP1;z1v?S=m+pOVuH(k{ygHr
z7{H%7x1bRB@uLpPeQhVJOHCX}>{IgCKF$7Bm{~qteQ3Q&R>u>u*1S3xlFeb%P=D*l
zDtE@fon=q|rCt%Sk32B{%OlBQvRHITFH4CGIlVUi*kK?mLCPncsGV2<*LPUVhW~Zs
z@ZsHsiK#INdaAZ>0X)&+U3Xg{?u6U9`~`yr!9<#CKxwux9C!rjGgEt|du5QF$7?pn
z&24!x2E<!Rq*|em2|_-wPZP`AGBf!RuMv1#MsH%Vk*O=<*$%VoiI_St&X5UpBp)IL
zdKhO_VUi9jv%l+}u?W!JnALv9Z#4WW4PD5aIPn+6dZ6JeBlk*OXPZ5{)Uo5;_ns)h
zrM*QxYY9C+3-YwGw|D+t2NrFo9jx9j;wve0G3;x7Z+3W6(7DMR_tz{Z3GpD4$0G+j
z*No3z0BBpvg=TPu2Xjq9OeN<veD{!tZdOcUscNJz9@C}1{Sm!Dh0$A|CJ5$Iih&|N
z3YYhMSFdmN>Xi9d1V2+tt4`9K!xYci90~k#%)LJweWj+<i7{H=#9%LgN*lw|^7y<X
zLD5j}x)2$CjQaC>T?hAN`}^oeG}ox6=H*FwujhwYGbmW~VwhUt9khC4;B_b3c{h9r
zt-_U?X|V=$88nFJK+53b;ARm6XA}pjJxqW8t}8k;s@f`cU92%2`{O9rJ%a$O019eZ
zKVoQ<wk$veE6fB-Aq~Olnf5Y?ox2%JLQz?{#!nhrO4SNK@8M%i4Lu?DXQ_k8?*qh9
znLP_ZX*K>k%LI*GP~Y*mA)Pcimyp-zQsCd|m5_nFkzRPCa;X#nEm#Z^lD@r?e5_{g
z1Iv*;(V0X{ASMg<$gA|!UrXAn)s{Xz;%UbB*z9m?5u|&MTaSplQQ39N0IY$r_Jfrs
z{wQnJ-m^4eJPZuXiQy^q?yYJa*oo2POk96kg1l6t5&}WC1cH16nt`f;W1A~sRiRZH
zvf`GBdw|0i8t#2x2Omh?4OjV?AuT`lu8mUpZ%stQGdVCiw52}plA{A@1d?yTlh57`
zv0lNOvM|qls<(zKtPFEz-}^c3?OAfno3DOH1IOoK#lxX%a>4IP-T{~D6YbiGiL~8b
zu*9tL#eqk|+2|3HznWTdcRh?d)-tyD%2(r%FsQ+}>d?arpC-VBO>krs2yFpn9m@f6
zl59fbov&{WaNYtni&C4nCa8@07m2ebUsjvilLp3!pYs@+HmElRAfUjvr(bZ8y;QAS
zx{dH{+E?)s1{tS6af*}=C(6D^puTdnLudT*2I28f7`3prQiYSZFOZl}9epqxc9oTK
z(@ka%aUDX~{{3@8*BS=2KwZD^jQ%c(T<yp<;0lVf<C3}MKqI>)x}*^#I?2bprG5ZH
zN7G5~JYPlP4ZDbD`?Mxe%_y$%OX%v$k00wA`mjjHqr!!ODvk^&DwP`yR8C_y7R|v~
znafVyj6qMg8tA+J5<4#}rOmK<wy&+NuT$^uc+sJ&6^(P3n@6VNo};|*ma9Qf_JaMn
zG<e7gl|AcrzXD9X9=l%I>jKysBcRh@K8Q#qiv`7>C*)(_Wy9Tuc1VJC+8hcc-5z%w
zT5qEZ*BA<2220xnmnZaT!qkrXFdQ%yQ3{5wHPQImcsRim?oM^+?%p|!EPQm9#i*&^
z3BV<H&evvMp{~Cn`8|E>41kBdz+ToQmN3I8Uz&GS#^1zdFV*-(BCi#QiEFDjb+EFn
zykVna$U9w7C7EZC=e*@)ou|dKDqF81ismta9SNqtpGYgs#y@g%*RDoRQ=oWwhCf*%
ze^GyrpC;t&Kd4uSIlQ2*n5TL_4H~?z`P3`Qx7fe+@&nJJY~Pz$IM-dNSgSvGzTr&Y
z+rJpc)Q=S3DR}LzRK&{b8Kw@yfuuW9cdh^ZHf^9>SbLnD$h&g!it(sMm(YOeyD$(j
zs%Z+Y-F0?DI@*FnoziGtdLwhfhgP1MtWXQ)&xL@RQP{MBgMDqcJ7X5ss&lf?a1ye;
z+&Ru~rzMDBDCZ}%c>7Calnu8zSF5wNw|m&wm$tTb?bo@RBXfwT>?oER&GVs4-pLo~
zPuHc|_#|btD`Go4QmZ$=gg$nIk$_lA6Gw~{D;J$ypuFDO3V#5AS!&Upb-Jw62zuJ$
zOGy*MQdWJJj^7_SR1f8&^~~|{Ysr{2DC`X&$)N;`1dA7N)a~&`hsypV&+su(ND>c-
zo91Gt^giQrn=ujbzCM^yh1vw6HbZl~IM1#>ZOnx|E_ar~s5vO8DL3BzevUarpe+qJ
zN?wVtRBk~dYW&>|-Rr`l`+zm-KXek2<cV#P4JUoecisqyZlEFo#TlLyn<Qb(%wXI}
z3(hOT0!Mh8mYzu-A|mwH4dKf>z2d=K`p3H0gWFEE$VYGchJbdB%IrF=jmR{e<ZPG+
zMqpY<Cdg8~Gj^=*Fu!(~U$X*x@Ww9u#QB4s$j+U+7OL7Wb`E|k^<v4<r>!pSPQ?7a
ztbZUP_=$eWZr~R@ZM9)_1Tc3__dUt;6y|PduZwb|E7ma2D<7R%M*6O+y`s_7*I`@z
zEln~Ty5!lUuO<)1#zX58@9){Yd!p;7Dg|ldzRp4F0*oJA@&NAa(D+W`dHcS*#CxwK
zmDQ%aMh4Wb^t9ctrrmC@8ZA=<21vbn{nP=K@m|koHR>$w$tjS76`Qmkv8bOPB|<cs
z=AX+96WL#@+}ri`CJrc!;cYle1B;5Xt3>m3=siS51mNWqom^4^F$TUg1f5xf-a+0+
z%D43WIKCJLeJ~F^_|7wy$tjY*p}am#4C>{2eNumG^tV*DXNCSA=u2<+dI$ZX)3*$h
z%1~-wDH5%c@O2gq6jbRAgjL241aR5K)8V)X2hTf}(0AUgcUWKi#;1pfcbMwNVA?S~
zuu*I`=q5I`KodRNYoJb|nC36Vo9vYH@mmhaR}cE8VodCRGMYOo<9fAZW1eJ&2xN}{
zA`&y@r9f>}-^H@@J98jzO)kajECcxDCD6I8c2Cjaa_i;(1ZyroP58bXAV1x0865fz
zagDEvFI$Xqm(wx%8eL!Ob<j|&cDyPfRBv*hYv`|rYXwrV%`GS13;y>^&-Fr_965*=
z)Il<bf9Z**n!2Uu9H~*ZHi1=kN9PYnj^MY*?A#e!^!R&GEk!EU&f7p^@1sU$iU+jp
z>KKZ{_**df;o1|PJaoYFUrAH(|1w})xh6H1O;>>^e=HM@$n7GkyA7ZW;}l}dE&0pu
z_ZVWqPtqN7`?v2se_Km$3g>R?hH@Z<p8akwhay`yf+WeNScy%*W;M;OXj*jeir-G&
z)0LDLpMe7s6`0bdG$S9MkiWABVtv{3tzYQl8_hnXn`V^GCPBC_QuvIpCClxV#f67K
zi{xvaU+LC=#O1;%0qBZnj|`*?-d?Be`DQ_x*b%}$19{m0^NKd5tutLK^Q0<LGcS7U
z4D$F5ofWs!Y2OMX7#{b(u3r0P=-mvXL*2kA+;0s1C}NR2ro=w3yb+hy{W0{|Ki=lW
zq@Rx5Gf^8~t)4%oI~-V`PBp@MnOudDZpvW{Qq7l+A1`NeVnsafVE<9((AdwbdD=&Z
zl!f1;`C`WY@W>zH{xIKKS0i=MeWVF>^(sqNe%5(fN{fK8Ox{diiq*D#YhlY94y5WP
ze-5daKd8f$JX~-pOB@;UdUK+r;Zyru1Ct(xiGps1Yo73-XKP;~By9Bgiw9KWi|qQ2
z*sJI$ddlC|ZH`%3cKJ7bIJWnH(e)O7O@Dv;ILg}=L=g~>P^3%gkProBNO!A9jgB!H
zX`-Z((#Yr$(l8j9q{K!^3{)5$0vkww&uhLv_x-tlkH>F+z}Y$Hb>exh>v~>K^^p+$
z+V!OVt&?9%{%GJ8iFQ+8bc62%i0|JBr;mCCfIJ$Qu-2^#R>C1}S6Vc5MEdaTu7n&|
z{%{k)jZ4b;xC1V2YFDf+w5y)(_(J;?x{V*>yd}lWO$11pBq#oLafk~S@y6{~kp}UF
ze5ncV_><SmH1PZ1{l0p4AI0(FMs>aI1>gs$0khr5z9T%XO%oE)|93|2WwLZ;REYh^
zIAQcj$*vzQrOn5v^S^2-pwtxrFT?tSX=IOZp(|d3{lXqdR7_h{^{D&#;%*E-FRy$v
zh_Z_z6CLw?pnNgT*8#9wf19AkNR{AFRsjNCo4k<RPEVuO|0amgkr_ma{_Jf{`I9#w
zg|Pn_COtPGa`4mqWR49>;gB|gEIUR5aVEcGQTn=`2n2qI{xasHMYlY83&C;GJ%DUl
zPvbWm0p>11e6K@Iy~ziO*gaKUY4RYOFI@p4w2Gyr33nPs8f@cB4VmC~y0)jW^G8~x
z`+vU@J|%r9t}9)tz-7AmOl!^rEg{w;caJ?MQfhA0GS?+I@v_!3J5^K`YMK14r}mJQ
z&$fAkU&(qPz-VzX!+&`405+pQG1`>#1-w#6O%EPTl)O0l&5tIOp}KcvpST|=D73kJ
zrTW}2sj7gdYD?p!*kul!>MPB!QjbDh)#uWZf=FGJIp$pFdz!#=qwu~pY_H+%VO8_Q
zpUBMh=7S?QlTSx74}e2>ZZ{Y>xm0_TU@Mb-`MN`Z5uWtzX$COf6SJE@t#Pha(<T3W
z0Xwc0L<x%4^QR_bj2omDn}PP_;LR_2R#Dv~h0~OTkf6IG&GnBq0DlfUa_aPVa6tQ5
z(x{pvW@m%Cmjgc1M<x!JlGX9eAt6M+Q8zZ_z&Z%QgYdZIFLOZM<5i)h0^Xtga)4aA
z5z*|&C*f`6enomVd4<pGn*R0#iHI08WK4)n^zqZUYxL|WvZU<Gl<(eqPt5xF3b$8m
z<Y}p(M+07P%UVMD(B3!49OGt~=1xxht+}v(oCsy)CJ`J>_diZoyg%`_#$#eR9_WZJ
z)Wlu&uV`<}pc4gWfKf`fmWIX)#`Bc18MXWLT!+!-jo{g*qeqUC9rrw(&5WxFodefQ
zF?f0(n-Mugb8;xEX_BEZl<UgARrM(Q`Kahfy`=3`n2wKpWzXm>t$)>O@o#<-)(3=U
zo14r028n*$nk>6W?08dEgAUw3QgXOuD7O2N!S=?)^4i);Zti5R-wfwyF!a&%aVP};
zy?g8TT!$;ve||d`clW(y`)gKkUnC5!pJQQ}0YX91;=^c}jDndb?VUiHH@6F>{}mCF
z+f{jLAZpxhsyJ$#^f-NC?qlEBWb|Oc8~N|7tgP>Lj#cUJ6_F^jvJvq=W6#C)`I5pU
z$&0Ubo^zH-rIseaPBq02Y9o?F0T~_>jtO*yXrEj)Ag2RP98(XY`1tq~a4esVQ7G)X
zqJl!P8uKM813BvdDk=&=4GcGN_k=l0j?$>wFh{M54#D{c+-<WqMru?v4NVrwiD8sB
zl{$a(vX&xKc^#0<UmBg0CoK9ox8Ziz&@}G0?}D>v_`Y_D8?qZi7{%q1AI|-d*?ffF
zkCOz5mqgc-e;@!Z_&Vd!Ff<UUlK!YmKZ$@iP#~jx`SN)EHxr0@By=fX6}d1cj3lSF
z32@oXxO+>eXg@6?4PcxROT(3l6H7WSmX@|QLs~<D*9{x!v6b>RTZrc}D~iSWM-fJM
zjn1~xV(@D70Wnf@nn?e_9dPgFXyC$Y01>JOfBt~xlHPSY%!`E!7^;R-PQ3L+!)cl<
z-_aV?5gectujZ(xnjdW`Fi&l?UpVPOB%Lbq`7E@(oyRy(?4Z74$K&Wm7~twMdSFl#
zUcBjM&{fm4_GdJw>h}_i$|&+a2c%fm;$3Y2??;93xWjHT0edzjL`0i;&BMs-$g?Bw
zEsjLhzpIUQF&NnS-k;Fm`%y8(dFSyJCQaXB-(?pQVWj_z#9Yr$^-&h+kmELm7|L8z
zD*O0`&w8zgd5PGFWiu+#%Mmgvxq#6vleck17A*w1&JEIn9hGU(BwBuF$LMng!E5MG
zhhavN-<JJXDrFnZ3SmEU)%R24>%QVHp5?7pY*tO>(9!Heo{DzopL@bd7gNXvb}ni!
zyA-=W<uKk_v#3kxJ<#c^GG6}Jduj=yoX{T!$>*JSmzGzJsC4GnC(wvpebFA{y5VK!
zSzW<qb=qMDgmlugI;TB!P`X`dc$DsTh-3A@<V<yvV*%kyj+FK4&(lFlLrLit_q-Bv
zD{X!!3>{qR+FN|PZ~_{&ClBDO1=3yBvcFD-e~$`ABmM8qpmbUsz3O+L@olf<5}8;g
z_Zd@DmI)lTT|?|~CJKzoOt8_%2B|)Qq)e_@`elI{s@hvs?r&2jy793a^-1W-92rLz
zr%Fo0nYoqffbbIbAf0X}+uJ<*16l*ZEhw&l)fpz#kA>$jtsa4~?xWYmzw*^3Em8I#
zg<KnAhPw8NkvfTh_C|#oEj#_b%7u2^!B*E6GnIAI2_@ZH>aW%}j=~kzrVJL$2DyHT
zjKXfjnJdJnnf&H3E)}PQ^qbm9X;`fK{HMJ$)b`>6^(;1SzH7keJJv}Y(FmhBWxaff
zrhSqa+A<&v{}zQCz<C+3*fonz6rMVewN|9R!W4L0sq_sSnVitv+)0F72x&mRJ~VGZ
zi3i-d9IM&}{n;UpWp;c9#N3E0^mjDWHJtQ@jtV&s2(`?wyTlBI(l?#RV0Kf^y5XVS
z*Rk~K$f)MS94XJb^Q=o^D-+y%8+T6(T%eAbmfFW<jfv&!f>^7^GVG)z(UCHQ=)hfp
z?|!Wvd`Q%KCegP`QyUlKHjcb?b37xjd2mteyAHfIPN$J*y1yXm+&OlxKon~2*)i%y
zC-sUs4}4KWq9;P+j8#O(6ARgcxYac@W`FvO%)Rj$Y3~a-P&G&q3kiAAlw4bXPf>o0
zv(Un4vqJdh_J)Zdj$tx^x~dx?uosrZJ9)(v8zBF#wExeS!)_Z(yIn9%pPu8kJjy2d
zHHEqN>b7(8P&={iLM%)BjA^kM??#)_@@qpZMUy%cHe0TF5k8m(k=#z@G*5{AWP><(
z)!|zZ5QY`GxMaC}^;USKkgx3adPBeIU8CRo|6~lmD{cB?DsEiDFd4L1&y_Uy(}P)1
zl*rN8W!x8+E0(m~5to^`Q7Zg#1nT9#jiDAt1>D|d$X~Uf>8#=CeWJaCBi&bG6Z-C&
zw_PrqUI4!JBd(prGCJ&j->^bjED*>^X1o^a_Y}|P^y@Lmw5<_@W{{haI)irj3lkMl
z)#ha`;EPCif=^O^!@jySE=#YsN<%#gS6+*iD*hGZ`m2Hi`#Zh4iszc(CY`WRTzBB0
zsSU+t8u;sg-&6#&e|`PXwVFxSD=&~fwlHzX4$0Qzdl}l8DW*zIX&Sqjq;4nE(Vg#~
zx^|@hlsH>dPu^Q*_q!-0t<q(h;hE|CNcY6w-O)i$?b-cS1LvJj-yVNF{I<$9%#RD^
zm1u|NLAd9mPD+#P(BzF=BEo)!Z@g7zNh$l1hi+eFb^Skzq5^^4od&-C$gSUEb4g*e
zMs`sD1oo&O*tW)rC}t3qcx1$tya;Yc$<ZNw`{oldYMMq5pK)@0*Ey3;9NhW7&r^sc
z<C>*|_Y>1(i$-qEZ-$m#-;{J-il^zP?q3+yPoUS4@s#MrgnIU%L*M1n<C0dO>&+=k
zj~R&PU3R4UER%eFDlD~Os2A?6*GvymD=bRW_{`=JaYp$-lCm!&NV!Af0^%lc#Zu3M
z*-<I2k=lKyOKS61>r_*NlpHGwl4Bpgpb{qg8@BMtV>idlITq$4Tw+X_nimK2L(KAS
zH(M_TDcR`b3H4=~XKx?mteEp?`(OJY4Q=I60_3>KP2O^hkdfCcia(HhmuM{yukn!C
z28wn$;(%5Jr*@IN<e+Sk$;X}V{Cz_U+q#YmcVMXLgarh`F&eeIRa6zEN#k;g+DYmm
z<D{h<#~dRHmT^7%rhUplkke*wN>mef%0T4M_f!<d=V`}yYp^xengzF$<i~NhyKznM
zfZy1C%BK5HT+4)z{lkCiTA=3iP*mATO?9(YSadWa8!Jz>Vy$XwR0^q+d1;_Hh0S==
z-X@Vx`d6p(7X+@q+0AXmZe4b{??-K(bC-_o4^z^w+)CTE1lg{52OQUrzdK~^2DIH!
z|9Mq5rJ9+puk1Q_bD5m1RNpgx88xVwgcu_6OKm9E-0!(h7aWk{P%=7cSw6sO5O%3)
ztt>|Kn0GRs6YAini_n2JTQNM46up_CNH5y!pdvP2^kquQQNGEl>Zorqn$X>HJ7{ri
z1NEa=X1sNSLuWu`V#kt^*_~4IXu8s13}3n__=<35^PhJ$P>T%P&?;0L3eOz-sKm%F
zUae5sOPuYQGa72I6FCKmW{B-wl<lw9Ozfn6#*Em+cd1Qp(VKatUS;QPwG<{bCp0>n
zIxkvL&uKa8if(l!yLG>Lu+GKrJDKr0r3O`7d%gHJZGtqd;!vOC5NBBj$u6y;lUHeL
z&j8A8AV^vn40YzT@NdbyFUIH4e#BgbdiIPP+H$?V4>POQX4HB#R8TeImR06m;q!w6
z2iG*U&>7ko=WkK`1vduP##@zv-okx5uqKuuk@L6=reD6ye-0=hxz5<wL#F}vKU9Gg
z-@<-+#xI*vy_@hs*$Hh439Dofvd+aKRKzhB{jgqWwb<>U?ZRQ(&Z~abyUVsC97A^$
zhCKrD$t#-dj{oFmLtSHdLY=f`_Mn{`2JsERtzzGz(lT|E!z+=8C+8z^9#f1-V8|CQ
zTgWvW?O#)tL4H=I^AAWFtlmm8>XS5&(}GU=C8zhSP;38wRLwEIl5~SvcQOdY$YPsr
z#)j3xUj;83iLjI$SPxnsTyJ`_S&nEp<MR8!!FkwAcgtj~-Y7-px?BRJa0_LC{A(Fd
z%uxtOxfG$OoEJ*##3@ySB0iCkX;Ir=^t(@*zD7A23e8WKl`5+@%ay_me8+1GM|u|@
zOoTT#b1zvirNO92`f<qq_V|)Jnd1fQ$OV3K!<J=&YaG31k;NsA{OXbtPrJ#&abMUe
zy5@q22iaq84sPDvgg#%nn!ErgIBpmv8V*x0nhVgaeO$D`RLgSuPX|XBGnReN-+EqH
zMj`Ov%kaX%)cj-u1ItqUnL44_=%-14Ow44BQ#Sp73sI$Rm$(B}q`}hc%f8k`vRKL)
zSz0GP9EiTvHCiX`+JK*#dNw^EJ>4>1WSiS)xGy*<x0g0fto@{W26ha2wCo8qvkVWR
zAoJa4EK>Y}`K&8mzf#6OX><sa<3|xnxU~dJH>qYMQ?zmEGH))E@60DC%ql2cGA1a`
z<sY2#W1_AbC+e4OtvNziPH6HDyR_vVo09SFnvYCC=Vz>}K;cLNtXk-+^Av@DHhxgL
zT6=&JIPyHX)!TZ@<tm06Ip3gun3Om%>FYK{BUdK0gKe8YfX}DcS+4)4`%g++@q>CN
z9Mb=cwXfC9pu}M8v;%NSO4{vmGw8UKavBWduOabqI#yPKTJx&9BE2v<M=QS;Q&Pla
zr<LuOYXf~))-iqL9=c>%7iUsfDloI^eN5Jw_%`gRH6XQss7#K!ncn|bh^#W9En?_P
zsNfi1d(Y{M?$Nq+>zVuVkeaO3RlOC5(`4mw&*5X+%lRi-y*HpHvihm(0_RTd+R<E<
z1|MT=tP9rZDc^|@`dX;lxm)`ffDE*VhAF`k<bYQSkI<*wmXPr>$7b7tNc0jl{<Vkl
z8&!Yj=H7{DWh!FFb&@)y*!O<8Q<#`o^$ny&d{EWSS#3UH0i7H?LxPBrQ7omi9tP7s
z11CaV;AVin#uE?9EkWnZ0C@!+xQ|~`s>oQQZD%b%s`E2SN~E1FQIoDAv+(nh*jnOB
zIA@9fDVEu_O-HARpYd6P)SC?k`9G^VA<!O5szOPxSNQgavs<MLi}Iv}5{;HRs!q;a
zM@Oy=5IfJdqa?OzyUc1WpH5`tMFr3wYXF7^;F@?q?S}AHR@Gvd8i0FB$0xpxE{dL6
z(5Z2HV_cBecBlsxk$<ae=tJ8aq`E$elh!^Z!_hSbp041@_yW2D>!`u3mw2mjq6N7J
z8JC&lI`lY4%CTO}HNJb^s5ZyNyvF=0cB^pw7tgiKf(m;0(8q_?f4Xf`>U;zA{w^)v
z$52bYSbVLbZn#*|3Ln}5937bh<)yzm)su{tKHdC_So-?sn@Ro(<&0$gDZ-_xJ=Cn6
zoZGW+!8P@F!>>}kMKW$S<QOx8r#kS6=GnFz5cBXi+dRr^-0<6=q_BVGpz-UeY(9)_
zJ*nIKg%-+b?6Q*L{bY$^XhLZ0X{g^-gq6RZK<qq$$Zg@DZfO5LoI0hzmg-`FdxDZF
zG5M5mng{2eIPXhlKCmPiO2dBdVSZ0cm@aITO$*8|&B{ZEMyNp~G^R()(Ho-33zyY3
zNcC8I;pmj5)Tm&m&7<M(-G2yhg4p82P|oqq=3}IdGW;fS-y~Jx1hD-~Z&pugR=K%z
zCZ8}5bqgj9t@<C|Yj2EPB?4Kk)P%M}@hF-ufL^ha`3%QclsoxrX|U|vA9mc=XUQH;
z<kv+C<?4tPyO1&>`qDvqo^}9n209aIU_8{8%pe^v?zvH|R#R#uH7e+<$eTCz(q(@3
zU~uJ7q4&*AZ;hf~Ax&CbHu#%Q8wNH@E8wj+=uj>x%x>el>(B@V5~!<ZB5It^x+7m}
z_v4flgdEj=%hBR3uxboQM8!mf2>XrSMmd`~5>XafE1y9EBI2WBpS1s0bZjwo4gb|M
ze;94LHPX~(y8Jpsc6)`z75~O)Ge;%iS2hCGFv4qovr6G6T;=-^eY0}j%P%F^b+QR6
z_zu6iI+k`g%#eUsYOR!d&~kKydd3t|lM)|A>{h6koC=C!em<`e5<IjW9?>3<&3FE(
zWM;xIp@yWmGazRX!7MIU`cAoSP0lzHk@=K-I%(fyQ4RN}&%54AECmWwR0~z1+sKSr
zu5%<xnG1vD>@TJSfHwg#COYI*Y=WMp!rlp6|G7ubbI9%o6DHEqYcCj$gx{rY&dKtX
z5z={Pgn31uN<!1cJw^3l8q6~%G*ND!I%{yOd3mJ%g3>5>7UbzXQRpu-dct&z&ssc=
zEpt}*z%wS^_k+2sZCOQA)7Gu(B94`y?S=YO#MfhzRR?#3=%8bWJLhkcpY)qZeEgaT
z^Q3x|1?ojh_bT;)TJSQE53Y7CJTku9-#9!Rk;GVgCoa%Dhk}V8Dqu$~JaZVp#c11B
zT7KSF)VAE<_-O>%q&aR5-8GNnGWbL}EeqVqhNjDe4chi@Z{LT{x>sV6+)TV#4#I^!
z#HO`KWNwrs?kfm`po|3R0+*l_JK-9x{;b;l{$HXy^1M)cYUiLW^`m&tTA^xv);8-x
zA+dhTT>`$LvEqGDQ*Ep?E}O@Dcs6G=m#rj**$SfReQl9j-)HaO0&h6(HDr2R7Cq%;
z`+H(;JLoIk2g2TIE<J<xmgg?NHJr+DWMEe0<FjoOT{oduf?jO(O`GgaP1>-X4#mVf
zeKws{;dEY}n<^Fyb2m7cnC3W_f9S!mrTb2K8r|e0b=3RuJQOkiqcMMWvv``5BMj_%
z*>xFVX(CBv=&r!bw`bAZ@W3bilW^Ou+L;_8rm|$CXOevm*BMX%&N)M!9?!Y)Yp2L-
zJs^#|zK0*`<Uj1t!0#3R(S&LGinq3Cm2`hY#_3lE#);7_o7m#@cZW}6`#2MREz~7}
z7wL+7lJ{}H4HrW#o-&n>C!7KrWt<b1*`#d+omn3jUxQklda3)CCiFv(#>DhR!5Xy;
zjQB{StyT@^@5C^KhZz|4jfAqx>6FH@M!#^Wm57U`OM1-}E#u!UMd4oqxY!jPEBmVV
zRbxE@4WQPJABB#BSmfWhwCmrv)CDb+{KVyWMa>MXq-QN5Bv?=3?fO4jbQt5_w_wcx
z@V_x;uN<BvDcCo-cl)ruCDc^gS!k&3mF4PvhGU(7ar=6dw*|JP3tT6*y-!{7ug{&m
zlumgPaOWSNhh^kG+WJzPdbLR9`n>$3ex)-(uERCA=ukc>iQD!^pxvU%O<meG)X3E6
zZU#oz3VU;hzM;XQ_3N$qG#!K%_Ju%k2VG7d=V}5=biB!4%ECM;8!ff_NeuhW!)L{A
zl>UnI_mF&-`Hr+oZRitcU4fd6FaF}T>?Lpt9~Ddmau0FL3tbXhQ5AYJRp*ksO$0Kl
z<<|!EBrNLT!)MD}y&Ae{6F1(RU2di4%bzPc;|PzRkcYydP*o^pL%=+u1*V|j;-8>l
z@HxZ3w8<?bHm~@%Jp=s$K2-92(PcCU;x*skm)Dx;2p&Dt4a4?0wgn<sHGy}*s_FEc
z%fO$K+8s*pCSCnZ4RGTBfxgNI1bXFazml>&XUn(YoJe$e`BCFejA`FIuhor<aS9wc
z<F$V}`X=IQx_gk7eItW|rbC+sQGd)<?8<hrYMW8!S^ebGI#9NM=s75VUC-OEEV1UB
zpr<UVlbM`Jy@GT$U7po7ZE6~)Vw0@r2(`5^*10YB!NMC%K|y`5;3k#Xo8@mRW#;B%
z9E7g5E43{C|7l5piXJ#Ve8o3;fc%tDNL5)qqE$Ugs^4Cu1XTMa1w_KMM5;dsz#hL{
zBgmKC$;?<0^GN64+l%)7q`l=%MO*<EvQKFj>9VRF@^_u@ux8tyn1dVg-%t@5E9&<>
zSf(6HpRwITJb&TmQE>ZMjo}zxYzz8Zy$g_*6ZRsCX>I}#2fb?A*!~88gmi($<4Qvd
zsTF?2ety~YInB+t=p%Z$YQ@U9=|}0r!qUxh(&#x#SEH!;lWgUUKQCF?eZk2ZAD<H9
zCj_<okZL(8;hNS?6b>TM-(0iW^Ms`|*}fmJ1R~8#j(Jt`lbVH}@Yn7ep3$6`Akn{O
z3AGPu3f4EZ4)Ly3<5&aWCHeawUiCr<QVYFG{Rk4fmFnypu|+c7J`^ry_r7=Mk<+$n
zR#n}LdSQ}=BSytydy}lT{-hqluks_~V=ZyGJY7R3KeJ(crL4p>RNy02jS3(J%dB>1
zUsGS!P<ij8)Dk69qF~J}y)YxJTc@k=i&L?RTcdldAo2-svctT|O2{5GAk`bt0e8Nc
z0`gzb#9utwIes%Uxb5YeDL{Bv8+hXk7N2Ax<C3WT<-GN{wQ`l=HtCHTB1$|Q!U+j}
zP!pe6sJk2jqWpikOxJJE4yQJDin@G-fQhsOLa~M6T>MTDNj~$=!oEOn-m$p8aNo9U
zcWAqC2SS_gd|B0b=XP0;;dI}>G$Z3@$N38!gXqVXMHU!xM^DIVRV!|HOnM|4#H|rU
znyh@^(3|!zLI3=W>N5SS8kHSi)q}gp!Cx(}*fVfoRjp;Y*+A={|K==PfAt~99Fdpd
zZ@M|$gBFM+qHwN?O*gV~GSx(w@DnACvB~+breZ;!27rgfF7*uD-m;I_aIw~sX6*3N
z=m_5?=1zM2PRMT(Su#tU;bXZtq<2mKdFO>13TqNG=!)un>Oe9<Zc7E%$+4*5gP%rw
zRgWz5+{prVIzf6xzT`%S9N45soP>n8HIAB>DL#g{S`~2fFg2Dt31#JE{Si610aN^C
z6O9q6p3R(@pXi<_j+a8dF4hPv)^Rh8sMH@cYxzAazSY5g5IY?hKf@P8?`r!)jN*lV
zgPn;qX|<sGtlWPIHTLjt;N0C{x!Y#m<W8PJ7M8sg*cVCAEa{0KIRj2{e<OwW(nAB2
z|C>9w<%iLQb@oa!t}SO!)2QTsGJ>WaT^!*pNiqB3PKNML04GxMPj9}C3Xqi3VeBW)
z&-FUEQM_kBRBrp*kLVP?183|ER|z6;5;kupYZGKK=-FYK`Ta_tTs3$~SP{yg&!@`z
z*LtMm<$r^~*G;(~l=?3ux_L!gfOHP7<#>IW)2?4+t3`>^EwyrO>>J-Cw%+!X_4o2{
z!%}_pi*-e5rJL(A%YA8dJ85e-ZN&|SUKkG)pq|GDQ=^TJ<51OzuXaD3Ccq=t;Gt0|
zW~46LwufT>hmO}$>bft^3f@0zy1y?bIH&r?&;GO6>E;5=xsLkgN$tBjeI>Tth{JhM
zpY<4^FsRji;;8dyU)%c0-s`5B04m+M_`gtT+H+3^RzbSJ|B0<KMAnwsOfXsb$B^Vi
z(Wm4DTa)v*sdvw_L(r*iR|~0nQKt&slfdAW0?^2<ZyN}sdbQJzm#q3-MJe^2rWva$
z&V9v~SKI-gg3Y>3>#?;oVd^qcWc{Bn9twT&M^ruR+4`O<O+42$|H7kNN2(e4bg(yz
z@bgX|d4mEl@fj9V#J!oZ4d^Tn@DQ5=?-PH?SZcT<OC6oV&N=6u%eM75$BDDe8I|U9
ztYVJ!HY7QU`*OzJWB0FM(*WC0)@WBQwM4nRQmW=!Wz$fAd4L`}7+kz_cTfpE-D$5+
z4JO(k+46^S^Qk0Ji!zK6TD=rwkp=H}op2=sF`S;!!{y;zfzNE4iCEh?;e-9OssO|r
z<j}idd!kBKRPA-IVfvu!Zp8AzbJXRc0bN<XiEnB>ji%kn{%;$+GEJ7`W<}2|jlUi|
z<G9Ba_sgXrsV_EXW!cl#P~CUnm9{TD)na_DPer6JR#ZKeLJi)Bsi&@Qssq+B2YKtx
z(y^KP?E>>AS3F4eEYzo*tO}MBwpC~Q4FaYOr1O4~`nWZ~4s0%rXoAB4ShbK(6D1x*
z)92?f-FAa!Egtfircs~C6dkFGF)DN~#c*nB4k6cTA9a3iV}9<8%;<-QmWc+VR27WK
z<|IsOQlBu3?`ro!HEQOPl5+3~H|Wj7%?_=FY)ydmMu~dLZga7C7(b{`^b!9HeBSK*
zOt=ov*Z2pM#1gNEG336dt^E@G)y3}?blsOlL*#wX;2KI8gn-J|C!iA<U%aQS5GYkC
zE};QeeE;Du>Y1#0(bLGCJAM0o*)`@s!IG3mccXlUSWEir?=yL9?U$dba$dR523_5u
z)MFhlLQaipBC#5571ftwy?X9zTjEB+U57qY68#OeuT?bEWm@y<twA_vTjZ<oeis&m
zS4Eum1A`Rz9q$YRLDI<|G(|&Y7d~kzT^8k75k_82nVARVTZMY+KyiV4l=qqJ%Xif^
zG-sOl)Nj>y?hI-*s|4I_aJ9l^XR!5uw9LQ-m)WG&t(mz%flF2-HNa|QQqdGVM(mW4
zd5Dqpv6klfoB(_o;>3m*f2ztL6ks@y)r5T9B{yr&yL1Sfq-{1rSJJ!P?J47w<s=;R
zApCptTpaxi<_b??=gHCy)&3J_H@VV}JA2k{SIKz~Z7LVS83A);&4xsich-x@T}(yS
z;RWROEkZm??o-8+W8pFBLpIt)4Q2XCTG&a9|44wq^GayQ&*Y)c`ANP)*J8`(u_KyG
z+69fQ_rRnSSqnxp-(D7J3+@(fTH8<uQuXr<t7pEtW(t=ii)f?NQ1$6jfT@rcoEWU~
z(y(o=O9d!oat8=pp|`|Tg#g4Qg}$doB62b{PTP3bhLh4c4naQFl>Y)mFO@{?N-Nwb
zGLu|ENEqY}b7^MMdBymr#zfNzEsTd$ttN(;S6FB6RcBN}i}=|!>heRPJyh<5hqogJ
zR@Z9<<hztkJsLQ9O`*ii&4PU^6;MV_jvp=Hdt8K=O%|sC7ae#}oaNTxQr*C2BXBeP
zh=hiIKO8!Xe*9IlWV7$(-HrS4MPuFZ*p{{3Xs*BQ`O@U+V4JLKw|RJY$b|RZMQ6Dd
z;tdHBz6&qw6=Gw%ouU4GV#w4xM02FpsaV@~(x#Mf2mW1h$k^0fx4$uJr_mmZN2^W;
z|61m=y->5CrhBpq-u28IHTOhpd@X$G7-ecxOHLlNqIv<segrIJx9M-@9^ZT@BhM-g
zy{wyTc&jm{uM#!(2lvdYOe{8UKQ^t_{7|Y`pIp1UHNj4v%q~ge01a?|qsB+yfayS@
z{E>N$On{D-|BH@hCFoxjJVskVBsx}^v~DNhNCCISd#8i8bbmpRb=IOl-(x(G+n9s2
zNfVHTXbhaFAc+%5dKv_I5~ZNn(lnNMn=2?MLn%N=S=k1Zbm=p9OwR>YBS)&1X&AgA
zlxPSpKH#3TP}D3wQD}WEE}itf;ErRUewONkN!p6^DCEw_S8L--G97|kcVK-Sw%vvn
z*nkQu!(eZlOdqKXtaDO;$t2_0^`)vlUyuYQ4C;D8b-1v|l~UjlCpIbriXAnSV&{cG
z0^%L0G|%B2sD_sg@InAx6%#0<rFqg#>KKCpX>dWwgN3|B_Nz9o&JL(x=eE_>5wYNr
zmM`p0l`7HK*G(G&TejRiX8dhqky9%a<mt`F&wZE$YB)6TE1U<8H-o@1I6afpnY7R)
zJ7ENe7nK6ZVs37(|Ih(QT$2V)#2|0S8Zu}&{0>S_0<|ErL1`QQdsq+f>_1C$oZWIp
ztHE@;gX6^%wg@CoT1=;23N!<;Dw+XnBc|SRzO>zS&pnByF!>k~QwGT2^+em$Is?g}
zB|$<H=n+l4n7zVP6y&hanr%)5X`+y=J&-Du@@geMoJV<ZqGm7U@8DWb@TX<5yVrd@
z5#DsLzjLTaiRKx@fh+z6E~hBU#~Se$A?~rV%{NHft}14I$(CJwr$7|3<@mE^4)yB1
zE#^*G#LJhxj5A0*G@L1|!Wvr}^%k=iW*AXL&G65?4L;E{FJDV~)H(Kr<#GS1wzE+6
z0CP?SsQ?!J9=plbm@`gFhqz}Y2)XKZC;I_|>h0WLtesr3ntj<Pv!1gJA3BrMa%7Rs
z1E}-Iu1P;svx)@%#bmq-qI3TWQN{1Ej}jG@Yxo32j&_k2NvO_~l!q@Y<bg3gC^csE
z^yqLykl(^!*B0*H$0wmfEHqExds2d4m;m|9Fu01qkTHw<co}Jwks9(H&3+-^@}NU2
zDH>ea$sx7d;H7wNI3Vo2Nzw~rUx1|qbTTr#^}S?mD)*+|jY{~FwBn7wpD>Ht6oWDc
z&OrRz?TtfGq#k@Z?zpH|2_@+vb#CYz0+%=ALW8fYl~TZ34j5w{3ZkQ7I7ggK%@i^&
z*3Z&Rf}}UeV@CzNJ$-+87EU}Rr0K?2cvoCDpcl-0z~npxoBM$OHZ_qMm$Ff=yxKa}
zJ4A8LQ!!a4aAEx9Nv$p7CNX@*14S|+>!4$y6#^oM(UAQmAJF-W%DRu4K^Z!dlDJk-
zS0a6aNvN*%LZ_%4d@_>x%2i-evU8Ek79?_}NI7R)H;i#%J5s<-Io5Ep?GU693tx}T
zD27M0`Zus#kx?>iuODlU?UNvPjdhK$C6{30I|8f=<;3sv8o-gc8$(D(A>cl0el0Z*
zvsR}?)Ga%>xib@t?$>ypnV`&nhT>5WA+yrg#N*s89n_aENm<S1FcMP`Q5>F%_&-|D
z|A=5c<-~#W;P{u8U(C!0q*2#(8J)NG0VAi^2ZNeCCYnG&k^Cpt(lp1N%h~gUB!>6G
z2APa?1hsc&u*)8p4WVoDL~}7N#=`v)%(3E(<Kl%Ns}A;beBAqavrWYz_Xzt5>0fq~
z%tKu`l5s<{)1Q@Po4-MI;`_D>l=r2-frlL))KmQNP3izx?koVq&0dh}l@GE^9n*nV
z%nTNX_$qs3PQ!ypS?{<~qR+EgT3~;}JR~TW2~6H|vVZb!9P(OrmwAy*nPw?wzb>#E
zxwWW6>94bKOK`XpWb^6mW@FmcGxE4|_k(ZIM~cb=Ui42dK9FzOl7>5d+&CZfd&VOF
zy7#hQ`gr*}9S>7%*<9?G|D)Lc*NoB7Tv=S7H(r!Yh7~Q}btmNKa~1{joDB16b|ALf
z9j|JaP4ymxB(7x^)k2dIhmW5Deno31pqD8Ke?WAwQWxo9wwc!Iax`4~DW?JEP}5pY
zeokcMgVDVpS__Od5jMW2gr0F3-OqV23T^SwAE!D$6ogy}n(0pOUIESw7^`}39shNQ
zi3|RmKGWa4f|0<-=!5i;P;T>$r}2JYa2HL@;co(Dx63PK{R1Rq3vF&FrJ9`5<2^gL
zt@Oikyxh#<dd+t~YcT~_*+C_yqqVL%eH<xgTpJ>7I>-98&mQu%Q2qVf?H(DJydi^S
zJ(f9d7gIH^{f6lzee|xwJ!Lp~7T>)BvOSMhWq@5)`7gsV31?*$i%MDQtl=8LJ-!@%
z|Ai;FEkaRqi5Mp#9~__o(-p3H;bJ3c6O%rZdUv%<I)J?4fsunyNL5yS2U>K<{#HKl
zqPuPXaLyztC8Y=?wpl}W4ddx*F$yOz0?Mam==6i+VqA=Frm{6;@gu1*Cp~1v_`&oL
z%?)p-q$-rbV=TVMtoAnhMqR68&7;{L?!M^TH0f)h=e@`i$wW-f7Ed^0Q%2;AeEK}9
z6F^%Al|w6ngLa@BG{>WXqPhCRbm$>ksC*`5(uD>7cI23l-J8(G3z<;^BaI+n(FzCV
zyvS5gKVzY0)V&Wl`wir3v800`KouN)fl?P_XKMp<;&+S}kAzBiw9B=VGVa^_Wq+{q
z)E9%Ys7sMe!rJ44OFv916Z*Fv*t+cQrvV!c*Alzo9$mWmf}_U7p=v~KGvdqjC6(9?
zDkBc72Ymzym}S6d@Q~wTFUZZ1BTkA&R001=C^Mo8<hfAoC2F8b2<bFVAY+OGYCXvf
zXER?-2Z`8>0!KpMzwcEFe2M<dASf|oPICspkYUd)arS)HYI<axZg`}Z_{xMp*M6ND
z(zZS@@`Y``F~CE{+gmtyQST&Q@qnocB?w#C8v)OHka(@j<U9%zq6u4vLf=<;JgvHq
zEgSQ4D#Zjh-;0RO!Afcge^p-qmp-ljP43E~sN7}KJCYMVN%>6z2%J%PiJq${By=PC
zql9t4`@HjaiBC!t>g~0yJ=4l&AWkBbko(O6Kyu+uK>XxQVKyL&foO`#z$hv_m1Xb@
zT29QK9P2z*t0g%hx^Z)?x3*r#$%JSbOdkCT>6Xg5pin~f9u$sEjZ?`b`xjdSif7=1
z+c-e+E<fzP^ipUbA-ZAEbbpcwJmbqbKVb>Y-uGFIOMWcZcnlM2Bi~|j(B^%h9U2%5
z2zO~Rm$Y)0A_7VD^++_=e^D;Cv@X}_U=72gkm6j!!g~~xa;|J0k{s@8Rb_3X@4_La
z&B=-fkZ}h9%Av>PkIFWn-LNq&)QGrf$uFvO({AR^VKm@teH~VgJ}G*D0803#wJO=1
z&jI0kSNBE-2AO~!CQ${5I{3thHjAy$RjF425ocqrFP5I8C6MTzuRvv5wWnH9d69$l
z9f)DjOlR3p2bSTOUp6|L@%w?*x9Hb_Iujw0tF+9DQw7q(gtl^MZ1Ja|vDIoz5+w<W
zmvc6r`nV<QSIVN2c4|vX=2uBh>d#)(br4?FZgqql=)y$yU3F5O7AX-8LSij@W&Ig9
z1+jKh*MX}+_?{Wm9_%Q1PKKt2)HwAiFSomT-#e6LoA~FjHW**lk+T-j%{E15eYiBg
zTPfQHuP)}<Fa4vW@E%vYJ5xkNId-I+lZODZ&|lC*ap&f1Mzk;&u<!k)QPP=ACEulO
z*C?=s9#&I#RWIzZZdzMBlN;0|GV{w9??s0&X;m0s(^3&18lwx)nxgh69D13CR&B`6
z{T4%N-TDf1J2pKcgm&2Cvt}DBY05_bF?_<%zb8~^5VYxy3McRQ@OocJ^<7N9k#5us
z^UqI9{7C?a&cNfG{&VsWA`trPbG|ufu@}g+5*_c5Fw@_KzzsYUTXL)saC+<n)N$==
zUIr5ZK_q|MI}N5uZSRCkU*dm9U<D*TS&!GvyyV<Qy|I#c2kq|A*U-!CllA;r=eb7^
zLS$viL0wwa`b^aYOtyq-+VIj&UW0+WWqVVs)YjZNmoA_Qo7>ngX(V~fc;Mg4r)n)e
z0xkWuOFoVi4vsgV$0pfL=9)N8*I7{cll3DgvDq6n0%}%9k^L)&Z2j>UoOgbmQyc^S
zQU#8E@bNXC2@yg{`t1oS6Qc$dZ$6IPC(e$h@qDdog?*bJ;#I6#c^@$LrS9#W^gh8E
z^M%K+3HM(bRW9M5U~W}vpfB@~=bu{}fy2X4IW2ZMQZ^+vQU5_J^t93Q1&9ZC8pp73
z$!@)BB|Zl5*8>5nVOZEppJO4RubEjB<XwD+k%Z}CUcWk&amPaarSwLUdg__k=b4EK
z-&dj0orlB{#~o#A3c9|#3H85Dp>%mwyY0kD*?-jm+<eT@$3>Ss7f0yhA$KZ%CG+eO
zltY*Tw#t;pV~bemLK$7-;6>eqT6zvGtxv-c-?{O0%uZtZ-nTUE4mpL7et#9{6dGd&
zfuq2RsqoBB2ZmpBVP6EF7c{%*2R9y-l^-Uer(JG8FnGlYvRy$&6*yr+JrVaXReo@g
z%W5rVnm0Tf=I4>s*7j1hpFu!bR40xt{fDqF>XX>=IhUVxZv}9{Ua|=heg~N9g?r)4
zZ1T3O86H#t?myHant~JyT@AY;saUp+Z(h~I3!Ctz(wpO76i-DS&Q*5t{p{;Z`EpL_
z;ex^m)SooJ@inmV$>UruF!EbybSEMI-)F)HkYEW*dt3g3e5dT3!OHZ&Ko<PDYCpX|
zu(nQoN@j|GG5*{)HtD2`6L%b|FiWB;2b12S->b@Q#Xtve);(~#sLDZ(UK0Eh?&Pr8
zKJwm^66oZlqt#c;nj#0Z)i&Cf1|)8ugRF>W!u$+~9bP)}AXC8d_P2qLQ&s1bfc*kZ
z=q^CILp`fJt32vW0t#!&8p@ghYccRH-q%t7lGsSH8@s>&n{Sdu<`S4AScj+WByTS4
zxfu?e#Qra)t!sDQb8b24|2y0JP_OFBOFx69sYu_27|;&}Jm{iTPqN-o0g6sgueUt0
zQ!xn^(GvgXQh+q3G$eC`V95zM%chKlfDq{1JboP<cMR?|-AR6B<OIdj?OxT0272d~
z5vB39BTBOxF%sE+JKu)(fF%IA|D4KVNq&u9Op7s&6xL*uLunu~rv6te|3k%iRpWz)
zv;So=9v5&hT-f7$eL31eb;Vk^YbX258CDLaLR0biY?v2bXZS_o`&A79VZe63gC5aT
zKy=K{FD(Y-6`3?G*=-;pX!-V+egARyGHpC7aQd>|hY-(35G(u&bJMGSlEFb}x6EjE
zZnoLB_kYC&Wf7?QQMXxfCLb?ny8U<sY2-|YSG9`i5@B#pv)da8XpbV?7}_ijKgMs`
z2uifz0`J91Eqo5WxKSL9KzQj+^qybYZPEZ#{pq%HXpn!XYkNs!V%MnfLDWT4cIYi%
zZ@XYol&mMlP)&On1LG-dHEvq#XUUEK5V^J0CciY0ZPHj9IMcQ@f_OhAY4X3#+$TOu
z3Y-LRUg9JiNK)o!ct<4>=wltl%1A9diP#zD2McLteEm5wCW-)XL1Wjd9ozEsSMAt<
z{y=cK9QF=`rV1KiU~!57?~;$WC3iuWxqK-k0v~U`2mjJK-!D^r*j$VIJ)i(uZD)iJ
z<gFCE$w3C6Mg}lB$9mukq6amB`O0ZEV%)6|@Cm6hK2@>@EgUkae+CT?>=eQlkmT`&
zcOMa$)M>O90(LI0ww${ZlMnPkTPLChnoCwX!yNfV2C}<$X#Jorai^_1v(S9H;hkL-
zs0L1eBsayZ=fO9U?<)l|exb29c@8I>kllf3R{ACSws$<2FOzqByNj&bm7+c1SgqRV
zx0svl&WGfcL0b&n)Lm!xpU7Svj#p_N&;Z<$pSzxU$--2c@yU33oO|rQ#&r9Ey!XON
zO|F@gS$$VOdv<v(#X5|f>A`Yr@eee-Itb1BIT+PM^f&Nztuc1B!k5jsZzP7riiUfh
zGi@j4j@z{~5FVEtQVd*~miFxv1aCHQ_0NrNSswm7xQo#4tyl&ke##Z-cDiVq`XBzn
zEpO3Bap05@-Q(Wgbp^qungDrG&6Mp2s%Jt14ov1p3c_o5e|&#FQa9tNx&XRE^9<6n
z>kW$TTX^R-Br(pzqIALe23Sc{Qje?c?F8X3{}jDYb$VICO{pI>&DbliLI!=H_h3xN
z`RSYT#z**dylQu*O5n76j+;SnTc{@_)9Jwej|b1N$?%)EIqjWDs{HM^(NbtHVee$&
z8eX#%fSMDTXJ&u0|A$(casQqVyu;7-DnOn43FWuM+b1s7td;@Oz7VRk+X`S09bVm!
z!c@(|#rP?>9@C72=T$EDs+g;QGPVA(N%~^hTryZ?+;G@}%1>T|c1(rq{{*eWCSLVc
zZ1SB$f8|=?*A<jx7@`$yMT`{{&c+JgOxgAQfcc&2Gl~I9-esY>oYCf#84g<LHc(xK
zkn5iW0Ha+Myd3bsXSpTF0=NFU_IlM0-u;VeU3hpRc;N|)a|*jzUg#AvdKu-{!X6dn
zeSoRqxn{l@nX(f22HJjEkEor31D2-s0bpsmiL<x6My9NnsS@rohL<CU-j(d#D>MnP
z^(Pn}DpL#FPC!hA%8ajlu~#IoRv`|RQDHd~>QaEe0TO*&sX-L;u!($ZY$?Efsl3IJ
zvCBNUhFs+8mhcmVmgGYo=@?zt?BEg?RHv@4Sst$?y=NlmOy~n>({)^4aBrZpGV*`C
zR!xA7yiej}r@D)3s{**i8MZAlc?VXOg>{1^ei*+5fY_<e3K$19`TR5>xVF^zhW~kf
zbB9W!;;DUd>bvVa@dEw)II{LfAQqq5S6C`pdWojTl3z`Ma>>@GcuU(tQTj)hAx~49
zO?_4b^5s2t#y_uC5<OF(F4;jDARU(hP?r~!14C4nRQwllaU%<UES|G#TQf?R48n?^
z-EH*m<17YyDg3gVi6D=^00_<K9w|ZXR6u&7c<DK3LU#F<-@h*ekWPkhF_H$SCG7s-
z?B}Mnmgd}q=6`a9km-0>I=jhg;tE%TYU&0jJ<OWg2*k|AOS^=`(XV)m--e=92TR`n
z;VaBu(0KR$`KM6*;F~#`mGzKE(c6MMV1KYUUcVRjHa-tZcc~(O7=omg0;izU#Juu9
zacZUG6CI$_`Y&Pjv5FU}bCW8Avp~>G@OWwv1u|3S+t(Ezb%Gc2fD5DP(Ol>bS9OLW
zrjFQt9s*$%fE(}ROJ(4LKzRkEYQ_x)R@`8UY$#ZV?xu|0s`xjY@kMD9)xmk<k^t0&
zg_NvDv7832{0%A0D}LP;BxME2%h<pX4mHN~S90N>vfZG&m+dIjoq?4b?7scDMi>8S
z&F;gCtLq8{nv|1}%JN^rgx84zEo-U<QO~3SZ|P@wcgqzMnc1w~?!0{M1jghg-r3EC
zIyPgB+jRRkDilEnGj>hG4~Z}5y%j)a`7HpnQ`X_Jm6)mCJS}K0UISb$S;cY{rhtGs
zgvIZG>SJYEL0>i2^JxU$8!jgSGt<t1Ax$3@I*Un!tDgDhK02y)cRhA#dvS&C1_olk
z^+tX>U!dtY$!;mN=VUqpSeCr}hnDuF4M?TkW0}XUq<06p%EduaZpaOo_DKs#8y^G1
z^s%D6+TAZmtt!{i$626U3ix!|)KB+QW&D2FM*|~YkbK{@VINUbW~#X~Z+sG*YZd4f
zoPkksfV@|P)WTktF|UM#nmFA;G280$c217{?BH1+#1&pS#+%Sw<w6Xfz$tpygh3rj
zg5txK|3geb$7DsWH*I07G`Px>a;MO78AopXe+iN&CJ<7TRRx_&_8)(h$42X54RYV~
zzjv%L4z~Pn4R<z8ctKCPL1ci*BaU(2y}gMn8GEo&C}qmpI8x8Scor9n+bMWDXf0Ha
zy0ENdx8E5&3&?|q{8j9Zm(~=STpwY&p!)OcP;7MbxM{{litiWMV2`U~>oGF(X3Z6~
zu9f{B!^kTI2uP5s2Bka-Ecunh)_eowqwj3$`1nxUqUJN89-q3CKU`Y~!Wb>j%HcG3
za-GYLRqKN^CCYz@kQJ5KqS5BGd~zgucnUN|BLOM9bBWn_NNArsvQ$wb;lAvU%Rv|2
zUwA%WSv089j8-7~<N#GZ6@nAx7-Q|9cC|ofXULU3t-WqX<OF6p#(E3T)90BGbmyhi
zTO~K(k>8Z(VmnC$00j-tLQF$J+oJW-q4PJ&*mF+;fpuY6j*86*l;lXj?yeZ6k@S<%
z)M*;4bfW}%XfT9BE5f-3kx?}&&R+cawJYYomENbJZ&+sa#FxO)wDxT?ht~3mIS)wQ
zpMABiSfDSxIi;5<5<L2{ek4Rrx`0BRGdgI_x|p|t^8341(TLor5YHZ1^rf1{`4~_+
z)pxAgAdmyRh%2N>&$DDb{zDWj{ubSd^F8=}MCT|(nbF8X1GKQu(TZr98jeyHl(wGe
zUbio!1L|)9y+wfi^G_@Z_iWu7sg#+eBj(;`A|f<gJp93)-}cU1iGZkj?lI^XC;T5C
zVN^&(e7KZW)498%%P7bsAN#nJmw^*&eaYCFny3^UqVw*@c3kRQ4zqM41lJG3n%_x-
z#zH+I-XA7>pqZ2cxB&7ImFpT?2(${u&iZRo1U;Ci-{&}lDYyw!kd9jAQ~yL1+Bvqp
z<{)2Eft1q^vGt{K+7MdvOc5FzTQ0AbR?{l9tZF)@gKm>si>#^dpu@(B+}9CUy`pgf
zZn5JvpGvNt9>yTehHY@z(xygKzi0Qo)W7TV5H#0OCfa|qQ#-ZXx;tt*AVGMtV=g$|
z=7*~+LWNH}OD=FKoS<#02=XsSG^yQamZ|ooyaJmhCckV*T&w0-wGQZ&>U-*JjYl<6
zXbP>=^717mtk|Rj;y_>!K&yVM&N2U}-jk7Z@qy)8VcnBa#ri%Ip@VSK+SuB_p4lys
z=PmfRQ%|63knu89#M<8voe4-dnML_U5zFhop0Zdx?V+=*g6Z2?z@&-ac{1{~)2=rj
zqzq?T8!Pj52(Bom6)85QK%1tJ1a;~yb<=cJaOG6-ER*Vl3?lZ2O<3o^(=#(s+PDn1
zr8>xP+@qvBetz?J0>5&p9=_3`kyEi2S9?9E%YAQibKu`~E&`pyQh-=SW(3H%ssQ<y
z)cv0_9?6<Xp){3JOMRRh2}9Zmz@b_q|2}y2E94sj&wP@tiPOe5?%yU(Q=5>l(y~wz
z>~SYgh=0%KDV*!}&aHDwA20Reb~*k*N>Lq7XdPl^%zTZMsp76&eUZu5uTNKmm258&
z-Yemmh9A7?zh??5Eske?aPs!90RELlz!dkNN;Z(bCIVvE`llJN0)FY`bhm^zkQ_IC
zqPpo<bTt2Q?hiTvUuqlu6M+ZeYxyGyovluP)UAPHI3wN-Bom;1FFf~te&;t7zz9@6
z#vg#HUXanMkV$dDQ98C+V6U;EEbF&uM#p*G3}aGqQe%LIyGoRrpK2EV?IPI<w|*~A
ztQ;iVoPM}O^T*}8A$;o$h~450G&I_(^fz0K5i@fD9a>>_9S~?1Hv#_>S|OJ87*8hq
z(y>Y10i{6DiDK48z*ozm^X@G0jRn?e`DIPpLa&W!LwjqHxT@7MVE7!9v2+SvRT!5=
zPZ2&+<VWNEOXcR?#&bff*QEg+S+ZLxV~X)+BG;Z@Igr&{=vRPl8eomG4Sd;Vfr%y_
zVCq$%@Pa6??i^L<N|iMQ*0fUhKRr`5p`%fofby8;MRTy}l1k}`AcrXUF&^Z|D%hPk
zeEf1i=ExOiPLNqk=sPb|EW9Vo;-?RE1v<km{57i@aedMB!_c3_-#<hb84RF#$X7Uy
z4&Ln3S8A=u?|G7@Etef<AK`EUr31XQ6wd(~e75a)`a~{g*Rf|$g3rJ}A|`1BXJEl#
zfqO7-6y0~~W{_=_$S_K^N860^-;s!2#RhJ9bA;@!c7M<IFP{M}%dGEFhg91}o6JVa
zzXKBisZjtUdVuUS4@=8|$xdjF)(k4E`{&ebw>BMftKwh7EBBY+3*n4x0i9gC^(JwN
zZfE{pd=g9-qF%ky2lcF)7C_a%8xVt8$Vd~9b;YBsbJ;{ClyEb8;lbv=PCYoifaiW)
zP5U|%aHl{6ObTMpsn2|7mAW@!?v`HuN@<z18lbsT2O;cWO7tv_NJ0E#Kv#y6<*Qe(
z>Psu_TIs>$>jKBC6A!^k@*Tc{FmJ#+u68wc!L*UO4u2ulBGxvx!)?0Nc?PweK_o$O
zSmAB8A|g~K0Lpe`VVv9hM2dd19{=WzfA(GQM_I+ko$iq<I>jI+1o4?pR)Ck6x7B<B
za_8bu4m2~h@>1u<9Hn{ZGI`qh01D0v_kMsVErpco3+ZLTqfgE*aj4!%3ye9B@O>Ha
zrG)TpQ>~O}F{slE>`VeWLrO<Vka@)?{?1qIxnA9FsMxlSJn4KCsFDP1&HWDNIPC9k
zVV7z~`+*^J6sx2LC_{l20|knxOKb>2_^2Vhq!P|)J=n40d<=kRk5>56oGda>nyYgO
zBB|KCiS=1gXB1)K7}9e@6i<palh?hWq`JR{BrNEjl#mb%_@6v=Z(P-I19l&vw$DLY
zE8yoafUY94T9R!Kwv(V8^irf!lvdRY1|(S_>5j77_{yN+Y-@I7{RoTI$3+~WpA_ck
z1*d1P#D^iZLU0`3ZcYbJl_U$|=1m1x;`=15u!t{KynMMw8{lAmRm)F4vh4)*nQ@@z
zGcfUvYucU{RsuB>P{1;m3`%9dLBUI^OBsTOCU$V2k7JzV9$sKpxb)#}S8Q5hsn<G4
z%3~pOTb@7eyege*BfH(vXOl#~qF+#GbxGqhfTG&a6NVn&eay~8Szbws@`qyd__Me3
zZ__mb8(+Y7Ehg*I(5URkiB(^}DP${cxW0>h7`DOT=jb*3OmN1xW2}o)_4s^Hgw(pV
zpmTG4;0KP2O9usN+A(|szN5}1<c>1ov^ClFn%SvDY3ZDRr+<%A0p@SrAPcd>q1Z-Y
z9LhracN3kN)iXWebq$)RY$03q`5;W$?q&#3O{rBV9R$HoQCuy$EQ9}~s)H1=dw+wg
z_>M?CaG7t^o3w<=1M*sM0n!?RzoU<GKY-wG2NY^_|BAMGc^?!Aiil<P%k3ZC{F5zX
zq%nWrdA^en>c|Ao{)=2o-TPw%D7T`|f^!hYz!ot1Dm-d>2h1)_ygN8&_JP^A*Wrx%
zC|y#rXL|<!)sx(dTS#<mxw_pL<GV+Z$(5R{w>|RdiV{uB@&-OPwTBv@ts47hbmsDp
zjgib(v~UNa#`HLGxp`y3vY8jY1iH*Fzm5nQu3o!I7K}SdPTRUkJIqkRh*wz$mtu@;
zkuL=(+jnCKs8SQZy8SbZYx>V4;DRILK2`ucvehB-6e>7InZ@%^4{q;=Wgs`$3Wz#c
z?(A3Mfy`0$O@_GvO*}ntkjTSb;&p#RFwB|AOzIBOemDD#9^va;rm+od2z0jAn~BXq
z^l%`VM^T2D*hX;gpj><45ptst6ilIEh<%I~F0H%VGsERSbr!0`p_8<;P}(4Nk8(Kl
zwVhprMb;Oif=kj$ynTI@gDV3g)?sP(S~ayF1VRn?_;i3x3z^8Vyf)U8!{`xLBx@>w
z-H9AzlMIN9&T*K+>HruFSmSxNT-y6HpYhLaaI`ZJ)Z9G_Kn-P6aAEb*p1HVWag^q#
z(@z1Q#|7`9>6LPguC@OW>0biJqn;JkhR@jTmyKU85CpPRxb2L^bgrEa-`)Xr>YyrS
zuZAF8Tfp$KK2*bN4^)Z&SbCJ^pVr4Egpopsu}{uWj!(-2&v^=z2y>xr<dA@l{xyQ&
z!Hlr@1;HgVHgC5^;H}X2o8!ne)P}~=-MeDt|GD$9ph6{3BpqpBqhYuh(P}aOHlQA0
zqaVGJGxqQQG~s}0A`=;ZWv7=P(8NF3Al;4{ynRZ{dCl;oG>@aZFSecKMTrVQyaB?r
zj!R!+x&TThmVt^>V$i`2f{xRE2paA`#97gM51zi<W+f$6OGA?V-?XrXHUSVZCbwP~
zmoR<z1>3^%)z-z2C4dSg7|3rK09SkOpk+|W6LJ%l?DGbm$CPi9J^xg|X&Bi2N;)nw
zv=gF&iKRDFezIiMWgR2VK9+d5RBw>3L#R2jyq3eCtJNxCbn&jvsaZeJIo0G-k)@Wk
zVnZ_z9z39yu3H*4h5So_J0eS4(IHhQGpUhUtA?jW7`MFqz1BZ2=E64V>_+q;P>GLk
z`+sD8by$>NwDo}43I>RvC<a|hNrNKY9Yd%HNF!ZCsDP5v(lz8TAe{pkfHVvYNQ+1g
zAu$XL^_>@g_dfS|zQ4sY=RL8{-fOSDwmc+i$P?j9SGJ^Qb>LF4e)dlP-1=<Ri8|=Z
zFP$Mfa1gkc{fsY>TuR@mwyaB5^8Ua8pc98D&YTYe#V}Hr4eCZtu(lYcLFL1vJJt1K
zi)R-**2*vDUB1xv2%THN;ZEaK4~V%5@(3`ZKkuVfkPN9rZ-QbgCvb;rtrMzN)tur%
zwhC0|zLgrjB&ARW%Qp}ADmv0K<P*L>y8mW|o}IbSk<1XDK7EYIc0hqwzWxG`lzPrn
zU_GO(w%5Bl{!bQ#7MzkZ@4y>lk+;)vHQmuN=ClF&ozTS<lNuf~P-XH10g+Ir$KrfD
zV%gd%4uIUKk*zD4|Ht?!Zmx~wS2;6%%4)!u&I0wWy@TPmr0C2IvTb~wc^ne&aUDGd
z1-+kbazLfZa8hdUIeux3E5^@-ai#?T7K~vhvhz}$Iv$4mC8VX96cNCn=EfFRtLqX#
zRmS#PUh#vKeJ&u55;<V>PaK6N%#i%dyHnyw-4jTftK+i@YPFq$kF_qfv^-s$L3uBg
zt}F3_bDfhrpVDr9v@0%(%q~A(fU1Cgz$Qrf@EDfC2o=lu7HXHu=H|&kH_*j5ffVxL
z#eM1wWl_Ro(`PPiFRa#o+9v+_^6X2G<tg{U)Vyk^AmXPoTNGv9%Y4liC&L=6CII@h
zf6Yl(oyw5=0TT2uDWTJ{kZOJOxHv5KqE$N(W%B_tali=z*>kS(hAD_b{G8F|G~@Lp
z7f_4fcKT^I$j`XVD`_y1O5gz_*V`TuZ8Fb`>b~v(+H-w!e#JPyR-V@#z^wFffdmdN
zr1WtyM1=h)su=-e{Hc4u&ctxhM>Zj0G$qca>ec+II9#3TlMI_PjMquxj50S5^z3@A
ztq$LRl%S%$H7t*dIQ1kFnTyZ1!oM+w*i4LSP$nW4$XI}?>G|_Mpgdq^&h8jmKld(@
zo-3#4XbXTmJ*m%cWp%X4E*4IzG(ch8K<1x{j3LMp{ZLXTnL(aX42#+jAh^VR`ox;R
zvG?mh&}slkncWOqB9m$tsgX|FEM-UUt6XkBjZ6)7T9K8s8lhYfj{VKqCM&lzu1XLR
zl@eO?E~)s%!FEq)v`HiBpwwmG^_)&Zdf(Hd14Jcd4$@|7S{nfv-^IcOR-aK2H26;T
z*<dRJW+p-uG*cp5GrM-3kdB$uVt#NgLs>!mu1bws5;5@VpC7OPU}mq5$MCd#7j6M^
z0bc1M<p`i}bm?jhiTq6C|4;15P=86x_q#PEzou%8kDW@clT9F4FZ+~22-~|P|HA~(
ztD$KLYI67{jY{mVzpBtQ#r!%T`p7}upg>>lX$l!A9>Tw+k~jmr)r>!Hv(hgD-LllK
zlJTyCrzG3=<%gg*<3ZJnJYoTe7aZgL9S7&_*+vh{KTz5ySnR81E{{rdQv-PpT4($r
zQu$i|_-WYl8`lwwISDBcSIZCZI0wtjmFCy|4)CT>&xlHo^%oPMb+)Q{1?V;sP(%-l
z<?N(3K9c(~R7vn{Fg5KRDcZU~RKG`HZ!2)$q-TQ5!7>XpjSJ?Rd}bw0<Dz}U9iFJH
zD87dH1l6|2c)p0qPVlS#pD%{>qzG#P{-P%E7oB}1L_`cBIbLgAVGbbj@<Y#dbWF{}
z1fubhk+bA558pMf&f`i4q{ENPu;+8%MUg+Vua<+%`2ivR$%re<qZrFrq<|>ZB1oUT
z{dW>;0{Q`CxDbfePC9|+c_~wZWHHrGqM}3&cV+}Y*E`4;R*Z0s>_zSQP~PR$#5qq9
zCpSQYH>HdhFvai?T+UVd4T$~DFqy3m<j)#Tx#R;k_+W48Cd(LvVSQzOU<gDVS4L*`
zSQ<ggyPh=~4&9fAy+guIe||jd_L8(87qS!^0Aw|YD-8b4g;xjkdVS3zl|1}M9Xwy!
zplJ(eftm}Nf+zw05Qmd7ObR5`HScYO7%d%6KuR)H-5+#e6n&t2>$T2!C)<ZrZo-}A
z)<&*|PDoK^3s?UZICtRM<p=Z&+Ks*fT{9=0)+RBj%K`K0ev`>E&mR8(4IYHay0b{2
zKO6t6K1RzTEFb}=dau?l4dg`*6&vGS`XyIuW-83uB5cP-c5?NMUE@GsLL^{xiIQO<
zj|#MrE4%vYr2k!o_Jht(4d3Nzni%P2t5{)I^$bMT1x?}m2a;^B;XkTW+JL>tGY?lb
z$Oe;=`bi<n2bv(q^-Ap7vIq&AwO+{c8MVqQ(8^P#7x$_F&6w7dYX(b9B`rnIYhKe)
zRt_t!Ullp-2SNv$5<v_&F4IOMAeV<LGw&>0IRb$N?(g(B9iTGUoh~_b_T8u;)C%+s
z>e_>eY6sIOJOyJ|ODnBa`P<?RsO=aT17bph>|O0lNdo(j6HgvPRBj_u-OX%jZgLhp
ziB{9O2anMZLVf9TbN)%uHOR9_6&+>+A3Y1Pz4>aRo&WxjM*taqsCR1W1yy(nXinq>
zNNuj*+FaYM0pVOAXn(^{X*VV~Ff-(O1gO|9@ok{B6X>(M<_z_N*xbtuzNHC>>zK%N
z$FFDWrh{&zWGsMQou+?8$j+Dn-Z$35&%6S6RPBEImxj*b?KZy{)pKN5MD7GI%9oI5
zhO)kYA)`@etT$}#ibCP*mWo%_>gw6+u3aLNxm5q+w06=Z5v(`MpcJWVKi!!nQGs#m
z<s9?oftXsFu;prM`}9rTS<HM2u|v?6hT*dAoC>-6W0~*r;<vYOv=K3sc5%izIn4QX
zZ+EWHEddwPKjTc;>PWd9#5NXjT|(-j4Htn<qXqyeVxyxq?|N8USOB5tr=o7l>cHzh
z1pTQJ;K^MQ*|PTb#oKGdWmofUK7meRI3NJ0|NWG;C$ak{#>s}(U$N*wp6&jA(XHrt
zN}P93sH=3|so5b;7>#xw99bAxa*?@otjO}E9%ZmJacg}=fV3N8JX*6hUPTLG8tmH7
zT%e#9G)UAbw@|TB*psFbM}nT821*NU;WzZ|-oPZXSzEXynd4`zW?BKkdz-m7`g#1%
zWT^rx%eSXkPTc{0a-U6b!>d3ufm0dLAt<iO8(y+`*Jf?g=9bZg0{8;yZ%ebI{4g4I
zedORCRU;|79qYT-^Sz-+#!jG^&MdAwe&Z;4WtS5QJ+zma^A()7(vSArlFnMkcTEBI
zJJf_25Zt{Xo2eU50$9(8$efGFES1G=4KvWsG9)alq61#-6`v7zjaooib`RLQMc{)n
zy{UycwsQL!Dz3gB9k>~&v~Zi_x)qZ#Z#f$Fi(>AD5<xbtY>W+YL^bB7DgR#Dop#J-
z>tJhT6d}ZtVF!WM7n*F1EG+^|z_}e#)76ci^gBYRqzLsJHcFUxP;&@tf__3YLIU2Q
zN&eQJJD`UT8u6st777x_y^s2{<uK*CYONG<-4fZ%59n!W-AAXO8>hK8_4)bR$~gZK
z-V9z5pHIkhZr^Kue)reYHZ#%-Ou4Uw>AallzUgi7xZg+a9SNyjP*FnT);bj`{*ap`
zWO>V`1##f7<5uEf8f-YhZux=_9--8W1WrR}Us{*gtmuT-IzEnmfTebPjJ9aUyOgE1
zCG9$`_Y0%t53ft}o?WNS8!)iv=<0NBePyNm_x1Ppm!THY=tLy*VpKbIlf#t60cg0T
zGhA%!3K+;sz=`A>n6lyRPtHJ%tqcLldi;b9HEf^Br}v73`XFawZ!yk9_yamFVNklQ
zP9k5DNo7#_WHpE0Wksce+@#XW7byK>IxxQ!X$Jq^4|Dl}Uf4~08tq1Xi$3dl>XHY3
zAYm0Zz5K?%3UX7<yec${N%aM7s)iy*=AE%f1>HBfl{UjmC4L8}!;OTd*!H!DWcuYU
zlbnHmzXDEgB~R_=eqRTiS^Q9!g?J*cwg%OfyzoJN@HVkoMkmpg#Tl3%5p}e~l>EE*
z``|A8i+N@zOb8K5Zf=bdUK=;o)~6@v`Ao?Et#4cHmWEY_BkFqX;tiQO`=}-NirJd+
zp}eHY6d+4hwh<S%hMl+JBjA<90*oo_jehxsLEEwoHt_1q3$-{;qbHpYZ%0j8hQ+sX
z(i|+IN{Z66l-JE?n*&ZjJ;tDp%uq8rFVJa7RVeTIx1gbw?UgY#dTN2r1(aTiZz}}d
z-@*HDb+$En1#2)-`qkOyIh{Ast@U!L;kGhKrlfH6qBUW|*{q@bi0|yYxtMvCv$2{D
zgxAi39HPCF-d&LQQ*|!P!qO5CWPST-^o%k=&l`BTEG?&g#=CbEP%oq;AfoJfL|N{h
zKQinBDtn-Y!&{)MRb0{!B<Sp>dzZO9WvYu?+yp4Qx{iUCJ)8Dd{TVB_jN23E+1du9
zlZ;J%{~Zi$JkO_BjVgKn0B%%G{>**OS!F61LAW@jkn9(291cjc?9*u+ho>WEtvY(s
zC?LX^6ypvdxq4)3pz9n1c#J@w0K1jl-4<F?eXSQj<M|W<^a>xXb<T@xKlHi!V0Lb9
z39Mn&8#JhAsDAUACD{v}qew$o85?F-OBEr!n*k4ex&7&j^e!fL<d=}+_G|~}=n<s!
zHw@0zo44}i*d2$1R#k;V`#b(2oP;X{&yz|HCuY)y8EzEbx|*3R>aDwUz2xAt!mets
zttXgXhUO_*TJTCw9d1_-b*b~c9e9a+)Hwk4!G+l3_3mp!pgR@{kdZZ?KYwl>jb55d
zcBm?wBrcC=0nuc=r{4==K7GQ-g|no2Ji!m4Hzy_CSB)@0J-AR8on&9XQnhJ+!=JIj
zE}+7pvSjl4%MahQXm>3_tBUk=xR!JXmUx(Uh(UJb&JuiH5#JPNJTX}w_4SDuhlktE
zjv*E$_fvHW&^6JVP4a1f8UN^Pobn4MKKS4(P$3i-=lk>Xb45k=bOQ~@?UUH~bz*I<
zyorP>Q55f8eq>l7Y}e#_P=r(l4VId40J}E!TFmL_>>L1}W><*-J)U(PsbM{a>mylg
z;*~sE0l7Zas**(`Xfsb$^ax&Q-%Yyhl*<GE@&v50;tJkC(Ujk&qMa!%qo8{br7JUB
zQBq<RNE>L9SowIk0#)+y>oX_@QfDL2juiWyh<O&@olKWvvFHODI%rQSZ|~lfA;V(#
zR~-B}qAKyANBieDS<IiU$+Ilt3(kH@@{<GIsX8zdF!s!pZ`hE<$))<9Mz22w4smOo
zh(!DbLvUQonzr`zEgxXzyG*iW0{V@WkhpZk?v>h$eG`})cwoziLXIlEBbLT+-mX^X
zqX7~K%ecao^XN+-Xe>Rh_-YH->^&w{L+Zc$<zi~YnCRb~VTLb3`GH}LV`k;x6or2G
zt$Yd@vXt^!t(-Tus85UU2eR?>sr;<g4e5>2*^@@kPRfz}DjHl{XxB9TQ_sSbAa1IZ
zG#D}f)NwO;dX3hMjUk^_JES?^KvwcuGc54kM`JpvkA{EXvPUMqRI^Kidki-=A2IZq
zr5CZ!2a)B+a{K<U6<K0i+mkU|Z(Lqloh+E#_>B&(cs3B=Uj=3BzXZQ$g2g7JhUQFk
zHsIV-Y17xG^MD=?BC&RM@Bu7NcO_mEg+~z9j_wF=n#--+(A6`Xp>RMf7hNQ?gWR$=
zkZ|MQZ?^q1#pf$}5OW{mx}5fi*X%j+!0&IB%Q6J+QQscF&y{$;o`h>@G|1)~ULNR3
z4L&h?3;b^ih@7r|%PCT^GcR?(w*M}uZ0DJgB|CHOY=LHdW+SP{61jhKL?e><gSAdm
zVfA50QTTtqdmb`wR2-5YH+a#%AIeooxVnks^MsP%>Xa8xT%z_m(m2O8KCttH(yHHM
zB<kCApExGj1E0<{R=~9vd9p$U{Q8+&P_|7BxfkEx8@h_Jl}RONeU}Z2dz}rV2)9<y
zY=ip{Zl}d;EYmsO>?@3*XKK|qPk@uAY%RjUi{31GOmrA4R~$VouTJXU%60ZiDsG96
zhBX`DcQdGUTeKvq)RK-0xkMlGf6uJ<64)Nf;~p)>ByJm#z|#45KuXN9m0O_bW}>RD
zW-aF&m1_!4>(i#ga_sk?Fd_HXl{wt*q$SA%c!$Kx&Rdu&X#_4Lw4%fFBsXSvW=`r6
z^vXRxX5BEw{CYW34_Wy_8rqyM483CaFb`|YqOGr;It%-i;(Gg@%r)jm9m4m!5$*A*
zbadAW$GinMhFH4CvhE4*lG#CddUi;7R6X8z_i2a30$Z@0658Q&NF=3o0e84{N<Wy_
zEr!82ugM$_vuxz8h@_=WllTbppJkT8ZVI|M*51jE#M+ZdLJmq9$>5m!D?(&mQ0&T7
z*`OM-(KQ%yjtV!WdUct<bKYTfT-{+}bVTGftmEmhse;Zqo~}O(alT$(;u&nN^n@?P
z|3)|M&M?pZ5j`==3}&Wn4{cP@@)V=p;TOF%p~COe#A|lM_^U7O4Kmdh8V-l+^q#*$
z*gNdzpI1v*NFT0bW<8f-n|PjIyme>kyh%*Na+x_#BzQye9edjb!m>TVqXfpyXz&=~
zAcJ+dRlVw-(|jA+fHMQ1pu2qj@RP5Kt7pu0RLZAM@@pqpO=%~lM@+XCZWS=fk*0+g
zLypRgOIW_kTFd9%#|R9UhaLKrKU$azji$cVQ3+8iV}W!HATY81h>2I`7KRT_cRoFu
zj%MiSV*ATYi>X2&NDTf*PoFA@`^}?xyp%*<^@@u*tc~br-bowowL4u#7;*CMu?KjE
zRLe2X<m)I8(riy`woksG`_kH->M`_LXCJaNF`1J9bZ#!`I+?t4Uu`6gr`u~Z{=`S^
zdxm<|=y`NxYV8*<1_(9jfTZ$R&s%KkL|xPK<b6zQ_<7NPXt{lBDA-*kx0h_k6mqB|
z8%bDqB*Ml{_=-D0l@PDD)-%{85J;N_M)2o_xMn>G1`&1BqNW(>cBInPbHollFMb8>
z7{k&nVgKe=-sQ1<-?iN8k%>nYv-13?t9icNHgTT>AS5vsl5lfuyr#x~`IK6%Y+)?+
zoA)c?^i4#qQ+2fjZ}><SjGUEUd1=$q6fx^!MRXeJ7f1L2N5fVkBQTkYqCy-DlJ5iV
zT=TBuHR@Bc=UuNG++D=}ISJSKwLzhR*F$9~B@O2`kx}S&;*o}2z-Xn#GPo)iXZD2q
zj72{HekMrrLgFJSk%TGvMA7r68sCs^(wN|lb4E#GeyD1RA{%LkTyxl&PaiK8teGk@
zM~-cmuULlr)_axcu1Q?!+Xf?KI6-uQ`Fj|BY>q{OQfZ_3x<%1AIxM?ZSNJaHQ)v+z
zi?^rzrECP%3#a<^j#gifXr$)~;2P|891d^>H~!f@ZEkR&e;F~1Frg2ydTS5rzE7Wp
zYOVFE3Q+HU%9H5*#XoULk|dT<4oOUQNnG`>g>Eugg!?wQ<W({JIQJ?UOhnxiB1bw`
zzRddL=GC#Tpt;mCDa`>|D1PNSjUi}Qv2F3eysdmnW0#e#<*lWC91r~P$M)qjl!&$d
zy-{{iV|&c@iE<$408<x)7PZ!~7P(c8AZ*`5epGiLtkl9AW~(m##t9bCA6#hmEtlo-
z{H`}8Xlh8TTxRCvf9k$%y^L1d^-Ok8hKMk~e2!=HJU;an`vqT-C&=w@m|#lFS^PI9
z(FQ_P*R_)%hgPqs!p&7XoL~FbjPI?ep!$nxxBImxxx<gzt92k-=2(2Zz0AhEj{|o|
zlS_j#W3e%7XE_Jof9RvJTf(-%mQfx-q=`<XsYLw5)4<@Rs$1a=gz7naT?<uTDG2iM
z4~c|!7;Q#}<w++kG01s_awotYdN;YUZ#!v369R9+Y*8lO1-p!<2YY_<#a|C%>|W{*
z2Ze-QDDOxVJ_!zj%|8QnT#b-|&RGM0l&Dzhiaby9rs_7VR)cSQ^D+kuA)g!5W1C>h
zYcKe02B+C9i=yH&EcFHSG{w_a?UN+Dq`jtU;{kaM_^y0NPq%sG0bMdJ4P180_Y?I}
z;+L1opJv90tI>0nxQsfM7+%;<L-d?x@(lzb@hCQB8(!$EM5LB^=PA*++S!FW9g5gH
z)>X8G)UZ>+(at#sc+la7r^5W`VYg9zFZ{L)mI+3qkS?ikCy>@l*{Qb0q0`>FMP{*8
z^<o1-&(iMWz%1pzlk*y);goCmRK1#!(7b5M`|-nOmHt&lw6uWPAVz^4aX#aBe!sr8
z<hWisp(r-}UVUx3Wnrbxhf+_!_(uIwjy@Ie{z;vL%71#aw;x;Kf*ZX~n__d8#qx6Z
z8@l1QM+6Kg<)$CG!}3|Z4j!Ki--_jPS3E!Uae`m@{ZO3Uk|*BG(*9%pLLqb~9j`&F
zlV~WY!_Jx_PLs-L>=8)pYg2MxkXH@RiTH2^M_@oGiIZh~eP6=kT8Gm+n)YNP<}c43
zyE7fBa$Dc(!v484G?3P{&{YdTO|Me(Ejx$!uVUqeUCKGtbGGZZ>WZaLw8#Vwl)%_?
z)2QU913%1^@gjH4%pU=78Q0Qn?S%(k*6n|{`~^fnw|pU2S79kr(78ZsC!7yTf<5r}
zu+fWJFd98uu7b{qMv~eQ!ItR-A92g-H&^eNhtwi`Wmpz`(@#kIPUz|)=vo;xflN}t
z;LbWD%4G)VS@Nw`gh<p<Ekg&sY`l|NJ>s0*o*Hh>8j7yKRIQ?$c%7xC#z5HR9|8$%
zr>NTJR_r58G1(4P3zJ<bSLmYTc;VDi=IS|hgDb<0q=r&#Kcehv%&*n77vAB%mDZ6%
zYuy+AZF4DfB?k=F8)N;tv;_I`4UJaBw^rZSb+~(#-5Cy##O82W52VA`gNxn0uXNMR
z3H)vIYquwv=qq)HbYpLeI-C7B6Ub3X>B)MbkT5#V8mLzqva6cF+)V^mYA7f3>l06d
zlj;gjTNT88@u;KyIv0=N<@@)6$Fs-3JtS#ZCM`;7e)`zq$`{%>MFq<%^RBJn!wi~l
znWD$D#pRsPP9FKv(%jbarsVlX+;zqwC_I~}bIwR_hkdcFmKp)&$*oUQGwyY8`q=UM
z1u0ed^Q8izowwR~mDM88S1lZNLxx;+__(7RDb#B}(QROS!Mo}U7x}E<b_IX~qTT}B
zr7i6NW}g4KI*|0ABk%4Awv4El%2nq@yxcwI(hR>H75_w%JU?YLGPaPW=e;|Pe0f^@
z#Q0A(g|iPY>k5lb6|6h^&=!LY_K$&{0haQmdu+tdc{gv}tE`*!URbGZ#K^#LC54n1
zQT>rH_Poz$3VPEK1amF$s=j2=x%<Rb$$jc%AvljirQ`qM6x+}X-}90Vfyaw~kiXB+
z(=)u~VoDwzWyR(sbaU&Te+R1j5?g6O-m;s*lq6d{UB7_L!^@eI!;9|MY%jXRfZ05A
zh8!gRy&*;T{LT`Ctas=d&!{~Yj=xYQ7++XLSdfOr!R24I8)RF^9u()4#q2CNUc@IY
zqni%DG0)P}kRQ8Q$A^|x#jA8As}in25Y?AS=tO_m^yyp(c2U&SuCWZd0@JqUDvkn#
z{64EubRnsqwMC7AQ>8{W=^(|$#eor?Kjy`+`80oiW@YuBFv+ph!A%mn;ZWg{W5XLG
zt3^@BN7bCx+`T<)`O2*IA<A}@-o(}o8u-o~%@WC-rM+Q}7h{p<rpon4cQ9KMGuTZo
zq?+%&*?9`&hf0*}A}NA^A?R5+K;}#ys`-272R)`9D9M<zZSRif8o-7&1T#}B)eTk~
za53TD=N`c*g7<B$zHsD8w8imo(etP@Ogj6*#z#0R7YySCS4DG6^j0Y4MgMm!?aqa6
zY(F~={k!Uf0m+SUYb`Ts!iVl7Sq66RcO*7Gy=QrxOHz^V5GnO4_Ih>zdI>Te<BZkG
z$Edmxqz1{l+RSV<qil+qVRd-@d!LJ)WS<&+37w{LWl<FN<&JY?#mkKmaf@}N|BA4e
zTDrD_=g9WAr1DHh&`A%x$rqp@?AON{onB}Gq(P^v-F*p@UhPR0F0Z5^FF$Rl0?S{%
zruLUJM)Jno{?^%Z?{o<>xJ~k@7E~$UBMKyxmHvE8aQ$xZD{)#I`Ayydo1+%LI{1ZC
zO+7==Bmb1UtyB})nOn(zB5iF4`BH2WHiP$j;8h3e&BuE8-jD^98A7lza4BOiU*WFA
zjIbwR7DHH!>v9o@7QM51Q!t9ihU`Ox5uLnEN=B6euEF)+1@(YV;}6JQB$=|cc*H;F
z9&wZJbicWMi#{=4Ii2hb_vKRPzc~usB<Ylbm{50hC<qa7eh><)e8Fqr|JozC;?Ty_
z)a5UeF}no3!dda6KnXlf;>0B*&ARlN886n4+;%4L0s*t4GKDl^)BiYDKcTSj!8Ntm
zac(tJZKZg6LRAQzoHJph%y?3QegyI|->C0JrE$sj1PM<q<8DeZD@;yc5aqIYJd?!}
z!Os8PgwtRcM`0xkphEf8C%Gy_%XczYERW@xAqThS0emR42}Y4#GYUdfOX8=YNAjhW
z)UP1$%4=OiS9of12rv21-Gl<nXWxj}X}dIE$9IY=LGTvxJf*AiyYYbIf>oc+Y_KIi
zqnRMd#gyKH-O2X8uQ#o{4+}YSzJEphhBrQj))tpp)bJ0^+-`p41CzhKhJTxTkW=W2
z{{5(F8CU$3DdG7Y%8M)G9~;RpHGD<Mf6G%~kW2S5z-0fF>%2InSe_QmFg_@(fXfmG
z)LrNJpQ7~OXnX-)g#Rx$my(LP(3tziqd@cem5y9xp;!D1aw+xGa;FdAUeDqNiI-=Y
z2<pBo+nO_>=sMrM&_UabwS5CMC6uIAhK$@hE0=0&2gJBqa%`O5r9MI6Ofvoj+jquZ
ziCL-mD^J^N0+RWl=r;+Im{k6}iCCf0(x`qys*le*c$<_OVRR5rIrTt=em7G`4<~}H
zERjE};$zHzz|Cf6++1&~Z5Wbu?+JS2OOcNal@*vY1$3U@B#d$8sQtx_Q6)V2R`g=s
zJf3#wgI3<3rGQs=VA^6D>sXbTocH=_;yhYj?w?|l>G~{mB0uzXw^Tj#wA+@QrDcXX
z;7U1y)6M8%cc>xqIrH=Hzb~^BViRLZh_rS*4?(o%NRb}}QzygO&Ls*P-Zu;1`Z7VL
z*6QNjD|?QL(2%w!mXaNruzcZ_H<;BWeXz+CC0o@#vxAMA0=>#vRM*z}O2zVYis@-`
zQDdOa>^xb<Z)*wprQHlbRn=N-n?Esf7Z+ZVWiyH+4w(Xoi#tK|I7=Y)3p{O?Qpzah
zQ4-rYQLkw3+KJUGoeK^Nu`ii`d}GSn(4)IKCch!LwqiBe-)+_yqoq@E=Gnw#Hfb(F
z{2w+#4m=0{Ulq0?f4T^<X4Z--Jk=r2kCul?7&%N{_(Ian{A=V=EwoqIjgRWIF{}Zp
zaIYiX#pYIjfdU1zKEXkw4esYTcM6{c6>}W}JYU*;$V{|t=@9jqn)>f_d~8-N)+P{1
zIBmrj%8Z6*U~zIT7p;EWXA>LM>J{e1h#GZ>Ui-{EF~Nd^o0P45oO2Ml^tlQQ#^?y0
z4v8_p`0az=DEGgd*;B7s;ie@UTm?51TWx{KyXtDFpm#8=H&w4m+8IteuS3?yU653l
z!|VZE#%oN!p}l(mo?gZs>U6Fotd`>6uA9JT4-Ij0<S)96o>Z|pnI8aCKU;Z=GiPER
z1ri%cdz#Hjn<xpuVlc2FTD3%cBRlRnLjD$7rD*4;hQbH$MzU&8s$%M&B@<Vtjc>5?
zBOi#K20f#;yp^p7JN1r8CD>L2vc-v2l`DgFzCIr=5WvTrfr2=S1c2u4bE?%Ux`LPj
zwX?fnJnF~U%PtobxB$T709z)Qwrb{c?623FKGQZuV{9t*G9rKKAI$PVNi^y)o52Pu
z+nzJyjd@_izYqfRM(NmhwU7RqUGy97T;;LWm}`vC3EjSLMh=TD{q)r8$C&0TWL{dO
zX%eqdNAI?`9?`)-F8qAVaw1y$koZlusTxYh1%P%1Qh$HeJ{_$b)LUCHkZrQvyTifp
zI_mO$V{-ouof3@8Y?BWG;GAl=|AL67+`PjW1B}kVHT&Vod&0hUV5wpMj#3KOXhyj<
zs#YiE!SEw^g_)CUC41HUO;|=s#cgI|m*A2{m$I!*yzkno&FHY+N@3av%2PFA5_H*}
z8Uus)H-pL>Mxj3pG4Uz{oM>2uJ>|{L0pQ?!t=(z|oBlWb@aSW79chX0@V;Fle)#hH
z3+Hhw;vo13_*CJyk=_61a=c-mH%_qe3}{8Xk1;g1q?v-(r~o(&m2&+?K_?t{@g)Zt
zW6e7m`A4cBf1fk;Ha>|R)WAj=``Wd38`HBlD%R*oB*8O)Ps0Jlo9dn*5V~{|%d*pf
zKCN{5p;O(sSN%_3Qf6ul_2t&iyRaP{BRe%m{_j^m4fcy;z3=6`F=`UHBM7o2A?WMZ
zi31Qsb+Ek$miyB6rvRt&_4bRZ>Xy8-h;>I1t=lqf9mpdxjeSf*$Y8#)g9h|FVI_@-
zfUTC>2O<>Nbvdl;<D30LGq2KexyR>*ryxA_2ozK^)>woNS<SQu*)jpkjH&nQ94)+h
zo96ux87wTKT7E@thxDSqCc0#5mh+CF<|E_5KDeLjwk(a1I2;Xz$Z!I-EyJm^H!8l-
z`KxVz_+G?Puq)kUy_}26*{7hMRput8)h}nwgNR0n-Q~wX0JDhzy*F%}-=D`--|ia9
z>)fv&W&<PbL$5@K9U)J1`>~p^n4vY|t&UH<{)_P3N;6#L>u{;cOEC5OVv2R^c5J!1
zd8=J9xfc>5RtZYC1@dp9QKPucp|&327L9f9fYG!y!F|!T4{hD+;3|pB`t8bDEd>r6
zaZ;R@ONNq9>n!Y&$2uYBMypbUx|+Ci9=~hFpDto&NmIRhVReIrT5hB1OnL?<G%pb2
z`*+wJowC}b0+DAgFA11jbqjkCErwngs9eFHE(`=hEXb{oq@!<oQyVc`xO={fsNBk#
z!4l7vEB{arVX*h=o-}Hs8k<iz@TCS<cDIeDcu9DGODMn8e>Qp=CREGqu3#6mv$WZ!
zsFb&p)3&-elPo~moO?_1+$3w-Hvv=Gfh0QOVho&WUplpqWKjkKTlb7BoRjx1m+*s?
z6R?z|k>7thXptgl1QFrXRAFOPOEhZxv$TZ$QBCAOo(Ve(xb^IL0;ck9=ZJyl!#|Er
zzN85SZS*`JXKC8Bo`Sw*;KTd)Am!*nZQ|g0C$aWVWt2OvLkr-LEhQMsbsV@uj#Cq`
zt@$a~sg1Z~Qzn_=zSVESNu^HiACO8gSTZV&^P;bo6Sc3cc!f@qTj-yyWg24>uSe*D
zIaibyzNF_xi3Yf-9YN5_w)t3@9HC1l`(s?JHukx|wa~5gtz=*FevXE=+)+?-PccDk
z3FVN&h9DB1R-}W!X}lO(VCi(T8Ve|LI!FZz^B0mVW>0Uq%H&C&QP{7qxLD9Yp1{oW
zb57jcWB6rYkPtbDl$%Eu4{sE-2tbi^ysoc$F-GXK4g(X*Q@FYF^A!N9#^cw39rE{s
zHmkNKB`~1>34^TRSup@ZC;`U~U4QrM6aGJ0$mYt+Fh~3LPsP3pg(KtcQ^7<<Z{0Y!
zLr`GQLXSx}h5&LB1C7eP-q5{gmw@J$08l_VH;;}x&o%3xv)nhPAIwd&{{EB#T5o3>
zI*ti`g^)1f;AW(PR*=F-a0gngWUWt1VCF8`$v!}7X5N;)dJ4i;kB+aKfi~x&W_f4M
zPea4fna|hkg%>d1+SPxWD=xwu53gwE;7$3o<i!amZsaVw%X911ZrN*l<lE!>f56ip
zxQFsOZ*<PO13U6>7sYtpm251bNG|mOyuwaXpwdd6>k|3|EH(}}e-eJ%xM2iSw^!jf
z$z4AIU{~k<VORWqHnj)b(5Zy7GI7Bp@WGX>*qN9j&Q_3b-s%Sxb|YC<0E_ci%p6|J
zu{ePs9Q$%S38pl(G{u*V5o@;{_G=V`cLUcRfnoALLr3an*OiVIhrOkhV5K{mNp+6(
zP8;H#99Li5<^SwD0j;~b+mk0q8`G#ONjs~_zIm~w#YSGc@vGs~baT54wpSjgs1c1_
zpohB!K*&<FpFOKw9Lw{T&y<p9{|`3zC~=|N<Tc0|++{bZvnr#$j4zlsS6rivapLRT
z*Gr^Oe&nXOF=U#Gd3>^GV`LbDjSfLOE~!}%<ss9lr=-e<RtJVo7z`QTp|sL3HU9{P
z%Cg{FOe$^kYNcQN=6%1qzRM4nilOHiY{--!Et6C-E&6FZ*91LshtNye;%?hiK^nLk
z&5aSLc05&p1kg1K9QuG)3?NTXS)&MfZ-<>M*vQ_5-4cbu%V>_VovN2~qRwx}XD|7K
zgW&H6oHzA#E`*%ZoM%UACEB(nnJ>bCPc}4cDgH{$Hb^u~wfIG8@~q>U5JrYXmBgc@
zdha~1PLvx%|FSEc`5_d6{<;lWNn49tRmcrk2~x<M21%7rcN%l+?(42fDrfYsg2&|2
zf6m*&lTW~T6I^W0<vkGS#_Q@#owxDC^Y}G2DyKuNvwxokN-twehXBs}WW-YyQ|*{c
zEItMo#Js<f!PrX|=&>IaG(9Tv(wyZXmqJuGw`nd-0wn98WMUTA>CUZPa5Vp$Sqtd+
zw#0>dRTLS&+!vKXjxYZ7Ufmc-8UF$%^KXd=8i_i@qt*=WAolURDy=RWiWglKkC81K
z=|pkpSnWgpX$Z&O#|j`|4dP>tv#oIFYLB)50J_t;2;efj64zI(@6|J1Z{#QDI03Uu
zC=@rWW-0&oU9->&5Mr~dUBEb|Rjesp_gB$Ic!mccbZT^o@i(ExCeNEP)66z$Bn|t;
z33hXr=RMjB6GSn9tcdv#kdl`QJl^$}@lUzg(_F0bsjnHlsLEHUad}+IgNFGtUZH2c
zc#EZl#dFCXdWl?qRG%j7KJeC~O&1`oN2iYZK0qm_-GG)DI)^P4e8!{Y<6wz3y(9lD
zgwEDCxIctb!`>JvXYv2BW8=qa^^UG7w8om&jQ$cc9?31H*DiSxcizYzbNDTn*Yo%(
zfr3sNEs!z4IDky*-s*W{H$<zIZSNCH5-4GSK504A#Cx&BZ+EFaUOru1pSk_h*C*00
zmL;u|q<TpQ++lX@{6Pbl(qAgbzNL+4r#+>Y5ed_59LQ1FL;x7a)#?@E`AL}6O0WXR
zXyM;8#URs7d14}JOSPh}ytrHBq}r(D&^@9Y46cRtrKcA`K*h|O<UXhs5td+Rgf7ut
z?VnWc<xG9wcWD9$DL)%K1N)rtf1Nk)Nwpg^w+i9j{2N2vCc|>h=X>@%!P!xV<Ztpl
zu%TSp4$j%sm(kU8B#Q;3{@mg#X6K19Ct%HILO<H4Ft!Y>Zv~^Il0+0mevc)Sj4rMv
z75)720OcbjYP!b#Q!yQy7$l{l%~`J}FM4ekApBN@)q7Ani&%Wwsy)E!2CRAVx3zcl
z!@zgmOL9c{weZ+;8$Ecd8Pq#CyoTCyB{;l;%Q4Nt2AWn6yWKOF{wx_tInrgqb-3X1
z+fx8^8|qyQyDe#wD(bFlYg=SJn4bw01g!xf*4K*9pYNkY=F2DHB4~l<#SRYrLjZS?
zD4;h!3u86bw6yxg*GSqvi4BuXb9a~+%8sgx3oV_OFP1QBczYRa&F5N0K<EX;6apy9
zF}UsXH^6OKsGKU-tTn8kt9m>Oa8UD2n|yWsw*cK(x5Naq1*&J_y_3mOWPPhDmW@p@
z-&k$hf1h3yRqVPZ9uvw4j_T0*wSt2)rikfeCZ2}Ww}v{|E{L{MlO$BRV8^1!Q5O;X
zE~{jm;De<2_*}VLo=*YAwbX58H0Q?;t+huxfDgGab#z#L<;s-`mqksEOCo><3KijH
zW@hR(Z}nwL``SqQYZj68JA{|ng4^WLr|}0eV{xf#2F3bZB1U?ZXt`lBm}<9?)Qz1K
z?UJ`^jlH*Gt7yjxXK#+<P^C}Km2}&63FU&*V{so$#kL50O7>`{O>zk|jIRfEqev0g
zbB{(O10g<a9b#uX*!9av+SoInClSO6-Qz~ttiysQghG)@=;9a-G2Q>o=EN~v2d>e%
z$c^Pk^jZU2?sMR!R+1y8InU?ZZ(Z0Ja>Wo5K%QZ&y9oF;u=>J^fd2BR)KoMO1MXp`
zx+S*rZbpWP08~+5ha3J+=<rA`$=$l_nO6rj64J@M5uPkZ7uKGDtV*-Ndk4me2PRI`
zCfc3jY$^;~!kfLdH`W$Ym$-PQUh7Mur+PnvU-(HKprK$hRHOlTmexZ>R!r6+Cc%_x
z=8z`x=Fu54q1RQf(DA_WPI};8PApd9F3LgD_itT;{aS{6RmnwEa;T%JxKj`2XQ6L{
zmjG8vAiLFa5g`op(eqcid_Ath6|alpQ#>C+|M1~Mhy_G>ODw;uOZh0`60Cqx&2S^4
zgheC*TlIE?<W}iWJM+GR+Up$fi|WR?D(QZsdT(=ZrD`&l%XWwL=ZyW#0~Czrh_B=m
zFi|0|t$f!T42X>p3uYnfZ90K~{+gPa0SQYmb0v)5x1fuP3JMy4Ov;}9E%^M^nPy#f
zQq9w%BO{%1F+aZ5K6!@xDYX(rlcCI5l|a$0oH?A%^kFgh8*SZxq&Dq>R;HE9I%Bm)
z&*@M_g?ll3uB=%RDFRAI%I@qcg>|?>`!L<*4O`;IS3T6$GEQZdC(hc4{qq0MH?(4s
z<)P}je)5^O1_z?t%_-Tac)3pqQQ?zLY`igw(|tekk{WX0Ol0IvMZ|HGCF!_Q|H)sP
zZ;HOR_sc*s4p2cBfJOl!5l?Bod1%{u3M_)fr-$rpf`UU!VMRqnF>ZsUW`Jt;f2e=V
z%*=(nsO6)^kisVsonN}KRkty?{0dP4ce!H9d1`$E`*bG#2rBV6>K!Vp@Z-!Cihm@@
z0&H05uKT!<YLW-$j~g4mbN!XZBMkpOg6+?;1)GuHy~ib8BRK@`$PP|N4~JbcalRV#
zKKM^cOyB;I0RLOO#5Sgi6pK*$uImDwjyD7=M9lWKS6D8FB$;pFP<oOx;4$QlKCCK9
zaSRy0IIyK#ic}hQ%Qww@n+05dg%u9tjr@|vb??QorgXx<yLUn^?xh%6N&N=tdP+Vh
zFW#(rCQK2W*u=Z{?o|TP=E~2~nRlv+YHHQ?V-;32N0-UpB$i7V^0q?{Txj*}p%4bS
z2KR7fB}!!w;K%6^r{uYc*KvMcj}3Rf7)W;O*x?IId}4Ka-0KJ=s^pHcIB+|JK;cQZ
z<~X~~ARvOHq;pkMy`HeBBnx)eF#y*4?)D@9^3qifHlVe66QIpE3ajVs*Ke(k=Lc~Y
zX~ju^&P8114g?&Jf<W@#>fT=yt4NlI1Bnn;%7CHw#;<YyEPUIx(NUHI{S+02?0NCO
z%_oLduBwS;y5fgCMPIFs*Lne!Q603Qz=YeF-Tc5XtVfpwZ`=sfWBtaE*BeiBN|7mC
zQ7Kc63^sd@SGUe8nwoB{VE#6UYGcZ%QgH(pYFQO<+2ZiVm$SkGnLkfTfS;n!%>k9%
zpcDftgeS7_^g6pX?jYt;?t&uM0SDjB8!J;yrYobB13>vT8@wWgdL<_8tgL-CuV;#W
zvBD&U8@}<GRmit#ByDU8&I%jrR=VNjjfctvzmWl>eYOBgC`n{PrjY`|v0I`{3G<i*
z<)_EMtL!9cM;HLF^9qcRd1waKO{3g&VSjfMBWYjVe!B1qG0{218_;fxV6Qgkx(PsW
z99}M?((JOmJffRH?SDHFBQp_bDu!Z0G1ew9_iT2T(TxflOlQVzGhKi^qgB~cLL4rm
zO7=992!jUVE&2BCArXIHYKeb}D{-f_<-qHLsPorN?a}<N3;o&XXA1?sUBWry_S0Vj
zb(u+^uwyBdr%@dc@5nbCU~l3RKWK^FKm=bVSr8;vL{iLjzDYCG)hcO1ZsQqlj4zMC
zjRjP%m!aXoE}dk9q074<H~R%BK_xp&ld@Z+1=cz?5<H$K)dTGIRYe+bT5j*;SAr6L
z#@I=r>I!M*+c(a`q-xKfjVeaSD8Bk#zxK8sd10z?E6*9;D?1b@ZZ;3tCJio@o)u8|
zU<tKc+*3&Z#bMfKiZ3%0u>9t`W}J<UJ~6-zRE0xA66}*WWxjhY)yg5=gB5B)>GI#Y
zbsZPGJ<=qJqg?RE?1n7?A{;>AR<lXODo3qY=?p8z*w&#Rgw%y*P6R0SyEJYs7*kA#
zM*)6-M1vgrc;}(Z>QXAZ-1A#`;NCCcO}AsUAf+2eX5b-xPRNO2(re7Ssi&8yfY>_B
zT4AyX6$xq7A&32P;3|&xl2||;ZG708*|gm18%!#t?<<R_KHTWKI7yKSzUdf0T>j=G
z%-I;$c;KjFS|-=Fk)m5^t^KLkejXll1|}tCv`@=MxMF%R)|TTsmC`T0whBFB6K?XG
zg11;BuR&XS0mL!SZo_?}w@Y}6g#Oq&M04A1-)aOtV&T(wr-}f#RsYEo5YQ$R=25%7
z|1bU+a8n;cS}#rB{{p`)YI7nLaDFZ^0!Qs<TNZ?jhYDEw6$vhjTIh5y?M@pj)KS1b
ze}Dpy51RTkYU1-B`ORx$=RK!H;!Fwa=GEyKw{+cQA)_=d5Lh)UKog=eIE~b~4IDn%
zxKCW8^;Rn2ji<=91E(Ta)n;*t7C{i_Kt`@f+VSSv7o4>oV4Q?o9y|JwlI}CA&dHdR
z+B7GZEVsd0eSkQd;~C;~D~y0ocEjqwP~)LW(jJ!W_KWB<lUlYV{XFq&*xayzUVbnI
zsSyz5H!~|Fga8Njk#>ylB$M9syW}8&EHqs<c=$D&+K{nn|HT>-v(nr)5F)Gh<P)*}
zsM`X9R$zV*viG-&Cw9AdL)Uri!Z2{zH-`Wwrz`*do>ce=*f0Jk-;e<P(z)UBU(E4p
zto`<t->gxYhX*pE74!0x#uvf%$bnU*Fd=!E3fBfpjL~JEXxk{V*7kUBzo5M%1BiU}
zAqufU4P1e;UP}gh;_aU{%GF38QDehesf8dr)w_sImQ0gCL3FAPNGvrV4nW`!C-l}{
zfo)#bEwP82;<E0M4+z3wJ+cRs*tnw&oI6*Pg!f-$`=`6#p16W6$Rz2zC)`DdBV7WJ
zNdH3Oc;ub;3x4!&#AX*-85r?!jkx{r_IPUO^lS7Kz<8`BmFpJVOcCw(7w3o7yhtjk
zH~wL<@$-XYn}P%LU@pEu4^QeD7kj)*!HS9(-qMtrq}q<d75e%-8$AhYu3b7(V=F+F
zNX)2V<7;!$=x@;FYD_>>bxAv2x3ri>Xd)+|iC7M6_VRvv5}Zth1Avql9>5(iZTaVy
zvEf&dKSk2&{zVsMsKEg_ccs$pLBZ|Yodbh1ENY|BZ7u^*p})9As9=qJ%%e8;l4f(A
zt7i9HJyCT5HXz!YzgJwvLZ|iKGO;0IHEQw(8;wWw`D=Rjn4kOy!w$*Lii)oVgAZbr
zg!V~x@}bqPwgV35i;Q#0`q9^;5OQXQ=^RWwfXOwU+iz5Fs!=Lwy-iaMldWeK7${V<
z5g|Q7s`z>Cm@`L}MF}G}!^vr`URD#ntIGGyOW%|tyzf$QklUTbD}aBz;DQ?TeOJ=>
zSA`An^=uxlL{|pnA=e=0-(zmQ#gSzw$btA>XZCqXL&G-XUlEf_{_(EbEE4PwR>)x)
zoWeJ;&GSev1|K3~JEH>8e>QJ&qQ11c!L3&V(PY761`QAa2Kd{ALFL$OHsDsm9R{iJ
zybZ3=+yFd?`^(zvo8A8*t&UI4%i*2Npu0w2O@><vx1C1)_hYv^_BPm+{gRz4Uq#Ra
z63N4%(qKi%)k^!V1{qA7d;KEv##Hpp%rsII19q@Kny=}*6>&>}5Kn6_oPRQza;F}8
z&mRNmA9lq4BQCyi20d3rmq{FOkNw28^q`ZH43=-J=_P-VzJ;saXGIX?KWK^Y7Zn$W
zBWTaG^%$-7LMDxZ2ATstK@GY5b%f`+&Q@l5J+JfmB5R|UpNj3)l*GtjQaJ;&_63CS
zM$&#M7R$z@TAQbK)nRu}U~j9l`0L9+Xh*fcj_&By@hnEy&kA^%P5U|^9P>_ve7Il+
z!2h@e1Db~mQ$xDECh7aKqm^Co71zgEhJ)xOK<Wv_$byCJI05e4q4Trs3ahH>y0X<u
z-JyxQ_v)DW=mGM|bJvibSEEpKLW}1|JmhhRaj<vA^R^J_4_+>++D)X><PU*Q(KdvR
z74xFz3qDMP#1}Y(64MWdne&6BZl+fV|Bgz##?I^gK3zc2i0-t~IbBtZ`t$A;YS~HY
zXfNQHpKwfqJbGZ@POG+|8(DF)kVkKYFeI0o^WX|l@sA$WtNR1;l&xzy4oCJh($Y8U
zPzer03*P6eZA>lf84Uq~s%{1F*k8A8ECFPFA~W-H(x*7)yhQSQ1^-ZDE?IKeC7-&;
zD8M*E9c{g-*f@dmFb*aa($QMQZJsltCl2IFRRY>zh9+cIC9my9a|<UM7d)c1^nw^x
z=){L$&&+vqQKs?Mg2V~pGzOcd12Ks0#OXcPe7#q%F|@Z+DT{(NWxoTqwqq*O4oh-q
zz<J_Iv|BZLotoc&zBKWZ?E^5p6eU0O7jqRfUpC~W`E|vFvF&{fa<$5@$$x-f?HVUn
zNvan3YzIty{!?(uS^Yv;6gN1N^$4=0;kwaDX%O7z(LcNl^vW4)n2?IY2fccdpEXFo
zxLai2S-&(aBd$L39Y?14sJ(#*#VOEP??`AbwmB&)?)Iow<9zk4?IF1+7qDiL7AKGr
zRB_|!-a`X*Io|hVf;=Uvl4)qy@*MKo!2j)lS})Jq98_bYzVbNUdG56$pF~uzM_OA?
zWH^p6f&y@_0~2e(zTvCoX_~*c9R&W|ovPw1=^4!@&kLOdCj;`Y$zn@f01>ZY@Gz-{
zw+((9*Imtj2?qP5Hh<^8{QAWD7vs9TxX$E!M|=P$qVdI}3GnfbY0$?@Cf4T&n0lb5
zWU18c11y7-o+!UNRaLA6Ab7`yd=DtYdv{2yS3IlEbiDWr7XroE3Z-}I9gpmxkB8oY
zj^60@=&=~auMAUCY9;7-aTl%m`!Yd+*gfc>9ty+?m>~#Z0$w%0nkHWcH7$!|CE5`C
z-NApK2M(G4#<Y{d;?)M6io&q<<`<*h^O4f@LxJX7V06t;6!I382kLclW8V>Ox9XpD
zNr8mUI@;!LBi|;U<DkTNd`1!b0Iv;YQpvt027~1d5T65o$AM5MJu}GhvOvcKAVt^g
zgr#nS6-$AdL3fBRYU*yZBsG4CdGPgmT>KNz1;~;4KL^KC*HGxsP-hemTYG6+A+V}Z
zzTlM*f}Y@5jM-j}sl>Xj<oWtRxV<Kau2sR=EuhG1$zB)aGH{=*t9<nC5JLOt{82(7
ztK8InnVgNAB{l*2RKVHyFRNY#6;PHm6Avr5dM`E}JeA93>YV=DeG6=dWyY~fgTc++
zffKZM@VdOYdX}Zb0Jdzd1@2~sZS4g1E=X3HT2o;IZmJ1`jO4KEE2&5@b8bVbc<kz?
zZV6>-_SloAJ~<_K>%A|WB;fP@;)Jp&RaM;yyh9$SUh|!3Zh+f1(%b~UIG+#DQbjcf
zLhth!oB_uciAv@y6}VoGxzNFYw^)SUDi~9lS_x+>4Fj-2N^swU#h`Ufo!)a{4}z6=
zf{x_MeN~460_nm9CTZ|&>6(983_{*;Hvn|b;a-og2L-GOXd$l~F#k=O7}krP@YP4B
ze@u7jyt${vBa}A0H^sErV=akVs!MbNiQ*T93T)y?%6lN4vLy-zd=1S)v@=if<cMxR
zjgEA$eQmS%tCxo7#4p063<{<mM{pc5A+|VBqk=E94f9ORn9M?0eJ6npOH@+;Xy=Kv
z_^;X50eI;Dgfr)~x|>1*7T}=?gV!@S6Xr*iFgvUSn;vCAz3R~3d){FuiiKZ{s^8i)
z+QnwAW545be0onp(oqn=uj|Gg@5V#aO&=X=0pbn<2G28%g2{lYluS^{{p*HF$HcJj
zjNq@S?`o1|*it8Rc`;_by>=6A6?gB6G)Pw6_o4%iMtrTDA!!w&fZbnQFlhzH5jqvT
zQQq2y65Vh_-me#c)F|j0cm0Nf+zB8){C~(^VPL}`YhnIk)`e{?U&lpO8|O!?*f^$F
zv4B6mC3xf#5xG}d1P8;a-zkl~)w~M_WkOAit5;@!@JUywy!EJ5DwL%He@nSh9=St!
z4MvQEbQR|<dljwPo;VN^F~*qL%f>OYjzSC1!NPngUjFRtZPZgMP6-Tm8Q@_2+NU1N
zvo*zCGfY`isL&P{F?u^Xlnt_2tSp-o-MuTXd(L+@fa3t8fe3N)+>&`u1;@|UA{u6I
z@Bluc2P*~yY{I)@Md=&kmPaOIKz+lC7~*6Fd{`+N;0`v|?#-I9&41K!3DWJa`NmLG
zW*{!va9#miAy&1M{gwRPBc1H^6L}KVJL|1ID%c}0rKuxn_8%bo1C#25vU1AN+}#CO
zxEzgL98c}%s%UGE4ls8g7b|V)NSZLLn4U8}>rcU_nZ5D#Mp2`a*rL1~J#VEkgm)k~
zDin}C>rrX-vg(YST-rR1ZJ3RMl4l?tlxSyTlo>@IN0d|HUhu}66XtxK8{}4-1bEjX
zM^{z17{-aATV9e@t<sv44^IK7oq|SFlU(T0BFMjaqmb6GRj;DPg&xX^CsFTx1)JF+
zgRWt{xcXBHpcuKq=j?|!Pd-{`?OVeM{Gn|TDRUh(Zb?!hrER`2|G@`$sY0Pi^AhN(
zV3q!b&n4&5+qt^E6%02M`4=QLXC}h{Yv;^4V4zYkZ^W$HUplxNMT|^!l?ORMY1elt
z7UCc=#CjDf>;cRGtHazAx_>v#=LLq;tPF7_)++*aPI+6^Z~94tBRXoqO}T>~jnl4D
z+Q%~+F}Yr6GTyGC*0Eg#(SsDzcTF#tr9=0;rY`7+74-C#Q<Wth!sTgx@!C&+V8xo%
zvc5_ahR~_5&htU%sJITkB5S8^rn|X6Lim_ciHqb1zPS6OvJa7YYVJUbht?>E++Dt1
z=MIl+)R4~?A##wx3kR`Pj}6_y@@IRIB7Kw(h`mEfuBb+WXn6kDf@Fye`ZTv)A(Yu&
z#?=EPM6>cItE(MoWG2c~U}1zL?!)UIX&%M9ZY{KN5J3LOEB6;OVs1Ih^6ODv{2jO$
zi}`BwWUYd=E5>D)PxHdqA8-ddpyX7!vtww*w6_Bxt}AVF;|D-dufqIc55M$!^VnzI
zL8A-^-@nJ4=ELitvW8{dun8RQ`2I*;>)9yTI+3;46Lh2k->ZVgQ4!?5A2=q74Qt82
zUg5u_Z9(-TaTH36WGSgF4&KrHpO8wI6_VB(``F#ViR@nb-k%H{JVuMTg-2A|LtGPD
zf1KVK?8PL_5<-n=cT_th7*(1k_}*^)jgS(g1qWFf*mK9Zl#|%sA10S-Y{A2?G4YA(
z9JoEyH|Q*wUX%V#u38(E6bjbh@j(r8gja{G49<J;zid`6EY22VzrK#{r1`-Nj(Y4_
z=%|mAO2oY*60aBBQ(l`Te(nHl+a>I^%0&g>WqlUBSh$$&U5}sUNaA3>Yvdrjhw_``
zBYhd^a0k)J;=seSWy0Pgin3bpjq{+&#-FeHM}mu0{LI}Iy#}3ILrefzYDfXrs6Q|;
zXkj}ooIp5%!IgM&*|`r7zTcO`6L;O0K8udJ{|0Y)=|qn3QJhhalpq~=wo)#)!yGLl
zmScwyi|B~XMZ1ZhU=hf#@VX2R3DWnuQ?6c+yZTC@M$*!9wr_3kl9DCMl)}jotR9t;
zgAx0R0nLv&=(#_>&|SY3qQ}b9e@^y|lKN*2blpL02a4uoc*tSu?Ls#xFTT>zn-c4T
zXV-&<ts2Jevq!p39rdPr<2neIRsH*zQKh8aSnZFr#|xJN1s1Bk_x1I~zQ9vI4k)dD
zO^DQ(h+cdQ)~vK9-|^u8HTRuSO?S__7I;-GsE8<nSP?{e6Odv7g;1q;rAqI;2^L<Z
zNs->G5JK-QAPNGZ1&D+e5a}f-O(29b(SJMN?mg?SyG}l3EyB((yUaW@d**qT@}jrL
zHAe^1ZR;f5Tn4h>>3qzU2(ks<7Sobhd+QriaugK1k1~#3pZr{p26FcC-`S$#9kaUq
zC`uuD-wUuG{;skEYd?HO*JJ!U-(N6Lpq(aU^m_R9oNx;uX4WG!zwXEylBL@_XiS`7
zI7Ld~PAQ`1yKSL(-b50oWi+r(J|CCua(>7inV1_xsqyF6U+S0Kv`}EH>UWF4dzvo?
zVFzuo*(?X}dT<O>!F-PQhnhY@O0H_$nBFY5h5Iu~DLLin2PnUo@AWiRyHS59|3&&_
z-a;XD<!sBy!?IrWRyS;u0#;X3E+shJ@x-Cu+ac@sSkdwuix*hgn^l_Q&l`;l=K4c2
z3F`$vjlI;;<jF$K_H@%2W3QmLB(j>T+e@zS%&~|*eQW8qbO$U#KdapEuis<c0QfWh
z9eT4zW1Q!bNCu8K)y&pOD+N%~wr}6#fe-fLz6u=meoDfEd6B6(G`2WFkFW&>&HIL%
zCd*N*1h#s=T4!s?QAqk*Q}AZwFyF%=beC?@x3yat#J;lZ2s)!#5!iF4r}=z;E?nGR
zono-m*P_#Zzxgt`1AVu8nTH??FoawG8fVIM^}eHk38W~tRu7^=ENua9Xt}`j{X<to
z+E+j=M?T)a@2p8w^VuC9o5z(E7&sdsIewDUoHgkPvf4XYn|6_7%r}|wvat7_KL?MR
z>Wn{>rOx7kB%aZ;9%a4p0J%vmI41}&?6It1x*$0^Xzg3ihA2})UXzDkpYhh!sHxDk
zq_SzJxhyU~Di{iO+)ufWo`YT_`tMqw59Z|+>L)>sbiv8fk8h>H95u>D@WcIca)U=|
z<!e`kUiYt4^C_EAzRneENl{)8w!aHwUm`OPCd@vBS<s~Xv@eTW<zFg;eJ$@QO>xMp
zOkA!>Gd?X2GuWl&{oY>OLBUF)wl*Q%O0ai@6u1^h5_A5<yd-APXFWG1V6lvd=#VAC
z_o68a_dx8dte2)IQZ+HzbdA#24Sfinz}}cx9@;jrKDR5r*1ErQ-Qmmi`Iw#j23Oa$
zB;|LUK3nhBT1>HHh7=g0ybMV2b~t_k+2j57)zEB#`TK{N*ZXwgVe2CJNBeH58-~oG
zjwT2VFmKV$Hq;q%H0uwzVMAYGImENHyB|?|tU+RnjUxXX6_vn_id{xEsP=rVS&Gur
z=Un*wXCOi7Qqrx|%iJ3oxx1R~wSXNl7Z}Aiy9IC<Zj)u_{CqN*=hkk+FbtGo%Dm&D
z!RF>g*Vfsin&!wmCAu`?6rUap$4!0Mb9=*Ig0ZLi{lzbP?`_+5>RoHBekl&sK3@LH
z9p2#ipuIbL6S5C+6u6QJvD<Zir>mN$AX3iV&$-Y8S?^R#+-}F7N0Mw;RQA#vaTo1n
z{&+3>H=9+>OA*tghm6AtL!_%$!RoeCdIltFqh-YyypY7Rtok+8PWPo>{-DTHwkzdC
zF>WuClWTJPyu=H{oK?q~hZgge#3mYLEJ*a&9Q1p~P##K*P<Lt$bWE*#KNqm-Oxk`Z
zf?Sh}#UpMoACBf+pT@i#=zK)7V?L^SSxAkkdX|sVh>V^f$Q~s`87M~Ld_VsUwqq5r
z+w+G8(Ph?omBM4}P(6w^WgaMCl!j6Ep=D)*dtd5`EzBj<%=(2_&JNX~;ebXEUtS%~
zY7>6cM~o^t!NUhnk_c#fy!dy6jryJWP;5?@0P+qWXWT{DP5WVPU23<tH=4#Qdvn7I
z+Pxlk&(LZli}kx<OV}OJ?%`!dHQ!zN<zSqA7{~r2-*#BiXjB%PzSa%Jqzm*N$KdFW
zn?t5^t$*D{V6Gr}`_9wM0?bZebk*bfR%Y$<*fQNr_U5dswdVjY*|)&9d$)lKujpFe
z_$1cVfLr>z%*3h!PJvWvTu^xmfuQ<gTR%NPFKpolX`<cr;V(t4-P{pwmuTz_9xs^K
z#8Y75?-*X9K{;Nxs;&+Hmj2OMp>}%>z;uziW4588qkqG>zK6&QA<BDoIfAYDk6t6;
za2|hs#SVXcbV&G6843<BrHrDf;F6{e-&R#7;sgaU@`gX%Zv!>`QWnsl{_LBLzQFYB
z4rjw(#@njoCDCsM-^89y%2z8)Z+jSDkBL--@ReeZscM1U0H17KU?wv3uxnYv<AEk6
zpSN#^Z+KVlYnp$9Pf?iO(!=?Z5%aZ>(t4u1Z?wRqk|SEAvD5|<3cmxgCfjf@dNT!F
zqUq<>Ep=2wpjfd?8+M|3x~Kfh<ntpM+#?>Z$fx!`EO*x`?Tk8%O@=NV{qCC;D6pg5
z7N?X03kg+%QaoZsDnkMt5c4$N%7~GH{x(2CJo*=I%m(q+M-91^{dJa<BH`@1deQ0j
zY9_R@?!XC5LL3-UgytV8m-2rSO|Gb{>QXm6I@;Nv>PfHf{S@_Fh_b+X4_?2T7vAOS
z`Od5POb(k-!%4im<oI>vqT8bO<xMM}tU{LeKTGFKz^5_!t6b8G%Q8W*g83EQ(UOh9
zjHRbt4t*{J_<h_v6Bj)2U94vI=Yrip$mMP;$Ge6^-oRn@-L(Kc<64C7bWbn%GSHTm
zD$?1>a&`_=$G8Mq)Rg8x%G}vFCsV2t>>LCn{FF6g*<Gf|s@zSm?b->dsPaY{-8*6Z
zu0@{<Qm|18vJl3fd`Vg8n-nL<p?QN@O<jMWBKdtI%x!APhf{QEGq%r=h6GpSa;TR|
zA^ou^@RTl??n31FXD)1w-2prVt0$pM#{Y@4du`d+=ENRzj=2Z^OIg%DAxJEzlAI9=
z{fCUV=bjN;1wL)Lp&SHPE*|X|xvWrQP%!5vt9|Gk?Cbz4n38jx$!yj78ojsJ6BaDf
zHjX26U0(e9^J7LR9k`V-LIbLsguK@Ikb$GrU)c%F^Wqmv7WL^#n^!ER0wHnso1);P
zwO-e0{A|u`?r7c1jGv+Ed*8`xKyERRS?ifMCg}II^RkjvF0y!2OUw1OfJ+q3*m+jd
z<rB{!#V55z*{=z}1oN;0`e)n#9C@){X1y0vSwJ@%4SV*Nph%>w=+^v;tLv^oU)LUx
zd8VqG>sy;~-g%@wJ+&%qOXnBx97g~x2Xv<Y82eUPaAGKD{<nF2y%kN7nxP7Uwrg=W
z)f@WW9RwHMH9vvwff27;clQ2X>#c8Rb}M(bM@S7r7O(vx%t@@tayYJQMT6jAkbg2z
zpbXLcd$(QcsS%d#zd(DeH*tA#?eA3~(;B3En6zzD7Kx$uiy)D{Z3>^m413#~vN9#k
zCEsrry%ifd62D}L?9k~~skdyPCBqUoB__`KlRE`}Hngto=oHS2nTrvN?aeFhnUPeq
z3pXM+P{)7I3m#mmn%TomxzZH%fiM|%-}!YcCZ|3S=BFd;WXNJPQx7Xl|6nI|`Q+M9
zaZL+C>XGfz<*)nQ@;9~ClBI9DS10^z@RM<zK2(+jdz|z#X=ZZ&po(t=RH$cNH+%i8
z;Yz5O_0L0@&nk8LgOznAU+xoxtZie%y?acISP|`*GIy<RKlftMLJt|uS6$_yuc}wG
zw3Ti;%{hNQ?xCJHEY#Bpo^a;*`3x!3V{a9iZe^iOsihH<_K&{4?Cec=s??_PZgP|I
zkZNb%6o-2nxf{Y2Uj><I>)l2b(j)9M^R{%C=FaTkOxU9>?`*iQNWaXZ^LBC3dUw6h
zPaOz*=;`URJlE&vaJqH_q0C|=$$O1>K7Q#+lKW5}Ccjto5CgR7Jz#+tCsC&RsO5Yw
zVONpp;%lgy$lyh!eUIQhO3rBJb`EzcHJ4$BB=9*V+sY$hsgD#DL%AA$8Bthlp?W~Q
zJ6XIOq-;60iljhFx@_5Qr0R!=n-)~ZpoT%|Tq94hd$3+%!K^NGHfi<D9OkjFR&eNm
zf@<XcO}1ji$EgVndfGF413xqQr4jU}xx|a)-lEi#Iq$Or`Ck6;r%w;ITV?*mt97F#
zi-a1D%yk=!OVvF=LL9%p;X!n3OS{kcFt<frNiICuM|LaGTIpYOQK~#4hz`f#tW)R2
zyMTZ*AJ_mNTUb~CQ&8cV3kzFPt3XY&&~%7J4R{9yL5kODd8PgAxz0AxJkvq~YGX%I
zv#QzS;}37Q4_LYa<zX=c6}9)V&&!IjPSw{+nZ`(@U)&a5eqCgdZHX)E+xi}5CvqAY
zH2=W@_J<N|&%SyjUdS%Q5$!48JYvZ9X(GYS5h{G{6}W34&FfodOcEw`{z-48$`gt}
z9LOMt$He4-671Z{L^ITyXhKa3g2`^U0u{}vn+=-rdBDI$v(flr%Xnnv<36}h@f~u~
zlqu7gk3IkP?S|=Eet#nM<GU5+g}Kmx(}P{yweZc~32OgL<i7Lu&a}ylJB#6>M~6{Z
zPYVO$s^qO8Kas8jhI&iDT=p*-Gm@2^StzSwQZ|S1-hGApUA_yb)SW~oDQ~}jeuf6;
zV4)paEKq`FSnX4i1R}Nm{(icE^cG-+Lp9FAR6BP0_qKo1OPfus92r7ludRxlcN!t}
zcKPjIbgAC6@e?XGxti#aMa6(PB9JU_Tibb0wu}AZr#lH*i>~k71bQeLvJdYlo%;T|
zfmR#bJ_0klXbUa!+GF#T!3`(Jlex+S!+^s;3HE!zO~V?W@gicl%5BA*XO%4>fovC$
z(ZprEsbMu#!IVQ*etL$PShUA)MSF~Bz#xriL>yO4HgWwv7Z7<vtaaq=lCu&kw}8$m
z(=8Uj0++t5S&m6D>`tgFBx3b5aA7K6EF`X`{B+`5+}foMM!Xv*0^?iE&$~~`Vu83`
zrxIAL*~&}bE)z;jg91it&U14t9V>jvz^mDXtaA)6xz~JVxm~?VOsVM#;nc*|kvD3-
zkJO&xN8&v*f6~|m%{P?HjNEb3B~@+WM(mQsu%a^`JLv?km}9joxkr2D^gE^u0TG?N
z1Hs|^y_tA^nztACL`2pGmWP;Cn)4X+yWA4kl0Q2wR9ta=WlGEln*SUsA}6Ln+Ist*
zIp?-3X_6^R{Og;gA7!i8S`~i@C;bu&s+{^&k-WGW?M`wCS8~eV?p>F=6G-GfWLT?{
z@GU-hVA6g%&%D4?&-!nNT)oK>-xjUwq2!0v<;e7_JUW=(jO3|Ly}i9zt{U>e=6ypL
z42FMfZ`}QYkhQX$+*>zd&f9hqaWMwo_UNu<V%3OA_0{(o_NE+<MV1dw-Moi?ThuP{
zYHH+TjSITEaD}&e%<+?KO2#bjv_#Ck_8*4dBIMCGbp;3X?_VLPf6}hgny$XTKHXbj
z`M7CMN#lXp!ihoJf37?*!>M7q+XhAhv-Bh`fLZT4j!ir6Z~Is1KdQylUAuBuc-eCL
za(jAu96f9gWZb?Hu2?EiZ%toy|IU7yR~$J}sTny2e6zE;3=-K7ib|rKj&`sr$06;B
z>eKBeDR~z0r7^Ex`}oOt-H4m)ORO*NI8W?0qu6JisUIScws!iwgUvm4j+0dg7n#e!
zfn1~I2P(}{+sSX=6#Gy&x}($uA}PA|^!S3JSf}`{t)PrISY63<QV$#b%LjRvKDjN>
zh*a){PP~%LVR_$9eDPUqZO~uElBq;j|GuxtR5dG`X!n2~WM|c820zg3`ITJBApW-_
zdlNVFy*yM#$77-p_3Hasx3<qqz|ySEw5*@9%(a`SDn8~zT1~=>WU+8mhoLi8wAyAk
zZZa^7{vb?>xB5))O-F=Du8Xt{OQ;>(v`s=WhYk%5J?YVwJYk+av7w|!sGrHN4RT;N
z3`R^b#*m6)Y4+kS{Vu+vk_oZ^A#ImhpPh}zV#rzY_wOduwHYq8j}rR2w;ci_cdQ0o
zzD6MuE=j)>T^rHVrsRjk8HMh?xNrWxCV%W!iZH*lf^t75b!q6f|1!9w!{amG54Ih2
zS$a2o?u8?tTiyNRLSf<ytu}~@`2ri$9Kuemfk=r-BeCDlV(ik_o+bWX+QZgcYog3%
z7+0g9#J&4MzIWGVs7$4(_DN%56j7q~?|Kn*+jFmWl)^jPIyTvfv=bbITgpvK^U*u$
z$!%zr(j?UTWlN*c_!`K@3eUs=-PD6@1qj<p8fQ%Y)29D9^q`T!At5m)_pZ#OErL$e
z3IrW+OR0BnWj)I8Qx2m0OJ{dNpVR5IbZZ~D4kP9R_EWhUdQs3^K8`YHGvF30?EM1C
zy_!0-Ze_OZGB+QEl&VEK+Nu_;UI2AU<bPY+_Cx-?Mpv#}aVGd|YEJ=){@2=^4?n<r
zS>a1e=SOQRML}Ffv00_Kta_Io75vPnol5exh;5gZS1SkEQb*a#Ss4MP1(U&Df-{g{
zmaeV@$aX1qMFjtE)=KcMi~n?#T>3T7psKrOJm9E+$(NHZOGE0k62DTR5;9kq;9bh}
zI?d?q+fa3IIPr#)d68U5;mw4}T=ec^6?G%hSj&?$Q0rc4yOf_GCR`TX7Sl3f7n-n&
z*@B<O*4%CEtyppWKk8T6y-rl_I3G=Wq2%gXLEh^2v;6tJZK%Q~fl^<-|KMM<K<uyi
z;;#nN_L+1xj@`BroTl3O+DePv;NrXzr_d`&+8Q|i(xyVZYSh%Ke<?S=CXsU_8;^8j
z=jhI|ELPD-zh0Wd)-iLC`|8!^8r1Ch0~{Cr<LiqVByJ2-h$a8PhBNY$*b*jV3o4o2
z{F1+9f>!R1{O26~2hHcdoaG|>xt1(bkru3$9HmteUYBMew*K?>q%%Y;f8HJzg|x_@
zw^Ym!_5OJUP>PNIyzWAd{m;ASsZek8=dDx^g;C@8>;K2FQ1<-%Nh#D*PtD9AO*^9V
zf)f>UTrMy&GR|hFp8L;v`}gnvH*%nP?SQXwK{5(iYjJgV2CGO0fh3N*d(}-OAVyuu
zB8LBi0YKwM#nRHU`c7r@l51_pRNSekw`Ly;^s4!K6z=l=3*7yC$^JnM`p>^4vQTv9
zf4~0kW?aMb&wuT^8%QZ$`~CW#ug<qRPMxwxO5*EL6l!R}XFXCU0-Lw*j+>a8&H)(h
zx2YV>HtURM2Q3;XTDJsvM+VBs1t=Lkru6&{2y);E?bHl<slR@?OUuaI6cN$B`Y^Qr
z=TygehJ-=19~u~VP3xltEwI;mI*;i1Y_I)j$cftEhlU9$Vcri*!<9<tol#=`X53Bn
zybr)OJl~V{!gp_naHz)OuK6@3E{CMczRjDmf80-Uk5o#L!hw=$rHP3NO8va&#$v9+
zWJ}wUEC03qz+8)d2DF!Xx|Id%9=EPvm!{}L075@Ucfr?<Nz%7Y)NMJR!VkM^Hs0tT
z&u@Ohm_F434@VeieN96yitE7YYd(7Pw@ZVE<h>^?pQjw>0$F@}Sja1fTowma92^{Q
zR=Sp!dCLtuwqUg1q=_5}OmH(!%&{t{mSOQ(>pil$YRF-4;J52C>d?xpfv;03w;Ygr
z7|K*EamU2WZ2sd>?*4r3()>nR5(ju$aJ{MtLN;n>U!R2rh(j!)&=?n!HP@H3(9Th4
zqICe{{Urfdve!k;B;@lA(GoohG((LaJWw^{?FAI~y;iT4rb7cYE(_1gI0xfs=PAsn
zTvy7h@z@=SQp<sxHiQO!YHDhKTO(!dde8Fp&$$AMIjVFw6wBJdLMKroB*{vys`@?h
z4kMq*--0KmKl)b>nsMEX<u05in#}g3#S2(K^mE=BL-?3__eFji)wGiX@Kl!>eWqDh
zjXffP0W$BJSK<v~p`d|8;Sxm!*~jR+#yL7Vt}Rs(bi(3<Y~t4wSBO=0D<6+;1Hq@)
z$6bQoUj6#kaWV_Ts?TTn2HyGpTx0!5hmRj02%tU+Ea@jWl()BLQjibBE*|UtA^+se
zZ5GP@+zEep(E&uUT9<*Zy!z_ZtDT1INsLmHtzm8ikC~)pb)?4oDnFpRUj`ao-ASj_
zPT@oOK23|j!R%~qZk}Slhv2R^2|>Ulk8W*k?YFpar(tXQg4Hby;a#<Yf<l(nflN2z
z819@kEG=(Qc)izV4ILfbD4@sXFp2Himy@eA-L#Ktm1`)Bq1$3|a&nHfKzP&^hS~8z
z>6GV_Q((5<7*F%-gfI%`8^aVcPkwty!B-M?aSeM5hI{k%1d<PF*$rK~j0Oteb94#b
zZlvvnLewP4a4iG5u_rNw-#k?8%9W4$Q0Kl04BzLuCBuR|_E`AMg4c)4T0WCHV^`5Y
zf!%UN3c&8J=Vn%n!900m*bY%gnEC#_3MS1)ya3pQm+R{8w9MXqP^dh8ICv;w>*P~|
zGo81AM)$885w;epam?T?{hBD>Bk%I_Z&@*c0>V?DFIRaOfevG7F4=3jm@I^$W*#I!
z{}AfOc3%ql%xpGQ(o{!`t`7mW@Z&I8#a-MF(7hTW+8i~rL+@6&=_M+fzcFTg@-8C6
zh}p2jM7DA0oV?=Z=npuWm7$ag5S=6RICYC_cA<_*nC~Pt`0bIYWNetMcnJ>QCMQv?
z;LS_*hBU&9TiH&U{Dbnmoa*$((`f94Q>RY(+sgHLE*7_zIZVpb|7_<N`>}64GAYT1
zvqNY{g8*d8&LN#~DBZWw<Dk@a1q_a;nO!A+_`7$?%Qko0P*TAL^`6>0SI(M`?ErtT
z?R$i71I-?KCf0^Fm_nv*UpL#JB(e1}ZNFlZ_5I#53sq#D(~RQw{OzZ$g#D?G{C88*
zX?@Km9S56-?a(MlC1~w@JhOEC;GRx}bsU+vNA9NCh|N5gAZ%xL*!o+D@K_Po_gL<t
z>HA4|yIfcke_IXZ-+Z!~<@l6#?=NJK3|ONS_V3ik6|>9n9Q5MZ(SX}#2&GZtXC@3o
zE(lj_<O&gqAk|T^LC2Z=t5whBgF$^wLH&l#>y|JK;pNk9vYP*V79xg^Yrh%U6=M<#
z8d}jcGe~@8<t#tb^GN<TaTV71Z=-%^u2V8-!T73?b39KP&v%<h;k}^o0hNiEZm!;P
zG-+pzUFi}dY9*L7@3EY<Men+DsIKsL-?_gzjDa=`m2_LaG|8V|uHtA(9oIDZ<bO6`
zPan9m)^lIu(hg7`n?18mWt%%)Dt)lIE(N`g)75w^9l1NA=grR`xw$-Qb={D!$uiO+
z;phO_G{9O$<=wcubX<axD-)UG#uqkB-V|ZxsaNq!5Sino#Ul0oYJ7unlV2S(HrN9b
zC&R!Tn6)N#l2>~c!=S;hy9RKJ*4ZgwD8|s&!bh7gPC!9fKtu%Z**rg3Y@C{KHj2DM
z*qeu@w2A|`TNY)srI=n!_88EuzZV(AFnK`R82#C^*=X{5;TZIqu&hq?{rWW-CJ4=Q
z^=nuJ?vM?C^AJ^jXGtsQTUfM3Tt9|*4wj>%eaJe%i7M}4>#dGtm}o&S0daAC&`2mQ
z5lT3}5@X<*>mo_o8#D5TscrxAh0OtDVk=ZSew^;v{U^-gp8Yi;p`j9UBG9JAV<0sL
zN{HFK#w}V?Xb>Nf54}kZ>B&d=2K744fwaP6g1Sv9>Gd+F&Jny<Lj=#Ve&O-ju(tY3
z7V<!-R9cecg$d{`tl0JgmSSggNGz@0v`YuoiMJaveEg?DIPU(!FCecL<~Vt1ud6_a
zhK45p$JRihuW6?Q4}%-VtK+!vNGgfsjSOz&V;BbbMDJ~k*L%{M<}}j<whardC@86J
z&{sljUf_RGW=CkiJ%0MD+cZYsjI&9|*kNlb#;PfRTEhc6b2LWl8qT*8C2982hiE6c
zLo22>gFi+t1sJl$dK5~o8!Y)>dQ#w<khRKsc(d^!?W{0*OCdGk<vp{lFnl)_Gc8yu
z-HCm|?{tdnM6BPu$<5s@SM~DkYE}hES%9p-JNjqO_dd0>cy?r6H@sQXjd^$fNpY~m
z3P^vLccv=J%lCsJvZQ|0xhUksyEdR{SPr@b+L;thz|;grHKr4R<$Jc2be~UTt@E4_
zJbwqG^O(C+?~<C=yN`QB5wn3Wa~r{?=f#yHs+DcHv=Y9GlnU437Z|gQ!&Fiu#O%kP
z(?8(ZxfaKr-z~nW2ao<ZcIo)*W9N-b<pkpdxoc*xY_}<4V$|tUCCD^+vaG7kPt%lA
zBs8{wW8HN6y+Ukbz*eex^wDNN45laDG(>u5jXnnK<Y@f(fdj3J`t=|M!|~yX+25CV
zFkY{>j4Zhn8PFe;KV9SCC*C!i`T`1kbnk@zTD6M9|C|Jonw~@vr~H9Ktjd-f0fKi`
zoBK~`NxwN;X-DwIrhce?WEn6BS?UN5Z_F!^$ZMtGF>#xS(rub7Xk$<_l199gFFD5l
zid_EHptK;OIT;gt+L+J~V_*+t6Es`05ALe@P;4zPOP-QYb0^iKpip{h#M6{|uAq&x
zFZ^N`r(Ykr5<7)%z43#eVKNvSAhp6$DqQ$<Y)7eFn5A7)h3AHZL_<HcXEM|$H=!}U
z17<?+x7fR=<U-Pe(hnyBpwuSvPnQ-~E9(Of`RUfqV5<!1CEIU#`H2$cNTN`B7$G&*
z%2#nz0g=Y+;>xlx@tTG{<>hvd_sF|#t_J(hP!k@jsvaDTN;TT><Xp;O<3ODcOW%2G
z)_l1L!*DIK7tgcvsR>=`hPgN}O-w5bIwHMEPpv%RXJ-92x+6S9qUi00t6=FcLbc50
z1d(&2*lW|4gEw3D(=)DHmx?gQgiC1)c|pa7E;ON-587P6Z&vJgHFdmENBY@;GZ%`K
zF96{Vf7^&9u&OsNM_M<Tr0#-(YW^-qXGAJ!$4d!w%z~telE&GY^zYZDF??c?^rM&+
zUY32G5uTR@<Ian*wncb|b99+VqBn-DP*YA6T^L4zXD5q<{z6KUCTMY}wtI%&90yBp
z4P1-l9UPIg$4DP6^$CsBRzIUG^(6La|7-1=lCFz`r(35x6LKh`LK+?`<4yZ540&{m
zjXobiN@0!}@|&^NR(o(7<8#GhNrzj&l0OA_^yyj$pVxYPoPFh}tL{GC!-IhyhP-Xw
zov>RLE1!wcBr+oA9L6Me7Wu_N&1bAe*2u_tX=uPJMV8I!GreZdu<uXsT{>Q@^qk#7
z+Ak2s8y7fr8bW@WOJL%B3=~ol9w5ww0@_Yifs!dl)k#S6|CnsmjkEH9Vh)B9&9K_k
zg`p8N^p-DbU2L{$z{J-RFdLUv&}sJrA?@9O)wQe70*xH4BM1!ElMW+<qz46^P`c>s
zk07s%xgD-9R)n#Nseb+hpjEdKcl}z#x^OA@YK{-aTv1~H2SNMB@VPFdHzqc=yWK2!
z9*4483L;I0N$M0no%RaCC(v&ET7E{BkpDL52jK?J;0?ugub<<m>%zQa5w>OOczKYA
zYq~ZFwy4Sa`~VK+fkNt(=cx<L#J4s|P8xA3Oa2;vf%5^ZS8^aTt9o~17-b^Aa+&8X
zpEg!YM`QfkX0ds?A3Xt?$0nu280iw(_+f8tc~qBHeC=I%zcZvnG$5PwT@W#gu@0xG
z)hNUZ{4frJJ6!Dm1-{d(21d~d@m~c?Q$B1xHVLquK3D2-pw;`-(pY`1pe`je!jT79
z8|^`x^px`9OLYD0Iy$1>zgDD#s9z=fY-lfhYXWToBmF@TaR_;Tt;L&_hv5{4hUHg^
ztejbNC%1l0zfP}l#AfU@Z3xDm+NnU0<V|Te-1Ot$YNmS7Ib%-8Be?(a>L&FbAW$^>
zl6NGj@C%Uhf9d(<peNr&<y73r!$80&SzyR*R5A$1svu8D{{D$asl5JY!R`O^bb|Hg
z343?H>8>O%?CO{oQJm<(&dy$v5yx+?vvfh+(>XN(g7D{)zY`(PZD0xJGFw>{6F*2@
zfPj(y7ipM4K0BKYKk9e+HGFjG<?GjZaH$l}XZjX=s^V<`vA&(Ly!V+!oew|Sfln&`
z0FwZp<UD>sNdEl!^At@LrQ2o)vLWhVl<;<!g08B6Fdai3lLdrXIKFjkG$vuk$k^Bg
zdR$X}ib(8{oG6+Mc>wm()6*ep<lmiB^25UUP`v&1R-iDt`&O7?gLid7&HT*;2MEn6
z`8C)Ss^3TwKHIa=y0*pbVd5KFZ|YS#otTIe(UF;CptP~ohcF#9u{1m(KI%?0r#$c3
zkL}+n7yr-sqNAcR0VB`BIl+Ny4NB@mF+gn&_P)PQT|L9h?1OFHTTR*Przisz74dKs
z#l^;cNb%j4Rg&B-qlipUcn2Vik(h8e%D~lMzd45N?^jzV5)47mq@t_-djw)_wOdkm
zzXC<A2gm2PnrJgzp<e5{RM*{`DI0mZ+u}emTz%ot8Rp%|IC-trM6gc@dR#F8M>qHu
zp|opX;*sBZlg0|n<1GkX6jCI1U%r&j(UGw`5KAjbDx#OCNNlcCXc55m4uIYXMI`tc
zU^k7GQUQvkpjXoexV|2H9TEKu<Yn61+Ij)zPKtM9?r_pPGjQq@#NFymPq`@W8Rgyu
zk>8gg+5svT0&E^&G;oWDh}LBhzCyCw0JhHWihg*kVa7Y|Mdgci?yjDyLLI%G$GRdt
zetc#?#l=$m*+3S8fw((ejVXpShgPXfrOmMGM`MUV3gF<QKl!kJv5eJDo}uWo;fR80
z^xsFa<MBDVm9_(5*}LZ`931wP(kb}93W}f^XrkUD`0k)wiDNdMRQhnjZENOOIh=Oe
zK#rDnj7qT;sg8{1s$Jycu(ynEV(DfQGq`szfRd^ND3H{L&Vb7~oD)-_MPD{<sak>?
zenA)W?+o8yyfz=vSrlcuB>g5<F($+pB5Irs0K(kXpk+d_aqE#*a8k<i#^1hui;9VH
z!!1dUIx$vPSI?}~!6>)gt{GBJ6zVwB?VflM(Wf7&IL7gH9!^&1uGOb}tts-49^t#0
z*}`Vv`l@kjf{wyxY2CTlVR4$3)1XevYhzJl$yy}?b|G#FZW86h4a#!Np&PrSsvJJ~
zf$h&MY{&$kd%DyM`%i1WA+2=*Uz+2x1JO&Oy)~i1=eLTHb_Q!Nb_+alk?m0$nyv*8
z`1f%N*({Wuc(L}xg@-?-7L1IHRPrLjMz!KJ-0SuuXTZg!CsEkzWxV`49*?g9F`THV
zC})GEoAGg$r|-f4rW!pBqhvzWM1fxf2M479O`77CLm*UBBz*Gm*{nx*0o6ML2gWRf
z=AuMGU%8bgN5^iNMPELlx5~ko<C50`suHqPwx&PrU_hy@C!iGyMWk7Q7d;=rY0CB7
zTt=n%k+nfargDR0x0!{Uy0tok1kR6{T`{l*Yk2dNIV^&EAmTbgz?bA+|D)xCPOYm=
z9O(j#qwEWp;KTZ%-T%n)?yG1H{@;|k{ok2rejd=dcktK%J^#nKgBmc4`(&jR9~9hs
G67XM<sNe4Z

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/common_comfrey_classification.json b/modelling/data/abingdon-all/seasonal/common_comfrey_classification.json
new file mode 100644
index 0000000..e9a2916
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_comfrey_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Common Comfrey",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.355,
+    "season_end_month": 9.32,
+    "forcing_peak_month": 5.245,
+    "season_width_months": 5.965,
+    "season_midpoint_month": 6.3375,
+    "season_start_label": "March",
+    "season_end_label": "September",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.136,
+    "DECAY": 1.629,
+    "OOS_DECAY": 4.222,
+    "POST_PEAK_DECAY": 4.63,
+    "POST_PEAK_SHARPNESS": 4.557,
+    "SEASON_START": 3.355,
+    "SEASON_END": 9.32,
+    "SHARPNESS": 7.978,
+    "FORCING_PEAK": 5.245
+  },
+  "fit": {
+    "score": 0.035
+  },
+  "warnings": [],
+  "summary": "Common Comfrey is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to September, with a spring peak around May. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/common_comfrey_consensus.json b/modelling/data/abingdon-all/seasonal/common_comfrey_consensus.json
new file mode 100644
index 0000000..74de5eb
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_comfrey_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.136",
+  "DECAY": "1.629",
+  "OOS_DECAY": "4.222",
+  "POST_PEAK_DECAY": "4.63",
+  "POST_PEAK_SHARPNESS": "4.557",
+  "SEASON_START": "3.355",
+  "SEASON_END": "9.32",
+  "SHARPNESS": "7.978",
+  "FORCING_PEAK": "5.245",
+  "SCORE": "0.035",
+  "SPECIES": "Common Comfrey"
+}
diff --git a/modelling/data/abingdon-all/seasonal/common_comfrey_observed.csv b/modelling/data/abingdon-all/seasonal/common_comfrey_observed.csv
new file mode 100644
index 0000000..404db11
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_comfrey_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,1
+4,6
+5,8
+6,4
+7,0
+8,1
+9,2
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/common_comfrey_parameters.csv b/modelling/data/abingdon-all/seasonal/common_comfrey_parameters.csv
new file mode 100644
index 0000000..641fd04
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_comfrey_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:45:05,common_comfrey_observed.csv,1.422,1.887,1.243,7.556,1.106,3.44,8.77,11.258,5.45,0.06048601438381147848157049280,
+2026-05-21 14:45:05,common_comfrey_observed.csv,3.163,1.917,5.763,0.765,8.461,2.24,8.3,8.847,6.18,0.1555491965183198065409153686,
+2026-05-21 14:45:05,common_comfrey_observed.csv,3.995,1.155,1.271,1.04,5.012,3.62,9.07,6.852,4.89,0.02897117303723501495694248688,
+2026-05-21 14:45:06,common_comfrey_observed.csv,2.536,2.489,3.738,6.836,5.792,2.41,9.03,14.204,4.51,0.1315407500106620180072841877,
+2026-05-21 14:45:06,common_comfrey_observed.csv,1.786,2.425,4.391,3.454,9.497,3.43,9.18,1.405,6.45,0.1014676050280533561023620000,
+2026-05-21 14:45:06,common_comfrey_observed.csv,1.785,2.698,7.888,1.942,5.359,2.35,8.63,5.381,4.24,0.1260432377355399419052311295,
+2026-05-21 14:45:06,common_comfrey_observed.csv,3.991,2.885,2.793,2.588,2.387,2.45,8.04,11.135,4.45,0.1527715860036821976506196499,
+2026-05-21 14:45:07,common_comfrey_observed.csv,2.746,0.987,4.308,6.567,3.867,3.61,8.39,14.091,5.59,0.05417792826458591678133261627,
+2026-05-21 14:45:07,common_comfrey_observed.csv,4.712,0.71,7.195,1.498,1.808,3.65,8.96,4.345,4.84,0.05833627073691087532389997340,
+2026-05-21 14:45:07,common_comfrey_observed.csv,4.1,0.827,6.604,2.537,1.077,2.39,8.38,5.534,5.66,0.08603986461129683508999503710,
+2026-05-21 14:45:08,common_comfrey_observed.csv,2.096,2.498,3.369,6.864,8.446,2.82,8.69,2.171,5.71,0.06266240905622665443107813499,
+2026-05-21 14:45:08,common_comfrey_observed.csv,1.717,2.337,4.488,4.408,7.199,2.61,8.16,10.693,5.99,0.08870313117405682369085226812,
+2026-05-21 14:45:08,common_comfrey_observed.csv,1.077,2.823,2.136,2.435,1.158,3.55,8.31,5.344,3.87,0.06192991948606838417912417794,
+2026-05-21 14:45:08,common_comfrey_observed.csv,3.351,2.276,6.225,3.27,1.354,3.67,8.38,2.021,5.28,0.05070103998110550218748156815,
+2026-05-21 14:45:09,common_comfrey_observed.csv,4.705,0.51,1.789,4.361,7.818,2.17,9.24,1.415,4.16,0.1384467595370441155672259259,
+2026-05-21 14:45:09,common_comfrey_observed.csv,3.203,1.539,4.884,2.118,4.928,2.45,9.37,4.648,5.4,0.05387453661725483716541352951,
+2026-05-21 14:45:09,common_comfrey_observed.csv,3.634,1.17,5.245,2.862,4.679,3.65,8.51,5.929,4.98,0.03424082064097398248818290396,
+2026-05-21 14:45:09,common_comfrey_observed.csv,3.095,2.522,2.45,1.538,4.669,3.94,8.98,8.594,4.61,0.06403632989644641201160365475,
+2026-05-21 14:45:10,common_comfrey_observed.csv,2.42,1.669,6.875,1.327,3.639,3.08,8.51,8.097,5.59,0.06802871410057275381083558055,
+2026-05-21 14:45:10,common_comfrey_observed.csv,2.084,2.747,3.37,7.589,3.129,2.32,8.43,7.163,5.91,0.07856924252662589929437626408,
+2026-05-21 14:45:10,common_comfrey_observed.csv,4.119,2.183,5.059,3.691,4.295,3.48,9.28,6.181,3.92,0.07223194294938231804894005970,
+2026-05-21 14:45:11,common_comfrey_observed.csv,2.098,1.457,2.946,3.314,8.231,3.78,9.17,6.672,5.93,0.08753767099784874620529402841,
+2026-05-21 14:45:11,common_comfrey_observed.csv,4.076,2.515,4.528,5.244,1.616,3.19,9.56,9.385,5.15,0.04236808326950854573057940047,
+2026-05-21 14:45:11,common_comfrey_observed.csv,3.487,1.062,6.262,2.389,1.488,3.29,9.69,14.838,4.35,0.05924816019619505618495008100,
+2026-05-21 14:45:11,common_comfrey_observed.csv,1.608,1.774,2.995,5.425,1.013,3.71,9.99,14.834,4.94,0.03661741722896962678619255267,
+2026-05-21 14:45:12,common_comfrey_observed.csv,4.104,2.281,5.552,0.708,9.596,2.11,8.65,4.234,3.85,0.1381903111314385242675030958,
+2026-05-21 14:45:12,common_comfrey_observed.csv,3.259,1.292,5.644,0.004,3.758,3.56,8.41,10.055,5.87,0.1574974717334742645942362601,
+2026-05-21 14:45:12,common_comfrey_observed.csv,1.391,2.299,4.509,4.862,5.933,2.01,9.67,14.404,4.32,0.1534895938926438613957060038,
+2026-05-21 14:45:12,common_comfrey_observed.csv,2.395,1.701,6.3,2.142,7.69,3.64,9.45,9.572,5.4,0.02502560394684088699128848153,
+2026-05-21 14:45:13,common_comfrey_observed.csv,2.973,0.506,7.221,1.365,1.841,2.74,9.05,8.838,5.84,0.1072923648651028658373634375,
+2026-05-21 14:45:13,common_comfrey_observed.csv,3.644,1.689,5.237,2.639,6.459,2.46,9.91,5.469,6.04,0.09436891004501876379685831817,
+2026-05-21 14:45:13,common_comfrey_observed.csv,2.441,1.526,4.577,2.487,5.229,2.08,8.77,14.059,6.13,0.1274018692408382648415880947,
+2026-05-21 14:45:14,common_comfrey_observed.csv,1.945,2.006,3.872,4.184,8.451,2.61,8.65,2.189,5.59,0.06441293273188132657535664119,
+2026-05-21 14:45:14,common_comfrey_observed.csv,3.939,2.314,6.328,6.145,6.204,2.47,9.41,7.841,5.49,0.06924573149965953172484515884,
+2026-05-21 14:45:14,common_comfrey_observed.csv,4.297,2.718,5.531,4.79,9.229,3.77,9.1,9.764,5.06,0.05235697665654874087911990635,
+2026-05-21 14:45:14,common_comfrey_observed.csv,1.703,1.113,2.058,3.105,1.159,2.84,8.83,1.584,3.69,0.1118103516818714357995370370,
+2026-05-21 14:45:15,common_comfrey_observed.csv,3.462,1.347,2.482,4.454,2.552,2.59,9.56,14.81,3.99,0.1419714726054119843553205528,
+2026-05-21 14:45:15,common_comfrey_observed.csv,4.709,0.666,6.023,7.821,7.477,3.09,8.11,11.902,5.9,0.09051178703278972609775212856,
+2026-05-21 14:45:15,common_comfrey_observed.csv,4.945,2.716,2.813,2.339,3.623,3.43,9.69,3.478,4.87,0.01783394460285788476380002083,
+2026-05-21 14:45:15,common_comfrey_observed.csv,3.961,1.522,3.377,2.532,2.139,3.58,9.86,3.877,5.98,0.050248858655013879898504995,
+2026-05-21 14:45:16,common_comfrey_observed.csv,3.777,1.706,4.689,6.828,9.308,3.6,8.86,7.021,6.48,0.1313610808821522069232399096,
+2026-05-21 14:45:16,common_comfrey_observed.csv,2.117,0.919,6.98,3.618,4.343,2.03,8.24,3.929,4.84,0.09246366341927702036173107579,
+2026-05-21 14:45:16,common_comfrey_observed.csv,4.781,0.759,7.615,7.243,1.534,3.43,9.73,10.667,5.15,0.05323406310655616671015593164,
+2026-05-21 14:45:17,common_comfrey_observed.csv,3.154,1.479,1.086,7.082,4.57,3.65,9.16,4.889,6.38,0.09372854066408887442566269997,
+2026-05-21 14:45:17,common_comfrey_observed.csv,4.334,2.736,6.939,2.67,9.293,2.44,9.84,14.496,5.15,0.06669331173590549337854546805,
+2026-05-21 14:45:17,common_comfrey_observed.csv,2.401,0.507,7.265,3.915,2.881,3.09,8.63,12.53,5.25,0.02944805871869585685341886235,
+2026-05-21 14:45:17,common_comfrey_observed.csv,1.861,2.658,4.023,3.977,1.346,3.87,9.88,10.637,6.4,0.08804135348086893449515894057,
+2026-05-21 14:45:18,common_comfrey_observed.csv,2.732,2.886,2.056,5.7,1.555,2.94,9.01,4.819,6.23,0.06816995929747604529595491492,
+2026-05-21 14:45:18,common_comfrey_observed.csv,1.433,0.817,5.92,5.176,5.142,3.08,8.08,8.931,5.66,0.05835592742429813092477654554,
+2026-05-21 14:45:18,common_comfrey_observed.csv,3.041,2.935,6.188,1.769,9.69,2.45,8.06,11.24,3.54,0.1900000744011563134115717824,
+2026-05-21 14:45:18,common_comfrey_observed.csv,2.478,2.929,6.95,5.221,5.512,3.3,8.52,6.831,4.55,0.06408168863962095993598093881,
+2026-05-21 14:45:19,common_comfrey_observed.csv,1.69,1.593,7.249,1.327,6.542,2.59,8.13,4.362,6.17,0.1093081303355573328551434951,
+2026-05-21 14:45:19,common_comfrey_observed.csv,4.636,1.479,4.692,6.99,9.143,3.32,9.75,12.215,3.54,0.1346785250545087094746559422,
+2026-05-21 14:45:19,common_comfrey_observed.csv,1.029,1.364,5.059,0.589,4.36,3.77,9.46,11.253,5.24,0.08391815538366944212508770675,
+2026-05-21 14:45:20,common_comfrey_observed.csv,2.285,2.093,3.075,0.126,1.843,2.16,9.84,10.749,5.31,0.1336366416304652375234969607,
+2026-05-21 14:45:20,common_comfrey_observed.csv,3.116,1.721,2.774,7.841,6.985,3.34,9.35,8.792,3.78,0.1321009207221555272821910316,
+2026-05-21 14:45:20,common_comfrey_observed.csv,2.942,0.577,3.563,7.294,1.902,3.26,8.31,4.051,3.8,0.1124085469409718771823973802,
+2026-05-21 14:45:20,common_comfrey_observed.csv,1.71,2.587,6.895,2.822,5.473,3.05,8.47,7.901,5.62,0.05571505735966460309087118791,
+2026-05-21 14:45:21,common_comfrey_observed.csv,2.969,1.884,6.012,3.464,1.167,3.54,8.53,8.125,5.24,0.04559172748748122315825535155,
+2026-05-21 14:45:21,common_comfrey_observed.csv,1.83,0.622,5.411,0.15,9.649,2.19,8.18,8.927,4.26,0.1206421734894433073255749997,
+2026-05-21 14:45:21,common_comfrey_observed.csv,4.741,2.195,3.897,7.823,9.8,3.21,8.65,13.463,5.59,0.03504307946844512865545835451,
+2026-05-21 14:45:21,common_comfrey_observed.csv,4.011,1.403,7.991,3.674,6.626,3.49,9.56,9.702,5.29,0.00971747394891482876749667025,
+2026-05-21 14:45:22,common_comfrey_observed.csv,1.943,2.649,4.991,5.754,5.889,3.73,9.06,13.092,5.98,0.07549912439528913998799509495,
+2026-05-21 14:45:22,common_comfrey_observed.csv,2.623,1.092,1.825,0.321,5.272,2.94,8.91,2.086,4.54,0.07364313582257170604967592592,
+2026-05-21 14:45:22,common_comfrey_observed.csv,4.37,1.281,7.152,0.173,4.395,3.79,9.19,2.83,5.56,0.1619823498537760017372219167,
+2026-05-21 14:45:23,common_comfrey_observed.csv,1.184,2.329,2.767,0.593,5.281,2.02,9.26,2.281,3.61,0.1604834735782783191403703703,
+2026-05-21 14:45:23,common_comfrey_observed.csv,1.93,0.555,2.395,0.58,6.214,2.94,8.13,8.66,4.37,0.05628430775072755875224385364,
+2026-05-21 14:45:23,common_comfrey_observed.csv,3.097,2.012,7.139,0.794,4.01,2.48,9.03,3.237,4.48,0.1074077418343252739594645434,
+2026-05-21 14:45:23,common_comfrey_observed.csv,4.943,1.751,5.066,0.626,2.806,3.97,9.61,3.835,5.71,0.1403250301602996374876743976,
+2026-05-21 14:45:24,common_comfrey_observed.csv,3.367,2.283,7.887,6.644,9.666,2.72,9.06,8.569,5.35,0.04266489249720963319379110943,
+2026-05-21 14:45:24,common_comfrey_observed.csv,3.593,0.907,1.601,6.686,6.428,3.59,9.41,9.049,3.71,0.1248455867851067971588505103,
+2026-05-21 14:45:24,common_comfrey_observed.csv,4.893,0.854,3.917,1.983,3.191,3.68,8.88,5.223,4.8,0.03861979504833737190922953203,
+2026-05-21 14:45:24,common_comfrey_observed.csv,3.602,0.921,6.984,5.75,7.368,2.9,9.66,2.894,4.8,0.03625261788961598335758883333,
+2026-05-21 14:45:25,common_comfrey_observed.csv,1.64,1.066,7.69,1.756,1.537,2.03,9.98,3.61,5.65,0.07346474645284497347673003009,
+2026-05-21 14:45:25,common_comfrey_observed.csv,4.401,0.974,7.692,3.503,8.523,2.31,9.22,10.638,4.34,0.1111748975772978980523200085,
+2026-05-21 14:45:25,common_comfrey_observed.csv,1.175,1.314,2.777,1.262,2.471,2.52,8.41,2.625,6.06,0.1273830432639249111288873346,
+2026-05-21 14:45:26,common_comfrey_observed.csv,4.683,0.755,4.435,5.397,9.484,3.82,8.8,9.571,5.01,0.06000218664777381750788059764,
+2026-05-21 14:45:26,common_comfrey_observed.csv,4.104,1.918,7.029,4.153,4.31,2.18,8.91,11.604,6.4,0.1299651654380770998098121816,
+2026-05-21 14:45:26,common_comfrey_observed.csv,3.025,1.485,6.239,6.573,8.525,2.31,9.45,1.447,5.17,0.05373474064470539191279559258,
+2026-05-21 14:45:26,common_comfrey_observed.csv,3.209,0.956,3.511,6.616,3.094,3.57,9.15,9.666,5.17,0.03004197341835460412441149610,
+2026-05-21 14:45:27,common_comfrey_observed.csv,3.227,1.09,5.619,1.32,5.587,2.94,9.72,6.713,5.81,0.07556056386369074558593596195,
+2026-05-21 14:45:27,common_comfrey_observed.csv,2.198,0.677,3.828,4.79,1.399,3.41,9.28,6.086,6.18,0.03124422156113571817995083343,
+2026-05-21 14:45:27,common_comfrey_observed.csv,3.037,1.184,3.157,4.504,1.992,3.86,9.08,1.473,4.83,0.03666933046240353058880925925,
+2026-05-21 14:45:27,common_comfrey_observed.csv,1.047,2.386,1.118,0.657,5.07,2.02,8.08,1.758,5.46,0.1009104039471450171345833333,
+2026-05-21 14:45:28,common_comfrey_observed.csv,1.122,0.868,3.62,2.942,1.651,3.2,8.87,8.886,4.49,0.05999848551268298257560770336,
+2026-05-21 14:45:28,common_comfrey_observed.csv,4.07,2.886,2.879,7.365,8.471,3.83,8.11,1.061,6.05,0.07897379065959688384168634258,
+2026-05-21 14:45:28,common_comfrey_observed.csv,1.333,1.803,4.499,7.582,3.287,2.67,8.27,7.986,3.9,0.1789090920284852241204871542,
+2026-05-21 14:45:29,common_comfrey_observed.csv,4.962,0.593,2.19,6.294,3.401,2.26,9.06,9.867,3.51,0.2347529305038380911360429033,
+2026-05-21 14:45:29,common_comfrey_observed.csv,3.088,1.412,6.752,0.134,4.534,2.0,9.72,1.125,5.58,0.1225921702505945023559037037,
+2026-05-21 14:45:29,common_comfrey_observed.csv,3.854,1.634,3.914,5.339,6.218,3.72,8.65,4.307,6.28,0.1213240047889927107322867961,
+2026-05-21 14:45:29,common_comfrey_observed.csv,1.71,2.072,5.19,7.382,9.117,3.63,8.5,13.521,4.42,0.09034558983917406765406971291,
+2026-05-21 14:45:30,common_comfrey_observed.csv,2.138,1.336,7.169,7.218,9.072,2.61,9.29,5.231,5.12,0.03717848620782231189073419153,
+2026-05-21 14:45:30,common_comfrey_observed.csv,4.749,2.55,4.271,5.051,2.197,3.45,9.79,1.458,4.73,0.06012792566725162987661203703,
+2026-05-21 14:45:30,common_comfrey_observed.csv,1.545,1.082,1.096,4.131,9.007,2.06,8.46,5.438,4.73,0.1035463218448950193705088817,
+2026-05-21 14:45:31,common_comfrey_observed.csv,1.984,1.274,4.952,3.996,9.079,2.3,9.9,12.513,4.67,0.1020261210249107502193736904,
+2026-05-21 14:45:31,common_comfrey_observed.csv,4.627,1.778,2.419,7.963,1.344,3.82,9.33,1.774,3.82,0.08899692264492961828814814814,
+2026-05-21 14:45:31,common_comfrey_observed.csv,3.308,0.611,4.441,2.868,6.728,3.54,8.06,2.799,3.61,0.08579314464214229388802736677,
+2026-05-21 14:45:31,common_comfrey_observed.csv,1.784,0.581,6.086,4.521,6.998,2.26,9.68,14.616,5.27,0.05474254668923849476295532047,
+2026-05-21 14:45:32,common_comfrey_observed.csv,3.288,1.205,6.439,5.975,5.019,2.72,8.39,5.976,5.18,0.05641773755361917571828958663,
+2026-05-21 14:45:32,common_comfrey_observed.csv,2.455,1.667,5.017,1.662,5.556,2.33,8.51,14.446,3.64,0.1432619180141878755725967700,
+2026-05-21 14:45:32,common_comfrey_observed.csv,1.416,2.483,2.452,0.742,1.282,3.32,9.32,5.536,4.32,0.03469285889385046199376866793,
+2026-05-21 14:45:32,common_comfrey_observed.csv,2.668,1.822,4.336,6.458,8.384,2.91,9.35,11.897,4.33,0.09070164340972582141396205943,
+2026-05-21 14:45:33,common_comfrey_observed.csv,3.761,2.085,1.27,0.566,7.809,2.71,9.75,9.611,6.41,0.1648250166982934961805233438,
+2026-05-21 14:45:33,common_comfrey_observed.csv,2.592,1.781,4.058,2.776,8.658,3.37,9.58,4.776,3.73,0.07581746593359624415248254134,
+2026-05-21 14:45:33,common_comfrey_observed.csv,1.107,1.597,7.638,5.022,4.435,3.12,9.25,10.897,5.94,0.04790856503953428310928904898,
+2026-05-21 14:45:34,common_comfrey_observed.csv,2.135,0.636,6.708,1.633,6.242,3.92,9.46,7.728,5.61,0.1026592444327895554084202368,
+2026-05-21 14:45:34,common_comfrey_observed.csv,4.689,1.614,5.047,1.629,9.79,3.32,9.23,10.858,3.69,0.06964132119959244702096227294,
+2026-05-21 14:45:34,common_comfrey_observed.csv,4.137,1.661,6.125,6.567,8.641,2.6,8.43,5.528,5.48,0.03901553653891519720168101440,
+2026-05-21 14:45:34,common_comfrey_observed.csv,3.809,2.09,1.79,4.756,8.196,3.68,9.08,6.073,5.45,0.03472292614198185865051185831,
+2026-05-21 14:45:35,common_comfrey_observed.csv,1.329,0.798,2.354,0.382,3.687,2.5,10.0,8.758,6.36,0.1849497776736574814355991770,
+2026-05-21 14:45:35,common_comfrey_observed.csv,1.956,2.31,6.12,2.47,3.008,3.57,9.9,12.371,5.49,0.02661233598746722418283100842,
+2026-05-21 14:45:35,common_comfrey_observed.csv,1.874,2.607,5.822,5.819,2.936,3.08,9.4,13.925,5.6,0.01951867397281068419862418376,
+2026-05-21 14:45:35,common_comfrey_observed.csv,3.097,0.587,7.06,1.296,1.585,3.5,9.01,9.577,6.29,0.1495849212690202802214007539,
+2026-05-21 14:45:36,common_comfrey_observed.csv,4.047,1.425,3.212,0.989,2.88,2.18,8.39,4.167,6.0,0.1400224703260549734095593481,
+2026-05-21 14:45:36,common_comfrey_observed.csv,4.091,0.721,1.33,3.365,2.162,2.64,8.23,1.894,5.66,0.06120009786657552146153523148,
+2026-05-21 14:45:36,common_comfrey_observed.csv,4.116,0.769,4.105,7.658,4.963,2.3,8.19,11.29,3.84,0.2194866145104243640321288344,
+2026-05-21 14:45:37,common_comfrey_observed.csv,2.624,2.432,5.874,7.846,1.31,3.77,8.55,9.469,6.0,0.06621313603544962692726489548,
+2026-05-21 14:45:37,common_comfrey_observed.csv,4.173,1.177,1.63,7.428,7.89,3.19,9.59,14.115,6.43,0.07672622689763888874505230897,
+2026-05-21 14:45:37,common_comfrey_observed.csv,1.821,2.278,2.819,1.421,9.953,2.06,9.14,9.146,3.95,0.1516836651215560673995224118,
+2026-05-21 14:45:37,common_comfrey_observed.csv,1.355,1.121,2.251,6.67,6.634,2.03,8.41,10.056,6.01,0.09902125603037663036000181061,
+2026-05-21 14:45:38,common_comfrey_observed.csv,1.357,1.785,7.623,3.476,4.811,2.3,9.4,7.796,5.1,0.07583596271327465725196713998,
+2026-05-21 14:45:38,common_comfrey_observed.csv,4.179,2.776,4.348,3.319,3.327,3.11,8.15,13.089,4.02,0.1057393039694645133022333655,
+2026-05-21 14:46:10,common_comfrey_observed.csv,3.582,1.711,1.287,7.947,2.671,3.31,9.34,9.564,6.04,0.03799405582066226487725772205,
+2026-05-21 14:46:11,common_comfrey_observed.csv,1.326,2.333,6.715,4.679,5.881,3.55,9.83,13.558,4.6,0.05669070957519974016448107495,
+2026-05-21 14:46:11,common_comfrey_observed.csv,1.885,1.823,2.808,0.099,1.222,3.81,8.92,1.529,5.77,0.1274879029642810519900981481,
+2026-05-21 14:46:11,common_comfrey_observed.csv,2.162,2.287,6.858,4.347,5.988,2.31,8.03,14.73,3.6,0.2166685766268203998626900376,
+2026-05-21 14:46:12,common_comfrey_observed.csv,3.147,1.268,3.005,5.866,8.844,3.94,8.58,14.113,6.34,0.1315801023056391380821841358,
+2026-05-21 14:46:12,common_comfrey_observed.csv,1.062,2.476,1.242,5.26,3.95,3.45,9.78,10.576,3.75,0.08639602562925211846216830140,
+2026-05-21 14:46:12,common_comfrey_observed.csv,1.971,2.454,6.811,7.657,8.16,2.63,9.76,11.618,4.75,0.1069914984060113349460641625,
+2026-05-21 14:46:13,common_comfrey_observed.csv,1.715,1.891,5.869,7.097,1.253,2.04,9.06,8.071,3.95,0.2040441061973638306678519637,
+2026-05-21 14:46:13,common_comfrey_observed.csv,1.14,1.72,5.239,1.063,6.634,2.99,8.16,4.662,4.09,0.06863132410356093744703117498,
+2026-05-21 14:46:13,common_comfrey_observed.csv,2.342,1.729,3.795,6.964,3.985,2.54,8.44,3.835,4.26,0.1539335372377256900250682680,
+2026-05-21 14:46:13,common_comfrey_observed.csv,1.921,1.266,6.086,5.823,4.099,3.42,8.55,4.204,4.5,0.08437576547628491314405248931,
+2026-05-21 14:46:14,common_comfrey_observed.csv,2.507,0.602,2.416,6.808,8.618,3.22,9.74,11.201,4.39,0.09653378171912026700079687563,
+2026-05-21 14:46:14,common_comfrey_observed.csv,3.201,2.997,7.262,3.556,1.499,2.62,8.04,10.315,4.23,0.1529740743712266660331271541,
+2026-05-21 14:46:14,common_comfrey_observed.csv,4.19,0.681,3.02,1.165,7.339,3.75,8.86,9.059,3.89,0.06279026811704573343624514342,
+2026-05-21 14:46:15,common_comfrey_observed.csv,3.236,1.953,4.684,7.506,4.499,3.81,8.79,11.741,5.75,0.05954119655461986404533247327,
+2026-05-21 14:46:15,common_comfrey_observed.csv,1.664,0.669,5.677,5.454,7.505,2.81,9.4,5.948,5.5,0.03232930406989953371775994599,
+2026-05-21 14:46:15,common_comfrey_observed.csv,1.451,1.407,1.756,2.609,5.213,3.17,9.41,5.427,5.39,0.01742584344413691247619958792,
+2026-05-21 14:46:15,common_comfrey_observed.csv,1.625,2.574,6.29,6.973,5.463,3.66,8.01,8.567,5.9,0.06784944257357714881712979773,
+2026-05-21 14:46:16,common_comfrey_observed.csv,4.974,2.644,2.991,3.07,8.05,3.47,9.57,9.259,4.7,0.01330863646861580650892621751,
+2026-05-21 14:46:16,common_comfrey_observed.csv,3.028,1.673,3.194,1.937,4.093,3.65,9.81,1.394,6.19,0.1056469017521407004370009259,
+2026-05-21 14:46:16,common_comfrey_observed.csv,3.305,2.197,7.25,5.279,6.691,2.75,8.77,11.664,5.95,0.05943046566284524047077102513,
+2026-05-21 14:46:17,common_comfrey_observed.csv,2.154,2.913,1.468,5.448,7.97,2.7,9.26,2.036,4.64,0.09623107860328131151335648147,
+2026-05-21 14:46:17,common_comfrey_observed.csv,1.208,1.745,3.33,0.554,1.006,3.98,9.05,10.459,5.79,0.1524496469847571853555090924,
+2026-05-21 14:46:17,common_comfrey_observed.csv,4.976,1.931,7.575,4.486,9.935,3.92,9.88,7.943,4.82,0.05631466914970918321053984297,
+2026-05-21 14:46:17,common_comfrey_observed.csv,2.154,1.374,7.767,7.48,6.27,2.87,9.2,3.431,3.59,0.1643683643407844467635602379,
+2026-05-21 14:46:18,common_comfrey_observed.csv,1.737,0.599,1.22,6.082,6.271,3.84,8.99,2.825,6.01,0.1154990826487984441263477944,
+2026-05-21 14:46:18,common_comfrey_observed.csv,2.569,0.546,7.396,4.5,9.418,2.63,9.14,6.935,4.08,0.1192947880510115194374801628,
+2026-05-21 14:46:18,common_comfrey_observed.csv,2.941,1.674,7.375,4.307,6.765,2.83,9.07,11.402,6.44,0.1097099623921372229318261028,
+2026-05-21 14:46:19,common_comfrey_observed.csv,4.552,2.615,2.452,6.122,3.932,3.37,9.79,7.546,5.61,0.01257859177198602162012617614,
+2026-05-21 14:46:19,common_comfrey_observed.csv,1.772,2.479,7.25,1.316,1.26,2.69,8.6,5.257,3.67,0.1157993770354892097750061465,
+2026-05-21 14:46:19,common_comfrey_observed.csv,3.174,0.581,6.562,7.417,8.298,3.0,8.31,8.936,4.82,0.06179173059419115986230980170,
+2026-05-21 14:46:20,common_comfrey_observed.csv,2.935,2.631,3.331,2.35,7.519,2.8,8.99,12.559,5.36,0.06293099581458126523179973197,
+2026-05-21 14:46:20,common_comfrey_observed.csv,1.306,2.457,5.883,5.265,8.964,2.66,9.33,4.784,4.54,0.1029181887654938211760015854,
+2026-05-21 14:46:20,common_comfrey_observed.csv,2.802,0.628,3.536,1.342,9.471,3.19,9.92,2.502,6.16,0.1111924043407954380658878333,
+2026-05-21 14:46:21,common_comfrey_observed.csv,1.904,0.617,3.999,5.472,5.149,2.04,9.85,7.697,5.45,0.05654359515349108145243133154,
+2026-05-21 14:46:21,common_comfrey_observed.csv,2.127,0.871,5.886,3.976,3.849,2.84,8.23,11.842,6.09,0.08192715216854630471570316248,
+2026-05-21 14:46:21,common_comfrey_observed.csv,1.489,1.064,6.465,4.553,4.329,2.89,9.66,6.676,3.6,0.1345086956740302075004764659,
+2026-05-21 14:46:22,common_comfrey_observed.csv,3.064,2.844,3.72,4.859,3.217,3.64,9.56,10.146,5.09,0.01069881689254349264195102849,
+2026-05-21 14:46:22,common_comfrey_observed.csv,4.217,2.538,5.902,7.932,7.711,3.74,8.57,10.494,4.46,0.06750011712060320873813651074,
+2026-05-21 14:46:22,common_comfrey_observed.csv,1.934,0.565,7.822,6.118,4.297,3.37,8.16,8.417,3.65,0.1233498402561472012709185429,
+2026-05-21 14:46:23,common_comfrey_observed.csv,1.095,1.31,3.446,4.966,3.926,3.1,8.53,10.092,5.62,0.03524895147994865719167014822,
+2026-05-21 14:46:23,common_comfrey_observed.csv,1.882,0.612,6.622,2.846,8.654,3.29,8.59,12.927,6.49,0.1347937462989619806703150284,
+2026-05-21 14:46:23,common_comfrey_observed.csv,3.002,1.741,3.66,4.327,1.779,2.03,9.97,13.274,5.7,0.06457201990196151707357190557,
+2026-05-21 14:46:24,common_comfrey_observed.csv,4.831,0.911,5.736,6.78,9.216,2.19,8.77,2.805,5.39,0.07490466985946341513618626329,
+2026-05-21 14:46:24,common_comfrey_observed.csv,2.65,1.855,7.807,7.761,2.417,2.34,9.77,13.701,5.25,0.1029949498523856262658157640,
+2026-05-21 14:46:24,common_comfrey_observed.csv,1.421,2.404,1.024,0.298,5.455,2.18,8.02,10.554,5.43,0.1356965438664036719946453301,
+2026-05-21 14:46:25,common_comfrey_observed.csv,2.561,0.865,6.294,6.966,8.788,2.78,9.53,11.446,5.47,0.03086209747555199474300732056,
+2026-05-21 14:46:25,common_comfrey_observed.csv,2.559,2.056,2.884,6.069,4.639,3.9,9.62,4.165,3.9,0.07115853385784713751194431481,
+2026-05-21 14:46:25,common_comfrey_observed.csv,1.013,0.768,7.994,5.667,9.176,3.62,8.19,12.334,5.14,0.07581605441510384910413184172,
+2026-05-21 14:46:26,common_comfrey_observed.csv,1.102,2.605,6.883,5.574,4.819,3.87,8.75,9.584,5.77,0.06789315948283589385879860478,
+2026-05-21 14:46:26,common_comfrey_observed.csv,4.74,2.577,4.001,6.588,3.631,3.76,8.36,8.939,6.09,0.07587008265570512617004310854,
+2026-05-21 14:46:26,common_comfrey_observed.csv,3.692,1.258,6.709,5.773,5.153,3.02,8.25,9.639,5.7,0.05838372367309415371519640865,
+2026-05-21 14:46:26,common_comfrey_observed.csv,1.082,2.648,3.599,4.331,2.057,3.43,8.56,12.86,4.2,0.06833740989643017850378754238,
+2026-05-21 14:46:27,common_comfrey_observed.csv,4.131,1.037,6.175,6.005,2.543,2.02,9.32,2.704,5.5,0.05971042469869101917017221231,
+2026-05-21 14:46:27,common_comfrey_observed.csv,1.278,2.282,7.132,2.035,3.523,3.86,8.37,7.607,4.71,0.06136217394517029507679398478,
+2026-05-21 14:46:27,common_comfrey_observed.csv,2.654,2.691,6.473,3.679,9.694,2.39,8.36,1.944,6.47,0.1227389441658517169773545761,
+2026-05-21 14:46:28,common_comfrey_observed.csv,2.859,0.575,3.104,5.326,4.504,2.49,8.38,6.342,4.25,0.1441438848687925293451142669,
+2026-05-21 14:46:28,common_comfrey_observed.csv,2.664,1.231,6.875,2.627,9.795,3.65,8.93,11.382,4.25,0.05982449803374049172979786255,
+2026-05-21 14:46:28,common_comfrey_observed.csv,4.931,1.173,5.579,7.634,8.147,3.6,8.28,13.172,6.32,0.1380633572620797510640931608,
+2026-05-21 14:46:29,common_comfrey_observed.csv,1.292,0.657,1.634,5.564,4.22,2.75,9.58,13.243,4.63,0.07314827026408434594907882614,
+2026-05-21 14:46:29,common_comfrey_observed.csv,4.061,2.306,2.195,2.089,2.774,2.78,8.96,4.195,3.98,0.1113689128544131140869943613,
+2026-05-21 14:46:29,common_comfrey_observed.csv,2.934,0.778,6.394,1.041,2.966,3.36,9.67,14.68,4.52,0.0219072413681198757861500799,
+2026-05-21 14:46:30,common_comfrey_observed.csv,3.652,0.613,6.729,1.803,2.367,3.86,9.23,12.704,4.82,0.06773946470504024199708329128,
+2026-05-21 14:46:30,common_comfrey_observed.csv,1.46,0.704,6.481,4.154,5.981,2.33,9.69,12.51,6.37,0.08205743528349363745430006224,
+2026-05-21 14:46:30,common_comfrey_observed.csv,3.671,1.207,5.911,5.362,5.377,3.3,8.04,8.002,5.24,0.05011713215713482229857175452,
+2026-05-21 14:46:31,common_comfrey_observed.csv,1.432,1.479,5.552,7.86,1.368,3.5,8.65,9.465,4.57,0.06580522131188981319966547219,
+2026-05-21 14:46:31,common_comfrey_observed.csv,1.15,1.241,2.797,3.444,5.506,3.35,9.32,1.575,5.57,0.04722214154777508492108333333,
+2026-05-21 14:46:31,common_comfrey_observed.csv,1.682,1.555,1.312,7.644,3.487,2.92,9.09,8.72,4.29,0.1256291069777312218579057046,
+2026-05-21 14:46:31,common_comfrey_observed.csv,1.907,2.135,7.692,4.337,5.175,2.23,9.78,3.061,5.19,0.04713777592329862822092512036,
+2026-05-21 14:46:32,common_comfrey_observed.csv,1.738,2.507,3.517,5.031,6.955,3.48,9.21,13.87,3.8,0.08912648307364265842211663125,
+2026-05-21 14:46:32,common_comfrey_observed.csv,1.204,1.724,2.174,3.003,8.016,3.34,8.98,7.803,4.88,0.03217566599723510967918157911,
+2026-05-21 14:46:32,common_comfrey_observed.csv,3.428,1.166,1.067,1.493,8.815,3.15,9.72,7.954,4.86,0.01511145358056878274798238808,
+2026-05-21 14:46:33,common_comfrey_observed.csv,3.196,1.812,3.205,2.053,4.411,2.68,8.67,12.374,6.14,0.1103011509397722667334770821,
+2026-05-21 14:46:33,common_comfrey_observed.csv,4.834,2.227,2.234,5.007,4.899,2.13,9.75,12.888,6.45,0.1072855210682305723390753246,
+2026-05-21 14:46:33,common_comfrey_observed.csv,2.207,1.482,7.483,0.192,8.062,2.06,8.34,1.166,3.85,0.1198130838186150141542814815,
+2026-05-21 14:46:34,common_comfrey_observed.csv,1.671,1.474,4.128,0.678,2.903,3.3,8.83,9.368,6.29,0.1511394850583079670233218862,
+2026-05-21 14:46:34,common_comfrey_observed.csv,3.728,2.289,4.156,4.367,7.33,3.11,9.3,12.846,4.02,0.09181837305872803010915029647,
+2026-05-21 14:46:34,common_comfrey_observed.csv,2.273,0.796,2.892,2.86,9.763,3.77,9.61,7.406,6.06,0.1039678095193707699589360972,
diff --git a/modelling/data/abingdon-all/seasonal/common_comfrey_simulated.csv b/modelling/data/abingdon-all/seasonal/common_comfrey_simulated.csv
new file mode 100644
index 0000000..4d8b1c1
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_comfrey_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,5.48562E-10,0.1,0,0.01,3.09115E-10
+RungeKutta4,2,0.2,1.65010E-9,0.1,0,0.01,9.29833E-10
+RungeKutta4,3,0.3,4.19453E-9,0.1,0,0.01,2.36362E-9
+RungeKutta4,4,0.4,1.02724E-8,0.1,0,0.01,5.78851E-9
+RungeKutta4,5,0.5,2.48545E-8,0.1,0,0.01,1.40055E-8
+RungeKutta4,6,0.6,5.97607E-8,0.1,0,0.01,3.36752E-8
+RungeKutta4,7,0.7,1.43018E-7,0.1,0,0.01,8.05908E-8
+RungeKutta4,8,0.8,3.40871E-7,0.1,0,0.01,1.92081E-7
+RungeKutta4,9,0.9,8.09386E-7,0.1,0,0.01,4.56090E-7
+RungeKutta4,10,1.0,0.00000191515,0.1,0,0.01,0.00000107919
+RungeKutta4,11,1.1,0.00000451670,0.1,0,0.01,0.00000254516
+RungeKutta4,12,1.2,0.0000106193,0.1,0,0.01,0.00000598399
+RungeKutta4,13,1.3,0.0000248936,0.1,0,0.01,0.0000140276
+RungeKutta4,14,1.4,0.0000581899,0.1,0,0.01,0.0000327901
+RungeKutta4,15,1.5,0.000135644,0.1,0,0.01,0.0000764355
+RungeKutta4,16,1.6,0.000315301,0.1,0,0.01,0.000177672
+RungeKutta4,17,1.7,0.000730626,0.1,0,0.01,0.000411708
+RungeKutta4,18,1.8,0.00168642,0.1,0,0.01,0.000950299
+RungeKutta4,19,1.9,0.00387019,0.1,0,0.01,0.00218086
+RungeKutta4,20,2.0,0.00879486,0.1,0,0.01,0.00495591
+RungeKutta4,21,2.1,0.0196249,0.1,0,0.01,0.0110586
+RungeKutta4,22,2.2,0.0423246,0.1,0,0.01,0.0238500
+RungeKutta4,23,2.3,0.0860398,0.1,0,0.01,0.0484835
+RungeKutta4,24,2.4,0.160069,0.1,0,0.01,0.0901990
+RungeKutta4,25,2.5,0.267058,0.1,0,0.01,0.150487
+RungeKutta4,26,2.6,0.399461,0.1,0,0.01,0.225097
+RungeKutta4,27,2.7,0.544234,0.1,0,0.01,0.306676
+RungeKutta4,28,2.8,0.689610,0.1,0,0.01,0.388596
+RungeKutta4,29,2.9,0.828013,0.1,0,0.01,0.466586
+RungeKutta4,30,3.0,0.955704,0.1,0,0.01,0.538540
+RungeKutta4,31,3.1,1.07146,0.1,0,0.01,0.603769
+RungeKutta4,32,3.2,1.17540,0.1,0,0.01,0.662339
+RungeKutta4,33,3.3,1.26828,0.1,0,0.01,0.714677
+RungeKutta4,34,3.4,1.35106,0.1,0,0.01,0.761324
+RungeKutta4,35,3.5,1.42472,0.1,0,0.01,0.802831
+RungeKutta4,36,3.6,1.49014,0.1,0,0.01,0.839695
+RungeKutta4,37,3.7,1.54809,0.1,0,0.01,0.872350
+RungeKutta4,38,3.8,1.59918,0.1,0,0.01,0.901139
+RungeKutta4,39,3.9,1.64387,0.1,0,0.01,0.926322
+RungeKutta4,40,4.0,1.68245,0.1,0,0.01,0.948062
+RungeKutta4,41,4.1,1.71500,0.1,0,0.01,0.966404
+RungeKutta4,42,4.2,1.74132,0.1,0,0.01,0.981235
+RungeKutta4,43,4.3,1.76086,0.1,0,0.01,0.992246
+RungeKutta4,44,4.4,1.77255,0.1,0,0.01,0.998834
+RungeKutta4,45,4.5,1.77462,0.1,0,0.01,1
+RungeKutta4,46,4.6,1.76438,0.1,0,0.01,0.994230
+RungeKutta4,47,4.7,1.73803,0.1,0,0.01,0.979382
+RungeKutta4,48,4.8,1.69078,0.1,0,0.01,0.952756
+RungeKutta4,49,4.9,1.61750,0.1,0,0.01,0.911463
+RungeKutta4,50,5.0,1.51451,0.1,0,0.01,0.853428
+RungeKutta4,51,5.1,1.38232,0.1,0,0.01,0.778939
+RungeKutta4,52,5.2,1.22816,0.1,0,0.01,0.692069
+RungeKutta4,53,5.3,1.06586,0.1,0,0.01,0.600613
+RungeKutta4,54,5.4,0.911679,0.1,0,0.01,0.513732
+RungeKutta4,55,5.5,0.778387,0.1,0,0.01,0.438622
+RungeKutta4,56,5.6,0.671747,0.1,0,0.01,0.378530
+RungeKutta4,57,5.7,0.591039,0.1,0,0.01,0.333051
+RungeKutta4,58,5.8,0.531863,0.1,0,0.01,0.299705
+RungeKutta4,59,5.9,0.488808,0.1,0,0.01,0.275444
+RungeKutta4,60,6.0,0.457011,0.1,0,0.01,0.257526
+RungeKutta4,61,6.1,0.432699,0.1,0,0.01,0.243826
+RungeKutta4,62,6.2,0.413180,0.1,0,0.01,0.232827
+RungeKutta4,63,6.3,0.396632,0.1,0,0.01,0.223502
+RungeKutta4,64,6.4,0.381863,0.1,0,0.01,0.215180
+RungeKutta4,65,6.5,0.368113,0.1,0,0.01,0.207432
+RungeKutta4,66,6.6,0.354906,0.1,0,0.01,0.199990
+RungeKutta4,67,6.7,0.341958,0.1,0,0.01,0.192694
+RungeKutta4,68,6.8,0.329098,0.1,0,0.01,0.185447
+RungeKutta4,69,6.9,0.316232,0.1,0,0.01,0.178197
+RungeKutta4,70,7.0,0.303316,0.1,0,0.01,0.170919
+RungeKutta4,71,7.1,0.290334,0.1,0,0.01,0.163603
+RungeKutta4,72,7.2,0.277284,0.1,0,0.01,0.156250
+RungeKutta4,73,7.3,0.264180,0.1,0,0.01,0.148866
+RungeKutta4,74,7.4,0.251022,0.1,0,0.01,0.141451
+RungeKutta4,75,7.5,0.237808,0.1,0,0.01,0.134005
+RungeKutta4,76,7.6,0.224493,0.1,0,0.01,0.126502
+RungeKutta4,77,7.7,0.210959,0.1,0,0.01,0.118876
+RungeKutta4,78,7.8,0.196933,0.1,0,0.01,0.110972
+RungeKutta4,79,7.9,0.181860,0.1,0,0.01,0.102478
+RungeKutta4,80,8.0,0.164712,0.1,0,0.01,0.0928154
+RungeKutta4,81,8.1,0.143901,0.1,0,0.01,0.0810883
+RungeKutta4,82,8.2,0.117922,0.1,0,0.01,0.0664492
+RungeKutta4,83,8.3,0.0874322,0.1,0,0.01,0.0492681
+RungeKutta4,84,8.4,0.0571064,0.1,0,0.01,0.0321795
+RungeKutta4,85,8.5,0.0329037,0.1,0,0.01,0.0185413
+RungeKutta4,86,8.6,0.0171505,0.1,0,0.01,0.00966432
+RungeKutta4,87,8.7,0.00832735,0.1,0,0.01,0.00469247
+RungeKutta4,88,8.8,0.00385108,0.1,0,0.01,0.00217009
+RungeKutta4,89,8.9,0.00172065,0.1,0,0.01,0.000969588
+RungeKutta4,90,9.0,0.000749167,0.1,0,0.01,0.000422156
+RungeKutta4,91,9.1,0.000319517,0.1,0,0.01,0.000180048
+RungeKutta4,92,9.2,0.000133900,0.1,0,0.01,0.0000754528
+RungeKutta4,93,9.3,0.0000552365,0.1,0,0.01,0.0000311258
+RungeKutta4,94,9.4,0.0000224515,0.1,0,0.01,0.0000126514
+RungeKutta4,95,9.5,0.0000089954,0.1,0,0.01,0.00000506892
+RungeKutta4,96,9.6,0.00000355248,0.1,0,0.01,0.00000200183
+RungeKutta4,97,9.7,0.00000138241,0.1,0,0.01,7.78989E-7
+RungeKutta4,98,9.8,5.29797E-7,0.1,0,0.01,2.98541E-7
+RungeKutta4,99,9.9,1.99865E-7,0.1,0,0.01,1.12624E-7
+RungeKutta4,100,10.0,7.4207E-8,0.1,0,0.01,4.18157E-8
+RungeKutta4,101,10.1,2.71398E-8,0.1,0,0.01,1.52933E-8
+RungeKutta4,102,10.2,9.8073E-9,0.1,0,0.01,5.52642E-9
+RungeKutta4,103,10.3,3.52818E-9,0.1,0,0.01,1.98813E-9
+RungeKutta4,104,10.4,1.28318E-9,0.1,0,0.01,7.23073E-10
+RungeKutta4,105,10.5,4.84388E-10,0.1,0,0.01,2.72953E-10
+RungeKutta4,106,10.6,1.96530E-10,0.1,0,0.01,1.10745E-10
+RungeKutta4,107,10.7,8.8197E-11,0.1,0,0.01,4.96991E-11
+RungeKutta4,108,10.8,4.3884E-11,0.1,0,0.01,2.47287E-11
+RungeKutta4,109,10.9,2.35938E-11,0.1,0,0.01,1.32951E-11
+RungeKutta4,110,11.0,1.32341E-11,0.1,0,0.01,7.45743E-12
+RungeKutta4,111,11.1,7.53215E-12,0.1,0,0.01,4.24437E-12
+RungeKutta4,112,11.2,4.27818E-12,0.1,0,0.01,2.41076E-12
+RungeKutta4,113,11.3,2.40515E-12,0.1,0,0.01,1.35530E-12
+RungeKutta4,114,11.4,1.33395E-12,0.1,0,0.01,7.51682E-13
+RungeKutta4,115,11.5,7.29318E-13,0.1,0,0.01,4.10971E-13
+RungeKutta4,116,11.6,3.93250E-13,0.1,0,0.01,2.21597E-13
+RungeKutta4,117,11.7,2.09315E-13,0.1,0,0.01,1.17949E-13
+RungeKutta4,118,11.8,1.10100E-13,0.1,0,0.01,6.20415E-14
+RungeKutta4,119,11.9,5.72942E-14,0.1,0,0.01,3.22853E-14
+RungeKutta4,120,12.0,7.12025E-11,0.1,0,0.01,4.01227E-11
+RungeKutta4,121,12.1,4.89976E-10,0.1,0,0.01,2.76102E-10
diff --git a/modelling/data/abingdon-all/seasonal/common_comfrey_simulated.png b/modelling/data/abingdon-all/seasonal/common_comfrey_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..2128401b3396b3bf263d047f9850073102b327e7
GIT binary patch
literal 30493
zcmbTec|4Tg|2{qll~5_Ni?UQGvKvc<N=QWZQubwR8Dnp?@B5N9BwJ*kv1QMmBHP%F
zeH)Bn@IBM(mG^6Te?E`T@ApTK>2W*va?X9ud0yA`yq>q;eN`pu<4ngP5D4|1+qWJ-
zAf(<92+7z{3UEZEXLt(yNIEGza?*gAI>Dbfm_SsXIN4dloUAR3Ih;)#94%nB!UET>
z3P@bxFn4mYbCeVmv^i`c0CO-C<W}s}0arO@cU#910-=3E{73RZHp>D6arV1&OJ36@
zacP9oMf2f~?5bE5!#BEb-bYAZcl&+#!0Z1ZcQK!u%6AEqU&)KinegJzMH<H#C>V^C
z6!@QI_P_m5{`Ap{BoFRzy|~U%Wwzht_N9a7{EMsY!w$<htTb6%YoyeuL>vM$?AT>r
z^ymsbDR>Y_uU(%j8Sy`I2D}gw@OzJfoCExLx28ajfZwZ(XS~4=g!>igN$^wq>^_8e
zUhIkEa^MFNAy0A?{5%%=Kc5`?IwFD&y7lv^F6^y^^xj5qWMt$m0|NtH*m3bk3JT-~
z&wo5T!@_c9zcZR&FVk|S-vG{P;MgJZQHJ{*`*FEYRa4VU7vbQ504_B(H7047s|N0C
zjT;jIf|gYlmD-w`7i4N9BLV`b8k?HF6?pAg4OTd2^(B~{d;a|S#&-?19x_^Kxz5h!
znvT-q;%+KIlw5Xp_L-9>IR<A}$Lr^okt><Q!}=Yi1H2otqaL^sr5x>o%*FtQUgS!(
za*UyC_Q#N}rNv$~*$e}ubM{X8V{29VfX1{<Maa*#nT`aDosGFP^Eg>A8HHQ7?ps*!
z?X9;7YTmyuhsWbHsS~IwmDoKt-dB0+LueR<Ue9#CQ;sokW_<4K{H@w!cQ#7fFtx8w
zD{Qjdeo}M9mTQ8Iqch&^ZMmGfrnYv##N*wqC8x%-+TDSS!Y%#%F%Aw6v-PyH?{E6h
zsO#w^WDez<xpst%nz`tq-BzIAjx#iHDF&v%(Fmo_Hjr22q$lO*!QJ96Ucdg`VX7sJ
z&Qn`m{mC`qeMhg29wjx`cVE8Tu&**pLd=x6)ezQ|?eVPe;hq&6W+tY^(mchO@Nnab
zwI*h@asud6nYfgco(z5}g3h!5+c#tUB>TaKZ}dzNhFC`jhoa%<{RUa6B(4L+B#$kf
zfRK=ojOuFilMoVzI)TTb$8qaHY|wa8GBUMogGY~k9*bEM+w!C136F_kASWmHE4)7Z
z)O@L#-Rpf$LACD2C07@h`}ghz{+#X|9(EtzEXO^mdr5wVm6boAfsyf!wjm;8_TlF(
z@K6CZQwz5g6nYHcBMM3(Y|v#%27Nn{i#$BN=qfjbkj%2OvY$~MlV5Y~Va;42(ws?T
zD>T@(wN#7V%$}Xih1Mhi)as2juP0AZw-55l(5IpP%wo3hM-TRKoO+&Ue^||)mNg|T
zBsrPgz!N`RY}Un=u+G%tG2)KxNaOjCn;SUO9>?WLLrt9_yEmtn#?Z?Y(z@F$yD$H=
zDezR4qdRo@;b5uFkVRQgwVfgozCsVZ(N}6aa(C1nOFiPckhd{3y1(^$$eyB0W_Qs(
zCQq*{A5-C&FymgX)W?LIUAL-3%EC}<iaj*j5>UcwJ%QZFT6nZ`bkt}=6N(#lY##Bf
ze@i{F1?Jc(ex0IQ#loF&KI-55`uvkd-Bzl!QB8@LYfRnaN`ixFTnTH<7C%2dnLso&
zH}~G8g*tuN+;&*5*qzHtHvbyQ$9a$n=GBM(yCHZ!FG}~S>9!c$iFcoxM_UqL)qJ)!
zPn(13k{0OHq|d)Kvvbp4y&BWhq^SGZw1e;Sk(0&wawLm$;mQJq+jzW=kg%{CVx(qo
z2{w_iThec6g}_h8@GD1ODSZ9<^`nW&$&dwk6eh{-R@Vf$-V=O(&Av&+W}hCvfPg@B
zPJZQl`L5LN;%9ym5|Zc|!n9zt*TL@S#7=LPTAB55c_Bt}n5@~$S=hAw6KZ=RAR4Sx
zz2W|;)(CzZ8yjf9)Byp@udc2h9UFVD?aLdg#w`Pv@i!BtIa+!16^0KVMqLyV`c`D#
z!`XJZ0A-BWnakn_%jQ#gMTL&@;?E~#Y_(ve`?VDymnH4@JH$rMV3dNGE|x|mw?(MQ
z@Ok1orB;0P1*<k5*yA<SpcjRxPn<Y|^O8hRZ&c58CBxP>Hi`q;po0!={AIpZJa>mi
z{cWZebBS|iVqNF6sSeoYxLsBAQR{c@53+_tch<q;_1hh-a>Loj$ZmAsoLE;$5Y?eD
z?uZwm*Vfi<1KU*N!bj`+6!}-dZp(KQn8a)oO_ql%jNK}-0tMan@fZcS?U5Bv9syZQ
zqGQ8!A7g=0O*LjqBTKb}fK5IqCXCa1o$N|BT3INlF??3yj(2EN5gWOX-!^0%gvGSs
zVJ{2BU}$N3&(1`NW&=S10aa@?7nkyu$&47oqI<Dd<)yW>wEFH~yPtZ3)fx>S_0ZOL
zUTb6sNX9=4sR^sBlnjW8(N3<4cTXmGKF+JEsv2D&+aM?BxIMkQQo}%gHhH^#aesHE
zEZ4AVr+mWy?Afz^3xvHDFWF@W0T%qt`knR6%uG5qv$<~>6V#~k@<)l7w3LD`t-2;A
z8I2<&24}M0y?Y0Z!TNBFZUu><XDb3_uWk$Nr`#_tE!E}Z<h=DHeRg*CWQ^XV%{c8N
zf!Egj5PW@jKpU9PI-=G;A2Z5&qRI(i4~H(-FM()yb|__RM2&FXd3ULd9bV%utG~z>
zLwlj%1v=(A$vT*go8=4Z&T5I`g&0ER^M!`Z^4ht)oScQ?Aw{F|l<DT#s>{ouRY^HP
zll=Wls_;*rt}3gjblATUUm=|)&4H6Vt#V5;ikO`>?@^3Od$sn|F{~D`DFBIxhzQx0
z8aMWZbu}i7>?0>`s1`b6RPA?%Y>`Xl3t$WJIvwLUbG+JMg){g-Kw4T_Ri}JbM7F7H
zrHX3%-hpCdzjw`1-5R53&z|}2g24?67(o{>$a#IDI`{qyQohuB;6}~PkAj9%_NX=|
zus0c(^~D%@4mehU{pH@`@u_S&m&X+j69&?LetykMH>M4|kE0vE^b;3bqb<7$?u1b@
z816+?DTk@s$wONp*7zEfqNF-@TDpf|H3o}@6C-+kE^y|R@CU1VSliEgyEvSF6Y|Bj
zLsJ(9%u{3d@cTOvyj)!MGc0%r1)91EvAS%IF6mS%*`E=skyv&`EupB7qxTw+pYa^0
z7xeLx(zgv-pK}lwPwof;^RD?F#=yD{u@)BoweD&aA97hW%Vr}ZGxM#!fkER!|8C3U
zCgiT_^jO`ii4Rujk`83@Sw23#w4egrlKIy|!_GrCP+3RCVT$sgbpZ|X6^dyx@?2r{
z_5`tz;o)J|PRAzqT|L{1>GFlOX_Q{%5Tiz^Nl%(Wv%yM;7a@JS299JCv5a&vI5XV2
zGsMj`-OsK^9QF4o6rsFre|Pl2zb3ib`4uhG_1nV?wQ}V&v$_xpA;kK#wey{g^b9YO
zz4j|&MPD{wU-KdLf=o|O`-#E#<yHbVDWBZA<9E)inf%#`@tfw`e3K#Nauc*wtE+aB
z3%Q>g9`SgRVZOXL%fJwDfG2BUVz?nqa~EIrvYCoc!EcjUIz;gE*47X#!2Zs_z`%Dj
z8to{--eHv^wOoEP&~55Ql<Y?2wScNk&l8<LT-zVR^k-?V6KC@c#;$%T!G-=nDjhbs
zg~6E(XGxn$C*C1FBcoBwxrbJJC1*v!tG+gU)QfR^?dfs0bW4>u&Wjf=OucTaxV@BD
zFeJ=|9o%&g2(4JcqTr~!Vb#;8PX{B}YJv&UZe<JTkly}<XAOj%rwgM;Cyk?;n;d%J
zJqiqd!?N3BWY@S03vR>?*{tABc<%#rX<`4Qv5_O$CFv>~YJaVnJpj$_$u%u@m(AB^
zZ%IFO1HDReguvYnwUX|qS6ggjXOiBIcVo!q!A~bu4SY81{Tg+-k@5sBr%|O-_Bme}
zPr`ODdcV3fK&NZCf%4L-^Xdy)uYGKCqnu+ktE>QnRO!S-7Eb<zN8vK7$z3*ShWH09
zI+IC-FJ_)g;+_|wRQu(I6uruMC(zdfG;?L&S1j>jHFa^`1Ik82lA)qb9~WpgWGHl9
z5<5k8dfhyOx0%PAYxZ{*<~I9{7$`&b2-vPPrEb?QZxMmC-Q5Y&Zsy~1SIN=u(ifSG
z-HSPE{IF$?0yMkz?4s^Y9JnI;mB_RjuBC0y3he+jf=V)`eG)Ap@ZH7OvdJ;pJ|y|2
z+a-KU&x<qqRUYfDJQLOB&AmHh<pl<bmSdQ%@{_DBSP31&EH@*v5g7r|ij<WC2D=oS
zNzFIMYcf%7>UE6*4CRDj)rYl@%A(NaSut)Ixo!o;4MSfQsB1ijk(px>ClT6N>-wFM
zSMcv_kux~f{e<oLoPvg!)63H{Px!0WVrbAJUG+u~3eu+#`AgDTnFTP+*I0Iwn3EwU
zldyj2C54p*EW(5#<Qv&z57zy-tW$-3-@jkb;+@@7?1IXD)jUTq?WzhtAYf!ekTt{~
zV>pu<nSJHXpiGj$t7du27qYP~4D@OmPpYJJ)gL|-8ADOH8fCp|R<YM2RN^w9iFcRw
zBxh@6`5(BcU9OM8Itc?LR-;g01|ukVXXQOX4TS_e*`Ig<Rk*LEMelL2hcgbht-4>D
zfm=80l086ek48I>FzBpHjW~B0ac(zsB{Y9pce+*OR>P>q*yyDpEyMVjqnqsLg9;+}
zu&+~&u~$3c#k)Gsaak+(q+{rs?c<D}+W?bsN83&yFfI(27}$rc>Yq{|POx~zu6nFK
z$D5&-+F-*3?qN67Y24}cbF4CU-p%LMnXix1;$E&Yi%!Cp2`>7NRw)_1G%#$((IxfB
z?A@U}M<Hq3V7G&9{5mB+>;RzLOQor)sV}}a;a5MN7aMV+Qz3>~xF=dVIGmP39K`Wi
z5PX^L8<JHO^wv3ETHmuj)d|%iNZPHO?b>XqnVfE*7!=*9hZafuaItUn?m~_ytt<ol
zbxMI7XKqh1OxHN{<+6?)ZHZ9Kh;WzmO@Px*zoBLKt;MRYJG_;qP*Jmz3}Kbh%B{o>
zS{3*iFM!#cRa|^s-QC_fF{i2}G?{-X-i;(mw10H>$V${0{syAuc&+z_oBLI75)TkJ
zjdvp6zrPSrP*4!-eDVBw`S$7l{<|E~dB@axYlUaAez4|ViK(fn4Sll}bd@n$rdl>h
zDKN|8{!F7rrtydTeEPD<A?)6&6Ahqa(IGNBv#*<{ER42YrM21B`oA~^ZYB-B%z7~{
zvE({A$CH~iHkPgIvM*g7nDuSULaiDsL%Mu;CKj@ldCxv9DG7~PL0E>x37h$|xOi4S
zsekK-#{uB&JcxKVUmdBx?dhtKx&5h0!(kOW**vpVce#1>JL6CpOm?ZXhdoI)cu3hu
z<LH`+G>)Td??Z7<L&L2eMJyH@f?TGRC2-6nO=c?*_V)Ncn|0AI6&7Gxdbb`e2u7f7
zl;bF7CPQS|x~+!$C)Ze<q@Q<(p1*kuIfK8<AZU0+3-hVTCLHr~!75?<`bpQe70uq-
zpF3j4OCWw3TXH7NWXKY5z5VmTki9zHS|ABDAvY>`LbJ{nB`F@MrI#+DTIrh^IJ*5f
z8|~suwyZLho%~5l?8KQSz{!6yu9%_@_IDd?Z!d5)l33TZeO(JYf*L9pRFlEKkDWQ*
z$eu{EK_u_9C)NBKDB*Sm>>(LbYt@jgmqcnW=i_pgO~yBf_Qd!c%te6<;`W=`pCkJ_
z#ix^J*GmZN*Pd!MEDRL|?BCokD`sl5Aw4avWnkc%$8%nY->o$UI=abFZ=#}LUAG{m
zq@)zVl>)hN8tQeo8+DIXoUI^2(&F2NTY0Ca^4Ol`2}}i{OaRH{k<5(TX*hKsvYy(l
zs>*pnVE;bk<11uIScz+>SW)!ZLDBW-xZXn0#O~x#b52oF`c^I&U#blkEH2ffjf|Yb
zoKsks?jOg%GyIY>Q~=ZALQL^rEVh~A7cPb&KoC-Ka&qGM=P?#>JIH^#hPaMP)v1Wd
zV+>@Zq#sI4=^cBs-&a+=15o0-t9b8C^t^oE{0(%Ap5pUM-!IOR98q~@X7;ZeUKbHL
z|IZt4@9c2?^VkVy(G&l82y^59e1qF;2<2lo%!sxVOL}bokzM}VU>tTFXe|HiB>3A^
z#*wq$38FS>Aew4uYMzmhkmvzHmC}6(;FdUmuq=kl?P*37#T^0JQwY2Sx~8jTKGec|
zfe*sW%-qPnu|D0Vw%`n?b_N1F0|LFl)F&IVT|Qo3xy1jpww}BzDQwku#a_|?Xc0UH
zUVEEU6B7=)Rc}**-oB-{6@tomT?$_R+bw?Dkxj_p1Rz=O0hH`b50Uw}nOO@#xVdp%
zK6@VajQ=utbJXD*kfeMRO4@a`j&csD1ZO4>DAGzw9wwdv8V}9zjalUf4^F>SKeevd
zS9D`Y5&ifJ>8H=1H5RuFik=;#W|wiVEz<*#p<D$vRBFS;&dwfx^$F?HP+3TPLPBd-
zSIFBFj5mnnyx%V%AU!`{;1WOoSq$Dgf<SQZ;qNS)Uiw-1)Mwkk$*K6~MFV~PE1g;I
z-``hP591YwLZKELvpvNgyUuG;GP7?4CzI|)Cnnybq+vPvlzC)iq;c|nMuy)g(1v`;
zEAaLMEn!^QX=yKM*k!Kxj{yb5e?j*O{c)fl$iJdcx3$eLU-mu4)v)>T<43Tv;<(k4
zt|W<>F|x4Sd-CMTM8#*YFBRswk6sZGi4qbL`cPG6Fw6tPCPCd?`+Te|Ez@36()wc~
zxK+|}bFWxhSfqM;L#`prfq=Gc;O>rcIUy)0XrF}b?Chj3!(bY58CS&K-;?}!4_Z5U
z6VXnK=@=#8JCe)pv?e6Wnzc6tGIH5!>*-xCn!bmxC~9fBZSQ76I9WpvV6D?s%P9v(
zN4lZn=L=eENC0EkaX1De(MZ(g%a^k=GZj(Q1pVILUIpYB>eb7aygWQg`Y}Ufqdb@n
zN)eSfAqCV7D=X`StNZ9(^s!^dCJ?NWPPY>=3xL)}3=R(RUcGu>TDCKinpINsS=&(i
zwg{&GrQoE^bYR}l6&S5qZBq!l;2>E@*)$4okGFpW#3FNsKAX}{pF-ys78(~Cy9`?0
zR>$hnY}QwzQ23RXL%BXaKIQzFv|^q8-TUjmKz`CNy&I;(CUht;T&$+)$B!Qq?~8RV
zu7rl3w4c~YFV^v_!f(!vm`cFV!GN1@73*}$wI-~@2u}+7B#N1(f(Eo>{i(URxmg`s
zIJUY15*Q_#t8)?h@<4GLx~jQy%H3^Ws@|<3u1aau%sU*{issthB1pW%9UU6wqIjUh
zoBS|%>e=`u`K)a+EVfHFOTuwx1Mjw<GJfN=?CY~Emt-$iF9HIc1w>0bIjA?`#yTbC
z!4vPvH6N&#_$$fKGS|?O%22WOXmtaFciYBOEtL)3P;VCh2OgIVJ@F>GWwxwDD48~~
zOodZjJyu*ls!4)qJNkPosk{uSpwb*DX?4M!hC{K-%xHyAE^Ed;jXOkzV?-XM*Tu9V
z^S~MR!jsww#mxarmj{bW=;m&;&vG#7%pO{L-&@TZu%`)(5*y-HB4&;2k$=;6q`j**
z%H-AI0)JkwZ&ycde8R{J4HT~k^nPJ88yyeWjUZRY<T-?>OJ7f}^|;5@C_`JAb=r;-
zpYDU|o61{oq<0<5CuVlUAIJXK{N(8fc@&{#f!(EHW$oS7(=SL*UQfMu_e6`HDA=d;
zOwC8vYtP9Al6*hXB?*JR5aWR9r2G*pa>xLx)wR6hNY<i9b=X$mG4Vl&qISG*VBoFw
z7QMT_|0V~H)v|cE=n;3oUsom`;RRdWKU#qc5an=rx^$%w#ee)Qo>x#%>7U2M9j1<k
zE1@3{_bTFWQXZG<ew~oO{I_G#FY6!JflH@wJvvVFz630@Jh3{>-!YM5=rO}p@Yg@W
z+-o17e?^_`-Q9m3o0^{fXCwmGAS(VTeqmfn|B6VOT3Y`)_Wk?!e?}IS^78V(9ed0t
zeubP8Tw3yF#+aP$+}xZl>}58`@BO?KXu{pMw6z)j)?qLRx6I9X|8?yC{geMXrm9Nw
zk7M9wf4s(XGVbF4_*-`a=v=7udh}@`nqV9(lfDmm$qn|{e;rFqO#IuiPiI)7UlOw=
ztaT6UIPyTuu&O$i`4SaYk_%>_*iQ<iw>%x#$o>(c<>_Ko*#0ta!AcXe8N3D1V<yP!
zT>I%X{WXfGYTqo`Ly^JAz3@?T_vmPHrs})9AorkU<5nj+K0fZNs_=U~yt+XC_~}!w
zAXcg9Xh9>Hv6o>~wGVT&{0cdMBFaEM70fEdQl0l0>9M<YUgkexv(*0LyEqZ6XmRTA
zMJ8>*QU?umYTe*|@<tw;XM@;f(Ik4maGo`Iye<I67=HBkCp#tHu(HY#*I~D%p1*th
zw%pWTRzzq%#C>bPEE^D){EC@)&w|fRa}RWjp0yr}0g*Mx-QC^%%j;vtWj7ohg+cnG
z2Owc{-15kTq`kd;TFVt;RBaAoRsw&TxP~u9siqa}N=Qn^>+9=(AZmVUckZO7rE#j;
zxw^W3o9#(=%e*>vEyR6be{Z)DKQ;AC(rygG3U!Sf{%cqb1q8%JpD1E{{O}>A-iJ0K
zC+D(CqPV(#zj2{&Vc07Q>NJqwu^&0brRck`X1xr8-*uv1gOZYx;u9B-{qp6Dt8?}R
zZf<{@>0MJmMk2$)<d>F~CS(u^xWxf3PciGCS1td0Z1oQc%4l!Dw}#x_cCm+=>`JUG
zE?V2Wc^bMKA)S{_*Gvu-hKHYClcl8v+r~+NYTPs)JP7~EeG%rlpLmT~*fg-*z{V!8
zC0ckI^Oci}t8ocmeePF$HICyF6B8>`(JQlEVtm>#sf=A;cU{lV&3zvq&$PC)?x>=s
z#<27fJ0r*rK-@&-Fx$3_1dOd$(&X!zwRmiplRLB;25$3o8uNU%`@DTp0TKv}mR45j
zwY73<1aS>fr`h{q{4n9k{zN0H>cFxn;Zobr1g1*}$1d?QN;ca%1a@+L@)MBIdjxWa
ztce+t2O#cWOhSg^0C`auni{=~z>boa>Cn>B+Us>HSbQenQm3Gn-+9-hEBLoM6NWg-
z7{L<+<>cfv-m&<67k&Qx`H6-lCD70nyU>g5a6qG2-EhlG7M~Mego}*|nl%~GNWeO8
zfCg-}1vhncbkq`-R-i8(Cw6Q9h@zuMYbcZEL4YmAm(=|&u!_U>-M+ZpO6gcRMV8GK
z*>$N`^+*SMEP%BV9e@?e^?L!aU=Ao~3`lRY_E>w}|5G@<70*@+_+KbcXGM3mCqvY9
z3D=h2jnRP(!JBbznfI}tJAkCckLyU+4yI#_@;7H{A*;(O_i2A4QI0z#ExWad+!sP<
z?`DRzuCLp{#MB}Rfejv7YQrSEElU(Chc#nY{g5j1HIe-cp=H*;Lt846G?Y?i9inM+
zJVqga-Y=OQF?Gs5iSp#-Mh>^7lKzIr<H+So<r9nAs#FXD-xnonv)3N${N>)Q=W3}0
z%H>$929wJ`=q<-Gi(21*l2eP`=2iYnvpcjLv1Dr65Wr&o8tCrNd?cOXXZ{Ow0=@nf
zDvl*(u>B(h*R`D@S&u&T*X=cOlMjFmir--4Pu|kh>QHnCckf1!Ld>{}G@>jgXE`%9
zlK%I234PQ^6_BUpFgNZ>g8pk$J$E}0W%A}XumC~p*rKHp`WNK?9Y$}tyG#FT_g@}C
zhW&l_|DDn9zNN3v^3V3S%*=THd92|D8Rg$1!|$y4uP_~NZe_&<hr?~yhF|}V(9!Cw
zAav+V&&*i<J7fd}1^ugc)z#JiItHNezm7@4m;Z@Vz?=C4fn2+G?Vs%v-eLkXeNfYf
zjLZG_D{lXQfd4uofA+@KmK!jI|I(YY^z{FwH=CQA|GX>R&%J=ZysJQxhI4W%#bsp?
z2?+_Jw6-^Xhqks4Gys-qF)}j#3n73`{Tb0g&i|k9<24c~_0MBRW|nXKZ8rS6LXQDS
zxkWE`Jk(88K|vu5coFjSE7l{+20lF@1ESjtkYwRKfBpqnAp8$Y&svL_wx4Ur;+zV~
z{Wa6%!%06C7KSwivnsd62(sJ3H^4eq1z|VqofQ0A6%MUjHsZ{jXIM2jK6JeFGC#k9
z`+woVOdqt3Jfes+vkQt#6qg0j3S=FVXWuXwrhwf^(oT8&9t+g<49Ul%2rerfqPh|K
z9wKd^S8AQgC~V3CXJqgkru&%;tOE8$N%qX&8<7ij;t0Jf^n>tEN&Z$$*`*Z*iSxRH
z*(Fs0nJ12=Vc+_MXC(xTl=ip$-cFuuldg8B-aNy`<~eNQo)l0yGczO8&#zzU#0N6R
zK<_WJ8B&yykujDY2hN0sr9A@S7VRWhI*rdKCMG_BUEHj!9@rFkWo46@n3x)Dd}!HK
zrJNT})&v9xb2Bh7ToMqV$AI|u;lqd9)(KfzJj9fLDQr~0v-v3-z6kL90Bmb(tJ7F5
z$=XshEfUjwM_HM!CcxL1!^p^Jt^96*8E}KJ%DBf8g@}m;zllmhDk~Gy-M@$MhYufy
zef})0k|eDoz0%pKdYpzP6Xf64hINdM(|&4I!=mHkFPV;DGGey>KSuDiM<Cjs#r&Uw
z_=B#ykVG+Aug*t|%nfBZd3k3C95M;|I?tZHFNcmYO!lXtP>I1T5}eT=CT$*+h73j2
z)X0MPxjAK^qjN_@L}X%f8WW$CBrr&hVLfx^)_)1&a3?1KSUf<K-G1n4IGo976yqaO
zTvDR`_;HGhXCfc7q|=9%=(4yqtIh&)qo$#+jCy4Qp`oEk7-3I>OAnh%IXR{yq%EZ0
z*x2|M^8TQ;3*o4%+oYjxgtijpywom%nSfJ!Gc|t0sm}L){K@%yT!cZs?tbNB`2QuC
z6Hwd#e_}bTxq#~LB$)uO!};NSh228Nx*!)<A^=%_x;h%TiD9B`{8&)HkX%OC|A6Ab
zCcYrxGgu_rS6aat$yWNe<2Rw4wvgwq*L6$=OT6*_q0nxuG?u_GQtYxek<_M@r+cx9
zd_6(Ii2Sh;G3Yy_kI9~}lit5MBP-o)hL)Xv*jpodwp$JV<2~wTIZ{%?AySsy6{+DJ
zlOX=w>3Pr2;-yPcgTszP9PDsi&%Gn@l2>Bee{<-h5^w5JvX&o}-)?4%VObs-HL_2_
z*k+q3#MMm<sG$2DGCP*q@B)&A)9klu;;zODDEnRTQY)jgtsgxv+-5m9lzVeybJ^h%
zboidwp4sKS&9BcYWlE5g3=qgh<0|>s_iPP?kmM2(t3Ka0`O!C0vpg%E0#sEv<!ex+
zq|dybRLg+hZ06^Q**-^~2iBi(d~Wj^X=IHS;|hLG2Rz8RHiPMnZcJRHp1PV>h5Lny
z%30elBtHM4@yF%Rl=*=+Po<r`o7q;Y5o}yvkgf>!U8xlmm!}uz9sHZJVAU<$sF&;r
zurn0fj!5pzriaV|LrBl6PHpz8IAymI`l5)66ONLxcvmh@Tvk-ldw+l7TBNl2STVZ~
z?Gb$Q^GWktui2rWC4JC?`nSj*Qg3`4K6Ylz!+0h2kjAGX3#O%4!zfeM{rGi@ZxaYD
zTp_;LzE>WMw7FBpA#Quy5RxRC8DPv2%k=J%Fi8<KPrwQ8TFri)mi3$H>Z*@ot8uvQ
zv9;@HeQ7_}?Z`@el3W2=JPb9gKiiD5ti)C=egBa$G~VQV2p@p(Xh_s0?x}n2=uW?a
zrL!QYAY@p1-D6OcP=I9RmB`bqatD<boC*{hP}@HG7;dHe8!6dNn>l*sZTn2FFso}F
z2}~g|ln^;er+%`dGqpb3uS5}WC+D80M$4&<$tM02EB=wUb?uuqk@Q~2m+$Di>x6G3
z<~~|q3rSi0y)FL|FxqpD%+HJr_S`wZEjwQm4dJhJ5w8-5OCu_zY)@mDH73pHyB}NH
zuDqA^Lh0=o)cqBwjkQAMM^HnOm9zN=rrm>!ch{X9Gqr7F<v?arJ#fJB0zfmaJ0H)i
zJHu0p)9Rs(Sw!l3D4x^_BVV~D8t7Y$`$*0DctlN&&)++UlZ`VC^3z;ed-@VJm)fT2
zpPX#?PGvWT>Gt2WkTDYnIacZBQ7J^HahfTd!OZ?sv&6CUADg{yT3&gVaPkKKlEDT>
z%{gEx{O{0Egte~F1vQc^J8)5J%kH^zS_~{!jv?@9?*(V{55g3zIkdp%vW=h&rxtbC
zU(O`GZ9P}EJNr3MsIaJ6xj!U}G5w3kNYbo4+G)2qbpj*i743F~1LB>O3S|D*Z!CJL
zOt_P+W#tME9`Sm5+U-29yslGq&5Nggfef2J`z}MtLaFssIQ3sqD=De9kp-!05WG-k
zLnm_^pF~AB`|(a;r62$Iu2=cznE7l3IsV#yeSJL?^@=6ehTd_n<hgTCd(XJjXyABd
z+itYuTi*k16SnvMmGt3$=%Q%Wb)ZZ$pYevAwy<4zKQua^_=7qx^31qWmyxh)dwrG|
z>PE}dw!HDhaGWP!pDS>S-lHU@H~6yM5LZ938{XXASA%P4>9CUH%X=5F++iU;Iks3s
zyIh9Vy}XOxzoG9GbwBMBx`}RKwg%qK>p&C?np(0}aJA@i5=4EaRIAR#padDus;ZMD
zY4-k9G+GWfyL%35$}bF3F?FIu0n4SgRM1f8X{)wdV;9ay^5p{`iUk>%HiKEEg{6B}
z9mnu1KC-`^(AjD3y7k41AV9F=5h;Uz8>oLdSL*1)#Jy6XVcbyJuuId|(|1Fn&!^7{
zNb|p*41TG*0a&%dQ17nno{te~v*fF73ra$oS|?L_%!;hY!QeZa+vaOnz3_X-()$4l
zLlJcr;y^&5tgS<J#8n>^L_UGx@e+Q^NrpNRgF|K8PaHfSi2B|=D6g1>$u)WX`<%3#
z9IDpj)WJ+=-C|>&weAWlZiU|5YhiEO6S8vrXt(IG^tNB~IMaI_`-J{@JTP#lPM>}`
z)zuwdfV+>dp=u;|>rMZx#4HNq;o+&={>jv6wWSr>Gbdricpf%IT}qS=YZJEO1`>@_
zl1(DRBIx{DlcMnZf$_M;bWT@ivNAXml2T<wr;P%^1^Yxzl)0RpMZ?R~t(187OiZG;
z@o&FBia#gTvWmbuj<x1kB@FRZwfs~fTYy>(aQu0T$5#uic~ka&1f7}3$a^L6HGiZN
z=u~xj@*ws)@&yTGgN8Uj*RGvv9TFeMwk;q-c09KI)s5#tGQ5<H(tPSpYEWp&J)jj+
z3=wl+z#+(q?`=@%sW*D&mu`}E@oo2F<n8SB84Pj#QwCqxP*s33Mx82(KKAFVP4WBs
z_3j0)`0AfJs<N1VU(Pw0V|ZiFXQAn(rR7Wha;2sr_HZ)h^Hy<(j|_3QYZ$GbGhD!d
zRm3as)92asr&EO^wY!0OAS-!}gg6qGmY2e1sRdyzS@Um2nds+l!V|^r4Wa~@7zHv*
z2Ru@uX?~Q3o?^UcrSto;@hvSaa_eN8&c$(P=~C6@10;xRNJ-@cG4=sz8Sd`xDsRPB
zUHTSg#48)3%r`hR6h?qRaUL`!&z*X7ZoV?#@x3~S)#835I`4E<@vAPyVbhl{UxpGO
zi+lwcUGPZ1WQHy#gf6A$IT4tNWGp}V56w|yl=0WwI&F}{7kTRzT#z<#IAYY4PR&ou
z&H79bwA4y-3q|+E-NM|Lwgj$gu3;;}7!+0%O>#JpRc^=-^Edl8U-Qz~u^(GI8vT}&
zCBA4P)MQI9wak!Cp7mC28=U?9uDVk}#OL2DbyFEYXiV~Pw<NSb`x?4D@<Gvv;T%M+
zfY`^k)KYud_u8LL2MYm00IWF%bIWtbGTYo7+~Fj#dOdPVOhYZV1EWiN4yUZSwe_v_
zJ@b{tGzQO>v$BqBVlB-hP6$eTxrT9U!Fe~5pue^jcbYvJE_-K%y}*ZgVnG$#6)a|h
zjtE(zP`!Lzi^RMkH|WHlV*+^>wC9Gn`C=QtWpT5$x8qIwrL&X3XU;-g!p7@Ut+%Ub
zN1w61|1z(5e8V}Nxzk_xIr^)3ZSK0HrS%d=`c>mT#kaqguQ5;$Z&%0U1ISY>phj?S
zlepQ^U;pDfLW$f}eS<@==W@Kd!|T8=zB<f|hr<g<(uL7BoZICF^#V_}d}roevkg>M
z12c>zMg6nrC9v7ar;*y>*Qd|0v#TW~B}K-^-?gx?0D3G?NzEI4PXU!&0T5{?;09M$
zRt~TnqRJAy+P(FV|Jk#`N3$85BUN7d1ag;(fzAD(_%b2(l(6G+>83WC#Cddqe9Zss
zWpj`e*#JQ4fubS>QMEPgOuQ2n73E<FM5xg$N_O}A`d*{e9vjIA1f}6-V8wmEQ(9kZ
zpGtG^`Fxpw(bxHwwvIQp5^&#<^lO&ruVJ-PcS9b4?Sk>e?;eDcuHrGtS-_O{j{eFc
zxpc*#G$O@BRaMOq4U*WM1Tk2qW2b~qe$BpXkCjX7#hC8l3P-g8tD}Qo+uIwIAOG0J
zO$;uhYnZ$I&pM8sU$I4TUsdzz?dws9qqL;%G5rk^QgcW@<>dtdBBu%rx3d-P0|PpV
zqeUjl$z>8m+n`P4OW48wUa{qmOO=a7ZJI;2-ok|@UeqR$EEnP0X4f{U2q6&>8eKiL
zdep_tV8*U2!edief!?eEkjWb#A9lDza#!cFAw!ASGJbOCo!fFn8c#-g`m1FWwliXx
zbVk0ukIZLbetvQL%43eVCkhX2RnuK3vpClde$b`!wU73m4|y_$s(=tg7eb$C9l7Sv
zr$`I{x9>v+je$FQgD88q3D#VpIR}!xS#PKqz5&OED$w=plFM}dNq?_D`Eul1(x-}w
zI0Avtz#J&_Lk>tpAkVCBVUaB^Ydb8y7E4V{Jy8mz<}6kzXWvl;;B)}x2Sn>07FZEA
zK}EuGRhe27kQYwFg#*pOudSRig6K&H8qzG#wWpSs1=y74rUQR7Uu)pa*Hl-R2aK8<
z7=Gi$?bFHy7#e^<=(>3~$JdS}L)}2y=<x+Wef`i6lWqnii!q?<>gvwW({m?DDc`$y
zX6P%fL)?fhW&n*ASdJ(|0QC&IU@s~n(o^?}vJrnLf?HinD_Z;<4+n?0@zbYn&aA8X
zuGL*c|9=v8hBO)0)fKQ}1-u3maCa%K2M;*+G1pRo*OwE<#uOSEd7<=wNeNdAHWer!
z5E85s4zGbRqCwPVq_PA<<@=lPc07GxWog;4(AFgag&Gu7bxQH_`hrS^hUXQ~RSyUB
zaDvDmqBX<WYC|MaHgBZ=-AaKH?P(hYodNG(x^<6mC)o%dZ=Y#B+nvg(hc<00kf@<|
zXM|lgvmP<UuSKDnf8~P(QyURH7cTfVt2b%bBR|=Gc1P~)xY~!Fm4#ni0V5GmnmsIt
z>F{D0Hib${H`qupWOS^L`h<(ou8d(?Z3^M&VTy_lUPQ?8Ao>Fs|A$PYZ{KEf`7~VD
zX^tH`#WPLCSq8GgQP=AGY@)F<OFxltm|DX0iAWS4_Tqm^3wK2r8KIOC2i%UBwXD3z
zat#?n;rEpLa7U|Q)6lpBEj&VE0{T)|b6tkm<V)90wUtu@CP$@{$&p~dYLptNQ-bdg
zrgBN>l;7<>Miau^&y(za!*Qm4uEKqvfKRIf)i4Y^!={797EXOSW<9{{)$2F_%>PR8
zVSAsW5zO^+t`Pj2DaAUkb7L+9pLQ=7Q(RdA?pux5rT0K5`X*I&&;IA+ISE)2rQLA&
zN_KV0tLkcu{#`Z}IakxE+#n!H!5Bey+>f(A?73fl6J%YCd_TI#d1)}It^Do`7TC;}
zu%d*ZPw=qj(eg)LCH!94F}XZ7h~?xDel6>TeTwqhPV9bbL*sxScN4A9uoFmJx@P8(
zhOV8tT2QkuS+%z{l(xG8ui1S!`*J${<p7Y!&DSOxq5a7~w5wYGdU<2qhuz<HhDd`A
zYTPRx9DTWOhbtfOh_?5h*ON5A?MwSkR{DEth{*;jicCK6DoyvS4l^}~2pm8Iw<@U8
z3Vh=-6{ghS2}g_VkHAMaS<Zc#6v=fX?61ev_}bGEWLMlUYiIR=#cRc@pU7<O?7Jpq
z+fj={dI`wp^Bu`dN<eC&@sLi(yt5QJe;v1o9Yq;3Laox}0jLG;m;rEAe$_qJjVD2r
z8|xRk-AO0MUKE;cX?Tj9)fDmH^z@P{+~uHD5^_a9O(Sa=X^gXE8v3wdC)`Nk7V)18
z4UnIhsZ~;li~F_<|IuK+jxAm(f(gwmjnCh>6E@QIr2j?wdo#tZLG$0}KqVHjoDX8D
zZj8Yl6hlP+-osZX5Lvh2?0ZN(40*~49p*y-cg#fQg0SoEqm|K(Q%@!!Cq-I9;dh-<
zw!O+aV_rv`x8fppg~%M_6jW?jH(IxrTeV<K-vvcCA*NA3{3}REAaawWp*)u8Vv7jq
z^6`5w&2EUL!-Q$oZ(30{QXqOO0QH0BpFr@u-U*LMpb{y4{%!vw#kb3hMWUyPQMaBn
z)a+x@wWn_%8NZ1!(TKi5GE1wrYNN=`ny`(JztcmLyrWQxGB8NwLwu@PhLg30mV^;e
z9}~UzW$pYk3hZiwDC5TCg-v6*I-eWDZBf;1a<H#VzNQZ}M{es;(FVMd{T{oc(1bb=
zqq$#0`LZRvME%$KAtY1BVi9L)4O0^OO{W^uVU=^-h3B?Gu~+|Rb75~CzNZJB$|o{f
zAcA>f&E1m__*^;VNl0xZ<qH;Rm-|<mn|KWUmx|g1(m}3|NyPF@)#?|jEl=^QyoTeA
z_qJ2WGax9_2Z8e;g39Q-v}5R3&%dLyyA1M*p4prsVuH8i94j-R?oDmZ|8o9GG6&iH
z?WdJEv|Ba`rJp;u3rzOiph)bN*WQBB(wZH|3t&4Eicmp3bo!A0hO}zLyy?T$AM8fa
zsL5AVtzErQgOZiJnETMVuq!&u<Y11cj6bjo3kx&m0Nxo#K7RhZF4!}oKwVqA3|oOv
zQ}00idr!&8IIlJ*+P`Z2NN*W&5oSmh3nx2BG~%K;a))iWO8Jr6v(`ag;-sRcl0%oc
zZT`@X$jUOS=^vjc`1Glpjh6EC>YBP4=`*PK@J~fRfXqvGwM$V5v8xQ;aVG8@x3A0v
z-P2(vV%(G`BrTL~ki_8edY=UDPf=1|KUDSJcuGOp{o%v1#l7#`8tA8Bk>1@zaQOat
z%46o-Bc$;}lNDch*`q7X9eY`4<JQ?67v(||{ar0BRxVV9@mX=n{W(8tUjT%}yL%rB
zV1I8x6OCe@^U1Sgcg|NYPqfTKr=Pc+fz(nE>1<EW;O5)xx!%C#Y$Ma);1mc<tfTa1
zCJIS=WNw+f{rmXqZXpw!BZv6kCHVG$J?)QvB&~n4m$2awT6SPvi~DuoWVl_CNgn*L
z9mt+!sCh2zGkvr*&wvPuN%EY()oT;RzjBawG_8hBZlI`7>Q7Eh!ZMZfw94yqI2TBO
zd}23YSlypj{0OUaorFNLsFLrd_(evZ$&SF7e68-77l0Jp_WS1Q_`Xf5q5l;HrE6H@
zH;<H{q?YIs^dWHPy>uyD5}%CCnKRcwitBFXrpoKWf+G=Fl)rUZr!!ewY)R5#;}1E#
z+66&Xe3V}8cY`lzGb|mnKWmq|IP-|)QDy;|{Iho5u3tNe`9bTEOs66fvY`Bu^a!mL
zi3^@dP_5mOnxdJ!4aoA30ex>F(>$}o5l{?a<F{E)aLCE7&UnR1fLc5l=J-a&h-G8_
zVF00@Uz9t^__^;tx&koT#)#qzoTCB`1l9bAiWIRi&AL4U<;&SThWkyqn}_^C$`Ys}
z>{}0KEpY|yic0u^gU?QyhkQ{pGO@9za`CRE<-+?|4nZb2>mp-lsL0CH(@6+!c2@4B
z&gZ_%hk8a4&G5b}9MLuGg)+@EY>9`jKhB`MFH4@1tFv(SkT8JEgmR4gO)H;Sl4siQ
zZ-pnd#EL1)ICI?gG<o%NFQ2l=G*A1_o|FD;4XJqeeXvJitqy(tQW4VZILqbs(TE#+
z(jVGx6yrFWNJt?k&JdX`D2jAyEf^T`SZ!`h|MI+KSGx~&wzZk&$Uu6;NUe}rp3>oH
z(y)kgJX~jeXHYDV<%U}c3>$whRx~}*|AIqDQsU&TncPic4E`k@H1wqJ=+<oBBZ^~v
z`_zCz`ANnRbY@Vy@h2s7?y)1iO*(Z$4x>Xk5~&=862gtXx$~s*(XRFuYFF~Kcv+g^
zmHI4^xX*oDzlLgO_dTh`IWb$7)-T3|1Q;Qi27d508V*A-9mS!Xopg9{_h0oTa6RvH
zJrq_r`T14ir>H(MefW^+H*An-F}QmF8&}-=au98~dgiO1dUx-?bdfYMRm2TRyB`a*
zb9bnISQdriWx5*+Q*tLEkgA(R@0G7_s4ZbMP<>~3@3J1+18+o|vITbVq!RQY?_b^A
zjN-)4zt#H6E5YfRbWJF5<8CxcP2_BQHF3us$e1hrTl<!-t{6^);ZBF~oXlwvq1pgq
z^IbZIDSqdgvgb~I*Wz@;p;lGD0{A6JjG&R~+S;0N*a|Q>Y0#`sBT|+t7X<tR11|uB
z0~0V6<>{8(Em<PRJ_z3bF*(&`I<dHTD?J#j_!vCkw;T81{|ogSAzN~@0_KYV!RlCl
zfB#ufNSK<K$l|)U*>3@CiXUN8Cx(GFl$u>z*^Or}R{O_iLPAn&C@wp&r`4asv_)5q
z_)6~_uf-&LCE3>OIqQCUOcKN-;&14&`EY$}D^m>ZlHRp|ody&lGwQPTHwjE4mn#jZ
ziEvjJf9d&9(+QWzIM9Xv0c1i2p#Kr4F78gjvlh1$x*Jwi+@BbW`sj!;`Xy<o8}`3(
zJv^wkwV3~&ZOmW?N&_FABlz(orF5z;X&>?4x9<_??WvJwct?C>xsW4h4MQaZ1Nx5A
z`V%?}f8Y-T6<sX@1ODS;0#mtb_{GIV8Q5p915ctwam22k+IX0q_UJwUUuwX4V=U%i
zq^qabct>5^=h{t6M^GQ$``KbMBuHWe>6OJZhnqFhS!eT2O|71qo4KcA^RBq2GVJu1
zVhN`H!~50OXb?Huqethewg#<$`}hVOkLvrPA|cnAII|soNQ{8NT~LoIF}`jyR2mi%
zLQ6~qZ!HZeb#!!0VK7QJ-=0VvLBazT8X6n@nt^p`N$0I^Kqqi7+v~|dOqzpPC*VCj
zJ;n(j7Bu3)9)3+LjOsV*YmWGX^`)2$M<77D)83n^;CX9EI?IWAtl`>s%C9{zX^OY-
zSF2)AJcXxDY**^PfBp9DH&EZnD<-C`4+k2=gexF>Y4GPjFquF&j<bUL_@XIH=V>~+
z#?nj3N88>kY%#5kBBOt}e;ZcbQZp;6sHixtj>+45etUl>GAc@epPwJpxyuz67DmR!
z@p(2Q=kOBNBb5&mF{p}K%n%kku{&5|6|>Dc8XOfF>3e|a_mr1^(URapapB@cKbr?Y
z4eVn4eC=tI@6ZoWQEV-t;h7&udv0O~>v7GK|7%;@9GJ3GGc(+!cLrqkNhelT)DQ>+
z6aj1F&sZO%cW~sEw7PvYBP%Pwxeh@|Ec5;l_=g3!>a|AZy;B7UB_*G7w$ZY1_>CJc
zT?~C_SWjc{mB8O{20HoT#fypmiSXrN*+4<3IW2HeaKb$GJz41K=(q;oJWt@ia^*cB
zd_a^x4Gh2u%>xequ_?)%3xKs%@Y+Nl$V8$LE|jurwgFYx8POIS#nuF)r~3{qJQ*FA
z5I(P8`$nvj+uw?%UAmN$6~$cETl}bNa_|bKW2g|mf=&``W8_6(_Z&<K)1lazE0LmY
zD<lNTRkwg|rfOTj1^k!vrX2_H04KYG%%=SUG36`lot%Rn<=PgOYuyF*V8XVd2S|E~
zcvf8wVbxCg;nt8ne>8(tGCbl<&XIRxtJ}1}v@@~7W~yD&SWFiK^$gfO#K%RY(IL#u
zK)vX894H(0Bz{gH&LwO|mlsvQCg*v+LVcB;LY$4^17XHQ6Sl8^Te*5r8N>a$+pR1k
z9L)$_dEvU)2HohJ;jF|jy0|WCr;7|we14Y40HRSFD9cejQxTl2>?A@F8X)plmM7g=
zAm~0usom)gCHHb1hrv9~dIi=X>{9x8?#BdI!+$>0u*EHpTKJuRc0{quEv2c+DTJ*3
z`|9n-e_s665ps@6zQ-<1G2p57oRasK;WcyypWHRC0;!6P-w;)f*&(<sa~hW0rScN0
z@iWZ!Cy%n9A>C<2$_IV~sKj$%6x!{jn|3Y9Ck!jY%GdJ(szeGmFXr^sDe9vlZeHQn
zy!#E^^3GAM5z~iz%P1HDl!h-zTz%bawJPIDzEWvW<thT0nuoD8Nr=Rl@#+gow(ehv
z%yT!=2Myg{#}7&I0q7OZNoYA5n24J@cY5(A&=5682jwfyQbQwd=CoeXSs<cr4q%%?
z?k*!6AsTF1&97t-p_#wLranCwE8GJOB>=_Aw=PfGdn46{?KBw-xVv6G2n5N<`J|B=
z6zQ8&=Ok8o>k52|1nf)))KyCBeqUFe<Y<c7*LijfwOG@(?B_cYqBM5>BsM&+DInd#
zM9))FaFeekldfA|Jd~$SoIFJxTdMGNY}wu$No(FqW}cb5d8kjnRySKY;Hv?cqUE;N
zaV+*i`c+GG>21H|Ws-K8M}mD;S_yGQePoAt$vq|Hl+D*A0Z5l{%Z8w0*ARWrD->@_
z^E+ZX)Z>HUX0w<^A8>d7nUVRjbK91yLu{*N&8sPXzTOux<gcx94#4)4{LW+vd{)pu
z5Ie~D91+ZZdR;p2wuwj1Bbc*sVqxaaRb#Z7@ghhEAn*Q=J=tKbV@3TN<h*8DU>QvK
zwi_dPAy#@MP^2UD6t=Yab+_(4@~5S_C5Q6xO9nQv_#g_s{f>BIgBKk5DC+M&2UF*t
zCh%M39fIJaG&G``>+aVrbjP3E3_cJBH@*Zg8-T6ZZ8st_)+=jG+jOlC(HJm<o`@op
zrf~t7chTR!;i{1kQ~I<`mtpO_C@MK&)4Yp^;{`s?0fd{H#e!1@$<Qm0SWGOhE4B@>
zH8mZvEaLP95cu?;AQO_M4oMO@gTw{iXv=;KlKX$=YkID>ij_V8mj6`Y)_gaI5GU8P
z&5A*7qlk*;(D(eo$@ptl{D<B6kh5T@)_+v!Zt#7#tT&uw(tM&V34txQ5ktx;Wm1jg
z@ESwp!$g{<Kpm@Nzef^$8{^G+_yLnWA-QMWx!v~hW)n%gh*jQiP-S;q4+mE}2$yV#
zMS68uFBTq4g-02)fE=m_m}-9CziZaFACzGqtv#M1lM4(ls|pIBUK|MOvXaQD%hj<W
zKfI5k;@k7#m@lb$p98+^L0y|77{k=pof`xmgRC%MN$EhMc*xfKw^Q7Zu1Y3Jen!Dd
z`y%VxvY_iQlqvRSESSl23L^y>>A<^u_@MFUuA7IR505d~mrb8qIvO#FY_`oj%cefP
z)}B~Ge~5QMe;F-7UuhxNZlHsO@IS4xv}jWR&?P-Y`%t&7Ss6U*MWyV#^nfn}X`*_>
z7<X#jInvMml`jq*!(y8TQno&_Nq;#FviDQ>XVtFQkFm*v_Ri7XAVtOPfaKoeKjz4f
zK)R)fV+Cps8O;gFg<!NV!j$6ECTt&nHp>$|oGTzYSF#_(sHX)U2yc;aD7NTTk;$_d
zLE@oSC5P`=++{T-KLQiQ<w7v>Euf^P64?SHGqq$M;p4;}m!P4pR?-ptF0*k_C+GKS
z@s8*`V0gXeb^0h4`+oZ|Y@$)Fl;J6Og%H3(8bCGv2}g+UiH)SPdsq@qtLKNeYWe#0
zo6Y*tI|Jim;*2u~!oWJ$LFt?O<1pWvmeII|EgZ0fAy`X_;p*No%ol;Mb7CX0OgEEd
zfn?ZY?1Okqv-%$;D1W3Cj~sC-==!KM<R7wek7IH1N;ARBwNsDZz79=HTQ0q$w+{_T
z=lIJ*_yz_2uvur+B2T$OysnE7EQ6st4EZALS6#~=7ky@GIxmC>XuL5L%zE*X2FZth
z)DKaK>Rl0)%MQaYI9hZK{#?4Gk0k8g$6cD&ZT&Ie*Q7|v$$W?Q$haZ8Qy`!(fee!J
ztIPp7wGFrnSoWk`?I4H>WayQR__9H;-?st}36rjr`DmS_k2FP*7Q^9$0iRAW;I3Kv
znP2BuxW2gm!x3%iXz!eMr`eh8AXa-Rv{~*~4d5S1cY6T$4A@C>&m1f2wnFR1CY|Bl
zH%c~`3*A-vPph%mooMH;65p%z?80wRde^RHhRg~;@Q;(zRcw4IA@`0EQ)R$OU#aYA
zHm5!@NoxEO#S3<<XKBr-lGAikDqLUo8my|Wm3>{th5Y4>ae^=Oz+2lS_tgpzR&!s%
zMykB6a06aqSO40b%uMc)i!}yuke#2;>V$fpqIKi#b0Nc_8g~Ezb*_T_QJN`V^eaU+
zvFZsvx^!1XC8M~wm}F!bXjNx~_q*bRo5zQamSQ)5^fMu)d4_|ZYSgxf@2kNORyO+W
z986P7iqH93p_KbSss6Y%hdN0)knVJg%}+srgNSIc2Ni}H!29^XWV#jJf9CAjp5*-v
zo_JB4cuQcUWE8cI%};BS(Nqeud1oA4K0fYwfw^ir&u8v&<SY5U0lfL+Kc6%0e@}$r
zM8TIsoa(8?y2CFjn}h7ZM_a+fYVduRIS1TI`A<1@mKH@AV!?{#@f(8`2Av!#u%iL%
zr8VGcpxC1qe0RxJz|q;69#dvL@NH#jf2Y6Z0U#B`Z}()m2ZB`N#~knxh9fhXXS^dO
zrkD>XJ)~eRA0Dk2q<jqX|Hyob4if8sdG6lx=OwcpRJ63<gC{bhqdkVQdmD6n7}<kV
z;3B1&y%sHCaLM(!8>miX#&2)?T9E$_Ohg?NX+%Xw`(r1Yg3^IZXlZVKvJ5yT#X*JQ
zO@hGRYbj14vn$4?3WGpZ5`CjUfWQCgn5EGgqeL}TReHKaw%>&myptSUoSY5i44(f}
z6~%o}l|#*R-51pRH9l7gJa;}{`{Bcj#}`^7cmgmTag>yl0i5y4hj}QME8HvLFc^#h
z*E)nU>q<%*xhj2bm-xXB0`c1*moEqC>gw|TnTVpd!4$qr{Lz=E*NEs$Fw(1r$_iEs
zPU}H`a}sg6U!274O+<KjgD4*Yi^T*E#9n*aump-36iO5MWVPuT8To9xaE;%n78(y^
zI(&G!(haR6iadt5fS%7MC|JM)V++2op}}Qn<e3j@k<tw8(DL%~kr5GG`E5(%fW&|_
zSHho_6Z7Q1DkoN6zdo{tqG6T1(20Fsp@NM``?GGMscJaU27#y$@A_*BN<w=YAIL6i
zSnLD7iDWM!o4;O0_g^{5|5TLd*%5`RFiTG6DN_&=E1O(D<RzX)V-ep>qfj?*+-SIi
zfQ^Z^6_g3-H&p(mdV((u9jV@T8<ww{rG!c15t<bA{crV&82s};YbHj0g<7$o8c`fp
zt)^6?w7M%&lTW}6BRjsXvehM%+(q*M%7P_qn<7GhO<)leJ@&KxQCHzSds~%0|FqL<
z=F4L79SLH+z@X?RP;;=qYXPPtlv=JXD44kiK;L`B?+wKK`cBph;I}U7Y93<<Q9CZ+
zuzi?`dfV~;dONSMruJ^#2M}0bK@<fA0YyN%6zN?o^d+b$ND-tc(vcFnh;$G^x>N;0
ziWI2<MCrW<NJ;3ulh8}f2(E80_dXZ<;yll}$_30hGn1Kr8RLC_uhkc%^`|1AHtn)V
zr}pKgdXu-gzDt#~itmaO_IB&{am7{}ozPUkVJtEnO4a}Hj0Zfr)yrBoNZRsF+`~u%
z`JTo#feVY-8YK3Ji<5FG+A^t62jj7CB{0oa3)U>Ypa0#FO5&XyEK6{}hXmoG^0&Hm
zFi6|Zh9#-vI!DcGl&)@g{vJwiYanbL`5o`&>XsKx3oLO?Vtb`tQZDUG@;+EfxUWXw
z>zD!bZOnA3pF}h!$f&zYCBk}#R<!iuMQI_S8s7m49-NWhwJ~BucZabfxjK=c$AK%q
z<;!|eZk-~P1>fo49j+QnL&oOxpusP7yHgLBo8@Gj;zRVVVDYMNtVvHwO=XMF1|Lh^
zmpL17PmY(~ZmPWTpE*$xiRcHUmU6rFF1OTL1B;>c<;@9bWjIQazqXF55_m%wl##28
z)izt4`H;1?l=`i{-oeA>O_<(VZ|c$TvSF=WW39h+>SJ;#U;cByKS>&vDt9ey=9;03
zpoSa-vq-a?4(Z1CTN1O?mEP-P*JWS}VCaofypL?u31zFNO1UaSm6>Jr5z4gjHhj$g
z8RMy#8$#2yI=YvJZTP(mDajtrvRX;mzOYIA%zh&<QATAsA#zmZ&*^`}+Yx7QtMSe%
zev8i85kJRaRZ-@kvFREvGj;FI>}Z-`8Q<@3{kJ@=Ng-K#@Xi35L{x8#L>3oOtOwn*
zZZV4Lnt~K})M5*g=#O<ncV?#5$F3i(H7@R&hQx&!hK^q^!pmKVWCk2O#l_qA450QX
zMW{WFum%<u6%@K`S{X+3ZM&3(wcy?qV{`??<H?-MJCn=K4n$}fWB32t`@W}*vqdy)
z(UroRX0@uoTE9phR+-_Akhxvp_TQ#k3S)i;DIB6n5}%l`Cj4@q%`umukhlCT=e+jw
zGOB-Xt~x@zoV)OIIwGQq{3ID0|ByO2MZ@Cw_#*j9dc^IcgatuMG=D5xqSixom=Y)E
zN0lfZS6-IL#tIwqjRfE{=H~L_Hx~c6f7KORcVsl4k5%0BQT*h4gf^cued8oY*u?ax
z602_<Xjo&rE2aKi84L_)yD=aPU#@x}8wPKq(7Lltt9QnxqeLbW|NEJpkjS|wq$lly
z@ZI88soPc9*J0&>g8R@;x=${4;ok+>OSZS+;n$Qai%Q?GanjeckE?W%d@{z|q=6-j
zNPLeJKTdPlII;JE?7yFb+-aBuyScZ~<Yg{+c;pDX@fO);RPY=Kn#P!uv+~7v#IYlu
zR=)qPd!p6am-NGN2VNF0-K1thu&+U`x-0EFApS*?0nu=Xh!7CaAm{RoPDlI{uwp4+
zAG(+lRZ^1XfBys3!tG~&ULD9vv64BphI!gVH4NmQW--N`+fF52OuR}bW$;E8($|U{
z;@5=#yhTb%N+IW=lvp<LuAgd4Ic-7$U5PF7pHarv=!pmXdWB`l?=V{#D-nHvEC5w*
z^zTcUSbJU}CQ|bmY)mu>fwP-;yNg?Yphzb2934G<QivakGYg)^3$|~`@L(fr&lp{L
zD*v4MTA@P+lk_iGOYbwC{O1RJsE!1`!K3hc^c`f4{W!j`MdvK^t8t<8b>WHWTp-2y
zNZUKH;iCKJt=<Z;r!{;==(f0#&#Q`&2Ay?o78S#3R;g0URORO-4WE(!b8QcJyo`hB
z7~`)$`;C*WJ*WbXUG3{K)1Kf-ZLU-3I-ZgDB=01;*pU5RZ*jc!g+DKJnoXs{`k+b<
zXfO&UDK{|rNRTEHgs(lvEeg$Qb52M4U;lS;ER+XU=N_i+7A{Y-u;MI9^rM-N^Y!7-
zP~MNwSLNHY-gElnd8wvxBAy94Wygph-iSImb<3k7f45<dwr{dK&>VYG5J5*t=*2+A
zIy2PqOOX%fyiQ|nzhVoKneek|3o<SBfMjxB)l)Ju#cWY}+I_l5{<A}}`MT<WFs&KZ
zN8b~Tz*L2Wxlc?k$(y7)U`$rakG}TDC+_gZCG1xM2XTG;<uwea9YIuYK#v189+V%2
zVi5!J<sLn4gU@e_>_<7|(tN)$qN%^!g$!3A1xwtaG?4?xK=k}OiR`ykcMmz@{q0}2
zHe4IRo%@LkDUlm$3RH+PA5f$6gITDD@iP>_@|)&s+E1$>5q`1GaXq@-r)T)0LNA-L
zr-T+=NYbxD#lV8|D~5ZPU?2LeGX;F!v(Vbl9)+NMWVR9sIJ&_ms3B-2SZ*=!H*&4Z
zjB@owI(+$N8-X&Njt|M<;EaC{R#goqgQ9>4QQ=wVINf;Dqi$~PLa_`oeqcM8Y1<T-
z3FFKERQXYNUNxNHtNy)ND=8^4vqtzi*W)u{iu-MPsfiMB2aBei7p9M&iK;007|n~c
zWO1t~f7GH#vC&HZ(;GE8`lPy?8uTT1WMvUhXEszKqEK}~UU<i7nYL-E`qA$6br`&_
z#(-3EX7t^|yLY=Uw<U^5Mi2!5wWPad6;BZcV`WFAU<;1J+23PK&#b&h<AItMVXbpL
zE&KVsNPP5qVa?w=OBk#f*divD##EqhIWtBp+<E%*M(1dqu!6(ujw0Ci9>N4VdwM=L
zjW2L7V)o<crj!p7ET7zeHhJ95v~`|**m2bw&hymXQr=JW%IsIw-C0z6UpLm=Hsi!N
ziN)(8pxW?I5sCpF9e=|+G2Pb>S3_hwV64}&d|&T$l^3fei_og1b>2B3NR{!A;@Byx
zVR%hFSx7WcRQBe#FCA2<cb(%GZ=gv>UWsBE5h*4Z>$$A$+qhYl?=zpv+dmS-@;~I=
zX3R7tr1o`Byf3i7Ahm5Fe6RN_a}$yLAZ%R^i2@30Y9T+EytNGfb|6v@5pg8?a1&#V
zd<eGZPGcBM)+?qv?X*HazPhT<Z_)CZ{^-n5dT;kwyMv~?F^QoRX`uzw3Y=$(5RWQd
z#cJ#8K@Y$V96k+LyjS(P5gJ#ZI3noNY+|8BpqNWF^<`I<2Q=_^2!#uZYU-#Y^&H+d
z+@OCaZXd1%iuKN#61fz#`<wepf(gU7v6$Pb>tgSI_V~;iA!OHxt!o3$6atkK32a&p
z78Y-U=T6YHZNaf_^EkaQLB05Ne`meWxcO{=zkjkaZ|SS1rlz~Y4s_9=G?0+YEd0LI
z7@B^JfB8tqv#H~zk=Hi=(v#$jm)=MB<5u5m*0v8l-~Kd8YLymfxU$%KBl_<$+JElR
zmQi+THBQo5paR#WEOqOG%^gSZ>2-KhNjo(SIyyK6B*<3ogD6SO*{y}-Qzd~^(~*o0
zpAe_qj9>AcHY&K)**bmfqM#=H?mT+I4uji>ytH$r;_d>YiS!aLZl1#XDdwlsdB!Ev
zonM`VN3G{^lQUv)V89G2h=w9L-wB$^X-tKe8TiaMHa6VJKNl4h1z2aRC*@>ja{6LC
zZkf^=(>O9A1f2a!;kOkgBFZ-Z%fN~-k`_)T2bwkJ-V7wUd45oQwnATN<}EzjU-1L-
z`iq>j-A&O1h!WXg$=fy%T?R6uR#sNVd8e@e5+o@LC1-T<Oi4)z;kuN~qgxgc$^Fpw
z`{e(Q$vG|c_T$HoV|#xZ0!v+7|En+7A3ru`Xd}(a>I3agh3ZBldSC|e1nAZcHb<=%
zbN$1}NrJuU+w$^qCkEq3MhXf?ws&>{>Wx`$g?tDIpcHrAx>{OR)>Y$wy7on>T@+RS
zG^XPZD}NjtZSPQbQ+u2s)&H~rel(4AY_zj!{k;QaTrDR6!M?*DbjfF#T{Tt#tmQwu
zx-M1L*3{K$5a>7;LKi2Ri!ITdZFZQwfwjeL=T*1Gfv?JYAy)NDN=h|&Nrt4PB-sh*
zPO2&@DjLRt<Zs)qZa384k3$%Rj?c(>!nByVb}DAg&KR^fV;ipeLHdDfYqsKm`Y0_e
zg>D*n02w_<nwy*F8{>RgR?dIe0~h~f<DF92jqcT6KX;{d(Q7#zJB9A}UwUKu0l-nN
z#g40-+q`P?8r2%4Z|BalC4jl#_N%N_ds^zy{CA$7{sv~RWKT56WuR2|L2*AwJ;6=K
z4z}Lap?4^9Dn{-BHhe<xIl-HIy4G>)D=R09@393>3O9Q&DPcfPe5yTs&~O=5dfYbd
z&e~L8^f2w#f6;L?F!Uv@Ya%AbC4MjBCQ;538%yZHZWA#QR;x<=wxB9zTTHx9m&vx2
zr#`vygT~+7o3dZKQe)qvuf)E)8c?a!oZPdkW42o@JfQ9LAf8w<e)e_7b+Zq<k14S>
zVW5Zn4?-tiWO#bE@)or1tm-XZV}-FUN2)4+Z%_xZ<Kt47I;J-Lyna$ENeK1u8dzrS
zRp&cnO=87gJZqmM*w!ovxL~Rr89<_4mI4iy;Ung%m<^xdt6LvNM6SAD%%h2yJiuyR
zlsZ_~i<Q0<fq8WG#(XQ$mvZl~t+?vmQ#)5HA~@&EhufW6Mo52LpMCvPG&X_eCU4sm
z<1VGa-4`Z9q%Ff!+w|dU!5Y=m+d7Mlk|2ssLF@tUc9-XXZd2`dhpg-K=#^O?-&*{y
z{m*KcB=_DhBE7<yx70YSH*MEv5w(+CK`VXR>tgrp2PFp01~lhuE_a`K+s@$!Zg=n?
zzj5TS(OQRYtqbpXj)t@qn&lV$=8n|C);JE@S^i579U_>D(JMn4@AZD_BGL@^5`SRH
zED9X#Y|@m&S!OE+HJ<J#@+L{N(JOhQ(4SC6H@F2IH^S#<@EA1P3BR{CoaYWfTR}um
zBuQKLwy`%Z)*CSpK*e>JxF39x-Af2vm_*k|MutkQ|J1}md#wY&M0|DEu8gxdEf6Pu
zdsNU!d-s}#su8_&iFkK(^^_iwf>-};YuL4R$L$VdmZzPyKc229T*nRTD_zN+xtfj9
zyr`B3#x1vJ+`3Zyv9NN#O$N3$`pcY%+=>lte&)zPao#B>&&!(&9OSQ8l5`p4vz#X1
zY1NE0{{}>lIv-(jS>W#}W>U-El#|~0fIA2dq`2&;g??eH93?WtXRa<nTV^|CVAGWS
zDSfjzvLpQ*`KJl%@CVP9N|)^vaz|m!ni4hCfPFG|(MnJbv(|x@W7hsA={Yy<?Y!kD
zcdNvzR&B@i*17#rkc8i)WQY@?W0{{SQrmgvD7NotPO&Inq;P3G!+0wxY*@`N4b)`<
z=PRaoxF&eibyJ!dWjzJMUX#co)J9<C*ryUeot~AiedjOtyaJVDF<bL}F0->e{X!C~
z0hW?nA$4^IGe<lZI!OE&WmQ-99!RD~SG>Dmk!F|hh&`?9*ZvIa#JJb8Xh;iv(EAs<
z$`WpQsVX$y{l0T9yi9_kvI~p{JtbGx9Qrng--NA!*W|u0N4gi0-3SHW1+jf)u(Srq
zoLM6?GF@Dry(yv^oNh&{ma4uKuT;e-6Akhmj)JU6#y#$Ejl>7ap>CzVYg~9OhPmLw
zQ~kyh*?uUhSfvhqZYvq-0rT7&7IW#po@lt9tgv1b-670Ct67(AYOLLq$t%8=`k6>p
z`RBM;9Ca($W&Y|oXWlQyGG+0kL5Fc?X^{Mj&E7Cg3!dB{94xgvRaoE7#qQT#q1!z;
z3}0=bgFfkgKK_fS&yI7)P$R#P$hG?_H;*IgUh#X<k$j?%-WtMasxw$VPo)UWrIuNC
z+A=&pF>cwnD<W`f;`mf!*`Ar8+ne5sg-1Pk#?uh45ES;<zWd>-{l*sq+g`JNv2$1u
zre&W9B0BPv<7nVucc}BdF+BCC`;`MQaI}QKxSK?~9~SlAWkeo1yR&NF+rd1yknh*{
z(Q2>#e(dVr&AbB#3(fMmK{g`{@-?g(b-zJNwqy_kWt9LtAHzA5&0S$}!dq#MWxro_
ziB&0njdQMcX;fXX$;{&g3t^x^n!FI!6?3?X7P=PlmYn=kzN)}9$iWD3Ke^LhUK{UC
zvr-EJg(vJc5qc4?h&wu+uj5<ZzA!9d;wcq~S*jB9zrVzt>R3z@nDONPbFMS#t9f2<
zk2d!G(YNyi{8OW$Bq59W4+txFabbMisLxv_XS?q#!E>|dQTiZAow$DT_&!kjB!#&v
zX8dN(><I^ko-M*L+_hbtpySUqz%g5u%j7)7_EN6hC$B@iEX>c(UqE`87jV_!yKlWp
z-qO5iHIw+TV2Xr)Yi8G@?Si_DjMK&a*|(!K=SDbAv>}bJ6TRQWA<GsQEebh`1Io%4
ziitB0&lgGVK;%u+yC@-iKvnKRBt$zkt>~y9ecLfXCdmDlmg4e(h5~rZI;eIzYrsYo
zO2_VWD25io?EF9o5GY)9;C)9geg2T<4}}GV_F?BA*B2eC1oBKVo>}BgJ+(2ssv#%Y
z^;BQgQ*e?8b8kQ61Hbew8ZT^HNc!XCO5tlfzn6XntS37Zz~h5nGDqj3tHQ^~?s(E7
zPcy)-fgyiMNB+U491E(eVO%RD?Qyd7&tJWYR#qHofeC|$tJmXV?+m#|XJs*S@|d+l
zI2a#a@t|9_X2?M;jxTfKIJ<9_dRyO*ds#AjKT@!>Xq|Mw#t+Vnri}DX*tl8y)uVAU
zzpa~MNolW9hg%TcZw6+;*%xria=}~M-#=Jqi;yGK#*@OH`X`Uo{1A0&9StpdrvXcJ
zDV%d!w5BzzD+xjlm4y={h-fmh?r&x(V4ZoS+YS}fIVoSl0Ivr9x580%S_8!^<kQE~
zUuRip^>wK+eT)h)T=^DeViQwbepFY6HPSLpIN}nqWLR-sM`e%KQv+FTmyLzI-Oj29
zR6kdpe`H)VAB6IlzkFy_%j#RZ)Jyvr8QI|n`<ltoH%(SeV+?f-C$cX9WYgdnGo1r7
ze>-atZ+bZb^;fyag#?jf$MTEXJAa^thD1C>qcGZ6W72BK@93D)y1ltC-<^n-RjvXx
z_R`h0!|lrkg%=wX@7uSe^P9{wGArM?4(Zk$DIEEQdTj9K>%MjF0V&J(8jgyYtKciY
zm9>M-4c?vg&Stgm!yOUl`c*V*^i3F0aI!#>xg;%p5VUNx2w$({CKI0qRY)s68QDXL
zx`{1j@Mb^6)wPD3DU>kve6{cBvMQKevO3W@_41jJ`nx3Hizdb<`GXEDv2)Qm=gYkq
z^4fM_k^26?zV^D_8?s0}k-D$N6MwT^PwGDRH7(=^pBxXj&!V;^l^<P-uZo`dO&Yss
z!SRXuv&RbcOTk;W%qqkXNtg82eYH+*A5>yz#xA07kzt3tqEKJ_dzt8Ik0IE72_95h
zTF0Bk9(HzNTlnJBDR50n=O5oLny;^je@A6DkQXQ3Ak3an(m0EXQS;b;#`nVBA)|zK
z$_tp9gdJ#Gn-^GHqPl*l8p=5f<Db(AhqTeFQRUy4S<V2HZn;Z(C(raT>ZpoUyNf(d
zT<=4Kzh<DWt^GrzBj9eHS1y)U(VXU^73bks$l{}f&kc_6WwWw!)IvVlxPqK~O))V!
zB@eaQ?)XU=*fv%)>0B21O<BGE^x1q8Rku=2`_Z=Quxx}i>Y>r4+3w-@s@^0O1kLCa
z_pr)5h!E)z-|z%SDs)dUX@hQ+sVXY?Z^~7=S0!7P23fguuw+jxYKo*dn-VKgyA1p?
zW?(izZ)^zf*h?U*FT4|>J54C?069}tvkK+5FhZqw8Pnh2NTkEYuCoTmP83~On3r2d
z$0}*52c_{I?S$*xz@xRZb~YNxmRS#fw$S7#d^#636aYH$oCKQ1H;ZrI@i>#@3nK@o
zD8>?ZEGW^g4x83t_)X`t`_t+2XNuLNo%q5Iv3-CaYt^h;+0#dvNs0<X-6g+Q3xi4@
z>FiIP!M8DSw#mSNuU#pv|1mq9>L2nPAk@|7cWSQ%OTm##`qs}e1`<!Qt5D9QVdQ+O
zDZ3`eXs4Z3M@_Y+{T{O#;8E3d1e2%3(vaB5yo1BTnFFxYXXv*vF+vS^rq%Wd#@gh~
zS843jCF{{31#L+##dwdWZqhK*NYi+oXrjkakuuL<n&+`k%|{=v**GTGyI<3WMJ|G5
zmoWM2=Q5xL9}DGPY|$4WYB_XTv$2`T_6^>*kB-c4JuM?6%^vgm)t0DJbIW@XW^=(p
z3&xvkE%!KTPE)wTUfyHRj6E{M&H$674)Yh_hFs^;v<8RNj>-&iRKCX}_Y8Jgk1%Y{
zH=wGe-+bj?t3+xX+aE7motRrt;Bt)YMlUZXO$l?y%zQ%0d8{bC1UQkpG!rdVoBK?G
z3ZOT*&pK;4^m`huk?qR$)-}3p{JMf%uRAQ{3@?f)RJm`Pa%R;<D2BkDlER&K`ObdC
zsZPnQF774T)rT{sxe+1Aqxm`GF{LjkeYVOpH<FRD`(x^boLJ_3vRSc*)(n#WmY?2M
zRaN!o`f~`0h=fN)^-)BDRJao=JhS?7lr?v%sM?fLB-)wM8iivoTFLg_G|es2z0)VZ
ziK_DM3OEsnm2}2kj|!#<SM=V;k}b}kDtz9d@Oad}V0Ah7S<-N2evBUam+l_g={`4_
zKig&P{ud9-2wlTKw6pK7OV@63`iASMtGOL@>rOq}j-lzfkW&t_m?SCmSx=x3rGs{1
z4Tt*xsvIR{Wr^8!f{_Gvr>FXu1Wk?|%9Aa8y0rl9j}>&3&%Mo;+>GBoZ5-L7kyIQ<
z7lkbrGx~zbC0Qe@m+!4>9qg%nxbR|Y6QwBBFc?gkdA`=m3<jaF`%AJH&6ZJeI%V7l
zt*i%ffoFMAz@8ETyjin_UwJ}yQ!1HRSqr}%rloe%U67lj1RS6wF}o>0O>h~`4W1zR
z;j@#lrj48{e=fcpvyS_g9`kbuqi9NXG;R58!Yx2)Fe^!X=cQj~HXomE9VZq+%e+6Z
zZ?s<Zi8xyAqP6e=W>{uSfs?K+V~*iX7|1&&>Ha9ujJaxQMMb;JB)BXkgPC^a)x16c
z(G0!jz)e;*onO!<9#{vQ!Q9H7ISwW&BgBPeGfjH1Vf`&<%rbeew|l_t3`mAErZ+K5
zyoD<%3T18sf8%z<WL;b&N=qN_Ke@(iUb>cJ^)%hFh^Bj9W+^>YbrI4>YH*sqq}??o
z%;!&ysjgm>rlFm<uD8T{8NkvnKHZ6e`U=o_I-zy{6wGV&tr9{;b;kw{jk2T7rS%=>
zH|cVKJXOf((u%o0G0rtigQ!q;RhH??W7rM0bvp>HV!Bc_KX+-aa0P#MZYKZls9JfD
z%shiWUhf9)v-!iSaHiGlNxQ8c;je-C&*!ygt&IjLLTACU4=XbN3_4yF%J73=P358R
zHvKHb!{)k9i#Su}5_2SRtBgcK<*=Qf@Z|l@Q0E>3|3PNqGYz}>V|PZHiE%X|JxeL}
zN-8Q5)76CO(YZ?}xNYogE}62k+uBGw*xFuVXFnCSibvVM@6Ow$nGStFp6D{~c1OQ2
zFKTE=^1QTUrwtWC-pG60@#}mJA}c2+jX-Alt#?R#{~kSU0j>0()9c%7l@Qqy5dM<u
zdC|&yo{5D~3tv+rH~*E*q>IUwgzl;9z_XdihZz&|o#-QjI_EPgNK3^iH{W1Il&mG6
z@K|94Pwmxad^W#g%#@j$cr=qEH^ocogovi1Dhpu(Pwr(CzpHAyn<qcd^F~k0e3Mb&
z*3yR_U7}B~KPpFcfd)ja1hw!k?pi-%!4=jN`_EV^^AaB5gdw#+AK*Y5mx4G(L2(gi
zR+*nf59rAfL;YrUzac93>~q@7qp}^(F@bD?fW!Lmq2{sN5By5;3&!q;+S&omwD&ww
zJ>G{+sp2e<CU6J~M?xi+VS^6nngD_(0Idog7PW0I=h~k9E3pcsqr0e9XrI?EF9Sv_
zp}9BfAq($vAYh6`*XwGT*k0bJG7UzB{foMN;PTKBB(#{)ZR~V6C@Bb;O@+_<1^C;H
zfOa&tiJfXqC3swQOP`N^_pygqpl-W%sauf$BIdR=>RV_rD2xPbppZKofs3}2+D!Z=
z{Y6G*W(on`%g|8WUFv$+MMkdVXwPSEEfln;K?Nm|V3F(qi@E|t#*F<n0vyiciKK7>
zPwClw#1m9`ag}Z*fCWWI^9k8q@z1Nvy`8&eD;<t{?_acn67p|`HxC!pnYmNCYDbO}
zF3zSyd4llD0Du#C`7?S>p%CJU0zyOCL3fmw_C#Adwl_C0!f7A@)F$DO!{y`S<L}G}
zkz<7zZcQhk8`ln`^x7G}bOV2VCs^NagD;w3;3oudb>H!FTh&Mgt@PF7=L8fcB!T2f
zNWr>L_9Qaq`9Pt+Nqd4S1VxQWd7J+HQYVHzb^(fam+*jG`&&;h!DNuj4g(cG+&2;`
zzs*y?4Y#?FK$eR_4e^Fr>>Sps4KZ@k1Fvb%FiALYx5kTwb8?01kI=Ub!SFMiQ@)g<
z@4kIQ<!5W~E+Lu0PV(jWhxGJrh!^5hQdE>{IRT+;)Z&o!(9qf%T)DrYGf?iB8y#ie
zktEkJ)Rusp<3K{igAfFf0%%u%th&s;Pz3~DH4L2C+K-kYFE#qW7r!op-&RM0VejdD
zZ+6Pn(e{?ev)ogb%c!{6SOwkh`c7MTkP4{S$L`H(Rb49o5<L{bp~>xtexcRA4L?%l
zyLTguA$KX(GU^=Qe%G`dn&HiV#n3zj8mtcZ4S39Zv-09S4z?q~IsdFeQ3E;RMa~WR
z89BXik165lDxHkfu@qa%AKsf1iKMqIkt?uxd!|YTj+mC3E-x$NrlzKjgpj$k>3k^n
zY6EYN8^&y}n>rk!80Sq^FcLk=Eh*UwVru^><p}{^1ekiKPxc5!+V&n)poGxE1z9f|
z7)pDS`)xwGazl*Jb=3z1X-A$db^DE`AN0TiS10(0QydTpTZvHzEv>C*rX3dtZV*&f
z5TbR|S>gfkOCQ8n@9e*d`g<~2bF1a<vR%028FDhRCJE}o^C04?bvkA2Lrn@Kg0|l0
z<t?6lj#H~<sKH}gMWSSU{te~FooKI$_7YIEmWqsO-#=5^OnGemV5%9ILS?c3YKLCI
zZ7`e=q75O#Y)ooz*#j>@aJKmMSC?!Vxw)BeR*}??q8B9Dtih*gC^aQ$JV$)8a4`m&
z7^jAZst;gFuRY%{+548tlDOU@d6e-RdxDdE{4}Gi<*=k0C25kI8#G36fWXq?#*0C7
zn2>Y0CD2GR5q7O1v!dcXAbHQ*oIK&tUr4UGOiVDW4>NOda)y-0x8G7wFe}o{A7?#)
z;0$x^Dt9S>7MNFvX^bTwcV+H=MRB^Jr{`Y$7Bd4Qs#V4=m*N){6Sdg0pP$Bg>BVe6
zJSb*Zm~ZzuD3~Edfhnq{GmMZ}a;T$^B(mn7w4+Xp8KCi~t*sqXu8>0F8y3Lvnh*mR
z13GoXebt0^_4nfUx-G(~!8kCsOdy@VnD6y}%J7Y!w`}GT;3#M+SepD@J~@e;!?)<W
zesg!aa($U2*eOUG&<ln|g3<zS>!0b2Z?r6<M;`1YwBATsH)UH6nNIaujhX#57Meb=
z4F>TVA<YfL9o=t|CccjJE576Kn49(I8;^ZiAU%5a7tfQeVM~3C1-6z}->($$j-N%+
zFM2whcz4v*B{X|t_WV{Wi4pH&s7un;$Po-_i&d{=)C^e1+0+d5B~8zVZU+VjpDFir
zT=*pit}00a4$W`i1b`5MhlnpBk=asaValqH!7gnOV(%iNqpwiPC#1Y`tiqyl42Dt8
z?ceWd>9W?@V)X<ucB!tGYs;ml=Y!%`ZE8+Afq|a~TsmigAj;3v!dJDIvd*UHAE%?A
zE;8(@Ij<^6szNgU0I1FHSjEI1s`!URL_BeZp`2mQZwgvE>}i5yo6ljqYzDp~4}KZH
zFQW_$=iWFrpY{2^&24EZkAuC03<E~@t;fpH3OAdl)wK@;AjPfu)<}V6(7U_Kh-^EU
zHu>Yl3QnCO49r0_KaCE<L0kU%zeZ@n-~S)NK}|npW(GiJ+YA`UW=fyKtOYy_HDFKN
zs6-@5{3lxzL5I$~_t^{r=~7nc`3;W*(~E=<67!HSs(i%=Av{mRrV;Ta90<69?pvee
zu|iKz8Jn1BAd%wEPEO4Fh>i<D+Cn&V4GpOPbn>pYwi1|7)1gzztb^!ah3X$1{PHC+
zCm&xrA@PBeQ$7cgqyrHih%eqnMZ&QH#sPG@^+t#&sDV3>`1<%<{I7GafN(Pgk}yw0
zJ)Ra?R$V}1QHQ8P9OOc=5dLd{m<%C$9VW$-Qtr!@yS&@GyWs@|1zX#MgiA=TB;6+V
zTuK6qIU!yZ;)vjtfN%Z(5ylFa`X5QIvQuk#qKF-fSk>ew58%%T#T#l0Ir0WC{}0Em
BD{}w<

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/common_comfrey_synthesised.csv b/modelling/data/abingdon-all/seasonal/common_comfrey_synthesised.csv
new file mode 100644
index 0000000..1da2065
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_comfrey_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.394555792e-07,6.157667207341501e-07
+2,0,0.000683831565,0.00301946127024907
+3,1,0.304522916,1.3446222693234566
+4,6,1.3527904,5.97325193604473
+5,8,1.725749,7.620052267799399
+6,4,0.9164372999999999,4.046532911889828
+7,0,0.3791692,1.6742232632553655
+8,1,0.2438189,1.0765834208087937
+9,2,0.063502688,0.2803963969880659
+10,0,0.00012949319520000002,0.0005717777705496862
+11,0,1.1680205279999999e-08,5.1573997569882124e-08
+12,0,3.0282807200000003e-12,1.3371386782185126e-11
diff --git a/modelling/data/abingdon-all/seasonal/common_comfrey_synthesised.png b/modelling/data/abingdon-all/seasonal/common_comfrey_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..e25eac5ff6a0151a8f1e807329ae19eecd1a679d
GIT binary patch
literal 75342
zcmd43cUY3|{|8EzEwimwrq-un<)GBuBQvuyN5kA(oVdb~11xQQwA9L(qB+VfE^upF
zW{QGa0TmlUD!5Qk5j{73zrWu(f1E$gb<RJB>+*_A=;7gh?&tk}t+)T08XE}jKDHYI
zfe7EcaqTVyB6uAF5t!Y%9sI_rpbHNEQ4i3!2)O6#8W8OG5C$=F4Df^d2EaX>P6WXo
zB0PM36y+~nlvk5I;T{m+hfs$?z5n+e^1ct<pl7f5TY{tP^1ES)fI!3!@_)9tW%k{L
zY=J;-Uemq*D4j93BjujiTKfX^{`2v$IWzT_5-sBgWKTp32A6n2XG-hpN@vKnfjmsz
zgTq1}9`Al|xHw>{k)u5@wW>2G%sG26^{DIF)Zg5Yj1XGJ@3U%ZblTYvRtCZ;TszYQ
zd^Z2FU*Ad37JTC0$2qTU*Z=$cnuI{ke}9|3_sO0AKE3ne^SS>#eVni7aQHt@uMC{L
z$X_Y&I5EBdh~R&o?hoAgO5i_FU#kEA?yv`3yWd}q{`X)14Y+ufMg@0+JJ&dTBc!)E
zA|kITf=i*^mwa0By5u#(zofe}%~UEa3l$DAQ1&J(p~Gft3$3e5fByWLK0Ko@W_zuF
z%au!QVw~rY$9-?!zRj+tqO1=|8xJ&uu&R*UpfhLB7T(FZu0ECfPATAzDLQnzKuPD;
zm~S)h)39Bbkq&R^oicpnLsga1V3E1W^31ULaH(zJVu!TX#OEiT<SLJmrRU<R4Qtay
zgW38qrsg~D1g$?S(h6h$S*2$N<G^u(2J`Re^~zqpY&O@($vA8DKG(9+Rc)>^D15Nc
z%n+>}_;B1AQ}c5-7EV$aFw?(8qD#;GI)CqzJClqhH-=STcu<`G?X`H3Nv3w)%FmcU
zf*SqY$&*<&*ab}UM&XvN+s~ak^<~$~p;BAQuGpbsOT_`Rt&bP+J0Ls7?UBogn49m;
zYHMiKM}SXbndO_Fq`=%VkvQM>Sc#DF_UXZ*Mjl)ocIquzOGXACO!2OUY0#XUoWd`A
z4Rr;|#vZxUDrP(yYLu#QhKgjU2RASN?3BSQVSTCNoS!k!wa%y<k6$@j8^y1SONzm@
z=u=k~3PY_itEuU@%H|uF{eNDw&$<4(Lc$=(1}wxEHNq$!T$^x}@kh@2MKS-7>w_`A
zBV~@HwLV-)1R_Jns@jLiT^_c_n~B>8kzmGSCaOQSQ3+@bJzELL%bj~Z?s$B0;l~Rp
zb&^ohQP@#oun2WQO!CLyzg?tb0v3L@8GkYf4{vxk*@v;$@uuM91_rNh3!SZ{FSQCm
zRViY2kFro3t8VloRlj;SFjm-Gn_TK<z>uYzTIz*!$hihqY?7>HwzW^~nV)G~_c$G|
zQ(iJ&iieG;O-MBV8!b^cH-^<dfxY(I<yiCjA|9MD8ewC3Jqz~M7_DxmLJhBE+3|Pm
zi@MHp0yAHJ#cB{{s`1cf8=dv}sNrUI#IJ9!33M5}x_#}#kEqqj<cEXbSac#MBMqjy
z6%s3{H?`%&9*Z6p*$Wf+{JI39>(UyV;)|}$i46SH)3WPGI%;j|n38+^gJO#;$1l&P
z(tMkCSvDRBk)2v3xn&08<mQ*A@-k`U_UFmuOo_@DdnI=3${i?B-7vL+-`Xzp-VFv*
z>%VwA<)SXw(nMUGa1rjj7h?{Tut6i0v1>09PAT(RTAv9ueqf(Twt4F%m6r6UZl)A5
z-n=olxq%t&&I_BL(4|KtUNF0AD*}0W#O0O1l_M)N_M6k;BPFI;k=h$8zif1S9g@sE
zx#B_}z;e?C$2p6Wc=W1hnv%!Q(TGad?tm}CDyl~nSIdhBHD+t{&>F!HCOZ?+6jJiP
zc8#HG$;6aPr>GPw<o11%43|bS6Fx4(J-7z;o+_e7!ox9jX(>R9)ulK+R$r~SFT>VH
zDAFP+&YRNUAXvU<fAGS7>klWS(+mk@j6s|vA^B%+?rE&&VCQPKi+%oXr_{3%>%XMX
zw@-!n41F55LA*YcD_{Edk)1ti^&=vzD6ZSUy2R=-T@CI3?P%!QR37?veJi=#`2|a}
zTTsl#?<>!nplt5y`sv<|qF?V!v@Iu?vcHJzA}eemn@OSD`miF&lfI41Nr(o`<$-(C
zLnUd5<5m%*QO|eMCWOF<pjSI0TCi#YW9*9NNSZiyqY~QD!VBds4~H@1rHZH#8!Rb$
z`Sd`+uPS8JcHwkwZ1L>6#YNIun?f36*|FtFST|+#`Kjx#dPd5fW2#o(@;)q17h%-7
z7FvuA_;@WiiJ1z#Jc6vQgS(Oj%cgjZHMyG?-tSmFK*Ldd5DHVfoh+Y;zAU3Nnqqw#
zmmheK)tR*gDz)1?irPPnJH+*6s8*uNobhWvtNM)*3frS7>^3p`00NR-SHWW(*9>Db
zG-sSS!MVRmYJ`4UULg`zBi8ye(+_N&of%tOOSot3AE_C%(bYjd`Ka_ZWiQHmTlGC~
zY;pxG2Hc90bG()fI7Q&!)nz1s4(F0CxdxUyx6@u@_tf-t-EW*Jtxw;m3h`uKPEtJg
z{#~QF)x1(OYvHxZcs|aXqTc>NLL5}sft)z)!p1NTEhH`7+Y8}9PXECk_vG}JI~&j&
z90K?3rIEAMg~gQv$OVSU^2SL;5kv8#k;F`PYO9@4P&2y@*Iv8WDT57No`z$pxwG{q
zpyDE?9Waw`P8mopT(&t#Y_6e?t&gY;Yt3md_2`9c*N?K)VyLbE*cb6V5Z##ExbRJ!
zz<rIrSAt@vew*#jFhE5T`-kG#&N$>y8KOuccqqAfbECexdAZj)PK&lw)ELXa!s&1?
zYQwa6IH8Ov*@AKAET+?SG=`X!kF`*6IJ}e-pN%?Ox4FSZbE}8Lbs4H<bf#n+WdG1r
ztt2T(_Sh$*wD9usazgqYb9-c9mQSTGRofm^_r}%htTe;fsD0Y=?4r9LqcKix(c^(&
z*Dr!*Dl?2EqBVw7@z6&Zmt}SkhZBbzP&@WXE(sr1I6b_c-%>p@jLGx`&8^latn+-H
z>M%8!ifsB7r!!89jf>+*4%5cCE5G8<_(O*d38kCQ_(pKkD(&$}a_HLKQAn_L37XD6
z$b$zDh9}CHvpa*R{MMJj@$wcKl^;qP`ZUX0pZ~Hi=5qU=UTutlWXNgjH2#h(GIyj=
zx;!X2?{TK&qlqo{ceKF!2%vC#rxo#{B*GZw1k|v71QLf&Q}La(@nK!7<67tl>PTyx
z-QYBD!s^E|H<qOBd27p!$YM+}V`F)COoJG5yqP<zG1tVzI<=$2(A|19pi*kiG`n^m
zv!@f#m4gM~s*}jP=i)x!5gYYBV|A17x$-OiCBlnguPwOS@!!ACqd}b|Ne)lHLC7~Y
zygGLI0tJPW2#+meuPoxBtOjQ8&36@JL*$F+&v%e~M#{40!2UcpWRq$Twk{|YHRP&B
zs>N%)sHF_CXG8krD4Gf9&!2BnB&dD~LvGKMVFW58Xk9j(O<I~Sjq>7I>Rjaqwd+y7
zbX*9*c{cZ*@k2se%XZ;ozl-kW#a738?`T$LthH)3t%A-{iPkGIilnsJ1^0h4k|~?b
zM6y#cplaG_Y?m?!lE-pBG}Q3S(lOBfJQI!&7cA3QuoA;Y%EnD2C=zd!ro1d?RdsHd
z8A)NsK%3_6phGWO=H4aSqiQQRy)ccmhD}<aPdTTvp@vSRXGV+%cU@{%rLa|7FkWFu
ztB7Ko+P)ASe{M^xf3TEBgtWADGMNRP4XHjsPe;TKXK*=l9FgG+t*~$&m&2KMM#dvH
zNcD3~8bnGR-9sZ-__*ptBI1SC+)+hWRn}L|pWahM?TX=cGS;hdteP7dr~@T?ommNN
z0GGvv-mEd#&>xmrKKw~5d4d!FGyJR-)-!QfG^BCJ7Spg8JuIb0yb0Ow1MuvXmyO`I
z8Gm8QRj{*&+OdzV?UI+5M_&~j(2fTfVbId_i^Ydd0SRzFAWEw@Me}#jP$_ey%Dg%7
z-4`OQ3knLFVEClf4Ahzj71Z_ABJD3P_67S47n;dX!{!?4$O83%Kk>fnD+`3lARa)M
z33JK2!sOX*ErOh=Dr896<1E4Rqn~q;69khqW$$#PWaytPcrr0fg~<Ks*rLk)>8g9i
z+5U=8-PBp=IVXFoNK0|S>QuS6lQ=w4XOpq*dt|fC;WHOQm5BIA#BB0uu0WOluWxYs
zS%zVZ7N$W!RnWg#mLm2btW@98-kph0=1!_Whs1oWCyUd#ZR6xz@a`rP9o|54QWDLk
z+NI;5bj_@!4Es3Z!t_r=wkl{|PkaGL8u$0HUmv?-X(zNYl03UtLS1#3BIYh6YN>Oq
zsK1h^J%gO8hUi}u>a5YZ{YpY(sNNQIyZ#6OkBmzl{B@u7g5ogDb>gkfU^H~zAJNdR
z_8FTNSMf<_Md=$4VS*SV3n&10)!U25zHJnvp|!sc&f$Xz&_AHc1j|>?L=mCv<FXE(
zLf-|OC8MX^W1CyIUoSxgX|K#hY|fy)7$KbLL40kKevD`nz+!Dvd2!ln-_^F4crzYh
z1+7QhOga@VdNNUMBIYY+Z>PjF4GzyB!fb+dvjCXLxe;eM(q8>JhJpd`dXWdp)_CB(
zJmWx7_`^76`je80_UhquEIKR$%Yh2@SbQc3&n5*pEM;!4=LJ&)g+y1P@u(A(6K^P+
zLGp+=<ct_cZRFC=CQ+8BwU>eQwRWU8DXa^;+ifni2%|+PsUDwhh<(k=ch|`vFSE(E
zbpalwYqfNf`Us8Z%w^}mN{%|E6p#`G?_;vv^bDmMg9+oz61WZJ&Z7jR=xHo+V==io
z0o+6ca1#aXsiluL5Q6o8pl}r*CYm>SzSJjMcckN0e8(B}Y_eA)J${&r4a>l>F}C$M
z)|b4n*|LcSuG)7L1SfU6IF6y1ip}I9S=}mjQY0@esE-uItLXzPlOid4ty(JmRU>tT
z{yc|w`!DJpwhbIKTgBxdpI0Fnn!6!CVgZMInu1*Q({UF&W7sNOHbRXSky%_9@RaHr
zgPOH4ww9$yyjA=@g)+rGws#~YJE`DXx~;y?7&fN;d(n-MuGxHhBokTNNtD`LF>uQS
z_*b4dQ$m>K$=Ww*QUbSb-{U7=4b23|Pme+epu8(+wRvM1Iu~=-F7+b&*?HBps{Eop
zF-}OWWg+Outi;p!(*aUM;l&X#GoeM^Qoo7aMW~MG`d&hKXGhby+7`}w(~{-(x7?3v
zDaaOtVo7m^f%p+E0KCx9Ts4xIQ~kKzz7`$L6ay*bfKWrNE+t*|#FQ&tkUFl=z+7yX
ziWoINyefFzdk|i~zAs`$FKZ5;fq^|GF=a2NND0}DXydMi+r_0)S796Lt9J9bs=CF1
z@$5cyq<e0q9N{tVOiw(p3>Z)7FeRj<SRlv1sYR$Bjdo-1C}`Dob(Eqid>H$Xgl0Y5
zy*Gs#&gx#(ZsO&~n{Q7=b6H-)Il`~%bVf-bXE4KIj<s7(a<e*xQv}nr!f?sFm4SOE
zlN4OiB-;FXqu{eK<n`F&sWYKMHnlp(e<!X^XXr2+5?NY37M~i!Hj`lPI-0bliKu;{
zE!};g8*OTHqNi5^xp5KeU(9WAR~y50R?*^Pp9|0wL=z!W2Y-BO)IV3dVulqOaUSk4
zz-v*`F<_;BN0kN4)PVhIQ(Y+)KdN5Sf`IIF0}{cBucOd3b}~yZNO#on7Mt!0pIjGs
zZ~pCt7vOIp+w(?W?Zdmu$Z~|d>{4&F5H#jA-I}E{9{odv9!d(a+>bZygw7v5Ue<Bc
zA%OC=sZ2!4W{h{y_lckiqP6DB*dl)7Vhc%IU-*?MC&cp8zqUTeASJyWET{g97BqXm
z_;V{lXqd*N%J0FFWWkd-Uup(ZUFc<vrCSJcA)t9lWMGK>k<2c?-452%>XVh7tn;@q
zX}61`B{{IG^!7+epZM=h@cQR_C8lj$QytD6I1(7AA><^Q#9e2`Aa!-KFFAjE^rU!#
z4m<k9K)tz!SoyzK8QV3t{wdV2vXX_jsX|0)1gx-#I{VT-=lj3NueW^sETpSd6Xn+|
zcKAm5aIUx#ac;r;<s&=U{j?1SH@$Adx7?_wf?H$o0#|1D|BOVLmchFk#;v0$Lke42
zizCi)A>0vDPJ_kgfzs;Y+4NDwJHbenlTK3|$9GH5sYWTmW=z8G{}cxH(eI76x~HJA
zU$wuCAV+GYn-MvKGR;yC$5>1Mf|dS?FhE(Bw;-$hezZF6xGq<uijgY4^;7YUcRk%r
z$W?5)-43!-MYd@h<Up6`Ue&%p9OT-3qy!xuoWY`sJ}GazfLi&n!&hWreMI2EH_?#t
zHt|I+7vPh09#9w3=)82l)?I?yv9{E@Krgqjf&4qQqOGd{)uEY1rF9pGYowoNaG#A(
z%avv$-JoJsA?U_)C^|7Sv!r|RZcm`W-BJ2rwXeOK<IC<el^O8e2MwW(zh&*-Qd^Jf
zI|^MX26Ws$eBs$FXfx<XKmR3My*c|+_kpzai5cv$9X^oKZ=y36q7B+~C^+c~TNT%?
zBTQ0dyJdnS*n;4;(#l*P`RAWc=VES&Ec=hPe_vI_U3?j~PX2j#Rl*Qw(Ye9nA|&Q!
zXYgyCqIRpGlAr}mqw%5w6>W0xHz}a+S?3tU$@@8CCx-PNKCEDAvcmS__TM6`QCj7E
z!V-pNez?aqx0X?8)t}?#wz;e=O}(Qp`}_M7W(bV&Mr&9HVF&K}Te(k8NVk~QZP3pZ
z-V|luEsbvvkIvz)n4uV0U&i{;hVLehb_m?tn)-Q%n+-U__i{Cp8P-Dm+tsMnh>Ut6
zb++eV;iT;2dp+8M5@7~)n~|||6G(=Q?J;6=K7Fi00YSS>Z<fn<6B3zh6RoUxmJ-Q<
z!nr##HFo!J7$8s{{hwY}PTaMNr76DQYL0SVq|+TJ93F=njAL1i?1r=+0D|GpOV-Z@
zMAlnaHzK3Xw{Q-0@#gJ%0&x#L=f(D08;v#{wlJmh)r1GiSP?h5_<3-Z>9tP9;xEh1
zZg^j&tZ&@CdpDi8C{#t`oYYP!DNHkm^a`9~Yr+#<g$jS0>2MF4n(`tk10^|QdG)va
zbeSG9(~_@$YGRIE_EddxQRwW*bUE&y8l*?%Al6&ow;r?Jlp^}P#K)%v=avz29pG9-
z(`ibwv$YX9^2m@puF!Y>Lj5-ZrCG7;bo=-4<p5{hJ3_IvcHzj$Hc86yZiGhPubQ|w
zEdR);*r0~P0h*+RB-W#9x;N9!d#PoIlzYzyUE@vCG=Z<r0CmwUcg_0qy#3}{G9vtT
zh9;>tLc`emqnkDMQD?&WTAyFqJHqS)2dTWfK2L5Wi$9WK4u9!A9`Wo>%CDm0*p}7`
zTs5mqiw?vm@~ZCFNEK1{a))SMZOd^X<Afz=F)TI8_mJ#i=5&(*`O@zudBb|)hfUR@
zlMRR}@B1k%t2;y_Y;_%>&3>~jV!QhL$A#SELZPS@;(~kZ!dsuH?C=cr_rz<ZfQPCF
zVx?juc+2K<55w#!)xMdm)zfr0QOHj7zZID=9GZ-rf)=YGXsVlXHGEa`U{M@0g*RJ2
zmwx4IBWHZZMUni%UT8#f?N5#|q&?EVML|&!y~#(;@9sRzZLS^<l_9p{WS_Qf-)~-O
zGX>L1;bS}e_sY)>cFUEYbseYOA^=@5wY)%JJyZ;qRm3YO%HfCC+7-4)8>jynb&HeK
zTHNC*_CnB>v5^t65d!_};mxlaG%|-TVO5Z1qXL1JL4e_SfKDdO+&;*$P>2zO$`6zW
zEDxHy)$j9a{%Dvyz0fWdED*tdZ(Z*6Y=f1#srm#%@ojFr5m-mh2upXKsHJE01IYb5
z{3Py`ZW!8<M&rv<Od%ZixU5%E8RmtbX~Hk)!7=}K3FG~(kym^h7M>qEg8i@z<Pa<j
zFG?qN*9awR3yA@(DQLr5w7${jfF(mQo~xI}C7mOSEQJ)F);>h4{f2scd3IHGrM>6J
zmls8VM1NdjKt8w}I3oCXzmR0bWdLrkj(w|8lXL!_9?*A_q_8Ja<nVq3rjkM~Yg||8
zm5qm4D*tMa8@|+j{8#va>JQ1VLpAX4X1aR64c`hw173{Q>+0d*+;tX_b=*hNMhA~N
z=Xo{}`<g45bCGFj(-vY^+L<V$p=&DiRL&aLwJX|^dgjcTkks5W-P6BNQ{^Y@jg#7x
zAI(p|?Gr{f8$*{LZgigFSg4bKjXhV}SS3aTDMZTMTL+xRKk_~8nV6m5^KW9$kT<c9
zr=>H)e>Nz4A1Q(@)%1&v#EGh9>iJJgr9Zp>9`gc#nyYPEV)dkjka8*c=uQC&P%2rU
z9LwMn6VAQDLC3qR_B>;9BA-v~us2UR0D-}P20o5!yxy4&XtS>zrge3d;*1Vo>>%Kf
z$`^dTRdJ8UDTzD_L#j&r()U-&{5NvU?~5>DlaJ+(UUJbHT?fJ@0mj$j4D)di)3v`G
zj%4$cuhOb)E4XOCD5u!<{6cD)Pu+PcZ}HgmG*(@yZN0kQ10km^%J@Bg%_)>*lnRSj
zv!#)!&Akn45k5$M;h%;eZdjj<7yJb$w55-(Sxz|g<=)f}l@-s1dk5sQt7It^D7)2i
z$Hz%bFT~elDlhHc%38qNpOts@G>pXCt6X#=!DqvBKBme|6T~g8jv|sS|JqwwRXqCE
zLFd)d%rMa-50sF^8=0iIBcd;Z;&>BW1hi7S!#B2Jy$Vk16ADUT|7{hfewB6JFH0JO
zSU<P#jc%>DI_6LW>!!64I#vZ;qUeUQ1g}#y)Mg%=63#);-{6WL)Em{5tsWl>k&-L3
z8G$^UFXI9p9m=#wQT{VjLODRS#=rB6*iaVvm-{8kXzP8879{*AceYlp`MenXcNF)F
z35xafd4106?F7WvXx?|XmO;*V7?Hccs`(XrFInF9R&f)=l+0h}BP&4oo^{b7iFt^#
zt$LD`x%;_%I70daZa1GMF8Lpckg;Szd%2y?k@UwEYAw6pN60<0xIZuEt<r;aXo-ZU
zdW4kk>k(bjIF@V|T5xDj`Kwz(#<fS2z{U&7u>T5wRNI~C$!9jlFFDK5kHdV#k?RZX
zA=^vkb~<?@tD@H$7KIvqGcfC-Z@$MY8|iL=CJz$PQGHDp>1`FUO#B-`uVP`Qg=Sy2
zp#h%urMuSs#!ZA6x~%P6tP)(2UVh&+)3S^xu%JIx`SbYJpz$(j<?KA;RHI~6W|UwC
zQ&sNIdWC!MKXdDM@1F@-e-<eiH9FyJm-=s#zpoBlgkBRAwGq-?;7Rw<s1^wbGxxU>
zXOGN=%mc!OIdq@sHGZ|8Fw*Mug9g;}AUo%zJKiLQL8w$&@fDRA%1DA3=u@96d3=Pf
zW{z8at+9COIAy~9DVJ3(wa@#Gf^+}IVcKyQz0Xnf797XQ`3VuoSXxAiCQuRy5!{xF
z5BmA7q+Zn7-P+Ka)GTF@R~iPPA?OP`t}Oin3_C}K%~a&hYN)sJ;SPmJ_}<zHXqoag
z@&h+qmywX<NROBGs$z3u;@FR5+*QV_qlyjCnWSz<dmq^kPC`{RdRe2;NcIzw07i7)
zUra(lS!tN|>fsBY%!i%l#{+TRdKzQJ!a}%_=sx){*|c<O#Sw4$vUO3}bDd&U0Nqka
z8+4t`sqT&`LVs$qn0<Kfu1-r0tDp=c;r;2hF#D&n`#tpJ=YXbTlNyH`iPYL>{c*4Y
zHd-u$->85ZwAuFja?eN>POetFP%_@4w^^K#<n3v1XQbQ0N@t8zgq)Wfaj{exnwt%G
zVITKiSw0n~`4jo1>T!&Qiw1Ny`D}1T?<u*ufT~eh5xiZ8?;A`GEVU--jYoT&;8D4)
za*uu}g^iK-9ZA{(zh}FxGDK^0DNkpLJJ(E9e%c#(OL_81_hrxBX(!=N#M8*FlF*fK
zM|&4$Aj36CP-?3(V<7T9n_98QduJh2OmkmBBg$I}|FQzw&;s8Lu~z*WnH_}kuQX;}
zUKljDS8I3qcq{S#@iWNv#LF5cBl`rt5r%`B0%v?#N|f4cRk}`Cca5c8P;=6onG6JD
z$9WCAVkyRGI<>Z~I{>F<8AW71TmHOtpDM?>JxMDrGXf}K1cF&mszg+hW#}f4Q<O`x
zX=J0!d&2B=8CduJ`y)(dxXY<6jFG+C!DO$`8OcV5y`{E51e>fFPT<{uVeW-VVL4vT
zNXLFB3mppz&Sy;hpBD#TfPF{2hJ$1cwxB-O{*0DMU+s$`dMm5UfhNklO?L|1V`oFC
zh#oudzzB!agE+{qs6Ay;ZHygvIXk>nyc#w6kfViBnaTU$ML)?ckJe9yBp7N#u8gE8
zdA!8{lT_57wNYq}nKit1t22mn)Ghr7P-(3*IOU<sp1#fdv{ycxV?E8>>Te}pXaYYW
z!+gU}#rfN-a9^(ofRdYlaJPE!(4j`q`~VUlEZ6V_Hvn>6>l?NBjxQ3(+9Y{unWG+#
zk^y!qVRE0&x?dK>v-RmN(rl&Pi@gR7-Ele_f4l&i!_m#_gS_qAqD3mllC|Q}`TpZ5
zvRIC}O2T0mUPz(-*t#(-Z1h9yhU{9nWLDV*Fq9YMXGY3%d|9;aXQ=h9JNBwF-wyl7
zg9mdF2*RtMjL}vTyff0$+zaNVj4@YQSE}GFwIKxI)(mi?A{BZ4)sY_z=S@T?XDqm}
zy<$z-XLO{Nc*t0_h2jQ)<G8k<Kc}3BAlLZkVC<Vw<Jv>Cpz!-e59F-Hu^#<riFC2>
zv<Y^3Gf=5c4gZ?t9P@_;Z!#7TLyq6$Pd0UR0YP}RLpt*jeMfa8W7#z8>N9wC1f#tD
z;TRjR6Fe?+ERL)0`9EUweevXP3-l)WV(;jOjKh=R_j~-+fdB(XI?#Qq<ABsQ_ZMVn
znI8^-lf9%@EXvuzT&TA8I0vxv!xk7&>E=j2lq!#VZku@d`eM^K-=@utFuGR9So`!L
z8)=OU*7UmxPEsTx4q#zseGYGJ5fnr9cK7*m7o^LaSqt6Rs~_wytzjk;d3i;vcTIgo
zi%bse&DO8=F;8K|YWdcWlTYdhN>HDvMTiF2$=tS2q_Lp4d9h!|fvmpN2S<8PhMLuM
z3`tyP0w)*PIxZR*vVS~lqy{)LhLfXrQj}Hum_q8>w-y!elmSE*#vOl%moo^r0bKU4
z^H>hQ798k_Zz$U%#TBF~D9MIR^6g56_@?zm!@&}3&P$FP$s<YMCDjWUp1~F87}|0(
zEecwrt5r5ZXt_0~qnSy%4y;V_Rg)ykp@MtT(&7UZ0?+pxeLGVQ-&rPnvl1?jXOzD>
zfKRBPPy_^(;rQntEVrkm)dncZ%E;9S@9q>0wEUI`GZ=}#g@0SwwH@zQaoZNJQ2xpS
zuT*7*K~&%#idB`bSzBABk#Egcx)Iqlj0~O*`!WbW_d(dQ>h?{1U!~xFc!nN6wu0^$
zh_Ah2sLRlX=NEME@FWgacrrrBrW#(-_?MNpPvRS_n!-a$Uwu!P%^^yRTZqQUTS{3a
z#lV;(L^<OGUO}_Z>6kt&M#2&|`KLDrE$b6jV&VD*rb*V!O<MJ0W-9*bq8-4!GQhW%
zs~z!<z`Iu5_7pFKr>5zrN)anivWO9aSQ68lS|GQz)ArKHbF9_#dv<y(Im!S*1>BEi
zh;=J=e50f+xBdB3>rINEpY^h~H2w<K8LyziT=ph@d7#=fnPi;~XZ<8VE&JN-&jrkl
zk9C|5rhKcIf{&D-b$|milWrLEh3o_vwDH;WvCJ_HY}SfIs5emGVf8H!n})_SwA$<r
zvB}@PEW%OnfX5}%K9>DKgevusOKucEP^uBOs_dH=)A}h2*-YLvh#~~pVS?b6+pCw8
z8<jT~;v!VJzb`YNG#Y!~(ZDNLan$fV)tnnM!C~H%uw1M`?rsj<cTP<TwUUL9tZ?p&
z4GwD@X<!76T8}Z16xy|FqOKbC9V6VC?wEF=O}l!;t4q6mgqsh0N4_sL>;7tS)?NFM
zVCDG_Hg8hS3!hkQvj|WcNCbhJHyuq%)+b2M-&5A3y0o@KuKf1PlPJ?qj?5c@JYI}^
z1+qG(p0YW8k=aRY_uj|IZ-G3nfaTnm{X#{@NkBSJ@pC;N?gNYEE-0uUD!pUE6KUCo
z;CFC?r=vj>Z)3j!QC5|QDCC2t(>W~&<lG(QW;%#*plgM^_g+mC>!UraT*X5mS5{$&
zSTYs(rRi!Vue)LB;dK_oR5Jb&$O7F;kejXm<;d+ozHZcZwHUMghXo-Y)++_y!+$7S
z7k(8Tt7t3T87***`2GLP3;kc7{=bV39g>>fo!};XOsNNGLj%Q@m8RzZ4I{l&)d-%w
z4-yua9b2CsZ1z>S9v3O7-{0RaQotvxI!~q7q{Dkve#A8GvR^V<$@Xm(Lmq1SlQyqU
zeX8=Gmt>Bu(LO)fYE}CXRxqk^G{>N&`><_|U)Ddpu@V~Tn}C4s3N(w~@&DvFpAdAy
z#~>=GE&t#0QUC4>{LlBh5~Q6;T#Y$vX=zE?I2GQb@}o#|+35D|S1d8(|1RbJ?cj@I
zfnLU>RGWBsctk57J$jT7;kEUt*xK3f#OkJ-w{PDE9<Lc_d2MZN&+7gsv$gZZhd*_J
zGYKHs<Sw#T_u%i>V2vhAeEa(P(of9(ccJ5lGx_@tJg#;L2#OxYp3nt;sTo+Swr|&m
zD^5&JO%XPqK79%<h}wV8?!kkkL;J_-0*eq$AkG3f=2a`{|3=Q9rU+-Mh#oGnYplzD
zBfc{h_t-Dw3iT;waX<z1@9|Y{Al?u{paV~O=Y22#{nUR_<SKp>&U>b2L-u!EkkTfS
zz{@dRfKl^bKJhei>(<GWGeVHq>+>Oe`{6&2giEOC|6YRsyR_OB3kudNd4pZuTo61r
zUT9hQiJz28lC$>w`trcqWU~EYgVE*&Pvp>{9FS#72tnd2=bAUiJ*tZ^P3i+?TW;B2
z+i~5kD<unPkoR97yL|WR)kx2Q{H%Az>NkCxR$aeK2mj~t8L)x2UkF^&(BE$i(of_e
zG0pR>LS`T!(#RrcsDrReAeUJ!BO?<-+h%%tA==crJ$4Y5Z2PIJ>-I8()UW36Lv6AJ
zi_#CEOFlUCb>NKI<rnROT)9taf|^MYEb=@ItN%DyC3)VzdAIoiHqc}4Q=v8XYJSlU
z$dzj#L4XTQX6L!)-+H!EhTOzH%|j5>48TPTUFtOm1Q=4|UlVyQN(bcE8o`-G$Heq2
z5;YI?tqGj7|3~5C`!{d00D<n<6>T+-06OV-AP`@MfMA@@p+?xBGKd{0$jdm^S0@13
z|N3s9;_~;e&yFd2MfE908Td1Xt0py;)>ZIIx#st@!co#^&U}4V_6Y*H_JxaSUE~d4
z4<(zff^?kQ5grI0q<BejQJZ|&yz358i<2%7d_RzxgPvX%G~KxN+jQ-WVUjxljh^6M
z$9>430$A+%KB-yW;x-7RbHkAIQstA^($aEmQ$j6cvA2I%jZ4}98)R)fLfYv4@6#%z
zrAPZT=dUzzNt|^Mdm`=1)#frPLuM5{2hJ@|4;q3<(p|7u(;v@(#2kX@#&O*BK-90q
zzPah`+qVM%=b(eg9-$y|#Tt!R`qO*tqQhfFP65+*x%|p(OVkdbbk4v*oa{?$K8&4i
zCRMs=4D%BRtJ=eS4n(2@*wmGHf(=qge*m9Gd^%F5W>FtJSIRfZYvrLrV)6rgg=&B@
z?QqIl+9V@=&Ux#bbN_735xH<!ez}>SQ?nC;K;qG`!jYcF)-s-CYR${D+aM=)QzLXX
z*Aet)*pu!1GKqK*bDJOQ)r{VB#A|Kfc-2i87Ty1NOT^8mkFN|N-dUMG{PJ9w#0COi
z7}}*URnZNE9)0-vz(D}Xfx2#DqP2V<hh+LQ{N+yK4`Kje`?9g`xavgL3(r&c_erQH
zxFI)zR5T5~%Y7%OY`$F+IMvtI5z6eziuz=dSqfqtv=EKpTUS(m;76R(K@y7aodn!*
zHR22q&WCB;X@Tt$!S3@DEw$vY8JSEK)cT{#9(`X6qQ>F|HvztvFDrR+<KUYoy$?#P
z3Ib<_tm*;^SVFfia<Lt#^A+~jK)B&>g*t!N;h2X0&*wziQY>fCwLPGB1ppr(<QxbQ
z*8gtYh*hH<k^Y{No?Z;#n_K-XpPz%vuE+zLv~f_L;6Awz9=g4JmzV-QbEd81dllnm
zjD$t}pwn(Dl7j|Gy<7koR46=h_@|(VB*D7y)rTO@s1L-ge&B2dj0Fy>Z7~*#r?m-G
z1~v12;@K~>Tf%$iX|G^MgpxLZMrAxd5Sd>J=q@D$ZtVsGh1j@J`gY31z!w2Djt8Pw
zwD;K#px6Mn|AkV-MtI&{QCZ~F$7H^xOn=D~z83v*&nxm%Jjlf0-bMRJix?*Jql4%H
zHebzZem+td1admN1I@NTUS5#u{vNSnhk|d$xt2n)>RUk9wzw#>Y8qO;F}@n&T|OQG
zoJgZ`ss4>(f`K!@QiM&=0VMsYD=Uwrw{$W_%1==O|0*&k0xa1Dazid(rsdpgP>q|2
zZ{v+&iSOS}pSI$sO^10DQ$(_`Nd$<qq8a@FZ(IT0dA_s~QX*)<R1msB>l#uLRn?kI
zxcAW3&eUO`TQrb!N%{2zKO?e-69Einv&PWCId!4=4Pe_Nrk%eqY^f2OjiPc^zfUJx
zIw+;U(4tBSQZJPb)ULc$`|<Qpx_y+a%m8hwOvhPzo8kHDLsuLFXGhhDc;@hX{{K>+
zy1twHQTRv9#(z8gRpNt8Xl#L@@=S%ZXTl?-pG$+!|8#$mQl#?}MWHIow{ay+lHzF^
zFFfY50+vI=Z>0{+w9P$GjcB_(^W>gciBpT-L=;J&vt{&iA@()a(6N?VUoEBJa-)<&
z(M(tN%@@2bXX@T@U(^D7t*{nBpUw!I^%sQ`pg|6LbU9H6j^j;pwK=LlLDJwV$ib=V
z-mu<!W<|~NgEEHh66ec$x&abF#@{@E65cQaUn&y+6X?tBR-vj=loQ4!73oOw;Ye?C
zm4C%mxp^-{9GP`l6k6^Kb(<KPr7GNGKICjXWDB<%gfP;Ii)HCphrsILJ9Z$$hRZ}t
z8R}hgeRa%m>l{c8u!{a|{2-@4+Bb=5TJw}18>=v2CZ7O+GHCB7SmG3ukNPG{g({F-
z_EkYW&=t|lpi)4rCqu*y0~D0S^6(0>a(aWbGuV?e%FTa(r<Ue*=O1g$4&mEY0uSsW
zL=OuS!i8PSqu2LHs1L+=)$srCp5f{b9)8L*Af3|~N;lsp)Md5b6Xe858GIVe3SVEB
z-|^2KaFXPXRvNx6kp`DMkmf)d+0{)GEw9yOEP|-79{BlnV2=2}Q|8>eDiD*6c6qb0
z-l_4wa14FS?CohLbcp$<x+k0W<-hPw#0Tk2y5}?B^*n^0s3nrgY5nOar+xCr%b2s1
zZH=$xT$g}WrExSp>32Zx923AMg6Sftv1;D#Mb-73WOJ?2Alz*wPAI;is#Z<T)uF`{
zUs`qBh+C=u>f5WM@0hrx*B+;Ulw3rq=gbXtJg=n>E8|l7ZG*=?@+In<jEeR(P-Geb
zdiSM|XJQlOM9uccyxt~d-$K+#fo0SYFVUCVrc4rE1MCCP9iiN-{XIG^F5!}u6)F3G
z_z~=?mh2d}xRS6KnXT5}$~^7%?zq@lejNYSw{kfz5AtHRiEcl}jNP>l0?9VQ=04(W
z%pYy5V|v{)pZa)SU+Q4Q%wy$aA$Nb|W#Nkm249}1QLbJQeN`p$LumJU4dS7dgQ8n}
zTg3(M#y9DsaQyYx$6%OXtf#SG-$oZOrwR?_Yp($~5?FDi#7_D5n8kxBYv0C?Z(WXJ
z`0C}M>ax$p-TI#Xd&4$xpYL9*mIN+xwj##EQ3*bBk-{RLZ^l2larlkils8Q6kmi)%
zMb1N&Zb=9v;k6-G$?R&nPGwdZeA6(Dt~0s^^4Q&hWHu;s_VCPH;jc8Y86Kzbm(^kJ
zB_^@kRkjq!7nEI^KBF~vOf(m+HF4!^>jo^1#w6$XJvFcqW=C`R(&@b%RNwtZL7Tfg
zlP7~|=p)&cIXq!CgXp_4yk$rk81Bir6Z$Fe<uzc8sJ8T__isxFiG5>bwBQ{fjeSM+
zFB1eqSyo3nBg?K-z5M<;zy8>0SE?cleOm32_5pCCC{LRi^(~adD2Mys!2HEn1%tc5
znLpZ;=)-4PT4anz$gx=H;BkLiNBGK*7t0_!q=EQ%du0|I_jxf(??nKBdK$W2>F^_K
zK<1uGWNOdW{Msv_>UV{2qpR$g0;M>eK?LD5*LviwThX6xr@r;}>DeuE;SWDx-Gt-@
zEVPMvfeunDIV?~&*TnTH&)@=&=Fgt$>WPm=TT>91L(M^JLaUj26Yiy@1<VYU)UwM9
zwlGjOAWj!7K)`)i0%6i5Z~HV<k0?qYTmRbj>&$IV@cebKWN(@3hEF0u#<n4G3X}s9
z>1}#;h&cPO#~<Dodhmro&`$OXOKLY)vYM>M!IxEJfm_HNz~3d%k=l-K_o1$Oi-e?^
z_g82QW9%_tw+vcdJP(an`689hxF@vJYQBed0{gf~IIH^hy<`~54$*y?@Y7H^d`#et
zm~FtDL#kMdt8?Rx=o9%fpo0f1+?4aG0z1&y6x2G}Kg_<5F^8^U)vm^Tc@S4^_KU+H
z{c`cMiXV6#`1@}_zr|4q1r$y4(FeZ$kdY1CP&7|)hr8Sae9HtM`D}4ZbN$S&7A*Fz
zYXO+Hz#?#aXAbDCYzFBbUlpkIhPrE<BsF9QJuG|oiFd(8`dh!ThTMReAmoIni;L@&
ziBwnbY}AIMoqze=aQKEEL!LQy&DWk{eskAH6_Ppx(%U+2!bAqTQ(ag07FFY!Ykpyy
z*tuEU_eH&ZTEDl6dyjYX^L43`M1glnm)Ahw)1V64$Z9)SCU<mn5SZ-Qv6<0XFlB<r
zIW-E3$i;hXxsR8W0MR(q`htO5Vvu231tcF9P3v-(&_OjEO0j7S#U4tpqMSZ+W(xG3
zg$k{hQ>uCck-4I>-7&V>9(|`9fj^|q9&yG#T5xi+dmygwr8^E1wAW0uS6y(F5meIA
zP!O@#AO-@NlyFrQOt%Ek?g?h=zar9E=dU6`cVBDX<mv!{6|c6143%Za^nn43x%Fs7
z)u`DN%NpC%Kmnm?i_(#uI{#adOWc~Q3dNd*WY_00E$!}CUaYOT(?X4GD=fM96tRzH
zw!kDdTo&iDv;uUi88Ih6Fc#|mhn$<&uwQqx+*vN~f%7Wm|BRM{McNm#Hn=l|XmaNJ
ztP3JP(a-jJ8_${U%?zf0mo+K!G7#d^-1er93qRE`O22#$)LuZ&Locv*0LnVkKB-Yr
z@;vMg=Q<%7YCS(eyGQv0(12>P&LvpRx2{EKwrbGOc0M~z5D-F<xftG-D@rlnvz7pL
z2!~VBvMD<0r-EPIDpF5e9{J$BXj7p4$nm8IzS?VMJfWia0-&3Z&t2uuOC`MTlFjtt
zI+O-6Oc0&_E|iCQSeUqdx3gQr<$pYTna6S?#jlyr;JLwkikh(duUIqCurl_LSK*mw
zjuY|GxLlYtw^3ex>DZ`Z{AJHC)2AM(2k_r~^4i}Ih|V;h?Gd8Nb2{mP-uaHmtuoCt
zY1NB$P83u(CI0q4{(RRtfBrz$m4f0RFTFowE<{nR%v7crT?^xG-0f+8mzsoasHi`3
zh=0_C(|=Fl8Vt4?KsP|3C-QH;Vi9GmE}zfp;aoa>&MTmGE-m5xo14(T2fp+7!2hlh
zIWkJ#t9vo)!z}ee!(Y?-b#aI~<@;?<RoygJP3xL$8(!P-skdo1U!Qn<kVPp(hq7m2
zcB|>m$NqGpx?{q1aGpF%+hdO=%lG7gs{}D^{m)y=5fOzOOD)G?5*g-I9wpJCPJY8z
zyJg-dpKKKPGSzI4v!$><_T1y2{H;Cw$u-lftmuu>k}w`C`s~-XKa-AHW+gjW(X;@Y
zBC_Xwtqu~QYtdsp-DrtF&-VD>-?_Hq*iB>Gk5WnAoX!aC`kXrD0{`FQv(&Rj$XkQo
z;!Kz0Ufh_oIc<a_*J>&&Ul-dU*XmN#&mD!$@>gNvT$>bA0vzj)GNM~vi#K=|6Mj8!
zt&a9oRFHa(7q2v>?J>)}`=IV%6vq0p{@TW_f_9N(qg>raCD=2>LSG5D%CCR?ALwsD
zS|N~-lg{A84pU~gdej9j9e2yG_pr&y27J0?B1B*AoVw>rC9b#hx%blb;X~G*Y9UW!
zy&jym9{MYCBy9V8^(^2P+%c)m((aB8{Wm|IotOH`Bn$1Pz#>?E`a_ly;+*h`7|0R1
z9@4geP`My?Dn@cE<V5ssKw&_ec>sDvVoFN>`^#R10Qc4XerveYX9zv7re^tr1}w2)
z)VU@wohBmRT5jw$RO~-J&>XROw{{bt?ZaUwd-_~?4uO@Z^WHy3_hwz^Z_&f}nf?be
zlrxluMWkDxX`Jh2p{CxZl8qlM{T|m}k1j`3XW(<%DW&HPx5n*)K%#%lAEy#V$1#~n
z-m!CjtUoz%o}V9YIR*+I@QO--LSo{U?*ANUGk<J?W=g6(LHZbGhXJt@{4OOP(>Fqf
z)xQ1V_GIRcsJ`9u2I@4vD5S3(Hs-_gT0Dr+EYs6^tywVn##fb&UVlNPpE@gJ8{u>D
zUbWAW3E@1QN<>t)`7zMJlbvIICl%YP32Vs-@wujHm%Wk>J-U74Mh{4R=Elg^oue#U
z<KVsdcXICMTt6uq{&bDaoZ0q9?(=cECLY`RW1bkZ((QD%#G=99Md-+g@~B(psdcJq
zV%&44Z-%bDJ=G;MZN<7*ZpD522)}J%$Mrl}(kC?co>~2^XHH{)*5Bzs|Em8m1>Z|t
zD3OrK{o$PZG<x?L{7!5^7~kr!(Y@3EL3isIk~4O)z&hl9!QC@ppi8$m7jWaO(yJC9
zBo^CEL%|L4HAJ88@hd~mSWRB}I&|+$*89ZD5}C~ADqfo>^S!@Ep?$a1PV8gGN^M$n
zpbpStO8y}%lyq=p20$!wb{zwhfGoC&k&zilKc_<`K!9Lzlnx|{AXFEh%QfI-Wd`Ld
ze=LBZvtcmKG|}bEmrdPt>WwanSA=(89#*BqX)eA*SaXQ8r}Av;gQmWT``!n7gIU&9
zK_C+7gJjM1CZaRY5bO9tzr%yOci-|eYqw9vS4y@JI|SN+0uek*75J7U!S^`505vv9
zcOKBD^7RV!g|COqno&slr8H&lLeQR#pv~(KOWP}XU{s5F+uwod!VPAO^m?>|?M>sR
zmo_Zk%7d0f0E2GQg)7RbDWmgU8nc4CZ5@xjhfC3=b<-D&GPQXx5nkJgUZE48w~U3*
z(F7KD>S!pNQSk2}=}<0czU}-Tigs=x(@Y}P-tCoGjM%%^mE#s?cCcT*3$0-eP7Tw4
zeaLPoufz)52S(v?jnXP2w&S=}bRQ6md;xEF^3xGhYX1XHH(LnW&=V$0QNgr#uG$Qh
zSm%NH61D0|+{{>gFb*dJ{aXyLhW*OByym*_029tR${Z{TDQTtZIwd+`gKj^&aBLvw
zUvo)~w85z@kaJZ|T?-{@bI-yFcZ43Kf>|g}3hvZ!TckP|^70cf7yX0B^GWym<`=1r
z_?bGs-UIAK;|WHWBJn;D)Gh~3-v?tArb42!^K6Zo;>v*5UDB!)AmAb-`*~hKd<0(u
z!UWN%yj_RR{^5_8`0%F#0M!ZP&z-UM+$ABcuJnD{ugV!kps!2=a9hBiYy$>~BaSDx
zAI9<G_&ym1<02MXp-X;|<(q56&3s^Y3YRAMgD>J~MufrZ_l3;@QrLgbL@Uvo3dpRj
zf18N$6*yp9)8mcxV087k^k;Y7pWyY&<`aHEvNQfLB#;HrFe1`V)V=Bo4G5Px*&`t5
zb|}A!?y5`WCq7dVLjqM&;qy<LfWCE=YHnrqzP~!C*rJ(21&VGdurT;Dki7_^7G0BA
zXjY`&t_P+S?7|oHUmsVy`*8|Loqm!Oi!w5KII@=?d^;4rXRn17*Bbd+&?hQRzn=L9
zjQ4bEpy0ZSGhty8BxlR`k=Vh85wBc6^Eg2!_r$8Dt+fg)@ds)<MWmujfJ#KL&m}h@
z>sc@6uWdes0{GIaV&FDgH`b)QFMQSuMRg-kU#g&3FjrR*rZMVKA3dzbs&^ChsIxkJ
z#%`{h>D&A1cTV{Ab9?Om*Vx!S+|<$4wFJ_3-&ZS{nxLtN?+6x~n@cl@;cRf3)R@f_
zwp*ZlB+y&wMC`-KTYUH1dsdP^{e=WOWxf$i2Q&fMlB=Mgu-Fg>Qgv(mSzfRW@PW1<
z(2BYH@m3S)6l-AO<G1Yw;I<lZjuFs?`Kvg}D2mG@Oq$z;z;JkwQa7SMtoOD9^yTLm
z9f;|(hBt36lyZN+GfBtuYikh-Ox7&{D`FLJ&O~M%f0Spr6il7@g55Yi336r?2zy}t
zcbL7H>d)f>RGe01JQOSM^#V{KRc1XX7w~Em6BCXRTK%#$Rde<CI|6cPj!LZ#VY&KJ
z2L|p_1BY$tHUQLfVD*`m1a*AvIzLW0+Yd~lZS-1lU|#yeXv{?*EC{=83dz@;81`x-
z^Aq|cd9U$?+RBJBAQy%q6&*f9sQldTvKJ^f>1<q3u=i+9uQ|p}iyo?>97Te$EkZix
zEXq-3_!9d_P@IFC0J(Ij@5-3r$5I#(pdh-``;aPN2JkNpWJj==1P~y007F0|Nxar9
zNXnz>i1Oz8**Y0(DNS(u5GJM30e730&-JNcUj6jt8%d8(-O^4dO`~R(EZyF0$W|`q
zr5e_qSH|sUMQ@++Pdse>^*q7(P;Q2Kfl*`O^pH|nP3wrI%WDBh_KjN=OBh-kH;o;z
zAld(*6guln&Kz7lH!|;te_7Ra2Y)ymP|`qf4{M~tm0iZ4bA84e)F|F?i*lHp6)h8{
zv^@-zV06~FaxUe01l@&{u6$p81SDV0BktWsTNTqCj=qI9F1>yCj9yW!ju*gYeNPIZ
zSNvFJhx>pLK4}@n6xeR<m5C_hB$xU90l{@!#Mv3|U`v)bXI(zoxvlH)g$-hgP4TY$
zxoe|8o!`IrfYLGL5@r?jNthH&D*TgV<dNJ6P>8W>fh8E;I%|@_sQLmFftk^~84!aU
zjz6h)|L`me>$naAAbM8dOv%_X20Q7f2eBPySsVl}u_(XFPww{5mV*5j!n-^AE9)X-
z1<N3&2O@#!I#A>9EL~rD+Tt6Zq^GNed#}BmXs;+X3u{W!U+*`m9o|{yJP8t}#GxI^
zyeQc02AEtjR`v<e{oC!oqqa5sc4>N#Fr`Fc<vkJh<2jFFq}tBh*!5&z<};_FUk?iC
z@V!%{k@}VXTJgk;sm&f?2;`r4!u{A2iE>~6&N72Maw%zlppYlY^e4FST<c$hbP>Gi
z;+H?Kg*ylZK$jvM&s5u5_6)|lMn?YrO%OU7-aNbCMVyc>rgGz`X56Q-=5hy&VC2|i
z7e}ylO^n_v`O~mfAsTY=shRwMuO15+NGmo^G@Mztt&l-;<0X^$WDPJS0_K~RwknIc
z8-s+5++E}t-Aiv>PStA*>t{u+(iqCm@&l3P***8D%%So8?1HHUa9amJ#Vi0@7M~i_
zLKDI^gK=uQdfJ5_?!f2jUd>e8=_?x_(Qzi(g#u0KCVIBaJFx4j9v4`*FGlhWx^q1m
z&BcSipIJ97qVuZz%S#?ceAdaXit6Jg-z?DoF6n{F4j5`~__;cE?EEFd<^rsJL&?aN
zMmz=(^BcUtMdi3`!K>bqdiY~i-gx86S_8Rzaw#wuD_XYP{@?Q2N?~j`ok-&{Mr#on
zan4&>8!U!k{)!X3>r9+U@8wm(1{BPr#CrWVWw#D&BZ_-khABhyVMAoij3lNzDI!TY
z<?Y+M`RZ0@OJUaJ26U2|=N7%RoQEI<N@62sIDq}qEp@p3a7^W3FM40Uure)y8mTWR
z*f|H(96Cxa-&5Bs4Kbh)CbWB+)>Z*!ISHvx1~-P;`ZXsiY50`bmNv4jr13)v|CYot
zh-fd4yFjaawXfCh{vETEU=B{R@R$0ih`+2j1oHB%kn-6XsZ1!lQyN>6leXq&fB%E2
zLjT7&Op@}plEdV(w5q^235gjTZ*|*q!l7ojcJ2u*x^w<cUSMG!l*ZkPb$0dc`5arT
zC<+dydUNn2cSv*&r_*fF@MB4udP*W$>yO26_2fu?vfeUFd0<#{F;xK;t$1zxfrbjs
z{f%Ivth>AAGn_?iea{==Hlhh3i*zRI9B0Zkj6A<M@ncMl|91r_IFIe{8WyOxc_2yK
zWtln}nag(jGVXmTuR-BK6sar#--)GA%7U#MH~9M41{lmQ217G0MVWFJC*`#hGf!#J
zddnPs@Tb0BOX-YTp6+-aYAsr#WiNEW3T>F}du#g9xm%)hd>wi4cP0pmyDi8G^;jvF
zmcwml?rm0m`Y3ZY(~My_gFSfRFHg;2e_Wx97-?wQH2Mtg4rTYv>Svk{XxA7u7+Gz=
zCMxXA4e44?i4pm3lz|66@7!7M=7T|)gucC-0(RvOfWPQ<19R5SVTsa4sp4LF@A-hB
zov;J)_@%RMbo7&2TuknqRBoo-_s#b2>$DXdMTBz+|5$M8Rf(vN-pttNd<~m%+RdsT
zEL=rRH`J45V+Z~m#cuPYXKwuhBk@7O-yb=S>~|GsGxzdv6Ym9|%UO6@eh|H=dC*JT
zOPZ^wY?3SdQBotQxU#RlWMkHKmz4t>3<_SjKXyzR{%7z!bk!Dh8W*|7kLa&kx)yi;
z3I&eoAAq!F101SOTV5RRHYRugi2bZd%F7FH+yvrKf#A<`Ox88!Tb2u!ONl1Q+fFa(
z+F1_xJoiJTV&DAp@M;6diF_Tw^l;+RFj$R!>adt+O@1N4(yCT2RPBGdkx<iFzl?y{
z$_?lv<={UZ!CrIEd}UVOmiLiNwz1PVcQRs>(?@Zo)5kNY1Ch8x^wk$zKt3h>ehD;?
zv!fweu{}8d_<0#Z#qqH$w(?WW6yY&kh@9NJp68Ze2v`Gge)|rSxaS(p*>X4T-<4f)
z*9KiZr%ozt7Btn&%0`eGb{aEiM)A@^45Q}0i2hR%a#c<STZXX7;1Bym;ICnyWjw5S
zHJ$?#@~}M78(F5@9r=Hd_0|DVeNo%!C?Xc3Qi>7=T}n474bm|*ic&+z&@f;C5(X_T
zFvJWYodYTYO3J{H0*X>YNy|`opYiv8-+S-<ga0^t_St)%wby#qvz{gWy@_x1(Rfp;
ze@}^{X$i2Nm9yf86AVFPpa|&&bM#7jHK^I?MP^Xi1LOG1c~6-K3aZ(XcS6hy`sOG(
z5|0Kx)JQcWw*{{~U++TYv1Xl3NXufQKFp%Kn!Iypc~Vn7Lf8OLqvqv>(v5x<O~_`6
zZ4$x`P{4Fg0a~2AukW4Nzvt=ApHEc4K!L>DMX9u%Z{Y@4(+q^??%n<veOne>`Ks4c
ztka#P<Gp?s<UZ`{U{I_$*Y_iF!jj=H38aQ9DW#X|T}CgZoRyQ<_{NN|ehorC$<Zt^
z`n$KgK2>p_c>-4BclkN3v?)A8WG8Q6KWS#dcWSFs%)ZFB!c2FN;ZnuY<PWKakF}pj
zP}P$2P`dMq=~<?+YuRFid#2JLs!Kn5CA)1>(^VokL0NdF)$$zRGU!RU|4^v$LB5(x
zUs65RWl}w??!L$Jf}dzuZlla8vD{1Tv{V=PBaAA&qpEx6rdFEn<edZn??0||H>hAa
zaDD@qYeu?ENM*b9n>!v}Ug(mi>fDk7xy!7%KYlv*l#4pt7m}0rXRefKb{zI+Su#C#
zFXISs8AI6b?NEO;Yer^`4ejV`pNGNL{a-Q5siX$Ah|J-dA_(Ju{JZF?vmNfP4%>bX
z=YaSWWSNany#now^ra8Lx10wMs+Vy~&8~opKzma<U_5B+_Js?X*E|AQHjQG}Bt6Hw
z_tQ`V#`86VPM1mLtDjsq6c{2XH=QTDAqMm5IJ4I!K=+~dh5^HVRa>reC#;LBx~m8B
z=^ks29lsAG29OobsG|d4sK~-J<x44V<Uc&SVRtqyL#*Py^4Tv3;EK@RMqAq5)lH_}
zu&#Lgf_5JySaS#RYcAE>UN(E}2dIw3v1)9x3&QywpA&7`9N|exO=JT9{v&M0l=pxZ
z#5OoPp(1uv#7ryJG|n=f4|8AbIvy~@;!pWiGtG8>to%Vo4x#_}ClHSNzLX7o38m%F
zAmtf;*FIbpb1Rlk#$L@^0nyXI%OUZPOS@)&MxUhlT-yZ9lKO5}r{J_KkfmFIlH$Sz
zMa*6`EjTNn-qBnPNDs8xvEF1FQ{Um>xrz0|YiQfQ!gNGK^}&r~U$}+d9KGdQ$)@_Z
zvN1xMdTR%RYi5Pq@Td~va5<w3Z8SAEhE{xvAmZy%;Vi;|6u46`g@;da=UUh%>eZP3
zWDgPzi_}?<P`u+aKEanyD92KV)xy62`PrJ`tb8`a^v~BPZZ*dnZGZJ-NQ+NNUidXV
z-E_Y>uA4!WA-h^3ff`jSWim8#bhsnW$>v{m41TuI)GnX$z<H#>R((w7^|r;5hqm;x
zh}#jMUg&{vv_5{#5&LEQH8Ra>6XcAbQm6C>j(7P&cR&m*@zL@h$R7XGp>>V_DuHEc
zY|{3lwRytV<8|BLfw#Zht%#^C7b`z!ZLTbvLK(~d+GQiz?7?v6E8Ex2V8d0<eV=`N
zSEfs*I>s`M<0A{8aNKpjTH)F!O~;qw=+$5*J$C00a2%vvoX)bFvemuk%XaL53LKUl
z&)V=?HJJcJ3+t7YbS0JXth?FmvGDcrpavg4vnl4UiEyh0nMnXi%*njOHAA77OtbCJ
zlY*P{MK(dU<q1a5JUI*g7g<em4sq8n8}(nB`^l*4698ai*SrqAe9Yoz8;4o2wBrnG
z!4H1%EtG5=DE`z!kKwDW)sbU#&2B2xZ;XSOQ{p$*vn4fX0v8Jiq;Vybof8g2zqxTh
zk^XR-%k=-9L4WJI^4i(lkR#4GNZ?EtOmvqL71jCVIfF>`_4y<tlWLw^%};2z3lqWd
zMxVW`9NVXIHk{AGV4l0~?E!*Z2v^B!t^TJu(#C45mX}UNaTq3r2U|SQ710TPS|ODb
za-Dsy_Y^KW@DcmxU181IWlh2>-hFEyfWyX6_t%_jyLeLtkPlyzxn&BPHA{q6+T$%B
zwp~m$YpMCBn{xJQ)N)U%Q_+;QU%4u1x&3l558iKH*W;)kJA3G2og}i+W6?N>NiRIc
zd>lLT@@<<t0MK$WsM%R0J@bU^b9y2iqt`}IurFsJs5$3*82AqMC!NtOnef5mFOQm=
zRQtox1-JGhT2@UN>y~oh`^S2x-x~oMiV98IK~2J&RHxdHvT1(f*8F3b--`Zxx4_JE
z!b?(IH+Vxp@mlY+43utRpgSJg1Zk_Wb;?SFgc-Za%WPWWE0cW;o)Uo!-E~=I(vLHa
zi~ApJ?d1fJxXpQ<p<f!@hwifHos$`~zEpP=F%ye?Y>zr~YaR^RZyYxOzY;n>kfVIo
zesUAU!uGaq=I5wj>k#-I%C)`Ly~QLRm<w+%M>%b|v0ly$Q8ImtuUkZm4jfO;a8L98
z-lJ+=uTh;R@RR}==b16~>jK7%-fq7WJA~4KeTOMrhq!la8vIiYIyA8~-MnLs{#pPD
zYWy@6*2fv_QClU!6<;}id!b5Iqckp9<z&t95r<1=vJ)A_|7BM;o|`znll=V`1sE*S
z1oGA*??vE+kQ;lING{m{?%~3OY!nSY*g$z1?w+8Vx~_rY-XB}gmya~o*mFE|iag4W
zSE@*hV@l6cV*+M8DovjOEE)FU4S8N?WMv+PCAmywxmfk9i1IKTp66pD9sCOOjF-c+
zyQzDeX16ftV#3M2mtB3d@NET*<bnw8=Cl4fOaTkkzeKy4Yh#>*x}yY(G&H?CSN~(f
zn(N=@1PR$cl}o+y1+(A!wL~Oa@c_Ip|C7yK%P`LjAN>1Qd7nFZ=rgF)>790Kh0m*d
zP4!iGJ)gMBD=>8Q4&mh)6=GUn=}kNiQ{aC8LBS>mb>|}m)$y}8jw{@fa{nu1KZnz$
zQu(Dwng?#!{gROyYt-)JF!)M;arla4W$@3{2R*OwBX8nX|CBWuT?Gbrmr;X<|FpV(
zA1^w~>QA!$zK+zk3b)vwJ=X~gy*Fa70bqw>1u}L+0U0AT+6z#o`jRo=rY(Q3Hvk|n
z5@bZ-#?IdYEk$hKyb-+`0vNGInIsM%<aRo$VNOzd^*Iyy*ehuS<h%N#YR>2H&e4}x
z-MK4xe)(tdk`<TvtY&V6#@nJpPkrP<r-y!QJ`WOCmKZ{+E%|$E*^Ij+^+xrT6qjV^
z6A0`7dbZZVTB8BOk@)Fb2uR=D1?mhLp?5)+8*r@X5?z)mpEI{UaNzgMb^8SOUrqy>
zTXRi}i2kh&kgL*Ldh;T>>T#D`+5X_`QiOh`{!iDYz*rH)`-FyJ>z6v~G+AZCdbT-s
zXNxA@hONg8do2rPKa#b-$Q>V-i58r76G&?SRH)-XJPvS&g*kP9oX5Trd;9inFY6~7
zzy|I#pSs1tAqC!g3SyT+Y-P4H_x}dRtLRwIC6>v)L-)>q&vqA=d#@O<W8>I@`Vwt3
zy?>Tpbg@9lHu^Sy+R{|bQQ(leXsSOP9{Fm3a)N0g!+J<+ro2*&SRog-cno&Rm*G|+
zyexCW-t>Vhhe;I>--_61(PqwXJuMDs$vis2KpTnH=WPl3dvM44Ui+5S(Yw((k!m=6
zVDHQIJ=S1HbCr6H#@aXI=*i%rb7K7vMV?tno+WnQE4?>JQEJ((-nhV*B6nbT2|t!W
zHQ40C&3}dxrjS5+K_gAN08!ObV#Wd(y3x&&Qt2+>)BEGE>=xoybN(7gwjuPJteA!j
zUaUR;d+PNYj$m(em815LiZGg8#(QTd_u>Zk8WjAurS$_eYAjzmT3EU)8m)CcvUlU_
zVuEsgT&fUeec|Kb+O7@%Sd;j8Q;wDsy^WQgIl*&Z3*WhVJbCLN*LynSOc4uQZH@k5
zoXS@tTCT^Z+IGlfsL*Mtn7Xqws`Ozb7z=iWtVDUSlYup02Y&S4Q+T>=Rtl@xdUNXA
ztneOD5WoM5A{ohYD`V@KG7G&vy^}`Axzh;+ElEzvcV(G)x7|g>S0wYMj8}PD&yXia
z2GlQvIlK1kwV#-!Uj|MIi$v{f-Y-X+Pc|1($7hlX)SezLvUakZCt0zMOiBpv>7vxP
zFzgGzeUP~I6w|An6+Y0+I$zx04F_gRLj$1#eH1UZ(RLCuASJzp|CZT{SymO9lU+!Q
zpqL4t$m>#3U!(t2@U&Q4i*&Mcz#3SCADLl4H{%(chr(K2pkyLU0E#x0Qcxk~N*m%F
zfis*ZS#ueXXUc{4Dg@D|YfpBHnrpyg-o#<Jmo~3l8L_&pB9#(cx4)1<ls>EV_Nn9B
z)T#%Xro$J&PzotG0X0bB#M`C^(UT<qSa|dFh@DiKQ|`?v_XF>R+>3F2Ede;5;rP;P
zAp249esK3jkv{X0k4lut4$c|Q$^Lm^-!-;^{}VYe`H{Sx*N0Z63IjX#R}!Vgiu0-Z
z7QKI8bv3_%^L>%v@x@xZn1`D6CINwdZ>zW$XhqM}_ctpcG0`RY2VntaT0P*%3cX_F
z-w*SEDqNP5l5+D<7SxfyD+M`oRet`Pnzb>Rxj62_dJ$gE_63l-P4E7CoZaoUiX|U<
zX)XEJC3M%+M&GY1D*@KLZPyODDg&#l*2kUUI}T=wB~S7%{C(WpUQv1-{6^^Q*{mSm
z<Dw4V6abL@WupO*rvWRab5sr}b9UC*fmC-BC#PWl>LLx5IJ<1f+8u;Zt;R?33V%se
z>ZI+4W387Lrr~Jgf`nHBn0`ZqZ%x&v7s{XHq(44@!!A>O`-n@OFA_`+zz$4FWyg9+
zLNBJ|{GbXzW&t2Ax!&Xo&>`&yRX{y~IMsrBJ4_7=joa+WDG4~}AXx3L%V{AW?zDph
z@p85Z$<uK!?t|@|3_Fs=uvw~L^^3v-?_D^4MO43sVUobO<6K<OV#brDV^+JEZC5;6
z(#-GlytEnm$xkYu&!Yt+)A$2`bkS?k<1nsaF>ulw<<5gkxH-fKaIEK^xFx*39$T+s
zc4YpeB7QZIWL4%_V2dj9No%FdLY4NjQDfnQFI>(G;y>TG4-J|lc^k@lL8!}UGmx}{
zq%vVq{IbB|YL++u8iCL71gU*okTQ+YeZB`)dYT#OerZ+Co<AxwZ{``Wa%IV0yvn<E
z<qB7yKU_n;DRS`P)4-Dq4@p6XcFY=G|JjFA26~K_As!3uwdMZY2q`4bXAK+-_Kf@L
z4Y@$e2Uh(Z0>m7#Eeu0Yt{ZFOEJ;;cLMojzW3O22OOYpbT$lS@9BS{ItK-KyXL#0V
zeHg~@PajK_yr`nJ!1qg0X3$rDO1QjVDkjre52oNRX8Tp_U?;-J${&C@z4sI;Nn7*_
z9rhG6b{(2et&^uacN2cmJE>U;QYY9qB^?kyOJoGzS1famz72hr3X(@0h9W>QZU}^t
z*t$9iYG$dbZ?%ixC0Famj7u$wK>FJONT5b30n*O9(&J|o{^f9#HKv>=k}>1*7C#cr
z38jVO+77xu_VlJJUSPHf2Ue1~K7s66yA?rSsho4JB<?i7aFSLMwP&{S_87RfZ2GrE
zi0HdfDv#4L3YHjXIT(myHhYiAWirIN8@{^2e`5wo`{G~K3dk2V^~;kBTKd0<gIi3S
zuS`VAsC^!)*lL#nly5@z-KRiK78ZJ=>&yCrU{;CY`nz)l7T4vBk7Qc3!T?#Kcu&u$
zrM`pL-q@uWH`l^#{Ty*|fZ{DuiU;>luq<6<b;5br*U3Uz3-OoYot(NgUsN}%D6}|q
zR))4Q48E5SfXL_B?pq}WobSh6Zbfa*!6*Nl(@ecvCdu=~tn2r=#G{ahjLhTj91q1u
zB+OHTDida`vw?%e?fTh|fEh5pI4s^Vbt@LvJ9^)2?RlJlp9;oeype>L>)Bcw?n+<&
zs_6p?V;gz$W%^3Y+B-KEIq?6dlE*LiUyyU7-fdcg+gt=Aq{1j@1&LV{g8I>h`JCu`
z<deJ<VLQH+wF(cI0hhyK+$3c;Z-W<lbCO+uECe;mz|~+ALzjQIKX+*Dc#)^<k&hh)
z^_;{uWL0V;eg3g|9iUsn6gFR^ewc4uCAD0$3|ec$7%u$jtOiDf)_f;_zL#dMb50s0
z`X@Sjc{X?LWLCy+;H1^0{QSQ7IX8JPH0sBHaNmfe&Enc(y2#bH4{YQDecBKv@0S^+
zkXlEt-9--Y6Ktu<$`1zTHWm&bsTI>$7MSiNnR1pp=P(y0;%3#K9I<6Mb7r?YGCqzk
zmg&Z_>D9WWPe*DlItHH?k+F1MeuX`mNc?(PrKM~goUPSo8gO^wSWcxw-$tZ>-o?v+
z%$^FQc(9<l!3mHo-jxDqMR|SIEqSq)(AcyN7=Feb;k$h437I#7-Je$>Lw-~UA6`c`
z@=2ND0v;8$N<xlRg=Mf$@=1)h-#bh&_Z3n=|Iq)K;EPwaq6Gl<a=*M>Z!O^%?BX<_
zUTsb%&|B?-i$$c$O)i>$^!=L0u%=T!rGWII4t}kc3$s}-_Z~NW^~eGnVVbl&YRMEZ
zbEopMHej^El(3PnF6HOvBf3-W^lk%afNYu0xQsW`O|XcRIYf^oZvM><nx(JKXs$Ci
zlezA0TKf*~_)5t-x>m*%Ga#p%xvNrxjW|JFkW~}ZD2(C-gNDx2u7&l3G@=7wA@|DU
z0)hfH5(ylb1c<zKL?&+`J70K^$y-KR8ejHK%FDc!g^kR5FFavHJ6z*_81_r<CWWne
zhTL*CT&BjBU$j)Of3$a9J*#{4@_(kNoNK@41We&?;6fuk$$v(>Z2yNpGXd?f)#O_f
zI=}OZsxvlFGr5_+ZH87U_T+>>@+IsEhFr5Btg<#Xj~;<bSOjp==BNz8gkk;9p`6LX
z+2lm&txvUGP3w{!BH#Xm^lVJ}_n%nUXgoe6wVcN*mvo7j7sGB8-*A#&Li9lN$eSX9
zdS!HE+^X57W!6PaV3F*now@^g9M3LZl|qeEd8J>U%r`C3fLK;d0M6OS74gaY-L;;K
z6^jdh70*N98P|xw{`k3RKC6D!&aZ8@niuO9tsotn(L=sE6sjO`aD|jFo$CuPY32~)
zav(c-+T#x3z0nwTIa&4dZ=m}X(f5y<H829yth|IT_H85w!<P8L{bvgP?TfntpF~1d
zIM8;FlWYO~9L(!76mfj|%qw3!2ug>V)+y$^4Tm{IJy+}gm$M%i9x_jJ;>J;N|MM)h
zz1qOG%2$rrc_)rk-~CoxAi1uInL(!~@&@EcpQ0Fmui}NR`L{aleM-x)uiV}Qc2G#?
z`3fd&yKN;uvO!;W)987{+d7tXlesS$Bl5@1K40Bya;+4Tnvh-DD6-l4$nFj~>;<JZ
z(17KZRQSz;{xE;#w87#+PAcCnK&>N&Ea0x=OB2JodQo?Y?%JcqbuuqBUk6w+bM*xo
zbe=i)mi4>v?exPv+wtmyKO!fgm%YIXz3e@iviS_w9zqh1TU$~NV(cuxBPM!w^QQh^
zC;S+VhHM$nFQ#NghRd<BJ8qn1$w^w<rBbCx7g0>+Z)bbEU9gVrx&$CJ4^y~8_5)Ah
zq+Al4t(j7G)(<PC3soyqM}0dx<JzZgmFx?+n@-7Va84M7i}H71L=&Xa8M$;&J>xOa
zvHjVZv6a*XJG<u#R>+3Kf&9{MOr3leiUcV(qB4idn@gq3ZMQS{)OHBgdAqDs0*f+g
zQj4d#=X3*qm#uDvEgKo+G4rlp({2F)8~=B2KRxKfgI$b;&hhp4AerJCjCv^?G%ixA
zr>A3$7u^AYK922xl%-HV!;Q~A(kO3w&ZxdYo7cb$ArOISB}8MrK0DE-^^s9NvVW>X
z(G03xblaT^w`CuN4Cnv;(3Eq;GNvfX!)`a_(Hn>tr=jYkZd6Z>jhp68@QA$`N}0a*
z@?64Pvml!JPn2SS=vGZf-$Y(jO!0r_O9-N`g$ixAu)-J9+5mk`*1iT_HY+(xZ@G;Y
z`8lLeZ>PBsbw^*nTBz9Z*+RhE1QS9_Mk-&=-j_z=_fqP_%d1BwRf`I#V9n>rj_;cn
z(EHjt^fpWc*x)af1%Z&f;V{p5)YnYjlH~C0ch_bz?|<&Nsx@=$86)(HVkJ$1eA74m
zt*FydfSmT9KN9H-Z35TLuT%rbu05{=4?nB^lZ3d<ZuA8G)vF?9^EK@Fz+|;65&O1X
z?$_j0Fo`$)qNW#uEgu9f9(O!&v+{8NM%<j@Clk&bZNXl!J%ON->~nMU6LlS|f1r(z
zZVf0jp2_xCju%(U6-d(G{@dm80zb35JIA2>wQ%?@!b3k>=0MbKBd-Q&)RKxiG(Kyk
z^Ea5b1l%GprQ48MNeHVAvC1uDaM|kg&79N@HXA&%<nEpfqVy`?Uq8><<V9O2nq}NO
zN~mfcrmA6#P2P6fctT*@I`ufVLP{14b72$;J9Il|T}E;{T1=J_bzI?a@l3qbd&RN4
zj+-<1?GN8`rRKPcHrPn{B31Hm%-ENfj6{K+fbm9zS|7*c_LJDa>c?GHBrq5(QkT4J
z%7F&^8&Uc8B!FJPtDj`zs?34E*?rEjTXb}`VespYT^~Z}YgBY{fHf^wU%<c=P2AW}
z8OBu$69|vB{dYOrke7>Yjvj|vk|`NSemly)dh;OAfrd~toz;Oiy%;?0g0J`*c6IC8
z^$Zd$SbwZI;}PxtxLEK<ykHYHeDloX*bpK6cp;(6dB`}i9VZW%5JN(iG^ez*@lJ)9
zNpCqBNxyHceWl^0O4-TW3n(qdQK!w&Ea+TBaM1uIxP3p|xIgFXl=oTUNHvdn&p;Hp
z>k|O^WRVKwH>HGf#j9DAv-Gm>v|J{F5NRLIw=~~4`0JegeaX-9&*I_3Nv^BGPx5(9
zWR1p}2S<zlC5q=PMZ<q?f^ig-An_Q5)8lj9yi(?l5fKl@zwOQmF8(YISV@rw85q=$
zlOTnosH%CIej&PIusF-GMKfFG7t+nk{o9TEQ+#9jvQz`}Aa4z0`viez+0W+agMY+R
znpF<SmleiFp?<EfV9dAvH0AKN#LLxRcYjLk0aQnHl<0g!g<Zyg{o`yI->QU$zEPQa
zOG`Hale6wR`@ysaAmoNAT_&HgY*5*0e>Ml?l}fZ73_7ewL{v$CG`M*utV>Na8$8nu
zORfiB;IR};<T2cED_D-74gT#6sKLaXmDr|<_U_5cn16r;J9){jM~kl#ZqhOa%!HI6
z7HYy=4xVT5qV*K>styi4@3BK)d`9c=O_58yniCPWtlFy^l4(z$8W$V|AFz~+%=U3W
zRlXOlkdN*0^Lcjjvpe>@qOI~}4$GY{0)DQyZbYq&^FZ!k-LF55ZvWgttEym$Q!Lso
zE^n%~?d>ZcwIYb$3(dd+LYy5yad-w94))t+^Vaf~*+%0ueg<$kUsGQ~S<)@^EzR7M
znt?+nUEP18@@fkDSAKq~@G;+_0ddT%%lXrtOb3s9Pukk;R;oh>BLM}yrGy4+-}h{t
z*%K9~-H20TrcJ5~+;}Run)w`+kK8X-{n{>v4flaL(ueKo7x-rW-dO-&aZgr+u)9p8
zVOZhUdP&e*>aIX%_6HZ=IDmb%OnxNp0b0AXwiBnVtwz@VT{B_+_Zw@dxR))@x6i9C
z_r_tEd(ZcDzP7{7I1iQT-=&Zm-0-<7?4($TI0Z(_en$QRQb6t5eEyCdFZ%>ovmTAp
z0S_H~QQ<%H0@2F9D5QO_@?>nEa$yD?Ina~CCpv|v5`+f4_&;sVeB#%T``vO4jHIwj
zHr+M>4*T~?MtuAd{nh)dhAcstn~*OzV?FVm@XvKKne=Hj>$|9Lk%J06VsQLw-#c5h
zyjWyxdo<&C#gr5@IjcKFzCcg^yb72mZMS`f!kt?&M}8W-oT0OinY4FRA9S?i(3(?8
z)0Z6P+~Mfb!G#<J{|5QGjLWQx-J(QL_#DiIfcWhHy<McS^Y~oxy;UNiDSt&S7l-Q4
z>{~szWKxjf-PWORV>?#YG=H_~)W8@kx+L1OL|Z;^f~91P<qI9;An3}GSLoDvv@LOV
zXLepUAm5-Az^~9fcX|=^rrm;bcYh-mgShGVSE5Ltf2>x<5wD8)CaNnZ!+vj0g)sQ;
zuF>jr`G4p**DCpto_KZNq7ZGq<3D3Bu#n%*%?o*G-G)cc0W}1Ch)i0J<Lew89Dzgg
zO*H5P98kUanj|Xax~&4v)I9@LFfSN8nZ)xPxEw0Mw{PBV`Td2~oLCjkjW7JDkEl5M
z^!JwIe1!gic9oMq!8TI9&IP}{_cS+7U}@6Cqa1khv%l#MDm?AEoFLHt2N(G*FF0#|
zrE2fl0dVKgHykJ7jf&-x^~dj@KWivXCZw{erX|_GNX%PlrI=YLQ<uvk8kb}rE)xS7
zg~_fN*A(<_?kBhx-ZtzWNJ_n)&4O2%0YsDKyY>rKD~@H0iz93MjCtqhzGc42?n8zx
zGi!o$M|#i4yR8eH{3FG|+zamt0qg-Fas|i_xcPU_KDx?p!>Vk5^T$iX`W9=RRwacr
zwVy80pWfvPH=;JljHWwNl*jQwM?mira}IV{&G=c?UIy~Ut&mM0j21PO2Y3VkKb9<g
z+iSAz>p0^ZmO(nylUfiMyMsR=_^Il*7q@>d&*zSXPry1wcXZnzK?Vwz-9$FSazjfJ
z+4599yaD%f5hTs&K!AH5m;Q%)qC~xvl4|VL2x+^u!Ef=!wcuT3DOwi_%0|(EyYUPY
z4#t7KJPx^->ltwG8lV6mF@pg>rFO>@-O)I2ScX~V4Qf&uUDvpyQdDd_$>J)P`2&%g
zT9#>s@bLg6Fq_`V%c&&Dib(JT#e<>&npdcDle6OBdSNEmqY;OjJ0H&fkB{{&<V|sh
zk^c9ea&qsr%w+D~xpQZf;UUN~J*}t+dWXFUMhUecM+@hzyQhkMLrfPFk0w2G8+u4i
z4<b_e(Y)<y>I8>IHF$l^;LJ1>9rU)4!Q4Mfr?2|3;@z;m&kLVGFBKIHna8_B%QA&~
z?cE!lPl>MhKU*}rb15Q;iyH8k@tDEfi5%suY~_@pgBvcU*(5@oxBhs;WZNVA%2QC`
zi|!<}K|kIP#@wF}3aHrz#U`66pL+tNmRX~|O8lO>UXBq7DmKK@yD(^_ZpJZfeMuCR
zy5%5&v%SJ95%e9J1Q#p$#EsC#Cpk=pKelfS^C7l&>hKC6YmYkXlor-^_PwHSkRZ@D
zbLUM$T=9T30Zz#Co6CVf+olJa^F*?p_yP^Xw$Sz5d~;UEDZQq!^nl6w;EIt{)vo*a
z=fChQH{=-?`jUooNjyWFZUwBbXI~oY-%IaZ9r`kE+szjah$b-D%xSRA3WMe?i`gr?
ze|-y>;}S4Cyz&L4qC>W#UrU^of*+pF$Ls15@5t=A2W060d@g+82-F;jEy?}2#au$*
zat$p^N_vAfSMBScOgPuZZE#fdCr-*<;QW&Nx-7mNb;_3hqCkN4Tpx>=bh0M484g_X
zL5#MoTe3%`cz7vD>VVCG?k+Zr?AFYs9?KThIGtA=M>-TXc9f+{{)yg1>wBiM&*IJa
z(KQ8Box)adAY*d!zxtY>=5K?LYozc-Dd>Us-u7|>;4FcX$3UZE6FpGhuHTm_iv%R6
zXAKBg=!HF>HDjEZOLb+i@4jjS-{Ibe#O1!k-eB!0$@J@|QsjoI#vU#(;xo4ZQNG+a
zrFg<$S9qAk>OIIk!xT(51kp_I0Pz702;&BjdJL$8NB(@yhyb;RW>pSvKqZ|dBmw@e
z^agN}ou`s9H1@><RcLeX+x(iMm|H~#tq3OBM;TrR1dn*6=KkLg)Tzvz)Vo=9jQwu$
zTrb56)J4tJ8i&=I`5cGR5F&rBXMAgT8Ddf1I%*3t9mIhghGl3b&+7lG_0q{gjQja-
z*8u`+1tj+G)+`q2WU*9$gjJ^s$h`rThi|6*GP1&cej6cL<|{Nd8LWGiEKw+NcO#rO
z{#*ZHn@?!E&7%Xa*pP$l7MVqtg@iqzxIrs;n>5<g6YzJx7n5>Xbr1TIAM)8y<U%q`
zK!)@kphZZ+bq6<>$Hi}L9fu`Y>Uw{^I<PfPw8Z2-wqy`j?r0Y<PE1i8Tg4VyS4ttO
z%fd3%{glh^L_EzWq-nHvXwW<1wZ3G5duxVOUnR=hJ)+8?sdq`n#E9p!6ABT&u|vq=
zZ+IX0$m}Bc?Ng5~Ub$S&*AKMdiacjJ8)j3TAb?Kclu7>lcY^t*-~Kq$C2^w{cixVc
z%1gR7JI7x0b^Su&K``<M_nX;G(pgHZp(asCDOI}DI`c4<#|LLP$1<SH+H0|D@z}Hz
z@^oOKe;D3G3-+W-8h{gI0LVV+l*v%nETDjAAU@$84@u0rj8$<D8l8Y8<hbnVi+Bw2
z;4=OSQb%XS@p2J8pXR)6zHFHlkXFMfT41d!5v+Q$M*M!V*iohnGT^Fli{$Qw66oG~
zRt||WOl#x=c^e38^akY#64CrP0H8Mj(fYxBt*fytvQmQt@H=s@?23me?zk0MFWGSN
zR<Zd6Tg2$hEvN>2ON`S<<fzEzwd0P1Ko_eM4S0swIA4p{G~AnTC=v6?MCm+w3N-TC
zK!N&9AkN}7dj$uow7fwRB~TTl2@#(}Z9bnuE{*7c;t~1jgVCsMe^byK3Y_Dg-L_0G
z;^N~KEh*_j$(jiBJ?2#=f^AwoN%X0#JEZF#^7Bd0qpN<UFxl!VDt%hazt_=ag#5*4
zKQ6v{bD8Mh*t?=@aCESn?KP?@JVe9`5a_+~p5E>T#g;D^{*Rc_<a`z+rc~xIp9T^y
zoXv2i8$ypnKq7fJ3#i9H!ueP3S=YK+in>i&0A-N`+FM#WI=(f>U~lH~4y<RTgXH9E
zj$Z7w@KsA)U(c(Ngqx~Yr!S|(&>5Ks8PEBYE?Tzuz@r$PCs{v{efP+Qn0_83jNiCF
zfAiyHNEVa?dU~BfqJV@7-|hdOM8La&iMcF&bYZ|>hJLr}#w%9hxYD?gfXUI~3WutO
z^L6G2W+ek<SRcvc;7ZRH?d383H`(8}wCLXbAEhXj|L}d!sn3b}H4dNcV$AFciwuk6
z;<;1fsZrvfYJqnHe6JeT6Q4JQaLhR-t4{pZgDp6x#44gR^#WnAF@OxmT2(DU;Wy0o
zCXjWhVZup*h9LR|240pePQ!p5h=zrJ(Zd>-kca4*)o-jk4*Z?PB>`$f?*1d}HZaS<
zm3~hD?hdww<GG+J7u2#%{NC7Izb3G1HG5JQEGm2XmU>&$#8-AJMy0Ukn-t?+9N6`b
zu~LniimN$yD#f1VTS0Tk5xk990a`+Hpufvh38=XWOa@JU;C(V1F_pofzt*$j5Wt5R
z{Kd0tLmTByYk!mpPc%!s@X?I=HKJO|;*YxU)VCj2u{dmjz<8-kpus(3D1?XUF<fRA
zb4~$ThwpYb=0N`$Z7D!;6n*dk2DE(ou4n)`>S1Y!AbCTVK#E$B>mJ=?ehA+orGUJ!
z5iv1<a3Rd*5nAr9X>R3|UQ2!=p-x4)AY~?A?rr5A?=9%MyI>inw*e%gi9jmI2o$()
z0m$45Xu%OdFP6!GMgBQYkOr0Bv+hLrJZa?9ZcblJ%i_w|Dyt}Byb(`1{p%o1mw605
z()LTV&YsQ5dufTfmkt!dfsaiUh&ny8u}Sa#25O{;KoM-L1=SJ)8oqJH)4?wMyu^bb
zc^nbsto0A~M*i#q1~IUKrzw}HuBo@B>JMkX;To_W_+h2hG+j}$CyII`v<yW$&))pi
zg#*ik7jm1tzZHGDdpTvY@KwUwch5RS^B6cub9A<UWi+AyNPX}U75MAEsE%d696til
zo;uO1{K(!#7XY9RZeSp``;gnBbn9x3#lyBaD}VD?*C^ay3j0PNiE+L7$_?XISN-^A
zeE7oQ`sT1`-f*zh1MmISw9OCo%tqJc1gf?mgK}XPbcloXI}u(|NXc#4ms$KwiN0sX
zs`P>k$;9+ay6|vue?0PV>ig)eWm>`Sjf9r`H8td6D5Z*SFjmJ>7oV`g&9z-Gp~+Dy
zIE&VZ5RMbpH$?VFNMXGwR*BFFD|H1A!73n!FH+6)EN8&DId5$;qUMxi@CEj1UNzhk
z2LJS3c>qv<;ng;6upHk(hv)yVXCwgBMX+5pEK46fY<fLJrI$Y}s^9(dl}Y39yx)|C
zXmRFmI^oJ7CVBDKU(bPGV)KUls2jbTl9dE@pK7?P`w|+O-~HHp{XMTHoA2GjqJ^rD
z%DN$j7mQ7YypZV!EhwUko0fC_2#Fb5gLeSeAMa`zvUL%{O~>(rN?ij_2O<>vet@`B
z7xVypGiWnjYvqr^D$KIz+L>)7BWh(W{uJ$E`iX$3<11>K3;tVS9*Sv{68xi+3nP*O
zX2Lrx8So@FjkeE^`<OC>HIk9?O=h?}P>;*af0I{)yuv@&pta%}w~N`TsqG-Z(RQ-X
zl*(5W(a$svmlYe4clX^iVs=oQV@NiwDZvSbF|u#22T7i><qVGhNvy?He|>w{Ez3q1
zhtag8IEyk$-3#xXH=N>qm4OQjf$sl%k<fqJ6q~nbTM9Gy%`^l@JgbrmC0VdKJk#>>
z){4%sT5Dt<Pwxg{0}S>Ks&Bb)XJ}u>c<s)i|5e}iLH&c5oX;CHB7LYE)OucSM9J2~
z=mB<M`ts)eERODp%bz--pXrC7UN##;%Y)~&xcrqOeLgp@QxtcjZ?_5TE498XT1xD=
zO%B{nU1`1p_U+T;Z%bm3Lk+wX|7#j-_aE;j1&l>sOU7Hw&lmE3aQ=}xIH32T%fZ;8
z7sxAhiWhYa`#I&DePAsHqm?DBXvzLTP)?7CtR7}UGPD%1#9~2pd8G-N8Fq>i@@^w9
zG(OI$#TAp(qoQ@dNep!ku)f*$dABxxcwxv6i^BpFqkiS>VZ8_R4hc|`)KE`B;jPfI
z<vjv#hqsh`-qtbCq9HY+dnsJTai>5dW&?F@yj<SMAla>;ADSB(Mb=#@*>!os!$TOI
z1fJ7*PKygfo@4b}xXJPRCc?_ewb~niI8#mrJavblbK8ki+>qO<L6vzIV~kFBPn~)e
z%fP9Ql=f>|jLQe?LBTPMEEPo<=u``Xp<jWe%?|2PGl*s$XqtW}7WT7K!Q{n@H>8-&
zsGgx%gI}F;_R{>qnzVB+=O4~MlbVMPuWqSJ)(#poA6gmwCAqMsgXRn}F?1h^yRWfn
zFVc~BYq3v@!4Dq$@LvFWA3DGZPL1}l8#VSEn}!?VNJTT&Yz1|~{>T1SZRy*3aq>=^
zJ6nNOHsf+k5dDPfCggw3!0p1BoDYY1SDbx})vy$F$cy=T%x6XFRyfLJ!j)5?=?Iah
z<H~Hdn~Sk!mmYU)mJnSD)GNfExMqrbslP#sn~qJSh`t>R=ypPt`&aV7Lof|S$N<$>
zFW0`pEl=4rU;@Wy!3VDE5Dfmadh#%q*tUYKsa??m3{jtNufY=vSD<skl~qw;7`&Wp
z<)L^GrV;teg?dIQVj~YjozauhEpkwQ=)H<5|CdupINf{~>;<}*TG;63qsGdNg=oFl
z%yYS_l9!U%wi?EGGZTf>JvzN>S}f`Sri@oKfoLFXQjjf4&>XjqS*x-CD@Ck(G!{`M
zr|<>{Scw4_!_T2opirW3RJ-R3er`i-ARC$*H<Y5`LIuegnQXs>TbSgwAPhCmIVOhQ
zz>X;p{hHxT=+2$V?aTkdJ2do(XYY?TD2VEd2ef?_V0>03rBJ?AKRND<a|<_XbM~yU
zFPSJINT2`qo;*ARA8`3@_gq<Y>FY)0{%T+adVa9Bp?$w1E6y@MCqmJr*gvWR8VaVf
zzkjs=8pMa93rf|c=91u)NAYv05WO<sGMtOjMut(9vaZ`FK|!g51sFa%f&9jT(n;9%
z!$hk)xQY6x@*kIUt)RnHOmsH>GEx@(3*}QI&R#H|Y$UB{L0%_M@{!_o+>l?ZVYCy4
zudc{~BlV-usE`NAN~Cuy{F_m7d)E0sKu4B*nlw6_)+V<TQXUZsluLkJ;JO&B5|E}f
z059_G*0&GDKj8<8Aa`#<HxxRQyhtNBV}g(1DY~?*lFxpVofnP~Ym&_}m*~r|e@Zrv
z0E7n6cFAY-&=WTpr#Qfg4R>2patpLIRzwoVIKiuH7-lWvdIlba7+5ZQ)O2)@DJcHm
z@xM#_4SW#N|J5`YiRd6f2QX(W>!y*@l5_i>khgz&k0_6pHBNKUhb6BZibgI$(4?;1
z(s+)BxxIgz=+;S$@yzGf#;3XTJl6EfoSLSMUKr37+_w*0a;_l9FLD2#;M=`_Cjw5K
z{DIA7uzX2_j17$&c6vsa_QQE-YkAPI{E(HRy=OGLnD1x}3YxPYllSCo(FO&!U#E8|
zcR)%MvT*u(=*+=|du0+g4xQ$XNR|;I!94;@5YWYS7h2(;t3L$Ti;uqY_7;1`jS<Q&
z;dzds^W7d?%>VU>5rgbju@B_?cTm`)!1}W7^JnCl02Wc3OEVMV+rq83&!3+)7%MC|
z1QZ*#M8lhedb31HZTme^DM@#+(6X_U@qi^;fph0_kAx~~wU-BPLyMe9d9Vizmg00l
zQN{TM1+#n(!I67pLh!#Qn$Rl--I&#;>4cFGsT$i7XvvUdP~TS!JOBD*+rhl^tA`Sh
z$Ej-r+0akp6@v6>i7U=4+eUiN#W=aSuL}%TAJ>4}*cR=*zt*}COtK|tyNm>bV+0=3
zfI;@eWP?BRhYKoWRI|Xx`5O2{Y&jexg7-$KrNr!B1j#MLj~=!`HVbx*d>Q;n3{h*g
zwf1iV`|pj22)JHyN!N~8^~NlNNM9DS)56f+JIR)%tOi{l*XW_^<4^Upd7IrePqCd{
z9)w#itx+xFx$f{8F6rR19kITcjG}<C5>aUy#L(EpCItPvCy?J|c>2ZUY(nvhRQ;p)
z*Tz&_UJ#rvjufM{5fbG)G`COtXGwDz`@{M{buupiY^Pej#&bqAM8QJ$ALns9EihVn
z=-XLSFMYWkp!9Y`qG(6d%ERHiZxlRSF00lQu&ou%AbHj7rf4|bWf{Ns7!b`YuD8dU
zexQJT8cHpS(wbOw&i{L<s!GEei7?>@YuRblcM-p%qxRMj!&<3o|G9UNvFKov9O6r7
zL19hkbX3%bc~Ep;0tiyi8i24yjtQMf>|sQ)t5oSDFV1n+NU6j{H9(Qxkn@g$x1mY|
z@g&LCh0|dF0N~Ep54ol@hQ|3pnsPf)@xptzV_5o2biip0DUT)y*x>+zqL>zc5FHP#
zFqag0g)3JW+pc~8>72hez4^$(jd`j;yU>a9nRfi7{?k&cwa&V-nGJ}Vp;iW-fwj@m
zhxG&Da#X`Yewud|f9*Wz$Xp8~7#P7F4LeiMbkJv-K`7Dk0#c>@c9B+Mu}V`4L-W~n
ztVYUI89z7WqF+OE<*Fz=6(a`}Ap&L+;hUgHYY}wDH2@{zo1k5$>>%Md>^D2FW^?w3
z`Mlz0rf=`$TqwP-++ZiTkG<2lA0_ZIEgz(H99BrORiF|WrhD!p?k^rFw-*CBdm<>v
zg#)>a>X3tg*ek;ArxT#=u^8i$R9Y_CIMB*^&VLtBw=<M8e3t&u?8J!tZw}h*{AafV
zOVMpo1eHC>W)o>AXlW$atkhdgj@8c;ct(80NbI0`w-Y_4<}<p5MTiCT2(u#gVA|(?
z6aVQD{EYo4pBNPm=?NHGSS-Y_#mvX_gE-z0G_-_+_!O!Dt9BaJ26C#QKw;Eij?@Cg
zSfsoomCwT1(r=ZfFS+#nLF!JBsEx`HHfoC}o<%EKhWn4ZJQ63?jVO~4U$p`0<9QVn
zhbs8f^<T-|mHZVWJlN>#20=HVrAZoTXVv=0;r|KfzgS(kh0n6~SA`<+{L9Xzp9$81
zZR&4>k#@=L?2}34_j@^_pr1C7M?WRehMjK4#};LX+M9>>E{;VuztI1`bu0hhXx=`C
zArI7Z^&Wv3IHCcNQ-_D1<5vh)YhB%wOe5ti%M>RTX-%FjY>t>BvNM>ZohV$ONQzEx
z@T3ZmNnGA9v#9qh#DW9_WKDX%B67Piv4dzm<QUbdp>6LX6=8c}ISx(5Uo8VPT{TYQ
zlXPPcg2eTt@LbG);=W!rpegbdA`u3&xckq5hcOem#l*t5k3DH?SI3oYM72&g8>9;=
zX7z3fnn76xwoZy%p!!-_`6aHzg5DV*0Z?1-^VcM@ft-N?DE~ff%6trV*QfY(4L|7C
zR7rABpbGD&@F#kp>EItni?7BPSK1Ufbr(~wkILY{fUumvH8hZDT}X8*)q@&G7k>jq
z!B8W4p!tvlb?kZ`Zxy&)tqZ4xz3#Y8YBTMrk}Q3r?R>SKHj+XW?dej~^<ZIVCu2Hs
z&3X}E(&6;69VeB4dO!ynTrcBJ0BA)(gv4M#OLvh+?dO7l0I?a6=xYEPxIj>_y}sB=
zR_G0k?HUA)9ITZ%VfAf3ABIp}!^z#m^)#1j60X~2w0E27bU~lsbGq^=32C3DLLibV
z|E}~TEc^C$ak5y?SFxBw4e+9rPIyhkU~AyA1^rH9=02_(FutKwOFt9=Dpc7)e)n9C
zCT}GZ;%(WBlitOw;O?8b2VMTr(;@mpA7xW39-FISp{-6}gf7d6^p_8Wu&<;<3iI1V
zdBUqS6zadt*c91l*;ne{$DHiYBBYoWlbLIDC!yQLVR@XVWRHD(Kd0ag{~0>%d&);=
zwj!us?WxG~P2_<5z2jXl_K#DL$-n2cFc%lpJA2Zaxo4+(F!UwgODa0Eti|63F_oiI
zK9w&C$78b^Uz~(y^Ad7(*s2&PjiD>`6#`zG?W%=%2F*vm^101e=1+Q;i}_F(UZnxO
zt3Q;|x*$d6tL~KV4}CMx-4zwRW#4j)E3Y|BIpt(~ukre<ky#!0+ga$+KJ)K^E)Gr8
zE4{Nm*2tdi>VXgE&*f4@6>ljN*=gDf3$zzJT$@7t=NwQ%4(F-(hnqNhM#h5pF#=jO
zG$$$+Im?8!WD!@k?l#Tc?B*MTva4UH$V-#A5^o$bN6%@$WdtOvjnMaGWRKIS?(qJO
z*6|cu{Jcac=N{NRz%N&^gJ)jTK$iZS$zfu`TcY#In$b|1DYIzk!%c-XBMdr4KoPi6
zYt~NxO=g!onb<a3T#s8t0Jq{A)5tqH+_7u1&EOPSm3LM9e=QpeW{VYr0{eC7Rdu)V
zH0oW=oi$9sAoDd??86>FA;A<I@MXBJ7JiLsBavgj`NjYKcVq20cp8bcy<m0HoyE)4
zOKLS-x|eK7R;w=7mv<^TdQ9%OLPyk}9DxKzLq6G8VyPiJ0%Qv}Pv~BfvdoLgGwZc$
zOA$d%is@<AF6Bb?0HN2&(V($iL)GTlG6~7bG7uK%f-K9z>Fis#ZgDs7oGSCP{Vonn
z5VH%EKln|aeT}hBqJCUP51sXs_&WiJJ+Qa2?>Ix_@Ox%JW-n#<h7VS(@9^H0x29Es
z;Gqj-m+Uc^Qx6gIR0AIhZLEf2tX-#rS2(<hZTYO0dGk{h$i_S&dzBf*_d&MY%EQx+
zwXLIl9+X5ZP-Z`42T9#p+1oxZoA+EeTp$qU1O)eRNiT*Zo_F>Y8wmCwabOEbRfT9G
zJ?%VYc3!oV5f!G&UF^}LAVh;rRUA$JKreXg!$aufx_(9FNYj{e*@)g4%tq6>IPN9Q
z<Jj{r4z#oSOtk``V;Mn?AgHqh%^!H{8(YsEeR#RGa4b9F^Va43&5<*`J|!s!W7~^V
zRgh!j4p9jeMn^=<#~MG5cCWY1FLqBNj0!5uhKlafz|d$Ltz|dga`;l#ei6vh>yUo|
znux7k{|Ps*@G_iFp;YU9n2_#9LR!=EN;&V=z+jmpB;7}jG?v2qb-n-u_sX|0a1M){
zMvTm{z8g{1jJT3+K2~brl!q2Vf?Ns<<27ny)t$WBy-Qex`WkT}hogihAxwjF@`p=S
z(r#{ud0n~>a7h&g$w6W8-DrWH9t64vQ(`bSY;f<Io1%hg;n<`1+wBDRns^(0wF~jc
z!4FJBNw)b7uwmXIdR+{n6w-saGhr2%tnZGGTdmLsx?C;5Md&-Cp#Kwvz8-wF7rM&j
z9Xvgqpjv)M|7aWO=%0N~RQABmmZ!aixl*gL<sb!8OjIx=&%+YTgTEJn5p519PBZ~+
zd5yf8FrfsK#<xjE@}s=)j2(t$@=KEA6}ye-fYy0wp%|7^&+}*x=UsNxGK#i%8T+Bc
zPox>Nu4qpGr&S)tH4it#KX6@O;t$9w*(#6CSRT0y$hmt$meBbxREEArj?o-!1(QQj
zSy3thlQ)FKej_TJ`uw>a5xn@&s(vD0CowVLHB=9wU`P&h<3G$NYu7l$#Pc)J{<4Oh
zR2X#%oMrX?0B*U`(gU-t18HyQ_~cxIPQ=1Ui<a45B|QCiui)4_IsWs{bSI>?L~z6f
ztNKsr;<vJ1$$^<D44!s;AR;Pi1Qh`QmF;_`)G!4{llA&rsQ0$HWi_+AW<?s${kB|8
zqqk4q<69Y7#4YD@Ya-pZ+(1wWe(Zv1SU=o4*a*m7>CSW}67tk(A?dbBB%~V-RG^FL
zd5xdtfJ|mwh2N9fUE6%r<%6%wM6NrTAI~ThZY}%9*%jr&C%2b1{~Pa&EooUqSl9qu
z%y`f$zOXHt5eo#g)@Lp^fG#!S!5|L=sSS5kKx2A4)K&#x;OR>zRIaGdJd4hICc*C(
zQV(}+@~H5Bpb8u^FhwQMv>J4j#{XUWh1?#scY-c@c~nSguvx8Z38=|)03|K9rlK$f
zbu%f`&Q5o++C7Y8ei_aghdx|h#P=$s%=-~<yKI1CNt;kAE04PfxzK>VboFvDsEIKI
zB5j}-&f#1ENC9a70Q-6f&pnc=tgWEKvS>LK`p_R~jKJ=dIc+qgTKv3Uc1?PbnwwWR
z4+&Y$8)CN`ychH#`TXARIh5s#wQf^Zc2JTsd+-3?>4uxmD{jU1`#u&8U`zjO!sJ`#
zl<;!{b*(t5!PHc<<s1^Q^Fc1<TnxvpTU_kyGm(2G=C#^Jpp{a*6iCyIM3te>9o5T?
z!qr<IBRy-Ve2P^KC?3wngvf3h8M~D=`Hu1ax9;U({lMo2+J~lNp!sa`p7VH(7HIKd
zw6iktZ>=l1-ZLGDo8l7Q`2ixh-tywcQ^pIfOolr6@8QV-GfZju8q)CaDs3<!1)#MH
z6vQ;33QY0u?oUCRjdhFaLy*cC0{sI(8ZWY<m<g7BE3ZJUs|EOMLK6=+xAt3ojy=oh
z?Z_yxHI2o2lHAIkSIPZ1*wLQ|`9jpuA(L!C6`0=Y3AG+b(`?+eQ48$m04Om;f^)GL
z#aqhNg#qvV3BwJF9_%+l%bw)hGXHX>ng4J*fXyOf6#Y)_<!Qc8ztc7{6MSy}w+8~Z
znZRu>*!=e%5a7;*l<>icCe#P@rb`9@8RCq3WgrqA0G+(Y4965CSyklOu@U--g&HqB
zh{G5kH7q3?O8vBl#;Rx0_Fi1NC%7OT4?9GzK>KSIWGepv2>)4y?Ak&)jssAM80fUY
z#mlP+eAj-^R00EOgCP?EhHzcj(v0*Rn6A-|U6f6ll=crwg}+iQZh^6T2e&NgkE#u{
z_qL4Kx0^bXN@<V;^46b@X&?@jV1b17Ekha_7?-0{zB+ecdXFKygGLhSB5ptmDD{Qi
z9<DUi!WnKIw?uwny$m|nDgbUS!pFG~3tfLo?T`UKVJ_1@o}TI-bG|UAa-v0X;)3xR
zg@+^44mi@a0&5{@|Kwe}_heql4fD5lF>;{9O_>yW2s&veA%el|Z}A$K?Z1Vm2l<JT
z0I3vfWpvc^9N-n%nOd8#+;oOLJfhPp+<q2BNp56q7x4`mLB^^R^<WSbHiQBZlCF&a
z&`NL%*wE~2<=1PeY9!OHL=A|W%4RHwft$NC7C55_RJ3rFZL2imLZx}R=>mSK7Of4B
z089yR=yqvhAc+EhE7xd2(9FWh8g)<|LR#RQ0L{dSAZKi9Obv4vVW0xuBs(@f&Zupa
z<=Z=!<ueI48MhGcc81RlW}JSMUa?xhXy`KP8>KGKWmI~-T0*Zv`7P$p7+5ETU3h+2
zKd8m0^E&`C$9X`$4S&V+C_;Y!T{p;{NSqNn!{!j8=PODAq~*bSJ<(JKF4bNlUV$+r
zpu%-0*2p<V=T1>zV%^Vz59hJ@YE$ypx9aXmEn4dzH-KP;?EN#1ZOKro5_E`Af?9Y$
z!4_AHmRH{ItzNq%n@yv9`Cll7j(|xzZdhl8#+?OH3y+(`-Tt7_3wx$+>VPr15Ybsd
zcKjbxsq}!>s=2JF{c@#M@Fizp;C)BzIG|j`9xw&FKzLH2Y`-_=)QFH6rvSz?K|X%P
zVDYI}hSHy#W_!6JyN5!BK<5;8K{>1+6j1ZryqT-Cx>4G=f(NaFG&bdqu@NO(=P5R#
zL*D#kRmn=YfTbN9d_kH$)|nV=j;>#oPJ6Dsow<=&HP!Nm35=sV`ON5nH?St!Ft3&G
z^+eF6_r=62RCfmc%t6z~;1?5|Fa`WJJHD5`ewI=89g-QsCX^KXh31%#Ztv!}8<(OA
zst{z84#c#9{AA}&0}%U`Zk-60%L3A=g(%Pvmwi1Y;yg1R(pLiQjMRZrQ>|6-7U5F8
zH7qnwIn24gt=y$b{gAIejCpZDM!~;ww!mg`MRnnKqh^B`bc`NTstgyK#;+nzpFWKk
zt18l#oS_4W<6v#J%3Ct)Uv7f-e2Gv8@VPtS%yT(hK6qw$l%r_}+lW3sqce6`frC)T
z3tD0Q#l^)HK@uR=)`3#ZrS-E+8K4m^<w?6^Fy$)Xq#(n<mp;R)GKKaK6)ntE@;W|q
z-^_xYJ?SS@BND267AvWuDRoNP^S2sk5vU01SQi4U@gk1tpy4lr*|O98Kf9JKlS*&U
z)Gt-}s3F165_&YU>oUJ4uxB}Tpm7fngfjpbh8$*(2<e0+gCJfXXeUOF5LV*<FJ+=1
zFHV?4-SB-9r(+Nhki3I<eYs|?&0!&JJ+k>UPJD;8%&Hllcsbs5emrk?db9m71VNi$
zwyV~$2uV6ZC3<d~I#ACkxX7j!(3J!Q=$+ONyg^4}RpcJfxvMv+1-1AYhd>WgY9kTa
z5mh75w#T)6Pn`GRqD9%hvYquDYPs_?aU@$v>tuprnlRSs{_IyK26<(<EIQiwqvn;Z
zM?yLtt`Mr3po(U?ygb#?VsnOMXc-yl?(rRb<Qkfq14jo_M@6^zEb88WxQ~}Y?qhGO
zV$@I}Gt39H%{Lm{j9+ev)pCm9;}Y_Fw;h?U7Fta-obkOlAwF|0m{tlfo)+Hp+#KZb
zi6*rP2)JAC`RxQ6Ys$uXB$ABPbEfXa4F6AGt^c8dsI8>c>31^lZ+)0If?FaD!}_O5
zOO<`;^~!E_Kf|4q3-a<Lj>KKR&!2GVp<)fn2JKuD{F#qsTbKjDFvO;zL}gWem}bdD
z@LA$<cafJs(PJQK^;=}s-lqG$G}EOW#jsYQFg;eJ4Qq|fO{;+N?57g-sbiYAhRn|-
zf<}Pzpoim^4XLxQ8;0vY>I2P+<tc%Zy-{9mwdxOr371*HXQ{MOmY|T=Sfyit`?Ktc
zw&Ng%#k>g+`*q2ZNxbbVOUWfKwY^~a>K?cvfT<<-c491xu$P(#(73)+NCM=p+PwJE
zmK-FuX2b&AgIv%&3Imjx%m6m_cK9qvYU2CYt&=M2#ouLy=s3<evkqfwc;Jy=YU$Z{
z2C=Dm*Kw&1pk0x+e*|Vx{w<><>LbtRyv6-G>x^Z2&Y;3uQ@A*$@H}#a)E|l71+{t=
zemS+f)uc|}za_s#0K_pf32OFy!Uq|D_ithomaxB_Ic=F=b4<Zis-ZhX!&pr}@H~r5
zA-6%k!|wVF<iKQJ$rKY`0L_*zM-h*~*1a5FRq@=``l`AY=r>;A^B_boyGc_ca$tOT
z8)C&fb{B7H^mQLxacM+2IQJ|fmopjn8Tpt5`7`*c<*`e=P}rAH@S(6rIsj_t1L$*;
zwhWi4t@6I|(}IrIw=0)40W*J8CPCLgSbt1<oSDhcC_eS@oDghAUV_vY{i+`l08|wo
zb|S_>Ndq+h-T)-`UfEYB+BZ;bgo+>9ix^zoXaqzF4SLM8nsxAl3U%kvN5E+!_ujeN
zN5$f&0De5(YZrC2XFUOgToIs$JuMv$s0(ibxGCZPq3SK;qUye|;Xy<c1S~*7K=GzQ
zL`vGCQ&L(<85lx_8W_OBTe^`(7`mi}4pF)!h8jwT8oE2)eYpS6?|GkZ^W~g5XP>=S
zT<cov+9Q;|>20j^nWZQ5H8Z#k0O`4p-tFQ?B8~8^$J5z{W$*2!%YsbmFliGtsU=C3
zn0U8wH)XdsyA7F`;q#|to}vm`Cs(W5p}_PH^G)<@taU<47FF6QkU%Z~5_#e=z@=`Z
z{(j*ob^P;m985x0(<lW)gP`EKAq=w;qw7VWom8bhuXq8OrG7|qb>*Xo%Rq`jcu8W|
zOn(KHPWp8Rnx!@Tsbc)>$Ab6J8$S9^T+I9UAltCKA%^&BeSICGdg*|{qf$p}KmWV+
zOAVoWO(QDmSvkoMCB*P$JRCWm{S2inSN{ApGZ)ITHZPO}ZG=Qjb-F?RG5uaK=8{kN
zL&2wdir_Eq7?GwO?yl+qIs2NopD1V(PO-2Ey>G)Wp_n^P1YrP$1sWe;Z#nZYXKwxM
z*WPt7?YZ<7_OI6mPZ3bTLrmn#;`=e1Nt8?9Et6!NA)m-e-Y)cD6ilfG!Dk1LsNL}I
z{d&8RV!Oi;Y2bUfp%9cJJn65gJMsJO&V`4k>Wi)53zWXmDpbN=UN0&URmfKhtD>S@
zvTzPs(Wj52I9qXG(SWE_G{5Oe6qsP?ZY^*YVC*|Uyc}rYDtvOHzE1#l=W^bGi4uO*
z&Z=2&02A5W?fTRxP|ePe<5v`^M)ZFjIO5i6eS#$zLFNeV!41=|-Wmr-_QW-731~gI
zNz)*Sy>_5qU7%ZNk`D&YO3VNWyd1#HVh{u>I->SVycNiW>`d|U5~%+2+6)v9o%PEI
zkvY$;4~L`6bcBg(IRmiN#(iT(E`f>Dt8eGt2_1h&R%=&ck+Xz%iP1h>d<R0vD9BYm
zWx84RY7P>M5pzD`i8OJ+>BIr0+>(m$&8ecI128!Z3f*l1v#i@22$S^z(T)tDUm9Zt
z!rM<#vG@6o$9RIJ2Kw>Lpu%%!LAx+A1yGE4+s*B+viC2)&7R?U$HXzt!8CgP{TXNO
z^_82DARokk++G<sG_FE|G6?VqAUT7BDP-6w;&fX?ncJ!fm~Z<6z^cC?@u|K%pcKhD
zc=8X^=(62`+4b!oE7TJ@q!Q=f--D&LgaU?jopG^FH4R2lK;Y!l*S`@*dP|es=tG5h
z?lX?$!v_aI-<1f?sxJ8RG9afdwbnoiA1O{3{CEN+jyeH=V(C9>rULYR)AiY4k6-Xn
z<jK|7>B=nYu~}CmYPsRM_<E{4RS5&wV8HpGvdgqS5c;#Ldcp%3_-b_=-wB<f7?=7_
zS<zrgA73O*LmzDQf@x+B9M=c@I!(RzXL4Q^rGh!csi3kVo;v`f%LXd%3ksG9K@lW%
zJP!&2wm_lG!4n3+o-A4x`dq*|w>C|ja5+jo>p%Qbu6WDF(&!nqM^tpv%Xxo;(X)m?
zgfB_3<^*W_4ccTTW`LQ>XfWivYU({D7@T)+97t`(37E_2YhQwC++@r+{QPtD!NJ!@
zwRQQ4Za5nz5LZ4gfqD<-5DJ6E`Jd&_HE}4-)n6HQIy58B`Fu|CgI?$6dAScGq5D9W
zMH9S9dW0h6L36;Eb7*ojG@u#~>eQLUk-ue5)<cR5K<4O+n|B+O(!~qrKEi`m$Siqa
z4d|~ljf!UFm^0{s%`q<fRi(rnw9;H?2cwmijr5y^q0QLH`+%WSHxrVQ7j~Xifd-QK
z950$edXZqfoeGWAmIf!th}QOtyZ8^#b}|mtKGjv-8V0alghC-Gk5z~<Muo-FR=l11
zsTuV%b|yBv&)Th3tPtE9_L`Nq4mYZFHvM|D90c6ZT!L33JyGF9V)4>V^EkviF;a4X
z9Qk4>tALK8QD8qEpo76j{h8jmX1{zUerWn`V}S+Z!O{m2#4a-4r3_>iM=F51jf0hQ
zNl-VtL~L4rrn=ihIfu#_x??b#_gfAF><%bVkZz-FMt-z+yL#CLs@dzsh@4A_i@GlS
z{n@L!KLS5~5>+z;Fj(sg?WWRqn5N_%!R<eO-YfQckld3AQd<L1r|8Q}_RfK%o@3b9
z*ld7sG=sEPMYs4OZ&OQ*4FDPBZ_3Hkf@-a6GF_Q=t=T!mg$98Nz3Zwb6-^^2s9s$*
z78Sj1rO!QA1qAvk)s^|xBl>8Rz~~!O8BXIZma|6XyL#+bTlGt<#C~WPzMB9$?A04U
zi&q0-t@YiEyU+ZxKxA$Cf)<R=voqyhHd>*boWM2VnL%L+aj~Jl9&L;(NXSYg?~4T7
z{V$s$HtzMa@0j315o*T)TR79BnaWi~&|q$mq{0Kt>7BQq`|#}>V79*|P*L1&q~w3o
z5zW`_4-E&dfT9=>E6jsQ*=(E?us>E#cMOH{P4tex*M{pc|9;oN>FfKk;-&F$Z4sC~
zFVW(Na$cg+{AvGg;}<@C>qZ;|_Ce^++7I$Fi?(pP+#Y_T3Js9i*Fz2^j)n@x`K@98
z{X(WYK7T=5H@8aXjUjBmKuyLPv^|a0$sAHUt@rKoD+qj+L9G~Yse1b9g5CLe`hpyA
zA2|>Z0fyrafa8}7R0*PIe?o{x0j@84-(>ygu~ZGBSe9fuT`LW~F#O;FU*B*-z=K#h
zsiWAm0+!?mEZ?^$AZEJ~`>q#^>hIB40rRu9SuVgdlyZBmaW;kOgJgcaG)p&Mq8VTt
z9SlrhLfXR;uS&+&S%!R9_xd~}u>_x<$IAfKFz!D2bqyA}`rrWPLe9<C&r+HdccXBE
z58h`0+d#hFmGch?a>AA`srL5pxJ^%FKczk8-Y#&dS8$&ACJQ~oH3$zS@f1C4s{dkx
zu36R^#ktVwllayQWNSVFvytem86$=qQT-=&*#yw|IYgs)i0#V)f6eLa^^**Cp7*2^
zzlF2=_QDp-KkL6KM>BO1c(^>ZQ_vST8Xumt8*DAZrSnLV!$zrCXy1F34qR$^#uV&%
zy@iiY$Yvt%J93~CI04G8oUOjp+d3th?@JQTW@RC|JzL;Z>F;RB+9_L(eLQzbm@Lc6
zoQ@P}{`u$1)A?FI>Th}^L{^I7@4E#r3s8JRxhB=g{{E=KTA06YU%(BnzDr;%?Nge&
zQj_AV{|H{c$ac3)#p<NKtau~IZS*y@qSek)NqOmvdJ@DYx^XseHD1uEub_Upr&*<}
zn58_6;hW~&camDL``o`L^@c>UU$KOIscmpYEz)<?YO={!Qmc9yC`tbm1mUOeQ;1IX
zs>CTgGHisY>Ny$J<YMcUWrpP}#)~j|LC%cgV|QXVVf2>UyH}Zog#!**(~Ay_$zy!S
z+al`s!2?i0)K=dvze_vTe^t6n3_R~lNU!JumYr`$|97*m3z1Z1AuT4nwxxEY+2e%Z
z^~Rob(p(P^%D^-@p>hqTgafneGm`v;?A`Kmiw>)Qu5RSLRuULJfj~%mA`rDi5GXo~
zOiFV4!-(`Y;nwMLO$cLGb$_a)PEdrvlXno@9*R|o=@YD$r{~Xq@%i?Xpn~nxyvO7)
zqk_da-O@PhtwXg0Tq=`1zt@bfS)VYASo5Ktf^yy8w*PyB!H^Oe%50Z|H!E1e&N{Bw
z(!&ont)%_(yZDgP02g!Z5i6b;6la{?EGpJqG7+j~@)yeL8)zW}eWDxrZbH0Y+K6#b
zQ863KuJY~430z02@lyn;hBg&)R87WZ`AMRpQtciUs*a78$5KKqIEGzDuR#zTPv3Ir
z1t#nlFLQ0@EkEKkG7laqHXX=T!<;+b*CM&ItAh1-`8}WD_4I8Vd!d-)I^)OZN>V3;
zn+|c2`CL!~XXvDRIVE@quC>q?<(VgA)5CI;Wz6__l4(^(-{b;>!4GL>=c1J@{kREk
zoyGZ^@p-+!w0OY>fKi+W-)_w+Td{A}X6MgJR<6sMcB+fr0iUtX(2ILlU~g?-Ik&hT
z$l^n6dWt><Og0?-6$tuzbPhr2KSXSULkROd2bIujMs~zBHLXN+A3Lc^YE62-C~0S-
zy~QwHRY}6R5vO}UJI?ay5}~N*@IE@NbyTy(n#sKXoA+w*xwyOFDQa$=Jq6?K@p+v^
zxa#EFKItVnQ4~zCwWWo_@H%@*qV&Ccgg()w2haWUBE(ul*(JHs)4wx=OI!7TDQGZE
zPgi2(z<=h*-5t!S?S9wGNw0d@m*dv&yl^kHT}yQc+Z&>qJQIO(gC_id$|aB{KZ=f;
zr$Q0f^9CNMDCSVM=s;W&z!#aOSYbrUOtp(F1aN$YjV{ilQv&Uu$aB&83Wx4n8&WZD
zKXaBbvu=-?eQNJ9P3pt``+{ei0RGdx#VP2192VDmBi*)^)0UDKHvRdD8lK2eD3<kc
zdZ45F_3lu5XeYa4wsra!b>)~6T4>Ng#bxLn7}GPA8QDiabGaPAC!!x6eno7-Hne&!
z%xJT=PKpPsE8$9A$oW_Onv@i4C!7MyyCMgJUps-zL!sepzM`Ym+WtM4RrdC56g6xU
zRTWG8nn;faGURNAx@mmnFHx`c3#+!{Thd}yYmXR3Z*$_7W^byapD4BRl0sR65eX=A
zO)cZ+bIXQGnSv4dOmJC)CzoNZ>ZI`!*na+DS8Z^HYHJwdikXMJIQQvGf_iR;S=F@v
z1s6~GpDm*K!loFRoM37pu9NEXvN^Vwl=Gs1j&imE@$Zi5v-*}<R@+i-VPX#bZNe~1
zx-liiD=6w*gT{h1;BOo8B@QE4?0Lq;3}<y?s$SfWy9rabVyF_c4hsG<o*6hMqzOOF
z(#C!>m;9s1CCrs<4TZ=Kka8Gk(#k|^MH$+T+P5UX2LlpmY3Y{YJV@5uNzJ(RB?v)G
zPS!W75BFv!hxs2b?0&gaG}`PGpT5sR-}xNu;VD{Z1<OYs{BW{Eq{&#YxaR8(3Ok>h
zqUDa}&A_U4jmz;*##BpW-MCj)H7Ss^`|d_L8;doBnf&+nZDFdKW9)}(?orGJMROm~
zD(Dw5GK5B;xy11=ox`ZF;nCF+^9TOgsqdE`@#)7s_@!G4rF*Sx(3<Cu&v%ISc0Oxb
zUjJD9`Uza)Zl|Rd=@b)6m^U-@vCQHgQZpx`(9I&>G<xbmc8_Q9dcl65fAXfs+2UO|
z+y9FJa=ZO`K_lh8@w1#TjZlB`gIx8rjh*%RnaX*!WVWhg?eao%$zw~d69wt6E8xE;
zpdMuR0CNdDCZZtQ5HYhdp0Gs7O(V+Dq&QxNOqNf_RVK;UuZI!>`f2aJVF|yk_m$Fb
zIzf^3+JFCQmoWb*I4_qi^B!$-B%JEQ5gJ!ug;|`v(2!f2L-(!yYEvFz>oRedw$iTA
z;-g+Mj<KuQDzX%zE8Pu60ZH9yq-j9m=G%qKH&eh|dLBthqbE<E<QSCYK&p=U`X$Xc
z(B?9PNGtTow|eA~wyMFS+4Ru%gyiv)&F$@8U#sA}UV$RdsIZs|N*T}4pJs#Ce`R8(
zKYGPMqzB1Fd2+c)(9Qy>4PU)_6;w0gf$CK5)YL05;7c7eX7~R3qBf!hn`%>I3f;M1
zL?gIhoEF=?Ejt3%Ae72(<zk?{)a^nYPxaXoHLqig_cONSP8!$X)yP?KVJqm+)CfNi
zw;y{1lmv|+QEyN#$}a>sxDAl`R#H^#1<7^hfHq!46SfwI*ka3t$D2|ui@6SZ=NQ%&
z7sS%T3U$(vPGvdFuUSIcl&`a=d6{P~rv<OSS5JSoxbgaIrIE}`HxZL{wNZCb1(50>
zDDeycjg3-3Zj0%pf>Gf7md59;?T|<ZdyTs)GmSl`#+Sg}3)Q-wv7Wob!zIk;;D*Fe
zYPNA>30vAWjS-qClyukG^0$NKr@wyX$}2R@<;%!zZCJ{yL^1B=BfLPtq-lxBZ7fYS
zE{#zNHZ<R#RpU=KjQx=;8J`-fRv-VC?ZNYf!!Yw2x9rlT`2Q_;l->n7)u0z8=@UYh
z4^3fHy&|g7px@)WQsmIOW>A^kkicQncq&-i2H~e4j&Rkl#SYz(CguH%WrfiU)W|^V
zI{Vy02oE#zt*>bS+G&LV3?u^m(9!R&Ke!kH@heDA$lDwF`ofefetyw7P0TQuTdHK=
zIriEUxVFF;I5ocS1fqmoo1_=Nd@b4kmpWNZTl<S-^zQt2aH)%5q`Rh)IGd`6S{0Ea
z$pZY5yTdEwXsJz{m~#f&2n=?Gq&#%34?23m@VDDNKuSjyDEnv`86`;ewncc%QwKc#
zc~HUcX26(?>GvPriSc^a!olM@I34A=6jPo{mjTMj?S>Woqjw|*n>~jzT;2WJqc0A8
z>u*z1?)m-iz9G`EW5c6H)Re3Yt;S|mZ^3APvrtRfN9XOf{l@d7u?qgdW^|FrO3=2G
zX<pFbhF_VYvNF&2Uvh=RN-}`%WocpYl4$`HTx=1^t7DZV6F??NPaW(5?WyjO4MlZq
zaQ_EoqTR?%zG0_EZ;uuRHhmJ<{h38VS{)VZGU3u<@XJE{26y&JkP_EqqcnBwW=^En
ztp6NjMtcafx6<^LqIt7H6$ZXB-3An}@=ZKuXt(EkpMey%W`4PI@G!tKTux5hq|=jC
z{dAYsB`@UgZ9rM97~XrH5gp|E&v`ECHeCmy-#vP@@k1I4p?b$$j>%<Df?qPO8pY!!
zZuFN2>=?G-|8_5EyiH*+QH%{CNme#3jp@^xruTUqmRlc*s^wE}>IphDLyXbe5++`<
z>^6;7@T;3J)}Q13Km?B{=7OmQ#M3;xk3dMP0woU9co2Twu573HxoK`JBlXB<gl+Ur
zdkQCPS4-;QbKrbt)WNw@G0y&}6}<kJKmC}eU<u+UOgYs&e6Vm^QReORzqy&`U}Qhf
z%W7S-YkBfoGpIYRZ2kN3U;Ew{lAExx=9I5WI|L`5T`n=<<Mx&B1VK%r0hSPmv^l!2
zX|O>1pDFugOPc09+gVfxN<95IEfU}NML)Ri)v2i?WRg;sor1+ZjTeEBoRU5exnFq4
z2d~^uxWpA#+qV8hE$RGu<sq->n=D3%j@uBWN>b{<0m%7mL5)L6y(b9~8XlesL{GJ4
zj<+I!V!9O~n;aGr5%&)wY2l{4X*{1{sY&Iv9POM6+t~{+v5S<{8X#)eaFD2dQ5!L^
zrQ71Z6W{k`T=Ep$`n$WGQziJE^DEV>SZrs@uU}b6Vjt*=?FSS^Bp6~zMozv6j-DQ%
zTo_B~z*>DIW|b5(?OINnFb3m7&L<3qO%?&?9OX&PxowWP4X<a6Fw!i(@d{V^e8G4m
zac3`N`9tc*H0%azL{ij+Q||q}=^hMNZVd|$yXH4w>u&!I;LouiuL1+{$^gzQ$`c^O
z%K8+_ooVmXt~WCpOR2&*Z!Wfo1>2hDN7%eGsM`E`tX)1|41Ef<&jw-Kj8>E%Gcv5-
zj42t0Zu#E`2}RY-+;oU#&p#!!uL2oBm~2vuRUiN$jUDRtGjcOYV4r$~=tqP`1cK{y
zokdxS-d~n`u8;zP(zbS(ql9;zbXA=`8(PddUYPlMwcai=%X`LcY>(Y$=AzB#{N|br
zNq*csD=ondM5?}`o5LXCTQjJpAI1hU)RE{C*yavWjThwfe~`l*<v*BlkA@5_%cN70
zKkRsKbg2X}A!N2egAF3kC<>ZZZybWp`#20D{76=U6O$XspuuYBHfP_9Oe3GFgUd!~
zT+htg5!mnj*v4tBwXj9g;yzLibXWGBC&7zxhC^WrhoX89^UZvpeBC9nZ`Utz4L)e-
zk!P}%ud?@sIo`U^q+QH%TJ$zqv#)P+&ck;1qc;1fK++lpXsgD7d$@B!A&24)UyK^d
zcc#NVC6_~Zv){9w07E_g{A)i*3gTH{Mt<Hw9X!8#b{-1fmmbN9NZ>yrP4|ArM7YP8
zPNrrK-38+2PbrE3pIkU<Lcx`<&v+X@Up;6Jyv43wv3p9@5Wg);NO$4#mR!`JW`O5y
zg4n9EJfbTJTs&nAy+&qh>mzGMw9m41TngW3!g6L7KSfH`&G~_kHnV;|#l6{C%4^&_
zbtt+n*JQ9MUjIDo{TYhZb0I>Vx|3rN(ks*4sIbt=9%+|WNK2cOlm5&|P!!ghu2$B;
z`B11;Tun`R=p*iMb5)F2S99UGz`Vx1pmc$L5JYVa9cOnbdR;@P(B$FDdvArnFiQER
zwoUfv4T<K4o{kes2I|#v#`^`5c2beEZ%(8^o(LO*#(A&Z=*G{d9TJgd{&WbpnzmKl
zo)?8QF#q@O)W(T=%Tn2VpVj6j6A$+k&@!Rt9tskBm?JXk6MS|dQd2pkZYlXAtP8u+
zuAh2na}xb19Ww%-{X|cxvB}M5EGh$Q{eYTj8~}MUT2fpjxkOG`H>|2|`eq@+T|{z3
zeF!*9uyTmxC5d1}SITKVcj<Cm0F_?*TegPWup7c3;v|aYd_q9nQMz@6_SL0Pnu&kZ
zd_6f_^V;SvC@jOKqTORI!;-)pyp_Vzt;@${ZC7tDGjxfdV6y#Xsyy5cJuTwWUgC<I
z<;^pzq<j0y$I@Y54^8P<@a$cOcYIi&x|lsQnC*s3i<=_3u2^&LaVdQD5|dPf9o4ZH
zdZ1G6)=(D>tl%*?WL1L!#Ub)@ZomXT)ym%f8N7ZJlKxX|2CAP-g`MqYVPpTid$PEG
zkTEP}8tC#^;y~Fe6`s=XdO%#HAx@7(9{Ggc=U4g@g=hgomp*c&Z+T5%&lVGk{3Y`k
zYX$nV>o~{fNp83pFUV#i6;fOh65<NJ<nGR$emMV037vrby{i9D(@E%Q2=w&jP*bLV
zaX)#wQ~(oU-nMMl{k;gYBtizqH(EqS3-eEf$(U|C81zarYh3|3e^o8!;FyUZV;ZF<
z@o)|D9s1zOAHTplrD87Qo!Yo{t!G9UnMP7^_nv8|sbnqAlEd~bUIpHJz)*eo5zF+2
z|LYufs9ICw>+&NaMrixfdk-jSuec3%6KDINgj-s@?#6nrN@l|w(M&%!m`0><)|G<!
zjn`z!!VJ15RR=mP?&B|QI+DpYUxMo#p%bj3&2~G&wc9N)tx)Ib+Z;MO3AhX{3S^9u
ztqrpvDxTC^(lS6<HG6pnRLbWJv<oEdl}37Hykdq(ulFIq$3I6kB0W$D@AO72TT{7f
z@|v|UyMWU9!(7X<i$mR4VH>?JUEJ-HLtr;JK72umZKCbmTwLVYX5`*Kz&CTaDf`qK
zKL~-`RSd*hWiARjVOR{RaTY!3c4>b}r3`D(dhU0Dm{Vm*;SD?ywr*hMQj7baxxRNe
zvR#OM$%(8nzu=q7xgJ@H#+u(AS0@s0#g(;zPYHkv_Y?^DY0(;D8X*3PeDC?ayGJoS
z2Oq5Jck+<~v(>2rctNlm9w7Hg;T(NvtfY)(qUT}LSxzZCR9|Q%{<9c4VuR9QV&ErP
zlY};f#X4;9kpP=<#L#Wd3UW$LcH>PDz50AAoz8vlDGA*RLeVsCARI^KOv?+W=L&DB
z;pfeBqBXNa9}huswnk`u@_{G>q}^`?R;}y4CL#VdLEk}vgK|#*@^BEA_4q|Z!X3nZ
zzd(Uc{x)K;`Pq(^@nV!qQztA%1InrDk#kPVfjm>e>r#`&mUE14>wVL66g%tS0seP=
z2_iZ&{FMYX?_FGl61h4%e7R0*C)Y?7B$Ui~FPa>2T#Rs*kRZOP%iW<0*)2Y|391no
zs_PUxXU{No_6!qprkR=3EEs)8Cj2~){0*&qPWc89Rs@BFgj^7Dvw+fRYvB|g4ONGz
z92aCD$LY_(i_nRZrGvJll4eA@suq7$P#wrpbbo^jN4C4T4T5F^(H!0I-rzK{L*Lom
z9GhR$G5YoUTO>BKi)4qOoCo8C#s#KujtJ-}iQ7o*@U!Ep48CyL#MKLf3Y@(iaB*a*
zjqh>UYPSyEJ2%i|rzv4&>A^kX&C2!BJG^{*Es%G72T{IdT^P~%_L{H$rLzmrGE=H@
z;r{2hdVX$<>-Z5Y<qFkXc%zWzG6?|G`1Z(`{~u83#t{Lyi93@Z*78kdl~Nsj)Fu#&
zMWiJc{di$IV4+TSu$jx`>sBFNmDl+GIG^xwT1Zvj^ZOLbfQ-U|=zxH9jhexp{tp=l
z*xX=RO(IFj8m`q)Y8`vH%J@py1QJ)|1qXEq^#bygH;SiVGTXMA0AH*1QvW0Ah;!B4
zl(<c(pNI-x=1gb-UgL2cbUb96Ab>(xT)9aJK7OJl?#|siL63n{QB15LQ};iBt<hs@
zrBL~9EQ?%vQWU!spQXi(ZgXI>?wA6H<(qm(%6Rm_pBltgiHLZyY&?L~T7Tcs>!gMm
zW$4d@=e%J5CC$uecv1ChpjkS`#6hANZ>4A}NB{r7#VemYB&vRSxJ55#Xh=MPc;lvU
z*$%7$zqhyd=9RPj;QUw602&+iwAV33dlBB^zCfwjSk&lY2bRMKntZEqBadb7Q2}uJ
zUk3j4e=#VV`*<w0Elc8_OVY(-F!MZcyyaRca&EoR<JD#g`c!>`--<C_{I}0Zt|K!v
z)le@GxQ+^mi2X?5zhoBiri>xO>N*!`bZg(T83{<h94j~eG!1;y#h@jv_9q%W*EDgM
z`=`i2y`z7YkE++0A-v233ZTZuzm@elW!krF7ZlZX4Li1iq#CJjE5QYG&wZk%`jtIj
zETyE)=F{#Jf;p^R<ZU1azzo@GC!iL|JL-_@sdnzB%O8G9QJD2BQmAW^!CGcqSiD5=
zA<R9SdAoy4=>MW_l&e3E&w=#6YXXJeo2Romk^i*22OgyLIur)242HPf9x8W9Gp!+f
zz4ox=n?KoJHX^96AdU%E@yYC+cU6Xy2S{~a+h>Y$H!0*ZI|j}jCnGJK|8zs%yb^L_
zWBOxs#8$t}g@A74sNCc?SIm3TqqFtkAx*^gpVsoJ9jYhrja@>b^|@dCa7~EjRrPAu
z<$wrqXWqD?gi38BHN)HZITc6~-+&Nmr+<8*2u#5aqyq>XocMRJ=!^VGotfz$X@MWF
zHIsLl2*#V~v@#`+pj$w_sTG1Cl#RvDi!zDlqt)~^j6qkSZ<EkB#^D-G?8?^cPs~$V
zbWp8glI1~%=FwGMD3GFpa6dN}v+`0OS!(<|aDqWRpLn==hiOYlVdX+#80z8rPKBWV
zI68HWqxVpX>-)#$N9!MjmYW)rAzyqSiX<v>sjf4%q}wW6F6e&-TiYRxf6+gd#1{{8
z8h5N8(%g))@>0ZAlNSp+{^m7j0Mefx=xTZ>5b}SDei6a9KuAklR|Nkv=3Qk7ZOAF3
z4+(J(R9}{v0u%J<^q;aC^_-i8oAGigZI?dDK-SLa3OIg_@|iS>)%1yardx%o@=H{~
z9e!llPd+`MSG@uQx>bHN+LFI}#HACz=Ew}Oa33k|9Vj0ADM@2J=J(WWRy_ZoJ27^N
z9CTiM<4&9HrM2idE7uZ#Sg_r05F`hKjeI)4|9=3v`@?Duk+%Pop$7y^*0Par5^ZOJ
z$@1NVjyP*^khGYvv9oB)h`Jkuy%>c$yB&BK2G9S_em*2=s8@R@D$h(pO+5;Nz%#3@
zAUoCS2Q6a!NAtd5k2$anLCW+uLNlLm$H%m+kd~Np>zps%)>!IkloD-8aK9i11P9Jt
z&(A%>)PXvPXN*!uol_T7NjjTR;wT!Qp>QiU=;_lAr6@zg&w?V4u)XmqZ;Cn(JitTl
z9~`{#)dFT>2EcAQn9A?CIs^El-vUYdRY-XK*_*&5pi^NlqT+aaXwi0J+|Xgx+WwK9
zj4D9%D@xyW@r;I)-wqyHsO2!;E!{@RQ&5*PaU_OkNX}JNf~RP3CQSnj$pb=&3=)t8
zpk$GPnp#&u;a@=SNCkXOV?gC8NMeOe^Abx-5z*$i5sPy5%L+BFEXv=LSCoLKtiXV5
zU?9ifBU+MuP!^cO-<;Wpiz71U@sCDaHo>9uwZ0%H59aGE7S@|gdLQN=9UUQ;%Z73Q
zfHMkIWdMs%r_63d^D~Xa!$MdC!Y=lHI@?HaKvZ~+%XjL;64}KV8m)at!*NMiLlc$1
zlU*iD`P=$%O+n?Til-$K7;Xd;p{-|B`U<JWRB(b?pLGd#zIRe&e&x?1@=!ED*ltI6
z5nSr&Vev}n&Yj0l6X;-}sRJ4)ZYTjd2`)nwOvct1goq^1{4P6f3z1BDEhbj=4lUo?
zCwuu>P!u%o>dDKmcak(%E{ta-yeGBe_fSt#?d8p+iK9sTuSjQmI9{N2h|zbbvX}Oy
zS5Q&xmuV@`t#-3o_&|&=b06Z$7rRpEVfc6Jq*Qfq-zV7E+?WP7g_eBy05zBBwg5OF
zg{f(2C5il|bv1rej8;q`OcJ`FRrWq8*-YP=$t#`d*~IoHD<}+Z7`H5ER?EfA5J`PI
zv{@fLu4Rla50U40`{Rm&pcg`a@Ot>E(xI8L*u4hx*jICjllOaD**qh|qn$T}oxP{S
z#|O7B2A}iYU2koeZ~7{pCI^V^!OT(%3q+XjhityMx6Q7%Z*t=*+Qkz9tk>6v;Gezs
z?888XnbjsWtikfu{6OMKVVAs7y$kkd|Nnt!8UZ|$V>@@=J!ObJum3Mo%l*ZwSyZ9w
zOVcUmbFd2fLQ1H4bi8g{nzivoAPa0PhY_8ar1|)}%cGw*c<UjQ<@Dkr!GDD0aTpG3
zWutSk{8&wxMJULyvZw6&!}`g>{b2#=3OR$LPdwJ=-4lLhUUyEsD~;M`9`bPn+!$>W
zpw}Ue%-XI6Og0J%inrTHSOdGT{^;~T;-jkMZ9X<WV`mXDayfvA!YXIx7Sk5v^-4oj
zzyEXZ-W;OrQwB;tn}`TrUn<8Cs*S+Pr3D(G{w#0On-$2wN0QFPUxzgu?{x&IBuVN6
z!SJ9cz5~G3Gul~(x>yPOpdU9I@E!oP6Tu<wv4P3W^bL50mb68jbM4Y`PhEDs<^4q5
zAgA&MeWqo#I#D|n;c4lc9I_z4=f1R>(Ae-F2p5x?r#iH7mq7&YTC+Z7b6o3Pz7R#_
zL`?89^UE4&Zrf0mWKaKxb3cRwxe!;##==r)z^MLfv|^%0m3$LfUCBr@pCQM#iI%RA
zJX$)#H$8riV$##wdU^^Uui$MT%BgZ3fNqPfc4~JZlf7I9DnU%=?USu!)C&4uP?Xl{
zC)bbnBC};@9?;V8ewDcZn<D1O-OwUXeA`+7<sv@~ztyBfRB4G>A~YELa5?7ouaLkz
zqC*o*vdT$eH&ji+1gab+rEM3F)(I`!0QFx4P2!!n<)M5-w_cUL)>Z|NhyQ~z$@5fE
zaistWzB#aUfy{Ek^+!S3&Sq`AwplHuCqiTXCFAbQC0l3b#RY@oLxx57gA4)+{n(l8
zp!$(|%2sV3_Di3up}6hvq=S;`A&B!(xKVfR!DbgFzqqQ#b&o2h#aUF|I|$i~;V29;
zC9w=Z$u`dynYRq2$<qM7pEATK2SVSZdg_;8#rRqU@rc+;P-?fW`Nu|n>=r^Md?ejO
z6V$~donek-07i76`N%90kvF0yoM7B+7hga7tZj1ew$l1%%&k+`?L1#rKHy2RZ9F=T
z?6lI5bv@*;sX9sV2MpjNP1JhY0&QD{2d{kV4i<R!jjX!ZVVpvY%@V=6Zqfcx#nixJ
zTgVuf+g;KL=Il-dW$ugobSX(x?ISJbZ%2x%8lDe?ip$L1<Uj4+`F6|K$gunrQ*dlo
zM`te+y@-!Pt%zc?I!mZwCcn%{(-ajIfu>J=G_QUtpq;>{Tf@lWP?Rtavnp1HuZ||7
zDD&A1^6XmWZvg$|j?87`f|`si;Wbl``r8l=?D%y}ZFGw}s9V5`!8yCZ#brZ0aBsHS
zK3#Ii{b69T<zVo_QtAB6;TR0I(lMk}tuy|%gAZ!B76+}(V0pP8Jot_4Kj*u-91x|p
zTmoTUAY`P5%w=C<unIYFR-rQDgZI;lUt=5O;V8f6!qHV`^?XxbKy}zRf5pf$!pZl*
z92QgTeagji=U_dMZ?MNDI^IB6GXRcFd=zs}S^x(hq=c<8Gmm%?0lB6hv=G_zOCPr0
z3z>G8(sCGx2<Sh@X$DHGr4dg%UVh%h-Y%;D9&+)Lc7J=!X(}_!@il}(7U;_!yLG$T
zN}~2n#>eZbJS8oo3>EoS!lKdUj6EKv@CT2%jr(zeq+=q=TLJZ0V!ys&WccjGH@dv~
zDy!6XdDLb1K&deUSi7P58P8&4j)20DNLuB@s+AOPlN!VF@@#{zr<Y;Al)&!{Ad`E-
zY43EkL0mtu1V%MM-bZZZy{0<lf!lJ-U`Z|r7h2E+7T|r97^xF9k^2vJ-BE?!I-`#i
z{be}QAxKWaEwEhJ=G?1t;*^clCSECj+>IMw@>V&Q8&#w(6?KvNd-D$xZ<Ocbds5@I
z!E$`~G++-n?~08tNINj_#ZHo|2N`6O;e!o^e9Zr%gbOt_sklFG+L8LwueIiHu}|4x
z9~&*?0wY$C#0_(Bb+1Ks?lg~GL*V6-qm#n&wceJaER8|Vu=cX7BU&Ru>Cej0$F_^q
zF{t{*o2y@W@(-G#1ka866Gdcz!!_O{*4RDirTFvXU_D7!_lgjhRoOW}jV@K@qpH4Z
zFgZT@SY{kQ$`C_EGuR?3s$=mcv^MS7{GKkSG*_9%DQJHfT5APy){RSxiN&&D*zTXG
zyr0A4EiSBgo5Xi^w_jw6M;?LMAtId3I}$^C<}=>5$_4nWNz<JEjx!XoIlAkDdkH`X
zZ5!w*A*VZnZJHb_F3ym~DJCuqD_xt>)&BB|s<tv)O288w_}WLVRDfa8KnY=$dToP2
zC!@E^d&>*1hM5nN!lv4{Y&D;}^Tx(BI;|_lRqy|MD4EVK-akjmb?29ew5LkkNpY?<
zS%r}Dz`(WT!#1z{3C}+7I-{50>*}l1CvFYDe66>K$_BIssfqMxv>ijqaWS%o7Iexq
z978d^-lHm2@tXTB2dO0@%*8AvAd#SuYy11Is>(YOimHOJ{fuBhhq39~K)s+)Y>(4S
zAS`AWwO4w<yHaCSZ9K~&vvY;fjN4{ZD-o$<+|siih1ysUhZ{>ZN}ufRx#&`v!F=Z+
z+C;&3?*u}H-80XYKT;rf+}Ef%PPOmd-!)@_g^mL-Yk5m>kY(`8M~hvQzkw8Il*8Yf
z>Rw7pipZHj->2sAf>XC{k?nnpI^AWl*D|Ieyb6=!IL+0`-_QRvZMf+L*|_ev@pWm7
z|MQ!HBRylW_iB;&vswV-LaLb!Gx+($>RyRrSzFmpIdEbpA`-}LTQ6K4Wh}s?+cxGL
zuWa)k{vQam_zVJVz?Gb%7{lIMulmzLhVpEe%e|!;4RT-jL1_1aX5p0dqx+0>c{C1i
zIE#bKTe-rcqG%KdhrdC{%xj4v`B9d5XLN5+_xOAp9hvX@8&h++fTHw0M7~<f?SPjy
zPAQ+oHE_;{muX_E{T2yX9NWQm&GLdEGRe#>xpnZx$)be8{7=Ss?i%+WLnf<6nSsoe
z?b!I1o7HB?-p(zPG%#PDS)Um<5?E_g5Xh>o3a4kiS$rVPr4xXasG@db11nBu|4M}o
zE#>psr3SvLm<yT`irK~%V^=p)OJCO@--ZDBqT}^{wad#JvE5<n8@ISH814KI14q<c
zku*3Bp;)!G(>+8~^s;!;@)1CW7I5C%`Be>{h{P2akopVojoZZc)Hmnr^tZF=w2XVp
zz+eRzZvp6F_$*Pb9~?vv|3iWhON}hOyf{42>7Q-jUq<44j?P$G1sH&lmbCGFknY`p
zFKQ+?Es1|U&N#Q*sn_t0wr^*oFHaOhv#5MM2}8~0AGx)487<-S8AX#A&&LUGH#%C~
zxrs(<^*^QYXE^b$)2;2*jJ=ifg^P$ny60UB*P=w<hxxvT&`%1jqt`aOjkgyAx`(HR
z<$QF;9}ZH2sh2+(ZxG%zZngNM2VG6dwbDwoYqpvS&5IRdeE5$gHI&2*UkZ|L*jbO=
z8b7L+MWO$qc-FqojIz^i&1oeLq&*Rfk*=Qk8K95fEwK~3U8vWR?@Ua9!S(~(#$g)s
z_<6xe$Ip7v+(PBn%AKwS{0zp?E+oEB&E7vaslzTEKg$dka_G3a>$#FC$<OwvJ>O^m
zP(23dDNu5clVXRYCQlK?&*yB~y3KbsGZ>Fz%7x1<;a09-YGVI9@rRo5lDU>G@-k#J
z%+HL5Yg*5kT>absz<H*_{evu^>X}CgyAj^^?a9c3c*vLWIg_4a;<LW?tCiJV{(rE>
z6u$8zXrU+NUS$fWN#9MZwfdIk4nfJ1sP3W(vf&x~q-A}*uH4Ad5YrR$d@Qr{a-SGz
zgMnsJaPnG*C`-)FRs?xR_lq0=*nw85MF;kHhh0TKBVQsb!dh!=j;Oz$hKTpF|GL<6
z@=`<a+(snZL4RZ7f-tgxZq?D^i`>Wa@ZqW1!I=HfMkcbo{e}J?UHJ@aewXH@#l1dt
zvrC+-21Aj~>JQPXTIpMz?~m`k(3~0E39u4Jq}2nO1z6{*fuQ1ZLUM26RqXlFQ_{KL
zH&-Pm?7h8v&bLMY8-v7)25h%ixF|VNu<zKv>~6m%Jd(OnVAf`KFy+U-v!3xRb9?ms
zLJ)v+p?VEP$AwJ$t?dJ)I`6?hb=R%S{xonM${MFJ;lZ1Kx(5iB$MMhs=AR@;tE1m~
z{h6R{<+ye07DJtT3<@o&M~M}KPsgdPCQtOKBu|cxEl8VcBMVJ+cU`mWSx$?QA<g;7
zl0HV5uMvb4e!9zLGAe$CARjwMYhmAPw_d^VUT=>Be*3cB%CH&>R8(MbifAx<#e8}{
zL5wx=pEsmK!=92)%6&?n^B>pgS|=1g_Y~pG1>a1!o}G3&Lf^KQ)1yvLN;rEdOZ4FH
zu<!~Hy@G|>LU8Sa|0TB{l$CJeqx^A|e?pIkEBDD^DUP5Fk%5{~8g4N++pTK3rfr*C
zj%S+WLXT-MI5}I1(J$Ohbu4}^e}5$3gr%qdDBlU}O6j@Z@$m~Ccr)#c=e=#$y11&3
zN(|$&pMS3x7I`u$FQ2E8s&$VG_P7@+!ccfJqQ|Aflk?qup1y@+^DW0AT(0BmQW=Ec
zH8-z-8iwDZ9%h6o+<`fM!xEz$pQ&)qAza#?_jsFHAH(?ofMU4BNj@A%ZC`k4!m$TL
zAK*^G_uviJPo2xT{laLK=IsEZFk9Hf*NTaBkoQePY*o%TTwnTTiDIs4$@OgA@Qv4z
z7dP}e7Ov)z!zw~AjqUA^o)aZkV~2n1|EzakD>ZKb>9}IA^{rAn$6&`fb4SUicDa>x
zTr!APbJ{R^J}cdGU^A@}a>B=6FTdAIS7m>xtGXxm;`I;aZM$9gOEtGL=c7O>(;CC;
zdaG`bL8v_2Sff~d&GuV(r^o+lm)Hhx%Szz*(qJ;)e5AfSv3zxUI4*)Wp6FT6qqFSj
zF(f=x?diX@M?u_~OrN)9GsR;k?esDC>^nPI(J|mbMt($msX9DNN7;A66J5ccu6}jm
zRaH{ppxbt@__^~&kM#CHmRSY*sPU`t=&hLjI2xG7KWo&tVHBf&mx2l6QW%(F^K%qR
z4%;w~1NCTF`BY7!cl#)*c;Z*q7*H}97cua!Tx`TIba^=MBh2l5Y`xG3mge!Th^+xs
zHohJcuH)RwitdP(72lx4Q<KBP{yr>u4vt0c3QJe7Y5Z;d)Qp{3a#5k)AvdgsK266p
zDLqhBk!Bq09Njkmx<L{W6sV)g4a`?c7E}Zv<KmMY1!a2?eTmq?6`AaxnFy-b&VsIP
zmp3)%VJj)N$VeP#GXOS*B8ACk=u{j_CpCz~ZOtLQNTbRRn(ZPHaAZ;Qpog=^EV<(x
zqGfe2aO+n)rFB?bz1}_hP(P8d*&2>SGs6dOUFWq^SB_uDCLJT9)HuY8pBLsB%7KkE
za^UzwtK@l)P8srF5Hbx*n^dnxPQ;b|fHsnmbf(@j5H6HECq=q9x-QZGgIlq$e*;n(
z?3+#Q^cz>NwVs3d##_7trNk#P_s1-QRCULK_;@-HALSGilW^GwZu&o4TU$Ho5xR8Q
z`{HN?gZ+}yBXZ)$<w>|$rF`6RMn1DmqKRhbxMse6c%doDk-5e|@pB*3BK1?|dbP}i
zbE)j+8&S3ki+*$y*RQw?mOFXyjhV>G@Q)&bd|p;4BjAy`t8z2OQlN{DEmQ!ks7<Yw
zC~7m~Vb(|VBWJ?hLnlD2$RmYSguUxx!V_bbBr}ZVrM}yzIMWdk=7=s5^wIq=SyV%m
zpdTfZbX3-%k5NIUe11FKjpdgTn*B)&7HIdWpeMb&{JZ&u2Qxo`|8aKN?L8mUeF^4h
z16h}puM7xAj+u&}2_fzWhWW+Fv^oG)Mm0w@>PT=8NCU!!I&+6bSRBo&{lQ3`swrEp
zMZKCX9Z{YN6ZRpU&qp(0AfWj9>B}PZahbT>Ta33^7W^*kFD8-%Z4spMwZB;icvOQD
z3{`bm<<oNrmiu3?k%oi>>Hy21n|T3NaS>!T8X7yi(cKpIF`_PG3p>T8LY@)kjOdwv
z%|<4?NMS}j7IjoeP)`zZEyM}+5TZD(5&c8gbL~_Ux;t1^BScig{b<7dM51PE)akOx
zCEkiF(wvkUJ@Yosj<9A@Z51CVw)`?NmgBEy{Us?EW%2I>!|zsUld@gRL~L>I**-a|
z^9I^);UpBBltw-aCO*7hh2!anr+_&=18jpg!YzV3%rd!662Wb@FZIEQ2-W~(xzM2u
zmbcH;o-JVDXYuov!qGxzaEP|HgNJz888^BX85c4=4YOJGQ^gi0OH=J_X7=>=cUGC=
z>bg}KDo9}6XF<+WIk}yNthS1_NRSrp8xocvO0KUbHwaLJ%R0{NdOJ^IysW`$+-8Y_
zsM<dP1J8anaS+4)6rs$fDVWrOL&oOn8)$t-_T}g2ZoFGzs~Ih<TZnQVi1OJf*BSLp
zfMVNVD7Gb8lc{Oe4e9!8?s+}d<_Go>TLuO%$Zwz%@`?)9pi1=?FiJhTK+W#0P~y6{
zzCK2jCML;%!v(ERQLjx$ybKScyBnd)q7f1@3vV}&_cLFAEK}=b{Os7v!4_Z;D}DR4
zWvH~-N<o#9oEG^44J8IB&KZY5^K(}!5OL-j>G?MpELpn8rn30q55wLcB^HBrC;N2I
z<6`csOAbsN|76<aXf?Fveu|0_KYoUKn~q#;DpnvLg@<*g(`8FYFeGE-KesGE8G<YO
zh<BZ8&_z|oK1Gl=b5G_~U8~>~?)Ye6NnV^cjDEVRj{j9c4zq`l_vx6upM#9`-<{mD
zhI3YL&)K@R>6X|I%E`Zq1kuRUNv!E{oHi66?Dj2h(f?iKz`3@wE}IoA@FXY8iZ71w
zYCfDBYl;-c^7bm)QV;jgQm*ye4vGB!_i!|n4MheFxS}Z5(IWBGVa2s;bUteYY#b@D
zu^rPjyOjvZq0)H{wd<5)o8?}8;kRRehHxBU`-Eq0ldBOM+MX|#+WZ|&Pr3)@uTLd`
z>hF0GfYB)BHw0LQxr*pxaxsSTrjh|$5$s^Q^;=9;wXX}d4eqRb1}l-J75yd`el<=U
zleS`~7sT7^wKiHtrITrwg+AKK(i!#nYv(;C47<YueFPpV{}V|C|Klf0ZbF=`>{2=g
zC$(FfkGu4%@!nN7GvWT1ss4hfLUgD`NfGz&<)V<5<`rk6m%kjH&2A@eUzwP7SdwEq
zD`+aQ;nBx@vKg)VuyE3A1PVBl-uE9h48a+;I!F=PWu=5ui2{|P$1+rmV`J@&!fO9u
zUIyi7iBiB;KzkL;=nGema`mj~go|63UeK`U@=trfS9=^b1$s%|fuKUg4W-3E7IQc6
z=?-sS6}kj?0~#7pmG9D$rIumdcM`2~ot}t=h34I@&-?vBhOfM;$J*vaS!9Ofh@xA0
zp<47Ck}PBFN0Zgb25A%QVukdPv-1<l8?ZYu&>1j^6}9J)pI%@$?ordjsEr0MM$J@`
z`?CH$u%gYs#@Squc1iaYsYfeot>tqoI-)W?aF@>xvb@1>6?oWe8YnRpL)MPidW~vh
z7uSJK+g|*D&>83AVc1{wql*%T>S=or^i!xBT(t=x3CK@+l>Kd?bV#oEeVi;bJ}+uW
z+xUUjxbA$96zs-TS|vKI!?-ZO1Gf}<T~*B6HwR*d4?Z28tlM381CYL3idr@kr@+RO
zsj*|`iKcoBCoD0<RwBlZjg?(y<i)N_-d!2-ZhC*w15xd+hj&L7f|xt=q-bD{R1j{a
zCvn={-!-~tuQ4>wX=}?4OPRkpU79$7T$7GZnC;tle@<tU$Q-MW$w)g^*8EBk!zK)~
zb$Lk%25h+&D>%0yAFr;j-wrbVlNG=?znV*bIMDAvQ>NARFgW8er~BO}Ck(E(&OBN}
zk6hXH)sKpwX4?=Yk6}}gFzKDbaKa|CL?gLmfevCXal%m|oSDDx_$)q>=EA{WeemjL
zWhxdI3@B9xks_guwN{0rCu4qOQkR&t8bkb@jj;=2;gIQlL4(XujLr%e;GxeLDsUNK
zG%hB5_3Iw{n*(YOLr`aq2kqB#-hdM6CLC7ICdmzqog7a;6yZ+JzjU2~I{=9hvdBl`
z0%E#Z$3+4RFls8}?MXn6bbcoIH2Ix(9qOB#RFHR8K3q18Z2>M?mX~*;$}`-O+%=K2
zZ}`_poCCI|d-ggxWj*~})Uu@-j=oy*CV(dRXDreCWbo0ljMHHH=K7mIwCTA?J)Nvf
zY&c>faM0>Q%E=-?oR71~(?Kv^>kAjkdka3kJ+8?lIg@2Lg3+vCm+E~&<5IxoBQtSQ
zNvfqr1a2c+&gy4w;ANZELLTI>%{XX<{!kwX3#Ff>wQKA(n&cJxsV?2+Fee6fZH{G`
zX3n)2V<(wYZkeM&oUOclNqtkM4@(qIxju<ic^U#Dyj2}L`X*mc)w59%d~UJAoV~P}
z<(HExyO3ieP)s=KEh%W090QEJzO~-*uf?~MsqF1>Uc!I>Mr=>>^F&1_{aMH+@zsO!
zp310b?jRo(gRLgZ$zL@dB6687x`*uB9^E7<7p+l%jNi(@RN__mu-LmTEwos{G}JFI
z%zj^Zj<;`{fJrWhkVf3^I&DoWQBdc|m`^s>TMTxHnfKLl+mxgIDZIWOi~>Mk@$>PQ
z#}uy*hJ=HMK2esl;4(`f!|@49C#U7!zTaBR2aOd>bLaexH>@&9j#IbZ1aTc!0Mg3Y
zV=(?63(K#NS_uTq%RgXqBj{|#O~B^1y&o!D^(=1PA*72{SeVNbEvbGl#-isMI>VDG
z2#rZxh`y&>%2`q7Lc5Jv$}+ZN5a1h@0~i!1FZl3NZvm6byGD0Z66aK)WJp}6)$BA5
zcX%8usvK1>hjGOvw)NziZ;4U;1Nb>=GyndDYu#&<cC~*?N`JA?qJtIv*2Rj>rm&-x
zRZ7z$h8qAqAO(~wN0+=jOn{FK^0Q>Dhq(MEjKg_+4N_&fDUU(y1gvP<^UouiKGVo>
zC{8jtvz)=#tJ57&3Z60I-MDJGs$(~<ycz(3Z*8Hn7kQKl#-4Cl#w!X}aegBNz~i^F
zO;l>t6)Cg<2J2Br(m;CIKif_w={vmsnpU5YIE%u@CfKXTxM<nYeX{J2X`8$I`WQDQ
z{3*AlK88Kw`%sIsu-Cf%p_q>;i<FBCQ;=s~ZEDBoN~CvdJfNX6SS<uuT_{!6*do5*
ziBf|W%Mn^EP3nTEx|RD(E;;)*oXe4f5YX}R`M+@bL}q@PDlJ{&<acCv`GSI6g^Sb3
z_dCLQt&DWAwez4PsRbem&`e{Nb7JJviqmSW)W;Z~#OeoZ#oR7d(86r{D9G%@NC$+?
z`Ya9VW30n9w+o$Yh4*rsMm@*E*bEAdE&=p^8fWo^&V`D{Z!x{DcW1qZ&*|W(F#mqy
zb(lLT<dX#?W)&y5qyN%~ce{8fR?XfsM3*RkE$i)F`v#J5+v*#@L{eVb&|CEjuJScE
z8&O-W)5p{z^f6YsfOCOq!72-ylv#$IxW?cu!|soIYuEa9<3cFiMtb)559Ytvm*wYg
zQgIJU`^xsZ$>Vbta48Asqd&=@pnLcN3cDqlKzdsd>H=PdCNx}aq?x@RGs&SjH)l5<
zdH?PiwLqd+eHfG+lPq5arj3N`qkZNh(|8_@X|%Nm^Y+EdE0uZ1$*hc&C=4C1fB@lA
zTlN9KYpeEs0!rtG#q?7{utWXhi=4lcLE`hv%lBj@r8(#JYkZi6YoE+|2L)45<^({=
zZ=8gmd#pxx+7m4t9&N{XNUkhO6=SwivovQ*>^2uqjD$0h?;qv>{5i=Mwsr@R6QkP{
z9t>+{;n}G~DOHT|_My-qG_f3HMVoN{X+7x@3qY!UvkJRE;-pghxx0Ut(p5ZTc`>b}
zYM>a~9gi4VQ~A?$Zfk_Ei+0MIa+F2fav`W76?&2@;ImA1mYz%8uM(PJv3eyzZ=_je
zUbC#KeZO-IV1EwpQ$bHrF9}TYLt!D{#}$6fmq7dNOT1@|mOV%nvOs|26+&qdW@6jH
zdh9vhRH8tjQFflx8?KO`J;C20wk%>QS%$k!{Q%ntg>FQRZ`FSqbrJgEUFWKu<?Vw>
zgb=eQCpAfHNLB8b0m@pYZMiu+>D1Hi@fCob`DSjo0bQ8}1SVbKdQzk=wOayZ?my$w
zy4+f#dTy2zH+#n1ISm1+!FTS~O)W5oyI5FZ<n1F9+nq#hf)bmt6yLOPz<^ic@V%xJ
z&ip+^ar7NeI%4u^xK-U<+1&`UmGB(5;;11-F&<S969chEii`{5le+*(HC<KcvX4U5
z@{paMd-Q3hI+zH2qb(>r9EzE;5WjT`=g%sge_q=mwVbQJZCS!ljedZR00iB1IvlGJ
zNGaDiEdW>(<|TJv>9~{fMjK76lW}IcA?(Ve+!;-T;2lXVT;E;Y?~P)%H<&|ZN4L{K
zoOcz(JWS9^3N=Sxg)f9RpS-H(<(NI%SWQnRAAO&t2F%CSEM}Vl2$X_y4QLw`+6mi1
z73fL5Pc<=c*gAd^v^*o;*C)8O*Gdam;w7Ee|HqCKluu_lP&CYtND9bVPOr{Xcs++K
zs8!j-CVyuc0%njRmLE<6OS0BbVLM#k16_HMaUepuBU7Sqs8oK!PNmQ1g1Z0N0D}jV
z2?b9&(+TuS9KS01hjidL+6XNjn^`!!{5@yi!t#ssaHSvctuIu0BG5}+N^~>>nIGcY
zCXX^hky93_07Rf=lK@e%huteA7#akzDTH1%z;tr7+YWwpd67I8X>n7U+zH*`b4w7!
z6YLpzXgdz$!#wc8_>gK@sL~>-pDZ^+d;68AKAQEeY)JxK<>#}=yl|<2Qr+DpeN1JM
zS;e&wmf!dY(Ko;8DNB$41^z`Y_DYa<MdHbbguxGzfoq=zYLvL7hB}HoZDyN)9-t<u
zlNeyF9L$F1TVVL*?+Pb^krWkdWvKyfvv-GU;svEP-)aP^o@0OZq^mWoU-7_&Xx}yA
z__)YZ9pBTU?P6DS9_F3|EHh+rPF_|{G63*6cOs~}jrXIqWmsGxa2_(u(XQP+<7iCg
zn?3r|ULSR_IPtinphJnl-@syAxzgmZvZ(Pa0Lub86|pqN6NyzX1aM0FPqbhSQR~Bj
zy<ig1LX@6KFEmdRYDFO<1Ev5r*0v+o=Y}pOm#wbj-QK@5^yGyW;}Y=jx#JRo+dsCt
z4C-3`zvkXLD(dd-7sd`$ZUsa^z@i0|lr|8g8>CT6V(4zfB&EAcI%j~PMMQEW2Bbl9
z7-<Hi-)r>#J?A;^I)9yY&RS>w5f?HJ-@W&>ulU483f`qd+t>pEryxfWI4OM3+qm3&
zFXEfHTpnJ|v3`(brM3Hub=MYpsl;4N@7LofX1iHDKK-yd^+VgcVQS~hIJfj$>ht19
zp{ksa2C~ZhI!0`HfrZ3I!=mM>A-x07)0Nfmo%4}#<4O2xuEs8*dfhZA*>zV0S<J3d
zR~c2H=sygQZI$07KTaa7SREIt{{3?w36Gre*MgDkUBP}ELb>Ai|D>$yQS)%D@Pl-Y
zYIi;&)+;N4t-rGoWrD_e2jq|6Ba+q2>I?ccoWCe?T_7p+0Yb~s2f>#;S%T^YE>aLU
zP4XzC-lcq69eV9Zb>3f)d%zv>*$u2yg+C@2g+RgBEt(}%8-4m*XK$zUHiKE;e!)f?
zFX4>;&r;;4%c-VreI+5LmiIHP564=$Pm^d6^>~*Jv}zBwb9t~v;if20c6DjA{VUZ9
zjijZu72Fq{`c>Lm53*r47)PRdt%Y5*@SDjFI1j~@pY0W0y^Fb~zm(cp2A%?cSudR=
z8kZ{1iv=FQ?(akvnsRf@nIzyf+=4hPtgq!?An<vdUa0GhM(9#3hniLFTs1AyAp|KW
z%HKhdWFHQnYdKC*Sp)|kn=dW38<Veu;b&cBWiXw#rP&J&>M5#_9(TZa9%FKGtnDVV
zwoC)c?B+mJNbq}XYgue{D)d%=mheif6LntggzFK*d>~pX2l6;;;!Fx*GZS6UlG`IZ
zB%Z6#t4%DqZmQ&D;ulowmm`+QZ|F8+mj63$C78d9S@^$bc~!l6R#F8&5ba|-B2Gng
zFV!TDc%29jXaKNFIc?5ad3;9WL0Q2U1r`2{N2MI&NqX{F53*K%i&O1mnLS&ckvhn-
zu5wp(GvfuSp}pGB?7fki?&`O6)X0apt36{=ro2X9lxv+4i#PSH`&9Z{$bkshPSelG
z&MxQWbwVX19(YG|?Q_4B-W=L$qf%Z<zv&kgn4rph7ghUnSK+BVXW#G<k`et7bSCAz
zDXDD2{rKE^=i+8;cx*kcD03|539cKq3iYg=eeGE5^8AP5RO#G)_Td@d>e)|yMf((j
z`z+f@Bf7=plA!}Nb}@7>=a|RuxwqQ}Y1w{*HkMD?`@rt@VgTa>m;eV*qAlEYr@rWu
zp(n@0j|;f1_)NoL+PQ@-jRwM@3eIQ3!*xl9f?qqvZafHO^ztr#_Qiia$LMY0*ol{Z
zc5#(EKD-C^?JVcbr(Q;V9&)+7&MzY6i{{>Ttz9@wKe^qhl%g=?I>0@=D4FfpZ;|8t
zY(VU)p29=tQI<t5=FZ<0<))$g=*IXKHW$1R%dAz-y1nvC)f<O-HGWKc^1G7bJzDO}
zO6wIvP7lr}mPsbksH!*lPqHouKlc=-w3w<Bc17%+W!CPyZb;!XH(0N{lO+lFSl+3O
zhvQP)6coAuqwHT6i_8Wfm6D+TEHEz)8D(J_-e1Dq%8^KRRzg|}-P0**(t6gZF2*f+
zh`}>!OWCS#q+G&ZuE^Mv-_U+c$Eq-T5%~a%>Jd@N)b@%@11d^(wzNz=v7>0RFDbpT
zhY0&7BBoCdV@s7tmgjl=aS2gYSQ?SUr;zhj>Ojux5``!$5Y!d4|6yAQP4=;6sXC1V
z7C^<v9dO&$TJ0@AO8oXXbeBYoe)LD$8YKW@C+Y<I{Z&=ZNE$}0vTZ>O{bm|}A*r8`
zd{|IlLEGshDnGd+yeK#tx~6dcsn_U^)z{g*6Z)hvBAbrxQe>Ucg}Xid*STccu9_|F
zqDXMBFc}fz{g(z~Qs%$M#|_B{{1S{yq54{=^p?e(l%(=D@m#mWb@!~$WK4G~E{b|7
zA7TL3uTw+w*;uO%AG32VF}rAPxtN-Hx;Z7LZBu~&*YLkotC#d4!J~M%h7U8cGA(}m
zDnQTnx@uJ~s~*%{zDqyBSNp`xBeoAun^W0)A-t?51IH<qjQps6F1iOZUP!i#EmY4)
zn%5c@O)B5<dCQq4&rYIqf%tivK0oh?afk8Xoi3lBJ?!<6>U2im>8@b3{+_}~W$q4H
z&NhS?Xekw7(QaRiM?<Q{^7iL>Kt%(UIClIyA6<v`Kj)VW+f#d~SDKI3iXp-y&m<Tt
z%05AU(qcW-BmI3!3PBf@q{HCo_3-RDM;#}-5T2!rxB#b~uTm)WEuRb~G*(?Z+fJ@X
zL8r)Zm!*+}M33f5A_$ZL;n?s{S{{XUvJ*8eJeKlaMj<+@{*Ih`w{79G*A8>XbL2zV
z>UIHIf}MjyHa@brxkXne+T)jK{<4Rh7MmrJ;Z>O(X=SF?3}_YdKbwr|nxf5<^dlro
z>GFe@%yn8zJl#6%N+km9qUNc*5h~*fvlawB$&{Rb;UA)vsX1PCMUDscmrt|aaNN$`
z_#&M{cpPT!GgS&4KmC)#=DEvzyZ(nkD}iq5kFBk8zbR_d4o~+vi15951K48XNWsQ}
zZaDJbTj(vV8kbeqxkOAXo`m@`a7S!Iq%9-_x+3#$j&4>{XyX0L#Kq!DH1#`23p?u0
zMp1{}a65d<=x^J0?w+;H7~S`$3eH98O6{93m%bj8ekxxfh>e>)n-zRzc<xBUE|ir<
zWEuN)FY1$))i6UQA!&yA$zHeF3M^0$#8K<~UsQYA2l_NzN_<{<v;U(d0ZhNX*^6eI
z+C2;U490c$2dl+*>OxfWsvQV<%2g5?d)5-&pblZlYlxm2X6Qe)BlNRtK689v-Z1YZ
zE;2guD2c*!_(Qc>VT<o6z64KDU0V}}+oOLAu!0&2Cj?e@2vUN7J09(;84-xvFcxD~
zTJk@@#PEw@_E6H=WG$xn02}>x3vOAGqcSFLF8f23_x>`w1CXuNQ>J0qg@UV_hyjqH
zdIa<!V}!pCF!4M^tg8=}F`eqOx>0baxtTsNbj+ceK_|!iS!6;=8lRnH?;FxLe=?^%
zKv|ry=dD9FdA`0^GzKLF%_MXBdhV1^E328lzV;y3rX32kzYKCSMW0oE(bAKO8(-+7
z>gpNY70cb2a7$7e6clpOa=q><{93vuiGFEVX{rHhG89(E6JJINh_pfJH^&ziUP@kf
z=&(cgQUOZq3;r!9)%+q0P1%Vjr+A7!;T{X>b1`d8wDCp&(RWnjN$$uH?$x<rjyQ~#
zbok+O_uAt{Jktw9=4zcv#}2Wp_)qrdNT@(8=0UfeWpzPPzi(u){rQtmD}tk5(IQ9e
zEC^%d3tKo3&w~NJ-G0|_1~-M>g}5~%CZvs<?HQ7W8R{P+-LG*N!aIkXjp|!;OYsat
zrt`whOHP)F{Mr-sb?I+JYf5rH2MA%e9grZ>;+{1aCl~d>DS<zTIeJfldPp^nkQMQC
ziqqOq+R4LChWp9u9}7W@L{QM=Ur^9}GAN#(v>Z^PQs!4_gY66GqfUAm;wR!xF_KRo
zW?A<Tk~zQ6J`TRqotqhe2Z!th{r!c!XV=e%11Y7q%Ic~lcSN~^+%r#~?4I+nT7mrg
z&Z!67W`307ZFZhz{yXbA@_?T@h<xx(V^(DZU7PvtFsg7@`K<F0N1~lX+-?$2`G<0w
zn250Xw%D|fk)&k(@A&yjLMmtl(lx#o7}JtWT!RaN;=H!0^f)21>prhs^$u^&z;KxL
zm{%mA@016;`1F&zhRlsW7**xz^2)iErfaD&$xx8k7$4p9z}A~R*>&L=#f?h4xxKAR
ztbYuZG`1Ab+jD@X-l!io%$ML}2pB#(Y}GlSVD1*M@tZ4WKuCGDC%C-}Sgf_op8b!s
z?&(M?*w4r+y)VqA$$Td`P)_XR_gc4a7M~=Ucnz84R)t#x&rb>MS-(lVb-Vxk-7irr
zq3`Z=lO2xa<KONV1f7DCLL-<tD|D-(yS@mK^3(TVdz%wj#jeh7b0@vCdIfZ>{~N-F
zA?rR&WD&}ZZI>3iC)(l!(60v{_Rc=XeTY<^qsnMdY%ylqdOAfHTKAF(k#IW?As{@)
zEwb?G308S?6>vzsQIGd79Q7eK+bSzgBug7EgWv#S%I6<kls-c9qH8hWItlcf6{4|K
zPjcin)11o-a&r`%l!xQwuY&B?v>#A0bM-|#MCs(n8KX@<cpX->UP{bn5DFQ@L|-`5
zM}*;+bH{zve4=F&(>IfhA~DN5#h{-(^huIWy8aw0l4)qWg3a{9qc$!6!)zIo{uYt=
zuq;W*FAJ7ju}vffFg=+_>gmnQ;gs&xcS>NRV;SXrnCt0SxXb|%@yDi?C8#dz`x7r8
zDS{|bP-PJkrVolY9vXc(N^({dJR~XI%OY(aPX0I8&e++1jB&%2HCbX<saoo&t^AqO
z?6(N67*uoJs$3Rx&QxiwOvdu=(<bYW7nI$5!qu2H?`YR5sc674%@-g6*~BB2$$dru
zZAg0_Y|oG<y(J&b`gM9|323s$i1@>oUuP{f(<)GfX=VTms@4kK=CvmwvFochJF&ex
z^h)`iJcAi@u9I>ebzR!Gos=g~3u**7!z#)REIs#&*VfN`yx#w<<SDb79QBGAE_GXZ
zF=>!<m`iu3)Q@M@3-?=Iqw}8=`4+XMZYe6~cU}5QYy02vfI1NjS!_5zWM^FDe`+Bq
z)D>xQXLL7Pbx2A0zz*^Ue3_<p-*WG^R)v^*)I4Sj)gM2=ugt8O1{!AuudILvI@rSV
zoK@I8m|?!Zh)NqtNuGcr+xiazNH1OIF|J>!XH+Gltss%(+sFREFj2$}IWKvCv0tC1
z(o*))O?7$mlzT+Ia9hYBxBE#<*L*Z!LeSuuAbQ(#Tw~}UdP;}T)uS7pamm=;QR8pY
z#rgeIFFzYYXDEZ4OkNvtm?qfA2uD(}5~gvM*~xWFDe_5j&(EAyl#qDqrB^OfE1Hz|
zW;kRB6U|DOqF`;7g|S9hIVNvOs|`zS$%b3eu|z^pQ&0$v+S4Egwf(5YV-_x|wMy&W
zVl^=ZW1qHDCQ2@rNIS5y9U&PbPAIo*9O5_RoN*K8Emd#*pshAceR}$)j05CbP>IHQ
zGA+)vzdMD0=dOiYJQAdK^GD7RAj!PRfQ}^_v+3>3EQ_9nW5Qb}jFwlAj~;Yhs@-eR
zO0<RJ2>yw%$24KS`7tC!rB=?`=wP3)^OWq6U3cpZh2Eg8CM1zv)jdpdnQxM1a-<3q
zSk{y>m756%DPK2Nzxn~r>NP>Qg`|c^JT0uSu3~3)djStIUNZBDzSKeVIHeOY1N;3q
z0}JczS)8-BRBFv-7^;$w-Ae*n%xLz%_$!D)UzEp-uKyPvsa?GVYxIo>r>(1DmoS!g
zF^igi1MDriQ!*i((Qb9@l$?u|cP2maEGGA4-va=gvS93+q!dX%J9M_E<L-~WjzE3n
zIB|ea98WYLQ5_%amQCF!6Ej=9fm<n67rn*S=CHYM2k6s%2SA@X8hwa5Puk<`T+!$5
z7sniU2U>RVj@kNk_(~LgYMs8<p!d)GrQc2;h+PWEp%&+gf;sZUk{66lWY&txY`oa>
z%Rq%ZRmhJJ6yrSc`aXwHmE_LUb6mh?&(~JQqlwn|lLIa=OybR<0N9v)hxy`rp(Z<$
z6+z-@?aI~92<0C{SzN6<fH|^Li2kN-%&S$uI-L~fEK5~8b2k)!l1ZLUG&)!UG%_l+
z{LVhl)hGml6rWSF%-j@<W?DVRXaR9>Rl^SVTd{#RR3zk{j*@{e{m>O`x!D|XcVR7U
zV_G@~>lap}awhE-O@_WzXx$<dV-szfH|e>4h|!GbFaW8xghgO=-Uje<E26~fN;KT~
z?x7)W>lCEpfx!)mW-H7&t3lC;3_JBz!+ntBYL)E1-uF=baNW~ggVfXJF}eG5S5RAc
z)B4Q8>JKoZr?<7PJ?|J3W}$F7YGM1Hg~JewOu2R~^ZvGjsqT3GCCxNfN@@mztAd+l
zPT#j0QTyChv}wtPuC>|kpq@sgtJmpD^_lm-2oeMI_cQsK5H^6pN+|}MvtlJN@E%5(
z)GXZB5LQN8q^af&8;`yjbaH8mCf(?t{-v3AEKZ{@8K86nZdG^#GEfm+7|(yT=Ye>b
zwa-Le<|x}TWBTC$Wf|h;!J}c%M_-c6KWKgE{FvO+)08xlL59a$Ts8Wn7lR0oLhk6T
zU1RMmDSfApUqLW+yw!XB<|mD&HFOz5ZTENflWHE<^Ffm&E=0Gkvmv;bg0p&Nt5m`E
znYl8=2+UKRf2X@>4xzD}x=w+QU@(tk_VAP>^>i^*d1LAX+9D0QPa;ou_5WkDVHbCI
z=4-0T2lUoE<DHgytYG5&w@Zu4fbBnmYq(M>PAXm{(Nj<_<t!J)inK#tf2_5iw_!$V
zwq~zfb4xKOZL+zp+x*$R4pA={DlQ62Loqr=R4@G;>LN`o`c#X*-?q?0MO(4lp;KmT
zgu<^LS5HbvmZFK6j$m-p?LDjh_)Q)@oB`ad;^bno@<md5Kd^8lDk!yH;>|pT_P#F(
zbu=oO^Wt>T)=A#}3TLEhm5up_%a!Jfh@$cTUxX7UMmQwB|Lg1CVxCSi_HRzY6gsYy
zA|&WpYDOQ=9|a^L#^%KG#zS1SXisoeusv_}5DF8&qek_7q3~abaGr5>@GwU5?a77u
zikA7Q_;?TnXn2(%0_faAZHI{3%T7Qv&&n70R_1Z>odUz3K{!q+&!G*rno1&9+@>lM
z6xduyankUR5Y?iPjg@g?p?g;{W!yYhU``hop4IaigAjT<v6=hi?R=td(61@pUHOH@
zRvKNH@-m+zo`w8M_8$Jx%*Phj=46i?LPy}$HC<Qx7pRqyJ?za|QQKNV);$@(Y~}~A
zi_k={eTzLtqL^}3>#u@mu(8nooBs(7rJ2T9wnzj+HI1^X0T}8a8|`0|-1kczw>qPY
zsmOS7F}VFwuypSMizoH1f@?Q2!#(Gh3e9vL!rlFX-n-r)JF9T!F%3x)*p2(VDsztA
zkR!u=v1+Mu3XvH&)L0{{c^NfNM(UJ1(6U}`)N*fky9XMTKl^8i%}W2%H;C6*d8}59
zX2*E-s3bYe{haM#rbxGER`qrdt;~cGls@n9iPG#3MCz<&+S1MI&p^X(W12Om*IxO-
z`>E1!_Y7zo*S+LKBv_`6!u`N835Yf}bWQr$ynVWc8RniB|B)49AA};XvzOT6H>LHJ
zBe<w6tkSn`eXe)wAT4Ut=j_Rw8o*il-zrP7o?44LP-P-msU}e#BXM~RVt{IFM5x*0
z{!bz@4tu%#3#;AN<n+D29qhe6zJn{k)8PJvQZ2FEmtEKi`xE1iL5x%B_)m;uSk#(t
z)BJf8NZCA=Hr)8R&bygxbTn0uTIG2Ujx>Zr3it64x)Ks&cQTE<(3W}>WP1|kTR)zZ
ziF<36%ZP|2fz~^1qiXn7K}#EZe4fM0fAUU{tXvTl6{RM!s~bLTyU%yRSbXE#$}^FB
zc5i~2AX^&7-YLj=ENEt9Q7RsAT;*{cX1B*s2Eh<94SWgAO<c8J&-?g{$9Nq98J!0~
zT&ZprKJe6XMVL0mREg177M|KPeHpL$*r61p$DqX~a_n)Yws$!7c{HpmV*E}&n|Hq2
zqf!_jI5*j;M|}cH0!afoMAS47ZbJ$8kYsFFqP!4$O-BayRNoXpTz{(e7Q3V*k5v|?
zdev1RStTi)aeE(6UBqVk>O<=&+<fbs*WhdpYLQ?_9}&DfjdSD%Fm7KbJKJ!JK4v`i
zs{GXvk_i^b<G#^nr5r@eWyBUiFIXG`QJA??)r5N0WPo!H42O{h!%Dl`Va>-jfW5J?
zUC>D>6~#=_;0HyK`nw_HUsK)fwMA!oyMNyn5foM@c7LHOx4Dim7k@eQQ660@r?zeK
zBt(fP(!yvrWv{SRIWtP0%IImHcPKHXbJg<~`}tYwr%utPMGD%Owo^HI8xgsgc)y+e
zL_<2Prp=7<rOfWFr!og~_o<W~qn**Jsb<0a_c(KjH@M!8XF=C};}4sk^!ov5o9Nbg
z`7y|3j9$-Xlm&&6@39%Gt^q6-kRylpUn@>#yF8ISP>4vmxP`nS)7PtN!3kNb!}{qQ
zS&^3Q4GOc>XkvmiXf5+08<x_D_40i7^9sH)FUIq|#}`*2laoq^K_&)9Y7LQ6!Yt?M
zZx<Xk*%m&s$0gxViz)&}9}Y^5D%`wyG}cjH1~KobNWT+7*bwHJbH(q1PWuY=?Bm8u
zjR*ZDEG*nuGq$R1uGrL&5S`Tj70OFV!C3Tn;edvli*MhdJxj-GqfgjWroi%#qZt8p
zAC<#(1XP~pQmQ>VtSU_1uX;b~`G{V2{EPjuKb(V)&e<29juS$iy6hA32IXLeK(X-S
za?DIaYZ-dII@9g>FY0C?<0c(i+Du~RgXOvjA!H&*H>Jo-r_lo48{bfbyD#<}>$O`o
zL84y^U_&q0l%U+G3%0mD#iyXbXi_2lCw*g}46xCOvQdrOd4&krZwp0*$=Sq$_+P0p
z3J5_?ontOBlt(5m5;t1>t@uo9w9LDH!7ko9P3pZo3JNzpKy4el_f0hcYI{&g2m}lC
z>BoME>yLInQhH9TtZD{QV*ED^Rh-=+=XH&PrVSCXvhf|$PD!==?Goa@W5NJKayn{A
zlvSikd0``gVuIp|Se5q9)D2wwg`O-Hlti-4hk;#w#YN^8i#>qPmWR=iq<n(9;riC*
zok&Qa5=W-)4|u(I*pCj=e}KxP6OR4lUZ<ZsCs72__;<QN%6Mb0Hxa;J45gq}s#oM1
zshmrPJAHbet{Rh`6b`5{<&cm$^ATyusFxq>i}aRg3iRnM;}^#-a8h35aP(}wd>!Fh
zKW)Lr`COnzkJ`0t1HoxF@JOSp$AXe<W1v_&UVCu#>*{L?V&qZI;Xj-5p7`mU`Q#$K
z=9v;jqFg^qE)atI_Ib5CnX~UG^=ek^O4<XC_7;%K6y3cQ4L$Auq&lE!I;^ikPk-K0
z@7}PJ+j>R$C!yGnY1!VoIRG8bx|K~!xEZg(lGCc-)aOZS@hv2H-R3gnZTk=0EMxoT
z-~PgMCOzqKu7&ze>Rtb84P~jIvCKTd0w(6sOTvXACYC0&Bostou}<BO<P80jGC8rs
zCLYJ2WB(LE*X4wKoPEi0oUDBVsG$ym-J!%X;cDL0-g$ObVlL7kP*~xl^ds1rPVPH!
z)&n-|dF-2R;E(l`uw5H0@;#^{(iZnO6@{>O!fQ7!d<-)CDX?OJYjjmESc39YSZyb*
zmS^)J?l(tL<s*m30n+HY*r~?}&&w*zf>m<v00a%TTP06;3D=gV*`A@Ygvsh|!=)aC
zVaD5IiG@+Apu3<(gtum?JlwqW@W9R5z|hm%StgQ<^DFlSk_Q)vVzW-XGQ%w<b5E2U
z)-3&#t|Fzk4vJ;pC6<a4)m~Z^9QuwWnujs?w`<guI1InU6-xcLz!nq=T6N9j32gbl
zoO(0sB(6$slZI1TUAhGp6u`8b_$f>Ey%i%}b})6HN=qH>UaFd2wog=Xahu4Vaa$Nr
z>!(S(14?q{M9!X}3~{qnQp|N>0G9iGa5@be<i45Jw6NW+lSlC&>VcSk?f2>=39&wP
zWI|j8NtJSepTlx;k6cscH+1kiNOghQqC%W>*?3f#{Q8&6#UHPG6Cs<q<d)Y&!et?$
z{G&ER6&1$3@04A>VbN0cKCY*>7m++>YVsi%NcIp}gD6X11Kb;m(!X%;+fd7s=mY}~
zndLUfa`4HKW*3P)yPZ@?guhvBu#WBn{LP{5nuRipPI%IM3bdyp>glaTY~IKge3-Y$
zki0Ct|4!<8FxjPuYn+{~l2ATtZDd9)d{ak#p+`AAcoS5uGFg8<%&SH|Zr68F*p40T
z5u>*_0ANqhc7X=b8`Db<LZ|u`$Vd_rM4sm{q4Cx&RsQ#SCX|$)X7KXJQRp2Q24xl4
z9~TeWL`vgFeS_3;RBe-#p*u3TT?M%bHPW)kQ^@l$E7;9z>E+VwEjO<YbK3j3)9+9I
z-hTNF>$qW%O?_NE^zcutlRAHDP_!X=%h!RgjM4g00uRB}tov?GyNq(JMTQxtG@InJ
z!A#$-tujy41~lr*v@`XVrH?e`t8<L><dy=^H}_25ruLMAskK_(LMAp9wOD(UgyIAo
zpoHaVQJDPWR@_<yR5lL2(q}aM!zSbKbK%&|KqXQzY2pW;zVLSi&dm?~fc*ZhbB4r6
z7*drmk-LK476}&;gz-_lXd=|Epp}Nlt~JSWjz;a=0FXPBMnTAjkKg4C`8Uh0n7%zH
zv&QV6&(D>mUoDmbMqr#i;;6q+*UT5oX8nU&iVCcHJ5R&DSN}-W*u3@te_vcJQ~q1q
zEcV8a`WohI;j|QLudZ|Zr1|dOAt@CqmHIoQ>($QGme6|GT?w~87u^0KI-%^$Lx9fw
zgV#ppNGnnR4f1=b*6UpHA5OY451N+cbw@{=_t<S02&+H?Rtjg>k=+uc-hC?cDvepE
zaZ-68I+ICVnteIiBXP}}<1&RK%AyXW+K$GjWwTzqmV!CSUtxZRX14b8M}2ixc9AA5
zXw9~Ra*t2bQZsamS+Y4QX_HH^HfyBCaSvj&(p35d7ZQm`Zkm0Xm%lv=)CAV$u7OmG
zkiI_s`Ik#SM6FT1@uSpB*NK3=gMR^g@(IY~B7ITWDSCWLOEp%V1Svkr%FreaN`iFS
ztk_z{tqT2n332JJ--};V>QylgiRu+EeiDsG@^U(#AbCTyCx{OU&!jJkyrf{1v=Zu8
z&*``u9n6q151{t`0b+(^n(s(B%_g(4iNfadgL?S&LsYNnpx1Pu`cmu8?k_=7)K^W~
zImtU?2(h_ke0p|aVY+PyvLdd8#Og-cTh$V?C2La@7Px!=aId+T3_Js%%CD(ZZhnhN
zR5}p_r*pwP@Mtku@%)a62(@zO+dG<h<S?9CrzppQY<@<ppOs_m;y>pvtYAsOF!sVx
zIL;KO%Sf9%NX!I9OpSy1@|4>cFq@D-)p8rBduf%k4Q~SlZT`^8GVLVgXI(DNi8Loc
z-hVoSo<Kk80}OOfMPXQ3YJP=H<31WsQv*Y2gG+<n`?p^i-fPj6aeGFRPu`wf-8*8V
z4ZGgj1U1v?s<4A+Z>dVTi<`YDNQc!b3f4(ojn!o=E6-P#UM4e7GY`G-Mob^noxc&K
zUmHH*cJ=^0L3wRL<CFcf^8HT-_uL{kui0D1Z><x$({;^pB^*eKd4-14R;&V|))g}M
zSvx()?}3C{q{aN{h`1uIZiiyb!x%N|^4ODJB@X~EA_xMD3j1hfv5`^#QDc%3Xn%o*
zeYRA1a%7Yz9-^~68WEU9AJi8>---0k7J>#tx~a(MXfOgm-xP1hg4*!<Q~fwg={R|Y
zETVoVNKCzX<ofINv}!HCV|bl@@p=v1)3#%M6vs!j3|=0LD6E;8Z9N*+xJ)mWBRl%5
zvBxeb^XJ7iry#b-z5vfO;5%yH8X&5{G$$bX-?989b&N63<nzpmnoWtfRP`Vo?Y<Ye
z5sFlH3}@CXH9~UCOT}sOBw{_>d_h2%1N5@=YiS~Te>~IH*tyrfby?cLp*7eL`ip>i
zA1oE8U(!(tan8%Ue)zdl>%>}ymb=;RuaWV>uWBfcty2R}TTpWziGe&2kcI~q^l9gs
zSd+-_5V{I}J0tT<jN=uwoxf2Zj&I1BYqCEo$R)q{(ET&mBo<1EKUBSca>5I4-Z93>
z7@oDuW|*5TRnqLdOtah~yNefS1r~{DdVb9`M@Q$~g?^fwptV=|SKOd$&_f(beOA^x
zl@I9fmUeMt$tbCD_8-sHhFg_^pOnjB&eiC1GkuU2&~ii6thyZIBxVg7$}b}j2`+7y
z_jn%m_~jwS$qJ%-t`$X>2_P|>NY`8q>t=p}#5m0lar`Ex7mytVZs`hv<ye}a(`OtA
z8zk3hj;8zY3sh<BxTZK5rSGds2Q9fVtX$n+!=o%U5bBv3NVP&n;!Rg68&93723`L}
zq35I=d!Xt{H?PV)PH#FWAI^Z*g309%Oe{v6enCe?K~FdSjuM3kL<{I}mWb&bAmT<B
zPWw}X)>kASs_2ecPER-cpkL-Gbs19x!3Q&yslD11aB99+I}QhfJyu?k$ETp{0dQNw
zVj?>vfei&v2h}uBo=2s8+NKcdJy`JLd5H-c@*Y}!)WxIZ0^sJ+fs&JdK4%OOISDgC
z1ycmlIlI2z@I2csHnH1T88|<)_>Io-!7_1R*lW>$<SUSkV)ic{Tb7orkOG><4q8p<
zY3*1oxb*G;QGHlriUu*)L59H{gOBPu<gd^2uHd&?z%TVZ6E$hvn=!%$G@0^O_2Yx*
zz1LCN^pzw&)xd#p@zW*E4CR;lz_gfcB0iS7%eN5`VJ<e1VJEdeem+QzE%$W*<5?1t
zF5Y5S26qF8^;DOFL1!*~6q0k?QHRK8M<s{DVk^JX(bXox=bl`oQj|p_%6SMU%$ipc
zDzNd3>x?RW$DgdDYezj4FRC|gs<qVAsnb>bTt<2#l78N&qF{_f#CQsMT^#cFwtlw&
z<nyaE7qksk3ey2c@1L_EFjzw3&j(ANJ$zS*+P)|v?&W#z>2$KarQYIN-Cr7KHrBB!
zqxkuQVC>AY29H?iNs!P~3pl3~kegX<IbiEfp2c=1Fz)Xh4Z468s5#Rdko;@AgwV@W
z^^&ErNuGFFpQ;=ko$-S{vc?$Y5r$#D{x5Yu_}B2<x{8-&vw|SQqMpGn>nrV5Ij8FF
z+8!98E{er|f&sLM=!-W*SYsyCGY#iq@r4IVtuv)CPp{(o?=~|jhA@ew<=_f_X_)D-
zjJTC3XW#j=_IX65PTy|ZyiGhb4PDX6l+_`4fRdUGhjI^wjdpDAWmgYCrzolYxR{Vg
zo(f^P^lfNpXkqL-DywErO<~343szY)ht=QC2F8)##3YJ(G@Q%7Rg_)_dI^MV1tUG3
zeL^tL9PMsSFKeMYd2)ByxnY_dz`LBULI>0RQuTvQJIRPn^4A%{!f!`uX}N(9uPLAa
ze8%2(VwzQEW9q8*26UQ%r>7pmqnQ>o*nhS%jLNc^UwiHl2nu7dFD#B)p!&VJz29L6
zAiV@Oz=T=HW`dN0DZat=`mIOK3}V@GSJm=uoBW@vN4>1Id(M%-45w4)IS~$7oB#+v
zYwOQ_Y1V{x^dhuhpi2vi#%0aVm(28aF`J+AUikK1Ix!OV4$<tLVt77p?33ANqnPVv
zvRGyHa7Gdv%8(0zAdI7KUB8b4!!@eKv081SUja5Rddy|&yjuRVZty`^)3<w7kTjpw
zx~Zbw%Qhc8O;xTR3gMMp*8-oKXU+=nez+T|fNbyEJqYJxUM*5paQd@mx>SzYj?wI8
zP`Iu}dh*I3dtm%>Uaqe+ZWnv&_(YZVs;8&t#$=Ejgeiys#6UpotU|4!>ayC7@j2zQ
zHys}O+$+E>>B|>!M_kX7fXnR40BpsU7)lb2xMia5D8+Ia=dbgc>u3&n0q!n;8Q)(J
z&h$a3Qc^qXg39WC07XPp3dP|+i7eylNH>xEZ+4(AE>h&2O33lV8bl^-mzSHC><efm
z>1l5<isg~BrUILE!<(N^$-xzx)mk9IZ(*S^`3f|ch<fk<rihs^*>yJ2JaQskI>+G6
zsogxIm&HSU%mp;ss_I||&~I$9nN(gX4qAqZi=s<b`f?aTK9t8trslqSx?+c>o!GqO
ze`&8KzREOS(Ct>=V-O0)MHN{RB!WQuaiMcbX-II<e#{Sj<L9xZ_W1s+hey7S3-jIG
zS!?ISgYTXy*b4G`?l`=8`&MgCY;WbU$a)7i*x;5OfO#65+c^c&Kt{$d7K8z^oWbta
zvnx_U%WDzm#G0d)@))<gb0%Kg;D}A<ukPE4Nj91rn(@wRo?ne<iCCb?Z$bC>Ku!UK
zgQqnMC!8-f{r!Cb4cOForuJaH9y$47)4=p{8Mo1cGHL(QXTBfKE`Ez*&|*ld9HZ&`
zaW*AwV%2`CuEq;tS4}C#RCk~}4Qos@W6pL^Jg7|o;hD3_rFw+JhkkprtRJ^htls?g
z*<JgJG<#sc;~W+qPDx3b8P24@%EzbP8OPi1<QmQ>SMEkI2i17ld-v{HRoyN8-8i&q
z%gOsx&%PC3NNSl8_c)8SvXcGBxh*aFsewLuw|fLHEQdx9geJusH4Ss8PZfDLE`I$V
ztM@9+*{fPSz<K(nODL`jrAF{rc4MWR?^Y`xIV;A$1TdM0Ruw<>pK_pnW@nquCt1(p
zQbjO1LCbGt#(0+>l2WZ6*_tV^=uIJ+vZmW!m<Pcn)T=bG#t`OYHa|zr1F=Lt=I*5b
z(R83F41H&H?R3?AH^&tnPv6k2FP7i0u%{ZMvSA)wEvnfwT_joEk2Tb_VEZoSZGIF6
zp98Ll&uE=fPuL<^O^ks6+j`+73Dxs4gV$=so>*M$R>AM=&7nFzg{o<Fk8vLZ5trF|
zb;XFSl%;p@Bwrxbk|j?{XcTA}ds>gxxCTd?Ch|8b#h@vw3n(nNbp+?599`Gb!}HxP
zC#hGYeJWCjdgx{EkZWuE3eK;K56H+BaBNgf;%}X=FGA)<Z3ePCkmy{$FPq!*bu)4R
z5dPU2qokJlnjZU+TBT?$`tde*MSgLQ2G0_{6HT{{rDq+hRmxG$yvB(UtOw`KM~TtZ
zLtF%VWM?WzGid8wW~yJv)=fp`mxPo?=MqYy3p>9#RoyC#o~)Fcb;MMY=}w6L(h%Bm
z5)l6Cy8dk&6<npWSAvPxzF;r5EV_QzdYFJ1_X`i1ea1iiLe?{>K&4)BTGx7J!3m@r
z_XD-ik}PIb7NiDk0rEPY4Y~I&kZga&===MlJbCNxS!=KMs?2y>2CUPhw7(c5Pdvyi
z+I-trT%TU!5$!x0*xo7L`lda3&baGdg@O*p;b^A3wYm}A&ton13q`aH3)8zJDQtQ)
zFOKP5xdLj&6?IgcdcrO3j~`hkCnSp|+E4C~V!7@Q0FYd@K#SKsF)ppm;ck0CoS9HY
zxX_xX=r{W2O-|;uL;e6(m9}F`ACP~HHeMiftjDtaT+yQ=L8ly4(!;hz>2;|8>_Zl2
zUuE&Y#k{)3K**rCX-97#-lCbNuh8?drJ4422nWjT`W`d3*GVe-sg0c^vKJ-AgsO6*
zUitpxftFSr=t`cQt`p(9>pyZvT4sV}{Xsq(_}<*OAyBJm4JzR`ZWX^)Zm%e=`_-c|
z<Lpu0b>J4lnn6GD;pEvPB}X{V1-^YdBxuEOd-~dnko{~Rp;r9ErD#WQss*>mNGa;8
zn&rTBSs}YO>Sl*1QV>|o9T`trTYieeTpKQ1#RzzZ;%9b5xl|4k`Ag^auFP5S-#_%~
z8V$2KFf^*iwAUtiT2a-|&w1mw2Xg9h+}N%kIU~}mWGuwzBbem<pHN%ESE$0p^W)ct
zw%)~O`~yF?oxz=i^hspzn9o}7$B5mAdAj7aAx&cgl(SE?lk0$EglK#6ZrRd$X_0%C
zeTS}QWIGyTPgmVGwwfDb%RI1EhRM!%(pZQN;clwR{gwDJ8@c-WhtD5HJWGRe=}6Z8
zty*_`4&`LWI&*C98$nKIO8q)yIXB-x#jv(x%8*J^X#@M7SG@W1-pzpuA(c9WZwHun
zQxx`NZ}C{mELAihbCl2zW{;5+x{;xa7Dyax@N$<^NZ9wr^eNX@4(t`M56xvfQXa7H
ziC$N*cx*ZG(__XL)J0!-h6HtPQz81d!4s2ep=LyFQ7?p<;g)l^v;DqSEgeU(K%+09
zR~xEFf0ULU-Lo68Y|=UWdO4ERQl7+y!6js>?oW)PI2Up*5M@2CH#s?}Zl3`z_esv%
z^WEtM%lkW_vk391yfn(p-DfS)Z5<f2Fv>yyNz_!c({lq5HD9q(VtB>NoTXf7MYP^)
zi#W|%EO4YDazZ5duPKVkT~O$xzH;SL3!Qt1pw~vX<Rb5rATqH%#XOB7b#U0ABqyKx
ztci~Py5*VU=o?hpW}x@6YDA}~bzlE-e_z86=+_g7Ev+GCZ-EZ@DthoTHOUCY^21SZ
zT&a5&zc&}^t28wet*;K3IMSf;D7H{nn}5_H9Du9orb(_6#%&SZ72{s`1r~JV#Lv`R
z0i)c@k~;2<2*PYlRn4qQFNMyXjPG;vozFn5xkeit=>Em4&b<1g9a2@5R3!>(!(&tb
z8s2PUm~N$$48>J_C^N+@5FKIPU%XXrilKWVF8&F`Gu@_w_*HY1mr%EK^V#;_p!=!R
zY)@^y#P@NkS{@!fk;(9kwnMf=PemnSalNo*r?S5CzP4Xr+SoRR2%-=8d&mVqxgkAj
zu^Wzf#K#1{)9?pH$;v6AFx98LtcYeaN&hb2jNHHX3hfp4mr2xDIzI=T-1-W>KmUPn
z{u?uhKSNyZf4>E~mORW2zvEl1GKog=@bV!g@>>7A8t{-#|NU~p5lYp+U;cq^{Qc5}
z7DoPmUo{tCmi_mo_YOKbe_ut9fl&45<umYq|80L)yB&QpxHMWF3Dz^<EdPx>Gc!|j
ze1C6GM}%_P=dVA}Uyq)@JN`dU=YLoi4c59><ie_5-;(<}PkH*x8Knmge1x%Gi9!XO
zl}!CDa9#apY5u1-;{W?CBK6_+ZKB)NosYYlt)P>_{Lx(^G&=H3wbiH~5r}Kx`JWZ|
zHzoY9H*`1r_gnF7kH7wJJwS*5tl@;?xBmkRH+V<CPG`AhJ(y^82Jx-6rKM%(l?B7?
z+w<Uj^Bv4S^U#iX*8BIL-MDeXyeH#>p7*|Eb4yE^ILGGXJ9;fKex${Kx{FKYt5>g7
z!KZ4}wuM%!%p@o;`<*Pf8LO$PMiAT!)C;tPIXRrLY8r!wUDF%9jti<93f*{G0XuPw
z=x#otBKuj%3;*};71w7w2_fElP55LQjo%=F%(25APB7M^Y2c0G(9NZ>u2G_7RaJ!L
z`qvI>p?bMaMMC0a`_D%-e3st}D#mixX4<ujdUMtCvLFl*&8PDNXzDS02fNGQn8ilS
zioN}IHgM@DNG}(gaOlK~xNi~(RRcu3?)mwbpdzg`!0(+tfksLxC=ArNu5XOkV^|m&
zB^ab5ioFJ~`I;)=nf%e|*N?_E9Uq00-l>z*XnbKW@YcHA<$qiM)B?wN<Wl{i7yifI
zD)_CX$|njM*D~Mt+$o2;DO<pP_Sq5oN(m#QjIIQMbO`5pFPi=PtH4pr41WE7nsiVG
zU5K+NeD12#QRB0_+CpD2ZZ`YmbAN%ht_XvxyFuUH67_wX6vEp%9gOgLAT_V~bXZm6
z=8GCrOj7@;v*)RKiVqhx>%D3>mqzpY`c#v$9-(ZfB=F~z<$HR1HsF`lZUJj}<!BDw
zv#w58!2jF|jbpT6?>KdO_SpUP$ycuF=3aUy$>{RIlzd&h%4a)vexN8h($YYWf1pTT
zA5u4@UUsZO)8{v&1<N)?Td^Po-TgiFaRJ$^+s1q<)MA|p0=?)?;=QsfK3UY+LhqfQ
zo#eJqvkqYtr8nHjYhgGx5ObS0U8l+pKC+jWmsY9Kht0)d(-YE63Q74FXa$SK=eT^8
zuD1&<*MzUOu@xBw(u;{sHTWL83PyahOu<awn(Gb^b^}k*xm-5{#n{2F<?(v4bTC`)
zrzYyGa>Ubfam`|qlWjMD4X!8oKW}=giB~~c4hBX<P$aQZfrs~7<mFk@R*xdhGDiI5
zi$o!3RR4>XVA{f@vt72oS0)4DXb1jm4loU*;a{qmGhO}JENp6J0uE&T7!`1#;_m6~
z)fJ&FGCcSy`Q(YF#a)lzE0)o*1J+O>_Z!0#wi~=wi;d+r%^!F^yL~uNe_$+T?IoY&
zxv7cw2%!_v5tOw4IJ_0>eXyPF=!)yf<mR&;vlOd0XnYme(9jSV#vo&IP0Xw2qsj81
zT{YjVW8=pgkMqYJO%NTJkg9`UgJq<SV`JC(Ey`f;1VTtO?MM*d9>)88`SK;OdI{Z*
z)&+NYE-0KxSM?Qn{#pI}<l+@a@7ZSGZ3feRRu-04Z12MhvLs#k-Edr7ymW5gxY4Nf
zZij%^<^;PAH0aMR;o*>@yyQFH2{BW{j<75kB;~A`Sjch7g!uOi;|(MP`<lHEOi9HY
z-dm&2q@Gq|OJJ*AS|q2XrG;vj^+^Gd)czSZjY0=_7~Pp;rm!i8(R=A3qUZ@s?<sl@
z#fGvC`Kq8J8@~p_8$QLin0C0QuB_PLQQrFm4d0Fe=Jc=3ieF;?DsLl4FD|uMX7V3B
zc1%}<vWNg~)@Hk#i^SS@5r5>mDVzW#$|zo|9~6uE6;v)7NLLvlkk#OQPFyIXg-YGv
zo=h34-#Rv4n*XGOpt(A`xalnKLwJvZsRUHsXGiaMvfIZD!3=y(H_6fJ^XoHjMEO&g
zxn`Kb^30GHw%9nf*H-ADFbT#uhOb04Ie*DMw5yCx_S%t(=R=e()EZ$u9!?TH#157Z
z4=`s}VoqKWa$YhzGt$97?qTRzY&cdNM}^2rQiiqB5n(R^HFvH&FJ#U`W4)&eU<XOu
z4Qj)k`3mZWS1ZX>T855G#`9X3VCBUp^OVxxs#Oo|b<*E^@mfuxuL>8kU7QLx85(MP
z&7?;rUVP`)_w?^PtA*tBQ6d#b$KJKrj1Vs4w&`cP*uIrcx1duKJ+g*by46mD_>h~R
zhX3HA>De%vS~mjvm*okH1n_nnH%A-ky^iO9H2dTDKN7*$%qZ(6ChJdEF4yhm7dC+G
zJ)J^*{0_$ZARJ+dPN`pOW9z3nn`~BS6!X?gfO6k^wVA5GV3WOK<nvnPhx{xVqX2a9
zHqBuZnb@<S%W`w}>%Ixw4>ndNo7C4C$cy<#k=y@Nuf$Hog;G-7*HF)%CDjf7T;aZD
zh2MQc{UVn3{48=51hNar)?`(#l2Dn91;o`$&Tc)gc3O1F?P^qaOF7N0JJS)b68=YI
z9DMga@*swI@Ij%t2(wpdz_3If{L}p9%gSD518mIPOqpn{BNix5G<{h?w~-n+DRwSU
zSaOLI9SgU2ck%j%JJI`o^b{QH61`X8@MXy-<`P2(XO<iac}6RqJ=l57HCw$<r?scj
z7tG_I>Bh+!1REeNV%Z0YE_<bthK7a&xVp698+;yHOQQwrHelgl*pndzis$W4vA8}<
zuAk@04gB2S|63>Sy&AaJsO0B(jKd0(Btp$)^xkm~nl<6Fks#dg;35)&_o&k_B5SRb
za-%hu_w2x**u}_LeAjtNhfO=fey&Ts_|%(Z#0s1PZLryN9&PSje%leiz3$#|oV3)O
zKGyP!*un26^xpX4K?UXO$CIX7G&wmr{nR3B-)^bD_1#Ws*{iLZd`lA%7WRU+iO})R
z+RV&MeIjVlwopF+uJ0VXnKockl~9fh*0`1t_`ex_bXpw34$%dE#)3$=1s<sxLX_@q
z4P)qECEg1q+q$L++TLJ-Ay^h*+u(Dg|J@@Ks_&1<M5Y&5su;X>k3IRg?Jx`knZ^oO
z7cB+RZ4iQgZ6C8Jl9iO%x&XSDCNjmXI^vVAP)I~3Bv|t5JnD8QA5MEhnt0##^I47*
z8@SAeLhQ}!A{@JnzBUqmNG#Jqe1BoAEGZ#j{`1QRb)P<?@>sH`hr8p4TH3$lF5~_b
z2RUxE^z`(37p#f>K<c&v?Ftl1FMctDk!H-}v~vk{hRx{sjk5S@Wuzep;7@mWyhn(3
z@YQe0j=HEEQp1%E@#vb6Q^#5A7{RBroj3?$6ALVpH)Uh};;qoF3-8SZP2qEd&E<WJ
z;m=}x;JL(<p5-gsf9jluu4AO*UOQ*~N3$6d*}IK3AGwELD^<#xyzIaHHGjyX3*xYe
zC;yQXl~FmywJ(~_vb{IpdN?6CyZqjj++4KM>A>bjfSH!b0Y~iUZ78gYWoG9W>jz}F
zL&m)ibxAMZDR#OQ^B^bZl*Oy8w^y4)jCc)3s-2fl_@&J@sgQRt-aR{Av)khF%#`{i
zA7ZG_jo#eJ^oHqi3E!KyEl59_1wL2)Sr4M?comyU{&0~O*97doU{zKHXP>OUDIJpa
z;lY>Y8?cNNbs4LlzehpWJ2-OJ_gLBD*2q_{*<*sYvM0#SM(1=}#0(s#%4>f2Dw?w4
z3>g__buE8gvwm3dx9q-oxQKCGLhOT_P{MN-og$#@_K(x84-I;J)Gc|@Y#AN@%Oc%&
z>MQs-OpMWa@7d<n1hA+WyBWk7UDUavjq|<vxkg|S^xD;^av;(>2yi|sePs<75je!w
z_~#JfdNtIyG|T8T=SsOICg?h7ZuB+}-gTT*{2eQpWrf@x{D$*;lW(tiM78p*W^z8l
z)*;=wHh-s(u~&pibH?Gf`;^`VI^mbR9X#i$J5QanA!97-?3?BVGsuc{4t@)h4g5gS
z_qmgmLcNBQkVRGKVPa?Pl$4YTlfs4pmPBzRE9VuCM+gdoJgdyXHS#N0<`>Lv^upR8
z9Id*{pM^DB=5XtF%SnW|`kJEpj@cN^$1uvwZpCx=ZW9lD1*%ooeGv(@$t8tYQsJ!;
z`+n!%H)B-^zJvbeao?^`tT?l;Px`Xt8FJ;69zAVCyFQ70j%p)@+(8cQ@|U5aJM*{j
zE^v8q#3om0Lx^;(ek>bRq{-il9of?}jL&hu=SdNGxHl)Jet!H;mRVE|_#8|u)o$rg
zb^T)_HftSZwqqfh&n@R$)}}o1^M`bZC8Jzi2LG5#lPF)1OdxC;80#@|dG2n`#IlJe
zdv3<6k+WE6qj3KukgHhpSPb)>4RI|oS*VSh8{^U9(ma*5J`RHS`96<qY>FXWbI+4u
zC!y)h8QdF*p|WCR>#J$J_mEB{1oCWN<d|&LKb2o68vTgv>;07`vRwW8I&8)l%L4u*
zh%&!PNa4k-g;;fZ9a{4#N6U3Fdvx6Nw_^rg%sPS(Z&QA9;{NWIw(qs|N!&3q;gr0h
zx*@CzLE1#O!@{ggex^OT!u&QSS!{gA(`0NoM$3bkxz3t4^TZInFw}09xNj}>BV<n|
zw8k8Q2k8&GUunpD%hnz5erWPpjlA^auiyRr`E$OZy{<hC#n?~`Sy8g<>{YxDVF6n}
zVkQqiBAR!V{MzZjpEZjC0*)k3qLPVUKF{fdu(CafBkxrUZ+JP0hd#WX$LbRccO29L
z1u36e=Xr-`WKF)2D+s4Trc`BM;<L-8>nnE*JQ15M@A1~p$%-hg&$b*N=`c20u8eZ+
z9jx<oXXBnLsy`?-*NRX1>_;a0^q<CN*}F^@Y&b;4=<EXSdN25-T6?}<fmVqY{hH-a
zd8_$3Lp`P#GV+ck`pUOv@+PRxA}wUw5Y8}eGe$xa^7mBKCt{fdHp2x2Cm5x^92f7z
zTae%7^}W7cc5)y;XqzUYmmv4J;ST(|hOTE_5wg}N)>D0-i+<$R7q~}=I1^|x7amIJ
zfF?EZ<rAIqzgOSFT<z~W{GaMOq<r80{rgA#Wey#eMm*Tqw0RM;qgL8|!hnAN-Vz$m
z0VO;9msP<3gg-cVA&V!~+l2GojwS9`ww3K=@55m*&IQLbQKBq7P<vL^*HzLbf;Qlu
zXXWK3)U-o7pPQqSo$I<j%MnX-0u!eB(<`a$Al9UnmG{AWd$Fcnwt<I%;Yr1)Q@qUV
zN%&V7qF)&Nr`#?p1{U#d^4hbVRo}lW5|+mg)3)xpt{FKlkLhMgM=Hbd0h91NDm|Bn
zO!5i$m(eCdHLk*CB3>{EL2nLO6b!$4{rVFm0$Rle4^eo1N30rpcd5EyYCzAOT^pfl
zPd^8y6ESpNzn@2P>gz!XWe$~T9VEuW!rbr)m|q^8H~`x$l7<tig*uvvf{s0)bwWu`
zZ++rX(Bg1~wp^@L{k{_=r{3Nx%=oZ%eF2rehtk2pfw}=V7nid4;eN%K=a%k1oY6QT
z=fbuqcK5NxD0b~ENqSFJh|sE#*bws=JQ^y7UdX`<e6qUpG&n8d>#HyjV?LSnW^L|%
zf^-eF%j5e4+T>b?!Ql6-6<a(j3Q4D4W_C8dZg*+w5SGD*=7!;)$7YObW4e9&<*y$l
zbG%0AAAD})4IbMw(FFzzd)w>0;7h#^3DFSRG0&=U@+4xcX7H@ntPwb%t1CLfHtt72
z8kck9@muD5_mtrONZNN}T<2j+aUFFW(9}%R)Q7n6%_({6Yf#xjYFx_FC#7^Ai0wgi
zB17n3AXQWO*_7x{y$uWn_(R7W;%-06eh&P|eppKKUrnG|8#GPUjEx~$2y0bXA;heg
z+I7_PpWS1#aDc}#H;RHd>h|*kQ)wdiL-i&j*V!k}p2ZL<XIIN&402mVN1;#Uv@{Z%
z{l}ZPktnDLTaQ(<G=u0B4|U}N#7cF>dGKU%SnuT5PQ-H>!B}VWr2L$}zrQkU$^3?#
z!IRz`_JdW@(HsTu-=C(vZ*yJYFgPaW3SP8JEnA)z@2>a9nfQd?-(RB3GFCxGrVNEN
z<$Zxx<=-Jj)bTvEyr`)e&AF|`VdpVps9V}r`Jfx3XlG|vIOm<S%M%tBw&qX|pN{zo
zk3O^zecB1Q-j=p&`^4sjkEw%0xmwY>bWGPOXpF`mZXY>en@s%2_iNn1E6t}p7M+mw
zya)WF9p=BM%9sRDLzAbtZg~jF*3w>P?nZoM$)-emP=&u|)M|2b*t){p0mMFF*0Z5Q
zE96vO7jjKtt)@Nrnm`(CB~8urtnQx3)922W*JWpA>2>eJPdC*5X?6N&-}UW+6Up{T
z6KRf>(L3yxq(`EPyw_Tpv{06@`!zWi%>}W^F!erm@|+^n`9&}FG-GqJZV<Pe@F`wm
zfKt2-KPqiqv-(!g4aa~)4674UyGVpN`up-=nI!bY`r$?@{B28=RB)`K7jY{mT;VnE
zD?VBZw|dAB(juDk5E#596rx;z-p{D^_s@X1`?hI<&P(}FqnN{<R<G@uOLCVFpyE^?
zEHy6reeac@AFo-@ZDLG-g1QfiwIVQ*mWb!K?uzy%y3Xk|G2Oa#tLaI|dH4(Q#qsd}
lktj_3F#oSMl^=}F9v<<gDYcJ?WBJnxmwF;EUI@J0{|~#fnil{7

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/common_poppy_classification.json b/modelling/data/abingdon-all/seasonal/common_poppy_classification.json
new file mode 100644
index 0000000..880891d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_poppy_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Common Poppy",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "broad",
+    "window_shape": "sharp",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "summer_peak",
+      "broad_season",
+      "sharp_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.815,
+    "season_end_month": 9.995,
+    "forcing_peak_month": 5.91,
+    "season_width_months": 5.18,
+    "season_midpoint_month": 7.405,
+    "season_start_label": "May",
+    "season_end_label": "October",
+    "forcing_peak_label": "June"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.77,
+    "DECAY": 2.051,
+    "OOS_DECAY": 4.936,
+    "POST_PEAK_DECAY": 3.915,
+    "POST_PEAK_SHARPNESS": 3.506,
+    "SEASON_START": 4.815,
+    "SEASON_END": 9.995,
+    "SHARPNESS": 9.107,
+    "FORCING_PEAK": 5.91
+  },
+  "fit": {
+    "score": 0.046
+  },
+  "warnings": [],
+  "summary": "Common Poppy is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to October, with a summer peak around June. The season is broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/common_poppy_consensus.json b/modelling/data/abingdon-all/seasonal/common_poppy_consensus.json
new file mode 100644
index 0000000..e29ec3f
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_poppy_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.77",
+  "DECAY": "2.051",
+  "OOS_DECAY": "4.936",
+  "POST_PEAK_DECAY": "3.915",
+  "POST_PEAK_SHARPNESS": "3.506",
+  "SEASON_START": "4.815",
+  "SEASON_END": "9.995",
+  "SHARPNESS": "9.107",
+  "FORCING_PEAK": "5.91",
+  "SCORE": "0.046",
+  "SPECIES": "Common Poppy"
+}
diff --git a/modelling/data/abingdon-all/seasonal/common_poppy_observed.csv b/modelling/data/abingdon-all/seasonal/common_poppy_observed.csv
new file mode 100644
index 0000000..3c8815c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_poppy_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,3
+5,57
+6,62
+7,34
+8,14
+9,7
+10,8
+11,2
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/common_poppy_parameters.csv b/modelling/data/abingdon-all/seasonal/common_poppy_parameters.csv
new file mode 100644
index 0000000..c3347a5
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_poppy_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:46:36,common_poppy_observed.csv,1.581,2.176,4.667,2.6,2.702,4.73,9.13,5.254,5.44,0.04796967230646615843999635797,
+2026-05-21 14:46:36,common_poppy_observed.csv,2.681,1.094,5.312,7.884,5.643,5.61,10.57,12.766,5.64,0.08690182090346667163872194145,
+2026-05-21 14:46:36,common_poppy_observed.csv,1.559,0.766,5.836,1.537,7.655,5.5,9.55,7.149,6.2,0.1178585012226164430176909017,
+2026-05-21 14:46:37,common_poppy_observed.csv,2.833,1.306,1.593,3.773,3.011,5.94,9.56,6.912,6.9,0.1641237127112480288503520616,
+2026-05-21 14:46:37,common_poppy_observed.csv,3.241,1.401,6.039,1.391,6.778,5.34,9.9,2.354,5.73,0.07686414916775437787589780416,
+2026-05-21 14:46:37,common_poppy_observed.csv,3.698,1.878,5.143,0.332,9.67,4.45,9.38,6.75,5.09,0.05407573710951129498832373314,
+2026-05-21 14:46:37,common_poppy_observed.csv,2.681,1.405,6.547,0.414,6.403,4.6,10.65,14.228,7.07,0.1144444282684587413911111505,
+2026-05-21 14:46:38,common_poppy_observed.csv,2.646,1.629,5.899,7.346,6.917,4.01,9.93,1.019,5.98,0.08073081754762911192811167189,
+2026-05-21 14:46:38,common_poppy_observed.csv,1.703,1.405,2.803,1.408,2.335,4.77,9.22,13.333,5.17,0.02739636335072623844368989095,
+2026-05-21 14:46:38,common_poppy_observed.csv,3.416,2.44,5.003,0.671,7.506,4.22,10.89,13.195,4.92,0.07816836804730535051528241306,
+2026-05-21 14:46:39,common_poppy_observed.csv,1.763,0.534,1.247,6.188,6.343,5.12,9.77,12.103,6.99,0.1072932563590442368051219142,
+2026-05-21 14:46:39,common_poppy_observed.csv,1.747,1.777,4.376,2.656,7.812,4.76,10.97,2.151,7.28,0.1139439662647138556704615266,
+2026-05-21 14:46:39,common_poppy_observed.csv,2.686,1.789,7.097,5.998,1.186,5.09,9.01,3.465,6.19,0.06305298745497483061471391549,
+2026-05-21 14:46:40,common_poppy_observed.csv,2.241,1.844,5.446,1.469,3.635,5.69,9.7,10.353,7.22,0.1621116782463577995675991738,
+2026-05-21 14:46:40,common_poppy_observed.csv,4.737,2.909,1.642,4.063,6.003,4.68,10.76,12.813,7.15,0.07571927339856411705761919774,
+2026-05-21 14:46:40,common_poppy_observed.csv,1.945,2.457,4.715,3.197,2.169,4.33,10.73,6.627,5.45,0.07366655782937084426632749349,
+2026-05-21 14:46:41,common_poppy_observed.csv,3.444,1.983,1.443,1.349,3.899,5.82,9.29,11.788,6.75,0.1686208447105547199169570627,
+2026-05-21 14:46:41,common_poppy_observed.csv,1.687,1.629,3.315,0.543,1.131,5.22,9.53,8.643,6.03,0.1121568266015987607132607830,
+2026-05-21 14:46:41,common_poppy_observed.csv,4.223,1.828,5.087,7.021,7.753,5.79,10.51,9.498,6.7,0.1233053909115021276251023287,
+2026-05-21 14:46:42,common_poppy_observed.csv,2.095,2.863,6.303,7.296,7.094,5.97,10.37,9.59,6.55,0.1455797993398897585917288364,
+2026-05-21 14:46:42,common_poppy_observed.csv,4.528,1.859,4.166,1.272,2.603,5.58,10.07,11.135,6.56,0.1133596197586860666232175288,
+2026-05-21 14:46:42,common_poppy_observed.csv,1.199,1.193,4.683,5.921,4.383,5.84,9.29,3.696,6.94,0.1389054708620113195115209935,
+2026-05-21 14:46:43,common_poppy_observed.csv,2.868,2.406,5.796,5.199,3.691,4.25,10.36,8.788,6.56,0.02794510644002838047482672165,
+2026-05-21 14:46:43,common_poppy_observed.csv,3.708,1.741,1.137,2.583,6.521,4.59,9.59,11.411,6.44,0.05428172858766536375223280090,
+2026-05-21 14:46:43,common_poppy_observed.csv,1.176,2.153,4.61,2.626,1.534,5.24,9.51,14.958,6.98,0.07886621509683278013265032705,
+2026-05-21 14:46:43,common_poppy_observed.csv,2.645,2.205,4.841,6.445,3.748,5.02,10.46,1.798,6.02,0.05832834662497770313899547563,
+2026-05-21 14:46:44,common_poppy_observed.csv,1.766,1.252,3.151,5.263,2.807,5.27,10.18,2.451,6.42,0.05601245662507538923446687495,
+2026-05-21 14:46:44,common_poppy_observed.csv,3.753,1.259,5.974,1.087,1.567,4.31,10.85,7.919,6.07,0.04501941388312199056501572819,
+2026-05-21 14:46:44,common_poppy_observed.csv,2.426,1.413,7.71,4.289,2.826,5.57,9.34,6.122,7.43,0.1425064260871444573849917508,
+2026-05-21 14:46:45,common_poppy_observed.csv,4.746,1.775,3.125,5.467,1.576,5.44,9.47,8.904,7.46,0.1154575723703049127108283290,
+2026-05-21 14:46:45,common_poppy_observed.csv,4.244,0.798,6.277,3.754,3.402,4.53,9.18,1.33,7.04,0.1071148204284492226145758595,
+2026-05-21 14:46:45,common_poppy_observed.csv,3.812,1.728,1.041,2.539,6.279,4.44,9.33,3.452,6.55,0.05927036544267868353464010121,
+2026-05-21 14:46:46,common_poppy_observed.csv,4.098,1.512,5.526,3.315,6.195,4.45,9.22,4.885,6.41,0.05384637245093882096126129088,
+2026-05-21 14:46:46,common_poppy_observed.csv,4.853,2.82,3.516,1.934,2.268,5.52,10.73,12.143,6.78,0.1019475947275114855114841562,
+2026-05-21 14:46:46,common_poppy_observed.csv,4.178,0.828,7.263,3.101,7.527,5.9,9.67,2.423,7.34,0.1955078459922050874228176390,
+2026-05-21 14:46:47,common_poppy_observed.csv,3.681,2.593,2.025,6.37,5.175,4.53,9.23,3.188,4.9,0.1246204947092419290717478862,
+2026-05-21 14:46:47,common_poppy_observed.csv,3.7,2.727,5.273,2.473,8.195,5.5,9.84,6.654,6.56,0.1070302910686990696291406538,
+2026-05-21 14:46:47,common_poppy_observed.csv,1.404,1.036,4.056,1.359,2.596,5.64,9.01,8.602,7.16,0.1592274005670616455030078457,
+2026-05-21 14:46:48,common_poppy_observed.csv,3.039,0.902,6.693,3.79,8.061,5.78,9.68,13.219,5.99,0.1158355305626112388227728547,
+2026-05-21 14:46:48,common_poppy_observed.csv,2.483,2.461,7.398,3.861,8.951,5.39,10.92,4.473,5.94,0.04251683184566451760524635338,
+2026-05-21 14:46:48,common_poppy_observed.csv,3.152,1.715,5.31,5.245,6.614,4.5,10.38,5.786,5.24,0.09064758846529477917774651625,
+2026-05-21 14:46:49,common_poppy_observed.csv,4.011,2.654,4.698,4.222,1.806,5.27,10.95,2.079,6.44,0.06374119821258376251107590238,
+2026-05-21 14:46:49,common_poppy_observed.csv,1.654,2.533,6.417,3.742,4.299,5.69,9.72,14.872,6.76,0.1198752604177855001354765468,
+2026-05-21 14:46:49,common_poppy_observed.csv,3.787,2.133,7.696,6.052,2.235,4.82,10.68,1.299,7.12,0.09203322482443919487990613347,
+2026-05-21 14:46:49,common_poppy_observed.csv,1.792,0.978,6.794,4.893,7.814,4.61,9.8,14.499,6.34,0.03466319190903500496387303395,
+2026-05-21 14:46:50,common_poppy_observed.csv,4.451,1.513,5.583,4.035,5.339,5.06,9.99,7.508,5.2,0.04409054476649225777950245761,
+2026-05-21 14:46:50,common_poppy_observed.csv,2.669,1.639,2.22,4.491,5.067,5.67,10.41,11.283,7.36,0.1215267829594538621653720154,
+2026-05-21 14:46:50,common_poppy_observed.csv,3.677,2.664,2.585,3.397,9.91,4.89,9.31,8.198,6.38,0.03438663639927871665793150391,
+2026-05-21 14:46:51,common_poppy_observed.csv,1.68,1.449,5.722,6.317,9.666,4.39,10.0,8.306,4.91,0.1430752877523104262908000739,
+2026-05-21 14:46:51,common_poppy_observed.csv,3.596,2.802,1.481,6.273,9.237,4.03,10.2,12.554,6.25,0.05648501356612372968813809529,
+2026-05-21 14:46:51,common_poppy_observed.csv,2.447,0.723,6.883,0.176,4.389,5.66,10.06,9.377,6.96,0.2527164905899303286231264810,
+2026-05-21 14:46:52,common_poppy_observed.csv,3.51,2.274,6.58,7.471,2.853,5.32,10.95,12.808,5.65,0.05163301514927548300012205612,
+2026-05-21 14:46:52,common_poppy_observed.csv,3.378,2.296,7.955,1.631,8.546,5.69,10.12,1.315,6.36,0.1220796421616536007381565942,
+2026-05-21 14:46:52,common_poppy_observed.csv,3.303,0.815,6.596,3.81,4.927,5.41,10.06,3.82,7.28,0.1439148928289230915908204305,
+2026-05-21 14:46:53,common_poppy_observed.csv,2.387,1.424,4.805,6.544,2.37,4.76,9.14,13.102,7.43,0.07799667506900338104375243185,
+2026-05-21 14:46:53,common_poppy_observed.csv,2.192,2.714,1.033,4.841,4.477,4.43,10.6,9.148,5.15,0.09141733217916303196763530886,
+2026-05-21 14:46:53,common_poppy_observed.csv,3.913,2.658,1.22,3.246,2.738,4.1,9.67,11.878,6.64,0.06250500259377693924499457603,
+2026-05-21 14:46:54,common_poppy_observed.csv,1.693,0.706,6.16,1.803,2.914,5.57,9.75,4.592,6.03,0.1218074620782069067246737998,
+2026-05-21 14:46:54,common_poppy_observed.csv,4.627,1.793,6.565,6.509,2.548,4.29,9.75,7.956,7.03,0.05478852297869713887073038816,
+2026-05-21 14:46:54,common_poppy_observed.csv,4.255,0.554,5.919,4.348,1.923,5.71,9.48,7.229,5.83,0.08633058742402179993385589273,
+2026-05-21 14:46:54,common_poppy_observed.csv,3.153,2.924,5.954,2.753,3.604,5.73,9.07,8.659,6.38,0.09433969656255747213962147574,
+2026-05-21 14:46:55,common_poppy_observed.csv,1.61,0.716,5.805,6.6,4.362,4.02,10.74,14.701,6.96,0.06395533029505031032590472238,
+2026-05-21 14:46:55,common_poppy_observed.csv,3.542,2.656,7.776,0.949,5.606,4.15,10.18,12.119,5.91,0.04384830378987383611306911742,
+2026-05-21 14:46:55,common_poppy_observed.csv,4.646,2.164,4.164,2.185,9.927,4.34,10.11,9.242,7.5,0.1087212837616696344354980292,
+2026-05-21 14:46:56,common_poppy_observed.csv,3.335,0.525,3.78,0.929,2.538,4.1,10.48,6.337,6.22,0.05623228495721814905628641465,
+2026-05-21 14:46:56,common_poppy_observed.csv,3.859,1.236,4.463,4.428,4.275,5.06,10.88,13.126,6.63,0.03247178443620261700884113866,
+2026-05-21 14:46:56,common_poppy_observed.csv,1.817,2.996,6.19,7.576,8.954,5.81,10.68,14.318,6.76,0.1210585933965463164746100027,
+2026-05-21 14:46:57,common_poppy_observed.csv,4.727,0.891,5.6,2.279,5.065,4.45,9.84,7.503,5.57,0.04949176857543790586947754019,
+2026-05-21 14:46:57,common_poppy_observed.csv,2.86,1.893,6.043,0.776,4.526,4.5,9.75,7.905,7.31,0.1391097548393183098537588058,
+2026-05-21 14:46:58,common_poppy_observed.csv,1.206,1.168,5.309,2.32,4.062,4.26,10.0,10.671,5.85,0.04702226299408577991948320885,
+2026-05-21 14:46:58,common_poppy_observed.csv,3.206,2.013,1.424,7.845,2.068,4.01,10.77,7.584,5.49,0.1128549178097963615374456918,
+2026-05-21 14:46:59,common_poppy_observed.csv,1.894,2.465,3.205,4.504,6.31,5.72,10.34,7.3,6.12,0.06178735472592085220770778481,
+2026-05-21 14:46:59,common_poppy_observed.csv,2.672,0.608,4.907,6.353,2.899,5.03,10.51,12.797,5.74,0.04628558475727632120709084134,
+2026-05-21 14:47:00,common_poppy_observed.csv,3.137,2.593,6.625,6.951,2.308,4.49,10.49,1.339,6.68,0.03990534678504146839679836572,
+2026-05-21 14:47:00,common_poppy_observed.csv,2.58,0.949,6.112,3.653,8.469,6.0,9.72,4.417,7.0,0.1842225580171731848600729996,
+2026-05-21 14:47:00,common_poppy_observed.csv,3.497,0.738,5.438,5.189,9.38,4.42,9.14,13.391,4.88,0.1420713493830360478963391992,
+2026-05-21 14:47:00,common_poppy_observed.csv,1.834,1.387,3.99,2.338,3.931,4.16,9.27,5.495,5.83,0.04866182557282656420859629534,
+2026-05-21 14:47:01,common_poppy_observed.csv,1.449,1.308,4.966,4.228,3.019,5.21,9.2,13.144,5.63,0.04732472052766534605691872787,
+2026-05-21 14:47:01,common_poppy_observed.csv,1.503,2.904,2.052,7.755,6.603,4.11,9.08,14.976,4.64,0.1694413686892806280093028950,
+2026-05-21 14:47:01,common_poppy_observed.csv,2.432,2.836,1.797,6.512,2.794,5.25,10.85,2.145,5.51,0.05104656925197366257803660465,
+2026-05-21 14:47:01,common_poppy_observed.csv,2.193,2.047,2.297,0.46,7.889,5.85,10.59,2.103,7.25,0.1970588775458138950351478425,
+2026-05-21 14:47:02,common_poppy_observed.csv,3.963,1.014,7.546,2.913,2.744,4.66,9.79,9.562,6.53,0.03956304256174239669532420091,
+2026-05-21 14:47:02,common_poppy_observed.csv,2.483,1.588,1.602,1.783,3.441,5.84,9.39,13.153,6.48,0.1590177841216094624627836714,
+2026-05-21 14:47:02,common_poppy_observed.csv,4.928,1.978,6.489,4.636,1.514,5.24,10.11,2.956,6.13,0.05472694740546840036542266349,
+2026-05-21 14:47:03,common_poppy_observed.csv,2.242,2.924,4.862,4.949,7.534,5.55,9.98,6.106,6.36,0.07382153694463522707893119220,
+2026-05-21 14:47:03,common_poppy_observed.csv,3.388,0.564,2.468,4.291,6.281,4.39,10.91,12.788,7.32,0.09611397180695742877914968586,
+2026-05-21 14:47:03,common_poppy_observed.csv,1.97,0.624,6.374,3.91,7.207,5.32,9.23,3.637,6.73,0.1418326613188226058519127759,
+2026-05-21 14:47:03,common_poppy_observed.csv,3.471,2.702,1.677,4.25,3.104,4.32,10.25,9.296,5.1,0.09191268419860850146272774305,
+2026-05-21 14:47:04,common_poppy_observed.csv,4.459,1.996,3.292,2.32,8.667,5.27,9.35,10.134,6.54,0.06846105400135548818848864782,
+2026-05-21 14:47:04,common_poppy_observed.csv,1.507,1.79,4.251,6.162,7.723,5.06,9.43,3.548,5.83,0.04993953592405495738589912161,
+2026-05-21 14:47:04,common_poppy_observed.csv,2.763,2.61,6.528,1.402,8.246,4.06,9.24,6.3,4.9,0.08830284521644835178878879865,
+2026-05-21 14:47:04,common_poppy_observed.csv,2.058,2.841,2.168,7.06,2.726,4.63,9.31,8.18,5.2,0.1103823604582237016632916090,
+2026-05-21 14:47:05,common_poppy_observed.csv,4.226,2.274,4.958,4.839,8.645,5.69,9.99,3.193,5.97,0.07481052616426649066666414730,
+2026-05-21 14:47:05,common_poppy_observed.csv,1.386,2.647,7.333,0.048,8.038,5.52,9.14,3.123,6.56,0.1355782606178927200124719061,
+2026-05-21 14:47:05,common_poppy_observed.csv,4.113,1.427,4.906,0.123,8.173,5.91,10.57,2.156,7.45,0.2334644791776246313523194035,
+2026-05-21 14:47:06,common_poppy_observed.csv,4.047,2.562,6.43,1.27,3.974,4.16,10.14,11.489,5.01,0.08244382268203291526545344723,
+2026-05-21 14:47:06,common_poppy_observed.csv,1.017,2.568,2.186,5.249,4.625,4.41,10.59,9.426,6.74,0.03162467755135059497280357211,
+2026-05-21 14:47:06,common_poppy_observed.csv,1.962,2.702,7.441,4.454,4.185,5.08,10.82,11.478,5.91,0.01496150630169127938620051341,
+2026-05-21 14:47:06,common_poppy_observed.csv,3.853,0.591,2.898,5.29,7.743,4.42,10.88,9.615,5.63,0.06533345794948652013968179444,
+2026-05-21 14:47:07,common_poppy_observed.csv,1.427,0.996,2.796,5.349,2.514,5.61,10.18,1.629,5.64,0.06106286234471831190903986033,
+2026-05-21 14:47:07,common_poppy_observed.csv,3.199,0.971,2.473,1.027,7.728,4.73,9.09,5.203,6.5,0.08497344101948373259887891456,
+2026-05-21 14:47:07,common_poppy_observed.csv,1.963,1.544,1.865,5.157,3.631,5.61,9.29,9.718,7.1,0.1231598220873693592928079565,
+2026-05-21 14:47:07,common_poppy_observed.csv,2.394,2.263,3.084,2.505,4.95,4.28,9.49,12.719,4.93,0.08885569276385506375534832049,
+2026-05-21 14:47:08,common_poppy_observed.csv,2.584,2.022,4.147,4.266,8.274,4.73,9.71,13.185,6.68,0.03868180999846576336336217078,
+2026-05-21 14:47:08,common_poppy_observed.csv,2.701,1.686,7.012,1.027,5.326,5.44,10.12,12.249,6.43,0.1015409747965798041301643756,
+2026-05-21 14:47:08,common_poppy_observed.csv,3.903,1.957,3.888,2.015,7.541,5.39,10.99,2.376,6.0,0.04786369943174643899935470882,
+2026-05-21 14:47:09,common_poppy_observed.csv,3.006,2.246,7.033,3.113,5.387,5.75,10.19,11.057,6.84,0.1326343576695468587137632195,
+2026-05-21 14:47:09,common_poppy_observed.csv,4.413,2.373,5.347,1.941,5.824,5.78,10.99,1.751,6.67,0.1223933152524607981369627150,
+2026-05-21 14:47:09,common_poppy_observed.csv,2.608,0.67,3.625,4.879,2.12,5.23,10.96,7.541,6.96,0.07471469009465087397022439767,
+2026-05-21 14:47:09,common_poppy_observed.csv,4.148,2.086,7.752,1.459,8.456,5.08,9.04,10.803,6.02,0.04811652475279221832452711120,
+2026-05-21 14:47:10,common_poppy_observed.csv,1.722,0.773,2.555,4.062,9.886,4.74,9.73,1.531,6.3,0.07087986905001681134318911034,
+2026-05-21 14:47:10,common_poppy_observed.csv,3.264,2.146,7.49,2.346,9.004,4.8,10.66,8.675,5.91,0.009044113811712568835526239642,
+2026-05-21 14:47:10,common_poppy_observed.csv,4.91,0.687,5.929,5.051,4.551,4.29,9.47,4.089,5.7,0.08154638867852909417570316375,
+2026-05-21 14:47:10,common_poppy_observed.csv,4.273,1.979,5.548,4.945,2.133,5.9,10.75,4.911,7.13,0.1447157093533362715968118279,
+2026-05-21 14:47:11,common_poppy_observed.csv,3.702,2.568,4.324,3.969,3.191,4.07,10.28,14.189,6.85,0.04306798635544873074089736661,
+2026-05-21 14:47:11,common_poppy_observed.csv,1.587,2.08,6.555,2.72,7.497,5.25,10.56,12.081,5.49,0.04939966953075410298537457283,
+2026-05-21 14:47:11,common_poppy_observed.csv,1.287,0.835,7.621,7.561,6.114,4.62,9.62,2.088,6.76,0.1300734423505301014111182290,
+2026-05-21 14:47:12,common_poppy_observed.csv,3.157,0.907,7.408,3.941,5.21,4.04,9.28,1.594,6.47,0.08451764606870614774257654921,
+2026-05-21 14:47:12,common_poppy_observed.csv,2.697,2.245,1.274,6.754,1.018,4.02,10.07,14.917,4.95,0.1198405801410077741966811926,
+2026-05-21 14:47:12,common_poppy_observed.csv,3.514,0.989,3.875,6.59,6.543,4.4,10.48,3.384,5.28,0.09952351518680399582732560717,
+2026-05-21 14:47:12,common_poppy_observed.csv,4.544,2.274,2.503,3.691,2.196,4.45,9.74,4.439,6.51,0.05127355503874512095820449747,
+2026-05-21 14:47:13,common_poppy_observed.csv,2.819,2.021,1.706,7.137,5.482,4.69,10.29,5.869,7.04,0.08779579970524135015710021187,
+2026-05-21 14:47:13,common_poppy_observed.csv,2.181,1.811,2.774,6.963,8.738,5.35,9.49,9.464,7.09,0.1065931681367202932265008466,
+2026-05-21 14:47:13,common_poppy_observed.csv,3.425,1.301,5.596,4.449,5.929,5.27,9.18,11.695,6.24,0.08185290119064262922603290212,
+2026-05-21 14:47:13,common_poppy_observed.csv,3.17,2.394,4.583,3.691,2.244,5.58,10.79,5.177,5.63,0.04759281546163894051602014326,
+2026-05-21 14:47:14,common_poppy_observed.csv,3.281,0.73,4.945,2.699,5.119,5.87,10.01,8.382,6.71,0.1696798412413013158721246380,
+2026-05-21 14:47:14,common_poppy_observed.csv,1.715,1.064,6.476,3.542,8.202,4.2,10.68,14.826,4.86,0.1098331643207898754354383974,
+2026-05-21 14:47:14,common_poppy_observed.csv,1.268,1.14,5.099,0.5,7.099,5.62,9.5,5.877,6.54,0.1620952178478029455188816834,
+2026-05-21 14:47:15,common_poppy_observed.csv,1.403,1.325,2.942,3.473,4.992,5.41,10.98,5.833,6.5,0.05538835253570861242426376428,
+2026-05-21 14:47:15,common_poppy_observed.csv,2.801,1.403,5.098,2.964,6.119,5.58,10.97,13.83,6.21,0.06181765793666047917487563482,
+2026-05-21 14:47:15,common_poppy_observed.csv,2.824,2.026,7.587,6.158,1.132,4.48,10.92,2.346,4.96,0.07289677529786271584984440036,
+2026-05-21 14:47:15,common_poppy_observed.csv,1.663,1.179,6.978,7.335,9.634,5.38,10.18,2.439,7.11,0.1296165691811944889929599641,
+2026-05-21 14:47:16,common_poppy_observed.csv,1.72,2.782,1.642,4.035,5.438,5.95,10.44,1.162,6.51,0.09141828293353799736356140304,
+2026-05-21 14:47:16,common_poppy_observed.csv,4.071,1.616,4.105,0.316,4.543,4.86,10.75,4.324,5.89,0.05542090162258069985391321535,
+2026-05-21 14:47:16,common_poppy_observed.csv,4.816,1.051,5.454,4.817,4.36,4.21,10.39,14.368,7.29,0.07834418308825441993592328658,
+2026-05-21 14:47:16,common_poppy_observed.csv,1.394,0.643,5.225,5.613,5.041,5.72,10.35,9.555,6.77,0.1525907939558671973831815031,
+2026-05-21 14:47:17,common_poppy_observed.csv,2.31,2.523,6.741,7.953,2.698,4.31,9.34,3.68,6.78,0.04982049295210129857339503300,
+2026-05-21 14:47:17,common_poppy_observed.csv,2.492,1.502,6.425,3.3,8.467,5.43,9.98,10.628,5.63,0.06835684474292249013317257461,
+2026-05-21 14:47:17,common_poppy_observed.csv,1.446,2.04,1.823,4.652,2.679,4.94,10.27,8.469,5.08,0.05649799148719766385877343801,
+2026-05-21 14:47:18,common_poppy_observed.csv,4.164,1.769,7.883,7.482,2.299,4.11,10.59,3.22,4.7,0.1155095557624569862118742391,
+2026-05-21 14:47:18,common_poppy_observed.csv,4.4,0.8,6.644,6.578,1.526,5.79,9.39,11.334,7.32,0.1574617519406674325725559371,
+2026-05-21 14:47:18,common_poppy_observed.csv,2.633,0.703,3.855,4.929,4.133,4.95,10.6,13.781,7.05,0.07180720526110874277048647824,
+2026-05-21 14:47:18,common_poppy_observed.csv,1.177,1.89,7.327,5.912,6.874,4.95,9.77,1.342,6.76,0.1078704369011193095172956238,
+2026-05-21 14:47:19,common_poppy_observed.csv,1.392,0.855,1.092,5.273,3.31,5.11,10.33,14.957,5.32,0.04650761098699744457823668061,
+2026-05-21 14:47:19,common_poppy_observed.csv,4.554,1.401,1.67,4.046,9.173,5.97,9.15,1.116,6.86,0.1247501542438271422000697494,
+2026-05-21 14:47:19,common_poppy_observed.csv,1.775,2.845,2.356,3.839,2.621,4.06,9.01,3.726,5.17,0.1180424032587842354991336464,
+2026-05-21 14:47:20,common_poppy_observed.csv,4.024,2.095,6.467,5.586,7.443,4.08,10.26,1.256,5.4,0.1061667216242668008028998738,
+2026-05-21 14:47:20,common_poppy_observed.csv,2.891,2.859,7.841,0.249,4.042,5.93,10.37,9.08,6.94,0.2002626288947565641842656006,
+2026-05-21 14:47:20,common_poppy_observed.csv,3.437,1.666,3.389,2.663,9.502,4.54,10.28,1.628,6.99,0.09193838282145549346631508016,
+2026-05-21 14:47:20,common_poppy_observed.csv,4.824,1.538,4.079,6.51,3.314,5.1,9.82,1.415,5.76,0.05393168542239312264523747832,
+2026-05-21 14:47:21,common_poppy_observed.csv,2.8,0.75,3.758,0.498,6.495,5.92,10.05,8.524,6.32,0.2065224664257620273861660533,
+2026-05-21 14:47:21,common_poppy_observed.csv,1.643,1.148,7.547,5.999,3.321,4.92,9.53,14.386,5.59,0.04228763168022956138563918840,
+2026-05-21 14:47:21,common_poppy_observed.csv,2.802,2.532,1.159,7.125,3.522,4.85,9.99,2.065,5.53,0.07679275348906732139951987825,
+2026-05-21 14:47:21,common_poppy_observed.csv,1.175,1.186,4.543,5.61,8.744,5.86,9.34,2.703,5.91,0.07948440450317466914583223057,
+2026-05-21 14:47:22,common_poppy_observed.csv,4.911,2.832,3.892,1.039,9.663,5.23,9.99,12.956,5.73,0.05361885310351543399600959025,
+2026-05-21 14:47:22,common_poppy_observed.csv,3.344,1.276,1.987,6.917,1.422,4.92,9.44,12.444,7.44,0.05258147823433930546654375083,
+2026-05-21 14:47:22,common_poppy_observed.csv,1.063,2.256,3.247,7.281,4.36,5.13,9.35,10.268,7.44,0.09831588874724303596237069449,
+2026-05-21 14:47:23,common_poppy_observed.csv,4.896,2.377,3.099,2.59,7.121,4.28,9.67,4.182,6.13,0.04961547848449194571180411709,
+2026-05-21 14:47:23,common_poppy_observed.csv,4.683,0.548,5.761,3.267,3.292,5.21,9.18,12.928,5.5,0.05125385241367506325731834135,
+2026-05-21 14:47:23,common_poppy_observed.csv,1.266,2.883,2.769,1.604,3.775,4.31,10.05,3.797,5.77,0.05342645762005143687482860696,
+2026-05-21 14:47:23,common_poppy_observed.csv,2.708,0.922,6.591,4.445,2.33,4.08,9.95,1.325,4.98,0.1090801166252812967442382250,
+2026-05-21 14:47:24,common_poppy_observed.csv,1.221,2.03,1.255,6.836,5.021,5.4,9.63,11.674,5.92,0.06272333056103073335686469977,
+2026-05-21 14:47:24,common_poppy_observed.csv,3.001,1.222,1.324,6.894,9.926,4.23,10.48,2.122,6.9,0.09308334307246283899238877862,
+2026-05-21 14:47:24,common_poppy_observed.csv,4.536,2.388,4.857,1.211,2.225,5.44,10.36,10.777,6.26,0.06944992465825440772243489518,
+2026-05-21 14:47:24,common_poppy_observed.csv,2.794,2.037,4.291,5.185,4.702,5.58,10.45,3.193,6.41,0.05481992830202565586627383864,
+2026-05-21 14:47:25,common_poppy_observed.csv,1.246,0.543,1.694,0.574,5.721,4.01,9.38,8.346,5.47,0.06370308396492892530478491272,
+2026-05-21 14:47:25,common_poppy_observed.csv,4.704,2.228,5.91,0.924,8.512,5.4,10.98,10.566,7.1,0.1305732268869295594854419690,
+2026-05-21 14:47:25,common_poppy_observed.csv,2.519,1.819,1.757,6.053,1.925,4.49,10.3,12.342,4.63,0.09682346124608578937425799554,
+2026-05-21 14:47:26,common_poppy_observed.csv,2.137,2.261,3.397,2.97,3.246,4.43,10.16,12.712,4.9,0.08380644021509703623017888506,
+2026-05-21 14:47:26,common_poppy_observed.csv,4.889,0.545,5.32,0.643,9.118,5.63,10.85,4.965,6.2,0.1631737168534639967880575340,
+2026-05-21 14:47:26,common_poppy_observed.csv,1.681,1.711,5.036,5.949,2.773,4.83,9.88,5.466,6.28,0.03255941970090738799002832864,
+2026-05-21 14:47:26,common_poppy_observed.csv,3.817,0.781,4.161,3.144,5.636,4.9,9.34,4.205,6.42,0.05764320073374001991040743108,
+2026-05-21 14:47:27,common_poppy_observed.csv,4.611,0.751,2.312,1.688,2.269,4.09,9.17,9.665,6.45,0.06098116550706503413599344229,
+2026-05-21 14:47:27,common_poppy_observed.csv,2.195,0.549,2.991,1.021,5.965,4.41,10.45,8.059,7.14,0.1240159677194314750992674043,
+2026-05-21 14:47:27,common_poppy_observed.csv,1.197,2.95,6.502,0.089,5.699,4.81,9.69,5.916,5.47,0.06824209383846700125328598702,
+2026-05-21 14:47:28,common_poppy_observed.csv,2.427,0.661,5.074,6.669,2.834,5.59,10.76,1.132,7.1,0.1132655705861597794154730412,
+2026-05-21 14:47:28,common_poppy_observed.csv,2.823,2.785,3.576,4.056,9.181,4.81,9.86,6.752,4.81,0.09030002533134620230200321800,
+2026-05-21 14:47:28,common_poppy_observed.csv,2.984,1.161,7.975,7.721,2.694,4.08,10.64,3.049,5.82,0.08165426923383059910758117239,
+2026-05-21 14:47:28,common_poppy_observed.csv,4.333,1.617,3.797,4.817,8.379,5.62,10.94,11.214,5.85,0.06082645602854759253889426106,
+2026-05-21 14:47:29,common_poppy_observed.csv,2.413,1.003,4.008,7.299,8.75,5.28,10.94,3.693,7.47,0.1136206100517556895949222917,
+2026-05-21 14:47:29,common_poppy_observed.csv,4.494,0.988,3.469,3.436,9.315,5.0,10.79,12.841,6.7,0.06410015584603059010765544106,
+2026-05-21 14:47:29,common_poppy_observed.csv,2.8,1.079,3.751,1.905,9.511,4.09,10.9,1.288,5.95,0.05834854265748079012961161215,
+2026-05-21 14:47:30,common_poppy_observed.csv,1.57,1.527,7.779,5.449,6.69,5.36,10.3,8.385,5.39,0.06511159123368314554679758480,
+2026-05-21 14:47:30,common_poppy_observed.csv,4.466,2.147,4.679,7.768,3.745,4.79,10.48,10.521,4.96,0.1023875422112046542788149940,
+2026-05-21 14:47:30,common_poppy_observed.csv,3.25,1.032,2.909,4.121,5.535,5.76,10.53,10.632,6.53,0.1227742851018449572129348952,
+2026-05-21 14:47:31,common_poppy_observed.csv,1.714,1.245,4.999,4.688,5.852,4.14,9.61,7.502,7.23,0.09847495162139033544202745789,
+2026-05-21 14:47:31,common_poppy_observed.csv,2.487,2.181,2.056,3.512,1.498,4.64,10.72,2.568,5.31,0.04934564615823474411418074108,
+2026-05-21 14:47:31,common_poppy_observed.csv,4.845,1.208,4.414,0.769,7.697,4.42,10.54,10.745,4.7,0.06981221748541075491053178233,
+2026-05-21 14:47:32,common_poppy_observed.csv,1.075,0.735,4.786,6.03,2.219,5.06,10.4,6.262,5.07,0.03773607754577544528733710633,
+2026-05-21 14:47:32,common_poppy_observed.csv,1.997,1.257,7.221,5.619,8.939,4.99,9.97,4.276,5.44,0.05497624884081400326630444429,
+2026-05-21 14:47:32,common_poppy_observed.csv,1.699,2.639,1.092,0.673,1.628,5.69,10.15,8.09,6.39,0.1277312043968030736637588180,
+2026-05-21 14:47:33,common_poppy_observed.csv,3.536,1.109,4.594,5.83,7.684,5.15,10.32,13.543,6.86,0.09434997383991860152958079793,
+2026-05-21 14:47:33,common_poppy_observed.csv,4.696,2.457,7.415,7.803,9.516,4.2,9.61,2.895,4.66,0.1489668935641162637069254159,
+2026-05-21 14:47:33,common_poppy_observed.csv,1.787,2.475,5.562,4.117,1.515,4.67,9.49,10.965,4.98,0.07244450885667971601328422906,
+2026-05-21 14:47:34,common_poppy_observed.csv,3.17,1.025,4.821,2.32,9.098,5.18,9.35,9.624,5.85,0.05601803455654647579935497335,
+2026-05-21 14:47:34,common_poppy_observed.csv,4.601,0.585,5.463,5.953,2.453,4.42,9.21,9.146,5.93,0.07573176698905493597657668988,
+2026-05-21 14:47:34,common_poppy_observed.csv,4.105,2.889,5.12,3.596,4.622,4.3,10.82,5.355,7.03,0.07161380452484408647895338490,
+2026-05-21 14:47:35,common_poppy_observed.csv,3.246,2.686,1.206,1.776,6.434,4.73,9.83,14.429,6.66,0.05028036226884771036146797633,
+2026-05-21 14:47:35,common_poppy_observed.csv,3.603,2.308,6.878,1.072,7.528,5.68,9.59,1.838,6.27,0.1262803030128704952906737369,
+2026-05-21 14:47:35,common_poppy_observed.csv,1.72,1.677,3.675,6.303,9.305,4.03,9.39,12.338,5.89,0.08203670607862874170395675989,
diff --git a/modelling/data/abingdon-all/seasonal/common_poppy_simulated.csv b/modelling/data/abingdon-all/seasonal/common_poppy_simulated.csv
new file mode 100644
index 0000000..a167a10
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_poppy_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,2.47653E-17,0.1,0,0.01,2.09991E-17
+RungeKutta4,2,0.2,8.46413E-17,0.1,0,0.01,7.17694E-17
+RungeKutta4,3,0.3,2.50471E-16,0.1,0,0.01,2.12381E-16
+RungeKutta4,4,0.4,7.18099E-16,0.1,0,0.01,6.08894E-16
+RungeKutta4,5,0.5,2.03097E-15,0.1,0,0.01,1.72211E-15
+RungeKutta4,6,0.6,5.68924E-15,0.1,0,0.01,4.82405E-15
+RungeKutta4,7,0.7,1.58084E-14,0.1,0,0.01,1.34043E-14
+RungeKutta4,8,0.8,4.36122E-14,0.1,0,0.01,3.69799E-14
+RungeKutta4,9,0.9,1.19544E-13,0.1,0,0.01,1.01364E-13
+RungeKutta4,10,1.0,3.25767E-13,0.1,0,0.01,2.76226E-13
+RungeKutta4,11,1.1,8.83020E-13,0.1,0,0.01,7.48734E-13
+RungeKutta4,12,1.2,2.38180E-12,0.1,0,0.01,2.01959E-12
+RungeKutta4,13,1.3,6.39558E-12,0.1,0,0.01,5.42297E-12
+RungeKutta4,14,1.4,1.71019E-11,0.1,0,0.01,1.45011E-11
+RungeKutta4,15,1.5,4.55534E-11,0.1,0,0.01,3.86259E-11
+RungeKutta4,16,1.6,1.20899E-10,0.1,0,0.01,1.02513E-10
+RungeKutta4,17,1.7,3.19781E-10,0.1,0,0.01,2.71150E-10
+RungeKutta4,18,1.8,8.43119E-10,0.1,0,0.01,7.14901E-10
+RungeKutta4,19,1.9,2.21629E-9,0.1,0,0.01,1.87925E-9
+RungeKutta4,20,2.0,5.80931E-9,0.1,0,0.01,4.92586E-9
+RungeKutta4,21,2.1,1.51862E-8,0.1,0,0.01,1.28768E-8
+RungeKutta4,22,2.2,3.95970E-8,0.1,0,0.01,3.35753E-8
+RungeKutta4,23,2.3,1.02993E-7,0.1,0,0.01,8.73303E-8
+RungeKutta4,24,2.4,2.67262E-7,0.1,0,0.01,2.26618E-7
+RungeKutta4,25,2.5,6.91984E-7,0.1,0,0.01,5.86750E-7
+RungeKutta4,26,2.6,0.00000178779,0.1,0,0.01,0.00000151591
+RungeKutta4,27,2.7,0.00000460932,0.1,0,0.01,0.00000390836
+RungeKutta4,28,2.8,0.0000118602,0.1,0,0.01,0.0000100566
+RungeKutta4,29,2.9,0.0000304565,0.1,0,0.01,0.0000258248
+RungeKutta4,30,3.0,0.0000780575,0.1,0,0.01,0.0000661869
+RungeKutta4,31,3.1,0.000199644,0.1,0,0.01,0.000169283
+RungeKutta4,32,3.2,0.000509417,0.1,0,0.01,0.000431947
+RungeKutta4,33,3.3,0.00129568,0.1,0,0.01,0.00109864
+RungeKutta4,34,3.4,0.00327795,0.1,0,0.01,0.00277945
+RungeKutta4,35,3.5,0.00820617,0.1,0,0.01,0.00695821
+RungeKutta4,36,3.6,0.0200903,0.1,0,0.01,0.0170351
+RungeKutta4,37,3.7,0.0469570,0.1,0,0.01,0.0398160
+RungeKutta4,38,3.8,0.100790,0.1,0,0.01,0.0854623
+RungeKutta4,39,3.9,0.190646,0.1,0,0.01,0.161653
+RungeKutta4,40,4.0,0.312194,0.1,0,0.01,0.264717
+RungeKutta4,41,4.1,0.449093,0.1,0,0.01,0.380797
+RungeKutta4,42,4.2,0.584640,0.1,0,0.01,0.495731
+RungeKutta4,43,4.3,0.708548,0.1,0,0.01,0.600795
+RungeKutta4,44,4.4,0.816603,0.1,0,0.01,0.692418
+RungeKutta4,45,4.5,0.908196,0.1,0,0.01,0.770082
+RungeKutta4,46,4.6,0.984302,0.1,0,0.01,0.834614
+RungeKutta4,47,4.7,1.04636,0.1,0,0.01,0.887234
+RungeKutta4,48,4.8,1.09570,0.1,0,0.01,0.929071
+RungeKutta4,49,4.9,1.13334,0.1,0,0.01,0.960987
+RungeKutta4,50,5.0,1.15984,0.1,0,0.01,0.983457
+RungeKutta4,51,5.1,1.17529,0.1,0,0.01,0.996557
+RungeKutta4,52,5.2,1.17935,0.1,0,0.01,1
+RungeKutta4,53,5.3,1.17128,0.1,0,0.01,0.993157
+RungeKutta4,54,5.4,1.15015,0.1,0,0.01,0.975241
+RungeKutta4,55,5.5,1.11515,0.1,0,0.01,0.945563
+RungeKutta4,56,5.6,1.06610,0.1,0,0.01,0.903973
+RungeKutta4,57,5.7,1.00400,0.1,0,0.01,0.851316
+RungeKutta4,58,5.8,0.931484,0.1,0,0.01,0.789828
+RungeKutta4,59,5.9,0.852778,0.1,0,0.01,0.723092
+RungeKutta4,60,6.0,0.773050,0.1,0,0.01,0.655488
+RungeKutta4,61,6.1,0.697294,0.1,0,0.01,0.591253
+RungeKutta4,62,6.2,0.629261,0.1,0,0.01,0.533566
+RungeKutta4,63,6.3,0.570914,0.1,0,0.01,0.484092
+RungeKutta4,64,6.4,0.522523,0.1,0,0.01,0.443060
+RungeKutta4,65,6.5,0.483172,0.1,0,0.01,0.409693
+RungeKutta4,66,6.6,0.451356,0.1,0,0.01,0.382716
+RungeKutta4,67,6.7,0.425438,0.1,0,0.01,0.360739
+RungeKutta4,68,6.8,0.403923,0.1,0,0.01,0.342496
+RungeKutta4,69,6.9,0.385576,0.1,0,0.01,0.326939
+RungeKutta4,70,7.0,0.369442,0.1,0,0.01,0.313259
+RungeKutta4,71,7.1,0.354808,0.1,0,0.01,0.300850
+RungeKutta4,72,7.2,0.341158,0.1,0,0.01,0.289276
+RungeKutta4,73,7.3,0.328133,0.1,0,0.01,0.278232
+RungeKutta4,74,7.4,0.315490,0.1,0,0.01,0.267512
+RungeKutta4,75,7.5,0.303064,0.1,0,0.01,0.256975
+RungeKutta4,76,7.6,0.290752,0.1,0,0.01,0.246536
+RungeKutta4,77,7.7,0.278492,0.1,0,0.01,0.236140
+RungeKutta4,78,7.8,0.266248,0.1,0,0.01,0.225758
+RungeKutta4,79,7.9,0.254010,0.1,0,0.01,0.215381
+RungeKutta4,80,8.0,0.241776,0.1,0,0.01,0.205008
+RungeKutta4,81,8.1,0.229545,0.1,0,0.01,0.194637
+RungeKutta4,82,8.2,0.217315,0.1,0,0.01,0.184267
+RungeKutta4,83,8.3,0.205062,0.1,0,0.01,0.173877
+RungeKutta4,84,8.4,0.192699,0.1,0,0.01,0.163394
+RungeKutta4,85,8.5,0.179998,0.1,0,0.01,0.152625
+RungeKutta4,86,8.6,0.166421,0.1,0,0.01,0.141112
+RungeKutta4,87,8.7,0.150830,0.1,0,0.01,0.127892
+RungeKutta4,88,8.8,0.131211,0.1,0,0.01,0.111257
+RungeKutta4,89,8.9,0.105378,0.1,0,0.01,0.0893526
+RungeKutta4,90,9.0,0.0742393,0.1,0,0.01,0.0629493
+RungeKutta4,91,9.1,0.0444970,0.1,0,0.01,0.0377301
+RungeKutta4,92,9.2,0.0230743,0.1,0,0.01,0.0195653
+RungeKutta4,93,9.3,0.0108009,0.1,0,0.01,0.00915835
+RungeKutta4,94,9.4,0.00473328,0.1,0,0.01,0.00401347
+RungeKutta4,95,9.5,0.00198666,0.1,0,0.01,0.00168454
+RungeKutta4,96,9.6,0.00080904,0.1,0,0.01,0.000686005
+RungeKutta4,97,9.7,0.00032205,0.1,0,0.01,0.000273074
+RungeKutta4,98,9.8,0.000125865,0.1,0,0.01,0.000106724
+RungeKutta4,99,9.9,0.0000484287,0.1,0,0.01,0.0000410639
+RungeKutta4,100,10.0,0.0000183775,0.1,0,0.01,0.0000155827
+RungeKutta4,101,10.1,0.0000068861,0.1,0,0.01,0.00000583889
+RungeKutta4,102,10.2,0.00000254972,0.1,0,0.01,0.00000216197
+RungeKutta4,103,10.3,9.3341E-7,0.1,0,0.01,7.91461E-7
+RungeKutta4,104,10.4,3.37985E-7,0.1,0,0.01,2.86586E-7
+RungeKutta4,105,10.5,1.21102E-7,0.1,0,0.01,1.02685E-7
+RungeKutta4,106,10.6,4.29598E-8,0.1,0,0.01,3.64267E-8
+RungeKutta4,107,10.7,1.51023E-8,0.1,0,0.01,1.28056E-8
+RungeKutta4,108,10.8,5.26973E-9,0.1,0,0.01,4.46833E-9
+RungeKutta4,109,10.9,1.83020E-9,0.1,0,0.01,1.55187E-9
+RungeKutta4,110,11.0,6.3556E-10,0.1,0,0.01,5.38907E-10
+RungeKutta4,111,11.1,2.2223E-10,0.1,0,0.01,1.88434E-10
+RungeKutta4,112,11.2,7.9026E-11,0.1,0,0.01,6.70081E-11
+RungeKutta4,113,11.3,2.89392E-11,0.1,0,0.01,2.45383E-11
+RungeKutta4,114,11.4,1.10534E-11,0.1,0,0.01,9.37245E-12
+RungeKutta4,115,11.5,4.4438E-12,0.1,0,0.01,3.76801E-12
+RungeKutta4,116,11.6,1.88355E-12,0.1,0,0.01,1.59711E-12
+RungeKutta4,117,11.7,8.3623E-13,0.1,0,0.01,7.09060E-13
+RungeKutta4,118,11.8,3.84308E-13,0.1,0,0.01,3.25864E-13
+RungeKutta4,119,11.9,1.80510E-13,0.1,0,0.01,1.53059E-13
+RungeKutta4,120,12.0,8.09572E-14,0.1,0,0.01,6.86456E-14
+RungeKutta4,121,12.1,2.81114E-14,0.1,0,0.01,2.38364E-14
diff --git a/modelling/data/abingdon-all/seasonal/common_poppy_simulated.png b/modelling/data/abingdon-all/seasonal/common_poppy_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..c4fb9aafba268a900c1255a7c9a0f97172b33127
GIT binary patch
literal 30182
zcma&Oby!qg7dJe#f`AAJNUL;<(kZ1P0tO+eNC*r=!_X!zDk%*rpwb;fcb5n<Fmy}J
z5JSIvtlQiB`M&r4!)v?_XU^=i&)#dTU#t_TbwiDu^b9Ek0wKS8MfoNKg6{``;Ef+6
z21hRSj!c6ODQ6Wu=UXrfXSaKf<`9j0&i1x2XWNJO*<8&XogTvML<L2J1ts~}tel<g
zouq_>puf)$ggIIYajN#~gR303zoPF1fl%JV{lm+UPk#u3xZJ#|ta#f!etDF{{q~(<
zk~Q(lZI;WV=T9C>fZ+3{a-U7jWH!>aO{z@(G|Ag?x985QJ5&{VI*mcu_iOP3*v_YL
zM4Tr)h5u*+)$Y~pS;x%9{^-F4r`3+Kqa@AqqHo@e>~yy#xOK_S8InAyHDv>%fb@{7
zWr^ed1Nr<6|0MWOu+)O!gU|UBqzd2zlAwrp416SuazpUIr!z4T8~E_+N`?@E&mIOE
zKkxyOdh-ALW#{qnafLAXLy4Q(t<^^duxr<^zbh^ldqBY~v%gk<@m?L_JA9o-_$QtD
zWMvZsE52O_3Jhd-b8}l9%wbLNTq)Z?w+q=+J`@uY7uTf;YKsmJr&du@>mNJZ5+BYp
z^ZycODgN=}$N8_8N$>qxJOY@QrB_}so;fq$NM}Mr<d>9`WcBt5F?p)=Dk3~TKmQ`q
z!qaqEOmeWL<%-lQ0%J8=?(#r$rE=SNxXg*m8`CL%7e;!erPfrKz7TZ`QUo0?3{1O`
zz#9~`lwI+nuD+f}UOwq?AEVjU+M05(x4pEbG9lin5_~$LknSZ}O=+n_tf(c0k$o-E
z=i%XNp4%($Y58=t%*@`lIDF2~{%BVsd$-v3O-p%ht`?1Z(CgQyq>lD6JOTotf{3-t
zv0~6Oa8J)$78ab|=vFT0Z$l#1*4BN_NN6QF#=or0Y3@{YBeRVAOJncNJG{KSsjF3c
zFDyD@6t^bZ_;TL8RSWBTPR>|}qInro@P!eQ{471u<J!i@ckkZ4tgiO;Pg;*7+~|lA
zF`HlYJ*rqoPq&6Iqy`I~dN#h4Q;nMOwzjcpZEq)|qVBC&t>Qyp5I7v#95m5HmcY`x
z<&WY8D>wQm<UJ<?x#p9O_PNl~L@NT9pm8J8viBQ~X*(lt;kh@`>h{b;o7^CwU`oa#
zAhxQMWTRrjCpMZit^$Lg4w658=8Q+33#$*7J(O8GN=8P8TUhvIcKIT2ubI{2_Lwi7
zwDrmzXD6q(hX;H8-rJ*Uo12@=cFmRInAy&^85!IT6#)Uq%CVEdDmk${D|zG4Y2+Gv
zru0hb6EGc8BeR(WU8(o#pZ6xpdMbydrKhJ$M08HIU3Y->);%L@bQ-UVCd(D=l6c~?
zw=ACjuAp1aV82~f&~~ORGF9B-V0Y7bZ@DDcb_dQ^b#&;N$BdAblassXG<$ux(z8S#
zzB!#&nmd_Tcuws_&$q7yjoa+(>>D)%lmW)qZ^>}3${+1elC#Pg(pY&(uSBYAXe_%R
z=SeLKZ3YE<D=e+sqXbf;7n>MiGAUTI_*zW2{MbafiSNMxcBD+hNp9qvO^~PaPSJRM
zvmw2M^!VJykXcxu@dcDcRZ>n)&ODXx#4|dnktE6_^nv`r#;v;u_dF}hcu~r?8JU?h
zvejNKuT9LlB27fAx^Anh2XmW(hrpevW^2nYi*7l`HS!{7F0nh5QM?bkKBaPKxQ{qG
z+<PGC!~EpQlTc_uN!c>8M3crWUQ<i!<fv1(?4)odPZcw3>JeBg>Q6{0Pa`{_^@ZCn
zj%Km0Cf=I^$C21xHP*l+C<^h_J)uvo>TuVlAW2#w8hcXM4;Al*f)lf{vMPCa?DD|&
zro%PQFflQm&^3m?pBT_Jxx{ab7&^(sWE&6~dMP40ni1wUXynEqSUQeh->)eTbwAh~
zBo{}yzpZU;ZMFYu9_`|exEjvMu)n{5B1~>KV<M{rb*dyu%H`ud@X(r&{C5ij{4MCy
zG~z7WcV?o=!LO&gXF5zZF~r8khLprzFb`tCaG|fK+Sj*Uc6;Pp@#?pN?$g^w1s0*}
zu8ob2&%vsy-`~NI^XX&?@9&KriJf4P85*CQygyXs?diWfwTE7ne*<PA2noLK#GE}=
z=9FG~`0-Qrspv89Z6gQxd{4@KgPk%NOo!;C<!bd&Rm<i+rkie1e(zhs*;~H8zU$b^
z)=%kSE~74k3?rkX<X5j=ea>iCs`$WR;eB)vbo$$MBj1C~$z29f3;HMl0}J=VojGzk
z6R$k?eN=I1wikB7e{$Vzd3a!ASB(X(Y*>A-o>)mU)2QOh__uGi^cSsOx*J78j~zQU
zzcvyncFFoPcYVC1Q^QtQyyPvz66b}Ry)1SW%VG`(VAnTprZF6CAz@8>n(-37YklfM
z3@cT8cI*2)n^n7upHy_(qlLr`J(r6nixC28624W5N1Rw!r@1cLXv^-z(Fs=(5s~|z
zb#-;hEI9~t&^-`SCf&>*Jcz$Q?b87^<J)={b93`a*nDCC4N<<5iF$uVi_Tb%;u&1r
zDSeS-IX5P4J0!d=akM*Ftt>q~H#sqJZ)C8rs3@>n*Ul|r{m^W@<`I`6SU_Vl%Xqu^
zL~QeYn(_zdQ75p$V;wABYl`(CqYR~#-Y+XFn-tTO-MsC;1h?#hv7`+S4h$r$c}DT;
zpG6g-(dY(qLDF*G`0KQ^v<!wuMk=p{hli~ZiDT~ADiHo(tV;=g#7YVJ(S(MEK3`i~
zqkz#12nbAi+(HQK6SqHmSw_TG{m{_?4nlE#xy#ZC5Mxgd`mQ(9F_YGSm1<=BB(=Q!
zE{&!5n3t1(^Gx%^ea*5eF8Jm~-gUB*K2BndNLkl!dQ&rCpWhjIK^EVIB}bG%-|`vu
zpjXG2#Wzc;4>SyYKjPo4CDOOD%19|JEL37&nV;t-&Fp&CAy6`MAMwH@97Mie)yTT|
z_0`$bXP8Aph~p!(UAMZ%^J7WD^0)Tg8XLpzH@{$>JQN>wzU7aUU8^CO^yo6I-Ci;z
z#Ed<Qi;J5$+*_45=kzi;gfv0JS4+&>PuEM%#h=T@MU{@WWsnCJ*QD*L4_qB&$C@{`
z(Yn^wAJ?T0k#m&H`{lf+`SsWm)m2nf{O6jN(>_(pqUcUAT$qmNW=s~>f;_f^j+Wo~
z79lGu8!El>^5x0;K@(pnf_yt<EzZEzwb)%$<Y1Ed!gi0#`?NIGk>{RTSO?u4V}Wd#
zmDR~c=52(1n6j?i?)+P7k2QKa`>LucW>RTENM&VZs7m1DvCPtp1yZ`m{j_FeGqM);
zboR7gLbdx|>7Y^yjo&Ir-Tr&NVAnT^A9R(W<CwSIH!kKR%0)fIYk?J~mG(>}vJ!2x
ztS{N!WpcK#Lu%Q>7^^4T(r9?oh@9L=Nl6=^I|SD)`_nb)WVI8>80@ywO1DFE=9a}8
zmnTC&vPgkUqb}SUk!~CG-TG?DoL#+*@>CHS7#ZOgbm|ruv+GWjWwvwMnAdiwe0Z;!
zh;93fo7nw^0E%a~-O8=w44*nsN|g9IIZjaqq;0K?@@3Ca!qcjw$;P@${bRO8+iX6L
zM0*y}judnZI(RNF9wK1)x#zFr<BgsXw`1}K_jTWkNvNpC%+dWTIZJ<o`kNEXQW5zD
z1&!E@r%#^>vetw6g*`}7@^6rkHqK8$AQ1J-?jbZ&4w{H>%?I0Kn)mMAa~^(}9+-DS
z#^6=6Q62&zvn~|Ieqm;Dk+(^aM_zYrNP<QD0WTYyLWq#)CdzX)(7{M1>O)!CS9jU&
z*-L|96`pO9Mc-tUd47$dU`T&%thOxn1;e+HX8q0YGkuw%dr(rSe=wvu09~ri(m$Ah
zDhx$w6_=Ekm$!?2Oe?qHvu%0FzA+UhpD4WWyg4KGW>n0?x<f*akbr>fghNHS{FF#e
zLe88+#K;!Bg9*l05{|`UDN3dWUx8rZI=Zv%yeXA%B5ZDI-F?5L){M3c$}1TYZZJ3a
zrdb4yS&%th^l7Vx`sU)|Vn%7Ho{Wj{_N#4q8J(BS9v2Q1k#2Kd^d$vdzEcoyQ1m*7
zk@2AzFm$UK@U>mbByY~Bxp8q})H<4wz<4QJl;vBOJ3gL}w6=~8=NIQGW|?aE+5>__
zchm9~A<BrPOE#yoj4SUVde_+YIn<*9@D@NwSlL|a9dH%tr%iNE#fOn-dSRR857~(q
zF$dUf$2>DZpMoWsz!W|i#kz>s%_OW|ru@^_C8edeC2~+QUs}<NS&7A=EB4wA;b*~e
z#aF3?s_Cb{=Hk}7tBV{C7jyoI+}aTFxZAQ}5m#Qv8sgC>);TcvI7Gf-P5E`bKP6-I
z4Ud^f-ExEgU1b89vtQL^ykn+kB_;Lu+n4NklF&Qk{+_v|65lAQ^)cVBt(Z?SSKMD7
zE;2$TvPOFrVS_ziyLZa0BurfnrAxCw%*HL`Q;ytf6{YWl-<q0H#^#ka_iuy-2OA2k
zVJr;;wx)OD`EyWmI+`V6!5V_|6-z|l9wO&o+?-#xX=@MXE*+Y|k4{2<AXVru?qk^A
zaO^eZQ(svtcI@rQVcpK>aVJ+!9L<)YD=L0pQnv0IxAg#XH)Y?;y~%M7>C&`EoR|U|
z#&i@k&UGhgvik1l>GAk^hQK?kv+WrfBpu%|bkihz>Jbw=2S(qY|HyT(GxicQ1-X%9
zD@Q8V<LJtHFVCt>rn9#^_^!k1$1oSpreTG(=H8zxeL2p;X3ld$@P4T-`hB$V;+i|G
z`k+`MzNtNKLq`|c+#VVuD4vqG(4QWxlmK##vwwXrsod=^{Rod;y~^759DAMpa<{Yx
zL;c0Q34zpHLB7&LeD#AEM^RYiX4L%Vw-EVbYx$Q#q8lde$H=?K2vSA7dZh>owQ#+6
zNF8ou-O}2dyXDRwu!HfgP(de0gDNk$e|sCl6R8}Y7T;UQVyLL`?2L>1aXLBbz=t`U
zbZ@*&1UGipgsNwaHqq;2GTVKcu@^stb)QK-w*h%92<ix<)Y9?Bdu3eD$8PU@WBa6&
zbt-9oM>zMUt<27Jc%f-6zQ`AU$`r@-+N2hE2V2;qDRDEO6IBAf-TvNXY&(;|LO1Ah
z8f5Y2;+<aTX@)e@qbIKVFs%?xu;4XS67KJn=8lUK8FR;Y^12%-$X$n)mqInyOC?th
zrsmpVg@}Wk%B|R;=drP8ZZgi*2dkKXdf~pvL!Xs>1e}Q@=TS4+HOxeA;`Bg&^CG$N
ztyipJ!S*Y?6N8UDJ>9d^4jIA(mcX*1*lt0ec_DwaFFI;pPtNSqv^45aTcg6ceaw+~
z<Xj`N&Juru#oAn;W-ih52F)o$3AFo#6^+Tsr_JME`y>;}NP@e|F`%XnNVRE;;3;%j
z($RkE;2Qra)+3IwI(xsQ1^OshMsOq>)HT!|v)D^BlpJnj-X-+)ZN4R$pD3xl3jLay
zM2%VV_(tTg1VmvE33IuFZ}8ydQjhr_Rq7p{7ZK6!NS%3;CSwpWi00$xmzmf?WF8kX
zpPZTDsKWZl+`1?#+V9SoINBmAzq9Usnq5dfH8Z%m;GX`~tAVAgV@a(3(L8U2?>(LX
z<$~;l8#-UeOWOETShUTA{@a9T;tBm4M4FMM406EvI7K2yM}hE;l(Ela%VWL(ig1l&
z=PW^7(>m~PT)n!0o|7qvurzX{kWmjGRG8Y_jxfLI5kB~VMZNVIYr3d;S~^c+UTb%l
zuXqV%;<Hxugm>@XZ<a&jZ8=3sqO+q;PA<7GD;n=<KYV-q`0>=xm9gsTdZ_Q=j%A)J
ztI%kjXdb+>ysH2jIX46^hPl0QwliqsAMYyguJ8=4*!7k<7ZXhp6dX*w96MM)#i8w9
zT*6})E`zD~1f3Le`hxfE8q9HO34U<dSU$os1T!2DpqtU5vGLR^6TTT(Xu%R`_qVy`
zNipP3-gQfe(;j~A#dtD$h{8E9_b^ZVoeqIETdiDy5yqBEH<^g>+tecNUIIyZ>FKgv
zGRFff<D7(qDA(shx*yk1QIrkR$@-Z-q$fBANv4t;!Hz$n461*XCfcaT>K?*H7nMfc
ze0|;hs@yZ?Ao*P45IjOi&q*Q129sn~8NA@Zg=q(0L<Cis|F<^LZke~c#gBZFNdOh1
zpd#~dp%`gLtxmW8locXidV&ow9f0}3{qYZ;g!2)Te7dEg;v>BVTCNcsQ6#XQ|Jp0j
z-k7tcw^z#Bg&Pv6ygmr9#wWrP;IF0>a*?LDZ`0@#kSd(*#iSE<rbps0O<|Haxwy_*
zN3y{-*=$_cVbcO{KYrxx6?y-e>x&=$8g_9xBv_utZ*klX`XGyCIyBS#S#c=BeAXTz
zmq!fh0}W+0wR7-k0ggiGw18+K3=S9?jd$tke;)%Qz_B*TfkQ)j=fe>1pW?3ad`o~5
zcPuLE^nZ?ljPgIPK|+uOQ=W6LRgssM|CpKCFzn3x(9VvNj*hO#Ct-#CpWEQ2T|5Os
z6zA45(tr9@NkmWatCEhMsu@7?T-4Up{m-$9<>k=7&l9m9SNPA!5~SVE{&mN{?{0qH
z>aX*`pT6@{7ait%*#Fnx%$$hE0bgSEB~zb<f#E6z1x2C9<|513Hoz8amX?-hE?Gz1
zDWTf6n{Ig(psmuvsNYTsWrRODPh<*(W?`QggAksxqN}Z~2%yn>r!L86Yb0@0czE~|
zi91gbuZl9kjf=-Lzp?EIVGwQ5g^hYFWjSvS=z=qD<#>=QGG4lLDS!p8ejHr1{lu~X
zi`XE6)e8`wqA8dp6oO9+^m*J$_Lq^BeH9t>QanG3c32EeeANTu$tNux$Kr#%w+qU<
zMr?JWm8~s}Nf1~)e0J>493moAwHe3Y=WO&-pyyyc_wa^>hj}UX1dS0f#N=l_Pwffl
z=PQq-7kvJF8{nf<5woTqRHf&Ks;WdUFE4IE!56N}!yI<h)YM8)C^RA|Nk|a$G#pS}
z!FCQ+La=7=R2#cfQ&St*7eFQH0B;DOiinHjBfSAQyKC33r4|-mTo+B;s2g<9<YW}H
zrDvA&(hGq)ySUI+TP}UcnzWpln3#MzvhVrzCA(5aZtlyrwl-xd8Gw=;44%{~07`}C
z<Vgj6ef`N|9PLoTCn(6Nrltm};dpmcyg8sJo;`maG}m?N)TxGIv{}J%YR;ZwC^Dn0
zOkai*hFKY{2%YoK{PgK9sLO)d0e^tY!{p@T({poNrztfwHR<GoLqln+>+9>43}+GB
z%Sf)3?(Se#b;;3}`STh18;~%{84>w-abNUYf;=qzwYa=*R}7BV8Oh1dzxkm34cf_^
zii&FTuno)ZBLDzI1_BXpXlU3V2K}0^vd_=YAL8Zh-RMuwv6`BCmRCT4Hb+Q)Fd~Ac
zS5RWLrbeNyql2boW~(Nw6^?nAwm#JyJcxMzUS;G3t3j)@oSd;tj#=}Iz;-Vrv$U($
zty|PPdwaoi&2RDnp%!2Zk7KBw-M_o$g2;-`dl)yfJaJ-ZzW1$)=lFVYy!esvp=_q_
z(P64lOz~GRdpBKNirg!)Wqk1Mr9sU?jl;6n;zvgIaV}0y)Y~(L5n}DWtk+OV{uH#`
z;mG@Qh%$1=IBoRoVClPe%3eHBomOcH2|X`|J?&xsYSjL&vt2>FIIJ0vYa!4mQ7!ar
z^GpY}o_(%UpBoyrjkhnwB<a{NWKn@sTeGP_KJr!`+oIYRuiLA+wR{eHxbOD-#}Ss~
zY43b*!m*?=wcIdaU)J7msmt)3d`=Pq-Q!|GW5U(Di+r)Np03gIbK++Nm9ZLnwJGRZ
zlS@9k3tUowPx1Ur&?0oc+F^~ASdX>(D<)1fg8=@CME?^R{2Ywo&Ye4fl&W7c)xVXK
zyj0Tu2y6V5Q+2KSaF@>;P%5dDE2P^u*66JK<v-w~qo}}^ieeZpk+IE&Obcqw^l(nq
ztB-7U_`|R#YabJlDbp?OtyT+BkgVU6z2$|yA~`}*{3(6v5*{4M_$%%Xjqsbwt#nRN
zVuL%A<W0P)?I$ifylD;_zkP8_lOdg?#X!so*<xT}HHOYDvx_O{l2Q+uSn6tv<kR#x
zYG(B{^uiJCe#|%UUp>s_aBe8r$@Pi$__g7qv?EDf0y~-UiM?y?c})xO{rXv4xL->@
zqky__8L5i8ptKi7LaNa7G@o094fZt|?EE(=-t7ct5D{W6YQ!R90UzauFn{zT_-9do
zr1<cILoA~L>aN1CuT$U=fPvtIfF5OKWy05LsGEOYn(zxm8I}L%5#<{<DE>MN7j$tF
zLhO}m*Dj-546gmUbp>#Yo10tVKgWcG)c!tZ@8F>L=dqd(<MzA~;L5q|60}TLYygvb
z7xp-t4ff#sbdb;1vYY<?;bUZEN`HPC_rq(On<{@FYw7Az{p%RG22S@-q*i)<;$H*!
zK6qZ<|K5;*z<;i5@96li^Zpt<9|woZl12~huY_JJBSCl~*2>1_KZ8DY{P=$caqPqi
z<-Z0U+tShT_p#qM0+f$`4d(le{Erz2VgK*Rh_$!3|JT#{`$hx=H2%kpJbd_{LDyJ=
zA?y5F2)SkW_Vv%nFWP+J4+;sPd7=TBAn!gTj=^zWDVqzzQ19;U_B8}jFMz#q8|qmr
z0|<<O8-Jx=flwyN*HJ<ysHw-V$Z9Uxd<n>7yOn-}mS`H}r>v?h)2d3(?Xz;U?7!ED
z11F=XS<{L2fm>ktEZOfYq$j22R3FA3ZdV`mf)JXO`wX{+wmN4?YpQ@0@)nQ@;V*7|
z&#h_wS&ByM>+1nbe`M=ET0bC*$P9e`+(WBt*t-k`oa5zSIw84<-G5SRKs_m_gQusa
zlpGu!a7utfTucnT_Ji5Ex#0G<s-da4#5&fxJ%c&V>!0*CHMOO+H4sNz&QP6G)v~k8
z=9U;89p&NSX)S$<7Y3hR0;K_)ASI(%2nDMgj?|n6ERIk2mn?(EZlF%JB9R9B#$pdz
zPV(~ezst|R;OOd_mS@%+ggkSCSVZgs8=D^x!5W|>lq~#q&7aDorKI{w9i|#Ec2Ma1
z<YYEda`H<oH?Ll~auV4V*2#H2MgaiRx3jYr>oJJV3b)nM@{AJpYy$%Wy}fVM8fT`b
zAGEc!BtL&njK*Nzf)ec7uk>1St2haRDuE@H%F7G+WP-{qC~5s*2uD*@%gC^Caj8u&
zFDzUQ3=F&<7lGK>acZ)~u1!q(L`FuQHRy^+;tLK4IJrI7e1HEg4Gm2|KT}z0X#jLM
z-#pkMgepv^v#U#N*68+a<@fL3Pj1f4#lC)hc9>|clU445sAwa!Om@x85hau6vX5P#
zyfpX5*-P5TmIH>$Lt~^|zr~bxl#J$?k%02+Rdsc>yH7k1qp+!8OH|35b(^jnB9mrh
z8$(>Nz7KgMqRcWLNkCaLj@a2ouigU>i*C8Du#-i`UCS#2y|#9;+o-j|q}nGHitdg?
z?5sXUW&*OcRA?@>Q2%gG3(X?soZ+50a$0(>6Z#Sv@>;yQiGzb<QvG4UHB@bF?PM@A
ztj}U+b9OM@DQ*S<m)`pJ)y%da{t+lT1TC9bDI{TCmmd}&D8~mUT3(%N5<`y4J$9OG
zu8~WH?HxO0obVq108(s8XAb!ml{ZMco_?>lTeqk{B_Ml`bpo~}m&)bx6m9$-`7C*d
z90L+z>em9x?fETM?+vO^FHGm;$+g0V{T>7VPYLzi0^UAQa^}<G>{7es_P)JqWSv4C
zKg6lWJ?G-$h-_bg!Z~KPGmh&pLDDJhOB{i0jlZ~}>>q_Q8!N$F9&wvH0gFk)7~hmM
z;FT3X@w{w56fIP}R!27Z@@&}LgwTo@5%N8v3M8y2ztBn?9|S&rj#A-Hl>HldUx2(P
z>Yhzrpk&htQryDf|JpjY5eI+zp&T!qdKD{6B5{d@pKMVP)p8dXdKk|$5V(KQw+#IH
zX;i<=(cHfs)S|cUeX8kmkK)K6`Bg2yd`EI}<54spWLn_dpNW>+<_;b@iu_l#@Q-BP
zLzr`uvc*94S9HS#*ztZUaPsfc0`TLU5tv(`+W7nXAx|bA1g|VSJ;P=6{Du3vouy@*
z!SkDUf6Z5W#<geVgt7ppjaIn*4aqc2*+kIaA;I_h1@|NN8O-qS2<1DNz~!;Lyu2%a
z0u0=-3fJYoQ^N0b0d$@JoS&7I^`B$@l&pWJi|^L}+4%-hdSF@_r=yF@z-;u=Nwn&h
zA0@-bx)0+DI-sooPv-7XhC&7YDkFNHmXwJ9eN5TQOXlxm4KJ9bU&^4PPW_KZqkMFD
z@ao@xdn`uYO{GBzZ~u+C-06rlre|i@{}--|C#6V#+^_8IEem&dx5Bi${6<v_cP4Jz
zvwZ?3wsqz4^2fiy9*Mu7A~gt)|Cup~{b0lo0FQ&-A$Se+3K|#1#lwSxgT<;1{r{=<
zXqzC9GXb7S+vJ=l{WW{0EI>uaZL{w{-sfQV@8N2cmY4qxjWtY{1^-<ye!l|PNaD6b
z3I!IOslWr_Xm6i9@JTlbEeH0)TYv>$#>Fu<HaGW!^7PJE9pSOHiF&G}Kj0^6&G7Ku
zGm?(y1x%_C&7-}dmR;{Y+)D2Q&tV=&2k+zT$^(7&*VR73_+o_Q<yqH1{GK%7Fww6u
zK;I0=N%UAQ8pJ_OWA_On2RP6M3LU0YJ%FtCaCc)tXXNI5a8M8_VaC~CRg&Us{M-^T
z80va|n#PhnGo8-}^-w}nlj^#8`J`AzFy$ZtT1?GMozI;4Q%cC=Yi)d4Z>M7*Qa1L-
zB&EML;gSE^%R}CH?m)^TB_jh@F_}%x23k`)=Cq)G{?pS!#$I)sA3l5ltAV458sJFX
zk+J4xwGH8w;Ue`BPEO9}KspTZXI2e8qq4WXnhuyxhcU$`#J#@|@!zR?NbFBY%z|kd
zWR|d3Fl6}&ioMEb9&Yb@7Tb;T`kZEAxq(8VCbxMj6Q4bMc3VeBwX3V^;{O{c20Ikw
zNad82l*zJ!r%ws<vi65;>z*FJKj1C5c}o5VC~oW~reM0_;^N|rQ>r8-CEr}Qa3Lcl
z<q^=-xuv9H`}+GEyYHKsHLl{4Y-tC475D*0l9K4;zjP%?H+ExvzV)OiO`5Q<ybKRN
zhu+%Qc-PRNJoN@50rNSG&$}QNu&S%C&yzoMeWxrR$mtHgKKxBNDvFADk<rn?w?40n
z@gSR*TL%ZDfp!%Nr=z9Se)#Z%yZ266+PilFuC;IyV&a<?7HOpdB_uxAyW*M)U$Dv>
zBW7`Gtn2>JHI$4`WD;G;!={p%d*m7#8q=$*LW!)FZNw+&+45(g7W=Uno7%zkV#lU5
zsF;Mr5Y|gIj74DhzquPNOeTjXb0o0tq>G;2tSN=^7T`<54lBmR+F_@>OuAGa7VK}Q
zOv^gYYpu(a3AlE}A=ye8IAA`ZVN86fgGVjt%+ETV-<3z+9X`Q)=z1{9G~Z$6R=(0v
zOEW)m-Z-fX8iko%9xAX5%j<L`zJ}T_sd=;RuhbP+pf$|DN`Q5daGVav>vSy%8{b=B
zdi-yYy!x1xdM}^~z-3v5*1ZQH$20GXo7wCI0H@IUdqfV;-UHP3I$a6tjCbf5b<o8T
zwT*W#v{0X%Jq1mD>h~8v<ye6dVifiKNvt@GML;jN#(gyQl1)RY0!rWc4#f3)q8BGU
ztcNU3$v-%(CvX{ZLg_yna2`}c@)YC_yBqnXlX0l*YClbqJ}A!#xMmX<A|H2AIKVho
zH1=_2(SmvLT;?(r8UW6ZHzy2hT*nAn2Fm-C-jBC4>FI)cK$B&@i8vR!|JC`<H96VC
z>e0_VBb=n=YL*l!4i1lK7Ul%y*z(h&#Iy;0qGC0x%}@8H#osKS?G)G;i{rA=A;gCa
zNmU3zxNgLAd+cA&GOExqq%1ZnB|xv-a8VK!z+OnG8XfQ{T?=_?de@_on{-_=FWJe(
z^&Q6lS#ZvQ$|dJc1K%LjWkG!TayUNG2SdVC=yzH`I1CyRD^}ZF1J8VP0p-_Bv9{fY
zrI7n9?Y3e#wG1R29TB^gS`t>8W-M^G+}Yje*IcODTj~EMS@U6Cf<!A!c4l;BSXI0-
znm0(^QjNsJUG;3GILs@$(Zq5+1+}r>nXVm^6UU98<KsjY`DOpoh!Xi$MA3<t;()Rv
zRbauk5NPfE!4G_O&J~(^6bZ~D3G<s%$MF$N9R{$<XB?)s@fUjNUb<Oo=6qE*pon@E
z{fRnjw>r>yDdN%e{E$y+2^aCxLb^vOa>F!_tdNVBQJ}PuB=o|SHhJ=+3yb`$UaaP`
z0+68`p%Ugaw<D{h#)CTAw^p{-{q)1?RmQnW;#GAkdwnFZ#grwzACIIvCG1W@6jp7s
zag|Rx76j5rhj%wa_RQQ8n1z})HlNKON6cJAJG-Q2m6>nM6mQKiWRgP-j9LH_3jbc)
zxI{wW1^L6AyVaC^8F}wR(<mrXJk!bZuLu(;Ar@AgPBm<+SB<GhZg%QWGX42YcLz-c
zRAy19f}1xY^u_JZw`^Z>2~=2Ll-#`EG4^3ZSn>t&b9e2l8q@*@AG{yg*<42I(1E3A
z$^xkC<Hlc^UyAQtyp(h}WWq}^P~`)?umjgChOS)@IVyLL!5%)5$26o^{QFCC8We1+
zu}!BvCfsvI4(7<yYA57$j+;Ar2^&eAeT+TfNLJmITzn(_b;0>UD2|jTpT&_GT3rjr
zcDwe9TqGxZ_*r)=w+iV$9cF_?O{?B+D}7rrDZMBOb6XSe!+?PjrUXvP9%V%p*~*<g
zy!C^}WX}VXioVdS%-O{oqB|(}GE!G^FeC(!d2$@nVr9ksdJvB4K8WG5ICv38_73y>
z`3JOgP7;&)lR89W=G3;>%mSy)o8N<3!(f!qQeB>wK1AL{mEJ~G%@!1QppPu*xYWwc
ztP$A5dI9+7&wZTUU-Ff}>gWJg&5N%R5<;h4V#Sjd=02=$1+5A(jD|f|`(Pm4Nq?IC
z2DPr?=#?=`rbsCpS%sfpf!yAlS}~jKV6y9au~D;8`!T)SjQq&Qt1i%SSP}xM{Lb-Q
zzpjjy>WK3^ipuUhH8$or3kllT?s*_R8xqE;%cVB_%0v-K8L9rJ$e8WdRC4q1D1z^J
z-nzkKPWvTbM$b;p$<G2wH94h9_afxvSak`HZd>Li{?Cc*A#@$y?eLsgzrWO%r#-!t
zz5La5RwIb|$S2w-BIx6pckOqDaC;1cqr)VmQWq8kR`>IzcHyuTtj|h=UY5ApbvXt`
zYK6`$;@#CKrJLqiT;Er2ZaTh32%|Vf>k>aqjxwiK!CCdPaHGFRxIn4TO;7eVB2zQ<
zPZ#x<j{jP4fq=n1pYs;66nl3*Jj-8-#;ACF|K0@6?2;<SrO-mogA5w|CGy{A7mKwE
z)sPj(Z7(hp-5%(<ETWir(Is~|p63bObDb_lMBiogI;(^t)bEKoMnR#9mTHZQ_R+Q&
zcFdcZ&*;*Z_gMV6-aGwmUO}2tx9`zpteiZ{aB=zX8#YbPN<xUUa=-7WvqsxHq_&6e
zg=Zb#a(&ynzP#gA@oClnQE&0UGX#(!NQl_1?vGV@Uoqx_^HusrzgSlDVHp-Y=u03|
zE6h2LUCw?iCx7~ni$gw18XBwFY!?b0I3|$ugA*~Y>l)uEy1!b?th3G%CxO%~;<i8F
z;a?&s(1&N2j}<WlaFU-$eJaeFe`iD#KASw{|Hy4Ci|*u~o1T}C?-e*-hvI|r1<oMb
z(P!t*hE74?lR;%Ye+)G>BjZ@BdZOEGo^_kxM=F1vZgtXg25wz1wH!gTC*UY5oU@Aj
z8up|(OK>_AQ7Z%7$~7M=eJv?Sd-oC5vJ+D)mv52y>)DD4L;M7kz!r`XzK8!hS^_5b
z^dpUSfogGgZV`zuGqIrXp0MyAcdcQIEGBPNkKbN-%qyjLQyr{+=dP1T`F$G?`j|n!
z4xvx!M*f|Q;(`DCup)J5XXh2;Nkk+{UT!(ABu?}znWnC#l;;(zq%VZZf5fan!2X{X
zdWc%~_eBP$lP%A$<=p?Wu98xXbcq;tCyz7!Gr$F|t=Z#F_PQ}zKeIWhwfHq~x$@!G
zbY^YJ^vt3%Q6zbxY&BwVTkX#ukoDYRgI~qyoW41`?(B7C099Hc(Oag3Y!>iI^2z+y
z$q-W!ua=F9jknAepNG%MU1Hk1M7?we-!C5bP(iI2FwN27iA-^ny8D%l(<k1=OGDPv
z+2gXXq@+~OqshCV#9kio{&RJu78kq0KAN(^`3ih@PV%x|E7C>SyEtC=!ycA+S1u9#
zYbMN^J>-i?ZKYvy`xQ;@*ug`KBiFR+raJ-!rMlZn|J)M9l*%*gj<&YTIe58Lpi;(`
z-QqgFJ?7EPk1*>24`8V0C&ex7ky3{%#`y^G2ay53TolL7id*i<?ti*+Y%|U0kOc%o
z)i}rDBm>RlpTz)(&^-;=Minm+58$vCYx&zAvut|_`}f*vYagX?7RyJEd5AF5|G8?<
zFfzVED8mQEinXkb-`pljcI1`bLRQ^(cpjdp@ME}a+IXd2JB~r2p&X#@j|J-uxZ*b7
zm6#OUGLW;#!~nN*2GC}lLC)7!QhH*IB&(cTT@4#L-?rCH@c#3Nb@JgO78=IstNAe(
zg<}j8m=~_7$ePm)Y|P93O7uJs-K@JRn7QtB;5hFEDA5W?lNY^roq2f|cTaYxv3e_0
z%J1iv9sogaVYy`Nbl7^!xv-3?<sK))j3+X1M#>}3rvXao`D^wrr_9cH7BHRox%RJ;
z*1T7b?&}mEyN<J31D>wWCZ|$0F)?wYOM2BAzNZl<){8TYgA(&}<@31&H<r#fqH__I
z&y%w@Hk=WJr)DbIE0oLYs}rK1>=gMEvHiU8anc$<2V7HEfBUdMjUmU$*_kF<9EKX1
z@#fTsJ-_mn#tUZ_2Lx^p5uIW3uq(m5zK=dLGyex#%dVJ<xs@f?Iol*^J|i4IT3dbj
z{=n<fx;`7<ym=W1drp7xIqOPf0*FSF=<SI_`KmEM>k1M-EGaDP0UlwGKBXENt0Cuc
z`#X0ciIRvmlno7;9=|@ny4g&5^dfMJi`9+pwTAOcF7jjRr_!J8$$oljk$C@=&ClF_
zipFnNuf&d7_F$ub1KfDf@pCxf2bvQ66Wu3|dwk1lE=P2~=1{j<pKRnZOp1-YW^8PH
z(V~N1Br*4gp4vd6s&CEq13Pld%bOUo08ts60I0{wDqLFva9sx{0bk`S(AF?BGZWZ;
zPBkQXWW-S09!(hi?%nxb&(^c&&NaG>JZS||wJIQ9(f~3B><VqQ+QQ5UN=hym47UEK
zmfG_5>zk$*%zSq3L=IQ393vtm)Y8$3DizR-nn2Rh(FLRK7%K%QiPNDJ6%}dDoZ(HB
zR{u%&N|>-je+9Nimhckz_R44z#^K9%qIcQy@s%4l(n3N`h%hvFcZa3EeH-d;jn$Hs
zpRIjD(rDflN9I-aKWJXgi#VFMQ;FadHFcvH4;+J;3;7E8gvJAq15}FRf%Wh-6&3qR
zcUU8~2xvpeXtblFg98<^5V%vPNKTrVn6%+|-cGZd>gwu^OYPm4fOt|!)+G&^2L9xE
z#q56Yyp+7(dEQkl)_oljA<DQ0b^A8N?$HEKmX??AiXf*KR(Q~k?7&`{8+@EI1)T}e
zK=L2?aI69@J9w)my=U?}%d6dV%b`LTTHsZ^xM(fX8kAJ=+O68>KpDC3q3(%{rC$<C
z6fe;i7Z-Q<4Hi4=rLk~FgKzQTC5m>U0P~%}_{$vL9L{|0W^bR1y(!1$7&kL$z#wWn
zY#|9ly#QgF9?5T+Jlz@A{u>;Ad)SLgh3q>|*^y?;JNJ1L%4_;~=Y`E9<sOSpe<yn5
z#aF9ye;l}tmisFAcsp*tWH8SAY5wYj_k|;)meQ~QV9?oH1Pu!GNL!P|V>6X)u}mjq
zjgSgNOf2HrxHb-p?nEf!uzV?-ntT@YeaKD7S;jjMC%6tj+!%4{X2{uFtEXIuGO(k%
z=V&&6m6EOc<p?*Hk{~ne=;aP2<u~co*)L*e4swca_YYk*854P<x)tr@y3M+$J|A0B
ztd(2B2=$(3a&-RYlS=j@1Vm|r&ByJSr5`=?nO@=WT}{$WpPd=HDHlTy%nWeSxx!fw
zm50h&ri>ZB7(v^UWF)lug&^~l%l^E|>vZD_m+N<Tt};%P4k@4=T~c4ist!BRD5*kf
z4!_>UYjHmw1FYBKfO(Sb_4YtQO9BP;5@|bTyAssNPV)<+e1N&5@O~rdE+DRz#WBN0
zHjODJRmMDowOjVv5<|YIHndPW*VBNjZ26N#5KZYSrjDiqE_nf_f8ruv4&rs9?;-qd
zseOusVAm9d4|alNs^KKdTuKQ0J<yK8J?eXO0GJU``>9azAQuAQ^>!goB8m^XutE;z
zi~MWbu5a!6iq`eorutg0pCyZ8>Qy#en*w&xuFs!`WurS-0Yf)L$wE)ImEfiirGC%)
zA;R^bx~ogVc-l@@PnEngYkH+`lZyCfY<dkGHgap3+_|d=-|kt=)G3bVds;C$(yfAW
zpX2JhMsYywrc--GCG*ca`CcIdN^q~+)9J=T|3s0m>lftO?v00s68xE&kDJS$&mBYT
zbkN&+#d}#E0b}PkyOA-utvtS;SqKLxARbw%*@0Vh0|BeeO@#BDitkD6-4r9~364XO
zm+)WGS)+3AJ>g&>b$+aSnPjh1df9!IHR-HCPkZFX+0V@h#Qr-0d0}ym<#H!NeiTxQ
z_4qG!KPHMnV<j3%lcF>vX-O5_+#kWfP$KKATcs8cZpCLa5qGVWLw=4n`5s=W$ELOR
z#(HWe&ign=A1`9|T;e@rk_lz9=nPYUX%al0If*EaiTa9%0K~UjZ~<+r^z$ArvJlXp
zI(4>dvX*Op)=3oI`WCnu?>byq+gqvVcJH%*<ia!rpoJLwXILNG%tH?dR|C=O;BW%w
z4;kr*KB@23uNdc}HGL_pv+aIk`u&RW$7I~HvPSXmr$FOb;YJRDbfYC4Z?8l8ZSu{`
zXU%3u#Dt!&Q10bY{W0@?cF|81e-sViE?WHI)!0e0av*;+`i%f#B?Q-w#>>rpa&F^b
zXD(?07zf|`9xRzeVO`iB0SU?mP|o*Tar0tGxIXOe;q2kHJq7t$idnhymIC@s<fI$u
z`~ZH)FM{%~G!mpD_YV#P)|V9UFI`$z5AZvfNr=_uJk<CyF=5j0;3t&Xc}nz=0rJH3
zG**}Wk4HkeYz+45^a|==A-NPQ?Y@@G;lq5Trd{3FpTfK)j!TwXy=ML)Sf;AVJK<p!
zqIWJ824L937LNw~4Sp`vGc5SCtt?!8hY%^oi&iHu=hY+NeM$h-mq|(Xt@-%8(;b--
ze`vbLpe1JECc}5^*K!@d&Xybq(&IU}bcccd5lm0s#L>;+tgN&wdqXKx2+tq*93mTK
z!E}^fy?Im~cP#%vi)cW+$hs1TQXd2COGQijY<gLE_4Aad-=@r=CKV{L4)$d;J`{!C
zbVQPwJ^!<mN2s13(nZm_Xhax&mW!h&VhiN3k8tqwjmabl`13qC9DW7Wg+{q%RBj6i
z4h2819Ociwb1H#u=-sacilZrjFeb6@nR=A~NmesTbmz7X@@W(y#FYS7vjXE3?h-l{
z5H7R*B<+AOMzDngR>kKc?(*BrOHKo1^TVVE%7ODRHMn?DVQ<$yY2O}$!i_Iv8BD~g
z|CGtefx!KRJIRt(=a!i|;|{#E$IlcN42?c<Lvvn&itx``)_#_LuT6UD%6kVqE46S8
z3cnXy%I4_moUCN-5@Dj_Uz~N}oBGQiknt=J&+%5IHj06$nXKl@LE>SSG|H~4$qCO%
z=vRgJJ+J_)DLY&mchx=i>GRA<N81lLn~yG0`~m&&Ypxa*7WbmwE)$LCUNL#+@_G{@
zJ`-^>uGTLEQZt(Z0KBrQ>RGsSt8{v)&UMH-i1tHlLcw;?{Hm%u;pv~k^~iEjv~yQ=
zsJA!(@rA}|Z8bH}y;g%akk>Q|{>Rxy?EyGE?y&r9tgDW=px`;GzDn7s#efB;dx0`j
z0qy#_<O1IL53CeNTMwAVcfFfCy3Tk|?wtZu56(a77e4Img@4QfvYiPTG3etz-9-$^
zHOGA$I2M%9t}opT;vTv3sn?hiuU#dlz@(VMbggYUhFvob3gM>SL(v&z@OIq8odjjh
z6%+-!OCan0aGH*zlk2-j>@g6>3kZecKC)8wPeYlAl<iz0Z94RK+m5n|${yUjwiwgJ
zZ6&`ieZDR_J|VY4B9iCH<%Vj;d~L`_q921a4Wo#)cX3exW7#(G_Z7i=$JKS^n22D!
zk>RM7&TNnLKV!HL8cuOzXd--xI==4kHic@r5#4k!Pjs8$pZOaqcj0?ovW_4pt~Z&3
zfKyr2*B+ievTNa8aGCA#{CzcuGY*a1`FtrHL_v<H@N@53&M++Ak3UvdkbwuWrNS{;
z?(Pz}OTn2K)sJnmi(7K>*+#~9F`ePK5vO|>sqFb8Nr@qo<o9H2xO=`;YyE<0B0Py9
z#P0MpJW`z8+tj0ITKs2T8bBZDD@5pARy+ay)R9M0k%J^Xjh~LccVPKTVA{%u7*=^n
zHa0Z{h2PMO5uS*6aszIZifacwd-iNgXJ;rdJSy9K$<&5=;yrkmi5Ek&kiMBVlpq>L
z=l2jkb9=N$j)xFZ6E$RrS86@L8!PWCCjeRr0kBd9CDc363~)<ZTRXZ0W^J7cROM(#
zC#MC_x0&A2aoq#73V#5~|3{eg#t3jSo{T1+GrB#%_9f5Bd0ZvgJG0m*--4NXS_Ke4
zpZhG5J0;)Wg}wfqE2M~GyNXu|8uH3_X5${B5b%pYX~5}WE&cuBDEM50Agp^ZIx@0%
zap2QK(4(6=XAhk1srH1(J9>H<Koz_O!{|i$GSE+IBxZN%4D*&1$YHRlJraBYQt&5I
zxM}$aI+hT?hY9+LW7nmCdC~z6K%Eh4E)G_eg6mySssWywN#z01=Wwy8xcFn~Opk$K
z;gjXrtPV&MRvuHJ(}agsK52Z5DwE*H^BVfBwg)r_?NSGJ%OD}34dt}&F-h3_`5bKO
zme0llg+ZPr*#lVCZ#g*?NQ8_;;>5Z486WFzl3P2u7Jo?Nszl9ZU58u^YTy~~=!~_*
z$D9e;G2e_ZxU1$+Yh3BWKMzMGQ-Fw9an$}0xNmxTv^+pLh11jkno(DK!IT180J4$z
z_N}iu3f<Qysk1dTG&qEWgwBXsoLC;Mh+bS;YHe=zpPZbu8q7AD6a!-Rq#N+rFlq+Z
zt5|Aigq8|vDtxW-uE6Twz8x`?_RGC`Kl3bIyi6?z56{&N_k5s<Ixy1}hIn3}WR>IR
zEL|(3+u7z0zvs@(nHZGQ(KIO{JR;DY)PW5P7ad1B<|zGvv6jbcpENE5kG#t2;&)fg
zY@IYW_mu~&-3c7$&j&#7l<&hYQ-rloPsXzTz*v)(1SAyi%FCssJT@{)<KyG6GcYiG
z?&(qR@$sQyX4Y6(SeUf*ib+hW2R)$;|6fSU%S!(LinN-jp92e~UWiHX<Hz{CLPA`?
zx1FcawzdBMkF&HwRLn<Mup*K$5)zU#@;(UnPJ_F58<w$ok%+0Osm4G2H2(7p+uPf8
z-C?5U1jHv!enpFk`gDSR<|TInNwa=2o7nB|M%9e0ELu2bb!M!7cY9T6xG@{C)gMEC
z%=s+<MOrQ{mw?nBFqb{uIb~Z01wNaenD36&nO40KlqB8zPV|`nYjMie@wrxLo)c<>
zxU7>Kj<M-rrP%pxs!`wZYk@|Yz|1>xfkPI!YOp)NpZdT2s%uq1?c)NznWZ}Y^Mn%p
ziLWj07WvR=ggQ3JrPBRy*qCYphfU0o+6I)hb`|d$Dt%aOZ7gJA@60MeZdkz5fZXJ5
zoW;gmgMye*O00HbJ??_$Y>cdD@%k=!Wxx%@2QSdf%r)ZQytmHS0sxpTVg*=A)5!!&
z6~47pNIAIZ%KD9D?1Vl!60X@TRhYpiu@zd~P18A3K2I_!tJEf+9*99chU@3(MJsh5
z=7x3MIPu;so7JB_3-Wzyy4V|mp0Lax=t}Sl_Ewuv^*-nt{q&%!V`{&=j#|FdaTdvg
z4JX@PbH1}LvXU^api!-0B(_neMCTFicEcf*`w+j<kY}i3shWLW{|lg7G$c7vbBWu3
zW>2v@kPF86&!ZjSpxIJ+djVQ9%2}QQ*Ab4Bb`$)rF?t?KvZ|JY{i!^$J?b_Vc$H0t
zhtQUem6r(FA&t>1!iuwhHef0y#uUtQIPdOwYAHD}9wd(X=rQw?{fsXo^fdrz-3*Dw
z!7O^qn&u|oUofk7%8$ltehb(E-+}U6Gel+F;i};Yxs4vBGje1Sv@A-;ir={DXnW#G
zNH8rOZC<hwOzvhrqsk{f(>E;p%-Q%<*CXh|ADOIv)&uf2!41Vj9D|mSWufmPD5J$0
zA0qj5T}x$ISq?#TZyeWQd2k4Lvw+$i(~5|zJf@y-OCDLjd)yF#SDSDpq&(s<KPTWW
zQh1}b??<Zg*EsD5NlwVDJF~uOO5=B0L{RXh*J#3r%;Kx@XDA>wr@xzZ9WR0_Vc<4l
zw?7B3l01VOz&~xgDhduimmvDClFoiPaf`#U#smK3XECB-dI=7uuL4(Ler^ukmlYux
zx~Y$mP}u5EyxfsmDEv+R^E1Tvu8LY}@0u-imtX_oNt*}Wv&knNT^!#5oMQHhJnGSp
zTnSiR;C*?(DL!-q^`?0^IQ*&Bbx7WWFQA&cC@FWvtGnP)t>e$ci+ZL=?KLcrTZt$L
z1+~t8()$8AH>=WhVPQRre@X|fDH;EsJw#}*f*EmcV?m<W`P=&yqScQ{Kb`535g`00
z&#whG*A}C*Gi*{*7geY96>9SJ{dddz=dFC#Whn>@{<!2ZQfpR9qT=w9{6p5H@{Z<F
zm1kLfCSTfY!K5xulSldgxLv9<!#)xxY`IoDKuMo>n6#O%(?y!kldhaucFg-{ZGdC3
zLA!16G?X7^emq7|f+Tk!p9LgMg2$B^WdjOJ7xHLcbC{Z>{;0AcJ@@ci*!c0xE`c_X
zi{5&Bw&O6@)5$Y<eipw)4)PhOFg-U}u)?R;n`5fm)JNIv{Hf?+&i4JA%=J}-Kjl#H
zGLn}F@)@I>{mL^gozvqAG+_)iI-MR`F_b`952~*jOJiL|3K4u$zx~|1L<V<tQnEby
zY=N1qkfY$^8|U5VxFU<MRYMIHi1w|K_h^f+*bPOq{g4%f-{6JZs`)UH`s&s6yh7o!
z7ST-9=Tstmzwc5E@N4=_L%Ct*`>do2OO{#uq_UE7dS2BY%~WLjItO*X#|R3X=ig7H
zvI4h!kVzXIBI!f#zDFf;oFp?&T#xu?Rq7;qy0$11(RgBfO1<Vp6T9gr3+N&uWny|_
zQW^f<1qcwStJQkxxT5B}C>!YK2RRQr2WS0coxIp|8iy%LO@$DGIvv9i(Q%>)zFrzN
zImHvgxkVV_c7-1md_YKuGFt3)Nj}8cHkYnU$}HNnGgCUw+e>V%q=Gc#!~3l6YJ;#J
zKk;oD_}AQ4Rl)fnZtd}ZCd@pt+yrOK2nSsD8fiEavQ%JiEnzc9?)_t_D9lmN4AOVs
zB3pEHb)-?R%N;;E(9=Uc<22FlEk<ClbKFFx+)YRN(o5k2q?N8P_Q;9P_B!2+yTm_g
z`PA%eidN(mR2#eL2IQ{%Quf-ziRarGYBPvD%A@77K?>`y$J5i$`&NSFqrkM0{@C@#
zfzV0M4oI=xmr(~`vSPduMhhD5B%@;uL>L-k;Ywp{-yuhji21%rOb+8tX$5#)O8F%x
z_jfTTZt4wOvFX$9f%t9WV9|NdC<bS2Vf6PMXy1L{zLQ|18B8@+jZw>{Exu;_`_}<_
zB7R-+2oXxHAWSf{sGrm}K%Lq;(E7@CR=1~EX(kHE)_Tw6@prXMks7qbTtN||4{eUq
zgHgJENk8>%S(Pr#+T_%1LMVwqv26Z7YZ`cjz?z<h$`FRABxfbMXm-RgaUCAWP0=%F
zWtNPnUOlmQ>Zep5@ZyCk`pjHsfd=Lp0KIq;gth~jp4L|Hgc8KqUfxBX*f^Y(X@^EM
z{Ih6)esDg=0kvc90z?otN;<BfHJ9e4dySc$3q;eG@Rs843KZT!|60BH^AV0%H-!K?
zNhv8XWA-D3?Dsy)_dMZUj9qA7_J2hN(Idj45nJ26x{_ogR199G@t4X8uw5{mMcep-
zM=tW0F21Gf0gqty$0N`HFI`}Rhhn;T>P`t;n?t)^3sd>5+}8T4z-r2$Jb-zgsPtp0
zN_f%x7Z-NzDFj|1pjWTalU_mrN+NYHjr`P@kV#3>$1|}4x#o`ljPzx#Y4Sm{CxnF1
z)233g=b3ub##^iwOyo3ZNRVtf_EWq9ug|z*T#snCj?2iedc(vNF!{Kbz^XH|bLQLh
z70Mf|{8hf5Q;NJF>n0bzbTE4ST$Vq?+<HVLLk(avTIvUm=RBh=SP6FWf8IM31F^QU
zduv|(z~GyM`D5?nKLzs70|V@Ea!k_+)6M)9GEmWZ%<n6&AAF4Pn)<L;BL%Pj0C4b-
z?ROnZWE8xnBmrjuHz=`N?mdv(nWoO`j|YX#KnYdH+;XUc<=xp(hMGn5QQfI2{Dp4~
zS`Mx+>3rJq=grzdX);ZIiq;PhbE!L+x&Bm@U@PDxzvwu9C05Q`3i#F&HhjRlJ8*B$
z>0z*pPZ=(L49AI%^A|f9Mg0cahflG{_~z2*>=^B8?_v}_G_sB*;?}NWD!%<f-+O0(
zzWNbxj1_qA%Equw&a3ovu1ZXo^e8I5s3<bKZ1&7ugu4ii@E=%yhC+f@JKgUWhRvK5
zwtyJO+o)eTvHf0h3fV2P-$PfCk$v1|OkWf>&w`Hf@1*qu=CX*WC{^Gz6g8d$Z{iSy
zp%7)rJwU)6r2<q^zTU*Bxg!k(!4DwR*VFkKuf5^G%G8{&feeQciJs!=>rOylTbeIp
z6)i$BL2{kC9+-i?IAxfzo}Qln(vG8BL8X}8$Q96jF19?B_g1ai3?Q1+^xU5fd8hhE
zfcT>RKe`5RO$qz^UJh^o><fL5d_I2oK();bI5p^4mC-&wFK-Y45ZppSnuaVQ_n%5!
z?<C?1gI>RO?Np;+FzB@S?LLgr8!t>veGJ})(zvSKr1;$5KiEO&U;TLhXh=4d&z?Tj
zQc!@Hn-_&KpOJCTEj4m*$m7mz4rSy@6t`rdp*bI9<+H-i&aP<7CoeXY7vpuM>W^ML
z|9kHCYyZ1hVCpIoZp&p^1k@gfH<;PMsMYU%csmiT+h+b0%%_gf_I~m4Os~YZNx3*V
zgP=Fjvvb`H1>kiu!FzXfbb@RpZ~0{NpFMkdB#AY6-9}qWO94n|)02~Di?4o_v-1Sr
z&WMBrXh)p?Iq*P(2BVW~u3ZbVqKkJkHDxomD6Up?@*HoTM!;<s!8?%}ZMr@!VEzMa
zX2d#Kg8+Hjh?%<1u<htnjOYw8aq<zsN}+VRh6+0!v)eH1LD!ST2wtTJ6VT2qb5%bj
zoEp0UyvHgy6$x}&yaPJY|D{*JrxVv|kd(w#(%1!eVw@IxJKdQhvPy^j2h@BOxBspo
z3EuxhL$U>ps3QNTv@;Kf`hWNTNKv0eMJVehsgx`&WKRfXsbtB%Buj=YVHit`B|C}i
zvbNZg-PnrkdlAFPzKnH@CF{B0^7)?gJ?H%X_+96(uCB`%^M1eQ^?Kd+^Z9(-HtxDD
z0aBcHgjlbRhZv5^?609*@&V|AQn$SZW8F0;)_r}_<vRNf9<(<|*;!cPq`XAB6iS1C
zRU9!59e*{$1rAQ7X|A<`;9uRE^{(WJ_9Th<0qXJQ_0y&tRgu4KsMhy;d|o*s@t!Mu
z<=i7XfqC{y@5d&i!V!oj3_+d1ZYhXh=ecjX49C29Ht@zd{WplE9Z2Z)34mbAe)44L
zmz6XQREarn-JPcmFi>zG{v}0|BS|o_KSDJ%UUqu(Z2#5(`tpYgsmyW{s5Q<%L?5Da
zEBDt(9rIse>F#s$o{e0n+Ue!7=|;{|b3N+f7INDEMyh%7jPWRa>NEbu^xl>t`KMBX
zt<hI*VRJ{b0VbAE{(FpNp{!%r(9iV@A}ZaEBw4V1Z~e2toY=w)9{y|PN&0i{eDW97
zs|*3VO(jSI${g=g-)!WsV9p-Sx?675%k}QpSDC(jjs2Ys-EvHNvPjZsz`m6o<?xA$
zvxUMc65Fq5UeEotX2oXPHl%~pkViO$%8?NgrV3d&DgbD!IA*Rd!--JCpZ<1oKEqH5
zT!*%A-qezKOiGm&R@u6KyX3HmN6_Wf<BRqx?e8+qbL{H6cttRrkA+1pA)PJFRkBBV
zpbsOu&!sqweP<mEW54DI(2ou%SX2)(@i9E-Dn2vk!{IKVLNmx`Zptb6Gd+v8`T5e~
z*xwZ%Y<s?mcxFcB=Sw&a-u630N&!cS!@5W3yW;#n^8TH*dI^;ah&(my6H_4Kohh3G
z|957dx*?A^{=oOv(wq;WmNDA(_3clSDDR-OFFks+xcK<3@c8M@0sVei5B9UkXDa$-
z{Q0{E?$9B<V}<XO`$@yxTGuvlukGt^P`iYEytK6ef5C~PU$Evquam3qUnk&W<rA!a
z42+!n(`}wZB_4>!QBI9-b|1giwr)0)@#7-eoVnj)mUCg##K7#fWmfrVFT;NwU>c0S
zBw7<hYHH7TzA)b7oBvs(lTB^dVr+iDrS+AzOpdhUt>h%?e@;gzwmT0|$<(*`un|$?
zd>qm;C$aBS(q4|?exCtRr`zQ-s?r-dYt8fc!yg@Z$rHBVrHmhAlT%9P#{)05(3Gz=
zOHFE-Qr6S{>#XzZbDn1jrdv4wuC%FZ_F)%PW=y^YXm69rF{;U6<_Oo+KI5{-|HBC1
zo=^WAkq=0^alDHWP7n=f-Dqy~nRwD}D3Ld#;6b;xI@b9vp~A<xxp+Ts))ujEJhxrc
zrc8S0=#fZIeRE426<r(f6qmF|T<!?-;5gsuE#0MW5A~F3C_L2=ixaaXZc{fcQJ+8^
z)QV#FRI9u%@kr+|+xJiVNA@K<v1M`gfQ{Pa>2ArGzDW6GQKJi04Npcwex~oC<s^Qa
z1lgB^lK1X*DrlB(oyqK1Q@Hpk6}N=iJqYLK9<BcvyJ8^WskOJa_dY&szZBitbk|D<
zs5n2^Sf_5UbG|0vPqh|_=rrm$?)KehXJ-}k<*co(zjao=rM~Tf#@F_H5z6_ZvQBg-
z^wP-sm-i?KV_&O)!1-X#O3((3jyos=8kV$*S6z>IPKiGK^XN&(QZtjg3-n@HE#Rv*
z$<aye-^hU$k&Uc)xcy4T>Wa<%-B+fhrJcka+st{tNq(TaQ7k&#s-KOHG4oio7$(FC
z2W?2`o!wO6ZpKbJt@Q-e?(4OK2rYqBDMsN*%lh8>3Lgcfz>~*k-JDjABP$X}T5Za6
z=^d8_=90m<{DLx(9uWi}0S+JQHF{<^C1-EIQqL{?m{*e2COCCBQ?zV<=P!vk)cZ-D
zEzOCZepxnh;ou)F=YXnefQ(va=oI4uKRhn2@x4NH)Xp18r?hRGnQaxW4l5jM#$ve2
zJ}+?QFIXKBGgQSi?q2<qXU<U9e~fav<C;zDf>N*RrNu7?3?3nOmYH>gOaDD2FkeyL
zFVkKA*(>N?UV>O}M2`t!nP%tCd5%oQXunU%a<gKJ@O(P^0*dbj%<x2g&)2%IH7~(G
zdvpAPo+^h`OMVRD8froWAwz)o<WzPTtc}$+16W`Fw#H+{I#CjZ=y>jpl}=;xW(l)4
zIAwlvXfrXGOZ!Mz?Q}kUT*sspgXh{+t)R^azkrf^#-@+*nINUsp^JGlPz<h3Z=dcM
z@(-)){PD72ETTPNdqbts1FzbgS#U*7%NsXyV7K<fU_`<+6;<x6^Za_es>zm{hnAP8
zF0sDLyXi1sU_zO&E~u8l@+M5@M#1$6+|0f|uX^F{e=tn5lv<#gCF<j~f&#W<zj(e;
z@s$~;FkcT**Wzm7B(;r~zQYwL5}RM~+34&x6a>Mtb1M6&=`>@6=N+E_bWAN3Vor3A
zlJXi0nB&jVc^$24R*@4VsodP{5at_z!C&0{loxagI5EeVX{bcC`rP+3OL$I&6r-t~
zi#x(@-Dn#xR7t5alDwzitwiTu?$76jrZ;7M|NTMCgBCpFpNBO>%Sb)>P5tCVn>)K9
z>Xt&#p%j}r$vF06&QP3goca3Oze*-v2a<nI(R|2wbfXUChyr!#Brh*b{YU53!i4OP
zSBaEb3HrSS&_?RF8@skPy7k$-t4?7kxsqceN?y%C3)WbPlwKpFvJv!o5C`UiP=Dgk
z=dM1+p+-z4uCcj1!VkL7l1Z`c<o0Izv)~_Su#A})<nNrc$=(73?|l#NECQ+P#O{r8
zbQB8Hq-g#5U@PcQoesAP8vlxls&i!}Ryw$a^*Z#EKsM*zocW<lt~3*SUsTd=S)rMY
zd9?4(qgZ`0I6r~%YHzn9QJEr+m9cy>fPze<RGa7!yfakN+DY5l)0&-J=q|<Cb#yNZ
z?}-%Z5NAD={e|XN)0gEvj~m|Y9mzbJhfcc9;p8&t7fK$Td1Wpe&Y><`(DrIzCUtT9
z^V2R<xV&QjKu(fQHkKc_)_uwIJTV5@!f?G-i{e=quj98G-%Oyi-PRwht)z0Dt!sP@
z&4P}lxit8`r{1<!Tqnua;mZ>tMGw~;xE2f`G<K}l(qH><{&5L!ej+--`DXF?Z%gS0
z99R9V#U+Ab+1Mt=%j6sg{wxzwb1Qe0O%9R@xFGkBD3y=xzP!2os8L*lduw!`YiOZM
z$dm33aovee2You|R^p}2NX1?{_z74zjIqC%EPR^vg{Ux)U1<DTRY~dPkoDn%AC%$m
zU=3F5lRmNHQSz$%r{kNk1To)PNoo^RmE%0Vh2PbG;^o}(ZGDTlBI|n|9xkx5Ebx00
z)ZgEZ1dPq)(6F#)BbmIPbIPb6LqCe7airI=wdI01Y_ssKiXylDo-w2E0oV5D$nC!+
zix||GustXLQ;04Q;-xlH&O}o+NS0Im`t_J&B=cn6OuW6lV-mjQghGYH;|SXx=GpxC
zwGC12PkcTnbhJYY1Ev3v31mSi2`fwjjrse}jvKRlK|`#SbvhDtB`eq6@R5PPr<N5j
z=T=l)^;r5WHJv=kZ=IO1!r&+Ktqw1=dkanq2pq2eC_r)Q@9*-wl+STLo@X=*i;8-d
zm!OZ9J^rom7l@pF9ik<ZoA;vEK^ZgnF8PrS^XMRuRge`sDk@5W5dE8dojA`=(qQU!
z9Ec1ocCZS+%G>1QqZh|IxiWn;x_sJ6d!wS?7=3FblMSFcyT$Oon>zFHcsN?dID9*9
z2BnebD(GyziZ*nKkq0<&duco+h87Pj?mZHJ)^4^<Krm~mU&^j#wQ}3Ko<5S|TJE05
zKR&2m_SnK|=b0Zt;|l_B1hFateQ?fk9|`Ol?Lh6EC>(H4ZjKRFgCb%Qx7d;lVkBbX
zyoAL0@12XK)S9G_B}_?oMI2+9ma}P5PNTDCRfQM|_zPsWH_kohgFR#ulgNPixPz4`
zrsZ5&4P+4x(#MP*8_wY3o0=^l^0@#~R28$`)uqu+U$>F~Nf;iR;3udbPQNNCPCy=-
zssa+w&6(kO6Y}jcxuc=>XPdg&Fdz4$@h;KupnjEFoT$ma58ifns!$$E?8N)VS3Kt`
zJN+t-GnfxdwT+7IR???whtILHvDKK)_7h)%)MaUHJ?ofb2~6bu-Q<Jc)pd0P>M~EI
z7u{g+z>ay{<`5pqyqJe3+S=NsU|tQI_e-U9T!B7T`&0AHr<S7QUQ2lnXvQDHaV|Z~
z6D)9xuD%L{eEbm!XV5g+vc?<NmuHCWCgLCu0M)1Gt?%Xh2lYpx9k6hqJ3TEeEHaWQ
z@c1Qf=nemGHFi5!6hgcSK5@lwd2T>;$EVpRQSP?xxbPX_5BJ9YBOCsK-mv4}gomH<
z)BA>R>|RJeF9cXqQS7RK`n`K0A3uIvm1rpX20m`m@-kyZ<e}piUqJHkeMUw=Y+Rhh
z^v_R21%1VhYRkpKm(QQS)#o_>s|vDi@=ab>R`N)TV@=PWJv)2(@;z~<h>#G@g4Y~6
zlTo8GBwgJ_6Ozyzp-gAP3NWcj^OFCr9db(602)fo#ieBRc<{^!vCyjLB%eKDqnEV#
z8?#_C(^ssv5inOv%O-kiYjh9=QNWWns;a8M<z~RAj5N0<TzUuyD5jNR)!VTb%o<u>
z%gM_6t}mJh{yXdj;(X{}si&r9W-N<igZr^6O70NmBMrUl<GX6J_3JH7_}CxD%~0WR
zZ7@?d2B5@6Y*GbbPFO6?Ss!qv^pU>{#2lv&|CjnY-p>1<`nn|C*k@U2)Z*}rCqBc1
z05l)QnYRT68Y9gWksfrz@s8F^Y3OB8T<_`WDYLV)5B=|y8+FFO(f=3b=FQ5%jnusR
z+;hKv87`zwvlKOxh?z7@g6RK&xv8+<@~p$yGv16DbwgFqHspjs-3)qai6KXOq1)c=
zz<J4>QnzZk&?lFTKS-68CPy#7&hNNY@u1T~c(hH*j5bwz_Qz0ujbswhZSP#`Rg=z@
zEADi+cTAjftsa+t%CE+h1y3lly~SxxP8}8y)^IoJ$+MtW20pLz=5snp1!8x$aJizx
zc$8WETaWGa0b^ax3W_IQPHh{hzfSrXC_q;ELC(l}8F_7u(qYCzkX$`&q-{g%slK4|
zbLDvL1jK$iLj7E9`&WNn)4uxX>>=W~54nm@eRAQjfJgMW{;||<MJV<=*XzZBNDe+!
zFjALX*kWE$d7PMLkjR%hPS4B#v2*WX*bcyYWlJ}=?<?0t<a)aAqW<F0xQ>0JdDnRs
zi>k=dcPV4pbn9(SJG`4cA#^;pnoEBq$<mv@b1i}m&H9Kd)%2=uU{&X&z2J!+{wkK(
zLSwk|i_s)U=%|*qDkd7tN%`}gIIf7bA`WN%zPwcYgxobp{qFs~^n|<z1jB70_B?>q
zHhTtetaC3-CJOr<W0?H~YzX2D_VGQXfIl3bNpM@fkGQlaK=L~>e8L&K$75l^AxBwD
znIH<y+V_dM(pagw2ZyeWWU@cVL=!@{*vTDm4C=|Gw*bG{2WzXhXDaZw#<$HVGaIK}
zcmxHcY;p{Qgb%#X!;HQ*ZrcE=xZK~hl&6Z#RHK-`P_APHii~Ugjv3F7nnvn%4ca=h
zRUw3*r5PVJqIf+uuj{JtmsY)|JvRtbGO+aHYHO%Ex}9QG64FOI?WG<<#7DbitDiyi
zj9@r>+2gY{`&{4SQths-Lt|2TPy3!OihCTYV}r+|4ew*U_v)W=YDhfnGUvTer$Y(t
z)kxu$fC{p`P-b8FtqW)>J6k(Mbx1C4Q8{eJO3^rW$Su85krUOnvf%OZ^zb%{+|u1I
zM_$`>9*A=2`gItpX5T21nN&qkd9S-x(<!PpmYtlP=3g0_sOX?=8N$?cd_g~s+S?f^
zA0}srVLU>0ulzo+OqQ#QO?DiMIlK8dRlQJ+areYixtFbRSU;fY3%wbN%jU^jG~S&s
zPIG|1>?vJbf<k<j3Zh@><zcxt7e6|Dc=sr`!Leb_?q=Q4!&GVKe5B8><RPLWLDPIB
z^GF_gy$;{p^U_-E5$EP|<^9X9_ttX-xBKmU(<Cc`G*VfU3WQi03*hN+1ww<u$t#7r
z8!_KoRWn{vq0$-0h$@X)CzL;0iv&`6Vbm~smn6t?qI$W;a44@bG74dONMXX5^U&w~
z@4g~K5$vj;tAMqrgbIzbJfRmbC<C|{*!9Yki^)U1ydTh(+-IO1nGCpEVsj$FXfMYH
z-Z)_gy3d}{+6^yjsz?%^^`Fl0efL8SDKo-0NH*`!LD#IkY4FJR-Y!X<)eTb?b9<Hd
zHSWO@2)&7x;`wRkLF*h=_M$8$)Nv*jPu!Ik1?X+eqS4@JcL36DQ3Ii9Gy={D!rLi6
z6+h*E9BNK6+r8TJD=YFO#_))4!n!bLwf{3*e@LNsTfu1kdf!{4JjX4Dl84vxiZ&E)
zN;bP-lCvTM{yCQcnlP*|F?`s^qqfGuEnWrrE?m$g;C#ty9xQyPUy>JB4wpTR%vgO+
z*c?veV+y&kd!XBqn-ahGU0krSWAgC`Ei8ezYjXYK$+<Q=+c}AQYc!;E(to?q$ND#?
zvJ;UiY3C&E8TZKCI#sWhPBD;Zyk|d3%ex}|e3|=<mNxdzQN$Apn*C+s>%efGyZ*ja
zvxss|!z_TR*HKsty=iHQPByd=_B%k5C7h7KM~K<z?-?yo{Dc$%XGPmyks7BabGwB)
z3CZdy)VmkP+}!*ci80J>W1hctYsT7*Z|BP%jPqGqOy;+ak^R#N3eCd0T}mCz-@ed*
zoSBdV<Gy|S6!g88wnGZn+6tClIe|md&92cRoR$8X`k@PuG}bY9(-5rx^WzlL%n8}|
zqEH<_);v&#dhYCe<f=e=bNGTHN=yvl)>}Bvo^;H?Aio&^Z*nBY5WRa`F6`oZapvYP
z_(=s6=J>Tn{MR3fyeHfS!NDuDI;&dHS#Dw%bRf?QS9K9liXG<&fg=~LZrM2GNr{L(
z*&Yu-9<ZgT!jGT1%A7~fMnhD4Dq4GTY(?!oPNSUL7^pWBV#wE+=2SsI1?_e`_BYec
z=Ld_o?w7`Fc9U2(Y^^-t^YQ~97~cX}61m{3YmOd8N1Luv*75xHXKkFrQQ~xK1`YW&
z&-8|?-BfiejC^4H2=n|m@>c;iAQa01Z8RnWl_1*7AGYgTeRiJwAEy2oI@*;ZKF@m^
zl#BDujUKN5!npV+tU2AAf3RL>V&3L%3O}Y;gv*8nfs^%M6bBu)i=S7o1ZTA*_V1f9
zBYr}55~!dI)3?NLpW9Lns+t@?S+&QR)pi!wwz6Tj)5YF@N>wK+?-2m-akTHtm(nD+
z+XLTk4$O+4D^G}KeuhKu2Rw+zd=w@^_hKw~T`UGZS-MO{TIKHk>S%Lx&6&aSRmtJA
z>cV-q?|D)yvoi<$d6`hn_=NkK&DZLc^IfBD%Q7?ch117?7>9gtU@!%Ytp9oyj$N30
zUB6l1{)xD_ebNRE__eu~77j*freMDmA<Fj6gqalYhwGcDfF158%JFo1k#_+*FIUz&
z->skyh&3frGa7`;zLm5F#XKT@TaZ5L=@{}305J$0X(mrD5Gp=X`P_YxKuszT1lUaJ
z`K|aY@^mU!^-jyVfHk4o)Ml5l8T$IQ*GO|4q}~jy9!X){e-v%i;i&)yIXA1MOmpn3
z5KS%JK271vugd;e0uTU;@K=7<gGfsh5z=E0kP0N=ZPp*aHne|<j+_V`<GhJS>tfk_
zyPq9bRt7iyw1=*c(9KvU1`M7ZARBHMC1?4_L&uV<nF;)b9B;ux5hC%=yCC?MIc~`r
zy!W*6f&|Bn>x2RX!;)~*&Wf{NB;So=wKcn=W}u)9_B(`Sx5IY99e*X|Jl$4JA<e)t
z?S(@#z@40ZS=yp_czk|rNqjuJS2`1SBY^GCYfxg9Hna(;1sq#tme@I$ZB*s*{NW%|
z&7hO2@Zj3z1n3WhBrlzQij1>SCeH<*OcU0~z^g)-a%6n)dgrSzp@oNJfQKhhBk?=9
z^(M%=n>_wPqv0W$yL`R0L6M}%rSEGQ#x6$a^<0r)-4KOYK9xGWH*$RmMdBiU4}*LY
zBZMgXi!Q43lB^q%o8n~DCabT{9ya$BvdJZ&xfo9m#4c=3HrTe;;lJ&?5@>6QOne-Q
zkYIhgHl_imfXwjdN2PL{JC}RU&$E&S6VTJXBd2#MFo2X?%MYo=y(qgu{Y~L4wp;17
z)M|S4Oiy`WOD*n-*%!9c4;D<?3|DBo0#waEUnX^iiP4+qw<II_VqHBZm@psd;PS`l
z>@61&zTZU3wy=6jBoJ=m(K-8Nckck?yF#(TNVzv^u+lkh;ZtM$DZA;oa_E+X*f>9_
ziyiKUP^8aC`Z71Si-8bc2iHf*Mt(E7y3qAqgSX0YA9&znE}$a$4O9R|G%`D@LVsE*
zF;k~7p1cgFv*X+#?BT&_84Ed`<lchobLyI!Tm^hCo9_LZ3gi6vYqx?`*PQ1!WTP24
z`o=Rtply<00wJ!>A5nxdch)%J%SuW#7?8)K*ZM@)9uWVI(K>&-0Jqe1`e3E{M~!wE
z>S58IB$tQA3n9=N<pjw%KR>?`+$PKlF^7bN19(h30N`Q)*o>j`TwF3sXrK6n`3ari
z2&-j=d+qr)HmNKcX?Im@Gp|msk4zhpA!D3VH_WwzyRCmy2)33oLE$Kk78ZHR>$rD$
z1uxmRF2?ccmxoHOUQ$(}?eq)45MMukTFPcc^PfeyZE<F%a)yKhNJH&k>7=k<W?+!U
zP1|QvpbB?6_gkdL-9X@Q-TJOG;T75cYW;)(SoFe%RpNO_9D~l8)cCl!m&PG6MWcy)
ztNudzcihE>^XP%MrLc?Q>OVQu_AHDLt&6eb*uvhBE2IK*SJ*xQC(z;H-oohPbqqQN
zm!CY|5BDwU4X3K#U-O5{e7d}sGik3(9VHe<=)>?K1m~)qV<_$O#0Rd}jTm8@S&}4H
zVud++i2W;ogI1=Tvit1=aJWa!eRdOp85ve5E}yM>c%3+95>hqdLb+{rJ4>xx`1T_m
zSLs?GOYK8cmS}WxT9**ycayy%G~l1qk~GG1nHEVy(KpUzS*Jk2%hGyg^&lIoFCR0b
zG;&mImyT!jaPNE7!jVzAhTQ+wm{w-H&f}Ek%M<Qo3ropNyrz<cPlJWWoxoL>#g&S0
zYSgZ!FRu$!c6wp^^y={aQP{p%Iirc8X--K)(y)k_NXX~p=UUIc)mJ@rzONxqIKXBQ
z;axG@Serd%=;0{DeafNF$?1vML`?4qB8O#R@t&NNlo#4MIy}6*8DE#M7zomXo%-h|
z6M*Pv&)tMx#_HY2Ud^)@k4qvY_qUpvN)}w-S|{7u+ol}Z+%Q*iKn40Or-yEC2CuB<
z`>MJ}e3KaIa@M`prQLZ8@5r505q#j70RS?{W-2`BI=(c>^NZfqm;Z4n^WJwYdAZbc
zO{`rD<vJJ8fiv=68JLi+vA?ce;r$o2NM1uXyMEbIa^_4De?E+@Lgm~?z<9TF`2MPd
z+Sbm_F6qmcpag+cJ7?$a@oS?*S9@1UoRv#m5%>U%jg7%YA)|5d#MYODE{u|yySwB!
z-4CdLAyw~#*nZc+;qpEzD(x93@XAk2P2GeeOsawVZ@H!sb;v=Df_C`1aa}3)>Ya@Z
zsK>787dp;p+q!A?_4QS2n(1yB9rbm&`Us->rvLD#Yl|b%P{Q?zIRVQ4j-B1bKn|(+
z9fcIr6eFy<ft~Fu{+?|hWqURfA-Y{QZD4SLStaIUO;P0fGYPjXEzgyK72|{yJz%X+
zc#~KAIQfZpb#;{xHI!b&StJt1OjTWNe@^!!TBGLGY2~C~$u(bgH}V~qkx=<+8t!-s
zap=}SP!C@2iO#Lx6S6Q!n5F%lrBgWjg2-2~VYgsPE6LjAuj2GXi<y@WX~ynCmG2ir
zL-ps#^)}?K6F;j}?GRj-U{itr|CbqQA-;g9++FziT6l^9PoHVP#IukqG5jr%3&z_3
zZ}AvW{NclgmSy)#=9@0H`r2covtA#FcrsFVWDN!psX$71WN=U#>BuzRd1|`w{yK;2
zv>?J^7olUl8iM4IKgM6Yr3#&=f0$mMT7Mn8qGa2GyDl#)`=ZXHH_rlm5Scy84Y5x4
z_E7b-$ru|T{CexJjlYgDFldc95zA4!`IfJ>oI=d-^NKa#wnti$>A)}c-%I0hzrtOj
z-?o;GJf7g;=T%Z{n*hm0<3RbGcwl0<fW6rQvP`}`Hyauok;DS5OxJ;)FEP{eSw7>|
ziNl9In=VWv^Vwh&S{s;ruftfhW0BjNa~_?bu?J*a@LZ|gkgQ|l(i_Y$aGB&r!Vu=j
zv@C(al_p?Ij@S(1h*MLt;B$6f9e`HCU5990hjzIKN2uahz>+=~BsMFc4+P6A;D9>;
z6wahc$4TiscaC^G5Y8~D&?hQ~Y5)is$kJ6g@Kk;c=TW19DNey%F{hA`adnT^Cet64
z9WN1pL0?}F3HP-PmfYeiu72EnrQ5tfId^DtQPaT96xY|)^>9BOov=8(_8SrAjnROp
z=?%z3t>nyb`EgunF5F(*QW(G@xh<);f)cuN<&L&?^u!m9`8}OjB!Lla9i!j!q%H%K
zB~v!ct|=)NWWhq+xIPwRQyt~+eBmxTLBNG<jwDNt<R6>=vW=Z;&B)-j#f-PaA$+uG
zK@%!cK`t_e>eZz;v#P5MAH*I0nv0q$vmw1Th8a^Bre_*5Fm`}hH7V9ewki_X*6BTt
zlN1R9QMJhnMweng)rhW!`(l53(osBrg22dFBSr>KVTDe%Y|NI<F^&t3cWOTyMdtF|
zQ&*P*IOoX7$f@N)n6Jd3XWx9qx2K_K)kLq%?3@%Oaq#Q3`02;6g$`kx+){~q4(H88
z0SxqTLSGdLXrMJBxtI)YRqH)OkHkUt%Jc+xZQU{UYt{qeDu3-uG<Ab(P9E6a(v01@
z#KZH_5pvp+N+cBK!J%B}52u~aD!Q)pWsoi=B9SOliI6hsA3%E-u}?WW7d^yti%HfD
zK$rYh#pW^##OE!_MD7l~JtQ7#0cN_9>1p0_=cBZAgt58e?!CM|X0p)i%=`KTu)ase
zFHkqGA=6o0D6(PhoS+y9>|?2juRP--sw)-8KO~_RGX${`RqVS$**T8MGStY|OR(A<
z8&*`3s^3X0Tb7_N4yp3#ZonKgO)`Y2{Y+UaMO#G1SrPte8CL_-%IyUsm^>r3>Nz@p
z+q>n~i3R3-;J#K{8HryCtF??7T5ejm&fz1N*&i`qi?8<?#s~=zE@kR$EZh}?VHlsa
z9yZ){@Yw&Rc6#23(%qg_%3U0kMkS@jcww9Pn(N*bwCg0J7{J$RXY6|yaC}g@8W+!?
zMLQ0LDsKMnN-?^C;ym%$r$hAzu>0RQb>Si=SZr{AmsjRGH(zF7WMX5xKucjWP#zb-
zr*~7h?=fXkfhXYXdSPaP&r6Ptx1nc<wqw|$O;~4B04R6oFzF~ab~Ud1$-c(1W_d<r
zN~2&zOmOr<D9fnZE02~qEw_$wO!d*7;cM;f?NpkYnxA-^5<IrvFP&C=8Ka|V0HX@C
zx?<7}YEgYFL6E!00cUVJqFO;o=`s$MagD9OHF)N@BQ6cO6_l2i8dZ8yczbLuCU`@T
zC{tMZFSyY<k?WHXsc0!;Xfg?wcnF|pdh}+jeT(1&Wc}>9JLU!rbn5}(-|lXsmD@y}
z0|$`hd0DpGWM`BmdH?@)lqKvF|27BH?H+75fU_q9EsP}_5B=KWl9CQspq^nVD#xyZ
zD*U{Qg#u+b2Zvjk&t|QRUIWmtwgCH{1E3B&J5q1u6E34X>5+XSCj^PDxx+M$o4{HC
zOYBWW#lHbEFmezj1neG^r`PxH?#>*euRxJV=;-J$2V8C)Bg*RNHyGck1$+itSjlhe
z=&+2Ajh)nl1Hc4~y~yzd_6CyLVP3B_K}CZ7h?dgF+xw&eDn|sF@5%d%V|$ev;iBi+
zkE?)6k;bEz7Lt&_;RZ>rIwq7AEy4sRx5MN!+28>fTyzaQbtB-3EZ>IF0~XNf-1#Aw
u-BF<up2!9N|CkN>-!JI@@x>|p+jP|pp>Yh?43m++L{UyfHtV|Kv;P47KNL6s

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/common_poppy_synthesised.csv b/modelling/data/abingdon-all/seasonal/common_poppy_synthesised.csv
new file mode 100644
index 0000000..cd19433
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_poppy_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.877627866e-14,1.1520325352355653e-12
+2,0,3.572730467e-10,2.1920753372603364e-08
+3,0,4.9836641509999995e-06,0.00030577641877834865
+4,3,0.037205021850000006,2.2827417733557493
+5,57,0.8038976,49.323734855444805
+6,62,1.0805422,66.29746994258848
+7,34,0.5342507,32.779348853803995
+8,14,0.3101597,19.030078962350807
+9,7,0.1820235,11.168187156498611
+10,8,0.01606368237,0.9855991733523811
+11,2,2.927097903e-06,0.00017959426780662176
+12,0,9.84536998e-11,6.040699940480926e-09
diff --git a/modelling/data/abingdon-all/seasonal/common_poppy_synthesised.png b/modelling/data/abingdon-all/seasonal/common_poppy_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..23bc955ce55ec484be2d0729b3f29f621bf3bd81
GIT binary patch
literal 73748
zcmdqJXH-*L)Gi!RY>0T2q9TG7=_mryZCF4+MM~%`gcf>-fS`aPf`WobSLr>WmxOW<
zArLwtgd!q@k|G2`3FTYy-1q%?f83v6#yBI<vtehiz1N&io4$Umd!PI8>BA5Rg!|!x
zyH6ny&U+9D2kqc~@HaO3T`u5F*;~`tTi?yz+t1n)2GOzhc6V{}c5$>3@r8MMIl8&Z
zNne$fR+1EP@b-51QkIcH{O=LcZk}+N%l8JL;I|xde*pD@Km?An|Jwu4=zj{?1A#oe
zd+V8hDrNkDzv;|s`%;FHi>NR2EMDYXP}D^`Io#QEltv@ddtxhkT)bKWDIAEf__A~F
zZho?kdldh!@rU;>O5+K)?F_Gv5*<|yQFa@wfU{~Cqq=yD#<hh`Wo3HM7uB<I_rclO
zug5R$M%96H{(U_jIvB(8-^V<U|G$6KvKz1SiH?r;l&*>?xP>(m*4X;<g0A+|Jm$1~
zrz1UMcMEQCAd6zVcp=DQ5xsDEu-!f{Ll^?dl-+l4PiEu;Jw3u38B87;udFR5CZ_f1
z(X+<D)xk<<qjB#6oy{E<{m%H^!DDFq?tX5?v7cvxIyyR{<Km1`6cE>~njq$W<353_
zLq?U>t@|TRa77a%ggFba3;tUXg^fXLn-hXnW&<!gI|s^0dEK8DuA!_u2PT(>zG!l#
zdG|jIT<N?2@$=`?3-(`PG<5e{*x1+%mRa8s3f)=?{QdrZg%??OlMhmmKk`@++~Ez(
z&ZaY&YxnzGK_p?Q*p#qwd<`dqy^)k;83N7C2&tR!pXQc#8hkY#ewe)E?@ciGn<v6E
zR?Xp-vWtY$QXv)J8|~z=S}%Fmu^Z;d)gj&I;%2H_e_HXDIDQvGN!s~{?Fap}UU2aL
zjo+6vv}dfoU;VgxszLJP0!Fc<cJ_3x%!_>U`l<oH_mlxWjiGME$)fHQMOFzqGp~_}
zAXPao4i|6I>glN>sO^&*^w3?EZ&b~B;;s(!E2^WbYcO3cXa)SBQj&m$|E&xpGnuiM
z3z8Xl&XyN)er$bd+UNTz_zlZV(@Ll8-EDg4Xk$<{lS(4ny_dGcnE6cv<l5NU$_Fgl
zai3K+CRMxf_@Ms@OApy}w0yiU=G8M4b4o7Nwm0@ZtKOGt(zx6yp-in9NOd{$3`4LC
z9pAA2O~CH>{Ojiz5T~(tVNqgH?gPFlY%fxyMf1GiTkG}@oSIUsk#IXlM@PH|tXYor
zk7wrxvAS(0DXnL;dNM?1Q0LyMk&RZ4G2e1Vq`4&54QXlo2G((9t`Dz%0P;-6E{5ag
zK6GX-EZQCpFNF7`Z!$@4L*E`IsFJ+r``ZqkO!e#(Q{LTTR0gg(nfnr9o3klyw})Nt
z+E-2J>#5C1n*Ma`|Mrlx%5f6Y=v8jZ{PF(6IfqN<`PzlWaVzr!X_*18t|j+kPG-ev
z?2IJmTz<!ikK_@inb8{8EXI9F2+F&Iy_vW6ZZE}!dWUE6i&To;P~V)pU>>~GmgRaH
zlF9qyB<J&k%v_D_hfzGjzLAW^-5nNZ_?Ixr!oey<{+pHOtTmyPP9NpGQ9g^q_-WFg
zepA=lOFgnJTawO0ktkpKgt^bcpa+eBf@!bPCnsw|@Tp1>6NFK(W=??{&{AIw)@>Wh
z+q;a6-5YmCqa`F0K7Py=%?R#4HEZ9hMh%oWXaiNRa!Ed`2}Rq#b#pDx*U#mz8ISyB
zvb#zp5jLKtzI*qx>#E=OD#3ZaKU-6snWK}EdhS!Aqg`qD=E|sZsZaPI%;2BWMeyKz
z)7+@}28D@oF})T8`MK!@qUruE9f@LMDWTmKxk}_zujug!p%MpAPtQ~ZV?p5{O8I#@
z{8VUFS~u12XVad^RfVnblIp2G-v-s4_34H2`f9H;qdUq=|DITF6R_m<S5^7Gm+O0~
zd&{AK*<=YP<3_3m*YbWELC~$CkH8aA&Lqm321yHI5Xi}f055okiJ_mh<R=$a+iU}R
zEsE2YqBdD<st9*j|M&F?ZG+&BkjDY@*-5F0A|a-~LU$zh>nfR@VS;8i4xT*6w9wPi
z@{Bw|ij(yl^N31#XvB*XZ`fMKr4cBYxDZCl<c-$%xB}I7%ZJf2we7FB<$Y6$A!W8W
zW?P472F32kekRqcM~$4yq99=;qLTkaL%=PPZJg2AlHu@e1b;8uYsW2=WeWfIIV+?Z
zspk3n!S)(<*9V`m0o54cIVEj+G}vt)Qy=_xDE|c5x<QlV7v?TRj@J=X)>bL83T@jp
zYSXR@>Y#VWrKD$0IScfVH5GWM0%CM9AZ~^ydKRAXkzZAc5*)l(TwS1_tBb$t(0&ga
zvYo0VxkjH9UQyp*`SyL$tXt{VPU|rYI+CJIz;g|MZ?d8VkkiOrNT=<=ulIRGaYG?D
z4_^MW<+!Uq64ZQ_FhO9d8d(Iu(rfjp+rE>?wfPa-IG<4~IxK}yU9;w{*|393_rtYX
zU?p~Uukv3<&L+dJ+x<93HnZ9uuR@rb`wSVFlv&-%iaRwzW<r^vyKABNTEb=<zP)PK
z1@pV525GZxOPAuBsHbz0gneVVnV7P*`thDwJt=Y45MIz#uuywR9dhNv0m!lU3T_jW
z*RioxZc6FSCAB$s*Oc6UJ{MI|BG&fI=Vqjns|E+3kpt@+ShRW!H9kIG_4Vu57}9A4
zm$_sWKi9B!i!!UQ+*>d9W2m6mr>^GZU77STvPAlXv4qrvN963gPEIQL=9^Z#rn5km
z8$k!H(KyzGlsvzAv5;%y<Wtw|UZKwj3N8js(6PG{4A7ob2!sLy9NL*sa+@{V6S{*&
zo3ofywc6U+09V%LVyW8dB4Mpk6x1qkPlP7x)R@ktjr=Pf#ibmqw$1*{L1fx=d)(T%
zJuCBDC#&vk$oiBj(xToMVOc-+X4Uc`ViGg%hh@>Rllmq+YAf%&CUw)4`Q~<SzSz(0
zSyjLEU65fm3D%jsNlp*KSHGp^HWBRF|CK0hh$n|&x2bMw-Jj(d2wPU?@Hp=Ip1r{&
zlh7IxxEMc7d(~RBkRJ^pWm>i3GFEfdfkh}bCC^VZ2Bj+u6&lItVJAItQk=Bv(A^L{
z`a~mRtS7dkiCn3Eg`#G&EqFymh2+&Kmis%v!ufu1aB%u!cmShYk>LWzg^>>~#>rr}
zuFWAu_0m(xnBk~HhYsOA-|$PR+P23^E!Rpcu5+pGFYZ}JdnE-O^-3zHk2Aj2?|{wZ
z-#;**mYW_}K;J&)UsAS4?9tdY`?=KqR?uip{fKWYKD6YZs=}MP3=(-Gu6C+5N`?IE
zCOIP%lj|}49fNRD`qOA#o%DO7n@3~o9r=tC^7x1h6O*Fs<MbY}3;Lg$PKv_ns_jn?
zJMvT3k;C7|Enyob*MpcYlgQoWB&>gDD}FT$QDrOY-UyCNhv5?WYAmfLLv}XEn6)?5
z)~22gZRy&7i90h%mcHttFVajY=xZm}wl=!tdi(>KlzB-KV;`oJy6woa1xt@7zpfXi
zob;<MXRKk6EOF{;(rSb0hbG&uiKyl?%HBV!b$-I*)GXu9sx5E19RqtrV-&lyT6&(f
z1&ZpjH*JjQhbgmF`m?j4fi|Nl_~KnaZ3)|z8ACdd$F?#q(G=VomhNS3+pM7x6k{!I
zZ3$~Pj+_4HWe-FCS)f)=GPfDdmfy7(!nvgXAeHc)orgDPns&<RLxoB3;UXv=!Jmh^
zd0$H_+N*xMGPGnb8yVpd+ncM5u2iJ~fw9gXKmHV%)%G*~J)!4+7F2N#YVEIRiBy))
zTyHaD*wk$U^9<~ee;IxEg_Q^-Dml&1BI}lLkd$w^j65xgm8RmSyyp(r)0(i3-7T_4
z1XH^`RwxZ|Huz7oDnZ7i;>X%dFXk9gK#@y48SIrH*Ltdg<zqY0*#c<JNZt{+C35v+
zsil3_r>T8EI9_mOABssN`#|0C+y$T-ji-Z~wBbss_bWY-Sw`TKe6G*ChC?B(D+wm2
znVbWd=e3q0FUpZqOoN@OTFYz2dM1@lGs)K-<3;7<25PAQym^E#(#ma0uVUl(z1WM*
zBr#IG@Ji`3xFlAr7wZ>&e`iU<awo@{hX0?;T<s)jJoW3nx1QmeRl;v8J1`>kmc~*y
z|M?MqjmC50gsASyxQwW1J2A8ryAv2@<?$r!3F|f`#A9c2cZa;?U_)6St3srZU+}2A
zhm`&3VHN^Z*f1GHZ^U19UMqjI%7_rKnB#gzWL@Zu<Q5FJ+}ztE!#qvV_6N|8(IBi<
z$nHRUzYeRb2sf<%dV}$L+eq8lW~o$HI}`AXMa$h$q8`0*E#2#g$>hjVVAs|58>Ayb
z$`xARXXxNsYsu4b8hFNqXsTC`1=khgHmz>4<f$6`Va8;*I4y)aT$}<Qt#HJUavmlB
z;yMh?nBj5ZRL3@wi|AvFB4h|L&XB*%>qR}E(8+Dq<Sqc4@t3q!VK9w%(B7``U0-Rh
zI3!7i=3Hj`FH&azqUmBg0QVzn6R4g~yDaQ3W89TmN#5vo3z=?+d%K<Ippjk|R>db_
z$m@_1v{TVuZ96idF|5EULeE^*`Fx|=(z{PHJ#6oRz|EEU>0rE|%6IA*{MJ*_Y+UG;
zZFb`hD%DToylfqScO1>IMZvZEH&_`RA+jjuNv^XQKEv#XJG1J!uQk$jt&#vEbFGD5
zV`;Ri`H^ZBM&kOyc1ve=cU$nquFpyMTHm7w?KCh%#D#k?S1K&;#hs<P*p}{v6sT}~
zg&fPG;G$S@9*(GsV~{uIhNTulE4W+WIS95a;2>%&y81rY5y=%)t$1$vkeFms9|zmR
zm-yalx3@l7lR@t3@k(K}HA^#R3S<>0gVE^jrFLQA6<=pG>qenrai<sQwP^aBnVY3L
zmn}4^s=Jn)o<iOX-C<;4B;Q#j%bHfXbR_7Qd~R|Gut-YD4y2T~2a3lduX<<na4(Mt
z7;r7?WT=k|bV<Z;V)x2rETf+%2nNegv~yr0wU(b5aNfFP!(sgL{(E{iruLDwks*mf
zcGV=-xj#_{7(Xt=t#i1!_9|#_J*XoFgsoK{ajR!Tm6Y7;hq+=V0vC(%tBT{^`mcp?
z7NxM4#BE7g<C9!wBMJZ~-R~t!Qnpb3OE#8&zDeFHT0R?k=}-*6@774|^*^;QU>YGT
zYBh$$I3O-ACu?$s>-y+6Mb%m3!N(OP?aeLMW8d*UzIdFBtQGq>fz2)E*V{WqhPLFL
zmd(nBuqSI#Dk`P>g0M-0j=5>Gs<GRTVZ^8nKzVwSw%6CE;{-;l6K8}ZzfOd=&=eHM
z-0y^uq+XGC+>c2zhSWkw10;6gndL>AYfDn5BO(4>^sobG|8OcwEUqTaG?@Mq_C!T`
z9HGAT=MGs}5ISukAbDqEbZWn@RAEJ#dNmH*DE*(lD#POp>M3~Ylb^n8n27CAYqBw`
zyt%4eSa~nhw=yV{Wi5&=Hm%;ow`p#>aYBYT!=6B1J*Fk;)c@YSX3C3`_NJ5VU1oMY
zk4a9q`Ve7BoZPy#r-T!`4WH5khOLsd!p6GZgl<g>-+G~*7y#wPJr<YzbLwPShp?45
z>t9S6pS;;Ps(Gv_JVnQ8lSy4Pb0eBW9O`0<A*?EjN^zKfiK|sTl5fh-6O%M?TU<wu
z*9x%uort;-+yOo$*sWKfyzs8a&)KJOa&?00_h!MF^%Oxe&an;H`!zA2KL+MmOZvTw
zTBz!~mc?azi%0PRn;~wLVA&{fQSwC5d5*6%5BROFcuz|#C*sZF<2s*Yn+1Lx4mPJH
zt$e}D&=w`Nj}<n6s>Ja%G1*|`8IP;4uXXYpUsw02qoGV9-1@{xdD<}_MXs`oJ<xbE
z&lp{EyT*?GP|?9+gh4vCWF-li*|8Fklq*#o6TT>U(%3MFNm=3!kXbmuiTi$pNjyDL
z-OS-I3%biH!j>4_Y}_>HT3tlj8uLov41ZBBY&qUu4RP?uxF41w!MCxA^PG@!wi-lf
zP|GQ)i?L;8H?sx(EAuagBQg6?(|t%6MQw%9i~~3kzeaG4cm?Lx#(m|QIMYFRx{kzg
zfZmJ7X?gEku4PlrPOoclL!KG&T5>=>eC8_<qbW#0{xL3_E<)oycTD~{DPgz-s;RQ(
znP?l%^D%q@<u-dF%rP6Yg7A9K$POS=v+hLkZ>ajRuC||<mc(w%rf?pfiV@bBfL7TY
zY957a9xQ6ov8JNMDYLy<cSb9nljt4-G8U=1J>g;tRlh#0`f#7Q(JMwPgW>qOPhWok
zfKY?}x2&?3GuhUfLBl2Hg=}c#H;JqUy<(PE%k#|vXiCw|VL;BzeqwS{J);?c*REY#
z0VtGQi)eXyXcTlw{W&rUCoQqEL0#qj9{uW5Kkr9zDx;?7{cb>!?5m(Hljf3^*h><L
zo_~HebF|m9c2G!Igb}F5zj<$pNl5Io)08iI&;`JD30o2P(c%<Fk3zDTN~P#Bf>p%h
z<?6}9)iv8sp!6tqHLzZjDr$Pi$8oJ)$j_{oWD7v|S{e}zk1L2z<0+bp<}*Yi;hN4I
zTw-jTYjm^pJSWXh;<3TWAiAJR=zjhUv5p{V1%+WF|FZKFB);y$uC?Uh_?25bJ;PgM
z+Lu^0i9Fl3uISO6JloQmcA16sqhsIkLm!tmwSy+4q$Hx}FromfX0QzJcJCZ0Yq{r(
zshIBG+G6yyVJ=IQ!Rf3fDnp`Uqc<H})`GZH8(OyZk#FES6Dnx@v!6M%yR)V-3I9k6
zf#l(Vj(77VD!N5l@ubo5u;vd<?Fa2XPH|07*z>vX#XdKd_h22jx|IfiYiGW(3m;tS
z-Jjk&Je<WR7x&u~oh~*&OHqCq>PkuWIt_(un;0mBLi#waFqMn6(3}S0l|7gbyhE5K
zbsv&L+`Qo-=>m=7FRlR}W_*T9Ehi7Xgvwe2KCY|jUU<`m&!_lHwVI)|<s<Euf)vv-
zD!|NxgZcVtG9Aope8EFflGdU?;iCrksTS2Ww9Hpfyc5u=8t$;6fww?nxnXir@gRQ;
zE22uZw77=sk#S*{v2VW+)n9DEA2lttyX0C*+U(h!8~2+W+8}4pDH?^eU{Ic&X=An7
zPFT((yBj^B%I)m}mcdi17@=Ild1Cn9$<SS77^|kV*}~`v)o-s1|10m>u<FhbjSu8?
ziP!OGEDd~)Bz{<JOpBt*hXQp0&vU-7uTS^ga5&Vr+-I#lEjonOPg`qZ?K`ZAt;=}t
zd!&|*>!iKd$|%lOqJOB4)AF>Cpw^a(TZZnCrKMOIZAd-ivPw1@ga5+rZo84AbWMA9
z>!Jg749`t$U;S1#U3YQU&EWgCOx@gh(RZ#H_l1N1gwZ$Y7?!T{aFGYc7k0nMisOb1
z9r|0c6FYv2OD2eX+F+1XLZxa3s}Q8a&T*V1im(&c-7x^rbQQiLq2<rJFT|<-+UG8L
zQs4@}c^fRCZ?<<ly+T`FC@kHNq{Z7^ui0~#6*bu%EC*nDq|AjLju&97TgGektJhaJ
z6LbyoB};MLp5;f5<M_)ZElC=Qht|Ozyb(vNcALy>rl86)->6N<^{7sBxtmPJ3M!T~
zRRJk6Eg|3bRFQtpBaagFjN?F#63+E!MV&|7C3Nt{@^K+;f|-|2dVAT9X}L|r4zn7o
z6s8f>Q*6;Vy3y|%R;og8KtDrl0#T2CX0M*cb_HIAu1Y?zA9u21Eg5#&+<z(}Ap8h`
zZAHcL7~z&%j<MJWYyng0mJrwSTOpO<Lop`3fdIFU*7+2AdC1XPU>Ol_Xyf%@t=^1J
zRKIfRQD+s=)vPl@t9mqm=0(0Aq3pA8CEmDqcss_U=S`S~)+qdu=GJ3Q$kg+uE0DWa
zaCmQY@MYap<1Z{@g<RN?WWeOe9jJrPp55$f?4~&r_ea3KKt*sU7mBuKPr6!~%rE{G
zRLr#`?s_SwSHYU7sR-J;AVmj<WCV~hp}kYHVN`TXbie&m=w!_vQv3?s03)4*>_dy>
zakdzin9c8NbD1OxTvkk|_yP?&e&R$LjB9xYPLvlgbH9}?<3O8a<LIP?A8Lu6K@EPC
zktaZ?*d^QTGtF7=N|sB@%wc6uL<S~Ca{eosxj7XjtW4Jt{Jvm+h`7SZ{HnP_c$~;Q
zVDDoz%gO@XFt3Jeqo|^Ok~Q_ELb8l%|AKh^NFw(cf62OAzm^~29`|os49addk+iOH
zWEP|X#)W|e#XZv$=4BF1%rzGl{Va{1ly*$?&|amt#4g6C^GHnZu%V;eVQ}UU_YgZY
z<9Sdj2?04K_FrMDJ=mkRW(Frl4k!NB#=s(lZn!r=G1My3;c@8^+0m`))rBG4DU=B>
zR~b?E`r4aX<U@D4-59}M7HIeed}AV0;29@(<-<ayPW%Y>P$1icxUwYOWdoLfKUGWO
zep00_UZNp|t119rtd%B7BFw&$cRkj49$GdM%VnFK)okn=EBFcBCFF<c>+It9A-^pu
zic!K{^o^1?F?7`|6TY{f=PYGKUrS3Xf&#SNR*pVex$wF_&8JH5aEeT+tb#^{ASI8o
zb|)YX``8^_ho~uR^m~yk?`)VaOhDZpw<?5n@3$rYZs9=D;@n_Jw|%rVH|%y*FLf;7
zn^fTt?S!<8x{lw34wq!o_2*}9P%xI*5KM^VL*W(hoR0JiFI;?TiG|GztbLaJIj5Vi
zKQdNyX(JTZ9VoN7O;tNdLHYn(t^9Q_r4d0!`eB}=JZ-ynZ;!~+V}C{4B<xmOM+i!$
zUx8AYCxhT02?FK;l9&Te53tW7nY@p+ii0&9akYGE3Xq@*?|zxJ^pdMs4(;>ZYp$Ir
z*^!V8u$Iey{)1PzQuJ}*=MtYdHj62?F2`$2AKKLHicBJz<^Lr$<)=(H$eLcPx$U({
zp3^l|BCl3`0zNW*`1t)huvm^Y0}q!;-c`<S7}blMSs~NaY&`4%q=Qtex2st~Z`%0G
z#br`Vr9=DPMbGkILfP2TKJZ^sON<_c^Hb0_gB_VrXzU&pH{<UGDysE0Yqmd~%bL(a
zxteK~iBhJsD%cN(nrB0^teQn^_e5JIzfSaU({TAXQ{($$r+M~SrB`(tDY_0@C`soI
za$Qpe1XM=()~b~kVHENG@SBJfwgMaw2fbGbLkp}aS)F?6%3obBCKIw+XsLt)qPc%>
zEebJNb3vn}oTu{wxE)B$Y24^8D4pS$YM0aJY%}1#Vw9*uT$w=43{}uWmG7WKj^vc>
z%23WMVoH~L<jxiyOn7_7BWjQ|cQ#sj&#Q~TL=tHsYoHghm^?+@=isL}6{5_33K$EX
zM+_xPc@2agP*~XnDu{Fi3Z=5uFa9q+S+0EzHjYxFWO#Aq87qXbdMa3&z2UF;{VSix
zrJS>NaiH-TnN11Su|?WRM3u`OmA8EF%B|iQeDEcDZG-Ki%m1}I%EWjnEFLAp56?hW
zp|^mRJFY02tD*;&HGDrD?l~Nnm<HG1yU*T;_*kCn?&v!lP$Wxl&VKFggO#?56HM)2
zr})5#mI^&^C|BSIvJcTc0Jp!~_rTG;6}~1_`N#lyP0k($+7@?BPjbYrt=a`!@AY)l
zxnha{WUVqf?i;6Bv^eGG(P=O8DXEgVrvbH=CX;}y-F_4NF$wm|<X(=D2ESd!k&31k
zM<%9HSXOfHNKV~BJ4PV8JNRI39?)I1x^*dKxheA2=Xm>rra!-9wniD8=`xa^9O<?|
zjQMl2>|6=|U<H;53;FleKX~6T#=B7#p{ks6C53hUoz5PsHhl_LeVXN1k$#Y#u~l<y
z2Y|4JlH!}|g-*WdWy1Sn(n_hpi&c}ej#XZoP<$ve-9rvZ^^m$iP$Q4<JoRlD3Ay63
zb62IhCK<0F>in~|@f!`h8$$M=jGzctZNDFxMEI7V7AYqyimEiWrg#b*6ym;^IyOjB
z8XX3njcikc?Jn%0j2u<<8x3l*NYc@^hWgV2a4@<U>wV`$E>p=VgYcahq4UO?)x634
zWE=bX$GNWe>zh&!T*)w7jm?o=16pnGtZNlX%3*;&SMm{X9#aw2`{&lSVGJiyEn#PL
z*U$C2{7KyNYVZiAPVIzR@75Dpo%l*$ywm~`mcgme7@1}%*`(EX3Gz?JUdSu|1W`R^
zg$uEN=K|AwVW^P&@WF#0UgJQ?TOeYPLA~t{baYk`Yd|*%j88~NoB8(bq8@d$5?Rg0
zd2(=k>TSAn(x*=+^;#pj)heBamd)Wfpfrbsk-LEmH|E~T9YAyIAp)04&)eHOeNoYM
z>=PMt;eM=lN$6Zwl-8J$aOjptdOM{*Tf2NMSpo4mH-Ir4U||Wg3bqy=a298AKV;Zw
z7*10dPGWAl5I6m|)|W7(B4J#?^-|oXgu7{wP!;yemoLEtAL{538t9+LHFg1$NewyV
zd*<J^wwYQCz#r*i`Z>HC{y^$x0PNZBmyr>=Q~QHTszNNffG<^ZySjFBp)d_WaSLJN
zAbM?4W3fr4=UK10-Yg6Pv%3>Csi5gmT~1|?DjXBwfNWq8MLpE@Jht|(zA#d5+e;Ae
z&j3Ot4tTr<KQ|5s#nlk%1%h_A5GUpAV?;$obDL~|SRRF8ydYUJLte$j^?2>x7e-bz
zAvM4*RV5LpYv^D3rA++4#|oK#Q7?&^?m=1_Pkxvk5$oQ_%bWJz+1dzThNWT0kz++r
zxgM~S4d-gV<k=2PsD!mguVU+Wf#IpfR`T9cH*uCb@nj5Qw8Enb3ksk1%GNBq6RRhT
zA&S((5U6RT5%oh`E@BH?#?M&eNTZ2T&4kN3p0RyRwjIp(NJGwam0~@50|U>oR^2ny
z)N_|a2+QajF2yBENw{O<Q~fADB<e6vgxJEmbjJodk74qVX#m6Q#8;HchEb&#Ru9<j
zCV0~)#{EKrkYO2XOpPvdkGkLr#x+A@bx=PYpQgf^uneQ0P${tpoX<XQS(+v{zN^Qv
zi**<7!PmBJ3}o#5uJ3`u(+mpKA<q|{$2@`L?U6KXD%M3L3nWh2LLC#ctceo9t8Gls
z`2)o5f`<v0+tkxxw~YDU!%CnEFJM<kY)2nk;a1$q!=6Nh;Y!;zb*aMsS&houdWq0s
zV77@04x$pi$DGptS?hAJtQ!F%DkKtZPhCh9gRNED>{0lz-F!gU`&!djSN3vQQALyb
z6>-x+*eRpLt4?>srL^&=49V7xYZ7(7)CIeLO>(jf8u2}wol*|AKt`%iuhja(nC)hC
zTN-^V#pTGBo%2$#>$`SIO51IBXB)2?l_&&i>u4hOf%X&1RhPW{?kD!8L(vzBixt+n
z!+MGTz>{w$27pafz;WvR2K3$}*p((Q%_J9Lll{doD$%*Tb374d{LK0-s?6qoB4Pu8
z<Qvd2rbYP?1Dt<Fzym1;VN)aYdvf;$ms4?x$u3@PL}p@|UGkv9qyB4(Qu?TGk|##5
zMNxyTi4#mUQlzsftH@lTXeiQQzu;%LQ-FL1fIXTzO+X!|Zd(l~jl6Rw?JArZE0`d|
zp^trCptCuRSgOx;=ix_e2O!Obfx^o```Rt90Qb4Q<DwtyJ8Iq~-AW}?+PJJqDJd~x
zwT(hVrxhs#sRo(h&ZB))==^?1D`NB(6;+am@aRTSO5;B+#=+Ju-p>uztBM>|;3k5U
zPw1H-T5Wr+)S0!1A}Ir;YhS1gC$@{u8j6*|{jA!C(Yx8_$161FsFkhd^Hri_9<Wl;
zN06+Tifvaq0=(_KdIkz9Rc?I82<26}O}Ev5H?lEyZ)k+oiE5M@z+Pe2I@9%V3l+6r
ziY+CBM%B3_zmBGbXUqEHE4*^kL@A*VmE6%KhYY$e^5MOZk!O!e7UIjfAld)G`ud)Z
z?}b1_{-xlukn<H;vkH19Fn$XTNTxW{YCOcMOiY||f2!XzH?pku<9KZ^u5<QUrSKKW
zOy>cJEcVLt2Y0?-fk5(nCBOEEe@Rp_N!CmPf6RAz8Ed-LkJ3LB&GG6kKn;+al_>k}
z(`tX3_To`|8wFiov>}key9(J6I<IXqY7L)DmE~QA+>QSm{(xj&bP3TD{0{dL7!^=R
z5$G3B-V1piebu^UAAD{L;7cE1Xp@yw$dwnpdiUP+x%>Ak@E7IbX1i0;Y<SuBl$_sZ
zzB&*K;%kjI9o@<?{DubfH4wN;X)O+rWBFGw`~HgzWqxM|GXB19zP)4h|Mc;M;KKgF
z>p&?bfWrMDKK}SZ&VRoVVvQh_n4iAko~aHz_rsws*X|X5;?zW=P`vqUqn@jUi*-r0
z+_L4w|K&|zXGA9Is8IiBd1vvN@{W_mHm*5ypyBYn_N9%@Zz0BNJn~Y)A(W&)|ArjW
z`@g-(TVp{<YwSOp0;<t}FZrW@kN-b>)OE=d{O`w>m;F`o*_S)JySo_zQ(@c3(+dVd
zUb7QQQ!fGaWWTIML`Cm|m`XqJ7Cs~==YJLlUgm}~GVD(?_{KvB>|lX`Hb@#d4d%TE
zM)B?OGr$C3zh2&Xd|gUPXMTRZV7}#?ad`NM%v63IHL0uXk?5<Sx!!Zx-@d(U*alG)
z_R+^|_^*^@=5ZbZE0x3M!^(B`iJTpsot``2+u9=P#11yGPv?mJJv*zsrw>GUl*lS7
zba}++^=}Bafd^hUUlIQV*xu?3TwTb&?6tQ=US9T03Hz+d)TFsNhsg~DsEPOhnZdBW
zKXiHaPe9Ip;)8mUc`F|QE!xf}Hl0jq5Lh_x#eV3)>tI$>(@mcrn;g%V532V3bCQ$&
zmk`Kv@$Y*7v+z#;bGZ=6|9%uHqE0lLvP}tjt0suNL+?!hC!9c1rUbL;)Sap%H;26U
z_H;II)PWve(n&H++y2waql-27>Xy%PJ^Xn7{{-Qlm#qRgUI1L+K+wF?M96=pT777>
z<O0|6x<DWe$%E{`I7lRb+sEyrzvr1;d6p~t`xPX=AY})X=F<v<c|Qg`DA2cbQhc=F
z_wmEv^}*u35MJB%up@6X5^|vV^**u}Odl?lpB~G4FMYcAo=*I9Yr*bpSMpam{Ea(M
zD3l%UT8Yxwy5-^Ffg$DUq~vJJG(KZ17~o#7{7%q|tZ0N32>iX}SCWe^^#5jk<8;%m
zg%<GnlSb*;!aL_y8_krd8BfhP8V^IPFRMx1=LtnUJ2C6}%rI882cd679h93a8vL|_
zSm`B>e>f)a^)UlHl#e&Sa{@oPy_ZMzu~mw7Yvg=kDds82XsiHMvDm^TGx)Rl#hrc&
z$Pmw+d2q8HqcZ1GY*QaS;fmf5BlI8*0vQ~1Cgge9;b;pr->Qk^#;lu<2Vn%PoJuzl
zU&T||ks#{4u{`5ML}ddcy>q*IakR3~6}#;#`fhVjUypNq7KFy0fo^F40tVnQ8$49w
zI$Dw6<jXwi*0`E@!W}VOlzja7@xdG&!L;Dzj=-r1fpFJd&<N*%`|CZcUP&!h<Nu)+
zyzc&<k&Xe`EZt*@N=i^5cM}={7^$TF+^3(-IU~XSOhwQzESf3-4u>yl>~6%x0{RD!
z-jnj8QZGY25QIchN#W2s?|ilrl{-GXKjq6$U=?0jsSSH@_ixc_LqF<U9nc!quNoH!
z%{1C05@Vc`$DJl~h(w#xOB5SaXHn$HrLeI5M>BY4mvJ(FJ0?tro!WaD{=W{fLnlCK
z@SMF|te+bzr<l)qiH(%uBp`Aa8JT%R05>1LN*g!*dOyxES2wM~q3^sJD2M@7mE>}A
zBL#&^J-5sMs=|5~)H%=DJ8DxePk8@+@JIMCkc6>|of4(b0Gjn4hQjmj$DP$3c21Hu
zXGaK%q3FwV+ma5>MQ^2pVnL|PpnBXlg{?j{l<4a!X#yv&55U=MF6o-gn;9dEXev7(
zR_QuE>i9w}wsIGcei>A0*n``DS3pyxtXm}*bA1*&llF!ea?F#&^G&6dtZmye#*H`o
zmQ~?Cb(>sj@I^+Kt&fRJgLuJ*&!0b&tAIB9BqL-qKV)m^zG(eGcoctcMdn;-=(h8u
zFDPBQ_i|u*COHM1P^m&jJsmRun$+rdLAT!lW+^>`XM0dLjfzdO0qwA0i>AQrEM6?d
zP8@PKd4ByQSJ&vYZt}IZfFmgq^0H0NJt-NS+VJkrGyC+UUM<vt3<^kl0DN2tGJv_`
zfQ*z69Od#JU1skvtLX3-2Y40$1RVU;_9jiixNHR|%mkp{(rs9RuXz6!sK*r>r2^`~
z7}=`r2EsfPk|)C7HR^Y<@KF*0UL@na4!{hH056eXc#XD=nw<qj+;c|(<n~4owzjru
z=ceq*__P4m`nfM}QXyG5lwPrM0(W6`<`l3<QWrrGsx&6%h>%y;RZzN+VeQpfv(kd;
zJ0Q}eM9c-^aLH#yH(Gr+M+LuC<)WlWvWDq^@lWsHKi+ee$cW1>*uSYGeWH@87ung5
zNLHMnqAt+Y7~}SPCO}52%`uJ}?Z+;ACLm;|>^=8$-@U!iVaF$THo_j<S-J$O7%yUc
z1-05+=hzRrg*hY-!Wuviv8GB3Dr7QPu9aS5g%Lby1%a<MdBRE$Cz*LZ3|l-c@AUhK
zMg~YMl%g8D)tp*81tg6#*?hQeJ|`vhr?sqta2}@>;zwP#=I4y=B}cE%qu!82ozYq^
zvTAh($THj#CUBtcL>}p5Cp5_iyN+=4pR5#t8yY6+s!*?!l^E!sMLL{T&@6>#6IIE|
zJ_TN+PgiYuPw1EZNL-D8<#5RFImK>&S4?J`3mQRo_x_6{dmsk4F{5DaG$Ohk3J9M^
zI%%{DA-JLr=&aYysB8cM<eX;h@<7Ab^}co=At>nU8j;BXUAo9vC0MGoy$d%VQ+mpP
zmwo>5;lpjqH-hWld$Ybr){=N3{MWg=?0rbq(614dt<jQDCJi7gM#IFfP0qYSAVUe7
zVxQ9`1L`&e@-Fq){efIPzwq#|w#aZO%I@_wIk~i~-y2cQNs$Ig)wN0p-KT}UuBVd0
zBAFMx>U(+UL@IS`Y6%#lgTQpt=KaZSH?+uQ>lHBpnhyRLQevG~NJ!|q>Gd)p!}X5M
z!YfNlOPUi$2mfM5$m0s%JK2?!NtmQj?yvAYnc;&vuY4kNlG<?k!wVa9ZH<dNilV-Q
z+^sKoF3C8i;96%nD{tTAkEwuIKlwO6uB3$UZ{R$>x7ZSE0mKGzcj5X8pcY(nt6v=U
z5$`6oZGlF>4l2ug{JM(-*ig6L<ws-r?FXfp%>waw&ZnVlDXkd_cA?of{)?3aw_5`@
zT~*ljUzfAVaVe0dVQexaD1jo!uYNcSZkgs{&_`bLPNiQitPrC<H01Fumj@Ny1ZX18
z;LfPH^yPwQJ#dnxPjLM;ja>7h?ir8G`CLGLL8fM2cz6AN7OB{{yd^)!wZ{(x#sq4%
z8`mZz+|#%vsu!rf8NaTnAK*D#1fpjBNy$#JDzqD-DnsJq^>+p(o?88LxzGaZvuG%4
z{8@vw^74eP`|P1gk%De{ljE-ch;gm#mpB5LWoC{D8|FO!a!D~EP(ae`$u~@r_Cp=8
z?+@<PNjPym2djuK`}Tds?d#=^ETKR|a)!do@qz-4mEJp>q{*Gxu1lwXMDs%TT$GTs
zYweMGl{^V@%&TB`ZVpqgf^3Vlkh1p!c$!b58>XkC;<_k{0pLaeEh9a>gpOT{O)XoX
z)5=!ZUE#pdGre<tUqRg(<>+zVGp;z{|MgMnHV8KR6m**Y@dOF-TTy)}hQ%iHATr}M
zd%E(=L!fp@l)csAwu+kuyY#~ecMA}!J&RoFQzfx$;AbT-`{dCh&+Z?|J^-HCrC*C5
z8<IwkCg`$6*|6bv7P{V<8hhvSN0VUR=}ac~D!>Z7M<wM3qEDKG;LGN;@NOOmmXC_v
zv>O@<-Ix)OGOOt&(iE{9Z`1vMz0QoY9-5J2d9%eiS<k|n^v|Ccj$~Co(ocegSOifk
z+0kh>R)c@4<J6N{cjC;XD079^6?ryRHiu`J*ZUfP5}3B3gDBC**_eZhCHHc&TS1CD
z2+5`^Cr(x!(dCLaDZBm&2qSC*=+D5cX642`sS#&HwSuwLAkEq9TiqTw7bFAt7rITv
z9C5IIQRuX8av%v&t)zbv@;`NBbX53ThQ*)K`+Q3>zsqyAjUIjYby!Ax4<s+}kjK?P
zYF${Jx0O~_>jE{fe!L1zZDogQiwp`4=l{wD3W$krphYMd%t_5TgyBNB7cDtw`F+Mg
z;8u5d26Vkt7IhLkS)0N6U~gfoDc>eL^4yVELFwaBU%xq!qvKUjZF+M!viktPtf!m_
z+n*A39ttn!Ppx1Xdt`%X)*8m82X(OPSfxllr}m5TMG#snB3K0JfQ)7T@(eD`Dwk6!
z<+|e+p!gWasWFYyStGuQrvgE|L8WvRWB?3ZT#D2;exHD=8)W9Z0{kQWvErA@AW2!z
z@B_we^j#G{n)i+Z2>uW1+=4K*{cW%>MgM#2%`)!~jeKyRI*=eJEMd;XRM>@IGeVZ;
zb=`?3VJ(zBukX#Lf9$W_p$I-xn~<4$4fsq83_GG4muT&v>_;<mcwYL2a^qdrTF69Z
z#xSkFImYEuTf38c)V(@~n{!b;f_^1kU!tY5767Z$_ZgF^%~mBF*h{|6S^@RpAU;H6
zcg{ET@%5ZU?`Daot-hc!RbWZ-_@TFop)yGK7k());fHWl={C+Dr#+CD>6{vF8d+bx
z_B{U_^WSf9#qWOmn6SMlsv%i9XW(8h4cDrSZ@`^mW%KP>V>6Bx-oK2Fw*ry8G9$db
zD5RITfBbkuuG3IrUHY`8<+`*Qy9AWo{|kBoU_$RNn~BcY`4bkezsIxU43e)j<OW*)
zvb5NK>+OC3>>P0Hz5k9yu0F4@tqt97*wuQd^M;n~+nQZh+<;3zlY8R?IP)>KYY%}m
z(UW?zm1J0i1C!D|%C-A;4en_-N-vknrLs$;b?jeK*uZpKGR*Rmr;DX+J?;p~HEMF-
zl;ZkE#rC4v>ty;DoQTZKY6(wB3K6N)w<CAw!^@w#1cPH81@bk8cQ?;R%Yy3_3I5Be
zo?oA~e7X>~lYV1c_-TTz_M}{x<|qC}GItG|8d|?%pY*0qwPVT3xaHQOdC&VzbMvb9
zg{$|XqnD)VlNXCqOs*o>l7RS0_VPXdEIIxB`qF+eMN+-%$C;iG!{}&n()1<y_saWu
zoxdDpU+#Yk{roe95tKdd99MGp;aAH<Cq>CgTP9`%+puLT#&F*_%L9(g+xPc!oC?}b
ze2Z{n5$=y&s1!8WX{QE9@>&w=Qv)7v&Y+hyE`viKH~(G3!Mj1j4>KlaEZx)|pWcXy
z4xrTB%_r6FtVYnEbxpG`iSPehQbK~1PQ#PV5xRLb1<z%XXk#NmQwp?Pu(V(`dRsZS
zsVP7*?`?qOv=10s$OD_a01OeFzV46-6wJRIh|!}_3KAt^V_-Ih2TT_A%M;ALy8jc4
zFsXJ;8_0R`^`1fJG&}DYu;p&YY96&`WuqdzG+v(mZ=Gh_L$w6qEJ9D9iBoThO~!>8
z|9p#RKVpJ}R0!5aSQzry_dvC_{@El84ZY3DjtQ)O`X38n`?CSR|49Q?b@S&7o@b>N
zYH1)os0@VFkDorxnXRQvZr#Hr$&@bpHUe2&H*+2&y}dqaD8AFEanU&W%+Ot_-@wWQ
ztOBHEqHex_P;_gtQ6?cUHh-P`I+n?AjgpzLpYnJ7;U>Nl0D)Xe^11stIHTexLQGMD
zjz}EeZPj2mzT9p7XzhamJzymWhg5+?Fc13e0Kg?lWF}zM3vBWRg1L8wzc1MRYzoso
zM&#&{Zv(S2g+)cd?Sb5PHF*C%%r|vB?BZ6M-%cFS9VmO@{oVHCT5zNE(t&%`Qi)a4
z??12QHIM;i7UD&E#Z-itOp%PsylI8~_@REj6AfPXqTaz?2CANA_aHExk^>9`Hm<+j
zU$u}2y5mBB_8X^o+gPQ`gE|MfR_;ul)B=yx;}ia>{q5L~Ot<Bd`|Vl+TYAxYB@JYk
zu_sRQO<2s_cxR9_fNhfc6?vHsA|%?I!{R@Tj;i=l-2bBYyCk@sT^<N<>q6XtAatub
z`KoQC+`bTiyfKTC5<?~EsiijpGQ(i3WV*}N1SIL<D)o9If~a6>B|#a-_Qbp_*KFe6
zPqM{0_5_6H8-Dhj81P1~`%*@3Tebs`w89R^9<sl5@nRkz-*{e*4bngBpC#QvCfAg_
zBxU77%nDs^74`;hgbn#*<xhsGTVpmjG9Qe~;JvCG2kwE+g0cW<2@U|8unfEkp7+48
zUKJ8(YH1;=fE8zz&I5Aj&CI4|u;T<o3`|X$QVFJcbRIr@sJkCH%x4P=OX{@H@E&Pj
z*Y2hO9UdX&Z-9f50vZ+6?y#i*(E8S^kbnvTjYWiPT!z`8x`h@3i-*@CK`mX)Nb^yB
znN>5#H~=lW!q8BnI<+_J1v@m2m}pSysbYR&j&=jD^%L3n$XJhN_f=)D*+*$W@Wqf(
zh!<)`JB0Ye#2lP-eOGP9>Npq(SY9#rxy3H0nU_DU)m3cS?ry#gjW<~>-6B(wuR{a+
zSWjJbXEa11BBgst4Q%?kV|p&bYcSlv{@1^+M=_1-RmP9Wz{B<BFyf!%nq^a?oe40!
z$LY!f^iJOYkCmu9v(R!|D^1y_|AUx5KntRd9r2eiR5tzK7E&IBf}2*&NTp>1RVd)>
z07pf;aA*S%C~dig)yHZl!63mGz(6f_LE<=ke?H}^l!&AL!Bj96q${!t!fu1F{<&~H
zWNTfOWGd2mmT-2Gqm<3-+33cK0<;G`>R2s$Bm^xo#x`~vLV{d_js#J`EJFWuoUqV_
z$1^b2C5_$k6ctf`<Ik+l58Q{RdPJVEst{Q^B%1nI#QhUMR{NZ!j)4MXE_x6ic8|*r
zbo&JHw|fs9y%DArgy3IMoB5!hssxw134C7q0w`fJOSUk3du7&eEFX#P3$1a_!fWgX
zBf)?~Ai&sZgyhsz${8LdC8a<hmUy>vE9PC>27u2!9c;$YO+t7dJ7<;p)7Gk~e{*uw
zS<+q5Uvd=rh5=^QHe-b)9PC*W6Ze^B{1>Zi<xd91odI!NU6Ikv-dLrS%@&Roc4)qU
zkEh^Swd;7Q_P5b;+bFMF{?`8sI{^AnLRd~Msg90K2jrEkEiXXN>gnnZQIcM$sHH~<
zZe#=vDb9pgJZlQM_0bmlGS{6b1HLSK970LJ^r*NZVOpsn*ComA>{3RQw$}zz1{SJY
zZ=8Y?VaMu=py=-jpm3J=YI=I2*bfJjJxrC(_99Ve^ot3<wrIX|pcS&mO1Q?V+$Po8
zHmDj%IsQ2VW(oYZ@9?PoR*f=GM>2`3Yqemfr7f0%7``e2aBh6<1WmAOZ8DS|)Wsgf
zNJvko)l*w}G`vgn9zGQ7#js63AmypLVK(g3NkI9Vu22yZ>p&w}zLTpU-|c?Z8KfaO
zM`eLz(*yP?S4GEWA8h-WurPgv4oqyun1+M|P7c<|J6T6fVCxfjTlP3BFhlt#5vNX_
zN@oiqwNxN*;TSh^(|kXBZTk?+$*MVv01WzC6pkx^?10|G7?7MI?tpOuu|F2&A<zbY
zkMu=Ak{4ZsugJ>}RlDh`F5T^EesO?{LWmVoQQk&u(?Iw>As6_oc&e|<e&BuAhKo^*
z%eSovq>w`^Ad?qR<vRYEtQ=I#E_vwfN`gfSx$2{Y5kD!adGnl<RCfTV2<vlS<CayE
zg2s4G%8JZ6m*c>!SiLIiCrEAjmI$i{`)5(F3@MdH+c<Vz1#s$E2TJbSYr;e5{iv!-
z3Lo&H9j0gUV|>s2=v`NG{9I>KcoaTc5b`v9zn{amH~TA|B>Y})5F|KW^iei2SxWXp
zPSrncPv~SsLo)5PCPlZ=h#~dd?h{lzpE>_panf;|#mSCH9@Bf@xJ|3GMoJr*pS`Xc
zy3hA(%M1Y_^rxLxor`ffOezF0Ox=55VU@KLAuI$uuNt;R{6pW8Oc{vOI<N`c%WoiS
z^S$GY6c_GYFxxhfR84{nLHYAwSthe-D*H&01UDi|6U!Q>rxtbHOcZk{9g0MnCQbsu
z?IXNyk03MM@~5**7r5VPVh3HW1hc*CF@7-2Wp|<uJd|li^l;1y3J7O;Lk+xfIa?HT
z4@d~h%(KJrU%s-Lp$T%SO+Z&e6~F?#Z5>{n<?{BFT+U5?mnUNc=hk)V(q7^_TD)$(
z6=f&!lw)Z-3|ho~c-Zr%@JUl_J&=XwDFV3Jis|Oqo=&TFx3Vhr^`9?vCry0enq@IF
zpvd2#Ur13u|ECrVd>&4R@-G4B4|%FzTE%b-NkPpEvr)?52#P|9(21cve^ui1L`5EL
zQvrZ@khcmJcR8S^=b=iQSRQ`I9~zjU6PCq;MXRhzf7~q{^Gf}=(At*Ton3Wfic3<I
zL9XBSa{h;@4Ehm3!AE4xxt>DL<$#&fwo?<%&GLd@TyIGUYBkujMXRorQ#qo#lk845
zmY*YTfHCJE$<qTIi7;!%-BH`$WIWfY^%~kSJ3;)J7{PBxQtuC(ogCRp<3CuHMa%B1
zaMWjOoXLd#S!%^id+XUAaK>)oYjzLPGl4~xT)_l3=6x^<;aQRbA`5Ptds4WrYjAab
zjAR8OUST=m2nQq-dUJG~N1AJeXjU8{#N#SkQPh6tAt)N!)8F5Eh5uHdhIb1%B^4D(
zk`+?Kvl?=A(-yY6g<mT2|G)x4h2bLbV;0^myk4=E&G~3t!BF5Y0zN-f;Px$pBl_|g
zzZZiuG1t^SaH^D^RWYS^O=K3G5fn3cXTFQ4T!+`IHuu@;B^-|pIfd#Pni+Dl34z?4
zGlqPheNu5VuiMrE`l8B(p*1?jPSyXocC8rlp6{UN8y@zsLhVR!#(2FS&!#HB$dT`}
zpDK>jpsp-jeG7B0lMEU(_O-D3M`-Pr{qy~JK__UCf=nK4cvLmrFt`)7D=8?erq*~D
zQ6XuDtEdQ2DgK$jc?1#L33Prk5s#PzX1!1a(ziUOuSubfVO`h!ee1A<@v~={V<;F1
z+T=Oia!&CYM5(+vys&=&;OtC->8;!rS3ftdF*m;MSkuL%#gck_2deUsjiTvjnsc@4
z9_yrfw^2S6&)A|OLfNDS9n<bpV|zsnkd=$5@KXs5r{rRD#=q$cOEFs2wmP16Ye_+U
z!x3wLL~$!?eQJ$H|9;mVzpw4p9zYPlTv!z|k30w&^k?o(;MS3ObE@Z|e#VvU?R#4m
z%Ia>t<<G{1+r&R{f2}ThEI8^C5zLN-z+W{Os3;m%{0P_Lzg|&vTTq$KuUrSl9J!EV
zTX)bBw;j(8bTccaX2M$Q8H>PmOy@9A7$fE!T?f)xTIX+|is5YI)Mk0T4kwnM{t=mN
zYFIKp8QEyMy2&0xuQhXT=KL&ceLI~A4a?uUQ^)}91lJlK!A@7Q#rWI@@!YFbk|sfo
z{Ld;BjQ+*s=S^o_hc<u_{xySyYOym#>xrBWQi25IsuHR`y&~tMM8P|8=EqfwLwtW7
zqxau;_GEY$djC-2NwWEs&1LcaSHteJq+#aX`OmU`w)r$UYuf&CWM}z~()}RI1)i83
z-S<pH`~qjsAOy0{`c^awPf+@E*>My7)YY(qenN=cXsI-Nu-JvaSI$ssEONL$?1^7Z
zLwABhE4dg|(=Fq~FtZ5uXj+lB{*L<NVgeEDryV^db4akor4=)tHOX&=ZYtx{mf{-Z
zh-@pzl!u_+ln0zgTv-KU(P>(A!&Bqk$19pBz=<;XQdP^qnxuf1v-!)Ia}^*=LaniV
zQTMcy*9-O}(50g>h8MZM*AqK7h+8$6U`Pb9V{ObUj#e`r%Tb-AAW?ON+1e7#Cy|Og
zCi!Nx`<S#OTH)zk-B$vD7+IiqB#L*wPYPl;3kQo#lY_{ON)bF6GBJqViJm={`$ms^
zI9;PDq}u;$ZNwDv*dRXTA+ljl>G8#&+7E-zvYwe4roxo!?obg214IPt5DXKO%URs$
ziE6hDxg;B_KNYHD8+^qgPc)U-NDM0+vTj{_w%vlo9@~{P4a-HHRP`^Db94M@Ykcl}
zis&HfskU<aOqq3SDmL-8Q$+eQI%Z-Sb=!phL4`<>4*KU&#ZoQim_n(2S*^TOVdXcM
zkl~id0@LPP;L;k5l+WRzEMQ&n)^vxX*#WI|>UqAu{PO_{_I{=N&d#c>-Wp!Y<me@#
z+ZmI3&VDo9-U|Ruj~5IWHOtCEnx5qD>N_oRKjp(!sZcY{(Ul8ZT%pfFHeJj;r8~%>
zHUDjQ{;494D$|!81+N4YV=$6L-^-y>xyxk)+qQR-tpf#dWZ`f`SSfqVR<CTpf&>CM
zFYM2P6?y{@{;XZ-=(Bxcl3W8hR}Kark@#WT_S_{zTjCg>WKbUy2WIG}Oskc&r4ok1
zzxZ0>XxuJe1%oB>*)kikXoEP02AfamCZZssfDL8H^sjNVX;nX%*{076E{@qe2FNPs
zsF3o9T+8ukB@Nb-rfY^&FldWyEB~Skd|_Sp(KNx~5f48=V^n$^lW}c2DUZkhO41@v
z?aszuwvd@QBX#Wk;FxIy=9SVHEt}9lu}F*kH$J_W@ya4-_Va|UNz>OgM^TTRh`DBn
zy^s&@baFl0_RYW1c)*xEtX?z`*<+fM$Ei7e{Pskp!u1XCFKrB+&{Lh-7gOi6IBRzR
zI1*35u)Jr1B`G*bLBLj4VT%+VsPKV^5(0hS)Ea?~(c-ch-AXacA{BfjHM{}3@+?>`
zt~p{uGCR|G;$o$UDPWJO=k@uwDt<jtfIWwO7+swO`D<U)rD6z}=1xnMBt>uuIL&l^
z)U`feUwkETBLL9R1@O;K_-+2U#wR7B2ttgato{-ZLdQjxn6?FQg#ZRUG_PNH*Y#8+
z|3wR+x&mW=2B#ozcm=ol?`%M&RUzMdREvfob*qZxI>05fk2hK}vOCnN{UtZOid-cI
z8EZ#9PhY)XCK3QcA2C<qrx;f#nB4SV`qhRnhnFq^HPi3)+4k@)g`)A<w?1S~pBID3
z%@vQ$KBkTcC~Cn~KXZf*02RTj1kD=7NIe3RzZStuns8lxm06ddAnb^TJqra0ukLe&
z{`Y_3p%|vYa<q1NPV2+<P0f5=;v3;_G}Uj|kg7-8ihO4_4Ua!u+6Z~!Hgd~JZUl>Q
z2u>#Lhg`9BU!lOW|39j}JD%!4`d@p9h8c;5>?kW_q>RX3A*Aeeg-fp0q|9XRdF_#%
zYqg~8%e7aMO_F=bxctuh`uu+1-}m1hdEeJOuXCQ~d7h^x<~ElM2m0C#JD<e0;=&=4
zyBG6*g%FyjRaBH<%!1G8Ps=k6M(?tt3(+A}_dh<9pOy=L{d(E*ubxF^P6<`vfpmv|
zH5DIAFPnKzGH`Jijy}mhK;Wmcy&=n5>16m;?09A!qgQf-hRi?}835sIBp~?yublU<
zn8nD{nK}r^Dj>Pbbr+cLKcpdOQ+MtwRg(SpV;|RNy#Iu;Se|qPsjlT&gMQ@qz3*2C
zb#!!+Je3z^dby&<?ez%z3_JVx4v6{X9&leI-90$_{?SAr&G3}<jq5GfD}qfDE`5Zw
z*ZmvLtffxHQuIKbb;TLU4qo|#q_}+SU%ur(aZekPuM@*lDiz!1&+Y<-)Q9q2VV%Ar
zAPmV=XCt9O|Gz`tICuWRdcO831Jl{-V?fcHydGB95PC-9=k*55@q>&Tfx24BdEAx<
z*gfQju&ObN7R3w0)!pj}e!fgE82^8!j>`RkrY^7Tg<~{zHzg;-wb#)4>P7V?^=hc?
z$Sm9Zx|DfK(xw@@cah7j)oZfjAy#AQ@8v$*^CRRS`p+C$fnRn%rt==$R5#ZE3uCP~
z<-C9Q7^9Ea9i`qI6?uSKz{c)or$D}tghcf-qr1X-1m7Etd7+z}Rgu%R&B54ZGX&Q}
zSD`Y9%c!k+flU>ztz6yXC6;3+>x8|Yf9<&4T}eJY>7;${PUK~l6Bedrzo%6rmR4xj
zWXo?Ftt7b>R0UoJF!8&;jj?|^4ILNvQ4VIxyV_&u6iWQqroCahgt^By`^+G-|L1gH
za~sKKZY~M4l1);NwsCs%=vGqvrP;ubjukc&rfP{*xnJ5?x*I~`FKz~mu3r>;6DqA{
zv|ZxigRepSKZdXVr-r=4^j|dvZr;6;j3iZwLQhgDh^MZ#PRiTfL%LGZD@StiR}@Aq
z`#v74ll90LO^(VcAMwoZ#0?~8ui1?6zZGWRC#R*QrP9%i|0=DdqMPQcx#^FYS#WxZ
zy5BQ9@?l0W<@W4m<_k=t49u;uByd)&A-%1~rqQ#&If8+H@00txzi7Z}wV7X=aF$8A
zPLKwdtH!spvLUVRKJ%;5I4Ul}_<n*I4IO&mLnY2x&R$f#Ibkslm?eEhtT_R)hFM2k
z#ku*o{)v!CbQ8qEiYAF6ro0Ir?FTn!zd7+pjY!GbH9T3@+C#;i0VYTy#gj_&6vYM3
zyU<da__*%Z_vNBKjqrAiQD9(m*}zjGzt1(lh|vumHNHwV?mt3!t*+N5@vyQyEco2l
z>5GB#ci*inWq8f~)(P$Ll0|h!npMs?TNVBM`9M^#O)AoFDV)D;=$*mMP@eQRuW44Q
zIDRL_)Xh_maZ(a~ycD!Q6<2a6R%0o8HOsRv<3T2Vr$zXT&-W}JjD0W0r~G~yt@T-&
z<byWxXNpxr?K4ylX60Ctzi3O>wXxatObPxr95ZNJZ#J;9o#REJryq6qL0P(J^uXLf
zMMqvLF9F73gxi#-Tz-BS!fQ7ukjZhKZbu}hfL#rQYgsaoIgaDV0P3ZOUr<6ANbQz{
z9IXwA{PJo?;BQ}+9&6#G+nUeV=D;3vncCyCGfgA8^m0~mzS>qjYJKYlK8=laRyJm>
zn<$%@Q=_qXZ!Xowyoj}Tv}&vEucJ}Jye8hmrbok$fJY4D%kq8jQSRJVw7~%J8bAuJ
z2Mky4`}fxnfQ|(m6p;8SM6{$ntae;q32v8|KGPO^<>t)*+8!to&w;|pc_=>Z0(go2
zZ6AE<O;eF**Yw)IJ{^A>wU`7_j7E%Y=U9Eu5*L5hGa4m60=u5z6?O4r_QgxS;@YSY
zp}W~@4r%XW1Igmf7TK5PIx|BB(?~t1=L74X)2vsWzf<&bqRwOg6G*BKSG%}Ux9_2$
z3co1+<2uvhZR(f(%I);hpy>pBh?9`yR8s#S{N}**eMpM<JAX)6SRX(##Q=beR{O$}
z$O2j^NCtL#S<?O3H$?0$M`a+c>kDgU>+^Oy{d*=ONssbnJS9_keV)|wkkE~(m6Bx!
zLFqx~^r#XNh=Xa1qz{>#?Hil2D7UHeYU;1}w$!Bs-`0B(YHIDH%59SgI6rJ99o47s
z0|yHNF;-THLz0OhZRuoC$z@7_|6Tg6-D|%h-*>>0GC_r64zv}xPtc13XxCb{4SUQB
zBtV4d>T^TO6_D9E5EaM((vp*P0>IrxrSZoA)-Gq?zT}uZZA@NFvlm^L8+~HEXmmxg
z7{zBI!>ur4tiQ-KPrXsmHDR`uPM#f*j14b@JY3HFKL38E&eTGJdrrA8?mufoxC@Lz
zq{<g+3#SVDa&?sO_><D#%K9CymRf&Cc$a$F<hKb4^ZOM>RuYre<OR+PD+;I*0rhv2
zQ7)=m9XvJCl%(X=8hhn{Q`tPfkljkyDTEE7C&1O0p`atHzhv9-Z|VkyYjeL^JKL|J
zEY~uN?9$o;3PG)11-B~f8|S*7@?ah{8(EWkPUqsRl%*Q!wPr_8t1lf?WYTz}PR_5g
zlcpjFg|LXa>^%rXp}|_uGP|oC_*^~tq}%?r6t3g%m=`bhPuDWpojlD<27DJ`zS6LY
zweq|d0ckKFq`31?u;mj|NFE?GG}I>Ou<;7C8TVA6#_A88Ee2|VdPNTq#_WNHrmh7k
zrYFsnEBF0JH$9)rY}&pym2k;U&#2w`SM=R6O{o-!R<SnLv9*=~tEeFk{_S)1cFIy@
zlu;gC>&Uy!S30j|4Mq}}d;^@ORZ@0Lo7H1N7ozq3E}$hccoU9MnV-9KNfBh_)O&M$
zQYy?zqER7JA|)j!PnYIY{>R(|IS`4sbVmA$71JEOFjGD(f^hl)43P(*V@KRWkxn3G
z6$86RA;uJwTlV{)0;`D44~w{i-8i(pwN3p2C8$?7oGpgTAK}hw{!Rg51Y@rsUw^k$
z!BC<aBk|kJ?rd38we)AY{D!{my5HAx!!DocRHT`IVc>3=zwuhK(96}Q@^Mg^jJuH?
z{we+iMtfQ~6U+WDpqq~QfaXoZHy`So1{-CL58rtg|FzzWRaH~|-+cgN=gQ5XO5@Yd
zfUQ@@gMSZ9kbnLGSqUk2ezA@jIO#c`1CC4eOj6izh}c}?hK$d~%#RzWJ<s6`GHt{<
zeIWQ&^SuV>{ZO4R2-Vnu1l`hy5D{>XsnK*N_WzGt(er}r!Xa&(A~2MDoYARo&_v0*
z&+Oz%i2Cced1JE?a@EGrk!fy8UX^O4Rr_qe?so%%8D1iP4k!wIlkyqBpq*H@nyl&i
zwvY8lu`rXit{T>e7lk+N&C2N{KkNK26YkRB(MOQb|I7eC3%>`&F*>#b*pmbHzh9IM
z3=ANYO*dc_AOVWqP-Wp+sB+;_j*p6(<Oh@bqU&#A01;fPIpR)xAKh4C2OYh%nBDVj
z`n4>Sw6Nv-_$23iI(i!GI-^Uu#;$%G#F1*_pkbN(HlfK&nCaNS<~H5Jo)iNNE9~Nv
zSFOxyDk^^k4)N7n^dS;$8?de`4ye=EmnFB~sp?#zXro!Z)eoSb{`-p9XJGO_d}*D`
zg_sL*5*rrdR&^5gb&QV3l1Ds#Uipq${lKTvpE6mOu1?p3vngQV64gWZ3yO!$WlD{j
z{NVRnZ*h`-Y|1WrJ5+G%2FB!K+eTPfZ0(c|XV`|?r09G9SCMO~ng0vEe;oLWd`joF
zYq+At*BncK+|3CA9T8d9W+y<?e{WSBDH=KV&xuN;A%s<Y$`j1*lP;q=@{{eYWo??R
zA#t3?&-A@F@CPd<+`3=UZj2{uu?)@8aW0w7HZ0ffD4R3W3$)Hk8|4_9pg2T?xeQQk
zMrK5|0?9i2&l+7$C`&J}=c%Q)EbbEu`TgKM0Fg!d_daXCM?9}8093L>9on8E+wftP
zRm{P8YJWv4Hv<q_<!mjirX>f`m>RC>aLI})6t~}<ZslV6#@j6G^9a?p)ezyfbK0cG
zsgK@vRdt)@;MgU!B-RM+UD$79BGJF|{BMG6p@Cv$m7SfY07g{}_pgts&fvQMWXa{!
zn8KfGQM;`E9vRC0F-;qD{FmwULCv-}>*U$3B!GLKE{@CtV7s8=037L87g^oedmn<$
zKDYBvzroYGUgrh3W|Gkr+ym#pOJi5=(V^JVS2ip4<?jWT`vr;2itYHfVN|$w414g{
zeLD2)^JEX#>5q4ON;{3;@Ng%HiwfDh0SZo2_!ZuaCwV7fEUqBKBk8wPJ$=@3;O7pP
z_s3@kFn_;uB~2pmst1|PV|cvP@DD_522iaOv9y7(U4WsP4<$!Qj<C2#BO>PURV`Js
zgOAEYe=aYPme_l*?fEEYVoc~U>sU%N^t)~tmfY8ExK^_FZG=;J=oy;yua{IFnub3J
zicJs>7F7xCTlX<u?`=|7Mf<+LtlJU9FF$888o}!rYjU8FvStk7jWMm3F(z3+FH=E)
zd5E2}&fWCCc5~hu<d%*VHvsOIG)F7~Z$(OP4)~EykdeEGC`&*U&E$3ektMU8jTlMy
z1?H|k_~NH-0J$)z_JfG4FSbZBh&p~o-&enw5!Th1<fvn&^-?b?Wj(Qc_0Z17?9Q8b
zH+{7GV&^Kxqy3<@=Rh<$J_%?1T=FqrCzEDz6v6j>q-0}F{fr5Zr6xlqBP@#O?Joxv
z+aL%NahuVs1Bw+=h@B{S4#L@PL=F=`EO4Db6EucytDI^UQAL<Pc#QdnMM^TH^Upno
z$CBfo;nYNHMGdjHK*XooBEQs?+Dg6>bx$egxC;IN*(m=;l97V!k1Wrws<3~3HOT@b
zzJEI^=<aIIQh&5Vfo;Br<ov_zY{s+9qIH6#Ly9rp97(HTb_rLgVdwua;^7p&FtW-q
zQE8q!X?Yo#8=A2`0c9fQql($h8-r{CM~BbSv0-&;M7t-S588dZ5<<^rqU>&y8vMNL
z%RF{CLm_Ui@@@NejK^r(Vds%|?)4vL3|cCA9Q(|%B6)1y52+9PVX7j1ZmEp%6>e$I
zxvTexF(WG@f9nv!@8{)}avT5ZgPG4JZCK!~u-21|{aFfi`?LEy8=ES$%5X=pUeCU-
zsnqnHHF^D3vEgEm6Y~`*6rn^dX<>kn6p)BfDQ>%$eW-no(R<>b1<KiN8J|ZC`U-Cm
z+%hbMt*80wbKJm&%||OPDYx%g<O5DsFWOHg#b5h8sj<+dTXMxR$G-aUv+^GTI~%XO
zGTlF)w@bO(yHIg+X!c`RwB-E6v_oeSmxs2C{JlR?#QJ`A=89na=b8(=n#kq(BZuUo
zIZ~pAXs->Vv9}Io?mMj%P<6=WZgw=n=8vJd!{e>|`1XRKpbsX-ua5Mn>)Yme7r*}N
z`H<U?Kh#x*(Eovo?{-x9K#y-^B;lUqd%fnix6yYZ4@P_2T|^AmMM}KYFOo7KvGL%$
zejQ0C-l}+rtz0A2zVAaWzn@XqRA5*Lk6FW{g(~|nx8<3(TZK{lCVymkvfl7F+ZCyM
z7hIMo3NcNNpDSpPe3(=uS)U}#WxwZ2iFU`8uGZ=QiF1xp;v9mF{^6O$0b2~j4})m#
zvJZ<$eZoj_l+K;+yafiaJYlz4t=4xbE9&8`d((>VsOl9dLHzKpe$%o>eYUsY&m7U|
zzFT((ur#zMLiGksVIH@{kjOao>-YBW=w~jdHkIy3J*mWJa_eZ6Vc&OJ>1+>GuAvh7
z!jyArp4U+)-u1l<baQ0s?JdTM_x<8DP9i<()}cNgEVgt`bpD*9@lO*oVv*a=l)QHp
z@bOn}NO&k0QsU!>8%-*^vDB*G9qluFz$q*&q<5gs7z$QK3+H*7^Z4}2FL-6X7FS8m
zh+1SVk7+-A_^smmdH;&F1B%uK1K3I9)qMLP+(+@>=n`TDD>Iv52yTp5LeJbD&g+Tq
z$W}ag6`e4TM{ebm#yp8s>eyWQXn5VtM!V@WuWXi?eNVp0Ygcb0yE!fo<xO!+U&ccU
zuFmKD$~Ts^v+^mXGB3L^VRgM!k)5?$>fcvs!N_{gZ>+aQ6E0!fA_r*-2M>aq!0~{>
z%sOeiG=3-hZ#7Mf#)xOmhs6@SR{Oi(Er+sa{?Uf;a!H9atfQ1$Wd0VX{87q9`}JJx
z?dYSi&#w6@=+?_6&|l!CF`xeR_VNMoq9OS?Ar$~E{H{q;C~mqZkp19rSOhxWvTK(J
zx>294y;YB#xu52Dr!o_b4X{`b?6U>g=oRq=bm>i5lX8W)0i}TaLpFM{S~0W^89@-{
zW_>@R_wRwe3ZNpzRqW?z>U2c$ani<fsFa<b3uZ$~s1B8Gl*Syr_rnCg9-83GNf(p0
zW9eh=Vi%DsYC)+R`lOE04?VkWksGlb7e#lCNKVZv8qBq>H_W|49-0B-DbKmfiUC(k
zMQuM`s$18I7q+(ajXowh*MF&fI4wg`T<?w>gGIo>=Jq!L)mpNx7I7hY;gYZIF@}6%
zMh3J_`PucRvjq*y-I$T<rO$spe0bDpc=8TUQD`Juxw&7kFqWUhY(fe-2qXG(4vF|b
zUFOD+`Um2pa5bHd{CDjRL`FLdX8$gHOPc*u2yv6i{hF`0D-svFR1alcW5C~>8dAzE
z4BDEXmJ#f6%#B|ty}^Uo-t18aUnkVJ(k4i8&ECZMvk^KIJb&u3RVH)Fyq_GUn2#3>
zE%XAs+$`UY{(G<By_d#rtn)i<g~TlZsVkWf9kh9mHuw(HjPieDX`iB(F4j=3TPv$N
z(bGShE7^d`|KVB(ggJH?e}$WKKqMhE&=|2y$~wYLs69YFEGNt1guUze-_kumx4m)S
z*eE*5;<vIaS>w^tc}PLv$=Z0~HtCWHR)?L&GU!t?7{1Nu7>B{)l)j}S_2xC>+9Ud-
zmKveu77rLIPQXnI4@Ss<hgp}}2Hv35@oyy{Bxu9!TqLh2{+=W78=8Nd2){JK%QpDi
zB<yv}*IN1UR4T*`c=M2j^1RcG#^A4LcTkf7UCGT%f;E2<PpNb}%u2~Vq_sNq6fsx{
z?{C{EF5j@<!C3~1&7W;%e2JakTdLS_52pw2kbq{C*^=s3i!r0}kYDbzUbveaZz=c1
z{KDNm*ydU@>;UfW#>S1Ejgsu!`%uSVYQ2C6<vCtJnHSs(BW|>!KZ-jH>e=Ck5WW|$
z-8q=rZc^lg*xR2E^NGGu=U3i|j7#!xb=M?=SzbH9b64vex1?lq9BVJ>cOuQpLpZMk
z79p208qICkLofnOD~b*3e`ojC^2+<?e#y;mHvjtCPOI!}tnWn4iO|9zMqln5<X*RN
z-ju^sUSiaLl0VJN!~3<S)-R&m$&R5CG~ubj{dX6biLFoZ(G_e<LHVK}JSFDl0G19v
z+9sWAhzgZB7b%d($Uo7yS~m}XNTmJ59JNEg?%d<Iem?kr|IG$O<G^Hz#b4sGxwF%Y
z#dSc17vZ9W>A5OY#4g^sq0A+7qM1>TPb^Vp!{*L)^z=FMI~T8Ih1h7HUr9I^3>Ei2
zij^q1?&iLB>UeI|;#tX>1o_M2N*g~e@%R*bNEd~QSQXG4^AQB{#Rf$R3UzRzD}`Z6
z`pPG>+O3tB(RD3xhp=Wc`RR<nyX5Esff68;a>9i!HWAkZE28u3&pL98h6Yy8i7(pP
zl0|klPKT+6gdVXB%EQk4SFQ<Y7}x3WRi5R3uXQh-uy}7rvWHS{rntM@CHJS>F8n>n
zSR<C7F`mRSzt%8UaN6(MZ9n!A;p@-RS*Mi8cG?<7C-&xcSf)8>RfxXxxrs)3im>W-
zy`Rl(Jf3X^K<<5ehH~2fS$tL3zNKY>DpYK$c+o<dcoBQ%kj4!2S=YdLA{jg%PK{8H
zI@3V6DIIOy*`vxI`FMGGHF{?bt%%$9eGGm!5^?obo`*<AKd?BH<(OdJsRYWy@lHg%
zjh%V1hu6@2wruRSSD#l*Mmm;yn~SseI66PCq6|}|IdKv7LrPf60A4V@_gZe{g!u<M
z8=pM#-@Sz4?Uo(M-Hm5@b7e5!^6jV40~3r5(`M}JhrsRRHl{xb#?7tq2mRQ_yl|h?
zp04u&-6&&zM-y!YO5l-6afv>)Zxi_o`=<nJyK5|CErWlX&bKkroEen<nXFmKoqkUy
zr_iqP@s8SvFUQRk!BK7JjIT+V`egDvy*bQ9j%W9xS>G5m^}Iehxlu6@*(G$t`~sJ1
z{Nv}5o}D$xni?$RxAbfWU#6aa(RR*DJtexHRMM?8`RMp7xjMMTOm%{jXOrd`kn^=?
z_k2+cl2mO|XPkMhEEs0Q+epPJWWn5Ryu4hFP#>-1w6SUVqm-!wtrGLy6MK0iduzO%
z^T9D+g)dO4>{=wLr#IehJF;>+6p*#zSIhnCmZG%RR^$iLU-i^kO2eDhSta8>h<nD`
zgOGuG5QvkZg0km`#uL?HK8fnHZ5l%fTn|O~&x{KAJTA-3xQSy$N2>2w=NL2Ki&zIo
ztFC)~XLKBPeLr*lPK#{#)ll_E$O!14?|y-=imekE?bZ^PBvtB$2-N6^Uw0mF;ES>Q
zl!B-fnr<`I0)>NaE?S{H0w<=E;QzYarAP_$aBAZjE1OrmN3uZ#x}Wt7To5Xi-7yWV
zE7Vlv<PTPawx2t#A{!Q^?>%KEyWXMQA_GS`<o?rTd;foBieqs}SvQrQPsx-lYp>zA
z(RtnAK%~CdJ#$x4KCx|rIG<|bBpDLD>TeH@F*Y;yaKj5<nE4px?CpoCl!>h>nHeXF
z9bc$d)9aUq0q7b~Zr9y7R?Ww`W;y#Z3}?Gu%wreamM}?|x;%Hn)7P2u@-A|Hnf<h<
z&}V+asz9eGB>y<U>J8yT;e(}c#s)LXMHqz~snL&wxEToRpHxE|pz(F4@3_iP%tl`a
zxhis)9}HP|(djOAEv?bX3MtyzCOxUYPWQ!EkA7n@`B&s&dKU(hdU*G$$1=SU7_4=A
zX4I>C*yN$UFHf5<zCmV2f3{!eW?wQ(fn$cGWOcqQhcuv5A44!EzsyEU?hWE{0*#=g
z<;h$iWtU)0GloSz=DFX`7n#-H!IUL;@f;7x5^%mJPB436JC~PaRJ|xSnr!P9?4j&)
zzZcF1mF9lRDdp$u3UKhn58s>pY@GSIrgpyMbyuuGZBNI^tIwrGbo&_5uo79taBqu)
z$Sq<WHtO|9ks~TcwfpB57SlHPET6O#Gq<UguE8bpd^Xv{u1iA1@oAXlaWg4`z`Kjt
zlH}x@ah_f|o9o(l1eX4$LFxL^%nkSo{qFdwRmGPKtlW#r&akr<I_(*Fs%N$0Jv*d?
z@baTK%ydYLa+=dbr(8vJ?bD9ng?n|<QUXf{D_B*UwwoL3UyUP`6x?ShZ-e_v(5jP(
zS;d3=e`Apl)4>K0^DkjsRA(3bJo%C@@L&AWIP>?Tqt865^<Hto8I;gS_8NA3(o80z
zYt6u%8hP}Rb}jn3Un@cC^%{e9Q<TgrC+gt&Pt6R^b?BKUX!KDdDMjB^E2l<MA;<F*
zPmWFkSv>Cjl(-(f>jNb=P2fA$dAkg9Iq9$mP#b*#JL-0_wRS^KPT9sMrj~hC5#d#d
zj`w)pZ=@ZD-zF(cK;0E^P!x~|?8PvovdSmq{84pgD&#z`ztZzqjo*KZt5`TfHg5Jv
z%c?Bm(iVMMsKpj~YDN4s>!4l&t%I#wpE{4+Hp)eDKEd2?H}*c1g|pG1jcyu=r7l`7
ztQ7UBL|^`wLQiKP+7Whj7N3`Vuo89maj#AOw)W?TTk}Dq8QI7>P$5-^9JNzSYPp}x
ziNM$w+xlfDJ8zqtCd+!V=Yl<9>hwtM+N&K!zF3A>QQRMsgyOV7<HK++oheb*3%&d0
z%~MP!vO4j9WBuy-IJJwZ^QWq{oU+~QvwCSxB~2#Y3o}irmRULo<sgDfMx2hxN+9`5
z#c`Z+xH4%iE$r8$$$G5J(xvb^D}IldH$io(ORl_b_A}K5ek-?$aAp#UoHSr7nHaY?
zmU_cDcd@h95QhDK4`?Q%Q-A(&Mn+=9#KWFkTkT1iG@9IP;$_>hgG(5<0=JKMd1R_x
zQkWQir%w##s24I@dya+k`v{?QMrkl63udNQwVK;41mS}p0w{Ma!JOzbB&O-+raLJ!
zz9o*uvTyWh{L6r3$fOJxufoWSYbMuHLr^}$MBPc8mU}n(I?t5Nx#G_?nLT6gxZpcK
zZc?_FF#IHtNam~g)77rm^~;Mqzv!=eb17$d`W6<4QI^W?eQQ`Y@g}QibhhD2S~6ks
z7}U4;BS!E;7-bx%TYe`P=)H`gP)Ah_1M22q(`4cWZ{tVP`g4*8#fvf`a3ZAL1GbMZ
zZ_;S_rH3zaymrknR#b}C&JS00KQttDX(Y>ZQhLC{FT9eUSe&x?Ot;E%Qkp%l6^(e#
ze)p<x=2x-*0X^%Bx$X~_T-5!`-A;LdmrF$p0&P@scUuJqt36FPxxVPN(-m&($1f-P
z`FtR0#|ZOHS8Gm&%4UU2imxzru!#F4?R<^BmOIV7vyr~6H!KOCc)_=8NA_lrhkA<>
zxg_4--1x(|gNeA@l^dqt?t1Pbfb4Dv4numqB4)QV{^TgJZl8a5c3Y(TG^-O-K0IN0
zO<9nzPpVN@8giO0__)=$+0=N9@J5>b3DnJZZ<J+{pBt7bB)n4>u$GYK13zT+M?;AM
zd+sA^7|5D@C-OSHV5JP?qC0yt0bnBUd9n_R{#HaQM$3qV^&=A+l-s;?w^lfQo%;E}
zZ9R3@9pT~Q>Z^HRIlr$=k*R)yCLXpYRq+B6ZplCJm8-Ow$b4L38+*4z;~n}nk+csX
zB}E(@)h+3G`p%{CM`d8pYnSM%1=YS7)v68D0y<nlxvs@a8yn&(Pf$U|M7_H>Q%n_}
z=lSkTncIFsYq#S)FGa*d`rF`_E60LJenM&)rUJ1fj6yLsb-mh~<DO**5~Z23>(rcJ
zF8r~s(6EtF?)uV?yaiYqi@|~`2fvAUc^%5rba3=~-1j*Kp+w*BhqT=l8LANfVOOXl
z$3<*y;!}thAD0kri*9zh<Udcn<mXv-^Fr%+jAT*L&g0!}b(&T#QOb5u22|`=tRDp{
zqzH*<PDY~!mUL;wD;}hS(^41c`NJn6Gt4idie>%vo|WKq#rI+y_QaJ&<8q)VEU9>x
z5=i_z{y|>@QqeGw!xWmRoN@qu%|@>;m)q2-TB0jJTvaJl#{EAMg3+X(gDzjTyM2~E
zsV**Up!#gx6<41><HYDIn8zN6jVShrVv%os-AeCH3GY<{S8O?!@cv=rb+Npt{#Y9m
z>C8eD8So*=w{a6DvqH_r!7ab6ZmVAM&xt|?Q2`0#P~e~EIve*-f=a?+OanBn(1S##
zuD14D=x&jNC|f}Hik!cz`#?)(O3&@S+eAl~haaifgI$1BUAq+)WH<kF4^N&+OTz2g
zHRtF{0{y@0&Rx=<^Gx%*Nx9dAyCr#hF2Db=m+M=c8E|or-tzz{|2ZI5={<Omt}ac|
z#b#&E1M$5Vej9s)?$Qj1S>>ne!w<%ZElH=hZFc$0leL>qGpmgWs@0nQJ=1o$Am)4$
zshplcuRS_lGT%T-{ozJc@4Qj~9^RciNa;^(T`L-mQ5H^Fb9(<MwA@v6pb_RPsu^-P
zSO)sQKuXG_WC*F5P}eMnx-TfGMPyWd-9xoR`(TjDA3w-7m>noQNX2orO?AaOsM0nz
zCksv2y!Iqz?82gik>_<@Bis*5p70Jk<-TLK)6~I5gT9*G`b&gA>S~!&(%7sK?4l~!
zFoSD5{4(609P{%SZXa7|gyB6VOP<xJPtB14VF+}KK$Q*DDqtp~4CE1S?mRdxf31Qp
zpGooHCVtz@jQlw1b>~(vt=e0+2QgXo=oS`INr6^hx(9Z6nAeF7W+fl;VMa?S^b8&Z
zo2U815aPH}b)OI91oW!?AP%|4Al5MRTNk33^*)`@82>Sy_TF<{_mEq%zR4g}Zq;;S
zDX>l0?(|nHRDAh(_6Z7hkfwdXzsop!y2zvk>edT^`Pv)DCBn(c*&)WKU!bX|=pPSt
zt3VB8dK~Oa-jMKP5-`%WT!aPdx@-9do3OUoyBQ@a6d%E<R(qrQ`VW(^Vy+P1@5Xlz
z9TqBoc!6z*|2AKh=f3n}b+hb-#J-z(L!XS(d_&d(9tn6W*-5>qM;7gd-L0=sav+n3
zG<ZNXL)<{_IR}b)D5`1J2~c@GjRGMYXg3rpTr~rIsN8;hzzdp#wbBLOKY!s~*jibI
zez2st>Sg2O+kZT4yF0c?uE|kz(_}oIkiNt0;FAJ85M1oW#`%|2il2-VRb}6nhIZN_
zr$zZzwq7vv6?stfeeQqkbUIXj*Z{#p-O`gf5~0`UfgTMVx9Fkcn6ksjiJF-(bOzU<
z;sdlM!khiVc`ThJZiw3VUVE7e`bD|Q<&db>6yI~>-TzfV;_V|$Cit|BB=q4&rE4H>
zIQK`Llb^MCaNe3*a{kR#x_KV)+?PLN8U(ARyfIZlZtn)1dE{k{KO3Sw8;+qOQZcVf
zK*GXUsnmtoe7ptS^C4Qhd!mQCs4~5jR`v8|`OfrO<iPA5J&zvC27<`{7EA((q+h>&
zabLQWrF~W^U09JFDgaC#H8RXW)fb{-Yfc2#MFXPGJ-j_FyE71H49=Tw$jbzB#$`+e
z|4*f_3vQe~9t|w@l6TO)7?p~ut;`omL3;L|ML75GS16mW==nH)T-W!rRw3sX1$#F^
zzmr*OQ>YcI%S}D{iUDTpRmS6F_LIm$-@IiV%s2%)GCfc>Mg$THuvHC_!gpx2lQ={R
znV}gna4>#t30yWN@SEVuzuoDAZfSgP6*lJc5zQi`cDY}Wp<`m%<~!q(b?)ij3d=vf
zmE)}_Q-Q)1{e_2Ld!16hh9oFIdd)C$?^gfj<P=>5@oS=hx}4km(>rZL(S^d8$~On$
zfB)+o$kHFA7ghhGd|QqFNZx1P+}Ho_7brh;-m~G0u6Cu(7Z@}a>4!81eQvJ#jXb!+
zD(=KD!fp3?1~U1Y>B!^#jSp~|#YfZbkpyw<n@>PU<I~b4lvq9`HnPvy(dT>C?N1uW
ze~I#0DA!$*-#n@9qPpbbR9S9uzU~OTbT<k8A95J9T&8J6foG!c?Oh8chiSlcVCeUS
zW-aYwAoig5NOcd@t7EQxUb0>xdPj<5m<^mW_6>osP|WYA(+!+#!=`%#Ze>#Qe<A|u
z%jms%F+JM_60WlWpYCz9`x>mjZZ*qkC`z10vRadryX;8Y1)NvBp)b&EsfU{a#o|B`
zutsI*C=g&`W2TM=ucC~VD`&R)u=o7*ZD04Vu9ym1&uh{VZFS7Z+H;$|O==nfcawZq
zyltBTPf*YrJ%I=NGT<d~2HlOxJUM7P(hVe!rDGwo(9nwjl!q}#uwPXxeR;jbMitE-
zWY9(?fevgQ3<$Rk`}{`_5VE+_8RVm^iVaSffwSHwM*>DOzScO!%GwjV6^zRr{cwbW
z1j6<Ex}EZ+h^Jup>=jLL5ww^&^2F%J3bfH7Kn-CLQg;bmmEvW5a60>E;a}QaQ-CdH
zi1g<I1{)TkGr$Yf4c!^iPF_%iZbZhEN{|e&DsHQ6-@BR}4+V8Fw-He~yq0zBc8T3M
zaf24j5m0-30004Ii3aj_sPY+U9&zzo6evgUb^nK%)Em#;kor-efdDEVI_k9~Enrys
z<;Y{C;;$VIn=0VkfK(#EV5vy(9J-e(2;7&1S}`t7@Vit{z8{1(AgxZQFYyRn+H1!d
zRp`}%ktJL!xq`<5cV%p2sH{6OIqCxG%moFu!pAtjhu^86z$&B;2I{>i{V;`83|$>r
zi?=U&1Z2U~2d&i1il~8f;1>eCDz0m^=`)*>I`Yn?oL01rv#A1KHdfFTUT|hnCNejS
z(V?rc39H<c$X&QSD4RIS+Y9EI<AH($qDOa_-F4qp#Z3mW;89|oN+7LvVLf-HPeXn)
zUXma}vhV9UK&GUNjk&^_E|6%sKb0?BfQoS&7Q}<$rId*3<}D=N6Hp$SH(oNkJI)y~
zd}q$pa5g!0X;NGJ<Lsj+>Gy=cK)~Nvxi7xNDuyt5Cs)7JZ*<U1CW8)Uc%D+pu9?d}
z<HjxAWEdI}s$JaMNPqP@IYoQu6m3Y=qWY%wf$~$LYE4<US$e8pQ|=qjWvw~iBEJj;
z-E4pyURh9Zi>Nli!8%J5&R$8QA6Y_-iMR*P2#Z_k0Uc`%ins^q^wWhxw2{3PH{oR;
z+b%W9l{$XAZm)lL@w&R?yO2-_P+w_MzJragseiE&G<7`G=v-EY%Y+?YzM)y}=ObOO
zk1Kl!Mzs4zr*b!2-pc-}K9w`yGn=bDl%`!LHp+Ls8p;%AEn#5}Q=(;E!*R}hWwQsl
zvKx%TIFocACiOQ(@fSnh2S_MrokK#1#ZCwz)~1~Z^}%Oy`xLfAnAIV8I8j0glvT<g
z$tJcSqrLIL#;GV$vZpG3z)IOt<ap;yeIZcz+Gk&Xj*~#Lhn|2wn(#Xst7yQ2-r_*~
z^VF_Z>TisWhJrT)<~XAlLXDYj&noc^C^d4|Og>SuJ7*`Eu(As2lX^(^_3_l0E9F|s
z?kH08e1eSqiPx0h{}XQ}GA4wnm=n|}{B_jn^be1oWk&`&wn=`}px3Q2{;^9W+HWis
zo{FxnGgpyGQ({Qn+xN@e0HatItYX*tSh)9Z>76OC&wn5ms8pYO^pu`$zV7FT=-Q7M
zuwJ()cu%T!ruC!^B#p7hgRQJp=B@wrNd*_Y=-uOK!le1ab`>{bRLiA4_c+iGVk|hj
zw<t<<soMM_wHk2})$NcoF2_~o7?(;p#q&X4>T=U1<-$Xy0h+TLSt6P#Vk87D%AR6V
zZ`h*anc(o+3&;N%1x|^Q39k2;-v|ui8E;^FdNX?H*xR3{c+=2wHz2vUWV{W@a!1q^
zmB8ZZx=+tY4c;nM$O7*s^Z<e|VLicY$t<1MIV&BX?+K(B8NQ|r@oA?ROybhm{c))U
zBoaJK(e2W`7S@zeJ--$$BNXqcJb10CVKjMNK?}{Fzn*sv0e;Bkrl&^)n_0`p8sbb~
zgeT5XHsNTM`P#|F>#^b1+h0%JPT-le@{F07R}t8F=b?$cEPc5#j;?P(5^lMBMfhCJ
zN9{1MU8`_6<z7%AXx`!B@{#&UTD7?x^CTnAnul}rJ1%fs@9=va(#r!@1LT`4;6@SA
ze~GwjC^RN4pbq)*J(M4BPBJUc97y+HS2%gFh^?!=YOAGpU;Nk)gKbt1{+P<kN7X*V
zCTgbbj?^G)T_J3N60Qq3aLZ@vlv&U$5&EmPQ9;iu&(6St{Oc5foEa4Z1z^k3gtUD5
zgZb^QLyCQBEA8Vpb0XpK?v@=K7Q0;8MZux+`Pe6O#GtVlm(rWvLdbJRp?#;y3k<*0
zs8*UtKts0ePDEzc@eGu#d|==M_+v$PyPvIL_6{oeoyA!`g(gqb^>P!VO=&MM6shr)
zIGESb7w-!Ywxnbp@nsCZ(9suf*sA(yN!B6tCC&|{lF4((?xoox917lJ2!yAZHkB2X
z_NQxGpsSr>8$HFO!2CYdjE`%6;7sec-moKF>!__sVV)6LOSnH&dF+%c`03XaMnv}A
zd7szQOi6QQMJeY+iPm#_(zI*z3of%o{xsg1&+Gkr@vL-KSvPi)z04K)(<{4wS^yEr
zp{unDwhsG!mc&RcVh!9UE+LG92chbR!f{;2tVYSd8y=0<q}d~*Yz{#@mYhhyu`6@(
zC6`CdzbTY9i{(Cjiq~2=`65K0M280cLOm&F^=yoIw<pTTh6PCpy6mn8r;yQ4b0P%!
zKCD~wiveXyC-eb^hy9+)%4*JG73%p6h(tI10#zg{WjV~Juu<oPSgr-v-)7<&NJ%>M
z;<+ym4WR~Imtn89ae4dJPDs#Kud-ygE}Dy!tH$sEnDW@)*CV-Nb<gMOY_+rs1`5$L
zFhJ^Qz3dkI*zl0wM0-@%l;`fUH@~Dz=)_9b>PB?JrKWuJ^DjS_A`=n>g(TnBJ$>hf
z31hU=7auh=P3XSMI=@O9d++Q$Lz&an-8otMYPFQ|^@dJ%jVFyx=Gf$p2(2Fcqz$yO
zY<bA$J>N$bzZ}OgY4I}49OlI>Oj&pNR%5gFbp>N$^r`tW@e`Go*<#cG-Cb(vSYkVy
znmA)L%1XQRR^N|q@GH#hzig9BOKW@2r;zP5B3XrnS&im!@YUe6=0$Md5Hd$utr=S6
z!X*yif=T_iSClj?ca^2_D&GaEKJj1gy;^XMV?12OM&ct4>f@Zc``|1xnX`D<yxZ|-
zFjH3Al11<jjx7py!XVjTQ>;&-XJ^&fN)qdcxqAF@%tO1|JWXX>CssopqYKR0SfyHY
zT)b@ki1=A{m#dkU5%NQbuNZlhf=0)$E9?uvSDoeV$!klNt8g9>LY>TVXtaAU#j!&}
zJw{^!&j*#J9px#keti8bxz^W1Vw#EVqp4iQmAU>b1iUTVy3y{uLt`t99m(CDl?r9U
zxMLvVuW<CE0K`Z3W*91EmK$!9XfF&<=ZHbQwA-R4s(0prhF2l!G4)jm#yTdPKeCd#
zyCx*TtlTkU&<=XTz|>k-+rQiVoKqIqEMd|tyw_P=0l9Tf1zY)5p&go_(F&0{O)(l6
zDknu6GO}eDy=_h;tG*S8_ha@MI;ZU*u(~%dN^-dbbff~yuJc&u?D&t^BREzcVoD-+
z9goYd-K&x2zIdK(OSsjdXylD!<8;)2*!FF9s^RJRJMdq7_EHYL6>uXeyjz}j>1Aq+
z2|C74n_2s6>FN}+5)kr?N3?7!4YPWKMSA37iU(5MI8MO;xyxR%uJLm9Nu@l{_AY=8
zy0?|os}XZuVs!G$LG7~Sg+02)$ZNBelqjsJbX_U?1%g*?@RrlSQzy6U3S3QKg7gqd
z#iz0V{m-sr87T2#74Nb`nvOI!Lvqr_J>55YdJU@gZHWsZ>O~w2%W7bTbd?o0d^rVb
z%f(XvoccVY)uy1JFpD!^Oq@LK;=hTyyN-41H;Y9K@;C)W=8hP?7dC}m6d2h`Kjfi|
zq>hHdGS{>gp*IsY{$i88k<;<TKZF(2xCBlCG6z8o8Q)3D#sPbGB^BIjm*|Z2Oc@?h
zP(wHFi8=AR09KK0)<@T?;z0(w=SO9;R`8|CW2CVU&hYsEr`Hte#q2X}^*t})gaK|{
z!I8O6LHFrl=YdpuF1ZbJbvg7#h-;>az5D<_jFbK;VidS{w$eFIE2jAQ;#V)sc-{(D
zyuB>hpus1wQr;t2?YJfWMihMR6P1*axg1j5jLH1dH7a7Ok>{86f%|-Gh5E@XZl4p7
z9GEdlcq1O!1`nRx?rW<(<jSpM?|z2YWE}g!oJbQEK39=7eNqc2Qk;LTNu*0j;%3zR
z>%Ti3@5Zw=#gW5zgJRsUVt&tMjmx!?jO>PT+-LpqLtE)``*BV-UXD69!Q34GjAYV3
zouVA0-;fv!<V*jx{HqP|9?lbhFd->R|BL5Sx!c>wsI$#h@P9cDQ|yuVN>H=~GZ_ry
zN1%_m)0@g$1cruoRoon$Z5f_$`$o4^clBXPxr<9q0%Fd+DRb8T-u%7i6V0Xy6En>j
z#j)CK-RzTfp|3=(<X9WOaLon{Piz@n-90F~qyO6yy-)IO)C7N1<E>old<+;PQ4XO&
za8OPT07(PA{K%0A_k9eV+%u*e;O<{;0yF;>MA?j}>UodN=$fj6>=*B2)0f^PTqsPK
zGvg8pWce|7Zc(JA+r(IUG<Ys&*unPu7fo>>L{jZK7us<Nl~rz^XR0p0?Fyr<3k!`J
zJgX6Q;b(>IU1Kh^ecEk_n`DE_-dvGt$o|Ms%u#MDpCjxH7-&+=&xqMagu{I_jw#mH
z>c9@V7aX>XfUlpR<Px|`1U5r$x<@ZysiBs7Sx`9mtmwB7t27LK={3<)mC!@?<R#<`
zQX-hh{#p{)j>0*vJj0O}Fo`4{Y#R}HRyR-?UtfWy)*I3IGUwXJ1lBHh*qaZ#GcT#e
zvMDw^0&-J-&6xy_iqp!d3`L224{9}4X6zY_$g;Dp_ai__DJKEReNnbkWGZWsXH#e+
z@}suHbv8(W$%rXhpBYmEYrS67V)(~Nc?j_z1Su(u*N9g<o8^N&7JQK2^ntGyK{MvK
zI=<=bj>xHMRhh`EVOH931vxAzn|{g=GWVsf((Nt}?gisS1ha77Q|Fd6F$MwQL=n48
z;HIg}cvjLrK9xjzpZNLj)?Y))xHKmyj|w)~tXv~uBQS(#YU~wB7(48+<l-$20%jN%
z(O!nnH8w7xexW1eve9F<2+3RX`Bg;^2)CgVxMa@_5Nx{ps}fP8JV<*c2f9~?I`nHI
zYB|uJRm;-x02Rmiqk`D&A7)PCcLGCmGo$y67en~FfgLzqPx_^%leuq5eh}G>_@b}-
z75&y~#%w{awb6+JHA8>#9%v`(29PN5ETHd#5oon^LId}_%t9nV0&cbEBu_12RJP%~
zrVfqF_!-B)B4CH2^6SdRXwk@tuq$Ud$qc%OC=z^Z7Bp@7U233KS+N7eodK!JgmPWU
zr=5cJ|Ky>Sme!p+!E{0(&47xkV1=Y%iBq3BgweCcO9|QyGg81<a5Vgd7=AhAkS_gH
zT*sXExr|)wCz^r(KFmPPm>Xcz`OvZg5y%Q0UWJYVF5BC)8h+YP9qio)^0&*l$!O!m
z)EN-T)Sh)bNX3yDfcJ2S&)lf6XYdI?ck_1;YVKv{5;9det4<vDyMous^BJD3Crt$y
z%>D6y!jAC6G_mJpgf>77%^u_~HlR6p{`>du&+p5D_P0r8*J0)NR@G2|<fwila4SD<
zrSpK%+<7=^PSnzhB3w<yNT7cm7Fa$rVXQ%pW*>obEzg<0F9T6P0z_r@*i%FkCVZ&q
zZizgI+t_twzDAUeeyjqfvwoHiHp^;s!=+WQSqSriOX8e5t9Co7P~3Q@#HFlk_8hFn
ziC6s)w>lL$y&pdab#-QlL}JNMHWn-4_xyl@8t6VHHVs14KiV_bG{=FZ$Z>B`>Mb^E
zh@9d>4x|qLJ;uLyZ`LgP&#5;`9cCu^{2IY!!~JE(L0LX`j>BMI$Q7I?Aho>`u2VL{
z?;ojO!TvmR{c-2IF{uB_SC#z80a*Mg9$?b*?8VTr`$n-D=x{=nOE#c!yr)2~SCF74
zcjEuys?V&len(BuxTTR!J<t=Md*%N7j$rxm3BUC_zq2jWN5lprA}&U)xQ0>CO3R2h
zn#QW94&|UW_^o|*G>Yx5!%i;59B%rb`WQr55hU?J9!Xt`*nA@VbVfAU_CTa!=$Tw-
zQhtfhwudU!$hdr9b0Tea;OcFBV=EI&)uSwwL_TRbYEUe75MpK2qYvSyRYp$5$s$R-
z7iCa{QU~WaDlTr8{vK~G+_dQ>=#WM|g0zZkANyIV&<5HUL9G`-ZNKEaVP-@9Tp(q<
zfPMa~@@`@o`@5VJ&oCk$ZG;<0IADDWx2<x7;a}VbiXwlPJuyGu&H49dmA_}S7juqb
z+qZ8une2G2s?vP;-}Ab-6cek`%oqa57}O=swI0GiCgfMOjP!`q0t%!x5%{-k3pB6t
zK-)>>_U%W#AhdngMw8%=7q{t5y@lMC^EcFslvcX8UdC)N7=-(-8QJ=Mu;y6_+IvHx
zk<-pAp*t#4?4u#7dK)q}ZUHQWT!k>$b=~k+$AVd?A3*jc>;|fgD%UH4l^;>^`Z+OC
z@vw=O%XttKO|GxSiKCKNstk%vqek7~;cW~oJhTfhy$;oea4N9=rrif?R78=scDIVt
zIZdAm7SBSWzqpX(MZ4FgDH~-)5{}Bd_VMAZUuQDThH=esf;v+*85#yHn^?bma|cO(
zfl`z8IwH^gCzkHg;~iV+&4sdjVg<ZGDz5uV|DzNIuB)LP<?fe%{-)w^T9e#Z#h&i7
zERZxg!yQK3>S+x1U};W}nv@HH0ug*E4r<er8p32YazIpevc?y5sxY80lr+8$LM1+j
zfyf}&6JIq7?6$GWSaV`^br&vo8|{zZrw|mX?=Yt7ou6$%PVHcF%tA^*^A117Qz7zn
zAjUz9$l^fJKOUq5vys#w*ilV)_euccr}ry?>?+UH!To>)GBJ<T>q^$P)SO`us9-bt
zUbru>L9)qY-1zsYx*KCV{|bfk0N$pG3j1IqgVdwaQNf4v>$f-Txr_;Wvyg6td$CaW
zMi0W|e2#15Z>=d0aMjEO&c6@OYZfRr%{X`a*7uy1;<7g#G?j$VCiUnohh^-22O0d^
zt-XG2qJ7uEeYPw0oF{*bn?lnON=@bQ9`}8<Qt#NYdsGwSsye5uuLu)kZ1Z~>79SDe
z>5${Rfb_@MFDjV&=dERsqJjd$sE&kT*T(ENX_ek|uS&tD&7@+ZM37qg>g<ow;tJ2D
zlagRYQ+L^{lfV>O@#a}c^^nMlCRm-QI~u9G=pQ(@#Wyxrjn^S<w33J*aSgwMq|uLl
z`__*C8M3J&(_r&M2tys%o2OR17ki>-$Si5w0Pjj%E--VuCY&GxZ+XscTai7gVv7b=
z>i?061m+k=RCD({Mf_K-)N;urUX5o}_YLKBqy4Sa`VOs#;lq#>rf6q!-!}#97)bT`
z`VJ>|u3E5#Lts=40E;H3WH}Hq5~QseTNZI?z3S>lCR%Vc<OV2S-DHB9+h=|ruFp01
z_-@<vgq=OmeE$A5@|##o$<l{)Sp|bPpoJ}!?kU7E;W&<<Q$P!fdF+d?yqU?2LOW7n
z2^-gP%@2*ud0y!jb>EQ0LB1#TE#=#u4#Tduq-ZVv2`lQ<uAGgAyk|J^lBT|vmbRc@
z@61eWZhWarjXp|NE(Q6Gy%guC)10`-+NYI~`R|h#w@*sBXT4w2Csnz1BJNvN{}oIb
zMiFawhC-8xdPZ?Ay?ybK5B%}P370)<d*-A1HSKzzkM3{IF!$n_{CC|jgKpZ9F#0);
z$Om&iu)8xf!HiN3HVDYIIj$|TV?@PZ_+mCO_H=W5GeN3Myt4$>l_3}<2u|GeeZ@-O
z0bBzJ(M~ZP;JsJ1lF7V8&lr+UYhyu_uaj|2Ds>69vIfJODo>fT47K=zUQts`;u-dQ
zb+w42OG(gtVzFgwo=p)SA*Y~RAc&S}tHSuUiZ~9$6bVK<VEw>i@t#1e-3d2lpRr0B
z$j0iGniJ8+w`rt0;csSra#72XGoE?*H(8{lqqbr9a^xtU?w@r99TkaSnY>pVyidAj
zAD8OZgqJb1M`48@SlRjxnzm`IG{B{$(xf=XPcDe}Wq8_J3e<``Gu_XteJ7Fd@J{kL
z(Q258CJH0VL!sNB$@e%zcuI6wl0B@2n8Bk<aX{db-m@p3_QI?}YC5UDzv>$I22(}o
zU{MDX3LovGG-D4>`7VE+o>_5hmr@hO53vqcu9GU}WR8u%=IxL$QeiT?wAwDsLD~lb
zBh6hWfA3TL9!FI;t)FL}s+g~=uKu+S2@Q?o{hm=}ojt2;MVkcIUsD~K@{@<A_s6m6
zdo#{zj0S6gMT_Es7(@n>u%TGkJNnsh!+HA>26E=9iHN^Tg`_qrq>e}N3*jEVbaNiU
zM{(zlIAc!a@RNpqd4>Vq1dC8%OW1i}%m1T{Cp+LTeP6a4;V7~AJd>~%X(yg}=qYbA
zi!|R9SC4iyoY$P(eD|&;_=_G$e}{*sL3Ypv>KD@-Ai5GA9WIBUmWPJk(v_9*k~6b3
zyjD@gL)F?2&&v8a=2F#Pnf~ApOGs8(f<vQQ^<f738)SkKb)I^Xq}>Rv0yG`ZjyWRj
z6QGfNVNbq6Ksw~AbF!FBd0m)&oI;@iYh)kZT$i)z*ppLpDkkkj^q2K3-H8oj#r<hO
zjq19A4D1}_<s&j6(P~yTiph@_G%JEMKVvLwuE)|Sr1jr^4P!Tpg4jIuYcnMb^a27#
z;L%_wLvHNS%4LvY<!LgwLA@tu4O_2%jmN5fZvIKx)*KP-20I~#29Cwf*2)GX?%hC<
z(jIE)j6k9Asbi?b6f+w7pF%6UqUNkURGJS3hHA}D4*>cOwb&#Zy(){9ph^~wMlL<%
z<DZXcCuONCec>63vnSk%t<l<~wZ<dEA3w_sg~tXx&|3}qf^9QqfuF4Y1IbP=3T-4q
z>5z<A)}N3*c!?kd@GE-HpVzOWFs3ucbwW<Kl{IDk(9xs_MdaYW@Vf5?dXb<J{6@IS
zMr&ae#QSv(YhXRU|D`wOwPW^i_m7-v({|N-d?d%Hj@&crWse<HaC{VPmQbQTATe5i
zg5kWdy)Sb4vO1KtH#)_D1S+_TytZ_(*CVx0g7LmQ3i}ns+rvx40Ai!V_BQF=n5X(D
zvcxI6IAvVN(VHNO^EAWN-@}E3!ihXQ{Q)^Eq9DJ`cI`(JzYNk8!X8RI=b#yZ9za!3
zSZr5DFASD;>||IrRFbI2uAu|{su!0*FPgK8R_^S7))RX~nA4LwE;K1w#TuEY>wO}~
z#}Z(d-N4P_78Vw^>Dd@UHJAh(XYcJXFf&1RTTavmtfhZNkBCGX>;xc?hiR;n@!ZxW
zk9rwtUKx#h2?`Fsi=lw~MNjbwPPp69{jUpp0B0a|oO`s(pl`^?qb4@V)&7S_qk$xs
zW*!{KbLN*)&gdb<phPo~iPZ90>m7{OQNcauw2JkTKUs_Sr7RksRYKUia{mr0K7?L5
zkQ$!vHAeLy4MadHQKGLSMb->-HWGp55h6aC1J&9*&HhK>#;YLDwRQvCc>ofTkW(H)
zPSonL6TBcyED+k9T=dve>46W<Ca7{z&{qZsF;tHm^8!Jt7b#}%gf`38l*Sq$0qx@I
z+5?H`B<D{@Kw-dAPy7fh_pGy3Wwg`i5+o*d$FUW%|6+z{V$vV-R->to_K+NA%WAL%
zp95PYQ?J}sCH8*wZEh#cgv8CG)piu!07sL%c2LnoEnWowl4<bFZFnW=ftQk<cn>um
zEm`q^Q0?jR{ixs-0OpOBZ;$?%NndWC3n5uaJ=I!iu(cPpZ*zx2%e?<zBGV!ei)^SH
zqMUcQV_jhr(o=Wb&UN=AQ6=y?A*$pcVm1T1t44%xs-@FjYhgT*6j5mwRCR_x(32wl
zi{TUb#XdF%N{t1?g2WR@k!PyEb+F9eZx=X6d#9Lvemp(ITLE7uSgiEMIQwdWOO{}m
zmuaOP(XQ7iNu^NA&i&R{`A{V{ueh=Gt&UE6iH4&%Tm4Waq>yir?GR}Yy)WuSlP;1|
z&^yaq;i(|-V|Mur*(EB>*!jB?7q~xilO-L4)wY}k$|-)#(g#jG?JV>3^)lsd`xjFN
zj~_vPUq%u1TO$1@{+FK<j$Hdfm3<kIiKoWYF_;a$Gk=cwi)tw{CZJPY1I4(S6pN(@
zFyfolv+XX?0__9YYUEGi>STOFs}Kfg?Q@UoS=eZTS6`dvKTH?14awFEUyBp+c>Y^v
z^6nJE<<FV>FoWENUyC5{pL*77;fnP)vYPk^5SyS)+@%gdj6=6Yk7_V={dm1vS5eP4
z8cwnKL=yVD<hiOsoKmqzZ%0^M7FVg@<-amw1>1Eg;xnsslKNVFuxFnP`Weh{YolJs
zAsg}AAw%~nDyozDkm)?zlbS?Gbp)d=cYC1oA7HENy&XYuMck8&UJanVpB{ny{S_fQ
z%<4ieh`7GQore8+6^wt|At+h;*7!iG2(6XH{6ylp=H<uJvnaL-o#*L(Ja{rJ+lj2F
zcpxEhOC|XA!wips6}9bIecpITvGDE#fajFn-FzbSmYzMI%`P>!y3V^VBsAG5eG`6=
zqjhfvXi(rm<W)-G?mIc41s+4YLW)~?MeJXh0&8zB);+}T(3o={i|x*(9m%I!90kXq
zB5s}aTH-b_c0ff_F?@}6I86&%1+RIkWKLH~kQCHc&p1MN55yMzT7DcE8=Hd=6Z8f|
zz+ImLgaMvL%h~5gS{WS&)l}?^4ixUw)JE#7I(%zX%qEX@-q3jVHoYtA4Ek2KVn<I?
z_04CaT$eAYK#9anF67Nb-*+3qp<j+NGBIU~IS$%@(l-tY%n6`#p69><W?Aw3G!tN&
z9RRPsNBHVj$j0+Y1FRwv)~T0+N$p3rrr#T&L#C<Oh!^Lwhl?<R)B6{7rKc;Qz%l2x
zi}x#I#NF7pF9UpKgYV#;M{!AU830>dKt{+eWgvHtD}y`aO<!aLwEr%m8S=;<&mz~)
zvnaCZe$MG>|NAPo5hv`Pe(6^*!As4zFrfX?I&9L1#@2b*QH}-&=~PI_x4SsFMPe#e
zt-=}JIlgwYsPd5DHL_#%zI*ver;28lX)!4_{UIYgPOUKKj0xjr5@unns6Vkd^Sz|r
z;Q!(4E5o8(ySB$<3n~VPf`A1`tAI2Zn;hwG1nH7)1_OicP8qtSo527Cq=p6wrMrh7
zzBS|XeDC-E`Tp#E9D5($&VAk2wXU_+d9L#mhh*y|rD{VI1fQwcsA+ofv04>jhVKm&
zqW*P8qRc752o~>7P>KK4olaF91B{FojZZu_2kFwWZ~~HJ6YmQc`8p@27E#|f_}8Zt
z{@Y}n9(P(MAU-1Bvc$>XX8a`=nJSexYQ7H$D=}<M>P3r5Pn8iqayp5)L;$slOWN?I
zAI)p$x8RGYsJk#TAvHz6VcKEIU1E=_!sAr3tG|m)nNGhoacH+m%q}6ctCguDsIS(}
zXXms~5(dvGO@{FfFu(J?e6+yoaGb_EmdS{2lcVW7(&}^}jrYrv{GFSdUwXzww7?au
z6IholH4tABy;5nX#X+RHx5dK+z7y%j@ggy;UO8nyw~q}SoI}RR6ly=55KmeUkEMo(
zehQog8f)*Q;5#aj4gho>oqI%ZQ!*dFx98<^F116Hm~^hHux34T7Mzt*o^OBZX4W!9
zY6HW6j~of0yf?Lh^&_!8JhRW))D9swt7tGX5G^9rJe~Y(=p1|Zh*!(f{DCLTm%_;P
zg#>bVcCIw7v|cobs4VQSVEUoc0F=dJu0n~&hX;P4$%R%Q-Hj!I*;Xmg{0f!X2fFs~
z!?Sh2-zA~rpRL&Cy~r}cz|5exBKYrYeiKEicsF0B%~-jFVxSFwP;9?7E`i*dFKtpF
zU`IWY#PBPz0%A!79~0+<Q{pH5xGNV3sdDDkD->-lYxoN>SE*7t*hBqbpE!M>xEwkr
ze=Pi8J1&^O!`Adm|I$;CYTI16e0sirf=X~fH2+r$R3*K0!djg(@VOhauqm5k9vcDq
zU}noS>k53a1!$`{=cAzEum!T}x{y*iy#7Q`L*fDM+TRms?A0}DHP6hE9*jEH_qQ*7
z;~)Vqm$mdc)CPk}ZGYyj{VmXJvU(m2+2-`cou*1)<!<<^nCTN#?BRJ2{qdZrT|Xjc
z7c~*UI}fHp?;|;MvLPAiKI4m98N;vun(-*$j6aSucNH5_i;X-*z}!!L)zkju&~P&A
zh)2;ud(~=jZ;!dIH*>dOL604yn3pOVYzYG}CKwG36?VwiGh<$L5t@S_+&>Tf+|FU}
z0^0(|x=aYdZs56^O~`EiWupnW&zX1f71+u#$mKg%I^E7PD<^y<I}!;n)TnZgarkqh
z#gglpM%$h=t?bLbgaw-<_R?#U)yQxBa`U?!qfll6e?qgaL9~|=ww8>1+N&<GG-F|C
zII?gA+TTV$>AhWQ3fjEKZ%&)d_hb>n<t^2r<!?i-_qz28(q!KJ0X&xeIeiP^j;3VH
z%HsY*w<NmFvsC@^wL|Y6lab2N*BMcDtUT+10}nEC58rcSm;cmgZ{C`f3yZwVTduF5
z41q&ZC2h<FtjhA?W%v8EN>*jp>+Fn1Qv}P}2tsCrx9$1xe6xu=EA_OaIi;RUGnD1G
zkW25t;2{ld+-@GuB!TMiQmjo?-EXG^v4pd>x8Z2t;=VVOhNJ>(yOweh@L@D@86!yP
z9`FDmuoGy183ffbqi$I5LAVSD7?;$SiHXbu9#hc6dYm1xnA<pcy({jcT((t@s>$I>
zSd>M_P1HMnSgSiZJ<uaw?s9Dj6abE2L~Lv}$e9T)FeNyIf&?akP);xdk^Pc(S(fih
zWfCP}Fj9r$st(mXADNLp#c$^wgfC=iZiaGrJ@pNAR1LG=o(s@CQZ`)bPK1iFX;SaW
z$P-wad61LPpCR0ZZAqeI8W;#v1YxR-iqMV8t}cSKn?nn8hAF5VwL6ts^!E{H%dGho
zpB@nR;maGsNP^y-$h|7iD6xAVqNuD4W2}#UT(^Jiu#EA{VOAL4l+J5X(VC+^+Bn^&
zvyy~|?BIr?in+c6*g+AD4Y~E}5nHoePvN>m_2y~u!r#Inx4H?u{Z7yxFE#6Cgf6Di
z(KhNxEd~I|<VN++&kF+ERa4zQ+Rk_KWu4sc3(SpeJoZoCC>4@PbWtxrH;3v^qDpSj
zRug&DT|uUmSx&+pP|AAM1v;H`fOe>X)il9JjF7GnJUO}EdO@GuHM<KmQYj66KYq;m
z$w(;VV2lBoRWLhyBPJQ_T-^Kj`<ZJ__FR9u5`21eQcL)zaSEPVP!(f2QlMs%OJ)XN
z8j<a&zX|fb-4Gf$nJ)Ld`>AKw%m5mCJp{2g8taNLS&FE+v?zh{smV#@oehE)HMOu?
z2^@LQVw-0c5zz&~T*r5toVqm?o%;m$6oUIKFot_RKYyBF+jvb@0Sby+c3xejqI*$b
zfz)fIaEkrJg)5dr{@wVSj>5yvy$yw;v-txb-S!qDhKg1sCF6kKBfpe`)w(hZlJ@yf
z9JgN6Jt81JVBV<;N^npZ7l84d1l06BptO?$u|auY0}n<T_S4*@<LO3Onrj(v-=3@m
zeH+=73^~z5a1GC$?FKph90p`0pB0G5Kod3(c%`OTv=n9EL+I{kK^L10I4XVnlvl2{
zart|l6g-`2_Q?>Yo{-E<`}tM3aVHYOHX`urb49@fx<c|0i8v_2?-H;dJ+IxgFe!75
z1aP+L1vSD=Fcvc-ge!1U!SD5BBKIo^>eEZ$rgsf{1h!XvQIxEzgxW_QeEPylV-pgV
zhVgMWbzMO5%>k!Xv)^BRWN-9LizYlU^1b}4)EnHU@SM?5a}=u#lg~bSw{6csn3>h;
z=d1{kdDL?73GwGr8gev}+8MXikXmRMQMk!<_}M`45bpk4iV^TrH5}bqI}f0yEA`m5
zgV_g^-Rn?Rwfvqp<Ra?JP4of|nPE3$$E?an(!u?uv01mYQcmXzny2qPjn|66e}*LZ
z9(RFOTG}r{BAyLUmsLnE&@xW(4z2k){5a?Kuhi1JLVNGnY^SGlz8}}`xMy^K__#j1
zTQRe_{GOggIOk6Wp>E9t8J#GVPe))J5#I_KX!a!k#GgO$7%=a)!_)EG{rf-A*YIEH
zO9d+epU43U<4Z6O_9=?@-tpw=?4zTl5fT?=mA$65F|^u0Hy!>-+0MUF`;YHk)gDTP
z$33MB*$aElOGY|s{k<xxIy6_lzxGs67Leq`x+7=bUc&Al@jHjcoOydmGTlqGgRA4G
z@OJy;OY-KQHQVvqR(FQC^s?`9HxBuiOwH{sn((YK?a#b`GlTk5Sf6?3U)gxRu9p45
z<i{s0re{Bi`Q=_qC2*&&u&K)%i4IR*<w4H3<#u9YQj7(8dDY<E6k%*3$Xym@6!P}L
z(?L}O155F&Rht!?bPtn>)Gv`jokn;om%n*k5SRQU&NI?gMyu*HXRVT8XqF;ey$48s
zi}`F>TiZgFAG3h$6|OrQ8yjm{8CULu^GOO!(3s73rjVY=`ej`U)&`n@l5K7L4E5X?
zpm2ZiN+V3LM^aX{Y`K-pm%6K~%h%7Z*e)_XBZKwf!!pHvfFq2g+kQYzqQO)ksi%I!
zDrw;t<2}-3<?drG^dhof#*Vs%EME*4SkddH{UI^=aYZ3u1M=>J*ILI@!Ros7bxQj2
z+U5nb*C`L<+OjvTN$<xP&G%-jjF7M?&6<JnMc@(u6blfLi&(m&T7LX^N%3Cb;^pf+
zuHte`_l95_*bSFk4t@eGjMdXyR2qrgaG;Vu-`F5{pJTLHuhD3F`e|TOslgLU-QcVq
zWfS0R4VFK#t(3@XYIuB8;A%H^vOI)$J<4{C*WWKG2>C}p&%(B#%5tx~bnp(U7*}Io
z`lR3*=c(at#V;o&UQ0JrxG?>FIP-<Zw9lVA?-zDuL}KGw)(H~e(EiCYUjekSl%@R$
z0!ue;X_yD(o<}@3+El11*z+FRye>2@%gDNC6WIa2qhs@cD&S40IQCD8rWziqFT9>C
zeB#{hEX0x7twAch*6<kdD(iQ!`=(NlQQ(pr3DsSXp;Tk$Xo-DDvd6bz@B<|87V4nC
zSOuz@xoPWZl>)+F*nC!o%L}}~=QRggGdFgMN;?^VQnmZ{aVIx4G>lBTD;^-%0=hNC
zZ6X(vEE&z7Jb8T(gE`vwpq%)VaFuFha$%xqxn8_!B9VPQ{Agvcd|>Tf$&`N54)6XG
z`V$u?{)|mvjeqhT?(B)2BP;4hd>Gj&HCT8Uc3N1Kxq#ku$8$~A-_O}VyXG=H@4!|2
zb&hG7X++0Wo-gv3-~IxvOI=WH4mvFslqZRTc`eOiNo3AXCPqfhZE(aBdM@9?mRg{Y
zdU{vv7($o5AX$>tDLp|5WBNEhd{J@sGqX<=BAhczHMeZjRfEh=Q;^04bBEn4NC{Ft
z56y_v;!Mw?^(mD|Nwcx^_NpP9Q2DBFL-wNR;!;s+b-c2P;KS-TR%j@}yA3sfuST(8
z8)+c*^P7*&)i8T&Bx!7+q;`uzZI|{=&%BI17T=k7Vt9Tqx~Zfv^HplzPSbnzRv15Y
z#p_L6^}b_ejN4+3MtCjyepUtf`}e@0KyDL+^(osXxmfPzD!|YywD!*+9*MD!*bb~!
zD1Dn(eYwduytwiv@_VA9<W(l>`ZHp0PcQs#?dX<q4KkIpt?4yp<p^aQvBY#j&>Meq
z@bDg?+h^7i&dkD6)Dg`bk(5*b_mB?3N0;&}#0w<BufC5cbPbaT{6jMxNd?eX8E#Pk
z5jJ&RJSzl@3Zv%sdei>($S#^;V?lb}xhAvIFQpGP`xN^Fmv{tLp3|}imhi^L%p`%@
zrGTg)#Qz;%7WTSHDaOzI#y_uGG<$$)kaDrHOj>%nIUG;|bbssCEwET}AsBzG#e-$d
z0(jqagTre&q=Xhff^W98wsr$!!+h%YAsDFTj>DZk3YsyM?N^r~)n)a$d3A<Ldn#qT
z6c8D6ACW`z2j@sOn+{00MK;BJhDp(jPq9pD(uNt*g^qks5!ajSEctgqwzSYCL0@Y3
zo-iDuNoQjm(%96rkm$Z#cpTlYZQo|w;SLSvJcKF8b>@0!#;}_oPX}kMJ{T5R4ndJ2
z5E&NzA(l&mvF_{FQU#}xVyAFT7i|@F)=f_E2|H$s&B{I1H1|>v6b?sK+c$;0F#Gz?
zz7L@!qyJsbB~CDW1Sd?qf1;q<rs)Di-U8bM_E=>u=`;6#Gj(vr_DGPDIw`FncHYFf
zJ?v9MI?ulsu2mL1`b<Zjpg&gVoVM8zfOSj?D~A@_&PhxHh^arip;<P;z3yl2c*g%B
z?f5(0W2;OzzdUwZ_Qmy0Y?E^KRiC2bceak<@I(bQFZ`}N5BnmXk$|b~grsr!L{&vl
zU2PM(yQDSsD}D8nH&-W5;k*0=>yF+dk1tz$Srr-fGc6rxvyPX#&~xo40A=1uKYp@z
zRte8Bk^5UaXNl7*sYwIXX!O`BFY4Nm=33Wt7S-V8)><8!TLS#f?Ve(qn}JN#kYK%(
zCe)v+msy?Y6rP88?wVV=e9-I(6vii86}PruDINSZ@Dzc+!@=_G$XUT+!8Y-U<5oy@
zgu=*_L2D2yvhQ&G@2@8kDi7{qOlQ9Hogx{O4bdyX#JQcW*VE}OO=*`Y>W~%9HXVuH
zH=%6k;~dmt^K|qJuc=S<gsX$^BJs_ii|yG(b!9AtpSQBL4%4Hk*B~V=nyYLT<m33x
zCU_|?C>F0oT3{`jd_!VyQ**BVbUP0Mu_{3P`6tB08Z;w4CMRDh^c!vR#KLHq^*k*C
z)t7CZ+lVv!GvMX*v1H-XHhTP?`_uM|b72=jV7$W-8VAYO|2{xVi7PxZ!AAI@*;7GY
zU)Gr$kzFS;skalxo^0hvs0VG3`EAWK6tdL)vD%<&_IjjQ#QpqjxPACd*hacU5fiU6
z|2mZf^#<{`k;2IpJ3C*I2zjYb-=1!MUv&yxa@9INzyF#J+esBqvZTY{Y5PVwxXBgP
zUzf;$d=;#>Id07CS#Do_2BM*IKG|?@SG{WK_2CW~-Hg-(n-I6rB_Y#=XLHrn&+z23
zqVVQ?gjGBFMBgE<^}(LNQrhfE-mSBbl0Oexy6s_cq~wLD2EO3L95t`OyXRb0%~25>
z^(uOj-HAAD0@@-?KtSu8K)9?s@<a^mnyP6kqie$6ETQUL($3_T%L8~*yi?w27>5o%
zJ-nyib=;;vn(U~R4_-KkAj0Jxq?Pz5o;~)$<@E16nMEYg3^~IyeB~PA<jJHXeVDA+
zKHsvVUFJyqUK<PLX&)(6^o?Gp>6^WB<VXvQ36MX%n}|OlD6-30CigkJ3A^DK3v>14
zRjtoG6;W~S|J(?E`~Kv@VC#@zncCvB?(bsFivK#A_1wwQ{1z(QfK@A(6r6U?Er7D@
zGlB6|Kepjl#gS^$sp6YCot}8?ALZIOrdh1)7VYp+bkS%Ff42Ennu6Zo8?^ZIeC{=J
zEPg9-0e;3m>ckE3eAh=zGbGf>_bakEA*h*?v|fg;x+1{f+tb`8347AbuW}2Eg68Fs
z`TNgE&zIZGTn`bcloqIpD}=SQCJqPDmwCxm6>X5^HKlxcSZX8xfGkJ(abk&KqJ11>
z<-gEQrT+-KJVrL*`dgjMzVyApoeRTGNGo|{-PvmDO2EF&NxMGd10aQWHqrK!zRaQN
zW|QG%ihzI4ak$s#rzv_#HMnsJ<|vT!ZeMtGqdLVTbcpw5`ijfqaBmCi-6ETkYVE37
zv6(OXs>r0EBE3%dWiN>$R6C#3nkB9WRWl?ST=O&_XXgGYBYXnE%=aUGhGQie8~ZYD
z+hn%3ayULCy@@_;bUWfOZfhh#Q9)`IV7z2f;_AL<7gYJ3W(C1XU7WoBgaEH^_mAa|
zflDa4VRXX#;&_tyqwt>J)HAqj&a^DKs!9m&H!cwWq{Na`YhV8D!N8^brqkjZMd)y`
zb}QJsLX*GAv~r9cqPGSn#k}_3m$oN7evCDmXu$`>ZrhlBiKClkhR<_{_<0mso%o`<
zcylji3G@bPFeVA<v9y$no-bhRUHLOjcidZND^p%rAU9yb;h@SXDLsE=Mo9SPb8Kmn
zq@w`eaQZ<~$ux~D9M;SSe;<dGtMngbz?e>eNYe+1Q;4SOB8wASrk7R*yw>-5T3T3N
z(p^xHslp?(+)_i|8O$vVgGsEd00>b;5aw{agEV8cLqHAuR}U-VZc>{u>HShQ$>7>c
zVN$2o8#mjG$g@@DsJ9|0E}D#S{0tMRmL0+bc0&(=g_gh`@Q|1FO6gmawzqT^F1zK4
zdv3P9(!P|=QMr$(f2!H@v6tO5PM~ZordTCzJ0nUsQ<c?haz;^7$}KpadoC;oU7};X
z%nmWYnfNx3S)J3fk~0U~u2Wvg?Q=A2rPF5@E?rSmey!XZGfa*Unj77S%XzGg-r~c2
zRuA&5)@*2CKov+cBr@r2<;R$qkBL+vWA8m_ahg_zoQsd>g1fqQ@F{_&f%y*K>}2b#
zOs@%I^|-?Gn{M-12xq6X$mfQ~T4T-)8CP&GGR)xcrP!HN^lNS2E!Z+Uf^`hX5aTO8
zQ9s}uwVpN8l6W)R<76o+>Y9KpS`QNayq~9-B+6f2-Vst)sl&ozrz8g#nJDoh3%ZY#
zjjE*3op-a;=k_dc(61$)pPJ6FZ^O*Ddhm{Scy7ya9u=h=oajI)&hL=S;9?8X^yr<H
zIREDvgI@QL?;mVjAJ(Di<y*7tn*XR6z-YZli-=DYUsI?uktb`yF_Af&ib?bH|7-Pd
z4%?rWej>qYV=Q<&XhQh}!n>F_<3+D4KK9AUKU=~lQ3#WHh6UkGRaI)E#8W_PDEx3M
z>e<couc2S<jNZPL>i1&nU7EGr-&HW%QnOwpd>dZkx5+s8#8~vX*QoJs>+CU?!q34s
zgxxjVn{e4WX0e}NO6-!nZ<6junI)akYnh}OdDwJL7zzPAktif$JQx@@NhMsPBaL*j
zX4-Nz>_8;{aeJ7P#ahMv(h|dM^ahtP6OMXmsbkiorud?HtnRDOT=7Dhrv={@9Ne!2
zTE+NNY|%!kEo$$hi9du#Ia3CeoSDYaWA!nv4(c>;Td4<i+mmgUH!sL~yv&P)L<V{D
zB5vsyY_p4sL$ZXMCX+ZGw-Y?36sVpv6;P2W&m;3e#P&A>T#>66OAWqlt@`9$2cPyj
zt&N8ni92UL3ZrvI!z>x}Ot8+wZ&C-RC~P3X;Ufx`?U;LYeWxy}yrTNxqEdf-CUm9{
zA_gyl8s`T-R~haXuBft>C$D~&GqwN7y=XLpd*z5T+S+AOe+Px{%d^Bp0qNCsXp#2w
z1Ov@O=ByxhK@x<?O+qZ=gjlv9tVRA}euRHm7LT@XlJ=x`uwIE~_1uui%KSi}3S|&S
zOXwBUm2;<>nX)8T1hh(YnM`aiAyzNaQmgi#o8fV?JaQjmOuOD9unPqchhtTHWi3u?
zZbo9McosscERo72V(@L$!DyONz*yDM{HhwxI}aiwVYf>_jAv!|{#Gl<p3HZ1a@#`L
zqv%FPjDg$Sf@1MTf)&|V_%!DCyHQvWy}xn3u*ay(w0f_X;@XwPUmEH+mUh}IN6?r!
z7;lS6b$gLXxP}bf_x29=jF#%cM49=NtEQjsTka}igc$Q;zkh}s<1+C=<^%~PA>){X
z#4!*U#x*@oQT*d-y-bTxPHYwES1T~)p&gb(VZ>u9PcfksU2?hCk<9It6nbO7be$do
z!t70yf!Q$-+cVtovrd@v_?1~rab>A7@z|rOB1kHxi*Tgp%G3;o5+YMka$^qjOpSdZ
z;-2hcjl<=B>uDVlQtoP8|3ZPoN8I?w_Pgz&yz`z!`$WZV+7tG!Id=hV>hK<qqa}vd
zBrd{YH~dm8@-`;;$*rYf<A;ZDFJeO|-a(8ECvy1dKU+3kY?^TEy{#;oKS_oONxGfJ
z=0L~{y^|{3^~rd0pC7ra$t&kJVRSs#pFB&WPGAji(JPAZ7?B#g?P(Vgz7+2YyM`#r
zLjU<^+Nxr|p^4wJ_8rQ}0s8miQs=5FE1ePYJkLTZGdQhg26RgfgX=WQ7B&-qxkWpy
zi6#tZ(V#!xUZM(vjS~%Ny*K$Zm2lZ=sKxV;##(gnJzm^dM0Ve<)%@)1GRNz~sD0an
zz!y^qqhTGD8uQzq?FC&EH`}Zf6`oUW5~3otG2uK;*^!Z!nwt!nO;atcz~Xwl3%QyJ
zioH9n6+~_{Jx4EU!*|F;?x8#{)B^iX(5&T1Dx>%gbQN}Z2)o~<vbQ>rrQq`qx9b<F
z(PdjX{La(YBb?YBt(9EPc+;C-pvu}mUH;NiPCGnzii25Pw#7K?9fpO6e$i5Evy6LX
zOr=u^z7dib8>S*F*-}>q?#ZTn;jkGKoR(@}Kt8$s2VF%g-1!ud>1Mdkt<WlPzt50s
zaHC)>SM_nTSgI1~`G|bHe0KlfAa3C@wuLh%vm8n}Dq=DhweFYbaLrSX`9rxA0^h7n
z;kLYfK5(hjJ#c>Fl%VX<sjr6U1x&d49sc3E+NVPT#i8!-y**BiB|^Y7XlQ8AjP(fp
ziX7G^<qRQw=Y`Qbx@wMAvjg}UPMXpc(^J_$n|dM%o36LShH46#6cCEb&wfofO*TX^
zFwU}#mu2VCGXiDRRqa>Xo<-pDoUD0i$EQb+dGAAlP?|0APBVzhj%@SSq$8#KtJpSl
zh@Nzc0&c0s0U{nYWRhi;5WJ0vdpN{sQ|9s~N_tvV{DZv#H^sJT!g;FDYm0s<EL0L<
zxc{EAn#ZL3m2a)&H*0L~1Vdacw)O!|I!T+sh&FqY__O{V@-zOCG3=V758RYouOW`t
zJI*j>+o$q1;lRZ}LDoy^W>t6Z`jfd(6o0uAuk_`Du=Qfr!VFl}IARLLNy@opZ&-k+
zFMj>n5|$K4%2G*J!p@^~lu%pxhqGsiG3)4d`%?HRY=61580Fa_SdS!Pq~kQQo5>q<
zFFAlY28y|0Bw?1u8_`|&*l}c_TjM!C;96YiguZcuo@xDU#VDHi;RUZ?uRXskFEuH`
zMKnqr?A0|FYq>}n;lUXc@Q=cV=KZOTD*-kv4Lo)zl4JGX=xUPF%$we61#OV}<}z$G
zP@Xf5<-QYD!%|vNKUlUyJ6Ep8T1nU<!^AB@weH8*_c<~!@gC+b;$-r`2YF#9DXk`4
zZU70l(blLhM*ii8+N(;3`R!#{a#E}!Ip{>f*Zuo8rIY{einUqZ?Z1{PbH@MpKib~}
z`;?NV&jc=IpwunWZe@M`Y-%=11($t$*~)Tg*|UPbf0{VR&Z(>nQJ;y_KixVMyUkY~
zwpRt`e_Yt|VO(NmZo=2sOL|r~y0$J0CEmnAzlNSraZd)Zh?AOrr05QtU|eqIcRFaI
z*bsvgXNei=9TsUU6hpb0K;005@voC5VIJaFB1Ifm=mv{{T9i@~ZXaXSUnSiB$B|O8
zIL6_SO3^gjQ;_p%?8{OI7YT+fAc?yWgRYCKS68274l|?B<VheARaTlH#uJvW4`_c}
z!|5A8S16?0cPi!C$NO{7GU^<rydW#HF<A_Q0;EMi`J*tTY>C8O#!2oUsUfbXeAg;&
z;uj+<ullVgZ?-m#mRb&I6G|LrVv-UfsU*MY*;|7`pQl@1cv9On5=6Zm@w<?*BSjwT
zJFKuU&wMy6jA@1<jKqxuF>0ot1459VI!!n-(Y)^8KWn&9U-Ee+PaMtv8m*L!<?ize
zfg`*lL<~+bZ?07iMaF7)>GwEZtJRplMz=sXdCu+zE?QzfgHiSL?JfO&N_|NqWVrp}
zo-M{1+`DEh^bveJUdBLcf0dee?jE#;B8}flXH(MTzvH=;AXr{?QXC3PL{pZUup)~3
z7q;+l@DBwv;I33YhV1Q+8anc6f)#Q!Y`X62AiPo2u8}@BD=Tu$Yd^0skQQXFG?{PR
zdIH^UKx@MiU8k>skwyG!<wR4E8gzImFJDgG*>M4Xn`ax-ZT1#N#}Kdbo)Pnu7|tp2
z$BE%WW3D%#E>G4@b!W<Q)S2<$!*~^Ip7Ieh@hW@$6n$|8d9K~IOvYV&?@&n`ZVUS9
zs8?NpHz})W+xm>6jyzA1kSqXoP6gb`ORa_<5-jQjz*Dmnb%dWtB={#<fZva1ty}47
zayrXXlBmNiH89WVAT5C#<9w^EvWr>&C1%l9Jl~xs<^u`Gj(OX?Jxv15kzv8I{uP=2
z9oONGWo;iZ<ZaQYKXDLTF%m;U5%=NHNf4HTn_Ibj#3`;XU&mskZs!k~Ow0o@u<VeJ
z;?ODaI&@?GXWkqZh9I>?=m!#<o=D%u&iqUi9wyC?^_~m4-JTWzln|eq*SGQp<~%TS
znv9rP%b5vrVRYv|r;j0I$K%m1I`*<pn{XJfkxXGT6Ac9sfyadUN2j$;NBM@QS89nn
z{{$o%<m;{Vvq0iPLqAi?YN&*{Tem=07~D(R-44J`kCn4SBV|28ZIS;qf$#;UeqXyr
zi%sN4y!Mw=<u_}$N9~6(#}F5y`<D5$e;wbq>-ao=1B&go$}lLh<!=UQ_lVmnr1VYv
zta&25jd3(Vot}u3>_;*Ch!2-<aHXB;mwex0C(Z)Nq#)+3f1-agm-*!M^!)gjH+>U}
zi<ZD(8*vjd`2JxcQE3PVX5$s51)ycv&N-Cw+|lR#04pmir_xa6fUADkF}hh=#7^YS
z>^<QJC8dV$>)FDwrEB$rn3snfSRQ(*vQSJ{%zm0&e&~axF-~}On|~_mXF;QjwslFy
zmf;&)A@3_J_!4D3e>!6qrwBG-rORsh+H=!zZ5(eqv*8!}2`RRVYx>=bcEgc*BD}+@
zr{l%vW3SE(c>SsFZE5Bd+VAc&`0OyZ(7yC0F70E#v@1hpGNB_#R#BhXeB1mit$_0H
z-@p4NCMRDk)YT+sK4%$fYG{~S{ryc^PR`lT2KG6+qCy?%bluJpnlK7*%b`VZq|FF#
z=(ZQl?Xn8o<@;f5wZa#j#%p4o70=Z_<!07t*lxvDe3VnD`25&yD3!?n$+S@s#qXp>
zF!lVr0#5EGv`a8w*5|3L+;b+$;&m!xN9Gy-#>U3PbrS%|^MBz0uf5C6ER~g&wJu?1
zW|p{oyyeSZ6vov~8zOLTU20|E5_;fP)4tf2Ot(=-D3ejoa`tsmPkR1~UV20n;%d}H
zFKI;nlA=Ts$B2d1k;%02mYlDmL4fpKgMQ<ZPun&slk;**!!%yXxPE75`+ED(HadSJ
z?HVc!=jcaUBA`L~)|Q!#t%NjH&Br_DzBx-*5UB6P25b;Gu66-%^4L`u%k(n2sFlgp
zo)G#Jk@o-IB<bVBP4O;Hh2W2QbM70iyvwFE#C#9eQ_n>`8@Bf3<+FGg_h4T*?HA)4
zTA2_F5v9pX?p<n-a@8I;Xq*LjD>rS!nE3!a(UV~^sNg3)I{NB@2<yW4UGE26TzUK5
z(BID0m^e7DHTnz-;PoyS>S%kH<v;k><%y!XPLZaGWtq$Ip6a|~Y$fHQf%$3F?CudU
zJ`|Gw7pV#4rw>i6DtWWK=MYm`tM49rWx2VZfp$Ty{S0Q=a4r=|>$Coe3Xkk^j6<?>
z1V?&in#UQpL`G$G&hoiShv)N3-!EmIF`39++b1GO-{Je9=%U71V%e!Lyy^n0y1Cb6
z9Gw7ha|4!83$)@U+OX(o(~*^5l^bs#D-`?J0eYQ53yryPOBSrNmB;IYPcnO_EafQ>
z?R}rmJN6bBvA1z#Jv;hIZqbV|Vs8)+XJq9kd#*sJKv(qiIlsT~a4wg!W1*yMsXLwg
zz3&?KCuZ0_{Jf_EY2I4~;8G@kJ#b^LZKieW5~DJMiKVLb7S=5=>;0kH9@PvHU&ALF
zCK2`9IE4F(jBq(E1nv_OV#g~c)`CYC+t(c}o$X<kzK!SJ&{!Mv!;YTUkqOzG3Hta9
zU`{W|b@W0gQ+5@-QI*a;&&r&wD)qFGl7d}Lp{~TCX0usE(aULS3+lo6hnREz(-1<6
zS~<D_{&fIhJo7)_KQhI;(OkQh1r#BTAPlU}1n$51kqhNEHR3|1DjJ>j`A40$hya^<
z-h5=PJYSWB^oY6>h&YY=Gcf$S(0;7#`tZbzRd?)2gnGp%@zC&riOry~`)aZ4l2eBs
zKqeh{rJ$5IU$v0m4F>YP<u-Z*V>VJU)?$|_KF00LH3Ivfn{h^EVs~R^VX1sfRa-kA
z?nA99PZGq*bO4ZyHgzsp+~v!B;q$F*u>B2C2X+{VVJ&KSpI1q-?e0QhCF9mWd5(&*
zo$Y*X+Dh0%ymsLXTha}q#e(=GsIHC+HqC;~a0-myHimfMVEx&)`NC{UxcQeLrsjQm
zMlc)_a9+*@!=byJoN^faUXDuMI*<)MzlL(Af(Mgnp&vd7v74EYto$@ua-7)r%Uzmk
zme|}4rO@dg(RClsWjp#&_pI*L&$U*O&^=)XoG8>oC!O?rl#@7BsBf@$D9H({q?`AH
zF_1Y-qU!ga{I`uw>GD0#gS94@$|zu2;YHlI7o#Da&m~?BfTEutba(~oPt?L!f8l#i
z=T~7OW5F*&tE0n=t*T@z+Ft)NqSaKR_~C0JHpEHbUq3mcuyNiQF;lMDT8fHT+YVY_
zzeKWW7^r;WJ=T}xwf8akE+SdlN~WzRgl&KEmeTFd_Nk$ir0>h6%$VCx#6a~JF%O6s
z3*#>lwL9#BW2AwJr8Q@_MPLcz@54<5(FRGV#%weMReNtgU82#_G4|^-XK(0Rd$fY6
zNA+f1NfA9~HaCE`o0DZ9^_pGO<z{QF?SPEbgec>#8>a_3mnVvM8&c43GQu=DGPUM`
zOHFkec?VxVLDGgEHNn-qn~C4;0L;aNC|N>RR#J2DNlXk|#^3%1`nm{}TX*;*J9I`z
z3u~Y2Rf+6a4aZ>gqiE8SLt~C83nx#QwUy%zu#i@;6YIyv5=HAJuBgVfSA>pCuJXR2
zR&aPv(^KJ-h$9m`PPe}{#BjeiE3RZ;5*Je&E#;1NebJC)f}cjYhHdWNots_e+8>0I
z{N(S`TEl|)=$a(nGiMoxdm0W~&OF`{K!z}!iUEq)A7~b9q234N!o9xnZHNn1=%*V_
z4a)X;6^)87E9~75kI=Tli(Haz^KdBTjfhWV-xa%T@x!<UOCP0Il0*V+-dAbj4$*X#
znQ&jX#MZ_ZdL6~os+*#@%|m;vHa|x7#yJ%q<%?kxHqy{_?VgnqX-6ZRo_yNUBOb<{
z|F?a_dB$HLvWtpfp<z$g6Annv`1#va4|^)5+HbkYd0;g8cYRFguG8XUH|sUcIwx8z
zdL(uot0ZMeG>28I2kEJA_F6KI?9_4}j48S}&R8r)v(^qGV>jfo?qM$BePDTsCgVcr
z<j<0rjO+YBQv-MOC~MU9>x?`C9k9IK^_M7KblXQc%fAfv#Cf%(SO&z|MshtgG)ErN
zVY^yIl!to5&@`CRvOHXosP?>5m_z@QtSyFi+*fV0AucS6M7laMK}Qd|BiD!-ckq^b
zcZAM^%glFvqz9fu8lSO>n-j`>?#!HfX9YHPOKCPuPN8QkU)fk}shHMzKEFwoO7ktW
z=(FJbU3K5A3Cpo^X}4{Uxu_;|4cqn>09&GeOA>YQvHZu50EpA;xqO5aZQO~7sb&8M
zQ~U0mqoS?7I4WCG+auy$vJlW-_UD$_=mIuQI4zHZsteZQ8e!7Sn|G2*hD}2}DT$qd
z(}C_^K$u@v&#qn&=C8>!+%In<**f$cSzeKRagNZ-jq?gN=QAmsUv-*GZAIIxgcc>N
zFu*=DAnpnopD4vELmSQ4Qo0o1SknPcc(M%ew%-52+xY2NykDr2N4IR%u0&Zf<dFG~
ziH3~Ma^&rb+im-+0^0>a=;90M+h_(l(Kb6-I$K?LK6tPPU7>M#^3C%I{o=vR&9o&-
zI)kGYha19b1qVf4_Dqe+mGtW+4hs%h))FS}(_V9}U09QTq=fLj9N?MK6BmqJJ#sOg
zedq><;#RiA5N}z#9o_c_Ziv;)@39J1?)vskIEjsNi>-X_Ae_{eAhNtY__Qdy&%j2q
z=EG-^ja$KyHJp@`u0`*mBqMf9U0kkt_G67U`OUD)M(uCzLc5jDS?eg>JobW>FbB(D
zcrKPCk>dKTtxCNr!$iRP1{2+t_r{XY<eVXjynmlXly!5dSygO)ut&SGNcleChf9_$
zN#kjR5S!2)^$uM^$S^R8W#o{KRLdOvsT*y!gGpPRZ^zMMq-=1J#uzqAx4WE>cZ(3!
zJgg(b^fGy>6Oi|-c>+aY>^7`U@q$e^V*H#NuUuzZ!n|PF(S4)Z2>Tw^0ZYa5ICM3Y
zlof|#S=<w^?xYC3;G?0bB5FA3e5(OK0N~XsWtG|W!5Kw|q<k^g;l%A6d}2!_K@_YH
zG+0s4&>0Ae#406Id1*2gT+&jj!WqsD$)TgG+HsyaY0e!{Uih5wsJUi3h`}%}2mkzH
z1Vz1yn(52naN9>im_}Fmuw(vY2$ztd-dmgFr`TzS^*D#q00e1SD7nTlQYt_17FOJb
zHj6oWx0#fPjl7l!Py<4jD4>-1lT%aE#jF}Y+JQY>jV%IEVE44+PHB!_TjAkOc}|4d
zxDVy{?FlsUh<#*Jl({ae`0&U1xrx>^o0agQ^Tg$MIYp?hD-?k86$#V;M;-C85{$6P
zbwqv6Ns__M14`QKs87609i8s><;@l`9=+*yo=KuoW%?%jE0@u>BWb;QalDLjIGB(A
zi`~*JK}!E7#x-z>Bfvad$t6qF@Hj%3(2@#ROoVRRc8Sc8D<4vqm0OYeAlza2Y!)=h
z-KUS4VXw{=hbRtl{CyVjWWJB=;?1GVqwac+4S6y5xz+zRjNy2zx$k`K%QnM%AzRux
zd%8t)Bl@`>15p+EG%@7Kt@tGxuW;C{S1?SJuFpZv0+CIes{LhZw$2>c)o;n6VpAUt
za7zvyWwyloQd`TTzpx%t0Tpc2x{kV<(XCtBx>ek}$IK2I6zBiGTsg51P7?vDQ$HWL
zMR8`sVmli3pPnDRGg^2E&G_&HwYy3Bqz4du9p-2NPd0I17n*C+#V$snzj_c~s+<V#
z#a(Y}?tkYwXLKSpeYW9Y)V0(}s#Az0!nyu6wM2R8MZx!y1<5kqq~)i@>@ugapd;eU
z9y+8uZOQpFEM1hTc0>=DFkx^JCbtk<crspcB7g4UwS*ri%Um`<_XH@uYh7<e*ZGqm
zc0NQp8aN`y(gT;Ar!9M@58KJ~MQ)bmJG4n)OD_}m>7fPMnFOgs7qR|8c<?E#7E!}a
z2qdH|4B}t^WV_ve@X1k7vWw>$Ib!wZcH)@!xj(n^ns$8}+yEVB;ix5@Mh<D;BJ9+M
zjf1M%ci68o9cE;d7*#O=%<vybGmee5VD%EfRP`BRK0dR}zpZG8$;#-k<(QRFIbVN5
z8#y46t%29RjDGN@r-#pG8?9pBO~RsiOA`@r-n(opee09A0qJGDrwMJSqzR!9gqR=3
zVXCI~|3HAA6)p;j^mBn@Xc2Nr!Y=idOC#>mLHidc5aScXLwK5IJB{^rdA-~9>o1ft
z-q~UkDHUZkn+5GY^i(hz9z%%CH~(IuxM+Ul77-hg5rrDPk#vQc`J9(xl~uZOL2<G0
zhBx<|vDqI-#n_;B|5J$MlZ2T4D_*ZerdD0-{d-BEO_7^+%8&*bu|c1N$2SNo{6>?n
zOjM)dDXU^U>nRV_+CVIOH~MCW^i7<0c4UC4)P$R)-)M-huMpuQv=jBle(A>mWmD@G
zklX6%M~2F?Vtakd=;9)#(=UWcrTy7}_R#3Iv~xRa9FBogXK(GM*}=WJdU4{iaS>5Q
zUiEoJm*y5u&0wab=oO*ltX3)+gtr_i*%@qcRJpTd!B9l{88YV|Hs5(8tPf<XEaNE@
zMg|jw^xSgFxfdAr_h}%i-um7RA*X(fR<ffv@QsEMD|SVjjq=4X%}?z2cQbDJZ{Q<!
z=V-jnpT#~JV=JE-^H|H+8uGlO)momx!df6{d;g+9ftd_6ac=kep4+bFvMH9*5tnLv
zFDWX_mUq}UsvFJJ<|3=P5di%L#c$S$%K*-2eD{YX%^r9VHTcOf+lK%#msmw^cz@qO
zU!Xs*JBzs6pZaa+F5@rVHes#;d7HMOY#+fu^WMa>ZG++2QC_3Tx~Qb|qkXpsyLB?p
z4K@Ij@^|I;zGWy{3Y+ZXd9dzp(wKv!U1Jg#Z~hm%bDpNM(ti4oYq+s=RWZ!V{}^zl
z20mP1_#S`oTFvWuA>2THGAo?xBjcG}dj@m)K8oe{iAlv5zB$nuskjW+B4^0CK_mb+
zgL+6^4l~F=J=c@g^Cj$5wM6{$fU;_|Jb#SO@cFqp`o5No7?0F%dJ*DBcY7_DEk#4w
zJnhmp+m`;j_3a49JDGIq3WfPpeo4`;SQwQgFwowu&MVfo6Mo&t!#V!g5(g8XL@qNk
z--w{08HTM$>m!-@{bY(s#dd>+f9C@1(^SIHe+-D5;sIgz%lq^#iey8-O``OV(^d|0
z*jRvEa{l(I!405wc#Ki`DdifiQ$7zoGLZ5;cw+k20e=~5#g(?F6ThU9g;g_5`-lq0
zvRvUi4g73kdsk*xOpqtn`jkZLB!TCH*r6=u#y?{laFh2+vnDZHRGxc1lNKy#vfs#z
zt=K?|tw@UD$RLYwAxaGXiqHcNCog{=F4uwX(QgLCD(kh%Q`Vk|YGmg_+(y_(`1Q;M
z>IV~}I1YD$H^0aOJB#ox7siS2A_g4e((k3WYME<FJOc*}Z9e3)_nNouk|0DcU8eif
zH?#Y8hY@>jOgidN!uNxHSq5A9==|-rz4yw&GlX0DIPqg;|7ia<Xyj|A&LyrB)fG4R
z=^@PwJ>ozzh;hy2;8*;?lU?==FKAHBEjK7uv&Jv^xMKZh(vEOZP8@45$d4h85kYm8
z7aB$OWu{Qt0!WM0GT|q`0gdvV1dDbnbmzFQ-eznuv&zhoeI%hE%;Q_tx?h@>(}YAt
z-)-n~E?d!Ktrb+?o4d%&`;8FXPZFW=3RcW)*9i8DO#6x0&6!^(ypytMX;LnZP$zcT
zJJUAz=_GM<m)dZ4&g+=1Tjaf$a%K;1zqWu?XJhwJ+LMzr+fXKVI*+(;ml*cm)ti<Z
zMs+puM4EF?!?Wn!>|Cn5brn&v6V%irIfYMN#}_}NvJyrAw)xqcgwalc?X|9Tu{RB=
z8`5}ir`Phgr5rL6uz|h3AjRp&gwHTOL;MV<9@vwWSa)<4y;1<={?Vfk|D5Z4&+FXp
zIC5F8B6qYT?l9>W_NkoCkS^vRE9rE3*3y8DYB#FVA>(u%x6*{MC2r*)HNah}ydz>y
z<j$!|iWJS=81DS)67$f*w@`C6A5?6@F-<JKHTA()y6#)UyZ4!5dC`WXoQ3{$hy!81
zy{{3poAtqwd$4JZ3&v7&Yi>0({5xBd&g0m|AE3<o@RzLzU?*<d>GnMC6UT&kUGp9;
z7taj-{K?vb6t(Fz@eA9U6|>?l@zfbSD150$*!B~+ug}K71VYys3^OC@sKG8*yK0A$
zIX@%=pvBeOgz6^q59D)~Cn!8##5p*a4Ek;&5Ezr!NzUgi^DP9wYYd+`bB0N{POnvS
zuTVoz27psFXkvfU*j06h!fNFH^O!2$kNuaUN>uhw_fAF4mql5}u&{d|WAX9fNk%qf
zn|_-~8|aOs@b+3UQiHYIi1EcW>*I(=l<Kh_mR<@`=9{HM13Bw(r~`w?Z;W(uNpaCr
zXU4hnGRL7D;)IW8^%(Ou#|}~-e^KnHMhng$Wk>{uHy)sq@Zb=nJcJn~?6e)w-h>u>
z(Wg%a?1E*hmk3;HN@ZadWx2C9IY~!7a&I)F+C=xDWpd8VHF7k*vH`Ub)F&Bgy(3<A
zAjAAsWTG#$NZzfwfO|tM>qZChkwgZeauGYp0|)MmdN)gKy`#0d%#cWvD}wm=&RkXh
zQF_mOmCh`&rK=L|;?}Qp<BN2k;(3rtsw)bGqF3$~jY>*LJ99=3>C6!_A7i|XTXj-+
z(E#!J_lQ3kq&QU_4JhNv6j}sKZ9bnG%vph@czmeUhn3sj>g9?mRnk_@OdXk|uRRPi
z+WUs0GHqMtJ`yTmJk{1qFWK+OsA4g0Df(H~&E~^qw;o#C{R@;4vQ&fso_+70+ph<E
zdpc;zs3~t)pL<8M0jl_}W7OS(S<moYgcu&$KQkXvpgRA^EgzNGuSzB5%<-8@-|lW1
zmBoXGn1?c3`ZEYb-8+Injf$>|S(!akFYr7fZUE&~?z~L~^Y(T(p)y=D<~cO+Q{rBo
zigB~(yE1iU=Q+OXgE_Y0D7^7m$R$ky7$`uWQIpaeV>F7)?SY0b(SBI|<9VZLGq5#i
zaw>m!9~(FpPZF$0fsp?g+aK6PVpwHy5N)5=l)o!+gzt7c=W0}zo;$jbv@1cg9ggRd
z02ToS#UD$(-Ae9dZL_H;oaB83f{DOr@Rlz51-y|b&!R8cKa_N3;O}_-4gGzCZw&qq
zZ?cLN>(Oj?RAifItjAqsIjTsxzqa_1g){vY2KL^~b9*_PO@mPUwmXFl?=NVf<qARq
z(Jq9lk&{q`db6}}4gu%bGQV|}W-Iu~ZGLzx%SGzz=s35*jiA8g2(*6GK`J3RY$)jH
zI`XVl%(~_kjVh59G+Qjd`fy67D752bFp`ijk&Q+AYGX-XEJhh)(B@+!=y|=sV38{A
z*u$b)TEvBW#LyJs6IBMBF9W!k>ScB%lB!A)yy`For>}>h9R7TwIOk!OK8kDldqf16
z8e(G4*_F+hNJDB;E2=zHtG$QUor@^LZq86dK2S^9kA%Q3*_~8ce)KXaJZYjCbp{?w
z{EMX4$^1$TW-d12_|M%+3-@V1L8ypdrcRd{@_0RS_PjT(&67j9WGdIe-U)bT|EZ(c
zyrh1@r=|`7_9#-VhFz@hW!Z}MokQp3lEtT4cQFSuvADDe0?xBuJkn=`@HQb_xXGcp
z!}iMjyJCG4o%(SC6nSB!8;gS94A7@_`1=uva+-ncGL>39B-tv$*cg;U(-*eGwTZMU
z{D@DVd$eBRAX*j`ysXJqO8>iPg8NOq;Iy<7T~_w!F+>e9kImM<<_Y15GE%6&ve=fB
zd0^KFI3~_B^t9d8A0tqk>4^cYlk^GYQ^_3o@@CPhmZSBcMu4<ym~`+?4N27=$N43W
z)prn+7Z!lzLt#^ndz%0Ier~RH$fCv5v$r6P>&P@D0>wSpBD&YUnAgJkxxjmsMxrD6
zL9K==W-&E;_8g)f`S)en>|wSyliq-HRX*Dc)y{>ew<yWHoI~CepF=L5l#|{xN$-ho
za;zHHE8g@IouVHh^j15Jpixx6LVUudMUl|F5wmvEvYDYi=>~>kt54?ArNg!$IIY`Y
zTx_PlFtoRe_j3CaT9$p~;-7)?L;XnWeU~ip+H(1Y?Y+nNuD{*X@yo>Td?u1X(8TW{
z@I@<XHxdNH_M{)zOdUtm@E*;!dB&RdC6UZG8m<T7%XX9B)jpI!9U4cR-?PIjD4py|
zfSxMw_zxq?9Oe`cVY;(FLQOa8-8mXfwWn=M%7mfA<&kPuMn>_qwKZ^MiUwJfnMjcn
zh=V&AQ^PPlhcbJUFt5Zp_#Bi!Mfaeiz10oNSuXY@<{<U*6-JBtR<5n(>-2Cod-l&J
z^=A};e*Nk#FPf_a>}(6r9@O4+oJ|QpW!-M=AVybk->}hiYrdCS$mKKT4e0Ref%>AT
z=l)W;%BTs#8#PI_q*E?Agz2j+o<npvK(maivq&~qq^hzSqIX~{W5pzW8*`_9*wU^9
zN~gM`d_BmiQh}5-Z)d~&VS(=`0#WmJ?6f$DOJp_CqqN6RN42=c!PM2&)i63y$9d&i
z+>k}KMsd1ouKM#+Pcojxe1ef)RzAJ~(r6gc`)+jzC2Zhg&6B*rrJtBSt{)6{HS<y^
z#(KDDp_V%v)9ds`v%f2Re}8VxZarvpuj|st>gX-2fw*Ow8NRZ>9zsi)7YentYL%|r
zQ1Y)1*U#$V*QtbIewZ4jZRY#(+*>B}V8UntU)V&a1bUV&C)I5*hfb___rSPA#VqL<
zqRwop{Wi<Jg|jjVX`l6Z_-Zm2AMABY!YB9UB@|KvA~M_?9VZ;Wxdu#ydMVrUX3T%;
zH(n^TQJa%DPOKRf<CG5AS6<AqvrXaNeQdV=RPp&^72J8m_%Zk{c_024GK`BVBZ$;k
zuh1as_t_mms<cue{&iWK-LmD-7*_&}L|$r;ct1DTDueIxn(wZ$#COSExs!8*<f;)p
zGX3ApX4FqPVy*MXnQ(Uuwr_hNyjO1DV=;pn!Iri*6&Q2MeInB|4}yG-7`rLy?Vt;Y
z`iynI^SNORw1dBYNkJ~|O>d^ct4bfVl<#aKBq7t%EGn?sI~ZHm?za&XJ3hPGk0$Ap
zenY3Gn<~;$&@E;z&^c5#)P`@Ik%I2w{4j=0v#dRQl$I^c8aIi7JPynvq@`g(P*&Xa
zvBGTu0Zm(5TLF)q&)9CyJMYg!@Bb&2Xut2K=hHrZ=RV7uDmfjJ&=KW0njJ55+}t=k
z+$1#J7D7=D7Ut=VUKRiH)?p-Rwq4hpGoptSG4CBVi^wCKw(iU|+T>Z~)GC*{VWa8O
zoYVw{&s#^1(%!L(`5j_?0>KisLCfY1JPq}2FhyY!YCI_+lc;d{YCu4M@RUW_{~t&e
zZ8U01v7~Kpakk{;<Lg-CtJZZk+M645cb?cL4iXX&V7vfFRC!i9K0t7OY0PPUA!0u-
zZL2X}CaY?;cd)8R$?C9B?P-Hp!ecQPn`=?Wj^tlF`}B#b&U~z0N@<Nrjk$R2a?9Mk
z?3Vqj9}c#*8~R~B@joMkEdIKb1j1mwhI-|&mu;IVHGRsgFd6Oe?m2f`>thJ70&(R`
zx@*{flST&~k6g~-A0qQh<3x=Wu#Re_$VDwHJWipSp%=auCo?!Rnwt7_Ox{-VZEaSC
z{QcrY<;`5Cv?nvC6oF9iyfITl?BZp^1pnOJ+{=lXKYu=3z&jZGQG;a@{~W-_Cr!TE
zp(a<3MD+fSIhHpWO{9zjHbrs&knc=C!Jzd}Wr6RRuW!L8y3>sRMb=?nuw%jiZ<bVU
zjm}!YE$lX1lpZD@?yI<2r|8Cn<l3mwmqd<|TdE9e2CmpoguZ+eKA;=Rrzl;HIg-fV
z`#0noGw>gzLwK_5Qjawzq4Yei{m<B7<`;hjsgEB&_B9Vw+RvPM^U3&{X8<*itROV`
z|2dn#D@O9Ra*`@<_!Z!3H^!sAXM$l<wI=N?6hI^4;V*`x*;mg-ghmrl4q?2oL@|*1
z4F@u}K-*!neV5n=Jd1dF`XB$;7GEI!2nlJEoWI@)sC%HGRBI%A@iIsoyD-jNMT}<<
zdC^Js%$_-H`};m=W++1FL~vfXatW=q&(rHKO5XW{?jxyP%nkGPp!1$qfr$s!rRPni
zn`gfFl~NhOKuz&d=N0#t4y_JyKm?V4d{Vq^{rwNgbJW~F1a1;X2ARxYti10K_!g{g
zUhvs1T?w_P$BW=kP94t6mPE;tx6v;TmweC1df4b~nX7i&J|Xq<-THk%JAZ^dTPx}u
zx9-VK2pSH(?%4XKc&kb?EYoeY&ryUgGFu*!0qR#>mq4e)+wtf>VDF_5{~PRGh*3C>
za7i=bXq_#{jAPMSR@fJp{}4XVZ4cqOzO^JvP3E%oT*}dCr%Zr_IR8-4G{tPpQC_c4
zL3^M7*8Y^zv&0@eDl&gpl9YXymy$|a^iU)A03jBGs3+O6(sx*&Y!+Cl*|=U_BeZ|%
zT>nG+XIcLp9E5-OR@$5B!1N^Hp4{77$awwwxaaB@64jTGWGW(cjQtbo3%|G;P$#nb
z43iOLj!f`fWJA5ZoT&K>==+L5REb{ma}490rnds&jtz<|%@ZcWq1%vd5u4+1|2@i+
zwpsV#(5_gmaDu<yKL?Bpdr5ukVCa7j?n=rlSBy_RBaGF;723*vcp9<u?)BGOhlw8F
z3r8NB!0-FdWi4_8fQ<4ji*(lNhdrXG!OV^;OoFP39YZdU2-n5C4eAB_7j_CNO2#Dl
zf-pdF2vmC=<f7HEF>)o5Q)jzUIVUZ{{U5|X=xeE|5<#lAwrf&0)6wgR<u95q<y<-h
zVc)H8Inj$0rx4dozSR-v<C;OY-;gRF)+^4)uKOKFywu#4(5onV!#LKhHp3IZ3EA&K
z%@XW{X8}iT@7IH3KRrujLel0tmC+8dKqF#Es4Wbb3nw)pXGb_sQPtM;Sr3vHEz#Tz
zQT%4lw+nr)bf5^E{mGk|%TpK$zq;~MG&VA!Aj3;N$4@sdHHOCH4s5Qs4pV~I<fhgu
zMlb}Txq3w`M)o&UOQX?sQqG>0vWASgUFTNVdn&HQ<vAfTNxiDW>0nB!q=(_20Jq(n
zaMhx&iVTWN?ad^J<k!0r@5>5uUgcSs9oP(S?QOQT{9yl#vl>lG>7r-r^Hwb-+z!1p
zPX60eM)TXj$~h66TULr*k;>Y4WOn@=^b>&f&&=1;UAxHwD5~4udmiYWWvr7S*ICpb
zaGNM)>n2nw+^*um!Z--aE$)Fg!l%Y<{>IuXy7R&1Un}209}f|)g6|T=*`!}1KiBCv
zLZflNQIU)H`seI^(XB&j+U6pv{w;H>cSznNHWiCmODzH2y&Y2D2eg+dc*M$~gUHW#
zcmBl?6NhwJAXn3gM@9so<I$-l(b&}Rr?|8Yg%*W?+pGzKFeU~uK8Ml*GOC`V<+)Tk
znZOQFf$^!By_cg-D;=Vm1*x@nmA=_0SPjoeuAB`$Z@K!Sqvl-<bJfe?lx~5(>)V^;
z7CAL?h~p%La+bw3rq!}5<-XPn)*{X=rGFjWRR9~2XCCS;$nUV`+LfrzR`5Wl9!jd#
zB_4PMM4)<<i?+=R9no=kCdZn-K_{2E+PmH9S)?z3e4jhDL3!WIj1=;GWokkt9xvwA
z^}H}HUN980;Yko+NM45)L3aUaz5sL9DsT4QjC)?QsClGX(5`;S)<BNm1D&-p2YlGH
z-V2*nVHQuf|I^%C21L1rYon+jA}T5%f`m(@OBq5yN=3SJ=$fHHS{gwNQt25=I);$$
zp#+2>hwko_Zq75T{q1k>vwxlQ<DBpPu@<f+FT?vjao^W-MM?2ghYx$(Zqp1YXQIeG
zhf@j}<?I~r;fZnnRxbnV%%VNOLBtt9_><~A701PpD;<t%W!H}vyB_T|VaX(3*)@N@
zhAc8KwOJb0JV=~W?oX-yRsKUNX5`?CyHa|-P2@I2CV)%m$+|x4?GrGj7`%VPYh?N%
zDg+`B8Q{E1AmYcOhgHd<<#ef^>Fx+<K>KvB#cH@EUcslm1RH#$4r|>8l~(QIuxgM-
zdXa~KwTYK$Ut;`pcjjw|`rTdJ(v}={8bKi5bUanIehfe25PF`P_Rd*BRq_`FN0^mo
z0r$Qs?$ki5wY>#KCq-B$J?QaFd@!PnnS(>!&E_NdSTP~*dcEAv;jgDd(EEpML_Tm0
z!yl<ZV`1Fy@ZLvV_8(U)oimv8Q@h_>bUSs@yl`5Fhyn(ncCoFZZsMeK0%-D4i{3gJ
zKsiSP+TBB&VBv(?H=+7ibs*s0M&HXCt=EgdtuOI`Yu2Fk+q@H&ccPO$UMcPEp`=t0
zVzM~u7fb)K{S9;<8V~c0qrcMKh&TdcZ{qQjPkrKeESJNn^JVQ4oEZZv&4fN71ZX$X
zdpG&c9``RN>za#E-r!g?6yds$2#DP`U1~m{SUw#n*;{I|?gOaLtScebVee?hq+|G(
z2GkV*xZk>6<t$f_4pdp{R^{#jbSm1F%Y@5cPEsQihez+&mQlc{{-XP~eS5vK0NrF3
zZWE<jx)IlEZu6yRTXinIIKBVLYgGt?4o~uHz^Bhc_810)5*2N9EM_OFZ{}`Ua>xl^
z!fvtdjLaNu-dGa6_ac{r*3e)#E;+K326vuYmvSVrN!_i3BU@l<t-7OSTm-g5<+W=k
zvvs^x@}G?llx69~m-b|T(koq3_`F~x-H%e?vv^zf4uGiIt32Z>5zFi+w|cS^V#QaL
z^(q4x^-#rV1q)M5k3fu5dwb_>RNmr>S%`a76yb0xm6Bn$p>J%@{#5#^r-$qZ1h0e6
zk`$IwXM|ruWpEw!{z^Ik=+A&y2)9q$tPN|H?OI!$$>L=)U5>@awF6ihiJTTECq*8I
zuz0~(<qt%7cnT<8_SY8=d!+dGWw8*Eoc`qX&eN35j`4JoMe8!!#IHo%I0!PAkZX6k
zW1N-#rG>Ca3^ZpSw!+c$wQX*0Eq9?HbXj4UlUbU-keq_qW<MOs<@uSGvmAP)w%aen
zJp?BZ$Q6YLRk&Q|#o!Ce?5l;|Qv3BSMBNBI1TblfndFF@dllT@E$oBOO&1=pmgTha
zyIW4CZ^Zs3uH(ct<5S!~{iJU3E^n_~qnm0mgi1<T=gHzdz<mcuK+DeVY<A7@Xy|J3
z>Q?|>w)!ULJ+Ki>1q6H)Mc$gCjaO$1|53<Px&wo$O@;VZ*$sI}<6l*HX7IvL0=CMK
z6O{zO|C2X=WO;~2P@_8=gNAB?^OkQvUC)9$9@>2bhWD!s<;!NFL@Gdv9vM;>o<Kbz
z4^&-Ri>In?+}{RQpH?mHh%>vnZ1ASR7PZ&YyL-J&ZA-3BK6QV#5_*Qrve~=Aw@d4j
zkCPMDnQI}}PV2l3`>tm>_G^*C!7e*xEnBxa6SC*%6+7Z)4c;EVgN%QIt^M}}3Nolz
z85WTMq=UJqasFx%KOH>nk~uJ*>bCx8GK<%(i$~n>a|aca6qZHy5>(`aqhO{^QTVSq
zaugsa2uu3`dL|ZH0e8+LdaIy?RNg3bgUIypG}Q|&mUYJn%jI0v-fSPX2oC<Ct!UCg
z8~^JubTDC5vW&zm{kq)`+Cz;iTjb~i4N`DQzevHZPLk`qVE_;@JUt9PHo1`n{cPg5
zFeCdY)cou@DP;DE+?C|#i#hTwvYlAUgz4;iG}*{$3e@`neX?r%<h`*<areFUk0MfM
zli^x=Oy1N_A%X`V|6$*23M1>#t6hu`FEDC&<JjT@uguag_N;sk1;=wMn#185nyH}_
zYdEkyH|?0=!YbvEiR5e*@55!DR$Mw3@Hnm9$u-{BRXok2TLhE>PG<p3F)PcnKX7si
z0bxeda`LSp&hV;UVN}uUBmVpkD%rj7j`yS_lo){Kz_Gpvpxo;})J2T{I|85K5rUw%
z4B!kF$S)AqHX-@GA%vU_gYb&$vkl_}kH7S)q+UBlUI^kH-nm>DKJUhPSP!}Pxs3__
z0Z8b&v$8CECpdr5YbRUg?-d<i(vxbTcp7j=qvQ`uXP3EN)q$t-Ynf$~c53x4cb{Fr
zR61M59h$sm;+_*&b#&ZhsLYc{M(Y&zO2;cAwFgp#V?gDB)+<$scFxYPBIME787WZX
zbH?+yj@zr{8v`P^Ev4dnI3431B>o*(>+OZBke*7L93D(}ik9xP;4^XLA>p!QVa@u1
zLh2jsR7;T`$qGU!E}XPoyGWvA`@}YC6BJh35gtsK5mRA|=gEnUXPHsiXQ#{z_v<_w
ztCblX76f(P1g@3W0HsISODQ&>4`P<<K!`)=x7^Z^M~LS~>@~0Bow2!))ZYo6rE^DE
z!E0%r9EmbhxL(GxORjI1@MJYn!-b{j6S`azS#2Ns87&~;efr^>`lj@3`;{w~DxVBP
z^FpELBh67cLr+e^+=hKqn`>Tr;}mD$Y|KQBH~)r1HNt6$r@g)VQEj+DsC_AdGIjIz
z4_?{7pr+B1eE&UfWk6AdZYh88yc^nK*%C2)v4ixioZG9Q67(wYQYcsqC%pR-w>`eU
ziSujF<1#M3TwjiL)4s06i2xi*XMN}fO2Ab-Xvx`w-Z2!yFV5-yrgDnkk|wZej+O_r
z=I!1gOn!f!%RirEbxgE&Y*JzNopTBHSvj)QtCoZAAlAmi`$yD9=Bbe`UN!0Edot`j
zzm*nEX1%md^$>URi6=Y@hy(KOQZ@V=0Dhg1lvPUCJCFp*i3Vvu_a<z<g5=~lJ^7ql
zx!(jk)1UM}!GYe;gZ=(dK1Y?4>oA9)&WR7A8a4d-PbZ;20SCw}ClPP#(gGp_q0jx6
zVC7zQeT5$&1>zm5_HUEeZse_2GA6u-)|m61bl5F?$R7YouPFVr^5)LcNk&OJJr)=>
zs0uw8MBNOlDvzf(gx$P%`B%o6^4iaFwh<&3x<4%^67nlzmDSp<bm};jB0>4xdn?Gf
z&{`>?a6PzwS~-O_P7vtmz7jd3-@^!T1r1s=EO~hKfa%|(ef1>zaFxE*sIElWbzW?4
zZyFFZg)I(`DnGzgrFpST{nneyv~EJN9qD4Zt7bs*gF6PjNGO$(krqCo3@oL=W*$7q
z24s^B{#yU*#W^q`LLYA&Q>KoYO@@Q9)+}X1+3eXOFk_`N`Cs#T$driT*|R^Uk)W?Q
z^(j6zcGuP_+&%ZlMs7;xesQh*B3zFzcv6y+hGxId?Y%0-Dq3lPf($Md&ON2tsW)=6
z($qb;Wsy{GZ9)2&;1o{=ByPR@_OHOmTxf$v7H|OZru<(wq{`?=bDYMS5Zgb19b2Vx
zAE*UzsXZ4R0c;21s@x3pp|Jw1;)=z5C-*o2A9YVRD~`?kX;G4lc#}BVick3SqH94n
z=Cduk85TnruD!GcJPP-i`EjAmusp$ZrrthAK*jpW)JwSp)QA9POUmC|OZ%8>5jkAu
z+@*v&AN-8w)drUCxv#IL`Y7NyNOeGjCd6o#(qNJ=YwJ0jIqAOxR9e*v7~&Alwqm1X
z?(_T1#<h&@3q_R-1Kr>lNZTLzxj0t^KH2O^S?MxkfBR^V&9lfO<L1r4R|5)o<T!Do
zPq?P~{fFx`#UsNpecCq}<oJMKY9Uz`0w!v_wIIcCAlJI?d~3o{@txbK)%ZtUJ-A^D
zxc0eHm1(84fBF)I^^<n=5is)oHb&8#hnJkbI8i;ZAL?txoN1fOS|75cL^>(KU2S@J
z(jK8BD<_t$WMqC!R4HnS42KKtxLU7j^m^xQrYCN0X2=NkbCNzDw|g!_qM()ak+Z8W
zgE%}=TXCs1@9N7-!dje9D-HM$sTOUjgrmIR*`D#6f@jMYz;*kg%yF8yGg<Zsfnz{A
z=p`}rLM@<->KEv|z;xkmeGO;ppHq)bKRGT=TL}RNk=q~4(}m;8bor0)C9hnH0ew^e
z?tQOVzP>apAVrBMZN&QW=3fH1#+idpU*F7E2M6qO?pntS&dee$jWoNS9TrVXk(L6M
z$9`u{>-@oFGxr~lhexF_*6OEtUBo20ELy2K(_T@oi@mIY$d1I_X{v&Rzm_S0VP>p#
z>jyaX?KhjT(mq1$PSYzN3oGom+j8eo=2A#F_62>pzH|)GqT9~bB@Z$dS1MXp`wr-O
z_x5wx+uGTgSBUCT4&i`l#gC&xn6xC>UroUkw0OeV>a5EH%gW07rlXxr`^mEI>TZRm
zUTI1m5ec=)esGajiYe~&%xu3Y-K0AH^nxQPjYNtJ%dwyi>8{oTGyRXEmm|Y|O&-$&
zR5RIWPc6ucd;eX2>Y~M)WKz&kmB9cn7-z2WPAc9Y1Rr{{4@H}m!C{?IK|<2U?ulf2
z(nsmb9~YUABjikYC+2Bn*r;kf08irbEaiRJX)-LkN5l466W_cCfM_N;+Z<a_z{*B9
zfD0y-7#aqz1xu*3dX?5E+N#vtg>%?<o6SjCCBym<Pn>niN}t@oEi52t0W)RS$g|li
zahE4pEMfY6WX}QhZ_8-`(&1VrgHvf~xRfe*s~;cpf+_qFKx0DoN|tB)(PF@|!2$3I
zUhbzYK3D>x)&7&FWw+@JCty{V8^D40^4~2PY$$xVebGn6Qg}!&qSZ;QJ)1N2FNI1(
zRzTm^JH37s#n>^4>&ps$+Syv4Afm`fjm$Dr>k{~P;gi~u5pV8{?8+;b{L~gqCu`q`
zkVJoXseZ8UotG}SLtDJV6fO2N?es|Ywqna~yPcxuT{pq=%m)Q_zo(z}QW>~)7e%RZ
zaHe7lI_~sI4WCQw@u~4=9B{aw3Ue>c_o+3)WpuY_7V)Y0i#Nec0~v}VvioOsz+=5&
zZ*y$q!}9Y9j)rW6P0+FAo`IA99ruEJNtKoc4y=UBDUDjJ|1h){Z~_Z8y3Wa@^NW})
ziCSn{#2YB>I_s3}<<=S$S=F0+G9iYF50*Q20J>@)Z{j<V9A4s;OKFAT2z0p^a__!4
zB3sk(!&jTtL0Jb{+SC?KbJR$|bcm;`zxc7EVc~W3D-|%QlV}Jbs7gUm(aVMYh5AP4
zcU7IzCqjTCh$s4!47Oqy>v)z5ZVG?Ji1Tym3fstjK=~jC5XH^*8?WKS9IE+lpN#dz
zlnT(Ag(`mM{4yjS=T)WD&l9z;#4+Q_I7tEEQN)*Si`CW7>piuW=);z(lvqi~bOy^w
zuQa*>>F>vsqa(0or5?gNOZ&s61Gv`rOuDYVdu#T~W(|>w@TUD)tJ@=X+w!fzKB8Db
zpK~&;KEEAXLmF*4D|`~bh)0eS|K9Be46{9N{e0E@T7_QFJN7luNT_MD?b##PD_INu
z?O*G{Wx-g)_x<!>KVUD9+25HR(2NyF&Z-#QA1F4w@#QI$NQS@S76q-Fk`zx0^+`Zr
z+NQ?Z0PciXkddu_WIT;x|4JOLHudqj6ELxR{si=K$sVM)ou;)uEPvUJ8UUL=cpW~h
zZ9q`899Pg;x;st}-pCI4b>sopIFCQ$2X5`Vs4NW!Btnj&ixxF^p0!B_$5jcLVhdAb
z%Q4X*F5Sn+XAi(e#Q;K@9r07kq!qKI8QlpOfwl;p`4!y;#ydX)xOBGz0Fu`Fz{-~O
zPZYXb33>EH95KcQ<Q*E0=9&8Eefs(OgW~L~zd@C@I^s!n-mDW0V4o;@I%k&yyhI!{
zefK-C7cs+P<L5UlZAa5Bc-;*@R?ir)b6CKH5{kK-+Qb1~e)oIjBug;znRt2XL*x<P
zGOB<Kw(T?ZIQFwkc0TjLUaxjaWj0Wv!1lX_-ivCSn<m(NuuXap2?5&-D9=QFj*b5Q
z#Vlg9-_=%^`xnCU@hvV%ZKKCGz_ROvyd4H?(s0B(?X$?;`sd3_v<mxd1_T7dfCVIU
z_Q95}#(kC_c!yZoobtyiJ9Uii?0vcD9IR%~V&VNJbwv{g4c?HfwHDTd3yPUnvL0%C
zk{$cnkQ`0)pp!Gr5wj1h*iT;JUQ2lQm|jHIGM?$^1`Jn0>tbFF7x}=8hPlhFX*^vt
zY=h|>@+ujcBZq4ZR{sh1FipzyvP8qJUy1sVJ<no(NerOq?@^KYO`{~{0G?7ucSq6_
zEjLDHFuoD)`#Lpzvxr6?s5_^a1C&A%ILehOZmIx64WS!Q08PQ3SV|5mgyDRO4r$!A
zk7-ZZdoUMIOKP#bLbsOimH}>x6UlXq+AHSEjjF<#&%$WF<TfM&>G|@6SO-t0ll3aU
z=wn>zu_Z$YvCkFFtl+Y_nzVXA+h2hCEUUQN_>00xue*{IE&nxF^68s&lzBJpc*Frk
z)2E#QfJ#g;wK@L9D6bD-LrG+s{J};P-Yl8*DDB+)g_3}L)R!0o)6E5<fsPzEH_zjA
zE>yaDDs|5gNpz;}nFY>HN4L8)q=fB4lcD8&F)*CRv{4T>PtMH2@OqIaH_NiqJXNb;
z+U8v2N@Sp|3t(UUx-bhN$18z<vJpy^JAud_QA1Sv@Wtioc1;q8JG>mm!vCRLe%~9-
zQZ@@FC3<5_dyQYBwp^->-^e!h$QPIbISzZL{$f%%cs_*?O|Jk_a7j?D4r@v4TXbxs
zRGx*WS?KbqyO3Dq1&$0B-4vXkqgVlCPE7(C%)&y~uk9$bfK$plN6S>kFJ)?P&ED4~
z8XsO7@FfDRQt8th7FUx;l_3g8aR8_S>~TFI<ZqOmRY;{5&!~k+|J%>lGY!HnWvxef
z0iZ3TZkc;j<5ao3Tmm?N`=vY}QngIR`%pDoJu!TNppqwK5J$7yWR}=%-jzdE+SD3P
z9@i{ap7hRJ=(&fV59Mc(-{naxQuvK810d&tfoqflmiMXsIWJ$QTe>|Q(9qc5<G&`c
zSe#x{5zcqEDtF_~H79t}WqCgzFjwM^!r`^gBEwa7O<r63OAj4Zs2(Ii&N9HGJIqIR
ztbsL#n%z3y&~_9sWi~~ZD;3hNkG~p!6R|YLB)>V~m<QUx-bcNBmOv5};!x!3{rUWr
z`Mh}|E9omw;LGJU-F7EV|BxEDT<72VWFyz%h%eT0Hj%=g;i2bOE@{b|$-`P~E=S)V
zBp?hlfcMNNsmz-eO$RF09n!pT1U$Spa!OOqw%wf+Y;xJUHKjYK9CVw$?L1k3q&le0
z=UBA;Hx_SsPR%_8gYgz%V3+H;_C_nrflL?|V_Y{I5D<_X_cKpsRs~|Oa8%vQlhP;D
zN{i2PrRUvWjw9eSTKTjUJE4X}_wS$7u&!I1KHcoAkO4pTs@D6j+-r1Tkv(T4CzmAP
z$EL=nU3-*z9x5p&masvuQ=F$QXB)JZeR7boI`OU6ay=o1TtEa4Jp;(L<6zxFoW>y;
z?$<731<dwJA&K>-uu|IM>=s~SATqxL7HRbZ1_rxoPj$1Jl^^>w1Qq*p=NP%IBJLZN
z(rt36)6OqVs^^wq6FW?Cuqma09iLt|RZ53)j);`$o`Z9iYDIu4WK)tlzw3%ed(}q9
zazBgt$>)JXZ$%?nnb@!^;}W@#Gl@PUMa|sg>zNY=v*mN#xOtkw)?8m(Hhq?XepwUi
z;z7j~iFJIjgpf`<`fHSN?g$j7%v{8z3X^-|BA|X+V7v4p%xCC;>R`XLWHOQrhGbH+
zom!@yc}Q77eyFo<v>eiCvGbb@_&OEXpTueh3cRpT5>%HWQo2c!WG_@rg8Mva7*-~1
zTf9Wh<0ao*!V;?%L)b!mb@vY`f{{`^9@ZNczDeVcTC(14<b}buCZ$m_SCb@M)N&wp
z-;~Egl*jMvYsc^Jmj<0-Ye%HSGZL~^?vk-M)f5=vw49H-5y`T~-X)xAlUyAWrKbM7
zosZp{jz5FFgyF@sDJ=_^%nIL{Oqordub-7VRn9_5T)i^sOKWx3cRvjAWvBUZqs)|@
zu~rciF86r%=L2iOR9NemNWjLyF2;~ZFbr2^J(z^NkY0SduGT*7gq_$-B|xQas%x+%
zn!b-wtqNAn@RPY)9PbG?b2VC(jF*tc2){Z@?3s6CPTyaq18X#%;10rSjsnZ+9r*w~
z&(_B672`PkGOH1IiLS!vvPaSph4V1!9=rX1frSR{#QL%3xsAjk=8}dk2)#m}LYTBA
zAOWuKV@5nX7l%^c@g(;pm#(s@xOeYbT`jI#p7Evxisr)Yn>lG*>55@QpUxBP-@5uU
zl6?AneY7vjFzz}pn|iIqNuTs6xwAoVv2{uDhZI$h?ZxPOl$*D_q9*QZN!KTlpM25T
zO?G@ASZutJ6>2>uL3M1@qz4`_9xRXx(WPGk3iU5>U_GE>J=;eXd&id`Gh{zw0CI%z
zF4O<Xo7nXF>B|(gHKfC%<r4GQoZ-X_jK@IY-)=ls-6-bl%Hhg1%U<*?YncvJF{Pt?
z*h(4$U0b0|@4zN!QNGvS4IVx*<rX%T6WQJsCGyjDlFLfJjyY{{&a!pCQA?5Qsbha<
zF{xKMGr76&!2qW3h-V+AVivFhvsK<Y@5d@HlF#(spX{T@8|gulp|w0u=I4vZshB~5
zA?Ny5OE~Eiwg*3YMfV#_Zk8^7W8BhKF4iV&Wjk86{ktW$%S@(4CM$M5alGC1r7B{i
z;2u>^ZW8W5Z+$UnX+RQGiO|r|K9o9K-^=iaGj)5hZz_X9W!7Bjyy)jh-_^Iy8S|QD
z!;eTJ%=w%MrA=c-HjQ)Z%sZBz53|e)UcHJV!`ImXlPBmE#qg(nWBJ4J>ETUcDG@31
zNmY)94PNo21u{}c+T@-lepZBqY1cANLdXpDk8Q3dhCDXYW`0#_A@RrK7wtKcdn+GX
z7#dM#{<*}FH6l$Lydt#>DgEUrbDTJ{!aU=Ex~Q#1r<*r%TrmwG;GJ6gHfWN#PV5QT
zv4p12yQdzrelWLb;mB9uk5IeMB*%$>S=7SfQ-$k4?&_@a+G6Ut*1=)RdW8(A@mgV8
z8Cox|sKnt^RzAuQ`}L3AVcCBfpq0=8`)Z^9fqNylNAft5m{%xkB-jJXP;SnJRtzbM
ztppb;0eNbrkHadO_=-65x5>iGvM1jNj5rsUAijT}sz8I!jqm&GA+rd|sOtsFqn*Io
zK14n1Yqx>t2L~6Svqmkse}V8KkBN3N9x){c4{-$YniNsbfVJePK*&DeGq1~IO1oHi
z#CkpV>#~M<W%d;2-m9Y@Sc{m9>wun5vmT30J4~yPee_$Lh3PA0`o|EkE8zbGy=9KY
z-?XCF9cshI1SrK0tE&Fy(l^$A&Y8xNg(C!MnOZ&f7R54-sV#{MIm7L5`ygi|)3?Ae
z2Hw@t?a(#_m?PK1A@CRyvWW&<!yY1K$q#CK&wnBe7Kt^SyTJ~$5=hUCtnmsh+zue4
zAWhmq4)pOXau-IGXz-HeaAUSRtPNOAr+a5+jDTH$6TUPJX8RybTdapvs*C;C%_d|l
z>QA@9qP<58TdyX4vjkL38~-}kP4413gG4McX|BlGGCH<LJwa+wTBBk83}#<OqVQj9
z6RfM2haCCX6&_0hf$I1^EV?0<<*(ts&KvN_MJY$U1&c_xPw-DVoEFT@zxRzv&;#99
zd?;oO#VoFxALp@mr2$`LlWIt3(E01mQX5OSNU?m$jn#n+@nK==_CHQ@9OKoTy0Iif
zrbwjd$~Tim3XA?c?$rerwr7&S?JD<imL*3o*kf}&w>a_NVSdEN=Thi>5KHvjM}&ok
zlhe`VC%yTyGHjZt=6C(}n20n;hFp+d0h%NAyM1IbTvvK@B?@H@ve9=e-b>*XbKf0#
znQ2AvM<pP4lZ&_y|Fxhr4>AT*6$BKoc=8Gpe^F7LhfeM5e?oc%g_%-M@v<$q`tHf{
zlzm{1kzSg}fy<UVK_F1wG}yf5&d1#_XnH4gdgrD@3xptPU{en42(P81&PSu?S~8)n
z*wgfq<SwR2yy|NodyGN!AIK&a)B0ubait%Xf#Il<9WApRB&75Bi3{yecL%}7LJ%!I
zHYeKvUOCE)%yD8ey_htie|p+-230z~OeB4(41P6U<I_}*-&`Ienwhm^7WF&!aVFwk
z<)&HQYqg&XrMd!L?RdBCuD_nOLS$Ublp18Ivqr<V=yCfo@WKP;7cqzg(+0A2?)nbM
z?VJbXl9VTFWxX&sA`0P2<t_WX#8JO>_LtcOA`)4kueG0)ZH+W1XO1KxXU+xEN1Nc;
z+*nl5*j4v)EVe=6gewP{-uk6bUeQvFg^9%(U)|f@oDa3pvF)y+)26r8DvT+H<~|hv
zqM<t!ym=DYsBVQ;YMchF$zBjInV%r!z7nnPr6e14MzROuDw4sYP&_+17;HyCx(<VY
zIZJ0HE>l}SZZ9t9R<6f^vlIVe%4_QujbIGtoq<9m1*$jKmiY<S$WzZ-Z-WB8Lj$GW
z*#ta|<Ot+DIHLTLGrwtV)jCi^<jY&OuByo|viPY1Rl(-RS<!F7?*ESIdun>R)&ZIR
zHpl;VlLzkfz*}Sp=r5PM)J|RfXv+fNEFuzZ0-E+RkzBfT8I@~-W|N)5&&U(m_*Cg{
z-r*Fyw)YluDl_`jQc_HhclEi5_VHbqdMQAj9i`risV;M3Hxr{0iFuh+SL|!Jcg1Uu
zI=_eOo5=|bd&u@M7Cp)Tl{qsFQJKo}x144S#}os9Pw}{;TXUkP=*hgB#^(6%bm!*h
zvz*sQK=wdyAq>-(CKJuYh*HUr*Q&5j1EvqjHsh7d-PckUqU|uKH~k#8{mh}dqyu6d
z8;QwZGa=PaZZy;Tc<Z-6+8Vhm-?FG`-A~+j+Q)V7<CQEDSeq3Q?#OHJy~Pa_vF`Hb
za|g8(wk?8IT*ASBSkwILwQsn5lImT8(!9bz8su)Uj_6QjV~McGO8chMe^eR7%bv9}
z|IVYv^5=*9&|1CH;QR^9H*3CK`F3#5$j>D}6QglZ@U)s0#%4;Xjna`oFso&B?QEoM
zJVml)X>ed7I8(nb(BH8BQJM64$<>Vg7GM+3=&AR!*>FV7kS#cEmjk#i@v$<E<UosN
zeUqEN-g}x;w?rax`o8(2lDAQwqGOjfOb#LfWougFt1Tv;ta&4}aW)jMdrJ}wjv!19
zpKWh5N2vK=GmK@VNLr4#Ec=aOVP3(yB9C^d<MsijkdE52taK62iOt{E_M#gY&f$Gf
zwxY?}k+ekYn?oREU5-bkh#%$z6di>tQMfJ9@igL!YBV&PAI6%Ph&DP2Qg`TW?sX4f
z_FAd*xG=$-cD$JGSEyz1K`^@sh$%Hv^UdEgKeXJ|NMBOM2owy+WiOg>GO-m#O-3(p
zju&^)a`P0)J8UaZKj+EnYPa54C?wUfc=sieC@P8r!$<H-_AfJfQ$zS_3I~q;JnjN~
zX2!zRMr?djK5{tO7V=n+>huZp;}>DibV=k(?G3&=MA#8=n{J<AH<wKI682JFTQP*W
zA-!{-&cyXk$(Viwc;9Pzz5sxn;FS*p)-hpO+<E)kBCFAO**ryuK$%xHv&6(}^>Pw;
zC64fw0?a81Kb?k2a}MfMmbqgrOrh4R&Q9h8<7#y(oMhw)6&9m9)X4AR*BXB9>(^JT
z9^_QjEu7W!<Gh{hLm@mmip;C9i%U)eKJl$Lo~FIMSBw>gB>FC>7I;Hx@ldBmhB_U4
z@1c_+OZOw-e#UlS5?Q)AWQUC0I2}r7zEJ84nB(B4D6;YwIPHXuJa9*9EGQcCVEI@+
z+Wif*dvOJO*P;IqKVSyQl$jvIq3D1b@JZVOzu6W${HO%_*&0rboI>U=7T&s3KuD;-
zCu$ZIG@l-guSgQ#%yr?XywL+$)wWBDsF?H;{MiO;wg$%hH+lZFW2{x}ADMK1kzyVZ
zWwBAr0o-yLKw$4#^PmB$?4Gr&pq|vm>?vf5T6jK&8rGACHd-ZYr{8~f5v;@yTxL1A
zxYo$mlarI%grGe=`>7=$4OU?Ml(1!_5EckBiKr{AJR-BwJsGsfY<`4TW$m6%tv%<M
zK-E3S4zge;Q_hc9t%|>Se<bsHQe;45`~5o<3p=y*ehDk-`Y)K(rab>$v;HGB1Wec`
zLUhr&y)*%uC;nD~UMh-S>Ap`;thHh!^Tjpqn&A8&kVl<fpCgxQ^mv#X#==sO883^U
zYlsa?m|*x*f3CeLgpF?c+20YQjov6KqlxOk7e|dGkncZ||HF1Yh^3<6N#zrV{lTlm
zP%%JeWO-R`5fFawVG|`0XZuY16*Vi%_hH#*e@&U0e(O92)-HIbNFpzIqC*B&OUKq)
zBVTX4S9e>!ewrm9>uFP8kGa2KV4w*`$bvu;{LCnP6_P4^d6^M==@G08#yPCta*O@9
zt$avbW?;-i_q4p6oNYfZ1OhSOX|?tOQqpFZEDcSANRi%`-gZ9B1bd}GO>G@)y|7=&
zzHwTuhh9>8?8uLbY!kIrVW3m(pu_cMroVXKZt&hT1Nz)$MF0Q3#Kk|1Zd3g@mPn_|
zVI8mZmrm)a)XE3zro=D3g|-_K*(&834W_Ij&qfx#qj9MtnPLWg;zr3rh;5Kaff0hH
ztpn>g^`Dr`!8ar5oQ5tL^H;BhTCJ5}3!x-xe(SdChpu3+36X)<B&cC=eGuNuBw&Q|
z;NiNxU*G0G@>b--m9v>ETQ!B!+x5wBGvwoQPGFcelEcVSm$ji6Q(e%&Bo~(2a-)0h
z4jwy6F8HSvDCx`H3wN)>AP&9}Vm-A_{OHwSwf?8zHf?twI`ve!*s^~4#{7L3gbLER
z6f(#mO~y&+I+eFRResabbBIa#I?)=jp|8GUMBm55Gpwj~IihfP+@b_*zRstt`*9qD
zGB3zA^FnXVy2JV(KVNym#wLr)71}$@tJ<)iBjdqkuH@=eD1!}L10;E5o4xdqY0;j*
zB7fZ}L=;*u8t%u=3XC5|RaHLd{xA2ZsA1ySaByou&VEK~_6uE|WJQ6jJmXg&C3vML
z<qHtAWISNkS^_a!{jQ7g8MqPwWENq;Z=%ohblUGpvQgjKIkVP7?`5J(yPVqLL@)KX
zCdH$G2LE4vOwtdq>nNA?FzTt>0<nRTzEsk^jSWN58Fv`y=qM5`{&AdY?d%*N=B)mS
zGfHG;W)27q9qdkevj@W4vJD$Qo9>OIsVyt0mP}}*ZOHX3Fx#?#N#IWbhpKhSPCpD+
ziJ0FBA_k6U^uS1NpeA3#W)~#>{I8Un|D2;3pgfE6Os$rKm|!rfW{z<YeJu&N@1-S`
zw2N_8dnoht`3n4;>LGj6qnQ8k-Tz}tj=yTC^B=n-?tOvl>K)Ki{d--(;Z>KHj}PwD
z;qnr#!?8y%ug6okqs7bX?t9#6&E<9D(lGh*OZ-ca?efe24{pl{JOgfUx3;#nb#-Y}
zIj_%!-Xtc@J(-#^P;epO_|GT!KcB(B|0_fEVKi_Sq-S7IZ?%LN_jM$vq>xilv3Qqw
zo;a^w-)#8LWTpRB)ZhY%aCUOQ(T<>@{H=rp3dGx~ZI6`BfQ!WyhM$T>`~m`ozm6JH
zzW*Ba{YUc9|Nh4Rx{7q(f#4uU-1YzH@g=bUE(q@O@oB`_7+hZe@86)^050(om!69=
zqU#5-cf(e^tJk|)+uE?e>k?I9+ydf7)dRkMRdjT`49+u6aD4}i5^sfmsRrLMuqh3c
zO{z6+z-ICb%5Ju~5)jzI%mdDUGSsg=D1z#|^gN2kc4Dk|oJjN9^;_?&Ga_7KK`dNG
z)x&P!bocWMt=k{B#BV`Csvx7X(s?~w<l?9+VMD790fO<Qyfvh47a(|Jwtr`uDi@HJ
zs<mF8{+~ayfUtC2SRJk_0*&nF-*13JWyWfLtsbDu7YT>b)6*|+RBftTSg;t+_)pTb
z{HOe_*{zoHU-esyrmLBbva<3n$nTcGG2cN@4;dMm361SU=oG>Zq#R-6_#JkEW(ozu
z;RAw$OU_F{2(m1AELEk}qs`rMKDjY2#&KyF&RQLi`8IC1emb}v2Ua@`5c-GO8>&_+
zv7OYD2&F9%ewCV$fpS_MK=N2dksp3^2hrgmKwSlw6%X3c9Nc})KrHn@bQ;Jh(u&rx
zCu*EATzE4fLFZ|5MgyT^;I*AtTjn6JGUz+atpu@=Ih?Os+<+vZKj{r&=q`IVf@B4>
zyGc&>l7J&;$N>U8cZ<c&cort6Ek}xLZ9v43%PBt(d?Wi96FrQC5`;Y~uiv3wT9_ax
z%|{<g59+z+^4wWy_*gLn=U|E9%wIS#0inmp=Z3x+Rg~}BHyeN&B)1iR!NCp$NtU?n
zS*-5F5DB+~6wAslE*>t`7w0E?VDW`gOmmb^T?KKAW*{?dzyY_1)G&+*a)2L_eZHF^
zLNh1~a>!P99*v1`ESv-&Jd8o8@?honyVTS<;(-s$LA;#$&s`wsQ%w~1e3)R2sAGE1
zdwzaUO98w(XPbb^&+{*62m=}$8#`>78T<W!uu<P*)Vhp3U$?4M_5^4g1FIaDje@(J
z26Yz;&It;EUgv?SsVUu{u+7*@OC8`Cs}h%(xcLKJZv(y_(2SY<$6+!D3Xu=~vI~;X
zsQf^H+KcOYCKu;tO+aGb1Y}%Imv8rkf<tHNhgXsZ&NXz;y)RQKWhOcKiG27Y#KF!;
ziKX_Ucf%(l*gm4m3`i^o(969U5DuFN1j5{Nf@|^o8(>ov$4-Xg#=AxBlrQl^QqH4|
zLojBwPQbbWt+tzeCvj5kx)adY&=3F;1p`Rvgxfz<xazc@0H@ta+cRs(tdW;#`(F@v
zYQXl2n<JLbmV=hdMDlO3d2d_w<l@{MStza0h?|~~k&&IA9<8zCtz?Z%NBnm+u}60e
z&zX>RK%2Mc=rYxSKh-{zqgmj)GxHA=3LSV^Y&|+~{9VGJujodQTZZ69dE@c;a|*|)
zvv(oX=D~wcLto7-=i$eJg#fyU2LGJjs0A71xo4c{!{pJE2Y-am4~<*O$sRn28aBOp
zT}n!7;2gZEabwS0&oYiTJ^-sr=*h)izIXhV%M!@H%A3)<o)F-bQM=VZOcdm1m(%3Y
zlBHKuxi^M@n5s)ndQkGe`-o?}9Yj@8Q892|@&idx#Ka9^;vGkgs{=rbk_&RUS8~fH
z?12qY1`s(~LQ7k<g@B`{d~h@*OItd6YW#iU?Su{ax)&AW@)8|L9#l0aQ|!&(ON04|
zkrX|VuA7_VRb_kS)$^$L7w#ca?gl{*U(A%BrCE!dZe4qGE$)-lo1Q|L%<5k-p7=Fd
zZt$00@$rU;C1Odu80`3~8^Hk00j-CotD&?*V_l7Uo=%qc`A(wxuNJbVA+)F9n<;vr
z@f2Ep9ddNlQn(M{Ap^u?2^;Dlfyv}sBx+<XgNv@v`*@l03`oS((R>izGy?b(jqHR4
zDfK!?-Hd#5Z==81T!mGk#MS#^w^t$8BRS9CyIuS<6_3SI0BfFs+1Q^``G*T*iEN5B
zMol-Hn;P3ULlEssz%|<50gbG#NlTo@i;H1yFE(zuBXO=20Z3yvo-^20yl`CV?oDX*
zX*&Rhu~6~o_Ad@Q^M79P)_?j&%BUq(IDJk+TsCGOsK$H<0+9(bCNZyo<uj~QjvhBH
z$13Y<WPuGZ*(PiL<2n$BXhBezU$r6dxtTcPfv!<$rfJN<4(PSJS+dQt6JrBy7iJbg
zR9fzg41=aMi?u`2NR90G4yN1psZquDJKy#jJpnqGdqPUyz=fh{H!TC1*4h;7vUZes
zEs)6<9qyq=Cxa*rPWhe}n$jfrcUAm5Jq&q@!~v`aRd8Yad3L(fH4sg&BGrp8{)o@U
zs>Tp3vK_s;#FAhgt$e_#XGM?$#V!f8b4fsA-GG!%eck}#Fb85pH6$g!CVZG7YVoHn
z4?Ws8_W*MY3AQDW@@VSW%?rtqs~cf+uU<}%#g)SlHri6tE?SgD5mD#8%zf%2Hg_;(
z2iAIEn5bm{Qk7-%#!_y*`FyKjWcvKzfiaMmNz2Kx7j>!H@D@$oCN=Xj{coDk+s(vG
z`qI(?8?_f+tA8O~uNvnv?Ln1w^*30lL5>|$c-HXE^N0m1e^c3bfqp7tQj-`V_fj6e
zRA9ZW-c7iX7`!!P9130Z-d*a6^WroTu13^qGrU(sK5A{3JO!z{xn~MOdlBSc{oGA8
z9uW`_3>=Pu!gyfqnuA?Sb(sz>+`Ox+jJC0;y{WXJ;Wg`Fb0L3M$Q$4*-k+)TlwGI1
z`{u6ISb2|I?F)z`;cY4tcJj|BI`8WV2JTxy9#H5y{s8s1iBN)wH@d|798KA>Ku3V5
zZ>-J;3jD|c@yA8jMer#O9HXo6d#``QGsyFbP1|9(aZq=SWC_Ic?Knm&Hn3g1IAZIt
z(t~LCvEAl{P)rNEj5|edZ*S-L%524RmMq3OgoIG@8xc@V3BP#pBBW)WT%W}n0-2kF
zvZWkUgOEWeB$M?1{asMMblv=p9JXFCS^^n`*6am*MUuF^LcxXS=a3aI>xB&{6mzOu
zh1_<3MH$4-r@^mRS1dUfQm5kPKa|HlJFWmQ+uFD&vO5SYcU(H>KJ!)NDGA#LUG>@k
z)xG-N`Z*~seNCW`gekZX%|BnhomaE3g;LJW%5mMOShP<V`|Sbcxw2xM{}XA%l}7R4
z`mKisLg%0<h;f~#mo=#O=!RhYr-k8gv*p5O>?_Ya(9!3(lj`^^#*Fo2qB+ZaZ^A#{
zc-2^K8pD~sFjKrL?ysD#iEt(1VwKn^pS=^h`{MgW6e5BSmy{0L9n)Ol=O2~Bi3jlI
zZWrC|Vqq^XcUbHsy)ND%u1xwHM4v|JP8)NyBc34Q1zk$f`pA9_Cc2MGb)k_Q_qdw4
z+R2VxCR|%8rSEK-z#|?4x#<>ITtki&J(DSI7(}%y^SL!|Znio>k=nO546|b&F?=<M
zx}eqm-K7%*X(PT`?<s4e*I0c3;7z)0b@S&LAWwOIgVUPx%>DWS*HLzd6^nxd>}uM(
zWpSks@?cTQIiTDb9@5FQ0oXR;4BlMQ1ClRE_U>-UgViN8vaKmKiK~RY{n_2Phk!CG
z0z?1Oa~_7NPo#oY>$}CG@K5eTFykN!F7!WRbn@rNrBPVqUnXnT_}heCT>9T-#Z4RM
zzJbBM8AIK_aFA3TNR(!sc15*3kunxLZ?Bqikb@n|gFCysN~<hxP0R@GZ;V@#H*@<x
z?C>Y}5QUhAZ*Ngus$Wk!G%3L<<l;VwXA84nJY5vIC=f0}7}<l8Y99<|TJR7_5Jtr5
zSJ#1kaqej(TuM<>GbW>od<%y=q5>Su|Ar~U5%F08Ht@q35+Asf(A}l>AQ}~u)>9z|
zSazbmT@(4hc7+UQjVjnfb~Wj)^#jXxtMOQt-Mp+@?S-l;vdxbxY8PVyuQPatAfReg
ziaw?>#C@NkEEm9HA!@kHp#JLFs{TbGZRo=n4NuRAO@LdlunqZF#I$8|yDA@_H%8NW
zg+|sBf3{*Vp=f(QimRzmHct;iYO^*}K)d$Olu-Lg0P}(+7#~KpY0FIS?b*^=ps}x9
z3lqS?+EU7FWE2O6M+mQq;=)WI=YmyLD{xCToR?+MO|Z_s9u1fy?7HaSY*XQO#H;*;
zxY*Y+a9-c6yXBzpXDz>b?_Sd1*%s|c%a5X_U}2o3*s1SqzsaNTA^WRkZkk6QF1NuK
zPK&?6XFn%-wvFLD1~qnnskJuB;2TuS)^`|Q(g1dMw=t}0dF@gdC1bXQd(_b=jN@@k
zm-a%@P`TY~&Lje)%WI3#I3(?sj@tAB(`KQu-a6yv-yZ6`#;U-ZpOtfatimC;)^Nc+
zu(gA5^Kiq=OGI{h2voWqZILfQfcz>yoFNYJ4=&I8m+a8BStE2+3~_(jK)$~1cx<f`
z$QCW4jWzCYm`bpFL6J%4u_cDel?rE2_bGmLxjzOG$>YCMVwR!8pl+^>yz6{>VBevJ
z^K}l*s+2P5^E^J-%m?**pO!@>us~pCvVd<R=^f#ve?S}n3e4cD0tuf3E;V1d7x#Dc
zjG|(ZwU!KtnMcYdzBX{WBG*?f9{1KkmBOQKy3meLKer$?IGm-skQA-=lU2-cG+zew
z=c{4zhz}s(JSULQwq`HN$<P!SFsT1{xPz$EdHbBzW6CR?2?6D;1qFhocqsFPaexUf
zg?;Y9Uc+Vxt|Z?(w`K5-@yR?owYr+l@YuwwcIw>j#U|f8jcve1q{Vn8&zsq1yB9p9
z?M+u3bvz(t+cBrD;CQW&JUW5@Kbp@Qcjx{Ofd@X2$961~cO;5jd}{Ih+e8sE3l`bA
zV0dSo`JOG<C=)hth(^d|6bhc6C8*XJ#|~N<6aVyrF2a^TIMHo|8DI$D?~q>xx8Uh9
zzI>@kBjDH#qE_>KeSK&5=|E4bk}j(R`V=87(0<?@0+b#6YfE}i-@8UxMP(0E19W9w
z__8}YJGhNJbQe$?@z9}{5KA@o&yT0Mu$6gs1fMn7(JI#pG4jV$xQ62MEy`q2+cAN_
z58$4G1toX#Q;862mmKIFTdxEtZ7rBux^By913Lh(=&$wm?ug~fZ~qHA>h72q#yKqj
zjdDbcWiIf9I4yPmGj7*HldX}T(9qb}kM?x00qvRTdpP(Yij=Qe=GDL#KGFkVp9g6j
z3OMH!E-tPd(aZv;Rdp0o?`^)ZpP8ANq{0^<;k_Hwc-h~--(~#;PR@UVXc9SG(T_e_
zc+`;~r0ulQ$G_n!6UEk}>oT4OGKiNOh&lUk-KKGu$b|>HUiHvTGb-S_UlMf`JGcg7
zOn|BS+6UYQ7VRoW`V~aVXY6e*ftY9>(t+xQp#ozyRn=5&n~JpiUDV)H$`f9qBvU2r
z%11dlY&fI%7IG7TVJ<h)I*+x2mK=i>Fw1#>-HRu1p&6-mEy_b5TUdj-<)&AZ=~%g)
zx}wv3TjYR)*TtC&Zs@nQw)Tje|0QX$gM)Ku(H*e*l)=A6O&sqot1R%;o@@xR(q$8^
zc!AM_1U)jYe_eM6x9-|z18B{Z>?IQBGf4Hq=u^qsScyQ5t5sA=EM*+ycJm`!O~{MQ
zibdMJrJlwf8$HZgU{FvoJUBfymHJ?8qQ-p{v;^$EaNnHIz>u8*z$)-Fot+&Sgh4jK
z6B!qmvp!mu*s}`YwW)TT!4XKr0JQtwCJOx=^WJpx&54=;*>135ERlF0`l(f%zXi*}
zEYp-@4(L5sL9D^As~K?0(}H%iaeod}1+<_b8o7(|Ot8{v6<*U^0OF?2#}k+T>-{w#
zG7H22JA<vK`Nzns1$%+&Z@?2kA{8exqu|iUX$%bvgrZL3hK4lf=jYYRFEZTZp7QY>
z1nE(Lmtz_-1LQ(@TNYr^DT0T1?e<8h*A;=POdZ`>WXRHzD5<D8-$j!dFbMGdy5VV3
zD)6_fk*yf>n+)vwXq}V&b-{Tnr4+BT<AF1f$<Q{gkL)c1(F2iVIAY1+&3|W>8{gP_
zzsMBGKmR0+RVTHqfWhJ<VmI@9cAw_udr^^#(;^<rJ~AzVM}~%m1D;}H_0Sr?AHy5_
zk13Zx<d_Z)aK$=6WuLfxShZ1!(L$eZdS7URVQW_$OP!Ri?CI=WnpeFo4JPbT&as*R
zq@U~)cn?0d|Fqzc(NlTwU~mBMO1}3Q$_+RUUAcB$vq(;k{5T?l45Yoh2H1_@YNEr0
z>mpQbgAojxv!HajSgk9=v9@SvjoV&!1TOIzFZ=qx!#SGPb5{u*=3l4)l%eFqUnAVW
zR!3vM(0OSRQ*fxp3pjNio4$Sf)(kWfR9q%sal<#5PDF3B<{*LBW=xa$0tj>PRB5z<
z$&DR3S{VERcYUD2g|%H?|G&Yr|L23rWM=1dZHS^#!8P$r+_RDrmw%i0+Q9e!0v9i;
Ag#Z8m

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/common_vetch_classification.json b/modelling/data/abingdon-all/seasonal/common_vetch_classification.json
new file mode 100644
index 0000000..72e84bd
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_vetch_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Common Vetch",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "moderate",
+    "window_shape": "sharp",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "moderate_season",
+      "sharp_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.545,
+    "season_end_month": 7.19,
+    "forcing_peak_month": 5.19,
+    "season_width_months": 2.645,
+    "season_midpoint_month": 5.8675,
+    "season_start_label": "May",
+    "season_end_label": "July",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.509,
+    "DECAY": 1.896,
+    "OOS_DECAY": 5.19,
+    "POST_PEAK_DECAY": 4.952,
+    "POST_PEAK_SHARPNESS": 4.2,
+    "SEASON_START": 4.545,
+    "SEASON_END": 7.19,
+    "SHARPNESS": 9.058,
+    "FORCING_PEAK": 5.19
+  },
+  "fit": {
+    "score": 0.036
+  },
+  "warnings": [],
+  "summary": "Common Vetch is classified as moderate spring seasonal presence. The fitted seasonal window runs from about May to July, with a spring peak around May. The season is moderate, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/common_vetch_consensus.json b/modelling/data/abingdon-all/seasonal/common_vetch_consensus.json
new file mode 100644
index 0000000..23b31f0
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_vetch_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.509",
+  "DECAY": "1.896",
+  "OOS_DECAY": "5.19",
+  "POST_PEAK_DECAY": "4.952",
+  "POST_PEAK_SHARPNESS": "4.2",
+  "SEASON_START": "4.545",
+  "SEASON_END": "7.19",
+  "SHARPNESS": "9.058",
+  "FORCING_PEAK": "5.19",
+  "SCORE": "0.036",
+  "SPECIES": "Common Vetch"
+}
diff --git a/modelling/data/abingdon-all/seasonal/common_vetch_observed.csv b/modelling/data/abingdon-all/seasonal/common_vetch_observed.csv
new file mode 100644
index 0000000..a7fc971
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_vetch_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,1
+5,27
+6,11
+7,7
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/common_vetch_parameters.csv b/modelling/data/abingdon-all/seasonal/common_vetch_parameters.csv
new file mode 100644
index 0000000..12e6d03
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_vetch_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:47:36,common_vetch_observed.csv,2.11,2.756,4.554,5.005,5.787,4.04,7.32,13.525,4.37,0.06120469347128915545452593404,
+2026-05-21 14:47:37,common_vetch_observed.csv,3.327,2.102,4.656,4.299,2.387,4.2,6.59,5.648,5.51,0.05607465678998513584201347489,
+2026-05-21 14:47:37,common_vetch_observed.csv,3.882,0.526,4.591,4.776,4.749,5.29,7.69,12.317,5.42,0.07124442694137444508804878074,
+2026-05-21 14:47:37,common_vetch_observed.csv,2.578,0.598,5.002,3.816,8.705,5.33,6.25,2.323,5.8,0.06475394992023258367516716374,
+2026-05-21 14:47:38,common_vetch_observed.csv,4.574,0.889,6.601,7.985,9.189,4.84,7.41,13.399,5.41,0.04083479439727699245643848081,
+2026-05-21 14:47:38,common_vetch_observed.csv,2.349,2.0,1.168,0.094,8.512,5.06,6.51,1.562,5.59,0.1150941270421513300561791862,
+2026-05-21 14:47:38,common_vetch_observed.csv,3.695,2.834,6.899,1.12,9.317,4.56,6.56,13.695,6.05,0.05585817470786000056526116824,
+2026-05-21 14:47:39,common_vetch_observed.csv,3.11,0.692,1.093,5.15,4.081,4.48,6.51,12.656,5.68,0.05902627540987767869392431699,
+2026-05-21 14:47:39,common_vetch_observed.csv,3.871,1.243,3.559,1.449,1.898,5.4,6.85,13.406,6.01,0.09308633376509994193815300713,
+2026-05-21 14:47:39,common_vetch_observed.csv,3.751,1.241,3.212,0.703,3.272,4.41,6.83,8.735,5.22,0.06506403332000480402637849966,
+2026-05-21 14:47:40,common_vetch_observed.csv,3.15,1.87,3.413,4.722,6.897,4.11,6.27,8.032,4.19,0.08723049881533270897157051470,
+2026-05-21 14:47:40,common_vetch_observed.csv,4.09,1.684,7.103,1.222,7.957,5.72,7.48,7.29,5.95,0.1089169807670342655584988746,
+2026-05-21 14:47:40,common_vetch_observed.csv,1.009,1.666,4.045,4.048,1.297,5.8,7.83,8.496,6.03,0.1273447816200683809107261672,
+2026-05-21 14:47:41,common_vetch_observed.csv,3.518,2.795,2.03,3.065,5.528,4.25,7.48,12.411,4.26,0.04131757148309896162399870347,
+2026-05-21 14:47:41,common_vetch_observed.csv,3.595,2.469,5.337,5.684,2.598,4.85,6.56,1.424,5.61,0.05953034844214870478100977883,
+2026-05-21 14:47:41,common_vetch_observed.csv,1.365,1.732,3.316,2.662,9.837,5.53,6.23,6.743,5.77,0.09238343538455872364362996877,
+2026-05-21 14:47:42,common_vetch_observed.csv,4.112,1.605,1.561,1.178,4.248,5.34,7.16,3.528,6.37,0.08576059056591055842933398412,
+2026-05-21 14:47:42,common_vetch_observed.csv,1.189,1.197,4.015,5.68,2.149,4.3,7.89,4.928,6.3,0.07202539179166463857671152593,
+2026-05-21 14:47:42,common_vetch_observed.csv,4.933,0.733,7.217,2.391,9.02,4.92,6.57,4.85,5.36,0.06809605606363874343455069788,
+2026-05-21 14:47:42,common_vetch_observed.csv,3.48,2.093,1.291,7.764,1.335,4.62,7.41,10.747,5.94,0.03264245230093243326506937554,
+2026-05-21 14:47:43,common_vetch_observed.csv,4.113,1.684,6.331,5.367,4.59,4.02,7.01,7.071,4.08,0.1121589398659522874452312279,
+2026-05-21 14:47:43,common_vetch_observed.csv,1.896,1.201,4.915,3.47,9.091,5.51,6.45,5.632,6.05,0.1013493680027929762131519993,
+2026-05-21 14:47:43,common_vetch_observed.csv,3.25,1.975,3.281,7.16,3.442,4.85,6.95,6.521,5.14,0.04983143071826149567719188552,
+2026-05-21 14:47:44,common_vetch_observed.csv,1.298,0.666,7.374,4.485,8.105,4.61,6.82,5.624,5.13,0.05457433889172540520489654134,
+2026-05-21 14:47:44,common_vetch_observed.csv,3.02,2.679,5.973,3.773,6.563,5.79,6.08,12.191,5.98,0.1117304193679808520633926767,
+2026-05-21 14:47:44,common_vetch_observed.csv,1.086,1.595,1.874,7.065,2.262,4.37,6.96,5.639,4.89,0.05503772043636765483217819194,
+2026-05-21 14:47:45,common_vetch_observed.csv,4.694,1.645,3.804,2.985,1.854,5.31,7.82,8.862,6.42,0.1045686897478350003133199092,
+2026-05-21 14:47:59,common_vetch_observed.csv,4.809,2.994,2.851,6.614,1.509,4.55,7.18,10.329,5.85,0.03467814261717047945503106828,
+2026-05-21 14:47:59,common_vetch_observed.csv,2.498,1.227,5.926,7.595,7.389,4.23,7.4,3.457,6.28,0.07707056806484168453051454665,
+2026-05-21 14:47:59,common_vetch_observed.csv,1.209,1.205,6.333,2.949,7.882,4.64,7.2,12.974,4.81,0.02597411837835959981963854053,
+2026-05-21 14:48:00,common_vetch_observed.csv,1.154,0.546,2.409,5.16,4.258,5.14,7.84,13.528,5.77,0.07317942020583392046648035586,
+2026-05-21 14:48:00,common_vetch_observed.csv,1.589,2.072,4.589,0.916,3.871,5.99,7.68,14.064,7.49,0.1724675370514238145160577528,
+2026-05-21 14:48:00,common_vetch_observed.csv,3.329,2.8,1.786,3.429,4.137,5.3,7.68,7.841,6.13,0.08550956787001702624006785600,
+2026-05-21 14:48:01,common_vetch_observed.csv,3.087,0.777,2.769,1.235,3.086,5.48,6.08,2.748,5.5,0.06542007110181860055646157824,
+2026-05-21 14:48:01,common_vetch_observed.csv,2.884,1.602,6.807,7.768,5.957,4.36,7.92,4.11,4.63,0.03216869371837649037939197022,
+2026-05-21 14:48:01,common_vetch_observed.csv,3.351,0.962,2.885,5.357,7.681,5.62,7.37,6.763,5.97,0.1017193100448777054638558030,
+2026-05-21 14:48:02,common_vetch_observed.csv,4.321,2.233,2.329,0.577,3.19,5.63,6.42,6.707,5.81,0.1073740148414202233858526394,
+2026-05-21 14:48:02,common_vetch_observed.csv,3.264,2.479,6.242,0.545,3.16,5.81,6.59,6.745,6.42,0.1228972957984249547463831878,
+2026-05-21 14:48:02,common_vetch_observed.csv,1.928,0.562,7.352,5.649,5.245,4.92,6.73,8.474,5.5,0.07161541793685767507384770669,
+2026-05-21 14:48:03,common_vetch_observed.csv,3.819,1.386,3.645,1.571,4.422,4.06,7.4,14.145,4.58,0.04064767573045189776999362858,
+2026-05-21 14:48:03,common_vetch_observed.csv,1.765,1.167,2.215,1.524,8.641,4.65,7.97,14.704,5.56,0.09831699777586473883586483744,
+2026-05-21 14:48:03,common_vetch_observed.csv,1.033,1.896,7.492,1.834,5.712,5.88,7.91,1.068,5.96,0.1541181019491173362959175937,
+2026-05-21 14:48:04,common_vetch_observed.csv,4.97,0.632,5.777,5.227,3.845,4.66,6.21,14.49,5.93,0.03559839348782212704473892942,
+2026-05-21 14:48:04,common_vetch_observed.csv,4.712,0.753,7.962,6.568,9.407,4.38,7.49,11.058,6.29,0.08055519907169972490200010728,
+2026-05-21 14:48:04,common_vetch_observed.csv,1.57,1.414,4.497,4.678,7.376,4.53,7.16,3.661,6.34,0.07748128243564305752962151841,
+2026-05-21 14:48:05,common_vetch_observed.csv,4.226,2.899,7.255,0.325,5.407,5.72,7.56,14.519,6.44,0.1226347263565821266879739557,
+2026-05-21 14:48:05,common_vetch_observed.csv,2.327,0.522,2.113,4.426,8.106,4.7,7.66,7.73,6.44,0.07819871756335198990659632175,
+2026-05-21 14:48:05,common_vetch_observed.csv,1.599,2.084,5.843,1.945,1.829,5.85,7.34,2.84,6.36,0.09761765455949147747633081782,
+2026-05-21 14:48:06,common_vetch_observed.csv,2.297,1.953,1.918,4.135,4.331,5.47,7.75,2.959,5.94,0.1037439071494299930171626867,
+2026-05-21 14:48:06,common_vetch_observed.csv,4.746,2.984,1.981,6.771,1.045,4.65,6.83,1.73,5.89,0.06342107062393946497244422459,
+2026-05-21 14:48:06,common_vetch_observed.csv,2.987,2.86,5.32,7.354,2.391,4.53,7.66,12.171,5.33,0.02533741033692895787783446754,
+2026-05-21 14:48:06,common_vetch_observed.csv,4.157,2.909,2.996,0.513,2.072,4.58,6.93,5.759,4.59,0.03861999924388741430857950095,
+2026-05-21 14:48:07,common_vetch_observed.csv,2.164,2.517,6.183,2.202,7.244,4.65,7.5,4.925,5.57,0.06669156614151789679213480126,
+2026-05-21 14:48:07,common_vetch_observed.csv,4.177,2.717,1.551,6.974,4.569,5.22,6.07,12.428,5.79,0.04704455589570381458948321757,
+2026-05-21 14:48:07,common_vetch_observed.csv,4.27,2.582,1.591,1.209,2.914,5.31,6.71,10.541,6.17,0.07631323269577251940122853041,
+2026-05-21 14:48:08,common_vetch_observed.csv,1.585,1.058,2.702,0.333,1.852,4.14,6.01,5.276,4.49,0.05769504073621888489179950069,
+2026-05-21 14:48:08,common_vetch_observed.csv,2.895,1.458,3.998,2.476,8.593,5.88,6.62,6.931,6.41,0.1068402544787933088720047932,
+2026-05-21 14:48:08,common_vetch_observed.csv,2.952,2.81,5.867,0.878,5.259,4.67,6.08,11.822,5.8,0.05203486404302358553680918140,
+2026-05-21 14:48:09,common_vetch_observed.csv,2.454,2.968,4.456,0.406,4.429,4.88,6.14,12.181,6.03,0.03267089213325696920315875063,
+2026-05-21 14:48:09,common_vetch_observed.csv,4.913,1.406,5.026,4.273,6.748,4.75,6.71,1.742,5.25,0.03233172314143030111126743235,
+2026-05-21 14:48:09,common_vetch_observed.csv,1.978,1.501,2.935,4.381,2.531,4.13,6.81,13.849,4.93,0.06266220130007620412402171557,
+2026-05-21 14:48:10,common_vetch_observed.csv,1.302,2.48,1.781,5.451,1.14,5.41,7.33,9.489,6.41,0.08707510993266774227127155666,
+2026-05-21 14:48:10,common_vetch_observed.csv,2.383,0.905,4.57,2.351,5.055,5.78,7.52,6.184,5.86,0.1089143502742627975002793702,
+2026-05-21 14:48:10,common_vetch_observed.csv,2.43,2.149,3.433,6.599,2.903,4.1,7.39,7.57,4.45,0.05626948034622670088961265053,
+2026-05-21 14:48:11,common_vetch_observed.csv,1.704,1.262,1.353,5.01,7.398,5.79,6.42,7.111,6.1,0.1026380234934975446793975710,
+2026-05-21 14:48:11,common_vetch_observed.csv,1.124,0.542,1.479,1.614,5.355,5.49,7.14,10.764,5.88,0.1016401432844423962430253247,
+2026-05-21 14:48:11,common_vetch_observed.csv,3.319,1.836,1.198,3.91,9.998,5.59,7.32,10.519,5.7,0.09877391384051194794847793171,
+2026-05-21 14:48:11,common_vetch_observed.csv,1.68,2.103,7.579,0.438,8.905,5.32,6.12,9.531,5.72,0.05650008611799173200446105553,
+2026-05-21 14:48:12,common_vetch_observed.csv,3.865,1.644,1.55,7.266,3.413,5.18,7.63,6.25,6.3,0.07737579713275581028052576851,
+2026-05-21 14:48:12,common_vetch_observed.csv,3.868,1.014,3.271,7.024,4.122,4.28,7.77,1.356,5.8,0.08762556681342832012036271005,
+2026-05-21 14:48:12,common_vetch_observed.csv,1.186,0.663,6.871,3.853,2.246,5.47,7.94,3.399,6.39,0.1254108757195467048867455735,
+2026-05-21 14:48:13,common_vetch_observed.csv,3.007,1.46,5.115,7.969,9.272,5.54,6.57,9.005,6.26,0.1135738579153221497172568024,
+2026-05-21 14:48:13,common_vetch_observed.csv,4.231,2.304,4.191,3.947,3.772,4.03,7.15,7.147,5.03,0.04393156649753058160497739965,
+2026-05-21 14:48:13,common_vetch_observed.csv,1.076,2.185,1.013,6.968,8.004,5.4,6.59,4.843,6.37,0.07603545483082387457205843004,
+2026-05-21 14:48:14,common_vetch_observed.csv,4.817,1.892,7.69,1.17,9.861,4.65,7.4,8.397,5.22,0.06239635639598479960731127384,
+2026-05-21 14:48:14,common_vetch_observed.csv,2.058,1.858,1.603,3.752,9.672,5.52,6.87,11.001,6.19,0.09895374653247638048012307241,
+2026-05-21 14:48:14,common_vetch_observed.csv,1.553,1.093,7.496,6.966,4.422,4.65,6.88,10.683,6.46,0.05887412689959450527953439021,
+2026-05-21 14:48:15,common_vetch_observed.csv,1.307,1.911,5.545,0.246,8.563,4.1,6.53,10.823,5.74,0.06224506156305676760477556275,
+2026-05-21 14:48:15,common_vetch_observed.csv,2.603,1.102,6.216,2.56,6.467,4.16,6.55,9.647,6.37,0.06044182563943547208741662085,
+2026-05-21 14:48:15,common_vetch_observed.csv,3.845,2.226,7.207,3.708,3.676,5.16,7.61,8.013,5.72,0.06727775882364303321600096504,
+2026-05-21 14:48:16,common_vetch_observed.csv,3.726,1.045,4.749,4.116,6.972,5.75,7.85,6.82,6.26,0.1331406101840130222259012351,
+2026-05-21 14:48:16,common_vetch_observed.csv,2.97,2.605,6.159,5.514,1.955,4.54,7.18,4.611,4.76,0.02986027032651741677377053682,
+2026-05-21 14:48:16,common_vetch_observed.csv,3.538,1.56,3.574,0.553,1.158,4.74,6.45,12.179,5.17,0.03575009793118836794833896729,
+2026-05-21 14:48:17,common_vetch_observed.csv,2.681,0.7,1.188,3.031,3.72,4.55,7.38,6.731,5.4,0.05898426601001888993095382341,
+2026-05-21 14:48:17,common_vetch_observed.csv,4.612,2.329,5.331,6.265,8.621,5.92,7.74,6.364,6.1,0.1286540882156810888844532060,
+2026-05-21 14:48:17,common_vetch_observed.csv,3.5,2.988,6.401,4.834,4.323,4.12,7.77,2.36,5.63,0.04238171546202878999849332415,
+2026-05-21 14:48:18,common_vetch_observed.csv,2.419,1.618,3.693,0.211,6.644,4.51,7.59,6.886,5.06,0.08051723429282317196555434925,
+2026-05-21 14:48:18,common_vetch_observed.csv,2.79,0.542,2.122,5.648,4.47,5.04,6.99,4.744,5.67,0.06138053253116541687468978324,
+2026-05-21 14:48:18,common_vetch_observed.csv,1.642,0.993,5.957,5.902,8.039,4.78,6.63,7.916,5.32,0.03774802131406895299390665860,
+2026-05-21 14:48:18,common_vetch_observed.csv,2.94,1.538,6.017,4.028,4.976,5.07,6.84,5.213,5.97,0.06571003437717054849314719977,
+2026-05-21 14:48:19,common_vetch_observed.csv,3.335,2.088,5.371,4.926,2.991,4.35,7.83,4.982,6.46,0.08048570564082658287003746734,
+2026-05-21 14:48:19,common_vetch_observed.csv,1.715,0.708,6.862,5.079,1.039,5.5,7.1,9.458,6.09,0.09906593424256725324463677957,
+2026-05-21 14:48:19,common_vetch_observed.csv,2.963,1.644,2.11,5.269,6.357,5.63,6.93,4.006,6.36,0.09354009324328194950124190120,
+2026-05-21 14:48:20,common_vetch_observed.csv,4.167,1.226,7.804,3.417,5.287,4.85,7.26,7.9,5.57,0.05335165362268358410201925838,
+2026-05-21 14:48:20,common_vetch_observed.csv,2.208,2.554,4.114,1.587,4.208,5.65,6.28,10.108,6.13,0.1067533737945896682833959292,
+2026-05-21 14:48:20,common_vetch_observed.csv,2.384,1.95,7.682,5.373,6.62,4.92,6.55,12.895,6.22,0.06751999697986711645149439435,
+2026-05-21 14:48:21,common_vetch_observed.csv,2.746,0.668,1.369,2.758,6.637,4.4,6.22,6.59,4.93,0.05100448665427205542954582443,
+2026-05-21 14:48:21,common_vetch_observed.csv,2.088,1.065,3.901,1.308,1.039,4.58,7.07,11.946,6.14,0.07606458207672376137053021464,
+2026-05-21 14:48:21,common_vetch_observed.csv,2.189,1.376,5.02,6.2,2.77,5.4,6.12,7.691,5.54,0.05705818847830004639200812161,
+2026-05-21 14:48:22,common_vetch_observed.csv,4.417,2.034,4.662,6.855,9.274,5.76,7.71,3.051,6.43,0.09965125474680105222035362933,
+2026-05-21 14:48:22,common_vetch_observed.csv,4.099,2.594,7.036,3.468,3.981,4.51,7.69,8.081,4.9,0.02556718239413040576647800920,
+2026-05-21 14:48:22,common_vetch_observed.csv,2.372,1.869,1.45,3.651,9.268,4.85,7.96,7.352,5.62,0.04898065746425514547711119999,
+2026-05-21 14:48:23,common_vetch_observed.csv,2.884,1.903,5.901,3.258,3.554,5.91,6.12,10.484,5.95,0.1192285645098379544687973636,
+2026-05-21 14:48:23,common_vetch_observed.csv,1.5,1.958,2.018,0.106,3.496,5.08,6.26,12.993,5.84,0.06690842095009619578319179909,
+2026-05-21 14:48:23,common_vetch_observed.csv,4.829,1.196,5.445,5.057,3.113,4.43,6.44,14.571,6.02,0.05419010701114986726392124955,
+2026-05-21 14:48:23,common_vetch_observed.csv,1.687,1.803,5.468,4.99,2.758,5.42,7.48,10.65,6.11,0.09338696474424701750970474924,
+2026-05-21 14:48:24,common_vetch_observed.csv,2.22,0.768,1.2,6.651,2.525,4.02,7.46,7.325,5.89,0.04058455901781497949972942428,
+2026-05-21 14:48:24,common_vetch_observed.csv,1.642,2.016,4.111,3.27,1.071,4.59,6.4,9.085,4.93,0.04902448489137074836768175382,
+2026-05-21 14:48:24,common_vetch_observed.csv,2.98,0.686,3.629,1.443,2.024,5.36,6.74,12.373,5.99,0.09064721863436601504657394801,
+2026-05-21 14:48:25,common_vetch_observed.csv,3.521,0.923,4.785,1.074,6.822,5.1,6.88,11.01,5.59,0.07578403684446541766019161031,
+2026-05-21 14:48:25,common_vetch_observed.csv,1.624,0.826,4.507,0.97,3.704,4.68,6.99,4.646,6.2,0.08232406430432489783733982171,
+2026-05-21 14:48:25,common_vetch_observed.csv,3.603,0.849,4.777,2.431,4.021,4.23,6.03,4.024,5.75,0.05438437937027831652855795981,
+2026-05-21 14:48:26,common_vetch_observed.csv,4.435,0.823,5.559,2.246,4.34,4.96,6.5,3.583,5.09,0.05790811193218330783460520485,
+2026-05-21 14:48:26,common_vetch_observed.csv,4.985,0.852,5.87,5.61,7.526,4.85,6.55,12.938,6.04,0.07407078349720474465288321627,
+2026-05-21 14:48:26,common_vetch_observed.csv,3.81,1.124,5.893,2.395,9.992,4.49,6.73,7.617,6.03,0.08927533607923836509280618077,
+2026-05-21 14:48:27,common_vetch_observed.csv,4.587,2.794,2.093,5.314,3.201,4.95,7.81,10.788,5.2,0.009234539635339226471351744242,
+2026-05-21 14:48:27,common_vetch_observed.csv,1.639,2.088,6.4,2.703,6.449,4.25,7.02,14.176,6.39,0.07596283875404720575847085247,
+2026-05-21 14:48:27,common_vetch_observed.csv,1.937,1.229,1.347,4.964,7.95,5.49,7.74,2.089,6.18,0.1016506008210844692127813440,
+2026-05-21 14:48:28,common_vetch_observed.csv,4.67,1.079,5.814,2.079,4.121,4.99,7.25,10.615,5.9,0.07111756188060753945386988743,
+2026-05-21 14:48:28,common_vetch_observed.csv,1.805,2.622,7.601,0.688,9.578,5.84,7.8,10.341,6.12,0.1725143078647286292907470609,
+2026-05-21 14:48:28,common_vetch_observed.csv,3.972,0.796,5.537,1.315,5.851,4.22,6.98,6.591,6.44,0.07624043679543126722413570696,
+2026-05-21 14:48:29,common_vetch_observed.csv,1.542,0.801,6.067,5.364,7.751,4.85,7.07,12.706,6.36,0.06958068296802153830513570752,
+2026-05-21 14:48:29,common_vetch_observed.csv,3.635,1.909,6.12,7.779,4.904,4.37,7.27,7.868,5.62,0.03380302493050688019913120005,
+2026-05-21 14:48:29,common_vetch_observed.csv,3.382,1.325,2.994,1.957,1.536,5.71,7.16,4.078,6.33,0.09931380024000781961066417142,
+2026-05-21 14:48:29,common_vetch_observed.csv,1.592,1.086,4.932,4.107,8.446,4.11,6.95,11.32,5.73,0.09172947611730035820044189611,
+2026-05-21 14:48:30,common_vetch_observed.csv,2.492,0.705,6.452,5.207,6.933,4.91,6.48,9.03,5.06,0.03711141250417952780417706322,
+2026-05-21 14:48:30,common_vetch_observed.csv,2.53,0.988,1.17,0.419,1.079,4.31,7.57,5.421,4.73,0.1095674126003780034142305970,
+2026-05-21 14:48:30,common_vetch_observed.csv,3.565,2.965,5.381,5.866,6.05,4.88,6.51,3.695,5.95,0.05708705203897925567680277002,
+2026-05-21 14:48:31,common_vetch_observed.csv,3.107,2.315,5.528,5.729,2.725,5.8,6.2,1.354,6.17,0.1106638664709308747379703119,
+2026-05-21 14:48:31,common_vetch_observed.csv,1.757,2.693,2.233,2.126,7.762,5.52,7.71,11.579,5.65,0.09931864717070896307273768440,
+2026-05-21 14:48:31,common_vetch_observed.csv,1.94,1.394,4.069,1.817,3.885,4.54,6.55,12.789,6.01,0.06110570447643084771088429732,
+2026-05-21 14:48:32,common_vetch_observed.csv,4.682,1.586,7.318,0.247,1.02,5.11,7.71,4.649,6.3,0.09389944408064593176643325009,
+2026-05-21 14:48:32,common_vetch_observed.csv,3.949,2.006,3.548,3.523,7.827,5.36,7.57,9.858,5.97,0.09014633468272099092199678306,
+2026-05-21 14:48:32,common_vetch_observed.csv,3.124,2.897,2.093,2.263,8.722,4.54,7.72,10.834,6.37,0.08986735227895441532280561034,
+2026-05-21 14:48:33,common_vetch_observed.csv,4.879,1.122,3.913,6.382,5.681,5.29,6.87,13.269,6.34,0.08924515765670136604634939738,
+2026-05-21 14:48:33,common_vetch_observed.csv,2.016,0.521,5.06,3.328,2.804,4.28,7.33,9.115,4.53,0.02950744074996358654900556330,
+2026-05-21 14:48:33,common_vetch_observed.csv,3.947,1.441,2.419,0.358,3.964,5.19,7.52,8.708,6.18,0.09773599109916452194742913438,
+2026-05-21 14:48:34,common_vetch_observed.csv,4.339,1.883,2.359,4.377,4.751,4.31,7.27,8.084,4.41,0.03651733039471669336005275350,
+2026-05-21 14:48:34,common_vetch_observed.csv,1.258,2.655,1.955,3.848,3.285,5.96,7.48,1.951,6.34,0.1126003779441088517242959240,
+2026-05-21 14:48:34,common_vetch_observed.csv,4.292,1.567,4.9,5.628,1.2,4.89,7.97,11.827,5.92,0.05013194321030889564595051503,
+2026-05-21 14:48:35,common_vetch_observed.csv,4.256,1.253,5.155,1.024,8.742,4.29,7.65,1.939,5.09,0.06561680608976257732524953753,
+2026-05-21 14:48:35,common_vetch_observed.csv,2.088,1.355,6.388,5.525,4.461,4.41,7.85,2.727,4.88,0.02750576847550633390876105517,
+2026-05-21 14:48:35,common_vetch_observed.csv,1.816,0.712,6.871,3.794,7.132,4.86,6.6,13.039,6.16,0.07859081296122989723703059138,
+2026-05-21 14:48:35,common_vetch_observed.csv,3.763,3.0,2.585,1.802,3.206,4.3,7.02,3.901,6.09,0.06780085209294188490417457065,
+2026-05-21 14:48:36,common_vetch_observed.csv,4.232,0.647,2.35,3.735,1.566,5.43,7.52,4.385,6.35,0.09777725399974341769989887385,
+2026-05-21 14:48:36,common_vetch_observed.csv,1.427,2.959,2.468,0.361,7.409,4.85,7.22,3.664,5.26,0.07147202544685517597722405320,
+2026-05-21 14:48:36,common_vetch_observed.csv,3.403,2.07,3.527,2.735,5.632,4.09,7.89,9.344,6.01,0.08366595685149401974629477836,
+2026-05-21 14:48:37,common_vetch_observed.csv,2.024,1.162,3.406,7.754,4.228,5.76,6.3,9.902,5.91,0.1175214059121310276949372301,
+2026-05-21 14:48:37,common_vetch_observed.csv,2.144,1.029,6.64,6.433,8.973,5.52,6.75,2.128,5.6,0.07685941297603001306060954950,
+2026-05-21 14:48:37,common_vetch_observed.csv,2.169,2.482,5.459,7.448,4.59,4.48,7.23,4.366,4.81,0.02933241042782771470660964844,
+2026-05-21 14:48:38,common_vetch_observed.csv,4.372,2.699,3.526,1.422,8.804,5.64,7.19,8.709,6.29,0.1047083816807659316185727398,
+2026-05-21 14:48:38,common_vetch_observed.csv,2.364,1.604,6.663,3.637,2.385,4.9,6.05,12.796,5.03,0.03655573402327148887698370565,
+2026-05-21 14:48:38,common_vetch_observed.csv,1.296,2.127,7.113,5.574,5.395,5.01,6.9,13.425,6.4,0.06728221029335978893069928889,
+2026-05-21 14:48:39,common_vetch_observed.csv,4.356,1.31,7.066,5.07,3.159,4.48,7.66,12.455,5.16,0.02456658355853241778248475066,
+2026-05-21 14:48:39,common_vetch_observed.csv,1.91,0.708,6.298,0.218,9.137,5.44,6.17,11.428,5.86,0.09213921720636955406511363789,
+2026-05-21 14:48:39,common_vetch_observed.csv,4.623,1.675,6.914,4.831,1.441,4.34,7.78,9.222,5.9,0.04060899443271946628924221648,
+2026-05-21 14:48:40,common_vetch_observed.csv,2.695,2.548,6.08,0.449,9.307,5.35,7.31,5.91,5.84,0.08792066510460114074360702536,
+2026-05-21 14:48:40,common_vetch_observed.csv,1.523,1.456,6.38,1.408,9.884,5.22,7.64,6.854,6.33,0.09596648595262553838856017924,
+2026-05-21 14:48:40,common_vetch_observed.csv,1.003,0.825,7.419,6.058,1.902,5.85,6.43,7.706,6.22,0.1216309121716637874098813529,
+2026-05-21 14:48:40,common_vetch_observed.csv,1.445,2.162,5.071,1.362,2.595,5.94,7.22,9.739,6.14,0.1305273134433567294382122307,
+2026-05-21 14:48:41,common_vetch_observed.csv,2.769,0.946,6.427,7.391,9.439,5.06,7.64,7.633,5.43,0.05446804850641622941786457406,
+2026-05-21 14:48:41,common_vetch_observed.csv,4.444,2.744,4.198,7.187,4.255,4.49,7.0,6.045,6.07,0.06528828225713722462435932600,
+2026-05-21 14:48:41,common_vetch_observed.csv,1.409,0.602,4.355,1.382,9.695,4.11,6.05,7.706,4.68,0.05881452019770127024074593378,
+2026-05-21 14:48:42,common_vetch_observed.csv,1.857,1.439,4.403,5.864,2.314,5.6,7.93,1.269,5.88,0.1102491948989400067663433621,
+2026-05-21 14:48:42,common_vetch_observed.csv,4.119,1.505,1.581,6.837,1.272,5.6,6.15,11.131,6.03,0.09715377333189511024347542908,
+2026-05-21 14:48:42,common_vetch_observed.csv,2.963,2.811,3.016,5.422,2.54,5.82,7.49,5.092,6.19,0.1060544165447172777773819253,
+2026-05-21 14:48:43,common_vetch_observed.csv,4.667,0.579,2.035,0.677,8.709,4.93,7.98,10.152,5.6,0.1221704666361994657296968279,
+2026-05-21 14:48:43,common_vetch_observed.csv,3.754,0.763,1.045,3.282,7.66,5.52,6.65,14.944,5.86,0.09939630494468200814115787955,
+2026-05-21 14:48:43,common_vetch_observed.csv,1.329,2.393,4.976,5.761,5.644,5.44,6.34,9.02,6.06,0.09123551840557386062508555456,
+2026-05-21 14:48:44,common_vetch_observed.csv,1.64,2.192,6.989,5.829,1.872,4.46,6.34,13.822,5.11,0.05232066228491274858773988730,
+2026-05-21 14:48:44,common_vetch_observed.csv,4.349,2.591,3.512,4.993,7.755,5.49,7.97,10.192,6.02,0.09894732822746571121948821890,
+2026-05-21 14:48:44,common_vetch_observed.csv,3.481,1.15,5.577,1.837,4.078,4.85,6.29,5.437,5.18,0.03410266383304087769976966074,
+2026-05-21 14:48:45,common_vetch_observed.csv,4.446,2.821,6.582,2.19,1.437,4.33,7.04,13.71,4.35,0.04030621690804453609678191531,
+2026-05-21 14:48:45,common_vetch_observed.csv,1.354,1.855,4.574,4.061,4.622,4.38,7.15,5.999,5.7,0.04137648414647896014388333088,
+2026-05-21 14:48:45,common_vetch_observed.csv,3.706,1.616,6.831,5.606,2.603,4.22,7.83,5.754,6.44,0.07704832140329137401222531311,
+2026-05-21 14:48:46,common_vetch_observed.csv,2.091,2.702,3.944,0.555,6.031,5.75,6.73,5.146,6.48,0.09879042831752749535030674528,
+2026-05-21 14:49:01,common_vetch_observed.csv,1.972,1.953,1.791,0.996,8.027,5.17,7.43,5.312,6.13,0.08336432725658621856995305020,
+2026-05-21 14:49:02,common_vetch_observed.csv,2.91,1.373,2.939,2.894,9.212,4.03,7.5,12.701,5.66,0.07168582409604373667320030479,
+2026-05-21 14:49:02,common_vetch_observed.csv,1.484,1.604,3.614,7.671,1.963,5.68,6.68,8.814,6.23,0.1212290252585451784585821559,
+2026-05-21 14:49:02,common_vetch_observed.csv,2.187,0.567,7.444,6.912,4.387,5.83,6.47,11.922,6.34,0.1478144874438776197592025307,
+2026-05-21 14:49:03,common_vetch_observed.csv,3.643,2.368,3.325,4.033,6.366,4.08,7.0,6.177,5.36,0.04228458929989551573235722004,
+2026-05-21 14:49:03,common_vetch_observed.csv,4.236,1.064,2.075,7.992,1.456,4.24,6.6,8.827,5.92,0.05563423248082423400879964720,
+2026-05-21 14:49:03,common_vetch_observed.csv,1.84,1.409,6.973,1.358,9.051,5.43,7.09,6.299,5.53,0.09261578413170185254879746949,
+2026-05-21 14:49:04,common_vetch_observed.csv,3.657,2.967,3.348,3.126,9.151,5.33,6.06,12.104,5.51,0.05465208614088087395636130452,
+2026-05-21 14:49:04,common_vetch_observed.csv,1.18,1.135,2.742,3.599,4.724,5.54,6.75,3.414,5.77,0.07872158913913769453888018944,
+2026-05-21 14:49:04,common_vetch_observed.csv,2.972,0.651,4.42,7.363,6.248,4.51,6.54,8.148,5.98,0.08538928527639527030373504833,
+2026-05-21 14:49:05,common_vetch_observed.csv,3.609,1.447,7.7,3.482,8.492,5.97,7.5,6.103,6.36,0.1288155892699387610100624467,
+2026-05-21 14:49:05,common_vetch_observed.csv,1.243,1.437,1.185,0.362,6.657,5.33,6.17,11.309,6.08,0.06313731787557402330607048297,
+2026-05-21 14:49:05,common_vetch_observed.csv,4.501,1.164,4.139,0.752,3.807,4.41,6.18,6.881,4.72,0.05081532552369250869842009863,
+2026-05-21 14:49:06,common_vetch_observed.csv,4.434,1.228,7.4,3.901,8.28,5.38,6.53,5.428,6.23,0.09533671575546179226439029745,
+2026-05-21 14:49:06,common_vetch_observed.csv,4.043,1.083,1.373,0.625,9.576,5.52,7.25,11.443,5.93,0.1063696141543766411033123858,
+2026-05-21 14:49:06,common_vetch_observed.csv,4.426,0.955,3.954,7.889,7.266,4.76,6.12,1.154,4.79,0.1013296744874637743145255041,
+2026-05-21 14:49:07,common_vetch_observed.csv,3.421,1.611,5.555,6.38,6.296,4.47,7.02,3.18,5.97,0.06701525474978295927782368424,
+2026-05-21 14:49:07,common_vetch_observed.csv,1.338,2.522,1.005,3.308,3.128,5.43,6.77,7.221,6.4,0.08525514210964027644190423641,
+2026-05-21 14:49:07,common_vetch_observed.csv,4.733,2.387,6.099,7.66,7.276,4.89,6.53,13.227,5.77,0.03950644204248226349398330729,
+2026-05-21 14:49:08,common_vetch_observed.csv,2.203,1.567,5.029,0.724,5.02,5.5,6.7,2.152,6.42,0.08681906030733837653001518467,
+2026-05-21 14:49:08,common_vetch_observed.csv,1.891,0.95,3.858,0.947,7.68,5.57,6.65,7.713,5.86,0.09798648014169836670109104991,
+2026-05-21 14:49:08,common_vetch_observed.csv,2.116,1.639,4.629,6.113,5.382,4.89,6.21,10.721,5.24,0.03462604145714915426682275654,
+2026-05-21 14:49:08,common_vetch_observed.csv,4.628,2.164,6.886,6.409,3.328,4.37,7.35,7.248,5.47,0.02992148898074295467478681191,
+2026-05-21 14:49:09,common_vetch_observed.csv,4.449,2.81,6.757,5.783,2.978,5.78,7.61,7.314,5.86,0.1093821546868563470909932974,
diff --git a/modelling/data/abingdon-all/seasonal/common_vetch_simulated.csv b/modelling/data/abingdon-all/seasonal/common_vetch_simulated.csv
new file mode 100644
index 0000000..2f0abbf
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_vetch_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.08688E-15,0.1,0,0.01,7.48824E-16
+RungeKutta4,2,0.2,3.49345E-15,0.1,0,0.01,2.40687E-15
+RungeKutta4,3,0.3,9.72378E-15,0.1,0,0.01,6.69936E-15
+RungeKutta4,4,0.4,2.63296E-14,0.1,0,0.01,1.81402E-14
+RungeKutta4,5,0.5,7.06688E-14,0.1,0,0.01,4.86884E-14
+RungeKutta4,6,0.6,1.88699E-13,0.1,0,0.01,1.30007E-13
+RungeKutta4,7,0.7,5.01727E-13,0.1,0,0.01,3.45673E-13
+RungeKutta4,8,0.8,1.32890E-12,0.1,0,0.01,9.15567E-13
+RungeKutta4,9,0.9,3.50720E-12,0.1,0,0.01,2.41634E-12
+RungeKutta4,10,1.0,9.22513E-12,0.1,0,0.01,6.35580E-12
+RungeKutta4,11,1.1,2.41889E-11,0.1,0,0.01,1.66653E-11
+RungeKutta4,12,1.2,6.32364E-11,0.1,0,0.01,4.35677E-11
+RungeKutta4,13,1.3,1.64852E-10,0.1,0,0.01,1.13577E-10
+RungeKutta4,14,1.4,4.28612E-10,0.1,0,0.01,2.95299E-10
+RungeKutta4,15,1.5,1.11155E-9,0.1,0,0.01,7.65820E-10
+RungeKutta4,16,1.6,2.87568E-9,0.1,0,0.01,1.98125E-9
+RungeKutta4,17,1.7,7.42241E-9,0.1,0,0.01,5.11379E-9
+RungeKutta4,18,1.8,1.91153E-8,0.1,0,0.01,1.31698E-8
+RungeKutta4,19,1.9,4.91238E-8,0.1,0,0.01,3.38446E-8
+RungeKutta4,20,2.0,1.25982E-7,0.1,0,0.01,8.67973E-8
+RungeKutta4,21,2.1,3.22454E-7,0.1,0,0.01,2.22160E-7
+RungeKutta4,22,2.2,8.23744E-7,0.1,0,0.01,5.67532E-7
+RungeKutta4,23,2.3,0.00000210043,0.1,0,0.01,0.00000144713
+RungeKutta4,24,2.4,0.00000534613,0.1,0,0.01,0.00000368330
+RungeKutta4,25,2.5,0.0000135833,0.1,0,0.01,0.00000935843
+RungeKutta4,26,2.6,0.0000344521,0.1,0,0.01,0.0000237363
+RungeKutta4,27,2.7,0.0000872319,0.1,0,0.01,0.0000600998
+RungeKutta4,28,2.8,0.000220468,0.1,0,0.01,0.000151895
+RungeKutta4,29,2.9,0.000556065,0.1,0,0.01,0.000383110
+RungeKutta4,30,3.0,0.00139873,0.1,0,0.01,0.000963678
+RungeKutta4,31,3.1,0.00350323,0.1,0,0.01,0.00241361
+RungeKutta4,32,3.2,0.00870195,0.1,0,0.01,0.00599535
+RungeKutta4,33,3.3,0.0212426,0.1,0,0.01,0.0146354
+RungeKutta4,34,3.4,0.0499893,0.1,0,0.01,0.0344409
+RungeKutta4,35,3.5,0.109632,0.1,0,0.01,0.0755327
+RungeKutta4,36,3.6,0.214886,0.1,0,0.01,0.148049
+RungeKutta4,37,3.7,0.366450,0.1,0,0.01,0.252472
+RungeKutta4,38,3.8,0.546368,0.1,0,0.01,0.376429
+RungeKutta4,39,3.9,0.731045,0.1,0,0.01,0.503665
+RungeKutta4,40,4.0,0.903362,0.1,0,0.01,0.622386
+RungeKutta4,41,4.1,1.05471,0.1,0,0.01,0.726660
+RungeKutta4,42,4.2,1.18211,0.1,0,0.01,0.814434
+RungeKutta4,43,4.3,1.28520,0.1,0,0.01,0.885459
+RungeKutta4,44,4.4,1.36428,0.1,0,0.01,0.939943
+RungeKutta4,45,4.5,1.41921,0.1,0,0.01,0.977788
+RungeKutta4,46,4.6,1.44894,0.1,0,0.01,0.998271
+RungeKutta4,47,4.7,1.45145,0.1,0,0.01,1
+RungeKutta4,48,4.8,1.42423,0.1,0,0.01,0.981246
+RungeKutta4,49,4.9,1.36556,0.1,0,0.01,0.940825
+RungeKutta4,50,5.0,1.27644,0.1,0,0.01,0.879424
+RungeKutta4,51,5.1,1.16248,0.1,0,0.01,0.800909
+RungeKutta4,52,5.2,1.03435,0.1,0,0.01,0.712632
+RungeKutta4,53,5.3,0.905478,0.1,0,0.01,0.623844
+RungeKutta4,54,5.4,0.787916,0.1,0,0.01,0.542847
+RungeKutta4,55,5.5,0.688887,0.1,0,0.01,0.474620
+RungeKutta4,56,5.6,0.609943,0.1,0,0.01,0.420230
+RungeKutta4,57,5.7,0.548231,0.1,0,0.01,0.377713
+RungeKutta4,58,5.8,0.498055,0.1,0,0.01,0.343143
+RungeKutta4,59,5.9,0.451398,0.1,0,0.01,0.310998
+RungeKutta4,60,6.0,0.397502,0.1,0,0.01,0.273865
+RungeKutta4,61,6.1,0.325033,0.1,0,0.01,0.223937
+RungeKutta4,62,6.2,0.233230,0.1,0,0.01,0.160688
+RungeKutta4,63,6.3,0.142201,0.1,0,0.01,0.0979717
+RungeKutta4,64,6.4,0.0750252,0.1,0,0.01,0.0516898
+RungeKutta4,65,6.5,0.0357895,0.1,0,0.01,0.0246578
+RungeKutta4,66,6.6,0.0160205,0.1,0,0.01,0.0110376
+RungeKutta4,67,6.7,0.0068880,0.1,0,0.01,0.00474560
+RungeKutta4,68,6.8,0.00288327,0.1,0,0.01,0.00198648
+RungeKutta4,69,6.9,0.00118444,0.1,0,0.01,0.000816039
+RungeKutta4,70,7.0,0.000479858,0.1,0,0.01,0.000330606
+RungeKutta4,71,7.1,0.000192331,0.1,0,0.01,0.000132510
+RungeKutta4,72,7.2,0.000076428,0.1,0,0.01,0.0000526563
+RungeKutta4,73,7.3,0.0000301545,0.1,0,0.01,0.0000207754
+RungeKutta4,74,7.4,0.0000118250,0.1,0,0.01,0.00000814703
+RungeKutta4,75,7.5,0.00000461242,0.1,0,0.01,0.00000317780
+RungeKutta4,76,7.6,0.00000179042,0.1,0,0.01,0.00000123354
+RungeKutta4,77,7.7,6.9190E-7,0.1,0,0.01,4.76696E-7
+RungeKutta4,78,7.8,2.66248E-7,0.1,0,0.01,1.83436E-7
+RungeKutta4,79,7.9,1.02036E-7,0.1,0,0.01,7.02994E-8
+RungeKutta4,80,8.0,3.8947E-8,0.1,0,0.01,2.68332E-8
+RungeKutta4,81,8.1,1.48063E-8,0.1,0,0.01,1.02010E-8
+RungeKutta4,82,8.2,5.60597E-9,0.1,0,0.01,3.86232E-9
+RungeKutta4,83,8.3,2.11365E-9,0.1,0,0.01,1.45623E-9
+RungeKutta4,84,8.4,7.9345E-10,0.1,0,0.01,5.46660E-10
+RungeKutta4,85,8.5,2.9650E-10,0.1,0,0.01,2.04278E-10
+RungeKutta4,86,8.6,1.10263E-10,0.1,0,0.01,7.59675E-11
+RungeKutta4,87,8.7,4.07947E-11,0.1,0,0.01,2.81062E-11
+RungeKutta4,88,8.8,1.50099E-11,0.1,0,0.01,1.03413E-11
+RungeKutta4,89,8.9,5.48987E-12,0.1,0,0.01,3.78233E-12
+RungeKutta4,90,9.0,1.99497E-12,0.1,0,0.01,1.37447E-12
+RungeKutta4,91,9.1,7.1985E-13,0.1,0,0.01,4.95952E-13
+RungeKutta4,92,9.2,2.57743E-13,0.1,0,0.01,1.77576E-13
+RungeKutta4,93,9.3,9.1502E-14,0.1,0,0.01,6.30418E-14
+RungeKutta4,94,9.4,3.21795E-14,0.1,0,0.01,2.21706E-14
+RungeKutta4,95,9.5,1.11993E-14,0.1,0,0.01,7.71594E-15
+RungeKutta4,96,9.6,3.85283E-15,0.1,0,0.01,2.65447E-15
+RungeKutta4,97,9.7,1.30863E-15,0.1,0,0.01,9.01602E-16
+RungeKutta4,98,9.8,4.3832E-16,0.1,0,0.01,3.01988E-16
+RungeKutta4,99,9.9,1.4464E-16,0.1,0,0.01,9.96521E-17
+RungeKutta4,100,10.0,4.70117E-17,0.1,0,0.01,3.23895E-17
+RungeKutta4,101,10.1,1.50724E-17,0.1,0,0.01,1.03844E-17
+RungeKutta4,102,10.2,4.7910E-18,0.1,0,0.01,3.30084E-18
+RungeKutta4,103,10.3,1.5281E-18,0.1,0,0.01,1.05281E-18
+RungeKutta4,104,10.4,5.0059E-19,0.1,0,0.01,3.44890E-19
+RungeKutta4,105,10.5,1.74563E-19,0.1,0,0.01,1.20268E-19
+RungeKutta4,106,10.6,6.7264E-20,0.1,0,0.01,4.63426E-20
+RungeKutta4,107,10.7,2.9068E-20,0.1,0,0.01,2.00269E-20
+RungeKutta4,108,10.8,1.38054E-20,0.1,0,0.01,9.51145E-21
+RungeKutta4,109,10.9,6.9331E-21,0.1,0,0.01,4.77667E-21
+RungeKutta4,110,11.0,3.55863E-21,0.1,0,0.01,2.45178E-21
+RungeKutta4,111,11.1,1.82796E-21,0.1,0,0.01,1.25940E-21
+RungeKutta4,112,11.2,9.29787E-22,0.1,0,0.01,6.40592E-22
+RungeKutta4,113,11.3,4.66310E-22,0.1,0,0.01,3.21272E-22
+RungeKutta4,114,11.4,2.30345E-22,0.1,0,0.01,1.58700E-22
+RungeKutta4,115,11.5,1.12115E-22,0.1,0,0.01,7.72434E-23
+RungeKutta4,116,11.6,5.38243E-23,0.1,0,0.01,3.70831E-23
+RungeKutta4,117,11.7,2.55181E-23,0.1,0,0.01,1.75811E-23
+RungeKutta4,118,11.8,1.19618E-23,0.1,0,0.01,8.24128E-24
+RungeKutta4,119,11.9,5.55022E-24,0.1,0,0.01,3.82391E-24
+RungeKutta4,120,12.0,1.38076E-16,0.1,0,0.01,9.51297E-17
+RungeKutta4,121,12.1,9.61753E-16,0.1,0,0.01,6.62615E-16
diff --git a/modelling/data/abingdon-all/seasonal/common_vetch_simulated.png b/modelling/data/abingdon-all/seasonal/common_vetch_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..508299b45bf1cc666c95e8333824add2e09156c6
GIT binary patch
literal 28436
zcmb@uby!qg)HY6|QYuQ9q(OIsil9<b(j}ck!_bHdNQ0D=N=Qgc4<$H&lqelT3?U7J
zbbWjD!H381eZTAX$B*msLY*`F?6ddUYpwfU_c|eul;nsmP+h>lz#w{XUq%%J1Ir%+
z19S2m9{3-D-mw|*OVs6_mWvw1+{NA4$qYl$*u}vX;$my{gu%_s$=M2G&&SEb%_+jp
zVCmxG;4I3;W%uU_PKc8Q7pv@dZ7|Athx^*j7#JkR=s%b_Qtz!WFzo#w$lO-<NLd*_
z@1fqmhqumkP%nK)km0;M!?IYg{G}|_k2me?3UuC9eJmfz`&d|@WgS<+IcpfITcE3}
z+xOV^s{7|GhJ(x77!Me5N@IO`4%2rC-BX_7#I$$T@mU}yHgR}kliE|=>&N!y5Y9bB
z#lyCO*BHT1!zIfttc#Z}U5c(A!nh26?@<c+%YYx>7eox`|4ui?z7PI6WAXpn$9-A;
z{uq1xMZTY16i^2fCkCZuWm$D~sYy21rKAjx6eUn?Oct<}arX%hKJ!j)v+6d#5=`cX
zgxFXnO+ClwrlzL%Jv^!iX@nou@AnsdK}Jfg?hOC@so1r9;lhQOpFdsp;6nA+Ml0-0
zd?nQN^*I_2#@A*FYgc0$8zb^(;c(f#X8PkdR8Om_gf%jlWW%C#?W^x?uTAuX)vmAk
zo#^%>%X%b7?IhP4PU>sA=udWA=`40p9b6r#*$#=cJ-f<r*3n8x!pY&h6y1sbOv4aH
zjG=C=TY*BVs78S;1hyf&_dWfXS!m25(3AAI;p9LnpS;IH&$V9zHP~>hk><53QoX;J
zKbsLL8B^9R8meeSa;<V;;Bj0=S!pS+$j+Fv*~awem{+fu8;-Y%%s#)o%IkOR-A@xn
zD>gvN^}eTeCPrSpEbK*r*e<1HvG-2x#8wR+Hw()>&W1x2ogD|WlSXmJ4)eFhKoZFu
z#C1XYvFjTf8??TURaKu1JMF!0k7euFso#-koptUOk>jjg=7pl#*=85sr>~+UU0q!-
zU%hHJt?F4cpYCTc`@F!byZ+>8tz)1-ceZ@cAQs}Yq)Y3&-H1)n#^t*~5S!2^^z8Zb
z+=BhK@|>Le-@biQ8qV9_Un<JyII{du*Xv%tNxQdQ*}xG*OdIp|Zjer$aOO38u$^w}
zlea0s{@&=KciDokS2i3eW-BBy0+ajJ;OAGqHQ5%;L~Fk}Y>}RORmko6bhzdEWRugu
zN~QeWyLW>|X{CJi$T)PE1M!GdE9DgxHPZJ>bo+-%mBru2U#e`P9_|vFU}sZG`Qebf
z*&}6WM>JCBRoR&)q07j`)L&>DcFTESY>Zt#o?WE}Gn|X6c(YqfS@L+-#PK}=XO;9(
zdP2hcW522A<bA6Z%949BzK2NqeA^8e5v1X$LWh`LSwSIe<Y}4BAZG$<vEAft$;*g{
z_zbzoyaKCT-$s8-)MomL-pI&^=opy^s#w5dtjaO(cJoU8c6m{IwqmlUKDGXBSuwZe
zC=us5mnz?*{VmjhE~I^H(9rMUCVtzSO)^GXs6d*SHPznoaM}B2JMKc#B3w863@bU>
zNfB@~e4dmI_wgcqOG-+t<@<msjZ7We417@8@tcj)G+p?XmDe4`M^%`Ychkz+TD6vY
zgNjKLW?t1zS>g6BfL72p(UUGIDamQAZYRx2Oz&i?$WLGL<j^@u(x>JNeb-lct~wXE
z-p1Ja$PsuF@mY(us~w(Q0)szyx0)v?Ry7|znxsJa&pO-RjOK9bF%eNopE#To>KDx}
zvq*!&H^$y8CTC0fyP5YjQ$t{m@cD-`m#L%aYk#~8wdLXAsYppl;X`Z-HSC3RFfcT_
zfhmuqc}$-l{gx$f7ZMUu(b=h>Yi5>(bd%a^SGFZL^e$O>8$?$sarE<h#ZplNg6zr_
z)7t5mw?xGez(DLmLqp4sPzenmB@UL$7PreRdMbQ?Nk@#1`JEgI9wv1s@wIO6A|prb
zt7pl!w7zF6mI(+6iP;O;46y6!=)ATArd6Q}sng(?z$Mpvvs&x9W!<{+P+s0HH#fK9
zb13;}nm6jfC~yv5qrfcfu3fuUQJ`DtrX@K>-f-fALZSLr=zMplhzB7P_4@iJ<7>W}
z`o70|^Zm2E8FKk%pPlzsAb$D2+u!85a`hU35#%oUfpeRyfJ7qukvptKX_5n<o)g$j
zO-)tsn81gCw-Sx}Tv@-xQ6ARTJ-pL!;^TS*gKpY(Byd%t{bNN3SA(8}FT^I}mfykX
zL?3c(s3fC#YX{*~RCD}YS*m=i<zTG=LO@Jh5l+E#r>+pr`*UfqsM%S_+IqSrq$0nt
z<{`%#OM>3JLa*hLR&|Lnm+y*;`)G%tzm~GmO7FK^b<&x{XXghD-%jdiLAigkb;)O|
zUo-#1;}2TKwc8^${dOhn-BD77trIx*l}1fiuF&JdJzD#O=;*icY$77svm5WFj@kvG
zDATQ4x79J|h&VV9w&1{)DkkyHzDoDmOrH37PgZus+S=OlaK8>reo+Luk9K;COW-7E
zO4-=imFs&<J&$<Z>cpvAp>RZ0s8gQTJn<#-L9A_a5Q%1a$l&?Npjnq=FTqK-9C=1%
zBkcRWM7Lb|)ptK752v~#th{!{-IcW|=jZ41N5yw118EE8kikOw^Go1Ic~8QFuaR2e
z_U(Y0Frm0YDmDui7M6;yUmx{nPIq<s3z3iQRL`e5>jh<B7<`M#%P$}>tg5Oi3JaJF
zzc47)Tslca79N#P#DL)L)uWU09jh?!qS|5&T0$QuS4)f@i5<OiLOd8|hDhxOoLWqr
zlMcTt&Cy30wYXp+BE*1xQn4|zj+HTP@1MPLi*A+<qBao7nyZ})E)j=sP;VGT{YE$>
zXQ`)8n(Au`GYiY`myQlG{^@{#fV`%~F^uC$d?^RLpg|nPbJl&9otO<`jEr|?`>Qc&
z#N2Fy8c6wLtE65_S?t!{VX_#iuuHBvArcz<I^`yHve(nU)i&mT;A;PL!~GH&nfbwR
zkFOhCVYLcL?0VvJuq{%UpO>fFB^6&;Swv4|Hb4KQapGOCw7Vu7eB$AqJ5LMVz5BGW
zDTMI2tA8?aa=i2EU>f4rm!o3gohDN_$!UbLp}_uVKQ1b8d;$NdQNqGlwR68c$2`-z
zgZec$He)?vyg6#ap?mRhas9^RH{Gs@L^?OGbW0xCmU|H)tHVa0y?Bu~ZWR|7r_VWx
zPw)N4ZTN}%>&@u5!dkes^TlFcDBUVWBAc6$CY6-%i<I0yXa}*=l<(bpK0+IWZCqhH
zJna;*GvU`T5*{pGoKIL==b(PeEkLBX)Pyo6vZZC!mgaCW<(7S5hC#TVSB$1IeaCR5
z@6Qb4gpz|kks`mNB|~dX`ZPm}s`|?E-Z&J>={zy<<08X(ra;VE&7PT|5|c%L>g5sm
zs(kbA22vxu$e?cj)xo3@8#eD9qBpW79mD?PZA@|z%TXc5O;2$zU%otD6&B`rvQ$`G
z*u3H(;g<ETyHSgbW@viZLh2xCzrk5Ql1@UWjuWp>+r6VNX=7*7oBN!B+H#?Q+sXFU
z79SlS508p3DmL9km+i%^BADv_*3x{Ht$1Z&8i{?7*)<dn9nKwJ5)+4YR)2E>MFzYe
zlM$jYt53-{5&llj&i%>Mh>JDThq4~K>&61z#6+g^=D5fR3=_Yv3{#3+;Iz{6gqA3I
zsC}j;G5T<6va6et>RMPJudjXMP*pcX&;z?^m)C-;e)k>KV7dF6ft8h&qn?y$+r<Q%
zDSWBj0IHo}*{h0yJmw{3-3{2)qLGx#gyHteo50X1!#2EAH=TUDzP3FX%W_uh*M?YU
z2!+iS<mN6oh2@p4TI0%wQ?aboAFSTMA2$li<1=|l$<LcwBo{lPt+|6A23_%%pknXy
z1y-l?xUYSEs#$D|xQHpuV!mee(5uEXwI&dc!o=icBhpWJ?xPG}@O&_d=c?z?BepiW
z@WUh*UrAZMq5jP#C)eX-Rwr_h-YSJ(eSO>8m_Z1yr~zbR)=MOa#$rY|CSJF0F(G__
znnv26gLA0#g~&K}2^Ye}u^6+WTUZ$t%Hfq@;F<eDr~F~vZIg?~rDh#{(#H>CS-19G
z7p$ur>xFhY0#>z%X?7i2Y29-I_N(Z9A)0~xUKb!~sU%N+yxbg6;YKxH;gw~Y@7yEW
zQh;vFl_(`>Lbg5%)&yps({26wLj<yNcZFh8T@-@poKP5F&L-fJJ-Ypq$8%)pr+HG%
z=!M{rILEKVlFY`T2ok^DyK)jgx3-oF5aRUw&r_+L7~Mg--iNzP%;#2s88Os+fl9ad
zD~%gIWI(v)vhHxP>lf&bspfjsP~LMc+mJ+I$9E&5L9#@oYR&aN2cint0UU9{P9NEb
zG%XU9a3akVUfKMxCVx-4eux=vshrlcfLdHJ*>c(YYWwc(n*A*!Wt$8!*^HpUE4m*D
zE!}!2r>j$QF<lDdx{I^O6`xfqR0o>f`~G~8M3;@|^XJdj<n<eRW4L#*R;%af%4bO;
z!%3{V<xaNeww4O5KATMD*x9PMyM{tEACZ!>DmaWHFNq*2q)|3QRA2kqASNj>CGtcj
z!|Uy|-wj;qB{->T+rpH0x+|M@QrY4Pi;6UnQKAhYMg&njSMgp`*v7RaT}Yu{<MP`J
z9Z7w$py-*OKif=A4!^B~SvysnzX=kG#bU9MM>;wqNSNooR$ah?X4F-Ko$fF~FCFUf
zBoXKA{f5ntyj67HyC!YPh8Bk@CC?d+P&K|{vV5`8)C_(3CRNP+i`QBm8#+PpATZGu
zRn9paGKtJR(a&AtTXDLFUFS6WuwNmgw>eSoF2q2JzZcFO(e3)Q#53_eqMsu!b!x{b
zAGTR~xtg>RfQaTdcKqbRu9OumlZsa@@SBox=XO8Y8)Xddc0qhIDwvHBBFlH~Z3Za+
zpx_JUaq!@Sn@m>h($)I(Mj82g%x_2xJp{p$JTG9L!X$WH#e>Ecm#167f5U3m$HU|f
zlRvgb@pJr5tS3U{o0#+x&mEnI_Jig_g>=|Y)RZN%;@?(OJnnqq&8__t<oWrmv2f?s
zO}Oww8bbf`SsU3SvA-8d<m!fp<)@O*7mBbe42%oq4hi3zELqvP;Om<5C=uZwxk&nB
zZI0`^^xn&R&_s6I)Snfn<LTZ?@$->Hg7v8&`grK(TrT_)zLOE+K}z>UlXciaO83ya
za)+rq0_1eB`?br=+g}h-t8czsj>@l{g5VZmvp!!Hhq{6F>m&_!#U?gtnqY7vLAo{#
z_`)7n(e>aGvBCAG1wO+P5;aRI9Sr#+3&#?2<n%<{67Q3u^Yz!q%wl4rWVEye+4@am
zx``b{RaLvMMon}`70dwG$*Ol~NQTr`H}jL$y01On+@9LtZY9sA=b8K5>~j6l<Hy;n
zK?g`jZpHR6N<P~n80yQ72GZ~KlWvLmB;U)8A}YGo0*$CBI;{pNv)3HbDzMa4jgH0j
zf^zw}SK7hA&@U_dq9jHZaDHxTA^T<2e4>u&>R9zne1%>f+aYd&69gI&qz)$0b+q9|
zeox}L_mWQ``ssYoMEE`hw~_zrMbpi>uDZhTRipijee#-W=cYtEC4#Hz!>PKyd{Gtf
zoNNprt~{CyB<UOTNvvTJ6dZ6{$V$lbTwWA;GD2rDZuYIZBFxIj0Hkkpb#VQo`uKP<
z0oSil*Y2w8n;d`fTCHv!7#bRys?T|#Q1`8$cPjrq_sWGu+Kyh4NCeEcyu92x?XH5*
zvsS0$<ff&cp@xT_Hd458N#{hwJ=P~FPafCo>o%u6)1qTkKHn%MVRJPkxQ(>9mP8ke
zhbVfJpM56XVSsu$5B}Hy06*m^3TZ~hP-CGLke=nbAw}tLC>@_iGC3~Z7WA8WFoyM;
zZK%SH3Jwl#>nX-$1}p`N&lV#D{QHoQ8hn|NQK~uQjdB{nWzuI)P|9f@$>5_8&nWjD
zeAhpI<UddNv$H}}(4R4Hk6PTLSPqL7e8cH;G?Sd^*EhGP&)Z_$>x-9SvP@BWDNZsk
zkt*tXGehwFrXWd~Ao->_LNu?i@G*6E*l`Q#5XKYU7Jm%jPNW3==NirJ%<bsrx<0sm
z9s!pT2oI-wV3A;5lh1tro)0=#z%n4XIY7CjOK*$Oepy6BL?I1o6H?v<bA|5@;GfPL
zFN!@nDXD!XsWM(`v{TpO1H=bBqWs5-3f{kmc>etP|1<=tQS+YcAq}fuSZHW0z<1q>
z7BOH$&!0cfvoyFTF=t0-ZpS$XZmVv0$M6$}ziCLF*UtYn_}13eUxSy*xVZ4gS|D_u
z*zrM9OX|0pz+BM=%Gv`fZ$Uq?iO*6X5rg)VgYA{SzWaMm(9f2Z*8SJBfzQy}*M2#O
zgx(z0sVo1%ZmxiDpi=UbP%5&)kUILQR{isvJPQYhA{G{wX@8!EMEx2_E2Ti*6(2&%
z=IKJ2yT+=J*hrz+0!u0{1Z$VfZ-ue6xY$Sk^X1iBo~{j~Y)WlUaS3KV5pew+Dvds%
z5%-94d>stsv(Yc9ND``M)q-^b2-T+vIr<?d6_a07uk-ZjQ_u4Ls1GW-x*b2x?1;xW
znY5<($>FBckFVFNPmT`?46ZD`ZEL%4ZpL`J|C#M%jfgK@U2(N*^}3P=%X|XIMQpEM
zzwS$TTT?R<D1TqSy}R3-oAn8zQ%4g#vZC)0Mn!pf?s&a?0%zPMCfT36z8&!#YC8+I
z0FMGU#1hM<953OuegE#=z?PPlHgG&mTO()}1t}>hzabEuauGBt3672J0oeF`=8j|J
z9VM<ykGINh2jb=Gf5XMaT||LQlm#$o0x1AS@|t&248x#h`;^3<O|C;R=S^B8;y!)4
zBT&J^&#!)zMno-`lb)5CnM3M?-1(HFl95?erFHY>O?6UnvoBX%b(6bTvGE9_05j2k
ze00!n2kxG0uc@PR6JQTsyAl2^ShN{P$N(nEohR1T*0$E(7~(d86AqV}g?{|_F{ibK
zcWtD+!_l{Gf8SHYZ8@<<+;vfXxZ3$Wzo6hlJ-w9I;{0rEa!2fZd}>D#!NKQTDWPlQ
zwVLDfJp_?vDfVrNE`5of7|6RkbNEnXtkmOUEmkIoxSuH@5+1I$g9azVjB4VV_W|{@
zBLpXzD!+d7X3Uo_55YN5>G<e-<hfNgGh-SO9<D(z7zUGn_%IU&)2plZC<H!O-8BGq
zu(QSm3|X!6p2Q?iv=FiNYe0Q?b^$uIe`S407J-JBJxgFo7kTY#?M4Ny?Cs-scRjWa
zqizt=imIE1n&H9bJUAR^<F8VR4YJ4MQ#JxrsxDy!<3PdJKCcBd1>)z|I1~=UVB&y9
zP$?o$tBu}i48Yc~o1T|N?AA(my#Tz~0V8>a`Nod%jD+V;%Pn!0(9}&?qIc$Dunnq&
zxVT)d4D)apDJf|``C@C1HVon6BRa^Af;%lE>PA({+8W!aBSSmar!GR72r|q|h#Qw2
ze*RFA>vF4%XteR4ofLfsSvq$ZZba*m?TWJ+*}zxGv|ka?=;a^1voLU}N(v!Y72)7R
z+Z!wS$)gCBi9ub1!}VOK6R=SFb3N%3vppNKfwDM|Pk7H>zJIoa@LH3oo_tE+`4RUb
z7c)Y5J?M5?kdPNlBvvG`5}H_EohSq{TvylfeWRK7`j+>V7>rjk4g|$FT1Zj7a`f#s
zMRnPttA$2OIQ4C!yO|F=b>&Wd0jv<Sh4qoiAgj^NWkCs(9U`|&W6nJi)}%{-iOO`t
zH?B<MTbAT?+lk&;T<}nQf~bG-k7o@Uq{R(8LQwemb7{dmO7?x*V^|h>;gRd={PjH)
z@8vpmh5p>cp09InKD`LO?mGXR+(3Bc$Zsp(FqaGMy--bo(k@iC4``<>CA%lg{&n+t
zf^WGtYV;dt=&PvHp-V6Sb?BuylKmGq2QJwpLzlv~3P=R~P0yRCK6!$uF+TO6JpMG;
zmghS~*Te&acp&=46-kxdS`%}V6w=?~Dc@ILo3q0`4H{#(3jfgTF)XTTYDwao1DDT^
z+>O}=`yF`xal_M-O@aTL8|DG0|8KYbE+;3roe#nRoFRG=`+zEm&-w7d^uI1ShULzk
zJBep+o^~PP{Zl5eL|mWLnxZQPiVPuJjJsD){ooAM>aPI%+sC)JxBoS#QW;xY_P@hQ
zbaHaX{}v`PWW%5QJ*S5cAO2@fV5vg@DF6Er8Lwae&m&IePI}xFM(-}8_*EJ!8{j$~
zb3HXQK6S~3Q=CSnGG1O{f6tG{s1f7u!Qc6v9RK}nEdVwBHL=s$iT0D0;7fmBFJorL
z^7p+|bacM_wHER?I5^yA(*ZDhWn4Khw81m57j||C*zn@L^;@0E+P@64T>w~5yrrF;
z+20E%oD8<|>Zu+56={hC^~<gMtsp1pst3B3lDA0;hr_=B-ftFA%mQ}Mb^)-VVcjyP
zH+m3@S6o=A1OhR`t;ZjJI5r34IczQVTeG(TmRbY58bqW>u3OdiJ!ukQJ%7H{F3>b>
zHrJK>zTVS%4>e26DfRQ~T@;)e(&l$^V3@>j6@wrDE8DAt>SGUSuB@zp1K>R3ctKH7
zaj|31!G?DbfPPAmGbdt&s!@&(Dr0S9Gb=W+r&L*~U16KVu3z)>)sm3i2(yZc3Mgur
zmg~NK`}X#eCr?a4G%Yo0C3Z~?3nT0|r4w<I(N6>5mqyq@`bcSveEtEyn-mEZ|9y}V
zWWISLtq<5d*bLwdU+{^G>%qe)k%^x$Oz0fPK?S34w#20Mp|SDX6k*3ZckbTpUmGqq
z4&2v%`0%BSoLv3{0Wjd0>FFoAIXO|2lSWCrW-n_By3Ex~m=3m<*g)9PtfUoj%B-O^
zcP1eud}Z}LJ9mD3V1N|_E>QEC8On-@i_40?8c76-BT*c>75C-kLp>GPHw*P^`+5K}
zVg;$2)AA6HD|E3hx72xF$;#ID6{uxBP*zSzNuk*)1LV1@n8{xB4x-Mh|7ZiYt_8|f
zno`Y2lVBAW{Rl~fJ=WiR5#!}m1%<bMUP>r(kI95W$UddUP(vf`3t7^1^&M;Lyc#Jw
zf_0rMSFh%Nr+NPDS&o@bgKwQl*d=(v+}xZfiu1;eXmA9#_NS}u$EsBNaZ&J~NI)Fs
zj=rN?Pi&($(Rr_&UTEM<^B`z+sw5m%^5pZTsPAD_P1vaYXoceI<YX2}NdpNf(+hWl
zh&6_vBw-eb7!c?MncahT3xp1SZKKwOtB_FG2f#MGHoS}gL!ZZ)Vk5}KrR<aQGC25A
z&v=^`06uww8_rCSL;W}A&7VH?`9z1Rl<gjHqv#|&KYFI+eC~#3;HmJ*B0R!7zI^FR
zP$`o|fcnBB!InuMy8#3ynQB7@H4$-JL#*Uzn;Ol8x85_~bqIz<KUXQ!!k=^%_WYTX
zVP2~%$G|3zH+acMS8fu5v((5}z_eZ&KKNoOxE}nC&S=J`#uWzzpCBE)w82@#<oQjG
zVok$W>=HkM+tBaGHA%|PH`4wDT|x{OLgct%_9XGW*VM(>xHBD&?ME>K^(bpi=1U5M
zCI@LJheG)vv>KY4`6RMw%km$Gv37g>j@9g|rtqMEeODem#H>)73`Jujdg!=HW8rSA
z)bX`YG7i-fL#K9@$6Ul)7;calXrfTruX7*EO2n`oVDce=2Z4bMU9aP*M}h)mG%f*|
z%g{<_N2KI_&PZ19hWPF$b2XF!d`bRnyaYkHQI1erAlpIv-_VM8k-CdPe6y3!x_BKF
z**@THQyW$yJoC+Z0=fwU&DzEPbrwASpoUm4>RB$v1zW!p)By@qJjS_g;|{M_l7dbX
zbE{I^s6*`RTMTmrOsByR4Hw{g8Z9u_=6`|5X*D{&k$nq%au$+cy=P+l`|Eo*LZC~h
zS;8s)A~g~l&-C*B6c)>=CYJ~k6CPU1e%nX3X+BVchCQ?z$zKy32mr<zEY$zodE?+;
z=7XTI#GmjvS?D%baO>=(K~3%NueC(biv4df0u&<y|BlI)HZ~@IyYUMI1b-z2zr)P?
zr^wt%_FhoQ1deXt&`IhP9O=sSgP5^keR6#CKSVrzecHdH&?Q>huD_!YA-!bE-?IZ{
z1nR%Ody3QL3F*WW|GIwQiUEUsBy{Ny4xV`4ei?w3zZMCdfk`#1HEpOn#9LZgf?#mY
z#<!aO6gw4USc5FYB`zVs;{QrL<oo*i{u3+Fwlj9raVA+Z!4SdwdYOZR1JLkKy0~`k
zo?57@dKZs>W<GGTT6O1qpPyP}^^02nQ?{YB1*GhMt-WaoC=vag9z1n+2N~WO>-d$;
zfxPzc=Xd2<Q22{OQxoUTMQP+ePTi0MM<E&%;^nop62UU-8F)<Ls>R3Y3E7Vc!!7;=
znGdkFG&R`(8ya=>*5jWZ&ObrPjuF&1<LyQ(+R;h`w8{W>uv$xJ_}FP2P#hHLA%Bj(
z&C|~voykJVK3jc&;A6S_f-qW+-bY=ZPQdz=H>ggcf}{>_&vmCRHL+yX3p-BZVDn!(
zJqh13F_#Nmmj>EXM4UzSg5ZG6sr}y9msy`;F~;g_>@Km8;4ZIQJ3}`3@PT5+t3Lh*
zR*JEGg5_ThL$J+EABOE>pB@Xz2@DWT^<rXU#q@$YEElP$sA|L^Q-C~2m#N?DHCTOT
z4SD%e6?uMVc{pR0o|H7Bf_rtS<nA~t6Vu(1(NWr3T2`f$>-fYpQ6nQdt`h(|w*fUm
ze-9oJ74z-ew^biKdczq>FJ*w*-0UxX9u(A($YX-0%oZ&uHiMUlX+<+RBWcARgG1E+
zUYEu#a-z(*8E>oX)vGHZ5fP6Y28R~4_4L@UUcGvmhK5}&TS29=eAt#3q<{;9Md`~E
z4Tj@xGi}j}ZdqAbmnkT&1Gui%Q(I7=2+WE3#*GIO?rngE>v-Av0_YiXw09gAS;Sf6
zp}>PIS~R~Piv3>zFkp@3m6Rg(wav}5_w_+>Rx{!MTgaxhz>-FI9JdWoP(M4+(9p=W
zjlPj~D>FMg?*LhXQFKp5C0hOQ<2<!K<D{_JyAq$_@Q3#Hg-mNPF_&*}acLHDr7gk3
zsWtQ&)&R2a02yqboeGJE!b~_%!T0ydnnh3>oBSGDy3sajq~-?f(RcsRCt7!%oy%HU
zTl43G6pVj-eS1@voo`a0)h1x6_(R)JwK+hjv^^HzG9Tp8agSj^kvr2njR2l#=nD_B
zztEn<S>M(D<Sc}OdmH5_B6Ax1t})HNZm^AF(%^W1Xjk`9P&uvM>EpA$k@V3Yy&3(R
zG8}H*)B?e;c~Ed0J;1-#hrJd+!8bqs7X(jqua4K!3WO2@uw2zfNKYIsRLX5lwuAvA
zmW!lw?Xz`XIyXjAMDX9Z?H<rN^9vTk@F}3__Ot;L0S%Oz1DCYekZV|LHkQnehKC%~
zYc?Jv0t4-$MNGV&Uw=h&FHR$vasBcB5)k7Y+Cu{0pw%Zps}qT=>Ce~9cMQ<dcIn4(
zD@Q})msseizIzu=Pqz^5?&F-Vx7A5rT37t=-JL*YiE9sIo_sQuR!CgtDvYLmuJMhF
zSLX4tLw4Bx0WW!me{%JnYJVSJ0)`q_6M{I*giBhQUG$T&_(CS6)pEMEioW}ic6obu
zV|R*@yW`(tzoV5Zva*d{lc+T~I(%(0*pV-law923B`iI-?T&%_6$eOHiin!z;d(Ri
zU>%^d7Clj`@KkRp$g=eAmY;h&zSm0@e&I)H`oiURH}QF<uA!z~zq5$3$cCSnA@%qv
z6Zqp4_67|K_z&Snl;FWVu)}B@ci_9k%ZvKOMghoesr}x_zN%`mHJI88(r-G1Z6;3B
zAbJ$iFkU(@ZSlg9c;*0lGP@}bb<_{Q!3kz>aC)cE{$pZxWt!>kY|&s(6nGBxP4}+!
zhN!%Kwbl!Z{(lg@fIr1<FlNr~Qy|62UrS)ue#a?BvW-jl!F#EovhT4J4TJxJQJT-T
zwh|_CHY}iirWWc4tCaEGj6cGN_nHrn32n_v+uo)i+1;TwZ)@B=*UnXxkT5VzGSEx(
z2OCjidjOx9KmKrhVUeA_D$;R=;}VqaSk`YR;wY!a#yqowXr5@H_ed4VI1^FLG+Plj
zI+Mk9VFthK#X~KJsGx-S;9wZovORp7Y32Il9XT&~)3psM*Os+Z=d%7w2NKUYp0}46
zTZ>O7kFKaa{qgJ!lkkkE=<=QcVrYM-h3bHFb}cpTnq%~}x*92BGHnmHY!kw_<UKO8
zmrq?PI>aT8#d`Ct5kaq(R=-gda2iY>Ez@sE)t8XaXT0;&bf?5x+dW6m<<r0ElQtG#
zZ7gKY&i1JG$rpwPFNxe2cpTK%E3*mJC!}_&kJvG5j81tAz~lyepNU$Vt=qJW^Db>r
z$HJEJ-Hm(e<N4v<{7@yGZ&jrX>dT@G`6;ymG;l0o&Z04p*`pb@?E*hT`gB&x^FGPC
z4nzKy)!bqaxN+9^P8Q0pM*aKLjEk3Sv%JJwefw4w=SiI9t>F}(G=;8y3E4NVzbqre
z3M!fL_a8odf|88i`JPVm$}Kskz%4^{+}R10)O@+`#x#}A$P7JoL@@DLCcWkJXC5g1
zms(iGgX8k7M?NRW;nm@N{6wj*Ll<^YFR(bWpZ%d{(1bObiSW6;=I(w~UOrh7P87DZ
z?cGpVW9psvT6OOJy+E4lxmOKa|6RsQslB6OD<&u1F7<|*GB5BtwC|Gk?a;5?n##W|
zV~T}lCYG0NS=X4LngaqIBZ1rPues<F7}Fe@+At&3I`>4+Zlal)nF2x%<?H8O^09o>
zR6)l!{k`u(_p<H5?VHJ{TUj+F_q-`jEfmc!70P(Ct@YE59oa~mh`30<`dBeKv#B?6
z?9lk{47Jrf0@x)C+iLUb?;X20BBHvemy*UCUJNs>=weE3Z;Usd?%FP=LVTj29aZd3
z08DDgL~5Vhd5ehlB1f7_Q~P)$c&0cv1>qkVXP4J@tSY+wKpFw>ZP<i++V2z@>zMn6
zTp)@m9bp~TQ0J&W^%NlE{!OjypkOvsx-;L8%;+Tc2Px;U#D#A4&PU>zpE0)RL`%O6
zwzV#5MJ;FDT0-TQ@gHU=c$yPx1AHnmP0w7|6c@ZRUne?0)7wBNx!XLv$3}uPY~XPx
z)wi4cOzsswRO`+ayE6@2daYyDRj;~rBu=7q@=e>xw(2$H;(MH9(}ts+1FC<wA|$6{
zyg{*Gg_oJ<AuXmYtBELuAszmGnVA)|WtWzgCc?<)kGczy5!EN4K+&QA*S;+|Zg{i6
zuHL=);+Y)^0Tmh6wJfL!alI>B&yfwyE92~tKxCGoX|TFb#h3VIwwA$vXuw|#-1Qq%
zs}hhdvC7QHHy2;CFf!kVle{D^!^OpG)08EAG~wrqVrQ;D<0}{!jmB?#eHRcYOMji*
zb0P5xRmBx`9n?WcuuChtU;{XK^!@!DbM74Z4SdBZx$s(f$g}F(JRGz140IVPH6w`K
z`2^!RhWHp%&k`9uRt;-;hAXe{oV<Li@RH$K$MG&J>v_AEF~YLq=8`Tm?-k_9bjwW&
zd|@651e-f{*_ly)OiW0^Lt(epxQK@<j}^O?xvt$FD5T3aA4-76Mhf_!8XkI4RaHC1
z>L|9vAtw6?No1?X0t)TLk=SF)CPb$(5Y4EDjMuvJLAg3cC69ZAF<SOHJ`Um1P%x-!
z4KsZ151+nu#x@zvdN!<ctu3Q-zA{h>eXZH>d-0>#s9h;!tGxh7nh_D`+SO38u>zt4
zC7A7(B$(NNqbq*glko2|tVfiK@1@q%h~|?w75!v}K&VdUJN`Q#WNRdt&zIVQaaL-W
z(Q(5nRipkrjc-HWSnE#%78-2ENVMjG<Es%~OC4)Y?><k2w-p+dnaFKrRn{Ky>1IB8
zQ1E?fv>ylAqzTI4RVB~KgbNqd2|gw!req~`;%V&L`LNJlv^-SOjOP0+zKmL8)EVz5
zbl2Nrtl;N*i2ZB9?Uw;trht$~**m{Jfy{lC*%0j3#jq1h{`Vq-VT?kpk~_S7d@O*~
zGVe^hMlEP7yt0zOWylG%O0NLwq67ugG2ergZ$m%CNL%+ac0CTD2JQPWcXADRMU(uN
zXZRhKV3rmXv1Dw<O#zEEpP^<5zn{XVCjc;vnuU5dLdm(}f&S1C2(cK^;HBDm{^5fM
z4-zW<_GS}iS8LZES5A~!L>|s^`Kd%Y0uk!#`sF@n%f5Co6v8v}TS*qjx%Y^5-nUHw
zyvC1UJt^dW)&t}pkrLa9V;;!xQp;XOO2G4o19)?plJW*xZkJGL2$a|<K*#8W)+!df
zAlG+^MoX_P#;orTd}(i=lAmOOQp*iSNDZ4pGunauLN)^MPNPzgrhtD}S63-?(>#gK
zA_7^{*eLA^9j|fKN6asm^*r9;p{fUTRr_Lp{_J!pm!MsBh_`k`FNSB+!bA<yMh=Vg
z613K6gAw@kZ-CMR<SA`o>ny0hx<Tn}_nMEo!4w6gVddo-Kx{^z>PF6uS0YMcT2NT%
zhAexNM!{=(E)ew;wv?>PQkg01BV`}8BjjJrQoiW@+40h~>4H;h_t3!p@lwEMpzSV+
z1hcaE#xqf)8GuurKsxjVn?#%eh#n0ScK%0BR3NSRHz%szL>*Lb0mSrPUbQr*gy?=M
zsP-?`qgC-h;F_0C^gnT;r1(`p2_b7&_Y6Q<SK11rPe2csRb2c?DMk1iAR-obD0D^C
zR8^TpMRkr0C;-~LLQXCZ#CbUQ_#LlqsP)<PUL>L5mIe~G-+bujCf+K2E34d*nwKJ}
z>#$xAHfHAgs;V)bt5N@Op>5<yUZB+NGkKEazA`c^EM@BBQwLOz3i@fHu6fI2)oQe1
zq~zpm3kwSo`uIZ{k*%E_9cl^DLR8*k=!#;w&w<+(-xvuoz2t}E*2J%Y_#}BS9)1Qf
zF<p+>XrVMI-WQHYc<%oWrykzFAFPwTwKOOu>EH4XqJo4y;P`(6Dv_1!UmU3Sqo#jr
ziXDko^p)d4jXA;_5iscC+jivzF>PMyXI^XrXBb%(amULrz)Chuw0Zr)Qw|T`H*Yn4
zvnO33r@OxARUtq6n+YY`$p=+MeC?@fYA6Zlh3L-)Ac)$JJZHGLnA_EG=1Cv>v1AyG
z2Zr54T0SHK>0_{lw^0{4nrSC7-@|+Oz^8UuREOnS9Q5W|ON-2wnYXk|*YuVkoDdW<
z|5IS}BlwN2;G&cQp{^JPK|tm%YF$z5ij&4>VEC(`DE&eUKh26Z09JB5{R>-}TF$J%
zBBT*oLdN<yT99c-&*;FVp^MMBkUm{nY+guF#teL)XB!5y4=@F}UTb1by{$6vS`h$5
zX+3iPIRSazQz$ZANU6F9I-kmBk?I;R4zNqa(lKZxXeaSq$G*z?@+}*hKz(=pR}oUm
z^l&P={5QOq>>B5_P%jm)b;#3fpb<Lp35CTuE3Bp^a7eutP=NhY46!5r$ztgwF`VGh
zPa*BC+W7tziPYg&N7@=wy)+SL^Msuywol!PbQNEu-Rn3cp$w1axfuOksd?Nvl4=Td
zKcNcK?}I1aV`ThhNzR?^-$W+0OxMWC-MJB@SS);#f{b13jo>X4Ax=Hdg{;LkW7|?e
zH%ya3u0kQI+bGE)aixLzI;3UXVB`s3m>4wbVRyUP_T$sw2sk64F}l_7k;Nh(pL4W2
zBy`*@wkAwW*d$Cc&*9quyk`H<&BI8aHHyIJb8Aib^dHx?za|;k;=ui)T%m*f6>V?7
z)ev{Z2~j7T8^W8fZaKZH*9Iu-GxceTv|fXE@s}39fBZImH}?<vSZQRaH$EObrX0E^
zZY{O%W90peStba2)NzTNk}>Igbc~@vQ3Y070`Ojc3Z6w&*!PdI<?ex%pQkC0JfU90
zuJt2ADk(j-Q!rQwKXq1UeTxI<jipV5!4EOy2_f9HAK}e#?lfee(^?Zr=2A{bMhI_r
z*%ASb9G2Hc0K@5W0GY_%H5!?Kz#Azfh3mK`-<H(`X(f6YX3Gt`XCKJOkn#H`R?Gs;
zyKC#+==4T~AEx>UI2k{UdO+YU?|TX!!GyFIXZv+Awf~XZRAphdDD*qeb*jAAYO)#*
zQ+s>S6`#~Q))h*PuR?*Zv3nUpkKguBI^E1cG?}N7um0WryP{D0m$+N~B6#zllBKlp
zVsq(|t9c4`^oRCQ%d{}_FA2gCINRSi{^U4gf_N86xsmL2!ncLGuLj4;8G5ahFPctP
zPWaX$GrMF=L76+33nZJ|*##Q|93VsSg<fm}wWXP(oe51t;j5#c$qm_oj))g11JEr?
zldFbuk{2vIuGyeC^X*jeRRD?(+iK$Q&rmaA;g+89aLst7F7&eU6y8k5<6W$UqP6Jl
zpzp|4K>BCDreWNueXZilmoI0);IBv|ccl%Wvsd@PH7gN@a#W2X$?dOU;T#stcrx-X
ziJEDIKR&+u^t8X!Yw6z&87tjZ2C56}yG1pNH$m;|ZbJG+^PV)0jg5Mt$rSO7ii-GN
zomV@=^mHc{jfG2NF*;j%oHS-q%2k!80Q1+>+!~HnAo3m_9+j21Hxm*P=Fu|<ep#wK
zdwXu)E(NQby!C|gE9}^-LuGj3xh}@p4Q!&5spEOlat_a21rdQQ?d?f0nIMNXYAblY
z(O;IU=@blE0Ckq_cuicpZj`%*Pv{lR(VjOvyex1FLu{IJm#<JTWC<un%p*C@m@10t
zK;F9V1RKfJr!C;EA!8Y3$}$W<hKl7xmZFS|#IGdV@+$)?<Tm0UVwAe^Qv3E?djjPq
zCKZ0U2f^8dERiXuv&YMCqaE*S5ZYz%gdqg45}vX9kf%?v(Br_#8l&5(`2Epf28xot
z2>J5>L=4gC(y=o`SUI<`6H_lUH3eX*8Vs`E(?Gb(USwp1z|kqc@1X}P#0imAuBfU#
z@lGj2@Nfq6N<F(cb6anl=XYqp>B6B8A}DI|L1Q-&eq+9ZQJv4O_lqw~b~ySYoSC`L
zPHb_}8a?Cz|HzRIcei<rbD!7Z9}XWNyOsqd>icQ!UMG$|5g4oDR~3||&KHSXJcCn8
zTL2522y2H@>teVHV-5M2B|XEz%_#|&Q|1pAIyD5e#;gQnTda_G;mLvz3VSiKcaJd{
zUKCF<wBA^O%}QVVcR@oArL}!(`vfX;3(P3btGpvcN=MNe2wvmA6fI<e<_hHHO;D_P
z1SLWb(B^wT%D`_MiRUYF?c<-@y&V+8+#@7r795Pud%OZ>zL?U8aQKfe3IX{Y50uo7
z>$=7XHFDPFX|^E$^+$PBI+?}a_OWlDwG`~<{rmQqgha%zmis7L9|L8gC?6WKfHTYs
zjr~|rF0W!&>!#KyOuZz`6uk9c909agtdN+eFFmd7%O1$wk0M+oe`~gito!lG;a|@e
z!=jW@d>lSvDBO(^L&Fgefcb8VOqxshKMO5mX?Z<XC?sMYV-+PGH7T8IZyN`kemp0^
z*&PKUIxwka_Y_Q-3A~G46FGfaMHGMh+%H`pAgdJ+%m+%VSl!<|2pGbsJxVb@?%p>#
zvjzME0O;(^Zt2it+EVzT!WbSyfIt(4i$*dxZro5n-~>Hf$^_V`_iaE74RyBbT(?@2
z7WBU>{NsluD`a}NVG8>lGlO&wlRuGmd+%j3n(G4L1rY^lkIx#1<76WyE9B|eWiRZ+
zi{IY)Ag<jGh$!$MjZoLApgCPASShAn$&=@%=H_{^N<E1@$gn^q9<E+=3m}kQT_z)A
zMJKd?rcJJZ$slePeNZ}*;%2>n*p%6{?dY$2LAZzcQttvzXo7aNQx>}cOe@WE@kak4
zhhe=QD39C%GO^gq%uF@=2~cP=JX+N3??GoPl)?^gu3Wit-y3!m?hpG8G;|*fa2hDF
z&wZCOdnuLp3PEC5WLplZiKp98G>Wwg<l*h02z(t>Y-7;9VY1wy4i74_)tr#XrCT>|
zqNR^c-6Hcj96@E~T`}iLSrgIF2&m`7I+{mD?IJk*dj$_pYLZioPbMqpwZi*^Ds@T;
z|ExqFX3GGqD_N)m)NN=6aq;l-I+g|smQa$Q<;Tx-t~1G++`-AIR8(aP4IS+4>{vNP
zw#Z()p+3CJ!?UusONe@dao(;X61Pv^TJKqA%Zq%bbayR&`hOq78UvKl)sZh`yD2&8
zflQ*~fJW5i{>uL6Bkomn6Gtq%#^einyIc;ufF3flrlzKuJn0sww93+3whrwlAf!}3
z-MQOhNTG{aNmpS`^JnOEKXQ8rL=$<E2A!ik4|;iTsAac-MVdv+#sQpc=r~{pU10H?
z`kr65k_GKza&oRGi9<_)_CyX;m6%ysWnU0dGJ>|sN0seuZI2o@L9<@O_vy);9CYEx
zkjB6Ck7Uy9Q=$yTsmS9L&}{q$G*mi`@txp&y807z*9A|Q&=3Yf6CJMCJMxpkO^wRL
zC6lHiNhv2Q5((@;tLL{OL#g2gzlNF>aJPPR*I@rZ|1VWXIG*UWYq!lp{t-xqD;`tC
zR-1K@f#w;N$PhC`xlO`8h@Z`w_4NjzNSw{73_6HGr`(P3@bJsO!3?OHW%#}r|LH;e
z|11zKk4T|49n^QR|5r%|7BR)AqYW+pL7)S>fAiKY7G`D{j@T0KU5v}r)VHdut0Vqr
zkz^741J)vDWC)ChsN?6t_kJ71$Vi@jP^%z{PSU%|(*PbsJLU$Ot*twR;UA~>uBlOo
zy5xKz>mc;#+R&L4WxvIHY?*OXPDw#Jc5Myx%H(?H<mapXr$l6HV2}o?xIp;*%yU&1
zK>-OJY3T`vZMX-#{@kQh#pT3fP3A`rK0pM_hv+P)2w7hgFqsJ-q@X9>Fzfpe?f&G+
zyZt*y6avYY%+j&fn^%HnvNwZ7tpAdBe4Y@IWMG7t8uzgeV0zFN+w)j&yDXi9aq7wa
zw4)7Zxby+rt2Cm~#EG`|!1bAP*R(`q+kpbmPj>C1M6uS+gWkaRu%e{u2w^pPW0)pX
z)xYZtrJC4n4-YjsS>4{|yjY=OmBZVciJ&VE`Rc$3M*k8CTCg4TcD6?$9U$NOV31j;
zq!+%lVJ00LNPhWVfD|E0oIl6Xq0QNMD_tM;X~cVPO7q2+=OF^Vu{(25FYFD(E-~|n
zDhM7=-}yc-Woq}YI)rsF)+a=B1xvQ<h4Kx0-`%%JQJ40rFh^hgrU3dMDUM>;lGR28
z%D>A-Sgyy6&d}a@Vmn&)0*w<AkPvG^BOipSA?Z4-lQWA;n|@BLDQkOS1KIe4K)j3G
zxSi=IhZfL{&*c4c-;?cY9@stotkP5rnmj>2q!&$PYfnkYE@)WR2%i9LvsuJgO}DSj
z)D`Ey>ZHULX66|wLJ^akkLk7AKL56oM$k``!tcunH8*5V@pafg*e3V?#x~1HA)~<+
zAg8{CPLZjU{dw>$@z!dVI0@2mQ_sUM#?13qd~EL}B?3P1Hiu_AUSU2Mo?hfFF;2Dj
zw6vO^kj<!GXEHRFRTpC_Ue{g)TY*Q3Bv6v){`X?gm<a`~F`{F1wLuNL(*y!lSF!H{
z-pN2fI31SY_~-&u_BOQ6NZHiZqnKId`My3PmT#G!yF#ZJ_v=Jy1r_KE$W#F@Lhy0^
zF|*rn4f~y<)VWW|O6M!{b9C&8SQy_$peapmS|Vuo+gRku3l`ZuGeqG2y*7V9`Po&r
zcW2Bgom+uu>xKh)j}sBdpl~c=h307*?<xuUAIA$-cv9(Nc1d1r`R8UcRA^X4^W$!s
zb53U>7V8LPQxJ}6e}j7`jNv%3JPs&rSqIVioG^X6Vp<9o>letT8v@I6PS5er#}113
z;u~+cw($XCc~-_pJ_zqC{U)8%b%Uo^*qNEx4_@X`DIV1Qxg0%OqGQ@!zc_cNoi$J-
z3pq!G8ij3)$z{P4C27N?%<Wi!eY6XpW4-W(FcjXTgzvxWjEMc-MUVfZNLv>OD1JYi
z%$++}u{-O#QYn}%6PszT?CJ5VsvBWU&PM_^`DimJ{8QUWOT!tlB6!m<Ct(s?N7*5w
z!=gd7?HHXlcXqs%GzqUnSZgK5$b0{ddD!=9CUvGUds1z`oUvCE3umrm3<qTt<_4I7
zk5nHRRZ7gF%IDVPNZ=elfLHbYfB<H^bt|;pOS(4%&&u8|;p?Py`Bo@2G=+~{<@0(2
zwpn%`%|AwDgWk}*{QM*sJ`F$ogheJ-WIeI6t<(7Y<%<k4x~jKW`qR=$qRM~uTKrxV
z5Tq3l&-nbgA<?^Sk0@iw^55-F-0p$k{&R5A`_33nb5p|g0)-QTsM8Tls__qJj~S$t
zhMT!bChgaAuspSm=dcpM8<|c%G*Ko<4b1PCMT7vU3OAIb?G}27ISyWqvUGG(?Tke&
z_rUAI*_rF;bSAwTOy}pX%*A`3f5YfdVy*3~QIZSlqeGe`)qe-|Jz9pqXC#AeE$dbQ
znjq6q{rcwWjGl>5aS#cP@o%T|%VuSCbf{w8%MP6mRwu%aqdO1yN$(ViX>qOy3j_xh
zS9E=bfj$fH-jLt&DMZ(WFg)(5J|_R9%C_Cx8<($AF~@CjlpZ9`&%HGrm;>sbWW8p*
zsQaYwCZeSC??H1=bkrN^B%VHDjua6K+-r=e$7ovvX(`C-?J-ReZWbhELjLJq4wBNp
zdt836`_@)k>dR*O*@V<FtVEARGU+)x_wIJ=+k$f%InJzJSik#velH+sgW!RJCiu@+
zxQWJpjmZ>i!hG$fIw&TZE=@g*>|^-%av3UN)m{eSrh6`0#nuivHX#3YGKdEjh41Ad
zY0Zc-L{Crcy^<M<j`D>32B7Z2lGF<dY8*9)&R5AP5wwo{YAO1CYtSvo3yq|~^j=&w
zoEz`mW5U00Y8gcXs0^_S`C|q_AMBiYPS1v=?Z@=eu(1Z*C}_HY$Ni|zZY9-;BE-UR
zNzU2Jf<r_9SsGe>ZzrMkQMw_b&JX|Y1EYjQYI`#1rGmQii+TA!3&P3UWLvxGw5EOg
zw_N|X6PcNr;f4xXS=l6fdU$Y!J1ImT0#=*$9;j|EM{kceLTaHx+-H_Wa@Eo-5S+9=
zvI0=j$R}^L=%k(>&IkwzhEbx+e&*(^vF@>lv9*3Y$3?*S65R(m+mvF!X=}fgA6wUI
zGxj+0>|^{=F59a*pfI9V;U_$6g~s2OwVCj8)+V|gC+v*|D$tz;zo&YIjEombVhg5M
z=e$vMW$R=ywRQYIqh)rHHLg-iFOEFVh+zTHjrdjHL;I2gH*CPoi=p8ekX`XXD<PQ6
zzU17St2(wG!N{>jVTu;ovrDo(UYpQfiy3h&q3Y;FU?im0$i0?EOLX{HDOxuI)GmKT
z;@^kDr>@TGZT$_=UIq?3L05hoYg^$>w<b+F7I`g)H$dYN#}RbvKriN>2YxN!52VwN
zf_8#{PzliJrog-<Y9>HSzOuko_~G8BM19yy4S-1SdH9Ck!Vwb-ckvQf!kvZB_g=Kk
zl78>o;VR_#v1#+^w{3y2R0X<B(E?5M+b)2tiY$rS_-SXVm?luoD|s~>9(wPA+@Etk
z)jiFs<6$ACpe;oPpVcA#reql|A0Mp+?u}fl<?m<4`x~Tmpw(m1(a|W-lHux=UQr=f
zJ@?uMt={5w`SD0CA;A*@AW~RY!90fK(WS=DgP(BXu-Nv64Quy(DIuB#F!pbowEBi2
zC?wPYq~K=VDIyU|SlHP8vp{6#>eXO)vOkD^<qc>(IimEFQ&Wpo*VJ_1WklWEV{^w$
zw<2Ij9sX1X3fL$0_0p+^Nx}CmfT;Wn5cLkgfcX*+BAwjjynN8AwuFYmdlh!00~r$~
zw!^&TS;b|FfLc&jfA#vY5fG+-`}&muyn}=nG_Mbrm;}`*%F4d@SXtQ-&9q&B1DeQQ
zVdE3u2QOQySqr|zWD3C3q6K(oMa-Kw3^%S9N8X|WpkYKY`~|5Ab!!-9#%p~*JE#rP
z0tlo}C+7Cy_2kc%5Yo$3RC&IUJjA@<tvumgO>56pGGre(I+m!btKWBUC{{?~y*ExK
z$4`8=2=Yr5j;?}Oe?Y%IB~6G|`TqS!iu`F}re<cjW}i*4;ZL3<c>k*gr>QmOrZ^bl
zIiS3nt(1CG%zgD0c)3vs=n4eyKx%z3%2PqAU0~Q?pbzBFc8-4HT;lN?xpX^$ptC9e
zgokDl2()fOY_E2AcR%hhoe7_h3^N9=saf;|lCqn+rZ49&0PMVY?7`k>qoS_P3|_?m
z^ltCs+qES73~X&b%%DZ!aEE9A)qt-~G&C%aRw|E^ZTYv#ASjYWefC|pUL%)rtI&!v
zuif>jMJTP5eR>2=<vm5@T@`O{m?tQK6vt5yuZpOe`>k$F-Q+t}f$N3O^I3gk)*u0I
zC0g`6G(bWu&gj6wYePV9=p6}nrZvzLm-h!V5D^fl?cC#(?V1(<lCyXpapk@z^Dvdb
z97-k#46emB*^#5o^t<Tsf%;LIM_u?7BaocKN@!}`*WCKpdAU*bmfuW62nb$HFS0_X
zjtZQ*G-Uyt_>ZzoPnN@xwztw1=U6uEL7H+UsCIZL6f)Hq$h{%MTqE${r~zVeG=cyS
zLk~U?CRNA;+I+Kln`N0l#Fo^%nEl&zm7I`@OZ)ldJ8e+9>`W2)?sx=RV{fE;qe3z;
z2(OD?=>=~!x(4)&YJ)x}2NRmO71sTEoPPKQ;@*^BXC|M^s7#Usij&;3<u{(G*>+0~
z(?Lb>msfPWckhh<`P~-R6d|$s!|PyXBa*l+?AnppEJ=gj$xpoB{`^<Bt70MB!R4Y+
z+%P3tU5&5;B|JS@3k0Pkhf!!xR)RrZ#qs14_#K0O<JF=U^7}JBZ<O?#ZbMT}<ag2P
z!m4Z)0Y5-Y#*j@MUE%Jmoi9v_=DZz%St?m{XPeI5&hp%8UQWayNN%FG6-4j*ql!5B
zq2n+#^bKaRZ^?PG<oDr49h|iafJZK<Z;h8=q@7I|ZapDdrN7a1+hFJYax7YQ^{#h&
zijAva>EIPNsONuKf@5H1`)dQtMaA^g@ez18j^@FXqdGUcR<ZO7D_l#`#5RF%IXS3%
zFm|U=OVVlZQlo_=#xv-S{lmmcce;eZN}9OZ`gjgdTCMZcKlT0|v*v;57i`c$XD(@%
znubu(gm6IDV4D%h#*4NnA-v16kVWf3@oG<;^@aET#vl$2d_Cr66wyJ;k>bMZ(l5XG
zofJOE;P7|o;Hb<gD*T{bHurJI2OtpfkLoj=!XqL3tPLN!9my`vtw;*%9Mm|!Xd6H2
zj(#sCaeXi)jx+kLgrP?1?}W<gBW~2spc`6k5*C=0F&=Xq{++e%^#W#5)*k?Pn|)rs
zZS~yq<?qIU-^hX(@wQ$O6DdrjM?xh%H!cP!GpErM_N^nJqKa9B$J0$DoVolNkIMCG
zNn8aJ`P$c|rjHuV&8=W2DAQbTj(wMv_x4`eQKw|Io${INE}G<vn8-22q2XM4`O7hq
zuC3{!h(|y|22E4%6W}vv{DwCn(so(c?9!GGabw!@u^FQ9U?lMh$cJy0D;6yJUo>Cw
zsp2&Lozb38$$G9gPjNCB2x43%IwH(ikPla4)mI4`KFp&|Do>cIc?OOBm5n>>OD-O8
zPNvadcES$Kx7(PLUeOi7^(0H?I??5wKM7@9&^*TS0;kd9D9qnok6+d21hwDnl=-Rt
zAT_ux0lZ62K8#u@qJ78sLgLd{#kMHARV;IakMs7rjEK9(JO0Y@j<t#L)(>^)64gI<
z7L{`9Dp{08V+KHwJqRVSK(JQNPure9cX4lRn{n8)s&sU;<V*(qe`-7Pc&PWbkJG~G
zWNA4kJ7qml)~s1tsDyNs5Q7pb`<BL9X+c@XzIMuzgmCOz5gOYlyRpR>8M}$WF!NkL
zI(PT|y3cdp|2)s%Y34h><@>#s&*y!;c>OvUOL3vhjrc|E8>mBKpy3ehrx+)_Vu32!
zh^hAnn?e~oDMYrl6&=pcr#O_om}O^}Y+cbH&hTs0+)UGaxC5K<;5^#1$Hiu5CzPHy
z<K-hVcczU+hkLf4@KU0Mp)2&yo0SfLIFCdfuC6kg3AXL-9{tBPQ*h}2K%goykA#0X
zM|8L^;Aj1cC2$vJebH+b&#^OeJ?TdR6SQv0Azh|_+4$}HG~w_lZRPje%UvbX=7NjL
zNSq6&f$q>whZzNBgHP>KsCO;+s%kZlx6gD#Blbg7f4!B_#^Df@inro4%`?kB6cOL7
zubKe~PbDD?`#dTXSE2=}Ct()dN21o`N`wcO+ce^gf84htF7qSt`dM0ob2L5uz{`3+
zk&D|PO8!`S-{o`rXHlGQ%0y|(Kdskio*{f_nkIrv7Mvya)pbE&)ErAX6S`AaaCp<a
zj<_J_9;_FvnG3)pqc-v46Bc<<Z*!Y=<yzV}sORd$ZRIPQ-bjk|ZcC{!2AiRjy_}o}
zHPnZzf1U5cv1$9dNfas|D!i>{L0qCjBUZf3bKgzkj0xx*#kqDxK;K1BDo>-OUxBMf
z<ojLPyKi4D!8@xc2gPR8SphFG+MBJd(Wm3hH4;_B|IRu4`|tVJ9Xh#?&2ftv00wZI
z#VU8u+k&i5_=wU)11oP&No)9;;Uv{_24l79rRCaee~NgmltjoOK{4W?j}!q%CXRqg
z+QwADBeVPr?HvYj_Ue1A+Yb7$cSU;oOsCrpjIA^3x+D?tsA?vJ(S_W6Jg=4upLufr
zmT!g6+lsjS{Sii+EtCrvU<FYYj=GE;R3=!lIrP7L?3xZPZA_VlCCu~e+Pqzx%C*3d
z5bH(B*=@5kj0aors>5-|E^gG=SY#!=qAz}PCMcW5#yv%E0s{mU6=Si9cVV-02%U~H
z)(&Gen6NWXb{j|=CJq1fRDWb1dH$fbi7D2T5rb~y;mx2~)DOPXB-A565dcB;1n)2B
zw5pK&9z=4HRx_+j<mC&yZNsAPF+{Mg{%T+hvI^~#I**{gt_xxs^^xK|lH+E-vHOJQ
z`^u^-mR8Y8^1>&5=?w}gi|rkyk}@1*gw0T(iAF19<{oX-%aiC4hh<vu%(wAMoI5J+
zgMg~*X`1{$o|H|CDW$f03=(wB0z1}&z>O%N^_Tu4uk7xqoinX|#bMNmq5<{zts+Mp
z&?PXQw{}||BQM|Y4`pSKP<|QNY0b|vx>^ZVsjV9imh>BoRZ81dEN?la7Bk2?kvUCp
zsY>lKY<rmJ!)?i;ZqnZ|5hY}^tSaT5W*}7sE%^;gpB?1oh<<hd8<8K*K0c?dhw*U<
zv@%yqRs=WM7OVj()VkGAmXilI5~F#?K0|npPv~#pe5ccp{(265TM0LzN3<N;yrW--
zYcw!(e{9q*57r2w5D!gG_Dr+>ER&y8kIOBGu^4gv3B8oY%1tsvzSFR}=<sQ3h|oQF
z_8y~6jqsOb*R;(vH+7E7wfjY-g8WC2eaMD&1PBenVDzu8tFs0(Wx=(&$Bs_a2@Sdl
z2pd!pm&ICwoNe1JCw&6uECb~l7_fwXlRnYbeE#yVe?eZ9)b_n-);#<FO<H#6`1aKV
zc{{@E?A*vO4Vp2SL&QMf6Z2HE{9Gu%+U>Q1OSos8G7o-VI$@=gNQlMbw#nAkBj-&~
zk(%8@-)H?|)INrU2u1V(a`zJ>h5w>3gBXl1sX<!^vj&o0WODLRoI3T5ios+ZyT&o!
zzARfPu5%f(Bf8<1gNU}DNs~h3h0DIyufY9|?`(EjWij@F$Y&m8rvQdUVq&5-1b4R;
za}P;NUqm%@SEanl%ZrVPiE(7kR*;w1hT!*!l&sOM!zGWu*-+*J)sgcrCub(D*O@Ds
zTS7@_z_!d<R4RnFd8j5>F3A3y{A~HF%q$dAwRLo++BH>7|IRDh2YS3?$Bvx?uq6wZ
ztmd8R-ai~MfbuJr+;qz}Txt9(FOpISa~do++^`3l3h9{EzoI8N@k+4kc1>@K;rNjh
zLDJp?{YPPhJi%{eX7!(}vPaua2A^J*k#q&?8mSm$iI+?2&hHOd`tw#tC;1F<%O#uk
zuSt<=g55tmZZ3sTpasiYSU(54Fm4_m5lP7lpF2845Z(lf)p3^%5T12eLj&OerIB1~
z<p9ja4VHh)iy97C9Qp6ku>OQSf0GsMNDBA`d^QrIXSGlVoqXn{nKE8(x?))e{;r48
z7$#s8>w?GK>5Y{-{6>#NB3;gqhSWOxPz=|6!dTHe592F0rp*f5(E16-w7a(RvqS#`
zanWwD)QMf>Xp>KjjTMuZmj{0DAAe7o;Knq(*u+eP9Hrj<7hi0?`MZDEVw;T>pW7^W
z@ziN0{f#g79;bjn-j>70M@jy1bP||nsAC>3=4YQx3LLC}7E%5oBT0U_dsBh@Z-nL*
zA9#$!cklhkGsWkR0^cl0QBXoX+0BFRK7~POt|Ldt*?-+HS7;Pve)d~hm^7&!v(4W8
zPKN6*5<|w_xhM(P5ZulDp=!}2mg+OQ5-`=~<WDtS-I(*wYuGu;`bxt1+DP*~QD!OO
zE8AA;4lW+(se1dndcUb4dy9ZXPfGN)rP1)G-2&pV5~-`F_Psb|JtjpwXZd`})Gg?o
ze^*x*DInr|)}v2e`EbMDLv}<~y(+a$C`|PQ_dA57i6^qZ_1Jb_#Xq9#+0j&YFKTGT
z#7~w)hm_ocl%!AkFX|qoSLT}BIbaxHdTh-KRO(=w`yeS||N4&ly*j1mb?B#-w!I_@
zg31L~OdZCM$}m0jydxW|IxoezJ1IhuD2;7#Xj2P35}~)v?^xR4zQ8=TP>FSeqa9>m
zJ9HTX$~Me>7PN}kH!>0(4XpM$Z>2W~L9KBHVTfXVDTA4z`x;7_p6S2iSkA<Fj@mEU
z#+Y8u8z%Hh2Zga%52>5ul@z6&RXE)iMRBm#&zA?B7-^EoyS)86;-%qMW(ofgqXy{>
zOMktka~(!sJ&Vc0+@=0kK7MBMPc)KIjjZqLWQ&Rb;dG|*_COvW3=R<|C8zR|lGtpZ
zW}5ZdDWde_p8c`sEs%4M+kx>Rf>h?Sei$I{Ji;7GlpA3P<1oMb-i7O|`xoPwHVb<i
zG+i$9csQl<;23HvTRTwQAh;2hIDEBrYNe0yLI7d15-W#XgknbFMbEPOB1inTb3<R&
zBgAk&*FxR=h78glX_3%U!*5d(OrJx}VccXviu@>uS<Dr-$Knt>?^Zg*-mY8)q2}S7
ze4Js>;Nuq4u>KT<v{VSLwc)^=R<?1P$GV|0RGF<amQ${;V^W_{vDE*e=A)$z<D+oH
zJFNK*@Cw_qA6MpU@uT*g|M=tY7e|@e`Izs8d&bwpx(GXwaK)KTM}^FFV!(spCs<Z|
zfjXU_^saSh^z8ztMf)Lw`S)YLA*ddk1W{Jvgsw@Zm}XP^hu@H15uGh6zSwNjkG%B*
zL}xQ{<)QTzdWyPwU5q8vc8I&XIG-mj^O2mGldHgHSa&06<u2uzf=a*F%0tLtbPROk
zZis4@kITfDpuHlCT&^k|yO+e)K!)G>J(ghMJ{E}ev;y`2ntwz44zQ+L!sjkSg+N4A
z_+qG$q6*Pl7&oprTlf9I2h@P*aLCdVabCS`<nF@ay3-GC5HC{Qr3L23Z+%fsRxD%R
z45kF7K6mzunz9+ap2KmIs+qzoabV<77C5*!J`Cv%fPYZ8dbiTb%d8^QzL%%1d+$}J
zGCo9mJ2~)7>?FEN6A5~=@3+45Q*ZA_Ld9EJxbOP#w?i9)3Xt!3+d9|^Yhw3YV79tC
zMBx8^Ew!|?;6ta#(_{2D6=n5j=qVJw@C-cja^#F^tIha^Aab?8-}+KDeAcr=vknZ{
z<6N*TK9;@lA;_|tq7Lg;KV9%=J?em*+69pVipaM)IaujPWd_JdIgyTkztX6RJ2I<|
zM0(vy&AStn5W3aSkSV^c<Nf@bgDJSgwa~4|>%sOQeMNdI)sqhK+&2X~Sg+&Ihe|AB
zLl9I@h`}DeWjIEM_8)&7Jq(?gSz^L7#vns0d=WZPwB$b2srdbuA(rwXZ0?KOS$2+?
z-gz)IxX^jH$qM>Tg$?e~R?H3O?JD%lhrK$jn$r<4`d0o0mVp4QryNb{W9t|_u7uLF
z9DRv7n{Lr}SJPf0kvZnPg;}ih<_jX&+DMO}RM?N6*tMH2%C}w~jEYU9`a^;mNN)<t
zzV8Y8x9v)>Ozfe^FSWo!xkT2<K6uS<yg`WHSlrhIRr|dw2yzl#S{mYf$jCRmUi-k>
z{k1LApK?y*(u5_?j6TopbWiUH5UiA=v%Vn=wXMt-Q9}8DHdSuq9iu-8P$i3DD_h5I
zciXaRhkv6*7~ng_ohEoasjicVwFv3>1Rd#Y9}uPYI+xZRIJl@Ew@y8Ni8*V|$Z^!s
zQgHDIQsW1qfed=D{7hre+5xTsjZ?&D=WT}k%<)FLTt}3C@;Pn(h!EXX=27Ne@3HHz
zD>hs+Jcns?7r@b_^vB;i+hm;0@V_=xZHPbY@<kTH#Oq&;N`Gx1LtmQvzEgB|xlA=o
zFgFQ<c?Y6#)oN-i+{Zi<{|Q3UJ$k>{tF}F-Q(6<fo_tS(R8;!sF#a_ERq+5PeZC|4
zUk<gH?)S}^*$u6NQ<q<Xi5i>Wo9<{TiTZI#p;$|qBCtnyH-VoJ)KWLT^rdJVO{tl1
z$f&mA<L3PhQbRDg^-`(nk4zcW5)_x%wlbOzPy%09S>@>IFQK8NWwjp*pFyuvR=tO8
zT+eoEtTahag0QzD%&-|_$5w6)7vlT<&=k!E3yqN?ej>PHcHmG;>IIpDqPl(_eVj`h
zV*=w%Lt|aKL4gCo$SX5%NlzxvcIll>t1i<!Bii_}udYRzlBY4@px|lk+xPI;D(UMD
z#PPzHH#@?3h`%k->+#mL0E-&U#7m?rWN`w=mNmzbj5*B6x#Q+G|5p6ZvrXJZ3nT0K
zB-QuIXR`^D`ZFG<Q?OhA)nEArBATqxsRnD@0ri^SgR>Kb<qjDT^$Xa)DF$c|9e(w+
zN&baLl47B9)tBxsKxm?ka+jzTOa3Fz+@Y7_uow`lfK9RLisa-Il`>aE)t-J3r<VLl
zQIs`mcL64?EC)4v*8`-6MY8gOq)koV!dN3!ZxN~=CY7!gK47kb(|`PtR)?_Ad-7S@
zn%&S9H_z_gU)S3e8?<%rzO|Qn6WMIEuJ2kV(r$(BnEd|45XSrT?-SWGy-nAKQHxjF
zWOnWPIovikSrA_1_-bBSWQpRuX19_Suey?O{X^{i$g5@3`gDw;X;}FNWknEqyIZ;6
z0Se$8n8qLeXdq=)Z2-?sysxj1v<#3V%%;@sO{cfK{92fGzuCpZPtALOlgg2}xL;jk
zIXTD`N?kfJ^#Y5_2U426&Y$r&@tr~=0m!YJw=noCju>wXTtq{R!h-GQc@7;bqueO)
z-Zq0WSqid;2#}?H1fnzW<I<Y(d8mpjxgZ5D19P-B^h=Ow1xrP6T6DxFdjWg#6#l56
z9eWJ6%b#|tdWmq=Lp<*tLqvLPNQ919nhBhA#F-G)c=?8~YWG2w)ybW8T~C5zdjw+Q
zo7JN%DpQ1b7RA%521RKI%L6OVs8DHz=CWS^{a3>Jq`tpFEFO>V8aR!R;tAj^QXgM7
zGDoMYoLmC*=49#Yo5Hq8$UT~%hvm^QYy|TlTwGiX3=KtqobTwT&>6kSPF$E?b!u%N
z=+6yp`EZPHrQhJ<Vec?}3ByiirdOA|2Hk1Sm)e%Uu%oHl3JYjA{Idp@`q`At2fvm|
z9+fmBhUi3p%F34oKPG6+b21`6ZF)9e^*^i@Hm=kK>%9F?r3r*=DQsl6)_A$Ikf8RA
z`#P%?bE?!Gr~@Fx63MfshFYqr)l*hV=;WbNCYl2GnmDrOWQWNqWKKDdA~#$sa>gi1
z#&t9ewt<^Q`{xykinE38@|gB_<rb43A2^(67ZZ%J5Rnfd-ATrcuMOS`7-zQN5(f=R
zu;RNIcb~U{z7QT=zvtuEV~<#ahkCCF&rPdJY8i$s#^T5q`fkT@bL4WL^r?THX9*`k
z<lB)GyI6m|EYHLH%fXY3jQcom(lsC{cd$Ojrun|4)Sli(t6HmhYAtumOD8N>ClGC#
zmD^3Oy906S5eW$lbP2UDT$puMlLV|^35Wy{sUUuAEf*;2SyJ0o>`Rx@J@#=D`J8(F
zz7$^nbW-<j_%kSwe!Ar%D=L2_!)6)t@T>IRTZXBlm5jyV-pvJH+os=$2|vL;EIUnT
z+x>aGV<UaB{ts8IRCa7-!PUb#4l$7#UWX5JRNX3&T;OWKkM$>#y67nb+EX5^&$(ib
znu-E>QEhzfrM};A<oKcC5<F?=K|#TpsMy$S)O){A45Ff<=PzCi|AoVIUGqsZ$XQWC
z%smw1a&OgiW%CNO^&%r84gtk-*|`0ih&|u?xHd>nom<j({h;4L?<^VtJ3#WPwtO5e
z1q&-{G$Lb!p2w?Df;=dt#vwLNZ>B<{=hDV{G2YS5j6$Q%WlvRrPBo)i<uti5;6zKn
zn|NU9{pGZ1EQ_szY`{L*6nY)Vm=UlQNh0lzvD-i)Nb{=(VHToB?T_A#ka$`W<aPLc
zzx`eYgF*-(<jS<~|5F>$R6b4Jg+O#D3r$RWI?AJBVwxgFbUN?z#<h(@$H|5F>wQ#F
z8)^YYDjb!nSua?JR%#URjg7$n+PU`~NGFQsO^{hJXfY_pFjjb1;KwU$S`#kiQo)#$
zQ*CyC@O_+ndG=r}!LJ38Vr|jMJbtw~WicAP|K$Enf=}|#fO`xKRDJSq^JRiR{-_gm
zDXS{l_gXGZy%5pG%K>l_uuTzZX~OcjF(6jFF+Wl>j~}L8Nyc@db9G(wz?0O3%rwzH
zcMgHaZ~@IKAvAbkcjnJkph-pWU*Z!`b;5!<ZsgM?n^lay#>QpIs&58R61g<R((>vH
zi?Y?@(9X`w(R5JG3M(r16pVK%&%x$U2F&)(a$#}t^MgzsBR~l$8~3F8ZZ_TJ=MIJz
zzt<iR10I^&L|ZfvHcEErTC5Q;`UGO4Qw;FZPw91rj8?<ki%#A!f-)5PqB2wct~P`T
z;NsNM3JMHB>dOl?jR=sunF59?hbS`BlP4hOSvb5g>$wOY)Rap5CWaJe%GZ%uIsE?X
z&<kKP78vv0!*izm!5bJ)qk(L0B8WgVWY>@!4-Zd#O(GcqV*Bn=pC6$EWNrBNORRM)
zO4RWh*$o&UC4)ZX*3f1M*NVZxhX>8T5tO9=MFWEeVbjRClMf`VPgnHxLXJvEG%v%$
ziHDnPU9r?{nqw|}bkL&*RSay#9#Z}M?pQO|pqcWi+$rZlnC78}m+vvN>XV)Pd1?Y0
z`GYQHRaJvAk&)NESH3*q>q%B}sXc(q8USR~wND15mu^ESgq>E70*Xtjf2xHOqdibI
zLA{)<*UO|U9fC-g3*GzH$IYIMVBPrEj@!G`_qin5B@N7hULs7zZ7)%<e*Q58dssxT
zcxHw%ZbcxIHh`#cE5Y%%x=zMf4^^UD@O8+H4lGwvkC@UU@y8by)H*6Ddeh>eVPQR<
zf;Z)&0JXUw+`x5)rL+?0_RTTP0we2foMDd#ZB(tE+Kxm8_Bz}H2BZm0u`#F+kxANN
zD|CvuIToX=)#a*=Ybrv41+|z67z%+Q*Qv4&wyY?-+_J|q-kb><UrA~mD_m%{JB3!d
zBZfw(^tQ$UBfmk0$Rg7W5d3DTmtm;T|JO_w;;}mF;=CVC+s<0dpbnTkl58=<i)xt*
z!K}}{tH2eu2(v&?$uzf?IGF;Vk}h4_x1A6#KlwU6U8|a$JohTVdHz}l-?|rvGa`!J
z0brYfFJ5LBw6*i?%iNz_TCZ9qCN9E!kLKqm1KybP9=&#RJKK!}5K)6SGh2%HVZeL*
z3csn|M_*@60<c()n<?Jz{LN#?)iv+<Z0Tu-o$IrnHQAw|l`#Kf9AvFVg)HH=Tysx-
zaDQg3O8oZQMFG-a{*wNB72}85c-Z$|EeN-z5?s(AJdcq~44udBY#oLHE|LPi-y#wk
z?yHUgtv3p&bwwT@R%#E3Pm9)3Rz^<G2K>R2oO!I4v*_6~mWF8?CE0yeMah4p<j;!Y
zYE^jjo|C;r?=+6xw5+!EDqgL-d|be1{(gc@6KWkKJq^>AC5%J7K%d*(BA-}GUH$W;
z!=aAY3g3J@5w!Og-59y8&PWGxlC>kK2Z!6NBxF$AukiD_P5Sk2dlaz$?QTv9yB3kP
z7CGE2DOahM_{TE-;48h&F%ReVczz>426lwd-z!dnNCW_a&+G0Bth5IPEQKrIDWMY;
zYa-sfInuS~dhot!zsAa3!cb+t?U!JQ+>2Ia`8_P&j?XB1>%2VqYiYQ~y>=sTD@xKc
zGw}#W@K0$ApM^)zZV-twHL}2I&?~#15;>GupV@A}T`vj&hLK)SL~^o&H!<E;b)9G9
z60lYi+J2gvo}YKdxBqe4p=PCC${u{+SELdSz%-*V$)1kg9Fp$3JKctTDSaR&H_WjB
zM0_!D`b?^NuM(4EV|!+(qO(0lj4PQ=M}=X7-n+W5hJS11SJ+>K=Kr&aV807MxCMQg
zU{!duL#L23ANYkALEkTHA-Jf*sF2udvvg|D-c^LD(+pxL!!boy!nt@rHJbUYjxU0H
z!lde^re-F<OEn3iio-sIKJ)LHWdSV=Uh9Yu9>w#<#++mk!936v27c57SHKO(gk1?A
z_aZQ4r0v_cFT!XPL69pdgJd4?hT7nNMqE)wf{RxX`Z$3J9N@AbTajO8w_*TqeD0m?
zVj?0k$N~`x`M^l%@!9Ymb8o$3r(wxYpFYXL6d^=)1FONT?u+OFsHorz^{a(8A^oEi
zWa8I#EAZz@LzV^yD;BD2Sf8MeQ{W5PJPyAcfVCj>Gg$C{0-par{_}zqo&Dv{JFAxX
T_tRiN9fP*k1<l-3mJj|161WRV

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/common_vetch_synthesised.csv b/modelling/data/abingdon-all/seasonal/common_vetch_synthesised.csv
new file mode 100644
index 0000000..a02401a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/common_vetch_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,5.63782851e-13,1.0689035843617935e-11
+2,0,8.033885442999999e-09,1.5231837809793072e-07
+3,0,9.2051904e-05,0.0017452572379312704
+4,1,0.20532168099999998,3.89279454631884
+5,27,1.2899052,24.455945925303002
+6,11,0.7963178,15.097780097449217
+7,7,0.12357569100000002,2.342932191278827
+8,0,7.98059524e-05,0.001513080229780999
+9,0,6.273442747e-09,1.1894128079033741e-07
+10,0,3.11318822e-13,5.9024463785098555e-12
+11,0,6.91954235e-18,1.3119100034595107e-16
+12,0,7.22200142e-22,1.3692547033687552e-20
diff --git a/modelling/data/abingdon-all/seasonal/common_vetch_synthesised.png b/modelling/data/abingdon-all/seasonal/common_vetch_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..84b2038fdc8969e5d7253ac0092c88d720a26ea8
GIT binary patch
literal 64389
zcmd3OXH-+$+b4?RwP3x9pcETkML<eGIu=v}1f>U(s7N4GDFF!tMC>#bX`zJP0*RD>
z1PG#6Q6PktL_k2L1QLpr5C{Zj=idMO&U~0PA7;J`Yq@gNK+f6c?C1Hlhv!z;uSjl_
z*(N3?CTV*0(oHe3&6mZ*HctN`0siGqahn%-(G4_l2(<P^1_s~ucNMd^9eB^nH_!`p
zM<K}7KLF+HqoJa9Rz>HGf_q@#y#QTRRqy|Phl;Pio2ugFZb$G_w%)ty7$7DlwO90K
zgB!jJe3oF=^wN2o`{|PdTkboJ@|I?g&7_Y0-7a@m??~G5<Hibvjtaiq<D1*6CT~C$
zVi2uzn_KW*723CFjvqgA_vNEA&oUZnDqZvjyVi9`{t&O;q^D2vXV@VNOYjNKpgkWB
zbG*XF#?yY@JGTj(f#@ses(I0&e-FjPnl9h^^WS6Ro+D>PYXH6!IJ*yS{`YV<`j426
z{~kWm-E?`wzlWD(H|G9(B$l%?^2UD-Z#;ef*T07kiZ1^D_G2ID_P_JX{pO_=(2d%(
zWu;*vMJJ$uYtUtre*f3=f`$Y|i`NATZ&n=muYBzJj@J7)0UAC1TYgNDS#XV+W+JSv
z!c*+h32@oFAHRr>9?egNzqYnCu+<HoKJ)eK*RJ}IfQkMZl5^-3S>5GxjFtAD8+X=L
zm;GrFR!V@XfdOpqzJ2-Dh1b=+zMWkb&P4c9-+K2}n0$CH@oC|6{6-6ewf_1CMx^)_
z=NZY2xS$g!PRz9^k-mhmGfrNSMZe*$da#HYF^9CT%Y`r9?tOdvVo};wqqbCy=KXDW
z{g8^GmC5X<a_aQw@$t#9x*&)<!f3utW2}K3IMF3hwnfa!Ha&htOl*%Ar>A&q`#Q7C
z3C4$bGTXwQJJtH<*EX!qwfeW5D*Te>OFbnmEq%mW^=QJ!pD&$!YE3e+i;gU;U~`2@
z^nr>{zE4273bg7f9Luw<{q;i0{K08w{on7!$4JQSmv26aUAx*<7wn4~ppY+7o@7Q)
z;sX&AhEWL;7t8pc6Yb%s#eCIMr%oY<Oe$0xS8uK@H5;`oPW8k1C@UL8oy3=*>F=ky
z3oW%HRfKADL+fk7SNo%Jv2q4|>6HY#GWDkE0J;H-<Qan==#bB@tf-JVd~l!&m9X3<
zt?9n|=?*cOJ<{L~nG8m(W0$9VBRr`K!Q&n0*H(tsTd3HTksnP_iqV0eUhMaur)irx
zJEw<%S9Sl9t6y7Nx1%ffL}rEyQ1(`w7>)LqwE=8gfEE3Uur6GPSqA5F@+3a2;_uI&
zpHOOV{EXEeJZlv5{r+(5-U%7Z+Js>jHh*OYS|e=f9xMLdtE-_d<2w20Z_o_Ge?FGF
zJ3mGntM6-!Xk6ao&n$KH|0t=QLhlP63_00j@kE|T6?n`Cx4bz8-!Q{j{rz#*m~PHO
zv%8q_(ovT`#d01=81V4(b94SWg7MtZm6^t5E$_bj%3zt~_nl2Sd;4KJn(0^(GzG0)
z`W5ZkSA{y_seLpa*`?3xu|`70E%D%*5?v{1F470neqjIp$61NbY|<nCxSQ-LiR+&V
z()syl-^e`ONc&^Y{VpFyvwTE-?ErZ2{DnMLfHCett7@b3bS+zM-l&I5YE+33auJ@+
za1FD>of%n1SH;CXNQu_`#M&CavGwQ2rxwA~T}G>KuUYjZtnDMUDoJLA^BDFJVkiv<
zDd661j+3Pc$e|Nx7R=to?lH2=!=4!~6qtH=l!U-n7N=atJF>^t9&eYjTXFWL>#);Z
zD&V{jWv6OQ#05mytjQ^5<udYHb4SNi{pFDa<l*yE)5Uzx^SfztofDOG!@AF`I-dbu
z)_oVFwI!FtX0j4-y0Iy0OPcB@Q&Ur9j1KJ_*sjHX1O3(B8nCmF?yHEj>23m%(z2<T
zOHhNef`_nfnWQPxt5?r{R2}!ko%74lpZ$BEVs|?tba7IRWStQ%m>{c=Tz)`LpFVAV
zs46zzV9_C#-W_8EyWYImN~Z@8kYIaw;ZtKp?AGCUBNg#2J2lzaa-?#X=9ZeFa3@zR
zCNA_qjLt+}g7XTY`on(As^%ANi1YgIr$+A<FQTikeKfn8{DB(uP>pv#^RP9ILyVJ1
z;JrH>I$1s@%x*e}rMtPgr4fJ1V;62@yii4*{b97e9PfC!KbzZqTdOK`VzZR<twl6C
z@QfYp5{r+4LU9w<ON~B!5A3#3Odu-aZ0~<Pk(|QvYKUK3WgBU`*HfRQN38vcsA%6O
zBrNE64`;EH<f3PXo6};>)3Gbx1L&!qcq%DSr$Is$UjJ_J@lB3Xk%c%0LtAe}tlh!v
zaF_`;V1l~$YMsBnhOZ5`D_A)n@#XD!6+84}fYGvbm}wnu$gf$JNZ-;hQ6;gLptqQa
zs8lIrr&OEJWv5!gz%G%{wB}X!`)D+4XlQiTH=o{OqSQ^lCYfm$Y_QgiUpsCPx~R#{
z$~<)O$&OcB<io6X%Ic2H>m>50KqWaU1q*z&?8QKjJ5VsN4lRsC09}9HeBb+SVNYX3
zM8ar^k;2li5Mj^ysfC6tE`v|@VOO-O%**K64*3QTppzFkjMl32L#?_*U+<ZppYIEK
z4by@gc6`utd)>b;TU2405Ia&$rXyP*7rHW4Lko3g70;+PXmQ;p>Sm};u8mGCnW@X9
zh4l?|z8!kz7|n|@-(Z%kf?OwiFs@1LICzVQ2UUPjF4T?rvdqT&wr?Hq#SAp?m`)a-
zHN-9*-y){)%X^4AuxH=C+;wj~V*T8;#>@mfe&(vBr8Zq>^o@1BT>snKQMCx)nFfBQ
zXKhuL<`sYc3U0Yw8C2(hGStR(0DK<0%B#1F?Cj-Lnp)HAMO-1i`}N{9T`z3u?J&5D
zXyx1*Bn=m0;5+i=RUCF@(Kci{Ma`vcShNH#Jw-Q=x+*H|<N;|7<T=CD-xmWSE?ju%
zGBen~m`*cIP)r>KRb=dK{}eplB14zanPaluKJ?e{uxxR0F);+j2jyWppn*ct=SNSQ
z4HPoDVe3LZEPg`mxBW!~OMI994>H~Q=1u3R3Lnb)YGQIS8#8FY|2|wq099>Bzs8N8
zX}j21xaZjAl+iV?8}1Jb<(o+btb?M@hF*?OV0(52{EAp#!L#Pq=8_xFRa8_sw~m*0
zg>bb%TV+*Hj7mofEb-IO8mj$5eWje|5VgUD%PceOZ}c0!e5Em5Sl`zJIyFfcK7eM~
zh74w3e0msc&jn0oW<q8^18X%9dWlae1huyL(bj$S)r6_5=H?3&dUDMmrqxp?W3m47
z_}bER-AtGvAGFF@3~~BnUfywy0U}JVS&3ACbGTX@y%v%gMWLVW_Dn`gRu-U#oLHuw
zYtgFIdw)tv=_y`MAIC&s;7SYFMNo6?9oGpYDs)P10Ub*WEBmdl?TN`G)0OZ6|CHea
zp}O4C%EM(&H9^X`-I+6z*zfo$LaK%v26hpRzdtR79TF}L$3v=xphySaMItGSx$KZU
z)=lA#xlg)q-tvp8TTL5T0rHsfBUdhtlLsqlnCbiN!JMA2uhP<-Mnf`J7QsymYCtR;
z#Drgm-~ag-xtxp$?+sfMP^!n>@>Q9<`Bb+|zr)ytP9(Huc$v!N7s|z>xy)4hKJK}3
z9UtXf)=bovT@sT#7N6p@4@-w~f1`Io*XHr-?~<GvFl27HaMb{`m=b3*1Gc4+Fz|}0
z>2t15ywTdbkX?@JA19W%%Y$8Mg&#g#Xa-$}O}>s5X7+c|pK^$&d>e(;%lcJ)NN;;z
zK}g>Ep^e6QB9waLM@I0VpU{P{{%wVu9?<TG)lpGWnqS^*v+gH%_SORz0KLZ4ByCVx
zxdH6<F+U+8QpR%lbF4<Zq_q0qYQBT|_V>&hcZ?@LJDGX^!|XSgcv}=5Kst}i;GP>-
zQX>Y-RBcU6OycN<D{bFN@%WIjRE7k0fjn-}_=f{xnm^g=LVfH0^20WBD(Jb4>0~(r
zOo}UbE(}R45zC`etmKQ5pC_cWB~KSyq-p688`m)QR(F4XcnqgAup_nf0`t^geX8Kp
zAc(8_QJc|QW3)!lsC(^#JAvG?8r^E|{xQtt`$+Mz)@-T@VnaI40g=Spo<?O-I#jC!
zu7iR(ZnWHXPlT;c8t)UFZ~Ann>|xO6i*u{0di1OPN3ZR3u4&(ojZIwMw_|bjA+f(x
zwNA;d^j-#A@M&n<8(2`Ut8FI2%Ie2>cVT?U>fie;HJgqa#9ixO=&`n}r7n0r_>dss
zS}Lz-C>TG+ng@-pZ8mf`R=Z?VwCA=M>hf3`@kcY*hzORHi-A$_RNv?lcnoQ~4kS+a
zF#@j8`Fb<;-RYHr!wnPR)zo^f6c!tCzpuhIx)veNucwZCc051<AkZ+l3(a^rPak?;
zRBcJxqS~<VnhVV(g^D1+EP&j)KJ~Mg1JVtbeuxL`<WM{3$)WsdWNK&bl`W97B`d<$
zW-5MRYs+l7QO>v;Ys$me6d&BGT+@R}Tl0wk)s{Gn%gC5YF$k^ZmOEA=buj$tDcu^S
zE!Fxpq#2!oU?$qmsBz(nlH@nXrh(5pV?+;aph58R+-RJjOa4pg`!`gHh9pNeRZfZv
z8P~a~b9J=V7i|Q;*R+|)PYVCM$|FUf4Tw{WsnunAgw~8pzR_t;e4*eSHQ2rkYMYN`
z@~l}T_FHO1mAAmLu-m(@N-Z8Av9=rsaFU*cq|9AIc4Fo*W~y7ESY^JZQK)>2)M&^W
z=o|N}8WgvOp>4^nj`$;)>{LS*<uk{ybN!R%GZbuwx5Zj1B?3TK`??_>)?wek40E>o
zM>Vxjxh{A{YhBNF?L3WA;9zvrIe-QkYbdIUr5ml+b5p*D&NQIExrlXW0)F@4uPlUN
zsp@w0*Vk`1p20ZP1(nfNvjF%fs@i61{^joa)MlqYwCSSc(z03OpWJ|j=qTQ<P*=g`
z_bq3j6?dPrT$oaO8zzzooYmR*2+dXzIx&=IX*qGhQpd7fT$<w`d~PzG<Ic=h3HU7S
zc7I@fJU1S<g2pemJnAiXd1|kPf^E!|41w7td63`@hht4Owi;+a7tHYCHy8>-={f<<
zP4yi2-~Af%#p;sh9GmzY>Mf3xG1n|$H0FX*_qG1sj`!oHCo}F+d+ZlU5yDn|;>;Gh
zyj)MzF2nI{^^WKJTQn6=uIvy)ghoAYEn;<8K8{kPa#m1iB>eh40&qJ)g9^3*x2J&K
z{r(nO^ImqV2qGEQI1cbeS%?TU_6EsvHzAviH;U}!w97XnVSM`S$9nlg5i^+Y8gKWE
zzjyc6>?oplb4%A0MrX8y15^pG(yS!-{OS1}DMR-@N-}&95jI8XjFN>u#6Y;W`>h_q
z&+8;5>fp?pF2Jue%)-;tO83T4v%fwOC$G>HOMQksl4?jX7)hpMtGigKy5tW>qr*!r
zVPqm6Gf=WBU8LDP2yH}aaCXHfqVCbQ`ABehEH;I^OX*#yk@<2<W)Iz$AW3Ri#DT(l
zzC~9XEBsNgaAgl|kg+a)8o^)P8go5Oi$<OT+jl6uQIU(g3G<cBH;REaZx%Z$3CR4j
zjm%_=2HQ1tr+qY)s!TUmFWa?^9Hrrp{<EK?R(4!>l$OWQ##Fi62_*9qmW7#^636LR
zSL9};7dqQoaqdrUq9ZNo4=hH-a><qp+np>17`*8C{SI#{Oc{WG(S*1%TUojno+5FX
zyF$@iv7ceN6gVo!nm)bV(Pl(fc!lm(EyGROz>@6=FquakXAWA*>@Kfp58FIis+t0s
z@)X`IYjrPhxhS5CD;|qR`a8DT?0n+n-D5t^aqsxJZLe^l+mg7VN*O;IfJZ)rT)x$#
zJEQq*LY2$&?5HkK=p6Z)0BhPvXXQ&rl3|EamLp!l?jqeNVq-3D88%?G%PuGgof?ht
zeoNUI0hr6}eFtsr?9vi9kJGh;y;QazX`=ZA))IPto>NVN{f+H3PT@sm1VMbwnY;ET
z)@iXmtqE6Put873`KFd_rK`Q1T3^W3vDS~fj3%L%>nJNZ8?3R;l@z5)qJ_*KizX3a
zWF`U@l+9+pVzaNgP}c;`!NP1jo;i;`7vD1dZg}T>3bFtr5md(I0)pc-ELh>s_$GC8
ztzqK1%ynl<9Od_p7=d8jSO};i(KT#y>4vORxl4P+vd&joS$M~zHvB<<C~LPtT=`no
zr_<p}Ket%_ovjE}xPW>kr95ag0ICuSsY9?j@0xohp6I71xX+&+pe;E0HrVFxZU@M0
zro@U%z(O6)Z~tz?GA#Q*+_rtYD*%N=-kN|*g0HkC<KzeySOn|$&yN=68M1moU!Ltb
zHUdzt_9wFvrM4SV&?+~ffH%iuA<{nVY?cj9KlSGB{#{*KsK`=)Hfmb}PMW9Of?EP$
zP(S<m5I~oi`i?sfpS!h9=o~it3G5++CA#X_vl6o##T1|BzRROi?zeYyR~Zjsj0`jA
z!Q8B@td?b;hQ<X4)XzkKF?#+qE>>0Eo3q)l>T27m!t^`a9`)Eb(B_5re*ZW>uS*D(
zg#MB5ze2tjO*Y!d3wIx1X79rKpda6;8h@cXmf{j-Nc;p{z!pA){k}xn0=;V*-85d_
z{YxqHF??=r&Uy2KOaj}Fwb7Q*$)|R43*BDHM+^q|`S}q)M8(by`glR_wNk1DmAg(y
zRNGO5Sb@_hH96%H>uz;OMku+gv0%PGK)S(h%P$^_N8yr0;NebuW+Gb|+QXq~4{3Ho
zm#%KV>1ZMzA(%L6ua=Knd+JE`u#H{+*mHOKdo3Kl0iDl&M5XpE9x_Q0yCfr0r8ZaP
zy#2K8^YTZHlwY+wEuqp>U8ak`wP}9)GrN7P)BQ3%A)Mku^G|om&JiLXiSV}DCkLh7
zxePcN=Z&uU_3KWhGdj|)?11y3vJ$S+gQ5+8Vr8Kwc2TFPeT9*oxIT8RWtkR7x9oHi
zWXiIvsDC#v1f~qFIvaUbQgLKtB;`dlG}3|K>1pB%vqvM$h1m=m<lEv%f@KSUdhXQY
z++>$B#j^7|22`P`_j@Z`;q-1X8c^3f3zW7Ht1y(VtRjgk1eeWCVV&NDC-v2R)h^z-
zb3yu1aTsb(py9-_-EtU<RkmWu?*wh^q+13$NhcgSu>9nZ&)NM?xfjHr#2X5Vbd0FN
zMW@Pe150vOrQOv`HJ8hYYzNYLguTU74fU3%Lf4(mgByk6?tp~tifAX@%7|L)!jf3G
zu{5C0L5!aL{rBG~3S|<N3kCDcc)i$$DT-V$oqd1Xr*N|2G2Y>d!Q{xnEr~`>T>k;o
zxZxa|V#o4CoJB;8db1v{-O5MOGnGA=rL%%F1GNE#EcI*sMMl3)HH<L=Evou#`r|)Q
z9r~Hq7I;7DI(sHP_lj*2|EJ>On%p~8g=?a|x=d)w7p&z@MN9MpF5|Ot50Hrpzao1g
zD3Dw8KcaTw#Ns4|^--T6V?a5!xNPcO!-9vF^_icE5Pt@^PJk=*l+wOSm1>%2#|c=O
zbH59*7;Yb#u*n(=Pfo1OO?AYj7CTZgVVe7X15$F9dszSeTl%datb2zEi{GX}f44E6
z;)}rY7^hoBl8$z-7p_UylX)fpf1R6b>$>@Rnhe+ZCP0(Fxy}?IQZ_KNS1dK+*8m7e
zd5@>EnM9b<I`~G5AKbAtU!rxIsDuUV)CXnRe=OAvCx1}W#cIe6R~s@I!VbYYR>Px^
z-pecDe{4bPtRL-EuK9kaf(7|f*n3arAR~)6Jy2)SVd85y=J4)t<-JZ45H{__ZwaU-
zBf9+W0krtqmifM07Tnq&spXsyi*@jks}wm8BnoDmoV`=5Nc!L9%|N*>hb?qo2{*V>
zsRMDjDjTsn3-8^S>9OsZWBfz_Iob}L>Mrx8>r5Je{N{0n0{3|n=O{SN;C819k~amn
zv+rx@;Q0G)mV~qp1I9MjJMg^{i~DKMGCw__ZTFsu7fQFWTum)3Am^<lAC<uy`Zj%9
z_y%O$T6NPyY1Jonbb8I52DTfZ4)g;}Yd8_&A(Yh(EUJZ=Fl&1{=3#Z0)&Q7<IGW>5
z83KB;ug3<QNa=(OLP}<L_X7@)9`6jM^~LgVo<u)MM3xcMCR~z-YIL&;Rv6kPX|R6b
z6Xk$Y?<{qEmlQfbatds@Z;%~PNb%6jXuAi6M?R`Ag?{(s6wEBA7#WB?bp8I$kBGv?
zZ*q~h;rI60KoVIb*a$jhZ@$q%&dP;KSQ-7MaQ#!lTF0#hU-4xl^Rw%g8y{S~07U(q
z2XQ9%0h&ueO+mTz<S^O}AbDwb1GI!Cw=Q!oJ1v)Q5SK_%AwW9C(t>E!)D&)VxYE3(
z<Aw&2;`^{^+urcsO<Ry{20}uru}n<2nv_yyUm@b9=CM4Ls_2U8+`h#^WUs^u+V)DF
zjz={qZV#bU0prqjt2|Tcn#M(Jr%I#Ut?QM&rL&jCQ<XhjM>m~zxvufN%qI_**ne>0
z>8n@AuHb|{K)$`KgA^QlB9T)TFcg4gVln37fGg;h)i~Ao5N}<{`gh%$S~yJO7=}Sj
z#qvCx71Ds)@3GklNaIosiuO`3$>Cvynb42(?;?Pb!BBCFJyzDFh`s)<V^*`wPaE=f
z(pRjvvS0Y}$VKOsPCWMPy&vzPMoww33l;=r#5sXDO(Z9Vd-cdmRT<dL?1&z8%Q(bq
zC~#WIFW@taZsf{TNs2wQ1HOvFHT{K-i;63zjaNNuSU74G>ekH9r}9CrX=~HLjf5aa
z<*uKeFqtrhLd@LZnw!m=2&h$v(nZ3Yl($j`Ic(XV)TW8hbg_;Km-GWynRe?L(uR|~
zgZ^+EmHG_D_m@?&6#_w=0C6GAy>n+83IJBXN)RD`<g8G#IRZ+__IevbcxH2n7RJkC
z+kHnMcpZErc-$*R)14k_Y~0EmH|z;0ug)=(bVX+`oRR7JR+@7O>eVLG^<gNWxWJ{L
z$x!ld)@TZYeYk`B#P;utb#AQ1@P#l*nfuK7ssgT=j}MV6xM?37viA6)L{zERb5h$S
z+B=qfH75Y>bUp&%Qo<oSk-Q-WLpSmKCqDg@oz#UcGve%CrFa-2{*;o7YPv{=9WyA9
zX5eV>e)a>TA=L5vwWsw<G~aNS0{MtlKm4#cr@R~!{%F|H{Ta9gkljS1osO{aGM|OQ
zj36B0eey|e#6j8*mXk$TY#N8oj@w_#fFC9c@tef%9TVva7n<t@GZE{a)T)Vt{<uAP
zE?+{{63SqCWZg=nkH>H0I(XxJyB;LYDPMXo^hgk3^h8xIj+Tw^(ag%(3?<f0>ylI-
z%3SJsPml;J&AE83ZVZl@$R`r}fjH`CP|)2+wnlA`maKL+K}GwR5vU#qa^s#tVK?F^
zVduM5&vEeUtA(EC?JcPanVF%}I{V&q3yXR~bTuEi1tlVr+!b!tIS&Hq+*Vzlob`yh
zv&@;)t8RyUhK!gvhvzAecfMrh4~(K?u6ftEu`YWTBGWj@_O{l)>(vcv0-di(YN2M8
z4W^j~y#zAkLqC8bck3aUDRqI+TCFN#M>K?IdS~AY704TjJB)tcMi^<M^je3xv#_g-
z9WNmb5vNt&!%=;CTXxXI0ISoV_!bng+={q6)|LwYsOxTJ`c%K8{BmNW^aq)Doy2U4
z0iF9eJcPwBPwX8H+38+$L(+qTpsDwqZl|QP&*cf$7_OS{vt00)t|MYqyPrvz@C0{U
zGdQ7lfEhBDUUk}#W$S{EXewZB6`nVq;6X_>b}Q&~WP@D~TTnP7t<-JLB1qRVAy*<^
zcFmi_N5Rtwb=3~3?J~#b>Z@0{U<K8<odITur?#$66Xa_%-2qk_W;4_kAC#A_9VvW}
z5nOs1tI9dMUl7(Hhq4qis4*aA2;@3g`5$kJ6k+s0#dzqoh`cU-ad;euP405Z-T*P!
zN$~|ddz!Ln^3Ogu&RY!Zyp_ksCQhttVb(Yh^X<PTxC>{h3Rxb)rpxP%o$C!HE8jci
zAC(Zck?{MOXzu4jzM8BX^Z-jzp&;TG+I!Q3qERuiONqYJ<<Ff|Y-sGeS|3`PcJT2N
zCqf3a{eE4#0*7bP(O%!)Hjzano-GoEyHO}q+?zLlvRnWRyLZO<-P=AkM_EgY*;!(%
zbOi{vT*Hhtu+0fxHF<e|`vE8Nz5${JATP5k=H@XhAt-}9%s=w45D?nNp%o4gB>7M`
zydl;D+dkP_DeK)|&BI`UBoH?;a+idj;1-$l6Q?yir3aD)f<P#LRzwak=6n|{V-!8H
zHs@@Icq*rwMjNA$e21uUfCwx#2!XCwi3rQsGCMm9=er@1x<G)o9Tx1A(;vTTVSzSa
zv+)r`zhxB|C1n)2iVTlrk+0aME~u%{9t!IwD|`C_d8<wLO1#_@6!|$un&|3rM>)6E
z9;jqm&0k&}gSCzuvgUJv>HuFU0`D?J;MoEC{P;ni+R>!b{e)?QI|IH0fh&pq_kfM1
z3&gCF()k2SLqC{&sW5-$>EC}}BC(Bt?`E61GMbFQC>L_e2d_-^kpt=hya}HgHcpRV
zu3X?-z}hn?&hZ|)mdR%vf1!6Q2)t#7OH0o*+as{HQ{<e20P7*WO!kZE2=3CSPoH!K
zfjKDC&+E9jE5x7%fJ@}^c9nPUN&o1#IQnr<Y43Qqw1u!mw7I^KlLy6+*%QwF23b(*
zD#V9-w1cO^H2zh%T?kwcjUNO)rEMk&PsqeS$CMfv<)RzM#>VVIGL2ZW*a5-2>8G5Y
z!0?p-Vd(^Aj9$KNgv&3)uJu*A#oO!gDzobA>p#;=fL%>);n~n9TG%G8;CiDxr5oTA
z%lXYYbACPC{$4jc%=J*_OffK_nak<F`NGX&7XR3(u9}BBORkrtO5uLyI-+pd*}Y0Q
z(=6$$y2vEb^sPix5DvKqH3kKOn}y<2qIKOy&w{6R?-%ppQJqq>rJmAjvg<Yg`5+yG
zf~vnJbxa;F6F^ggHZavBA^n#%LN#43Y2+^~L#xi$RSbcCsVLso;_UGU?b`hJEfCje
zsOIoBjmu=SeB@WuVgm9Us=#N6inU-qL&|tCxGjMQ$IaeVLW(LH?{Q-3Q?yjw=fAd(
zal57?pczheXFNW?Ku!Rp^(7{tsP~3Ix5_&)x~k_AD;s8k*0;izL64gv3WM|*!aQj|
z+^M`&djQ^xU+-~DMJ`yRpHp);NnSYUAyI~$n(*vw8Nj(ZSeL&Pblkau^IisWFYb&F
zmgN4V1gXzCmxo&>tTg(6PK`TODjknYEp<7|nZxB5r1tdLI%;S`th*4nt!1enF%2DF
zzOhQ~!QS5ZYO^{rXZLO@Wz4g>816gWxE>y`=3$pZl@C0(Woj?68BrJI$yjO86t|@-
z(;js3Yp8MHiA&g;-#f;WMO2j28?6p%y1)E-yk;>L**$Tt2_tl-1QypOF`rIHZ{B_&
zC3{C8mI9}JXM{9NGlL|1Vl08}q})ya6Kgph`q92-iQ_&aR>mPZc4KHgTH`u}-N2%(
z3psN*{`pDSZYPZ#-aKcrlCCvlZ&0JDWEG!G)n1=jU!$KH_WUM}#d}EPATM#)>Bw=e
zTb^7n))%}?$6saGz#HQNxH^A647YQ7{3l_hwCjkj=DaN;H;!LQvLJB<sU*BhU&2S$
zJzc^2qXWTRrPjj63#8kE!4hY8Q<5*nf;syQqG3zw78qqt8_{kt2R8{)cZ%JsL<RP^
z$cc$%nRcos3G#2&;kZjtk!R{f;T8q|mueuvg43iG^<)(xhc{J>gQShvgD)c7DyHcO
z*iix~o-A|ES0v*DFj1^!x8wM=UEo^|%MJy6d?JaQydWE8)%>_e%^N)l5oK9^Zvp1E
zSk~9h9F_hWUu~1Ds`r1#NNfD@LiF85`_%tuBIbWN{J#sw{Qa1+p|b$g+?x&#e`V+e
z??hXR&H!A%+v?yMxU^x|JCWEOOZ8E|9AzGr<Lc_Vw^$_2Oa6R3yf^cl%FpNjhnG__
zab~w~XO}wFs3>q1T{ORxns=tBAAWvG<Z4HNULeaUcrV_3Lf_B%!@mE+i?!zAWZ>6t
z_8PeR{~8Q>z8x+8?*(c<{dn7_^NUYSsL<s8k9Us>3j&?Jw9;xH@B7bEK8k$tVq0%r
zFlmI%HbbF`FA;!8H*e41{9y|?R|t9d^~;wE6B84!U%fg~US6K<^Ixf?4@dr@gv=vP
zsi-8mOYLmhYxBu(tEI)%yEjQmI0YZDAc520bw;L6f}n+HrFVB5M@pDLuD(o6JONBi
z5ZcLbJ>SyO(l)fTv}C2dSq`jn@hMrUx&fb!Idwr(>MXs6X;&ojNtMNa!cl*yO&O9j
z|LOxa<8!2)@j0mY$Dc32eZh74J%9e(4>nZoJLE$Q&E6UFWF7v`<tscyy*lA(euMVs
z<_A}kFeAE!tOhHoR1qEpU&eogNJ!u=Fr~yaAF<JK|CO*3+azsd@}D%;|1OxNP&(CL
zW2tC?I}RS}gd}CBYrrcG<T5RQA-pYB+c%TW76qT~RQBElzSwzRUu&&^G4skH;5)Z~
z>-^)~e->WB3k#S}SMHTvAwMFwn7^C{K2Nen`?-rah^L}&{p^z%8OSvs>N2vte=6JO
z^aDjjl^#iO+C}Ztt9wHtej=Cs7}s^2J(3TgOx5R#cIZSnoJ1vLeu)zo%i4e^&1+94
zJbdkMY8JD-pUwiQj~3sE6{k~5N(mx|e;Ob)kZ1}vFbrMvsvXaX9sx}%@!L0tkh!lX
zFZRL3EVhfnXS;)5w4NS`RQ10*ms57r?&t6OdB)++l~*!TtD)_(eWue!%1*C;xm^4P
z;&w-W&f9*Nn`ivImqMJ&&(AM7By8XhI=Q9}$LU=Mw%k!sx&Sm_XuIBwzO;`2-K%}u
zvnH~Y48+9#s8jW}udgs3guTsgN!E%UT%UeOL+ZdlHM%s&<^r&C45%V6L7b@-nA+A;
z{=i>PJmmAPY12(ShI0zvS`W;A^}ul}5JY*^)@Hu%-axgtQ{rf#tjOlv`VQ&pYI^hL
z>p)JA>F0QPRn_|659y;rSUyZzFQ`;{#U`1x=&ryA8Y?6&Q~*vdMZpJyp;WndUO1o%
z_mVrLcIOhA#H(dzYP5dGaLeHQ<mBX5Ao2XwEEifTeaE=@mMmx$`l4Kz8p7Y-e*}m<
zno~@z@!gw;!dJY>{Srs_{Ii^Pnh7R#i^~_2Lw`hne^9ek>_GwXR5(=>;{h?RNK6o(
zKMJfjwFpRP)tp1FrT*+A=kVpx*GWmp&x#g60&z+3u<{4h7TyXZo(%tq{Nxs3K%D_j
z`x}vhjai&L)wntrt-rQ33~%KG1=dL+!pbM+NRd~k77-2(?w>CjfN)G+QPCH-&~@Of
zwYVn36t`~O>JJpmYwK%53#KOksdt+mZms}XA3VJ~tE@{48hB{m$?I=`oej4m!M))u
z;NXkWM*hGN`~ox=Ygha@w|mrZWm03}TX`-jig=}e9Z+oMJMg*xbcjc>^{aQf8%QdO
zs(p7pUjv)-6>pj1)vG>luhhvJ1Ll?1`Om=XZh0bks9r7<T-FG%-QUQEFE!l__V{fj
zj+6Pb0qEDT*8NgaX))%s%pP-F$qElU_QFKBE66s@0d)#fX5XyA;GqtTgB^4iz}dOk
zX8G1Wvgas=K+@W9UGk+MC(;o%Q|egRrW;slLl-0Y)Tm1)wd0M3Hd#WRdDIFQ`)Spx
z?|y7_Yz%Ke@d14H>C2A1p0P%cShIG0_VD4ujkSQ|i~van;@xp;0-$<Tks#+eFl3yk
zAgU@KK5yAhm>IN}g{?*5Yc`cyh>1NCmqf~*IZa?q#nz^Ac*}y%^|8Fcg25`9WI1R)
z^EJT7CaWBhl5(RwB7h{$eS;v8%pjI+QfWzcNC+aZvVJBhx33=qsT{ysPINVd22X&P
zVIt4dJ|H^CGGem4*?e(Aq}+lIhc+nK0F`{p!OFZWO)o3fyr+w7OF7MF{dtgFVN&L5
z1K3VIh$I%&iP90LMN9~M!{9o|O%@pR(FWB)srpKzCFaKIwrsj=fMTL7V9SwLFV3C-
z#XxIy>X&`5C70hKd6MV8un7K1W#|6n*7sWqHlfq#76?xt9(i)@d6$0en9A>_dmwpa
zSF3vL*vCMlb>JMq5~t9UH>T{UffF}tSElPm`#edIri+L`eJjcL9?59g=qh#DVe4j1
z#!oTLw5s5lL3li{-X{!MgblqnaxZ`VUK>Eu(g#A-=F5;Tj&^p6qS#<B(p4s%ku9dF
zWK-9|RR`I$+>l8S$N|Ny#H2b9;f_4LTk?x2bbC8DD^I_O4j#UrW>Lu=z=|QO5Tw(A
z=cC;Xav+PCQjqd7#CMZD?dR?5zB<7pgy@89kPM8+wcUVSuFLQ|@|Pu4-&7RP`Sao&
zy7KeYvh=1BkW+P@@+{wow^Oh|X$Q-0G>$6B>@Bs^)AX#O1i8ODK^q*X@x`;aW!{Zq
zoeyF}WmT(d@9;x`J~*OQEp-Ar*4(P2^4m+*)@0S>uCANiiS_>4OOy`IoUT@3oN3Aa
zKFBfaW^qQ^0W}<mq&l{9<c2`skT$?nAvVA*p$$}BUAuAMZ+KD0J(~(sQV!yKb26to
zK3Gy3Jzl4zI1CRPYyNTqNbZkA$0+32@+=!#NfGT!Zb|r00PbFEn!V6~b#sSD9l4{+
z(&(AJ>+Eua5!^5~_yoU(CYe3_(Bp`L<YkWsZwp!$m?`Of25|A`nIJ29TwG#D(cIw%
z1lf0Jux@~cOT9Lau{IJeB%}jveXjG0{8zA7y!-ND(}@QzV1O;0r-oACX*Vv%Zf*Ct
zW!HR^p-@Z>m&9Qz`ux88HK+Pn2s=UIhr~iSqWR*lo)H(o`FW*Bn4f$ePi9Q$P*#^e
z>TdpbTTSgP8%8tPLCZxdJfJeHek1;8Tls;!ZOZ#$z+y*$ds-Y+YfG?8_25t%fbm9d
z8I}+GeLiue%Bj}Qm&NW$n$-a*)!NC5R_D}WPKryMT5mCQVvv(Fn4%wj7R3_)yokGn
z8lCJ;xUTy(W?#v98(GgDdAmKQBo_pycjTXUP=NlE>ArnT!@#s%meUsYn^k*J&onKN
z@??Y9ZWNw`TP}uuBbNw(7@)cia=C2|Ihj>gUmY;+`f#C7=p2=j*s#8~GB*%BR6B;2
zt@-XB{pW!LEyabI9GRH_!2J|g=0R_Q(^Ub~0{O8NRN0yj+Ds&uoiH*&v>UE?fqI2a
z1St(Zcm_&Yo<_ql8s@ekl5i@Z*@ktU1W-D@0P!tUgIRRI0#ro%MAtxfF<AVlD4(){
z4MIm>MJ6hF(oD7CIQT?@eOhF}zl&e`JpyXv*jU#=+Q#eSt*v!eM0KeETwhTjST0FT
zh5kLhI!{k-1QO^R*yCv%FF|40(U!ytP~0oO1I^7X<k$0)VZ@7sR?o$WttZoOQC@j|
z;z=ITN>N$Bp*%X<=pZ6`&F9@u327~_l!*djleHw(W5Zt!mQh&;fC%T^@xu+UQrF)<
znvh}EvRs==hk$?p3#o9W{wkFPUIs|$DxNKsPM0~(xK*qwlJ>X8c>K0*Het+OhI}J<
zv$WiA+29E-dC(1Rl49|PwA(kOql+E_Cpm32P@e^w+Tf1cVwc24B*WOj^hJCkE5gWG
zMP|^kgd15H%pInrs{kIex*k?WbZQuskHeFOo8yy#j{OD8A8=FGLVu@;d{LWhR#vWr
z$~y2GY^9xg{6Um4t+W;NG#pz*lJzac^D-Gf$=ifLA3>>~hJ-GF1Zz@nrCS<jO6DcQ
zXFhXtOlb^Ll#9As=JD1xDnW2qnHUHx-FFoR+>aU;ZKCpI&hSiTL`KXA@OzU%nD5Jr
z{YvI<t)tR`)BI|S+<jxYP!ObLkNe}KF@31QRF(i(#s8$Sfun`gw^e|CJG}Ghv7Xpx
zioiA2hzRiaKfZUWclb<7C&(ZE2ZjHK>$ra3r{Ow~c|l`95dsgAqBOVTLirA;p$~ki
zO`EpNB>(;!;QhnNzyDNeHfav&*>RBpq&pAsuvpjN@aJK_=MOBSgz!^;ol36y`<(R`
ztLDj_Xnu%mY@(xe`H4;PB5v_%_zr0pqWZF2lhP#)xR{Nz-H}85+U6z9^mjvlelqv&
zFr1C;wwqKpIRfDNfcx+HCkdF8Lt>XS{{4n3e>bYlw+vaQy~AEzkYkRDi=JFe*tP47
zU;hkN{7@A^ZG|(VUPj}%=}ujfUw6FJ)%04?_@H$?hmmP0xUXVj=<^~D`zSws>Zx;g
zL*-4{P*aA}HEz`=4VX{xmp0pwBcAf$Z4U}!MGWDO_4n?`7t4nZxg_{uzdPmz7H$Fm
zX@wAR6ytBFNN-zPWHTdgxP30deWS}BWW?N1?)qmu1a0!q$7JwAx8>)3pKjU9P`j+0
z8(Nk0=8=O2%mI32o;fAys3#&Gny`O<nu8RaGpK0$`q#jE#qm$gEh%ts=Xq=Y;_IT*
z&YBiYk34vrP)Qqzr6N|wY~}DjZe)aeOskal%bxcXjiEgFV*Jl%qJQRxPo>$0gn8l3
zyFbCFPW|=jgwxJVWGr}(7|!sYMJhdacqfUt&<p;id~@&JOEq@H<x{nKQA|V8n_fl!
zbL~n_e5tS5zx-KYjX}0`U4-X}lx`8xGKT$I0sCXAF0FS_nR{mfYG>slJ9%~6UA^Jw
zt@=c3q@e!qn@+HD4>gcxO_XJw3ho<R55|Z-;6FFP@8^l3fpO)1mHm{032>dpcX4Vi
zPe2S&rz`v77LXi&DdJloATe4$-<|;Q8GNT);Chja3bH-@lvbLBDBHVL>gTtD*hAVl
ztqefJHaJGGh%lPq<14u>-f42l#@pG#-5&q0uj91nHvQ<#2>&`J{yMnmT$Z=En8MLN
zN1nG~oJV3cOxE-UmxG!6+E+fdf!xzyAa|7r>^}#bwy%mPoMWDT?#Anc1R6F1#M@lK
z?8A9qmM5tJxzPg5ylfLxN47M%3Y!$HnntfmNpVCoPY#QJzWGADc!IdRChO6DaH?Nr
zAm(Dp=Cq!k{dFU+_rShoi-|4Wv^zdWgB>*++Ebn!VpJXe<V)L?OA?5q{&TrUXHAa`
zJ&it~tRC6Cv~+(NnARe$v49C<w`a^ToqSEf|6O2yF1Wk&`={cw(hXzov!LskIXdPC
z7;Gz-FS+v11L3MIV4}9ZPR(=}p2HPq4@@9ZE1TLZzls8&#^m#zAmP}nStpRqYw9u~
zJ)d+`@}Ic-YH8%<v^nh$^tr?S0H4}#eNh4$Y|B*5klgEPhzS@y=>lUD&lLyif_I_!
zeb~5?jS0*L_x<*<=G;Trpp~)k*vFdX_&PmdJv#J6V@fGlj*<@ZPTa$s%)naTnVrkm
zzc+-|EcX{!9BNDgqb#og#!VCZ0W{Mv6%Bx~=GQ-gK(#X;Wmhs-I4~R`<k{;0=bLt}
z0LTeQ9c<jmsfsX$t$peQD1`6zS(FLg(?D3luTEG-ybhY`Gre;sXJKXt0S_5X^guL&
z2WdoP7BrQDm@$e`k|=#4%U@3)ksuLQ7dUZ;N!s8-+t~nMYCed-Fx4(YmR1-0eOp1&
z{-mR$BQh;R7yTN<_*=KD)?2xTQdU7$-Sf%04q;v^f2yA~+5GY8F8dXnO5LP-z!~1s
z4q4rvyDLn7eFrNkBSRVZ3yR{^_9VFf@@R7F!_C`0WSzPLoV$UdUkj)#jm!8c{bYyq
zQ81SA*s~W5eOO(NIe5E$^MJO<6v`|5(rf)SfoNI7IQUWJ42)tkT|a-lGCnY3Ld}3v
zlsf{lL&-p-2vsI<dsswKE{PP-Ie(6&`FXrPWPSw9;N0^zOXiWwT1c*-+l$g?Y3vE=
zA<%$XRL|4@RF<>K^)~ZMIZ3x+&}-3e?rXrHx0B`V^cpX15PNWJE?B3I&ieGa=Az+P
zkp!XViahpsNC>&cBudxb+3)dIXH*tFS(J8OZCLE{B<PC**{#4(u=p`4!hQ>rz1G01
zI05vLgwfXIx+Fai*mGSN??hsLypKetG0TA20O$6IO_evxDS=pL?O~8A7z<IdC%zGd
zx<yk*f*m&}bRi1G7ynoVHm*iw4<KgOub=z5DFmo04M{BHH$;0DDUv0k#S**ZydIW|
zLM*_0DP#%@&c6ddr>8!Apqh9Qu_Bss0Q>qKt0Jflrcyhyci(QOclWY)$Y@>-U+Evh
ziRDT>x73};J01B^gj<ZuBrc>uJdqFY$+-6zkAZ%E3jGR?_uZH%=+hk6yZvF4##pI@
z`%vhN!7{iLLbyGU)pV*c#Bo1Xe}!x7NNHvJYgBi^*KSKAZ@3#!8g%4=*f;|8g#=Gx
z?d6RV0JW<1+sTwNg@mSYz~DPK$s33#QP#-~*Ticw**S(aTD}duB<^bGLnLOBht2En
zQYg<PP{%_@L;yC@ec&mkeWF83CJV3b`a<*6&P}$!AgDDd0h=@J(1-2+EkagZ4-0#e
z+X_SA`lVW{m$A-1*ob0oNJO}s-%IHBLDm1#Jx@8unVFb8KBleB`X1PKvToq#x%$TN
z8q_Y`!+dSR%GAnJPNPKwDvg^BV$$Ei#${i<em%&2{HTG!fZwP6_UGW?%dXA8K1Iup
zj*c4Q>pU2zpVE*4I}V?F+v2iimt0_8Ufwxqwb#U7r%(G2h!O#5-s4k1lHy_7MYLwR
z5#aOsX;Em9CKNa$0H^&4Wj~gJkN>5j5@fLW^&~!JMGq8-e5}Y_0;6QQgBY$dsri74
zvwL4gQqtI$*4BW5h!0y&rl3ItuJ+oY17{q5oCA_kqSi!s)p$6VM$lXd2A~MQY$c_D
zHXNiCLTVlnnZ}OI&rfEKe*>{vZu#ridz%^d2yeMMF0rnj835F>v=vd_GYt(jTwe{C
zhw{qRTt1&$odq+7DWd=wE}Wj(KcL#UCLpk|FiN0WYiJ*sHQ|1Xk=0|~u(GlmeYZH?
z`Ek;BU?vIBcO7*N4caiq2h+6@=tQ*%2G2~#3h&*0oFSIt0%|;*KjDc5a$(yX$S^0e
zTnP3gB3fS1w<}HCS8GPqKmw0lOl4J<&WC?{d)p8ZJ?K+6rA2c2ErRAN;2B@?=)Y0u
z34eJ9CDNE5ytT5rsd8xXPs-Q|ncsN!fm^UZT4_G7>igjM6ljHcFLu4q@5>Lbk;fMe
zX_5W0*qUN(?*MUk{%zW`o;IMXhJi`8(OnTsQD5(NtIYQe1Or(JPVe;jgd-QFM&LTf
zC%`y?8mxhARui;NG_TYl6RHXuf!xpzQ}eWI00E_|VA<vsx6^YR(YVbeuvd`z_M8DO
zkM|uIbBapc3CL}OK-y3=>#E#NfqZ`u6iPDJ5NP(7D+23M{o-!-8llesCB)zW&`&D1
zDuc&M@uPL60YuNbZqljhGzDqR!HR?~b7V0Th&o{amLrY+ncvGu>b|aL(Qd$ZF5b@N
zd1$Yt9GrQX6g0sUa#XQY<Yf-G-2DI{)5()X{6}k?3^oHo6RbI(%8oKxSY=GoTf7@U
z(aF2`bf;onrJDO^{~I@6Nq@9|8vpxy60(fLWt{n?6EJ2ILd;YW(Z2e)$ert1sdXZH
z{PnZ<zh(CA+dEI|4q>5p(gRV6zxV-`<Gq((|H@crjwHWnU6l+K?*bFkyPf+i?4xX;
z&n75bqQ?0fl0=jgTG9h${|hkN5Q8hp^OIULmfDznScOvSmoH~s!t8dw7nn6a??Kxj
zW4BM#!U@|eg4`BAZM%ty%Pr>G%S<wi-|m08V2?x=1WtbIjPWcU4)Rc_)HO>wqXwJ5
z5-VeS;$C53x~VrE5G7YIUpPhuRHg2Td`G#lQXSBXIX!T&Xi^c9?H=#zsexxKxaS-+
zI|^OMcEN`3Z{Z9+V8Me8p`&24B=-B%(RS2j4L|0Tm6o>Y7hF7{*#n+M_cgnnACx3V
z@IWenw}y1hIzkRkn+_$*oF(^tv-uY+9&t<4Bjowk1wMaX-0=JL37sQ$aonFOZCQ*7
zfVb~<h{eR^7DZagHd|FnprMuBfs;3AHuHJXskqvr%@0d|U5u7e)zX%osYEn}8`k7*
zxPZ{)R#2tyLCUOA)ding<QQ$X^rN~=3k~B$_PcBxxe#a_$g;TM;@&u%u(0<5u$#ll
zH#Gbp{WqJZz#}htkaI9`C~Q8K<!`rAa6N-liN&k{eX+jJJ@zST^C2Yy@zxEC$T=|I
z`>E7Eszj!WsdfcYSyPZjRK;N@q7MX?O#5-w=)=r!3-t`)9Oz_&cY8e)%jJ$WIJ!(}
z9ar!wkF#KT#6_al0ltz6gg*s-l?K4r-~NQpH6CgJTNI^~zM-?Ywr(V{dxdf89l&f3
zW*#d3tO9{S@N@u=dp+WV?9pb-7Fq81F){bfoX20cF^E*?7dN1Z7DU(E>DhxZ<EU#g
znmwf#l#^Wc>vj>B7{%Wqb!t7X8Ftl$L8|=8L6{>Df}Oi{+a3f3XM*Yz29QdDdaZ;h
zZxIajq~5tsRkt%h)dbR77;Mj);4=6+KvOBA2;Q-Tla`Af_yZ{wFDz{ftG%@zNo*HA
z|1EBKEb_&1l)W!4hruG8H}MW|Ih^)cSDy3wQyr>X(H^qwmKpN-&!H}{GUV`S8k6C|
zIn302>&37s-_;X(!se*@*%GNs7Ux;pBMZE_&-WiX<T+R`kPsmz*p2YkJktd8&1BAZ
z5aL0`0KISb(tG!6{Qe1pSZ=~8nJr|!OF?p{lMpqsZz40Gn*K@~#QxYLdGk1HKEQj4
zd^8|)e|hrqdV0!z_B^MKrqJ;qv&-XWA9-+F40K?Wr&k|@XSMv&r542ngfwlIy85o`
zjK1sv<GLy**k@rjEQQ=(!{9l&D99XS-YP~$dc1$DMez+Zny{ES_o^>ZkQ;BPo;XNW
zrzD;zitGisQW~k6?8$0pC?ZPg8nvM3g}`^v)TYHS{G4Y%taBO6WsU^js!~Ip9c;Ny
z^lD8~4kumVlaVKZqcG*)ZJ})&QcrX&hjhvx0Aq@-agn4m9!eMAQQG>h?$J2{--T)F
z)(o}KW<Dq?c*S)%46xlxQ8YOZ?=;bzI6;!bsl%7;lB0o*TXaY{sY;PPaH0rdurXH}
z^<2HwQ;AiNj0GfmY6y2i{fqSPx&9w!m%7w1QdT@#Uv!_jLLf8*9pUG}YS7MRwBtQK
zOwhzNT~1*nEDwE<LEPBB7m~DfpJGZQK5Wi3ikVA-CDirIjka>haiR>NpP2zG`|-2D
zbSv65UT{n+aERJh8Rj<13pOAfp!McJSC?^)#BFrSW6m#w$h>~09|Rj)R_s`|28slM
zTSDB72Y{a8&dz}#r$j@dqiT}v0Omf0x0;kZ+Y#fD2ak|#q0t~Uy9}4!*KdXFHN5}(
zmLr(QFP<BVF8Ib(l~43#W>o?jJzF-IsOq}EUDar|Tx%lLF<>);W8M}dwK3&&U1cXA
zuEq($ExAWw>E}zJ6aFWSPG=X`euHekH$Xw#%60qgBI}X6?iRH?z6HcW13*W}LAfN$
z>WmWSrQ#zCJa@I@wBHM*lRlmAMdQ!x{gXYc>Hzk2eCks>zz)0y>wEv!uVR;-q<!c)
zvQ3|ry*Z@n;LAAQ;>|f>uBsfr5HN`Zo7Y7aBP%?tfQr@Ikm+6Z(05G$`niRcr>pK_
zse~js`0Y;eZZ8mnQ;PtO$!*dK&jGr*X!Z8~C}39A<h^~{;n@gf2e=AyAAD|F!2YU@
z@XR&I0L<0mUZ2b%yNQrsx&c4M+vD{u?~jU_=smrOgDrCl`<o(wfZvv~1KN50*bk~o
zCZO=|{0%6b{FZCUkKPG{L3&5@%;eTQ9;d<^2*z5|r`{0D2=ckx#U2#x!JiRPM&FqO
zj&s#BKD<6GT*CzNmkj=Rb^$B_U=&A@Dro-xFFn2fyIVj5w;iM7eM=DBmm#_ba#j0;
zPEnY?M8`^5$c>V6_sjVbYUovqvW_xF3;Mgs)CZ#4QvukYacLnUkxQXiqE`S0H(r>d
zep^RhnRvMYccX-_B)iwD@&sATnx1K3ku(Kx_gx-`QE>K^q1`^(YCWffFe1vguUysG
z4^hwt&@lm9%t!6+$$_!Rzv?B7K(F^)EVet!T6!Vz9HQg>{=o*Kmv#Q*ia`AMIg*SQ
z16~hZx<bf603xb*eOMJFap+s82Fv=HN5o3eC}T_hmA`)J<FX0thndlRmnHvL2V7w6
zdpBzd2(kSnp8HEg9hv*CoasQcdx`1DI*&Bsl+Wgo?4#&1-+Sh7eR+9g%n(bI>*oL;
z-4R3`PiPbrX9iH}sR%Ge?vk3A=(@4$mC8|#%bqzWpW7a3wSNJ+#2?i3sV#?kVh6iU
z9J3Wvq21EDGUUV_Tx;s=&fH%MvA;XnaP&&X@vhl}Y(xfYg*SWlj~Az>Hj*~{Lx}Dw
zdHgnuvXlwy-ZqJgtpUH`!lT)^C!1GlPW{|=z*Z)UVf-d20w}7?QDA!+?R)9v{@zyH
zL*_wG7Cy*{b;eY7%S}YIkK5|fEO8VMLYB3^KWw-7Txj=-HCUlLR>ZUeO$1^7wn|av
zeJFs=7WeEcuRxxgYaAx)QIWZvMKIE<xkNBY)qFr8!JeM!@w>{?p;&4HOa)oUJMSWS
zm%EfN^NqpEmChr9U+qv93C7T#6{Z&A$_XEjk5`i=Wj3)?xB|+>^HHg~1%&A<23tUn
z_E;=CaIMSuZKGyZF}pS{v1G-1`<*g}@(ZF7{WP=(vPf0tN6)RQ&$WT~O%0@Y-xy<H
zf?cCu5B!=3TF`>f*2d;;HOcW^=40y7MB1L1n|8M^S+@f^=^mht64dY{YF?;Lm}WPY
zxL<-toDvO`%b>$<cpCTr&lHGK{LI6SU+*5Bj5E6rUOwxnwkMjTrMsL)L6(&+qs#by
zA^t6=LwqO!ZRIYM>NmSc1O!vUqj}}OQzMUC{W{IH31-y?5})V2p!2d*vq~rmFB>%-
ziq2b4JtR6lo|xbrD%lbn>fG@T_sg%GHH(w_;sCuAluvqI;H)J3sCV9eS2Ww<ATvb~
z+G!q<SnT{280?zPj|Yw@1-+~5;?G#E$J~IZ)s-oo70ee1D+;qNK?`k#Z9v6&Wl`tu
z`6MT3-^stW8Rr<BEfHVw&@I2*DH?w!H3v>g$ktraxCC)^R*FP@Qnf&^dc0)cSF0rc
zEOifZ)jj9~G&oqJ`DK~1g{Qwi{;L}U`Is8J@?zv(aX{Anv}aY%RS9!Cj>*ISgRZv@
zi|UKoK(Vk<Q98sS1nCwLL8ViWkVd*uYNRoc28R%7X;eZwhA@y03F!e95QZ335G1|p
z9Dd*TJ@>iK^-rJKoPEyTd+oK>`>uEOiS=I4Cmt>3ZqzO}?aVtq)Rw3aT>08L`}@xS
zQgJ@aRNJn_S&P~axpeJ@twr?Ko_qF66;J8#jh445i_k9mUI}kvsPA#4>;CnxB9LdU
z8tZycJ?gpB*jVY1#+NtLA`_DIE?+lu=)RJB3xq{eMJ4jQn=kSP2DF8DKOu#WwG)Q%
zJ??doYyJE{cc$jeOHb!`Hm;*5xAI!7%i3Nr^UgeG$9Ha@a#%kL;3A9i9GEW8oTxAP
zpX`}IJVIENnM~Hn%pJrqau@2XAI{6vi4)voCwsmquNiz&DO370#1U{H>r14MnN`eF
z?-R)~;j2SK+W$)tdSv6a>pZj?s9tD4zP`(x&>tMaEpR2E|ALab%Y|2=n!j8$6o2}o
z33wzApK*;ZNy>`q@E~(kZ<?U}tDYC3x>lYC)o;^x2qlT+ARj<Y=rQ%N{skAOp*k6>
z@Yf-Yqa=jKqMl-Vsak(ucWvqG>ZRclRx;j$WGuBa&e8*%i0gFub$s?ki31rqGoBmw
zBPIW$%$YOiX?Zz01uUKdRk9tTbY94yl!ht}#akyC5Ej5OpX!Z>N+CNaKV@NIX>@+Q
zI`g(`$_V7*$;iw?hp$-yitP%84y};*nnv<Lb&zKJqg?-m-%+<W=fcgW2Vdp@^P@O5
zILylQ?kfi*y*+Up(y~1M#z}>VT$Oz{a0ApB<LI+=t~H7VU5DZ!@z0&kM{v$<G)=rX
zL**G79yvGp1j(h#`j~0I(J^-Kl@s#YbeDjYo&nrN>;S)>4FJHu-yc5T3MPpU2u>z+
zc?dzTGhNzrw9?6;R2_Mbwviv*)J{WJl?-y2H|qGfDK~!b;c}KkhC7-TZu{<>z$He9
zoM@1po>q|i9_w4Q^~A)9?Sh!RGWVkE+k91O$MK6<wZi0LWGvec)*J^))@d!y$*`4;
zEfo<rR~MaC&(P8OK{C}?KkZ7$0$@7JZW2r`+UNOsc;Xmb>NF9Sjsz6VslI1F`JB(B
zZumqX0hA#U0Rx7F$-#|yaB@d{J+p>h&Kb^zIVKtJoL#cQgqxflDbt<qYs36%)1d|e
zP;9T1kY)30LJ?^dNqm1(Ja8bX^R|J3eM7pKi^;3Qhsb1~LFREquh{3H{DF7$XSMbB
zX_*4U$r9W_Iy%=OV{98_GT0#5@Ep<Zab5@SCl(Q903I+k@pHyamLv#5v^z%pKZ~Y1
zd1MX!Us{)1Vrj%4-*5O34Ojp@yt&&$Lq^tMyDX>HIa1+}@TOU=+&ao&#4=6a>WCDW
zM|<U#PtH}zFY`T8R~9RnE}cmfe7#SjenaI{6KnKU%Fkl3tkOdAEB}*%lvCeK?h#aI
z`O|eS^6?c$%oxQvB~sK)ofbhjmM3gKM3J8WSt+Y6&so}$US$VAPXEpm{D4~xXh*96
zDX4}NWZ=HL4H(T0(z|b3XA4%3Meuoj98qiFbKm&n^4FIWU|n*o{kNpND^g@EMs~%Y
zx>F^SWv;7<3S~YVJlVUKPunBPnH9Nt*T2!gtu|BR5OyQW_Kde>xR^#%0tIi3oLKj(
z$#$`BYKd=a@JaY5eBY^Rv=P{=ROfUWonR@==-FC3J0S?zUncZEvnx%?r_+>alj7Us
zJ(63=h~wRa5oI)kFDLH3qM>DXeMeXK;|hnhO&jZEfk;2MCu0on7KKWl?m6v)WKXK@
zonSc_E?Q|{9#ukLgt8d>1dOa8mQ>_f=d7E4t(g8yw=w?9&$_J9Y^8NEP#WR=fPz&h
zKGG^IzlFW5b^6u9+-70H!hO+e1q34RZCC7|3xY0@VUD4kCU?0Us#1UK^)C^<?-RnC
znueULYPX+tI2g&ovQs+_U)(ybvM_9pjKDobVWe6r$y1>_ic+D|fA0_nHx>2%uJYin
z)4;&T{AZLp3hv_`G8rmbduJvNE~%R)>NP$^K&B8{bXJP^-gUbKz7j#^PweVm+Sw{y
z##6?%5!4bJy#_Slp(Sk(q6;+lU@4T5^N4Rq?;E>{Z)s~ztlU#0&8;wb6Mo9{=^-&G
zeE+|<-c`hI1W#k}K7(*XE_Bf@4ecs^%V~e#d$$qWb)|{JD)E49)D@*{9qhWR@INl|
zs;!DH3%rdYq-+xT_{usKD}3lz>5<nHaYAQ!D_&>VYNmU8URa(t`A02BM;Uqh`xWUk
zHQTpwZl?G7%N%N2f4BKNi3{@SsxK0nMWy5Cf#v`Q2qh*yvL}%CbMa!Wz2=8A>r4Cm
z_^a)r97+pz1W8+CrznZoN+18tkC>TVoy2qmyBZC<`s(c^8N}G_(G_KG%{aPYvz8MR
zIh1~t=+L-ct`m~)7(KP_@4GlDXP!d%KJ$(P_o;ZRVkvghQrWkl>~nv^2QB?_yMP@N
zWcdR*qS194`I|ZN#UpF7UOC%#5=WODSH&>D^FSVpyO4mN4S1lPo&9pqNn9l?0jFS9
z{R6@4z~1g*uKBKYm-@Ci>$G1n)LZ_cQHY72QLnzu#y28iTx~d=N3%1!+vM+L+z-1c
z^k&&@)Ka6$cPzFdM-uT<w^EPsD-HEFB-jnATTZ8suekkV*Q%}>6jPmBV777ZpZHkn
zt+$kz3r{4&oI>}Zh~XNQlK*|LE@L8hB>yF2d7Z`&z2c#475CH=7%3BXv<sbV$F3@o
zd%D}aRBsz0Vz<zzQlRiB8(~heN?FjtU$-P6OL5n8-FFshf7^Ivqwt@k8oyfM4j9f4
zr25Z?8T(f-!82tnQAxi?)-^+aGyUDOTnH*`g=$^gOurOxtDfD&FiPBc=2sO=XG;kL
zV!(*^t;+M9um4D()7@iM#)PfzNNVdnXzOuaeg4-HcXrvchu=?u&BZEGg9uA!EUaa;
z(%(uCoAN&;z|%4B@_T;CaqDF-YpKBwB{#kl)B90k>20`bKz{QlC$VI#$0p<6*6-ar
zX<<OS8%Z_Qa?{(qIVQK}l5g0Y9~OC*&ZpSNe<lHA7*O<!>#S65|G#qoVn&`zD=voU
z4ELiSbk(s}j2H?ip|+d&CUvS@5_UD<z=%yqIm2{Xx>%e3w+8yhl2vgL1OJPZ@46gE
zzD+EOG9HvGQZO4R{-Cn!nN>CHh?%-rGb_H!SxVZnr-_a%Y5Uti`k#Z^8-(t+u#{Te
z?DZ;!`aIIbP<Mu@wDh&W5Q53l_p@6yAW0x-pk<=D?u0=5wlOG1^%9%2JT##oxA~zS
zgV!67wipoF^<Q7@HkEa~R^-{+D`lXfe51f^C5K7~OPJVnI*ZN@6;M1lp7C91q<sBe
z7hP8JY)xK&sjLB$PGh78?L4E)fY8oe+_A}^c;L3qJV^uCeGlf(JdA#rd)!w`<@(P~
zW#8_I8^!l7yvX>ILpATzt$OSBjQ=kNe~-NMO7n!_r7tv&$Yf7T>`m4)Yk908v8n0r
z5pU<D{-3bygHm$jrt@k4zG>pLu+6XYO8kV>E^t%;$oAY>>hoJbqv2I4(a|i?{PTdL
z{<<*x;N?lKI_;4cc-ikUDgB4=vOgN<+)AjqjtXTOat~c4Kw^|Ea1KTO57uDnqd%w^
zQioiQ(vH@!ztETK@=<)W?s4l+2f|8OI+a9S&uk{TNAsphj(;nW6Y&I+KwuAFDz|f6
z0(cMK$AmDa5ZWZt*T~sIz{EUYJ8kHC%d%Uzf?R%RnQzse9|i@s$|CpD!GZbILt6gX
zFEwu%MXa`}zN!DIWuaup?mDhU+SuR^WgOSFDv9E~UAMpTwi{N|1ieR|Ali@cz~?^h
zS<9*Me7{QKcXv3sDMu<f1s-aOe!qe%XQj)S`P6+w_1b5MX2H(!p@#NzGtJWEdj;{$
zLh10~j+FjiuP{!B#hedNYNZCf;8B^N94X6fH%G_>G$Xz;zbUB1oh4y3*%K=Cfwok{
zGCwMl-;Ac^D@Sm{)y*zV&pPA`Jl)hKFUjUgYg^$Omilsl&@i+;K()64Fi6oe*=YeP
z&)|Y_oN3hum4~Mp_=VP%NgLxmb@=7*kS^<$c6zH6_!SvTDSD;sE4!=l@Lask<$uJt
zp{q`YTml9rmrAWNd>T6D-ihW;j=-d=XBz|FHs6<@Eh2Dld{U_Wi(Yt__pX!L-t%8T
zL-VY8J<V{5c6ME>1XD6+pTFW)`m<+Qkqy7SnTT1ie!%OhI`q5`!#<&!pgTMh`~`nt
z2>DoK7f|NOL3RNH2l36QkFwum_xp&{MxP~m*ZKI5vYiS3D9S*?z&f>AT_&G5Ezpf9
zjh=qBw`aAp*O_Qj8UFr~lNv#eu$N82{DUlJjy1Q#@-_wSv3;&SU&jy=#WIHu2)uWh
zF<wZXTPM3pFT`<|>+)2%cVFkgwY=KdiW`1%H4bZk(+b%IyEpi?{O{LvPQDetyo8<+
zZS-Ab9HsB@9HvOnNf)ejs8MXgy|YtIQOx`HUXpT(bhd<PL)>=R0GH!Z!>p_n5<BHn
zdB3ZFZ%3%^jh{wuzRwtagKReK$;bu*3+~ClSEf+0dO33A#kBN|5Ji1l4`~&4U*e)3
z@^x@~w&w_#;gJd|lVi<)Gvgy`4B5nbB~lx2TJEY81vmd`i=$0;^PbHx-}u7XirBdS
z$Sm)R6^rR!m;@y}5^2cKqfV85`tQAz^cEK`bH`eUl~?nrhuw^K2noI2r_mc@KW69+
z#xLiCijQtMV`Uiqi0qZ<BVC%8cg1i`tk=iBKgPK2&Xh^+#EqwB*djMgAQ=WB7Sj{p
zioWgpYBWL<W~#p<7i0MJ2WNIUCEXvI^=%FQFviil92YI|2eRH^sal(*f--C`prg^J
z(i=x9RN8jLJ+K?P+UB#b*m?B=t?592t8{3#^_9Gia9L}qAC9{6uUEU3*Ds+iAd4#s
z!0cl(Ee{C(VP3}c%F;5DzgDm*DB&u5ZfHbJzf|L#2d;jhlWou9wC?S)D$LG9HO$7?
z$BP25pBi20%M5oL)w}@qR9FHM3l6w+@udW*L+ly$=<MWCjogFf+<x&NRMH4@!ro!o
zOvGkp<@-l57XL_TJsWo{x3q|p8Ho<GWNPlI4H$lRC&WehoR4ldd7V3eUtT>%_2te3
zF2+(h-klx~>PMx%|6bDVe^++oEP@h&Z9*AdBCq2mPbDrY$H$!JCJ1RcaMp=j@m=#*
zjcBdjBCISl(2NLlypi0Ac35lu*7y5!IpWR8WT78_zgUCqq-Pf!M|0NCz6>VJ)?hF&
zhvp@&XO}4?=c>h=As8roYo#Rea#eK{eDS$4bPdLmMWT1Gt+vD%h0bK8e;KU6N;ii0
zO3=_m)rf4fhHH<DA=@v9hUY*en|g`l>A<p`K=*N0`^f#bPk+hHK6R<g&jIT+(df|=
z@b9JSV*jWV9;4CDy_jK#7|%d?^fnVoDm{iTn9%=fDz|y>WW?)|b^FbHH}4*MI>Rf*
zl;)}b#DIYwdx&8@s1hZ8(MKQ`uC0iJCzT=*=h$9No4neo>?Zx-LAs)e^8;#=*F4;Y
zmS5$HMzTku+h34~MH_%O-53x+-wQo4wjvT^1j3w;b&iU;QNh;xu9flrSBV%p!bhK;
z^aoXnj*r|nKZ|YLZa*<}^R}yJ=*MqIjK`4SBDAOteHOM_5yk&HDC&cL2Os8Rk!Kgh
z=wE3&Ye~o4DkjdDaVF9bl52QL+}prv&T0>PBg>NI#l1Byj`PKQWu#!qeb6{Q=9;88
zh*+$^+;H@r&UxZLa)<Z5`Kk5m0xq>tBoa23mSK3rW|_lU=XZ^qNJfGF2w~(;|L3k}
z4VN#!Jr@^;|FKo+M#CM$dt8>WJ5x1gz=%y4Ph9+C;c{BZ&WU4c>65F)_(f}j$L|c+
zB=Cdi-R!-$3;F8?3O!zDU;KnWKQ7WDMevGKR6V;%!zO4v{Y28JETKs)L0!y7+`AN_
zZ<y$tqkaHBk*VeU)bex+N=Qn&s~0M=?8q^deZx62*)bRH;uH5j!VJj<XwYvp9JXpD
zhZ&=;nZ=9Y;C;SR%Bk13i2BHP8WA1F*p7>n5_W=eE;u1kNZ{t)2kZQHPq9cr&l?;t
z!vN}%1c|(<+j656j!8bg?>34`G%Xw{YFJ5ruii>pZnoFmsyYE<Wu(wUfAV>PDaPlR
zvY$<aH#jX<Z?K6K*^z#|xP!aDUSr+T3~9Z}|1QKNPUI?msd=2=N>n9o&@Qy$IKSv8
zxGnx%(a-Kz99lH~wcJ+l1)o!0fXVJcEd4Dky2BsOI7&_f@a^@g_4y&v2A|qJUri0M
z<kr7RMI#x44wmkpZY0)QYbYiom&<=-$9GgFqa~{UcLDZKju}T$5jPly3Zg`>h}sw`
zCL^}tzh9Ggz!^${snqsj896A^&(Zn#jQf2*ot(JHRHhT-DlHWB0)9;<!n8Lb@PA`@
zx59j}IqN)i0|PBIe+DWW<Nipth;AL;@+r0a*!@iGDEwZAu=kN-7J4Ha^tDpl9TOK*
zO3>R*=s*@GMu4=e#dqJjHp?k`F?r+P4FVhT6c5xP6ETq6TwLpF$~_b|P{fFfVT~R!
zm%Bm{T_8nxom{ZwTjb#R_qkq^=Hdk8NT8a80a^afwscuvJhNP+71;!NzpuG>#Qx(5
zijoy3+@NTic%>0stAzY^d(Q#O#njt;%Q><j@6u*Jso$U~(IGnNNL0Zb!rvU_Kz_H2
zZjbrG>Vg}CB)<G4!TEdIm%tR7um67keyHtQurPyI#`m|a(Hc+w`@`tW2gce{H?;0z
zUl5zBX^9gYUpC&QiDH7+8TH#a`n)WgNHb>-uRWt_@443{NxiFK`7ifbCHl3N_KpZw
z-9VnPFy!T4jYeL3ldkC65klyY67HXF`C-#4rtlOrRXb#@cZCP`Hpy|+LnE6C?~VlD
zgBPfs>Wh>5X<X7RezT?PvYs<fN)g$2GW$K#?rb&?!B4*dcavIccT6;QRD$Rlg#zh*
zi0{8!A%^G{;y_oqK28r}bI1-I=Vuz`akWkMdEbpYPs`L-lT)s!_PnK|2T1sv47e`o
zp#L7Q_x2r|QbAf;&f@(gf?~vev3h&)%?M@;QU6S1@Si`?%gOAw7e88t)(3Arw2Mul
zD@UgGL0y(y{?z$vJcxXx5tQE}^4&_x$}x~*rn`La<<-AmA8P>tXvxjgXGs*PLCwy|
zQ35UQ>8i$^!p_u%Ux(ld(&nnm{xTQ)-6B<3b1-s3s3e^{(CN4BMi5C-yyvXGFnb*O
z!A^s91R8}x_mu@6;5X{AiHYf|gCZ!B@U((DMOUCybqKaFvU+)W>7-!+R_xHxGiFEX
zO%N?&GUC9i+cQtjstY{SB_sR#ysQhn>PtZh@(Nvi41}x-ww9K5jWx$aeZkK=@5&F$
zE_QbsAn*8%6>}g9<Of`#vO^hkNNW5*faW)FLfc>Kys-qzekr1udGL>j)2N8o+K3H1
zE9*@lURv+Z*h~RcfyA$`$yHA=UOrtqbP&Qu&bqk9+m@5H`JKR<9uce`eL-yL;J+vR
zEP?g+LU0DS0ASwcjz*XOrR;Z~3cnK61=N#VK)$^Wa3<?bgisIFGeZ^{Qh(w$w$>Z}
z8ACxFvGyMj7UF@g)qPOzAN=Q`B~fs2yMYL=r?=_IEigY4+2C~%N1e)^bQ#|tK7F~i
z9V-^?I6`+SJP!YF8F|ms-jJy+42=?gt*oqU3H)R0+WdS)L_{hVpwsb7Jtd^A@8SH9
zM&avy_%gU7=bB$VE;?Ck>~@|omvzx_K&Vn9m#ZmzSJOA@vg7^k!xWCx`l|-E3@9<W
z_CVIcP%+k{YUsPNGJe?MWjU0D^?|7Mr5-vV%aDyNsD(RNQvrcX066fxu{mDKb#5H(
z2T-Q=1HIXQG|7xkR!Ygj<EOg4RkO1<_di1>{fK*hf7X?#d_)bAT~M%B)dk?@?LSoK
zbPReM5Xt#~fBtPfJ*UhafC-^d!%Ubno(gB4xEPbLV3OZ)pE9z5v^sx2C@-uj@3PG?
zZ20!-@@G-xng~o_-N9#mL@IllkA89N4QBRk^$58BP}ql+eWsNr!TwR!mF|3U`TqWX
z2ZAnW1N%-iLNy@~w6cJIsetKy|Cq$ze&jqPVbK}_ntwbabGwWSgO~~5BKCsxOA0r#
z%{A<Jw-~$R=!q*uTucdfoz5EdOE0U%G2P_DdDieJdu=V+SpCzq31b~e)EONR&6%Q9
z`~TEwBbC`eTjYvhKB5^b_&R<LbWpW!^L&T8Ky0Ka_yF_2YLfJzHXxO_eOJ(b>&B3u
z)lzWyaEgVKJSZ%k%^AY^WpZ3hV_%b<r7aM&Iu!GJCH#UT>XzrX(?XGHGVw~W@i!o2
z>edi*lk1o@R8)im;LsZ_T{(6<)s$?fjao-SLPFF!rqY>UfYHxxY{*4wmeHwd)q^Ko
zihtQD8sM0&-dF1tqc~wc<QFQX5z|EGODz&V^?Pg|ljWasQETr_F`RVzz2w$`txn(H
zzpL0bvJK@7++!4bwWCzZzx^+;_#eKQr+AI8WM4aVWLQKm)XKIsg`TzQ&sB2;dUV@a
zjjNhgiAWB+5o*&5#W-IR<_v*)iG=_@(3Z1q;0o{c(j@k<xasi4JJeqgo7(BTkYrN2
z5jg#)#)z%HekCeQ3xJO&MfZ_yhLIL{Z4sOXO%7s`levN8Q;8H9ny>U07DEYN?&*F+
zXUx;iDx5}A*bL;lPse#4faB+S^%%cZl?!RxksxH+bQe33h&Wt^nfjBS#J&=%QV0Lh
zQC}o0#{YJa30D`NVaJGUy;h2d=W%hZbT%m$j#KkIo80~({u|^Xbd$Z4Q&M<<p)cBx
za3JDaE^4GX?xuN;+U;|O<F3YSF`$F<?>AcCp9;AQ*~La$|6a3SPaGj-24xNq9AaX6
z`@Mq6ae4UT*AYMENW%-oLS2tuIhr=8F`Yq*vk~q;CFMAkxnFOI!WSr*;&B+f+;Z?X
zP^e=QOuUs0%55)zVu{DQF$yx7>W)HQ0s0xjoFAlv@Serz;=)_2eF(=3wzVw7@n%%W
z%X|%M{jP!t$oc{pUi99k7}Si@JBSam2EUd=k&(DuBGMuP8ZbOleIamNSw+PPnoQ)z
z>;MNE&KM+H%b>!0<ZX*F4uQxpdp;t~ywDYq$m7B-?oM31T9E7gCd5_vw&T<r&yMA&
zYsT3-X1FDll;dj2Y_2m2N#^wPKakheya<-uz;D9*kfL9rh+T}{mm-9Wbx=<9?dyG-
zT|!?1iBQeWoh6Uk*-!Q^jEUsf3w1rjzDshJD~vYRFHogl>WdPr(J^w2h**eaKhHZc
zKd=4|zi$Zw9ZIjM6SKRcB8HYr>lmpPH&<|e$*xo5jESOOU+Je+5Ne^t!c2{xiC4}x
z6qDsr)|209-1x!pD3gqg5m&bKQtx5L3)*C?_@??tIrFIzQ-udn!dLvP(&C<v$wgh!
zoX(FO-<sP}!mP0dy@5YXc2EtjUV!fej`53P)g6<jOah%(P1NVU7*I~7{Bxe6NkFKT
zsiz|FJ@ucvP32s#{fI-Hghyytl&@zdVtAZiCoa@c|Eo#h2Ne@7%J0*Eku)Hr4J0mJ
zIdP`#T7UgZ-F$v&Ax7j~0$-v~!*(X&-O%)mk6!j9xT%Y8SE7aw;wWy8B*&|+&Z$eY
z+a%C+x6t|&hwu(c)CXj>#)uDNVYJL?G*9HOU(apYektX8{ogwfjj67a<R|aGQ1qqr
zDT}%9CoC6it|NJhs-t-Da$%uQ$cdWH`md*=L*uAR{~<GALEXA-)G5`|t!0}VPD~3*
zn3G?=EpL!{Vxg~{+hM?}(-?DK;ZYmp4E?=vWoKaA5lY0-ddDv@cFG%@h2(6KW=#U$
z*;a6@b-V^6Za-*Z+2ldmkmw0xoM@p#Ji3GX5U2EO!c07O-|S3S9OKdF^LG+cpO#&G
zBlzATrB?_4+iHqAns23rz!NhtE@AAdXt~zEr~pG*j-bw<fzB{fsd=!CS$QI?spkPX
z%KnkqFLN=tOZ8=aem0RDRp;pZ%6$Ca2gp)5TbLr-b03;07_gt3xFKO=a5vXU43cw6
zUNk0|41PQKe(ojp^ua+1V-ud=A6Zl4VSr2^`cW&|f6d8HBEcC)lP<WqN%eQaLq`<$
zr(=Gv<oW@_p=rnLMp$bowq`b=j=j`JbPKYWWJg%gs3r<xv+zY@ZmsIEdYM_=A_$i*
ze^wn8#p=GSl9bIYZe1}k`)P$Ktd-1T^28BOm1rR0-Cn-NK7K*x!7DBC%}##|SK)AY
z#oG}_6S)_;)1*}s7BLgc#Yw^n_cfZ4%8(r-7Cm?b`KY&8gFk-z5<hWJUR<cb_9oy{
z)z;CBe7x%>EL*BJ7q~mh4_`(q!~)6C)wVBRxmB{r&EwIvp7m3!eh;hvlt_$m#djLi
z=k*0x3u2~7*dCX^*DVR|-M8R5EM({k&;vqb6FyIySlI3fnWG=bF82?Qj>JI*`pvR>
zacwje(en{@FrUz^kA})Z=m(M4sqOXA&FY!E5JO@XKkKoeE{&W*J?&%OqmUissF}s`
zQ0f1o!&AefY%LLwJ8%-RtQBZb!k0Dd;~|oZWl#$7*gfv~^<E;+cy;6a4W{6*RjDqi
ze>*oZR91@)F!bdabn*W5(B?4srRK0Vx8*a_iDL8gES8ZZpq|s@6&$<E{aj>cM1~+?
zfBxXZk2$4FGB}6bxgT=fEU7^ez2w-u^q4XgMhb;5L8Ggbbnc-(yTJ-_%BS2a(Sc9U
zfx1OVUS|4%9o8&#>-~>ZSp#?L<u4!qE~*O0<@ddFBT=mTuep9FU`j%}iQ7z=<0j?-
z2axBY!++u#>bu@BNKJ(g>REfooFEN+5S13iCM+LH#-5|wJ-oiXm?szJ8=-`J#h2aa
z$G7JN@KqZaLZHwsn4yK;v}X!PRx}r$b^mo8C(+~DjLt3)ncYur3-?<N!HOnPTi3ys
zwKn<d7uhW-H(HsBP6g*e@^1%8{{7RK{!G!0IOH!MB2OSo4^!s0+#&5B+BVZC`U_M<
zD$1W)Gdkez63amt%dY*ASD1gn!F~D<=2c=h@i)fi0vZ{fM5P-3mYdIBC^^sdJdN=@
zx6?ZR8cE(o=hTgQwZ&PW9zW5>31Vw!X&Nt-Vwrr9jFl}Jx-|x!SN%qFR64Bzp;9Ot
zqJIxpD|QnyPHnp%`sQhvU4s-min{F-f?8LDFO$PKnFDATeQn13oC$pj)x}baMD!iQ
zt^@X)yecbfd>7lg8t?T5uzD8PJ~%EC=^>7$eV0!n7B}-WdR`ow=YA<Mr09oTdR3!n
zE#^}wxO*nN1gcEcy9zTT>*oWa6bE}r8_VaXFT)_RKWL1st*LuAAzpIDcxA+@vG)9;
zZ-JsJk53^^b@fQZE&#&k5}1z4Y*GG~TdyTz76QKBL5HKUpmvEf_95InUG9z%YNLzB
z)Bew#S0m?#NpvyKX>D@D+b>zJB}s`&XS6(67BtCIqrA`fDh9b--npP5D3!$6IAN}A
zj7_oAv*#UWPy+pJNT5X!5g?cyYtyCi_P^wyDNpJ5aCsE8I(>5Q*tXE@sD(RWs1#o3
zwB!L0*UEg{47<6kH=TGxRdim&D0_Xmu7$pkbG90p?_SP98#kqi+Z`U(nb=n|{9x@4
zt7Hi_x9QVx=jsH2zI9#!OB(dp;*h1*MpvJq5FVf4DP;c*>{<CwkVPU<V4H2%Gp$I6
ziSp-9cg0S1-N|~+B~js?r<dp_M{WXWAd*(sG^0NP17%U$`L5%+pInUT;^K3ri!*(`
zJ(TN@&zT%k#)7kjR}HMyy*R;3nfx{7TDh9#`;LbWEHLo&-M!O+?~Qh7xb0{a)J=Et
zod<3E#Ia{cEvcH%sg9(&N2BQjnPshlL)EhZzFOIHGJyu@L#fegtiv_>-CR?-2kEc~
za7{a5q-R&Gl}yVIuvEoSjcRNc2olD=GL|H_eQ5sqwEo^Bx%*DtpRPUslELpYzJH6o
zqM|il8W8TyD#eEM>pCzumN3*HT|1B^Xr2(Y0XM6BN#1@(^Tx^|qG=^_9Mj<)9w?;v
z1ExN;-zr$nT8jB4HS!s8kC9`1udRdsIbnm{y0*$GyeWaHjk)4em^=OZv}146678UJ
z`ID%0*JMF&ll$K3s^=(m@gv)NGZdeGXCuB@(&j)oRn9PXqT#|zP;gSs*T8y<t}5FI
za#-=xB>sv9nMZhF2qS8BRRDWkZOZ;aIy@(TK8Cak#l`WD<*at41o<?lvm0w>19om%
zw(##mL4wnCsMSbd)RXfLwoKr~N`JNz@!?W@>h8=%_v)y1?KtUK;+x;w0l#}^LoL_b
zAQNr&-|WcI!>_EjndK<SR^iyV^{|_DMCCdqlt=&aTNp{b#-VFD?nm0FxDD(V=jpv~
zf)*1CfO1G%Zhdgq>dzPPr20&{5V$5)u1`yJ&vnLoX=#~!`xoo8BcC0sz~X~|R9QGf
zWTi#?(Dy6(VBy=_d;iV2PtY&9$E0cil_ahWs?t2yZ5{XU*$F7^;t=wW@$p}{fzvTP
z{1WvD`cWT3`<0?}%sX2}_W!M@Ug%3T@sQBX9%`Ggh#Xyb=7HF1*?s7a;uaXa?x~V|
zEc%hOWyI4u$$E16rL`-b!Q$}ClzzNk7>`f!e-lH=AA#@*p|;u3gGR}vgZbFQ{}-Zr
ztBT6<&sn;A4}JW9NXxZ{G1TnM3q?*|e81+fa_lv^d>i%2#OJS$3e~;A&wYtYx#F3p
zcX3CDjblQ>?_PLoPqB#kal{4KD@T9!Me=y|wxZtBnUb`Jy}gU6r=jc|;G^!^;+Ix>
zIH0if{QLVvvBZZ5NtdxCq1(80TTy&d%vC0;bm`vm86o+P)+xOn_~XX<^&YNJIr8gO
zH}Rv7+z+YA5a0qrg*YGjDMTCQ1OcK+_BdzPn^=GL29$3rdg87B6ss5ajfO<j_DV^w
zd*L1tA_s23pqE4xIWeLlzKP(sm(=>gs8%Iee`QS`7k6UTT|c9>poQU;2mDZ`A9?*i
zPCYR9?Mxfi-UovcK6E!N!pVXnb;XGcZ|&zA_8hL;OC(??l?Pa`Rv`P_HVN6Yr)R_#
zxt?W~9<$>+)Hhc7X@?93-#{YB47t)o&&#s8g{^NU!^)4`UQzG1^GR%t2oN(za_@n;
zXh%iO?s<7>9_#p~;gonHdrpPoLRy9s?FrD?{F3Ug?1%4fxfq)AS8sire>r^7sM`cC
zE|~%3#bn}O|K-AuNTc;yx3o+esZQ42%2rEf6{Y}3P*nW@@(d2tHPP&Tt+*`JFgN#E
z^oR~)e+48OL&f`Zs603B>PWq5Z)pmHFhr_x(-5b&GCT#Z7NU%7@ep&0;E$FOxr!yL
zRZc&P6r<ms0g%>W%Tf$>;rxyvF6tv;rJqCMFh6p)WS&6o!_48e$Ddrmu{sf|&w5`B
zztY|G1EarlgCH{S8JerLU*&pp*|l!I-TEw@bemM;%thRn$&yBx>RvC()1O=`CGfqc
zqJi2`wxVd0;P52=taruprpvR9&KsX*gaURNHj4`uY;nwI$5$q$S<H)VpXefHP7NhS
zWWIpzXFk4~wY|YvaZfHwG}tUO6V;2aw$OKVP;LDA__Pqg)NIZ7R_<Z1ELZ&XN)M7G
z<c8U5`!%`<R?Q)WRh~e%y4E8lJ@rqvU4?#lZ!;nBmCU&gg8wb@;X#$m!cH#*-!R3k
z>lx0}uLX--a$y1cB`K&oemiwXOnOTanQ<>J&#pe~0y3n<B)DrV_K3H^qP)b-Bl;;p
z{y`M~s9m+9qc3N25WQtKd;43yLi%D!zc*R3PfdtG$PmQE_(s8pA<IO$Fqzujo^O7}
z%>K>Hx;e!1*XoAna|dtb?xLs56=zBA*2ms_^pX9slgx^&dOqSM1adN)im10+*>>8m
zr=Byh*LsM?Mg0>Wo)!v7saQ_`A#K$3gq|bW4PQaG3hM4@GSV*DjB&oIWIcp6KP!9X
z#7U2`Tj528w{x(%wR&fA$r*NNaMRDbiG9Af^XaHh!}1+D(kx;4J|Ey+zO?mq<xD;(
zt+qJSN+8B2g)?H``1pSdNd5Ez-X-t|VgUm=wGq&C?VK*Xsk=63@)K{*ynkN(*G6vN
zV_T@Y@busHZ2iNt?sBg{cHlDN7>3xQ`|$=hmYMSYFf>%sRKVKuIVH0v+Tm|nZidx8
zE!Hjz(x@AgYFsqN)lr=^<%dzHbJ1nanF?R4bc+8``LSElQ4o_V|D;y`XDqNJNa~Zc
zQxUHp(u9|jW>P$d<r)G)EMPAMhV0pcxU!{ZC!&9~k~@muV(T^jd{_+yXFWRroPAm>
zBBl<d45SSmQwY*O|NMh&!n=FNjnhT};B{m9;8KbF;4=gvHYu)d)r7b)tHF7x$g=ZW
zX&in2A$!D!#};7U0z(i8HIVZ*c!ggiSFFJPB$Yp@rllLZ*pGT-Qw78S9T>Z))=|62
zGG}-gO9Z;1+6zW>SeO>aaw3;rZgqFJJS|nq&kG#^W?R4B4<)al`ul4$nijIP(H=b-
zJ~B-ciVKME`{5vZT2;H(lmYWDlhZN?LdFT!k15_LSedLj5Zqz;t$8Q1iob<0n>O+1
zP3!MydKUtWl%d@_3BZ%OR5xG+%lDXE5g5LjQbP2NlJ)k|cd{q-NgGJ&Izen=6WLm)
z5mup0TpPhZ<d+<4x#Z5kxbb(}&KpVw857hCDHDyFmcJGvtI(HfLf1@g(KC2)vPAvL
z=+#RvupAcUTny={cJu773b(>7KSgaf8+!dO2~ah={Ozwn<Xk^NUGmJ<T)*HPQ~fB1
ziHXu=#WK$ePG{*k5DKk_{h1e}ReK}{(bi4;a21!nOQ>Ez65uz`P)ZZHa8eDnszbdO
zoKC^Z?8K!QN8$}d?_K+SWqms(Ae3=ps2W9(Z|ofw-3NA0Y~(h93&i>!35<y2Ou?25
zyB{O*4-wuUWPbK|e^W(>e#;T`LYKwy8j2~czhELs<}02*Q(L7JOLEex4-*i5J^dWh
zLinDR{_i~Qu^|H%LDyxTp@&P^w&M2y6T}OjxSSyAdekoY^8=29rIPjZyTJBio$A$%
z3#r3~ifk<&v)lbvgK<gW5?VNldsNpv2}((1r&-Q0&>EN9;;#N~WpxD<L<NeZKUtS0
z8hQZ7dfK3QXbCcy6!ySJv~~2_VDHOwufbN@o=lIlttAj?fI|+97%>t#rB+>;JeDW^
z32zy@{}3hak1(*5*nVqQw$g})#!-or5c*aiSxD>=L>ajaGO@a|v(Vwyz<YI0b7mJh
z@`-76z=tsY#tuPRZ0-4;j1ZQ`S1O+Y%dZqTXO|W!5*vgxx|#b*eu>@EWsBLe>*^Tp
zkfjE9)TR)j&wh{AE<+aV!>uNAd89cf9dv|abn6uSF$kJcAOZ5~kJpfqTci;{P}l8P
zp$Brg=ajBQZ{>*J;h+SJvTB4{^Lkedmd4T3BhO{v-JCc!)G=vcvNYK`+}Ee7)viZu
zVhwo-dFqmfy?9bB_W%g!u@uBPrCbyg3r@VoIHaXzuzt)V_H-a=Ro844NKSw(-vF8(
zL&NuNL^I{pnA`I@UWgZ=T9KgvAv>^;VLTDhwXcOUX+cHAoBAyR4YmjAzewHGI-BzF
zGdK?j&^%S}ppBv1`L{<#2fu&T{Yqp<ACzgbju;$5BnF9nIa)?Wj$vY{kmruzKSpNz
zn}RxC$&*-IlrDRg&Qt`$-u$UO)K6&Ujj87gge+m{TZ!kqUGJ1~yJxlwp?p7eLAN1<
z%kg#4=FMbfeZr?0k+%5_I(SM31_mt1g|n~9wV#5{e(Y<KOE30>kJJsd&TiL3@_B{B
zR>uTCH4oEQ_VqpbdJUQ0k^TF#6l~cykw$x#A>i}Ktu0UTmsxkkK##cFNPoFk`T5T@
zu5C0eGmSxakM#9o!>aCck4DS#aJ7{|iJ(pOwD#!FhkI}YmsWJgT28;^lP>4n<4&)%
z&W-72AN8Y_o4<eb$-Y7hH5TmynLfu=teW{5tZucek{6aG@@i7f|Ekk6%w)8`F{_{b
z_5bQ~{zGCizg25%Yb!cBvPL8?AFzmEzK;l2I#m%kMn*<rl9KFedqLskQ|Y~LH`-cT
zpFxd*Ht7B31u}wJ-p_kK&&Riy_mx6;)4?C-k3TU1hRunEX^JPiZ#@GZ59tryeIS)C
zp80+Zv8ekY-(yhjFr;2oJAWxwZ4-eYL2qPdwB-K>ec|ehQfb+?Dk7GuXC*BzIJ{n>
zsJwmHBW5Ex<zIN`=)GIaS1;altR#2OJMWj;`e=4uH;{|NL@OGvuGN3pI^)Ct6=wZc
zvLpBVe(1?tmH8Npfm297)d1|`y{Mr>WHPt4jI=rHJM{2BlK<TG?NyxBzh{T=mpO_b
zTKMJKgr2CacJ86`4OKL-{#c1{%MOAem7aT$1yJAtvd;sK`qvaFfn3`7F-n&Bd8l#X
zlx^*(sK)bsOv(5kdDDxIf0Z?W2j6jjm-kIa>bC7ikQIga#onwOwCOGHB1JwQ;y-@7
zM`cVeWT}{+e1J?Qm8xj>y=Xm0MsX86TM128_LX`ods5NUVu5S=NZrWIViCghn=k%v
zTXW8bHo2w2zGSHjViVW|ISd65Q(3&^>JCB*c;+pDMP@+6`Z<&`lNU;X0N8UHlLyy-
zudLLQ_&GVBN$(IfgaUSb?Zzq#?SRstrq&*HsE9}?eEPJU_efgk&S-6Jf|C>{xNf5A
z_g2eo<ea;xfSnxYc}2awlsvrrN_)NPHxu0O=D=IT@L;O{Y5|~^;zO$WjVPP>`qr(2
z(2X)K6J&ytte#RZT?zojmihWZC=XO-hT^m#Ul3o}SkS*p1R06=$sH0F(SR18c#t&?
z@@=l2f-Nr|snGKn*F7j%B;cVi-u42NuLHys=UsJ}Ebv)AXM*~n#%gOOWBL0mnX)~d
zBA|q9-b}00?}}}+YVmYRiC-Ab07g=9X|YII;n@zkw07$I+98bNJf;3m6{GJ*mhr;G
zSty0%LC3~x13uPt+--FnAiQk=_ZV0u0z9S?%`7zyT~F;kSBkuSm6$fDhHv8T*>b0g
z2hnAuf$Y)dB9nRp<VZt@(x^7d`lZS-OK7Gj1g4$50_J&(bFx7@CTCbR;fgtX87P3u
zX14WTT1_Jm^F-vaoAcRKR78(bA7Cdx97B?`pU(-)Bea9I_VyU0MM3ioc{q}#AQnLG
zv;fj2BH{trd3haBaMSm42~-TD)@Hlo#1wJ^?yo-EWh#`ARl#m11dN;I&K8bw9}aKN
z_HsQr^;irc(CYflq?l~PD}H0f4GcaUL7z4tBoA#H*;(Zy@+)fb*PN}~KzwAAds1Kw
zcHxFCsP0)|<#884cTN7aTV0PU{-$+N`|<H+?+A#aXHzN@LV0}n?~Nf|UXp>Cb_*3R
zpQq>So3<Za$!gRWkt8JE*kEyYMAV1V?J{1ty{UQF(rB{tt9xEFu-)B5Ar;AblMc2q
z8RgQ$UJ%(%<og}}rqQRpqa!v)C87Q0^~aA!L|}jQkf>sezHN6F-Wz5k=3Cq(V4l2d
zLO{YqkVVO^!`x$F@O|au-E#@YdwhQtva&C^4$1R_%G2$c9T4Ym(+Mp$s@R3f;%6WL
z)j_3abfz;GzTbUDhS};|H%8+eo7pw+Z*EK>DT|HP)5n5xsH_Wm1MR-3WslLWUxlt?
z;4w5mqNhcalMsEzI4B&~gZ`RM`?Kw##RO9NuLM0ERptIdg?%e~!UOkD@LfD~%hwc!
zR`>gyCk_=!_y`^&R+nB}wP#9!d-4p2N_Pw9Q}BMg6guI9@)i~rGoXC<966t*ep{X(
zkg{t*GKC&lSE2QjwPUaJ_P0~NiFxT^UDn5~`ymG4p$KkrOq@+JP7u14ly@+nULr{w
zy9xJPlk=&s!|8tNR7%do6h29w((SBwPKX(^4ZM65%GB7rkT&go*-D7C>`3+ftl=e3
zL?t-Iy-%sHL5i>qzkKVr!2aq%l|yB=R8T_Z$ndqq+|#$AEET_^VmUH+K&W~J_tnZG
zT!WJCUPkLS4U|*_8&kb-Le^7_OTZqqlp+zm(Tq`0RK+>P!nL8Z7S&gAd-j>w;fyar
zqSv2do!D0fmpwf4PTeunK3UVrL`!J6V>w%laf+rGUxU9BcyAeztAAwKZ?ybNZcN-_
zNTKHF2so8o5|Rh-B?bN%rl&QK_of?$;{e2$G{H>}U)!uNh!XUMuF>S>@M&dVhn;j|
z8)OyOtXex~66Q%y>-V$6NVwh^n^7=k%mS(RLzPGRE7Mc^8|y9#ecK0;YVVxTn|$_N
zeiS!Uxdne*5B#V5p4~46NgMugHw$lK9$ic_PWCOg6jiar%GanDYO&#sh1&@CTXmki
z+Im4oF29w|`+Lb$uKk!C$n_Nb)v_e}$cb2N<pWt@1z-1URs8J((v2lx$3iyUj5Xh$
zGFT1^M3aF2{4OAw@MTVXv@Ba~Hp@u*8m3llF=6Idggth1q1pY^cr#^x>ib@Hh1y<z
z|5Rj3WSQau-XQ2S@b@p6&x_y#z970H?LNs1jgd>|Th7K>1NcY9q}3i(LyO!5M+p|M
z;4t<weXXx+pPzA$1Bp{QY|;2)%$av)Jn;8E$A$9~K*}2EE(#!k<#U4o09+EsG5!qt
z(fEd&$7e66Un%V^r}BD8&|?Y?EhjFdnf|73LGJv!tc&}z=0TnpQPB*prGw<4)FCg7
zk1pPNR<axeTj^`|%}cge?~Z|SGQGT^3ykGQVy%c{7^)dY3K;(+=<SJ!BEu^6_KuA_
zI<mm0mf_CW@|Xihm$FsfobzO>tL-=ZQ9$56#J+Dg-QnFKOv%x1;v-{>L+(8=6=bKW
zKU@;11rALOVvNB-6!QK1^OiUmV-6smyWp)U&))pTUVU<TR5|HlOER(V7=HV$J=P4X
zVgFPy{Wf7GeDdo(_&Y3{Vf;)U1Dap1>E61<0&RGyf<InpYis)rXHxiu8pts12W0+1
zsPpPiYLupL-QE&jRRcvk&NBFSBo2T+S4!NxyRewx%5V{fo(x!f87TA=cOJj9WC7%?
zzE`&|f^2LAB8(D~n#zP2q|d8VOEe=D<D!z26AHV-4f=}7PkxH*m45Fad7`%}zK&#)
zlpYMMeUNX5L<$AIwGS(+UM+QR41vEs@Cw*hjXkb`lBUd#9~%Y^<EkW&?2ao6K18Vg
zxt8+zO$A%?Cq<<i<KN*OR=b;iu0}nB56AQb1u>72boE;||F&cZxaR9nulUR^17tC@
z0IC;l$hRh2>r_2u7kfGl0p1@(%gn{e=;i4>=A#DiZ^-SRJT6k2+&>v+A%o%~r!#^Q
zysdInZZMwzliwhT_%eLL-99p+%Pf5sk9^WFs_@g0>7rHejqN|LXk7mGMBV{R)S1F;
z8OxSF<)8#w({o??_p1tuoq>!-%X@SEhNWkWgc7f>paA@fz2dtY?&FrMmcf10ID0+p
zML0B$VutnUrka|)`Ct)P%$<xm&H2S+gBjaOKlJK%=V7GmpW&W!-o%&31u?ASYx@sh
z6&PI*2gnT*<b|Qi!8H1^2>reih14Wr_yxQ{89|&AVfxQcMDE)7xRj`zpv(ICMzWq;
zAgN5nIeA#}tq-r*gv8)nicQK&xG4?YFNHI^rr;^dWFJEA@(P(Ez~i)q8}geIH!HKa
zrR>E(pJR7<fy&zZOOfwLdDX32%WQJ^K2)@jj~l7HlRb5df(jo0C@KtST_PSc?A=AH
z0JS(5-ewmSeAyU)+3)U@ih%MEARjV<n4hnuW>(Yzg~-uxTErvizMiHzM>ylr-*2Wk
zi7kIK^KTC3%i;SE2U$lNJP(-WVMdPXL48FnB?{m|3R`zR1L<5vfB%Ndj8T_5=7zH&
z407R20-=@uQmAuuEve6oQ(~M7|KM_V%c^Zfcrb|wH3PBrhuCukZp&Du^ZowAgke7{
zr+gfWyw1?M>YJhd?vpD5ucx9WK$6~d?(>BqKYH3fJbjj3NNxU0(p30s|0O!pbGs6?
zH{I;Uc$7d0h#G%$dMn<`b@#3MLxSJ0Hq3!;8vVbeZr~yz=`JX&HYVn&C366wr{bvh
zgj<i4D+sM8ZJB}+M-2$pWP?N@2d6i*?gn?MjuJgoB06#5j)}`j#$Vs=&+584%qhaY
z8KB>a?{_g~iJ9fuk7R0PEzMRzu1@5iFI3|Ib50Q`igu)bAJ6ZyL|^?K0{uQ)5yiVl
znKy&AQXwy8u(bVYgi2plnW?0-Y2qe${xQ0*jxJsucqLgs(;|wWxo79~b=?HN53@v$
zUQmCX5H~3Us+f(cZ^=h7azS%|)r|*6MrfC}n8ZXbaQFfQlF5N_xh(%LJPUtL1w)wA
zv|+8aQuK~-dy)hEf$eH*jh|)m3H97sBpwX1gtA6v<u6~#fZF+Dl7^}~#bWWH7e*(;
zLUD);F)*WOQ9nm;D%`q1lG!8fG!2rgCWkam?`&8TyJTMYT4=%crORls&?6>V(7G#J
z9INUPoh&kzT)~1gi%ADj2s*<vvH+{syeix=_a`NN@a*NR$>MSL8LG8+%cI#pFgx9@
zJq~9$U_LCA2eSM&S8=eLs(*lBnN=9C6ev^uC{B{Z7OAFRGX|IGKU248!lhL{sj7R~
zv9xufL-jU}`Hx_(9!f)Sc!1In=B`#f8cp?wdj1`T$7OJnk;&Ev0@Rb#_Wc{SaVr(t
zgIx!~K(ik$kqj3>^ZZ#`>_rt2pi_OHgQ$XE)d&{=sslZkucS^7cbu;h?nm3NzKl<}
zqBa>Os0-)-{sK}$aeZEW(kol>X&Fmi$@J1!M}+0A$^Y`9=1I>9&oQS`%Qi}3=yIRX
z0WB{q!npOPLXp-GLLe#G*3lu{k&~U>iqOu0Y-Trb9{6zEOs4J)^~KzV1J-3FQ@8k0
z;an&maQ`!RlvB!73RbX=-Msk7wkNWq|LmuyB|ynN(x^hnaae!|?FY9T|E>RHlaw?B
z4%R%?Rp@}=G6MzurO*KkZq;a{4}0Y10f-qRMa*Wheo_+VdQVSn)gBjcBABv)Y{+p-
z@_~2ZvgY4Y`Zvbp2K~>cEW!3;d3{I()GBs;5oaSCVjYAU2%cp$^hxP*&p>n>>tFXe
z<mOXbghfW4w2TG&d}3=b{M@2DG{%-}`9V^U^A?e@E@Pt`uL;r{w7r#GafY~KxW4^;
z=)d);fc1%%_(8id)VOOUbiJZu8{{B4;ocOoXg*Q%BgsKEelwh}w)Lv6=Jf<F_*6e|
zytVBUnrkY;!fMT&^ktHMpPT7)ZWi6sDBjg&lMX@h2r}Boly$tj_Dg|=%QWN=#0U$Z
z@8dxy?Oz9NZQ4OViyu0e)RwzUnmE@IIrOXV-4#dz>T=ULlhWGWi=SFrHJ$oy40Fmp
z3f(C+>IYU;+u%;{<Fap1&?>Sp2Z2mDkIzN)5XcN1Q#Koj^-M&hEvG@mN;oka;VqwF
zzIw-Vd4d;s#VHYt5?Y(9MAm=n0sm+gk!w2}HvO1r>@Y1jNOzI!B~<Q{OFM`F%=%X0
zSJx+(%PoC~mBFwJ%qzX=2cf#I--z}q=!8#$?hxM6(z12_%bS^oEz)r-@avD59<B^w
z99~Sy`ANCoAobeC5aZFqrkPgrgsC}iaLwVLthU)eX8c^9YNEL_cqb=4++dgs)XZ{V
zo62L2``T4+KREhuPQB4=>YBv8YLUy5RdO~sl0|(PVnzcMk4I2bQMJJfayM=fmQl4t
zH+N_-!eOxrig9tkj_1-wyqr2O%ib<7tZtUxIg=X}bOR+p<w_bN{ZMMDYMMw>mnu2!
zy6#T0!N_ert^&0L=;>E&<_uLXtq66!uxcU(NgqM~>@Gj(0^>TUZ_}2OU~&m*5z+MN
zPzAuBA|qj|(mIz9WL>GWEiPC+Ep`kC6<r)tTh?v(<6>|_r%O#M-p!U-0B|kt1P&n3
z_Ha4>R34%2Q}0K_;E9>aw=mBT@#Xio3T29Qh@!OiWh2uFYd+`&q9bWHSfDSEv>$FV
z-M5C8J@!M3+pOT3Sm!Ef`8pn9c&fOl?s7=prf`J!lNHr_iI(q_vg9UgLd#yW+nGah
zQ8n^S@^=N{IU*S#P4heeGAveKUh8nszTN~asz(_KMy{dI!iMWv@?kQT-;SO(;mlz!
ztcGF2UGAPf{${dMdpS+>oVVpSC=zsAQ!0EcjZD{vv-T|`&&BRsDz$i}xb^<Omywq_
zkcFfmH<F<v6OFMuj(ADhvh|saGbLbHMEQRzj?#LETwtG-psCGzVMuLatHF=q6&TH}
zQq03)4E<ec?xHYnV6L{W(&G#`D;17om1=3wlm{ViikN@PA%2oF>W3A5`KDjPu%zRh
z`7xz4985Ol<pK}(PTUdD=g0Rt2<E(a5$H?~1piy^GM2NhLyHA5CPj9&eXOTNEJXO4
z6XWZu-fBO0q%aTq>u(dr#>mB~>)NWHfpU;!WqBZZeyOsP=8R3ViQNqq{e?NRT&U>B
zSu6dz;LM281csMHrO#6be`Qk9SEs8Nbf)Lr2rHv#(VeX<a^u@RBFu^Bo?N9hjr*W-
zB<1J`iL^R7v*=DWaKanA*|j3;Sxhm3q}WgYLQs;=2aogbEY2+?aR`LT&@XHLPg0NN
zfuzxKJ}aiBG}9YsVH!OuPmr{q_iCA6sKeUAc9v1UcD4dbg$s`7z!foUm&QqJtaoyk
zq=P#VkD1ANKXwiF0EQlch>{)^9+z93vF=NI#^H8+w1#<p=wZ?7k%CZWNbF26o*<E!
z@1-d^X1Z<uWCkqvAa)CehTK74$DA;?ZgYZa3m5%!uZ;iPho=|lRa+4*cjcd#i<j@5
ztBbr?b*}B&M=1^TN)<uLpduyj=H}VfUxY{ShndaA$8#79AxZ>~Mp8|@Jo8Mq>RTW3
zz9*n_q(tWU!PqObjC<#dTf28n?$HPgEs#?n-(q%H9?yKSubp0R=tAl0(pP81&p#82
z1d-p=!};QAB=e?Xrjz}cr@||-G@tf80x*4|wjN}2c&g=IkemL1IPZB#J?6m}B>rS%
zQP915Or%9rf5QJo!PqQ?B2F;OjBYe1r(9X>URtncaHml`&3LNxocS5U0=Lbt)Bun?
z!u!EfWf>6ygGk0NIcz24e3H6GM65b5Vd~ochv!h9im>s@?Z<@FYxRYS#j%8yb9dne
zlR1DwKPiYum$sa=!(Q3wQ0uY<L7l~M&5x%eIlSHT(rfIifC%<@EHFc_I#17^SL>~0
z_1<(5ex}Uju|IDV?Hb&!aF|##k-mF}IIkY5obs-GKK;N3y9U(l4X=)juVOE^F5_0$
zP<jIY@}a#Y<V2Sc+_IdHr}b;gnnYE;u^%+l@-09DD+m7{qdV`NWE@jkzpB*X`z0CQ
zqf!AFa&*rqnw8h}mz0VXzZ2DH=Da~j-3>RzcEr2zCv@zJo0_~R(e<3gA6VZf{8wvz
zHSG(=aQr5qERaG%YN-P6SylPyWKYIi8`eIccl5qsAFD9$lgOJQm-ya1lW<tC{?V~W
zq2G{o3uyz!{LeW)!h70hW1*!nX=Z;eFix`6-Ft37K{C)N*)H&2g-?!RFRrM)l2+ex
zndqGlNOn`pZ^5Xqy=Jpi#XQfV6CB@oCYBxxuEU#^>GQpO-wWy@d2ZLva9yLVMp8U1
z=D#A3!MtX0yqBD!pXcBSRPTuL(Pq#>i!rhBZn|m5yz41n97A>Us)P<(O^#db;#<H=
z_p)=cJm}H~A%L(-w<q?{z5Q87azPa%vCh^ZHBH#7_xZa>3Hk(1p`V!bJ?(^Br;u-d
zM8Uvrj8(v(cjJzJ4eKP-^4wfGEqbDN?s1Tzs`y6j=Nak0UMlZK*&g$|X}FkTN~aR`
z(q8{<aob66+@sW@5w%wbvgcY~L<$07*(o{b?fnq3UC)f-#k@a0>}I8<a#xtAV53`q
zt%O@UFa+TzLMBRnGB<j=R(e9zM>|<WNj>DG8vb<rG3EBhn|0n)cQ<GJaHW~=oRQ4Y
z8MGGnu5`m3XETkQB2Z-y{qgc&z*Z{WNOCja?l1m}d5gsBGP3B7tk%mG4@#h@wdSgO
zV#d&0s8gRN4z1&k<~NDpc5U#pTuAMA;1v{Ou9m3QnSRGHRFJjOs!W#!Cj4INe|>m%
zLMaMab*nPfJjAAtt*<tpms=}3zKEpJP79(4va?v1n?}{*r7<QtgpRVnCnSHyF_Ea`
zO8Ok-;Xg5TTepoVHURgXHR$91%#XKlosR!yKEGZ>*6WFn_@)!dd6mh4O(i_;$>;Lp
znoGO=n;V3j31PfDw4!r;ud)JhIvJIG=}29;0I#1y_J^IDNZfM^Rgn?N_@FYflpK_+
z7UB&WIKMZSgFECtO6rXjnk)~s*o^yUB1D{pT`R*=?RGs~&mlrTWGzimEyK3fdWszQ
z@q?<Nn^VY=jP99%bBoj?W$jWLa^6q$@2#fWoac30X1<8s&aH}=>r;(#PT*)+cXayk
z$KS8cqT`&`Ruay2q?NB|mc+#wAHKU1Tes1l+k74?k`u2u*+0H#Vgk>9-_{3C+rc*L
z=wEXEW1;1X95rL&)uhaylpn4G1-9l}HnZ#dUfxb$==k=ACl+F=Q>i195uyJNUtb*;
zRoAsWm?)wch#)0Mml9G^DlIj1TXacF3?PaqAV^E+&<z6&E!==e4;@2Fcf-KIx6j<q
z^S$5i{p0(e!<@7C+G}6yTGv|3W713*4*Kx}o_rnegyx)d2kENPBtW=4F-ij&{_T+X
zzSzg^=GAhg``;_Pz_PrchUVK4&)V)DUyp7BDxrdE)|$^5^NrI9bF~t|5gofPh7cQP
zHPYNC-6|z3KaR(3iwao2mI;NWEEffGBC59rN&l~b7ID?2&jwbJ@St9Piv|kIXMNns
zM37j}`1DAK5;GF>Iw#6noIX=rQ2(xtWxBoW+cz)17yyTUlJONgAp}Vv{_D_L#aT;s
zv^N5FY5k(h?$;`Dyg#p`3Sht6!DwiPP&hP7ri~h5b~@iO@;h1ag|+Nytyq!#yV<-J
zT^{gR3~-Q$rr^?h2!+n^i2V_WM%<CcB=Lk7*6zn%1BF-^3??0P$=)8DJk^@-+FKkX
zhDjz{Cl(@n68hTmU+5ha+_{Hj5Q}|6qplIiho98NgE?jG?9>k3EcLPa7H;SHo;ttm
zO}zczdx8J1vHN0*|6edyAh*vEn$JimY!nvO1+Da0LAz*P=Vgr;(02c2;#1u&5Ni3L
zC}2K+u!|_GA~S8A7fozwIN42Z%3f)AGh}<xgpqZLOr+`eg3%Zr9wXj=-bFvjBJNwZ
zOX%aMBV!xq2#f8N<AQF$hu?;Sdf$eKX|2~D7#)E!855u)2>ZE6yEz#R2=JI>a~YX0
zociT2#qqo9M<9$d0ciBr{renHqj+ke_w?p#mtikb0NHg_@sCMU;<F*ccR>tc*H%Uq
z>MFN{DEr&Q))!Nij_1l2%-X{`k5}s7bly{HcTm=j2sqjHVl0CaIiaj?&Zj{MDX4hW
z0W@Eg2mKAL3{SzVDqe4B5}qRHwpx2G4|I%6xDs#*A`TMsI3k!@-fq$F{bo?+odz0X
zJ)aT6l!`Mw(5f;?|B~k>Nnd7@_;BOQK0RI{FKwmH&|l%NZ?sp~jk~tllL~KVp~fB9
zgb8;@Tm|bTyO$rBn#vFZI#S1ogNQQssV(-PnZo!&tqsud6g#JUtsNIm_`!|YHwQY*
z<8mwJ$B%*QdKWB;TNFP3H-!%;KOX8>Q`X4s>a`m<elX&|mYdaDnf6I6r*FgPLCM~N
zj5UP887_WQyQzz^j0BlLxwt1bFH<u9fQcM$PEWVnd45Se12}a>28!ih=KZw>adGOW
zyT5BzhYPm5=wzVbK|^@Ej<JW)HBTo6u4hm3Rs}kVO^DSW?#Wm~Nh9dLbDgVkD;=S%
z^G#(J5YU7Yk6;pA^vTJ|6zv0;q|;raTcPnZ;8<kIg|I%V(dRfiX_<W|DeIb245{ju
zy1S!H^so2V0!sU+m4WHx1~3vI)@%i1ii;O7&f9@HRaCqAdyQ7gfd+GTclZ32)uF<q
z?&G0+eHO!Nmq?JJmU}4jp$E@IOXx2LGWKi_Tal?6yycu^xoIaK@8Z)xXeVa(*ev~+
z`8wQv-FwsPTjFf$Q7TX3nBu9h^C!=k*{2Jx)SOW}r;`R~vuA?BDDV4cS`oqudQ4Bk
ze}+A0F!2jJ>$?xfY@GXcsmAz!&Ax@E-Ga%p>i5LRpy_<{|IBQA-PHFh%`IYlqV|U`
zBx=tiFg>qP_Yw1x7G_zKhyIn3lAFN8{l>G<F;#@DF%-*sJ!Z{+|2y4osQq@IpaNQA
zHn@dJUcQjepi~}BccG{mEVOyR?|bB-Wo7)Oe1Lv5SPN$7<mC7M|5RnNWwo049rHB}
zT2z*GS@Q6eS8_N&4UhM2_&yCKK598;stRuZetYb9&-&WmFRpjnL0cBbNsmC+wl8>-
z?G42*ax!{vIyvs)WkZc8`NOxWqZC#G3>kFmJoa8N{Les*|IFB83ky-S_9>Ajr%cnE
zO?5OY<%7yZZB#)(RAD`W*&t+rAfZ>;(X4K0;+FKy&fvAg2T7AcqbrC<-k*X+MP#Gw
za*-=KV`<W(H$Vq5mrL@{Igx&)@d6NFTwpM6iN}HM2s93r@9ox1^ZbSn(Rm>&P`{F!
zYVdC71QdBYTnReI4b;59Wxc7G%t+U#s_e!-G6*j;qqo~`O-fiFb2jd_doY+ZuR<E)
zdlzJ+9|CXJ5=>*|^4p)zi!~Aq)EGGtTPy3!c?w9yPpdf1^j*17<WHf{;MT9$^&jIj
ziIi#USFw_13ShiiW)~f+_nDzF-+BQ%=$FE^!4vLZ*OBiv-g^p|LOQl0-7@2MbJ0@P
z0^rvgDL?iy+Jf@hodYmXGzud7Tza4xHXybSyUV5b8_XA=iA}oz`x<P!yXOD(VLCy7
zmYhEB>^kXkZT1{%TqpAowRc3#*6}okmuUi}ek$nk$>8+QncaqXLs||-BKQpRoSiA6
z2l;%Fl~uYZjgvSaAfVQja|P#WsNHNhWK^7&`{v@E;#a?d<w9u{7R8*NDKXiccB8{P
z9+K&W#i03i@K03|#~n8!n#A7y@#uD&6fSt0KKFt}j;(2Y?IPWKUMOfB{@4qK(P}|+
zqgGfXCXb}htKyDvaHw8(9lb!iHc_h&&gB5$-kd>u`9;v+TN}(!2BHNq4j}-47q$aM
zqI)xKoEMa=jaX#1de>oOuxypwhX{n3F-pZ{fhGa%QgNwXq;`B##jky7=!|<!x7z|r
z4@_N>QL5{K#y5C@ns-z^^t&ZcLun4!XdS`>G%Z&dv{t+QDB+1sEIBLS%k{`9=wzpv
zqI%DhTfjwS!fjXbe;HEIM!D|h_CI%M5nN(oLfKbPc>N;}5EAt7!CkAzanHSs&M_`v
zUC?ggY3?mN82+#aMo;Cs+AUlIF?x<>ivpXgiag^B%h8q126M)PAR*Y?z}IVi9E?@V
z(<GzW57)A`uLd}GA8Ls0VI9cHMR|fa9;Tn<_4bD(_;mwYAnQN(1cX&SYc}!I6Sh6_
z0m^0E<6Io2cYac)H5BgzPk6d3)_NmUm<HcxCVa3O6)`-Xpk8ZdYZD!H`+P^w;i+R>
z*}R!D@V}BjAWfuCp+-@Vm)X3O$vZU3?{xlmEv)aK;!p*-ZLa&8)tA=an0V)P_52tz
zHE-TO4>vH(#$H?(RfS?3`b7v8Hc-4=UwM1SC?|;wnO@0iynB69QEBBLbIe+;K$d!m
z)nta4Fx3;&j5@=b{1XS9rh0nETHO+qM71VVK-3kv);bDrq<rk<x?^-Mhk=>bpwO^a
z$@~6rmjajN-@A8~f>rJ=#tgJMJbdD^?sP{!JL!E1FeP6?10BzlRqNjLa=118BKeZ8
z%ngkv8;dsQ^_FX`RMeh1Ra%{`)Z6t$i<F)?xbt~HVn!)K>|Lk&i`SjeMt`JH@q*09
zoO?axiFI|Qg`@o;j%yw+t!?aDUp?mczbwVS1J?;Xp)$c(JDrEErc9zja>>KNusU1r
zhKAuzx{gv+ZOEkz{-RO+$aD+o1gu~(G00^}_CS%kPsQ3K!y0zVR#3DPhsx{VbuT@s
zu+OIoB2^`wNp0N2MPm0F&^CEBX`sW$dm0V{95SHvzyT5(`4VKLH8y>m2QHnaaQVkS
zOURc*`Ck@oKRlO3o09UNYNun+eIYhnKr}Uzm%2-Xd^*?@vEAi37-R#!@&W}EKn%a4
z#HaAdfMxm660^2!HIsnfQ%tWWRu2g(6xc;A>6P+@_kkQR*$XIKc@^ELsF8lTCe;Kh
zgr6I&M~|*O7i6>ThLh6psY_(om_Z3IUxH@0hE4SOD5?=_yB_~IR$Db)pt{7MI_B}!
z4_ek~*B$un=MMyAKI1d;KKWH0H66KcWooi>yF3D?5Jp58FkbhEhboD4K%{Ndpjb>@
zn(5=utW8x^-u?DU80}rmtmV+Y-)lb2=Wc`h?e%%(=h9=`{?dR$Mog%s+??aZg`HD0
z0l?detZ?(uL@H6p%KMZ%bDWKLD8h2BZmS#mdl}U|f8N^BGs??{hTM+M;owD>Pxn<G
zng{jfX)jtXY<~Hzlil}Td*`&O)LE<Ay<mUTaD)msdJSLVd3hFk#0OfFDK58T<eDOT
zo}9`wQ-f?(HRwQXmzZDC9WsP9D|c9Hf2xypU*cz`wzsa*1Ym)DV1!0gcJfJ#!T||m
z0+x#MHu;^6sc-U!wM<*gpPL4qGYTKqwCrgcxTb_xJxCbSvI|~K8UFpqDyiv#*jXPt
zc7Mw=R}z>I?A&>X$M8f2iT58pso`eSzf6)q)K}C)#?i_O<9Y1nRc$<L%R|LNK5zA^
z^%8D7SlrTxrNw#Czl;W)w=aWc@A!Za1V%)V2~U(v%N<E${i0tA;1-D&I0axvZ?=QJ
z$ck1tx+rqgmp;)S3K`ON-5>BNcQzC>tmRXDZWLEAskQ#@1Na{&)X=NcJdltbtxBG0
zSiB3IqPS*SROvHB_C>nNC%3I$EGAef_pY7StJ*i2Ctt=DI||HK2sr$7hQi@ZaL9;Y
zn_oH|kuzcApF_9c2v_CjS9yr`*&EYQ^$N#N(6P+T&7aPXS#*$NHPhb7RDAOnKW<XM
zZnd2=33mmC*T6&YHTR!%IoS!WG5PuF$C;Mvjv#kwsF)wo`tb0tFb>$NVcyG;NQkd8
ze-dF?2^4kDwXkuW=-r629+EEX?r*^ojA&Dk@G{cV$Xjs-^UIQn)qk87c*&QDCdps3
z^I17f%fjt@Ukh3d(MuUmj>zKmSkU|V<DuCP3Ojo?a$VeVE5H|JT_XIGvPRDZIIe`R
zk6lM*vQmqbspSQDnL;P@v#V@uUM{an%l0d-+G+7I!`~LJWb5OiyB<aEFWg<MI+$PV
zoE!=xe3=R)p>OCb=Z?6#6F-)*?c8Kr@VxyGXPU}uO0g;ZtvzJ<LiHHQgv5-J(nRl>
zXnm~_x+X4_F`h0vkOt#jXPi>q!lj{H=fNxl-fWfN-zE%XCJ*nhJzXaDi`J33acD3y
zx64r<UJ_jQ)Jrb<ORSSVomGo#w%uL3((T}kjkc|KP|>!kG~ugEr;)rz(%+FC_b#p?
z=XBwo&lg<mQ_9T8A8)(~$WQ`)5?7WpJ6iF^BjZy26T?1jvkxVNMFC1&80<qB+eFDy
z_to=hl)9Huvkg+(ag=F3q@Vp1u?0>Q6rS|L)U7r8`NMLx-i9jJ{*8x2bqL{$RXFU3
zyT_==b}*nXh6&E^sm1XvHi^=|hJxehh&o@BUFSE9ni9Wi|DpA{;e3B-VxqR{r1^Uq
z@ePuJ$;-|??Tl6I?BfZpyT+4TLs?g{|8z>!{1F2y;z_7+n$VN63*eS+sfx8QiS89t
z(2$cOeoHhgl|K&;Bx(gBA_fW<oAhqGm3$citeb4T0ybybuB(5(mS8kRgicH!ayKy#
zj-=Zuj1*o`!$g<7zI%wSDYCgvUcuJBO?v?_2wlQpsxrF%2r`xq)W46OC#*_9o1#v^
zCOpZ(KN?u_YA%*OTgGO=<#j=s)65l#7YUWDh!4+I3@2L?T%A;0>I&S=f+rH{5^KPU
z!o&$BdnzL+_#dn~hB!2K*Ma7bh)&iX<w(I3zi3$8m5{J11EV@(brV`<PK}W3>&Xi|
zOR2xZYSN^euZwMU@?y_M80N@-5bRBx;Ml&K?2?Ko2v}CdwpXB|dt0Uba&_14wGb7>
zt!twzD!9VRGqi9i-0QtMx9!A~+P?J`Aj0oj_cGaaVFnRs%{7oqgs~GY@I;3QlU)n_
zalhzMmR1gakT&pH>$l<&SYNW`IVn=OF@&~Pg5cSnwNc3nV+?4`EpRxn6btlVk+jf_
z%tE*ljM{kI%NiBG1rfc{#umER@tnT=Q>dqTRJEmsJIpYunlCdgKvb9RIM1D#uHa+t
z{}u%zk*R+T_H*t1^p1Sl#K(Hfk48TR?D`;(*TNZQ<Hs%^D7M!ZY(JOz?6<r{BDx$i
zoj^`Ge<Eb0v)Ut3uiW?PHpRc*MUk*3S4_+TnNg8%!VNl48sFqk#4K56g2TDW!LGdg
z!9FtZk>+1ac$|47S7wgavk0q6vmL>elC#rno8vaZ+gK2e&*wDGG-DK_`bFvMR-z1?
zFY;HK`7Ze+IM-)*s-c1e2KIZfv4fbu)wt!qrYM8syU2~cDQz?J^)F%r`;fyHA~@Tp
zhM}iFOm-nZV5cr&6gpi)bH02qt6GDn8Ed42D3$r{zSWESo1yM(QkYSI0B6nl$os5c
z*4y^s1^`z+{+mkIU_Q$(uX4*=Ypb!VWe)y*<y9P*(jeN+^A8@(1wKN0F_4pMtf>Da
zd3Z)OD6eAJ-xe!x1lk*i@<cD6F?03)YD~36Kp75#gDP!bw0aVL>wdIoO$1otvn9{$
zJ6d5R{2tL|mI1Pf^V^9^0;ltR8axxgf=|Ysz8`KRjoQ<9Gj;>0NS62WF~CEzJAqNg
zGR7LKJ=-?x$X(!IPF}pU$;Q75x${~?BgC|;CJh@m=(MI^X_0igz3kLESvmB!8)%fs
ztO*;`+^Bfp#f*cc{x?db0^x9Ofo_w+B)YHgNO!b;<gJRP!~?xqTXD_k1M8X53XYv*
znG@HjmhO?i#S0L6AoM=VQXZ*B8n%bryQjoa8g!bTuG1{z=Xgrw-CL8Sk&AX5Q(Ns2
zSe8<oe(k=T+Jze`3NENg16wJ^Z}IK)wE5N?#a)lxBj7C0(Li@%PG1IZsq`$B97>-W
zG%{pZpxtCiNr6}7LLrYrbK(tUqmkU07OYcF*vz<_tVCk1ymk#f)5VnF`;$uupVelv
zYg+3`+5U&z=nZiBu2n{Cei5FZC+g+(BnCKCJREjLaq|Ur%b0(_(oVG0Qf)6^LuPC^
za-qD}h6bu;OXsTAXZa2Hx~#t+*?dPqDJK87co1$3Sj+}7a;LcpQO`wTfC%VB^;t<j
z?y1GV!8*fBuI}AG>Vk4XgP-G61|;eXa=Pb5cj9a%eq<_6{LHrPw6vJcs2zlRRB+;p
zMV|BEYZRJ1_<JQTyQ(_9_^FM9j^7PvS0$a>#&~Ru9sUW}W%em%5uF?`WfLQVN&k%U
zp6%dTWnwNm>e%dZpJ}|~=O6W#hRemg3n%7(K^og}YVY`DDb{s?wXi|=1Q4rWR0a_&
zOMJ;O{-SOW6)L@I?GKIe*i0f<Z2Z0a(c;i}L<1d4d?*G;inxE=4LMlu^Z)#Lak(#c
zW%j-Y8~e%Of^dgXy=;hz(R^<m*rLPR0B^yjzM1SQd5DsrA^_&6mjoA)Vd49VP6v0{
z=28K%rSz&|c6RaNg#;mqgm}o?G7<J9yHU}fRX?=uJU|9#gEr|N9z$0xb_@z#r~A-L
z>`#9+Wa(<1E!8-M>;dy`NP><?vdG^BIsLoTjE@windo2jTd)aiEZFjVm|QV@q&Ukl
z+wDBj{tYbKD>K4(Ue})&b|j?=wTFM|n!CQy-Zm74Ko>kAU-}5^!BZXVW8~q9$20zd
z?`Sx8m+|1m&XE!<&Vv#WZq!Bn*@TmWPoKY7<}=km-Y>VyCx*wr;7&>lE>gh}Pug--
z=qSk72S70u>;h=v4is^&)5uvJ8M_>X^P7%0d*KW1e<)sWry8*g6!hbjZPYSHkHO75
z6#{*{s;1u&+&!j|qZ3E%5{@*v%2Nz_htWfB*)9fb^)f26Za0ECfLOFRkaK=NI&u7;
zw+Qg`CJW)iazNe8Yx&cjBGzoRgSQ>`l>Ww_|ClNzoBcYb{>YEceJy*XS=Q=9NDGTo
z(zIA?maS(*D-Hw)Q!0cXPiSAfpTyu7eM98$JcR|efD-}`lCW+nLw+On-#eq~XO8dx
zT;a-=K)P{->;t~<zpD?L75y-FI@&+a?jlr?#`tU?)s}jJn)o3NPZYzO_%XNRbn?j$
zYuRaxjk~9NV$N>e8L|di#x5JsO%R1(;u{Bx<x6nBIjNO$qq__C6h@Xw@ySK10ICu(
ziAX7+e`Ad{>s*t>8D0W+DbGhIqUbGFnC~v2sG9j#XwNF)9jd;vHYE2J!qg~bJ>f@A
zDkc}=Z=^bot^hO9=n6(+euXudnOF9wFT57il>v4l6xEmM^>^GzLTR*AIS1RAYxoHL
zd_yQLl6ys?&yt0S2^}nE|2km(*eMhxW`?J&Jv!D~DF^@bR}eH?Lt}^+_XV5&d$`H=
z8TfC+KLZ)$ZLn*8Oj7W;dxQC*ms~9tE$a{a*trxY7y87ZQ$fh7=YZC*7uy#}0s>F~
z$K@)4XC?hUNANV3ZNAOUQgyj`>sBg@zl%m%tU#X2>*D7JLB?6DpZ1p+VIZu9uy}F_
zbuhs2d%~;CR<0&&^+m&@Ptek1{UHmU=RfAO6SMI*q7zVtdOP8(4}p;yRh9)R^ikUl
zC#113^Xxc7fYFoC8aOhtSmDozApzHjtTGdjgx*kKX+S!RShZLlUM;o0?|b8&V69$1
z2r$Oc(kvZ{LkEiGM`bGDf7C(kT6~rP{!UKQXwu#M3&I=_Cr=ri|5&gJ=mrV7%c~Sl
zH4CeQ%NU{F0WWjREt|2Vm48=)P}R)7a<6^ydzl0I680l8j3}p>68=Vgp*&4aZ};0O
zGXtjv&-cZQpK=S=_VMV8Rd$UG<P@TwSZG@d3F&x~oj_Y5_h}~orWBL0aXuNgnhO^`
z_NZo$$+>#`@`o4mbr&VXN8HJ6y_8uwS~|EkIOd(VW03@&ulWu!n~}wKX%XlFtgZWp
zSNsT-0^Xf*@+4h_8yCLWYK!b#zwa@mct5i}m|GZK%)Qv(FyOV`8mU*+EY?l~D3~6?
zR`CAmx~pW#*gPP%%!|uFy^SC<gy&O9zEZU2M2U<IO8*S{@q-NSp~E5|_qBW!+-6uY
zuM~%EEQJ$zi*tl-?m6+syPG4aEf|L*Y3K`VZf2MmD++tOlNET&u-9l}cn8k=%Nbi>
zEq1i#VC)L+<OUAHaUBTQmF28?;iX1zj-q63j_P>GBf`pc^wMRZ+9b?Yyw)!l-?plR
zdu&s!ats}EQpiULsa-A?*||jfw#EFY0Zdr>n0$+t%^5w8O+2eBHIGxmdMoQYTmMZQ
zIj!iXuv+-|G-)4lvwehLj5OI5h!felLi@(dG||O`)(NHl=K?kC!n6Y}!2&aQu_X8R
zrfTieR47I=zOg@lXYsWAZg%Bx-7f=Ryg7tTi`)*R1&$PZ$T|?{dRLH$>_wQKqLN2+
zl7Qt~E>N%ETc2Jz3K3tRjHV+PI2qzc(0gx6P9shJQe1q$nAeL;QoLMhjWFWg7<sYa
zl(k_g!DnKE9^wPPAxSXG+o84kqo@-h(;#>#txx)O3I#Q$Z2s-i^fDf6gx<4f&vtj4
z6Eu0m|5z?ikgp_ekwj{%{#_{mM^r-;a@p};l}g9Q?DvqP>k3^aY9FrnF!9PPJAFHT
z$9dSW&ywL{ot{`<7MNS>ZWeWlH;f^926mIk7qTf$T^YJt4#P^<|B{=}u2XA^A|Log
z`y^|*2;=94G0Ml6DUSiecmFu?uch}Rt28g&x~5FXgJ;<icIW1OGipal{5J2=;Y?cN
zK)Tkog?q%Nq}2+fA|MhKkB~TAX(+c$TCFSEnfj-BG}5i--=~!cPaC;iPG1WQ(fyFU
z%8T14y?uwu{V)#>lX`09)GL(Tb4t{bwfU%)H#Il4F~OM9#cW}v@HR!;^!vjqK*+-e
z2p`bOfe8M~>S8N96tP?`5qy%$nRc1pEU|afd?EWcmNEZukVjc@1-Iq??#D68cKMH?
zyZ8Jhf{`Rw5$<Am`=W<pN=mC*sCeiOiDZtN`tqax!hlDSRBo1h2?GU*x%iC@ZS%SP
zm;XK`LU^jgFPi;*QIVXLiz#{(z*ALVQ_l7B9{9KOCUSCL6KN-O<?YqL{P!Xq$RXDF
zG8nr8;F7EW8Rq+^R~?XCJ0X<!3{hf=e$8Dc9--4ImYO`lJ0uPGDz$3lu{Gz(uw7Ts
zl>l+qZ`D5i0c$btrhgRveS;k0Alf$#K173>Ta5UZF}%n>EHtnw|0mty0VMHb5KQ1E
zpRl%wG1;|QY2{!Ds?dWmJ$v>C+>3{y8mkhe+?UJpGp#%XT~U(>#YXDd>$?OelfzJ>
zaB%$<n4exeGjly@t}jcCF=_WQ>{S|oMeg#ir&~iIsTb^e@0`QZP%qp*B?7Ifw-eYu
zZ%{9+bR%I>xpZ)S@DEKFb=nQjavh1F<xCN#_Elh|Cs#mL;sc=V`)kn00YWhP-!yt3
zmWZ?DZcJs(tSH)CQsAhwFQ=&4(EixF`1Mh(r<*pZo6VO<D}Kh6<kS75H?@epw!vj~
zu<727I1p$ABOe(nB+c3iuBcCU1_aRP6?YnDqag&Qk$x<&z6No}G+xe$qXKe0X9<&C
z1E7*n8S&I3oZwkhDGAmWWfPd*Xt3a-6VadL;U}n{6p9=VWA99P06+fwp^M9>2_>Q!
zV7EB_L~)to`%ZP~JBRQ4cIra|UfW|PV01F#H8F5BbY%C$e4$Rl&@8m|njPiZ?LQo&
zW#4kAU}R-~xYO)B1Mbi|cbM#QEw`{ShXo11*vY7v0V`q4b13N`bOLhUCOh3m7+t_w
z<hvM26|d7q=X~-zReuTapHIW$&8MInEu@;~H|@BG1*&?>ft*O05ZcbOdobetMn&La
zRB7@W%;lB4#H`xuyAHpBXwTjBgPFF+Ncnm9(^gIKHNX)ze0#;-{s8K5jQueCeHmL_
z0mhj|CMFhqyUn8a5hF{7(71BtidOQj4jc|=AFl@uCUdjYL5BQX?<s!WvZLrmOLO8q
z3JJ>S8HRxgp+09Od++>UcA-YA56hPhPUpW(6CLYqket*G-=2k&7b}=!WJ8zw^0g-N
z&e%B$@+ZG5MpwPAO1Bb2L{;@!p1F>SIA_yk8+G2Q9lY%QYcf#mG57vImEhqwD!(3a
z16ex|rtbWH%lCGdOy%j;XCTYZ2HC4DneSAVpm>cIbSy;x+4ta9E3L;%G@8k69{4jJ
z>jMQp5Sh#iKWozLN!ItPa1^4}L-Vx`*y{7NSRpP<C2flsERP23?bJTIUe#xR818`+
z9FRw)8LqX~8RsI<7yn(Wtye9J_97rz?hM+Df|1E?v0@(OpcCu+{;^CXlE#_Y0?a`>
zr<;6sd_oRhI4H2Q)ufYmsP4z#0tE$Iz3H`z)%JnYnrGV8uE)$dl(QYRmv01-So_&$
zr^hm;TZG7?J?_ArRGrID81`z~cv|OBp}kPzV>>Va#gQx7t&B|-l-)0K2yJwo^_^|~
zcUgi0#V&4Fes(i2&-xYAd%LH~*=pqgOuT+70Kzv>3L_CcuU@WoCeH7cgY>Ldr-olX
zsNjx{=4t$!38!LS{`GNP116Ea*7F&?^zTO&1H&Z(`ec+>YfDSwZ!G9^{zu~*xAuqZ
z?wfXc<qQb_FIN)RDSae+@$3it`^}g^jicO^<M{Nt{P9vv+N7G7D=sGgA}iVFuXcsj
zMp261CtLm~Y^}$^Z0&sjwoUTF927`c{p6H9Xh4rpAieUL)hw*-uQZeFpduwD?cIrX
zQS1CkoSUGpn(on($qu05kl}f7xsZMA<u&b!w;<Q$9VqxSTJ-wU7t;F~tE<+el)Nv#
z-xn-6v_1zr=Sqpd2gASX$<{2D<R7<lv0e0;9mHE6?1y!yd%8Xl^i~I9zKZeq$beCa
zNxjjDTO{H5zkhf^rd<a}706)%AG@VKU0MPaDH@<R_5jH4b^d(Z#2&v3^dNLw@4#=o
zM4Rl&cJWlPh#Ko3ED&7%`)BYk@}XN@HtI26BidewbKQy-$?YChBm)rQ?$oOu`}d9`
z1|Q+Rw~Pei+?7c0Kj|MwJMMuJQA<$zwhUT3CxY^3E8|-CJ@%)eARW-bQ#CC_!V?+8
zrN_bi4A5wa>oh)+x5!zXtAyyI`l4~I#-q8?@Vu3|-8vO@ltgC35Ek6StSmL2e3daV
zDWEvIs<4^}R`dyRAK8)LN_mef&X`~A!Gi~ce`KI6;hpE`(f5+=Eh?g4@01;6&v-%>
zGhP>Vs{+tIw!g46%@ehV;;7o90szYT6BIH~TTvns2I1qO+SgP+T#<|vSY7Whp_VL_
z5fxDG$1jvSqv{Pylx{EB?GrALKM-JQC<eI`lk&wB#U)YIP+CcopE2_$Kyn79ACB?p
znz`M(BKguZ+Q-F(ePs_A|6MCqLJym_ca4@E|8a~!6sfMXd$w&1e+}4$v1j)&!F4p+
z0^7MQ2JX~LM1qu-`zeN7A@AmEROwD2zvZ)>s{sKB0?vlO5H&l$m4BHT*1q$eVKLrE
zQ|F(r->&t^JI6Q6z@|Po_eY5U{odTJOjE4D?#Al`gSGx$g!^3d0O45p{DN9vT)$ao
zQ&1f`tdTSFw{knMTt&IaRF+5*8EL3oKW}E?{p#;u>V7bLb=Q2=G6WDQ^LdlAgg60$
z22*4=^%rQp!D%$%z_7gMCelzUt%K)>D^Ojxm~JI<l%cyHmOAhJCU5PHzthHNjkRvB
zO(@8bBs8A!2}P;L?&saAtCHz$XRhj&|HP}A%JHMT)9?e}>wR*(MQ%h^8P5U2RF$3k
z>et)%?~@lq%Q&g)v~}RPjve+EwG|Oqkg_Esw5IXZmnzuZ!(vEi(v6ce-r=15?#!V>
z&Q5;vAJJyhZ){fICAS*b=lmD-!8AT`Ys)=&-L-~a!c=7wIqFqE$<FrZwq3LIj;zu&
z=DZf<1TOQ2Gw3TXxT@}^O=ElykTZ;&3!K~$^C6MqRl{z_yjmN-;a>74bDKS6r~<l$
z??&f|ovyUO<95y!5UXd8T`Gfj&!Y_2ygg$wcEyAVt4>USgTGde>*eof(oNcQu4O#c
zu+<*bI^e|(?#+^u8}T-gz;a57`vUBct3f`(nWk)bl4xf&Pp8U(F2HZA-G*!GIHW+x
zUmpTkzUuSW+4jP3SBJ3qzHtcEQVmT!Nd-CeT*vgvOI<d6X^7rKACX_*t(q5&n?%r~
zJA&&2KPLxqP@qVENcg@?KRRl+qm$5|W6`>pDyY%1$`z96D#In)xFK49#^kPpAKawQ
zY85gC`yBNJAoU2q$pnPv$>N`MWc|g*D{ce^(&&MztsphP3S^mLWvVLpv=o*c&#m8)
z@Om8(+h6e7hJsv_-?H(U$$Y|;GzYlw6`&(TtbC-aSvA=rCah&t178cD&CNA~O=(p7
zIboKF^gp+K4GHd1jCKYI87h!r-s>*x^CWEf!+$^hok8TfcKIfJN96Hfv<EE91zTuu
zm#GxCJ<d09UOL1S<unwNZ?Gm$Qogt%t&bRG0oFqO@1r~7ku}DXR|zzZkAK;5;2pz0
zwBZj%F8ot^mAwSBGWbCT)0wio_t~3oPc}NYpkpsN1&ITQ#icJ|PPtgT>U)T@j|coO
z%7EB9t80SDNB>1xzsU<po=m~Ure}NGUu^>duU3r4xcNa5G6#WzhPZRsh3F0%%w-CN
zok`KH<Jhac_IrQd3zg+{z;VIf0ejf+smgF}VxmfNwC*9jifj1jV=6KJ=7Gf0*C7)p
zh<t))KL^eKklY;J&D<Sa!nA-~9pjtejk->p!uh1~C$6Tn8ZugSE2>xdWQab%KLx|n
zXo)1O`tOaRLcciuhx`C+DIw&RoFeRm=XL+xg*eQx6nxO-;Iu1RJ}pW?tiYK&yzuLY
zU2w?BI68grN2B82?bL`n6mwhN=X~h3!&;h3KKN?<$d$YUsFB|1qB&}vR9e+V!zpUB
z6zs>ZQVOeqqVpV-x{`d=-W?@guNJ#4m|fXJvsyDHY%#14x2Cb!Y{wwl)A`O)PM8sz
zs`YXGGuLu$)&yG>eN$yd?*fC`ED5Giyjk3}R)fcEw-Je6_$I)xJ7Z!<PBmi<aVM=T
znMYOnz?@;irJ#oi*;kjsNammj7jDOmK$R$Nyrd<j^u%U%Sw2%D`8-VlDi%}$$$AcN
zlP`gwzJVll1{vIx?nj4??sKi<f2D%x4!2wh=F?jmFdoubQ(3SX^eNwSlFEEX2x~5o
zLHy}C=y;x8XQjJiGoeytGCD2Qdpn}Mvo<0ToSs4`3Fgs6*A*y1w7OoZm#Y{aTd;qo
zq?c-Qe4ft_oSscm;J$qt;06!zCzbrCSC^7KOf%glxeWJ^j;7}1tKD3xINAe>oro_$
zd@#lIT_tq6+!4rX?)7AfL*$F`pyuPy*9Ak9$IP5?wc;iMlpsX8^zYx9$<Y};RPz2+
z%fs7+b~+vJh3gFP{pJMBzW4(XgYQ<tB%fhEtpr{x0{2ZrgRF<8&JCVNdp~T(vRki0
z-|noqi*T)fggTVcKeA5bsU0xZ6C9}J$<BA`vxEDS<gQu#(MsRwdGsqM`5Mfq&+T)m
zPkboqxgP#)L(++&JO5xZFIqb3%pMtK?NWai;2e#+zy^H09fi`}HWW5UBd%M!Y^YE&
zV|Q~kDwI&-h9i_9Lv(q{x!5^<-`l=I>1GDZj9U_Kr6bG4BBQ_N%izBrQ=}?<<X5*2
zMj357LSfBmF1<Ex`TA0v2Qt-jq3*|{r5bO=rpfTsnH)SD(4sUf{Nc_N<deB!t(lxl
zc{_W7XYGy2?MH)ae+C!rqK+YxY3PQyqQgv(EOYG&g-f_>1m?3C^684KT{q*dvyA$W
zj>87*`R2FqOLE_o62^jOwhKQI<+-*$#5%YuYI}^wE8!mehsimCj-}6;E<T(uX>p%v
z9RZ@rikIQB2V28^1;dF;IbW#BX>+2S--_)Uz}~+AS&@VPWJQ{#>>JlbGrx-nC^(_$
zaGu33)V~SG)8`C2o||;@foJ_^a&*QFb8C(p8_u~-oq}-RY9W7?2(Fs`0;!tDrVsZo
zPB9u5{&=Qf^l9HF;>k;rfRwM-ZVV_gR^`aN_&G2Ur=EOSTt9s#EKmy=A&ajapt{a}
zl*&@M#_;d4mAdq!c^G7>4r!K7GLf5dA+9ObUcJ{zv3yamhLv0Q74y5U=P<lP>J5JH
zOZz1HUn*$u7`jRtB%p;Ho-CKfcwZI@42sCX!mG9@fSjbzInDZ2+1s=Wg<?D~YH+b_
zw{?-oNxk`pP07hf0ik^y!^Y9xxeVweAzElx_scimE+sf7C`v1$XdYru;xs13-u~{p
z3L=I#aiUNf0VY0VntVrp2yGa_!<Cr)3ZiAt4El9}Ysz!+QY&7kOv)KQ`Im(_ya@p%
z5B8_5O0-M}=W5X4P^al{pXf>w#)MA3cf#;b-M=c5W~Ihw&-19$U{mU^Z+01^ffSmk
zFUycANXm<O%WG?Ubaruy?cp5=yu=|vN_0F@uj}rb%zq|!Q1?>=^IINXe;iL9Q=7MX
zOG*8^cvbr5W!Rxc1#kP3D|dK#hxVhTF%fyeJ<+y-(^rEsKvd&TaOEdZhfJT^yg2q+
z=c+R2j~>QN>zK}ZMXv5m-3m;3Q4p;UDHAFzb`J>aY6@TNG`QIeJQzthIQsQ15XD#e
z4hbO@HRxU${-k?))JlT!Z%U8HuH(fD!V8iZ2CQe=Cn7m&A~3*v!>si_TeK})ZR>_V
z`gZk3A4jySrbgvXZs+={Cw{NA+2Mkk9{6{v!q86CMOPTdK7!-s?AxY0X0tcVml}tV
zzj)-QyJo2B-qaaH8!Ajf*=|t_i5CIvZPf-p^8e}P)|xSELf-hI(3coq;=<m8%AqKf
zJ)PnHeQ=!fKZMjU9rVq1YdXyMgKHMeg6jx@IC;SnR_AKCOOcyh0pRGWM%mgXxWM#n
zS@K&9O#JT!nhpxo{t5QOR86KE%PR6X{a~JCB)_n~y&YN`yS%!;XRzk&UH^=uyxQy-
zI2`H#@MaCJQ7<D-U8Bm(@;!_JB8tmYXfw3t<Au}?1)9&lJ-#Wvb^}&<=dS`CX|zlJ
z(`|V+?jQe!cQA5bSD8HPdFet6?4LmL8_UP7>2^_?;DL(RAiLV&=!mX6i`zXSg-a>7
zb&**#oXKl@vN!ja4`e|O7lLBe%{5WB@m`)40u^!FKhEg_RfCwTJRmLRf?tY>nfMWG
zU=^BB*HC@kI(&kTv(u}umPe$Ql8k2a#~sW1ii~Z7V5NbX*Htb%DSjAn*Nb{nSQetT
zR&e})+KMZdQrEt;Ul016XawWy0BLz{=nExAKT~nZyXrt-5uBoGKwXUtz=0ntO7o)=
zif&6Hc09gF$J&Fpc_j)oV}PmM9C>5%j)p*x`QRaQ`jFW4pp$Ago-NkUbWk~(BmKTt
zm}SztF||j=>8{l8y<<#USYi5x);az7V8^9ey1-!KKA<>Z<9*t{r*~TMEpYD9hAeP2
zgyiAVl~+;xTOv#T{!Fs+L_tMzOFTRZ&yAxQEQj4M0QRWx_Wf+!m9A7;*p%au?nG@;
zlEoOk(TyaC(K2aPM)3cK(OQMdni?Ek^1~*?)fJ8#Ye5yN6ZX#1-xZ}Rug8+`WxVZ+
zkR~vP_Ph_*ix$mwucHyTT8b}dY8IF49amMbA3n+17n=}6fa66spl$5d*^k`ar-ZjC
z9Mpy56e~`+1=gnp&1zSJdV{~S0*oLNdyqYjci|2<T6xgvq0RnVot}@PG_g88P+)da
zNJl5Hx&^uX>UG;yfOg3GA%K|^9pkq<E0L~J$X#zxx`DuG8p{>SdpWm6N9M{UP4(5m
zB!#gBQO_9JUE%w-KkCrh?%Cn|cxkq7ydH)5a*OQJh@wdKXnO@skE28c+8nq?U+4;z
z+-n<ULkMZa9tC(9Yxwfd++JGsR!Dj6<y>BR{jMcKrW{IJ!OCwL8!x*zf5T?Fkg%n9
zSQWE<J=l4R38X<L(Ye+IUry#58yFhM6mUdMp1!TkDD2vV@U71V<is^XcF`DpJd)JA
z@?gM*2fG{BZ~MbI(S$EIOT$2;GIk(%%fcHr^=LtYOJK#rlci;Ry<8WAB}rGejc826
zwq9S4&ZwWd_QT6D$x+6_$L-K}-%_(XA$kuA<^@G33D}|z3WHSzuKV*Z*euoVfG~a?
zPvfsBh-Y9zZIAKAmp2=J$VNESJbMmdG*bpkIYt%$N5!^F+)F2^>5kBMZgLG+a+A6n
zQK4QeyVl>)WcGIGm9m%+#c*Je-F6Y>JetX0fk6TdF&l5k5xF@~^WxWbnjL-~JO-N-
z0c{dHkAy64Mr*11a{7#Km}}H~i>W?L^I15<TRd(ximT=yUUyje_2BDXx>a^DPV*8G
zlj((5mtDj4;$Nfk@$;2e0;0&ZRYX?QmL`yxkq|}uJ!~trGzM@og2&KJZ4-}_>`8g;
zOG`aGIB;q|a{YT!+&Uq8p1g7}?RXw`GLq<w`J9_hV`6%{S>OjZ!r0P1=bY3?L)H;5
zDXiS|T*CiA)>hqBZV{<vQH5pa+%ofc{#g@?4flhs0SOWB*m(B6T5U_mM79HNZ)ZeO
z_%86ZxU`3@i?_q0vlrx110@9>F+lf4d>!!ju=vWzNkuzS2)qu;R+;EET#()&2}HS@
zft07TJB+BigH`NEWU0#yv+0Vwl<<d6<xCwwgk2dsi>*v>mQF(D1GmSS3^h1fV%+H~
zlI7A`GW80N0RXRr+y-_148zh83(}r3-cLj!!6nmaPrK`C8_}DA;Fsiggm=26Kl^1l
z*M2Z|y#lLY<TP0RQ0&xB*Hx45f7f*s{W8`meAiOYEO^P+p#FXg?n<vaZl<eXA4sJ3
z8dY*Vp%`w8(CNLE#VllZ>%GNj={n+OF=q21edm<Pk0xc&KS@u^loAn#+X}e0z;#>l
z$K&=n{RA$<gM6nZ75JFcT*$`Q-;T#N>?0~3%73sd-VU}3=M8&vvvcu-WvE#6Ai4$+
zjTbK0%@M(ZZC0Kw<)30kjj_keWl^>`&E*ejl8L{{^4BSg0b(WFjopplK6_DxDDR(h
zFiWY03sYhW(-Md<Nwkr?6~~=R?(bARP+2RScgzF&CIw%I?$7=G7kU!(Rl&BuE@MO&
z<c|f>2PnGLYXO5+6h&rsY=GaNdOz>%Jsby47BaCyZdzcxb(=52FV1NBp;DdfXzk#>
z*&|379<*qReEGPX?ss34F=uGg3sB@C*#O0<SvpdQyL*ORNvWT@5D!u?!YXpnUW<8e
zsFR^ILLC&W0Osrc*H|SaNn+@_A$!7U@|^^od1-#*SP3onwRcOUE9o|Y)(D))6NUe9
zVEQG7Nu86c1RLIfYC(nK+wLE%yLFAEBHx6?UyQ<y&vuAXG+++q*nlEw^vPNOe%r_U
z7cTj*e^UzUI;nQDi*;HLhkKSB|4h?Sh<gYi&u(us=F3vo-trSC$NIa=*plE}{P2*)
z=#S7f!tZoLAH!<b+1<rcJO;-eQzbEAd6h(#c9VtlIb7!}%T;o2=MHD_qIZGBComw|
zeUb@VDo3@QqftFKy}|YNviwFoNRDZ-bC(b3Ui%Lh`-ar)fs~{DYT}h_cGePY39x8;
z5YB$jYYg}H*20-rMpO?Ww3N~ERr{iB#cDnA*^#2-rJvzck-D_tv#T~)LF|u7a6~Fj
zM2A&JNz}O&K!M!%zVv>3xY|dXE^~)Br1*tY<%0dx|A%$kBvc)<xhC<SIxJPNbdJg{
zP(HpW@THcC)Lr>%$hDl(G6%Dm2J`1YP26yWgftxfML|#{vH-WeNq)InOU`(Ly%wW{
z+fibh6jPs!?%IgRQ&h42U))?bRMGp(7K}%(KcB9tK7MQ|5N&%Rzs&pWSBnM%cQqkO
z)%YmiKfZl!DYgysy<TDMa$Lgt>~SBG%{$y^nH7H;6ft{D|5xI2W|mvRJ*(>B2UyVu
zn#Yc7e5If-lm;ERHpx2fD*ZThEeBdU597FxU6kUa<Ly^I{VM4A<PJ%&+!}!voXcs=
z?g!agpBIs2gZcRLs#V6N;1T#xDBL{eq*J&WIeE%d+b@rs-oSj!7hlO}<G=&j<mwIQ
zOYfn~0;4fEiaQ?k&uM_@CSSGJb-QclF%*J|erP7q=jnX3p)x_?mi_Re-yEzM5Mbv`
zoE=Gb<0}<N1kIvEy?$|cF9OkCvF&9bPIewsc-|^RB9P$je`h*A!J@4@%(RxdwqF;w
ztjzZIyNa?~G_!#7hOmvnT3cZGa(h3Q_!7wIZ$cdc$gKD6LR*aJI}u~G-4~w8Do5bX
z1|sG)iyr;zvYJRpvv<U3s%mV#q%ZXb(cs`3aqu}w0R?ML(vu2c@cdI}e~cqIfIQ2K
zwbrF%cWD4K=w~FcSFvxGoyaoaf;!tWiG8wGF3YU}ptqRs!Wa)sQcpq&XXkCEIR(#n
zvk9UB5PVhf?H>N+?-cJ!rJ8qv1YKL=M3Oz<vbjh<{HCNA+hAi$QH%L>-C{($%V3z!
zfHnUZ`|#7gLIntH2y_YEn!$FGbCGHq(8In~E7nc~qPP#V08|iPnpgZA6rEtqUh0ZI
zaIM#?I=!5&#dk3-A;v9M$b07s)@<g)iGzX-)^MKTEwaxxdR;k^+tX0N0nF(GaSP(n
z3-{xf79&IO;)U}OAT85V?~iu0<rywhDa6mm%>kiSG7dlsAIWG}N!%{`Ql>1EY+Lm2
zB36q{4$Kd2<ku-q?%kzvMxG>zTaL#n3rLSV5L3!ehr%m3kYi?|fdT@nMyF-ghEtx#
z_xsfK4nz6u$}f|yV^k@eUAx~P0H+;WzjdeuNoPGEck$7B;p#$1>|8kZ_*R_UkV>e#
zLE0;q8pXvMdka<A0Wd>X^5V;`mHki1IIqZp7*3Q>+Q}9+7g@Oe!)S@U)7?<y=Uj2$
z;o*-v0{Ls4w=`FO$SBEani>%`fi@&bgkP{+dT6HF?`h9Du>I0ZyjRA*qwdPNBfn<7
zDwBGkuT1x^*GWCPf1tH&|1ww@=0oB4S&k)v+Ypa*+R?~vQUzJnlZLxX{%3^awjU9p
zjxQCSO=HaSOk>{23aw+&K09I0A58+l??W_SILIWwze6r3A;H|~o_})Mceb2|yHAxN
zsjaG!rzy&ddbi`nHBvHp^(*&eRQ8D_>(84M&H5~`!<S9A803Z`rB!+ik7D+0Jo)PP
z@mkErS*U3p!(OEp#B<CYTVm35xv&URtJ=dI_FOTG>AQP&`q~sOT>6|KHG6ow4of6S
z-!}e0sYZEJsHv8RU9D=7D|_weYCrwrGL5cYiAfUq1;dg#pC~)gSDj>gpVjsIw|>u_
zgDFeGIm{BR9e>#k-m^H>VXJ?~hL8&0U0A`ypD85pgyY5;2W<4YG7kXVW;wcSSfF`1
z#1q|r_2-j<IRn!hAe~MEndhCj(+KfenLnfJ6WaA@PD_{J2~k%s_%Rb#@wE%w?myua
z{YY>ALgy>UfvaY=d;=vPGTkqAv!8`?t_#J0wrmdJ>?hzT53r}CI8D^2dmSh`PKKJ+
zKbVX7>&wj@0hfq^ON5S+hT$ey1lHA%nIu3y4_N1ci#%s39iROEba3<|Zr`;S@64=<
z8UeB88PpErBmqQ6UW&M_jV_*#$PUh!`kIH*Er+gTW$)NdW;#uUPl#xqg7+G`w6)xy
zl>vC2GOtnouj(3=qLB@_AnWgOjwhP){s-o%K+YYBJAlESvSyU`pA~k^?T|=BnAWkc
z@gNYcazHO|%D=&~SKY1qyX`M`{%2;?TYh(Q*<4uoW3wjO+Q-h{*PoU;3!Hue0A3IR
zVBS$lTnI!(nNzBVvH55IO}3?o`y6;=H-%J>Ky^HyR6c!H<n3Lb?W@5&#8kA)*L+=U
z<FkU9q*VL3?_bFO4Sc>iwqSKOM|E-~eH6Dab-fjDcMf*wgT6Psau)<zNTBlRGmdb{
ze@{2L>A%B*4(vZL%Etdtn46#-%@6g`N2?nnZBe5<r!{&A{UOaEW`W!tW3X;dq1?h@
zF4hWpg%O$1K7KqCo}jo8w;Pf0DH-VHM57z+CKmLrdoxJ&JlVrasqP$q@J%NF22lL*
z&_Vxfc(es@LjXdu$GcgY2E-<3p~YYgH$F?t8Oq2da7St>g=W;#+a#`t*V%;bg35rk
zs4nXC`SNL&a)zmIB%+oRUus87c(j53AIs;JQdeD_^o9)sx^hlJNaobMxdKB`p>X*|
z<w4Bc$EL~1ndLU_4vJ<}bxEGdrYUpQ72gaStaqc7D&P6Cx3e#txnr*AB@ij>=s>#1
zgM>brq%OswGV-yAaO1pK`(CXSrf~I$xgFS4=CkKW7YZQ~GTZp2Yd;E(Mi8FedKTMQ
zjNO?Fcay}C2pjupC9Mdg2&C%OjII?>WH#Ju!3w*tuJDU_$WwIVJwWmS1>uv^^h!D0
zp8NtubqU~$6ZTZtIL9-kdYqZ0dN4J~7Wy|>E0Py0*Xic3`Z5bS`aUVhb{U|)AVzij
zq-Hiqt12(tk@6i#>1!uaz@{!Tqh9WacO}^bA}M*~EsW)Y!$_Pn-cPHX{W$%gyzExm
zzoNyqKfG~1lfN)uwA&o1?Pd5DB@tJzdwz7VFS)BN@stAG&6dzqlM`u|FMtLC$+UGu
zs6D1<2zi~tU5vO&you(509vZk;V}MW_J(hH0fqK0nDhJvo22*#xHBkTWpZ^XC=#08
z=weXHa6qWl?dVK+0Z5PO7)oE)map9ivwR}9+=O-3vQpAdNC62<tz&SdYgJ?j3>2A?
z$^gMf9ORBqU+s7<_2nYZ$6=4dMirtF4+m^!Bk8mFVD6HN<*TKpzKP~!W&CtmN7#?_
zfIt{pE{nKS|B&>99BzlyVqFyOm9eAqx`2P7z6+7S9f}JMTSgUbzGi5I@;C)mQ*#m#
z3C8K?K`LjXPXpmOn?2}34}%r)0C4ci3`DVKVoS&MXtUCLY)$D83gy-82XIc!rox^w
z<s5WbF;^@dd}DdsTbn%3tPFWhi|Eb2%LUvef?2cIeRS%Y?PA~CnXtbkU+O9xA{>z3
zJewe4!}ES3!}pwj=kh<x#ShqUEB`cW9d|o>>`q#&IF0#4O`Hya<9-`j`qdmjgYSDS
z+^UB^c#T1)A=T|%=M{6`kU8OP&B)4}<WEZSFGn~RZB~9t&Q~z=jpF<!*gpN1!3_*|
zK1`t!KzbdBPQIn^df4eHJzCL*@SJn)N-{;H*B!{`cd;KBJ*|;_t7M2$oaCM`MM0cC
zu3VvHf)4Dw*w)$}85)gtU(U|t_d5AtGg>AO+Px1pd^|7UzH2UE+5cNG?E?MbDwba9
z9-EEv%mjtLO4Yl(()TZze3L=dLbd5fk=&*v9kMb|U#Tswy3?2PKuQ%R2@A-2uva6$
zY@bjn*|$r9Ot4s=y>BMuz3l41UA*zApWW*o;O4w<tfhm72bN=}Ps#6!I&~lV;pW%t
z4EQg=8Zw?yUoTa@En{Sq*d;W34G%iPD<~^N1E<SgH(lzC;gfY<8AR<@fUf2WEF4Ts
z&A5apt@$QR*ze)Qf&ujwR@0TF0QNs>QXle4!d29BKUT11OWihh<uQNE?IpsU>m3GC
zS$`bw+86N)4^ZAwk`phWUj$i9y&AV9D|ye+sPliGcF~*5$&>YWoD(ROQhL<S=^yg_
zYOs|BB_-vcT@Gf9grKJZYM_A*PeVO?8lPm9#o%<Sl|VGO6`j$~0=^FBp{kvm&rZwM
zO@mf7o`1UP_1Ceab5nQ($df$Y7_74WY+-8tRLp-a%><esf&=Xik$uXdN)o4sX)`nN
z=wqV~(-*PcXZU5%%`ronOP#dp);X?6vC-kk=Cf)|tc!Q%*B?!eWOs!c%aXh3ozY85
z(nDYO<mo=$oSmtkEn&=vq?#+xKud4e+D3L!a{0;9J|?#GP3mIWI#w1U9%W$DO1MAd
zG<T6SgWg=4n3bSu0^*&=+_Yu(QQ&)U{!Jk<ku;fD?gY<IiHTL38_I?S-e2kqr(gHo
zX<K+VHsx3X{u+`)sXq!<y!uhCyS=+x8wf?pK=WiSogztWl{1HHjbb#n9_YdkTDoV_
zin(jx+|Gg4-lzA5>iAXJj!dF(v{HKSSWwgg(!Gxd^jR+jDbk<TR=)U0?zvH<2x&#E
zsqa|}*5p(2G0JJh3*?`5$oe@yxn7d8(rcfd^%Wx4yLs;Fe<fK#ffUxp?42KU^>FA?
zNp)SdZz98U>|Am9v?{+mk@@Fa!XqAsr;ri~dht7Xvtcv8bf_l3D0Tof&DDT%>yhoE
z<gCY@hwnKaiMVb5WxptM{u}yPFQ4}})XPP4fma>&JF=q3-WAzHSUUI8K&fx`TO0Ol
zk@u-`YolKd`qsSTI`TqCQuJSVeuLVKtlwO1i1Gp#Ufv=?jttUt_avt|ZH-}KyrWI)
zmN^GCel9$9d0(G8Uz1_`psV|rr*ioXah5SiTt;}qfsh9CZ(yLiZao;lU^M-W9c$;C
z_6W`SM7OWJ(|z*oMK^^I*GYVS<ax#(2gBhjvomM2aP}HjmFE+N+1G3&3dZ7MlC{Kp
z!s3(JfM}JDMhz8w9_EwAcO-pTjA!pGj{jK6qU#K(^4P%7UQP;M`(|IvLJ-h((?8N{
z)JPVj60|jdez@L#R^|q&pSP~qoO6Pf6n9|SV>Hix9U^70wPH)B-q$d{LsKE=pUTzJ
z79`5b_^ZEViQnQ2x}oV`t>RuRF5=hgZ8}#`kyO!&O<sK~($8;*y1?bh%F2Y`3TYRZ
z$S#0-QP-Jec{4Ff^4Ft>gGkHrgYMg2lM<Wz#${{;k+M|_tVy*e7yJ&VggIL6BjlV+
zBv^Lv&8391bk53P@TJ>x`JvOXxA<+>3o?rDOiXm^-@bXn{#5P%RCk?GO=jyFM{yKI
zbO1r5j5;C$(jrA^<IErm2r5PCAOaEs3`HqY1Vj`BR0NXHL3-%DNKuMF0*H{%tMo24
zgus12oO92aA9vk#?~ilW-GB0}mE_Bpz4u%9`#w)@Zp+g`91eHx?at6mYf6?juzDMo
z#%_hBx#^t93?!@2$U2X`Zc1iya_C={bSmX<Fiw87YStNlC8~!Kl3Ua~vG1XPqIH!-
zl&ERye*R3RS^s}b(qK=7$4!!;ebsTLlkey!<=W0@F%BBf{xykcO!U;ccq)L}`1$#{
ze$74jGU0YYfP;+V6aUU2B85Zx(U{y`h9TvRsKX37tOF6j!LZsTGL~UkQBeVVJ-fTR
z$qO4BE<7P;w3`H@ujAjo{l%;3f}GCf+!KA_7f!7frY)IhI30Y0w~ZlO4dw~sjyPqc
zzwK0DuI?|p-5cW)t1*<TF&W=HSVB#{jvnbsX4U58omtOj-+t+6_m>FNmTXWazLHKc
z7sNLzDa+_l-(CsRkk;~>Sh=Z}oTxA%zS--vOwrzmBCc~h_Vh9}kn^)YNU%SD;K@Rm
zDKGv4u&-VCTwtX+vku}dBzG%`7AcuQ{D7?v4eL|w$r*aO5HWx$Q9o1c*FfYt8GrTU
zfXpyWTqH))8k39Hx@Q3DdHI?b*h0F(IXl}&xtrfEb(>iPF;6(=F)z`fk~5;3i=*-m
zui>P4@Q*<vhGloFID}I-epj2?2BQ1Ng~pFM-G=4_|BSj@JJ46zS=}o~J|`yfsBRDf
zh8o{>4@A-aZBHj?#44z$sTBmANlH%UeUt#$P7mn3a@eWOtG9iV_3lpmU`@L#WUdk-
znu@x1of)q+v182bgDg07+Yi;yD*w`W-(}Pi{{FEOC(?kI=Sxo|fJYl#QVK$dQUW<d
zb#}Jtor%gUAT`igI2x%EIQz~lDez(gX|AkqCAqllc*pMMg}g3r#lk;@9(0+O;$KDq
z5M3jnyfBTNsXvp~Eb;~5n9>2O))>rRCjhU`c%ND{{w!{fzJw02pzu1>ny*?^T^jf{
zz{h5IhCJhO`0B12fov$t!1_OB8zv>)`1!|S-#6Y;;gOLU09~RI>;COU`<E};<&SKb
zxn*u9Du?Kd)(2&5Z6s+=g=iHH7@K1>DERYssr6(WnAY6%7~H-p{uF`ci4z=)>mwQx
z5)y>LZKG20HnD#c$clnG`>ss>ZtjeZr+R<B?S8cQpKt!>68&wx9y2|&zrJK59FzpP
z!QJ6=1Om$M<H~LiG;;kUZWo~dx%{<lmp>c1{CN@yrgq0sC*-(bcO1Bk9F6XdeY=2i
zyO;ll+n(#A@Eni=ys6t)u6RS~GTU<iqah5MnwnP5Gc}p~%P#%<6nx*mDJGl|0JfY4
zcwoG)7>k!~x)==M^y$-VsZy9O6MD7LcbDS7m`23e;H*C@C8cvgzi8!?nZFFc#VGTh
zxRU0?kI~b^XP5g({C78aVV}l@l+Nsq|Jf{RyM6x_!xev|R&#g!?`J%rX}mQyduMAx
zv1~FSu%pD@%<t*byNZj^QBmATsdX6uQ+EI=l9IBr5d34qGA9JoKb}Ake%7FjxKuNC
zNgzI;1AxKmEnd<(IU~DLPc>ZF)BtmDeZD{aPIk<y9ywiG$k_SZ17=RK>eZOrpIhIa
z*L3f%iz~9Gh{!Ki?<LdJg198LKw2Iy3>bRRXN*1i3*%4^r#lk2Gv97wTNxHBOC2Ys
z+f_xiKR#n-KXxo0ek$F#$`c_KfqF5{pZIhu-Al77zNwr&cTPXH0WWQrh0uF}gZc6W
zbCql`kE{-0d1(Q>`>LlSAO}4dC*od)h18#wmp4ReXtMyDrx5U}<KyGWb0pd^ca#W#
z)NPK2D6S0ovZMoweLzS^u~DyH5hhLF?!ER5CEM~r@Xxh1<>KiNCfnjSr!%sT^tO6k
z7^DvFY^OxpmNoWB*=g~}KI#C@B?1cz*i1AfE8261?ku#pcL9LMZa;cd1UT^osBYJ#
z0sdYAx>Inb87N>vS0bvm{7jd`mrpJDvMA&jH4yz@0H)JMnd+63oRZnvNUz4K(&SA*
zsIR*GaQbU#C8O-}6?(;TOTNhIckkYn3|In_Nir!?IwL2ijbeCMP)LW6Qz@hUE*0qf
zJXT&8(t*}y`X#Dm(P6=-cOup+t68L+$n~S+aJ2yj#lcRDxU=l+00btJFac{1rG0~`
z`kZnuIg+?)caizFc;9dlL$n7ks>WY8-$J*_G-M$-@oG?evuG8@@Tn}6(1%4tq!@cr
z>&jYdU$AC2Jauju11PHY_kg6_wLR!bBW-T&UkC}LR^H<u<YeZ$m?QGbQ$IhemZ(cT
zdFFxa0(7AI>nOG}el~HFUyMns&TD&_uR(EpiKT&J>^0X_WD|KtP_St$%;C1jgW0a!
zU|@yn&c$@+Inau2`==+#nURtT5yqaSt(zRgWR2MQPb88&W(O;7MzBvauBuFoi>p58
z;rpdkaR(FRM?EP~rC)?;Oj~-rO{eLb<#^KF>Z`9ln(v#srlR6dTU#qr3G4eY7*P9q
z&(VLY16Xj`nT6Erq5Q!kBlpxpIdJRCQ1Y!iu>;d3;!JeEnqgR8^l%oQ)!d*$KvuSQ
zv%<WEo*1Gq-D9_{!0R%!$9e~7T$-_6U&}`Uko!JQwq{DO8NgU)(NUHyPJdjzdKpb7
zOm&qzi;j+s*^4ji!2ISJ^%6_4RVN&2FoQw4i=Rsfy7~3?Ete)_JV90+7S>%|U4yN&
z-;>LXza-z_p;D<YKc9MT6c6Z}h0@EXK2!+c?Jv75#$}iLN~kfkyd)(k1<HsjKu?HS
z(C>iLPhfG~chw`XI#s?OVD`y_&r0L=(#l5yga}Irn4^1tSX@3}@6YrV124gcQD9su
zez*m-?Q3p>KHY$EHpvx{kdWZepjI8{x;#!^>gdplT@}Z2&y<fs&}qlxwN%FuvLU_F
z=h*665>YepN7a{DXrkG7)rQ+ze9-<UR@O|Kdi3SaGak#9UpX0lUN)l8+;T2$dOsYb
ziK$Knefo6G*!k=O`R$ESy<*$w0r%w_6c>g+n@Oa?aP!EDPQX*-NvR)Kn+|V3>w*9}
zW|y-%so55f-bzvD30Y?x)AZ&<fa$|Ha)p-%22(WntjiO|G8VTV2VZ||0x+0cIipE5
zevKGn8-ucG`^^HYFZDeG5Oz&WA074wD6uZJwv-j$*y{#I9&apuWGQqQQxOtXv$ExM
zp^Vf8t^(YoehsfCn;9sn!`?SQ9%adX+{=t)_f!-$94}=vJ!8w51XH71ntsDmaQPGs
z+z$$}{$r0(W}12?``1jq=|m1afK5!`4p_{B=9jy!=_DEr@Y(N;v0l*MXfU{+s+|!I
zeG&C-F0ZMPV#HEKy*Rhe2}&;mLvU3*C|sg#e;NC@yQJ%5RmG2cWF$1PR^WSNZ6ykX
zR0|xvuQuXfHdO81ARoG?bD`TZwlF{h$1*YA{JLAJ=BfQ?z3%nAVLHnpg!)bU{07c4
zW_YES7^<P5n`I*yzcb3WljAvLm|XJ4G+<p@>*x@`%@zI74Wf4GceA}oN)gx#(<jI2
zTL5WR93Y6Fo){mAEZqRzt)8**=AcfbO0Plcnh5KCl#1^@f5FT?_jjX<F<^^zt3tF6
zG!u-(V*A(T`>hQNP<7@E+%4`67Z>EmSF@cL2BH#v&w0yx;B+!mH1z}8A~2X&zK7C(
z5Usei=(}p(sMUV)%4Z7_Uf1rfyxYp+LyAv3SfX_JWxYMt;TL=Sb;loAXl5Ihlhe5|
z7QtIH#yhuNTuOL7R&G)JcwIuM->jhMi-HG4()yPt%skqpP=p)RJ;IMGfFt289^aI+
z0a~Y*kWS*4QI6|zCg#l!dhPV%<;zTJez<{!;?Ew8MRhFjRFXYicHY-*Kr0E*(%qWJ
zruAVgYEJUE?H_DvYRdC$sIBE*lH!*^iy8e|2R<Ssh6Jo>FV4l7IA}3~XLaRXT>v}R
zC5Ly79T-M06~~|t(w^H?OKV}ZSEfA$R^-EP5FK@e&&5mX1Mtq>i{1f&5C39!X8dEM
zYrllIZ+qW0i>o8BB33+JK*d7%mAgW=yhlJ-xS)Ol9;(=a4;v^u{(kI@s>m(yo(h=<
zB{+H!_i5;4^SHb05yVV}^53}lcnu@emXFvZdOh)Hc_72cO!}}G1HEVzJs+F;5!mdM
zs7sE7Im86mEN@zH<GmpF8KfKS@>z*Pm&2Q=5(}0Rgfj1}(VX|sCRv`5Nz42PKx?c|
z#XO#0dKhu@gYb?xRhWb^Lg{x1GfSa3hUK06?EQflG1EtNF;=t?;U!p`>$PO$8j`oS
zx6hgj2oMdMN1?tB=?f>WzwgYrqmN1ree-4o$YAd7xs56(865VQ$t)(EU9&hog*f#y
zS^LAFxmjq(Rz)QsOuF<=wh{R!OnyZN@rg7?e{i@j+kjWAc*fP>FjTnt%CD~DzZI66
z*ceTy*}8<zaIv3h5I8!tHrs8+cuXzkmu0_IP}|G!<a<H~h9HK>7fix8;Zvd<m?j!k
zi4oeYaSAI;>F4=1-Aql9R?W4IrBR%#IV*pTiNYjq?87223RU2wYi1QwnFl_KEnTXH
zaU;0V@I7#Q3Z<G@Jg=4}K7K~MhZa$fc%OQ+iA@N#aK&Qm6Oe(9hbrt}w#Hqjf)X`G
z+!ylnURD9gQj;5P9bz^cI#%&@VDS0G1<)dI@IOm=--_E};&U`@VQZX)wxd;gJE8Ko
zI@n-)2u?3voewunZmR+s6SB5LS19h*J@`yB#qc0xbyi<nl;9YwrgGa&&d-L<<XtT0
ztoW!UEv<I6MtDcQ;CXB*r==F#KA&}LU&S-m1w}nu1s5GFv2)_$xgS7#sv5Tr8S)z!
z;%=CGHc5EjPFzV4a8ChyL8iT=VlX0F(&&!VK6}(?&tzX|eu&$Ft}lkp{pLvy;#R3@
zHiu9L_bJ!k1{e;UC;>vh_%P`yP@{=GrF;U+m4yKI2@fgAPq9`~OwzU@xxAehie~<C
zP{R0?nv&(muP=O^Ef=udo#PAf34sTbXexVC7Zp%aNzG%aR~Ph?N)1V~YXNVQTZZ4)
zDHPca+OpSQ^y4J?F>Zw8hAqA=a>W8RvS|b9?g=1$1*67LE>Xy81k5HgsL1pDuyf>%
zog3GXIsC+?FUJ1Bi@thC$SX<rC$<wOra-m72mY|T+EJ>35pN}$XVtWwP#+uI87`_$
zdz)BV%wkWgj;|7gHR<kMIi}=qrKf&>mI?}2Va6=SZL#LZ%)w+Pk8Z8~7P_#1%wF{k
zIun)lhAK1=34+W5uq_zTABDrb5F#ZW+H$Mn>PVodUN5jGu3z8r>26O_WzlE6XR(17
zM|F}&)+d_P=W05X#bVsQT^F*mJFh9+{B>FqHEdflyq|CFXb#JA<-GtZ{*YsGmz~vR
zCT<?psaxjYRb)bs=^Q%pG=Dt=$J0HQOihQmE<VqnJB#2%hoRD(T#M4U4334`6*y6)
z<XYXaC|4uWC27BKB4(fFsXrUvoYndB)aA>1W(~oGf|MU>TC{AWyhO)+qjBu$$_=bZ
zNaIKAN+Q0`j$i&j#X^8kRvU04rGg)8%yZc(hbbJJw91dQ(Glu%`f|hn!VSOmKoOjM
zLVA%Mjw0f?r^bCiBDN0E&vX)|zpRsK8ha=SIDqn76lfT}^@|%=aq-wN5+@P^xV}!&
zh_!wH47YHBUz%@rssHnq2lhj*Xw_C;n9vds3g^z7S$x2q_y!RKZ}U?RF_H1|z|xzB
zXi&doyJfwISFcQLB75<)YT40yA~!+V)5(<xixJZ+ov*;iQV<|s1Mm##=GV=Xw7r|>
z&sZinhmo|kxqi-ko>q3<q~r1C`a(81MO}L6GMA-$LIP-uZ}_uL7Db=>od+{@GWA?@
zm7jRv1Z$ExU$}~jH{T%5;2Y1OE7@>yk(cT*yo2J#f6!K@%t&P1<%j8ERXzJSZA-_F
z|G=bh-{*3Ys;Y7@_f&IMTrD7MTN}!`ER&=&56KGM$tnn_#kTGnKkcJCymtYm)JV*u
zB1umnH?<{R&0nlLQg3}dUO4RB0PIMOZadPUifX@hxO+<N(PTX;;bpwIU4mVY46wBe
z*a?Gph3EItI(u<RR$|=`9}V15itOUl(1S0-IYtEJ9sdeGkN)xrKz??||8bTe2T}Bt
zR&a`gUCP0$>UdZVd9>!>Wc6tD>H^S5uRgp3&-v#8q|TKgClj{b#`6Y*E|%KUm1~w+
zJpsVs<1<<C=FmQ*`V&A@Au37JOi{;+nfgF)GK*{_zy#mGNhtM~JA>dMpWN9^hg63n
z!KeBC`;)NbGPBr&*yC($559hStuTcYVr(Hb-T++J4pgV67c{dUG*)zTaB!p?60KNF
z4OxO6F$G)lR;FGd8xKz=I2zOO{=Ds#9<(FnnYu^pVp@em5ZX}$TDxBq0&zNRokGN+
zn)^M$%9PEQ%@F1q_`E6%Y_*m-{d<6s%C>w?3dBH2P*4SlLBSI0zd*sU^ONbLMi)Ym
z%!5`w(5fQ<x)cagG9jWDI*KL$^R-};Q>XTw^Zfkd&)2=+Flz-IT_HKSJ|+zR*|Sz4
zd~U!!y^7c%a7Q2p-!@&3l(vhRFBv@o`uX-mv~!FO;jU@_8X>=>9hzS=pCpU_IrOVF
zuF91NDaTYu8fP^;fKaEj;i7jJoY9aromXZkt@wl1yvx7{d(+-N*S2D*9xaFLFd1H?
zN|WJ<4KC>$a8%<jTD6-p;)07_4(t=-bNzZu2z%LM(}@nw2p6zV0hW8Bsz~V{89JGH
zKC$cwog=#zLR$PV7Ge>|F{nU<<Tj48G$=-)G*tKEA?hi#coDvh&?EPmAuM7#3R<ik
z2-xo`gvjWT+85;9&xy)+mVh~jAx`4^S{FTI;j_IUE2<wofQcNNwAerKx&mlu$!bI(
zV^@VE8;3dR5cA;9)LYPPijRr$?D7CfPJ~4$?^9sCFG&<`ZMt^tT22f_&g(p@nq<C)
zv`x=DXcpF*wnsV+AR>Yn6McyJJAiX{1>))lw6!_1T3eXV9dzyUV>)A-XQ&Ws8Zbs3
z(FU^=4NT8ELvWI#`1aDHR7eS=KAP+4fxJ!9HV?SNIlQAc;XE?e^Um78-rw4y(f!t~
z*M)@l1xLT+rhm2rmAcsvu+dB*5%Yt2=FO%Jy9X8?Bcr2Xv9Vqs=!#@Bt{+)=2^~<+
z!VvdOpb`LE81&1Bd=3$CiG1#h-t3E*!OHhx+4+KMV;g4<GG}g=?u~Ilh$Xd{W82`x
z#F}3;<vg|k{GGY3+)-@4QV_&4dQ}Jw=kQW{R17Rq`uG6czS?*<<@jXI@L{L6PH+q4
zHJFy4@gi9t@&edRo<|r;mf<D@Ah77kZMU@{Xx6Jbbm&mV3W9UFsPJ9N<yj|*pFZXI
z;7NE%+3~pr*rwLhP2eI-fH<slEs{Gv`L>6xZI(#c<Y`H(_IE0D!Dt+s={Hz_>Z(^}
zY;dbRDVD7<T=H%O+W_4^Q}9Lo3xI<Yx|6|PySbG?B$_F1R<A{MRhM7Y%4nh^8IK7#
zO!Z@b^?rMErV~z^&{XL3WvE6WaA*uqo**JM11XDJkkpoRo;SFGzu4Gx2Vu%ZgR6=B
z!?4&hU_}vw4ADI|B-hc9<!}Spf+SHonktRl%@NLZ{XhDKKxxqKDEf#rG4GE5XX)I3
fWAgcl4{2wwdM$Nsc8W_6nXBtc>VIVYX5#Z7Ggz}=

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cornflower_classification.json b/modelling/data/abingdon-all/seasonal/cornflower_classification.json
new file mode 100644
index 0000000..6dfabed
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cornflower_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Cornflower",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "summer_peak",
+      "broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 6.11,
+    "season_end_month": 10.205,
+    "forcing_peak_month": 6.89,
+    "season_width_months": 4.095,
+    "season_midpoint_month": 8.1575,
+    "season_start_label": "June",
+    "season_end_label": "October",
+    "forcing_peak_label": "July"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.158,
+    "DECAY": 1.729,
+    "OOS_DECAY": 4.186,
+    "POST_PEAK_DECAY": 3.602,
+    "POST_PEAK_SHARPNESS": 4.52,
+    "SEASON_START": 6.11,
+    "SEASON_END": 10.205,
+    "SHARPNESS": 7.509,
+    "FORCING_PEAK": 6.89
+  },
+  "fit": {
+    "score": 0.017
+  },
+  "warnings": [],
+  "summary": "Cornflower is classified as extended summer seasonal presence. The fitted seasonal window runs from about June to October, with a summer peak around July. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/cornflower_consensus.json b/modelling/data/abingdon-all/seasonal/cornflower_consensus.json
new file mode 100644
index 0000000..4550da7
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cornflower_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.158",
+  "DECAY": "1.729",
+  "OOS_DECAY": "4.186",
+  "POST_PEAK_DECAY": "3.602",
+  "POST_PEAK_SHARPNESS": "4.52",
+  "SEASON_START": "6.11",
+  "SEASON_END": "10.205",
+  "SHARPNESS": "7.509",
+  "FORCING_PEAK": "6.89",
+  "SCORE": "0.017",
+  "SPECIES": "Cornflower"
+}
diff --git a/modelling/data/abingdon-all/seasonal/cornflower_observed.csv b/modelling/data/abingdon-all/seasonal/cornflower_observed.csv
new file mode 100644
index 0000000..a7eb620
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cornflower_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,0
+5,1
+6,18
+7,44
+8,28
+9,12
+10,3
+11,1
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/cornflower_parameters.csv b/modelling/data/abingdon-all/seasonal/cornflower_parameters.csv
new file mode 100644
index 0000000..e32648f
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cornflower_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:49:10,cornflower_observed.csv,1.42,2.475,5.06,7.906,4.434,5.35,9.27,12.078,7.13,0.07416907125308706512050884567,
+2026-05-21 14:49:10,cornflower_observed.csv,2.332,2.296,4.07,2.132,2.681,6.98,10.22,12.529,7.77,0.08494029960648741041000714364,
+2026-05-21 14:49:11,cornflower_observed.csv,1.79,1.995,6.732,3.057,8.205,6.37,9.05,9.337,7.83,0.05794835605310490494537375237,
+2026-05-21 14:49:11,cornflower_observed.csv,2.359,2.401,2.85,5.662,6.309,6.7,10.38,7.635,6.75,0.01483404417197769379884187636,
+2026-05-21 14:49:11,cornflower_observed.csv,4.614,2.075,4.339,6.299,6.044,5.97,9.23,13.016,7.39,0.02590847286425960716051422698,
+2026-05-21 14:49:12,cornflower_observed.csv,4.067,0.901,4.517,5.049,9.626,6.05,10.22,10.113,6.12,0.05506530398570518399755341945,
+2026-05-21 14:49:12,cornflower_observed.csv,2.467,2.608,3.805,5.094,7.208,6.41,10.23,14.925,7.9,0.03311533742413228682852716819,
+2026-05-21 14:49:12,cornflower_observed.csv,4.55,1.651,5.237,1.275,6.492,6.94,10.99,9.818,7.13,0.08670622886936219882902139609,
+2026-05-21 14:49:13,cornflower_observed.csv,2.284,2.758,4.602,0.354,1.879,5.03,9.47,8.296,6.13,0.1129636932082669348858489570,
+2026-05-21 14:49:13,cornflower_observed.csv,4.6,2.041,1.146,2.787,5.588,6.68,10.09,6.57,7.92,0.04871261884469023065937987290,
+2026-05-21 14:49:13,cornflower_observed.csv,1.713,1.048,7.303,3.022,4.531,5.22,9.64,5.14,6.36,0.09702783440427464339614409365,
+2026-05-21 14:49:13,cornflower_observed.csv,3.183,1.721,1.457,4.701,4.046,6.12,10.11,8.928,7.22,0.001376412255060005833074705753,
+2026-05-21 14:49:14,cornflower_observed.csv,4.012,2.746,7.741,3.341,5.413,5.37,10.1,11.138,7.91,0.04323678289079526803873493909,
+2026-05-21 14:49:14,cornflower_observed.csv,3.974,2.553,1.551,6.052,8.526,5.12,9.17,6.496,7.65,0.06712070511197697823802862013,
+2026-05-21 14:49:14,cornflower_observed.csv,2.847,0.532,6.163,2.007,6.248,5.27,9.33,5.046,7.56,0.07111521919850386053324067036,
+2026-05-21 14:49:15,cornflower_observed.csv,1.11,0.923,4.162,4.528,8.895,6.9,10.48,14.507,7.75,0.08215477005124776245104044488,
+2026-05-21 14:49:15,cornflower_observed.csv,3.249,1.894,4.134,2.545,5.796,6.72,9.54,3.132,7.23,0.05666499923472874193421337178,
+2026-05-21 14:49:15,cornflower_observed.csv,1.574,1.393,1.572,2.954,9.524,5.28,9.24,6.864,7.97,0.07808596994054874848061571391,
+2026-05-21 14:49:16,cornflower_observed.csv,3.204,1.459,3.105,7.156,5.346,5.2,10.02,11.605,7.11,0.07022366005450822556492549858,
+2026-05-21 14:49:16,cornflower_observed.csv,2.615,1.736,3.819,4.668,2.835,5.7,9.68,10.277,7.61,0.02633020411060856012667793428,
+2026-05-21 14:49:16,cornflower_observed.csv,1.592,2.344,5.459,0.41,3.05,6.61,9.51,10.18,7.96,0.07158703144838092860069969242,
+2026-05-21 14:49:17,cornflower_observed.csv,4.138,2.379,4.815,1.182,2.065,6.92,10.77,7.339,7.82,0.1071467996670417426661346511,
+2026-05-21 14:49:17,cornflower_observed.csv,1.707,2.728,7.461,3.018,6.747,5.06,10.03,3.673,5.84,0.1244152368999769075367781436,
+2026-05-21 14:49:17,cornflower_observed.csv,3.414,1.511,7.611,6.451,1.643,6.77,9.46,3.273,7.51,0.05722465576580628108510216978,
+2026-05-21 14:49:18,cornflower_observed.csv,2.396,1.722,7.419,3.549,9.784,6.68,10.27,13.315,6.77,0.0151526882385952762584898007,
+2026-05-21 14:49:18,cornflower_observed.csv,3.824,1.351,2.465,4.781,7.758,6.57,9.18,13.069,6.81,0.03963782193037267765778491392,
+2026-05-21 14:49:18,cornflower_observed.csv,3.718,2.913,4.16,2.757,2.157,6.09,9.89,3.749,6.73,0.02311179165758932643587802122,
+2026-05-21 14:49:18,cornflower_observed.csv,3.255,1.131,7.158,7.324,5.534,5.01,10.86,4.457,5.59,0.1644141244404629306395250447,
+2026-05-21 14:49:19,cornflower_observed.csv,1.463,1.877,6.819,1.684,1.957,5.15,9.32,3.166,7.12,0.05833927554882193954485184934,
+2026-05-21 14:49:19,cornflower_observed.csv,3.618,1.185,2.04,6.042,1.951,5.36,10.87,9.69,5.75,0.1088253378281007993557763412,
+2026-05-21 14:49:19,cornflower_observed.csv,3.251,1.416,5.553,5.671,7.199,5.32,10.85,2.324,6.58,0.04853694371220876693202870456,
+2026-05-21 14:49:20,cornflower_observed.csv,1.682,2.82,2.322,1.906,2.683,6.64,9.03,11.835,7.93,0.06009976112497956683521889145,
+2026-05-21 14:49:20,cornflower_observed.csv,3.315,2.099,3.425,5.564,3.448,5.33,9.82,1.895,6.4,0.1277962502219610300290949495,
+2026-05-21 14:49:20,cornflower_observed.csv,1.112,2.666,5.132,4.301,4.29,5.45,9.08,5.781,6.94,0.06739161810510685636987486397,
+2026-05-21 14:49:21,cornflower_observed.csv,2.962,1.357,1.567,2.586,8.354,5.48,10.78,14.804,6.06,0.08222391956731137111034300296,
+2026-05-21 14:49:21,cornflower_observed.csv,1.312,0.765,7.376,7.146,3.013,6.67,9.04,11.587,7.86,0.08838803068280985523817549005,
+2026-05-21 14:49:21,cornflower_observed.csv,2.351,0.842,4.486,2.511,2.209,5.03,9.83,11.111,5.71,0.1263243144874826070047580842,
+2026-05-21 14:49:22,cornflower_observed.csv,4.892,2.324,4.499,4.217,8.191,5.11,9.95,8.117,8.37,0.09326098279178621565419004165,
+2026-05-21 14:49:22,cornflower_observed.csv,1.637,0.722,6.025,7.399,5.377,5.29,10.23,6.608,7.49,0.04801481538181306803750768778,
+2026-05-21 14:49:22,cornflower_observed.csv,1.519,1.981,6.533,1.37,8.264,6.46,9.05,1.463,7.65,0.04744888695555553614907585039,
+2026-05-21 14:49:23,cornflower_observed.csv,3.564,1.572,6.33,5.64,3.866,6.75,10.69,2.352,8.03,0.05799101830989972235580966217,
+2026-05-21 14:49:23,cornflower_observed.csv,1.551,1.938,7.807,7.16,4.643,6.36,10.66,1.42,7.56,0.04952856381895857110900448675,
+2026-05-21 14:49:23,cornflower_observed.csv,4.891,1.777,3.012,5.954,6.333,6.74,10.73,5.263,8.01,0.05168795616522873442437764887,
+2026-05-21 14:49:24,cornflower_observed.csv,3.209,0.772,3.155,3.956,7.032,6.16,10.32,12.533,7.85,0.03721851083340223528694420728,
+2026-05-21 14:49:24,cornflower_observed.csv,4.229,1.85,3.811,4.452,7.871,6.42,10.25,3.595,7.15,0.005736119326411647322214570585,
+2026-05-21 14:49:24,cornflower_observed.csv,3.357,1.536,6.794,5.597,3.478,5.82,10.7,7.493,7.28,0.00411511670173687116790444113,
+2026-05-21 14:49:24,cornflower_observed.csv,4.487,1.021,6.052,5.863,6.279,6.01,10.45,10.525,6.94,0.01226682173639445717987398957,
+2026-05-21 14:49:25,cornflower_observed.csv,4.77,0.827,2.751,3.303,8.931,6.61,9.3,14.334,7.81,0.07283967746877425449447605228,
+2026-05-21 14:49:25,cornflower_observed.csv,3.877,1.373,2.753,3.14,7.588,6.63,9.12,2.683,6.63,0.02754774503577402965438121024,
+2026-05-21 14:49:25,cornflower_observed.csv,2.257,1.026,4.326,1.288,7.398,5.49,9.22,1.925,8.14,0.06970078551910349646907581120,
+2026-05-21 14:49:26,cornflower_observed.csv,2.495,2.262,6.56,7.219,7.234,5.36,10.64,8.371,7.15,0.04303542294295082651710479016,
+2026-05-21 14:49:26,cornflower_observed.csv,3.675,1.568,3.452,7.842,5.487,5.6,10.75,4.914,7.3,0.02967489295824708866824475802,
+2026-05-21 14:49:26,cornflower_observed.csv,3.854,2.075,4.235,2.119,9.748,5.75,9.67,8.873,6.45,0.05539951016449160134370220731,
+2026-05-21 14:49:27,cornflower_observed.csv,3.576,1.028,7.607,3.939,1.714,6.25,9.99,2.593,6.85,0.02280853228069193359815171131,
+2026-05-21 14:49:27,cornflower_observed.csv,2.672,0.997,5.562,0.891,8.962,6.77,9.31,10.615,7.99,0.1046590641854231009003300001,
+2026-05-21 14:49:27,cornflower_observed.csv,1.781,0.707,1.748,0.964,8.455,6.63,9.27,13.647,7.62,0.09739164275602975747077461711,
+2026-05-21 14:49:28,cornflower_observed.csv,3.983,2.872,6.166,3.912,8.058,5.4,10.29,6.655,7.67,0.03786581231638187716396397943,
+2026-05-21 14:49:28,cornflower_observed.csv,3.386,1.349,6.723,1.569,6.749,5.71,10.57,5.38,6.74,0.003825875837577002547620650714,
+2026-05-21 14:49:28,cornflower_observed.csv,4.294,1.763,1.174,4.844,3.347,6.26,10.75,2.066,7.01,0.02310837978328311802198637292,
+2026-05-21 14:49:29,cornflower_observed.csv,3.916,1.582,2.994,3.829,6.671,5.16,9.76,12.29,7.69,0.05807190144615019343860898753,
+2026-05-21 14:49:29,cornflower_observed.csv,2.895,1.414,6.975,1.8,4.76,5.64,9.4,3.359,5.88,0.05807237078520621420295201684,
+2026-05-21 14:49:29,cornflower_observed.csv,2.583,1.925,6.51,5.737,8.328,5.78,9.18,1.014,7.93,0.05008486566303403673986338576,
+2026-05-21 14:49:29,cornflower_observed.csv,1.611,1.481,5.752,7.217,7.847,5.3,9.86,9.063,7.33,0.05572907886351420940779591516,
+2026-05-21 14:49:30,cornflower_observed.csv,1.619,2.501,5.52,0.521,1.56,5.61,10.27,4.438,6.32,0.03941823644909034140053016550,
+2026-05-21 14:49:31,cornflower_observed.csv,3.942,2.131,3.592,2.506,6.125,6.78,9.34,14.712,7.32,0.05944975343838107799494849627,
+2026-05-21 14:49:32,cornflower_observed.csv,4.849,1.3,4.079,7.028,6.199,5.96,9.55,6.098,7.59,0.02520039423048282694866822941,
+2026-05-21 14:49:32,cornflower_observed.csv,1.973,1.184,1.789,2.989,3.011,6.34,10.49,3.448,6.95,0.002182712600552650846116581811,
+2026-05-21 14:49:33,cornflower_observed.csv,3.404,1.895,5.137,0.771,2.461,5.28,9.3,5.773,6.39,0.06682902813533414413719474848,
+2026-05-21 14:49:33,cornflower_observed.csv,1.874,1.953,6.127,2.823,1.356,6.14,10.53,10.43,6.28,0.003216821042254228572732937738,
+2026-05-21 14:49:33,cornflower_observed.csv,1.322,2.792,7.076,1.968,7.439,5.99,9.81,8.017,6.52,0.02598091325709259034150202908,
+2026-05-21 14:49:34,cornflower_observed.csv,2.13,2.566,3.561,6.045,4.376,5.21,9.22,14.858,6.34,0.1331626088178805296338463363,
+2026-05-21 14:49:34,cornflower_observed.csv,1.466,1.514,1.118,1.521,6.205,6.57,10.32,14.816,7.34,0.04099098992696049832499152784,
+2026-05-21 14:49:34,cornflower_observed.csv,4.719,1.963,3.891,3.606,3.407,5.4,10.62,1.21,6.25,0.09993985284512085801334194217,
+2026-05-21 14:49:35,cornflower_observed.csv,3.359,2.401,6.797,4.829,7.072,6.99,10.34,8.005,7.22,0.04527450905175847923489719891,
+2026-05-21 14:49:35,cornflower_observed.csv,1.45,0.621,3.457,6.576,6.265,6.43,9.37,1.348,7.5,0.04920425164128601792946223691,
+2026-05-21 14:49:35,cornflower_observed.csv,4.288,1.195,5.788,6.561,9.121,5.9,9.26,8.767,6.94,0.05911286498062970430509320694,
+2026-05-21 14:49:36,cornflower_observed.csv,3.816,2.014,5.068,7.132,2.509,5.16,9.18,8.158,8.39,0.05812813149300988793932561883,
+2026-05-21 14:49:36,cornflower_observed.csv,3.385,2.225,2.122,5.948,1.857,5.54,10.98,4.055,6.69,0.07287312446254301149042600764,
+2026-05-21 14:49:36,cornflower_observed.csv,1.88,1.746,1.309,4.234,5.082,5.12,10.18,12.813,6.5,0.1148860131332394551365751359,
+2026-05-21 14:49:36,cornflower_observed.csv,4.636,1.621,5.904,2.961,4.983,6.58,10.41,3.781,6.76,0.007786614021511285047024612623,
+2026-05-21 14:49:37,cornflower_observed.csv,2.366,0.661,7.328,0.361,5.554,5.9,9.37,4.462,6.14,0.04943106896688472726407530539,
+2026-05-21 14:49:37,cornflower_observed.csv,1.986,1.064,3.488,2.234,4.999,5.86,10.62,10.784,6.19,0.01294939773936811046856485106,
+2026-05-21 14:49:37,cornflower_observed.csv,2.471,2.484,5.967,6.505,2.321,6.84,9.15,6.932,7.69,0.08253770696840638771091089447,
+2026-05-21 14:49:38,cornflower_observed.csv,2.647,1.691,4.03,6.198,1.423,5.17,10.9,5.778,5.81,0.1105551890031061848760463162,
+2026-05-21 14:49:38,cornflower_observed.csv,4.705,0.948,4.498,2.31,9.264,6.24,10.43,13.525,6.4,0.005846939569538416793635228632,
+2026-05-21 14:49:38,cornflower_observed.csv,2.796,2.37,6.127,2.372,2.663,6.1,9.26,8.047,7.86,0.02772858306339987536429453425,
+2026-05-21 14:49:39,cornflower_observed.csv,2.405,0.86,3.485,3.018,6.557,5.32,10.6,1.957,5.78,0.1110438002728229420391882963,
+2026-05-21 14:49:39,cornflower_observed.csv,1.603,0.787,3.612,5.557,4.103,5.41,9.47,5.408,7.17,0.05495999290219537324729466675,
+2026-05-21 14:49:39,cornflower_observed.csv,4.809,2.434,6.679,0.349,3.186,5.5,9.03,9.968,5.95,0.06846956779528228048692360061,
+2026-05-21 14:49:40,cornflower_observed.csv,1.129,1.856,1.349,1.642,6.383,5.06,9.52,5.57,6.63,0.07547071114119710795723997513,
+2026-05-21 14:49:40,cornflower_observed.csv,4.89,1.843,5.33,5.25,1.588,6.88,10.44,11.292,7.8,0.06765676612706874051035642835,
+2026-05-21 14:49:40,cornflower_observed.csv,3.353,2.826,6.876,1.507,4.461,6.5,10.7,7.242,7.42,0.02181964337923145733682443282,
+2026-05-21 14:49:40,cornflower_observed.csv,1.755,2.249,7.569,4.019,8.492,6.49,9.78,4.673,7.97,0.06449488067323459834264641506,
+2026-05-21 14:49:41,cornflower_observed.csv,3.124,2.708,7.577,3.052,8.231,6.57,10.21,6.585,7.83,0.04292940336906849517806893752,
+2026-05-21 14:49:41,cornflower_observed.csv,1.74,1.612,6.262,7.234,1.896,5.81,9.15,4.945,6.25,0.09598157831047635173134233986,
+2026-05-21 14:49:41,cornflower_observed.csv,4.651,2.117,3.92,0.028,6.838,6.51,9.76,4.749,6.8,0.04723223852147942269461621101,
+2026-05-21 14:49:42,cornflower_observed.csv,2.125,0.799,6.56,6.441,1.057,5.08,10.74,12.207,8.45,0.03989143823498173822876354676,
+2026-05-21 14:49:42,cornflower_observed.csv,1.082,0.646,3.788,0.345,9.468,5.13,10.87,3.667,8.14,0.1337447232372899475015125577,
+2026-05-21 14:49:42,cornflower_observed.csv,3.428,0.511,3.274,1.021,4.706,6.24,9.23,8.769,6.94,0.05122537644030177555400889061,
+2026-05-21 14:49:43,cornflower_observed.csv,2.531,1.638,2.927,7.203,9.611,5.97,10.98,13.704,8.4,0.04221886164478950778589909828,
+2026-05-21 14:49:43,cornflower_observed.csv,3.624,1.123,1.885,4.131,8.795,5.46,9.49,1.497,6.38,0.1206471333814990429148777399,
+2026-05-21 14:49:43,cornflower_observed.csv,3.018,0.825,6.824,7.855,9.045,5.2,9.45,13.235,7.38,0.07414550204900666796493721941,
+2026-05-21 14:49:44,cornflower_observed.csv,1.067,1.041,4.213,2.136,5.904,5.81,10.22,6.495,6.49,0.006363727755401227806543703778,
+2026-05-21 14:49:44,cornflower_observed.csv,4.152,2.467,3.883,0.043,3.714,6.99,9.78,10.8,7.1,0.1164608126046954481777960683,
+2026-05-21 14:49:44,cornflower_observed.csv,1.068,0.796,6.384,5.742,4.976,6.8,9.98,6.886,7.77,0.09804790663220877015483284212,
+2026-05-21 14:49:45,cornflower_observed.csv,4.335,1.964,2.453,5.238,5.444,5.92,9.31,8.179,7.06,0.03034054238739405839987733646,
+2026-05-21 14:49:45,cornflower_observed.csv,4.032,1.489,4.784,0.172,3.372,6.09,9.92,7.376,6.44,0.01920584474912414018170947206,
+2026-05-21 14:49:45,cornflower_observed.csv,1.947,0.571,3.139,6.629,6.527,5.96,9.61,11.84,6.02,0.09682593049191151703215978380,
+2026-05-21 14:49:46,cornflower_observed.csv,3.781,2.001,1.234,4.805,9.654,6.47,10.05,5.416,6.7,0.03237245542130712608956525181,
+2026-05-21 14:49:46,cornflower_observed.csv,3.134,1.497,4.67,3.656,2.549,6.32,10.3,7.573,6.43,0.002564821583252389457058018744,
+2026-05-21 14:49:46,cornflower_observed.csv,2.937,1.402,1.732,4.324,1.838,5.05,9.63,11.902,8.44,0.08353420477417464763618809378,
+2026-05-21 14:49:47,cornflower_observed.csv,1.807,1.263,4.87,3.963,9.288,5.09,10.93,2.877,8.06,0.05797175097610454556096259894,
+2026-05-21 14:49:47,cornflower_observed.csv,3.718,1.59,6.106,2.15,3.974,5.3,9.75,3.347,5.87,0.09813061570294096301396874155,
+2026-05-21 14:49:47,cornflower_observed.csv,1.755,1.982,6.721,6.759,1.818,5.95,10.33,9.756,5.97,0.06891893385028523742496790080,
+2026-05-21 14:49:47,cornflower_observed.csv,2.445,2.794,7.584,1.863,4.321,5.57,9.15,9.351,5.61,0.1007430944437672766946099472,
+2026-05-21 14:49:48,cornflower_observed.csv,1.518,2.817,1.976,7.592,5.34,5.95,10.34,7.525,7.73,0.003556505930649418654327294086,
+2026-05-21 14:50:49,cornflower_observed.csv,3.199,2.881,1.774,6.969,2.883,6.62,10.37,6.763,8.36,0.04468506949112681034996017405,
+2026-05-21 14:50:50,cornflower_observed.csv,1.772,0.704,2.406,1.587,9.408,5.32,9.19,11.578,7.64,0.07369699855878140349646557188,
+2026-05-21 14:50:50,cornflower_observed.csv,2.778,0.9,3.321,5.836,7.446,5.91,10.84,3.642,8.2,0.04160351423669437637499249631,
+2026-05-21 14:50:51,cornflower_observed.csv,3.986,1.67,1.444,6.096,3.566,5.79,9.46,13.092,7.56,0.02590015551350462561110166119,
+2026-05-21 14:50:51,cornflower_observed.csv,2.293,2.763,5.426,4.564,7.621,5.62,9.03,14.404,8.18,0.07958984470118130667623045985,
+2026-05-21 14:50:52,cornflower_observed.csv,1.416,1.063,2.792,0.571,3.535,5.22,9.21,1.709,8.03,0.02994020232330477175674749244,
+2026-05-21 14:50:52,cornflower_observed.csv,3.915,1.914,6.972,3.932,7.116,6.83,9.66,10.886,8.21,0.1024166757774741520911178032,
+2026-05-21 14:50:52,cornflower_observed.csv,4.029,2.438,7.941,1.245,4.578,6.13,9.07,4.288,6.35,0.02458676833411538413885251032,
+2026-05-21 14:50:52,cornflower_observed.csv,2.884,2.529,3.775,5.097,8.767,5.24,9.85,8.709,7.86,0.06292385679271346200667125189,
+2026-05-21 14:50:53,cornflower_observed.csv,3.075,2.299,2.634,0.37,1.973,6.03,9.14,9.739,6.48,0.02669187961603649922470330743,
+2026-05-21 14:50:53,cornflower_observed.csv,1.534,2.757,2.798,5.931,7.667,6.7,9.52,8.905,6.98,0.03591371963086006627506498383,
+2026-05-21 14:50:53,cornflower_observed.csv,2.559,2.947,1.009,1.981,9.658,5.15,10.59,10.393,8.42,0.09609247025374453424745701244,
+2026-05-21 14:50:54,cornflower_observed.csv,1.361,2.452,6.247,0.554,2.997,6.56,9.0,3.47,7.89,0.05853406913546760106757257993,
+2026-05-21 14:50:54,cornflower_observed.csv,1.79,2.74,4.321,1.664,2.11,6.24,10.97,9.253,6.65,0.007161013502257022657568325681,
+2026-05-21 14:50:54,cornflower_observed.csv,3.201,1.465,1.4,5.934,6.603,6.13,9.26,7.809,7.7,0.02828195111661175983210328462,
+2026-05-21 14:50:54,cornflower_observed.csv,3.836,1.898,3.564,3.751,1.93,5.18,9.23,9.699,8.34,0.05924919075636316181986425083,
+2026-05-21 14:50:55,cornflower_observed.csv,4.303,1.431,3.268,6.632,2.689,5.19,9.33,5.31,6.44,0.1287049369659300063051488302,
+2026-05-21 14:50:55,cornflower_observed.csv,2.393,0.711,1.822,4.948,7.213,6.13,10.57,8.803,8.12,0.04312542210091946918531535435,
+2026-05-21 14:50:55,cornflower_observed.csv,3.933,1.697,1.228,7.382,7.876,5.78,9.61,9.011,6.38,0.08568661141469099951164259062,
+2026-05-21 14:50:55,cornflower_observed.csv,2.987,2.582,1.777,2.102,6.911,6.03,10.9,11.506,6.13,0.01224664111595432872979163448,
+2026-05-21 14:50:56,cornflower_observed.csv,3.647,2.845,4.777,0.841,7.842,6.22,10.11,10.671,7.86,0.04939505048512319694558001062,
+2026-05-21 14:50:56,cornflower_observed.csv,2.649,2.925,3.628,6.417,1.925,6.7,10.01,11.195,8.47,0.04909110943721389413939002801,
+2026-05-21 14:50:56,cornflower_observed.csv,4.848,1.834,5.072,7.78,9.968,5.46,10.26,11.177,7.95,0.05560344402106815154574842171,
+2026-05-21 14:50:56,cornflower_observed.csv,2.198,0.732,2.349,6.861,7.03,6.35,10.95,2.478,8.25,0.05496623118784963303483391311,
+2026-05-21 14:50:57,cornflower_observed.csv,2.211,2.72,7.534,4.98,1.907,6.65,9.37,1.124,7.34,0.02571649952561140666761106567,
+2026-05-21 14:50:57,cornflower_observed.csv,4.287,0.892,1.881,0.789,6.042,5.26,10.12,11.703,8.26,0.08818611413573206637613799857,
+2026-05-21 14:50:57,cornflower_observed.csv,3.414,2.339,1.526,6.961,6.264,6.9,9.12,3.849,7.47,0.04134393095813207525228419175,
+2026-05-21 14:50:58,cornflower_observed.csv,3.731,2.17,5.956,1.517,9.34,6.73,9.6,7.406,7.34,0.06282103376763362533869245379,
+2026-05-21 14:50:58,cornflower_observed.csv,3.414,2.545,5.21,7.31,2.649,6.97,9.81,3.387,7.4,0.05873522101080144995569544533,
+2026-05-21 14:50:58,cornflower_observed.csv,1.251,2.474,7.988,6.345,4.257,6.54,9.59,9.048,7.12,0.03059486968096325024408873154,
+2026-05-21 14:50:58,cornflower_observed.csv,4.707,1.617,1.433,6.238,2.064,6.96,9.07,6.639,8.09,0.09341279346140361036078738425,
+2026-05-21 14:50:59,cornflower_observed.csv,2.999,2.267,1.516,2.521,7.214,6.2,9.08,5.056,7.29,0.02388728234863872733430450890,
+2026-05-21 14:50:59,cornflower_observed.csv,2.34,2.297,1.164,6.228,4.856,6.63,9.9,2.635,7.91,0.03703940040638198270370879921,
+2026-05-21 14:50:59,cornflower_observed.csv,3.27,2.026,2.887,3.668,9.996,5.15,9.11,11.507,5.8,0.1666957347033571617523434889,
+2026-05-21 14:50:59,cornflower_observed.csv,3.576,2.651,1.531,3.869,6.559,5.4,10.16,2.146,6.12,0.1311773719689460513417298209,
+2026-05-21 14:51:00,cornflower_observed.csv,2.462,2.135,3.503,7.509,8.437,5.34,9.02,13.302,6.52,0.1395106861161056506299301333,
+2026-05-21 14:51:00,cornflower_observed.csv,1.688,1.997,2.49,6.036,2.038,5.48,10.67,9.158,5.98,0.09769364422194378710567966708,
+2026-05-21 14:51:00,cornflower_observed.csv,4.048,2.574,5.834,5.037,5.76,5.51,9.84,13.749,7.67,0.05515590356792507634890033245,
+2026-05-21 14:51:01,cornflower_observed.csv,2.936,1.736,5.714,3.398,5.419,6.64,9.1,5.861,6.91,0.03481981341816076363643891280,
+2026-05-21 14:51:01,cornflower_observed.csv,1.385,2.743,2.113,0.563,4.2,6.39,9.64,7.938,8.0,0.06917495391528756480314617668,
+2026-05-21 14:51:01,cornflower_observed.csv,1.109,1.324,2.672,7.393,1.818,6.23,10.42,4.957,7.21,0.002254655585234591312075112508,
+2026-05-21 14:51:01,cornflower_observed.csv,4.175,2.342,6.187,3.938,3.831,5.16,10.66,14.492,6.19,0.1053797649131816258300234669,
+2026-05-21 14:51:02,cornflower_observed.csv,1.067,1.88,4.32,2.232,8.697,6.47,10.11,3.677,8.29,0.06014254600989722523076960456,
+2026-05-21 14:51:02,cornflower_observed.csv,2.504,0.619,6.025,2.851,3.62,5.4,10.52,3.09,6.38,0.03691958344876252128058284844,
+2026-05-21 14:51:02,cornflower_observed.csv,3.375,0.867,7.715,5.785,3.023,6.76,10.89,9.136,7.39,0.03867752722022111311463545515,
+2026-05-21 14:51:02,cornflower_observed.csv,2.597,2.953,2.826,3.974,3.553,6.27,10.0,4.205,6.93,0.00105222103888085222181160705,
+2026-05-21 14:51:03,cornflower_observed.csv,1.6,1.049,6.82,0.735,6.82,6.7,10.02,12.377,8.5,0.1377247150610400870358914215,
+2026-05-21 14:51:03,cornflower_observed.csv,4.054,0.595,3.507,7.459,6.963,5.6,10.91,12.666,7.72,0.007021785046689702976497647847,
+2026-05-21 14:51:03,cornflower_observed.csv,1.905,1.841,6.48,3.119,7.262,6.64,9.36,7.413,7.31,0.03624250936243654951932943980,
+2026-05-21 14:51:03,cornflower_observed.csv,2.26,2.878,1.451,6.086,3.273,5.96,9.26,14.099,6.37,0.07296522729030329692078827264,
+2026-05-21 14:51:04,cornflower_observed.csv,1.275,1.325,4.09,7.731,6.569,6.2,9.75,1.36,8.07,0.07735351103213053694687093120,
+2026-05-21 14:51:04,cornflower_observed.csv,2.853,1.228,5.869,7.734,8.508,6.32,10.77,2.772,7.54,0.03519900042661221084645657600,
+2026-05-21 14:51:04,cornflower_observed.csv,1.624,1.488,4.77,3.339,8.52,5.28,9.66,2.529,7.29,0.04782145162669227602611252927,
+2026-05-21 14:51:05,cornflower_observed.csv,4.062,0.51,2.933,6.801,5.875,6.45,9.02,14.544,8.48,0.07718403981393884030159437912,
+2026-05-21 14:51:05,cornflower_observed.csv,1.039,0.778,7.764,2.022,9.68,6.1,9.32,7.186,6.54,0.02659042148378759671693972769,
+2026-05-21 14:51:05,cornflower_observed.csv,3.352,1.832,3.839,3.027,6.093,5.21,10.13,11.692,6.96,0.04523160245675779882013216413,
+2026-05-21 14:51:05,cornflower_observed.csv,1.43,2.876,1.791,1.225,5.037,5.32,9.64,3.17,6.9,0.06320406815801178435436130218,
+2026-05-21 14:51:06,cornflower_observed.csv,3.57,1.547,4.609,4.015,4.87,5.07,9.9,14.507,8.46,0.09231505437724701979026975176,
+2026-05-21 14:51:06,cornflower_observed.csv,2.654,1.375,5.198,5.771,2.831,5.33,10.63,11.266,8.24,0.05504322285337870616588098134,
+2026-05-21 14:51:06,cornflower_observed.csv,2.495,1.48,2.972,7.688,8.184,5.4,9.28,10.726,5.63,0.1772567521936342182405508204,
+2026-05-21 14:51:06,cornflower_observed.csv,2.721,0.763,4.919,4.316,5.742,6.34,9.91,4.386,8.35,0.07994443821274397483302850813,
+2026-05-21 14:51:07,cornflower_observed.csv,2.726,0.718,6.842,7.573,5.068,5.54,9.34,11.166,8.21,0.05503169669727251307311879639,
+2026-05-21 14:51:07,cornflower_observed.csv,3.902,1.511,4.528,6.752,6.938,5.76,10.45,9.696,8.3,0.03688638688896815805406365038,
+2026-05-21 14:51:07,cornflower_observed.csv,4.117,1.602,2.609,2.545,3.68,5.64,10.18,4.099,6.07,0.06601738796235135219210960656,
+2026-05-21 14:51:08,cornflower_observed.csv,1.777,1.118,3.93,7.186,3.183,6.54,10.34,6.543,8.3,0.04843554311585550045442822505,
+2026-05-21 14:51:08,cornflower_observed.csv,1.277,0.775,1.956,6.929,1.852,5.53,10.19,14.984,8.4,0.02819849119562632324642364997,
+2026-05-21 14:51:08,cornflower_observed.csv,4.204,1.969,1.759,4.507,9.276,6.89,9.36,9.056,7.52,0.08852901990874757203576294184,
+2026-05-21 14:51:08,cornflower_observed.csv,2.744,2.606,3.212,4.984,6.191,5.48,10.33,5.969,7.01,0.04055918253729929126994181128,
+2026-05-21 14:51:09,cornflower_observed.csv,2.946,2.578,2.307,3.58,3.565,5.86,10.83,2.843,6.38,0.03570666398559095316422368012,
+2026-05-21 14:51:09,cornflower_observed.csv,2.823,1.431,1.865,2.906,5.507,6.75,10.76,11.519,7.19,0.03840894151495654661483425071,
+2026-05-21 14:51:09,cornflower_observed.csv,4.597,2.506,1.312,2.872,7.671,6.66,9.87,6.232,7.42,0.03349623568384301393178666075,
+2026-05-21 14:51:09,cornflower_observed.csv,4.886,2.865,5.292,2.463,1.902,6.65,10.06,3.844,8.2,0.05604750837908420054022246586,
+2026-05-21 14:51:10,cornflower_observed.csv,2.42,1.72,7.648,3.912,2.188,6.78,10.5,13.704,6.88,0.03552826197934124551381256965,
+2026-05-21 14:51:10,cornflower_observed.csv,3.542,2.54,3.686,6.792,1.583,6.25,10.04,4.766,6.52,0.02442822727800232593040093819,
+2026-05-21 14:51:10,cornflower_observed.csv,4.108,0.745,6.965,0.749,3.834,6.49,10.78,1.162,6.58,0.07640453911864445845993493457,
+2026-05-21 14:51:11,cornflower_observed.csv,1.814,2.753,3.41,3.777,2.017,5.69,10.81,9.09,7.8,0.03945575833089803461585809546,
+2026-05-21 14:51:11,cornflower_observed.csv,1.671,2.357,6.522,0.463,4.715,6.19,9.78,4.838,7.45,0.05801910216724187892247351290,
+2026-05-21 14:51:11,cornflower_observed.csv,2.115,2.692,1.245,0.634,6.496,5.76,10.95,6.939,6.84,0.06589491443987489626123652704,
+2026-05-21 14:51:11,cornflower_observed.csv,3.83,2.759,4.487,6.257,4.628,5.86,9.52,14.654,7.58,0.02707746125266650902958121442,
+2026-05-21 14:51:12,cornflower_observed.csv,1.674,0.803,2.517,2.242,9.996,5.0,9.21,2.632,6.2,0.1033548401430778241768025091,
+2026-05-21 14:51:12,cornflower_observed.csv,3.937,0.893,7.89,5.133,9.366,6.54,10.53,10.029,8.09,0.05497242829282975214988446634,
+2026-05-21 14:51:12,cornflower_observed.csv,4.854,1.852,4.262,7.579,7.508,6.19,9.19,11.747,6.5,0.06932175429856488916313240750,
+2026-05-21 14:51:12,cornflower_observed.csv,3.455,1.512,7.692,1.797,1.85,5.95,9.47,1.363,8.17,0.04909817628419468937359174938,
+2026-05-21 14:51:13,cornflower_observed.csv,1.776,1.679,1.988,0.248,1.101,5.59,9.2,10.441,6.78,0.05920298391058763804912276493,
diff --git a/modelling/data/abingdon-all/seasonal/cornflower_simulated.csv b/modelling/data/abingdon-all/seasonal/cornflower_simulated.csv
new file mode 100644
index 0000000..c9a1243
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cornflower_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.65009E-20,0.1,0,0.01,1.11194E-20
+RungeKutta4,2,0.2,9.53462E-20,0.1,0,0.01,6.42503E-20
+RungeKutta4,3,0.3,3.92629E-19,0.1,0,0.01,2.64578E-19
+RungeKutta4,4,0.4,1.37284E-18,0.1,0,0.01,9.25107E-19
+RungeKutta4,5,0.5,4.34466E-18,0.1,0,0.01,2.92771E-18
+RungeKutta4,6,0.6,1.28555E-17,0.1,0,0.01,8.66285E-18
+RungeKutta4,7,0.7,3.62397E-17,0.1,0,0.01,2.44206E-17
+RungeKutta4,8,0.8,9.84902E-17,0.1,0,0.01,6.63690E-17
+RungeKutta4,9,0.9,2.60127E-16,0.1,0,0.01,1.75290E-16
+RungeKutta4,10,1.0,6.71425E-16,0.1,0,0.01,4.52449E-16
+RungeKutta4,11,1.1,1.70060E-15,0.1,0,0.01,1.14597E-15
+RungeKutta4,12,1.2,4.23970E-15,0.1,0,0.01,2.85698E-15
+RungeKutta4,13,1.3,1.04285E-14,0.1,0,0.01,7.02739E-15
+RungeKutta4,14,1.4,2.53557E-14,0.1,0,0.01,1.70863E-14
+RungeKutta4,15,1.5,6.10290E-14,0.1,0,0.01,4.11252E-14
+RungeKutta4,16,1.6,1.45590E-13,0.1,0,0.01,9.81078E-14
+RungeKutta4,17,1.7,3.44577E-13,0.1,0,0.01,2.32198E-13
+RungeKutta4,18,1.8,8.09769E-13,0.1,0,0.01,5.45674E-13
+RungeKutta4,19,1.9,1.89087E-12,0.1,0,0.01,1.27419E-12
+RungeKutta4,20,2.0,4.38979E-12,0.1,0,0.01,2.95812E-12
+RungeKutta4,21,2.1,1.01374E-11,0.1,0,0.01,6.83122E-12
+RungeKutta4,22,2.2,2.32968E-11,0.1,0,0.01,1.56989E-11
+RungeKutta4,23,2.3,5.32993E-11,0.1,0,0.01,3.59165E-11
+RungeKutta4,24,2.4,1.21435E-10,0.1,0,0.01,8.18306E-11
+RungeKutta4,25,2.5,2.75607E-10,0.1,0,0.01,1.85722E-10
+RungeKutta4,26,2.6,6.23264E-10,0.1,0,0.01,4.19995E-10
+RungeKutta4,27,2.7,1.40471E-9,0.1,0,0.01,9.46583E-10
+RungeKutta4,28,2.8,3.15589E-9,0.1,0,0.01,2.12664E-9
+RungeKutta4,29,2.9,7.06899E-9,0.1,0,0.01,4.76353E-9
+RungeKutta4,30,3.0,1.57892E-8,0.1,0,0.01,1.06398E-8
+RungeKutta4,31,3.1,3.51720E-8,0.1,0,0.01,2.37011E-8
+RungeKutta4,32,3.2,7.81490E-8,0.1,0,0.01,5.26618E-8
+RungeKutta4,33,3.3,1.73217E-7,0.1,0,0.01,1.16725E-7
+RungeKutta4,34,3.4,3.83040E-7,0.1,0,0.01,2.58117E-7
+RungeKutta4,35,3.5,8.45142E-7,0.1,0,0.01,5.69510E-7
+RungeKutta4,36,3.6,0.00000186071,0.1,0,0.01,0.00000125386
+RungeKutta4,37,3.7,0.00000408819,0.1,0,0.01,0.00000275488
+RungeKutta4,38,3.8,0.00000896436,0.1,0,0.01,0.00000604076
+RungeKutta4,39,3.9,0.0000196181,0.1,0,0.01,0.0000132199
+RungeKutta4,40,4.0,0.0000428524,0.1,0,0.01,0.0000288767
+RungeKutta4,41,4.1,0.0000934291,0.1,0,0.01,0.0000629585
+RungeKutta4,42,4.2,0.000203315,0.1,0,0.01,0.000137007
+RungeKutta4,43,4.3,0.000441558,0.1,0,0.01,0.000297550
+RungeKutta4,44,4.4,0.000956798,0.1,0,0.01,0.000644751
+RungeKutta4,45,4.5,0.00206723,0.1,0,0.01,0.00139303
+RungeKutta4,46,4.6,0.00444733,0.1,0,0.01,0.00299689
+RungeKutta4,47,4.7,0.00949980,0.1,0,0.01,0.00640157
+RungeKutta4,48,4.8,0.0200332,0.1,0,0.01,0.0134996
+RungeKutta4,49,4.9,0.0412615,0.1,0,0.01,0.0278046
+RungeKutta4,50,5.0,0.0815357,0.1,0,0.01,0.0549439
+RungeKutta4,51,5.1,0.150899,0.1,0,0.01,0.101685
+RungeKutta4,52,5.2,0.255653,0.1,0,0.01,0.172275
+RungeKutta4,53,5.3,0.392327,0.1,0,0.01,0.264375
+RungeKutta4,54,5.4,0.548367,0.1,0,0.01,0.369525
+RungeKutta4,55,5.5,0.708915,0.1,0,0.01,0.477712
+RungeKutta4,56,5.6,0.862415,0.1,0,0.01,0.581150
+RungeKutta4,57,5.7,1.00206,0.1,0,0.01,0.675252
+RungeKutta4,58,5.8,1.12477,0.1,0,0.01,0.757941
+RungeKutta4,59,5.9,1.22968,0.1,0,0.01,0.828637
+RungeKutta4,60,6.0,1.31687,0.1,0,0.01,0.887391
+RungeKutta4,61,6.1,1.38656,0.1,0,0.01,0.934352
+RungeKutta4,62,6.2,1.43851,0.1,0,0.01,0.969359
+RungeKutta4,63,6.3,1.47167,0.1,0,0.01,0.991705
+RungeKutta4,64,6.4,1.48398,0.1,0,0.01,1
+RungeKutta4,65,6.5,1.47249,0.1,0,0.01,0.992257
+RungeKutta4,66,6.6,1.43409,0.1,0,0.01,0.966381
+RungeKutta4,67,6.7,1.36707,0.1,0,0.01,0.921219
+RungeKutta4,68,6.8,1.27330,0.1,0,0.01,0.858030
+RungeKutta4,69,6.9,1.15975,0.1,0,0.01,0.781513
+RungeKutta4,70,7.0,1.03775,0.1,0,0.01,0.699302
+RungeKutta4,71,7.1,0.919637,0.1,0,0.01,0.619710
+RungeKutta4,72,7.2,0.814811,0.1,0,0.01,0.549071
+RungeKutta4,73,7.3,0.727805,0.1,0,0.01,0.490441
+RungeKutta4,74,7.4,0.658798,0.1,0,0.01,0.443940
+RungeKutta4,75,7.5,0.605367,0.1,0,0.01,0.407935
+RungeKutta4,76,7.6,0.564156,0.1,0,0.01,0.380164
+RungeKutta4,77,7.7,0.531912,0.1,0,0.01,0.358436
+RungeKutta4,78,7.8,0.505934,0.1,0,0.01,0.340930
+RungeKutta4,79,7.9,0.484166,0.1,0,0.01,0.326262
+RungeKutta4,80,8.0,0.465124,0.1,0,0.01,0.313430
+RungeKutta4,81,8.1,0.447773,0.1,0,0.01,0.301738
+RungeKutta4,82,8.2,0.431404,0.1,0,0.01,0.290707
+RungeKutta4,83,8.3,0.415518,0.1,0,0.01,0.280002
+RungeKutta4,84,8.4,0.399739,0.1,0,0.01,0.269370
+RungeKutta4,85,8.5,0.383709,0.1,0,0.01,0.258568
+RungeKutta4,86,8.6,0.366961,0.1,0,0.01,0.247282
+RungeKutta4,87,8.7,0.348736,0.1,0,0.01,0.235000
+RungeKutta4,88,8.8,0.327682,0.1,0,0.01,0.220813
+RungeKutta4,89,8.9,0.301524,0.1,0,0.01,0.203186
+RungeKutta4,90,9.0,0.267091,0.1,0,0.01,0.179983
+RungeKutta4,91,9.1,0.221822,0.1,0,0.01,0.149478
+RungeKutta4,92,9.2,0.167566,0.1,0,0.01,0.112917
+RungeKutta4,93,9.3,0.112970,0.1,0,0.01,0.0761264
+RungeKutta4,94,9.4,0.0682907,0.1,0,0.01,0.0460186
+RungeKutta4,95,9.5,0.0378522,0.1,0,0.01,0.0255072
+RungeKutta4,96,9.6,0.0197242,0.1,0,0.01,0.0132914
+RungeKutta4,97,9.7,0.00985042,0.1,0,0.01,0.00663784
+RungeKutta4,98,9.8,0.00477512,0.1,0,0.01,0.00321778
+RungeKutta4,99,9.9,0.00226495,0.1,0,0.01,0.00152627
+RungeKutta4,100,10.0,0.00105648,0.1,0,0.01,0.000711923
+RungeKutta4,101,10.1,0.000486157,0.1,0,0.01,0.000327603
+RungeKutta4,102,10.2,0.000221165,0.1,0,0.01,0.000149035
+RungeKutta4,103,10.3,0.000099607,0.1,0,0.01,0.0000671215
+RungeKutta4,104,10.4,0.0000444525,0.1,0,0.01,0.0000299549
+RungeKutta4,105,10.5,0.0000196697,0.1,0,0.01,0.0000132547
+RungeKutta4,106,10.6,0.0000086327,0.1,0,0.01,0.00000581726
+RungeKutta4,107,10.7,0.00000375857,0.1,0,0.01,0.00000253276
+RungeKutta4,108,10.8,0.00000162340,0.1,0,0.01,0.00000109395
+RungeKutta4,109,10.9,6.9553E-7,0.1,0,0.01,4.68692E-7
+RungeKutta4,110,11.0,2.95525E-7,0.1,0,0.01,1.99144E-7
+RungeKutta4,111,11.1,1.24485E-7,0.1,0,0.01,8.38859E-8
+RungeKutta4,112,11.2,5.1966E-8,0.1,0,0.01,3.50180E-8
+RungeKutta4,113,11.3,2.14887E-8,0.1,0,0.01,1.44805E-8
+RungeKutta4,114,11.4,8.7985E-9,0.1,0,0.01,5.92899E-9
+RungeKutta4,115,11.5,3.56587E-9,0.1,0,0.01,2.40291E-9
+RungeKutta4,116,11.6,1.43037E-9,0.1,0,0.01,9.63874E-10
+RungeKutta4,117,11.7,5.68167E-10,0.1,0,0.01,3.82867E-10
+RungeKutta4,118,11.8,2.23820E-10,0.1,0,0.01,1.50824E-10
+RungeKutta4,119,11.9,8.7731E-11,0.1,0,0.01,5.91187E-11
+RungeKutta4,120,12.0,3.43998E-11,0.1,0,0.01,2.31808E-11
+RungeKutta4,121,12.1,1.34738E-11,0.1,0,0.01,9.07950E-12
diff --git a/modelling/data/abingdon-all/seasonal/cornflower_simulated.png b/modelling/data/abingdon-all/seasonal/cornflower_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..e3b7e3d9468d9c6cf59c54234a0dda8cc2a3e341
GIT binary patch
literal 29175
zcmb5W1yodD_dg7xU=RYLGzcQ1bT<a22#QE|BQOjNLn}&1gLEn)-NFz<cZ)OwLx)3y
zbiHScZ}>dVZ~b4_a=Df>bMHClp0oES_P+j46=Vo5QeMQu!XkJmEBOoy>x>r`7WU+M
zT<|}9y<@ZBA7OhbHG3tfiM^A)tudCozP+_2)ZX%i0llNKt=$W#6%RWXC%X_Uy_vne
zwVf~r2js7ButRN4Ic`e#se`Lru$EP~!@?rc$Na_4kVt=lg=J&-Q1ae$=Y*B<3(n66
z_Hoxa4j(y&UoI*<dq!Wk$^9OShDMGnL{S4`QKI}J`)kdk7rAB6kZ(0gta2}{-mywa
zQ5h_FbNBvmJ&EjjqlxH!iM0y?gxBwqn9QSuc8|rLynAeN(+RcDz13B|khC;oEl7P|
z68tHhve?1BOiWB1W?G1SgMopeh=Sh>^8tSYZm6H1U#rP5776%x1fS|I_>>`DA4e8^
zYQ$rS<qtl#^dX?f{J5*&|M|yOb2BrHo(Fx&F-5+j-@iNvkBw!?&CS&bgWbFLQp>(q
ziiCn9(|m5+X(IBPj`O`^*P%S^X|}kyxEoANQc2F!7m5YmWXOS0mCGt91Z#Qh&xJ=t
z-K?vt`wEBZmao@enoB-CV&)OQfaskenAqFg+KTA!e_sCmtDN!i!FFeU!0kJC=IZe1
z-ifRsl-%4yJYf0x`O!7UD^PBmX~_Z0_tJO-lsDjGwgHyo6$76G^D9?{x8YkuH7Cj^
zTgj)bWi~U7ROil~ZOu_H?w`3kD5<gl1xxsC5(%w|-0Bv2!pA0na!$Q*^JaUJn5$9K
zTe8jFnp16$t@w$UDu11+IE%cn0FG)k4Gj&WjwrUx*@!3YEp(naw$yy)??&QHVLf8I
z3A_RV+0==VQBm!?)w^PC-Q7`Zo~MVKGjykF^$iV75)!&Pt}A@7gKz0+g@wH{NKI8$
z=8kBN=+ncRQ>CB`c)XC^r!j{i?alT(`K>)3J3Pe#zKgFhi-sk>ZTQ@H8$CcmM&{7p
z^XSo|7@KQB6g<)%n-R&MJw2N#Ok0UO)^P^TpDgK~qQCR=@$r#dz1kcoHM_r%tP0b&
z?-|)1(&bnh%#9G3a8qKhTrNuW*om$=lH$|L`!c>TJz3|CKBYM|LHIXJJ!SN`e*HSy
zM$d`gQNI}bM)nN59>cZaYWGSbV`GN{>8o^fo}I?0$7`O(%fp3edB&SJrSqx}%=ru!
zmzVNuqVD9C-4D8rd+uE3z7%}Iqmq)(#&NP1n{P8TAt5JkDE$fD{uGg?bLSCDr+hvC
zwD7}+4{f))1ms|_eZ?W6-7!1k;R5|4*p><32MS8cEJtHQomig0tK+U~RcNl1ji&e$
zb<;#9U61{=vaeuz`6o4Y3kutwhE~Hx#vQZZnU}O*4MBSK-nYanO;^p=v2A0DmbJ37
z3fV-ryT322mmRHkKQub{{tZ1*<+>X+aeA_Aex;9Mepa8?d2f9x>t4e)=WV!2SDe+5
zv}tH>a}bsB=4_jccD3!?qy5Fykl6)^(|xWkI(lyzTG(txNA=!xz)nkWoU}N3n1c^2
z(V6|}9dgCM;NU2p9#N%ZRxvT{AYKnJLvH>0v)j&xyK5XARo}lV!dvVw>^0Dxq^w?o
zi-biCtV^715b?R!?ib0>xj!ElaO|O6ADa|v%ClWqSSW0vRoV?%k(ZSX)jipaex{=0
z*w0TMveNfNLb)<~LsZC9u<kRF=xT#6QSy4><=7ws`mjrrLHLzJ{E*T9wBC9O9urw<
zX`jwy30<qo6@K+1BmV^Voe`NTo2rdws%M&-cLc`mBjRKPjoYtmdyWlKp!z3Z3p4}$
zlLVXan&aH(%F1o4<CP&U#ZB={DBcYpKjftRrBt#Q#40}2+3c}&Fm+~L0M5mAX@8$q
zSl&o+k9anvbf-|mu^}%Wa<N^=)hy>aKmSffNAJ=5jk~08wXMAN4b8rOd95G6TE0N*
zK*P(_-KDL%iAK9qbe*LYC?yW+7g|V2wQaCcHZ`kV*Gdg*aW|;!HPhR5bh4On?z<eQ
z_}p}@=Cu0Y^a+Sf?8ep38wT6XoVGy=WI?2>RH=oDH1A##v1IfeuGQ$udvaPLOXa)#
zr5?N%{X+jipFeJq?s!qgT!BF^nvYus$5B)}Q=d22Z1#(nkY{MUo9xkqSML`z+B`BF
zyNi}mQB;8!oe>hP>!EJky8%60*<IM>Y+07K_5CdG8aWwn5)ng(?d4vU!{y>0Y7Y+&
zw8htt4}(Qk%NjPmr6&thQc;Cepz^dU`yEaWhH7XXU?31SOiY|+bXZtegzSrL&3D=D
z?d=I(ymV<`*Vx#Y@Q6a<XuY9jyfi$VL`F|9W#&TwyX|N2NB3lJCL|jv4o=ESbfR6i
z5V|N@$0hT)$j1j)#=zjiOi>5BMNLk5xw`f$J~BKsbaHQ`$HTFIuB=ALZeCEqXrVh1
z?P9mk?LaN+{KW<w&6cleax|$jAu7=|+k={DmmY~z#KB1?PtS9tUPe}yt)!HckQHL1
zId%2gE-3}YhzIP)W2yteDt&dW$Ma-Maj3~Lghr(F_>iM|@4ogL*fA?yHTfkaCCHNA
z*vhqP&0|8#nqoPQs^{9lEhw^7=^)$2mKG608sUDA5g!67>gww1V6aC&>-sEQ*>&yW
z8=|(Od-380+EmwldqB~F{K}Qtz40{<r_L?Z#y)3~=@CMNFECk3QZl1Pf)P19tky!N
zs`b8zuP9c+v)V;e`lhbuaY;oocwYM%D|;Yd2bYgITkffwzJ2?)zlY9ky)ME;-som9
zCcH|Y;f$r(%ICKnPH~Jin8m7m5=2bye7FK1INubhs*`zho=R8H>};xdcjePUi#C`Q
zS)LOJ<JrCE0`<s;F5u(8OOuPHEzWL-N#a#na>dQM8Qqe$0GYRc^`0sDwr!HH?_rA-
zf=0v<OmEz>jC$R<pz;zPonG|tXo-bu!c2mYU4Ne9?8{!MKrDmL_^DFe1uMh24GYPh
zdD5+%w`UUW<awv+1Zh=<tE#SbjO2T4XQx)T$iB1FfmUrtjS~2`3=y-hSwZaQzr24i
zy|$L0Bw<RPdv1ACH1_y#H=9^1uwQ?-SijMaIIH;@n}+?@7AtaL`;7KFuLXzo$vT<2
zugcoF`bYSlj9|4R4`?fM!!Ai{Za8_@DAt<Me-b8F;^!O<&ct^P>>e@XC4xD2R_oSy
zpw}vS$iJN(OKNR*zI;9`AdpT%r^<gO=%PHmBagwgYmVMi@?=mywJm(8r1Jv_)H4#?
z<?u#!1>R7a_{g_!FK&BwzPa!Hy>jAMp-WwO<#S*E(T!zk$r-FSZ{DC!owpo(q|a{^
z1twE*3Ur%2N|@;9tmzy9X*k2NX>M+grX&C#8Z5RQpnG(G<yj+@5Go;PUx&uwh^BP_
z)~zRFMp6-nSuMTJg{7G2Eju6StCj4D@mawYN>t<emK=_D$;)~HGXod#DYzxOT$h|v
zS~ilPo!ToIhV0q{iImcP{^LzCcLJn|>_iJSsg)?#tGHx{f=can_Ttf&)mEl>wuu?d
zNZhI#i)H_uw;<jIOvzv9qOUIKrkp3ye~q0gK|WPSg)`qL6rx8F*h|%Ur-6!0dXV#!
zaBF@2Q-C)Cr|=A-l|x$UlYIQAt6!R^c;~ab;su__&(evx*u&v9#VfWRhCGDNYeD+N
z>x{3bVz%;~u;@fCUEr0VAu?DD+*-Uv4%4HJ?QIomXjN0)LU+3--pXG^n?tCH=IITt
zTn$RvGNUucD;P}L@=M6JcVn+ml3DeF#qHgF)ho{H)@;~(x*;ZBpjVw`ceRz4FHp!c
z@!Rku-5Qs7?__gRQ~4q>aXB6UkpkRTOPccd$T{`ATyPrCpNVUjsf*{ky3lkhe(N6H
zu-FL27>9Jp`kP+-$B$YTsVVtpWaS=fwV3&1Ge!#9e!fGXDx;=wcJ~eOlZCM0ZbuuJ
zGqe(u@`yVj3z9I0-Rg=8cQgLpFLcl=1=%GwqSC3p3s)*F3CtXOC#MS&bFl66B7?sO
zzR%<`Y)f42=lpbM@&S3AnA;T2#YwLa(<GQQ&2vMywFEIoo*ArAQa&ebed@wsVkL$<
zGt_q(uGLb%@0R8d6jEx=yVGgh(AqjyZWmH6Uftrxw9resurxU#IQ@kpxO&-n5E~Jz
ze>UU&`+M#o0y2o}2LAX9hlc<O<~q7gnGLO?Ee{LE{J2`$`#9+?RSMhOFmGYxPaKM0
zdZeRWmA_g`oZWh{$5lq!M>{uYCYJX__<?7Ov9YyKFuGY0Nxr>&Uj9l{F7`6J6i*-#
zZMO`~%;HXu_~B!=uMi(FEyp&)@5ckGy2^dG5@fInHOY5hE>MRIc#YSQJG8|4(da+l
zHj>d3X)wpyduk*~C#ljzjG0}m_!q6oeq(a~y7=2sFV)Jd-)jiqSH8rCitdg(C3hx?
zX|iR$)Xp#y=QQ^c@{Ymr6)+sb%M0){gmX}mP|JR?Ik_Tzfun5l%r>r%kk7D~{~-%I
zyUJ1vMP>f_;TN?O;@X$D$sg8{+;UE}7oSYc=7bWadO9PVx0-e&w)>ULsR|H2>DTF4
zuLh+la86tbp$VZPz#_a{+uA)7B7sUnRJiDlzvLsc@dP87_FKTNq~W^%CV7gL9J5Gu
zt>lE3wX!NLQhtRev{7>RBK(Q(8F__?T3+ft`-<4ykge92&O_~!LShyrIjgq!rwbiK
zQ}h>#yT6T%Q%V=_*5VLlK$<H8n*G?t{iYmasweT~cJ(O81K$}`vlrDT$jy3xquQH%
zQ;yJnsp!%#+maUG$J)|w80ycvvC%@8J@<s0hlgfrYRbIr?MoayVGQCId>aq|_D2+7
z-Lsqe`ugZg@XG!9c$)qF{gt5+1gzK)ph5J>^z?N9CZk#~j%TUbO`Jz^asw;Yu46<|
zEU|(%A7%jBmY8=kXv5dypr^mfHe}l;FF;ewdp_!ATYJ0ke5u;%*$!Ru0z~ui?nFL&
z!&h3ho!JH=3DJ3%ac$gr$&O+{4x%ELZM1^t$y~Iq@TbSIA8gMP5<23ObJp4%Zx4wK
z=BW3rAQT*RrP<4pg9DkKCFqY(ii#gu^~<cGs%Vtb6&#FAO`R(FgYi1zQ*?wi@1Ktr
z+iYbF-k52D519cZnAHnGmeM$kHw9c1=@y*9mywnA(@-%U{rn<}R>U<>tu&pnzm_Rl
z%eHeagTu|ii6RE<QMd2CGU%Pwp%DUsu@v@Ga5Tmrx)8Pi6q*~gRyVUckR5FZFtqtY
z3f2|dq83~br*99LCcBsRC6lWA6P*}3l0K4@Oed^-z(wL`?8oUMll10IPM8?sYvF<N
z*OIHvLV(D|)w1^h;Phan*+KkS!Whw(l+8{Qz!33Wbg*+EVgI1EGXFQ1eUlQBfLD}}
zA<I_LPU=hw=x%JmeY)<Y#CPv*R9CN3WE<k#`Vd$1?%fsm*~fq!_mjHrEQig`8rk6S
zdoh^L_ME3of61`hu>Ytfh^i$+>^01luy}`cz6;^-TwOgA_fz0WBh4_D0hc5l9T{$%
z1ix3(OMQsRicn{~`qJAH@U?lnj}kU`v}f;sl9iV?-t5$r%Yn@2@(jYohq1z0Y;A30
zM7IV>EaG8Hf!n!6e-rq}VM$5dv$60fHDsrzX%5sK&~zohEqP$`xlDunTZ0r!nsk;}
zZC6}(SO2)|kCh1w!C9ax6k;tSr=VaVBO}v_?|y(`;`H>jN;Ta(G4KUWiyi}1r>0CK
z?V_CE8QD**9UX>$j?dh}BKF_oGkUweZhf-{QPMbSf)X}#U-BlPk2R?E!hW0tv+&2v
zxcOiZBn$2)0O$Va+~VTe|Crk^{le(&c%{=HbNr!JG}{tPs_MEk^?j0$`1tY0#>PgN
z(}X*`1AYvc8}rG@3AcIwEw~k9VnrCE47W59n3{$vSZet=UN69d(L^qFug;BEXv1LT
zoiSVw*g>R&L#WETcUF)T>3CdFliWLCRX-(dTnmU5cE~zF=jk4!Re#X-qobn=K6Bam
zjJ!OP@Bes!tO93-NiiT9@ZSgXow0^HpPpWO<Kx49=O1?u#Bx*x>c|g955htAzNdEY
zmoF*R_>qy3R%7?kk4;Q&dT-FrcjY)VffY4sz%58ilUmtH6miPKr{vA(fX53!lPct8
zECzGJ3JN#@I1aQNDUw2?(H{Y;{hF^UF;ZreTA`q!5%;;Y6eC>p?+Q*DAxk0VYSi#1
z#~e+#!ZE9mkornEJ1gt+i4bzG`;IH4X_VcQlX@Twg)c8#Zu3xof7QVmexbpKAOf)A
ztn#3jFJGc}b2LgG9kX(ADJF(e)m-zzr(kGmYO>v1*B>|wV7`j>(3G_-h%-#W!WyMk
z<5_tk&g*&(Ro-|+Z-Fp_!GU5{Mif+3cfiv^7d`;dW>jTN;BkVW;$WWk9eH_qw0L1x
zd3pKDf^SZ4ZX^byu7PvL9M2C4KR9sl4-9-B;5$D%n~|KBo}N8HOhWRZS_TD!!O%O-
zT4fwF_79prq&9!WiJ^NdB+*Khe6%qg0^#0lo{?$hblbCbs08RTl8w8`@Qt|pK?ag)
z%XeMt3K`i$b@kY@XU}FpG|Fw$4%F}8e+5o{1`(AsiiwHIcJa&g?W5_!Je?|yfpeR|
z{{CS{M{W+<{Wz<nu$h!k7f5erEFdtfif9)yD`q`;ce{*`S}>)$#bGF4mm?@B2&gk@
zv~=8WPL2<=EepH67N~p9u{V@57%s#$?a<?pi@AKx!s~=fq4uiw#6rWvKcMT&O`KN8
zSd^8O(fjp=0-LKycz%}r(O4^$=e3NHloWag%~^wf))VnSgfAgY7A>=Rp&=^cUVmVi
zK+??Dug|uP`*Xsaw6qcq?jMu$1uRhYJZXuOLJbE490?y{<>uUMK4#!?6O=@?)@P_A
za3^8IKyY*IqFv)V(}P{=oll&;L;13X7=fF#%y$OfGC`rssIbC!W(`{!#q1JPyRso(
zKjfEGBW<4+!imZrYioJQUiV?$XTMuyt@Zo2K9OS~l-U=*N%>)~ryHTxBOub>1f<0y
zS{iFZaykgdlYG|0xws{s2Zp<~Lv6C6-U-58Mp4l-cTQVV-RS{Fuk%fd)dWvOH(tAK
zG+o=AkB4Rj15%M#do30(`ME!A$?sQS@tvc*i~o|ck{`P=n)7?$xWKR!r|XU-U*o}7
zIgZTnd&9X4_?01n<L*Y<+KKrOJCVqO(pY%6+QdP@m}2elTF^e;-YfNDlT6PEjE>~m
zNjH^ghDhdm5)uQq`W<Q2tjOob?0S^#_JSAQT+<PpS~>lmE|JNB5m7hmz3<w`Sw56$
z=ylVo>9C6tC>|ukMDL8RIPU&)j@S`m)&k;NKmYG%L^rzVmUVqTm+_xLyZJ+7Bf_EK
zcL=q^62kj(Ma=;P!-g85D)b;c(8R)OF>gDphnh)(T?AZEp5ODB1S%Z(gAsE-E%v1o
zMVO*A41RupyAC(>aUCC4EIjY`R4_@ya-ur1jR(qB_-iHf{*r;)uBfZ4{~5QX6cvg8
zyr`mzO7kD_S_zyW&VS}2Q8MZ$=VZW1x>~PP7gnm0r}bjz=J3TWlfeqi_|O!qXKsRl
zV?=7Bx36EH{WFJv&tCm8%uly&-O~GaO8PBmb2o)vfAB|oF?tI$l0Ppy4XE&+Q+$)0
zO!u!TD%EW~x5jAW*TF1aSOAID1o|qM^RJ{Z#jeLKWnppWUq1qi-COAd{qu$lH*fm<
zIgi$!9@GCdkCc1f|1poEBJMvgi_vEPV;&(P|9<}ep2r;#5#+Lb0om`|($6z??(rux
zD=U+Kk0qR?EDj|3AKMtSWjpx1F#P{<JimN+czC~2A4s&juZKK=5;9kRiR1YKbD*DJ
z=);JcZRyD#=)#q>q=&MydiJ!9h}aU$&Wq=Lfn{NCZZz8(R-{+=id`Vk3=7B&ALm~s
zIH6!!FSX!SiAZ>)ixtq&1ADxGA0efly@002iNeb64g-cEVvha0yAz%@h+UNHCeZv_
z7kg933*LZ-B#G(*SRm6J0*TDZ$|CJnGBY!Ks@v_W8DUC5Ef^a1kFEYC58G`vOy*-n
zg+?A?vwcR#6or6sgIH_Gu3Kyp^!m-4wiqtMeycYX6~f;DX#Ku4^n~APEF&)>D(X{Q
zr<m(b#+pnJB@;-dN;RbLCKyT3cu!kf+w{T$Ge(^_BxaOu1!~^&1`29wR&bbB<jD29
z8QGDAhQ0?L82#F5O^1bpBf7Ts?zXE+u11<iR7}h*Ks3<1^<V>kEGttZq!VYwz!%45
zH3x0qhWGQ*(lRm~gSnam4tPYgIeESVWA5(m#z%V_XdC$F&$5=5IY2UluRUvPZGDP-
zd+6g&%G?h0qqNM-hvUqpLIMJ+$Cdz(VYFNzGOJF6Pzfji_4mg1_BQZmSTZv+!y_V6
zJ))A5^72eAB{sV|I+WloGxhF};eva|_;7E4z_L#bU1|X|QbxUh{~p*pnWb&5R3UT}
z4eL`411q<0-+o@&dL@JmsOPCxA%|x~uSrQsp?PJnv9ZnL!O0&HZ#lmucj@BA(Jgis
zmaqrDgqaK1LL9)k%3=={5O<qhSjb-bKx>`cN@b_P{5U2h$&UJ=@6uFt5MrbLZHogC
zBe%u!Dm{)}URYYb%gDI3y%);zeQiS5H~@kxy5P)iO;JilAu`08^nei>7??`SIerE<
zvpc<e_tB%bS(g^##>?%}51x_%z(89GaALK)GGux|8nst>w+rJ)AQ`Tunr!Uq&x+YE
zKHU~n44~PPCiq|yh}fWxj*80SNHqyU%m8M04c(HVE;`}tAw0;s+3aYELX=mTguM(C
zSiKfI)o^`N`l@u-G#^$^1F#ZCEq0vqiCZu1)(!b7xdzovoY%p5f=R0oQ31Cg!IGi#
z2t0CF@**D?>6(8&v7(qq(BdOHeT3?W<8?EHel;+lxZMxFvumFMu`!GaicnlRlOzhW
zh5tWg(GOkcCoS@;ZVHT9djpM@irMl6E0uH)lPiiCJ7~_0k>*z)WOXJ8DIK4N%dvC0
z+GSiSaE%c4h4ENugVZ4K;wzQ`o!~qr`4$0Z&G}RQc_)l$VA2_5({H8gb_yJiEbX^3
zJ>DGn@!<{>Jse!n@!vVAKnusuKP1M>oOO!ZVvu!v4dhl;_mB&X(mdy%NF0BTV|4?*
zN4EcQ^H44vWj<<{6479!zDfN%Fnw&JuC?nCQ>CeL5#>Ov*DFqNXjk;(XiDYzq_VdC
zm184rGI|*ispWaaz=Qvp;K(hMiMIv`{tJhCsf_*yc)+lda|$w&fb;y5g9UCWk^JY+
zXJ!O@Ke+Nw`A4w#^%gk8Yij1A-uGYqoz7^KT~auv&eO*-2na;~8SW<~4d#E)iN8qN
z*g!Yp2fqK!m>9&w{!GfBhRbXi|Hv@EY}{~`uV26ZN0x|+y8369FaT)$k1T=N0r69r
zlg_sVm3aC29{~?RsAkOPchp_V2v2{-s0{&z>3`;mjLb~^KXU~zG5>=S0?mZ`pI89H
zOP7Z7|5whFdi3bx9~13l5!H>N-5MnQ{S>P&MX&%9<d0in!ask*k2LowBRe}HH1x8a
zM>)VpKk3_`A``$M6{FzvkHqWU`AxzzP0KFDJXTazZu%3%SnqQDBk^@(&r;u2;^pIe
zc=xW?ABzN_n5xB49-k|z<(uC}W*grL8)ynY9CmIg5M}-tt<hT$_y2rEuPmInpqLZ)
z1D5^<V^J1ZH3#TBvHTE>S?(Va5`s8ftz@q10-lU9Agm-;uH3-EBYX#Z^*To6BQXKM
zZ<-hG{hr~&2;72CpQM5N#&YQ@>*A*McOcm?EF?N5<>=PvV4S}4DIcm?Aka7*mOkrQ
z87cPNfL;E*nb8!Ug)x~*=~?-CF6hkkk3iJl#GLmvU%>b#+_r*_R-m2{EJ~lsY~;Q@
ze-|CibNAm2cW862<EK07(@Ydi_vFC?Zw+JQet_tu$|Z0BTgghQUg*9#vU~W_P22h@
zHKDIushp}Cn?CAe+j%`F8bRy3BqSuk75EdWnc3OdOWzT1fDaZ?Znr>dw;#u6af6lh
zaToJgk#RtUd%jLp|M?l<#tt}uGw~5vOYZQ748>Fo;eDp9oogjx_Jv*@AdCZbTic?&
z{r!jf`tJ`sfag(UF~nX10o4ZKk&#RzBO_?jm@U5!$K~Po)pY!pG0WqXs_qp{`n!8#
z*($luB;+1Heg~wEZPy^hp6O`=A-BDPy~D$f;X=a!hmB?o^79AYZmuRgYl)CnR84yg
z0JQ0)r8_e%A*vyjfWsRY8ZwEC>xenF{++0^ly_~=Ok@8))3nD>d*q#g-Bu9}jwj=^
zA(wVb^c!%udBzAG*HF19A>Xi(aHuNG*T?6PiHXT!ELNxhtpqp!Jnobu5PoiJ8oh0~
z2oei$n%%LJ0zQ0TV7YTgDLtcsp91OY@)kh3SFc{}AmkoBngv)Hz29W0UFA}eb!nD{
zl#~(3o#=`TyfNm@=7hn2bKju-Y-g>E7qt#tx$g@L6+e9V&_DCw)0Y}g&q%gXiuHt<
z@>=6z6{BUXVjCNql@QbKi@jO@k*J$^FC}2nddfL3OQY0?@Jn7$lldVwoL<H?#dBK)
zXa&YKP56fGf^iMZNU}M0Qt|o4acwr+X=!L=RR_lL0j^*Fe<o=hhX0bJ%V?6KSF5Eb
z*Ghy%rLMBJMLQfWjp{~+yY9E`;-2kLCOvrgJpU;YAw3B_8?t5uvijxSwx3yj%VO63
z!_fI7!lSNrK8CE8d}8fyjDfqikx7@xp)qTSt>DMW;>Tq}_nz{YcE1}bHihe!n)Nd9
zaa`uOn#kwn{IVq)n?ui;VWat_1iq~VVq~W4m8dsNQ)G!_^R4m8f~Ij_b!io`N42=^
zftQ-PrrJ%uAU1SSYbaLv$#?tm?N|64+uJrBrLI5dq+%Lg_qpY5Mz6h(7H$W;ldfk6
z)wl4-6DO^37>dsDdP;cO1Wl$o%X%ei@rg@W31%nXknw$F>>hzAG|5Not+0={m#Lgo
zf4p1oeKglxd>CIfA~`#U@F1N0_%On#Eu2Y4dk553WOuZU28nP%D~EQ1y$5WUvX_*%
zoW3nqZ?0%BbR>I(ro~D4ohJ-UP9AwueRN#D*%H7rU`*s0$FYx>HCB3z^2ulVK?(|q
zsO<;>_i<x%Uwcw*i4<fzH3w3x44n?-d!)@bj@h)(m<P9#J`ug1UvpA1=5e_4Neow5
zsMC(VM;|rVQIS>s&|@RnGSl2FYU5k)=A<#>4dI+Er5gs(>p`a5(OWz-X@zOZR+?ox
zl<}I{h&dESjs%hMGASJwHkmHx-_T@DbmSUm;bv-x__I_G!Mj);b)vwq*E-WY9q5hi
z2SXN?YHHGKRt^cYmWG=@3_KroZYVhHuIEHVx4*|^(G&>{CB5d3YP(?ol5n&@q&kWd
z`qhYV5>#io)*BNEi*(>w8B#0DNE$g@svf(U3}KJDE1?V9WH!7}t!f=@<-0WQ`OUig
z+g!<Jf6<C<U8plf{MDJA6()vbHLJ6s%h(-Wm$ym{A)c|i3|k?AsBr=Jm_UV~)xqN@
zG$<Jl-irLs!je|HW%tY}<C?nnH0lwVrWi3fuw)2~J+m}kQ^R=mupFHdlAI8ATQ&H}
zx8AkAKBD3qEZk}|6oKCNmjf{m#03<9#h$s;MY2_@38|@aOkNg#ey33XCATX&l=hU6
znnrZ3h!{O_Np(%JqiL8-S1v|i8<di9pX)xk+lf>t2}*S=45m9mCt#CYwKrEP=;`*0
z2;8&Iv@j3b9fT*Y)CK=NH0wBO1C(Rdia^nBYxSn^xA8l&9<~~zET^>8WNzE9OO=?a
zOVO2)#LGXn%8!xN3$ESaf{OGzx+?{Uo=72KFi-bYtP2;u+qJFL*U_tq--Ks8v)xhg
zquD5V4O8mDl(E_J1b$h`&rr2E(Y7<{?<Om-{@$+-F{OnyHK%$>_Pb+n3D6<|LPCBh
zU82-9s{2~n^d2hinQ|7d%;bBI9`C!g{0Y+zCjGyM&cMhB(t4>Bqy|y+lu(6Fb|T|)
zxw%$Pl)F%v|FOYGPpz1K-qKcIsud^B^M5Up)V+Ji-cX?N<gJW0o4__(7bl<`<j!CF
zs<yxDg=PomFz>Zzi5UoBl3@RjioCH|ZvrXXj8BTs4DQd$7>18WZ5bOzFxB?R@GrBd
zE?l_DApAo*>Fj)rffV^G0)xwt<n(Kk3)RucvUU1$GqVqD(XXd0E&vr9qYm9-W5XB&
zOQR@{0*%2dQU3WMt;SZ=$4kzft;nUFOq?gnum0KxuQ*0KHFrlncq$>^*AnhkF<oaE
zUa8srj$If|NqSp(yK8el%AoKPW~-wy!?>vX1Fpd_n{6(akzg{?N^ldtHL=8ajc6_P
zq>49R^7qx(>W$t4y9p!eLm-~oPj53R6JSozHT;L`!)wiEjBd)-Pc<}Y4Dfz0M%$Ha
z)qIRdfgEjydFmg8DV4z5hd-NLxb!{ZD_YvYMNnk&uW6b=AV2(%IR`Mt`BEWg)xhn}
zRb8C8E*{+GOivD^dB}L}-&eM=fk2;u=TcnVsT-$3&7A{%jW7RpeQ!;|)Ea3unYNGD
zMELi^-}?XzjS^?qAeK~5ng#5<aqXLACGsDB9QhyX@D_m(#XOE;fNy4_`(;y-^N*~b
zhqE9<scCNG%ru;9@p3DcKi%fv|8-1Bh|624EJg`W$~f=b`*0sezGHy=+~*F_y9{V?
zj4~D&h>yA6D`Qph_L2M(_kFe9<oy}RZZU2m>ybh4Y3s!*YW%;qnUvHy43bu_forkV
zkX&87V~WqYOP{{+jf;e2lDR38AlxbCk$v+J$-KN6C<}e8_^e)AsZ*09AcXap`vbg2
zX6R(;v9(w7W6H}&@rxNezaOxqBzwVL>%LRVHWzeN*K`XjdVZ_nDlts}#_gGI^v944
z!`=59BN|$4m}J$^lpYXCS<6@1{;}e{x_#4MH!O5q(ZEcI>Nq}>mJzvS+j#NoO#KZp
z{^xNZ#7YE3d;h&-&CI`gzSOv*k4k!h#Y`k$@O*HB4KH;~^zNNG2wvw;yNip93v+L5
zQ>0q?R>8sU?DdVPEXd4f>keLVwuH#dQk;2=jb`+=u~8Cp-vWCJ|IeR=jh@~w``F~8
zo>j`c6QI0BvKu*+$w8ye0u|9i9RLviX&3?H!K|bjB5masvh4v0t143e-br}mmG>uA
zCaTC=X;wM!;53{+j5r4L`{wz<9b*;F)1J4@X-%K$2p&rsVJ-t|Be1|_bfDXL4bPM(
zSZ$_Wa^Dte4=)iD7prjBbTBGGIJ6*sD7A`8N)3RI3>_Y|j!1O(1YXnCrIQ=n8D=EV
z^RS70-v7<1F=t?NkY?+rod!4-V1PU3guXMCbGpHur^N=4mfed{pNF5?2ucpF4nhSA
z{`xw@2ijV{QB;xeh0Wba9-e8|#P?i8obg*&{)^`^i}Uk5t_(!cs%x$VzO*5sT!elb
z9fZ-QkO61$*Bt@K29a;ayaP^W4#mpVLC$<dN@ESJv8c+hFEzdejwS4e`}g7f`<H+M
z=MVIM9j(qoy*M^x)kWgC_&&5Z^Wx=&w}1L@vDg3Sb$ywrYR_G|D(m7>aTX7+qtTz#
zcpyue8F2yxznj1}iUNcV6oQ6<f?RF%(vnzdRlmEUB1Fz4)RYrC)IOqm9l#+HGD`Xf
zB#f-dB_SbC4sWGcUAnKy1x@6Fx~t`3Yk|s#&Nx0f;Kwlnz7`4G!1i}6N*_OdgcJ@0
z>%iv7%9rvg`?ukiBMhMAvu42kXd}e)`(CNi(0fH@05n!djztP}A0KXVsPr6E!n|B)
zE?5o#@{ZWnFUPe$Ioh|K2@+`UjO8(2{PKRYU+Kw1GqVg)P=%MMbBd`W=IIuE;BhoV
zm#x?kz+NGnS3VyX5lk6g4y@k2E1b~$5(61c9KlS_oT2_wt}`*(YM-JCdfzAm8oD*;
zn?_mN+$@bL8g7eVhU?BREoE2hR=dH{;X=pX`vxF^KG2q6nj(NG%R#xRSn0T=5uKo4
zy<qO>3!GpGR<60)vyU1@^VagI%eUsH+aw)#$4AdyeX5~xn~jYvJk<KT5Z{Koj*d<`
zysnkb%4t5<H0w!8S6A0&HgG#%S9)>z55O2KjE&PS(VcUUs_{4`e+RtLp^-AU7CKJj
z#!c3zxJ|p8aXC20?#4!s-sOzK)Vgq}zldnr>-}1zOxyzID0c1J80}VcqmdNt6$T0n
z+JNqJ+jGA|cQ(m&_1ky;|DbmO2&T@H4h{@F1O)GS9hGl&dRp2;3ybXKkzyHl3E=H+
zivVgk0Krsvg92tH2{{FYs}d3tEdTN}6{sfxyGxVixX!}zP}_(2G5IfM*WS^=#L4;e
znAY$e5AZXAh%vDC=K2F4SsR-|YH>HUqvPWrWy}?3e!x&?>+S6=a#&Jv(57bfUZN3o
zej1c#AkQpn#fvH|EF__$%cm7FGBV15G`Zt!HX%AceY)w8JUl-(Hny|%U~q7-9e95O
zyMU!e$j9?%dfNaD!NkW`;y#4!I4~m)^yf_AW16koxQeom4FR9LzsFi+xXKlNATj^i
zYNA?uE+`W_Ha6Bg9w?G~VO;oh;#%W*A3oeS4tTtw_Wnt-IC`gyqt;IG`STl~MwI08
z<&@GFbM28UbeKZ_k0~iBV$jZqK-&y;@z_uUE^#jU46LQGQP#twx`G{zz3Y$QBKE9*
zeE}`hf=8zHw~-kbxnncFy)={^X7d=){6E;--mx?aQzg3Xr6hbEdZcqiYv@6Q@i1*F
zv$AeGgp&Owxl-;1{NQo~7cV}8OR)p3bgiM4s!wG7UyAF@1KJ-{E;t}SNw*nKvY#~x
zYS>+1*Tn#}Y?<$hM_OE^AcxI(gi(l7GeC{>`&o5x)<u_*@F%GDYzQ)sTtdCdWq>Q6
z*g3)3BX^IoS0E+NomNkx1zWC0n*M=kbwrgky^<x>PfwGA@`nbSAHRp3v5@Sy(Pa#b
z6N?nDch0wErt^Js)0<xO%1}JCnx!xO3AE;@Vku9F!*;D|7sUk^TFNP&{oJPz0cw%T
zj*BqSV-r($_{RTQL0%x%w0|QN-U(;x@w!Qfz@<(6`4!<I@yh!r@RiV`IbZe7zK7p*
zBDbUWnYg$12f}HoZp)ooCoR^t19ubVihDrfhA~48GKIYMt^_<`k&9w|QG>6|U7gJP
z;u$!u%=N+YwBm{l8!noG3iMAGI2b-eyfCxcw>r^f#`97ekLfqt*dQKp$WS3vu{joH
z5Gj6+b6)KXIN?cQ*L2+!36fFvee&kylrrZU0x5Wmc9ut0hLVBYB)UHvu{mmypQ){w
z?0Hf?x*gCFBpsTA*D%wFsOmZxpEKv01Mrf9oNm>jgoc8I-kWrEp3USMx{x*{a%&JM
zufB8hSUL^^%I2$WV4bq(=k+G`n3LVUdgz^>hY5!4jl1uTn_H2cgt)K8^t_s1%lACa
z_78cbfZHWDFA|0c>}rKGmBpTu4lPv0w9&L|FubgO(b_eFB}P;?8n)yETWYW+pdYjC
zU_&oC<GBkqeDq{J6U4De8$&J!EMC?L#jF#FZ)ZDd)T&AgsrG8_IA(91S*rd0(@L*4
zTI=UmxS-Hy6a5SpPSMHsC&>dAuJ-0gihKMk*-tGfT|}}Ma;bhIhl_bkO<?Au<HlL~
zZ`a6f9M9AvN=t3da(3$nmIuP{5S|3j|M6`@u^R>`6#pqvrDur1X%Ce-6;k{*)1zb8
z@i1a}sL3|4d4J@4zl=*NmJ+ii9X0m6!f6nJ0(Ov%TR-AnzQpIbJ)oLbcBkk<&TEBE
zWc=VMPh46ApBL&WGWA&yacwCdK~=24Y%VDnUo@|mTBZx8^z8FpLAH3C+gCo!)Sa1_
z73w_fpS`O5$WSi3(dS&2kUc7CJ7cyKT>U;>-is^Hc>>tdYp{+?1e2hIDmzY`brfMe
zb>AVl4x{@iRZJy>O43j)+`ZAGhf1%;;?-Ln^PfM3$qk0R$L3CPLcV0BLbwSO{2oOY
zcH@~&!2mpkFF|(are}L4j=wz_Xsd<R9PjLqR+19K;vHn-KK9BuCZhHF!(d**%eXfg
zE>WK?@;vo$5axHAdTt3eW#R1XY%9=q=AfR3@!6g<FqVX=H!*OyT21<L#;1qAqx^B|
zspZ=$sBk!Y3|w3bI1~bFn$RjHOtZ$o*<R4B^8ll5vfRG?Y~i~$!nqJ}a<H@s8Z$=7
zYJzzSAV~gVfjX5Kr=Ca^f!3r3hgV`XjL#TK+D6T=Y^>!hvL7HK;j_7yFzcFdF%QI5
zbAv^`AuUEA0HVK>*25MOnH3cemc`#IDQRnWofq?iB_ABsysT<qVi3F=pM%HzJv<ak
zA~OpbMUytb&507}$(Uk;Exr1&(DaTgIyOyYB-GSyV@oOfNFYkz@t}D@&$_&4`iy=a
z!qmLU(LCK&(O+7VoR9w`_?@x{QMS?;%mQce_cbcLYzkWZ<0L)=;}TFdJ{1M`cfm1B
zc%Yh|ljwxwdI#FBiNVF9q~~J|#w#2EFxI4<Z-y++pHC4OD7BHk3>9Ze5SYvTiHRj8
zTMCc$N}luaW|!M~lhl`Vw2@<XN<3xZBj_@L5)#8M19mTEYs(D)Y?LW$7&n8^v#!{_
z+)`48S4==Vu)e(BTtzk=gkXXG!of;<L9zxY71L!(zV5_qLkN`}Rh0v63Vd#51w1c|
zCh=3k-$}x`TOkMzhXpbQxtMEucB2$g^%K}Kd{EF+pq_7bSU9f-opqDG?Azda?e)zM
zs~8GP&Sh{GGnlC2{QF%&OQaMz^X=a>kPQdYZ)@^HsB_Fi-RB&pAqX}o^cScu1R^hh
z{Z&TCHMeptL<DP}6ooVN*A&u!hW~v}ZYg79WF8+FxpAle68gXsrG;!}UoClq5+M3Q
zwY6jNi))D5;cx9EDb-3@=pqgKf_c4koay}p=2yCYO|Gb@2te}EoMSSFXIdllfCq6S
zpdWWi#O7sj%E~jIp(!;R<DCsrs9!*tK|~}T0OgMS)9Bb?x%+31Kj%YOaTCdjS-Wxx
zN6LmO=doS>`Zlp5-niIlK70#Qx^caLgzzCRIpL5h?t)%FC14S7!R8_A@o#UBKEXDP
z9;NN`p!ahM!g8@dp#U())a1P)^^b)s>vI`(zVUwV&HzzD8YU2)-S~9weH9-R3g9fJ
zTBOjhg%B(k+Y3*rs&@nYnN4AMOg_j@rG;1ZQfl(4^Ip8Ge^4^bhWP6jeytBz!+L98
zZcLHPPE_ICMNrUY+ceshUdzLil^n+~OfJh|PRu1U-FMf*iVcS|ORH?e?n1kfQ~;o3
z>QR8uj&aQ7+Qn?KWL2K+E}X(#At6GxqasjB?C<l4Dv(kzR-F{A+==GJ;!2Fu5Ck>B
zf5t3<Zb(6$O6CldEiXLl;N}J{DgiEF@RPos$HzC?>_pn$Hjg)gswW=ohKduHX0Pn|
z={*c43{$}yyl+W$p+xu}!w970dy9D(ZQ~Pz-#<3KmNk;~VzWRZ!8340p+L_0QP>FB
z3FcJoV1?$;=A5R>L8vNURvCjWzOVxMu?qm7Up%izL(b^6<QV<%&dxc~uqe#NCm|)p
z$VSVQUSeWclD?zekC&OQV|zSPpI}82sRRtb{=Nx=DB{pmjedSbVOyT9XhpW6ua8O3
zJ_F(@p-T}<@{Ml`t4a(C{h37`7lNRMS>AJU$$-{k5IG6MD@$!;v(+SDWzGZ^IutIT
zk2)wY!YR|MJM-|#6IJHKBte_$hs=ov+8+S0Q3s|y<Gp+LxG_G-XS1-D(rCZ$qsL32
zwbPNGT}=AebFRC=1bUHpB<=qoQy=@51o-*eL3z}zO2?IOOgkZH*PO$k4d8{lxFIu_
zK)GOj83<WUpc<bx?=)R$aHh|&v1drekuERNeGan3pb<$3bH!veP;s)g&=ZaEyiK|j
zSU|l%WO|azqx%mY%wbwyzaNwxfx?5$)ylPY3e$x5(u6%i3)BOG;SOZiuEkefD6L0S
zdR#115<8>jo73QZWb8aq3iG;CN=I_1?>ZD(52#xv?&VY%FnzdTo3lF|Ztm^_yP)ZE
z?K?lFbL?>(@57Zd3bL|KnX{@-PY%=4(we+A6~^CuN(BCRGWq-oWJK4Y9nWj=-S$W9
zLiA~elUgNqKNA#M_v6w9pFcn6vof1am^uU=oxMvuXz|I=t|_CLKOP6ZHpWY92N=j{
zY@+YW7kW_mDdQeyx_@}cV>=I_s3aVa)m947IQginHOw*|&0gZJamq-L(j<fB(1z3m
zf`jw1t^!~}pz5Oo7<g=;s|-^tG6IJti-OiLb6R~<fRdR(Czsg#CZENiteRR3KzP!n
zfZ;kgIDE}k<@h#~pKLi+rl`%##wLH<4eDAxCtt;rky2Jw%|=dRy>nO^%uHrtX3mD(
z{!OR4lqDPdakM~)>-S>@@g}q5%a=3K+`Fse*@V`0<<~Y`1HJVN2uTT>1cICE6Y%jn
zW+Es~1jDfNmaGLoI<28dXlU3p;a18+fIbyepz6Hw1{TqK8#4nl(l|6!RM|z1hQ2`T
zD#>jQl^|@b`v-~A+AhY%!IgzTa+fD+bloMa#so(`zli7`8j>?I`uOqFr$?Y^?tsFv
zZ-y&JtNfXJ2x4n<vwvly%vzU<-}0$M!-^glCi--^q{jWwF;d_Yu91mJ)_*MwJx9&?
z8aY#q)dQ;D!rnzjVvOI>n}&z$n4akS7cm7a%?bVgu3vF_{5UW!;NnkH?BzMqn~$IN
z!0habD`;1dt*(=`FVQv>bdJ_PdDO=LE?&v8`$?moDk-IIHm^0Uy#!_G%GbL2DnTP_
zW>ywx*}J?w9E9NNxmx0%Oa-b&&hQ0z7h3;S3(8f66GB=t%mwYIH*apG>fsWnp6<v{
zXIv{Q6Wo4tz-4~52hL?WTy7F3P-+Mm_X=MCegVxX68S|1N?cuJvVA*Jpor7_YCg6z
z?fR%e|FXXh<2u6m(Bd^UE3pKfq8*lmM(MNZS52w;#CueAGfV9jXICSB7K`p;F|Gk#
zH3@CD$|v?ZlrkZg6doAzi`XV^c8wI-7hJ!nM|_?L+D_gZFYfMgI5(v2lz2M^)N-xG
zAoZ&0-WqO9H?2ei?WM&QRD5PLXBLyH&e*z9te^2=CXxE-jqRt@T?cTKnSX7DZ8P6k
zWR^KSt=+xPmuHEQ-E~vb;Zd0{JKc5FU^(JDm<mH0WfhgIn?s52{%MZbsp<{s@0jGG
zK&Kr$#e`v!uBr7Tp0KG_kJl4+@~Lk*`#5f!cT>7`XVtGBjOkzMtjw0dN*+Cu7%xh)
zHxej_Bs$y60)^K8j2s1L@uO^DV4MT%-{b|xKl<p|Jm<tzk(=}+jeEEsQ9o#eqg=Ah
zkHila867U4C%kxlsoshi;0xFT<nk+}+HY#eZoF4&+d;bNh$`%VFsAB$3}f1<H2eo+
z(xa=vuC$Uk{;pJhyn`HYJJTt2m&X}+`Eh%<7L7P1{6I{i(|xGyO`Y}P`4WmiVYw+M
zG4Nqf6qW?th^`{X8((v#<10j=Hh7@o^rpNt)>M?Hl_Ke5t|vqh;#?2=3hci<gH64;
z7F;3jNR+QucwgSC>Fig~bsS=Dz^5L~HI)zpAK4`Q%y#-J)zceC;n?9p`Y7Rr?-9K$
zy-_-Z(!Zv_gn6sLlM$DX*whKu=u}T(;jUo<%PH7zpGD35RSY~*8cVzIP_<>$O5$?k
zhb=6J4kY>)c*4{imcGqxf)Gs7Ukk!Qs~}UAQg3{jQ0<BwQ`BHoN!3KD`~r0^aoqi2
znp0P-&oSlEVE5;ia&g!`Hh*XAgtHU{ANUC?>@N0vleIEHnT*(#si5OEm;`H8pBdiQ
zwoMiu-1&H76D4+8vIUWgL1LalMi&#F`NqJN=TD6rcb|3Cmc0rtf#l$oeSHOn*okca
zHAGRHqz4A5q@>ey3rNUg|9AABx-7X??_PzQ7n0Cym2&^$iwVv@RxE_q%bT=8+Y#K*
zF|;Q6v8XNYdNhp5fJt~BV*CqH78XLFHyaVT1-L19Kzz?#X?rj|aC!~Oa`jFxA2j<H
znDGmNy7F9~heY|zN9`EPbCW(frmn3R+Bx@NRG}qSTkWQA7FFYI`z~bGuYrP4Uk{|@
zOh@V*#g1CZvxjo`B||$_Rfk4bsmK`A9}<5>U*6}Q5SGhdjDsuxTrdVrI;>aQr*3Xq
zc4rG#Z_-hmJ968?25)HaQy|8mFKKC94D?nz(;T^VYM;My$+r~Lg+kaO4{lmeyS=wV
zsWkr5vDMYvz|ENmvD)l=Def*mMGl`!0GQT6o-In~j$b!S^EaTgDJ%)T(ND7_enP^T
zM~mGrWU+iZS@iQtN<a^rEpNeJ-()CCMEjVGXsRqk;eG)$IogsXN`;#EzNC)--}Xbi
z2bQc`KD|HTCHrsgOFBqFHZ8T3<SVNDtw3)s7LYka<o*V6E2AX<#KnuB63Jjy#;ukF
z6~9Ul%YYy3PIt|(c?^g_vjJklsP|^(<^}*o9x2t9>+j~%m{+<B#jwpMU+pG@X<qn+
zO6~1=!Mc1}J3~9`Lwr}He+L%3F}=iCWbB!?%$CjPpt&3hkNjy9{Kn~VM>wlg*q<Lj
zT3(-PFZ)a`w~Sl*0Hp$O2?m3Q#m9Gm^<#OIP4)3}g`)LlNZ@Ph=!qI_bEMjp(d9Y4
z<#4$2FW*6P^+Z1CLgbgbp2Y$!7TWIy2C+OUk3+9S!r3w(NTUAHixXdQIHbLFI+9k}
zXV74DzlI!`1gLhD#i-*j6Eypm>5-Ak=QLe5&bekNgEh`|+GC}z%f~Ktd>XV|^@;5w
zBps3K^$Q1|o*ZMA(7?i`1R0D44C5y>Nw=o%ofI8f=jM#ThTlO7lu#-lUV<6<SvE{r
zyTQ)}QW0VmQgyyh;4fOaH8wP~42ll@GN>@<7+4D}V9qU(&-rAP-HSCE@^rOgG(CLB
z%@5mc+R&!~wmWjhRSVaQOEpm@hQAz|&o4;9%G0V^8|^|}EMtVzVnv2?OJ&j|Gkg1e
z=2d_{9M<AlGrq}B_3Kf&yNh9dV7h$b&~o7Em<yq!qbvU^NZ$B*yw<S;Y5D6=hJ}TJ
zxw&fHdx$)*Cyj6gqqczP3RmRs9Uip$RFMG-?Q3ccG8h&QYMC%g%)rMN38+H|Qf2xC
zY=J>XOXtwXv|md(zb|ErRo+aY+2SYtH3S6(LNJ7z)Y!}5o0Wq*$}>nuoSI^*d|rOI
z%ku6hAGG-QqZL#erzdleN1vZOsTv1oGBGidnE3+ny=N-O8_DyuoM7=5Z(tVhYhNG6
zm&t(0NS|60PEKO&Qe#^#jPC4iMP|3aSAw<I=lDYsDH`)&@o#<(_(OSlEEup7Ar{4A
z^LUM8{z|Or$7~+&S(=RS9{y{tvreNzP@Z3#c6r<a)i$%@2McKF#xhvQNxhFVchHBF
zo;@l2c(<$4UO;34g8L)%NgCxd={a8%gdgn39^YX7@`Qga|NHPQdSVAU5J8$iX*I^N
z%7D<S;apzULH6puv^}OsqB{546_wQdYx74(|JVrcfIu@9Ck-S_iZ95jN-uRJgFwQF
zZqS+etIF-uY)qY+jK6x|`UeL=t>Mas9ag%e?<3ii!(c4jK}Y1R$v{Rs?9*zaY)u*L
zShy+14JyUfD$si=JSHkAsCH8!;TA^L`MQF6{fdKC`?tRIN_VQvh5CkZk&6#HEBko7
z8Y^p7)sPS?(d?SnxCd>Y+#@%ok`ASRU#{qX^P$;B4h9Sl!U$8ggX*R*OU+DETzvA{
zMbXw(7(5yKMqSm`Y3-^yl|lWPx%7yy{WWx&T9c&?e_uNRys%)*c_xV4ZvHU^=*kxb
zU9}{Xl()e<WyWlveP6#a4C%P$b|#9b9_+5I^{%9?A`A3!47cbj7qlnqz~(YtS-xgk
z(sizLMD;pHKC6AlnjR|Yr)^aL>a&W9i!mj7E7AK02U%;;9J(H3$m9JU&#1jU=Y8<6
z$JYtanD&#M5Qh;2W6hIr(vnfp-tdg!Ry#g?8M5^;1JPYfbyu=wj^nBlD8Q25`cbt<
zJwdm&m<p}lmp%b6gXuWfUaI^q0vJiU^hFVkpH=pm4PzL;?Z2@R4NXnso+L5!p<=3Z
zTPXyIsns8M{E~97$ZA}8yBM@$Zh+SS)z_Cksb-W8d|H{=Yi(d<sG<^O?)bywDFq6~
z_HluJL;tII&}K?PPM+Zr!bQXlOrEZW+W+qH#5jWz_y1D9msLnB;el`&YZc|^SK;e*
zUJeZldtXYnOAr&_uf6$?eznSToI=hZB%%*(W}4eT<Nn9$YMoyu&+(1v7^Hs=sDj6s
zJkC}>OrGcs7Si8^^};_3>&eNwJ3F5vjb?*dLIU+cw=DX9SL;Q1d0~~vH}AaP`ODvV
zEF<`T`a1#+Km8r^gR;MQ360<vM_OgAYkWaOfbb}yH?Awy-V!Kk;>Ss{6TMc3k9-@L
zXmPci@>j8*xw(1&++J1lgu*|{>cJaeK)Z*Z3n<ugKipCNi<(efx$^O6#h#tjY*3iH
zs6xL%3qsL5gMtw%+TyHT8?9I@jRK{B=niMd-LC0<{!alZCeiG=jA;WwkRD^d&!@Eg
z6u*1b?*6x4wTT(nl!YYHqEWBLfa1ywhbECg$C{2d8$6isx#uNjOwqkx;o>@=F`)uF
zPJ5I#=D-vp;@lMPwK!YdG7+edPizr_$e-e)Ko)`*3&E@ZZfKkGPaCboZhHG+e+LOQ
z2JdWHiJk!UXhopaa_0<Z%HmT=Om`ZlJ4M?OG+t+)aRq!{<e0{JbKUrEg!f;ZMKARN
zV^4t{>W&k2cy^M`^|s#Yn_Y<umB+gyLQ69&xAMZ}PBwygOFy?y<kK=qP!9|l?{*=?
z0)99^yydIQa;)%6<cY%4%7Kc^IMp(yC}MFoy+%{ek8S=PPZzu~C>#M43iL#C`UTUy
z*_U?{Yg&r~pDZ;Z#2j%i6Lp^A4DJ+KuXlAV5IjFkI;=A(xyiV-qX1$j@WvahxqPys
zS=GOKQ20FBsM_*N!G2If{;FyH^TxI}-O*jp&L_GJ4O}J;bEnuk#f43t*AuRe@1_Bk
zk4xtKS~U^Uv5+_n#wvh!x!`Ok=Cv>LetNY1z`Osn(=d~v2Lis&sC;0#Tk{yZ>97D1
z4F~g5t(G`|&;=!BE9WO)(o$j@L7dnD$fqr{EIV3kgU+ou92$+b-Voy80V$XQv_*ri
z+ViT~4w0guO&w#rWwnKow;h5vw~P|u*IoW>Q-BRi?{@4W-Ev%F*CPtTDk=?u+M9pw
z6s<}=*o9mg>d5;_Ilp3zY5AKy|I;+e=8=nL7n_3UI!~PwfRL4640dGbDYQV%l?2%q
zWYwiIdO3DgWUua_^wcXW9}ljvL{sT#FhWlc?ETLZE^ZuiL3;o)$6W3kkzB#$t)2cw
zT~GyffoQXHL3?n={~X?4Tb~5Y9gwWeJ?0_#xzSNdf^z4#K%@ANT9k{_hzFgT@O{tP
zQSovhNy1E;1wmnk^1=m=#lG$#XJgc0!_TJaH-%4caY3DK3)&J+*7+xioQWwJ=VJ^{
zoqgXSli_)4F#-fL2$G?(6FCYdh$$W)ZI_rVx5HA}{r_4!^LQxVaQ`bsr3j_$Wlgq_
zeQiOdC_=XEDf_-;8B!rTArYlTw(MhH+8BFfi(y6?OSUQdSZ2=k$oG7I=lA=a*X#Uo
z{^psP`+4sBe(vkKKA-nxd1f-Li~Tt{u-`;}-Zlt3z#5L(M2-uttvpt^IfJXZV}BUc
z`n*>*=03ca^tzFypoI}PZ%zK37OS$CY5~o%ZAo`cW`TddZan<FbH~i+=zx51{_Grx
zPUBIgQq^^PYk!S7l5F&_Rfee*OGWitC)kkg6~=|-PdknYeSHB+k}3ucxP<QaLK5nx
zl(8uNaL>=UG;<?iZl{?+<HB}q>EFa@d>?J_??bM*_xLVDviI19Do;=Ia*=kIn`Xi;
zwktD@2YD3a5v|IPk71x4n>8S5YEaSg`z})*>|4%}4v96D(0z9_P2>jKZyy)OI9ioX
z#UBbG|9m<OTR{~W$JH4UwOVj_p#4TbAmM$R2Ik5Hnv-(_5nhgJIlRiPkMJ|0+P2bz
zS{e?5HPLW<HQw1&df=D?R+{$V5UK7mX}$O5;E~As#RwNgWuH_3`D7n~hZ?f6!*5>Y
zo;f+4)_Yr*g0ti*knTe}^zRKAHB97_;JNWkW-g45EC^?~!2AElrIsHbLK1&grfJgL
z*zv8xib(15oYccwR2!?Lg7l@6Q%?ygl$K<Qzn~`65qi2v#y^d=53FDX2U`YqR;zKp
z_V1ZFa|@@MiJ|v&D2a<fe%`31%{F15wzB4i_@S(Q<Fl53&rLi|?2Y@G+0@)))llZC
zfqxE?h+Tr0Ab={@TK%>g-%7i?Tu|xKlW>J*2uZ#Ioede500qMqd@Bmp*zk0FlpKkG
zhBHLmF0b)8igRvKTjm;i^R0`!`1Z_!bS<1qy(9Y!!W<pU;RZTT?R3CyA}5|yR_n14
z?gJ@BYN|#RHKt;uX4(1GBfG!#e47dpE&AsJ&@Olcd0;XlT$uQ@iDmEah4``?U0gf%
z=R0-%hB8Q=;H%b;6Pg%O>L2^lzvH{mtqj~0NNk$Sy(lQ+-ue|x@do=Y4Qfzm7U>Nq
zp77Uwez@AwP{=MAYbJdO)OI!t<V)qI?ddBr7suRKVg-0$f+ghVi`;_2@=(;ub7+H$
z(8`&z8r0dbbHbVUpqR_tNqqESn8-Fd+xeGmgpbkc_Li>hX1G_hK}rI8;3h|&Ax^K+
zZ<V8wrVs7sw=#E_FV;-i_-4Ij)?y@`9^F0se5*q0pP`cjZbh@9JF3K7=A98CDkwLQ
z*`{9KqSaW0?&w+v9oGDx0=pKcL@B;6U552yCz6QD%jHUo7c+WfWc+>UmOlL5CDhf_
z5RsW!*wRRmO1hC&Bb5V|&2M!7sfsIHe3`f)bh=_?g~A0w#A|G?^N(1MWsi!Y$OQr7
z=;#PxPfmXRV+`hkSHg67_@2^CX3(-ddoAsb<JIEF;0<LcB>ySX#`C^u>j56c?VA>*
z3YR!KTf-COyGv{=YUTBIhqupZA-ISeRqp)oBb*g!T{X^D-s#|Wz~1#61^iJ7lkJ~;
z4?@KR!*#pEcd()xN$n<O>bdNdCf}3%5`DHdElw)Q6B*gTFRdT!T5HLVq-mR|7`@E%
z=iAU!94fH<TqnvVr?w)9+lMZ(04W*q@$rGzcot2qM#KNKAEskLrYy@I)N=Ko`Jtsz
zK2e$LoT35K4%1^#?F@cDc6Y|4<s+Gbdmf^x6^e(R_|jWYJ7E3iRaB+UsMO6mk~Y;t
z`5-@JFe4|TM<JIFikf~L{vg(smj3{*%6k4h7=opgTo?OzC(XXQ?2bS8z)nyz-}LoE
zMSA87miYSHx6iIS|DfYC6NvOJD{5O1nBE!{2h}}W3z+V&b!>_T($3u!;1{@_ks+Zy
z%c2cIJ9X01{B%lx>jCk1cU0Y<To6Pi!MTU~k)`}v=CJ--iXFfD+m|XG9|o7_YKu))
zOR-%Bnsl_QBuqjrQ<W=O(r+&9*%bA|;o`sB?loOqB<rI!#-g8#T>I46B;SeH#a{Ek
zt?YLeK7)VsTh?oIu{wF<$E~Wx2uiuQw2k3*6vd(78IBCHb+}(<r(AwvRbr13c8w6-
zy|<p+cF~>k`r~WEq6S!6$Ggd-Xr;|wZ)^-r$=~n&F)@L}Y;C8@%UY9pd8IyH=7QJy
zbW%lOVeE#lRjx>?SBz;KYoWG~4<$>fYW&yXlJ%<v-w(hpt8_R$OuOpr`ME@&=eqSP
z-}{-k2;%G$rmt{i5kqd5svt=auZk)%vS%~lJN-px{4zV}*R>?Pa6-Sbw|r^^H|quw
zpW5&O4vME_{FhgIy3<sLOVMmP<Iw`d+&?+<ElzfA_k$$tokyOzjA6`N#@^b7&jf?7
z84T!pfXG0iN6EA(5=wwb-ra{L`&qX<>33GTLOx|%G_uh2LE4{?ixN%YVHY{F{Z>{7
zR~@pmrFLk>P|2)Q9kg)5g75S+J^-iY_s5Qz@8oGU84h_ho6q!h46fTulx-h)%55jF
z3(o6o!Q-(oZ)cNMj9BZ&LQOg!Lrs=&^~y`r^_fdXm3J#9TW4xpypZ=b)X|VHi!ckb
z@43GLIY-tnitUSFqQ{E6%rFH_zv&+P_BF6~{?wBrtN6nYvUr6FSDwlSgYPSDanW-x
zJ$*9b2+q~di}4>us92o}(;{G1GB8gR)KU4d6mfw&EoO$y`AzWb#-_-6g2q!i$nBC0
zV;&>^jX=~&O&a0#SWP=l1Q3FRys-}t=xhNqBx%>lVN~N?5XB*{3mhW%p~ILIkoonS
zdPE11#!^ZGNbZPm6OlZEZ+PO5Q}#R7)3*=4oImz#f$Y3eNP;9{*Wjc4$Fea@_3H`8
z=Oatk^N7Sial>b4wFM1Y(@r~5O>||7BLLQRaH&3|=RB#Sy!80~!-uU<L+k&w1PDJ{
z(o!Kx6sUm-pn~^X9<b|;zXU?5KZtr0sy7lR8NSIAhj`(=IPE}&WPT}{CvPlTz;(Ij
za@DV)9aH}4XXgeAeZs}^lV$JpP|1KD(%Tz7813+TX-OY%?O7-cz#A}9|Ef&XXJ=#U
z;fX{l1YpCqA+%%p=@y(%mUJ?mY6NV<?VUsji-SDKYKNNwxt-$G<=53|VQqnh{c&<K
zaG)Y#&*JcsukUJWoBkF!1X7ZO$B#X)Gyeh;@&9W<M{u&bhK7Q5cb5`^HrHApKepv>
z>zVwy1#~&;HH3CbyN;CWtb7AN>M>;pHuR}7`3Dc25<@hjjvj~XgYE&rahY4TwmG+s
z6xCHaHpifK9&H0%E&=vt7Y$7=-n!l4@;}BlOHABxT~kw$Fa~ZG6bi+v=$&6JhU0L<
zsEn&S4_E7(`2ZAf>h3D9hP86ghVN2kyx(8*d0sO;D=VwLi5ot+>dANh*m1U%2&c}D
z4t-U2K*QPBt`J@P<Jo1M(;WxPE`p4=*T_IuPY>#gnw$GQ6x~RF-E8b#qRz3+57q~Z
zEJN2=ooQ=)DmeASeo<|i*{rW0<*olN0HI@$&3>Sn8diK{y&3l}%jKV%-I^ymqJC`o
zuF}KRc~I}_)h`*cZ+J)2pZJ3Eu~_aT2p>m7!z8Y;Ed{Ti$NB0#Ic0h8Zf9CrTJMr8
zUIPc^+Uv2?jUm)i{-!>_7@j%@n##v_12Bgm$x<l!>AwWVee%SwFE#V-f-CmgmfM`_
zjm~qibO&!BY3l0h^CP(2Vs^ikS*&5NKoA7M4Rk$@SFgrZ7Zl$Xv1dVXYv7I!H2)VL
zTU7t<09I)S!Y~tu&{+AEpA)>g#r}~T^qj9i16dvZ|I<Jo`&R>bwEL3wB3lR+35!4F
zAl0~Cg&`0ItKlkjgzGiZ8LtV{NS+-Fy=P1s{^0fPYOS8evQ8PnVHb`%s#a&~$`$`M
zhw}(IMskg|wlH;*Exzx8%7?e-OrGtd|8JsUxeQt^Up20~lgGi;_PLi;$!}HidCPm|
z7QOe3eknR03>a}rVgWrBX|=Dk9mkPneY&EoH8#^sD9@WK`TgEH!m~7;lrL&+(RFd3
zzt3NHo$QgwwTe<;{jIF9!0ZROhU?U;fRN#=__s#agb|b=>cwM&Xbw(q94H0vtQ1Eo
zc~$!5YoEenE#mJIDE@YdgNmaCNYn>r^dDCH^%c1rEjhmYP~!Q{sIdvG+y)G260^KT
z<H{{pXyDV5kWX_!0%n<oxf3cpH>5*Az%$=j9XLOKiD-7>>0c5?Fuz3+8js*6mtWu!
z1*NJ|%)W;}VZwki8Cysh31w)74Bg8Zrlwk&nZo8H%h`$2Zqo3M*_S4Q-nAb*@;-I~
z%dz^j4;wR8zl*RhKaP~O3Y`9!a9~8=(CoGM1k^<9?A`eUGOcX7<WB8M^p1}B^c&*c
z+?Eu;mR3EjbO`vNf_bXIMSv`2&86I_*Oet_0s;nELeTr*x2tgFGx&b}vg?lHog^c`
zVZTW>_#=bF`z1T>n>bggbK2eym4@PHOpn9}RV?_2Uu^nwe0?B)n6rTlSew+cB~Qtw
zYfc1KC{xXlXSt6ESf1%iy<TYDXE1)nZ}bE{Oq^Q?Y+)sv7SXk<1uM^lKBdhIh&usz
zP1|Oa%X+2IYn;OP?6S@6;GsWtXtVbybJJtAdG#jo_b`db`>g2QA-LVeR?WwkDB#;m
zK8fJVR8obT-eAHB7Z5jJn98rgHMGI|zo*;X3|}m9*;(~D>V0$0iu}ExxUk{}!+xM-
zJqWDqjFZ<^*a!S=>yB_9+&&LKC@xWuAZ9eO-#X`!XKdo6Ms(FmVgx6-&u4HAk-k2u
zpTc|Kx{~?~h&R~d;JE^3jo_8+;)31uH>TW>F3!NP4=>eShJfBs>qBihdiJ#A`HT+`
z2!(juU|N{V8Pgo6T$yqy7;ZrJ{$ZnIYZXVzI>Lf}Co1LSyD;T#zw$rG70bczXs4Jo
z)C?soP=djKSTnlTy`J+r3aUF}B$xaKk^S4j=8ej<Cq6nhN0M_Mc!IzV95Frawg^;h
zm~oOQTwyMEVROBTGW+;sWbDrEgBRoB!{A_F5fY_Hwqz|(fPqj`BgTc(Tw9?}d{iw!
z>UwmxSaLfU1I7oOB2->etL0a&AKCg>Bmz!e7#!cJvc9C9<K)Pa2lH^NWCTz(2t|C@
zaYtomlqD&JsC0e@1i9q@la@CTIbPHEpKfgv_Kwv5d-M#iZF*{E`wimy`fJA%n3%1W
z#}8ITfsAn|z!@^}4fTUB=)HN|1(EO_r0@{F508$S=hu?C;i0VbytZD;WsrT{dtiR*
zq(jU<qq}Bq-UY`>@4xrW|72sAp|gTd@Y+g4@@(A0Thr11`H$DHe<Gy%R9u%mt<_n-
zZ;9Bw)_emU1Y=ykZYm*W#Ke1VOwG2gwz%o89j)co5E=a*^w!X8Y2}^k*wl(a<JM5;
z-yI|n1sjyIogTF(YE@|IX$gn&S0F{eql(@l5ZDZtSk-vxP{yO+KIrsHGwbq;DP34j
z>Tgk;UXDoG&V2l>-T8ENQXGCD>784+?3185407{UT_OsC`LlzCZMV(eyNn3(e0)aU
zVy?_CQ1XZ2G?-c;Y^o@6CF>luP5%pH(h0kU8@sn>2T%o&Co)hoy?in6oDFy_79+}*
z*HEwyX7_<FX?{TptFeQdVwG0*lc90v-(=963pzT$T&U3khrNhto#y6xuA5MDAv>%$
z?<CgjY^_2Il+cNsWZ0v_4{wj4*lkn;Lj4+>kGOqHG)Fl`gz?-1&GTDqs&`C`9LJ<|
zT-J*=y2Q~r4CikBo#>24gVPQWWQ%e2Y1SQQ8fa;kTDu6vS4W(=kU1ggNuB&FM&!|#
zm7Ru<*2#TWtgdnckG{Qn_-4`8T*M}2ecU-FnD|XZY9D4hrqzmE(sp|#<<ha9IJBwT
z`$Z&2;)P^!rdJpF#koFQE4?4y^%hEcx7B8bJE{74PmfdaIh^;FhS8_+pDUMoov?wV
z?>3OGVssfPF!C2xBn;OW#%=hXg=uN7I%qXj9qf(4iUCePo_|*5dL9dE`43~2qhkrg
zYc{#~o2RZ8&^<9X<);{3!`Ovtvm$jYAP*r+>4j`5mYyu<VUfNVU9vog>Vyf0<%Fcd
z7=xZ<Z^Hx%tq=ClaMtZ-@x9s$;YBs~ew&JeE4`)7e(}?yjv^PCy<^Md`M9o;>sQPW
zm>_t|;_n2>dh-UzQN+<TJX%*M_iYMd`gXm2&#-qNteTq0%);3AP0Q`wZ+1?SA-iL(
zZ!c1+_w|*7Z+iAYsE{R~>dL17+FQQ8^uHH!jV(bI<HMH7CThr$%B(n1XDV$xcX2xc
z+z+fI_%`jjTKfv9;NCd9bAvEpx4crVuys|<sDJ9zAvgJTP?#o83T<BmG>Htj$Qml$
zNwh3Z*C_R){-ONRGCk8%_hFqV7mKv#)6wRjR97!%9O9ZEdd#++mEj-RPg{!bjEA%i
zYYK~K{}p>h+LMf&)7jatTQKkzc<Ydm+Etib@>HYg{4lcf#wYwV)AYWp=z?LN*!XNj
ze{Umj43eO}9Ur=IPs+7to>stiqa<aWZp?E>^G@`}PgRFk^(~urzlt1i3Rct?#t&tP
zYsLDZCe+mHhE^=G@9=oD(-+oOmT{r?k!PUy6Ltww>S%93V{c6>Va3JqD($r@W>|g!
zM<B1m;?D06>b-Y()%wJjeKPE+Ok+v3L2}k`Lv`35f6*c@B^EP{Oz?6$4~a7bP2rYy
z82!!1zR7XEot#FlF{sA~$0N3H!aSpWffUbFbvJEO3$-fS3-TtSWpc@MkzNXTPv8vT
zSY37U08t<UXMzkQ5Y8-@$G@KifZhH3zFoiSYM&imz(x3Ji5J9!@}ze|*_Y&6<yp3p
zxzPW}2t0VG32v=@HslE>J0rFvCjQu)^13vYz6!e+`m(nOHCAvuy^I4RZM>m~s_zDS
z@5bkqeF^<Reot9CG7p!6!I0eP(#d^dp^zhIeAhd?o><DpsDmFFrD&!g9tTqPk^>|6
zcGK}e1A}{^p|)WDEV1v+Wxh#?mc_+E9OktN8QQii^++XjK~Eq+45K<8`b}`ZO{l?l
z#Ah~CYUEC(**Y4R1+1n?^$r~Hv`osMz2}E&Zf*uIyMPgrkdYVW)dtOu?Hp~|*i^P5
zMlg;3g7rcUk>wU{?e`Hn<84o0#@#6)82|EjYe{HN(9+eF0;qiJca+%*d@CZ`M_grF
z%{GwM8Nem91>uJz$dUE9sGlA6i60OoRyVPbT&?44t6|O$o8f{;<;;4von<0>7b|8a
zzHlKkzm#A70Y*zT?HI-E+KCnM)<pdp`n<x)FI1%W7{00i$4C38*<Y|V&263GJgB}d
zMg!-P3$@|46bK?sWB*Cn22wPF`)oF)<mSE86||uI{>Xq8R|K-TP0!nFxe-dNojVq5
z!85jZ&z@61WU-0a^Y5G-4LsJ}BTw3TTzd^Zj<=|O8FYcpIB}XcF^msW4#GFc8>l1P
zA}4--`u<jwAxo>G!^*{r`sdci+<u$^pQ;-{SXXj=F+nB%JrkSnPq*WJ6?VQ^;>AOI
zEUc|x0tUDZPOP!UKDVI?4B`5`wo7Q6gw^DJ-iO5cb?1tpm5DTl3pXl3duVNEQo(|G
zeunjy%ftTZ)ju6>>C=ZCh2^F=GAj4?f1YSSqbfGJ^&Xruf7|;bjwS5eQxgtI<(}*)
zSoO&pe0{yYCyTARy6F}yh4^#Q2i)IQUxVY%AbVX5D6+<;_6oVf9vwkEETZr+gEk<X
zf81%e5N!7TAX56M9y*rh^m@K;FmT>zZpYF}wd3@er7;l@7ZiwpS5&&dbB?-a<#-5r
zit-{P$lU@Jzo?_5&pm$XZtTnD&47SU{mq)Eo`)0vpaK|<+J0(?df$YG;o*$zM&p%_
zzUn!9rF=a*0cv3)qN32Fg#}8Pa#QXBnJN9GH4R#Nj!DoO*Ge5YaA2w}n4aA^@J`h#
zjUT>Bv#ziI^DUQ<I^Pq-a0^t+<*2K?`%)w7Y%XN(@#4!;C=Gjg?WFLMitXWLjgf9Z
zW#qAT3*Klll~kLnKV^nyF>Fny)=#Kt&_&M_Cd|_2_0lTsXR^w`FEbB+UDNGyD!WoH
z)00c7@enKk!lh25>HEL%n|i@QSzG^b&%~`(KX*pJEMsq2B+AwZ5>KQq{`2QcP2t~x
zR#sME5gQw>Qt=j7Bua__aSq<S1K=pc-g`r|@Z9C0urf37(d&qE@V@|K{cG2b0}Kv?
z>Z52pcw0|_Ke8!?Qy3B|*EHwZXhTNUA%1w>jYZ_qn;U4XvqQtoLYJyxijTmF6Bh!#
z?vKaPo$;qHxrI=Kw~1O4l?y{{05jV0(gTrvMge<H0QhdnA@6ISrb^l6W_E#Wa&37w
z&wK0x;t8Ed_lQwin|z6MXTc!+G6ZuASiwPpCeq}{MmgD$syM$5)Wc&CC+X9=Tga#A
zsE}T5sxi#udd)ooyqIVCG9FqEiK4)C%g@Vuj&n!5^cEGm_SKGEGjqx~F+9?j!D9gF
z3{ih~XHDotdusPDXG?eGaRf!W4Qf722&w;+Kz9ZKI>oO~deI}aN*)EFf04}FFs?_K
ze|N)Pc_qUFW83A0EPfHJ6eLLyiXaHJ^Srng78W{iA|}2gA+$a6^3VEP`T7Szvb{kN
zRE>u|6?^yYjfZ_RZ|p6m+%@-$|6G+OC?~SrxgdkGF(!_3n-(gaA><X-C*0|Nb5U0}
z;ciFcBeu>sDT7JCe#W+<U={0Ly=pPIJeBUFr<aIin5N1RQj!^M+X%czst7*V`YpwZ
zvClzG><Hf+uVxH5q2FA%crik2=NqDk3Hq{gJ?WNFvDE|Px9pz-zp5X}k>+X%G$_0&
zN`dYqHULeE8o1Kh+DeF$>Wl*o0ts4<*upMrZ}x3+^7gGcD+ZO-=UWCs_yeS{OnO!r
zlo#VRpxKg5pIC6ebuELH#VaYy8aHJ%3=y=HK=Yj5CnL(G_4OH~8ad+NpmA@?2sHzl
z0%iBSGl|?ABeXx6=+n|5O*0A@SZ7K-Xz}A8KPEf@3UUtCmKG4btC+bPXvfrnw5$R!
zoN5AAcoe3kPdfBKi2-*QaLm4ad**}tCAZKn)q&e@Qb|bA;!s^5=!&VH(NtZF9|gCg
zv{RbrgZ>HNQD$$h_w^ZUbxipY#_imYUt2rG2yI4u!IXDp@KT^>dyNzVgz6U-5m6e$
z+f6fWTeJ<%eWwvQ6^%$~oTtzOW2RvvogSQnoEoNX-W(Hbg8lxK&6VEN$RZY@H?mP&
z%ElRf<E$F9G&fecv&lo%UU_Rlke!?Fki}zqa`aLw(q@OM^q!@^CoS#DzWTXGsNU}G
zTp)AJqnBA(i)MQUnGv{r0MqDxUK-f0QtSr32X=H4qe!>EJ2gq6D`~YO!iQ<T@4h@&
z4vLs^6Q=Hqt};9}WGtR+@C?h5UC!5!7~fw3br)FopS!wr>K;-co0<fRE?J_6^{MLQ
zjB@uXYZZfcskQb9yiQ+sHV5Q74pSvm@#+DQSvPa2WeHrPFFWI-tCHm^BZep;G`zux
z&wGuFH~6hfd!iNfq%nf-soj`wn_A2S9%cz39G5Jam<g%Uzj6Uk2^7vtUI*z_9INjY
z`0Qx@{5eM_4v^BCW-&x&X67qcvEd(wP~1VQFOZyaLVCL6^7!q&dhD*px<Om;36D1q
z{Beu}4l@lB_GjOP^6~%<`EHLb6j82Chzj<vA#Id2b^z$m-pi8!-GKfos83Q8ZZ@s+
z;H5h5kdeMRVRsFq$PvTrYBL!~&hx3x&y9;*c%7%GTY8+j8C9yDll(z#O@N%w)i${}
ze^b}@yAfihhGvv_)KyDaR&q3h3PIsX>le3+yzSStw6v_-#UAqVN*H2Ur&tSz2{(N^
zG?*thG9rfm$gw>krp`H$i+VbLeva&w)O%;OZr1puG<2B8*CQP!xe^>^rix}@YpfQr
zS#z!s_r@Z`Q+rW0>&`s_jMmCR?wkayn=^m1Lt`ZEglRRG#&cKKo!&b}KeIVRr~njT
zD$<nB;f-adxxIbv;O<&bO(CssHfHQpt$W0-nwg0L7)^1iks;vrr}uX;95q;C4N(PQ
zhaNbdeB%9_PyY0!cOC5hEMg5C?$Rmj{vAaVO}_X~T@vA5m$XT8RtJ#P><O+5g`L#Y
zy(OoF4f0R<CzjoJpPrcpHk7P?w_^w>sQYQT14a<Hy)hH7lvMYh#crJ%lI)-!ump@d
z_Y@8QcP$1|0g7ZIh1>-~GmGUncYd^qH_R-0t%1qf!F=C1paI+<YyQ@_VdNei2av~Z
zxuBE%h(lEimBh5l;hg#RDD8p=NT)j<7prNcMZo#<-k<)Ld);N}dHx<ba}jdn&@QTB
zvji-y1~712fMK<#K+}lkAFgukxIOR_DuBX}suEajzd^&mC4v+sxXHi6BvIsmQrYP6
z$)iY{JyQZ~V#&~3p$&S^@j(I{*;~PUg?v;P^xun*?CI@o0ri><Xy6i_Jrjjgw;lSt
z&Bb((b`W?V6`lgTwmX2jHLLNKFytu_K^h-aslkEn@{?0%IyOIYG&XbjU!J9jiH)_Z
zKW`(y^{pcesMXL~Xjf4Jpt!vZ3@NZRYJxs(44O;WApZp*;Pal3fYXqxv4OP4gT{dO
zS3wtuLV>sm>1!ux&QrqiKWwt_zx)K?@%~?}3P0T>bH6=yX<faL$q9NeQe9NnKL75l
H#l8OkwD?{z

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cornflower_synthesised.csv b/modelling/data/abingdon-all/seasonal/cornflower_synthesised.csv
new file mode 100644
index 0000000..fb3096c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cornflower_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,4.139343761e-17,1.3566767679541478e-15
+2,0,3.294230925e-13,1.079689637360274e-11
+3,0,1.274101929e-09,4.175890157676288e-08
+4,0,3.60618692e-06,0.00011819337309840121
+5,1,0.00790470125,0.2590778916342607
+6,18,0.63566217,20.833932818809444
+7,44,1.380429,45.243788925076814
+8,28,0.6850336,22.452089607640456
+9,12,0.388817,12.743541521136976
+10,3,0.09122065900000001,2.989772195022279
+11,1,0.00019422414,0.006365728331058367
+12,0,5.0813915800000004e-08,1.6654344996459986e-06
diff --git a/modelling/data/abingdon-all/seasonal/cornflower_synthesised.png b/modelling/data/abingdon-all/seasonal/cornflower_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..b25d767b82f4bf42c3a5a3d79abe0e1260555e3e
GIT binary patch
literal 69029
zcmdqJc|25o{5L$QAtY@Gq2+3~lr=j^(qhRz*0M9!v1A#d(iMeNB>TQ^!`Kay2!rg#
zj8S52W2`e6!}Fc%x_;07-~IgY+<)EY^{P?EIdjhWp3mpKeZ0}r(c<C|;DA6NT-x{U
zJcdA^cOej#<-@Gtf1Vcfz`=`xkEW@Qfro>S{}XR}$fGAdo^THzxbxGqe)ir7XAgHN
z@tZfq<wegr`S^Gu6eJ|v{@-_qdw4raT)I1G2KK`4dCv?1f$*JR{yE^7Ht-m700Pmz
zqi*;td5OU0b7pw6V>PWFZnoS+yTk`?`TRTbdQ(FG!E-};8e1QZ-M-Bs#PTxs<z&*$
z;U=3G2Lx}3dsBF5;zg8wyjdTw^Ti^v%SEIrY3XOr@>1`FT;&DwFp~29nUZh}I5=}l
zXMIz$#5^tLrj~vDH1yvu^`?*gU;gDCwD01`)k~MY*Nscg`5#J>N90nZ9vdAIQW$ck
zr0s27HiCW{?-<dlwqC3(%tiHKyCzky^<GX3&ivK(x=8&6Yvj9kzR~mK8lu&V>IKO2
zE<WpVE(pZXBQY^CaC6vXb3QN4<=59&xC-0XCr+LmM%h2$5|F-^U=>&p!6j%sj=jUR
zLhvWfH}5mbFnc?$Zn!G#@$qpNTvfpr8P{AD<c`zIRI9?~kil^7BSB40InQTcuSG~Y
z^%LRDQ2Dw9j7(@S(N*63SP5^f*x6hxy42m(HIU?iDPTW&Y3{X1h-XM2ZhN@=iN@yA
z_~5os(71g<fyV2jg^?<|D;k!bt<YX?3yWj{IrpVQT8kqk=HrhJLJSWcx_bcfM9RMF
z6k{!+*(V$#PCsvJ{X1UFd=@XNcf)VVv}tc=(Pb$AxYj|Q-s#o3XvO9JL0wgHLmw(i
z^z+jLhZI%CKCi5GODq-^l@44lYdj&N^{bUl#3uxH$<UYMZMEBkF`?cU!E$EUGN4a&
z@xtQuMX9ZWS<8-Xd(L`>HdTIPoDR{*F%3yg3}Gx<yLQKmVd!yjamh4{+k`A*cfIe6
z3bKA(H-53K*=m1hwApZ2X=g60w{N{q)w-;S`el6*0?EH}B!><1vb}+VDH_yK#BL7|
z3yrQbD53j<%Y+8B2T|p6l+XM?j!v#_aB$;?8A;D6H8&zAB`b`B_UD7{PWWT+0jg(v
z5~q`2_^IIfWL!t)+WD-9KHs!WhX3_44Jx-Ja-jzA{Qyl_UP}!f(Hb!salDdp;2`VP
z9=nN9)5=%QUU_?U{ch=y<vLQ;lQvdTBd*dhW?i?_tkPkAHp#;;WE8VGVqO@@D+c?+
z8GiB<6k;eX2`)ZQZ+L3_)h|g&MUzcIuDB{^mw{~Uepy0;zdsA>1+D0zI#OzpQIYXH
zU-Q<hT%DAz<La**7L`}Oo$N(HQ@_WESUU*{TDiz6I&zDsJfyr>=hpAbwJT2#2noSR
zalOE{nw42KrMsOtaU%Ju>ylreGHot5$^Eg>$M^4l?G_v4>DbFbA$nZzZ*oBLJwvzJ
zM3N;WWs@lk8d2iZDK0y+oa&|u$O0)X)N0AK%%X1Khk!Go9=*OJ+qe-S=zdt>u4$}&
z2~KaMs!BR1JNs5&rMymzGS!r{7qC9dvu)uT!$qttHVI1Q2`QJz=u_QqlzKh!lcW33
zpFeY}9U`M%9YUldv?_YZ*}v_#$JPQ!DJDyF%cekd*|W~2@k&l*cMY$SeX!n1!B=&3
zbc{Qqg?!2A(QC@eO=F{zjRBQXhXy6zEj5{?Ss}18I<fV|*M1`(eUbhVfI)Z6W})Z#
zmXzNK$lM2?>GKC?lgEnw%RZBN@{7fl(e=m@7&^E+ARs_Tu=rh!(%QX>zRI_%6XG&5
zMr=pVtPnifh~yAKVK-6~7dv^PrVJsBTSYxRfAX@9=tiJlG#l^R3V9a79?IOSZGpUH
z7Av<>ySHG{ytb*KUyPLP8KK&@)s#?@<UE$o7<4a)M?yc4Ym=Y-e$z{83%^NCtf}L2
zbE?I1n|}HIfXe-8f0v}%D?4&DNIA)&E#i)K@M^n`HD5bNmD#0w<cQecPsi=4x}PW9
z8?ZmJuSeVS;FR7{Qwe=POKK(;j%bM&ttE$+{^sbeCB0!t`=yS1l_R>N+y6d(A^B}<
z3kErx=$P!9hAf3EHn8q*O~;&@ur2eiS}!Svu8F2Qj_wk7XXSeTK0sS{?+EOSJ-0(^
z-X~kAa-u>GCtn|oKd34g#xRWg{XlkTx2Bm<LZQ7Nz{gqMXbRE8DdW|Zh#uTiQZ!aD
z=*Pu`mof&Mr47s8(Ro+{*R+ao^`GHO{y9+HsCr@Iv*~vW136KMqqw@C&7q-;?Y_{F
zJqBGvCC`S~o2E+K-W~I*>MIU9!;z{X>-J5P&oUc4FSkZ7(~}8cY3M|_>LV?Ne9NVa
zktS9FIXJW{>C6RsaI(*UcCQ6G-po9fF<Ffqqb%z!1=_`!Un+g~@@i*D4Q|@R!b`K0
zBw^J!mWXTF!Iv8NHKFPvLig!J#nE?q99Eo5wG$LgMK*ZvaN*;gqmayKHpp|1D*J9;
zT{yhBBc$B|xjB3>us7@=n^HkRK`-Kaw2<J&82A7wbTYM9k+M}?WRMq~XIuiqbO^}8
z=eB>n7U5{3>Z&sSIQOTAc{J44-f~n1{l}kZWMXMF7r@WYpUNp-+fwt6urN|0xX}o9
z9q31yw4AHch&bXUyicHnkmTpHKP1m=Z9OA~IQD%06|m2srO;2FJgMB^N4|#g*xSfc
zm7nmP>u>##mL{?>_VKEL(&pkQ4So6Cxz-PHalg%LMngaw(ZG~$8rd|PTEo)nDeIsO
zZ7Mr-q-S^0F~Y$st?4RdmJQWqmdn_kvg~RP;&RX=l13n1EnyRW))L^JAa2RA8Jd1l
z=T__ZvPtufQ9px>LnD?$!IBD|81v!?*7ehA-1;4*-bcrJgiJe+6eoHJDjHWWPl9G~
zi&#A(vg|jQr%P+9Mj9_QB1BxrQ8|u-xsT3GG`kZNbYU=<UedyF5#JC+4)3XvK_U~I
ziGwvB#B|cQJb$hA;)_g`3nR^8-Ux&;sE0>zW#|i6uU?(Q=uLv<lum}ruLwM0+;kqu
zj_pgi@#J<tqJ;ayhYu+;VC6is3Y^b*N)swwmsmMdrE<Nq)N)y-$FdsZU-n^nCoe5z
z;YUx;##;fIF532yM&mKk5}nd4v9Tl3yzBkG<HnFo{S^BA3SM+Mz&(vmiNwk!@W&$R
zU`o((UF!FDg7oT&nU=l?Wve(wQlgY2tEEPXE(^U~#lO<APrRDUY-xGUgSnWHBT6w#
zFqh^Rx4mLa%rMc|6va^*zIk^>B6Y3Y6={=1#<N>^4CcOb{1JEYRVv?DjY#lH7{U@k
ztVH_Z*JW1D1g>M{kQ3t-e*4DdNtU5Y9tTDNstE3=%3rk6R=F_y=5p%c9fBL(Z{kS}
zfD*St8&2&CImeg@(w4?gZhW@XI@mWDqq<kyuLA1dl9Iz{bhvQH)~|G$JLw(r62Z4&
zb{EtHaOf=+O5?f?QD$_feXsiJGi4~`<B>3Zh}x^b#gdxfQ2a!~YMjFU?mE&s8sY7I
zJLCXbLW&BV1$`GGT&ea6s(`C@TU2sa71KL8H)NpeE4)Z-ZYBYgvI?z1p-@WKjf+>5
zsAIONTEYR@dO_mgI+Fr~6#aZKJ)pw&)$OnRYU@on+dvdnB_$&wkL-*ERU{#A`ZVJy
z__{&%)3DgDTn|;i2hgNO(PtK7LU(QZ8Jv9L8&IU^X-8`dv3$FcGHXiRd~Q;(`g_oV
zpvt2=SIYY?>836%CdeaZZ&~Xdd;!g2e;ZFintApzP)^o6vL2I5L2$}slg{(6lP38P
z9WT+Xg^*u0G?)MtI)?GASMShUGOa}#mAkpy4DDotZk)P0-4TSUtW4=(LZw5a1VsC!
zt@=fFRyNiva8<_?-*`s=H!$mX77_RKrO4~0S2lKEuyF_0`%{*cRD9<2E}PnQ{4`Ax
z&7Wd5PYYZqNGHMczB4+$0U$RQWMyTQirBRZBBO7&{{GF9Ro1*$k7$M(?}4hk&2rH%
z#C@U~E9H*AMH1nKj(edI9lbQLCOhOE$?|@cAs7Hhkm`c;;6u1tuPj8f;90LS397KD
z4X)mIF}+X2`4egPy0gs?&T;ewpVhNg|B?zCa;c(2AqG5klZbAynp++7O|(fwulk~(
zqP3#$!XG$d?Z;&;=^HML5P&NKRJQ+oNDs{%yII44oh7FFcL@1^bV<8NXogPWrvdQM
z?K81P&IG|nip^5p3H95(<nVpH!}w<8Y%vADSj^Z%g~H4{ySbK)eQY)WN^79hMe#{c
zKYoJl;~^PMYz^^sB#aOrO?gcI#OW&0u^K<*EppXh@Tib&v-QEgb8=3>1m974q{mSq
zg+Bq*aYv+E?fxEJqk7$GwDq^j1*-qw^xeunm5E9RtN;=Hvs8B({d4cl{N7PtdJDsn
z`cq5fRijSb=sVC(OZw|9hqj$ZWor8N0K5#Wb|)<0J?Pba(_k&8bdc)}%KHekd8-(5
zS{b#E&vw*`F2n)3qRf&7I>aWOxIamIm7c#;rH6+^5kURtS>trdy8AA9>Yh69DW6I)
z4pw=>R0eeSei!D{1VWUvlfhyVi(K`Rikj_96Oo*=m7{x`eY6J9wpaFY>a(Yv9VOW1
z#bS#($+?@f?!kQqai3><C*F51gkSV?$y1tn+N-WZC<&La@$7$>ah+MAWrN?Q;a}Z<
z9qC!FI2!{!EY?Ze9JQv02WVDI)hJWq9*DDV*Fux=Q$gxr1+%b(sUJ*07Whh?EJ>N+
zdV5q*wrBgcb-(KVwl2wwu5@T`x^)+{W-62ipYEp48|zcK&XVTAKk2tm+@s3rI-lY>
z-L(2$Fog~l=FW-c_$KS_IW)=4ru+);jiWr@JZWY_oAy65HPy%M->dB3KXF=YVYkB7
zc?zRpud0(Ii>1|Cj-KZ^tt`MPjay$*aNUo+Hm~xaKD7I}-@znz&%*rY+gLfG#h*QL
z8V9rz_Rf+XwJ^HIdY2H2ANRdDL~6?Z{+55bF`ALp75))wHj<gdV9aI3@Q&9UWIb}2
z<64Bm>qvo=C-@~TS1nDpyFnXszc}??yVy>7p^kHBlrm~216}(WqZWvF6p<imr9Wj-
zJ!aw_7fs{@bpPr+>-1%v<kM?SW1GW_*WW+rs_?HNaoC+B5WSn9ZBIe;G5}?nF|V%s
zeZOn=#F0&bFu1sW(u1OOVdcQNa87a0cp`u*=^bz@-AceYPt>%hwDr$Es0<L$s0bK>
zW2F3bdi3C_^-_IGm7R=QL<|xX_j9DpV8-TXN}8;r4XHQf#jI5lU_DYb<Dgkv{#l#|
zcKOZ$8xKwtuZa<FT)CY`;XujrmXviD7E`*Fjb*h+85*w*^_Onpf~svDm=&<9bv9E8
zJf$ghvv8FbC@1gBU<|g&Q3X(^+lc1z-7g-Es}UYLb(v$^&In6hJA@ZZ_46xEzQV@k
z28xPfX<axxRj;N=R@WncoiMvyS$9A~9#rJy05&pX;!N1gb}&x|QaOoMkqtlkC`i|j
zt8Te|F?uK9@NOflX9j#~G3w4hk%<IxGe@$wIj(&BLdi2r^%Mo)HRShVNZ-}G<i}2e
zNqvK}fyMcV^2{-Ow4c%vYz0tDqdC_JuTV-8Ex3bF8UP(%^)7n>4J|vByeKt<FSqT8
z_MLsmRa_|CIXkHom;HEw+R%J~ynbR~-ReXTZFv*P3y&Vw8=iDqcJar|)eu7(I!95Y
zj`nsT-?Zi6-<p<bOSD(!P6g-3w&Cq(3CPzjS&V4m8#Zd4w7I?L8e&bD13+30vl9VN
z*I(g+iBJ*$Gzv;yy@Xg|tra6Igu+sT7y}O^#Hb#einGmh0wsE9?*QbYh7DL6_NEzM
zvXmXHU$SueC3}76@72A|Vry;Fyt~$&6|#zQX?Abv#N6QXt$dy(ICr=`T)4fWL(KCD
zehOxD?u?wxG^-CsbzfwHX;@Mw&e3S>9h4U@F+i<fPS}Xsa5Ve4i5yQb;B+^OCBHnW
z(+}#~;wg!%52n)3UdJ&D9dfmuPY2S^a>w|}4=!F<lIXE@;{IMuKSC?|%zUHB_5M|y
zYZ+9T3h4PQYo8L&yZJ32yC-$^i;sQ2`bfWEV7Y^!)ygn^a+bD>4!6`yd0>2HW~%kY
zt6qQFx_w6%rYA;371R0k+{Guao)_2t&GV+BB@TKm@_I4vRzNw+6{<>9Ah+@JLL2&M
zspaBgj3-jKD`@Z2OXZsUr_#oUJI{pfuAURAv3XCADF}ype#Mru8QcBf=p3u4gt*yw
zr2qgx=a@6fZkcw67DhfzL)wn&2I)AfAb6*|Ik}C$IW}aPwTjVjusD?~TMcOG=Ea9?
z5nM0!jvEhc7M$;Er8MtP`im}!K(vBlmZ?xxnsH~pG9Ou~JX8m^deOB8s#+pKuyOJV
z)2G4gTXDbls>?G?+8J(77^fG~Zb6=-&fNeUSTD>hQ`0^q;>78PSFa5YU2EfONA?tM
zu!gXsU4Bz%zJ)93Dy_aWzz$0iMPpZ54syRN9wM_oEfy#<5)@yEPfVPLn;52}|FX8g
zFLi|<xWkz~MlXMRfwS<XOB(cUl&iH(TD@D<Xq5`bQl%b#sTy^yn~qw#%=yynMl0rT
zn5Jj96Z)+}(VSbE(GcHyTsiz6XSEsn*LbC);(<q;M@?m%>A&HOr{ft=DVnI7?eL37
ztu3F7bme$Yp{Jbm@n=o1RC^et()_9zwe%~sX)WnlDH81|x_%fQB_bJVzHcUCW=sH@
z!r~d#qN-p}df4m};$K3Kh=goCA?<#?<(0X<<ChAXrOJ$2oIDkLWlMMo$uk-vH}y2^
zUV`A#VHznziDa$)@y~ALki6;R5t^S+HBAW!NF<T-@$8Q3FwR*V78_CAdBoeFn4`QL
z*2iwh&sf-tu0nJ&EFv1XIriMe$dvlH4FgTuC%P~>*}F0`DkugTQ}J%clbDnwvtacC
zpI$&8MB?`j{AQKr1a;r_6N9XWM|bT}uTY4*kmqq1{<&50t#c>|#zmRXy<k!vGy$+N
zlPBZ~n<V6u3bk*_H2kz(^;p6U&M{Nt2&gB=(KN*C6jgv7F&WYA1o%C>D;N1;bF9Zq
z%B;xUm)Os^yYmO|o<1_H!g=OnHqy_Ph-o@sAWG@RTA<#Z>F%i#wN_M#XWs%spF)|l
z#xV_OW%t)`acUq_l#^(2M$&-_#)qROH1FoDx8o#D-R1y4D8uY@nfV>eGkP?2iZj05
zFb*-lP*ip_kZZAdraNKLBb1(Wa;vg0nd=Q>w0Upl5C-1)%z3QbLXj;scum{!a5MCP
zsBOQBBk#-dt7lnWTwV?;?`et)5zbV1?rmOR%5k2kQPA!|MUoHG=Y&nf+9lm@b$7q?
zr0Pti(~|>=wq{GqdaGTAaYSFE_l&lVy+nc2TRx$@Jg0p_VaATFq4~9=*XVgR+NB2Z
ziLehlf{<&R{~&(U5q7!mj@iL$?A^0fZ_oJ)H?}OjS8IoU!*?vz$=a3WKa}RQGmFP|
zh=djc=}OW1o7kManSi)IrY<w0!YDghNO33PT)nzRH=GVsJdLAr-0(E}txvKax^})Z
z9vj8&z5PS?W@<+2dYmsyOe?;!M~+uK(9xmV#~Dkz#whBhL$^6lZ?k~Vr+US8h!Mbq
zs5OOGJl)&Zk}150wwm|ps+TW}Nw&L%m~py%0dx+>FJLXed#v(#A$HLv?UCU3#a<DY
zLB26nF%HaYRF&$D^=rv#uYrR1slAD}VSF`XOjZ1TH_OEI_jl`$+HA&Kprq}pvyTIE
z?XS#xNw|LwnX>))F~@(QAa5t0EOp|I%9RCwS7`(>D@BX<jtVa5i0@m@UMUy;EZ!Tw
zl$vcMnU;b@z{?D7cnVyJ3pIy8?nk#=fu!Faw|MD(4k`#UkCWJr=XZem_dJp#82<6g
zi1^7HT&$a>qRAWUW%e8!;m}~+Lw?YlwC#w0J_$6*+<TrcUK$_yHjA%Jqh9O{_mU+&
zRd=V0dfs^Q_2px7cf=KQ5up-QPTr)yztOKna;;avt&=W{)T(bp+O<Aalz6DGAx=2|
zkoR*XT-G1+)6*fUe*JF5b=zLaH-slu@t@3(17Y(Z+fkpLAK|P#UOh``r+NSO>tnQx
zA}E!%k3FMXvgZ3UUPz3cT<+5d=xgqpa`2rvHl4}xfQY177Fds>ZWC;Z?6DC~NB?B9
zpu(W9yVk}JD=h<hf8ATrU)Z_Z1x>ocnIthHcG@m%CXO}s;A;YnLL`pHT%3P_LDGdc
z{avdn-un6rK$5I?ohUbllp5V3Lw8ljd^;lACMf+aS3_AU?>hD-^KUe&Eu*{c78@G2
zDnQh>ndXIIEt5s-P(L8wS3fChM><!wOloi||Dm7v+L_Pet1ID|KfDR!4Mv}R%br{_
zfH}e=w-2+q_^U+%=bqku4a@3~`|2rw67R<Km?-i3PWA}XyE)K2{E-JmhC&Nb`CJnI
zuW1axx>Q}h8@C4h!m9)V1xAClRP69mq@`63(z@M#<B)LKfZ>yBTLX)hZhJC<lwS2*
z{YtzqoTp37)E4PP`u#If{8Iw<wX0~iyahh<jxoF^Wgs(~^w_JTCmiW+v>Yc~iAp}`
zNAQfQA6r?<LJA)wzJR8ZmBf~JP<B5~00dQaZEd&c2=5WZi<k__lVa18dlg3U>o~5R
z*Ix{VO9_5%*O#|TQNgls;<E3`D?TgF@CB$Dq(@lF{nLum+L&#OeA><K{AxHgiy>SN
zzbh9tG4_$q-F`z$1S$O|INlGAe=qWLj7`h-z(fB)5xU|9&xK<N_H_-d3_Z$EF_hhM
z^Zs7!c)I(sp<HgSgQ?4uIW;ORcC*3$q51LZ-{Cvdng_Sa=n#l1lM|Kqgi?Xa(YHO|
zfao;48;d>1x21*QdS5NU8eiw!dQdQuI%4j@V`er!mcU*ltmrYR<Ve66n&!Sn)>S@_
z<Z-I|6(JaoISf1Y6LZY0r9(`?4(_x(lVH6pSTAH+F%s|Qlvlwb$qTOt=MbM51qg4^
z?j|lcUz2C%%2j%%50Ir4x|zxz65(CH?h~=rBh`0HU4BukySK97083>Ne69?7-mP<n
z5<+XZofsoaOKjpUvhWzcz04;~4|iG*jz_0!1xzMzCDh1YD<OnwD3+weySZ3TKJsc^
z4`0HgBr15}sNd#(c!ER+RoLy`^b2m4xkIjm=TVAwivKb>UH{adSv;24Bsjl)ks}6I
zcHTZSW1m<X|K6DtgKVuiQq}U+nOcVqwJ~Kaf8=|-b9Qr=sh!zrLv<Ey)GsEjwag00
zT*Mx$Zh7~}?FpT;(aQA3ph}0kgZY%ajYhCozO$-Ww<mCndi}!IV{xR>>Wa5FIIRw$
zu0o1$yoG9#cYZsh;2fW>{rS-=Z`R=F_DNGSE%d#^C_DZ2^NK~Zr3Zm(K9Xd4y~~?X
z+4nX{*|E$u(QjF%WAB_jDN2Z~L6*<g%}Xl9O=qOVHAoxad1UY6Se-q^wl`TG)3F4z
zr;W=yCFam3gUYUb!4A7NQzGdpCTHlPIB6bgaD%YfvHo6ii)$W|bqP6Mb&5$)Eo&^O
ziKx)W<D{XG7#zjbw&N>Hgx{HB52nD-KsAz~2DOhVP4iiJhDn81Ovw3J`o74xoZ|CX
zZ|aue)F4+nvuBCaWQIZWB5wF$#*@D;|1HoEJ&wR5h#|P-3gdL_UUcM8J`W^+RS5!l
z`Qs(~NhLA!>Z-q!D8^-0%DUd(-u*~G&DY>WjPf7XV#|h+8iFFFaa#M)Bj5PNp@QiG
zAcRtw?pn|+Hp%1<g3QauM*{6Q<MPd$KmF6hz;i%<MNRtjX@*I6!c#rya3JnpmX(#A
z+k2EG3sv?9+IcU7TWLk@4SfMnNA^H0FrY*><*kvMpYnhnrA{f+&$^omL%Tqm;+tZ^
zi_41p@NUHtWX3pZa~0@li$Og*6~*`0F~!X+HE7zCj_XX(*g8g7S;@S{U2Jua8%Q1-
z5AxT~o;!DLZZG#yQlJC&i_y{|Q$J&BzCpb-VyN{Jl_}Cz2W`(JMB!(FH|Jelkp^X&
zc^ITwkU83Arg8Si<+P;<2SBAUZjsaOwiA3+0qYKZEnx?d6Q*es+xj)`gmje!d>x{b
z#<!K+vR5%7<d4^P3e`m3#nTB%<YpT|@!BaCT_9IwjP3#g9z4oc)4a4E`|;zcjosJ6
zf%*LiRr*q8I(f+#-=`nNE2bpTwDI`O&aE?~G<sb*<|?+%;LD=E7ioTXd;LXpm}N7;
z7GG>8)yK4({-85!5rZm<VWh~-=Ahl*)6>ep?t@j3ce<_jPHf<1-Eg-im@dghTyr9@
zbJrDr5WeG1j$Kkr(-8X5LKJJa6p3<e4qCb&q{AZ}vipp5hD#}7>GU|I5Uk71f2`cO
zZEBFrihriiVhi!-NZEsU(W@JcaaR6IO%t*se46sGP+ots0?zT967bv9kxx2gR+MSW
zgo!#<-WlKz9@*K&QNn<|k<@?%4gJs6UVv3ZszMb*$uOgpFDu^#Jw7fVSs+~zZ-It7
zW-6O$o`RFq6>aN44Tx&AqfAP{30*!2q-$;9`u)(i?n4cVMs-S#0y&&yhZ=Lm>DhGq
zc#%#b#%+x^+9g%QiUwv?(YJNu%^cbmMFodYA4H?F&kC}@5dyI4clK1%?{DqzkFS@g
zz2N#lpBCAlvwL2b_+aLVnR6IY&!RfNTe4Ktb|}IS7N2aNWg79pegXD9(*7Il?%Sk{
z6P-I<VotW?8cdZ6`u>XQ-d2{!Uj03cMAFxmLWDVMjQxFB{3LK|QUZ>ODRxc1MvEC<
z($Qa%f#(-s*<2{Yk$;WTtDfYI=*Ay+One+4VBapq;c$o7j-UC=MVkJ+s2CBi?rIi9
zwSs@nwddzG5zP^W=jYp-V;Iy49o`zGv8cwdq_CUt<L+Jbp2TM_2Q%IHRj0%svTRvy
z9*L&$+HM-3#1Mm$7aw#<W{9<Qm-5Av-EJNiEOjGS`i+-cC9#|z>JRRwq870Sxs|4p
zo8vz@rLiUTwnn_1SgrXrWxR<w+l@ydx+Uev>u!`RV9nOg#G5C>*HOI^W<N>R_P1s~
z+a?#w)_8~(VQ1N^7fDS2MzGKVHo}J>_4?*YmXB7BqI)dOYZjM(mWIWzIx`$bCFv<o
z)7a_omjb-jrv!y;_ygl*+(sX|zDPk-2h#}tiZPngH`(nFf#!Fs7#Ia0uqXEwrI^RJ
zx^;A`B!vRgJH_qxqad3!gX=Di{2A1sUdauzf3}c69X>(1w-{5{v&UNAEVLBpa^b-e
z&SB7dj0hdMEX&a@BrbA)DmcRr1J#+C;^;ZgCDZJ5R&f03;MkbF!|0`kyW{AtQZwpK
zyqm{*qH+5?CnWt^WW}75y&MaOf?O+44}-?J<=0_VPxpR(zzl+XjRNZw^85tq?S0Nj
z*mu2KQQ{z<0y)g=>k!Dr^1w|OYon)v9Q?hR|GqyaV*`Any?k4_B(4H$>4Z3jYmAl6
zE5Xh)(=_P|=Yd`ZNk45oWDjh8o#Xk4K4lXrhn}-nnBO)$X!jO;5ayQe)%pKBfAY=5
z@1V;UP`4NRGc;T#s@<5z_CMR-F2F7ucz)pE2B>(3Tdp5&3OwOGh5hkE-}h5O0ttW2
z@|O6|H`6Cl{&z1fU%ljg=3+r35sDwZWGnp@|M2I=hL4dJ(@_qQb;sADlENWp66U^n
zz0vvKy~zBk&CbbrMMnSlKXS_doT1u{n2u?@OXlwGZhG3^N5SC@KSe)y`0y<v>Jl^I
z0k*$cfYA*Ya>CIwx6+rE;KPP>b#=YEi=213qaXMbx^!H;c~c))n;`4){`c?S*Ba#i
z=LaLw=YZMtF)^{=i?~4e#Vc>Yl`6z}{pjuW3$J~BROm6d*4LXD|J_WzAEJ6T>iV1~
zq+LfI0-rAOT}h(7I%vJgY3%Imp9rT8P1WAXEA+8gTVGFkJ_qt4$%`qLv@f!5umZR9
zfYyUe?PBGx_3z=Cn+wARk7ik4y1Llhf_YhF8W<^vS5#DB7AJt~lDueT&vrMfd6fAR
zko@n(opFkJ`Sy`4YQFK_e-s=?o4Uj$wSX!Iw&(Xxoj#q<VP*}{6Al}d|7STf|Nq#N
z-Ru7x5ghX!Q^EUZ`(Iz)L4zE|qHgHU2d0%N<J7N)b{T#Q&e><!$YdVaTI}1&KzY4(
z>C#;gsfl_PRD=RXpaR1Wn64&%2G7fxIt6pf9I0|19I8V&DsN4_(1}I#r>iS~&S+HQ
zZrMb|xhepk*N0B7xvr|(j7s82k9<@1Z%iv6!dCM@6;oJ$-SOHbdhEx?)-IuuL;Lp&
zbPVcGKkth^Xcp){$%?G;t2yd0Q>gQ}k<|~L9Tn}Gb*VsGf7oDs7CY#imy(;DeC8jo
z9hf>rFJB%aPBY<%IOxU7jE%v_sHnl|7*(qRGE@)!Zw{;wmE1P)lBliPba94s<>pF-
zj8t~we(a9rrFQ|Q_wSW9`myBuB+3T_t_=DhSK2Pk{0RsbPHOVbOZ`%RoA1oTUGC&@
zgCFc(g>d1R4*qLtDJkS5SxoT6>4xaKn&$*y=>jkYnG%QPvtO?SZh6||RPm_|x9J6f
zi<N$jO_NyL^5Yab-RYj+K6lwYk7No#SnVBGq}AqtMU%3>ZAN;2_i|{^GOMHF1P1l!
z^9}U}3F1be$oK+Y%2Q_v;F1r}wiLsLfTeQ&k1SK|js~%m;ZjR;0MvY0N<l0`yeg&X
zJGhDShb)pn2J6osJGArQ-3xc$_Jcab=S>IH!o2M@xBsjPnp~pH+llS$yy7=G2;75i
z_TRa=xrHH&ogENjN$JqJ_3Pz%;v$grr{M@via#qM4Fr0aC<YupQ>y(rwl%QlX2)DX
zUaGe+=S5{@OQ5Ak54yX)c%*;B>-V?wG%iD}f1bDJg<X=GqoGD9H@Aj2w1@^xNajcT
zNL>GRTsc{I*XPZ(39#4Y-73-kmS5``7JlRQy}I4PVz)-;Y-5yjLH_Eo@4}GR?4?KA
z+Td?=`X2xg!>gM}sX;yf3N8YB+k}Wg`c4Lr3cwYE)p}+KBR77gySb@W6RmfD^YzAt
za^As}?}Ox+{CWm(h917=e!cg42nfmkmR{{V_a8nS;&)8WuxbjFH!A~A$0)#u=)lc|
z*uKj2k_y>+xCrR>0{{(W^ISK+MREPp`5xGgMa#9*M^i%gwqNahn@n?~fvZ*o%n=>I
zCEsEO5N<;%kX(kB|GNTnEwYrA?Saqxx&GphAu?UmgNeQ1-&<3!-}PE#e{yaOhxY0g
z-3gU$3ZnUizok>jgP^dz5DxnFif?1wF>StEqS*(fDE7<=D5jB<-rZstvZRz$%G-zC
zsZ|e+I8iWT(#HHC8l*dzfLOiEbv+TcXvRC&_365d?e`<^1m$#!j7tX4qgIQDZi%T0
zL_!_NzK+;0GmR10PXec>&<tL?)&UBJ-pif}J2vdgZ1Qvrh(Mr$3ZF+v3toFOc$Cuz
zw-&m$o_5>d)ET8`dZD}1B50?d=kvIDMUlX<+$;l~KcB&6$oJn_JMFn@a;Hf|y6sQ9
z{&G3~{07Qq1k)yOU*9C_h<x8hih4THOvTnqQU={eX4l3*C10=9{%}c)AgiJ>$$!G#
zZyC?OF$N+te-0hCj7Pe(e}S7eLAm7I@pJg*(ESj5d;0<q_gVnmF=MnQV^&-+b+7Y6
z%&qY}fJmahfRs{D4@(uV4Vo@`*6fD)py`wkATzI)CB$zm0NH5bGawj?%=n@dejl)L
z<EFsP;25*#G=PJBaJFqrmQs$rLva@$3{}`_UA`gEiPDJ@?BX_*J7vvm@`ahc)(NWt
z*4i&9rE?>Y!<CH0x&`{wpTDW=QiCS)H7M9h%a!3Gqupa$_iF#dJ>VdW=IdW@+}hq+
zoko5lyDjSr8t(yjXnrz?G7P*;${}uzifuJ9h^xkkoA^LDJX$wta47d+IeY*Z&QRr$
z5i`eE!IqqzsURElManU{GNz@cUk^y6-m`!HIQ4wK*{i~dnks$-wK2<(HJq$YR1T_M
zAA|B)q}SGd)vPX-5S8M|Xa5(L6lN~Hc#jl@-1!WZzye(}y1vBTb9ub7!wj^2uYOxV
zwK%tvspJVoRkzQLi^C??zLJJaLH#mfsJh|_$@uWKSRP$TgWQK+k>_63*CDcbdu(Lf
zCaT5Onrg#z<&L?)KQ}x&V52_R0ynM^ikE>IDuQ-qPg$O9Qk-K5msmgl@|+3HKxw>R
zd~%$0K<%a3Dl-;<W9MMy738pA{oURL`f)@Y-x*eG0b|R_+1V<2?ULIK_I9}7bic~;
zcbSor$`nN<3;?nUz!-dRYKqHlcrofJ;?-mbo!om2d421YprD|nxpcXZ@z#%>qFdV9
z+U+Vwhwl8hK=T<t2EOpyKbySz%ZcmxjiRJ8lp~KMqV{`XS&oh$L+<UCv?(sut7p89
zOQ^!mJXsHiojc2U7xuiowrgWKIayX|lI2Yp@FvSZLgiFoG{FN_4d=%%*ZZd2U-y$D
zhR{ox)+Tc6*Xy0%Q4-01<FP@uuVSqNW_XPL;>?Z~R>raS!fZxn&!f*4G=*}0VfCKy
z0?p*s`j_}SfLn%7hN^24xDB<KQBdZB3o*H0k(1oeS4|1EuZ0~t`xbt$3Oi~RKk?}@
z+Tgau!vd<~gmu7E`hQQ<X+^){lh5!VQn<Go6MCwSur|}3;<8ZP3>1RO{%K%HT4m7T
zrgcUhHKa3Q(}<~-uzHZs4o)nX1=$&YltIZrlj5DG^HAO=sD(}7GgO`w75j`-fREj9
zOx5Ge#93rr{KfkorRI_URgd>2)P>_87@}tM5%*BxdlJ_0DMS3jf;5*&6y#1pZo!ZG
zDN_%JC)$>ta6uXE5`4yJ{I;{kSV`dy;5O;a46;YBMP^v>z4tt7sIRwWck$t$p-uGV
zhA-02aUKM#X#iNjlm6Q0JHO-BEFE9|<i!U@;`{f<H+Fk^9%4WL!uHoJP?pO#KyE|}
zq#gT#XPpOPucvTjP#^11#-?NwjTxXQxaQH?4N}Zk|J(>1WM*oaG2vMObfz{F^;Nxl
z#AQ=9Eui3&f6^1Q1hjDATt>Q^^|N14rmJo5BBjT3^P@1h9r=adRYb`!v6B6Txru5;
zO@VdKzhKa_9Lk;!Uq+U0Wm86kl^a%H9_89>NmS<H5|tW^JZ<UoQ*#G|c*{Txd*G^?
z-SBXNn0YSnvTscgKprU&_yM;u5k?6$OM|U1*c973OMdS#6M5%0;++>zJ$<gFb$6NK
z8xy-Zey)e=ify?-)0b2@!|RK^o6xP{Y07~cdd(q><n2dpr3T$kEm3xFq+SxSvSM68
zp`c}!o;+QBM29mDRxbUK=`OIp1rGJBCVKm>*qEzZjjXB7P^v2;yZ(S9CxjW|(P<ga
zy*4*olu((1B?S&Xl9M+$4Usv(&ty+(MxXQ^)bAcFaE7f;_zGXO+{^f==TpHA88-L6
zoovOJfmkY}yS)cV(vTp0btO5Ancb}Np1IEetI<bN)@>3CGDnI=b7FH&VcpEe@@kgX
zmjIG_IwLbcNKgJJHy4l!y?3yv&75Zk*fRJZ`Bh6ly{5m<7nNbW3v0~PMk26myf?h1
zV1V7*UUnT0FX2tDBAI&SfLuon2HuA{+;a>(UC;*_74*vwKc|BfkJ061&+vG0%Y{RV
zVx8mJ+9#O^Ht^4Tt?*Ra2{VVeM90+m#!+3B?K`Wht2-Nmx+&X+VPDRFpI&`-t>L(g
zHtY*6X5{~yC|!B7-ljbK0M|TjhIQ-LPW@JY|5mwv*UFw-?j)Z!X}`vM!mMpI;Em2t
zZwq*;R`(5QkSf0}*<zyaccyb7i0Cm?<LWnWV_drMSG%iC$KCq5+Aa|l4}6_u)b;9@
zozqOt@yufFK>(K1QS{wEv{lWh+PPHX%9k=z!s-3=klxaw<7mvN8-FO(y>i3g>f-Z{
zA7OQF&|^HJTLJ6ky}euz7s-f$gWz5onJ$0j4(_%lZ4P~WR{^WqOi!J_YX>P`)sj^x
zPS%{hUiKcmOaE`+{Xigkn)VL%i&HUsEpvI>mv`bTKc)Ar?G7g<=<bzCBG%4Nf?<>A
zPMZIakNixlP}-y6KH{_}>Dh1TtCX$uj*c0wH8EP3ReGLEvhb=bXr_0r|64hDsu*gy
zk4-`r%+o#*wdjVIosvY9Evsak6Frnw7|6UiCigh}563ndU?Y|c&y7)n7sJ|S8BaI#
z)kfyzZ&q$jHgX+zIR}=f&jlt|hvbJJ6-z2)y~&m`BdQyo`$t63yCG&xmn!BTO~`cX
z#=J2V1avZ!A6SH-8*wO5rydg5Hg;`&^w1jaH9rR*5@-BrC25{E-gj`I3?C!^cl<{>
zxvUP@)sm2SQrTUR`!>gO)y*oi@k`~h+{~_a_8*>PC{vVIP<^@0OzDrdx8&WZb<Iik
zUe6!{xzMyK7neI<*uf65|LqX_n;RK5xJF+rkBcJgK6hd3Q?H*QdsZI>ySxA2?k<kM
z&Yn3LT$Cnkf4XV0?fI__*iHSeF`?)Ya1Mt2|MfMy_P?%nD88Ni@Uif1wZ?;us^V&m
zKibZ}Eq`>!52$iDUT2=L@V_S<c{D3#J|x$wk$Ng+sNko58nq~caB7f#dtZo?$YsI_
z-dcF*zq<au&Kf4)-aNS&eDU(P0(J5oqUAe-6GIJ}LMa1v6*%eqnTGv&=j$``h>HC>
z!R8NsCDEpX2hxi{{v?Ar+yK()kDorx6p(gG2asm|E2qQ|sL0Hb5KT)Gkl_t(-n?1A
zvrxn%mRa!#&`$(T+Q;d~UDc1q01>B*#@q$kx|^THSFtbj4Aj4)K82Ap*7pL;CTCz=
zInf#)6F=nfch}Hmw;B0I1GiDqO<n}{z=ac`=$$m#<>4V^Y|bU+-7>9_D|%8wcyVl?
zVIcX;eCUNnRY&F7Ce<!xMr;Ix<YYh+ak$7t*D={E;_f?v93XDX)0h<+R`28dZDO<Q
zdfBb8Tvf)r?s1}=-i=!L{*A*Xo^|z6|B>7)8ST@%-O7D&zfVX9ZOhu*k>vez{`&5$
z))0t!6zw*u*VZ66ykS3S(=lyeJU3)3p}$nc)+i|YOiN%V^n}@8YS>tW>6aD7`MjF!
z-Q=l`k)BwGJ&gtbMCsWlSI?P!A~UCBSYm+u5D2=sPp>@bkn$e5!i(?ZCiNIQo7YR;
z8T|nAQ1V$6^s{Rui0odyoYzukb?_&*=D!5q5NfO$vMIeEhzsbAc@q^%CCC&98C+~<
z<K}2^H8iod@fq)9lfD>Iez!YfFd(~WF^7wIpM2kVTv&~VI}+m+R<&1@SyN#%54fzN
ziFQKh*^66w)A>i@k1wn~16_`fha>VI=?a9eN<UT`X`)?6je*c?^ucFgr~s98jA!n3
z=6{WpBOZBah7_1!@Z~;PS6{~plPgY`ov?dYHv1|yegu`OLmB*9vqvkVUTwB*@oa#4
zysrBN$qcuT<mChN921WkO+LASDT>~{OOL*MbfOm*i-P+%#ts2Kh1?%m#B7gOL<={+
z<Tw8``y3onRw)Do`4qssL~_7GgU64P$xHHK@Xj@m4w)8J1+AbLK}c%4tKQ&G83C6w
zAB3*2T)nCd$N@+sG#UP(kAVoPd)*B0<<FmzlZ%0nq+oFP6kKa62-V^RWVz(gn&%bv
zuK}uWQh2s9rB6DIo?2&4H5us0Yhu61AgJSD9_roco43K_ibV!voa)icsFrFE+x*~0
z%+lh{6OodXj11NV0smJBQS#QAprs0(Y7etM&L9uvAgUoqoFyL_E46G`0IP5aaMc)v
z8i%RIT%h3$r1($HH(Dp9W`yqVF*_G>0s|xpg<mgECL>yRX62f<-yIcEvB-Z!4XiGU
z{OtD&V1NN;tYqW;W`fWlAOZ_ulx6^EQQ_6-(JGod2IRcb5jR(E@yT_}0pyXzL{K#n
z6S6}X4om`<pzIuTh-Y1Cu>rs{@q9|*e-MzT=x$jRB75u>vcVyNDnvbc{NdY};ePi=
z8Y-K;?=5+P{?PmDE&0DBDGcn}>^$?h#Q%I@@qb9NLr$N(OY60DFmT{Pr)Jf(hbx#^
z`hGfDi&C?`vJc=>O4_J(C^Dl1oLmssnOptr$?t@fVV3niKa0&OeL%Ls1+WJU8Tde1
zz_A)PTLz;pmAbT%I^boGRzb)hT%OPD?=M)nyi;r7<C2yjn7ji70Y1rl_GQiow3BX6
zfve}wQt;u@qX7^Y+XSna)y*U9N|0p`lCv?@e==ZUv@Gr9TPC(g1OAakO@jXVC;QEq
zz>sB@nj|c0^<q?ZocgP`x3}w;P~FMT#~K6HeVCd_)u0Z7<t^`D!m@DFjFw+afTvah
zy$uT9;-O!n{Z3&$0P0xeculn&xUA<)!G>eNlz`7{G8#e#$URE}vz7U+>=RI+&X_Bj
zfH4m@ARj2u@CX^-1w&;(gnH=@f&JI}y0KA7dA&!f9vFM4boRG8RFjc{oW|z+up2wu
zq%{BVn6Lv67DHXjDq7s8>YVzNzsOBKYxCbTRhLqvQsq%dv)HlTVZ9|O@7>i7#W1Hu
z4Mh@sfs?aeH&w~ZD3a~?Fo;Eyj4jDy6>W9r>OCzoPj*~X0HWr<FXw^i5ku15R8D1E
z2=rKN_FBex;BV_T5RtR^Ql!0AMaRrCEo9A2aj7gVa81PJS7?)_$lW!<(7j-*OoOU3
z3E<=R0rs7oB=-7a8fDdP>FR{rLK-8DHh|A%<SfyvlF)TWn2GfXU@j>G8FS5a?!1i5
zFaju<0ec|E92l~@s-^4h?%qifx5nVXl*#n`M2$yA2jI0NrZJiarXW*+9!6gdoeE=1
zMvjp|6zXVTFPMp3#)r1^m>eSPg9wx&Z33Z@c+)n5A|p}v=Y+0<LoTHP+}zH(X25t~
z;YKqxId#D#A_<g>!+~%x!==-}^j^m?$Og(D6Udisf`sBJmp1UUD${8ciJ?o2S_zvP
zj~~YkHoJ}#vj>Lg=tMh$Y&phP@e<SNPZ>Q87>FZS5||F=l)<P~P|5lj)89`Y<(G1J
zi`bV4-F`rlv1BSU>sI87a~cuP?*Gn7u=1`}1*MGxX<Td#D%U9=Yi3CzA1ndZus=M4
zTVz@O*@{iZG!7`YdCet6OQ0H3rQL8t0r+05nqM0E`p3*(9>t@6%|Z!k%o&$mkaSX~
zjRzrDTG>*_Wp%S((mRZcO}&Oxjtp}P%ECQWto@Ft>}^e_BkM>EF#N^`a>isZF2$k1
z3ZAiS#D2Q^i%7UuL21D8$Q<TS9)Nod7eyYV22;EVBaaskbam659tW<r%^f7jW=5U(
z-RPX<O6_nmntrm!R&w~{^SSss-N0JQara7*>k}#^-bgc=vz#kJer)AQ_uo}L`rW63
znd7QO){L$nc9rMWW%2&tx~cb7JZX<dJ0*t3|2#bhM#{V+0w-eK1@|mt?GZS=c{S!_
zV58+tSL4LV7xwp5fOf6Jo7#<95ak?-IB!0i(j756L9YWwUP^I~TKv^#ASa_}78j<`
zPnc(gj|Hj6|8yLWZXa(BZI*(Dae-V<hDN_FU<^948Q10HMt`hS!F9WPtIpBIiz3~}
zKl%{?!x6b$IRr}7T`+Lxv-1m-Ay2D8Ul8wD04Zxd=UU2W#A?TP*4I_=do`P`+T-hD
zQUjAQ-6&Hs9w3lU?wD<dJfbBC0Bi^)pi;RnJ|UIahw{P~MfSI}!20j{v0QvOz9M*Q
z<%#1_>m-%)p4Rbb7s@E=ZxCu<yxoUJ%z$*BdH>Dwc@a?rZNj737v)v-Kcv0zF6Bs8
z%<wK(P}RCkJi^2R{`T(1Vdb}z!}aQJmVUPti96F1J9H5X86$-`28tc>^IOC`EVhf|
zCc(3fOGj@g+*S4tAsi<A@!9s;47mJcme<$>yVFe-=f<HjE<>G()0H-m>TG!Gy`XpD
z_<(Z<tw)8z;cbZ;UN1g|tvlfs1v#m(vtwNM;tfIAYPjCl)zRufQq3SsqGqCMC`L+p
zKl_8uwNtfHvVGZT$G%i$Se<tcg2<f9ND670Wf7ZWhM0|l2sBrXU9nrP2i8%jI%&f6
z6iO`(I}97zwrLGC7+KHA25I-41nUqpe}Zp<6geEr=TZag1k%l<YZ;9WeW~PK(bF&G
zcsrZH(8-HxPP_F=*bSvvq_~*PLUl#qzd-y>B{B&hqOH-O6w2=BV|wrQzD2(?Z1!8>
z`>5wGFrxi~eX<PlL8^X1?e}|$>Qp7?RW_bUA4vXT-scqor^JrAte=LBq>GvReZeZb
zB)Wu&UKo_*D^ZIz51s?H-^X2+=m@6BIvJ+VZ=C9`7j<Q|@G5f_H6NUDh=I+z*c=z4
zIq;`n@|@J`##IKWi&c)yu2#Xdy7wyKEj>LwC(u77y~HL4X3603;5>~x^XcTJhlg>!
zZbUFoce}dJJuP%EKu?gceS=_QtFFl-dQDs}1Wdf#Dsxpg0*TAytoU(r3q840-Iyco
z911*}wRF=duOcVENf-!z1GxkR7yB?4{holY^Xoo&%&)E^7kRv+r70A+GcyWhSt+Wo
z`N3nZwqYi@*Xd&wCs36Dqaq@2JUnvvZL~_)jX;yZAv;TiH=D950=>plL_@JHz>rI2
zI;tz*%NwB(p0jnS8x5QGLCeXGU9!m`D;_x~U%ZIUaYvjUDzhg3;6P_!j5{4cfA2jO
zP~_)c?DQV`Nz}>7?3J--hnSC@#%k1KPbWXkD_Gb1@l@GHCC_L6>Ok42iA_i!l*I?^
zY|QU0frx6?AKt&v6BlBXexE{ce5w%WjL0!JE>$K*G?{PifRc-?V+#B`Q!lu~agNYj
z{BHwId7MgjTllNyz0I;sAo(k5#=-Mz?0@3u==4l<-TCN8nkn2lKYm*_hcuOa*)`Br
zo;gKCK}zhW1-eJjwhJjE(v43e^Ph^8_T9H<rn3QS`}AZZUQFO*)&`bd6;M{QP=@s2
zCseM)e$U(u^werv#Rdv>b`2|<U0%dxUkLkI!kO*%AlpIt`mPuxA3}XnX4DMt6Y^}@
z*c^NuqVpr|WYQGU%8bT;fVW@DSPUOA(h#QaU)zZN;M7JcLDga<T-GhDK*%K0IR2I6
zAj?>+pMU2w?XhDHf>iQRM)lMeXoQ%li&;AF4JCm^!NtoB{7IJwA|8hVq@$DLU-Wj_
zfgNT;{bXWwReu6j<@C$d;EE<8RN7dbks7q@<sQ%Px?T&km*!#64NZTyIBBA68k15i
z`oVbNgI$G@(fAZ*gkZ6H!u|TjGv~^uQMUW0rkLP5#F5+f`VIVFHSI@?`Gzll<78eN
zxu6m4q-I)K9uV_5dw7+r-44o>nAiS&PaodN*nH81$S&Ea8hIMyKVA`g{-GNBALUVS
z<yu8Zg0^pDTEi`TbUcrvS@g1Akl=0M&ItF3#`t(`r?z4mfB-!?r%x-1ar=j8UcYCk
ze;14t>@qVyU7HHj$xvDYQNA0DaETAP9sv+Du||4Druf)<>`521f{Q8BYab1Cyufb+
zDC7ye)+rg--Ob@_cJ^m@xhytZ5w8>nC(4#N<k!iF6``}?AtRX)h32h!ZWFtjeBD9f
z^@tH>K;)Hh<<t_euSBXWeg6|nIL0&IHE3fS`GrpMdWd<+?C6!s=e!WedDeUn8N0|B
zSTNnfd`vSby>#&J$F?HzIB4)>l<fp?Fh5}n%guSG01)C-c32n2dAislTzEwfoiu$p
z4<Z6e3pYUWaw0MORa#fuWDJi6>PTNp*RnWgFc>VqdS%R+LMEj#_C+~+lzd*}_#D9$
zf(|wBk>;^Z)D5@D@Rrf?a3$j-owGGnEczKJK5}g%Gj`>hR5>JRCU(W854|+mB3s{D
z6DOb=()a-ji^VFts%s=29Lk0LT?L@YEmaYwj7le))<g5}e-&fh1VN%X&@t5+3#on3
zaaE|O?Xb$_Fh-EH@lXL6In(jPr3j9U1%Q+uO`cxWGn4fwNpJXHzWBHC{HxbL%WxrT
zMgCjOqVIIBBW<dHQS5#Or_GJT7^cmp<P$rZ3toO!ns4ECCW{sfmPZD%K{7ROi_Ncb
zXTPD{Und?>E}o3&GtbS3YM#8G`bJn>R(czNzY*X$&K`OjNL`w@V{-?;(E=Pl#ejjE
zZK$d{tx@rd$U9V-(GyP|E3<Cqa80r|gdH24C022OF**FKW!1SQS#CQsQ?<TXtP()p
zDL{A}2TtP5sYKLN9#0JF>Os-0p=CL4m96v-V$RUd^*-~z?Z(AT%hkXbsVB$DaohHa
z|E2N{YQ+~g9jIf@c#bFdr9ss#Wqk<Odd*iV!Pt&Y8tkHX_l>Hvt4xO~Pglgcx}f5=
z8HmyJ6+z8Q{{G0bSK&gEBlvs(k7eBn+IwuM3+W{nr5ZVL3bO2Krq;J}!7x?{FRC%x
z3svMRdB=Oqs><m-VtG7h7v%PhGDj=UHgmbw1lSVlEC^>eZ+4uS-pCS4Qlo~5ZNXa~
zDRS@7C=|S7AKKRZBgi}~FjKm-(r83)bxmJXild(>aG+-oITa}~e<uXc1FH}@8|&xy
z1Ixa)%>|(gi)6XFWkomE!pK9JRw%!MR7?+LI@IPs+kBXd&>7`*=lR}?11t2L=(g;U
zj-XInJ;5VJOI>eh?ASBT7R!+B8J+4(XtU^+U8`JCi~IO9RmO(Fd&JrA?d{u=+t(z`
zhfJT3u;|O~5^y$V2~5g#GFH^1Wthc<_jy%%8kc#EsCE+Dz+@EJ@!Q|WG32y>S$<3J
z9~X7L=NY}PIkzZFnge9I0L+gmv=00>g-}4T_YZG~S5^Sh(B-zD5!2?fg=FH+q<yRP
z^)9;u7C{u((Nf>pb7+!jnrTFtkv_Mbx-F;O#BL7n7@B6wpA9Ck*Ypq8K+TTzN$QH(
zj^=8YBh3Xx54&rOkdY>=oDR6;(vcXyqYo1$+vm-%f3ypmibFlmO(Dse6mI76d;`)`
zfqT=YF-b;DO8OM1C+r3;Vr?S0-cKA?q4?!`Y3<i>BJi<)Ep@0^zvdS4qk5RthP}cR
z7M<4p>;Iway~C-F|M&6sra=^;2-zwlgvus+?<jj^XE({tE+cy#4%yk2q{!iL&atVG
zO~xU|`aWJxpZD+m`CQlUue!QA=e)-A`55=(zVD}^{>PS-P9d<EFj#HHq===Y9-Q#J
zJ^t&xG&@jb{`1H4zVAWVZvvKig%@~+elUc1ez{&&@u<x6ZDp;TJD#VhHg^4e9dYQ;
z&>EIGg=Pc29rsstA?0XAcCD_Wf;;D53cNkJccX1{a}9c6sQzYJYq6S}n+ivL_5dfx
zaT<e8Twt1^j+w2k?ZJw7mZ-eZry<&BBbEF)ioJe@W#eZHcp&PZ3g`ATTMT*;!s{@Y
z^7D8|yt_a47A<3s!5kf)P`<g{zaSFrl^Ao0XQR-l`1l^|hd^t?z+YfOAfrZoOP-8@
zT9^3+m%DnUo2|rjZ8c4b2`Z>h<czoZE4~cHr?Av=Dg~3cozixm9DKor+jmR*o>Xvg
z?YyWJ<}<)HJse-|OYXf$O-4P-kAA0da4*EA`K7PRv?cLOi<YS>x!c8~PA(r>UocwE
zE_ZT$Q75rSI$HZ~)%sa>&}CCktRrKCr+4<8I;K6fyZRYro$!-9!EOOL{=M&7JlA?n
zcsL(;mXutr0kq9{hvbj$a6);M44_YUWvpds&gZ@I13RN~P%r0$c?0Y1F9`5{O1biT
z!fK&d=^2*nlo@VilhXF!H;Fn#I}WtP(6NE>uW#FNRm%JQVgnQ(x_du`44OtqhWn&r
zKG<U`*%jRlX%bCwf!LPMpS5~<=PLZgP)T17Qs$17-0iPP`?Lzzddh)}M`M{KO%<6;
z^Cr87!|eUaymeo6@X<|<VZw1JDb@D2h3VQ3sncvQ4G1SAu^G)d)m_`l!{e{@@+bN*
zzi`<DaY+jdawG3mqDfT_YCmf$3$e9wp51bL^)p2z>)FT0wf;8jq2AuCUYcXN4Bs<;
z*l2>&<-lEiGG!;D`IqzdIOVf!QRU;>nM^5!yUry)*UvcH*B%n>Ts&dnRVQdbRp!AJ
zFphgSd;Ia!efxuhgE31mBAle#gYQpg=@F@&*Y>y<i&}wacT3=FM@*OG5|k1_Sf<ui
zd|{l}C($s8PKx`Hc-+Ls%*y*}42hu6SD?LCVm8FShXYJg5SAUn=bD#SP*AtGw-3j#
zvG@ofPzOTX0%Ql;o_b85d+|RsI^$zaahB9TeOt+*M&$LBX27Dk#CkR?avfa|9uqae
zGOMC6x6c6+U-@W%rgG(7T}-;TqI~|}pBsBN=>%=Z4x9j52hcd;>4pRuBR!{IwPG$y
z@gsCLR12$!NMH55c4gxF0z2H$#r~|rCo&h@P+GNSu*_M!g<u5ycjq~iJHeuVe9_YR
zGN;@!d)<XqzkPznfKDJj1_zD}nh^!H5i!1$+fQVI<Y5HfPAN0V#tXAGx_xAF0B6$K
z8wN|x>9#9Ch)OJ(m8Z$iDycV+&Jtlr67JLumz|0oViKJRo?75oo*jryR$Di{_jvmI
z(*p<($ua)mZ_B56f&WV)B-8iq;w&o9?6L$o2NL<Rn|$ipoE0>xx|5rWb?0#D_D(eN
zbDwWeOrNRd6E~JMX0IQm2xA=8N3B_Y$I4`Go}Jl?tJ`xY>%D6M0Vkr9d3G0YY7Htl
z0S`p2kH%;Js|a3}?6H~`f!LEX1c8k6N$oW$c?{p?{AOw!y@ogr0D)4?n7qC?H67#2
zXRkv>T25gS@mfzT#Ti!M!zf(^Nq5Z6wPxP8`4-$?vYZ|-CP-I;Gu9q6Y4S+xZb6Qs
z{ziQp1iqrol;&zXPdg{sh_d8!v;}5EiPCj8?h!jLZZ1)dJ22HMk6_;B)t~P>?F6%<
zTQ_j8KTHC2n|!p;AtD|EF>UP}Fq|^Lb}3IKMbs8}`6^;_0_|_Evzt4>rQV`okR5R-
zjD4+PeXhQpCowVk)Osb}4qaE7`&XysHwJgS>?<AoKfF}<(Xe6n9^(c@<7Nc2aBmmv
zu?7&7?yC87s*5StEJ6;QWGsYnt6UZu?j-M0=}Cn)c4|7=)YJuR)=Dau(>cG#f43X|
z@T8tz3m+zVzo=yTT3Egc|5q!P?)147A%{d0Kce;)xB+o`)B^2h8mc87AV!tn`?!z&
zl&JGBX~4FXoSmIjKDdGL#A!QW_$;dWY)n@2i3Jx8<NW0#R?gdB>ihjKw&_QNhGSnc
zwsRJTi(_J20{<HBv$-3n@_pm>PGU*TQa?;2)o!Ew?ybNmh6J=C^jmSCX@FpPJqCb%
z_Gx`RNOJQwz`ct@0l$LTr@^)9;nNJr@#eh)un->8G5aM4RBxQu@Qp6J;k>9bGQ{p?
zofpUvj1o}D51De#aUyQM@AICirRXo8kiSI>VKM}@`UHEJ$yW`~I4n?toLDbkrl!A@
z0+RJI-;W1rsl5m57l5ooao-L?q}u%l^9ee4SBuv~JJx?LJ`%Wk@7&gF#S5|v-4o^`
zzdCzUwb-4Cw?!N*vV~y6msW>zzvl*4YTf{(rd;|1ursH}0Ei{IxVV&{09OaN>bUqY
z*awZ+A<Uw2OV`lfUO{aII{WiS)vTPq5w`l@Z@hCV!`i5yI#*GNU#w)g#HMQX#V_-u
ze{U9Ej8ey=4L;Xe*ndcNd3o6#oFwvr$%o9eBWku_LXn)B{xpM)m9^Om4I_j}5Ja3E
zHi1vze%P*vW1@f6WhSv5)XH2KsccBZE9+#3hR2YM#tg;z94nW^yJ9qTv~0_eA7C-T
z<A4&F39^qVU`%<0a4@ugd^Wt}(Ni>+qSui3Bd`6s?Gr2xhch?j<Kf{M+bYm4MuvBQ
zk*jFS!Cwky*)AUV@0tUtK>C^=%xgE{yQxQ4Ee1}viY%@Dv^p-dQAv+Wcg){$JkjGE
zY$q&B@q4pdf1bWpHpN_MrtC#mc1xjdRSt()pOyQkiT?tgGc=WN@FE^q>MIZP;?HNs
zZ`mA-4Lor^12_XUrAf%R`+$Pcb^WXB)fgB5xi76YUQf&F9M{ayedA2Bl7&jo@}{cm
zWQSr0F7tp&b919WIj)xz)>UZ%d>cZ)KtSiGO03$sDhv}=va(pbAR=MeylGIGr=Y6J
zClpf-6a^FpwXsov`o9cpi+7IEPFE{?yle-{-;{06XJ|KU_*CW<+!w8iC>rhBxn|Sl
zhxt|QY&umk7%Je?Zi1GiF1SA+Son8KTMDYH|H9a{Cq~cE=GbFx>CbH;aK`#Ar}sYt
z(>AUHGcXl!T|#I2@V7beZeS2}8a4u`+MOWm(69AC4GI8Z>&`Uk-3jo;tY>0b6=j<<
z^_Vptm5@r?m4n2ZTZz7nW8XB}UJucotJNAA%bmh1v=LW}4{@@6Nx1+|@FGdO?L%J4
z#oqv=onN|o{8de4^+$xL1_WsZF^}1Y`*LC0d(0aHCOwmzvw$S`4!|J$v90~LN8e%=
zjEe>oZN)$657w={qjBt~9fCz;sWG9M9T$^=UpBWAdxCZ9nI-fTcud9e;)M+%#%W37
zT_V&YTd0;QJ?0E179n1)&zIei&w+N4PQv$n+2;1f0<CvDG*=(iy#Q2|U8#o)O-oeR
z`P!K5QA9nn72|7uOOO;1u8GUe_eAC9b+4Tn`E~y2vX;`Y^fNhj9@p&#u#(K<L|NP`
zFPsP4pot04US`E{>5}Gm!18VdCe}BamO-@BuV{Y>z8qB!Fd)$td3MV@D#rlbn#bSt
z4$AfvQ&vRHa1)j;5b}B#QpOJ^t=hCkJH!p%fJXpQZ@PQXbkxjM4wT#V@G`i5zbXps
zS+{<hTpJL;wYIn8f$s^XhDhaj?PO+8RAK9(x$O9@lxBv*r2<Y{jw6=$Go8=XbEU`Q
zmhDHTi>Li24E=qVj*XAU2m+>rI<znI;7xE|RM}GwtzsgC{}>+Iz1<)W5qSb`pnKB3
z(?lNUt#P}|g}cTxq&~?r!&=~3;Ef&n=Eq0m$+5ubYR);wCpd|vsnXi#e-4BTi8ZR=
zX`l{iXE%uUiY#g%*-jv?n_92MXR_Ld%_brQcKAubQ`&&{7R&`}Y*ls*Q-myz&Fu7Z
zcQMc(7CR{};{E~#xp$5_kKKdYn*3tQ1)sl_70N3(&nBqkO0#A$W{p9mGz5Lgl3C>U
zPB<GjJ<9jV&3pK6wR0!2_S(w!S`ufm1AK^;oQGdNZ)Q3~Yb+XlR@9+SXq@p)LYZ@l
zG(%5=8U6<2Ui=i5Cto*OybeFrE}4tgvQ#l)6@=`N_JCa8{;Wj$(Tq+QJD{+UvwcR+
zCF&9YcIU<5NRLLQ-Q62Ce?^sJQ`fAf!<~9`%}3#fBM|K~RLI{ll-j+Olxsvo&-Yc6
zT$(9Ir0!=_(`~7j%FY!2l}|WnJ!QDl^BphxI?hmm0s_trQF1SFLw~X3Y13rnUzc@C
zi}BxLZTa68MN95yqTIQ;mj#7B*7{o4I?lY)uQ>B789x+MN?g*l<Erw5-)tu1&d<A7
zS-UXfm-c5;?F+<4PGau{FKW+rfO0n5@xE^XQO7sUPQ`J-aHpeCus<ovSRovK{ff!i
zjWz^M%QN3sCS%CJCHUtMWtq#efM4G#3TPr{)ly8_BzlTft$#geOx&+u?QKR#Y_+3@
z*K?Kpu*?`_nfM#6i<kXEU3KP`+CSPfbsYAz(GZN3N>JB89~vGXyo)#7sCGQp^=<7>
zn`tqAb^mq<5q=W;l>Eqe4Sy^7?EBp}>!tG5c15aIP#rD3Fqo{Z;+uh+*|$S_>gi5Y
zn8UwU$tX*F6H`2qQ;e!Zx)JIp|2{vpw=cs%HF~<jg~oMxNzm(Chjsw0wT0~MaiS>)
z>-{oEy8b@T9z$1Q>+ZK<tv1NjpZ@o%U#0T#Y+reR&90vDuv0}!wNtd2W<yCjbN4$@
zjkvtf0KcC;q~@azcz`0x5@RN?-I}^OCZPY_bLZc4Z~E`%rXh&!;E7DhY}fmEWtF`C
zmWyn%(>^5uejf)EBO>t*xuj>=Oxy1j3Op|qCL=fT{MK&acqHgUh7!XeCHFf0^!0T{
zWyKL4zd&p)>A(S5&*FF?zvAUc2Q+24W^yegT`EYryH{}RAN8kv^QO(WM?2n$0q3@!
zD*F(Z{hi`gd(YWOM_S@DcV?>M`cEzu^ZCjhbuOv#doF3Wvi!oZ;?Z(Ls|^!8ioN8v
zIHYphZt6!=VQ257{FXPD3a}?9JJrIcFKef6FZcupcr6BLIL2dUyETTAa!K=Sc0iz#
zK2Bb{GG%FL1>FzxJ*2F#ql?z&-VjR5ZLh(W8Rh0^i1%Fo!)P=9p!v&}$s+Y3-=w>y
zmBx~VBgS412Vnh^SAkm8l1mnA>h9FU&}emeFM1^Iry-NE@o!pp)}FYU)Ol0WKM~9K
zr6Y4hbCmr?h9d78%^wJcC&)=fW-BqH*EK|aFSA_ZRhafL_-eL7bH!eLLEgi{y=zTl
zXDLKM<BMbS=g*UGvD<~%1;RW*x4=V31$mJX|6ZisIlqLcVeVEIwu6+J#g2U$MG;cj
zqH@O+$0z=hMzb*C?i#tW4eg96(gfJ+c}D-9TXYgD&j$AxKdD0Oq=?j1!Q5s>(fddF
zYcE~|b|=;DFO{Wr?9ctC6hWN_6<i*?QMl;GA*Hsc*ou+bWHrNSQBmNV7IY0aI4ct8
z);>(HBsC^@6uHrCR5_%b7LRxkqv-9s<T5^fy$AW(3;**4kD!tr(Br@|Z6@nc!D2~V
zi%%pTdn4%GlUEcHyvSSJ>!Fs)+pBSu0v_|fl@d04!e;#dLhWg2=J7dc_wh@;AUnSS
zzn$Ap9}WM8vffM?<CMPK?1gmpoI*8~w`*77TIF|@Z7`wYVpk9es%ukl&&IIap)s}{
z$*ZgpR6=k2IWC8Nxv*YS;`FTCEMg&DOx8o&s8HC!t!e&5{o2--R$ErM@Q>szch)$(
zVPi_;j?33|8M!svqH~_yUheVzM$-a=jSW8>M$Ci0aMb+iB{UGNa?lzOo3jj$?Ac>`
zgS^zdERgb=Qa{{(;v;vvVbwsDM5S(MV)uyOzQFF>fY}tsA1_Ce`(=Wihl^Px7dmkC
zBSpnwH2a|R4<j=aO@ykfP2xSPcPr=-Da{1?7{f>PGW8FLHrmC%SE?*9Y=lK#E2dZR
z0Y826EVc}4?C%+lkQyzE2p<avTdk2>N&j~%B4G_J`Wi-eAZ}%LCvvTR9ZVFwWA2bY
zA#$mpJ1Hs9LkC(`E3dV5`}!4pzkJmxsH^Xh-`~>LULN#YMwfG2pnD*B<1uL;ti!4F
zQh<3i^+9OFHU@VY#$Y}pqyQ^4b~tR7{9(0!AJ$ua6Pr3}tYX7iA=$jv8D=pM7c&8X
z3O}oQOO=z_GO1?hn?}9Ru!U+v`Q%nwP%#ru!98X)WgJ2{X)VEyGcykI-666BEw%+g
zQ-G7Bx6t|LDSlFpXrJ?!r8&?xwpTB|Lq>)&w^&!~b|Yigx2o;d<cj_V$?MTPu%-mH
zC^p-W_B!w4VNZFx#+BmSlnKL|$tk&SxGFaYa%-q3O_NgExg(YGBroUACZXg8$ih}4
z*V#=w+V##(?Y@<NyipycFFrv*Nj2y!A@;wFNaAGwYNZkL3)ymlRjEmCaRv-Crl#kT
z1r5Zmnh2kqnKcZsn?D37;OTGw>wBh{))TrhL`r%|^IyNv4dXw>6FE7CB|kSn9L^8$
zf@N;v*xA&0BOPr(Q1Xa(Fd+n}7@j9zOCWiLz{ZoGnSfBV9)z`;_-)s(0R>Enpw~IS
z9|HSJhMAQ_-zyu4U7s{NeqjV?2~Jy0Ou{z!)n`$T$lAC~UK?NrH{4q2lR%FQIM>7l
ztcWVPpK26TUgCcgDNl~Z%4#HFWoXQ<O{_WX2KI5^$d$3!vn!CCj?k0Wx<2<d{|)+U
zY+tHGIfhKb{pEYuFc%Wv{ao2A^E%$2&4S^`bo}4<dP7%B3!Ju=Wss0AQ3I9q^MmAw
zSiV{qBNVV;y5Qd6bd_%;^V`&b@67#kvI{-#<*`N(dwlc^mK4&9#4|mQyF0y|HVl9;
zgHeSlhUVWgqc*l3)V7WPZJ1K!SmnXc>Jd-%%Uqz&=Q^q9Y$`RiG~sF0@qpXG;n<<f
znstH|_elCe&s@&Qz2Koq1{Y%qu(T|WuRu;recvk?ww<LCu3fCNZ_5z(kmO#LT~B|E
z*pV-uh%y~ud6ON@_@>;5u_J2T2#M=Q$af*&Q55TMa_(m1<Y}6^<H@G6W-FJ<B}{C4
zv5gIX>hC0dhL~QJxuu`!+A~j>jS~}5MSlL@$`&*%*LTVfZq)1iq`Xn?ZkkhOuaL#!
zb1kgl)XeLK1X2%egWc)zJ4yPLbKg?v*9lBXcXwmE9{B-8m+mpSCrC2cwpYJ?2^#su
zIeL_H%4L#JtOV_Pf@jgI%FS~wWgn_#c_wdiq=6a3o?BjI$WzgF<BW~ft+<tP*JpuP
zRiiq5l>{4FWXm8H%5@L+jUL)MDwi^U2YPGilL3S|D$RH<zSL?+4Y&T4bFmiZ{0i=8
z2Qv5;a8)wkfDzZ={+m`jM1poBf!6QhxMk4bY>~RLUj@1_Qd0ljn`QWMtt0;yP9XL$
zwK1n&c!Sf7x2=97&6YtjZ149hniLm?dC-Y;E@g~7)6<0wJbp8(D*E}!b-pATsN?C$
zPyBM__T@Q!dY5zcZ_cTO`@8W4VwtpE#Pc_%wuuLwXsf3fSZX+V2}wdVW}bn=8~!X4
z+)zmhlYd*`fMsZ<xB{xDwW`Ly=Mv9Q%}5nyGlP{HLR+&m$9>PQ?ft?kSecfJRrHQ)
zzoNzOG3Q|j&o1PV_XTDDhVs9e%mvuPl$i?zZf%AnT)L`KM)yOG>|jq3K10QmlcW0_
z8HRTwJm0{o)fCj=-7OH!jK~{LuFU3bc|eS(2%FBdmq%yQiA=uC-E=I6R&lb&5ZVq`
zE~6!d@5fO-_#Nxs0pW}Mt~Dq!oh0Q^-MA{!a>L#Bk#{{+7=Dt*G*bI?8`<<sGYi+-
z=&|Ef!d&Cm9*j+97ZaS9;KHwwx#U+={NI*8s0*m?S-*W!)#MkG>`0}V1JOE4F(6)c
zSwf@x?Kbhn0!_8esHg&I{2PPs%nndVeJCxuN8sA;lCQm4f2YFj;XqX5+tF-Bt3%>9
z&7vgvMRRmrn?FA)$jy8XHW_8IXwmxiDTC*x6!UpC-xe`TPYR8;d~~qqbKq8*$xo5m
zYVrLK^V=2lBppwtR)VLU=fQ)r>W45lGv)TR`UuO@H}bf2dsm!UnYonWJ5!9&&z;-2
zKIH-Ml`Z*UWQ>i=D@pJ|cEYg^#4arI3Kt}0-8bmT<!j4uRLURi{85NCH-h{mSQInK
zZS{L>rtf^gr00KqK_OIQbpy2*5-z)op(kxuY}(J#xABv%%|H|u*}Bg$@h~chpc2-@
z(<Hh<7<pTJo8HqZ)(?3WvgEx>%_@EmDabTjj7O%Qe81pV;gai=V!JYq8$H2sskt_}
zLe)Sby|<lD96~w1c$|A;%xh((JZ{_pf=8Yi`GKa7St=+=E(03JH~Dj_t&&Tu!|-z6
z?YRRKlRr{@s4ZT-W+vVofVv~aTv#<EvfCloV-X#>;T)smAbG22KiC71<Jj|3+eBek
z>}6bhO~g^}M;agaNm1fS91;<d=r;61^WH5<ZPEAjz3m+{BZ>_4K4o_uih9^{Um+d0
zVnidD_V0PDMiVe;TA7w-A;1{5%SHG2OURcsz1@E@db)Cn*JtTz<n1FgVGZ{m=#G#k
zLMv?-f3tkFhYx0wYd7lHl+!m`ES}h|l<CZN{!G4URSlDEm1*2-iNYf#&Kjwqibg5J
z$-}iTyvzS|Y>|4$#xFo;r^ZZvqfd2IqFpGx5@MzmQ{)ba-*hg4X5rnua$NE$IVPQ0
ziG;riRlKh%c{n_ldwb6fiMOT-in^{-LWz|$3J)|Qgq$1Iew>=0&s945tpPtf=&Nj8
z(~cBiuB2jS!8zWF*$GoqJ>S!8*Xw*ViB5(iRojzU<4ccjUH~9fjhh@G(!OtXwQ|T%
zX6|^j^UigAcaM+xbzd;cj*7&Wte<&&Bxb3;n}(VdROX(M^S=#KYdxwgiwD0s!$mZc
zSH^+TY8lt-^=%b&@(e++Nv@{RZ9!6vjiy%J(H1x^+rl{2v)?egqAY?$oiss=#cWrb
zd_%BsIkM{gNUQ{=aS&P)-j7v@2@BXUH^}c-ZBAsK3>8(*!mw=39FLGl9zI|h&f8z7
z8nf?dFTB5l<hX7Wv?gDWv%Znp<8|9_xrrp+@5K+Gb>uE+Jz4v3ik?5&e~Mj$@G(<j
z{Iw8Kurzn)^-T${7gXN?6gl!@_bL7`ApNI&W72vcNTL!G)Tr;@w%5>lS9Cus%X@e{
z`Gn0>E~|IHab^wRYPEGP8@K&7yDceU*l;9x_e)Np==}OcH0+a|@Tla&l<kaCf}}r+
z^6}m&P$&KI2!2bb_cBhwS7keG<>zz7r6e&$AcYbq8K}5NIsb~_KeZ5A{=;k~RCuB1
zcYRQbMVtJI3#H-wQ?N(-j`7cN>90=wpICqYy#Z9?DE{4d`B<M+GA0tOuU8d^`~5u4
z|INEc1y1YlJt%Mjf^Ynf3yU41=x5Sjln))|!gl|Q`ip4E>wejw1^R@Ohee@Heyrbr
zJ%$i5p;%IK8&H=CS_Wl7(${ym!4HM%1u6?1`d71|sMil(9KQeFAt2sl$I|b;0l?>|
zE4$b6VVkFmBqF1eX<D(BMwq=hW@zP)Ju>YY72wr!&1OcG)!QJ{yTYycgGU1~pxr2Y
z{~Nhu2v|=Z_FT@6T%*Jb3Axo;?4&uuNOx`s_0~W*Pq|7)u_;0$=?P@Lh4{bu!jyAa
z{lUZg41BJ+taRzle8S#=8;~LMR<j^oNp^@m7yBTM!s-?^z;>do=NpgXUIygpvayfi
zVWg5T#=e#6`)Pd%0@Typ0F`DrP^Qu^&;i1k&9orl*;X}D{1%ev(FbfM<ee3U$HP*(
zP&Tao)9%kiQ6}gER_h@9+TI$Uepmqq>u6ow-P~$r*#Tpwj!3CSv+^hFu|1Yoc_z=b
zTQtg^;V$}+MpemngB~o2jpnBrP{w1cwx@+>${hmOwje%{uOskyp{!G12GBgWf3CE#
z%LlE&9qXpzhR^Fb!OJ4fu4t35+kAHrc&oj_HEw13(~otT{q`fN`Amd`MfCNshBNMr
zm++2b#+bI~c)gE>(fKLoiVXwZm(Y#Zot_EJV~)sy!06W5JG-EVpzb|vwq<=boAEP7
z$el?})$Y#>6z%kdqtQ}n?+-u+jXe2SQ~>XPhj<(=ZiNq;j|;oS3eG50a)obAw5qd-
ziq?t96RBWV^m<>@ta@<Ml&~+$oQdYIT(;(xsmjyFzB5eiBU#!5C$-!_y7Zrm=&oe#
zim-rqG~#;2aHObj&X8%K*6Xrikea~-7QrdN9sZi+lcwtY(YO+Ykh0{3sJE|6pZXty
z_GvdaJWk}`H!R1OXf#nm;y12Q_M#Do=1ovxt6$)y+i~?*7PG6>Hy+)nZ}ACJWR~F7
z@r+neP59HCk&4vor1Q|3l4Gka<MEt>hh&dG2u)O&lH7=w%N5kL=WYTI<J3^@JJZI)
zWjg&gs<c!k(YnWp)<09ZR!hFMan-zllo_&{A|5AN&8QBiC35jR^2a{YuTDfVrr%wI
zQ29#A=KLOmY5rcwbaNWSgoEz`#QOgQc;lJWYp@q^WL!aQdAEL3NA++{{ydK)OyLpz
zB3-WA>~8kwrf4#501C{P8yVwrO$l$>R3nHlncLK4xhZ5*eKY%9G|1afhj+JRp8nEu
z_R8Wm(PV<Q|AG0xe0eECGAUCr@_P33{^9ZOeqABK+1}pZ+%nIIhdkmrG@o|D4EEIZ
zKeUL9);3;wIm?f}zU^v>Mn~B*M$GqbuGeIZ?|0?NGPy@jKYEr~^kN~N#HuojlYdqt
zu!=?y?py8TATJn7QSVW~bQy0$xAI4q%afButV6#j<y@}jzNc0%nf>?{`HGXd894pE
zOc(>}AXI4KIOluF5h$|%PoBuqa@I;@2!pJoS&8HgAw&Vi{#gd)ekGhzDhtOVQ?lgx
zY$BW|{eC~LC+}^$?@Xk!NqU{{Z^$!gIsabA{jHv^j}F7*y?=lF?2UF=S`u`hifUmE
zpKInP<(;KxCsyZu$4~7qlf7?V*H%!;g!{Xm#Fh618Q|}R#arzqH=qW}{i!kc!*+QD
z-G}xIa!nrp{8x`+j^^ffM)e%k4-ZK^%h?QVN?T`!5_6|#cT0L@!}Qs~%@A9NGcV1_
z5#su8LAMGWx~_Fh@RXrn+p}5$os_J<@)eX8*uq>~T_k{%Viw+S2ISndeG%|xbiT=Z
zZG)w`8oHVaS@Mo;>W9gEZ9OuXU+aF#i0J@+ehm~7))4e4{P-w}R8mbz_8qI?nr=Ux
z9eigx?i%KQzu>f&7v8Ghzk8yW9kIxYHG+bSNq80ut}bv^6GABeLpy$(ddBYwwQJTb
z!ghOCO&?qhg#ErZ5+Cg)UuE|+=<7zI0eASPHAOWJa@$N<!4kU!{f<_qWXXLNL3xER
ztr;~&_e7|2VtsD-A#s2FU))FUe>1#p30t2?o)X|kP&OI_i3OKC4*4^$(}KhqBiV8`
z_Ge~7Syr)9-`i-v{MC|)v%78ZMtO|Jnfkt5pX)9wzW{ef!KS--jC?=Ds=rb@rN9-`
ze9EXYQfivCdch<9zIhf_{JgAbw%hKw#~34WnP;Q!E?;+^N_3HU_A{rgfU+Ljj`Z0O
z1R8sJjr@}8Ev)3**bxlW)H+51Q0=V&A+_$BZ&9`koOkZ<aLio*G`y;9Q=<oJe<<IR
z$6=QPoKwJ+@!uCz=@Km*+Nq~w_QN+;?(UJ-rfw(jlLh|nB*E+1TZXMG*W6>M+?rmg
zG!S)v7j{=}y*Z0yvQrl1Oz<0qz5X?^r;;gZY&Z6z`~5qsBm&oE3UY+@XOkT2+ur)x
zU^guM^9xjLbHR8A<D%o(@HV9Zm4PJW406-1WvYKTD=ubh#^yx<R#kE2cfflK;|d!+
zF%7hoOh|Yf$><E!s-qm;O3+UIR}0`_p(TwZ2<qK7=J9mfZ<==TYbR<DtgiD;(%lE=
z{D@fLi~Kcy!7!k?)`(->-=C+wWq@&UY>-n`HdH^2;8N<(cMBw2SwRw`mBM21?UPP}
zDd{pvYwHAfCC!4<mn#@g0gxoCu;^UlAWb_$f_+!vGVo-n5&$~s)8qj5mU1CVM;Tg&
zV}fDBrf&I~G1Trh@pSowOJ^Wl496_Fz>An5+GR&5Ya}D+&1dRT=-=~HV4}YQ`i)(a
z0bb*pJg^E-R8-Ue!jRi|oUSc4BO?f3x75l-#}CvPTz)1D;ip0O)txNj%G?h<*q+$#
zu8yqD3kxoan)zF4=KC`rgz8X1apWv_?b*q>S30VE%Sz2H&C^9uL%uUqG&_YdNt@@t
zKpL<uAUwe$ZV8F}W>2XGkuje;Si^FOfO`#`s)2X{A#N-$-nxSQ(oCXV5%yPesG#}h
zBkZ?C!PJ_9@uuErOJs5E8svk=F3^8_RZ`Q_uKWQ{8j}AO;|S?>IgOjEyIO5J&b>Uq
z&#W(~JE^2TvA`;{rh(YP#>dw)vlr%f>gfHMOaYrEtFwKX;2Wa?hQqFoZ3%om;53vA
zatdQmSG2YhPom$5x})CulWaf&B7dBQ`{BNHP`@B57;12$Ja88@p@#Vju&Va3K71Hd
z?h%hP*Dr+Lls-r*wyr+gH-&Fy+PrhN2Z8rXJF>r*T6uke8N)6ZWLngl4(ywRs@;vD
zHS=K-F@SvVlEw|33J_};;5;S8bL*cGSQ*~@c{1Q(;7F~?%|&UlU}Xh-Uc%JiX7;FA
zDoMuQ^co(=#cL!{g`j06MbXvf=H`=srZbl1^L3;aTpV-C$3|W12SLK<1_ZPQB8-b;
zTEbD#J#rQp9F`4@dG+eY=H0t17)dwK-zcZfrvxBpCtNA7_Zb0|B^}lS1_Nm)XacB>
z+&F~(b_@e4h-69R9U=7&w@>|^zAT|W?RWcyR<1COz{&4)fW<||h#<4vO1kssDnw)*
z<m)Y7)VxWrd>a>+4MNvEFdKUDwi`$z6BD0a9B0|(bHsi^isa%@xC4hNk8y)H&I;i(
zm-7P*1B5Q3f+b)mI_KM4)?maZ{O&#r#dOyV>mrz0!g}uirM(|HgicXawFd}v<!)0N
zR@Fd5^M*B)QZ3c~UmOw{IFHHmH@Eo1ACEOOHCaeV5?8x3rNh7cm45;mQx69`Je-JN
zN?Hcjo0|cJ>$kz1+TvvTE4peM{)pRrb!sC<dqz&@^l^ELwn1CsnREZ#KvIS=l)Bo2
z%>1G@U6+AL)?PJSWGsewiK$q4_kfBnB^5Npyi4xfH*A-~;xF?j#>dkvZG%i35s>#+
zcW)flb}w@>?PIT$`}@Deh%z(I`D@)iODc(%E!-{?gc)yNTE_VGc_mhu*E(%w300u*
zBbHciBTgwauN8+y&nU)aIMT^lwWGkn$oGwDu{Mv5Uc#Zo5|_xb?XS;Sr$@LOq@TF|
zFBVH~;zOgQr6u3s@Uv*y6WLX^%R=9qOU2Qj>L}nylm{=7gIIJtx{+t~#C*+3<5T5&
z1F?`dm$u&$(_i1(O0<m4VQZf171GKqE-I}_88wU;s8U%R@aJ5!8-D0wS8di=QF~p`
z%!YUr)|^^5?q!&I0>uj^0qa*_({wzyYZK15LyTCbz`8{j(Fi+SLuAAa6wSh{=VhIm
zh@owl9R_<PCDq-vhDJ=aoBx-oAGLOiMIZh4_!nb*+5pFkYX=(NmSU@JUPD(K2-u;f
zub?87EJ`G-CFKo-2lUa6j!$uR52{U<lKpFm*v)nfX{TWbWtu#w9K6WdCIZC5|DqM6
zFfFXScl$B~!D3KLh7`)z(EE+qz2JM5!vJBu8l>sW&oYF<8bFHqoe$RgDKrA1sE8G-
zsR>+XSM5%4Tt-JKWYYOn^a!UN(InmA5H1+x^V)dH8zOnl*T4HM)Gs~(?-*e5FbH1b
zr#q)G0tZ$umw~k`1Y{Qi$Q!rUgggI3LwRlpKl1oYU$r91%d7-HIZ-&AFV*LTaX~-7
zK{4O|9D|<sPG)WHS>k0HW<e(#%_rFRT#=z=82M7Q{k=R+)OV~7HnO%{I7Jwc&=W8n
zz(Wy{w8Nva;aE+vHpKZWeGX*g`zI#ANaQ?u+dt=~@5C2Y;j#?VmD#wLbTgR<^}*3p
zpM(XDt20*@0oa91z&Xb(0<PDEI{n>T1sA-zB=@sRHBf@Mpd9Y4z*&)m&%so2a4MQx
z0Ek830$&}m`cmP?1>$P||F|lyvB;52r+opL*>k0vpJXyY<9$Pz&s1|?5O&S>_5|Vc
z&lN5<g&>c(4c4R{B|_Z(fptRaj!Ojsn{K#6k{;6<_>gx{2;}tzV9IL)E>nn@S-^Y6
z8aAU!<9fSO?CaNgaCDuFL;v5P4`Co{uNv}5LL_$gBSd5oQ#gdth-4jbXY__AmhuAz
zoO?39?{;J#mqTgzJ?9+f+W#CXIx}i6SV-SAX%|KbBiZ)4wsnz@ea+(!M>|y%6;>=6
z2C9jTeRf=9$aOt{>zaIZNy-fb8X~SiyhiUk&oesdXMrRg2Vzf@OeoD%Mkp`mN?q<-
z@7AM_S0}Mjh+9>u49`7LI|4Vm8nO(obkI2TncDWIcd}7+15I3Ys!K2b+fk$xGc>Bh
zZG1Y$q%wk3a|}4>r=cjU*iiF$Q6~fqb>ky#O$Jf7PE$DM=$iN%9D(5B2=|q@@8;Vd
zCq5tz(PhbzOohEq)KS=;TYh|T4PJ!Wx^*8&@%hdPE{(I$>rdiEX37^HMu5}d^oVH@
z!7rD1CBO&nu2*|t*BlFX$}k|>qj<46_blW1^?*?mhk?{_?v~~+*3um;O(=C&frW9N
zR_%}anNaN|Un24zk9HhL)xT5>2-2s}-2w?!*}Th~h@GzBEmyc#IeC<U4rQijo@EeZ
z&GV`JkFgSK(W`{|>CdaS(TQW+R^z{C-b`)ZDT0OPO|E_M7EjQ-P0|7|9i5$_%QI<b
z!HY^K4b#eBm222HH*f{LQ*+0pQpY?QF#Eo$ZOmYJ|2wYCJ0>vadVX@Zh1W7p`t7yf
z=*vD6@ebbdZ(Zoa<z`iq@`5P#Cs;bJifWwAd#E*<Pvi<GTo}<o)8ky?U6;kZZTmxx
z`2gqV6eGEKc0ULcX#~J8@3mdo>L=(fdn1K&M#YgBF2I{>&98}3jox=3$lo?s0U)68
z>;R?KS35}3f5_b$ibJv(ZeaP2qYy$2UD6B0W)9eBn4_wgN>9qSHRipO5UDcda<`5C
z#qD#miz)_z6fY+Jdl2RR5pEBYJVk^|rk!=tm30<w<iQV+2y(es!y3LQ74l>syj%V5
z$K0`*Xk=t3QfjDHx%5fd$IdrlKLj>%>1}JUnI2F*%AfDiWL|(>vsTxgqw^|TS8F03
z%~NUgu5tSz|G0jio{oz_8&Yr~{N9VU|1KaVfrV!)3vS&~<DQ^*smxDX&r+@8aL>LN
zJ|6GJPb4-WAplfYt->(|B~s8z%8bD8zWBve3q{VJTlwfMjn*4y>_e2IYf^QrW7-jJ
zK#pGn@hU`KUHd}Zgt^V?{b7J(<k^Qb%(kwV+fgy}6g_D$ZEVqRT&_>W)tF>lD_z!Z
zR4M&0SI!GmFvmN+YYCO-O#?mJ!Zi)WB3=7R>y|GZ)BS}iu+&g#PSC_Ugl47EYWFIE
z`rv?e-bkIW<_LPESjO<A?P_a^w_BG>%1WdSsnIzUd|Y(RHV*FDlTGgPwUvOXy;7E`
zn|Tr%9k=4&D({Z{u^E)HbuSDUDwXAWc~C4hr3BUM;Ieen8$2|P!Bq2UCZvQj<TBqt
zM>(c6;zX2c9*;YNrgh9Njc&+sM07cnISVF)2@Y?ub%V#I@(xQX_juZEO_+kp;IO3e
zr@j03q@CGC5O3k58TrG8pJoKV;A%$@AfV@0?-B}(ALWUsl`m)Y9&nPoFvx~Z(Vti8
z^S`LcwD~Syt79EJ9#!~(f+I~s-UtkR=etVzB1FUd?|j(I$m~8R8_Ap{5M2{d)cJE|
zp?zTTL<}Frz;^wDaJ&yPDRCn&n`u1}{Z^4NW0kvcqLJL?-+)k%SY`{*4>x{Ny^Hy-
zkf#ITi3?FzA*hpfWiHWpydUth-80=FD2XCDb>2BJ_LY%!3`|Hkgh!G}daeMEpu*|g
zH<}F8)HOxLq6K4&I5*FFmJy#PKbLSu2T;c>$ab^Z&n%YozgYj+e0AyWiF2}&oai^d
z%=2X<%|Ej%0By9G?@_JMkTyGq#Q*wG)6!85#~d;V0~)&r4<@GD&Wb(#O?yyLJH>y<
z-ew{2nrHt}hSvD>oA2&tUR!{L6iY#VN*~QutP~f6UkI%uRJq?{WU5@g=BRw-DQ)eU
z(X7Cf&6(pPT+2$vZoc%apW}Fy`YIbI-wRm`v%`IphwCr>$v}S3{ve6NuV2ptyEjAb
zI_sC^30}pEY-~5|aHwt{MP2=2ynvuSn7r0#byWZ86@oyhm9qs+PU$G03~U@}$pV_U
zyF?7;3bE`?HvMX^#0Ixorxdf5D{;FsVsvcfrrvK#-yh%0&z#JctTf&aE^r;!7GN|J
z%dmSx(v2%XzjzC9?~CL3@A~yhha<FBRe&h)sz{l+?~ax`MZdzF3MGb)Cv)uije1hs
z-Ws=C1DTWs3*9wEW#RxI+}vHtFCBwC6zv)iL8roA{A7@a1Ii%yK$4mwf_3qcZnd`a
zy3!iFTV9wT5|VvX@lGJPIXX9u@(dNF!)2Eo@+5ZnZ4f-^iOUTvGR+Vaq{*Sh&2Xt?
z?AtPLZe?tLvYK_wV4W`_FM_#`Fs!db;vMn7V(Qz1Je3M^Vr%Ig<~x&u+zGC<tDS8L
z*;7P2)z0GyOcP0(0$jqT9d}K?{rvy-jho>G{;-A~FAe*jl4cX=fy|+xx;{T4H!r=l
zoGANCsL(NQfSF(%Gfdg$$epw<+$09G!jvj?dJl`|7N)QRtaoGosrpr?I6}ajsj3*?
zm}Sg96gG9Rx@4M-T{^=(FM@R7M6T&o1+c=3A2RawHLP${YtzTHuT8>O<WnhZKQ#gJ
z^D|NUqO|lVVWuj^fXG*_;NKuewf{FQL(CU`?^r1S;aa0U8GH3<kmSs!Fo3}gNn`-;
zA~RLUuDNo*SsxTqN5XgWYDUkmlh1;%E!0JS>hE=%Y}Jhz*0Bl6()E?;Up9O>&Bkjo
z?WYdyoMfWwMukQ$8waMeg+=`8n?kS|V<r!GGP>UqyK=nbpj$%(1dk~x@Ocqcc@%1w
z@KeI=aUN(&C95yZyL`H*nDK-3Yk|9ugFKdbsq#eXHN9tCB9XH^xMdW388TUh-~x}}
z+!TP>j=iMb9REo?s>o>z0OY1h2nMIf+^7sq()%A7N&u(vjd<Le*@yCqH1}86Iw01w
zJ9hT-_tzr{Rf3rs&@6}$NXR!$h6aHt!)Y_~6b1rPN4RT1Yvxx`xPV@wh)rt0PUku{
z1Ek-sFHTK_e5qO?Ebu7)0@tE^@LM2E#eR|{&e#+lTdB#Uzt^Wjj)g_c$q0IDrPc6c
zMMym>lWn?;%mWWU2={OFkF+f6JzWW#a1S5(y-9?&FbEpD&0(YrfH*ipvPSNgSdVK=
zmN01*xlkz~kq#~GeE;Pub^?;A$W#9G?<uz-m1Z_nnt}WrX>@*Tzw@U%Z?K+0ODT74
zxpDmb>J?XEY9Mi`uy(`Y7Qq@uGl{2OorVI6lkAWty}%Fu1{@6t*>CODpUaqs0O=a3
z*FW`R>kWHcQMg(d78q4~{p274Ftr=5FDB}JeACQC0+f%*r3}46Ig=ai<2Q5vwJG(_
zGeDBSYfb%FeYZ;dpUIzh%OyX709U=W!+UNi%kGN(GJ>=-M(V#bzV%S~+Rk?HL1?9u
z*1&nilh0)~Zfgt?fc5pZeDc{l54Qx%e9^VnIt|3!oFXk9M-#oZqwppF9ybe&Er5?*
z&$2gv9~*R7qBXj%xhUaNG$kc4OlH<d8Ft@zSrigUeA}J0#z?4L77FxBg+T$?BK4Gb
z(`2`#s4X_z_;8s3)afJMKa#_4^#*nC)O8wO<PPf>LZOuomG92`;wY_lv3at?*yG7}
zK+#x`w=}wI{}7wBM>D}uv!SJSu+FiRR9VFIQ8q)?woBQzucNVnzfR`$cXU(j6^`Kz
zcZZfI-1VgPns<;59w!Ep_Zp~^HZ-$vmaKWQBX>*W0x#@0!y|yur?srjKb8-L3X%!|
zsa!A&@c(TK)8?Zy5`bygkQ3*U{wof@P4xn-;l0TMZ83NW-W4yUXZ9?JoTp!y3r1$h
zrh)akKwVaFkFMJo^t>Slq>XqMD8mo#j-ns8RzcnON1iS3V5)cWS(h?oV#3}b7SUj)
zm=WPLaxoe$tsLK_H+{1UCND$p7P>HtcB)f93<I23>8v6E)=(qUsMD6RBbWI+FR<Yq
zAK^f;=Odu$dm#Xm5go$MvnAasdT!O&L^$u+bdSoz_>&eBQ_vDnZXkEU@mC4vfP3P&
z_~Z<h7S)5WhT8LQ+C2XfT2?aX#F-0c&T&+~^%P;3G9cOXdcH|aPNNTUgK-?G-P>Wv
z^TsSxQfX}D0=U(}RnT&FiMNGSaY*%ebzcIP$K=C^svpX>2+d&dN;LXF*7FA(b2kH2
zxgUu!*Sm}d&p~$lrjNn2_gwGRbryhff=s4StEPd0<ovbP)F|B#S;%;Omxd?7dj`Ef
zq)4UFBOa8oy*_#WX$ywy!VMZ{PRSht-0|O&jY&Ft^Mc6S;HxD4_(4#N0(Gqm3L?cW
z%g4A6JTJ$hXzFRBhD`oXKxZk1w1B!!uI+9X<SOZJ)FEm-$NN%_tL=%#qOab}aI-hJ
z*veP2McK3dprxWRdT#SkEV_kil~ECl$Y9=0BDCz3>jUfR$5(hkl;rlpizeWlQ7_xo
z@jOVaZVnm!!HZGW45tiIL$}(*;uQ=7LgZCbx{KpPh0&wjhTN-*-`Yd~Rgc|IE?Oe~
z5pRnhX9(?GS`tqz{mgWZVIawDCGP=+n7o7P2@GBM<M+V45bT1%9EV>Ljr|~flpg>(
z4CFLCj#POPljJJzM0MX95Y{I?+FOZ82+4wHVCVy`C!PC(x{*ZR7A&tCK7}``H^39o
zlClV+&4L`I<0QlWk#F1C4#CJIA9(5oai@X_dz)vxBB&E!a@)&+PNa!q3=Izc$LcE{
z%m=|u$kzr~ZjPLS{E2`vq7AET0iKQPL+GE<286v%U-Ali)-MS!Kf0Mn&EI$hKY3cv
z7JrhLrt-(!%ensFeGHuq>5y;~+EO~8z0TYB1iQ02A&FR}X=rHRz|jYBcWr0^E0Ek}
zjF>7|lB2?MAjV%jWABI^yu0Ay;s-N;S4liT$uL~CAcZ`Moc+e{EgjX6a45AqXifS-
zl?q|fI)E^_HnV2^dx_z6pD?H&6{PoPg5V4BKyx1r7q*3is;9A;a_Kwv;Pj;nXm<}B
zLqz{=_m`q+U=Oa{R0>gr$NL<n=%WL|S}`~lse~uio$Ffp9`_eqOyXlDB+P3WJJZu+
zM5d9(WPD;bwBZiP!WroLexT!{19N4>`Wb+Rv;8@U4f$Yo8My4^?E(waO{LR1$~;)m
z#GJ^K69`p$<!w3%%+|iK2p|$B*bgzSL_)4OW$^@yU?+$zVCn5SD|N(p;(!VQNmKA_
z7_~}jd=$$L#?8mRN<t6%tJ!%nE}<hqVx+-y0Lt~|?Qx0``Pv@o!Zq)zqTG_bsi7^o
z+`5h?{-0M*f;}%S_QNDtKD&Q9%6`K&l%|Doq~w{13%pB|pP+Ycsi*JPcF==tlo#cK
zgj^=W{nk|Z4G79Z2<7tS>JN~~i!LuD3W`xqWv(Z&)C9l>OJ5$6r8;va_Knwr=q+>m
z-gmd*fQ{2OP`K}5p6pbyX-`0g!Dp*&e!Tl}^+71JfxcGh0_#Wo6pP-a2Bk8sl!4+n
zGF2rmiMC`57Ji(J0D|P^fVuc>aBaTgl7zUjBff;-I6*~zXJ_JlxxFF|IA|CuIvffd
zwBIU{GN^HHgt0eW)8y%9Z_@{-H5QiMx_5n9V6NE^lXcU+lkB;J<TEi>VOh5w1Xw;z
z5oQ8z|HyeEj_-dSvaqrWDl`ZHOJ^<?7Ade7)V`bqRmx*|-Aq+6-4KeciODRtfJ*Bg
zOLt%dq{x?3UP<ysXHh;w3e{k1)k+&ZLt3U?P;f=N^(!Xa8nBMM5N5h_2r4HC=b_hw
z40oD<PNKRf2xE^<hpM3*#I&*Lq$KWZ6pK3?IxbUc1JCV9)s|s4(Uhrzu0EYk9F>f;
zqunhEB66vB3YmvQ>q4V{)tfGOFn;eUaJ^!Ae9tYdgR-N)ej(F~NpMlYfm!29>dt0M
zb-?!Kx;N<FlB;C`zzxl2^Y3Dav(>4?P~;QeJ*dlKapfa8u~$q(LE^A+oj4j;-{6kI
zW-3lP=ftWF)FxM}8eF}aQR}25tgoAb8?M@3;M27WuvC#AfN#*IsySeNj+LE#22NV-
zPTgK%ZwJ3t5Uy(a`!^U=Iik&)0`p;D5aozuDrT?^3*kMx82RUe*@^=_L8pVpodqkJ
z<{LdN4|-FYhEXP!R1XztA7bF8loe=4-1xb4Hz+421Ih@K81*6Mes~wC=$D6OjX@ua
z1#1yK{aWNkfU?TxkZ4FUTd7aH9(_bRNITbae`Z0BJak1I;VhLKpz^J8R6Cq|t=?;~
zphAVlCR0@5Gyp(*v=yX-5Ub;~Kt<344(5g83U$A>dyt8fz+=}8XVeZpdr#5fr!l4@
z4)VYvn-LIt1oKjUa5J@Hx|gr(%GE(tsCD*q`?;;<)E%Q=4h|7m@b8f<oP!N}>$%?5
zL@-%k1|l%R4_P1fl26KE%QsCTMcH0b^WP=!WfiBc7V$kY6#dzAdae&Qc3=pG&fBZa
z*Q~ZGoO)*ZZ!>@y3i@Rw09L4r8Bf%cbaDIM0#{mL?fApvynUm)Sqc?wT#$`E{&a$t
z=Tp|>UGpe<rQ0f6SN(Vw56f14PpIUJN%V-crYgEwQok+ig9a(Lh6l`V-!v!&h*f!#
z-{&a^4xlo;u;kCx0CH7X<u})4z$Lu`F`0uy(VU~~>5vzx?)ELPQ~0RyiQl&@BY>he
z1;m*Gk(LA6s%39ALL0UN4)rEyvTRdh*)Fqxo+4=0PHr!TrV!VDJK%^wX7U@2-Mt%Y
zBo=`~hxY6!a%=<<Ii^8s9yx6NWd)*4Go!xIVScqQ<9hspnuke4nNg$1(?f37U(Igg
zacf<VKTP^`{gITdJ4(ycBfIma!hqhB2`17o4K_~C<(;Bkgo)~@_Kc#xh?!|70c|+b
zurXgSn*-mRR#(Xr<-tuX&W*D_xAm2=otlZ(Jpi?jwR>hC2OFlgE}*R3(c`lZ?^Ow%
zs?>gb)%N039)s=WCoikuEm+gU1vsq2h!T#M(Y6qV^|R-!zFWRUK)zYft0cfBY`!eb
z0e}WUURx(O80YmIAy~w9g}IU{G$wM~lP$QG|NI>rkLv=;eulQzAz3(^7d<#Q*y;!?
zd{1i=^HtUhvXXYql!!-gn|t&xcbADTE8?h1gj|;3%RT-;x(*awU=xxhY3H^S?O^cE
z+3E8D6sP4Os1K7MjCboX_5>}yKXM!toN)x-dgWx&edjeg5CB!nIEr2!k__{QUR!1H
zT$<vHkd7j10+<R}S%NWK+2`Z^hHCLq9`fE{NXNvP`&R>y{!rgp@H|B#<xR#&TbOKs
zAbx?o9ykr|Raz%K(Woa}5^np})&s<0q-4vJjkLX(9v|ybxiV^pv287EyyEqfUPI9@
ze~Uw7hYK7$nufz(zXrx>O;VA!O;MSI&$tSBiX;H5=gREHA>hJ58mIyJFf)^qyu4bH
zkb}U3ucx-=JsUN_=#Qljs?I%HEBvIDNJMMP=h6+uO4s&xBh!zs(}xlta;p)?FT_)l
zCfdW>`wMy<mg~9fEak87Tq4%qrCWX%`|1KA=fr%M-u`}J+@O1{pMECO;KK|m0i-St
zwZ11HDJdCU3orMUMW29be-*a&0u>kWX6;vHcBr422D5`TqM1qToTuKVP14iK&xCSZ
zNlIne`V&&_8t1ltc=$v&zg4)&$|qqA>Ez7Xjb==srxQ&j9FwPZRvLdH6Rtgv4FN{0
z%$oAk_w#!p+P}4vnM_L1{T`<B*Y#Bsc;z6xIQ+0me!r*y?p4vY{cH;xTFt+K9jV>_
z2Y+sE?ciGECn1Cy%rhX=_}Yi5%$?pAp?&gB^qn$k3f(1cwViakX})QE9wc~eN|p0H
zw4qhI4V`q^y9muhK|7u5x02vWe9R8nb<7X8E`S>F=OSWPQl=;XLHi@FIOSY0&Ay-4
zcLW#s*Sp@$q2;@O)Sgv=PPf~pK4~UYX1HUBDn=LX^4I9sguQ!kcg-lmC>cb{ji|gQ
z#>cg-ec+o<?VZ{St~-=5w!$Z>-?WS#g=RkovfDHAnJF*C`EBPf^x@YB`>v1##ZKA`
zZnlHJy^z@m;1q(q{NBK!(3k?AMjG3<wzzoTS&+AwL?z`o^%VnXE!MW$xT0=D{q(lr
zD?k3y4z6sBvZlLZBZ2g%MHxc^?dJ6CeFIJo30~%n!+X-c9FR5j8jpL}07q!<$!G_1
zQ<(Aa_<L!PI>7e0bkDzOv|kV=s$=ryr;ZeV7LD>VIX@_o5h|hoPG7`}aUzv!;rmb?
z^p{LX!E%b{^<8A^{>%r4Q*5kJ@mJ;Zu=?}2zFGJVbA-eSQP|BygHa|S6~ZmZgHI1g
z{znDNDT_FcXp%SPF7amA`70uv$P*$Nb2PKX&Wlv~?Qoq{sG?jb96PYk^D*Uc*-C4&
z`{^P061@KvKXn-D3c!IrXrpQksFohG4fA~s5gH2E*^0v=w-?(yJ*DxR%yt^+J!28N
zYOCGz?cRRW3!G)w)y7x;z7=B~0Gy+`wW4t4j-^GSCG{q+E57Il{A?4fnSJho(k+O+
z4J|9`9VB0eVXWBvdns_NT^q7`g8eW}oEJqpoyVLH7K66Oi!!r6$1)42yq-S^P!67X
zkY_)$-E31=5gs@Qij`X+RrchQXWul4LWoG-%e53Bh%Nwj+X{^F+<NjHPdmV#6STat
zh0E7;pR4E*z1;!leW)TQOu6nH=c`LY4sk&0YAWh_IM#3l{5{Dv)0N2o>9m$Z2Z6(O
zf@gSkhh3y;Qhn|+E}D1emgwp<5O4;zKpfG-KFr0FnkR4jDmriGkozBW<6pdil^#H<
zf-=xIz+m`26?KK#O2B%XDK1-yc4FHUTuw+WlH2KU$ionvB%`9X0w)fKKiHk#Gjg#j
z^&PHn3(nV=h=TRQanZ0GNVph^y!emU>#6bcM$8nArhN`7>MCXa8ZBm+8rK~PI8g&#
zKj5>JebS%9!T1!`(qy-^n4=iBd@wP!{-$8Jy0*Q0&kf9j;q0(9(&`-j(&FF0kHlAd
z@7wm5=QBR~@kCw->W@9+QH*N;#FfDaa7jq^mm^xb22nN`Zglu-Z}4v3s&T0+n;$f-
zda)AfS-*3aUnD52iZ_1MAwq9i16X0*otOq<Por@$;8Jq-P#q(#G(fPxS2`Guc!MeN
za`!R*bvkPL0xFdox67<LBFML{1AMQuF%TyFH@5F?y)%o10vyn}yq}3{(Y)R=A;HT<
zOud}-?on&5XD{g{_o}o{dp9OoO#Gfn?bea8AKCpOYw!rI@L2;SDU@b7cvZJh?{s;J
zgX>@Zoor}`^3K?seEv@(2x|)%!#5chTxJec#1cv!pVJ+cF2S&5bu%p&I~j7<2ZYBa
z&_@liBc;dBVH?bM<k*awlpy9(Ct#M|y;ttDHjlW(0?8vr#U+GCeCaC-Miq{Ax}cmY
zVLVi$PH`GyOsh7KpyH`h^~Q2yj-AM?TA$b}FFK#lrBFqxHOEuid=g*UV!!mASF|X+
zU!V{)DC0gWINXmh5M!Y--|bqiJR`ulnr>jStb?4YNl+ChY7wWp<&Yzaz`1vv+K5ib
z{`K-ru1|1}kFU5rtQDA1$8Y`R#QQ8<u#vgNI#<3N;@iJ#v}Kuq3>I$fW!dH?-so=J
z-U{ui+6j>tX8qDK9dX*&Z-$AlH^V}5VdB)@J*W!!d7fS`C;@Ds`p1yKmNWk-72A#G
zxa5?UFVk=&Ko2w<6@D8YR<)4OXVQZhyTG`G5rg!?Y2_}IN~xQ&-Wj<9TbEcJHx-W#
z(CUjg><CRULH`kmr{#B_@?fWG7f?{v*r}wrap+cBuin()jyyVoI3hf?*45R)+@)&8
z)U9ZoNN|qlQ70~bdl0^F52^|-3-}#5Fnd=7U)f~vK+HyLt*86Sa{H^Cn5b{2+;GlV
zT^K2DPZGA9z@(5GcQzUy3L#0!;wW;wz{+R=xS3)H`bLqH@)}-)_7)7T5T^8#J7?^a
z5*k?WuAv0)tdqqtLOZ8cF(Ke6WSqIFpQ#yd->pi&=JE;xrjFkJOyCEkAT_O^O_wyB
zhKmINA{VmN4XH^};BTbauEcZLHoyM$D?;l&yqjAqum6bIZ0WKN5Gs=%IduZ;=^|)1
zP6;e6lVRrMJ$Lf{A6f4mPv!sr0bewfLJOr($qp4V4@&mln}$u4nXReFKFFTOI94`?
zLnX=1v9b=4aU2fe*oXUlj?edZ-;c-rugBxMoa;Sa<N12Np07TA)M5Z{L7F#g^Yi*3
zCqTR(Etm8<bPa$wilpl6jB%qs3uTPZIz3zmOq?OvgKaJD^ZoBSt$?^7(x5P&JPQL~
zQr}&m8-zn7NJh@g%)G7O1>en6cw{su9m_ZFKHG##4O@SoND&W{I`BuEo|MddA|FAc
zosv6_2(yfPJdMVORI9mK-moE@a%wWUS6Q#Ld+JYMm1Ev)5w@+28q!xgTcGM{lJTT9
zVt_mk@N{Vq(8wmU072r52g9!iOzct-Aaz^-I;?#_nErb24YK>_-x~^Lmtm)jY`Ydh
z5tumn{Oq>yh5Qjoy4da)0O5R6u#Pp*wd9qJM2OU?J)xWbbqlEEJc*3};ZE0sJt5u8
zcgWJ|_Fx3CCKv9!mUJeNB60v>B{?@0c{VBMxs0_S&xqw1Cr5Q}$_e;#Vu$4NuiefR
z=`Q2h9ySCEOq-Te3fHXbYihK8x4xZ<T~L11$wC77{Cwo)4M*QEb{C=Gg)H3z1J?l@
z7@y!30Mxn30*U)8A+q^^1!Y?H`0YMWyf?HZ8|}$<8RL?<0JLKsy^UX<1`-g&?^&?)
z)yO%VZn9F9>S=Nr{%s}8Iw&LE7$8r#H2A${|My?U_8xAaf1r(i&~lNh@PVw)s`Xqo
z(0FWj0iirZ%{j<Bw8nMxG?~g%5ObcV`XpS{xyYk?4KN7zHZ=m|R1bKHSba8m09b`7
z-X(5l6+aqh2Tq6UmM<U(lF<Q4FsgC@OrYX+_aKbbY5tfOs2R&54}&OA0ue^A+>(}{
zSx}{{0$H03<&nHxa@(N`XO?mETns`D3q+MSC&UOtm>+eI@I98r3%E+`e$OJ%YT^;=
zF?&D<)`yZoejY8qU)r#$3MOHx1FfDqF7;277wk|#+nNZ-lJ?{&ww!*2_Ev_ME?pw4
zw~_}q18Sj0TU(nd5WNGV6^V1Q2PQNOOt349z`XQ=G(#T<ABj5u*3L`yN}BCV)SIma
zE28g1DuF*fuex~!44sHe0v%l&wl7Y#-1yNV3Ah36Jcu%nVH#bxfMs9H`1K70hEVkg
zkC9UHGI0Lr?bFpQ&$2l^`+4aUkO;bTkpxCRc#s9D6Eh7{_koZwdGMDA5UvNq9}fC@
zWDknK1O_GYbQUl~y93<>23V?*r(0S2;yAhI9SxRg=vZ<9L22P74coI<C8IUWY0_im
zhCscZMZmJb7!1UGMx8^Z1C2PmGz3e{!dsQ-(J7?5nL^eLPC9OoT~nukzY%xf3d>M*
z8dE@R(H+S0-|<p)wYb5GJs&^r>5_y5b-j&ZS=duVxf|O3IDoPS-iqFGjGOTzV|W+S
z0p*n&a%7x409wcn<0#K0FhC#>#284B<uIZq-n=;qZUNC04CrzPnv<I%KtWBws?i)w
zZ|N(y=}5V1p8*)Gl20o$_YPUJ8!2S@p05U{K7qL=HTOpWWmenfV}P-vw`yB;)zS~?
z#S4y!a1e^=hO^~gWj(H92b;E<sJrjGNy{rHb<@HhQ07$MujPijVEv3;gKDnb+@*pt
zOphs&DQny(E*S^NfGM7vSijPdN{92+Bumc$179$IvOilXGGo`Q(moTcaJLDYm`h4|
z1u00JJV3m=M;7pE7chvh<$Z9|b;QP=y*_^-;9m=K^PnwQ*Zg=eA#9zMH`A+k)cE*l
znUPvT(0pfzc+fQ4Q`x8)=?l!4v(Lhk6iU!?p5C1ZOq3r9kGEAz$J(wX7;KdQZ(FQJ
zQwiX0sV8xF%H8?>K^UxG_+=i<IY0uvxBEck%8NRZw7Y3!Q{khiVQ3f+h-WkWM@0j6
zJnXi~^xO3-n~lIVi)4}I^xpG1HNoBPG=N@{b{C&lZb`&gN&47#6GG#44<y$dT%#}Y
z+FvAniJ%*}%2`%!O0TaazYJ*Xi=fpmUIbtEd2u2BQEFVuBx$F1?P0ZLVuc`i4X?(0
zlWglFPk6Df0Mjxjp84^YSUbN*A5%>hamX4hCaulYjs+9QB;7Gnvin~psR1R1waTFR
z=I+OUH!aUJo^nzAW18c-Tua!8fAj?t^*STZavm;z3~7kN@0uHD);pR~Ksiexe;i4M
zxSUw%Iec<SztoWTR0S2JtyhRqI+Co^|M8NrA{cSlz50$0E8%wkm_oQgB@ilZBy+Tn
z(9l2lTm|l_&NrlGY1*unEFtN!m{qxF(_Mnhq8U4=7oLdRx`B%kLjY>UW`KWe<$f~l
z!~orEDPE#7RTY?SxwCxJHER7}w4PxlAGvoho!*wieD3}{S`2sM#EJL1H;t)|=_id>
z;Y(x>Q1vAQR7r`=&<|wr^^EuEO#SHV=nw1IYj8Q=JHiKZV=A`il&`+LA>7tr)#ILC
zH;0vqZHC=&U*1e}Zv=kGh$@b$|1@4~?M)Ik3(Uz$vGa3tD<`sCGTBNo;SzV8y(Idw
z_tU3O?)yam?P0DB0JHlXe`UM`VwMJHIXOAEQM5eJ(p0)V^TC7qE$)$)&FjqQ;xT^2
zVtcsfb>z0m=*$|zPa6N!NueVxvFQ7QO;Ki5<|d(+!-DsWNLtVPX!v<ZwSRxY-4|}9
zUfe54c}}OcK6iRq-(s3+sbX-#>a)dAb$-rP{_3a`eByuqME2PIdhsjt{I`7_PJCj^
z<~m8HB0AFHeSxQ!b_anGG<oI9CEAIVg1k?Gy|*^cU@Jb=&(zwXUG+BC6(G<vRq|5P
zk{Drrk5K2Y5iGKiEM={>wl5g}=1-~<pWwIgCN6=Ff|F{S3G;Kn-o#U9wdSkrTfgg0
z&RhZWNb<?E3jKGpv$Knb`ukI?sgD8K(lX013=l(Z3M85M#W0C58!71a9t6xV{(l!o
zX;32p6Hzzxx|wmDM6aNvFIZ_&&89iHk&S({F6QM>^oGx_%{Ef^>#`bDt@cf>ZKHa9
z*tpPMYovfrm>uqNfPwvOyb<^&XIIDx2?k<(<qN8w{meE$q*^s~T|e#L?*BF-FLX?B
zLw7-d<qS+Ql2s~qpR@}+ss#(ox6(3jyYpr^n2%jyNp1<S*X}=^U20zE7JY<_pD_Md
zJ&7fTxx}m<RXDZ!BrQj+*wIiI_9{zm*g@EMVYjlzIp$7)XH(mI!^g5y)oKfczMS3}
zqQavE2i?QEkJITOITPfsmpa1U^W+eDBIv*Z47<t325edk(_Y*dXz+38Kie10p;UxL
z<e7ntfe2a$M(-4W>QeB8c)7|*)fY2@^lXZ2+vSVs)hrf-fiU#8ZvA-y>4dA#cpj#K
zS#{C>ZOCt;+(d5LYUPYy6-O`Z8$A@fn)B_rA{gl80W=vMKwXO550a~yYHB|;`u_b1
z;?n4l>A||*@}5auu2#AWnw~`@AMOOwyvbIyf>UL*qqijfk6&b-<C3N8x!{*a6<?Oy
zNxn8;OX{E0U9L{If*WcHl(FBgbhj7?^VW*~^9;2<Qq;w{F%0fdTt;Y8F_08}L>?AP
z9*rHazdc7w=c#qy@}lr&{y#9-#i@g7Sv#sFjM)iHeI-xL{#{0>BM+>mzHgXRX{)-A
z&6-n2txxaBrx6tmviozA`~<xro15bLD4!Vkug>}<JWUR36Z~gu$Z;B6bRgC;+p2W9
zG@M2&{-+%{p@w|cs|c{r@>c%;-rB7WgY3Ta%XFuIc3o^Axf)}rn+qm6S%8X<5jdda
zf$U(|xM|`dnAG_27+L;~`p1q?&Uy+qJ+oIg`P!U+M`RO_?`3ed$o}H+5rUr;W?xxx
z!1x&{7kr2jR@<?DBjOdWFRJxrUD{%_q#B!4uVF^dZKn5We>bnocXOkgQ`ZxquJ_-b
z{+P75R_Ask=h!yh>L5wTX~?M*ZF@{X<Ke*32O2_p=WhjoXtf`VW7aJtp8+cq8En1F
ztE@+MTK9ea>c5L$YHzdbx#jys_PZGTUBJzNXW{TvLg4S)Ht#)Jop~3&-MKjW+S#`#
z$bEdRm$p!PZByQ~YPVLhU&`+lU=QypyuG68N}ZOQFjp6UoQ@^s9~K0y4q$GIA(!v@
zhve|*L@4Ov{^I_yxY9eZX3S?@Vq&##nFjWu)Tvb=Ut{UFZqe1?>xF)09?jye+gq9r
z3%52sE-~B7;TIguT6gRBSGAJuFG6y4IzTH9Y-p_<|LP43<hTiPn2_R{7;Sfv1ikA$
zvX3AVF^oOF9exR_R#<+CROa<EThzzaU9n9#vkMHVV0K<;UYH8v;ir@yqO5-KIxJQ0
zsU&n?;}um4t6?R=+Y}kLGT9hZSe0hem0onaGw+op+||$qqioVv)nuQRE6!6vlgo#!
zm?qD3)x<UeamBcRNH-@fUm?b(TiwTcLghWZLEcX1?Gsz9v8R_7g4DuyeQN|>D41^l
zITl!?p>=v?gT<n1_sy)cwEw+yKyNXjuo)nsz78i7U<{VtsbxmDuqaNH8qo3co`Php
z8KU2*!;w|1F1s6N9Y)7a?fmYhoANYSLy~`#ON{W`BM?9BANJ%nY!pY)7xNop5b%%A
zq=xPHdHypBqT<=Xvcj;hAzHCnh4mfX&JH6>m_Kx2eYoTUO27%nje61uR_20>#z!F{
zteB?d)!38LbPZfHvTt$mBt<W2PU`YX8;`RX{P{?|FIZ9{viO8o{F_C$IIjj9U#g@B
zmfc5Z$=G5%H#cu@p|h*q%iP$F8;D69ik;OWSQ7$w8;sEkTI`BJ3LOiybhGEq^DsMl
z!(DuPI?pW#axcZ_Vz1lerfn+8U`i9+>@dHhKV|h85(F~aK{mEp>j;9L;L#+loJEmM
zUu(vKnGE-|#7<|s#vA-cE-Es>g#=2YkME6}VViV!_B7jk0%5RZ{jkAsR{V?h(w>p5
zkIqUe{TD#H#32ookfR1}pLeYREj|BA=M{;#OtD$#UQ)Wtug?rayb>IvBW!F}a<E+u
zZAK9M{5T<2u(8<;yHzZL?*XHs7%Z^**Sx%IdPyp{q;hL-mHu=8_hw9qg6<U8a^k$m
z!pDl3w3%NA0gZ;^2NGsNfTW@3mD*qO1eZp-M4y*Nn)SwuLo@HYxaj<K97iVVpY{eJ
zY?jl9S_i@-`#%d3rDw$ETnrp@cc}mcVgIm8aCMXE>6lTdD}1@=)5E!+|I|Q_E}M;n
z`CBi^RFp@J=asKI87XBnYOh<>21Z}h1RT^>+RXX{jIj$kWv!gqT(W)amdkZ>%tTid
zR1CgT_`oMT+LUr8npWebA|<Ay?3zqUIi(^Panqg8bLV)1-MDTlvh07j5E~0dQ^I9f
zIa$q(79){{yyhJBVk_`gQiFzyg9)dJ83YMlq(G{2HNNG4J5L&a3RbRox$VU+6IX)c
z4^1%f-3f&an&&|6iN8k(llIE+`jo_*8g(X;J{iB+J+(@Igq}QAJ*brnvij{&H5ACi
z%+FBH<I7I#G|Ssx%?K~*tr^<9e^%PO1;f}sN(7Fq!Z;1oAe#bPsm;&6X5C9uZ2=f~
zrmmt}nM|&mem-GwCN=)a-Zxh1TU5{%<KfGkcg=Axy2paJPCTa0&f{G;v(raHk>=kH
z(g&A{u+MA$gySboaTQWG?Eb|RhU12{|LJ57`a0&yyLOG5V!*OZHc%KYC#-$^!tSzO
zZ5afs_V?pj2UkGj@{vhy6qeJozQ+u^_j-L=uVv@`{O5<`LwRL+(%VDhBi`4GZ#bQV
zzW7jj@z3OUro6n|B<qAhjD7jBEk3bHwZcJ4Pe`(w5fJiG+99Ss4)|U?4nhFLEhkvt
zpZ*{_S6-YcHT2AqVug+(4PtK?b$|Z-+gCTX<CJufQ}fo^&X!9!(p-57+IoGp-lNZt
z;G^VD+6uztvWM=S{d3I=_QFR`YrBsTIQH9!94F9%UUv9B4<ei$S{}I8^(lKpIgq?i
zN#U9LVq<pK2=<XW!rQ@f!Lld9W8MW^H)v0EY@UJVMn-Rx3a%=BYN8=daTI%o^dXGw
zTm*|pz<sr**jVb`!9;?3pQ85X{y)|C8H$<CmwZj_PVrlJKJJYyMBXN3RzQ5gs-lQL
z>B^b632uf+kr`WFki1~o9y4G#NDXMkCd&$|%k(KXDQ~^;-&<GzVTnvb%C`r4e7CHQ
zR~aUclqu}k3$O1By*9P5r=!|RW?@#5=T@yw!OpbNjDPL@sHfn&Teaj^XhO8t+MbZ@
z1!%~m+2Px|{#jt+6X(=X9y?cFR!x2Dk?;>RPVn7%sLqUk0WoUF^5+yDED5mhXzX~v
z{d^<bKhq4a+c(XotrpRRRJv{c!yp0XHTM9i4GffA#p)4Zl?*?$>iL34rS6S3eP8u<
zo|CR=ZI5_WdCWg3*A-3;4Wq9)Cy*#{^pXt2(ctcE#FJ5k!ol-|n(mmu7xz&+jBQ>U
z+wW;AOG>IeA6I#~#u)5xY9)(oN4VJNI6+W1MS=5bl(n5IKetaus$#lu)T4&m-i3DK
zr{4xF&2C6~E#@0&Dl7A(qNrD_jHLNlCwQN3jYz?i{GSx;vUl&?P43F&J}xr!bXlmX
z{ZtLxKvwaG1?-z94nPxc)dn$Buv|G#ig)I--#8mr6?<TJjWaBz$aRRY31^=l)xUSI
zr9+n?<JC#p7?+FO1BAch8-0D4cdp&rgJ~M)it66Gqu2Ym>dYn3zk#=vKV0QDa?m?C
zq!x{xeDDYaGX{0H!$273VUV1JFun)PDB9<cT}riO_wj`F;Z#f`qr!q{lG6a;d=mQF
z+)EHf+EA4D<T8}U_?EWnj8zi6xN_$^26m-qXm;+Foy&)UIZ;U>Q+m8N2Q9iaW5I|k
z%~da^)XU%T<+BE`nS`K`8+oyo+29)~eA27hML+w@DoyzdT!!2mXS(Xl;w~53Yjf(p
z9vS3op{3?YKvqS$>}%7ut2}y?i~n>-UsdY)U=3_=V${iF8tkgq_)AO)*!k^48+z0P
zhgoRb_6tknz+uv!6zn{XtErg}ND$TeoZ6uT9kcIOLd}Z0ZvRxo^+m^U6#nY-q&Un$
zDbdzKVKM&EKY!P$q4v{8WB}^r<YsA3<urj9rChM|3;eudpHX;fpGBqS%!%<|nO+V<
z=j40_|J}u5S{r7T)^c3gqwQj*sHNQ$glD?D%Q$W;q!*8w9cMfSeW6gi<*piopbu;N
z`9hj7`@?G+smgupjDFHHAj!!(;~PdTp3spNZ#pqAP?~f@ptCP_T|@(^fX|Kal%5%~
zd#d9b|9b5-#B-jqm3%09JOb9l#E-*BtyS}O{2|O3@ZXiTnxuwk886(hIPlt+_-IEm
zFg;MnboE(T&801?uMa0^sSd$8>m|Md0kV5!ZHA02vovm;ZZSP!<|aKC0v~IG#b#}8
zI28SQD0rFbf{t>nN5_Q%w<F8dJ<IVMHw9K!Q2(M?u!yw0y}^cJ)wZ9r9!DTmR-;;S
zN@ZdjTDfr^Sgv_+<;M1&ws)!o>!Ni(z4ItBOA<Y*eO7@}nIl*2&vQaKhkTN6n1{2{
z%aDnQnh)RP$7=FEv?V6h+S{27GC^lDD0Wrfx+#FmCdH#P#2`ixg)0gHJ}l@W9)`Zm
zFa6zeqzb%|QzXtM@#e9&wH*aYh&K6#50k6;z`p5>U-oUE4#ei>^nViu>i^p34h^*`
z22m}h_NdnmwuiRz;^7z_Hxs!gsouPL+VxoQW2awwC<2}9_B<0Vb~I<PQ<xr|=grab
z=9n3tyRU-SWL5qA8x@40#CUQFRj!E2ptzc`?M0x!%w=bfnX*V*9Y?eDnqBzv*2z1p
ze^<rTXHEzs#-JkT{i??Nd2}YK!iYo5XYW<2q#NIBCJ^YcP<$cdK&Z4z!h%;UvPK5~
zXIbEPX64P0DmHdT<k|6g0osf=>pqxqC)iLDFJ>>HN8DMx=iT50d-ERb&WBF`<`+0T
z5LxRt9L7Cd>()M1umwtU>aowNc)86X!Y^D}V8hTt%$>HeC8SdQrV#JZu{lIl`mEGV
z$(zQTM2AIQt$oiLa2m5geuSV1>&huqdL_Z*7Azz4Z&slQMIl<oweq})1Z>vx=xeB@
zm>nA(HR$CHadp%-M}g}3<?2#Gtd~H$_iwV7R75=cKQD<-qK2rCQsR-&ADyEKVmRI1
zv%2r4eriYMRNmAuo?jA>tX7gQ9AbjtwLf1tY>Dt*$69z<tFkjBMEIT;AZNgnGa9fN
zEu+PO4URSuAfWS|;wSU%H*QAL9}on*CH*jn52w5r^cAbC*v_*RMZ;L&UUXDP%lX0)
zkMua}{RDMD;LF7juN&z@e+g3;v0(I}a*$Os!7^2$R0oo4qXYrky?>VkMm{INqwIb!
zIA|j5aHM0Su$kL17NqVAWrv|Nav6m~8mRrJuG_!8ynA|`y_t5-_(ieRWhL5eiaBlI
zH%Z(9I(mTPP2tRDT)zz~84NP{o1?}qh(*NWz}nevHJtoNEthD22rxAGm8}nu2spVL
zbdE-9T}UNAuckZh=YhO8kIvzi#ti7)2&r$4%R;Jjl?tx^0@(z5GYlBCp9CV~WffN)
z$YvhXirA>}?ZC^#&F(jwRspYQd@!44QE~UmVEcHh0~;jwfg+2ctrIKg*`Pt&o!DFo
zv6E10t$Gzj#Gl&rKQ^58nW~OLLdhDaS%b|=_PW`F4pNko?t$UJK#69N-B5=thFrIB
zJG_(^q-NDx-Grq^b0RoS!9)c5GQHQ<nb6=+ghuj7zo&%|Kcv50l2lP$*`Oa7VlWNr
zbH1C*#y&aTXg{hWFqWkJ1SBN?9f|9%uD!XWoOa?Vm`6KiTvffha<EzcmB$=no$1)5
z{MqN2_YS(&uj&^&V`S<KB+E@;$v5)NvS0LM3Xy76N>Y53si4|3hl}+}FC-^?f{7QW
z>l-h>yq7Xsq0iD=)p#zeS+)Kh^vo;nvU0Ob{Hx~i8E{cn9}eqAE_{$iD;h0JJn9mo
zg}xk$e`=pCO1dF2K0ISk5Yb;5lo=9O?i?AB;>K-HOGl3xM}zzLMXMiejCzz(<Nr88
zgvjKHWXx<7K>FN0*v->$lf(fvq1s!NpVTguCvW=iWzCpF&IN0sm0us7L$GOc;KVnm
z!3+xFeNv~Oy?b~(A~0wzep4{Eu~sRP=rlE4`EQappu(%kb%6%TzeQPexVM>|no9jR
z{%$=bhD&XHTuPs&UNb1abPrW8hE|~3$|NwTrYib$GzAq5UbY+>c<SVP7cJ>tQGP{p
zqMrfMzD9A7`N}FFtmQRWJx;&c-s!baTnFsEyyTEh*YEe``PZNekzHIC#Pa^yQt#1M
zM#O}X4n}KtW^Xo)0XzN;H(M%b?$DF@#8(=PtUig35ez7EECsfsV(|5AXH<>WH2Ezl
z?0)Y>th4ls<LvaRe6$wYY-z|Y%(d)XI~DXy=J1p3_+{bdny!j-iV2J_jH{aq#K19P
z9V>`f(2uxTXiEKM`($L?yTfEzFoYn!VpLUG?-$CZOm<-sdLKZwLj7==`IQD8R1y@`
z?j5tj22}Yrd9kZi4KCfgJ3iE!{QW4jXKHTY@Viy_{q7@8?O9%p@SPgu!W)A?cY-0p
z+IqJ(27qdZQH@WP&pWvPFErbQ>z=h$Uz)FICSX6+59l>E20R@oybtc%jPg<hMq@d#
zO{w^?`RuiD20xQO?Z0~A>Kewi%|oI`A^2gW#djZrFdS0RIeCn2V`+pm68-6MadHml
zrqz$JET}z`$w=+U{vY1zvZq5%*Iap(HN%seEK~|iWQy6KjJ?DA%Eme>_%zwQJ4a13
zPwgOedP%_dX}zhVz9{OZ;|YkfbQFzg@%9ZpvedC|y`rD0+A~-SD57u>>>Uo^o#_qz
zfF-_})g=+Yk7#zKsUkiruX3qS37YR9|A^abA<mPsh+GmZnLxX*Su<ki`0X3nGd1T8
z9D(3MhijV*crgP?Shu-e!ozzn(F!#$+Ks9T3b+Oyw<F^rZOO&2n8|;-#Jg!4J;$~5
zjaq5>&jRkY0wuW1Xc%4zhx_)U*{%py)g!(%2kwxf?y^bG@XE@8wPaK<{wT6{o;Nqw
zpmNmQm*cOjY29DuC8_9H{0J4)ev;xFXC!bK1u>PgaXsSSXWA#sJRag%9CfmFO$N?D
zs#eZVfyb!3pH=j@Qov&Rl~w<DcBbb*AYXwZ6_+6`K?Yh^QdANE&QnC()$(oc1pf3s
za@er?+WEhobydX<Qn~oM(n!`_`fZdgXd?+G_Xo-Ol>5K(Mk`(}@XDk13){D=1~!*b
zpb(ceQf6Zy5Am3F9sg-_?#@gtk9}TD-bZ)}JvkdRJY2G{PJM?i_#Rr}6hJ!HW;skN
z#M<-%GhF-1k=LNDH|Wvvk-;r5tvZeN$E>8i=cY&g-zSMy$~XzCo?rF_T~Y2EOiO(Y
z$dQ3?{ti>>U@eg=8%U;O-b8re-d)QbA}e@K`%uVm<~B}uG?P%&nP*bDly69o`NP|1
zc0n%V1TDScNQQUi;P9`CF41Wfhv`k3VrJ+|5XFJ=Fwhr8ZwScRVGu*$<}D51xR<(+
zo>;~P@gW<ZUS5cMGgsMT(84$RH%8_%|B}@V9!Ul5ouT;h)p(BrFFWrkMBg5YlpjwJ
zpXHT(A>kfIed6ZbWDRd~pASE*Wis_jPHg@t(syVV(8X9<88JYUc9g5XRsT^BgVO35
zHd}9UZ$K;5i-sB{y!&UPBL%JS!;<uM{F~`fviN&8^=>Xcu?(uQA*wj;01Frt%ucx)
zlgopev3Fv}@qfy6@t3>Bt+%_MnAQ^W^Y*SL&Ql$IR@&Q2BQoS~Ck2azjnq%C_&V&^
zw?!{?EP&sy{JE4L#Hzs+&+1kgvR%c@X~U(bKOb}sFPJQwH<b%IET&m8K-AHRR@<vg
z10tT&Ge}pd9KTmhp3A=_)pq`zEZB_2AQ=oCI;4m1=;h>#7u?e-m|oKL5VbO5hqM(B
zKd>TzKSv(lFw^bhD?4M1o_jOvDih=CqSN<;7NQ=`CM7#;{Al*Qy~{LE!8&NLfgrGU
zw5suQsS4)ZUu%4{Ywm!RMbLBPycANs_D2RO0c8~3f&*EcFX@Swx6Fxtss_pF&wmE3
zS!cOgiD?3Gl&5fnDtN-tg5PkcvY0pF)w=Rvz{o?Vsd1be(;k;yyp;V;uZFInY2pAQ
zG<lhFO!o{%p5tnIx<|~`YXVdZBlFD}EU|B}Sy0q;Z(x@-LpiT}=17!5_WYd95VgaP
z*c2rwfAa9_3Pst~hH(Vq&!YhU6Q<wRO2cL`50vC|BngYLL4SdXG8OYIDn?3XIxU8U
zc|SJPh>t-tq=5|KP`aT>0|mFc7!YEHnEdP?;w=75SC$mWW5wk=%XBPwud|_}`F@~b
zewR*z-jjC&rF&6*Cm}`(rUeC6I%UFZhs_8gs~_dDKVv^M+H|Qd3?Y3@2I!&oaLG6h
zPm8gQHNUm)W1JSO|94&@S2zBH>s&Wy<@44_uD~DB?A)p0fiC1)dR%LZ@8%RvjHUg*
ze-rEfV29*Hj-|o%PwL%J>~rj8`Hi}$q5xg}^5%iQWRuuC#RLxn2nwX&fx%5Cq-Z}E
zDURISe&>gc<D(Hb@X1xXuo)UbS7gRjGn1inP<!NYSoc~0Obx{aL9!GB^(9?A6{s0v
z-C9RE{gfN!u_<^EgXTNJOI-9SKJuT0X4FGQ5gB_yYCUaNT=xMbfbUQaci$SIXIq+^
zD1rHp$*ZX!cy}DDfQbU=;&mwy3`{OQM)KD$-EtD${EDd)H#O&1Fq-b9{x3BBVihZx
zcx}DRb9E`u32P{kLa5)_F}Ustyo-$mFm4HHU5yq^l4k9O-xHP2)d<F7VpZ!wotd4|
zVmB$INl3U$(zeGSV6D2u?e>7QRnlR8EdhxqH0NQ6|BxIkiQC*7ZG=Mg1oW5batmxz
z!GN$gzx%?|7!JE`JD{}Q90#~M!A-^zDsB>E_~*o&9|3DifxB~0+q-cBrg?5}T;{b$
znX8TlyV;GD!`j_y;hEa7xPTCpT|;J&4c&mh(&b{0yJeOdb!I=3eT8>Tdv@=8lWqna
zyy$HO8Wrtv53P*AJ%?=X)H^%O&|vj?pXXfoyVP5G@E}RXqOn!4u~h5)+h1lEpit|!
zh$q|aA3_JrBJjmC9zu2u1_7hjES^|RVIQ8GY7vX~mHs(=Jec+!8@cYW|FA;~)0XmR
z_1;(AkWsLNb8}A(UAeOjooihd9ssw-gZ%q(@j5$RH;SzTHMF3zaC@x>;4<QWAnmV|
z7;L2`M@^ul><-VIq{kf#cA>QmCUlL~lefp1rDfTmN%h`GEthXPyc?TH-2N2t+x>v4
zKBtEO-zc732RnFpZiXV3;nm%IA~;NKdJVtus6(+)*vY=AZqE+XJ4n04^XWya#my@Q
zMYdiq^k~C8U4N31nCq#(Emj$iLR*yJ8?rKc1a$IL7Ii>B*k_|g_4e3=#Z~w+Zru3K
zH4uFVPhIqVZt?c_(-z-IiAJksOH3C#Do^~jF1;EUbBKwx2i(fT*5oZ+uiVN74v_cT
zx6Pt`f|e6l+kfH&lFqQ^KC)QY&H`aVi9y)Op-D~8P-0rx<?n@#>Yw`aBR#qbv8*9M
z2{Nopnn^Se&(NWD!Q?KF!J<z4ed-UawHxaFds@SE5yU>;rHY{^5a7n9L^hpvv?#hp
zRI6qmXwZ-dN|(Y45?}nTcOP}eg>c_6(sT_1Wh#nT;}@$K!K%i4q3hVnrlyA>nDQ%w
zzW)08iXPeI7YPZ|wb4958N-%OT{dLDVy$QYdH3${pBTcn{oD9u=~=ALwpEVd(9FRu
zdP{@lDAZmyg_u18!h<%IvFl5ptR7+z=L-^d9`<T#ZAYkG=DPz|6N74hP0pVZtM1Jv
zB{=|KJgMnl@FCi0RHJAh0_v))%Bp>z4@gM3dI+W>g$4FJQKk-mt_o?O0&)s?CFm9y
zBfXS`2^hFst!jApjw;ygJ>}pvmOsw&Mw5{;X07LYuUH2)>drD>${H1Nm<(f~mV0YG
zOOHM%=kj$|R@1oHYa08*tE%1BZ&dQRueY_GR!^@UZWtA?r@N%C9)16M&LcfU?HJph
zAZ|?x5x^g?vrGk|c1pz67!}7=oR-p5W3P!pkdt%((0MpVz6+%%FB&|K5Pp7r;t}fw
zxbT$BZ3+3B#-;}}u^7a>BW6Vl@mZCSYEppdH_JKiXMYvq`Oo2hTeebhXdTC2iw1#8
znuYBNG%nNn`x_c3YX*RO$(daKg?eY%P*9xLu=yg%g}v!}(!zrQQ)PMCC})Y2|6&+a
z$VW~KqYY_C99|($4C3x<#EP*KQQtQ{&VzSoo{i3cSNc1%=+WR{u^e{`Sb(QmkI!#^
z9+PaYn|i8>)gYzu=;Ft^d%Qr41XTWgCi|Nj+B#HiwORV*>(CQJ9V-}6`yxRUj=j}9
z*Ge`G{tIARaW5M+q-O^FH0KE_{P5_dD9P{`l<Yk01^%YPkMtV}9b$3EpbMucaZ!0S
zIc_wh*}QH7ivmuEbr{_^bzL3|Oj@}e+p=HnLWIp6GdoXQX)T<2hRWeji!-&v!(I&g
zVM<+hbF-k}$A__h{GAwtC_D3SGti)8AsHXzP^|QBM6}wD1GKU21$Wu@RSZ=R0wmq1
znzS-{4@TUUtW%$Axcoz<O3G(qWm*sPEe7bBKyuNCk)9eEM@w@nP5$_UdEB}<*G6)^
zX?qkFl9;CQPY2v}DCq13>%OLtYQ1y-(vHfQG%6jWl<Clh!(9^jS_Zp@r~eB9D|V=%
zZb}9iTncVhy#j4`xnbVT@#62+-mbkXQCFQbrJ&%TlVvoxrL(F1b%8cL)z4*Jhep?`
zRc;R;{`8G8pg;aEBAhU|2%Y)#vX_zHa31s<=D9TdQyeJJYh~Ga81J44=)7Q<dDi^A
zeM@UA9$8p|$x;Yw&*=u3<*U&eUCGZQAPN}qRq1iFAL|*FPFC_LE=Asc)Ckhg$t&0I
zFZl-bw>X*zb3=T%mP?mGdCsN4m*3&%gEm|5Wn~#2Q1EL1c?kf=EBuUiZ|#h^_uvlp
zmk-EIkoJJ0sNmZJ`YMY+&o91aBCwCq$o$bUWxMW_0wBwY16^)6iISk13tA8`tx4WJ
zZi)c}4UaATcU5dGS90q800ao_nK(aqFLR|&fe!h=w;D!lkqoHW2=4#uhFeHL(||fg
zl8mC8^=@uCD9WGuXbH%?WIF3QamWe}rfJfilJYAJ1N=N3_=8a#pFt%cg7Ke`1f3dP
z>9ST{_2aak(!dgRE--*Dt522Z3EK)<YAA3#pD}#xyuCPu0;Rz*a2uctuW`e&4$ejf
zrGFcTJnC{nWK9s;$&s}OKfHs!_^rgJ=dd3{uAPDca{;g9U_DP3=Nhz|3@8LSV0>`O
z+7{?0Zt)EOdY}W94t@SqgJAZ1D{W}w!Tv77)DGm}FN;%W(_FjXlYzo+QwlI~17U{G
z+_*a4mschPs%$*(0A_6XOhoX`cRo7_bCe&3w)nTFIcmyPH_WMlMu?QYj+aWYf>t=d
zPMBVCaBv{=OR8i*SCR0>oXaklli1$i0`{Hy*7*BXdN6O}KJ7`P_~wF|Szo^}dYrkE
z=o1cqJta`ib1;M{o>%hLvCj9i>;)j|4|Vh0@Q_%<<%u{)&lNUj-*A_tuZhPY*?SN5
zF}WJa@aX7Fz@aw%kfb?O_CyKqxinH`GXWa#GxkPFg&x+;msAoOjq9{_HFHexUjd?^
zMt1NCBSYbR2QGML;+|Lxrrcw6SFLLFuQ|&`nLh8FOy7)0kC^Yna994*(C0H3MK}5C
zz0J6@GcxkeGBP4+YsFb*1I_a^qcuP`(uKZIP>^|tM!ex__Yx=m7%NWe0-<xZWE@%r
zbl=RV_2i!1>G`}tTVB_pq-irh2#8vr`88Q?YtV*2U;e53+zzS5XBzVmlEa-8Z0Qjc
zi;0ab9{Tz7o2#Pwv;IzDN9yd`w<WCX?Rrt3c<LJ0(P|Ak77^{okF)r)a&m518Bra}
zu-H3)NZry;8*PdAQvZi<((Vo@*SyP~)%pEFK+XPpFLw7H3C9|h=8@Kfdi?9vF+s*l
z<VO;|*e7(0-d{i15$kuCC46q5UEceAAb_c_snm_5DlNp+c(>2GDd*Ai_+cKV*8Y3K
zD}sE0*FL*)NZ-0}VrlA`c+vNH#7l~UL-6=d&y`EuDfYCpHn6$daGyR;ZTSE-;occn
zd`_P`LVX?5K5IUdo5Z$Y(W8fr|CAddJCPGB>c@u|vXUNseLlztk<J#MLeD;M0g{W<
zQR(gN9Xxmgh->O)|3Bgy*Nq$c^9KQpqzS-47To{f^-rrZEQrs0Y05+Oa;{J4y;K*Y
z`^2OjN21J<459mh>pOE9$<I~i&W#Om%;?lPB|!JcG(gT<BQw$b=ixS|dd=3xPHqem
zv<CHL7yEZP*rV<+sD({@t_~rjWWQl7RW@og&XR4)n%r!W1^=+%dQBJ_?i<FkelbqJ
zG;P-bi$(jLq6<xWv<{|&3c8VtGjdXM0BNo0CL^sg9;o#nSC+@JUXKjuW+P|BcxWM>
z-{+4cIlVA)?di3uzOfMPP&iY&XHu{|fIX7Xz#*{Bo_7}V5B`#$GuxHSfAglgQpA<s
z#sE9bU?9Swimw9mTmL)jrsT3zWx9S{qivCFzCg(MTJoqf24oXc^*dCMYB+E>?n4$i
zg`<P(&buy4R4@|pc%92$x_$+EbMjJ9%-sWJCrIuR$1OhI>(}oC@zg5KpP+%%_lHW7
zOaO`~2}Z+~y8x=Xwq>d$&(pnbz<m3$Ah44@Y$lyt;;5&mQ78;V>G=5kqBKhBpO#v7
zA$_aCkPtJWu5o_4U1OyFD7u$SdJteW#@Dw~%R$#~B~AA#u~%892krYj9iBozGHG~G
zMpl6U_bZ%LYEX=<_}!ik>hgBgerR3R0*9ckv1iJc8PZm-tjbxDgAN5|V5_}dmhvNr
zQ_`cIW7!90seE+lTyJO9^J3zzlNk{>jcyQ^T96$C=x`_i3ZQA6!hNZ9cbD(FtC#SX
z)ZS-+tw%+$!H_@}0>6VV9ReN62;d@krKHTxbE$uRMa~%JtnZvI-2!w!5nVwu?M7_Y
z5mO_hFqSy+MCc53UH-M`BYozo{6DOmE0N1$3$d`coUi9^m~|I#7mxry<DFkSBe>qk
z&wy)aH6O#NCLPu>Q(iqcZX3~tuNtzfpw195tM2bi6fVYQaXpj_+V|%tD@JJFAVbD}
zV-(2vZr8YnF@7_B9en&mZi+f|;%Zs+wVh|`%mZPOU{9NRh8z@aFXP&Sd>Eu_4R;pl
zH|6gFeLwJDdjXHk<m;~rf!R;5ur>bMZv5v-VC**$xW|0Z3?;KoX0y>oc@(r5xV7~E
z!dIXZ=Y?E#G?)h>h#KP%B%@cXTPwpdYB2ElTTyu*CrsS4ib=om-hx;9=9ey6Wm(u#
zeJHhDa6b4zuvqEhWlAG4+!fE}ZYMQy>NstrtT_8lx{)_518Kym3&L6h;8+d1J;XhS
za%M~irfwH(8(@zF1*n<slq~bnLR5zko{H&qrd0iBow}FibbfQmW|iI*NJpy#pAM?4
zQKF@1v;Soa8a{YG&X;E^DYDZXH{ymX)D5o&FWSnk+~%GzxB&4T4iDsPiJqbVIJ+QX
z8dk$T6l&25OJ>Ufk?<FPh5pi_=QW<X@5gOZBhMF@poq;Al?TWVy6OU(5_cFzawFsE
zOQut(<ajCMGHu<vq^q3loptTB(UN0G3h36G6Y9xv8Vc?$G%-MXxzh}fmFcibCT9Lg
zUmPsMbE{m_A%p{dn>vx3;TZ<Xcyk!fg#)%~NndG*vuXMCC%eAa)>$-A%Ire5C^7Q#
z$cuKV$Xv(oH4dtE1dFzK_l`ifbP=L0ukhP78i?}{=vEO&X^hAWfqSS(L6%3V9yOru
zBEQughf*GqX%~H8n9^3?9pM&TO=xdl+<di}am0z7g{IJVUxna@d?3z8Ef1D`@4FXk
zpAs1J?XSRH1NaS;(t-|P!4t6I(layl5%>}f)|uKZm*soOjj^`-iE9A4rXVI?-nMrG
zP4W%EcIpk9bzZyB)sU4Sk_*;#axv}7@B208=0kdEHMsX|DlB|PeN@=jOikAW{L=MK
zLY$Nh{_=JNfXhjJQX=B_@#jkVdy*snc06$H=qduO?AJQITP9rXvkOQ1SDbf!m#)E>
z_dl77HmpT0>~iM_RES4H&t6i}O}I7aHE_W=ouc;(U0V22VAOZC`!<xJym;>}+SlFB
zB5AJv$zJ&bQt5_l&Zi^-onXj1jtBS4x0??#hbZ|H^VEu>!_a-L=Vqj9N$B3o7X#*3
zxyV8F1vTT(7RzHmh7bS4ryBiv1>R`C9eUy13^vL~HAz}u(le^!6f{Q>75nnm`1aR&
z%k1#|D#7+qpGq%Ii@^q#Ic7-PS?AH$B=MccqJ?Zr!y7;S6PPN4bjoMO+SAAQHP8y}
z>VHlj`Qk%4V9y%w=phF5U@b>9Lh!8<XtV-51?mr8V`jdDRC!X51jL1&>QUzJPV)5!
zYiyu=y}oS`)7MsTJoqsM+<DeG7$j(Oqi#q(n}~T?on|56_&wjMV<E*1`f{wmlGmI)
zd<pqx{#N0lhsuzEQ}&TASMZvDW)6et5`F)x$EaS#VLot)&4&?Hw(s=P9E<+I20i=3
za^rym=C>g70-JN3Fsmlr?`H_j!MaYrUs(sUTE|a7;@p(goO^QM=rBR6_1xUiwa%PC
z%pJ%Q{p?BC%@69nl|?2h(@GXafI#<juT34-9*`ZUgNWPASY}J8?w%?-B6pT@KWe|^
zsNn{r9LI8%wYC`olF6x@_LQX9`<n8Bkl*7R=Qa?>oL1UGX5P2^T%2=L?o(6=37lI5
zk5iIMo)R)VjZ2$i-k=&xaaGKI!(-7`%`^vI!nY$*nrrl~Izhm$I^Huc%M(o4bvrgE
zozWr9sc{J~Fdv+PzDWG{ma4v-PHU%uvrL6^Ue!N`%=)`Q*(F$4B;P^+<~^>EwyM?Y
zH1GN-vJH`9?|@-*SP;;)<y(RvyF+G%c;|zx4s`Q8v(ly!Quw=RsTHU0P&GLR&sZNH
zDQ--=_-jlr?O7#4=6zj<-<SP3470bICU+MV^!Cu)T=7d#3mNnY?O~l?FllPiI)7}m
z4oFSI!*_Q?22&I6uEP&}a}s91o8w^*n};xqO_(c?_KA`)zyb(;vi+iGVIzNI<gdr(
znPOJv%*&F4v*v&q^AW@XdPY_KQJS7^HS^sZ^6P%^&CFD$M#17w%7tJoFy&TVFj%<l
zK$=UN3W^aV7EJ`1971iAuMe@2;K707a(OR0m~S5aJF$Ok>r2^~YKclZDCHfc{GwC5
zZQQO|V;K8-dOg6)&IxV%KX5JB^^=3SWfS5xO048@Tr6Y3WliavzfngwsRTnrp5}PG
zIHGYB@;Tf9Hw-6G+T%?`!+E_i2)|tsL*vh>zyPfzuAHgg_x7`^Dm?EL$B-ZDq7rCq
za_<k}$Q?~`t)VT%ffM?9xCuO7f>9AJ|1NObSlFTs0mk;L+fyP0xT!GuQ-j}oE&6jz
zD-HI$29!4u6Wj^Tgd;ItYI-3mCJv3oJkZu*2}>b5uV!AT#A{^Qt!KtdYx#$v5G!D8
z-<!$T)?gWJQKhx-^za&#EmwNM@Vmx*XUe4ww{F2n^+k*F8R7|lIRJbp-J)U=P(1Wz
zUYicD8wo7=3O~qt)_YkkikEq(#~1lUTYTPb22V7_%<gr01C$S>I3R?aG&c;oAyH8@
zAYam+w6thnJTXuhef>U8fEHSjr8}Rs{`Hd};CtS!!xPnKl}S^M%dm%E3o-2s0VWF2
ziUj3K+C6#4BA7nO8@O1jPCv{@rlnZm-3b8uF7zxmM$0ZdetV3@WWr+8cJH1U+%BiN
zCQ^BHZo51bn$)9|8oF(Fui(B5It~0O$4xtfy(oiS=4)Sg3o__~1<Wl=*NG7wkX&){
z>vHt58)Z$6Nu>^BxNFox#CA|g(BvWEshdm7wO67$LNbFdH2g&GQUc{x%d9`uu{dBG
z(Y%{nX?2n%^<OP!CM`(+k_rZXjj&xwb@j{PSy0EwIP@{3O<A|jfMUh%Ki5*k07m%S
zVt2%MV`Ok}N79G`2KQ-7DX;TR`z;V4t=_J>_LP$<<Kv;j?L?}?bUZ31JU1Nhw=-)Y
z16P~JQ-r}Q+;=(Y01wf2a3``mjCg<W)^azxBS&c2v!|F2qB<ng+`BT231yIODTruv
z<5SMA7yJAU2nT7i!G6_z__1zpU)+SRHI1zp&%SmO-xLMJ7V6un$k8-8ii;AERn6Nl
zD>M<T&z0EW;p;EC4I3AW1>7MeP-)Y$8rKE+;uF;!wGHJi@5+B{D;-S;19tM_Yui$;
zVhRT?=90^&d}F5*0p`}4<>0051sPY90o)c|Vs8SvRR&2W3=Xk<M^)YZ*P<#(c2<UG
zq4q<9Mjx59m>MU9)3wgG@HQWL?|ux*Kl5top6`<vG@ecuO7%kfKXr0@d}qXCah>tG
z<6Nx6i+D$Bxq?G?BI)F!lTd}~GSLf5E%tD#0ThuevH_bq!BB=DAC)T9STbJHGZ>HF
z{)91?nDE4@VE%s9Rn00bJP9EVZGq)*BEflGB3FEe@8<6kDe}q94}SbjUgY_D3#c@y
zI+<&bt6kVsZZ8!;8Y;(-PcDxr<>0N3Y!$=ZzMFPEdpj?zBosbxYGv@`o46JTSPN7=
zK9Qr+s>jWu&BF>p)^uxxv5E&f3o_vL*)URN=u-~PPbab=tm!UMrHdFCM<<d!N!dVX
z*smNZ6jD_`|A$0LFMP41K`LlhJ!zA{%8&t4rOeR{Hs@;l-fbn_(l%@~A0LKC`XZin
zgFfzWPUfPf>>mNJ_4y1*!mn~xYUG7?caVyy=y1Zok^gw{SBFABqz%w@qfD9m)i>8&
zI=88yqaVW@TNlvLsWuGs1LPg6sHpay1LQKP28J_K84Z-<^3WR5Ry8tu-nM+2mJVm$
z!ve<c$z8<_=7(ahV08-a>9E8Sl~|t}xGg`kRY@P?<8=Aw3BL6K<y&tJ2JxEhoOBXx
zVa#>4fO!gmN)kl15NbF;T#c$8!6T7U!t6#U{_p5!e<Mw{>xe5v@bKg-$`y(F+aBwI
zb5imqF8|i|oaT@agMx!S<wGQQIx-ARmmIT{$_Z-(@kaTb7qtLG2DR8P$0$Gf*^1ck
zh9EH|B+|lYe!nB>nI!~Kxq3vt^POMK-T69faL|cr@sruu;|n0sw9U|NxgX8gqns}4
zH23YJJrc&#&N)Ape35~1`N6V65Ok5js#iZ7CH6}y;@*yUedK0N(XM{dCN=j-xjG6h
z;b`?oYY9Uw;)Og(!8~vpA)nvQcS+kxhJ(L$@+w;GUuIW%&-DnY`ZOw0Wk^#1S?VPB
zagVpwdB%8di?i)6p4lu$;TxV+Wc2Xfy}Kl*XJ$kf9kopxSdl>YNLoNiDSMQc;EDqY
zn)IhE?aPiCOu?~f=@y}sgoP6Rk*!Kq2-+$H{4wm6UL66J!GZZAZumUX`e}_sMNXuW
z@&~g33vi5?$Oic8Ly652{lyOxuo)Pgt4_tjZJA=gvDm*U{k>#U(aX@eiwniSrejlk
ze@qIarL6Z(nOBMO^qs?}m(oeOb^!$ybuOs#bS?Z5KyT3Im3}}zgy#(;=X;C%&{7dk
z6J#!3v$5MM_x+DHE+^-PU^V*I?FyUm9B|d{NFrQ&3H-?-;8U&t`7LOAsZZ&k9W`A4
zWb-kuP}aC_095lR8%m9tO<d+TC$I^$TJ$b>bzQVFIthps2+bK~;O-Rk<Xth`!vPIa
zgBr23q`m}$Bf-}X*EpgBr@xiN0GmOS86iDM3zV;%(TR1uz4Or72z|yQk4eJR$9r#2
z%b|<Av4{mqp|rJ}c{X@+M~BE-FFoT+T3&MqfFPcpk--mrW*qgndqdeH3q>=-ggf#J
z-U6!*<Itot*(?SJPr22>D<7uhHOLgbHnr^U&GQ5b(+zm6_`QRRUIm1o``Hnw$3;)?
z+U2I`g{UdjY@@)+T&1jN#!a&(g>g*aKX`Nf#Gk$$V5W7}T`lB;Y75c{o&M^VO3pZ$
zY41FjkYTxrU|aJfLX)S-_DD`{c&|_V?QnT9ar)jr$1!0oE(-{Hb`Q|-vkOZbEhBBl
zr-yB28!aLVIC6lWl!sQBDbIZ|E?;`@o3iyoPtyUWUS98433Be3+tqgRqKodymhCJH
z!?qI@$`Pe(x7<gbB~fkB9qxSR_9GO_an|y|)bfJv87%fD05<<hkCY~AdIf6tv7)6%
z7x6OD?%1#tTPW}~IrKVlg5QhPs9rwZubtbG7(cbJU8xB=r1gQX>9O>VW~%mA3}Y<@
zU|V3|y^^Xve^W8&=i#M#!w|G%KzbeT*B<9LzC>A+-ebpx*GrS7oZLurm0c!%732R}
z0x%^lGR2pni<A$0TVvaEa$tD7?$uMx!W1?Wy=vPd{uTlN(ry5E!xBZhgEn3AVfAb=
z9(`qDqMGax=HZcCT1a#C3&rR#VlP*SIU28A(UK_Yu;=|r=#!*^&hP;Ae`ohMemzpP
zho_lw5gQ+HpSyK}=Wr{IQq-<9?(aUeiYXWC(PcHuGVmH%Eca{}9~z*Bu4a5!d^6ux
zuZU||p@EI^Ar|$gwvrKx>gj`Ya+4Ih!&eEKlm<@h-qac%oZ>5p@lF#4C*Usf#~X+B
zaV`545>rq0o9_ro@oks3nXF3?T*8~(iwu(3Pk)UytqDxU(wZ#|+v25vkk8!JD9~o4
zKOtp>5nI0U>nh3lX<^y4`_e8d^BXE+F#eJ&pW8txt$WUb+%veYqh%J?k!6GX;i$$E
z$zWPaGN1o>U&^k~g+8tDYH~euXrY_@Fw4e2vT-_Lui>PxyO8f)<^0VP^}G7(h@sy=
zQyhBLz#=A=r*|r<(j8Hb4OCJ?niqR{H)gNA=b13L0&4T*?gQ;>PhtM5vOr$lY;jF`
z)HziH!zma9EMAot9kN4Wonz_Qz>4#!?#matIKIzn4?VGR8ZA5mPfId?2Z-6d&p~Yf
z;#(ZcN*FanCM~@&@EVp!Y;aIEH!9l+&n0<rxJY@fS^eIKq<iXMgSXHe!+%UwzLX`U
z7$Px=v>hv0)nFK^y5fKa%V#w8b$lTO^;tRZyRCbZm-J5RIR?TX5o(^Zhev5`cI+v#
z@HMJ`KiQi@C4p?4&1@TN=wgNF-S-ABxh9yVLPseEHRJwpfQW%r2{!N1h6FbJWEWy*
zJir8;x@SrAN7TCUDGykUJL`^WU#D0KT0r|Zv+=fdv<H2GhOWJ1w_gAzj?f!P-5z{E
z$w%ve>c^!USJdJ<)MaR)Io>V*i4(w1x^A#(4FGn(r@=4XmQlCz!Q)EGOD-Fp1K?SQ
zJ4?~J0B}}&Iz)wD8y1JnEatbz@fD~wzpxm)WodEwN1@7q{jp>JZe5V;rT7oVAE1K9
zJBq`+|22#aXCA+ypub@Qc36%o#>p$rtK{ZJUBP21M9uw!Y(To|QbrqF72yk-iX1re
zUR?l1;%?&f0OFC2r-QLVv6F%B`_!-H5G{qLtbc+g2D6S^MLRl<7M9$*jFwVH9R=;F
zj*=@fHfU1QWA2CTj8D}1q9(UlvbH7XkwvAf<3s~fhOQB9D?l<XkN9w+tndj*+|xl@
zfmy7mh~AT*|9ZdWw}W%g3?muR)4uj`*QfptNckDML92(NS%H_5mEkE+{J5T}2oorF
zi$h)6RkTI^s?eZGs}Fk8$?4depIQ0GiC1`dH_lb6r2bV?MSNHH$PT7g-b%{P-qp~6
zj5nEnJX5dn)Unl6ez{)ceT{Fz55;%C6y<^`ceEYd%-ttygL6^fu@D;$`bU_TPRdaO
zKDVseyCIucx}=Zq^t6L@A5|C%sn(g^m5IHc1saS5p6=f>mC_iIRCDv?=6}jmsTFiO
zDOc7pDPA%euco9GFgK69p}^nq2h%>zUDP72FPc8u;QP@p4RhS~L|_Bbh*s!zkOUM&
zX%2$>P0zX-*;ebxFE$}#1h|`@+E@15zAr5VS}fhyrSF)Av!`WpE{_*RC^hjvGY*LF
zD2X#DF|3!G(5XEc%90sP@cG^q<EC$VP*+LN0|jdT<)w3#ZKnH7t1kn+s)p=L#zjYm
zbuQ5o*B^|(Sb<mhgX(ovabTRXR#g8wpQz2~Fsg!@r-pKh-2_0bJ~pA&)mrhlosV}V
zE8p9et&+#UA^iN>Tf(5JJM|SdB02q3VbLn*mJ+i3RW@9A?VRYP7p17de6uZ@2L{oo
zF`Q+@QWR+I9}K+CIzA<F!+01qR&AaTB50HgGwrzUx6lkPNlF~)R~>;5m1GwT-U(>2
zEHoG8>O6l#l&X(O^zl!B27L-$Tdr<{AT%16Hlyz}N?*k=LKwe?;RKmU+#43pxLXVC
zs_N<<3Fps+9$foJhrntnquCPZi@X@B4wi&@hf_bco$$O-*jjLDA@fpuiLOO*p+&*6
zIc$CACErK_Jn)AS8|Wlm9%TE>l&$;!H22*>P3>Wuh@w{%@d}EdfQ2SVZvxU(M0ypZ
zqx2S#Zm6QbRS=ZWLPvU6dM_d(5PAUVAQ*(uloBA6eZ#%?+i!PfXLi2b+1c}tj5&mJ
ze&uby_jw-A58`vj6jU0q7(E7t1nEl36z{|GNPB_V4Rl<j;G)AzNwvNVaXKa8k;4IL
ztibdT^clyL8s^dy*WkIRCTEpKXcL?t6u2vEbE#ly9vX1u^i%0y9?+F$e%(`?*jl>r
zf$+@`Fe1WMGmq`~Kiv($)*}+Ch4P<la4xCys%kubY2g3ce^MKE1LBRzhr2oGGjd!H
zhfeUWFQ<?q(61KM(F_DPUfqUk4m%T)%=0!1@vi1+Pr_?co+D+C;@x79RJ|W}bZzFZ
z>dE$HNQBw!?X!p(ZL1Z~SN+CsnhieLtGp7=ll!m@)zfw}Ds9Xqj(qj7gIA_1GBPgX
zRfxMjerS}AQ<Hv~@vv*s+W?3?r;?TXGDTjDD<S&W`cbYceY>qo#^&6=Wc{#>nR~)L
z7$Ygul!(M8{VIIrc^0GUwOAeKmS^?HbWFS2bWX6?JtM?04whREq)Fag>9i}T{Hu6Z
z_bA6<?x@c5#-#FY8+~R>uu?_vEdBjS-<PzXI$`bK3ieirFP~EwDIM?%6;v8oPxLyO
zm;O^{C|5T=bzz_=i`HECe)(PeCYud(X6Y35otFs5N4oh$Oycgg4GKJKL*yAkgP8E*
z1ZAX1s4kS}1SXG4{k`QRU=s2hvwM5X<vM5U+djB5!07@Aul&AI{|-wG*DPXB-^&}j
zyQGpL)FK(4%{r3~olAssT1vJqs81uOAI|MK<eMv3)yauozGXw9;1WE^&SsVLYX+=&
z|HKS&eLL4jN9?M&b|Sv!XojVYUP**73$x7p-!><anr;c3<LcoU`YzR_R$_q=nJcnp
zMAAgrRvXc-N%P`Yh<D#zR2hkk`YySQ^|k5s8&?{L)*QVGR0PGX1O0MkW(5|I`Z!k^
zk~+rW?|Vfpi$%MC2^Vhar^i$4hy2NSAzyWa%PVN2qJSoE^{kg((#b1V4t>Or*Yr{c
z6Xei`@rV__kYdtljjZS*)uG8)V@q?|ek`;0vpDQDF@nZ)yy2OZr}82XN)B+w%6)8t
z%r<%W^sk<Fp5AG>y@SqcEgSjG)GQf#k_rXJu-NSSQ?)3JS9Sr&UUo6HN!HecU6oE$
zsHu-rrw4mX?TFz;-w=4oDgm2cJc$oFiwA>)dDK5}S$XQ42VkAwI&z(WP$07>`?f;-
zIUuI4oVz|=li!%Gva^3OXP7LHE+>vE^3Es8U~K4{9=9bsgOH~HU+VB+B&>59HSj77
zca3G$BiNcy3Y+H90L4bpTTHf_*E_1q88PUT2mNNh7aY}DMaFq}Dv>hwpc6A#(_r6y
zqsmo&wp$aa`mwn{lTQ@R15+a9SZTR!`oB1iD?Q4`+P=kZS`td7Wo5Ue3IV3PQ<jV1
zt{Rfab5C}nuA6+SoVR&d7pb$4A+RBKM(a_75fUrNnOu#eR06IHvYCA@vbn=mw^eXG
zOJKdNcznmAUpB*1JSyQw-$z;x>R#ik@!G6DF@!1AG;dvSg=b?`)ke&NMh-TIVS`7g
zDvbzzlN_txky{p1QKO+}$Y%oNCMz^@R{JQ3-CY^KyQ+r6lqC(7U%xRZ008qmLoSiA
zc27t0jKdhA%-YWSAka9xMJ_ncAdQn@q^dCY%c?rVk4q%KJLS<=av8Z9zYzyuk>bnS
z!4W?gXry$V!?R-;On6#EZ}y7=e+(_Gjf1tmuxEWEYNr%N)|m;K1yNqvb$Z_yE+7Ru
zci&s8YLtxi*L+M+jS=RxK@578T$YM@`h~d3o`KIBAQrS_U#5RTRkadFbJM{nFCt)R
z+pFlp67r^AgS`UQu0+JnDXW@P17Hcd^LP5ab>8JqDd$~HyRAo$&qby$qeIfiRH+kN
zBlY$mWb8^Tou?#xhbMVe>gK+mt^y5$meP3R1;Q$u!|QDC!EkEI;vDGu9dw4uTRw(R
z6P|$#NM|#xUb9}HUy(?P%Ro0U7hkw8fJIOksJzAAWL#)@MxG#7#U$9&m!sriM|@}Q
z!<TugNh4B;6gc{u@JrHkx&Mhc{qZ1QJ)ZdG+KpSXAK7xC3hpn>?w~03U3H`sF@lDz
z%k9d`W~0@=zkJ1}|HyWP$oVg)!=WnQt{>#;PPi@UEikT#H4mEL9e-vB2hEZAQrTNz
z==0{X^bSK66&&&SuMwxIS+Sy4XY>q-c%aV7EdE;Zg+`OZ9qc=^n&WC$IXL`n7VAW`
zSKEFOI>8XVpgwSs#}1x`Ii!%&t*)c)@;FX)#5^GV8A?P<Kuu}HwLs#5zD!?cNe-|9
zK>xP|_kB(MXq`m?NyTux`LMLXgp4dTUGsLx>?)$a!)gd;S{e!!lh;^wIstFF`$ay)
z<Ggs5b)m5=UR(6%UuDZq!$Pci;foyvQb8tCgB$MRQIGnfnJisJBf4aQX175R8Cv5@
zZ6dsKv<<3%vUyk%8R*UvTU+kG%ytY}7<`g$Azq5?KH1$vjH(GYkbKasyZmA21g|4<
zBKgP``C(YdhS}8x%;$*TH5DSp`SzT!m5-lhoN7AGQj2p8va9Z$%U1G?+UJ24faCBN
zR8b;s&b)gEJPyfo%W~Dzqq_?6s>>b8rETli>a17wP$G#c_p*&*gbJT<--q^~NkVcd
zd4}UbtxBt=K*%1t2s4(i7QLjgRQboi>r=W*?SJMn(%BRY<=B_YaR@~6(e9o)Ac?fR
z`U=3Po;KH|&Xb<{M|x`U?0wKzRhyEmaaZ2$S&yRHv*H<Nys+4HVgMexucp@0RaA<c
zc+oeY>kh(&fC!P!ojfo8yNjb|ZfL@^KsQ{D(fBR9?fr_QbLTG#J2NBcGM&vIs5W95
zIfRR<WVK2F>uKAGri?t~Mo4*}yxPn7Q+c4CW`6rcQft5KPwgFg)J{yPLBL!)!sXzt
zWLIw7ioIQdeDG5R=tt#z)W=4%Dn#<)sA1p9-{8gdr;NL<+h{#jT&rI2w2dy?EnhKz
zP6TM(?-R;q*MC!J+I<c(kTpz6ccO#Iopr5_jE$IP>O%x1v2EE<NOe}9^v+x`N4BlE
z3(<|@z7HDC>Nn?qzvjZ@*}T!ebC*HXuV(JsG1hrYq9F*4rC1xp>5sZ2H&xu$qqLS!
z%^=>4H8+wHK;OPhwQ-jSrcw8>bQMvh4KG?Q8&ofxHnVH_JPn;6mhp*u*g=@`cI?_|
zN_Vx8=-xXfDcO;;B(IsDaYa@n2e70bt3r<5{V-Xm5~h};F0_ZzDCFj`#OLV&a~rM=
znFg(qFQM~qxp8iuE??}2;&fBsnRmIDm~(!e^5FRTF16v9UrN*FHf32N`j5tSWrruD
zS$r1lHq>yIGbh>rFkG2!2tv}aM76&9sO8knImHpI<p<bPKs@XFxhDj_urX}Vg+41-
z1PKRW6QOCXgADGsP^pTPsEa@&Z+J+G{uQVBa#oG4+_uo5v)Fs+7kT(A!RC!q^tq0O
za(R4)%y1&bEu*g=XY4smLDKpdsq?A;qCsIGuLOR1mt3P7cUi|HWQ|#>nN~m6H*enh
z*!yla^c+17!Gr7!w3v9T^6Y4erKgtXUwgIE4f@KJh<Wvgx<x)R;{hVH$b?sU6Blb`
z$^ya`YRVmHk$;{cWnJiyRPn?yrTTQ0$p_FBgc9NQ9<S53TVjfvwET<KU@m{i?1jWY
zFE+#LwP9jY;zH5}62lbfLPbxP+7-w$udLY7?!g#;P%UEgs*PSQH$(wv6TLw^#Z<_A
z;qokFo$H9Y56wM`N?+5DRhR=Q&-AP;d~pX)KTz=J0xkFgP%95~B}$Zm@bkk0{eh7Q
zV9{KYGAl5sN$$x93b{Lp8=qfzm0Em>e?4}P_vvy@J7t)rVy6<;e5y_{Tb7q;gkraT
zOWJQ=!ZN5Tz7a=H_xf2ta+acXte3K97oSJBI$`&DcW&=vN&&N2MUBlEY7WnhV4W)j
zdzY2D<?dxZ&8DHfEN%SD09Ll@;9*u47N^&{&~f%33~oQjXW1MC*4`oFQPMW3;7-ZU
z6Bv10R)^OTGk>k$489*`k_!YZiTq_6#awp)4q+QNBf!cz$bdY6Gc&q%r&<o>M2zq%
zx?c*tz0&VGb+0!FpBz$EpU*^N{8QbhWSM$xl(@F1q`=krh~ar}|7{@W+#yaL6e{sl
z-ILy1N4*DHwIyKEe9h#w$iD#;Wk6&su|i|qOP)5L)22_HkX&$D_X?!t!}51n47GFW
z=8Y$=aNNGu&hB>l9yF`HH`+x>mnz*aZ?1mJm7SGEzkt}Z5Kmxrey7XLhPkwO(-e`Z
zIDPeZ4gh0y4V1d_-#4&x+(WK=+^E*K89Yrf^<{w6iS|$H+j}F$zoJU#T?pRkS?mt&
z7SvI3RBuO4yEPmS-X3ssei}Qy109I7O0>uwYfhAMDNAfls;zDqrYf_G>izxdx$dIH
zWo7kmSPi<|+A<}DD}4I*1q20Q>V<(l&*n#a)B;d$*6%@sWk2u+mq8<u+X7bMInzbq
zhR{*tOWA{HeAlzZogNX}-PO~9^3_K>Q;f)|fIx4Q$I|pmTdBR;hmw@kWgK}S%gYg!
z3*G%mh-49r<jqRjq}lkw_^_L8@2*<Jvr2Z`O>A7NUEVKSJw+&)Cx&A2zakDQrt>SG
zZjd_sV9*ZR9b+`7NHK;hCjO^DvJ<LwUL0OrSOTi&)q)erN_$Ct1^pRs|JatWtMr}l
zpSKypvAP>22^vl&S_}F0l&Tu0yBQ(EZWPMY71<lT{wOp_*xR^%ijJo=;QgCRqEgp6
zY)>=Y{ze(<3xY6nj28<YU}#?Rpz*JTu)Vu|JkM5)-F%!h^>p~J9L_*a<x&Kpt<>w>
zvy~nu0+RkVI*dwdNztA4Wfko#<~H{?&%Qn6Z6k5#^2S+;<HA2?(9hg?{yyc$rmL{Y
z*hYwC;M$~;lUNFNd+J`^Q_!QZ3X*<tGO5c`lVQDjGWp=!UuW%X9_IB`$vdCto3zo8
zcSfgYN}SWm&v<aXN;SS_(w^6vg^m!#8s2ElWH*@q(OANL@zGRU`#2&X?K#h{DMa3A
zIXZ6Eu&&vK-~q)q;S=}e;_;u7dq^uN=N3>|{q#U?gqW1FbA54n>dJS+X!uO<ohS#3
z2h>{8pX~Jp?JA4082eMsF_IyjJ_$t03FjZ`S)9RDv~=Iql|OjBI^C}Ga{IPH^kP^-
z%G}4(^G-=A>GL`CKLt=eM&RW9e@B(t$f!cLg7uxL0CRR;m;;ze%;$>_beFS41k&=L
z!$eQ%vCBa`i@KLfR$aRwC&o2`V`1zdbEYK~ML$?<OL%pybI+tdDgEQ;$BLJq_uf`M
zj!aWc3@9o2ftUn!3i5HNx6Vh9<BD%x5+t<z@+j&Li?z(qDU#9M2CcXr9^YWntDduU
zv7XH}h_pPVWsP_%cuVQ=Ro4FN+PG;K{VvUk;YCfSO0T5c@3n}etE}fGkLJo-Z!=$m
z{6jr+@v3IO?=tIky^%;%sSSSdd-!pIwPv+i{oFp5?k{(c%(QOHo#f#qi3d+vSJ9TM
zUS$axW)m~-U81WsGy5}2m4h_}85KJ)<;E^C(B2IAk)#rXRlTllWtTi>Y+a?f)~QiM
z;PLa)XG+|@j4EE-2!B$?`}XX`&g){s<D)DB0>zD}^XGr~K5<&W=3MLcbE<|W&>T=o
zPZHB==R$2PdJDPPqg3s=e(g+sI-J>GYQJQ0HJ=W=*sBBX%ofL+nq?CQnAmik9(9Qj
z@;oF<{rAL1oy+G;s5h7lzWP!mPO{#ADS2O`p<Z*5kfDvwE_L1?*JncC_-o4VKe#i&
z>_}<m6_si4c*ou$@N(}HX+&#c$mrrqK3{N`xuLx6C-NteE{b?DvU&RLxUo2USR+T5
zQtWj#Ixn(DdS%m(Q&-Fpe7`OeT>`=<{L@4|pWSc#9eTwg+nj6Pe0l#$-4As+p1mUb
zmamGA0gdwoLD9BQK_(*)>|`0Z7bv@nTl^yw_b1~LQ&3EtzEck`Yl~#-ePv~gn5x}0
zy4cw(0=k2<Z%drL{9}30NSSCqP*&5G(wBXXWnh%}#<u3nd7@ztPezD)&ZDK`>*=o;
z!aVmDo12zWi-+w4sivBSV^>-?n=_)AX}50=i-)R5A-QiANoh|M*>Q4?9CrWyZF9r#
zwIogwbA_UKnDB}B)=meW?&e+i$m(O5v%47Jr>wB+b%uLOW`Oa8wxM2=#*clEHe<y)
zIXK&ShRxIMMvm8bI6i0R^6&zN-}68JEd&!cvCR2Ov7_&?H<K>DACZ{k*(6%W^vTs|
z=evt(d-*en{M6%gyA#G`5*dbYvAQK0vm=@DoY#2)21rry1ykQ<Rg0fVjX^qs(03-o
zoLI>6P&%9#6B!p1sp!M``nOnDVPvV@P#4mus(8xZWO);4EjfFH89kGW4O>FK#m~f_
zo((s*`Pa_UNnbd3bzIzNK}eC3^2XN1lJUic4Z#~MwfS~XCRcyzR#~@d_u*6QjKqYo
zzA!m~HzNoPkR)<l-QGSw>WU5UcUmRn&-Z5;6umgkPkS3m#s#^~52x!I*1nE66t@p3
zW@}W;?i0SB{@1u`o(V{MVI0G>XS6^J6~J$5>uj9SOzX%mE*oEDhpuTd_2MVFHCZB@
zVSuo;M&&VP1QKKVWKD&_dwSIOrm6it43Y?pyA$4j;VP<q52Vkz9xD^DU$kxr%WwB>
zhIy1qmA<i`i@n#qDB4<9vzAz#t1pxGuU~O)G&Ch34cUu`G75Jyl`8yfqN-M*>c#OR
z=M5%OPOb@i-y(<@6CrQ9E(AQnrPc0BByIT|oBqt|ZCw07fq^JVq9IqmEcZ(|vk7IV
zx>TV2{k&hzf~73`BX@!a;+HJ_X5@XfJ@09whxpI_>%pO*PNq(lDe_xstReDte1}`%
z^PcDI+}tX>wW|S{%INo!UYi_JQpP~ri*@Oi%o2B7Fzm6Kv&`VVY3K7S%F`*lyvx%7
zw%rZPJ6j7$L7Lq-F*$lEwHp7)nBV>lX8YXy{Jlu-6?$PVhX1^XNgh@C_hXwM!R=!L
zy5$(!z}Wl^Hu@a2R^;@W6wLzyZ-Ekj^nKIP(1+MYYo7YXf8hpy)9C&W5y-zE0WzSk
zn%2zbbOuz8NY`1X!(JBBkAK`EW$lO8vCE`m&cloR3@JrCyp9Bu4l+rXzyIH2-|(YM
z<KY=I>3^?G9VXkPAOBx`ZBu=rOv*6C`^Ck@B*DUm_s#@2Bg;mY>I*4<|99}k|7tYI
zQ;pnLCJI3BAgbM}->fuLPEPIy3(LLpq~N-MVn6V2;KF}ww}04)|I@HizI1=}`n4v|
zLM#0!ao~yRc*vO?>K{2u;|_M?fA1lzV@}--|1XX2S4GH>N!OLB9y91iBVGRob7A=5
ze*%j^6I7@Elmuu7?)>iH6^4*S*m1&edV2abymF2E(t1V19*KEgC_KFOcRSbMiei7J
z%K1x|@;-dv8z?d{0dQ9h@IA}dY`p?ja@cgXgOkN<DsfxY;z#n-lBJSXA_Jo71ueI#
zUmsZl;R_@rZv`u8VA=&#S{{fYAiuw2_cki?7j&GcE!i)e<-swKSvU?CTQG>bW|O3@
z-o8EC($X?dN{3#aq?vWDvOdQ={NeG7`=J+8Ay3jDG6O_T5A*)&305|?J~m&^m0LjE
z?gp$EB=`!UlY}S$`_QW+Wg7!q_$LrR_dzO!Ew)giprFuejbFLGm1&fqng!w$bbG(T
z{eVk9k(P$WY|jBWc!7O)j%n%J#}}D5UUs%r@bmNlo~)>-erF+cX?N&%BCxZo0rPzp
zsI+DCRR6q|c>7sjwdXCjg-CtiX9sk}Fy(HFJtR*YtgLbnD?Ehwy}$uKR5S#bl7jdQ
zV9qxjGIXKp{BDN3wgQ-d()}=W$SV-~+^JSPa_OS5Uml`*o(+Hhr)#+6W-JiF&!DO)
z#9dOQOdHAYSMPw{pX8)q!@+(HXrkpUF4~*u@~7C3RrXdt<@~F8x<{Vb$Go5$Ehryj
z<gQ0Q#Ph*tbJ&VxCkx#9sLx=UMb^}t#%kjxQPa)AcE4xa>I*F!`5R8XI8Ie8P7{m&
zu2Y~t4|7~n*s8qx_}BNAL9X4IiC@5mJBTl8KuEsCPc}64_4f;VZQA1{`?J(4q-ZQg
zd5Y>b<Cvb!z7s6(PLvp`_Psk?5mIHspXeCMAZ+`H`rM*>O*D^DE&yHhp7(*XFouaq
zf2L|hp4J$+1>y$tBq*ODN&Jq4<tv1>wr0?-u#x(ThP`^Z8qYHXzmw!h1hQ%)Mse2<
zBUZqvER|<+#o&YKb1rV~rO+kE`t8gCo`F1F4+{&6?R11wys%yLzy+Mg*IE(8Sgh8}
zbzl-MA29_LjMC@KV%}RHxUODpI!{kOzq626)b*{wyzN{v_7nwipSV&mnFi>u>I7Bx
zten&6l{HwEdUJj-SlgRuyHbz@vYSj0bFq#Qh>VDMV&sT+Ie=FfE*anTy}iFRGq?$l
z+0W+dymHG0r)=j3SVTi$$=|d$DYbsbB_xDBPe(T=?z?+y>EV~9C-ny)yZIRJ7;i(j
zCSewqEaAc9FrDT;T<w;ZXVTzXI9y^iN32&<Q}cMkAl!~LsY7lUqS5HmUYoy+Q-RoP
z!x4Aw)2@cl5+L)Y@e5a|Y5WBpNF?}OA>rwnnfgmTAa8-c7T%cc2sf*d#055L9y9%H
zJfLEh8nZ28PxkH`dU)~{tgDhPA4sTAjU7zApw=e>Uv!H=k--&U(2vM6x_m~y-iOV!
zCq?$C-NC{@o{vtejB}w^D>(eVkpmdP3p*0)U{GS5xsR$nU70^|`l5^}Hr$LG$HXoo
zGKgFOffL0H#1DFxQ1T;R0B2`zZvN=*m1${=I`TS<2|U81ZYg4Zx#MIZY_HaSCbHVT
zzP|j&!<G{yAz2sO-2`+stH&P`pyG+cFC4opSYe={ouiq7#Ru$aJ--O!QjC+sba)d8
zKYN??d9AlN+xI0}mAy<Mt=tOTs~WA}#$Ad#e(RJVl^l#u{sw3kxD=|=c<&r1J0E{?
zXV!QN{i<V{8Ejd)O1y~P+Naqrsu#s&?o0Z6P=qKCkYu~@1zd;?x%4ksBL>vY7^?iL
zY{4~dSajV(1C$RsVt6ZXaDb(S4p}5=se;H+Db7pK0Tpk0e7^}};1G~TTD&;*d&9Qa
z?03RyW!t{V0v4}@ldUH{OXIHIg`D55nM$-r$l~j+>P6gGGPimi%;ZQ*D`q8Z9-~oa
zJ3v0?ExfjgGj2Y@k)VKqu#%^HH|=Y9Bga`&%;z6pVDp5Gp^mVwfILHS1P?mI#l^*Z
zP=)U?L}P<2!yLqrK#&t_Zl~QX^4kmPU$IK^+u!!KK%Lw}TP1zG5Xp@)Y~yPqQY!wj
ziq%rnd%g&oqP;@CS48K})yerZdnfy?Hl5JXltb-}-S!rwmZoNwvS&3BXtG7w#Ge?j
z=r}eUI(DUL-dRwTuAJGz3TWg9?H<4SfcZ(`vgE$I^%S3)sK9e{N*Tx0?@fqp@Pmka
zjy5qUbzO#xU+*V|DsP^fge=|$XR_4F>{p72R%TP7p)G*&*G3>fo!L!vxv%UI8V&|P
zpd;U3_%6d<Fg?y1sRcmI&i2dp$go||C((6s`mhhG$6ie9DT}f3YBONE20@u&9e}a=
zbR(I;WhWoSKMubxABKgcY;%EG!fDDss%-e!+#lM+F#6~{5N$H3lh-XY%u$ot{@gxd
zk8C91hq_0?iVqO{plc}so(DH-B_JAayc%?}w5j4B6zSJH;rvY+FE+_3%dNVZBzISv
z2X{a~O;lX|JV0>HUI9y#ZQxipfWg{R_&Lup1Uh2kggb0c(U`|d`_&J;NQbytr{{#l
z<fUoQlPvE#0Kau>&-b%oExN&g&FQU#XvF-xEl`irCm!q!HRwOT73r{IdtE|e)HWH2
z-MbfjOqrHrSE8@p4dUS9vN&mcos5i%LgAjQc87kjBRbdtA}Pvxe*3P9r5?~(gV0$Q
z1erdPOM-nWuXj|Y?yL79>fa62aNi-UI8rr<I6MUzK$4jA;Li7!kb>fEqGf{A0gxJq
zTDpD*Q5b8<V*=NGNG{Vvw~hDL5Yr!IxcLftamN6sf7B4JLNlWnW|dhmIb*)l4jB@c
z+LSqWt-WiHFj<7bD05ApYwuQZnCnV(`~LYPSC4-&4I?8c%yMjNE{pWvJyYMphnyTO
zwg?$`A%69$?4&QT;QSTgx=~DX&(oPNdUqF9c>4fcN3700(qdVnx3*G_7$1oftpZJh
z!L#;)wb*rkQR?w7krOva)*zHYY$)O5>9iBS1*vm8kJ_zybYZ9*an<*mV$Eo?r@|N|
zEGhoP+*ZH^ZNMOJx<#pz3Dz}ricZ>FC<>#6LGR>Amli$0Xdau4&kl_?N|}w&bSGKL
zCw~Jp>|&F2eLo$$fC)^Z=Lsz~Lk8i_*kKa0c#8lU{-}tpl5CRSMYl-5teuiGmg(9m
z)mq|XgmP!|d@c2PXSBHmPU36m<tnhxKANpE`v#VoyIbEwcuTE&ui33XKN%TUWvbGH
z<+Iq*LA-APS9XDcR+w5r<!pQ-$6LRb;m`Q2BFw>fPE<Dtr4^||%bpBHw8XuyEFFAC
zKS6-Y2!BIt7d5Z(<g%FaXOg|gy|4bjgkY12tKk)WM0tS53wR*-BdJj1V|=p51a}GR
zEWWtM2^#8W|FCGqblSzP?3Z+Q2KPl>!n}I(hTF++d2_76io?LN-nKu!{pK^YOwK!^
zI&D1&S-If7z8GEta{!58SH<Ldr3eT);L{k$_vb+i=tHJ6f4@3<>_R5ZAC$n_n-U-(
znh)Y>iNcN~`P8rO#%E@aPcn!i7V){qXa$GtWR(y)`u$8*qt0H<O%)ibh_;{hvCqD%
zm)Ch<E)U=csVTuH;lrcZ9A23Y&cPk;-b_?D&$+`IITaz{c4m@$e+Hyfb)G1r{_4H`
z$lnpogs@~Xp6OSUmNaXy;W7i4W??MaXo4O)=~%ZB?bc}-(e^M;r*r7xZ!Zvgp!~{W
zz(;RAhe4Zln%D##3k(X{sn$Q@IQ=P5=fd3BENc~pPXcv*e0`Ol&foHZ<k_Ff;fyHr
zwq41N4s+>->7Yyb(=J2CUIk!*XG+A6=SuJY3LngCyOZp}c~tP`01Jvgc5KoEbN8sA
zPuRR()FpL5?3};`(Q_Vbjyleb62NvX4CtDa4W6K8T14$o6vG}^3e~uh8C+x|2-CI8
zZT2n4k8k_W(79y4iMR^U7=>sH+=8&=^p`M3d@~Gtvv*Ofc|EQvK>^fE7%95KQr9a@
zNuq2?Udv)?!z}##5bfZGEzh+Z`fLm&ED8JuQR_!8Y(LI)i|D;L^#pgRld=9ypA`=d
zbGrza5Pwf8Q#7FMY$ak`oU8II6H_5XY5Hip=Q38sBJq=SE|0B{fpM3ZX%_j{R^#IJ
z1PSqIrehY4TdUJRijchCbb>h>23Y6QIl<D2V<nx|ff6gVYoVz*9K>{`%*3y`O9nW{
zm}mZ`g%y~xZy@Spv)8pa*)U1D5PKrSW85vKu<|=4^N`SLtO);5d*&P4!F-#}kXq9w
za=c?~l_S5)T9foLW9Le+!et^Lj162^H^Fuz!{<+0A-}4{@;!h2Ny?heW#tKz_S{J2
z)3goS{lSO1+HLxxt#O1D`;nI0DZYyzTk{>LE{T+qr&CnTgh@b)%jz}0*XQW_9;xe0
z)sDsrezgCQn8zt9qkk6VhHA7Po(Dy!B;>*kyX<+W))%B?&$rnH^`IxNQA=&5#0lAG
z1__hz#<ZQYk9Zfma!zmzyK5x4_9`y^8jY(U@n`3Z1nz#Rd^nSiW8$+loZgylJXtd!
zs8wW|f|b?TJ*?*;i&^N%z0#`0TW2nL+jB0_Bmaa1i1Zdme2%pvUpw0rx+*&?sL+P_
zunjt6kFFz?e>0(2@DR9LA~d9HJ-k8OGk?Xef4lkEz0Qr2ld*CBZ@2gEK%Bl^f8(bo
zYL{0x<N~*KoPa$YO0ennO+HMsXbJ6SOtP}6kaRp30rO7@LB`)S?7x)Q{$H<0_?vtj
zwokHv93_xR)L}%Z`zhpwZ>8fz9g`k500w)zniF#8TU3X2j;(?=6gyq@N?N#7M3G9u
ztzJs+{S8p$b9)H){6mX5<pF65BwT6W^zRK14_hrtBiFM@YJuPwcG7*}PL6}a*J$K@
zbCLhft5>gfezh`pf3qUb)YAhn^Pqu`CV;!iBK;04E>kf<)XWGfEne%dwZj(}84Eyk
za5+Eu7q~uBXrF6XRs5;BnIwE8xjl;#fBOA1eQVtGDsB!v{R_hJe!!~R)$ww2DuTHm
z1TL4~jFVYv%x{<^NA&$5saxxOV=Fb|3JFbr9bqC5Qe#e_ETA)TeFtSQKPD?Ep^>p(
zt-L1%4NYVmk3muHVUckii7$mqOl+9)CBtZiV?~6(xcjKX>(J1f>wBcS7ikGooH$|d
zyc5*XxD6}S!RNiN-}-)vM4|$LuJnu#gt<c`?+xSuc8&f=NL$El5!_`VXwT~%Q8Alp
zd_KtMw}ytqSBtp0B$?csu7L7Rwjuu*W9a;9W2F*AWDAl$-~{2xxw86mARtXU)_oZs
z@^!!=t;MQ=Wwy7iZLZY8?wa5^fkcOkbtg@w;4n~!&#ftd0$wy)YJbbjVZ8d`-JsLG
zq`Z2{N_N6~O@%8Pii7%i$voYnK@uAcsK<iJ;lc0AR>&mWaUnQqMdrm=FZY3<s(11>
zSXI5X)VP#o;As*1Taa{o1P+(Gji&UV(Wi0y@VtnuK^Ro;?7lslSX{RpKP@jRdF#{~
z$v{f-GkZ=Q0RohPl5y|oVY)y6e7wOh4qr{bvecUv%;de=<UOkVc7U($cDH<nVpM*z
zov$wsjk0i^8iaWTi4q=3Lv!$Vrgjfo^Zh4D>Ob&I1(5RLNiIvR2l9~lXamGYfgw5^
zC<p#xaS}IzBmmps=f~w_8`PBCwJ2c(`6Vqga}ks&6NVbnw6atOtr7}>2xkz#?aKqB
z+Qt0$4iFYJpO|)f)I8!s!=K1?X%Dj0f+2`aXe*^Xh!FR6eba?P2>B!p4NV#bgLyJ^
zV3=$JX<EWRPx;RKBz&9i5-<xDBg1^Rrh|1FOJL3iy%Xs^nTPQztE;yW7&+c_!@*5s
z;4~!_>F!QUhs`;*0{t?@V37Q@a@0tJ0>dD_(5QxTELkGU3Koe{WjWl*!Ta~lS|P2+
z!OMv!PoAXcx`eC-dxu3PLhY5F7<O6gJ+t3#?}D)HIc}rBp!kdzmXII@NReuu7LWtM
zKf6gMUD?>!^kqADHt@-7Tf~)yNrw7;U`vvRbxW`pb$J=5ya9|k)xW-6dRT!NKb5PC
z=+;J^g)%qUk5iDHLf6|T2zWzC&T+5dfN<d2#u}3il`S1dEmWW{XrYtDfMK<Dp4t}!
zQNfbpG5BzNhaU3tV)A0MFQFQc_9)Fx!Z-Q%$sSe#wI6^SZDjr4rUB{H8U!Ev!B-<X
z4<(K@AOhEbqCM}H)yv>ue9cO|76>twA~$ToOld&fqh16Gbk`0@+c}aczT<~;)b}|!
s-XmT9lc}x$Kb3C(|131iJjWdz<u8o7&4AuWCJmc{oa(*8JEj5u4YJ@Hp#T5?

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cow_parsley_classification.json b/modelling/data/abingdon-all/seasonal/cow_parsley_classification.json
new file mode 100644
index 0000000..9a5aa7c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cow_parsley_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Cow Parsley",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "moderate",
+    "window_shape": "sharp",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "moderate_season",
+      "sharp_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.245,
+    "season_end_month": 7.395,
+    "forcing_peak_month": 5.11,
+    "season_width_months": 3.15,
+    "season_midpoint_month": 5.82,
+    "season_start_label": "April",
+    "season_end_label": "July",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.99,
+    "DECAY": 1.854,
+    "OOS_DECAY": 4.504,
+    "POST_PEAK_DECAY": 4.386,
+    "POST_PEAK_SHARPNESS": 5.442,
+    "SEASON_START": 4.245,
+    "SEASON_END": 7.395,
+    "SHARPNESS": 8.236,
+    "FORCING_PEAK": 5.11
+  },
+  "fit": {
+    "score": 0.015
+  },
+  "warnings": [],
+  "summary": "Cow Parsley is classified as moderate spring seasonal presence. The fitted seasonal window runs from about April to July, with a spring peak around May. The season is moderate, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/cow_parsley_consensus.json b/modelling/data/abingdon-all/seasonal/cow_parsley_consensus.json
new file mode 100644
index 0000000..e3fd020
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cow_parsley_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.99",
+  "DECAY": "1.854",
+  "OOS_DECAY": "4.504",
+  "POST_PEAK_DECAY": "4.386",
+  "POST_PEAK_SHARPNESS": "5.442",
+  "SEASON_START": "4.245",
+  "SEASON_END": "7.395",
+  "SHARPNESS": "8.236",
+  "FORCING_PEAK": "5.11",
+  "SCORE": "0.015",
+  "SPECIES": "Cow Parsley"
+}
diff --git a/modelling/data/abingdon-all/seasonal/cow_parsley_observed.csv b/modelling/data/abingdon-all/seasonal/cow_parsley_observed.csv
new file mode 100644
index 0000000..dcf27c5
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cow_parsley_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,26
+5,86
+6,31
+7,20
+8,1
+9,1
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/cow_parsley_parameters.csv b/modelling/data/abingdon-all/seasonal/cow_parsley_parameters.csv
new file mode 100644
index 0000000..e8690da
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cow_parsley_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:51:14,cow_parsley_observed.csv,4.338,1.623,6.482,7.239,3.933,4.55,7.4,8.829,6.26,0.06086430257797624320181266039,
+2026-05-21 14:51:14,cow_parsley_observed.csv,3.339,2.553,4.944,1.295,1.482,3.97,6.28,3.682,5.59,0.02847729404758976283284566826,
+2026-05-21 14:51:14,cow_parsley_observed.csv,1.69,2.066,1.683,3.96,5.548,3.82,7.78,10.829,6.38,0.07014417313511287705990875346,
+2026-05-21 14:51:15,cow_parsley_observed.csv,1.015,1.622,2.404,6.083,5.177,4.72,6.45,11.283,5.0,0.03243380380108720811461195501,
+2026-05-21 14:51:15,cow_parsley_observed.csv,1.716,2.401,1.134,7.799,7.451,3.66,7.98,1.533,5.93,0.09496099798018471229214980177,
+2026-05-21 14:51:15,cow_parsley_observed.csv,1.013,1.367,3.768,6.877,9.579,4.94,7.34,10.069,5.25,0.04457788037709035572017130186,
+2026-05-21 14:51:15,cow_parsley_observed.csv,1.534,0.789,6.62,5.125,5.774,4.68,7.96,12.348,5.71,0.07956204766535349420239739745,
+2026-05-21 14:51:16,cow_parsley_observed.csv,4.361,2.559,5.127,0.717,7.175,3.67,6.81,4.77,4.22,0.06632620445073149931623752498,
+2026-05-21 14:51:16,cow_parsley_observed.csv,4.775,2.706,1.718,4.738,5.165,3.98,6.47,6.209,4.69,0.03745827785131465467618057903,
+2026-05-21 14:51:16,cow_parsley_observed.csv,3.337,2.389,6.76,3.067,7.895,4.81,7.71,5.827,4.96,0.01608902753656517799767158598,
+2026-05-21 14:51:17,cow_parsley_observed.csv,3.347,0.976,5.987,0.715,8.751,3.16,6.52,13.173,4.75,0.06958825350757334332362877549,
+2026-05-21 14:51:17,cow_parsley_observed.csv,4.984,1.688,3.057,6.643,1.767,4.78,7.93,6.217,4.79,0.01046858708011047536431377151,
+2026-05-21 14:51:17,cow_parsley_observed.csv,2.964,0.772,4.18,1.096,2.796,4.05,6.48,12.923,5.66,0.03513815936379734426680056945,
+2026-05-21 14:51:17,cow_parsley_observed.csv,1.152,1.446,4.425,2.037,6.221,3.96,7.03,10.84,5.13,0.01228228868468347186416353822,
+2026-05-21 14:51:18,cow_parsley_observed.csv,2.443,1.397,6.883,7.83,3.52,3.79,7.57,7.073,5.8,0.01479162318496934185037063424,
+2026-05-21 14:51:18,cow_parsley_observed.csv,2.848,0.943,6.04,2.208,9.329,4.62,6.6,3.566,5.47,0.04057339567523324856907276105,
+2026-05-21 14:51:18,cow_parsley_observed.csv,2.466,1.814,6.634,1.508,3.349,4.03,6.84,14.233,5.41,0.04167696459008955621661965780,
+2026-05-21 14:51:18,cow_parsley_observed.csv,3.708,2.385,1.94,7.205,7.491,4.81,6.3,1.598,6.04,0.03851092887952067641444253363,
+2026-05-21 14:51:19,cow_parsley_observed.csv,4.654,2.494,3.41,3.37,7.692,4.47,6.38,1.507,4.98,0.02858342013498256991126267108,
+2026-05-21 14:51:19,cow_parsley_observed.csv,4.859,2.125,5.626,7.819,9.702,3.7,7.56,9.435,5.5,0.0185541197982221652276222819,
+2026-05-21 14:51:19,cow_parsley_observed.csv,1.776,2.505,4.217,3.231,8.426,3.58,7.23,10.615,5.98,0.08483311905322978046329834099,
+2026-05-21 14:51:20,cow_parsley_observed.csv,4.977,1.02,1.8,2.672,1.017,3.17,7.58,1.811,4.21,0.1156756880878203019597959393,
+2026-05-21 14:51:20,cow_parsley_observed.csv,1.44,1.503,3.946,6.704,5.7,4.51,7.93,6.135,4.78,0.003619340115139060767469394943,
+2026-05-21 14:51:20,cow_parsley_observed.csv,2.549,2.311,6.491,5.767,2.006,4.9,7.69,8.396,5.86,0.07632805966722788439405802852,
+2026-05-21 14:51:20,cow_parsley_observed.csv,3.394,2.461,4.742,6.375,1.533,4.58,6.06,10.785,4.84,0.03133343038693200526230204189,
+2026-05-21 14:51:21,cow_parsley_observed.csv,4.38,2.098,7.279,5.352,7.405,4.27,6.01,9.436,5.94,0.02994588367596497448749179843,
+2026-05-21 14:51:21,cow_parsley_observed.csv,3.621,2.029,7.994,0.246,2.052,4.02,7.44,13.817,6.07,0.06269205273429155556867185241,
+2026-05-21 14:51:21,cow_parsley_observed.csv,2.611,0.687,6.485,2.286,7.07,3.08,6.01,10.871,5.23,0.06426838105884157982186753110,
+2026-05-21 14:51:21,cow_parsley_observed.csv,1.735,2.245,4.176,7.923,9.06,4.05,7.14,10.391,6.19,0.05499763957718006594036595891,
+2026-05-21 14:51:22,cow_parsley_observed.csv,1.014,1.695,4.112,0.442,6.464,4.76,7.24,7.606,5.32,0.08559796076713282447184318615,
+2026-05-21 14:51:22,cow_parsley_observed.csv,2.833,2.928,5.509,1.763,2.917,4.23,7.44,3.022,5.18,0.01558175889304536680450022449,
+2026-05-21 14:51:22,cow_parsley_observed.csv,1.06,2.819,7.865,5.554,4.611,3.72,7.71,13.664,4.8,0.04488190046963710618046667973,
+2026-05-21 14:51:23,cow_parsley_observed.csv,3.248,2.421,5.586,4.422,4.567,4.01,6.2,14.043,5.91,0.02825610505150039192651110587,
+2026-05-21 14:51:23,cow_parsley_observed.csv,4.198,2.458,7.796,6.647,7.583,3.63,7.91,3.15,3.71,0.09486854892433139373486149930,
+2026-05-21 14:51:23,cow_parsley_observed.csv,3.288,1.019,6.178,6.811,3.154,4.32,7.36,10.013,6.04,0.04831364648759711868488929346,
+2026-05-21 14:51:23,cow_parsley_observed.csv,1.751,1.743,7.08,3.354,6.359,4.4,6.53,14.637,5.12,0.02723645503669825636684754691,
+2026-05-21 14:51:24,cow_parsley_observed.csv,4.596,0.614,1.89,2.652,8.45,4.0,7.62,12.352,5.59,0.04714434282700121718078152826,
+2026-05-21 14:51:24,cow_parsley_observed.csv,2.862,2.799,7.602,7.868,2.426,3.31,7.39,7.025,5.62,0.05542497199467601437906343425,
+2026-05-21 14:51:24,cow_parsley_observed.csv,2.35,1.785,2.261,2.618,7.338,4.04,6.49,7.849,4.72,0.02888490064785840389670009771,
+2026-05-21 14:51:24,cow_parsley_observed.csv,3.117,1.62,7.023,3.193,7.307,3.47,7.37,4.514,3.9,0.08767514626754014180348389315,
+2026-05-21 14:51:25,cow_parsley_observed.csv,4.509,2.147,2.898,1.016,4.528,3.84,6.59,11.533,4.63,0.04047290139584851848809616583,
+2026-05-21 14:51:25,cow_parsley_observed.csv,3.445,0.637,3.722,5.443,4.553,3.53,6.18,1.364,3.94,0.1665354529558490282067412127,
+2026-05-21 14:51:25,cow_parsley_observed.csv,4.018,2.303,1.452,1.035,3.83,4.86,7.38,1.205,5.39,0.09983037043274056497603799351,
+2026-05-21 14:51:26,cow_parsley_observed.csv,4.759,2.129,3.824,0.17,4.749,3.7,7.81,9.213,3.9,0.06031136677059806315330470271,
+2026-05-21 14:51:26,cow_parsley_observed.csv,1.533,1.991,2.771,2.391,9.018,3.06,7.07,4.651,5.25,0.05987128188205495524142201329,
+2026-05-21 14:51:26,cow_parsley_observed.csv,3.148,0.552,1.229,1.062,7.304,3.98,6.32,3.087,4.8,0.005598404502098187762834407422,
+2026-05-21 14:51:26,cow_parsley_observed.csv,1.121,2.098,5.129,5.108,5.607,4.34,6.56,9.657,5.98,0.03551008509801107640305855426,
+2026-05-21 14:51:27,cow_parsley_observed.csv,2.828,1.302,2.491,6.322,4.746,4.04,7.66,7.495,5.02,0.003305673816685879918119168169,
+2026-05-21 14:51:27,cow_parsley_observed.csv,4.197,1.251,4.199,5.522,2.999,4.97,6.09,3.037,5.48,0.03148042515807123968774083840,
+2026-05-21 14:51:27,cow_parsley_observed.csv,2.666,1.698,2.54,4.584,6.881,4.61,7.38,9.927,5.67,0.04898874313650718162755336552,
+2026-05-21 14:51:27,cow_parsley_observed.csv,1.05,1.197,2.243,0.129,7.331,3.93,7.31,4.898,5.93,0.06307802836111046561750852831,
+2026-05-21 14:51:28,cow_parsley_observed.csv,1.91,2.421,6.562,2.863,7.991,3.82,6.71,8.32,6.18,0.04382804022902389787489484313,
+2026-05-21 14:51:28,cow_parsley_observed.csv,4.547,1.868,4.682,0.174,1.43,4.18,6.32,9.975,5.78,0.02729631155103467248774341350,
+2026-05-21 14:51:28,cow_parsley_observed.csv,3.803,2.13,2.298,3.685,2.764,3.62,6.04,2.714,4.47,0.1038967811766075087123658827,
+2026-05-21 14:51:29,cow_parsley_observed.csv,3.94,2.948,5.599,4.718,5.022,3.67,6.07,10.933,4.62,0.1029976099723014692540908482,
+2026-05-21 14:51:29,cow_parsley_observed.csv,3.516,2.182,5.41,3.552,6.278,4.12,6.55,14.741,5.61,0.03254155796811503403271890525,
+2026-05-21 14:51:29,cow_parsley_observed.csv,1.261,1.156,2.717,0.854,5.848,3.36,6.97,12.164,5.64,0.08029656678884976650324488616,
+2026-05-21 14:51:29,cow_parsley_observed.csv,4.235,2.885,4.636,3.125,2.952,3.78,6.75,12.685,5.63,0.04870941748641992887556778818,
+2026-05-21 14:51:30,cow_parsley_observed.csv,1.629,2.111,5.103,2.124,8.427,3.83,7.79,5.352,5.89,0.05868251282052773035664504190,
+2026-05-21 14:51:30,cow_parsley_observed.csv,4.722,1.854,3.428,1.698,5.019,3.92,6.48,10.149,5.26,0.03257912673240684877646911114,
+2026-05-21 14:51:30,cow_parsley_observed.csv,4.182,2.009,7.818,0.969,3.521,4.54,7.86,14.188,5.62,0.06817616981376604414122036131,
+2026-05-21 14:51:31,cow_parsley_observed.csv,3.601,1.341,7.57,2.808,6.603,3.12,7.33,6.895,5.27,0.04902364405289396868794069035,
+2026-05-21 14:51:31,cow_parsley_observed.csv,2.365,1.61,4.788,4.766,7.969,4.63,6.42,6.297,5.59,0.03599060241966841637711595886,
+2026-05-21 14:51:31,cow_parsley_observed.csv,3.906,1.172,4.6,1.652,9.957,4.9,7.77,14.209,5.7,0.1013344036206458301686607822,
+2026-05-21 14:51:31,cow_parsley_observed.csv,1.501,1.781,4.413,5.148,4.54,3.4,7.14,5.054,4.14,0.1200195943312028124180756072,
+2026-05-21 14:51:32,cow_parsley_observed.csv,4.526,1.822,7.48,4.892,7.251,4.44,7.64,2.705,4.45,0.003725908845519992560984206828,
+2026-05-21 14:51:32,cow_parsley_observed.csv,3.278,2.084,3.911,4.918,5.52,4.14,6.23,5.796,5.24,0.02712522285428019381576833822,
+2026-05-21 14:51:32,cow_parsley_observed.csv,1.272,2.116,4.802,7.217,8.488,3.06,6.18,7.63,4.66,0.1232479055192205633047524352,
+2026-05-21 14:51:32,cow_parsley_observed.csv,3.535,2.187,6.112,3.12,5.999,3.7,7.46,12.307,5.54,0.02728878444884862188265018617,
+2026-05-21 14:51:33,cow_parsley_observed.csv,1.861,2.359,5.771,1.518,8.821,3.57,7.93,13.149,5.6,0.06866348417512364573948843748,
+2026-05-21 14:51:33,cow_parsley_observed.csv,1.71,2.771,5.801,5.542,8.287,3.31,6.49,6.377,6.46,0.06349039917790038602880499648,
+2026-05-21 14:51:33,cow_parsley_observed.csv,3.291,2.525,2.903,3.959,9.873,4.88,6.7,8.683,5.56,0.09201783632669819053116451030,
+2026-05-21 14:51:34,cow_parsley_observed.csv,1.237,2.175,3.399,0.195,3.411,4.18,7.04,13.614,4.74,0.02483559831401550116689056069,
+2026-05-21 14:51:34,cow_parsley_observed.csv,2.039,2.509,2.834,7.358,4.238,4.85,6.5,12.399,4.88,0.05542385356143608661101744627,
+2026-05-21 14:51:34,cow_parsley_observed.csv,1.521,2.23,3.257,0.625,5.779,4.26,6.8,11.593,5.0,0.01743526386460814729128569088,
+2026-05-21 14:51:34,cow_parsley_observed.csv,1.855,0.915,3.678,4.379,5.219,4.85,7.96,9.909,6.21,0.1063391716362173242294506375,
+2026-05-21 14:51:35,cow_parsley_observed.csv,4.791,1.375,2.1,3.194,1.097,3.38,6.82,5.058,6.26,0.05030245585017288994336038412,
+2026-05-21 14:51:35,cow_parsley_observed.csv,4.676,1.564,2.05,5.963,9.826,3.96,6.33,4.222,4.31,0.07123075467033217475536202202,
+2026-05-21 14:51:35,cow_parsley_observed.csv,4.911,2.477,1.822,3.527,3.635,4.09,7.86,5.717,4.38,0.01121175553063460839482005331,
+2026-05-21 14:51:35,cow_parsley_observed.csv,4.008,2.125,4.249,4.746,3.325,3.35,7.76,5.584,5.94,0.05746133822865028019726190012,
+2026-05-21 14:51:36,cow_parsley_observed.csv,1.621,0.811,5.415,7.53,6.46,4.62,6.22,4.17,5.16,0.03348888164615953364232149695,
+2026-05-21 14:51:36,cow_parsley_observed.csv,1.926,2.92,3.889,5.945,7.809,3.75,7.82,11.963,5.42,0.02190813330339223898417000212,
+2026-05-21 14:51:36,cow_parsley_observed.csv,4.901,2.803,2.782,7.591,9.085,3.1,6.99,2.536,4.58,0.1349282104032241012233463810,
+2026-05-21 14:51:37,cow_parsley_observed.csv,3.679,0.546,1.885,5.114,1.917,3.87,7.46,3.206,6.09,0.02183013028709472301614008015,
+2026-05-21 14:51:37,cow_parsley_observed.csv,1.59,0.693,4.14,0.487,6.901,4.86,7.86,7.411,6.1,0.1556634040147571833356552283,
+2026-05-21 14:51:37,cow_parsley_observed.csv,1.197,2.151,3.399,4.808,5.85,4.26,6.3,13.65,6.17,0.02840239729691493514568504225,
+2026-05-21 14:51:37,cow_parsley_observed.csv,3.804,1.397,6.131,6.086,5.411,3.29,6.44,13.778,4.95,0.07394447202676461328451198260,
+2026-05-21 14:51:38,cow_parsley_observed.csv,2.4,0.781,3.365,1.101,7.351,3.46,6.24,6.393,4.67,0.05671380596882280076509632448,
+2026-05-21 14:51:38,cow_parsley_observed.csv,2.881,2.802,1.944,0.751,5.782,4.57,7.69,3.097,5.1,0.07299996466571195056637577548,
+2026-05-21 14:51:38,cow_parsley_observed.csv,2.399,0.521,7.142,7.173,4.624,4.73,7.89,5.825,5.26,0.03707896034207235187374939955,
+2026-05-21 14:51:38,cow_parsley_observed.csv,1.646,2.844,2.751,3.166,5.619,4.18,6.9,6.355,4.55,0.02844841408662738967560486368,
+2026-05-21 14:51:39,cow_parsley_observed.csv,2.436,1.064,7.415,0.431,4.545,4.88,6.73,5.23,5.51,0.1040324505230203552813021137,
+2026-05-21 14:51:39,cow_parsley_observed.csv,1.66,1.951,6.784,4.304,3.982,4.76,7.09,2.645,6.32,0.06004121240117698272438093791,
+2026-05-21 14:51:39,cow_parsley_observed.csv,1.757,0.551,1.479,6.044,5.452,4.48,7.11,10.591,4.56,0.008257046794549773152396559068,
+2026-05-21 14:51:40,cow_parsley_observed.csv,4.579,1.271,7.091,4.163,4.409,4.36,7.18,1.497,5.02,0.02621943079263292441689667325,
+2026-05-21 14:51:40,cow_parsley_observed.csv,1.639,2.439,7.015,3.909,7.99,4.64,7.26,3.698,6.33,0.06333720852705076049682852129,
+2026-05-21 14:51:40,cow_parsley_observed.csv,3.749,2.015,7.701,2.567,8.169,4.49,7.46,8.336,5.83,0.05654415167505291145988869752,
+2026-05-21 14:51:40,cow_parsley_observed.csv,4.921,2.576,2.967,2.653,8.262,4.65,6.58,3.903,5.01,0.02868116107419721600368126344,
+2026-05-21 14:51:41,cow_parsley_observed.csv,1.575,2.743,4.584,3.609,9.964,4.78,6.74,2.333,5.14,0.008571143440378212775960911825,
+2026-05-21 14:51:41,cow_parsley_observed.csv,3.202,2.313,3.27,0.26,9.233,3.8,7.43,4.702,4.23,0.04872961170091538465639773713,
+2026-05-21 14:51:41,cow_parsley_observed.csv,3.417,2.928,5.59,5.22,5.933,4.34,6.2,7.147,5.87,0.02610103215722625904196376849,
+2026-05-21 14:51:41,cow_parsley_observed.csv,3.919,2.657,7.192,4.817,6.423,4.67,6.6,5.648,5.84,0.03889661989544408629972085439,
+2026-05-21 14:51:42,cow_parsley_observed.csv,1.349,1.887,5.031,3.319,7.92,3.94,7.21,14.444,5.37,0.01525712881707146644925971274,
+2026-05-21 14:51:42,cow_parsley_observed.csv,3.316,2.764,2.029,1.658,5.624,4.91,7.43,1.251,5.32,0.09143225611547335090690351891,
+2026-05-21 14:51:42,cow_parsley_observed.csv,4.697,2.161,7.229,6.391,7.115,3.6,7.5,5.982,3.9,0.1037997563983281015575573140,
+2026-05-21 14:51:43,cow_parsley_observed.csv,4.024,1.515,3.511,1.517,9.713,3.57,6.95,3.884,4.84,0.03488975318426134930935914127,
+2026-05-21 14:51:43,cow_parsley_observed.csv,1.761,0.669,2.007,7.822,6.251,3.17,6.71,3.63,5.08,0.06051318010278645933086340676,
+2026-05-21 14:51:43,cow_parsley_observed.csv,3.316,2.04,1.219,4.731,2.77,3.03,7.59,4.024,3.99,0.1242914516460852178766074269,
+2026-05-21 14:51:43,cow_parsley_observed.csv,3.113,1.238,6.443,0.589,4.481,3.63,6.24,9.544,4.4,0.06015763581612359931510785868,
+2026-05-21 14:51:44,cow_parsley_observed.csv,3.47,0.548,2.317,3.246,5.928,3.63,7.73,9.915,3.64,0.09016265738185415723248380368,
+2026-05-21 14:51:44,cow_parsley_observed.csv,4.635,0.719,3.911,6.169,4.758,3.05,7.6,7.276,4.97,0.04671868381428244785931302855,
+2026-05-21 14:51:44,cow_parsley_observed.csv,4.9,1.676,3.252,4.383,7.281,4.21,6.97,3.4,4.59,0.005867108837890578988606810968,
+2026-05-21 14:51:44,cow_parsley_observed.csv,3.231,2.896,2.597,4.39,4.375,4.86,7.32,5.618,5.41,0.02189175043343857678627142039,
+2026-05-21 14:51:45,cow_parsley_observed.csv,4.914,1.532,2.938,3.938,5.431,4.33,7.25,13.645,4.66,0.002632214904879265199203695911,
+2026-05-21 14:51:45,cow_parsley_observed.csv,3.064,1.047,3.235,7.56,4.502,3.68,7.36,2.316,6.17,0.06905327575853201916257348902,
+2026-05-21 14:51:45,cow_parsley_observed.csv,1.967,1.75,1.965,3.165,2.572,4.39,6.76,3.303,6.27,0.04287831895073740523520136285,
+2026-05-21 14:51:46,cow_parsley_observed.csv,2.359,1.57,5.945,7.803,5.43,4.35,7.17,10.274,4.87,0.02630750149343064600008514074,
+2026-05-21 14:51:46,cow_parsley_observed.csv,1.609,0.904,7.309,7.357,5.273,4.19,7.47,3.814,5.14,0.004222048771589465926105484865,
+2026-05-21 14:51:46,cow_parsley_observed.csv,4.166,0.639,2.165,7.879,7.849,3.79,7.55,8.984,5.84,0.04897755400590903247201969517,
+2026-05-21 14:51:46,cow_parsley_observed.csv,3.648,1.158,5.322,5.346,1.329,3.44,6.0,14.1,5.59,0.07442848753475745392011171474,
+2026-05-21 14:51:47,cow_parsley_observed.csv,4.368,1.926,6.01,1.239,5.959,4.94,7.41,12.887,6.22,0.1029578894110454857300900098,
+2026-05-21 14:51:47,cow_parsley_observed.csv,3.912,1.21,7.943,3.683,7.11,3.13,6.34,7.507,4.22,0.1220355394760560483938746355,
+2026-05-21 14:51:47,cow_parsley_observed.csv,3.474,1.223,1.026,3.125,4.125,4.28,7.37,13.079,6.04,0.05670441572764070972746656107,
+2026-05-21 14:51:47,cow_parsley_observed.csv,2.409,1.629,1.924,4.611,5.465,3.63,6.08,7.471,5.31,0.05841354054351094819268707055,
+2026-05-21 14:51:48,cow_parsley_observed.csv,4.756,1.987,4.987,6.509,2.896,4.22,6.89,10.373,5.97,0.03970046415562320294457593180,
+2026-05-21 14:51:48,cow_parsley_observed.csv,1.921,2.741,2.623,6.014,9.395,3.61,7.0,7.199,5.56,0.07156075183082809575232384911,
+2026-05-21 14:51:48,cow_parsley_observed.csv,2.071,1.554,7.43,2.16,4.088,3.63,7.03,9.975,5.76,0.03172897397103289057382115842,
+2026-05-21 14:51:49,cow_parsley_observed.csv,4.797,0.726,6.723,7.009,6.645,3.35,7.11,13.188,4.29,0.1181822303200202771967579224,
+2026-05-21 14:51:49,cow_parsley_observed.csv,3.383,0.596,2.371,6.498,8.284,4.13,7.69,4.122,4.75,0.006576087614567913937176500987,
+2026-05-21 14:51:49,cow_parsley_observed.csv,4.53,2.204,5.88,6.427,6.114,4.83,7.45,11.255,5.77,0.07673860828910778886234462738,
+2026-05-21 14:51:49,cow_parsley_observed.csv,2.544,2.323,3.509,7.578,7.338,3.9,6.41,1.61,4.08,0.1430852289211680973146347984,
+2026-05-21 14:51:50,cow_parsley_observed.csv,2.353,1.604,1.147,3.737,5.172,4.2,6.71,9.923,4.54,0.02836121962681574536435345053,
+2026-05-21 14:51:50,cow_parsley_observed.csv,3.833,2.587,5.031,7.956,7.554,3.85,7.83,3.425,5.82,0.04474496529689896950554494792,
+2026-05-21 14:51:50,cow_parsley_observed.csv,1.875,1.459,4.063,0.631,1.162,3.31,6.06,4.463,4.44,0.07622091874541721602447897797,
+2026-05-21 14:51:50,cow_parsley_observed.csv,2.5,2.198,4.866,2.434,1.556,3.92,7.43,12.588,4.83,0.02041807462365997557579000915,
+2026-05-21 14:51:51,cow_parsley_observed.csv,4.837,1.548,7.399,0.649,5.666,3.92,6.44,12.292,4.24,0.03316126349729528201021446790,
+2026-05-21 14:51:51,cow_parsley_observed.csv,3.581,2.181,7.07,1.86,9.874,3.63,6.2,6.823,4.25,0.09527248569689726220914680796,
+2026-05-21 14:51:51,cow_parsley_observed.csv,2.858,0.713,7.426,3.118,1.537,4.01,7.39,3.499,6.45,0.05400459910659430486635364292,
+2026-05-21 14:51:52,cow_parsley_observed.csv,4.746,0.905,6.633,5.301,7.64,3.82,7.32,11.763,5.48,0.01345715788266231154539035083,
+2026-05-21 14:51:52,cow_parsley_observed.csv,3.666,1.634,5.264,0.908,9.962,3.62,7.36,14.87,5.64,0.08097914577599422333493012542,
+2026-05-21 14:51:52,cow_parsley_observed.csv,1.59,2.68,5.881,5.956,6.557,4.69,6.39,7.2,5.53,0.03275679105522853251606998771,
+2026-05-21 14:51:52,cow_parsley_observed.csv,3.743,1.692,1.027,5.033,6.924,3.56,6.83,13.363,4.67,0.07072695818655505589465466933,
+2026-05-21 14:51:53,cow_parsley_observed.csv,1.835,1.471,5.098,1.053,9.874,4.74,6.85,7.193,5.91,0.08483695414911300602457681908,
+2026-05-21 14:51:53,cow_parsley_observed.csv,3.538,2.159,7.703,3.767,2.286,4.07,7.47,13.971,5.55,0.01424216808632710630123754042,
+2026-05-21 14:51:53,cow_parsley_observed.csv,2.217,2.219,2.472,2.634,6.272,4.88,7.6,9.51,6.37,0.1054577211819818432082371433,
+2026-05-21 14:51:54,cow_parsley_observed.csv,4.058,1.236,5.556,4.667,7.436,3.97,6.81,9.03,4.58,0.03284503492907003469043322181,
+2026-05-21 14:51:54,cow_parsley_observed.csv,1.014,2.698,4.49,0.146,8.099,3.37,6.85,2.154,5.46,0.04476647287443897787572260735,
+2026-05-21 14:51:54,cow_parsley_observed.csv,3.473,2.186,2.135,6.752,6.28,3.19,6.88,13.488,6.08,0.08923726905263373215413338776,
+2026-05-21 14:51:54,cow_parsley_observed.csv,2.846,2.344,7.122,3.55,1.91,4.45,6.09,13.14,5.38,0.02892974645173947616365084429,
+2026-05-21 14:51:55,cow_parsley_observed.csv,3.962,0.819,5.359,5.523,5.302,4.86,6.24,1.352,5.71,0.03161104135863105001616425259,
+2026-05-21 14:51:55,cow_parsley_observed.csv,2.471,2.356,1.486,1.597,6.072,3.98,7.9,1.497,5.31,0.06850123409167328980899169721,
+2026-05-21 14:51:55,cow_parsley_observed.csv,3.468,0.64,6.573,2.693,8.128,3.99,6.0,5.655,5.64,0.02952697896575336795993699251,
+2026-05-21 14:51:55,cow_parsley_observed.csv,3.467,2.345,5.417,5.135,8.222,3.48,7.48,12.922,5.87,0.06255334298083184371781473892,
+2026-05-21 14:51:56,cow_parsley_observed.csv,3.001,2.584,6.84,7.819,8.478,3.81,7.67,8.485,5.87,0.03109591447435407522631239682,
+2026-05-21 14:51:56,cow_parsley_observed.csv,2.333,2.533,7.53,5.134,9.323,4.28,7.99,5.869,5.39,0.0089395482275612013472709688,
+2026-05-21 14:51:56,cow_parsley_observed.csv,4.161,2.55,4.985,0.074,1.59,3.1,6.04,5.718,4.23,0.1205605033586272285527388688,
+2026-05-21 14:51:57,cow_parsley_observed.csv,1.011,2.192,5.249,5.695,5.174,3.08,6.67,6.287,6.05,0.07569599376794242682060190580,
+2026-05-21 14:51:57,cow_parsley_observed.csv,1.036,2.553,1.715,5.416,8.314,3.44,7.79,4.27,3.69,0.1112073204428742548388982221,
+2026-05-21 14:51:57,cow_parsley_observed.csv,3.693,2.939,4.393,5.096,1.676,4.86,7.23,7.219,5.47,0.02365100886926655938789781508,
+2026-05-21 14:51:57,cow_parsley_observed.csv,4.049,2.431,7.648,0.445,7.097,3.79,6.22,14.478,4.5,0.04259951427509551249124699649,
+2026-05-21 14:51:58,cow_parsley_observed.csv,1.517,1.749,1.148,0.262,4.375,3.98,6.58,3.202,4.95,0.03474591032227244700803803230,
+2026-05-21 14:51:58,cow_parsley_observed.csv,1.114,2.174,7.84,2.934,3.129,4.43,7.86,9.425,4.72,0.005876892565991666089466913675,
+2026-05-21 14:51:58,cow_parsley_observed.csv,4.024,1.013,1.656,3.99,1.74,4.66,6.91,12.06,5.6,0.02474969848083059151859308722,
+2026-05-21 14:51:58,cow_parsley_observed.csv,4.786,1.957,5.416,7.92,3.968,4.17,7.26,4.825,6.3,0.05092661217886079015582806812,
+2026-05-21 14:51:59,cow_parsley_observed.csv,2.459,2.022,2.858,2.555,6.088,3.73,6.64,13.1,5.14,0.04047297553294289520271509943,
+2026-05-21 14:51:59,cow_parsley_observed.csv,3.579,2.695,2.817,0.135,4.869,4.21,7.28,8.482,5.04,0.02850547934641319817425467597,
+2026-05-21 14:51:59,cow_parsley_observed.csv,4.56,2.854,5.374,4.61,1.104,4.02,6.4,10.5,6.16,0.03134784623888630801601253120,
+2026-05-21 14:52:00,cow_parsley_observed.csv,2.499,2.3,5.223,3.948,8.446,3.07,6.58,7.364,3.56,0.1493692607551390577186320084,
+2026-05-21 14:52:00,cow_parsley_observed.csv,1.406,2.285,3.915,5.893,4.343,3.02,7.29,10.961,3.83,0.1381637066271055088372325761,
+2026-05-21 14:52:00,cow_parsley_observed.csv,1.163,2.759,2.848,3.443,4.587,4.6,7.93,9.46,5.1,0.009398863203664808699589693692,
+2026-05-21 14:52:00,cow_parsley_observed.csv,3.269,1.583,7.343,6.486,1.876,4.71,6.19,13.254,5.38,0.03265760808240715040395430507,
+2026-05-21 14:52:01,cow_parsley_observed.csv,3.408,1.421,7.371,4.706,2.467,4.34,7.45,13.748,4.39,0.003227748484387751763662020602,
+2026-05-21 14:52:01,cow_parsley_observed.csv,4.047,0.933,2.404,6.614,8.738,4.87,6.03,11.498,5.17,0.06278941100568069459168462235,
+2026-05-21 14:52:01,cow_parsley_observed.csv,2.954,2.86,6.669,6.806,8.053,3.14,6.25,6.207,5.87,0.07314838416207164495651203643,
+2026-05-21 14:52:01,cow_parsley_observed.csv,1.413,2.779,1.306,7.98,1.083,3.25,7.18,8.043,5.7,0.09508182198391231140372296265,
+2026-05-21 14:52:02,cow_parsley_observed.csv,2.864,1.242,7.544,0.966,8.201,3.16,7.2,14.629,5.97,0.08608846326799069782731479926,
+2026-05-21 14:52:02,cow_parsley_observed.csv,3.586,2.399,2.573,5.157,8.399,3.47,6.56,11.17,5.94,0.07260895757982842795458862674,
+2026-05-21 14:52:02,cow_parsley_observed.csv,4.144,2.065,7.767,3.824,5.008,3.47,7.96,12.511,6.29,0.09417304830922107266848930648,
+2026-05-21 14:52:03,cow_parsley_observed.csv,4.598,2.15,1.129,5.173,1.084,3.58,7.63,10.75,5.12,0.08021545014326932977658273803,
+2026-05-21 14:52:03,cow_parsley_observed.csv,4.576,0.792,2.201,5.011,4.832,3.6,6.21,2.691,4.95,0.05847905046896500937797011854,
+2026-05-21 14:52:03,cow_parsley_observed.csv,2.554,0.534,6.208,3.119,1.247,4.78,7.2,9.476,5.61,0.08341860128333452288090424074,
+2026-05-21 14:52:03,cow_parsley_observed.csv,3.847,2.951,6.598,4.902,9.943,4.73,7.81,2.843,6.37,0.07606411717338798394399767367,
+2026-05-21 14:52:04,cow_parsley_observed.csv,1.062,2.053,5.104,5.057,9.012,3.11,7.67,11.625,4.64,0.08945253382226840778275666684,
+2026-05-21 14:52:04,cow_parsley_observed.csv,4.165,2.893,4.946,2.834,5.739,3.44,7.72,12.738,5.54,0.06352426122837192966845996785,
+2026-05-21 14:52:04,cow_parsley_observed.csv,3.677,1.865,6.456,0.668,3.611,3.19,6.43,9.4,5.5,0.07163100144164895872215672954,
+2026-05-21 14:52:05,cow_parsley_observed.csv,1.62,1.367,6.476,4.744,9.531,3.99,7.45,1.668,5.75,0.06374233664671305794758138293,
+2026-05-21 14:52:05,cow_parsley_observed.csv,1.924,1.508,3.54,2.797,7.232,3.98,7.0,8.977,4.79,0.006654207468028219610697997943,
+2026-05-21 14:52:05,cow_parsley_observed.csv,4.961,0.828,4.823,5.25,9.932,4.56,6.12,11.972,5.26,0.03438540273742508195152382775,
+2026-05-21 14:52:05,cow_parsley_observed.csv,1.615,2.755,4.517,1.076,2.021,3.47,6.31,2.151,4.39,0.07669798475696656195211062656,
+2026-05-21 14:52:06,cow_parsley_observed.csv,3.322,2.848,6.492,5.945,6.089,3.11,7.44,9.496,5.4,0.06420290631844884984270078764,
+2026-05-21 14:52:06,cow_parsley_observed.csv,3.878,1.551,3.491,7.182,9.011,4.82,7.5,14.127,4.9,0.03276984603356573717264259509,
+2026-05-21 14:52:06,cow_parsley_observed.csv,3.426,2.697,7.029,1.412,5.735,4.96,7.33,14.883,6.34,0.09802920555007634829278687111,
+2026-05-21 14:52:06,cow_parsley_observed.csv,1.862,1.003,3.679,7.509,6.705,3.92,6.33,10.893,4.08,0.09503521543411878770774263247,
+2026-05-21 14:52:07,cow_parsley_observed.csv,3.963,2.508,7.065,0.588,8.632,3.74,6.03,1.835,4.71,0.06776412532969010098290219968,
+2026-05-21 14:52:07,cow_parsley_observed.csv,1.178,1.737,4.299,7.109,7.321,4.64,7.42,5.893,6.29,0.06822261194770596171834534034,
+2026-05-21 14:52:07,cow_parsley_observed.csv,4.541,2.238,2.918,0.263,2.662,3.41,7.03,1.017,4.31,0.1153019494970455128014507842,
+2026-05-21 14:52:08,cow_parsley_observed.csv,1.824,1.637,6.1,6.092,7.316,4.51,6.07,11.309,4.73,0.03644283284983795702271517011,
+2026-05-21 14:52:08,cow_parsley_observed.csv,4.82,1.748,1.918,4.021,6.127,4.12,7.13,3.163,4.3,0.03348034893062787107270160921,
+2026-05-21 14:52:08,cow_parsley_observed.csv,3.986,0.718,5.45,4.714,7.031,3.66,6.32,14.66,5.84,0.03051075488204011356808590896,
+2026-05-21 14:52:08,cow_parsley_observed.csv,2.497,2.103,6.284,6.822,3.67,4.46,7.36,9.763,5.91,0.02291206598733085552037386423,
diff --git a/modelling/data/abingdon-all/seasonal/cow_parsley_simulated.csv b/modelling/data/abingdon-all/seasonal/cow_parsley_simulated.csv
new file mode 100644
index 0000000..39010de
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cow_parsley_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,2.12423E-13,0.1,0,0.01,1.52821E-13
+RungeKutta4,2,0.2,6.42571E-13,0.1,0,0.01,4.62278E-13
+RungeKutta4,3,0.3,1.65585E-12,0.1,0,0.01,1.19125E-12
+RungeKutta4,4,0.4,4.12607E-12,0.1,0,0.01,2.96837E-12
+RungeKutta4,5,0.5,1.01742E-11,0.1,0,0.01,7.31952E-12
+RungeKutta4,6,0.6,2.49515E-11,0.1,0,0.01,1.79506E-11
+RungeKutta4,7,0.7,6.09368E-11,0.1,0,0.01,4.38391E-11
+RungeKutta4,8,0.8,1.48271E-10,0.1,0,0.01,1.06669E-10
+RungeKutta4,9,0.9,3.59541E-10,0.1,0,0.01,2.58661E-10
+RungeKutta4,10,1.0,8.69058E-10,0.1,0,0.01,6.25217E-10
+RungeKutta4,11,1.1,2.09430E-9,0.1,0,0.01,1.50668E-9
+RungeKutta4,12,1.2,5.03250E-9,0.1,0,0.01,3.62048E-9
+RungeKutta4,13,1.3,1.20602E-8,0.1,0,0.01,8.67634E-9
+RungeKutta4,14,1.4,2.88275E-8,0.1,0,0.01,2.07391E-8
+RungeKutta4,15,1.5,6.87373E-8,0.1,0,0.01,4.94509E-8
+RungeKutta4,16,1.6,1.63516E-7,0.1,0,0.01,1.17637E-7
+RungeKutta4,17,1.7,3.88108E-7,0.1,0,0.01,2.79212E-7
+RungeKutta4,18,1.8,9.19191E-7,0.1,0,0.01,6.61284E-7
+RungeKutta4,19,1.9,0.00000217251,0.1,0,0.01,0.00000156295
+RungeKutta4,20,2.0,0.00000512436,0.1,0,0.01,0.00000368656
+RungeKutta4,21,2.1,0.0000120633,0.1,0,0.01,0.00000867857
+RungeKutta4,22,2.2,0.0000283451,0.1,0,0.01,0.0000203920
+RungeKutta4,23,2.3,0.0000664774,0.1,0,0.01,0.0000478251
+RungeKutta4,24,2.4,0.000155614,0.1,0,0.01,0.000111952
+RungeKutta4,25,2.5,0.000363531,0.1,0,0.01,0.000261531
+RungeKutta4,26,2.6,0.000847233,0.1,0,0.01,0.000609516
+RungeKutta4,27,2.7,0.00196817,0.1,0,0.01,0.00141594
+RungeKutta4,28,2.8,0.00454859,0.1,0,0.01,0.00327234
+RungeKutta4,29,2.9,0.0104126,0.1,0,0.01,0.00749103
+RungeKutta4,30,3.0,0.0233966,0.1,0,0.01,0.0168320
+RungeKutta4,31,3.1,0.0507086,0.1,0,0.01,0.0364807
+RungeKutta4,32,3.2,0.103102,0.1,0,0.01,0.0741736
+RungeKutta4,33,3.3,0.190430,0.1,0,0.01,0.136999
+RungeKutta4,34,3.4,0.313026,0.1,0,0.01,0.225197
+RungeKutta4,35,3.5,0.458971,0.1,0,0.01,0.330193
+RungeKutta4,36,3.6,0.611672,0.1,0,0.01,0.440049
+RungeKutta4,37,3.7,0.757978,0.1,0,0.01,0.545304
+RungeKutta4,38,3.8,0.890534,0.1,0,0.01,0.640667
+RungeKutta4,39,3.9,1.00652,0.1,0,0.01,0.724110
+RungeKutta4,40,4.0,1.10569,0.1,0,0.01,0.795455
+RungeKutta4,41,4.1,1.18895,0.1,0,0.01,0.855354
+RungeKutta4,42,4.2,1.25747,0.1,0,0.01,0.904648
+RungeKutta4,43,4.3,1.31215,0.1,0,0.01,0.943986
+RungeKutta4,44,4.4,1.35323,0.1,0,0.01,0.973540
+RungeKutta4,45,4.5,1.37992,0.1,0,0.01,0.992741
+RungeKutta4,46,4.6,1.39001,0.1,0,0.01,1
+RungeKutta4,47,4.7,1.37952,0.1,0,0.01,0.992453
+RungeKutta4,48,4.8,1.34293,0.1,0,0.01,0.966130
+RungeKutta4,49,4.9,1.27474,0.1,0,0.01,0.917073
+RungeKutta4,50,5.0,1.17316,0.1,0,0.01,0.843994
+RungeKutta4,51,5.1,1.04470,0.1,0,0.01,0.751577
+RungeKutta4,52,5.2,0.905095,0.1,0,0.01,0.651143
+RungeKutta4,53,5.3,0.773265,0.1,0,0.01,0.556302
+RungeKutta4,54,5.4,0.662721,0.1,0,0.01,0.476774
+RungeKutta4,55,5.5,0.577807,0.1,0,0.01,0.415685
+RungeKutta4,56,5.6,0.515934,0.1,0,0.01,0.371173
+RungeKutta4,57,5.7,0.471566,0.1,0,0.01,0.339254
+RungeKutta4,58,5.8,0.438922,0.1,0,0.01,0.315769
+RungeKutta4,59,5.9,0.412896,0.1,0,0.01,0.297045
+RungeKutta4,60,6.0,0.388769,0.1,0,0.01,0.279688
+RungeKutta4,61,6.1,0.361293,0.1,0,0.01,0.259921
+RungeKutta4,62,6.2,0.323948,0.1,0,0.01,0.233054
+RungeKutta4,63,6.3,0.270550,0.1,0,0.01,0.194639
+RungeKutta4,64,6.4,0.201957,0.1,0,0.01,0.145292
+RungeKutta4,65,6.5,0.131505,0.1,0,0.01,0.0946072
+RungeKutta4,66,6.6,0.0754552,0.1,0,0.01,0.0542839
+RungeKutta4,67,6.7,0.0393792,0.1,0,0.01,0.0283302
+RungeKutta4,68,6.8,0.0192819,0.1,0,0.01,0.0138718
+RungeKutta4,69,6.9,0.0090527,0.1,0,0.01,0.00651269
+RungeKutta4,70,7.0,0.00413073,0.1,0,0.01,0.00297173
+RungeKutta4,71,7.1,0.00184711,0.1,0,0.01,0.00132885
+RungeKutta4,72,7.2,0.00081360,0.1,0,0.01,0.000585320
+RungeKutta4,73,7.3,0.000354187,0.1,0,0.01,0.000254809
+RungeKutta4,74,7.4,0.000152732,0.1,0,0.01,0.000109878
+RungeKutta4,75,7.5,0.0000653397,0.1,0,0.01,0.0000470066
+RungeKutta4,76,7.6,0.0000277614,0.1,0,0.01,0.0000199721
+RungeKutta4,77,7.7,0.0000117237,0.1,0,0.01,0.00000843426
+RungeKutta4,78,7.8,0.00000492368,0.1,0,0.01,0.00000354219
+RungeKutta4,79,7.9,0.00000205720,0.1,0,0.01,0.00000147999
+RungeKutta4,80,8.0,8.5534E-7,0.1,0,0.01,6.15348E-7
+RungeKutta4,81,8.1,3.53945E-7,0.1,0,0.01,2.54635E-7
+RungeKutta4,82,8.2,1.45777E-7,0.1,0,0.01,1.04875E-7
+RungeKutta4,83,8.3,5.97573E-8,0.1,0,0.01,4.29906E-8
+RungeKutta4,84,8.4,2.43783E-8,0.1,0,0.01,1.75382E-8
+RungeKutta4,85,8.5,9.8961E-9,0.1,0,0.01,7.11945E-9
+RungeKutta4,86,8.6,3.99648E-9,0.1,0,0.01,2.87514E-9
+RungeKutta4,87,8.7,1.60520E-9,0.1,0,0.01,1.15481E-9
+RungeKutta4,88,8.8,6.41013E-10,0.1,0,0.01,4.61157E-10
+RungeKutta4,89,8.9,2.54400E-10,0.1,0,0.01,1.83020E-10
+RungeKutta4,90,9.0,1.00294E-10,0.1,0,0.01,7.21534E-11
+RungeKutta4,91,9.1,3.9255E-11,0.1,0,0.01,2.82408E-11
+RungeKutta4,92,9.2,1.5244E-11,0.1,0,0.01,1.09668E-11
+RungeKutta4,93,9.3,5.86913E-12,0.1,0,0.01,4.22237E-12
+RungeKutta4,94,9.4,2.23855E-12,0.1,0,0.01,1.61046E-12
+RungeKutta4,95,9.5,8.4505E-13,0.1,0,0.01,6.07945E-13
+RungeKutta4,96,9.6,3.15443E-13,0.1,0,0.01,2.26936E-13
+RungeKutta4,97,9.7,1.16330E-13,0.1,0,0.01,8.36900E-14
+RungeKutta4,98,9.8,4.23538E-14,0.1,0,0.01,3.04701E-14
+RungeKutta4,99,9.9,1.52220E-14,0.1,0,0.01,1.09510E-14
+RungeKutta4,100,10.0,5.40632E-15,0.1,0,0.01,3.88941E-15
+RungeKutta4,101,10.1,1.90432E-15,0.1,0,0.01,1.37000E-15
+RungeKutta4,102,10.2,6.7072E-16,0.1,0,0.01,4.82529E-16
+RungeKutta4,103,10.3,2.3992E-16,0.1,0,0.01,1.72603E-16
+RungeKutta4,104,10.4,8.9369E-17,0.1,0,0.01,6.42938E-17
+RungeKutta4,105,10.5,3.57522E-17,0.1,0,0.01,2.57208E-17
+RungeKutta4,106,10.6,1.57175E-17,0.1,0,0.01,1.13075E-17
+RungeKutta4,107,10.7,7.58978E-18,0.1,0,0.01,5.46023E-18
+RungeKutta4,108,10.8,3.93240E-18,0.1,0,0.01,2.82904E-18
+RungeKutta4,109,10.9,2.11977E-18,0.1,0,0.01,1.52500E-18
+RungeKutta4,110,11.0,1.15978E-18,0.1,0,0.01,8.34368E-19
+RungeKutta4,111,11.1,6.34268E-19,0.1,0,0.01,4.56305E-19
+RungeKutta4,112,11.2,3.43966E-19,0.1,0,0.01,2.47456E-19
+RungeKutta4,113,11.3,1.84335E-19,0.1,0,0.01,1.32614E-19
+RungeKutta4,114,11.4,9.7521E-20,0.1,0,0.01,7.01585E-20
+RungeKutta4,115,11.5,5.0939E-20,0.1,0,0.01,3.66465E-20
+RungeKutta4,116,11.6,2.62893E-20,0.1,0,0.01,1.89130E-20
+RungeKutta4,117,11.7,1.34177E-20,0.1,0,0.01,9.65295E-21
+RungeKutta4,118,11.8,6.7790E-21,0.1,0,0.01,4.87694E-21
+RungeKutta4,119,11.9,3.39343E-21,0.1,0,0.01,2.44130E-21
+RungeKutta4,120,12.0,2.77830E-14,0.1,0,0.01,1.99876E-14
+RungeKutta4,121,12.1,1.91505E-13,0.1,0,0.01,1.37772E-13
diff --git a/modelling/data/abingdon-all/seasonal/cow_parsley_simulated.png b/modelling/data/abingdon-all/seasonal/cow_parsley_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..81135637f1886ce60b98c50045ac44f4cbc05df7
GIT binary patch
literal 28652
zcmb5W1yq#V7d||IbSWw!DJZBQsdOnN3eqJEH8c#}t*A(sl(dL+OQ#^+O2>e-14F0O
zcgB15dcD8@_y0cDy6d{myfg2~z4!C%XP*GY$1=nOR|p^w2(jz~No5EG(-#84n8CvV
zEq4bd=fVF39i=oKRcuTgT@37vA@T-}wpKQdR_2Bb&c^l*<~G(m>|C7e0&EOsj*hkt
zf*c(1Ur(^x*qd@NOMlS<zk+Z3K+6FFAvHk%hmj?gX%2zdXv#|7Q*}*5P2qd04o!(}
z=<S8ml9gb{YGOVuDx7^u_;5fuJHJd_%I@3B@Dn%f*!sW>b@N>1Gq~M!*)Vic<C2Ea
zbnN+Z@dxdgSC5hpeUf>qU}R(uUdC6s^m^5MOLIqQtqD7DZznkP3Gg+3wdH^Q3jA3y
z^{)~$FoM5nLyQNKl9EO|Y>)u-2QRT1E?l?}(NhGu20ksJBKHNKO7b>ihJ#PrO*A27
z;NvkOLUHt$6Ab=8e_5EBfkFIqCsT||iT?0t`ixymOY8IJ&rRJ^8>^*#IlMJ4>$-&t
z`(1jc%HEqndakI`fXNoj@OI(^UU+26+3`|jax(kZuU|hG>WK*~B|6OOoqea+7AEl=
zos}5j$HvB%ee&eZG5G!H-IWoZ2J4)xtnh{tl#Trayh2uA|EOZCx?1qCP3-il%6qwp
z(NWDIX@3&hTYOWFQLCfH&4a<4*lDO0`U@AXGD!!A3$53xh_Fn}?7Gc`@EJ9~BsQ@j
zP!jrx>LVN2^xU6vv0scg&3U^pZdn*TKW{YF;M3rFcCx>9b~=3)HGRCuM^sGBUNui9
zuwJ|UuBu9_96rGuCcO2^^Wdxht+rxV8+Y@Z>-TS&8QIyg3#01h=Gn)~GGdW;Er;8~
ze2!s<LxtYgm6VhsqoSBN8jeeZPY>ok_xJ0&*SppgL)FyOwmMi++UxcatSLUHRh~zv
ziX6_tmP)%hquEaZTQh#7o!fn4HhYWbtH3HEuX-w`X&4XXsF6`njI6n|w6t`WCbWjp
zbHqZO<5!MvW+pO<9d;<F8f=Wh!kpX_kVuPw;9#Rx#;tCizO35*nvvmX4c(h7!}(Do
zdOlF^z0#DjqbZU7Nv5-XpEJ{d<9@&7@bFac`nBqn!SedU#RMc_<6ySRRK4D%meK2U
zSFYSre+q4Mnf9s>KHg}~S-xI^xrWJ%OoP@q%Q`#nDYejFV`ipv8Vlm6zj2XSE?l?H
zT{cD3YcP&shq8QkcSNsCiURu1{c>|tlTo8DhJDxViU)8wyk><~*i~_{H;MJ+XkTOG
zk*sV4A$#Ra7MI*X>POyL!R+j8d$4+)5lk}U(4}CW-f-}*&f$D*wJ>Jq76T35*66Yq
zh_{E^OSwzFO%&Lp=9x*%dY+pvWF~sGOp`KBr%Fu~YBsg>ybm)bZJUX2X$#w6xf2%C
zjwUZJn+cp9ZyR^T+_qjAN;<l4@Pc$53zwvQb*yx#&+BL}div~iKZm09_9cd8V!FE)
zuW$9+itKde>(*7b!P9x#&E{G|xV^sbIL8)h7T-tsoOxA!N9KmzI)zXPZ!}_|*d+=R
zHYW$(N07Q35xdgVl7NjAy28D~KFfV+6W)_3pn`H19T;h-f%j5A_FdZPmmuw!`RF&~
zAen$e)X_MNG48yMs8dsze8f@bI0+Zf^$_0-X_HEu8t~em%6xe@HHnf__?(`u=*f;s
zMak7I9B|A<p4<5xKqhP594g!im%8Jb;^X5>%mx?_r`Ek$9>uape^C&tgWlT%n_gC4
zK19doWEUx6*&0lR)SE27?U~iEJFK0PbuVInV)|757AvdqbiEg<RWofy;;aAE<4R)p
z!CsMl9dj!yD;FPQW8)l7Djt*IYIf#J`rTxr5Ms*M-T5emoM#tcy|!o9uV1&I77;KZ
zeR20wTU$j9O$)tfztZ_h?;{klghJQ#p4W|Zyk_1hrx7SpFf-ZRqGq;0$jxcL9`b@N
znXmkURNDvhFRIp~`QzjSoVCL@=Iv5OtuH-Wo<f>WEL%`wI<hqeGorS-IM&q{Q@r-#
z-9?wHT2};Z5W-H=%OQ7@h3c=Ravmdd3&*_-K2}NuTk^D`(w1A`#V0J^zwdwONn>c9
z?ke;-vD|e}jq{!jU>RHq*?e(>gn~^o^(A@g1JRhZ54bzJZ_Up7d`=w(QFc`2)OzoU
zMsalLYbpZRn(s-9pwBS>vuDo+&5?uIq1rZeLz|mz^g>szTp5SjfW<=!?jt;GYP$H~
z<MVhVB-So&^71`OVWqZT@5_jb`!aEGC?s*PvO3Ht?42I1uiH-q1_jZkrKN>B^ofiN
zOir#=AA?O;QH=u2hN`w2|6q<RSxWIiIB9u#)iDVOjBS>toOC;Bsi;I%*WR{zq^uk{
zmy=sy;UciMzE-pDOw*Mt;xV{O&ZaqY<K|5}8e!M|VyiLkHehB37i?-bUsfY{`h?Sa
zQ{0i+7Su%1(b1ummHcgGBf1l7-gaWe#l;0(HBlNa>x2cBvjk2)KBwC$6Htl?5rd|4
zBZqxrXFAaJ3Sgm?!bX4}m@6NM|6z1-${X@ifS*9x3-7N{3OVO7ad8dUE%#p?F{b9V
zvOR}`Be>WdKUckayxr#_mn=NyblOD7p~@ocPbzk-2rYL;J=q<#X*k*AqQ8j38tLlj
zP%0D~Z-#}5EaDLos=#xqtE(sAy=ITNxVUmq6;2<qDfmlDOT(&eOH((W?0gW>vG2GZ
zIygA!>|-j8Q#l>_l7to+C*ZKiRpH+rJBsySP+~Nx)br5(?kRx?!>Dm!GQQ`WO-%yP
zTzo(4vrRF|IGaRH^K*5ga2L}wmquTxR3!qebTEfm!IWGjN$cI)+U0V)lTJhFep9B)
z@)klom!i}R4Gjm^K9=`)4LH-#t@&)tca(VSTaOrzCK(53Hf;-d9u!?MeKBQjIa1(M
zbD}SI$vK3PbSEwq7f*y8oCbrM6@!UlVw_cJ2~sL%u@60$M?S8}FpaFu4^16e5Y7#a
zHx)FMyBV~yIFrsEIvL4XFUw9Wcc)4CU*qRL$l5fLwxMy>rc*F5NJGju7r=MosHDT_
z^2ZNw={@_`1ZK;mC!X8XA4<#5+zY$nj)ieHdzhA)C-jn-`n~SiQ!L!hv*W(A_VB9`
zsz;yJ#*@nhc6Mg#$L|*!dwbVk$(?|Tn3FEo-M(?d%!SJRtba{#;v^K>U&+CkJ9F(k
zBcI%xJF;G{(ns%Kcr_KQ>5NtLaw9DeDq2-lmE+rt>u!4g{(T)WSnM@tySKipnt88d
zV{?7D%JH#3pPjCsJp|h}(ebmaMGTARD@A^BUESoB=Ca$KaU@snwC{RgwYEAX+69o_
z3O=$}sai@_sTnS}nMPRiaf{YYy_j;M+<$fdGW~FCTuZ2+D2_c`$Rv;HQuS0%Zq2?i
zXY008cP`5E<$dy+=?QW*+TC~Xo#(}Mqdik&ltbm!7Ob3}2eyX?b79aZYemRgNHYcf
z>ToMNOy{MY9h^}7!x2nmy<G7I%wtn$fP~AtZ;E$h%$Ty%mqYU4zTYgF1Oq42m70p0
z&ry56j8w3PN;^qjdt*6@C+j|Exvh%M>b`Tk!{*LBhho4uvp`;44!oCG)O)4%je#(|
zyU)f`Up~*^Ov?#BV@`J)&H^HO=H-P(fAZF^UnMB~+6RQbI7jI1toFRQ`zVG@>#b-i
zm#F#IrWY0rVlfHJ*}dh2i5?C<aaq2o#!voY$6rY;xN)rg+wQi)tFT%W+GL56%qN5h
zr0FPgjW5~5(@gVf+;->dL!&hmoGRds*mLuW;c5Mr+E%G3$`#eO;@g*YYSRu{_{HT^
z?^BC=w88YPjDeZC1u2e!xftZ7auHUhCzn@+!av<GEZ*tySg&KD_u7fL#b2C%@b<-~
zZ_+nekH)>!)K8iclN_!4X);CdFn8^P$bPkt3Pxz>M0Xs1$2lLv{f^>;G#5<z80bg;
zyW~q!VKNi4^w1v4PbY6R2w8SC_4#PrA8w=t;NS8k72P?Y>Q@OEi=Mh!DcEGsSjn;D
zT8{d-Y(<gDK`A12gP?lb6Fs2y+?ol0!;9En8g&L!aB3(Qfk^H9QDaN-;vh!+K9noA
z{zUob3+_{jiByl)C?&8I=hGl})~L_k9!PL#Dk()wTokVzS}Z!D(DN)7{AvSfCgeO^
z3>8}Aw>YF(Huq?pW*z@rvtFMY=(a-w<9{G?W0<Rkx>@>F-ZK~^z#R|fJ-!!C70jj5
z%6`{#G&L4dM@(B7woTcFElsL8u`*-I#`Kxo1b+^Xlvb>$AL}`(0a#_xytBhTpYoap
z;QJn;9=5KwCL^tmIHSmFuzGw+HCF?h?Wt)^?_!w*Ir9~+Av6^9k10x!d9fYsMK$nr
z)>c6`+Suri3vojsR3DaiSMj9I$K+$I)=P2)bI`#}X<^Pn<R-0@4dsffU!7!*_z1)=
z1uUC47dX!eCeH-$j&MmFL-i@{u9cRKj3@2+&Qi0?htNs0&3!2zq2vsrgkP9*56F8a
zf{rPeyizM0*VuPH%}8AC(yQI-WQ~l7NOQ)bZfVs!-J%$p@Lgak5+ZEDb%%4BoQKV9
z7z7_RI&JbeAI)On(KFMwVZMz$4-4V6gU}m+xb7r%37cNnmkv*uj)3qI=CYkQDXFuP
z0iTmbO=c+e++zPlzoj5dvWc_h^spRwqY{lL@u7aP8Jp8HW5tch&04NdvM4;x))n9y
zT`IPaYhJtOhE+eEq~XbgG3ny2K9O9f^7d~o{;|pHV4BI;u*rgIWR7z~^8hm^f>?^#
z{agfwdsESEelk4wtdKIudc&D_nKM0s3>(zXiKRG^U>LFDDrb7hWm!Z*L4D#rX`Q#G
z2_C!wB^biebP-NMrO(H%D-n#*GXB!_ww(`DKGH5zB$cAyHNX1%(R~|H<_i5R+z8_X
z$6l@ooT63in78eno%WJaQrX5DFNvsT4|;68=Wg7(C5Zg4IehL>yri^r&P8h%5a{L@
za}sG+SUbt3h(f3I?%#j*#2T~9?gLc$?S~JlQzR8_C;D1}H&x#A>w4`DrPE#Ps-JPc
zdiAQsx8Rk+hSRK!dqqTYrd>w*RZ%-TJI;?{CqcxH<YpUsYOH_&2R6N6<cqO>XqoV%
ziR*&u`A>$vtv4LZ61D|X@u-pjU>5q(4_Bz5cI#mqawyj$ab$C?s~vm)%TNh3+<@w$
zu$VCKxD1F0hsYQ#hx5MKO)Pi5l?qbz_-2KFRcEgei<F;P{>{8aItV&*Le?g$N~fH}
zj#hcv06dvp9?Fe<^4NGdPb){nSyf3XEygP#G}O9+tq(wktmLzWSUvAaxOD<WjPJLH
zE)$c*<76>00w+6PXg4=Ek)j)KPQQ}+*aFAlQbi=EFz%ODRHV4@%viVjnX}87ajX+7
zJ)<6e<5@TR{eV|lrbUnFMV@ND#H({LB4I;4oB9@~^GsHn)<6xi!)$nXg>LRm-g9tr
zUmc%!{(^8{$+zIMo`|2F*XB36YO>|xv=iNMx?5=Bc7xo<=<X^8K+(vnY}cQ6&@S&b
zk3J68y0*pg18TeD$rN&hCIlP1jME*(w$uLv+@a{N{06*Vq-uwqy@K%@+9}fIB>)iK
z{rvKG+r0I`K~;RBoyU5#gyI*}j)^Hb8(A?f0&HG|C4<-;yx=Toh;d_9knQ}l)->Pt
zBU_>`0T)@gE$9sp_04%+L2f)Yv}&rVS)thlB-+dPY!I%?f(+s>p3a70r`n`yCukj!
zY?};M8%~%Y1PRUZ6>6VGiML-eH#e6{cC!qCC%CNyqqOPSARU(gJ~!Oz)_!C)(XDN2
zHT_-x7bVbfiHeHqKhMj{%m1hC@bK`DwjW#sbK}#wkWm_Po#2p==&ddL0{JDTkdP2E
zGP2oR|5A}flu-A0MI7Juu+j@sB-tJ$@+NTZz4P%EF{9=26}_YNyB{&b<&;!Zn*VIO
zaQSk}pKV;O8~V(BwPl~mdup9p_wq@}eT@Q%sd+iw7W1!{!x!^;%5A)Ut`hpQ4<GLQ
z@%&G!M6TFoTJ(Q?2CKr{$Stgo)G9TRwXn!JckWz!<n>3@UK1c<Re$E^XAHOq-6?57
zJ6LP5L9pnj+W4{pFcv;@Wr(_lMy}X$OAy8Wva?JmO#}!@+s8~(P-SqYzOgb(in*Pu
zi#>TxEui-uA|DO8cuad$Gn1<UD4*A8_#S-@8+$ivB)nTmO|515w;3|1q7!!!-tOi>
zN1RnhYc)NHOUU=HUg4Q6NOUJ?tptL#j$#(^6^TwrV6B+;uJJtC9kDppa~T{N$&E^T
z`?e`a`$1AiXQv_OKiwTGf>>EwtJin|Jj5X3PlDP*k+bV$S$`P-w&6NAw=$Z3m?(!w
zjgLP8CpiWkL$-!c4>^7Q@+Bi9Luzk*y0914)X|$Hq*lRi9fZ=Xuul38Jv%)aV*gfK
zE9~UGvpi4&7$Y^?m;U~boSn<_v`VE<NTPIYsoc2@=G!A8Q&I|Bd0)PKnbW3KWuNgK
zYHwd6$iPQO@sgCDT}n#I{$RsE?VLg!=RN4iSK9}`FlD%`BT8UxBu-NX%`dZ8qF=v$
zps$~b4o*dEjHu}8IRXL#kW~^UChy19C;8;!xuu2+psZj!B1MaPw9BpRXz5Gdzn3N;
zBpf;fN3C<QCn2Mt;ISbLHZ+?C4vBI@S9`l+*g&oZhZCKf&2&9<ims1v-<Za_UDI(;
z(;YG=!L^9%HkTlVI4+i#M!24~Q%Z+i$*|VY)h#HIdhc2g9vS)8+9sI3$x=yCkpVzx
za1h>>o3{jBM!Lw#%935Ym|ky1=|(|8(FH>L!Ihw;YKx&;L+s%$fK9o^!Xg8uKw<0$
z)N*B;1B8LRYhz)dJksn%?M6z)Eh$pyhfA8XUAgvscO@e&?cVI{?BKS<drq@{hUnYn
zR2y&R${LMF)r}_0dkj6oF@mZ29+%+;S4bgTb%aTXC^^N;g395}eaRxqT3Xq<9KtS4
z>)t2dv&#dfsomz*G2y&yY;sfNRg`dYA9`s7;Mf%VF2ajp2s1x39x&LDM~@y2b(ob(
zBk=L@k<a&FAGB%_u3m!WTJs^O(Q2pM+#W_OCYwnP?&esD`4F~X-k^O*EeS3OjcwUj
z0fK4cioVbRot@$Og#+r39y6N=CR>l=q)n08PvA2u{dupveY{D!6eiCw+cS~3LQc;&
zwHD+tNL2C3UyycJAlx6B^d(PyTi?9rcmEuH6VCI%%;#OAhw~Q&R`N=#hp=8zkkQi|
zG&8I>`-_MscJRejtaDmU8zQ>3WiDU7j0}q4TOn&$!;rioy$g2*B;Nuc;9}8inc8I1
zz4ddCjp#g8t}o^@{WK$*1rSM!tYXWHMIQLjzELkf=sA~3JAb61*XiNX&>F+)uq9zl
zSn!mW5p;^SP_}zwx(Lo=lT_@r(rjPqTRcrYM{4`bZF@00WvMR(9F=1{QmMJKU_19u
zwNA}H?N^smbD~`<l?9QWMlwJaFvO{X&-W-n;3F<X&_Bi;FfY1Z=0E1C)6nG-$5%Rh
zd4l(EOWK9PWcHY`_FT+o{n=q)_f%%IiMecOi~sJ3A2vgLljiHVxC-lE)|Shc2Fr{f
zPjK29!^RL%t&jE|u%kU<;M3rTvz&aNYI_=g_6|^hfBQM3z}K%Y{b4PQ2nsOTYkyd?
zU$z+Vg<St9TfDkz_2(}HK6{4wpSF?`?*FufhoApf8y!KY|1&1gIl`}LGY_;`)$=$#
zE?T{C<FSOI2X9a6^25=hNpNl{Wo5D`Q^b=WjuLh>jEioQlOy_1o3%CjA8p_TKM3^q
zl%k&ee|*L*WoO6rXIl$6)p5ex!(`}%qME1>)dU_7Fi8JubG^Y2`VYbcw&!3F@cbub
zovZRim;Z4Mlh|_a&CJaW{_xrFmnSMX{(PepFdYB-b@UtU?d|_)`<W8pZs|{xi2t*P
zot>S3JRf=U;lqdjX~V?C{8!tbBhe~t{U0N-u=q3jct2wS#-{Nz9x2knI2h8<>i{0&
z+TFWq#JtcFqYkdZv&96PPLN1Q4^^PNc#%mZ^Ko>T*y*V0#G^IYhYt-M|8Zu2`QENL
zE|}5gY|9ior4qz@<0GyGTYJ1|ayCJ`)5@@$mv)C2@Mkd3f4)}5qRD0gs4C<jlvHF#
zv1S{j4N_`P_9nIfyVeO<wA!K<=y>6@#~ynoz{1=-0!$PvR3)phP$RSaOMXWM2=|-X
ze{<DoP>cf*C_hkBi$0#EXjtA7B&1+}jZH{S<8=6sUoCWI9ULBh=;-)?h=yO0*LpIm
zASyYzAg~*-<hk3hw$SJ#A(x!CPjI_LN!Y#v@Tu2t+<36HwKaG+kS^1OsPj<!NJU4-
zJ~lR1aGi*A@j@&LQKy|mFJS*}erc%-aOl_W+))+j?Tls}S_c`5>$h$_6k#W#7u5+2
z44mKi+Dt}6!v<)4#Stfd8Vf5UKxG=Yh0-FcK^8@2q}gKa>C>m&=AW<a)+Qt*To)D9
z1%3-!qsq<0GgLlXZ_xSrW(nZ%08OmA9{@*`7zcfy0?c;C|8}j{Z{L>Zg^$1Ujs>8y
zz|=}?3sLV?Q!SEAv1SS0hjgi=U7e^<I0^cSQR9qKc9W5me4wr#GtSIpBkW^Dlr9~j
zT*1o0p)tm&BCPR1R#vH^%?m>}2v`oMxO89_%H+Z6w+-QHI`}*}siT1a$rF3PMecr|
zttxm@_OOg_K7@l_KtKRlZAMzDFdxE|AH|}eUMOJl`Kx=S4U<i6@vIv<OOe#(G*YO?
zK}<{xk}#Rc^xQA*`Qc<+75Dg#&=g{`H<vTcmBYyk(<1oXTL<VkCo$dT>^Av1^&25W
z?BnHQA|88L9BOs$yUKl2?KOH0-Z}8ueQCr&jd%hvAT=wb*rgL%ru`%KUtM4t+?Lc{
zjpG|<7!Qu%)1CYLS=otuJTJlp07AjE6X1Uf`E*l4;pA>Gp>pdfq(y0aV>|VJQ1`~d
zc{e7)^qyG}NMSPw$aLW4x%+tY&yQw2J_Xdt%-Eb;f7<2|);P_pOI<IMIO=gu6f3wk
zY?tn7?dJZc{a5@I(@fPWGL$K5<xspU^l>(IyD{C#A~o70KHoB8=Rwv$t;RP~AqA06
zCte$VFw;nn<3=yKy7^VE{$s6|zt$1?Ht-f8ZKtRgT&opp_66$z@bg`FM|7A9>-NUE
zg2cpuBSoJWXQL{u#<c@Lld(E1^{SmE`<xz{*pN73Iom|8bK02v@LKY3F8Pk)h8E+r
zx?%-$H1)L}07|A(0vyOM))gGRVh1yR7O{-2+cVFtRZ7_Bc7b=M{^{(1cmC8ULnMAT
z#x|bMCi%PD>G2^_80S273j;b8XHm2f!iUJh*`v-(u&E#Wuq58*|FL9V=$~*I2I=FU
zBf9HR#@Z)(WL2{b@<iJo)gv+uVy++l!d35NNg2klVpth|iwn?hmeNw~!uBxnKSutS
zdBs-GX8Ggc8Cyx<@_&ac1ak+ke~$tHc?SM?FV64}zxCk#8sx{W;-Oh9#6N1^rDy?g
z;9pLSR_!2_-GG!K-VpTl4=mPkiRMA~zkM;mnuRIiFLe0R=}AlD{OLYgKurIKJNPvg
zDR+0lKcAO!aNzk*o42><A8kJzCveTcL8#ohbLWAXS(X5)^)IxtlJyLDJ}3%gb^q%x
zvI+`J{`7pW0t5f!Lnyh8@cwu$cMAxO|4+kd@x{RUm-hmmQh=BvTt3Wg<riE&zQn9D
zzp(H>gP0#d2agmSp1*?}>Pp0|_=V=2R6k05j40S!9fR#Lj}rWZ<@0nPf>KdcSLgmC
zCQ`B8=h*%$nnMQ({5at-i2T6l=nX*jEDBeG81AnVlAlfh;xcGHv}X7}^8|JbS`pB3
z>E!z^?9chaBPKTfvu$P^`kT-F$pOT$LK?m!S>x|o#=Lv~{vk+Pv1ygeS5|11Tg3;{
zi|ICjj4sF<YykzpcO&3Jfju_-&4vEqdDlWkLDF>rWTjt&9Dmok_r6fo;v38PxiGQ4
z@8yw405$d<c)t3%rR^1pG`qXwd4{rU=)886sQ7JDg~6#u9s?h>01j@1&+!~RH>{P2
z!}?~@D<+vxPH}n=(LX^)4heU@VXS5^bj5b<eETv1ec41B>ylAlubW>owI^BsVruuD
z24dlE$X3%<-PZg_O-5zO<5e_L{=tgGtbp$VGzD@K$~9fKbW%`|t<G$_ty5{6#->>`
zlhvhBsCzpiBEmxWD^LauqSDjT)kr}`_!j_fDVs0=OhAdl(&Ox$9OVjHLC35-?TW`I
z1wLn|WS1^ob8~Y;9xo518w2lZG11iAd|gOL8}MW4-u_%+l~(&}Q^@1?2&U^|VtQUR
zEgw9D|Lv{|23E9GRj>Jz(#Ooq=*M#!JgY8f{u*BIb@cGx?wa-H&4|WE@%TIDk?x3|
zo*uIQg@f~}!z4Jq{)K{-8mNU`i$MD90Z1kZirLLdj@7!A4h{{;T3O}2%gE?>FP|{D
z&dtp|2+IeV?<5(-M1_q;Mca0h7ksqn-U&&CA4s2P`)~>Cj}$;}tpg$ga0~Xd_z<_b
zLnau^>ii#gIP3_smK?}Gl-1SWlPLMaxywmWH<_8G?HwGT{~w_6d#8UxVc7AlWQy@S
zGu4#C{r&w6c6N5i!>cNkcg(^&$tQ?hdp4iUa9go*TThr=BqP)5Go7ro%MsD9#NKM1
zo3+yi>VzEV2Y4x^$y2PxIU9W7t*KX@Ud`<rUhHJ?K+YdMlg_rWP--|@@t>HlRl3Q2
zvs{|{=v*%Fpa%0IhM(|ug$Kxm7DISn@xtaqMk)bun-t7zIUln0;^KJNfXSx&-0rtg
zlL)?3=YRWd><j<HcTbWO5>7KcUKPRgVR9uEMtGb%Ww%Z74C61}$MeLYbfaGp!3=xa
z5WiM0Gqc?lClI`EbPSzwAbxSpI;g>T&Y_2W{ld4YET-VTTN8AIl>fN&t`&x?Du<;`
zT9?VM)vJD_qKb2vn<fKV7_TTuS+D|WYQxPg{Q%4K+@~AuKHG>mAIUXWhbXI?2Whw>
ztO8FM@B0~{>gk;~!&WJn2)((LncwY`3;hijhnF-Py{EBWSxhabanA^2uH+qHd2Z|T
z@kSiklc;wtDCEE18kfc=CV5RC_Aug+!o#Rd^SU95iXPm~g{t+v&IxJ)qwS{zhba{5
zT`U!HQKAt#ki=K*1jpV)GeDMN{OxlFiv4Kki^9-?5vnQam}lL~-(r3%Q$1_eM(0VQ
zr%&5h$?|M5_tiR}$Iv%w(5yOp%Y}52h<f|(L(aW5of28%NBy)v-7}j8#E_o9^$O)2
zF{d*`jCxL}DA%PoQJ`Q&&t=NVVsbLS0+F+~DF&1;TR>0HdAnlLaNHqvu9+WqtD!cC
z6**s$ss6yuxNdyvXf--2Y%JG*TEulg6Q6`AoRpXLwF{qMo6oo4U$%u6!nJV$OVRE(
z^j|@{N=T`B2vh*Mx?*zY8|^t2L=UgU`WExUQaKJ45Hc252Cb*P{4KBLD?AtW88Qk8
z!4p_RN$-Y5C-h!<>s@czVWK99{O29iSgx&9rZf(GN~SW0jqu?33dwmlV)@(lL#4Ub
zGP9J)(wpbSM&u$s#cfzmpSJS&x0_A`4!Sl@Oix}@fN~9#)x^De<=JO1;%h`2H>+?O
zwXZV0s>I^~^LWutsG$&n;l=3gcod#0uC)_XOm^kcjT9S>n2}-r*o6KIKj#&VG=rU@
z+rPWf^DDES=^%A%EKkE^+KcARD%MQRls_D=S4j-@`FOkJUNWy{jr%!4Xs4w)8FkFG
z?tz%PRTk32Es!3j!(Ts*4{y7hNgT;_0?Wv$m(|tIU)oF^`;8`k8a>tV-HoH`W=vQ)
z&Fj=g$l><t>P5N=|D&qacaFQ;2`eOKRcu7R_s=$tro<WH6w+hAFVx%Y+9M($Q4%Rq
zdgY{B=_VN+*^Qb<ImR&Ws^yozcdnI-wxiljY;VE3Lr9fLmdjwP#vu{5FMRbDo2H48
z5XF0MhkWm-d%rjpAiNV48E<Rua?VLPTR*;#W48S+CDbAG`lqITO~aR9qJsbv!^p)I
z(V@-1-r)T~9+~iDe*WVox20oXTgB4gRs6{Fmzn)@spq?BufM(cGss1Unx9%*x!r;m
z>nc7x5uIGs;WatUyP&I8B*1?|k)1Lj$J^U7Nw?<d@3Rz<u%e?8nisntHN8qM*DK<n
zsTU@Hyc}Hot{d!ujN11~jvs$AJRtI%x6jJa)zwC=MjY*a^Q(K){pvL(Rm`RQR!DtA
zc6cG?g$UAO&<`VHV=gzs#gp0nqruSzr4z%2clW$%tK~<_j=v1+iYGZ^mHx&$fqd5M
z4sAA@yrcc&tvckAr2_qYbg>U@58Z^q250VGOm=*m;7?<MCS<UuB|(p=Ew>jGo&0u!
zR<19FI2L?af_D^uweOrcx4W&qLh_2_w;As?cYSK*uHIRb(Q;M6yH4iBb2l4nhz+WD
zXdvH+Ie_tV6CB)>dmneloGhwB5s_le8Yz-7M0SymjY8oHL;W2u*T`|=+S1C0fvhW^
zrhli+41pL=4sqX2Y;(wZciosJ<Iy|+u<v%l#TTwx@N(vjt1zF2{=Q{y-xfZORol{S
zID3`X%NiA)3aQ$fC*o?B^_v}PVBMo3^J)8M&W!?}pId75;TBux11Cyfz(+OkTI=(K
ztw=elWgUBymbK>D_1}gn_mS@ca4=GFAsrMHq3awb@q<qwi<i_MYB~8G@ch16tfuRe
zI<y(qjRjil-@R8t8-dqX7k4|EC0}%ef4Z@|-C1`!McDpNPb7Iw^6FeZj;i7l?3_0B
zIgb&`Ng6q!4=70T$sy)zyDYC5e=9fK-BxIeuQ(dvtSW=(RE;#SJo`y@qB+L5wY7;I
z35okh2?QBwRZ=C9>Bf>4!QTq~xh}d|-g}`scsH=&U+kM*ap_V(cbA9k%9`HX0~(V@
zf%vh(2YBXouk!Zh?0kRnLLf#pk~ktA$?72I$85uf<tstTr-*9}!_Lr%>C_jz+7OTt
za)?j0A&7=3+_p#dc><PaP9~j=t_>-8P5+G3D6q_Ogxf7@%bB01V5~ts?s#DM^}SxY
zMtR)MjOu#X<9`{oE7T`0;SCK-bypj7oMY7=xjsleHZv;Gls!XS_{>odd#8fm2qk(Z
z%+C39m!VDJ_Z_>vo$&Q-Z_E7cejA<=K)bMw+H*W@D8&73#*G5!jVyPC$F8r(ko(s*
zd`rzRIdd+fcFjn6e9qu6GWG{U*#cCM@wNDFHtk}J8EU&^wB%OEwCQS|3q~iWOv)pp
zY^T4OtN^R|ZB*|rM1g)-<NmX}!=)5D`m|8_V5yuDl#n4%nO-pOc#{HoR|gWn33d48
z-AARv5)Da7(KpmDpFcnIgw$3(`3!|)^4t5RoSg1P?b{)+Wh{)f4PKnXd6mf3U5(8U
z{Ea^IbV^zA>hJIGxP(h8$if)DzQyZ&7OJpv+lx`+Hm#TQN^t-m#lbXJ`fv8BojJyu
zRrxGgL|8VDUFfd*NzIvU{_7Fjo(GJK3NVZZf1TF-v{kOT`3b21V4o>z#on6Us}Q`1
z(>jmrl!{B=H8>c4pLjr^wa<GkXJlBuOUstJtQH@j<Q;L+KCIiA@6AgR{`)cA-QAT#
z_^YqFJg$xx6_)KO*~Kle^Tj>R#r^eI3>$=kLzfNYMaclghE^g+vue<7e+LX<I1x3k
zock{FIu;I5xVCkb6cUN_EUz1Mu(RvcN}l)P|K3*pmU(wui(L0KBR%58@Wh_^*A@X$
zNIj5Na03A&I)`VB8ZYBE>86b5g1x*%A!N$wyz}`HM+d56x}cx|KEdmT%+4J2I^GQP
z**Pp%*-uksnHI-zsw~%Hl<?E>*V@jcYlL1`Q=XU+llir8{1*rsrGm&ifWQw;yF_1L
zl5S5A6TJnp30okTa&bRduRnVHSYY82TE3j&PTU97o>lXak3uIbA1ng-;YB@6daddy
zfusEo-SuSTH1m8_EUnKUO)qnTqiH3yELQjHY!<0vjDqMJ2n8a(eaWn0CnO?LU5e$<
zLwtij7Ckg_qE4TgsPm}s1T?HY!fol$swN=M%6w%&tar<AtO2@<X}wu$2Trj%1sl2Y
zlP9+Ta*2FB=$*u!2oilBnHBf?=&fDA90UT;^Zq?^6-bhXRuNMAX-<$B<!5cAAh4l;
zJnaXt_{G~m!7;~F9ZuAoToC<9dTxAUm;J+I3z}b>giQ@n4I3*lwx9Oe?`S3!%VQ2+
zovc!^u0J#Zf-{f#f|@nt4)6bDYFjT3|Haf=Y_tyU@9a2&{CdPsnpQ1LOHD1qTF7x(
zQR`>+^S?}O06v<i&DkeYR#6!;UjFzT@Ustr?2bmjUh=+##LygNU1CQ^2ifJz8UM<C
z;**fX;9q3UT6xQ`Hc?Tyvo@veygHgz5Y)k4sVgfRfP}WZdF+a~Q9Cy`cb$t%NyMeS
zyIXZ4@Cau<$S(f>HS0NKlnCVYvX34)padHW+$WdNI#Rd!5KQ|20rQw0(J;@3h#06`
zlqZY;(g_PT7|c>aIxj3N+|o7*Tq3x6^CohylB4lIS<eCv1|Z^$Oh{Piq=qSz(h9!Q
z)e|03%T>>Iep-99^9_hxe-g9#p>{%UCGI_&QrQ1wJUL()UOFy-;m9$i!7AK54!=os
z<<0}+AUIC#qU&v2s`ATJ={@XID~UvR?}(~8+dw(Ypa7+-pfLO$@1ygcp<MO2sJHNh
zmK9Zy^kmlhT1D-)zcQjwCO_vS`CoRH@1@I(+uPgD-PG{&a2z*(b)kl={4te0Z<`NV
zOzY2|pL61_XL#E)yUW{3Q~@t-r=BQwT2a?XkiwBhRO%VM<nV8&)&d0XI)*DP2@U^@
zMJW{UvTn1x3qKfI28mi+x^)pi9iIfPUs$UHRIFutfBTW<`UThNPt(b22qs7h)-qmG
z2R(x6bBz+3szqFy5s%itfJYj#0(ADVW2L4w><zPltg3!)psFCOx(BU^XGwC5ob)+6
zDd^Jm+>|=pE%eE6l7uZkCS}llaEIX7AbkHTDV2}wJhb6tUC_-`;_0z)Zmh8Ff|fVM
z{%P}F`|;_9@cvZsv0D9?&vCRZ1|Mer9e;RXIpGKD*bHBfap!B{!}ffnRqdF)!mZlD
zFXn_Cd~D-q^PDzFc&AfbqwIFQ8$*9N3*%JkiBH3X+fLYO{jlhsjYg5JlbmbOojVl|
ztnD(!5+o$w5kI=@>w8^4*>x7*ZLMlab^jX}Sz)z47b_(of0@u})|Kz2COwfdbZ(Nm
z-iO9RJ;&cNQ*xjUm6JElb-4G7JVumdes}_+HnqYrDbvS0U6sWXll<&O4Z&DOe>*Y%
zg;ofdj24U9!Q;d2A#ayeYP8}^=b{8>Z#q0|I>`l*EqZN(W3LWIL>|}x<WnP`Oz*Y%
z&C<<@wR^-=?45=v1Vv2=xg5X|arnVYZ%r^2KAe7!_!*plq!k{zG)2(q?zi;YMBm#O
z`}rfz8XGmY3f5id)z6ae+|aeK>^kPP_7P&l`{}RPv>=hEoUDPKJg21C`i@E4ingci
znuNBN1}{KVaqUL`cpLZcZWwzca;sn}V@O$9i^JgKQ*LMRME*C7pY({4)YrdWeX9JW
zpUs0*t!t)U$<X*$&nB;(FTsV0T-zc^-?#C6VuMeLzqL|3Fvlm{GDcWAMjDDY+oyHJ
zw1}3W0HM>J51u2WH9k(hOwStC#i(!}NE!uUo+rHPvpb}bT*+F3pZEMRg67Or4)QHs
z3c++#wg(~CY{2cGF5Tnn2GWxNYzFn5WKpkb!A}GvT_!XHFS1xQXA){*8nR`t)yqQ9
z9tC}2Trao8c(Obrm9({=cR~#E2u6k&l|~(8YC8r4iyFFaQnWBzbSf^~n!lb-Nv4(S
ze22%}86X{Eie?yYZ}rLrM$R-s1eCwrc(KqsN39**V2ZK<!XoCVHi#jH2~7(Y?s97}
zrrpMJ7e|8*Ezxm|wzVDYhxk{uxu`9UYVoT=SvK#!3oJ2^;>$=HRmn2Ec<};hYsLRn
z(P}BlB^ikCWu=2Dubv&Wi3y+B&S%;_r`Xy%XmHKn>V4=OiZ$unKYsC^WBYgtr_G`~
zGr8|*&rvJ2&5v53yA1ol<3>%Nthp#FDyD{hI|8Dg4xk~rg%;F{Y}&qi3i5ex>hPb8
zt0^yBIpZ_&b(l<KcQeh9Jdz?!CDA&%h+c|MFH%*Ml?TNqAF)?Ssu$>ted8+u@_m)r
z*+i_*0XaE2l+P&GY)~hbLZ=F`wWX0s*fV?gEh&5jjZg~ciMU88zB*pF{5I&CuyAeH
zO6tKxsc9GsUFe<jRNrX&q!3hRd}YlCVzeMe!$^-U1)<V?zx=A;?4R!!p>xA+F$#lS
z_K~C|rWJgh=4x;}O#s7epK(QPJq{p_UEa_)x3J4%?9cf*4{ODX8fKpn)lMtjh;yiU
z+MI~bIXFW+ywzu<b7zhnLZF`PWyKz*b;X9{dD@aa7W8iM0QG6+h9HPVPOlEeIfLi8
zyD4$aHUk(yFwh3XU;_<4KFsSGn6|6F{P1mF6HIM4##iiGM}&XxS3n*xMG9L^aS@0^
zw?H%jZLBszaiC{l9}Sp)u=k`nHWo2(?B2I#lfH=YMffTvdrnqt2@<E65n8fG@v9&D
z0G^;NQ%bucRexse@+}au?;i7$guiO{LZhH`nJ|+r-79DQV<m!1B5WO1)ckF4Yo0oF
zj?<&}!5S#8dp}y^!V$GUaPIun7G1I-D!x(B7)AQ4JF2RhrTeXVaI@QxHb*50@^uB*
z1)~HhLh+=MJ>0+h5qZ;fp0e+w(W^Rti@`qFQJZ-R`l+^$56wZ`HMIP?OiUlqoiGV1
z{Ny5%l6vMvjJ)bg_iYsKzxyQp+$_aK+VlByY}|)%Sm~<JDw}7%WM<w81~_B$bZ8MA
zs9EE5Bh_kH9|e=$B?OoQ?x?qHHFT+uwT`fU8Ue?6NaU~+Mpgnn`SbEceo#A@iw?#g
z$jcjV(aqTM8%dmQdO)1IgjmO_{hxoiZJ7)E*`<$9Cz79b&;t(Z`W^oMAyyOr+K{C;
zDn@mfiWPbJp+LuIPYNJ@%i2^;d@XL?wBGyEp2s0dQmJ71ETDw8>uDC*=4NE91Hb)f
zdl-BaC`P9m1RuU4h<cu-XvZ(<d`T_7PC!!9+aC@5fPzd8fi+CKgvTJbgc>KdDh4xe
z0yq9Or(4_G@yGaoZ-iM>uo23;CN$5xC$um>TaGJ>=K8sS{Pv&59HiDJo+w@=?z#P$
zg<BP8=bLd&t$!xJ2c&}hNiMEpTV8(f&v8hZncaxmAN=lvHG7SLq0!kb46N+{Vc>#o
z-u>U7YZ)zufewtvttUdb-v`Z|A(Qt32*)QTc-{G(xq~D3a&AADCF`$gEVf^G$h;29
z@Hk8Kf^ToPmhiP+{aXIP!~pxZVUZoCRkxaqY0c`K8c8BI3B{pQHBT$Z`8_0nE*2cE
z$eSSF58m2-J126H+<zw&FJeB<c49FEyC|Rcg5*eEe&DZhsJ?a>p{+8tG^onmUw6GI
z?%3-gX<=0}^;JF9a#+2kHlDBQ$4oEvCdr+iqr?s?CLAnqqxOH!dZRE3eU>nxrRBH4
z29iz3v<12gv}&AWOT@VI^&H7oi=ZMO!ZrQfyLS&XHRFhA1yw~4X0TG=91(?7HNq(2
zQ&Phw2{hZe;EZ+gf>siME@&?RBzY|8GQ>P+jXJ1XW8yLC4hK57$A!}XY=D~5(AB9L
z4PBoTClE15uq3<Q2MNEWZFuGyHBjix*{eJXYIfQQx^S}>n(Ev;ahIf@5uDcE@j&!>
zl>fh=BQG6qAUV`3F$zeu@4T6_WD5{cj_tLTTeog;dt5voJ}tSDonxcil}d!9zUkaI
zarfdVqlmAdDO?J@=WwtY+_yn~hv`eEf(w+Kk}|88L$AK}%S7#VuMoErQnieb|K?3u
zTFT@4qqV5TMH6~!f!#}i&h}vgU+%Kqd~*L;^*&3U1ESS><2Jb#f%H;dKFE{Vpi^WI
zK=tXZNyYZE7uz5ev%Z6_#En6hXR+7qDBoQp#d>B_`4tDP$Eb-AQqj{ZeEc$yz;cIX
zRMxgA<4v+p=-J95Fi+dO1OPJ*S$KWg2xm~KkoozBu;~VsvJW2~7#hAs=g!f|D|C$~
zx>)jLe|p*&qY@OfX%*>zREjOst$V`A#AJMYuvr2?YIc5pG$^!0=k2T}E0v%uA|g<c
z#nY1`sQ=ab13$n~5dIBNma5XQGTqQH{{E*h)FO|O;IW)-M{lpXNOJg_H#zJQ_Xw9e
zy8HSxF6!9kJpyq%70!yT!8a_}9(8M@J|A8^{#?&_s+nqjQH%en1kFMW$wo0}FNHJ-
z0l|uKz!C{yuq?DgplosBes=LU3P5?`A}H+2nkJ?b*0iv&cn1{bNh$nxZ><ouS^&sj
z<K<NcRc=OK-peChM&-kniVRx_fDAOfu?@9ZYpVxJ+Y}p`QTpKRNWInZ=`zdMPHG9P
zl9G}^UaB9NFG^5ES`Bq`tLh|=pRK}VCi?mxOw=(d>WKkVsu4e=DwI*~|5mC@Wh&6$
zCBNKHXPeSa-Bku^=d|h;ff^f$R;sLDm3W!8<g_t!&xvjX+TdM>qzVfPQt2a&_pTWl
z`x5;*cdRS~o&I95`78Z3u_$6a$v;GwlbfsdzcipX|5mF|&sh!dZhA1;979uk47tgz
zgLHs)vw@V!hG@O<Us4sAr@*J53ecP>X@8st#(om&>--ESjBlW@mlOXNDX6Or*Z68N
zf~h~|A04Q^3($drjMu?e5lkH7EAL9Av{!ro7Ow2mJ#C=!aSv<kSe9&Bx*~cpP~JO?
zUzgUvQ{7F)xB0$|l8oztVyjW;e?Sp&>rtAW=iZoUL6_+9h6K9EdoXBl>}iwG3dSeG
z0O_Y<L|dYlvToRBExl*gx%FbfX=~g`#aLOIe(^SAtVq@U`Z29rK6SRQkL^pgANgth
z2Mt}pdSysFtsKJ+MOG83areR!^-MW8v7&hjOdI(qb~YT<k1_tjLtD2Az1BBa0lBZb
ziL2Godv~K+V!zf0ggmFVBvYm3SI`F35A%G{IieW5|1%sq5UG9z3j9pe4(iTMk1WXW
zm|uiD8ED+xoh%>T^!c`VfsB@}srEMi#b0Tb7?2~{Y@x{ARNh|d(>R(cwmAl5ki9(7
zM}E@PIX?XnR2#hyTg9Y(&=mz=F5DY9HZ>^Tiz(Q&q^;*8_roBDv9+LhMu`EI^r^9N
zj-IYh+p%xl;x9ugUis~P!eBNJP@)JSxmW2<L1xRV$awzda(>H<_SPwpzR<h~=T+sV
zXIL5U)3mloMzXd|21G1#4M5OvXAE0Ta%vgl!{OB#K>`v2$B=*zo$hEZs1*b_PZ!KU
zfk*39Z{)2C0&(y&O^p7}OC^TYn|?Z^XSw_PI@U_j05H9Ck$iQn?K#gniS)bHCx-vv
zEVL)&9PoEHL3_7M!k~vd>+B|&36ogAQ?ZYmEqS66YK5>y+1+4749MBpPWPMH#|CLG
zdjGs|UDb$yM%jNd5o5LW+<BpSS}JljzbB?=*4<);<Iba3Em_fH`VpIb4Vt4tp0k{Q
zv*xLag*~tfby~r%nHLf5slu6lQ_KCO{3E-THulfBjDW^9vD(H*D@1jOPu9#9c$JCm
zyKAeF`_COsF)E!?+^|!jCFKNv2WTCaK%tCWJ#IO@<KC$;v$X63#lABuROJ4_Fs5zu
zslB<y>DPmqdZXC9{Aa&ByrCgu)cRA}eC(N`YfFZ0-8Bvp-=$?8LH3`Qw<gd;5B3}3
z+X8eBah{~BH=NlaA|H0mD8SSFI2-&?Z5Sp0WOgFxcOfM5f!rP{Y&Q4b9L|9vo4inT
za*Ky2s>4ME<`A^X4o6`)I#3iPZPBIBnOcyhCY6+9{u;&Q%ZqgRA5&Iu=f|{~_)EUT
zk!`5dwVv_^PYW?TzKxfpr_S1P*-6yLQ^**O{VSLQ!o@gGKGY3+^x&oT56;^<cMAy$
zf4ZyH8a&nL+&ND0GvY3(Ok@l_b8r!$<e_-Z%vi#W4uL^U73ZOKr_*KMwUDz?7(z_$
z+~&#Eud6X-V?V#A0z!_Mj{Qp9{u9i8Yd2~U--NBMjQWlWnZ+XQVUu5B8j$I<&)1|C
z6oXwol$GLNRfUsEyWRULEL=1q?Q{Pmqc(x3(9LFRt%Q(Y>#&aKrMn_nK6QQQ^W<!J
z+=jkvFbNDX^}K_7?n`3V$GqK5e(`cRTCDzekpJdQ=X}l8ipt&dwjFDIka9~97U=8s
zohye8oBVpJ*tm<Fd74-tUk37#jI+DOw6#LuT4M9p4J{AY#NO?{r##?TpI96Q6++f?
zoy=Xk!6_bi3z?BRxlec>gk4nVxEyFV<30IS&5|$@-JZ2U%3+AQ`+nDi?zS$iV2pEF
z^85;vv$E}atukOngZ<Zzx-5i0W0{TAhD<fqC*m27<n{bIpKptb!aL~OdS`Ea>@PcL
zR}2WV_rWPj+U8|`mN)7!Y8qz#+tU#(ZD&dCnElQ!oinZ<=fA;UT(%EKZz~=25oUgz
z2qs(L)Mgn!^sLkYu`JMHbpC)bbCl&@KN4@az1SmHUxPh^PlNH?EhsTMI?M3Dv&M$t
zU(>3j(Pk_VYAUmG#W#5r+iIyc1ao5|DMM6%y(p=a7whN23<TULvky_UQ%FJC%1h>C
zR}8bI+Tu$@B<UJ}Zeexy@Zo;-ujkQKM$;kq3>{ow$*3<h)ha+p(p(lfr_mXeU+eI9
z8CF~PN*Z=*e8rde{F<j+7d}n+zxaKz*luK&LFTW{2+s|6pTox|2(Oj6TT=63Tw?#B
z<a`5qN`NpY?wD)d-IZ9pW{LJPIhzVjYi>%z#+J2yjVa3V*NJ)a<_-Eeav=|hzpEJq
z=eBhN^=Lv|na!`|Z13wc-GbgIgui|p=)UV<^463<eDS2&o|AQ-CML&y-3!BDxc(;$
zh`<iRu<C|{l89|mHO}7wwms=e0_~Q(H9qVrqc$2UQi^#CN3Ay%3}g1I@c72>lX@1@
z5KWZ-^S;q~FQF(g#DN$o>eLt^vyOAhm?`<>Np0!BAIr+lHrRr;11qv)1PTn2m`PWe
zBGT@m8L$Mx&brSy@qdls&1K&p3J&!zN6pR60CU_dv0v!4o>~KyhU%<mpvq-pW#YkF
zP~eu1UHS@TqZ}y>W^ZF{(tSTH<ME<;<Wj{j?S^K3_qgy6E!i!Ip4-A@w3KubT)%;q
zH>0n<=#Jx(2n-4nu{H&ot1WOPj_zY2)SVPKYnAE7%*Wt@i+73TBlXl*2B;dlYwCiS
zNfgiOi<$M1R}w@JBxB`2YWO~9L3BQtMd)~-%D7$Dbf~xtp9_CqP6sN>s|sQ#j<FTy
z*48oL4iHsvjRS)p4)NBvJ>@<iw0c_XWT;WRedF>bFe^epj77z@PM?@Ort!UHH!`rA
z+06%*);4jq^v4F1jlwJf6+!=nA6*kCpb9zW(<jLvx0f7If()3llG4DMq!G5zBVjR&
z=i`I~MB$H^g*-6MYV7Ifz+w`R2i?4VTdmFwR4k#`+YSp%JiNAh__hXB6gmLhs@bIk
zsS;I@7qsB66f_zbD#84}6^ez?3aLA<P2L0-;~>jHwOKS!<Y!Osu21WM;)rYLdot)n
z+&_%VhdjFoqb@BiRVyY0cf%k{rfOVrw}I|Yl`xU+SGr`5Au1|rsFFhXe@fb0?yVo~
zp;+rY_G4&;oU>L)K+X<Y`0kzL<>4r1dF4Lp__nsTT*fPXw14Z_F<@N9kLrtym8MwA
z-9SK7FvUq34Aop-Rf_))I?%y|w~anFD*Fo>%$2qLfCjA<?vo^YC<kvv7=L2{P|72g
zFZcfcOO^m&@S!d)j<Tbt$7vztD;~J`NV$+Bc_l|JSG7hQ0q&uRNKB-0f_}iAWZ7yR
z9qfo=$sM7Q;b`2oot8#Oyd;Vk5=xx=Z1_&P&fDzEf%2ulH0;<r_DtGVJTrIOET482
z<+oSD6Ql}Sx2gE76D>%GhK9fu9tE2fJim$99~c{F0D0>pk^ggbSYZ{=!0(aL31^KP
zw$%>c444GhZeE%5!eB}7x#Grh?OImUCc>9DXk>zt{d0K_qm5M?NM;*9Pz<_tPGc#$
zV<p9#70dA1&<P`t=RHY8dy`qID{143?TqjCuE4Ozx!yUauYU{LKWWY%g5(HLznjPI
z;|X&dqaXz<+5c$cmNpNn8)P8kRNS0fdxIX5E=as|T6Yy+tQ2nYXRU$K+fy#n9Y9eA
zjhzN%z+1pJRA2GM2q6hs{_0O36VGFs(}k{w9%=*^Fns<7n`vq8@MXm1xON5ml(YS4
z<7Eh+rp5aBl15jicF?>+sdRgECXo?B*Kvx_az6bw?m}l2&%A<Ihsm&a;QIByD$R1*
zcTJ#%RnW$)!Of74WhbDIyR{v<0mqnLH0gPhQ9t%|2i%L&1#VJF_vWpa|M0?w4(|gh
zz_aV1{4w-4CaMZ;OB@>B%&tPcVetAvURP^wyuZyT5X>*LOKa?Y&UgfkP0PKsG_i+w
zrGGbwUDHv4Iy2>Xp5@1_S1ALfGV`R!gg3^3S_|ugyzfmCyms&NcgY9F(5TvqfvSYy
zSMBU<d^iAfbYIrcNo$qY4{nwq6?wPU3{&R>f?OFCbE~E(Y*Jc#l#i5_gJq?WpVq=g
z!Mto{=F-5|kDvJjgWWu|^!0s@?YAI@M=}CipF6z@77QL=`q|SRNK*@i9vi9fhHrO@
zm>zMcBv850d(FS0e8%nrW8gZ>>~-#$m;%J0O!mi_<WIFiE(6ao$Y>}TR`zHk;4hN3
zh<*PmIC!T-$}s8pMIJdA4{md!-7W`${k+)nKw<3Cq^!D0#y)!B^69DFpY-)Sjs$u<
z)kjUohtDofTQ-)Xw9)QRTEzFA7+axu(muo;Ml8NKRi-EZ*oBtrTpOOr@aYSn4?vUB
z057=tSKoj{3F|?)*9($_`E^@&!lIEcO|*8h9qQyvP+|ZD{zZv3Y2J99_~wnak;^wy
z7$m;JhQ)94aP9(fNkbhKmFU--UR)UjpFr0=|KOxcd~2KUejZ&7*S&f#^2$WlYEN;J
zES1;1%vgs7`Cc78e^|A+<U1Y^s1neWyb`28^QXJHi1MiD>y89MqC*Rr0JbhWI_6GV
ztBGI!I382RJgqm@*8s8D{@~SX0TrIXzJ0GEc~p!G?(a^Qlce?W<0`3MJ5#?pRWPu%
zLzGrL8N~%gp}?H^p`pX>aZ<FD2hGqj5{_!kPSJ@YlSf~jS3B4AR>9$2NkPQGg@_pR
z^ngm&mU->65B%Pv*opIpQmOGSeLBv{)kdFW9+<279i!4w-Q%+dx=lZ_N*$N@6X^wL
zfiTc1<ThGBh~@5Kio?0RR^LA(uGQ}@8BWnK&9ZKNLw}gO6$o|EnW&CSAfqf-A3boy
z2a+}CaNU*^BHi}8KcsmryyU^jO|kKTrLS5{N%iIB`~O-spsbGf%%#l-SA5vv@h_t4
z-Ij==Z(<!~F+HE$n0=BBH!~R~|Flo`H(O6B@VP1|MAH5VVWR;c_S<Tw{1Br)Q0~WM
zZ<_`!9Y-b-;>)l%>z@C;C)5jdd*-zl$lY8p@wT1y4CN|sVHWf5uUKv^45=OcKdqf-
zSQG2J?r|Zy5D}Fnpg@qW(nJKL2`Wm*4oH`-lz=Qs=qgRB2-1rJ(mMju#R5c{jS>Q(
zg^rXU37zu{xLo_3v#<Y$eeJJYOfs37_noKQ_wR`-`#AsWUk}G+Ret2G{FpE2gCz)1
zVLfl|ZED#{mQmmE7{@1!Rwum*i40svA>Kn()qRo75gP&4-}es|4JxQiGd9!+O|9O0
zJlc0i<?H9~T-~zux?RNQP8fs#niL#5G*oNSWW?{Y8#Bc6cF&lniM_{|x8WI0%@*~i
z@%|Q-q`2oLD+=RcxL*O%PIm%)=aJ}}RBn#&1IQsz`NPbRXwRHXtGLxAjs>NzeXSP+
zK^`J^x4Q+3eD6dpYvp$N%JOra)k&^<@GNAOL%>`-^uc7LfZ5f1;@o^(^}qWNcrq2A
zJB8(KE8a2n{Uzc`E}xp#gV#~Fx>`gyj0kowtt@s{;P&#`x6jSlRft_&qT<cIfL6sh
zGSwM$M^Nye&zTF7xj?gX<JNT%W_faLZmi|MVP{-wUf%SbDCY>5EM15<4<9|ovoT!b
zxZjw1kz7;v<t~X-c=g%PNzog+e#vj=%&jlbl#)e361UTu`IDBm*pno+*PCT4;7&#>
ze(QshAJ)4tDYbDos=)54TJo|X=@h#KIy(QK+xYAx_}<ZL#83nOOOZ7)o8cIDZ<qOC
zP|_~kbGTuMKSA*@AdDUsC1N~87KFxj2n0t2w0h33aO_i<>!7kA5RN>4!U+;uEcKeQ
zxo4y<|H0~I>{<^J4NikvE`ola0;w*m$QUyf^yJwgR-RY4>CcQ$KEEG*`cT9XL~6;y
z%Zrm<LCXB@S&f#Ekhv4;^tr|w==QYuoUi4XyB6B&>HG?+2644_bdeN(r_BS=gC2i<
zb-Hf69@}BOfFh{>YBpV=P93v{uc?JjTO$H;F`UPXi<{$qoi_%)+mJ2p1^-?~AjY>%
z@~~TAU{nB?XU&$Y1RVI(>B_})Ss9lS-QjV3QUEbb68X+vM9YVKry^goRP%y&6>F!w
z7OK|c(QcYO%?Z{F%>fDf+6aKiU`A5!q4xoJY0L=A+q!rv6H1L|wry9YIr;f?CcT#Y
zz!KS_OzSvC1Wh{s>sk&Eo9OY+O&@)WoVc{bMnY*ob5XjLxY+WnOL=U$!M3Am=LbU^
ziIZ4~_vgd8ylJ!yR=~@ljizIrbnKt@d4I7g6Ikx2ry+f@nB7N)(*^I#HVfmzg$v~x
zUY5m<6!gVgS<+FlB0W-YnBer6jS*tiy~p1>T!e=TjM3v7g!eVua0*dyNZ|R<NbzU<
zhqZzE2EJ76cDRTO%^Dw?bl}%%gQNw{rLPO6V8rADormtKPsgesalEk#vDTg+#|L}V
z*-HO&+025XqnY3nuRv*Jkz8hK9%|5_o%HOb*XH=wq+$DW9&gOu{{3HYd<6AdQZcBJ
z+jbwUhBIhtS?$hbh(@+iL~V*>)c9A33w-C9pZJy;E)*$$>$V6~HP6rOdTmXxIA_@9
z30lxp+KtYRaIeZ1CB0W7zYl1}VvEg52?wHbz4tDKMor8gOpz-vSd_TrQnCq(V4l+o
zW_L87*a&6KW1T0rSrZmCgTo(#dAYeS!RGr<>Lpyb_JQ$gGonU;*jp<TRAC&8tBMx5
zs5wC@B}(vUu(9dnLc|%zTS2QU#f3d|%8GTC*gxh0Tp0m2c`QU~LI6*DE^6A?48WQy
z{RK}%vW4Z1X$EW)XG@Go%r5FZ%^=tk0HnY?B8r2q()TVopS0Dcm7fkj;wz3;C6qY?
zzM)7kecJ5uYrwi=A}vp&J#|X{V+NMljSv92CHw3jhd`PF1$`pW;BJY%M~b^hYw4tb
zK&i{Fi4l}S^_Z>ytc6^OQC=bhRIttvXHjk4&O@25@{c0!dbI;RSZJqY-6&OQ;EFxQ
z%396Frf*~<0wjVTnnXQdCzc1-fFntRiuTWgSk2IdNmINiy7VW{^t7(~E~7iOMj8jX
z=EgMm!!Xm_I)WMCGKmK(?#Ywc{iEmV!G2@c-(*|S&j(4;kD%sqAa|UgV-h?!Me5Ae
zRx>k8N1R&-(X_0r>@YjK5VUflLRlqqrqeSsa|s`}^=lJOeU*-xw{G9g#;3Y_^jA4e
zxge0vfHrJP%gu46aFmccW%f1=f1`wjrDd)Ob5Sjrmh3FAzWrrd3S*Pv0+!*FLx@A@
zf0VD8go+AA_&7w!IL}<`W|y#utwL=EUe~$0gY7{5zjh^KK|W_}+M7mClY|Nz2UMRI
zWZF6N!h(W-=QGt~7A>-Kb0c@eYmpiW64?WHZTN+aicS2a!)q3LhsmynZwi43lQl5p
zTm*!dB@ut>ncgzB(NM#?KbK7sAX8b75DhsduG(KvQ=@MltiGVn$;*4WA4Q>Y723CN
z-!1e-W#zzLKGU_&WMKaBNJ@4;m-OczjE!~mT+lCO5$Xja5i^6Sv2-u>EF-2+rssw5
zG&8$kLU-Zye|2j+qz*6|M}rM6R|HT2|C*Ez{@*60|F279yu7>jGG3zEvICW!mlp-7
z)$DOQVn0B2JAZd+{Qdm0@yCLHf)s7;eKV`vnrpIEF#F;aR>cHSQloVUg(eX(B_#p$
zRkP8Zx>wK;ZTdzTFA-c*%#Hx4%I=sM6GPW7TP!~ctcmag+Y-vByMaaP!8U`VPz{<g
zXI7UY^FI8EGt}p%)Nbalj}B*hgj;!rTLF?}+h(jla2@zEB*z6JkB$Bj$6Xx*F@W~i
zf0}e2ayYy2rg3-0MEu;L{%r0L=LrCL1m`OTH3l(6BO25U&7`TS^)5a1bAac5UE15d
zO=Kcb>bDF+=|1eeW;yTwFml)B1BS{qw1W(fn^{q-HUY9f?-YPdBt>xbqmIA&r!`i(
z(Z-lARei-k#1M2C_0AN37-w+#vfnD#Ok3552h~0cwy1&F5JP_I_7VJAF@kN)p;`xo
zX_eq6RW0LA+BLEAno-P>YJ2&eo#qHtkB;iGM|4Ih=sAy6R*W!OS`^+L;FBy?qc!NX
z<+o>Hl<p<}>FjG*?><|pbbfV$8<p3~U`+8(dXeUtrXuF^Beo*WEnYl~-lL(%3#l|Y
zjQ#;H6n=jUut8{!8`HAn{h;(Yc4T`_0Dz?SSg_BXhSQeqY?UKnGWy+H0B7X`V^T~!
zZ-@guONtL8IWtlmXS=isWxA8udD<Lg?i(HhBQ_N^ZA8s37AC5e2SKm$dZo0YYGNcS
z!Oi;q8O<OhUwO{s?c1r>hrydaXO4pK&8j=rh6<q^AM;pQOxe<>?-SR2!%&hD7U}VK
zh3Hn`s-&2xs+-@cS4d1hNg`6_&Pb8ZvdL%2TqqLKdw)byNPHC0?G4p8!LCZB?aVtf
zdiC|UHs`7NTxHj0N(&ZazxWy0umi;8TZ($Gn>5N)E1|z@i?x3sk=v(72rX8bQ1*qc
z8EVE@sC3sX-NpU!RGFW3v5j?0X>*9*^hW2x!|qubE_b!uHUb;hS2n~N()GNA?&p;R
zCwKvm*-E&SYKG9p+!R~ONx{)gY(V1h>&@;Q|H5%lIiC#zJ5Y*YRl_9AS!bduaGE^R
zbWKt&)FOAh6+9h|!>%gVwDV@an`eg3T-x&IRZ1vtE=(dx;GdXz+BrW{^xdOEczLW$
zAhsq!a*1sb5#)1;;H^lz50W?zy=)+**^ED;pz|G3(ZPYutVnWXzhA9-i7IT$k^pBp
zYFp0Owwjq=`fvcRa{^phsNPeaJ6sa@J$??x4ti|6(w*oP#N4TVJgYd8Xw}8fp!qaC
z_Oz4LIl=uJgti1XcvcW=#UFGo_=dXo;y12$^Sr$9@P4sTX%8=2;M|uyjMce;F^yJy
z0rK_3!!yOG<l^;~`6w$|dWpG?Hern3L;jLFW1E~+mr1focAoXmw_20`#(S%jIdm|w
zdrZn@E9~sO4f*O(TbktNV*!4w&sbhHQhB|OE7h+}l62zO{`F@*f-u82VqLqEcWNN}
z@rXwMfodXhfHbUr3y^r#l|F3RLv|*7_uRf4PilDT^R75EX=lH8Pm=h6@!gv`yNYEQ
zw;4pcM5{WOvp?qM3J0ut24dSJV?|mV5V_^F5ZG%n?1I@z<@>IhCoyqwj(i<X|Hw%q
z_+Jd~%MAOSf2S4{v`f$o9(~_Bw^4eDpf!Ze6JZ(YqhFVBp<d%bOaBv0KKi4!NxV~1
zyv3zjwX?%=zuH-M$JZTrRoS?um9(3kC8t@*91*pzI#Ja|Nx!pT5uMr!_4~)-c{xw1
zw@vUoPy+e8l)3Vw)s-Jhg2PXm9gz#pryl#liDWcuKf9SE@w#xg2~!~UZ{(AcmKdrZ
zGGuYLJat*jFf}D0u(gaHU}SV*Sp()v-Yv_^5N&yr+ua(Q&1mTkL_tre<kgFJX_S2G
z-x1ko%yEZ?2wmLu?^Ww+8IF`B+~4i^`?5(+w{(isIU>@%3`=Hxl;-sIBBkr?&f_5f
zOKr>y6oVv5nCn)a!gx)7BkLX3>W2gUI>*~|nEh+wC7nWd9x15UzTZ>r-IlUp9kBgx
zX+j^#`yya-S$Pmp>KQ>HWfZ_7N3?W^sH27GFr&p**`NyIv37h=O@tHlD)nXW`K+#F
zqsgx8n;S<#+`3)oAiWUBnBT~c_NILvkzL#xEjtzzDfT_yXJA&AM^EagZ=mKuB>#1D
ztBS^oSoh1hxMhe(dw-Eb3y`$BHiq4>tr6HMOY$FX^606ZRd)t>1EtYeZ=Cclvv@z}
zt*OL{BN(yi+^g(ao1T{McbzO4Y_)@}Rq5A-hL%RR@Jc`L?UD`SSG#wEek)(GsV4tZ
z!kuunX(7h1?rNr`mkgKBcUXsyT>a;9iU^PetKZVxo%e@dxunAxac<~;>!n*BreJP#
zHxop-cI0cogL$o5S5%`#&>x>!sT^u;FcGgBwKXTSulCKDO%7DYM0KA1lwe(X`s{WA
zX8Q_)Mf_4OF=gE?yjMul+?XToDM2akN<~e6EB=lt-+bTA#9E)L-qlLFHg#~=uj_d8
zmbSKa<oeLm9?ZRu=a&}gEe{+L_<9nZyLh>)KDNh*oy*SB;kifLbfT--wiSNo82|%;
z2C2iVLi;{zg1K2ei&Q^X(`KjC_F-R!I7uyCelNEMEGx^;%d-9cs{Kbz+LB9>b8^tn
zEbE<6aYO!M{>oGtRC-T^F>BOD=AKLUsBeo5u5Kt17YY*@pUwpSP8qujjS4T5MDm*>
zp&fDbyW|bT8#!6VWk4eDt@|X+TOQLVXYIR+`I0GBE+>shptqlr2aM5!Z;1?V?0SvG
z&!sfSc%6S)pD4zqqM;B^nR3fU50{)){JvccqTX|^No1w8yNjp>?%VW6|CX8JjSrvx
zZpIrepRwLArQ<qu;z{`a+rdw_M!xA6BXE#kdH?>Oa~TzUb47h?n_5eYg;zOvUN&@j
zo!?BZkY8}>qP>1M=TG0Jx?bK~GKxtCv0V{SUZ<X(B$3uBr?q5)PL1YRYO5KTB8|io
zG0A2dkH4%r5;hw{@`}%$b>1t(mg-Cs(|tC`;Gaz+6?M)&U29CX?8YZ+R&x*CM8VBY
zS6bTPltXb0j2DrP4U~IEAAKB9w!01*ctu4fra}8bnY3B}JSv0j9>AAs>gpl51XDT)
z*}npSZlQt(CI?Kolt4m%hB1v;Hl3lW@9WLB*v+v>*0!*y%`duGfUzrEO?|{`!n9!$
zGR6KKS%^EJMQ4MjC&@Do?a52bn1CGfSuugz3jrz|9Y%6EbdbDvD?TMIZfQP>1v8#;
z6Wpi8S4InsbkdlDx>oERw)<fM|GfzcFfZ}o1kIifhX{H{&?m5@Z~n@ACRtj?kl)+G
zIx=x%Fs1~IbHiL0Z!H9f_pCpuC+1U^mWG8x)vGX$OIzJ3Ok<<TQik}IU%S~-FZi{r
zNgxh`r(f&};HCS|BET)AoX;Dh&!uhTS%%OS0120`nIMTKBk7=yrwfns%e&EYuh;6Y
zHLcj*cW6dRhh<xFr!E~%`#7K@hfdPrv<^`-uy0UaS?jo>W_9g_;DD!c0miE=ag!oq
zw!kd&D!s(;@4J3AKYWom%9ILJ^FTscfygw!z2f!jtg>XU#e{)o@M(E{UlOTXHgQsz
z2MT<L6HbLci3edfL6!UGoA4%4pStcHqK63$w34AsC}2%_j?Iw^Fz+OsxlMJ9&-`cf
zK#Gid#{M8?Z}V3*PL^eP6p&CeYZI}#xs;ZOE?k4oYY&|puS2GobHnZ;Y3F{8py=iz
z;{{2r7Co0%yrjqV7@gU|+Fz|dFit2{J0)jaO%aB48FYeg*yQ|eUpCoepYh7M&0MWO
zMKx#Lm#j#1GieIbKPr9pn^RqBA!pcudPlI4;aigA%g(WZLSdab=4C}eHjXp2O=xPo
zF@q`lo=tT8Dj%qHwfNO1PUPf8rjn$y?ar-E&@TJ1Ngmg<leP|=S}C0p^{S?mn_M=z
zOm2}DI)8D~m0%y|(tZu;Ri4@dUPLZEI)U$#&pYMyCArQj=L_^mN~<4Ey$DW8MK`}a
zs)|-cz5%;cz;EfhdylI9HJ{ykhsLRBKb)lEzrJ<M`_ytmL-@J5b?lp(r2)<I&LsKL
zusL2R?cgPIa%<#YH$0#*2C3v(Nl8HE1J}dB3p#;GgfS2}BpGtVxMTnxBx!$E(a_j<
zjGD2I@7`n@r<U%^(X^*d$tsuJG%?rLMZ*TIcZCw}wB$c=dW=SnxO_#0+`gLF$|A+@
z81)xh_H!YcBPIDSE|&ilo$JleeOC2$t@3U2S2IF?ZJE5J9M&@?7<S(<O50o-)6{J_
z;!{`jTRX|&N>sgB9*}o8A+W}deC6PwLuJx`Pdx2CViWwwX->`y&<Rb?%G!{WPQ0o)
z>metgPl%j0r98kJG$Jffu%6*6&?()IGB{qi>^7CA07=D(+0zHJc3`Ik>~!1EP#D~4
zUqM4yDCZA)+RvY_A>0r_gQ{C?L~*`{gX<cS{of~TA^FPj+NvJdXm`S8rg-HD&#8k%
zSK7&UIGpan+JO=agqiruOyb5i-3uwp3zyj-fr6(9G?R#p9DNypx-oJe=6d9M$wS^U
z*<F~@`<za4z@t<>K|%xNF@FJ>y)g>ywrD6wv;h6ZjwHqjP@oc&8k3Js*DGkpjsX>s
z?}4#YO!)cLX7Ml7)%WpQANf-}N@~Ce`2ai_pE$Obm9SuG6Z3%!aBsL28HQ8B2Or?m
zUu*D#WKeE{yB=fk_m|64!~-)28dJX|{b1tjFeM;8l5HkyMZr6dYcV<xIIR#KQ3>wl
zAVBv5o1q&0590{=J50zq!39c!=#Y^8v<wW|P4oJIBgGX4M;F<2q^m^oNK5Mi0IgFx
z9L#D^D;8P@d)4hG3)^ZfK1>&2xQHb!!ja3%u9Lt(Mk)(JN|%%UF8L8)^2Hf@FmElw
z^EaC8KD#i*Svo`fFKk)2j<-R_Y&k9SK1TpIlmsNdD&p8!e0i<(ct30%75&Z$ZXz(~
z<yLpY8CL+PpfEOgW}m_uQjo68!BSiMgOp#zvh+7^dboFeW2jpvsZ}mCvW~9J)oar^
zr8%TPhI&6#iIfcWNh}Ol;6n@zt%g8i;mb^X5ajFY+Z@2*bplEPx2K<xXZsW4+<OK#
z$&wgigc1>%O<{vC*GSqzh5>D@cGt(2?H$};NqIcMGP%EGb6kGwB;35LJfOrJ;ahIa
z%gr_2M738##jBHd`Q2mh0gpwE&U>WDlyybfcXu739OB&PIucs22xd>1-*BtxogbY>
zzp%^+Vc|w?=O#cz-y>&O<(8CujfjhzTn5W3JE(CT`#cugEYQ!Q?LeQ{l%1J;pKQ_d
z4m{3tZ>Dl`dkvh2{FtQ?CG@v)6>V2<uj%{>{c$~AT{fsng~5dwaKeG(lI`x@yJ0Z#
zrJm3B)p_Z${y1>;=1fDsDQSKLSGD(-dLpf=h+fC|7-D3#n<~eR>I4k7nX>n?yXiap
zomg(0C_4wXvFl30?{w2y2&X|^i-Ex+EM?5bL*8twjtE0<9Y!t?5p)qWm(QR@5D$*@
zxl4EoBiqFzmok^*CaXI%W=@3#2Y++nv@$vYI*SpN5bh8bdt|T5u#I6KTyAFx_wTom
zH3@bZd>Yte>tpbiXaI_Dt!iG;#NA5V7srsHNu9-Q4mxV2M8FaofIyu`KtK(dRN}sj
z%p8g_bUSHEKJ%CNXPjlmf(!{YW6>1*7V#Cahp#B&s;GDz-7_T6guJ@S$nhTo^+xR6
ztfoSul}~E6{PxKCAQ(jHaFoJpbV#Jhu8BK^b*nk+aJR1qY_+zx@07G6S&nz)sc3`E
zloV{Veo^CHLyX4Nq9x%$Fi9@amt<vSL8US!G0~>idGbKOGT7@VL_mQ*1#x&nt(5M&
z&wJF(j>&t~?B2UKmyvJCcwWNmN+B)gfQ4chi)d=U`TGD^i9-AxtM55BU%2h^UTHDP
z!9~C$QrQR7h3-G!MG_uyj7W(a`^y_4EveP=yKQ}#r8(~0p$^30Q2u*s8mRG1&7}KN
z<&%F7=wDl}h1oYGcxrOZ*_vhAf%%4eeJ^r~T~u@8<vY7G>mefNiBc?|K0Byzhg?^?
zdeyQO<sTQplH1SJD@LfsR?jDgauxls<a2H^l{hUgR;#yuH#-SB(dt5CqbJJ;XhK9~
z;8rm-fiR;5>7-|vcO=Pln{s|*sP-(zk3qbkWxeZ|>6O!gEYm6x<HrZWOa+SdsR^>@
z#=b6oruM_q_Rxe#TIcbu!nBH9MhsJz`uo^=P?nX^xk7OknetN!k2_1*UMSfj)MdQJ
z`rDW*>Rp${dipnG>enxWoaOd~Kwj0NHTLPMXO@eN$$rRCuKR+L<oLTCp$nBy2GSU(
zeG}(pP3YIBjkX>D>q!bRAeWpT@ZPG$C8YD7t!UTmkX?j0)PhcbPh&N~lVZ>W_1?~B
zEHDc!4D`Z%E#X#Ip^AN9io3=#ARs^nG~2}G`mHs2B^V}wOUUqpm?-rdWm2Hv&AYO{
zS`A$KN0n7oZ`f`CK+Ks)B*xa_bjNBfJCcRvB^|06kN9jQ>Cmbm{JYH$T?n&1FmNXD
ze|x|ge-^xOz!)<M)(b}iGDMLoK%|2gW7Nvwh|%5W*bW5XST86N=a7&#PR_mj6tax@
zkZ2C(RVgqD>6(!<4jp3mgA<DgK=v>aV)6U%gwY%}s1iUp)6&tI)+w4vA>4S`^zw48
zD`9LW*C=x_$iT3y>uIq<hwdD1g7*%l83aP<FJ36<>gpok&DQ6Eg26C`K@o+(tPnJ%
z>DK8z^T->v`XM7DW1PsLI|q<aZVbz?5{|<dfGQiHaHXcEnt?s#Fe|G7tSr<bFIUTu
zurXIE<7*fI)Hy<dfji2OP{1snoRs>_RcmBJk3~MpeftvI_#<EWzcDoKe>!o_L}ZJj
ZWB!S#|4(`n4Bn$sxvZ&JaMAeD{{cips(1hZ

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cow_parsley_synthesised.csv b/modelling/data/abingdon-all/seasonal/cow_parsley_synthesised.csv
new file mode 100644
index 0000000..6b5f3c7
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cow_parsley_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,6.10511414e-11,3.7748418178087295e-09
+2,0,3.760945858e-07,2.3254234685435268e-05
+3,0,0.001840774816,0.11381660675398887
+4,26,0.44063382000000006,27.244748123198967
+5,86,1.298461,80.28490162828865
+6,31,0.6976066,43.13358449444758
+7,20,0.1821191,11.260572345363059
+8,1,0.000741016468,0.0458176520036581
+9,1,1.455590793e-07,9.00003647603183e-06
+10,0,1.642350788e-11,1.0154788742497645e-09
+11,0,8.375760649999999e-16,5.1788010563839876e-14
+12,0,2.52068843e-19,1.5585621950764433e-17
diff --git a/modelling/data/abingdon-all/seasonal/cow_parsley_synthesised.png b/modelling/data/abingdon-all/seasonal/cow_parsley_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..a34290952535049af324924a7b895bb5c68f6b52
GIT binary patch
literal 65389
zcmd43c{p2Z^!Kfkj_9dQbkO0H(}^n4N(ril*4V0fNGCyJXb~zT(Q0X{MXRNvM9ovE
z5^74?qou|mk(jkrf|yDoBognP_WYjb{o}o!Kc2r{*L5zbv)Ma)-}hSI^<AHp$JUl6
zGMf}PNl8h`Tr|CKMM`R&v6R&6=?&80CpYq1yumkUppiqMjUOT~_`1Kll*RSH+unYG
z-d;Bj1iAYMc=`EisH&e*)jn~+GcfRW08~xQ=YJic>gVsFrff`i1b=1YZBxepDXCrC
zB>%1QAa;UtiF+<yFt~d6&E&wwyH`hei@!8_4sKn2edu7E)Uo6Z8#Z0I+)>5MDxa?I
zDpw`<5`D-{)eaQ``@VdV6RV2hdPlDMeMI5L2Uxj{YfZmG=kaal`jgHz{(UQ{MIh3l
z=~M=fw)F=OhI%LmjMlKxA6!%u!G%b^^tU|Tj9&BSwbX&`4Nq79dHqOxt?{ZqFF)^H
zo$=oRH)QW!{_mxF)W?7RybOPBcy0Tim-;OSPf6||_&PAUb@#eIFSiE#|L)Ij^-tFF
z*%noIUA1b9U>^n1^7?zovkOm-+GM|85R3WLMANNJFea>1gd`dftcl5Q2lZ}iiiG?#
zY_^$N?FElj`nwN-cj{R(H|HO+(Bm;OSxQTwV1<{!pUpIkl06+bW?lKKe$SCJXA<3v
zty_qC@FJ=h6EIEo8*+OQAD?AKgq=pT?5<qsMYZmtlbkCeyE@v_Ub`(`J}_tWV`*2>
z!pzW2h|idRVL@(g+%C7f2C9_B8wzJ{r?HnOIx?c(U?%eB+70Cz>!0m8(&?zTjX}xG
z%ru=DtR3kOpuMUX#F)9L+UF*3l6tgl<6B?wJl<oMMiNIiuax`r>9Df0vXa#9pjbta
zL^cuc)}}LW9y0RE{_n$w4`)sp1$L@62KV2I(pmZ$pUUAj2VyW)+js6H%m@7X@n!Bu
zv|5v`z3UFUq;qmQv*AkxJ@*NY+fQ;$UQAAUkM~!WUZ_q;#rK-@+V^_greDkD^?ndc
z6j;Co^l~3(dT__&aI9WJvTxPJpvms<m6j3dg8tx{!IRZNQ!o4|OZ97a@EX2SS41=0
zWUA1dQAgFIN1spiRU|i?C}D588P3%5Q^(g!NjcqrdRa=pw03DU*`Mj?k)$T7#qeI>
zMI87Q7Z-2JN6($(1PJQqLZ4sag9mGqVA!gsN_uV!lRbv9hrgxX{jt%?dZK2&Ek0y^
zG%3KEW+JM-UMIc8r>>l&XIsQCF5ZpN-&(Ug*E|~aoG6;~xI8p;Qg@{+wyd~})~<Q8
zA%?fSVb`-j&B#<6#qC{_!yc(2#^v5UH`)rY!i6NIgC4DfBj6zvEEQr!Jk}8>&yTFC
zmk9|?O|OoRl+i6UD#ll~Q$<sLh65L*^tT_lxm~LLgd&$=-Z3$O)Smt@{F75mO;B~M
zTJ+Yq^>wTKsdlx~yIgMHD}+<saC7m*ul8`PQSsrl9!#vB_=6+!BV9N{g?l8gS|j~B
zI<+)PPAQxJX({U6nc!&`dCg#G%4x68zn5m~<SddDt3Q9fpbegE>&SHVOoFp-rBV82
z7ne7C16tIx<+ylR5&nEcJzhLdw9wxz6+U|C_q7r7F5B55B1>vT3w`MO=|Kcrq<fI3
z6ffQi<~3WwA~}0RS|WATv0?k%F!QZvgj)_5T9n$M|0%%TxnyAh;d6RQbN1qwe~k(r
zZr;TVh5OJR?sD^d@5aOJI~Sx0Kfm%T7H{hAK5|(lAum7wMZ^Bk7RFzU@2Qwt%MIy{
zu&U)cCGopYY-elhZ+RJ7p$n7H3XZkQ6!mh3agy2>CzJ)M#Wi>U{T|tsFRkPpwQpjp
zd8=k8I~$8>g|J?$y=vX@h|ODK6O)Cg&=)UWm@lovTILXORXT#P3}t#z$-?viDmAB5
z5MYu4xqT7>fn>|{)>Fm2VwpiJ4RPQ((p2#5Hv_6XYHVrl>*3h1kN!H`5|Z1%d1+($
zoCXsXwhfPK`w~wntEe>OWV;#GP4E`I;#fErzYpJ~t@IcseK~dBXgD;?Sx5=xPmjJv
zO50&IUl%rve3rM;ES8h0A4B1~-(5#|F0O#^qijLR)XUZ3_Xi;M_(Z`{6MEVYcIXK@
zV$I<!6I2OOxr)N<BcnVb<vFpZDh7g*8#7Ul5Ifw0dfZ2~or^PwE6Z%eS^og?&t+80
zPcvpnI{sCv2WBs~zw@R#dg5xly5~$^PAaCUhCj}^R6*x|J7Siw=o1SY>}abPwT#PI
zrHiGld{M()H{Rk<9IVTXSFuWvEQwK3sn*nb(ZRa(<^@({Em2Wp=>=l1c*34K7X}+M
zN`%BY43!j%-k{IvHk6&jOpl$K0r9fTR>Ky*)C?yK_mENc^NI!gwv#OMjzexc3<-Z(
z;RQAdI(Oe`ujlpe*2R?REPjjd|Mu}7w2vd^R&qG~a9x^4+u1t09-+}OS^5M|OQu`;
z#X>F9(N+NS=1~!}31R(_M3)<@b5fw_(|rpZ7H#=}a3FZ7OZb`$#|!#-rKUpHHSZVr
zrv_+P{(y(TQrM1>+XoB#u%u^1<Bv*zQll>W)7^Y3_M=)Oaf{!hM%v#R!uq6t1Z<YN
zHoRIY?Xe_OJ&BH{`&}w3D5g|h=4;=bO_OZ(Q5e|y*)*R$XM8nToDmSWiakIi>#gi9
z^BS%s+2mLjeTm-13Ym0oPN;+iO^)@b!eE1i=l06d(Dtrq+Z5reSFb8ntHut|v@jRV
z%;qbH7Jm)9e);kRJ$)`@?pA<Mm)}23ICcHLqot|o?Btm<XIMNC)RH;zFJ8D985!{w
zT4(Spp``=itJb(!=Fr*Y;LUWtN==>ivbu32{Wt{DRaz7)0xP0nW*7<Y5gG}v2pO1E
z5Nfm8TDsEDx;ojsk89)>xgmY!KDtxyReSNz$R4!)G|_Y|-_71;0KXy{r9`ZkE26Ii
z4c9-@=o`3QCj(>g!F_gFVc1xOly?l@!dqf2mxV(s3zb7^xL=#?D|`oZ`o>B+(Hu#d
zqm}n6F@uJ}=AW@kc;s|;3fh^Ls_P0)INv9>NY<*1(H`AR)IyK7f65sGS2haepS%4n
z9QFCpUobvBppychiV(OR?xhBGb#)cdEzh-jP<vy3{=7xxEQj#A?6Ku^cVXy*g$9t!
zruh_ljupSMc;Wh`OHUl9L9*mXV$JO#5?b6tGngvv<<>T1<Vq9BGbH{+lqe$>=Km@&
zvD#8k6iDOH#cpqlOO2v;c7-hOf`^q1-W;3Jty&0uDC+kf!`Ts8Ft#OZ>DIiPckrim
zyFNgJrzd-i6Q_!0YHQVn_8N$m*$}xdSP4IxGL4|64qWTg6EEJhXBD~XiahmVxwTjI
zB9=>H>;owNCmr5>3>eZ|{w`OP(9Xw%CiD7BiuvR81~P_+Bnm;o#lSWvs==oNoZa2C
z#@BPiR^Y@bSj!Y>SAWnDmJi{O+pUSZ^DP>wKBH|Z&TJfWMQVYaOZx&phoXw7YvwI!
z3xeGO2WDtDljQ6QmMc#uTdZ`;=cX%r2I7r19z&7J2?WJ?M{6Pa2EGO4?|JdQue6g=
z;k$s)(~qwe3plCxZeH`<o33}iKTO373i9)pajUx2TI-_Zf?J7tL;cw+v#7K>!Rd57
z#QJ9NL|zV|&p3AflmIMJUHG<R$BwxyEiDy+<jvr*sA95Zs4CcO0n~eI)>pZOPC@K1
zUVL0Bp8Z}|BnMmk=u%uk#EX}B(pYZgm=Sf>0Y1$Kk$H8bV&=Qm@hgiBdJ|KL1`*Or
zqSZ?x{!r+Bm>|oT`T=Qu(Pyxx2i<(K;_m%Jn|G;l!Q+2kOQS6Q*la~@Nj^hc`*rfu
z{p_{I&T}=~=9C>*S!!v06@L8wa{LNTKCPWSq83iyDnoICFY+q29!hT`sl8PU<eJ1j
z?6N2KA+Y0Ju<@>fL=HITnR{!<K~qlhE){J%urXwa@@{WA@ffa6m+!&?ibIE8DGe*s
z@7ZDRa+xiTlHKPoqj36jKg_*pyZnjH;oLF{Nyb*`7F1A0t!#?o%M#q{#i123yOM}|
z%Npj-HLD3lov!d}+*kH)>MWG?9DGHPxYTiBe5o>&@5`#5p`dW@axG#DQqN&1U=<9E
zzUdN<83~twE?Zce&*fduStV2J=2t<bjs>)bdjUy^b(6E`dNE&Ia__Pak)os{oGeY{
zD`E#5l<+l`wfGfrkwoH*o~`9Eok#aFC>`?<4Gp@t#+@IZ)1-~bLu%ENr&&=-xUu=e
zPxc246id(Xa6liL#4q%8i~M@te+h7jlG!s#(C~<1mphgslEUNBzAUl9Ckh_h>NVsz
zQz}@>(sT0CAJ{Z44Lv1b>#g(z481yTUqvv(AD}BC3x|tm+?kcd4PP*_m>7p*qiBj9
zw_GLl?!RmdmRRnF67Ydmo3C^oiZ7%UWiNm2>i#%ZjN=`rX)%Rq6jd$-L*a;DrLOGJ
z^1eL~)aRqzo;NdZmT)33n8*xG6MxIoyZaB8T6+Hl%QZNKO<w4-hljvodBwgN#3;-V
zSQmI<-w>fsbGB#|oP$m;hEG)kWf3B#cHG>V`@i>tX!H#A*K(;VJcyuY7jC4+VHNX*
z>ogA^u3Kw@q^G4J^vAWx5pS5gPRT4n5^zV$DNn}|J@8z!+E<Qcf#X-G21>PKiOquk
zK)MAYS>8&gV`i!s!MOu=Cp)0;XwI7(MJv=5Ar+%E)TEgw`ojGlrKH6|5xd&fUO5*$
z&23cnxpb}U2(7v4N^4V-|GF25ZM_=4+~{2C4Un%n3PyIPieZY&Ora}gJPYT?3XkWF
zlu^`b2`RU*7c1y$-FArd^3tq(9dF+3C8~W*SmCdTiIuK!xdo;Dj0ic{*v1-1gT7wP
z177azo|$5WL5zqf=Bn7+Fm~-0ja%W7MO0AJ>=8K#!XO%#W^z`=2|PbKRCMS+qGFkR
z@%tNJHd)Q)Y8w;+{r_y^Q)aMuEHn>0Bz~_%6$?<bDFJ0?;m5HK&$P=kIbcmhT)oK$
z3kW4$wxgTDuj!p!HSg?KOCA()VmFaXonBG+ELQPJnWs*A{o}$XR95IskSbbrV#L<A
zPEJnjAerq>JwvfNbB|~~6+^h{O7WY3wqKQlO#&8889U%P+cQ|7q~U?VEuZbJ9AbRT
z6^DDRV?fddx+xvQ1^kY02ty%5X>vjX)M};A#Ao}r^VS*j_R_y)Q#@FS=t4dJ3Ar<v
z75-qT+BKrHl$0706vu?Z+}y9Fh2$TKW~hyV&@Jak9a-pF<Q`~Xu1jEt5n@TA0BAl=
zESo7%33d3CAa^5c4M_B{Smtb}(^ESOb9|ZQfHwP$%?z&S!;ek#{60S_&zUtZ+3k2T
z;#-<QgboX3Q7tKj%#Ymx>$OX`Xzv!1wNxPQ<Taok-DTnwZ6PeuB0bK=4!E>p-Iyhv
zP9D(a+i7EW80^9Zb4esDGeBLod~>#gaf5*gZ%$O>hvG@KIfJ1yx;7f`gRrfjeCRrX
zs$~ksmh#A|D7qrHS8f875Qzy@;Qd+*RQHxy=61P}=$x4_>U`Td3tcOGo8C&8jfNF*
z<;Rz3XRZMGh<DeCUs6&QnGI9H%2k3?5i7vFqq;#BmPeEQv=+twlO+w9LHPMQVn`%2
zmf`f6?2bTS+-^G2er3j6=9fNW&NH0K?m^eDG2)!&{A%al2O?=5w}khB3Ib8;aM4T%
zdHmP=!SyJ75u=DVUaU2l<dN!yG|%60+-{LHg!%igtj4Jd*kK;;#|&?9w~#->ui05v
zpU)g7S)lBldFexUhh>O;g)}{^s7DX(9}v(wR7!(6gPPf6;b!r5)IiZpC^Lk0rAm%8
zlm|&BVTPUN$tBqN2&LtZ%PATjmbHCjHwOY}y1c>tWBl{FdS!5Qr#{JSDwZkT#Yf;*
zqSi_@;>Vw6QsJjE;Fy@8WL!ywRrgzX+e^#U8SrZ!ZEw7kBcZ()*4uqFrJiC1cZ6r`
z7@IYT*e}!32f6*WQ0?f#<J*Pd&vvxu4Zu=rE~tFSE5-^QUh=y3NpOf1i^5*?GskP0
z1P~J~mEV3kDY}sd&n4mnUK%0B0jt-O$1`<7$cwYm6EW6GLG&}>$4F|AdzEEA>#Qu#
zqo+fAy>gP+HkU6S1fuXg&1a@&K4$4kk-TVev$-R8iD9C$+QuU3YJQ%uWZ`nC9#lOJ
zEuMJb%1bfR#c*fM=dSAwkywfQ3zR_Sof8XZSWDXmw?qGmvy@Jc|Ll3~VuZSkMIi#O
z`|{<>*KEh3fcA~K$O=3ViK${w63ftxMy+obGS7U9vs{~LdG`BSYDGgsLn!WbXXDNL
z7l-5mUmQtkF^)}<Zkm)oI@MF!pmERbKu>J7rM0aRcIr5Gg(1`&f#m49ILgaO{~+)4
zR4gnTblyW>Pu6pWq!qDaDAR>XW=+k_t#UU6xZD}G-RxET*HVXOrcbN8o>k%F`of^G
z3r5tXR===v7K<p3%axDy+G^A1I{+UFjtNQ~m)j!7oy`-uEpp&1PQEq2j5YF7sgDa3
zn=x=9$ft_SdOyGHf^&s<(*v*yDJh93)_RQw)WJMmDfCnp#oQ)EfdXUtK+TFpX1Q%m
z`S6dLx$}#|vB^p9ka>$W8~H<c>QGV@N&hJ>ucIfDQ$3cbZwpT&zg4?TE<KJ~zZDXm
zPBYYq(ail(j8)w2lZ#z|k$ZDv^RTyOH1LI!<)g^9`A)S0#SQdp|K{5kv^@Pr=*Wj-
z(8hk)6Zq1rXA%&G$ahmE4g2GJN<BhPCux?NM(plYBe>g~3$UV|<?M2`J$E~+H0QX;
zKM#JIb93FN<qm8?f=)%oR70=Hl&Cu*21C&dgpDuR3By=yk|+n8>4=ti4ca(pHIGy=
zI1%sKyIb)TBPoHm-2U-CjFOr|sKkP@`tJMI$wGD-t>Eo~vw@z>1*gJ~&M4}BCx0=-
z_-0%2wUmfwS=i#4I>8(2@|@Xx#3RIrSDal$C8p%Gcy*G2?^JbO!vIdH+L~LyQ^;e-
z@v6M1V7a26e2om0ah`6sw%?$R{3H70E$lQ?ZWD7#&|8WK_w%~OfSPdA73fg;8u5n=
zVdqnCnJ_0!)D`>%1}l{^s`<KLh9yuS@maLj87UqnLLFA2a|+KbmW;C;L%HhFW6n*V
z4RCgIbBj+U@+jFp$T4gyGGJ=OaP_asby5c;ww|<T?s|zF@f;z`ERjGJSYfC*(P}1N
z@Z|#aAFl&HfN!GJ^HlKAVvQCMt!W#-G4>zwl-a!8peO#WFwxy^6jifybLB=*nbZvf
zgL^85pJDwjrPhUNKIFa}_?RLcR?D3kg5S^6rkQy$V-X0i$Y{jU#IFvu5+yA6d5F2_
z(6rj?fxU`>9SuO1h)0*wbFnD*Z{4n;Q)K023k?VKSZ=2~YAlPlPP4N+>SK{(Y4&Ay
zClEDL^SgWTf~*x#RL86APCK$)VrC|POq5md+az;nOnVmC4X>}KE5@~(t722U(u~aX
zyVqDS1KL|^>nZ#HHLz);dImP^3w}L`mYJ)a{dcqSsr-AT|NeX4=8}P$U3S2Sy`{I`
zx;wp;KFCAwIYwSXWWqU^eX7J4FK!H~@E`@mb%Y~@bqjl%(*3q@_I5-g%qBbp5*r1&
z%3gHOZm1OaXRe?~I%RM{<kImmeQ;%}VhA=Nj#&sP(hKt(tw_Lrn4t(;DBO@Dm&z;q
zvE0i6Et;qL9GF6a?2uneC;?XNu++ag{91bbKT>IpT(ifoM&>0s_cFi3+p=}{6}#-m
zdNS)i7xr-}zz)biBX2?7>Y32GUMcL_X>D%w2V6+In(5AhK^Lsy&oy4aXGlHBw`;f7
z=z}f&l&99UPEFCbP_q$NyoMa$vx;=$r!cn!2IH#y+Ae(u9FDT_$#{uGNGW@zd4(22
z?}<-`YDQ1}yIGCfNGTCdw42vnI27vhCE?8sw1vAOo>?(BekXk>@GQwzINhj1)HEDU
zKELLMqIH+K8rEmxlv@EVS9VR8(n+LV)M(jI>N+N&I0~qzw>N5cIrsb$dxq!bX__v8
z1&3)m<*9Xh3QAPmjlAd>S-+nj8EMt$hicgneodRlu+eQ6C~h=XS`>Pd@5kAFEDgGL
zHNszB+58mIW}Z#s_ZJZxcwHK@npmsO4kdx%8}Y~NBT`7#1D{J4!x<fzG>Mg)7m~k%
z@@!1G7_Xc(?}+Dmc^lt7AeMW~1PXYAGUx(?E7P4GFfXV<%gWW^a}W)4mHx{W{r+aP
zeM@_corUG!>!Or+n-itG13k-mUtFl%J{8w@t1(LW<&w1#JN{-g>T{d3#9fm+MOSWi
z!AeVebKqs!R>Z+f?D$sqsf-L>POY-byHtB@;OiWO5c$l(eO<?zixFQiZn*;GwI#}>
z?H}LZo|jLQlM&2kwrAdxPmgNGcPknf7)0o|D;d|vD)|X6MtzX}@p?RVx8UI*ls^^g
z;hNKMt0UdW0@DxN(YyC`Ng|Br_|mRTc6JrA)l62Ap5iR>SnDS8eG>EbWG`2@k`i8s
zy^=Coqcz#!y2gQ5GGU6cD;QL9@vL<qefL_IuxF2cxm-2tE!$2{D_c(Uo4v5KYtwC{
zbhdBB?eFL5#fME|xXHH2+IlDGQ_9hD-vOi;;o%`nxz;4!yT&4-QSmcVX)O;;Vk2+z
z-D``-7i2`I?r6SU1k2j<JZPn~pTIBHDVZBb;+`|F7t3J1=pP3S<#c~8y}#8e%Zat@
z{615nxtPDgJsvu6iS(FhErNtHABm#Nc@GVuKK5wPmpjaN%LvF1m`CVp7KF=rpN<}{
zyW)|*u<K{n_YtS#w&QE%O`5y&b$>;5nLxwZ;oqDh4)n54b}`tt@NZcQzmQEQS}@*<
zo9;T6VeMot$?RUtFpx@l>q5;$Dos>&_r}|M>bhhlnUKB^UYe@xDZS*Rx!{5vd+qg(
zMtD_S(om?)4yX7zXcTj1Co^jIPtgq4&@ic5T=9G0Y|w;eHtXh=H?Ko!dCQC~Hk&h^
zhKjBiXtT*Xxco$eoS6Z#3M~(dHw$pvQ{~6O&h~f^dCBUzko`QZEcxh%d-kQ0iq%_l
znS~!Su(F<`Ij_Eu%6@)P@OX1QK`G?tUsUpYUbn+xy=C4#%8Fw=#>-1l*O&0zQOL{F
zMD+{4A9{W7GU;J{Aom_sDnk~F2ll*k4KZ@Cnj6rrnAg$GKfkXr{hlq@CzvslP-2O4
z!{#Wk{vRp-PX6iSvNC2O?yq)5f5Kmxke`$AYdo_jZEb}~$pWid*;=NW3a_=$TZYO=
zvV$Bqa_re97_p?j99w(x%urY<ZI^+}A>=pPH85tT;iah2i54=m-A8oVqr-h)Z(iVP
z1)1`(r{y~b5-ktBb$se1N2XlVRy3ogr3SQVBbI1*acPcnj%^N|DDiH?Dm!qDNu852
z*H$`n4Dpbyc|FIRG75vFA6w?Wr5Sn@vAho+=UghKmbG~VsBk?S=R3d8Ib~ew^HJ)}
zn__s|h~|nEH>I+&*$IdfUhgid40R6scKOoTxpmvo-5Js-Qg}4vRv!_xY8scx6J+wj
z&mDq?cD0~o#j~92x<Ytdppb+Sdwx8x(LO1kGtRNYe{A1!?Iiko4th2IS2X;!AZX#e
ztm4(q7wer+S0P%44r|URZfzI!45?|p&MUroytEZ3>p80*K@ixNZb5hF`+5``<`=^U
zj3drE2^p4VQe$hOil^H7yN=(@DBhUzmlLf~aJuzAR=h5mV&!?wXk1993^`4)2r&Y;
zjyHTgY^#I99l-~Jg=Z~$OzsMXGIpn(KPnh>E;RQbH6rnTeubekwJe>ORA+%s;Ew~*
z6#H>BMiwcZ*`~SQ(}~|n*ioy^CFi;y<BA2i%)_g={pHl)36wrDF(K<~Q`20HpCcEN
zrFUhVb5+lTH}5oF(tdCZv$xC-9TdQ+E!H~z)yrMhSs{IAt9REhi5(3~pfK-iKM->1
zR%bq$>b51i1|{X3h=e>b@bmLrO{(u)S;wutuyW?z`io>gG*uubO})F{VUmFrR}YEW
zG#+PCRwht&>DW92R~b`|oMF{oRZxj;wRMq_D*MPCr@QKgE-)S?vpe4!uD1tnCk-v>
zX`q0&ic`8Nk>OKf;K^3?R`~fPfPMiR*;h_tmvgy+tbZSF1{du1V|dsVq)GoHM~;LP
z(MKd@bQ|tC@a$M{d@W6cCW7uvATXnsT&O;MT125`s!op!FogMMs)}LDvxdZmy{B(|
zy*#7g(YDtfICa=mxUq3$0jSeqv01bXt*PTv8mK)}W>{QRAy!frVtna1@1krSwJ9}W
zxj=_|S6kwQgN`ZscfBlBJ9!c!`Z1$pYHrT0q<{t`&^8Fj;$3ioMIa5+uscsWF}^K`
z1U!wt+QlEyJl}vWTl*v*uAfhF&D;|Yc<-QFEheeq&DlHY9?AXvE;KEflJbrzR38Of
zjapv(mFiPQ<1L#4r+qv_VkBa53&L)piJHXEN)dJO6-$aLRI65ceLjq(N4tPV5PJW7
zEq`#nM$bW%RU9SpoP~Pac0=^E@K=M9&^ssgW^D|HJN6y({oyXft_IQ_v19S(spRZ8
z=PW|>kYhToRe^al^>)4=XLm4%*~$YdfFX42Xs^sG-Y2X~7y0d@f(9k4S&iC%ty(-A
zrMK8$0lLEop^|9K<XJD3pnfxQ$^3nJ$3k~sCcBh+^Tvv|*O;gTi0+1>EO_N0egzv4
z(@Q&|Yb<bd$Imcek{%sso9Nk35g%g;r-&WB#Rc}oMZqg@yogMr*pr-WJ(9iX*&)7q
zoWfFq$YqN7m&F~LE`PD?a%?3}u;<jZa1NQ}R=~fr2P5j~QG&0Sw2LeF8T+GwC6|7Y
z{fIsuD4GtY&TGdAD48=T@{m1u<(@v)ca>DlSJ3q@dxSXbRBD47eT-Q2v?CyLJr|nL
zELV@yaj=!;fbq_(=F3V}rF6|`Qw^2CyKfNYV>c(PueAntD7>5EYVD)sC=dy@c|0rh
zha^OT%pR?lTM<a<dZS&gS3Tg+wGJpnWcf41g6Bdc;?lSX-MMLBQ;`M@DgF9YC1V@m
z6=EhL^1abX!ksLI3~1(+(w~~biyCh<ZGy+z-zp!r(~v<kIlX1Yg&Td!M7@c<IZ*lK
z7e~x=c%1u7HDwR(wY8B9wIDWEO1Xs>H8js%B1V;y7XCgd)6vlWHrvVGf>?k!Ha^d|
zp3`eZ_$x<2hY&*c9jJmTJSTe@6A`=Dq2@N}MiLAP976>zfup{yr@cMjzZ`9EjM40y
zdv<2<lw-fZsbh;uYkns*ldx1Ef}a~U=WIaLXCRbOGR6aLr3}r`OHn?^(QL#etpvn*
z)aW}3+_Su*eox?s@^Y)btU3&N?E~ufT!K&j%o*q;qv;Br6(M`G>)?0HGWzTX%kV47
zh_s2yERc}|Om+v!`OH!e4TpH&n(Pce-Oh&p<5_FkDqSWpF5O7Bd`H0}69|+<t*C`B
z_t$MUKe`61gLP@`r=zh$y1k)kh%h8|JTwWHJ%&0D-(!(vYGSf}tZ<qDA<ZQ9O6#%%
zmx`*VPggt~RxhCw1_^(Wi1w0>Mk~jbcCz&wb2zKGRZsjY7O@BKF2_aZ$M<^Ky~VY8
zm1p3LC+@IV<v3#`9@r4}?<amtgqBk0KcyNewp`~XP?ty4Mj^Q~o1J0|hcYyquh0%+
zu^ge9nO9IH;_1XvdWJn0Yc`GxT>B&@u%l%lyWRU*>xM2Gl0+?PFo-2l@MG-sg<1-6
zob#pWqwJpyF8eGdvg$7YrF=ghA+2c2d^_rdkK1?x{QD`$@Sd>K66D2OGvi7`I^ka3
z&mB_Xw;R|yr8Jc!)Jyo`O`A69#9tr#8*c8lN@{~gnC~k6=2I{COG$m!A<b0Y88)`5
zwnlA5x|))_3LviFkTa4)uEnVXB<4n{<;44&4YC?NU)Jq%IZ#<yxz=cv)b(hIvflFh
zyb@OC^WOj0%l|v-=I;kpt4gv#kNJv|(=pKTkwM%1p>V?A*<HQ*Hy{^Y$>}Yh`W9<Z
z?-}Q1U6!AJDc#n>;#uW^n%ge_$~PR*x$}Sc_T}F@M^B!7b^rc-yAbcw#t|(|+g-`X
zR~IsBL-_=1%DG@!w9U1;I~%R`CeD8TKYZK1xnbn>%@{9ogEGJiet-SnvO|{VbNBrD
z3t^QmssWFUBu!AYf7gI_V$^x(&e^@A+bsX%kG4u9k;u&4TvOToI{$#a>$ZaYf`V4~
z)aD0rF=lt4lnuXl`SNeTnj}7by5(_ftQ`7(z@@FS1|27z%S}T<DnD1<-jI-{`ses7
zj*edUKLD7fv%+sEu7U`V6v@|l^EK-L6>`7;bV2`yKx}{fxDntKm!E%Z{*1c1I>X|g
z%zqaLO;J8j1-d%(xSW|#*Xke{ujK!^)Em$+H}H5sX57|X7=F7@I<juZpWk{M9X($|
zo$4;BtC@KSJ*6nFl^|+>BB5VQC?up4j&73bIKlfWd_$Reh<Ty?-!gg-r+aGaMn||*
z`?dxC|NKx&YU{1#?f+p~|6jxwSTrs!CqR8Y<KFUGy|d(|3CJ7Iw(LHoUsN@5Yzg%E
zM1vkpFOUAXefAdMW`L~uI~nAw@e0r-hcYZyIqmxo7~5J-0WAOpP0u);*^g_KzlO{;
zsx*hNQ&haXyyig9tNFo3c?qnuD~GNyk-hrSso&6&ls<NooZZ*t%@toKYh16`jlbju
z9X*Y^7U^<2J2udZXx^|&s{KBVwX`RC#M+2lW@fpekH!LoNt2^T$`M;z+qrKMa!ti}
z5$Yn)6a6rtQkDQ{aso6`Ge0*pG~bNX-PyUY`q2rAw%6}ITAcrUJ<RFI%!xr|TZn4k
z$*5ZkRkd>!#d9O+!@{p3_LlgUpBJ~5Z<h-9Tnu~lZaEBH>4L}&1MOJ_;}sy;irTbP
zQUYIu{ra-&G=}RL^5e0}PhcY^{2FeE%B+<-Bxg7-IS<yWdg9@_x%&GgG^NauD>$>$
zTfJ|50YF*;7(B;{sET41K2OyRZ34o>c_s*~fmfh0(zW&qD5URD`)UAA<-h!^!3^}z
zvw%cW{#FGxI<#;6W)0Bh%HMiH$iH~;;&T{Q@RgBgGXhNWU)7>Lel-Vk-uOSs!{+y)
zLN()@?d+J>2IxTO4XnKbdZB9L<KypdHEs*&`*3G?0$XII%X`@~+IDUR=&-6PClJK(
zUmvTadS2S%DZ_kz*raJlyl^HUS+Bs3^kSZ-H&o`_mv&?m4D=Q;e3=V}CClzWp{H`R
z>=bIt!1TRXy9!LQl+>fZ=Zi}Mpn+af3G0wbuo;?rqANm-T=1N70*!b<t_$GMI*VM-
z*(7TMbb+DVmG%=5YhmTJ!s+S}uuu{~YrYZCH$S8FmfvpKuj4>j5r>BSd~Om}-X$8t
z;Q<`=`rwM<BgXX=urIUsBP}gs_QJxt{Xzi~qt^`DvIoJv@dwOaGcZk2@7<!dC>+|n
z^F-YJ`>UyZdK#%y%PCMvBBT5Ln@_$V68%zHUO6esp#App-1G-S)tcFVq1beqRfQ0&
ztxQ0!Wy=W8_KGFa`4dGteWPT-Z`E4Zd*V!;knkhri?anu6a2)LSPc3wXYgocL52kI
zGLI|C%)FrG+dmf22YM36B_2u38*TcnVC1az8iL|>5lGsjJw-J&{kLu*7cvp~$T-_l
zD0OLcPfy9ssG7N^<FMEQo;mNA=H|eGD)fuw<m13OE0PdmASFZPzcHlp^b}urHKagL
z2_aiZuaI)H6F3z8+W7L)yv6L*h}?wg>8j>Qp^2X0xp()wPi4Y7IX%s(cKsYxJwP6z
zFKyoo4KxMT6U?#X#zU_NX){UVVF?rzIEGj{echioI_TuEGD{JRE%=@6?M3>mmO8N4
z^Hjml+qR{uYP7!oLK-WPI>4C3P8jv|Zv(u_s9&P0YfP2T`SbS`wiN;FiWAWHo8Eb_
zvlZ6WNC<SOm6oaSMXxB``Sx*D9)KTPTFezrUDHo#V7(pPxi3`=D1xqAMBr<#yqX@U
z4)vu=k)$1XP#IHZ8}q8-*%X}+{}j%iO;4SA(wSOFPz%j1&(o5>i`6KL>4AVS2}qW{
z3j!KGd135SX!BDAja$5luG6=_>C5jX(+la5k#lQ0A{zl9tKaQ8xs}>W>9hX3Vsy)<
zyP;B28+NU4Dscb22EG<ew8EASx)4xHq8zg*Eg89ca*-0$sST~5pnzCh0?o9Uq#id^
z?8Lh{(AH{{1R)6#YBAfcL|UJ}%3<I8BC;vyyb+z~SDROPYIy|(mD8r!si8$f4PD`r
zARgWttO-FVEwotU?_HMhx3jfvEc2qbz)<vWg$b+M3$6DZEADGa)$QvK>M+`MF)VE0
zVtJXGrpAs(>u!NgW%#>0x#`ecK7f0_n?)q%zk4^E+lQ2914^~UpWT*%^#$E);*bzn
z(L>8!*XI%>`$O4~Cuun+WmG+rJ;!>SHW@hgH*X{nPH2o<b}dxQBWpO=4pFcitg78N
z`lbiR_Kg-Dk<#=;(h%g{w~iS+vZ0D&=i~rLctmz+8E(~$RSJ?g;4O*F6C!X+7dsnc
z0jq+#e}ADda@n!cKkKTU9pUXya@40Y58G6W$=YP)yteitg(N4rt7_249p`3hZkCru
zHpnSznkrkq>CTlZPHA(4E0K0!gi{sC2L;gYHh^9n^1d8;F7SuSRB`0rDk^90p4%F|
zxD%+kf9pT2N&!*4%5jH@2JYH`+FmKC3-M(y*J^0iYNry(2B~d6g1AK@@w91?UeAj4
zTzz@vkuud>(6IVsDzjBfQ=`^4-X^L6b)ds{ezf&;*y1dd-vQKZsxG!KB>{mTu%ZQE
zkNghvl2tV~o<k%AjmL#%$serccA9N7RW#KdeyU-9+ip#%Q}oq{Ou;h56X`)720hTz
zXp21=Cb9crG-|n^Xnp!$fAYhJpATR!cF%ZrVgrR{^;|Eq)+(v3vVo>$OpbTkNYh3U
zfwzPic`Qn<wW{?@cK*?#LDRg~0EA03Ts)VEsc3F))+o*6NC==dXoaMiiY}sGAAyEe
z53)TKh{FxBiN}jR{2QN?FKNofr{rr4I2$t7G{QE<x4BVKELHgvq!cV6KK|y!1LRg)
z)HAI}$m5sN7?H)6ECYuFcE8E)>lrBF_R6ul!J~#ZT?50E#yeBrUI#a~k6nPkO>7NH
zu@!-iVWJ)Y2eK1#Q!KA!${!g2d>*>&67iZW!FJ~Wjv312se@oBD-o3-3ijE|1T-g{
zR2G&N7Phd(BO@aqtf3On3&AJ{0U-KLu9w^YQVA5v@2}TILWN!7)5nWzIt$sj!4P(m
z;|S#L5^&-d_Zb&scoRohZlR<+NPfKX)L?COo0gNJzEZ<!35Ii9^`C#@qV{9Hdh~e^
zv33+tE+fbak1lM<0$lO+5ph7wbD4)(&j@ebq6UZXZST^`HcN$@?#v?=6O!`ccf0yG
z9+^uXS~iwY#2Txfw-r$U59CM*tL&KuWJ{$4Da9!ndL*(Y=@KXX`cLSv0JNN2w_;i~
z$)2NZ2+QTLgbfCvr+$kK>sy{Q9KHIVTFZ#Eohg-WeQBR)Zw;fGaxZ6?V{J(2e8)mi
zy=xgRlDz5J?Q98k_WI*H#BF5U)rc&y1knaPnom}w=zN|rq`Sa}rR90;>P!LT3Msr)
zIviy2tMa#*SJnZdwy?*NQ#lB-TK0ogTQ^Gzb*bw|j;Ond1Ew6bgCF?Ss-4@H#2+rf
zwgy${N=bS4vkP!I=9xmbVz~wyE6*mU2>{tYDZ*(Dg=DATc?k<u+Ky_!ye4sFW<^AW
zl8sIR1UIp<>cr8b>c0WLN}{ysRB0XO1UFW9;dNs!W3nT72x~vul5`UR@RUN?<O-{6
zx7^Ecv!B*0qiiEcif<Ugv7eWyg05nnp48Usw5?qS@}$i~9UO@)S^*a5t^N;p-XmHS
z<tG^jJU}Y>d2jvxI7x>I#_yQY)ZhXJM4iS1nd~KSRhGswV$F4J57?ar6A#B3&mJ9V
z*c<S4sT$dJ?6Gkuze=TLtiLiKH+l6Qpyz*lc%Twvws<$-`_4)>{&<W3rSoqBeTaWM
zFT6_TamydSU#!Tv80ON9OnmEpw^nkj<X3WTYpXi3FKcYE4GIdXT}9D9s^f4F<icY^
zKL5Nh+|kvks{P6QRxYI4P&drYk$id&!F%JU22dJ3zw7eGB8-M=bx{1h>m3NCl&_^>
z3+gE&9`Qi9c_f&U=|_ak`9Fm|LiejfF$aAPOG!O9jUa+#bb6Q6Blkb+wP8H4v4%H&
zVn3uDzCOP7bT;+ORzkA<?sTSPe&dn!A8FgzhqZok>9{WMLIc-AqglJhRkyF@YoGl4
zh2KYo{W&TL)x2}xU_nG?)`x->^OAMO)FHbY$V|y0`T>7-y+_Q+Q_$;i!RMbA`c7qf
zL~W-DTEZgfAj?R3?*AkDuG*b*|5Sg2Cb(GsF}Ln}+)=|C$BfD?Ibe55wVVGwlY?V9
zn)=d~`FiB%gR|Nc;!Ml@0yLv^esfk;y#iNDGKBKzziX1sU^$N2Y#YY<662B%Ui>wU
zzb^aIzPXbmj2HwHI^dSXN+wY@^gT{g?v3nlz7j8gtN){ADzBg1Vkrmyf7-aDrUL2k
zT}{)LEWSOQ(FQw*_1!OjO7gxup}#NMdo0roVwvbT-L8B&X1wRqOc1z5I?bq{{c)~G
zMhsBk)=Pzt=}QJ(9=KyW<kuri!`{@*1g(MQT%tZLPvt56ce2NSPNwdMeeMzR<JwBy
z*el5`a2zb`aQRb;5gz@%-p!%131)-S5hf%xWYX!+&K`knRkc?fr@XuVJQCGEkHkHC
z;ga8Bk&oessN?NI<Hl*c`=#TkTOHXy?EJt*ZJ+>;vl29Fv+RrAB;_kGY+nM7vl4it
zBOnze0NDNAxf7C>>tUB7iU7HB*Z1yh;Llc?thPw%JQh1d#pCA}znjKJlv~7_p*FK|
z8z8^$$mB${<=2+86MB9}AOAv}YknGr08cROvh37fNxVm2o7vIJsC?l}p~(O%Dhae#
ztu3`jwukTsg0n!q@>^en)2sUQmZ`HuKv^V0P|UTpu4=X17fbLFAl|U;d>MwUDo0M5
zw8JGP=uf>D-aPUmr2OO9MH$8}a<f9Gt^a)gs*Zkg=+D8@$j&4wDMrr3yRY2P3kkKV
zKMLn+eGH4fKBYc-T4jE#x9-s6qX%ai0B)W9@g_i@Ye3%f7ca4e{lG_7m0-e0bai!a
z`8<`FAP|FFGN&4z6jQ}c`T58cj`|~9?r)oCtN$K;LQ~8Of12PyOZ__IoLgQg9kz&&
zfmFly<PYY8K;+#GFexeZJ=?LoL(f|SCWee7vZCSJdaB)i&IMoC)@S;UmvOH6E~fEF
zB4gu|d>~Pq!DPaY7v)Cjppa>bJ81ZK!Yu?MvTEb?d*GbE_x{&bvU@Zl7^UXgt8!)n
zht=r4gh;$fgVup^F*geFL~HwYGJOgrM1QS*|E^v4Sf*K`>a$)-dir_5AA7G3myl1@
ztu-O@En62G<5fb7=!I8nEu$KW9ZJqiz*L(CNipS}!!My9Y-YIxJafc-ySKgtONxdW
z`v7}?j!qO`1t#{v#>Peowbis)t;Tw0zPk!tusrFZr}3%q<;(5kjJ)`x2d%63EwD51
z4dX<Dqy|=a2_i}?U{MpmGv7z9&y^;^0n@8Jo*AF%T;Yo#Vg=milEk4w)3NcuS4oP{
z>zDR=>WwdeUx0`l?Ck7j0;+yIIo?vj7!Ck6ZL;^!XzDIOf27PF<*8n>hQd2XM@N4!
zn$!f`$rvYRx*Myktn8|UZJrM!>(q^PWQ>5ian4%^%!6i7xwcfMVdtaa%jad4U@kcp
zg1c44`Y&A_%Dt2N0V|swTSn!+mfd^S+P89Kr=*agl?z@A`ny_^G_Y+(!aKgX^<$uv
zJI+oCPW6CSk*L@%oT_uV_jBU%PnA(zZ}83fr@zLlO$~lWf_|62&t~$mr}toew0j17
z#ytvUsJ)&bMD%|enEpO*QNkt1vG#UddnEvbuS)2`-rAFjjLM1p0`qT|)?mdFNNaQk
zn8FV1a!FYW$bXA(lTS6;;yy*JZ!UB!{R!~;SAdhnl!Li4f;j;CPQ>n3|96sJwM9|$
zD_b3+9||mnCV=Mtqe2XOUpdrEMvYW)isB`6P`HSzg4c?1jBTs+7C*_EAK-y1JrM|!
z#$-RrcxkP4I`<Cm7i3ldCTpyXpDDWEF9F8jyU78L=vO67@j*2herla(VL3O)0#<;M
z8+mTB|5p!lJg`Ypv9G=XDC?IJ8vr;h?yH|F{@vEtm?wW0Wao^H4CDdLlP6o(e%EZz
zz1ISihdJTLw@(qu)_F9G2ue;$5Ft;yU{$YV(nTVdwFD){jvsF==?XB4t#(ULgR4sL
zqcE^x=OnlayN7}e4S+EijITCUx<@3Psj_T|Ka3c<6w%d7ReUN2;LY{>u?yi@3)FIZ
zuWwA8>I61+6!0*-H+s;wN&7>w`^G7nriJW$J%OV3_XqOk2b_e~H0_hvx2pu8E<Ate
z$z}tHclW7)$94}NJ{-M2`|tlUFDVm>Ih+qdy#QV{`)0rrrnN|UUt-VF!&D(+Wx<B^
zy=me=nWD)#)eZapw;%v*qoS??`{Za<;YeVWi@T5zyfk5u$Pt%i!zp6Jd4Aq5p8yR>
z<zof_AxXPTRmQc<Z)gw=npu^pcyR~|v?N@*y2N@j^K)}9vQc%A8=oIRD_*^P`JuPm
zhcnS#lEDGcd@5&#x`Hc}tCi?L7{3xo*;byt%bkZbo}}EZberK=`T7>I)j{07Vh`*~
zb~)fXX)Z&+uY^u<z-+{EFpk2TC@2>6mrLM<Y02ygn35Z=#C2v~94!IDItA+E@b20@
z&c}Oe(7l-=&kmfarKQ&Ic{!rc-qyAf(MlL`WZj&TVBI?PFOS-|NLb~5yUUlqS4~%O
zT6}<;5K9|22k@>7eu~T@G?aybA)C?42_G<56a=XU(dJsY#B<=(*p<QU3LU-&xB}v;
zWg!TR)o}MF+gNIU0ka`*p$+KvG=pp^dFUiCtb)-~y<Po9?Ccb`9N}CJ1+1P3H-L~&
zgY|u9s&_=V@(#vYzyIz>Z#;n27W)&3L_7n=Wyyi<tX{09E3FhZdyhsboW}uc6Gx18
z!+{Yc!QKc7cJ6`){v@j}M!A-~?r4HBV2z|U<h|-M`>7v7cC>sH@U?r@VAANG;Rmbs
zW%*pGaa1k#Z(4r#h16*Y+~53~3qQZ(TB}=dWg$XF5+}L(cbTRiC5JN3M8qJozkyLI
zrONM-d(4%SWs_LnDU$nD87q67S!mR{On+)zEpg?x@R$b&pv%=-t)q;$ok5am!2wrw
zlwE0R1i}<1;?k8j)6yN$gmw9b&mr?|>2)05Qa?^OrF<OB7p}wetA~<KToi5%Ea(rH
z4K23N5NP(599%EE_tcRMf!$&-E)?c#W@>t>=RpFPIgJ0F*ON*}$unFy2|Zqgu$e%E
ze&CzN6Sfk(6b!hvaO=R>rtf~bf15V@D`>_2ZE;-}zOP<s7kf`<=fQ#A;%8ZWR*NYX
zwzKs{R{#n$X#F{)3IeWzJJ~}Ia3O@kz^o*dAablG0gXW9PINWj3YNZ)IH3g0ImT?)
z++Pb=FJ?Xr-g+qYT(ED7aH4W9M^Dtq-tD=xzO`QjYHV{Y-%JUfCv_efL!yj*g^hQr
z_Gq2Sl>MH}dz6X2{VMRT@X+%_+O8yCF0GyN^TA!>cRutSC}keWLe1?Xu0sE!x1JgD
zzMrn>LO(d6$mo3gIV2=RQaDW3jqcHS>NXxX*?ao*Y4c~a-c{Z8ozUlk-DF4f!Kql3
zi~;j|i`c>7Qs_PlY*^MOH<`80s~YPkddUUc>4825nNgLZ__dJMnPt}6zPwRhnX$3|
zC`lu4s;9z_Sm<2Q=5hv@&sIyTNb8*XV)4tv%48OX0{sk+C{;Y=r%KB5+P6MhT2N+(
z!m=ZzIko|`sCqCv^8$<@U6!m%!u!omYFE{Or9G;3@>TnlQV*II9<~1aE9p6~(Qgo^
zCd*(2(sff@blxhPf@jYU<*&&QWT!p%d*+Ywi2)t|dE<1I#B=nXL}qk5R2Cq9Z$b<>
z#WI)`pvxX)0&C{;{g8EoA9Gbc=4r5Ti<_S}L_H3hkNevv<?!R`#3$ZgcPx#{O>^|B
zEHd+JEK@p?mZr^tOy9asQz`?!9kMkay#<1@PK2DZK*b`n2`PwM$kBAmt+y;-WfD`l
z0|QWjfTu$u&+vAo)+%pbX&1xTJWXf%4fj~&Xg+q^K2EwqT9ezEtECITenBvi`>a}n
z7?XOf(kIk{SBQa{05|z1N9xN<$^a~?;w#CFS5F&qC=reuufSqJ__GS@_3WxEyZ?;b
zb>{kI!+UeUuC3E4lD36-k{~9K(u%ifMS2A6c&z2v)uAb-&%*FdPs|{a>LQ^ko9#3n
z^LCGa$tU-{2!HnlswLuROEY;O%=mSL?3?yJs?cE+t+6s@qIdd}rO4>wnsmWv-g95k
zm-Cy)d!yAk#m5w7@L)FCT*`LyUe4yFl;A;iwMn4O=aoTev^u9I-*~5QFWXVi>$XR*
zHMc8TF;$!8c;x-!k>|A>BUQXf_N`Elf`Jbe3>WFZ1=(oeqyESW+*;`oFh6~6CT~<G
zhsZttTpk+{W8oWcynSYpup|GXHS~Eb4$e9_2koou{QQs1F|T&((oN|1dr|3!_dS6V
zdkst1ygeH0<sLdQ>o1(0?v31{@WYXLdJVLH2?WXKU=pdj#k|PiO6@YQ7!QfpUTStA
z)31*cUKQ|J*Jq%iB0wd0tAgqCw~wQ{`*P&X9pkOK*q%b~jWRn2!3@jXr}av&yJKW|
z%o9#nisDs<*7_gaYbU}yFYTNeZB5oKZCsi1!)ufrm1#%LrFMF|>Sl{yh*q~=rkz+I
z@tiik%H8r5Ik1@oNjJDGgPS;UV`r<FkyKe${)nQDoRZG^>#od`i58Ti4!QGR$j5xY
zO9ZDvKABYqim{WWo^)7VVbDtHYr=NF$j)Y!iZgrvsAMu%hka3@v$nQyU_{IdGalTp
z(B4yFxl>B&FN=unKAp+ILnUXPv|u|$bvJH)IZ`#l>c>joljgp}@mX(qcGnn+s>SGS
z=*61)wVKjtXjRC)V=i7hQxn#;ADm*w{i<(2`%qR`9*INUwpdfAc%tiswao7Q&la97
z#P87SfIcVaWUK#`GVbbOT=9M_<dm?}ObwFnBLV8m8i@jc8>SdYqM6pN)~8+2B8k=U
z69hW1j5QheGC$otey*|{d>nw5;7(aF<ea3t{-V#fn$$LB(fY*ak@#I)VxmXPJ?aVM
zal;RkmR`@lbPu{ElTj=J_XhTDcSJf8<Vk-p>7VQ#dJrM{VlciZveqt=lBOx+ir4Lc
zgOX97!`QX&Tw46!2|J#g2(9&!d(VZ~1Oz_uISYznNyRbiIb?Awb0&B=LlK>1dTz!8
z_0Qgu$1SNj&W2Oy4V5Xf1I(%f!o}RWLbFSk%>Rwoz1zFZ4r^r5vgxH{G;_Htla$cT
z#(@O#dIX49EsnYb%$!K*RWejL)Cqk{c-7mjm`He?ttoG-g2}hgz&Kx0>Fm@`m%fh9
zd<W^*c^x?9WKW0tShOO2PLOC$L)Pe&SucPWtva`hL?HVCPCunj^Q=Vj3%z%d(odg4
z5~oP&c>|Iu+@3T7q0p;|>{y!Vbqop${4auZGq|slR&?i7V$BKd^6y-UHS@mdBlhwt
zu**`G-kItJ$4%r0R(r{r<&K}2B&>6=wzg(#kwSCp@?I%xbfs>nmsq1m{L8L$TN}%5
z$SOGGMl1}f@Iu+U$0Ml1^BV_fYyQTdi2y)ZB@VS1qH?i@l8*y;uSec~F9mTO`FOSP
zre~p%%9>6=0@UCob<#*z^*6BOib_B#7f2iND1-r&U&f9wR3Vrd7`j!;%qDw4JaZxX
zWXAb-7J$22#*V#>3M*pW^s><J+ReOWT}%<=gU=KYa0}2dR<_<I&-#3d<)kQ76PjlO
z>IL)Lz4<Z)+?r~j_*!9*fF)0N`9rQ(V>YuK|K)zk@v|nV!bAV5O}*xn=@@;cV5B)Q
znJRG!wUdx^#VpA*kX$eLoRR~*Q)&e-cl4QsaiVeR6(MrvUNKKo@8*<QS;j@|=tA5T
zSFAJgpJ=br$X+eAHGW&)>#BaI`}I%DXZePivP72oWtk_+*`~SU?LR?{@*C-vKc%SU
z{kl=MzuYGod^E;T3y#E7CGX78gDyKqV4yD@OZS;PQ{3^c+{-viTAeJ;Zfhsq*+8n!
zHS8wK-U{&4w=&6>Ad$+Z`373gY&@6GM-ZVQFB7)3KfO}xrYmVMJ6}<`*4Y_Oa4%4g
zSzZp)P=7wi+}gTaGfF`HWIFpnu$f6u6yuW5_@y>d7#z(F$d0!h=x~j+9{NJjLSEa2
zB85oB2*+9sd5aRPKi(%lF#W`oJZV1vlU>S%ODf`y(~(Znza-O0fl6K?8(n}gRZKgZ
zNjb!3t<s&6!yC*ovlXf^s$-S8K8)9lCp(U}ROZlrNhY;3_M1d3LknFw^-g3L(gEJr
z=Z7uyCQ3@^?1E1oGQJZbY3e6xEoTZE%3+|Z`wBSJOonDxfMo@X6%A(iPoOo)^|W-?
ztB9xd4GqaXRa^@rn-R#r*zv4Hg5a=Vb=NKdP>()?e;2|{6$!S@Rg_Ay8rb!&iXY01
zzoLB;|Lz&+jlL=<ZVkNpD(Y`_n5AXgoNPvO>t^w(W1wLIJBw+HKNMWFQ+p)%(3*e?
z7~(f^0S8k%xL?}fa+cvYh*ZwVtfuqj2)JTc=eK0bn8KdBz_Tx?kWR0cE;Og;BchLi
zaDU)Z6cx2clQRb@--?Z<<(l8}S3zX-k?mGdBve9X{b4ZRi_5l5ndlMc<)oheCEL2l
zaQun>TE*O3D;YTRPn0&>lfJ43tjLzN!4R!E5Hbl{O!mbT_vBXLg}E*=;)zUi#gAR=
zqQkezvU!6h!V4N<XxUxoWEB4&uHHH>s;FxlMo|$3q@+<838ke&Lg`dOaA*Z)Xpj&A
z0h>mKZjf$thE5fvhVDk`Mo9sIZ=d6RKhOJo|MFv>b7t?gS6=H{b}UAbL&Bd5x|M}g
z%s??d<AS4IKT8TK#kRRPMzzNWeAmTd`Jr7;|JN6U%CZagGExZ5d=IjgjgoJw5`GQM
zI-@DwU8bMEm!lPsMeHjJ^3I(Whw2Nu3_k|UOUdSk&)t=#-5p`>1l8ondmf;coOryn
z3dLin(}Z_+sY~3362@QS+PM^VH05yj)|V%}B9@7>ZXFmh$}elUL;Xk^<b!6y#{Gl4
zbN#_5m-^^VE)8>OI&6S!T%=CkjldxXZT)G)o&Q1Pyk6utbBywcsd*ENCTR<oO_5gV
zlc`jTC>K2z!eYBsU4GP_w)%5ln*Z88nR+DM7ctk!s3a<$!D0A*_`jL$=a*t<)8ic_
zNgfe;GH3*5)2AjjGLRJ>_fj(O3~WvxCYurlgBsG62bV2$)50#F<)-`)+`qg-ay;BI
zkWsg2Q)KAl3yS@ho*Sj_P3i}?tnjNOTqtbNu)b8Uw7xrh{#Zl-rwp*8_a-#}-f8GH
z@6_497Drj}4G-&@MOQ!PdxZ-5agzM<{XFTJrXzYawxTi_Xcxg{a>vdG1BK$R(+Qqr
zH|Gx3R6_ZYx+|JeLo+pMx~(F0k5=z5?IuhWEq@(aFAF9$Dtuj`>3O4wKghu<VkqS{
z|CqwjcCg<6AdZI09L(bFM;A#AwHQU@By%b#;-BMMU*{x<p3yZ<&rET{WtOk<9R7B-
zFFA{>nq+n}DX&q}YIS_xcczr7<bQBW)GM>;qq;-(Ly|hThlG@PcS#u?1NJh8yaz~(
zlP8oLHdhq{J3V>MZB(Z1LO>(QWRzZP49IFugUu>KiQ4PckFSIn8ou=eR1hg?Ig?P8
z`=l#D1h4C?Z*vCiSGZc%43In4Ri3MpW+!^5A?1DQZ_@L9#4wmCRVqeB&OqzoL0m%Q
zx=D5yh(A9oqBVvOgMd80i%(hvIj?*V847}c_7H9EaHLr>-RdDw7x4{}cCm(_s!E(Y
z6oy?5F;?Sr1YSC?ScQ2BNJpm`A|=r>JUV(T*eZ%LrK99I;Dw^po*8(qB<`X-e`Y_C
zcx1}Hu8UZtbpyHj7lyjRK{+~S$j!CmZ;#b^du)4vMhagivr6ZWi=?`w00#7)jM)}7
z)rXw7?MGG(fWFrLprQ)|ETT)X(N(K;uX-bGiIm)%C-Bo0%RW(F88&r_e5Yo~@vh2y
zs<Aue8*<hULpSh=$uMb@HZz?x=uo^PKVLS21=T(u&ii+MzeUyqAnu*vX^@Cm*o10;
z-g}kk)`t+*0m>o>TKBMY1CEZD3wTiC*t?c5jF)`;H!z;wU99g%u4!1V&9qT|btvWX
z?Y^4MR}KiG^5H7G7fJFQX!qZR-L2cc#lSx&kkcbl0(Drpeub=`k1?7XvG^e3u6SQ^
znJpebiQ_evn;D&=Kq}K~!xf}3+5w2qoWqep&@#XnC>X%#Wbrx&<hn6XV=eVNP+8-(
z=>Bo198IL^l&I&Cu|)||#nJ^t_x&`~_<WV;n&}ZH@1Iu~{i>bz(P-P4(M3nGx`Xc^
zc!ChfzXrM(BG)|+mvivNCN*;a1QZF9N%*<8$obu2GcjEM_%g{Or-tM5J9{G*eK_=e
zA-iK>Vdg;XQ&@hhC6tjCyLgsBPWbbcj1pb50i9o=0l2ZciR?%{yYk%VCz5*?HlL}R
zUCk4Jw73y@!Q*yf{v;8XWoK9QIEd%?+@7J1>^lj_JCn-yC612FZYsE6%0#_f$@&by
z;+^4Mc8@?neX%f~A?HQK$J~>{^qAW2TKt>)w1L6<#a9~i<_d@uxzrT6t_1O%mN<RV
zQxF_u#|KO;W9?Uc?+-0~O0i+mB9MF3_eD-eCjv@=QH1SkvXKz<rj?cs{2knvhN}-K
z>oja3wwZ^My{Rqkgn89*u8;z`|IR~tm1KH6ay&4k+IX%8J+XQ@g^J!ane6n}C=X{%
z0jGeZP{{+wPI~HJi-ZJnX&|L$8Wa>{30y~%G{}I5*oVy93u4iYm;V=lchk16d-=#T
zSJ55L@=QP8u{d;(ic&D*$h8{3hiUx2F<*HOb2lf5DSvAcwYH0xJ~mmbq#aG<$FdIB
zC2Mwt^KCU59H2aZ$N1>z=(972b?9FqkgIHKZ52542JnMHS>`6e0@3HWLTx{SXDL$<
zyOn^eD{jB;L2zekDiFRuL$sZV8zviK+HBvuoxf=j`Ut6t*p<>GkL0;Z?Kf$G!c>Q;
z*+_ahAwf?<X{ixFU}&bv`NuY60eOe(-RD0+8B#@x58#>>e6*%FcYOE<;Og#OfB-R!
zaeR8k!Rb@I^~vJYe4)**?2i#f#Vy(GshsC;q|Ch(jN!WweabtE8gd<`X&-I$F8|{R
zZoi?hN)MpxaqZ<1;HKgk0*T=h)-u;cuM-0~6=0Zj*_dhl8!4W}7r}+92RtK>*ao%s
zX=?$vLZUo2RinozQQ^|?^I;t0#Sl~qqE7-Z9cAi2!2c(<wN!SHUd!pc5_(~iBB$T#
zY&J-l*Eo}~oC|(vB%*Iu_?{cirIwOx3IY>xbD?;@OUdsE>V4DE<p*QvjLoF=$TNoi
zzQ}<>ZG4}BA{W_#y~|b_-;;IJ=0`PTRYoTJeYj>x4b#!RHZ?0fdAyT4D9czUdxP()
zs-$3|m11D){^@QNlG8}CKGkEvn;EVZ5(GiDIcxWKMBJ9^#cxRO*XsGoS@tt+dhNw4
z`~8^PLuByn7xO<i%~{wPwFHW@+r@Dzg`<KQ(jjgTB^-g_WbIj}a_bLdw*=E%Z6`xT
z=YqrwCh)hG5p^x18(&+dewgqXb7P-ocXvvFO4pXdQC4Lswrw4%j*|Pp)x$JU^R(A)
zh*TX}4JMN@VXMcuDxfTbNF+OJWKNN(iT-=m{F8kVomh^@u6DFIxQ`&kkO3;4(EtG(
zkK4GptC%c;Se0>_u-`cesTr+F5}TB+Ii_HETZRr5Oah2yf|n4j7eQ&hrlJ)#BXa^L
z!zz@qp)^h#9K{@8Cc}4^ZF?Yloo$;MqZO~LZ@gicu{%JY9B+10L~B|y6MEm1D=_{G
zL`2BRG1cMHsA@)=n4GN5Km-V|%OfkrF;B%jhhyszI>;4dviMDT%Gt@r{r%X7ZP=ot
z#JxYzGtyx?LGppabl>^$_q}M5r*w5zO&=5^#;RiR>I(IKcvsz{C<Xfdl1Q}A1sq&t
zz71D<twkg)eN69aH|{F#J5h|{+G|pLP}|R9A~*!MIO`(?mhIJ*=SY@kkg)0e&+ZHs
zj%g#<{R=u=fc|eL`-O5iOb(T?_~adPu)yG*;Zfxr+L}F@^6==K26x5vaA~4CcUX*?
z;JS9&V28<OCk^u`=Ol?u$&G0mx=zUqE2*_RBOWsxoea`X9t=P0<E{%u`=Cr8<M$v?
zElWBD1hV*8z;F1phqC}T+PJj77AY|AvvMt;9|4m3Xz^nb=->$CG;YAMqv-iClxIS3
z4VfAjukDfX+8C3dw(p`wgprvwte?G`6X?eD!}OViBFzbY)A<m&dMPWvd35U-uHmb|
z_psm*)-zR4uZHl01LZ6P8zAjgDml~nTvmQPk&CaZVrXgRG(ayV{yUYB5ZkS<$D7?>
zw`}|2Li*=GSop8H+BYt>kgm-Ut9Xeg12MX?Cg6q7#Vb(iPU7c}6!mKzXvR6%TmQV8
z>KHWsSNgvl3@_b1Oy@i(;IFm_R9VIlhco>~ys?kuD2pP)Uq7(eJbb;VV9bY$i*zUv
zs^)Y)ItP9@xi&2EFS&0OL~K^XJ|E(=JR}ZT(A?+Sm)6b<P5rpX`}n$6gLhWzLKW(1
zP*K;?m<f?p%Sq#_Nf6W!ybOR#^5-Th7=sGWX|}0oMzBtf4^Q4a720&!EBzvtu3p~y
zg=zEfFS;}JOtNm4pOR7c;J;FR6V%a4koM5O_deYKa%P69o^fq@rE8|tvh1F@UT95Q
zP3<1lzOS8C=)%7{6QBz3F!wO+uGX_TF{4u5Y?Z~YMXuBrQu!jLy6e{RDUdr(xHzFE
zM!Mt*-x58&;nJ=X=xpBdLa$;;D@857ugfAGrtLhf-Nh+BG_G|j>ivF7ktfMBd%-Ot
zN@2g@ZdSAi*1Erb$c_;DeV-JdLSw06xivr;^yNfWq~vHLxv)?5SBGfJ7~QK>W-y{m
zd^E`4VVP{rcm<;`q8_~eF3RWk@R5{#S!%lLi&ebrqG-!Cfp24;5bCSQ7F|X(`pub`
z{VH7Qc%W<FxSS^hxnTb!oy8oWWjc6oZWWH>1doSkncebLUOZX7e&&cxqeef#{y;0+
z(*3vb!v~MJjDp$?8zALJ@a+Pu4+K{Cm?FNt*|2}$FF)7RVMxU<kzBv4i0dZN+Vo)N
z5;TwS@Hvs~BtN}tGVWQNfa!Mj0*hH<U~tJ9A#}0_-SKVd{!Crlh|LR9u|ZMSh~*?_
z6fS6znr?monyhx=1}0)XB67WxAq(<~3CN9L0s1jW+leF1*c39&bjbO!>pLWj*{R>K
zG6-!=r)A?D2j~jZyO=10!E+_Bw!8=H`HKOt7xUA4S22gkN%U}RW=2t~a;m2Ok0O14
zO;IMt_r$><+vz>%Bmx}a!<T!};Ls4IUoFHJIWs%=_M{AZSG~N3QwEE6zA&E4tw1?e
z8H*2MvspiK=`(jC@K7>+{A(N%bQZRMf*yzKN_6mi(Gb?Rpu&+oJ-Q@CM!uYM^>51X
z$D>C6-^JahIddbZoKw{LwWn3aU!7>d+Lvjtb~tNlHjwgeSxg`w*SlJ}`%z$nV{@x(
z-o<c?rh6r3MsT#ULRfem!p@NE!5<qOt*-|GW$vs}2@1Us%jLN`D$rk(;;yvhRX2Vc
zaeRNT5LM`<{eDknyKwP8GEV$&CGUtH&qI+7)}?h_%DGBY<`-f;Y1W$Wyd@+wGdJJ%
z>>Z9U*5M0e!*N8<4bXGz#Hx|twFKuN+AxBiC$7Vu{=KQ<0`inIvn$t?QayuI?&(;2
zOCRxI$b2U7UA7Vphpye4+hWv-B#)qly`iwMewHXdOs66m%;#Tm3!3xWFftP!n4wb8
zs_epz;eIsq-TI#V+YmV$1u7MRuoY6^gzvB-@cYBdYRHDJ(@j=s%=Pf?V{d3#_SpRF
zoy{nrR8_eh9M*TQs_00qTk{_bDILao^dR=u+Ba-&MU1i!dJuY-TW@|w<dt!tE=89o
zD}>dI;JmtiUQujH7LmMB^1zsHA2=fb1O(s6bA|P}s9;GZvT4$-9Pe0M&N~CA4>fJL
zkvz-j5SKzR{P_O$7<X^7cb^_Zzt4~n-WdCYhs#E0rTU^vub2^1vEIYDZ#)8H$KsfJ
zsyhW0S@T{ouET;*!3wzFu(+Vcb&OG1?p1&h0^2xsKNBDRYt_MMXsIpQH8Xfk2w&w1
zofqgwP=fS?aH6!4n=`OOyq(hV808amJ+6278tOXP`y}3oAv{lWP5wOgZAs@=y5<om
zWj+jGguITlGWhm&iVmace2VOQ+XXSCLba<%^jq}(7S4bq=VbIQ_N^0}c7E2_@>X6d
zq$yac|E-yEtA2sXETN*C6j#rzo~TP2(8`=v{W;#BQ9=`VUo_anvLT6HY??<1_BsMg
zVd=sZPI=1h#a8(zw6sV-V6ELN8Qpgj*;sGA@Rk&jpQ{YMQ!va{X_wK}$}LQ#0b4hj
ze{#7R9JVxhw@-(%PRv%ISLS!b5G|>Ph0_jCSdbC_4W?DA?yr}q2tZi<Utj9WFzsZO
z@!XHF8{A}=uQ~pH{QFF|`p~uL-Tb%wcaT6W13v`zWqK^<ABtd|b)O!;(uQP#N<qhN
z@>+4TCr+t5>_}fyJ#emglB$mb`W$O!_;Vt8N3r+Y3zAS(nonv&RuVUA?w+_ohNpG;
z=f}mM(#^*-kxU|6vwuoDT_?@-=~rT)#TNzs2`#X)WJ_#q#J{H)udGpzejcbvxq4<-
zk@t5X!lHP)&@|;&bW=^f)sW=oHsno^Gs7amkyrz8f_I)ic)uCCI#DJOO6H?jO%_^s
zP3FWF^M?&L()rme`#Wzq{eL7K_OW`{fZqcF2^n+w592oly!>xqy(&#;F&6wg@o#OE
zd_RgO7l(^p2CtDbhn*J9t;zR@&rjYa>qJ^w?+b5+KJ-@<?f6xUPNs;jlNypD?vJZ{
zv5YL&ub(!h{I@9=dEnnQx~s@(iBd66;=SQEYmdnn+;`ED!klm_qc-;#c>BBy(Yv;t
z44oFwV9lTKPmah!hM1L{5<_K#l-XD%T)aIdG*iC2&MdS=h^*cl1E6gJf>(;Lh>vwe
zH0nHfw1SjvyGG|;rLZNtUyRlaUQ1#2D%Pu5x21_>9u$1Be}vtCpqOg}yJ2$w?oy}H
zbcL?ba(`aYezOU;0-3!mc7~k(g_q^N{k@2$4|QEQFXUeXLGSgja8Y7tCw{=+7Ao2e
z?giNGJ^NnMmf%uXw2_iv%kN>8vKwD{_MNHm_1`z&RjWduc=j!<#;9ZQ?5+$zc}acq
z?=>3ph?Mr}+9?d1ILOu;7MCAmgZ}juj35$jKa}>j?7r(1+DRM_qJgiIh;dq=7HYpX
zsl=viyLN9`Be^~C3-3$+Ir(q?J>R>0=|4ttzuDdFd2GK|u$vTztykIl%coeG+vB*6
zzZ<En4iNhB<rlbQo^a>4&LoI|4#+Y*#MAQ)Do`fN$S%IW#+d`-kclBcP(d2XS<ld5
zyM}c4oKiu%;-&iE#b`xUAMHdL&SQm3Cd?f!5qfQ3oldW={JR9K(0TvJjd9|}0HiBQ
z;ugpyFHQG)&t^*?9$Ib8H|asgZt?;3Z1d)I&Xk|X4@Nt$RYGfIp%*H^?$?jpg|U_3
zu$4qUhe*o5-AbwPHzMLF-KAHY#WS5-t#syt#8&g>YZSI*h~06}vQh$AlV$>p;NIgM
zzE~9y*6#8+>06ab{2Y0_mFJp-PF9Tr|M;@?pGwRv#2UtcbRaTSe1wK>vQ912vcSW~
zdFO&s%axAsVUwxDyr)JBfoq2JeWLKymVu@C?qyLL^@pK&o(fRs_*pj*Nj^xgG`;#9
zvp1PuE;i2gUA_I~Z|sCbkN5m*wEQT1ro6B-Dr{}~$^+Ez2!+^Kr}j4AbPF6VC5G0Q
zC$XB$%MRvvm;5>5#b9S1{F5;u__mQI;6PJ@aHDtQ$9ouu;3r%HlI%4FFV^m8Uox@T
z;LgV@#?&&cpy2Pj0DqsUqCc1AZWm$7Zsgjo;;_$09Dfy%gFrV~z7=n*-=f~~q=d;-
zuEclm`EP!K1A6{gh<lzO;T0@F0|JMRHf<53S;?n|>5`0fjTBVUdB}{Chxeno3~G-q
zCBJB&`X?4=q3wQ90xa(19V#KI;Kob7`UU~ib6#Q{l0qo2+h`TqQQqV^p+({;?nNPD
zD)0_+8~DC?bt0WEhmc`OGp2==Gq=LMB|e6>zKpcUriIiVh)(9SR)lH|920o4-Vbjk
zLN_%HM$Zy7lv78y4b3#35M~^tdd3R50$62}20sU9Q)2z2wf2bUu9GQ7nme@Z|26~x
zZOE6Bs`AG>@g_Q1-u~44LHKz_y1~Qr+aS3~OYyW-U8H=m{;wvc@#x+t==UWc(1eeQ
z$(`<46<lj+JB2+bAncmKy<c)$l|?w!Fa>o-?JJE4byH%8MreUB1H2Lb{mT&mN=jSS
z{bkBEO66$d_VAlJsq$zD41F(Ru0ccse3=aYOd+vVKfH_*Ue>abOk`<>j6O;|@89~T
zgJd)GAhpG<JeM6LtqzWCcWrbmj@7f`OZNl`p;g~#{;j%W<kS1JuAiNky|+%M+Q4%4
z?B@I1OmxXEYy#D~f^+I%(-{|J8LO3G!4QT8BTQm7`0p^S$^N^p`Z-g_Y5B~SfVlO#
z+s9IBHFM{1e>b_t*)$l@L2F3H>i6(EYIy&Y72QKY4oC04Pp=`aSBmNOxOd?1r!HIO
z9@9K-R`@Q_H??AXEOx-lAh_rOS-+Pb*c12FJ)`@1a@d;NmVB2t81uOmhx}$I1y(!a
zHYEzWas%W|^UJM5`A$n(e;(hShVH$bIPA-=6!ClAJJpIvBHuI}y<?EMmF6wMs%ZHo
zGj6l04Ir<5e)WB&%H%juA+O5UupG7fKZ{><ARC7Le6)`Q4qxdiM2t1R=yq3E$2^wq
z(~#9ui6~t2t*^LGbBA-LFz`SI@`t}&h4%Bu)3jQ(7^g|IiuznUdxY3z&0~^oB{QQg
za;KrC%U5#(#KZo2mpMhYR`bgb3xH(=q;N*(&VtiTnnjH2qExx&j-|ZX<CNBu&Uz~T
zkNU~lnEMqRYVJeGa<XI2I>^s|dkfx8i(&`5<F_4Ml(Zg}LkBO6KthNDVI#d<c0&nd
zzR4UYJ6#@zs>eKQXc`w|bWyytz03_3vyi~rz;`v+>wRy*-|jj*Nya{g{5oeOwzhG3
zn)ez@-!9#>ArN=)n_$CkzQ%PccGsJ1F!_02;Umk{7f$>XbVWB>M5T^H{@!~US_iZ-
zc381pT^tYAycB>(HPCHesvS)SVvDJ#S4Jh9?Y|4aFPl0Jn`E}Acooug(z!F`Nq)j*
z8gJDk--?LXs87!yU}l1S5PkS+OExY^kEU}$LH5ux;_2U`2S$s}+5~I&F><*9FLa$%
zEO(;o8<&%nUqf#t_;z+0jL&!p#!jRL#@^XgEP%vhef?vh&~lNN#^*u$&d%{0F5h+$
zVK+`~uR4(<Pp|qwj_F$pXfNe1UAoe?L3lMKB`!Svr|HO6k;?Zo`z|lAtzX)9^rc<i
zyY2GuPu1R6)A2gI5J7uKeHxPL$FM05uUZYhQzuZWoM2h1UMv-2`X*g94=j4WzrsSF
zr;4g-UXGAh-3tl<(f%t`$cBmXDZKbKq$P77n(e5R{}YvQsSc&-U$PIMlEvFIYRSs`
z_g{%)>$A%B$T;8aTK>OlZWmWK-<rNkJy^t_KN@-@3aQB(=Zb=PpdcGPM;p}7j+k}a
zaZJPY$6mjs3GEI`CbXyIv-<Y@7^t8waeIo@g2>HfI@}3Qv+kRu;y=Y|`*<!+xDwYS
zF@c9tlR)o-_?<1H@2ij1{9Vkv)7#Qe=us2@p0tMR{jf5wJ;uRaX|QF#s~8_zuiZD!
z(Y932EWKJ~w_mx64XgfE(+l!3NnHd?63|j!$RBx0w`gRx(<*R?eS#^P_7qF6x5lAz
zx(6jQR^F~E&Z%(O^m<`Pr%QJ}!HNU6|4pA7LB_&z`=okT(fxw^Fs871pco;o{4Vz$
zrbXsVKZrj;f>S56pJ4jO)?c)Izc}=|Ymf#Bczjvxs=8IE6u}su#9gHw8J){Q(=s6^
zZpkjv3cMkAT6Q!di`OGNv3PbtZ<CKl7eE4HwVwPI*G28i&<EVCp9j{a5!k<$D{E}T
zzn>yR9wJujw;UCGdO1MnzaV=}uv4<Oh=6jYYq>|``R<Azt?-A#ceF{s+eaH1XWr=`
zy{O9A*+|6;TEyC`2m`J1ims(Xckis`<-UNt))B^9MqY2t%$Wz)3>U#$UqZ6+S<TL@
zc*-+vqe=ZB)mx0g8LQ$_Lte^<)nuALQqC}?_@4NVV<d}j`0_*~EtnRIvta**l9yA0
z^#Kl0dnS2CJ?~9H5rOETCZ>U16#`+WYL6SJ45ye<DB;<VftD8AR7ut*75q>=QS<Zl
z;>0@@=+n=c3=k<@zI=He0tSIT52zjAZDl|eP;T==P@=z%r@hM8+d!>|9U!ocvo+!o
zsV}xvd&Wr#<UaZL+Bs-|Mup4~(OVCO=$QftNODp!9+_Ral0UtQ6jn^9prS^s3=}@y
zV*v=lU|Rkds22_N$#Vn-2D$(=Fa%Q1s;qnjn%@E?$02xEB;ZFi0BA2xDo!mh4gn-5
zc^<I<*h2XofKg@jBm*C9F~bhb3Zw-qEEM~WTnG|wp##JO4v)(zLA%sX)3#P>`WMw6
zjR)PmE#Td97ui&((Lq{?qM883&jaCfiJy<zeCg-o=kK<R0Yetl0jN0%e8IvY0C&U#
zcKnH_EzAqQFOV`&4=jQfd%F=sV-BMrJji?ySyj?*$!t3|2^`YUPn0F^tc4?_)Y>}_
zJO19QTKY4!!Pqi+6T6|pJN&m>AxJF9jiCq23>gjUh}=%PIskpQ0u<WN&<CiU<FiG}
zVWBKQ8|vul-he2*IB(`-vDi7WhJ#Q&1A{~daK7dCy{~{DqU<k<@ZYaOXI7BYIZ*Iw
z3Ve?dNwB-FCHspSL$cbUAKUuPugo3|-b9eV!$p{pzz+KQOVn&_^Nn3QMMA4TJOnhC
z!F>6yiSEfm*8wvnaFo4J8D^(t0R_!<6XiISl3DqI>ZL*<NvVbh`F2Sg(ID&oS<F++
zcq>Td`$zIpa`5N?6K#4rlTvF8)1Buq%%8(J0SrT#0OeHB30M&)nJ)Eg?boR9>B%wH
z3QvP8+|Mfl^h14BuISNPPaKoDGmCXMA;HU`A8yr_AcvNEm=64IbmbclYYcHbeFXL9
zMhoHmAl7ZwcQf>cA5X-<RGqOlV(U0@M-;rCTtWLF6b%}z7n}eG{ygZ!j>UCJ;x)>5
z00_2m;L@PvM*!z~kM`!iIR@AzBCS^LZ%%C_m@@!#!xB+6>HZ){ox9T|N#64B7ZOZ@
zEymr<OY8}qk6b1PXKUrF<U2s0IW#Uujt7VQ4fOE&>WbhqFn>k@-pnG(X$FX|QV)(m
zN3+_C7qxc)QN9acW>7~W<Ks<Ez%_|3D6VercqHpGry}9jD(zO}FkZeZlYLcSP-CE3
zd?C)_uc_IC2Q1LspWXWz+MvFcn@Aul&i6AARPmnttbFnLMGo52x<W6Hix+czu+3gK
zk=(fyq#iM|^K<4>Mt8o73?Ju?BR6iiDz?F}Ot+ZXl}+A&u>TEzjMn88_Y&&j=m@Lp
zY7bKbDQ_VTDiwtOrwj2v&4|x~-pv9*vzYNNV&xK2O4jl?=1Ue>2B=G6`K21SWdy{7
z6?xkx9MHJ5^AHk{+tJwXooow(PQYz3n|`sBRe-vnGSI0BFXd&>WD4IvcJcE>N)t_v
zR=1BneW|yXJcqo0a5A4(0fmYI51}%Daq>Pssi7@)ryBIZ7@@k7K(7cYYA6S)&N@t=
zsPKNucvNQl@J)QCAx=0!@&AEd^m-X{6(nQbYCIxR``_2BTH|T<(dlZEdlR30PJWIR
zzqhok%rtBE8a19fk)1vIW?SVZcYpH&=jpw<G9>D@XTMkklb=eag<l{WXpVex2GnT(
zFBgsC_R~P8Ec;$?F9$mw*jd-2f`+o?M+Z}+Hzdsf`eB#kYsJ~LGH{BWi=TmcQBbc~
zi)?(j5x*EoHDl>E9fnXmk5E)@_A;X4XEkR6tUzl!Ri5RN8C=_XpwP8p6{~Ccvth{x
zlAenYs<0C<G5&fCNC<LWy`Mh)d_UV7OhV!muXbDRlN@)NtR5UVH<)G($jG@Xu7N8e
z<WX1QxHNJmnT`GS6bJ!}8x<tCZkVTOcI}-!kU~$IMpms-&~gfb0{me_tRmO(=>sU^
z!r~0xm4CO3;)YTHetwH2wgOj-JDa;gB>U&p!4Y8K7#N+Z-T;lQHsAF@1^94b<ZK2N
z5i`AGByeHR;Cd^9Ks#a_iOEAl<c(m_D!<I#p3&u^>f(8J#B{@;Bq?M!$R}TEy93~T
zVguBoyEd_$?Bg+twb}wOhxmDb1s-)hcBq&{+0y*oPCbnR;EFESW2oB~+|mp-HnuoO
zujvut3oH*rH$lr22n3m?__6awn@V7&!aLLgXcf%$6ZZj?Dhk;>P$1Q6nzv1E1}`QE
z*!Z$^-*<}&YJ0N$9&}X@wAn;bc(vckX$7XF^T8pbW98QlEvL4wE>YaTYR?fEDTM5j
zT;-7f-BFqgHrm>lJ12i;0nQ^WT!s^*QlFf>f0FmK`i;Y~1C`aIZeh&p62+v!4bm}G
zz|J*!&Wea6)+xyhp{+}+jskm1n_DS^h{OeFDC&EuPhIv(dlxXWv;&*P86O`nXwgi9
z1kEiW*Q5<iy_VTseH;K0oIeCCae+Fk)<$vj&?KhY7R{|-gasP}1(V+b=_u>a$2$pi
zbk`Tj+i-)l%rD-n7_WBzp<B(i^d!uHY9K}5H;^mR)s}&lDKjRir`;^&zz`AyNE1`e
z<G$FUa!nc3R|9m^sR_tK7p@NE^Bd~&Vo%gJF90_){}5Fg-NBcq^I$3E5tN%VzFj}0
zU|``ydFxMeUDAGD>j^Jnd4m`MI|TZAXy8r|R7exGv-|C{P9LU^(*!V0E!HFWdc}+=
ziV&RRqDj6EMUok|zm^fqM3u27T9|jI3o6jz6v1BdZS!JYqf!Ge#^u;veYR=Qkor>v
zOjK!)FrU(D$jWU%i}QPug-^?}&><5a0jh`0WKSUf>*dHlpHTp9f<Yf--c8o5q6g*y
ziGH8`_%=%8G^|gw&7`HQw*A(&7|rmc^_&$V&|wmv&|5RJ&QbxpLZq-8=)xC^&#7N}
zdzT*Zol#+L0d_neuyHoktkzt^tU8JNB)Y+J)$ON$<%u)wg*A~wv4KJrskgcnTD1!8
z^BRCCPA6*a#<C)k!v@L}oL55@4v0hYKZ|+AdX!L)-uZ9?imlJlL7`y!#Ki8DeJ`jL
zs>klNAw2u*7%ep~Yc@U^h+5-InTM+4PfNUGysn%02av?AfkK&mxFHmhG?D##EeIM8
z2WX?W2oZ^kUScc)40_W2<8cJL+Bl__$u$$x?awN0<t(M}nZvo_fF}UO@uKFd)bEHq
zC*-d(0Lk%DOw>a7G`}x?b=ww3Uz>hB4K3ZU^D^7V7AOHt^kx9ymw_RJ(vU1cMI)vN
zBK+jtp10!uA<R8(K*4;?32v%Ft1ADR8+qUFSMgD$o$JH7{Pms65xY=6U)9VN=Ws*F
zWmS-czPd@pr?=NfO3gN1-g1(5iZm`%hD~XI^(H9sbhucR>DKf9LhT-coT|zbqy4R)
zPcYG^m!EJ$2fYNP(q7ULha^1S8K<cxwCCcxYuS_c(axAeJ>)}VB$3Bn;o^`1x>Qpc
z^E3AO@S-gDjLZ3t@4&0&cA$7)E=tlEQcmmJh4-1Feo8U=Gz21UG2iPK|1(5yVsx|k
z@N9~O(-z<6p{XU_V+TSgki%^20Xo5=v>-$PNd}JZ_yCz@1mtd;iynq2M9dcnRr{Pi
zMm8*lpOV&)QZ4&ofd_!QYt0NTKZawWtc8*Hy&tZ}u?7;A2T&LPb_|#16()VtE5fT7
zwjTX#=jV=X60e=xu0Mi(d|45!OMCa9bw&GHOG0;7gU4`+Qs_W82D*gzUqM`*<O@oA
z$I_AR*((13Eif+qKMUXOMeDb>GqZ!doUnjx34go5;im$jYG>WgOgtr94Ub>EZY3V}
z9Hwnx(|LI9Ee+&o_QJ(;?WJ*2#gsO@RE2s>p<7OCw!{=EwwnYw{zC+NzdEx*Qy338
zsX&MRR*}U{G=kV+0&nH5s9&dS06havJ-)mtJgjfFlX;hZW<)@~$&-!oHoHmY{z#7q
z*|pzL<eCUl{qpWg<IgDReLq8m*zZ)wkh9-o3E#u5FS&XA3H$N;&0lkB{82a7Rzg<J
zX%xSIoowL{DX?zLfpvJyT>;B9T*wI!Gz!LB>T1WMeP+IdfynEZW4ODLHN%Al4l8#G
z|Hiu7Be{2lqn@8mQdWEmRT?5+;NVP^@MZW8c0fRxr7vB1eFbi1H5^$%>g4poB5tAb
z%uvxmVbd+Ou=he}O>a%@At8oPYWX2_JoNDKSgle0(I}K=^qHno9DDx8`C`M*9nvBC
zhoiFOs;ld!&-8<Nd_PAUK{xhaiBN$eM;9%+j|$OZieim8t@3zNX!FsAjv-2@N$O00
z1n*H+=31))^2FL_gsOPEnBVJeX7%f9(BAxO*Vkrq+P`~?t4J7cSmAQ7`7uVipq9}x
zmA<<9qiM_D8cXsxd;B~@jykG@-@dX!$&8&cb<LEImm0Y%QwQ02VG8&s2Y~wA^AfU%
z@?E>lQ2IBDf`an>0>U@>x>zG|_PG8MX*F|UxBylMkZoE1(B0#Ja!_(n7nC>$iuv2^
zcPNCCd{HOYbZI{JMhZBX@n9Xax&PS~xI`8}89k^K-|%?^CsSn>1n?|Vq;yKxhqSH@
zD9+3>p*;TskoqaLL-#X91233b2-G1#+AVln*<&0g`K_WwP!bZXT1p1|w0Td58Ka}f
zfR=h!{>u7+e|ex_wUgJZe}4f$_rx01ak@B*)j{62Fr4R1ccwcgK9*9|`AR#*NR-S$
znF?;r$KGs9fP`IGmpEhwb;!Q@9Pd%6^GVSQ;_b6$gB7ZUPj3g1AesFskbMXUx40a_
zH(hQPMD|el1rh19ROccOpWe%eL1pY)$mj{f6bjlu%sr!dCab4$zJ~tmh%DvzPo!oP
zFC;U7L+O40UyKx#J4hBAF)5iXp$PPtRwi4gK^~uxhNM^+PHv}vc^&#)$JLT%8>Hpf
zanHl{m6FqPG+V%}30-g&e}PqE6iJdP!?k{<^%|xXfK%K(bnt~a>pD#983R?jl6>fV
zhUh=qP#YSf-B7+CIe$#1Jq4Dhf|q)<K5hyU#4tFiq^)n}W?RCAndGh&(=iiH*8uVu
z_?rw@+fb+$GpfcmP_TFtpnYmrw^QxD|5Fce%AUfp`>P9J@#w+HAniwACkrY{ULn(L
z?BN00d;aYS2!w<fgpy1{%dA3+y$t3a+}MQ8)lGPJE1fRaHZFN*RbWEatEL!n+3&Ko
ztuePoO%n9cdZbeKGkvb?yJ%*$&cupC#a%f<SQ>sVjG*{Z@1zxpi*{{I#c7%gQ;u?)
z8&(~^T$6a<yCe0TGbp5LsHT4DJSHJu-<B1uBtL*xegyy$5b$sJZ9$+DZWwfOV}@j9
ztjqG$5H&|Dx)Ii5#!HzxXDU;vYuV{vG;j|rX4!(WpDeE(CXBeG)M`iHHmWylPl+$-
zdC;&T!T^f~sGua6qDxH-Fc!W`z^St5{%2sx;KML?b=Xz(f2JNS%Gj_o)oQ<^4Q>kH
z@6&lWYd^u<GRpCIOw!D<1*`whKK$oPq4JaIh(!qiEOp#dPHIg9R*lYZt*L`VRn7Ud
z;Mu2IP(7L&u9Vu7G|e2QgFsB;4B%s5UWZ@$0K#T+|GJ=bKh$id?sNBZOnLIXet~le
z<C*8^Wd#~>DT%|a!1bEwoSMJ784%^w4OK`8U@%F*1MZ60)>m7$xFqt$@Otm~P?@ng
zOR<cuT!v>UDm9K9R>>iDztxL+U@rg*Z_d5WGIa1>e#9S0eo(+=$>_0lR~p`syeYMJ
z-Eo4MDng;zc-6%0j}s<=D-05Hb13Ee@}h`GotS`^>e1j7qa=(tNl;=<JM_?sKB0Gz
zUKL6ZOgi~vr!Ye~i6`<1C_IkKfSjcf*z-6WZ7|sSO>?U4d02_@k3`-T=eOC9FIL_v
zFYKMjCdqM{)|`vmu3O!Xe+yMjKf(6?oMA11q3KI?x+v+Cxs8Z)ds~P$E@h~8g%`^p
zzg-;^=>)b2e+QF1O;ia1pXKIYHFqw-f>FuOsv>kIm(QbwEhlg%nY{Wv>yKvACAM3E
z8-AnhTy~ZiUfn;rULPoyCB|y%e;~u4G>7v!NWUU#>zC*Q@pWRr=}vi0q<sUh8*!kX
z0q3OH;hVFU2n3i3@=#C<K05;MsSCWP-`4&$ICWs<lOn48!uFfjgg^nHG~t$f0ursq
z?D|T@mUbVDqTxTd|MH(rfoqovahsylf%tjTl(=dWN_^P4cBZF@H(Hl%#(N~QEt!e!
zgH-N5&a=P8W%oCkDq>P-z=-C=C^K8~3oleCK)|2_L}mSw)p9|d*v>WXhy;oRrH>DH
zmk0DOcsPK9C1$#*u=n<GP!oG)>=k>ewj;Lxv$O;Fund^ld>St&;1K1Cve&3@uZCpr
zlG8s+0mj|+j6FSg4|zO%CGVDR%JKkelZ1Ik9iC*e5kV!O1&SYAy9441$&BqwL7BDr
z*)~@MhD3?`7bFlh`WHU^I~NE-EB6-QZ=a5FZIUh@D^!yZYi5vBTO4{s3}imX8Edac
zIf)5BeRd#Yq39K|1A;%%|9mEF<`KdIhi{@beQ=7*VLif^01Atolaq7<Kpf)@MoNi#
zwk?1IwsTaW*d9bU0;>TmEOqxlxd7-8%e<(<zVB0vdHf8njmr(lnwBIgO_z=<ieuN}
z(+Unhwe}gDoq(6Q{987+DZ}P{<zd`><cxvZ3(cyd_nFTS$6A*hX342_?O*lsez!{T
z!iC1fAzc27OzoaOrF<&-S^pNaQ|$0gu|h5*APLep69)L#x0%pK57x;Ck*s4DklhX|
zK#mp+Dg0~n^P=o2+7hpQfweRSF3nQ_b|H4E<ltH{;2Y#~u%2_l);x~^04bY8LboM$
z!5s*S=yxI43cOCv65iT#x%p4q|K7lbU!NUevw5hWohEPjYnj!7@t#<cF9>yS73De}
zzJXA@wKnCg8-r(TVfR)7{?;>~oW-9Ny<r%h!^yKf)pK+XqqnIsAK;sDl&yXgbq;3?
zqop=pdPeRr^Y<N#L;CCNzik$T_v_nAa7r?E!kZA++miJ5k9d64JhN8nc+$@uGJjAO
z+jk0Lnxakn_Y?maB0aOx;I+t({1=;~$o_l7H{WW6Ifx&JlzBJJyNDd$4Xb;QsmZzT
z@-QA8&3{hxFMQ8BY)IR(jP?@eb!QwJm!x*CE=%&bk;=Dflv{;t+`JVF;8I{c<#+&-
zUo>#!w-H(%Rgee9LIZzk2k*!uo<S`Sr5~kDS@n%e?kd7hv_SMGSnEO5?X@w6BFQnZ
zD5iSaR1>@JMALS9M-IMc-(aX0BD3BatJi+6MGbs4`faiH#e&i0#D{3TtbGdlEkdv@
zXu=){-^KE8Tke5vp{r1fFqz-rrqWeBOl2B-&zk9it!rGSbr|CWERYHNa<h(Gd`@w!
zShNEH92~xd!>qTTzrDGNeKvd-_rf;GfzAgNrgG0^iQ#=X<CK(%WEMxf6>ph<N3zt*
zDa&JyAU7#sL4Q;cltEhTq7!6PE?R6~Dm0H(*HZtaSsUep%1wAHKyiIBT=k7q#S8Je
zp*&^)R`xmYQzWb5JUR=OrPIU8&z$a9par$eryoARD)?t7y!`S{R&+pJm-WX=;|<m7
zgtf|G#W6QGeuHSx_sjdA-GLE%-=Z#5Efn($;&Vp)d-s8%OBQ2!KO$n|OdI*jCfejt
z*{t05wVQcGtxMdHV@mr}lCU4jAFyb^2dm-0#}&DLbR}^<@3%S-{ri_qGRXBMvpL#w
zWtLNR;}70-`hB7*rhUqEFzh_7gxNK_kOs$we_*8_m*8qi=Yzh5!8|=b#fZHa@{Rjn
z&O&H4B!8zKF^cvaUObI-1hOEfciG0g6!0EB+nBfoh>JejgFiktF%#yT5)F|ls@No%
z3Gf6=V(R5<k;hiiotu%6pL)5T;#S9pgOl^%0Xvse&3CF6QzF59M^%t(2kZ?-fTV;E
z3`YYUMSlVRe$?*juz$J@C_laf4t@RPk79mFk>Vi%uYz2*G%D9!l}NtzNKG?w69jGu
z8R;e>e;Nq@SRiJ29tKrT<OVL;nwMs0EAdtSIC}u5CUQY+zMzUS6ff-#2HHY%)bJqV
zM&FSQSRDcXkvIz=d1FIz&1Y6#onoX@`d|pK$b#$z!Dt^P_4oaDJw9upQ@is{0a0SE
z_c)<l?>H|aa0q5f-~sIx3p9V&eySF!U--$VR|+8{qzkGbY=9o&3JM?)F5(Z<XJ?00
z@-x2qSUt&?%D9qi1)->+;;`+CwJT|Z0$bJ_@2aivR_ySy6L`8p7MS^I26AD`Lq&;g
z7X}-4=|QtDaS|w5t?nw`F9T4$4hmHbVsOOeS_~7&nb`?;8jz%)KU!x8$DFB$=`{d;
z@*VCOw+m^};DK@^L`s0f1|sguF1ME7+57hGTUr^QRCLxceR$)t*mBcbK8f!#zjc8B
zY)|v;k-uo53&6*|icdC8cCHI6@ZhI)BER*g`W<|opWG2hh>N=ks3Dan9YNn|AK)`h
zD<uX`!&z?2<mEnVCvVYTUjL+-DHQkR=1Q!tow!f1+Zum_Pd2cLI5!AKm9F)GFax5a
z;4!Uz1h~K-Z9)^pF%V5F=*E3BDhx{2#q~?KK%qlgIk>c>frK<1juZFC_wZBlVAQAR
zaAjgGezk#mv?fIhmP=w=^PM2>;_&ozL=_;n%)(;(HVbzln#ZW<=(dLjCRgF}7G0pB
zj&IPNbpRN{y=y;|pH=MjWxT1mPz1u1f-GbPAxE$q{S5Hm?i>T>?PV_Iz?UUJ5Oq^G
zTLU9D^;{l{!)d<M<29={cC1+!ZEJ6jfJjGOz?{D}K+8k}zk^1tJ>T+s`Edj*yI`O8
zk2+R6!<&ikF8%<q3@GMy+C4TO_(@Lh{l>#**$#1a_roC+QXw?Kp8Wp(8zN+Chh}m^
zZA;Ju@`Xb%1g#w~FIm|JPl3tLko+e4ZGiN;$h6~4${ckzPT%+@3F8g!f9RtDP5E=J
zZF^)n!y&yZ2{c_CvVV0jb7ULy?QanHDeK2@=I|GWe2qCfGqV*CgWZ7X#hXLuu{Ql2
zppCMx#={BlkU<347is{k?rmt5GSJ2#mjZCl+izGI9)C;g0`#ci`3$j9OvMpaM*H}<
zljMYHkG6FMB@@1_NuiD1^W9bG!Vi~MoK_(TbUUZS3+8ZOg8A#k^=gO+Sa>>lN4QmW
z*g0E@ewnrjcnRwOYz#dhMF2e>#kz@!6**R~v_<y3Fq<dE(dvppLxJ{xlq`Gn!XOV9
zaZMJm>XLIjTLT`|C3P#~2?m?Rn;vHIJxTz;@<5D~g000A?dEV9s4p$TNhChzU_%E|
zmvWhxZJU?Cpw*EjhqC6SP2c?*eF&uYST+R0J$}|)Vt5yjK_wu))5d_S^;$eL>XT+%
zomGV{a4H9k6?1+Irl$MvRJ32ID4_@pp|nDiin-ouknNZLc}c-|1>T{z>RwX77RcFO
zP%?3`ozU5g-qVmyqY$jgR7=%zu(bRA7$*Zd<oF~$-p3#E0r#d0iSXW@lwYAeQMVjR
zm4Fg&0oHd(L%`(ZVBeDAwpcK}iVNzE?nst0aID+arx!wL2qa!0kW*Ry@Y?lq5F7rp
z=3&$5ds$sGYRybpzE$T#K={0tCp0z#Cayj&LT02+&6}DX=Bso$i9;1Z`0=KI=!$g8
z7mP1%Gdn#r5Slvy?Uf{kH9%pN0XIPP=hsVBH>YBF$6$;VPz#7CX#q*^Nz=Uir)p1L
zTvo?_sDwHVp*BN3CUWG-`_?a)&-R;x=d+yq=D3vw#v~hg?Qie`?gJ;l?@1un(}DB=
zK0s|z{ms#I>+IhEohR}2*lFrxkS(&*#teTXSXI}Wi-*kHupT;$0z3(!KXP7a5EPa<
zT^Blt-G#u%C3v3q&WdCT?+tUG;wBDBj~`?Ejt9-AfdA3c`)q%#h0`y-&CW<Nr(}NS
zsd|;U`E5m%G?&Xwxg+R~JrNNw1ocEP!~7#;%<g_{OllZ^z@s}8qnb3Ua>4ZI8bVsh
z`CN~^F1Gr4Oj(z;T;?vd>gqgFlgIeh|FZBPK3t(XSQ5qLZ+%&V>vqv!mVg$Vi*5Lu
z#bZ>i(HzFixUvBJS?X!0ai{lEM`RhYjnY3!do*;hHC{2>9@irrj@k`}VgaPrv`%I2
z%idwdQ~f|5U)8z6%ah|!;P;p(H<F)}N&M5)I2p4f8{q9m=}(C|jJ1L}@{8u8qy#U+
z<8j3*lv#!x-@y%vcjr(($J^K7noqKp#KpK5lK}SPoy)-=-%h_T%liTLj+S{hCO2?q
z!AaYe+xu`@PS@NGObpnaiUHajq6q}Ng?KRQ{zl__(#x>rimy8FZDkMc)~0yG<JfS7
zpgE=Txif7Hlb<{+@Prve9>EZM$v*Nh0f?5un5U2d*yERRq#=^YUFI8Ppm)Z=P@5Mj
z0ea7ZjwT{43RPRib`+}`XbeN}ceoQNEf!C6gHRNJ(582Y3=gs1aW8b2_S8*j;@u4T
z;je5m3<Y83lg`(g-%(pxy0f-}wCB&7uf5dj<LG6+C~XYvmne<c<}1-ohlOJX2{>_m
z@eGu6dD~OF>unWoQL_`uy<-|L!W*S|kGglQC-9A=H|Vn*>%wK{-l3j=<pLuU<vUb}
z<gGr<R2?uNBv7aT7(UB<X`|AXi<r`skM@-5&f>=gcFz*$ftbzJyC!J2NavYsKb!i`
z`fGH_f>uG|Okt?$hU{#Pv~@silC&nR#|rV65=F##m9QC67YUq+R7B@amsSjPJep=Z
z<^-fp4u@SwsRKJl;K&Jj$?56<tGp34l!Qs><h~i<CULVxYOBtGl1}mEE?^;rI{i*I
z<WmZJ3#6`CkG%=0*0F4E)J%MNi%%OMzBKK5!DGnTU-ibCdgX~+2PM&f5`IZ`$EqeN
zU>?TYsg`dG4s_n5Zg1OI0Zm>DSK9}v66xq10Nu>oeTA66IluSmA;uY}axUmWj&U!5
zT_<<0G8P0kKc2zNPV`V*CZV?)#DRd5-Jd&AyLhR?U-3}H#rg%PC-h%)JOtF71TR@;
zAWSpsr>shiy*1gJkux#gB^{EH7O(VgXZtDJ#I9Ytsi(az{I!=u-TsElffS;}Z2cO?
zbhx%b09&>&t_(awj+!K^<UT+O%q=Xyw8s#Cp<T9Uk>(+o^T0>lNl1`3*okZ~Xl|NU
zO_=?36!gau^D1)LvoxsbkGO=VGdjNBB^KEYfNc`;)uQ|`sfI)Y1#%0kSB$@^Y?a5B
zogK_Hb_0u!_O6lm5KICbF+Q0u-B4;E;K!HTA?CW-FsV5}x|gyF3JIy1ZHAm65)aVd
z9-?g<5FZ!t0<<b3PqUrV0^OC0zATB^?Y9yx9-f>IvKdOb^_jSsj|`$fyKWcaohPC@
zr2ljd6xM<Zz3zkV3UMXyl8Z)nnbl4KM`9Z^n(2hN0jSD(z_%zoEDL5hY!#Rts{u#S
z@^!lG(P;PFJ6h9=@U3LX>1PL7&-T2%FE??$8PS?u8#BnM^36}w)G-&H5t(2W!;U|C
z_$-(yCUxdoLD@tF3-cW?YC-6(HnY+xnA&jn!j)_G#SMV|ZjRsYAh^)5OwF<3_!$+o
zG$`}J&ev-c0JueH*CP*G*7uU16I&}z_UTwY`XJnW7*Z?!YPv16ri>-R+tVqfb!DHh
z0n&jil!O@&BPE!$fd|te{!XQYhqFNQB;3}=9&R+8p1?{gExyLL1T^RF&nignEL=<*
zoG1B>3bjq{eYq;BFc){()+$tzu;DuNyuPy;fYLMq=vA+w$jHb}v*ed;{b`lr^kR-l
zfOKCf?TC+yOYn?A=c7T^BjtiOlF!y2*$fvaLtreZdL1w3WGV-AX~245tX8PmO5N+n
zI~SiMYvVz(*#!{u|B{Ng$20I6s}J1-uluGCysya`k66H*-|h9`nsmoB05+wryCpXI
zf9U9AWP$iDAsmwOq?Z4d8Ndf&UFOx|!GKfZa9_aoBxuve=6UM#{>>Qz!)(Acwk76(
znPn~q?1n<i`scnwRCymY(~-sby@nOar_;G@)nr#C7G7*h!VNGNb%DhvqZd?w=FlTk
z0h}t{ei;lbC^#q(7TSiG!q(Q-Uas#$m2hZEKz7V>FNePuph#rDaYG&ub~>K@nCi0^
z-;p4q4oCttzqkQ3(HT2h0+u}<&>+)1%!4`S@BREUcUgf-xAsRznkNePUL<L>Z;=7`
znZbyp6m}Tw#0~7io1szYFv*KwX`_o0bRgbROEAU`YyR~t&UYm*ryWqN%mZpQ3^e17
zIM&6*rQ=xGRft@8dnY^5F#?dnw*ju*!5`&-*{t#anw>i&bURA&cN5h-G?M&ouixp>
z^cfrQVWOQzW^+OzQyBN^Aq=riBDs+ZsK2b9(-`{De`e4juJzM)?W)kV?0=`DRp3k2
zZ=OT;*sOZs`24SS?vkkG{+vX^RMg_rr(hdWTcHslAcnX-4$vq1*SwZks{nl}Vc&be
zKPe|_Kf(fS8~g2EX}7|9f_zkdelTBkZrA#dI~e$@EjM<aAV71vc$^)00^TL&bkeUi
zgp`<-BP2XxqSU7xor?BfCcOCIF=`p=J0b~NjBmFEpt(T@;1_ZLMp_I2=nb9Y6miA*
zou0^i)nzXB1;aA{Z)!~*;i2E@zTcVAQ@|?453#V*pM|(B#VQ?4O;hyr^i%+cI+$Wo
zEkp>UZfqNLP6#Wv{p3;|`z+VTWQCffk7W~dzLXr8wlcwoe7~=?59Ly`e(sdvl+Y0(
z;C{cPyA;xuDr*Kghg9~)fHG+U3|SO3|3V=2_5>Q99Up2cr06clQ8Z6~QIhHOaJ3{B
z@Db`Z?pQ+%Sto~=gYv;-zwJjyd+XaaVgv-CB7X9iB+7~=+y<S1Dq9sZb3iy5h+D?{
zy`-?{&<!LnHU<O!kKp2U;-Z5eoJr2FtL}g!-U2Uc1#^eEuKWJ^2&rwruRn*DJ&I5A
z-l#&2`~|}^&eBjngy!1t7+3b3Gj|uv%8+nd3g?tFx=tEq3&55k<xbP}Ut6U93;i+|
zM2QHAG62@qx7EbI-T>5>INxUv<9fp?O~>-{O6uOJJoDOzp5)fGrf2OeE7-cXW;DNJ
zpN{j{q(+ecnWdc897AhG&b{vLu-zT@i#j&ZqJH|ophD!g*Z+S))@Ns9Fq`TugHY+^
zcE7B#KM-NEDWFmosx?Iiq=I`6m@?YIO|*HP0cJi%0ZO>eb3#UHI9d0zS&-)h^f+_)
zBCuQP>m!v)7n;|%3Jvz~A9X1x8>@5F0P%pFb*Q@K$->Z)fA!kiRPPw7pe;6=#@M2A
zen{JaSzgDzAsx_E2xGTzSrGlGWdt7*+hpkpF^!^>p4S}%h@&QM?_=Y>$Wp$DCS!q#
z)c%8Jtf0rFn4g-udgpY8RWKM(t}ha&ItIXlfvDb-zX)h#)l=gqvy~7`ot3EJs)XPb
zbF0P2eKtP=UT)l=`Q=5Nl*BqYH<>jKni84kU6z}=id>B)Q`tbO6eF_nc*jQlgwN&M
z2X~q-)aI2l;(QnB{|`tm$6AK(cTp5?{=LKNd0kq5U?vDYT`}0QGeLv{uj^m8xVVT1
zywAgHEyrLgyC%UN&;v2IbhDrHK|V^A38yEvc)SdsT-9IUWVY=ACMxY-P;{sBX#qa;
zRp1DHaojkpgCePJuf86kWtO)CQLHA?c%kjf-<RFa=L{`vL?b*?OQ-6=F1~c`q}x?q
zb+9GXsiVGn_59pzkpKzT1&xM^=-5~=r^YHeIhhwkwmOd<S)a|R^V;32`hY6U|JmqI
zl<5P|G*~vLj3nBMA#X*{{_%Dw^J_AD7i;?O9w?m%f<cLL1OK5>B(Pneii+K{*gp*M
zSH$|s!7Az=mnD6M|CQ@8P?Es+*PH8cEP!g3@6o3(mLY&A3j|swxa;HdE(dk?6P3La
zDe>{kRa%_)bRf<eh+dbc0Z<2nQI`;JrC&GT@j+EwCLmAT*>2YU70o7|gsMYSMM8kn
zNuH+4opM!B23CfWuKG#I^;$zqmoT;WjXeCoCdi4OSK1B!h<axV4RQjLsDv1g!K6}6
zFie)eex&130~msL;0Fdq#E-7MSqI=YVZZA@T_P(SlNS#Gsf~V$&mL0s{{7h1;u^js
z(9Nt+4%!>q;@ZzoabHN)%4Yg@52TxY98I~2l)Oni(4mH?6U9>r`$-=t6Z-L*TEp|-
zPlUckbjg+A`Vu?n{pC3{6D&E9)qq8ajh9#Rp2NyOp3AsHMH|4G-2$VUVa`I0nH^}#
zjc5Z1dpST2R8F@8Kh3`Qop-;G^UBc~=73KE084&n%QFROTJ7FI9jmXFGmtqn{&TJd
zWQ0AK+ZdR?twJH5HXYsZ?Df-|C3SlVbMy1@U(y*Q-ExWFn?4)0>dU!*omk8dm?ez|
zI}q>nncmDyHY$PR$xUBQFsl2a`!=Acv>whMjo7#;f*%Z1P;CWqXC#3IaDA4?WRQDI
zg#vAfxZ$hqo;Q3}3yJhTP;88)56!6yoggB7Vgee!Qh;xeb33mj5|`^X@)v;jEQH*A
zcb0l7xeV_QT<Q^>0|;YL;2Rs}gEj>d58oRuY#Xj=<KoLv6DeVek9sKXB#0air8}fZ
zW)v~dm0=;zvUpQ*D?6A(qQHG0%6^=y0W|OOvd25RLii)V34E<D4R|mge;w~p#?Kkf
zA)Uk~^ereZ62f&Qa8I(7a`K!srIo933cNxm8buJ?K*7vh56~_EeD}=EYsnT+5`Anj
zzpu_F<d}n&wz(Pq^ddhMkw?s1aSyfadMww0@A%2kbRH_yP}olR6gM;tWkDZYrcehz
z1jF6U_-k}rR5#N?_K@*0XqD1#-q~CNo;SDs@&8BDRmU~Ge*cLL7q9@O1wleU1(c95
z=#q{RCf&_Q6QrfP#(<5M7>(#fN}3I6DS?fU80cW|dp^70-(UB>Uib3s^E{`|d7pDK
zciH*kyb63WsUU~9)Yd^WHPe?hFA~3RmKZb2ylGMX!3dlX>~$&GO!pWcza{sN2mNoV
ztiTWaJOjmX)p2}((_cpN_E$~&?bPo`e$fN%LQi(~o%r;8D|l2*k;6^I7g2!sxI3YW
z%z!#=auCmlXx6HLn`LjV?Qm#V@!p_cAJ;~pu$!rG1qJvgs+5yIl<f0J?SphQjQTeS
z8Ar;us;0(?E*`f{&%0mZK&=~Uf+E(pv1-paRChjse>nRIg3g?K1oaLK(1tT4bQguc
z%OZ`;+6?!HrGVWTTh!ed2WCjwr0|mc+tlL~zf+5`!kzG)8c$F5+dYPH+*2x<N(#Is
zTAklx^L_VP-vdzR%dR9!+n8JVywa)cb&KoN9<Te*Ch`!Y$2HasHhvEYXWa5VbF$Cl
z|F>PEjZ3?n|7g6i>G_9Fa`|hl3%JU^)b`)%*FpX^eo2gb*q2|AJ#_@QHcDg@x7O!;
z1ee(DWr+<kSl3Wz-ZlaCf<2>xMra&6-s6U5YI>`t9ajJD+~NTOPE#N$%h*{KxAk)^
zAROScz+7jN)oGU*@JIhm;W$%~NjI~1!zG-^YeA;ZjX8h*l&5xL5Ve;5S~{a;@AAj{
z`prb~E><Y%Po&lvLQu}TeVFE&?H6R0^IvCO|9scx8j(TPI7B(a1@!*Yqh{2qEKR3h
z-J{z*N&fiw80q*!rAMjHK+_KZ@PdJ}r(Bi-wa<0k!!^p!KedM_pM#^;r$TDQ4oxng
zzTIGH9Pf&~==ku>t1~yjuEJ~A>yDIel$Lx{N)LZC0rM{%bfSAi+j4dt8VzzzoLa|I
z3^fiSm|9L-m*m%I<p!VE)dRy@9#|_czaQSaA{^%z?i0vQb=CiCJU?^ECdzY0e4+|b
z6yv0N^W1&+_dke{%%@t9?V2IsOA(Hp^g$4~<{XK7I(K4vYrKTb2h%e5b`9*HLXOM%
zkN*Kx_aLC^%Qh#)88<NNv57cBeJ)|BWmqxflIY<;Rg>!b&ak$?75Jn4mMcztRT>yj
zmIylYNqMbC85?x{(^KW&6X2IZil`7ln40LHFIDCPn=jO~!wOx_SAvR}DN-DNs=lv?
zAZz*J=cNsq8Y&|{p;o%y2Bzn4&(de%{#>;gDi2GOL3+^bs{0vg*#e^cHF`1s{U?^H
zR;duVW3Il50QE@f%W|J|LoORXs)o86?c-#L_5XoPPq&_@XkWT=bF5LDs%K7|g9>9b
zIgafeS&Pzc&!HHS%yeE$<G$wQk+G^Qws7Fcf?rC#4koJDj)PwcDWbw9k}y&NEB?Ry
zjrK_LN}wFGBb-;<XKNWogQV~SK<I)+A=T>s*Y7Q2_&W+T>i5nC8Dl&ZzTMej33~!E
zZN5o&nG(CcHKTIv!kY2Rzv_9?twRf-;%%4^ba~s{ufhtOH<n~ny8kU%-x17v(7$u%
zcE11qfKAkHw!qNQi~l<P6zQNMTMl1_<ebS7%ErsITWTeJFiBo%Bn5C~HdyuZ<^7K;
z<)tvkYgEY<`R@ilT1@nWrmDP*>*v~U`3g}!6vaJf(>?-S{es1w$x&w-4zK?Ou`l(V
za!yk95KUQA|Ggf%%rW<XT^RYI?n_TFrbM2v?S`?D?Bc}hya7q;ExGBJ0Cs7oy*v&$
zKO{^A(h|%?<`lHeUxy`u)Y#Pf!9192-#WVT+rY}3$;Y@WhR3y;SA4+Smv2@NM!^tf
z*rR)pVwD&@6p1r$`c~B-_&g4D=M^ZN_u`*;KfF{X0{Z8f8op_w!QhR%o=$)&ijSyz
z%wsWl-Smd*ZtSbEuPYjlP++Uh=jB~W=u1l0!(4|*{FSx4gN^d>RAnzg738$8)Votv
z2Q?nmn(QN~EsqQcX-PaCyXtf?)cSVmU{uwkJN<MP{*bU#QXhex>9o?FzTJ|(gu&b1
zir2{(bcI2aZoexzmi4Au{>F*_G4Q}YR2oLpi(l(AwPV&WcWNK=&#2aN@1LZ9gcJn5
z{CU0Y?iEc!)uu=wl%V0(@$il(NX&uDP_>cALf|jcj9GTU>kRAK3Otyo)p${WXs7mt
zf?6!C)0<P8%q#wRKAF^hPg`o2vqa*speWcmVl^6>*CLQ-2@Nuw;D4HSzFP))XdmSa
ziqVUWk896>>zt>~|Iw;>{z0mHQj)pY!tIm5rtg)(#^aQ*9~kj8tctm)vFZfx@xrj3
zD@*@l=rn3`o7T(psGyI+@b~nq!e=)F@_EQw-GpZsBype%^HW*HjcWSaHOj$j7BjKJ
zpI!zDz(LL`<jfZ=XzWW1f4UQ<`#<<*KY220pKsyRFM!J@{_h7^sWYauDuatV*O{_#
z<(bGu032U=`0s)%xt>k^+Je1J6mtOYC$IbeJC+JDFEClk^t3}(rL(KAiM?s4MKYcj
zcYp5-z-YCU9P_{3>h*Io+l#4_B*-R9M0MX&%HKOX?e(8_K2Ig<CBN*yFCw(rOC(uh
zE?Jz&GY6Bln&g8c`n`&MlDk*E{1-p=Z@>6r)sl4N@AGa<6p+m-!qMXLBviBDo`W=e
zPNk3rV2v&M$lH;ew;sI7G;Xd?JZyAzXr3^@)h$Gwgn#$G&lqi;B{bv^`9HEr(NcLG
z|NaV(<a+Lx)8<YubH(BO4Ba_L=Pq*ou}%CwV=`If<kblF&Wg14vr-f`$mH@zwIa06
zR0U2Qk2PT8H!K$+p7|B!lFTrKe8@&-)O7)HKtG$!TK=geuw(R%m4|1nbrk2u|35R-
z-X8MJRYnOPIBQD5ydPUWFFS2khx;eqg?8$&REfmc$O!!QWS$A;(^z_N#V{(O(Ka$u
zLy2MSPK2ar=y%WPoECv+%FjawMt6bQINNYvUkMStTc%G{GbE~!xM+j4TIfzX9=&@z
zh?}Hzo{hoK;4~@dST8G1bK_`c+CovqYt@bY$m!lyUssX!bxX4n5i_A`)#k^jX=6Vo
z!nAx5n^UebTHjW%eX6vsQA0IsbzRou?wA(0?<fCwN>E?dn5@U1^LyDBJ{w1U--Bh5
zkoj=E4Lxf{lw`~2<!d$%aUyWllgO{qK4)kvKRykTTYqi1b}i9)Sy(4X`sNzAT}UaU
zLw{;AxFmavkeIJGd?)8cGAsSI4buI%Ewi4N_xIAd>rt$k+)h@PQ)<B<e6EGK#+3o7
zbhlpJwz*M)7{OCyK2@FZ<srvXz+{nhy5wB8m%3NOf{&rB4X32cJ6-TWu+B)RIn?Hp
z^=luGxZ+%%uMcoV0Z;qbUMp`N=n^LCR;9UYE{wIxJgq4^e3Eo$O_skkhSllF_7@ww
zEc0I~Au6crw=%TdUst=S7ufCeiVEcw{eBG2=+>Wd$R;I_(@<N*2Cr0I{AQCLHmqja
zvC7#*Ogdu^3d~s02FI;ZsRlOo7-agiJ5DI+$H3E7CI{1&Fl`cu6MP=xPZqR#N6JnA
z>T4I@C0QTE_*CQH?oSl!Aa73xp6$|>+nv8Xb<e$Jmz{K=_1C6!FcPVJ6zhFsw|@f^
ztwPqQFX?G?G&_|+z!YA3ht^7z>bvs#juiP>c0=0VWj;iahL>ddV?{5Gc8n8Fs@Rdx
z8?@a-qdSY3C!9iTkd=klFRlkhsTJ=Q^`z@d2L07Ol4vk9MjHhF|F`qs2s{qR`+2du
zx@CE$Pg&^F#WFJ#tt;l-NcdvRNG6N%prjX_>0(`-{>+VKBWwbzu|SDRkO?N(XrqR}
zz@KmX+nCPlCGryjqaq?4mNxGY6*SzhZz-oeUVqJ_0-9lP|HFBRgSyN3^bSNFhF838
zKNYu_8H!?JV?Fx&=ucG5oy^-=q1PgTBx!hGh5QC19Tq(SAC_>S9A-EvlAQIr5G}VI
zApei5GYcybO+FsEjTi<Dj2J<))HUn6O#a2R)6wjNt7x*xM^{oF=audI)@B_AqM{3>
zC{_4n!i*f1o6n7020P+Eqf0hVDqojoGmR+~u4)l*y(;u=ad;1l9eI;kEO^6dr$)`-
zXs|kpARX}DXjLjh{CXYvrCwJ<%T|K1`>#E4C+<<IOd3V6CU}!S8S8jT>ZLvy#5|UG
zzkSj?r()pT6s{7J*xaJNY2rd5OsU`;{{5#})-N+d)TggRGR+z1GSr6}+m{7L#TG*v
z@8>^AC2U=|U1?)vV$`(e=~J<Cgd~xonRRDmx|!8NsfJqvsrwJE;ny3}@lOg@{dK&e
zdQcaxs6@47G?#-+Zix9iNFGePQlh3`77WUcGzbkZzglHx;=~+zm!ovC62|D)y3^#p
z>5Q0(34K!Uq=<WZ{q9&TewjB_C2HL)Nv<3yrx5c{=$Py3a-vQt0bn?vkum}%jr2;C
zisBmAZe~l`#B*qP69y}LJc%sZHG8&ty9ap$>k(THt5m93-lw{c*U!w{(NNc_uAQIK
zO`FG{S^2hwMeoFUoLtCxJvfWlPCLaKWbx2JcIw~Yy&@u9U-D^t8Ql@z)vJ2@{{Ru7
z7>?H*e6a%2GpwFEdm-|V+|Y=z;m@V}-A7n4+uIX{`hv7oc$Sktxr|4IOBFU83cYdR
ze#Bia4g8vw=)l7nvBAN4L6%)Qd-JPI<!i#?_J9+)1t5VsflYX{lI)*<*Iq3?OaEW|
z3a#4Y#?;i+7auIo?3*|VFEZMSzj~sdr<kBT{lnlZ0;g+Gw;@d2qpL+vObkodyxG{;
zX;O}|Hh0*WvC5wk7OiLp-`VK|X|dO`0%SugyIIw)MADh+o1q$`@3i#N$FTlcjGtXV
z7v!nxq8zuqYD0?qyC%{E13zIr#+umfb|fT-^9vHQL^c{UC6#|K0_r3r2l6e?H68js
z8ox)0)Diz%@eunx_L~AB+4@*#iC(1%<z^jfeZxR2_bNmG3<^$uLO4ZYmw$M)e$Rc@
zA*$@abi6rEA8^LGN7OGH9-JDQ8?+%A=v-DF%G1rNQ9bs@!o)Ugy*?ik)PzhFV(M8c
zwW=W&F|h{*cO#@Ne%<*dT{QOQKdM5?mRm}MJeM%Mq|<dTc$P&P#{;v;wH$jurmWXC
z<QgiuSbQ2rB_Eogg1Gwd_~U1nr0jQ|{y$eh%*id~l;)Pzk?BW}3&~*OIFBjxAHgTz
zy{q3v0~oVDodMzm(o|C^#F#cnYaO&nZ}n?<8d<$h0>XjUQePw^Zl2=L9^yD!Yky1Y
z^0>AfA$ga|le1h&gjz8cTdRPf`WRM=&G_miD+EApaG!zX>qKFg$r0yiZk0=sXGdiz
ztY!))^S(5Zf=efzqBtdEYz&H%4N8>F+C;RTjsO8rya~zo8Eqzb_L7^^r$#>5r&m`b
z$xDH2xLW%Rtg}_XCuhpD7S1bG2AgW=rJMFUDt7%sWDo&!$3PDB8EyL0-5eK!v_nn$
zT_kRHq@DQrCE><pl$f)9fsH@j2(XmHI(8ci$)cpo@T=h%)~MnvqbE>|5b^|aDb8hV
zB@Z+`u;?eCSES8<F%$UPnfu4QkJWKAgg!hDHyYW1_~_HgW)ht78iBxQZ8}Db*UP-l
zb@@V?-^lV-<<K;42UrnBPAFVFm$1t&SGMo%V;H{wo$DP#s00w9yK60a{xMlfV8!V%
z<9d^lZ~xe#{Ke3ifpejI{2lxH_~Oy9RI_H{a@T3xx=6dBhHwQGiz!+{p~$&}mUOHk
zRwl@(?rWl*!SaW=sa)2~aosm@T!Xi4>RQrUajo<xU8lc1eCTOaXit8sDr^`ISnSAW
z>Acs`jAx*P*BdbC?<`W8YcnzVh<nZAAz)V6f-dCj-?!T*oMb&mPR1Uzj#wi27VWjX
z@VE!YOvJ$iI3NA!b2L^!?L2<l+T{n=XQSg%T=d;cp9=7dj;3w!<W<j=zivmE8I`J<
zwI^TDDpA^e4*?cU(UOUI89c~OA7^Zt?9B(c4E?H=QDqlc*H=qlydzrJln-+v#=qlX
zj>0lL2K~DwNDccWswT;*etGMc<Gq|R7p>u8IeTKa^2>#rNaYE+8&S>eckM?KB2cF_
zfU6X1eDfK2m;j^0k_JJI=5`zX(`NSvtIo4^$tiK)b+9T;IczG=6fHLv8m5mq-D;KB
zW+gIk_~#m0n+t7g*sqP%NF&?-WCcw=A?#FMH;=oRuaNzl`N$1Fs!;acCeSxRUCE>9
zDeM6CSo7`sJ%=J}xl;~}Zc94HMWa=tWNg9825w)w^Ra^RI5wIA7|hP+RN?Q5#G<~!
zn?EGJM=?kdAAWtv(a@k)&+f<$3kJhG2xB>s{F9^FrNw`oeODuNhI)CIh?O<C1tGmL
z{Vu9Dx(5Xl+`jDNJiWd>@C?HPdneaqdE(doJEDcp{_=Vhxxr|14ccr2{q#NLaLq|P
zUjwY7RQe~%Sfai5<lM%5BB6B0|Gp+P^+7gbvWf%#K&eqK2p@W<wJ3~9>R9aF+qY7l
z&xsK``*KbOSk3z`6q`^s2V`-+%gA!|D9xxU;Exxwz#R?wS@ASH(Ni#UKdx}+dv=x}
z$tF#HrrgvostKK%_vN8S-A5P=T7C0?)n7$;YPd4|0ehT&F5-F()~D5f1v_*|ItFd{
zg?(Z~dmV%MWs4iK9u<|F7kv1ZUpv^O)zfU~Vlk{Z!N_M%z+|ecdZQmZCM4Q+l?Zn4
z_;LHb4Sm0S*awhB%5GCfYtJa3S`*jZqHs!A8y8(0tF6E5W88_!cmaKgo2lI=elrI;
zC^_Ngb|i<@Km>Bsx5vUh`EmLCmnCZs1m;hi^K)}F1CL?egTR4}YQ&aWUfwHz-@jHm
z$~%oE2(SII*lSfVVzlr{?Y<Pw;3*C{<;POg8DX6h(QC<vetpKyKdi(=qXu6+?=rf@
z&tstDRnAejd#s`~CG4i$D44v!SZ54hG<A^pKC4IM$Sx)VSI~R*PW{xn;$4sshAmNv
z>yj>^DHHUgio;Z~$9}T7e93upy=5;BBh*_Y1}hxQwYFng*-gPt%6c}?UUwO#%!mwT
zB3TGe#-pH2!-6Ozw|=92d_%AMo0V)DLrKeTr_{NA8kRmPaklr+{W*S`d$e<O0Z~t9
zwZI{XFkaTd@7BF+9Qj*{Cfks*U|0y2y#!5*<#xF}*zd-ePOl?fmZn_aVA~$eJ6)I}
z_=$gz7M7uFo5H@vxx-xkPkO;t^b~$~8mZQ>S>=Z~=y<8Fs=fFEu>HaXb9x%sR>7iz
zD%{3DB6OU7xcK5-M33<up<-(mrn8UdVGHV{vX8XJ)ps5)4ymwc>4Fv$;!cq?+;ePV
zxZ1U+4R!}=o3?@68SV|W@Z`gQA>*>3`oqS&x6%B5%I-{Iw8O!o#pl68cV<5LimGkV
zMdEx8F=yX&qrF#XrW>^OFOKXrry?l*ICZxMnvuugxD0xTdz);?Y(s+_S!)AlM2a>;
zf=uI#l6G82S;Hfu{xRQ&Em)Gu6KM^9J2qxE*e>pqH>2?l#5o~aH(!i}^Ga|$9=+En
zUhUjJ7y{K7V1<x=kHxb8;O;%h#-@zViONZIv7{7PmBo@Jg}HLR9qYV^R2DCh#PC@O
z&n+{{{XjLea82qlg@5z)5t#{kl-w$Ak*z%=ko+MDJl$vN+^MakvpTAMFZ#U?hsYy?
zaJF5}s&H$GQ4cwyfJC4P3oIjsOv!&>ch|%mJybnf+WU<u+;&pV$;-lHrZ+j?AUTWT
zggO-<qaw?|=iUMs))DG{=iV^6t7}GS#MZUqE+PWAyj}bhBWN-3+9x5br@70^Br)ws
z)SL9u-hhu!5xG7Vfry9kni}5UO|VuL(`lG&W~bzd-eq7RVX}~Q?qt)8M=5ZUn5P!u
zgj_?z(m}KLXCL1iKp|jkXSgpbM->oFkZ<|_aVjpW(LfNRIdyOYE-b{da+a0H55_ya
z!8s@XfgqgIH}@Xe9gSDNeppp3SE5$DhwxGGQ_=zyW;EG`E!=u~UT@-bz+yYH38_5H
z6csh%Phndj6%&N--2M(f+8@d!9Q-oSGM)F20q+-b1UZ=tL7V>hf@1y=g7l|X+E!Yo
zM1+|PW5}rE!*^hQ#uQ@y>nqAp+QIYrg;MMc7GrfK-x!^WnG?f(iF@o?LpeH2gs$u)
z;j7ZPY_Q`4rpOAh&E&?0O@2Oa)>_eP#OR>T#Bf~3+fW&a5@QZwsbjD)1^b;KE5AYG
zp<EGD`5MRB%TX<;cUg5!1w0P|t=d{Mn#a1$TWx#p%K%K^=YGg6xMQ8@?zM$U_@~{=
zIqH@FDKdjEi^E)sp@+o7kG?FKHmRoq48R4qeg`zO#)LYVw0;L;iV496&9^)!>>u7}
z-W+8`Ny!m;KoH5jM7_DCX!1_S*Xg`Q6RoMnvPwORtjPYCv`WOXh~iTfuVAk|Mwaoz
zoO;bKf+(Ig!t^VTO|RO$8Os#KPXF~UEemidz^{GipH&72Qs-%QHYWw~I%RK&XqRv0
zSUbtAiYN>tYx8&?93PQ_-ACRJMk|{3*9!CX)F|s*y26Z6X}}NoV6g^&d2UUUQ4<Wr
zEuR9rh3{JKsHp|Oh>Cqw*2#?K`p7T8CQ@Lqk-HCK$0S*tP_BkU;u&!D6QrWScUD<$
zBeo6vOcAz|%}!oU!__N);^Ooy5QJnV)}1l)HJN~W*Ug}IT!=E}4uoR81LuBklZ0so
zj{Lw)pofL-Jpy`|>BsJ|Goti5?2_bPrd+ISR|=BLN(y66-_bR9e2Wbl9}fh)bBXfl
zg^G6dW$=W{w}1x`yT1w-?hWdPPa67EDBn=uO4<NUdg3uw*a80yJ$wJ`@}}Q(E5B<!
z5NE}^1HTM-6EdDw?|+;}H!KmA8up1wG6_HH|AGe$S%q?XvHOunF*c8q)anc>O4i3G
zjn=DCe>6{#;o}Chj{Cqfet$fl=4GD)xNlzNNAeTJ=gmXdEXg>Dsd5ePq8<>PIjv2v
zI^F`0_qZqi)!^H=Cjd}ErvYH^4Vw{O0I@1))e?ZQYHfiE%IzK5GQ&$t*}-LCS*_rm
zJ4Q<3mj(e~z93cHhFn8|g$$dB-#6P!#!A)9J?@>EWfPGpvEfj9yVw<T7gqmt#5Vn+
zN|dw0QZjH%fRiFkadUx77MuJFZ{1goI~8!-SclSN{-LXH)m{>O&_H**aWqmT#s~nm
zNTARwBq3n{_WwNw=z<!zd1X1$h`#-JHF|e-%wxz6EW*YCgntp(zeWVB0&8gUgDIqB
zu*liwq}egpv81$XQNbf{P0>+hACXPI8!J;4k!D7stU!Z?<SQRX9iZe2zoZ6O0&z$b
zzJM%uamYRLEY1ykJTtocvFZ+S>qu)jt~B(vT=2%=HTvvoBcGt7a%c9M2gl`8k>`&}
zstADp&Ru&o`1`l(l=p-av^<Ek4fgEV9sJoe185$ws;vmXI!x~mMDlBA6hT9Qz^-Z>
z*iT%dSR`!?s_90qxD%R;9Nh<t7hykbs%8=y9Dh5?KG-q(p(TTu6t@=&Hb^=2Fr{xe
z5kik=?M=xITJVcv)nZ|t8(3QtCN4Fa6)SfgOq1#TW6=Hn;-uYwYr++>@{S@cFh*jO
z($Pb6q;z_W?O30$uph9PMsU*6l}61D{mT%%Fm~xU^35swA<znwlP2k4jS(}%Bq&E-
ze(Ds%A#2pt)pBxm#&@2cxcT9F)?*yTu$d$RuN?ts&eEJ^u#avI8+;u0^Ms1Gy1pfe
z*~f@j?sF8imBdBRvuNMm?}nWls8JS=X3gBhpKN{6t9P>G=Q8-_u31%oyJWbFwmI^b
z*kLK~N({rrohlbErjWtE4+2ej0UDRsNqjXpe2W;#3MNO5w+6S?WTvDPfeqZI6JS`8
z+)Bz$gH<pESMGEY_TuKIo#0|h%}TT=n8)S0xsHJs0MFj?)$qyBoL`W)%Ox9rdaQIt
z(*=!nRy?K@!nFcD9Ox27*w;!Gl03b6?=OK!z$VDTuMNs}b_%~1z1i^e>!}S-|9JDR
zoBFF-In^eW&xGK$t7;t*_9LAL^9E0JHk=Mt;h4%RLiy%@yC8wBM9E+7VZrxK^b!JB
zS&&W>(u`*nNqky5NXI3aR_2GwGkR9AP8zm6VvjVfNR(6ojPqLZrak_=WP|q_rn6Jk
z!5=i_;GY|Ty&Ny9#SDsKL2peFkOOihfYjD!3~@2~>pXI=lxdisk(u5i_4X78)j!A(
zfYm=4S?+W6|9hZ2i?RHI{k1%HdzjFg-YPi(mE>a6-wB3Avfb@7yFL=h%mJE_u<~GO
zH6rrE2kFI1ekptW70FkF2Y>qy_^QG7YEyi<RjVbFu+a#>ZYHpB$OlLbXelx;v-sy(
z^=U7JyCeoLJ#+bMNU!%G+@?`gGsW3n?*@EEe+Bv<RzCzuzo9iQa{cZ=tM!9dIzB;a
zQ;EZ2Z^lvfXxL~&rhLAjY#i-CaDUh}^T)sPI=MZIdhn{?WikK+nSB`acrXxoSu%Bb
ze{Vw!J5dVlgK7lv>E{-9HI)RHU5Du{yq?9*ApZ9BR`Xg<v7*7_srlov>2H;UDmT}r
zpN)i<GhJwvov@U@I<`1E4~V&ymQ$BD37~wEUelWI0FrgzYomG3dYp@m%|VX;+O>==
z$!L!4YX?&4gL&V;8YpeqI0;cvZ9h}XqrF9=od~%>vBF!2UV@t;H7g7;gL0<>&u*nz
z7(6;Yfs5splM|<0xJ13lqQv-=pa@wte1<Pn+*Ik1qDR=(tIgPZP^oLZKJ3S#l6{h4
zY5ITH{SZ`H*fc4YD=lFrA)p+|Ddnn|DeHp=Qvki@qwW%FMgw?bh7!fBrV(Jr<AmUw
zJZsj#*)Q+<Wq^lNr|55_<{|%^xiFDEUnz9UbmHk%2H{yf?UPE!xF_DKXgIwmchkwo
zM`z7k`g2jTwKHCI$GoP<Kmr~FKm&@-$%V&})@uXKQw?^D-HC+ZLICq!M&1z1D>g27
z=6g2Y=mVr>=Mg{yS920^#Y@TF#}x-W8s*L=Pihkl@-G$TTxB!!)#(v&5=M{vUE??w
z5@H+h<`Vo%RVKnbZC33RBDc)hOdAYv_kPoP?})&^_-Szu*sTR`zdJY65)$%3W0L*)
zWIbUB7144?Ch9XZM@2^)0mNA88ra5um`?$S%u3EipN*`qz)vzUqVPLq%*kDG37yV)
z-skGj=-DPP<)Ox;eJNy8(!Sd3y)JTFAu-zWj~TLkTLtYh|7pqddty{K#^kV*?r;jQ
zfZu&p%U&Z~xs`%enuHn{Z-)C(`JCzedAITB-^Y>Pz$~jmumKi9wCPPlG0Oi@d`HVP
z1QuOq%sZV9$w`hA(DME6&$@fbrF2%d*sn*2R0LwM91|WkMa!XuZ|oq0WUx2BB!QBb
z;n4}A07pzp%x|mP{m<`N@@5BDb433%=z%en?=QKV)*`irO18A;dx-!*J6z8F<6Z#n
z3?OX))Y)31xeI}SnSkb7s7U>adI&Gk@=;A${}Ei%rQ?z)hSoLDbU>YC25IUj*5*;4
z`Ho0d$;AVf-7F{{{PC{juy||PNXkig;+$vp4*NDkn&tjjWG_bdQ%IQ|!Sp#7@I+D;
zyFM3n$!CkoDW)YBW(UdW<I6ygT@P(|+Got!ur%EQ{wHLx3K{|;N>4k(&LBduYQvU$
zS?|Z(jO`DTp5eV;n1p4m>!!cefVr1{yQ@At6BoVqQSTxubwkx6tMzBHWZNLi{s@ke
ziCJm<3zzi5Y4crcELq*=9~@#LsoQlL)77{yohSa)IjA;giuk4P5qA^JLgrp_O`nbZ
zoeu0aJVw~4q!Vl`0&BYP&%cF;)5HV;O~FSuGb2!X*}<tmxdXkKo9y|6<9Q<2s=1br
zSBZM-3Bf~4Ncr^ZZU)P*k1<3fy%$Y<7O~{px+;}W#QD_*WDw&FMcFTwWp6klx0K{I
zDm(oSntxoRJkz1d`0k~DD0;G|pWEHIeF9byswLiZUw3|LfY^M0P`!O?1@E0m^Fs>O
z$*<)cx8<k&1&&m%vMU`F7qk#C<6>|u3A@=pdi3V3V1wVnJr3!tx#Ss;_j;lNh0m{+
zG!qYff50cLDr%=EM@QhC_^N17*@9f%PUZ8rvTBrud-orO&k&RKCqc5Hc^sRCZSvM>
zTIXz5MQeiv-9T(Zrl|SO=`a1Lsh;L`f5yFd*)?8_3T4RNf^S2c?%27v+U$}t!wN{{
zs4V*K<@IR8rbR)AUBWxJ;)7iX^Snw8)+#PAsK#e)GcPf%=B;$d4gcC!dB5_Z$Kh0k
z8!YxX&z4&0`q|DR-T4-cVl+H6ZhEUw{Eq!jhDgvp1qhNi<awSmIcnnO<E*}u`Sh=6
z$2#Y<1*2zK0VwxSALy!<OVYC;<*$X;d~c8JtEq-PEVr_-^6I|y8&BC=T1=~-j&A~A
z!)-#nPhZ*M(1A`<yUy3LAxoy(T8CuOoI??z6VTUuMJmH>fQwz}`91hm7sz@9N>qFZ
zUy7;jMvG$K2h==f+vC`VLsecHX!{BG%}M8#7?o?->nk0(%e08a$0`mJv$0u3LzSnw
z0h-4;zot#|v|pkJw?l%Qmar6SY7+X;HSfB9vmYqHpE+gjMgyaH-X1gbYh`+lcaxHk
zchg~iykHS3KP?ErPV|}~Jt(sFBTx)(*@$VuHa*?AH6@9-nhIP%#m7(t^1F56#7h75
z=62LA5s9m)tQw1JR&P01%rY$jeUQpAYT`#rd;Ff|R%UyadN_Dit#@|TKE<jP3&lk<
zQ1o`-@(n)p(FtE5e9e51y{WsAs4!(;^jPymGYz-Yqi^b^>${0dLDx7YHukJjJ})nl
z)ctz0`zQ0oY+QEzp~BMvl=k`D%HSMV(7GrR%~1a!eKIRzvw(>X%5binhqa+rO7%R?
z&lC-s9&$<A-^R7#u`Pr|k>yf<axzm|OOhrDkY@wJSo|(m$d1iW!&?XVW>`kHei>(=
zce6Dqm%+D7!%i@zN3upmpQ(wvl_>DD%V5K^-m9bN<aov1=?w^S^7}N1p<qX2H%-ZV
z#x9$w{}y{`4&rxvokaDb;!ZBp!`jfPS0vMtJVm7~(<JY4_X_B8t8+0rVv1b*Uw(nY
z9>0YE4sC9IkmT+3r#{WsR36G^5w?y$FA1ddKGkY4hjl0XISzZR{o?SVa#WB2ANv_q
zeW<{8x6Jvch|8pprcb10&ZR<OZU{HhDF{j9;jN8}cIDT5D&Y)rt~)aI!}9O52$mXu
zdA=^6g|(HAIn`d4v^NJOQBZ~Hg=bYdw`NhiUVa`26pFn_jjyLG1BVpEd?Q+=Wb9KL
z<7%dI5x2Zb_2VpIFme0pMT?g0o7Y`|7&gip>F$wH%`f9ohY_afG<Z%ZcBAHXwhx1h
z)MXr<I2pSNZ7%McO`Lyv6;Yt#B+Y)!oCda0G+6W?Yi$8JRC4~9?5$tTe{n4&gI4pa
zGvfn5!;eV%AII}UXF;2EVynDwBrylginOFns_YvMjJH%hWHJ;;ivitZp1LRVjX*Uq
z=-hxVQg=3&Y^(S@QRwnwuR-wA@;ftZD3#QEP-&x6+8GN1d^{%a8-Bo@HFdmeyv#&G
z8H?T1EIbW+F|fM(9jR>7$~G{p-=vrz&-&xh;B2nZ-=aixP!<EH27_%Q;62exP~xS}
zbho+MD;oPJ``<(L#Oqx{RdPfV-jAS+8OiEomks6yWZphW`X$+-NlM?lZrfROQeB&m
zO6F$j`zjCVQe{ZZ9<x%`fZqi?j<%?Imf;7JO8jMAs@wmGS6zmuH%RQ~QunoPe^4xU
z@!NfW90c);?&)KI(6D+4wx-yZvfFT}wP#$@?a?wipIEXMa6T8YwPlv!1(V{qc&S&y
zekV|H^U3G_F%Ax)VxO<Tqa5|X5~{AezyKRw5AE|%+?{BZ*XLi{(-R#w@;U3U4>H7t
zw?#gjhW(UCn{jT`Me^%YA_57Rr+!ui<fR}hbXW1-iE0b*4NK5G6YhO2UvqavocpTR
zzbnlnoOti3xWAG`FHiPKfvn-hOHOWu<@Y8cS>-PM_OQW+9=a-COw?}dT6EX&iLuPD
zX^c750OlybmZ+-Rzm%e3wjGN7<2Y2Kp0G6c_wTgVCFX7wMp(vh(O~C}E;7{Vmi>r8
zl7b!=qdg`itXh+#2EH$V<3Ax%s*?eMQufFTy94C(T!0Tfg<x;zWHp?h0jmFB#!iKJ
zoVQT5_X{m|q(R;RLNFp^q3B{Y@t7gBuxU~8^{HT`0t65Oe@Jn^$gby7-5)hg7k#(f
z+I74)+!J6D%2XP0KQ)hk{%b2QwOyneAJ)Y$0}?PQ4dm&WCFgrN*MrQIsYeJ?kBC7w
zqPjpb4XGz<k7~@TaeAHiZd=K<;MmUqm8jawbHe>Wqj!KDO-vXL0e243Gt)a$pi|)T
zk8L`5lRju)n&R%C{VRfF@xJq6&qxS@A>JFg_0H39-aX?btnQr1_o6|XthIUTk>%61
z(%IlC=mH5vYVW>GH!O8fiq(p}Pg6-{13`6NXKQ<tnPaw?t+ZB(A9k06a#_}fh4Iy^
zc60;BV0}8Cvp~f}|30DW#B=+G!3Lvk$?bP}rJp85rnX7XN~fuB^TZ0$Ff88|;~;x)
zz9?Eg*r!pl#%5+{(5q+1n*js=?S!&;6f0%G$VNi+j$ZcUz@xuIw{actRKk*7aDZM8
z=nRL&@<Hh*x~c^SyL}p$&6R{#?m`B9w2$nUQHIiuu-HtbvKCK)XVrU+j+h^W1H6E#
z;>OPQOU#V-&B1Pi>;%F;p2OgUw5iuR{2qq-pyMCWDh;=-El#STEHKq1C<tX#(ZR;#
z>?L@D$Nhg_wJQt6vugRM^<F@fz_ncbrVHMH#QP#u5U2%O*TaG)9*&9UPMpSXEmiCL
z#+~6{aM!3vd+N!MRc8Hv<HH1}H20%eC7td3KbASq^%y8vx7`Vp@_MKUZEtghz;_|r
zRX$M?OMxz%Qwf~oxl&4R-!G44d6nE~2bHmbxoGgd;|`^|Ujt6v1LX}6V*Lx>8~S5N
zcHn~yY)Bx)G#Rq-&b|l8IANTSvq#6u@g*kw?oWn9FI{u_J|Wn`Lebzatc|6EL|4$*
z4DXi*J3&X^gpB`9MjuYQFt5yH?y}8-l*emGv_IFw#VyT_uvn=ZsMfekxwJ~pJyk-x
zGjw5{b|M=IJkR7NKAd)v2J#dq_8^<V9&_;Vsgd;6F*IDcZ*&?-eVSKL$<)<ZFWO%@
zq9Ap)r1WfA0e%-06NQEDC4hy1hXB{K9bC&UX>TC%(Q3nd^zl_Y;SxuMg)W2Od+(^q
zw*pdmeZ8yahuXC8)|dx7ngqqFw2TIvAUdL$Wyz5yq_w(<_*NImHMTpM-XGc_R=y}A
z_9NhNOq2yxn9e<hc+O^{lfjNaoSsWYXI6i+(7pw!I@+0&VzAFTNage??=MAzz7tvG
zbTeavR_n#4#mb0UVzVIe_&6{m=csEB`lhXP)C4<9dMWD%2yv3S!#?B#dS2CW2i@w~
zDpBtX`I<C<ovzvdqK!UG<@6fKixbnQ2+tck9Bf$}a{^_HGt{w`Ha0zuc4I!%a}H=@
zV%Rgo=0`zO0}VVj=V3Hgt#r|TAYhBPGJ3_eU;J|~5G96C)3=JB+xsD;Pw^kUTN_6L
z!v`kX%~~j~iW49S^dGfSLHeUEw5ffuES!w@tE{1zZ^+OxF3z8T(G+x*#(j+^S)f0J
z|B%<1ZDdhnJN(E`A3t5hM?sWd_sgQc)W?#mqgg-}&`H0jpV2^y_&e?~!np=adfOXe
zQ`qNJ5whNR%?La|=w+-qt?taXm$>RY7xil(qpo)W#pMz|i7pI^7FII*UB81%%vzdI
zOq{D^b+h1oSAfFI`2DGK-hT~I^K&aiP3`^{GKc%7E}JSg4kE6`#%;^4AmK#c#|b+z
z#1*5OUYI@Q(YyUkL8#HzxHKiJsi^?l<V(CNch6do%IGsxMxS0t&VNh6|GMRqZ>hdw
z<D@WD^FI8WvimNK`*HMo5_60^_BnIZCtMoxjhW#H$OZZLwB8uY1sO>?NIxq6hWt^f
znkivaeak-`yn6n2*zltJ^$!|q?WFtI!KdVj-5Xx$f9H4jMeIePCP`<nsMIJi0ztIg
z_lP<)sTI#z19gu!Xk-<)gEQ8q8#Q6a1h9O|7j5pQF8+kv>Z^9dFUMdsFNPzx@2%e`
zoZkPS_H%EY6y*t|(Pb)d<|7(-JPQz5Ii!TLUtH}L4uq`+61G<&!Wiw;*BO$qGt~>e
zN1VxTXxkqx&)?TF;1<!RY+g!sz9Mba7!yl9fE_v@KDDI%BIh3Sby*_O#h90=hYP(g
zYdjx$EQI6HzvR6-b|V0Fm~L*VysJ+s<L&SQIHtsu)zo^R2V<wGRJk+HvGSYQLA;&A
zK8iV!9Wl3+CUlOe@5*tQY|#($LA0>JeQ#WWeMZeM+Xkq@&~{6s(*Oi<?$BgBMeER7
z5bEwQD|mS05I$FG%Jd8XM&*~|u@DOhc7b;p9le-$yr|af#Ehksx-K0E5_DfAux(-{
zd3|IexSXC!lWD5MHfE)xj{boEW$AOjIer{Io68_KQ5BsicNzBN;$IC_`ZC#=<5Qsi
zhSHJI*vEH8XEo&|jT=R6C(WeQ8MTT`ogcUZ)L|0@>H2IlFJadnGd<UX9u=~@)zED5
z(qZi`ETq@d-xM?OYc&i0sl}i!ue|Ab?#_L<-Jwm~gox}}I{LxiK~V<i6d=9FLBSWK
zw`s;j!9#&X3nyW|Qu?6&wwV>xUe--+8#7uAe?%;cHk8r;;q2_7-q9_+c{Xji(&>?O
z%H1PD`mC#xtjiP0aom(U2IOCel^^nBYHca5fwzm$w95X67HViw;VZ*sU#SXn404J-
zKX0=c%3_+X+Vt$^u4l?CY#cQ*@D;E*3tMGpUpuVzJW@x`$E$;cy&xZ}dZK7;w^8#L
z7bl<6H+8wg>lWLImn{C>V=WF&o_63X%@mNW7ZA;!CeElnwM!*Hbv6;J@4QrZk{QyB
zdS8y&4S7t9ZwA`Sig+9AE}8Lp0y~#+71l}rEJ9<AbL3+duh$>Ut)b7^C7%p~^U|hJ
zSH)4?9D!b&jVN7X^?A-Dy?YK?6Zea|-4F$Z;LWzyRCYe^MJ&3HIgmkU-Wdq-*S-6L
z^I2XK(G5tFI-w?<ff1)K7r>GS3%OUID7ZrA$}bbs$o<$t27VKlcdWN)qJ{ZP(`#qP
zH8_{o<R=S+!(3WOE$9zh2m)Wt{UepmN<2!wcLE()ZT!x217&Df@Yqukcn6(N0iG_R
zZOADeb-^ou<ZrCTWd-0HD(>};gY+?0M*3^TOn_BVtF;xxra7ssG6{vpC&c65{kUfC
z?k|cMZB)0*uZqAh$KbR|#b`ajh@V5fyd=+_8NHsy0I$9mE9KWwV*cu(*a;qe%2Am^
zkx={dW-rDlQ;ZUv;S}UEaqmI#VVh&SiCvGT%jVd~D|OwJ_aqE5?4~>qjJqghLDM2D
z`P9L+MX|-=87W+R3Sd*(Y8qXB{lJS%;hQfoI@(?<5U{J`>VC-wV3ge%%Mi!7P58Lt
zK}{Zh&@-m0Z%)D$>Ry2|mpNL;VJ99hM#z0gwcq`XOZ6&hZM{!+3-dfs<%Sp1Ds8V&
z4x^d@`O`E>yi1_MDoNE|^-vGP8KdEuglOLaW&ZlFJLdMm)DnLK?jO${utbnq|4{>(
z4!zW<_tu5bkQA9T?ZWGnda)C4diQtM#v1&h*J2-U!v_2|?l>&O1A_0o9()y*^_JC6
z-p#V0cRdbK<Ur5VlYLeE768&nv+I2&qS}V@KWPP$Lhoo~dnNMAiAn3z;F}!Ml14?G
z0*Fs_Oe*2!M>R4}ppf*x4^$48zbYMH(rdB)g*9tjgVfDD;?>)Iy5S`Z)+nf_*5KAO
zGOG~BJECtBx2qMXM6NEb4i5aBwwv8!PnaWsFpBrkw495@iO$3yDE@WG?R(uzRvW_1
zG_|wnlLZIQqn7+}hPLAfCjhm%z{>CCYtUfV1Sy7~{eTrp?a&voYuJg6>%9Ta&BNun
zn8e>&d%-Wh-xm3y3Hj@;)(}gkqzJ|Y-y?|h`4|rOm*H6l@?L{b`|?1+F_`-+_ul-r
zVbm!~pqF4rzSVkC%bFM;`)~jFE#TOuV^mwt6lVYc*RI%-!$jMORxB{<RA>oz%6E$D
z_>yUG@1plII^jORN{k%OEQYQgGRbqhb;RNAb!mNrt5(gaQNNuv?51XdT=eRBZb9YD
zccBPtd4OxGy^Z72;DH2Q3POILyD_(?9&fe7-0J2%K)a`eH~@P7G6yI1J9EwCP_ou)
zEH!($_Kmm}!hC9Gtovknubo+CnB}s?DBKc2CD$qMA!Gh?1c<d_MaoV|g6F^E_vWGp
z9nhmiN+=!zE=My54kWRZHX#YHxR>93T9W2V>~}vM^71pgJ=)egOBnt|Pya^s>8*c*
zeTa!?smjk3inH6E>_4!ZO`e`(LkD_Y%g=%AD8uQq$sjb~zV^u8uh5gIptot(LY5Oo
zG0Lh|DXWSm&uDLcwQyJ-N^5Uk+$$^@O*u(D?>cmzUuHdMm_4tS<=9qi@sgCdtv59e
zmHYd-mhs16Tj6nD_u2-3J%ps%?#uHb<7O1EECuAfN*&lR%4#z<lfmCaaZOr>I{yHg
ztU`)n!K<ewzP6XdoUO)Dbm83=F)P~e`1lO~IlRQl=jE?PID&Hh#;s33?O1BqEs6!%
zDLcMMk>?zF<W`xrLJ`!)Iv=^es^z2xoxh<GoqnbuqAxFOYFEh6k{mWvfn1H{uz?UT
z1}Qewu-<_6wg$%SUAgFH&dwBUWl2^pTSvOY@u^M$IqY#iU;nG;S(+r3n8JlW5PrV?
zIFRYio`RNNUFUAB)XAFn7w%&57DNN#uL8i`aDUK}HzaALHZ}9{%kuzIL`&SXi?CB>
z^88Y>+dCe_iaLnXagB1RgiO)?EikW=yAHq`LYnN45ISEXB)Fs+9jr{w0<4?2B3P(+
zhKIk+YX1Jv&lSDYZ!P3EY$%;Z)p)D847Bw4TluJNd)3hH>8*T2|DCNrhSFqNkOo|b
zP@Y?u&7+UzSu3w6rj$sQ_C8Znm6&d(uABBCuMjL?X4+u)dSv}+*GKQObKZbg6Xc2f
z96w@_t%tb)fF}Lb@dIO_^MKEG?XTqx5IpTdQN~uDWU#u!b>9fFeDm_#?cvM#+C&<N
zD(C3vlV#*Zr~ZT*6g8DkUpphAPh^RTo0JxBm%H|F?%i^`oHP`zFOl=eF7=n=k8ECO
z+{*$q@tM0^O)CjNk45^taU&aLzgVHP^cUZW)36gJf0>7VUeTijwKOdF0*d5soK`z~
z+I?a4*S0k#X2%-Cb%3LB8q<Na!)qqvPFU<H;C`8k>2c2n4us6hScIei(#UX*W(qv<
zy*ygg=9y%25Wf=BPG(}Fg2qNo9R4Vt*9N1RYa1w4QMso)+xGSn=$XihhFrdo9LP`F
zibFQ$3zqvvATyHf{U7nkdHeN-fDOALH*hPw^r?b|j>KZw27U6UWQkcfK}o?09di);
zlk8^@(_7<mn+^UuJSZ6pPk{Hj4|Q@a@LkN_)l`u{KAEgU@Ya-bu0j=Rm6MQ`eNp<v
z)b6L4Ug1+c)w=Q^yz2@wdMGQnit?T0_*mJ;r({k<$F#~=ERyP1v{8>^f-k9QwCpll
z=`^dq>`Bl)VrGKq0qYY0VjLLbNxUXl)=(a_=f3i0cW8Bw&v-X_xoKm_o?uj%k3Cq4
zj3Oh}nPtFrxFLPLMdMNVr{m%DoVxMJz_o@){Ul8Bz&RDj;D0t1Hq>bd3?Es&W0fhc
z#(EScfho7?N^$&da74zD3>&L~OA@ajGFn1{)B-iJ9@6w=Q^2l+hnhTSs5MoR6fhRZ
z>7{}F%y_4wk=!g~p`hGtJZao|=&~}EG}PMqazZWY!|xXuv80)Jv^;JRAFE4OZ8vjE
z28;pYhFIFYaXu8dx0}qtUbO?{6f&YtBZ^85I=z~B&yE{t^2?Tne~%AgM>Sd}Mfm*i
zBQ1|nw8})}E3HdVp8c^|0r~3(!Lcne2$NbM&FXCPX@G0O!HK_tcjrMj39<SK=;`>Y
zuYew^*KLtn83*+u7xkxuE#!Ars$A8HwIZEKR?n?Xn!F7IUHmB1&l?<e9zb?EwgVF3
zNyiQQ`lY4~k!aO5v^!HV2DIZGa{?g7v2U}nX_MFJv-m+nQ?WwDeR6)h#G+x>V$)Bn
z;pQN_DStIX7e9d6L9Fiui~Rx6(U3suf!%9BI)p-@RD&DSaN)Wz1j>^Bu5=9)6xGZP
zSAMnT*D|Kqq6_=h5)S>e$*Z?leiqOjGV$L;_%-WIZ!L-6UFjK1|L;gS>XG&&DLcwF
zm(9N;hpYny4VdKbTm#m}V6o2u)KKG4cuGoJ$Yk2M)vI>LlFe>&G>a{iB^G^H(?T*V
zcf9X1HQZV<5b3oqTD=G!@jdks6Wq<$&&K#g3}<*%->8jR@49*N9Pl}d9|+rZdZMQ#
zfdC_ibl#wD-Btf^x_=*q<b6Pz4dEBk{Tz>;UU4Tz>(bRcb=ke<4}!g2sJi2hH2u1$
zntnTlz%VF|K2Dn9^hyxBePcl6IP9}R9<6$yd_vj5qwt-m-y`8%s68_cw!*AEjpQ4b
zU%te|(C(Rwrv5|1MrM?Mr5ZhMF~|Va_s*`l>-bN>*;iKc+;OZJjkOC@+8ooxmP@>N
zZ;%^RzTW9=_ks~5eo-U&+lVp5OF96?WA*J}+vOPMK(Yw5uXIO)?M*N?D6XyVwK_`V
z<!c+CToTRM8!_(R;hwz!;|^mIx=v44YS^(8ymqe?EO8G|A^*8xw?WuOn8t^#9BSj5
z7OxO@iDOpA*7``Gt#hbUd9kf&_xG~PCT_$*VtI}%WF^55$qM(+2M<tp_SCSN3E|cz
z9{!`ZSKfFJO~&*I-x{9cC@%7+3{8LP(mQIu(eHi-SP~z|9@oF?5!?efjR*}37Q3Ka
z=Z4Zi6eK4wxZspxLm*~k!P?4#;AS`ZW~it*AKBQyvIsgzEZ5*Vq#mX%yxcZXUCW~C
zt}Gn1?a)AtQ47p;D&0?&oAdpETFqK9wEFlom-=?K7tixrY`!1afD7{X8Mm&Btuz}A
z5fu7X76De8G#K(t$na)&I{L70kgmp=5y~ud_EK3U)>W~rHPkOcL29B%vzftOU-D}^
zu$-MG2;-G#Q$3vM6?y$VH7hG&ij0A}yf@ya#P=Am#mlb!^j*jfeXpKQKbeHs@1{W4
zBtua^ecJ*HQ=IST@q53bM}Eg1LXq_=XC}Z;EO7INb@<BGD5}ENit@Vuo<q#Ki6>sn
zuu$`Uv!50a<Ke>-^ndNC6|_zi__~m(HOs4eO`sxpgxbZ2Xp0!+h1ke|%C*$-(1-S5
zOZWaIbb?p~8elDB#1addol6%3?=;{AQK1b6dr3A<Kgy2|n;xuhtF8jWNdv)rf22-`
zjB>?v&hDC*IC&-xe1A4-`=p2Vl{1*_UawP080x)<!avli9?@S?PXuKd@&WD2KvESV
zRaVBpsQeW0uC4l~^7?J!Aj32Xss0~h-Puf^?9xCYo}ef<Rhawbf#3cq*w3c7N~)Pz
zA5T$)m;{K$Gq?2-<u%nijaA(SM?;CEk%}gurz>WR?6(MVo*>|<KVyuCJu&V&tIlzh
zg8dUy)uMi9C0BWo?sT;&u+V2&Y7*aTCKJq8iZx_-qM8j^J*pCXmm^aN3hV=qP{X%z
zjgv!DNEW-bb)@u^JBZ%3p!c%?JpWV$3s3J_f82aAD4ug&k9VLHF!M&3=nWFZfUy1X
zlIdsT)_};JAU3<<oncPP8^QU&do#Fo9>mY_dS2U|e`Q=FArE-r6z~#0M>9Bm^cZKG
zo-6EgCisl;31x`!P{l(B<5MHy+hEXwDqsI?)Zc)-n4P4j!?9dq*bp+^Q1B{ort610
z_x(4mW;qK6$y}^p9<L~rOR2cJ^rwS~p!unGua3@68O=6=)qU?Z0792tA@lnUvpyjD
z*HbkyL&4Jy3wF9tL(`Il_o_YC;!>@>zEAlo>Ks;QK%e)69Xc$XUjI@9fyHIhaH$4S
zqT})IZ9csc2(6@fuNm0y<#=ve=?x0CkTW&%8OPPO<v&iY-(cjJY>6XF2+fNG%LW(A
zr?z~|qJe$>Hstb-2DbV+6|*qIX+(beSE)=$=tn?^eNuPDI$)Mg)0eDjSe-=vd;B7Q
zCiRok1SmnR)w??A4p+h2A8M%tt5tnt`0jPv!(VTVrs(Dm4F`XmaZ*SrvMcrxygG&g
zI3RmnbWxeJUY{BA(yPin+qjlY?7N_2A>5FI=lHMO(M2V8lSPr%i*Ch-qp1L30sCX|
zNFKdEp@-`m67$hGyDvv__y)YE1VoFlAu(em7GT+$6>=&O4B5GBp%+RuNqd2f3vXGX
zN2_c0ckus8f{xh?P~Gh5c4a)0%9<Mi0Fi-|lM@MZ-=)aO;Fq8LYk+`NL_FV5yuB&y
zvN<ur(15YgX;*e<1dd4v+O1yVMUugyp4C)k^U!i}{tQ=a+{N2+a-edtvFlPKUK;ZJ
zwL2sp_p|$IUVC-={koUFO(9K|UO%C<!U7_1h=2Iwju6V{1yxGcc-L*Uid{oNZu`nI
zuzDc}eEGx<)hWxwFL?n=&!;<vLf7ORVy%DoPL|?r2di$`%pZgFVP7Rz%E!E40onAR
z6YKTyud%St4Bn!;f9AxR+RvA@AS!&=9GZcj`Q-R7@%q0`LrP94F6TsVv2CClc>_H^
zjBK7o<EF+vZnUQr1d6s~x8l^NUnr;ZEa5Lvf)49RJpeM}6<lava*___clp)e#cTZh
z1TYJ21gs}T0<dF|>PH^JcunzpdbWbwF9S^ZkNs?F-}uNJZSblleo<APe^EGpLC)dQ
z)&7Avud<=;QSUI&cshUWIPA&Yb_aFrp@<eMe=obU(V1j(!J&T(^Sv%gmi^%^%qR#H
z0!W7ORvGDzw8-t}<jr3nw?{s?>w*l0@vCK5@Q*4^I<tua(eH>CnI^E#%rlYJt_OeI
zyjFkcR@w9$q4iKBRW>?c1eF>D917ZByIb6%hf;q<6k(gdIuzrhxpGrDs+d+Z2l^@k
zWQ;H<j3-B4UECtgR8x*p>km!!yqykScQH<pP~rA;zv<38itb1h;@7haqQ_uQ;7>p5
zEiL5>W#)68)==^BCEV2-HcV%+zuy@}#^Jg#;locYE|O!?LJx{fRPyGg2GiCs=#2~(
zhiuwYyEEti?W?s)a+Y<ZWT-tdQ7uqJGfDNHQ|+zmXE7nIiFdpqvNX;$3}r1Rug<zQ
zPAz%MiZl9yje$F0!)Y-XBu?J$S6~7NJzVSNH#Wr2SEm6Q(O)Yo;Hi(h!)Te4T$xGb
z1HZP-x4t42-wM`su0q$2u841ibq{MQmKQO>#QpGa>m4@Ag@5%fERwg>-#MnbeJkV?
zz-uZw?<>*9>}m|hg7JR)B^`BjQrb~b17f?6S^*en&gSgt{F(K5qr(I=`MQk;s^Ke+
z*YiEkr$1R4s|>iyHvV$)GLO|#oj>wiR}wPSc^73cGk~roBp3bO`HZ>#gg{qf&G3KC
zeP>jYUAHYNHmt9JfPmNl0i{JiK#E8aBy{OT=@5!^>BTM}y@b$|4xx9XSpf+}N<gZL
z(n3=RB@l8}@O|(1oipyAGtL<2-scYq4j-Pf_g-_Yz2=;`){K4~9E{mZ-6QP!KdCp#
z<V*K4ATQ-XDOk+gMaRV4uD|aBjg|V)W2Xapy@-@t5|MzK>B&lx32Zzi=HxfVeNAAm
zVh6_rsk$!T({+fXl2dx_RT1wo_TpS-^%9nqTP4cm8K*~=x8){v`)1;gAji{&?nS=!
zX`JZdI(KB(-aoyV)V3)a-2U}w=S-Jl%56$rGa3jL7meTN?e+6A#~QY`iV^pGyuu9A
z6<7g%y>GYw>-VC;+O5*Jdw~!s1bs}e&OhUkaJ_b0sj!8CT}@Sd%8K4qMOA*9MJX$l
z`3{j*_Z<Utzn9SL)2%J4pmuYHRGQgO-MJK=w_<0FOT4>Rflsf<PfMe3dbqlnk(o>!
zFcY{an3Rwx$<Ps<ka9b{W$Sb2#{H*B<I7nx80Oe%CRT|$BSYb#p=;XwoQvBZGBR(a
zMnWH#-zGrbM?xH5kC2oZ4eh6F_UO#E_LNKD{M1FS*X6uz?0%D941TeSFD7F}Z-4Kz
z2<5)$BRU{37GSrUzffQEi6?am|BFHIaeAJ&Y6pY7NW>HM(yl&9lP~o8$eW&qGOu4G
zkN@Jj>Z5hM|8<H-P`{+Ph_LF}vr}n;v4p=nTic*C+j|K_{d^qyay8?*c^k%PmG0up
z2F;HQ$4|`dkqTd>I28uJNy-rCo+f?pLwUSbTNhVIDa)7nwZT%QzTuZ*obb~PnUW*z
z^4aUTXHIIb%w=3kzD2o=cH=FMw$fgx50n{vdrsHnnVHOSMJsm#x2t$%(L(Q$+UIXc
zmYH431Ni4UZ+Ns3DQk!3nV!6RIsH_FkRu<Q>*f@55X+T)RVuhw^?GlG>*J`rF)}x;
zemPH3{(7bk!KUTg#FQUa+$^<uc7|Rjh5629W_tdqmnm;N$kDfGM?I|guQ&ZT45L$Z
zpHGIvmokIY+!ay>Mr=w$?*~7srKup^0BhwUVLc!EfP>igajV}IYx1UO>9fdl$%p{)
z)o)fq=;9DISDp)(pW0TjPkx^FJ{-k;G102wcBh}}Q|^#y|J2H^l<lpGfwp_9Hw}Y?
zCQ!bsGnoS=L+JQ7Qes!f<K)(g*D(OEXlhkQ>Ns!-32xicC)ex_@d!5&FSju{wlc>F
z4$mlM4x}yAPL-K`SvTZf=wg0`EAq7Q8!h)OtZ697TwYIQTU#b-J(Ku!FxyJVPA03<
zy+2iEo_kOA2xv{j&AIb%_GdBV+-g&+CfbrSv*!^+yUmV1%8JBtjH6jz2XoMRMVhu?
z)2GbRPl=!MA6tZedg5w=)+^$x9jmr!!m?6QzdPMO+cFe4{1-Elo@3E_f5bB(j$7RA
z30>uP=09gBb=i?0&=>ycpk65=#~PvMmZviE-5T6&{i~|?Gi8UMLf!k^+-O!^u5D`+
z1s1o4<H~qTIR5E`-d)f<)Han+#w|X!yvO%T?fYem8(bx)Qdiwf<>F8-CU(?zMTNyg
zG@+O;MJ-3}hT9|(aBk<VOhho^$+dSsSHqCR@L*!N9?@}g)_+sD&+7h>uKT*<rB-ad
zjD(vKQ=aT@N(DDxY=uGsq~>ygW8%kd8ixn#9W&HBVkNZo#6?DWG%pScbulGxZKx+U
z-J{F-6dNbK(-vL(1wu(rZTQzJ2d~)f__9&ASIUt(0mH?-6J!3JQ|6%=6{0#diVGDp
zicU|sOKd_OW_Mmo%Dd^b*jPb68q?5o%{rjyOAbAu#}v^^$QkesG<!TyJrpf^mh!%C
zrOGnDee0CLb}GH840$}R*L<omYgkJ$W!VL_ETZ$yc-u4z^K*4=rv5p#BNTea6KLA>
zreW`H^yaL2wnTP^<7!b<s`P-k|K>w7I<=rzW-Zy2@P2Cc(yH0?V#iYADCMz2M&<)n
zk4`$h*jW>|g_dt&#{AW*om+C8$*(&%9N+<W5meyR<meOe0t12E2RdGUezh<7^A+Hi
zRG+SP9FG6_Or^M3<E7jS4@IXFX8E-hcHhJ~sw?HpDlHvD*${-~dvRY@#^6^Oa?Tz#
z-)7kC=rh$*_QYNzuqq_K^AQAO{$XGinipu!RObyE4lQ-na_CLC@)bzAc4tm?k`sZs
z<9TdS9u<<x@~Px5K{M`Z1c9lDZ{FKPxoNQ6>_y!7@}H`U3XwWZ0se$*my8oVN(34j
zLDDx_pxpE3fMo1<>FTEq-T`q%H?9VXKZRCvK0~oSeJ@{><U~*?Hgl1KFq^(mcxwHn
z2c)e=BGmoMiTsGkjqrUve~CkDI%g5Jk)IkoY>qP{d+R(<jF<GgRbEuw|MfjatuIl?
z0^71Mir(k+KJHSnf`Wi#j%?T4R|$MYmbG(Rlu&wzraIRGV|Dv{Rm)98x~{s7&xv&z
zX;Oq>+jb@gypVz%VwxWIeXVno%>G8ya&VD2%l%oP>OGO#Y!88WXCXRw?wtF8iI>5!
z*O+&X7g7`Y;>WssvTpSQ5D;-1x%#B;+*+Pj`=;SvnrqnIQj^|9Xa8|C<RN>QA5vrG
zQI8V>lryv?4SRo-o6mM^f6Fq%Pe`$n8p7e8G5_q3qEZKlR%#70-T(I2EoGhz`)B_O
zcryY1%Cp@sA57xV833#DpmBT%EZuMO>tYkFyHX2P;&@HE7jLRJy668;t?i(K5eQ|c
z<|!uM46tdo*<F~ZS6mlQF{TKdaXhRDm&LB`GK)6Tn@!u>-ls&#RcLK`?s0*4jNLK(
z1bacKhs#8rPrmPEg-25(-+Qh$0LR53qSin7cm3nPM>`YdrgAJ)Y?Vn9Ds4WbdKMo0
zkXPR{gKh8Ldu8VE>`$EHVcyL0Jo>TcKv?P-At6nH#`RZ<5vL0ajjHqi4akC5z3I}y
zE>!Sm_f1d7{<>d_JU%U|3KH~Ktc`WBS$X!w-l-WT%PMM?f@!*~tv9bDS9a@>c}CwW
zElrcrOt#)B$Dp8)Kktj$MU4Pz<Ri0--t#i97dW(Q+6>J~!)=h7*<HN?tq%z*R6N3y
zNXilo{#<{)c%NeLFNKkRaUuT21KAmN|3(VgxfOj2s^SbBvfb2j(#~;anz~uNa~yYv
z%=gd70}_yO{P{@B4!c2rj*uO>k)6-ica%`5AOC1^?ELb7<FpU=*6n&@4g4MzWo6Cz
zp~^TW@f0<J(3LA!x{=rS{b@npfuR5NqyMKb(3}o$>?ANkq?JrDe`N%KXt?yFCr|i_
zhbru1h<kir{yk&=d368jIl`BmJJSh%8^7~he|{4GJ#@5sc)l}APf<gK<KS!a56@-A
z_Oko~f&Z_6f9GOc?^0!Uc8>qv(>Iv;Kkr2GfBvSPAF2X9^M;k4TU74Kr})c!Pu|@n
zpSgG9#0elU%FKX5u`Y48pOKL<i+aZaWRlP77aK+n4)rzKR#xZwyW~QhLc`m851rJp
zw9Mqy$xRR5v)>-f+*d-8bK^~BA3~X`$J+CC@=i=o(iVb!$9);?G7^hSfL}U>xo>r0
zv;eqr-K6AaKw619rvOm!ywpnfjbJCkZuB+p-*yz;o<N)z&H8w~_p&>&U#|e%?&*#l
z(|alRsISV=$R94o_4TN`a?sZ1VpAOuU~cE@@DMij!P_021ib8k_OSBoNHMz%Wy?(j
zg;y;tEyYiD{7ts((c3kf0CRa37>4~v#73x`J>Cl!-upCeT$8&)`tZ}$4n~9z_^<cZ
zxLEw`N*niaE-<bw1J3|#IICEXNY2-L%XVRh`U>;}$dGGs_b;3A-ILy4w;1&y6ymEk
z((|=*Uc6uvH~06x>a&sy?d~r@?pZ&WV_nbKIQa#;WVR1+Hcu5TtUC&1sS4|kQv`Fn
zxxv!9@6Y+B<7p6Pzrp(E5Wyekht{ulGD*iUR0L}-n|l0=(=%j}<EEx^I@M02K^2z=
z(E_tzDpcxpuCK^scvHL_6!~F^Mdsz@1v{B*7*yKFd3=jy%<0W5ZX|sgO1)wi&EL3g
zE>q24Ltc7!tZp(1g$)oCJBsTNb<=)hT%Xhw1DeNb&@oEqj(G55!)SV};k8I&v!6iG
z?Sgo!%Dz7b;>{C-a%+Q#l9tMe?w2=+tHaJlV&5dZ7O)d75d>f#RlNX%o-kt4l5<l%
z5pPrnre<pS6d=B07oC>^n-U3(i1m*b4azb-&YuNVD)>Y6ug(t_%FfidO!Q?VS?i|c
zxdiEqpMpAe8ySc+b%7f{nbtZ}BuAs7q9%)DV@}DY1#Z`FRt-D36&u$IYm?!TjvQeX
ztsv!?H3jTKnF(T~{p%!!gnng`{yMLyPu6-Rf6z-sMMZXKU&J$dZbSdO+mCS;z}ylS
z*#+iZz6HlboknhQ47LKTYQ)9GWg#(<d96!^;@7hc;@PyBCaptoZP=y^nEJIQ{7gA*
z5x6PuU*A6zF3Z5%Ro%pSRh(0JuD=O7&+<*{pGz%Tu!}~MBb2o!3K5TKilC16{Kb)4
zgui(VWCGiy_93$hTg^2XdG$nuO{cq(ynM|eM&2LN_m|F)e@+DmrBQ&CTRAqY+LYMD
zvb+_zz44^+fJPJ6sJe4BPn#Q*^eHJb%i9oM7g(KY-bfU|JYD$l!;&;jD_<Nre;{lK
zvvK0?7z0v<laq6Aop@_A?N`-t$h;mdpEz^y;6YuPzWm$mq-do(SD=4#s5kQL4Q$g9
zw;TIcy+%C-49LXk4CtKZxo!iK8edxs$S8huv3BY-iqbC7G`Ci@w_KoUt7lk1EeFvn
zO)r?MU;3&t5T3{`l!c&pZ>0r{Pb}HFabuE)@)$(qE7_c^mc$28Bz}{+<II&V*bl}N
z3;>8EJb(Xa6Yr@S2@_EaK4Sqi%IN55EKg*~F+|+h)2B}lxNC>tL5MyBUhgz{ZG3HY
zKTX>E_wp#iDuZeg7&iUr8%#E+<MgK+3);13_h@pu1>RGV71+TYzpBnGYn@Si?KzM2
z_zNMNMusV0RaKtUNJj~rOtd-{2DOXS3YmrlP@2y|1@#KHYv>f{b_|V`TI`>irM=6o
z3pygI-Q48RG=mzp)g=(;wudzlUne+&de__(&u@}X)u^XiP0VD*h&sMH<nSHjyi1+H
z!$W^Ls}ozT)9AM$E5>)RBTZ)9uwV$QZq;Z>0XEwXQH?mJI-bd$7%Y|OQGmQx0k#qN
zQ_q)*0S_4vbTD0OkOmnMo>{AISvUzZ@Ehwl_^xH6wpzE4%#$N&{2C3GZ6`>a&A9Ow
zEI3W9e(9wFKM}%ecHome_w2cZdVvJlK!`Yp*qtF8DRd}-)#SCO6d~$xYXB?*`El-T
ze&S+GO4h@)^gtd&p`sktDeZ4BSC5!m(FMRFbCoQ*JmS`6#fwp$R+rw$B<`UIx5XWf
zsTU}CNJI5+U~F9&DCRJ+*fXP?z<l`>^W?JMkJcz%Erl5J$cP_8OlEEFiv_2d@EiLW
zI}B_8wpECOqEF;k`581uy^>?Q9KtZ+m(H^i+}z&f(Rm<3<B^gv#`~Jva3a|ob3%)O
zg@%>i8B&7sR%DM08BF8$7O-5Fa2PC+730oDCJMf((-%fxL26XUJ)*<!*9CWuJ);%r
zE8yX#zC77cz8kM<S8)u{@i{Epv?-t=PJA$o&3k)eit*&hY|8dp(-^DN5{KI_J8;Jk
zI3*KMPi1QRe-;Hj>gFL;U$!f@ktYRARjX+SVaX}Pc5q!)N|(5YtC*v%;TcLy{KmPU
z5s&{g<e=E>HQU#g|AZoA6bAFr1l%LqE4nP5L^Hk~p|`zp=R-@2QG}3?P>$b=gD+04
zFhy3v5VW7}eu-Z#?~-o+ntKWGSIB!H3idSx29|4;Gj1uHp%{XNT)xW}2&hKh1!6n?
zKr}3lM%Ovk1FyWLSHE^Qg#z<ExYzmoWIM)tTsZi_N@W!8>HD+*Qri#(g11rd)palT
z%BZ9ydtw*6*T~&)X+beBoJ~9U|7FF-GN4$4t(>X=IPtB2tf*~Xy-{x6p;Kfm-hoE6
z(5+w%%0H6oh0foU^qjLrGCrobFN}Oi3UMU8GOBh;lJqL7ltSSz6*!EIhtUskz?Shx
zoZ1{f2oL&J+zQLJ`}fi@mbdDM_grrtA&Y8HA&)PBRo_6v+8FCJ*V%CNwgtZYN``lb
zttLWbFwFQNWyE_bMMX`m>IDDUHRC=}yB>LPyeZp#WGQWMP=C==w=JQEfIA>gd$M<W
zk263%{DE1hHiA!pvu;pdm=i+mhRpicJ*ejmED9u0IoMa1cm2b+d-{Y$Jj6pov0Crt
zNj!rCqM<J=NK9;0t$H8N76ol#9iD90p`ZPE4;szdKl!*4gpN?}FqK77B6#M#ziamF
zKdOJ7wp=Z`_KyF2<-qRI3zly#Ip6CL8PG>-A+0;Ikr>z1t@p;*BpTu~FAbzHdWH26
zyM%j5Rnx{KtD@<bhX*eu3iw#p32wE79Y&_%6C2gc6oC$2aT<AVSFi=X$h5*Xicv@K
zy!>(INyIzj#3W2Fi!*N~qU{sTCK4?!Y}pzaR3Vf&-j0jrkl9|(u<nElmKF@wDnE%m
zm~<*TtXW09q6Q+p_CAFUq!#^q2$+_s-z=PP=nLp0r>>L~33SZySwb&T<dZD*zl7U_
zamPu(QEsifb<|h*yh<1>C)Cxw#Sc0a4v5j8L5?S!zVyf+U#Dtjba?x28HSbX>78s!
zYU2B@kuXFV-R?JmxS{&T8*?(FLw>CWGjEbZ_8zjXm1&SBlMioO;R{4F@^I>kTpIS7
z;|vO4b&5?#Ny$Rv;T_?#!d9Owhny9SSz+-!q;Y7MZ{6m?>%uH!oUjg8^&=MA5N!)y
zsYoUCAv{E1Ljsq_OwS{Ssajc|r9ud|!A>d~LZ}97VoYirenrX0gk*b_HojI?m?h;%
zxf<J+q)!W0({cNBSsgmkG~u-DBMQ1vIgMXQl+>(ZHryZP)TKh|5%;SaY$-B%jeVcU
z^;br1X;8E9`4OB%{YMC+fjt4edWvfcqvSEs<|5UFhhF3U1Efyt=r%?H(`((xGAUR@
zPg_P`PCQ%@!-Xuv7hlm1fy8?EC^lWp;^SeyP&c37(eBnsDQ(Z46xS04f~-}fj?dwq
zvd37q)u&lmmZibThm)iSGL(+RT{aTE<9Jy2n9NoQ(YCDH#`sgS>MfBr%flzvj<LD*
zHeX7!P}I%Z&j90MU*+BGPgF-N^lC?{lo7<z?8?z<=kcHlfkZIh+{!dKWBssr1`#tl
zQlB6+-*;LyfOZ00Wy|sNNSkOYbfr(n%^I+45f8ddJNM47DABTU@?)~{DyETbuUbUj
zO3fW0iob>(naRtT3tWn!Cok7~aJ|GqnCtwq8Uv0XMkuZ<^)69^2j%8?R%BXZc(P3+
z4((yuAujeT9%oA%bM_v916|Mv<yD~qvbfrl2Ryk@<r}_2W^=e)4YzL=AyU@trfxzg
zd;p^TK{KW3^@0R>V=C>GxND|;f4&vxB_VABQg9fjTLVB*Jt>Kf!fhf<me-wc7G5-&
z+!wOZXw?`R&MfqngrRzYGWJ0ahBKIsn)u9Q?Q*hP67n~1<ikkwg5E|Y|8Ma4C|nbC
z8#TvIK9DM6?-+lg%(h8|rzlQOSg0jFhCM`_{{hxwi0p&=)6H;|p|zSRP9VsE&+snh
z(?}1hbWBCP2o5BD7)cKRkd3Vai=<Y%Nb8^RMoy*CLT@1PEwfUw&@~7~;7hGv1zH&w
z@B#~*F~%dNIhRu5JZ?&jjw1b#tz_wH^o9Kp(VoWHMuGQ_5+o?UEJA5Eg$+WG!Y7su
z%(F2`Ya->TxwRLCuZxvOe7+WJ!7mSstYbJHQlPTRfXah{Bd{Mu%doqZ)}tpUesytN
zCK7o)i7Mw%=e-2$s*#wdZn3E&=QE-4gE%BD;@y7ePLD?0E#Hd2RBFAF_(O_I84nQM
zz^L!>zzgRFVmxufd0${+Q0~UI!|rUZGnU(pUnzh!#SEmzFHmmjWhfr0`xrqscjZdN
z?0sCjVI5Frj#uXrOhUg)37Gtow$hxrS@ID|%+%w5IsgB!)rw|a==)f+0o%eHzcHA$
zQ~suq09q-<aI04hdA&O#Mq9@NS9x_uhL~m$53FUi+C{Ku(n|LSJfQn^8A8TUcd8!U
zy%#(6k7iG~8#iu4&gBo<0xC$PlpVN;ZHfeJ-3Kn;#WPg8i|hh*s~JQ$-C-vN1&L;o
z;N7>%o2t!MI5`!_n`_5z4#U4jZbDlOJfO?q1?GXjLd0g{Fm({ph;v_-D~g4n_C{4L
zcyx$KS4Sr{U$3}GiNjw9LZ8G;t+hn`hQGDX78EP`V96lVP&05SWF?8aS!YjqO?O`h
zf1Qj<G7iyYX~^1N|MA&TwyWu9Z#>S`$<uls7N(OT;X$=_No_$x$w1cgKzqC%wRTWu
zQ0w{=(nLuz;GX9Z5!Jh2euUYN%~aj9@34ldDh_&+e|=yg4q8O;T)Kp#bNKk-gB@7n
z`hd3^5lmL>0gdo#zIw0R0)W<xT2bWHE5ZVvx24V?H-Xw8Ct$Oqi_Z2Gpv}tc4a@)*
zl#fnbvHj{F4inVU2TA|b@k?12anW|Ts!-$vzJ3w}A}%GgXBj!wa<X=@!8La7J5Q}W
z-7&Jx_mh(g0T)qUExGJoWQN!-9Czydw{+QRY0@V2+-f@;%N_*$OnyO84`fl;uQs|=
z9Jlv2c!}AwmxBS%5q1fkmI#gkzT*1t{;4e9NvFH#`U?_7RIZS7kQh<4=`y6GRrnhs
z*GH)tDy;22)T*pMY$m>LE{EQipk-<^7rg0y@MS^`d4HT+u^v`c5<7oY-3o*$@HcT(
zhgZ1gH9TfOc=J_8MxkZ~%wVaRK`^l+r1~zj>DYu|AG7@QmZoF4c!zAdyxEJslh5K`
z2LKqhoM-AysXBF25!5Xk8ixWXh}QuqB|=n!4O$cY&F=mJJ;D&GxKel^?Gt#1)gMe&
z(}8_Y4*+F!$w_ug+`^k`I*>>*@@UCRdM#Wl4pag(TsUx5v(mmF+p_FWrO_tuSi;kk
zh#;)SKp&=esFz+Sg@=`zHDg<#06`7o0f1e(=lP7P9O7GkbfuYrp2pP3HliUrDmK>L
zv>2MNf|iwjbHdpMhoFpN9nMDn9x8wh0=W;7LZXDg!#1`+-m_=F$atRNHl<1@GCg*-
zg&!p%<@`Cyi50e=&&`iDY=&hhghTz=C;}tq-02!fN=mi*6x%k5htlJjYHC*+4b3pC
z;GLjKMH^#d<9Nd3)LZ~L_z6g~{CgS!wAjCWco61sjO~n^yu7@A1Qa@$RwUrRE&Y9y
zQuNa!)y`>*eOQf`Z&}g;r&7EOdk4n7r`V}!n2|I7fCze)o}RuRjF95^^cF&f;-rQ9
zFFb@RkOl4lwcOe21_LS^GO`&+*7Ts<*#GjzepE$Xn_QCzLH9P)z0NC!)qEZAeWh@S
zuboUCG~=3iTAX}me0z~%c_91o<+n3+>UG|EPkph!Gh0sks)D%{W~kb^7!WD7)`R!S
zqJjWwUHk;6it*Co)9257pm<WGmLg#Xc{B+MOGI$>vxNr?r-ReTcDmGzI(Z#!l!h<V
xWANzCWTAfi|Ey5^Ul(fXCH}uEE7OTm_P<U)sL}UE){A-_$_i@oMRIpS{sU%ab;1Au

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cowslip_classification.json b/modelling/data/abingdon-all/seasonal/cowslip_classification.json
new file mode 100644
index 0000000..1e80e49
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cowslip_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Cowslip",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "moderate",
+    "window_shape": "sharp",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "moderate_season",
+      "sharp_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.365,
+    "season_end_month": 5.43,
+    "forcing_peak_month": 4.245,
+    "season_width_months": 2.065,
+    "season_midpoint_month": 4.3975,
+    "season_start_label": "March",
+    "season_end_label": "May",
+    "forcing_peak_label": "April"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.016,
+    "DECAY": 1.294,
+    "OOS_DECAY": 4.264,
+    "POST_PEAK_DECAY": 2.648,
+    "POST_PEAK_SHARPNESS": 6.191,
+    "SEASON_START": 3.365,
+    "SEASON_END": 5.43,
+    "SHARPNESS": 8.368,
+    "FORCING_PEAK": 4.245
+  },
+  "fit": {
+    "score": 0.013
+  },
+  "warnings": [],
+  "summary": "Cowslip is classified as moderate spring seasonal presence. The fitted seasonal window runs from about March to May, with a spring peak around April. The season is moderate, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/cowslip_consensus.json b/modelling/data/abingdon-all/seasonal/cowslip_consensus.json
new file mode 100644
index 0000000..56e1d09
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cowslip_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.016",
+  "DECAY": "1.294",
+  "OOS_DECAY": "4.264",
+  "POST_PEAK_DECAY": "2.648",
+  "POST_PEAK_SHARPNESS": "6.191",
+  "SEASON_START": "3.365",
+  "SEASON_END": "5.43",
+  "SHARPNESS": "8.368",
+  "FORCING_PEAK": "4.245",
+  "SCORE": "0.013",
+  "SPECIES": "Cowslip"
+}
diff --git a/modelling/data/abingdon-all/seasonal/cowslip_observed.csv b/modelling/data/abingdon-all/seasonal/cowslip_observed.csv
new file mode 100644
index 0000000..7521985
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cowslip_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,5
+4,61
+5,38
+6,1
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/cowslip_parameters.csv b/modelling/data/abingdon-all/seasonal/cowslip_parameters.csv
new file mode 100644
index 0000000..4b6f75a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cowslip_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:52:09,cowslip_observed.csv,3.091,2.08,5.505,2.152,9.804,3.43,5.67,2.581,5.24,0.02647040640732813541081918853,
+2026-05-21 14:52:10,cowslip_observed.csv,2.106,0.898,2.482,2.592,3.193,3.67,4.91,10.758,4.81,0.01478437152996036947045531751,
+2026-05-21 14:52:10,cowslip_observed.csv,3.355,2.955,3.233,7.23,1.365,3.0,5.59,4.514,4.39,0.02841466697818227516791908302,
+2026-05-21 14:52:10,cowslip_observed.csv,4.55,2.769,2.47,5.912,1.667,3.36,4.9,11.285,3.81,0.03548298096532072036649479002,
+2026-05-21 14:52:11,cowslip_observed.csv,1.53,0.944,5.767,7.488,1.306,2.25,5.06,11.619,3.63,0.1518384528589438277739335518,
+2026-05-21 14:52:11,cowslip_observed.csv,1.483,2.205,4.203,3.944,3.931,2.67,5.07,11.776,3.09,0.1344178542546464351635045210,
+2026-05-21 14:52:11,cowslip_observed.csv,2.637,2.988,1.824,4.026,7.891,2.87,4.51,13.307,3.11,0.1421286552190887426586774866,
+2026-05-21 14:52:11,cowslip_observed.csv,3.983,2.281,6.544,6.274,1.709,3.19,4.38,1.557,3.25,0.1596044001167616854920204877,
+2026-05-21 14:52:12,cowslip_observed.csv,3.645,2.573,4.217,0.686,4.197,3.38,5.13,2.132,4.29,0.05647948536163209674357582479,
+2026-05-21 14:52:12,cowslip_observed.csv,1.049,1.074,5.672,1.567,7.376,2.84,4.97,8.26,4.63,0.0302872259951233793178813364,
+2026-05-21 14:52:12,cowslip_observed.csv,4.537,0.732,7.457,3.348,1.45,3.15,5.07,3.233,3.43,0.03328920079114999865414980927,
+2026-05-21 14:52:12,cowslip_observed.csv,3.008,0.835,3.139,7.582,6.834,2.28,4.88,6.413,4.23,0.07437276973076675341355169849,
+2026-05-21 14:52:13,cowslip_observed.csv,3.277,2.248,2.495,7.104,8.709,3.56,4.14,7.05,3.98,0.07602056094753794948816287403,
+2026-05-21 14:52:13,cowslip_observed.csv,4.309,1.801,5.293,6.784,3.426,3.32,4.3,9.434,4.07,0.08231670600623664018133473757,
+2026-05-21 14:52:13,cowslip_observed.csv,3.82,0.596,4.091,1.083,4.906,2.97,5.15,11.754,4.36,0.01184553167525175649969835569,
+2026-05-21 14:52:14,cowslip_observed.csv,3.182,1.877,3.82,0.509,8.439,3.55,4.08,12.512,3.65,0.08976800178834325342186947969,
+2026-05-21 14:52:14,cowslip_observed.csv,4.647,1.439,7.16,3.219,9.853,2.33,4.98,13.607,3.98,0.08678332113136743004113936875,
+2026-05-21 14:52:14,cowslip_observed.csv,1.094,2.622,7.097,1.124,3.517,2.41,5.54,4.986,3.19,0.1079806846434690892700432563,
+2026-05-21 14:52:14,cowslip_observed.csv,3.91,1.345,5.792,2.182,7.836,2.36,4.98,8.539,4.37,0.07424350261375039545264476225,
+2026-05-21 14:52:15,cowslip_observed.csv,2.698,0.704,6.545,5.416,8.075,3.51,5.9,9.889,4.75,0.03600538987051675284424904355,
+2026-05-21 14:52:15,cowslip_observed.csv,3.203,2.717,6.539,6.189,8.669,3.74,5.07,8.229,4.23,0.0204821831473820381115093692,
+2026-05-21 14:52:15,cowslip_observed.csv,4.301,1.348,3.965,2.141,8.64,3.54,5.99,11.555,5.21,0.06259378365672343618364231138,
+2026-05-21 14:52:16,cowslip_observed.csv,3.422,2.714,5.84,0.261,6.646,3.34,5.64,5.929,3.38,0.004536068242633475083478642905,
+2026-05-21 14:52:16,cowslip_observed.csv,2.894,0.857,1.919,7.125,7.632,3.58,5.34,9.057,3.82,0.02185944177258261874163907381,
+2026-05-21 14:52:16,cowslip_observed.csv,1.418,1.405,3.375,7.872,4.228,2.25,4.59,6.604,4.04,0.1521464621731109338100396177,
+2026-05-21 14:52:16,cowslip_observed.csv,1.285,2.439,2.804,5.531,2.892,2.34,4.63,4.986,3.01,0.1950401404577170115910008088,
+2026-05-21 14:52:17,cowslip_observed.csv,1.459,2.644,6.232,2.936,1.18,3.24,4.41,4.18,3.43,0.1086419812397736224770209761,
+2026-05-21 14:52:17,cowslip_observed.csv,2.683,2.072,2.18,2.83,4.735,3.98,5.37,7.481,4.28,0.03190224664484794729797061659,
+2026-05-21 14:52:17,cowslip_observed.csv,4.699,1.52,5.909,4.748,2.722,3.21,5.77,13.063,4.96,0.006241492628831765162219451242,
+2026-05-21 14:52:17,cowslip_observed.csv,4.939,0.595,2.39,6.232,4.923,2.11,5.71,3.573,3.22,0.1493483598551001323329703014,
+2026-05-21 14:52:18,cowslip_observed.csv,4.36,1.116,3.299,2.736,9.906,2.9,4.34,4.011,3.77,0.1306580712485757750146734465,
+2026-05-21 14:52:18,cowslip_observed.csv,2.08,2.22,3.4,0.814,7.332,3.86,4.89,6.236,4.78,0.01933391687243939121563509346,
+2026-05-21 14:52:18,cowslip_observed.csv,3.648,1.862,5.665,3.944,7.478,3.48,4.86,6.99,3.85,0.05224931811737660538181677541,
+2026-05-21 14:52:19,cowslip_observed.csv,2.132,1.025,5.152,2.14,1.423,3.15,4.9,2.56,4.09,0.05164962702189793139264893350,
+2026-05-21 14:52:19,cowslip_observed.csv,2.56,0.649,5.002,2.396,6.133,3.2,5.1,13.674,4.13,0.01523169606136675467998057049,
+2026-05-21 14:52:19,cowslip_observed.csv,4.399,2.262,6.664,5.625,1.626,3.04,4.08,4.621,3.2,0.1801490897421317225992970489,
+2026-05-21 14:52:19,cowslip_observed.csv,3.377,2.341,7.968,2.017,1.124,3.79,4.06,9.07,3.91,0.09179880313644852194860502239,
+2026-05-21 14:52:20,cowslip_observed.csv,4.802,0.518,4.41,6.447,7.962,3.35,5.63,12.099,3.89,0.01716371546561381882118914127,
+2026-05-21 14:52:20,cowslip_observed.csv,1.788,0.813,4.206,1.873,3.226,3.01,4.29,13.889,4.1,0.08396689594918467364517986511,
+2026-05-21 14:52:20,cowslip_observed.csv,2.858,1.466,5.145,1.847,9.893,3.07,4.03,14.346,3.46,0.1421549611874159579739194821,
+2026-05-21 14:52:20,cowslip_observed.csv,3.025,2.927,7.386,5.581,3.734,3.05,4.23,5.477,4.2,0.1324683707096567617175462745,
+2026-05-21 14:52:21,cowslip_observed.csv,2.32,0.59,6.902,2.954,9.941,3.02,4.14,9.355,3.05,0.1408087511768671892209204695,
+2026-05-21 14:52:21,cowslip_observed.csv,1.597,2.888,5.725,4.203,9.786,2.77,5.79,12.49,5.35,0.02658706012164999738643009043,
+2026-05-21 14:52:21,cowslip_observed.csv,4.474,1.23,3.9,6.015,9.346,2.76,4.77,8.037,4.43,0.04421317219749647023244667202,
+2026-05-21 14:52:22,cowslip_observed.csv,1.942,1.994,1.092,4.587,9.683,2.71,4.06,5.785,2.72,0.2024477336056429358350740980,
+2026-05-21 14:52:22,cowslip_observed.csv,1.328,1.844,3.029,3.876,7.878,3.41,5.88,12.214,3.41,0.01280197960565046310224649434,
+2026-05-21 14:52:22,cowslip_observed.csv,4.794,0.965,7.009,7.65,5.799,3.57,4.43,14.521,4.21,0.06962580979917578916881399515,
+2026-05-21 14:52:22,cowslip_observed.csv,4.983,0.621,2.069,1.342,9.78,2.2,4.51,12.06,3.2,0.1470209779275742376489788247,
+2026-05-21 14:52:23,cowslip_observed.csv,3.521,2.599,2.138,1.329,8.687,3.62,5.41,10.435,4.24,0.00197179020512911293668753658,
+2026-05-21 14:52:23,cowslip_observed.csv,2.287,2.363,6.622,2.173,5.248,3.27,4.66,12.704,3.41,0.06797389781350532811391411134,
+2026-05-21 14:52:23,cowslip_observed.csv,1.202,0.588,1.682,4.759,3.241,3.28,4.85,4.787,4.58,0.01351054878528369071050573173,
+2026-05-21 14:52:23,cowslip_observed.csv,1.805,1.434,6.877,3.409,5.822,2.42,5.46,8.006,2.75,0.1414259552607790656610549204,
+2026-05-21 14:52:24,cowslip_observed.csv,2.29,2.632,1.634,2.071,8.85,2.18,5.92,7.886,3.59,0.1395043837825800658747054991,
+2026-05-21 14:52:24,cowslip_observed.csv,2.276,1.894,4.239,4.51,6.921,2.66,4.61,8.39,4.09,0.1116349458878512284757797522,
+2026-05-21 14:52:24,cowslip_observed.csv,4.845,1.518,1.466,7.466,1.754,2.53,5.88,12.114,2.8,0.1353836440724726943253300387,
+2026-05-21 14:52:25,cowslip_observed.csv,2.861,2.531,2.549,1.334,7.916,2.44,5.44,13.258,3.78,0.08067014947071732570369359874,
+2026-05-21 14:52:25,cowslip_observed.csv,4.547,1.918,2.494,5.318,9.592,2.35,4.92,9.629,2.53,0.1849338517307470730417288117,
+2026-05-21 14:52:25,cowslip_observed.csv,1.798,1.091,2.864,1.864,9.58,2.05,5.4,14.528,3.29,0.1210411263401896734817703975,
+2026-05-21 14:52:25,cowslip_observed.csv,1.95,0.656,7.055,1.585,7.237,3.16,5.73,6.616,4.11,0.004186191398259686399277773974,
+2026-05-21 14:52:26,cowslip_observed.csv,2.704,1.602,2.722,2.431,3.2,2.23,5.12,12.925,3.63,0.1242629039045904225729894953,
+2026-05-21 14:52:26,cowslip_observed.csv,4.893,0.742,6.02,7.275,8.168,3.51,4.17,2.791,3.67,0.1033099063128455766994710156,
+2026-05-21 14:52:26,cowslip_observed.csv,3.606,1.265,7.055,5.781,2.418,3.25,5.59,2.277,5.44,0.02576008302267160685002572149,
+2026-05-21 14:52:27,cowslip_observed.csv,1.735,0.541,5.921,1.718,2.16,2.89,5.62,1.264,4.55,0.06411453650725176330444995309,
+2026-05-21 14:52:27,cowslip_observed.csv,4.208,1.618,2.793,0.247,2.008,2.86,5.55,9.802,4.13,0.01965761595230162660333973259,
+2026-05-21 14:52:27,cowslip_observed.csv,3.501,2.46,2.305,7.408,6.622,3.26,4.13,2.699,4.05,0.1316220163988101538105482219,
+2026-05-21 14:52:27,cowslip_observed.csv,4.816,1.754,7.365,3.593,8.13,2.44,5.12,8.642,3.23,0.1319884942238555829935909810,
+2026-05-21 14:52:28,cowslip_observed.csv,1.48,0.698,3.303,3.799,6.125,2.47,4.49,4.867,3.01,0.1761938922197811026044575974,
+2026-05-21 14:52:28,cowslip_observed.csv,2.006,1.816,4.164,6.597,4.788,2.83,5.61,6.967,5.03,0.01423581484565326576317385868,
+2026-05-21 14:52:28,cowslip_observed.csv,3.121,0.594,4.363,1.449,6.229,3.97,4.99,4.215,4.85,0.01304228471489243148157682795,
+2026-05-21 14:52:28,cowslip_observed.csv,2.991,1.732,1.667,4.061,7.999,3.67,5.16,12.851,4.08,0.01207103449901743669090716888,
+2026-05-21 14:52:29,cowslip_observed.csv,2.819,2.405,3.569,3.429,5.688,3.46,5.91,13.094,4.77,0.02841902612363151864157652781,
+2026-05-21 14:52:29,cowslip_observed.csv,4.834,1.332,4.712,3.363,4.029,3.3,4.04,2.029,4.01,0.1156436329540278703028288584,
+2026-05-21 14:52:29,cowslip_observed.csv,2.402,0.592,5.335,1.201,6.33,2.96,4.28,10.073,3.53,0.1115104705355270895864172097,
+2026-05-21 14:52:30,cowslip_observed.csv,1.103,1.394,7.748,6.943,3.862,2.37,4.84,1.227,3.77,0.1632491227724784006521598469,
+2026-05-21 14:52:30,cowslip_observed.csv,3.497,1.767,2.604,4.466,9.953,2.49,4.25,4.933,3.67,0.1684994289618114344998382010,
+2026-05-21 14:52:30,cowslip_observed.csv,4.19,1.137,2.822,3.954,5.962,3.56,5.6,11.349,4.2,0.003679507225297450715028202315,
+2026-05-21 14:52:30,cowslip_observed.csv,1.404,0.58,4.733,5.581,9.021,3.79,5.73,5.597,4.84,0.06523895502560455783951901829,
+2026-05-21 14:52:31,cowslip_observed.csv,3.322,2.05,4.15,5.245,8.099,3.22,4.11,10.554,3.93,0.1229650144025211915939878585,
+2026-05-21 14:52:31,cowslip_observed.csv,1.811,2.016,5.979,2.951,8.164,2.1,5.25,13.615,4.94,0.06720482587764187996444296485,
+2026-05-21 14:52:31,cowslip_observed.csv,4.558,0.527,1.402,3.148,6.466,2.77,5.19,6.091,3.94,0.02305391950229400924718108143,
+2026-05-21 14:52:31,cowslip_observed.csv,3.819,2.195,5.196,7.328,3.434,2.21,4.04,7.403,2.85,0.2282864375779071591896449388,
+2026-05-21 14:52:32,cowslip_observed.csv,4.08,1.789,2.36,1.748,6.951,2.84,4.43,4.488,3.58,0.1337852454277086337157989362,
+2026-05-21 14:52:32,cowslip_observed.csv,1.336,2.662,3.321,1.224,3.776,4.0,5.52,12.869,4.03,0.02936691849176913979059361650,
+2026-05-21 14:52:32,cowslip_observed.csv,1.542,1.18,2.058,0.181,9.057,3.66,4.74,9.734,4.55,0.01882698544607291054625669947,
+2026-05-21 14:52:33,cowslip_observed.csv,1.154,0.865,5.288,1.188,8.127,2.96,4.01,2.401,3.16,0.1685331537017722730762247053,
+2026-05-21 14:52:33,cowslip_observed.csv,4.895,2.01,5.158,0.813,4.781,3.96,4.87,9.833,4.87,0.05145129435300817403428416309,
+2026-05-21 14:52:33,cowslip_observed.csv,2.488,1.718,1.268,6.116,3.749,2.14,4.02,6.044,2.71,0.2287112271389153697602958177,
+2026-05-21 14:52:33,cowslip_observed.csv,3.813,2.238,4.28,5.842,5.606,3.49,5.11,14.958,3.69,0.02671604578601043104314610922,
+2026-05-21 14:52:34,cowslip_observed.csv,4.937,1.869,3.368,6.036,5.408,2.08,5.96,7.509,5.04,0.08501478637703403711425822539,
+2026-05-21 14:52:34,cowslip_observed.csv,1.597,1.46,6.736,5.649,2.516,3.17,5.08,10.761,4.03,0.03119655571589700885946936607,
+2026-05-21 14:52:34,cowslip_observed.csv,3.559,1.475,2.795,6.256,4.534,3.32,4.16,3.01,3.69,0.1322432272378929196090898912,
+2026-05-21 14:52:35,cowslip_observed.csv,2.931,1.081,1.27,0.089,1.014,3.57,4.56,7.85,3.77,0.01783718055486333693808141418,
+2026-05-21 14:52:35,cowslip_observed.csv,4.255,2.289,4.386,3.785,2.08,2.42,4.77,1.111,4.15,0.1731997295440631376861405218,
+2026-05-21 14:52:35,cowslip_observed.csv,3.172,1.507,2.968,3.874,5.936,3.47,4.39,6.021,3.82,0.06463459053212594977985428471,
+2026-05-21 14:52:35,cowslip_observed.csv,2.69,2.908,3.126,4.617,2.697,3.69,5.16,7.358,4.96,0.008829456042257882703522035417,
+2026-05-21 14:52:36,cowslip_observed.csv,4.189,1.313,4.962,6.083,3.929,3.99,4.49,9.279,4.17,0.08858212285882979463847249889,
+2026-05-21 14:52:36,cowslip_observed.csv,3.726,2.648,5.266,1.357,9.068,3.76,5.0,3.789,4.01,0.01644473545219156637927208382,
+2026-05-21 14:52:36,cowslip_observed.csv,2.018,2.346,5.002,2.638,7.83,3.54,4.1,9.355,3.74,0.09218578977177768239587899003,
+2026-05-21 14:52:36,cowslip_observed.csv,2.912,1.558,7.693,6.192,6.249,3.83,4.22,7.073,4.02,0.07460640023230964524457515888,
+2026-05-21 14:52:37,cowslip_observed.csv,2.516,2.938,3.982,4.651,1.528,3.33,4.41,5.34,3.46,0.08366901103224913956092260353,
+2026-05-21 14:52:37,cowslip_observed.csv,1.32,1.867,7.338,2.09,4.339,3.3,4.24,14.109,3.66,0.09140890116190149909660264418,
+2026-05-21 14:52:37,cowslip_observed.csv,2.573,2.871,1.852,5.516,6.65,2.98,4.1,14.404,3.27,0.1522926438605113383786074008,
+2026-05-21 14:52:38,cowslip_observed.csv,2.241,1.808,4.079,4.266,6.485,3.98,4.59,3.295,4.14,0.02272740389131839385879611218,
+2026-05-21 14:52:38,cowslip_observed.csv,4.592,2.306,4.256,5.023,2.664,2.74,5.8,2.255,5.03,0.05847502274292145079300769758,
+2026-05-21 14:52:38,cowslip_observed.csv,3.285,1.538,4.969,0.054,3.351,3.91,4.2,13.739,3.93,0.1012549565070119956911353772,
+2026-05-21 14:52:38,cowslip_observed.csv,4.23,2.849,6.223,5.916,7.039,2.45,4.72,11.129,3.01,0.1930826844033439674801391511,
+2026-05-21 14:52:39,cowslip_observed.csv,1.438,1.974,6.339,0.126,6.215,3.29,4.2,7.007,3.43,0.1154690408493425456140827851,
+2026-05-21 14:52:39,cowslip_observed.csv,3.073,0.63,2.596,2.686,4.21,3.81,4.46,11.215,3.96,0.07956306486460004476980667884,
+2026-05-21 14:52:39,cowslip_observed.csv,2.727,1.4,3.54,6.6,8.702,3.35,4.01,10.768,3.75,0.1220419530564494480981177887,
+2026-05-21 14:52:39,cowslip_observed.csv,1.57,2.943,5.284,0.108,3.617,2.91,5.55,11.345,4.58,0.02288157926004860429218525224,
+2026-05-21 14:52:40,cowslip_observed.csv,4.875,1.256,4.359,4.768,5.164,3.72,4.01,12.399,3.74,0.09190614400398679888626545599,
+2026-05-21 14:52:40,cowslip_observed.csv,3.421,1.897,5.283,4.69,6.141,2.83,5.84,5.879,5.36,0.03680607501394374146736848628,
+2026-05-21 14:52:40,cowslip_observed.csv,3.435,1.131,1.828,2.035,5.442,2.15,5.01,2.755,3.07,0.1384350329318220573877900617,
+2026-05-21 14:52:41,cowslip_observed.csv,1.808,0.838,1.512,4.595,3.372,2.56,4.31,1.583,3.04,0.1978627799586826776715935777,
+2026-05-21 14:52:41,cowslip_observed.csv,2.12,0.911,1.567,4.58,2.144,2.16,4.1,10.523,3.2,0.2143338814027391768238006401,
+2026-05-21 14:52:41,cowslip_observed.csv,4.971,1.988,3.146,0.664,1.115,2.17,4.33,8.716,4.11,0.1781689000750019376763432205,
+2026-05-21 14:52:41,cowslip_observed.csv,1.682,1.487,5.759,6.807,8.666,2.7,5.86,8.851,3.07,0.1323073689156741060976017376,
+2026-05-21 14:52:42,cowslip_observed.csv,4.805,1.939,5.254,6.297,5.792,2.91,4.22,8.476,3.12,0.1571608948749389665838960875,
+2026-05-21 14:52:42,cowslip_observed.csv,4.526,2.695,2.427,1.236,3.396,2.82,5.86,2.456,4.44,0.06421758057387898991565534986,
+2026-05-21 14:52:42,cowslip_observed.csv,1.752,2.33,5.686,1.526,5.955,3.97,5.37,10.754,4.14,0.03310959339844568808111944058,
+2026-05-21 14:52:43,cowslip_observed.csv,2.846,2.817,3.024,3.41,3.021,2.4,4.28,10.439,3.1,0.2030080783781787242220296605,
+2026-05-21 14:52:43,cowslip_observed.csv,3.046,0.517,3.824,4.261,9.868,3.42,5.75,1.631,4.34,0.04945221960217499780296897782,
+2026-05-21 14:52:43,cowslip_observed.csv,3.83,2.415,4.912,1.337,3.327,2.03,4.81,3.715,3.09,0.1612988530391034135007122968,
+2026-05-21 14:52:43,cowslip_observed.csv,1.447,1.457,4.943,5.981,2.652,3.98,5.37,5.98,4.59,0.03475277460344507343406318275,
+2026-05-21 14:52:44,cowslip_observed.csv,2.474,0.65,4.161,0.891,4.247,2.33,4.77,11.611,3.54,0.08396777349233312684916479510,
+2026-05-21 14:52:44,cowslip_observed.csv,2.079,2.009,7.373,5.949,8.121,2.96,5.21,6.259,3.48,0.05036631568568448959383022603,
+2026-05-21 14:52:44,cowslip_observed.csv,3.231,1.873,3.835,0.063,2.026,3.43,5.11,5.686,3.76,0.01095900887352335089554224094,
+2026-05-21 14:52:44,cowslip_observed.csv,3.237,0.653,4.377,0.726,7.549,2.77,5.53,8.508,3.08,0.02365761646420374931580436967,
+2026-05-21 14:52:45,cowslip_observed.csv,1.361,2.886,7.218,1.698,9.131,3.73,5.43,6.406,4.23,0.006390684031600912055193814959,
+2026-05-21 14:52:45,cowslip_observed.csv,2.453,1.686,7.616,7.935,1.776,4.0,4.12,12.247,4.08,0.1083721647952817582650355885,
+2026-05-21 14:52:45,cowslip_observed.csv,1.552,1.083,7.348,5.403,1.192,3.16,5.46,10.148,4.54,0.01149499469816850216863622283,
+2026-05-21 14:52:46,cowslip_observed.csv,3.61,2.763,5.353,1.868,1.805,3.39,5.87,10.773,4.33,0.005332596065336403264271666999,
+2026-05-21 14:52:46,cowslip_observed.csv,2.395,1.911,7.53,1.036,8.953,2.37,4.76,14.299,4.65,0.1140249975301143748031554864,
+2026-05-21 14:52:46,cowslip_observed.csv,1.064,2.14,4.627,0.361,3.639,3.99,4.98,6.21,4.21,0.04200466085179158524689623227,
+2026-05-21 14:52:46,cowslip_observed.csv,4.504,0.663,2.015,4.071,7.761,2.37,5.1,1.818,3.32,0.1237199558368049428523028059,
+2026-05-21 14:52:47,cowslip_observed.csv,2.369,0.72,5.331,0.462,9.217,3.98,4.32,11.813,4.32,0.09510000875328072919725159105,
+2026-05-21 14:52:47,cowslip_observed.csv,2.461,1.881,4.787,1.634,1.61,2.92,4.27,7.513,4.21,0.1261705705630818980196205101,
+2026-05-21 14:52:47,cowslip_observed.csv,3.04,0.935,3.517,2.704,1.237,3.09,5.25,11.7,3.9,0.01815471922244331600134205238,
+2026-05-21 14:52:47,cowslip_observed.csv,1.983,1.927,4.29,2.572,4.047,3.34,5.96,10.245,4.46,0.02589902981569832994786616849,
+2026-05-21 14:52:48,cowslip_observed.csv,3.905,1.387,2.489,5.109,9.115,2.21,4.01,5.805,3.49,0.2020333420666842956469163334,
+2026-05-21 14:52:48,cowslip_observed.csv,1.624,0.578,2.523,6.262,8.759,3.87,4.5,10.287,4.4,0.05261969516539480756033459556,
+2026-05-21 14:52:48,cowslip_observed.csv,2.794,1.167,3.587,6.005,3.038,2.23,5.63,5.568,4.13,0.07690587852879112075754905815,
+2026-05-21 14:52:49,cowslip_observed.csv,4.733,2.477,5.612,5.304,2.073,2.85,4.74,8.105,3.16,0.1326892614552815235512128602,
+2026-05-21 14:52:49,cowslip_observed.csv,3.807,1.415,3.212,3.399,1.202,3.78,4.31,14.019,4.1,0.07132608713991264331253083035,
+2026-05-21 14:52:49,cowslip_observed.csv,4.212,1.56,3.884,6.067,8.176,3.17,5.15,3.404,3.68,0.03569501573828912278639176424,
+2026-05-21 14:52:49,cowslip_observed.csv,2.319,2.353,1.365,1.599,6.149,2.41,5.39,11.212,2.98,0.1246054645279856645579009372,
+2026-05-21 14:52:50,cowslip_observed.csv,1.256,2.699,4.687,5.432,1.647,2.46,4.34,8.968,3.93,0.1876660417971525215690769143,
+2026-05-21 14:52:50,cowslip_observed.csv,3.908,1.724,2.067,4.954,7.961,3.79,4.55,11.688,4.24,0.03364774290933666900542371105,
+2026-05-21 14:52:50,cowslip_observed.csv,2.307,1.807,2.628,3.914,5.91,2.58,4.37,6.214,4.33,0.1455201994461252255425713002,
+2026-05-21 14:52:51,cowslip_observed.csv,2.003,2.395,1.957,0.169,7.598,2.21,4.31,12.72,3.41,0.1834249352312907998956823840,
+2026-05-21 14:52:51,cowslip_observed.csv,1.343,1.492,7.932,4.812,7.868,2.82,5.87,11.245,4.58,0.01585258626263392038816987439,
+2026-05-21 14:52:51,cowslip_observed.csv,3.334,1.971,1.422,7.516,9.448,3.47,4.46,14.722,4.18,0.05717777405463381432249059797,
+2026-05-21 14:52:51,cowslip_observed.csv,2.42,2.369,4.264,1.974,8.367,3.54,4.64,14.375,4.15,0.05639599373056605177430167175,
+2026-05-21 14:52:52,cowslip_observed.csv,2.71,2.83,3.785,6.574,6.127,2.17,5.1,12.464,4.23,0.1020413125460937476837855469,
+2026-05-21 14:52:52,cowslip_observed.csv,2.301,1.224,6.611,2.39,2.084,3.09,4.03,9.937,4.03,0.1449489410843723081442561403,
+2026-05-21 14:52:52,cowslip_observed.csv,1.904,0.712,4.814,1.092,1.542,3.06,4.28,1.653,3.81,0.1118777501520425016514524528,
+2026-05-21 14:52:52,cowslip_observed.csv,1.516,1.957,4.525,6.035,5.691,2.81,5.18,10.587,3.82,0.0528580252544043552437652400,
+2026-05-21 14:52:53,cowslip_observed.csv,2.47,0.92,3.956,4.772,9.671,3.85,4.78,10.587,4.06,0.05349796392867036174217391240,
+2026-05-21 14:52:53,cowslip_observed.csv,3.46,2.879,5.405,2.736,6.153,3.66,5.78,13.017,4.25,0.001282254211858890254397093765,
+2026-05-21 14:52:53,cowslip_observed.csv,2.298,2.129,6.148,4.161,6.042,2.12,5.67,1.981,5.35,0.07262890404281954723760797359,
+2026-05-21 14:52:54,cowslip_observed.csv,3.659,0.553,5.337,1.202,6.839,3.02,4.96,3.466,4.35,0.02267612849171540623952973851,
+2026-05-21 14:52:54,cowslip_observed.csv,1.929,1.691,5.605,6.214,1.753,2.9,5.04,4.849,4.33,0.04332427819416506889673431518,
+2026-05-21 14:52:54,cowslip_observed.csv,4.144,2.194,7.987,4.0,8.663,3.65,5.84,13.557,4.99,0.03187895111855760947794124616,
+2026-05-21 14:52:54,cowslip_observed.csv,2.164,0.502,1.833,3.855,8.171,2.87,4.17,11.087,4.01,0.08126102731117804112979977109,
+2026-05-21 14:52:55,cowslip_observed.csv,2.974,2.214,5.412,6.945,4.227,3.86,5.97,11.21,5.4,0.08453978069731730584548492675,
+2026-05-21 14:52:55,cowslip_observed.csv,3.113,2.004,6.53,7.574,8.803,2.21,5.07,2.101,4.27,0.09038291097043930312571277759,
+2026-05-21 14:52:55,cowslip_observed.csv,3.498,2.046,2.599,2.678,4.528,2.66,5.12,7.644,5.09,0.05022408485896135743854407070,
+2026-05-21 14:52:55,cowslip_observed.csv,4.6,0.715,3.44,1.898,5.228,2.67,4.24,12.465,3.69,0.1224739571597714567483193937,
+2026-05-21 14:52:56,cowslip_observed.csv,3.172,1.796,1.498,7.956,1.377,3.96,4.25,10.529,4.09,0.09300314394355344421218496105,
+2026-05-21 14:52:56,cowslip_observed.csv,4.721,0.93,2.638,3.97,6.88,2.92,4.96,11.99,3.15,0.1081211919160602661953325883,
+2026-05-21 14:52:56,cowslip_observed.csv,2.138,0.953,3.009,5.927,9.704,3.68,5.11,10.27,3.7,0.02811160639437214210854853349,
+2026-05-21 14:52:57,cowslip_observed.csv,3.136,2.852,2.058,7.872,6.52,2.7,4.59,9.028,2.9,0.1910892329449646838522743300,
+2026-05-21 14:52:57,cowslip_observed.csv,3.97,2.804,2.862,1.771,7.038,2.99,4.38,12.718,4.25,0.1110572001813807222748522764,
+2026-05-21 14:52:57,cowslip_observed.csv,3.494,2.053,3.357,0.629,8.869,3.84,5.64,9.195,4.6,0.05324565551032037616403207666,
+2026-05-21 14:52:57,cowslip_observed.csv,4.563,1.324,5.112,3.4,5.905,3.32,5.58,13.027,4.35,0.003148553430895489752878993868,
+2026-05-21 14:52:58,cowslip_observed.csv,2.438,1.629,1.094,3.655,3.666,3.37,5.45,7.161,4.02,0.007821440423891175845282728563,
+2026-05-21 14:52:58,cowslip_observed.csv,3.111,1.315,6.596,5.864,2.957,3.81,4.73,5.243,4.49,0.03166068854003858947766970492,
+2026-05-21 14:52:58,cowslip_observed.csv,1.372,1.556,1.366,2.724,6.68,3.43,4.39,3.214,3.82,0.03780365079759603921656266421,
+2026-05-21 14:52:59,cowslip_observed.csv,1.248,1.114,2.125,5.753,3.424,3.18,5.51,2.895,4.33,0.01174741856957821782819182683,
+2026-05-21 14:52:59,cowslip_observed.csv,1.299,1.575,2.789,6.758,5.118,2.22,4.39,1.421,2.51,0.2221786552595494169219857536,
+2026-05-21 14:52:59,cowslip_observed.csv,1.269,2.823,3.988,1.911,2.851,3.17,4.9,1.831,3.47,0.06954078398944141529066367591,
+2026-05-21 14:52:59,cowslip_observed.csv,1.999,2.651,2.556,0.047,2.904,3.26,4.13,7.476,3.26,0.1166056969430900206046451974,
+2026-05-21 14:53:00,cowslip_observed.csv,1.984,1.834,4.185,1.609,7.921,3.09,4.04,3.486,3.88,0.1530963795228715082556609656,
+2026-05-21 14:53:00,cowslip_observed.csv,1.882,0.96,7.398,4.719,2.316,2.95,4.1,8.652,3.82,0.1483441592341805005063106083,
+2026-05-21 14:53:00,cowslip_observed.csv,1.195,0.712,7.57,2.297,7.389,3.36,5.43,3.822,5.34,0.005777894760517791675032716741,
+2026-05-21 14:53:00,cowslip_observed.csv,4.097,2.245,6.78,6.916,2.969,2.87,5.05,14.833,4.99,0.0361693159995292388015884463,
+2026-05-21 14:53:01,cowslip_observed.csv,3.205,0.839,3.711,0.813,3.137,2.75,4.9,8.902,2.83,0.05376742142206088762666674055,
+2026-05-21 14:53:01,cowslip_observed.csv,4.504,1.187,3.195,5.741,9.224,2.91,5.03,13.472,2.91,0.1354401613838704543729790535,
+2026-05-21 14:53:01,cowslip_observed.csv,2.122,2.926,3.848,1.201,5.49,3.05,5.77,7.709,5.43,0.03568247551928121628384568405,
+2026-05-21 14:53:02,cowslip_observed.csv,3.966,0.544,3.819,5.042,3.646,3.55,4.05,14.783,3.61,0.09236208614105042361809568073,
+2026-05-21 14:53:02,cowslip_observed.csv,2.704,2.328,1.982,6.009,1.69,2.89,5.11,8.833,5.04,0.03117253564851116490461220348,
+2026-05-21 14:53:02,cowslip_observed.csv,2.049,1.313,3.68,1.288,5.441,2.67,4.91,13.043,3.39,0.08125462411646328210826212224,
+2026-05-21 14:53:02,cowslip_observed.csv,4.603,2.548,6.203,4.611,5.643,3.82,5.03,8.555,4.77,0.04152596936169805647105122074,
+2026-05-21 14:53:03,cowslip_observed.csv,4.346,2.406,1.033,3.728,6.86,2.43,4.79,11.17,2.66,0.1829744760902341854532756357,
+2026-05-21 14:53:03,cowslip_observed.csv,3.3,1.122,5.893,1.454,8.385,3.58,5.62,2.947,4.61,0.006298178005869920333686036165,
+2026-05-21 14:53:03,cowslip_observed.csv,1.105,1.203,1.743,7.375,8.92,2.73,5.95,3.964,2.81,0.1458255316103733031428197617,
+2026-05-21 14:53:04,cowslip_observed.csv,2.5,2.276,1.207,6.513,3.846,3.57,4.28,11.738,4.23,0.06616101269402425585389469730,
+2026-05-21 14:53:04,cowslip_observed.csv,3.94,1.413,7.191,0.946,4.398,2.29,5.55,6.041,2.84,0.1114333469859042322780039699,
+2026-05-21 14:53:04,cowslip_observed.csv,3.125,1.223,5.459,1.781,8.349,3.69,4.44,1.615,3.99,0.05594913328687671569434434827,
+2026-05-21 14:53:04,cowslip_observed.csv,4.948,2.311,4.674,0.423,9.068,2.35,5.8,3.502,2.69,0.1056316843386348893110293231,
diff --git a/modelling/data/abingdon-all/seasonal/cowslip_simulated.csv b/modelling/data/abingdon-all/seasonal/cowslip_simulated.csv
new file mode 100644
index 0000000..6a564b5
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cowslip_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,4.32592E-10,0.1,0,0.01,2.32704E-10
+RungeKutta4,2,0.2,1.30484E-9,0.1,0,0.01,7.01912E-10
+RungeKutta4,3,0.3,3.32199E-9,0.1,0,0.01,1.78700E-9
+RungeKutta4,4,0.4,8.15592E-9,0.1,0,0.01,4.38731E-9
+RungeKutta4,5,0.5,1.98196E-8,0.1,0,0.01,1.06615E-8
+RungeKutta4,6,0.6,4.79576E-8,0.1,0,0.01,2.57978E-8
+RungeKutta4,7,0.7,1.15718E-7,0.1,0,0.01,6.22481E-8
+RungeKutta4,8,0.8,2.78554E-7,0.1,0,0.01,1.49842E-7
+RungeKutta4,9,0.9,6.69042E-7,0.1,0,0.01,3.59897E-7
+RungeKutta4,10,1.0,0.00000160354,0.1,0,0.01,8.62591E-7
+RungeKutta4,11,1.1,0.00000383552,0.1,0,0.01,0.00000206324
+RungeKutta4,12,1.2,0.00000915609,0.1,0,0.01,0.00000492533
+RungeKutta4,13,1.3,0.0000218155,0.1,0,0.01,0.0000117352
+RungeKutta4,14,1.4,0.0000518803,0.1,0,0.01,0.0000279079
+RungeKutta4,15,1.5,0.000123148,0.1,0,0.01,0.0000662449
+RungeKutta4,16,1.6,0.000291738,0.1,0,0.01,0.000156934
+RungeKutta4,17,1.7,0.000689586,0.1,0,0.01,0.000370949
+RungeKutta4,18,1.8,0.00162527,0.1,0,0.01,0.000874281
+RungeKutta4,19,1.9,0.00381344,0.1,0,0.01,0.00205136
+RungeKutta4,20,2.0,0.00887581,0.1,0,0.01,0.00477456
+RungeKutta4,21,2.1,0.0203348,0.1,0,0.01,0.0109387
+RungeKutta4,22,2.2,0.0451548,0.1,0,0.01,0.0242901
+RungeKutta4,23,2.3,0.0946776,0.1,0,0.01,0.0509299
+RungeKutta4,24,2.4,0.181354,0.1,0,0.01,0.0975556
+RungeKutta4,25,2.5,0.309659,0.1,0,0.01,0.166575
+RungeKutta4,26,2.6,0.470467,0.1,0,0.01,0.253078
+RungeKutta4,27,2.7,0.647092,0.1,0,0.01,0.348090
+RungeKutta4,28,2.8,0.824529,0.1,0,0.01,0.443538
+RungeKutta4,29,2.9,0.993222,0.1,0,0.01,0.534283
+RungeKutta4,30,3.0,1.14844,0.1,0,0.01,0.617780
+RungeKutta4,31,3.1,1.28848,0.1,0,0.01,0.693111
+RungeKutta4,32,3.2,1.41322,0.1,0,0.01,0.760213
+RungeKutta4,33,3.3,1.52320,0.1,0,0.01,0.819374
+RungeKutta4,34,3.4,1.61906,0.1,0,0.01,0.870940
+RungeKutta4,35,3.5,1.70117,0.1,0,0.01,0.915109
+RungeKutta4,36,3.6,1.76917,0.1,0,0.01,0.951689
+RungeKutta4,37,3.7,1.82140,0.1,0,0.01,0.979785
+RungeKutta4,38,3.8,1.85390,0.1,0,0.01,0.997267
+RungeKutta4,39,3.9,1.85898,0.1,0,0.01,1
+RungeKutta4,40,4.0,1.82364,0.1,0,0.01,0.980990
+RungeKutta4,41,4.1,1.72943,0.1,0,0.01,0.930311
+RungeKutta4,42,4.2,1.55678,0.1,0,0.01,0.837438
+RungeKutta4,43,4.3,1.29722,0.1,0,0.01,0.697813
+RungeKutta4,44,4.4,0.972705,0.1,0,0.01,0.523247
+RungeKutta4,45,4.5,0.644712,0.1,0,0.01,0.346810
+RungeKutta4,46,4.6,0.380897,0.1,0,0.01,0.204896
+RungeKutta4,47,4.7,0.206574,0.1,0,0.01,0.111122
+RungeKutta4,48,4.8,0.106029,0.1,0,0.01,0.0570361
+RungeKutta4,49,4.9,0.052611,0.1,0,0.01,0.0283010
+RungeKutta4,50,5.0,0.0255533,0.1,0,0.01,0.0137459
+RungeKutta4,51,5.1,0.0122339,0.1,0,0.01,0.00658097
+RungeKutta4,52,5.2,0.00579635,0.1,0,0.01,0.00311803
+RungeKutta4,53,5.3,0.00272425,0.1,0,0.01,0.00146545
+RungeKutta4,54,5.4,0.00127205,0.1,0,0.01,0.000684273
+RungeKutta4,55,5.5,0.000590722,0.1,0,0.01,0.000317767
+RungeKutta4,56,5.6,0.000273034,0.1,0,0.01,0.000146873
+RungeKutta4,57,5.7,0.000125680,0.1,0,0.01,0.0000676070
+RungeKutta4,58,5.8,0.0000576417,0.1,0,0.01,0.0000310072
+RungeKutta4,59,5.9,0.0000263510,0.1,0,0.01,0.0000141750
+RungeKutta4,60,6.0,0.0000120114,0.1,0,0.01,0.00000646129
+RungeKutta4,61,6.1,0.00000546065,0.1,0,0.01,0.00000293744
+RungeKutta4,62,6.2,0.00000247660,0.1,0,0.01,0.00000133224
+RungeKutta4,63,6.3,0.00000112078,0.1,0,0.01,6.02901E-7
+RungeKutta4,64,6.4,5.06198E-7,0.1,0,0.01,2.72299E-7
+RungeKutta4,65,6.5,2.28206E-7,0.1,0,0.01,1.22759E-7
+RungeKutta4,66,6.6,1.02709E-7,0.1,0,0.01,5.52502E-8
+RungeKutta4,67,6.7,4.6155E-8,0.1,0,0.01,2.48281E-8
+RungeKutta4,68,6.8,2.07113E-8,0.1,0,0.01,1.11412E-8
+RungeKutta4,69,6.9,9.2818E-9,0.1,0,0.01,4.99295E-9
+RungeKutta4,70,7.0,4.15462E-9,0.1,0,0.01,2.23489E-9
+RungeKutta4,71,7.1,1.85759E-9,0.1,0,0.01,9.99252E-10
+RungeKutta4,72,7.2,8.2970E-10,0.1,0,0.01,4.46320E-10
+RungeKutta4,73,7.3,3.70237E-10,0.1,0,0.01,1.99161E-10
+RungeKutta4,74,7.4,1.65067E-10,0.1,0,0.01,8.87944E-11
+RungeKutta4,75,7.5,7.35347E-11,0.1,0,0.01,3.95565E-11
+RungeKutta4,76,7.6,3.27342E-11,0.1,0,0.01,1.76087E-11
+RungeKutta4,77,7.7,1.45620E-11,0.1,0,0.01,7.83333E-12
+RungeKutta4,78,7.8,6.47403E-12,0.1,0,0.01,3.48257E-12
+RungeKutta4,79,7.9,2.87666E-12,0.1,0,0.01,1.54744E-12
+RungeKutta4,80,8.0,1.27756E-12,0.1,0,0.01,6.87237E-13
+RungeKutta4,81,8.1,5.67122E-13,0.1,0,0.01,3.05072E-13
+RungeKutta4,82,8.2,2.51650E-13,0.1,0,0.01,1.35370E-13
+RungeKutta4,83,8.3,1.11624E-13,0.1,0,0.01,6.00458E-14
+RungeKutta4,84,8.4,4.94973E-14,0.1,0,0.01,2.66261E-14
+RungeKutta4,85,8.5,2.19425E-14,0.1,0,0.01,1.18035E-14
+RungeKutta4,86,8.6,9.7250E-15,0.1,0,0.01,5.23136E-15
+RungeKutta4,87,8.7,4.3093E-15,0.1,0,0.01,2.31810E-15
+RungeKutta4,88,8.8,1.9092E-15,0.1,0,0.01,1.02701E-15
+RungeKutta4,89,8.9,8.4575E-16,0.1,0,0.01,4.54954E-16
+RungeKutta4,90,9.0,3.74617E-16,0.1,0,0.01,2.01517E-16
+RungeKutta4,91,9.1,1.65922E-16,0.1,0,0.01,8.92543E-17
+RungeKutta4,92,9.2,7.3486E-17,0.1,0,0.01,3.95303E-17
+RungeKutta4,93,9.3,3.25463E-17,0.1,0,0.01,1.75076E-17
+RungeKutta4,94,9.4,1.44146E-17,0.1,0,0.01,7.75404E-18
+RungeKutta4,95,9.5,6.3844E-18,0.1,0,0.01,3.43436E-18
+RungeKutta4,96,9.6,2.8279E-18,0.1,0,0.01,1.52121E-18
+RungeKutta4,97,9.7,1.25268E-18,0.1,0,0.01,6.73853E-19
+RungeKutta4,98,9.8,5.54958E-19,0.1,0,0.01,2.98528E-19
+RungeKutta4,99,9.9,2.45885E-19,0.1,0,0.01,1.32269E-19
+RungeKutta4,100,10.0,1.08957E-19,0.1,0,0.01,5.86112E-20
+RungeKutta4,101,10.1,4.82887E-20,0.1,0,0.01,2.59759E-20
+RungeKutta4,102,10.2,2.14042E-20,0.1,0,0.01,1.15139E-20
+RungeKutta4,103,10.3,9.4891E-21,0.1,0,0.01,5.10447E-21
+RungeKutta4,104,10.4,4.20753E-21,0.1,0,0.01,2.26335E-21
+RungeKutta4,105,10.5,1.86600E-21,0.1,0,0.01,1.00378E-21
+RungeKutta4,106,10.6,8.2771E-22,0.1,0,0.01,4.45250E-22
+RungeKutta4,107,10.7,3.6722E-22,0.1,0,0.01,1.97538E-22
+RungeKutta4,108,10.8,1.62952E-22,0.1,0,0.01,8.76567E-23
+RungeKutta4,109,10.9,7.23232E-23,0.1,0,0.01,3.89048E-23
+RungeKutta4,110,11.0,3.21055E-23,0.1,0,0.01,1.72705E-23
+RungeKutta4,111,11.1,1.42550E-23,0.1,0,0.01,7.66818E-24
+RungeKutta4,112,11.2,6.33052E-24,0.1,0,0.01,3.40537E-24
+RungeKutta4,113,11.3,2.81187E-24,0.1,0,0.01,1.51259E-24
+RungeKutta4,114,11.4,1.24920E-24,0.1,0,0.01,6.71981E-25
+RungeKutta4,115,11.5,5.55068E-25,0.1,0,0.01,2.98587E-25
+RungeKutta4,116,11.6,2.46683E-25,0.1,0,0.01,1.32698E-25
+RungeKutta4,117,11.7,1.09648E-25,0.1,0,0.01,5.89829E-26
+RungeKutta4,118,11.8,4.87455E-26,0.1,0,0.01,2.62216E-26
+RungeKutta4,119,11.9,2.16738E-26,0.1,0,0.01,1.16590E-26
+RungeKutta4,120,12.0,5.57165E-11,0.1,0,0.01,2.99715E-11
+RungeKutta4,121,12.1,4.17076E-10,0.1,0,0.01,2.24357E-10
diff --git a/modelling/data/abingdon-all/seasonal/cowslip_simulated.png b/modelling/data/abingdon-all/seasonal/cowslip_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..29457e7c950e22918c06971409df15ce37b292b9
GIT binary patch
literal 27611
zcma&O1yoe)`#nyGNC+YdD5bPWBb_RWNQrbwBML)zBPt**QX(Lr(hWn*5P}RK-7$3c
z&>g>b^om~Z=lfrO*ShPjb>?v5jpx~WKl?cWj})ZO<6p(cz`!^!^FZn`1_qWl1_tKX
zxwGI1U&qiC_@A)-Jq>$hD^q(X16vaec>{ZE3oCnzXNK1tO>FI+Sy}ROaC318v0XE>
zx3{(v=H!H&p21;d`;?REewQY=3ZC@?O*;$>VgvMlm}wHJ&oD5|rDddUt2lpH9>$H)
zQ5}|89o-&z+X7v(T==s5Mc}RrCf?L}iXe>(9r`MVz8@bv`J8r!{*KC<v@;jpCBJz5
zjz;(;-Svu{@&V&Q_5ll&$jPi5zY`B^fB{x$*Yx4wNVJVXq)>UqeRiqYs#R=u=t5}y
zBnch(XB+$oCgAN4{$<r+g@OMym}p>JBq1RwBP5VSpAc<;`9MlaYKn&qBLMuY^BU(G
z_%*yK4}$^y=U2$Q!LL#rwg12WSV-Z)1OLPI=&B+&UY$v&s)P8Tt9%a!k;r?|{2Nmd
ziWyDYsL|2I1J{if0Y-80C*PZzu;GzXtzWUi8t%vOL*C}PPv7J*Yrhr{5)$Qujr;u`
zxh{j(epljd`3Fq#{xwXi4>dJ43<3h`m7AYA8~3*sWA%tt)zzD<ybiR>rlYhOZWV1v
z-!U>uIXvE}ik|OEm3{p9?ei4+`$1upmZi5HSBBCdh?9e=lbf}E#L;zu<j9H}QeVI@
z7)K~d9I1Sfi>0IFw+J)ODZ5YOzIuCaWT!G!{N>52pTw%eeA3Na_~T=6;ikz@369ZS
zguv9%&S-R-$BG>rmfN|qVkk6&%0pE}r9o)+13dv5TUb%it-YRHPe$1&w(v5$+3(;2
zbT~LTA(knl`@JQfl9FzFl&#mF9C)259v{w1$jZyhSC<4g;MFXTV9=G6FXq5ha=&M&
zW-<r~m35)MfB$ZQ%+cq4*2%CpBTzLj=CwWWw8<n|mx);7FmE3NrJ$=D|E;c0vox}G
z>l>+J8oV7gyNDb;hGuD(C_Hf<$Jql@Gc@nyG~$wa2<}JDd^eO!;kd@`c%0aarA^`l
z?mjCriZ=%(5yEuC2(T!4+D6mZ)+Uj@i@jNDzZL3rc$Y~rfsLD+yE9i$VsF2%isRnB
zd+|9NYxT5E>Q(!y#W!!UvOcu6wVnDBXZcv{dga514~>rx_uj_GXXix6#@^67oFG@c
z%DL5kmpC2r&7q*6U}}FcH`=H^#G$-(Z#FU4)fZ|x%u23f?eh(R$j}|2P@l;xE7K(7
z&`C?c#@D-~Kbzo|<G%V8_u_-Zlf&7blY{N$#am=cwZszdXb;D5S+zy2YALPYNl<KL
zL|E9h=qIk}76S!!xo}roJ(eu4%BA+CyBPxKC5S1wBt6$75+7)5Yo{(6%F(#`)`w7M
z;@{FChB2$>J{ewwc2FA^*-YM#6|yr;ZBozDxSm^eT<*RD8x;csVr-47*l{c;6w5`}
zNypt6M?xVR$26h7eV7$~uldY-)0!TAJ9sbV1|3|ssNRU@GmrZ8<x9q_pm9SOFPX`3
zFea6#bDsM+fnHe2sHZlQT+BxvYF^VIFe@iQ^V??3lZfDmXg$xpqR_jSvcR?-I0O5#
zidpKiF+;OO)*2_ExW2wVb$oz|rajrMUmtNpHJ%){o!GNBv}-Hr>2dbyI>ld=_9vD<
z3`OqO`0WRBR;InVddWp%zaz9eCkGps$T`;+bBks7(eAL*sK)~ToDytzBJeZ#*L9?-
zrj}7-e7L)|P#*Kho7;rN-@X3*(KM%*5)M7$!}u|G0}Ya*f!mEGE6MBRIG#g#&5!Q#
zy}9g?kqnO79HUFmSZea*!E3?Fi5xxl$%w=nGgEhPST<MT`N1roT18Nzk;s%#@xggl
zmg-fll(2daLzq&LJ6O#XmXxViUt{PJaHTw`wd_uC-Whi4*|^=t_e6b(AK{TA(CfUi
z`_{W=75w?a<|~}LG+cyO%e5@7Hrf^vW8xh%))LOgW^L-a4yvhyu10-1y0&$f)zj!m
zjSg#SYkQ)<fTchCX)!sCpNFn9#LwSiZ5wIj24YJ0GepppggC3pfsI~mE0_0iaU!}_
zC&xz%!cM~u>ZwfvkijWDVq%oNi-*UNOlYC=nxP_yb*XuIkK%K)vNp#QPZHc#gr=d9
zk&!NR^z>rndhYqD+1V{_d%nctX_g1Olc8>$A}IJqw~5yQaugoT$H(Ww!^0!0cf1~5
z5si)=O&$i?on2jGqkFAR!nz>`u*nb+(bPh#QE`Wgdx2ywAX<tsGBPHZG)1{EDSSxd
zIN7N>$<En9Z}pAY4|XAgXYb0(2Qv!^4cN8t_1Tx}4Jm@~x3iuw)zfwGA~UyAYj`x*
zb1PG!ug+01L3F_F7{o92zJrcXPy5cv;*ye`a)|vbdDZSKS3--bTuzU9*#%qCorD-J
zgBQ%~>@9Xv4J0TN5Fl4yzJBdG(-JpZvD7Kcxg{6J-{N+>-o&ZSEb1pP;(S*Z>bR`6
z)z4XVSRi~d5y+Xbk*Ss~yv%P8;YBQlI2uyiGJBK?#Z*;QO=xbGi}X?lOR%Ke^Vzd!
zp|;oXnU*ja3h+!1IP@xYf~)QjpL2{&CdYv(dN@TG>|AoaSGirBo9?rRxIs^UcWZxl
z<xbrS_o$6!>4@gj_*a~+&qbqc;u{(sXhJPw7s^CbLx~&*k_8%_Oj(#R8JL(dhJ7pB
z7pFyth<79)gSQ4?PPscgLG?A$-m`X_b4q-B7^DWhIl7BZAx=X!euI2(MB8EhG?JT9
zx}JN}@i~5w9ct3oG_;#x2J607Ii*C75?9N%8FCXwqI1o2E1+F2OX6ECi=!vUC4;X5
zX8SI4pdiS()^K`h6=I4f5_<Qos2q(F8^>$?REaqpAx1lem@vf-L^Ox);Jna8@qOe=
zMe#i;j<TtX#Uf-CKHev5hwXOwhzkLIPu!M2B|P=|C{4**ciyaR?snZMuH)9hLm3&R
z6MAL3Ve5<M!h^pk#Ak?qQ?f`p_s#M?8_egk!D`Z*HJN^sS6D=}bHgCbuO0{KzU{9I
zz$!4$f2^uHO<na0YyRXIb;2MfrrQ!zSIXjkF4@|<rsmGpNkcfj$S^K`Qqo;NS1+sT
ze!&!$wWHN<rJQ<-Vq5P9d&)cxwiRe+D7vO|QC=qp&&g@<RWA`BV(N0r#n0MqQS<g+
z#`jH_0jrOPVsfv1X8PcLQrNxx32haJo;YX+C1Tr9z{$x-#Unl=yLzr8Wg3K#b%pZV
znEuJMdhU7JlrSfoD+rl=GH<gT#0Fx;X6c1qky-dYQZhU=KO$yrczDsBNn_-*xprMA
zzxQx6!W^HPI*=LPk}e)#7+Z`>YAk1MYWzqL?+rw0UA@|CeTlCHr7l{krF6LY+L+AQ
z+-|#y7&V}x5x3_az^LG@3_MJJYSsEdXdNu;bYin0^;%~Z!l^_-8^hd^6O}^tVB$wc
z$yiWq+7XGPdBvV<ZbL+&=0V5}+&76i5ftT<ND=(|G!(GegCr}-HVws%g%*$7dZww4
z9z<f#C{tf>`?EAWn%mpnPFki|R7sX3xU{*Qyjv$IDW`IWQqry7NZ-OlSvi6g!^3TE
z^^lA7iqY{Ck1f?m2`2Bcz%v{oU3N<ZDc9<!Na=>r??>VO;3}+Fzdz3)BkT@wREKg0
zwY!Fq&6CZ7J%#-_OKX@-)m%>vo|sJkc|T&+OV1I5&qN%T9*KFL-BdB0F;m3P$yvP~
za&RX!)hhI%6HGAMdzP5xj_bO+LbSRSDl--7XNZe)l<tb@Hps6~2jcg8!{}_xIu3jt
z(GuRv-j$HgH#awvoq3{$xL=?B*l-uqY)If(dTnR3OHuaOvvemcf6h(##7h~@Hqnis
z_vhAgy^dtF;|IX3qSRvdptp^b%$qN6ztYJ&(seTru&?I!mg4`q%Qi~G<I8ROz5ny;
ze2cl^uN-+fef2IulUOOZ4LicSWsAw3F^oa<qW0_z?bt7g4J1i?i5De~*Fxi0P~Z-k
zgONc4ITby_+XiJMOGHK32yH|4S&-z0m-~4px%7V|qaMos<$$c!awikx{w}BuE3awu
zqZ21xwX@MiY67N^l)l27?j+R(eBO*Uj|e9N{ZLs(&6f4HHz_7(3F>H`I2C!NU`U0(
z8m{Z_vDB$AA<tQ~tDW=-_p-V~PM(=WRyj$1vRzV@ey}v?7O1&@|GreY0r9nP`Md_U
zHv~&7cN7W5Rr0646}E|Iy3*xQ_OtMN9xduMK}v?dAXp5@S>F(EDvbFO8jY<Q1RYd6
ztnoS?Bwza~^&-azvjb@}{)#*!0Gq=6)o?^9?Iv9RNKi5qmxlNi4nC%w%57p|$1Veb
zV${pfgql*J&ExUCWbbd=66+20&ncgqo7X*Wzzw`-lupX#`(id^HrVD}%+w1;Icxi<
zA6a7Id{(;u!CjIN8fiFD|8(F8?;(+&(c&|t;N{H*Ll-i+{rU17nm2T8RWImB#a=XE
zh`IEWZNiiM1~mv)K?YQ6%J`^J)5)jdbg`*ezoI^;-u}Lg-xJX+<vH!Sq(0&%!ldPc
zoG$;Gi_1jIXWPhOnY3<8+>tJQ69vre%5Nawu$Cyg0_c;*iod<+ujCRZG1ADtbTK??
zDdDx;l$ypiR#PIN6yHf{X>+4=uZX*s&iY9l8k96C=+EP`nOr0%PgN)#-s;ms4dfg7
z?Feg^SZ+0c5K<o2d;UB_%kxZ=&6px}lcD6jd#}o=Ekh5!@-TL#D(;Bx4B0V@F-3WN
z-2%j?+m;=`r(qdcU;QgFhlhs|mVwg>c}uTRos1f4*wFy;rke<WXj~kT(}y(CS11t;
zMA=?T)w(|gQvGW4dp_Ce3)IxhSNJVrX3^;T>DEF|MeCy6j>*)EgL(Y6l0|KvsO+yB
zwMHo(gcMxWyl&eTZSVQaU5EJ<rU9f=U;YeZd}%#Uu`{w5E9{U_5<D|Koz7qGwzHzp
z=K&Cr*waK0C^HiiA|fVcE|&Lc$n#KLz=ASO^e$e!D9qlpfkx_LCsrPd+VMG|CI&h1
z^@oa<mO0M_G%RNb^mgy0%DEL15=JF|wUq@pQ+dZPE5Yk{F9NzT?nk?g2Hwkzol579
z^I_*0>FC__qs3jZ@(D>?5%#Y~?rl07%Ea=1ouX+LL^K=GQQHt+BMA>Q5Lj*z7|n8=
z+;6?)R46d&uDrZ}$Z??4&Bq1IQzuD4%v-A5i1;6Vi9QC{Xg~J9=_kQ$T8RWEHNSeS
z4AD6OKt%`eZf+WMY-DAz;hpD8%?-gBTf2)rJv9|`kqb>!C9J<ujnYq^xkw;M(zEgO
zOmHnh_@4Dr#|`B#T+ai!tQNV<&AF{+vQriop7(H@bTgakWBRAJU%$>uc*%<mBiqLk
zVhW+2X~}Y^gSNmO$ZX-_+}O-MVeGbccCn%xy%&-E8@*SMCE^+wZ`t`FgWslNOQQOr
zu_dkjm0N(b{zIwXLh7d&X0qv_keO^=sFeo@&Dup!D38lbHshbi0OAj8<h5eYhwxg(
z=X)&r{zJE4I$Og@qHA9S%E-uoj9gbd&(_)5NeA9gP3*%W_wUzuPOxxs8$1fsYP9vQ
zN3j5)zwPg1B(${uImT_#&&AXRFaCypW5jkgF`2h<;CV`ZuD_o49|6EPaA-*9uk(M2
z0v0x7)tLY5x5-j0G(dkVWH<9bO)cu>%a;wZoE6=ZNWh&>B3D<fV*#K{M?UZn@H})z
zm|g!h12Pd<c{w=>N4GgO3qGlrfLs;R444iFeDzKjG#Kk?TY^|n*PZ4#&BZs6IF|^o
znmPm1wuEej3Ww$5zV8B+Yv=I@2o_ayuMea^p-~-w40WxInD?>sL;$lfYNW!pp4zFu
z;zsw~{QUgp@4v6dB<5XFY~IIFw$-aW4Jf|a<cVu?db&(JVNXvFljU`Xr`>5vgoxjN
zKtNCph4L38ojQ{5@fd#drx~?eo2Xmh*Uf%Xp*1lvVchvirT~KEe`aPD_VVSKD?G;j
z7DJ^<x=-6b-tHV3L6heNQKk<|BNf^Xfs@ew5QoLy^ih+iPcwBpU%h&@a9C<HX$(k6
z##j*0Lk<t!H49CH_o<mG#&|Z3@7%ua16I_dU`S9<kV<Hw?exPfSWpn5gQTS>M-Yve
z)<ap@X@IFR&LxPt6qM)GPljV+pMCJ~;hUwQGG$$-sfO?c*Xil$i&w9*DyJ%_woz&V
zaYhfUyly)`I9#+iyVNR1+@m~87pA7ArPb|W7*}F3Fd-&x?BP*CCGM^fpU7kK#$p7n
zd6klq@x~1qcAD~MT})fBufDjM_5J|?O0(fR+snwF<u$mq9%B4;&^_tk&$wLTmyA5a
z1S<C?TWFESQ^B*LK?Y0x`3sJK46te&znR64jg4K{M(kdPlhxJLJ=WB`0XD+(IJGQ|
zB+uxC1df1!fQ6>l;ZB;Gu~b5~QWcfXIe=U|UdD3SS?p7ET<TBC3EcKRkQ#~Uz6J38
z*837btro{CgW-O}v^fdtGBN?ep^G_sRZjrPV-yn76q7K<zw1Y&I$#)wnJe^!K<72&
z9-<OLhV&)WpZFG#A*K&!Uq?(%*j!^~mM$h3<%a=AmY$xjluMof3*V{s!B$0nLj}Xv
zoP78xFJJy_8K@J)A6P|9kK#5$q|F9E`}wSjZWmplw}K-sU%tFxT%<{l>h4x?xO2cg
z$o9kvF0PAYTSqur443yHO~ZY{1y;yo$D6LN-zU2tSLcTD#1A~33vwxagnsp^zQ`_3
zN6F5)!{9NoRXG$%sn~Jr&m-<<DO?g)#IQ>0XU~n&A9{t($xs`(tHs{<=F9puY1L;B
z@UZVgWp=P5F>$j;{$qFhy&tW;vmQWNRk5R`6t`|{fAWj8RJ*m;HpXjdXj_fX&p@b6
zA?!0CP^jqYW>-?gYDS-NAij2oJHx8>F0mK`s_LW?zFI?&F|k7A%4|({Fc!zkZAJYn
zzSY{`Tq~Ch){XNXmYs7&tWYk|l`cb(D&&i!$J+wMBIjUR?gl&I`LNIrnW>X}0WP?d
zzrv-UB^lSYo6#YrLZ1FttgVfjR|GvSLA2vZW-k)C6+&Z5EPsXJ@lwl}jW!9r;Bk>i
z=0x}PqLLFJRHQ4QgVd#$5t8;-Eo9;i_-Xr41w<RBz2$~T(-Gke=tmBlAr5_8+!e&r
zk)Owm4tjA3BnxmVdoFDBlKdI@gYE?cxGcT~A!jjYS(}y$yMfyqTAi^`N#IPn(TnrX
zseFQG!-`Dm3@rU!kUqc89m0_V&w&<L8_B@BmP>Fk5BT*P`j`%On9Gk~_T$RvBW~ME
z2J6k*vKGi@?WY!_`}(I6Z6n#<-rj$%0QSg#jsXqgKgYl(`qwehOH{--(%|8UYVLjw
zhl1^8u)|b}|7(b*Xjib9PIJKKru|=W-Z=2vH>v*|(}g*5|6h5eBSo6`uiv!aMMnO8
zzBbs@FaOGt19WU`LH|1D_hK?>44r;&JF^IO_5z7?Y2=K$!AP@~IvBXP!&=>H<G}50
z$NxMb2!VfRI_=HHzR-VN9p~DBArJ%qHD13Z@&OR(|2>xIdHY{u4x;N{*JvcWe*OBt
zj{P+cy;+(@|CxvXi6*T1z-Zn)-7q;AhjS^R#(=xNjg0(!Hm-8BQ#Q5Y*z0(Mwrnmr
zuzL-Ul$6v2h+OMH-_nFuOeKOzz5n#@+=~dM<pgT=yv<jCEbIBs&(GN!aL9E&;x~ZQ
z6kC}+RRuvpxy1>%txSL1TmBf2+%FcWoWfh(*u<jk^M`<Fv7>b#`2IpBkIjS>DHIKp
zSW1O*FqSgGjDWx?v@H1Q%NHhx^>|D9-mBv7g7i;Ew0`VMum}AdamE1fy;)pbyk4B^
zvHY%26YiYPrd2fesR_uk>^3$wJU{?1)=mQIIe@!BPrY6MR9c7l+rDSh=?c@*9>gaC
zc!5r;Voa8SlMGj3iG_uQjBIRj_yhz!dp47Z#^a*{)vs5msoBAf8et^lnjwi^9)_vM
zbF#36`Qj3P&o`=P;Nf{J*7`m2W)BLebPS+aA@*lhy+}jD5y7me*0<#>`rN|!-&s|o
zMeNos6|@wS;H0e`xA`-z!eJ^vv+agXR2uAW&KCfM4Cq}-I{}c90+Yb~;XH%dPnDHV
zh-k&LS`}k??(tiVumuMPzkT<Pp{%T|;54-^UO|S!ORPq7EJJ5s9Sr6f`0i6%;^Gof
zJvuRRu1*khQyBrchUa-VOR@a@5$EFu3Ix!#E!9<3KNsBl;+zu}8=DT857v+Ly1*s<
zE4z+U8@*in40BvwpV3uQW0DS`Qp)8_SOi;31tvMNyAH;L$U(OVcZhi%5!3su>q~kc
z74N*Y*icEhz=*~g97z4$E;>#}`&*quLu`$WjSG9%l_`Yn)4r1-37uQkw8nTWZt`qH
z3Z2gf!#j9Gw!O#68Yn{p>wP|apz7gpM=n)*9CSx##Kcf+4F$u&3#AP*d0I^cR}mBq
zq@}SqXipgyX&!n|xP)Hey)UL%RF~tDaz43*!ex>#CoSy}b4trqmsFs!lMaS<n69}_
zZp{yxh6_NA7JIWt_yY-p;5JnagnC5b0tH-yY$MpK!c@Zc4M<bPEgGK>*0k=Sb4a%{
z$M;uhoWFqd3Yjb(cas_gDff#0lt=l_Iq)3JmC_6cM>HJ~!Zo{Dw##?gcdOmk>c~x2
zhRVdsk9pff>HBo-f(LO#?Pi*vY++2i`i6^p%+=t&n^*70tLf{a?Wd_7=)!A7jpk~c
z_f2~l2RAW}7xhlwqC8M;>xUa{iBM2!Q5Zw#uBrPWaX3q%VE-oacpbZMoqUdd@_c9J
z5wZRblct{wuemNd&31mm_$F>0#K(o8)ORQG<VQFSIU*rERwHl)n1{`A<-v+F>=JhZ
zF0*~yTe~Z{oZME!dH=8vbap-~ZitbQ|FY=?4ncPt0Xc`tEVp+*%h~Y`X<Aj^SD@VC
z%9l4PIP5$b3>Cu_<|T|`T;%$-^WO(yik=*9^epu#yR0`di^S^zy%k6Mp3iH|DC1L7
zB@;m-X^YFIF4?Rt{YOfJa`k4=&19eE``;BuV}h*5ihrG4J?`)CvgrS3;zX?7_%kQ}
z6P=m9*_Geh(W!ak%c1;K11=&uWYhHMIT-VwqeZQ%{U|yQH_Rg6q>1eB)IdPQVEPvn
za4P1t`Z3J^u(bih)v>Stir(nRPbpw&{C{O^-?Qfp|N0GTW^Qiu_c1}|)oT%dL_vT=
zK=P%F9#0wr2~PW#fPk#A@h36jl~eMunD*Z91-<U_P+8ZCy!GW@6sl1IKn`eHX6Aox
z;U60M^zYkJfZ+SrZ42tqRn>o!-(NN3f_n-IM1P;3I{vC)p4&?77wYp(tT7G*>hWLW
zi(b<lwRgX+J+g+H0X_t_xf{*Us~Ca8-pgnNrNjr|NcmuiRpM~m80&A2S4t3Lp`@%_
z`!~1!I$YJPjZXGIP|_HMWC&)_Jz3d6aGU;(F^+HW*y0>CMhwXiIvZwR45BSe;H&Dd
z+cBM3lmCzq(6w%DLMp+(iTMB>56|1bLBR`iC+>eO2oO8Nn*{%rdKp22N2|y2Yy3@7
z>=7~%Ofo7e?+9tdbrRgyWn`g|hXRgE8i@Zp@j7jSo&KW&nguwD=iwx6(@y1%n9E{z
ziQK5#x}K5}$z<V$Q=FD)Z4)z4_%u^lQ4C0YJjM+d%21UD-FpCTH32+KS9NlPG6AT9
z$@0cl9f;u+A5X`eNgls?M61%htoegbVV4QZVLPcaD=0xPOu;7jH3?vgH@GscY8hL(
zWG}JjMtEFy;7Rk!a(8%0v;oEYg^yoUVzAw~5x%*(sSrIb`lkH#>(`c{+NGd8rdedx
zArqbZlL>b_*8t#<j$~$FNTWdnQwn4(5?;Oa05}6GVAP=ac@0RyQG<h84oDLE`wis|
zi`}S#|K{u-=sjs^Sx?W(EX~6EM?^+6HUlFSZasT1USJ71uYTNj41BiZ{2}tDdd8@U
zvGD_Ucetw#kaCNPR6=OPSjWf5d0f_w9dtwM>9NlehP``tX`sw5wR{CsIeNB0agFhR
zB<+85VJ!z*zb7?6nQ*eF0FYABb91ACl^}CN`HNh5OPqi#@E$NQGRgq8&0?@f=ExF6
zjD>tOd2OXfEh9@Zk&`atmHZa{A3gn$UxCG;`-Flf57gNsoh&S}(9)(G1I7<l9Gri<
zR996s@;h1VMA;ov(=X*>D+H@rKwy?NG5IVkMGbB27cWW$FnplcJX!!%P{1Q(JLT`{
zv8JP*t@U{jXMLqFHxW?lySn7dm^%S*?k^65Mb8%atRN88zFH4T7o$Vg1oFXKW91aR
z?f*{Mhi;JkLl>8P6@F-9cNDRDZ{y}SR;xI$HnzkQ14x-O{*%1fUTcnFtnO;p*a@s7
zT=mW35LuExQn#l2gE44Bomt`T0oOVWsBpU`m<8%?+^3X^<6cLY>nJHDDcq0aTSsiv
z;4Rmi6*^a}?b|~N8z_<a4vT75are&NA1T#4jGz3UgxFf7h_O<7b6E__i{6=7v<qZ#
z4(mksP{BPhtbt^9EOGKxfIHxc*NsNo_<k|uP@k$R|4!xk-fO4)SkZ<03?In2Wq_)}
zquF)KRe}k=#ocql(RUK_cD}y$)klJmhgN)PZCviyWuof9xFeJL72zjFsm46awYL|j
zIjpRfS^B-iN+c`y%5FC!4S&TbDgwbdH;lF5k+~$EF;T3=9CWVFql|meV??_g35#;v
zyy|)4_4+%pgoMt;WO{g2)ok{1!IZC<?LkwV>h0Y+JkbSw5|U?X7_Bkfcei%;Txa8*
zx~Hd>YT{i{NhYvqCo9LLCzazb#@D^bLm!DvS9;p6JxGUGM5acOe}6H{|G>hyG)R9W
z$^Z!^+b|vZ)X2ltj~kMI7U7H?#97mZ*d<z8h!?O**x3iQ#_X#CPQay;$xTNrwi$*N
z$Zfmi1qQaM=9;-$eOzaWQ7h|YUIHyt*Ck^4);~=UTMtm%txvDZV1LdYrtgy|RC82K
z5LF0k{tEpeApmXf0yZr-#${%WJbj;im+_ic3viUaUUl{NK0Pnpt$l+R7*W1^O?t;Q
zjQUiqF@%z08#6N(_l{uHq%NMq=AVWHc~M1u#OKe4k9xR#&=F<QeXot2-a$FarCr;|
zhx|ZRoyO#=XcviTZo)$+>Ah-5P;7}*dAg-V_$yAU?T|g#@r!Y>a$RSQG`0`C_vP^i
zv^wY*RfFG#UxKXnUL;ZCveqHKR)!sgnUt`%Oo{xQ^+o3FPG}?!dGMU7#lVex9tZ0;
zV>f%uDMg}uui5=`({*AX8@$Tjz8XK0aU?xGf0_C&%}S+vmX!3%E#ZQukTxvOXCC$Y
zD#jd82wIMoKL&myXf;-~y{mjS#1`o#Om^jH@STN_xkiRwxUMk2a?Kqne%g$vVUyyZ
zVPgwqui*%q(qe^K_@qd*&x^q=LRtGCPts36jSkut$?>!a=eeFT+3uEWF=nY>_~%pM
z5JlWgg~GD#)9imV`f@AEUM3`XNm*y3b&=(o-V?96qKK?CR6jJk4jwD8=LcwSjo`{n
z2ULhU^nsl=%-vJvy}N;qX`<1?oSScB{JCz3KIWt(a-^b<`8BJJ5&(Ho39e06!9pKM
zY5231vsEGM65MVIi%M~{D(-A!T_g#I<%1mi>GNmqJ>}g=H|jusFB994sm;Li8Y6li
z!ajR?I@B6GgG`3sZm#*cR?t^%Bm-)=TqWgVU`S&<jFo}ymXxRUah~^#hvf){Oh9nh
zn?WYc%AIo?0(eMhag4wQ(+N72FAdh+jc}M%tam%9yk(<b?RpXfr?0s)-8nglr}w07
zpxX4G)jvfG+-*epdygXFB^7da?tZHGb6d<Vt0#Yj$bUttJt*fw2rO{oXmwmE<v#Zw
z2aUT|$-Y<XF58v2SD!u{iLg~>;Ju;sJWk6*-hfdLn>6p|68y0mfUt`bv6El%No!>2
zF<s26n=f94*Zq;Cr0YD_nKh5#pJST7#`r*xTFqz~8(m%4{W9!<8eMup*eI*W#fLh~
zlG-|nnpp6bAOiCljAHy}0gzn%{^e=E@{^mnR>E1HV6TgIZM3#6#Q3yewNst06h(uA
zy6$x4*h3qy1N*A6ISXFt)W(>}3Om!8c!|78?(L|)haPq}^>9fGnKrnsz@q$7v&hma
ze$yD3hP5PNE)vqrZH3U6U00CxkHW-L>Rcfia4dbD>l>gMu@_TP9P_g#GKh3xz;}k!
z8l*pa9y#QhZ`-=6(zMQxz_gr}y3kd~WcT~xpT4|TUpf<!s(vZsq>5Wiy`{aF6@?Xo
zUBqV2L%sn5(ogkmR7#l4bHqCDAzjU#shbgn>@9J;KG{w0o9p0Um7<F-7Wp0rj(yB0
zn{TjLeNWgM-gWP?$ZqhPVxd^l!=w0D3U2ZKaYZ`H?px4?rbQ7ZFLxuYoaxZSF3$TG
zlWRYhW$QXd_G%sPN=X@WqGuT{YS#-RAmhyCjM|^!zao51L0q6HaoWZ2<;&frvoj>O
zo16c93MJL)k>uLRHD{-jCwv}ZtcazCID$Lc(R{IfE+7`6i#r3!Sy|1+jk!04nUF;4
zvc}G7?k=5@$aPcVj}Dp<F29EHqUKWUWQCU=Mf8ov{BY>B9#@_bT|@80^Jn!L?SKeg
zMQ;XBrF1e`caYCsA4C{#ZK!tHL0a6*o_~;f<@Zq6F76Udc8P_y{cJB3LJsuWpBu=$
zFUP@T9c95DiHLH%G9;nKH2tOjy%UIjLEq&zb7UUOn8?o<jDYZhRvDpY&z{+stmj(H
z%^krk+@lyHBwF7&`8Y9I7n>lHMM|I$7}u}hHP_d6_*wD8mx3Hk@j=ZT&q|9sQS|HL
z+@vvL-lk9GXY@}m+R)Hot-Eezc_X~nF*K-E?%nt^ypRTD3|>&cHI0PV&0uD~{+?No
z@%tE0zVDO5yyD;PGz6W&BRC&U@6hu2@vzyR<9tIf1gY@Pmbs|;v8Y^09O?88b{MD(
zVy(;*E%?4m)AbN+20B{;^o$zRzAj_k>*J>(TQZ1$7sn=aWJn#kL!odcpUoU!bOxlQ
zpVhDOa$$AGlZ>_{z0_%l+?j#qfNNi#%KOxxK9|zt#}n_Th^f+}x9-(5+>)B=w9yP{
za<ji*|MH#KbTOG_c;!$xG~OF<d-V3Fi>PotY@mI5UN#bJoscGEKch!pfsfxydOBM?
z^n;}<r<OChh&(;nW<WK6GUFpHEi2Y#eICa)%t2k24iUiw*%=+5i~|8uE~ne0X5=eK
zDY_4~gt6M~*Yq2R>*G8ZQ+nF&MT#=z#cC>#{oZD`_{vgJ=eH(dUTu`&OfuXgAuS@Q
zdO`bDb7sExv_El{6hTt;K{~m`iV@AGNe9HPsJS__Sah97r)<5b&uh#F*BF$BE|QYc
z3keCKbH0obJ$bQ1!PJzojc-XwRK^MCmALUaxZPu61ST1^3Gv4PO=bO`PXMS8+Qnz`
z^#u;P$ks4eY;FQ<ggoZGY&UM+T-@GA8$pI#7qb`kfnPGB>Ub-6LELk@Fj2E|x!aDV
z+rcTX;0ZLkJ8htfJV?&Yegq+PVFim{!W^IN=XBLy_TCxws?q`eHnb{o1>i|hKzlAy
zQr--eICd`SI|1I4>7~N9C@c3#%8b5MQ1plbuG{sXir2=u@^SpnPA<Z$Dkf!{-rYW8
zVC3lRaG`{GgLT{7@*XSj$HuKy!qK<0D@0Qa)7B636>NYN#OqbMyOfj&EoK#VLxNsd
zfg)mo{ruyyskgFhNXz6ExSjhB>Q&0}^3h^|g%LRyv(E*RvOA@M4}j00sJK|h)zvk%
z$;K0SRfk8;ig}d|qYc6|q0(B~+S7yPxnj#4`h-`vsRea(TZ}$xL4c&0T=*VAwr62g
zpYQcFWPT_iKBk2GY~HR$N)fa;Gxn>oLhmJwW{^L$X+u~sj`A%Ac*+h|VADx{G>=K|
zJEBI|fekNZ$YnO(_F%ch$t@08otu*H1uB%g12Y1!Niat+$v>XNqr7^R;rjL4e9lG-
z2On?yeyXU@ee>o`_Z}W8Q(ApicD8B>HMikQw0-!9LqtRy7$rZU9gnmEmLHZztMo2^
zh#7mE2wc0I*KgjG)qPDP$MTng8q(1e8y<drZEbDA#$a=<<FS?&t8^&Mk0LO-EXjdC
z@n=<%Ji^4fVtw7V2lj@qXceyHyz_TSQnHdFdZ4p2d4&`S2PzI~?fT;4;`Hix?ZV-^
z8_LETGcC_~6oBh-YG%gOiCSM>Y{hQ0(qln%{k~7=|KMJv<!J6D@cJy;s1At;7f6uc
zc@1cC1`^aG(=EbpB-}JMHO)XyR$}Ddv$4rnQB!*;CG~Rf%jKJD&Q;#PPxw7Y7Y27R
zl3M^4zwX7r+4AQ-tUVlIPF0>qQ|UVb4`t(|ZIzQ5KYfu?TN<VV>HyD=s^nxKevaP(
z|2hruu(&=!grBz_-dgO-Ot2w@BR1}S;j*856v+;~vig3qxZ0#&&3Fk3G)+nu#Sel?
z#kf?RcrKGRI}mM7k|a9zWtxFf*aNK)2Mg>$HcNG7<rF5(@iIymVk*H$#qyJ$;R44T
z?WQTo$=#6fKp>6o7)%9^Q#=2QhXrxE2ws8oHi+=?sm2F!`lE?hFn28|gSr@r0891)
zpk&nzlskdVtJ4=;jItuYb!fc%#(|r9gx@V==bWe_yz-}p%Ja=_EOvxGOkkwy#j+T>
zkg`y|+g$B2Vb$HbbI#aoYIxY~3=M7=UV<NL_Ub78Cv_BwSUP=>quG}W#2IJ&B%RH4
zIN_@=n&U<K-1d6Z^|HlPo&fJ<gr(g|+3fdO@g1Qu-~xw7A5GGpgrR+hta9%9o1btm
zSZzC#R@0u1CARvoYu(%PVz#%*tC!}jc`G%YM3ueVqp71kx9G-^H^O_fe2EcPYWKCF
zkn)ZSh{$;maD_8+a@6#KnzLl7iW6}w@OGonu4)&~yOBW~z#cZY&A)rUzqp}RfJ0Cf
z5;%f)X2FdP{~gpZ)ZN-0s{w5O(IccXwsJ@=PJ<2Tn;5hM^+h&JUm6Mf*c3NP^TQ;{
ztA#HNM&K^b`$!!pYd#3sbvGN>Yl85TzepZU`RbYwae2K%@wVh=mEMxHSBa^F55x5v
zk#2JOIXGsny_W?4+3q(na!V)h`N#|bgL?h}dpo#lZzgUe;5tR_IC63)Q19?ga9s6C
z|4zu-WtQWW@<k5HM4Wg$#C`oG|B#X4UT)L%7vb1cys^p5E^g$$Gmp8@xvus{t{X4K
zx?ov4e%3*_=M%9WMSI}Ak2c9;K0f*7u6?jWS=UF?9uwBqqF4Pv#2@4Ofg1%=++OJ5
z7AD&lRV6EIzw486HuL`=VC#KGc?6;5twT6?n03SY7t(plZm%o*z5htW!%RXZC?rh(
zyU6S=Ls;kg`_G<33iUHLKba#PSx@l`!u3HpnKyZeZR^Tt!ptxy$74hK+A|Te#5PnP
z(@&oOpnm+YjMrqE#Z`}wM7wSS(*}M-x**9*{|0KT#~6kKQK91dEEk;aari{GI~2ON
zkrbaDYsa*Ci>xvd)y<o33Aom4BJcAPg^+|{UAU>*1{`D5ukrj$c!^%!v1ip7(-t@x
z)=fH=aB|K#V?OfXoS|;-C5oT(fq4T%&vl+rbrU$o9M(bR$uJ^pO%T(j?mS;V#<1{R
z@NBYzxX=@fgoxP>1636*B5~5#X#7F=BcX+Q2V;K2Y8HHhOVl20#5*z8fo=@x{#tES
zKF@@@T@YYz4>IDmYPXDrng4rCsx0SQ7wG7m&Vf+_s#6p2lcy*MUP3ZP>(HUwXMo|L
z0lgt4C8%(2P>tVXPFxXBKBi5KpGuq7bBz;V_R)yu!#Vo{Zc9tzOD@eE0Y?tI-fj(f
zH%7;7qSp_-Q5M8G(XDRf^%WTEyIq?YbJc!NF4mg$CrqkB&8FchBC3<VICx<w?fEG)
z-NJ6Z;`eY>*UoH+2sPM7#-K3E!^_)K-Hz^-QOnU8SQdCmz)>psHX;HWT*C*bd>!}P
zVD%!H-vYo~MF_ZZMi|m{zvUOCYiJ;(>8Z)ey215x#h|CJZw1|00{Vf(ryU+00tJop
z0<rW}|G+>}T?@{1G&p=tGL0wHcso%b>P5P6cX9|`GgkXhRyyjRYZMSrM2IP<ACfrm
z8Gbtlxx?*x@`ZSwIea|ncH&NejrSH4fN%ECkzaqnw@_Y*><4b3WJEfQIEi0wU-PPH
zLBcLIcbp|Hd7vj;ysTgS4_8*Ay;Tft{O%#$(>6OLRD!Yj^ajN?Xs?<N1jwHbB+J05
zJ~En!*HQd3!J%)%=kc_rAWK*Xh6_9b<_jXH=#wCeBpn;IG&+97$iN^43Q~eJt6x*L
zCf1zghFHbsJE6Wfr)UtU>g;ccU;lU}K^kj$<xDLiG=$y{`9(Rx6CY7QM4ja_*Ss!J
zlYDV}hRyuq0?B*;x}rT)YI8gB@Tptq1DLdNzqeqc+(JJjLv{pVsjqN`Tf%&S^7Nqs
zj}CTlJ=PPKY`4cp_uo3H*-B$-Jnk{;B%7D@gHp?#(rp!Wb#UIzZEB^HHj1bW-H~}b
zY64iaS|P?Qk$+uKU&2<-M7MB>ZCP+;vHR<dWbKjp0BR!)O^o-6d|T&F3E(|XPtQlp
zRpoh)k3!eHjzSe<+HatO7*cTa8b7gjs^^s~>(~AgD-2uS^WBa=%s8T!K8fM~lsFgT
z^gf@U^fk=8rS<*(>tAD{M2laY?(3U^vBZwz&{x2^PS*(xg9Z20)YRIUM%#y&;)v96
zR5AOJ@GepjSB%B?$WPGpo=@4G%3R=XppfuW8lj89y_kD5;~n5J#tipm9p4o8oooo8
zO4F=m{PEQ#?CAW<G?hnxM#UdW#4t?2EJCk1*9fbj`}z@;$Khz@OgtjCI?6=;*ytBQ
znnIlkyQXpcnKNj(8nivob)v<jd$(`je#A67*vnx~{9z8WTL?vpb1nJ>w}|;V?deF>
z0iTsG&tA4)=I6>X`HLyFCQ@22<~|5GVFD7m7y9e%2PXRSjc&&te)ph;d8HDrFefE_
z<vwm3g>yIJeDB8wnPp1i_q+qT_EAn;1H2itl@Yl$UMQ}`zfS<b@Qm&{fUasN6vc@E
z<iVS5mksA?5J7*x6I7$j)})=Wsw7z<q?=Dx#X0Q~q1?sc4SphAKiz5;&qjDwqu0;q
z3DhH3v!1mzuSvVNjI5$^2SY(J*IFRUwpo>RD=pXQk}(VcGX+m|u6#<}weN%=XU*$)
zCYY{7Pp94)3K9n?^r7O{eyH!2(@nCwyE_(-aZzgVWQz|~^fKg0^;=dlG%G#+O?CS#
z+?*aUhGL}wR-`{2EmPJw5d{y9t=7Ru9A-62{F7<feo-Vf-1r1>kNqpS@rJs|i@8-#
zK!9Tejc)gYD6Y#!a}-;+$#|LLi<q8-0D}8+?wk#Q5xXP}QHcKo&hZJZHt~ZjHjO+<
z8kZ>&)kCq>YHTzgLi>|}CKhjhG&5uR!=Zsfcj#RawElRBj12V9t!{OeHUj@1V@ww3
z0t*K7Sp$@w-ugBNPA#`LNZJ3q4G=8HKobuqy7JtdD4_=o9x3==`};Lq4%g~o72+Hc
zuA6Ca;03V-yeu=JcB5595qLbT_Mpmbkx@}+Rdp5vg+o@jt}~bRo-CS=JVO|^tBTU(
z4QNJq{S2T~su;-vR$!~~*v-hHOn~iT;c$Jr30Bd9?q)<A=V9JmU0pps8KCZD`OMtB
z(7GwT<WUiBU=-AGz&`Eak?3{i0aX{bdW-_x_RZhJJBWi8|M3Mb*;ZQrq(-KISFHmB
zbd##O?q|f2f%gKj=PEXENra26l%^n&xA^$dBa#4JuWozU${;$VB#$a`eAoTJNEXH*
z<=52SEoh@W0^kWySN?hU7sv4#fYSt@xNUYwqb(rl{zX3`>bGtHO1{Gxo2Uyk0p?9+
z-AdQ3=K+C%=z3iv6oN#zX8y-qQqRW9x=ured+#X(l3mWu^zoDzK}Zn{HK%6HZ)c)`
zSF>jlPg7HKf#*_@cS1AZ*%^2og4=X7^)ZCL4!K;HM`MCtabKB>su$orw4uY+A(ytI
z;L`X0^yyPWYrII01Mpv@=cqq<lH;nLiZ+r6;G=+RC6jG!=sG8-A|$h8I+QyWC_Jil
zeE(3PEf^3yWd09xCU7*HbbXOuaO#&2oy{|>!*`%@NvW>?;mrgMU5~12m&bsUalvb8
zaJ2Ag=y%Gy*!P34eug$SP`1%tsRc2lXE`GyLj~G!sqHeC!MT!p56mZl6BCB%Sy}J=
z{m&K4Bep%%I=JVJ9vJ!qA@T9_|1gmNZ-}yy8s?8`)ZIIGjQ=P{MN`tFKu=WWtm@;(
z$*q&+i+#E3Vv`hIZ)W}E4CdOCShX#9$N1{aeVTwWp$hDoy#lBog{VjB>ZyOYGgDej
z39rn@<G?MC&faLCoou0;gmm!lEF))ID80zd3S)v^ZHN5h&$J>$Rc}aXFTEESyf)Yj
zXk51o9I<Qb54cS*Tv=JUr*Zd%KYw5!Wv*f$e;_=c8r@9*)il<h3O=}J3QmNFzxqjo
zFj4IH<HP{1c|!iX8nx8uc4nmuP@Y5TNmQ#@;n!UnpEeA76mNy}*qVn#-zv=`Wo3HM
zOuJCFA$Dh9N19@}UG6#!F7+f{Fol<OOf$FBiVkX8UC*O<|B=hybhKjmdBnkZ=o+wC
zZ9UmWP+Bzr+?PDk028rx0JSNz?tj=14(kZ~#aG3|(Q9qFLM#G0TsodSnJL$7Wk(>(
zG>r#)kDu-MXYCHW8quw}wENF~L|#pkU9D?qF8`)vgrSr*uKnE&RWVyZsLIo7^g+*w
zYYjV+H|J@!0J*!{&%)KUN28>gO}9ryT)8nB1nW<>7*Toc7p_>lbDMGC7+LmC(f-UT
z(wDux8TDyElZVSfdaBCKyhEREYIzd(O$yLI$Xqh)7`L;(E9OX#Hko9sx*cux^)OtJ
z!@oXTV;QFZsH>k2)@0t(M*6}YFQ#$^vbi6rX2%4glQQZb#mSOz?6SH}65<Y<PU)jy
z-s;LV(0tG(!hL3vkBg|mTerljVk>IMzDxc&8y12wi2@F~#4X&(?3pO;QV{afWL>nM
zGfw^X;JLfBVhnP9g#{xMB*ojk-EOCJYy35(<)hRUHf`wAr=~o&UC^~tsNcl$s9ie{
zb6+8~b_L}1mRNKOtoSJzj+g3IODQDFV)m2I<B3vHk%U{KCH_1rc`ic7-p?3IvLjU3
zX1b^MK<m3-^WMALsHVK@yM<;@=zLi+6QA&nMl!SD%g8BOfL2S<rfPeAOxdwgF?|6<
z&j9TWegsBTk2TpJV*=2J+tq|NIm=WnJ(cu2^z%W0Sx2jnO+H%`0gXK!yw&(O7CyC>
zLc_0<S+`DJez>GQ8&5@fJ=`E^<Zey4%jtP&IHO_np|;WtVjeB;7lg%C3MQP-iYoC|
z3yiXq+gtlHb7~1>_*5UR_NkAzkbV|?tEfokj(sVid~mdWUmu(ou$LzAKED(3+-Ox*
zN`yd^*OkP0Hc%d!*oFsx)_<4*=D@MHTjUo=Xe0wk;5Ik5h9BNFp9W+<j?Q=8YLEmg
ze)85IRRQ3$mu9XS|M&z)UvGoo6+;N`+hJC^(=YCM(Lrf+h!xiKyr*rlz}E}w!L<(*
z*bQK!q=eDpcSBQ?oy9s@riV#0uwQ@J8A2{@*@nJT4HigRzpwL_JtH%dI__}hE;W*$
zzk&FKtN~t8k3GWx>K%W+84EkRgT*>x-)rycWp9rbB+Ea*l1~y07IO)N`d1~eyKZI@
zNB_1OU7-+%IIGSCok)nE4q_NQ*zHg>YzJP!5V^|y&+?Aci5NU;DL+O4Mj7Mh%PVHS
zAoLr%fz}0Kp1oy8zRup2@MD|sk=R_}b5bLsR398PmD_$x#6?9#f^IvgY6b^F9o;i@
zRzO|=YtioaSl_sDgNPGj>*@))KU{GMYeox=p2U93;o*^y(+yJs<m%5#&d7aSN0j?N
z((1b8&E6TUjD+T#aszbRy-lM4AW0!_uWs3SMuC~R_Otl$$KwcFsz1vvDso}C!E~oU
z*)XQ*Mm>ft@a8Dx8G&h`06kPj<lZ!y182e{r{g^jt*tfAA|}_)0I^`|8#J5uR4mxq
z+6sxsc$@q4#HjWT?EdynCO&`$fK>3u+k?)9{(PK|mZXwckxp{PF#tGZCYDk51I9Re
zx>gJznE<;ux??@?F$E_ENMi%ifDMp&9ncu51Ta4Vy?)F3`~vOGay*q0W(1}!9a<A<
z`;GoVU&KK8;>q+=#^(Z<3}G&*w6wSllbCUU>=2$p_<O)C!W)W_JijsuUJjAsqY?G5
zpMi|Y%j|6|Vh;NdRRWkz*6VvA|Go`SIfa?_fCyzFrjtEQB8e5h6HxcjMNqJ?@Jqt)
zZPs7(EW+sRD5x6-voBvHzru7^c~VN+=Q~ma@1+<TO^TgvB%L;(&oJFox^s6c4&&kj
z00%{{o+DAR{xKWilLg>1kF$2b1JA@e!f`Li&ZzJeotYAMnEV7?K6_fu1j06T#9{9w
z&NWvIhs$a3l$u%wM*cfT&7bvw((Zc7%?2jMzWRnd7?~8}#x$1uQVCYbhPchG3$17P
zMa+eHe=Y8*=XI*V&(%#qXq@_7kE{^7?PHF4kpxEqT_XXIP3ZX!YPHC@*iBj8r&&bo
zs|G=s?AMrhzW6JrV_gSYQK-Y=l!y}?VXGA^D90a{HxAt2ca>(S+Om$^o;<;dFL7cA
zcCuSyr>E4Dc>`0lQrAIBN{R{EylXrCoo0AN?_@t3-P{DaD&$A+uj{$Pc@an#W^c0*
zY>Ear?rs*&gBer#r-+~8S_9VVz|+J?90IZiYNw&=0J}x5P1ZMoLc^!5tfit7WR+Ld
z;S{q(IFMZW3LuOpgp~Zv+jCrdDS)Nibj84qE!lAfB=L{uk|z8ADu?Xeu<GjVWda{V
zhy?!W2d{~!pU-bUMnU@XzHawJX;DX%F;w)R<d|G2IkPMV^n{3_5;rWzs&eZ)NJmnz
zv(Wum;Nu&>Jx0&_v~}|d+10BVt(<z5hwn-b(4RE{L3w=`<+&3S+R@$30Gg!Y6{f@y
zE2ACncaCuey(bI3wUJ`BMU?|+Dn}>rGO$)fMI~(n{=+Rcd6;fW>j9jj>wQ(ns=c{-
zqbc<o!0NqlW9j+N8b#`tGAkrh{_4*f#cRSVbiit<(s$*SSy)j?iL8=RxUhsl&6$A;
zx03GO-V9_21^1oaZ0%If==gYc0|SG{8X9S>p_Bp&%U|w)4ag4$X77ytSD=~D;nX%(
zJT~*o>m9;P!~;Gk5L{b5Sp#U-=f7QJY__8M)fm8(5FRh$l(85>CG=P~7Y^6C-21b8
zDi&R;xZL5q5*8hu3cb8@o+2<ncb%P`eL+0GMH_0dwnA1tHuisb#dfYuP#^=ce)`0$
z;LuXB1oD-pUA53(9x<XH9x(yeSJM9{DhH(0WVq6H%kFKe*0A0mwF)MqgZ6Czn@zyy
zFh=0qRO7(#wy;%ar(66y@;P|}Os~qb;16?mfA>#wcjo-0YpK;wSia11<A&0#jc(C1
z_Ztrt6x7;?W3gPz!v88zglDd~qd!bBco%$#rkpC&{BU_{YAVff9BB#=I5YU-1$c^-
z1d(-xH~8ThOraK>qHH9^pGW>`o$8~?rT+Mowv7~$Z$4t?YsL#~?7?f5-oJ6Vvz26A
z-6DjLeC<C@G2_>q{tc9x6c92LrZY7WweS?AFx54*+6B(>%i<k$&rflO#s_YbXbP7e
z+XhWm2gR)@l3hZsb#Z{<TPN4rHfb=yCsI@r^>)QZ>0fVVgm4We#oiH3yGV5=_;T<}
zm!d=@s69G!qP6#F@a>t+<F8lR=h`u7UFWW&+ab!A(2c+Q7hLB*N0)mL!oN-$ONRRj
zxWVzph<%&=1T5fR2j>aA_BGHxAL&XV&Et}5ckRjM;GBE4^%=NZ0ei~RFT$T;!t|&G
zlOQm>f7d7au>Gwzb`i##!dI+mMn_;ZCA{u&ai9-)hexH?+sbt}s>h+7^=C(xc1b+#
zTXx8DLE$I0qYt@zg!;Ve2&u4aKOvHDZ?fh${~`GTXD<xb&1HCkkJ<=dwiiSp>CGf}
z#2qO=x(y2IIu4lFe#IeAOYA6=?(Rug*Lr4Y9{n=Sx=|s(K+==*Y|CeTfBzTZldc$;
zveh~sTRqQ*&L9Lufzkm$w<%67+-0NN(lBV67XjI=(Kt8fDkOx9m=_#BcP*vxVoxdM
zFbK&s#Qo*JAEyudoVt$9t06!_3arQP@CjZNbFr%2`{HDHuKZ)L&$mk-f_!?Qv{<c-
zyx!O#=cV}M;kGaR{`&#!a{@!wzQPVq2MSD5E0!Y^#h-PmDSgz3M$m^~OuWV7Y6mG<
z;_3rUc_T@bI<8|0qy%&i#ob!KWH>T#!GY;dz_f`lpQ?f6j!}RXGlj)|B_m@3xsm*)
z@r?UIYNK@Hz|teyLR}9z4~o?sW9#pko=tX0%C)>#_^rUzXs~p*u6eN>C)3w_JC7Cb
zbh68Wcb??-veT!iNsN}}Kh7-+K_X6Kue06y=Jr5P;mmb9d~q~85Ht>7=JnR)Id02>
z3lX)0f$IK+Ro=2&zaxW{=Hs>p!MlQJBthl`d5iD&!%pfisbxO12*;LQ>}gBURl#^4
zUgE?($NDqHo}M_xiX`ewJ1Kmd%m~WjD=m1>u_Hu?lGK|)n={KCngIk+i}Xg-4{Pa6
zm#=x5PD7~fmd!bbvc^X9#a}&5vp7VvPyI*<B$)%^V!}(5Fle$Y&h2{O^1=q8+P@Gl
zG%aIcE}(FbESeg-zZqVrEF9vj^mv#h8?ua9b)s*gj&!_vit9Q$s7cRdbq@`4z#fW(
zbiGFv=vJFfiCq(aNLPEeCtT9n{xT2epD!E;+`vt=c8V_9w@Qj-@2HeI?R?gb33oCx
z^EakVJoi|o(Z<`<R6g}*R{lX9fcAqV^QMW9WC7*b2`1BNv9L)D_NMpcr<hl#HU?t?
zI$UM?eZG&ID2((rSnmXAr55;dr$fu?G_VjRq>|0eND<N)fIJfT9DYwf9X~W>wt<x<
zv_7&PgI~nTh>6P$qowVSt6SuQBD5?msy+WK@G3_7=Ur%&mAz2HeG^4$j%j-l4J~(0
z=ldo_g;#CY#qLhVOB6!l=9q@D)O2+CM28Fv+EcT$+WXFyi5P}zBk6157cbMWF4Kh9
zs*2M2$NqT<_BVln>>i>eG??F(;Q1eji1D7v_jdnY;DO)2Ka{0yYXNW6dhku^LI^f`
z1N_EP_do^QBve&(G?~e#+AMk-<9)1?f`k#>IVa3G0J?%swP!=n038*2Qk(Pr6NQtf
zU|eiT2e!tyVhs7V_X>ZEKaiuEXquMMw~I5v0B*0}KNdMnoVzCDX!Rzll;ReN(kj|I
z`9M*zWGR109R2imA)IG*wYpe<lXAjQ4GJ+FQ3Fk6=tj<ahRJ+&6!>p}i*jNctGyY1
zP<QX4oK%dnC|zCs)w<=Z=g4pH<?4Sr;6dl2=7!+s;?BX9@TvZDjSt_DmGJPQTEY0=
zpvWBLcQ~~)Y4I|7>tmW-Vl@u=;EAqr;=lH1q4=>uXv78w*St7%Pueoz!8DRU2hl}-
zA^J_MOiWCoL|YNQ_1z~p*u!Gj{Y&t&OF@90J^g(S(EYfNxU~icE9x<5qL){&+Lzz}
z&o35yX+2#6?7)X1=M@zHnXj{ZkOQw{oTt?5Luu@Q%dB%KZZo&HS`kFp=l3Lhe|O`H
z1Onl!Ix<q#{>VuYgBvVDa%)Zbh+EK7H+IRJgZ$i9u)H51BpCRArJZ>^lxzRTNf9MU
zWv3*RJ%w!JAhLFFkg{b^5uyyT);VdjJC^K6DN7+@Fk`IQ8M4JN%APDSmXT$i?_HhF
zIlt$5UccAx_4^yQd+xdJ>-t`w@8|Qr?0a&|;=*XW$}*ON?Jzo8jjSAWh<$&c=jL|2
z&T!?Rl<fKrL;&-?VNfXR8GhB^QERm=;zPW0@3t{FJMn+qD&uZ0yXj4|f^a=uO(`D?
zl@x`srBVA1b4NqbzqU&d!6Yv2NcY$t*-brbAxK}BgRh>Vmr$CXv#v6CFl;4BeT%}D
zfDm~vd$saa7J6g2bjATj@E!c^d%qSzIsfew*S^~EKKiJ>1NiRuLBJ1ubMX)eNL?(C
zP+dt#2H7_{Iy%D$%2}1!W!)fxTyPVQ)$YXmVm^w6|INGf!Zc5vfH-Uxo5jZg@ew)R
z60dJ$6mA9SFVCrt!!6j9TTYM(eWqRffx7$sLO&nv@)>fKF49;2{u$xoc-q$bc%n;Q
z)EZ^7B|#QF7NsK)^+TxNf|5cKMXhFYsQHZ<3GX3J=nSXh5QX%Mb5~wA0MGwb;~wxb
zf_-6G4w*o3pX@sh6dS(nm?0O_y=+WOz*+;A0($u0YxXCYQ63FV%^u&Sxn(Vog<;>H
z>{;Lpd?D!Cc`HQ~L*&5_H*a_^r*4#;8@2+QqfZR{lI`rB$RTwJ*L5F0_!%{SEdKzu
zP{_rejJdSlt5d3I@NbSL)$)joZe?cx<)?HYif~ZcM&i*yNu`gAJ-HV8R#wRdi6?bI
zP#0lkWsL?NpJvGJs2}l<WvPP)4rEiNyaxX);WPaFhswRCz5Dz7rwdO1lYvn8t{!A{
zvzcuroc}qk87`YA3l;px=xEP>F5x2@o;;gDTaEoCu-`-3@Be%K{tx;=)p>)NXdRER
z^*VX?{=zexZU|`Uvl`_2yo;&-A?vXRt?aS(@PK%??^syhL2Lu1CII$YKW*;8{tCrp
z7EPAV4hR;<-IrLNG;n@pAJ7J#U+h`iX!Y@`{3rgPRN8B3!~d9+l=-mR5g^jYbCd3s
z#3v+(ea&Zveb}ieB4T5!Vj&U!5OW*9@TQhaEbJ@v;Jmo|-&A!7d9Xq9NHsq?dY_j-
zpLJzm#TS#`lapVh3ZA$NP_LZbuiAp4+}<HoTOx!Wmj9HrTK9m%%n$NoreH8yPz?US
zafOrMiUA9i$)95NpT?pM0SK0g{~A-{sHyn~Uu<6#`dGOZcST}AVoNO)-&qv#PxOJ0
zZB^5iB5g7RfTtbs3h8Yl%km+Qs3n$TVYBbbi=PCfryOQD;yx&SqLx!@EKC9z3afPZ
zJ@p0AT_BjR_*nlFd;ngg{-o8Ncs5?wgV<5Ox<kv~gPM37YSO|g1VT8eR*xP&G{Jho
zPtygu+3PRIelOwOldqgi3;dGZnjl;2w+7rA3Bf?>A6WY2X7@k}?;31rpV#lm@bF@i
z7BFJmf7<78r`YEYy4ABx=klX6lk~=V`=5*rP(u1EPUkIt>MLosRqGcWR&y!XSS<9%
zDcrj+CWa(Dh5A5E_rL`kXFsucGvx)DkK>fCGI*cO=&3**Oe>@^_*2x=38IB@os_E+
z?COeJ#6)~RSkpB1;(*EE0#9j_nI+7(3^3pFS<q$RxNt@OqSv`Nl>Gg+<23SzQ@qK?
zpePn$Gw0u4;McHQ$2ke#kioAUsb7_l;%%{J$^Y10GB0igqcdyOA%(odc95?gWl^u%
zCv%=OpZz@5WW6IFH>XrADDcgi<VkYH`sUMM?_%y&xrsTY&xO`0s1y*LIVbA<QlxU>
zXB}b}Vx8GLBzySwi;EROU?X_I!WLUTA%9He!hG|T@6+wy7&wY<`*vD+ygA_9u>tG`
zv%~l3qo?}iL_+L3q!@4U2n13uouV#^+pg(7U$0iWQ@JrNEjb*hRFoIvzs+%UVW`rI
z2G0V=!nP~cn47uqgI(<O4!&p}Q8%<%@Ap+(XN9hYRbepQiThF^qe!6Lvv7J26(nOf
z@7p?6V-=StdN8QnvDKgTbyx#u@B|g*vN+eCFp9f9q_n4_`Nad@i(vqB2$zHo^sY0g
zTdARFx){~P3XY#j2_o!KrbuSN&N^FN*{UZiT!USJXGBt?5sxRTaJ);|ksgbDF+ATF
z!q$ZJBF|ytW!hA$)`Re!yQrH?a^j*|VeMys?}!Z7tcf*Kcu2aw$o&^fC^WW*;bWKT
zfoWP%$SNDu$I5bxYOx88GGIF=7gq$EJHe9Y{B6k_2&Jvh&mEbbEDFgSfDw0j=Fae~
zcLBf-GL}J<>naa7hHOxXF3>3nNoYOWW5hfa@aa&8@2bDh{dK2p7gLH!KMHS|JrV*_
zLzNsiOoZj%MzvgYj`cnlv2&yz7TL?Qm>=q0!FBILo8IRd=7zazVNgEA6CDhkblB`Z
zMBRe=lwIMKk_#67XC@^I;@e=8X$fOKBmspTPSj*X=&1Oy3!C^hNBAUvzb-`j7%;ZD
zX6MX|63dJu8jc!LDF3#099Cz$2T5zMav|m~JvT|geb2jqO>b|V`Qh&BP2uCopJ<O$
zyw8;_-#>(Ln05MovnCzuOH?XKiZ&wQ24Cg<JM@T33$8>4PZV^!)~@9n(|K;Y-|xGs
zy;T)%U4_$gd752pI9L<@Vkq>xU%L==Si3#!C6EPyuz(&kEcWwBE5euU#}K0)Z7=k+
zc<2aD@1^qo6yBo0-64=S=!Z7f%l_Crx|=Ees3~PGEHW~Z13pWqo88|&%dsrq2pZU?
z!pA0#fEnjBH*$w#O)=~Kf?O6Q&NSm?5P1{Qu&DY;VeboBB-WYcftP<*(KCswuePdW
zuU@+v57iNOlz?F5>|3)#iz^MjM;OmKoX?t(%8i9$aD)-#IBWjn!R#4S^PpmXIYka_
zZ6gUXcd{>{j+pci^W9Y>+^Te$f8a$*&Kk^c@%C~G&PiC%ZfvBT@?HNF{p#^FEi-A*
zm~P;4G4GG@!=>VLJ<Y8W0!8xs`Ay}5r1??~7QnsOQsy4*(s`~A2_Pj0!QSoNDJhmX
z_8*oESnyXqt`PIpvbHMi91<Zb$8;rksizOWzRiU`HAz8z6Mxh6!Bl(ui=q49zY`WE
z&@2|`i|=(4ZIhy1k>Go&tAY%BR2TAMLUy!qo)lP6VF0dq;ZtgQQe1Cfb2iDplaqg#
z6%Stdww=9?hb(c3vGbdgzC@lD!MZ*OQ;Tit$)AO4-u>3ruDmze{>a$O2mYel!yS0e
zj=2{@Az%MLO10@A6B}l~M}?Vrmzdy;m?<hK78hhlB!NvQ-^GSb>9C6eq8A{ktUJw*
zT-bCk;&epDMOr?;-VQ6ktq&uzANL9H2$A%i9o);vxZ4lzCx;{58~_Sc5W;}PG-=M6
zomMG-wBfgxZ{tzEOcy+_Jxz9;VI;qpzh)=uFe~!oZ3Jj_|0mK5)t`^~HGdKo5i*eC
z?|Y>j)!IVZ9UtD-v6XemsA)j*$AIbX=~@0FPkcGeb@A>9+dZx$Hz@M8XV53QM}{u4
zS-2?kzB^`#`^!@Xb{QM%%Dikd8`Aj~ffIAK6pFllW$D>6JBNmh4sSw<*=%oLm}wzq
z*N-hZXqfXo%V`@oE4xo&o8E7Ijm2FhW#*D6T%VDoxFw;1IDNidseLELq}T0Fzg)jP
zwEtBJbM0?=)@pIMZlZ#}+Bppk4THfGs>>qoMXbDgrTbD)2AlY)o|h&=?}U^*{`S|W
zw+h^8tAmV)@<fc#Gkt_I{j5o^c=D7{vrFO_8H;&Waav0&4++Ud#dH-pT5WB75J21~
zh%stm9NoWu*^_JzvvZ7XP`3K!#wwA;F`!en^KMsRFJfE#Hb^=;<P<7g@8yoO&3ny!
zv0i%PuX`@E#I9v93ER`o6L&oR9FJH6(_#_rT6Av-rt>yOQSUe75y3P{66hkt(od_R
zMEA%z`G{7&6sa4c*ZcAx`;x{d<3r<MS6M94iWZ#b;8#55V*Tek6~5H4ifM`)aW>-{
z4DhA*-gM3h^8bBM-tYG>Ygl);`1N7(;n~?QlB}9qV<!&_@N<q#X9CVnS5GfGC+E1X
zfx&CP8&(Jl#opfDh=4CMJV?M>rrLJBnxY62)P5o~l2KiYm~HqSl7VQP%9l<XF9B6T
zWu?7;ht$gK*b6W4w?Rf;GD{y|d?oL&^J7B+Fh`CRGNFv$2%6tot9+#0=r~$*tzS)H
zY<B<o-bn}@#;p^SY(Rb)A9Bs~T+>X``w;bBB_kxJs26$XpIXwFIyCL$hGvnLj!w(c
z$1cb5=2&3S0H#U$iFTMtpP(}4g@ko^ccE)0IX64|V>iRn#<Wn`Of{`JukZqQ<ldv_
zg51kDK5OKyUDhTWEsr<#FAma@4u5=LoWq~4y795X+T_BJShX-$VJ{+$J~gJNg7dZ+
zFcxFs%5#y>32mk>j3Tjj6La(4*=5w`lIhpo8*X?r4{_~Gw5Q}6!4gyAPs+Yr@aP(3
z+%LRe%NPz4Mg?4Y0&VN2GT-dNC7sC}?u`A4)rI<=8b*cqTeYW8$SPPuD1MCKjcK;5
z^tC0>usw^_;U}){y0dV*I=Wa2c@M+t=`tGJr@ONk-~Y;%Lz$hOb$<C=aO?9uPYCg+
z-rN+=E7joNyHVU{L$O&YBL)~D3HS&IvTzGVpy}Eypi#Ykd>VrHDag$3jg4)L8{tqr
z`fhpk36U*cFd1c~q3QcHLfr+NQTOk^=QiyFc`V=kc-&=kzDTom@rroSH(F<_tF)Sk
zdeIva8);$;G3cWrCk&E>-WBda*7;9a19xPD!JO9C)>i1$#)E{Nm0nU#g2l`7Yt*HB
zd`fodu0SoqPq&EJZ13Io;1OH9htBh^;=0x32_=EF;gQ0X(Mp*>Z8n1jnvg5C@}+g+
z1yT=_e0c9|S}yO!%<@0ZEWdyMi!n*~Uak>2jPoE*#;uKs(3a>&i(N-$&oXT?F)TeD
zePmWp#d$~Cu+>~Nlr_L<oPKRJ@z)&HP4889uf+p`2c$sAa;B>5U3*%m9inUCQ2Iqs
zl+RC5MdBBTLkSB>{8Fsy#lmbnYPfJ?Y9TGm;{mnP&n87Ku+R4*F3=i@#)oo6T{e=r
z8J(j17#o{_JvHszCa5<8+vJQ4je&syVO7<Nu5ramKpDHao0^!son7|u^-fGo>~0EX
z;dR>}c`}DRWUVSnpA&BQt>t~U50a$YM+$FRbvhRV*<1d~Yi^O#6O4?P_bo+^@;b`s
zMX;BB#PgMH&D<`8l~QsqVfK0hO}WMS=^tg*IZ2<xET5tUUNQJvIj<fp-37xp@v3`{
z1udy8rq^Rf`hmZ8(3)&Pq_|m+M?&oVV>h;>c(Hc@c=Zt)PZ^jUxC}Z2L&MmD0-0ly
zvm2~DlX53clvl7y&9^PT^6U4GUx2oj17HR{0nylX=NU%_$6eVJh^1P2cW!GXDYXtD
z(bG@h=+XmcSSECUo~ee6vQz;!`!U3F@UTm97Ri@o-ahGG`XR*4T@GEpdwCr}&68Vz
zpw92*>zx64l5Fw)K~_5llo}IZ+5EwM^LXI`IjvxF8A2RKj#L2SSqzhak9ydpL{t#r
z%O>;#9KdbnY#}uWt{+dhU=v_XMUk<#f#7gJI%olYq%%bh+J-`&0?_6>-<t`&Hslxp
z5l_3*@n1bYoeVhVfZUOyb|w8(-wE!uH`0NJQS1FgVKB(G(MgGk6)afp1w_Z`m?OK?
ztLDh2vy0Xx*ZOti1D11b%|wIjyk!oi%(-D@b_gK)^>;X2`NKkh!;NV`^b*3Cg__lH
z1@<W4e>*utOb9vE0Zh31H*daHvY7@{)NG*j>)#yx0Q_{EnVC5{F78>c?;r?PLrLQ-
zm1}M8-3zV(ea%m+lx|K%`csmIe+NgOzJWm~DC_2uI%jU*)x1j%T%ScC9<dbQL5%?_
z|KxI{rQ0F^d72<GA`B_3ipzFqSZy1*#cv|Pq>an%$=TsShPR2h%*-=xW#b2zZ4e4>
z-mi|ILFGNV*UFYoZGEQ5dFZFs5=$KBWvC#^#;GmwC}@%N%n3%+&$Vph$Po<SQZ<n5
z4yz9UqEYTCfhHAzDn_GdYs3?7gNpUnqCpZq4c7r4tOnU<l(oOyEB8YD$)iW_K4yA{
zoW9{p{cvx*no00?g!4hETpyYrI~VkYqi7EuUU2lrUj8FPKlKIy%w!yqy&yc5RkJ<q
zG4QQgQB}TueSNv*+iiV5(-2%)&sEQU$9P?JA1gPIGE%{BOZFoGNk0Z`CkPAdC25=y
z?w;B_w+1&qOWyC=)7|X@Xe||>>xWO`DeV+wSYh0w<B;b;gsdHU)v2@wuqx9))+cm*
zENqdk9K6wEX3<|_SYESEfx{7|RENprxu(X(&x6o@C%1(2D^EOl_z<8>X|&f@#g{uz
z&CfwX5?a0m1qH;2$!UQq@a-Zz&gmL?yW3ZjAt6}yk~9&A=D+i}LFuOQQt8N)BEdCz
z+kC8rjj@hY&4s62WElXW`Ods*;3{S=_>9`K31@;Bc?H&nutFO=t#PKm=rOhld<xI^
zw7*{uyrY?AKeZnv_i}x(E^h?lmjRr2N;E)!<2h%~cd0IzLc+RZU2%hS4c_%WCuihG
z*)O)<))cbG(qrgj%2wuvaxwb$ip=5KzqJM}JrT@CCyf@w?N`K-Z{>mj*pg-ZL>LUQ
z759e0k>?2yL)Izg59+UTYI0%2QN9I9{OE0vo7D4CnIL$2(VtyeF>nReXTXi;RpQ5w
zn=~}mpVv2V6QWdhq%(bnposZoC&T@fFb@+6I)+b>&x(1T7I=YwOAdvyh2DNX!N5LP
zrAWlO`1R|?KEleWQ_M`Z@(k5IxM0L+sn7_*n^F9zzqWRWD=AZ%Z)6@8#~3y>sygf$
zXUTk$m##2~oG=6}5jn<zIp(^I4=?IT-*4NP<b)bRx#24X-c9akoT=UB(sPtqMKD-1
z`g&#>5d<=lVa+yUY_zJM6hg_(9@|1NaPeQ%m$n{|cB#*#A`>3Zxsi24fyv9Q370;V
zeB3!~_47sr9EX9Jk#imS8u>VFeEvXqF3aIuqDwztQs54(=M-e&+wC}2{*=8wi<Rf(
zeOV?hCvE!|CDN}i<Go|bKBtBWb*##9;6`P66Ve_}91J?|j8MqUS`2nP{NzoKZry|7
zeP8PVLwvD{fi3H5KV_20cE0hZJyse+!f!0LI7_OdTX!<Dqg9Ww@QsnYt{shYsY+sM
zuwoRrl`eCd9v8ge6jrPy7_emQl~Glbc$JG1pOln~q0ff`XReYKhz$1HEQa)w5_3p|
z4qY8#BAm1@6gbf^w}L#LXz(epXh;~}8Ja)e7rQM<VMPK?-?24Dm%ZxS?dKLsG~5tK
zIUn$L(zlL>+Lg97*3{Ovtfj4;<9G>X6gixNuKpFbp_Ejg5oVl1+kw*Ep=AiH{v2>=
zFYH4DDmPU}Fra%(=jL;$SBsO`$wlCvQ3aOiGII9JDww(ZE3RIkLWxu!kVXJpV1<75
zAWVO$04D6|g#@4m5#GWX@-;~c8F+WcPzoM60!uY2K>RRrT9H^n=`BD{!`#dZTf*<C
zN@ULdKb%*D;G3Xx^FRMMD*~Ybfs{N4j`n#+L@I>OjW}W({2w%WXsAFhZ!YYR5DNy}
z|FQ5A=hV1EX8Ht}QPxH{E5(qA@=%ht*3Es$2}<;yU}|l_%@f2CMi69>n~)QIjvs%x
zwl8WF`R^=|At8*%AUK<mA%x5*upGqo?~6KukhP72VOG$AnLHD0?7-(GT0Lldg>bX?
z(?RKmL`hGru%YP$ecsa-^D0V8hW)r`aN5?=^TnE7(v2akya>M#Id=uwHUQk^>u(_h
zEMq~*izNoj)XmNLp!m8vEoN3$GgJ^n2Nq#!m9rJ{gpSQO`WKuB1P}fHe?-)OdF21=
f;Z$|jTd4J<;=$9M@!R2?EjryZMp}6qc6a^-ufUiR

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cowslip_synthesised.csv b/modelling/data/abingdon-all/seasonal/cowslip_synthesised.csv
new file mode 100644
index 0000000..b349297
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cowslip_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.144306542e-07,4.392214726471342e-06
+2,0,0.000663147295,0.025453715486305723
+3,5,0.359536601,13.80016538975315
+4,61,1.599702,61.40168236812945
+5,38,0.8770598,33.66436202333631
+6,1,0.00486532787,0.18674685440822592
+7,0,2.1982691099999997e-06,8.437660367486607e-05
+8,0,7.50739559e-10,2.8815786904628222e-08
+9,0,2.29618505e-13,8.813493081745691e-12
+10,0,6.72251723e-17,2.580317257031231e-15
+11,0,1.956427352e-20,7.509394302427864e-19
+12,0,5.77339083e-24,2.2160121693336087e-22
diff --git a/modelling/data/abingdon-all/seasonal/cowslip_synthesised.png b/modelling/data/abingdon-all/seasonal/cowslip_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..cb1aed98c4f637bf8a33b2bb9959f3471192ab9c
GIT binary patch
literal 64944
zcmd43cUY3|`!`NmHqG8G3rm|eEX@?nZCP5ma&M_r6mVpSriNx#R;Fg=!rY1*+<Ud8
zR9pz;uH52C1yK<FUA#Y^?{obAc#h|f=dZ`(=zx-LxbOSA&hxcSUf(s;71;^h34uUF
zZr{3L0)cGRfj~CTZ5Iar@*ua(4LqoL-?Z{J^+b64-hbo_F}Uyj(9P4^4f)`>kMko8
z($hm;M((nV^2Ot>-rf%}DzdWf|LYYpo{wB)rF5v);3zvD-m=C(AY%Ije>S<Kbc6Te
zAH99!n%U!zGlSb6+m6wi7Dn99`pnGSC-(-tzq#-DjuUrvdV{YYxgSTnqQ~pHq9^9u
zVY2gntjPUHt$q7$9Z%FRaXf4IXXf$Oes1#81<RU}Gqw)zFY<#rM#!8ymfiUQBq!!%
z-NX&$qkBTZM-cpIZF#+C`9Dt~kmH@(-){cTUtV3^qO<8gPj4LEoblgRoZJ&^{NJbl
zgf^Y~&(o)`wC^4G&r_|hCoT)F9r!u^XYb*y|9QIC>;JjK?lrFP7`$L?Y&@<T_bD(m
zTNyK6<#3AfE%SDC+vE9qjstSfv+78!<kZNt2HN8p&O?~D@Xr847ZW%OfjkK-{H+3k
zTsQRcDy~~wY+YO+OSZl_DDBjdtiDfDQr5o4J8C3C)ljDH?{($%m5~s2{TojugVv0b
zgVz04*Lm~KyyaOF8=DKqRJ`9s98+!SOw)G${Cvlw&pXcEVi4`mm{|pXX_cwfukoFi
znE8GDb9>`m?B8G4{AP;DZHpA8;fqKla^H_TckYa`8SuCc%?-QQi`Ea;+oxA)1OxFS
zS0ARXiU)Mv6uTWMq5e$W3<80^1ve|TH(nV-u=DzMP-^=<BrPvybuVYBLo-oQ<iN*A
zE$0`f^GSF5E8Ig=9G;&I{c@sm;8B<w`1Hh9g|J&8=b>7iOQs<^sM$twNGjono^1W;
zv_B2JIr&D|$oY?(GZGRKx=C<NB!igry!K^sP)(#ad`crk^)jknk)<aD5AHg2$tE5r
z)~>NSx__188F)(7XXc@O?7MgOk^?+Eh%<fVdI$>MxxuM=9FHDNa7m83^$EQV@_E1M
z)Fue!v#n?Sne1f$yw%Q><Ybu*{(O-0#ybDeWao+Kn>9YOHqlf2#l_JjcFhsTq-%ZW
z_beCv^HKuGGPb-s-6r4hVRdOD5p%agmtXI<gz)?QLTq$2+9)<YKK`Dl(#g8T7U}V@
zC~?m^<Incm9h!r>H6-tpG>_)DM@G2&WR9wH1~B6vyHj%zP)$CI`aUViy**!O+n#vY
z6BF%8(n<plLso5hjT?NUlRHSqAlr?cz&5&`EUXSQEvu`ud%63_$>AqU;boq~Lyn2-
zd|u+yPp{7=pL0pURk#gQ83*#2@Ky#q=vbN8DYa6zgx}~tr3Jy+N8}M^{W{rk(~-%g
zH*em&cKFQagA<bYH?dBgO>k%Dtn**~cIisqMxpY^ie6q`1gG%z0Wb2gM|?H|qXmIb
zB#vZ2p1$KuXl_{Vk<@S_EY&ZytJ0pO`{2#<`lUru1G!V#up!P%5%IR3A8+68#%!q6
zv-;2^cD#;N45Dz_jD9Ud_;zdTCCY4B^VIjKQ<Sl=Lzfo)Y>#zRPb8yD9N0dEwv~#K
z*HduI)}~(yE1Iu3J3BA_{UX|$W1P|EZB%b3{>(KtQYHn{t_;%{Hb_*g#)q~gDv|ow
zDhDk&!^XPDoHY)dm6EyxHqKa!H0c8^-;(ioSXo&av6Fy+PGP7x|JAX$#N${Tta*vM
z*eXkz#j4pvTC~beVpOIwqes(1C9Wj+toPOWlKhgV-^#b=V0oFDrx}lK-h6Q+Bx2#y
zHpzkoAN)dge^zGZt-!zr=A)!_VjPp@st#XglY)K}-T%_&mqSJ`j{aEuCI&aF)l?_X
zia3_(q?R|bvI$7G|C+*gv?kFKjw?rNuB4ApkriAkm96F+T()6Sn;fmc1FjHXKz1Ie
z@)~ESeL9Szpxw2TpzA{c^R(R6_kn4PDI05Kw~Uca9`%a2${DU@BR8g((cl`QNV&ma
z_&<77l3-W>|2*JLHIRxXO5x3Ou!q^owxo>V_2o*0$|D?XbZsd+_$@Yh(lcu!L1LSF
zCCf@b;mS9s-F=+dXd?~e5RZk;>Yobu+nuFXAE7%>s#q#)5Lr}6&7NOv<PFZZz1_rQ
z6UqL6zP?_Z58CLj3$n=KeR7aCjhiKj@B$aJSKk}L1UqV;%S+X)DG0s+CpS!E=(DV&
z)Z)qN46LJU)vsq#6tnu-ivG5R9+h$~G#`4P@Xm$>>TeH&w}55XpT%)maucb^;-_@p
zzT?d|!WS18^V~_1*&X)q3FsPWTC8#91$v{vraZ5Y9kjt4reL8(Y{mW?t;|V{9!A6Z
zV2{@nQ&;{0Oq>p1Z}4F$Pp%S<G;;^o6F(gz!>e}NLR=M(LLkqJj;Z=wP0z?+N53B_
zX_Z-GDz2`sMtt~i0F!8HsQhiD=8|nid@Fkblu2**xQ`!aZr!=_$esb}BKiFpy}Uur
z;#li3ux@?a#rE%aq-Uh3+r@#ES=cuVHpxu93N{Zd&KFci@+>GN%%6=xLFN61AFp=V
zZG>vBeUb}Ydt7={T%74Y&|B)FI^;KT4CD9YNuA?x15SfOspkx#E0|pwp&2D5-6J&#
z@-8af-Q9L0ufxJHWp2IQ<wOo2EaQNB_@L!7Kb>d7$z`hz`!g>wu>QN(Xq^+-VI0SA
zW(m~Fs%B^Y<oXh0Zm`zAvKDOJV_0m5Iw!t=d5W6dw_d5roy?&42-YQeY_J9^AE&uG
z8clR(UF}VYPTntD_xBljHjq<0tgPZQGufvT8AG(y%+Lvc<ety_(&s@huqN{8j5o=?
zbS&ssUT(t;gUppmkHP7~3a;<S@g}CG>dU-xhJ)>_kDs4k#QiTX{RRv>Zu3Ax{L6-R
z@zItJ4s%x*zV26-up~#ld-uyLL5Wnqj3@ilxCKRa@)yS9;QsZq6DdJ+UbcgwuV24L
zRAVOEBgEiOikrzEc}pFEd!{w=?+n)#a4w^*IrVG}WMR<S0y*N(p9kdIXOl+#aec$m
zENsQ&g+C~cCXVZ!LhkGj@TPHg@~W+=vjsQ@_D9vZs*$#U;=x{*lv!8MdeGwb6^)84
z{~!rCB|)A%qHe}{jcc4_dJNV1!6Nuzw|IF^c77_CoSlejh?^ch?pZKmo)YQ1OH9Ul
za9K8JH7w%<tA0oWq3%1ww6FES7Fd@yk0=H#&v@}KtxaX8s1c<vU4rpG)$m6mH63Q<
zvh@=l5NmmJwdyjB01D(M?O*0C`b5xJ+`pXirF=NQ<sx%K#(YDwQ;x<O5`}D617Pau
zyJgTUI@rP2HQ(}>1DFmhZtn$Y=_T$aGff52V=6rh;NW;B>&qKql`Hb{6gJmZ2<CJ4
z<HKjw9$#Pm6R~yIp(>4EA3l7zN+-eRA5W%*9u?JCxmUhm_hjMQxQ}|kvUlA&ml>fQ
zx+kGE?9H2_l7TB})pjIJW<lu_VH~S^GE!KqK$H`}nS*W87BR63{sDRseIjsbu(pyR
z`cB%S;Ne!B!r^R5J6KL;NlD33(4Fd~&y~1#os8_C)+m`TB{gtc%HiW3DW031mhWA&
z-<%=h=K%d!`fR##$Upzo*|TKq;HQvn22Zc2#8pBJ4HQ;TxL=G38!_muo_jS1y;(Yu
zFUm=I5tN;8r!{UH8Tq!w%YE6hrw4!;w`WXxb$Unfg`j7jmVZTRv>$Q#_}i-1r;w?}
zXbL@eu6Fc2*vAd2sZCvAb7J@av*{Pzip=PiQ(ydkig=Id7^yz)Wh>HR1=p|R3<VJT
z&CSf>M>wFtnC&{mIB*!prdd+PpdZ#iF+?{g82bl~kB_Si1#RG#UfeYIw_^`<E%75%
z=Ppka4Cw@UYo_=P`4P2Z8Z>4q-1`wS4Cd^-Ecd9wJ$zKu?*;#y{Ffht)`fk&pKt^J
zf_qs#gl73g9#!tP8?F!VC5I~wxkga?JsaKIuMH~sH!M%nTHP>ha^x)vm-Bf1^e~x6
zPgq^L67cj%IR=@g)i5*{YwM9qb>#9^dV70`BPtJnX_0-0aT7Hja|6{8fqZUt`)nTk
z+)qh398)u2z_I4@vfwsIt-+mhiaz&P;G}Aq75Ns0k9y()uMyxqR%G~aYXJrx8OA=!
zI$G=yb_iEEiH+3Y=8(s@8t(OU76+iMDX;p5v(`biGxKOr__1ppLF?3!kDZN)+)4*d
z0)PIx;}#wE#!ivv(*X%=Ux&udPKKVrCwqw2Ujfd4UZ%;PG9rrZZz!SG6>q-CE%h4F
zAxUZhJc)jG${cz3u6(L@V%{}Frck`_+FF+68@3{TYo=s!eU~WP0?}3C+*$_~rmm(P
zcQJ8zt=Uc9W8f-@!Hh5D^%mU^A!DP@8Y#wY3~%sLI(Uo%ZBI#kwsy7ykyn6{de>Kt
z$<|dw{$~wZ#G*hcJ{Epke#h()UFc{RBu#j=VPieO@^XimNFZ}ors~&b62n$96}I9K
zbMP>2_eE(dWVU2eVcU&kF4{sFWXYhq9Vj#Q*ZoHEOg8)8#-D40K^uJHui%4ag?EJB
zTlggNm+`*~<2GhJgD^cWNKKQV|GCIC0@%9NAd73jcjZ@7n^I+=m+9^vHB(Zg$SEe@
zd8{Rd_{$jg%t}OkV{OOWib@cxzGwaCP>E#Y>bN+A&22c8)8y)|(3w+71-JBi%P^V6
zS%3-k?R1+Ca4=tfx+<bH@M~#-t@k3&y71004>!wrDXdc{JIBI(>t_za&!#*nsg~rY
z=M@zd^|AHhWU$Ub8%+4dV%6MuqNie93c!03akkbQ+{)W<CFqli$OW(}vAEUynw-K$
zJv_}$Ohn}Ebcem~p!rB3{nuj}W-nx~TF<|C7sp$!jxD$N*jN^uTFEP-+N9eU73OUc
z68_$kYf4#6^lX^&N}``NRrQ@?1zfZc(JoZV!9wf1{2$wdb>+RD3a96)0_2R-Xg?EY
z_aIQ#s;CKV-vOEzZH<l(t`Fe&*b`y10{maIdpM9ct1-XPttSg>EKiG}x0YG)ChL~k
z<$1&lg~d6%nucj!U4dg3Ol8-uU0KDGUOf{9WPJcV6XaYkwKzs7H}^c~@qY@CdNiXS
zJ*&<JATS;uWzIx5Ecc-i*35El`b0Lprr-{mH5GUl6uWmXYe0WJqf*0d46`}g10~U?
z*gg%QEf*39DM~I$*x20K?2e!x@6U+%<7i)NGz)o?vW0269k++Ii8a%CHgM5pMt*a0
zIpMy+yllueQJ?z8EhB47q4da}ajZETY<V`6>K|dFRD7XuBDdUCoO#skqD`E2WN3rf
zMR-G<@w{y$58RDel{s#*WsHO@6IV1n9FteBQBQkGQ%SIqH!rlS?nd+Jr*6w)B^udE
zCUDsyhxzrZkN>7J%Tr+%<r1FeHnn|uV*F-t&&PHyd_I+t!k=%Q=`E$q!`Bz%9)Tj0
zNG@g+l@l2pb!J^@a+tYNe_)V-L1YrCF#{Bs%GE+_p-cP6BSmtXASfNc>Gu|w85_7W
zrnUtHeA&Z)NGRL!Ht;Ebx!=>kF{iJFZ?owXziEc4D->ao`bAvCzvl*t(e$F^8G2dg
zszp=t&PlUlDT=aP!b%Oz+4etUgbx*ncKbKdL%oBRU2r`dKjg?R5f9`$1I@dd>>g8s
z-)-FHZRSX7G9^)|74##-=BLo(-8#1|itds#gW~~`Xy|h{Qd_vO^h7{?V=NsOs^$iL
zhhdUy<z11LO&@NiM9TJU*QaIWn%PT|{om$AW`qY9ELn>Ctg6JR_|9G2x^*k9-IvME
zB2RzbCHp}@uy#o>UMOzvetE9%w2qJ-^lff#F`mzU2x#S!8cuziyOue2&9=hLYc`VL
zudcuX_jHJE8FIq?L55DG#4MW|AAgu3X1Z<9(RW(i93glAjBpz3Co;8d=oXSQH%Jur
z5C0K3P<|~&mfL5^UC*t|ZABY4R+T_S6`Rqu#mJ&=e^0iHq#3_IZxdGCmxXn~S*M3b
zv3AMfG<!H0>Bo8SQR@O{rb_FMvmft4EdjV~+p@r(Cy{VN@vQO;IQMaeK}vzF!Xa6Q
zfl<dzkQIR}b3C)R^ajp3(BDy%u+pMHYyaC|#X!b6@Ivp-N)aWS6mpinpNfp1E90KH
zrMY_$)1mI5inR?sJlmW<_!7sr8uY?#wW)VbS#2Q}K(%@xZ!|<HSG!Z+R4yRzl@S(t
zIk_;MdZR(zW!!i;`+iZw^irLI<1L~4P<^X<|MIEr#3O}x<LqOv*$s8r+~qigHmYd$
zcc^5n-_m&Xm4vdyGGRIIMpqwKTAR8^ryYg@LsX-F-Kou%7I}lZ+$1KweLP&F0`(n}
zKkHRM&f#8NPR&S`g(VsJH<+srv;COsR9vPtRzRPX1EF`Te!mn~E79YpZTb?lzLYY)
zw(=)TwvEs9%S-5wg9lbi_qVnC@8Q;=pp6GvRISW!JL_O<X4;8~6wNi|#?9D0Ts=;G
zgD4Y2cT?kEzfmd)yOsaRj$d4ILR>y%z<;Jj!k6bh^Q;(N*cj!%$C}hi7}{pOQ9&RO
z@NZ25iZJVItK+*)i?~f=DjV(=5gCjjQO&hqu*-RH4L+xF12&%lwWH0<C#whG8#B0-
zf4+!nx_yxSk(W1B-B03R*ET_dbp@NPTOp+DL5hZ@IAxzPH!a7u(j#0^LZo6U^oqz0
z0kM}#G}bIaHjM)TNomu^Jku?O$R`~dyaIHdqk*Q%nQn0kVL|C>6_P4tIi85CsYZ+<
z?{)UCC_MbtvBJs*Sa07gwx5H=_<O_-B!YlgonGjAn;EIO{&OHZa4+Xj8&OoGW|FVI
z{L_&L$)4*6EW@&Y`HeL3a<3cyQ=X}Aj7$(`&==9W^P{5D^7(u;gUDvu)y$N%s?BM0
zhHJ3QQO_V=;*PZ`w4vTPwWT(BslQpK&CKiB>}ln{lNpit^J~z<U2m`9l8~u4^|XEp
z8PGAEZR$aA(X>>V3Ha5Tu~=LE<r?8thbId+_aCM;B^YMWO?Gk}omE0x<aQmjA>2gn
zHGx-tGJ*X?@+)K*Q;YbmdGpa+Jgspn{!9UNx!$=C)w_c-Nx%3&<mI&3Nq-I3ULl-p
z=S6e==Y5d9y#g8XIvx>hWvu};zGQf1mz!aJU|bCHkAcA^Ii^azd!nNI6GZydHU&ya
z*G%*Y?U(VQf1s@Hw^zc<J=+-vR+}@A$k9IpNW11FxPyk8%a|HpUO>Kt+so&A4_j@r
z1(of1N?ew6Ypm4vyx<}>laZJjFQLkR>hAnrQSn%$`PsW6Pt1{r`hkMNjDn%~63UM<
zSCJ7j<p;$dHK32RZU7lc{>Uf%dEyZ`^!r_Kd#Vzka53m!>eD<rmc}3$j+9S_qE<Ka
zyVIvJIUOsr)`JGC{;rd&Vi)NF#WBa`!vnpHEup6aHuxNS=feu(Rj4E*k$p;;7egA!
z^#mk$nYos*Y416e*@1LYl-7)pXOL}SfsyntYr%?@3YXLzT1(;rMbn<a9Cn1W-?HV(
z97++XE-o&KvexS>WKDd5H~-lZ&^Kb5&HB;(H5wlxG$A)s{^d1<^6iB>vfNM2DWa?R
zBLorO9-vUpV^lq<uK5m1-jjDzB&#k$?@@Dm>Dw^;PEY6c^U|rDA7@i;9k;r6o${tj
zG>&U49}K7mOf0{oIXgH65P~|x$Sl(jSV>xi<}B>@W_BG4-;&eYU~|d>c60x3kwZ+s
zv>B0Wb+G&0O&<}Z)@+@`E4Dp(;=N`^F!<YU1_x;c1I?-Mw{MTB(r3=P@9a5D)^GgU
zsa1xZ>!0ta(T}`s&x9;bc6~WGgPdk)Yj-r>D=MkMLW>)G>bss=+9MC89&{@wI9g`S
z|7h4;viwq;?dSe8lBYEMWCWv{A5n%VpLW0gf*wYLCR^O=9fp+P`uMN@Ic3M|O2J)r
z`&onnR~V8V%jld1wBBi%`S<sidPIy3sW^{1iB312*;wZ^)}pQ|E%O>1T&&p9`Q51n
z2M^O{d?8w{$AO-{-7jdh6|TP=9r%upB*Ad5)TSXJQMF&(BJVzA_UeE|Hp8!0R-^&7
zSErY0fift=Pm_98cl2wz+6EKN^DX?G2!0s}m!T~5E1>rdZ_!rBFbOfWc$wvsw|r=n
zHZ^7=Z4S_TP#(-NA2lM1mJ|qu4nhp*mM+}jT`bO_VY94xq@{h$WoB{i`Cram3)Zl6
zuzSD4g*TOHR|})PC8w*cY^hl<OYlJN!<ZK1_aRI7=V!iXoG>vU>xbYhEIooEt#R#}
zaKl9^BqnR7&mnSoA~o1W-3aX;WL=5~XY#X%(51Cq!XhuNKk0fVyvBQx;BK^ux{7D(
zL#VvzfXaqSns<O6&Ow~}lg|4ET9(VR=^+$j8hb}P>;*nl!vA|+vqFYVX)l_mnz~6t
zI?NXNBMiRwM+~tF-{8hEY<m6O3KArTmV+BMtPSeR6v8ExlI9%P>|6!(0Qb*l+k0i_
zhc@_W6Gd}+o&_5Q3O~`Xw9Sw$lECrMD$NNZ7#v_}C(_?h-ySbK;j#hAH_a?pEk$^s
z{%U1AYyi@=)N9>~56qP`RFMA0Eh1W9;Qlt$G()PFph@-gk&sm3f7oBbg`X4<wC`k(
zgA(_RnA^|2-=5y8Qf`VAIwDfxs*4QMh*f;oc~Pe@w6Bw}o4bk4q8cf+;*U7eM$4wX
z{g;4djTg<Tk%Xxl=?VQT&G+V}2%p5Zj7hHl4MinH_TAM^3H2c|+)hX{@02!{wY%WN
z{S`+2ro8<MjdMpTjAnbhP!+j>k1b(aJMz0Rdh)RfKQk$ntSVdBdA9O2iwT5`jxFfI
zr(rPXe(|I~xdkd2<uH5HIgzh<Kmr(ai6*`5*0-a4?^)6nI)o2Kczz_1Z26nD<)4=K
zyhx(&SR0%VJc}7`TR6u|y>{l3U+NLdmf_v^MFw1vyKrhe-V0%QHrCC#qPJsH(x3cm
z2K++nm;0skFZcH{-%T?uE4z+I&^5}b`yhQ<x*_S@^#@x$S+E6~B|HIRf<8&tbxa8g
zCd}{WzIfWrLE{?Bn@LzayFOiGK8TAizJg;1!V)|EJGx{uSx>q~Qs*fRL$(F_E`>i(
zL7p5&lJ5|5PPgL{PNMJX_w;#l|Agca=mBc(K)3;#Jw05DUmvI4fQQ)-u6vT^byfCj
zb-42avKxe1en{&#4LDxSP~}A~zFRhzh0P1nWzUy)JEl3yv93-w&<YHg^`r~Z-;vIH
zY>%WLqPWpU3Mayb;u`36F%s1a&Ek}}1JGCHDW-TzF3Db6yHRF-W4%+#gzHRP4=+Iw
zCj){NZw3IZo5BVBYpi8b81fvl4T$((1p?Y+cUG9rfSqP;Zf?ZauQwuF4OOO2lYuZ;
zKSYkbWNX)7zdD{M&_GK+0>RU@EByttrmReXoPIOx$&f|Rg9i_ey7!fNeI=7?WvF97
z&B*Q>i3REr;4T*;`<afw3+wym*s)o!)#cfKbq`gqKQ}O|!1Ng5Gyst?Qf;m@Xk)#6
zXuNj50pmU0^J8SS+`XS3_2I*)7o4k>*Nw~Kwe{(6vNSa9>9{qzt!Fin%C~}J{Tyl<
zXZoj?I!6v3JUCY4*7S5!M3Sm6m%sAj#S28^V^z^VfBvY+%y*`RI09`0HZ+{39eNaC
zT<<}|!k=$2kKsaFrP4vx6cy(o@7||S8oo}P28#i!9vh*gu0A+0AxAzs(uY`{=_R_O
z9=K=pTgF63j~rI@DL{)4PWT6wp=d3RlI*#`e&$l?aC1WtYeFEdEI)2=I7J_$M`{Gp
z<n)tNXut?Gp4HG?`6a~Qg#h87{Z1fg^0rAlPVI9Cy6XPOSyo^H!x*?d$7CB;(&4<S
z^X-~UY#NUsGht{y6p2zXio0Yx?zNl6?^kIC5;ahRrm{7LrBNzM>~cp<OYaR^vaF&a
zeF3OYJy(g1Yh$t!m9u^2`Mv7`LjWF08gEN*T$i%$pL{&y*uB)-FIT+bo;$@aCM?*J
ziD{Dah_?9q?Z&+7O!BP_i{4>XY|7A+B?`@h6l6IYw4ZI&zoEknv<J1cgS-I<znVk<
z;GMJzWuOY%GgADga~<Z%4VndwmCKFBTnw-hRd(*&xfY09;q`T4n*H4^20h~({Bs!`
zaiHnEliLaOb_MaSX~V*Vv-sZ`)<}F>datylgJ0GUErAo01tfv;p%g?m@=z3lh>Q(I
zq)g(b&F)dWb8Uq5Nz|zT{6emEjLn8wsgXjd+pnfzDRHyXXo6vq&1|vv&LX-(kDEAU
zrt9qy%7^ZL^nT%_mOub66L(*h#^jz*kft<<qFN4>yEexl-cBoMQQlK$&QczB>kk6a
zA^xouMWKhtFrR8Df%Z+VVBymmG{e6F&4WhTHM-QjPq;71HrowF$V5ybw>>Dt<n$VI
z)x6!z6U%yT%xh=kQ58`dmK3w@iCn57Ruif75pf4OP6Jk0p7RZhtRuLyN!}(+c$q1=
zp4~Q-KI%kzQZ1~th=4fHPNPI9^e+Nc@3Qp(*QRT?IpuMWN+y0apVx?LPN4rof2&K;
zr$gV?)FX0{Qssu`^fm*^2UZ;7I(odQ0q$B+*^I&F<wqEivwEFuHh=E-wxKA}IEevs
z)#R8g0%_Z&iB!|i>=mZ>!&!fL3?gl+Ix8WO%cW0r6+7xie<SpcvkPT=e@?(JyVl>L
z2$wB~Ble?`?%_7<8lF`9$rg$ZiUBoS!TOnhkbfiIAcx6qu<Z{>MLd}fq;jtC6VpjM
zaPE&256y?Q@98AY;bDdI2`a+s6W*(U*efw!{E;iB;)n466b6ynl_!oa`O`q3sA4~!
zLNAem`1!rfwg6Knp-fdN+i8s$d>Sd}6uXLvw%yQ~UjKVDQQ8{o#jfw|U%l6Hl5Gw*
zE4`BP_|Fby-b`s0C?bg6^kG}dDBb!jK4DHetm*^{XS89|)q9Csc~{a=;Gtpjtuw;a
zagvbE%f`@S?!Ry#Ly#(=;F=ojl!PL(w<VS=?1Q8tC&iMXtR7h*xc}4{A9;wvsVDXz
zZLs$=-a7M|G3BUx3qem1KFB*I$Rq6C0&x8ms(Os#D(ZiJ5ypOW1iS$Miq07*aSqG1
z&w*_(m&x?G0;(=#ua&^Tg=~4Ji0v(Q3`K6v3crTvNOp(X3o;SgFXCnYn~ivN_1_nQ
ze}w$sCMI5sEJIEj05dVOsOT<G`$N?K8>Tp(Ion@p1U%?dlEBB#7*;xxv59c4tEA-0
z4ogr^$G4@u7}<xvDwFp5|L|~rUxeQM`)O`{Wx2QK65n<~O0V3sBspCA?K(eHKki%W
zGy6>az|V(v*Y}gpD0uxJ9&Ud2I-=luH+m3!48iGwpa0u5$b%5|{~X}gkKYgDQ*N1A
zTTd;Brv-!4z*D_mzj<>-Gwu0*(<LWT)6=hmu5=c-e1gbCR9;=(z#1JF-1*6ChXG}_
z3N$snJ9plcx%XRuKKD%hf5IxyuisTrRkeK+7Ivol#r2{sG;ngJ7*(09tSqTlwpLc>
zKw#mTq~?E5W=n$bPK9%M*Pekm#vNdJpHWe{(*Nv3OiaQsu+~3G>~sUyIam2uTuaNH
z{d*}C3T)n&+rR+rDmCKue?RIq0(Bxr_@=3;>6!P|n||LC*&TWzLeCXtNCrpiW3N{@
zlJ_h%h|M&)PR_&ry#Sx%6|GB9Z%~ADkmsebx<eBzoa|47@&Be}_TE@-(!zY_Zhrc*
zsIlXp|4Gw4g^c9?H+cj3--U3Vm+^U=R$xR*1Gn!zz0g+A#N<6|vP+v_kSMk5(8a(0
ziMOMrZkw5Xa2u?F{Tgv^7j&NGe&;y*Lo;a*gNXm0&UR}-W`Q*~XggOsud#nr4OnfX
zf+&SWq0J9zQr*cBa%3D3eyxFX6#_yg6n(cMuy?d>o%?yIgyoDZzaMcU=Fpom{ryvc
z1>axk-F&aQCBPe;cR0c*@O54JIorU268O$LEoYQZSTrxYNl!#hUzj!BcO7LUYg2a1
zP@QddURpX@;3W%K=N&t{k4)}-1MlBhjUO-y&qzt>NCd9@PK^-LTDmS!P<mV5+|bwv
z`M$XE+AQ{V9lwTBdUJeDdo(BPhT(elExQMQn|DAUom$_V4?Y?u=Z_7Z>CY<o{M&1=
zP9$Kgn8ax9iLxI{rf$3Qz)ruDQ~BlhWz#V|Jw1v7w|1^3zfX}Y5m4|1m`7J0eBJH`
z^wcq+N=Fwvl7*e?Ab3eaw-Dr{>N#$oS@ik5YsMtj;u+c3bv{H)00i<B0X>kk{O7u#
z<L?U8HRCXc_2$oRrAZ!=ZYe?Q)dlvo7B${eCk4o?V^(<g;p2ix$&O47;Ac5h`puRz
zoJPM#b*JClH3gv3j;is|QL}!-`4Paal{PU1OZLHobnn?dbAo=tNh3{u8Dn<%@rX!*
znqNsSF0Y^YSm9m3%HQ8mX7V~9D)QF`093rKrx%^27l&s?XmDLqI@o}NEA$Tl$y*{0
z{Ir&KXh@GVhs&Q4E)y0I*0Ex;ggnEq)Srz~1}<V-6?V5x`mZqAhQF&nwXU87RrZw~
z{yd(Y6x2WM179o7)!hQF^l1fCv+Q=Bc4h7S2<)2XK7nMiT4<fRJhe1r=iPO4yb=*<
zQ3&I9YK#8JigUQ|<HrwzA`<LB19uaVJ08H3cI*chueMCX$^+}V$HlwF74-#8320N1
z1y;q^1rZKExBSSANFH!H`t(;BTA7AC*^3ty*aGR~@%amj>)*J;8|%K+z%)Fqq2Uk+
zm~_jpPay_$G>8v5|Ni`<1PErNN@{9hx10@2PJpbdfp_Z6=d#EBk{<tgU4oe~tOnB5
zDDd_QD~wpHQ$7Ma)yc^zUT%^<xiaiGkp$(y_8JPd?Mc%>B8L0K{$jwObr`7QsYiN~
z;BJHt#<yC%iUga?Pk_*ACJgtzZcx;Ixm)g9Gq7lX00^%}1pR*k&^wJN&qhAo$rtta
zt`Hu2pdL^M`~HJsVu^3{Dak$h<{~91iwR&#JCP%f2@+fW10=dUjYqxMDI%`;9jN_d
ze9mxOxVTaa(8rORKSGbQb%aX&8-eu><D`|F%x-eP4df|UaRm<ZuUui{OO?ZcwSF^j
z{<LKYh(^iJ0b}s{TWz7Fnl%ty$+mg@?Af!;)qocY94y3c=tbOgZnhwvm5U7$`u$9x
zHeb0E@QuUrgM0I`ND8!9V2eNLzDG|>FY)KsUD0fv`1e<qhujJ|j?<A5)h9qXcL}WY
z9B!byJ32a2K0GY<op*?2wrg%Y*?+vubvaiN-Hl{J6$UEY6RXu^WsQK`p9z{)cZO~x
zibFD`TvAcz15-z#H`}vel^|dw*d$?BSW{jcQmX`2LFjIp`uci*zP*F#y&ixeD~v%P
zEEW){A$?AY2CgQPK&T;7A@jRr>+UsYP-iXy!Wsob({F(olEJ+m!%{;uzD4x8xS-3Q
zq|)b^ezo&Aqy~n5W`M4rW9;Bny}Nck|LI)TSr>N&O*WgVe)cxXgkt&&T#sEcIX>3F
z^`x+tfW1(q0t_hQB#VY8tB+PkBsb16>@eXwB>XejS}>p>(8~`Y&22_Z(Rh?Hgd#P|
zAf=GmE+4&KGI+G7Gb;-t&H`;&ZYCjZXmbX1^dcySV1@LmA<Us4X(kZ-!93G3Y$8zA
z6PN&3UyzfdCAv*Dbheot-zNa@uk^FF2G<`0_hb4-NE`~BUAag8k&nQvxZDb;$5Is$
zXv_|tRA5st*=GN+1)IY;I*luEew`ww6;)>K#IN-tmrlbl<NDOyKl&rhPnDyD^IO{5
zSgUpgP1y&xo2yXl^&qaDJ;@YQxOS-yE?hhDB64{SWZcw~J>7X*Uu_ZKqmw2`{avp`
ze}U{I<gQZR+9W9IO4qIhl%DVe&EyPd$%qSnG~{1w+Td8ZVmAFWZO<$|DwnOr)=fNI
z57r(+748270G6?M$A|^#CUo{76W3*v1{Ao`gmjWf3djT1Bf|Q~Y2hi}LA28+PNX$6
zgKyms^n|F`8zLXP7TuFPD-}>hZ{6Sj18(99{em1_-+&Z3G2s!LjbPyJta+a0#O6mV
zX~YZ+%PBplZ>8yILErX3?i(ac72-dts5=O~_OZ6Mz5?PSsLHNZ^EerMHS%Cy%#;F2
zb2?Nq@Ey?1jDRSrzB*Id(N^W%Qs1p}OSYc%UO`GEbN!E4<K<7*B5kNkCL-^rml&zJ
zNw5fzQ=s?2*t&pKswW4TH^^-J{Er~)_|Fu(`?bk*j)Q5gR1H5rYd_viA6&VH$q%lD
z4C|B>J+g0fReTP(KZEPtUV}`2JU7G9<CP%(v_%5*=+UU;#!6_%ENJ~MHMz`@K~U6b
z#30^mWxhRu+EN}+J4C2>+X4Dk3ov8<wCJ0IeWlo&+c!0YPale(F^De<;1lg@^^3|-
z%TquJ_MCo>+G~yu=YBz*%nEk!3{O+ozU#(Lf#Cb<gXz$np~8p4%4l>v%6`M++l^l1
z<b6-Oz(rO_-gEx-6>O$_X(!xN*C%HA{HG-U!h{r+7xuMz!$84XtZd{{diIr5rEc~?
zZj0}lVqrucSg?V9@B{cZQ#K4<6{x!cSS+a8HPbi*(4c2JzJ!Vf3^Y_#SqTt%Y&owM
zc1e)dc(=CpM0w&P#%XDsLX)r*ssRxdRDCiJlqzIR3;M4h-p5i2cgV`lZarvecOMmw
zqGk>Z450d5k&t@HRzZxU$&X4fSZop!eeA{q<^IRBt-GdSh*agByr!H($Od428f?2d
z+dv0tGAeBrm^<~1S<Uqo$7ljEcZr+fdD!BU6GUs}mf@=yUQ6~5(HNo33Mb)uhss*g
znh8b~;DGUQfG>V@srRjv7kc=1ObMMi;EEswN*RH6EQnAbpjE;m<<vSlt;emyy}#lI
z@KkL5K*FbPDAXs8F=NVqLi+Rth*9{b`G#o>ebX>RAlSEKgw^-WTNU>D(XCw)nsN=Z
zC1I!!JD%B;Vd@d@QS`~Dn}qc5TFk@IQF|oRer_=a9qhNix@S22BW}6(5y%!tf6BdP
zf*TqVBz~o?7JM>tKb%FKF5mssgLG_)O_oTdJuMY}3Y<{n=5`x|R;8po;;o(UAXbnz
zWuV)%FbC+tU1#)S<CV_hPIcQH<q}do&A12-kdG|-*8zBlmT$lM<;h5<C(*{+547EJ
z@zcD-Gmz9(YS4<_X$L~g`n7dSjq2utu9%oXicbyyXEH5pLI@=OYQ9z-_FH`;_vm-L
zehPJ({Rmu7>a6y+59dvtzPuE9Bv1|RWzYvd$~nHAx=sqd&ELHN!W(A!mrz|!=P5O6
z-jnaD?HwGFs|NulnCv>{5b_49*$K%*M1ouhZxL9?33Ibh?M_HeeQ;Dv7Z+HS_@+_N
zmGvK*cxF&y6i&3ZEEk9dyvz~44YQgKcUWJYNNH`AZM>)}i7Nx(jo#x-BbY-+>j69+
z1&xVS74DIpkd~biSmQ?o<SpuJb2Hvat}uJ&jW_2)Gb(mGrzn|v3nY=P>jEWVlaZ>(
z<LSy1%lOkF!Xj5Zx8P4|g8U0+mCI&2udOVMi<k}Dm5tbGPdes+h^*dKLEd$B5bV)=
zqFWV@#&v%6+Cdy#{r0F$6LH)6g?5eZ><8r?mDNOEZb@j_`!C(6`jiizXGBSnKd7BB
zmh-x@5qWkC&c^!mANK#BK%O^?2&4P;bY$LfQRVLZ3yW1>J+rv{$9?h3IL_p*i3j5A
zWL)D!<j!@LpEIqcAh&nl=12i&8}Z657zuDNZSMZ8=x9d$#E$&vLj(a)^X1f>7=H(2
z;}Z;rfI{hWc?#bgsO)m#*B(NU?Tt3J85v1IA86bbZ{<=J=}I}v!4gA=Fy1!yd@}2V
zF?tt3Pid@;1o4RZOC$%svL_Gua^sc6rJy}eZ|#o_HojD|2Exh-{zq&ize-vh>&i9F
zwy15d(Kl_`1o>@=Mtgryy<C%1(zsf0WHJ_ZhZE<@INKqTU}FnPDdg$PU9Efe+30Gk
zenEb^pHFXYOOQ7>t4x7_aL$rJlylf2c{(0Cos$uf=M!Y}<wmxJ6Udj?obLOu1F~16
zykh5i`R&XezuwO+fkY-;I_0Fx*Q>RU_DI`bcwcFr=}x*QA|`m7&R3tWT&_V-pi8v?
z=n+Cb9=cv3h;oj-5OcUZ_~*mH1MY)0<v*^lrB0ptqEBJ`ntXRc8^5LuMovx@KPH`y
z_27IzJlm^yySu;a!z@qtJ9o`{N<7Jth`AVOoF2Gfxkp6sHqV2LcE3frsASpG00$lg
zF-1jtTG>C*K5;>yaya#sAqkFr0OGSiX3lLG(1;Wca;rXUKTXo&{?9x`_rBAEwZ6Uw
zSNACOW$sK1{g0e*B5)+`0Y&KNoa<TDtfVKb*4<MB4dDepqhv{qu$yyXfxUL{iWT!8
z;y(4aE@E|r!Wnw5f2y8K0m=&=2zQlb`d;1O*-TDYx@UIxP~xs9EpKQ|{szAqe{2Uh
z<IR9i%%3m~i~fLQkL>wKgA*5r-Lc!G`ClFZ=du-08(AQK#CZ(XBp~#mr)ipsHM=3N
z+`Lo|RmX~%FGmxR3*9G&R&{+{;|~0oew26A=c-WJf^+EUz>HF<f9Z9q->%lTU8AE;
zjFQT6J^x<S`MOgeTU1D1#v4xyM3L2`_wWBO4qK2M>>Z_Y=@&&@ey^|LrT;yFExmKj
z64c3U*xOM(J!TBA>fdE@i(NtFA6tttAI14BLYe9^{$9A^p9TLN2LIWCf`<b$Bk4cX
z!FY#!E6@%8Ns&W!0jc7PK&qIkGPAI_18BFP7;uLBuIMCQuvKuA*MZ6R;Gv|1bn_`Q
zpYi~X$C9eNJQcQec;{1#avaYmk_Wti;6K_YYb~lR$``tuBIaZnJ(F|pPB*i2iEN92
z*vA8c=_E*}+6(7<J<}KAW@e|)oH;`y4mSoh>JnUSZ1B=oYupl4G2ctv`xQ->v_jIo
zGq*jxT;iTqVRj{qckD+=SCov9in-@!-{#!x7NZz-duDZMipb>Ue`T(4*^5E|ejZhH
zi$6b#GKi}zl_}kvGhIeCly3xa<v~=xZCnyaml<3|LA08jDZZCvh%;xqjE%cVIJV9c
z$AF5M)xr+%!b+Qs<Xf+UC@X?b3rRZ<jyf%fSvCU7<I@X5d`ytdj%yX<BVs|6*oHBt
zH0T|jYyB6HR$I`pwlT)U72V!70@g>E3l<cSQ@y*?pt9_#cPDS_LS@ZiYagV~bo}0p
zmr{On8r`n9NnA?sPN@qo-0!g%jqBz5iHZgmM7#4~c0=Jv8pssJ0u+SLWeHN$Q-+>X
z0Dw=KkWA+zRp+iMgG|y`L23JyglwBFyeM6XsG<6RZEWRD5U8<r@vZiKk<EG`R8yRX
zMg{z38`>)!t&Um<JGo~<;fdf)wU+i*1RKLZY<U#`>QnXp?Dt^E==<jvyPQFUcM+u9
z5?b>Gk%!TYNR9ViBh5eR{FX+6o)Tr8q4NWT5HB|JXFWp}LFV1SiEI+}#-#M|&#2@1
zM+co<U(Pq>_!!JwUR7cEBYF|NMNWr81+paspKG<lk$b{IUYkvZ+vt9<Nr&vUX5Wl6
zUygnBI_8AbWt-niQa~1piGhnmop6?>aOZkE?xYx>-QrXw`2SCv57GsS*ory4r_1O;
zdWO@z35)W;--lq_oeXZyGvyK=s)f%LaCZCg>H!rW0cm{?rg0V)7P@P&XwyALtt0B-
zvVp0bw0Hd*DroZ!-#QQwIc@g*PdqT0P|XU+?o6rb4Pad*@<ea?AN6+gx5L|<n-9Gw
z5Ncnk#T-1@f2hVn%wjpN;h5=Zx%PmOGqu;EW#0=KBN56c^7JimT>a=h2f<D4IyiGE
zfhQYf*}iXe{=me1wWzYJs2pcFsBubc5oBcaz+lYUVqD{gXhW6T@87>~bGBLb0JLY5
zWL)edRf`G~GV#A;;XL6u_O1}ZPMOf!qU1ZGkf)Z_`8Vz?wmnEV)vTYTsa`+sW~^uC
z_Uz~kM;ggr!XR*?L!!<G?MYWI4<5M)H0SNs&Nok{Y+Q3%-MDd~RgKiIX6w|hc_X6c
z*63)^o3Cf?6kW0|`MO17<j<ec*~(!>k@vGcvwdd-S^3PYg`jv%pzu0A`wqPqaiC9?
zP*BiPEfM@vv_YWv-AKO3QQ*=d=1fk%zH<7@Mo>=e#vlLOwN=f1m-b8@sn?U(m~lVy
zm<=;fumU$vXXl#+Mf1~4)!}~EBJUr1Cj*q;*sT$7*_qt+tw%gpIl4y~bhrGiH_d_C
zJPOo)(Uzb143J5<1*DKO?_K3RiX>5=&HN!+qd$`8<-#3A3^*H!OF8sGXV2^%M7Bon
z{P!CB)o`_2f;Y=dNQZ5`IqO|3yMCB8*yz$Bu~Z8@p+I-IiOETDo#i(*fh45=AOdh$
z#LhK9$nE2h7I_W?>WC%Sf&!YG>)2P~tXG;e)NGi25e`r+Viio3Vd!a^iy0ha8eoxQ
zHB4f3dy=Z&_3O`eOQ=~1qCqJgj(}i48VOgzr#b-Ps|-nP{;)SkWe*S2-Q)#E7~1&g
zCaY5I4S{NS?b@|Mm=0`Zjmspp0vIX{yg7x)-g2~M!WHK?YJ3)zCSg<=1P-SET4>Oy
zh7XW(TcFyLm7<Ob?;mI4;vI9zE<k*f>aT2=c%e}lEVS(o7}@#p6f`H2o&Qu;$-}f-
zyI4{mez}GKT+K(!!b<!^{@4+nw}(%FnZIImKT!2_1tJ?pX0l;b;E#i0E?RRYCp(gM
z*jX%A7B1sE;1$}dThqvj2TrCbv2opB;5v{i{8P9CG@#Egy=3|#F$ORlv5Qv6U6TC>
z%wlg_&q#B2wUdiWD{y7d7}Y^vu&)<?`ck$E0t-%FS8tRAJuH;Tn>p(xXWZS0xsx<U
z7|dkawVu5x8*7QEncoj)G&4shRI-6MRl*2yz?g-YPlHVnJy?sD3=_rzxfrq85<0mw
z4$!VrBdMCebxZjcCf541*wNtEj9{Jz7_++LU;s`qnE)nxTFM83ig=NH6!X?v0yGOh
zeP*`r{E!4EcT=CBzyY*;ntaUnWAz{i^;{HKiEDsDv7wpWyq>3-v3sx1mQnSOvjMRF
zuw%c}cQElcR$MQf&I)9&!~XgM-S4|#V(eM*#@d9YGf)G{=afV~+Y3e>R+)}W+$08G
z{NTl!AoBdPqNKz`re^Zw{=K$ku2H)sHS7d>^8R~0#}@#hg<pDD<=lE`e-2H{6$It=
z_ZkX?L%%;+`5l@iv$(WmkZO{WD2x+CO-(TtLS+Jx>B(}hOW?325}B)9;ZL0OVx#~q
z^LD!i&utZ~tT8Z%2kVeObLQJeQDDt10wJ%(+|vGx!IXfC`?+O(LJc-T-v)w%82s&$
zDC*&pM$DmA<tbtQ{e5*Hl}udH6~|8%GZ;}CvBIy}c5EH^DFG`Fb{!1$Z%0n;66p*A
z!gF`Q)xCEG%}evQK+gGJ7SOd4-;6I_M$(LqBF(zrS7%>WV>M+CjzxS9Vqpe5z68~L
zE<T||LXssuJ+A*BgeCxLJ7Y#njE#R=0oQo7%NYb1jzxUgHqBXL^CdPmR`^R4`1FQA
zTp)&acbhDg0;N<Jm<ih2V&~7Fj{sw!%7TejG8j8MHa0fq;92W2sG<uHj^odw`!u2|
z;9VIv!wy9NAwu=dn>TiG0@6P&$C?1QfKx>Q6IyOEjX;-GlM$$L)pnjt3J@^uIewqE
zid_Z9jXeYR_tUoV#kRIK)ChB+y7ZKkRPzD={eE_pU=l@s4q!V$3c^0lDE{)N0S1UC
z*t+i)jPi_*jhTx_&*_HEg+712r8G#%b7;nk2b?qVK=s^4G&_C`OuH#@<dEH`$)LK}
zGhzg3h`Pl)m_ZPw*%rwYxaO2GOFOR@)kdvg-8v<M_!@{sglY;ZP$?gbq!`bZr}G4&
zs6-r=NvF7ZR)QtPC>DtB8L6qMeO|MJwUxcYHN%&{JY&S3V=7>pV4#fJ$||l~z=9Rj
z*~+f^Nx{Qfi_r|3$W~VM5XfL7cwqGpjMRYOAfraKel~Pw#%+n)?f4gPQh&8r>`){W
z*22VerSyB$QbrD|fq2IFBA7L9pSU{BN)}7Cf(nK{zrUX)%GNYovEOs&&F<VU3jT4E
zhi@MZ$U?K9#al17DGfCmgU01r1VH7+j74LLpD1l!t{j8INty<Ew~3@uLt&>(<aJ@D
zf58w}Y(A->&#7eUgJ05IEzrUv`zOmDP;7eIG%2oSJfN++5d4`RJd)P!V-T2WGi0si
z#%f2qy_~N{eR2rmmIlBBQoB0Rt+61iX&MDvYEP#!*{cH}yC5YE5aibR8m3J28Dz>c
zj~MYz<h(gjCk3HOKP@ZU@!@zUlBe#^`dcLfk`qq*ZCYAe4PIs=0#H5#!`@0)OK%FH
zrxiqgH{#n&%7J*jDhU1tJ|2zIZNu3ZYVy4kz&Kye3-%K%G|0Qm<(6KyH#3kOH{>9H
zioI&35N6&{C{W75V8y-VT409A5Jyagmp)1QucMY-XvISS+X8swQKBjyg19Jl@L&S8
z!A9frx)r`WufwwRRU=RjP?a>y7|>`E$#R{GqWEeaK(Fy`1LOY+;}67TFR7Toy>F?j
zw&+GynO(^ExG{iz-6y*>Un80lFo69CFjwbg6$8r<v%XhTU}eLu8H*674q!!4Q)Yj_
zvho|ysVp^0<hVfVyU+KU3t~4tD+SP}>^S=C9$rpM-Y#S#9KEx|&}F%Kr%4~vb($|N
zvWz<ZbLTB?KA@cMqoVFl+n@#wMVz=LZoOCJVL?Dopl$ZO!_=RCyyxiE;{Z`#jsqv^
zOI#GP*;SSYMDZe!F-;~JE--!-2)8ly&`2Bdr}SWrLfSO*N$0)#y!q8%B+%)9fbu_9
z(eEMeELP@_vo0`8nPq0zwLyHpV~q%XZVCOaIbXM=R#8gj7C?7bQW;so`h{|eVuEiL
z_-Ej8Zpx~<LI#*pzL1si{VBZ0BIp=DTunW|^b2`AxGrKMO|HjoiabXh)22XsoGFIX
zz6^XWBKt@JzB)(bS;4qAxM46&n|VxU>NN)rQFwcOS3xTm(M0o3xl;<eWU-usAoe9r
zT4~}p<;`HVVQ3@fGZdnbzR=^QOIfG7HGx6H#^#)aD!h9xRuzUZ6MAWru?P~9oS*H`
zVIT<9M;HZZ@L8sjayIPCh4&oI8=!}12hKGD(B8&J-8B!P+hEM(1JFCC{WE&whFrDJ
z!Wp)V-bh<V>XHTLUy-rI4Hj(`8MSUz?jyc$Z-o_^P#fuZ&ptUinwq+#(o>Cz-voK}
zyjh5+6yWr>nS4WUI0B2Va}rbM-id<Aw=F)OJospSG3!0{y5|&~u6_of{M1kTOmD8g
zGjHr~4=M?yPMuwIaQf)dS={dEu^D_XfRwaZHWzg&1x%+Vo?q;nwL?-*id;Z;-Ywl(
zZXH3Jyp{cjXM#ofIOeqCY<iPb>IXFHYxCCmNu|jjVvlrAwU;6&?~OE8zj{kCj_0nc
zt^5ihBt%!fHCIiFC0bYe2P7>M2bplcv4cw(U|F?*qRW)iaKG#fOIggSAiHfBIkY~m
z)EEUa@SO^`yK{%|H}g9zL*A&2H(yl@$7=MP2~(1mZlxIrL_v8<rGi#|Z`GYrEIVGM
z6|Y!$PSSoRak_lp#eWw`!ljzQE<>MNsz>O`H~%<_{|&9@dHr$i*G*q`e>Zt9bnOCH
z+z+vQYjvV0EnFS}R!!EmH<{d+jVL+Bt0x;(x119;DqlxnhKLQ3M<CEn)4oe~*>u}r
zV{}a&{dUjPQlGUQGYpl~DzLxy<tgkkYTZ2f!3W(^rRlx1)R0#}2t+?L5c&eWNV|Af
z<S<=_6FzsAZ)|hcB-^ABj2058wLUtPC0k&Zd4SNZ!YV*Bscjw&C$*w8j`hq}jqF*<
zNGP@;vjtMIKrRj3rXwCLJW@C_ng?bH$2t7T2Kvk>nEbH^lVSuEg8`GSkm7#(4AS&%
za(`oQx;t;@wG@bm{oem)D<svBeKQGY5{&GH_eqB0Q0xmddo5mhaiRNCiTlR=2(UP|
zi`cBYRLTDutIUwucYE&mCo@}%j|gQO(^>4!>LkNKdQB|;b`G@w44FEi&i936i`=JK
z_Po3iJ_Zz1g+`Eo3lScS)Zl2Y{T4;|(eljMHIV{}T$8oT>(senbJncXgkR_-_$CVc
zF#dI3cyeC%+o6};IyPXg^LRn5brB(P+k1@)I*nyvYg%f<&thBS49poXjjF4w!+m6I
zU})e>hoczChsz+2x$slQ?q8zg)I9m;C0(psJTUF*gQO&bex0$_1FOc#{8$@6M~^@M
zxM&pR(SF>#(7QHz<NPOr{ZH7ghg8D!h9z=PJIS!HjDVo&Twa#a2kxb7A$5`&?Vg>d
z7>L@A)9BlMTV8E8Y48$sMUY!lf0o1@00e9dw$zD7!J|QgjppZOZJ$xtWvX}J=e)M~
zqO1JzLeE^0^g3tRX)iwjyX=`ZrDpOV^qf~on{nVBF8r0)D2U^gSm$^5l|mJIps6;f
z6P;3qA6)}A|27Fp#4(G@pm$flpoH0=sNV)!6FIQFeIk#gw~1m!W4y*~&~*}3fJl?@
ztIS;7V#?2VBFPs|?r9tAYmrj$)z8`nx$#mU`3!8_ka4@G>o0n{@C@p2^~qMaQoh)?
zz*Azf8WtW`8!9uim6@A>NVCP<?)~>~^KYIk=ten{0#YnU)CriWSxCB9yDTo`cD597
zDMl87&7SbIt0`E>z~>h*VaI^VpfE@(AIhRXVCiHBq3;@HUqM%l0F+I0b)>$%Bk};n
zH<;}#9Be6{OE<jFP<h8r+oWEY=m)ZmiN|w=dxb?M-0=Fyzov=0$R7~OIa(_Xv=Wz+
zGv%910jATBods!x(@X|QDf~672JbpP0RV-JAl%Tai_gv3R4w>gjv2jr{gBi{Nj1b{
z6R;KKdrgp1qw@XLh{LFNj{!acj@w<!irj7;>l&l7_IzR6^4A{}*SkC>1T)D30v9-c
zsxT;T;<@2GolM^cq2rKRMx4;f<9?>p-S+BYEV~{#l-6Sa)W!#>6DuIWvVzrwjxvz5
zHcIroG1S)FP*F*b<qQdNRa^t~3H=u#c^mi=gUfMK?(Co3_X!E-!PNc7Tx8zFM-LK7
zOud6;<umj1|6}W|1EL7Kw(+$a#h{d0Lg@wp!J<<EL0Y9-x&&;cS-L^G(WTp>rDJK7
zkOpa4K!0ZjpXYnO@AvXIvomwgeV@3_b*|HK(DVy68f(3`dZ*OD>wDx9plBVEXCEb}
zDodM~G#<X_m};>+J)Mv$ZB)GDPNIqI<FC(?)30;d%~9bRoxRtt=`k7<u9oD@O}cp;
zJt!Hb^o)QRf-03I{(`{o)K8aBRhu1gYN^u(USAv4TOJ;sJca7IZ)EqV5_@ihDtQrj
zOnWDh8utF+Q>RMJZzvuJqFU=Rn~P@3bfjA^n;u6*B8rfncNTJ;$IlvncXO_Y80lIB
zj6gvU|ETu(Ird!d!@qz+^YGkI&wK|!C!>Z}XC0ojNcGecJZw6?=L;HjV)Dc{5lID+
z6t|1Rzy!_K?OxzF&3R^-tDp5u*F!w|rU*zsXdNiIXLd%JPg%e~qnUBqV2*<SXr5~C
zy6ce_hxv-qvKOVrju^Mbnr-9?%5~m&U&Ei6IaSsx*Rz{>>O*gyE*pY%wRo5tX9!V!
z?|x9IG)ZtPcjKJ>klljxi_$Db)a<0XUh?pO<SMG3z^>z-od5X3<WUJWw$l5DtbiLp
z9qx{#gg>2oh@3|`_aNLp!lw6=&9|Ddnmj6boE3@zO$s5W^RB1a2KfFF_OO25kaxj&
zJ#{5y!X|*taFM!RKE1pB_v4P({|C}#t(W8*&SB{vP-Bi25huJce$J|Ylg`WR{hb$S
zB8PMfj;pGuP?^2NWqt@aL8W1TjWf*gNt;E}eJ#V9L8yI87gsEIer8yge8XS3tkR?O
zA$eFcdFt!8kUpO;D>ml-2+#19Qb+H}T1co!&ma1J0ZHJ0v$2siYL02?PGoTnyagc9
zB}?WOTR|UdmQ3s0C@vfJZ{fqPwf@^z!RP&wOFygc*mEz<cns1_=`KHMuLDno5C{6h
z=Kn$tTUOfrq!#Z-1+nw4Y2@|z8dQe|uN>cM8=9pS1tZe_yU?J#S7QfgB?|WONM{)T
z`TZE1X+Xt}dTB1U`Zu$>%a?tXQ_=BTGatn-(^_<2!1~4u`MyXlX?mZbxH1sPW4Dl^
z*U8zhTS@~D=ARE;XK8$*nBOn_;GHCT$aN<k_mWe0r-ps4<NuWKDd2!4Z+)3Mm(P}z
zPc!S}ma8GM9GDwd5E-eXHvd5bX)?J)N<Yl`4*1&%Jrof$epVQ~-_`ME_&k?`(i94O
z?zL&SH0yGx1e=gGGXZp`ahorin_J}9NgSC~%Oe%FOa=d_%Wve_CTjlOqyg!zc^hfA
zmd#ork7E?{c)%}s6S!i!U}2wdU`bqE|ELSQMCO3v)pr(F)}|sIP0hx|eP?=Et(NRJ
zHftX2U0)~P%TEkn=IKn<wd)dJY-rZ?tx9rkDxDTkxvxdf<yn$yMhnFteo-olw}F8|
z%>WX8q9MWXv&?xYjcz`trbuNI!_Yl3lU8vbPi<oGkLXloVlMaoiz%6*@0>e`QyeXg
z=H|$_#Mo6c%Bn#_P*n*Ti{4n?2VE(EYGR?*5Hd8RQ!oNZns-1zz_cYV-sJWPU~>wj
zkE>{EnmteI-HxqZI&=};Rs%JfDId3_2{aVcouU2_^HTaV$Nm0bjd6usqF3DIIww+>
zN}3c^i3g2OLa3=}I#`^0jN&{wc{8xg7=wk^nitMQK02WcrH*c$KzTslTt`n7H|!9h
zEJkVBpQN2!(R5SRj7Us!^6;eZWF2O&lYJFS&R5S~^K00+k&E-hHwyT^1!vBkV*mms
z^PLBZ*@0^Rhs_#2XzLA&v}8~8OkZ;UBvl9Wq9;aW2a-o4)*U&Hup96*s~djh#|eA!
zWs}#p27775(!179rjd5}hcr?_Qd{gr{pe8&WIjKo3qIz6E<^!vi&iT@%Hw~KI5RRb
zf|@OvkUgf~zgQ>l%NpA?t$OxRs{3I0vx{GVt6068{x<nmxx_-4Y)7+^`sC5AC1>pk
zyn&mH-F`10So_tZbO(LzX$z=W<h({$o@1r_Czp6JPk)6b%;oTCrB+XWUsLn8o~@I2
z$`$clyWUgeW;VpWy8ZnJFYH|P?{#Qp<<|{_qO#GSbmWn!OhBPf^X>hByjypN<<)xM
zZDwRJ57hMZ95EKw(W3di3<m=OJfPEjuBo0rJ45>$7Fmqhr*OuMEcq)vdA)E9_W~Dt
z7{RN7WXA>lXVe5F@Q74olvoHqpq^PM6z|Po)5(tb+J?JoYwRN~<Xmt*OfZ2n82R@z
zoRP>$zh3)B!YS7-movw~*soa5FYKEj$8)~4ALQO&86#`MCyz`-Ec>>sj66T<YCw;8
zHMr6gy_3n{EmGUa+Oa;h{^{vQ&=HVwD8ItOR}lN6)hTx*lo)5RH9Be?JjRPhrRC^?
z(3epTcc<DVzPvehb!Ce43bG|DVz?dK^jQx)a*m!Hh7xpdlGV*iux&6H2^xfS@+)M)
zx^hidbM(8Q9=@4^qto`i#d>_}_44q9xB^+ZCUhfUp58!>2$xYUR#;vqTYplt;?o<6
z2WsidgVEgnjoT_(wV_dyx~{b=tz!!}FF~CJexD5eeY`=GjAW)}&Rf~wdjX5aWsbgA
z8%^WRPkb_a*R?7+7Si&_p^?6<WJ)VAr=xSFiH?K>xfpu{Ibkl1P6YDdDBk-`Oug)<
zj~PS#;^ldh$7^r(!#(M3d0K5JFR=%2Mg$9>I(g5~4WNe~T9@?lq4};wLp5)<=2Seh
zwp`Xc>3rb0?woR4{}rPP|4f!DQYAS`i`d1XQ~uSg)00{>m*k#xDBYIett(aMQjTQ$
z(9xRHVYTgRSci}O&x0L6kAB0Rais3}uyRjNgK+OQ->oa$SzrLP6!fm&_7wXjR-JBa
z6Kc2jbrNNf!2D&PB~&1GdS9f-oNckIm~feioz)?sJkWMl)_g&SQ<Pn(M4y#M8ZT9_
zK^-3GIY2rDh6xUM<lcj7!r_Vueq9>=CMEr~6f8xl1nviUnfhRkhhpoc-u|LL-8ud$
zcV~`ven(c2ZU?>RkvCr$3><E{>J#uzDW_$NnHBI;CS|#Q#f5|USz|WInl7_7AZH!(
zG!3Qw(rnm}u{1d5dRAWVVld!mELvddv=6or@c44kj`*H4Zyk7gp>qFuEmW@Lh<355
zYfLp>kW1X*B3D1+SAqp-n_3LIzDBRt*g8LZQf;o${u-^T{y@a@=&l)p6)MXOwBvA=
zkqrvSy_K^ZtXrch5iBYk!PcBozd>m?aK<^e1MWp<fin1`G3b71a1zqfqU6hPHT2Dj
zyo$qh4bAzcH`@d*O=|7BYE(Zds?)_HFOO-zikye&njIYz{|*LYYNsP)Z&Kcv!m5#W
zNhAgA$cjfY?H(s<VtEm0i1TSUH)?t2jbH@gFERX7$i98wL>8t_xw2rr*}X+inaenl
zn&!JER$Ep5Te8g7&W11>9p}2TJ}~@=@*;B4OBVE^EH15XBfp8CVWquC-k3`hVMqMX
z)BF4Cq&e>LWs>>n^0$Zw1h`NKIphz+c*=`vxe0bt-4ZiFXFtPvbyFfU8y+s3&p5A1
z^x3htqb2mP*^@NJI=Vj>5=X8)%7<LpqP<Ly)6Le&K0&>!(|kKxzBt1tfQ-_$%-v&#
zjW@;qMAT5ti@Buw%)OK0{~A_3(RHv`MwLCTSvGfa&?7fS86Gd7{5~V|NSV%idBb6o
zm5Osin#s*2)S<2yHxApNmDe*;s9iCps$#Iu$?3b>zBB8qrB!^6(k0E^qvHf`rA4&D
z{NRWq>7Mc0TlUXs%PO94I`AclDXvPXC4S|dRh5(4xT=d{c&P|O>Yzh08;48~^-s*+
z&qwF4oW;d5<@E^IzR+!+F_Y~S6uuc9_w56A;YcYVLLmY-tkwLXYOsvcZ9eAIe^#6n
zS@EB2CYds|xRV{FWV|)p$y<>2N=SP96&v|;x+|vSG%#2={0QG&`C|NU$I_#(lT@8y
z=odUGdO|n*cC^I<wNqlF2i^R~USP9L8X{?|3@zIP^AzL%Z9OWaeS(gC)>nkLzA-EI
zc1uNd1{2Rc!v@#I^;)h-{f(TCt(c9*q}=TnJfLI=pXdboiByeVH5Ak8X1fpih3>ve
z{Xt4`Z)0X{klcG-hko3xIILq>yMmK>Z+p)Mq93RUu_{wK0X{gRuqqu5qhd39Gmf!T
z&ADp|j2<cO9?QOGFI->}ifbo0b^y)Z$ZX@;cfZrfJ)?!u)nIXdCVj?M)7sUg8}fgn
zW-8s~Vj0``OI;PYehmutx;u<TsJlqiLyt!~yY_gh^|;Zble0(1yA}_sDx>!PR=4D=
zoI8e-gUlA)dKL~F<zg#c#V<ZxWI*o2uZq4~;Fljbp4o;=Y;0dr;pjd&fmk8}d6jAW
z_SfnKqeu?6jYiFj&-u_TYg&iiEMYfB^0=LDwlK?=$vbzWEIjU%9+c|IU>j<#(1>}h
zdappLMz2C!y?_4~<VH^i5c9>qL`+&BHm>aQ<n_=jXvvwY#J==*@{lN}ozm0aN!k)9
z^EyHa5%Aojf8W=7?^f*4fjoFMkeKw4&ws?aF!xy3>}iSPoA;WjcI_PVa)zVGWA|(;
zAHr*G-!UAd;xY<|xUf+t|DzK(k~eCG<q*9Z!6qjeUSmzBe5w5|(OJ&cY6C3nCn|b$
zAw(ZiQ^fI`1vh3audhO)=~6X}=y)2``Qf0H0_lf;Ec6NTdQ~snzKWr9S+S23kP6J0
z7g1MVczi_a$Qy$?Q_D(d<q%8n(omOka0neTgr~FYQPNC^p^fE1LwCM&Y^2|TJ1KCp
zHLJ6$D_hrTwMD2I*yfzFva)uavX^B+HT7Gpuxd4NmdzD#XM|&Mygg$drl^<PDvVw;
zY=N<+bSOtk(p!4C<vp)mbVKDE$*=Tw4}2TKg|Su4&0L2agR7}Sj6AHL3FZiCCM)Z>
zsJ)j4x)=sS&xPHed|GTR$N_S}-i7KvM2mChfkm0ie*gUq;+n1Tk7>Md0>YR4>8z!t
zg^@ai$q?Wku!_y;^K35~DA1Lcl|7jZF`HQw*29Y)|EIz7jU-p(#|&ftKTdYETMHMP
zztz&__dPTZ+*rJ`d*UW?(;F`pQuDK=X<WbVAhn43<33qPwG*`S*p8g02_@Hap?}M8
z5F-;_Rh?lnp8AgR;h)-`E86GM920ye7Px)WNoLrq21@vwqXmd-mS{qVxnXtGkLE5A
zc>s;&ZB|WJ$}LXLX%+_%N6VQNljwbZ%6lTuF5meg7n|MZN`@-krE?N0d~wYI$8o9o
zk+qQwn#tj(Bc>X{t6qJgVnUvh{{$&1MGt%1Tz-w7b>*^@>zMatMp4m<0l~T6+>qel
zvu2~!RnXL+R^bW!l%JcRXS<)*81s~Tkj&>QD`J6D@mBhpR;T@58%VoVOjF?QMwAgE
zD%n+j<m3~Z-^Ha$i<<PBGVK}FJK1lK`iTP+wgPPECg^$KK&U)OGZ9D;)woz19FngB
z9s=6w(E$Zb8BcL)uYGh^@M7s5HX|C0uTn1<3y8=8{e;`9($Kk^3ELq(oAGn$anB`x
zfA4VM1TGBBzc3OGu3CEhUJ9CekZ+$8!=)I>eG}<wro8T1>99DYi3qldG+QLDK@U?n
zaLuD`WU^kl!d(MZ;UBAi_^)O;N(pdB2M4Q+8=R)%Z<w1z8U_6mHx`H4et-s$^G~u{
zN6^N&Sx(0;oex@U7mBG_SG`6S%k$i07+IRGUy<DU;i;3vluD2de*Z(YKwaeTXfVMu
zM^n7m;(1CsvrOx|vzZwV4Gj7@!PoyLrN4a9ew`Edzjo{)t$H9^`t|Eq{zi{Cj&;+}
z$-#xlC9VM}08+ga=$NnroUqA{lJDC(pwIc49MGkEm{pEZaPu<3Tr;8r?-WrH@bjZm
ztJwrD(e#&O-sEqqRYu}>b&#y2X43Fm7%N{K?{PPpdKaANM~bZ4E#3PjenjM4HiBrY
zA#`1@z*%hqGBl&GaKDc8@Ape)Z(hA>J^j7N$TthoXN{B{$kP=)_CL6CzgaAvLA-1)
z3_L}ma?q(&vWh&K;cSEC#pWP!PAlaLQ3PefC6R&w<JC9V%fj+sbwu9zSN<O7Y!tq4
zh?g4G`Jn&DZR5-_a(WLPEXDuUhp2j$HX@R_iR{$2Uq|%X%=r8WQi%kjTvz|3^S0Aw
z;Wucwijx8n8jBjlsW9hoMf1q9CXE}e2V5gazW7oFM?@{O0W9}iv)(xtHbGz8d*=St
zRW32}R~zP$auX(l_0fUk0g1+}i&;Rsy?pH0F+6Zupd%@>co!<%Elbesci1HbgVCtV
zNF8+PFHFDT(-i9;0W2wO@^bL-`x6R3bM6-E8!kxaWw%mCaq6m^Yq0}1?w{R-v<Lp6
z^9`%5E^!#hD8e=)*9xvd6WOY^MUYbbwSM**Acgi=Co9Hu19_9C{lk8YL<;_v;b7pR
zE>2iU-O`zya;b}6Gk7e<+D#G^P0vx<<srdLUhT_1iZW{zE&?&;L`h@b?N&d~5k~^>
zBT`c!&KS*ZHpN;2a;Ht8kZF}xmtb2*2{pkV<%__w2YEG%UFdn%i2yye8}aUo!bnpX
zwD$2nZQGA|Fp)>bBFt+g&ME~kWzG;7Nc-2u67BqM6?cnkWCuMTFQzlJUhKIiQY^>a
zoO&T_Wk_ewqtSs8Mlj!fcTPQtcN#FW11ai8gnM(~@X4U1n!h9bH{F0jEe4gtrt@Vp
zX)%VN*vI?i_hY29Y@%CLISl9@GOn&=3JK!F2c`F6_Jv!;NR7Hi%G|=|G}xN>ku<(-
z-~72oij8|yK_IW0)>82E#aUb~FOd4XX;3`hdU-EG`7F-u23>m1h&(N#$qihDMkuv#
z0Of;sUmNsn^y&1%M>Q{ThjNAjM(scbpGhl!e-afph!o@<3*C=-PS@P)k~!$YlAjSO
zP+TW}8=JYTaxd9RGx>TIlZwiBt*XZgX@$zR#{S`<8cnPALPrc<BFld!_z{zW*@IQ2
zO^RT}RWZ-I3T(xFByUXWOn+YOe_!$OAW_ZIA#`mi6iaFWxW4`$&6J5C8MEq!CT9sL
z-Nh!V-IkZ}D<9J>T8I|c4V!J4H-eoSTOY6>zb=7)--6_3-e`0(JQp=?n3}t+QlrGe
zjG_22rY$1ctxZ<*{UkH3ZAZs&imqLyCMRol(9{%eFSPbSg2Tf80?EPkb7uYO>J#lQ
zjbCsl?-~%~(2zFeH$@q-G(K-#gWRz3&*#oGF{HAFX+MdiPW%ZUO-pQlMu-_W$hf_P
z1bmMBM#>=1;<_Z4i;l-~pLJ)sWUQvR4nSW|q<gO*7or(gF+1$nWfd(w77ORe3QnJC
z@UqEykGb+a^(TIL63m-l-Y;tk7a*?eu>S+yFc_Ra@}v%vQ$F*f6M9R6O1)D*W4>qj
z1bT;8#|6I-s=mYf-2q3o5ZgRii@jd;!*)G&yj<2in9rgxF-1pj$J2uQpKo}9#;OX*
zHevL^;Vf+SLtWF`&PuqKeMhaK+8RU0J9c)HI7TiO&7I0v*BDm6@i<rcucz-NR@M`1
zSCEXB&Jcb1Y+@4IwOL<Y|B){Z%@T}FWtBF`4dG=p8p;<(bydz9wAgvtmQ`L$*h`sk
zzUcD<BbLjA#;j68+HF+JnS2IG$@&V8g(#)gj8QoEPM;XH!tMNv1|^sg`_--%dpWqG
zscOWkGBi}9K?FkHPlkT#LPWXEm9_+*iKUfNtpmx8$69ml#>xF{dY;346-9i`5Rq8&
zR#)*WEQv`7ldL&MXI{cFpYVHE=Zx#>rJ%aZ@`>8u%B+2G0Zn!mJGmw?tG*|bV{8Jy
zJghs{);4Gv&4cFeDJXWL*k5e6rd#hLA?@BxPTf})_O<qxNlx^1Btwx@;Qf_g8KYPA
z%mXhoB`XWedOm$IS{XRK2UNVh_9W>b=4D#Wtbc_1!2aahe5REXAx`OmPD&9Gl?&L5
z)hngtj?FG*4zU~-4vPSA$)Q{2X#<+jyEVy6*oBu8`08Wy+3coemLfuxu)E6k`CKcO
zpHuQg^4>7k3KvLiUI=gc>-o)k`tAYvLQjofA*;PM!G0n0iY;e7v$q2cGj#gm#R<bM
zW=AQL1uhy{d@fwJz#Y&Q%d?J%r6Uh)amf9<J=kJQi~PWi6jW?!ftW;@Eb(aEXrc8Q
zcy2*GIX~a<k%bW0Za)+258{fe0&}j$7D;87y4_Niee3v#?R`n2#K?V_e{XOTf%L}E
zO0C8~TF2?xVAc=(dRdzP+|NLq9+Vj!WMo5q0~UX3{oO2y*#k4q@Sxw$*XhpaMzXtD
zSHDZ+2+mVR#6Mz(cm5WxPhx82M->*N$e|~Qc_Z{Ugm`7HXn)2jQBQb$OuGVl(87m$
zuuQJ4lNl5^zYb$uz}k9yl7B;@J-`n7ImNQ|>fUxgrt|XFO{Oe^gYEXh&7)pOiu8_Y
zP|&}6l^gfc5D-Vsi%u06xlTc@^mo2%rl6X<f7iZ9F)yxLek?GQxz9D@{)jHVD*nh`
zE_WK;wx|36s?YL|2w2k%CPN@`YIypzmTZwznLHMS_U6H{Labkk{(PHP1Vf;i{{_YF
z_ZW-QkFQ?4$mNP4{qk8~C8Q4-IJA@=>k3<3PZ&AF!jV(l?-=4HJCECqwtp`peqU;D
zwSS>9l_DgTq%3{+IJnL8xkO%?tvL!!T*Li7KZWnL(OuUoQsmVt3Cd)EvWs%d$bZ4K
zqx$GOe~IT9$V-rEE;hE63=rj(^XPDsks+hpVA~`nkylzfeOa#3?JphNAa8ur?A$%o
zfvj|*Cc0Co`&WmXhhzJb4lzyQ&6J<bjnU6!exlHH5qLOIro(7rR-{-C>G0I0uthB|
z^WMWOdw%IgB+@Q@l$r+ih<`-yd;?#q^gX*<ISw|1yfQB=eu|Ksoe}8;6XD#OaqqL^
zT=kcg<>Pyv_2p%BnS&D8@LsA#ejOJEPnUC2#g51&nN_NJC0i**s#jlDaY!6s9v&<T
zEqGl~Ae9hXbeEMiP$CVrVt(ird2I>sSN2I<p+Z4vXL7Zv7Pl0c_~BUk;O@FI9X-aC
zE^R%biidVKUElPqMpUmP<PA}NyoqLa576uN9`JXGO%5hAh^<RrWahjJMU!FJUFS98
z_Q&WggiNlz)76<%_AI!`x(CIcF-EucZT0m!dDmJaysOQ-xkn<MLeFs#Wf7Zs=NgG4
zbH+jgcqyTI&LA%JC38P%WM@1LLeJ8ZT32jYc9wviR$RzbdB(j*Iflh%q<$T*B8sad
z+!UR_DvZ3$w5dNY?D*J(Ks>i+g7!eCPbF6G-X?dJ#YQrBR@Z3iM2%Zl@-s5rOUgMf
z#s3XS!is2p&(Cj^_uD8>FKGP%K<=APOmjSP`!j;bQ$Oc|Lm_S-D^s}I)^!}xbACN@
zeh+0bSz(pig?I(Sejo<Ujb?_$UdsrP?#=ijuZRX<rU82wTigV-*&fl(^uumyKiHsn
zF~JXxCPIRh&Af$5w~9fzT60dUVh=C8h<x1dtX!mxnku=~)9=0*1s5&7M^_3@8sQ^R
zdo|*;k+0=W-JJ1@@|32~ebfLCf5W1|&J7oIOXkI<VlObYPWCb4TEBc7%c5Si>?kC&
z4ek(OxzBJ?Ik)`nnkeFZ+|Mzui)!~~gbPI$cq*#~q5yXEB?PdX?j~=cU^;toDYY8V
z_~@?)+A&viUN~~WvEUu0ncb6`jlA{xnmrWg#wsdZsndVGG@?Q{y+dO`M%kl-xpUP8
z*DDr~b5$a|a^AjcG`_vQsPf6+%`NNkku)k`??cV=Aab)`re6}~X~jf4X>UpsF>eDl
zzESBCePmoS35wE&#o^<`Li^khG-^pKLm}n(VG9Yl0EH-m)D6nyma%7_Rr);>8;U3?
zlNC*WOJaGBwN8E>#?Fbam(8@O0yOAbK+^DBaXZ@15V>i43i?$pTRd~ujNxQrjHwM1
zUL+=2Y1he5b$@-}$H`l0$;La)zDdN6Dn?2<SuoVES<h*C?Zli?6hnbBQ(n|+bhtDo
zS7$)bbr_Z?)<a~s*A?sDyFIk#90F$Mx^+L-b<6*(5ZZ<e6L(DNGNe83f-7I^z7fd2
z;vlA#@`Y}b7(62`Bvx*sEnF^rkw6S7*z*SM*AOh}VEr==?4gRv!%`a7B_@7phujQt
zms#Zu3&Cq{&0$mDcvyRe<lf%hytvsomb)F}hDM+5)9737S+;`S)VK2-S8&vCd~`KB
zTv%?rj^#Q_=q%HDB4fCIL|llPke%x{+dEM7=WCAtGYWcSnfO`Jok$>WxinW)ZMq$L
zaHh|vPJSP*PtI_93n0Ym7;Yf3H!fLfCfgI1a7O({qW|4G1HCo$J=s(m#z?_lpc8!9
zq>05Fl(i`a&UGohc6N*qb_w2#k6KP5d*J(Cd<Qv{iL~3nJ5%qll*x!W$>FhBOJiBg
z>Cn8sv|$>J0REVFh&l<~FT7QMQf{YYC$DZco4qCV%rU>iBN=SN&1|E#y%*OXs*G;X
z)K7ccWbEynE%azuKTs=>EMhBvJKxF{K2&*@aPLJ|BgLuGn<n0jG*MW6r~8Jrg8~Gq
zxcOG9T{o+|9DL7Pw8(G=^)W7*5dRO?xms0rXWmP4ka@SP^0Ai5`;y}aBoD)qylHDu
zrf9!;*vWcQ%gYC0Edj!L3|YsItgYu7btm=O9E9|es!iWg0Oal3riGiQ-C4Zzw{}){
zWi_udjb?A<DUcO;V5NO!EW?3wE_7jIx60VB6DR(5V4ZA+rvtG3S5!jR%^pb4jIz`g
zDZOz+?$fdly~?O<Glz?6VMlf1@zn;3Q%q=hy>%z$aekX(a&q!SNwHRPLhcaDMZ4Ai
z>=Zg=H$Mw2`e@<N0i`f}$wwqs@{f3){nrfJ7#G`oAr;%Kmu<VMde}KwoI1D#AI|7u
zE=WC#c$1fc=<Bf{25YRSdb(+0(QIuG3V+6MPJzc3%fRWF&lSa~;+k^sd4A4a?c9z)
zuL1g)jr08LXjGjzf^3)lCiT2H9|p~LA7mk;bIs+FD~44PR%D!Qs5yS5*vB&d-uTb-
zQ#0&hgMgBSk>Jv2?jTVI-AnY0D23-%o7P>y^|=sOsb_BAF@G&H8Uh<gFUNM3Le-+M
z#KNO)<x+on$$J)QG}B*4Kj_u|4Pp{J@BkcT1`jD#X{Pfr+_`^sChjQt$0Uds`hq|H
z948=`i&j7A(WHr+l?~b|*5+lrBw9aV`}Ob7YMHQl9G!7|E~6zhg-=#7oM{%Yrnz{I
zL+H{{E0u?rW`O0OS81j+icmSC_ob*HybZn7c--HIw2@+=+&qj!yU-$rQP$!|{G&iR
zUnq$<LP?~t8GFG<U}PdExwFMq?Lrudt1-#HRYz-}9~<zB$%HidV~u)qz9fpu<8NO^
z{~-63s27en;pCmOU0K&M&TrumENZa^DmO;k`~C$GXo2%%L;R8>l}Ay)S~vMAvBm|-
z!|^kKP2b8D5;l=|4V<z9sb<zoEAz36io&;$4VJ-&eCf2Q$1cWxP8X-Z`tccr*2&Y4
zzBF6Cg!2$MA~J4}JV_jPFY6uEt5kHl#BSb1iUtgEXxdbDKs#3TeU+h~^`JiE8=oNo
zwj-nzrxb_ld<$v6!<`@H3Pp+V-WEw`F2_qHY=`fehj(b!HiIUr7tH!wi^{Q6i56w<
zgJi+c4k_VGx8&7AO?szS2$D_atr*3({<t~jvI42m`-O^jt3EMyp~$0u7eXHWOcs~i
zcxsT~yav{mBeq%ch(zy``*Vt|v;beEFh)*xuE@DA4z?(Y$syPLI)R+0uGI`Kk&*GN
zux@fIap2s(R)Ec%Rdr1Dk&d5^Xh)m?kr=3n7yXy(eL@^zd*O<`<c7^kG>?|%Od^Aa
zy+MLfjmNu&ys)B?iO)Pyz>J9!&{EN3`5RY~`foRSBB_?CR)4W&hx!cGEGn-jXZH;g
zK;ZX2+uey!zvO?1FnI;X$uQgfl7&TF%9HP1y2WnKAx(UKVoIhIx}njZII4pfID!3c
zUwsy!>?$@;6dEc)#U)UY({aJZH*|vF7UElHEH@awY+RO+b1VK|FdBr`EOODRN<3t1
z{Zw416qP4s_{m?iIrd(>mwKr6yD5j(*ZQWO;+zgpaS4OMkfJcUP8p==I<fq-Z)=v7
zg`ay}yaU!+WT3qAux2AxY3XsdTY-F?Q%EmItmY?#ep9=&XO`()kh32hAUI{KCK7S3
zOJZPi6S71cPxQ??(*oXEyG{Jzni8(8b!Lupk0!Im!I^WljIzEVi4f>HikP27DbjNk
z!zDHeAjxqvDJdxhdW{6E5h8A5B#!~WmzvP{%z(@c`<7r6bNo2wm$G^oF{xwmx+oNp
z<sO>7(hLYVOW7AyC*LBs?TH-@gap&=Q+|xDNM1~#oS#55#Pus<oB!g;fVao|Mw|w%
z@NgTgk_u4VoCG>)1nBEFf)atkQwNaI;(hq}U=)vm)Q!61n1}r?nUGCDfKex3HE=n`
z@)rMiPDc;z+e;(*bBcwZdc*1gumbd1Lt!tM`RM!h<1|Q`FmToE;B{a~iGcMcv_Ye_
z6R2T?LBmnw!CN)I$4*26JOwau<kOi?FBVU)V4hNiM!dDupD#dcuxs8VJpdi?#01Vx
z{0sZCBniW<InUvFyg|8q6Yho!0#NMi_NHAz%K{R{4+=9fWIR`6MjL<_Itg8Y`L=`q
zEoQI-x6f8r9K;C9pi4>d&e|*Tofy`m7*d;hUX%9<wMdfv6Knx|ay7IxbS;Ma9!(~T
z_KWV6t7SWpi+SsRJxe54{^bD=9@0`EA_<5_2QrFEdu%K=?y<+AJ0>vsAso6AwHDmw
z@W4DPJq87xhm6hYF~SC+d~cm3UYS)IwoxdaSetIYFQsq}cV%kjPYYJNdVS7V<I>>m
z;6Ouv8dla24KhPpL@NbzQ0@K^DUF=_^uR-ZAGP0W$hP<}sa}qDi4r0v1l<dOg5F&q
zk}^n@E}p~OArO<|yQYN}Sb~yxp+*xqeFaXANp6Mrns6h8%QaCKpr~my@Y@>Rr*)A1
z71N|54{90T=6p1TS!_B$zY7izXGX^G<PIWQ*`p)Rld?bu{AV@NWdZ7S{^EL=qijIk
z=)YbL$cCFv)uU~Cf?WbhWAJ&}a}6EuKKPe^uG(2O!Mcj>mPZLbG`F4TqrIxboWFbH
z-v&80NcIt^`6=w6kCvvKU>(iUlLjsQJJz81+Gh1Xs~Nke{!`5eh6br-=v-#HL@hEw
z;zZ{FT7M{<US*N$=)Jlnob<?0UxkZwaC;=lze1<kV}R*(xBDXi+?l(GSIpvqIeE5(
zu>r?fb{0of_<xpo4m-@gCs}F2n$WF}+6y+Bd4w?W<hdor?x_a+|0^5VAEjzAe<y7k
zI{cy8eOvY76~)-AcR4HO@efWP!C;k!0-#Q@vT;CiOxsPTMzEy4=-T__DM!=SNd_q{
z?T7Muz6#j*s1b!Y{*2v?W1{cfT55QfWaqk+KCCE+e(R%96}V_!dQ(nbUhxZ)7t`g-
zF{8lg-6&Ih_-^&Z6NnYfK?+sCIJnq?p!8X@^m@%tA9&i&E2Z=H1cQJ%;ZNhj;Tmd9
z<-?1c1Gc+esk#;I7S-p&>r+{%S1;mT1;#uzRrthdR^sI?^S8^qDr)hkd>svU+)R&!
zyxpYG<&$gC0<%N$<7a*TS24!VTcuz5?-rZ(9hO3*WK~b2L-tB5OH2E9S{oa2pvD(9
z3Flr_#Br7pNO8unI~T-XB#HP}LkE!OA*p?IkAyE_HKEWuel2h0eZ>vACbkwk6h8jy
zZhl{8<_ZFX_RwC1YW8=H2Wq<DA}Wcu!-csvCL$VQP83W6agBe$1u>cul^_+tdg>9(
zSSiuV@4{p{#$8}Xgr^u885`oo+!em_gRt(nAkte?^M-_aV8Y<YQ{#n?WVrp#r|vec
zo%G8q6wsR;<f%0=ri(T^$IQlEK64Sbt1U6mP4j)eo%Jr~r4SY{)aJbjyG|iG+{_{N
zD7Y4KyqPMQ<jt44ws4MCGdJjmx6@7Y4^o4ELWTcUKo(b#c^)-D8ee-VPL45kn(v2N
zx=-O+Z085wdTI*lXdG1o?p>zib)^(5S|oS!99<jmu3{9g+p>|h*7L3`aM4!vJA+t&
z&!XH~`p7V<tz8iGY52eD9DHJbL5KI`*wKB7ln@K?X{+VFKP2_$48<v~yLSOpZN?KM
zn&fxN&C<Ii${r|a5Qu#Cg0ix%lB#}a9p~i!WI@$51ze1ExhxRrFM}jeL_w>FJkn$u
z#r^PkC@APbca-Ae^O!pa05cdD%VXup4=oa1)tS59<*Iy2^b6N{Z$&#!+L6onpUEOd
z{&lqyQIm0Rd?u@ygcSu)?@Gt5)dLby#`_bIx(SSui?+ObDiS(O2nXf%VFVi5F7($l
zn$%4bhn}3fbWg;p+$P=7$)prOU*6w32%5c9Z5C0;C~Ol7LEudPMUXmltwvVnhJkN}
z-`(8HS&ouI)<gHlog#FdqS*B+`y7(4KmPvo3DjnIJu6Lm&tX3LT0vs3o$8xnM9kqD
zsIm89{MzZl!rq_WWx{o)QFnY(F+ZkH{!wzAX0q@R--#Egd(P67iu3}KzCNY`SuXPy
zS=whEpJw>=j%&{_NQj&UH|yE46ys#ob*q&c_XDu84XOWNW9N`u%`_TPtt_BTl@0ge
z;y;>B@IM4~30(008XM2u<toOXGQFl7f4;2zSfN(rLDz~D$qN&0p)5YHHKW(I#(p!2
zy3T84(i%W_A~ymDzEp3W?0kZ|w?y>lvbNH0()`k;J9qj?xm2E)Nv_TxqIucGD_X^c
z4zaC2juj{_sgJ}bRP`ILumKGIc4yH5rPOUW?+Hux<H*V1eWo*mJg>xPTgSA0PF8%Z
zs-8YX`eyYv49FXID-Az=i8JJtrYqjg<k`2u_ZolJCq*d#2HH&g9noh2P}*P24*3$K
zNSk1y*{rXW`yX%3hcQyu-`lf!`~FbA(^sIJK3a5((Iit}sO!O$7;SEz?Zs30nh)IC
zX;q~`-;u(~Q@0<gEb!K*o6A(QzIk{7J*rzC9S!XdpPI<Ns^$9aSg<Xw#{po(5}~+!
z*n@U^be#sdE81IiN<$Be_xJz>sS6u^ci{<4d#AHDC45M_OScwx9=SR<Zit9|1=Yg4
z_6Rz4BMyxdhXRbS7o?+qd_^3;o|X9;Y(4_9-A`@9Err76wTy3Z>*UHK+@uZs%Ajv?
znRy3MzQoIYx%f4DaBdt#pik4%oUO%4zq{BE%QPDK!%>$f!&)C`Jklv#vrhP?7kK`|
zF|4%iJdzgpD@N|b-O}$l9kbap=Y%{vmK+H=$9u`wdHp?80VPZ1%seYUp4z~>Vn^z2
z$GJ2}hj)x`Q#>KpG`D_c9aX=3+8~L<=G>_7?d@|hORYknEv#}34Yo@8G2n;8FIj}?
zi}g<59UVlB<Xe>LcB;VLU#1cF(L~KprY@3-PwJST)D`!0X$jX!8{5{)`$5F3dv39Q
z<C;o6ir?*^yc}*#sF}b)W_0O2&B2<wd{!c*jY~o+Rn%G1sH_36QMnktD(xIr8p+VL
zxSKMVa6OBy0uds<v6m?+6a%RA^S8N1e!r{Ce_-^GI(ZxmN_+;B7ZGPfku@C@d_`5-
zxO*lqJzySDO{FqGvmNYFWO;VYoNe9fG9sW@Ww|bS#91~ha=P5;0M^g1v|H2qCiMU_
z{$U!SWl`88XjFC9vBF)6wl6aIAUwqxlx#M;1or;9uBUSftpY4<Z&m^LJ*Xd42|a{j
z2reR@f`L4sF~?SG_fT?0^nwEjoI;Msh9p|V=0BgRhVt@dnw<okQfQ-bO(Ovg(3cg>
z<3`s!XG}G}vn_nv@DHtW(CFW!giFJ@VJD~iIt^l0r5u^A9EYFTg9K)|EIj@DlOWE*
z+bTb^@POA^i@egAM!@ZUKcl&#;=e6n@n+=l6B}1z<-V0!rWZ!Bx!XGgiz?@0^z3>e
zX=k^7aaFY`V9wdj6H&Y=te`XNR=ED{_w9oS@es+f`?Il=sh*=xnmz{PO-5ND2OeJJ
zI{G3kAY*G|;7^&%R!r-_aazfSse@ndIh7|)<{OT4<(0dH=byf%UAr-i^8<(R#r^&G
zk{}QC1yG(E6_gcNbs0Gd2AH!g{UcttyBrHAvywQRFg`--tGDJpYFKPVzblef+WQ|Q
zRSY>`-O9cD+blaWW{1CM^c_g1G@CbbvH2Xj9@h}>=(!ZfazL~++(g9$J(2$|KsHRt
zY}fRvZ?oYl%_jfUJ43(EoCbw5_4I(${W0;6zxqC8+gN+E`Pr?%7Esg%!+})F5*K||
zf#{v{p?W$i_8P%X?op0|#o%+XQ$j7=#X=9Y{=Al%ffO$2aKC8ERf|w{5eehn$`~<(
zXO-BBtkkUa_AOHBRC{3_#gyHr<}o?nY=!iwqH(Nu_0k3yKA#fPXB6)*)3K8=>~Z%T
zR)}$ldtmW-O`r=D4l$T+l#_g5&NrY(=3bE^FdPWv)Zh5sTtb4zP6qT^h*VXyPM6GW
z%Ghci+D5qF|ISAaLsf*?+C9<E(~9ZKXP;0wrn<XAj|+A4&cMBK_o9%LQi_5nrG>Z1
zEJx}&5&G_(%Lv5fsES%U_o~6)<}sH<beOd_sW*V`?$TrSUWS0cje5T<q?zh!8(vl~
z=*;QoHyRy5!j_D4$X+P#@T>MYJ7s4XEHm|^M^LlqOB_dZFII_H>+*+)AA=cemY3Vy
zv673#LV+li)K=3}r$@*#W3Hp0RI&HTrX7M${iXt_Miw61oaYxiE~U4168{CuHnL(7
zp}07DGbwOwt*M1=`Dg<gF987zybn;ufVy&6>KRonlh4VT2B;b*Z_Kw9Hy-1~58|F?
zz5Qk=f{1B96+!&wFMXp|G8=)5>(<r#lL4;mCYRJr?^@dG=i@6oe3`^SIsG#H7kocX
z<i~ePQ2Um+XWw91uCRvzaU3EP-f5ZB*9(C~z3PI*5wkibYg4*gc&nO<8C2G+8=;qe
z^g=*?(bE@XW%78m3$2=6W`d&|XrzV<qzF$KRo<uf#;jQ;Aeh~n>1V{YVE&-bnBd`N
z|I-D+h6BmBc}*){icCBE$jF&Y*%?KFd7Qfz7Y{!Ue_qJq{g#gT(RYz+D}$^2k*I&f
z9p(Q4Dr#!ZwI~%TrvJ5F^%Pc9tD{G*x`S9D%->6Wtid$}y#Z_4b}Kr~4k^-c{*ga(
z^s`BfeJzP;y)l=<`UgU-?o5V}L={*Ii6U<CMlQN225n?k1dSA<3iB8QHjjM)>HBT7
z%9rJGiq1-zCF}?Qq~H*$usHgu=+C+qayJad907msAc3BFF4urK(@o&SJXlIv1SW^x
z$gk9fPgX@EhCaEi)3FK8@@B3Js=v@!9Kla9e}VV9-r-_aA<8YnA6F-zksco+spag<
zDatAtUad2y7yz*O*++4IdnY17n?G}G_wS;&M7+(Nis!@FZNc7Xp7PIR6x6ZtP4SYu
z64JhYg+M0ukW5MX`C5)+%wV!_WO0Rrk1+pe3E5kFu+1=DQnmbTijmu}WtbJ~Zac)Z
zrcaYO$-Hd^)q<bv$hvQ{%X*k(HL#g@fAeUd%*h{<7<6#U<(qwc^(y)~pCG<GLpR)m
zYWFHGBLmh8fOP<o^BhGwlW#&)R4C`1TerBaIc68(Z5hwOJI93$Jb8ZWH#3fRQ&`CL
zX~n(}!F}2Ve1R{J7y5|SHV2FdV9(Oky*uCC!@85LtEw}u45&fL{)vsMCNqA52}fvk
zwC2K6tDH4*A@CEJ_4D6}A}0VdihMqE_1MdJ3!_}1r9;CVw?ECP<t<tXeD$i0_VA+b
zbz-DaLbEOM-`~$6j<Thg%facehPN58w!5Qwn)uziwLSAdKfGr_uvyQ!=TgxTsrA?)
z*M=xX<lJEHp?gwapWi;Gz`*6gz(gGbw_M$oS&M$QR<jkycY_vFZlp6n)G9Bs`qA+c
zMSUv~eD7BcLltZfDA?mK*L*Eff@`eiHrFfT>}NedFhzm#dn;93+3T4#<Sw_kxwSw;
z31(@A?rv`$u?O>~4~&Rnu8rjC>6-*QH?818d8G#lNuF{isGf+rKXCYzRu!zTQ-4wo
zxtx^#%CincBgd}$t~4^gor!_rwlzqs5gdVhRUHe{*zrJ6eQ@#==0OQ`y42zn+R=Jp
z)gtYzZ&JtC%R;}Mk}FEW0m3QJQU4JH)Ox|*Y2>G0;+`IsVq;~U09I%CTwa9|(z^-S
z3Af|SJS14me8%5`Amw5Ux_toS5+X2K70UzUL@4gU2~3{xR1mXq&avPTWY%KdT>7qM
zvS+#yk4V9I5|%9(96uSVs)WnQVb?6PGb*xjTc2fu(V*d=7Ibaz7k6*xu1l_;$h!x>
zXCOSQf-^NKP9JsHCXH~@F<er*J~uV2qIb9dJ_8!dFz=_L@R&)BNHM4nfZ-!v+q^JJ
z_uN&;OYRz_HV6XWI%f0ZbinOeeE$3HBBgOAei=Dw+>e^PK`T)2V(gEj&thJ);#%fu
z^|B|q5C(MlBUibRWq3|bp<7}dcgbU|Bdyp}ag8YEzH!h}2ZP~q$|q$Jp8z&IVEf~a
zLb*t;JisigRk9{NO!I4y<?s2KpYc@s48w~PUg{NBQRRE{Ijz5L9K)zvJjlaMMNWRX
zwzjs&IwCHP19W!wQ9>T}X8zFPWb19ov%wa*Tq68p{=?p{edW)V{no|dB6_andbSH=
z$!jj3jhJ3H-*#|2<)@x&fz)*A@Q3)hMNHf2H1USs6H`;$L&h+c5)X3Jl;T6~QwEqD
zXAl<oW?57f!|wOB?lhVUSeC19#Bpp%9%<B*h)^dn^(GM-rn4q7j-6)j+Y&RPc|VF(
ziCc_51QuIjrZl2InMire^ub!NJSPrO1wnYvsi})@4p1gWI=wH6Ke-QDQe+M9_F?Av
z3tHoOW}$Ry{JkISKi^TmB%Iko`>_)FktnX_cdH{8gg1;g9kazVmeb-?L#~;RbjG2^
zxqW{!qMfY}%`ZCw()Nf_-?5-9M1u(#u{#4|T*#<rJ0LYTNs{ZHM{h=Ad7*Js(?XiK
zaKvW<8t(|i@0<svI=&u`ThMFOWx+e&_K#7f{2s5Q45kzu0NewbtXF_3*@#dEMV;n@
zkYn_71z@~JXrneW_tgVfme-)}Bn+uIKGBZBIBi&V6njW$6=y@8bhDU)u}JdNI^DCn
z_Pjte{^}7h@mHdpj#sLI>NiNiyXV@&oiI3h!S>UUk&#yb=_nj>U#j9YX@v@vV>TiY
zDJAv#lGn~Ma84s`oIZxRqv~;&wrje_=aREDk)D!Y@7B|k;)78fS?X0>yvrmBF(mUt
za-Chlj8hMAnh8ZtC4jl`-C;mVmuEijr=ch+v>DZF1@X%VV%IPqM}a^~#nsO%^(Lj{
zQ3CdH*Gx^>Xj!F6Zo^^`min;Eu$oDt>AAEBa>KH;u5;jl;a7fTt^vC$@j*#LwZ9|6
zpNR9jdr&4O9*T9_VsU@IK8w?79<>@`dn4Z*W9NXpU$pmAV?P+EjhiRAZu+_&Mq2fx
zjPJvA2XjPsN;2lg5Qam6*)Ty~aX{fkBZXvQfs`|+vvPXEnisL{1wpZX&6I)V*oR<!
z6;7tfFkYK4dRw)0&hOEWWO&^4f!dsp`A5|Pzse6(oHOeX-_gn7$y|(miAM!<-y8XE
zSdOZwoCTkaIU-e4T@M_+7cz^iIHlq=1;OPH9lRg(-M0*Dl?wi>N9*kQ@BJ4k;y{9m
z&|I|D36ya|fbv&>eccSoKy)ChHuej1gB$I)AX--z+EqY9cRPAkzGpfL;nwbAg?)#+
zW;~!Z#QT6~`Tpbr&k+tN*?D_!(5#_M5=yW{ae`J_{scrXbLIPs)6p!Ou%8t_)*ZrJ
zO}eUVNWfW-X2mSk$+JPWaQGaB<a@kS?#B$J^n@o7Z6~K>cSU3X@C(%tG1PyU$=)nZ
zmt0<QY#xR5UWNu)R6BsMnhflmA(%!0ovt7qxNt)9QdsLGG|O&`h<a$Ki=bR+V*5!d
zF8ZT~<0kdQ-%A=!DT@m!D*A*ZyO$q$$4B@nxV~rSOM_1MWx@E%2GFD;pMMB~atIlK
z?d-yC+t+Z9S1NbLEGtuvxxFYaJl=hDUrF~#T%N)3T=r<b?UDjzdq>eV`%~aw!Txl<
zGJN0wqS`8Yi;E5?F-L=->Yc+i8!t6l;ejtyIBIG{_R(IXN^;JRX!`5E0C%~oG7PIx
z{TPo}aO{1VLsF*!J}((|ih()FIv|yJZvF>64GWho!6N6jM+bT!&YZfYx*8tWe563q
zE}S?7<y5lH8dV>Q-HT~mNWeqNk;ozrHhRrf_vX!K^DtEh=op}p+6d}Zn>Rp1_q{=x
zjOz#c>nN<TXrGYt?Hz;IEs5+_>~H{SBe7L1PTauIe|W}gBy1^K$*bk1-ZLtMiu+Wi
zm0}o<ZCe6#9Lo~&bSDuj2s~pP$nQT37yCaB@WMSRE*y_fkoo77t{JvK{xhqj6h-Wf
zB6Qow<)YotLvu^*2A>q0#qY%Zn4_t6^3`*`)+4HPP%`^w=MdWPu~i{e`lv$s-yIT2
zx@7bM8a5=cQPS?i4v!<$X8Krf+O5i^bkg&J3$z=_$lFKDi#*@=6PZ-W{tJkDDY$)U
z;@S)Y43P^C3ZjF@4uR$$HIPG{S#?5$>KpGXDk+778gN5qdOYju)F5vrhHhw@Tw@Tn
zWV!!pcC{(+N1<5J)t!96JbdV8%C@biV|rjfz=|p4b&il`fgt<^&;du(99BRzFy{MD
z7+Xx29_JLz$jsaXLSn28(gC4J31h&@x_ZmFY-gp}2vlZxfe3z%E>74!O#vD>Kw5<~
zbZQ?)(Rz~#H^#894W%-Q3+YA~SX7286<@jaL3H;dPR>NVKuFcHYi25Ml&#jNx&$>=
z)zJ>DyF+F67aiPBNeO-hmbdBtM5>cT?mweUCSG5(4$96emn*gz<^1rWb@<o+tgjt9
zK^Cc?n%W$~tjN1hbvG_Nyf@Ky-;IXGV#VYoehJ1;!(|m&7Y42TBc^2n@9=y-iBq;Y
zXRG%1{QTL*Kd=})dO)Tr$Sr&u$iqbM)5L1{C#{ONtVZ-c5<1fH@|!(Sd+`<q&8=5^
zNJ@U;y$XZMw~r)2KhB6k!Dyjb2u$^mdQC!Y&Ixm9VDyHG#vL_KCsWD;C0wLgX96^%
zgFyBz_vZNir$He`Y~-C*m2E9eY^<P-<%|-9v1&kHg4WlDG@BvR9-SM1WcX-wV`VE#
z*VyA{^e~bNW1b%EPI-1Wcd|d|qp2#$?D5r%kH_go`1<%5_U33ByUuoJ_7oGE`MHrP
zu;2pD=v^Xd^Xs6Z;<6f2rK>e+m2&&gahEsIKKq8>nO|NaRTn69SKl=>{yp!#{3k!4
zm$GPovX;qOe%K4eU6eb4OO}PsimzABoB4M@MI$Qb4jZ2u0j4(nw+<(W2(HvXxsLSL
z^8OnkBJb}pdZp_>>i{Y#|0>B*$^)J(D~%l3Fe5DBF8FHl8R3q(w2*D*GyX5kO^9M!
zOnB^6(8(paOr(pOE*O@YUkwq03`W$_L460&XlHkx>6Aob2XAj%&y2R#R>7M8rv=Hg
zIwj?IUd<6qi;oy2w6wU14cK&MC;U|O&(mMdERxA@1m-ei(VL_cR>Qn{QjRtZCrajp
z5V!yl6M*VUB(yz2cUi;=h#QtRPdUyp=U1-yn0+&3`ES>eC;wG95Zs4870`NLaVzT;
zSQx3Qm>;gt_}uaC_G02OwBzVildY`Yb?qE7$6D&Z;OA5$3E|d``UD0JX7<tMTa%@U
zp7l)c2G7e1pQXsv*?l)pyDE*NFxiUDsxx7(*q@w`{|(nHRcus3Ak9bR;s1w5HHgJ4
z;vVa;va;%U`#&V55CgH(Z}DQ<f|h*`p8JvH+GxD$Wv+tgo@#QraIms7@n=&Q+axIJ
zMtGmQ+ysMX>AZ+t2~?9jn8Y%l;SUW(I=w~?{{9hy^TP95wCx{^LIO`^WOveB_F)jw
zOJbF0D*yfT>*NldQB=L_u+y!j-j%+RR!WAL4YJ0K7q!7SV-H1GIxsbdu5o8MO52o8
zk~KElI}7xF%&3wLDH^%|?5?lUtLw=4DVR#c7x#1hk1|Z@p%il~WW0R2;(2lPwAz!&
zHh#CbJbhJWGZ<;c82f5_)glk7aV#12sSvk(;>ha>y?I$y&SGg?vuZpjRQ+mAgO9Iw
zaPqcu*vr0OxjapCsbw?~PFN46^O~EPn)1UNMGbEYJcc4<mPld@$E~Mwa7-0VhAuWs
zOpfjC<If*_|F6{fe-zIji*xcQhH_*jF+JtCUxoS-|IIcCySffu?g8D)%Qb&@mr{W{
zz<kAR++U~(Mkn>9P|tX+XX{7RcXF<>g6Q|oNVP`=#Ms8MAeJ0WOu~FFs5X@&#}!(8
z_K+`(X5PDhM3VII@C=8=butz%pg1DoMtD&xS`26)ZT~opXlFl%%Hba_uPxtfh8-A|
z$${wLDuhoWa+}YSHi!v|l(M4*CV^YS`TEyoWn{SLK%cUwSijsMb4v`U6wK7*P(2Ul
zK-waEd6vsEofe8uHp*Dd;`Xf*mJD%y460+kry-#qx9?&(F!ZeB6+nx?Rh@T5KH{x|
z{M_Xr&PfR~IAL1Tx4HEXA3h+$Q?gJ@oPZu9v(67sp!WFFIbW~p+fqsjBO;io=?Q&p
zSyq3cOD}p9#wNIh1f0O^XLYZ37w(FxUDA*yI_ytA`tTSFd>^}f3uial*UpL|PK`ii
zN$R98AS{r4MJXW?S`XAjYqV8+!;DQ?tv*gr-Ek;HvNT?sk;=njy`XT!rT=946-3!?
zI(q8r%!ntdB+h0tQ)H>ma-hY+T*atDo=~Gt&kq@w*YsY2F*}$uWO6H#PPq=yZn@;%
z1%f%Q5fy@K4*)Mw>YDNTqn47>H)qV#ao6sa7j$!cD^f^Df<CO|jTkP+*>2g5rO_p=
zC6F)Os`A`*3(Q<CR|GHcf=2#83^JZRiZ_3AxY$a&A7(nt$ibi{C0PXpe*eUBr-j+_
z7NC|)q{UbVgH)H!>(jKHm*ZWMLc_zGka-1SoiGP021-FMUs*x0CtZC_PT`!{^^a3&
zbIuoJ`f+vg5bbuB7%V7GKTVw7K7lJG!y3Jjlv|MyY&kpQl|@iYKRJKJhGWDyyhgXA
z{t4-gQ@Y4E+&RQ=Q0Vpd4^31g%y<*pSAT@|N&Ala>Qq|<%xaE`PB_H_Qm9?uWtU89
zeJ&WgRT|@p&AOyKw+Ba~F*D%z^%tB1#Wo_3Jtd*w{&-MAKwIrV8VsNcgA!@>O#|>=
z(AFZXuDao2jWW7iZ%nB(Up@Y^@OL=YLwUnOWEUFeWgo?^#&TX^iJ%p#sQLQOweuUO
zrGJ>~c4;<Ck2B`wCFj(+f;2CmQ@Z+zpRbb`H#0NC{K5eOil0u<mO}5gHcjufJEuSA
zIM~ct@ofil<10T<Ft2=e1gCXIce6}J69?+pMJ>T&1`~ZF3zKsUUDNBE00AEm(}I=2
z?CVWoxlT1-xllZ4*pD|d-UV_|7{C!j{2IKcX{b4nd1g`gY7p%&(DfzbQ1EYqV_nMf
z<}e1ATPeY4@<D%Hvgf$=I1?aZ{nPeIGEeaKWra5kzbGWc#9wXSs_`beDdt%)BcS@z
zUp*<$IzY;YPr#!)<1VkuuLoNo8^{6Ov7x}>a6hPAB&z~bOeQ8KB1IDaZhHMCgnrqN
znZM7e;+aCJXqg1qwD_j1t>&woHb<exi?;yJAdjXVSUO*m)}_2SdN(O4wpo<qLh~&3
zqOk$;cAr&44og9%DP8vC^+m)N<6%;T>Z)pb>D+m@+;OudDVRzi5+=^foW}CzAm$FV
zJ8aW?gvwY}w(SCE^$AP9gK-<vS1I`f5^3IFPk%mW7harP*Y^n}a~sa_kb8cqr)T(q
z?N6$5GzkBZ2T=fM8i&Ic{%rVsHgxL*XXy>-Yc&MXYrCF%8d03<&@26}EDyL`EN}K>
ze%;eA94w{UYyn;=NbQ#w2KP}=alNCQ@pukWSW|eX48r$}(;!hXp;bJK>P8*a-?!zE
zt(lk}Yv)r5L)?trc0o?pQlu&ZP7KINGa;hm4l|v#{Ki^^rg!OHAH?9Y@hXOcr#*%A
z@KAt={?VFoAo^9`LENA8ErGZZJrlL`&ZVpOyCLF*1v?|LPkFn8Wi>*_&ie^?dFGHc
zB(hEp5Rrp-U_h)144GFaZZ7FB1pqBeYhI5*<q2aS<pqvTM+N_w{BIuwko^}85RKJG
zwK2{~146b39wC|*DWM#nGb7JMXjLk@VDw@O-evibW`$Gk4h#?ohpe;-+EORMLX!M!
zM?{eZ(>k1~Sc8Mc?7NaWS^Xn;Rbt#6Zj8?f%Q7y@6c-3mYj3_Hw7^<Ue0>Iu0^O9z
z8Tza(bKa**X-(f_J#4GL#76)9n**319B7y0Zz>_(0zPG==m=Gmkh@3tMF(^&KXUCx
zD_u8wD#}fSF)+azI=%na!t7Z`QWDk`eAxs{f(Th#a|jVGfBfTC2oLJtPG9ev9fes5
zZ@&D9;)$N|f&g_Umyub-hvC`J>v5jrghjiv_x$F2wX{m!@--V>Ac?B@|LA)2cqrfK
zeSFfUO)4TKB7|(&N0ww?vuA9T>|2&0J8jCEJ!Ch=E_=qBlCm4jWKY5j24#@Z@VlSs
z{rP^spFe(odc8dJ+|Rw7`<&~#&N(6aIW#>ZXZwSLJNFnOZi9+({7{|z-Zx^mkDoZv
zXZPyWD=$z(y9d-RxXzayRQ>7m5udv-Mp+ut1Kz<y%g<02$Jyp-7+#FeqjCZLvSKLj
zjlUhv8J(Y1dVW#mzU*py_fqgKUh}E9n-1M?2eSf8M<{W<)=s%D_TdgmsnUul$y$PJ
z=GA#~k4;QB6K;a2b7p>-3&PGChp2iIcfw@r=RUIlp8_;k%BnYa<HH?ZUibehpE<34
z&p1;iCtpw$4k3}I2K=64R}6yb!5fskkAV&?JD_Hv71WpONv<<!hRw?w08(S2xH04R
zERb~ISjuHBYTp%DO0DugDnDJwE#Gk;a<8W(v<nDf8ivcx8M=fC>mRmxsM<Wk-;q6b
zLpbV<R<ow|IEa@~+Bg+G4Unq^KhPX-zT<?5gwecuH0w|jK#_`GsRs{@Uld{A(bGnJ
z?$Q|W6#^BMr!gFY*y<LI*~{_WUh#F=FQeZVjN1dfrCrck{SAky%VvH7G=xOyj}zAa
zKHEtu0Dghf1@wVG&pZLmC3Fr4s%*KD<!pVPyFpqHwc*Fd`mB7SzqE@}m-Iq^DEawO
zD)I0h7{qtbi|DekjsnHC4nI5{V+mt49LwXkQo&+&rsA_GdGtN2<cv0E{>epT%{fZb
z!F(v`iel+!PJ_{B!(Z~iR31PY*ZjP{YZ}?N)B~Qq>h+|l)Ir&UIu8G-G9%}_E*3gK
zbU>&Cc;g|64uARSvo_nMl3O93X|B^o1Ox}LjL%MFc7i;Q{lekXj~rt9Et{H()giW!
zvmLMqN>{IaWf`mMXqhfwppnOoDMn{)Q5G5Jb!Fk4kB5m3A$*44<q5K#rVeDZ+fg3r
zN*Ts~1_IL4bDnkmC*S8Qd{xVFXKq0dgp3jvKrc-%cp+aEVJ8D>nN=;^uFTj3>Ax4s
z6D^l#Uehuao-u>TW^~$A74L$h&+S^-j959Gp&uZUIUY}47ZA`YJh{H2M^nBB0e(A7
z<FyHoDB?t1EE#BPl;7y1@suWixfXZdJU2Mi@8Y)BeNBH(HOLp?gzAPVy%&U(`YYB0
zWsM-aDDTD?X6>B|V4Uc+fh-4m1Ee(ufyQCO`7y;crCL3LcGE9f4qUnl9uF&o$fk~|
z*m<sb_4Lo5cq4seOTZBTCJ4>jsfm|bWs6e!_A>J91s~t?VdC6_y!k&N?3T;ocu^X9
zOAnQN=A5(}@DoADoqZLv-PB3|nh_)Lal4?rObDZFZ3~V_t_kT+j?_~BH{_gGfNKfU
z0M!rOEXy-MUeW1i<^3O3#>qaFm07dMnpf0uZP(h36Hg9C^gPtWg)7BCsxPH;5GgfV
zR*g+N=J2&lUKGRCMN=fxJA~+=J(5}ZKsOp>`S8DCorZ?>mP9ks2PFg$1<P+ha>bpy
z0$}Gg;*KVYMQWt$RqA##JRF5*?zt=hf(Zt@9}f7*XEm-95)?fE$QwFO28}X+B3V*G
zb3F1fU^czkkG`s1ws64_jvbsl^+sw<C@H4t1l_+vJGw7vPyZ`o<1!Vb3KYp;@xE<%
z!-Lh9&))$0A3U5!k%uin1$LeZMtl^vm8fx#Ni7nIe0l$L^s1$BwMQbpukc&p@W4Oz
zcW?!ot4Byt?W>^<Q*`;VfF3!t1oE<}VTc+v{p!PNsrDSNTMqMtv$8|W$qQxKc9?(;
zXaAyHN%z*u92GAH49NEcz!%rodmu4xRJ_^!Mv=B4aYSG!`L#SSXyI)Co`!0cb(lcf
z3cw*w@bJB-Q&Re*iyojs>UFxc3#&=ttGqh@+~9Obf6sXALVnuZvZW0;1TU|VC@+03
z{jj##Y{mEKUHbO5?xx4b%lyKn^q*+pqr?H|iP+;?FIOh+ph1!&ps@=sS_b-2s^lj$
zK%%6%uyAS8n$*gvk$?YxgZBR`Qv`_5M3!#yg3td1>8EN;A8wC3H(k9VrN+C3#4m%i
z9`{dcQeX;l8fp9FGV3T1TNJTL&t#fiZ~7f+wR{_E1TbtRN9SRqf{k?qdU#?vI;6$7
z!Ppf3-wMV+<-nfhLo3*e0rU=l-rzvp5#OCJM?KoVwPA8;rt;}06}dLoZx(mBdKx%R
z{-oI=iL=l!-D#mj5zvfi1R#uJPC8l-6YKOmR!f{S3hG{_LIsv^ZPp)spuC<OS=u1&
zL0LVT%)+GLV>`k_IoRO)%UT@(JJ;!>IUuYx5ex|Awq2)ff(nswWSNFfpT{N;Th?#~
zAK6qrGyC@q%@*JD`3Qt6m<G{1G;1}eL9+^9OR$fN&;K84a*ju(IozSq?*m9ZlS?(5
z;F%h)PXhIJtd@OfaZNf0^c{LoiuU;?AY=x41<duI#Xz+Sl$DpVQ4E9QWy9gjG2Hoo
z*z0|$J@&Ii_8!&lsLY<KS6o)HK+<3OM(y;-jm!`=U@ll3*k2!fj#|-#KKTN~md;)U
zk)Qd+FP}c+1I~f;s@w~pUsZItL!?HM_s*Sqjs65@Is3b6=}_f`yJp7lhg+Dbm7D+P
z@iUe-#-OO19M;H&NrnrRsL^2S{8o>Hot?+%h|i;PBbt215t8XBy)P<b8rymrC||Sn
zj|m)*qNcWAyC?p~b^CYvg?{{9W}_p2Lj(QjI86N4LjTH*nbBQcIncpy-{4lf>Un0y
zs`tsJ1{PI_N*pf0t+D}MIz`@dbEz~7tZS%8x-pkBO-eKR`Nm7GXe-}UKAW;K@o=wl
zQRjyEm19@0q{)hJ__ta6_xbmyUAR0j=i0XMH!E8@b8nb^r=-l&>o^3~aY8w;%AG^k
zi}T#K(A>&Pa(mII$5xCU^S5X>W3Fb&ZeFIp$X(&pmJ*%!)NnOj%`feyjP9?Yc$}|O
zvXS666QwB?%nWRtW_ThmWlK=9Yzw~q6jylY{d7~+2wvi#^hj%o*G}hGeS@%*PwIPu
zhVF%g1*b&XO>+oJ>}HG%AKFVqkYDSb!m*&%&p!IRM6Qc5ns@kPjJ8QZjv$&K_alr7
zZNNMC=)_u|r&8+Pt)CTF3m?AdiTe2n-Cg=q<KqcNq%ixmRV;>XOFdGccK+TO2PhSk
zo(?j@OmDxWM4qk_5KRwkw&d$BktZ3nXrhj?X%YlZy$u=np^OyVjakNb4qIb{;?6-X
z!6BNRI3DB>Rmk938S^btg0fe9OiT0SYSHw8+(f<X%@;q*WWiO4y$-$s+zq0T{v?;v
z;kjSaewsrRTdNZ}e^=Ck$q~0MSnv{a;wWmzaEm2o^~NxtD2DVX-YYKEQyFq2GN9Dc
z+??d)D7K8#S?jJw@t0*{{s?1pwDmId6pJhpjui3)jQ6~uUE<#^1D}K5muJUtw!)Of
zI*&_!5a&aY=0W=fPZ!$92v7JX4MXwXHz?bd-nZ4HIx$ew>PG*c*DD=2n9UyJH7|{#
zjnp?8=udqVPUW(l1a-O#g0r)HGlxt9PnZ}F$vlRj#&!j0|6V(+*5_&vF$cE9&zjaE
z&3)b2e6T(UPk!w8G_)?7W1=z&!;5)}maG#FuIA28gdY6{B^lEDj)7(3ts`8q2s$Bx
zGJ1T>5ecW(Hx#6o9EsrOzJz)B*iS!$2I|8Cq3{1tR(%&<T|D|cRcb!qgor`>Wyjpy
zR80fVRZ?Ukb~^6jl-*}~4>+|;F1BRcyoU&d8?I2++@YF-E?3RUrAHeA7cOuZS}bEz
zo~mYTy&?CrkKN|<`NXSz+dfk&Gh}H{qEn@@%{mPkgkO<c7`P1GwvLCP{U@*-wUx=K
z`gX@H7|>r@0#naZd%X&{1EEnH!Kqt*1xt}fBF=#(=tJKn^aGttFY`e=@*Py+kg>Nq
zm@c1ck)qZniwBNJj=QE-bj;GrtOL1Uds$=j9(kCZ*9=sEyTMzIMPn?5L$_#-#0h9K
z-!n1dXSZB*+jcRZMfE8>PyI~JT|YZ0AodD7I0mLSTdcz(jQIVPmz$ztujUcxi=kt7
zsPy*5f^>|8wGm_Cwtsn+n3ih5_v^z%zh*v@RB4&X7NfWQ#AU0dRGOJ@&!Vj)&{r=8
z@e3?OpY}}e(2fYQk1iCqWpb?hAYSn1>b9>5@F_lm!<|gjMcdTJ{970~=z_>)WObXR
z<OObM8=KD8)^lGnv=^bvS1MKQ(*C&c_DbgTMb@dLKtpvssq0vXRpVTT-X~g8p6q4n
zKS4#DXO%pV9&j7OC#b+%%^h&`nHikgf4ZOqdn6)aOT%!c;#Zbb4MZHkb|K^Z;aX^h
zv1dmM>E&xmtOs(I2gh=_zavMx;2Y)we$)=zzkLz(V!V_tn}<g00^0?afp%j=SDQU<
z2#k$?kZ55OpS7tPULO^i{KCeQ;zQB#KvI~SPM8>)f4l&>tFDl~>=2cb2iY7phw^#~
zlQr8^1bD_*8>pg<ORl>=`tu~ZLhDsreSPWMI!cg(0v`nZzk>=aGP+s{^9S0Mf-<a`
zHhGat2p2hlj@&aXaHR3+@O9C9=}h>s7AvDGB*!=4Qn-*C6@lESO*N#sgzsn`xU1en
z?aqj1Qph=k&EsPA>K}Rh&4=D57qL2hvh)aC{sERDo>&ez{api>1<0L%1=4?QcQiLo
zvks*qp?=G3p#9a4A3u`byeWcsw>HqS(8SOXyJDLS8YabXC|ZMJcuV7TrGRM8XBG^?
z{XQ6`v;jng@Vi>SD{LRbErReYJTaFY_kAc+Jq5opd5*}!Q=~$IMnqk3UKzs1j$^SG
zLL{WlB!mwE6ww?KM`Q(WnX9U)Edl6x1mK2%_gA2T#?ym`SuAs)W>Nu@^4pX77VeFz
zppWkms3KMdBLbCyBy!1EaPT;+{&h_rh|bXctSDf!^llVt9V=dSb4ae8YdI2;IF~1R
z|6Yl7rh;Ic5fp-aQ_(o02C|Bg0L&Ex4LvA<pi#mmU<q76@CgTfUur?`N<n%cjjFZ_
z0Q6N-dU^?<vk>8THr@;<?Dih7NDm{vI(Nz;9Q2HIh^~LPZdg}iY90}F(@g+-kaYEi
z7Mth1(=gFtr(hVEAuIdLd*H3G11#W!L6<~xNI3y|tPR}@1wb+x6pb>Uh++{jH8DwE
z{03!BOhMJ>*ls+0>97x4&mjRle)rZ8=$-c2WB(MW1CS6@{K%}-A$qk}(9|R*(Cv02
zPOi-11|KWor4L2E2UTr*iopinagnu8`1)|x--T2%bO639Ub(<3&tB7CWMFPy+|i-z
z($w5+*^?^LP`}uhfhUM<?t<d_LTy{jFt)G1(uC3{wU-ix@)B#u_+q9HsoLgWYd%z)
zv6qPYgsBU0aVa3JNytn#c{i(V5`Q{{YS8ph_fFhrVFmqIEBU6TnapnJM7A7D@?FO1
z0&FwpvbgWc-DO|Er-!Tx!QS$UI@?FVCsnQbAJ*v4qK1Ou-iYumrZfC@)=0_{S)oQP
z6<9GaZr3X-bout|2DSjEij0Y=s|Q`e%O(n+<h>|%oN4rSU{?&W1e&9e74V~6fvVu>
z$V-ZLQ}UFK0{JM_SU|{8N|dr0ey&@j;vpo)4TD7)vO>ih%aO``u0s)*1HRO>6?|&J
znJFtP*ThMFFaT3@ESi@u+uyA<o?Bh2F%+~b>;CfP&aGP?IdpP={M7VVKfLwf{j<;S
zWlFS0Hox$W4xEvnc6#<!=&^{HOO!qP@AKA68HD3w+c{h9%bi)Sio(a9j`CDRaA|K`
zO*QItVJYz%2^yHaEGE3E5o=)WnXE%XN#jUEqxs9&wWn`LT|7Es!dsu-e*+w-esq*P
z_=AaI?uQS&yo11g#nnDKU5gCWBs4j;1)8^QmVvwb1J}|Qyx055!%5Dza$nQnwW@Iw
zMt3UG5q``oZ!{u~pgR2=6~o{Ce0gW|dyjnIx2aS33rJw;;6+hr>e%XB2nmuZg^6a0
zK?I*5a=M^n255UIzv4nCzdr_vPDl$=Q{0L-!0!<aLTN(Iu2Y!JT5-)`ES9NTnc60D
zS4{Ypf^bIjn&25KuRys)kA24cif3Es1?~W(VddoyirRe~k6XSamUqqny@-k#u*eWQ
zY9=UDVXF1Jb-LoxBG%>N?=q64tg6<^i0Ut~Tm$+(+}zpEtSo^KELUE6R`GrA%mRNL
zpZ9#Vk~5ZfU(A*an)#(mx};Rs)F69=8VCSz4$j{tFXIO=eSLjyQrDcZgeHKP{s0EK
zw&|_OG->ag#ou>Az;(bHjW?OWmNsQ=mW&&$8`GvTH`Shcd(Va$^K@b=HO-9iOHotT
zouFfL$WY^`THkmsM0ZqISNo9a@JkRumE7%Ha{uEC^XG3s*S+#F6dKVM(t?z;?`3Tx
zUxcv%p@J7a0Nha4kDZJv^k;d1VPNOuQfBk7YiL1gKK&?Wa3)=<ECbylu}q&&d(oXQ
zK%Xcm2(mHFoIvjo3}`-D`)Ibq9zFfJt7{pEGpg!s0!ejhT`WR~hf^Szs^MwiDOjIO
z^R1HNM;_{(nk@q^L&YUUzRq3o5A-uG<SQM$NHoe+2z+kr^ZvuEdD`?6nZr#^z+sBg
z20je-SA@&B)TA$4(FPa+JY;kMXxsVe)7vdEdy>H%=-LJpl1(>vLC4Etz-u8uVL4oR
z!}R!U@X;{dG+2}e#(ji1GrR=+hZX*2ri;wESEi<11P&57gFkC!?&2jaW3WW@X;Q@(
zdcQ4@vYae+N#?^H=*<VtCUmA|1^w29x{KEQSveiD{*-sk0e7+7=B+Q#$(R}x0-#-a
zF)OeFz^KI~B?3ZLn30l)`=B<f`3K<ty?mSOhOqJRu8<}qj5Q_ZaozqMz<Q6v{%ck|
zUc*LV)!oDDy6*dr-ZDH_5G)LY66V0;<y+XYn=#94<)+XL&>pIML)5us0AG6gwbVT5
z&|&wq#0tvYWoD8LH#x^BS)-%dP6qAJM+!8BYz9ul#!cMZK6YqRdFwrc4UUT(2${Xe
zD*p}vPZLCqFx%Z=u~jFpA5u$o>lq#p=IC#yeI;XpQG`zWaPRM%!!~MaYWZElpj08K
zSXv`6lmS}?r%U|~lhVC;k3@kb`w%!+0r>>t?_l340j&5k`+Ai1qK4JcfC&p5k4KLS
z2jKZlaVd^AxA+f2SLY!maDg4*1i~hgEFyAwBrhV_Otx;>@fBL0H}gV%*glpR94VUS
z6TlJN#OwHY;Guq?x#{J9k3yBb=?gbick6=8<H|m&W<}yb#Kkre)1e(^GfZ4&|EmRW
zZToOPQP0MMNK<*klsKW36glt4f|VMPW{GM)K7AfnSjeDlL6TIhDv`Xr#W7rk6?g%e
z>vgEy!aWDRYSfS0Zi3At_ks<ugadM@;kebryw$H&xcanj)L&cqCm~Puy8{TH+WTo?
zP)Y)(;ZLqb5M6$m$nirmnS1MM#gF397tYKMqFRaMGI7ZL|HBSO|E}gOvs=0l0%2}z
z(o`XhIn7Kw(6+2#xs*k8^RU8xU%#I1LmBX$FU=b#4opL5>plcWeKQ9!qlMYy;)>OT
zv$kB4qC!;%;YYtmvlR?WpN!VKlvMKUjfP88S$A=A;Bnbp@K_iJbOkjDd`&&>SLYTy
zWa+_1{i48cIxZXrLk};y#sBsTNcS9yPlp#|pmmWD?$O=`9MmwY`9Hnqbys<iUmcB9
zDPqCk>O7<~ey@0uU=I-6bxriXqeYhUGCBZSOu{25hGYeoTzyfo*OYQbvBv3dT}~y#
zHaD7^miT-YnN6e~lc0ctaQDCeEWc}0`#uj5ctT5_Bt~SirgH@$W1AHm(>J`5&YHim
z>$h18_Tq-$8uS(KpcJx|qG}a*bFnT^X2~00HM5d(_p(f)_yKyAfzGk2;$Xq_qW^>i
z8<29xk4@FINI>QPzygUt3l!^x*APYr$_cA3WsUuaaNpu@mMD>ao(i)l9LC$Uyp|BJ
zK|2KQ#y?<}F<n^uH{%d=^39-LpDlRin4wC~OojALnSl&%CfH>{(aqycR_`aQa$Ebu
zYE@1xr4as$*#AIn2;KqbSx7%$y8h1NWAC#2so-4bCF-q}>*>>cjPD%KkldY13MT8O
zecMu4tl{R?<-t(g4j!O?;X^T32p<~VjU_%buWJj0eDY`P(4Lfzkk*i7UL}3GTfE&U
z6hbh~1`z(Qp`{7QR_*}$9HASPzuh@z)<VkhvJD<ADBjO^C;Abo3S<6B-Y3D2_=wVe
zWK6Jmg1D${Pz4zvpKK=COR-z4>|ym<MDERuZx7+Y51-vmjm`NtRDEcu{mW65BL)cb
z_z(#&Wf|z<wrS4H5L&#6miujDVzm6<ltGzI-!$FIlWI!(K%}~BTCjFoHK5)1MrD$*
zbmH#ASf6#lf!wGU1^iOo)X}o{)oP{N%tuNfh(zfwgb(;8wCR?}%uf5NXb|Tt{tlkA
zGwGH!U2p=i*t^`HS%#lgbqk02KB+i$zXp+}xoOsa(*p$#_wbvlfw3t+;B`**j`&Zk
zn?#*ip7s<q>$$0E%qMxH=2t!xl)1kbkiS8j))A^e*IvIIrRO|)8!W8|JQA#IaLjwG
zJon@^g{$)wzb;{XR8EiLb>w`im4R<eHv)lVoMhUO5*7bgZB`!~Y>?f4Z8?fgDrH2M
zO|<T-55@g!6}-X20gMi35V{S?!09hSZxYsf*yIpbR|k?F1?0gKw~_!xf-zopg=dCL
zoC)2AR_MR~{C}*;bDm`Q<Gjh?%ZYkmB0)L$GX|@qgythXj=kOFBWewou488tr}0o2
z6t;C6Iwf2Vs!ibNYDbz3=y{UH#9<_%+){~00f|KN(<Z*+Q0FKA9rPSq$R;*@F`u7W
zRV?lU$zZF)nz586A=ndcFr<uxn$P1Bl{0ClutakjXh)!jzJo#QM8T6xw=6MC@drxY
zbcYbk)%6dvp-OFFlY~w8UWd2i3w=1XTmG;>MG=F_X<)p<UPGmKR@xncZ}Ds=U>?>k
z%|b@fxZvm$l^_<Ubre|B?3uPGIN$rHg`;|@3KQmxFKPJ06{rO1xAOIbG@<cG<3IVG
z%<!P<j^RQsdB!p#*+WxryLYhY3%%8iUW+idvHE5uGHt${pmDlCPenAg7OlAsUCw+k
z`m{q^X`NL{Ju({Uk;;*{6+HeBPW??%HzAds`fresjiD>2*%;Dtl+?B6By5)a!NH*)
zaLwEH;2KMLEQMwu6~58fHmggVA4N3m%K%k13|7kxHXoy7qs!IQ;THA`F66+?s7Nv}
zX-{GSAhQK99RU|{ekrYUM^OO`@ibho7C;2Bd!?XiYZ4b?8`nJ6ux<zkcwLUTPdyX!
z+H{2sKZ*Ly+p!SLB)Ie&Ei07B&}~Dn34NI!GtnYVE!)gEH@`DEYwMaJG5q_vjH{<I
zM;{_7+Uk!_h|XUU9InXc*;|Du1IB6yap06K1?I+0xcO&OtK(Xd3{ty7@CO~lr};Gt
znwZ_qXfgb8v5ei-p2p=nLMDncEHBnQ-g)u>W9bd#+6H3tPhTV7&53-?{G(6suX_pz
zD%-wx@wJQj_W!a9YiVeu(ojUOeN<t#h-#ht=SAM^O;vCk9IASA$m!b(FNi3k*N>=4
zUy=c1N3s}!;lbY0qJHoguFgN$!04G>l*c`Z%t*2lp<uWTKsFW`+yOkL`iqz!ItdEn
zz7mWr(D7Af0ETwGAt4{@5LYsMamK`F3q4JpQm<WdV#qGLb4xQB-4|`Z`Q=m=f9KVv
zhEi>m6$c`NAtL`4oO%NbrF(?=Lg4P-&fdL%4R>Odj?>P^NZEDNC1LdTp9HyrhL9D0
z3>JVvM5`a8l46D20jJt+^5zO=z5Czj?RT!yC7X<j3WJffn?pFz-tox2;H=uc!^QO&
z;_e%&jl2kznvumcK0FpQXz|$T<nz?9L4cp^gd3YUyIIS;D@~ZoD<gHMBZ6B?Iq%3r
z*pTuO=$j(8_pG}2^6a)Hw*&Vb%G1T*CHmcCWQH)SlNgoA@<4fflD6DTgH%2@w?yz=
zzkw+Y8Z*!jA)f@tPJir+REzC5l{Q|Ls^c9U+P1Vy<(NSg_N9kJn%)}7>;(IMz6`n3
z<OklVqyfQ7?4)Iu4E=16*v5SdONRVgfC6{*G!JOb@^Gqv9U_!05LMpibi0XPpyR$9
zONuFR`R!cz(iQML<5_5TsZZ?NUF5(AEm7^kokTS{mz2ObRSz1WQBS@V?)3BYkP}3)
zubF3n+X{!s-%R<3_s9r>U6zw?l3cqx2Ot-_`fH32xbjhFyfgIB+r@fqJ{G{fL%7~E
zCU9N`haM!1Q$1UmLBTn?D<G+3k-K=3nw~vd(@&WGYe@R)G4~w89bwRqezenZpPLhQ
zu3yL6&s@kS0%N1B_t}{LN?!}9EWx+g#jVg!bMU2g=1sqR+D$j;+Y2DaSl?+s)XO5A
zJTDi5ZFh?IG&o5{2C6Y=`I6J&2An@t)HKt~q!RUJfP)eJk0$D)eZRP>@ed;~?Hle%
z3C$nk7C@i1Hz`GWp1=$!D`bYObs3ITsS(KlIx@SjX~!7=UFwJAp|6U!6edn(YoW@o
zC1CftoVGkHjN`K;0yv*-W?$#QS#cJZ$Je)!%+21bqwj9Jr`87T4k>Lxbuj1=(1&uD
z@6>=@=OKrDC#T!`)$gaH(<B|SFjQ;Evrl2Z&=Pq1_pfjnb~krVfLjpb2_oiMqs**-
zV|PO|64+rmom)ZITlP7oeJPKfK1>*PYC2J)O2#*<E}5Vr^;TAdYaim6+<1dqt=-DC
zEf~)Gk3+LLS>%GM3-$D%Ar!CA4g(h|!WxljOWJdF2p1^HjEsss>1qR=GfwDUf-BEn
zCe|HJ=pnlMEpc0I`|%6l*#Ewz7%|%kzhgk5MoqHZ!$EN?fnpyPYcH9CcxdJ<fam2U
zQvB!LF7@F=26ks=_|vUot>{<AfLxg$)hqvIl%xG3&><djEoH<Fi3f68(k|qlSkz`l
z@~;{E!fuLae|6xfUAMCFxzli!r_(F=1ijOlGlmPJAh5H|=aNJ^N)N1}%**d~(SQ}m
zf2l<y(By%Mf+y_L!DjmgOTq3<H(NY_58QkHa0g#z>-3&T!CAj59w@pPtIx+7(%ShT
zpb{9hXuGx~-(Z59KDFV+t(Y1BJc+^q2+w#KEArZqf@!d-GsIoQEp&dw2;Kk(X_3Xu
zIdLGGR*b>{x+BMXKAROVhpyL0gx*dM32l;Z8D_GE{{$4YJZdWIVpvSt;pZ7edNVv?
zYKz-zKgK}lt?}Pp5`y;9WiPy@$27^!kAvT8qc$+O-51m;Q?WByeV}KbaMylKkF+%j
zbM5zA@ZUOKOn5ZsL%Hr3DGw$uECsRx4yA<G<nB`mHP|UVjpPN9qz8%Po0F6Z5qLph
z_1Om?26z@TZHwxsF0%>qFC$%CfD3rfN8P&0>v#{{$Sv?YoPQu`M2&&fDnn$-h{?0q
zmkF&@>0<3*SiUV?K6G<*h-8NRlmyc+jy)?`(6r6fi*+-m888GySJWo=@U(cQ`Vd^!
zT4mc(Z}9qkk)2vGx@!kK&#-kpv?3I-y14Z_zWy(7%n@Q422E{l^1AJy8|3$ViGMBN
zKZ9^GE_I`58VM#k;vGGLypwO9-?|)KF&3%=_$|62IcT&5Xted;_A1Cjx2LzloUnFr
zKHnNA6KzUp!1axe++J(24?Fb4iR8sXKU0KZbRDS-Nlawl`Oo?pL#N+m-Yxlj=!_Mt
zlW;?cg4-~B*u{K%JSniFM!pupues$`X6P8N63Iu~5@OfPRDgfYu-(sQrS;G9a6#u-
zQtJfj`39=wte+gOdHQ~2(qP@~f&4W}p6y*5CVHDGaa8Snz<KQZIJ645ybTA(7T8|e
z+qGp&QF!+hy@z<xBaMx$c+Bawb#H=2d<YXWF?@Yg2Tld8(;}mML(2t=%Z8R(y68r4
zLm%%5eSAv5+6;=C9XKH#!hfoz?BjsV|KPy((RBCw0Ub&UVt;^W(@sNr!2RFNDGpIm
zLRDLpSd2q6Ner)<7`l?`-5^-0Vj{WPp*<AOaB3}iB{h^KOc!~P7s&xdwXRdWmu4aM
zL`YxQYzqDb3;~u7DO>s<&NyJ3w*4o9KWlpLf7f%`eA;)k<$3ChO&wELCa~=9@SK@@
z$mN9}vs3aO+7bGuj>}ipbZDu3F%VBQEL*Q1u-TMQTJc)bON59?Eg;CWWlGO%s;X}j
zR~kZDlwKG7i*-vZyvjarE&mwPrOiBJVfavGD@Chqr_Td|#RTN#tpIONkxN|64z&jA
zTQdL~0wr*XtoMQ=5Zi_j#bFu6*SySfL=;!u0bYe~yNX<z$GiVAE#S~q4S=aFaTYJW
z0d`(oPm{K%8DE4$_^ihMFOL0O9_<vu_YY5n0($>{nSho(jGXQ%r8h<8$>(Q;=RG!7
zn|^Ehv9)ld)u}dc2yfMP-HE@f)WTabJkSf=e_a9Uhja69MWE%Jq{~0Yr#JHSv_cV7
z&I**^GIe!baawBwjpyZmeLAP5t2_ER=3==LVRx;q5|98o@$vDd?c`6#*5IKq<;mX>
z1(|F96D(7LF*_+UO;zHRcTM#CW>Igx(4QjRn&pA%9#Y$A(DpZH8xb-%h&?Ocr1;>U
zYBD5zC=@7S@s*)em%dCnGmz_bbB@XpxFWW^6@K*c;Oi^5*$&->`f&?hqx6a^Fc%+q
zR-s#|Y4d*O-1XZcslxuEqE^4mZG2QJA9kudUzv~!!!5y;mgI5Jm4%RU{QPn?%jzF|
zA`xfvEup)orw%01E<fwdkggokEScE`{WLNcjOpl)ffF|UH@9KR?U@fL8}+ii*@^<K
z4V!$}aN)2>iluO0FWH*Wx~}1lD)Z=DX)tj)#}29SkiJ#jPEJl<!j)&36cLSWyD$#6
zuH&`E#oqLs#!T!f){O=LqHLIJ(%4|p^30^ep<XZ(jp%TvVYe7rg(ijA$I7ax@KSB%
z+PczlA{Io&2l0yF$J;?CE6@`0Yn7gw(JcdRF);%OgZwquWn#G^^n{M{nX#G1{(A!f
zg%x*o70sEDq0ACCPUcZPlFX0bfeTY;?{*4Zdm(%~8QT>&VUc=G;D&PQNi=QqKH@cS
zXjW&v#?N2ne(vnq^p?0|vFS)P-Fp(UJH4IyYO$Bbe(r&#xCZji4<9~!T$N8hz@g!T
z0&A-HqsFA#6?CLHsMW4j_}7y8YntKFR?`6qVT;qLMTIy!w=Ol=5y@)h!-q}SaU8X-
zmW-^?+8aM^*z@!I#nh1|L3NXXop52DIJ_dhDNbZ21<mcRULM9jclI&>$p0_o5Ac5@
zndqotV(syKzeB*F&<Fmq**Eu;v)+Ci@!LSU=m9zAfTGC6Z!P(W+f6*a8g~vVt(UR|
zH9E*uUsE?wmv&KBi+sSvj%)p)g>F^Q_zW@kj|A+aK@~x*YCSb`bMu=0h@=$EL8ku=
z=qpq9Ki}D3J7F5Fea<(8v;6VMME{$-KQ4PYf4&gH;(Dgf9hIN36*s(~s5rL?2ny{)
zKGh{@gKl#tNjZ+ccQe(k^S(YECVNg%@?0293BRkJvZjiD1VqUH0`ryqExF_z>x({+
zxizVj%^E#5cX#)iTLy`0Ga!5T{86<7hr;tGP^t~-mH~cE-l0Sb5si?Ok@dCf*lWNo
zlgW(72Q)Oax(l7T!95Jza$2N^TtkA7gsMdGoVqBb1M)Yz2L|vTo=#stY~m{YM6i+|
zK~Jp<cBr`87Td9mD#4JkZ>~D+2^u~qS!rjo9!HL}>{W?DFcnOXdqY5Tb;LijH{J{H
z1YOn=+m9Q4fBp+X|8R*4@GB@-LwahYvUMOyGShh|PZdXk^7q&eGCq4digh_rFt@wp
zD^uXIe|_^ylGQ_Y;e?usb;BT^f+I-nlRl{clk_^xKgR`#*|VDjCbT!!=w?%j-TdJ~
z5AYRXx@TC+z1Lc{5e-l!NT~6<>@7jFiV@J0svO||%Qy?&ZlSQ8?GIFJt9}bf`||4-
zHdo}vRua_|0Y(c=QcXPmaYKV}yt9ksMiR|yh23Xl4F(x25}@4YfDND=>t_728}(Z*
zh}#po6!)rtRvEe4xVQuwDdXPCdP@L;b#!Ee(72dY^CTbkWD>JjAQ`$<uO4ia{`=fm
z47g(RgYAP3v;(@69ce>~Jgs@uRQj%ikL{}FJhRCoI>?2+Q>o>FJ7LulfXt`1?)C-;
z$%AHKrgz9+`Lag<iOYQMob6#9j-d5hy6F;MMW{yx!?!~DTXu~+n(&R-WPPnz406Zy
z;l_t^S)?K0Pz;`Z<%A6@#!l-`lFGFuR(>DTT084eF6MlFA_aX>WMyE777qG<COkQO
zqHL)Yy(_-$wB-2@dFKFhA(+z3w+uL$E)AquQ)7)S=G^%<Usr^hM{2&FN-`OB^aFSY
zh-U_0ERoGCduE;A=mGp4EQk^-@HN`=t5pK#j}(^;PQ^wiR|INm5p8=ClaNIkNMvdf
z>$&0sPMYDXXT$D^J*Z$ZNM$rm;Ipe7)X82V+pO{%JK0Sg<^n&(*$eJo#&KsC6wf}_
zyxT8uQ=K-PIq}d8q|U~!B<6jg-$hXlzAJuKfo&&FZ{c___ms?#k={qOOP!rJcPd_J
z9|JQBn+0B9*x=SzZtPY=3rW*Yd(l!vZX#&#A}jkxkb~7PkhynCwbYd5^xEoJoy79B
zMM%>CphC_9H}mVkTXG(OU#>fS7P0fo@CrUIQq_7b496Dooaqc{T3GP)R%pcq1tPhp
zVX^qLd5=Fp_m#fceg^OJaePXqoNgx7=3=Gy1yohK`?Ul>t?HZ+2wMs>jas{Ys&xe1
zJ}Sd6kVZZQf#$JucB6>wxfU3NJv@WT+$igNW;J~?)NO2H$3qSqlf(Yfs>SK7q*8D`
zyj+uR7@j*g#RK~Q0#%YOGBSntq|W9FqFzWulnR9_kjf%#(9npVI>%c~$Y~<IOlsY1
zPJ(NEXa}to4T24spgY%1Y{iTJ2Cl^_#BzMM*xo*1n3!rm|J5Xv848Q(q27wm7&f@~
zNukMJ_{ZCQAu4P>RZpHn;R@g&a?1Y)yGkV(W+Oq%mLzBWR=+V?ZHi0K^1)3Nc-$U;
zow&Sf<@A?yoEOLs4u?ry^pEii+_hLrWGe2p&SdMQwR`Qj0Puy}`*=eq;!}WHzrw!V
zPr0=EfcwMuhyHbvQKgr~)egK(&aFWeJ>K>OA>>-u{{aqXL2wlIJ+;jUL6-k&vh0o~
zCxfVfUqJ1{CnoC>Jio9O6~lX|RuT5Z(ltTCC#9jq&hu$If%0}v;9BuXof+_{u#3=|
zzfa5KI#HP_5H(36s5tE@^A~44i2;-bP&0WQ8gey*-MW(*vMa|nCa(tIteZVIL}q*?
z9tA^dMhAqWVc+M=;;oxh;q_f0)lE@TUR{vY?f0?h*uwR*VOydPQ+A)k8<<@0%9;l;
z@-ru*6b?$;Py&YXIOpRuN!9I;6*v7ho9<@A56(6EsubE$zWm^9!Tp*Rl2DZ7N50Ix
z4XYi2N-wVpu(uggKyW~>x4h3=PRVb`^skd3DI6~SA4nVI_6}YllI5m{pS5~wMaER8
zGmq9$y!;OEK>;Ns+zk7kSfdrNYt!PE2oK%lcv?b7CE{2}35?}rVPtZ_f$y%Tvab9C
zx0ste8VgTtR(#Z<aX7RM`lRR8L9C*Cf^+E<>61Hl^91S*Mw0v_350AAj9-f;$T<CZ
zYhOAnGU01nS0~&r3*OrS!D=7!ON;~TT8-1!fLEf8Z@G$GExor0)LX1TZ8R7U2CX<q
zKJY6t`q4nO$hG2;7nA4SLhd+?rFe4Nt(;8B#K!kc2YYj*Qml&Zy!+a)eil$%wGFpY
zHLCbmN$Fn5e(GJ8hd#e9S*NT18!{wQdh*esEwOrfy`FE9C(|!c`PO|+6hqdv?OLD!
z%9&E_)ZhkF1rOHO_l7njc;OZB(8|Ce6-EC~6PJC8B{uNKnSuQ&<moIj)3Q|BJ;-?y
z3*f8KvRlWd7lzJ~M6R9EfvDp!7>IY<rx`pFQYL5J&<rUH@`9>r{Kl@ogqlbAR2d=y
zrxan1W(U!lzmUX@eyz>EedCV-BPON)e6J2h@cJ#21d$f6r^Z$b?iriE7TUNv{Y<Yp
zy>E4Nq&6IQ7yrePrdR5D(D!9!)v216CfWhjW!N${;%T9<6Mr7?n>ceNc-fra?WJ;z
zhk!hop+7>IA=@{sqz0ROy2hzpKFzg}kdajS26lgY2tbN515t02r-N%QryLo$Q^bF*
z9Kip~SyJFppQ31fL*?|qCeUX<tJS#S=Uu;Hp5W%WYtZfwdk3)2Flt!{f<p0_-fEQA
zIv0|2r<VG%;hX06&%2uh6<}=GzmyHU^+%yER3Ts4N3R2ac_O8Y2#~6OueaX1o~rQY
zv`5q0bFB29`thMBDign(!-vF({0B%U!bEk@GrLv7987agAsB9(WXb+^GUTt(=+u?`
zM{(qFI_U8KhyHYDE?kJL1~fqaE+D<aILO&oc{U$;;Bk%*Mg=<6)e(JI0kr8VKTYw%
zcpjXjcM(A8*s(m-pk~}G5t^IyQ}@?N)rlZOVw%|Tb`dTvRB!3cK7w1NOZRIGQoR@g
z+QUSF)?VrRC>*6alX%=WVB2aV)UeW<De`xe;O5WYR+K$KbAfB+TPthH9pJK|d#%^D
zCT=Bm4f6q>FKl!O`~r;L(;$2mutj4c1yeoEd=Hj_v0q%2S3emW%Wal6)H@HEHJ12F
zF~EC+f1l{Ph&O9{lTrL0Q)>z%FxpcWeoh<yy7F~?1cfN4SLZ0b5o~RMst25nBTgO|
zaHW^fWz;^tUS0bmw1qS~^SW@C$>w-&4xw+LVyHv%X!^-WHv9b!Nm(4VmkK~l6%`Hc
z$}NdR-<D!eYSZI!?V8v}zadNW8?rQS54u38wc9o;4?ur*j|RRJ6IV4`lf&ihrteah
z%F7tm&V`9CX6R*8Q40*@eq$R9$?+Zqay9-K5L7u}hawV>qRiZr-kPlXDwp_BdkkF@
zl>3H$92X33l{_DeY)3=^AWw&~W2j}bU0-UNs$RZ%Y25d{#?jbhPue)JU>xghB{zu4
zJBChE(FHHB5ixDrR+NaJj?I|*9rDh?o830ds#3(}G1$*X5*p~W`hE6OD}X)?trdz(
z1Vf>bMPZ?7T3sHKJnYkiDZkE8Z7SdM6^&Yn=X=JbTj%QoZD2WLK9sk~82i^Bhb`4;
z;gB*U=-u1gSwodawUB=8bH!LNV)O498VuKWnbea!VS^7^1`;t3M<gvV0`^u<qr~}o
zN@dfa6*dRA=%0c52GsoNz=?x}nyJ*b*X#$3%=eNdWyj;qCJVdxI@Rg|vq7;}I8`#s
ze&+U?prqL6@rq(3aX545ttj}BXOPPIFSkc&?H^x{re!6f#ejCa!4-2?V%2FsN32K6
zvO|<~X<7GJ;bNMoXx-HA5g1w<?f0`{sP15k3ztaWgG`!1s~C*ZfW6Dc(mBm;8X}9E
z*b}e!g{o>1O70{8|7;+rO5elnW`TeM$z0ydr{MOCLR$qw0_IbYm5-`;T3{Pkwje!+
zCyKzk#`hj}8JLWY2=GR_5TUP>59&EQSOrLDvo^uZFU1qHuYt`&UOa!+p|u`|vNQKj
z-(NII--sC49N26;^(4=8=nUppM@YIj#;i2UZ~A@fQp%-?1M)}0c(Fuve}@=`ulskZ
zkl}+rBH7BPX6or66f<l}%$7;1%QPo+O@V(`d#yFCE#XD~aY~IfP&ypGmA&f)#Caoq
z&o+nhjmq4!l5%%g$VRE3SY29%Iug3in-sM@QZl1HaJN6Yc?p&dL<TDcF5<t}@fb{K
z-Ch+RHc?N}{}CG+DtmP$0$h->H2{J#8}Og7tw`maVjpq%JNU}0<(*gC`HFr6gL9(`
zT?J?YF6zi#ag}`Tmc-w4dEA>F+n<-sJnWo?%#Iq9$Q84T844cuk?A=_jf${8y4z<A
z$3=_pMU1}9CMWOZ{>o}E^0)DNlZFDXRH6r$Mvm<Y)fj+gEhL3SZSU+yXxAgTr;h5~
zU5;pN+Ijc3?$p!tGYn3q_WDzByRd!$u8n;UKjy38MRJ^y^DeTs@>9xoQ!J}4K_K-a
zYmN&6uR=5XDC3|HMgMYDI(J;?)lpD%C+ix%{$pqN%G9e5;B?a{nj9+ogkXzr&Cin3
z&sme&m^~hTxNuRwZ%mCThil((jm_$?*;v;_c75PUJV|TN>Ay2maZD)0`rO~<<sTm~
z?miBsnJH?K0<ep${xN)_Y{5P?!fPfa+YEdNlHCMkKY&~P6F`E4tpbq+0EzsKQF>tf
z7BT`}139w804||)r5_9k=?rlx94W>&eRBCwaMH@}mJLsr>d}HY*x;&;LGvm%D&L}f
zp^x8Yx#c5^KV80`4g6Um@HfL=LzZ~A7^xN2CNl4_z1p<IUp(+FN2X`&Im%QFg~zeq
zaWa{5HRIsboi5{m12Q2m2zUB$*lV#RHm628(E#fqFU{3<Lg8d0+^bqy-sp+T0)((U
zf`ijrn;jP-L<*XjXeC%Xk#AaL-%ss9N$$p)FGmPZrSReTCFAqBE}358ImalEu9Vwk
zhbdzK{Tor<_sw=f66Kw%pcucDCK)jNZ12D-C-~LD5HKN*92wThtwEC$m!;G(KW|NB
zO_ii0T55J)Gc!(ky(=2}mGsB4k7Gt(T7Rk1n*Y}UA~)=h6@&n?62I`4`di>*D1Sfk
zWG#`w2!V~(0zWAe*l45a@po`yRZ1DNHDLIRitUR_H6_kV$_9AOhk$rf3a%h3WYAzK
zp)_-8Lj9Onvnn0^?Lv64)jjePto~Ii*KVB4e3o*uG4Ag3MKIE^JMGdIFb6c@9Syk`
z{=zzAlHPVFQn!9IZ7R6-Q;Bff<KPN`5|@kY**9fIwNgQIohB}>OVDV)DKCs-t8EY&
z$N2nQEGN$dn+$22^aDat+$J?{m6<@};7OoLc36F>u-{Qt?b!DdXAH0nHc1$UcYTyx
zn-$@A*m=dV_!+`uorljV-~i3=8-m3UM)^5|55XqH)@EC}v?6d8eW99DMH8pDei!_!
zYNk{K{Fxj#o#Z^}(4RZAu8n^iuwncM6!QV})lxN^lSO^d=KGUb8lIKTYFnP@u!rI4
zIs*3Cy<Hy)W_w#RIa>?UtA(~{ohx#FTNfEwJ7dTX=0eE@#599ag@f1yd^2goBU$*p
zP>zFm+k3-Mi{$cDQ@hf4wIxHp?#m~X`|Jn~kjmc^zJ!s_z@G4C?tMI3)>n|=nt9G&
z>0&0;2gtlZD-4$oB|j7-isF0&{c?cZbYcp%8(>L4vV_<;%_Abqe0Cb7E?48)<wgOi
zLj<M<vHTK#sf+`VDI<-QNeb58R<@EJ+EY0k>?8*_k)Cb{IR~c!Wbr92Uz*~j4)>l!
zHcn*jYR?4Rij3Y`PAe-%I_+%bn=1LtPj{$w0h2}Ut0H3Te#1_!X8pvsf|^JL!}!B$
zXtPjZr;216OS-oadB)NaoM5Fv@cTLQ-LaY=Oe)cuB>jVi^7ah{dP<yY38j|u+w&nL
z!E0_l&45n~_IvQcopnav>a6WwoCu6wHqA_PZ9f8e<$B}a95uNury7@>>JvS+yN<73
zkTn>5Xljlc=p^^Zl%l{z!aifu@bQY(E=#d`p-uny+;j5*_vb@|EHm@-BGc8n)VDRO
zaHliHF`!TLwc~U!hjJs2;u#fwhv%b~udA&UWyJ=^L3RV+bHNmUgQoa~J#H{0QOkT0
zdlWV64gb61CiAF6D>c+_<G!rRGIo3U&AhUM-PSwY=@!oX6Hb}1!81fMGJGga*n3yk
z4<2lq6(Slex(J0(w}5ygOx$9-taeLedaKAEtGey`Ev?iOxAd{>rXVN9Wb2n&SK@<w
zGHGMi8Q8K-ZC%2<5a8^Bq$%=ra6+kRra&CwW|w;~iS2<^EgWHaWnmFG)3m+tC}6kk
z^)yx50}vNj6MYQYrM@OF(zyk*6;>BQ0HAzKEZXl?!;{>Z)|^Us=T5`7bFgQqpO+2y
zzh*^;FQ3B^m$6s88VlwpVx2!L3F`p^!TA`PfSWa01jSbFQCvAOZR9p)&yFA7YBhk+
zyPuY2Q8jQpGR0K(BD-Q+D2oeqFfC1<iTUf_tFZMz$Uyk`eiESS;J>2ig#e6n;ownG
zh}5Lf#1iGzcM&o+0*VXn>Yp)B^9otj<sLO!BAWK!XYD+wOqTMn=hy-993gV3h1?Q#
zgfQ8fd4UH;4@5F@ipiFGDC0$!x3*|p<BR1DtHUKlt7wp@_8Gz;Zb5<SXMh5A?sKvC
z{idNnlpTlQ`VxTh^e@~F*ovZ#2dzKMp99=~x?*d#d)A0ei{ZGRy#Ord)Y;*J14gJ8
z4vRh)Tb!fS{38?Gh_lI-rY^^1@-TEzasWf5WXrLiT06(?5s00_%Hp#})8N(!R4V=_
zp)+|m+01y1@CS(Sf<3%mw8{!w0h1|tAdG}1F4N_ksgw^LOqMP-JwtKbhT6eF)1krv
zlc@ENC-1DakglX^iieCX)Id8ti|UnqzH-1s73r2gmv{t)SdOs1Sq5z7cw5dnSPuKi
z{TJk|HiU~FS|-jZ=#y`GN#975`QdSkyM@A<ztTlTO@KF62`rUYH)QUaAXgYpt|Nc8
zn)V$RC1!*sb8%U;gb-MoPLO+9cFA93|EhJ_a&i02H@0lHd_9;n)^v^=6tzqpG+}#O
zRU245`d96fmY^uY2;^*iL?vjIOR96&)EjMl-W(NKu&>^N<c+S7F0|nXH?{-hJRSFw
ztEd5?5flD*yPayCk%y~{V>t(gyYl_euaQrzQ!=@2?&*X2Q;Bmj8=#y<iJE2k8%#T4
z<x3q!wU17AbiKp8ZW#64#j94jO+_Tg<K_p*C;i3-JZnSbb8>eK2xhj&9;s-}gxu0%
zAIYmpw6QF1EAPf>msXqHMT`>uyt@p#iK<?}EKMr>)i@Hyx%p-K03}UOt16ZaB^xPm
zg-hE87wi7JwRD?(xN^E1%Z--`rlk%Y1UXahfjqZiEuNubV>N^NQsNQi0!KQs=nF!T
z+;=L%c;2-+gz%q{b^iU`Se9mGKP)+VKHqDdE#Os+9_szFiEH&xDRY(*b-qqn3R}&T
zO_Edxi*e85kXrboh99A*m=i6eDrxOG509-?fO&xUxCorrNcrb6v0bX_gbdqZWY5n7
zY?JcE`2nY3>-lE*%kQv1XMA;mHd+@>eJa^dRG3zoxUg4Q);AO<e4*nm`1y7S=$Un0
zjKE?6lS<{)^bQe`6l<y}D^c73D_}Md+-MVcLMJ!oMSxG_s2`s_;l(fN2#;7{ejo#E
zojZ}uBgk0JG`YgD6J9dfX^{8zjK!uCNw!a6wM}udn8nQA!bK;;d2>NZh~Ly{bK+~2
zmbL_m6{#C-;0kJSQo#UV4xm{ZW5sVjjs51)pV+1eermz;9<Qq8N$1N7<`pca4=p++
z^is^E1JZ|r4SkkX4@x-rh;*u`{wduCh0+Cz%RFZUZgJqVT>8#ShFsjNW#HH4sd!vo
z!k%lE$x^DsAA`%43Z00P5bpLX(epGo^#oPCAoaCrsyxKTs|-ky%?lyrw8Qgu$8&(3
z+x)^EM@TlaHqg_Hh3M0<8i(cFh|7lA3c>xW(Fc9+gjgaTw-}rMbXVuY2oCZU`ma{c
zwjUF;+MDW&m@g|ok%bdGr}cl$yrRwl&QBn(q3y=!60NTS8!KxUJeB2<9phPSjpo}b
zRHLZ3!{pNRwGzYffy>uQimLXu7Nq-i9G!_N6iz3^l+MV=)wO727n`Zx5#eKEkuUF+
zyMW<JsN5qnF*7q`ekN$wI*$r~HbvTIR>)*fGO7|N_w_v5sP%QB-`m5{3fEVdFUjUu
zttq0O-7aNXzCJu#q>{XqUi6`6%@{GzdOtK|MN*i>*>w{iDO-;Z>~hIY35Yd>d~^GG
z^8-Vb)p61R3gU8$6D;IWp~NFaHqK8%_iaHQ0m#^>K-4V1wtl%&&a2|;vK1o6fOdb0
zs0cq3f%G12TP}=x;j~qhC2+06_?A;L(&8?n_{k3e=A<`n+pRw^7mCXb46I6@@^zQD
ziNA_|bhns-E+nJVIh_p&1>}w3-v7;5v8Ha#K5Ep_bRG%(9)6T;v%hJRF5{V}@OS+-
z4^LxM*UhbOwv?~>A$d;2g+!?4?#8i;vR(zqCQvx=wG5Hjj%S>Vm-DfnZHn}jxyWAW
ztLhxQ#0+2D4K=h3dZ0vMjqR5ZK4tkgTL80eQ{KU5PaP}_xwl2URB6HM05ZVzJcrov
zzeJ7h+_^VZi1K$>;##LMYIHWqAv^gS$ly<2X&$k<*HuXdp?{edQ5bUTbD<I~8v_#g
zkfwb2@R0+?+x3l-+sg!x%03hsKcG=(p`|#}_5Y;TfLt5?OI>ykkA4PN1f{5?#1NER
zM*jY(S#Hy24Ok=Vr-{gZ*+oZ?#f1P>qyZz2esnrIon<bo%faR0=z{pPpG&XfDa>MU
zC(j+!q~4qtc1SZW4pD}eV&5p^Sah-67sgR?dEFEQ5;kv7TnxYbFTLm3yB{}4Z>AJq
zGwX5i#mVF`Z6>-I8gBcNBF(4gAE(LPLvUP|ba{h2Y8vd2cRtCuxZAum7NndEi3ZQ`
zg*m%7?J#95y-W&ejT`&l1nT?Po-Yj1sCcclIZ#fi_DLQnT<FZiB)QO+;c!@O2BbSm
z9aX#is!>_2)!94BKK2a@X{l|x_{7>?hGG+I3PN0%UjX~Maz9(k+1=%}yW?^Gv@k+r
zu-q<s7-UZFQaVi!tDaik%a#|&+?VI)LPWky;>v3djaQi13>A9g@1%e(Q+jAvHnKt9
zmV9NvtK0UjK;iZH9zQi%Qb?aDEjCnvTN$=Dq%7|>Ari3z+hYGa-RXhlI7hev$3<!P
zT6d6}IPvpq$&AO7{Mm}{8nKdY7O~>{FNzfv>ety_PMySEs>8qUjrwaGHyWgE;#rKD
z?bxHNe%f1_l5IU0cnn4l-)(c9n8W=Yqv8!?hY#y7$EjvxrMBfH*O%PoxbjAdS3TN`
z!@oV#;4j{5oE$JK*GR_67$fElHS3Hmc{0nqii-^4=H{h|$-?ZFMWertr|KDxAh!K5
zTqgPSqhBV~x}B!f?l!b`l~XG;l9P=cZ8V?xvWsm?j<LoLqshC6wDom~`bFLNLtvR0
zW)eyNH?8Y|B^;<XIST1o;<K`*p|8x&%q)M@uuN5S{*i{OxcS_CH;*9Vot!Cgm%*Rq
zsQ2UZ$GvCLZKt#8r-L_7MD8fyCfpzQ&NfE*R~Ti_EZ)rzZTdBLGtN(Pe@&9m<3t%N
z5^-B~7+$<qzw{{$&*YYO=QFhh=e(5}CvfFO!y!<7r9|tmH^NfytJ9vq!5b&-ncWfv
zhw_46z1iB4?t|asRa#;w2{>40+9ahcsTz;V_Gqu$d#ukaz?-)@(-pfvF97J*afST@
zjs@Dk^iXxPfj8!`RsTbHA1n79qwekVyM5SSeiw3BE{{_|OKZ}Ga_($;MSbQQf^}{E
z`}glVmpR@#|I0O8FH1gOrjxu;&q|o&%bdioQa_AcFs9UXN9q+tpCg*t6B)jphLQud
z?;*WD)$=nDZip*!+ZK$o$vT(H<v4s8_<QeF%1-?7ryXKWy58-#fd%IR;R|1f?Ej?`
z{+C<$E5h_p@X2nXkHC%Jz1k=14u>1mYL+E3BCg%Pc>snsnsR7<zz{UFlxXZbD=(n9
ze{`C?0wJie#E=A^nh-``LhhDP?QunQq?)#`yYJWVe-spUt#qf*dpj4WyEfJugD9pm
z`exn(7Jj`>6ys2ijhmy>d*JRk#Mrj2AJ<+KS8&x2RZ(4C_%sBCLgC!JynbKMbJ<9)
zUUEn%M4|ZKu*Yg8NjBytd$G$WPi;H9Ok|#1%{o5&yZ2?$%)0J*kD%;f_KlU&HvOpw
z>8;0>VmQ|1c=8*&q;+aN{=e$ZJRa)(-{Y1R5!H`U(a|}bv^d#@NHJ2hk+NkiOW6ja
zkQ&RNb6QEA7RF?W5XMr-QV5|kW2|F0m5gQVjAhpQ{&Mc`@jKl=?!CW1?&ERiA2ZcV
z=KKA8-rMK>e!hZ9Ukjw@91ZsTA%R7|i===UH;jG6yW;+R4(<Lji-o$9mGX}pe8DHj
z+LEHB>B1NxLh!8u20oQWW=Gz(`eqooTWwDy`U2TZn^o!PR=7*ZPQkyhAsyRY8a*+k
zIPTI*4Iy$Gu#eC8pBK;6l+wZN-WB3=i@WQ{NDSvGyLj3*Wbfvf`!#>fah`III<=eI
z7mbWBB8weqdhqe{^CKRzVR1O~6S=<UnwbV30=5-exk#X;NhsW>L;gG%c#<Q?ZHrbK
z(|mP=Eh;3o;gjwQKkNfqMdNhcv%r+ctqx8U`ws=;Ck;=YeKp3PUA^DO3MZ#Gziu`$
z{Z6m~Q&lN3+Df6e=IXyJ#;^1IVS?GxeD|Pr5wl%u+hi6U4XqJ*XtyJ-g7<qjHEw0_
zZ@AI7%nj!3P*WBPlk!`{rt)PAN6Q(Z`S^NAe^tHtzwKXeBExVz9s+`RHbDNj3V#6&
z7#cb@fEIl1GuW_`wL9Al9TKlor=yS%F-&=hF4tp;r?N)7Lk0868vrHV=#<=_O5Aj!
zf0MPxw23;0GDYO?F|1SDye*O%@}pH;vK9cmXMbIXclV|PI4nWaFskmSAY<Zw@8$xJ
z77d@CVyUh7zo;|bpgl0;A$F=V@zQ-FCw_*9Ud+NcMO_va@^|<3AD3<}vuWPBE;Dn&
zFmwEJg2tqCmiL%e-I}{>$wbcIXK+6h7ocy|2c#{AeoakIHfTvVZ69gN0!*)p2|?Yk
zv$NCctzD510N0+Zl9KOW4Cbnox7uG$b2L9|l^lgHGk1}opDn2FyvTk>*y9N$;;B2r
z!!Fv+_7O*b>>VICD&cf%>++N<xZ&_0zqEMW<t?4zuQWtbOm?fNwC{*Ml#C3|ua=TO
z0}wXNpgAwy*~TL$O-<2R(m#2IH{n(ulX9Qu2+|jhC_&7XpP4{d8A^#uenCYkyE6ig
zIJQ3h&lT}X_P_W|?Wp?WA}P;zScs;u7Q!$7HHG|_+4!3cS$+ZY$?C5~T|7tt4_|t0
zABAe@^3(NKA;4dLDt2(GnuoktI__Nl)1_n6<)=<im|lJsmWMPxFFo`-kp9}G$N$C0
zCX4ij`#yT~C}m{CGfMt|+4GOX{<cNX?-xEU9<2JqVD^uf1X{LELEsL&!}g!4FhhYp
zWo&HW?_Xfh#^-Ue(H#>19O?e?oqq)`e^eI(aNM&o>F~Dc9;ul6fsqGpM%I~$YmhKf
zKX9eqKkwRKBhi1Gk6wCl;2?CbEMKqx-L=o0U49oFWJ5o~^7DWHKGoQ8po?ghNaq^0
zpAX7zZfP0t)h3}=oc?cN6IGKdJ|ZB5GOL?ww<JG)EK^fkn+a4`_IO}L7KNyVQr>^o
z+WIA+MeQao-B`U&%0IA*2BMX^iF-_VWdc4YeB9Z(9y-5F@oaOZpCa^WIlR5v1_R?P
ztY8isK5pBw`2CUTX^w4%07V!6g2%Myv=vqGyjkPDc1=x9BS5@OGbSV>d5m(*y`R@S
z01@NiS~;u*02@dXE?c&2K`hV9hzOC|4>v2e{R<g`Hb{ZCsRHL3@!Gxm{a3!c7v{kX
zeJgY#X*honGdz0KdR{B>m>9XZl|~zxp`zPCR3RNCZT1{E(22v!X}CWCShUnwcTx0n
zkDJvs>1qwl07A~z>bsWG6v}TGe}?cl*!=kltT%C8=GhdZjF&GzvZv43+mpUl-(o^*
zSfL1dGPj^W<H^&fo<N@*X-SVR#6t5^SBYOb%f(~rTMfHbtGqIAMeO3A^WW~N*iN`G
z>Oa7>6zxsTlZ=d;&%}bHGHu;+bKdt|=%%5j6w&4)U$^p?7p`_*q8a`UOaz>s8_dE#
zCK9va;^OoJ)kt3S@?Q4WR+;pc41^U;o0}e}516Wv<&*?|9RnbIdd}N%9gIBr4^h8Y
z6nhI*^mz&sA=)<r#$RU0=jOH<+gK2W)+D?SR%sxUTLJF|msxQk@5;bQ=BBxYv1?S_
z`Jp?z67rO*U^e~~<eluHlxR{N$O(VMon8pE{|V2%%wtyYF)2I+JogogC&^ckoe8Qj
zE?2|Nje0m7za1Ib3b+7&1aEML4J^`;<a^4_*G^v&NqOJ7K*5Ig<0dOtJ7CKf)0mTA
zt8+R!tY`KPyjax;H)*1jH`na|4U>{{3OfED1NyEH+VrFFd~O&^<yi=P&z$M$X(J9I
z1%$B&a_`s7oE)j+^e=Cqdl>T@8S}A6YOBU=bLs7nH|5tl(#u04!=vPNajkHV7$=V(
z_br>Mm5aI$i%Vxa&!D9*WZr=p&<cptbKc(j(mzF$2d_gOmOUc?hOef!Yk5k*SXZ0Q
z8|dP#t%(Nd;Oq%IMh~L*GC!)78=c6XO{ehzcdVwke{rnXf7pz9&C@dzGuRNHz*Dj!
z`NEKYu}<Lls7@$XyMJKtvRa~GzQ-?`)#qAU^UjsbL-QA0YJbu1e+_WpcAzyoD1^+O
zy+P&Ny(`|1wA9ssaidyVTGniij~Lq61vA+}s0+W4iOE~iKY#wLAGli2Sg0YA0@>jK
z6=5?gE7zzauC8gUozd^z9YH!G9U+V3ykjMF@+v_4xN>W5B5%|!eEeib=ez6q0pqtM
z<!Ilh-cFQv>+rkjeA+~agc}|J&4&;KhMYV~_(o*pTIK?XHi^*ce6OU@?}H;O3E<-S
zgZQ`*NgiyDi7)4GCerw66#!8Xi|o>-IfwSYc=5tIng`on=LNPhQqw40)rGc2bFY$8
zw#@O4TPISroSmITdY|M0)tq-SXnwp6uH!E1HKED9Dk??IuPLQ%MLky}(rX#y=6$R^
z*XWB4fg-)}c`mf8m^-bltx^*bTa{Nj8^`Ok*~&J>ERH4u9K5jCg1wh3Ah<l$RfUwZ
zedrpm98lf&o(rF@{_TjG|Iir>r}6obXIbV)<4Z;L-BE`V*(#x~U$1mj)A@5+&{$n<
zE1MSTy?LP>bckl@0v_EeuTG|>qXLgU;wVi$G!q%{a~(HK^TG%jcM2j(3IC$1=F$Kr
zsW6kmwqTr^1I$1=^wZih%LuPBR8&QSRGC)9FGC=;;+FkfOt4kkH>vP+;bJfzn84Yr
zqahN4*n4XoO8uKO+wH3x7am?W+05ukR6bL7x!<UE=X)}y&X_R-7}!Uc^0<H?W<|BI
zd%_;_<M{Y78@!Ap)ZnWkZHjwhb%U<nb5l>^>B2U(YT7w7(8JYM?^cY>1IjMuq1S?-
zzRJ6(*VR&--#ZanH(W#jv5Vrv-4+IT*o4{Wg_u1#7h}JLm~3284CXvre~!C2vt_Fs
zXz6|MYI?7lIH>Y&G6H~N7HBP5I=O}lj3C>Z7~{Myi!O#iA)c_Ecvj(8ZOf1W2IGD;
z{tAMOVTd~sMpw@Cjx9{}(+m%q+pp4hVQ8f-j;c-IK{w-@Onig|ZhK_xUVp~wEW$oE
zfZtb^9&{RmnSi{|-v}q;6nA%3;PFgROi%G;a3R)gxE&X=L7qX}`cbpHf+D4foYn_)
zddmYHWckHh0b9k;&~SJVEhrf@SjVm7E@<=x&zK<Y2{)3F4$Lgqn}utvi3N2C6G(2q
zm!q}FC|Dk=HdpCqJI-v=R@}!y%(-iH4isMy5<V%D;<}0p8#0?WDR8?t1<FV-lai7u
z)yzve$q`z{Ns{3}YI5#X{PkCjAO&f8&CM!F9uOcl!o-A&w}9PV;d;eF8iFw=XOQVG
z9Zn;XPg1NV(?he*uBd%|sh;#o_3%vua1?h~-MdReX-HH+HM$11F49beW2MOHil|r>
zEF+|Th15v9kvi%h7l0VWTmTx%DW&zR1r0g-Jv}{1Q;U`BLLDi3s<MG(xB8-T);`N~
z=j^)0egn%7aa5&NGehK{6fzzHX0Q;)@>FWf2XH)drk1?D3~Gra3#SDt=!uYIyil8v
zjSa#cF5bEJCC#41d9D6d)-mDj9kHVyFu7&4Qn8EbA>c3X>j!>%daY=6Ragnz+icKe
z{dix{L|ZhT+pizECcu~-Z9{D)Gc@xJO+51mC1QdSP>8Uww7j&@-e8jZQdhv83HbJ5
zjZ&kK;Ka$3(_UJZ!5N{61Za}@B}#7+`mQfgl1`sG)zXcv@LqYGGP>VSZFV?4@r~Ii
z<+o<H#E|`s4w6bR`eKU@{QmJFt@IPZ0)G<W-F%9&_L^VQm_O!0l_2qeBIdg>ruI*x
zbs86yEr=2{Mo0rm5=$#JYO!{a5xWfao%{$f*Z5y&Zm<xRP14)n6=Me^5zm=rmYG4i
zUb#}%H-Y<sYpp3fVxF56=d8|>-IQjU=;K{6{aK0p?)4gJYt;+0#-*y<I`Z0VQw-@s
zI`td~D+OR8B*f(NuYzI>-h1Un^4bk6ZZ48l(Z-Y-5BfcEmhmg~nJpL9kBz^ZX$YHD
zdq%G(|ET~->886Il}Mwa(z`V=m2pWKPF-Row!yuUk`l@)LyDo9^an*%aSigMnk>Wk
zAsKWc+Swr<uX7tAMbQ__GToqFqfVA#S8xYZXqHzx9udwugNobgQYELl;0zz1o5VE_
zXbM^Do>u8$9B8@wRtZ$wD3a1gRfj9mH%*~r`y<mL^d}Ya_vbq4aZHQ$E9h8-sP5Xi
zGxbwHi^HT-zg%!F^F$Fpa~IXa%~JTuyG7hO@|<Xck&8ZF$`<n=FHm_I)!(%l<!T&;
z6YFS+4xQbB*(003_DP1flVW(%^%u>eKY!*rmW^a)kpdnmza3T2j9(qj{?eUv_y*z!
zoPmlt0<u5ZTcX(^to*O*tr@HT%oy^D4fytj-g(e9%5w(iKH_Y^D`yMs<x(R}LQ3V^
zhD5VMz0aZEmhEAk8l3EORycNF{*|~(oIxa`N<^fd?2BSfZUrv5ZA!l@DYC?GkX?oi
zb0BoBfwiiTJ>iuWYY(0tTA#b&DEjy9=3bQ+Ne<<~C554>C)V7(b7u|M_deJa9+sDL
zRL+}GUvv^Ohg@$)FN(OEjfDHUxsJyEa*Dwt$7F<tQZ(DGhyBi-zn%)Aw<x&E08sF<
zDM}MBn=o6YxUWs-k(zZ6+Lvr7njd_hU}LFpM&B`3qV?v9CxQwAr(#u|Rkm%aU@=kf
z3L%8aKH&e6zt8TC#%B>VR4^r$Fv4JzMHZL`sj@aig7xmOEh<Xb^YjvJL=*MZr;J4t
znp>Z@Zl=Wf?qZyTUs?y2cSS~9*KGJQ4Wg%QNUoajW{<Noh$dC$Q)M2Pe7mcp-5oj&
z{@E6z*p}`_%&as~V@A=^u_^ro6+hSbbAAmb&v&BaDlNo%AWqn5fBW9O76{I;mN_e{
z;xoFu&Z{u)#S=DqhAzZ9M%&zK=f-McDhLCIzu*xqKcq}wHd!U{nM^Jae;V70lP2%)
z6sLoVmRxFDmB28DtbNw<U>-RrrX<X<97~vRHq~W4X2l)wA9}E{RZaFJ9B5pn#H#Ih
zuPcdmH6{mMLK&6eSg&b@d<ddR^Qtp%Ye<yULENhvx$Dfe=a68Pb`o-dG}dO6bOZST
z9>yw;OG~{kj-@Lz3<Am^#<weCl;xPGpQgPj$-Taoi&AEYuuMazr7`p{VNsHhhq=$&
zvHe+_rQd<ppo7^~Vy5`$+h|Q`UVUJ8CL8|RxXnZ)g^vPT-HR9StTKloNFXJ>Bz(e{
z4UxSbLI`CC+0mR!v=B$#GQvddA2T-2%_bC1oQ-KKcenasEx*XlL*Xu=w@)V=>Ws^t
zfq@Kb<~gEJbp^M+V*MGh?b59oru)jkQHXSIY`s3)bS(ScYD7VYBykWV2J`NIh@Du$
z_$A`gWVnEkd{NOmw7)jW$|!nIpUd5gy<ibY`#h`Z_YtrXYZ0r6j}3dd$oCRSQ`~;>
z{DnzDaV(XXHjce3Xp_?m);`i-cUetSnp`7NZ6A!n!_D6%z1jQY*G%-%up(rm>lMLJ
zE@!3x$0dOu3mA@wxt}SzGVs}TVjhxQ+<45xhd&==!|EmR_gUv{Z*)LTHuo&O@BN$e
zxZzaSXdZ6@e=Z5}HdbF|5av|UTPTZ!Ss?%fA))R&kf1=a#R9i=L{n2U>b~rzO(US>
z*A8hbw4%d5S%F?UgwIQr!@fHUQ)z4v<J-CoCENmqieCQ~6X9W`b0Y#y4B$scGbjK$
zre<h?2;tn$ojZp!vvPFC{N8cK-^RhBEcG8wE-uzarlioEPOAU64|j~_HHRk|bky(^
zQ433h6G#tTWth2xoTUXE!PXu;NU)U-JhdZ@UEqzJlcX7GQZHwMKIt&TAxL5@BPW*y
z3F$D1P<mGr;QQ+b-S&)eL+S`!HsI_LSYz2DgSZ!l?nIu~_LT)?CmSPS^y3E)8b|vT
zfXk08<GXk7z7`>RczCd<>s45g09YZe2;6MiPr5h_Tn|LI{_PHd9#A1!Vx$49ky##d
z9+v^QGR#ViC^#>*^WZZMP!9~s#|Mp<Bn)mobj|n1phkEHh(Os2wwb3HzjCdL8+^y2
z*;(4zWg)_3+o;Gvx^2W3q{|_1-=n=3tgO;%?#XKH{peq+fs=k8jD$gsBeEBQpM#|4
zFkGD`NSRsL*pO2oc3TjUXmTA1>XJr~Em-H(k#`tLsX(Y|_AQ;);D<)d6zC;g2hOBj
z{!yktxpXLb6?G9R3f9c$aY^GKFPAw`AA><A$X>z7>(Fmh1X9oi-DB{>3)A=Rx>Z*R
zHUO9J-P}Z3+rT&k^$VIYS%EintQ3rzE{EbraG9E#qLG?FbVUO<`u)?R0Dv57b+|>4
zZW0DMH^u7&yyiR1OthmaEl?Z{5JG^OGqz<0mSED@U+WZ-LXuKWu>s_J5AVw#aHg#2
zedTg1r-F~mx)S22C*b;-3a6U~O!PVAyHZ|@q$^7DEf^gcX6EK?g_v{O^n!~`1lzy_
z<R|o7fU01jPdED={Qm9-m)EW4BlQV@7#7U24UF9~jqpQ_KQs65*pY&G^mRWS>KL-d
z;c$<lPn<ptEKJKR4nA#A1M;)(+2s$ptAgw)8gNHlDDp_wogFrKd&3SAONV+hL!SQZ
z_U*aEgN+-g09X#ouh!Cl|G6X1CZ<Kkn9XM9K8cA5tnExTn&>Ob?j9W-Rg7-W9qvpw
zO}q*?O4v1U_JO>iFR*-O8z!ouprAmpT~fCVxOk-QKO|)L>pV?N%w4Cq@IFq{Q+yw2
za>s6FzDY}CkP@KBUx<&WXbTCwaTAG$jcIizAF5Su?*yP8dMPzm0JWk<Shj~al&#Ox
z%tEeTFF};?SYzGuB(^0Q)h6>h+y#AKr>Lba=4UYBik$d2BMGf1Y|J>&_tflewRn#9
z{St;$#L^RRBP2om8fisq%W(t;$diM+ULf+C&gq-i@MwN<brFl~zdFZSWc?U4gBi&!
zqKDccd%3F+QwXF#Oj$FS0@JK>xmM9X={B(Gh&zSMJcWRA^Q^upiQ_L0vdAc^JCqH^
zrs?o8VfXu?>nTSnI22wWkGyR#mAd@&|3zW<M=Or}>i>Ru^M6`lmGR-Dw;pJflv>PO
Px>zR+Pan-OaE$m5A%uj1

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_classification.json b/modelling/data/abingdon-all/seasonal/cuckoo_classification.json
new file mode 100644
index 0000000..ccdbe9a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Cuckoo",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "narrow_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "narrow",
+    "window_shape": "sharp",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "narrow_season",
+      "sharp_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.365,
+    "season_end_month": 6.195,
+    "forcing_peak_month": 5.49,
+    "season_width_months": 1.83,
+    "season_midpoint_month": 5.28,
+    "season_start_label": "April",
+    "season_end_label": "June",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.656,
+    "DECAY": 1.726,
+    "OOS_DECAY": 4.778,
+    "POST_PEAK_DECAY": 3.406,
+    "POST_PEAK_SHARPNESS": 6.168,
+    "SEASON_START": 4.365,
+    "SEASON_END": 6.195,
+    "SHARPNESS": 9.266,
+    "FORCING_PEAK": 5.49
+  },
+  "fit": {
+    "score": 0.007
+  },
+  "warnings": [],
+  "summary": "Cuckoo is classified as narrow spring seasonal presence. The fitted seasonal window runs from about April to June, with a spring peak around May. The season is narrow, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_consensus.json b/modelling/data/abingdon-all/seasonal/cuckoo_consensus.json
new file mode 100644
index 0000000..61c30df
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.656",
+  "DECAY": "1.726",
+  "OOS_DECAY": "4.778",
+  "POST_PEAK_DECAY": "3.406",
+  "POST_PEAK_SHARPNESS": "6.168",
+  "SEASON_START": "4.365",
+  "SEASON_END": "6.195",
+  "SHARPNESS": "9.266",
+  "FORCING_PEAK": "5.49",
+  "SCORE": "0.007",
+  "SPECIES": "Cuckoo"
+}
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_observed.csv b/modelling/data/abingdon-all/seasonal/cuckoo_observed.csv
new file mode 100644
index 0000000..0fbdf67
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,2
+5,8
+6,4
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_parameters.csv b/modelling/data/abingdon-all/seasonal/cuckoo_parameters.csv
new file mode 100644
index 0000000..7ad6e87
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 10:58:27,cuckoo_observed.csv,1.585,0.619,2.069,7.342,7.163,4.31,6.85,2.19,4.42,0.04363980455272458516761693750,
+2026-05-21 10:58:27,cuckoo_observed.csv,1.622,2.133,1.04,6.894,9.568,4.47,5.05,3.417,4.66,0.06084315661176962565335716032,
+2026-05-21 10:58:27,cuckoo_observed.csv,1.405,1.331,3.763,2.403,6.313,3.27,5.71,13.686,4.71,0.1155572234361771144482400112,
+2026-05-21 10:58:28,cuckoo_observed.csv,3.505,1.58,7.203,3.658,3.712,4.12,6.69,12.227,6.03,0.007614663615826230535339750775,
+2026-05-21 10:58:28,cuckoo_observed.csv,4.893,2.9,6.692,7.626,3.315,4.07,6.55,4.461,4.7,0.01792238174241382970608321208,
+2026-05-21 10:58:28,cuckoo_observed.csv,1.435,2.997,5.03,3.381,8.002,3.5,5.88,10.399,5.46,0.06440912897310411383521905554,
+2026-05-21 10:58:28,cuckoo_observed.csv,3.795,1.611,5.409,2.913,3.277,4.17,5.17,7.063,4.24,0.1084631267893883477726466157,
+2026-05-21 10:58:29,cuckoo_observed.csv,1.421,1.294,2.529,7.47,3.847,3.19,5.7,13.467,3.76,0.1764621565340262254419055464,
+2026-05-21 10:58:29,cuckoo_observed.csv,2.752,0.892,2.216,0.167,7.977,3.14,5.71,6.142,4.65,0.06029344710348522204417839280,
+2026-05-21 10:58:29,cuckoo_observed.csv,2.762,1.442,1.321,1.336,3.526,4.15,6.78,11.816,4.99,0.02707697059362055255883491942,
+2026-05-21 10:58:30,cuckoo_observed.csv,1.72,1.357,6.193,3.077,1.67,3.23,5.74,4.287,5.17,0.1214120616751575014720770484,
+2026-05-21 10:58:30,cuckoo_observed.csv,4.7,1.058,1.072,0.855,7.403,3.0,5.73,3.774,5.72,0.05272383997462937006160517682,
+2026-05-21 10:58:30,cuckoo_observed.csv,2.731,1.383,3.953,6.965,7.679,4.79,6.55,7.849,6.15,0.06272668712093068334401189924,
+2026-05-21 10:58:30,cuckoo_observed.csv,3.552,0.7,4.514,7.658,6.417,4.82,5.02,3.893,4.91,0.05346322916755396600720019547,
+2026-05-21 10:58:31,cuckoo_observed.csv,2.082,0.631,1.484,4.665,7.388,3.02,6.67,2.851,4.82,0.05187270361946064227620525718,
+2026-05-21 10:58:31,cuckoo_observed.csv,3.309,1.375,1.824,7.092,4.03,4.19,5.31,3.157,4.94,0.07794872547924434150545583774,
+2026-05-21 10:58:31,cuckoo_observed.csv,4.621,1.304,6.348,7.837,5.576,4.37,5.6,2.705,5.35,0.01983909672709067988085650988,
+2026-05-21 10:58:31,cuckoo_observed.csv,2.956,2.458,1.321,5.82,9.275,4.05,6.64,3.22,5.48,0.02582291340413134344144387791,
+2026-05-21 10:58:32,cuckoo_observed.csv,3.709,2.844,6.885,0.238,1.256,4.0,5.86,12.24,4.75,0.04899098699554475182703780652,
+2026-05-21 10:58:32,cuckoo_observed.csv,4.361,2.046,6.062,1.677,4.911,3.82,5.7,4.389,3.98,0.1140070944407177229402903383,
+2026-05-21 10:58:32,cuckoo_observed.csv,1.084,1.629,6.915,2.062,1.217,4.39,6.79,5.13,5.97,0.007655053209605231555932554108,
+2026-05-21 10:58:33,cuckoo_observed.csv,2.669,1.302,7.487,3.937,1.331,4.99,5.16,2.971,5.15,0.02167872829254662696734895602,
+2026-05-21 10:58:33,cuckoo_observed.csv,3.956,0.791,1.372,4.094,3.135,3.29,6.96,12.527,5.32,0.04001428693330842191378985280,
+2026-05-21 10:58:33,cuckoo_observed.csv,4.197,1.024,5.522,7.168,7.647,4.95,6.14,1.079,4.95,0.07980028516386635665109945371,
+2026-05-21 10:58:33,cuckoo_observed.csv,3.656,2.204,2.347,0.723,6.898,3.02,6.73,12.708,3.63,0.1163336648942554448119991123,
+2026-05-21 10:58:34,cuckoo_observed.csv,4.881,2.512,7.934,7.695,9.579,4.23,5.08,12.111,4.99,0.1172097479129608462215876802,
+2026-05-21 10:58:34,cuckoo_observed.csv,3.195,1.175,1.246,5.316,6.278,5.0,5.83,3.484,5.77,0.006369844676382784535830119865,
+2026-05-21 10:58:34,cuckoo_observed.csv,3.845,1.734,5.788,2.989,5.469,4.57,6.78,10.615,5.92,0.03780878917176748285220076947,
+2026-05-21 10:58:34,cuckoo_observed.csv,2.063,2.706,2.766,3.438,8.141,4.45,6.3,8.623,4.73,0.007095748166925213673869770324,
+2026-05-21 10:58:35,cuckoo_observed.csv,2.197,2.765,3.001,1.155,4.935,3.88,6.43,2.099,4.81,0.05763972647721364122011078083,
+2026-05-21 10:58:35,cuckoo_observed.csv,3.525,1.844,5.232,6.448,9.96,3.62,6.51,2.738,6.23,0.02777936207157731837194379893,
+2026-05-21 10:58:35,cuckoo_observed.csv,2.956,2.368,7.752,0.737,9.086,4.69,5.89,9.037,5.82,0.02112609983226269029381698542,
+2026-05-21 10:58:36,cuckoo_observed.csv,1.559,2.579,5.681,6.549,5.913,4.4,5.25,2.689,5.16,0.05754787199854699810202105199,
+2026-05-21 10:58:36,cuckoo_observed.csv,1.482,1.8,7.848,5.913,5.491,3.99,6.63,9.286,5.77,0.004362392663527112409861454727,
+2026-05-21 10:58:36,cuckoo_observed.csv,1.29,1.936,3.857,2.141,8.771,4.84,6.61,12.869,5.49,0.05810362117885279370798985063,
+2026-05-21 10:58:36,cuckoo_observed.csv,3.287,1.756,4.084,4.18,6.34,3.92,5.61,3.079,4.43,0.1094805416097787722562620435,
+2026-05-21 10:58:37,cuckoo_observed.csv,1.982,1.631,7.095,2.799,6.459,3.17,6.06,7.104,3.54,0.1303122453496004972476577600,
+2026-05-21 10:58:37,cuckoo_observed.csv,3.028,2.736,3.58,3.41,9.061,3.84,5.23,12.206,4.16,0.1248619695712969922683264039,
+2026-05-21 10:58:37,cuckoo_observed.csv,2.713,0.699,2.911,6.724,6.024,3.43,5.81,11.861,5.09,0.05011771738401946954718131802,
+2026-05-21 10:58:37,cuckoo_observed.csv,3.616,2.362,2.616,2.159,4.958,3.8,5.86,9.157,3.81,0.09744752537267766172169606945,
+2026-05-21 10:58:38,cuckoo_observed.csv,1.906,1.731,7.896,3.598,5.192,4.07,6.45,12.735,5.06,0.005229638304063688985166391561,
+2026-05-21 10:58:38,cuckoo_observed.csv,1.517,2.114,6.68,1.711,6.276,4.3,6.29,11.26,4.35,0.006872867301135523765734526869,
+2026-05-21 10:58:38,cuckoo_observed.csv,1.442,2.72,5.45,1.815,6.117,4.55,6.04,9.905,4.74,0.01265021617882469198073773871,
+2026-05-21 10:58:39,cuckoo_observed.csv,1.502,0.976,3.832,6.2,6.467,4.7,6.66,14.966,5.89,0.06499827374537657551576761428,
+2026-05-21 10:58:39,cuckoo_observed.csv,3.302,0.966,4.372,2.389,7.633,3.38,6.77,1.059,3.8,0.1603563901181957757663370370,
+2026-05-21 10:58:39,cuckoo_observed.csv,1.407,0.663,3.575,6.448,1.095,3.16,5.85,5.6,4.86,0.1186977124954809309490536268,
+2026-05-21 10:58:39,cuckoo_observed.csv,4.529,1.553,2.066,2.948,7.682,3.03,5.51,13.832,4.84,0.1316338079703581091227888118,
+2026-05-21 10:58:40,cuckoo_observed.csv,3.775,0.972,7.186,0.726,8.65,3.64,6.35,9.246,5.21,0.00730729202000079044519185478,
+2026-05-21 10:58:40,cuckoo_observed.csv,3.317,0.758,2.614,5.769,4.556,3.2,5.74,14.436,3.73,0.1723305657901343045084824619,
+2026-05-21 10:58:40,cuckoo_observed.csv,2.435,0.855,4.783,4.565,8.772,4.31,5.09,6.868,4.8,0.09563453206387176084736417035,
+2026-05-21 10:58:40,cuckoo_observed.csv,2.69,2.635,7.079,0.305,7.699,4.76,6.16,13.39,4.85,0.03100397811271917349791453846,
+2026-05-21 10:58:41,cuckoo_observed.csv,1.803,1.838,6.746,0.072,9.429,3.19,5.33,7.602,3.54,0.1637616570644895180948502527,
+2026-05-21 10:58:41,cuckoo_observed.csv,2.512,1.866,2.892,1.331,2.763,4.64,6.18,9.332,4.98,0.004914688132861480012440373079,
+2026-05-21 10:58:41,cuckoo_observed.csv,3.334,2.555,2.446,7.6,9.353,3.03,6.79,13.052,4.18,0.1457780917279707925054162688,
+2026-05-21 10:58:42,cuckoo_observed.csv,3.648,2.774,5.034,7.232,1.651,3.16,6.63,4.935,4.7,0.1119754622659059121181286814,
+2026-05-21 10:58:42,cuckoo_observed.csv,4.9,2.728,3.667,6.963,6.838,4.11,5.71,11.063,4.75,0.05246344788809145439948733856,
+2026-05-21 10:58:42,cuckoo_observed.csv,2.698,0.654,3.286,0.549,3.559,4.55,6.54,7.811,6.3,0.06319402368060075362651300338,
+2026-05-21 10:58:42,cuckoo_observed.csv,3.578,1.089,7.125,6.788,7.43,3.12,6.28,13.328,5.8,0.03826873822398362740836280343,
+2026-05-21 10:58:43,cuckoo_observed.csv,2.976,1.313,2.55,5.96,5.936,3.33,5.6,4.375,4.52,0.1310090079822667025936468194,
+2026-05-21 10:58:43,cuckoo_observed.csv,2.089,0.552,2.492,0.563,5.279,3.65,6.03,3.709,4.07,0.03805232734471366108310915970,
+2026-05-21 10:58:43,cuckoo_observed.csv,2.914,2.624,4.048,5.7,1.836,3.81,5.43,9.724,4.7,0.1118923637936930058162670916,
+2026-05-21 10:58:44,cuckoo_observed.csv,4.406,1.049,2.134,6.222,1.977,3.22,6.99,11.227,4.96,0.09150011965647927587503890048,
+2026-05-21 10:58:44,cuckoo_observed.csv,4.648,0.645,3.421,5.153,6.642,4.71,5.08,6.798,4.72,0.06113617850461991813478883784,
+2026-05-21 10:58:44,cuckoo_observed.csv,4.31,1.842,6.037,0.014,8.823,4.81,6.83,5.377,5.62,0.08828698311889150457685978906,
+2026-05-21 10:58:44,cuckoo_observed.csv,1.924,1.456,5.193,5.58,9.813,3.91,6.92,7.068,4.18,0.05767709205812393097318847406,
+2026-05-21 10:58:45,cuckoo_observed.csv,1.217,2.517,3.529,7.943,9.436,4.35,5.78,2.012,5.68,0.03077632076872763258976323456,
+2026-05-21 10:58:45,cuckoo_observed.csv,3.457,0.609,1.192,3.597,9.193,4.46,6.58,9.307,6.2,0.07055187476090725564795378150,
+2026-05-21 10:58:45,cuckoo_observed.csv,1.136,2.619,6.099,3.049,5.003,3.22,5.83,11.305,5.37,0.09812152546870824647877143986,
+2026-05-21 10:58:45,cuckoo_observed.csv,4.812,2.465,6.904,5.851,7.305,3.33,5.43,6.763,5.31,0.1392188409877644562210945534,
+2026-05-21 10:58:46,cuckoo_observed.csv,1.966,1.724,3.792,5.646,9.442,4.58,6.62,14.092,5.25,0.003990712519418470700464884968,
+2026-05-21 10:58:46,cuckoo_observed.csv,2.49,1.168,4.758,7.617,2.795,3.26,5.2,8.168,4.65,0.1681516408017691555435644554,
+2026-05-21 10:58:46,cuckoo_observed.csv,4.535,1.932,7.9,1.099,3.366,4.55,6.19,2.166,5.69,0.00205306686521120129531147516,
+2026-05-21 10:58:47,cuckoo_observed.csv,2.527,0.853,1.242,2.981,1.114,3.85,6.76,13.011,4.49,0.04019754961983396217496392955,
+2026-05-21 10:58:47,cuckoo_observed.csv,3.716,1.918,4.786,4.375,3.426,4.08,5.6,3.786,4.48,0.06270658763114943346672612891,
+2026-05-21 10:58:47,cuckoo_observed.csv,4.092,1.622,3.088,0.847,1.315,3.9,5.65,8.704,5.26,0.02807068477471101063486929137,
+2026-05-21 10:58:47,cuckoo_observed.csv,3.325,0.842,6.146,2.205,1.511,3.91,5.32,5.978,3.93,0.1063347397082988166970521121,
+2026-05-21 10:58:48,cuckoo_observed.csv,4.237,2.271,6.464,4.345,9.97,4.14,6.19,5.257,4.67,0.01709499728172824980672761158,
+2026-05-21 10:58:48,cuckoo_observed.csv,4.192,1.953,4.643,3.373,4.002,4.31,5.98,10.437,5.53,0.01039599471993763986521622133,
+2026-05-21 10:58:48,cuckoo_observed.csv,4.606,1.246,6.901,0.417,3.685,3.88,6.2,6.469,5.07,0.008142997094883942451569812727,
+2026-05-21 10:58:48,cuckoo_observed.csv,3.408,1.601,4.896,7.72,8.982,3.71,5.44,11.032,3.84,0.1667127514787320733461334363,
+2026-05-21 10:58:49,cuckoo_observed.csv,4.431,2.341,6.218,6.649,7.488,3.33,6.37,2.753,4.56,0.09173461709057097719807852524,
+2026-05-21 10:58:49,cuckoo_observed.csv,1.178,2.011,1.35,7.274,2.857,4.21,5.73,2.369,5.6,0.03511493072483613949374455923,
+2026-05-21 10:58:49,cuckoo_observed.csv,3.17,0.846,3.938,7.733,4.501,3.15,6.2,6.987,5.89,0.03553750742295966468074659155,
+2026-05-21 10:58:50,cuckoo_observed.csv,1.851,1.404,4.744,5.767,9.582,4.2,5.51,13.744,5.05,0.05042282112030074394285992941,
+2026-05-21 10:58:50,cuckoo_observed.csv,4.448,0.527,3.632,6.202,9.954,4.76,6.63,6.187,5.31,0.03799450633527078094030515352,
+2026-05-21 10:58:50,cuckoo_observed.csv,3.545,0.871,6.223,7.616,9.254,3.88,5.3,14.701,5.26,0.09175583214401344350268790255,
+2026-05-21 10:58:50,cuckoo_observed.csv,2.511,1.559,3.419,4.567,6.114,4.39,6.24,1.87,5.5,0.02406595477948233913872044284,
+2026-05-21 10:58:51,cuckoo_observed.csv,4.287,0.586,3.049,7.347,3.493,3.6,6.18,13.761,4.9,0.05163639600035411029862414209,
+2026-05-21 10:58:51,cuckoo_observed.csv,3.613,1.245,5.603,6.225,7.845,4.69,6.72,6.395,5.28,0.009673918005433430452616135933,
+2026-05-21 10:58:51,cuckoo_observed.csv,3.249,1.621,5.683,0.386,7.321,3.75,6.06,9.539,4.17,0.02651453488035472177182426833,
+2026-05-21 10:58:52,cuckoo_observed.csv,4.398,2.028,5.335,6.55,8.311,3.45,6.23,2.514,4.42,0.09510941024933392073138690387,
+2026-05-21 10:58:52,cuckoo_observed.csv,1.41,1.719,3.118,3.571,3.786,4.15,5.41,1.224,4.82,0.1335510110222407462018044166,
+2026-05-21 10:58:52,cuckoo_observed.csv,4.012,1.307,5.655,1.821,6.966,4.8,5.08,3.207,4.98,0.02807311165817227476778372365,
+2026-05-21 10:58:52,cuckoo_observed.csv,2.204,1.61,7.877,2.799,8.59,4.91,5.04,4.918,5.02,0.05987399833399055796091767356,
+2026-05-21 10:58:53,cuckoo_observed.csv,3.602,0.97,6.229,7.512,6.371,3.94,5.91,11.969,5.29,0.01788806193303537691711829256,
+2026-05-21 10:58:53,cuckoo_observed.csv,1.979,2.845,6.506,7.795,4.69,3.68,5.53,7.026,4.37,0.1426246662385164200620876227,
+2026-05-21 10:58:53,cuckoo_observed.csv,1.119,0.894,6.502,6.962,3.055,4.85,6.23,10.853,5.15,0.03552043826077509957468344897,
+2026-05-21 10:58:53,cuckoo_observed.csv,4.739,1.676,4.897,2.906,3.162,3.2,5.55,4.433,4.01,0.1606274446144420807289005140,
+2026-05-21 10:58:54,cuckoo_observed.csv,1.786,0.845,7.255,4.409,7.956,3.94,6.23,10.904,4.11,0.06120520893577180229336224258,
+2026-05-21 10:58:54,cuckoo_observed.csv,1.41,2.172,6.8,3.072,7.702,4.34,6.38,12.483,6.32,0.001926668078140847528816233933,
+2026-05-21 10:58:54,cuckoo_observed.csv,1.407,1.468,3.965,1.302,1.193,3.33,6.79,12.149,4.16,0.08781121295426647209003943546,
+2026-05-21 10:58:55,cuckoo_observed.csv,3.884,2.899,7.819,6.149,6.263,4.27,5.67,1.572,4.6,0.08178662894948705834088681703,
+2026-05-21 10:58:55,cuckoo_observed.csv,2.829,0.966,7.742,4.626,1.226,3.98,5.17,12.875,4.49,0.1205095930498675970504421670,
+2026-05-21 10:58:55,cuckoo_observed.csv,4.981,2.719,6.512,0.524,5.821,4.49,6.32,9.668,5.89,0.002209565238705689402937066131,
+2026-05-21 10:58:55,cuckoo_observed.csv,2.243,1.824,4.444,1.082,7.008,3.1,5.14,14.743,4.35,0.1750745528817651711361497408,
+2026-05-21 10:58:56,cuckoo_observed.csv,4.672,2.018,5.986,6.105,4.952,3.04,5.26,6.878,3.6,0.1965957975143380722326035172,
+2026-05-21 10:58:56,cuckoo_observed.csv,1.3,1.61,3.604,4.282,7.884,4.27,6.08,4.599,5.73,0.003766425942089133176014840812,
+2026-05-21 10:58:56,cuckoo_observed.csv,1.858,2.794,4.278,3.792,5.764,4.2,5.85,13.52,4.73,0.04450870193667912133623777920,
+2026-05-21 10:58:56,cuckoo_observed.csv,4.877,0.865,5.685,1.516,7.059,3.47,5.96,2.304,3.62,0.1040523562479172626965783149,
+2026-05-21 10:58:57,cuckoo_observed.csv,2.854,2.044,4.232,1.488,3.487,4.68,6.44,1.159,5.52,0.08166383739416672150025075001,
+2026-05-21 10:58:57,cuckoo_observed.csv,1.992,2.721,4.206,6.196,6.722,3.65,6.29,7.945,5.99,0.03595612459825739286031095641,
+2026-05-21 10:58:57,cuckoo_observed.csv,2.799,1.365,2.274,7.799,9.642,4.93,5.93,2.187,5.09,0.007164241862239685452577874892,
+2026-05-21 10:58:58,cuckoo_observed.csv,4.726,1.028,7.228,7.538,8.117,3.36,6.6,3.65,6.22,0.02735419958260439929572133280,
+2026-05-21 10:58:58,cuckoo_observed.csv,3.218,2.23,6.153,0.826,8.011,3.46,6.51,8.543,4.9,0.04904452106151766106082508423,
+2026-05-21 10:58:58,cuckoo_observed.csv,1.133,0.576,2.335,5.796,9.084,4.3,6.2,13.332,5.7,0.005659593751224109898339607479,
+2026-05-21 10:58:58,cuckoo_observed.csv,4.946,2.378,1.402,4.257,7.582,3.15,5.96,1.425,5.9,0.1036406417429330231917920012,
+2026-05-21 10:58:59,cuckoo_observed.csv,1.161,2.222,6.232,5.232,8.872,4.04,6.02,5.792,5.7,0.01272942941227116414649948906,
+2026-05-21 10:58:59,cuckoo_observed.csv,3.226,2.61,2.942,7.207,8.497,3.02,6.47,12.759,4.57,0.1230005223135115561575841629,
+2026-05-21 10:58:59,cuckoo_observed.csv,3.439,2.255,3.166,4.796,6.964,4.69,6.18,1.85,5.91,0.04533151261660605645145910979,
+2026-05-21 10:58:59,cuckoo_observed.csv,3.446,0.82,3.609,1.958,7.517,5.0,5.87,6.606,5.09,0.04212475627079276076824662655,
+2026-05-21 10:59:00,cuckoo_observed.csv,3.749,0.977,1.091,2.177,6.735,4.56,5.01,9.845,4.81,0.05346598553783173388079415077,
+2026-05-21 10:59:00,cuckoo_observed.csv,3.887,2.29,5.433,6.564,2.171,4.99,6.04,14.247,5.86,0.04236196801749650058897104782,
+2026-05-21 10:59:00,cuckoo_observed.csv,1.286,1.633,4.914,6.183,3.593,4.12,6.38,11.186,5.3,0.00474937988627122043833336347,
+2026-05-21 10:59:01,cuckoo_observed.csv,1.09,0.953,4.523,6.411,3.258,4.97,5.24,7.168,5.02,0.05919127537348719263158443412,
+2026-05-21 10:59:01,cuckoo_observed.csv,2.841,1.222,3.77,5.118,4.055,4.93,5.17,9.606,5.17,0.06441929359672157722639454766,
+2026-05-21 10:59:01,cuckoo_observed.csv,2.17,2.312,2.741,2.833,4.911,4.26,6.45,12.706,4.4,0.007770181737400795779994566138,
+2026-05-21 10:59:01,cuckoo_observed.csv,1.741,1.111,5.164,1.145,6.676,3.67,6.16,5.298,5.27,0.03225827596635884604300294355,
+2026-05-21 10:59:02,cuckoo_observed.csv,2.549,1.707,5.25,5.517,1.675,4.04,6.74,2.227,6.07,0.04534684417523116348805783564,
+2026-05-21 10:59:02,cuckoo_observed.csv,2.283,2.283,6.885,4.803,4.002,4.09,5.61,7.751,5.16,0.05345487263562009133110600961,
+2026-05-21 10:59:02,cuckoo_observed.csv,3.888,2.136,4.324,3.552,6.68,4.0,6.28,2.831,5.79,0.02539417292131094908820257911,
+2026-05-21 10:59:02,cuckoo_observed.csv,1.184,2.669,3.929,0.323,4.521,3.61,6.21,5.647,6.01,0.03735686417645436667260854809,
+2026-05-21 10:59:03,cuckoo_observed.csv,1.763,2.871,6.638,2.028,9.859,4.09,6.98,1.292,6.23,0.08530389290185700918587506121,
+2026-05-21 10:59:03,cuckoo_observed.csv,1.0,1.704,2.749,3.86,7.389,3.36,5.15,2.939,5.05,0.1448128887416511761140949729,
+2026-05-21 10:59:03,cuckoo_observed.csv,4.646,1.322,6.504,7.581,4.772,3.07,5.04,12.739,4.12,0.2026141580671698356798643424,
+2026-05-21 10:59:04,cuckoo_observed.csv,4.93,1.338,1.24,7.822,7.954,3.96,6.11,1.96,4.84,0.04714585419960535826485326913,
+2026-05-21 10:59:04,cuckoo_observed.csv,1.025,2.42,4.416,2.158,4.138,3.44,5.87,12.77,4.5,0.1233908310903907325178527927,
+2026-05-21 10:59:04,cuckoo_observed.csv,4.245,2.199,6.331,6.625,8.037,4.94,6.13,10.378,5.94,0.03873121473431186446313319162,
+2026-05-21 10:59:04,cuckoo_observed.csv,4.348,1.109,7.602,0.834,8.096,3.82,6.24,14.871,4.96,0.008482996754573555458086275417,
+2026-05-21 10:59:05,cuckoo_observed.csv,4.305,2.316,7.077,7.089,3.16,3.58,6.16,7.238,6.03,0.04124933070234328768495609205,
+2026-05-21 10:59:05,cuckoo_observed.csv,4.943,2.078,2.393,4.172,5.353,4.91,6.25,13.409,5.31,0.03315557898547444475216713073,
+2026-05-21 10:59:05,cuckoo_observed.csv,1.297,0.722,7.109,0.743,9.662,3.42,6.44,12.856,6.21,0.02794068920734286799271804382,
+2026-05-21 10:59:05,cuckoo_observed.csv,3.169,2.178,7.662,7.626,4.472,3.16,5.41,11.025,3.54,0.1842422389465716554426843540,
+2026-05-21 10:59:06,cuckoo_observed.csv,3.32,1.342,5.556,3.863,5.931,4.33,6.0,9.213,5.2,0.01193221527090322927361083591,
+2026-05-21 10:59:06,cuckoo_observed.csv,3.773,1.678,4.354,0.321,6.896,4.99,5.68,8.511,5.67,0.05020394901945488863197146023,
+2026-05-21 10:59:06,cuckoo_observed.csv,1.721,0.695,4.611,0.857,3.23,3.21,5.98,6.739,4.55,0.05617666456536051547556933985,
+2026-05-21 10:59:07,cuckoo_observed.csv,2.363,2.173,4.927,1.887,4.622,4.23,6.0,6.776,5.66,0.009638555003216021476374447675,
+2026-05-21 10:59:07,cuckoo_observed.csv,1.442,0.851,6.365,5.307,6.218,3.62,6.07,13.415,5.27,0.01634078110747428685207141341,
+2026-05-21 10:59:07,cuckoo_observed.csv,1.441,2.278,5.942,6.174,5.031,4.41,5.5,4.786,5.47,0.04871895169109748510440377595,
+2026-05-21 10:59:07,cuckoo_observed.csv,3.281,1.784,6.594,1.122,1.671,3.27,5.61,8.407,3.82,0.1454456953142966940965881639,
+2026-05-21 10:59:08,cuckoo_observed.csv,3.243,1.996,4.968,4.729,4.885,4.89,5.26,1.179,5.17,0.09165131357844906871491967593,
+2026-05-21 10:59:08,cuckoo_observed.csv,3.567,2.044,4.926,2.774,7.84,4.52,6.51,5.993,5.98,0.005722019119306190315821051032,
+2026-05-21 10:59:08,cuckoo_observed.csv,1.21,2.377,4.368,4.065,2.511,4.17,6.16,14.536,4.67,0.01627336133296289133937462829,
+2026-05-21 10:59:08,cuckoo_observed.csv,3.876,2.127,1.361,7.98,9.221,4.57,6.69,3.661,5.9,0.03267633802827135866743598045,
+2026-05-21 10:59:09,cuckoo_observed.csv,1.878,0.822,4.283,7.017,6.766,4.57,6.03,12.217,5.72,0.01107321409154487333311107367,
+2026-05-21 10:59:09,cuckoo_observed.csv,3.237,1.909,3.872,7.78,7.367,4.35,5.39,1.172,4.48,0.1277889659422207678521163333,
+2026-05-21 10:59:09,cuckoo_observed.csv,4.855,2.118,1.618,4.646,7.549,4.26,6.72,9.731,5.5,0.003577291788238891707062946735,
+2026-05-21 10:59:10,cuckoo_observed.csv,2.662,1.185,6.613,7.903,6.839,3.13,6.38,3.36,4.03,0.1392811196308152308458594859,
+2026-05-21 10:59:10,cuckoo_observed.csv,4.633,1.14,4.145,6.185,2.416,4.65,6.43,11.954,5.48,0.004622978735474901274379748206,
+2026-05-21 10:59:10,cuckoo_observed.csv,1.001,2.097,2.42,6.78,8.341,3.36,6.32,5.373,3.92,0.1373144484024708785607110827,
+2026-05-21 10:59:10,cuckoo_observed.csv,2.072,0.874,7.724,5.256,2.78,4.42,6.49,1.157,4.63,0.08987015398831565900359156483,
+2026-05-21 10:59:11,cuckoo_observed.csv,2.772,2.652,5.492,3.337,8.8,3.2,6.31,2.823,5.99,0.04706860472152576685633566836,
+2026-05-21 10:59:11,cuckoo_observed.csv,2.37,2.933,1.105,3.14,9.164,3.19,6.69,12.078,5.5,0.06426841494143704786717914428,
+2026-05-21 10:59:11,cuckoo_observed.csv,1.092,2.373,1.65,7.827,9.249,3.38,5.37,11.129,3.8,0.1836636413475137898673134434,
+2026-05-21 10:59:11,cuckoo_observed.csv,3.207,1.627,5.83,1.825,3.371,4.31,5.72,8.274,5.25,0.04255771099890681612677948251,
+2026-05-21 10:59:12,cuckoo_observed.csv,1.634,1.55,5.737,0.091,4.446,4.44,6.87,2.676,4.45,0.02888194908816135042701204955,
+2026-05-21 10:59:12,cuckoo_observed.csv,2.829,1.268,5.2,7.38,2.421,4.67,5.98,11.911,5.68,0.01614470413891032148479037813,
+2026-05-21 10:59:12,cuckoo_observed.csv,4.954,1.083,6.774,6.941,7.259,3.77,6.84,8.178,3.94,0.08887230654532247378177514193,
+2026-05-21 10:59:13,cuckoo_observed.csv,3.632,0.789,1.23,3.194,3.52,4.77,6.05,6.578,6.0,0.01087555438796480591618547398,
+2026-05-21 10:59:13,cuckoo_observed.csv,4.12,1.909,3.104,1.159,4.206,3.89,6.98,14.551,4.07,0.04250522993056939318131369971,
+2026-05-21 10:59:13,cuckoo_observed.csv,4.825,0.675,3.899,5.472,7.698,4.95,5.54,5.83,5.04,0.04788748151003625937819127848,
+2026-05-21 10:59:13,cuckoo_observed.csv,4.322,1.875,2.323,4.127,2.454,3.48,6.42,8.724,4.74,0.08542539760305251879913022819,
+2026-05-21 10:59:14,cuckoo_observed.csv,1.08,1.19,3.338,0.065,6.273,4.5,5.55,10.618,5.11,0.04406584575104043375450844113,
+2026-05-21 10:59:14,cuckoo_observed.csv,2.045,2.786,4.404,0.365,9.558,3.04,5.3,7.413,5.01,0.1664438840402136368907593136,
+2026-05-21 10:59:14,cuckoo_observed.csv,4.041,1.797,1.386,2.034,2.621,4.5,6.28,4.371,5.4,0.001304757484850919463844736438,
+2026-05-21 10:59:15,cuckoo_observed.csv,2.046,1.79,4.473,0.548,8.915,3.0,6.8,1.282,5.36,0.09897327335691044518580833334,
+2026-05-21 10:59:15,cuckoo_observed.csv,3.26,0.582,2.704,3.569,8.651,4.09,5.89,12.334,4.45,0.04391339061551275194284259205,
+2026-05-21 10:59:15,cuckoo_observed.csv,2.392,2.463,7.258,6.861,6.092,3.74,6.69,3.599,4.07,0.09544575536127501339212492011,
+2026-05-21 10:59:15,cuckoo_observed.csv,2.419,2.325,4.648,3.992,4.308,4.24,5.6,6.787,5.33,0.04708192643933850514128564313,
+2026-05-21 10:59:16,cuckoo_observed.csv,3.589,1.149,1.482,5.531,5.333,3.27,6.72,5.281,5.27,0.04116539891372419016329526946,
+2026-05-21 10:59:16,cuckoo_observed.csv,2.382,0.621,2.911,3.272,6.727,4.42,5.01,2.244,4.46,0.08716650860953074222577121092,
+2026-05-21 10:59:16,cuckoo_observed.csv,3.476,2.426,5.063,7.536,3.616,3.29,6.23,14.149,4.27,0.1305833880583370276961096241,
+2026-05-21 10:59:16,cuckoo_observed.csv,3.363,2.942,1.189,3.167,5.702,3.88,6.75,9.662,4.92,0.01787445748552337761719523499,
+2026-05-21 10:59:17,cuckoo_observed.csv,1.117,2.881,5.14,6.252,6.014,4.94,6.59,11.796,5.79,0.05809264909703693474457962744,
+2026-05-21 10:59:17,cuckoo_observed.csv,1.683,0.547,7.677,2.24,1.161,3.76,5.95,14.409,5.28,0.02201177714529010347795535698,
+2026-05-21 10:59:17,cuckoo_observed.csv,4.824,1.727,1.902,2.508,7.312,4.14,6.1,5.183,5.72,0.002250493956616120845253780405,
+2026-05-21 10:59:18,cuckoo_observed.csv,2.049,2.467,3.646,4.718,9.918,3.42,5.44,8.613,4.23,0.1530296311969279307395509411,
+2026-05-21 10:59:18,cuckoo_observed.csv,2.104,1.536,4.92,3.364,1.747,3.55,6.69,8.029,4.81,0.05203186756884406333978917971,
+2026-05-21 10:59:18,cuckoo_observed.csv,1.698,2.89,2.061,1.66,6.508,4.81,6.04,3.708,5.91,0.003962625847792246974153073528,
+2026-05-21 10:59:18,cuckoo_observed.csv,2.333,2.942,6.423,5.503,9.54,3.3,6.59,6.242,4.1,0.1206290594241614181668529664,
+2026-05-21 10:59:19,cuckoo_observed.csv,1.646,1.596,4.734,0.743,2.091,4.18,6.58,1.166,6.43,0.08733517899982976989932587038,
+2026-05-21 10:59:19,cuckoo_observed.csv,3.773,1.01,3.873,7.103,3.382,3.33,6.88,14.56,4.79,0.08723077349105559987458373418,
+2026-05-21 10:59:19,cuckoo_observed.csv,1.938,2.328,1.157,2.477,9.06,4.94,5.96,4.271,5.39,0.007292404276223297819934720928,
+2026-05-21 10:59:19,cuckoo_observed.csv,3.378,0.71,7.76,7.973,9.07,4.56,5.04,6.261,4.76,0.09897800938844117339835315751,
+2026-05-21 10:59:20,cuckoo_observed.csv,3.146,2.566,2.703,1.229,7.928,4.56,5.47,5.621,5.37,0.04360195203844185629067518784,
+2026-05-21 10:59:20,cuckoo_observed.csv,4.276,2.03,5.553,1.221,3.551,3.41,6.21,3.061,5.26,0.04709915508856351387683977690,
+2026-05-21 10:59:20,cuckoo_observed.csv,3.932,1.47,3.308,4.098,3.954,4.94,6.1,3.643,5.08,0.009456558602922266143169850917,
+2026-05-21 10:59:21,cuckoo_observed.csv,4.65,1.614,2.937,1.49,9.292,4.94,5.95,4.975,5.61,0.01152664295158388387584692581,
+2026-05-21 10:59:21,cuckoo_observed.csv,3.367,2.627,1.382,5.21,1.839,4.8,5.55,4.885,5.05,0.02065578082264300272914365398,
+2026-05-21 10:59:21,cuckoo_observed.csv,3.326,1.035,6.453,3.174,3.069,3.77,5.21,7.347,3.98,0.1523727148200395013983029358,
+2026-05-21 10:59:21,cuckoo_observed.csv,4.084,0.849,2.364,5.773,7.731,3.88,5.59,6.375,4.31,0.09171482463727148511599298333,
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_pint_classification.json b/modelling/data/abingdon-all/seasonal/cuckoo_pint_classification.json
new file mode 100644
index 0000000..ef25398
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_pint_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Cuckoo Pint",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "late",
+    "traits": [
+      "summer_peak",
+      "broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "late_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.925,
+    "season_end_month": 9.245,
+    "forcing_peak_month": 7.855,
+    "season_width_months": 5.32,
+    "season_midpoint_month": 6.585,
+    "season_start_label": "April",
+    "season_end_label": "September",
+    "forcing_peak_label": "August"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.748,
+    "DECAY": 1.671,
+    "OOS_DECAY": 4.395,
+    "POST_PEAK_DECAY": 4.752,
+    "POST_PEAK_SHARPNESS": 4.626,
+    "SEASON_START": 3.925,
+    "SEASON_END": 9.245,
+    "SHARPNESS": 4.398,
+    "FORCING_PEAK": 7.855
+  },
+  "fit": {
+    "score": 0.068
+  },
+  "warnings": [],
+  "summary": "Cuckoo Pint is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to September, with a summer peak around August. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_pint_consensus.json b/modelling/data/abingdon-all/seasonal/cuckoo_pint_consensus.json
new file mode 100644
index 0000000..0febb75
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_pint_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.748",
+  "DECAY": "1.671",
+  "OOS_DECAY": "4.395",
+  "POST_PEAK_DECAY": "4.752",
+  "POST_PEAK_SHARPNESS": "4.626",
+  "SEASON_START": "3.925",
+  "SEASON_END": "9.245",
+  "SHARPNESS": "4.398",
+  "FORCING_PEAK": "7.855",
+  "SCORE": "0.068",
+  "SPECIES": "Cuckoo Pint"
+}
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_pint_observed.csv b/modelling/data/abingdon-all/seasonal/cuckoo_pint_observed.csv
new file mode 100644
index 0000000..a981aba
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_pint_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,1
+4,10
+5,6
+6,1
+7,20
+8,15
+9,3
+10,1
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_pint_parameters.csv b/modelling/data/abingdon-all/seasonal/cuckoo_pint_parameters.csv
new file mode 100644
index 0000000..eaea5a6
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_pint_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:53:05,cuckoo_pint_observed.csv,3.65,1.218,2.656,6.618,1.413,4.41,8.93,5.647,6.11,0.2013451045148854243477143942,
+2026-05-21 14:53:06,cuckoo_pint_observed.csv,1.508,1.133,1.636,2.16,3.756,3.61,9.49,12.136,8.07,0.07818484392195781487989667059,
+2026-05-21 14:53:06,cuckoo_pint_observed.csv,4.127,0.634,3.705,3.108,3.461,4.07,8.45,10.265,6.92,0.1137510385055062155729184173,
+2026-05-21 14:53:06,cuckoo_pint_observed.csv,4.287,1.466,1.858,4.78,8.241,3.3,9.97,1.185,7.71,0.07697554781377627650787037036,
+2026-05-21 14:53:07,cuckoo_pint_observed.csv,3.213,2.435,1.623,7.885,3.585,3.61,8.81,11.34,6.14,0.2452545733505739221307610947,
+2026-05-21 14:53:07,cuckoo_pint_observed.csv,2.31,1.122,6.052,0.85,2.724,3.97,9.95,8.146,6.02,0.1272395762029513825490681256,
+2026-05-21 14:53:07,cuckoo_pint_observed.csv,3.923,0.531,2.432,7.744,1.343,4.07,9.69,10.066,7.41,0.1306004013951399337400237922,
+2026-05-21 14:53:07,cuckoo_pint_observed.csv,2.885,0.971,4.023,1.233,6.029,3.63,8.22,1.965,6.43,0.1847238731099277464342969216,
+2026-05-21 14:53:08,cuckoo_pint_observed.csv,1.765,2.24,2.828,6.408,4.248,4.59,8.66,11.969,6.28,0.1973437669119081038727339288,
+2026-05-21 14:53:08,cuckoo_pint_observed.csv,3.026,1.757,7.187,6.68,1.811,3.55,9.23,10.382,7.44,0.1143050101717070327078635088,
+2026-05-21 14:53:08,cuckoo_pint_observed.csv,4.815,0.622,1.812,5.245,1.327,4.98,9.66,5.19,6.82,0.1476735648382674820744994208,
+2026-05-21 14:53:08,cuckoo_pint_observed.csv,4.759,2.216,5.324,2.603,1.759,4.67,8.96,4.284,5.66,0.1633859160389986213910837420,
+2026-05-21 14:53:09,cuckoo_pint_observed.csv,4.351,1.122,6.065,1.144,5.076,4.93,9.52,4.003,7.47,0.07560357501608901600725858439,
+2026-05-21 14:53:09,cuckoo_pint_observed.csv,4.828,2.689,3.266,6.466,4.893,4.43,8.98,3.629,6.63,0.1653696173827679128244842858,
+2026-05-21 14:53:09,cuckoo_pint_observed.csv,3.436,1.702,3.403,0.672,9.849,4.84,8.15,2.916,5.61,0.1646650038454742623894679487,
+2026-05-21 14:53:10,cuckoo_pint_observed.csv,3.641,2.115,1.829,0.72,9.574,4.61,9.64,12.098,7.41,0.09032047223059381983030005358,
+2026-05-21 14:53:11,cuckoo_pint_observed.csv,1.207,2.204,2.899,4.877,9.189,4.63,9.6,6.38,5.96,0.1752891646391459488652949831,
+2026-05-21 14:53:11,cuckoo_pint_observed.csv,4.039,1.889,5.479,3.16,7.932,4.19,8.58,9.754,6.96,0.1193737857772180926896324212,
+2026-05-21 14:53:11,cuckoo_pint_observed.csv,3.691,1.654,3.906,1.571,1.455,3.12,9.96,6.347,7.59,0.1275937781201605942236034796,
+2026-05-21 14:53:11,cuckoo_pint_observed.csv,3.48,2.853,1.176,3.373,7.084,4.16,9.26,1.246,6.27,0.1568744571883300012942259258,
+2026-05-21 14:53:12,cuckoo_pint_observed.csv,4.596,0.571,6.656,7.169,9.888,4.95,9.25,9.992,7.94,0.08811752679665263753059768704,
+2026-05-21 14:53:12,cuckoo_pint_observed.csv,2.886,1.085,3.282,1.282,5.359,3.69,9.88,8.997,5.71,0.1437936522710944915037769764,
+2026-05-21 14:53:12,cuckoo_pint_observed.csv,1.558,0.771,7.726,6.408,1.07,3.42,9.93,11.668,6.28,0.1970480353110291895177645807,
+2026-05-21 14:53:13,cuckoo_pint_observed.csv,3.596,2.953,3.494,5.015,2.44,3.17,9.46,4.195,8.36,0.05532552888536039829233902182,
+2026-05-21 14:53:13,cuckoo_pint_observed.csv,4.412,2.51,6.983,5.581,2.68,4.28,9.18,7.433,7.22,0.1182098098153629503116415876,
+2026-05-21 14:53:13,cuckoo_pint_observed.csv,2.899,1.515,1.721,6.139,9.907,4.88,8.98,1.094,7.54,0.05479162752526726005583912037,
+2026-05-21 14:53:13,cuckoo_pint_observed.csv,1.361,1.69,5.732,1.323,7.659,3.15,9.18,4.743,6.21,0.1567366111314902250269765854,
+2026-05-21 14:53:14,cuckoo_pint_observed.csv,4.66,1.165,6.722,6.599,5.931,4.11,9.47,3.93,5.61,0.2216277415552770493764764952,
+2026-05-21 14:53:14,cuckoo_pint_observed.csv,1.843,1.803,3.026,4.005,6.296,4.24,8.06,9.141,7.4,0.1162522405768967068330303544,
+2026-05-21 14:53:14,cuckoo_pint_observed.csv,1.247,1.479,5.062,1.365,5.059,3.82,9.56,8.562,6.72,0.1098397760619518076262582522,
+2026-05-21 14:53:14,cuckoo_pint_observed.csv,1.556,2.505,5.947,5.171,2.742,3.65,8.77,3.861,7.3,0.1364810824501827191140017567,
+2026-05-21 14:53:15,cuckoo_pint_observed.csv,4.257,1.24,4.777,7.266,8.986,4.14,8.87,11.052,6.1,0.2109400769836495885516448436,
+2026-05-21 14:53:15,cuckoo_pint_observed.csv,1.312,1.503,3.114,5.975,3.583,3.87,8.06,11.255,6.46,0.2185595993490307272912854538,
+2026-05-21 14:53:15,cuckoo_pint_observed.csv,3.925,2.227,1.796,5.493,3.222,4.41,9.57,3.065,7.97,0.0610458956786086584764881612,
+2026-05-21 14:53:16,cuckoo_pint_observed.csv,2.287,0.655,1.067,6.191,4.632,4.97,9.93,1.034,6.99,0.07133914427888747628690569502,
+2026-05-21 14:53:16,cuckoo_pint_observed.csv,3.022,1.369,7.544,3.295,8.759,4.91,9.37,11.822,7.06,0.09780515382036379987456328559,
+2026-05-21 14:53:16,cuckoo_pint_observed.csv,3.519,2.746,2.472,2.751,9.515,4.62,8.25,1.856,6.11,0.1738414090311492411399083364,
+2026-05-21 14:53:16,cuckoo_pint_observed.csv,3.938,2.706,4.281,5.206,6.491,4.21,9.7,13.903,7.96,0.06499785136747362003115441883,
+2026-05-21 14:53:17,cuckoo_pint_observed.csv,3.341,0.95,1.682,3.194,8.576,4.3,8.72,7.953,6.79,0.1138436585250636714032747655,
+2026-05-21 14:53:17,cuckoo_pint_observed.csv,3.94,0.861,5.463,6.733,9.252,3.77,9.99,2.237,7.87,0.04680024412887957806337653009,
+2026-05-21 14:53:17,cuckoo_pint_observed.csv,1.583,2.172,4.651,7.306,1.95,3.53,9.61,13.551,8.24,0.06018557223197576437961330473,
+2026-05-21 14:53:18,cuckoo_pint_observed.csv,2.407,2.626,7.687,3.237,1.217,3.87,8.55,3.572,8.21,0.09742118390494974663815293167,
+2026-05-21 14:53:18,cuckoo_pint_observed.csv,4.298,0.845,3.869,6.349,4.438,3.06,8.41,3.862,8.38,0.07189621730752533612766857827,
+2026-05-21 14:53:18,cuckoo_pint_observed.csv,2.87,1.965,6.464,0.937,3.193,3.62,9.12,9.809,7.65,0.06402565402075774719870618056,
+2026-05-21 14:53:19,cuckoo_pint_observed.csv,3.776,2.495,7.605,0.537,5.691,4.89,9.45,12.248,8.49,0.1099456872651719753604665196,
+2026-05-21 14:53:19,cuckoo_pint_observed.csv,1.287,2.42,3.765,3.861,8.875,3.07,9.86,5.894,7.45,0.08977722187263800426078316659,
+2026-05-21 14:53:19,cuckoo_pint_observed.csv,1.994,2.775,2.322,5.851,4.041,3.56,9.78,2.128,7.23,0.1060991546216939809335377870,
+2026-05-21 14:53:20,cuckoo_pint_observed.csv,4.738,2.911,6.091,2.037,8.659,4.19,9.21,5.782,6.69,0.1215234738046672640377695205,
+2026-05-21 14:53:20,cuckoo_pint_observed.csv,4.337,1.677,7.64,6.369,6.241,4.7,9.41,3.975,7.86,0.07745274071115558478055751707,
+2026-05-21 14:53:20,cuckoo_pint_observed.csv,1.05,1.222,1.774,1.659,2.023,4.88,8.44,6.77,5.99,0.1797983325641759604414840233,
+2026-05-21 14:53:21,cuckoo_pint_observed.csv,1.949,2.702,6.658,1.292,6.906,3.15,9.51,7.744,7.14,0.1031513296141818704530446079,
+2026-05-21 14:53:21,cuckoo_pint_observed.csv,2.558,2.256,6.792,5.589,4.131,3.57,8.76,7.931,8.37,0.06820834654826421786690700239,
+2026-05-21 14:53:21,cuckoo_pint_observed.csv,2.415,1.617,4.346,1.615,6.266,4.34,9.06,2.555,6.75,0.084065012988492573054362477,
+2026-05-21 14:53:22,cuckoo_pint_observed.csv,2.227,2.703,7.885,3.95,6.784,3.4,8.5,9.761,6.76,0.1801896158145528602675680000,
+2026-05-21 14:53:22,cuckoo_pint_observed.csv,2.387,2.432,5.846,7.78,2.0,3.99,8.1,9.313,7.55,0.1590812910886433009931358358,
+2026-05-21 14:53:22,cuckoo_pint_observed.csv,3.53,1.568,1.837,4.964,4.656,4.79,9.15,1.435,7.44,0.05891916847782230744485052083,
+2026-05-21 14:53:22,cuckoo_pint_observed.csv,3.296,2.294,2.481,5.668,6.234,3.97,9.04,3.663,6.59,0.1646010483876264448652370685,
+2026-05-21 14:53:23,cuckoo_pint_observed.csv,4.496,2.225,3.126,1.942,5.546,3.7,9.76,3.668,7.62,0.06854643078033153277913421759,
+2026-05-21 14:53:23,cuckoo_pint_observed.csv,4.375,1.63,7.789,5.386,5.02,3.61,8.1,12.2,5.88,0.2819160213797388611098387546,
+2026-05-21 14:53:23,cuckoo_pint_observed.csv,3.127,0.635,4.86,0.266,2.601,4.93,9.84,2.198,6.51,0.09683885191801544691008188946,
+2026-05-21 14:53:24,cuckoo_pint_observed.csv,4.077,0.629,4.548,2.273,6.733,4.22,9.12,2.669,8.03,0.0450701727857845874614611703,
+2026-05-21 14:53:24,cuckoo_pint_observed.csv,4.39,1.537,6.203,1.442,9.145,4.52,8.68,5.409,6.16,0.1569391289364020460483252365,
+2026-05-21 14:53:24,cuckoo_pint_observed.csv,1.094,2.264,6.711,7.69,3.663,4.69,9.54,2.347,5.58,0.1543595130139740542464897592,
+2026-05-21 14:53:25,cuckoo_pint_observed.csv,2.941,2.453,1.196,5.752,9.954,3.84,9.86,14.253,6.41,0.1528960671592399476225627179,
+2026-05-21 14:53:25,cuckoo_pint_observed.csv,1.296,2.831,5.577,0.23,4.233,3.2,8.35,10.099,6.7,0.1503278547733224905913105065,
+2026-05-21 14:53:25,cuckoo_pint_observed.csv,1.307,1.72,1.171,3.803,3.161,3.77,9.45,1.095,7.13,0.1035012953602936100164453704,
+2026-05-21 14:53:26,cuckoo_pint_observed.csv,1.892,0.983,2.21,2.576,5.402,4.63,9.19,1.701,6.0,0.1359878768312379179735076481,
+2026-05-21 14:53:26,cuckoo_pint_observed.csv,1.426,0.969,2.729,3.104,3.994,3.12,8.22,4.09,6.78,0.1779416120956116020599718335,
+2026-05-21 14:53:26,cuckoo_pint_observed.csv,3.147,2.884,1.664,6.003,6.624,3.94,9.5,11.828,7.16,0.08820899839491332199047891167,
+2026-05-21 14:53:27,cuckoo_pint_observed.csv,2.044,1.847,2.694,1.642,2.149,4.86,8.04,8.63,7.76,0.1322064995033549676830812141,
+2026-05-21 14:53:27,cuckoo_pint_observed.csv,1.124,0.886,2.444,6.323,5.709,4.57,8.17,14.371,6.12,0.2343582024396654867083072059,
+2026-05-21 14:53:27,cuckoo_pint_observed.csv,2.909,0.601,1.154,4.071,6.227,4.64,9.12,14.145,7.77,0.09007271290367884884118992677,
+2026-05-21 14:53:28,cuckoo_pint_observed.csv,1.608,2.797,2.898,2.789,9.81,3.25,9.75,1.294,6.4,0.1542531538293437976682870369,
+2026-05-21 14:53:28,cuckoo_pint_observed.csv,1.775,2.719,5.801,5.98,6.473,4.22,9.63,10.601,6.81,0.1325121515376494547948599352,
+2026-05-21 14:53:28,cuckoo_pint_observed.csv,1.15,2.996,4.341,2.847,7.107,3.78,9.48,3.654,7.4,0.07361132769038992538960671329,
+2026-05-21 14:53:28,cuckoo_pint_observed.csv,4.449,2.602,4.832,1.964,8.209,4.95,8.88,10.115,6.73,0.1608361842757615826421944097,
+2026-05-21 14:53:29,cuckoo_pint_observed.csv,2.589,2.665,5.641,0.001,2.311,4.16,9.57,4.858,8.31,0.09040919131236959489706459767,
+2026-05-21 14:53:29,cuckoo_pint_observed.csv,3.611,1.58,2.065,4.995,3.772,4.19,8.7,13.387,5.52,0.2119535271016161458988292948,
+2026-05-21 14:53:29,cuckoo_pint_observed.csv,4.155,1.127,4.921,2.393,8.016,3.61,9.62,5.277,5.52,0.2044196625501372703609326989,
+2026-05-21 14:53:30,cuckoo_pint_observed.csv,3.822,1.724,5.383,2.442,4.501,4.44,8.98,12.018,7.85,0.06310468643557612587299181155,
+2026-05-21 14:53:30,cuckoo_pint_observed.csv,4.685,0.751,7.615,5.176,4.203,4.58,8.44,13.441,6.26,0.1945070616222703596940155463,
+2026-05-21 14:53:30,cuckoo_pint_observed.csv,4.27,1.666,1.708,4.636,7.591,3.7,8.01,12.015,7.24,0.1161854203124284211120686160,
+2026-05-21 14:53:31,cuckoo_pint_observed.csv,4.089,1.793,6.485,5.684,1.458,3.37,8.94,1.541,7.23,0.1545577991911694988323004189,
+2026-05-21 14:53:31,cuckoo_pint_observed.csv,3.085,2.154,6.201,0.755,4.575,3.17,9.23,2.823,8.32,0.0520140828194442839232182037,
+2026-05-21 14:53:31,cuckoo_pint_observed.csv,4.091,1.665,5.462,4.436,2.477,4.15,9.15,2.191,8.48,0.05101660621172888878456783333,
+2026-05-21 14:53:32,cuckoo_pint_observed.csv,3.633,2.251,6.25,0.402,2.843,3.09,9.1,13.074,6.51,0.1444966664720515365235387097,
+2026-05-21 14:53:32,cuckoo_pint_observed.csv,4.345,2.495,7.346,5.832,4.726,4.89,8.69,10.408,7.95,0.1082353598600123284125654633,
+2026-05-21 14:53:32,cuckoo_pint_observed.csv,4.878,2.449,3.062,7.012,2.347,3.63,9.19,14.158,8.41,0.05215997987516952990952137368,
+2026-05-21 14:53:33,cuckoo_pint_observed.csv,1.541,0.526,7.351,4.246,4.887,3.69,9.83,7.512,6.9,0.08585860747096287481792539558,
+2026-05-21 14:53:33,cuckoo_pint_observed.csv,1.405,1.537,5.164,0.138,6.917,3.08,8.53,5.039,7.84,0.1004437408693444477953987169,
+2026-05-21 14:53:33,cuckoo_pint_observed.csv,3.153,1.07,2.467,0.423,4.416,3.82,8.16,14.532,6.88,0.1056538447719803190326021876,
+2026-05-21 14:53:34,cuckoo_pint_observed.csv,3.995,1.696,3.351,2.716,5.095,3.41,8.98,5.228,6.31,0.1885777197578660629247039502,
+2026-05-21 14:53:34,cuckoo_pint_observed.csv,2.182,1.941,6.96,3.476,4.01,3.08,9.41,7.614,7.69,0.08154557745152290915697775933,
+2026-05-21 14:53:34,cuckoo_pint_observed.csv,1.073,1.635,3.829,3.144,2.689,3.83,8.92,9.937,5.61,0.1996748286450925141160472957,
+2026-05-21 14:53:34,cuckoo_pint_observed.csv,3.373,2.701,3.285,4.724,3.204,3.78,8.64,10.092,8.09,0.07698248051422285583836418603,
+2026-05-21 14:53:35,cuckoo_pint_observed.csv,3.928,2.507,4.778,2.681,1.802,4.36,8.19,10.306,6.64,0.1768380769712298217761298692,
+2026-05-21 14:53:35,cuckoo_pint_observed.csv,1.263,2.921,2.696,1.871,9.995,4.85,8.74,12.258,6.78,0.1659254282535512228797162136,
+2026-05-21 14:53:35,cuckoo_pint_observed.csv,2.1,2.026,1.117,1.466,2.377,3.96,8.98,3.356,7.3,0.07732491135489300374262162086,
+2026-05-21 14:53:36,cuckoo_pint_observed.csv,3.682,0.778,4.077,3.972,7.783,4.71,8.82,9.058,6.21,0.1948777291191905449614474606,
+2026-05-21 14:53:36,cuckoo_pint_observed.csv,1.423,2.649,1.609,5.471,5.054,3.96,8.05,1.438,7.55,0.1606767942489311097145499999,
+2026-05-21 14:53:36,cuckoo_pint_observed.csv,4.55,1.03,4.449,2.015,2.062,3.94,9.08,13.715,7.3,0.07402966074208943287792132068,
+2026-05-21 14:53:37,cuckoo_pint_observed.csv,3.682,2.023,7.867,7.495,9.297,4.09,9.2,13.12,8.49,0.07090345542949471355014150037,
+2026-05-21 14:53:37,cuckoo_pint_observed.csv,1.924,0.823,1.572,1.482,9.147,3.04,8.6,12.281,6.55,0.1545661023796099809314123817,
+2026-05-21 14:53:37,cuckoo_pint_observed.csv,3.184,0.826,5.16,0.287,3.439,4.71,9.71,8.162,6.52,0.1071792031807805872467451104,
+2026-05-21 14:53:38,cuckoo_pint_observed.csv,1.313,2.216,3.982,5.504,2.055,3.02,9.06,5.902,8.05,0.08089660820339802533170964715,
+2026-05-21 14:53:38,cuckoo_pint_observed.csv,4.487,1.873,5.6,4.05,6.828,4.46,9.36,11.487,7.28,0.07932810305898371948746034646,
+2026-05-21 14:53:38,cuckoo_pint_observed.csv,3.898,1.234,4.656,7.293,2.403,3.73,8.92,10.367,6.66,0.1825158537075039075329467594,
+2026-05-21 14:53:39,cuckoo_pint_observed.csv,4.15,0.602,7.978,1.069,5.233,4.37,8.2,7.096,6.22,0.1566245946854874806038311414,
+2026-05-21 14:53:39,cuckoo_pint_observed.csv,4.316,1.95,7.704,6.159,9.443,4.03,9.26,9.441,7.36,0.07402488318551490913136035341,
+2026-05-21 14:53:39,cuckoo_pint_observed.csv,1.278,1.899,6.122,6.179,2.722,4.62,8.59,8.533,6.87,0.1679118513453515600168191987,
+2026-05-21 14:53:40,cuckoo_pint_observed.csv,4.925,1.644,7.187,7.341,9.503,4.53,8.3,4.658,6.2,0.2036953674503404334366502947,
+2026-05-21 14:53:40,cuckoo_pint_observed.csv,2.998,0.999,6.651,5.608,5.133,4.44,8.3,8.667,8.24,0.1016698199201118441114807059,
+2026-05-21 14:53:40,cuckoo_pint_observed.csv,1.555,2.981,6.356,6.782,5.309,4.78,8.87,6.457,6.21,0.1913212138351786343695771856,
+2026-05-21 14:53:41,cuckoo_pint_observed.csv,1.446,2.7,6.901,0.491,7.3,4.21,9.33,14.839,5.69,0.1346998060246927889346291536,
+2026-05-21 14:53:41,cuckoo_pint_observed.csv,1.097,2.403,4.357,7.169,5.425,4.97,8.69,10.376,5.58,0.2125889246610176407097943602,
+2026-05-21 14:53:41,cuckoo_pint_observed.csv,2.978,1.885,7.085,1.938,7.698,4.38,9.25,14.404,6.97,0.08708565341208047909496188117,
+2026-05-21 14:53:41,cuckoo_pint_observed.csv,1.829,1.285,7.679,3.36,7.009,3.29,8.07,7.82,7.35,0.1386478731895854108375876906,
+2026-05-21 14:53:42,cuckoo_pint_observed.csv,4.449,0.79,4.09,3.775,7.138,4.77,9.36,4.087,6.17,0.1652902355675189114195029404,
+2026-05-21 14:53:42,cuckoo_pint_observed.csv,2.261,0.793,2.643,1.335,5.607,4.51,9.14,4.602,6.97,0.06375197835959051850788314952,
+2026-05-21 14:53:42,cuckoo_pint_observed.csv,4.006,0.719,6.707,1.2,3.534,4.84,8.52,9.257,7.44,0.09966196470315827519381653944,
+2026-05-21 14:53:43,cuckoo_pint_observed.csv,2.222,1.051,7.89,5.634,1.007,3.61,8.33,12.831,5.77,0.2245689631709049507892351995,
+2026-05-21 14:53:43,cuckoo_pint_observed.csv,4.674,2.345,5.909,6.837,5.571,4.93,9.96,5.67,5.52,0.1808178460576607622175436614,
+2026-05-21 14:53:43,cuckoo_pint_observed.csv,4.419,0.715,2.008,4.177,3.669,4.56,9.85,9.337,7.73,0.07387626009981450156974214360,
+2026-05-21 14:53:44,cuckoo_pint_observed.csv,1.732,2.09,1.688,4.432,9.517,3.14,9.8,2.84,6.11,0.1932047599628301109882479378,
+2026-05-21 14:53:44,cuckoo_pint_observed.csv,1.715,0.944,7.429,0.13,7.001,3.72,8.95,9.458,6.65,0.07535265156737145990571238713,
+2026-05-21 14:53:44,cuckoo_pint_observed.csv,1.588,1.494,5.168,6.768,2.972,4.81,9.2,9.336,8.03,0.08073394543485469015957003343,
+2026-05-21 14:53:45,cuckoo_pint_observed.csv,4.876,0.942,1.407,3.449,4.307,4.12,8.82,10.065,7.56,0.07923509647699823363291706262,
+2026-05-21 14:53:45,cuckoo_pint_observed.csv,2.506,0.729,6.546,4.457,2.391,4.3,9.5,14.998,6.22,0.1646957106514247799883075977,
+2026-05-21 14:53:45,cuckoo_pint_observed.csv,3.507,2.147,1.621,5.46,3.699,3.06,9.56,4.771,7.81,0.08033653903939457120442641775,
+2026-05-21 14:53:46,cuckoo_pint_observed.csv,3.707,1.889,4.211,2.941,7.132,3.84,9.8,11.987,6.49,0.1334555044546457709853292620,
+2026-05-21 14:53:46,cuckoo_pint_observed.csv,2.557,2.41,2.776,5.363,9.431,4.44,8.02,11.713,7.32,0.1272739791353840194499416066,
+2026-05-21 14:53:46,cuckoo_pint_observed.csv,3.814,1.787,6.72,2.047,3.172,4.29,8.76,1.68,8.21,0.06518488612378821747176075,
+2026-05-21 14:53:46,cuckoo_pint_observed.csv,2.329,0.895,1.072,0.292,7.931,3.27,8.08,2.346,7.52,0.09242097331059539000202037036,
+2026-05-21 14:53:47,cuckoo_pint_observed.csv,1.095,2.185,3.622,5.244,2.202,4.79,8.38,4.672,5.72,0.1864922428920238186896729214,
+2026-05-21 14:53:47,cuckoo_pint_observed.csv,2.972,0.988,6.964,2.264,9.849,4.65,8.02,7.236,7.09,0.1440455684118585614025411354,
+2026-05-21 14:53:47,cuckoo_pint_observed.csv,2.924,1.303,3.952,6.561,2.026,4.47,10.0,10.873,8.41,0.08219761839125918628113912520,
+2026-05-21 14:53:48,cuckoo_pint_observed.csv,2.489,2.044,7.955,0.779,2.059,4.14,8.1,7.698,6.18,0.1814049624538451186699704168,
+2026-05-21 14:53:48,cuckoo_pint_observed.csv,3.728,2.19,7.766,6.776,3.9,4.06,8.85,8.286,6.49,0.1834040119165571124225350425,
+2026-05-21 14:53:48,cuckoo_pint_observed.csv,1.923,2.848,6.509,3.373,6.463,4.9,8.62,9.21,7.1,0.1386386819625020888430460267,
+2026-05-21 14:53:49,cuckoo_pint_observed.csv,1.214,2.86,7.155,0.844,6.828,3.69,8.2,13.449,5.66,0.2297824970241685024033893406,
+2026-05-21 14:53:49,cuckoo_pint_observed.csv,2.259,2.113,4.515,0.434,1.507,3.98,9.34,9.967,7.66,0.07557184110222286231264293196,
+2026-05-21 14:53:49,cuckoo_pint_observed.csv,3.256,1.521,5.879,1.437,3.606,3.94,8.59,11.831,5.58,0.1938529249032398078149478452,
+2026-05-21 14:53:50,cuckoo_pint_observed.csv,4.817,2.624,2.365,3.497,5.935,4.85,8.71,1.959,6.18,0.1605853910372178479213136000,
+2026-05-21 14:53:50,cuckoo_pint_observed.csv,1.709,1.265,3.957,7.879,8.721,3.82,8.36,4.968,8.08,0.08042109620016918330662093029,
+2026-05-21 14:53:50,cuckoo_pint_observed.csv,4.256,0.771,3.637,5.373,1.161,4.44,8.9,1.308,7.84,0.07427973275100182491875023148,
+2026-05-21 14:53:51,cuckoo_pint_observed.csv,2.251,2.202,1.799,5.356,8.649,3.91,8.96,1.134,8.08,0.06186182082728091045613425926,
+2026-05-21 14:53:51,cuckoo_pint_observed.csv,2.903,1.461,5.382,0.613,8.562,4.86,8.19,8.192,5.51,0.1899763844843215612218301349,
+2026-05-21 14:53:51,cuckoo_pint_observed.csv,2.054,2.896,3.822,7.566,7.476,3.93,8.29,10.098,8.17,0.08339218936083820072805212406,
+2026-05-21 14:53:52,cuckoo_pint_observed.csv,3.006,2.115,1.97,6.576,5.968,3.07,9.76,11.395,6.77,0.1589190207525276687147425635,
+2026-05-21 14:53:52,cuckoo_pint_observed.csv,4.95,0.53,2.559,7.33,4.619,3.03,9.32,7.596,8.36,0.06308039492856599737556414030,
+2026-05-21 14:53:52,cuckoo_pint_observed.csv,3.808,1.765,2.153,3.7,3.165,3.37,8.18,8.177,6.24,0.2174011622547987811486747353,
+2026-05-21 14:53:53,cuckoo_pint_observed.csv,1.573,0.853,7.479,3.035,9.629,3.33,8.53,4.97,7.82,0.07767468560315551573408689306,
+2026-05-21 14:53:53,cuckoo_pint_observed.csv,2.169,1.192,4.773,5.291,5.42,3.29,9.03,10.632,6.48,0.1956046760690365441752978453,
+2026-05-21 14:53:53,cuckoo_pint_observed.csv,2.009,1.4,2.188,0.686,3.286,4.44,9.59,4.47,5.68,0.1266174681462360580107860185,
+2026-05-21 14:53:53,cuckoo_pint_observed.csv,1.684,0.949,5.806,4.484,6.967,3.87,9.75,12.396,7.33,0.06214008102713826249198002763,
+2026-05-21 14:53:54,cuckoo_pint_observed.csv,2.243,1.656,2.167,7.936,1.099,3.44,8.42,3.432,7.32,0.1893819165737665577582069785,
+2026-05-21 14:53:54,cuckoo_pint_observed.csv,4.515,1.229,4.163,4.133,7.428,4.76,8.76,7.69,8.07,0.09443849084100597418619926501,
+2026-05-21 14:53:54,cuckoo_pint_observed.csv,1.907,2.191,6.251,2.146,8.733,4.01,9.8,4.064,6.58,0.1213992237086841490485398677,
+2026-05-21 14:53:55,cuckoo_pint_observed.csv,3.557,0.787,3.633,5.66,2.575,3.77,8.95,13.012,6.92,0.1549876578510860720336839043,
+2026-05-21 14:53:55,cuckoo_pint_observed.csv,3.766,1.33,3.468,3.759,6.763,4.9,8.16,2.559,7.22,0.1321280523041562961427217403,
+2026-05-21 14:53:55,cuckoo_pint_observed.csv,4.931,1.231,4.686,6.54,2.209,4.64,8.88,8.457,6.1,0.1937454929983229759746386004,
+2026-05-21 14:53:56,cuckoo_pint_observed.csv,4.766,2.568,6.781,0.827,9.263,3.9,9.26,1.344,7.51,0.07093387688536573001766875,
+2026-05-21 14:53:56,cuckoo_pint_observed.csv,3.172,0.774,3.557,6.121,7.51,4.74,8.38,13.24,5.76,0.2396123878413002952053604012,
+2026-05-21 14:53:56,cuckoo_pint_observed.csv,4.16,2.431,3.513,4.615,1.399,3.63,8.49,10.255,8.13,0.08969501929380691835211280533,
+2026-05-21 14:53:57,cuckoo_pint_observed.csv,2.766,2.076,2.134,4.372,8.62,3.16,9.76,10.844,7.28,0.09499548469025840756032264500,
+2026-05-21 14:53:57,cuckoo_pint_observed.csv,4.22,0.715,4.917,5.284,6.773,4.07,9.64,9.786,8.45,0.07722126346477077460333371397,
+2026-05-21 14:53:57,cuckoo_pint_observed.csv,2.754,2.721,2.257,6.39,1.265,4.38,9.86,4.365,8.09,0.0831731580885968900301556680,
+2026-05-21 14:55:19,cuckoo_pint_observed.csv,4.071,2.329,1.799,6.296,8.957,4.91,8.97,14.689,8.06,0.1059858771531208397794800678,
+2026-05-21 14:55:20,cuckoo_pint_observed.csv,1.059,2.735,6.813,6.743,7.304,4.7,8.02,9.205,5.85,0.2448119177328672895152180325,
+2026-05-21 14:55:20,cuckoo_pint_observed.csv,4.099,2.835,2.686,0.898,4.505,3.11,9.46,6.573,7.65,0.09364492611635839762971069736,
+2026-05-21 14:55:21,cuckoo_pint_observed.csv,1.404,1.124,2.326,3.477,2.489,4.29,8.7,10.887,5.83,0.1865477533886791960643604761,
+2026-05-21 14:55:21,cuckoo_pint_observed.csv,2.901,0.663,4.356,0.836,7.709,3.3,8.11,13.943,5.86,0.1917288931481632222202343195,
+2026-05-21 14:55:21,cuckoo_pint_observed.csv,2.821,2.561,6.633,1.278,5.728,3.01,9.89,7.938,6.82,0.1403129598020115225999720935,
+2026-05-21 14:55:21,cuckoo_pint_observed.csv,3.623,2.843,5.957,2.319,3.121,3.01,9.38,4.479,6.77,0.1450418021002758009976294594,
+2026-05-21 14:55:22,cuckoo_pint_observed.csv,4.188,1.25,6.561,6.675,7.488,3.15,9.03,4.612,7.55,0.1012822472908563948182245530,
+2026-05-21 14:55:22,cuckoo_pint_observed.csv,3.921,1.035,7.239,2.224,1.6,4.6,9.22,10.056,5.94,0.1407457672613762057907024594,
+2026-05-21 14:55:22,cuckoo_pint_observed.csv,2.319,1.21,5.17,7.963,4.581,3.91,9.14,4.9,5.87,0.2327661436778124857982703570,
+2026-05-21 14:55:22,cuckoo_pint_observed.csv,4.904,0.982,1.724,2.235,5.914,4.6,9.62,11.239,7.06,0.09280322265382612771297050510,
+2026-05-21 14:55:23,cuckoo_pint_observed.csv,2.63,2.794,7.874,1.158,3.276,4.8,9.95,12.397,8.1,0.1587801285108700948966320936,
+2026-05-21 14:55:23,cuckoo_pint_observed.csv,4.036,1.271,2.559,2.793,6.521,3.84,8.27,10.147,7.77,0.08086445839456608949423286539,
+2026-05-21 14:55:23,cuckoo_pint_observed.csv,1.884,1.209,3.712,0.346,4.789,4.26,8.23,3.964,5.56,0.1644020580216314219889378699,
+2026-05-21 14:55:23,cuckoo_pint_observed.csv,1.56,1.61,1.523,6.437,2.87,3.77,8.57,9.86,7.84,0.08483147268783726124909642273,
+2026-05-21 14:55:24,cuckoo_pint_observed.csv,1.063,1.31,6.876,7.468,3.408,4.77,8.67,13.861,6.09,0.2286470269639522872352266754,
+2026-05-21 14:55:24,cuckoo_pint_observed.csv,1.153,1.661,2.191,0.392,2.276,3.64,8.11,5.691,7.37,0.1059248561502137457433866923,
+2026-05-21 14:55:24,cuckoo_pint_observed.csv,1.894,1.107,4.699,5.897,2.057,3.03,8.59,3.245,7.98,0.09242443049698576925981146759,
+2026-05-21 14:55:25,cuckoo_pint_observed.csv,2.611,1.147,6.294,2.61,3.224,5.0,8.22,7.633,7.71,0.1176875609191284026269216051,
+2026-05-21 14:55:25,cuckoo_pint_observed.csv,3.084,2.188,3.003,7.356,1.462,4.59,8.65,3.342,6.01,0.1784136068170967723488746443,
+2026-05-21 14:55:25,cuckoo_pint_observed.csv,2.622,0.701,4.833,6.823,4.55,3.18,9.75,10.965,6.45,0.1862017177325305801849121077,
+2026-05-21 14:55:25,cuckoo_pint_observed.csv,3.342,2.412,6.226,4.3,8.623,4.85,9.62,4.382,6.55,0.1478083038733544837897744948,
+2026-05-21 14:55:26,cuckoo_pint_observed.csv,4.575,1.157,1.019,4.47,1.958,4.4,8.32,13.772,6.37,0.1871401266903257567786279428,
+2026-05-21 14:55:26,cuckoo_pint_observed.csv,1.371,2.359,1.849,3.4,8.271,4.47,8.95,13.556,6.97,0.1180157392721520995194501805,
+2026-05-21 14:55:26,cuckoo_pint_observed.csv,4.649,2.999,3.63,0.618,6.031,3.99,8.04,11.103,6.69,0.1662999589353476165585385455,
+2026-05-21 14:55:26,cuckoo_pint_observed.csv,4.679,1.919,4.552,5.295,7.675,3.18,8.44,8.551,7.09,0.1391450796469733462190415207,
+2026-05-21 14:55:27,cuckoo_pint_observed.csv,3.166,1.62,4.94,5.522,4.472,3.29,8.09,4.478,6.41,0.2423628269734568721413716685,
+2026-05-21 14:55:27,cuckoo_pint_observed.csv,3.857,2.45,3.253,0.515,1.478,3.45,9.94,10.267,7.31,0.1453367555251749958075130044,
+2026-05-21 14:55:27,cuckoo_pint_observed.csv,2.017,2.192,6.804,5.517,1.983,3.12,8.28,10.41,7.49,0.1660267536307076554108471081,
+2026-05-21 14:55:28,cuckoo_pint_observed.csv,1.365,2.676,4.77,0.285,8.252,3.77,8.87,10.175,5.89,0.1557127434686252199969497616,
+2026-05-21 14:55:28,cuckoo_pint_observed.csv,1.905,2.458,4.154,1.566,2.419,4.38,8.16,3.539,7.57,0.1205260594870399496209918751,
+2026-05-21 14:55:28,cuckoo_pint_observed.csv,2.543,2.269,7.128,2.911,9.259,4.95,9.41,3.5,7.39,0.08464142239357158408862081341,
+2026-05-21 14:55:28,cuckoo_pint_observed.csv,3.494,0.878,3.201,6.367,2.934,3.5,9.3,11.439,8.0,0.04920626527411655907736272029,
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_pint_simulated.csv b/modelling/data/abingdon-all/seasonal/cuckoo_pint_simulated.csv
new file mode 100644
index 0000000..d161efa
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_pint_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,4.00377E-8,0.1,0,0.01,1.88515E-8
+RungeKutta4,2,0.2,6.95580E-8,0.1,0,0.01,3.27509E-8
+RungeKutta4,3,0.3,9.24647E-8,0.1,0,0.01,4.35364E-8
+RungeKutta4,4,0.4,1.09268E-7,0.1,0,0.01,5.14481E-8
+RungeKutta4,5,0.5,1.18058E-7,0.1,0,0.01,5.55868E-8
+RungeKutta4,6,0.6,1.15409E-7,0.1,0,0.01,5.43395E-8
+RungeKutta4,7,0.7,9.81367E-8,0.1,0,0.01,4.62070E-8
+RungeKutta4,8,0.8,6.75440E-8,0.1,0,0.01,3.18026E-8
+RungeKutta4,9,0.9,3.87002E-8,0.1,0,0.01,1.82217E-8
+RungeKutta4,10,1.0,6.00879E-8,0.1,0,0.01,2.82920E-8
+RungeKutta4,11,1.1,2.53243E-7,0.1,0,0.01,1.19238E-7
+RungeKutta4,12,1.2,8.89278E-7,0.1,0,0.01,4.18710E-7
+RungeKutta4,13,1.3,0.00000253309,0.1,0,0.01,0.00000119269
+RungeKutta4,14,1.4,0.00000631009,0.1,0,0.01,0.00000297106
+RungeKutta4,15,1.5,0.0000143881,0.1,0,0.01,0.00000677454
+RungeKutta4,16,1.6,0.0000308389,0.1,0,0.01,0.0000145203
+RungeKutta4,17,1.7,0.0000631546,0.1,0,0.01,0.0000297359
+RungeKutta4,18,1.8,0.000124877,0.1,0,0.01,0.0000587975
+RungeKutta4,19,1.9,0.000240130,0.1,0,0.01,0.000113064
+RungeKutta4,20,2.0,0.000451218,0.1,0,0.01,0.000212453
+RungeKutta4,21,2.1,0.000831301,0.1,0,0.01,0.000391412
+RungeKutta4,22,2.2,0.00150481,0.1,0,0.01,0.000708529
+RungeKutta4,23,2.3,0.00267929,0.1,0,0.01,0.00126153
+RungeKutta4,24,2.4,0.00469264,0.1,0,0.01,0.00220950
+RungeKutta4,25,2.5,0.00807659,0.1,0,0.01,0.00380281
+RungeKutta4,26,2.6,0.0136304,0.1,0,0.01,0.00641778
+RungeKutta4,27,2.7,0.0224805,0.1,0,0.01,0.0105848
+RungeKutta4,28,2.8,0.0360772,0.1,0,0.01,0.0169867
+RungeKutta4,29,2.9,0.0560679,0.1,0,0.01,0.0263992
+RungeKutta4,30,3.0,0.0840131,0.1,0,0.01,0.0395570
+RungeKutta4,31,3.1,0.121009,0.1,0,0.01,0.0569762
+RungeKutta4,32,3.2,0.167372,0.1,0,0.01,0.0788059
+RungeKutta4,33,3.3,0.222544,0.1,0,0.01,0.104783
+RungeKutta4,34,3.4,0.285249,0.1,0,0.01,0.134308
+RungeKutta4,35,3.5,0.353802,0.1,0,0.01,0.166585
+RungeKutta4,36,3.6,0.426429,0.1,0,0.01,0.200781
+RungeKutta4,37,3.7,0.501508,0.1,0,0.01,0.236132
+RungeKutta4,38,3.8,0.577695,0.1,0,0.01,0.272004
+RungeKutta4,39,3.9,0.653965,0.1,0,0.01,0.307915
+RungeKutta4,40,4.0,0.729588,0.1,0,0.01,0.343521
+RungeKutta4,41,4.1,0.804079,0.1,0,0.01,0.378595
+RungeKutta4,42,4.2,0.877141,0.1,0,0.01,0.412996
+RungeKutta4,43,4.3,0.948602,0.1,0,0.01,0.446643
+RungeKutta4,44,4.4,1.01839,0.1,0,0.01,0.479502
+RungeKutta4,45,4.5,1.08647,0.1,0,0.01,0.511557
+RungeKutta4,46,4.6,1.15285,0.1,0,0.01,0.542811
+RungeKutta4,47,4.7,1.21754,0.1,0,0.01,0.573270
+RungeKutta4,48,4.8,1.28056,0.1,0,0.01,0.602943
+RungeKutta4,49,4.9,1.34191,0.1,0,0.01,0.631829
+RungeKutta4,50,5.0,1.40158,0.1,0,0.01,0.659924
+RungeKutta4,51,5.1,1.45956,0.1,0,0.01,0.687224
+RungeKutta4,52,5.2,1.51582,0.1,0,0.01,0.713713
+RungeKutta4,53,5.3,1.57032,0.1,0,0.01,0.739374
+RungeKutta4,54,5.4,1.62301,0.1,0,0.01,0.764183
+RungeKutta4,55,5.5,1.67382,0.1,0,0.01,0.788107
+RungeKutta4,56,5.6,1.72269,0.1,0,0.01,0.811117
+RungeKutta4,57,5.7,1.76954,0.1,0,0.01,0.833176
+RungeKutta4,58,5.8,1.81429,0.1,0,0.01,0.854246
+RungeKutta4,59,5.9,1.85685,0.1,0,0.01,0.874285
+RungeKutta4,60,6.0,1.89712,0.1,0,0.01,0.893246
+RungeKutta4,61,6.1,1.93500,0.1,0,0.01,0.911081
+RungeKutta4,62,6.2,1.97036,0.1,0,0.01,0.927730
+RungeKutta4,63,6.3,2.00304,0.1,0,0.01,0.943117
+RungeKutta4,64,6.4,2.03285,0.1,0,0.01,0.957153
+RungeKutta4,65,6.5,2.05952,0.1,0,0.01,0.969711
+RungeKutta4,66,6.6,2.08267,0.1,0,0.01,0.980611
+RungeKutta4,67,6.7,2.10174,0.1,0,0.01,0.989590
+RungeKutta4,68,6.8,2.11589,0.1,0,0.01,0.996252
+RungeKutta4,69,6.9,2.12385,0.1,0,0.01,1
+RungeKutta4,70,7.0,2.12372,0.1,0,0.01,0.999939
+RungeKutta4,71,7.1,2.11264,0.1,0,0.01,0.994722
+RungeKutta4,72,7.2,2.08647,0.1,0,0.01,0.982400
+RungeKutta4,73,7.3,2.03950,0.1,0,0.01,0.960284
+RungeKutta4,74,7.4,1.96450,0.1,0,0.01,0.924971
+RungeKutta4,75,7.5,1.85357,0.1,0,0.01,0.872741
+RungeKutta4,76,7.6,1.70059,0.1,0,0.01,0.800711
+RungeKutta4,77,7.7,1.50522,0.1,0,0.01,0.708722
+RungeKutta4,78,7.8,1.27682,0.1,0,0.01,0.601182
+RungeKutta4,79,7.9,1.03471,0.1,0,0.01,0.487186
+RungeKutta4,80,8.0,0.802293,0.1,0,0.01,0.377754
+RungeKutta4,81,8.1,0.598393,0.1,0,0.01,0.281749
+RungeKutta4,82,8.2,0.432106,0.1,0,0.01,0.203454
+RungeKutta4,83,8.3,0.303700,0.1,0,0.01,0.142995
+RungeKutta4,84,8.4,0.208499,0.1,0,0.01,0.0981703
+RungeKutta4,85,8.5,0.140207,0.1,0,0.01,0.0660155
+RungeKutta4,86,8.6,0.0926123,0.1,0,0.01,0.0436059
+RungeKutta4,87,8.7,0.0602743,0.1,0,0.01,0.0283797
+RungeKutta4,88,8.8,0.0387676,0.1,0,0.01,0.0182535
+RungeKutta4,89,8.9,0.0247069,0.1,0,0.01,0.0116331
+RungeKutta4,90,9.0,0.0156352,0.1,0,0.01,0.00736173
+RungeKutta4,91,9.1,0.0098401,0.1,0,0.01,0.00463314
+RungeKutta4,92,9.2,0.00616578,0.1,0,0.01,0.00290311
+RungeKutta4,93,9.3,0.00384950,0.1,0,0.01,0.00181251
+RungeKutta4,94,9.4,0.00239586,0.1,0,0.01,0.00112807
+RungeKutta4,95,9.5,0.00148693,0.1,0,0.01,0.000700111
+RungeKutta4,96,9.6,0.000920377,0.1,0,0.01,0.000433353
+RungeKutta4,97,9.7,0.000568232,0.1,0,0.01,0.000267548
+RungeKutta4,98,9.8,0.000349927,0.1,0,0.01,0.000164761
+RungeKutta4,99,9.9,0.000214933,0.1,0,0.01,0.000101200
+RungeKutta4,100,10.0,0.000131665,0.1,0,0.01,0.0000619935
+RungeKutta4,101,10.1,0.0000804337,0.1,0,0.01,0.0000378716
+RungeKutta4,102,10.2,0.0000489950,0.1,0,0.01,0.0000230690
+RungeKutta4,103,10.3,0.0000297542,0.1,0,0.01,0.0000140096
+RungeKutta4,104,10.4,0.0000180116,0.1,0,0.01,0.00000848064
+RungeKutta4,105,10.5,0.0000108660,0.1,0,0.01,0.00000511618
+RungeKutta4,106,10.6,0.00000653148,0.1,0,0.01,0.00000307530
+RungeKutta4,107,10.7,0.00000391080,0.1,0,0.01,0.00000184137
+RungeKutta4,108,10.8,0.00000233190,0.1,0,0.01,0.00000109796
+RungeKutta4,109,10.9,0.00000138417,0.1,0,0.01,6.51727E-7
+RungeKutta4,110,11.0,8.17628E-7,0.1,0,0.01,3.84974E-7
+RungeKutta4,111,11.1,4.80406E-7,0.1,0,0.01,2.26196E-7
+RungeKutta4,112,11.2,2.80629E-7,0.1,0,0.01,1.32132E-7
+RungeKutta4,113,11.3,1.62881E-7,0.1,0,0.01,7.66914E-8
+RungeKutta4,114,11.4,9.38688E-8,0.1,0,0.01,4.41975E-8
+RungeKutta4,115,11.5,5.36701E-8,0.1,0,0.01,2.52702E-8
+RungeKutta4,116,11.6,3.04139E-8,0.1,0,0.01,1.43202E-8
+RungeKutta4,117,11.7,1.70619E-8,0.1,0,0.01,8.03348E-9
+RungeKutta4,118,11.8,9.46173E-9,0.1,0,0.01,4.45499E-9
+RungeKutta4,119,11.9,5.17751E-9,0.1,0,0.01,2.43779E-9
+RungeKutta4,120,12.0,1.05514E-8,0.1,0,0.01,4.96805E-9
+RungeKutta4,121,12.1,3.62131E-8,0.1,0,0.01,1.70507E-8
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_pint_simulated.png b/modelling/data/abingdon-all/seasonal/cuckoo_pint_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..98e798e9ec66ebd0c141c7c768de7e129f614055
GIT binary patch
literal 29880
zcmb@uWn7e9*FHReln97)qbR79iqa_xDy4#SDN+(c!_Z*Rf`Wi_DIp~t1E@4eD+mJv
zGDGJKF~k7>J;tT?bwAJZetAFm8{M9<bFFn8>sV*#Z4DLbqijbZ5D4|n8`thaAjAO>
z2+<@38ECoEKZXWBQm)taT(zK<t{(TDEg<UmT^;S9u68yLc-$?VU2LEZqQVz12ulj`
zSi8D9x=4wL*#C2dFx1&fgim=;A3TN9@rJ$&1VVeC@P{Z@KF0<EaXo$WnxeL6^71&j
zr}n*3@-^{#Tr~0q#gUhNR~42>uWQFv6frt|tzb5~V?_G?!)UbTb$zM_`iug4iZ<ti
zV*6Ct&SfjG&DVd%!THA|C@Hf)k9p62KE%lcKD;#D<FBy-cUh5~9c4L2MnVL-5b(9+
zs}~9Q3q-;AEQHWfaO|i8;oky}iI0Py51r|dBjC5>(*JM&eL<3)o!x79KIcWjEfXKi
z^|0{ptjbEUargml+=E;HsKYyW_uDUHV`|^Of8Ur%f+lYG5vh@q@_c|Sjn~B&HS9hL
zi-<UFWo31gn)(fu2t3-vf8P!5byQMPa!Oryr?jjrD<p(s7cp_5T<5-g)vsRr-o5K0
z@HJxDt#9TJZ4t0|WM7{`al`I;^@Iz7a5(%LJExRu?%AG!!NE7Zo=wlFQ$`aWKPI`Z
zqB1B{HFi~BU!M;ap`IibN?e+mnK?L(*Auns$(~K~H-XbYyudt}L8K3yP_6wd<8|}T
zrB~9$k)Dqo8u#5Xe0cvuoPT>od{N_p*X~?al=b|;8`mak@xEHO#kul94JEp7s>z0`
zs^RVZdNwxaQeZQ$Gbt!3DAKJ`Vb7REOw<P7s%JqP_v22SI8pF6Qf}=7NoHjI{uaV@
z{!RP<cDn1Fq~z<PR8%diX+GGS`NhSnI6pHa9LCQOVAmSKI_0*Fj?pB;b3oL(k!T!+
z*_rJaSzNvyqB0U*UoX91R9&rCwp@DIyzTj$B!}8O)U0Ta#AD$`ytCJ0VbxsY;Xbsg
zDzC8cjJUWsW7XY8r2nDs3ufF3Yu)CMq0MYh%EolO>A*c*<FE4`y>fek`+F0Ie6~(Q
z`c|Q-UT@B#Ol}JwmEWEuNtE>#8$lq#MYK@+pRO|-U+an!%0f8Qb)#{#7mm*n9hu8f
z3Z}W^<AbMc;YM-A7s(xLo8P*1>l8CHGj?<H4d}>fY<&Fiyj0`ifwZwp_m!#JxiK*@
zEJ_<|O|)r!(oP$5cQDFKOiX-5%p4qQx<*b<B?=xzv~gp^ux?kcUY$dFugYfROpUqp
zGS(}S({QA(_ee(>85_4`*m3Dv7UboH&U}8&n@YmmU=)C1U)<eX?1=4=KlH))ySrCz
zr%lN0tc@2p9^Ar>xkR<crBzMkr1_mdd_<tWe?RHvxwSemQ4IHTF*VYwsjJgcR1BO`
zN3D`mvt2vf9d696sHhlpgQ;=h$oTpA!iXb_JuofIgImjpy)m)cCf4PVvS2>-#4qz$
zA;Zc(T6w&};dYz6#@PcFt2Jzwh{q!m{8vW#;oRI@KiQn3RPPnZerX38nN0EJ7+>%p
z&YkVOy>QxN$&GoVdLHJGS56TEIt9o5x#5xU!go4_3)M6eEBz|mj1#n6GS#TtWlnWd
zCr`4AJ7j}p-}Lq-`b<R1qacr|Zj6m(7_EYu7JE^_#_rhJ2?`liM{{}2oiwO(7fSKn
z8c9K}ZATUr6+K^R*mJ-rOTw@ZG4c~bERA{o>)qm+x!=X_taRrV6}@c=ruFc0nG)Cb
zGxwc-rQ2*@trF>d+B2Z`Jr?VX;gfsx<*bu&>g^Baoz*;-xNNsp>Q=+92DT+*_Tyt?
zL+me4C&&sHyiQ9q&FQMyMxA;U-q*(MZ)DUOyjgt%bt<B2J})Qr#PD~ev{vY+`i^&1
zxR&ZZ)ND7R{plCU*<@a4lu|@%H3T)BNCj)qL^=p39^lt|<*Fi6Y2?q>=eBMi7pdEs
zN$U9GwVqr%rBr~gb=s>tJlNa&BDX{Gp<>uXpfyBTuSDTk)%NaUam%7}zR&JxYwgsh
zNCYP{8Xp+ahQ+wYy?PZoVG5gm#Tkr*6`ZL$c`%i!_wnhwk7je8g%H;!2xK3--Yd_(
zw6xSb+#E_zU1r&RslcRuwC~H8FY{gmYbDhSc34gqZe`rIq^fGw6=rNaP8n5Z_L2B;
zWMt$?adBO|k%@`Jr2KfiiC12my@0T=n1qxRn{e&iDJ5H5+qP*a9P_MtdEkwzw6OGS
zvP-iCx8L^tHVbg~v-EVHCc?>d(g)_HdW;3CYG#)Hy%OQD=qfoeF;?S3%^#DJB2**}
zMan4Myczm^u0QJ;HM<xKup7L>hYRnDn>PvP9kc%0D)n5Y;vHjS`?aktu`#DM&Xkq-
z)wZs#cPK0p{S~qIU@%9M8Hf8U+Ur^?4E4Bs_ikJ7;!q*|u=ivjxrQgava%9P{))^F
zI%evk=U(LgGSr_we%)o2+TrKcZf|dwljUz6uE8O_TX0b_*pQDyLqjEYBc*axng@nQ
zDJU+SK7E>HVR2Eq2)B=$2w&`eEjpXsYrDU@$%$*TFDNPL1BO7J1=#22i7%D*h~~}e
zLU&(jbQ+9ZR8&-27*X$CRgK>qHeIcbKrouNF4suo6YzV?CZ6B35l7R-HXy_s^xUH(
za9A0Oe+#{0b#Q?9)9tmq0g|Tbsvz1VClNAQ3f+dFprC8TQJ9n3a?KVpJ>Vb%Hx|xy
zgsb<BQColiozITw)Vh@d{W4{a(&<z-)a#5f@2UCub2PMUC=(Hslc&!isx4~uverv)
zvu)?r-e6iA44NdBq70lwzpAVnm)S5b`ku$$%rzd*yyL1pT3Ddc(8p8prhas?3S%VZ
z$pWUqR`us=w)l#X$oThlE4A+idwu4<NfZNjc8h}sJv;o$x%$0`eU|hXeT(_<_NHiS
zeMJPVdD2~IYD^G9ko)R%Q;ScC_wL5LuS1%T-s`qOXOUzKi^@vgw8=uzay7rq!E*!)
zP7G_m0}XFGbVA6o%9V4`(+^_S+h6duY;9VQy^o5D+D<dog~)z9eLR3@^7RuuUk}vM
z=m_?{vK&J*NzYEnTnHWSSzcZxI4hRj%fqvVf|UCuTFJsl!Cgq_ynsN<p$t<fRkjKj
z><KXmNlU~?mvEgLhcfz8;PlK)*kLd=`_Q~x_3<f-3$YUdo_0pV;*Nf(DU3zywt5Wh
z@SC@9-KEspP-(l1J<_WTD6X30lbG1fgp#6KIkMSDGO6zb{IXW;P3r4Ko?hB2v^8lh
zW@Rola$HMjNZoj2zwxxR-Y221?qdG_*QD9(ZLn|h-o8~<o0*qVs;OEo%UQfA4B0tu
z4_%vJV4gGTTW9(7y(t*?Xn;JbWjTLw(dYbfN+>^5JH$YVh{B8*-`di`<BvI}#AVxx
z+NsWY;_c}<+l!iy@GfDvwMrc&fHJwhqL0FO;K|xz=sZiLX<Nlj(DB|HZ#7cRljRnh
z)Eh+TqA+*hPdXDWn(xB*$L-@WNz5n{4kS(L_6L#)*rjKegjHF!zH%GkT~nI-I8n$u
zZ_yvki(;?#Bw*O_dDw+6-xR^(h6Q`X9A(sfl!>13MuhiX_43(8ZRhVU=i$_?#TA*0
z*>Me%BV+iJA@M3xTs=sJ$eB;{I$ndVyXziK=Wo4lf65<_3Szwr7pF@GUht|kANo*)
zPF$!a4-aojT}!$m($iIM*BT?Yz4p*!+pk79ys?_!W@D~D)8jeSmDKc40|NusqQZi_
z&%<WS{gKCDl5`CsE11hG-E%9B>1?q|E=D0+GdszkpGaM3RaCgT@SOK~KQDxsS0;lO
zJ`wx<CMk2B(InPoQJtv0-e8<_XlYby3@i}KrH3IbOdo?cVL^17c6Y+QAS*Rdi*Cy)
z(_OI>w)5Ju-koaZD{e>n=p#TJ!OxZU)mZaGl>EWB`4Yw`3smY66T!;G%^fQX<%|J@
znGfed!(!%ujB54bYtrq=*Aqq{7;WjrlXcd=EUw=&$l3E=t;aQIJmez(sylAaEh7F2
z#Z&PCCA4#U7QeHuneg?q=QC&M`ogmBCTTCzbiuaU>aC8FD*G&cdVURtLl5Jiry{eN
z;a2u8#a6mT)|k>Ot+2KGzNpy_CANcYRFs@NzqwH?cB1LyWAf{F@&&EFAhtTV-&UVB
zEq!>i&9<ewEq1j`e)-#%*v+%vi7!42kUGA|h3i1P0=X0d{HCS_tE(rq;+-^)HRfUO
z()z>^nMg;{k_bSH;ACtf5?x)PYbUjZ<*Ka$+KypaB>Y5Y_9hpxIG=CvR42GxC*0t4
zxDzIhA4#W5*rG0?n__(AuV26Zpyp^RYH%B~9hpc)l$!fVmJfd9DEC{j)U|#?8HeZI
zhub??b`hw2<HdEcH9e6ECpnphh<K^*7Pq%+*4Jm8Vr3))Xce*F+kSY11u7G*7pqa>
z94k)f;Xv9QtU(lBI+dp%QQ1$wB8$4R;Cc7@@Y83oV_YJ6pRV&Un<f)63&4fae79cD
zW#|kMqY>B>myIaaFNw%tf=ms$qVm+v&M&(xgtZwJ8P&WLu0fx;C>BRG0QLbFNe4=N
z2O1hb`u+VAd@UyU)B!u{%B70dF8Bo#y(9!RRCKnG;n~>Z-sM?s)gDN$#wM%{@^X7V
zC#@OF@8sk}=HcP-{$X?UNu^`B3IE27+}yb*i|eI)@Yv9#q@?XB1m-TQjg1ZGu%zQ;
z!2N;jn^On){rwg!Z|49#oa3l~kPu@P3bDSwcIgZ~pV|eVgPmD^89tGBABSBW9glZa
zjQQfm`30#zb@?~9wWT>z9yggWKfv!yUE=5Gf4@X2($>G}<!ekf^RTOoMT8_vaHN0y
zE_V#SCX=Luv^4vJ2M>-_A-&$+-`iUD?OD{uy+MD%4c_xm4P7g}g2!*aukk&`cDen6
zMJIz2h?dh3%9>2VMrTJ=Jya<$79x%K(vy;sHCd6Zt*v2VkKl01J+J|(`}_N+q_R|^
zm{i%^aHCr@lC0p(dNs~(^hRfD7mF74cHe-=QpmKys9fB^qoJYU89Nl-ADx!w-)R?X
zVb-uc6&_<!oMT~DD@Wc6a};h(_1)4}vbN6ETWR&YnGhCs^hJN&YJ+#DJ?ZTv>ccF*
z5lRT;?T28s8vf`ugwrbLTwCV#@aDx&G1;{m4~YBNS|P*`y$f<e6TorKy@@wjxU9ud
z-eP`pr$j1^l(dC=j?U{BH2wYizd%$yirwuU2`T`Ghzlg{iv!qd9jZHra`6d%@+7*j
z5VpH;8*(CaN<>CxOpu6xdN))|Ot_vtefmN&9ddd>LQ#^uJLd`UI?5#;3zJjiY&Vo`
zH!yBzhjr!V=ihQwJGU7ME=0E+x3{~-Vua6tXp?)`^4f0lKpzSTl-r|)M3Ye960;K&
z)~8OLBJSXYp3AW3g}%=4?II!Nv3{_MtiQnpQ>C;APdv74$n^(O_g&N0W_YQByn7X)
zjJ%|@7e{_nq3@ciD%F3r`T5EHs|}0;B4BPlxgMz}Y2w)5)fEn0?0d14TZu_Y9Ung`
z76zAj{WX$XPiv3J2Be36`J#O~3jXE^fPxm!wuERIKwE9C)W6#(!3p_yTWCT8%YU_v
z*Lm>5&_ZW^%tJX8_J=o6q^F~!``-rM44mr=8Eo8%Q88>B>u8nCZLk|45Ixp$#(>8C
zEq3)3saF8NwYRoD(<#vFUql>W+PEJ=p_*U^i!F+M`Vh%><><wH3K*}gK4G$>vmphA
zg^d1v;mjf{gUjd7pP!2}bjY9*uKr+$AbaaF*LSix?-V++z~U(wd4~VeO{=$RuTM4X
zE)><RWU@O{2ZDfo_lqsXXl`Df;zqmSEo(%(p{4Z%w$GT>%pVS5LhP$o*Ij0NzIth;
z#{&rY;#F9*cxfCX7y#K#FUa0`Uf#!C{&=Td5U93nHzKX=>=;bL^7GG&I-GRn7Z#@Z
znEOv}OFj{oR8-vK*h&$Ha#3?il@C`LmY4-rtLq}Fp!@)Jvq`%Pa>{r{gV495sp&Bp
zEti`2))L)tXhcLdAWb^Ey6ENCpTvCrtky5oQ#HN(t;Qv1+gML8LE>~uQj&llm!$LQ
zX*4<{XmDiY^%M$q?#!9%_~-ofYZhZM9e`9gD=%*vVejhd$`DoNwy1-t1F*sAs)L`A
zn9sH&n7m97nTDQ{ICt)*(XiQtzI4UM?QLzrfGKHl17R9pk?!5QS3!6mo183|DsDAD
zJF7xOL^M@X_U)VA`$C@yyH8Ij%gx(p9yvHL;W`j-|HFgl>q<jkzxESCj9yf0WR~yV
z)*U4!5*Q2?+M)!YkboaEBjXvark0lL_|LGMw{OD`>+4f{cQwSb1*P%@Wj~;lV4rDc
zyVLNn*<M68y1O?`)G{<QbjtnJt5>HCdt%cBsAy=Is&rdvF}8Q~^lnT~PopO%c`9uH
z=`iIH7#N5K5xJb*Sr{M}wDk2~d;0FwI3Oz3%c*)0!^80)kZE?SkzMn3M#|*b;I}bT
zSD-dFbi=4U9V{1!MLbPZqPQ64*WEmpN3W}^tD~2fg;Ke#Iy1Afu2;glBTQZVgtjjs
zb$Y&4cVo94$?QHST+EbR^EB*9;*RGIei|Gc?tXvFvaGBuueR0zZh{|s1y@p1x{g3k
z2*B1SNUQXLZ*Vf~xo%U2$7P^pA2d^7WNL)myOR(+Rjg;AevzuGsx9#YmapLZz!fo9
zalh%tE_N4d4vTfc*4;TI9MiM9oyl$?eHxQl{Uy+FNh)xGT!3jX058wQ5QB0-rX)z3
zC0?@1sL4h;Bzfv1?vGWojiNtWaF8>rG0VK$TX?x3-)o0By81lcSloG+(u<C-(zWo<
zcDltU`pRtvYxiXv`yEeyf_^$m^D6Cx=@!7cgFCZn6Ysbb{7&vfK0dtg0l(dyI+6Tu
zJL+@cl9lm;e%Szyu)DqjNS}3egDMA3-<|3B%&8R`oW>fnb+CLMF*c6ww@Gl-g*Y?k
zI$OtJzMom~nrRaE2{GGR8p#ab1elK@`0;j0>P0!9Y>pL@{e@*ubp>P`*>4kDn?(A#
ztsaIa@_+wY)GBOs7O*^iGZ<b8#>i={)_Edq9Q8kM8K!nwshJJC=p(CNX*Y5cdblyD
z87@LFuO%OD@?4^>eA447#yzxpmlmr$RQkhG=iki`?jJvCRzf2Y5e5HYQhpm#$^&hZ
zc0=Xg)<c1aBJnoU88WmG`)><rc8sSL@+e3*Mcm{AdvujxU*(Ic&wUMF11|>f2wl-|
z0k>2AzWu{VGeSoQtn6hv4vq-)i>laP*G~t6w!kZp7gYs+w>SYy_b($&c!CZY@I<HN
z<hcIroia;Gj{jF19M19Ywoe~F68%S8PEb?cBzUrdisN~S=%F|v!*b-2cR}zM6@>nX
zZ_v{G@U?oZ1P}A!gTlW$l}@Rtsrm0VVBU`XtL>l8KiFRT{x5H$NZ-=Z@?UKh78d{2
z=I-wPA8ith92%tL;Mr0^S|0<;0dw$nlTVNFkAHBaV7c5sH1zD>6MoUUkLO=KOs6z8
zHT`#6XnFbNf3^J?$y{H?fAr=oM3EkttN&^{bLPx{wTX#|{YTrsMgmBf|5}E}d<F&v
z(f{degZN4kK?}iq{cykFtQ~A2pqJeiw2x9!(mht!EzolsSoGiD9CrQwlsRmj-pk8t
z0PtBhn+sp_?L{^;&CGZ*wdj5y37(rodWMFoS;~=_E#b_#S~E298X)f&%oPDxm${>`
zGFCIVggCnIu{NpLobx|8VlUhN%<CzBsq+4Eg&^E-*jtfi6Sa(Bt^ARWD4j2YaO48d
zmtRyQH!tzDwN)8oAv4bQ<;uhM<JX@570=8c{Q!8A*N+}Onj5t(UdBjKF$t!_)@M>2
zcL4L+(cK-{`kYgMM&Qfva7=J8IW?C|0<bB(Mf9w!=fXb2;WC(Yz=)j_71fgAn~3X;
z$>s2)p`zlImX_}9?q-ya;*fml?CgB)<NVT+8U};mRApI9P-zep5KzS@M@K8{?CfaY
zxuf{}`SU5KN{8|De#{IE*H%_mrkqCBzBlFN=7v1ylvdu_+KP>hJzZpbfu;G|4Q_7k
zTbi28!<=Gv3DsQ1GY+=4svR92Q?RPa%9m+r+@wd2xN_VLjf`YObmF@C)Dje=-Ivm5
zW-Oi3;N5$;Rp!R<(9jGJ#7Q}$L$+aK)lTKm3Asns);uC2B4HsR>Gj^Yun7S8LKn{=
zdjI&=Q9zDub51<xl=IQU_coExa7vxVy1Ti(sjilIuYL=O$4i>WB_y16(AC#JS30e>
zQ&T!QY3AhJAktcV{r>$7iS8GVA3y%~7SPwO5f`U0Z&+DbIsXUunk4U&{pL;RqO<qp
z9vTi)TinK=T5Nkn=eNClCT=0&=F_uo1R`J5)ML2F7|^8GkVxdzj?-H~DJg@8U5L-y
zS7wKUL{RqA5s?VN#%H&XW1>CFfx(83NPIP3LQqD=sGJHVmIP=`IqjP2>X6wYG$$L|
z`BA<@la8cA;p%QFNy$)zv+%8?=|<W!t8~1|A+sI!?`@G|WHsGqVe7U=1_tLFV#VH}
zmseLs8mjlt+Q*qf{d{XH^?Q=4P#*$GIPK#^Z)0cnrax~tot*8~2N&Ro@KOv646fxP
zsatf(^b_P;bR-CswF!z<63q(WV(tCxOQKl5$puZ2#KJX!(}nM>QtnZ#`mOSMX{nrD
zy{A)m{Bq-cKR}^hwjV7wF+PmZl*^D_saE13PQ7e%H_Z#O^As&kbI=4?M~Qp;xsbW>
zKsR}8-A+Q$LRlcL#C&W|b_=~M8vr0Q>$u<E@<s~))#cmfW6~c@3C3pVhDTYz9%@ii
z{tc_BWyqmO{l?uwadNLfT4<2hpV;-Nf*e_oIdv?COr{~EQMc9ObE<5TL(O!YMzHVB
ztgZ>{I>%i!Mh4$9{x;pTbCIguQ0%vR>N6&4C*g)c@=Kp|eSR(4f^(VqOeen%dGLni
zAxK|UvIzPBS|u!SzjOF8tz7PiOMn*YV`)0qZ#%2_@?yYjs&`RB{b-CuSDf1}45Z=C
z+c74v^_Cv_2VYUY+<*kRO->($z`7`Ydw7D)>@>I+0JnJj2g>|oVuN(^$k9T)zg;c>
zCF*PQA^&y%&N(7j*FQnSFI*N8`Tb$|iazBPjoM==n5prtty;rpcMaOv^}CJ|-k$p#
zO6~9A{tbQ9&3G>UWmRuOg7_SBIblC<{E7V(>F?aR^B*RhFcc8oD`Njb9UyK1gE6xp
zJmC~C@4ui@5TAje;eWMZ*Vq5m_7hSiAEn6&8oZ{ZMK38O^=N%k=N}xxdhffoBhR~y
z4c9{PkNLmxEcO0lr4Q+$qoW4@@?h!zBPu+p^o-|U2vB`#w1VnCq6JbOFr0u_iXa@K
zpruv$*HA|<%NSmkMGNu&Ua(1Hmdh`alEVMxe!(+7bWUnJN-!q#5ugzO3rXZvSN|-{
z(VQR>eG4lq+j>eJ(%;x{j+=v+OkG=7_rF$aa!ur~)w)1-+?<f=A5){Dp&6B_X1t1Q
zH_##Mb>(|3Bow8i@6CgUlFaV?K0411KK>n^v9X2ytGk!K&&`GWyDhMyF8V)0wjYC<
zD}vyct0t@$zT`2SIB^wt`SJ%XVOmH_a3C(bFX;iFlL;oeuhgPTdqiihvAOx$Uv5<K
zC2>h*Wt?&(+jRo|b@SK&e9Eoa6c4WD(TZ?FF0U3Oj|r~Zasu28yxd<m{{h2ZwjD3e
zT=rZu^CD#LdO<obCz4%!;9YUUEkI6*q2fL%XlrZpC@`M<#e7h|WC-xBfUR350)v&)
zRlSBv{g8TDOe{<U#aN|i>{HDZT@|r0TA5^sIJ<0pWx1m`dn5DFBT<(2XPV>|O@}8)
zJ*E03mB{-;%zB@92?m<1$1!5#f?Jpa0N8r-;ll@wcucR+m#@Ra9^S}Lq*P3OaM-#=
zwGSZ1&@(f9t@K<np0~%4O-)K07gk2fRE+p9U3xh>Ix0mY9l<4=cu7>0!10f{gMh2t
zWmW@IS5k6;AQTuIGy0L(ILFVgVwY4_Cfd^0rgiI9*fwVr4Bb^)TH4%8Nl6)-mL?)M
zjxG20OD;653Y#D$C4Es>SLbQ;X1MIX9l13?$!HWxX?}iwsurvo{jk8fb0-ZA4R2{^
zF!k0|RJ_9D@n?B>6l6S@*x3atU#%tqA%bE-ZEudr)E?R%+34T6ZLFqt?CbvwlkZ%+
zc4T?HP8TnH{`@T&LcHDFo9yxEQGT_oyhuYa;9<fiFw5TnuLANcGLwB7N~fT@y1GDS
zu_!?gnI+(5omMi;GGK|WS0<m6*Ja}15OnCpwQN_M6%@<{8Cs_>DI}l8UbQUD%j>SP
zva$*igxA_SI(#Okenp5%d-~;|^(~N=2cfN#u>-A7TC#X!-g9nw6ZnjfkkHf*XD;LS
zDvi0yrgeDwKK1_xO5WYu^N>lqXx<vK^`S{f0_tbv$HBzKB|Q4nDQWsXlMk`yf#DQz
z<=u;cP6%yFQfDOI<D-4t#OdwI<nRH@omHg{@8%G?DVVe2Qlfa3qJt<1S=i#^;=)AU
zbf1R-_CUlz9=QDBB-6Aa`?&R)WeLYg1(l@fW3liZKS|L8$99+t6S%+^(ntf=meam6
z$M?v@b5my7CElUs8*d_m+0W(lq|$H|X1vuQN%<W9ZooRaj`vJ(%>YHQ4jcQDT27jn
zNsRB2!^pLD>92A@qUgP5xd&!@6n?(1ez^R$$wt;CUie;p)SNnJ23%Kvxh7zTdOZo+
zkYO|UcGHuS<`GD{UIxbhd6yp^qjFI=+Jgx&VB?z*EL8`T10PH@(+1tbTM{iOActZ$
z-;eU`y6Y18R%8WiF=@N+rUaMCMjl;%OLsCAZ3k6_ug`iwNLay9quzg^e`~Y5kaL)u
zZBB!#m{XlH!z5eRVAkF~x=Lo2xN@6I;UN2+&#v}bFNdB7P+uS^UCl`X)Jj!t=QrJ0
zH^x`4K9WNY&YD>%&9;&Dp|^S1I9Jr~_&ES2&HDH8XEQpZFMT71a+t#RZi?h**n}UZ
z2lKTI7|%9G*Qcz^P!k7KFa;1&BeH(2emm35PLgwVjs%xnfpFKb5vs2geyp=3m|lr$
zb2*_@KbQYL!*yrwHr8!%U*98{bE#QE;h^>qe{y3Ly49b*uQETKHfUr2==~fu$I_~@
zSCB6yAl(RoOHqWqIS5<YxYo8gxp+SXd+o671#|nI_46M#_UH!;wj#*CX9CSh<WQlZ
zN}B(H<UYv!vB^<MFmla878H?K3uEoC3L=FXSx|ST+l!da)u3vK*JO|$8{>-X<Q~q&
zBeTkZO<=`;rE|Z0-I3H7>)$xY@1d4{kxnj~88`>_T@{c09htQk<mp)EBuSUI+kQRC
zl2cZwj|~yzI?nIg>iuLC1L7aUfXwOrk%*piF+?B^X&tk#ds7h^=kWP0mC4Sl2DJ|6
zmI+uBS%0T@Z#vFFUF;^tN`_{y^Zotuh3{oHKC#6t+@8a2=d_K!DtHC{7`_*zR~Bb<
z(Yu0wJZ1VZH0yId2_*X7EeA>2ng`sRG6M~+jLhDenw<ByxN2@gnY~troHnY&#qU@;
zQSYy#7<QL>2HQK3Jq1xz5FIHhy|*J`eXJq^pR`bbxj~ec71`Tm?8tLvAKKf<?|z@2
zQiw9<Q1RECvGBIjPO)}wVQ0_F&v;tI&a81*bN<fy6_S3yV?^X@=c>ATP_Ps{F5P0|
zfsQ29+ONtOX~Z{dd8=SN)bFwsdZRgN?_YhA5B3}-PqDH5v+euw(B7=513S~k+p6E<
zd7yLLfHI&ofv^DQq4u>BRxoi`*pdD&-tKL3snpRe=eL>;X$m67qPNug`Z{Zxh^>cO
zoTm1y8l)BcEnmHeD-lsd_Q?~1DxWQK1>~hm*AYF^Ix53>57GKsK4Ud(g4FpZI<lT(
zDRRwe8<S~PDudHmS99NVD@6G;BqbV*UPdr2sYU|^qZRVt7!PEwy?Fl2#-x>WUS`p2
zndGJUn#MDIj9E%Ip$mxyb7S#hx1HR0WyOU89i)WrE~*npD>Jr2f(l~S8vvQ5?vHRc
zObSHm#Vb}dG~Q$I&-w(P%L(oou)wq#aW2oNx|lcP!iTNyns=GzL~GG+odFw)JUD;|
za#`nVpPGkX?5UpWkBgU#<mH0m4qZ+?-Kl<=y6@|AgcK$<_@a}{prLTTc?)93N(dB*
ziHQj?|E?)QEUnXil-<8C@$q%EHB?o^<jPAXqt|COy54%gBXOzn*;&ldy=Mx<evT6)
z9gY-3kF+C35nGkX=3ti`rWXtty#I!c_fXHajcMw5X(TNiaTT7Nmz)1WPO?EeGV#wW
z1Jnn?SwlC3NzJ<e2Ole{SKQpIRZ~b&>xT*R8mPBSa_sHCvu$Ck6T6$ozl!G}s6u>0
zYk?UeQ2x0gnhnh{vRrsO<|`GI{pf84urEU|w=30E?2|1lWM4SC?v(LzL3wwAX_+~g
zEI<on-xEW^ZB1`5MOR&^us0c84TWxnb#N{9lx58qvd6Ty+&M(;YdmWcM*8~*PQEmy
z4L$SVOVIB(2JzieRRvLUWqxIMSGLUByvDApZK}kp(Xzo4bD^rw-uX$1yVN+_v0UG-
zy=$XR@B8{?@hIwnX{IpxN3Mi&>DrI?uF%!(KVIHwLh_=mtyIIIEUMzFm5!y4Q-svz
zWpDW$E*D+>%Ei2Q0-!ZQO2nQmRVa}QTlu`wSbtbeyuR+KU+>v7x+>CyQ+fH!#e|2h
zHV-b0d^>L6E0hxy=5>#Y{^z|v0^#Ij0`a$DUswM2MUl6+=(2>7qKPog24<OluHc*E
z>32LLR=1vG87B@)R8mY7mQ=qyh5w)j-`gX^2r;|^!U#XU){_?NRc`Qk&G?{q(Aw?^
zZHL1`?s3c^&ii>T*7I9@E*0!YzACe@kQ&79HV841VCQ{=|6Q*;)TCZg{j-P3H=Gnx
zA5y<PedI+-AvK8R7_1~OivM}t_tn)XLbz*ZTz|dSRM{y~LQ}XHBmQk7vfycB9eoNH
ziofB|<Z07~KQAMerUOo4Wyjm@o}vl{H=mNDe-D$BAa%F?@2gH-xxxs#lovZJ)*rcg
za8uu6v(5XUplsVb2KBi8V~=u#|L3#$VvFYYe=igSLZUt1r#3h-alRG5BY_B;66w4Z
zE<ZE9pkT$Fwv11?6{84AhZ0WB19OBX7i~LY;H!AWfV|u{VLsXIYN<YH@zVxw7>`eO
zljBdP@NF}HZ6Ods5w?)0x{$pq?(nX)?bb!CV`&a8G)cjarrQ7-C#=RscSB>VGWMQ<
z>K@g*&s!3IMx0q)%>u>}J~V2X9vr`#No{imy=11UYIR!cK?3vWmeY#Hmg~ngNSP+t
z$A)Xh?LYH{yCJkTauv>L5>+Ca?%S)~D5;(RBLAADZM(_U&ps?HklmivfW}+-`T3^+
z>C<1aJa5ApUO}vISl=M_*ktF7aWc*wLv22P;%4u%Z5ZZ7R_cyE$9Yp+yCj2byD_j@
zB^3A0e>np*nd(d5-jfhIxUsV(a|i!EC#N;-Ha^4tu%)H{dFvDJ@YTc5QkHSUB(QhC
zH%tvH$@Gh=Y5g<<wX#N}Ktto+7)zp`*B8oRMa0Td`P^1nkX?tcXqRme{Ohls`F$}Q
za~HUorJi@`-Un4mY6sQMc4xa2WeO0B8TKAx0I)#!dkZd=MUY%WE?h-o2}C-@(W6(f
z?T80x&UaaeIQy*K867Esp)`}~N2f>DARipk!Hr^{f;pD$2zJW3b3yH3ln46j2&#h=
z34}1N+h6+x!x~FR`NC*1*;Nj=PLbE8dZbt*QY59n_0OSDkgA8T4=!B5>M&yo`B+E*
zS9y75fBhjsk+tOt!`%F}Rdr3KMTFu+vZX7S_zfVVv_8ehM+Tm4jKVxx2Y#s0D)wdg
z<CL=pLGWZvm~{Cvz4}}Nh4W`L3efdGO<xe-BU@Xri-syJlAPzV<Xu_}{KF6A5>H&M
z_i_Vwth5nfgGN-&v(K$v9DM%QBuIE|oCT@iT9cLOkyS)nUQg-?l^B$_ybYy&-QFfd
z<>@&TM7@rS=b!#Vcwe_%+4ztno!70ffkQjiq6)0h=ASkp7io?wa1&0z%a|BKPf|K}
zEo;}CmbJ&fUG2CdxAB>gQdSr@KwrKbQ%r8X;1tkq_;Wk{Ls#f}2F?b{A#UowsbH9z
zR)ZoFu07xKow%N9?;&z-Ab82%J~urx72CB)j`unVwNL+<5YK%7o{lhCu<6;$25CB1
z!9m%WNNVfnq0R9dryX_20mo?bFd@E!mW21m>dloxjNqOZ0fYGhU^Rk#8&IoW1B)UC
z<sm@3s4Ofj%)rH^0VK2+u3WyHTUp=dfkZBod;)>Y9=ZWxd;{trak{}Dv+yF;6MkE9
zXoij4x;B)@8bR1tfWxZx*>O&kbm8kxk&bs?`ld)=u{&b;wSZEjYWNUHspmlQnR!^=
zbB(7SNEN5#Qaz_AzgBU2MNzrkrp2y|eB`~iF&AIgf;*IvPAp>K3@hkv;7XtOg7jAs
zHhe}MvE%noPhHzMJ^CV8MXdp9DSy~;!WmGlZ&c&mz4w92yr0!7Sy6n<@$uXh_*`cA
z98jRjTNIzPwgu_|Ps->jVLsoneW#;WE?0%R;CpH%96sPeE62;6UdTPPvgK`s%)}>I
z$||4>34Y3$F#uq%*q1M_#_*{xRDT{C(!m4ZJmUa$AqW={XGu+UbeQ&mD#W$pOnh$T
zIK&J#I(lrQSj1gRL!a}hS6!d2KR0g}{RM7ue(zf{4e6D6!z4!n8v4K96as0;JOE~a
zf=}AGM;;_<-M!gYc2Ed{i2Z?0U|bv%P?OYYcu^#fzh|R;SeT!G>3dlKl10YzLeO10
ztX#jpe^;g{4a1A96rp+;N)PMga&73m5P6wEaZu$nN7lQSpU8atf33|uqHo;nVs_~}
z>$8IZHJ#&&cxY)k0Jy{(1l_sp<`=DTq~*sT(#udJoL+dM!B@Jbrl$Yfd-E30PrJKb
z*tNCe)F!WYxma0m+S}U$Ejhm*m#kO0=jX&kHYY@eQt&`eige5Br%#{SdwQNbySTLU
z@~S+~PEO{y<A^;HzrF3*@7)1(2+bB_kALOO(?EK>9f&?<o)2`f{$J#N7b)iNyg97&
zm}zl#_O*>7Y@!ApUbD8fzMd5j0Ktsu+u0R-(`kUV?qI7w|Dp9)CFCC(8*_3>I$y)f
zIE+aEjdof>1ZsNvI?z>c2GeZcmYuL7$kbo2&k(0UdwauIZE-7G7xjIl-M827W8|YK
zWnJf@+mnLHnp;{z?eAh|W_wx70CVJ2*V%dNg^*Qe?<-Pr@^Hku??pc$P)?8shbMDz
za5RhAkCeVak%Z*r@LN25=!)((zuVQ>*}T}*>jr3mOk+nRkO#%a#qkw&EeEc~tj}zs
zTcfx|Ok57qKmC<3@4U6=Gj3ex9-8XJ<=NdEC29dQNT&>umaWB-jZ8kQPys8uG0Ppy
zD|j2w9*>fw4TP@Gv`x3&X~j9#U2rJ#sasfhbg?5Wt?s1<&>2}Lb?*P<0ERj`ZjQyd
z+!+--^ab?&8jWA-7*pL$w|z7s;-z?FEB<6u<3DVEENuvQ$)-;0G4`t8bbfhpcBsj2
z*8by(jcdA(&Z=cq_C0*@zhuqR_!}F(skk;qIldF2lV26eW$>SsUFMZg`k6w9tshYB
zg#;2Beq_)+8$0~HOILYWsziGfM)=qF6CZH*CrMp}6<^|Kf1KC*Sr)><C0+znS})(K
zCk;96Y|IZ{f2?2QJWW|8xmZv}C=baZ=)O^<K+Tx20$<ml;}d^|+#oOlkwHJw>$I;A
z*A#$l6Hz(8IA1y}c30n?-Z+IpS;Sbjv^QLqck!SL03NIQYLjGk&qH|lUd2%6#d3S#
z2;CfwKV2`9Ts&bMNrcusia%!o2tv+yr&pilHIpUYBM@u+pNg(?;W|rF9~mB?KL)b-
z69wQC4H0t<n(kp!&}$|9vf_oSR=WX#l<Q6>HLbiKIb6A|>~v-7NMA_NQH5634{%Uo
zvGI|dJ7i@L$iWO<KVl2a+`ELT`j$q@q>JQ1g7HU@Nm;KP{rKlbJT_cnqbpwEDbF0O
zM-&NG2O%JzqXj@LOk!lvP(1RC75U&QZ(pV6bE=gmD0;;$=3_qiD?fZ&@JcJh#ADp;
z0em1?(xutSLr$#W(bxRvp(kZ}nyTAYJNVNWq!|v<qUzUK1ceV${SRQ&X{5<VnQ<})
zBwqsIp@6*@d}(@Uup~LqORaBvTCO=pjPrb!@6%VVLezHZw|~qS3^20~0d!B>Ua%Pm
zzR0!F8?La<tVhGe0umwJPX40uQ0`_q-v_7FZypmvm}l6hB@U2O7pI?q8L|L5)ZEJP
z3wq?KjHK;`)Ix>!Kin|9==F)Kvh$&;!AYAKFf<{#?0SfdXLh0if=rB-?w`1d*!Jd0
zXoVpDOiJZ+dDNbvPm`W=src$Qv+`w=hv-%1qUY|~6JxhV-dt%%1pV@@SM_Ouvyj|R
zy>k`nV9kxgrM>$szS7Gwx|N4v)qO@@RoqYl4WL(y{uPE02gKg8Wt;y#y&O(DA#pND
znA4`g$-mEo@?<I>J2?e}jWGazdmZF*EW_%E1wIO7kYL4_O-Nja;=QlYNnGwrNv*Ye
z^5}k+Jx&9Di7wmGjPz&V5e(QFlRPhibdo{9$3Sda`z%EEJ86TW>`)x8R9&)MxI!=4
zVya@XEy1F`F;&lSX#bU?&#Cr<Px)NT%d6Bs9a#)R0HLPkI=9Fu9QbIb=O52$y$#W-
z#q4ZCYVY<0QY@6bh0}87Ws=HQrs38*RD-pQqHC>o-@h#&KPA?eLWl%wGoE6fZ~E(>
z{q;z&@ktYQ1i5^I9OQI)(qwi)tr-(PiU0QZU}=rfV-PdpP4z<8Ll7?IRYdYp)21hB
zHr*zvcP=S=b6=5*Px9C?h*ZK6XLLKAla$!Ol-7G==Z-Vw9;+s77ats{-(7h3)=#43
zw$C$W1?1bUF<SDoW!2A!Ws>Jw-l^C)r<#^8BT;Uw<Wh7;eynrTX;L2UnSD@pF<06p
zOiyyHaeIo&Yc3-=x1{8D@}Ng|;*|{`uNf5Wl`#(sCZPoG?-9stw6I}K;tj4HBAoSn
z8rMeq(Tg*=9qxKcLvKxvC$<r7G5<UvH#JB>U6df%Gf*qHS?;zt<RE`C*#ij!;w5{+
z)4qH;W{1&LK(=;1VzU8D+JdV}lT7G|*c>hhO}EFb#yZN-Wy{M}{tW#1&OvtiR;~;i
zDfRU9$eIL)H!dyNX~}Th_|V;rr@{ugp}U_pEfwR!&X_(U_3CTnqaAehe%LemWhzLf
zIkV5ALS0+?>kUN{*~Z|F-=hx>fR(m&gvkdKJ)_|ayRCiN1!<a%9_%F#1F-IyNxegP
zzG?&59dBEUzeX#rkg$=5{KOEVfdPE(D`TPP7q|dU;dfcEi52DvdFTEMY)<&469!ii
zD@ohHUhGQK9RGcwAbQzDVkF&oALg%O6$9HJ8(iD;`wgHcj+rT13zCwg3lo$oAVUBU
zGdX&BqSV^kL9#}AWKdu@;)Hp}2E@J&Iu(T*U0IzyY4&q7{otv1Pegn8zu_!=tLuN0
zd7?K(D(I81vD;vBU*(>%q@AhW2#=);FVy$9y3@fy7=-Wp17oAgQ9keAq3pPI`RCt>
zvx29~By*k}D6S9C6v$UbN(KK=XF|;GAdUP(wivZvRJ|kVZoG6Srp!0MriH9L?Sya^
z#o}Y)Tu>xw{Q%wm0<bVRRuM+*Ztd23SZ|$7DzVH)6`o<#eWHb|QiL=H8O8N0KqL$l
z#5iD}d)e>bygJxyad>1S+86tTr`AV1L>O@#+(RvE0<mPk)sz1-f7Y4#`G>OyM;1Tt
zRaCG7E+G*=#xY-GLs=`kA)qug%1K<rWaU0j^=EF9CCOm879{?b0oFEdJ2hNh-h+QY
zpnSO@oE5EM)Ehs1C4BJHN$CF7U&>b>9~m$=^#fl9l%xD=3<dE%Bkg91FIfr}D<4;m
zdk8;wXK?a4m)7t%9=dV!Cdi!D=^{rRZ*c5xy16jW%Wu%w*ZDsn8Eqr7+;Zah1BLnu
zzhvFpXx-h?Z`3s9Dqd7-yl~-tAlH5><uQnFFhOH=BD0q@8RUQ9h6V_0a3XSRzA7+3
zr^wFZ-SnLsepxm&s5ZGFS48@27ZM~`fz9oE+DJr#x;Iv!V{pV|xXiEaDuU~q+GGP4
zvGPCQwY~FET0dobopkW6M{}=Gv%9|7QaXmYyhhSA@1RQAlGh*F9wp_L)6O3G=N?Gy
zz>sD7i0Lw8nSXECW{$0^dy(md3AIVbw5``4B+hUI>|}t<HmH#T3E1(%-pc9zp=5LP
zg0%{j;F?jRHR7!V?~PUdpg$NGJv$4MpuRy<`D6xbgNm4aUS{g75|r%KxFh!7lcIrp
z10;V&2J+N_;CNBa_|>K5vm01zCoqqDdBt9@q$^(zEGGRH|HkaM8wuj$;N%1tas@pL
z$od>#m5!dFXG}(tck$3ra1Nlk10>&qUw`-mAc2fm8LXO;o04d^evPS*|LjQr<x|ar
z4-n*|l{S{d@te+k|3L7*W<cH(p1wA)a9PUWtHKMvqK!$?_e|qreU<8>^wm{VSAQZ!
zg8En;&|@0h`>zEW(hjSxIlGrM2|Q>ykmA3fK}l|=LEwcI6&1l*(Q>h6m&I(FTw)0+
zVq;gfI)<s*b`Pwy&vzll75%mAKaJP#Ysu+(AiECQGrnYfMK3QX95%R0bSM<-chxfe
zv%C7PSz7YFtir;n&M(+}#|+lXUbK+dsqMHZY80h!I3*eAUH9waU}35cKqaN6tsN^d
zzwv~UUPE#&cKA#!z?SDEBodO7ldVC<asw45pI=!I>GRO^uS;7<G6Y!w5#z|g`j1XZ
z#G_VVith7WfZVtZ5jJf|w(Lp13B<{7IHleDa_?kWW6>SjMn+@Hn@Nd@bDyY02#{tM
zRF$3+5{g8^W;sC-^*vui2JRVcJjyZcO`jnWJ~JT#tS)lsS?Zo4@rc1(qJLa;#hIQX
zH0w_Dn_j=bf2{z7S=i`?$Cwj&cf!TT$`LGzs&RrRL88&1*43tJc(yAF=$nAkP6s8$
zN*f%hE<KW&jz{(ZXd3XMF9=J;g1iD<y?<w-f9F(VX`j|m+#~C@`;%HxzbKBrd!P;o
zcJAD{%Qgeq&%5mG?OS@2#Gxx&ViSIQLh8v9cQ}Y?jvZs*&nHO5Dk>}UtEc;PjmjUp
z&D2|~OEKz*-L5XC8uxFoDBj7z6$l+9f2f}$`pF@c@N<IkGd^W!c5dCC1wtbSXbcc_
zgPO%GkSV$ov4<kc2bI3GSH#7`o7%^1ek-`?<>@6Dy}gaE$j;B7SuM}{TD}p*f!P<0
z=MQP}E$vqw8gkb7<q^Usv_RSK9R&plp<Mf+m6giPn>V#@-&P=qZ=y&igGi~Y35D85
z4ZeHs0B>f!H*XsNH9>g|4XH9RGS+L8AIq(Jxtvnk+izeJfI6Bpr{#NQ86k@u$Dh75
zR-=U%78F#o({gawJ5>d+DuX#=%_N#q7--Ql+hU$Rc@ol9oeosqpo~_8uX?S9dB-WX
z;{u$9Ub98l(j1d;Y$a}1(-Pm-!Mf%~O-4e^b~(hy$LFkUy>I1o$^EA0O;AyCZS|3}
zbEzlN$a8OJCsc6fm#+I(yu4=ncc<4zM(e&<F;M&LcUFXt@7cn_!W<|PoSG%n!h>Pu
zW@He`>(8D#6|_arb+-l2??{50PJ*u6C9t<@cD4mq;f-^^NH=gw`)rqNr_nBROS#@a
zcPo)hO-(h6oddbs*$Djy4>GHbEiB%&$B9nQc6xp~K9RZ_{-4_Jn<H`u5Kw7(^M~?m
zJ>g4f=_SlA)@8iXKFOLnxvIFhm?gZk`iH6;NGdM-;XN^lRpsR&ix^)47%l6iYcj>a
z5{0Gh)PipYoRCHRAHuT&C!~361l@8*Wu*?fJE|+H=~GkFbplQu85z+wHdY5L)Km@7
za!VLGB;mc!Ko9CB#kykN|IAiPt_I7EDi+$4)tV)6KOMO@5GORkkN$&LzeoSyi1mLF
zpsh6ky*NLRoh|-UZ8!8hZa&N-oz65)2J&uPsBiO!Ejm2chgHe?5ui<rkR<#oe<=n=
z!6Hx7XxdR7Wi5T3kePlR6B+pKNXq2ewt5i1i&~OcAqqP`m=jJ`<~-d=@6d$WuXX};
zI&V>>X@0w*gkmhrDL0R)g_R#FHRX@~EM|U2>CS;9Lov9p6w-}8tTBPrw&j+LzgmwV
z-|bSS)i<n7Y-PHYP-o!N=)H0sJw4Tja{EDtN>vMgKQ#=*Y(=dQ=l88?cZZ6M5l*bS
z9eB~G^+g&@{AB0r;+#oM;jyMcV@%t23_1BDJn6zf|18bBbT{NZ>h2AE)Us@f%!=mF
zlqRiy*N5?r)F7FZ7M%VWe(qlpW5zq;Xv~QV@Q5yQZXcdn%~ep$-cQ<97BoWm+C!OD
z?@G1YVQO6nx6hj5oozyv_`wMZ&7(y7Q%Y~lWMLw^XCB|mXFoSO5$Pard!a*ZvA}|k
zev<D%Ui+^1z#@RwAk#DFaBR|T*qFan6%;C~aCpp`qX?Dw2`rybGTSVTLA2vVCiRJ2
zpji82YCs!@<HhZ7=214=f|J^w$4=_0AjzY&`^l3KZ5DFAFd4~_E^$l~3vh?c$DDKI
zFLj+=XAlki$sYr`Zt31iou-eQ6_A?ngA)1RL;SiXW92cmr{1=(HKFztac<$nGUv2}
zZKs<Lj;F|KA0Pn*Fvu9N)OU`C=ohaFz$v61m6SqSE|ilDSl79{E@kU_NuK*aeYQ`~
zoPX@<4;X{3tM!n|zj0T?Q*6ETm<lF5=Q)v#k&a4tp}#s-2|4;JemkNQ6ED9yJY1=X
zX8~#Ysub4iL&Wxo%brXnNm-l~<*a9`3TR-9M}Cz11o3%h(zYjwb5|Pfs_ab_y9l$N
z+;65e2T{vMs+=|sdEWL8zCWQ0$e{JBIYbLUQ@1gnJ;(`h89|r;b0T`E-dFjR^EWQ=
zxZigq?Jha`v-k4H2fJ75p8yPaeKoB@5h0e6py-ez_!k5JMWXj)ZkmUZi-7F9?;h;(
zq0^9A7#8YJQpIPDn3*G5f?c%!6U@qCB--O~-t1-bYwx9wZn$Rd^{`(ZqOeD}#$F82
zZ@D6y8g%S8)Uf{4+e_P_8i(ueB=a&i2AY7a*zf3>>@K&NZW?gMseL0tgp|*2m|I;-
z2U~>vni68-0^0`xSJ3-Y3)=Zmhd0?bxN9G{Qs{#+v%&8pD7uECsXZmx&woP1L<vAj
zzl=Y-Y7ArC*nCcmkp-vaj7$OJXl3o+D4#OUcSNM25#(4RkK&Xw(-*EChs;S6Z~!RT
zIW2M%Ik6&~%^57v-tzIerTTMT+u+K=6@$MR|9kiD-7pD)FD4nxKSj;%)z6Nx9K|~G
zf$Qv3LBMpG>@S#*n@iE58jV9VTHLvBK|-LDIjw;1=At0=XeG=GQj_vktda*B`LjL_
zveEUT)5`$6coMUZ(wb@?`RLVyqgueYyPfv;P{H^zwGt60fUnc^HG@DY8vb;4e_)~f
zxrM1PJF6XbuSy&27iQm=e<vq^I$8nCl#FW#>IB!NmSQbTYp)`7JWf&k&WZG0b8!)U
zSq0Q&Bk{9-*76e~BHJ=-T@49Bwi26vk6KPn?gsMex`|6k!og=L<>w$%F^9g-S7)l9
zZlAQ8{NeTZ-)liZ`5vkDRNoodU1(oEnX^?EHs;=Hc68lFUY$8X&UU*i8WkMia%(a7
zO+}&B<v+pj9sza}3ks}iR&g<jUi2O3m``1Qpyr%b3U;lmi6xL}!~t^XY$KctW=rw2
zf-qe-pDod*Kk*o5zbWPcz#T*#f#*TABxOnL;X%j;()>tEk=3ij#o>|`Y5Re8=pxVI
zE{2Y8M3^<hKB?`v1&3LDD9@j6xVgFAKn7uZM2fTC_&*F^O{;z=F@m^1e7~q5!~4Cg
z+7ZPcVCI7f$7Lr#f1HLY!bI?rDL^q{{h*vXg`3%|bonJ6SYmI8Xf4A(dxvN;dy83T
zK)i00**DeqCI^!*nY}k8Jio;t7INVNAsz?yU`kk~mpFgFTW9<lQ-C}}`57$9weI1Q
zN_(ysKyw7ORjL4_Om-;|%=XBS@hj2;4IsEF8n?=NX2V<goaDEWzAWbZ{Z=lP)ckE!
zQ7SuiDUK{G{~XB7jPJ#oYw5jk#OSe1T-3O$!RhPUgv%|c_tPl;N=!~qKSjHx;;QPX
zZ2a#t5@^W%*|tOrLT3t<iS#1jSAu?(O@>eu@aD|I*$oZm-+Z;1+N<k{q_aAJtUsjo
zmFIU<?l+bFXAVHd47YL}E7h}?)m@`~`;Mk!YR^=1qgg{i2JQigj8rS+{BP3^R1qI2
zb9@Zpa#}uzYfs;!r>ujYC@^P|*SsjCzGLAl`s&N&NA;2rCThY0pFe-JWAXB;2gs>l
zYb~8RtKPLfd+qjP=Hz;4+!?+j<XF$GZ{PnzScHNM&FSJMxN1K8{CMPYj*qviGl#~G
zWoto(|1%ExV+G0de`f8JygYZu;)PZ5A&c9_S^~g!yzRgQT2B1fLArKkvw!vvk%9#9
z2x)e*f(`ylQ}-pN+2;nL6+0yZ4-Jlz{oIZZKx+Ahi50A|mM<mIklIzJKptoUiaXsq
zDC`YWxD+h@GPj^mbxTw&Kn^SCnH{FHbpH56Zz4y|fKCUcJp%sVISvvxboma<o*t|7
zvwAd$55%F-@aI@Rm>V0W^illtV{e-;B)@4%)^GYyEjgl<Tcz4|?f6e~KF$;Xbh1o?
z-6<(4HiTM5K#iG<uMjwC^LRkZTW;AuIdJiS9x~95&eqG$vJ|Qd@ktx9d!avNc;5V+
za3#U-moXtgx#_O>L7;xO0W~g!qDQtXj~LWbWnKg2rKVRM0e1~I9$dFdaf^Ed3Sj8z
z=^xLzMvJGZD@slyDo~%!?rwj-a=~}VY}bW&{dWhAnF6Sog|k65z+=nL35vYR5$R`C
z<D%ca6A&`4EpJ1VS5^*0iX(5V&va+a%~{{8V%~KCMU)}x<S^)G!8bx9ZSDO%aVzrj
zOvRzBWn_bCC!YVN0RW$E_vle3_~;KowA*F@$~dQHyOYFmo^^z;PXP_l95?t7(K+s{
z_wQc-J%N-jkskZXKI*;yQtRNUv*_*W^N{**$~ia_4`d@nc3#cKCU35r>ev#TLg;X8
za4Cx*83tcdPyrG3!dG)a@Ijpo2KS1eaEE?y41A5~#^&ZG`ulgq$K<qcWxcmT7OyEQ
z-!(L32Q^TkX+Zg_{`&Q6Z7nTc2Wi*2+oQiqTUkJueaFF}Xd4EouBi)Gn3H8HFUrZ8
zFw_a2K7Gvye3$2ppT><F$Eh52w6&wNva&omEI1zCz8%dH{4uKQ87;R4$RE2deY;p%
zRh5&SecH*`?=kmf>*G7y+qb>EYO7cNK|l9XewMYa%+B(MS^KRBiizpi2~3Fpzt+Ay
z9O}3KcOtY}A}U#;$Tw@UXD^aMW#89`m?YT^5u&VRNwx|VD*HB;LdZ^3h7rb6Vi?O<
z$9aFK=XuUK*E#2RuItx7{>a=j?zunreZODZdo(}M_d<1fxzPYWdY-beCP%+__QwyX
z!NSrSAF->$hV&vNgqB1iJr4^Di;N4K|EAUMh`3Mf+mkI!su7v4$k;VL#BeiEt-!%R
zC%r|_`P?7<KUO{Wf`S^RSE>)yu!3D(*W6qSl<C&VkEcgVCjM3R+zS5RsveQd%wjhE
z0nTLw88m0I>{i(`@3`tKUyVLN1Q~hQU&BoT?hNK6X=#ZSVdn-~+P;${#r@k>ihs0t
zn#kCUO16~$(_z2mWWCuWtyVdo)7<bOUTZ%0Kn()}1Kae+vbO8?_Sf9qCH^0_o3EzL
z$v#Uf|Fcwg-aqg^iXK1eQX~JWC&N6S{zI#qmzOu)luS$zA7u!8CS{*dWQ3=iozl_i
zRJgWkyS9sxWWn~=(Q4N<{B|vDHhO8}W7iwn0{1;E|0;jd33<PHmx)31<9=}@%4fy-
zp?ynC_zk@JLRO>>KBu+$Q?1^;$XhmJQt=2A4=y)3;WP;+)(s%xInW38_}h#~J(U{r
zjYBNs!bk{OLvm;M!BZ7}`|uy;6YfPE{g?ICGqmmeA%{2*(EJH|O?zCFH@-}M#;#f@
z{Ha@H{PU4kn~&=f2ntR#mwL$e=<vNny?aY}^lvqngJOV{Lv+8{UNd@Eyi-`##WCK*
za37YkMtd*?07qxnRwfnZV_iXSJci#*p_-n}cE@TsCXhXR_MD%a7`~~!d6qqnwKYj1
z5q*@KEdVFJM+fx=xh+(%Q#XY^F3a%-t}kVeEaiKdy3U8t(6YVpmDx|;wTRR_Lp*wO
z^5ow;YAuWb_w0JQRF~tCdhoLOTlz3M!S-kn#q51!T#RQyMZB!!L|DE{X$oc!nTB0;
zB3OkE*f4qOi&l=so77ubbGBqZoId?&)Wh&=i?X7pAeTcN*+7mYP+1fYXz`6tNkMa`
z6UCfFH;n`IB;SS^o!_?Db3>@n)Fi~pWy!dWhkb|{h%4RZ@&;(~_8q5fd3lKz<v#Cn
z^G4>^J_rD*0EN+QkM1#hrHGJ{yvSpXUvtkI8fJ9!QUS~!>Ow{`1%a_^2X%;+Hx8^t
zNjGw8bv;X%U!{>Ja3n;PLM5LvnbpHHcL4b`@2r%kop!K(ExD?vD()p~b28{iXZ2V{
z3#U>vm&gaIU*m(F0~gV`XyQgC5qk_O+t7sCOGZH}UX`*}!x9RY6&5c@@EGj=TiB53
zUnP_IP3R+x;?}dgoKN$qCy6`hG=@bljfv57ez2xEDsLm+!3Bw;uWaV~SiId-*Q9IL
z+M`bJ`z%nB_V$-}16juwK)2@#>J82Il`prp<NKnnanFU}YT-L=WuoBasy(iDl7<`d
zF;@4%ZQ!1^(avA5K(|X2$94F+ZLZ`KEJGE2+~D%N$#~27O0nV4fmQ|>%#$B=dDh5S
ziK9hwOy|7nsq-u4-A`;(m@1PpoOAdG8lRYQ+<g5y^HIS?Cp}-=sr%a(p4|$5T!|Kd
z*j8<r#4l4mXyn^Q;S~#2ar#jp8NBaPRP)H{Xu2#+99WZ;tcja3s!tZ%SVmmb6QWdz
zTuuC+D>odd;5xssABnlJw&sbI5*J>_Z&X#0(c|aqn%etllX6hbCT7`D4i=q9H9x$f
z{&U&$l~ojdN8W78dK1DLzW-MC@XY=&lM^5kA!R*{RIQ~AQXW$;Re+_0$i!ad=AI*s
zx0Y5X0V+Qzw)8IR$kfZ%G%#*;$^QBj9705y4l3X{TIv1_-`+l*eT!<|utF>u0lFR1
z<;-FkA7b_3$|tNX#TL#<5Uy^NR+|6I;i#xk#Y))_hq@Ib$rLkD-PXqdFe>-`ni$OI
zKGVMI`9(Z89a39O<4SqG#Jz}~#G&^}3{PVjgRy$BUj6Z(?{!Y@(B(%*Q-i?lfo`8f
z&zhReW*M2G*0_E5!=zeNRcMb`03U4sG1$Y{Qn3iA6i*5_1qnyO5>$n2I8I*?&6c)A
zB?`|K$dH?Qnb6MTt?YyVPNmLZxF*C(<%d`B<<E-yywW6ck@Oh~^c9K9oLVCh27wy#
z#(5-GL$>X-j>|`7@9b($wizeR;cFt))_d1Nfnh7jyNv&AWqE1m6@K)4UvS3R9$x#Z
zO5_TV(78@!bCg?&h<NHC-G<kT*_#-Z>az({KxavDGrM?TZyUQH7xE2TSsja&s%ssh
z6P~OlGkE3D89Bv~!z>x*Fu!6P9i8h0hFepl3>A=>0{h8vG>>K!nKD;_`6P~sDFtZ1
zxY_4@jU34GuKKy18jJ6JgFV>ycSXQKcmZE;zcKk58F{a>Niuf&rn7?~BWtk!sjZK!
z%nTtG=Sh6C6fR84yn)OV9jTACzvQmhDUcDc>i*|oCM7qONm-K{at+@U33&=d&eJ4L
z<{2T%P?AXoN#BrRd#2v&APm5t6{vaOy{w|r)yGl0tUUZ_B#MiUF$TnKi4^zkJ4d2M
zM21>xeaUzjPZ$|5a>;|2%Ye@D=8YE{_oesUoWXu5K*$?U?~<tA9n1@q6R8z{<|v``
z(WCt*&X<s>vIy3hJKQGr$8X*Bd3mXu8Pdtb!6BT_=1dK@eyjgE{AyrHo-^JCc8RA_
zhQMH=SjU4#t1zlm13$aX7brUn<6L8^M>eO+$81G`=iCbWy1b7|;b=3tl-%Jkjz)X`
z`RdwyY!lg_jMC9?=N(J<nuC=f{ax>_u41u7dm@*}<^l1hJnbsXR<H~Xo5Jz?q(Z%>
zZ;d=T@v{l9;`TgUhNP5ZD++IB;1y7D_m?br+3<u_cm>(1z|;A@uuzrcx9}mW#(NWL
z_<LCQJ<cX;*hY@DT?O)VuzH%<1(}g@zsz+s+Ly~`6Tec0LEh2K0oOl~w}8qzs25Sg
zA&SOZCL!WQ@a~5Y*2-qM$dvQs7k?JR8kYKOion3v`<@48+v}u-o|Vtjwgdy9)zuf$
zb7s+QoG91$b;IX9*Pnq`o8$zj_NwG0Nf~k?%TYOq_SlNKafMi=&0q~>fdcSehVv9J
z@#U+fMU=<UPtr;fB-$1PAse2;Rl9}6<>ZdKQA(mVd>pQB{+ZCln9^=Icmqsu@41VR
z_eXv`CO$rd;4@tH$Oz=gDs@!yld-{+v_%lp(iy?{pfDiJ*lJ5W5_){M$apL-mJN=S
zJ0>V$b8I4n95z9k3*!GaDRr5is~}?M=~LYMjKFoqTMbE~ce<yj4e!BYZ@j9mrA|z9
zR`l6K<uZ}uqaMt%4rRl)k7_xIN)WNoLV|1|b+8+}=nh|AT{+`LB5)dT552ddHbaC0
z{u|!?STAwNEa^c~TfrOk1}(SH4wf>eUV+(qhMB5EoWC_ddQJNnga!-+ecE_KM&m(P
z(TGyB?AEbC2#Y*p^JyO<i4Za>2!^<v8xVmzXugTrT;m#a>ySU=z2JZ(0DBDi8MNv`
z(rDf<9DUU_^T@#O{BF4=8iE_vZ;)q)(>5;+`-JM2kMNR|BVm91c@G*(FtTR8d>K|(
zwg=pGbK>NgMK#dL0ck^)HZ1;Iv;<ZFk-@m4f!#1+1-k#LZy3MX86HM26UHLv4T3!1
z$I#`%YyMvH2X(*XRG1Y2f*HD1%Lo9abk)*wLQ0+@BOy_2K%N7L_R56|7qWS}zy1HP
zH(iy9h}>}8yb)4*-n@RzR5~^@mm=p8J_J|!2R-9pU<^-Fk36aYk)Y3i5b_@(49+(@
zY?ZH(zW$mwdfR}geemEx!sO&hPW8iI5B=ZNhDemaV?R!|q|{X5w{kbXiMq;Dc*j42
z^WEqyx_zLdBMK_JdN=$0{CsPZmFmM$4FpxvUnZx<VqKVzPmKi+pXaBckUt11zd%^B
zxw$zD6O%GP7YA!b^HY3RwoQjpH6^}2{^q_Gl^#Uano(Rn7)2vCy`*bFPk9bMaH>_l
z8v9>}4_Ll4h2--9hvVXtnwt7JCZ;P!ib4H{n>7iPhELek$L@acnx|v1OFvUeSFPQS
zgDj{mnc+Mj7_R>=Wu82}c7ce#srX>yVAs+}@xq^K2GJU-{x4d?NAsMJDdE5X6de!R
ze*n=Y4$aN(c47PEEGZ|K{3ZwLn}+jeJx&liJ9WAwSIFQf1kd4?-caA@OgwH&aOl=S
z>3X4l{y$xZ|AkU!Y@esxp&=3bPh5;L=ysJGg;<6k4B4OG$8N{&R9JF}z2CADD$MGx
z?P^aZ7H0d^C*DF|lrdE%zUx;JZx4TB%>@-uweaTjZQRkxe<usz=0|O~h6jm$=g_})
zWpX^-;&M2KKYd0ECQCX$f56Ot*Hpo&PjD52P~|8;yh&-B>!C;nH~0;Q0xIg{_EE0h
zim4MhPTaZ7K&_;S@XhhgpEJ6K@e6J8*%4ASsL8a3DRBhmy5nz(5~`9oEOzfaq@x|+
zde~}|fQZ~MPbai5U3?dJ4>PV!<evwsIf7~y!m?-bw*m=3NElf0I8}R6um&4RDb1`R
zJNE&QdWsTV>K$ENO{%u^3|QWbYQ6df?WlJnhk#r;!3gPl;X&n_NBp-=GRr>n*;zSa
zUSpr;7q6dZd_PXl1f_u8!M|D~arn!CW4d_Aa@SAQ^_Wr`6<nVI9vgD~Rq0-dlA^Bh
z+^fAMn)+L1#*QY>-G|I^L=X@&Hg+NmkQi&AJx!sBOZoll9jSw^8;}eenCksYKuj~S
zQDSy^CuL;xXS%lGWy(23MBf{^BqqIC;c$plqT_&D{haL6)e+&O==Z%pXi($?ZB`4r
zVCW2A;Cn;>y)P_9+&=Oo!871E`L_VGs%NJ#1FZoTibw0&v0ej<!Jqz~93LQ0+IVp~
z^xBkcGhLYZ#)*{WhkBqlVJT$0ynE|R5Fzdzq53(h$k4O;#ac{;e$)}L8beyMrELPJ
z_4G*dk+X9__VWUs_Zq<+F6%#j*lb;WaB*)#n!i9{fBIncy^E_>M5d8rm?%@*)%*G}
z$c$4+sfR|@+v!Vm4ZkbBh6D0D98l>vD#qHUSd!aXEMr2{o{Tc?OBbm`L4qkK%bVqQ
zX}Uu9C@rleg4kl;vJ~N-A_mYWVQvWuXPeJv8>t{y;MLZ(_0hsWxQ@h0O(K`ToqUr;
zqZxZTHoy5_80&W(W*H-fV1<tMmnh7SyQ98G){TwmMnHDC@+NYaKYsE%Zx9Sgoio@y
zx7~|ggo-?rz>RL@Uigi3{2o)O3zC1J?f3rJ{?Nd-l&yC_JvviT)V(*SU)yS_qtNDL
zZQbE_Gy#XrZeiJO2|=-exUXhq1oH;flieCLeo=!IFS3v>c`<)$<@wL+f7(HbH&+43
z{`$Z_UI-@vF?qYk>PPzCJb(MZ+$6axf3gttWeJ3$C2VhS?qV|el_;9z?)LIm2y1`p
zHJ85W*n@uyzhM`rrPYc{ZyX(9@)#=q5orA#Wk2nev)gD&3Y~fbGb1{d%bn68#gNs(
zzJOfnKH_jV$G8rmoJ<C(i7=wQ#c5NlKvJ^AM4qH=9uX^Ygy}fNqP&tZG*GXJePJ&G
z`3knKSDAY+j=VVo+S^W}e9E2n&L#XVx59C3Z%FQ93Yn&kx@l<e0kD;>E|v#Lv>V8^
z>l>)Y_4sN83X4V`qqR*>n-(_~_hE|z;02}NS~C-WTNSoqJ7p#A`~>@_f;$2JriCw`
zm!xu%`Obw)G^3RKFxvENo0}jm^=kYzdmum$896L6vZR7A1Og~fHZ^y&U1?p{i<217
zJ7}A?iRIlGsAt?~&f>jNa<=ehLhkm^XSzB&E%ln&bia5Au6<-y#F}#G`uRGwm}oZj
zpC(oN`vxy>&QE(K?t89+Pv5d~!kMZ6WW8{RBOOdX;C0IYocj%Bxi7vHL@IU!`5T_x
zE0uCr!HJnym!#a9DmBRfm6iDDeB|4HjIJP=^t)(h!SG>jRJwq=k4c5>Yd^ss*@^q8
z^midsDj?AOPb}KOC9@n+5q3z+hmYJVN?NuO@|xOFQ1T4>q?x-WD?!I!hA${l4&BLy
zToE_ca1lJ;h0N15%I(|{TM&bpv~J<_`*`dk%E&|ue}&?5=M$r%*kOX(C0a2be7Xqo
z;Pi<`drl1B_I9fSx@+L|9NhNs^BcxKc<;bmp;KtP(@msluP@#G*Pn0S{g8*^to)cc
z^}FiVPdHb6rHV@qPlk6LyQ5+KJ`2YSue*o5PC??RNE?DHow{pvF9<H18%QY<79Jie
zyRx}{CmIU*hKwP5VeL+Dx0f9z+AwEhZE?yoXDj`LJ|q}qKVU#xR%4YFk+(zQkeo@r
zcLNzDC&Gyq72c13IZ=#E@ZLeWLL$VU+3HtdXXVIqOeafTPqMAF-9`sce7fLljPmcI
zgxqPVzaZ-~$xYas?gkvhnW>Sb!g*}*Fyj+lDaR@e)b%Z;9po+9k=$wq`MsHF*DAY!
z`nw=v+h!64A8lOT-F6rF+MoAl>3h3huF#mdruL_{cW{1!e%7Xr84p(`lt`X?XDSzN
z%2AxW=(OK!>R>@hD;8`XlS2uSj6;}`MNvBzy<~#FUC<xGW_{iFb?l~i&cksIi`f;6
zxX`X|ySTcUzmxjJZJo=#qPTu*#*I>gO$x|6-MGPbm$p}{WdJF%w`-6qTSpU6J+6Z)
z9%;-$mv#t#v0-bBsmgmKtvJh-lxd8n5BQE0#o+K!3nw_Sn@mPBlwR{P6F(8+-4$UF
z^<}Kw->w;VfZM61UCujN4k)O#vX9yNGcQ0E5r?nI{9A2#SBx<fxHyS-wsv@2`PJn}
z@&FGyTH`?B?!^nRchVG;tYf*b-0`4r5XgBM533?!*@SL>Y=8e2`jMAcJV^j)Pt|+b
zC;CJY9(6gBRbrb43+$fWc0avL4%j-cc&(Mmbc4M9AO^QCMHvsd6sH)H`G>_1hK!5z
zY?yh>*$bN+#eN^YO>D+1X~e8PT{w0PBKC}0V#tZRxV-NgW0xsUEV^&_Ip!O2Hg^9J
zpj$UZA7eFHZ(Ex|Rn7a9EPLU{<^Zg^)h(ylhC6V~$%|AiEOXE08KW{Sbr*Ho^vmB@
z7hb;jlavbaPpk=Nqo}<{lKqNqUZbBo8?}PbWXX;$*cqQ#nyJ!vdraQL5j#2j&cz`^
zPH{l1cYm90+xEAV&IUFGhdu+J$)3E>^K;}8J>H)oyP2Bkm2M-nZQmmsf!ewUr^B5l
zpPop5o&MZ>s*UQ9DDouF-rC@j)FUK(?Q-87ykwC@hy!=4P=!m;`J+q4U$8<P1@R(8
zl(xOGx6|qUq+16HDcM4lpt}=#(Gq{AENl3?v09HwF>%*cJV0dKLBg=Dh&L5j!7j#s
zx=M=QQ4lXq4Av1bb|oHWVIwG?=zVl&5SQFQ`OuHd8*xwi1IQ#X;~xT;Q9JLOx`!V&
z=*<z3T$V{~EdMaNbH$g@h^J~oh}l*MjnBXfFEp4j{~WLidX-Ur`8O9FQp&Jb+Y0@e
ziI#IwXb-mTh6sPeR*$h+nULvP7&Bvrg7~1(4nr9Rdpd7&yz3c1>$UGHtdv+SwyM=r
zd3cO&?g5mgz|DOQ`AF{+xc%!I8EL@P+_;8MKLZ46rlt#pw@z;!&ecAZm7t&91Gcx3
z(+ZW1EngqLbPJ`4&g?OP6x%+K02v6ZETrkZ9*GuBJ~XYaZ7%t2L=}4hxrA+dOl|E;
z-@V8#uE=6FF3(YF{axw&{qB|ZIl~%t;iDJXIpqz)N3^xQOsH+0<-IJPu&7OKx(g5b
zm_JMu!ph`46!!7sy=+mTcU0p?#_<AxQbS$-3MyG-<m7rlDBu91KK?2Sn}x43xcEj^
zAt`iQPnp;00Rbyd8~VEY)nHHWtZVV;Dx2u*3`(1R4j>7^7Ojbx`23UIIR`Pyf}sD7
z6D(@Q^>aH-eNHAbM`=aAaF2SX3fCj12(@|2SfIAYRg#<2<lMWZ&aBp}H^P<k=4pGn
z#^eT|P0J1FE`m7yuB;1zRgq6S709w1ER46TqgsJwL_B`kNT`inf|(jLa@h^!!z09h
z2&LcCvvkrj5)9vGBRvevX)+1%Jz&fq!I*#1W15*#=}`;qe#Fcp(A1J-8(dcdDMj8l
za8?R$7y1`%9LDdf{+!}ify*jYzWEP(9I2iy&A=0|of8a8nR8dFL1ud`SID7mZ-g;p
z6=8pD<PO4f5gC~zyyxitIX4rNWJ8}x${H~n;``Qvr!2r>GqSUH2wFlk+GVHQJ@SZC
z-k2pO`<__9FDDllJ~}$OxW!419H-~qzxe*iyYaHF@z=@hqWIgN9R+fV;^`B5uV|V~
zT%Q^JrIhe!U&aj^l^ZvMOB<$xi(A>Fi&H0yo#%rKfUi6!)+B!qVt97not8&3KDvSi
zPJZrq1StLaD~EpkJhy|hoiIACq_uSSCBJu@iKN~?4|jZlXx?owV9Q*TCkL9*<A7Ya
zm6i^-ls9%BA|HBdnEzZmYNI9a1z|kWP5z$>|1+Y`2(lrgH5*eCOAii)O9m;gM^1@W
zuXkn$h95bbXuO}+^)OMe{KBa9+YL;RG~lwDr=X6wV&k?(1`&d8Pp1mNGrG8MDgbUj
zUzY1_OjOe5Kf*SqIm+XAQs%Qk?wB1q8^^@R*H|^Y{$Wpa@l8lTf@8_S`eEAgh@ZKO
z5r=b|j2f;07o{>wr;Cr822YuV{BZvL)OLEpPiv7+{FT!EF%dx=GIB+mM1rLz{auWo
zO#k;VKXwsgG}?)mG9hBZ&Ypi64#2yTk|Ph*B=4+aC`mrS_2d*0gOfuXpIcuZ%U7*;
zm-YWTHt&X3(9(qet#x#2#k?{D00mkOZKE8P*)1#EI#@Tz^mlpJk>HV?pMS+ypzPyy
z2LH08n<?+VggR0LCBK`^wbwT`1g;OHocxAM;@KED+1>Gk$8ROBI7hn32`iqHlXuMN
zqdZ~#!2$S#1v8!3WDl5~{i5m1w4asBVLqz&ivA6bvB$kS%3f88mrZZ4Ur+<n8eC>x
zWyHM7h;O>%qsjcu@Z}=wg?D-RTI=ZcpdyeO_tx6b05|RNaf}8%_@;R&;Kot4XcUS&
z1{hD*li&W?qlCd=kU*#B&)d^PmnYKGXF5LCCXmNgeLcS~N4uUsPjg;Pts63t+E~x5
z-&f3=Pi%+qtK7<0R9n!JFac7q^<a|&M<rou%BiFg+`yBQli(@PD7rgsEEZ>wwDY6l
z5TI1xGaadaFhXXKU(ji^LwsvxSUD{%t&yBl!j$)nMc&d*$Y6hSwHwP5+zn8tXHt?C
z{A7U<k3^7*_`qRT03cc!YifWjJ9*}e?$OV73<}HKDWH;G_<ZVJClcF*#Q8Z7Rj1(n
z*PI`vL5MmkfC9K0!Ojd2EeFV!vF4!@nJCzz$2fgo^_Bgju(8n7(2vnpSUD~~SI^7>
z@lw}OHv5&}rKr6EsKZ<{(?6q$2p3lN`>E4gCX0;^p+V5b2{&zJB`S|dBL3uJ+l{?c
zF?-%}KOJcaR_mK<f5H?QgYj=TH^9sA56O~c68aY+Y4q&cZP;y%YlN?k*!h5$97(K3
zz$V!!*zF(<L2tPOL*doBZ;#dIOVn3Z-Z6Nm=Q21E)Il-(81g0KUr_aoT)VFTZeApO
zEXEB&u;kZ%7hadQi<emWcPbjs(qZiL5V7_ogUMYG^}M3}^vr|Pr%#{3nJ3M=xVU6B
za{65QtvN6-Q19+}82j;~O5E9!UbcXi1QE6=deTjHh1bjflE&xeh>Kht{%V2A1gSy-
z^a;|=*O8K%i4d;1kUO_)ybyvjR*9HRO<?!WwO+pp%)9+FS6Ufq=}v9MjdRdRig7A-
zb$OZFjoAm{Q77|C@z0U=U-X=3Px|{qccz~JwW#;;)vnq2a}gqAW^VOCn~5U`777`|
zJbRe^J8n8SC{g&@E8o7=`f_4DFm!Vhj)U{r&A@?b@mamU4IN{o2H?YSC_)VA5%3`I
zgCx_=JC(U`pow8@rPkrsjnUyn09x$_P%p&7f2HA8yUfHPP7tu>Noib+l3z+3hUPq9
zyv1`r!oqSan=Zl0n%#wLw<9jtIkmPD4Sg(z0`@mqe~26v-$_Gr*xdVPW@HP9_4mQj
z4uL;a_eI`g^{?1UBqiLn3g&i)VyYe)B`G0s1@h7+KkCm?^{j&mC0Sxn(n;p)G4Y9V
z`aBMD8R@(0L!5LXzI4d{RJ&=tQw(V~1fsq=<%rmzS8V}ol!<GYtnBQFG!G*FGSZX^
zjD6f_@s{>>R(^X?eA=vluGb_BUcA?5h@jd4vTTy@&b*NB?yF*{=Va=_?qRepU+%qG
znY$xxD5>$qoR#>q{D!m3kHdVw1u*Og@`4QD2X(P$p9OcQ)h8)J`?QgPabIIi(G)n;
zo`I<4q_A)#(xFLV9n5vvApU0(OFqno$*m+`8uPGJ@J&o<+=+PRMtobT?Rud^#EBO}
zrs`ZX$0dl@(0<07+-OW9@QH5H9huqjOc7JPoaBQl_nVg%U<t@tL=1bI6tbf0Y6m#T
z`-`0tmPMPX2{95)Z_3M)-a@|-vE8AHH=o|q<Dyz3liAX^Bf`UF!A(y`Lvy3VtYGxo
zy5Hso8NuPfmE8j+TfHi~Cr=Of+MDrs0Pc<-<;1oPxxL$+NZ%25RLuHZHX?8lZa1ON
zT7-6U;pVkS>on`T1W4_^1hEM34ed~^nqC(5K3S3t7Kn&O2OW-AELft7X6QJ6;>3fw
z<Db$9D-(beI#xKJ9?=#yUH5}v(ju2Z+5CspiH$UDrb-A5T*dpDjjS_gb()f@xE%0v
zRwv}G=8?HW#o$(`ziE9|Jhsu1eRQdH%|%oMZ|}zBu%6l+I_f1UiWhG)S)aQq=hT<W
z)N&~)yqAk=TuctWtf8ZgQC!-Hh@htcgeF!6(ZlcRs(rs*AN%~oT1d&Rbr%EA_~Ogj
zJJLgMZBBWW)8f4>TQh&UGO%cC{ZOsN7LFI617nEu98Fe(Q`TH!4fFtX-Q@|JThXmy
zl?qt#jKyGc{GxOH`t|GwT<aMz{8O&uzGWNb6R9si`g(<tbl`;Va>`eCnx64CbylR$
zpjdoz)YG{b_A$RWOh<|#_30m8^#?p533)#p6SV5;>iL4LkR<kckx%16vWbTUv1YTn
zFZuex_xm1tLE{gPkl^5*`N!2vO`i?J<|R4LYn%;nt@+QGh=rgxLmF{}01Yw}0wKnE
zQkVBkeSJr~t0?ccx)7OZiC~Ya(6P&5ip}&^;4vYg%TsOfr-`suIftZH?ovZ&;=bHq
zq%|W-)4JDYyFmsMKppV!6c9}C<G-VK<DvA}*aLg^?0F8s3m&E=H+uMP-?{U$*y$^e
z1*(&SJ?MjFr#CMOB{&Ek^$XCfkoi84M|BQxiMZ2n(4h0<{k_HbGpGP&#E&H!gKV*V
zxkjo;?muJ^cLQbD)ZDy#g(_fX`xhXp;o^l0>2Ne()X>O)gaX^WsES~*02GSvHsqQA
z1NnqV*MsI}<+rGG69}n6i3Vn6@f}h0#~xa1v_Y{686T&orrWub8~J$1DaAJn&p|gN
zL2Cd>!3WJOWT8)56Ew-F-lX^tV04H$g^ZvgD~MbhB}1FM7zjJ~-rpY%oBoCe;!uwk
tK~2*C?L6}L=YRV||Cd{AHdU-EK438xUoGq!fiD@QabD}(TNTTD{{ug5rRD$t

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_pint_synthesised.csv b/modelling/data/abingdon-all/seasonal/cuckoo_pint_synthesised.csv
new file mode 100644
index 0000000..31546a4
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_pint_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,7.491762999999999e-08,5.289390462581887e-07
+2,0,4.8343438889999994e-05,0.0003413179575931276
+3,1,0.0146491849,0.1034272692484514
+4,10,0.33935861,2.3959650020015935
+5,6,1.045713,7.383021017613467
+6,1,1.6407479999999999,11.584131562491105
+7,20,2.0322039999999997,14.347918448061904
+8,15,1.769774,12.495090563496731
+9,3,0.27015591,1.9073749313267527
+10,1,0.0041426839,0.029248486251035353
+11,0,3.3388385e-05,0.00023573116925884087
+12,0,1.95119794e-07,1.3775993413626974e-06
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_pint_synthesised.png b/modelling/data/abingdon-all/seasonal/cuckoo_pint_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..1a91760205d4017fb5903996e5c65a87b059d330
GIT binary patch
literal 81602
zcmdqJS5#B$7d?t#L_x$O0xAL?8!AmiLvJdgpcIu}6#`O1fIz4T#SSPoKqR4xfb<qR
zK@m|xZwZ7ZC=rqnHIM)yaKCtd_y2Go?!$e&dklsdWRvW#tu@!2bNSfP+(b;|fQW#A
zfY_DG7q1HlKrRUg2rh2l27Yt9u*(npqaAE)7kmTZ860{m2qtjtR&anHBG}LS_8}B3
z2<eURS65Lxt)iuL=uU8O08(3375;zjP(cKFsUE*HXb(PRN5Ex!q=10*9{$f3ugrn#
z0$T(Gu3R*_8HS}#2#4+c!S49&dTPhfrOC+Tr}6P3f+<CIyXlZf<}w1oacR8W%vO=w
zD*2D-qqv-`y?J+o=bPU>r*CRibuAu0`Y-II@+u}n!2;#!<u!#1MZM6AoaB58)0ImC
zU(LU=1Rslq2>th3Agk%0eUSfNTYlU9|MQm@u|J5ZipP(CUag=^*Bz;qk6!QR$UWYR
z=CVV^xUE9sC-&U?vyY-yNv(00@;;CDf3UXtoG{m&u7m!=rXXxrE_~0(M3o8(bjrnA
z2^iL!Sy+%1%bIdtnrmOVmJYQJ3aWf>UG#33toF}8L{-wK#}f0BuM!Gx<Sz`EsfP44
z4-MV4et+}IwKr$2%3PX*f458P$Pd_-I7r$w-!f9;elv^xBK?@^S~rG=r!$*x)hae5
zChlxrol8HU9bDjm_nX%t95{O?YlFw7JvWi-uY?iLPjnUhz=S{ND4aZb<%x{O$XA8T
zVhjD%i*iZ%<6|Dt>f@a40<Eh0(@+5c*dmun2-W|!$?7#|39&A+3DN(gY**g88qTO8
z1%KS3@UxjSd85Rk=BMOV9C}~#{JZqCQ7Zvc+T1>e=7<pZcwN7iLB2(1Y3*c$nY2sT
zEjyT+-pcgd9t2UUTB+#HE!P*-z9jP+Uy@C=B4gF7<IB@zS@kgc(?e*)P8n#IR?2Fj
zQ+*|po-=Ceiq2Cktvl~KQvAE5DyyKGy-XwdPBet9eS0X66-YzxUj;LEzq+}<)TKG1
zg+i%CkQRoEaG7fEpEa3`{#+9s-fU2>1+C0Y_|gPt`v)t5Uq{^c3RwE<Z>+fUXs(+<
z`b!!<Lzl}48x45B(U~aAa;1S)7M1o{25~bgs_F9+nf%G-NZ+;xVoST@7Sp^kenaxi
zwSMfqmUgCHOPCQ=J!O`vGAx5=%AQR!a0v_yTr$)O<4lC&R4<h_v&RYyCiC<*>H9`2
zD%~H<XnlWnA<Ffm@e!FPx2Ufm#>(84c4^n4&SXU#%ZD~n(v$k^<?(9+=SWVo>m|Hj
zZQ>Uuz884K-r;z07AM}Qdp+H@>)_9EuT9!GvRAJjAKGi7W4lEFmXyffWaU};u=vG^
zMq8Xt=*Ybt5;ybBaZZ$K#MI=DePrPWgXTKdqBnW9JzCU*Pvi|UT+UloEoWfXys3Cd
zhW_R{i--5_&$-WXr}{ZK959i`MsJTKtp7=nINSU6YrmC=Y@RA%eIV`Kam(}P<DTmN
zxlE;ktxg)Yb(O7T+gz-us8|>(d^xDWCOqS1x__W=Zg2?ZSqB6xH@<*q@k*5Vh+O5B
zr0zr?v@n=ZJ#pYmrRl^@5z(xtvO4%aw5m%JdB3(d3pKg{51UW6bxHHxcgrQE#^-`P
zL&!Awlr^^FoFCazFOnTRvbn)!Li9(*kZbe#I`(Dkx&!BYH095`Vpd@=Pfxk>@~bvB
zDH#z9C%xp1WESV8?8}wp8}-6|O`msVzBpzU#Y(=Gp&L%%!cUaS62OG%$j8IY)zjS<
zUzn-%kJlqbCu+r*RsX(D@%AX|emZX~?fg9|OtH|dsT4urjf6MVD5$CRr(r(03|4f=
z6)9v!4ScOud=JjGR@op~7a@EbIo(iMRfU7v$$-G|`@Fo@{%Aa|n^B9T_CzHll2`wH
zlCUW7C6)Gs-{FOHsdfBJN3@J0qESzUr4r{!Wv-?5G!Ypa1kcN8vK7-zuOvowWFH#Q
zm+|!Ng|*c($l#W#`5VOGQ;#4oOI&y9&`(o&w?6EP><y)p`}ZH%81>4OELwSi&i=Dd
zRHjX_)A5Ujc0Ul)(qnb0<J_IezpRKCYdI07rt#{!!!7sfzdew_UTyejH!@OB&7d`T
za?rsOAtbG~=VtHEQeCa$RqLsbc~De_y#cu%hE{WH6;N<L{fo@sG(9!FleT!A^Ifm5
z*Uu4=e$m3(Q>G4wdIcj;-Gq%b8txyVMefAf+Rxl1ux=a!>RMW=tT6X*8?07nN+!0W
z@I-s6QWX<V@n`YS<?@a2*iUh5`b=LugMP3IPp)@wE9}*#6`$$8+598L5xY_BSX;`H
zBg*XUCT`d`#FUn^^50ThLF8TTyC6OfeyqFSoWr@hQ7Gpq8#ZH?pU<pt2%8Mue3&IA
zeD@bNtamuqM4WmM&$*fog$EB?+iH!H?pOFWbhrDEoE!1v<^BykWxN<>zy9UvL%oL;
z1o2p^u~B=fDe~!PMJ+9Ck{S>#LPH2VijWf!=p?^6=c^00zRj&xbw6_XVLeZ34=w|Q
zZ>pLCHsE|IH$~ZTuDCWcNq_B2tuvT#1ud=7P*?DbdV~2EQ;4Z5&+b1%1y*gf&Q4C)
zs)G^|vyP$P?n^In>cCbHd$4o=4COQCy-mp*T3~Y|hwV372_tmKp_lr5c%kEg52+wV
zg!*@MbZ|35XFfg7urS~a*=N3f{d2S_92wg&7b`3mfcFK*S^-=n^i=d_bAH6~LJRxo
z(W7DSZx+rt;?V?FkIw2M>8bT}V1>JP#}FC^c5MYypLRFr6oVG=>w_>-mIXo-ckIUo
z`M2VGF&XHJTqwyoG(4ULPGYDW<=wS(-qYx;3*vf1ql=Y96=F?`eU)d=8Z|R|vi8aH
zjcMOX<jfO|$uG-wv@*ivjWQR#Dd>nTp1!fPFifm1krfYZl*g=ms6|AUk;AEzr1D!A
zdJQ($Un01vs;-OkLxnd=p&$<_lL85UIu$vQ;~;40Iya)amo;@1gfdA_jf|N8=(NPL
z7bj@@H3QsAsWqsZ?{A(YHLN#*Xi<-^qQsK6>&Q)ExbT)FSq*=u(vC5;tEQ$w{u+1s
zT3K`H2&uJkSjYw><1VV}Po-~aq!<!GsR%85x%lU`n!E1&{CtLclHLesV`q~MnM+SH
z*dQY|5zWgsvFO)R=d_tMhkuPL(E}INdLw&e!@oc8snP87&d1Faf<1+hX_Q@=EaxWt
zS)c2WkM0T)t8w2G=0rzpg#Y<|p0WW#X!ycN2~Fo|EcLmw83SR78Q(bd)uh^c@ZG8$
z7c8+f_jfqu+0;~PPKFRWLuB3YHq{a2Un~vV=)d%{f7L}AJ{1c>jvmPg`2?BSym{%#
zfn?f-7IH4^fQCPvQU;d@E2UJ(YXy0<FvbCB$VW`I)Ne?aw}`K&V`wF{5vD9T<ziLW
zsNcp@P=3@$ppBwQ{5?PQuvLFYR5Uq>hu#tsAK!XHAgc?#^6g<u^k+s}m=zAQHs2!N
zVQ+80iqR|=?{;no{(TjvJzU=_XwA+p1|#U<u_=P*V%IoK<~RwQy<U)N7exJG9v)#*
z$`0Sd|9n-@1Jk*JVQ4X%SlEslztI8K2VwazJYs6G*uu<=6$S85PekM9&<zXa(?8wI
z+A;LDOzt<#;Ja()t$lHO7ll((T`~2ovjYtwzFz6v#YR=q8VEi_>7@#{@uqMVHtU6b
z#qIl45DnSr%RC-u3aK~p)M{D{+{%pVfOWn)X&$3=+RhT&ddJ%(6+#`)TI<%BqT2&B
zQz~8~l~qnkb`{7!Efp0a<j!_TXcK(Q-ZCbpJ=d}JQO_ovGPg~D{`#!X&==M!H8b*z
zx;l<4rDQj~l{A5DcX4-tpzrM3yKlXMs<rz4r5=mg%fV5lzN796gY&V0Nt&whP0a_$
zvWF+7S?>0HIky6;$6Fd~aidlB>Zj8xq+SIQUa!!rdZUu61RgF=H8NWoUCZmrTYp9}
zo2jB<O(4wnq#pm=(+jYXPV64;$HS^LTb)pP6ah><4ml#{Zh*o*+$FmpdYH^T(g%<y
zb{Q2tz1;3{7jjj3x5NtOMCkxF+E^^nflH70)u~vvQhJWv5Xq*`k57R((py7vp)C!9
zL^p%Ii}IsK!H3@`S9Skma?q+Y)=FoQnh{w_C8`p-mXF0R*Xxx*{xAYHCW3ENWK<RO
z5`uo1x)M+zF|h!g<SwS4^?s2Lj&2K5hbb)*+lydo>7W)vMm8{`sWwuUp?4cU>`DaC
zVRKn;B<_B;NMg@xwKfhUjyJKgMk_;;G`Nu-RFZP-_{@F-%=#9gTofZ<Q@k8gq5p*&
zN<^!U)&$eZ6+Mwdc5Z#mDGq(732xPm2=4W1klI-E$!3Z@0mX3W1+a^*lX0Inaq61e
z5<mOEXI(NA4(wC@s)fo@g$QKj%)H+&Z~_@Rg|200{*J30{4=}Fj!tC~HhVa2v9N5r
zfTOCSB4ZC_DaR4d2F2tYTFVOPLTP%R&zz;VAu;p|&FS`Mk#k*9clFus@@t|&?UJ^d
zl!GYpt<^~c9L1>$`#s~tkwtc?^{j1j37d)mn<<jFDcGRSll3D8Y_fZc_#+hkPo;Q#
z?CA0K9f>J(A@%m};S~Jx)|aq74ZT!MYpp;wWK{{-AvP!ZDQ=2gSJk7fIK@?-{=RLB
z6(l6UzNPo8Ex_$kwv1glDg}CatjyKGwfxXCh#(ykX|NUZ+f6Rw=fAGg-C{o9VOy?f
z=&1hso$?J%+hk>KhQ;S*wf?lWb^cKdq5(0XNj0)LrQbKHs@2U%$<2>49?&MXs_$h)
zN*%58qIO~wnXIxCvHfv9@{K9m^g}VDNfO7e{+d9LYW|2M$~}U_(gRVr8r8S)Ygl76
zh8TmoYmVwBDxP-pw@-xV5zvLtG>V4FHH55Lhq2ZIZadD|_D>`s)z+=rB2&Ky&E6m~
z6L4|g#S+KdCw$`|dJMf(Qf`v|!Z?E2zP?!7T8Q4_M!|;7Jg#5lGHR!yIvTQk@5yM^
z_&QCpN~&Y6xVMMJmK?M6%6sGY@Ync~+g^b`9S3s-V$OIWpVa%6*5y>Lw)~-(97;DE
zn!7<Py6|w<fioVDkX-OBogtasH1Cm8XUFgOI^@2wsJl=LcZ{FDZs;!6bP06>sKrE<
z(Or?K46wncR(T-B&FPd;`G<2IuO;MI>(6jRu%7VYy!r13j)>-(R-S9X2S^V>@eT}G
zR6p+Sfy@}KAQI>7s@<KhA45C)yN(|8v+35bE0$-RbIeSWRJ75Am)D<2(wy1urE)2~
zhyk)=7w0!L6t`b5qFUX{V{-Kz$n9t<zMJH*TgL!iN^J5|G1u8O2ZHT&Zvf_;%|9eH
z`DIwvHbX5C7%G<^-nyu1nKvx-hSPd`T{f5I2hEl@P9-)Pq;o0?{B~W7yoM61Um7qI
zU%_mTA~-nBfci#dX)UPFNO-kWHCuBt{^MLy^-M^3jn8l=N3Kdx7rnMLijYa~9h`I6
zIij^s394GP{Lop{v-^$Y5ZaLt4I+IDrq<WRWyEzc<TP_Cxe1A$)6k&rP{2-irTKXF
zX5g6PIPM<X_z4UL@wVBOzXgONdwJ`u-X6y0I@LfJJ6nASYEXwuH{dP3L_WcufyJ{j
zh(vVeSfm;N^cb&n=@ByaODyY6LsE^t^3Mam!K~{L7za2Y=qv8S!zpuJxxUCZ4XiAR
zZgxAP>P3dTKn#yhZCpId4G7HQ((j_(K0F15`qx#su^YYZK6<6{qoweBHf>uXT?lDp
zAQccSB)eLXWpay-5p~+9Q72`$y@Pj}x-Iw*zBfMAE;c=G%*&em1R^yqK7e=S2;H=L
z>UHJSQiyEOmw(Lzh;e>4pJwk%y99`sy*e83ELD<G@$sN*G_OWNpjzNL`Wfo({gLCM
zpPJZXzFa-jbZcx6?dz8>eIV+m(^{S%G0~RCl=N9(Vo#<vXT;h4d-?`8=XyI@j-&NQ
zKS^?1P_L^Z*}AWOD9cEQF;?SCU`?Q-?Okzb_UIazMvkbQ^g~I(%9%qpM?dQ?CGAto
z>HFvt%M=#9N2V$LJZHD%eG|hK@0Z35do|3>t_J9z>@Irhw1=@n7s$z2CeLR2Gw(LP
zRy}2b(kq|Qwt3sJ)+1OQYkV8(N1j&9lD-<t^M||_xy?kolPn^y22LW`?a7W|r}r@#
z0q$F_a@H$2K3B-g{NoV1aeP$zBHIOjC>le3EK{v&8a+Doxi#)KsG1(KC@oz|Cr)^~
z?s53{T`R-v@UQg{(X4vc<G9et@CJ~%6PkPDBc5(Cv_EuO1Vrjs`y2=iGpBI+^>xd4
zh1~4Ca&ECHVp@1>(Q$wI2TBF3r9lfF$pmFqx8M%WRCIJpa>ImS7XXr2({c#!ZGOHE
zMRM<*ZdGn^7QM4+%SF*FGOgTix9I!tBz^8LTRW~`QX%CMC0{nT)jdUCqp{?z>7NEA
z?pMKEY$L?tc)huC0Jq#nUZo_bmZ3;EHEawUea7ChQJ9}G@crvcT+BOk7=EW5H^#f8
zz48Lfb8%F79OTULdYnc8Y<TbqAOkcVc57@;k&pDh@rH!Tq6TIjVY0SvlVwDmq(@b<
zl$opkWt69xvPX#Tbr{uy*o~@F{Q&P>E2R(Ql*fDn@N^C<KNZD#QWdRZp^W6_B&ZAk
zW{DG-$UQ(0ksQHj{Pc>woGKHhNaI}a?jhuy=v=jSp}JY|>zeXrPhww{>P4kHFe3-i
zxv?afPa>Y%>bc|X3{GpuR+09=kj+bDTHjk#iRtOXaGrIZY4RRM+a!%`e1CZvWJ&7H
z>fR(?cYulBtG9%4%6&cPuiud65UV<BDbMa%tx1wxPpUbzv+Yc~@-ru=Z|q4(%w>KQ
zwwzPC+b{XLBJhy9S5Gj;F`y8X4o1F75DH!BG32n{YaC2{On8SVS$C=Lg1JCPTwv_D
zxEr7%DiH<lw+x_1&lni53Vh$TJ5|Ykh8QJ!(BFT5xYWL`GBo=`(FsOXCa4XIbd$e_
z>?f91bSV+Ls+C-6^2DtN)jboddO`J1mFZI1A=*IR$Uw90U1J8Hf@s}bGliFSjjDLr
z?YZ9^8cZR>Lr)aSXg)a`dqb%!(|~Z9I#7PAEr`+fbn4@MQQWs`sg)`Y_FDEYKt^fB
zs>+;kIaoV^N=NR}1r>MCZVWf>!<lUiv}am66mrpRcPm;f#oBs^b3yY&&#Lqj|AzVF
z3OD-Vq7W^s?<DrsWGw^M373`5t4r(oHsJN`<2!G)ly-k6#qz|73-y}xW<S?Bvb40+
zA@L?T<5QgR8hO#RvCRW~3Jb9yD`0qsAI@IYw`Tiff+0PZb05VnVqKslJ2#YL)<?nH
zi)c1^z0!RA>RC|_`;=}l(Ci+Zj*k2%<)1M5E~mvPBt-1F_&ZR#u00rUG`c|alhHx>
zwX}5$QM~qJ+PmLYy3cO&O9;{>vO?;WxL@M3q_#U&-+3;vx2na=)btPR#kTaC4qRJz
zTvWKd&Cq;)W`?5g5O1Q&%Yv$~2hvkw_l7kwSFujm<Qga(A)jf7W9&tJ-h69&sB>W!
zfa}{*mNntdjArk)I}`O=;A?{1fx}GS6IZxGRSm>HJj*eb>dkTAigek`%+~sY37vwJ
z+)GdXTx)Y1Z4IZcRv)tWeg`|@Ly(4EHTcz%lPGXPmB;09Ch(lgC)R4uMn4qH?<r?f
zz-~O;TFPC8m<Vn9C-e8L@S7JOnhmgP2LyIIZM_6|wVt`d!J^INzOkIBFST8#73<tf
zTh<l?Yl(<`@JVh%@cebRE&Ed;WWPIj?uT*xy$xy6pT&NnmxpaniTgk6i;pEc`LHQx
zVwLuJ$sc3|QM}|2m3+AvXoq?#n=2%1L9A3}lB{>jY}^@bftnQWu(_3J$j+wph|Wso
zoGjS>5;CVG^96^fR;n_dC@!w-d|h?*c4$~3?8mmdXtjaHPy|)8o&`z4_tMRFie7A_
zVx~97Lq-(ZaWdt`2~sVp*E`q#PS)P>Vt*M2Kjy?bsLX1}+?rxbjeTDBRjU=gK}K5|
zTf+~V{h8cO4^@16V|S>WH_@l2<DO``>d2f2N{DDIc8DsAVzQZ_Y!HdMYQ*zJ-c4Cz
zS{~v$y1CvQTSeq*_^s^>ZAe|;@R!UZ(AUfVrK=E~LZ@aS*Yw<u2#l*5io8kEc=3v@
zCn(VWw|;c83$Z0)D#Zt&H%rUK;q2H2KvMsPrDp*A2J!bb*8W3Dg}5qjcNe6VREyi*
z?<Ppu{W$mQ!abRvfCDuz?W$h4dzT2|na(Dv_XNcKn_}ht;iN{}z$t60^!J)?KcKen
zE6(o{?j(0QzWShdDHCv<EwR3$apVe>l9`s$I6>8LZjq)Wx&$F28dhJ7UOf0JR=$Ac
zDeHL7Lv)0!R*n2^Xq;+FoNGIm^25nyJm;c~Ul(p5r+|9>7TWWJe(mibD{k>oYK*hS
zcqa|2%Qa+nw36Iny>u)@8(X^4HF`tQCrjNjqO<#Id~IFbjuE;p66<PJ@uop8jYga6
zb2n>zLvI=TjB|{yOv$jv7ejsl!t-}`YFg-`Lu0Sqt%?BF_m>vhOf_Nw-j6NBlP&kV
ztdXFD*xUeo%jz~0`0Exf<hBbtLua8N7fT792uW2}2)!Z;7$I|;`ep({^ek8Ad1%j7
zM=yHwo#=FyO!#eNeB*}^pW*imj-6=KSUG!r90cti1b3#iT+rfqPBrr%fk!s{UH=2R
znTB2g>jHg<g>4-@7!<pSrR?@D>hViUm(nfICIP1ARyHeTRQOntwy*rmxHv84-`n!<
zm9lO_97>!1bUMjzRep3Q)>d?7t7kU3&#7oPZP$c8U;xpaQMk;QcX3Q2#IZQ1nwUYW
zox&h1_rdjt2KM@#hAPYg7>%WD@|e+RWKaVuc#aC{>Cm_!)InvP-ZTD!RYi26EXZN_
zmmgrL6|Qr+l4<3nTgfzKp^oko74$<~%YBJ)a_wkmsMF+JK{ZNvS9mpQ?BNfEjIfXP
zDoSA)sW?ZdY91uLcqL`IQRn8MORg9J0|+j(JeJY+R>wofz}6}7K8u3$TKc;K1S{t5
zitC>!|6=QHf4mgtF}CV%bctvvs)Y4qI&uZu&cwjqCm2G@sLLeRGQgUtkpdh<PmR73
zhLQ?S`aCFy`1|>YMz*xl?nBfWXu4+tBtr;#kR11hO{v_eZ0AmaY_p;Bd?|LvUw5Mq
ze0e8OK66}ZZw)OWJ;aB(Lvg!1)#FEJvh|)1`kS5U&I)wVE$$@W#>oaoZM_7;!RiGq
zv)OC>sw<@o_Pv30P&8t6^)}Da(n`J&4^jtI!FO_JTTZ!K2BV`#Ia1a?ImDfG%F&CO
z1xuL>r{YAQ=|!Xx7neP3mul}*^xr7G%0yG0TA?x=Tdtf08@yf(r;LP71dT3_u6@K;
zscs)v?erVnct=({QC$8)j{u8M0i^xBh2rbE7A9S{f-ub1814S9l-SJid-b51<aa>M
z*J3*LAUl*;iGpvkGpc>>MfQ+4_p_s8y07`Uey(@LHz+lZ;6&O>%}`H}W%*KjYgHf8
z6V7uIoHZhKUf4%Bx?UaKboY27*s9NGTl?z*XLSMnSp6uSneR~JlkxWLTPNC6J+@u%
z12LID6CFV4ilP8=)Z{M(ivoOWe$bE37Vdl7vc*+U0f<Hw^FFn=hx?2a&tJKEb*ZF^
z0;0n_rZ@fh^KblO2dOuiQ3c4e3^JMQMB4=0&nZa{Y+c+kA2L2q8U{pDnr|k9Qfn~n
zj@elCvf!;PBb!^m!-T(h`4Y(>x|q12is`TGDddW3l2<KbAHcF5EnK>0%FRHRRN1mt
zI3vU^y8Y9qm64F2eIKe&jIqN8n*fL4W?xK&KLeL98t7YkKnFS%91Zj=&dtK>?VQ(u
zA<OM!q@VMh^W%&-A|&g&K@IWK&z-=EU^a82dSMLsP{H%6-Xl*nKh|~w+=r&@{XFp*
z-|M@)Fq{D-EH1vn-JfbQ{N5TVn>$kCNad~x%1eYr(W&p!{l}QAA`wY-v<dmhjVAa$
zQ28q8=tL6GPv!K+LeT+9sm=1Itlz(){Z7*T^97T{158>F+>0AHWg>Rq?5`%EJQ{0%
zh6QfaGevcv?OLJnNWD{ZU7QxuvsAyFR!ivs55Y<VN>8h=@h$4R=1{?2Nu3S<&GwFt
z$VoJ3;yh&;)C1HAKQL@8qZh!Y!+M0(-yQNe!j(nnNJcAkbQSBGxpf16lD=kV$DL?V
zWSCTgDtKJWM5y-|?FiRVGK^8}9x?kwW0A8$a*fs_p+<xkr!F@hZ~FC7v<Dukyt)eX
zDx~ZM4q7@4Ly4>^=xAU2#JKyn)N`c2(Tl_*#db#FVyW+N!mB(z4GJDk3_(}SKIiP4
zh@h1m`x!eP-56h#MGHFJQ(>l3f0Q(}0+?@Y%2W_hx!qqu;G*ame*EmL{AXfeC}oSs
ze*KhW&$a^P^lv~|3OsYAg~xUrF1$gF;a1Vl5)W5)os&84Wq%%TL1dRF{u3&vmOA0p
z#!{LctULwZxFO^3l?Id5K?PSDDeHKDdG;??FBRrM#y&`ayQk>^_BZH^8~wM<>kkhq
zDSbLb0i=4WY1<h$!6c(wqd6+XzKTREnd{#6K`A_s{pKl!l<W(_3P(oHh?OjafE_v>
z2OYuaq@b>r>{(CTuO7uBB~xjYCwCTW*NQpTT)jd(SotjtDxLu|8Ksrue<%-J-$!{U
zcCKdCkWu6C{AeT&N*{Xq686dd-E)|}{m6~U#4k-sxlFQql5%a1*~r5bBVYSSwnK4H
zEo{GB!K2H8_7z8n_-d^Ur3A{PVu}@Pzavz<5SB9fyEi@1leOLPb1v+-BQzC`*zcTj
z1%4q}898|7SVHHSY-J?5R62zL4-}Fqg)^#9_Q%s;s2>_<rz)>8B9NOrjt;d9_HmT^
z;mjAmFXhVwG2z<xoN)VX?{SVP_1;WGq%7EbgM13pBRw@3^VKaA<mD1a4TYEEdeD?S
zueK+QH7(x}C8~qN9+VPT&^eE7V;g>ilzLwxYC^B?T;CaeM%`#l7l?e3A17s2#S&B>
zJ=s<MZ6@U$oOIRqE)I#}f)g3CDB7XF!vh)Nc&VD#d_Xs>oQ0`D63^6?5a`XT%;-(Z
z=y8I#IGtH8*<RJ<+1N5VCCKHj17U0-KNEB6tosmoxv$4LeXaG<Lvlb^q(8UuHWh!(
z#Eq+Bo@qB%h!agQ@?rXh#*1+q-5@J+VbfcvP1S@Ss7xLj-*vN5l|Z0=o(u(1{Nx2X
zvz9TnkwKY~ARezdsXA`8qkjf4p21I(pKL#^Xj>XQc?4!Xv{T@)QKGTQg^BF~0x_3i
z@*f#O1hI3q;_EQ`upPkaVfgEr8gRK-iU5FRWJN4KMa(hdJ3!(RfC?aBxI@{#@*-z4
zvJ6Ri08fGSALGCGq1`e9eA?~GRlSn2if-pS$lYU2&!G7w-Sd3I%%L;?edJY}As7(B
z%>O9>vUK;!0VB)3;N3?`9*KhdPZ1C(2;i&6f3N?~c9TyJ8@8Oltu51hfqL#UR(<jz
zFw*cZD|e7p-(Sy*2Vv0mI9I{_>_>acvx<sl{U>yED62**Sr#8fdH=ZlO!{>p^PcqD
zk)}TRZx8i%s4khTWdHY8PQ5{8WhItuYyU6!>-w}DpzT^$k5+rXWHo}2p6xHf{@<Pd
z?;oNavT*Yqcmn?L!DV>=0;q}qKfIKXU*Ox1z|@Ze0}o5642#7&5&m&lG6{S9YU9!4
z$AOrSJAfC3e|<DWq3}?|WHB%boKja;AL`zr7|B@-!BBo1{p^?jcI?I45j8cd!oos;
z`BP?QX3kF>6wLkmr}r*c27|dXwXhHmx$*J3=2pvTljwV?mlu+{x~?k3G)8j#&%wve
zeuw{WL@~Ro3}XScaoG}Re%6K8jVmf%K>}egm=-}|&z|#SvjG10U0*w*pwO}7QK>6o
zvVL+jq|AS!;a|AK{~q^z*MnXe(Rdr6|A8mf@qhN(Eif$0;G@~wB@;itV&)p&v-<$G
zL3*L}PMEyf-^a|sO4<ie_tsps5_sfk&32~J!P|$Ce0U44?b)rZhIL+1TMWG+F4XP+
z_m(r%nk@qR`tK#V>wjM^An<=)?j8XKk(`He5to}ImajiKaPAcrTMQ(upC3h4hd}ZD
zhUvb>W)!`Cy-(S-rD>cZ^A)rH+k{#N0E^PlwJn`aH@98l&_{DY)^bX93VICKx%{_p
zkLJ%<lS-X&qVuKBjUrKW3W88_VVBm$lP6EUx37A)v0N7I4fLsFJ|<w%GQ#Kfhb)ed
z*54r&-Z1gP20obU&2){o73M#*VY}L`k6Qt#Fak;Xk;He9sgHzop3E-*s6PTYQbK@g
z_t(~9Zf;(XE^_GOCq)sylGgwX23QK}w=PhpYTP?^DYS-zsOtOa(Lcank$JP$f5IuL
zN_76$w>I3NIlkjzX(<>D?pOoj+1a4)mvIpbg~tAOou2`T={<1V6aj%*`}Ze_8t=j5
zUIy+RPlo{-!3ijVN3?W-E_U^G5Xy$W-=|e8sGAJmcrnxnQ^xfdJzjWglXE0S1f~4C
z!7l*?qg$Kit&}%Qt%H)s{Nr`t=wO9!fN!(`?i1z)5YFtqGSPUJy}pWyxrN^H&C3+g
zLzNd{ZbK?B_+p^M&+66!U%-Hx#{|uFrS+ht3`2nHWwQR+$a`zzl{UoSyC+qX{*G%r
zzP)1|f5^*<k7CR%huG@je>{eZY<ulDfscZpc(pm>NL*L{%1Qy9AD!+!Un=&~)ATI8
zWWH%)KbjE}iSqt4b1ee3epqaN^dd)mq2TSky50D_hIdLKB1GTVj@iHmonD@v3zLyd
z;C%5}TbiFes=oZQzioeo_YPB_>+iBp-*Pdf;Gii&y2sWf{Ftrf(AhhEhN>+qImk$0
z59nzhUgp!61ZF)|&ed{=FC#SoCA<bsfj0mCECZ&$kpQISap}G1Kr(4~`C$#<Ra$~-
z%Zc`)t>BsCrMB1q>h?aM1|P=6?oKU{SA*wO;o#zj)-KM}xQ*8ZnxD4<7N-y@E>x-x
zki~?#H@;ZI_gs73GVnpJz>9Db9D7`Uu9Suy*!>vFsJ{Nnw2;EIPv#G}Ps{OZZ|=0l
zY-tHQKgodKTu|#cINOExp*TkJvy|5x!pAwi8V_aBnRoBrX<xBZ_v{K-)B$v!XjBO}
z3{6$tK#joq@&HI(26i|dwVmm=TQ7Y?(MGQI>T`>cu9&$V94#@i2IVN@7azxG$y%w~
za;(645_M-Kz5(7h_+-;)JuW5X9p6S!4<E&b*V8^H?!WPtY6r+{<Zry_b67zNDw=;x
zuGphqi=`@yP!>O^u{6nsd*eU(#$LPNr6hV5@$QZb^wgjo`_5$jrOc>5SDb-PW3K#9
zdis#hGxGRbsaNYjvkihr0+ET<#OfIYHQ%>S;@iaK=tnJhpa_hZd8`lw_w98DHUKTE
z=7kOA-QH~*q0Gq=VfiRaeyuPgw#o+sML;WZef;>b_WawI!9Y^cvM&Qg1qn$0)gE78
zM9F&@Il9AxN0H><7~p}c;Vb1$rLjW7+PR(xK3!;}$W*H!c~R^?+RT1_f`gJV#XLUI
zk==3N(Q!$Y(|mG@TI+nXr0#`%T|l<PiJF<qD5Eb#74y$3_l$poQD_qwA5*5<8|%1y
zi>K-Bww_?GFMffE*p|+;=-q}(kA{3>xuavJ`sE)<>fsN~vKbVdN1h=xXQ`;HCCKNA
z9V#CpuAJp<)bCr?JW`7r-d~Y;m6%cOp&(l6V3U9BdWn72B~Y5Ul=8-+-r)_1g3e80
z6*tU2UCJNZZl$;lzQtVh*<6QU6@Kc<%i~(y^7`vSLQSzZHtUt__*qdQY~izHS4r*U
zf-VQx?&d$~7Eb_+SKi<*(cm!#n3NF0Ns;2y%b<G52O^{nyxeVGRJAE9)g@v+rbFhD
z6qp4c)}uFkTVC?1aD`--`k*|P4k4?c0`XF*1PvsNv3ewROXjR07fC9!tH`-m#y{Sg
z<rWy#urGc_eq4(UyY_F8kBN{fd_FAsCw1baqG_;l7>D%Z7{;7i0Zo0N(>eI!^{!6~
zq2y-)?)Q^~aDkuqo5%FQc3hQ`DZjNWb=Ik-GqSrXr#s~=D7+MF?)2X#@F<qZR56R%
zLY9)tuYMExLJV)Mg{x%fyT!)QYs=TB(Knw3^G)Q@OBkA{Xkx=?&LY$koXrSezQlgp
z0G^W+ke25fdj*@I$FgcV9*j2f^GtWThJ~^tK3Fg}R*6<!p1p2ZU1*sc-LkRfOU-eU
z{_s#9L#~}{Ii`lPQhMY}_sg&nO&n{_J1snx$sq1M_GJOM_inV%7&5tlFlUB-OWMZ1
zCjU_sy@!v2&PU&qUpop=Q1-21s@d&<xEk#$WPkkA!<u19H|ZPYt!a?4;`a^Ku1QZO
z3?6!$IHW{uc-^kY(^lm-P#9C6HD}(<bM?Re{dGT3s0ig(S(TtqErcUF`q53-yu669
zesbpN8bgA)QYUn2#Z}nW_s7lvbZExs&{dk3t}BGSmY2~+WVXTOp$E<}H<X|G*yE%g
zmLKu}SSzUcxaiOvI<bOU8-BiIcQp))VovIjbPN5nNa$k87kCQv)ntY`Q@^A&7_2$2
z*iv+T>{T>7qMPr}!A6D))#9UxS8JA6Yx?)*8(6Xrmly;E1z|aHHIzw{RcDqH{)w{;
z(e(b;ea_`>vFgGPWy8{?KjD1;B37HoGsw>6K!M#?rH0gHH2jsWpB}mtzD>Vp7#!s&
zdG{-qKF`er+n-5>6^u2#g?dcPNjI;|Bybc>J=$N6x4wmW%yHa}`dhn5hAH3dp8>}Q
zWfk5=aR%<N&<8ZfzO$#(hh-lxcs>BP#o8y_2L`ZXBpQ6A*uJILwJ+k(0qaMJRz+vM
zE>IbVy^|^ab>AL1aVT56juYYoRnm1w51w$WKEYM&X%Q@HmrS|h(1?N?7u~_YpU3}&
zvtii=AI1N!@gHlwV_!e3C;tpwvc3~AuIL$U$9^TFTlLS=RhUIP)zwb7xLx7s!SXxT
zZxz4pe|7Q(cBgshN|+J1s<$gGEv?7$4-i+iJNn+&HYR;#1}+BT{mybQ#HQ+cEx7r0
z(FYEwJebc|lBC)JU_vVGaDdM7{UbkV<qPb^jR~l|ZdMlQc01O;{)ZGA2*o|R@7PX!
z9~v_ASQJFRXChO!Na$FMeKC*$MWQBRl~_aQC&CMafhE;A)&KCLRw%=%ispA~e=aOd
z+2LQoT=tVk&Sbjds|1yXFRLR8svJsg)9_D0p)_dX<iJA0o-W<Kjq&9uQ4s%PDueGN
zym`}9w{k;e**{H(B4YT{`dU0GlOyk#)6oL;E_8WqxBl;MlI);Es$ANp<)0jU{aL@d
zdZ4AceUIK?WuCvQzlg=MR}B!)+Gn-^8`LOM%^wc~2Nzk}=wq#*>1{9v=+42u><h~P
zS7_O1ji}V39>J0UD?kxBP7KpqteeG77ehSZD%aCHhFl1eb|T;LxqSaa(>vpSK#iWK
zWmt+sB(K~Q&#SH1x6u5yRRJFLYx+aay-$m^Cu99e#T7q!%&(?6zafE=9y_(_e3><i
zF$209Hi|lXVsQgRx0n~2v(v{-A5k_pr#_O|UQ4IK9x251mG@Q-zmPCpLVozx4MJSq
zbom@V#C>J5LIcUva8cbcYOrGP&1d&TrL~8L7^{A-?zp6cr@8J)wno%;96T{w1#+A=
z@Pnc=S=~S=rhDW&<VA))iZ~6Cx>dQb3=SSLE-yTP$4^pO=1VItqoKGtp>Cq`VOZ?s
zy2u6l-BJZ7a-gSulE3r4)n1ji8^g%s2O)V=W8d344k8ngT)u0ViP5me^ko?tNBE~R
zbAd&})XZ#<T;XokYygIqb#&p~aqr6(2&k16ABcrqR}5^8J+Y^dBuHG3;#;!A&&UJE
z3!l&HamtDHE8w-p3gLREG$zAxB|dc#A7n>^yxsz%bX?Pz_@1~+59H>kTz%V8r+JU)
zIh>TLo}ROWf_c|Dje=vg6BsVT+zMv)$pNHVOt0^j34SSjv20>yKlJu+Tq-~*bC}_u
z&Y(^Rnlr4?vVi*!0Dl&<_Q^FdH*VlEgF@P&>8M6EkqbXc!k0DuiNCS315Co1(>{_#
z^f<Sv_hgNKfvy##^7eip!MZXb?%ExCrD&Y<K0s!c{-vMXm45n2zXT?K={kc(OMi0t
zhuX=p+ty4!xjl`2{7MHlzhQ*K{<~}(a$TCa+e|=`<KRY_Feu3V7z^`s`1l-soWN}1
zVsA~e?Z@7Kp)|coVbuE!pK=C*!m2sWONFo=q`(~#jFVC<*Sf4c?Q`L$^576GEfWgK
zlyt59Mw5D^yF7FQ*IFo+&m1mFmDn0G0eEHe<Aty%4neOVF!&}^dfrG__WM>V_|v`@
z<y%#X4j=~C?6>7Zu879}yHj3&e8(=wUsb@`*;5{ozO5BsJ7dL`*q2okQw51Bx>=Y5
z8WE=Ucl%J}fp?-|;eAms(AH85x($!UcWPZ?e1t|U-2oiQj6+}gn97?)k1?TbI|Jg+
zj6&K~N>Nr7kJAa88<F`D6rkw-aC#&(T6;OA5-}zB12#n_j~^M?r4iNuiWF*`x3p$@
z-6*baADFZgidS|7Mo?!iEKR=-Ut8fMcmCen!h>gS6b5P>%=1Y;k{crwGvg|H$=o%s
z*w3P+jjDWOC@u$&t}E}QL5(xeBelJwQ0BWQdunnnNxiOi%dqxU{ldpFThB3A8z9T#
zVzTsl=9ELIKhH|ttTvnjUVSXJ%HsrO<kI~~zEvk?_>3{jvwGM5GZ)KR*4|?_d7)kl
zx<wYZjruA6jc|gN5l~61@X_u@*AtF??-)sv(J+^f`V|XUec61w<eCY=CL78pmm<gu
zA=!wZ+2)7I6QNTje3Z4nOzMy<P`+7j;QqE*hadg68&d7m{naYOxA}_KO#lLY2pA@v
zXmm%3MsiQ4!PM6?HHfH10OMpaE8n<!lPaH~nGc=sD8cmzUDl1i9L5^+3MlRE_*#4j
zeIFJvHU54HVqKEtA$1vgb8e^n(iMJ+0b~m1=Sx0}cqn6#QP}HM8t6|dK3Hb{<h{=Q
z6m96`VHne#G>Ntvl-TvYEVYMWwXnLyD!9qy6e^mmo0JkfJJNch_&oBo-*{R!KxKJT
zDgGm+iOr^kdznt6ewc5T;+d+CbfP`q-kf-f;&UF=8(&U-K37&e>teNkU&-a|i8;Ez
z#UuY8&+^iB#Xg!>HBpc5txyi0SKCmfxo!kLmg9QHB32FZLq@b7Mo=d%jLz!qammp;
zec<t7<zEsEfQR;Y^Zqf9wJODf{bC4tmW<1V&`@hBl;M&Wv<=0lK85-vJfp0KEpLk2
zX*>$ZFBfJ05-5g{a*tUR*kX5}e@FZ00&B)Na=88T=b!WH4evcA5&Z*8#Rr`=ZoeC-
zs=P4Z!cR+liv(c91m;R7zco%&+EnhD<!qj?to3=3abRq?)^Gp2O<n}1zUChg|8)7f
zzktB0n0nv!*nU)qqI8`zfgKX^`yb^fB6Gdr{8X=_>l_0-&I!a{DkMh4ZSer2KW}|b
zx|{Y?Vyw{p?)#P>luH|hA(TO4H5z=_k0*StPhj^Cz$(p^C_8*EDBLTbPwkyA{eDl=
zE1Z&{G_msgDvTP|*;K;6{r>-Mw}D?7>{)7V`GFVSp7_Ql<oeR|S6md4pgfV28ol1w
zH3m3G%gO(^7s)&O&{Yn}$=6S|Tuzc1E2=PG7-+3s?^<bp({kG^t(rf!|8<|8viz23
zF2+MXl)HTOYT^dk!RuV<bGj16a*bxvHNdVeKI5$bmL&WzumlMR+{{YsZ_P0^wo=wI
zYU^Dntt0RA3SY*bojB)%S4W%#Hy%Cm-;D){{XXrOs9w)=!K_w%%a4jG(!xsv8%PO%
z4zdmZF2bYRGNGP#+IkZAh~<d~|L89Xwj(;U{19%z<`XpNJ56Ok$UPtX-}u|-N|wD6
zM$8M}Hdwzjt(KQD-Rw%6xS1OiSA|VUE}>oOx*lPJ>Ko(Js~P{B1rJRB3(tgx1zWQL
zi3<&DDb%uwY?BV<6T|vjrVWpqV++)KG%o;{Z+rW8j?Yj*HlP{3fA(cZfOdgubmOMB
zv<klt$d8!-)|9;}A1kgAQ&mI9hH4R0XGRG)b^K<42hR;&g*oZ_E$ZO;|E+7gsl)S@
zLqggkgXL}M+?1(|N~c+BiRv<D%d1>xnYULgE;BPuHS4!>BL`kiF5jBVekeBp%KN`0
z76{wJR}^q>f%C}b>({TK3+Gj7<DzyqFvyHkmVwx!6Z=kBE-Y(2Q|60|6JB-aww?Q0
zV^7AeywC-!FJS2L+P3qf*=jxO9(xTw@2PA@#knuxpGPmG%OqWI-m_~^*wVam;B8>&
z<tqJGL6t#MwZS<{v$@wf$h=wkmwV1{Vlwp64H98jFJJBh<xRm2bFKDzhC{7CZW4GQ
ztpVfsmXWyk;lZFs5*JHtlr^J84}So$_EmB+)u}8-a~Fi)2?ki_>y2mFKBMm@jJo%o
z<H!DQ*hN#*Ul=U8LBUJ|bJlEBD<g|8Z@3>~JSBg)JIre{tAIFS5$zbU8O&t=>$yK$
zE~#VxC4^Cb(*mii4CESXP|Ay6;U2!m=S<v(ffdhsFA!{I)~7Z1@*NQ1JmvZAva~hL
z3p-b0uXTs(@2p`hzH{Nb<3`B5Cy$wb%!pzTbExWSzodaQ+>x@Fu5)1$0;-E(4B-9p
zFH^icJPN?_n+pU0k!san9oD(mYx_E=B^i!h_J#PK2OYf`dXB)bU8$br&2OG!(A8r7
z^t<>-xSltCS6n+OB-&3t96nlUZ0j77Eb*-PX5oun+CLBRn+PE-Pr=g8kNK8`#6?`W
za)r-Bs^2%9L~U((2mGS^4jUvJvBjOZs~NP8fHuBTp&m7#4^(me6+_?wwE_eYmg+a~
z_Obd|E>IoDnX7(WegjO}K<m?&@F^ffQ8gDwtMXe(!5gbo9ke%Z5Lkm0D79~?_nYy+
zk$39YvG%Vq!0TM1Qa3FK8mkyFNZ)Nez72q0o`_;~_t0wQ_eU)K%m!V4D|q0Qw+Q)}
z{ZN}4Cz}q;w=Uk^+-Pq%ZWUGJbG0aFuo(c3;KhSSbX-RAL4`a7+AT`X`Hp-a8)1*;
z7>iQbZ?C)z!X?D=oX7`rLEAtPtNkw52@l8gCUa_vo$9YsvB;+^O&t^%S7!+QFyt>a
ze8{xhnW1`lpu)(y{qwfkUmw$iHToapcxfgU(S*zDHvVD@NP+EfI9hWXHNkyO_}@(A
zP@MG~DDVa!hza{AKtfcSew|kcfW@|~^Sz!uOyCBLB5*fWX2q8mCn!6xd^?8^peZH%
z7N!UUKw{2P7FTAINT6=|HoiDkQ^dk9TJV82V^FaAp)Bfk%laR)zr823p!*;TK*WoH
zm5yjJIz`Ec9EFd?NLc9h?|2JvYppi$jVu9ml{z*lXoYvB5FjqX;&R3OUbqkB4!KBv
zZ<O|QVAY{<faj=9m`H!h!)7*^8#4>t-xo{a$e^I$#d@l?(Pc^t@HelK2pd1P?o+-z
zUgk>R2|gsIC?f@Hq_)?D-&Wr46?=)&0k%!v47nbeFHulU@-&(POxBuUwNx<=c={8X
z%7A!~k6<`eU}`f#+s}=B9O}*IB>6J0jPTDp*7E>qNWH*kzoR$8og?P+PMLw-RKObl
z95;-LQr^eobA}%}T4VBLH~CdUJv^4uitLw*JOs@8EzI?bIL{FdTfdT8d8h(cv|7RW
z!Y@#^<}mh+X?fjnwTsyR-r5@%e;>*T0bL5Kk1zc_XuI|Q11v!OS?^Q$c7J306Gwxz
zAKs`A+n!#YYuCw_8)Uq~AaW&IVI?EK*Ih!FGI-{0B{TjW=W_dE5}oeX%kMmqZ^V^h
z4<>o_j=bO{Mt_;DC;0r1KCbKZhgvP~i#(}hU-{`J7VC!$4!eHih902hTBty(WOae2
z2YyKvC0`Zr?YsrZb@||!aVKigT$BZfDthO9hJL-x%Uc}*wr^e!lH3dEd8FPP=voaP
zp&*5UUR{e_1~$K|Sk3<0UeFmpe3_B4*oXk#LOp9h<Xj}RY!f>W2E-j*FiV(HE+1s(
zPXN^+1LzeiBl00bRy{43o*t}smEmimqZRHQ7<dDa($O@!Cg`pDs?`D-U%QuAii?$c
z`6s9(5*QtD=!3w1k&&!uyEX!XRG3Qr_dV1WoyEE%B=@HV8)05Ne&YpwaQR27t9IG&
zgzI0{y@w4#)gKH~Qb(oAtGB17l;1tZjs*t9Ia<2=Q?1WcVDP-Pnh@GZ&u{$fBIq)%
z$p;!y4-e(Ptuln|w0iO<*gWOSBdW0gr3&{pgwTRYsz_`6NJnuE?l)d-k<*bDc`+4O
zzF}r=j#`@r)cBWWr^WE8BHOYk*96`;(D3WmrUB6yI3f@Fw;=djJ5p0neB^V!1S)W`
z(9QO3uSL!Gt$Lv-jdlj{l5@?mYoSRQvmUhq+jEu}1Mc0XZ1vTzFZA-QOI7EQV@Wmj
zd;M0*VHX|d3Sc5Fpg8=ivs{JBoI$jqf#Q=+Q-i)8tCUh^F#*Ni8<Hs*P?<dmeM@-|
zO@)nOp*OYr^f=?QdV60UPX@;92j2m?IqmVSUa6?3(hz>45;j@y7uMXI0a}myzjp5Q
zNQ>hapf8W@*W5aR^FKt0|DMwCHTv{ESh<JlkXSKF=tGajnb}#K-+2<BX$PT1XEbAE
zn@lCM^8L@0Yu+>$^s===)sT{N!%e=87<rK29qg4^YIJuSUj{j~i?b{T`c>kebjuD@
z{yTwkO6ZhBq&;UxIHk1vQ29Ht#J9Bmv({oMaO144<-Mg|up+Pej%J2aBBs!sLaW?M
z<|wbzcAtYB9NwruEW0NE&x#Xh@hu}&#zn9GNae}-QakxviWAyx(7<kP5wzRRdCXoC
z`42nq?Ho_fZI@}Xp1o`TT;D)1eRxQWM_EbfSg*fyB!BaUXRmP9O!=(_skdvuJ%|0q
z1Wu~yH)2+`St(-2T<QXDm3BCV|46QX&@Bzy*Ie=MXgHu`iD|Ry2myS7U&dvMiHlV0
zxma$<!$XvSx%E1u&erg=@XgP0%~IP@LNAQ1YyF+i`Hz#+NCR_>YC}&W&#u?sc6J-A
z|7zoij_*(R8W^hzq1h+{Q<Oai(EHqX^5yl0ENw2mDq+}#vplvt8jzS<ST8E;&rV<h
z?6Z33e3XAimAf^coL{xPnXZ8VE`sJfNB{cvG}MPV(V9$fw5a;&r?RV$TV&AJdt~lu
zNPUsl4!%>$5FA}Emf9)q!88+n-2hMA`yZS?QGJJJ4ueHjK_zBy55IFUP1Bz`$8(@P
zlRAeca-y|t&7f-u7`_4`@VQb+nKdw{R$Xi)8t;I5)2-)|<`e7ZNOU@=cKcr0$}`9^
zy<?6`ANuO5sqzf6o#k$ydaOG}(J%9J<vC}6b^)w(n^b>bw35)!)*cxj`$(v20c>PU
zHzS2{XEZuR>~%(l%Ufs*zz62|yl#qjTCUXTYOPZpPh?Vkb!z`Mq7EvsU)DYW`e66)
zrBMB=8syiuMvw#%(N|N!gV%a6$^||~zUj!JGm)aA3v(Tnsw{U1PNZR~S+#sBuDi!k
zN9C_W8|It#X~cv*+f(ECCZ?RoNS}i&#WrGq=Oa(MtPN-Ia6cbv4!xE>o!A2B?LGD>
z8E$@0EKeR|qk%geRf%VO9mweNb2hmB?vgXQ?o@k6@;p*V^8EF4^G_v@MbckU&7jzg
z0?OOAAYs{riMcbDpeIm4ap=LC!@rr2B^0zTd<QZ@MUJu5&C0B7n509+!P>s(V(qGz
zC$mRCSYpu)qZ!a9-GH!A7XS)@3E6v_UmZ)_U_A>|_NM$U7Kx)Z@-l4ycI+RbotQ`4
zfU+V<4$(GQ62Sv$iMDQcD-$$*%=u(WzOEEN-YR1n_SzqiQfiusS6l+IRMYr{UqLOb
ze~ea>mE)LLP>q%-W@T&IH!0c_|FV7=%^vl_%{WSB)%ZENk2Z|t|4?(jc6Ez2ow(4v
z=hXjp&Dqdvi}6c8vW;py^iUDf&c7#@&~S2g2f@A|(qh3*rC0poInnD!ZB<9z#p|8c
zV0EuvS}%2cIvyr(J3v(umg-ZtQ67IV(im$MTG!P5@=hDIq_VDC)raK-^y)Mb+m!oW
zgM#E|sL(HAR^;8DGHk{!9)9`_<bkrCkA0TZY2DpAP!yKlLDqc^eYFM<67p2DBP>|M
ztWU5C(e(R)>UQVXAX%-9y~>Omk$+@u`M0l8o|stUHv{;PYXHGoKNrgV;L-7++q}mY
zoND9ABw1ggdCT&MV@R8r20b)7u<Ev`yQ`9tQ(fQu-Sx_XiJjl#&iLjUFWn2{Gi7@%
z!wTvAD!9&kIRt~)eD+lX<MQsYXw!vFfqR#I^a|58rma0DdXuj&oO-qEm86&b)6Wlr
zDZBp|g6@F1n(C|PWjvcfZuU}XZ=Lq`u45@W80ENuR^%*JBuKe=V@b_ykOkZ7^#B>W
zhmi|XdrwndEEniBP>TXso>a(FqCR>}lb|dyETZ=Vw!b+KcE4Kb*&QRhbk7g6{w^8x
zdbmsX`rJr$@d#*Dvll(^-XD@VQsydOjqJx&p@3S?o$&fF3L3!Al2Ctr)}YFO1qJE8
zA>iqX1Jd6YC3Fg$^`eh`cQoMLkU{N*m+A<>zTfM3>p6L7c*`iN!$9g!Y56I73ZxDw
zki5mJaB;Y1O@-DumQ>shrH@Np>b(a8_Mxv-GOkX3w8*<v))D`&{R1yISZFGwg->ET
zeK3!N13XI9VD-uRxV{D;U;!X+)VssmJ?vjYjg6-Diw`Bi?u@Oc*nHI`(2Z%SAY=8`
z`XN&sju%0UOP)Q0akk<6#abkX0T5dBsG5TzdmZ}v<^*aAr8+76@@5_L{kcg{No`B8
zsHNn6$DIqn)JX!c6)9`WiRvM?>@82UrX{t`Mjo;mItg0scbGRK+Yab37aM3QR4rxX
z=v>ni&z*UEzeG+~ymDl<jygqS4SzvPEHCufu}|}>$Ohj&mVu%>;whBbGt`~AUKpyX
z5B_rtNU#02tewY>no*y;YN@~R=KrGWtplQrx^H0=0|S#1Bt(%G6c7OcQBk@>8dN$4
z=>`jwZln=rh@rbf5m8cxk`~DU0fC|G+Yk8u?!E7K?|=S*GtWHdoPG9QYwfi+#CGdv
zEZ3_HeKi$$udt2}89WH{IZK}diHwqEe~}_+A>#boJ$E-AE2qiXWAz5yqHa?{)8KmP
z(G?38TX1#h0^UEVxb+qr=R4D7l;&HjOf{?J8~x`TVviSG<47`IHabJi`|U)iX7F6n
z>oYdKG8%t7eINIQABt2on{5SI^7M0Q%|q9P9z_~%!Rs>XNEVkfV64pLj@)qW5U0e)
znCH9*3^8QWyk~{<H?Lx{X+V>Pa;2H9)&F#udA$!KO*!>JlgXx;yNF>C$yHaZN;2~A
zYdFYQB&eS%(VWa6-_19hLg;5*Xu)QrzZ$#O)pmkr*s|SHnW${5z$<|^X#3T;Ve2is
zIqf{#j((FvqX-i_l~DZ^SlA4St$c=BQu9*hXV7z=gr-5y_hiS~Ud~1x?wc+CRd|$t
z?(TF)iceu1ow>VKFl3oCAcKD~$y;pOR#Lj=7jN7X1!3Iwa8XAf7@UB3%y){?QZdsP
ztHQSD_O4__$$o@kZ!lSOuUax!?#%F@36T`lWm;bC3g-m7mTIMD52dl!)wPy=Jp(%i
z=g9bO9~nMu4FZRRuxt}?2afgUpZGKDtoodwLS(Z(^QElpj^1@WZs@fb9iVtuFuKrl
zthu7dnV*wEqu(p@Xcq@h=PQrf7DENsEa@a%Ialuj*8JBJD35laEZb~uiDdg$k!q9*
zJO<?72+;z_<rQ&L)Va=Nq{aQpF$@Z%=4<+HT{OBL8DQ3qY8*EFq{rU$+%`y42+4B?
zOB#RP%s;J{nN0WX)mMsdB^%P5dFHu|w<Ja&mnS}EwOqiEV3?r!HAgl~zunR@kD&~{
zte5sAMN5%@&fJ}TfxmDRgc^HJGHEcBrE>r;uN%wW9hgS`B}UY<2Ek>F6OXpy%?`=M
zvVHbm8gQ#{xS=^h`wb+{3wK8V#u>jGR9%b1;o_!BIR@+Q>vgbwRi?vaDHsi&umMvG
z8vDo2&~V?jP-WY|VE13O5sO}sd*MB<y=ht(7p16UfS}M_!Jpkqf6=|gLul1r;BH_4
zNfl5vV{LDKp{7Cm{#&F*I@@e#>+@VoG1>&XewibZRx|vm=u3_#CSuAoudFoQW@PNL
ziYV;vyeznAx)Y-8Z?3D+SY6hSQ1pt|Ro+G|`M!VOk&@=9R&O@^r?6Up4!Oe}QYlkz
z-6jeTChaIW-2fSLa1x7`+W{_`{Lav{?G%-i-Z1=Utge7!dqTI)d{;7i>7Nea#C8Gw
zVpAfP6Esq8cubU_?e%`Q4{H969>n)N4)8g}=k;x;E&C%b-F~TPE8!PYQB&)gP|0PK
z-I0DN^FjZ0qK@xusRP@-km<%N$AKNnO*yeEMBmP;;^BhvV&SY(sWl5V!>s!my}=dl
zXqq>T#PV5gP#A9vb4{kZcFve-Ff(<@5}y-~;YZ0m67*vHhfXotsxOdaS}3Z!X=fz}
zWX58dTu(jt^Sz~ql)hDIayU+bpA?Wzg@e01owJHe<fUR~x=R6_P<0{7d39#aWl0F7
zstM1qbO0v5W3=tv^ualvHW1%@b=gyaINsGnd1NUwEOI7IoCf(NL<%?my|OQ>MI71v
zp%f*TQgU47{-ocw-?8-@Ui!{qIT(E&cl*#sGH@)Zj1Q|PTp&u;lB=`7@pqH*<iEV)
zCYL^ydpFt%AlfYJ@Hnb{*!YXnLSu+*<t_W>G*33>#)~tlhprgBeEH?e!zpm@sKg&7
zQnXyFnT^v~yH87nVH1YsKKGU!FLXPLdg(09TT{JS?7VRP>-n9hIfZvkJ04XpF5l8|
zP-%wOK=K}pS3n7*G25H#7>UqFKcCn{FByFZQKX?mP<z&$kg%|^BjQ8*AO8;leS0Y-
z{<F15M^)SGkW3f_3b(dgMITJJ=kW53rG~N&wfb56PA?mEP#-eu2PY)t0Ce<&*xBjs
zu>X?v?&mZ{pf{witv*&#3bh?N#aH8jY|!L~cc5Gha`$rGCfva4@qO25Yg(P&JkL`M
zH%of#vG7WWHXxMjIzd)eKQkH?A3wLva2G_T2hz)q^0vN}wj9@wkG}4Mg-3x8SXuk3
zb3WpxnVE`YSD~?eXJ78lb!jJ!8t0(-t*3zrA}LzP=L(&=(3P##yODpIoBz~l9K_VP
zdIjM8&pf93r<jzHk@;y@d|{s{NUlp>5sIkJbyCEvKPkp4i-#mTHfvVo=$Q+z)sM6-
z!N#_K9@{UN?K+0M-e~L73~xe(M%b2fypQjTVwoBdwJ#AvlXpjHZX$NQ?AxaL-sY}l
zSD^;!$dYi%lu3gT)|MD}jEfq3oJgX@a$kJ&8`UHFZ->hPkx%WqwvbdZ6y4Y6mJ;n+
zU-|h4z_I(icW`3PnZh~kEPG@qELi4;+GzJInax<B^e&QxFLXKBpNw&>oE7?WZST(d
z$6T!B{n6*cyU1C))Ttz^S#%R^2}{xO{s3<sjkN5?6lGaVIav6&-lQ&vGdv<0-&JAd
zi`tl!-|b4(xde(+_;!(ho0t002v*KF^x_!V_pF`v_->u|i^D<e6lB#CVWJUXV<+r8
zp{yXgvQHm8EHn9_$D12SnmIG?Y5$jVugD~27*x~}1E9T2K6QW>`m*61ed~M)N6UZZ
z8BzcEn1kBLM^TuxneCYaYr_(dPU<h0D58TvTc9V)f)>zy13K1suAT;>z=6wzBzpeL
zGk7~c>$$h37px2P1rgh=pvExvXI-~AQ{L{3Y_A9BVAYF53*#c@I##Y4nK^zP-j5Cs
zUpk3r07Cu*@plO+tpyb4R22$rGWtQU3|3y>o|cZ4jRh)$K5b2F1azoR7f!*ae=~1g
zwX+-uBe#Em*Wt^&HWSTLi687uYZ?oQwCc|W;v<vU+ktfdO}z2zubVdTp-sJ^Q!x#&
zi-QM*u^fN@SL_-{Zn%*%0<JUA1a@_56(B|RKMn}8I0Nl1`SeIKM%FOs^>HEq%be*l
z@g-fz+NTtoow-$l^Sc;zr#TUHmhSysJ*-32Z!1h;^<Rlw>JtKm=1H17M0N<u%t`&w
z42j51S+)?d<0~djpN=W}F|U%Cg6D-sIfIiNBRnpF75o_=Q;XSr_CMmj_}t}`PfH*!
z6{-ad;<f@mLY@6=uPW|P2XNuUi+q>)ta+*I@z%MY(fR7Vp1jH$eF7h?s9}phtUZ+v
zwkF^rrg7rL2|?)bmA3PG96*hk&8d__@+IhGJOPe*NoaTEQ~wz2-ur68s|o;8SWLu9
z;-`4`=0Y{gPM#62lcuq-jmCZZKN3Cx151BLbzj#3B~0eSEhj+7*Jyrwf=QL>`rlFC
zpsByW-6f5e%(r#TSelYEKI`I3H-8|jTcwz|y%<!uy(BMf_i(nq?JRuei*wQJDF%e0
zN=L_&_Yj*Av%#`_(7UI-82gG(aGmdv=Bh?R)I~hO#E133D{e`r_WAb<X?a}`HOMSW
zP-~PI?m7LJ5<bO3Mr(A>Gegs+>Oz47xcdw#j?nkg>gp*+S>b#+@p70=nnx`^-klQ4
zd^B-H94oO9X7b=a;;~Vtn60ZqLRw&wXISFtjib~Di6(551VqsQAQSmk-7xryR6uDP
z_evHRCCF*t^27~$PiiR;pxX&?u8|r*G@R*m6jndSDu;5c455=Mol!#0zq3}}BKysq
zh1sDZA?dRog<Y5C;N2^zJol$#(6R%b4BW0lUp3qk1=GXl0ha}oz@X#@FlD}kGEf0h
zl!+==IuOp#`cC#zWc*ilLy|Kwu%lPxh*GQk*~lNdl_Edazgc_HhVVmuIc_2`%BoY{
z&jFu&Rg)!D+$Qni)&D_^xjKH*zcBp3Y4(kZlR<V3tVC?A62ZMdOmsR@+zbpwXbA4e
zivIpU1NG;#qeu|(3pB}j*5A9rxwkfZG^X;pi_gWwL|(rbxns^Yj~68wLbhrLHPEq*
zU}-?!?LE{pl$fTsK>L5MAviKR8$;u$`oWj5k)J`FK!pS0NA=aJTZOiEL+_&d!^-&~
z!5|_!?^S1VrGA=Ii}&X;FZeK-Aci?}biyu2>_?E7duK9t;A5P-ve|X!FB#%<z8e_V
z>~JZU)fOw8Jxjfc7o~LDIH4+N$V=ir@@N@x^?MXVr-L>lKz^vawK~^b>$#^rO9>nV
zQs13;b*#VaMM|6CEJxb35&)m}U(P=!t3Z}9iKTv8h*v^Y+oFM`Dm?M3W^Yf#<I*Kg
z&+SIGfDK#O{rLG=uZu#jAgg6xz!(=Djo*eep%gU)9+a8DXx!`_10OnDP<l&)#5NB^
z^^SE6GtiYEk&uvJz5__G-KV3JcOvkvD>E3-m6`y16$7-P!~9?d#Ms#|d65im)dz4l
zopW10Jc-MCS3kX6;jFJEt5KlgnbQxk1K8pUzKopfeC!9YLk7Z6R{;+knTnCkI{Ok?
zgZgP{#G0o9q}VGU;5S|U)7M|+T&UbP+;bKw;y(1GE2ezeLLwcT%P6Mm!tbXm+ZsbF
zxl`B8)xYY_wfxMS6^+S|&$-i54u?1C^N~kBq%@P;WWCVIrZa8{FO@yWc;t)RA?n)}
z=|GF5{%nV=kBCfM%^{E?YXGk`|4_fHqe#tgXRGM7UH#+2xQS@?Qq%SIhKiN4&yQan
zBJ%QmpDTxCq9ld?ksu5VCR@&8yelLP#=@-v>|BDr)=W@(Zfn)v=(`NL9g)}HhX=$r
zx2^h?Pe*A+Y%&PjgG-nP?>b2_7pLnqlv@&4S#3L|mi$@mxeU)^{qI_CsVZ*a()<uE
zwYVQe-z`%J>C|3*P#Uz&K4O}O>{apqd~$|_=e>9u^-kKx(lySY#9G~joswh=A=uCl
z$qsPeBl%g4&WFhHtW_#`enBQ5QwDk#IYn<d)Jz_KJ^*LK_g^9>w%ZqzN{e@OZ>G(V
z&`bLHlS){iDAO!W#U?UazuW$*5gR8@<=qN^^WO*@eDa$!DJadt0_=6BH$}puIdW!9
z!tRgMN0vrt9Pl4=C*SU;8g~!OZW+I6dv{O{C|b@=`=)4aMn0C&%E&d&CADgVclz$2
zYv&!qkw?;#k<SJ)q{qx^CWJ({r1va_E*5#fdk^tBNJPZaCG>8+U);Z5u%T2_90PZ=
z5t7-p(Dqe7$k-Tc{(avUNJ%tnuhy5!h;RNj)vffU6PRNdS)ykznJK5=J@fP|ERe+g
zgV$JRKu|NSw(3U1;#`RDsm?#<h#J@O81-oYVtq2W1iHE296Lxu4*PUCT0G%HTfTpO
zHr^#TrWgBXux(L--~Fz%mZPzE1^5mp#r<2xBX6T#UBxI>B?whk{(kl>ZlZXg)4tKz
z^ZVH15j^0k_pTw<E3i`UoDV&~N9z^YRq*EI3<RO3w05nAU8+Ux4O!RV4;T+Rj~EXB
zY5JLI80)YVDa4mWfm?m}T6(LfE5y=lE0TWKEP*0x`FP?XqI-4+qKt=L8|IGV)F+3t
zQXK<j!nG|d{1XIIU_q}5Hb=YK+U>lHmTGR9%sWh^aOmGVv!HVKIhG-(a2BJ^&nGE=
zW^P7Hx5y)k?vhZ@gHxc?`6uMa^Cg^4Ih#{6H#3710c{Muj7|n>GV9b*A*`kKzqN!v
zqNPzIHPuS)uxu>t6bsmH?8bKG_C-?cpN)cp9ZX_-du;-;X!m9n^w}Dz#TUqi$Hu|B
zqU4)#0Z^hj1g4!%fW!KR_+Zn0(5f;>D=4TwRPm;asyHK-dgi(~CK3cPKUj}%M5b|$
zBvX2<3+*SbhX2_!_0t1A(yCAI?tP7l=yc`9K_;{r=_CIHJradtEu4aw{;}Ru1y<tT
z5mmG?m3tpj8(&SMLtp0$i#Mc^^sI;QU&EZ~p9rfK&j0U0QW)Jgq-3S6CustL0$xP+
zTFCdtr|gC{*1M&^nqEBkE2`%2i@`Uk4-dum{NQXXS>_CiEtI>Ontf7S8NTk)K?3|H
zpImFz#L=k4R_OX8vymjT^jH-G?H4N2E2cUFrQ5$glxr4w81IMkSO0z!TtKnC*klM1
zS1jelFVN7Wq_t0DV^lB1Pxx00RCs)m!5BLecf)}w__rI;jP8xz&;24xK~h8L`jJyJ
z0ivrJQN4DqH3wL?U;lQEgnqa$;bTXxyN-_A!&4(mm9;rP9Bq5wrt`sPJvpf54Vth?
z?EnRgWEd0&m!vUPj=gc1q2jKcolD%oz$U-HUjz#tlmgtv2FBjE=b8wdVK=D-BYuw&
zwgrYF;?BVm4}@W8L}M_2F3Xc>LAD|F`rwSGP98m-k_(wQ1fP?pu51<i`X^S<KPg99
zc1T~`JF}nmegF5vk{E^Sr|au~Bm~$4cv3TA%*@e4-(30z2|r2C|2?tqXX#Pq>(?Lc
ziDVa2_ewZKTC(f_0)S|q_H%r)gLXLvne$Yn@}TAA-Oif#^@C+qM@e_;q!<Y`6u^3o
z9~{^>A8GL#n&pN;sOXP`QH*gRHFD#PEdA^=U-?d-dGPb^{`>h{RVsX}!~AwMqhn1e
zTKK%kVz=hAZUXY2sGpbik3#ann}4&xy$L0dpsf~T)lY>@<F-Gk)DaisCZOs9O<N?Q
zX&d5&l<dgA&wU7$phB%?DC8;KrFT8&&Ik)yfuH~~cwg^>_c-|g4}pRjSCVA?-wLIv
zyhB9iCjY&guij6&hV$5a6<pqw3dx(~uC6G%H<t!%E6+NjefHm?^}p{dL<q7er?>%#
zz#z&7z~%FyYk>Q{wXI-h{j_!7d=?S3b#Um3!o~9UAQF&_eU^@V`{7(;?OaHb{g8?<
zcX}9VqZbpqQkxigut@sbK1ibf#(tE^yW?>v&snSFi$eT=IYoDN7+ar|L$rlbbmQM^
zdhyky(YyP8KLr`W>+kZE6;i9p@2@9Pvpsg9fHqYx?tkBXl|n)*&mj#J?cecD8Dwnj
z@k6pN@^7{+iE4G)^``eNIekEpLC`w52uQ9r-=0&`R4cI^_-#fz!xJuYVZ}mCnST{E
zrnNhhTfAwvDY{?ge*1T4rY`%HWQ8S<e}QZLIFqA&ZI57)xa`Oh2pqaY11j&J;YXeL
z7YL#$xoaU|yBbT1@m$Ta0tD@oMv2U?S&_I5|LS3XeaN6R|Gj3;s)zc#OMK~(S&ecF
zzqJxd9en6$O1bx6gYLh-F=%i;3@B7Gqr1wT9A)?Tk;-V)Myp<=>F-yh2c`J$x@mBw
zTY(N~Gf=rB^~=+zPva6_A$rvs%cZSyU>E&{yg_P#6frY{<%M9upqeH}i*(@t>gmC%
zM+>Wx+|fUW@2_BPE|vLeLMYq%a>h)ZtGm=~HqFzlK9GRij$XbubQNd7QoIK^Ma4gj
zv@gD#Hyf&0@t6e@OpUCa@$qpJC?Tl9Y!9hbAnjBHg$(Xn$W=avKTl-i?kIxFOd@{(
z5<D;8oBlP5E6-JP<EU_}3{IgJek1XMZ+as!BA@?pEGT&qyg~Uv<xD3&lh=7vaPE7H
z;!60n6)O#CV}e<-U`E6=?3N~lu49kRg0-_f9w&}uw#%Jh#R=K^<-acwa2+UiwV5f;
z<yQXqBolZT-v4*k;v51=ktzS$Kb|(*$ua{j85Jmn$3wy{frZ=4Be8ZrQ!a*&oftHW
zy3RF>Hg4p?1t-Yb?Ii`uDUcHp9ntH0Gy%;Cfx#k(z6LlL5PG<aDI)gUv%s|XK))sa
zc~So@_?BS)XGPE8qU)HBdk{0zc$8*kXM3g1W<DuhPp#xJTpL}ufJ#DJgU`9k;IVo7
zAr#>si!AzXG1GKSk{4egIBR@Ozr<rCL!ybiN^8C#UxH%$3?=$HrLd^sOaZ5hbxYMP
z1g9Za?K1L@>_UiC5R0%13lFjOBi8g}t{xpw&UbFOLsK2=l`96dTR^~#ZtsFH>{XW;
zJmSNO>`I<u7p)jnxpIox70a_tU%lh;)XP&bPlb)f393jWoP?)i_(tMCxd<(r6Pk#6
zBYqT-Ba|p9Df!wds6$J@c1fL?$KVR^tSpj{wGc6!Y}J~jf23D!^NLzc8p6K9ZIKQ4
z2p*Z5JNunv81v0Jy=xS3|6YFC;huG22PzNz^LMw+dt{)H>jnvp9VoMej)o!D;ZLQ+
z^UZs2OgVzqXSuo-4A9#apj(@wJOxUa@P$n#>Bu{8F<HOei~4GY^xTL>U;bA+4{>aX
zQ}%+xK>v3rM0j@2zs=fola$fSQ!{qRp(Cs^cxo5^YyA0pp>-!DK0dpwtbqN#guY!O
zoGMi9uL*&vxD@D2%Yepq#5oYDYchbgH0(hL_4G0*z~`U<&sp=cdzdI3Eikcp2Vy(-
z;gsXhph2tynj5*>c>WPLWprJ-(6|Ta5jTcwT}#&zhXJG|??!CaTd!q<J94rrZ*7T$
z_<!};e~PqN-K*`*w6C@iP$N9v$V_;ueC-cg$Jli4Qsd3Dq6fNiY2MYx+Lw&{sIfRo
zF*pQqBjx~Y^OL6{zQYT^zA=w%4XxaMP7jYP(cID#8nCOck>;%`z@j+wgMv?*P&UkI
zezcks0Cc+}kNoN;X-MN}2=^)+=4Q4Nz;3^wpkTGq6Htn_1;Dk)(sJQ*&S9Y7g7SF9
zDfHs+u4Ld^Js6kbURYmb`qDr)d$VNcQguwY2EaP$=_LMiUX5dm<T^9Z79DcN%#VVz
z3)GJo48{~n?yVtF=$@WhgU%k`k!SG9?*wgo*V%EUs9<c_&)-Me&I#-{w6uS1aA|=9
zslr^W6kUu2E8n_wG|X_ALBy50QdO!^wa^;D3q6zFxq5o9kDqO`--GV6t{QjOm4y+{
zT4Gm-5<<1v*c}KOZnFqb1^#(T*;=JNtZ8vdYCDjkdy$a(-|`pPgzgaK5TC9A2WVq{
zG6~mK5~FYbZ|TU44e)2#iUhZS_>q?lVMs$jJlJ)~-9$t8ry5`yX=g;%_0xWZ9+kHI
zwgoMOs)$aaxe)Ak$`k5+**Ue#6u?A#OLz|+Itz4({oilfzfMD<C{Whu@$u)?VASm!
z6x3f21+drC52Z$x3l3@C-FF-mZ?ImGThMlUM|YV={%TsTlG<vGGuh!MJ$a;wrAg_Q
z@b|B{%&yu}{4A1buR7e@cRN)rTeD&;P>6uk;=qf>fK90KN|X1OvoyD5z?nD<q{=E;
zQ$Ya%-Ow$K1>?C{=s@lQ<Zhxx(FF->0L7^^2D;56FsLaCsj-)Xv>BfjJ<Zdf@;vU?
z16Fv5KHL;KA!ACdN*#=z3$2}<AO2PjJ1smOpj^#+ogTi7e0-{a=bGdvrhwme+hz38
z{9jno3`d`C$k>UTIs3}AF1gxP?TLQ<nr>OGaz^RsQ(GV1&fMa*KiWEpd&OcwZlx_6
zqK4m%rV1a)oCfDgA_cV%`=Vu%kL8D;D(I3m_-S{vC(Y1)WUhMv$Lnc1PYv2?hO&Q|
zkrKd4udxL2qiRA-iaN3DuTw5g=AJcmh0W%mC=?DD4$-?J|BgV?<~!UK=C66jXjOH#
zQ=Z;(lvc$`w{A%Y-w0NkiJY@dkvLYAn<=VpX=@dvmnYV{f~pT8CQ9-@sJrfenGBAj
z48EypM2;`~UxMv$DyI?Ldt6YE6bL5*J!PaM*kW%dNgT7wN=vKJ8y_qo!h6%=v04!#
zhlr9mxc8riB*e2M)%5Y^a6u~=Ax>{Sh?7w~<vaPm^wuQNkll3yzlGZHIZ87Pg;f*D
zL1lZ|yMsR?I?L?)iBFyvn#pt)Z97Ve=W5D%)-CUaXpnCnqTTMK_BT!dD!J+OzyETQ
z%ic`kSpBqP&f1wouE1z|rzuA9Z(wiN?zlBo%g@Tm6FUq^`00PY^V-^WvLUy>$7JPE
zq~XL;bZqEX=}~b9ljaztmLHUBZ|dOkME#yVM5J)+U<pQpZ}z93KAh6*$vQgbdxt=0
zn5^U$7igv4SbEpslS?3E#D-o6>F(iJM?;gLKte&bL}GcS8@*2weq>lQ&SQI<wCVez
zwcQ~il3NG4*t<e;^R#PND>KY5QOT!L8zN`KI-%fc`09j0L5ECV=FZy+$o8%OJ@#d)
zxu1D4$^mz$W9StN8ZC7>ICofoW{chI$_h<SXf<1p%#b?^b}t9@$bJ3!m^ni&r|;J`
zh|L=ccIfd#VVF|+P&Jto4w(uMi3P{$;IIF=z!06YMAjU0lV3`2M5$tjBax%p{uN<9
z1BV@X-7QF_xaU<jy<IFsXzvleECm1S-TrS?Xmc?B(_PS7*_`?p7iox#ZItR9S<3Z$
z&))wmb|s{3Psz;V`TUABvlQxdum}}fcEb6pl4OPK85KppepR<-Q4R*^zxC2T=<^8Y
zY2ID_!+uMb>84z(nc5j#U~Q<bfTreFnx{_vJg&P|O4vs-|HOu98%P1B+^-i4YErL8
z*o{(UNG=QxaPG>vWGC|ezHB=5=U36CqXo{!Tcx?PTDu;@E`e}gi;>Z{#KQ$o#G*Tj
zIYWwN>){mDRqE5gtsh70>3yr-{nd;f+vRLf4?RX2wK>Gu>ZBg+$IN!!w)6s4B`Rhu
z#6_C{vrcRsNby*blAe`wLo8+;Wx8Uw=YFcu#ZxeWab-s|!|HfNwg2hqC-S*_RW0Q^
z1Gv`y=mbm``tadF*nj`Z)(~wc(=9X8ad8|rW7qyYEAD%{<nj0fSFKYXboQAJc9$nP
z093C0>)!Z9B6~|ZJ8;p+Pt%K+o5p^a5?95AX?uW9SqL^OWgRmA<l(}X`4P@ae?la*
zu>~QCpQpW5UC3b~1`;YMSYM(y+|P<smi=~x#at%74T^PC&|;cB2Sr&lsVNvNUE}OF
z<Z;pT681tz2k{|Bo@~`l?|3)aOq+4Pgt^G*DKkChX4V70tZ$r7JN`d)_XLYADv%<3
z1n|lyq5d6l7N);F(QEQis}`%d3l2GU_%{X3gGEH9K4EBf&q(hY&Tgxz+V-%kI~yMf
zZd~~0S+pg4b1Er$mEg{oqcq|1g{W6RY%BZ|ve^_l)yo-66iL4GQ-l<^Vc=6v0B-9w
zCXsI0$UJ8K8h)G-t*jS%;kC-Q4DS4VrL@i}@%Ur4*Sjqy;7jIOo?)k4B=m+j=AJ08
z&b_yJT$-7(?!NrP3by|x_ENw}A$dId?*IbfnGuWqvi@{iy5^}bp;iQkqu-h3U~$Gf
zWi)QEIp)7misC_=r%I+(T~kF()^agRZ;p|gI`Nwh(&FU2y`ogQ(MM?e3sO<hqXfvY
zkM9Shq|2?%e6=R$fxa4-5EW&wc85tx@t*FD%GJy7dls^Sef^>;64`b5b*Oo@vHd?i
z^&Gr;S3Gflb8wDp5|#XK3oz%+@6}mvE-sVYA|^U_`k>abKI5Ni86hJ0nA)?}@k7OX
z*<d-RL7{eICDzRT<I38vx@<q#?VQHz$xCG%>h4@il~hiMN|<8|@Koq8WD4gDn68_K
zVzAhva~`ThA}^Bz7>xyHnb5Ur(VU~QwDa;MWExB4US{H?p3+m#es8zPkNc?Z<agz5
z%DNQpN|a=8dw8Iy3RbDtQ?JJgKb2N}NQs>xqJ$GZol4eBO|8;v!-QEOo{q>%>7Yyw
z4~qau3BYmBmutt4K6iDwi!16y^9MES3{|(jz>$ZczgCl-zYvNUR+r>&2|XrqjcIG@
zyUL^->QKh04mvR*_?Ck=ypE5a$34BGox%BsMfhOtNKSI`<*JIaM*LnI`F8kCq7I|G
zduDh%UWf7``%0~z;MUa)n|szbm9D9U1eS?aEOOyLxMI*VyIZ(Y>5KG>M!~z={^8%x
zExtNEJxwpSx3!dwKx<j9XNbJg4-^(G%(lH2YeVxNMz)h@r=)UM!zSG(^`eyIE3EzP
z##@yv-t2AZvZ@NssG+=y7WO0~4hM?$Q<!cO4>QWv*0302U>yxIw8mzz@uAa$ZEcIw
zjp8)-hpqvVs`+Nm7=aod8hxGicpGKp&Qjf@*I)IsHfJLQUJ7Q?olG?pE9t%vZndr~
zxTMB<v%zy@J^)whC|O@AsjL^VYV-y^oay%MM?3u+KAoQO_Q2pv{cGC`t(&d^u;bE3
zLosej-I=|#l0)C=6QvT?bKR~h-}KPt2>a0AD93bnw}QPIomupYQptAvs9h)J{z{bQ
z%ab>(@9fC?-Da~z$w@%h<A1vA!e5gL;fhV8M7Q!&$aVXx9=f=D@h%JRd8;K&4~7hT
z8CYmHOvkbnS2aXiymMd3#FR<xZaHK{)>KHkd`#mV6J{OIs=_7<7RXvMeRUQ6Iwv!d
z3BczG`!L8}o*Zm(n>LE<SWQWLwZJeW@{2asDvrIzuro_r9#d-(k<4JH-P2n*xAmGU
z?CHhrHA^j4cjs)v?@zcydP#vk>^nB*ue0ye0N7H2Xq7a6aCJ{SabgvN6dJvTmgfq;
z<+#b8C-dDvPr94BlU|iZf?0%BM^t%6K*l#<jXsQ18q=XJ!L_nVk<pal^x*rJV|o-j
z_spWx{eH-@7|9RLcigQ<G^QycvTh2*jvn*1^=yTSi#hztw}!P|T;5VaF_Kc>(Ao0o
zn!C$-UEl1btRFgrQhHD5e$1NT+mpeo3%|JPip->AC{RDiajQ^@Wc+(j2K(-_n^@e?
z3`OOa+5%l;{1QDTFzv_jw;6r+1y{uJ{Uewg#!|kEBc%ojgzp=;%*T?a8YRgYTnj++
zOWT!>MMcj*6be5`i;_4D7gWENuFWp`KUTSVouM$d@huKBB3-QcV%x7Nu=|%f#ynLj
zUar}Fq@oY^t`OZD7(x*gv`K{b@){-VCzx8WGAaivQ&3<VPnc)L5@ri)R9#gh6O{Lu
z<G16&gIn^s-V4s5Kcb}7WkdQC!?$Yqc+h9%qK5CvX>LC2IwnC(oWi4S*|{&xfD0+)
zU+O>+DI2-#h%WkVJc6yYrJfn?uP5)Evj}wN?wY+8zw#0;CZ&Nf+mTW;?8We&0cJ_|
z)Q3Zh^Idt^8Fg73E3H3kkT@QkrURERh7VaJKhVq=NBKyHt=FoF#`HO1JoJjiMmhq+
zpL+6Q?b;e~n2Tt&9orG(m-te-zsDriW&L8F(O<k6mPvB49t2)2A_uW0?@u42yOTGe
zzCP4gFM?3^P&mr1*s7)Ck!$$)^UaU`yz@-)qEZ#pG#L$w<qL%dE2z`q!}N@h-jM5X
zC#87a*+GlPh9^YO?k}(D!Sa5}n{izDu~A#QmYX>&6J1}^VLK2+P*qwWQ;@xEi0(7M
zy?us0RT~;Z7r7-eo7lT4d9`hk!opYIr#K7K^!`QL96+!;6?V4iu}6sRJv@Ny!@Xty
zt`9Whv>K&_b{BI|j>&cn@|skgnoy7&^|~<jtQ#wLvazzN=#El_Nu1p<ONL_Z;2P&;
z_MO}y!uO*%?~U_)%+M`~oXU}<b?5zqbLZfJnIdY2Xr63M%CQ>fI_k*8@%}YHDJG3m
z$5a|sqLv|lj{q?B*904I1w(ojc2#z5%u28C+E%q~-FLxrn~pQ#QX71EcZji_@*ir&
z=uUNkf{1an76F)&uJ!CPRrjmM>|s20%pTyAb1_$Q){c!|Yt<>NcjRC8^A28lJTO*8
z{-=HW9@bHzE}qV`O#<KW0NtT3r4`Ahbh)!8#}#V|X}0zh4dir}4-V!Xj;p9mA>1sn
z&G8?at6@2D9DH-}=F4?RZ3MLZIEU}g(QA0$@3<eOnEtu#HH}YMqK_ro*FtN`)cQ-5
zMspmbnCwwXL#1~;MD{lX+rfrVG@OqVsg<I(tqzaRM;ZEet?i+gMZ&P_Q?9&yaDD1k
zc9st28}J3%m%R&!5RAXBvy;iYZl7VqzUQ7`VLIuGvlT|?T1A%Rs-acVn1OD)*Kv@h
z`#v3G#24=l``=fe=*MlOplckZ@`q=By#%GxoXV*+CbruW6Hk0-W=n58fb;r)CL;Lq
zd0d$gI)0Wc@Ys<S9zo-kGucB4K*>Q+VLe#H<F{PVjv^fahq{|%39Dz~QT8$~&z`#c
zXr#b_Tvg70>WNQgnN!AAInKTlBUX>W2JEb9IQ;F}L++W8Va~Z>v^6f($~UGbD-I3`
z_$mQ51PgdiY}LrgN6FLSeR%Oe?e5=MjDen{Dh-9ppUDZfsxRD|@6JUrtX#gXBl=*o
zH%!Tlc+cIn6Y}if{e<LRf1&s&1JEElLR~AI^7=?I=lf>AqzF#TZpQEjuAIR*FsX*M
zQD33m%H#KPAW}gG=`Tj0AKVDbNo1nkOIK;2cd~mmE-E@k8oc`##cCOQ-%=k^CcQ|D
zo`jZa00be_98_e%y{~dH>Vcs>ZA-c4KV&POhIZ}hi3{q|1u+BHaO=@kmHVMxTWol5
zQOwJ;(h=qx3(bS9vM$=x!{VFx6RbmtSG0%ESSc!JNDgOE-&&hAS^E8#dLAmRI|p@3
zSwSIsVLn7eP)lm<IG_Dr4323;k}rmG;|VNAPPS`-TXQ_M+Qgm51z(zQ=X+g=(T#)b
zOsZ=m##2pS9#<VwYQENb`h&yAxNBb;W~NK*-I|f!?X}ymh^FACBIv$phnSrpUZltv
zu$Ibaq8lKq=@|bWW)E0nrg3|Ml&mZ=%ApI)sdS(@3TB6D<nQauYNlEirVypsIb9}L
zwpT`t)cANYT=>+^>;<euTJ4qi^>9ZM`<qAFxcc)nLqV2^E=(4~sNmDJFf@Cio4biB
ztPH>6OS*;D(n<3ZmtKXd)^v{^cOaZi+cWrd3~>xt**HY>j#p8OV);MFJK8eph7L9*
zP_U_7r`E$AkuCZ9`E>%AMS!VP)AeUXyFd_;4V@BXm9&ktj&X(URiOA#|KkqzS&~1;
zhS=txTc+}Lf5!xA(LBQuGew*oH;AVw=Ojik)6bS$SF4o;2`5qKy0AUQ^Gn0VQyq?u
z(#i>8fmID!Eg2tPu7pkxl;r$=`Yg_CdU7Z_rr0dj<#wjxWIK?@Xy5<4!p+~UwD@!z
zG_=mN2`#A9dhEDGV@j$G{Snz4;v9%LN3&lUtqc2eyucky)c9F)fsQ8<iwxtGb-BN}
zs2EG$Ra-OLH_XxTg^g+0ettvz(j)rfP;-f$g$NftPT5O0U=~kP|5!Du*Tr;j4#!nr
zt&uv^7WRAj`I&`&hE}J?s+4=_R5Y*jFcn=@L0w~qS(%c4DW6x#j7xeQ+xr70UAm6#
zya<ZVq{GJ^EdY?uh%$dLSqmdnc6tV^H-Sx%OnDsC10(+Uppl#w8aTzQSm6=xKV7?y
zFO<e$F7C|!W|Q1=`Aieerca%k44lnTWlSXR-z)e$b4+4lgome2({R*>{Ab04ZrS0D
z$3Yc3GcJ+gh3eFfKD@IJSed2EKVux^H1ld8UMvPVpSnlh;dN%^@Zl61yRF5!*W34D
zC(tPhHJapIV`k2@)LQtP0Xo|^6$0=WB;Mq;QhP$T92JU;r17{#rS?<Ov}8ji%*vUi
z8&gq#y3#c>R((jGY9uu7HEN;pP>z>*1y7Yk;G%k^+SkH$1)9E-6(^b0SnLo=F>CT%
zJ=&NZq4lXtI%OVdYL<Ob)qsDlKF}u+WpQ`<lC#GRY_yWQFo5?C4$N56!0k>Gx}M)a
zPqo4y#14W%;w~LNY6@K{AMS9>4L>yc97(s1>AYIvefc&Dt1f5l%k}Y9M*ls*MM-?c
zrD1_b&xnuBT54Uf)Kn?j$y(RgoNQwhwFDfa3mfQp^4;R{KKddCXmQ=U^H+-u>W_g-
z^kdLFmHEzsJiixY>`B0}^kuk=<Uf0?W82Dy=pFOdpbqd-%JUtik7sxH%pL!}np3FX
zy%^-;$DwgEp5eQyQ-+x8$mP{^FD!ouKodE!^YPD$uF-!o^7s|+SM=`Kk$)G;(YR;4
zQ~;S`kXF+29T=i1U>iuG3Z}X7hZWRDYd|rGm?|Kna9!ui8>35k!5tPnx@AJv5IX|5
zUM}cjX5}b0Rlaw$n<d}9vR41lXX5|EIqpq`=<nMtYTc+D<-tJJ8v8z0(xT<{sp3)(
zN7LoWB#{w+!(9foX6h3LYqgr`TPaVaLN@QFHzgcV-CfT9EzHX-UFo@-h;z}=LASza
z4Yc~|P|3!ls9fE&a49ze`<daZ|NMEK-cRm+Yim=}*4B=mOZ4wJ3?tvP01|iDeJ_l7
z70nPDUO-3Kv@d&(0zw!#OTpxl(bH*(cby9^k`;3(ovH%1Ea|lKU8$Izm)M}YSJf4G
z3;R0y9VV$z3Pq<m27e{?=IacFs+T+_ydNnjdl)4BM7a3dfP>YCWV7$X_e>lDA1g<S
zFB~^Q^Z>b}%OMdFn2!&9W?;slLZXN}0b(876OLtM!b1;2AcAKrbX;di1jPzDTD{!j
z*&mDi|C1q-mx1C*Qg4W*b+@bb#&xwB$I=U1gISvShGAC`-QR@Pc7u&esX4m8SeZP~
z$@7huu^wjgsTAQkS!Qh(Nhe6T;|Dr-`%-K-i`YAs)xcZlfB2t(o%8D6eaYVb9d5py
zI!>c++w#C?p~4htVfbpytwE8Y0TObBH2}lC+;6u;>CQ$8v1np)>^@QA6icNH$;kLl
z^~@;*Ho6M2UQy$mMgQRZD=ots)ku0eT~74H=%cyTwvUvcCw^ULLZ>D+eDVhPma4%l
z&TNEC)gP#^&s?sQBKKB>Abw;BDzaSKu*w<7LJ?d<7>43;#Kxhs993O49;yuuN=_#Z
zAsA+TN0og3ZP5ZtTBfhgqVtxZwV`LPN)&@9q<`5#WMzOx+KIqDN*%oP$t^Bjx<oDH
zkY!s5V~E5?KxK9BZA8R%cjtKC&6BLnqK#>A0mQP#Xx3`SoTs9i>&i1Lzst-hv33gm
z^UZJJuO$mF#PaE$HblCVVkfldL{aXG2^WdHP6D(kqIP9>WN)_=asF5wYZUs_0rqm1
zG5w{eTrlRE(nNZ#K&j{|caHZ593cB14PycEC?J@yR|8o_OB*1be6w7>fDd?y^LN~t
zg{VK}#<o%`@5^4Bu`-ptNLhjJ%A*#3JE$}(In>5Ftcdr>30K-i2LPHKbV<~+`fh@|
z?OpiU(>H3KYeWMdnuikL;pyA};V){W0*273!}N<}n8CK+Sgc{(J;r%2CK1HHU94Zn
z`$4-&aYH+uKp<!j03RerscrpIIl4wYR~M_C76>kbDfrGbb7=oT*mseQ@rw;#xU(Q!
zCV}JP755j};iK(cDk-{<6{Ba4?-mGsu%K()w?g_(C0--v)I!sux48WBY_Kfxi|uDj
zg28HD_!_P%aqTG7a0(NRW2U{%WED`YGsG#8@dEZUT{}I;a|$h6z)H|<Bmw4H=C;Xu
zfT?mUJGbV!*hB)@8*~8+n+jcK=F5|<h@`g=F@%$=D}td77$<vpoj-<UOt*J%D6R<+
zDj!`|Qnx3*@*Hcgi|jhB4F9Z9l;@X=4|JbxHzSbbzj=<Y3c>L^O7VyW+Y~JIu{@e_
z{>aY~6ReV)W~w5rK})UDy<I%aMS8tOPac$ZUcTq3Xm4A5SXL&Z_{;G<FZ2~1GOE_t
zL<GLK>05~^?wcRl(_<}HS|&oyS$D=x^V^xNK`#SB_AHu(^~#OsmSRVaJU)(~#B(x-
zLdu<zpRQRbZBHKEy8TzeM@Rj4Qo6amPen~#I%!(%?`btL6Ij`fmjZ}w^*Id+Pp)d4
z=krM>)vwXbo~KO}x>|H(N14dNT4`Onvin~&3H3XyK3ORLBlPi6#HMw>wM#F7T&viy
z)Y11Q?D&19U<f0#R?Oc#!l!ermYJUJYs(nvM(JWL_O8S1I7c+2u+;CQPrC!QQuI`F
zgXu9dscJS>Q%>mjr*8k?0v-E<{dSbkBW)|V$~1|vL_)5ge59PahTz1}g}m`|g{+aF
z=ui%!W5TgAa96yjDe}<GIP)BIdz;5q(h~FZg=vY2>JAz#&J9QI{h<}Cbt~}H$-a#<
zyok1%V$t3%<dYS`t!+la_IclBafR>Cs9wUdM#kCad#k&n1X0exbpPr;yE70c_TNc~
zjSc#{yyU{^P>1aHctyvJhZ(xeZ^J+i8DM@bQ`6?Y#K3D3hadQI;uIzpGMedkJ;f2>
zzgpk-#YbmnNSB6}yhR{gWNHJ^IgeF~kVkP$vQ839<4(N|Oj3I;O4LiKDy*ubM!Go$
z1l0%q6c5Yl7@ulINtzo)nmK-d|6-=Iq6Fpq+0DC?m`H!WY+|U|=FxGPU@=`R-L>zI
zm7?@yr?rVDyO?54_TgsJb}~zZSpYiK=XjhphU+sgLz3Xm`UXv$z>7mf>C*=vaQ8`)
z(F{8<B9a5@8@;8%Vo2G+qCeb_ch*1jrmwzQ8vR_nW-?iz=>niZpkn|!S_8WSawyV+
z4<O(iB@)kseI2?n@!Yw$;fo|OeP|oq6{cQ=I|Ehh4`v<ETgdy(u)nM7+qd?@vQZQ#
z+9_3B39`DbVo7_Xm`5=CgA(Yz`Osy2cMYzpeP>o_M!LQxG_dT7g-;u0IHzW&RPu~!
zHW{c~PNKU)G%u5P%@BwW7d&d@`l&F3JP>~Wfs+3G>1TjcSGBfGp<9HOvDy{Oi<ew*
z;TaRguk7L?nRXkC?r2sl8E0tJUG_UqhLBa*r;H3A{75q8L>-I5t4mcXX?}EwwofN!
zmY6=c7s&(q4@I|hDBqz?C_LhNK;?s&m5)5UA~*lmU@l_l=_AZ|!*1`<T0i!;18a^B
zM~VCwzSnGRRnfT=xDp26B2mfB8KVWlg-U)Yc8^HSRnCq1nKUe@c8miRm+N1V3eE<n
zidk?&A^3K`^Yn-)%jWJm)2~9i8~2wBR$hvAG!-Ld{N@n(3o%6=6zAJ0g=1{J;hJk}
zT<xqn_AbrO>3&?%zq8{udFd#Tip9Zh)sAE}i?$S3g`2ZseDF{bNrBL_T%=mpN@Wyo
zvbeLe&4sCs#`Np#ok2D`w6&T>_hI^hQV#LoFL7TPPq{4o-S{mrz}CR@(1MHON$CT+
zpf!hxFLwaZ1~J=xUQ@?cWQpURxg0zBDwRS-hO!uyrMC3QgoqTq-C;6+wZlZ`LJqcx
zlTnS<-@hBLey;Ki2mI6}fh+bS;$;L^tQc&1Gh2%v*iLodpiV_g^Q}l`4*fgA(5bLr
zxO)B4*p)s(ukQbG&A@2hY?4x3;7pnxw^|dM4&TP1L-qK^_K~ExICs`|5LQ5s0CK$U
zMprhiy)e+9*JQ(`_-lMMdFs37Fe!&$SdcER1g@w_)?&Df=Ru+RR=WYH<S*=l1tfI*
zPRhDLr}DG@T;|lAIy>WlNSEit!lkk}inr8%cz5=uho<Ycnr-egn26#6vNr}NND)3a
zuDt)I`=rVv3fdpy1{U*gnkjSLBCdKzbewc`M0Y(PT(N><c9(W$k{aPY#Sf(JpE`FA
zv);~e3IdMAMf+SxHMe7cCy7n0ONN{QO_EHJ;3FyQWOX&atR_J=!+{?VyMzu<DNiS6
zyGjk*2b}i+Q9RP##;5dRw#-gcU24%dSKLf|Q|@%iV-4TjYxY!RMWcl58Fae%99zu<
zJw-6zNuqS8g9pD;k{v2?S9$3<<<8C4O$lhp&llzns$;pY8o#@+s02XMoD~rQFOeU>
zR^hsv4)}T=w9f3#o>2+iH0|}o1<#Ksl-dn&&WVyIB+vH|A8<4uZdRZ^@F=Lo&@-v#
z%vHz7vvN{tVTV>0egT6q5Zc-wkzZQGd4z}|85x=Z=jxp`5S+}E5;T(=y`(N`a4!}i
z@&Fyf8wu$jT85<3m4>uTzE6?`{1{!%0j6gB<TZPfU~1fI(&2Z0Q9x?$EP8w1sg@O2
zyk8yDtpLV3kfYi7zLV80Qe?KXI#;y{JMlojnKTadRAww1Bf8nUQr<^H#z(PzcSdb)
z`c8{RmX51li53}2oL-T0c9WDW8-ox9$*Q#rKeyRJ<xnh|jmcH7p|Jt0S1GvZ)<bQ)
zv9&RK0`>qKnKuqJ7D?kC9-1*537+Mh`oQ9_e>qQ@CDG395+0lCBbl*PAZRHv;;eVX
z^3DOBs604h3KznS{k_K$-FFpp;_OCLECIRWe6y+co*o0RBgB`$!nL|vz{Q|#`#8$X
zai1pqNj0_FBdigVZ)0w%MM8A%OFGqFF|rlQ)VA5&Jt92Ip>)kUd$lB3$rMD7jNHBo
zs%d(=g+<RS-#e=Ev5NVWWZ@yR9N|nlMs$y`Pl0*;?yGvZIc<SbwFuKz7IZ|bVAS3U
zgwi;qnvb=e9=Y`Zub4x<5{%^^DE$>O>8^_%A|;`c6ZN12MDt#Q*#3PlUg}!7f7y>%
z50pIwd;4rP@)?$6Mt(iA*=SH20y&|=ee)(x3=VC!pnLG)6zSXZJq5Cr(#4P^|Fb$H
zlU1wWSGH?b+7pabF6uKNpC@U1MkV~&^v;fGt+bYUxRd%mh3Aq{GjRgBI#kZ>pLuJ2
z0fAuwadp|1+*!}WE@z3icU@G_kH2*bNnnR=n}~ndbWESEY`qIpn0;UE2e>nTe0(tF
zDcj9M?NOV9+6F<|zZ6{9a98c>@$zSftv3T9F4l65VCP&5r1l?BOoBKCl6$bV&W7O}
z7n-2xg07^_kw_1Z{@THUL^~YMaGlK2qN~Ev?6(&dIUzZ@(#fiy&|&W>8A}o6q&`Hg
zu09w3aLNJ7Hc@b2@TY)%*>nE_6*9%KyV}(e8Cn8bs~*I_wGsuh7!WiKnZu{R3)&N+
zm%9lJ?&QIjG)q(Lz6vQpYrC-AGI4>pGJ8X&WIz+3iEMd-mKc}#oo3s^1r>g*K)f{;
ztpNy@0E~;*$s}#!l)k<`K^W+2hxGaFZg0%|`1txRoqUcZQYEy*un@4pe&Ku@`8Mb5
zM0R(Zk5KC0Nb3q~+juC2Rr?sE3d+tiAiO@r#PHlkHI1HiV#7`KG6J6?ji`V-hL=EM
z{HEB3)V~H=KR18-aUoJklLlXMn0mG9F;HaIErqDTV7yvWA)EjrlA>qXgii{rwrP$6
z9}9s0P+GZ8zI*5Bu}7C41?8Rex6&Nnxu5bT&_Y=YX^VX))VVgZHX-ADjOd-!1T~dA
zfQyLzBB(k&DAC~XBln98KJ`j)zVznb)25AP3pO%YyyLPN296c4eF-G|d@<4iE*nwA
zerR&#i7!sH9oWcyM#{@XJ?CWym`=|CC}BTI!RbF#3uuImIaHHGtKYvzid25l`qp5-
z{Y<Iy;+=;SJj1cs;KjK_3zN9cQ!J^aaWz<P*3A$os9J?qK)2X|hSv=(n=rpd^p^t+
zLQ*j^Gb=Ab@VKofM9+bmPeyI~px3%_AERvFt!flmMXgRc5sTj*FS8#a3naat+nEvB
zKUZCCUtVPN=)GfiZM7(O1;WT3cRLR`b`fiDoeA`X@dENXH&~9!!Ma)e%oBs2JtY{U
za`0}~=a}$oz1xi+hu-7zgRHd=x9AiOc{<Ht*skPg@5LWmQZN44_2+MrN?NWSr(`_M
z#;L5EadbrITANlx%aN%Oh*1<6Wn{Fpw76yV=pk?rlyTrD_<6|!+Eec}-1hV*%nj{M
zcnhOD^}?Qx-S5NZ?dK@xPITiROA0XMvW(O|&>5LqT<(b~F@&v=4O>IkV`Bmua&sT~
zQz6!(0*92A!B%9(o5o53OePV}a#I*ajUbxM`+J1ESF{t;exop-Fg#%<TTMQF@l+yZ
z4P!E+@Mkq2W%LJkz2|?luV%++{?;L#hHFODw)-~NC!9x4m_j~r3Uq;PLV;(G?0V?Q
zbAj^~zXD$6UGN(hS~y+$45RSyPj#7=8UY(vAO!~tk<aIirCd9!nj^51Qyy%Xb)K)k
zBI3t7w!ILVW~V;jWw3O{)#AH?j^|S^6eK?-#WHQA((M|2^42dpN92`vQEyoOLwGnE
z5qY1z`_~KcONCiI+5!RsNPP>FqS8Pi8R-bTG7(#9Q8w<lF^DQ$qMnUmct*lzO3vCh
zf5t7fRu(h!43t}rj5?a!%U5_4E%zG3B<h4}-_jP`Rb<Usr{Ca^ocOS6zw)UoqHXET
z#;pCL-0PpLKxInK#XW-**4}4msj(0!iPC?r8cES7a#?Cl>p3nhm-DnKz+sLo&P=y?
z`fWGj*itXBPH;EIaV${MH8V?RZ$?a;kWN2or=*H6G6{p8iiq&KxOyo6?_ZLIY}ohf
z*RO%)!!*1vXzeSz=He7e*pk_BJpObBtmWQaF836?JL!80BH5T-h(DTY^ljSXCl6kY
zQjVUjD2!xjpsslVLpvf7i69XhI*~4F_wuOTyqkB|LXJWS3uDWvZ&bwsR4?=Fe&BJ*
zFNOz}8-WPtY+$Bv<&UIw0k?onhj|x0`%RCz53W>1=X9F*U<!w?W?knqjguSJr*8D^
z?B5Mdb&2%SqPvZ?gMUcy;gnTjM#=Y9_gKmC=g;@YGc+)}p2A{KVUcp-{dDTdIx8T^
zgI~<;`I=6kdrN>6G$@J?7)pm-*hf~>+)SZgdJ{tO3Rq}PgYS(Z*y|h|whr(Oz)|+D
zN0}Fgw7Kc|=8`q3iNCQ2If9{MDysY<d|wV5M#3^EV$yw-UQX|GT{^jb!JYJp;-9W{
zHJ9(CD;EDMp@jE(fvOtmny=og*_!W!ks|Y_%WJonnwztA;5{j#fQn18trFLenb5?Q
zCrU(^dsi5qH<&lu<K8^h9ja0&wdix5ctS94nAHCU6}uru^2GOsVcEHGshMGPg;5rC
zs6*>x0^ETN*f%<h7|^ZiAeWAg<IQ$Z;NMgD)6e40{ZMK|{Vt1$B%)9;l0IX7{-!_O
zc}#1*(tav^!*tP+X*fbP%~1n^DoidofDcHyt?>?sw=w;V|63=8TvGSsXVxaSJBXnD
zjKKIg3>uvd2oYlAiD6Yv4NoV9E6HUt+BmKk%qg=#ay|`{c7JSdEK3(bTHy7xP$vJp
zvE+c-dT;!yZ`b&_Ge$QRLg>!JVDo{*X}ts<?3YUFAD`%{;tO4TdaUHxEoWh?e|UiR
zGy5LOgn-u>tBar~h5<#Zr1Y%GfIBPJ`<!)r^#Qy`vv8fA@y_x<PY5Ax+Gz<cW+7{a
z%c*B*1yz8iPy<UKdzi8V&ZuA#_cf3<6LDcX^aSjL2cUkS->Xpyqs-|{Xt}H^FR8Q;
zS!@S~4;$806+n_7ciFUS0yiVNJqvOnd$!Fz-oK2`$j%GI?dAqmmr}a38~zDr!@y3q
zoJmbLZEZq2q;g3*ovUMyRu)5;eE8((BZ%Wz@a%tx#B?Bgq>6Lv&j`uDyoV0NRdkyd
zHLMK@$x$m&k8LMr7EQ1XK|D?oA6FPRwKg}PPN`!TvOMrAPJD4P79}XAIM5DsoN8{u
zT5JzYJCb?eeY&H3Dq;3{;MYbURk-JTS%lfO&IU$jhIH;Js+BPRO3;a^atceJt(AD-
za=T;awICbomB2CIA5@-+ynE7nHo1P7`rI^rU(<mEne5@o_R!g`JhsMjqq&BntQi%h
zx2jds_0|Kr3{CPKpQX%04whN!p)t<^RQvu0Gz&LZ$uVqxHI)y{S`>_l;|OXTdv3A2
zR=da9Z9DX$k+z|K7Y2hlc#PP#3)dv2)96>jD5{k~+je{a|L_ma(m|!H9gUl;{48d2
zqC0l+ZcE=c!J;+ZUrp;6(L-GY!e{<8Q|RS5YW3_B?tG`38UCvd;<rx{n7qBSTfsZw
zyk|4}5_dxWN%-qwmQ-i+ZD3WHn9~(kepBWjYSM8_?lK4l{g9{q=7l4VTI<fNxV`N7
z$KGP&Bwm5sa4BN;athdAbNw}j)@d`aB5o7ibK8LsF(KG;my=T#OdDU@4ipG1+w=xp
z;z^a*(t<HjVWeh<bZPGE^#gYC+0W3If`W|n`2bA%(v2=X@y)Qq5!YL~5jATM!bGNq
z^WRwBJ41hJ69s2e)yln}r_&sFgmt9`G?Rxe4<@H7g;n(iwNwkVeFHgmvRL`CN0!5_
zuRJV1R34QW0h@lXn$5o(i$UgTw4)kAvJ{kcg<S~N9(!OMCEh;*^Ud(vBGXB)!-IqO
zv6Rn^(4^7^wLg^r^psGtD%=1aL_igSRYfV&NKLtECzl@`ZP-qJ_oOu_9NV=x-1a?m
z(o;2g2)JP^s<NWSkOrx9c}beFgb7P%D`{KUewCbxbe0Sz-v;tBUI@l$IPUn8AL=$Z
zM09>MY(#w`TA5I{-@Kw~WO>-FBsWsz?t`Ym2^~3^khYzN*q(Q<$<V$8;Hbx*Fxotc
zbZYc^YHlm796wA?wF4yY#5mak>IxCj=(|Ogtx0}9aD=<@_nwBe9V8TT`n-I6#VT8c
z?$OCdG<4zx?VB8TLYbuFVAk8BNdHg5NfNI8CXf5|*!HL|=%eQLMpMb;e;-(@6s<|f
zOv<Tl{o!a>(4OURefqm-tZcN&7sc@Q)82`YetNuyfM$V#UXq4V{rI2s^;&kNt*bE+
zs)=9t@wqc#r98OGu_LLab|W~=X71@in(f@3h6ah%p<k&w(VM1iHuhFj)zQ=c8$t4)
z2AQ&Nr~Tz(cr#RjM8QD$RS$@RUm3_7$(4(oVF`_^mfD$gX+Y`z(kkAXJ|5ov|55dp
zQB|&8)G#3+Al)D>-QA(m-CfdMQqqVZDbmtPcXx+`bazU3hvau{&ilOY_<o!}j&ay~
z-`91om~*bVidhiK;~tl*dl6qG$(*uT>%?}-hA?^&U8uRm--a!;D6pm5s_UGUj0<Gw
z9z3YYhiTUJ6ePFyr!2Br{i)4Ig|xB3>?jd{Gp<vMozPXQ7X<r`dE3AaLDg06Cii1E
zU()|=_t67WI!v6g)ozD>{q~9IGXK?x(?2h4+AQ*viHSs^1%oq1qanBJN2fsH`ljU7
z&AZ!^{rK@~&reU3h%C|5q(zAyPYxW1L~5!Jjdxo%5t!iLaNZ_eNGFnym$C5js3!Oo
z#rg8YS@O`hSQYOUZ3)!nF|HKcDTY6uf4!Fazk4w&ME>@(>Q)cJW&tkYt(e-O?R<5?
z`5m~>bgbX4x^`?p3zcoO6>zm(>Hzo!Ivo_KmqG7!CmEHwmccMiytEgT{3nIv$Al+Q
z7eR5t6EXy9Dca^Q`HrJThDK@(xl#htQa~=^#RJPfIYDXC0@{Opck8JHA#0VY)!jbO
zySSVE*MZ<5f&i8WF1QugkOr{~1_o^UKOvqY|4s8)`RO;gx%!SIaY$-wYu~BovOqTE
ztgS}`rdZy5>F%a)$0jAp;_&36n{fN}IaxsG_EGrB8K?>;45Ez-$_T38H=BQj%&4db
z)*AlQ<2oRpvShZ?x3}6FUmVHlDrLU1Po62woOV^cxNiOA-aBFlG51i0M}dd>>3w2Y
z1sQsQC>(~N{{aW{YXK=r$!{*cz%L?S3ZX_k92e3D0zWoRw}V-gV>Bpq;r}}gBnOP+
z)n!%{nLpc3aav8{JenbUrgFWLF+v?Qno9x8C~Saq4s_aIDwVwv(vBbyI_OnIe)6}#
z0W2=W)LUj@8zdh$UlFh(QU`2hJBETJDbLM#O*JsKqwoBOssVNR|BVo}wLd`C-OQJN
z2y}P=P8Juyy}1yWG4pT6srKh;LPMGD{hviMHB3yhi7n?}$E*4+j%?MSbQ5GKhhr)^
zng^t(az0AR(2a3DndLJrRfEBomY@lsw3uua4l+mY;D>;65527i%JG)GEjD}OO!Lv{
zI1$qTMfQ2Wi)<_&3N|3@ydZNwTBM7@LFwz-qK43FviGn5f1^pjQ}L>#>LCM+CJi4#
z!@}=?_GJ`UV^4vFzbLPHM?Vb$HO6uEG3e%<KWBY1?ETLuq;=&SSR-{q`VlU$QpWJa
z1ymPc4k#n_)fD(23{OwV`R)PPE+Z2%;rgI!v$sEiv`9_P+(Tf`>sM0ec|2*R3tTri
zF2@^$(x8x)jJ;~5NMFSRSvzwtwUmVq*_3_PTa?NMo7y}3x<b|NPsgwrMFunlZUR;l
z?~cz>mB*u(O~3u!8LJMqR#O-SNYZ@D`j{dzkG0aw-w{n9`r@U%?n@mK@SKq6vFb&A
zDu0742#;&!oG6QhU-R$X|Fa_b3ASQRBZfixd<9X!(~lwk&=Eid>CRZl4=hXNU|fMI
zfh<sLz1?GgKpT*4ktE(HZz1{UcNq#4x@U&GAsFndHm@YirnXcx|EB7*jKnmTnpvZY
z=?X?>cdH1NGrd-Z^~=13GqRpi-IT<zX~gj7Q^<W>N~`}lJT(G|eeyM;SyATn;uHWq
zu~GA$PDOH%BIXml9_DAJ@(GsP0)a>rqGb!w0%!rTh;K8;>lUy=y%G2)r4}o@=ifpS
z!GX*GMGJ7op8}rXDnfv0>q^b2^wwKx^*JAMbM5Z#=6k=l^x+cpKIN|Nxjn-M`?{^`
zH>mv8zv@N}fFI09ySts;v>I2%Twkr#G!3)g)$xU~I?_C7wz|V562GgS_*&~Fbojd4
zN>`SESRZuB`4VeXVrH%YU2OENt#*o5%e(Q5f_KZ`MvhR>s~<~>;t~F)JrCgcJiRAR
zh@3znI08=0?uS<j_cFO*qP|-aiO+@dP?~@yWTjN>2km(Xs%6&AF3NE|B%mdb69eyd
zF;bVH`A)CcKrruXBhRH`@7dy)ZqMVHn4!a9BwH{JF$XP9(UitO?5azvi#>HPaNPdu
z0vMV^SsJO@Pagj@Ocy8=YvO}2-$%$_?4OD6TKFOek>y}?0WPci*3AJ3e680DsVTtg
zD0^=jIB6ZXwF#yGWHCCBic~>=S64Vo(}b!A?{S-xk4?eBz@waFJAc2GW!w6|@Ud9+
zrxM3XBDK(wp}kX_%XroDuL@eMqPiR~mSwQwoCgmg3$|G#JU~}WU+BG6q3<qoF9M5D
zPS5i}g%KhLj&uoBj>+71d%C57p*>$fV*N*mO;q$AO-L=4Mv-|W7mP=}X=7eGP%Grd
zjpe^Xe_E;OoCHWd#A_8a?R*1Qd>6S<7FNI`k@t*tahw#)7u_W8S0@g8D26F+^u<rG
z-u7_CsFzf_H@+e(ESzxAc~g?1nz{69M`_00>;C>SNP!Lf+<JO|#{gHe8nXf173V;B
zl++b4gV|q`W*3`~ppg#DkbX+RREbAft4aa{lld&#MoVZ8@tej9p3$Gd;jztQ`I*$I
z$F)XLW}+=wQbV%Mg8{u_6;1waEV?-nF4%tf^Kc65DNAZDVP5xXOT>%g)eH&qe_KL2
zm1B1~pzw)?;7uTXyN59}6puIgRNVmA^}E&&sbC-xVpI>=odG$Qc4&Z%{BqbXJ!i`J
zXgO9X4qH=@SjfXHs3ncKEYbnlPco}JQEkjYN*mn^*jI%2IT1bq=QpOisZq^uQQ{gt
zL7#`aS@*GeiV+kk99QmLQ1xBe{>NZnGU-Aj{uJ^_@Dd-Ln}g`|Ac6qkISLt)<r{do
zyVeAvJIEqmuv4Iqu70x2P-NRl;|mxxb!2zG73uH4^7SYNW)`<~*JzZC-@v@sPR>U!
zTIOj1kquBW@jpdc&DV2K<{yf`7+7SA<W-$-wO$Fs-@Ta0k-*MlWHF7PD0CH^^3rEp
z(2y#!02Ku6`SVcFc$}5d<ma@yMdxty;nZD5L$GWW=oC{`_5OT1o7IXW7SMo2K%E4T
zOzI)MW@#~`?E?O-2HF4%^*07WMtzsvK?8a0wlWF_X`t&(ClOdOB=Fcw5K`FM8NOij
z%*`BtK!kES>km(VoEH7EQE7rI)p7b0mXdUugqDD_j;B~!AxgHn<O^5c2MAg2>Tb>o
zM$bjTH1JHBVHpUf8er?kIM`v9{q%6`w>Mjn1u-mR@VEs7qn5qjh#_?afVHxp?%JLh
z2F$_5wryja+jzkeN#&WY{X0`Oh+w>`;_>*)RRjAZv!8n-`<3~`dz`sCcUk1#+eF}}
zz2~D&tE;v)h=MO+SOpkW%}ZQ)*vwk~hehQp6r&3Fu?A(XDfvs>$)QszEIj*{=Exw0
zAGGg)MPjZ)Tr>F!Y5b6{1aUY9>qR>W-aP>u`OQKJhonr62s&owQbvgCJM@Kl_?3<3
zOp-1WKC?(+4)fszh31r3kw%7H2CMR^oR4_&ZKYqsAtI3H$*|o8H&eXn+A-mM43QvK
zj5faVxted#(D`Rm;f?{ES{@<CCsqz>Q;<43Ji#WAR5>Lgc0V9)0jA5^U`O6$PNKn{
zT7d}gzE8WWtori}8tO|Pm;$+6YQD^&Z&X7^u3x+?Lj}%~lq-$EMri`paQG63S`4nj
zG4*07?Qs)czvVov=PbvG7B&kck;y_8UF*5J$*x_57q9Z3{H~5*1;eZlVQ)lQ@W#or
zp?*<a;C^3zAtstEgMs1ITY5b|kY~_BOP^2#gDd(ymrQ&&ZB!OX2%YRZ$@l>E%185<
zG?X{wh<}C;j-IXsZMJL&oKWY|K5aK|FS)S?X`_jWnW{vn#2XC45VIM-0Mb9QoS7$3
zrQx%izC=PsuJAZDjvx^tluzdD0Dk4+K6h6HS+ZhcVqCSRexH5eEwIoeUs>wcWy($s
z)&Cp$g1WQPuj#kK;x)V;9+}4{lkl#XrqKmnNhhIyZyEbX^9x5u^(Kq*3pG!TY?|-_
z1=4ebpA4m!x)-SD0a<C@I!XFU5iJ%IdsSb-XXKLNbG=d7I&L}^E;ej4NS5ZenPzl3
zS|k8(#0_Y)$G|cjP`klHHo{djNr;KLz+#~5W2+kwysod4EN@Nr_NlC@=;2Xq`f2h#
z@3D1+JN5VHmTf-zE#`HY@)MGuQU+bPSN833RQ|gD^Fmcpd~n^oi7~3=@#%fGH3W#W
zvjYnabfWjQI&DE&X(+c}=<u$%EBS>mFp|)-5F}7S_bvd8`y0rgz+DLkdR^k><z?Pa
zXK$9h&*ixwU+B%88#_TF`&qUf26{`Lmr~#%frXduV9GM_kdOYwbxXw=?=-REhUJf<
zdpV<yB~iCI6_n}Pb|DeiM-1!hLE~=yhTt=G#?(W*(LvpRUT@e16w*a!zk5pMX|mIC
z|E6}L!>6ENCn$uM7zmZQ01Hy;Tx5aHxk&&#Jx}CUVa%aeB2Vz83QY7yPl8!rTajw}
zR{gf>x@JEntVEehYQA7hf`8LXf4%gNVAS|~a!aL0@P2r$-2pR`>swQ{-HVDM|G%Gg
z+PcXC+w<#x;Jb^{Rf5CMHY<daI6pfpw;ZF0c+H0y5D+jvIF_GJYt^#@_TK~nswIDl
zi-Lke+Sr_gyPE)4ABn9$-D<v%KxAkK+Feq&KwnGm^H;z5DEvTwlq6m@DyK`i)dSqk
zR^bs?{oH~%2F(3%gF>z7^uB`{LeyD)x~ka`+rmrTn+84&EhO{6w;k`mUuWX5Hd0fY
z!Kr$eC!YfE=jSJv#*YK?OnevzFe<@-m?AJ6wlb<$;^7>IhJ;L3dl-J^G*Nwd=KOAj
zl{D+&Xd2r7#>vy2cedYfN*k`b-p>G=IXj``y>zbKonOHFHjUH@t{oIEFEO)BEEHrG
zHdYy2QS47PLV8xDh6Z_c1lB(kNE6jag($%pM78e#W%LQahNL;(i@V+$`aR$Pv>j{#
z1&g}Z5cC?H;eeSx(NXic!t8v1l}QNrLTbef9S*@jB!@sGlvC@KkGCavl*w`xm#Xe>
z_3@g5s_Dw=TQ+%b0!+%X>ik=w05(I|>13_7zD%558OJl3+SZ}43sW|V9=ZjZX{ex@
zwwFBhC2hWUQt#knN;hXTkHKdU$_0`Hg!iAVt*rqEas=~{bS5}a@$P?+DE{8tTM(dL
zV1uf8`%;?bdT5B0E_a4hPkd!8zpf3#;!??47_+*CRK1As>ji_AZ;C_Ru;*9gO+U5b
zA4i$^+mN;X)sJ6Uqb@d~m)p$N*c6y6(3oW@X=Xk(IqV+y>q{p5+Ei*^mS1Kbgjaab
z-><X8S`8K*sf_c6O5wGM3khKq0>urH0~rY2?=JuC>{vG6?iIa6QrUhH8xoRFje8_i
zwnBo70cFU8Fy*$mv=n%9b~1f?RUw<?agq2yOFLaKO;Z>cH_`483$6ca(d`T-mk~~{
zxj}$S%cCHtjp((lo!TK<^w=yPw4KDVimN9BL(zWW#K$yc3W~~;_8s6vQf@v(sMqL%
z2tdwvpg15ro58@qm<s<=t!K-ZRP3Pm?Ujbli12b79FQCoIvfk8h2bT<ek=WtB0t-X
zkFNbQqNqXRVyzPtH4{v;ZvGMnJGxKOes~NVN3jBnc?7QMk_!LBw+XsFh7CAD@S&^i
zJD=f@S-o!@wLT6pf@@QeDVu3oKRVb8*OFW$lBGEK`;&<&uY|j8W}Cz1m{@ZYzXZL#
z6rn~O%Lul-NZumP6%ko|UUExj${;?9!(dK&UneIi6fajyUHEwbmW|B=ZuC&g>K@rl
zL>~)%$M6K*<&rD~MW$!B`XhJ+N*P)!J=#=UtW=`Nvhef^!*+V}ummz4WJw=<&fUA$
z_n9oz4)N5pvR`QZ!~b5c+2C-Zi(_FPO&u~fQvq!CATis-2CbUdRd)Bn_+O}RN!)RM
zq?2484F!dri4i!`zV_fBMJku>9m_q0SdG>;^0r>OHr~JunxFG>bmjWbE!GXw-si%H
zOnO^Sybyz5)lG7+w}QP(Id2hn8~WI3t#OyXa7g@tAuy=sYr*J~FS^uy#U_=vf}Zl5
z$}l8EY62gh3Ou&*QL=X4OdqIby#uZ~Ke6P$&AUrEoKMbAI!>?rBn_2o3|-P-&jW}v
z=nioM{iCaXH@;j{CsfQrJ9P_A$x17HAXgE$G;Gf)_E(X{K(A|@c3>;7A??Rv`W+;p
z%=#UCP|@=T(SH=?LRe6w+y5nh^vicFr_iH`e|4KcXmxvwtVSFqHxG~a-DJc3$k8u&
zM^D)D+fO-%c&KuzXtS)dx$2C~VsC~~?fgTU?CH{4qr-(7gFJQ@h_utvLqa$s0>CBA
zWDn1bs}b+I*Bi@9ayHHre`_#&V<mxB&(|Nsj1(q&vZ{E8?k=A6PlCSQ`Lz~1F)dS3
z&jBHnoB<3k{Q&9rT8jt?&NZ!QI1afykvfz<1&~Q!+3RxeW4DV`NMBBIK#sn*ofh0_
z|IWXd_XfXqRLa#54ff}`-Fnd`8l`QbkhK4G|F|;2#vFH^I!ZQcOaSsIBHF>21vlpQ
zjc)(E+Udfa6t(Q_+f36x$yZQ|Dg6sMRHB3ZASrxzG)o(s{cTep7p<8g^oD|>kmpqd
zCI$wy7O4+h0bkH~t7Cah&kb_`b(JASir4ypblRm&Bb6D>>SKel)KEgWRCF}9>A>4D
zo5YRUcrMlt%%j;@Uq#nrD$g#(XI?-qo4K8jKL5j+PMbKg;SAEg5eMYiRfj>I9fh)s
zRT;R-reAwbT&4}ia`s+@zidY^S=e8&P<3WCc@*BjSDVX)&t`y67=|i+t$svwO8WEC
z@yHD;g=uep3rd7XQvL3Ic7e++a+CjHC9-f0>u<6&128H;K`~ANFA*Bj_cu*?xaX*<
z;P!!)N~K9Wv5<27$q;{DW<}VU4J+!wQ&flApHRt)uKWmRb<%UQHC+)#h-Ay22ZIe~
z8qZa;hD9uSG@D~IKWY4%f%1MG{-TC--pWU6oVjKtNii|P-;k5hZWf2H5?^>x|4Y`9
zGIohZ5e2F1q2=Ah;bET2$@n-WEr!{C!H0u%*n_*bR&@<n^$$Wvc37QZ7h*FQHnv2=
zgps8_{62NxB~BbGV{4IJsb+mEuf$U!v7Zn&3zT<bXW=edo+p{DLVV+#AfSt1JPavg
zj5|YZKJt1K96#ZNtFTo??`a;;uO83DyTvlM*B?XM5FJ^?rm^*dkHPF}-^qa$oo~=N
z#MdRVd1ZT8<nV;$6)%tguJKpMQB+#mMA1-C)=AB~RaSNAr^y5RTXoyw64w2rZ#%?W
zC2bBz!yj+l_O;dT%-onspb|n|{#E){S(NJqEH7&xrYkd<ZsL&(b7`)a(+epRJUO=4
z4KWQ7auqAI@i8Ovo3o%}ME9_=%7}^K4wdhW?|hSAJ)+HfNa9D(CGr-iVVH-b->33z
zW=560qRF3Usfs2+V{AmA9gbZ<C28MSf!55KeVG(I`<wBhHYJehGa*~KyxMN@7{6NH
z@k~En?X)wlgr_|Qs)5w@FbFR4A0UB@ar#e@_AFk80eR$dYCYflhvf^Bm!}#qLS;-M
z!6<BU7R^+jcH2LPiYm-`eu9*2ZBV}O97TO^X7KD5W{IcG-oB>5RL$?DYg*fLBBLwS
zXcE`6J($z`V=&w9;t6gT{__npCK$#Awj#vI$t&}pTkTPA%p~4;>k((yN||^&uf2WE
zo001_Bd6*_UVbA?wwdj`vcnRv^)PjSv-H_A@KU@>J32j|B7^m(lVqUCkNFWo;zf-l
z=@I0Qph)9_yo}M}{S1>Ik_d403l+-iIDC`G^kuMcL1+Olh_6)-<J4zbgPJ`8GT$a=
z!zWFDh1dq7p*O7km*Sz;-xUl8-ub?tr{9lAmmcnDh<klx4!-xR=kHBXBJ4>3LdSS*
zcneC83;P3T05IZfpLj}$4(v9{9tWE#<nGvz650Ew`?6COZrL17qsNaN(O6fxj`*-N
zl#09P0+C-7ODU>_hE(*s?a{6FSLht(lCfA+U%5}z@vuJ!$uG~hOA0wFj`Nl+4R%e3
zJ7qle(t0g&?%M6$zu&VAGiPjvy)9A$bZSjD^X?lwMgw1E1hS)2-#O$~MKE<26wT2x
z7sW6!6INfit2fDt&94)@;ynCS9mUdA<KhYVB~tI71AREw$A5&V`hBByG}o+U;KvY*
zwX!V}O_aXVS&#U4_g$BEBt1tabpiGMG;aLL9&z!G!HA)3L1s(Yqd?uC;h^7K4NF-l
zZ{jP%?nUO#2XlK2cQy<RE10N9kQ4thM(~%d9N}+-x&>@$x)kuMdIcM8eNVW(TKn=!
zuws=g%!R7(N;Wn|5h^?nipq@UbXd4OZUs6|!umR5&&y}5C*hJ$RE+_{9hx?UJmV8|
zeSMn-%kktSmT>9SErq|X0<{wq$XQtb{gfD0rHJ^i%=-(fjFz?ezbp{ye#c2|KKTrU
znl@Kn(8~0Wharl(v6mZBd^hAS8lA@YaY3{?717lD8a6B7sPHOCYGM(_e^l7DRKdZ{
zF6gb@tBG9#NZPeCdVVwdGbEWQn?x0e@YLsz4`%Tb`uh8kj=x!b#W;kyxMmV@K_o2+
zSFJHjR*pkpY{cuM&Cs`ni?}02pVZ&{rtE`JHEoOqxwk#@kwrfg3^R+ShKX#I(tHO(
z-<Z>ZSDpI5SKVyQAZKU1o;kp=mggx`R=uL4w$tL;<=x1Z!R_5+-613R?-iqtG-CPv
zht-(3g*&6}0VizMS7CeF-qxtj$eZoo@_$WH`*TQy7EZanGBTrdurP#XJ}8|+-Cr0-
zxT-zdwb1ZoyGoN?M+G5&3Y7OCz^u=9%e`*O#@0=GO#maiZD|qsB)=bg(j%j^^ECbY
z!(2dkxz<xN^zTxY`6Y9xI-wHtsC;Pr+%cYWr-1OlO@lY&g&24aKfBxcHS_TBD7@-U
zrt6+QxI*4|sQ=!aaAsE&t1qDUD7=znSR_7V^^<Ua;l;Oq?Dc6*+4fsiJJ;&f1JuEz
zjMY~ZI0<hGMY=atB~qkgUxE@tto74`x6njsSmad`_b!Nx%QCAIrXbDD9?^5G$EZ9D
zKk5Ado|`E$Q==LV$Z_|AS&~789Z@X2{(*SoAJ`NgQHnoFTOm{<P!Ge}^2Uz7?#9P8
zu<qpa%p|npz$}k$qxqhKl)9i(M9fnkiHR>SHPBU%ZF}TFL7{^4--l?Bv=$pGj&}V)
zr4-OI2buTFZN1SWtk9}4OBs2hq1tDH^XoMi72H9CzZk36yP{U1i*7bBkfOy=qk<2!
zY7*SjLRd+(Pt+|RFmiQXo;Zr#iAEt+f!8r)^1q}ghW;Bw`Wt5XoEolOi9;BnY%a+|
zyN&l>A{PG(EF5Qp?(Sv=Fu2RG*qeQJUYbVznC&g0^Fmqh&X+pSDj$(9?Yg+!Li2H_
zc7dy0H(brUS>VF$ZXM6>=j*j+47tmL%fG(7`b|x5RTWDasCF1NeTjPBQS8OPmpIj&
zniO@nEkRDHiTEZd^4_MsvnilhtbvK1S@B+4A&Vwl%aF5u31hhwwead|Uv@PK^lW^I
zwElO*)Mc%rL^P{?!?im;swTGpbx?%eKL4sDp{}{i=%Hrxt=@~Bl!mJJSj`;#?^ba4
z+l6i>d^h5mB#m%g#GP;Nr`G#@C`I6OP?f7RO*g_W^bF(j6AtwKHM;io(hTm0xUL-I
zYQ+z8<P)@ZqCgf7gv3d9o1_MDEuYDsJ1TF&nWrYJ4Sso;EB$EoS@q^m*YiLZZ>)6X
zl~3X&GCZen>@mt!J+=t2=a@XeDNu<{x4ICkQ%igNt@D$$u7{<jva;~ILR<7cB!h(E
z<8ze*Sa~=6*1XPr#ivd}fQOT_dj2{zJlrPVi3(J)18DkjVJ{I4n6L1cnf>o_anp(B
zkzze*J51TCwre(fvt4!N=ZELo1OCYf+%p@UELdNKs3o%zE{oB<crV6<&HciWwke-%
z+CsRdRinwi{4M`OZ7f|M3wxIB3-H6}YOUQxWno}o9G@PpHE(|?<aGgGJ$gGJGO5!z
z)}8Y5^f(bs4e9$Ko=ELxhlHSut6zxXM1K6xG*8Zy2eqHINkJfsruQYP2-bjj44#_K
z6Rv!XDQBq~f%QtaJ$WXa$qe^jw@c0se2WOosem-fQS&z-U&Sbpveovm98WD04PSBh
zF-?+}Nqt?iPz9|5dpM-m(E?9qG*_NzFvEe>>vucgB68X-m6XuI_HU)4G`%S=Obq3&
zc|T!&9ipn#wL!^3J|Y{2!PYvC+@VO&HgN8?I@F~HL=_2<>@6%-yKM%ww4X`FyJaaE
zjZ?G_OAi@DV~EqxTV0SSxLMAJm?)}kyWF0&@BC@oG<N&OrJLM2HVp5hd%MF@50I$m
zY){C`l^NV`5w4KLE}ks(UQBG>f>*cN{RhuGA3bor>9A-jRuuPxxuIp&3a_8Sy8GWJ
z8nKTL!?el6xR~L5Cl(5zlZD13t?`nOz&80Iu`-+1>ni3t<qfquDYcB7QA9I6*}(tM
zGy7)3Ff%A5L=F=+i|c!AY@o>F&HMS*<JLPuPdU)KlVopW|1C2Ky}jBXAzv)3lNv0&
zvyzBH;y5t4e|TA&E;l{hI-~$o>jQHwa`d(L7|TE77>2tQ;hr70Pd+}w!~_js3MW<t
zZVrF?01A|!K06D&X0oT3=4(VG5;wxr;LOz4xk8PB5naI=-wL0=V#o|9Dd2t-adL8^
zbG!k_pci2KU_f9XEa($hfpP84?d`N#Gx%n~3B=7IoyHA2F<NLJE$i7ig7$`2mN3A?
zO#tG`k%W!{d6=xs=}j3z`N>-P4)#XDQ7KbD>~t&4YlD|@*d5C!6;&w=!tR5w$*Sw3
z1*DRTq)7Wfja-+iU}(^HG)PUxgW`BqI40Ze{xNY?g4a=4-`XLhCCn|LxI<J-tf!kG
zt41oTY~OYaj5!m41zN<dH-C`@fpvjO%`Mo@F}>RYzT}m7;?dDG_EqhDe-R4+3fZ0l
zj#SoOy~Q5!Ffza%e#5ZeP>6~B;0oh-LPJNZ!!%;_^N`l$GJ;b~tyMTSHOoP=oI+@<
z1aTLoK0)7ukq+Kib82rhaDg5!QS7-%pXD{VpvJ_)s&HDDn4O(98qb!lnQs7^v!3<<
z*fC%;U=_RrCJ%G`cMj&NPJtr1V_|{Fqz6AcL+$+_XGz45P<ogWutAxXCn>2v0(Bhz
zTWGDLU}5dkJL=)wz7DkL93IBOnhp^fCOg4oUYI9>B}|UQjPK@=x!brO`k&lPjy7K2
zG^qb5vcfJ+d4%gd7a-HfFS4g{+&zsz?$hPN;)4}oHAa(0_M_~@s`|wcJ;UZwUh}z0
zU06k>e>$~>RR<r9J&MiAO8Aw6q+dcUGTKA14LPOF{d_5O|8@7N><s$Hqe}V}@-0r1
ztq7A$rq^h8Y}==!yDlnnrN10+2jv-cs-+0OfN5n4GP0i<0-A&9I9BH!9UYF&&M}`;
zAPmSU;60?Ok_>=Xgf4*qXl^?zDWz`@4Stclyl~lQwT2RUFLW|Y%ye<cpdIAlsr|Zi
z6OYK%Pj~Z87rA{yvrpA_!h=hMK75hhc~idBlt6U$ATG+eQ*a3vvNh&X;pYVRy}Co@
z!)W1Ho5F@VEEu8JpyjjJtOk_=g~?jP7`#GO*&tYc7y`kSX%tdLy}g?`*U!x}v$BfP
zr1#cMT5(*5{yhz;ImuNAtt%_bxIx#ZYA6&R9TS;P`j}d+v*kpgA(b4Q4j1AV_)t@!
zl@$wz8<IrC(a#Zy4>qUdjTrV8X1`oMEeh~u;nu2?^75m^E2V>*;}7=GU0ks-t4FKu
z-RSvkLt9S%vQN%m-3qa}%oc%ywBU5W!C?mf+^t7;!Haogb*y9l_KBzAv>fU+mff0%
zWjNorukx^<t>HDPCakEa;C0zS*VET`n$dTkT2ZL0l>o%#MZv9@n3|vOiXVnJKcD*a
z$`W+o0_}dHa+k+XcMd@|(Imb`7GYvVCc!VpX?pjC9o@&p>-%n#?ut_DkbnTKr3;H;
zg7P@JL2%E-Rb8U;+G#sUZ3CB(XWt+6ZlD;Nx&hLS><l1?39PF6*m87p;qr+)HauLm
zrIiIEnu>vrt~-+!)JZ~1fgfzT%J@w@th8(j`r<!eMEaHSGBXiRtRhuK-tn_b8{3W5
zGt68Zp7cQ46^Hpq)moMVcy^ZQo1CSTPaQ+b3Z{&V%pF&%dRt#YLL$Cegion+8q}9B
zPwWg#{1qo`d0ATv2uOpKl#srdL&4b3$W{&GwOafq%SUg)Y^AZ5w)WanPi-%HV3J7q
zHO(s6@56b|Qs>TfwBPq8O@3IyS2^_Y{FgiwD84RpooL#N8X$1OdgA<?mWikhRg(#2
z(F7JoGzJ^1P7uh5>p;Ew^3|)~z-_m1F~HF0G9G);`><w)ez6UJoj|0t8@x>_<cST)
zt2mglO!k(R7Vbi3OpK(!Ag}njOjzB!U!i%ig%1^+#%@QNu>x6MmXr@ZAGtF+n$xxk
zukgNJm9FpKf}`jY8{g5rY3%&7EM>EbsSU%x@N>x{$H!Z{#6UQ^1QUM=JMoQ~KRN~m
z0TAi%&^1DgyRGC$3xT#vs!F8Hkb#q)9tk)WBp@*WX(D_qwfs9%(>GuiguX<d->4nR
z`(jM;k}m-i<xIOe!jIn?3ZL=V8j%DUY`xnLI_{8Gapn4G5C8tthI7}$`0xajP1Agf
zgkal1b?_dBmD0tg+=H7K)-Wzrp?h$^*uYo+Ne(XGU4ISVatzgm9Ez|YUT?NQSU{FY
zbhKMiAt51^yX>l1dF@RWxXxE}1*3EUaD4UX=o@gPmN|C6y|4n}Vg#`MTZr3s7K(;u
z*c8MC7JxcP*}O!O7ktf-y&3KFiFaWwk3a}ri`zt#k>j>Arfb%hzTt!KuOiab<!raI
zT|seQVr|PcDm3-GccuyV^Dw?^t}=OeD@4I_@I<eeT>yl}^#)#oVQqEQzq*=}ZmH${
zSJbJa_PP~cUC(83x(th8nLEopVAxgmnt!P4sHuGcR@1g%AE3;yx{43CxEP?zf*uoB
zM!dah5&C?|p(sTRP4Z2}u{yd+Ft$ocGpyH_&p!)=4S8o(QMBh@vWQ4F8teV~?J<H?
z0<VUNxF-c=2rF%;OS9Y5F3L>)GJc9$Mhl2bg&^MpMCq(HO|B;=LeNV0h1l_jF)I0&
z=O4QlA^spVhOY+cCf5Q!-8nK-<vsdJtGq71QqMWWRdUs7sc+kNG1_BqAFg=36-}lQ
zCS^YlyEt^r9mnGGcD>EEB%`ZU2pGfCtop8`Ar}quAo+7kM(qHmP^pyLJ66)(vXtz+
zUVOPCcL=jkNze>1#`@#lmht5Bx?);VEq++qguuU!SMVguFoLA8uRLLc-uftQtPofV
zD_P54M<oya%!gx7Wui~;IB_vQmCb}-TY6WjWcXD(>z6R|I9!c0kro7Yi12?dr>#Ph
zKFwlVXt~gdO+AiA{`M@(0DB=F4CO|;svDGX%ulBNtdtFK#Ply+qO2}!83<Ibgx7O#
z(U>aeA<5~|)imVhZyFN{MPuk2rWr7D>c0;}DV*SdG?_i^5a2JVdL<K6N#i5pTLXn1
zqOB~q#C%M5SJdD8lnZ+cPMVb`CnI;!hS^06k70Mnv)3)--@IR2az)&w)8nZAq7Xu6
z!Qje=U?=kgtNmkyZ7%tsYF@6gs!#9>#~TIkpZ(|OpP}8|h{?E|hpnGHNr^wr*qE)2
zc4_xb@{VVwE^9bvZEgisy1UAn>KyZ=H&#aArx5E!n&$ys645X|6+6WU85wQm-{LVH
z#<stk6fCaFdMaThG%-Y(5PH`0x#ava?@d9V**{%~ZKI`dK$z{8xI=9~ybQnI#5q+r
zBWc*Z&k!Z6-er?5hQR2D-zS?0L6*OK@-KnC7E-5Y%0mxL>QAo42sm0)6_b$9Gc;It
z@l+OdGP0pc^QD|20PO{Q&-3Fd4)Pk=ulp+gqJ1W^gRP{hva(ZheZfSDX!Ezb@+6#h
z?V8%qvJoKe&IRJHh%=ysnTUSonKB!{LShL`vV>+FmY6*0JccRmSK#8n@(;hWzE@Ee
z8#{r???WZ0ps=QW{x#AvQUl!yu`*#x8+}Fq9_F&JFp1=gZTcx&4hUox?(|NUru8Df
zwSP<P325<dO^Bj-e-<y*N_LR;!y9EgK2ca3**}U}X7J}sT-$9TdlCKPRL9<3@M~p!
z4-!*8^mFe?EnUo{lb$s5%=&m0Em0N1(RdLJrY#eH@GZT)TfXNY^dpupzK5f5^__b!
zYBe`VK7zhFtZj@$e=RWO;WKtZEtf^3LX{@$8Ptp|gHq2wn`wc(DUh~%AtpBY{TT&{
zRecl2e8|Jthz+C})O{0kB#;`n2Sfqg7mXRZ-uO)ld1~I79;+jH0XBG>wKYrte_!p}
z`>WPOkhK;G@E-Q$+N{kH8}d7PM_<iIL;gv!G~f5OD(^480jR0-`AAYx*fgV4)yeF_
zU78RX8%-;dJ^0rW5xm+b<`k^)_GC`_SP&fVV=xCh13rl!(B}y4xc;=_!SR&MrLHT-
z2QdA`VF>lBTr7gfD!fr|qqOl|gqq74hYZ<29Z4Gpw@1XF!hgm9+4+#On0M+VtI@tA
z6@K4EI{(-eb?yEYC<e4*fMQ_xJQJM-Mn}`c-?fZR(Owv;{!sgpUzVDRn@zTDBRDoK
zviblXqaf}-xk2IB0E|!?{on~Mo)|zJ2w|Rsn#yqAmeCy@)s&|*8m>M&g8qBLwG=x2
z4<<}y1j#Y_AzytLzx}0}2>9#$Pa42;v&T?2B&|wAzwxuj>g*13pRUElB*wQ;+k4(F
z56i+1+n1=i-bO;0u}t_*4rI{9&dp_JIx0q)8vwjuZ={{u_h#e<_4evPd!>u}^2^zm
ziWL}p=*3O7yiQrj=>}*aH*SuCdxXXf_%A<UlwH1{%Oy~V{zpx?VB;nl?LLO%0OR8d
z`UY)+l^Qw&qA~cc;w;CEL->b>?r23d!3OF=SED!p9I1`jr&bcz5z;2iylhLl3LrW8
z7;BM|5C@Z@SpE_VP@W>-eW##^tq{INQW-Fh;GNYm@lMROb`K?N&mulNZJ3Ax#A}R_
zU<NxOzmvI~+I#Uv%+&gr9EXoRw9zs;C<q6sn}?rm+O0M-HC>BKN?7aPxq6mzfM|Ca
z^&E!?kgw8b9HI_J@kz|$2meIugavG(bxG48R6ENMpSX-o+;H%tI6QoMowFJ55@P??
zMTHy5m1?}Uqy|R^uHHEVqo89M&Qd5-VfW(wtMT2sG`Y8LD@t3v0Fi?G?fDZBEn=!F
zwr!JJg{Wf069>m@75$N$E{EWRM<`mWE2<y%(~)nC*R5~_By*D`Sf(l6%4?KsL?E03
z|3hev=m&*JgK2?5gl}$VbT)2p*{%p*BY@&%3gH>Hd&4+igspE47;NT_NWdy{`QN0q
z*FMo6qFx*AWtII@1p<>&h`^-GD=w)^Og)r4UuuNYlOjF{1^Tt%#$l%3>P91B%OIp>
z@ASSr{O@XbK8H3d1K(&=Su{dy{V>xps;bx&>YULmH3c7uEc15ajLx}b-1A&_Nn}I3
z2i29Eb>3+bS+%k<Q%o(7P^tH}#QwGJ^oQ#MHuvM?IMW33e`DxDX<hal1cr3I1ThF2
z#K&u6(@>7~Ugv`xBOL1b{>huL-c8zGcL4^=_r>c?`oEES2dC$O(Jvj{Cq*7WN-()j
zQu_w04oWrb3Q+ZCGhx6_?J7RNZZK3e7IE~Ev3k-`qB+5fPeJm`Gb)(<2^nR4N7CIE
z#$6J;J`8uhP=7TT4m%v61N0dLsYWLd|EK+63fmJrJAXvl9T(eV&fO+2`l+>o>Og@o
z7b+z_bO)<oa8_Fi6{4$}mH4lLFEgtnhMvgyIWO;_L0;5sE1EL%4~E{JL7blKl$u!q
zmrok=Oz^NR>4g^sC9sRE?$3&juPhWNTt3UfdQwAN8V-NN@ZksFH>a)jgwu)bRaL-t
z_D&Y?KPYv%+}3B`9uWW<j`jJNP0hn4IGrTF=9+aA^<Cg>!L*5xjl9Ox^9}&7=d?O$
zx(o7UXX+n)BNIESn%F8NR=XpEY}3RRgfZ9s@L--TTV)D)jXaSiZ3Dwbc=$RH%t)pC
zM8|9HgLgnM(<XbS9IDQcT(!)VT&!eFUltc{_~R!9T$Vx8(ZpSWsG@16p`;%C<!-&p
z>G1OKW>QZs124!naMG&M7KdRR)DPJN<aN-c&}VMaZ0L6u;LcLF%j>A*EK&~>f@JCW
z9GR`A_p%bB<5>`z^bYJ;8&$Dtn#3-tJgFRwTE|-t3CL_6BMp7s>&Th~n`>Hq?#H<V
zZwGv_vG=pJvkmR|gJ}Gsx?zzsomQf}*euSic6}><hh3zaDP$8&bBq4guTcQdwm5@E
z-Znot5H*nvBzRB`5LUO7Mf%EZi`Mg>*bFe5>OpA;WmTuRz{9ry?(<W#A9A)Sjxk^Y
zRlK%$)m|ml;Apa+D`zusd6;w8X2^7G6Db(Kn;~oFqJRC(jr;P{?;YVAm{n=`w~in*
zjT?dD#$ogD<3d0&gTL+^<9LcG@_qGPb9KwQ3ld;B?-@a))$JjG+z@HD#IiNVcfqYf
z4G7`PNpSjX<p<<sZH!ZM%Q*N?ltwm&`*oNcAqJ##xLE@99HCg_XQjwt^uHg%GnpaW
z^f)3{k{@9UfD7*ziPaC$F!b}R+}pG61zNB}{$)ut(N-qaJ;GS|DkHk3E3B1*r>^_o
zdpzDr`$;2Yl&ufz5GD!L2DjGt#hU~5d3RrUkGlNx1#Mm3wTVz-jMXEh^_c^q#9()g
z?#X}dF?2a&AAOW5hA?b`>WFmrT|9wi;=*CG$l;mp-UHne_)&a7oTl|@r?OQjs7ib&
zP%3Hhs$l$x7jeh&nyJlB!hl?*64~Z5IR^o=ek-3~gqsEM{?UkP;G_oFF|98uJK*;t
z>?7pgNlR}Mz<}f8>V~9nt6@Oq>@!3(@y-4n{uViP1fYpjHKTuB&hy!;Q!w@Gv7U2f
zvR70;>l0{tDN20*JSL}w#L{VIZ_9n8kVo1f^FxaZH&D(>M6o?YuwnS5TTJDB5Oa2|
z0PY3eb49hq$Vm&9CCZYe9%{S%$&OEe@e@QerRuk{5ishE@(<K)X>O5<EDIO1P~G3W
zj&=JV6}%OpOu>{l5mn~O??Z{_<$`=VUdQt+zFT_EfKsa83<mRAVNIP)Lkb^$d7@tm
zIXah&liYsO3vEr08)4?2-j`}J#;Uql$dr;TPpkr>k4$U8x?-Wh7FbwUHwAwIT-_7U
z(BWZWj4?fvzMKNO)izR;)u{Oy+CkYd488tshMMyq-Usyc?q6!gY0`ne*~dA)(?!%I
z+uaZ%m32Q4<%=P6cXLMAV(X~u_uyvxmrJj|&n9FUR4zf!bQxznJi{~|6Au-;7HA`w
z=m(*J9Ki+7d0~pQexFELrq#gR&Xj|yq>|f{`?_?-_j@h<_}3~5q3Ej`BF%l5Tin)C
z%dPdy|L%f4-1A)^U_djJu>Yknf8|)&Mg06+OT2KT__U|XVS0QK>Tjp-${L!y&<|{_
zc{r2=pN{O`UV_C43Py4J;h0HUMx1=O^@Je6qOj#Fv;{z_Mi=DggdtDM#MJ#+X#4W;
zR38E_OH2umF`;w#p*|K@dx;=d<Ij>cO^ys<U^Q}=OxaMopnNV%c^`Q3by67!`X;3N
z39~@9FokJO*3|pR-*~lq;WeD?JY)$vM~>&nhlNUIN_G^6Ir-!DpE+-81|bqHE>$Z8
zH#m5LVvc#JWkMX~^|;&IbOjF^HIKlnuMx)^Q;gWVGM5~mfk=k$m00fT?cPPs*@}~E
zV-RNyyX=>D`iQj|a`t^BfT<vOmLPFzx=6pM@4VM?`2&26{msyz;mqiUfXwrT6q@MY
zi`riybKM{p1xO2hc1YG>L2`xAeY@o6=qBGKR{B>^u4)Absn`)QOyUo#tDJ*wQ_5>9
zdfKP^#~Gh~8`$MTPBv*BgAxOyfSIH2Wl<D8U>&M<Vs_`x$Q_+B#z`*uR;LDO+jL$?
zioBj7X)+*=NDQu#Fbxry=W!EXNf7q%RKf>!vdjq9$LMr@7pYr!$t^&KLQV!fDp%C8
zOb71+A!cdzgu^%4&!rn%9P$w5*0YMI!2aK_a3Ji8u5HmfU~AU*pV!Z9<ZZ&46_&Mf
zPe!WFFuL%en@06<Hp1VMvkm{GN^vp}811okHT{F50ok@>b1plP<NS2*ENgte*7RFY
zqM+I#GRBn3m$w+XJMp5S-g1D3E%Cn0*xhXq=k*{@Yf1|Vv5tgPS1R!@<p^@e6c6UH
zQENe|@9eDNzZn%b)cay}2^0U6tvdUoBc-697lV)2;VFX_cKlE4jC|j?xHt;#Xq??p
zIgK0q_QHcnPL5y3TW@gy?KxW2P}kb>eEHN6o+Cx!Rfb|Opc;L2i!r3BB?cSy{=N9_
zBW}Mi3kxYzsx|MoDtwtn1?2dmeJ#|h)vCYB=|Y%ZB-ioUc%0GNil%veip+V(bA)$y
z)BI_^j=CZbSHbwtMQF``&(FFe{ruJrqa5kd36y?n2wrV)3MHEJ?^oam-6uCnt7~gJ
zi<<<bWw~F%byInmkCAWS{dvp9{=j)_zRc|CRIU!{MVIiY-7HNgDxN1jl5q`fiwikt
z)W53E_4}bA`5Mn}(G;LRjE7DuwS%E@#ey9<<>Ubmn!ywAHt<1o!(^1*&t1}+zap@e
z*qsWQv@}$`Mp4Z#05o-}Ofsf1^WR{K2birl-awxU*x$zdPZ5!%peQC*^Bl7a%;!47
zX&Doc8E@+Ojq=|HX|qGa&9#pc_?If#H^D=>`!H>@+bsU%egt4@e(S@;(fQ3+s~_fo
z<^!F8Tny;7jLQLpXaE8LB9GMn$>OrlXFwgsytGt8cVK%{W2ypZkL+}28!hPdM}+#D
zcC}{yOq5QP=}d2{T@1ZHgPP!b*Nw#dK*HJOGl}ant>MW3ufb~Em4zqDo;VIylr%pY
zGJFqm!8ePaAcutk_ROi)mWh?E<GXmG++amc`<h|A+sZc3w0w{Oa?O+O>|w{ss_1!8
zwEk$gL3g3bv38HNUfZjI$=-?^(lIxR>#MG5g)MjbUUxnoP^Al=kb=C>+B$t15tDFR
zU8<b*jsYYRJco0&4}knKlr^+UV`ay%+V)rHh<BSfYWJTp3hTVrJ00G6>Eksr$LU>_
z<BiLhq(kWA-$dE0Kk%7e%+&MsQh-L?Od)>@Z6Qy7<OhBsNZ?ib`23K@a!m1ze5!%?
z%-NJxvO_JTy2lI+CP>?Pp@SGwUzi}Ma#iT6F3$a`XnmLqRs}SW{FJcr5)unrWP0CV
z;Y4pKeAt<d`m^K#dw1h<0KDP$!Ou-h<I1(6ShRwI=9Rm9yHQ{gNw!nUG6FNP(tMUV
zY~(wm{^H`|laARd%lSU(jIe)$nO%K@>-?^{njWE$2-2L;1toy@NmuWSK+9S#%kIRp
z(4oNYS?I9d%>*Jb!E>RTFC!yUK`SGj)t2YQY6~(mXX@OGgL^$I_au!9rC`K!kXa7A
z1iE_WWvmVR`?}f^NMn)izSnlYq34i*$d39h<^*6%Bq!<9mO+E!(;4^I@2MQ3jh{k?
z&6*)#HS*{Dm|X}gPxqCGz&<pOt2qk{OiUOA1ccq~!6c68=xF7lYjO&9Jb{ty)pt6j
z)l9}p*KTMkO|oiObAQ^ydgE#p8H{cu&1;SugE>3T-|GSxg;@4?%mZTKRcIlN`6YGs
z=I%l&n~Z7j?gh;ZbdYmJ&)zG0oBH7$b%R+zx)WBE%uO(k+?=kj?d^GXJph?Hmv2;D
z9QMWD6mp(oh6FIygs>9i{QQJq@~#K)w-sL3_8y-;O??~*4XL*4ATg`mX`lAB{7aX|
z5*r*J2gN`NTUpj`r_AQjsn_1hI5id_INb&Zs@H@tRz!y<0!lc!uKUHwBSLkG9wQ%R
zAa#Fmeko@9w-X)~l|=L{wNe~%supr}hSH%deBEhpo0Hx=E}onMm04E2h)5F%AOKU-
zSOdE!#Vsvq?Sp<0(0|SZ6h_zI?(h#b497=cAv(OF??0+^zsFC586r;!z6co6bkdCp
zhU6`g;Enpd>_A_7>UMW0D(dxvGFs;8pHLc`_Z7G41}=oW26EM&FdF;7thC7ar7Y`d
zJQRn&%x2f<(FEnLP$2N2KGD}jv9wtkakh719Ks4Y9;oE{PJ_V|P#|!~<v5UqhK6cY
zTVfm>9-e~n{r$kqPMQpF7(+wDdoWNcB_m^<&y0>?^-W3^H^}Y_HOV*p(PZ&N&f_!k
z)r`70w|xPB611+=(Aa%NYM0466RfhetQse9n)bpboSz}r7q5$}Sn&yV!)%f{O<1A<
z9Sj?&;lN7}g=mFWXJ@|v(<eb~ZGJ($zjd;JYxQR!1W4wxAuL1|6HBIm$pm8BOTyzr
zjA9m-_k`--;TY4P<KomU+-+bYk|_J@yB1MUu6v)gmH(Rleu^o1JB9=ET(D>)Um~Qo
zY})CQJO16;mIs=*ZT+v9?B8SbN54aatsL#`mN*a(9l_JzSRQ)?c_(1E-)bkEnS66H
zuk%L8MU`wKbG)#D?-N*mXv1SHCPr<&@W-@Zyp9Ye^SXQ|=BnfqqLhFxq&#~-bF59R
zsW5EHVw!(JyFbxVeetr?U;qTu>^_$9H5X?f>jzzoc~1}SOH$RMy^Fsv(k5t<R!!B|
zv)H`{Kt*0i0-L4o0i+NRiqdE}l}|<eUwJueGnf+2FE|s0_=Pa|G~Yj-Z;#B}2!)2o
z&3$g^hs!0mdssbY&Zz$`L9G4iwRU#(UCRs3ePmgRY3v7Q6${?^KVM}*+V`+O{qW$7
zo?VKiS$ScyW@HnI+q$LsDx&W%0cdQi2>PT;+!8}vgHa}Sc?gSbAcZ~wu3@7Bun0K;
zOz~Rng8h4NWuw1;_s@|{lnEFIt1+>Tj*e7*UYJ)_Z4$g19v+StKKe^R+H7HF_KO+-
zTJ$YXAR?$l=Yx0iN6MgF&QBOC*j_PRIV-_Za~vbpRA*;r3nIm;yG8b#(|Usa!SfTn
zht$VCD`inU(^@Zd)(W<wC^joo*k)GN7o_(-3f9N`v0)?ABwZJM)R&|02UJ%4D7_Tv
zIXZN1c*!Y+N(@$37Lz6{5*k*2sC70_5jNa(QE$^L6~4b}h3j+RX_$YQZ3)Hdm*M`f
zA8M-C81qJ7aLwa~@MEMUa_@WH!B2uN{KU4lgrzU(Eg}rIm)uvn!Hn7%*jmfW$M;LU
z2)M<xJq7^}2$?7_^Rdu35UctYyxZm)B=Qpf-ZY7#A&3QgI?h<dm!jM6X9T$_f16}<
za+I7t%z&Lv@M5|wy=ui@l+k{-nnH}o>(*e7$6c_NDi!k-iB$5ys~gwHsJ-x$^#Ijp
z;&E~>r8Qf(Tp+dI{B|2J(dY@zjL8^;zJ2W@Z3QOCDErQI3DMQ@N)(tEH*WWbo)TV}
zno_?_N=eb(UFYLF>u63%sdUqJ{U58m4*St;_{kwR43OqJq*2EDh#KMp`^?Cyo<W@>
zGk9Av`|D1ser?cih$nbTB>fP}wq%0bWQk+7uRZ^MW2u$h-`JB0;F(G5G90-GYRb}Y
zxfqL?oLT8hs>ZrKEFF4~dvZ{uT6CE2Vrx*Sqic`;G@kpALwm!E4QmfQb<_ol&kA9k
zVYSf4xUXzNoxCLGU;HTNJ5NV(KfXpwfd|};V~-^h*rTg*oAl#{$HX=~0)ngvi$Sy2
z?)v8S*Dtg<4xu4~V_R5%>Qyw#d#2}+u$tft0KneAi_%`o66ZFv3-F6YLny)2L)N=x
zh4R`Mcgc4;B#$kBd1b_1(b)MbYAqLWfb_ibrF;`K$yo!A5|Y?Jk~de00t*uBX;pGa
zNMUEYB~x}@o~9OQH9xUHf0Yd?iQx0+yMxWi-1=k`0Ij~F7vBnoP!&UOryiAXDr5a|
zqUh{axZBIo8k$}~K%_zPl8ZxiNoJGXfPNN#l`j62)X4ixOu(rX0WtW;M64tR2%%c9
z1AOjgdlWsBzW+#y+8KC8l=}hI`yLFz&9?e9RWE_pEJfJw=47qBwl={aHZB_*0UbhR
zT2Iki@t+X8)7osIV<e?OW?F=vXIdCDPTwZ0s8Aq?f9&t+?}7foidSCN?EjO>3p5U%
zoT}4AKKmn<snQ9^%rU3<@O(NDlDGAPYB5mDPVKTtK=1a8&-8=h^Cyt3`*^`Z=x1dd
zh)fJ@@-66#$@eg$6&5A|c6jmAaKu8MoM1w_(C?tAto0pmqCc6pDO2}|%(oP=8h?Y0
ziwi7{(nXz|Djq9<CPo{nI*dZm*Vk7)5(Ojrk8U#y^k!1ekhk7wQ9~W*cKQz<k$9_=
zt<dhEP7-IzbHjklJUh-)(c+Wc*y20lbZr+<x#L6;=YJ44)Sxc|(-8oX0|hV1NkSr5
ztXNq+C{63shpV`IG*a{5K?>6VWmp=;^f;KG6eoOOG*~W)9nR<W;w><4srb09P%t_M
zCe0mgFac@3`a2XWzEt2AY%0hCt`%CqNC#UG;>|Dy_Rj)S1-x<3956@JxW*+Wwv{QR
z`MLWJ>*5f!nMV4pqLfy>Ik4?L?s0A@0s%*81#^@`HV128qI%u)S-nn0_T%1(PM#QJ
z#sl&N)R@`^{5}_FDXpgY9sF6n%w~UOa+{a=K<7ygFM%Q^A@TRLmsAoE=H(76!i?IL
zFM6X$C4n`<2{35aY%JsE5ESPs2lIG>4;K?)G7pDAgN%a%3oJ5-aA`|Sj0uwzGqvab
zttalR5m0UCU=j(qn{1(fGyXYfFjQvRC`SS9J1m=6N`(npEZ42+GSJ<m?x|f{yu(uL
z@XBJ{tntE`p<k7KSuhG1JIPp+Jzhxh=^svj1|8!dhY_)gO`%i;G%KckweJQxLz8}i
zQ8?EUgY&Beu%DwaWHs*xIlaA@Sc2(?Nw|lrkSpjD=L${GjD>Qs!0c{s*fH1`EnfR`
zu*^?Qwn^5C1D#xIeKJ*zAyAG@3oqdL9(}vtp7v+9*rEgz2at(@=%5oD*qb`oQW8z`
z$Sc2w{ybf6ZRx4q?IXdwHX{Klm4=_<U=-7_2jE>(P3HxCfR7hnNnZ>ErOEaQ#p;f6
z&eE|N5OgIAvGW1w@djiYFcbJy74XX*zJD-46U$UAi$ZZ5Q`u_yGY?BJ?bBFLpD}*!
z1gS24?sv_*3vz(19SO#UExyY+f(57a%<ppT*eXZ&n`?EaaEfM=K3;wvM{PyfxsCy!
zqFr*obkdWyc6$Y8!){itstT|EEQ0PDf&wBd<SFt&zv))HyEqzZUfrUlk;cVMRI9fH
zwa}Yq`tVXF)q`=#uc8zD{b310Wxbb-DbNrRtfZpR;u926X{oBFDn%e0<2$;u)7@Jv
z-qi2Pq*>ze`Sq=|4C7eZ*k$ITvCJ}e9+%=j4s46re%1he@^hDr^Gvv3TKin!(B){M
z)AaxncavlqQ#rr@yM&f!i=mxEYKSCB5aR|<eUIq><Lj-Xstmh*Q5vMXqy*`f?hvFz
zx*G}U?go*PSW=1tN=TP<FQvP?L6Gjw`z*eF&fe#Yd#_{omyWU4dfzAJ{MGd9wu>Q7
zO<MgT8<CJ)Rve~q#<=n8lj6`HB^l!U1#ion%U}ArV@}aZtFDY-r@=pVP-VosFjwEq
z4{mS-*F{vXj!QuI%aS~6QA297$9Ew!xI2b{fhvr;smgIJ2`MoG50To923Cw>d8#Ze
znsGqP&8FI}YiU4;+vJ}=n}_pm9rf!koPSBX(iAP-WOty+d_>*02fqBZ-xd0*{jB3N
zFYOL``6@TenuU2I3BG@N_r@YXVUz;=I({hW2CC|5hi(hRwm>S=15-Hg^l;-PeH`rD
z^s*<!7G|);q?4-$WnlvDELT|fr`D`jrNi7X&H%+S3VrHwU@HX_=&NcpwZ)t7OXvWJ
zYWgq7bEtoCEbPy)nC6w&Luc=rV5)je2J6DF&7INB`ao_-_>1B<)XmcO8AY9@VeZ$l
z6$)50z^nCw`#&E5>OixC-@A1^5U?-F8e8B79o1&rB#>@r3uovmE$!aM4jt@aUi@O|
z777=(X;xE9`shdr^Z=0Ow;TXu(LA4}r!jM?7O|2y$dz1-D$<je?^}-pb?lSJSHL+*
zr6TjH)X=`OXAlJ_4*q6LgvQ*2C?7EI)ntd1;^c!5A=%t|PV|<=Yge5?{O;y`VZe(n
za5BNby?Vod5UaZ+PxrHlt(O6YxEucpot#Wz&xfTAhA2<OgrnG;W{dELG}6Uz6mUoo
zz=RphDRcYEAiON{#WwIY@5a7c(oN$t+7Fr=G~em5(7LhMcEyNsnKacyfZe^$A11bB
zg_}!v8%t5P9+j<XLa?rNGbOz#Ej$1$>KZf2NKJKp^x{COZb8mk+1`~)YB<Ky8(TJ~
zkC<{wVPuM&Y(gLZ79(We1-cP@{Y-yX$&s17*xx0)$AJe)o1K56n`-oaKmld&Apd;p
zCD!QHMTT-)wZBjwkhQ|}V_?CSRm#$()n&ibz}eTTrZh&QFe$7;Z9;i}s$MBa+|{#)
zV)AAm)6d|_nU%f~m-99diJsnaM659RvrH~+z+9(edBsM*HEqnsF7kV<QWuZw!QZjV
z>*kyeB&kW}Ppyvt>k9iA_oDy72C>Q(v9A-BZ^-6Sj-qbfgr<r8(se+XKkAgv9ZnX+
zdvNIz0?(?@9PDH~tyF-vFsd5ru8ZT7XrR;pnmE3`_fA1Z2K2--GPPD`BYoYysZ(dJ
z6}7)N-ze89O=udzu?4^}u@u#@s{iY{!zr&>smr&p9m2)L(oq+Ds1(PR<Fs-Xbu6G2
zv(6>J3!bEdGm!Jq`D+bl4U*{%K9CmkG+fENi1whLkA=~$1u*1Ti5O7e@mmyVI;aNw
zYJ3jfPwQM?+r)oC^hN^9H3k&<;SV1Vg5kWb{x$>Yku@=;w5QZrxU@Xrex&A;i_w)l
zaq)it#(L-D7dy6fQ*#{N9P5w%?TgO)yMM`NBfy6D;_+DWAck3V7@2sM7%ogl=(W-f
zadxltZ7#f#-tnjpP^o=+#c_Ul3u-zR17aR=J`$&Umv1+D9|oUWXP4K>WMa?tF2&x&
zMLNFDi@(8O>Me2|ij1ihGw|L4(pDI{X0ZhW@3MpqNVT+&C?vaRRH`s6e2Z*L=@D3|
zb!G$cpu-pAJ2(s9t=*hN`M6#$83!KXYg4FC{>v?tHBkpzxa;~qBXLSEan-IO{_F)e
z7d07uM*eo4H*3W6AMFIb7ad>)9zp8u=Xu{rS#gXeYxA6I@_iNEq0w@|^P2SzJ4mm;
zp#mpC<Eylz-Q|=`{M`bl)|OR4piao2Wz;Y*;r(WF3hvfLvUdS;;CZ1|Yfbu#r+%Uv
zkOwA~zDIy?q6bFmOv$^um3O35K6O(mwEXuETJNCf*WMNEWEU5KGBd0D_PjZLWrL}#
z<Eut~;^b3y6@t88*{7O0)+_Y14N{FRM5)Ql`NGp=n_KS>J9~vYieZmv=0A@}?;Rj7
z4O1lr=K%1{f`1PGRa|v;#S0#I_s2*IApo=V=PeCu3HWQyV0GvA$*&AOH#av@ffq!Q
zgUi7^oj44x>({z}^ht2yjxA7i(~WIKMY28G6*cX^5?r39w?vux+l{*~%lFq3uFncC
zSGax;5A$OhRzNuQXfcG6d=024ug_}@hD>h?!1<A*^~A;ptaj@>jMur0Sx={h;T+^9
z1k(fM>ps0{1$_6Y8+yG4_z=R!J*QMD+xUT3dIwHBlD}b8-So^&^3{y4?hM>o5Zt$<
zGggJUMGB%g;uenU^An{w8u~`b32_^-Sn=sTvi&$uAmE664Kl`<ph>C5XBuC<p+f^w
zvmDIG{F$bBprKXz&s$K`4un*-ysKx1{GJc96+FejZ8o&Q@y9}o`>XpIx8k-vHL(G@
z_)45YX^;gP(@HHBC8(6A2yzBuGa?HKXK|d*A+<`;!F8>L{)N@mL?}-Q&1P{QeV5(R
zk2|9J*YTm{U*g_^Ip7ee%NC2_ATv6CV!FqwC{o2a{Lg3YBFyoNJjTNmrNikSJL4yA
zCmqoX`{eM{$K&HS3}DEvihpV-+SDVQJ@@A4_wRM~dgQ>*`KX0bD~bNjHtlA-M75O5
zOtEKQhZ<V|RCd=is!6Q1=}o~d4~WG=*gv=L=cKvoVqHV;M`m>?1a#Y`Mzy|i>uVc^
zM{Zheom$tz2{CK!=PjCvJ69#DL{wr#S6tYWUohiAkRL5Lw!5m*D66FwTXTtY$*bHJ
z&mWqe7>fO@I=Du0cKWm6^alob_O!=cpY2Dx=RRWcgiOd0Y{|ODG|WnRUdf;&$k+ef
z3|IT>HL==fu8nw>Ocsva^Cu@0|FIEv)Bfl9U}+$n>Ble&1muM#<0OLG67ybnSMX$8
z>>R2sF0ig#-e$Zh|Mdyx9zHzJ93gJ4eTxtDu)tz>$c{lpfTz_vOCCw8v*v#NW2M*r
z4y!^z-3k+M`oyrCDgV_Ax0v$Y@4$Ek)DNY0sUgWKOnbrS&|$CG`6ssWwc%IGQSd-4
zzJz1gP94Ficlt)a(1f=sDuTB$B{IKr>-3*j?^31~>AUieJ-Hv7(Dk@M1x@z2-N^L<
zH)(-o^R#mALoLQ~22Tn;W%(^0O_}{2kBGJDtsyj}@?ZY|Xeft;rZtuV13Fv`<=G8X
zCJ`!V#qcKdO-Z0UImK$|GG)cb1%Zxno1{7Z8;+5WrZlC;J9{BXo}K4)cII?7Gljk0
zZr8h-A%xXh);+ujcz*-3gNwwG=^5R%7yt(k{MNR$CL&z>vV{FZp3x+!oR^yjo%8W?
zf<Nmm4$`EHUo&i-0=0-hJ3Wk9)qC{0ZvOmV+>W1myy-sQ+xl|U>0`4F!ry}$^$!EO
z38_5yPKJH~H_p;1;y3@Ev&H7)2XN5KEm;9AYN3YkT}ObVuYa-%<@}^cYrykohzfdF
z^CRF2dQ^us6d?Nz?$r84_|T1ah5HSV9=`yzUr(|JGKAdwpY^dl=?lATVgBC>3u)VP
zOZH-6>3JHa3g%eoob|%fwC#O*6Zg1~Cr3`Gm!uZjGG+P41>nxb-Q3D?a*AFr2IQC0
zqo_iQRV)wJF3x16Hcuv{Y)%$SQM1$N3^U;iO>K!o$P+hsIh=iOjHB~SG+xd|v}gB1
zqP3S?>XjI#%vqew;i<rLA6CuBiH57@FuH|h6-#BJJ)lv-)y|ck0Ym;{{_`1jkK7Jx
z!{4>-;2$fBy<~jf!zAFjgP8V09#GOe*Eniv2G46Q&DE`^=ei^86!eh2eYVtW22A=`
zo7yoDWHgoVKr>=2gp%{E@VMY5W}JiPw>LmSuJ;oKNKVBb*J`J1s*G(J6ZT6iHfC(y
zo5E3`nA;RfY+OL7#yEwt(#>wpJze{BI96IX)yo5N#RNfZspb$x8-CyGJ0NK6f%mi9
zYH{=vr8H2ccd#2t%UJYydxG{vYc_zN$ht2&GqRW$?1IoNQPVBV?}93hB7TT(TM>(|
zk{t@HPO&?nlP%Zh4<%7WswE2)QF_~XpMIS>fVwYBn7jB*kbglFhXVbsL&->M^083k
zvvU?NL2zv@>k;GOY4teQylYKqQLnbQHHE=YvaEZJEy(i-b#v^WbszQ<qbOH)Kr{oe
z!F&6TNc|-yZZm|HjI`+#(DKR(X(b5(poEe6NkytG^u&<wGO&5jG|c0bKqteGcIg!M
zXSBcEA4~9DAf_l6*9V$)p%<V13V(EzqMQemRr!fOscJ~SNzXY8kZ5d7<aIL;O#Bw+
zrPJ|wFN6CV9;h&s(*|T^H0@%gL!gd)EPr@msS<WgQGDrd%eu*Uz?NS0P68EL@^!$2
z?A=H9ATLx*$L#)`?<fgAc$aGmxs=23q{qZwd|PKWTVZlH)x)(xbE&}-a-3h+siIqo
z!SzfohPUu(r)W%vo1p4{WlGEqSvYrrz4quZ-9(|M&($T&%^6u56C(v&?YJ{2FOKDc
zZ+|6niIAB75rt~MNoQcW__J36q$=RRaJb@rp0l2|fNc)jZ31{+QL+ku_dcFL*Tb~L
zJ>=_L@w`_;WJJqp$S>~dNPrXIm8&*9YItNf=HtmKFzv&DOwt?5PFu1IZsmC;EStGJ
z=vBI+-`~7o719f#1?XTWxyk&Tf{B<AYb)u{y(bzFC090Z5qyQ2r!-aOzrsDMU8oWc
z06I81{G^%fdRcnGl+UrS2m}xrQn!~KJKDi?1hDTH)Ufw6f<?SruWB|>!jSO>eB3(l
z6z<3=Hr_2rb}7s+Y3AZOk@$1fq_+edN~2ggiCXge?fUC;xT3E^!*n&O9o~Au7J(Ju
z-|FiSG*-;;cAJ763Gandbk_|c*TZG_W4)=uKxw}5=&LNGfw>Q&nt}UZt0zkdi$MTO
z_nb==45o@Ay)qFZm(h&nPDkKwQPK#wDH_PDxOrVTQ^HBUy_c0qsU)Lm?a&3M&427U
zX-Q+I5+1RnM-<!qZ`Afwd)4RQv&#_>bpGcI)+)CMLU5;dH4BwgVLWx}0G}jH7^HiK
z>AYt?Bk+rzD-g(YXIwOS4n9Un@=%l9N#uQr!2$lp;bIt%^QRS+wh*<nMe^i6Svyaq
zx3_B)(Q>JSuj*71VTyvD_5}g#!9g<6A~~WJhiebEsF0pkbTdt~-noTLYbp92ew7?6
zogdSDYtFDva^d+QJ@!_>7Z_=cjeQAowKNU+2mZhqVl}ZSF3@LOAr2EMeFeH8d7I<v
zXBnIv&w&AD>#?#u{U7E4S<@tP=me?hU2BqOjFe<qUVTx)<gCCMl(lURoH6EQtEpoD
zls#3VzdL@EVhNBT0G5cCGFCZz>A}_MP3ei4?M|uuc4^W<&0^LAZ?EvdvwGz5x7eqF
z7?XT-66bzDZeHZ9go^~$WDcgzakM~<fKcyN@n^%Akw&uX+T)4Zr3cm;X)P~}Pf1$A
zN%odPa6nI%<-0bHhW6C;rEq{}h^Sjt&Gxl0uxJx!gai2Iuj?xiTg41?9daL>hj`z&
zK45{6EC)P7kCT5bKZPrSN&v*>{OOvIvLzu-UETuthmQ8lf+hy%Rint}Lng3e%QhbM
zdhTXQx|pS7G*xg>;6Z#Iaf#<K7xdqYH}FH7z6}fXNBI40>9}PsW7jX8(vVaNn_-pl
z_`9<atmox5UaP`rxz^nJy3E$~l)mju_RA|3nX}?EH0Y$l;@}X{puMyOPnmGD7NAah
z1_wdy|0oT5Z*CMtNXjlyAXm<d5xcGS3gPgdhGL@&qv@f+e21pfb@g!v-Cf$w9L9w)
zboOl&Lv@6ncT^;KQW)#-wr3bl`g&cXUqVZykwbgl1`N?(%Uz0JR<xQq76gZv>!ZBE
zUL5j~b?R@JF9?Zxz1y3mbf&1;Vsu|FDk59%h0M^8Y`=F^7Qa0aQ(OD$M$+=<I%{9t
zHb&u>&`p`PKS}^Ykiq))hWdi!mO_d9hus+X4K~b&Hz6^khg(+u4fjaE!@gaX2|kVx
zwq)^$ceM(2abnOCMqLZ29By!&&1y%fgfI>re;d6%8(f?uH+j8{N#ggkAb`D<lqX2!
z`2hM<1IV9vp2I9<2+SpFVefnz{X^85U@26wwXbBy1#^u>4}i9N_|KGVkO`3SwaogH
zBZ|+2ns|0)cO!|rfmn!6Xnx52ykW6nJwA^3B@Gx0izO!~S65f}9l+Y&7YkmHbU>n_
zVPS#!np(-V;2-pxsqxfa;@Vj_JfiGTm>Y4WDn}y04w*2KFaqVliug~IF`)TBSeSUT
zv`CT}$0?9Lc}o>vUtB!#Z~tA)&)D8c_~*2RDxPm7ze0ej?1kX$%rdYN<>bCER4gL7
zi0SG$c~#}~@r>tYC9GnPg)mBKfVur?kj&d@>$!5E+*a&JQU|NJsv&uqM+1X|qaDnV
zW^<@@m?MUHJ3$5~44`j1n>2utxHXOo=n@jG`ppM-7fU8vcT`ktERr(Y1a>hg)U`3e
zie<!$z@Fy+_a}TGHN0Y<Rh%~;>Z`y)&$4cWk2|A;b1J!}06tT{=~K>gHo$O_;lJRI
ziauRYp3jZxmXX0qc@yMb(G=h+rka2(hbrJNSSpr5J&O*^Ql<umw5}LR%Uj!#83WBO
zUbWxR$@pscCqLtpg@TjxsMW#x=&q)+n{`wnK3%!zcXlg<<i+r-OVGxQ2-V@CegeWf
zKsK0KTStJPOe7G&mxPeL4(zPl0KcaYc9-{kjihS#_Wt(j3`WJC$>;d8FFFAqPvq~&
zYuc=VAW>w)L`049n#3t059gv<6DiGfuP&M8<#6|JDg&|#%v^3qX2k(DoTBM_d=hVy
zK)*fyJq-tmLM-GKlrz+V6~vp)wWkSaf#O13m={$SNwebO;u9^&MPVg`uZhS6GVk2f
z(F>!8=8ws4-nK4=!`jtkGY8z=z5Wn-ko@v<)I^~2r17Ao2$zru<bZw@a@&xf11bJ;
zW@bNJ<UltOVjo!_4bUr_IarRCu6x1#?hU-)QR*nwG4XJYo7g=<)^@$n><TE!m5?Xi
zxA*%OkS1zth+wgfMhIAe4&GKW>(Xpa4JJ)A2vmXzj(A%TCkJ*TLP`QyMbD>3WH2+T
zkq=6vrF^l6=z-YbeaHwo{?12qWMpJ{Wo3tMZXnG_3s)mKouivYh4#sQ<>}#N7g5lE
zIer&^vvPEUwEV9zn2!^F=RQ}I(H?F1M1jvwfw=H(0;4hcr2djIbpR0{!GbRIfrY7U
z%fgcVB2p3*pWTr_NA3i7Ji4>)U~tuFwumTJe)vOPhF49z543lm8&4>%1AdV$If&5(
z?1Q8D`m>_ROEA5CB5%&mXQJ5Ltp5Ma+^yXdEiYqXf5a>_O8$Nw1`p-xGyk`3`-imr
z)vlH0+zbg&Tmrv8tpX*^g+m-=p2lg=!9hu!)P*W%754DpFKi$!m(oe`vvq>8-j+n!
z;AB(;Ibj_n-3lo!U3iV;o319!&36uF;<{&=)VD5w@x_gT@L>UuH<iaRM=P^}w@o)q
z?kl$LT@2+MUuOUf(%Ds6MGmG<)ttHkicUSak{`?;vSgNhh~aF3X2*-OXcc9GdB}Tm
zF~B#^KAYE1j&b598*f$JxQVEQ6MZiXFL;^g|3ZsWK%$gYu@Ike{-GJjl=`gRlMur0
z9#lR)gC4Hf7UkflyY}9ZiZWRJps{aN0vUyqG?}e$MFcuJNv_u>@En#m^81zWL)0tI
zPd0@_%6C4x{s465#~7YhcBWu1(Iw!Na%Zx@OdR7_uhM*53Fl==_q|!Iv}Y_<>CwUY
zXurh4*qp=j^UlxQZ*5PF&41chw!hZId#9|x-O4!zXnSFHK-;(bcfKSv(l<|dCBg9L
zYv23v(4C(_zmIOQBd;7L296S_TFGOZl6fFJhhf6;BokN?m4vkYmmB3)-kw)a3IdL8
z`Hf9{am%nBenuS$I&TyPHioA*>rqX;!+H>}ig;`8Un3Q^Qh(rQ(|9_sonsXFvY=8W
z>|@t^G#pHuMR<w*mXAv~CbBLwY*%ZkrDn$$ej|DHj2ZhR?}^3PhBb-)FAm?HeD}^r
z=$>J9b(PBl<hZJa$VYLS*i|vKW2!;;sVOKh85tRw>#hK?MzZ985_=k0)^yxk5(kd@
zbbImSxYH(co4MbU=yY_2Wp#?^Mc*t0+k0fm9aAo~@9W;~zR+ENG5m6SdtshHqXA`e
zPAUGm*+~KKyWdechIgKJ5+uL^DwC33=c2P|_;*OQXcS-Yo8Hp*)}gT;Y)(w{-=k!d
zTsc}DuhS{5dAPRn-d-*rRLb{Qg#eHV<`K6A(S-_%=_)EJU0{GzJP7fvG4{Ov|22(E
zVY%H0@n}&Hj8Vr+ynVA(E9dzxbVE7W^vQzE|LqEQy(kRM)QcAA;{O9-ZOkE4{Bsl3
zmF+c0!+Yee?jYJeo0X^WxBB8eRY@AOD-SYq{dVi};)fUo0o@K4{PbON)fRaxRViYo
z!{HIG)748|4T^?@xCaA*n1CbK6-MqT_l^;Z;&`RR$%w!l6Sq3S!=$^;yRMU$?EjaG
z9NosorVa=xT<&juL=T~emmr^Z$0^Ui07k=(dYYS?H#dV0Rrwo8Ys;wYWvgI@Jezl^
z#%rx~ykQMQz2GSr{5^>R8W6I<^J91`D`QAir;*PJ9p5*lo>#^*zIj>q@^f&Y0i~t0
z6?iiv-ip!PWKm_Z04|#p(OHb8g(;!||D>7Y`f%a?MQ?OO@rBTEKhE#EI_6d4001Hf
zUR_u<fJgU=hJgVErq=?TF%E0dbqOJp)em$Ij@Kk~v}^iR7t-Ohj7FhiLP*tWpB?6>
z@FprZT1vgGtA2U<0GhLZ#$TTxJXL1tTW@F$uq2P<U<~JrhLsUU>e-A_at`tU@8j~p
zzw4C+ZoF%0A8F8p-B+)Yei&Mei>=VfU7rR9!$58>-}KN>gaR6MO-(`&DE$FEqKTU-
zBM33)=w^C)`Un^o?i=7lo3$OuGOmPUJYLHvhca~&PF-oO)0KsGUV64bkR|+exSAOj
zLg^ILvhw`AE3bfxH1^$}nJgI#i&a4;bHgz0ys{@EPwigs5Jj_dVnGuT4WPfZg|sBn
zlVVXpuB*b*!S9h6vcl8&$ZkXMm5g$W6cQQCfHG-wu9g$zbzuAXtw$SK!ovB%?gEN{
z1=SworlGSqDzRuV=15WJM#l2`YqJD!GV4Ejn2tg0izk0wksFPdvqL0dV^P;m&5-ns
zvq_>=BnIt4yh8*Hr;mdgMB!oADFUK*er5W4BsH0(5R{M*mf2XH8cs^M(KW57XaaH~
zO}xdigfv7X6_{lvF}Vq^f~pCI*o5D|=goZwOga;kI<74o-Sy@j=y##jDxya+xgyHN
z0{SiA9TXL#d2ddxtED?Wj(IKmpgw!{Or743TjUhPWC(g6(nQC^aQ~Nay_U-z=ye$<
z3s@MfV(LX^T?8g&jD-(}z;nvnu4yga3+5QBD^t*DUuxBLa$l`&gjs8q$b7s#uGIX+
za$`oUKE+^k5LtipC0)P3$J1J-hQF*rQGe47tX?5C+ks93=gzP$Wc9cBz#+JI>_xs5
z2kj2grB>`;63qu0pk<Ix<5LZaX3)_VvVsMwccH<Alc2q^SG&|=lgkPDkO>4@Ku>1|
zMxJ-~_rGs!6uCa#3Ijv2<dM_K8-5YvL4G9aRGw<7^o?z9F|_L&kMxC9mmvs&xyeT9
zd2pqH^9wmbS%+OGwY7hOCVPGdS9g^y*9JWKJl-ali34QjXO+{)FjJvcWQ>&g<Yvml
z*lW`&!@17=OP^Ob_7ce-!ATG?EpuhA{-YFW$w?xD{)TgPOUkUSOea#)6vP_YMiiV*
zA&YkOhksp=e)-bLdjRHr-<>vY_Fd_s4oXu0*HJv0l|`HL^QSqGa;l??g=NX)01FnL
z|K@NKPi0}U3%stkK)L&?j_>(FBBs~+G&vs%j#hozBuaP6@%ZYxuB#;vxSRrR(zQke
zJ^1>V{KT(6eR@T`xrL-+%>e*d^87bJXQcL{<E)B0Us~7$Dz3N0N7+W<yyWigzWB&`
zKa}ahd`v}ghOi?!OCJVkcO(2I+Ai-0NN`d&E(juuE+w5lBjRGj7d)$VZ7m_-`b)VC
zVVB%=fR5)%PHnlS`CGQ%tsWKh!HKLReUP_<c_(-F-yE_Oz5fQHw18yuQ*<>SZyT>K
zH*0jHJfApwNHF&G&ztRt<^QU}95NARY7>OiRbW~e4>^HWK{!q<J1iYkdU)Pv>?+s0
zEp~%%cE!FH+DZU1;3Ef2Z2CwJa;DT6!Te!~>al5<hT@pFTxgd!OOg;NwXhAu5JpeL
z04oH3%Meu&M$>Wo<ttLt;ipWP+hMd1gU4>D&CixNsjO9#UI(`}(ut?%BOw74f2EDD
z0_)xn=z}A9vzc(p)evI&r|?a^&TySQdCIrMOtl5exAnd=QQNxxs{Nga*p`E!Jmwn?
zoz&MOx$f?GJ%7?F=DnGBr_SdG6FN?T_45l319Nn<%N@Izt1TFg&;rpw9O>L2D=CGk
zv3=$#={??XU{=$;u4Vh|k2~Y`>ccJd6DvDa0-K5d2;iAE_L7RYAF6Idud7ZwhMgZ!
zZqnE7)}Me(tw>EQSbbIJUcUV=i4Y!j1Ccpzy%^6WMAK5d6x-YDwaDvMc1?X&U!zl^
zySD(YFh7ZUK0hah#uHHmj4xq@0ic>^fvxcuZvWeIHX|>q^}4gCHKfcBzOl8ClyHxi
z$lF$8cxAs3EKjQqP>A6=CXC*LXwSM&GhCI~fSGb(rc+spL;Ks%C6n{1x(x20*Z6Mz
zs?Uybcna@@M@KFAJKE*@!wq=Q1C104++F;kj9-sBIyJi4lPV*C9s4(6-XUKMNIi^O
z7hvu)QvU=?Bjms!I9)-!ZcVH4KSjt~dn(JNLcx`(N2nj=WwWx5ND_tHdft@Uv$1pz
z8T!i$*OxkRgCtV1^u6KsFuNmsh+-FF1j*z+Uj*?x^MR2a4<K4Q?s96I(rBP*pVJEp
zdh-Lj@?Iz^B-8QtY5)oOU!L^HZcP{>Xwm749$j%fY#HE(ZXJU_Pw&by|7~CL)YZ~j
zZw}$k7=daDnfIV<Fc{B9@^dEZA{pfmrvss{ADn8&gFH4i`@Rs3Zk7o0e2pA;-rS#(
zeh&vHPOBgzrD-js+``{}f^(0_j-Q$91v=rNjGg$}SK--^O7-W*z$DQ0YnOEYbF-0R
zB`3ROFv#eFA?rNn{~&$c90_AT=PB%6th+kP-}NvCU(v0vKDkm<MUjF)---lFl~wBE
z;{``8q^%BO_x|g!e)?twdR2wO*3=GMyy^<KgTgJP9||s5Dr&1c5u3l7^(i49y?fYD
zZ=44L3vbg!@z-}QoN*>E1gQXlCJ93>zEp&x$fkCBJb7Q)98PS+!U4x0gyui?w60vK
zehD}QgfP5KDVL|T2dMCE96LuqbZxc`U431oe51eBh?&L4gsZj|A4t22<o&@lS69aK
z0*6tgi9d^-A8hb7VN`8zd*Gw|cx{WCVd7u+Cv6C5svhYO9*<LVlsK|}gwG(tFed#8
zP(~X_6n<tQ5l8WUfxdZ9V>(dwGOPE^PwS;QGX6=|BW{<`+XJGmZThnpWvUUCJ&LL!
zz_KIHcV5~Vkgf>4@?1L^Z*=e6sX<Er<PxX&XexEX^Ad^cky$~*zOq&fQ-G)kTZaNV
z2F$~H^v^km$@VCr-ush(4nj@vRjglXX6D)wSl-Ws_rfsI58h;Gw+3|{Q1lnYGpt_R
zkvRFZb{K=G`&sI&VGSPYF?24VNq@3uR6CWMiHM(NYAb^`XhQw5y$Q7;ySmlYUKiNS
zKz5qc!-IV%NTtc)2a!H7e61VPa-BqBCnn`9J{e}rv!CJ=2I&41cMX5gv?c$pK@<Ie
zq(O6+24dq=9E5Rdzn|;WdS=ZFV#}ut$OFE1I$rA)fWm9ahujpDZiN-6-pgG-prMT+
z?Q~q#>*^>q=WS`$H>+z$dn^Aoz6Y_1)uJ5~NB`c-bm&NX8^tyZK;=iXJ5SXkF}r=b
zRh}hWAS*9{!}b}C%@4O*L3{tg2}iUEkMsy{+0=~3I?54(rVsQ^*4`;v{DZ8cD=;w8
z<ato%xNN@%cnOi3Ya2N3X@(b5nff^XQ#iUWu;in|3IbYS*uH@=IgKT1-Spfhbqok+
zC&0iqzZGcQZoZ_#gQUQuVis2I*FhNP-==E2yll|rMAjvz*tViWj7$(rE|A_lWY0V8
zAYlfOcw6w`PHTZ>_@xRCN6!DnkL(u8uijYHWkr5)!LXH}@yZ|b{b|9B+e=?WjX+d{
zMy)1^4V)`Miz_<GS-sErYTr)2{ASNZKd0^Mb|!xKjX_5GFyJV9-UkmVY_)2D<za<9
z?nF1HXNVx$<aDoRBjZ)j74G4kBnTZ2$ueBOCk|V$x>_7U;P;S+&}E^2_;9m!Z>)${
z>m#yO!F_I9a-j|>&G}<Z2qO9*+q>U_3zR}i$BN!O!eV(GsQQc8qE+ypt8@nyM_7^L
zI8a)4QEsm=6MS~;UOY`K`-&(|I!Co*ecq8!b5BHNKoWrb(%PZJAc#WF)-%L50Kjfe
zk9*c-B)8kj80~~-EQ<k{sv4$(4^ZKC;z01m4G;$){p3I-4=<c~Nn3d`3*e~E?+J5C
zO7W}P)wlZ1T|jacpoYWET97PtghNZK6_yP=J40P?VT+Pxs?>y6UMOieNwcGOt1cpP
zS6ABFk~=HV?785m6L{)eRZ2w<P#Okv3M1N?!2hxh!c$N-3v|3(xp%zWgJf(@kG~8G
za#3IooDHCYL6t&ZRhC9!R)77+v!AS|pZyO@SeBBNh{5S!Um+uhp()7%sfqDHjgY)^
z_&vsMMmC^mYX3!H@@5-TPUH&r1&Cf5Vi(6W@`<`4k8H^yG)6!1;CsjwkL<3hyM~8d
zrQ8zF+*Z|1XB7+B!MGVaI~sGg!*(juT`wZe-fi@d<|PCZcZ7Q%jBdV?YGFVA3*asB
zU5imjAE|;Q-rpC8n*0B{M?wi~KnCH9#S>m|c#z4*RrxA~x*;<3*B9OY1V+MH(F1|r
z-$2uq1xc$=*H$l5=LcKUehR2wL58x-Ss6(32gXovMF3I%K}~wW(GDQyp-f|&QQh{s
zb8wUg$QiRZ^H)O4RQaL|Dc3VsLR^h><?D1bCRY^W!ghA7ANQw`o|<gNPs!CJNBgEI
z_4juHxyA2vlYQv928t{vsEW{FvJfjxcYve>nos?7F6T@9qDxN?z4w9Yhy{O6CYrk0
zzIbss{pP!#37?<5h1&ie)q9ayRubd;n+pYsrUc{csaHTfgJTUSv=;*AMkkIqa4OVD
zAA*qTE?MG<3=wPm(faq{b}uoRc+<^at$sfK(K1l6mmA_;=fpETr>n!%?X?uI_L*Nm
zah8Gh1^we<i~>?O!Q`Y8CzWk82Afj_7ibe6bo+~B2)?S6s>*T&CG>j`>rMb3L=6@q
z)>c7@yUCoV9nITo9VGJJ?n+jmIheq0#<?^9mnS72L=UfvL5vzTLks~k5X1RYld4Y%
zmA?tAe;;Z0ikOKXd@HI!&&!K$XB(7)&kDBhfP-cJsKc}A^ai;7iWjcOWMph%zPj$$
zZ1aAg&=Bc=`a_(9%SQGJ`V%ME=?3nJU(yYwXt0O`B9$)2Wwja@;zF$ajbf;!mY}#V
z<ph=_+p0s68k(t9|4lF0?yBROAGVukD!t&Z#c}#Y(NBYj$_1DNQxlPj{g5xSFq}=r
zzZc!Feo8^|5mK^?zdy2YDwwtwIwJbtbipriY(0T`(^oP%{4i>}U()x@vq_59EGLyH
z%n${UTFT2Bf$}{G$*AA(9+yT?4K>MHGS>=3T6L{jRnC5jEKPIbjwP9AabTQk?}QVo
zkC2vbQCwtqv5+quqDi84!g(NZxmGmU%B-yEL?u*bA%rd_1b?jHd=U_*g~ktURgUjg
ziVTy6z_5jH1J*g{=Mo2Ta*)CAx(s-b4~NB{z>UNv;*A$>DVqvny}5YjsTmYB?e5kT
zmh(hH#>aZ^fGScUCZsV4VZOikJ0T?MQG!p}PwWd*;45pVoN>9+D(I<jW^u#TJ3_rT
zA~36Fh+&?36P8!#P$@~E7JDOIZt&A=;P}LP5a=0Of_WX2L%R_;oi&MZvVFN5gsTG*
zS=_so4j`64ceWUTmX_~7cf)^DCOuIwR=*;-B>10tnZChU9xm&>)1H(ZVhmxtKq!eQ
z0!Lk8Xl!+IlKR0G+t7VK`#9{1QdKQ3^6Z4Ei6OECB)$ii@rF4CeZ0`#@1|C+6y+A=
zhpqR}p0i_@Pfvh*I^|bNO%pHN5T@f3Mv?W0Eqg_5s=IZ#{d-3N?1^$+YCH({=jksz
zcz8xm7c-h$rW)nHUi{8d+B$-kt$~mjc%h!&JNUhj2!4dN2OKa!2&^l2f>^O{hesel
z$MbaE?$Tl*YTNoFN`qS~KAsN>e0D2R#w==8s{zFT^UdF0HE^;(<7*MEYt#B$Ts_J=
zK<S|XKkC<rx;2%>!AUH9zGLJK($>GJXtfZ42x6EL0}{pajeWK(x2%e^MPZl-QN$Y2
z%@@I%pXFjs2(h*m+~LS*yIEE^AYd5yJeFHBdapYrb_F8_7(bovRehs<Zp~_k0&M(v
z5cmUP=;Z;dn{trTndc+P4$hQAJUKw(*ya1OuyL>-8Q<vzZTND>RbK5B-gPgW7Wu5Q
zW)-xgqxx51$5m+U2>^RV`g3a{)1wxQ>A+R=()Ar&FRl7naiLKes~BTp8WOTP*W%SX
zvzNh;2V`(Rfx!<A$PZLA#A^RWomXvB#sgh?@NTbFaqK@T|JiO+RAaFAd)g+X21Krd
zW$eyFoY3``(2WPgH+LnwUoZEd^K&67wTOrhSiD;n_%|iVtxq?^h7mzx)N&YKg}Qc#
zY7T2hQ~Htmh<JtZ+3B40%DaR>lbH%9N3$oQMwBC!^#c3*#7HIrmSP&TSq<eZ>)Txn
zz<MfuO-4zH<(ByA6YbsU(UDpstLBHdS*5qM>F!!a6r$0HJ-w0cxwUd~n!c(9PmuLs
z$4dS|uzFZ10^oHI<AXid*3aNx<30kxS#bcK;M(q^WMX1PW4zB|y=e!-p8mWql>*rT
zb)FKH{iOf-f9z>w@fd!=$_HT5#7@+gT*L=@R1IYr1qJ4NLDwglr4ms9b|Ip|ICcLM
z)246sx=T{mz+mBYI(3O|d$fNE?aQ6F46pNi3{33GAW1>GC?S9zlZ9W18I9h$r<9Pv
zm{BIgIN57+;@4ULx;=mDLkq&;z|bBP*{J;0{_i?+RU@@U*X{V3mLOi_-33ofq&!Bb
zAHtXp;@CY>nrGRi?rtV@su?JjKrV$Tx(w9K{@>5(OX;Ak#y<mU3g$#1qyLDhf5RYq
zdXBB1T`jj%&$6yz76Zr=T%Ep)45gwGw~muVJtD+`?gm;NZ6kM1XJv)la4#j(YjV?m
z9nkZoi9OHq^<0hqrs(u3Qx6mk<4qEW%M#GP^sXU_&Fah3_{&B6&`cFXvL{@~v>MA5
z_w41cy9xNmd2cG`L7*yEz`gjG*f~9I;^Xe<q_<pGVwS0{IF$^oqDm}OR16M~=tbQI
zLZu6XIruvhWU8en@6WZtRvnkj)a%1eTeb#}(qvSBns!^TTn#)y5Q4uxYkcx{aF_(5
zi6{JI6Q+exIP<%|=AfaIHElb&<Ng(}CfthCDi@hw3gewe>*#L^RWi#ydf$J#16{X#
zH1Y-(>b)-&Qv%6!D$)`Istjri%Cu{RKdqa^<FEYL4itNJN~NX}=Z(>_tRCUV`umk4
z2tZ)?chY_`cUHQ|h|5}$q}Y3vAIVpE^7;(+WE)^0j{KT!+ADXUI?yn4m%VZg0k<2%
z6Tf8G?WR^4vK0j1f>QZ3vU~UQIP6z3SJuD_FJg#RQ`eoiLB&*kiUo0|g`QqEA(mgg
zq>&)_`5j~<@SeDojM-g@Ny~UVR&1}<iHYC38RD<v+qGzC{@4vQC!MHwfC|*Y&xyk;
zMkn3Sb;7IcAvU~8wHCyM=oRf)$B#%<g2?jlSjyo&_~orIup{6}Ox7#@umSapYq0wb
z+jlNh{ZtLz+JmsFZ-0CbFz~)e<RVdkq>9HNC!JEWxgJ6o@^*K$#WYT)=~PCqgGv|B
z9z$5tx&(*)pnnt?Ph<L*?fb-D=N2lSjkJ-3-^cSWvN9H>yA&ZA@$g3bh*|fjyO$K*
zLkZLb5&|uVyI16!HweRL@K;ylno|d1n|)JUhhyxUAYlJa{~DyyIR)0@jwm0YfoCe4
zH64i->L@{v`cmW9&Vi!W(8l6B)!ba@2tD+AD%dcLP?y#2`#%C;(1(j?$dv|)l4$!4
z`hcG{`(V>_t4}w=1!N#L48VB?VeMwn4N(xeehTp@LuhP4x^6~t&tMr6<O@5%TQO9O
zbHDMq@F^G#02$1iQ@uLqNg&iIqPkkE`2qwWJgWO&X{r_{T7^1_B(n`*#wznNz1Dmp
zfNJ25b(DmSZKu&ELxHxqz>bE+ut!mTEwsG55q%-B&s0V~o8#7Y=Lk6V#zs`L^G=Ow
z7U=jgY)hqdkG$mYCc9!PKXEfXc=%f_7j6fXTRiJG9UZ&p1nYcC%BOxgFILaY7wlYa
zEbg9o*H34we2y2*u1e;-U8oj%n*z8v&?RM|XzJ@n^YqN9<7y(k?8rL2lGV!Viiw$~
zO!G}KnmL!sqfwcj)m^Jzm#bhZ+#veO2#aAcK-3JFA_9mLLXCehg)WBYAQT#e2#JU1
zzqNh#%L2$gKMz+I@QZ^LgywvX@Sz3c)E|HP-eegnTJPJOK!sE6t!W(OzT6sIldWY!
z(894qm*|VMRv=|I9r!{|cw^Cp1$pW?#z{Bq6oAaRUx#Oxu<rDuBnvowc~3&K)4|;=
zV__)jM^9U5O;#U1?ITPy_a>U~%EEB4zwG=9grnw4<_j|IP;OwUSl>L&IGM~x`=&ft
zpjK@S2|S(5cOGwyK@HX#g42oDX_ByK;yP}X%ucv|NSCqr#CrtRpbSy{6{6QIYTceq
zz3#>jlMwavTixC#%NI8xKxPY_3ej$ZV`WXerosyu@bg1b5-?I=jx+3sp8x835<&1H
z=LRz!*vJ-ImIAS{YbHS!YS0X~4{MN)Zo%b)icIHQEta1=ke=ws$b`UGa&m3+IXT@s
zy_c7l`3poWZQKQh6{Rx5)A%974teU%0ADE;*)N0w|BTpIKLu1HTAJBEU<fFx@s+G_
zQzZ+E63%nYH2vr5Y8}Nz$B1pd8VShu{wl`p)F`b}9XO;%5JQg))VSN5VVXdz0;TF9
zwnDu7fOj~+^UP*0sy+l~AdxclQ9!hlAk7mMr5T%-+LU;S4j|6c0SwjlLPZvauLZjO
z3*WakhPfAWjP7@+Kt8AtUkaE@18*`dx!`^WG(QTcu|D>Eld!jAea22=0Qlm4;q>U@
z(C7l;DGaCGxRw(C;nrNvh7bIqVI>3XME3f>B;e;(@gWAf2r4>q1@EGCGs_k=)Yc~9
z?2MD9e!Li84>a8r3D(HIz6)UZ7(@*`ydx;tfmUj<M+Yzc1Q}+{)z%<{820xPH0MK4
zsWJ92KmsdT-1~a}_{e&*qk{TTmnO7N(ZM!v%x3y$6eD*Y_R_rNZ7#ARHU2HXDzDY@
zs)uJU&u_&eFdbaO17~Ex6^@MZ#%+W{A)C+ZUl`H3VLy)%nOwNED5-UBev$nU2eXCf
zN|G(q*If2ql%HGDcxrXr1nBp4BuhIMJuKO*vRxg#ECOE)<{yrWICp+s)j`{}c5G&P
zf(k8Yb@G4Bmj2u-fqx6h?P($yj|J=EJildzzD<2m6wm_Z+W1!EB7gfklk;P7kob$I
z6C{X^+zNcP5vU7iDX`dRMt%CEPSN^}Su2c$=Os>tiku7I)zLZs<R<ZKzI}-*brqI#
zM0I|Sg)O)p?<5eOE+M0rGGBl=n*bBIYf;o`*AFCMG8be9Pily{6_Ml|%=tqEvg`Qt
zd%2csN_vv{Q#%Z|XI4ScWcjP-qg*t6jc_7w^5p-)n@h{6YfFXyi<!v<sI;QMv+h2H
z4BU}XlG<>ewuO;5xeo-ig&44gs2Ak4q)t-eqe_Xqp{En8&7Tb**!ahSEY%^UYT?Ey
zIQR8ZZW}1{Ky%ZPAAJ#Vin4!8ap;h%Jp_{dz=Q*t+1t|z=uC-g@ad}fIyXd_u#x<o
z1Rm)j%ksjX-Oi4=3HZ0d$ch3G&!A&lPd)Y!3z>AKmr^bY;r|$O*3DKHF-8YEXVKHc
zM9;pw1qYbo1s=rn%cY(u-be}iCI^d=Bd5qP9;(>Hk@K&YnOu+;Yhhqv;%#nOP&KwP
zsg%BMaN}1sFV`;2Ms)_M7I_81d{Y3@g?SV}R^Y&OPr(_jr0=@!3}P;{f*yKg3G!Ga
zA9Ub`Xp%+dxMZUJci;rJ&YfE~Mz6xq;-V!BKEHleIQtYo`QRc`CDk$0K~QhyR>~rU
zk301Qm6iuq+vs7sbm&kt*-Lz(MV6LT)huS#B#Nn9Wwk;m&UliOUg90pcm!<R@B%^A
zzF@>BDA5V*tZT>_%DBmE(Wg)06I`VOi#1Uxu8{>BNH>Lzj6HkU;Wj|<<12LMXak?l
zFID_DL}b=rH(&1PX1NmpcXfA}K<Y;x5Hry#4aRt^+aX1Tk9SD*o!KE7sTAWq$JV?~
zyCIhnDu6DPA<7YJH!abT*0~W6yXNb|W>3=6mf+32TzMPJ?}Y${MH<}W$j7Hrj}alL
zJs@J=Bb<7ZZi*2&AAO()gI3zx9i>J~82Hc!pZ}AGVQT|<uizoDvm&xz(MPN2_>|bi
zSzX_^vhdU5HEZp&4P!0!T}&6PpanZg<22XSWWM2(C#K7-aDF5J27&#0eM<*K_a@YL
z0@#90aMRb+%d_-X6|17AQzQU9kt|~jHdg6X;?YCH8z&^QT0Q>@<+30l1o@KVzicmh
zB2@-T4sSt*muI>{vLkf~GH8-})%OF28T(0E9ND}TEihpOZV$Ns!Z3w!)7U8eBNZW9
zc-%uE!t^>zAwBG=LNXJ3sC=r)9fh-}Qpe3xFN9YEDXb769K^$0_!yi1O?+v^cp2&s
zO9uY-{OYk<>VhsF1TPN3LE`oPhI;|u8Yb37s^cGImqA)0U**oyv4U<EF5Nk5Nf4^9
zP0{dt0a&2+H|Kg$?+mW9?B3A{PS55aKS){Z!|KvRH}+PvMj78*W(aNO$Cxc2kg>32
zWEhY<g|NNw$DokcM$KIogb%DEj<5Q!2Lc85@Q!4>9Ng1DN)RuKr^Y@bgdj$Z*f7tS
zH+Jyfr4`2R70Tv`=&-|wTYn6q-Mx<mi_bpK@*siSRSJb}rXtVG&}<SOXQN3mbNn)e
z+Jl;ma1indGUP@x$0Dm02ZZ}#yCc0BUdyC07K%{SfBwOl<}Uc`WkVSYxc)Xr`Z4Zu
z&wTwydY2|#aVUU=t0)8cQx@yuk}E0Ku?Cb!w<H7h1R?dfJkmF!jHnV`|D)(SE9)WI
zzG+2rPeY%cZTmC>5O-gN+J8<?u^;E9cSY0niJ6pNng9H4fdc0vD-86aYzwe77)!gv
zYelUCv2O!a90(9R7z&Z*4uVAI`mixQzbXE%zKt$mn6leDU?}OL!^W0T)ztjRYcQh#
zaM9&JTa03KH#ia%nkt-OOY-GyMhV6Ta=<9kZ2MI#2OsN`NG!)az^!=o?4ZLQE8YZ2
z#m`OXRB*RkNO~rs-veWr7>k8bN~#Bbr6O=~y4M*PS0*iQ*~bHQo{~U?<}^TW3%rX3
zNoL*niLPYniOxsY`~7cgIHek*e3i|OH0rHFafFe5{!DgCr=Zgn!ZOPs48URV_F#s$
zAT(RoOHR|SI4(7&+1*3a`1?G`{XTI*ibfJ@aR9Pl6D||8bokD$wE$o*5rkFXLEy~f
zgMs)Z@Aw(KY4==kVje^UM5zD@rDFzz^qK?c>3r@+5KsPYpGkN6n6AHt#_72RYZ{i5
zXdNifzF7EkJD)T6QG5UZF>Uvk?#%Kmp}7@NQ!Km85P8NI+wFT``ttIIY0MnRW%>oC
zO3qixOqiNh;rsabTpqUJ9L+hkuKWqdI6OZ7bGXuWwCH#6jEf7m8j_I_2V&-*vg(w!
zgZvU)T-@M_w_S=CKE5vmrBaG=Kpd=2se;KqEiOyTuB>He;k3TN55V}`k@(9HcoiIH
zci>8mm@onYQ}gcICt9B)KNp_AWBMGWgrh~j8-ejbMkeRq2B$Ua!Z~mG9sxj`ByIG5
zj3*^RM^WJ(^Z=ZRSn@$9V?;C2o|y+^k%4hc5XZ7uI4}}2_hZA}C_5SRj3xZP7g_mZ
z*PBJ7${-n$R+$0si$}A*x039SNO?0YmJORk<G?_16l{t}Fo^iO%UUN)bF#X&hDSt%
z45Es*?l%U$PQ8oI&B^($Q)Vm}0C?dv$AtzE1Et?kZ99S9=yi}1T3QRvRq1Qy#WBMi
zLj`DohugBh4-SQUJ<~4_sW)rJXivfPM1;`s{S4W{GH!)ImV}n3qHFwC<Ezv<wD;##
zr<_L;nGkF=yN*t(%?teD8$IacAM`f`lKvYQKrL$P72XT#k?^%2U^dC#%4ZNPlO2+i
z0l^5RGE#S`XM9%v)sVF63QkDU*QjP3t9TDA&J}6{d$qiV*Zf=fqw<9vs#84-q9#+s
zN~H0TC~<x;;SX$72y7TO;qdLvK`ThTVp)&?BeR<h|6pt`wMx{0+?4Ee5ukHp(=CVl
z?_4QVj|`s;GXJaf)VhcJ8}6Wc51vLgL9VpSud&$@q8|ne>`bk-Jc&jm)e5k%edA@i
zBEUTC#2A)<D&AUQ1_7m;I;t`8!UPYZOSY_I#6K*0@H~_7zs2m1$Qy`6Lq@3{r^CR0
zE0BhP2_d}YIl87N5AYR1i<i3c)ZZWappy@pne3LAw*^Y@B8<8X9}F`-{@a-~SAf-l
z`9~lm<j>F$&X+G=U?Lk~uYJRnqc}>DRWQ+bx;01wOpMUq^P^{A$O2<F)VVZs)^2WY
zcBomIm?Xh4rqR(+=c{AOEiZjvQ_Wko%qxFETJ-pZ)B2I~y%F;bVL{<ODZA0Z&w_&W
z^X@;KUlO;f)|HY1FTs=nU~Juyk5z0Mcg2q`M>>v6YEYWtPyH&+%d&-6o+QBv%K!NS
z+vGW@QTTy@^!jFUF>lA+XN##}J+x+BO1&+#=J8EEeSA}T&c@rZp8NC6$g&1i?_6H0
zYJTQ23ne5q0*g->F?(kcOrTbXN{V(OB_yJtpy09{XX;NEA+eh*{td=Ym~FKu$5DlM
z(GYv)m#Wry8{Qrr+^x9Ch@Zr8H@<VR6=5i{8h}Rd$14)y7mc;Isa<Cg+06syHid<Y
zJa)6Vbh802=Tc8M49-$&y{vJ|FS+_`h;N#sMEIQ{=c*U%PzHZyCvph5*1eYh7@Lmy
zN#33}G!Oki1|6kAds=oiD9_&ipDmUGTb6EO-Ow<g!bkTaDE}>++OZ?c$@T_(y(`P+
z9Gc<_J4(C;O-TryT%5c_BN(!=HOSIxf+V-I)+}RM#c*J`uU=}H@G~f;e`y=RS^8?t
zNd4i{<S17vA5Xv8>kmW@P>~rg_{03ey2Nz8YhJgPtsDEB1lw_{Dt5Y2%N8!e2`<R;
z1r{GHltZJd(XGgv7C#YM6)nK#Khb7=#fU@tS%xy`h^#G+ZP=*U*vydf?RrP{`+z*O
zS6^HK5~%H3SyOQDa#!+msG=a^;@xG|FMjiYk>yvTdo$12A;62iV6EPlBBs>YaoU7F
z#L2_~v3=Q|E*zVVz2n_diuW;dTmmGsL?(Gj<v?|QK4xz{J!|e?DDW`J)}gmE*OV*%
z0Xe!O{pM!(q@?o2?`x}!nY?9<KJJRz(G}{O)C6lw9FiS#L4Be&?2d8{W~BDauv<nc
zfwyZkB#QU~Hgm?tZ>#dJ&q7$J3CEOEX<)w#1AutTV}<7-YR}GbuB<*4mtxFMGSulO
zF7Lz&;IP_ZraEdfVU@pXQDGi+jmb5zb>wc3ewSM=oj*aeWjJIwG^MPZU7T1gu0yis
z;=3Sl_~kwbYm!p~W_{ST_wh^ygL864`Z{Ed%lTPZ`|=Mg>wf+@19@X%!^5g~<bprt
zHC2jYxE9E0)?PPXL~NHrJow3@u<$VWA>QSezeuFI)zyA4bQ)jlu^@c1oU1DhXnR|O
z;$T;AG_%t?_n|d!^}r*6)lS>BdfMiJqHgz#*3LsMMJq=)&&m*r23?BzGl$26@uh(v
z6|C6=J)Ezo>kCs<B@OhX?Y{;k=%te&gq&7U2RUUSN96Ci><;YISatVF?dgntjOcPa
zqPE}zMcRbWCKzvwK&Dq9FHoTHy@D-4H(N4$PdPM!XttNX*dg{)gDdOt+#=S$d`>g1
zn6MmmJCVN;OAFucU=JE_!@1`kMc<89m$B1zlzb?IAk~a_Y#~HR4sBh<Ig%DLZ&j%(
z8}@y)#I-$J-Kim+-23W$U_I0|^xEXr*C(THySo0>)D{pB$ZpZ`n5gZw{&al_0yXJp
z8{n$HKH;dhSdYh0mTR-HqEAamhzX)8Kea6}@fzg79Qf%EKP}wLyu4npoMpuSQhnaq
zk}l}<^Q5sF<nm^pmrU?dBi6)x!Uw%6Y>xL`ZNBTzTOa$<|D)*zXH;kkV(@#)>cB4^
z2i9f_2eSED?OccY6D3t2hDIjZ{79>m+-py%qMo)&udOOs1++LShH~EP<++{F8jvL3
ziB{S`XR^SU1eDOQu-r@%PUB*C>*OVBe0=lqix*xqv2-DqVby^~(%nd>tK?)@<`@1?
zkvfAkcBYK5C_Y&IXnvZbLhRJuCAm$u?2m<w|MD8HO`_(~=&^fZ$UosV?dz&mVkS{i
z_xLiI(A>~-P)qy}A`~s*0w25M?AU#B_MyVB#UXug!j1gGHsSs=;>m4aNjA6w6eVz|
zibdsh0)ry3DL-BtZ<MYdGOB9oH?qR5UYWH~JC%#;3CBgD%m~42q#_vQ^`QnP;{hK{
z9tYwsMeM>$*vri_fK?<)6R-X;2NzLa1R^fi{{Yj>wyDAI^}X1~!ok5Q_&&1I7U49l
z2aEX&j3ejU{wd=5pTMoo^SwDpQj+FM1yJ1<>sKqLVf%McdO=68kdW3AYMZDXwV}<o
zM`4R}D+IU}?-%tL;-WtMe+vTuX#nfH$18JXh&7eD3<{-==2gM^hYe9cJU>5&g%9TJ
zfzU<uR_uH(aJN%{Nlte+7jjdjMrRj6XA?T_#(rWM`|VYui`0P9=QFPjJ~{>lh%Hq4
zURS64Fx|)5`tk2yi`VJGM1g@#h4k*;n+7s-wXHT-6i0R5#^7pi?g+Ye=b<3LBG75O
zX^yme8z{Zeo(ru?R{yHg^Z4!9xC|6EydCq|DdNGQzUg5M0-iu9l{xqh?`D3{@7MpM
z0*Y7y&Za{I|9}8)ul;%SAr%FM-$2-#08-o92Jdc9hDNevG1v@hUZZD#;<NePQi~XD
z6y8>|Y<aRp++gWDZa2zv-`LU@CC2ldR8B|pzJkINCF;*6D7wIuE$~OP&7OJSzg`td
z45v}o$Ozt70jJIg>cGfw3=;G8-eg#H3vNtUb^8O927HV4S*tog7QGmF<FFN=U91Zq
z6ci+S($C}lFWqZ-YfEpa&E`629x`+rn#B75G<V%WO?F>8iUm<3y?2z}0){3<I*7Cg
zQluzF1r!ZUM4I@aK!8XGK~N06Ns*@XqN0LERHRA}BfTqxwkLk>w>!VtnVs3$nce$O
zn1O^h_r32q&pG!#&vQVzagJNrVPx-qhcZib6Dby{Pb{&n;8p+kzn79dD-qPtckE;L
zKwca~owmgS%`>^VN@qXDS4;h~)g^pkoNkl!0r@Woh$<sU?U+Gh>JK>T%zPo7b8FlY
z#4D(4^7p{~=H^pt85p)a)OOCF@sji>O;b~~F57Pt?mus;RHmLB_%q@=f9v4>d6yKD
zddT6=aK--S^8KIxt75=sn5W0J{K((G-+{xt)tBD4&G<hy%})#&=<ol#`AUua@I(Up
z<F}I^umh-_(tnadP1<rmri#x#e}8{)BKElViyULYOeT?pwrEfWi;IiI*y`K=`p*BD
z`9B{D_JB{SsuG=@=pz*LjjCW?2-)x7zyB|A`hQAC{~$no!#K#*|NHo#-h(38Vf^Rz
zD7(P%#sA$qM@*vGkNgUpqqaKi_`7QN({O6UNJ+lwzvDT+J#W!kVp~OM#-~W1ZEJ6*
zK_Zc~2M)AWyMMSg(~pXa>c*TtJw_&r275(BL=+D5;*P;7_^s;(Znb{Xp9+Wda7me&
zG3-u378DJvw|97IDtm+PWO%A$pwVoZZIbla8q1Ae79q@|%dTo0KWE!PP%~D<<bF#}
z4>Bt&i(0)w#da6g2{IzSv#ZOwJ4yV~P+f&@CMy?LbbeMK9avHF9E^QH)03?U&UPzd
z#l^)djouK3&p}Ay5f#Q8Xlw6o+NOA(%GTh$GFTJw^y$-;pv4C|UA*{&1g6WQO}w(r
zoAOXd&_Rx#^eF+-M8HhNi)(X3DoCTFB`4Rf7;|}pRPY#HbGvRVWLp8<#2>P@>#*kL
zlWOUvub>=!*Yk6k(SB}QTU%-X25zOq-disNf`Wpm_NYi+RRK9U^9ET^8m5X3n&tro
zBJTM7^F*B-ChUndAnzDw+maC9AX@Pp1W{U2mHXz}A~A}%>KHJ#xBBX6*0}RG8p`?h
zJ4WnCSY|7uq9_!qE?`jzC<iKh`b_NXq7Uq?^z%QAK@FH(qjY89uUj<xz3pSpeW`S-
zBWK+tY{|;7MdCb2+TqF-tfAbAqGny;dk-qJ=?iVo;<?Z#?+XaT`L(yVV>j2Zlgh?>
zj`+`yNN*ik?cD`ds!`wuYRo?9)x72ZjZAid(vj$yBI6*@D9U+JO=D-%NA1^;kJ3={
zjpYlIbulqYe54_rQx6%zvX^jhzoMdIWOQ^J$W#(eOoCqTyL>Z#Bu<bKTs@-k8kB;S
zSfvrME$SRFGcz0W^6+#xJsTLVGz9%x+2C*S1}9ydoh61s*Ow-UJr9l>kIRE@<VVWI
zLjRe5i~Fgm*W0&zzQ2j@>KGkut}ZArOm4DmpyyUJbP?G0>gZ*YwksGuitB3*4RzlE
zqMhk%nK{sjFc?fB9&c6%5O<P4bQ9aI@#Wcd*<XqJu+H@<g9qs7B&5Z~EuI}`(+YCh
zSYJ2V2yPAE%gV?6!pYImk>~<CmY7m}$`Mgf1JyXDjZIME?HiTd=5q{M)SKLf?ux@l
zjr+v|Sv1@5y@=x@BO|$R<NHRNVVPiV-rT^Lne`G^R(yq5M>hNX)jED{fC6rAFABv+
zn%7ke1v-QNY;Aqf+ki}s;09mN70u;V@+w(y$jZ)kQVpi~PWpjaX)Zi%`kR{XH1snK
zKX7n-6v4g|)UfPaV_{(_80M7_-i>v(kK<8k3wCy`udgR=1CmKa(sFWGfsxL@64(bC
zhaM)8K&|21tHj)jKmZRP=b}56{b$mud(YN-IZTdIB_mhXfNXJjrO7r2l&AGH`BWd2
zwYdmIGH`K8sE4dAoc~C<B<|&pRCey5om}kI*eL04&M?#5s=js8UB%<3smA4gu+~8z
z<GVwa<m2Nbde&b4LKFyAu(F2$=V4N!AOV+aSQt;B7fN<~Qd?{NOp*=K@klEyxkX^B
zOue}Ek~lFjVO03VIe2P6U%-jkIdgOelk|jpAkeV+e<jC9`i*+D4GunQ-OygD<ktoz
zVgj0pK5G8wNaIc8!Q|ZP1Z?x!j)eVfe;r`<3V6QR1QNYio5(|vZlZQiJ&s;+Y6?o<
z=n5-6e><{3L>E!8DPSSxYdW<74x-mc9S7V^(wF?)UMf?$NjuxWnlWDuSYAis@#M14
zVX$^A8m<YOdUa|&w8<7%R<@b-vP}X&X6%W<`IU6Eu0d>A?A6>coNkFiiOVYLOfgTN
z#(lj6w3}Qs>nr8^N>^n{4Wyfz*=6j-N<}?v5Qg?Pm--4AyW)6X3!-)}DhWgeJ353>
zUd9Xa9A=GbW=E;CfBswxk)hMBapJ{AUCRo&59`b1)oFYJ)$y+gUGc77E@*9mtJnV_
zW%ZS4wxM2Xht_lD8%%>jEl)1J7jnOKMSf&gm(F4JBUTLCy`kIf!)1c=%{w6xH3gB|
zUEEg<mE@5Y_C^eP6bVV5h4RoXW4d!@_m4&C<Ww%@7-vd**poIW`Pm@}(IU|jKS)9u
zb#>`UNk>?nn6x}B{4&@d#p>)C_-m=9b+x-##d=kl^92AhLberaE0Zl9sZL5=-JwBQ
zH2N(ABVk#0aZ5;J+Uwb@;v5qVRl3WL(Q2k6sw7RC0<aA`U+B6;StY(oDrgW7&jG#_
zG1UQLx{8SY3fvv%(WYR`!~2DC0|FR<&O=i`1vj*c=zNm^lzl`^O-;b^TcuTY|AMio
zM9di6gbq-nm%G@*GZ|+8riks9M?CTd$Y_s42b2fN3Js)_$(efh;<P-*nJ2%%1CV?H
z&!-l^fMb_Ukx;>XnFAZn<T=st;85DotyOjiArfjLMJhPX`Ec5r_`u4ls@!Z4x3<zS
z*kiCajx}CNP;eKOoL&Py&km+u4OIAL>4L>#(^UP6Y$k2#_9U01Pj=OwZ{O$6qx<zd
zNX`-uC2ntR81E90ABl;8NbWE&{~_Ou?Dd%z`$SYDUsvu?kn~ZM0v5n6ar|oYRt?KN
z;qf;GY>)+Vu{S_TmjDy29k+%|SH=oOM@JK`VDNPXc^@VT0z9Xu`@ZZzcBD4Ne$EX`
z?hQ80QWFm@kK`oW-bbH6yi+(v6^zDk)o|RVQW+&AP7c5WRNKdv?bZgXi;2-a{iPg_
zl2@j0tAXo++RuI$kLyN0YlWt|XrZzsT;C1G$eY{i<i(k)UhiJ_Fhf?RX}jq3=gu_+
zhRkdV9ED@*>)#T^q@<GQWa8a37yPF`(Q|TgVis<3WkJFYc~(g>p7<5@#hbvF_r916
zirT~ycYc2U630e6x_i;-UL<ES*w2gR_Ty{`KI9&&iqw?$?(UOzSCs&7+X<`4%VSQq
zvx(<B*F39xa%Px|;5szV7SHNkwdxGw87ZdrVQlO<ofq%hEIX83G*KdPJ=XO-P0a=7
zS|x=?OkFj%R!+~MV;POPhkSa~F?v=O5mh&T&4CEQOjM!`V_MU8QL&iR=@8U;5Yi_8
zgz4`}x8V{9rzf?T6OgCdnH6+if8c%nc}{@^V&fJNiZFL=9#h^u(!o5`dLtw_&NNC-
zB3Ri6C_cYuZptFYJc<@l_y(+N@&d=CkFnHz1yBxW2A&#s%P{~;dtV9deYzZzDREgs
zz#^#=4tJA;3TV%P16WE{y|7GE6e;zAs$W76qn;w`FqP<1bmoR?yjYH4-q%oA)kIc5
zA|Gm8*U;4T41`o2o&am~pvfM?*Zh))QxX(EJ(qI28N-!Qa7`w%CERdtQ<F`0-478<
zHU^<_hUrB*(ne#$Dy86j(tdw6H8lyUp8Qg;j6AYJ<Z0UZqh5D(A6kkv|1g@mG~DoX
zC0Ho#dZ*rxmX;PeJkIu$HWcHQQ-bk|zx9W`rJZfXEwZ&w{dm}oN(N~=nCcfXoWi9Q
z#~?MFQTtrCBw!Do(0y~!dJLY=&-hE0+evmk+H6`%#}fFkyN?#B9dxEwk?$$tt6+P&
z#$7P8TYEitVwa`73`%A~+^<BxJZ=f?(0S@-cam&u`#i&{L%p}2M1VM*bo9Xk1egPp
zl19nR?TvXQHJL6W4zx$o`we{pYYwsvo-k=%TvQtt1gBvwLk>Nfb23W%P>$*>&}0c{
zDLu-)#zysDDbdt+t(Cuw>?MpTVJvFuhx2#5vJH#)s&0zmo9~QzDIMfgL5sb?GyN5q
zz+vc1zXx;;i4mOr*4-xa3$(A+{dLRGiZ#M*58E#DyLILQDK8nTO1p0#a<wOsssu0-
z&FkMY=<u^&s`h6G|4gq|Ki{?o85_@|8M1jt>M*LxIwl$Jltyh@bdiR|{0XZ1f9})3
z*HPNG&cTi-g}K)K{FW7Wb*C6dd2<BH>()f*ex}H3YFW8RsJnNA0CNP$RGW>mMVS1R
zrG9g2p1IRaKaQvH<c`!UYp39&rRA1cInqT3to4ECn$>1PZ_Kk6g?8-RW{XJaDA{Y_
zu+U%Of@x`m5*t8Ss>C3Zt&qhl+s)WW8ZDHhWhO^d3*P3Yb>@#~zp)N)0arCDx&)i#
z*z6F>fw8eM3?p;Aoosl&kmT6dUH&FPhvb;EzD6;O#g~h9f=r`u`$#q?c`m+9S1_O)
zuMb+UWckX-uFZer8{;8PdEHz-J3bT}Y0Wyu1aN0A`rh@Ke!*bJC?AFjNB+W4q}aBI
zu3$eEpn8e|(6$VWP2&{3(B7M&gm-V(=Q)h!6OuWRio@X&L!x`p*RNl9KdWZ_{0<kO
zt_U)_V}Mpexoy=2Ojx!2VfB@JmN8MThhh@GV|XQt*)9k0e>OXYY+o(urXeIVvZ``&
zpyMDwk2~#9Qj<agSAJNCi%DEqjAl8G%J`OkF-yzFCM`ZthoGJl{zS}Ns7XPWu4s*i
zc{(aOQG_vw8IR4wFGex<QE^FC0Bpwym7bOkM*;{IyM0K4Q7dc7_e0_7{GyNayBDa5
zoBdGJ*3Yw(LOswqA%vqy$DQnz8NM8MRm-7GH_Xrk=ZU03VY;<Qk`3gUZv#18$M<hS
zYbAI7Ix1afk8UTbf;KH05x<rpG#-0*&9rc4J*UN~Uh&GnHNzM=zMSn_b;<&f2QQP(
za8{g=r+G|QOk8UG-IV)Xg}MsXQ6;ngjQ__Ch<KyQ%1YuW6f6!C%PCT}IiZeVpHhA4
zb&51*C(kUq%-@<?NK5VeyZ_<3#3p59KH<{5O_A(V4BZYAUswlm^5S7uY61VZiZN*A
zNpW*?L*>N>>0cj<U8Kk71J8K4!S4q#7bmgx``pDW^{gn2Qv*rjr|%^sgs)D29$iSI
zO=DwaJr5@0MJut?UsqF)^}&#Lhvy;%*u=)^?7!+88l2yxp*}XffRaeg_lNm0k3QPC
zxHt%?Xvg4HD_2+7p#}SRq-;pGAzssehC?6EC*9aHu`~EAl_7gT8Tqx@+B>$x)jR!V
zX;Kc$K9{_2Ox#hG=@GB>nQd(kalh4;a!WbFO*|&VMt885cq+Xl?Z_#w_~fCs=jvu}
zUA<f{j5vM|(m+25C99BCc9xw?Mnig+xsNMKNJ@@Fo#jwgUQ`qfe)8mA2<KCkN*?zg
z!_MeP=iKl!7pTBNZ0DuTlXF^`YBwtRn-3unnhKlwj}eH4yWm@Z1BBh#iDMrJB&<Sf
z!lxOMnIUgwZT$kILnzO80B~8HJ<HvG_i%6P1tTM)p{C&DP^d7Gd$aLS=jcLG#&6uu
z$atKWCvu@Tix;-UaQhGQee;C<T3!<q6P0(TK9xIVr>^I#0Bq)f<S~`$0vi(!-%n{>
zhAr+8JYXOD0~z0k>U}N-?QE<2&kmp?n|Tl?DhfIFBEFWVrgVd0f*=<+_swIjlrQoW
zmUDpg<n9*MdJRVxTbFl1I2i{omkQ`#T)J}Q?byYuQ`6Hv1%W%;TR~>V#>O+yl+XyK
zuo&R^W}nMgW%=*94<%u@RSs_`?48fZlL7HAg%pVQsl#rieRGI97Z=x(jf2B5BJ?N%
z5pv}BRn)q@PI*4F`C@Km(#I|?OG0_W8>)W$sCp2*v1#yiC$Ar~=HgZl^eyAM;^{e!
zosVXfbe<n+bm+;whc>dx+CqhFu5AvjY$C-^nS9Le%~Hofk-6gOh(H7~#q35be9n+N
zuYGx_4prvxjIG?Uu{-(UVSbGm=zvW0tOnOZwSJK%e@?_KiwDZmx2^7W`$iqOroD*Z
zpot}Q1i-dw^N0&zj~j7w(1A(CZ#`f~gk|l4yL{+?`>V~`tD{SmKjZXIHBag9fJIRd
zbm1<PkMokVHA6>SE`y#x<A{RSP~F<n#Ote}J5F!YgSI#8otAea-X(rFrhW*w;^mjg
zkHL$n=N1{r{mUT_XyR30{BrAm(prvMll{I2@$mXK{QWsY!wv7eJ4V0ehH;<Eopvhi
zj-{*md1$~bsQ$bdr>>rFlA-u=lnoKKlW~p(5hnP!p+R;2y)6bqoNjtFY-MTrZ9HA!
zVqi?;jb)KC`}%}p{nL+gZ*icUbu~h^D1IlF5eT_}-(QSV{72Bn&nrmu#W!h-uctjd
zJeHPLLGw$`$H#}fUTtt`%5rCM{6#;wy(A?k)Bm{XXPK9G#~gv!<eWj#Ax@l^wyiue
zH8n+QxkY2)=*VYf1x$@&evhttdgAJR$oj#-TVdH%m%mgFO*B1vB&g}~sl-<0-f)GB
zffUrC<|BI%VWW?o;X7y-mzKuDhJ&7)o7*uoTF=GBWu)8}79bX80el*H7ZmhkxmZ)7
zlZ5vCqzj8OQ`JwxG*g+ew6yg05)!VcDRf|PaBu_5kATtQWZWr6{lQ#0+=BZ0@EY|C
zBM>LXX!Uo&Ygij2EE*UQ!mvDH&>6_lQD0f&U`}C(@wEPb{Q#D?%`=gGjj4TY2dP(T
Nq-UyIrhP8_-vHGd5F7vi

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_simulated.csv b/modelling/data/abingdon-all/seasonal/cuckoo_simulated.csv
new file mode 100644
index 0000000..366dcac
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.55966E-15,0.1,0,0.01,1.15971E-15
+RungeKutta4,2,0.2,5.23806E-15,0.1,0,0.01,3.89484E-15
+RungeKutta4,3,0.3,1.51846E-14,0.1,0,0.01,1.12908E-14
+RungeKutta4,4,0.4,4.27254E-14,0.1,0,0.01,3.17692E-14
+RungeKutta4,5,0.5,1.18966E-13,0.1,0,0.01,8.84591E-14
+RungeKutta4,6,0.6,3.29104E-13,0.1,0,0.01,2.44711E-13
+RungeKutta4,7,0.7,9.05532E-13,0.1,0,0.01,6.73323E-13
+RungeKutta4,8,0.8,2.47953E-12,0.1,0,0.01,1.84369E-12
+RungeKutta4,9,0.9,6.75931E-12,0.1,0,0.01,5.02600E-12
+RungeKutta4,10,1.0,1.83504E-11,0.1,0,0.01,1.36447E-11
+RungeKutta4,11,1.1,4.96276E-11,0.1,0,0.01,3.69014E-11
+RungeKutta4,12,1.2,1.33736E-10,0.1,0,0.01,9.94416E-11
+RungeKutta4,13,1.3,3.59181E-10,0.1,0,0.01,2.67075E-10
+RungeKutta4,14,1.4,9.61634E-10,0.1,0,0.01,7.15039E-10
+RungeKutta4,15,1.5,2.56692E-9,0.1,0,0.01,1.90868E-9
+RungeKutta4,16,1.6,6.83269E-9,0.1,0,0.01,5.08056E-9
+RungeKutta4,17,1.7,1.81390E-8,0.1,0,0.01,1.34875E-8
+RungeKutta4,18,1.8,4.80315E-8,0.1,0,0.01,3.57146E-8
+RungeKutta4,19,1.9,1.26878E-7,0.1,0,0.01,9.43422E-8
+RungeKutta4,20,2.0,3.34378E-7,0.1,0,0.01,2.48632E-7
+RungeKutta4,21,2.1,8.79273E-7,0.1,0,0.01,6.53798E-7
+RungeKutta4,22,2.2,0.00000230716,0.1,0,0.01,0.00000171553
+RungeKutta4,23,2.3,0.00000604139,0.1,0,0.01,0.00000449217
+RungeKutta4,24,2.4,0.0000157880,0.1,0,0.01,0.0000117394
+RungeKutta4,25,2.5,0.0000411773,0.1,0,0.01,0.0000306181
+RungeKutta4,26,2.6,0.000107182,0.1,0,0.01,0.0000796969
+RungeKutta4,27,2.7,0.000278389,0.1,0,0.01,0.000207001
+RungeKutta4,28,2.8,0.000721176,0.1,0,0.01,0.000536242
+RungeKutta4,29,2.9,0.00186094,0.1,0,0.01,0.00138373
+RungeKutta4,30,3.0,0.00476789,0.1,0,0.01,0.00354524
+RungeKutta4,31,3.1,0.0120349,0.1,0,0.01,0.00894875
+RungeKutta4,32,3.2,0.0294162,0.1,0,0.01,0.0218729
+RungeKutta4,33,3.3,0.0673992,0.1,0,0.01,0.0501158
+RungeKutta4,34,3.4,0.138470,0.1,0,0.01,0.102962
+RungeKutta4,35,3.5,0.246673,0.1,0,0.01,0.183418
+RungeKutta4,36,3.6,0.381070,0.1,0,0.01,0.283351
+RungeKutta4,37,3.7,0.524124,0.1,0,0.01,0.389721
+RungeKutta4,38,3.8,0.662186,0.1,0,0.01,0.492379
+RungeKutta4,39,3.9,0.788139,0.1,0,0.01,0.586034
+RungeKutta4,40,4.0,0.899552,0.1,0,0.01,0.668877
+RungeKutta4,41,4.1,0.996450,0.1,0,0.01,0.740927
+RungeKutta4,42,4.2,1.07988,0.1,0,0.01,0.802962
+RungeKutta4,43,4.3,1.15117,0.1,0,0.01,0.855971
+RungeKutta4,44,4.4,1.21155,0.1,0,0.01,0.900868
+RungeKutta4,45,4.5,1.26188,0.1,0,0.01,0.938291
+RungeKutta4,46,4.6,1.30229,0.1,0,0.01,0.968339
+RungeKutta4,47,4.7,1.33146,0.1,0,0.01,0.990029
+RungeKutta4,48,4.8,1.34487,0.1,0,0.01,1
+RungeKutta4,49,4.9,1.33123,0.1,0,0.01,0.989858
+RungeKutta4,50,5.0,1.26737,0.1,0,0.01,0.942374
+RungeKutta4,51,5.1,1.11968,0.1,0,0.01,0.832556
+RungeKutta4,52,5.2,0.874587,0.1,0,0.01,0.650313
+RungeKutta4,53,5.3,0.584809,0.1,0,0.01,0.434844
+RungeKutta4,54,5.4,0.337367,0.1,0,0.01,0.250855
+RungeKutta4,55,5.5,0.173100,0.1,0,0.01,0.128711
+RungeKutta4,56,5.6,0.0813678,0.1,0,0.01,0.0605024
+RungeKutta4,57,5.7,0.0359065,0.1,0,0.01,0.0266989
+RungeKutta4,58,5.8,0.0151803,0.1,0,0.01,0.0112876
+RungeKutta4,59,5.9,0.00624562,0.1,0,0.01,0.00464403
+RungeKutta4,60,6.0,0.00252757,0.1,0,0.01,0.00187942
+RungeKutta4,61,6.1,0.00101287,0.1,0,0.01,0.000753136
+RungeKutta4,62,6.2,0.000403473,0.1,0,0.01,0.000300009
+RungeKutta4,63,6.3,0.000160118,0.1,0,0.01,0.000119058
+RungeKutta4,64,6.4,0.0000633788,0.1,0,0.01,0.0000471263
+RungeKutta4,65,6.5,0.0000250391,0.1,0,0.01,0.0000186182
+RungeKutta4,66,6.6,0.0000098767,0.1,0,0.01,0.00000734398
+RungeKutta4,67,6.7,0.00000389057,0.1,0,0.01,0.00000289290
+RungeKutta4,68,6.8,0.00000153060,0.1,0,0.01,0.00000113810
+RungeKutta4,69,6.9,6.01433E-7,0.1,0,0.01,4.47205E-7
+RungeKutta4,70,7.0,2.36048E-7,0.1,0,0.01,1.75517E-7
+RungeKutta4,71,7.1,9.2535E-8,0.1,0,0.01,6.88059E-8
+RungeKutta4,72,7.2,3.6233E-8,0.1,0,0.01,2.69416E-8
+RungeKutta4,73,7.3,1.4171E-8,0.1,0,0.01,1.05371E-8
+RungeKutta4,74,7.4,5.53593E-9,0.1,0,0.01,4.11633E-9
+RungeKutta4,75,7.5,2.16010E-9,0.1,0,0.01,1.60618E-9
+RungeKutta4,76,7.6,8.4187E-10,0.1,0,0.01,6.25986E-10
+RungeKutta4,77,7.7,3.27723E-10,0.1,0,0.01,2.43684E-10
+RungeKutta4,78,7.8,1.27425E-10,0.1,0,0.01,9.47489E-11
+RungeKutta4,79,7.9,4.94867E-11,0.1,0,0.01,3.67966E-11
+RungeKutta4,80,8.0,1.91955E-11,0.1,0,0.01,1.42731E-11
+RungeKutta4,81,8.1,7.4369E-12,0.1,0,0.01,5.52983E-12
+RungeKutta4,82,8.2,2.87778E-12,0.1,0,0.01,2.13982E-12
+RungeKutta4,83,8.3,1.11225E-12,0.1,0,0.01,8.27032E-13
+RungeKutta4,84,8.4,4.29352E-13,0.1,0,0.01,3.19252E-13
+RungeKutta4,85,8.5,1.65537E-13,0.1,0,0.01,1.23088E-13
+RungeKutta4,86,8.6,6.3744E-14,0.1,0,0.01,4.73979E-14
+RungeKutta4,87,8.7,2.4516E-14,0.1,0,0.01,1.82293E-14
+RungeKutta4,88,8.8,9.4172E-15,0.1,0,0.01,7.00231E-15
+RungeKutta4,89,8.9,3.61297E-15,0.1,0,0.01,2.68648E-15
+RungeKutta4,90,9.0,1.38444E-15,0.1,0,0.01,1.02942E-15
+RungeKutta4,91,9.1,5.29847E-16,0.1,0,0.01,3.93976E-16
+RungeKutta4,92,9.2,2.02535E-16,0.1,0,0.01,1.50598E-16
+RungeKutta4,93,9.3,7.7327E-17,0.1,0,0.01,5.74978E-17
+RungeKutta4,94,9.4,2.94882E-17,0.1,0,0.01,2.19264E-17
+RungeKutta4,95,9.5,1.12324E-17,0.1,0,0.01,8.35203E-18
+RungeKutta4,96,9.6,4.27372E-18,0.1,0,0.01,3.17779E-18
+RungeKutta4,97,9.7,1.62432E-18,0.1,0,0.01,1.20779E-18
+RungeKutta4,98,9.8,6.1673E-19,0.1,0,0.01,4.58580E-19
+RungeKutta4,99,9.9,2.3394E-19,0.1,0,0.01,1.73950E-19
+RungeKutta4,100,10.0,8.8660E-20,0.1,0,0.01,6.59246E-20
+RungeKutta4,101,10.1,3.3575E-20,0.1,0,0.01,2.49652E-20
+RungeKutta4,102,10.2,1.27062E-20,0.1,0,0.01,9.44790E-21
+RungeKutta4,103,10.3,4.80598E-21,0.1,0,0.01,3.57356E-21
+RungeKutta4,104,10.4,1.81713E-21,0.1,0,0.01,1.35116E-21
+RungeKutta4,105,10.5,6.8693E-22,0.1,0,0.01,5.10778E-22
+RungeKutta4,106,10.6,2.59688E-22,0.1,0,0.01,1.93095E-22
+RungeKutta4,107,10.7,9.8200E-23,0.1,0,0.01,7.30182E-23
+RungeKutta4,108,10.8,3.71548E-23,0.1,0,0.01,2.76271E-23
+RungeKutta4,109,10.9,1.40701E-23,0.1,0,0.01,1.04621E-23
+RungeKutta4,110,11.0,5.33475E-24,0.1,0,0.01,3.96674E-24
+RungeKutta4,111,11.1,2.02597E-24,0.1,0,0.01,1.50644E-24
+RungeKutta4,112,11.2,7.7095E-25,0.1,0,0.01,5.73252E-25
+RungeKutta4,113,11.3,2.94097E-25,0.1,0,0.01,2.18681E-25
+RungeKutta4,114,11.4,1.12517E-25,0.1,0,0.01,8.36638E-26
+RungeKutta4,115,11.5,4.3193E-26,0.1,0,0.01,3.21169E-26
+RungeKutta4,116,11.6,1.66443E-26,0.1,0,0.01,1.23761E-26
+RungeKutta4,117,11.7,6.4411E-27,0.1,0,0.01,4.78938E-27
+RungeKutta4,118,11.8,2.50412E-27,0.1,0,0.01,1.86198E-27
+RungeKutta4,119,11.9,9.7835E-28,0.1,0,0.01,7.27468E-28
+RungeKutta4,120,12.0,1.88748E-16,0.1,0,0.01,1.40347E-16
+RungeKutta4,121,12.1,1.45840E-15,0.1,0,0.01,1.08442E-15
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_simulated.png b/modelling/data/abingdon-all/seasonal/cuckoo_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..3894f25b66bab7af4b372825a9c86ce92c7558c8
GIT binary patch
literal 26888
zcmce;by!td*fxFu5orV@1P%yFOG>8#76>YWbcZz3heo9vL`p(X1f)9-CEcKO96F@C
z<F}48IOxp#{=V;@kL#LiX7=7^@3r?@`+4sBe(q=cK9;?Qi**$X0)gN@xG(t>0zq|$
zKv2dnT?AWrx<{tLzXWZhlx*ZJ3~cPRt@I&}v~4U+Eo@AUbZG4Kt*nhK%(>Y(IoJeP
zX<pdaSXv9Rvzz@og3ZFpke&YScV%!EOw0Sq)({B3Hu4{oRI$%S5XcLg2a>m+IlNyU
z#dLnwyDz%NclZ!>km#!{&5{stWcrm)#)UTD({K7^9-HJU7%hHNWGsBB8hKzMl~%~6
zUO(EW{zMHcZ#4w{k_SPPtX*Em>E`?Cpzx4tJudFuj?&KlPBH_o);L311BAfbi1lkq
zJZ}jf@YlrqsvQBL1%DgtB<_;nkGB>z1i8aN2|{@J^5sDsY;ol7SZ$R1V6PrGE5sM<
zHuXZM0eeH+b0F8j-aPXE;~zKWy?XU(`gzqs#9*v8Mb+u?>J1?w)uG|xdgkoYo5drO
z{f+R&ta81M_X4giGPK;_0(tK0<#x?{Rr`;~c}=4v@7`@0uX#O_<j)o+cKk!mz#?Xb
zO3>#16|4rP>(?c{@TizI4~P2o4tJIfEHtW9)6zo6j#uoh=Hl!hT3Yr8dxbN|wNRg|
zVJMK*H#UCZ6*OogQ+Pi!Gvh03UcSsbn5*l3G$(e-=_K#t%-mCKFDGf3XFe)eI{pg#
zS+~_xAm2k3l^99^D@oDACGP#I(?hZS?qJtCf>F!u-si2KA~l%J%*^sE#zbL9>y0y+
z#fYZ@vT=eD<ncA~aw0b}Gc%d*JqK6Ym|=HQE;1dY)!c7+J{@C{6*@4W)ZE@4F&FP7
z8}BfQX=HBRN3VHw?6UnuGXjI!`EgdsBvwA3catHQndqg;!xi}o=2%{{Fb^~gyM1*d
zqco%8D=$*y64=J}JM7=jb&4LEZleU<S?hE=u?{Xy%g&CBiXsy;|70t2y!D-#eQTw(
z?Brlkf4InOW740!g|BiwkgckG7vVHRTD9jnKik5R{no-|QPpZ~{5H9O)yKhDiD@EA
zRC=yKa7DeZZ!kX-yM=^>S+(e&?lp?(H3X0oUb%7u6BBb|*}_eAo2=|$I$W*?gUs;?
z9WAY1Q^+-|!{uUWU0vPCMJh2@HIkbu*Q2AO7aV{5_>sPgR-2v$bz0&q3@nkod)JFq
z1Fj_dp1*rWa4x~EQszDXlbw~(FOIj8laqTN^Ug+;-m&QZ_DQ<eT71GEb!o)9GXh`i
z=rR0<wB|wBf%4<WiLRoXZQRB_d&$9~VPLYonN@`?&>XRIsRrUv&@MLVN2=31?JTV`
zvfHm<dtPz;76cVx#wKBXd@3s|`!3;R>vKBk_bap0ANU-;eSDBEUc24JQViRi6)g^o
zr%8?zvTuRIHp|p1wQDcJz>=7D8aqTV)l<`;ZM`imLU~_SYfUBUTyn27t$gfgme1H{
z$ky?V&@z#R!vwma=z|9j7O>GaRy&#|3i~yLmWv3`xxo8FUkew*$zDcO3}+&~dSa74
zR8)K?e6&_;T=^}A$7I@H^GGKWU)Z^e=hm&JcD}I;QO3E>glyNzqO7$KCt$KtlP*#x
ziJhzme<~_c#G@8ng5%kJt;S#$RibvBzh+CZm8$N%UjGgJ&77pCr}ud8y=9W`vCWl0
znSJ|##wyNa2h3Oc9Te*h%Ts-QePfCW0YiLGp6m4VcBPc{)PB#1KSZtJyPY16DTI2_
z;tbn#itMH?zPIiWQ1=tE->}-Pgm^;Z`HC)k_Q2-iK3mo1q_YrfIb=R*ni9<&WsKo~
zkM<XJ58t|wOxhd4iN8`lcAVu9D+HdA=E+9nf~~|Mcgo$8VbOJTh=@}ZU71cj7SHJ9
zOr)k_w)C#^TD@LR>XQu+Fgh1IW1F}rCH2zn$6Wd^6A~uLTF-UZj=XH73bIGQ8oNhE
zMrItn@u;5mm#$VGf>|=@XS?^}#f!*RimO*;VehZ7DDs0KMCs}2x!|mz5P@caf-k%#
zo;|FnqOx!aAKzXLJg1<dBHp=~V9|rrvSsk%&cK)8n;r6z$6#$+YxMQ>Oy8H5wsxMP
z7_-#q8yZSyv-dQ6@aU24h-EFVI$PuMP1T~dmxAc%=nIamk?i(wBO(NXsKr*4%Iz|B
zhYE}qHX=0~AE>YX_?)0P*C{YZS%~X3G^Em4?SV$chj7r1Jgh&iYitx^w`X9tU&YQU
zUlFu*t2)`vE>|NR7SV0MncK$~-4j<|Z3Gj}6x@$MAm)m?!+$<V&Ya_{%ALaOwAS^J
zQ4d~sd3%SfS})wi@7AblhU=5{3u9vY&2p4AH8nwo@vxN6Wg<6eCMKpJUm^y<s}vM*
z{Z7Z*{k_}o*wh_c?8ZeK11aYEHtDe>mr$;Ak?-uNSGiWixOrCKbL#nNT*FByTk-Wl
zVBy4mAVnkE3?!n@Ozv;Ay>vxFEo*bcvLe4j5L<Jv$C+(PaAIO2&u&?z*SbG^cg#%_
zcQEO5gKg*It@yh7`m~AL&*!(T;=H{N6GWVfVx;xO@p0HNgcDj?9u{uav_*64FZN|Z
z=SoZmxp)G6guBXppyFGsF2{?St5zbWLPa%e2&dIFD9zH*cnnL{>k5rPwbAC*(L*cS
z?~nLw1%f~5_QN$Cf85})37qSvVp}yCo_`=E<@v_TE4{z-ilYfi?EqrB!<s9xUB^Nf
zhg8?+uxv4F(fY71himqG(r&+P5S^oOxAbTQRc+$!*U!8p%O+)MBuO|-`dGKG1>tiO
zdypB_<xwbIy;z$x)fgOkbmY9P?SsD+|Hji(;56{s1DuEt?n@dO&z?X3k`Tr2iTZ;<
zY~S}|N=gf9<r;cnB!k!GC;Z~t+8+)C?3M=Dc0KM~3ZDubqu}7nI>g`?z0X<I)|=lc
z`o(L}%F3z?=X)R-=N;kg*VISi?M{-{-1px$yw6!F6T4_-8^=9Bg@tLq3EoGXhLPeG
zSZSpJqaG*RSHPv>hxG6~wyqOr+vs;n1-a7A_c(5c!($(_vSgRrzPsS-+YcLB^rI2G
zC%7K`V2Y&cTrrEj&j2z$>ji2x#)~h%3YtWjc<npSGu_6=7Y*S^=qSW!)!IU6X^=Z!
z>CX4sx8HNG?YI=R6x6(z<$shkH@(ry9{F6;MF9buqvFxT-AoqU8%K-gHB(6_uKK+E
zDySQdH(y_4r`714aJ*z_Y>1<)@s87?lZer^Y_+b7s2}l!W21URBss*|GoI6abD`BG
zjxD>=s@QDnqBTJ`w*Q^Z!eV^0My1b$BH@Ow%q(3paYyZqe_$`Q2eRKrzPt+)HlJT?
zT_m0uc=G1{bL6dHNhDb=4RCG~g@0S0@Po1vdsozW^N`F*vBxgTQj^6mVXlx?sPKPa
zz%-ftV2|f{)$TD$#{O&><wZy4+__XC^yl_UvKMwep>qAucky0m$0(iDkA2EEon^tD
zuC|UYOXT{#sw|#t94+dmNbagN5rl2%&CM{{JsF=YEtQ8P?S8Y}8|td~JP<dhM<(J}
z5JTdj?XslxhDtSnws&;rhhxP`MSe-!UIohtREYcX4?k;&uZ-8evdDG}e1A4p-7AwL
z61PGKgcY%w1O8x`n${MiR0HF*fs*<8fHc`XhxwD50Q~-x6na}Ib>e))(G>ORz|6_X
zL4Q^H2felr3t!@k@LL15pdZOO#t0?iz{_~b<ivxv^Vp6L1e-7HInP=0zAhr-LO+z7
zCG&yUsvuU*Uh}H;iH&x)*_NZ7_Z{rkzLHrm>i#)jCfw286x%t0(mPN5sxVmB0+V`_
zI+{jzeA(q0Tb^gC%s6L4L{dsRSC+|&r7UjEwiEvF6G0|BD-uRF%XzM?x^amstyUQt
z6)Kr=UfNnywO33MM_qPDjRh{_d`Q|8mqVY$(ZQn>4R}di!gdm<tx0@6%4W=kjm8m^
z9lmylC&Np?i!8qG`0d-bsoPVK&F^atdx>|ixl<{0>At%0m_uf{tk%1n!ve3u&7pE{
zynbiuHTkf6sm6(yGe;GUbetABv9P_cMO$)R2MXD%y0v5>SgDhyiwDn@mu`$!T~j{&
zC=!)Qi<hfv@d#In0uhP3I41l$pZzGzOD5h5I4C_um!kJ$*K=n=A0VN`ydcukpyFO~
z^IhWYYXSNiIaBBws%?$8>=<9}3fOuJL@Gt%-*c)NQ6m1hQY6>rQFrv{=%#iWRojia
zMK5-#J&M|^(ODsASPwJS?|;0RZ!bZgS6+;8l)mW}78ked6Bww_suBPd8Cp-KK5lyQ
z^r=<Lc5VjdJ1$>e-zN+sc+&dQv$KNP`Sz<CjR2tZ9N)NcBW>m$h$tW4!K<wpA8Tl2
znR^dUx#q|;zZbBk>=ZjaVhZ-v=drBF$>AteYX!K%x#b&;(upp>cZO=H7h0W1+)j@d
z@_c+Q6)s`Eo0@m6sANO4E}KzSi}V;QFp>|hI$f*9r`nwBd@cZ>x!~Qvt1~44S5n3D
zS*%!V7?!cqk&ejOJ5-L2#pIge##2Knmgxip246Pch~x+O_Z!GtvEJ0KN`;Z}?+Cu?
zgS3{Y+n1r-!5b41@o8xO<oK{$ZI}9V&s%r8DRe<l{<Ext^wsUHp|Z{QU<jP>ogour
zqu4K5Wi6#!{s3bsW@}^)Q4Fcyx$|mj$RyjA_{x<yE0GaCtLxvC2~G^{E<co%oc)@^
z;E2jOhF4*4=b2og#dgDyZxHRi;1newJ5TRbl}rT*O?zNK=kq?7j0$fw(Jidmu%6tv
z2PyC;+u8Zwxe@kld+5FVk`kqx?^|BG5doeQopXmes68$;^jb|#<&Q7AD2z#dRo5iE
z_O5Fo*_9lUPjGQ_*OMwi{P^)%gA!jdGHi%YS`#<UT|d=AoYZC<`@^^`sCs*PQiGV1
z0Y)NmSHj_Byzl8T8H}FjmZ%!5e2Bkk&{w82Y=98NUdWJh_7L(2VFGlhWjea}-9S-v
zamPUAb`5HXOfJAf^qug+x}tWtZNp9`{y*eRhSPb^@{fIbetmt4|Js(6MEl3KpX`xn
zx_bStDIPXkLt~?~tu0S~%4YbxcO;nD*qi;egV4<#YJ+9XwpiF=Y6HG4rW2%@SU^BP
zCLU(uYX&w3EUQwpf^E3Cxc}Ogo16QuZOL~7bvD{mrA>$1R1HnX4zy72rwrukVuTwa
zRDM1P-NQbNe+X;}nV=2h|Fn<ad5`12_T{Rf?5#Iaw*nx_MovynNKAY^yYe7?xcGSN
z^n~HVhYwt~3(peF>9)rJoF+@A=Cm-#WGOP6eH26NzP-J@fbTfd65&!d3gDIA#8*$N
z2~W}k)8Qs3JWBp*{$n2)w~2bL8MnoTOsZ1bjYzd5Sr;T^Y3Auyqq}zPn#%&ub?ctq
zUQWl^%p2gWncPJdE=pM#T|{zX#|4za4v*j6R5jR135iWgPL7T^cl9mEj)JRe<%n&+
z`bINDLh8QT$_r!TrwkI09tGkThd6?O(yn#%>-u@xC<A?cDPAs-?3!%44FN9??N}5u
z9vA;G-vlw6h=}g{XSqn1!<`4Zy2&_X9O8Ea$gT<5uRQBVa`J-W;?_{Qdp)ov%RIMJ
z*WQ~!!#YAmX2U72k<rm<ULUcsv3vKM!x>sXNO(W10Z);Mh+ZZHVC2*>?a!oYUhy(f
z{4bNho0?V{2w>vEOJ4JlRM*IN?^5uZ0vkPFPBj3|<oirfF`d={@XUoWAYX)qhwFDG
z-VTe5{G26Zx1?lSk(bAXiHG-2Io}{{E|8UohzLYKDG~domX@c(eurKH*0W80nW~>Y
zeUchwD1vpyi*!s$@B%WGtJ~PKAI)vpvNBpeGu<3cNKKthf<Ibl5_vGXHc{KFD=8(F
zw%H`az;JIA+KIiZPifwyWYeSM2-%e2oWp=k#fl-0av$AAIGi+*(Laj$X#QMXJu^=#
z#UU#sK0eFbqK*2i$rCj-Rs{tGLK2dcA|n9D7wps0(g;aOKUbQP!N8q91ZdRJWnGQW
zZ0O?<`iAWN`ynGEYPRYH7$XcD4YH5&4LcRHVJ0SD%AhM?^=!>|FTjvAI<C>S*kX*W
zy}g~wa$J1-D1<41QsAk+zu86jtiw%9@}eu`<weS-_+0Kr-&4|d-1m!`D1!YPJwWhD
zwVN0+z{bM*2>4=!hQrET#A^(EMKhu*zKw=4^dVD8$v0&;tvH8RPecRYjltB}@eD&c
zyYTLd-39^h^{bJQkzc~Q4FcieVPQR(%Z)Gc9V*rjY%KDdD28)E1~QD5x_B2+qN(S_
z?%hP8OlC&1isC>8i1vbMenrK-ah__sHIXE@)ysPnHBRHv2s%rrqqz0Iw%~AVh>kj4
zFc0p$TzSvo1Uey0rR}V^|1<<m;g!?`+GfOajZk!KlC3=_=dMJ88t)vG50gw2d4Lc;
zuiW~?UfPT1LrO?ZxmQawR_iSy`o38#s`!+{<WvXIrh1QuhiAb*lzlPGeFa65@$R;n
z!%}YJ^lN}<Nj06HD2#~QUcDfz2X&UeF`G&E&pQW^Bu(Wkz$DYS)6eZ?!69k6J8J)h
zt*;7DLSz0*wT@XF&U!ezp|+($n&DCQiQ33O4C0UX%noWp3EwRB_yy^AtWQog%52gE
zgZJr#i64z~&;Gc)*@rvKyV*xRTrA4kk86FhKleqzxdJvDZ7Az>sCm5bd;u9)B~eO<
zd}PCKrm-xwH*S|7d7s4%s@}a1Y`G%@9D``y>(Rwo=L5Zm1y3E^_FS0P!_s}Cqk||r
z8ym(P#0oEwDQ5w`h>8G**8G(bmZ{&P-5=U$)He5l#d@3tW+46iE%oX7ZEe~75&iYB
zvQV1fw)Owy6g@vQ3_K3lxw!R@Sg7ZRNksqWK6zqNQtm&Fmw%?9!1?Dkz^Q)Qw)WUk
zn3xjik;<3w(eDin<!HYijMZXki&b9q1EUW&<i8*T9wAb^Y$gV;-M{k4%a<?zwQYZY
z|Br2F!e_M3NXfsC2XW<(<C{T1yYjDXAgKSg4U8NN8Vrx*t3*v`5wF>h-VXf$)>$r}
zCdWewX9D_YwD4vh;n_-2f`l=F0Qj$MgoK1qe;#LLZT-h_XTmO5eH5qezm5mm(7(2|
zw6y$d8<0?b+vdQ?55)=s;xOwQ?^kqYW`lY4OOJA{%(iFzToujSU;)V&6cus(Ih~d~
zU<)#3{+-+)M|)GjGf3(f5P-uoxYheyQ)GEt({*3JbUw+yXB~5Da#C+)q;#W0Xm!ub
zshJy0X+TGC6kmSd74U%QA7ND=95_aE>HB4<m3~`(bs2p;)}k_P_LZ7t4SKr!NRe4=
zXK{ou2%Dk}bNBvPC3os|*h;4fZLRw0f`z}$93AhDv1eE8#2oEbokoD@xvzzdTmq=E
zGg#Fp#ugTlLqkK~JLG?6)&9}U=Bm5F(DtTtVC#cA%HH^E{D<o5acZ!chzbqEdcP}q
z&ifnkY-4a(eqCK%)7Fpgy*YROE2lDZ1yc$nb;!jDD(tL|WkZRI>t7NEPRzBn$pDQt
z^y}9<wyqn~%~tbW*Ay)80#W=8CeeFoGOZ3eHX(<#L_x8alafr#%wa?fviBVvN*vz@
zQt+jZfmQmz)HK6Ujf~IyJ)lhY_4Pji5u_!6oV&-C3eP)+Lf}OgO>=9jd_R?tT}ByH
z(Hj3Or;hgZ(F39p78W*1`Ly|e%&H6a0G5S$d0hlbMwFnK^{mWbg;Vi+Vc65jsVV*W
zt`B(te{Ppg)OvqeBp(ijTU%N6EU&{YH9;1CTvfX~4sz}SLkb2ZzoqyL6&2OZ!NEb}
zSdej!LOEq(Zao;yDl1db_m^2$yCx!{J__AMcev^2@87E(^!4l49$vG7oEm|~OPkW0
zo11a}ky#regU=<__kDx;hF|(AoxV*tmRQhPz;h@6FVZU9>n>uR{GL;_4fb?kWBpWh
z$Tf*)<(6joNa0Uf;n}mdj{lFdDh<O3#u(kfF4UvyG8`lRhX|_Mu!Gqiw7Y8elJi9}
zSi*`3Dr{=icl9!wh-<Lr=O7NzFQ(-Lw?sKKVKY~hbF@5E`%n9;PHq4dGWjZMJfDR|
zf+J-8&g5$}H?nD`y_`mG?tP4NFg_*at_$aezIxIl{Bi3}5e5K?cV|3FHTcceG3Mi{
zkuOYB5Nk1M4#Uaus#|N4lz&fWD_eQnQu{SNEr;-b64|$pkUBE{*{fumxExiNPI+hT
zM}P{DXF2het+tZ?v`Yd%?V42ETn*-Eik^DIqI8=o-x=)BQA6?Z4UTd*W}V2>YbM-Y
z{UjZkz8NKMO8k1Qjz})G`Kv!EyCTtH;CE1tF&?r`<gV3I-k?5<Ob@~Z+>vF5A*VvV
zPT@_N$W4>}tnFIG&|+<N>GOv{#q%&&pNj(sadu@S;o#^?r=88DIE!EBk{njXQ@KA5
zuAcDmfi3!+<y2%sYFKCTg)Mshv*~A^p>KLwCbet&l^R1mB`e3l{zdA{yAM4iXK6t&
zeO*HRD^#4TJ|2kWe};Vi&?wl?)c1=~Q5qW}{^EvzQ6jE-@Rt3N7Q&e9Rz{ltV2jB4
z1GT^~CNEryhClYnbocfBYul4&&+7g-?&mpvriTt<08|N~Q1g!0!vz1_%fyHA`_Ex8
zn1RKsOpY`D6hA@05uH?78Q;upaT7_A;&NRUU!&7R)AI7Z`*WKP0K~tgRpgT$F19fI
zgC72Z0TNy~+JEeuy#?3e6`9RsIGf5f`6!tuN=i-t%k2aP27;=W{(syK2m$|bJ4HqR
z8v3i+sy5Z<XDe!)QoIA@mXx%#KR`Lro8!E7@aV#ys4mEuA0x!3&~{NVpRY#oSGMc4
zycG3ok}l#y+x{4>%w;IF<Iin1h2>GdVa1<kV0{j81w~7%{h3H<P=vdHj^6wwyV9{?
zI77W$5m{LT5R1!k>je^=9_3|Dmp%xm=M)tKpjrhv{@7bgkj2GC{g$^(c~&zIi_4SQ
z%a^#2g;QiP)@s<SxEW+p7f>9scdi7#rn?8C&p*EwCSoSB2C7hMc)4Px$_=`^0U_Q{
z$NO>AAX7OX{P?`#Ep~K!wliV1_U5M({+E*%(6;FQd4-|Xl`5bz(H6^>-Kx)cWC^o~
ziHYf99?oLeV8`hXKi;t8r`%YHpW0~T*?;<^|GHq_!#=wjcr>5UH?)E0fZas)^z^Vr
zP6+#zH8eCpgH=mF{Ykmfd7mlL0s&Xn(b4H~{tEbS+Auy~zuO!Df5@vF4&-QmLm*Zt
z?V<#2)0f7oG#3^YddwOF$mu{?RlcgVt?g|{2muo->$5oqxp-D&QEHgvH~RZWx_&xl
zo;xf8HJoY)T(CDXG9sj)_yX;p-)3cE3I(+gOkCUua&Cjv#mQP;0RiQUxL2=(*Jhzi
zw=qbepM`}be0*Fhn#bgwBLWnm!=j=XL1Aa1R032IhZINnKpEv;W?8TV`-Et2J1BoX
zsiNR9etYY`DKNW)H(mrNyr+%fQj4mI^nv%k2R0oS9-eF-Jm+~h1nT4mROT4o_|%GG
zoFe0(a>cwlKmVe+qr(o034u-R)9LD(6Z}DigAY;RB=z<6PZbnC;XUy-<0`^mW@2NL
z-T3cZ{Ra#FJ6XdE3l-Gycg>~)_rEx3y!h_EsG}lbZJm!p$^TeHOb-jJt7n5cu_)OB
z8rW)HW>O7VX1q*H&HK(Nk784X&{9-sEQHyh7+yH!Nkg6{vGupGDIridX(Rzw!pAZD
zKEOf%QY5Mw33W>elK(D!xaytZAoSddS*2J1OW#UlcA)QDmb@vwjtugSWeEz&Sk8?G
z6E&c%%HECT*=X4O`oFVbpQis{!*&kpe`V>Tz;Tf^8NiCmt6esJW5ZB1H||P@;A+Fv
z^>|^|BZqDNJ@~>&JmviA<=T-{x`0mRVJJ2kbyPNd!;e)dC$WE#CRNIxq<PeSY#F`;
zq}^wmsOtvZ@+dx}_zY-%l<<%j#6KA_HP^}7{ZqJq`qgO<d#jnkWh!dPQ0*Eny~hR9
zk$q{K5=2QeE7Ey0twi5@#+(y%|7NyxO4TT1Xg<cH^B=gzg;5vN_RyR+$8%6ZS6$vd
zrx)8BHZU?aBki%%OnAp67AJQ1DTZW=w5tCzZHJP)+vX>8ilvS_1j_5%&Cbd`K1Vd;
zbC8ZWq31yR{XUZiYzT7dvVCkL4_4v3k$ufKPe;=Iss`x@r>lzJ)8VTNNPU}1zRu5o
zzmmt=$9eDj=FC0KtC?A+BPn!Gos*uRQk^j+5Yu#UD6Me=_Af>Wxw}zp3UTz5TTa}W
z+qNkCLC<5c5+t<pSobJcWG71a^k@_5QHb54oNwdk^w?@IFZ&>6el%>5W@a3rT#L~x
zR>^md9xq7Dww(6P3<GI!ga94kh43dDh#^i4rjWB7RcnP#Locd>$}F4n4;sk|cR?Xy
z8FQGz?OpVyx{yQJ7A_~+d_#-1BWhmyU}kivkInzIPywrDQGczP5q2cReO-8K%YtX@
zeQ26%Wyz=e%W&eRGjgw8`V+C77>Pj~1zRx8b(dh$lCuZx6o=E_k7o#}ptNqv{PJNs
zop9EcPvPJ62i<m>KKNZ6e5!PV+nZreU)9%Vsl`gfT@QbtK4Gi%ur$znCfb&&bxqiL
z<{5dy1Oj0~hIRMyC3aK1C2g&<bO?}*JlP_1s3?p&&Gd1FL(X&(r?GNmC5M;C*nq9f
z)fk~ZEF8(RM23V$)syibpCejN%bzc=JN2bX&c#=_a5_1>QX$I8N>e}}s7f>m&h81R
zOnXF(K1hIzwJ}BP?nc~yVHv_&rSs|@wxF(2l!eTxvtfw%d3^zklHPl(sXVRl(Yw=P
z-Ff@&!P*-vw(gC)+kxb-dpm70n0qcuqFz2*2}lqVpey)veC~Lf0o{0YbQ<OI#uRq`
zfvslr>!e-+E_lJGsi+u_^GK{o_nzFXmITpxewsseHYx@*+C#CPB{d?;#mhz(_)9z}
zzCIa#NJw(yhG(-$$nLSlQh4~y<%Jj2nsG4`5r=h%+T6<@tUl&F;e}$s<2=vb>}6`V
z1??KfoDGfQDz%$~gp}9wj{JO~%X{77^J|YwUpS|4a-#myhLEG**c9@@W#ZUu=yrrU
z^F2R46w)M{-Fely64M29J8WIJ-j(wYOuD>1==JL1pyS>f!G_hFq+2fSRovupgkM}&
z*m2>&<HbmToKHPNL+*V@htrJrVQ(jkp~1t4Y9IH~A*_tqk?)G^Ft4AVO-6Qnc&WMv
zQ14gyt?r06vqy%E)9kxxQr@TxxlDbdd*a%+Z?hp^{i;>)L;gXt&BV?`m?Lm%)#2_#
z?+RD%>yrNL<Eb<rf;esGv?AGBY=iIEb@0uH#xrpuH(pV>f@+<G<0(!8se2*e{a?>b
zPMfPfLpeXn88UmkH-xq@ceHNAC0M^HQMvsI(uSV{6+gdPO@|76n=zCS-Yi$A#f1EN
zt4I&EI>%P>1hLzW!m61egXgLu-3X|Xlifu@i|LAmDYS2WD<SMb58ge9uGDN2`jU^a
zCaxUkI3oVHLWZoF==pv8c%7bF92VKj+w33f-viF>u#$ix6r~kclhS7=pwi3e@#>EU
zkpb5nd3wFwY?({HNj#dH>&X#HYg>Sf-;>i0{6wnTzwQ&f458uSwbN+VS9k2Zg^PdW
z9PAe6d;5v$f5N*|@=5F5fj+V($2C}mWY(sVsm}Tj%QU}VjiZcmLM6JaOoc7ZC8elH
z5{@4NKP}8n-nFPH!12Yyzv9;N5V;7>53aYjS4I@Fk(Fu^X1`1M{IqhYv$jfo=K@<M
zkvAR3&IN<Nqdusoa7h^%F@@v1!!?IgJ_a=k-Qd=s*V}Xb5xL@ZqXGHa_V5(8tjB~C
zUOGQa$2ZVoHw$4Ml~rmj@+fWJZj@4*TbDy4a=|hL$i%x@Rd}@%Px0YxSVi3%@1_}f
zt~%BZx>pyPgnysY(Xt5Sp>FmoN9(;tuW!(QtrBwEDxkZc$ckQjZb|upx)Z&{1e|3t
zc4m2$O2|!3_uE>ww#{4+%^{i|=Zo_T<@)vO95C#;<Bh%`IyafCl<Y(phi-Gh@mSSI
zkU^rT^Un!@G8x2I*i@Ir+VY@8ooRBI?hVHK(~=VY&wBX$d(V;plBnpcA}VAMNif|k
z^^SFw!lM@b@FS<`;CM+d&!(<7)xVwCH`Sld4k|C!+59lfqkH1r{YL)lYKd)V*J<+v
zk!$Tq@?B1t|Lk!?md^GjOL)8L!Kd<WlmZ5h^Wkk_aWNW>zS+T&76A_v#Kgu7^Kba<
zr*Pq$iu?H&nco$z>w7s*5s__=ck0T?qCA=WwT@YB_d=22xraiFE}a3-&9~mO_uCh8
zE4dm$ne6(mmp5$+tgI)e$l%cy!{gtq%4)H+@06IKLFHzT;9tZ!{p#MtVS8VYF;jp^
zvElrD0NWfF%zwsg>DUPorKe!2{0Ib_17(%r>%SkDLT}>cGkntm=d{us=Tx?+Z!P;8
zOk7f&_}5M3=%JJVhCvQIc1SxYC}ryb!2G%51PFJu01HQ?rZSRq>G_Pf9xhvLd@S_#
zT`~s<70JimGp&l$^H`-O-KM?sdghKl?&;O10jOP*64hr<2&f4qj@!n{d3wIAszowI
z=A+E=DKeq^n{(1&?t}l5N9;#!Bg;-IT@I(S-HyMM1t**y&AE=*Sy5xz=E))~mKMlP
zDzr@f>h8YryYdOg$7bb{j{dm|?17qjYakzj(VygI*!omsYr4Xh>w<zR@s0~=(CjMU
zHx)Qs%AWzY&?gmMpem88=Ca*uxCCl}%R`0!>>g4ZD_ln=xfO2epBm5`2!1UBRs{$z
zA73k|3F;x>u#VPOuV44>Z!h-mI>Z7emh@-?;~pMVn9-tgKSj;)$0yfe^Ca=2#TSK?
zX{K*ea|rgI+W9Fd_~k<ib_h5wKcUI#QIdnfN(%}L9~c|=3*6^V2oL{0W!AOnJsbyo
zf9VX#0E(NJ{Yd$ahoVdPWl^#(Cgv);D7ICj&t*EYw^AD#`Pn_CyB0PjpAdwOl&EZ(
zxpw$8XDc@2(0nze(4@ZwDYPO1*pRl~>B+IxVrFqm#V&$ncf?vQxL7$?$CFjF^5|_V
zp9O-IlarIn<-mp~AtyKY$weHp#H;Y!#lsx!+K&|#>Op6MsfYoPT+5b$x~&Iz*n&Oq
znF3{;7HRl90tLRAt`8FF<8^p!pbGi8A~Ga2^aGm&K0VTA>gVS-UFS;#B#JC(<NS<_
zv~)P|<!+a7n2+!SF7+D+OQJ!VMQ^{p_&`G=zKqT8UClPo$)Bw<_t|{iygL#1C;g()
zY-=?&GJ3M>Ylg@-4Bp%e0d;PxC8b8SyuYiDy&e4P>+4)L^N;7cP`nmiCLnc0;f=c<
z!NXIqiAto8!_|AZ21uv9a&4F*mgDX%6!K_!`T4!P<Ubi#)Ged1GId+q!WNR~$<jNH
zj%8&cE7)r)pt2$joQ^<JNHas0M>etVtEs)8o|_ZeY<S<}=ZCd@Fj;CoRPdk>dpa&8
zgr>B#bfN48eu>;P6{vUrtUU@;rj8>e($((ddtc`CGYWzi&BrR$w*z!1dE%+LJVE_8
z-88q|y`M50ovpTrR=1zmzmabvp4TkK7@z+m(Z&hQ=e#Lf%xw8xZ)D-|WjQcB7KUGm
zFAv=Xer|=~TPvhLX%{ao?VVAQQcy2+qrQuXLU_#i77d746x=Q#2l{NoUYI>RkuEYU
zCcNWk<*|A1l@G6f|8Nxd(vU$YUy&{dx*fd!I6yEic5hpoApqeQlquJt?)?+<-N_xi
z!^2J&;u$nFEAMTsilCBD{$yKC6swxf!SiEI7r1V1teikScIn}yC<wmwV#E5~OYZ|Z
zd049M;aDdl^-^c1CJ*KsS_0_Ret-5#MqnGZ)NmcO?N7V72@EH3R<S?_eO|fd$=-y9
zFFX!kLYh~O#xcYmYbSA*d`DI$15tm9sS*v;(CAoun0k0y*{VxTd9_!9CSzKh$+Gej
zTM2)e{q6FFF@arIW!hRn60f4Gf5+xiarIZU{gJl5pJpMGv8a`w03K?9k*DjuPY|*<
z4=%3Z`??|pb<|HR9wHeNCP-cMZ3+_YV3DsM+uP!oCUqkqy^<dEl<?9|gb+95<(_*1
z$MJ|m*!>zu#=19~($W<iY*Myoqb+0&o~`UvYRduvY$m#w$Rw&tMi?(NJ9df4&dwcc
zn@1nOZrkO}XyV~~(7jomlzz96t|{cri(J~X9HNv3fiI+g>2dyq)MH=T2Lx6f?+kZP
zNpN)57B;R%Rvmph(5jXTsL;hD@vAyqDetT^ylwcZ^m5ec?O7xv%5sDRZl9uhfOxbP
zL~|~DUMe23@)z7L`tHplbI?fJ#s6fyx=x9UZ<R`l;bU2@6v$_K3nA6~T>hLgW;2Dq
zaGrLWfV&>`0E=H+`(f?-AVd`s;&p{oJFr+n@jAYmpyd6HpXoRd+Yf})q+5;v8(CJm
zIPogCFX7biKBpt(rtpRHz!ghZ<T@9FMaHM%&m|3mXk?6GaU$-0H-B9c(3&PM(S?yi
z`-cYb>-BcT3LdvE1fah2@sVMJ<eIiNQoAh$mea;oKb+UoK$vU_dbxGthg7(gQ{#2C
zEJDr(RLg=+qnHll_;|rOEWB0&N-WP*KBe*4w&wCrnd+j=EC8_42vuWMmjpqp{SFMa
zg)@GM%o<D(O_yy2g{@KN&GtNy+H3=Aq}fU(slMSh_R}qN@L#0e7hApQsql2ThuN2N
zf(vHpEM9Q|vwMQ@D&@3rK-`rxP*ZDS4atRY2TgjQ*-R;U@H=eTR~@R`a;yzoRE@&A
z3~0F`b9Yx^x?wj;@}sbb2Q+j$k|K65(9`CP%F;9jQH3LEeVip@ku-b7GrQ%X8%V3H
z*wF+&!j&KEG5=TW=<woPw5EL&-XoLyf%!Y}zmoFWLlhrv1kyBJxe<|_ikSqwf3HUD
zhRvP=Uj=A&$bg@o9Bv$KcD90iY+@lyX#{CBr9Yih2U4Fvqe*X7Cp3aAg#ES^K!1wr
zI5B64PD6lL4MfQpGDl?hMnfQl(~%db5|TDmdw9GoVcMuDD-&!my@Q~@X726GO+&lR
z>Hf~`htWNPFL)^Ve=io~+<4hlZD(3M(9>(=+l)`#V_{@mYp4yq2xP-H#0AyaiVyja
z_uO2!Q6qZsF&fW6Q8uyrz~Jjtc3^3#t(Ivz%zu4lVUG0f#o4v&MHP3&WfZ+L%pH8;
zPRc-$8AbT6H9}##y<^`k|K5BT+Kcw{7~a?PE7?i=Ltos~+Ny0qjIJb!YDq~CcO*UK
z<_>Q@6j;SYzk(um+G%^K1fHclG(@GtbM{jGWb0Q$r^n!8LQ3Roo2N8PylSsrNnUY_
z*lz#*Fh*8Zy$#m_hAMHZp#BR-M`D+7G2hjZE#je_JrIC>Lvfc_EG~OX=smLvu)f3-
zqU>^yfR+{*-|nYG3B$O;ca!rHgQN!LF6^yY>{8usVJ#uXIl~1=s*6V@ST}t<{~b<v
zbN1AB6@@h|7x53wK^|djEI6ASx~jle)Kt?F6nCSNV0`mbRvBmL)jv=Uc~|_S+Gx$?
zyjPxKkw}wA6VoxhbeuLn7ZZ@W1E==a3-qfDWf`ZWj6xpgNOZIgz)~^@IUD8EPK7+r
zV2pFGzU0*}0)w<peqVa4<^sAtLu7b%P_xVkG5U(H(I$z4eyNnErY5Zo*PQ*wpT=Jp
zMXyhUkz_X>iQQkJL^U@zc`j6{gn9m!`9lZ9c&XB#ihaiSC5n@L<JD9>&mrA`_G=LU
z;#FVs8Y3D`Z7Sw`=U4_iAA!g#%R+BDTTj5p7h`N<-_(&5gvw#^ICY-B{;SX{g1>lR
zJ%BaQ@Zg!qzK1T>u}Fq>R4QN4I-D+DbN+^tQd51J4~_QhpBlg^Swz#-5zQp$-WOz9
zg+bPam|<FIIM_x{*leEW=B8}WG9#pQQ4r7C@QR>;nLbbm!a<i(7}M9<T5w6T#U+&Y
zf_jPXU<?g*!k=3lO>j{bqY5K9EoL9ZcUu_nqrXX${~S|+sq)3dI0F7nWqZ{~;^M;%
z_h;RYbY$+~YkAf?{u57;H81d<M#J&7S2ZbVbb(s-z}LTrYxPZ3P<)Y}qsbNbb7LSh
z5<bPRtt#X4a{sar3*+YpQ=<c>26S)eZn(yrel|he#n&<^moUDnTF-3LHq;Wuw@KfL
zWH)sU4O}qlm;96oyAV98R5JuW<%qjakWt$elA+6zjTxB%z>&ED`s29jfk_qIC-L)y
zw|PVKn7DXhzU1pFb8!SF6)^WQ12YBW1G$Sn-V(v0zqdBAkoettwoPE_x@HDip~Je)
z139@!;I9R`egM+o?K-SM%Q9$J^6<D#mYU|t#I+=D5VS~!iK2X(7FdgM+7^1h=r@Pm
z$TRL`RyYy??o=+f6X#~oItJ?b@>ydeBdnzAHlYWjNN@riUGIQZfSmvFSo5kNvgkh;
zn|OR#T+JTR&9hq9ftvH}j>xYu(u=r*KB}A%hpE847u~evVy<xJ3!vv}Chc?l!uml8
zJTLF521q4Ha-z^V0V+8R@+tH7OY(8x(oq$dyaQ+sAv-V%6BHFA&KK(WMa;A9@CUC^
z2`XT!MW&&kfl7cK8xK!$u0LCIY|89pGvTypq|~~Xz|z<_UGVWXk_dpph3kmb0t@l-
zw98Gi<vhSn4t5JVsKjkLhNIA4e5$Sa5mTsuTsv2BP>>$9uehG?S>AUxH~(1Y#lVNY
zMK;D{RqUwntl|^Ba@(t=eh7+bfXQVv4&UP8NelmwlG4!H`KIIgt)8ck<R}ChjX$Lo
zs!!5N=u7GZ?7&oCUQ+7M$n--_u1s~6d|`3%mwh)m;q^D*uL<}hrU8oFs7AxzQh{VC
z<=%P6uIbt`1KiH<Kzm)Zs7u+>aIqZdqtUN+N8!?`yEIs8{kg0IFq9r$sDM=+Oo@^>
z&eqm;p=baF*?aesoEXP)FkGhpyFi4_U}qW4q5W!M{SENH*pg$Zh|3u~c@jEQgWgzH
zH$^5?t2N5P>Y}xD>?OcKcCm&}8%|D(rbgQ8ah-vo6?CUuXJ?mFw_h5_U2p__T<P|<
zKvG|TC9lcK$UIY?{JR>Y>w|91Rct<*?q@RcmmBi`%(o$g^L<LdbRg$;+&u*2+Dj*4
z_L2S|DxscLOCjK(%{lP>a13l;sc=pn8qn8i79PqMFUI8s3WaII3ZVDJG?XcxMa%oz
z$eC^9Q+oQtpS}(9VQ+RCV8jYbNLXzvFDQ7%%*@=g=s#Cx^qsz!EyN!9xnuINe&;0r
zqaQNMv4QjRl}`NVuT7zJ3Pl43)h0pxlZ6#jLheA_VE}EDHbu()@XyGCkc5j%MazGA
zB9oGmdaQvL(pk0O(GjAF!j1Gr{s1|4u@u|g*!nT=P`(uVaaht#yG{x-0<(rDifqnG
z%1ONfWxCbA0}k7`SCd?}P6f(vgo8_2vGR1_@<6$Lc78i88lA-m`$@+-U?z0f$?cOO
zkZd%BY5=cO+3qDc+g~K)<n9`DzQgIlO8DyK72uWRf+t)<5~@xJ-6}Wue+&A@2s&WI
z>1m#q%xiIyJS1PZG?m{H`HC`?kQH@eLV{e#8kB&lVf(=T`}t~{Np^)@iy6lle&7^%
z$LuwB`cy5NL9c4M#>aR(VuU<CjmG_3SV!6+s~^OrJR}f>)BDRC8-2-0eO#|uO1Gf%
zFd5EOx{?;i#U>()DBD)cMg9BrwtXfqpX{fm*>~ez44RJ)?$}eX+@|0-3S1q!@tSfu
zQy9#KYMt&DZ1WR8epZOY6OlDpY?sw8D~u4MQ9Kk7gBu7erQ&SuP`i0dzJPLa>@7wJ
zigfi6=#dRIOmI=OO+WzXnvPB4gkB3;BWG61SM4;YtL~Am14BnTRuwR-NGxA?6?dnp
zjN{ougu>_mEk^4?Z`EfT7Km;8uo6a2dW~QsTHo2(qtP6C6`rT<Kb4MTQ<z#Iqi_Rd
zpEw~et$2)vJzTOf7f_;}-Wj%dzKO{(2dN*Avqu<B<|lI3P~O?ds;H+D;>LxN&9Da8
zbPhYj-!#KZ6BuM(e?n!A+Wyg`Pq7|ZRelQj3c8t-WJQ$A?UtD$wH@|A`_^XdyU^mq
zVv=x+W~Uuud)8AfQMwLZ*gY@L`#`(}s%g52N9JS5!ruWd1_y;G)Nlv7IFItaO9JIZ
zaBYpUA(ZBFXfIMT)e^Y6(N3`TCcr^;W|<XoGmj*(Ls|9mrU7Cav||H5CSp~cL3QYQ
zRY6uiR6K68Xh^3^(9lfkS9Z=x#)rviJjg646w-Ta6ZNt2-VpO@of0yEo<B@&cRJ-{
zc#7-DpDt*C38dLe+xa83))3o{A-|u=axKnJ#zSHuWOo;`VunG0yb?jqZ$ojToa+h_
zaTmFXlI(=QBmt9h_FH749j~66{=_;=6=t2WQy}6lIA_*|l98H!7bVrYPZ8K3_+X&h
zJero1Gql<10Z@l;6%{;qrsNZF->*;|;TvZSVOhxJ#CSZHkqO-Fe`RE;hYzvBcQ=lz
zmbOp`2`Tl;;Y4aXs6}7b-G93>2-U&OPA(|({Hn8Y^H##+Ln**qac}XTGtmaVbI+xt
z#OJ3MmOL*1M!N~x-!p=c!(n0ZZ+1fQ67DRx5J0uT>*bMY$<IHUUvw3uyyl-yQyw0w
z3dJ6=#&o%d3KIS?hkW$5?q-|3B(Jk_s&%@`49$3cO~u2952N6u-fs688q+^KE}u2~
zRG(<uIb?hWMzFM2a88Fja>)v=c)9!fprRmA2ar9%kHAA;zC>f!JgkH>gauOh`O^aJ
zvSs?X1S4k!Mj=tH7=@PV)TdZ`_C%9Dee!JH{qE~!AmEtPoe32m-LzY|pyL7l<NR&B
zzKE-{p>g$uDvaR9`V;M<j^T$w9`o^qy&OpV_6z4CuAV#++eGaun=|_)@cS@!mIiC5
z4~<qickLj#5{Qlp_r*3bXwHhVD(>H_RT71H&LQ(4I<D^!waYGaKma4BG*f+n)lwMr
z$NXdsWIV>i;j7+#MRo#@RX(4@#o5gw2ONZjADY_XnbQuv*e7E0MH|EpVekb5neMKx
z>gmIY$5Isw%YJzHp>4OHv<>S+69=78&#{!~Nzg4KgTSt>QU=tHpWg>&uZ-O_@*Al_
zeH_nu${w+KTDE%Wsj|h1PM4&lVk43?0B0lpswcFX(|iS@;|<TuBP*cFD<b?g|K;|p
z1{=pA&%YImxG#s;hvkwaHcM37H4QyHn^t+?iVSOZO8ro(fW;zYmqfm3fbzl{9%q6Q
zGlKTQJ0tVWuLbRV6dkN_TcnjejVQx5APyR)BjhC#U2Kc>TX6)3O7Ly76JxRUUjHaU
ztbF=-e`36C6tfObSrzjvF!%ve2PX`F=BkkUmNveY(6kvPZrzfA`}u)=bH*Sj=kRiG
zU2GSFa{L`|aHxTie%Bf^suBlf_?m_8rIOM@^@Z4BnPEI3J+m9X7PE?~YBU_f^8GLX
z!*fr>qju+#Y9(%Pu?}qgUP}h{XwH4two?kQut1fxtvnLuu5UZLeCg{sLW6RB*CFsg
zfS0FZ=~3>-w<Q3v=10Eu@o{WGP63dD=~q2Q!UVUiO;uPoS8lgJk|DP&I1SD;C}ez@
zo}T8|KiPt$Y-eJ0vB5s$_&gJnezb&AAl;{kbO8MfFG(LhOg%Q37G*UHGX$+O+86{v
zGiF<mcYRUMAwxGzzGxw{5)0&cmRg$KYH&cnTVy*4;31=Bqe$E1?c2BWv}#ZjEa+ft
zyhRogQP-`uB$Gizf2ednBtRxe8zFL^7fYPT+x@KOsNIZexxLVfG%SMeKt!94mMNsj
zMAL#sx=7HX{~fUcMCy(22`A4wM0VAx%vfLsp#MFfqgKTI-i=0Z*0B?t<*?#hBA;lm
zrkaPCk!vats~Xu#XAWP#t6cCRG=N%618Jq|?(W{`k(b+cj0H{YrJ!L>e}7|!%WC?5
zl{x$NC_ryyvEJC?yE6oqcCEu$){y0}LIvc@4LX>BT`y0+l_VMnPn&tbTx9Ede6U@C
zSOFH%!jB(6HtkmKR&a~nm6s0(_9+{I%jhlF#t*D65R`MyLKJ&=9;gc8W89PMq1b&M
zwjI8)VbvQO851)!WA%R3%px1KFg-)IrMB!W505$qfWG|H_^&Ixf64sDe7paD?MC~6
zHnsrn^$9dEkJ`0Gapsu~^KO^_;gB|tx{A&)%PSkjar;X7Pp$u#Ke}*y7PMtu7Zz3%
z3F5@(x_R?adu{d9*OHf0;NB#eSy*n|y7kPUE$Ty-f853YY&cR->Wtx$7O~KakBUn5
zdm((*ZFI4%zAnTW5RWoB(@kK}d|%5E72pE;j%{6M+oJQFcFhG~8y`W7e=C^gI1IDK
z5m~)L@HGirC~T^*{-+(fq1bT*4}8ZV!&OHRxT`RpA?B}ibaW^V>rDsF1qWz@4^u4I
zfvPRDs-E8*7Wj(B!cGZ$^>2+v%>$wZ6(uG7&7Gb0vw=S@fqsOA?Rx9c0;6za(k7v6
z*KUL6fL_~fsAWPEg|)n4XMCoHbw*0?;zVU2{9Z6LGrk`br+Q&(q-Iw&{Vw8BG9CiC
zW9D{m{ZmDf?7VtjG!1JwNeRxdUx4~Bs})atXMxf8XHKcv+0P@VUItdh{n2IgH=>3L
zJLDM0?p1{Hov?KofUkq}n1%WSi9Ut`mTXAfNo1Dmgn04#1vluZ3S6&r|J7vF>|jAA
zU|etk!#8oqX*Ilax^=GIw&+i2%~eY(IUUFv!0W#Yf#ZR@uq_%yfbJq_Hujk_TDN=R
zd&NB(ixGw~x{K+%;(F;PBzJ?BzB^qIMGJt-0r&LgUMyx0uuNx7aDOPUei*$t7gL3x
z8%aaDtTeH#l$KI|yvTTQ3w)FyywrM5ki81oF$z95V#NzVyGnJnTQ^vQK2pufw`}QP
zG5b0066j%AUgun!oX`^weSKB{aHzd|`R<C5kxAsb^w_(1yxz`Mjp$t0uf@Q2b^2UZ
zzj!8Uo^}gxy|jdn#ghFk6}cs{-40!BEvp0eoz$N0FFIR-<d)C~nEhUnJ2V04^&>EH
zW)pD>0!N)PIl=}${P#`5dqo|nT`uS|+v$7$n1AKML!8=bMo7Eh)k|j*6e}MF!D#(_
zx<<aiqsUiybLvhPaOV%CNLkB12Y$cuT<sdEnx)49pW}{?P4sDGgrGR?jc`EpV}Ni6
z@`G{~20_k+HYD4a_0fX%fI@6i!$j_L4pz02$GAkgYzdsjtydamKOD~JQAM@hTj3^g
zhlVc<9{Ad|2n|lxCoaD&yz(>VY(c&%JXgPg>;q<1FMIYVNKy^~<mKfN&I{^Y4U#%o
zG7XZNR&p9*0GO#F4A{|iKWAjRgFN{y6@$RMbcV!sp?Rp#M9yg#eBGkqo~jh$RYhEr
z3+z(@J_@&mJ?U#+!%M#k`tLwT@3A%}iItqZNi4DAtu2#F1F|qTQH-wlP;nuBGxT3c
zEoT$2bWTgTLZ!z+Tr%}zy)BLf*DB%$fK~ME|LC*;mU-qrW-P73Sc|&VxeF<h2l5il
zI}c9XX!&!eBUDy%6$5)IblJyei|o?OO*x&cLF0@s0G6oUtVyC-C{dI9obJnS?e&y=
z>h5`_xy1tP7nfIr`U_p~Kg2F&sOp(V*@8m~z=Hr4=HiU@hO>Nz>b;uGEj0K_#C`El
z<br82JkI}iYz}e2XdW-c8R#OhOU#fRqDu0*6`1680OaIv@jx;D3)~oeyG}pWNF{z?
zjiXgQ6ZfrDEr=W>n${uHUysC+Uu>ZkkLEb))UXlW{vPec`RgZ@mBlodU+bJlk@+!3
z$N>@yz;q3#Ai2CN9Q=iUB=0)fNn)2buL@tZblZUx=^~io?xAt&l9QF|oALg-SJ1<v
zw_(^dFhcLmLILMO-j4ia8wF~SYM+7b8RW}_Z5q(8HbATS!v+)QIUe}o8X};8NdQgJ
zYgVzUh^NR5+5h(wA2LGhAU`^x)po=bmzjapF$EXx%r4{TC>U;Uk3qmri8f#kOV;9@
zMLBRH8!%Un4g3YhY;10Yi@iP~TwQ|b^uya#aE5}EV|~wd*MndkbwoaGyMppQ;@c@|
zR}jptlFr91@>Q;GpTXG>nqK8heGP57n~jSy9IE_Fs@DOH_cAB9b|UTCPNf4dBkKlE
zsL=+HXCNzZ!xk4ZFr)wVSb&jM1`$Xlo(Jza1XCa;M)}^&+kH8zF#6X6{@Fe!wu~Gm
zcwz!qeW>zziGCqL(DYBgI(yZ<t-MOa{RCOG`q^gwm#7I^lcJA|rlG4#C^G9E1UXcj
zydbCd@kvXomXAUEf4gH~4vunWPp44*SW>2oP_c8Q+}wG5$EM`XMSIHIpWq#C6~Mc3
zf+WUBuoWuhbb1j#AZ(8jFT#l#m^j09+JPAc$eT#f_^G^nv@<)XEu<#seus0Pc6R){
z`BN<MasxAxUpN2qC4zjYr@K;@O2mCogB7wIQ%o*hGr(h#{|_(e>@?h{Xj)!E+3GtI
z6Pk-N1xPm-tm5_|*1uOVq4IsF@>&6aR!N;8%Pkq7w0!>JcRzdlDlw!K0-uhJ&`(^e
z;i6^of;k!CX+={bLEJwN>ZciMwWhLTVyv4fm+<Ojg_vCVY}}B*1?LQFWh%EElRkrA
zyyVG~CpFVfA-YSDu$9pX&GK0hR!)^;){GYf-nA2vjRohA1)nzh3XWC%){Vx`)?V%u
zHpH{~!MB@``1;fS9%g-4u<WvwV?BQ@J7A&$wE=J&G4_%#d{iD&;6?E5&2TQq6e|B(
z4?i7o_TRyqgnngvVQf%i1*O0m(a>=Vea6-mCM;xVcJbE}US3|7sf>k(snpymtc$XI
zu%cG^2IiCx*^&bujv}|8@;#FN-ItX$*cc^SJcT*!^{>DV%Q3n-lw&>4#wB&<4r=(S
zJ|>w3{^^j&>O>rRV%02UNWg^qpNVR3*WajEhD^Sua~}{`4ZVw^^dvi|VA8~{V+aR1
zQwG1pb3)*r2kLn!=w{n-9IXNpk=07+TnmsrdyIhP<#UB-Xs=da+4~M?^-B%miyXc~
z*!;Kn@5iVN&nN|+lDq-6NG@p-_b<=0-`$XY*95?=9!TO``YpuKVs5V4ES1@y*CDI&
zz<3{6bo2q(<<e^+DBYX%p8>Kj(&5tyTqR@?{(#%08NUb}PYg<ScZiMKY`CnD1EnE;
zYrCYsEPXa?p!wJ0i?JemsaRDC?l%Nevwu;{3<EZK*h1Q8NBD`@>Au|l1il+1_^d_5
z(vm3*wCeZ9Yn$|CtREJIJAqbAa4DBKA$Kir&nAvl_Uop*@O#(oRxW)jZ3|)_6fto_
zhCk4E5gQw;4@y<WWc>t`lo=h#_MKF~T!Q@A*W&az_!JCik^EsrdkP?}?lhZKknIX&
zG8rttx#ba}0elg6yUwAppKIieU;W$2NNH8oSnzEk@ZGOD(499@7A&+1m*?W*DkBcf
zQp`}g_Ve2_8||@t(lRmuG6|yU0KhYVRv0d=Y6v-}&YPvP=7@Crbs)el2s={ku8y()
zl)cG<Kp`{sK;6I~MNsAm_~MbE82CVrfX#deGe2kXOA!9j2hdH~|GSBiQddJ4e0~p<
zX421p7U1EF7pVaLOQ@4>w&X~n&PvVB%%m*>Vxy>zZxO?oVb~t?DV~o@PDTdQDTud6
zuCcI4o3X4=aF7y7Y%pfMOc<CIaoR~83%ttn@CpJHs;#p+s(#1l`u$nz3-(dNzO8(w
z1Bo5LiBeP|5>L8f0*+p=FQK9obyhmAvvL0^es{A3Ks8POQ~Un-`SX|IsY*z;)XSH-
z3y&^gW6KZgnNkmF{PN@2T%deSoXsB3LXs?1E{@on)RvI}Eru?%tBHv;(ctS?j_s<d
zs=eEmV@-$OM?v)a5o*@aSdaV+KvpF&?ztui^52^v`gs1o(#|{{%Kh!*mZDM=Q5dSR
zm6T<YG7Xh2328ajj4Y=Trije36_u9LNMe#*q*L}a>nO5hE3%CB$V9RXW0}zyp6jO5
z@%&z|=a1)k{`I=e+%t23x6k$Yyf69^1K=bcpTUp@^3Wfs^69m?0`2>)PoCVKmzM`g
zrsQ9CoJ#t`lF92g_e*Ztl;Cz*srkYF2NWS0!u04ipbq4{A16NFkl3)5IG|p|=2^-;
zm>fTTN@1Xs+f^*1K=oYZ#hg>^W_EPtzr3^rJH^$?y|~7=MD`1y8Tw)%pZjpx@;g}7
z4kM}mm7=%z3+5WyL-uD5j%T9a{*Y6yC85mVZ%la&`x<@I8=N%0fO$8f(L~0jy0_HF
z@5d4tAXf)=<gAf3!)`|%^qyN5xW&}RVB3jvQrEk8Z1bBA&EcLNETC}G<`<Y0^C_NB
zZ~h4UZvhBKfwDFui-yVwSJ=|{gg8*_KbNpz4W{gLqI*!M3@a!uw&~ctn&y+__?j7~
zbM}Qh?9O~=RXHy2yyu1wLCE(NmoMM|eD*AGEn9Bp>%Ps&hJuCq;K{bEW0Mx!l(+%!
zhZmT*;uMsdKR3H`-_P|BgyO{Ft>;?Pu~)WYuf3UF;}vX6@u8QR_xiJ4rBR2t?7V|C
zQA)4La6AAv;qk%vor7b%m#&5iZ<0_-8x!31%6a-yi$m9}GR)hCVLY%4U*9(CGfTbD
zy7dQw3H-GSA1`CO4b22Fi~DME%<kv2!c`@Ff3^?Yn!J`RpWeGzh)gr_Od*dOPYal<
z`S}Y`!i@#kz)V;67T7N&)tYR-f@tPzvk=YvHcI|j;)SLT)m33$s-IdWAh7+qmW;3t
zi@Sx|HqEzY_<v=NrC>(N!a`zPvE5lNHMDx~I2_-Un0V~g=Yy7sTqWff3^6c&fyE)o
zOlW(zd)*#qWtq{`n^M}DDI{*J_aPuSHcoXs7hq>!)6Qb$>~+Z4FO2xv@1Oti@ko7F
zu)Zuih5wOj7X_KQ8rB^~V=ub6c?fcwZW}D-d8CD3FHwzHPq2s>p1NBPjeTJ9QcC31
z09sZ?>oJj?01{6ROL*l<_P3zsx!{154dS#MDMYvO;7WK?WM-0|t9sdZqV(3!s`j7Z
ztz&MNhXl8`1aFug9#A2KCUsm9-?&N9;)nDIx7uYKQcp+rQ0Oo_gJf6#4(?l;@xiSY
z8#~*7RpVEa&R@E2@d$hvhVPCBI)1V1+r!OUUmT>}#^c!bYoiqT?m*_781V|q0Okt_
zXq71;?@O>-aW{f}Ex6Q{Xco(A=gr&2a7X8d<|zqfF^l~5#T7M;JQMLk0*9ArJImF0
zKEY|fPY#|77F?a>C7gENnq{ca(r!-=rsK3QCKJ@xree1J$K*U?*kpVUtF~KlH}=f&
zo_v#Dyue|}(b$3=TAC+>?ce!z3aoe`bXahJUm@4NnKFfmo7tLGI=cDq5upymCTj({
z4Oge>$RZU-Fb~6EBf95C?UGH$<1Ck+u%)8KeSoue`f^`fL~&Qz4V4sQea<}oQ8<3M
z@INm5^2NSOJ|Ib0;IPK))$t0BEHCbhK`~R~ZjCjo)~*$N{O&&Au2+nO9sN)9e(h5n
zn<wb2w3WDwQzSNu%b(T^zS%yOVFy?UBgE8z`Mo~VmC@Lb*Op#vZzM8lqo1TI$`_~J
zs;J~Fjjd%(A5wE!a2f6fXWwGeI9#SQbf|otx<X6Tig$XEIZ`>sD3Yh1wn<ySRlv{C
zg`@Yzvq<X&B4FQ8t2{IAu2SE*^xQ664c@<}s?8O6Z6kXHzdU$xc+$+@$EJ9&C+hCU
zjgjhyj&Rs5zH~ue%!;2J0X136Fa98rO0QDX4pwA@Ty8Jvk>s0o<6iM|sJ(|sl`Glz
zQiCDY`=!HVzmY-;dnRk_DKjz}r)kFNzLI&$s;jfqi?ZT&7-1UMr9?&vDt_M%iy!(J
zP(k^OQK}HxCMut2oR&RxvAX008eNQdYqkRWXY6r+-;nCel$thd@6_p-xAq@B47{d!
z(!1!T=j~QLe}GGH3HP16r%$!9kUMe&O*UrGCo-g_#z#~p7E9i2-?#FM*3;9=mt44Q
zSs^UDN2{40LMSNd@%(Kl@T0Y$d2Ov2eRJ)~J06+HSoB$Zd0i&VUUtvkQ_rlsoTd^;
zGPxT!QI|?3AWOM~&4+&Aqx#csNi38)o_e;c%Pysajo!KQSfkpVo29v^^()^VQkC%b
zF&OlbQ+%udR=XRK*-DKW;a+Gm!UisbWR{1X86Hn4?#BlxFSxXqu)lYw%H|nNG$uMz
zy9-Sm0#;tRNmBCi1Da5HdtLhTR^dPU`|b@wO=lOuG^tYWLpTQ0N(o?kkq%^9IB2i@
zH&qDSTFWlZ56U!FkmRcLpXN(JvFEgQnTpXnogk-{1Vzgz>$VKG{mOv~dD~6}3MJPh
zc0TDahuwKl$GArfOY7MNkCr>fQmWc$frBk<?j0v8Z~ymW-}B{KUD<^1m4keW``Zr3
zx$Jut6k2RllcXFk`lwT1mISfXqgo1$K8MsF*Ndy^vJ?6q1}n-bD(Q}&Q!(44VK3h^
zHGAiXYCj`LnRI5+|67j@$Xm>B{wqhv8o{=L;qbQDC+xoNlm$-MgX&|0@fUM63`a^z
zhwpgkA3Npp2DF$1Lxfq;e{OF6%=Xip#l)PW<})Bo=4_JxA?fX8Bhl&imV*Ss{d;S|
z-*34#sxk%P-sX;OW<`bSzeA<wfmY2fvyp}K=L$vfak2?J=0ybdwbzR)2J!0~8XAYq
z&xfD;u5wjZx2QiwB+?$38l7@+9wqwzlONn>==2!OQHcC)dHqq9fWNn9L#Puu#Qd^G
zS@zgVo5g8;kZ!KBXIDImr#ElDrWBIMtAv^#Ez)s+|9mmbp;f`j+dj8@zp_!PZb}KK
zAK=c6_K^#QC%o^bVo&bq^Y)F=e366w`5iqIy|LRo{Rx=7jT{}5;814(G%WAV5z53n
z0f2U;rE7yWL!4^R;N+)$z7E?qtIFTN<=7YCm7~ONl2$*%N*>)z93IS()jV`2RhL}C
z84k?a#dv3Y!O+Sk$*N`YatOyXUpifL0F;8I*-=9De>e}7J&A~z_2zhvwAF%uxd$M}
zOvF%+R60C6ON$*2kWv*C6_4{+!l0gG|Il%-UGzg=c0b-~ChPAx=RG&#i801~2~H<Q
zIr-{GmlUyF#N(tDzIrw=W~$q2!vk!Un+Td{PvbOP@138kK;(9V03qLD-fxppkYhgd
z<J<G^zCJ$1RwKg(+CM@Onpuj?;;Yx`r}$R|0H-#F?AI@Ve}ohQAVSf|@&>pQ@Vk^j
z7YDf3(ANt(I0$WoW@cvISi>KHW=&|@SSoM(8eYftF><75Nes~qQYt^hrN_z-G^cfW
z@$4e(enoH&$KqjNj%vzRVddMrD|z~I3}kCw(k#RyQ8HkVZSL&+kjlA>>^uqrSkL!n
zwH*k*yKgynK?85Xcy?n8;1?a?^oZ-_BR{YHDEh~Gu;8|8;bwh&LX1whlm=Uy_=S?m
z$_`c2uCX?z__L@|o9dg3(Tn3dzg#Kn>EDR@Dq!&a;w1vPZGW)UL_uE9jtvd2%^yE2
z&akN6ieSog&wXV^ioN*cg_}>H{kfrG9sb()1E-z(yZePjrR|6LZp2>m%|bVkgNf76
zh8a^L51p$Yk@LlB-+}{}5WOBMxsSK@KYClsE4Nqe#FxaQtxYwV8(WP~u&q45LrP(E
zJ8AVhoxs3Vb^G|P?-e7}O(;i?vCOL}8+yo_HHZ%<Z}=+j7<BcV@hpqWcPQk^EGe;p
z30_uRJ+JQT&zuMlk9!AZt`bd=D1PmYb&_tJu0Ph2R02NPcCnIlc~)yVhB;I?fzvQr
zTVAj1fIRi!=PvhbTPu_M$qB)zzMX#s*azvAVP*8nFgQyuv6x5KnGwhQFU6n~Gt9AE
zXVvf7Mf|-W{QH<W_q1)|>cKIOF=Hug%$)n9Huu%>+Nr<XSq9rEy-&sx%CA`H=HIQs
z{7zT{Wc#B)T$5OrugCrL$rD+iGMzfrJR>R9n39}4<1J~^OCE9Xrh3+}z&5Go(xGw?
z%uP*!FPah*)_G_GndjX>vOnyif|noLqF3qZ5dgP44lbo8X$Sz@0dfa9k%AZI`7BM{
zi|6f}wOe6wbr&2>%sC7BU2Yz>vk0=d&If2r2_`)WtO1kl3qh%o8dGimL{_D%i}G!_
z*L;g99xobkgu0QM&#ViP7HaSr^#X$3fAuMYxDLpN)I09|VCV^-YQ&mK1M9nRG`o&g
zI20QOC-gcI(?jPOm>meZOB#d^i?-y{)Dr-Ae&t0gci&5(aPmD2gx0qf{r3JsjAz9B
z2!8P~f{|u`H_s+JJNvVAIjFDuCM`E2e627!fy3oj2m~EqYNzAAW+Qy~@3gh+`5itD
z$KJVJ%Z35*4*)Uk^&0KZauGIbo&j9qu8Y^s0|@GpA@wh9@+Y?9e$7u~BxpN-k;p|?
z2lR9BTlSo%#sbQ(_69evEO7kNrk+McU7r1&`i>C5w)XtfvOQ0&wiv;-Be;86RaG-6
zE;&L?%=w@qV=qc^I@V`Abd!w!%V>j#5^~@>&oC8=bW+$BFrQ`PKlk-9WPW-vnTdCH
z)BY6IY;I{ey8xU+SPOhx^38`ztgWnQK$kj0mxI93cTEevj5lvOc89pKmuj}oJx4}e
za{$DFFsAC`wDI6DEEQJq8%JpK?;mWb1JBY6vG4i=WuP0iN`%m`2&W&ko+dSrI;uux
z00ig`Cp04qi>D<sZPwX9%gft43>wzcLNfF!poBpxz((3{+KgI2h|>h(`l2l$>9tia
zE0?oXwfH}&Hj6lN0R3%-RCgu!yPUkeRtsYqo6F+<#H&IF^wL@K-vUDZW%G=>S1q*r
zyVEBcgRm}c;KLxn?O~e=^70OXoPz?wql#zoXnbz&W;|62IV)4664M};V*td60mxu^
zL<3QsWKAe-9W`!l1{>7yfuU%R`rh@{Z{Qh2X>?!FA=i}wmmG^YE?e>q&AkKszlNJf
z4|R2QNx{rZ;+OU=CsLuxityP;2t8ijHCd}@s3#2JQH_X-iOsSnU3z#sz_tn=QL}R$
zd`c=0r$*W{G(5XT-BWcYzGexI3F6WZXp$~VD$v=`&fq!8=2qS@)zb4oQfEMn<hB``
zOKhP!L3@h9_&f*Ps+yEIe?=(2t(}_93Jm1&yu#Pc6hR#oJ)Ode9HulGuNM^pnWXP_
zJSPFBtp){El8Sx#Ty!+5CBIJaitmMbgNjV?kd7~s2V~KAHmIyRQRWFv5Y(0K4a**o
z*rc{N84{36awSz*J!T>+5-8R(0I7nASz>Pmy_l|r)Y!#yLK0X(v09jieW7%_r(g~P
zY^by6p}~c0Pwr!bvnPP`Z|&!yK*ze%?rQ4qAGER`l4o$XNKA9}BFNoCe{g*&Q#HN6
zI{rEizyu8V+^3}$JU}1I_G5d^I0=i;BGrdq0nIYKgmFAiM6k@|kD#>R8wib2qXxWz
zd&vX7pp{+fO2(qT&}Z85WTZy|P-Yu?QG3oi^LjZx1Gg$dKo{|P_m<{5FIg&2!*$5G
z&$A}a?Ue+puqG6#+nfAnF|7hDq^HA})LakU-`tJD@yh$aH5V~iSkrXE<30rp#xu#i
zlBEImOrDJu7&uCuoHDeb)DFypx!1U7zf^yez<r9jEm04_f9L(lJ68pSsGVSpJ5?%E
zwH9|~t9%7z@_ld#|7r0e<x95?Is+inq2BfmPDa(dOSBWyTU=W(5&IDRaRwt&G1(#c
zG%m7i&qC(sMmC+25fRA{>k{I2XcWA&VWR)QKU1U|6|$8KtD5P#OyxVSwmxI(d1CRZ
z7gmMc&5GSj6k?2N6$sa<|J@MevA0wRce3Lkw@$ftPL)+6V)fMwy?(x7U;Uh<=Czj+
zJiQ=TBApoAD>i7TI4i$={W^@pW?rXG^5P}3a-`L&udoUJQ<4Z0ZS{_boo^?wZJu)U
z!H1!@;m=Xddo}bMRNNhW-M%otRemS?(+yH@BArV}uwZC{MZPs#CC+a)k{XpHx33`9
z1OdBJqkb2#;j1cGfT6D`Zxa17qOu0SDu*U3MYQ~NeO~?bmsy>7KMt#=){GpjtCjsH
z1q{H1L5+HG8*y+~Gl!vxN@L;XdXRbsju{)Db>+MhP`(Cu=x3!=tHE<8PktO3l6Pyz
zA7SAaj~_#3=5@09vAj!7UJU-fO<s`ser1Q4?<v4$HH0iB{9b)TYLVv%;<<pevBLLW
zje8(;qp28uxE;Oj8WKze-|Asee<a0=?CPLX%vmC<Ke(ZHA3E_g*m=;5r70F(Nf~pY
z@d?rz2DmQ3We%JZ4*j}(K~<H0BmiX*sxs1IB~0GfK3~_-5U7^AG&z1j)FaRjE&;#~
z5I3sk=xil~=S(~T2$}j=oOJ`I0#$AxP1N1Mo062If=6egkR{7@A}5Y>!q#_E4`~qt
z3iJoW{tj_X22}Vl$W?;eBAaGfp!R$=qz^D?*Y7=efbe)`=%!k8y3zsjR|k!BBPyf;
wF^%-o5&Azi(D~2r_J7rVXT?8v)GhKija&Mh-c22YrbJwZdM3K*N9_Xt3z8_k9{>OV

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_synthesised.csv b/modelling/data/abingdon-all/seasonal/cuckoo_synthesised.csv
new file mode 100644
index 0000000..8542603
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/cuckoo_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.065714972e-12,7.448999572725403e-12
+2,0,2.03970639e-08,1.4256881461542677e-07
+3,0,0.00030342145010000003,0.0021208168333311382
+4,2,0.285428019,1.9950486269182846
+5,8,1.1910332000000001,8.324933055272654
+6,4,0.449561322,3.1422868060183986
+7,0,0.00042083482029999994,0.0029414979417242072
+8,0,3.880295347e-08,2.712199710172728e-07
+9,0,3.131860917e-12,2.189068488808693e-11
+10,0,2.24161831e-16,1.5668179834301363e-15
+11,0,1.426603529e-20,9.971492713503467e-20
+12,0,8.60804487e-25,6.016742210001634e-24
diff --git a/modelling/data/abingdon-all/seasonal/cuckoo_synthesised.png b/modelling/data/abingdon-all/seasonal/cuckoo_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..96dd0097e160af74ff5deb546058f394c025f6c8
GIT binary patch
literal 58225
zcmd3OXHZk^+h=T8v7w+KU<FYD1p?ARg@`nj_E4izLshDjBp`N_Vnb?>7J8&hOTdQG
z0tAR86qOP}2vJCpguveM`R}{$&g_Ss*)N+JhYX3~<edAyu3x*(qsvw>@h#F@AP|VS
z*~JT2A&?EG5Xjp3O=93TH;TLb!4I8KlYc^Og1kZ_t_OQUEU$;&^bZR4N8C6V?in0{
z2ntkJIdfX&?5Tr3p`kZJbW~LX{_7noLBZatZO&mm;8Ql=yyzGLfk^EZ{afRW=?8!7
z=cw5QW82%AbE6w?+t4_Fejf?)?^1j1dHR}r__vI?ERATbQu;;eQ6bdqc}+L2d)6Yo
zZ>7IxHPi!&I2e8Y+@`xb*S>DilA8;7@_R^VNQ3e&sa5?>KIX_rWy6wKgDs6woUxO`
zI;imwmsg&SYr$cN9#@Vk42b{x6cT&w$Z65H2akiZJNIq)_vy~CO;7&w?uR<-P1pSU
z+Y7R5^ZtDX$=x1z<v&laJZL@s@6*_#^VjzL`_yRQ(Eo2AYjmNrvr{6q(=)Jf8($Vb
z-IX@c40B3Q?>YOShL-}9OBp)&0$GO4Czc|ID0lgkZJfmq1Op`hb;v@$xoV#YB-Sgz
zZ{-jK;-l^9>AA4bsoMEK9(DYrL&XcEfNOT{+#U8z-+3#2j%~w_`!bVV>cq)CIiHkW
z-d$c<BBDFUaI`YDJ}C9^<1J>^)~OY)O&v<u%){8M@bpY1ceuaQ0rys0Cj9#^-SMTw
z%?ddj-=}2wJDr$6Z<oP;*X)cKN7jeV^cv?nMn*O?b18mmNPehemB*tc{Zg_6)+)>6
z*Y~#Rh`Fa)W5>bqh=<v%fowVpE?DeaXvnn1(tHHL?+&CcoJmPjy~QBow6w(cxZM76
zZvnHq4D0XjKSy!9pwL-0nH@c!LRg+s?Lq1|nZ+wf8}%}5;y0_}|KyHDG0Lw)AJh9_
z@=(LDnrlZlm`3yFmDh=FOYX_iHP82(=U|cf$O5F8^|b+1(2Sw@?3O1Aii#Qd1P^&6
zJ7xLT1H%_tx)D0OV+soCWV|;~Zn!17KIZo)scFoq`f*g#GBXIh6%h>%T%)jm9prs~
z4T3b8o1mfw=SOqrlvep<!sPe1_^Y<I9;PW3&h<S{*pCtt)bm^vEM6Z3$08n9y(=y|
za(chw@vvdf)UV4+i`~#7a^A{FV_503V0`t}R+V=~H{9LNkB$`m>Ntsejear`Mt0pz
zPmdNN<PmTL=FP3oPi1J!5-Pj(SC<#3)BAIZ5;ais4Yd56oK_cy2is-UR_|u&MpTSM
z(z2!_nCMl(_+_pAkl0xFkH;Yg=X`o?V2|zX?7qIe{=s9Y%(1_~Tnd8}+kU`jtr#sk
zy29nwr@d8?i(X6IdV(?ry%PC_^7PAravqyxo#832*TNf%R-DTtnR5!s{s;tOlhdP%
zpEwU*<tpvh@R<*9vXs8R!{Cn*r9OyNZ5<QSZ049(zftbC(fqrK?N*y02Y;Tvu?Mm<
z9K|Vxf30+H?+V3hjmIqB%_-87wJQ;v6wg5||8D2VMUx6Gy=Fa3P48>ttyG15NvKKn
zr*Ac7YfEe#A8gxySV>7~`d0cxC|J?cD<dN#I`XB=hS`$Rt|AAdOM9YhcWN(TRmf6!
zK>fO<)7IX;!^T?wnEU4^XGr=Sl=7zByqM4>aC*yloWS9#PfBtNgAVYlx31WqzN=3U
zX!pk`SzWsH3?<}$<>7hyj@4e4E$w5K?hn%L6d!rYu0>$R!l?lY7e{U5Zo6Vo{Nl*w
zI@n^LFMk8ll9m;bt+zD!+$-PpJae2d-fR^{FG$S}UDXVrob4PO94r*4d{)f9ojcY}
ze`q+W3WeG|PDl_+?(btvS)=*Sx5*ofxIBo$_vkQArJZsAyt$p^H_~+N$@Hcgfq4+e
zvXs1tHFjey^5f-~Tj>uPeFUND<p!x%<3o7XP<e(nR;Q#%McQI$QSH{x3yUkg*Ph^M
z(E2x4;%EW0UdArQZ1v4T5_<W=TpqJ`0+BABwHrAaMoz<5BuM&@QfByWLDahPG^?`J
zyGwLyw6AIZAPlzGSI!jK%@xcj8ZJFbOB}K7Zdj4N8uJxz#m4qCEQs-L&QU5o+Oz}e
zH+q|bFi5WB;xLwVa@5)|K2^nawq8G~`MGP5rE)TMjlQsJ6|=e|ukPN8A}|^Zgly8(
zs*teiZD8m}LjCG_S=>3s5@(@&FaAE3<%?Ps@^lIE?7~jzi)D-vGOD`~<K|A0Yzfy0
zn&Xh+<GDxd(A;WF+G25}FGt^A_qbEWO2xo;1d?oRgNs|Yar+ndBz=X6_9U%H%i0~G
zXkpjT_)8s|{4*$C(|8(fVAnvD>}`@eJ>;o0w8P~CKbt;IAT0lBH`L6-G4e2U)#hJ!
zmPQ7NlERpQaVFU%<Y|LF1XBKD1H@?Ga6<@ouY`m<9aqGPq3Mc8S=_o+`7%A-S1#no
zJt@9FwJso|0Ul(7wF=|<fs;B|Xes0E3<_b{G4ofMH|M50Q=MgX!$Y|VPoF{=Dyf|f
ztRd$h{U5i$`mL_O^L@SLTWbBtJ+xaA3Knm-%jw;I?`~}<46PQ@3|AYVi2kG12c)EE
zdaSwO>T<A)NF$i!<ZH5LZ|3yiBPUZ}T_{jyYexd>iFIk}-cGVQp*JZK^726i`T1uV
zQFEzq)G+H-Ev{K$BDg9TKxKg~7g9&p_9>diSHR?v16bno=g+gkhqai5`;?{#+~T{9
z@-e->WuU2i)2l<Tt|+nz^}i?DGlZyL@$!F0FllLsc{F#}I}6FyizFztD69xsXo225
zdWD8A1N}rtFw@W<CeZZi+UE^t?uaIUqWxaG4)4Hjtgh$G^nIY<kxk=V+SHWe`TN^`
zBWwg*CXz3N8S?u!C+P-HK7_{nxru3~L+Qe1%Equ3SPi<x&d$zJRJMqVzPh_5B#`rq
zG_aL9!`7)ShDT})!TPcxBxM;O8;S0<JDxv#))mZ~A1#-1yZvU27Ff(63Zw@NN-YhW
z=7^`G9R*`6nKfj?<zMGZ%gVZRSj~%>JS@-q9-b(v>K60<HypGA9pW1TafX7~J4W_G
zCRGcXxzLE&Vr)9`Mv#Nct$TwFA>Q8du3XSwxcBu4>FVBzMDHT*qX@!`V7?TGFR5pW
zTFuMs?0I$`FDxHZz}NjEFNlFoF-CGt5;EIYrnLwN_Jm)3+c>NBzS}x}_QHy5F4@`1
zDSauknib6(jS!+#W-D9l92}e@#v-x9g)9R2+3qcv9V{(>@?;zBU1JijwgR~dR?|`d
z?Z<})<suA03tFSk8zYcdO)R`ATMly2MTDmAzFb}55qeU$3Dw3fJGh3uT%3AWRn^au
zx-9IE0RZ5itx_r)RE^68@Qx_nd_Wz;T72NPu3)aZyY5P!sUxV}PbEf9sH)a$29EgX
zgSs~)VXb%TTy$U~U19MZsGyFx7H+y7Xo&Nw%F4B4=v8D0A&{`V(8<`wpYiL<KrK}h
zMp&RwuHOc|cpaT4>Vj_G1P^cT45VDt%pr`xp~8i}9;vafKAh<!VS9CHX=z9{V&q4R
zS$B6gC$fy25&<gCu(uVV3u8FG{!4TGhNqjKXwt$EH+#01j7PIth7x6UWAFpMvFG5a
z1c((<<B#vg&+J;w`(nE}TWe%P*)Zb0QHNTp*G5Q<brg3FA!>5=CMNfW>rlcd372}@
zUgXnS=+S+1vdew626n%Bc^G3zo7^DQ!2I6U4YuC<i6l9FU-1KHd;Q6+abgK<y%PZ>
zlC>doz4Pia%}}6cAFswWR2V}E0%*6SzxOWkK=aAmd8$J7G#|j5_RY7K8SquLRgEiA
z$ob*w_Vt(8@{+am$U#3CjtAOjt4lS1Ukkzz9?}i9%DFTyKelD-)^1_rs9@0q9xrAA
z-8msd`IJq&pvA?X_zKvI-<N2Z2m?QM7&tD9KZ}G-0w^LPZIS(1Cg`=_Wq~P<Tvm3f
znmGCOdA#(#K@{QlXPI))xLawM<54}FNN6%HsR`^WX-=j%a^=pQwX|kXfWD<`1!Y$U
z%#Sn-#jaVG>DR<H+|!JKkB3kqxU{mBm437n!f15+yqL~u{sY71w#YKEt>^ddb8QSQ
zUfi)>*z)_UBIYb6h%dN^!(oJT-a|AD8r9!ggbM$L-Z&H47jjv^dnI)1C-x^9u6%2T
zy%fVRiC4uF`CCn??L+7-%j2s;jNR3%H|ED{{ZcujEEJhe<fDStK;BCLxNr2&5_kig
zw$;=%kF;F5?o<@DIkI|OHAiQQN&Jyo#O2F`xfz4n_{{KMm)D`h3*cYaXLPn)B<Kn9
z;IqsWlg?Mli!yAmB<Z-$9q2#jtBD^UNeBbUn$-5;8pLyAU3HI6=g4X&e5I;qf>CsS
zlvdTLve>ZtyInp4f6#Y)un@kd1qOjCoTg-wJ(I3>fBjmy)(p0rLi9$rks)uymhdZl
zKgHJ$QsOAaL<M0bia>>a_t-e@SG^9x_Z;1BKO}d>XQO0IR=4;QfD+TJ-nM3ltqpC$
z%Qvt7&XJ3rJEQo^Ya`T`6q~QFLlpehdGE{uC<h$`HFb^alVAPQKD|N>BDA!%_mfMH
zL~(9O?<-3XdlH7htgx{tOmzh@)vnZj=?Q8pmqSi&^>HO9p<YE9))V@Ys=c~{>lier
zw`=nh^WsdAnW&yw!+dEzxcn&DH31tnIqEn~R%}D!jWWg(2eYLXR(nD?hbx6=$n2|K
zy@kb`Tp44vZFypqruNC7#KREKa{~q8*KFne&<X%@j)&9=e<z_esGOFWpe8XZjy$B1
z_(=*rR~^uHXM+`-%-Mf^qZLQJg3A$uYzmqbRi?e&P%o0pE%AaS{IcwajOpEjF}}6p
z(i#^<y|G#^Y}OVNkWRK?Qff=v0xCoH`QnYcNi#{)A4o1w!mTXO8rGx7QeCdn7Dr+h
zyQgVjn@(uqXy}zi`9+%$F)wd#U7nv+lc)#T?#Hw6f?2&4<@%8uC|~1~-Q`}@f{TkK
z2yjicC2MgRCB?W-1Bdjy>iql*YfXrGcrShL6NZN4HO3)Vtg`inCvObI#GbS-`z5&D
z?TQ^k@?4**SB0ax9pK2pQ-1iN#u-j=gNh%?C6ltlcdFxMzYExGIUhe}{-M2@-dsy9
zjf@hyvOw9veWlTfQ>pO4g(W%zUgcp{JqG7gCSfDxWiEyI%=+~clUV@LD<TbV6W~y;
zUI3*g$`F2kyX<TX{_an{-==Q);!h0U&W?`YF?Xj}?~WHr0Io0TLCH6AD%y<tn!BP5
z*wxpT7N*wd*Jbmx#%_PmX7SS;GO|?#A#b^?mlS}>rtY`=dcW1O$F|mY@C2bjH)%&O
zB2>T}PvN6}^H4j)ki_l`E#fIr=P*Phk{W$bH(NA8O*dcMuZ>=bS<Ei&Mqy^7`^Lk&
zS!I#eUrt}(_W1c4+7l73m|cXW?w~Gf;gbyQ5U=NMTOkKEL{vWazNE$3VNKx;mh0OI
z=W+h4rDBt7?5$;}rT+Jq6-&8(8=tVZhPY~ppQXfYM{CSnksqyy+v>TI+`RS2H~92i
ztQC`s_`O^Crj3K3W=m6l>m8wqQ<5LrEa)Oy)5Hc&es^oa;--1LzthJF99mea<ktV9
z)i}VZ2DUXMX5p)%0;FioVd3F`jazFir5`Q<gcbSTov6=qS&ZuF?3{Y(;P!i%3mWQI
z&`vGi$fM(wGVs}rK8H>ZzRtb+6e%ar_BBkB6sy9)mA~1MYX@4QBebK~Gn>gx!j=Az
zun*!|UqB~{IQQ$_nVOx+lCFJ+&q)6hCFGD9%4O3+RIkxPd{3iWykt(v=t=;!PFvV_
zmGxlS4K4mAsl2o`S#s@F_x40ilk3)zZ>z6$LT8fKKS#;=+>%x9&!btbs~NlZf;&IT
z*wef9C~L7|L&<C|3t51{@Lzv!rm^K6!hf_GHP?T5Dt4O5fQ^@0zQM4bD_E)#p0njI
z@ZE+E5(tcs+bLR;F?5zG>&}e?DOF8F4kj&Z!!r)%uG7P>(P)Sf!w6_6JMEickA|QN
zBze}gORh&OnX1a10Mdz;G5ERK^mnNJ{W(3L?FF2WWPH&QKdQI<>jUa!7&Y$o5m@4D
z-w$D<9UUEAsIU!A!lwqMexaUBNUqprcG%3rBjP20{4l7cQXFy&>05s#sTesq>b>$U
zkD6YhgfoX3A`V)_Z}uB1JF~Zq(^-;OM0z|HbqZ})B6A6Lepc!aHaqGPo<Dn1qIW=*
z=w#^>zmKA-qf^8EqA%V%f)X&j8p6L{D#e}@f9!j+MkRb_mpn3XFq0f!MXSW*aTjlI
zl;uPfv!ePL<y=k$&RJkBxCk3`1yp!?8S!#Pm(@)24n>^zY5fIiy%xFs$$s^&-yEI6
z6l(owct%&YzTj^AH=Hrt0m-b7M@c`d8IG%eg)-Ej@%<j&cY(Jxipg9OxEVg+KpC6#
zg%2Kzm1|rqZF6ZEHZC(tJXnuus-%qy&WxSw!*N*`Tkg;CJl_uIHF9DARM(*I<GYd3
zwlfVYbJau(lV~(M;=VrPjS{WXt%6lKmV{%t043tz{@1tbi6(28jAFI_u-c+cym?w$
z+8VzkF={BKLF{m7dRC&>fNH7q+sL`fb_)nB{?^!>>NSx-kX4+>84bOZZ>aOE@XeZ!
z%FcCXkBm2CGZ+u`#JBOmg-P?jC}0m^t>rft7B;IyYa}Oj^{1ribT|-`64!&PyrcUJ
zEb#zc>-Fd!>CnCjAy9<E*Je`cL3RDPSs)@?(7fT$yU(pg?Hm2AkJYZjmOqVnd=J1V
z=!_G;CjvhavW-a)m(hGpuaW*k;$;?I{zDyK@mdSl@oYXbPgq5Ti0dtOse5f9ti&6`
zw#^DGV1d3{HnEJJ3#CIR-Oi8i_>psl3_sckKugy}WAO!11yeX(V$1*}C@m*rY%Zne
zM{v*kdxeNAI*(n)>)%`^Z<_kt%d1+ExUhQb&6;2q@dyMW{TOJ42g`0-+eM4$GJBtF
zH-g6QcX1!fqc#sp?X0e+y9=M{RKju*2hCx_&8sT{HUDp?7foE^-T0rnyl5Gveve}g
zau{S{T5!-t@h}f+yF7X>qOl=D5PBEx4!epN|F(vDpY44bo@xn`N9?p+cU?v+P{a6)
zeuSBsS<l6OBNF#p<XY$#hm6F>jX=_fF?~uggeA!Z1eT{n1b&)!VWqb(q!N}3_U|e?
z@(D^P6N3)IR~Dqyq4+Zz2MgEObu&s>mRY8LG_e8p2EKIy1@}gY$&(u#efGDayt#pv
zq~=WsfA>s%yDa?;1q6#sjcq#8@4~aK#h*bHmCv6iMk7h=mU^g%n9*C2_SaK|hn>5H
z%2<s4q8oO<4!%myS6|Bx8He8-5b*46dQw|rs$Oj4a&PL8A+gUzdhMo@=?T3m>|7f^
znT2C;*nLEsY*@Q&#6SavfT*dh&kF8P3X@E(M8sNRy{Pamj`<t?1?%B8ElCFai+9?#
z@Af^jv%8?sFzjfu*aSPlJs@1b-kL9&=Ce&UD-Ri3wK8y}t_|fH)<;j$p*VzmEO~YO
z$s2ehr}1+5q4dVbrxDkzVAaD*rq01NMfxX73rxG{7jHyI6(@FxuNSs|xw~1y!f<$L
zZANqt8?#UPVI2<1ni%HMwGsY-t$3tBXZ0e2&O0B1BV2w93u6r2K(hGNH-Ef0m3M&M
zqqLosg))**3go?S7keazU-0hpA~8@u`z*n5WPX@!seyuv5B{I-ul^ff$w(Vj=rhL*
z2>0&Y3o|IJSS)QY&frIX$yib8McdADaMfBG$opCIpT=3`_cK*n3{0O&PmSP?keR&O
zuEiTe#bSj!k{cI(ul>&k|JFBKp~E*LTx8fb@bNWtsgm&(ZhemrDM1zgt_N9r@d3dd
z@yjm$bcb$G0ji-ybu~TW*magFB|OKEGdpN-gtXk3q9)DuOZ3CF46Q#OdZ9oJJGbkV
zQ!xde?0`-6tFYw|Rs{q_*-E>nUk^rMLHMP@@zz=~;~HE>X(g_-qSc(aIQaTRS5)Ba
z*4x81$nfo#SgHfHFj+sShxm|>{A}&*s$BE#f~A`;6N3Yl!mk`w*7U;G_{`MWj%$;y
zVO(D}y`hyUkz-MT-(Hf#qPSnjlE!ex>xfZVL%gLbK=Ejc1(j<fh4<e7`tc#_dmbU>
zk<L%I)ylya49a%CptHCHGs+*fAD;-Yj0~Cyp<?2RhO5obRjb42okk05-v0A0614N~
zXbYGv!-xA^DA(JU%soC&p=oJpk%Mm9V(HXXqcY3!5RtI$i2BvG(b8(ZPzPwK-9^Dj
zG{dl$9dUu#To#4t=jE;ha<vvOggmCU4RM)N%&&jMV^#oBTcF;5AQ$yzc>p~!=<t0r
zWas@;5Xk#pa8A8Gef~UqS?=VKBOmxY!fF5zUA_$CuYV9@0NJ|o=g*&A20}ik8i?Fs
z?{C!wP`&CH<)A<fJ=}Gq%p^fFEg-O-nywvE_!4L-b-dZZ&J!n2EJT*c@w5m_PisTz
zS4#moAFjLcX$#|tde7-3b2GEb?FY_&Uu+gNqT%V_hB83!sgx?ugz9pjVeqFjg31Ie
z!uTa~^J>5uk#f;|IyR%-0Mu;pc^nWVD0*H%MD1a?zPounOMr8#?eGO!)o{@F*0>>n
zSiE1pdZhzwf$_kWg^rU$j^0_GNYF5NBHo=Xf%L~1Aj`l77-1JUy}cF(1+}pB{DbXQ
zx;63{C1-F9AjQ|Jy!*bE6v#3dT*=l9NY`HF|B(rN_oj^qcX9ETQxBfJ$SB5UtI=9Y
zN;>>YD=O+178c52a*-b|Sy^ccL;@J4(jAu79xYOq$ZzUJ1ZRv^kL#9#$5i$p16w%u
z)k!O50Sl8~y{L8$uAVPny!eA$2BKINcc6U?#>0)mqI#IT*Z9vu0Z*68K?(p3{Rhy2
zYUu4>*D&qdf#S;lYK^*)7|EWwLPIe>G|e}5M)vGi_tKcr&!xe~qxmso7%BeB0Iw1+
z&$%U9aKs6=be*C3=Op={p_3<0WHR|HLZDm(KHabW`9Qlf3Wfix1eRh{8yXs>QAq0;
zaNg}%V=c(B9Zz>XWB`CskHA2uDTprG6(pJdLdmA9Zho{WgXr8O1o*2?!7|+=Y<8fy
zhxnLZVJUd0AI+`t>Q49Me^~L?<&A`tfBbl1aoEM7iG8cl5@*OFa_<`uP@lii!oDOQ
z8Ukhx(?0{Sb*NA8!D>r529-U;i7v(y+xh%KgNW`W9UhsmG8kz+6UHA2Auh#)&qf=;
z$v}X%DYeYdoE9>fVEgs3QZ`E{`~%FG2stdl2H@ErnQ)|XEx-p|mo8mWqXM_V*Aine
z8aYl6%O#Ye|9p^7XA~Y1=91%tZtsA|Q@*ee>`hHM0xJ`hRkY2F_g!RnnM*^zO9D9R
z3?PAGdhLbV2AP{TZ=P1~S<xFL=&~d7kt*zvwUFM%zY3MI@L4{*ta+UoXs|1XJ;!@=
zS$clpOrny02sea+Q)C4>Pv{zk=dcUmH<_{b3GK6%>uUMOtO@%-O<%|e!biSeoRv~z
zshV>`!sovAJ%04)cLRZ&I$gNl)bP*ubr^Tww~HR^&glBU(HJ+3m@jARTVAE_M$?zv
zml1Dag8r2|WyrF)FGlN4WfmLfAjwD)`3<de<tI){-2Ttj9I^>vnX-mYAsYk3gD9la
z=|dw8Aq@R&v6swiPscRQ4m^wN6X`%bA&6+`zWnxqSVYd+yi4(bpI7qw49JZ0>%zv6
zFS4?jJWizH=O#3}a1~NqUcq~aBp^vN+^Cp%9d*sFAV5+p7MHH^Qt|Q{mwyWXh>E|W
z9yc$^U}4xg$(@j-aq!Rkt*RPI5BEM~s1C$k5l2O0)(MyEh_}cUuH`^fd1n@P1<AS%
zKS^2TE|Ct_uf*r$!x6DmK_x%w%;;((qr$Iuu~a)``t0h>zKpu|Cd(*&fv)0@-TUmM
zTL=6G1Wx@S`GnGDL)}_y4ko5nD5{3T*2FlW?o~qxjXzEf*KFyAJDLT(sPRbnIDgFF
zhcKgENo=dfbCfaPi^RH_vG0UBEjY`T?aM-g`uNr{j4DOGRxpDX%=^9H4}sj3wxO?q
zTxZ<bs&cc$hB2Vo?O8-h4wDYEvPz6$MUSg%w~0hudVfKuSrXO`3w@9?T`_<N))~E;
zRBRJh+gO<e>nfy%MrB*!1~VU|ui9d%h_**<@f$m{BE}Gfldee4prT%?)taHq`-?Q9
zmfgGRswxW=D6(17tG9SghhvrS{+qUR#`)67XkMJ_V2eSz^OXb%`io0h{Y8VVVNS(X
zxC0tK$s?g8%LR%bF0F)Ii+~Sr2&fTKQYl!c%_wkeRx6Fy@G6$qa|Rp2C?!^o)}WS=
z)S)}FC8zqyZvskP^9u~3wq^O2EE#cXeN&DivvioY0wvHkEG7ol8fRz*s1a@Cv))IK
zMbb8u&pgXMZ)u!E`opR9nF>@^3#~eQ_-VnXL=9}-^dHi46W>iceC~DHmWs%WstuF7
zNvk0=py6ds??SQrV3ue0b+;7>7<;~Tby=v}IWDddnJ(gi?bSpBzbyfD+P%Ujy|*i@
z$U|I2Q%z1rVeBt0C>*<)LF@jo!_dD1ZW)rp+Gt73vANG#W`y1>kAi0u{_6EJ$BxVj
zoZ&FAvZgAU=GEvM($nE;y=3_DC;QI4pG>O}n3A5)gt`ltUGOmtOQ!<1FcU;A&Q>f+
zPe0Jtx5SZ59DR-yn`H+uwS=cg<4XMOUfz8I;&+%fIKb}ETix(7Od3V3Wjb^TtPXYR
z``?+jNtt8L^?^_VuA+J2(jscm&z#gev((R<W}$ex)k%b!jr{0;5`Jcd4LMFPTB4<9
zSTw_x-$@HVQc1sYo6|=;-x3bx#7!p*(tq(s_|Yb~083a-dtjF~Fx&1oNNN!4@i^ul
z8Gf|!)?fMyUye*S4vbGVTA~eCXJCeERIq3r_;?cWh~@rV0)g{~FK|I)d`_&jjQou?
z6c)EJ*F)~^NHv9>AKe6j#QNmG-*dJS?A^$!%gT<oH-qefk#OG`kZ0I=R44ape6CJa
z$*}|#QGDU7_TTJ+@mtSM$t4aB9q=lQQfM_Oih1nRu_)LGY<=VO@ep7tDMY-PJ~+^v
zoKCV2X%vMZHp!Zb!VonFm1nC$XjV4sXCI%eIBlY{>9Oe5H|-DqR}x~^|7$+t=eg0?
zp)zm@u3o)*xFwpmJ<JCD4e*G481lV!&3>)G%ou>F));CYG0iZJ&wcsw<?iB=($a46
zACDF#@MpDtB!v7Qemwp6wUg34mS$#;{D-RwOcJ{v_IbU9J+5%9Ha*-2x@$KPxcCnm
zm43zlUwu$_@}cuibKjo)zeYwRq-I4I0X*QZJky*tZZ(Y>816Cv-=q|pB_oP!{J8s{
zfXVfo#zrRq#}0n_^y%uAD~I|D0j60VFfh9PW8^MwC_HfY?%hX$;S16XM>RDy2fF{0
zK`}bJ-el{RE%{|-7P)q3*PDHprzynL)`i$yxpMu^yJN?W^*2SZlIt=5xq5eBi*3<3
zUSfO)cxs>xKL$v^!7;g`<I<wKfq}t*rLl5m#;?Kjo~Kl%=9)eL99|Q3g(K$H);kax
z|B21)yrF}1LtL%_*mL*OIis638}2%<>#_XfYe`d3Q24wQLj~sM(#Y1ZYZ}YZf1^0D
zn+i={&1L55T-^gX?AY;}s4WC9r~JEWLD^1@xRwKb!e1LZ{c9!jzal#j<IjZLf6pG|
z|CG+zIRtEl<4Jl84}qj&suMnU90-~z04sEq*N>eLxl7~inYTXg{~6qHR8>`Vh8fTe
zaxw0FCJ3Qe6=kfg5d}y@kAwc*=}_~k>gp*``op*f`2BV&O>=4paz$1%K(1=QE^QFZ
zH+^D;KWHq5IHkS2tOfqth045WlUMjtOwI0H4knK-UfP&qU~|EA^l-nX{y_OU$ic(R
zlPal*h7DCWsm9t)ZpQ*7COpm&G#bJ!RO!#skN-HTrRAW~ICHqTtn5X*T(kx1cLMw(
zfC1IWvF6BNk?bep=8v8}eF-G06Zy;y|AHDwn}g#CH6iVA=jzFy6))Da0-U`Qx|Z_3
ze33Cxx$Sb);F0=zh!Nz4oqcDXd__wAEC19E-%f9;Lk71KxLn5_lID-?fUEuU?5F$r
zF&bEx#S44)?)8!u0&SBa!A(>1d>jMtvYPL}ao{6(Pp11-h@jlv{1%9lyePU7`+cJc
zyoK^)&tOgwJZkk>>IJu!5-&6a(mR(kQ?7dI8Chy?_Rc+FC=&<g1%B?@YRtU6F9~a%
z3M3mdU@A?vZImwyAsEMteHFFUwZ*`ht{F$VAvt#Y^`mNzDk_>sMKx}IH~+12;;xXr
zPvin_eg}Au-Lq%U@*Qw)!5}a2C4{I?i&zC<)m0RCcrLKzk-0txdEYACIn(;U*jV+u
z^RBqKxc|-hjgG)X8rDQD|IvXnM4gM<0Mv5iJg%hVnJDQYN;^EiVHEN<ao?G9D*$U{
z1gw;S%ArD74kiT##1|faea781izt5KuxP~`d>5MUv(kK@St{uMV`5&v3Dhs_5tFdl
znDaBJB-A_mbIge(Lruf5Jw-frBs#G9x9Oq{ENQ3*%Ab60-2r@p!$75lHkjF5y=oD7
zRs2%mIDXW7T$FSXIiHTrw<|%A!$s7jM2P}`c&`Er#&Bt_l$b{pfD{qcVu@^&ZzWJw
zQaZDAnW(pDp`^@N-7#jk{9{M(Vz-t#h-<|#oX4NNIsYL23JxS0UV!HL^_8;ovVm26
z-6g6IiFOtk)RT$2^T|(Tw9?68AOq9^D#G7@RB1)y>|KLCGFH$6B&ugADc31E?R{Lr
z(sTxg3*BiZDg&|KmBwt;k@z#OTI`=EfLxr$*Rh{!qF;<TUG)i0x!?bI@5wIf@(XCS
z5BJ5@jX&q+9v%jn24Wqs?c5CbGe?#{#;kkBN?gv@$R<8FVl*tZ8t&+rwm+pfPcbaN
zM9eYFmIhebA>D}i7b5&?&^{Pb7^Nq>p%Fn+NYjt5YhLWp{TntK<Key6W=bFAz}8hq
z0q{&qclW8VWkGNTK>^aI05^TJIoo&VVE8zamqx?SH!?gJL*<2|@-e^S5D&z3!j?ql
z*Jh<HiE{cUcIdN{%K(q9F^(?)y8%8GgceZE1Tqizh=PJfzfMIL%+nXc`h=<Y{;SGs
zAvt!v*X*w#Jf8>Rx`?<CevE7AsssM3-$KZ&C3WP$#_b1A8#aZ~gZq&afWN=ES&Lpp
zVFJi*(dC<WQbO6ql79UNj<m+9Q>Qd|^4h@{fM0Oz<VkZrml^&3cUVb-B^GP=`=f*x
zn?6u%Qvh0LkEVF9Z>$}Q6zjq4OTV-Ziv<~?%{;QyzFJrUMNkCVYKP(KlC}EiDzM02
z0OdiKs?jO{+ksjG!wyqH1w7(Mu6POD^|V$HoC<Rqw?!T7zZ?Vb#d_;8vSrMOUJ7Y`
zYp5Rp4ba3Fc3*$N47bjP7zjRjh4_{1-GNbLQU?q-80-TcBwu3Q+}vE9L<CN`KDMf5
zT5b>lXqjp%eEFwTFc3jAzP~X{-(kD%t&XQ_NXk&5wgD7dT)3{cFCPT!ehs5Qx{0q}
zA?BfInSNA+r-?uG)dt|#Y~wRQ?+<R<AoZG7W*J|dzQqW3Z`L+)lm<ixHLA$Nd-PPl
z^2;mky+n%*xoeL6y*9Q7#OEgfNGdI8Gp`LA$3LGhJ#u!3td7Sku!iQUmDSZrEO$Pe
z?v9$(h@^I^68uez3|9V3cuf|~=aG79cfQb4&d&Gh$wWLpwA3`Lebq1NnjJWw6^pgs
z;;eOdmV~A^6+(J*ig`ZvO|m+^H5K7LDaT}6qJMoi#*m|{P;36@ksPi0pGWd3No3nf
z>|v{DP7*=Jq98Z-y~Qz{zBv9&O=I))^gw35(;HWqhp)lq7R0W+`mw0aIdAJEVo%Sj
zug?{=j<+&EXp3wTau3*oqh62kk})Czs_Qh+B<u9YOi*g@=+Pri;KtltqQvS>J)}Z{
zf7a;Tc1y&gAyAHeYs??3+mJGTVnXUW;NDuOOUu?h9j{oJS@em>^I(0ZOWAH+gE)P4
z-Cd4dVSPyOEc>?j(Wp)$G1bOOd+KicjIac#$9QHSxyLr0oFS5FTtJLqflCeQRK&#G
zpcL55zmz-|1+L@KWR2vgl_grn_cAdrs8q3-8HeN7JCHG&sAN<4y17ui57=55GThmf
zw=U&jF&os;+oofOcay%jxHqmAIXjh@02sPO=a|!CnC4V?XTHUwq%i30Qs}C)0vGY0
z{UplXY}NyP;rt57Sq(Le-xrs$fQBLQKyBjPWd=3>{=At-uL&+6t4Puwen<pu>kG(O
z%ssKN0~Q!G&!)D&Mc+g}xjEr9g2NweipaQzVD@3Xvm*<?N|YGec0(yU!*?l(v-u~t
z6&U|>(CKezxa~Q`&f`M&OoEt9WZp$8`<3r52xOP4KGdv2&Q-nY?VAd@QS-+9`{A>-
ziOT~@b53@`9}nbTjRTKUA+<<L`D*@#<eIn1R)*w*UI8E}^&IrO0Y|bs5Kr_)P<Wg_
zRG%4x*|1@Q7n=rxjWKd?dwYdyZ*te|zF8KxhAnChAm}#*f*&u+o$IrIHB0vjiRcwl
zJ{bj~plKxw(#<g-H@0k*=Kvtv3&3ZZ6v#!AmXvC5;%0%5FGN3)DboDb(185%1=KWW
z3{sTO1SLHveZVURdgFvX-~ts}<)yUWnjA%sedTp$9u97sX!F?%zAE#F`TZ|L$YTJ=
ze1&NxvZ!Wqc#pSt*U6?8n>?v#;X3`zPKdyQ#hSzA6?l+*ajd*?Z<r;@{D}gMsH8W8
zQ(<g60-NPknBw<|0~%nO5?iN#pzw%cP!m(L0Tgr3uGeS0(i_FBp?^v?<gg9I?@(%j
zTk4GCG4W#J&wvh;zFe5ju!U8EMm1#dqaK!_c^{8IS@G`u`ukz)v0`S>e`bjy#3ZqA
z@H=+eWH2UAdTy}JPe$W(Nz&kf;_z0-b*<hQWZmYoekFHAy-}!vVSqT$^{e|JeX$~d
zeDK{*>cbKCtBXDN!dMfJckLI-reussKEgGf1w6~=b^f1!BA1#bChy;BVPx9lc#QB-
zYu*kiT4qS1Kc&V@lsQtrVY3*B2l%3JON*E+^yU(Jm4{ZGl&l>EA!n}v&ns6_B1gcN
z>6*|mnst?REA2Jp4A^*GC`gn;0z1V6K)=GMCNYmNN^``TBheQaK!FW1E%$wE7yq2U
zPq`vg6l=`W&v+kwx9IOzP8u@=Vd==FsZ`J9KfkL2M|C9T1`c|I@Z=<bvoAqh^gZoN
zBPMZM%j7fjE<fS-_#H=8RIGrCd;Yog-iMMZomFL*wQ_5v)jS?9HF$MPKe`~`v9t_9
z(L69)*t(;~`p?giyQ)2wua_3A4_EsY1~o`f6ZVo#Z<vRZ{TXL2O>!0XAkMY^#&3oL
z?(nH$GyF$XpawB7@w6?d@<r;cQpW|4JExw0x>t3LvF3jV!ai6cRa=d5vg&T{cM;9G
z9XRrIxy$eC9~qI7W8`z&vOrb#R)(!d_95Bvcg@p@S)CUyaTD_IlBFCVki&6ehAcgG
z>Imdu`k9w<po77~3NHRQ>|I;ce!F;H&Gu-m;CJ+?6ian&brH~a+V;0h#^@ZbS-Aa)
z{Ov;Vtd7gasoh_-$E%5->6t)6f<Tn-ix}A^ydLf`d%ydIpNTZ}&W6^I)oIlWB`5BT
zYl_};CGOw%EH7nGb$!jA!ebLY%Hqz!ubg_e8up7S;(P~B{98NhT#sFS+gd%=e)4pB
z@~M8-HX{G?{<Z)a@Rr!3U43zVBO@*iAn{%R3hi!rc~zkLCyNM(Tg-2h%2Ou?x&e{U
zVY)f0OWS_>_{ihQ;^@477V1OjE|m8=@EJa9ZtZ>}%7!%nV3Q9hByfQ|*XDxs<8vII
ze`&fqLlJEBznS_sfeH{vU%Ovaj3;^5!g90h!r=YU;IjA1vJ{1{!}=S)M9j%<rzOl$
z4?Z(EZCfsyme~2`u-a)SJG)~MBex!Ge(d{e5g4m=)d8c8VQQWodzJvKI4LS~Q(z!q
z8^U=F<e^SvcIynGo|mjxAHb&Ew#8G9swq_BwuJ>O+F}*|j!hhFJsf-jI2jC2AjGO&
zYlUEPilqM|iuKq=gTH!V-nVj#-n~?OvD{=tJ+TxPC0B)tx}5&^yf$9&xTbODOr^1)
zprD}kwlg@7sV#n=?Cd=xOUw2-&h`AJ>Q|S*BJJyFk6#?fkr4?b>uoQHnF=@zMMp=+
zD&VN7dyZvT6`(nT4h5hu1b^D=aJTF!V03vu#X~Zu2JPjQQZ!LKQb2Usb}wzykzfyw
zqOso*(IuPNnG)Cc?HecqQ>m7F`7%MxS4@-SlmQKC$ppF)@FuYrLGru{5K5h}**&v`
zYau)BxE1MBr&NOl7*pJ-M=6eOBsxz8h5PjHIsxD3_c3VXg2!J(T+~}&o|>L<>Egv?
z&>hH6P6QMkI)DF93mOE>`hkZ&Oh6MZ<mTq47bkAA&cyuPZkZW7t54B`uRW@6>~%#K
zEIH0!SqMlAcojXj>cnLYEA7tc{n>q2b?m?Nlanq)5x+ON8<uSC=~)0YfXRJ@&->SQ
zfR6<1Ut094WM`EH6<QcxMbraXY<cH%A5j#5Wf*FKBWLM@rKzXD?1u<3%V-6@5Ji|5
z25hX;`tqixrv9$8D@VBB6%gLCXF3Brk2NT6eu84ko$$18cC@OybPT0vA_3NlX~=X}
zipWgdW^u{PEQQSuRgX3EzP}<Gl<17D-#*YE=Qu7H;~jOm>z)Ce9g7UW`!Xf9QL8J$
z?%y9$vNr}~WT(E8>=Ewt-KBja6tvc0MtObuj!uykOsNZCxNH*nEpsCcq>)u1Zhryc
z^@-<lL4fXa5|1)R8mcc;T|^_xWoe2rw*ucw(G)J!MHYU*RY!I1GAoYYshMfC^;Ns4
zrg6AUgkAe19TT)9R{ndP3l9us55%p5-V>Xcm~cjYoat*hYz~+FDsamGS#<H7^M45f
zuIDTTt=w<!Nnb^}=&Oz5(nm$Xa%yd%DB7b4$XH@S(EGcajRPjkRa=gV3^@e#NRnRg
zd+xh;={FOy%~@oLOL0CnIq(FeUTWuHu5gbEtu;evKwj+6<RWfrD=NaQK)`#^`tDHg
z4&Vf4h9H^z$e1c(^DAj(>B_jiVjFBaeWR4i%{YlYoWfN^f9nh&OEP;z8rPZ}I6l$&
zA8S+}g+ynz7WrqY1h>hvRlTi%c4&F!zsU{k(Ymm@FPVmqpEO^Yywh&-^ZB{4cJo)K
z&KSeQrvdzu2?iTO;6Dy#Uz94!I3_oPbxQ5GUIiwgfp4QZqthqmIHhmL70G?0Ag{gT
zNX{6=ulBw<ZyX>6s%mG|g@u-Nc^vD!dgK-Tb01gQxo`ARkTMtgWw`%9AeT=b=g$rv
zURs=;mlS`c5^3hK>IK^K?nglq{VD@}Iq45BZ`2yx{<tJ?wDBvz%TmwkYE8d>{i=5J
zTBuMKFp9mi3U@c~4|N1TnSGGw1bFs1v!Ma1-JxL!*w3ar>zpqn&fl_^f}TFz=-lrC
zyP8N#e5&r08wM(afvl1f{PIA?yw-%&ZeLJd)kVCnKSx-b_|U3z5b_;lyM*)VAi<`7
z&jBk-4Ye&9!;&T(%AJm-x<wU-0_$i}eNf0gGuCr<Vw?I?H+}w0-gG6`GU*Bx_zT_s
zgTTNuzi}gXo2<@2KDX5T`t>)W=^cgFz>++gr4#ln2+43(toa~-BEFvmROSHO{jiP>
zTZ-`KUUB^m5@LvATHf;0GM*?>ODxjVOd7+PzS%a6TAwi@$hFMhrICcS6$wLueW-pR
zv^$PF0g&cwjHSrS)J}~;fhrbYD$wLK_L4P$wW)6Y&qe~>cELHY!9-HoX|fvk8Oer{
zv!g0_^vF|6N-1F3lAFiCV9J-GD|wS(RflqsKzpz(5o?jG2?DA86&Uc1t$m)$;VSk$
zcavxwg?DT~zfy&(?9lraOFzO?)yFy+EdvSSbn&4U`Wa5`$!@z@q;eF-8!fyh0Kjw-
zBxFOf&3PQ2OD){o*f=gmKpodiBH?A!y`ET)*Glf%zi&{YB(wxXdsiYb0b3<cB?Bb?
z`4k+uG=~uKU_rGr5?(iT8hxcx-=eKVxV16ycgM*~AdD9K`Q(2SFf{IJ{8J$6qQgzR
z$$-9`#37l!)|X=ZWl@+9fda2E75zzVcIl<I>%4)2fiJeny>$;rNzV2-H|87`AyBZ+
z_J8$YhkRf*3GeCcEjVDau0}%9>V;^aNi;UM_zvWHGT!To#=MrrirKHFlLz*!71_|6
z^HIRw4W=NlU%^CJ43}*5Le3!x7e_vcYrbllcmQ#yQe?gr|3Rur-)*87W^^&gv?2Ey
zKX^lM!7`Y$(K)0w2?pbQ*51&W@&EX6S8$(+R2n2t>=96gx+K;<0J6V&oRj$7I$(!?
z^w;PuinCBo9Nh<WW`)beILmmvXa*t^i~%SZl_K^U0=O<FUkZ3?rgMuuyO|O2>G57s
zhx`J*ci;^eU&qGArkj)VvQIRtvjk$Cs>*awSMwz5`>)k<abkH;d_fzG6<fe1)Hxu&
z4+)$G+OxX=ai4WD1bFZ?&21dUcac6i<TogfOnM@#JG4Hxb_XY&G$19NvkG!*`F53u
z2f+6ArgxI4K!`8%t7!O~t`}J)8km`H5^|{-!UORecWBmM1T^0u<oxZQ%OZR#f~mb!
z!?$G*sDmR0jpP&MMO7;3!0eYxi%GN1NZuzCFGD}UZlb$9{hH&kjpvpw<!)#F3s^zd
z+gm{^Y;2@BHHDWq(5v8q^`5f212t4yQY0!>b6S(3Wr?<GL1f6h0cU2!-?`4el2U_k
z$A7>U7CHgiUdj>iF()82f~k@z-aZ*k|F<qGsbK2lmqZ<qR~<nevIoOC<^BCvX)B^J
zm`Czp5E1=5vI`J{fO(O+hMY%(alvjO{~xp$F`Ic{k<Y-@gVbYYfXKXUAVjdn6l-u`
z6wuz^zl<|misSotc6URWfgp5I8^Lm;t&psAyAOaCIHvPPJV8>qD)E4J@VSf{`2fle
zAQTj$fk{2P_y?%{ejtZ$K%0J~n0>na?8FoGGS{YXZNaP5RA*7c?WzNV1vG>9hVOT_
zb_vIY^AX)=0z`UQWO*YK4D;1X|GX#Vc3J=j#9y)5p$2YW?lctw_wp(n9tW!p^qvrq
z_HYD<R{uvc2uo+I458|o-zq;`vbNTuawzOV9zA5qhFqIVGiH$&e=<P?>1{Y`j2VK#
z4~fQy=FrrD`XzrV2;Q0rdf|q9_Uw7hOU;hwjibkD4RZ_>po%DX!Wat7Z!KlUi+248
z8cfm*4JVo+r#C3ANTwVyeYxUrelcYRy<OwbA_%se1hN<O!*>usSxui6$q$>@K_<BO
z=FhYpff8O|6MQGcffv46tt{G^o;+9lV%R`?Y))|$_OON-wfs+@h(rVc{AXi-bm6ua
zDG;tdTtmwgU<(bgV>R8~Iiv?+7xEJi45r*sB`jAhf8S_$`p9r-N3#`g6wDhC-9w!!
z6P*T9(Babh8K2jNmegC(hv?(AbRVm%6HKN9fp2H&(3M5aC+8eFDk>7`S8i*{+F|pI
z!cJ5rHdoWxQAmB!nC$+SbW7Nl74QztyrV7H94cKbloB1FlWPsr9in|nIij#3&Wg&S
z*5inp<@+k~HV1$Ox$sfK`gLEnjt<Gny$BddT|SpuSU~oCu-~zyE^zdOx>wg};V;pc
zraMKYVe*+Nak3VUvzoxUes#fy`Vll=7`VYqXBn0B<Mu6enn7cyK)JxuBb>n%&Rpyt
zV7xiR<`4E^YN`C*^E=Fl+4|ixJx0B|Isrsicz`QR`h`*f^OraW*e<lNmOTEuonE^D
zF2oq^fDeD8Y(uGfZJ0)&->%BID+M1Og}rOoE=xY)q4Q!HER1B3_&GFS320E%fgUOC
zt2X=kzGR-V8w_-O$IJ;KuV#}S+?sDaT;>K7<*PAelw+`t6C9j+O6H<|68Z0iJ~5-=
zDt?vTij^16z!Z*`v_Z3SD~y%1E;R!xfN7sWjgh8h)SkN0TT3XwUb9FfQr3LC->;Vv
z^@K9loIKWEi#^B)^+L}bEQpY^)W`Q<!-?Ht#(JDDz+%k-*#GKR9H|RUc1-o`e3ka6
zBj4<~)us`pZuMej-#N0#j^~LY?`DSIaYo_p6Y5;XVB1aU%)!`58-$9bK<}GIFSfyn
z(I}_!4=z1QUjqQjjgunrRy5|Kz`QfPbui;|U1-MV`gDd!|1|X5_~WJ60<K|N8Y65*
zpzOu(N0WF3ViruzI>}wKB0P7!HM+*fsqUh$gJVP9#l%+*X-z-fUDa~EyM6A5Y>arB
z*baO8%C2!LeyTm>_>{|x_UCEG!*=B~LN5f86R82oTZhruSrWM|Y#>L4F{9C~Uvgxy
znf}m1wxMXlow=Xq%~MsNTHQQtk1sn3#Jn}<(4hmKHn7&g2#bO|XaINSifqHI>xFha
zebeQsEG=6Y6XAAQ*0D5FFRUgnafQ?u3x>?aee)7O4)(oDueX6E`nFyUv9-d?3y3~V
zNOkWXHr1d738r}s0%{hoQ`$aLq@DLTubTqdr6lbNF*~SFxi&1!BM52iiVkHL7&`S9
zS1`GntVKzms8L@+%-_tgf7sE=>?1A14dEFQJL`sNh1RmPRy<lX;oDg8A<KIk&;*Rk
zzwok5aroh%OR5WB#$^2pyBKKf#Eq%PDf<`Rlc`<&nvru2h;xM(2_%yn5+)^`CLKu+
z_jF0oBgAN1Av^V-Q4*H*2#BPtRew?;2@_8Ea$!8jJ&!uF76k3DnF7@st~{w8&GlC|
zaVyO_sqB<*d`w(=w&<MlD|acK{^CDj#rja)ozfu|(KT2rRbKX(E44LlU6!Y%dJZWo
zEPM`>Lyr^B{gQ2ibeOIQ+DkH(vzFKbMv)7$*(#b0VxY|nj~iUW2JIF^BYQR0TP=n^
zVP}J@X#U&9C09gK>7t^!$E?42Oy{vZ94EH7wma^uR$QZ;wEAN$FosgBunIuV@SgF0
zNO|ICI~^wnBEr&%^lGXk?=jN6#o^q&zgmaewHj;7u&yO%y(6*;o=Yn~Vn)BYSzQYq
zOg!w^wD@q_d|!pa*+%;9mz_^ByTKZ~ASHgahTdD#p4j9%$sjy@cT#5M_3J<B?NE+(
zywSR-OQrW115vuCeXUc;dXIpkd@{igb)`Eb5=<1Ez3abnJ6+NUTSK+^EOQQfno$!J
zJzFnE);L|(c2#ym$(j$(`|tqBW`Iqq^ODc3AJ=?2R?BbFzjS$BwQ39dYCL5K$jw;G
zm4UF;uRa?%qB*#cP>-_dTOv<us@-tqR{XlWxcs);(V@WsAYm(RkjSk~v=YtoOoA{5
zeKS=?_e7lmKk1$*SRV2{Xiu&Fxpx&QwJC>#&ozVYvAl=5Q+rbB#KE-Z`DIm3k~G=i
z`Si@uVcMZ}jRhUQ+_F`#2c0rlY4_;ake#Jzfm51Y4}n;z)RumEm>%m8|Fro^en8a4
zXr4#j&(Ifn`h#xR<Y-bcHJyAFwtH5C0sOM(=6$-iDF?z)CdwE09G8x<b<%6pX4i_$
zFs)8-M}@%tGvL+$*A`wy$)Df43z2<U_9dnFK&nmQz_N`CEZ6r9mJ)g)C<JjxS^TK)
zPJ7a+Z=~*cGmP`1FTb<AIL}Gu(qi=x)XsIQ0du%o@ftZds~U`U!40oxh<O9|+!7-^
zy!WqOmf4ppt7by+{?dQv{8cwQ^@1YHn6hoev$u|RaNMJ{J6S5!>vxI`;`+{0FK~k<
zyVgK@FH0GyJad%D*HIc}-Dy8RR_}Dr6}AS<%TL`6NatO~+MMhzc5K@DBw|+~Xx`KL
zq?rsgiq)XX^1uOpRL#C;iNDwtbAhDRRLR%e?cuY2RKO?4Qyy?_1$+?}=)<HxZp}!1
zKd@)RSbOgsJ)Ltli_X4r$I*FGoMv!-R&NbKy^9k)fI%&}yT7kxETASnNSrek%}VPl
zt3}K^ic9-$zie5%(;wJpjY~^F)f%Fq^i#vvl-z%tVBEr=Ed|2-PZEyHamiS*F@lxN
z3O+WWtxXejY7wN*>#@v{x0i5DqM2qrY@&;SBjxT;qR7+8nVRg@y)NAnf$FP7>YAM!
zd9;cZ4k?XJRqh~PLU`8hd1>E)^$YLxJQDRdR7RmH+OFG5#`|ID{?_4jkeoyRs?T4Z
zz#pE9?q02l$}+$mF@YYJ#_U-@4HkbzFLlBvK>$@_O&;Kk8GUi0dv4s@DwRG<PG?;W
zIl~VTLI0d=E6<_6L@+k9?H{TrrF{mvT4+Br<U5rfaRvL<Pwq=$Z*2B-cQep~Es|~H
z{Xys!YEr22r}$HzhG%Tz@j<~Lhz0tZn)|LP1lgI4D|KKx?XOY%{z7B9fzHBW9X0T|
zXt0Hyl4v^+J0iLj#f*82b$pIy)-*vh_qr@fxzTOPFH{@>qq)r>nyo$c!X~q?@X}UK
z1jZ-ZLA=g)my+^w-e3<4+}$A(_|MWKFc7%IZO$4iCzdNg=G+lR)`Ac4<mLkUCf628
zw$p&7uhH$n61!;%iTtOYAS^d-?>k7a@*_7_hO0Q}Uev$waT6&iDzKT(82nx>rp3|O
z2lai?U@c!tt5X3!-YY<0#wIle{j7LoUV@u<lu8qz$ZKm-68}p7MfXytqc?!j2dUZu
zg-;pZi!2jPXI%zT>yy@cDM;+a9f@uWQYq2o$C(_z6qNU4k0<3z#f&II;Ewp5qJE`c
z(y@QZnU9G$3h~P<KFBG~6*i#^$2a#Jcvx9k*>e$ZlqhK@oik|k!U|2+oGI!QP0uJC
z93F`+6&nckC=?ThQW_JV4d^BFo!F70TOxR`0=vQ<7_Cw2KW$3CFkXapYexa6tE1!P
zNz1o22GXt30Q6eibbuw{fq~+6H_xh_+*ib3rtmbySA4H1h<~5;8wa-g*YhPweFlBI
z@J=S98DdYN$>mGt(6^;H7%UkK*(4~6j|>$W>&Zrz90`Y7-Z7{LrptF=*}@}^`<%83
zY4kOmg`NiYSs~Rs9XDIoCSI_{vZV*=P{PGZesro2%vzpQG(6Kjkn(25C)OsuPv<3k
zkv>~nM4R^r#4mX*#)u5AuEiNaX-&<59wG5PM}@t&*v0<zB}bFvy4uWisNd1u%>TjF
zR|iDdME&yG@q#o81|lIXQqqVlDIo2VN;lFah)pBiAxo#SGy;l<z)F|264D?oAb8L7
z;QQV0-v4)Y=9xKj@^^kSW~hD^=UPbp?D+pw99~f^lX>Kt3BOwDrgG#Hx+NpJ6Q@yW
zz5n~y&qCJg9Jrb>C;W}&RK2}FwGMsLqmMGzxpY}p+vBB9j|Y%dJ_?j`%u20Ew`ka9
z{+r%=_<X*yGt6!?(uR|bLY^vx?v|`?Zq*Zs;EWGa#PM^K&KERe<Kt;xO~~LRQ|P3(
zDjft@d5f4P>^rwDPZJS65z#5pf6>enU%i-0L1`O9sjY5XOM>GSQK;i$ZQDsuJcX$W
zrL-I>{Xs(DEUx_CyZ|)}=T6o^VW}0c&P-QNz2`;{B&kz}aZswQ(7XOfu~qH@|7*ke
zhQ^AyhZTgWRo43TALEN^oLpi1)7x5Ekbk?OoJEd^il7h$|D{aoiOv+FZ)Xt2+;M&N
z-CCfs)dL?@d+m^xR}~W<x<_PNOqLqG84kZ&4YEsSQd`V&2fO2^pu?lT#_j{Kp3EEV
z5Pe#lI`xmQga!f)e5~y#X)-3<?)igKNJH(iwc7;;Fl64VzwMHSm|KLNR<#82SGVr;
z3?C9&tKyaZ>jVW#uTBT9=dtEPQanu;ko>nzU5PACAYek@_w2FD*uKP6ODt0Gd0Urd
z@t#+t#`Y<ROH#k{4t9RCrFQj3SZ$Vv>(^hF-v$wg7`+u*E#VXm9&O{E6A3nO@)KyV
z6w*)Et!BjMKTjCdFVi=9e>C}mfHDosILhfnERFCn9WmG!9jjMluAAAHnW8DRe4J_B
z=<fJbsg;v5@6UGf1rj@|fx4UlC8Tsfs*gff-m{4@7JHSNi#Zi9aIr;j?kdnm8TJhE
z<HWjW%a_>0m|m(&SCOnOym64>r6VSioN;eYdr&=+c#4Rub#X(ezXNN+dEgV}KRL?a
z_|VGBF<vg_@oKA9yG3VEh;6!d)}+jZVmF=Q_N(2NmCs8vyD7jSDlwovD<>y+jljf|
z{D|?8BqN*9zED<**K3j>HMDl6mE6y_^F^M28zZ>;gU0q0XT8ZZ>z>6Fm&at86O-vu
zis*;0#>X+?BK-Ij0L{q&4EFqu2a=l$1IB#-C1M2d9h+<zkCnjh2X^(^*20321wMjV
zM8S6aC~)b`Y7JYLxiT4{*ow-)YM9S+X!}-`{I0-?nuZQ*MpW<WhuT8NTMAWj%?4z7
zIwot=3|V?~eo$zW?0`Tn&i5t&bRe0|%hv9@-<m2V_T*m{$hj2tdD;Om>&vu3Hm1KW
z1%6Fn<E9=ct;dg=7gL@WWfmcc5%6lTP<xoK$5Whz7k619f#^(B<XX~2qK*LQdQpHv
zkW%XVWUWiK2XN1qfb-NDs+5QAN^#opKz6ASL86l0IC|Pz#y&TFlVSF$Y3;FVp#)`n
z_Swbo_=mr&Kd*<!{FsiLqI&+)^m8_Ede%D~yhHaiLvIwr+m+UbP_uvb;@HWq?(SA4
z*~bG{KBRrx-{Ti*7ICv1Tp%wwe}G_YoN|0V(xioM*MrrX)xgbUMsf;WYg+HMOaeH$
z$}cu-xbs{o<2JN6*P{#@nFBOp0wZbsDIZ?x+A1*<gA4VY{`}z+oULs+w6>L+C^B+<
znD0yq6b|Vhtk!OFY{l8gR6WF-K6-x$=Ss#rR1$Uk(};P1`9z~ig7-s^Q=-m;@?ubc
zF@s2qXCE&Mp;1iM^iSt0eC|^N=5=eId+S|fVvMY{KU88rer7XO8j?>ArppxE{e_H9
zJB)g5XNPF~EAp(ODbz4kNepW>GJzzsoyx+Df_1Ud)#>h)7I)pu_r|=Ay9-<#W+;B7
zj!!}AiIS5j{_>DSaP5|R*w+f3ZOq{q()}u)<k|J*=}&T)=?}@lL9|G5u!9K2MBSSN
ztI5lvs9CB@ZL@JihUFN2UAC>>m~vOSQvkN_Nev;K*<B#q94;%7<YDxhw`yaVi@o2P
z*R)e&@oRpRF}=47LIWL|E5wry^>yoHZ0QuK;{FUrObld4%_^Qbx=;yYiKLlP-MQ_`
zL6*Z+gbh)lp5^H>r`_{2xWLH7!<8!L-8+*^PB(F#fDhnJXPEuvrvXCTJ^hb27cx8y
zrE)v5z_(*CA#F6_eTrM@)Hgm)T~Dj<ME+|d9J=IJ0x23j1?&>ZeoiA>L5fAy#ScQl
zG`1~~V@k6(Ji)D_(pt^++bQl|&1bW{PYsU73ba$^6xxJMgO(*CJ$Eo7Czq5}ZxY*{
z$U!(wqKM5H%4cr;)CA$BPI^rH*$zyXIz{VhV(x3T#ekxLJ6eotZ&ESI6z~U<CiF;&
zG~RsrdRT5({M1+Juw<O~YGBA>w><fTk#2g-gpu*&T<1Bn?O4X<uGrVf!M70;L3HQL
zfy8cOcpC#6SegY59(Ve4zB24daC6x?)AGVg0Nwci`Q77A@rbFrm?#c*(aB-{%IB+r
z!YTton8vL|ljyqai?ag{?%|vETRC@z;m?V54y@KJG?Y4dm??)3zq_S|wT<iTX}EE2
z5T_rw^>bswN+x*e6<6_xxy6Au4xWJ$2twAk&mV~$EviP?rP)F*{>fu7U^GtrGFCh`
zAX;n45^=mFL;prebvpB>xT&~NoQ$B);CMS?4pLnh(0$-)hl|&)%5bu|bTzPS0Zt21
zBI0RT*knzy7X0N$wQ@P;IughlzoJ{8+5H~J=~PU4Aum!>Bp|Vx*}UB5JCl8XFwj!f
z4Y!2v^{veAYLzzqz}~b*&e*r_DY`;hw^F&s+V@J@O|Wkkeed$mVwgCYZaQ|UKkci&
z<y98*VPwdkiRXH?=QH!ey?{(0BKma`F+Y5*$@~napJiWG8DTtwx8h_ZF0(5c8R^|z
z)UQ6#J#AMsyPjayN9m7%>4~_}`_et>HAS;1uE)sJoAt9RJ^z~$u3TT>T^3`*rzY(s
z_4MIf)<#CtmzYyDM`}2cVfA#VvFGzx6D4>v698v9P%)j&QfKk%6t{<U%6V=Y;zj1q
zjPleK$Grq>VlS?jA)`*%qq9v^j+BC=uf)lW;k?65GMQecn-_^0JhP1UN}p~EPI-}j
zFb54fhx@LeU*tv6+Hvw(u@5ZQgn9Dt6?z|9xvdg91eHA96r!=c1|BkJY{-S)FflG7
z+d!IpAo5DMWr5r2O2^}tsm>B(d{h&tA6D7fa1UJ8H%Y2CThIRB?1`+(;NaI(1}%vk
z&yR=7fB0bBrXNv!i{`ARc5ut9voTFH;@z|6&x+-dU)Q5}jgA}9OySd1XBT+~%xS&r
z+E}}4yc1q+T9t3gJO1!>9-Cc1ItHsIF~uWeo{^zi!hytwnss0vyDTRE!+u~nU-{qf
zd^>}f*l68>;xQ|2r<c_VVBcQbQNs}5YX@iPP3ygL?`^n9bHDgDM&u<XG@1XJzHq7S
z6?~qo`;v(;K%|I#C(tiwTuGKm5yF-&h_C^+<)dAL#Y3AQJ^re!FOFWB-MR^80UFxR
zOZ1Ti)uZaTqvCg(`12TN+8Xncnbf7lbae%(uj@0V#-7dEOZV06KE=6c58Mx{fBxT+
z5XJ-|zG0|;UJ((UkBczfH(Rz`|IVY+6WyCp@b7H5I(5}?kEP)oVv$OSbdfTn3wyD4
zku$!}Fju{6Dxu&z@T&w~^H9lhvyUa~+C)}!;tVPlAE(;4zz}iFyIu%O>r%ke(oKXr
zc#AyOw>RL+Pk2Zn*oO@jdLuviKKfM|)JDMxB17_u#4&>H_(UNLx~0kCod#+V;~xtJ
zBPhmAzW9+9kB$(WSkUX?n=Om3|8}Qq*vD-bYJ*dsE!WHD8`s0Rhp!}U80SflSOU@m
zj_V>Sc-K4(V9Phd0wR}+ErxDR7dB&)K9;e#@XcqEs3&eTB%PLS36L5D01GswU=IGe
zcA0M{YUm8%ZGaU%o|NVa?z+eeTa_w3u5;qwZG`S+#Bbcq)5#TR``6__Fi6pv((4sR
zyJuv#mafXLyuCjX5fi+?X{ZC%&5Ndv=I<VHA|mu{GQchH{MQ9g;|uEUtch!ZgTk4N
zO|OISi5sp%(|*VSD<SKVLJiA}%7;b2(-yC%^HpYXv`Q=t^RtRPTnqH16P<F*d1ED0
zR^~!Oc)VeNDi0!Qsskx~9<y^hn(64vjI=>pEp>7uB?nyJz2EP}i$z_t@yUN$hc4Tm
zfhl}D&~6V}L8FpBz8yFy`G+?1zakiz8<{e^+g$oY7Jo?%+p(wHqLM&cFroV|9CcFo
z9>Z>*SKsdK71norta&cCaplCKd$i`2p{4rK1$wl9KbII?%lF=yA=ij2%{3-duFJpE
zz8ktX>-K+nTr5@_icgkEnO%o<Nb;e2nU*KmC!Ax@Rc>Km`a<}G>78=dg2Lm3U60Ie
zw=pr<fDp|WCCFtVdJ>9iSB>vXAiEU18FBBD3Y3;lY6}yL_2#D{J{jboic$I~x&ph5
zm(rX0oB8I-f7c6|@soK-On3zeKcUd7S@+ld>;%Nl(l?>9UPZ-08aA=^BSM6*FW_ym
zw`63#mcG!Z>E296!QP9VzL9r0<RNFC8|Cv7RGmBtL{^inJ1W}l_=6D?eJXyiR6lKf
zKC#Qnt7wFE%rUw>2+L*9(E>c3$nuXIXvH`6ir$&OCTWr)d$D?jeKCeTVJ>AF)#G1`
zWcyW{b$OuRkauf@4H<D$3X#oU+OE<j{ih(LV%%=5{;9^^$~`A%#S$(wfKAefV(->o
zK4lq!PJqU7-weM?krDLqi9I)6nKvVBcNKNK!Dzib%nb_)z_O{+Q2n=`sHj=o@#);w
zJ>#L(9nOR^cAQ_Xgjz=+kBEu+sBrVzseNQm{q&G~?)zwaO^kpjkLW!zex06~9_@Ut
z!%4kPM$s*Ff#>*<KuY>BD(%u#OyFz+SmVbe_<SO=w~HzrxgJEfhhW+4IS05jdq1l~
zR~r2BUF477`=9#HyEN6+GaS&=_+gX$m0L<Ch^^@T%&*uD$NXQfz6`wKPDhnf$0~YY
z6jP5Du}fk%f7r7-Y8`i0isH)g59_wBY4k6dHKCr+?{(Dqq7WBPKy3wm7pihtTGmbl
zZRUsti$9SG%#FPZVX;u2`Dd=E0lLkW(JRSh#mK4{4mL8c__oPsBlF%75vkMM9(3R0
zlpmRWaeO=6ySmwR;j%5z6BGGHqw3>VSE_{zrq%IbaeioX_^r=u*82}0_y>ii|4u8*
z$4eW*;j;9ro|_#s$?evSrkaaJjGe`0RC$hc&v*r|HFFE+n|oP~F^jKya^%#={V*}#
zNc@^nZ2QO`uEw?WR^%8u9FY$vGTa8+9j9&uhW~tJ4gWVO^Oc3zj33i{0oRcKB|`=C
zXEwNvUpDeLldqnxkx^1^3waMZ^WbRHW2{3T7JJ5=XU&tp0waj%i&2N}qDYLtMpPfi
zXQpPh=4jlMrWwC@ACvKQ5saO^%N$FWhcDjK^~-hEJZHjjg4>G{EHYN-7@`TkJ)-q)
zyc?I|)`Pt;P>m~*_X}PaUCmW)KiK_Zbocj9bDJuMZ|iP~<V6%SxYO2fevUAAe)vV$
zlKr#ELF!*lE&+)K=zpR|Oxvr;@ceYrXm(TV)xb3pq4@~>m5QI?oW}Wb2_a@YA2d0$
z8uPCc>^Zppb@+%Z<_Imam^;S(r@{gz)TfQdO>;zaTk?j@O3@_q4C%HQ6&*|0A5mm?
zp>PYy=F6s0y_apy!eC!XG+MEm^aB4wNT;?<;zxeS;*dP~c-mz9i}NbUoxH};ia`|_
z*(GY?`goCpLm|DZx=IXQGauWvLG$7-V~+GytAT^X?bQDMyn#u2pRU)J4sfUtOi_b>
z(C<P-1`guBpt4HjW-LAXsWT$*U1<>KaOTvoifVcZ*BlEtP2w)oiJZB`2zusWVtJUB
zKr7FBD)vgv0kx^JFILs*H_i>?^qn`twOw{jQ$&jp?78mufKDPJWjz=pT4cE{Cex&S
z)U<8xnU5tzGXaGLEka}1g?X-5|MnZ;e<R5uZ_#_8-@!{pzaFfNnT&&vs;*A79OMi)
zhQFHrm|nVKdfjcJmQ(=wp=2r|EcAnwBLJRC>K(V6FkLLX(zY|XaJ7Y7N7iM>T1{Jo
zpzd^9s)rtaPV^W_t@v7$+t<j=ewbkA!rmD$%%8x25-C@TTv#t7k2>bQ8brcj$jYi_
z6>VNH#11~tt*_V6p@`q&YcVYrTsw3vPWSFCZ}8|;Kr!5^AO{Bd3tx<as@1q`t4BGk
zRdd~9Y|l7MAfxzDMVqFNXyz2w>yHTgGi}^ffx#5BkCO48#-B^uR(pn}-Y(oPMSiWr
zglH^jUg9N>;Im>qrujAl+T;1MwmzyuL~!IcKaI%+RkW@mfOW<{cTUhDxu4WZWP?dt
z5w~zf1Dj$vmD7;i`8IfcE|No)bKWK__6Gi}uInAUrP6kD^hkXB&|BI0#S7d*(m3@y
zi}^Ae5P>9+Fx0T@Bq{${Y0+2H`_cRvQKG3Xh=G>mTZ@;mM=uP?jroY;w1>1cDRb)s
zFMl9O7PHEdVjXdvO7>^Ohha#^c|@7`{rH`RKxX$#c#0<;<lx)<Iwu@OJ!FhG3nGS&
zdF?+mLZz_76S<D`IsnyGd)JLk(w=SRj!zoZ>KbBto_+s5Gp8bBK^@*x->cnu2g!eY
zTpB0kM~~hKJ$fC)-*amV<1VXC)RYPA(@(11O&)MmknuA2rp3g<a(uPWSgo_gnzklN
z2wMwoGM43<j$+$$@uPXQVrdchownjdHG?Tu9pt*Fx*(CNWJ$}GM*3Lq{m2Cgo%_-H
zTwy2ovgMX>{qAAuV6%Iv94+UL$p;i|^UnQzs}NV|szR!A9+^xM9nB}Kch#}tJ$5g*
zKElvhF4VQ_ve0E|;?wGH9T@i7U9=*~TO$KsxVZJjDI;D`i8#7rGTX_P>s@b)9@buI
z!-7o~;<L5F^v;@2WI2vxUu>Iu*Sc%E``Y-mB|r*^e3{XMi99Yd0%q_--{CglZOr^D
z?+`!sGPCWkKIdX$S-eHEVl@fm9!@Kp)MBPEi0BY{^r{B#mR{AWYI<6x(Gx~`*ULh)
z-jKd4nWYaGYR0<QCSL9jnVrh7tE{+_J3_6GNLdLvx<Y|Z)ff^x2d(L7FNob|dT*+c
zi*?Vb!r2h>PUd!sF$px9YPnHI#j$Q6v*{d1<vBrAh2PV1Oi_GfmbIjTZztmHgV*LB
z%e3-EqwMCyx80WFqvu&IP+j{Dm4<+|K&`E0#!8RlNgMJ5lm@xlpaFEs?8%rR?BwlV
z3Og)IIQ+04nWE&G-<hDLp>ma_>SghB*Y5cO)Jz5d%8WRf;Be?LkU#+ze5=!5)I%Y!
ziWSPS%0Yo)VKpKTv}pO0e5w+8QUlYonB#j}tP~*^`&1lp!*m||kpyvJi=~eNoK;0^
zBeLQ1XM$;rJ~MC*zXE_(3vat9#oUj7h)5qY?P4|y+_a`6&pe1Ool!FyUdf%e`0Bj#
zu86TPSGw?G()VG0&hk4Poa)Fy)8~J}tjcvFeCB{5oZ8zOivd(@kNGaJ+)DL9BCQ@u
zY$c1#ysjl=Vb}4(JnWp#i&jdWN~H2u+-i_d(Z5{m5~3&agJXLrG5(2G!sf*&Q@9lx
z%OS7rSYZNRi}O4?z&u8P@)p9J-F@<=D!<)u#jBFjM82<D){e;Jd8&k)4k3EJnS1aW
z$m77YXP@AgSK>+P(8H_Trr%9Xb?nDO)GOdYfQYJTfVa<0Pfu^MEgzwt`vE#V`ie|>
zX3#Yu9!)Ew#D5n%xt<YQf9jqU^ky4(CAb)iVPZiWs4KMONp-_FLE4Y*tUiEJDQRd3
zfa6j6kTKhxMF2iob_9Ko5amZFiMYL}@&}_i_Vy`*SKp01r<Pq2!o;pic*R%0-}qEh
zlN8Qz;pEU#la!{m49D*sOX2Yv5gFO(X*%KtmFy+9$g$li^80<P1WIyiykcVdNRw;j
zOj_XWw;4z;tRwIi%DK9hy#uH>3grHv`9@MYgyyKi633-QITrz?FLPf8EP@0sU_4dU
z^X+4~AdGU{_DgQl2m3Lj4*yRdgfUskfTCht3W6DHXl!f&C_4*6fPG%X^)>=sYKc%0
zXGKtRId>(D8vFo~4a74(%VR)2v_9MYdGdO&GzNotZFgwy!#3JgLbW)}Y`Qm{mJ!|4
zx!zf9wMS+?^s40Rt9^0n;OR`I#+>kQiFOX{f;~BsGk@MDj!9_l<5tYcusRR!Ito%M
zjPX_X>t;cBN!n59jz55UzjN?G5Z@0mA1iYT3k6ncqDcWXHey%4jfIAXP_fO}IH@rp
zxNrXQh3``=pPUXBYYASUAGL!BwJ;$e{KbH=Y=&{djoJQ6m*dM)uiv!~v^fqx-XM1}
zdHL@`Jj3Cxh@{;y!%{(M=miI9h`J&J*tmI)UH01atr~#)A-oa-Gw#-X?yGON>Es71
zolI0Dg4X-{2mf2yR3$4r`G8@Bl?>-A^~5Rpy=pnn7%p-Wo!-jMvP@HmPHnVA77ZD@
zmXAA5G}Nwk?D9Vnd04!ZD(bu~C+}yy_b1R!bDFsY>H)}?!gtdhAl<bYQxd*X({kqO
z{4t#MnQ6Kcm6&KF6VR90J=Qx~6EqIi)&I$JhUlT@(CtxWm7_cISj*Se+SV~nkIg+M
z{#~0W{w|gzIrAa>R9vZ@O12J?f}|fjgwqK&0L~``50CAWLuU}u@g{f(gh6M&zs<-a
zbfx(IGLO0U_2)5%D9(-uXs7?qE>Q`I34Gz|w3HmL`!$FK{)MPR4O&isGTi>0_`{03
z(Nk_!@4QnkNP_W;KZHvdbkFSEvPfZ!vrJBmwMZYOkPaX0=g`*nvq>_hF1j#87%*MR
z^e$d|z^V`RI-+NBe*XsLBH)kT?*Q3h0(>KFdq{&SG}O0nAgmmxu)7c`#|MyyB@q&P
z2TX<9RvYr$fHL65IVCDO?r`rAbMFb~HDjqUK9+AbSO$oNlrJIYd7s(nFb*NnnS#n*
z6j0+f!{ZH8<AL1K!1Sw#05dYX{vaqoBp>4E{`@p%Sd*XNzc{&g;X;zqBn`1|;%PAg
zodktLH4}vK{UIwswBE)JuPa8h=#!BgsHCs7%{`48D9<9C`?rdVi%r@Rg^DdY8O}jj
z`yDVz|L}oizf>|L#VohphPyRIJn~W#cpej9@JEQDa3bou;%2~to)vWwZPaC+&&Mb1
zBsAF8%FkQuJ0V)@L@X%pxgN<2=c?RSjNna#Fq~{?3sT9KgELE$*?(y6VBGb<ywY%*
za(1*<$&Z%m=Abj>tk}x4x%H7jmgcy_T}jnhKd7G}_;?t>gZKkIc^p&&Z@<pI;8wsV
zP5EPksEK1Cf+5gZ9l}8>%Dc=g^gLUR-;N>@ik+ZAt)<BjO}~a>KZE27>uMv3$~9*-
zt!YvLj{1Lpw(wS&M>Tzy!n^mqcb**<=;YAWsGh2s5|QeaLgp+*eVgzpB%vy-<9eaM
zweK7ctz^<}pmWP=zWq+mZ@<vsusoS9=cVLm-K){jIf$T=Ivz~xv6lFWSU&3p;b~QQ
zgfi>N%T^lCS}NcFarP{lTc3BMA+#)FKG>l>VG^kGn3KyUT{bP8mvU)-nL~x4&f**K
z&r?Bm3G8aBM%4JKk|+mnVWEV~AAPs+=sY^;JQ^Y~0UA+p7<MlC%*BOqoA^Yf?-{<`
zE$jY^*3o$cOxc%B-Dk5OsYD<julX$nVCzJZIP}9#Wp>6mpJUy%HcE#;ApEVtm9u2@
zZ&w%w%)R;qJu|xvAyrqR6vRuACFD&;Xjad<!dUtSbgf69#|SWzI7O>8TX5&dufVra
zYG#f7%JCbrrG|9fB-D=*mAV~IOLYpvpo6?Dsedjz<`lJX9<O3EH!bDBv|ojhbu=nP
zKWwVn@=mDRjb0uoUbc8Jh}e;XTDEkWK0AiZI^fUUw<oXLY73foPv*B>wz>OEafz|Z
z>j`9Mh1J~dm1~&q1%INvkHkk(sG}Knbu7Yg-C~f{F+0tS(pX9_D5z!OZ2b$&V^m(U
zL;|^D6bskb>en~J7uB%(yuHxh2OapR=R-c_u^L#o)xs@Y<t8g1AR*pM$9d&5d;83i
zCIe<Dsh1$T9{KERyhPpRrGi)7eallEFqY^tlAQ6Cn<%7a{ndy~!iFz$sI(}YR>h^s
zP46=#?QB!u7cMkbc#<g56VZ21hpQXO)%o5*9mw=f)qpA4FKJT&QG%Q6&H_p;%ykxl
zPL<M*Tt5@cOI*n^g&-fXlvW&VPXSZ;QlKZ;HQDY)9VkK^@v--$nGn<EK1w1fQupIB
z<vy%xs_G{Q7fTZ$2En@OGT3u(+%83>MiiAAzU}1SY4hZw+nCQAi;OFu*L2gKn<|sb
zi(Y(I$VD?C{CR+qVj|qSMkaX9*|S_m4!P1tsK!DdLBnWQu5xc3AI@R!p+?<3^ORY@
zfN^(0IIG)GO!(uM3hkrELz|!29)Hr0Ivr>(fT6k8g(2f5@_Aw9o2EAsm`x$&nf-7z
z$VZ2wM7&V;rGTTSGL3l>!)=)7?;(UwddLJ)yPajkXcc3ZUY+NDT2*@b{>QXCf1EIS
zpa1j-SIL_67YheoQ!=d4g`D8A>gUK{4J2rlWL$}tsS_9lx8JCaFJg%NX5_GZdjF9z
zRh&WF#U9NrHLFv`ni`c;dsHGfkW`{1DSGf~ccWGAIloZxQO)dpDcuI`m&D!P0!&ak
ziNbjb&qJo{7#{K9C410W(!bWpr<<hUcSawNwymbyoZ^1o;0tQET04MpJLFW2UB0>S
z-XQefZ-k`XD<gq{epcxAQ*MKDxU%Rt`6fMns&J7!!*DthbW(sz8`<pF@-~R+W^=9!
z<8gR#{&M<Q)WD~qi42A}Kf7ol5gY*@PQdtdzUuJVy2!7?-fpqTaC@11j1_VhAFM9G
zOr*W&Mg6{wVF@?ngRQpPRZAa_ZT}IdGRwt!@~v5AMZQ92(J0jdHF9fI4{pu34uLQu
z70E^1$K=@|N`q5xM<b-khk7}*qx@}>Ch$T`Jjz_>Mn7V+P9S1PdJtp2v0RrO+>AKf
zHOgV0$)qUrc@pvh<T3Q&-mXa=GQFh+m{@8%k*glNiZeH0RO<7COXjYGGrS<tgEcF$
zh;6ETFW8<vw21dGDIy8)E-k?CH;&i;-7^Jr&)$&XcmrzI0$oW|pMJyr@c<k2$o0Yq
zXR&o<yBTMQOMy07CPGG&Yc=)_b;92x$z(}uw+hMh?DyCt2fiUJ<PbTfgP(*>Dl^nH
z_Uk6?x2T>YzchcH;1x(PZF}ME%mC}_c!KO)$KVuPu29CU=$fuhjx#gyZ2D>xkcH@h
z_Sl`1N!_eWH{0ljTd^sB^NFcU$XBJ7LOGYCFklVRxv`%tI^PfnE$Li#G%>Hi#G2WE
zW%mk=Jer3Xw1Y>!B#%%T#H$XsW0Mn=d^+EBnfl6o7T?gyN(mpqdb(N|N9T=1zpHVU
zy{3yKM-Q_4C1$d&{^y71@_keX$9@Mn_y^4ou|6aIcv6omEb;VwD=$)P$&)qzrIA(6
z5!i-CQbb4+jKQSD!a>aqYGz+n-y|<)cqjaVbMl!=T*i(H%chTiJz1^C%lxt7PH)*B
z6H+D-M$XvcA9VL$y`O2h3wit7xHF1z5t#pEVt4hK{&ivI1lEl*%LDbRa|D@72QLaz
zDvM8?YKF-1l%m5)2CR8+g1LtNG*q@DdaEbpu%_2g$L{Y}X~}N+FN}T5Z!2ixk(dB9
zIdjDCwENbQ1)?|~N55o|iah7rh4RnuXw62SiB7ru0ae#)s2V(!*?CE6hGAPv8!uYy
zCTkf%N>~5lwZXu2Kt;%(lUnZ-P5M_UT;+oTqu6CU1FrD^E(E*-Q8X%+_UXK=vpEc!
z+KATsuA)3e^Vw<a*n`#CbwFV>$0uPvSfICwAC(EnbGT8PpKo=IX7Qq0x*1FR;Dh{H
z5Xnq5+Z9ij2Yq9y2iM{bvSk**Ar~kI@Qv8LDl6aZ0cLTn7v}CyEKjHl89Y`^Qg~$2
zFE1NhTmCQ$n3Rs=P?^v`(-zhmKZE^xC>L4%ml<{QFPeGSj46kcelFU2({Gw8_wq|b
z2rYv7RC=RJbpZD~o`-6_hKU3?umaU&mb#gM*bkF5wzhhO6nWjdVeypqPjCVU$>7Jx
zJ9EB$S0VFt1K+@2XF<J<(G5n7qAnDjqLZD4_kMF8PyhD*?Y$CIW4WUrW7`rS?ONoh
zHLZPyPhyDaQ}efri&9^&@hSYE413lSKb5N%R$#a@V(V-s+dLOO4rz<@S0PBw;*c*=
z6)8~q05u3(>d;SR5y4t7u*n_VN=C+dm+j8ea&X;b+~t6_^;sV`r%F9>oXnWsJN?`d
z{%upl>hN7a<!Ob_6Y9hl{<w&<vU5HQmWr6{Y2mfnKI3j6#CB^u<amwSCDw>ax~<Od
zFh-IWy^B;d20QP1;1dPl6O;C*g`eZo-D8>xseIh#hXqvI&h_-d_0=WKM>XI<mb^fI
zTNU-ykM=%Ie2;bY9D+Nd6yAkR@4tbx*1Igtfdc5Oswpn2NJQFKiQ-W-O@aLDA2bC5
zff+ourb$t=w{iV?krvM#xh(G7TQ5oE>MGC=#}+#3t}YcX{*|b=s6@phCS1GXSU|$>
zv@oi(y`Ar6UAIS+PFw5qW@dIo$H(hl)w&=gkL*O^d2}Zt9zq}OfazY6DPR_iW}iw6
zuWy1gTGFOpbZ!w~2rh>H9L*9vU8vPyphm|8wy1?&P)zK7z7+pE?c9YSxgzCeNO8ww
z)aiQ)l?`8xS~g!75^4RLnao6866?2O+UZsG9MPXk!k}fHrS7Uu<v-9{UjC)<<dgpI
zgFMNqxJyODOrK1nI7bjKkDlQ`12(PQ#u;)QPFEQJvYL)KYm|o=oQmb7hEOT7b($aE
z_<eaK-8;b@ucw3Myi~BB5&=~$pdUnc<kVWA4>oy%gV%`fPy<tdNzxQ{>{<<!@yCt9
zeGp4>$?Qe~B&7p6PR)I1#^zn{J8fXrmZ?Tx?F8Km-*b1s9*R*-*JO1UT@~e+cf0gm
z8b%NWqj~4Pd!N<9a<Aj>eph&<sU?B`V$pdb+`CZAC>P5$%3ADYnp8~!KrH2Ei{*S3
z9D1QUEYLeZygDru$j&IsmJWD`$DJp-$^zvY@3!x}IJdF1BxbcfVk(mUF1LzF7ZD5T
z^N4;aDXv#sV>=d`!WGl>%ts?V^y}O@-Tav#1L3rnjGy{{v%3AdoAE`jIxFK~5G69`
zS@oPkSUsj~PAU(8hp#R!rr&auLOzVJ0wIf2j@-(Uup7Wb0huwsl+TN*GYfROXVv-u
zg;D%sl+i%A?pB6PhV*3v@vZk6XUHwbhRRQ<ixsZLD@)j~`3(5XoMl0heHQcwQ;LFA
zMTIj>sqrdA{!Sy4Tf4$%B)nHqo0M)pO^MIPEWoX-$vCh>{~ioM1aVvQaBF+T*_fck
zZdSOKfz2xrvLszm!|F^I!n<KvC%O{?PiG9;Iyk~yzQ<4ncf(0Lkdotp7EP7)fBDM^
z&?P0Yz;8!B*vFxLkz!y|v!>b*01p6M{j%DYcAYl^QQGgD5fP(LTr^-(^J(DFlF#RG
z*b*e%#)aN<@COS6IW*-Wx2^RaMj`8aRd{jE^3=blfiAfu+;Tmyz(<Wu-pm6DWz#Z+
zYpCya9Z4hRsONK9yeRab<lW!jA3;A6FADD9O&74u4Hak44OHJcLHC@x|Bq-Zy$=4N
ziEL}rchCP)ms5XJml24;O+<}gebf-A+O;vP{<p%DK~|j^4HaKOnQ#``(u4)^5Em+6
zqM^H@9oqJwFKdcAz$IKY6Glpwpq^#LV6|5I`YWunVi1SxnQH_Je3#VlwIemcdoOm@
zg4mYl*8e6Qb#qaFR2tpbik7V)YW<0}NL;v0G)sgbpD-HaA`+AA>9*W0gkfHvpUhX$
z)%Y5Yss|l0^fU8*d$f%o+M-|M<>yg;v1vh5FLT+V>v&+vR?wj+rIh6L%l*L{3x7IW
zlGM};de#2-&?~KHX8DbrJ6C?EL7wpXHY3?ly+WPt+4*+fT(0wj`hej0;wX<PefZ8%
zTd|B3zR;rgml?cKcVn<l6?|u`b0Fblkn)$g^W!frXCHGvDpTG@ox_pmwgqH3l@Fy=
z%)PDbZYrYAv&Df+8?q|eJtJ7*B_CG8Pl&*?zN6IKNn|5WQN!zb+-6+PlTpetgv6Y{
zBCB09s@V%rC0HNU&*v#pXQ89;WHLSL#T(TVRTa`<`Mh+RNj?_so7WrI&n%Yc9T>@d
z)UV(GO|+QLC3^8}(yJ(D9-cxty~{<)bt~QR^EfiFQ`oXwY`Mdny@>Wp?M2<q3ZV+k
z^snlCEd65de<wzM;@ipY`6F7;paJqy-IUzR;@xEW(Mv%}uQkQvxFVZLUzHf=hypqu
z)w&fcw47DVBkCk_UU<>Cdd1Eh+bX&C&fr|-F>xUSF4{rxI9t#X>bE0^QaT~%0eBPZ
z+`nln(CU=+nZkRG5!2^1`#qJiQmQRe7DV+1$vF|Fse?jKp3zA_RAA;p9TWIFO_d!9
zY(tnBWVhg)DRwf2J~%5W?(~H(at<I_kknpuT{ndE=+!jbrS5@pP%WG%4cn}F2n`I+
zsOPF&gQj_);7VD(JNY~TM)+DFcqiX$Niub<Bbu8EvUpL}gnC6)CE3%{;A@V#uZrU4
za>4O-dYHPhc`F0zagV93=wW2X4!ZA&lkFn+ODz6Eu}B3@-4{&qA=req6i0}s>+UiN
zIZ49Z<}XjpKpn^u^p)KcL-mTTKB_W-QqnuO$^2DvW&>Kt!$eg`YhFVlTo*4(5~b0R
z1d~W+A4X_Iimm&(gxr79vjE}b6%h=H?OKFk39t9zuwRUbQ0OP^=Rcn9s<chR7G}E=
zya;X`$hS#mAHo5hpM=R|Qy74f8P1(M=Lp1qLPJ1?e4!G^JWbbrv?kI6EWbHrnS;8j
zx=A_bq~CQT%8<m<q69j#p2!3V|6gCvR$4iOWb4?yzDw+mRIEs6pU|EyC@hQyz9}i6
z-xHSzRW9=;9jP~2e%}{|rv*KrEyDyl!avy10zzq;pWpMfCa;e3oh{ccR;J6Kc<-)o
zy>~_=jGx#u7C@OB)q$o{n`zOg_u7$rg#Q}k#rHKwAN}#Jgy%<?BqWfoYL|L(psWc`
zO5*I!614Gznm5^%F_F3%$u%ePZOr$A1KCSfP613<(0q3@;x5V6LA*#mcNG2+-u9J;
zoM)@Wojq&}(lYcO0x#8x8H2DrI+Z4F$X3-WW@ic4C}-KzFEiY}RQQ$kGh6PA4t%h5
zY3eZ<L7T7i2v12RW*#@RwKzmm;tJIqWgNy0o0R@uA?7RCl?~dd<7bg}gQdG_6dLxv
zP_T;tU?~1!$vXvcY-s`s7%@qW(^mKR#KjGun_aoe5V#!DGc%860DS71?)Qv%%XKax
zCR`2RKwp+%Pu$Xf8BjvFQETLHvy*@GjH0q%grdwks)S4K90o_rx9@WH<4&N(X$ogj
zOs}Yb*DE%cM%a<OF4+~CBX~>rTdmQ4mfJY+iJ-ax_rTV|-C%S6UBI=e9~Z(ocSE|G
z;S>FIZW0HL!UJE9z&^YU@5C}fqrOjG-x$1p>$vchr*flD_vrv1WUQvY-VCcro*NGg
zp)rV0>=i=JlkQuTxicd45$#Q?!lyj$3AX1a3SO-T^WuAzy6622bR}|`Cpx@9N+}4<
z5e2;_(np27rxqR&amBuFuPo7PsnT&GSnwFSX3$06T3!Q28?T;$F^d`q!yo#CDo#DT
z9+n|oqUfgBlw;+ja1q08d+rggs9rlyBs;0f3cCT6L_pl2G6|iHZvmpO4!qTmVs~RW
zb(!16ck`P$ktbgzq5n;6?WG7*nzY=T+x{lcLWwQ$q>bYd(mP25>2vEbp)-(t;D2;z
zNkZqcVZQy{6=s-&zN;sanK&&yoe^o(f(Jq`h5^yLoPj}d#fV*VQ`0Lb^#RBKPf9p!
z`kh0#NgB+R+;00{6=qN_2n*cTh<LQlh`{HzZ&f$HWOt3<fW`>N{a1F*uo|K?<&ML+
zGA{k9CjNdsid;Z6(~Cw@`7ao_7~SIozx#&&J|L|FPGL3+sb+=KKVV`P-p?cwdzrea
z#yMN3NXLNcq|ZI#f{@r{XWV=2rx`J^@~T%$04v6XB;A_-nTs0KOrM@%*33$YjA8}{
zJJz&ZGr}72YW)OmUf|gQY94-f!&aUhAf>Ou3>_wtY?^9a%aO5{4}$Premr#A_sCq7
z)8nQPCcp}2jr6CI1o}HPBlyj3UP0mR*+&mOqbrf*tsgZ=m6d@ivAYgbFRJw)$d@DS
zAJX<n&I(8NxO1Q`4?9|WcXCENtW2MFy#rDKO}r`glzaI6Z{K(TmPXW%xKe4*%Zfvu
zrXJfZ{iOzUFkcdd)Dbqx|G4r{Rr5jHN5f>=5$r|x4LXZhyN}X?8<axDxBirJ6wmU8
zg$WAGycQEK3F~&MYDy&DO;p7lnSv`sss!q+2IPBwWFI>Ao8jTj`<cUIz;klb8p`IE
zRV(f^<O&4J=9^&6H=;?JSFUI4iYT9;l`$WhOyn;9^*nwfxSQ@g0xunS+&P=)Mlk-&
zmf`IvS_Ac4-)vIXlV2{nfBOfK3}}+P)}!<f5xqtCjMK>B22P&qZw+ZZE_U7!qVbF_
z|3aO^X8-e6JDT((|Kf;=(j7H?eMJSi=QE_Pk5!R(LE;44)sfC3zsTt%L+4a=&hr+L
zwORfREKvJ7zri}=a{Z(OkK<H!a@$T1=DD*tvVAglkI9tV3@`xw!D~ARbUCxeW3%Eb
zAa!_(`*j#9@3UAS2nc=vjm&MU2U$P{Wh9VGle&9U2AD$`C3XkeftPCvNUwnN`8a^b
z@M78x`j*t8I`YMXbL{#<ObTEH*M(_S)`A8FzL2V0)jlrnRyTzx8}W<&F^7L6QoWr0
zDF*n?w5Q9E8Vj`dHxzSNc4r0yU+<$6X5EnMDEz(MHcsvqqM?|db7HB>NLbS85Ds&c
z!K>fj`ND8E!)?XYGjUT}G0TyL`l1MPvk+1z_p<=ejgN`Zo-WAFmh;@0V?x+`CV%_@
zdqzac|2$^lcN#@AcR;4XB6F8<q`7`xw_yFJEa#ZWXYrC24%n#MhBbjmHOSYGrsq9m
z_X^jv3=HfJr6Uv;|6UyaNd^gq5@8*Fy{xYOHg4d}X$^CFyzIOqBPSmeq4;9!K_4rs
z?<`2Qgb*;xDIMpW+%Fu_Iwy;}TEf4Sm^9D0zbn4cL3#MyAsnr{L{*XMnYzBb6W#T;
z$4!U!$=eX0hXGBTKH+TV4fe^YuG3IBkHd6698o5->|gs8z*OvEhPx<UtbM$BcCZio
z$k^esIT99;6<`9nTa!e}v7r)+CEbVmr~wwhTW8VAx8sjZy7iS_`UvN61|&A??%-?h
zS2g+B3yy#1Lb$iL7eCK`*%?wSBeb`*TITd2+10QMXT^X9C0<j%ysAn#6`<|(lSnay
zMkp^Ze*#dt8PDIS`elpaT<<v(X!y5nCdlc2|74dnZJOZiQ#37Q`kSA;&X9yqP7wLs
z=7jq-6|EZ&aQJlOE$P&oPff;Zy~CrTnBZ*{5|;?j!WPqxVJ-2)!Bbj^98Ts0-@=?O
zrqb^p*i)6gRVe(euc&FVsX3IGIXm`YiI?6$iOO;Go89V4ZhY=K6x&T3K6%ePfXSrO
zsfmMXp&&@kg%F}N1E}HF$iEP&5K^W&xXOz&^vF#ZdS}S4uGmT!w^0uK^v@FZzJfL%
ziCh!5-n&>?^DFk;&B52U;kRdE%rb{4njk=yWb_LdSA@4c!{N1Oc<kuurDs*F2((Mn
z-STxc(1lOhtOhdp^0jB%PB@bhta?6vHgS!dd=@{uw$qU@6lmI8h+FN=+*{335o}7A
zXbU&2#VfS1$$KCMvX688Fb;akRzF_azjN%&MGknH*f2ZcFp;0xl2zD~qX3mR(qov|
zaXkgb>9L25?aR~Bn+2dJ_`hzC#5h8!Y~-fO1+g7q7q8rSjyWO=LfnyCI-{{ug<uST
zK8F*CH^Rrqjo$taGU*sjuiM`!O4!o_Vz_LZkt)qvcyQ7`G}L}`1>&9J5vX7Vv>Ihl
zu`7=3nckHFROgE^l@qBwb_`-NP(%HZqnsk1ee;a>`bU1?K>ctGsK3Q_zUyp%jQSYg
zjd)A+o`-PpZtK9a1=OA)H?}PA^;FA6)Qk>8RyK-#3LYs6AF``fQU)fdW&**w52iiQ
z!?&ZUWyl)E7#I7A&$9%n2S4r%=9N~i*-Ae%psU9WwdT?6EDvk>*TY_RBtqynvK@6{
z+k-}CE`+D&cE=h}sYm)#u*B~obgq@aZNMZV0$qR0Rr6dPzz7?^p=VdFTMNJrMR;##
z68L^jbg)CraIQqE0-`N`A(3D%4B^K)PCZ67$JIlT_LJ1{maD<9ckA9(ykX@;Lgh5;
zhU}2hp44n*+$AW<pKIO*M%^2jFdty!YB_vHlpb-nCxH>zzRyVv9(N8;NMJ|IR(b~i
zvf?!GH~k*1gLf$a%c9btRn5)DcFKj~&R<s1qF2du1kR+@TG#z6IgdLbO|fn}AM$nV
zO7MqW=J(@X3ZEnG$aRZ#xy4xxHbWxMyel4k`LOinmhHRBdADYlkHUO!Ut5s;Ut+`m
z^%R7QOKC%6ALVh|-YYWvcZBZO9|77s79c)Nez+<xuc8tIU9c6+?do^#(AVws7EJ>A
zO$@?g*lNK807x>gd$@+k{@<Nywv{GtMP!v{JGH{cb$`%^rX>=XsJz>pwJ6HG9lBng
z&wC&^n-jl-)J^DfWr8k>d1}C8*Ngcq%*^pAI=-y@{Jk8X8ycE^txTBq<ztn6lA&>4
z9iHZzM4qmv@zn|hs`<>(u=FGmSy!Km|3ycrE!Wmc-M$>&t7Ry}*6cX=-cFCD^k?nK
zRCO*I>{=D}Hb)|h|Aj&S2Bw}$ua{-=JN-Ji6q!q(Jx+7(Nc{gGm(@yt+t;0GH_rsQ
z&i5&iTwK=>UL38d-mY|*kU>cIo$8j<b#w+Nr?+Qtp||Zi5vm;Vt(d5&xD*lBg;&TU
z;2bJR!o3JUiaJWL9jiBa(ZUBX%EJ-{q{nuWxXAlu(sMP^(<+!h+eVvHTG~$Rx`r1C
z@QW9GeC9LRj06Gml;9Nuxrr$dHMZ>lP0sDNOq?O<|0uLd2m^86Hh?GQ679zB0F7ES
zSfH+D0peGKLkssHX5nlEYQSlcym-SB6c$X+eMRTaLptcg_p?b{%276iis#_lnn`ZF
z0Dmr#`onz1!VBH(q$r8$lR}JBkd>*sJ;JtTGgPJoe0C;%;1=5;oCK4=mKB~X<`u7s
z115@0k71zW8kwB#y_Z*)AYKmfisMrExICD_Y~Udb=?!Xd(&fTVUZgjM&wEypnz<uW
zqMZf#Pi8s8myp(~^mLZNkv!U%F#uK0%#XkvItEK-1g{gj?k|{2L?9GF8wjahrb>!k
z0DBxusDBvHyWMSr=VAw{-HHadg@gt)vg&~6O{W+FnIoaf_r>jMdUZqObmJmFts5V?
z34|h3AGe{iqrZChW6Zxi>T`5bTVB7yKeXCjhUrM-9wYB|Gy#Q|IXpuagb)f+-l7$C
zf75<di8#3}mgg4Gf*CnJS{kb}^Z`bRG7~&#BkVor*GYzakZ?Hh#B~Jv*nj5FJMVZh
ze)`-(7`wnC7&LF2+1x)BuI?GT=llrfNiDVNd_PnF{It^ZUx@2ISZY0mXd`%lBc62~
z(E#8*cZa3v1m!TXga1eBEbJoG4hBbV@Sr+z<J^gmf4~J4?70LlL@oRVWooj|-4?yu
zeu;j9cc}Tz5^ERp=$g5)na=f_P_iN_@dTrKLBus5earjY$z1gxMZk@KcvA3;DyroY
ztbPg(KX^KzrLWJ)sU(|gWzY%SOXa`7$+>ran9b3-Tm|D<Fn)nfeak{L^%E3b4MFjx
z-aOMi{Ms!!j<a2#R}R>uvWK1QLhy?POhXxiBR?6CHXq3wrxbdRUpVRsTD1jvtuGUZ
z{8kCbQxtOW-23eW0VOUVo|)~$z5ETYHAD>$58vZE2@fSSLA}w=c`Nd1R|xDaSCT@?
zV2#;;W1vm)K>A0$gW|~g-{Q#8;wWUQj-xf_3zg##PPi#}5|{sqJdpfbo)dCRUjPVa
zGVt!jUAzC}-}5)_Ag`kytp+(MdEnD|^T#x5ll{=DlHkqhGJnUm)I#uyho49u)QXaU
z^S?m(5m;No_@_Wq;PG9}Gu%@E)+>{V#^6;51)if)2k@Vi_u0o{io1ups!!;<?6l&g
zbJ^mZW9J(;9sh%TA4ahwNVq3ZApK{+JSA@E@nK?u7bFkAibQg&Y0RjH`KW2dS2!QJ
zM0(p>g~neo7h8CB^IY@r*{mt&FuO&o5cR3D$r00`!vjc)jb8W=>J$L)9RUciI6#c~
zuE^5Bb(IMk1v1Rydmo<M;U@-$fuE<uZC%_Vyt~3+PlKPCfFf}3gZ9z%k5JOJZZx?u
z4-S&jeMR`wRQ^*|_cZ=I=u>@NKI|Ci49|!l&uqkrdsnfxIk)onH$j9#4{X<bQ46JM
z5J48`T-?TxWdcxBxnJT7e6zI-^z_+}XfuEleiTJJNp^fXIw2p;fn`8IpE;66nzQ_p
zx!osJL>Bqf{bqrhFB+aJIf?_#bwp)fH06J4I*I>0d*Sv^<}D9~T>-!JGdAn@J+qhy
zlM8&?o@@V@_sqmX2lN2ouZU7Nj?0u5{{}&01}eb^nZQ`X*L36-Fx<<`_7Zr<5uaVH
z1jqbqlIpA&KRai-l2oL1|E=`h2Vwf`R(*nP7Hao2^hGjbD9-M=1BC#nhwymHOHHV^
zTOe``iE{^k_gJnW*CkF^!m1}b`XQV_eIc#)>*~OTaK1PwO+fb!<FwS+`<ck<gdW!E
zGqcQ#Lk)_mmKl*+S_D~kw`SrA&+ZSfTnkMdzR%gmZUK8F#lTzRm!j|r*AdJ=M4dvx
zqqHVIRv1ruo6K$+E=nQSH}Ws#145zFyXoBLasX~0EU~z!k=1GV;KNaJ3W^?D6-eM<
zzh^uS|BG-hk@t1Jbh)ccS4kEn;!7B26;2v0OZ)jIf6V(C2?TeNc~TAJ04rx7z2bN;
z0$=rB%&#-;#F?FTt7TQ3PExJ^u`LUhERzzqzAPRqB<e3fTT2fWyaxnIR<Hc20%ve$
zAO2g>fq&-_EvJc*lnJh_ws{$;ttnWJmVP^s%xCJ+tWIvnGn6p|CW;-Gv=p+7JIP$+
zZlVRZw#iZ?eT?=0R*i%_4yr~hcM1>}N(U_r9^ynYcl77Fa7oT`%Be7zJly&Tt}Hl3
zVEfKu`1n-X{gJ=Lvs8XGr%NAoo^+tP4;pb<^LV|3eqR4}sD1UtEJJkf<SqSaz-5pA
z*i&==dDjW8O&vLkloAg$TkEWf=hfJhR;jz6{GL^(4dRCIGTE%YZUiV10(LhIE~>3G
z@uJs3Knn-YARSSI8{e7cz{7LB><oy%+29uCtZM*(AA^`LDLBn|(%kp7c6hB(ogjXQ
z3PzovMhX*0)J8?k9UgnV3PM5d6EnuoAhk)XbS5YlP<N4#9>k7fHOw-5kT~yq2vTT%
ztmb*wWQ#2&U_GL^YsT<d*7+h)-1F1YAs1kQUFs2&kkxGi*0m=;4oV6RXc9g0$<cVz
zPL7KugDuQ?S+`p<f0Ea0Y>_e8R`+q}BHWA#E;k^7`4{w_FoY(?F=#F7&Z=1V3{B;6
zc`3cbpoNjg`xy5Cf3jvF33`COoI6}4=V=8g<a|U8iNyb}fvK2N+{ApC80fp7HGEct
zEHlB}Uqc%X%i%4L<HpRt2l-*0Ocbr4j;{0Bsu2{Yz1g}{80)Uq>m#Ib)-oOn9$_jE
z>R8|9b=wbmX+%?9w6i;nMBUVAiB$5c-c=*bgilwriu21o2__(j!%XQtM`Ug3By9V>
z?>H+%SB0?9JRr^m=G|c<B^A+12K}V>A_te_nOBhwN1zS=f_GpaR7xhC!_1T))d8}p
zX9jMlg1m<&J_M<EmY}7}BU1bQ;@vZ!x8_Y8xegVuUGsd9*R-$HDm?uBR<)v)S|XM!
zCp$V+d&%nW5<dt6Oe{WcJhmw$1Dfz%GYvb1OO{!?Y-5+RJI&<aCIi^cxetJ#e18{*
zimsDwJC#Gf#+tYlQ!{N|=<POT91Mi~11}(<X4e%@lMph+KDCM?$wgAMdVAs<-wxB#
z`Po-pGSGKFt6g&O@H<c$9HgK!urKKb@iqUhw7eDJj6pGICnV7QzW1Fe>A#-)b#|T5
zr7M_0*8*%=E=J(d#ST^6GRM$mD$OOcO8~qeI>Cs@ET60?wpC+i0@~%9(>Wj|7v=9y
z27N||sGD6{1!OZ5PvH-h)~8HV*R4mA|DU0sp$yYIW%jlQtxU(={?1e)gEH;x=%rUN
z+uNy^0-*WyOIN49tm|mi_dfcVKx>%97*=n5iCcfLJPNWRJCp?~bqJM?bu=MR`c$pu
z=H;RdDEqo~iw}5Ilni`El*S>HV+MwzzBVHT9tD)CmPnmsW$;!xZQ-(W(z`qH5#`<J
zri8$9!QEIGbI|COn&X`7@SP#0UJ=r;4H}4dI`Fca!Q=pA>?Dt1jPaoeKKjTZL}kQV
z0o_E4vDw?<fS4(*X!LgJygd(%oF6zDb_Mx&Um?Buu@g_T%P+A-ZR?Wo9ZW`#s>B?m
z+Q)x&5bq=lIAP*F|Gqr$7jpgg|GB_FSl}I=C`3PkR3$nVjFCjkW3)evh|)mk-fG}=
z9ZE8RByl1S8EcyRJ2tHsfq;nY)dcdpR<uNwnO#VpckeO2s!8k)v$<O)cjpeURbsh*
z$>^D4TE!=^hr2VJhT;RZsCw-@+y+7p4$FcIJ?BqLQRBH+1p=eA@;O|#Vot*2i2)}%
zjML>>R&tiLN*N~~4J_Ph{M^{2iSrVkM+#($1XNL7Mqvn<O@9WldX^gz;v?M|>I#Rv
z{rk9?Wf-SL&H1<I$K-bfi>N)O9K$MA0?v;NrGNC)&N8g4zN=+tzb~f&ACM}9f+Z-C
z<}Rr%`Z#GHRp|ggc`&qVY<)G}W%6mi9#(+I)cy)?>VAq5|D7Xeip7y6{I5FB*$y*A
zZ3ZL#s=kem)t}g6mnqIBCARW;O3U3@@6EG*lIr519l+rsKiQjSwP|lemU%{dA<~#i
zv(=IlMs{!@cf=yU#yar{UvIQxv|<QUYfc_7(dmA~1?7bMyK_FgKAqVg5g>6ob7R~T
zG?1<~=Z+{@GQn_CQgnDD-ws5evoW1Wsd!el#O{-qbo8HchfwUM4$d)znWdqb>5Au#
zc>ojBZXxtFl0+!X<n23|o-jj7GUEYu{_aV-TU&-Z3b>1oNq_<b{*YqRvCc*@7GxTF
zbeew&<m_l=D=x7&PFz|#_?g}C1nrHD{R;K#gM{~XIc+<1D1c4U4;4F}O<U6bw};I-
z3$`)F#|YV9Le?+q)CJ&fdL$C2!jV!>O^tK4hE{dLCc<GN$%~Hi@1E($)-Ywcy@0@`
z>!rmW`QWid2koE*){_qWk6!$(dAKJdE*SkC^aLAb8v}<Ao2qHi?!9d4Fn6T5B$&~8
zX7*JgJ@`XE@>PscA4UpAQ3W@1&rzM#|8|ivq8Re7CwNw=!(x9mipgwUa#4&(ZUat`
zgR%uSA_O^GK9pdQcJ4j3L)3zUmiA|2p64dMey`xYp@wq0t=KTZfD$G9uI^cjc_5bh
zQanTs*`WLX&serGC^J44x#hUC8TRY0PZYxwy<Zh_W{0yH=Y42IM<=rakTQh<6vOYn
z(;ue2jO0$AJhOL#$uD24x|7vu&J%o*jJY<rNy*+nXkU4+dkz?bYQ>Zo#dEMKZeZpd
zDy^bVlU$5AIz;kU#T%o0d6`3T*kkP>bO?i^K}LHXqHl(+LMoy8ezi{P01ej*tX<Ym
z{LY6OX;B8||H&Ru>BZfm6B5e`#4D2_YX1lYqI_t_AJjISANZbMsCb?k5X87;(n>zJ
z8OyEaFoHpJn)N98_GlKv$D%EplwB4wHy3<LBkbaOZ*|7ZT~mDMNn{sMFb8dY9_=2r
zn_F{pi+~XM<7~${Zv=rVe(@_u@y;S>_Jy1JK<e@VdI&0^hamZpBn&0uL}9hTPz>wP
z=sA|AJZ%&9TKl+jj|BkI^@MV>@NH-<|Hx@{t*M?v2-_GSCZ!^U7kyL;JNM`?eeZ@A
zZW##n@h15|S8cJUtm?tC5>XdZIn&~01ND?hp04@}MWj|hm!=+b9wzCd<)5?byNv(8
z)q<M`hWhX4@C4VsAHfvkj|TvbSXKIM_r;$<v?JvPCL_E5aMrKyuO_MKbpEbahL4c+
zMkMvYb&uNa82}Sgc5->AHoYQ<%^Qk$E~w&YQo8ij$c<VZ4>JCFm8erXhw7Dx>{aNr
zB~JTE{%w+0%x+mHY~vDto}n7~#ANt)u|yXXZjqXS-e~bpUW`i})aIpcMy@u`#NJN%
zNB^bYzg2vxIGLgiw)zry=5nB{?wJqbj|ZY&z~QyPr4nKJx`mtTH1|aGoq{ixLqo?4
zmH1x4D_$<I5({mUHUz0@y87WGEO-z-ko_`hs}x{M@&o!a-0%BrW1HUFd+baQK4UoY
zn)h&+)<T#GZ3)mEd8e9<e7rvL@pnR73JkY_eQI41SLa&=WJCt6#SSv~ooN(7tgF7_
zWA9K2j0B<k=<-lFj=lnkT>by4?mfer`nG=2AQlu68z9w+3J6Gv^s02}y(>sdsL~7w
zK}1oiAc*wd2|e@xiWI5Rdr_o?P6!=x=i<NL_w0SnbI+Ia;hwub<x%EZbB;O2n4`_#
z_(s)<p9nEeQ$pN2JoRc(+~`HUOaf5|Z99<F{jZQa@Su&3i`tSbjya#}6d}G5r*mdu
z9DU8}RGe+!eE!U>Sj*FS6unCzE4doRyT=S>Mh0P^_z3HPizYKND{pu!L6(lJ&LimR
z0=m}fux&P&A^zXXh_Nmr%ux2s=eWR#x%CmaJPOP^2$!W>SJGI8RB453z8uC`5;LY-
z#KQ$5P47#Nz;$pl`0ZcN9poLznuMVhsTF$OU_0^OxXeKX@vFUaSxQaTVN1@Ui_S5+
z$wx6f^nY@)zug(#ifT!*JG0;kMxMM1arXh6-VLtovv{UL4c6OMR}W9}TlURw$=ouu
z5~%F@j~Zf0ABZ37skhJW%7~FMz+C6yDru9^WQ=eRNWH7-tcC+nnJUOGCOe*#grWer
zu)!53bzC$o`8IByvg_sV6Jd7Fv13ki7gpGrKO;5tA|OO+8WAB#rYWvLXLz5E$pgEs
z0ymw&s*tEhXNxwk{JMy{_hD0PyyR$RT6v}XM}=OcSsEx}V?4&el7t<SwpPf+1B6MW
z9nW3`A2sRwXJv%_SQa`6C)KINXqHYrh{G+CItikyHT&`I9$!R+svR@4ZuryCbonZV
zO{BS>NPfp6y?1ndQolG>^2EvT_~H0L!unJZAwGKi^?~>J_;A;2%8!6tAy|u$TUsyd
zSk{_2u*Sl!C*xL(fQO)%o{=H=`S)g98S}4=cJfk4-{zb=9-v;a?$1jI+(Pz#5<bD6
zDud2$td~UXX=WOuml^ss$}?OKEIfjN^^=tI3D9@ynh=uQ`4-ovi`HPDq{eB02Ej1C
z`L-0L6S>K7_^kWU4DF7G3v`TF`ThW&Rr<`_{hP?_y05(zp=K#NRVUdojj(L}I`(L!
z%d5e=0TRMptKY_?l?`j(o(A4WJ^geP*r9a0_*{91WGt%1@Uim9c8a%8@9%Z_xd=SG
z>Uk9$y}FP^&zK%4EU*=IulTsuG6x1NM)9ZV^{=KbQci|MWbcPPGL<O(_*$D)$=&MA
zoEL(Jc|^}r3)KtDU@<;?(jXh@qw#X!_1vThQ*=g%GD1_LK6;aZQ*3a4&mk=cl}XfC
z=vd6retQy)>Nz++0@2LM4_XuJxtH2}$d7ejN7F)Y-4^YmcD!p4&yl_*I$bF%#-bW+
zlKPp>R$IL&stj6@&27*gTk@kF<<*&v@<+}!MTnkcZdY<G*Me?WQpp4|bGn!%J3!c@
z#H{(7kyo9iz%rnoPp>RAztoVt!wFM5%0R<hhtYa7Zdj+}A|dUr*om3dBR2!?&suys
zbFS9&+;svDln}JXe+|136=Uk6?_z~j$yXSMX_rYK7Ld=tP35BlRTk3~sWV9)GhEB!
z5xO*&z@Ykf@<3NTyE>ceHXw~Q{+qdpo#j8NCNpwAlEIxaqRw-#)WlM4^fW?Cq;rJp
z!4{(RJ4T!4CLo8=dx#vev$q;wd5Lvx)N~`piX@09wC0Rbb2Al3qjdHx+I_8Wcc~Dg
z?say38f-iElCnfE11XXhE){+l<Q-Oy-78Z{Hu1?BSUHicKF4R0?ES*ync(63aewSH
zLT%0msGOYZF`x#FuWo)s(#*x;={-1xP8A31A4j_MXZD07vLEtx;G1*Ni+e{Ko&??;
zc4;uCf&yZRfOFdSkZ<Z(&S~tc-;;E;aS!V&)J!@!T)?QI8;9SRq-sXl4<?WK{_8ss
zS4??KEGu2ref=ZH|FuI}j0?lxJz=t(RXm?G!=__W&7a#ga{-EV?YlO?5qh^rM#MGL
z(p10L7PQ_6yFGQ{4mdCJ%h5CCN5Xn|yL1yfa>{C0)@f$0FX1AmTPJnB-|bb*%Nvh~
zrMLfcZ^;4@tBQ%=Sc#p*XUax&;MS$HS3FE=8D4cjZZnv}$DmSo$GlEwSx`^=c)LzP
z+ck!%kS7+;?gze8-XCGOFvY;k9Tq;q%=t<+chI`|F1DW)-ff!D@(;mJLIl?(tQ;t;
zHx3WDB@0Lgi^Q9|%ln8td7}9C`q>EdUO}m62R-p038tad*7gGwq;Ni7Oc`=m;AnYf
zf)+oVAB|au<%hdvYt?mh`|9rfj#jMu(KsG+pKHWjp;{tS(v)jbzflS>)eWOCXjuj;
zRjY@ii+`%KRbB@{V;A8D9{JrCt4f{&x_DMZv&`c6&fvotg$Kted(9^h{Y^|9qIYEi
zW421*O!bk%#$5f#nb9p;rAgh|!THGa_q|<uQRzWAA#Hky3BO+j`|N|HSvJZxXsp%F
z3&gR&7dH5+AD<Yz$D3nY(4BrI9mmK{yo~DvmQ(oUJi7v25A?TzoDe7v^85o};d*Qt
z_ik$)u66Y3_-I)noTVNs92$X7fWE3Aae&iM-F_u%LHj&LRN}Er<HWy4Ld;)}RqW!f
zO12bW{UJNdKs~i$l1hE5RcYe$mR(Mtl2JlJN()6OHXe0DS0ZoRxL+NjO#AVMe;&+D
z6MF-e8EtyCP&bMrUAV(*wDDc!3OvS$LuIZ^bt_8W4?1-2LA*buxLZAtqp~iJu2dLI
z90gzU2<z^tKSSPMxWjBi`qFFSw}9qwL#VnXEapO?Fd9hfIHqF)kAQxgR@R;?<FpGt
z<CB)JtMsu$k;vdxrqTaWrTVmDJ`K{2?kbA-EyYd?Bw=Cf$6KI?S_Ed2eg3d<k$PBJ
z6S<^@RuKQ%k)-wm55ti}r&jGNH1x@r7P5~vexT?#Vl420_kCU-FD!I0_jLLko!vm!
zfFmrTXIVIVtNX8|(;I%muA;W;LjS_xO6x#M(4iJL_*$zBv^ZfoH;k@^)0euqo@G(P
zX);G&lT=F5ZDv8@&2`T3%YB&^VrbN#G0jyc$fR(;2`w$YBd~VE!C~`}`u+e0EUliW
z%9Ohw@n@8)HOjJ9Et|cn*eYpo{+<$FWW26C4bZ7mg2(LqxsK~$-Tar4aSZA#nV`H@
z9)FTnLHDWY^tYp`y9;zKh&%%)^#L~(@30K6j=T^^sxSW8VWj|{{EGt{hHK|OC#V_9
zm=+WKdQ=7#iH9@LF=v~)DY2CtA4QH2j-^c~E;3oRQRHx@Z{@LV@EOTdDbs0W+oxJ7
zn-u&{td6&y&or&Ds2f-jeWDHKmURAj&~W8}2x&_PuGRL%4qDUMw9xR&;a;QfDtq$K
zaW7q66&17$K93yn;((Tc{qrUFpI@&G0p_}NiN&yi%<)7wJnd-vbSq)vQ?YxzPC++Y
zU>RFo;a5ClVZOR2>-_TNCTIkU2feIx0Mt0Zb;$JdJLw7%5TFg+^~m^mJNFMTSS-JI
z;ZWVO-9(}rEN*2fHqGyJ?eh2AU=|4*n%oO9DMR-sXI3T}cJ~l7+0>0tWyTI=+mCsW
zMotB&7+MasyBW7`-*yG9gOF48Z$>JdQoR9Mbgorb!U%S;&yx|<FB%SnobO;EA(vn8
zn!$;ubu#luYXUJ&WP+!7)-~!pPt2eSVt@LoX5%kUr@BgIrcw&>#6i}Zy?l_YoE#E#
z+c5zBT!{`nX$pHFOIzweM7XX_80YF>dc3wHW7@9+u#1<@#qjOxgKX>R`S|Ju)^r*!
zZs!`}y(pVbiG1Cau!gcmim9ucHTnSstD{^k*?<u^6sa;v-plqDD-zO?U}tW;zLF|1
z@ha5>HACY%|0}uus418cxinNXuoc0k8IhRipy>zmd3Hx;P(tD<Zp%BxT2;Mr?&~3L
z+dGfg74HyFU7u`rInCSsOsli$=L@Ss>6u$XxwSEaq2*;blZC@w!(0w1&E)sB@M%!O
zhiI$5mbSLu1hGsvDJmF+n38FovdwN=-jkM(U#DklSPLdu@_xbMLK4aqK_B8WfaEH%
zXYZC6r2lL=poAPJd#|HQ&1qdh{2F-W)VX}6Ap4=hZxUm*Cb(3(L6}crIMzI{YIV1L
zWGn7P_ip&K*w$0*?5$H%YDMt$TKChf&L)vBw-S0Z<<c_Q|IB-OjUL^OsXXeNy${SE
z$yd(CW}BeNQXz{!6=Mdd?yPPggK53RnjYkS|4pFbnJd`;!#YClSZrdRRv}!weDJs@
zG;=G#PESNd0vWZ$ts2*?3>EXstJ~-Jfn4`fkU4taZ@3A%2Z+whfy$f6YBcD<iReyw
zS6uwPWbhlPN?W=>c29C&kj~D$Zm0da>LLoxYxQo~s;YOr)`=?<s~nu48u4%rg{<Cb
zM%$Q<=Kc*<5?vs0Sx03R=q?wRWpYj?yV8$pXUdjJNB54LCMykg?tauM3%zmL$lf{@
z^t6zXmDOoOR%bM4>3=+`TFn1ExY!ReoXd%z6!W6DS>Q|GJyF=V&!ZL*0p>`<(M!9-
z0fu|4njRBAUtF~$CZZ@f?{DA<H0^NUC{4NL&+}B-jXpxoAAqFuW<5FeJg9KR^bw-C
zO})P-q$wyUoU{6UG)afIzCM>?w^Sm=E|oJT@1Z26bz<3)Z$hARCaz3jqXRB{$gRWn
zeBl*q+<ubFIh?HArfrUHE$C(^;W}e74(C@+_^b@B3&r(55~Kx7DGe^^7Vnf971R|h
zSAGE}(z?oog6`Ja2*9%=HK-EMN)H3Iq+0m|gY`eCc3SQAnE2h~l`BdM>rdJ)NK3`Z
zMtVxd5L(&9Fq?RAkCCaT2lHEE6T)laQVs$Qvle|Rxqb!EaJURxL@i(kO(+9R0GQtu
zB;V478BY#(-J*KN?12XROvD>CwbcB+{W3|^mLA*oltSV_j+8PHq26Wc9eNDwWW;HE
zB^8B2Re@#?{O&78@#v#n50L)N#V&Hf>V?7?;Jw9JDw!_%gNvR<dZb&d@N=7Y$)_B>
z?4!&OyJgPXO3tQY>6ymed~4#Q7YZ3KHz;#CAe&Fn=t)Jsjw@)Px)|$F+YQP(;GiRH
z<BuOh%(So@^0o0ons$`Bi9MB;H@<Cr?ZkU5w)L~n`LJI#RmF?lRZBQbiEy7!Q>`v^
zzTF={R4z%3*UidSD({7E>T}V23FL;5FZMvQ;)Bm!6Hd*{GYM9+j8t<!ZOH0_2kgd^
zGfYF&IaTwuJ9X1UP1r^>wN}<py_$V@WTp{!hAwjY@bzqSO&+A|4)=t4_0$ZelWixi
zv90r{GfZGUPDGb9va7}<CWocZvH)rG@$|DW>&p{2O}QgwkN`R+L;jRs*wWYui=aAv
z34$$gRmAak?gsxN#?`bYjUl?^s$qmVM%;ncfY&)-%W_Bb;s{RGbDX{7Ri|zOQ8jxG
zqhZ@|MSQunBzEsgD&f&`@80<EzyUA~VUAHi`Na5T?w)};QWp&7cA1iJvb3FRtD}8K
zI@o#m_YoBaA{x}4Y}oM`z$ofWQcnqKbh6kSF=~)JRd*r)WFlfR>kF0_$75si-rM=P
z|BX`+<785_K_!?ggoRAa&9?D3C~1K~aYIg7aSP;AnD3373V4)Kk|^Q2hIi-L#6Rn=
zTr9F>z8+OO=AH`($mN67qToef-AT3>mcEYk=t9>^gw9X2+)1C<%fCwhh5R;*DR**Q
zLyKzCP2~$espIoNclx;I)hjdAS36rf2M0Oa)eE4VgDj|vJ#NbqcUJ$ZD{d{7x1I{n
z_^a)}R;*Jzo=isZCFZ9_S1kEVG`IXIIhCCV;dLHi2~1d>EiHr%;ZqISHGU8HHeEZB
z+gbkZ>FCLj+B#jcSnsl?Q}w40SHe>MydL#;SD<W4++?%7lyMn=Y4(JWSN0zps7#Qd
zc;kiFMrR;{_p5-qn%bY-eJ=CkWlbmR?_wDg7gEV*=)06o-BWSdLTa04yLvrd3&i#O
zJ+%oTnmb+rmVwWw&GB}6Vf1+7!A$#*4nhd8U6K<3&dS0t{a|t4f%16VV}qT<D+w%@
zes|NPdjzY*)M+=~eGHjPx;KEiL?N_TzM_VYDrf)p*($OmGRY(LUh9?5&)ltHOIp=M
z5#sD>3F~oM^ZRjGEgv?uWSDS?#TE`B-eZNCF>gWQ$4B#+1`!RFr$!!mml~jW5BH0?
z8FDLR?QDZ7eLi~xH|>;BTO^bYT7MRX^Jm$Sqfxg4Asoqy)5jaQ=7HPW2%fZ2`~84a
zOT}!jnVJwa!axT*qwqA$V@xgEBsCpmTMjarg+FPk#UJ}QHz7Yqx@j&^Wnj&?V5g1o
zif8sr3#kNt7j}Vv%A4)hNV%6|Z0W1-XH`ik|MxkGQ;QZcrh0kQbPklV5n$zo^w6i}
z^@`2XJvz~9>Ir7KH6pzF$_^;GfDff2{4kZzU)f#jxYUk*>t{c#``&Awa?3?O^eTE6
zhoaY^hBEAa0+3zSJc=WI+B^zIObI=UB+#VK=T2y7Vd`sqU}{bEXVO00pWJ$L-sWfZ
zy}Tq2&(rUF3&y<FB<w`w-vRFN6N26#$MJxD;9zh?OLrAPs$D)j$`ZEQ8v^V1&+UDR
zcT-L}XyDUOZ*=xAQ^`-?oOL~%`A8_&a)-RI<5l>iDtpZ(R!yzR9c@(IrOVy@Bw`zU
zR`SEOooB$vJ>u*M-&R3g$_S;k!pnQByUJ03fsBv`CO8ljEn(eKC9&UTXl|I>pQU>z
zw0WQc=J%nB6F39Ry~xtS@4ejk9=)?XwWvVq8CpCcvFyxkNcM)HXh(h6Bm2?(2yO@M
zntNUB*EM|cll<xlUtd)}CclWl$%@I**^HJe7(B}Uu6e~QmA?jg1(@nJLC>B*Q;3DQ
zMo>k?<V{&HBc??3&4j@)9WIT5%5ao{&gY_5L3-aztK{zfm2C!GO5d%g&W~35oAMg^
znQwx@w#Ux+eUk!RQ{0gu)&02T$@2ULX2clbvf=cJi{DR+-9d$zY^@k`A8t;bQ(c}Y
z4H<cqx4^9$qgntwe;>zV-{L+gR#<^<*`wdoBymU%BX{(3;493pVh@wnd7FG@HStS8
zo2lN<>Gk;l4FC#aQmFk-rt#Yc$TgILLNHU;+H~^O_G<jEF032OjEDV1c(<Ko`!j#w
z19Pl8Eygqtud>3F9=tuLip!JBNxAJ6SOWqpnGU+E854l}zeDQF=k}72qkN1@D&F&g
z!HlR32OfVmASdz#5WeqH8jRV!GjBHB(Yb|#);PawRLesxrj}4H!e<R~#hz8Cm=)00
zcvK5}4(@E*t!}5`%T_FqMzHUNgITY|q$05f2J64sK=6GTZ#?4qP~aLQJU2c-!ehI=
z>o*7AT)TI)fxjD-)A(!D4lvC%#4i=aYJRn&&UU!L(Lpk~!9BKg6)I9k>`%(_)5pf>
z$+OV3F_s;1`H2Pl5@?i?ts$2AFdV}}MzL*@Dz|LHhB>Gh>jlv-hOh)YAbHfyf<XZi
z4<Orja%ikwnQfa^YgC;Em1?cF_<VMHTI}7{E6a=Nr(oLo&*ieGS)0Mvy$ia-tTJ1j
zUH%?shzZ4%IB`>f$zPN`p1jkY0?E;)U=8Q43%N#1#QXaxQ8bf<tehv3Jg7YG6ylJT
zr5=dN%=Cfa^7nmFD-dq5&zcmZ>Rl`a@d6G9vR;&PJKGqgYD4ADqf;2Nq&+zP4wjpU
zB8;1MoYAbzG|@*~%INYQ$tRaPXAM{mV6GnzH&u;KdoE(S9W{7&OLO!RI*Ao_vTKS&
zH#AZ7)ZkFRGLvdyNX>OR6|+3%YvxsRhffcpc~T4{a3}jWBHQ}SC*B5Z?s!-&2id04
zmaBZawWE0A;*;QN`DHF)n}Y74ED!<0E&Wq8Kz(oy4C|O6_x~I1@)nP}pg&{O2%1Wl
z(-@bqU|=_PPDdFed+%Si=_vhtA=9*M+2@ND3x%u;pmmld<kCv1Yc2Js=sIZ1tqPNB
z+mFyXxB)R6GT4@Nk1;}IDGet(3eQQmS6<v{J3dk<sE<dj&xmy4=lmszQMwsM`ClG4
zsqMp-;1zx6h|!ekuBP#&gY##A?^vF6|5`U-<s=4Zd0N#%CAIxs14oUf6IVx7mgNou
zW6nIQi*U&%euBcrGg}PI6WEV`%x__q-&VehDSIvVFclmil5pr4%F>}9<&E5!xz>m}
zm$yNt$_cMPg^PAO^@+mfFlu#nwWUX~(<<5j8Qhg@fnph1k1BUhjffwePDey(b8UG<
zcmY>U-d+kr?ii9Gmaa3G;F90n)39KLnM~#MeCc}}pv)nIP5>-)_^e<_nI@+Q2m3mi
z<GB$f+$l|Df?ZRlXUh0y<ry=syDNGSsu2A*zL_TQOWfA`XTgy6(h6Ki#AV*Bp4g1i
zy>~&)|59CM8JVDF$%ICmv&s;%Z+bmq0WOUCrb9zZbLQA&(Ygtp*zDymXLwy>_dned
ztxfyB)zX9znzdu|EntS-<Q<&<GTf7KJw#*%3jGGG>5Yn9n8oj7tKS|Q3^^C;)W~4k
zh{-o^H=b6hyNV6#2<h?!R9gC`T)}Jf!s0L}iGQN>rlBIN*_L^oi@$#TOK1Fol%ASJ
zKmg8Q17FZLQ9V(|ol4TonPiVQIDL_!lMOyNKTF?}LEjv&;URbkOeCA_<eFzPz=QWW
z4*jTE)OydY3eT-s9c^qxgdzC;S|YAV&Rg?HA|~pVj8dDg^_9J0=np9=qYT8w6gwgx
z-iEf91`5h#T_#wfbH5=IH=+c7xM?+an`axtl0iVdX*Ip0q>U*gXwCZXFcdV}rQcvF
zQG@DV;zGe8GZkdlHkNU>*Iqj>vz~pGaEE<&cKh$gfOI!9zl4(03LSe1g@f}nR%hP#
zIt+Q~5d>B#b&mP}7R1R`pnZ(wXtQy_)m<G+t__cf!$4hazDglD<qdw6XwQ_~i5aR%
zMSAD9xSmpzn!WP;Rqo?ZjpRHuX~ElkCTKk?x(91fy6NKu84C?r+OTBIOjlZ;N#+>R
z1rI`45sQnEbLaC*5>VH1q&87lYHo#TmAgQmDXlatR5KO!J#ElByHa-0i`9;5>?Cie
zDl+W{L-)W|nC~sG;uoHUkPOt*Loy)9nXAjC8C6Nm@qOCR@eW_{M}x_|>!!S9;4oNB
zRAO5IhryduvqAq6C8l7878+SbswcDQp~{&SvW*PAuhTvFRPAX;Ro`8ohl}vNMM>0h
zR8QGE8lWV?i%fwBcis{*AOy*e$7&d9<yjO=<hV^x9eL3oCThIZ5zA75{m$&Tn60o4
zawK(;LSsb=cCHG_oBxC!Z@3%_Kx_G`c<LMf%-uF6&3ui~n*!>AurZ#&`IxTs_C}hm
z|B4x(;**B9^De~vnq`h#gA9d_3V8`tL;S8Rht!CRlCO{=PZ52rYDY&4y#CxP15cc~
zYuoULLZ|j#?sh(dOctNsWBMxc^6~Xqk6df?IEUFVQDuhL%!r{<%(A6mD<A=c*R*No
zMHjglm2xeO4VfnVIM$*!-#~1Xwy{CLI*$<%DGzdu=7WDFo7UtQP{pWw!p4#hWi%Q(
zA=*w5nxG&usqm2!y{EG;J(Lwyfex*Dg^t&UH(j~){(_D5RO{&N%AAE&<PFX@yxC|~
zO^a_kY&5az@6}g0d$h4nS$0|kTCmn-Xyn<BxV<l(<3tDaZsrf?K8wE&*>KoOuXjbn
zSkV{_9?A;Ie7)P%rKVmaFm!xaT!zj#_ENW*%dQFgAL`;R4Qtso9gGe-pM#Cvy(P`S
zwDYttAT-UG<FK)<SMw_U@BP>9qMvfF53H0O8)tF1AVR-n2F<n-6a=!$ngvu%Ld<BK
zmrpj{?MrTgRp|OFrJY_5rLD2h$x_Xy$#fpQx8HUgW}mW!7^0bti+x~Y&|U+%dY4q&
zL4K6+p0irR5H{Aa$-u0I$nQ?fkgwK_0(A`}ou$5nrJ8@X=r~007`HmPpSx#)p5f+J
zsgz~zWRy`R^9ggyj_4}`F*K_K;{P05?gN*CeI7$6NJP=AEnR&1-G}@x%C=Un^u!a`
zldvO>`4)5FwtOib(2rFQy98Mk68ugk?`uqseK1F8wXizoXnF*{U67fmj1DRkpVQs3
z%6?1uy}=2e9w<xTungk$QPId!5WhgWTOfabIqU<Q>q8EGR_`Cya7Cnv=~Vt=On%#7
zs=fTTp87RR@)S-sN;!Nhul$kW9o8(>HjksnpJy%9?7;3`I5xp{*NJEPu+NI>9(gNz
z>RF{zr@O(DZpF*W6Aey#1Rt%rlahhmZ_n;k%&$3&de?Uwe6#_Qo%!ajqttKJ6B~m+
z!ha;@j<!sy@xdH#g{k+{`=6L$T~+WD(2M<_Le6Pi;IKXR87s!Bw3Q+r&0PZa*9%Q7
zBcIB~E8uOxq@|-c(x7y~#H|H?D@+H_6o<uzih#qwjHe!e&8=^|z%*3w;p1TTm$?tx
z;(3CNMto9EXFt06pN1vh<TYT>sv4ZH?y2o)rpgqce25uGwS-WB&#I9DGEZqt{4v9L
zEZ@a$+OMyU@=pP1&;EYkGu-&=f-_LGogL-k+U$alu(7J!C?ob&QwQ&Z^_D>Ejfz?C
zH0=}FN1{<utwcqURS!e+6F#4o;lgWgBvI=kJx83)M27fc>(~v-z~v86EN}+WiCm?&
zTl_?QMm;f<g{`jZ^}{$|X-dj3x?v(-@t-v?y3w)bm0{8Ymnl-ORa(LM6Nvq-@ousp
zJ>sJQ<jALOseLTveXqS{X=V%is*V`Ea)w#viOeW71I#Z!>zYmd;hT-`<!R)Gk=L$c
zD23r0tCkRepN}&%X}X_XU4!{fgY5dAn3rz^G|q5)8-JwISiV37lQ!L6OdDYX4z;+0
zoryX^@NgUHjvV!#^mPYQFQfya?-+(En9S@vrF1xBVMCp(9SX8DS73g@Swn!Ij|_#s
zW{X?(>k{_X2e=A!V?@!pUOd27tcOm$iXUUy(|zbckYHB-bCGy$7YR|Tu=mg-TgQCT
zO}&<%a7yOME0^Ou<>y(etcoF|X%O_`<7p2SB8r4N4}<G!*orHKgHW3PaL0EQm$*Js
ztt9H(tA$?|g5_1Ue{_c$@kMyg?mZZl2FH*OHJCPqv;Tz^%^zutTD{Y;y(^y(_qSrs
z1}J6O0jK0*LXSfP;?brZ-K+slmT@4Yw`+uTU-kKMfz&<_CZC71oLmDrx^lTPPVdo^
z8DwbPX`OgGz?$C;T&S{1xHlUI0_l%MfV$b7*@z!;7o1Gk0rP$aowv_zx2n-PT}uv!
z07+ONhkzO!0R*d%-m_-ADfA2JG9ck%zyE@@KM3nKLr1gtR%Uc5_!6Ml4A^MNuLk1#
zltd$fQ4-Ur@<J-f9>kHR7(l*&1mz1H?(em*7$+oXSPJ3>9~`508v;`KJS-J)E@4pF
zk4zB*iX#)xF*ECam7WG#>lBOC<ekQQAd(&`UqZ^}P{OFxdCcA99QLTMg{Ev20yfGo
z+V?<onZ-RgymXR%&hxgb;|^oaXQuh|lQ0V3uP3u7$KPy>4fgYjtKtm$2&-oQ5bF5L
zd?cc0f6>%EG|Fkjq3`aY6^Q!4^7{$2*-hO~tiL_C*$M=S#l3%mn9G5{$f$3G7J5y8
zZI}^Xy=aU^dH>nP3;mG-yaCe<#IO;oIn)yNbGU42QVojKb$CPy)IbiqoLd~smJYI%
zpPTjOyu&}76FAy<-$DyQxdMMbPNlNIZ2OTxTB-RCA`*t{lqTJ4_R0tTAYD+%4MA?w
zO%L+I{N60R-3Lwx?vEHsXE*5&jpwpRKwyCdpp(y#fySf=Iq~5fjd5>fS)HImuQ+Bj
zQdtaWjgwHEg~AEa8YrSHoO=R4S?*L{qG%Is3H($aAO}sXdu0S_HoLY_#N>TP0^aMm
zqU0p=@i^xRFAcHcIzp6HW{}PxA-@a+c<OncYLu!b4Q5$&a#Yohc0b8ZBXN!8_@<cU
zQ2oohm838f+INn}&7#mKeOqdfyAA?M1IGSqUsq$P`-SxcnX%48Z65X7w)MQF*Iu}n
zblSkkz4!#E#~V*9EbKKlN=L8GtP>xOB;QFN6O{^6uZ;{LgI&-}4e6UJlXUvlR+Z+Z
zjQ&Tf`UXO5kObJkBDmUsh=tf7)#VvrgD57wnQO2qNhmfQ(#aX)De2ybUY6kZB62MY
zenOhs0^%MAAf<n$2&`!A`_de3d{+t0G2Rn`SV8a<9KZLz?|Q#&hafh4dX#HR@iW~E
zwO}wx3W|S7x2JTOXcokOK9~{uNSC!evkj@2q|18~Y>hkbe|f&#UZf7T+@n_h?|`2V
zLJk_&@<p4n&%P5#nQItlzeW4v#*;Ot3$UBFYZLmAL3Kl(&DA*z>r}~;#R75?_Cx08
z(53B_Z`?L8ic9{~E0I<`#DML;`ZMGcCmT)pq~MoNPy(GN{baH_ZT=*ZkJr7xd(iO<
z>DQ0l^H8%tiqqiaxOk$bvC&`~PlYh3>0qbx6f=-m6N20Icdz^cvEbXuwS9}U==CVM
zjI8&sak3I58~+P`uc|>IT5yFC(AQ^oRXjO=SYoHGMAJbdl#pKvu>w8bv-~QvgI&|?
za{pI`Ud-~rcQdbwA@|$op@IHjpx_vOI5DR=2EEf3Xx^o>s*c8jfs!;?!;-@LchTzu
zEvi@VO}enHcC`Ih5la6@XxvajdobeRvYU*@Yl)EZ+&3{38)YdesgUYdquHC}kZIJ9
zg;Q=XjI<PBmO)!De5T!*Y;&MO5s+QLl=DzR*R#nu-DBhMVJATrNm>)ou9Gqcp)r_N
zWXw-cH#I>cqFvNlUUsi@Qd*20Sc|uz16ECGq5>o$bavYay)4@Pn^F)bWKEc)x(049
z;9DH>fY}BG@-AtE;uke#=!7HZjNS|AaaY-jvSKw!^S-@W4y_QL-7l|reTI92h4`@_
zxv6HKEKaf!>HqIh4YtNYx^{Eov)lzAZ87$B9@;F&(LY%K7?Pj2X~cGZIFsX+7e}9J
zT$B_RnjaKxp1L7)X1j%OM3wV<y@R`a(ooZBum-cU69btKSt{6Ac`^G<I)~6bJs$R7
zalxKgp2df*Ky#^4K{I{)DloA0sDCk1V~O#R{u0r8yne1PPx}l+m6HuV`-eE$*jHP7
zo*+j3Pn-@98U0LV-PNjD&Rb8>C|Nv4c)x}N#5aMoeq__wUTocD2-Zoy%RQ9yJ;f{r
z3bh14Cfyl5k^L*K#spPhZP;=X84u|o9Xa%@o?PQeDK`4gaO$P7N#Nd!dR2P}bU@|}
zq*{GCwk-2?drC!)BYGG_mSuTOdREr`<M|oJXJ~9A4;w{N#fv?Hk88^$`yr+Jh`qI|
zzt%}NJ0FDbj2ucYoJVVd+ixkxu=;+Std~HuhM0a8|Hc{csVFz*cB}|5;F3Z}f^ADT
ziKG2F&w}ej1(w|vm99(1!hB-;?YLZVBc?SR8;?-|l>DgQI))8kVH5(8^>$Z6*-K&E
zU3opq>duA1`mpU^An$E6^)~!oPtHfnOVz}-mgpFM?#Ctt4kJ*pM;sJme)hIK(z(xL
zW%Xc2`;uLsS3AeXE78(3Fv%SEFMY%uP%^-`#nc0~D;u(j*`cZVF15T7>)98$->La5
zavOzYTNyd4C@-G`>hzm88HmRD<sXK!m2Lr9g@^}-&ZUbeu)Dvp$o{lf{@TFTF14JZ
zM0DpcFT-H>bG<pT2{cE4jMcB>2^OO+Qy*5F7{K&8&qI1Xg>_XtzjSH%Xk$Cuyl=mz
z&4wH%xqDjd!D_cjD(7uCYwPv%AeQ!d1dt&MDx<m~KhSj~Z#)o0jGAlQ>h|d-$sLlz
z*uV4{B&ggzX!J}G|Mj;rHVecYeb^xu@_mM$6=qegetd~#67iiLkwz;(lIvDi?~{N{
z{Q$w@g4clrY`{>yrATcbD1z(*Q>&-H1@^W-?>_0nR!Ftt$JVk|xf-4ki34T0yuJK5
zIZP#AN(3crJj*@7OnftuSREY$ghcT1^Z09GFaLgEK_56_?M8K+oSYCnX&<2*oOYvS
z9YEVvv}_32Yqt4fk2c~;oBM@ub<o))?U>&U@~oq>wwhaiNbKcFLn~Q;KGFt5A-~%@
zI{GW;5^}Gj57dJh1qN87j8c?iAK8pmIPC!#0L&q$VOgojQ@PfWuw<-hkoN1@&;ZWX
z?yano%=Tlt82|D7G+E{43tdF(#9s(Tho`<(OncwZotr<D_+R}sE^9gqqmcT^tTl9G
zCR4E2!hTfu$7$qXq&#Qg=ZryzRE3H&*GSXwaY{Nauq>N_rC@L|c8#lDbZf|bkB~^p
z1IcWB8+V;nM+_Wu2*Ee8yk3){ViDB?5DF5hbzxt=Sc-9()*Ai3A#l$Ss#+M|ew|^h
z+U?X#SrcXelDMuoqD5oBd?Bl>K&qE?xt(I(TB&-8f1Pf}&Q4O3zfWG?gGC-TwvPy>
zYa>mS){Jv4qoSro)7~b(o$~va8eC)kJ#TLtTZ(9}duL(B4<N~Y{`@KIIORjjWt6ot
zUL7Sgfko<a8dqr%=DKt}Joaoz@s5f?F#-d7bN+0c=wXE}W0qch%*wvB(|YX-zMSjJ
zS6J*y*mH0OqHFL~X2!57CqN4@1FI>6dT1gkc5%U5$Nx4q^2nzDE1D8yHLW`1Y*=Ls
zu?SZqjlOF<W`4vSP{uHHF`h5Fnrb%KwV1zB$iCBXV{iG}IjU0Cp&IuQy8J&la#+^Z
zDr0`XZ(tep#{WTakLS_XjEi4<Bn|;Mo|mCfO9D9A=d<ZUX0G2JiPj1oa%jD*X->!<
zcukw-T^b5#0fW^#j0Gdf{%v~JvG_|MNo_Y=-01OCS($VD)z2ev)BFsaE7M@Vv953X
zB;nSV=63U<Rjg8Jk<KV0kW$>08l&E0Q`&Vj_#Wxp@hE-kbk)~aigr=6>+X-)NMpq)
z!a0*J&vWR^_M>x0I?<UPsv9-u{;>CAGG3CHEl9Dgp<*`$2!751Uz+3URsy3U`0*rm
zq9{mT$FE>x<|3s=7#3qSD__X$hdW3WklNO)cfU6G9PEqEBsz~F_q(_~4~7V@_d`B5
zprdO43e7a5me6wVc;b4{a>I452a{Plb>%8sBfV8B)50T_gTG3Z9e+V}4t}PiYx}+L
zK6WoH*)H<b`kqp`eEId~E*4>zEDdLRCgi{BNYE=7H4B|z;>>md14{dYx+u{s229{1
z#WRmI;xB03cGhV@+xxNeb)1X)2yMt+mx6x0=eA;{XRatqoKSvhJlLm4Bh3&Sob#Vd
z1Px#Uf`anC3|?qU-pq;{N@2=5PjPDkTwJLY0FqoMu}t?xOcpt?iK&SEtm*xIb?tY<
zfH}qhtFl03Hz4Mu-LugMcle-@HNp~kLpxuf%px{3xh(BMLC7aH#S%>7{l@B&9@pZI
zUinx}ZgI;UT~tGxB9#>fpGKaqbL+5aH$i24H3DUlz0-D~T_Unhb0V#hMzo-Pk_}xv
zZr<fky`qfW)bY+A_s#PAL>i-T?W=>t29Rq4J7S<pi9r|^KeHTOczK}Nz!dK`JLE7r
z9U3Jd)|nk|xbC!iHgi*GtA=;7lcsi{`|v0#e+sMe@&Mp(Y{9#B<g+K3a~=Sayr$}K
zh<ldg1r){Ey0Wu?EMfh9hWwzW11N_QmU8=XgO&C0L%?~|2qTrq@rv?No9F3?QQfco
z_IOpzu(4v|25hk=IhzFD7}I?3QdMk>n0J&xg6t@h{aCrdA2OI<W-m@>wD;f^Roz}0
z;^SHIl4iO4#M1oUiV(LIIKSPM^T#6ad+^c0k;`wjy?o<pgHTGkFK9CT;yR@$E~((Q
z?2+@;k55gsT1<BAV*DdFB_&-`pc#|F*1V?ejVPh|AKT-%0P1Lkg8GN8)k)KjA3qNK
zkq@Nf7GK%<`|~rV`F8{TY5O~HM1~BJyR@wB!5`z0@M+3L(=?!Mb8D6zMUQy{2AdRE
zX~O#an~Ew`CQ`Khuzvb9Xa&IDAon{(RyVuY5TXE##-Pe28^8<YZEm_Srn-FLDzC|#
z;fYsLEz#q09*Y|!4n)1BVX(d~Hx0DK)PB==1+C-%qAK7lo=ZH$m2pFWg`@#cg<NJL
zb#qh`#XZ)(o#{`KB8PhUxcSfDcUp({<7>J3Gbb8pF60XAcdYAdt7;kr`z1BcTmHZ6
zk({}857kGngk6}0UOqtsJdRB;|NFOZKPKY)dkdd8Yywz6b~v0EWLoz^doMr-L#?eZ
z!dnXDAIQ`fP%@QA)8769XQ`t8zH2n}Sb6S(W-)oqYNnAqOvfB4NIfY4)hqpveVEB8
zQ^;*PFx0yzn`>BcS5|55am#-z$bac%NZb8~>TIL3`>YeZTVBYl2u#r9=QtN}{Hxv-
z*ew72qa!o0k^Xs%AfMr%XAp`=96$dT{AtS4g&Pq-dCQzSbqcf?(-Z`NJjE=xZ{J?N
zaBAjQ-2N9LK&MnH#MVw+0;L^aI1T#%a1R1y=Mj|f29$Nm$jNaS*^QL`+&g1+%>DoS
z7br_h`x;;o+MET;>mIlX1j@p%COn}KU|5!mT#a~pyp8`l5dYbO|2!S7WBDG3g3SBz
zlMfZ$96vsbP`K*&nGyze-9JAoE&!wOpC`W|XY*e_jr>{uk9R46m-c~P5@@ER7-j4h
zt)Zzov;Ha%U8t*~5+Z)E_IMm%Ya#~o<Ny5m6Y=R&5>Op@(8?&axTM79RxE@SHL#xn
z3@^o}Pql1q^I`-X@)_+bq}sl4mWYTlVXeAYSnu64OhjS~%QH-D-2l?cPMuZj{x*OH
z8DdUZ1o%aU)MA^Th~t{6vQ+)Kx~gIxo4*>UC6@N8iW)#4G1Z*}wq2`ys%N1n!t6o-
zN50zUyUJIYnK7X8oi!+xWe~8Bt1;p3FiVZ((8Z4+3$y_S3TCks-~-L)SFdR3=+G|z
znVO6S2&lRRCOEAUOXWq8`R|n6(9T=)F^=8^Qc41_t^A0-`=DS|>e8i41G}>#=eDrQ
zPEJMMJHO9}ZM580R8`dl$5LKb6##TyC>yo!1!b)^3FltbyndV-VS2O?wFfYlLUOMh
z2^0-37S!b%I^g<89+`^A3%m9J&{j;KFKDKg?X|zP2fFv=`B5*0MMR`E_*3Ts^{c3$
zP_)Gfj6vi;UXk}T<!D}+x}8RDYnIq($_moKoWy`tOr^YDxqbZj&7aF3)d|C{yE9RS
z60bstptdf@d9JhU$LYz&o!z-ahjBG|B_#rSJ5R4j+OXVS`}y;m{a0UrBHv=~8<Cj+
zVGx2W#U29quX!tpef>|V4QSH7sWECMQpfNsBgO3LxXQ|B-dQo*Z2-nI_3V|qYU+<3
zu73R8;BOdD)$Z!t9KuWl#h&_uHg|^~dT!Y+Uh3S7M*(!+1*p)~zMYC$SgW$Kau2}2
zVCJ4Chz@%wpRBV>0KjJBXwqTxG6{f;VUQw2y^m(ygBQ}w0ohxsk}uNJXIDDUAwY9A
zos`XzF7aL;GIHw_^XMP<)&2nBwT+_{_d0_2!Fuz=@@ToIxw(0VNXWV3VF1X5Gj9r7
z&(|wTX+LUjf9kNkGLCsvwTI8O3#2w#4Wj3(kpoCc`Rq+0%t)+i!+R<m&=y*e!L@sM
zj$F=m&!3`Yi2i`B!eP+)3sW`(3a`hLr>=oY?~S{xtf=YfY20<M&2A?mpH(LlzWurQ
z{u1BfVPC0@rUT%P@!u68yCJG7DrF<jzWbfE2#H=S2MCV(&9%F;jH6~QxnP402cKsg
z0WZag<V_Gq%_sZk9Rg0k!es@rmR8#Vs2h4<9pFlO4(91kPf8#M9yowAuv{fxcmgoX
zDYm^eo#8T`!Be2zGm)roHPTdrZr=qMpLS}~Zf{#lI{<=l&Exmy*S!ykgBJPZFP)un
zpdDm!0(c#tgSWT$MG~bnIX!nAD6E;|qdPPExU*CnAij?OPGY)CW;J5{Gn}<ARQcu0
zmw9gULq(~sWO8PG^zuQ%g8=!~9;e#g!R+@QnP1t2C@}?6;^zNH5fW{DopH6>3`^Zy
zf@j_|`f$<oElcbu1VwsO#s;*obNd|%gHr3~%%-3fq8(3F_fKyt695b|unq>~f8Xwf
zkY+p7t28Z~VE_kD{G+=6oK?F+@{b=+7At{+RPbd;n%+6+#LdojKE&Ud8T|(4-=dcH
zahI-KF?YY8PxO~KkOGK0zkq|a<UkFZ5dqF6{LW~*1yCN=Icz7tW*aHKA2CKB65af#
z6)joHHP!394-uiKnpG*y&I1sh7|J4kXXRgYXf(3A=66ovs%Ohn^s}IAJbx;tS@*>O
z3U5;LX}?>1%rbx@G0T9lsvDf*?pKq;94(&~Xa4=(`BeUb6>1Sv4wca(Yoo%2OfMP%
zQSP549l3LSGpDT|Dz&+yJoOMN*>*K=K6nPFv$GUWx9o@+X8wZgNR*h2sT*mRvfxUS
zARRaZE+Cc6y74V*78jn6YiKvO3r`)db}ye*d9sGJ9qx&#9(g@iN9Yt8c%70?cgQ2a
zh#$b@f|~;ovuAk;6AzyrCf?V_z4#fP)buVOdOK`kvm0PlzMS)hJMVlknkEwzDtXvD
z+Yx(62u%U^EhIniT?uCd!XPp;aV|?-RpPJ|J0D(2At2$`UZ!xPW`Cu6;O`*CkxV^j
z`Is5z+(CKWVKCl3OX6@r)uPpsW^?jz#eG2HWTL*&&xe$Ikpc^()KGvDQUZ{a5HZa+
z6={uA%Co%M-48%JN(W@JOvy%N<xMO54=W?sHiOqc@8oshN5+0!5dUn%rx<>snO#4-
zGG&^g7WnLXp){NyEM)n=BC7%a>kDkOr|`nqExiL{R&NtfLj|T1IrwYm)6YnM)z|Jk
z5QO7o5&;%qb;Fx903oI?5d?aV-(>>@+|G-E_r=8G_lmwrkakspZQZ4)$M?D$)m|vu
zo9h9*odLyf8UDurYrsiaSZ}_*J-H+07=1masrfoO4?v$un>UAGxiXX;ke^E*J!XPX
zn>bBszGgW202O4I%OCrL=_kT7`sOfDe)0XDF2BFOixG56!77$4P)WRKxrmfl+Rf+5
zP>IjU%gf_!ZddHckgIuq+1By>u?r?HUi;no>C3*Pai1$~EiJ#iw#TjPNC5FUjZa$$
zm|-^&{W;oIz!+|CZ`0|?e37p{w3u5^TRigP4s9*z$TPRR1yWfrsC_3#r;3_cO7Q5u
zEOo6q^5{T5f{<nSDOTs}(Gwr8d+#K>9stb9!f;0lZ&hS!Vc{=Cs>n)31OE9l`^~Sb
zu>kBcCn>3Z<o#iLM>#0(=U8uA6Wkw70mmg`q%?cBJ=&br9iSeXd!319NrMC!E_&@7
z++|)3Ighmog&Mqq69`)d?yA^Dc38zbErA;8i}?2YO>JD&?Nw|qWXZ<eM(y1E|H{AK
zBfr@)HvZ`Gobtx<n=>rGKx0&-yS(6g`U&&d5`LVAvV%I`ouN&mCu?H>zq_@otDM$I
zdj9YOWM^Q}ByWyNpQ#)GwTP~+X^c|bicWAUyxuS$|9p7_tD}ks$ktwa3z<5;eVf*N
z0`jKd3JUTAZb4=bT;3UB&RKjV%7SE>C@tkjUYMD{c^W=0=y25NWt<rE6X|A3gOotf
zU7_KzqVuU|TCMEOVq=GAox9o@9cJrfcfXonrQq@0UcrW+wq&_OnBI)GN+=S!6Xz2>
zJJrfjP^$9;&SAB+H2it*++{*T-<_;b93O)A6I<msM_}{ljRI(S7BLJ{)152r@8an1
z22JsbJyv@E@JoA#u0bFzXP(?=H6L8N(E#{e98QsOk7CKZR<1o%&3U?Nv*X=m%Whr*
z?uG2<F@Ww|_G5ml3(j}g3^31<^h+%DQ!hPD>1#iO49|Ga)<CaF`)sVr75Pp<-I>sL
zr$iy>#7yWBkHBL4i5LJCSK{p-)2)C1`bYH}ei7%%cqz@la;+EOwqjiAm^v*zLa$Z3
zua=2i9ps_wpdljo&h~_xv;Nc&bVz6m7y5Bg)Y8Ja;m(Ej!bx+wEk1$ypp9?|3NAjm
zg6H{XRru+y=a?#-xW~g&GzPS&lKAMw*Oo_!UeDG8j*dHu!Qrv#g{I(S&0A%0UbeM=
zk(rhjA!P4i%4l5WQp6@*KfF@AZ;$k#<5P~*CvR|}m1?}ENbN@fXdSM^RWvIjOgbRw
z&xra(+?fPcw*@!|%w|0}S51H7OESb1w<0%v-tv9DE^SF;)zD7qKegS*L(qxcmPHBB
zg8#gu_MEy`oVDSPUhsrBE1^0jVP%FbTE%~r(F(#k!#>N<PwF0f=EL_j!Ol{}WE%7<
zmRPB<;WOV^`z;kp<tSXz^c~>OaxZ#xKH!Q1omSoDLqOt)g3MC=R7uYgz-%_}FtmAp
z@Z<RML`aN~a|ZUM^G{z^*7i@rCG1rT-R4|t?VmhgZ&-va!&nKsIx+gY2LRh2`~Ii#
z>-9!OW##l%+qIV4p?aZ~G<!Y0^k0*+EHBZ&J$tZhVbAi_#`URcPWZ_aOXl__jFwpk
zK=*6S4gu83EFh7cBP<}I#<^ZO4ph0z*!;!bw!zX^{r<7n`8@4?`t8E!ngC+`J>-Q+
zz(^1H910f5+`-M5(Q7xSL}#m;9_%6Q2cl)(C}pJAf8>c^v3MFUtgR}(n+7WSxp?+A
z7p5nzXv3fe!&#L#Jir|_j8K^3dy7~a-!}7EMo#*&;3*zDq-CwH=C)-rYwu!x-T?sZ
z=H*Df2yV-*Pd6Lp_MKSc;ef|(2Uj}s;iNmLnLhvJA*{z-FR;uP;4`LJasm*3^WZe^
zgU$=rrJ-(vv>)d&0%z^`e1C)1tYY?p>`VGCKTBzHZAQCZheR`;oi%7T$_!=}8Sq$r
zVQFdbk;$3h0<O3TuhtNjF7!t}t^SI%=~V%d;j&rz1RnGEM3klX=-0}fsl3VPS)3W|
zS1*78nJ0AF|2(~!So5Y2pV(}3Fk|!Dv)GZQgIXSeBBeY7Y^w)<q8Ao9SXS0iIV(hA
zGWs=kkXn2v3A>tC(ph{tZKe{SL+3Sqy$Isz%~Ylj98OL3?0>z-v!mE0ryYKSGgM#u
z^AGDaDC`S?7Q<^?7JAZkH2OB@;SDoSyFP)=0dl}GD!a*BU)i2hZ%KBUaA@}aYfP6A
zUt-qoy7^`M*=soWB@1sC5Nw&mNAr2@xgb@LpS5=S3%q46f3v(Bt;rj)3GQH(h%hk`
zLEPI=;F5{=uEpZrE_{D3=H2slSKrF$XR@Sv7E32yK3i{K?hVLaFR>2QzrR?!zhZ8$
zeumWf`e=6!vv{Ic;m4gP9Yn0c*O(`tPzB!-%6KNFX5t-aPd@0b_416l*J5Wrpz~0G
z>b&#g&I69nXw~Q+*7__C3Q(>HdVG`~HveA{De&!_Uf&^gB#2diC)`zz`72Q%6G;0q
z1;7^@t_L%~TUXS;Y}L*lJJ-*0fs>>4Y6;l8U&fn4uRE}cC%*b~w)!zxlq3z5?|{J!
zpUBEWZWeUDpQEG<6{!V&trrjkJU|NNTnB%7qXx>bfjaJd+?Iibg@p}hBht*wcedBp
z_k^+gxGQkb!2hm6CGs#>S><dDGVeKlhALWMA2E=Zt;ALN*RNn5pl{l=e7c!qSe_5O
z?Y?|tkwf5^4ge_dP?5p&{sQQ(^P#3?w$WU*J7$ZhvuDpjfUv-#)Sf+X?i7*(f$*|2
z(we_SL^NZ6O;Zu*r;$7AP-hH;KnJ+yz+p}UYKp**08@eWbLNbYpjeOE8{obpKogX`
zo#{~MJ}awqFcsq?y+B^behvr?Ehsz!?rq(Cx7>AYEv<;ip{I(9J?+taM5xsX)EpeL
zMgYM7TE!eNYfarJP?<nIrxUs)Od+?k^AI#W&j-%C{#j-7p~B|_57C4e;5}%AxaUDZ
zH}GG03v4bI0b>t)By#!!lQq!~UVsAHDYv3R4}g7AlAwkRf)rv<B;*+fpO*N&dvcl?
zPlfEIGOkdi3Y=|kX7OxS%z!X)O}&Vb;P#*xkSP@a;oTPlN9O&tLP5SCt9BHZF+$90
z{ZC^R=pr2v8=G5qxa@F5c-qw)?l;Sg-c`ztvi?~|Mt(X1)d8fnC5F2Hj_W<;m^5%X
zSN8Kg)v^#V;1^iwL3pHDh=1`8=vAWE(5Y0Q;!xJ%=+gVP<Q4>)+kb@synLP23Ebg+
z2Qu0mj_51&2)2Cjf@ymU?B*hX7-uW#x}#6k+eUB!`#ic=J-Zt9@TXSqz6)@#0PpnL
z;JCnda?Tt_eTH&?KUf9y?<R536bW2#9o1hTR<f9rn_sMxU(iA=aWG|Czn}*)I}9M8
zA1MfLm<qKBVb1kF+{@7|NGNld^fn+dFDxt!AenMO&TU|Nq4wY3-+4Y7fO;3d$3{K)
z;Zoc`&&S7yX$B#b2+x`qq%ynF5E0NM&tSzF*re$P2M3DH=;A^Cjg1YJMOUyZYGQh?
zp{w_0)u8DOCLxssc0A9|3V@a8?Fx7K=?m4~x^zi<QX)y%1S(<f_s@lb|3jVaZ8o$|
zfu9)Wwlaq5nMjcZp`E;DV5>)g&#H7qL`1NM(1O4G?Q<M}Wcm$)3gxr&fdAOtCw`ez
zF$w<icnuumP?0jvZF>-e>cGPhv<AXgczAdQ%%4C1O^*YqeOTPPe};d%BU}Pvs%e&>
zdyuNfQM~(v4V5VgG+RmDCCu$_#|lY<oBkkL&}|WAoB@O)LEVT|OtZrmQWg}~+aXQh
z^QkXammA`Py=4b<E|lbpbM7qih>g*n=i}w=%TQ(nXVO*>31H28<!P_nQ%$fv3<hyV
zgR{f2_EieN@5l`&L2EjB{g|OI7PEM5szX*QB+I}<%Vg8c&?7{OgP2ncpH&FMBimO^
z=-UADTr*Rp9{{nJf=1uL*Ck9KzY-Ybnye&H-~%i4Z(byN*zJvi-_Y}n(&PU}f!zO3
eg3gs4q%+ca0lchCdu0&G6l7GM<V!#E{eJ-UxoI;1

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/dog_rose_classification.json b/modelling/data/abingdon-all/seasonal/dog_rose_classification.json
new file mode 100644
index 0000000..0e8c127
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/dog_rose_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Dog Rose",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "very_broad",
+    "window_shape": "sharp",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "summer_peak",
+      "very_broad_season",
+      "sharp_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "season_start_month": 5.12,
+    "season_end_month": 11.455,
+    "forcing_peak_month": 5.855,
+    "season_width_months": 6.335,
+    "season_midpoint_month": 8.2875,
+    "season_start_label": "May",
+    "season_end_label": "November",
+    "forcing_peak_label": "June"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.132,
+    "DECAY": 1.844,
+    "OOS_DECAY": 5.104,
+    "POST_PEAK_DECAY": 5.03,
+    "POST_PEAK_SHARPNESS": 6.297,
+    "SEASON_START": 5.12,
+    "SEASON_END": 11.455,
+    "SHARPNESS": 8.19,
+    "FORCING_PEAK": 5.855
+  },
+  "fit": {
+    "score": 0.085
+  },
+  "warnings": [],
+  "summary": "Dog Rose is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to November, with a summer peak around June. The season is very_broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/dog_rose_consensus.json b/modelling/data/abingdon-all/seasonal/dog_rose_consensus.json
new file mode 100644
index 0000000..e35522a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/dog_rose_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.132",
+  "DECAY": "1.844",
+  "OOS_DECAY": "5.104",
+  "POST_PEAK_DECAY": "5.03",
+  "POST_PEAK_SHARPNESS": "6.297",
+  "SEASON_START": "5.12",
+  "SEASON_END": "11.455",
+  "SHARPNESS": "8.19",
+  "FORCING_PEAK": "5.855",
+  "SCORE": "0.085",
+  "SPECIES": "Dog Rose"
+}
diff --git a/modelling/data/abingdon-all/seasonal/dog_rose_observed.csv b/modelling/data/abingdon-all/seasonal/dog_rose_observed.csv
new file mode 100644
index 0000000..ee34e17
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/dog_rose_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,0
+5,22
+6,34
+7,1
+8,1
+9,6
+10,1
+11,2
+12,3
diff --git a/modelling/data/abingdon-all/seasonal/dog_rose_parameters.csv b/modelling/data/abingdon-all/seasonal/dog_rose_parameters.csv
new file mode 100644
index 0000000..ecbab59
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/dog_rose_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:55:29,dog_rose_observed.csv,2.375,1.657,7.126,1.864,1.903,4.62,11.07,7.122,4.63,0.1406110579325333691874321792,
+2026-05-21 14:55:30,dog_rose_observed.csv,1.229,1.293,4.458,3.418,7.918,5.88,11.66,8.403,6.17,0.1666607531326145677081792084,
+2026-05-21 14:55:30,dog_rose_observed.csv,3.116,2.604,7.938,5.004,6.876,5.81,11.24,14.134,6.96,0.2064269012690819085242751679,
+2026-05-21 14:55:30,dog_rose_observed.csv,4.739,0.65,1.751,7.885,4.747,4.19,11.41,3.815,5.72,0.1387173930323845764468344756,
+2026-05-21 14:55:31,dog_rose_observed.csv,1.642,1.12,1.079,1.705,7.028,5.23,11.02,10.797,5.96,0.09870100348174903627823518890,
+2026-05-21 14:55:31,dog_rose_observed.csv,1.6,0.672,3.49,0.057,8.918,4.05,11.28,12.944,5.23,0.1947964789256696153506772250,
+2026-05-21 14:55:31,dog_rose_observed.csv,2.639,2.16,6.514,4.827,8.229,4.13,11.93,6.098,5.35,0.1390678480034111448370973910,
+2026-05-21 14:55:31,dog_rose_observed.csv,2.044,1.688,5.352,7.386,8.732,4.32,11.05,14.519,6.78,0.1257598278752224102332794164,
+2026-05-21 14:55:32,dog_rose_observed.csv,3.775,2.148,7.354,6.673,6.081,4.84,11.31,8.512,6.54,0.08119676828939673918799250106,
+2026-05-21 14:55:32,dog_rose_observed.csv,1.198,1.836,6.953,3.013,2.745,4.51,11.44,3.644,6.67,0.1321862581038585303971892465,
+2026-05-21 14:55:32,dog_rose_observed.csv,2.976,1.597,7.432,0.015,5.326,4.67,11.33,9.974,4.96,0.1521885866887033440982694132,
+2026-05-21 14:55:32,dog_rose_observed.csv,4.201,0.756,6.505,5.362,6.262,4.72,11.79,11.5,6.73,0.1271764636157604136042375840,
+2026-05-21 14:55:33,dog_rose_observed.csv,4.592,2.549,1.564,2.657,8.464,4.13,11.92,10.978,6.15,0.1205209962346073853489805639,
+2026-05-21 14:55:33,dog_rose_observed.csv,4.495,0.964,3.665,4.753,1.772,4.93,11.58,9.888,6.93,0.1061775231712537212786636099,
+2026-05-21 14:55:33,dog_rose_observed.csv,3.835,1.406,5.298,1.467,7.956,5.05,11.28,14.031,5.86,0.09076380412590959760014607932,
+2026-05-21 14:55:33,dog_rose_observed.csv,2.028,1.153,6.891,3.815,4.001,5.22,11.13,4.315,5.41,0.09222767961095436336460938249,
+2026-05-21 14:55:34,dog_rose_observed.csv,2.314,1.974,6.029,2.286,1.424,5.91,11.12,11.138,7.33,0.2698656839282510979175193511,
+2026-05-21 14:55:34,dog_rose_observed.csv,1.718,2.566,7.321,5.583,8.261,5.5,11.62,12.852,5.71,0.0932239885452921023272428649,
+2026-05-21 14:55:34,dog_rose_observed.csv,1.886,2.282,2.129,1.739,3.612,5.9,11.29,11.36,6.45,0.2152215701025267045098198969,
+2026-05-21 14:55:35,dog_rose_observed.csv,2.09,0.652,4.262,5.664,2.8,4.97,11.66,10.347,6.2,0.08341128249933757713274314828,
+2026-05-21 14:55:35,dog_rose_observed.csv,1.228,1.769,3.224,6.178,7.445,4.92,11.11,3.139,7.12,0.1599551100577491334623481809,
+2026-05-21 14:55:35,dog_rose_observed.csv,2.562,0.874,3.281,5.079,3.146,5.75,11.76,13.608,7.41,0.2090803278816162774683260485,
+2026-05-21 14:55:35,dog_rose_observed.csv,4.294,1.618,6.6,7.768,9.333,5.96,11.26,14.238,7.28,0.2281663423056123275564223922,
+2026-05-21 14:55:36,dog_rose_observed.csv,2.547,1.457,3.586,2.035,8.539,5.19,11.13,12.214,6.07,0.09397154040147835712565567540,
+2026-05-21 14:55:36,dog_rose_observed.csv,1.288,2.671,5.183,5.557,9.214,4.7,11.35,10.735,6.94,0.1452652179436111189390911296,
+2026-05-21 14:55:36,dog_rose_observed.csv,2.341,1.321,3.037,6.117,9.92,5.96,11.67,8.759,6.43,0.1722343977604482454212695628,
+2026-05-21 14:55:36,dog_rose_observed.csv,2.657,2.178,4.91,4.954,9.666,5.36,11.23,7.224,5.82,0.06781822982119686810364447309,
+2026-05-21 14:55:37,dog_rose_observed.csv,3.011,1.119,1.701,7.843,1.235,4.31,11.76,14.766,6.01,0.1387864762256212340190502257,
+2026-05-21 14:55:37,dog_rose_observed.csv,2.82,2.405,7.375,1.835,2.628,5.4,11.66,7.324,5.77,0.1144535481240425215728811407,
+2026-05-21 14:55:37,dog_rose_observed.csv,1.276,2.94,4.714,6.183,7.301,4.6,11.72,10.917,7.04,0.1491324392885143060411992491,
+2026-05-21 14:55:38,dog_rose_observed.csv,3.124,2.07,6.986,2.536,4.251,5.91,11.17,4.485,7.32,0.2597218157598882388743181659,
+2026-05-21 14:55:38,dog_rose_observed.csv,4.156,1.75,5.995,5.117,2.678,5.07,11.84,10.445,7.09,0.1039135143737302481322273866,
+2026-05-21 14:55:38,dog_rose_observed.csv,3.876,2.307,7.108,1.811,8.091,4.16,11.55,9.784,6.02,0.1208950938660524327694211772,
+2026-05-21 14:55:38,dog_rose_observed.csv,4.647,0.502,5.195,2.022,6.165,4.47,11.47,4.16,5.28,0.1040638039416558998046007305,
+2026-05-21 14:55:39,dog_rose_observed.csv,2.725,2.254,6.469,7.319,7.15,5.09,11.24,14.722,7.37,0.1713858870226394187102062929,
+2026-05-21 14:55:39,dog_rose_observed.csv,1.674,2.082,6.609,4.862,6.155,4.5,11.46,7.804,6.25,0.09054801468830663480832601966,
+2026-05-21 14:55:39,dog_rose_observed.csv,2.242,2.64,6.012,3.992,9.978,4.78,11.52,2.274,6.77,0.1694519602347305289534988889,
+2026-05-21 14:55:40,dog_rose_observed.csv,2.407,2.98,5.75,5.338,9.011,5.67,11.58,5.894,7.32,0.1829281653087206010329651729,
+2026-05-21 14:55:40,dog_rose_observed.csv,1.299,1.114,7.351,4.847,9.721,4.49,11.65,1.113,7.15,0.1946174185782682466428317386,
+2026-05-21 14:55:40,dog_rose_observed.csv,2.51,2.878,2.938,0.341,7.254,4.67,11.88,14.512,6.58,0.1796658414282385384624658954,
+2026-05-21 14:55:40,dog_rose_observed.csv,4.189,1.466,1.128,2.818,3.063,4.24,11.44,3.708,5.87,0.09609088570074646398301420706,
+2026-05-21 14:55:41,dog_rose_observed.csv,3.595,2.62,7.952,1.388,2.795,4.54,11.5,7.709,6.6,0.1422618162137496043850502177,
+2026-05-21 14:55:41,dog_rose_observed.csv,4.032,2.322,5.77,6.795,9.195,5.73,11.51,4.969,6.11,0.09205446357730160691395533006,
+2026-05-21 14:55:41,dog_rose_observed.csv,2.949,0.87,5.74,4.137,5.086,4.61,11.51,3.672,5.98,0.1008030379206861515193492618,
+2026-05-21 14:55:41,dog_rose_observed.csv,3.117,2.284,4.14,3.58,8.49,4.25,11.33,9.56,7.5,0.1938094741971447131900784356,
+2026-05-21 14:55:42,dog_rose_observed.csv,1.758,1.745,2.129,6.199,6.033,5.88,11.25,11.888,6.58,0.1735548887896499765656623138,
+2026-05-21 14:55:42,dog_rose_observed.csv,1.41,2.042,4.155,6.463,5.474,5.83,11.23,14.691,7.48,0.2338151208969420129246735315,
+2026-05-21 14:55:42,dog_rose_observed.csv,3.392,1.386,1.744,3.81,6.537,4.21,11.52,4.517,5.85,0.1027095212038987423779014018,
+2026-05-21 14:55:43,dog_rose_observed.csv,2.194,1.244,3.458,1.052,9.96,5.34,11.8,9.197,6.54,0.1657627261034043462100984436,
+2026-05-21 14:55:43,dog_rose_observed.csv,4.039,1.98,4.254,0.673,2.427,4.94,11.15,10.781,5.62,0.1181688482273773233717447172,
+2026-05-21 14:55:43,dog_rose_observed.csv,2.978,1.681,5.197,3.681,5.623,4.41,11.29,8.562,5.55,0.1236536635566878999074742058,
+2026-05-21 14:55:43,dog_rose_observed.csv,3.342,2.621,2.317,1.119,9.012,5.05,11.48,12.361,5.9,0.1029624146706880049743002344,
+2026-05-21 14:55:44,dog_rose_observed.csv,2.801,2.469,5.745,4.981,2.554,5.1,11.29,14.565,5.6,0.06266278583400699693852018659,
+2026-05-21 14:55:44,dog_rose_observed.csv,4.923,0.723,6.776,4.263,6.227,4.18,11.46,10.562,5.31,0.1284427683789327956018338739,
+2026-05-21 14:55:44,dog_rose_observed.csv,4.275,1.633,4.298,0.388,7.178,4.98,11.3,2.057,5.33,0.2055410477796506704291068339,
+2026-05-21 14:55:45,dog_rose_observed.csv,2.02,2.005,2.6,4.493,6.935,5.38,11.59,3.534,5.59,0.06865475412517365164183865858,
+2026-05-21 14:55:45,dog_rose_observed.csv,3.255,1.836,4.874,2.068,9.465,5.77,11.23,8.944,5.85,0.1223639681252091313717457177,
+2026-05-21 14:55:45,dog_rose_observed.csv,2.655,2.239,5.64,7.474,4.919,5.85,11.74,13.233,7.47,0.2090778335813169682747128747,
+2026-05-21 14:55:45,dog_rose_observed.csv,3.476,1.077,2.113,4.667,2.714,4.87,11.45,2.736,4.9,0.1351537482973156099376623486,
+2026-05-21 14:55:46,dog_rose_observed.csv,2.325,1.485,7.898,7.652,4.519,5.17,11.88,10.572,7.09,0.1509666402851666402391573630,
+2026-05-21 14:55:46,dog_rose_observed.csv,2.035,0.879,2.477,4.976,4.336,5.51,11.84,10.569,6.47,0.1093921023558836750962515718,
+2026-05-21 14:55:46,dog_rose_observed.csv,2.103,2.277,2.24,4.296,9.852,4.36,11.21,13.414,5.13,0.1435625046523265939807582714,
+2026-05-21 14:55:46,dog_rose_observed.csv,1.594,2.962,7.789,3.742,1.342,4.22,11.19,13.718,5.12,0.1583216705832723416812802988,
+2026-05-21 14:55:47,dog_rose_observed.csv,3.89,2.472,5.805,1.892,1.923,4.29,11.7,9.762,6.42,0.1275568792843607907659928333,
+2026-05-21 14:55:47,dog_rose_observed.csv,4.538,1.872,1.298,3.846,7.549,5.37,11.6,1.731,7.05,0.1973751191620834670391262656,
+2026-05-21 14:55:47,dog_rose_observed.csv,1.098,2.739,1.347,4.4,1.286,4.25,11.19,10.729,5.36,0.1570596763353235778901128516,
+2026-05-21 14:55:48,dog_rose_observed.csv,4.847,0.584,6.407,6.288,1.728,5.24,11.26,12.38,5.68,0.08555856574441308815769924481,
+2026-05-21 14:55:48,dog_rose_observed.csv,3.421,1.176,5.63,5.787,5.065,4.2,11.45,6.667,6.62,0.1075350534576840829942949360,
+2026-05-21 14:55:48,dog_rose_observed.csv,4.645,1.448,6.165,4.51,9.958,4.1,11.37,13.941,5.76,0.1035700311804753086793730944,
+2026-05-21 14:55:48,dog_rose_observed.csv,2.051,2.327,2.939,7.255,6.049,4.4,11.79,6.653,6.81,0.1245974798988004536406597535,
+2026-05-21 14:55:49,dog_rose_observed.csv,3.877,2.677,4.241,2.197,3.399,4.86,11.14,2.092,7.48,0.2137825402812063919481805687,
+2026-05-21 14:55:49,dog_rose_observed.csv,3.609,1.98,4.56,4.159,2.519,4.11,11.23,9.616,5.37,0.1503817367858709194250247262,
+2026-05-21 14:55:49,dog_rose_observed.csv,3.747,1.14,3.041,2.46,7.391,5.58,11.81,2.584,6.98,0.1787652379806758513069228924,
+2026-05-21 14:55:50,dog_rose_observed.csv,1.048,1.149,7.996,3.116,5.448,4.26,11.28,4.367,7.34,0.2003824945690810997874777742,
+2026-05-21 14:55:50,dog_rose_observed.csv,2.051,0.96,5.242,4.165,8.358,5.71,11.18,9.609,6.24,0.1338248145955816896655031335,
+2026-05-21 14:55:50,dog_rose_observed.csv,1.43,2.149,4.497,6.748,6.368,4.38,11.77,11.69,5.28,0.1404975263946962425425568857,
+2026-05-21 14:55:50,dog_rose_observed.csv,4.164,1.835,6.517,2.649,4.748,5.87,11.75,1.427,7.3,0.2133380648508837411445173557,
+2026-05-21 14:55:51,dog_rose_observed.csv,2.568,2.889,7.388,7.505,7.149,4.53,11.81,9.779,4.78,0.1769676174267789542051879737,
+2026-05-21 14:55:51,dog_rose_observed.csv,2.506,1.071,6.431,0.798,6.922,5.05,11.58,3.158,5.35,0.1449516261076746951262413138,
+2026-05-21 14:55:51,dog_rose_observed.csv,4.49,2.625,5.079,2.103,2.248,4.29,11.26,7.18,6.68,0.1575379158711198478760540835,
+2026-05-21 14:55:51,dog_rose_observed.csv,3.801,2.441,7.519,5.257,9.471,4.52,11.4,9.43,6.49,0.1094364646663869379508468207,
+2026-05-21 14:55:52,dog_rose_observed.csv,4.973,2.256,4.648,2.784,6.954,4.8,11.59,8.377,6.61,0.1137667973221667424846728435,
+2026-05-21 14:55:52,dog_rose_observed.csv,4.394,1.394,5.86,2.87,6.648,4.54,11.67,12.41,6.49,0.1190604358236386851789293705,
+2026-05-21 14:55:52,dog_rose_observed.csv,2.377,2.507,4.648,5.653,6.439,5.68,11.31,7.869,6.1,0.09169888250100378361608907438,
+2026-05-21 14:55:53,dog_rose_observed.csv,4.696,1.973,5.299,4.158,2.971,5.24,11.14,9.597,5.92,0.07289897278845888773810018456,
+2026-05-21 14:55:53,dog_rose_observed.csv,2.875,1.963,1.143,0.746,6.595,4.45,11.37,11.968,6.39,0.1467585973151025383661017459,
+2026-05-21 14:55:53,dog_rose_observed.csv,4.414,0.801,2.317,5.919,2.659,4.59,11.58,3.041,5.97,0.09667210101067610009317487747,
+2026-05-21 14:55:53,dog_rose_observed.csv,3.232,1.587,1.801,5.884,2.477,5.28,11.88,6.642,5.94,0.06655978437947355441741072369,
+2026-05-21 14:55:54,dog_rose_observed.csv,3.454,2.527,4.778,7.082,3.194,4.71,11.44,2.603,5.53,0.1254031345413484373044749473,
+2026-05-21 14:55:54,dog_rose_observed.csv,1.924,0.839,1.564,5.851,9.814,4.36,11.7,8.239,4.81,0.1838330369628716495250952774,
+2026-05-21 14:55:54,dog_rose_observed.csv,1.795,1.837,1.944,4.103,1.261,4.62,11.42,5.634,5.56,0.1198118452565799251785856401,
+2026-05-21 14:55:55,dog_rose_observed.csv,1.161,1.784,5.621,1.198,8.378,4.26,11.66,5.988,4.9,0.1479789418726223041485565490,
+2026-05-21 14:55:55,dog_rose_observed.csv,4.227,2.007,6.43,5.477,4.131,5.06,11.13,13.043,6.44,0.07867578242240008479357144718,
+2026-05-21 14:55:55,dog_rose_observed.csv,1.578,1.534,1.245,3.755,5.409,4.3,11.43,14.906,5.13,0.1418736581878063435961701016,
+2026-05-21 14:55:55,dog_rose_observed.csv,1.761,2.314,6.453,6.223,9.256,4.79,11.75,10.344,5.84,0.07189672469022369544209426146,
+2026-05-21 14:55:56,dog_rose_observed.csv,4.77,1.101,6.389,1.439,5.176,5.43,11.33,13.067,6.05,0.1304175535633404535068945272,
+2026-05-21 14:55:56,dog_rose_observed.csv,3.696,0.921,6.003,2.478,6.351,4.27,11.33,7.663,5.23,0.1276636861667429901730321770,
+2026-05-21 14:55:56,dog_rose_observed.csv,1.147,2.891,6.797,1.303,2.694,5.03,11.45,8.367,5.94,0.1102692052760495651531435754,
+2026-05-21 14:55:57,dog_rose_observed.csv,3.351,0.841,7.167,5.062,4.382,4.95,11.54,12.424,7.12,0.1591859280319830573377840984,
+2026-05-21 14:55:57,dog_rose_observed.csv,2.932,2.487,7.39,5.271,3.867,4.07,11.51,4.08,7.47,0.1764530166475765895484655150,
+2026-05-21 14:55:57,dog_rose_observed.csv,1.084,1.016,4.506,0.443,9.152,4.6,11.63,12.5,5.53,0.1252252517908445412812367317,
+2026-05-21 14:55:57,dog_rose_observed.csv,2.644,2.751,5.768,0.022,8.208,5.92,11.11,2.509,6.69,0.3021564306410149820958604294,
+2026-05-21 14:55:58,dog_rose_observed.csv,1.967,0.671,3.821,5.877,5.054,5.73,11.61,2.843,6.36,0.1347681399108634563880203972,
+2026-05-21 14:55:58,dog_rose_observed.csv,4.031,0.692,7.794,5.839,2.065,5.97,11.58,5.48,6.08,0.1784074475470898902113547989,
+2026-05-21 14:55:58,dog_rose_observed.csv,3.57,2.714,1.922,6.034,3.311,4.78,11.28,12.16,5.84,0.05956599601240598345376297234,
+2026-05-21 14:55:58,dog_rose_observed.csv,1.895,1.529,2.915,7.604,3.937,5.65,11.77,12.83,6.52,0.1035935111915142231327307334,
+2026-05-21 14:55:59,dog_rose_observed.csv,1.988,1.049,4.465,2.928,1.719,4.8,11.03,5.287,5.29,0.1136875412066457745282738866,
+2026-05-21 14:55:59,dog_rose_observed.csv,1.494,2.145,5.443,3.81,1.46,4.22,11.63,10.519,5.34,0.1522977242502038512088071021,
+2026-05-21 14:55:59,dog_rose_observed.csv,1.07,2.04,2.761,2.375,8.377,5.75,11.53,2.109,7.09,0.1901810543582246709370637433,
+2026-05-21 14:56:00,dog_rose_observed.csv,4.889,0.919,2.276,3.606,1.482,5.27,11.1,3.991,5.48,0.08893991554818197203721480722,
+2026-05-21 14:56:00,dog_rose_observed.csv,2.678,1.626,1.059,3.075,2.173,4.22,11.95,7.986,7.37,0.1771844312718671045142274794,
+2026-05-21 14:56:00,dog_rose_observed.csv,1.401,1.512,3.539,6.181,7.622,5.74,11.1,10.978,6.35,0.1288731167472160515845467420,
+2026-05-21 14:56:00,dog_rose_observed.csv,4.377,2.215,1.644,6.401,7.012,4.92,11.93,14.391,5.85,0.07182402981697836633144723548,
+2026-05-21 14:56:01,dog_rose_observed.csv,3.998,0.975,7.701,4.736,9.043,5.08,11.43,12.356,5.57,0.07729869787872113624961362342,
+2026-05-21 14:56:01,dog_rose_observed.csv,1.871,0.744,4.981,5.221,4.114,5.2,11.04,10.605,6.8,0.1429973740552514204869907674,
+2026-05-21 14:56:01,dog_rose_observed.csv,3.459,2.526,1.754,6.286,4.441,4.89,11.01,14.926,5.12,0.1132403856776255135143159905,
+2026-05-21 14:56:02,dog_rose_observed.csv,1.29,2.263,6.692,2.184,9.782,4.6,11.84,1.015,7.16,0.1974279574570146843630965703,
+2026-05-21 14:56:02,dog_rose_observed.csv,3.542,2.782,3.522,3.582,5.851,4.1,11.4,13.99,6.03,0.1112669356970973389469903658,
+2026-05-21 14:56:02,dog_rose_observed.csv,1.476,1.873,3.129,6.92,7.38,5.3,11.55,4.138,5.87,0.08184737695514549850814943486,
+2026-05-21 14:56:02,dog_rose_observed.csv,1.683,2.001,7.052,7.495,8.902,4.57,11.9,10.523,4.77,0.1794824783421309975894327956,
+2026-05-21 14:56:03,dog_rose_observed.csv,3.038,2.749,6.696,0.963,1.565,5.35,11.35,3.015,6.48,0.2111157750565544025023271330,
+2026-05-21 14:56:03,dog_rose_observed.csv,2.445,1.142,5.711,4.616,8.634,4.13,11.95,3.264,5.93,0.09689989973640305380699347991,
+2026-05-21 14:56:03,dog_rose_observed.csv,3.106,0.742,5.971,6.714,9.764,4.85,11.63,12.371,6.8,0.1594452565267427416085850779,
+2026-05-21 14:56:04,dog_rose_observed.csv,3.15,1.443,2.75,3.289,5.143,5.35,11.78,13.89,6.36,0.1034694700300572471431895579,
+2026-05-21 14:56:04,dog_rose_observed.csv,1.276,0.709,4.519,1.448,2.928,5.72,11.19,4.457,6.7,0.2300651406920092088523682267,
+2026-05-21 14:56:04,dog_rose_observed.csv,1.354,2.861,5.352,0.931,5.279,4.4,11.16,6.712,5.8,0.1322151141357262780688180404,
+2026-05-21 14:56:04,dog_rose_observed.csv,3.571,0.605,2.042,7.666,2.032,4.24,11.61,12.292,4.55,0.1873976242471642194375869062,
+2026-05-21 14:56:05,dog_rose_observed.csv,3.586,0.653,3.961,0.277,9.532,4.62,11.21,14.844,5.1,0.1602832186959322190526259746,
+2026-05-21 14:56:05,dog_rose_observed.csv,2.684,2.137,7.903,3.28,2.557,4.46,11.85,10.22,7.5,0.1877721424090675384810874360,
+2026-05-21 14:56:05,dog_rose_observed.csv,4.986,1.681,6.291,1.536,5.314,5.82,11.11,3.45,5.85,0.1983643836148615865203125272,
+2026-05-21 14:56:05,dog_rose_observed.csv,4.63,2.215,7.507,6.137,4.165,5.49,11.01,10.373,6.69,0.1147106325628944867344332900,
+2026-05-21 14:56:06,dog_rose_observed.csv,3.261,1.245,7.301,5.775,2.826,5.58,11.24,1.618,7.24,0.1994202715594572760573855599,
+2026-05-21 14:56:06,dog_rose_observed.csv,2.308,2.727,1.566,1.692,1.847,4.46,11.65,7.141,5.18,0.1329310475162884721113768438,
+2026-05-21 14:56:06,dog_rose_observed.csv,1.046,2.999,7.762,5.783,8.392,4.59,11.38,10.194,4.62,0.1710024964343646231779687502,
+2026-05-21 14:56:07,dog_rose_observed.csv,2.162,2.779,3.772,7.086,8.912,5.23,11.98,13.387,6.56,0.09332855045882381019229572518,
+2026-05-21 14:56:07,dog_rose_observed.csv,4.336,1.388,1.893,0.02,3.789,5.04,11.2,4.544,6.5,0.2338378021332075361852513282,
+2026-05-21 14:56:07,dog_rose_observed.csv,3.868,1.785,7.606,7.771,7.502,4.02,11.93,13.246,6.77,0.1273479138603787971373005952,
+2026-05-21 14:56:07,dog_rose_observed.csv,1.354,0.513,3.999,4.084,5.283,5.15,11.61,3.727,5.59,0.08365529532247834795434678716,
+2026-05-21 14:56:08,dog_rose_observed.csv,2.765,1.745,6.223,1.262,4.275,4.78,11.38,8.486,4.87,0.1016924255467373312568198835,
+2026-05-21 14:56:08,dog_rose_observed.csv,3.321,1.258,4.199,5.283,7.469,4.16,11.45,5.602,6.45,0.1013742332481328889436813372,
+2026-05-21 14:56:08,dog_rose_observed.csv,2.63,1.432,5.178,1.303,8.019,4.32,11.52,13.187,5.13,0.1206592671999432043417969987,
+2026-05-21 14:56:09,dog_rose_observed.csv,2.044,2.188,7.352,3.11,1.244,5.86,11.14,5.213,7.11,0.2513566868189415772783341233,
+2026-05-21 14:56:09,dog_rose_observed.csv,1.453,1.93,2.015,1.632,9.007,5.88,11.45,12.231,6.98,0.2245319488321442322279371106,
+2026-05-21 14:56:09,dog_rose_observed.csv,1.308,2.447,2.479,6.401,6.172,4.09,11.16,6.234,7.25,0.1841015687389561250024597184,
+2026-05-21 14:56:09,dog_rose_observed.csv,2.608,1.092,6.367,5.778,3.159,4.06,11.08,13.312,7.42,0.1808345591987037716828226058,
+2026-05-21 14:56:10,dog_rose_observed.csv,1.653,1.811,3.189,5.189,8.175,4.31,11.8,6.804,7.38,0.1724995906423457390676217883,
+2026-05-21 14:56:10,dog_rose_observed.csv,3.212,1.638,2.163,2.44,9.463,4.22,11.43,4.787,5.53,0.08970842484200505532469598473,
+2026-05-21 14:56:10,dog_rose_observed.csv,3.149,2.83,3.711,0.209,9.048,4.29,11.04,3.527,5.34,0.1459593127675283900929695706,
+2026-05-21 14:56:10,dog_rose_observed.csv,4.631,0.599,6.248,6.752,3.399,4.02,11.68,7.679,5.0,0.1877954258061555205979011521,
+2026-05-21 14:56:11,dog_rose_observed.csv,2.186,2.638,6.648,5.078,6.782,5.16,11.45,9.338,5.68,0.07963446883784282414804770124,
+2026-05-21 14:56:11,dog_rose_observed.csv,2.99,2.371,7.596,2.458,6.831,4.24,11.66,14.942,7.26,0.1889855967781911633812526535,
+2026-05-21 14:56:11,dog_rose_observed.csv,3.009,1.674,7.851,4.487,1.837,4.89,11.34,9.273,5.87,0.06705209209650059075209756935,
+2026-05-21 14:56:12,dog_rose_observed.csv,3.051,2.508,7.612,5.369,9.291,4.33,11.75,5.515,5.87,0.08096363605729690081527084308,
+2026-05-21 14:56:12,dog_rose_observed.csv,2.974,1.85,5.755,7.5,8.298,5.79,11.47,11.055,7.39,0.2265532377535948895670617823,
+2026-05-21 14:56:12,dog_rose_observed.csv,3.662,1.418,6.987,0.419,7.433,5.23,11.79,13.244,7.03,0.2288937833642710188673186738,
+2026-05-21 14:56:12,dog_rose_observed.csv,3.327,0.616,6.374,5.693,9.783,4.07,11.67,2.151,7.17,0.1846021725295665900971716845,
+2026-05-21 14:56:13,dog_rose_observed.csv,3.701,1.783,6.463,6.83,3.574,4.77,11.67,2.805,6.5,0.09908875699411455170274586891,
+2026-05-21 14:56:13,dog_rose_observed.csv,2.649,1.572,1.282,4.371,7.317,4.46,11.02,5.702,6.62,0.1196243618872444801034638491,
+2026-05-21 14:56:13,dog_rose_observed.csv,4.479,1.266,1.694,5.204,6.463,5.4,11.61,3.662,6.74,0.1491449145525950819441617708,
+2026-05-21 14:56:14,dog_rose_observed.csv,1.33,0.874,4.788,6.18,5.578,4.62,11.66,2.249,4.81,0.1470246316367139251827359870,
+2026-05-21 14:56:14,dog_rose_observed.csv,4.484,2.189,7.898,7.24,5.008,4.24,11.64,10.967,7.33,0.1804319496765313835624464308,
+2026-05-21 14:56:14,dog_rose_observed.csv,4.697,2.131,1.908,0.033,3.596,4.3,11.61,3.248,5.24,0.1593962000520354863959044135,
+2026-05-21 14:56:14,dog_rose_observed.csv,3.786,1.184,6.357,7.672,5.326,4.38,11.21,9.143,6.81,0.1175290527870551108668681849,
+2026-05-21 14:56:15,dog_rose_observed.csv,4.568,1.349,3.161,5.431,7.152,5.14,11.02,9.34,6.23,0.07205867963250247317103006788,
+2026-05-21 14:56:15,dog_rose_observed.csv,1.956,1.649,6.876,1.703,4.56,5.89,11.04,6.849,6.93,0.2490160291245220500320407422,
+2026-05-21 14:56:15,dog_rose_observed.csv,3.034,1.541,3.621,5.726,2.605,5.05,11.49,7.156,5.29,0.08171768480453393002703488931,
+2026-05-21 14:56:15,dog_rose_observed.csv,4.151,2.223,6.61,1.638,5.892,4.14,11.86,4.059,7.45,0.2142469373169018066697344499,
+2026-05-21 14:56:16,dog_rose_observed.csv,1.361,1.564,7.733,5.887,8.125,5.84,11.59,7.445,6.27,0.1336676232184909202286968763,
+2026-05-21 14:56:16,dog_rose_observed.csv,4.994,1.162,6.563,7.304,3.892,4.73,11.74,7.256,4.85,0.1444079843126093699038183747,
+2026-05-21 14:56:16,dog_rose_observed.csv,2.371,2.124,2.709,7.171,9.421,4.3,11.9,3.736,6.04,0.09969722562953725751784997501,
+2026-05-21 14:56:17,dog_rose_observed.csv,1.153,2.878,3.487,0.267,1.925,5.81,11.31,5.371,6.14,0.2308470053644792337709678926,
+2026-05-21 14:56:17,dog_rose_observed.csv,3.501,2.936,1.715,7.29,6.164,4.33,11.19,5.477,4.72,0.1864546582025815695004269955,
+2026-05-21 14:56:17,dog_rose_observed.csv,2.226,1.464,2.725,0.748,1.276,5.28,11.28,8.701,5.6,0.1503457651108701514246898389,
+2026-05-21 14:56:17,dog_rose_observed.csv,3.609,1.411,2.546,1.957,3.534,5.26,11.42,9.035,5.43,0.08709388030245909973396571739,
+2026-05-21 14:56:18,dog_rose_observed.csv,2.602,0.61,1.61,1.66,3.254,5.42,11.85,7.938,7.07,0.1960459260757560363430039768,
+2026-05-21 14:56:18,dog_rose_observed.csv,1.175,2.47,2.151,7.598,8.908,5.75,11.46,14.869,6.36,0.1029089362512616255728409765,
+2026-05-21 14:56:18,dog_rose_observed.csv,3.501,1.884,4.993,1.468,4.382,4.09,11.12,10.438,5.58,0.1364618651317732126213797461,
+2026-05-21 14:56:19,dog_rose_observed.csv,4.776,2.249,3.065,5.598,6.631,5.1,11.76,4.301,6.57,0.09661882466139151015402224816,
+2026-05-21 14:56:19,dog_rose_observed.csv,4.053,2.841,7.883,5.278,7.805,4.72,11.4,11.8,4.73,0.1457533562613528229685242797,
+2026-05-21 14:56:19,dog_rose_observed.csv,1.047,1.081,7.734,1.813,3.88,5.24,11.67,14.201,5.69,0.09431149304657944210213892578,
+2026-05-21 14:56:19,dog_rose_observed.csv,3.534,1.807,6.81,3.849,8.441,5.87,11.02,6.296,7.05,0.2262506109144908754287856911,
+2026-05-21 14:56:20,dog_rose_observed.csv,4.425,0.886,2.101,7.628,5.571,4.91,11.69,12.427,6.71,0.1167840448001394739317387365,
+2026-05-21 14:56:20,dog_rose_observed.csv,1.56,1.962,6.308,3.17,5.347,4.51,11.79,4.627,5.2,0.1307148471882834788851519373,
+2026-05-21 14:56:20,dog_rose_observed.csv,2.163,2.018,7.013,1.772,1.478,4.67,11.81,8.485,5.14,0.1061703206017347096559143079,
+2026-05-21 14:56:20,dog_rose_observed.csv,1.969,1.63,3.736,0.71,2.384,5.85,11.31,6.713,6.86,0.2640519387459870547916280862,
+2026-05-21 14:56:21,dog_rose_observed.csv,2.349,2.223,6.91,2.657,8.343,5.42,11.85,4.47,5.76,0.09280717967205468440919469235,
+2026-05-21 14:56:21,dog_rose_observed.csv,4.214,0.648,6.757,7.167,8.345,4.17,11.32,3.073,5.13,0.1646680132053994923367004375,
+2026-05-21 14:56:21,dog_rose_observed.csv,3.177,0.846,2.814,0.826,6.346,4.61,11.67,10.461,6.33,0.1417396839802232689789378519,
+2026-05-21 14:56:22,dog_rose_observed.csv,1.572,2.847,5.025,7.874,3.179,4.27,11.56,10.38,6.54,0.1030176807868580436020307803,
+2026-05-21 14:56:22,dog_rose_observed.csv,4.114,2.338,2.398,1.326,6.936,4.93,11.94,4.894,5.68,0.08940475466101515727695510890,
+2026-05-21 14:56:22,dog_rose_observed.csv,4.799,1.452,6.11,6.625,3.877,5.15,11.72,1.514,5.65,0.09043032283811377134360744667,
+2026-05-21 14:56:22,dog_rose_observed.csv,4.404,0.826,3.703,6.709,2.951,5.73,11.19,6.086,6.84,0.1605209669391992275262516164,
+2026-05-21 14:56:23,dog_rose_observed.csv,4.09,0.997,5.563,0.176,8.298,4.14,11.88,3.426,5.95,0.2049521181640549783725285212,
+2026-05-21 14:56:23,dog_rose_observed.csv,3.86,1.585,5.822,5.137,6.881,4.21,11.51,3.331,5.12,0.1421252707872432564349593057,
+2026-05-21 14:56:23,dog_rose_observed.csv,3.864,1.427,5.449,5.796,2.31,4.21,11.65,3.341,6.66,0.1024473469779278513030143353,
+2026-05-21 14:56:23,dog_rose_observed.csv,2.012,1.535,1.402,2.611,4.406,4.65,11.25,1.865,6.34,0.1208051775143262358032626924,
+2026-05-21 14:56:24,dog_rose_observed.csv,4.715,1.815,6.162,3.769,5.081,5.03,11.38,13.78,6.14,0.07157031619580423170030478271,
+2026-05-21 14:56:24,dog_rose_observed.csv,2.931,1.854,1.966,3.924,3.009,5.09,11.63,3.02,6.54,0.1026389006308749725721918582,
+2026-05-21 14:56:24,dog_rose_observed.csv,4.451,1.222,2.533,0.006,7.157,4.91,11.16,7.992,7.45,0.3093556372947640458840267394,
+2026-05-21 14:56:25,dog_rose_observed.csv,4.459,2.496,3.495,7.617,8.003,4.85,11.71,4.917,7.09,0.1500730533184024060335860880,
diff --git a/modelling/data/abingdon-all/seasonal/dog_rose_simulated.csv b/modelling/data/abingdon-all/seasonal/dog_rose_simulated.csv
new file mode 100644
index 0000000..b8413ed
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/dog_rose_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,7.86518E-17,0.1,0,0.01,5.47482E-17
+RungeKutta4,2,0.2,2.47295E-16,0.1,0,0.01,1.72138E-16
+RungeKutta4,3,0.3,6.66825E-16,0.1,0,0.01,4.64166E-16
+RungeKutta4,4,0.4,1.73718E-15,0.1,0,0.01,1.20922E-15
+RungeKutta4,5,0.5,4.46288E-15,0.1,0,0.01,3.10654E-15
+RungeKutta4,6,0.6,1.13591E-14,0.1,0,0.01,7.90688E-15
+RungeKutta4,7,0.7,2.86899E-14,0.1,0,0.01,1.99706E-14
+RungeKutta4,8,0.8,7.19707E-14,0.1,0,0.01,5.00976E-14
+RungeKutta4,9,0.9,1.79440E-13,0.1,0,0.01,1.24905E-13
+RungeKutta4,10,1.0,4.44898E-13,0.1,0,0.01,3.09686E-13
+RungeKutta4,11,1.1,1.09746E-12,0.1,0,0.01,7.63923E-13
+RungeKutta4,12,1.2,2.69449E-12,0.1,0,0.01,1.87559E-12
+RungeKutta4,13,1.3,6.58692E-12,0.1,0,0.01,4.58504E-12
+RungeKutta4,14,1.4,1.60377E-11,0.1,0,0.01,1.11636E-11
+RungeKutta4,15,1.5,3.89022E-11,0.1,0,0.01,2.70792E-11
+RungeKutta4,16,1.6,9.40344E-11,0.1,0,0.01,6.54558E-11
+RungeKutta4,17,1.7,2.26552E-10,0.1,0,0.01,1.57699E-10
+RungeKutta4,18,1.8,5.44135E-10,0.1,0,0.01,3.78763E-10
+RungeKutta4,19,1.9,1.30309E-9,0.1,0,0.01,9.07059E-10
+RungeKutta4,20,2.0,3.11201E-9,0.1,0,0.01,2.16622E-9
+RungeKutta4,21,2.1,7.41253E-9,0.1,0,0.01,5.15974E-9
+RungeKutta4,22,2.2,1.76118E-8,0.1,0,0.01,1.22593E-8
+RungeKutta4,23,2.3,4.17448E-8,0.1,0,0.01,2.90579E-8
+RungeKutta4,24,2.4,9.87200E-8,0.1,0,0.01,6.87173E-8
+RungeKutta4,25,2.5,2.32946E-7,0.1,0,0.01,1.62150E-7
+RungeKutta4,26,2.6,5.48519E-7,0.1,0,0.01,3.81815E-7
+RungeKutta4,27,2.7,0.00000128897,0.1,0,0.01,8.97230E-7
+RungeKutta4,28,2.8,0.00000302302,0.1,0,0.01,0.00000210427
+RungeKutta4,29,2.9,0.00000707639,0.1,0,0.01,0.00000492576
+RungeKutta4,30,3.0,0.0000165341,0.1,0,0.01,0.0000115091
+RungeKutta4,31,3.1,0.0000385618,0.1,0,0.01,0.0000268422
+RungeKutta4,32,3.2,0.0000897736,0.1,0,0.01,0.0000624899
+RungeKutta4,33,3.3,0.000208610,0.1,0,0.01,0.000145210
+RungeKutta4,34,3.4,0.000483767,0.1,0,0.01,0.000336742
+RungeKutta4,35,3.5,0.00111908,0.1,0,0.01,0.000778973
+RungeKutta4,36,3.6,0.00257969,0.1,0,0.01,0.00179568
+RungeKutta4,37,3.7,0.00591186,0.1,0,0.01,0.00411515
+RungeKutta4,38,3.8,0.0134000,0.1,0,0.01,0.00932751
+RungeKutta4,39,3.9,0.0297248,0.1,0,0.01,0.0206909
+RungeKutta4,40,4.0,0.0632905,0.1,0,0.01,0.0440554
+RungeKutta4,41,4.1,0.125648,0.1,0,0.01,0.0874615
+RungeKutta4,42,4.2,0.225630,0.1,0,0.01,0.157057
+RungeKutta4,43,4.3,0.360808,0.1,0,0.01,0.251152
+RungeKutta4,44,4.4,0.517070,0.1,0,0.01,0.359924
+RungeKutta4,45,4.5,0.677369,0.1,0,0.01,0.471505
+RungeKutta4,46,4.6,0.829021,0.1,0,0.01,0.577068
+RungeKutta4,47,4.7,0.965248,0.1,0,0.01,0.671893
+RungeKutta4,48,4.8,1.08362,0.1,0,0.01,0.754290
+RungeKutta4,49,4.9,1.18410,0.1,0,0.01,0.824232
+RungeKutta4,50,5.0,1.26761,0.1,0,0.01,0.882362
+RungeKutta4,51,5.1,1.33510,0.1,0,0.01,0.929341
+RungeKutta4,52,5.2,1.38684,0.1,0,0.01,0.965356
+RungeKutta4,53,5.3,1.42177,0.1,0,0.01,0.989670
+RungeKutta4,54,5.4,1.43661,0.1,0,0.01,1
+RungeKutta4,55,5.5,1.42504,0.1,0,0.01,0.991946
+RungeKutta4,56,5.6,1.37777,0.1,0,0.01,0.959042
+RungeKutta4,57,5.7,1.28569,0.1,0,0.01,0.894947
+RungeKutta4,58,5.8,1.14806,0.1,0,0.01,0.799145
+RungeKutta4,59,5.9,0.981123,0.1,0,0.01,0.682943
+RungeKutta4,60,6.0,0.814512,0.1,0,0.01,0.566968
+RungeKutta4,61,6.1,0.674168,0.1,0,0.01,0.469277
+RungeKutta4,62,6.2,0.570061,0.1,0,0.01,0.396810
+RungeKutta4,63,6.3,0.498666,0.1,0,0.01,0.347113
+RungeKutta4,64,6.4,0.451276,0.1,0,0.01,0.314126
+RungeKutta4,65,6.5,0.419539,0.1,0,0.01,0.292034
+RungeKutta4,66,6.6,0.397290,0.1,0,0.01,0.276547
+RungeKutta4,67,6.7,0.380503,0.1,0,0.01,0.264862
+RungeKutta4,68,6.8,0.366720,0.1,0,0.01,0.255268
+RungeKutta4,69,6.9,0.354498,0.1,0,0.01,0.246760
+RungeKutta4,70,7.0,0.343022,0.1,0,0.01,0.238772
+RungeKutta4,71,7.1,0.331836,0.1,0,0.01,0.230985
+RungeKutta4,72,7.2,0.320700,0.1,0,0.01,0.223234
+RungeKutta4,73,7.3,0.309494,0.1,0,0.01,0.215434
+RungeKutta4,74,7.4,0.298167,0.1,0,0.01,0.207549
+RungeKutta4,75,7.5,0.286700,0.1,0,0.01,0.199567
+RungeKutta4,76,7.6,0.275102,0.1,0,0.01,0.191494
+RungeKutta4,77,7.7,0.263390,0.1,0,0.01,0.183341
+RungeKutta4,78,7.8,0.251591,0.1,0,0.01,0.175128
+RungeKutta4,79,7.9,0.239731,0.1,0,0.01,0.166873
+RungeKutta4,80,8.0,0.227841,0.1,0,0.01,0.158596
+RungeKutta4,81,8.1,0.215951,0.1,0,0.01,0.150320
+RungeKutta4,82,8.2,0.204094,0.1,0,0.01,0.142066
+RungeKutta4,83,8.3,0.192302,0.1,0,0.01,0.133858
+RungeKutta4,84,8.4,0.180610,0.1,0,0.01,0.125720
+RungeKutta4,85,8.5,0.169045,0.1,0,0.01,0.117669
+RungeKutta4,86,8.6,0.157643,0.1,0,0.01,0.109733
+RungeKutta4,87,8.7,0.146432,0.1,0,0.01,0.101929
+RungeKutta4,88,8.8,0.135445,0.1,0,0.01,0.0942810
+RungeKutta4,89,8.9,0.124710,0.1,0,0.01,0.0868085
+RungeKutta4,90,9.0,0.114259,0.1,0,0.01,0.0795338
+RungeKutta4,91,9.1,0.104117,0.1,0,0.01,0.0724741
+RungeKutta4,92,9.2,0.0943147,0.1,0,0.01,0.0656509
+RungeKutta4,93,9.3,0.0848762,0.1,0,0.01,0.0590809
+RungeKutta4,94,9.4,0.0758268,0.1,0,0.01,0.0527818
+RungeKutta4,95,9.5,0.0671892,0.1,0,0.01,0.0467693
+RungeKutta4,96,9.6,0.0589812,0.1,0,0.01,0.0410558
+RungeKutta4,97,9.7,0.0512164,0.1,0,0.01,0.0356509
+RungeKutta4,98,9.8,0.0438988,0.1,0,0.01,0.0305572
+RungeKutta4,99,9.9,0.0370182,0.1,0,0.01,0.0257677
+RungeKutta4,100,10.0,0.0305424,0.1,0,0.01,0.0212600
+RungeKutta4,101,10.1,0.0244157,0.1,0,0.01,0.0169954
+RungeKutta4,102,10.2,0.0185786,0.1,0,0.01,0.0129323
+RungeKutta4,103,10.3,0.0130550,0.1,0,0.01,0.00908737
+RungeKutta4,104,10.4,0.00811577,0.1,0,0.01,0.00564925
+RungeKutta4,105,10.5,0.00428865,0.1,0,0.01,0.00298526
+RungeKutta4,106,10.6,0.00190572,0.1,0,0.01,0.00132654
+RungeKutta4,107,10.7,0.00072873,0.1,0,0.01,0.000507257
+RungeKutta4,108,10.8,0.000249352,0.1,0,0.01,0.000173570
+RungeKutta4,109,10.9,0.000080945,0.1,0,0.01,0.0000563444
+RungeKutta4,110,11.0,0.0000281413,0.1,0,0.01,0.0000195887
+RungeKutta4,111,11.1,0.0000125623,0.1,0,0.01,0.00000874441
+RungeKutta4,112,11.2,0.0000074855,0.1,0,0.01,0.00000521053
+RungeKutta4,113,11.3,0.00000508783,0.1,0,0.01,0.00000354155
+RungeKutta4,114,11.4,0.00000347096,0.1,0,0.01,0.00000241608
+RungeKutta4,115,11.5,0.00000227409,0.1,0,0.01,0.00000158296
+RungeKutta4,116,11.6,0.00000142214,0.1,0,0.01,9.89928E-7
+RungeKutta4,117,11.7,8.52862E-7,0.1,0,0.01,5.93663E-7
+RungeKutta4,118,11.8,4.93692E-7,0.1,0,0.01,3.43651E-7
+RungeKutta4,119,11.9,2.77480E-7,0.1,0,0.01,1.93149E-7
+RungeKutta4,120,12.0,1.37622E-7,0.1,0,0.01,9.57964E-8
+RungeKutta4,121,12.1,4.38892E-8,0.1,0,0.01,3.05505E-8
diff --git a/modelling/data/abingdon-all/seasonal/dog_rose_simulated.png b/modelling/data/abingdon-all/seasonal/dog_rose_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..1ccef6f5f5643368e63e37af47085605761cf6ec
GIT binary patch
literal 29897
zcma%j1yoeq_dg+_ARwrKlz@ODjdZCXsFXBFI|$MpL!(mCpoAcZ7?gl?4Bd^=3=A<N
z-8H}v|1<i0&*%HD-}<wb%eC&@xpVG4=j^>dv2W-D6@{~BE}g-_!8v>HuADj!4xT>_
z4(=2&AvhxRbsPo$6L-0z>!M+A?&5Ch^cY9k)WyNZ-o?i9(Pg*CPR^G0c7i<od^}=Y
zm!G(}I5>;*^4k7=29Ldy1uwgNzaF^CX@|Rd&Nw*arr3YDnKGX&ad2FO?#bQK^hjBm
zIPIZ1xKFswi>aZw-6oHB+H}%={M^eK^@WcmoblT5hb7u$mD|Q8E-{ty+G;tjStUb0
zIV3#9cFUO86t^jfN2v?fl1{c#9U#QGvG-;XNzRj#Tj2t6N$qdkRaU*7SH<Q$#pua`
zDbAfc7h~(8UyUmV{>*qT`eXkWZp4cY2?=R4*Tta(CybJk+++cN$)>n>v1bW#;e>*Z
zZGs3cW53>AfO7?WT1fl<{pB`FBO{|t%;ZVxLNe+YvzDNiA%9O_pH6Ts<JEPY`%j)^
zzI^$TPjOQh{E&goaGv4j#G0>8Y+M{0AKwE?N=npI5}s%UM(Fd=G<g-3NY3*SVNp?0
zSJ>Fv%W8JGM{9f}wwBVfvpFl)YA~o>xIMM~TE08xP0`NI&a2GKt4ZRn+2c-~+=cFI
zMxC36Mdsb7*SwUJ!Ve_I%Iwp0SLi19f=HR94dS`=&38Uhh;<L|2UC7s$Th6ep6yD?
zcoDypUu*OT0{Ol^-B{>*<hc)@JZ2Y}^cIv|4!E8VQ|GCiXR)-k)gq`vM#=Cnd9Md_
zIDUJ7uWS8ADs-0C($Z2*%q@_YHS8icWpE?&t5>fIA+2Ql!?nk3QBu2!oR<=~^d9Ne
z)b2I&njLH}d>bF<l5k&r$&u=D`$BM)`<k|&qV~apsvl?V@lO8Zg>N4yFJ3fXD5Vf<
zz9q-w{PhmC7~$DVsLaev(P@i2ckYy`Fjl2`tyavvM7Q_!XrsNR0*E53j^4N<)XGj!
z95P}H5Nj)|16zHmiRY)O=yi;Jc21YEHqzO{HlD*36%`qZEPAzN{MM?`^yd22o+Sqp
z`85ZNj%6~(d&tFI%xYDysnFrk!QP%|s_%hij!0nJHOW&-sM~sadIE0Cx}o9WlG7HV
z?*|7-cwukJ>In!4vKk#HPma-AQKlBg-W!45YhIHY)h}>yaRtoUC@OY_^gq<p9G7D*
zT)fyZ(;UXe&#yMY%fq9>Q?)GMs#_wsy=_A0n6|g)QL)iN_kI3rM(e~JY^x{E5!sT}
z_;mg&DH)k|a3OzQZqdh&>=j^ugVtcRMn^|eh+&qC9`7s;eoO0-Iq}{(Szfl;IhjlK
zQeogcTrTQG&B>fpbX?4b`y+1K5S0>D3sD<;e_0+aYR!UqZW_oOPLmJPd|_3HY-<Q4
z8LTBbd+EJrcwg8kZ3`-0#N%*p!zu)4HCQ%0S;T(T6+TZUaC>bO2Ho;ZS*r`c|NbGt
zNIf|4<Zw=g30*WZ^Jsq~%8%<A5xF*8!f{4!5Hg~rr<Y{l+$}`O$e1^FQZj6m<4L_C
zJ$>Xv=p=HSCk`*QP3F=qxOv25Cgr|rFeouj>v`_0enNcw$5OidjohN1*eEb3<(Lnj
zKIO=Ex6z=Jg>7Gh2P45@Lozl3<`%V5HtDulLZKHya5;v=bbJyl@B!wW{(2&AvgT?0
z#pz(Cc;n;EghH!9PO-TZ=g8}AMm{@QSvfgzbav&pB3M&o{Avzl7~!MtHCqhOt!@!5
zwP!5k!Ts4eIp6!zWf{=*S4hu$Up-{>oM+xi^gBc{IZX#rXOnmJaB^~Lnm#4>9;c={
z!}pPtKyB`eIrdR#)rT|&d-#&RY!%*}OO(pMsSEb7xO)8H{X61nWTeD^Em$YDS}{Ql
zIB=I?L-#DqRAa5P<8U0z^T5FWHhDfBd~fO*c}K-uYL1iFW;;hz71N7ru;Htyjg%3)
z^Nepu5>rbf;?BzYU(@)w%?a_YuM>tytk>Yxm`zpRA=5E*eI>bGho9Z2P#?xp>a6Cq
z@FAhY?*wD4wP%VUIdf*97Sqt?QRk1#P?o+YZyGYQSqit)SUdf~$Yw6+ES>mjaA^o0
zg|P{v&$ilr?FmL^=Te#7gy*<(_iG`=vx0RPe>6#;^b3#Th`a~Ubo-Q0`Z;m3&`b{L
zgLzihL}F@s^{SOpI6af^UV27W)<QYvI|`MFIo$8{lV065ta20c_VJ0Ts?N(>eLh)a
zGb#|AkdVMCBBEp1$~?D9_Qp-yz+ibDjdnNim=25_8XAg(Gl7xpj98>XKO#$=d!=+H
zb`Q6D-N%PUM&?5zB3!-aBqkTiKY#deX97W6`gnb+K9cEZUO|Nk&#2NRE93q9CN*8%
zdEFxO2*@U?eQ|f#*w1icZPX%7Yq(c@iL2yn(Bh(%f|=QS<iS$D%qnz45@Y~|GW3=F
zRB37hua%O;{p0mu8G3hP8}vYyhD4s<!NR9SUu-N>+4HfrwXL?Jo7e}@{F5(HY3-+A
z|FdP|PGOb3kqi<8JKsAKa+Y{u>$h8d`r^Nq%F4<zXlZFJ3d4BInO5y@(n*{gZVj$@
z)OtD*)7Vn1dHMR*K)!dpikxl?&T*>&+dmS+V^IE}1eu$g8wqzfDJbA;1?#xq5#AI^
z#Q^s5#x=jS@d{@KWNVcBjT<-U(b6f7Ewquv#l=*s*Z`NkQjBpR+f-V{z2d}7T3}pe
z_r`lGc~VpAyr|g=BW8N(6>r^z2oc1CYW4(U--?&<@oolueGJvoZ^+YUDBh-*mTFI|
zg$wpPc(&(wwW~a;wzl>XUsP(<syA4gi_zSkapJwC&1M(q?|Xq?i>#9Itj+_mG;+z~
zm{!odt^OI2gk7VJ@;I4?)c5b-tu}GVGF(?J7e0gNt-x^U4&(gjE%M8roi#@*_Dt?F
zHWH=v{*7Mq%#Envo{AZ1L5rT{wh|8L&US@3X0+GWZQONR)3s-5XV_RLSZ?E>vSFp#
zmTsaxU6;P288fWk0_meVvsQajb5Q+;BW`bhKMV2g_3KNn#0Xt>f->Y0-`j}vvI-I3
z?F^<YG=tQ@yid!O3)|9<9)*1EJou`>l*L#H(sX3&^!gFG?>heeW+$(NC$A&TB`NQu
zq@;;sp5j4OnIp~b;ltLb@WXYHu-55lUkiEFE2|19OHq=<w&r!yKyt_P`d9HBuP)^K
z9pzlIc;5I9(h{!5#B+6OJpjSrop{ONE@iN&+D$iZ?RDJKG>t)c3p%w2uP)^THa<)+
za0(R<f6|rO)!nUi!X)N|a_kMbP0aMMrS~iioyB>!H!?W<HMxS}M2+c!;U5;gX`mwo
zrZc%|hbRuKan={a-qCcBi&cvU65-@tkS-IQt1e!zbyU+jO~U7vUhB-ENdviF(1nXg
zBq53;j)UHjh3n-#p&E(oF{Uxup8v`qBXS(YLJGMf(fI9Jb%0ysJ6d=^EnT?c@?jM}
z45yK~veXok{6G|va%HTO>3E$;=%aH}$T=&?>u2tVt2K#Ai#kmCchCk$J1&s5$jo#m
zr&m+$EIoSD76%F{fzxNMpMO?9B})wH=1V27mf3sT5KP?C@48yQI7ao1k$ju;T^Sy7
zjgO2R^0H4bz)|-N_5Ph+#un3RkU%#<D9<Jr%GD1tifoVLKzm}U;CVevPg~>&Y=}I~
ze8Hm54A}Ib_q87mz*Gmk%ixHk5l2TpjUn=ksMHreB?Xb{&JpQ#&4zjAe6mHF@e!V@
zE|?!&TybKfsd_OvnlMw%%g5j1G5Pi5gXMIca}XYW^Fk3mBT8F}IN?6)kT2PLEI}V0
z=T)s%Mxv>yT>Fs2Z}JFo)w&cE6eRY~gyw<*vkg!5${89O@~o_^?C1s}?iY<3+?>^Z
zC%%K7L(p#u!%5+UlDwWJ4!2Y(hq`3f=+6i#JqQR74@Z)vrGKJ)Ht!{9J+MAzou4&#
zJIZ3tC}x$+@ilHf(}R#*)J_U#K0;bYwT!%({men!4&H9DZ3=146&!>{Mp+I=Uw^o4
zC8%mvuhM@t??Z+?%5qkv_w<TLqdRF$w>)q2#tZjr=Mc5uey6df>Sgv<ZyjXGuctEE
zmS4A_D*fV|9umIMOhOGN;A#_!;=F&$B#x)1*TFH1#(6(OFV9d(+*TaQ3JU2{66k1J
zzW6iYvN|-KL8%wJ)R#T|3|d96@Ok=+PZFK1O5#(k*Tehz9BwlQkZ-oM$h$HyInBR1
z1ckBh_?FbscK_l70rRR|ZFhKZQX&nJCBZgos&Ba(jqqy7HRn_LKKLUKRtF@tww+n?
z(vc66vZdpAhDTP(bKRNq>RtXGa;cs~ZtJ>7<GMU^-xG{i%g<JaB?d;O-tD?1TzFev
zRcc4G_2|KkJl!w15AfDb3p5G{jF6$8(k{&pE=iJ9WoF(r^4_>JsPTmU_1bHyQfevB
z7ED+JBT|u{1hMzXtrATwco^XwDtXom6zaql2R9u9G!oJ|2&=7ih4Gl)$_A5ZNu6sU
zf~OsCb5wvzWRQrK%sqYYCON*RBp)GJ@W*xfa^B;J#+p5cM!BbX5ZtedAtil$Zy6w@
zjvkb~&&cI-nTX~~>eggU12!HcW<E_l&lT{rao`Py_xAag?sPPHJ~hFWQYI;(5kiP$
zQc^T|&!wkdjC2VJ@)`2!s`V35PP0iC*=)BwW5K@85h=KGI+gs6s3-k~^xFpw52N-*
zl|?27kfn|S^P>%kB1#AK?_cDtk9}<neMCvc&ZlxgmTKMCw4K%_4!4$sfRb!0WA7H7
zeEu3JlG!>Fc-Q8yH3>g@O5v&gbt%{_j6dfp7e?HiOqRq5`u)NVrjIqmrVl^z5qT%h
zbakWfyMiT{3L8S_yoYWjfmFcNkS{B3BmQ_7dY{SmiVlP?_YtlWu=Db&KJJG~UiOsr
zlK2wXW~(c8HtDVf7DGHdHXF!Pvq~c6(h2y$WmmI5YnKpNw@ItpaplStIm2~PuKt*q
zn6Hj$)m~`v+3w^|sl4Li54mNYJ{A|}%?}V1n{xD!OeN}k*_9&JztM3$KV@Cw%QDI8
z+}zx!c<YMkAUYLM=hN{4v=VO1r=yykINICWTe*`0KJYu}-@NJna2GY<J}EWr>mx;V
zSEogQ4^)@p3xzCObG<rZrw9qf)ipF2uq86XkMh^(lNS#wwWO+!N424Qm2N3vK6x$O
z3cf|8UV%vfq%)oy6apMu>y6|&yWd<-GuwnYZtU)AcaBd<HE!~H?Jh6uR`l6X^BU!j
zF_uzyesn3zC5gA+uP66?8xOgq-8P?-U!z{T1ZrxhMWxF@U}^Q9V`N+v_1w;^tZ`k^
z-btMjA|xV`0C)|lTjjRm7`5M@c8p5ohXi>>+`4s(Q-&+O-}N3l7e~>PuPh}^=Z@I{
zuB69i6eOs;C8l$)>>0Lv6Ol`8AvyU{NzBH=GF;E>vu&QPKuV&jPe5hUClUT#uMe`=
z&c{zI^&;`^ZB!^0Esx^FS3q}1Ee4YmD|wJJXGE><&gqTPsD^BKif+Hy@G`Wp@uJLi
z4tbnX@Dbwv$>qxCDJ+`KoHRA(esNPNw$4K`{A}}{j?%k&4|$fti&*5n=$;rD#^%Cz
z`jlWUKl0*S{;K4{(-3S7{Q=U;$^H$)c~1G*1Rfk7dY6P;Q(aUBh+VtkjE|_FySF#2
z(|n}}=e%08vArsn3it$dKbV{;zNtwrK~jX|W=v#1HS-fBEC%&Zm&9hQ*fM<dN*7$R
zYs{c48M>62oqgX`iFPOSdI8R|i_!h_eq1=+0d}_Lwv4mgxvtHn-7weL!Qd_PG%}8W
zXtvnc*hI;#AxgOL)(|bcOj;Kwmd$NttQnP57C%y&RMs<6vs3>!&k)NNM8?qZ$7ft$
zzkO@?^H@wmLhB#Lemn*kz35~}w`qNINC<IOZZ2xfh27H5?xKv0Op))K6@L3IK5J)w
z``OPKoK%aHyI?Ti`umgq9N^;O;(rExTUPcz=YhrkpJQ&zBlZ7lVAvb~@5A^-tQ0n-
z%Lf1Pn?F7ahhOkd^E<9E@Lc#n$;8BqrA&tO?RWOR0EGT(@8F>0{k=GY%7_7XDh?I1
zaP~)tu7^4{@UG+=*Kn+@tp}O5UtGBExl^8@5Y_SSPMF#1cm)q!cu@x6^6-ASu4KKX
z7q-dJIA`zXZY-=c^jxx#!6Y3{5y?<6F{K&pT#6O4va+I)`fUow^N9Lrd!;eC^pYMA
z0HeSN(7xwYQPD)bq!6f}wc!_ALHlp-i3-XD1O>lGN~}in*6iJmI9UqC<~Dv!Ev*U%
zk}Qb~`G`k+{|whg7pJteG`q1zF@fjRIac}YJx358G@=%)wr0D*rex9hs1)Oa*}doE
zQ~f+Ju)V;v(QK~g&7w4jPv3@y*uetU9_F7$0gRokPaoCnW&<x(KH>tb0YhvLC=7==
zloBtCiHT)Tk&=?W`~qq1z{1{Mz6FA^bPlSP2s#cZ6l!IY0gCklDLN55O_{KW2rUj&
z%Ua;q3<X6swV0O)2{|ktivwAUHDtlEfLytPPe>YlghA(EBI(7{C-UFFmxEPTKL%vY
zqAP1>06x)uz$SUFL}Q`(h2FEEFn{@3zwExVbCIWt%~q<Emv|4ko{kO&;6fG;iY@!i
z(5n;Q`uecj*lME>;J&Q1vkc;zN0D#eUUp@Gegc5L73n%%5#E26HZ1azBDsn8)t1A{
z_TF2qJxp*jRK##pxGCTt799bZ#HnxgV)%@sqvPU6%N{d~dVhakT}_SI*Vor7S=eUe
zt*@}hy2)vBavfvga9CJa*oWL)rRrLb&mf+wui!xy?%cU2FCSFNJBFW11%;^hhtmoU
zcp<)hd$$@qC%nlh?OpC^7#JA1D85?dgK@L8vWjhMySsA`eeM1G_n9_dy8Y4gYXo+U
zr7XxE+l%mLq$U7JW=omCxHntYn%4rDWrH%^zE*UbTUaQ%x|Vp>u8&2)s3<8l;Z3~}
zunqSBVLA$mw~S#1;lg3H<g9D_ke1Bh(9#hh`{G;0w5;~9)(;;(EIumMV_ln{f8u%z
z!#~D_u!qSQ!nrnE+?FS*$}+lH@LBC8c?B91WKj`Z;5t4yh+sh5xD=1Zt+1{$nn;vK
z&BLYf{8&ebQtg-mT9Iqvn2;Lq5v>WzC)?)~V^r_CRo0YAh3)r|e9}1v?VSOf^~%%u
zfbp1o8Aw9yhH>`pdrMItT!5QC!!}(SC4F!gFiMAvJ2*2DO+-Y;d~G}HrcvY;0z_NF
z<VC{NTjmJy?CflH<8TAL1P>ST%eVQn?HeIcQtWBI2U)P)G3)G^RWeTw2j-=zWKMp2
z2JB9H^TlVWaplZSmw-#b!nnZ+eLLZeBBF8*b8p<Ud4}fF{EQgL8ceHu9QN8o#}!s{
zJ|Trdp<b6tZD&6VmfHK2PjH#gqg(dy4NTf&*%l|=Cw<B)BR5zjFGS1<wk(|68an$c
zG>_-e%>trG1G1+w3#b%{??}LbOy-b)^>_|Cb%o*$q5iiGzT~JS_oU!o`<y{5=|MvI
z1hYvY5o3!5qVf?O+#>`tL_~74@Kntp#n#ZdUzf)Q!0<bvq0pru5OJ2mSM-_a@!R<Q
z<Lk1w-cYZz&weKPYtYUPq?au_!~4f6wo37SecgjN@kfBiUS?)y=8sqz%T`W!d28sx
zud}gd6&4o$an?W4cH|4>KaqQLYwJJ90AuyXHDcKg4-fx!%!5-j^-Lrf+&Hl+fx_5W
zf$6isWRvUv#Ma-3PDsw!^+$T(0yRs|pT}a7lG^_`_V?|}M=^H)@fnwzfx&;StER2p
z^5=QeNMz%`j%n0yXgXkP0C{j9--bRaC+8wg>6`vaBPortb!MTZrNZpJu#zTha&OuF
zOn%YdEcDhhLVoD%XSQD}4Zu}JxjT3MbIi=ljPH;0{?ZA|LP4Pa^D{+FP0jxt!wLa^
zTtm?V3jNn_t!p|+UZ4kSwc;F@j^dKXofmUN>a`O^ihe8$_PKQmKD~DzJ_NQ4+H?Qf
zS<eVA>pjf@M}B0jzxG;Pugr-7PxZEXXjGKWGv!IorOz6O6TtXHlkk+^e3Ql}DQRHd
zo63zP>@4AmJ+zV@d>Ml0w#<iqtpE4-aCP<duY-L2^1^lP?Q#=2+&v&~<b1j8Jlmy4
zfGV|x8`OM8!9X_Sm!{&kH~)McJVWK4jSC`0CiQr(3t4~yV{$)2c&)uEoAlKO+~-L<
zsy)uIAP~%xTx$2qnYtP)YwI{rrf5WJJh8FSOz7$V+-}eqOm2bd(pLoOU*E!J@}Msd
z$9uh==)=d4@;tSNn{fz>(Za`tE(_nN>?UE*qUX<_x4pckF<=^aaNv2Gge1<iF{r)g
zjl`f2&{(u$pnL14u0BAqaGI*a-I3VPP2u<|dYF=!cvV_jIyN~uCr>qz@0OF3lV&|F
z4b4?ZYvhV<0}h1I5e^uv!5u)v-7_*urI+&5JUluYTpKNS%s9}qvB`ZN6qG$l0_u_Y
zckfuP@$ym|8yjP_n9BUd=?4&2B2t>m81$MBnnBFzeI=8&GkSM7exd(U&hW(87$-gv
z*~`Sl#7J3AAfQ<3Z;bOf&nk^py5`&v5y_cr5?&iEQaIug64C<C=Kb5ZHx1JO`@M{)
z*1vS=5|F2Eg9^+HC`pSJSWt=<EM@v9t%AZW-8ZPU9u#5&C;XC^uU}XE&OlGk1qv1Q
z|0BD4@YH$5q^0GnIHLfBDz$73I?DhF=c~CPC|Jb01{nTp*RN}=@ft0GouyfI6S21m
z@LBq5*slMa9D=4_9MVF%lL}#H_>oszA}{3U6cju#Z1pL#pX5<iR;Hw-%`##V2z>eS
z{44HK+Vxaqb)D^qw%K?^_l(qyP5EBYG5jF?%l3yxhm14=W+7J8Z{Rj=Zlwq67tWu5
zZ&VfIe*5-QtK_|k7?ES1K689Lya7l|*jMunv?)r;yo+W>{OiT4*$CkfVF)S$U0z(Q
zX&5eSjbdP6_{{S}Mn1V26M_C@oqPu|5(yBcTd|&*2`Xalj`^Nb2rMS>tN9o5I*bFV
zEhbXftI+3^Q-iYu)7LVeQ^)cJ<dPF0xxzi{f2P?qTzSN&F$FMEDMzMr3)|A~I9#7^
z=sku9zTF7epG~&!0CI|#%LyQ8)$(eOJza@C5HM)<B5o61C^^}oY4p-`BO_Cf8QH8Y
zqq!~5EQmy)l>AUbQ&GtC^&`<b0D-Yfc~vSvs~FU{=;x0(Z2$sh$a33?Ij#h<_T(s^
z%Lt}>bTSjhTk7eYN#x)W*VPD1D#-&VM8r}ZXNE?!<q{3@EME=riExYiICSn!;ghfL
zkYt#d16gvZ_hi=|Ns{x-3$vjg!)lvgu8qH9VcB&Y{`GVC4<gtM;<@zR9s8gs+;f&_
zZrYrGwvLKZ&8}|{L3m_b8nHL9tN4Dg(+K|!BVlJO^zXQ&+=7$pj(}S2F1Aae$DLaZ
zjREg|TK~?`*&?oX$-lD*yOh5fxo)0+Vp-&GxQWX&SL;rfzR0gFZ}PV`+fJ$bA@z@w
z1NzT_g#Yi1yrn_;TMh7+)El0F)C^l4eNM|^_z`KkVP|YyrXQrP|7$QynH|q7pMwE~
zN_p-6Conr)=KmuTdt|<W{=gYOvOX71J0;kDk2ik{RbbrlBNfgZaTbV&zts>RQT))G
z<L|1dnE!eH6I<K=T%)bC6Y|G-AY_^eg3O>wU=a$WzzsCIY&HQ-@he)3XU}9!-PHjh
zr_7VeCh%8b<3vV|8^;Es?0-sv{{;kt$eI3=!M}jI_>ZKC4c}N*or@nxoPT^~rrfw?
z-VZ@|{(bv0f$fwP6%|UUQ0vfN71J-x{nJxq))beTu`w^8F@_GE=zifoeFZIWuM3<K
z67WUkf(ySOdAk@;W8*XP^8WJ_r>2c(e<YwE<szuOT5%q}tEkWeRZi~ycj2bLwn$lI
zwkTn=O9^0A{*zTf&ix_(D*_7YKdWI6gAx2Qbvvx^{Pvr_j00dJf$G`0V*8sSo3ykM
z3<g7eE<=c~K!$SlSh4WW-yeq-01xag`Dk-p%pPE!@ZNtgEIWaTt?g%}6j3$pT-~q8
z)%h^q8eKsBu)@pi6R?V=(}e4AdoYvl{H8729D}rX;>JIK)hRN+Jc)qhVy2?1)J7AP
zfXxUWbUr<JU<aVTP9XDK^E+BHetdkm&oi#R7zVPJz|DVB_v>w(-Jwd?B{LAQS|@@U
z$jj1{AdrlQkE^x<y8;_`nqY>X-&d-|`xP1^CX#r$Kihsh)l>Q-h~0~0tV3{ealHgd
zlgXVfFC#N2KYwi(76{O9+y}*kR0j-T@z?;j7r`+Od<mZ3y1I#rra-^?RH^FZR9IY6
z;!5w9c*8Q5Uew_xfa(Jfg>V{XAQNlIC@LwPXJTS%{|)|H!SV3%A1{x5DFo%wj$k;n
z$(D$mQFFNUCjefAbAOybqHV^@)sDD?g|)$2A6ygilnQ(C;ynyz0CdR5|DOQ3thBTP
zU~x8fcKK?zyNZe$@E3DINrD#HT4={bHc5_BXm6_2q6MJ+)&DmHj(z#^3ZU%NW$46R
zG7k*tgl!%S$GCfXR(eVrQKwqBMlvi~c+k^}yWBluYQzV%z9yo+zFxp;ATv@B_p&|A
z*UTpTYy*<>`gN_+w)6QH0A?6KZW#EZS!864L0La=ZLvVPWj9?aFgRGz+}vCN(cIju
zuC4tMVGJ8mP8QB`3xH+3dv}GERd#}U1-Ca8#{bc^C7gCq${tuZ(2dS?P{<*t5%t)O
zsT!K0zJY-&Ag?d(Fl*escTa8fQ8MnD7=mOx$o5VPNXRZOF0D&RlF&jcavHk;*oN1J
zmq}YRbGD(2T@j6W0975*{&fCC8{JYsy6vSRyq~#xBR#y8g*u~qX05T!t1FRz(e)j-
zTQ{98g>6e4-I}ANWmYAP?NA$CJ_&U(6FBXthnFjsym0aRN*8;UosFd*ldRA8vC(@1
z>{FSi_Mtg$L8RfZ4OkngF-43>A>SC+F0Ka?pf0|BHCHW-sza{V{E@q<Jycd%55Pwj
z{xRsR-E(^kd&wKyK5~wZ8>iE(M>rr7yQ>rMujYndqUP^0n0jlE?i$qX)p-Me{CK({
zkfWOX=|h;u7i=nJD62j>##k9#cDp!n!QW%cf&Xn=Jzc1LfDEaV)FCsHJgUny0ro`#
zbE8`KcpD+z&huHTEaJu4xS2)yYx%b7!;N@8kH0RP?SF@zo0;oBA-c63TT*3$=mPPM
zJ%wZh>4l^AnNCWR&_Kat;)0*QJ)@+}&G*I|=o}rlHahrNZGb{BVVmtF&9%ulu~(Hp
z+itcDv2OPAl6BO7d#LwCToKRP2Sx4NpNp_zVNvurq^TP%vgpj#%89I60rnm3vN$j5
z)g~CGzjkOgbEbC~uITG#mz{gOQ{l9KgZ|rY>`fV_{rave`)2JGn;6B`Ow0+gi0j(t
z{e!zV{Y>FMus^^BA&@B=Ym;!1x)Iz%IL%~$Y&Ed|ES8`2`tAw}*{x!21+9BbUd#N@
z@2_-Ffafb&7V29tO~Fr6K*QXbvR-;k+A|@YhuI*gNP>(jTzzZLG3hi0H@q^H?uJK?
zebk1UX<=yI9l!S)S`C6?X*iswIt9|3%>=)dCU1x^c!b(DKtIYJCZ{@8K;I>Evaia6
zi<}J)r~&tw{qf5kyW=%s*F^MF{%3=GH5#|hh2Wh#E}DMOs#|~D@GEff`vVRl^-`y^
zz{H#H_)+}k2+El1@uML-t)^y$Qyut|Z{D&;z3HLN`s##eyH&`ZA;);gC#!8B)cn$x
zjm3%DZW#aWuK%@T@RN%>+)%6Ww5YO#!<CM9O4{W~WGmu0Lhb3pjcP-J!Xt+hZl%8h
zX1f@+erTz@-voOTXjEH;uruCT9)em5_&m|fXOt1=F{qIeQ#<k+#b8vRz>zaj+T9FG
z5)lgqNDnW}i*jo<45RZ=(NH6&ONI8TNQ%gK)|{@>H1P&{C;sf{_d@XuAJdVVM?a?w
zMGuhf>D*<NF1X%8pw?#n>TOqI_l3uhL1q(+D{_SGGlId{elqK(m{F&L7Xa4*hCI$0
zOFlTfrhkO!@dVRhNx^%GnuC=vc;{LhU5~PsHPPzz%-He5nqFe_-+u*}64?avx}H(+
zP<h-xc~0DYzD!VwJ}Fl6<`HJ=h|R}Wy3`g+T`Tus4S0;-*V0OP5ik>j-0&AGY0hS;
z5|5$}PAo8rnD6_5ieLZ)jGU4ZDJZC_<MlMT*O-=$mU_4LE)h&s=Bis-SuXWEf3Zyt
z1B=9o412De+$rq2yJ%H%Vr}dFmJ!{Oa78~_Dr%mu>Bo!P4*E{l54H_#;Ip98NKU~P
zF)>M_Cvzrj)m!pwlT{L1m}+#dsMPqV<w~`Gn#Hay{aZ3UFG^6SV`nV1jaAYq7roZN
z|Ln1n_sPyNZ4d3a&&MZv@{=4-Db7_$U>ODA{{x7A0<y2LWH^Me;Pb>mU(~$k==!X`
zxAEtq`#Jd^KBU;T!@S&kCWV9Bx=hssc<P0a3K_EaW(K#tdS|G863=%1e*U<n;96>f
zn5QxP^`~Q>{bFXGvptDt#}gd=f4`mSmF|zNFfVh6TLmh9@ZJ;ud@dTMrEeoWVs12h
zVO{E$vI!Yff3K#r2D4CrN<nEe!J2Plw{}!zc01)122*)MDCOL#Ky#>V+;UI8%c9ud
z-vI0HQU6C}P|l@kD?=1p8+s>`<L5V<4!vRD!v_L<#JTC=r4@-HTkLaKDy6t&XT^rZ
zEDAOWPvYI_{v0cCRqo@JlC=Ec!JY+CZiCRzg}a)6FSmCY@L>biSs%`PMu|gAb(U;X
zXJ_Zjg7DDG`s56+vV&%gWKw@$p5^`Kh);1^>a5Am*PB}5iZz04^~H5Tas-O^T|$aW
z#mrU$3jg@ZPoYHm!*D6eb-S(kInnDeqaGFOwR9uD0yM$p-^R{T*8gpc-JV__v*x8?
zD6^lDvk@Azc!D{Tt#mRWCufc=_U|e>cQ3&1M!~+28LMe!$OZ0oj(>fod~yVtX^>DM
z2@cG3?HTL;wcO(~b6xBrgbEc9_I48Qj{Qd8du*VE{6vH#*)_rQdtaG;XOnZW<o9n}
z<>3LfZk4_=w{4+#b+wOy05c-i?ddx~ZuZ;^>Vn_n!nul9XGb5aPmHj9O~)00-o@xj
zUJsXcqe(>Kgx*!ah8w`$n_(}Ow#==5k|rW953BCh!{kdqW}+hSyVeZJf4_Z2n~BO-
z?SgAmCJoK4t!L^;S`uaUk!Do4JfHnO1+SC6{DKI+$*f83YsDImUcTik?KHdor0gmV
z|LOOIHF{OKuJykH7Yirn3+xqXs{M3B#QJ($zX?;GTjn?&b8B&Op?aRc?6*J?Ix?aQ
zu!ZUrPq1H=%Bh8JQ<L8UNBl^YJ1^Mitzu5aMi(9?q8*PjY0923^(dYCD@|czo*YWM
z$nO(7d2~QJ?hIMV8{*q?s8wuO`>A-jEj8Bi?dp=7n5#wHC@bBW=l^{psp;!?qLSQ+
zx(W^b3Y3m8Px)5`rEfUijDAkAcVELg+3eN8_8;HS)olac2=3iYxT}~ft4<WyRxnRd
zW=RLsE@RbG3)7-Ef4c=aJD0s-AJ3BmPk9O!7WWn`p7J?x0r&jsW4y3loYAry@&t_e
zuSE4TW&rOjm_hx~SbgTf2yRM-Mc%j|xk`I-lUuLEwI&t{eh-BZ2rGC(9UxBb_@x|l
z6NTYaCQb9FTUA942`QRtHCnFq{*?nW@En?7To7=Xe{dS8N}#;$07{Z7^aK!iooz9!
zY*(+|4I-swDMNVX+_;hAtDrm-8tzh?%J`<j8DU*CW^vL3a?mRAr}uQySBqPbI1^&l
z4A?dQ`n*4H?O`F8UZEUTV8aqzSX?vPo5tJRyaIV%>ABHNjn&p3peF$+ki?oq#C$RE
z$=5Y21I||m+9g+CyBlhR*~oZn9$~@<o;d1MClSx&0k!XERp7lh9sC`b_Y#`Js5^lk
zjtb>Sjh>n^fdZpMW%bEeiS_p`!QPilKnTnpUT+}beF-eho5j^ZW}ksDwZUzID7^OR
zHup&^1??5tcTdMlmAB1Vi2sTKXV26Dpbfaju&!j0e5A0wy}hf?M5XJ5^eomE7sY?3
z1~^_jFl)8E)P^oGmT+ac9z6^CV`YZSp>by&25a2Smkx68Pa8Y30+r_*p#1<gsy%-y
z4@h9{7@F<FX-A7UuJNzahrfMekpU(*6(}*yvmgm_`n>F!10!>Q6%rR}`+LTP>>+p|
zRgoux;gKX7C%xP`aj#o0o<6(2Qx1e`u(vE9;D|$jNz)1V@H&7F^N~Fqi=wbR%|4Rp
z<f{9Gt4>*zUa3tImtp1hbGV2-f{U4%S>SQUd7;#Tni`{qhK2#M7F{c#Eb5JojiG=Q
zeDMGXvIA?mSy^gP4E&Ft|E)uMdwXBOnl{t;OrN5F!Sg8<l|f4+LyjjeGeEl&L5xZ?
zB6caL@88=2<ZPatG(KX?ND%x5!hTaB!}9a<mEM3=OHHux_SQ2qU`#CphACHLrTF@z
z`}gl_u5k|aH7v<bOF2y43=Iuc%V+rZ?b|@<Oa<=#BLnl_^~csf^+ziK;0JgPJoK*g
z+4bq3k`{nUtc--IO(8ct3_bD~B-}F7rX3yT`<Qq9!cTX1bf`liPwFz&G6sZcp~xLp
z2#t&{%+uiU;}0DdlV(b88yKW`N~V&m8v$}u@y?w<tiR9}C?vA2)Y0qf4((lC%WZTJ
z_0Eot0ZiC%rDZ?+AWyWrrshka8f0SLNll5xh<KKpcO|AHoW0fRkJiWK5rF2_$?p^`
z!u=sV4hlvFta|vgomW>^*DM_|uk(sT<CU4}$2iUjhfUg}q@bH-gNzPmxKR<4VUv*X
zPq(Y)$IUm&frC}3{R{wI63ooEN|ce%|3Q#OOf%>ON4E9AIwBcwvi>bS?!^WJ1~mef
zk&!Xjy!SLjI1CM^5d@4Zi@i-NqS{Mhj7xxTvt^4#&|6Fn(bn*!XoQHAboW(Z<wdC1
zj%S7UYFFGU>$>>HvC|K-RG>+E-33F8ia4T1pYwq$T$W{B(^z3Gm~5I%rNs~*+Rkic
zFG-IYqR#<B*y#t^3QrJk*voZd<5f_-SSoP3K^Ez`QZj4?P!~g)F)-j}*Tar>;T)2)
zz|bDAS7hFfPcGT#2nXi-%QE}zs+x&UNTn9A)aq{tY&jXt;T49eoD=En3#c!g6>)Bw
zFx-f8Eo81TIQDFo+aE&7MRh#1_~in*P?49bIBrFHx#rrGeh0ux;&!sH!k4g?x?TP~
z`H_+~*?iKJ+|p(d@>65`x8-IZy7$qX%+(b6Nhpeyo>$U#{5+U^TkicNvk4dOGe#MD
z#yV!c+>Kx!-L5l1cfu}a**&Ij2~^~**6gO2PbhIDrU~|StWqP6#oR)Rj!LXW?wqJk
zcpauOyFLgxIH~`3DXR0w;NsW`rY`6hq_<q309@>1xkO|{zClGH<PmWT)Ma%8gY_M^
zXiuMr?nd(KUOher26X*B&UqI;VLYTvTPjp%K)AgIB4{<?gBQYF5-jDv8eg)Ct;>|p
z+$>-Cm^|>^EKXXy@vR>hUIYo0j5M4LGh5AERgLE5X4fPPBnaWS;6M7f<lES+=z`_a
zIJfl#Hl$w)$Gw87%e`7?k7${m6qH1*^Ijn(rt~wm2gP{YVa5()+|OV6QT+ji%xi7}
ziu*)0fKjGPHwd3i=wF}HEHTF%ZSv&VMR(0yst=VhC)-NFE7&rfdd6157*oQ)_X{U{
zeCStTaOCG=Q%(vXPUf~oWcR5a@jK*~LBr3Pn_TeC{kb%Bt455n37boy1)^nPQquBp
zGE~Z6=+|W~Ui8<^@&wG*;`!^M+{uod=ikNE<4v0N!W@OqCVpq`taT})+0G)vt<o5B
zs{>J0PZy^KxKFd^tALvf1q_GUb2J9P?<M|$t|wn%;FTkpT%iu)m1{RcbN@>e?u=!)
zY+dtUg!)9^@{k^!0I1|<8#Fh$>cWdWrcO<Wim<9M`g98oXT}9!l{f|tTXq)ASgO0`
z5mS+6hNR6Q({rK&*Ia#%Y$M>3f-B=)yLvSm^g!quI&hYT@l@Ugb|W@mCyv23${Zan
zwaHGC@|xAc${4aAoTR0opw)gsFXuH>PdO&!t~>?lv9JKA$rOS0yz^9`D1|Pg2X%~J
zVfn+@v^3t6gW+1h>PyGy7(wq~P43&R`K)KBQo6BMWU^bsO}TMJT~f=cE2|Z^QgO%)
zTf*siaF&;siwaSof#2?B1f7T*Cc>sCMU0Ymp+drE(O5{xK)%rqDnTC^iRa*?{=OBB
z!^rj75uUs9{IB7pPptW@c~R2PcznaW-Rtb>S&cGQxI}!~@`Qp7gL<Q(&7rXLdT?Pt
zzBwrD6B@_-!f>VSkXysg$#_&qq-GyZ!~Zm3l*=A+IJx(nSnHH$_Q3ou9$!_i_Cq-R
z;(14~#^3x{G#lg9e9&TBc&T3X>Czc8sJ#SgA9-@w^ky`tN%F%n)ZIJP`sTJAe<2Ub
zm}@RHCq(lbbi(T+N>g#+_*Yn*+_5DyNIXgid8o*ZvW}XkoZOx`61>C{6G|pIMWu9q
zfkGfru*NROp;uX7efu{1AnYoK9AW4u!JgCO6A%5hEo?>phBr>m&PlL{%~i?c-p-}H
zdsL|t__|0pJ@{F$Sbo;4PL<&&5?_d-KRsh*>21Q6gr*Ir*zGf55-PYNP0p&g!-nK0
z_gphHMQ&7S4Y>j3=O-n=!od;T4!^SYE}O7D--d!KL4=wAwhP6@`A;o^ZX)NN|6Z|Y
zXOCGtk3ELcAy4E<$>O5@ef7K$-0vBe2$seFeWr@**v)U(*KC8Y7hgKDxGN@1R$%>a
zj1bNs5s&@dl~zw2SK1Tz$`2<0LW+R?RYDL#%Zf|edtmo>*6xk%;JDS&-1r@4C5#$t
zvI1yGd2#A`W7JOKLW76Y&%jgQ=^PT`83-UJi?noVJN)t*19T<WkApOn!d?k~=&rX}
z^d81jQA07AJ}dL&zztN_lSJ5AxrUuO`f}SS7#dZ^bj*<Owsn*D&Ax}%z5Cmtf&rty
zkts7%_0O<FT<f+s_BB^BD4%bmAsVT``3;N6p(tsn6O42}A4>@v_2coq{`CCU?AVQq
zvgbn)VvkGIhX*(Vd=Uc6y6Nwe2WTMd>%&t20_H!genP!)(L)JNVS|W-BE^3{N_wd=
zX^EHH-Cp+fUpD++Gaj!<5*8GHRO4Jq9<2R+#0`^^Y3<gjWvf&-FLU*&K5D>=lpy^V
zQxM0l{Aly_Ts4RB31eN)r{{t_|3(qO7-qJ4Y0l7K;w@R&qxs2s-D;A$NR5V9rD&YO
ze;@>l)9Cc1=~re-)EXp=u`YK8*?U?^4%LH2P@rQl3DyGjlfsp&74%QZBZ~fgiQSgn
zF`(`-OnOtsf2=x8@V06Rx9i$xjWFY)f39BG1iWR5;2LX1^`s`Ux6PtY?SZ+pPDW`B
z07@quLkY6Y1^?^XxzRw&&W`i$O%dBFe&+p!Yyfx|t^!XOB?ZN0R{8K~^rYWp@e13!
z{6XQ;yKZ_IkMgg=S8=MVs|R#j^X5*mvp8AU>EP5HZgv)$0WAvj$eAq-eHH+XYDu66
z>^wEKyVnV*^ed*Gl3d~7P%!dZ5o&L1i~f}Ac^_Ezlt7zV1*l~Od6c(QcylR(Wd{yC
zo<)9+`Bc@TSpOH|0u1H<jYVYaczJmf0D@BNk=#-mboKy%D7ztMTnAY4ur?d>+3I0=
z<Oylkvzk@hzt-OSTeu+z7`J|D8)&=}x7z}q;^E=X`ok*_1ayueNy@8K{FEf{zqvkI
z2Q4@{5B2qx$DJ0r&#%0<K)8t#80cJUQRibTv4OKAYo7lwM@E1ypX`RSfd&@ksi~=m
z6$lxl<W;O|%fNL|%W9m7@D#R>En#-n+?A$6A|fJU@lj^B)kz)8*4{y-R)2qL64cM<
zjObB<zt{$aL&V;Jyk50fX@k#c!1j0?esa*)Pi|^zY6FSo8gN$#xGrjfK9&${R~iR5
zP6D?+JFrDcP49Lmizwc`8={mXaA$V~&H*}ELDwfcupGp_k#Nt(fJw-i1ip>w$bO3S
z`5zFZ`P54g%d^se5R+}&@s|?xwuSTERMV*hV1vwNR1E<xm$LM?1lwk_-@j*_<`Erc
z^Nr%CC0sHxUBHLz(zVo0@e$XYhFFA<Iv9gi)n|lfV{!2b+m4SggFXt8^jWJq>gw-2
zbv~)4<r#^bSp%yxn`>i?nVVbLHpel9fXa!FhpJg9l?o2C=w;j~8W_;THWNO5is$MB
z+{J}nXgkX%Pk@V=_}=~du|Ir|(|l4!;I8NfTu~8tOi`^%4bCegUu2I+qn-ifIO_!2
z=c}z9-$5sfFCTH~Luoq@L6~S8_coA&{|G*Oro>UL&bWv$;DOG{%%lJo;1VGCOq1O8
z@F+JkH+Mrt@Mk@K{CM%G*?OYbGR}&+O@fp2e#9MuVj@Y7&E3t-SkR7@iH2d@<j8w%
zQBvM}4m*`+NJs`<$K5fzE7=y30s`vQ(q?C_UAxAqZzDJ*)#?=hFZkS6?wq`mf(Diy
zEw9YapS7S!^bEQ#npsv83q6X8iau0UK79K0>43G!W{aqPvGU<~n*;|sdbvB_ruQ08
zG17eojRc|(U8BVMzw8+_#$=BCW4STzE-uBDG{zLb#^Fl`36dz&Lq)6rV#i(~`3|8x
z!o$cch&Q;6PLIa+A_fOWK2k<wTe>C9!s8oKSzY|`UIQVS_8Q3#s4-=K3R9Q5%(|X3
zuCQ&(6wr&qy4DXYkRr%sVBVnKGiZFSEP2td(``h7bm=ix<Ee;Ez}I@3eA8p^L5o==
z)&@E53!q0f;TCAIPFtr5N6RAjK!qf3hXFmAsCQvJ>h|jH9B0<@h$!r@Tq3}_A|Jec
zSI1nvi7?jWras<rKD~jCF|19?H*Xtj&h^r{XR7t=5O9MP2Xqz>!7ix>yJSdBOY0S<
zlc8Qh`5?{B^VWOupglD^68?Y<Dc-X0N<<~|Kn&?i=<R%qT-CjqX)2irZ^fJ0x#BCD
zOrP(%J#w8l-tUXX#_)dl<$Wz~ZTlCW9gG`b_nzTV6r3WBcf__`f2dToFP|nHBnZ>1
zF97WT*iIFR)u^<Lu)TPFJGH<`5Gp>g2bic6SMbtvvK?)fB2Pu<A#tvcEq~dLsG7n?
z3U&xie)-H9A*03Bsx|G_2}c`m(3;3VCCk@?-@12J)CB`tvO0jOo!vrZ(uMn?9&TSd
z(V%nd(=-0(?~M^&kr5|F{gix$UN~WkBUQHStBPICu$^f)g3IGB{mP5q-UwL_r8v-$
zk>?xNBA#<+96v=oB&}id*=$J{mFU4)9m7vl>oYnPCsxkOPrWr13}?V&XX({c@4tG%
zwfkwhpXD=n7_-DK&c&hP`-)4$kl4_W@pD+KW_-qv`55tK97hE(Q_jz^x=}Hmy8`m^
zw?zsu12y}d*%3lC+h5Fo{UBzilTNYj=ELwK&l8-YRE>9VW3SmSTx~l)fB1*}ll>st
z2x@V$j9Q8n(%6(I&)~JP5D1zD8hk=45`T082%XLESF-!Yx)u((qdI1S0Z8M7VwXXm
zEZ86lLkYwVpLLByt^ke2XlW>f(7{{{LsNH7I0fgC3GNf=RmH@gC0s-J7JV!fiah@W
zFncp_OZpUsh)C<Tqb~0JxH0+Eb4{e<35j9QC9KyEkAsoJXH%H$ge-#WoS!jfRhuw~
z@UEGE!c><RJ<$`gpAX!0Qc6hAYN{^4o9ISIa<E^mu=j)L13ypZR@~PCKL>`T=t0Eh
zgGOxjh?Xw56Vs{U@Q160tDnrtQ8+soKLQSiA2vy>%MY9+JX8(Ay-GReR4lcH$3p-i
z{P|1R)`x@lpSzipnp;Rsc5&DhiqjrRRlmLeSXK@diLDm^b(08Vhcbyh<aJg4JhO)6
zmL(z#n|LD#efgSL13thRe0?z&LBHY%*7HxQQ%j5fa=s#><=T`wVPHr;x%)L&p+N>~
zW+(c$OO8JWw)(l961)^Z$tVtn2Gx3ZW3Bv9#v^zyabW@y$1w8mTYTrcfLpvpdsD?t
zp5jMoudtHwDpW}rnC{H;?jhuHpUgSqxOZ0y<!ByxF%9G0V6zt>-x?zF0#&4bncd^f
zOQ?yl*=YP$bDStM+>w}_M2M7saOcv8%JfmT(f(m*9Q5Z(V0)dspPng;2<}*V|K)=+
zo_F=*yXP%%==2l_F^UFqZ!3E=8Y(WL*?{_VfRztu_)Ku(hA)GSy|$kCU}Iy~seNsI
zAUDF%KjpNI3Ie#qem;HhegO9TTL=sZoa83su@wK3+LsjwiyltpZ`T?rvLFZ7T03fO
zIdQ~m3)Q2O@;5lsQu6mwW?2k&#&JHKm=})6mr-zEIi8uti33|G1NVXwqH)X4&NeQW
zk_XSHFgN&4@ZGm*WjAh=-LuoPt({YCol~AQ`8npy9Hf}Kl$8B>q3+LQr+3jY&)eSm
z`uVE%UW$7Z{v`(EAy1L;&)HY6UNzZdOm&x^21PA@`b;-%-Gq5}Qe9r_ukAyr#-xhd
z3TjB~i#eQhumb}65(Ipy%#kqqh6;|D<&ZpX`PSVJqVy@mGiUzU1&=_d0e0ZRfC0c$
zp0JPtnCH+3_5pZQoH|6cyD$8G>xFW%viNc6DVY94_?4<+AM>U4Tau@|3v=<0yv@Ev
z-`!a|OVoL=BlVVQi+vdK^FD#=4vahnJ^jMd(#lqb$e{tJ2S-|KNKoV5z=?=i0(!~o
z=ER(G9*AsU`E$j*eA$GO5(QIf-*Gt=f6qm)mtMFagD4t_gJJq-#z#u5sj&kQJI<fe
zQ@s~?-q@ZOAhzhn?>k2a(iCVmb7YM^6IN;5$8(_I@J~@GsLg*(inmlGMiw11jt`<-
z6L>p85{zihXKLiylqi0=g<kJ{elmP#dJ{inO_M<v_UrAG+}r?p$!@iXmU8jn_UGhU
zTq3yag@a-EXDB~RW{j`hfo?T$qm;PkSonr``DCijTrQAI9?TK;<YXqWDu|Kw4MO9V
z`0RbK2B%LgCv4=TF*wFdABXYNaccy4(tYSJ4+FUDUWY}ifKp~(ONTODwF3`~lf!?T
zb4jl;@-tDJqyN#1zxSi!`%ge}B=1h9x|z~>utbn9MpZ8J*Pg~IsFmWW)PovZvzPpP
z9!uFid3i}B)ESRjdvp8oQQ*&ul-uH#KWaWBG$9FIqGH~Yat%P5<*!I1&jq#(Q1O6#
zUg=HO4oy!tkm=Fbl78U5Okc<EP3{%v>hU%$JVHj8EV|nNDCn<?J;vPw{ob9iY>KE<
zuhkgP-qHb@?6Ec}bpr$Mj#ls@gEr98ZH;~9hB92+NyW;FGh?d`c75sfhvJW4j>L!p
zw>zE3t}P|Cw&3Q?iQd%M{CM07GG08vR3o_z7a(D(v9?X%yJ1z8+<1P9h^SMrSJL@g
zYccQ_Y3UfUVcUg(H&&x8!P6dig2KD;!JxlM<6aS#e9(Y*bnsnl<)zRt{tXfPM+np{
z0uv35IGfSJJHS&l?3i3uR#sVKH&GcUy-M!4_Y7NsM}hZM^dCopR;8@$Z1L6Ga-Ui^
z{Cor<PhNUJL+QD)Ud>oVf=OH2dy#yNn_H_I3X}}#RW}2f(d7&v*{EaRega-S;}zxG
z3M^Kds-`-i5i%aUbwsG!XR^je9XR$(O--@(veDlxT<zfH1%o^H;@I0k@%$e6wWZuZ
zk9eUiTzIDlwB>DVY{ZO@8@T#3JU_k2Cv-+7+?HO#Etk{nhjQSyK6T60XT03es=gZ-
z(_Z{&VQLX=13I7(8GbD_XcyoH!Cu|Sh^MBe28%6RjZ?mu_PxC&U{Z%OTI*L^xdz0l
z!5`XzsT7dXb}D1`fq6^oT*NThUp{O9FNva8CdbEff0ps7k&SpX^ac+eyv<Wh7FKp!
zLvWuxdlvLpFyFg(kAdS{>xhb3iD@Gt=vzWoHzPMH*9}_AJSEA<7{uQnM@{2^_A^fV
z?K4rAgznqM#fTWm2n1~)TXR~qw6(KsVy+ooZ)$GNYDHGytla_ccK|H`A!%u8W9$%2
z-)=)=BOBIRZBMFj_21TNH8r)^-@Mhye|f8ge8&GQ->Gdc8NXm*WgT3S{pfFGXBK8l
z2%GcZb)YM~K<jQ-)HdiL7002fz4GH-4v~}AhbyGC0&*o`J+{IU68hjpCs<`~m%7x?
zg48xgZH3B~N(PkjlLTWnphwn|%L&_!<jiWny^Q>qXN!NAq#SG6k^n8ahT%T=*q$Xw
z`CTAXz`ihep;uR)6t&g0(e;LPtrMJsvXW$UKVtGnPlL%}u-!Go5F4~&oC<xK+UnC|
zjdWR0_Mc=JNMC=235f#*yvQRiac|JIwAtbt{I52qJf!_B`0g@Ogpbqh+j!`6J3WKv
zS}a~&hl)L5D?fKb`^M`M>){UYf*T3DTJRncR8g<=(q1&*TOfu@?~XtUu{{ZJus>vX
zn74r?$rU3}@T|4jpM^-m%iCd!{Fwo{gw1(Vlpd7V*DWKr=W2`$4?V|l*ZtK5+amp;
zPQ)a~$==~xgB#M?j8#_IS@4gnpmYO%((LR3YF3>gHamA>n#tL(Ighr*X&o3Q5mmRN
z@I1Y-{TG9nXPsNUGQ4ZBt;mD2ugE@HPY#MFb0kTfd!;I=uiRTN`5T-XTgc^2e);zJ
zq`l@*R<8YO0=l`UoYxeAwOh&FpU*ZbvC?X_o#$-c>5+O$NYB_{itnOImtYTGe;{Dd
zL%#!N>73f6(2cTe=TW=_e@Dc8IUlW<sM70)V`kr1cbTc=<Q}2<{r%ZY@~U?q3YDHg
zzK!QK&TC;Y(dOfNSbUd(y+v0VVxwb0Q;TnC&w&p3;tigK#j62g!f?4$`}bTj{c3Fz
z7>cx)UaF`>W3)eZ(&<OFUFe6mR>WF^aQCCYm-2ULzM#|gj9mIEwnOU@eP}8SyadZl
ziS$-NE&r&$q=tL&Y<u+<cv}F?9a6EhoyT!AgV<!+8I!S6osFXZ3n|2d3-v3DWGT7>
z)2wqxt2FS+@{DmV@+Pjxfd@A91&=Sn0%yT_Xd~v9z;(9!+{8z_yR4w|DG0rP^yNCX
zrnVfwzkAR~$pvo0T?xk&cZ65Z&)NxN7A;c7sHP|!<NQx?aEg5`+Tyz{J)X+rAE!YK
zQn0k5xnsmK_tc~9o|%8LYRm0(6fKs{yys^5`9LJWe<3ZGKgk?1PqVXDR$9W#r(FF{
zVe{3JfipjDRy+9A0aWp}83ol6$K>mj%;S^YU2jWUq^Svu067-5sOZV1#)*(=Ttc3}
zs>SfjYYU~_n=Xfv?qY3&ddXU2pU`c2*tPJ}$CdISP?7^M;KmP?bY*N~YCPkFT5ya6
z(vONA?Kk-fI=4R7{8hr#EnwQ5H+#6UwNK_qr;dBa63@b%+|yqU3ybX>kI?=CLLr{s
z#EI58yS3Nu;hWibmk$V)bY!G4npj_9(ZB+Pa3-15cCWjL#FRcqVh=uYT(tX;Xif(M
z$yh?<KKg)O%)n?4CGl8wJb~}03+t51oI+}hyV0FDH%g1MHmvTc8Pvfq=%u|8zT2Y`
zrY-oH>F{b}yL(6K-!~Q7(Q%)BjTzu927MgQ2bp^ggaw_2HAi$A;_=T%eV+R<Nj3i}
z7-QLh`8Np`jOyO-n>CZ-VZP0id_MpG)pq9bQ1)-%*Peu;P`2zUOGsp`Y{^#konk0r
zEQPU`tB{?LbxMnU&%P(?i0ZN=J7Z}qlM!QgAE&G9ciqqLci+z+&+GO4<*ym%e9!Os
zJ&)z{c^}(8Bkd2;Qyato`A+ceh+t^jq>Iaa4qo8%FPEFOu#nV-2yqg0P-~pUAAd|2
z(*G;}x&sbfh?q#*o_nv~m3NG)U5{Rl%&@HR)Gt~mTgY9Hzm&@Q@hwJ&2>BeWN?Odd
zJ$Fv{H&z^ef7VgTuN+h%?WvpRFaaS7^id(Zc~w&hcFTWInz-5SSt6H$jfm%_#UHga
zuyF`FvKY@i^(M=2WNXDyRXB(6=h6?zR{qk&#T}-x5gDVzFw<XosuUQ6rFCb_>!>Wo
zCZ}-PQb*`Fk(ayBaYs@)kZb9JYjKLujB9Ogze8e+BtNoJtN+PTpVw6>X2Fie;M?0o
zxzAmviSNT{><pa)!M2aDIqTmkR`ASwF@Fq=<r4Mb#rSjvjTlQm_BFzl1c42IwZ>z&
zc0ivO$0Y405JUE_mhPp1OOLl5O1V`yM*2+V1-alBs<gV6Cx0Z>gz;Z@UeVWAF2;SS
znw3VSg=6%%%%K9cV!7A@6BGEUrNC^zk+mryjGw{PI=Q;^ziN_5Ziu)OtCOb9bbI(A
z^(Fj5D;#=SZe8^N|E$z!w)(ismsLZgxrp7d&6Zii#GU&byg^s&JhGb_Q9?b8mpFwq
zGoI2MW$?3DIA@x${KLb`tBuP*Gm1S`MAxj2y!D`Bc77<C33B!y<;31YWP)`tK(sDk
zB)X(y#QZgIm3*J+H#X4Wu~ovSxXjHtg>&TJ#06#EyMJ8zpX&s}aXo%Wh8PZM)ZQRm
z@j@7Tinw}exn~wU;5b4kT?L+K(fTw1b;scE1>uxJ(Vl_RSbnLcxm`^@L9lS_Q8e_q
z3}h<I7d-9D=Dqd>XG|lDu<NKCl0>Utm@(Y@beh8LUT<e2G~wioUBXQ-TLo2a6PGJQ
zck;0~5J!I0{AZVg{(zU*jEV2Qcmw5A?BNys=IA)G%Z3=o9{Co{4bbD|`#wGYxaX=1
z{%(!wMu&36f<+Sd>w>LgwG01zOGk$~@-57>J3LAU)LvpELP~FF>A#;B3sk`c*2$<a
zU@z-xFsxZy6namfvABHm{#VbgrTnv%_Cq&#OlEUd<l0{E$yBwLc9pVJE~@6HBXN}8
zKK7{{7^g6Str51f8QoRKxYLGr_m-^Z#TfUA>abJwT$1~~O&XEQy05+>t@h|l<}!CZ
zH#&REZgIx8u06_i!9vizx>l!1&0dL5e;OKUf2BB}bXOk^TN<`#b)`s(EjiB@yh&a+
zA`#iUA`=?Z-c<B(2s=m#xUw5_Nz|0<xlQUlqZ#BugWP&I_vSxeOsqsLq`I3VDXcK)
zX8J`0hd7Pt|7c73UJ7KgWH_wMw}0HnY(4E4b=M7j4;qLeqcibx>u*g#O+Z>4=3Gwo
zI_KU#Km)nIckVDn5g$9drhrplHEnEP<}%)CU80l1&7s#OF_DEwYv;m^l_`TvSIXCi
z2P4h$gc{Qn@G7=6u|#!^=azn5>xS?-5c4dLO^%*wdJAw0unfH^DvDM+5;<Q}mwm-|
z8=ET%`R#DU4}pQ{SLfA_to402#W*YE>59L{Y6{7GHpokk;_mCvjQhB!K_AT-<$!pa
z5wqy7Tyt1sX*gy??$Z7HGJSRr9`@=#3ppGu%@7*>(7iL(ONf=LZC`*M$7)0uZ5Ab$
zM0J7ErOD^nN)1B^>G)hKs6uoRX89bzrGd0lza~Lj4IVf{ib^SacOyBQ#e_!u_kIP`
zL*+u5CB0JbhcDITzL{kRP0)QnEuLz`M+ZC8jn4W8n#c;GwIDA-@@0{`pU?0T-(jpm
znL>l7_a8H`o!12Jfc3&m1L1LTkWASnli_ckif-(g(H1q83UNM>LI$7IqqA*zRMib%
zmQ!hc8qh&1Yw!biWrbC@hk2m;ZaTydkMHY=52m$dQeR&=M1)f7q`zn!8yo3hKMN0^
zw(+0*ekQSJZMRS*0vJ@)oZL7Yu5~7|jPLee+oH9#)sp1+0vcDe#n)sVE@f1G&U8=#
zU1yl<QygPiSCmR#vVcxB=iAH@jpd`}q}F(sHTmAQ_Ms<V?Z!k!r6%VoVLuF(QkWLr
zd2$rM2Z&Pz>^nv9Hi{W0XQrn{Lu6`l@F>$uA$a3RPi_Tgcr~y4Sz%V=r52YK<J9<?
zam@1aIw`mDMXHPAv-3R6#kfgZ;rmfbY^H)*ehGp-)So)SS{2Iw_q3JI?2$Jj2m|?j
zJE12V1*)}O93@ELCLs)ehn8OM2s+Ni6w5s2piVJ%)UwZZKGW%GRGp7skvC>z&1E84
z7l}WhDnV*-C%4a`u<h*IWd`sjNhp=AoSugTk{fhkz4B{S11o0+#K14%Mk@RS0QuNd
z0P0Y4W3{(ezlT1kMcDZL%zN^*l>d~p$Iq8QRWSUSG@qG{>4F16%3y9uK9OTObad3y
zz$Q0j9fbc@CaE$@s8Z|L_gLF+18UX{<&tZQ{f*W)zEZ?*`&Lalh)+4tnB?vI22K@|
z()+gpovDY1hY3=iWY4s`Jk7+UBrPe!lET7UPX^YmO`SV?_BP%zPNH)=N~d>wPbb@z
zKAYT_Gk)w9b~Z)c-m?{?x$z$^ZpQDWh6cT=j^GC(a$|`ywfb`3^hS%EAG_fO?BJ|%
zlxVL4N9pn?HJi+8`GB*mtZa=+m-EJanVPrvrn8c@?SHtO-l->WLT@GJf3hS;;Qu2{
zW*D0I+v=p7{^`Fvow7zherrY=Tz41?YRaic@+=`kj*gG#Q;A?Z>F4LS>=o)9R#;d_
zclvaeuW%@vtnssdGdax+Ha++G^>ksR&SJ<NR96JwRW9Y*VX6Anj@EMjF0BhoHDZZY
zaSr?M9^{k5|AzK>S=)r*Y4gmgfIL!4UxxlxaMes@*aN-jQ7t6Xhu{ypeo9I{n2B7M
zf4a{ah03fB2nawSz^5dz?yN_NKtyRSOEdB^Qc$$X{t1XmmOW$`M{8QUy5gTbJF>X6
zq%&ZBpZz;q?IYA~himMxBp)w0n)C(2pMjxiv8j=XKWx`}EGazue`k6uzvchk-kMpw
z^7Q`{)(u=H0#Gh{<)(>A_AbyvRoI?^g_h|Af$z}D{rG(?-w_Y8u7QEt&6|;)^UA}N
zl$2Qx<I~E+t5sK$s1F~$86nOPrj*n)5*S4W`Dyp8qRCvM#P>7bL!%^yt>ze={%Lb<
z9DHw7J<{wH1t1a3-<G4OM^O@~j0s~@oTTPkhyKcw8<_N6cCj7grtpoR%VM@S6dh8%
zU9Z3Kb}848lQk3s3qv;#2j`VqX^tE36fdd1%<sELKEBG_Fe?pKWsFr_qmSaq%5e|B
zuxc<wQOL0QiKPq(kdJ@O_EFR#9G)m{*AMjnVz}5)<Th^%U1YbG`LZFmByRvcv9i<g
zEydSuDlOFQ_=*c1qb`>Ic6;<rJ<U;RFQ5_3%~{yH;#1vMS_f~5kbcpoo77x>^JtuK
z5aa8RS6#qi5Z+s&bu9QWDJI*Nr>(^H=)>&g{lSC5g0y=k24rfFGmr37mxrTE(n-)$
z%i8<%b%dPMy~RT_DOX;m2wMxiHV7ExBjz*uPmKhCzJ}_AM_sDCcJHur?dD=pq38q4
z0^ME-+_N4dJK2T-i-EI;o@H<Rl73N!v|$GGC_cVA`amz=xFl=h(u3G>&uO-Xyw9`b
z7WwU4`gx|AG=h;{jbp4X`PJkT5F*>493%{NNQv;)>dEhn;mb=srxSB1V|l;Du(#oq
z>}G{2IbWk_%rZe|n$>0)sn<JI{VRLcYrW0VO`62@82$mm<7}*zjW7+pl>qx7B)u-+
zo5q1<Gox9Y$;$JB+a5+2c~gzy8WK`o-+CfW7%|=Vxx{E70bD}fR;D?X_uB;H{k+|7
z$_*QEW9QE6GYW_-{pqTW|4>*+sFiJ~2H($aAra969z63pLqQ~PPxMT`81GZd0^x&v
z%xr#}&f=@2s*$Y)=dOT<`w`knQtj3QPcy!?$Py^U=G~GNz5S>*TJlT~I*_XPotsX~
zYkZs1Eti5f%G+xY#Fz4Dm9op7li0M)meTbe>OV^w$_$3)S!4CkVPIViI?@H5ET?(7
zb|K-A*u^$kQga|N-(rYEEKsQpCoj8plZxQg`+&4`Q@&0}CDkH6yP5Js{V~6_u~Q0@
ziT#KTs;hd4Vxa8u{mYbp1a;UZ?|TvG*LE)8!(O}rW2qKX#q?JZM1YMd(I9<p*_aHi
zdyl=1Z~fv~dsT7k52V{Qdn0NC51oT4ltwxO-RSv{E*4(w)|AZJ0GY3Crrash-Y(X*
zwmr_3Xd$R(J}mU(iG}cR*Y3(8p~j;F!pK$gN7fvGgyfWwPS@JH2M!fOhu^YDeygeB
zp-i}P@183d?7~|m;`}&5utWT_v~ihA?QJr^pFkQl7i{cemND!?`SFCO42$H&xG|Ar
zabkN;CfVsAYjXU0)2waVfJEw9#)t@=>C@&Zw>U@qTxv|oE>Cj?=PPwSeOUxR*jQY#
ze{ideG$}l52jUWXd3IkuZnC)Z^*1@?cF*w7d)sv^Se_e{;oBZPV_55_GU4HoQp}U*
zQ>qoeJoa8JFgU2#|77RhOYAh#<4LkcSTcHKkVn{2l3QNR{>9+KHl|u0p^n6Lzp0<D
z_QjJUvo3G5Uis`<nE6a$<UMs0No1wwS(b%M(XLJm7w+LC3nk$@Dsx0Z16|13XQQzt
z@9JT$UXxSfnzy+y{)LY5IR9JmFj9TsDVOFVJ<>FJ<;GPWTN*MS0C|3T&>HQfa)(8k
zX3veE`)Vxy&TjoeYQu+EqnKF|4fRhwDiuH90T#@R7d;9;dLh%nE;hZkHLjRwB3S2%
z3ba1qQgq#KQp0nU30zy&*4#1f0o7r{bzrffV{2_h<#i;QVkMdjd~NO0yuEHb&gr+{
z+*uV+>tz>+?<<?i#3e@s;Q6NCwC6nMXM0BstZpkVgi-}JFRv&@qSb5YD%-aBd3#Y|
zbZA4en5eRulV=5=d{;EB8)H^NV>uA5Zaz8FsXF+lE6ty6OT1kl5j@OLmAe=wWU1NG
z5w!Mv_C-QORRzw;!t8hL1d9|tgRUFV6c*_ID1);SwdH!9UQQ*O_734tEYUjis&-l<
z6&kZq8c^}kN$({sEk@sKW7$#hWIoNx>1QlyURycgz1B2%@zk-o^xpdF=@eOlt}Ct2
zbB?ASYJD_s)IB5z1nu{W>LyIS?4@lqDRK`TzU$$irU~K|S^%-NX*<AWJ<sYo84({A
zi+|MM@;=XqZS9wT@^XBS%YePKwcl~R&|e0__*yWy3w-%pkNys+(h2|Kip>yQF)ta%
zY~h)gAgk+pLCi?*yAHpWuk+1PR;hFO_d9jsmy~IuXS+0S;kca5THv=VfLz!*7!)VG
z=-b0AJGSP%_+g9{UF+jTXVO$x*YiH~3&9a4=JSRvUK+~5rpsN_MWbko*6bu&H7hmy
zI)`Guzu-xn%u+W^Uo&(x`LC*~n)W_A{Ek<pjlS=_7L(CMX`{!R-rO|>#=cA6H7_p-
zXHOEdMc?MUi@F`fP|Y%Pq~LPukxp-DV~x+^jvv;a3`>Y$+Vt)Hc^5NQnefgbkhQ>J
zHpU%gR$N`a7`g6sHpfo>*AL>XAQfK|4*ZPBxlqUqdmVr}Z*l?fU<jE@r<a3%=DK{#
zPKBI3X|S5>@fQB+lJ;cCz;x?Kt-LBPxAJum6Q1S@QfQR-u&eQ|F1v0#F!yJ~2Y>~+
zHAM1AMt-ZT9{A2em^)m*v{QM>{wo(c8Hv*=NuPoji<WObf#5YfXHX}DS9=U8y)b+_
zeJ);$IqjJ;0_8zk_nb0=zJZ#9Jj9v<dfG-KIh|N3IgSrs=f55wD6Pd<UAoXrIsRDu
zBGw|FOV~jsr<Z<nX=4LF7D2|9z2j~zDGqFJ{dVEYaX6RZK3h=;{sT`)n%?T3KGYM~
zv-bK9K7n1c%=6FpU^vXLo=q~IoS#?0SCm|~`w(=yxqx5qu(_mL0pV)*lOD`~5@=Gu
zH+dc04!CEIKE^zl=ODu}hUNM+z_ioSSeMt8_^XR~meSWxIojI^*H8MYWz+W9YMOEQ
zg;}1agnO?Kww<K4qIUZ&o5H@F&ZKo(+CB9B*TFjonV`>}8K@yZprH7@er(L>?7p72
zFN@5#tHvVXz7?F%6NitA_9Q4zg+Gge<PO*0__}Fe07uZ^O|n7^b_g+p0Uvh2A<1~4
z`&-?u#PC~1r-6?Z4*4q&WBBu=PA#1nC38b;w&#BN?<Q}ARBttqwoWPFt90mjcm;0C
zQ2xd>8k<yP)%IhoR)~I=ShV}{Q)55=X;N{)UNk~_I!t_@h$~ZkN1EL-nY`XBb6MA%
zkDT8T87Ti<*j1$^L!ov04YhV)_)v=Uv_?&%2s|9s)iS(jmtm}JTn24w!4-?OsgL`o
zh#zv=WKyHuzmHy6+mdK$ZyxE4*{GAg`i@)a1~|gx26edM<-$EZSZB<(&96Wc+Y>Ck
z^t}4VuW$RVThj~Ypov?JxA~5m@^LPWp=oCij7Q%x6oeuMH~PM8T3qbfM*5*{l>Uw9
z>uZmloi|N*;>ScUm>z7V14G3)k%;~zT=pt?{Kn;-e2XKRh6MzJ=^KQXH?t*FO#rM?
zRdzbjr03g}&@Wr0E167ucd0?I6w=(%R+i4)4)#+=5$8YV2UtuGK7C&TJ{$y(!M1ZZ
z{oHoJFRBpvKClwU(_jv*uVpwt-q~JMUn8w7q2NsF?pLyd{naCgahcSaot)b+zy+||
zv_2X?tyZQNSe?oGH-MyC)oI~tY{EQMx4BqIalTm?2u3R>Q{cs4_acc`0xNHNX<EN^
z)`WzwNjX3`w)i@mHUsx<)v4mXcD1RLi1{bUOEHd^fm2X1SG>zldo^*gQTB;;|4ihI
z0*V9)n}U0FeFy}{-7ojNq|e>wm6oK|7Vv?5a!|p8@3@Gs?uHo@5%PR}fBYf2)?6-m
z>IB0m>1RK1J4O6i_T5FWj+BR;wmP3F=B>6!^+%csm33&um<Tg9TsIAcYjwj_rIo4<
zkC>f7qq_|3sZL*zahfW4<g)mOWP<#qUR2Y|AyVm)7K-T7QuK)9GViw!+i7-sn`4b*
z?Wa`r(cyvxfWb33eQaD9>KJhbzEUQ;?}VYI*QoKx>*CGsLk*&9Lnc+I<{E74q*hLh
zADqxM@nm9=C<Gy+9G09K;$@|6=#g)4w`B!8E$(p1%!ck$e6YUwxGyCoO^E;3@QB_S
z;{3VD6ijT9NV=&RLLd;gaT=a!aA|naKp2s%R^OGBBh(h+9df?9K|pIGl<WGIo{FJk
zc9pE`IF56MzMhU*m6jh`RlJU%CKs;tKi3%+vH6M47Uh9%bSFFO>rOQp>4z`(Z;<nj
z{w}8dT$xh6YkF^TVK0Uda(|h4NEpkndP`{QVK*fr^>!!A20+mEP6&x7?s*pGe1}+<
zC>;AC>mbItk>eo}QJrc`!&gTIbRSStOv!VP{7dM>305;iYFtZ&ghy!eq0H^A7+39X
z|DV*%moEIiXsq#ryH{EgR0>8fHdCfCna14W#GG8V8@p%flp!g^d9#y+P0%)72?rMb
zAx-YT>O60b&yAv2yYzuD5%ojiP%C;W;=N}~P-_@Naw-xpz&IH&c(x~o-dVfv7n~@d
zf3yEgzC)W1BhyJ{-eT>8SyY{hk16@z&<gEqL|Ohu*h~poW>q!E=~qlFo7v?S%-r<D
z5E*T8qd!-I*?*&FtFSKj?er!N)JfeuXJH-JKKwXq!Z)0&@%5cX6d}?nK~_fj9WC=2
zk=x0JQ*F5V0t)LrcY|xZ$nB6`0?6j{hwzQ?KKCs2FGJFS^yeR5vF!T|WptwsWgT=X
zFogg~Corr^`oIvlpX@jYnQi;J4_F-@8uM<F$`E};@nArq9??`EV)M8HB2d)$$6!(`
zS41mh(VCt+z=GCWsGJo79BI`1_ZN3(&Vcq&^kGuwbXN9&mWHyAj?st!Ial3aUuD>$
z9E3It<>L{Uq!0w{L$N_8a4wAMxvoU}(>c+#k#!%JjA4tfRN36=IhtlpwReIbH9V^t
zC3^Xuzxrvq%wE2a4*1l;A`0)d$#@ii9Z4VQwOTt8#87LbNm0LTZ$yR-oHY7{I!IM3
zNbToQV8?W6<B4yD42z$NQ3yeiwwF6k2w<om*g^TZy7W?@luST^k8n;`EOgHvZjjSy
zqof%_<AO%%-OGR9gaMWp$6VU}@KBA`P5>L@I;n!E3{D^2*0{kV{Za0^L#0x$70r&G
z4Y+2ledkT6M$k?BW8uNH@jtIHJXxrRZ1(j`lAKSa%=*l0f+uL6jlE`o{1qp?P(Ja;
zhJ|y}Ny7dfnAYRi;sE1#qCpRl$@!JF()fqRr%#{8r(06$e~fk&=ai}nk`hhy`Rt2t
z^mLvaX{J8=g~Nqd){_0`J6~h<r^Xz}{D!#D0y1^^FK?U-7@%d>W1K6lj5%>q0F;Q`
zwf2VTxcbi&i(?$t8*F<WfnAD7#bFc<X0TELN{cZMXL}!RFb#&YHFkcsT7{nXGQr)i
zy6on)YxXH16c5|l5JP<ox>!b&J8Qtza&}=taz)3qr7o1HH{Zwl^?UEIYu}X9_47gw
zG)Vj9U2o~iPT6}^2dj|88k3>VoZ{4i+WG?-arZLp?PSNu2RAlajT&F07G{{>$bOtS
z<bH03x`pw)i!8!9n`eWvq6hAekJlfHK>x8VyirAuc!nWuILYEIL#CXrdAg9<tJM%_
zj9q=TC#%KzN&$BNq177&SgnnnEuU^8R7UA6(C9_I9WotSSXf;3fIU;1@2}|m7LL=n
z({8K@Gm}#aC++P`<<;8(Eco@SHViF_-K7yp|2Eu)($6hymv33~6*o8eA7OUH_@;Oq
z+D~rGe#y3$7IYPiDZ1Y{cxetti!2^@SqQo+%5zzJulGPm?Ynj3ds*_!t}g>wM)=#7
zUz9+>VPh(6ua%wmOZBjp#Qgc$TK(=zs>-)ZtmAvGYu-zNKQ|nWa`EgAkv4(XZ~5e&
zh^<^z^6)QhUfJ6pd+6R!9>v9d%}0cG?YI##+X`x>f#BS0vI+^R4qL&M!#t{2K(b{$
zQmV9viIr6l#Pr&_54?%T^00Fq$IELZ$Sq@&oq?edY_jLzQFQ?$Yy1HXi^ejQ&>u41
zs~1{K6a6tsfkwMv3^P!p+|bsJR#d83kVyq6#QMet4(6Gldb0HFc=JUl_xGVIf4p;K
z7xP-Vzr2K4#8}IGHWyn6D+~Mg@6S*(;NO;{{3z3!2sW<2VXjFnvD4;mReO(pmUai-
zbUT25yTAJx9y~Zf!vLUj-&&9!t6sl;GtgxWWXDm+^cG~0PQ~hY2r@h<8Y}=funF8-
zJkJ504i|YxBZ@ml@zK$AyEBdyX#}Q=TqfJYgV`i?2P)3VO@xZU*VlpR5noofm1}(X
zw3vUz!Ch2%;0b^K#u`3pe3i|oM0&@KVRCJ{P-p$vC=41&A87p0y@OPUe&aKH_53Lx
z2Ac@&M@Zs|c@vdic43tGxc?Xq#?SfNd2++j@}*SE7&zi{eJ$Sqf%1B%g%twv6CFMM
z>t0MpYiogL@%=GjzqJr4Et}~Q(M&%;J}SZ}6uVQBPA~T#IM9X&`dxIp>zuMa!wd;E
zFa*4F(bUk0mET^B5Ryg3rFd_zO}oIfo*Mu)|88rk6xJCjrau!D5~8!#l_a4B0BXSj
z^Ar$hI>v$0+H79!+O=!lJ_Se3frDJP={Uf+YqK|YKUVDE6g?YE&)2@Ww)7UvdKP=%
z<@-Qg&t)P^qJ4dNw&&W=-9bikk5|SMQKq&avm}8~Oo3PZMg0r2H)(0t5N`@pUt?(H
zR<8gQDZ7`46%?vsL|Z6oVP#-O7HQ^nM0>5zM)xw<-YwWL_~SN1v<33b(`TfVD+6+n
z0Y^A`Eg24kbM=H$PK^2V=@)+T(`E(+=>$6Ov4))yj|u9Yd!$cjU!C<QjZ<KW9xI2*
zSJHVv+L9Wdm|%rcdhvs*xtHbTOcwpDSf7=Io}{!~usN$38z)Wx#K<ifZfv-TV?`4|
z<LlS?vXKSJ*_`5>;iD$yu(?>}*S|yn?Fgorl}==3=M~*gdhldxDG6QM?_86c`{_6{
z^Q;F94U=+|2E0DknKSi^FutoVEw@{xuez$(c|!SN-QeJ$+>V?Hnc|YTcpLDwbs0<d
zP^nL>0~$?W=u%bk>@ibJo<fyE#QDzfKP$p?cD#Tf)SVDgz;O1dgnFusQK~25tn&O`
z!&Ub5?LkDCR*TF;1BoH3;qifvfu^G3;-0osQbaAMBYH<u#%<qWut}1-EWpSlUi)mr
z4}!c2)ljieCMW1L3>D26?MogxHSxviTd3`QXX<3S<AKyphhLb^f^&^f!2L94^uA*2
zCS%>|6REPxn)a$&(+I5`CdQo-w|l<2x|-p$irv|?tsrD&GZlxtS`Ao`6AQye&5mA>
zZr%^W9byUI9X_bpy^%Td3EykH%GReew}=P=fTf?wKDbQ-zb<@nW=}PMmU<rkqDb?x
zN<KkVzr745&{n_gCH9BwT?mJKWqzP1UiE0CZSR|G@DEjh+p33~#k+rwwp4CE3vf7V
zuQHrG$?7hh*V5c<TxwR?cy@c(hiqm9Q`n$t0}ct}51$XJTPKR5o&gU&i;8#5^5>=P
zFmrl>{EOq4VWUhqGRu0tmqK4&&L7#FlE`BG3A06N6In6fs%=Hg2>Pea^ohzbt|i>l
zSd0g<Yi&1Kg^2xDL-BDeAyX$kYmqypu5Dr+Bw~U?msrP=sGilqpgSG8tzSANq5CSD
zfkubw%QMSz|5*Mq@JL|WPqg>qtL=bSN6q3deqbuW<E@(qyDo^)S(QjDcs181nNn@s
zKk+C<Ud&mNt@zPe!jJFcv}*IncqF@o%<VfH3iV9I0gVS&oswZvgMdY?sRqux+QYf-
ziMj>*O4IEmgo>Mc;BM%thBJ3^_>{H|t+}z91W%qWSQ>qS+YV&oSJ$lPu$;>&jGKX@
zGE=C#uE6GW^Ck}uPo_dW^owEu0%(X#G!h~B-qg|IIz+=F={SC<_Trr)Hqn-`75S|n
zTG4=QKXOgr*5gK^VPEXJ1e(QYb-}$ZyV+$T<5c({6E<n}vQ**vo35oG@t+U}N&;Gz
zWqW(u&gjMRY@bPus_`|~*##2#?~QBjmDZyyO=qFNjI}~^nyR6II=Y<dO;TmtQT9TR
z;J8z_v8+r?GXRfs-W=K4!oDsn{6f(9^8+*?tA?}?OFyex!{Ea{vv7DdXP3&s>^Btv
zwD%<CqK5nX`}wv8KTfQ-Q|<gPp;Sdq=+uwBR=e{V=YsxU=QDzi`+pqn=%cHx%?X_|
zgqq<tSPB6qFg4@#vh_tQI9;U8X#yK>FDoBAj;REDp#_7GX~vPdC@vLbP656MCxop1
zH-ZKir_>&ht*80!p0IpaZ%#N=W5E2?2Ao{(GiUtQ=%NM?&{ek<VRjY;tL6ecVuUGz
zh^qSOqD;n_kdH^l#_|B$9vJ}ubpMXnpg{(hLKC!p6@<RP%u@*4YGkSh97}d%y@-fN
zM|{vA(5~QfKa)l_l@Y^Yf1y<%Ac>LTapwVKNdn`JDDpdim#NsTV&9u{OV$@Top}KI
z3~lzFy1LbIDh#~j6NHafu&(?bjfwov|7E%U{}0lH|NPN>n|;ZADDO{dMmLx$N};Nx
LshD@o^6`HGEoD>!

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/dog_rose_synthesised.csv b/modelling/data/abingdon-all/seasonal/dog_rose_synthesised.csv
new file mode 100644
index 0000000..01ac270
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/dog_rose_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,2.9865253179999996e-14,7.312226235327913e-13
+2,0,2.233575068e-10,5.468698394206591e-09
+3,0,1.233844614e-06,3.020952443440442e-05
+4,0,0.00535726765,0.13116765769204008
+5,22,0.60318045,14.768305778437393
+6,34,1.3065612999999998,31.989924071101225
+7,1,0.49272330000000003,12.06386639116162
+8,1,0.2919733,7.1486915292752515
+9,6,0.1754073,4.29468269764065
+10,1,0.07316975,1.7914924824433873
+11,2,0.010196086699999999,0.24964158922766583
+12,3,6.2068153999999996e-06,0.00015196803500099214
diff --git a/modelling/data/abingdon-all/seasonal/dog_rose_synthesised.png b/modelling/data/abingdon-all/seasonal/dog_rose_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..aa4b5197abaad5462f453ab4a11959a18ed47307
GIT binary patch
literal 74458
zcmd43XHZjH*gqOYup%lVf>OjI3J6FODFG}r0RibHfYJ#?N<c~g^{7WcP?6p{1W2Sq
zfB+Vv^cEr|pwbf(q=Z0d{}s=<@4R>Bez<c#-OMmV3_Ck}uk}2?_VCK+o;K$Z{v!|w
zgi}}N&V2}kT?+!)Pdmf`e)6!S%M*N44$!m=F!6B-2zub>3^8~R@W|6Az|;MqaG<lF
zzq^mOoRrKpDW$8zZUF(0{FSApz5eGFQa*mJ(xO^}R^TXyAL&^6Lm<4TSYP{Gvj*-%
z_CX-JcW#<KPG2M)e1F<(xOG`YDgH(JYU{C^`*?2tb?8bIR(!Szi}rn8if%;v#y_-1
zF#KUWgQ+KEPTtvP{3_}IpTk$BZpfztqKqIK9MyPPHs`hhV=w4lRtXtR4uP4$pvWy;
z(5LgqU)~0%z<LP({r5pEc;i2hA3g`P{(JuS`TcqS{q)xHC&vFhz3{U2%D+z|-`sXM
z{qIwauNSVdE*N+SPoFr;{_oQheurZA|NHci(*N%c>$X<wO%i|b;K6L+phHVu)8^`2
z<HW_+Uy6<M^h1S^YsT)!_BX^Kgcbr3Sqj&ms422FBO#CzmaGr5&%($^7}K;8rJsJo
zSUHGx)z{Z|pxWJJVXO`_9x!Mi>od`$p?LDb!*A~{`Axl6O!b!*6VrY8@L|45(LGtG
zuO~L?m<UOeLjAV_DuMrGxEbmDY+vcyP-tK6MIRSZTMY4;54eJ*VJWsZ?I~wYo_wHY
zPp>j(TL_v&)^(*S=yh~-{B<_`eEEiTngZNqLY+(XcckYe4%%nH4*726lzk2YIppO(
z+a+Va5kwnbz+!acMekc$UZD(^%hg%fBh5thlZAa+c545+eEDE?^PzjkUw%4p$nNn^
zb|RAb#k$2*=*FYg^epwAwfLsx_H%yJ8e%FW0j9eC-EkJfp@a>jinrZjQxp>u8>n>F
zI~>Rf-3t&}zzrZdE_1%HUgG3DLB^Hc4GU`;32M8ls%mRp<1v%k+u13%FR&T8MXg)e
zUhPeTZ2R{@FZ03z-pac$_nz(6qoSgtXMVIjn{Cdki`b#qul#%|l)85r0{QSp<_P3a
zGMCzhMvvN-=W0RA?U%<_CiixUVXwaR^jx>fhZE5WjWn#D$i<7!vt22&0rN&9EfMP4
z$Lxys?UT5I*xj7#{P_H6w^H$3-Y%&rxT<M=6z(@{<(hK!uZ;;CpJwOqvkg1zW6#2a
z6xX%~k@;J98GPi~>3GAyokP53^79QrOLj!b%a`%n8}*(evhl`ag$C!i|H_bef2X?E
zcY7dtVe4y1hLx3-=%F(8D{c;|ii#FeE!%#pxc!jUTkTgM!ou?NB`LX=E?pXEiHO*o
zP4nq+t}a$XGLs|Q>V2oCpB|NZ^ZJ}(2akpA1^b8{1#M2d?%~k&5!dc&j?6;CEIaoU
zZxS{oEwf5HPSAPj*(%p->wtjjg@<TG&NBP3<u5MZQ(JbZJ_8tg^;N5L$K)?s%Dtc;
zd=5u9v~T}bMvzVA^tm9As2F32hQ{`SVZ^)b?J&6)6WT&ZQ?V;#-Kx8Y;DUWa(k<JS
z?Q;_!9z5F=8LDv9UfmvTUIQnaNNNnSXpD6!_plhQu9nx;(YZ#c@tL&a;1cwt5xY{!
zZlTp%IWEoQknS|aq(MV<*zV3!gr2c+zwgmbx1bi+%;5I0n}o76&Gtv1y3Hovvw!^a
zxdLv&AnkfXyXh9KaY-DChWR4)G9LeW<>J}!{k!GDM04Z#qfeZbF5Rj8S)oKUY-Mb6
zci8Ft0(=k|vO_1P2_ulfQ;6<N=vWzs+AqB^io9<>xUoFtyfXa_(Q&Awt4khZk`Xi!
zjE7B-3rp_m=^31>er*V)o4%&Fw`WNeIcj^fCu%mfP<BS4*1btZS>e_k$IrX<+=kjY
zw#UdgLd+Gzvz^!G`)AsTr6o4ag6f<rA%euo?O8?ij*);@R-iV)%bnpxVt9?!D&S44
zu%&rzPEe_$%n(#?#2rn|6h@eb2Wo+TcNs54EZKOso4t~?w~fD=N9~&%d~m&5Z>=E7
z&SM>6Fm=*H6pJHrb8{Q~xD)Yr!)lL8oC-&d3y)p!Ov0>!%~GBUt^W2pb?h>o@MaZr
z{Yz5W>YY7tXz$vM`Gx}g!^Q6vl@4uB{kGP>@Y>50)sXfJej%K8xUk>^YX6+d#HRV=
z{$OQVf!%5Zqj54tkZpJi7Dxa3_TtRm?$TZty-I|{#k~DOvj{qQE_15{9AAFxH=|{*
znX-D*M;W=d!>|Zll)$;b?)A!eMQ5s{76gwtCyj`hm@($6-3Pl|lLvaEQR}4$7;Yxf
zCf@>MH)}iO@6?xlb7f;HuJi3hZIAJuTCcILxmfzh;%4wKibxbQFR1|A3+?V1e!%{M
z^PJ1XxsY^hz{11*C<*hj;`IhL1av>-@hdh6M18C|wC<v+>UfUOZ6YiPRzCdg+c)38
zE?r7NfJ$aWtB|y*P2Qrf?`|zMChF<y2YmkWr9lwhpZk0Y+*8!rI5^-Vd7p{#8rwT}
z{!ZaKdeom31d5uuwY0kWq>TH(Uqsmu_&~mH1O3Hu0rHK<za0t?+Og-|1tWeuIe7ll
z3r@Mgw{PE~sXb|mz03XDLMdB$d3ge0yAx<>U<VCdC6?PLYJ-0_;6eGBavLs7DTNvv
z8^`|r_W@#)8Y9gIXEn1*#;uG?W2F&U)|l02TxyS?h4}1RekN8hbg{y3OI1y6f*?gH
z+``nZFHJ64FXg-x^cx~vj8lC$OeK_B6znW5yf?Wg)44ON*di7bkt7A{+L6X><ih!&
z_cAfMy|0LNq2=QtEnB3e^IoIXzLI(PyL07ZZ!X-n?IiDhNK8`+LQ@*(&AD?Kbjz)E
zs(?xmt*mm#rp_CYUr>+$HyJE6=%ljFwP7Fxe0tww=Wl!%4+*&!;%&jWiC8*GYRSBN
z_wM<r_SX`1FfVO=ef@?l)Jl)a(tDeGMNrI1th!5YCTs>P=h}0%4o&+6HnAKD4O78W
zFfDddwMfKnaON{?ulN8w3Bg%ah?uk?>cV$dd)0$ZpFVw~Jx*vTBqGF4Vhy=I6{l_<
zva2}pIB(R^lAwV7Rr7Imyv!X6&$3XR(~3F!0R1IXs{Y4*?ao9=Sm%88T<C2fO!qor
zdvmoDb{moPn8u5oL^4Q03bi}Y(zr*}-lWkQA!zT#=0viqky+W4*(Anun5iIe&d^YO
zry3qQ8MbOrfTyP}jRZnps?Mn($kRH8hM1KGUMX8kT6*b5FsmC4Q&#hT;f7Z$#KGnB
zm-HX=sxu3*#f0uK=@Ja9g<$l;-qpSBIdzG0-eSs0NNXqy0BzGE_O`MpLJ>Q%b~dbb
zN9hD`!8gG^YVGK^$bD?*^%Aej#JOkRZLtiXjgP3JBNU9L7GmUjuElZk%YUtK>ld+j
zRQlmVA6S7ulU0K&r%H-4QA3%fXlzFru{ksd-?)UMd<A`wAp{K>T3#s1O5LI_+wYJq
z2pq_@nt6kkE-QPQoSd9NtI@O5<_@gR8C0`X;M$w%lA^x1**inCuklEr=p}MYtsN~5
ze`PXO>*YTlLMcaQf30-x>?kkY`s$yBq!TRAJGu6c6f|b}t`>Llj=X4+;_R`yNe`tp
z;49!nDWc;`E}`rDjv!%X?2kNh+bk&2#kgT?pY#yFe%;epvwp`1)Y2%gs{MIbL*;<^
zAIWM+Y+iBkS5<(-l(}u|dU%kpc?hCs7x}jPsp+6@$JW4!*dBk*$CfvvOEEa?0JEW?
zA(quN@!GHXou6ukoKL7-7;())uq$Oo>~8u|)RsSUqlHA(b~hY}Aq52mvm4FyVVi`f
zUliE2Cd0S9{98CK?QKo&r3x9m&&=ZAPQLDyy4jX10!4?=<~PGZolEmKC-$e&=D@P~
z&XeEIcv%E68YnKly_9Gi2WN61D7E8TIcR>rUBdNiDC!`kO#;*O3p+ed5mbHrA-D-(
zk=QYx7Sj34oc9-$inp|SiGt9OWak%LLNsD)F^vIUKClc<I$`UiW?X}}1=}Wef)q3f
zEAko++#0L%2@)U<4VmH@lMzcHo^4OrW8c3&O>BTIA7t;PQbO-BG7uSrUg@3wyKH3h
zM??V4cVa%&S}d>LiMTT8kb@AMSLhDmnqRK4i_Vl74ju5D@4G;pVm1^Lbt$V(3j+nS
zFS&b#eukYqOAvyTJ7)&ZrufAz%;nPa-tThd?9*$OLV>QVBziA>o@wmb9>ce<MQ|Ua
zDH`DZ)}`GIygC+_ZJLx}&Lh#9TL&PE`DVctC8d!tz7q1$EEkOhS)OO<=D&^D!fOib
zqYwh!`v;_Z&HAP3<}Urc>U*}%ecC?Ef=Xo;Sm~Apozf#A4xUy%H}c`Z?FKw}J4f2y
zC!t*<>MDFVN6H@{x1`2Bp}mcl4fYHxGd_*b^+oqS-Vr8FN<yzDXldfO&w%vD%n>NR
zP9G$PV>5i?=Ru2W7-jzLVY*b~Vx_ncF*2Sf4D<C!j7RMop0cuJV>f3}50!KLX9b`k
z)rVb7^GA%B^*ABbh{r~8>bvz4zg^h9BnBXn2^n(@IG4wi9TpZ9Kp4Xu))H;JWf+qH
z;MaspA)8bCODXOSAC&p84Lj4CR(r(jtVnccI+=jZHby?R1fbZ1`)oOFyB}UMS6kW<
zKD2m~;@gbgl(-h6%I`KrUsEns*C7O^)sS#58a7W1nrF?X`L1D-pU*cScZ_o$nwJj1
zBM@5(C!QE{c35S_^S@aSU_sU``oYqsrlz|TDSO;_0y{dT$P5`sL6rTPd$0WHhepFO
zdmj$1nsPudeA(;i%B9Wbs_ur|@Ew$_JUzsP{hmUpd>`>5Br-?_;L_Hm>icDy_@5|A
zfyPqQ-0ytHS70|{2X>HK>k2$Ugsr6(dzy>@(S$luRW$5X(SB@jnFEpDj+)<aS3Z-c
zAnIZkU|Ru@eBCJ37L<tDrCiNu)Oq46wQlly1fr`o6B?R$uFjJ--f)VKPYje~`<h;i
zW09DoTfvmGbr~|BT`6GFEZ^}e8HdJzyGpTKIGbVZ_1$Le1{pr==<@n`kyl^EB-lOP
z?P-I{5DT=e)eKX4Hj@d^c~|mV9y~E@E+eR`I+kcH098kLHbezny+`8mAfU_!jI0sL
zs!b~`k;?aq33dWSb*R;y%ut%l)STIjMGG^5&&SAq4|IT`Y=(tF+1#M75L^%6H$==Q
zzB%X9v|PV*u$NKVo~gd^;~76j+PbVAi#zaZyOdJ^-hg_l3=LU()Qku1=t5COpml+B
zfU2PY_khh@cHMk^SBUDGwb9_&H}o9*&L=MQ0D&NIfAjI3*yHBgw#xxa%?xv;>x+LM
z=I%-^@c@g)EOs*F>RZk2n|Q{Mzd>;9VA#g*2gJ}@cx!_1HHiV4vU1<N$<U={uvc&V
zx{DuMYs$1)L%PFmpSz2n9dayC+}XQ@e@0kF&=uxuDBX&a?*pl$2{!nU2nxa+UxL<A
z*A@z%J}I};Dc$m3#e5gX+SGAiQwtZn<)ltQ3+)%7NA&=q?cXMdTw}7YgBqsrJjY`N
zoP7O$t>L5(C~y8p)%yj^`m?nS)_gf_uSnF-S{=eOZ@D6$puVd~+U2r)qu^O)Z*H+2
zHUD6hMP&Z6NZYXzq9b9Kv%)GjWlL_>n%q;;v<q3dWYYBc+!MB)0bKB^ONxx+i^C9)
zNS&jXtlDmQ#dAEg0}JUcCH9<RPgCZ{kGFy;<#ip<LY_Bty@oTx#U%q(xJ<I!g==O>
zx%UyI*qYZ-WBngBhBr%}o1j#Z<iEd3OS4%BtDCS7DPwW46g6Z>!4F@U+XZ3HA7Ow}
ziGIkxnVfp0G#DpTEmDK)A=^DWla2bm3s7YJ`b*3N7i;U@CYGaH-<;Wh|8hpaeNdt_
zeJC$W0PlRIzChQAzUtn3H!g$24SH0JI@vO5rqP?G8rOKH7!`|SB-p7VGO$f^@;_X7
z1lQU_$1JLUCn8>#cjJC<#}KAmc~k}<p$L@td2=Ca$lar`g>L^WG8fyZ6f(<f4Im#u
zM$JN8I#cbpt=b9JK4qK)ipoZYYoZ$>CChC2SfOc>yN4N}d_ksMn6mj?xAYYyNsyDQ
zy0us}do<Mr=PrD+>JADu<b_;b-achcFen{Ik@uIIIcJ$A!K`E=i}#&I3Z(j)E_Y@U
z)Hq{?htztJ9yP{UCXBapYNb&LBy)RuFf27A&t6p_IorOrMx@@Q+9NUEd~J9Rg--SJ
za?^Sn-hiA<ah(RpLvEh|=MlFv?>J-vTHIVrzH~u%9)=AXD5fk#J&`CkFO$E5YU?Lk
z-u!@?uQj`EH?~~s=#}>?P_<>6vUz`SGk?zJ%PP#ij;2o1PBjZ^W9LntDl#kgX{6Tr
zjTF@6?E4h4JtZ`|ovZ*)3=W4HD)`$-*!HF=Vg{6l;eA9ildbaXEDjM#^B>*BrI#<#
zBWjG(Ry*zI9K05AM9K%;tdjq1vd|s*F{@|Q{9S~!gq_9iV}9^41eBIZd0aUbULMP#
zP6q&w&xVNnxye@=Q9f}fQyph&I=DLg1r&jw9hHREJUgznmp96PqlpJ8_;ZHCl+qGT
z>zoOuZ>xXA##YDy$Zs{4Sk^LlOe;Ek0aKn8u{*L&_;DX#^rm4!&RX|6f6hDO5qmqc
zdhf%n2$9|3Hhb^C!PCfLZNJ81%8j_c2?2vrZ_O%XjXbzD#;e`qB?doNH8!|RTakn$
zY7N;A*0^U)u#}fw(=4L1Gu_Q4(Z$6h5hEzHvwwSYE-P(rNGijOy^3=CnG`b&blN6~
z){-srmN1Joiv8ZGQ<XbMX<&k>^3D!pGR<A$(dhTb$16U78eyHGH;N#{(^}{hVyFEc
z(}H_rkdb~o=Qk!|r}F@=y7Mv2Eyxaf5Y$bj!RPi74t+5<ky-Aug~#{(<a4XEd*(tT
ztnWA+L@4b&?FTr<tCFao!(dV{X|2T^ua2L;;eeH*bRVf5nMqb~327cE3vzZ|3pGLT
zb>ec>ACb8-?2+^YzFL>%Utj!yHWZ3f$?=2kk95!k>f(=})C_m$&9Lode2uksm8!hs
zSN?;&a*f?42K!_vGO#+$=raj|b+YR6ZwjpBvcj1qYfF=pVJC^%NiL5p%a&)i`@fWj
zGH7TihIyZnoGxyArBl2yEwt89ZkwE{Td>uB<omEo1alQ(6)=8-^C_9PHzwxT>Lt^-
z3>Ug(O8!J4wW9s-kg&aGszE@%CT~I~f6eZ3LDlc${1<yGc+UCZDBqt(Y<v>Z*ZSZR
zMcJt2zhflb^!w>Tlr=B^iNQ!zECsb>Koy0*CKi3-osT=iV}Bbtx|Bkob~0|??rqVi
zKz}h03^QAM8I2v#021P$?Wb#Q>##4rY6`7GZyxY@gpR|>g-e^3ULlb0DF|x$_nKz(
z*2h)3;nmgrLaA9?*xr0{F^dJJ49jT!AuGNVI$>>eZM!z4-V~9(^M^zW0sS^|a>4R%
z^Bi8PwN0AzX6maP_MoBix(RElpBciYbmKdqA}C2=$9_m!V0SGpnUW+Tv1(|wuNfTt
z)^^*GQywxW1gZ@7JY3>9rUGKBqRQ6Ye>ecPix^D|JUoO9Xxb^Us@)BT5&F^5snk-(
z&*BpQ&<vO}cD+ZPd2&m>iVNr3|E-YL&F?dmG?Ht6CJ|E^B_IEt{19c;Fp;eub4);a
zXz{YZR_{5ye#GZKjcNofR4ogUCCJ^oybqoSXewGb4l~Ir&imUs$iuWR=Cuzr0eLD}
zUG*?8=J6zyjiBZg8nBUNu1_kMO^T{<TZ)rmCRD%S8w05X6h+>g>6pE%@xVDc<jhZg
zdAB$4h+!9dKyv%&e5F~JQ_D+cd$a7RSOw^8xsX%2%srv7-)(+z?!(MwyR_O~{)dIw
zipM*?EK!1WJvB5`0of4U(rwX!D^{gehRc6o07!zxji>wfC=sMeHI-2zQk*!C6I#Ks
zHYN4}Wxgj%e_82%UyZKinIAY(lbIrH)*oZQ$yE4!DarQX(+jD_C2e97pYBVTS@28~
zXfx*Ry#V;)r(8VEu5Le|UMv^2HTz-xOc;wfheBgYv8{Svrp(L;bn<*fiP#V4{&g!y
zoO^b*IKO`1ks1E7eq{07ujMGI;Jn7-%65)5_R>TDoH<wZqPm#cU^*x>=#XWW&{&Hv
zQ=5ylQ!MlNJ__A>yrkVr%zokuHH2ev`9(#IXlcYu_p0;>`9m)3LJBr$k?wk;P%YWt
z&gSMGs@;?Tud^HTu%5i1#dzU8hCPm3>5wop7a$(fLF&6dsA#|28`K?GCo8(QlGO5^
zl8|%TJ{`~v7bf7SXumE`sFpd`o2adaKzW(PoH;R=V<JAFukRC<c|Hz-oByDc`Q+|S
zlX2=7G>KNKOboCTC?Ezkvy)l%cHcn=WZw$V4V6ViMC23j{Xne5!!gaXHv;D0P?kY0
zQ=#FuytSR2@~sL%1&D=)uA7ErvV<Z$eHdu<_`{dee^_DzN`lME%DQA+d(LaK6qTtA
zWrUxTt80>tMHb`L<;+J{0mwGCwOtJHoaso2HO|vYp`SW+>O9bTW@<xODkT2n$B*ZO
zNQfjypr4@eM~)mhAALsBZ+n-~5(M;h6+jq`y-7d;OGN+x_SSldrN*ZqfO5JR(#%@E
zftx_xQ8~rU-R*~DuKDU`sgZow=8cI{K%WU{0`xUj#<Bf|H&EjJC}gz($6N}i+Jt2~
z(LN1Xaz@&2aelI;CC{qL1symaUWUOoq49#DUA`=;5Ex1`Ax(mH{6uLNyE~I)Z%3id
zO;0By?x`-{!OQikI>v_T>b?pttF9iZKv2x_d2wpwf8yd4I~CjqJ_AmV_Q+ZSief<X
z@n#a>Jqq5F%8HYZr(Sy`H2?*@Tb5au`}5PwG`tjcUPRl@&MtuhdUG!!Gu5(leuane
zR?wdUEyT#k$qmx$aXzkH$v^9v<Whl>l9HKWfg6vqr(#uT*LqXZ(kNJa#!tW*Xrr@b
zR#hH!!Tu@C5|orVN53_h#Z((+<e?cI5}5ZkhP@9c)_xsgMai4Fxgvnr?(P7cl6qFw
z>7QUhLzZ&!M;D|sD}he$--5dgG%4!*c!Pff<2LN^6ieKXTTm<QY%ocp7#qwjxEE!(
z2!aoq(Ev)}9?)q8fZXR_?be?=3fDB4E2K9GC<i<WTkTeKiLfNr`cAbg0VAiYrU4tc
z5W-B(jL0Oek9yl<WQKhW^z{6<e}Cda<8gbtq1ux;WVa)exfWtgn!9g6#HRvzbdkK3
z&~0sBXZ$vED<o_!brjeL#K7IPB6YJ(TbAE)QCz&^Y98Jhu$S3zsHlDTW<egHVzU)2
z4Z(kOu<hAF*w{SaVvf7po9JF{r1V0=WK-~JNJQpi8YLB-N6wGGC)>#hiYX#16BA<a
z0qw(Vd4=%$4qT5Zz*7C8Ep|csk*q4l`=^R^rz;K8pLfXB^PM|qL&Ggk;Z=bC7%?ub
zxzw_UlZec@c~c@eTXE+poLwGeZQ;XTOptEq@9#%%1u(&KK~<9gMCUeIv$d})vH$(?
z)2B|7{j#1va(`YHa^0$7ZpdM7c|M5&#NWhFB!BVi=x7OsEe~7XT}FcI2W>_Hj~fA5
z_CyC5kCYW`8RQLOkeGw-WUiDba+;g+XkcPFxXU5PFRQIb4p`O=m)oeExoT-Nwd!s(
za%6bk;29V0SPTwWH)t>SP=&Mky(RlheAu-TIHu&29VGL%Y<sylhk|JrIm1lpOjY9Y
zxO&K-kcK#l27O5KAq8yljAge4O8hgs5O1jF3ll2aDOftl`5_p+2THlQH3O(XSL)K$
z;^=Avkv~{6CPp|>v8P4jpcasu=KSy)n8{(8;mBl;9#o_GP=Gf%6u)ZQzvCmI&MCgY
z^_N189^2ha3Yp6hyA70n>r$!&=PxVu`gwz~sS#0VR;jXR;E@>e+*`qeltO&RYAX29
zG|E<<D07p%Ia1s^wP{tpr3i&KcOY7}Xez`x?JvFDq?b%SIMh6e5(Hz*WAc|f)1hAd
zy>6W0q2aX9@ZANqu%FL)#i91uXl)2&DMtbd5zg*Wrd+i^cnFx>$IA|Re;s{|1=5M%
zCr-s=-%hYWB+IR9lxeH(2^IoXdU&+wXm!cL{-WLz*pnJ;g+gMorqE!n^k{|wUUg{M
zu%<6Q@S?tfLBg1KV|PGO9d>`nfK;pUi{vwYed6QFQfaXZB^0<X2eo5&PJM6W^n(xW
zZk~tAXQ>TbWhk0Le??dIjsEFx@iS|KhKewe8k>^92Q=WE+9C*MtcsqBBJwQYDv#*6
zZ6WN*YJ|JLJCmf7!2M}x!<3*gdM~f_k;g~POd91pj9*{Wj!pJGUUMZ0cihY7i-@E`
z|6JcgK4rmToVnz?e2mFUp}rlKku~_*6hAoze65jt2GvKGfJ?Mv9-teSbNpsDX@g$l
zHsdWxHa5BNmf819M7eMZ5N+4?NdhA(u!P{9t$ci;VJ;KCzW0><Xh(U`)FE}?g!;Af
zxhBh;MFdNh4HoF}4w_lv=`6zzPC71`oBO<WEhOi*mYb?YBOJa}4I9m{co|uYg5%DF
z4p6#TqJEFPz^uk3mvZ{Ez{A8T45_WABS2I6@0Xc2qg3<BNv85>wYwwAmhyW)UBG@|
zY|dUd{n5w6F6WKmlk>m-Qoi@WPTiu+@&USlp0o83$a*eU*pO<-iTwP(<S<0i6pT$M
zWd1_c<eGJ1mKZa$kD+Bo`c;}Ybsr6D9FDOsBkFrS%k)=f$>b^c#mD-p?rHS%gK5W~
z<x+`oY`CafTQ+DZDJZhJOf`9a%Pe|qXT7dPAuDL~wXM1YeS;DTz9CvnH8F<F;9Sk>
zwPsY-WoB^xb51(4px3p33#o}$tZP>#^twjVxOOIQVl<g8k%3Q$6q}-Z8C}8az$E;(
z6wXi?vyFp5Cb$dxjiuFuAP^0mL5C;d--dlx1GaD4pRof>AX{CQTvG{}xLNG&Balc8
z%MOP8&;)Slrg8Uqx^w>}$RUnVz0c&D>}DMZ<oD%2!3DeAlzUw2+aFSJz-=`k>Oc-5
zl=IuOcGoTsk|t0e(WC{${A<uzbwWb0pWE9zfKkXdU$`G~>lkbSL?HNe@V$dF%z(vP
z0=<U#=R-1HNF{SYi2Rw<lPJevpvPa6ld6uzd$H>xx@Z7r4#t=qg+!`rG7)f)dAO+)
zja{5*ws{vHZ*VgnsGL#RS0Lx*e1F|hdh{c*D@%RybSulBWUmO&@9)pkP7^V*esmH7
ziMZ(aKbeXLz^ncD@&7e+@%D+gMzQ-?ZTa-fjP6`d1{>+WgSQS>R#r}f5|`Mkw$(-H
zHE1u+ayP23ueW?^=I&n7&}Mf-YW=fs#pT#&sITqftEq>E=Xpba)qm&4f64s!zlw}*
zNCgK6SGo_1W~nOj<%PRAN1?5%w4NHfxD;-V0pCDFkzMfr)nVM--PJ<9W&bC5lAe7$
zMh&PLexQ!s#n?6HyAKuucytkl4R{OuY%Oz)9n5``<y-^kg=&TZb#7m<z<<}ONus!M
zU=QRg6sArbJ9|xo$yiz<f7}IfRwvLhr2$5Zf5m;-+}da3_s@YU*WSAfF2LucsjPSp
zc>J)rDR6cNR3?LKa@Vidj_>R-i7nH$W8U#V3os6(jf=f~I}`M5B7%e<ZZ_2X`%94R
zOW;l6v#wvVi?IN(6#$RE(q~dl*U*qlXY9Y%9Jpt6Pz!#FhsSwWOI!OOR_y=!-K*et
zEwu4xVJ+d!VjcN)QL{Z662P&1^YrQdh3^%4`pMUxENlKr<%CZ?y3r+hIsrVkj)wlI
z|8C-_EcE~%l{TiUb3hC5Uw4xL-J>$)V2kV50egNTbP4+EpMQ#FACVV;f0Y<5h1Dt4
zPZ4?b>Q%U>66*wnP2VRb-ZeK*oSvT6F*bhtH|pKHQ>zvX_Qhx5roX1v-_h3AyMO;3
zK(ZEm@vC)j4#o6jLT$jFI!6oxfO#5FNYs0FRKoma!%R=vJBSpZk$nSoavGSiNkCBl
z9;Sm_`F6Qx)WzD`I)ULcTCK}cF;Y@ePQ_GKRk4u{m_GS`SYE7^H?mOgR!ank$KcJU
zSSz#L(}J|~bZJvL7i!eM=LT%UuVC|Z)6qZ&K(7<;O!?xD<i5D$um)Q7^$0E@wX3BT
zm_)o#gsoQWc`-w^&HU}<xQGDBAcC1if{pZr3pdgAzmD($BLL_I_8?{<70oN1m~;Cj
zb4TIN?RlEC{%9z>c=(gsNM*riJf0}-a3V(jQ10Rz0}e%SiVB5O_sz{kH#av$tv=M(
zf461GhswXXC34Nf9eBVoXJu}=bR}P4<pCB%)Wf$QD=p;5d)Q)Nje&kF?%+89YAiwg
z8j3`Rcl<@*!aAH;#9%7^ZyW7@?ZLnsQmM_TC$9mPx(gQarT6ZwpR3$t7g-k&+$!LD
z>jJ(5>dx4KyKw&<x^ti6UlHL0@iPN@(h4B)5V0FvK3owc543zdz8o0q5Xj%BcDy}a
zi=m*r`-GD(op0<}KuGu9hWzd1U}|-8f$iY&A&+1IAJgRve?ncqMSEK{iUYF_o>2Y>
zMf)GnVw+~k#1Wxu^S<NGbYUyaBo0pg>DAi*GGxEYvv<VEFNMOdO+6t$X6M1%JzoC8
zJHzq@ruf~GLL~gx04YgKPfz#joSU8PkgOXQVcDUM&9)#P5{~?zO)c#fE$#LFL)&Tn
z0jbqz2f4s<buyvfEghiT$f>BPkag}jy)aY~Z)GR(fE2z(UHS2hEA^qi^&{P91uXDT
zR(92--km&DQYb6@=e|NB+a=xPw1CSk#syt_lb@ge6=haB4e+e2RlcNk^&1ek_;f%=
zx?%bhafSZ|62t)XPbgfxc$?)cRyDc20z0dD1xV>%fB*c%#!UTl&_kLBxdh*{>e7p2
zd?FwSqX^Y#L{LOozWi0|>f#QB)@%MtAaYg-s8&l|olKf~1a8EKm1xLL+rMGk=MqC^
zUy+X3)GJRiynFXu%ihkCniuz<V;2Kkep5>dxAD;Av{ig6%L5Pb2d&(EB7`F8-w5&|
zGr&?Tc+3;2e0cOvL@#Vg<6chK2hYZ^x^T=iZ-Q>sXG^|OsFf7ofUfnWFCWJCWxut>
zCwVGeX?T9=-C1t;F`!>LcTO)>^<Jmn5{%gPmD`4yn!cwj10G<<64HY~J^o8X<QB^^
zjI8C=n7Z{R09bS1$W}ZKiPI|Ftu~3$6A+A>?g%<3JF|(Aa~k+@Z{=%4$*FTZZFcOD
zTK)pOHg<S{<1ZJ)?M+Rcu>I<QFC`=@QL6{1fx-Lk<};3Oz)NzK)q8nd0Qg<|-NK#*
z{%M1c8J%l280iE?BCUAMc{G>NQWwx@buZ~4<h!<GQ*19FF#$<Flep%R3->c{$gK{q
zI+Dx&lF<yD_)^nqY>8Md>^G2*y!N9T1F5L$bTyW14&RRkK?#}XX*F)E-zywvz*<E6
zZ89c84Ou>9yBcAp2Fm}nySEqPJ3a_*Mug};rMI`-+gv4g%i=Ns2_@i$dF{jcuYz-C
zyl-sD&%eVGb31`SFK&=3FXQ+j6F{~<X*WCy<e2z337Bx_(Q>c83r9ez$&6b2#Np1L
zYltu4(;A(rydKbiS2J|Q?2mjc-%i;`vJZFP^*B@P%GgBNvVuSum$*bw`$IiJ!pW~&
zfvEHFVQxBLBJbY3acI9p$e!-WQ0bHm1vYl4nFZ{U`tC*^(6@}FnttC}Ae1JFk+(r-
zOR_Pq%NuL{6(ymc6v27Nqi(OMNi}$}0`CNpPJZA^d~B<(Wyb)GV|u)bjZFmY@@`A`
zj{Yz_OAW~~kU`Hc6ekX5mk(UG4mdZ3k4pjxI>PDrVWNWf_>GY&*SK+zz3>BisoCgd
zCNrP`IBcfMfs1aV*}ZvG;xB?mu`nwy8p%)X6}v`~qC6xUs&t(VghaN&%ZSSf5*Dc~
z)~|LSgVycyG-hOE1T4!$zqn=~F0BAD;%nVxIJ{Ct;c+pr9-=0|c1O<u)kR;c(8bWB
z5XE7oQ0fotMgSPSgMpyj3B|;^qI!$0vd>-jd=tDn`whsfP9VhchyFl{ICM&LpI9L$
z*pHq`p6jc)4`pk@lA`1-u}<GkajO!9Q8TzLn%o#}Z9va?b+)^Z1ZZuF`%4aG1QUcO
z3=1wC@$>he>5bT}Dzj@It-krJK)QMD-8K;2m1(;iPuc%OXNTrLITL~!%VMSWe#WVM
zuY&xz#NXASW^IcZvpHHvpeXMS=a$na3MZ<&Io~EEIPcba5XkkNT3TAEQa{Dz<f_IU
zlWhH79X??#zhxS&;9eKP$xr+KbGu2|Z~C9pXU^P>6NKi2^_`Gu-<WDs9m+H@ggRFm
zPDbn@S@@44!`bH%X|^;N>GZ|Zpy0_MkfY48ErqSc36dU?d4TUrV{lB=0&TDToR1D@
zEwDKENJb6OPLA5|y`BiNv3dX{2P{pH4roE$husZen@=2WFJA(sX{fjsCM{vzq@?G4
zjuhW~6k_)%Kl=`c+IoULV<y^PG1UfH9_G{}|GKo{Xp_2a;D~bqP4C{l>!jWy!z>!g
z6XO`?QMbY)Vg40FqOK^C0^$z~nrq_O2#~TsD`JHXus+og`X&O$HL7$??%(f#hED{~
znQb=lzY)0ZnS9l@zR&ZMoLn^um<>wNAV6AH)gwDrrt_>y`E;bqa}SGP*euJXiUa#m
zS42ddcVqyWlTxB_MfeZUR_Kr{!@51g46{L6kJzC=zdIlF(v4#dK!C0Q5H9M34j1Sp
zi4zw_Yf3juNz;;`3KxDe+QF;uK9JQ$@KFQN&$CtCm;X`#0;0*W5>%RkmdBT4=7a|S
zIS>12o{j4LId>ZyC?_EN^7Jm3n$aAqJVMQF;2*Bj0I=z7o|vNY3ZMSNXd?M9wclYP
zpb*IWGwMtL*Yu70s=gbUg>TOAiiwNM!oEoaKEoU>m%=#ulauqUb6|3^2vwtI_mg=g
zCPk?;Wwd1=a=r(898tWLqFYJ?pz=sF1>LC6i<I0rEhuQ`TwCm_QvExghDrVW`SZ}m
zjT2EDK0M$iDkvA&9NqN3J>!`)#W&i#!g~{<u_OQLwLEN)GDTodn<)rJES-wLCujOi
z{ex<JN38AU%$a)X0UT8=kH`;&9c#nM>7!6PwpW<|n~1V;94oGloxqIN`Pkz~2C2z+
zS3^u#$O_0QmaGoSvV7f>0vjx>54m@|7yD(vuLE7}k~4T@&Q_&-ri4S6PKWmm#S>x&
z@2Pahz^%_wM{6V)ObHY%T=;B%f*|XZvD5kYPVt;HFKW*3w3p524m|^Dy3=@v@;HOu
z0Fx`zYer8I(?@G2#)i^r8!mvHpu_$+Q2YOMRf1Gq_)dt40jw?vRBqFdZD4Yj1!M(E
z5Xn?*&$6r<Xg}g0C|x5VXO<B#pew3kCPA`+4K;tOIuvh?nQRQg98NUvQe#C(_%541
zD^?zM^Rm>;m+!MNdvJyG<Nlnde|oUTkg}M$C}*Hc{?KrKTSmUwDcCxs^*BETVJoLz
zbF|UiEMoet_B3$XO8NAL;?IZ;?ANij)M?CupQy@Z<(*mLWh!y59wcNhNlP2DLOJ|P
z{vdrOx+SNs-ZIW)XJ-d#b5*%=!eqJk0>})t03iSMIj`N7G({hDHH>qfC63WUsB>8n
zxDs(pTPM*zqPfF+4aLe(vz);g1(aqyNS0c-^9k^4WZ`8!hOTfwng9-@>gII(Od@h7
z!NRFOSCj4`*Z1GG$J4(yxUUS>-hNjhU1ttk5>ir3Xg&hD-Wcnn_U5u)?RigAqHlNC
zkcbwmXt5yo`?<`}p3}kuWHQL0$FnN@46T0Zc#3MUUqWvVVMbwVjim;WzSjI=CQ91q
z^M-WG*SO8j0g+p}jue=7j8FD+fC=$O35R_R<o!g^O`~XYH1WFI?<&yq{eHc=oVsj)
zC^PAPXkZ95rHyjWL2MuKkDJ{3!R3+18`Eb6W-R!k?_l~YOIZpPtB7i|^J=WU$(Dyj
z$G-JoPgj71u>_sSs^eyTAVXc19y<pTaCNB{jzt=2fS?Qn5-TAtVtYO|HR;tcuJ}$v
z+Et%jrqip}Q4XwjJ&&-$^oC@h(KgK!K6uIofD_I@NM2znU{0Ro`n16!Lq)TBh56zq
zoe{gMSqbfDYQ{mHUz8%NqB2$%H2w8tRVIfHwDc34hsjDyJDGZ{&x1}i4OpupVN5}|
zlr#%Hde(}soMm%<vnDu{a$H6TNTSz3oNXe3Y9*A(m&^Yb!NJ{ZZ8t^EwF3Y~v7&Up
zs4_qX52z@79YL8%u)6#-3!T)(N)@H#fSZC2E@$<#J6c*DV1;<Mo3P)~O#bBC6yf{R
z0PynJrBns@Q$M_mi}F#qYM`k189X`ozeItg)~$dqQVpv+Jm^ihAytGDDD=*GEKX;n
zVo!7rIU}6XH)++k@5!gFKeB;S(p2u0s>h3*ySln1*IVZ#5BeRM`6Lwd^;fsmI~z-p
zS2Ax49WrA%1?Fk19sCkig%9<9tFu^EJ78IOc&4<Ydq4p&el%W3>2*$zDDj~;S2=2v
z@I6be`;WBj2*bih-#XGJ5gS)RPeJ(iafVM^#}+m0)3}lcL{JFCW34|<#n~pY>V)Q<
z$I0VRbRDJQ{qSM*!Wv2Ydpvl7oBW@Nm27MFF9j>TKG*AKrTGSou{8k)Z->^!1{oAB
z{h4!#Y=8D=ccbV%zq~3LI!{t!V-F>%w6BRX9t*|A^mA_c8wj(?s@t)Dk9Svz{maTq
z(`)o*>5IU(>)jm|pQ)oF=D8O$_U<PpD*fe{<=@28dRl4!y&e<MVs?B+MIxhJTl;Hy
zUZ|<HsH})Bv)aI~Tds$-7Wt3<(YT7IjqKiTGa9?mo9FIPL?yW$QR5~h)YSSyqEX~w
z@VeIr{=g5@m58I)b?-fRmEz6Mdr2{N-i~T_7rw-Iw%f%AjOb(=|BJ``)&<1gDDrwE
zx+hgDUmlJ%zg&YfA+BMYm0ZgH_xYtK&3eCo`b$=hBrc|f78ovQhvqxRym+ouv>JWa
z8E!5Z%F>x?wf{g{sj;e+ndX8q*lJxIO>DXUtpY9Q?_`~YVc9l?-W#kDqyH{b>&&K)
zZ2q*R#m4dOU(=QGDg=+E{NRA1B3ahW<7fNxiLYH>?0jn&J~1<TF6cG&lFZwaHKQss
z5`!jxKJNOzZ`oeuFZ<cI%=><v`C-4dR{|c*uBsA)@b=<QAtK;Vt%ZLsvxYfU^{QON
z2xXL;5o`GN>p!D=rOD)zXS+Kj-t8zoUo?Y6T6Co;8nV2tg}$6;EF}a0Krq6g$>L$b
z3k6Aksf>j~d4O#!4OpEYkc3{rzE>Ck9H!vKui)|CFtY_XOS79)ow#SU2654tkzn-$
z{D1Dq*J+HbZD@}DOHn^_>oH|&LgFi#fkNFFcqVNP;^5e@rFlkGa%C8EXIEu-GpNmJ
zZs+<cD@mU$<LCs0Vb-)!$_?M#7$J4LU%!5JA%n(!U$S=k5;axUIqI-HlsTUlK6%|p
zroK%5?1p&#`9%*YmTVfCUH8~O@#@zbKT=zK!lM3uNraYa9KA+W`L%t&*@bwLZ?NdK
z#n@qpTlTL!5jmj~R?F&dD}SxTd1YRf-CGj5Y$xV7tbQl=AsenSg1K;+`*BQE)H@)v
z8imtK?Gr-7mL{56iEy1Nm+t+;?d>d$@%l|C&TB8DSo}3AS|Xit;h!BN=%1T;K_9<A
zLp8J+zMGHkc6M4ar-w)hxCYRaT^;0+y(cj>Cm}xyvgcLe@6;mgcVzjm?zl(k%xb+Y
zEsVPJg*|`>*D4Ob2lM-ODdA}@3XEX*0Wq6B-|Mw87(H5B7}UO{3t;hn(g7O>b<;TX
z8o2crJa?IFD^s<%(VLT5BXb*$Mgo+lBh!QMf(7k(Ti7*2H@j(Tr*3a>dJYn)V%8=`
zL-A6Il$(dE*$$>R^I6xRNL+!>pFd~KJ#j-+!!{lzbh0pLSkLS8N&|>2mjW_!6dDfl
ze0~6?rugb}pE}j$hmE~VtqfxcJ_{^swhT^MQxaEx{5yNxuTydWB;<h}_cnZo`Hkf;
zQ7NEzyc`F#Ml_k{+&KxLMqImn$kg-Y9DJbFm*r8f!doq?ZUa~M=C|%{DD7+>e^@vO
zR?bup-iyEPHJa=dNFLH{j}?#r(>#6!)P)rgHq7MvrNM}ongocfN@#U;wG?T<!Z%8Z
zAz`c;o=PMo)NUTG2V9-cpYO!)8*2>mX_!rgv*;dPz-G|jb`X$6V1k5pQ3yZzfXMR~
zP?H+qBXMd>oqI|%r~Reoahs&2@XJ8@EFTg@s*w^EU%)IY9zJKqo?L_$b_X0sL0G*3
z$fM2-8fhkxFgHX*v%rbpT<)AN+C8Qph<M*Xl4)r)QObr;D~?N~j@5O7fv5+=gGfcE
zuW$Ue&=r4RyYQWa1f^;BI8Wp5)6fQ+XzQT1nDsEvRaHLj-JnhQ^r7IgY5tLLqiLO+
z6#&JqEC5M<=vI%~Tuq}?c({ernvmuxn}eRb@DF#9AX>EYQhocTbsf4vl7EP0YqOLT
zg(o;*Z<P<ovUt&EC<wHfg)9OgQJ&(avC<{i`yN3V{v&gOp#B>`Pg5cbl__OaKuEg7
ziXig=Z<}S;pyz;B>k3Rz2o<zlkNxj2YQ?<i>e63LR~&!z?0rJQx7UgjmSQ@H9;Laj
zfOP0T5z83X_^~)r<vd(wHH(0SEEJ$;6iyV}H0Ct-xEApJ!vmKz7LR46;{1Rqo%Z8_
zf&3xG;1#E;y?g3A0o=C35003ZTVFb-=zX<LsHWS(F1X-u40+Y#n*Osq?2^2Ws{gD$
zcO*e01)Q~HA&i;M|6?$c0;D8;;VP7)X?%M6dG6w&xuI3Z@p@m7*>!&!z%qh^!%18<
z#z3@*Emupzc~idIK5Aokv4_90WxVFV)5H4kc45n!-#R*E@og5nApDT#AKn_dPt?+j
zU5_Q5bb<}pjq?TyO@n<e)N2VuLLct03-PutL%>-TBN^fWoQGpVYU7K8Go49kUheI+
zf}N<!7=`+<0o}{GK!YB6iQS`*6a0;P_X!-V?|;;axo=|9EoljY1g+x^(*N6`z%6ff
zz+$Di!hT}QM}6y=&!blaVu`(hHw4}N#>aAB8v3q<JES`H7wQYuoLBg{^T*$)?DQ3r
zlth5sOIq4Ji;}XgpI_BYTgHfSL^2b$u-?s0pJWkqx)Hbv-f7pp{D9!9Bp>kh{rl;9
zuxtcaOT}?>WhVCByLaM5mYjd_>eVipM?XMT)Y;Wl<=51d08j;k&Vw-x#2(87tj($8
zwR@a1uFT4hH0+T}F;YQ$z-V|tBO*#!xSr^52N-iKZ~};qSz#-$8e074dJ;y#Fr11u
z7-gCQrj;1uJJ3h;8^P?Dz!qaEhy?0#QQBOpGQy+a`c)Wq$anhd+q+%^J8u0uC%CyC
z*Oz9y(>lxTL8is>gToWJUEH_H-F3y)^LbjY{lLP*(=8u7$eDU^&ih&%^mi-UOy(Sm
zQ!`jb$n{?LO`s2U!3lUEs4o=124sSCHG;*+LooB<R?Q)ZhAq|%S0ba@x$_LMf=|vR
z=Axov-GDDEKRz;vos<L|%#SsXql%s@yxeS9XO=+j;ej3xX%XZ#1RoBuNNTJbM>4I2
zLKkJKwgCaKr&Ywn#7xmXq1HbEp3=Rg7uUub)$_I)4ps+cLEJuig4WEK@WcNA1xk()
zcUC5MG;nAkb*{*g|Bsh<%ShKfMO6h4d$qf`>s1heFXW^>E!jKC#c3}QcL#TAA)x3W
zWJ&DnnN95^CJC2j+v4Rh!(@7!_>9hS^ew7)|1)&;diQBo2xLaFW%Km{t<386C@H8n
z6FM{8@BJlD8_05i(_A$)WDS?-Tli21%1JE}12IZeaVi+LWXAhjfYbtp*q5)%%>oYk
z*9$eP$Uw`fT9jYy$t6+f^l=0cCMq!)@8Y5cL{ZVzp{k=;h4Dz22j))BYXoo)FS;Ds
z-~EmXA`lIDd2W*`TglW*Tc8vrd(Wh1l)%;{t$AQoVssp90!g&W)N7(?#L1o<-luPe
zyw?e?j6}Ss!8_~+J51md7niiqz<?CV+}y`&o|(#5g2Crnm4$d)rBs4Dlv>~}ki^X7
zs>zwdxI~zHQozijD+>X!!qavmJz$>6UhZmS?9b9q+K;{Us?6zhk3f`*mPP(t2MCZ7
zK`i2BMBn1iFVVbdp5yI*sIbPN)b&-Vkuc$2efU0RXuA@=$it0SAHIgtJvrG?OQlJN
zf*SoYaF8IJ5J(|-|KvYS_>mgOOUzCTykyrh0lgYCFr(VoO)Nauj6!Ys`1w`xO;tUF
z)Yb;1>mXyJ%6u<Cvlu`_mW==b%#Y$(ok#A6#O9UsV&uP<K5>u`wz5%Hy@`(%FtG3v
zs54<pA#8$HV-Vy|J!3EPsHl3YsaE^tzCQFed21;{9p%C6BXG1j7YO`K_oy{?OTeu5
zdRoPQ4I?d}H>iC44CmT{WjP^(i@(f*4i)myYoxTW2BkrxO?|*y-Pkw*W|_MkmA$=g
zv!>8yeZB}c4QT8F@zT~?$xvCXl;ab0Ve39yq4~LU|04Mdg&*=w?KVa?pKHQy6z8pZ
z!ftDQ>-ABR;33`&uq+86?fTwMJq(FlmAj-o8k1N2qz}-*Z%&-#YL_Bb0^JD}JP@Pb
zZ9C+9t^C(*W$)aHfTrH+>S}RD8ONd0T&pB{cVy{;Qi2QIx@^(7+m?Pc*O4U8X6pWE
zAlE8Xxu?WsnEX98m0CO!k;-XlWMou&-9r@ZVgrPxR3+5D+XAI#_^36f8lRqYC9_&X
z9}rA(Zn$pE9#-bys7c_tiV`zoVUV;rLN<z{9MNUmy;v?*Y{S!yD~nPPg`36M#03i~
z`V6j`Gdh9X0grbsP5B%WvsO6Q=%J(W{h>e_nsA<t5-z}1dtt7IWE=+Ai}2^BI;X}(
z<;AjMex8$}L7Dxfvplutv|DE9npZ56g+2A1?lcb{ggpMoOMIoZmPvj0TzVLzva`^_
zt5g%#SJC6O{shSEDP=}faw(yDt~<>Y`xRc}&jUQzr+4|~hsthAKFWV`s{poKYEl8O
zRUDd8D)%&`+R;Xu8%25_-cas}3=GNyW0PRMnzvB40q9ceLnekPPj8qxmxT;?FQg`v
zQs8w#lJ%>@Ha;n1n!K>Tz=XdfQBCq%LEBjBd7m`SoVJgkyw<IN$YTenmR{Hp_?dE?
z9jCZQTC=Zb6GCn1QgjfAt)V?uSfOn(T){r;(&Pje3Rwnm98R`*KrpRf5JE2*{oyQs
zzuC?`73@BtMckgb9F%xZGTr{KQnTr<+LF@8O5*3%XYRHf$8A152Dza5?6hw;xsLWt
z@zwV4TcpapPkHGSLQq<G_C9C<PfZQHndfW`wv%$>)hKc|N&<atDw=#FDU*jp)vEd(
zU<siPcq8~QoYaqHBwRUqlHYc)^#g~V!ckMU7x=s_Ek^vr`&jN0SV@gCGlox&<r)P#
zANFtv1ae-DhYcw5wqB^a2!;?avZ6}PVidb$2)?$Ua!hstlkYyIwOG;p+C;}av>Vuy
zHQ|CJVroVhfbZWxN3&X3#=3kNz7t_-33{j!hncgn4c|wC^DsyBkHgD=ul}f?*mzLt
zG^^am)~@xulbRPQ7*XKnT33PXKz#m|O5&7g+6VdlH2=ED<r{2vHG#hpL|&D%VYlLv
zc#5oI%`HNyw`jVJ-jw>pRNZ1ySyfe4w`Ejj+u(~2?G{5%?@Y)78)KCL5=ZWRtMhQy
z3~<*Pz|!|Ib7z$Uiuvk>R+Xwxyp82XS(VfXOsxRiEf=A{ZFUrDme1GBS@67C{!Q^s
zO97WQvNz2T>m^`Og{n|cD6Odt2pcA2QSi1R5a|o1+E%xhAwkIyhZeT6fOPS=Ut1JQ
zS<v|BtD5yyOjzSLg$U9I?*Xjt45}$1puC~c7I7wtUH}O3_b-1({1f2IQ4*_{q(Tuo
z<!1dHRs~V?@{0%rQTE%^d*uQ8-BHgSRHLs!8RPzVs+N70r;1s{Z<E{el>Uc0sXrI2
zMo76&FaVw=9StPIS%^O&<)yjBRx0>Y5+tVxveAJ|`J*N;ulx=>F8MX@OJqQpp5zHL
zv-MoTB;de|DPSBEJw!`6G!d|F8r?IGC#<x5VX!F8b2uts(TbCwd^THo=xGa!7j3f=
z0G%WZen4Eq?3}qwF_`VtURg=klr7)!$mr!+h})l9fm-73-3e8-9ukw1>N!wUUhyCy
zGl*r*jug5`3Hf~gyFK<_3ipd8Nb5Y2OA{6oz3(l!P*xUVd)e-y?4A&U{M2gtpEq23
z+ImD%Le*^$5kA3l*^glQ)`}}?d)u2p44|rEQgZoEzeauGa#bsY#e=^?zz$T%%EM<1
z3JX&gTQgLGI^JE<)2G7)mhR&pmPG~b4QFQtIuCo|xeZnO;a-C=cR3%DH`1(gY)TU-
z_0glxVfZIyT%7X@^(ibp?eIH~H|6#%;e}t{bEwxmet(=Vo39|GB?KsM`nCCI9LT_j
z`&J2S@GEd~a!USqhiPdbzq$&>C6ZWiy2Xp#rbChA;BQqJtQY)|IRjzDs8#;$MG%l1
zDYAZLD|bvmCp|M$3TW()oYTZ5-xqA%!3P61@XXtRkLuRcZBU64fN|I`yrqLzC-~oL
z45HK`4nZgl^4UdOc_`rqjQb08=Ft!-k8=vbO(Ap-f7$|ko7l2zRyx-&+!6>U`Z|_Z
z*p>^^K|<PLJx}nQAu~i_qpZyU$_03z6KxPd|88Ccpc?SwFv&6o^z^|Q`cCd#ieM*;
zeL}oG{0T7$A2|P2>^(8!`>)iNg*Dp1Rkcx9*tMd>*!TMG;&8_Kx0SM!yoW&3m%R}}
zJ1WA+kB$kp%-?c*8+%!4kK8nYi5nBXf~r2+#PI`-C5y+G7q>}ss=5C*koW+<J`u$u
zff8Vo5fS;A@NKT!(->4u&O7dmAg^aGFdP8mqQWD6k)<3%@{p37>eO1a)jQ?m`M5Kr
z9zd>Poh=)`qW!=hFi43pEEmDRh7n!;V2D{8@FwS{1q%I;305@vX=5r>*=tlj{%0|1
zS>c>n9cF7Hx6NL%BY&SQl4?`yDKqtktc*33|71~G96FF)!BL6WzR$Txrt}{h0JG~;
z^-sp4<o_v3DN3y<{q)y-Z4D>?0iqOziDkR_EJeAnl%@?m2nHw|*UQh`9ng5><*s4U
z>n|W-#wa@T*}5^XeB2i=Fsq~>S1r!}W5}U8aE7=XK(`%o3{quL_mPSJ!`E9!RoOmm
zpa=%O21rUH(jiJpgVGHmT}rbFK|*O1gLV@lNJ&eVfV4^HreTXH-ICI0p3VFHzTdab
zS?4d;QlI_AJ@?!**IaYW*I?2PkBtL&Ad8pzc6{FC-XPEaOnb;~b&3)tJt~MAI5}n7
z0wgnku85T<jsHz5v8!s5G_&|ldAH?k&)U*KI?Ii$i%Bm+B13BVl`Kd9)I5##puhH>
z#_#I0i#9*qfB2?n7`4skEqtzd)PSRaExH;DU^?cb3goPwy#Mvk*OoOW_Zp#&5jA&T
z>U$5F!TiraL*)H%UEuLTRbvhHZx@cd--2CnCFR}qBjCS-0!&^+w$_AJ)=WE7^`|?@
zXmPd8wnoa{kGym5Fes1t*SuY?<j0Q-*Z#SF0uNuN#uoMb7Zf8^G|8l6FC%q3#^!_d
zg$vp`^V~nX3+?ia1<O?ql4l!5(fFRRJHI?`w_kSG+Vj8ULQAtKHN}lN#s9&VbU12`
zo4VL~`%?VPMuQA^3bWqAucANFDSq|*k~9pP`E-WCGMgZWgbINqWgIYp#_`oY*{DNL
zn~kWUoR_;2!?{Fbm?VwZ#Zbvti=o-U874pL{gcXa?F{!=3u}5g8lf$LwBSwQZ!SM*
zmCw4_g#haR{BuJ3ZZjf@M0mfeqvchv#ka_6)~2?MPn-L$`i9)4Ub)_WjhV}Hk~1&&
zT^CC>`8!JAFO3Cib-*=^3_z8#=PV<TcEnW(i8BQ5tcTw9HeUCPT;S2Vw7I|S{9Bl5
zr;~|=<kHosEv{{gy6++@cTT;Kt2kh^Tf$nPt*0qk53iou^g;0G0B4*y6QOpO&s6@_
zd%%;U9@6l2&g5=mF`^N+i8WPGUzvm57^afVwlm9>L(l_CH<t5zBrL<>b2XacB9N2s
zQYz?ToClUXJH~}2<$&)!zip{N6q^5bBAMZV!IV|GSl!Ic^ouVz8ZGZ7BB=4u1qAU7
zU`)5jlMrl6;_<qbZS5*QKCtQkc|$`^`CJmlg-6yaqM%l_b(ra1)8Pm4QWeYXuBm^n
z7Yr{IS`*>1^K!Qze7S32Kvi=_T9a$Ns`Ihw5q==<q<ppGXOYD{?Ak5pe-zJgVJ{m~
zM(ul~#DwmNjZ<=9>9x!8_QO(6eWzjpyUEQSoSn6u`5?&48)<TiF=vYInC}#*mD>w!
zsFMa2vzRjMaM~Ad*0$ngo`s{J7ZvgMl?6T0w-?nLeBV9vTB3{+T{RuNZB(|#lAWp_
zbw7Q6oC20sNl7UxHkJhnbNuUP&z>crr>E~7wzTXTIR}JEYK#j97Z<;b)`DpEV4d_;
zg!@1&Yh5(Vmgiv|M`Khjqw71HtiH_Adrz|?u&3y7HnG!~H>u4->Aq^lB*p7DH3Q2n
z=;)dcw))<9jEXF5Y;OZ(WMl#ng6XXT1xfN*Rlb-emy+!7UdHz=EINR}b!&YFgp&do
zbquFp+00ax$u(tGph?BNbs~$n4irYqs1F+3HX4@a<D7fcGSs979Ugs;iyG-H!z2A2
zhA-_7JvABN;8``z-Sdd<B037Ey(bX1q1ZKG{!hbeh}A8hqCVa#zsh23m@Ui-;|Kmu
z)&2GsUOel`L)kJio4n%R@@H_4U(0fw7ieW>%JzGIO5O4v)?x%}A_ej#@Q5b`6uYb4
zQ4cZP*SSc!`z)=k6B>Aogv{A5KcYMSZfDP(D>Jd?IyN9p9c|XGj^UpPQvT-NbC`jo
z0t4RU;WU%yp#m$e`|i8yWIJ0copVWTmYON}@ve(k0LAUDA|O1xA6`J6Ymq-fj$^N0
z_;MG>o{WS(e}7*b_Pai=s_^_pi-`rz8y-V#=70C&2P2J|Ug3qs1Ul{FX2H69{t;(?
z!XCi$kVa}6sc0_tYq9=*zdI@F9x1ZTjqts@r&0X}g--9hwu;+{c_Rhc!)m^r?j04_
zgK$~7oBYYZjAFeBD~~sH0{1%d%LQ^qR{rYmpn7yZZak@{Y(isxIJ~}Vn5je!)lle>
zEye1yfG_ecvxbWui%^oyDRC-l)Fp{e?(Yolt3k;P%1It-zp1w}6o`WJQ|6Ezh#gpQ
z3sKxJ!N;>=ah3VSOCLLjxF$S2Z^HS;*|IK4E(CJgnD19f5OU<aapOiWu-9=|FQC@_
zg~C9k6M@1n%Z(dahUK<bY*KtH5QMwP5ejbr_|%Uxy;u+JaJ%IeG{%>!@Wpd1VU8(N
zuG8+qgDvrNr-c^^FEdmhbR-+r4hgE^3P2v0`T~0z4mXSV5ae-8{C61tB(%t(K^_L-
z=UA=&{DjbYbPQ(-YnG!B2pnNNP>FfupMBLC&#!>Mnn(|~v?)^hyL)k(yv4s^6rzfI
zvYtxnVRnBz4L1Y5tB;t`FLSD)%iYs+xAP38a@b9Rf;sO9MT7YC2}k7psoAxk3;}Rt
zkDp3?escq|P!*?|C83XyxLW}^nuKa@?1Gv9!3Tg3&P63AazhsvUwoEwHX=2GpS4>F
zRLv8Qky2Fh;mW8Q)GP02z5S-p5`MK>(B}-@7*naQ7B;U(ug^C|(Jf6;t57y(vTb$M
z%+hI?5%YuY#agC{D?#XOgc*5(tdA=F%L}3+GP1jsKfLmQbA{7(nwy)Os{WBDbugz<
zn3^NH*>`6O(cXgp*@m>XWdlnEPsiEWBe3@4gFMvXYqUg$l7j@F7?<JZJMU^MXY>}^
zz{=ya`*L0p?j5FNM`fr4d{ww#@l#+_4={7K?tHr<Dmt<c!UZ|)Nn(Sl8VLgLd)Eeh
z5iH*fsy=v{v6M4TuRcfpTiO%(fcoMY^F^y3@fWh6$H=E>dXo;_nj%TAWLkT5EH9oG
zMCggD&tIJno4=gCFjypP@J`n{r;`#WNqM>j85T_uu>(}lYq?Wn-_O}lNeSl&rXpW_
z$9(wW;Qq?@jhL$0m(N!+lB7at#}>h3D1AvT+J1z7FcaCMlsU|IllzNmG*Y+16C<3z
zA<u)T^+11^{My=@C2&Hlt09qE11_eLY|y&OR|Fj#&wY}{dF9HdFdi=uJ^`I5G=w4z
z^$5MYZQacIRg}f4Fj1k%Xcdk5#iXR)@jN5$L5gMS7rg6-vY4>)FCARBT1EJODHs^`
z#<e0PqvB`(Uz}&YXYt%1Ml<c~<Ky$8EB%ueolUt=U=M=0tc(M9!fk2fE+0QX%VjGY
zj9_QPfAiqSgy@^&=A>3!JH~I8C((-d6i<kKELSwlPne%qkHH+!a)@^xaeWZER+1#I
z@~fnA_U|gg)Y*^9TQg*>yN=$>BA?D#q@|fQojL@c|6lCjcMps~;>;vC{09Yz$=rvL
z+AkB=hm+4ya9_vHAVgRHoi;OktN<JfqK~a6)Lo`SLflZ7xJY*^Hd^V!eh8U;K1cM{
zPC+(|Y*W0AtIKGp!zAGSoxdlPE{s}d4X$*px2}Wz;cb#bh(xjUkJSCIgb0u4y}%Ll
zytP3`%@nkrMM3$fOx4fN@52I0&*$!2r;QPlhAh?I*F1IWEZ+;C9Bc~e{x48}>!2!s
z%te3N@#bWL|IbAoJ4|(~XY&4As=}7ydQz5;zQQZCl)m}Dm6*ihK2~G0<J@AC9@A==
zo!i_FHTge{33skD#1S%Bg+5pPZhMz}4k&oq(Q@{8<5$LpMT7={7MXV;#9nw8pl|+q
z$gl}twwM)os%@`y>vXE37LwRHrPxdTUPCBm_3JKu|J(<$x->k*wDEbE3DT3%8^8>E
z(*S~p(1&0#?YZO{IcjB4@AGj-%)Aj#suIowY0HT$)g7m&-tAp`ovLW)4_R4E5KMU)
zLoSw0Y8bq6`8U?&$F}jd<zJ6EvWiIDz9g)Abs-E2eU;PBP^fGlud2F9#s7VW<tMJM
zZolvSosRK`UG7H~pxpP9Xr#?*&B3!`wgqe0JXcpcWMbccW_j+AGF0}_<MPZ&dZvQi
zD(kNEM_LuuQ%X+vf;}sd<?55^J}vJLC8>B&P=JC{Y)u2Sc_6hK#QCaS*Qx0<TK+gg
zzrNkVmJ)M;MyP7ptlSn|3(1{zSTBuJ)u+fJIQgV4m#Ys-eQL_CNA1=Lm&p-1Q4E)S
zm5^#YXh3&WV-)t;FTQB5mQe61<AIwp#)R_PnIl=Pu*o!#qPbxoM#aZ-AZ&c#s3|%)
z<g3Q>$$>24q@fK6D!GD!OY1q_T1K|S2T#Iigw;brLM#DkWW59GnLn<7Lc&OY4z7pI
z82aI~^gD(vN+w2+oC&xjO63Ie%CORZf+2kN5gt~(c((1;>nO+XRCK>O29X0B_xk@s
z^Pb~t053#J77nadD0sDIC`C_tHtZ#BK-r_$3xVIxh9EpoR>s@~+eRI(AtD+fZpI=A
z-h&Ex^;XdC-Vcq}fh+LmM>J|A%SL!NFfRBJ7wLzzEw&JWId)ge?4TDSlVLBXqUvi>
zoGaiuydYQea^M3%|MPyP>4GWLd8WY?5i7D}TCFW6o*&#7AsA6=xTscF8AzuhchONq
zh?KSWh~y8|g(~}j*<QW&#rO%Jx=76IIRQY9C!G_4c*E`?-&&t+hn9AJ%)~vW?XZO<
z?1g-<aS5zrkRs;duRGM2C9EI)<t;_6_;Fn0k)jueOMmj>q6deZ)G7pMHaWkRCPSC0
zkSDw1n3|zE8E3b=6BrlT<xX`iLVxDb(v5p8eC;K-gqFKD4?N(|3gE=$4#n?|c!sal
zl$~pL(~*5MCQ=dSDg5e&QN~aG%)RED==zzEE;(6c{nnF%i}9D*R8O$Nof(O7nZuB(
z>Am1uap!c@Ve6f0#ir>$Kd>)tdNS)t<?cs)<=s_vQ;WE0c4fhXezgmC$A6A5Yp0QN
zK<C#o@zYU~U#W~(p1@w1WN@<%Gdyj~>W8riiwSB<Xvru}C#m1`K5_)@Q@mANl-4L;
zx*j?ed+M#p`XJE?XF+sgpls33lm)u<{*2pw8uW7dSLd|fQ;IJzCS`ROJ1Ad#nP^x-
zwoKFUo1*n79HJ7Rknksw(Qq_KVB3b%$ZLAG8-~K*e0Cw|^i+#<<&LH^fXb*OT$OtK
zv|kSs@gM(wQBb(^R$=Q^)*r1OSj7QWbW+>cI>9w^|4<b%Bjtz#nh{QJBafrCf^l4X
z(D4m}{X0gP6+%@y+}gg{est2;TXD9W+FPC*c+cdx7drl}@>RGCfl1jVD*pX(<U9)!
z$FV4ciq|#kYilguq7DbNBv`I|Z!;Nl=ho<Q+92R1J$o)%dT7uuA6316__!0-m*Iz_
zoHw2}{p<CVEKc<4)1|lHTgkKCwhrYhcqv32PMLj4{2h8)(Q;mP(CuxM3De%->3n2Y
z6RP1X2;brNq4Cb69reNeBnxjP2c4j8;qo<!ZMSVSliG+%>c;G_g6?Z~&yJa*T>*1P
zupMbzCS1;A-sPKg#j43G$`cjONO@s?_8^>$@@0Pfax%lCk0-U?vffxT`N~na)4S0{
zFoKXggXnQ@cw(ci&|$~5pMG#(;<uNIWf0M!T-zHK?Kew_5h0Xwzn5F-36Zvn^p4Ae
zKE3Y*nO;<$DOW?DnCJM3XXA?oYO?k!P)su$&NFW>Jf<+2_byaaO*?5=)_GugC%$RH
zM8Vw)uJ}uY3(oNjDmGKwjr<!0{m1|QAfaD=%K7JUJQGd5YZp<K&LU&MZT_8HhnIU1
z?q(-Tkwz-Q8^?EQoOsZTDH|J3dnzg%eZ$vq&)T9vm6U_aMV+mJd`?msF7+kd$?c=N
z?C!89!+c~eJqodDK(`DMDl_6yI5fv(8ewG`ft}J6Rx?MM_rp_zs7jxC><szJ!aJ1f
zll;g<o;})*cAq!ts+I@s(!%H9?pKa$Y<Q(|Y+W8Up%JtF+UiT_#kb*BPQ=5T(a5oO
zpYqbgz20n-JMni!hkV&^3B^w~+(Yj>Y$eo{dg)a(4W)6^j}9qEI`jw~$c}80iYcMS
zb*$r(ChILQ#^|(KX(5DEc6_%0258){T+;&*9zSNJxlz5daMDyym$h{M_V&K?o@J<^
z_NXxWo7H>Qua{P8(=((ke+vgXQNZ=L@Q`neCzWsr6~QX0LDhv<Y1_MeMs9md=*6YZ
zx#9<CIMuMWC$jDb$9%M6t6DMMwqksXd?#YucWTrKQEr|5SOlqhgXp`b8&1)aH5Uqf
zx+Dr>XQM|#u(Jz;CGs|LUT)c4Z#c9KX`8LV2pLb}cG+q)(QC)Jq!$qhbIq&QKcXCX
z#~t(k<|yuF<NP1pH+eb5F5TcY$6;v>H(8Mt?q-VNUEkEVu;Bt2arClAq6muER;d{$
zw+=HeZMM0n#Gi2Y6b|i2Uq$F*8GC1FOSqQQQ+P|(OyU*pu~%cjr!+R<yu;s5Z$m3u
z0~2rY(~(kL^9=iQuObIYUPL#=(Y6ey@6~ArD8=Tf7X@nZ&?BeEUqalMVi42T<UUGn
zfO5c6aba(TUH*#D8*gdLFSOhH0V>}*^BZS{GoNPYd`|S7UZfa4cxX<8JZ`EyVpNSy
zhkICx7Rh;T)|ktr9Kw-{6QdUn*GgWd_lYF+nP!a6-M6t@N=RrplNr3P|N57oIhHaI
z1sCEyp+CNRYb#I8VEyP~LW7H}upOFsY1FrV-gkQ=AXM)2)vuii-xZXard_P7jorO)
z+jSL5yz%fPGfZaJLlTGIcKlACe2%H!@$hHRH>*Fl8_<?<qZ?m!KCkr3vKT+V>_y9y
zg@{2A+T+a8$5LZU>oMw&(BM8#x|gE1LyYtGHe!<%1hOL;$`-G@^2H9+6}X1!mu~do
z86dY>y>xs>gtV!w6<k*81-`_!<GqP*P0@#tz4=IRzBCHJe*d16U^0&uRK_KylDPh*
z#xoVx(=9KgmLGJC-^hylD!=n6zsphTr6t3twSJXigHo@4hWmpv@=~2rJqL}2DY6lZ
z7gdp)689aiY2!mP8%4YLFRGqSmw4mO&rR+fEJ7aNbQzr?)T>|aNP_xqes_U3Y0~z-
z&GyrU`t!zLkgLmaS3erAu2YySi(Te!s%hGcnpI>t8oe9C8+G{J+wbR8@0*}!&y)<k
z0Z?PQ7uB=xw*3_MiGC8`{-|AyFXH<;p-K_^!;xgFHjvJzA#$*bn4{H2U4bn)BatUO
z9IjmdqV6G8yeWoGe}Rud$fGBDa9_)GV}0v3ADeFq>M+@bgX9wZ^qz0+Ji)fx{9~q`
zKfOa4UMJ-n#QT((>oXr_<;ybv&TAAr50}dXBgk6-rP`r=9m-3(Da+M5f#Lg3JC?Wf
z4-I0FnK#zjFJs?4)=~D-cp#;S^Q(`jaJIy|bI&4czxYO*;L#rco%W%4$x5$W#1gR?
z>57AwdM~@9;@L~II{h_1IQ3WPT8t4n?HgwNwf#vAxqm<^PI12R9H`feON=J*h?aYw
z6DgP}Dg0Sq(V9+ufEXmrOv5A5N$Hdd04`a2HJC+vMD8T=mfD&A`xBU(M=01F#qmXh
z%W>pl7x$!$+>Q*<5?oj~pQFFGmx&$B`#xi;`~Hz3LlnvOYhU7kMgoL#Mip5i*ENeV
zJnd;Wk#bPod)25MdzPtSPtoG_K>d4^D3BJ>lB8Io!jvo8h9qyEBW`CF=XPvUyY!Y`
z|0jU#lH}ncH8?<f`<VlXRG=U4hfTh!-Ft8zy~;jAr$7|4s83t<9l1Q``0{{Xy?l?I
z)SsjLeg$|;J@J<O01JAxCJ}S*64L>zlEq-QV-yuihx~O+%k-Ecdig5$T>b&mgKz>k
zeKm2c<!-z?{v#X!T!Nzb#xm95sQ(_OjK;T%UzWs3$%2xG{ECDjOVu>S6Xm)4aO_<E
z-YqVZQ&}$X1qeBD);9kh7dd)8MfvrnM)cP8mvGM4>&EbwZk46Z%R4JM&U99pl!+NJ
z%MqkE{bOLYLOfi<dHe+3IDWCF#tQcjR_{o%H*>QuAM9X<Ob<un4ByqU4~o!XWSOTN
z&Qc_wdNW}A-Bz0ht<F|MnJR``fB@VANB|Pr+%WCz+F>SAUgl;?G1K7tu{E8>7tB@5
zZ>%CR^Kn>DZtNW0h<m-U=PoY+<~m~Q<TzX3T>ZXnG-+;%j*p0pcx9xpxiRk7KFn2W
zSLp30z3P^(m;5d7;tXZm@*+O6faey?uDU*WXnt&UxHBg;0{*?lpQ4K3VFUdSHRz!H
z>nv56%=wG`p}O!AbFWp^$!P08JyWI5gNv;cO3PPzMf>ZBamQ@8^zrwbJ*vlYi#%ho
zu2yo$*q`25KE%FA#?GEGW+I{YIqJ>SomF@4PD0`yQ!<|;Ias>C-GJTmSxrz3?mHvV
zq>I+!=*-^0%S98qa_nqgp(;q7NK|81^qHb+r0{r<#V$Vn)Mt1*M%hn&>vUS=Ax)p!
zoiI75InwpA46R^b?#-<{neKY(O@5<oO<?Ccg7atO-oQP(8F5c(Z`bt6=dtsg$KXEH
z)s=nRGLE*)4Bj{6eCShtBb`il+xdha?tgQr2Je3UJgW}5DP9rI!ZcO7{Oe=@=d?Bq
zB{1<*wmDj^;W;Pkx^*-A%T>8u6Xs93zL+7`+hiGf{Yidpl}x9amSJ1t%^&YD9*41%
zt10^c5BtvynUauFU8-{0kZ1~FE{`!Mr=ZX+6stoe_H<^4eEsl1J&q#SA(1qd0&=|6
z5*(tgd9JIo<rSYzX^xw7EF)#|(5HsI0(K3{rI{-|;q|R9@&&CMm(WZcq+{m_4w#NV
z)^*&+dO(}!Y26mq?`;CfoeH{{Q0j;#^F-q>@fkPOJLn(upFT0h8eX#y7(I|qc{qll
znSL2Vw)@cvo}BPB?wdtetm!S7V1Rhv9OUPC(9oq@Ka;F3X2#5^`^3c1+w(-0+L^VC
z)T%xaNLLhfY9Cg!H;HU<!VhRF9Dnp;%ZIOh-num6+#<8MczeU%Vl%zXyDM#tZ7gJN
z&hd;l(4GEzDs8l-PR<eQfjKwP$u?D#8?^V~NAPl3a7Nz$;3n-<soV=UyKCv%hCBZL
z1&4}XwWbrD1`IMVnrBam8q1`3(EkoIJoScCH``3=cE+N<5C`%UD!8Y}y&?5GfP2&{
z$G9R#S7p2AE<;uJ8DmZodeNiLbKR%zM(~g9siIdEXWV|AfP@CWTNJJpuzt602F>!)
zbTP3I4k7@>T%A!12R8bkfoQvsVt6|g*<yO>MTL9^)LmgcRntr+8V|cLI74^G<szy7
zlnpHMP`=zd_#4x>m>s)PlPz}slHKr~TY}fComMXK57@?H=LUV>TQL0n=nglvZGXad
zJs~B97rJWV0Hcu6*4Abg64C`_F3X>dfr#e3ij$L5raL_h^1uidR*yn+;pJBdBCubS
zQLdW&=dzJbUibFOY~ibAVNs{)`S%e0y^H0^-7R-y(k;k?<_4%2{_!_%9bTThZ6v#u
zz1I+k+_*gALOYo;&|8mMoc-2m__08!7J&|9gr8UXVB!`id?`!<88I5hYv>wQI+@sE
zp&?JDD>;_`1|s<tS3v-6u6vU+CZ%)I$?*eM<W{H##jal%7B^$|EP80zgi)>0yrpLB
z76ewzPO~jWke2Xmw9Gwf{Zkg5><AIbaNU?l!`3;pklhIfBq^hgPCXwcFDKWcCX8i9
zXryPu47V1Cug)YsjM#@c8`C!~r0Ti>jM57H!kHNg@DVla+#Inp4L_g-;OEziy?Gra
z(#DLC*;4aH5eM8*ckE620cy!syXzXWKmCeVWIfH@u#`;c^n{vRa3XaNowU;11w2|8
znN8p-qty>&)W<thaUC1bu9T6J!!FGOp}NQBVJ}_j!m1WO9m3s;yr5ZOd#{kcoANWx
zajj?tC~b-iO4NDAHotT9bD%<Ar3_wWK(>kME->t&oJKx74S!41!pn&UR2rgf4{e*d
zJ|@ZQ;XRxS-*!6Z0I{v>iqec7_#sihkboWjwaQ)Ems_dm%DcV4OXcT8hx}+>>Y}n)
zH1KX~sz)n9)~ok7LZO9*Q$;ADxq&zvv<5c*O@n0fCC9l+WosuW$b|m`?K~%o@%LM|
z$1rx3FJ-?g<|uFGsQR-v=x@<;yn>obt7rDnp~&{l^xMv7rH{W$kg@p&blzR}?*g@@
z;NbWBr+$Od!8KtVK8oXp!NeE9M;kr>viMhTtLOgXDWe&pocWP^CYkQhLyff07fqOq
zD5_@8m|lCAFL$fF97WCLU3#v4Kfy$y^^E-9qm%NLyksqHWJ<PFsRKCQNBF*R79n6E
z&AP*B8lda;v8kNo0Q8mAp4%b<9o_G4!)OTnk4J}lQy@F~y0=#w$~zkNbp_?+xm;;Z
z|9^rULCY>X+uLHQ4|G^$6`H>tB%E4Y7j@bpQzEwU{L{;tG^J@wbcyD0<!9HnO4sY<
z#@W(v@5!KnOUq|0L{-*<gh<ep8eg?oMWobXKldq-<W@xt|F41!0$o4*j8Lv)UlK+h
z9n`X0e!px|>6C;BL0PNjLaAm%a3DvHp$0ngSp)^|!tPcT-sLK+x&<wQtN<zU`R=+I
z)IM@)9Dzf~XU5#LWPc?a6t?r8m&aPWXax>WU3~F1|KZVPqc^Vgiu!MYswE3ZjWJYb
zBEswJ&z_4*TmEfa*7LSu%?1OO(yjPR_WLYCgdcp|fnNt?o=M=P=WkXUwj3fz=5Piy
zwL}3)f55&D$Q6BWltxOe9(b<&vo$!V|36@KT({`8Bg2?$3ZZSr*ou{#Whu<xPtJ~K
zNN~wrbb8S7ov6<ASM<`s$N9+Zwx9GYYx8L))?T-*Wu_dHAE2A(J=-nYBUV^gIdqv>
z%U{U+61D!n!aHQ`O)Q@khSRQ~Z+NZ#l%bOHt92Ny=pg@@pJ!T^7^}X$IQ;u59Et(b
zBXC03mOVNKh43lK?s7>z(C`#DVE(A^bL9S2JNi>^Jm^I^hj%*f5gAuU5C==>*43A5
zT4IF#oUS1I<}K8Wrl+S9ZrsLTFjJq;@x}n_<nHJB9&$B)wOEf5IJrMfeRCF4)Oycv
zRPGq9|Iywyu2C?nT-I_^0m-FL7xD;UN**T)1iPQf$86JbG)T+FD6W)^tsCNeKjF7V
zTVR?a`URzKbJ`-%06YbrGf!{6AVSHW+ys&6Br*iF6W>b3I@xCf1Ax;?=PXN!R{cWm
zL*utIp_5CV>Ms<4h;g~9VkqpeDhX1%YHLsOXQy`)e<ydo;n6m{l80ongj<a{x_Q;0
z{%Qrv0DMU00)+pep-Zo3Kak+e<i8>$%2e5vW3Hjx2Boqi6^^J<^%Ho~tB)Y+j(IJT
z*WjrX5f}Qx?YzTN<al59%~JFUm9F^i(K{mSZWFd#`07TkR|I)*n7cZqb*RHZXC$Jq
zB5gq$^DPdMyw-c2eNoaIT1s_4CPMpZ<jmAm3*sK2%{Mg>dW^GvMx9oP<2Abm(vrRT
z2K@1&?zx~iv$qoqFJRWwIAX))Su+i%g;5$4{@=GQ_ad6Bc_C@xJ!fo0{pn_UY;|wm
z>`6d1<@l^cXWad_F8^-Ag-18ewl?MnvgVZHXWV_f(W9VdE+8UeK>z6H3D`R&z(Q+A
z=w_9BAp70|X9OEEWy)=~`;$fiEb-y$V&Z1uT#S&C>vF(WAokB(N^lIVyLyul>71Zs
z@lwf^uEGtPtr=w*7rUu<M7!$T440Eu%M~AKdPISLk|sE1Wv)Yz?3GslWw;$6$1h`q
z;1JpSYd3mj$7`viL|kt2$DcYD@mk;$_zr~Ek3VBV-w1RF=h?K4W$!^xXzOTOKbLME
zin~f6D#X>GxpJ22-UL$wA39NjsU|Mejg};b6~1%h_rE)|;KRvy^8aoux)<&QCMC2~
z^$DGDjJ8}M8{Vx$(rNfv$2rY2z9X#t;+?j)N)>1BE$_JN0QnzJx*ti$1759t`Oa-n
zyOWAKJmkNl`fWV`N~_Nuk}y2gp>E<F@V+H|9?7wDd4yqx*f}25S!BXlDh{`hZnh4+
zxPa#V;$3mx_U+dRVgmqnfZD?pc(G3?3SSlFVWU^4i3E@aG_n_~nxYYahZ_mJq?_MF
z*K6o5yPd%R9wLYD)b$UVVA;Ijd=>Mnf|9zvEj4Jv-<p0?BF|+9q1+PQwm2@Y&^(2N
zeT>YucuRl-7_VFGRiI^(-l{YfY&26W3G@xe()ah?kS_=t*-z6RPKedpeB#^Xu5lcB
z-Nl8zw?5BsdA9BPidY*GpbUd0e=3K{`Nhuz9&5*Fgkfj?Dyv-i`fL+}O<$Q<oo-gw
zkEs^}uzaaEZ~^}lQx{xc1#o)6IC=-uUurZuBydG}Hj2<);)(K*Nj2(YM_M?GO8M&S
zlQ?^8-+KEUoR=y`V1)3q2qHkdA-V7J!a?edbJo?*UnZAbgqkVta*caxY)h&zcb+!c
zdzy(CopmZMPyOg4gCT-yeGfv?K|=fg?$IqV)>{nVXug*6?dEE!bVZhy(q{8kf0)*b
z^bma2+(-p;w}ovc1)`mIxZsf+x74XyTWOA^D~iYb3+Ub@F;YBI&B%afAH0<@Qzc!Q
zqh%dtJw@JfNIUbVAOnh!XA6=r5!&dmVLyAEi^R30GTKg&k+nf$3IU2ld1$#a1zW{}
z{P@Z(bn`6kQPjiG6>9e*$CD(*Z!udvLHJ01wz$v)NBw8Ctvfu>6^Su($RbU<ItdW|
zSBi_yl*3#9nygxS%)ChFY@z)>*WcIARA&qOUDfvKYr-Xa7P!>(WajP1a%=ORQ0Qoo
zEO^@@Q2y*LLv^;%2JzhWo39G&Hn4M;?LOkmOCHsVZcz`bZ<<+RjHSviB8!0Iq7cXY
zFQehR9KvV_<*|L2dY2)Fw>pEouP2~&L-3^hRSQ|K$6@2u%PLy}aOruR@y#xZX*1rT
z_)p95$miuLrg*C5ofB~<O9jJq?Q60M=a$Z_17Y`Ja}ej|W{x^=V-?@?o5Sq`x^W2Q
z$)x{7I-nbnbFj!%sIZ;6$J9}C8u^uM3YRD{nz;mxA`Vpf%uV!5i*E%H^kl>J-9$*N
z8GuD3^6_M>ymjkq8{A%?4kK<zut<*3NuSH<y^l7_s)mS)x_Lmr9;yUUBZW#!_~|8T
zven^k|E3|hU0D41@a=gHj)!mNB07FU|FLMOqr<)-vs4=x^VO)`Jn2gIN1T{JvdaZS
zNu~tpq61v;6>i~3P>i;g|F$J3G@u-ugCoj&8pIGQ&Q>K3Mp3|>y?~APJFIXx$z=UA
zhYc$E{X<dj7tP7BlDHssu~U8=Ij5+nhhZZJ2LKY&e2UGZxa*pP*O0;ArZQ@YTHSa*
zsJn1*a}@YZd>vp)Qg`Vp+Ivz5kq_~&V}mYsZMql#!MX@__~Q@Yd4AltyD#=ik#q34
zsW-8OZqU-qQV4oU7_lk41+9-8&`I9=Qa?80nQf+mt3C7`f5UsYRQ5nr0A1EQ5>oKU
zBYnjatthL*Xhceu#`HPUbMz}*v+^*)d$-XLov$Y8fSB@P1hOe@Hz*uiqgI40tEX3J
zQkW(@S}7#T)hzdJfy0`uV=XYjjNHxA16NwE{%-=vn1Q=%c*2(n_Bb9d*Fg%tQctdu
zSj2v#y@Sgc$eIU&oUC?34APH-hAYS%8a&&+>4I@yDMzu%goc%Nva{#Pv>;`DYB<#s
z?)Nj3$-~}^nB3g3X69u~EL~px-M23Cp4{Xu!!utH=hfJW`&{xWPtBukY^tUeGRvcY
zTt{pKl@i4Pc?7{E7*0sVWSfxcC5jZ~=v2_P7d?Ik=yQUHq|k3-1C0TA1nC@HO^dpK
zs$mhmA)(M3&SNi@EEiXu$lBZfPwOWd5(}nGl<TdfbJy+2Vxg%UJT+1Tqt1&0ByWog
z^5o%zQE1m#z9n9vsm;9B)-+Yqb9ME1n3qTP_<n)nCzmJh;UYq1OXOgZw;NeADHY-W
zw|#1pVs!YX!sM*XjGJY?;`~malU8>mzt>pnMlMDZ{nv8F&7h?DxyZkZgKH|Vb^Av}
z8AQ3DXhL~$o*nEUxS*ydJCTP3RTehDh#o17ph^dTq>im>21X&Izy7aJHRG>Rfna0D
zxm<FOio?w86?B*Z66T#M6_nvAs1y5{7;nVB7kRTQ+|V<7Fs$d7VLqJ80jW5UU4U~(
zj%964+%tBYOMRI;$?$9FQhxk3ZNtgL2xpF73)NI3vU0%G6c;is5AIV(J~8f}msDn+
z*YC+nGe+~A^BKAY-(u(za%6Pp)c*OR+tTiSn${xy^HjwRiEppPA$?6@Cb>io=Av^V
z%P^dunw+h7{rvWRb(e1+A9C$o++0jN%_IVmXKSBIm)5Ymbx~$ItY=+rtN{>S*i=L_
zpk~PSZN&KuJ&?I9O1zVuHvBjm1^f?A@Yh*;^5nH|OXyiH*#MW3UzSypmxO-ei!L1h
zjp~R!;f-<tClF}WR}q-?Tjs?`1y_?hS`+tN4_2?;SILuf)2LLvWaoJcHj?Y_umMgB
zolR;s5_%48U8blMj#7*Fig9;*L8cTQ^&b<U`vojLNgJ%M*ZE;ooqkKRy!IF0i~Z#~
za_h%NE;nV72$bQ`dqsVHMk6xU*ttsUDHU~@KY#Q>P}h3hgS?aH5rez(4B0Hj<Q-%t
zrBmhwuluLy_ry&ctY-Mow~Zn?f`T_1m>Vzrb0Nv-tIGYb8vec!36T#*J!PVGr{x8U
zFTm=(!d23TzC%$P<6D0X6yCms$=SE1shDVx+6{2LDmY6uF>!CIR33v8>$E)vOXRi+
z{>UuA?aguER)C{VRsQty`rV!>DLCqfZYjNMPOw{k9CGbcKHovY2%t(Cb&4;pEI-Co
z%7Sp`N~4hd=(GB?Z*R-KQV995xNf|9D9WdsvGN!UUGcr1xz46YlLU@l$Y_ZJ$ScrB
z`o9J@eMW#lDT~(kOubkiH+|_cwpdC5YK8Wd_s1V%G2VJ&HGN=|jI%heQ!!y6-o&u*
z`0k+$oau1?o;{PI0VNO>nx?)l^ECZKZ)u!j8yVOTuWujD{%|3SIZd`3N~>t|xrfH<
z0HgI_MT3%uqVGN^Zuh{$H3vtW7yi`q+%uaESMomQFpO4#SW#hE!$|KGD2lY0VrTa>
zNP>%HC{Qmwvo(rT%*$6~w>P%rm>$QQIw4TV;&a@}g%2o|@Yy|R5-s4jd%$KFOLp}{
z><1;w8EwR&(wLc-V}qHLmLMqMLvQl?;_$ek<7ecGOnj@maBZ`C?CMOGa$~`6w*)q~
zNOAN;po5yCisN{nU{XEe9!22OJi6JB&`WQfM|PJvSBci8wdo>_*Jlq#28MhO*P_MV
zPPy#_xPsL^c1y=u9rigv!1jjY484UwWwERWZEKO4=dRki>^~@jTBJf8PV&?YesQ$N
ze5O&o!*ZI}yTj*}Ta}weM4WYSNmh4M1PAr%^7?B!71@i95;)3B6rM19Im<VBrNPNZ
z5UZ|mHukZIyz}7lq`F2js+#e$SkdlX^LJ<2Ucaf))5sc{<93}<LW5reYPVFzaq2Zj
zR0&$zzj=s<UUL^S$*_ANU2!@~%$GE>(Y7KH+hDS^rE;8rQZ+8r<D4<^*I8vaKpohC
z%k4Mj)hsBLZ^U1c8FdRSh#6alUGq#J(nVg-qFi0P24myHqOCpo4d)mC-SSY)dL2W{
zm4Ferro8(>h0LfGSP8Fyl@LZc=k1hg6l6h_zL~39<P~=5KY3w<FPs9z8OJ_jN9YSS
z+)uXXHOVC>%zb$zM@MN2d^h=fCNO%SlkPG$<qkWD<e(Z{-JU2$@{g^L;8N$~5?nF)
zi!WE!2N@o8L@L|yRK)meT7J=+%Io<;VJI97f+EYmj72+blQv+h)Hyu|A}pm5WIA{?
zxL0>z0m}Ab%Qd)o5v%Ml7Z)kl8j^$wc7(9#AGgq-S2~~)mMrR#tr5>iLNSrpiRCI?
zVA}%7QJNTc@;MlV*ModXFK0{Aj?Jk3#sM!y@XPa-D9tZ7)7`H%l8xWWXuFR1-{A(h
zsSFO|FOGG^&U%lQ)A)jlhly16%zJs~m9U=b)ADy2BIh?y4c#~BYmePEPB+h-2DB+b
zuH$LpjuwZ|l6*sJ`mFYX0J`FUV3=CxN&%uyGmtO-(5c@$vFGVq*^Bu$QeYb=sgT&T
zQOIxT4S3?t_FC2wv@3KS+!r%^X%nj;>=kltSUZm5PZaSIEt^iX#9+UBVvlu_>`2nj
z<ZPtqC*6(9ZybhUZB}$isP297zw5zGAySJKp`*CgdlV&INqCo#h$y;#iTZk{?YHF(
z9Dx2L;zENXcumd82RA2;B0sC7FB*pbD4W%;M3^yfP_9nhOb6-x^csJPmLDyLkj@Y?
zAy)?QI1Ht50jtV*{p!-qdRv#k=7c%KMG7XjZg`h29G)!LeOW%coNOliMFolc1L%&u
z-u3aTMmqclaBPJvS+<jLh*Ow{hVYK}Q&(JTj42V;1D&M#t&{iekym5<m%ky=4`cVS
z<%RRw!=iCX<o0Y!XfU(hcvbMpWy3z29X)Z+x;m#^6^LI2dy)&@h2CBZL`*wphF6eP
z#PLiBtHwT)7*zDrJ)n;5HFRL(y<_>Cc3ZrE){&Q$@0M4Ex`Y0Stc$m0Nk(sG(`7PI
zmDS-+?~^3Bgzv#QVQXcV_g_?ngTrG;#RN%5ahxoY88>Y)n+X<y+~p0F$Dl=G&*}qo
zOc{0^m!1<+%Yax>S63W#7`9yy9%DqPm>`Y<y%u~h^X@UIc(4dp?mFopL$#rC(*Ssy
znV=`)3LWdn<mZDCKX7mz`{zA{cQ4f$Dp|@_)#U+~OP^Vs=~Y2s11E;7%S9eZtzx<k
zVUrNz3+)f|JV3hnaif``bJql#A|_#gLiDAp^34E10?<#7j#d{{+FJ3Xd{m6I?<1PN
z&@#Ty1hi+t6TL8csu|jTo$w35826xP?StC>BgZfNa?x}-Ih)!yJzq5ioUq9FeE#Sh
z(~YL&?8%(wtdFJ+SKw3Qv#=AS!w6YdkRDM2@x_n6e<xn>p$51OpeHsFrX-glLo-iq
zZh%5U8$z7~JhaqxN|}_f-yJ3-m_Ny*zAgd!G>xVJHh)q+_iItqr%zC-HzH803!(SO
zjbwm9=77>pb}D#qw-nR|3M!snR4wGEakPkuF%riF_WX<Ulf!6p=Z|}%A5d)Yex>or
z0H2YOlYgYgji??+80)=xdc1=Nh}7{I2qmzx?~b5~c9x(rL>$sT`(gCqLWX`xY$+ca
z=(V#P)qOc2%o5ef^UGv?&U^kwXU;ri6rvVcigP7@tiepXZ2>qcXBF+t;pFCy0sUTn
zUubiS7aJUAv4?Rnu>&Q`dr;jt7}14w{j?u;u(d1?9Xg6z7iZk`s~-Aj35>YNFWikc
zMS`qLzY`_B6fH-IOzn|m1)pUSKON-pJlrb>e<>^1453oX@8;?DmRK|?FPw*&tNSJ}
z4>iT;9G>)pHZE?omC?nINR~ih<e9!AX~_KEk<sX>m!jj$vqoFhD8+59e?u1muPc<7
z`(0%F4Q!I2eWKIs05rIr4t2@N?i%*gL;C<SiW8RUj|J)k9--4YVJjsqyZCq~5*iLR
z4|~=MZ66)xgFD;ea&gp|<rhtJRLx4nAQD@+(~O*{6_+@!Sb{FCb)semg)d0n8E=DR
zazewOKg)lzbN`8$znM;bSxs44bh)CpH}_g=F(|VmvX#(PqkO%!vv8)$WR>H8q}zU(
zmFbH5C+e_yIx)Q<qATxr3I4JAOn}4fbT6&epQwKO9K~0D&(EyyWtup=M|rKF@rR3j
zBLyNObJy2{K8VU0D!vH{zCGEjE|Mszp*(V)xW<mViKXwse{03xVW*9QV#A%wSjt<h
z7CKx#W`OJe0?!D0!XsP|0d{XoMN>M7EG94vbXX6kF_F|bRimnln+%w=`j1}zvu7Vq
z%+m3DYzJ>)d!~QkG3_6o%nYpgpwGr@5mP&u6@Z6-m6=c8b7{n?x)Y`M7ir-{264JZ
zvazxzG=L~~zodd`@;bxph-GN*e;|96v(}#ucd5Dl^DVq-wr84?ugVqf1V61&YGW<g
z61n#AjBEuj;PuHq1z*>8DE|J|);JIqie3@AS?23G{j9&C<A9fVcs)HnY+Ok17u%uQ
zV(tyvIL-g7ng7Yhn8_!GhZ+d;h%z*cR%ruy%t@r#w<VfQ&oB!rQPV5`O->&aMWRM~
zA^(Fw*KaO{3~cQ4o(-zxF0>0z5U$q3OE`Egyc(#t`*QC3U0RzBXnAZ8r-iPH0C~<F
zz$83oVWK3ngoFtq`TH2!5Lvjn^Lt&vTV@es0O?lsu#*EpY+?U1=ZnWLYr|1_+uTh@
znXANIaQ8&q%b>mGIQze*_TF8s8y7Bz=E(`8g$~Bn7wT=z+u(B(v&+z2=7IePGn>s`
zUo+tZp~9?MsLu3f{rLXvTMLMjwQnH$*K>amMbZYOA3D<L0`NbZVH;%{jXirUk8C56
zVpGeme~=S{rcNNTarSk)I28HbA4PA*&nB}XU!dFe*%{P_TyUnwh#EekngpW5N^Wj$
z;R~}v>GS_Dt~!F4f1G$u<MYD<aR_N@2HHA?)>+Z_uUcu&SZ{SuIEqPUxQ|0bXxc3(
zBJ(RfNh(T=mI<{z`6yfLpwo&;#JjE=iShp$X;PSh>QWrk$Ru4Z{4Zi}e?c8)IqBbt
znS&bND^m5FGT*~#*yQBo_z>w=!R`Mcs&_wF=ijQyQrNKPKwlEtEvU#>wd{Yf{J2!^
z=`D~Q+^~Dg+*ZjTv_4l;X7wO$deghK;y^CJ9T!|QEUTcS|DFIRm0E(J_PQyR`X_pG
z#X-z%D%V5eXn&oRJvZ>~g_riP-=9`x@cVm@3Pf<bM&T2)cQeqoh4YS#T4QG`eR*9c
z^<};n6Qcd1@v%&gO7Nn&u2*NDIQ7P@eOGcOgxhaeL<2#6QngC8yq<5{Hr{D)qgxq(
zdCST;lKL7{3KNt!sLhi^9<s_nT2O0?2^1fGJez~^%fSA_Td?0Kfdwvu_FMR(lGHZk
zGO=@9fLoMGXQZAum4w&|F`U={%54ey*VWMYj(b3#VYGfpc$yD-Lj$|+mQFO%x&f%R
z;-3;1r-jUQKrJjJB3nb``0Cegor4qLrv@%EGV^^q(G&i|X*g}c<|P>&S1V}}bCjz`
zs?kZ_c`R!SsFy;1XSp6&yDMezC`hsOB$yR$eg_>c26SEvRkm!IMgqt>qv1+w-}xON
zw*@*}sO1*oyyf*l-L0c&7~8nK;>(Iat32Aq-NiG=>1T#Z5&g<+@4P0XTc}SYBjtEH
zZ$v&u>ADr{kg#x!kP|Qf>*<?|d`%=tu<`?S%Bc{C<ncx%%xX-*g;@=M^5y*vA-pHQ
zm+lY9I?#pO)rIHSd#B1_Cri@Xlz*a1*D3+JS@p~uLZ#`>8JZm>gaE|);)~nUHj9-j
zf7AZu2z53nePTyKUbo%ltJAd(uOtBt9_%9H5Th`LkR@R04}%m?AwxUjVMh2*t-<}~
z9|cQgGuuVv!!@liIdk{btg=67GkegxrbKV{de<sGig_q1b;q(P>U0G$EZHFrs`*<-
z<C{{Ugs@B{%H&3q7<)NcAVeY(43CTgV6;}a)7Ie*+Ue@pI;z2TXdQW1=i_&M)9|B=
zrY^ix?!&@*E)jO!GW0ZTZx?yYw!ro4h9#m0)m`pmFP}@X!M%KNfZ^)Lbh*q@%QhMB
z2;OQSv?XGJ{rj)c{?)e^gP4p)A0Y}fN%%ghX|6Y;K1_s*S4D7ZJ44~v8IuORYDviA
z)Cg2|nVRiDC*X`eT9)RN<HUMc&uPz0Jtapu(d5bGY=lfEosI)E{<{10Oh_0h>jbGC
zp5kaFRXXaEkXr2pTlR|@_ylQJv<c&x^^n@Jq{Fu7Qpic;)5$un4A&RC0>=hFy<%Rz
z=tMq_Aw&vMDgl=1ugoZGNw2tMYr0rnToV<x(r~hS;P_pi2wykU*Jp>x)##^Zuoe*z
z@Bb`i;n%2OX!q=hEWcyk2R+MRms-pAQ-r1nL=A+7&RJ^bF#eI!Y{fjuf8&cGQ)&Ek
znAh$<`IS^7CMf76G93gFku7Y>QhUpav~@a+Rox&~1N$|dhR!zN1eT-hqkmd-nxZ?_
z$JTYyi8xG)REuz=t?rz^g4bat2PdWRgFr-xu+(G85W>8oInx<CAkiSj^_`ytk+;Aa
zQ+pCpTpFR*HcyJg<>t9tN*Hyfq!*{E<yO;moGHz7^^^R7yKTJv5iB@>m?#WsqQNQN
zz-eR&;x?sToAb(TNSmYA)*=VLP3HzuaStG(<>8D4jK_FA-K(;~204O4g7`PQa;(Fg
zBwwLA`%k0%(-fmGHd)g$E!YU`iy&@+-|yh`b!bwB^B}zCbbmv?lA4-e;2qdHRWQOP
z=WBdyJkXqPR|`=Z4OM<OU~IZ2y!#4MV3qb&PVUVdA9N|znKn~jILDPDsEnhg8m*(u
z-41p)aYN-w<WOmm3^%0*uL4wCv$L>Wll5X-^>xn62Yciu_EL%&Rz+YXCx|c6v-*y(
z?4*j-LEiw~mx}96VqFLmzi54-G8#BA9PI2jmt7%fj>}-)mdb@s_@~F^>&#;^Q|j3J
z(M}synVo;+cnEljEK$VL@0WZai;SCKD(OhXWXdtoG;DRQ1EiShaz-B0+dBzN2xv&1
z_ZJy&@NdZ1FS(_DbK<1G5CC+KhT-f)nwSNpTCY8etMK89Dr*v<qvz;dNdpISA_{1!
z+gun0*$`;T?J7F>jC;y}?{t^zU=AM(7nh1t{f;%Li|3ZwAHc{2WRi*N(ucv_GCSDU
zZPVVCp;_fhQNVXu)N^|em6xDNczq#`#&V~wOB@{T5ib_{mp5qYNjTo``}4y4-{QXR
z1sO|Aj#fI31_iV0Ng3~Q=@rI^t<>J}+Fs^i@ZT>%TD%Ht*OdQ#hy5^utu_jtc5;Kg
zc&O86f_uj2&ir3OYrFW0xJ%>>CUlb@A-gzJse7PjGQ>Q1;lkIcFI~FAZ{7aN$mye;
z$I1^LWP7w9NFD8$)q=){wL{PN{<JV+%4adT$;f#pYN%t+*=r;}!g9TO`5gL}1$NIO
zA!K7~b}j4`DUJmDG4x56H!uxnA0ZsOW4COsf<F9V4sC0-z#&+hO^<Bd-&wa>7$`ud
zztD+!#K0ID73lsyz%ql0T2YhnaJqP?sK1POb;ZPRsEFEkqzDmB9i|?#Oza8s{fIQr
zI_&fZ)71__E$NRv5Pu&glb_v2sl&44EmB<mP;TF^3^KF7q#c0}`nP+3bI$|=rRA7e
zMVgaA5sMxarlsd=xxq1qb7K70)~~JTX6e;+k(~`Cc8Lj@TqYgfOjpc~uG`*+-?P0=
z<D&w5=aWReEvn>MKSS`%2=YOsmW=5JD-q&q%mCi(#TTB*H|w7%4o)oZd`R)0c??%{
z-{hBv1^Z*jn`aS*=+a3#!WLhx=YcbZhilyLS)6!Y4^dT^Q^$2}z%`&V+{)7<(9PB(
z|AF@HO%XlIwvx{(BL#kAzjrmRdBdA9l0lSOm~&b@Z;#~%XH`ZdDFg|re;~2KvTBWZ
zb2ax7d+UWRn*C1BrjdxSqhN5ve^+ynL2w=AVdZ_}x>rSW`?y#(bRUWot7o{IZ6Q9L
z{j@wXlag~~@RtgNXs?jG8zgBNEB_S^Pr*4vKL5H4H9g+Y`Ey+sNHB~>1T@y+hJjj3
z>Qa&g1)j-Ob_&ox9kO^hY?73Wps&)lr{#<4wnnHKj@DC-xHTj;W9D4_!MJw{Oki_}
z{S%_1Cg;_b^FwG>-pue9ty$l#3ijN~Hg4*>k}H(v+P<BzeLsjDG+R(*z#<Ud93?la
z1{PK(paW~&w~0<6BcM_v;1G-YOkxw59yCix)%!v2=k~<wozC2!oZ`wE<8pycmmKut
ze?%>BHqL%ro|E8`y|@C%DR_9sNBHTv{zr#vFwpr-HGsyc5%rt1@>2OWDu6*(>h)xr
z{!Z%ue1gc1E}=T>gUZ3gKGVuliY^CJiv)Ik!KQcx*4N?l>2Y1oQD|6>iHSLh`;`;V
z;vBTX>#r*Sa~4PADHSY!zoll8Y2Xv%Tq^&eD#s(c@=<am@=EMRr{sy~M42H4D8l(A
z$(>1QVF*V0J`I3hN{DqX`m917#OXrOkH(Sp09iD@4JX`GHKyo~mFKSGIk`0=uk9Up
z6!W8BDp(NK-zpg!GX@<|5&$<{TwK;*6iLVN3bs=$^^0nW3WS#F3GSAklVh^LhYeMW
zhxx2#P}sU*+JCQD@xBpytd0pO(i<?b8BbsVj>BvG5!h2;RH?hC594gyKpPhs21O*k
z8jz8dg>!VNfzvj$#d^ZK|I+W?%STdYeDI9q2QpEG=l0!4Rf;KPa(+Hogn5aC9(eC4
zF7t3b)O`;D?x#$k#Z%C=Rg|d-@Afl<y!;}9t<6)+z5{{xkiNaQr`|5Gf7?aqXvin(
zE^NflUJP?e;L?uaC81lXn}Kg7{hJ=qv=LAb6}C~j7rcI^`!CKC9-GrlK8Pujm-@+P
zbBQ*U8f(O=sG6~E_PdwwMgHj9-&o&%XkBkF$=9LV_P_|!!toP;hoeGMI~;le&~;D3
zP+2vDl7DI5Vuce;fI>PP&RU|n31#JjR2ZNI*|b2_S%{biLP2lS8l+8$@lj1Lul~;)
zg?bW+e!Fv~DEQ6QBxi~5lyuna*t(Ew?l=M&z#sCrxG+UyE<?gVC&td{`A;Se;HzeS
zW4fgEV;mtC;4@sN0|o3L!PHSh&~?=tg<r3AHquRorq!~pziF8)OnKSWGaS`HqB>cX
z`F}jV=gf=fGBe3%lxqUm-(0~UTOIl9FZ|L;3-gTxRH2<FlCKC9I&IV$vMIl?b~)h~
z>5$A8RXP4I*Tj7EsXP_%2e)5Rp#+%5LXX<MGly(kUTUZKP>n&n3?5-;<7^Da9iJVj
zjWwR0E*f7!^VpZc4}K5*T1f~W=H-UnsI0(6!)aou<wf(vf9wU~ZJaP)58Y*x?abz3
zjXRftxxy&TUVjo;>jlWVJ9d_82=6|*%CsOJGSVGR?@mlfcLi(2vRfhM+j<gRY;p8t
z23oS}#`cg#Pw4_2Y`a+jA#b!n_OJA-mWqSZf!MbwDN+uO2kK3Np4MUbn~Ulzo2?t1
z?=lr<?qJsw5U2#Ek1Crb?eF`<3p*z}3>C|`y1IUyc%Wk_-^7X_g9JU$<Et6zwDHBO
zJmyU^;htN%MvW#jAM2|EnXAxbUVXoEg-`x&%EQEGarrLtU4P4*fr$*FAgAQr$9iBw
zictiu%TfA!KnI!B2E-Ahc5w-Tuum|UZLD5I7mU};%*jUr>NVIW2-Q%J%%eMXLY=dV
zFA_2F3vztIFUuFFj(3}>$y~$XE(*!U+oj?V1-C@6+%lRTuA*9|29N^IwCPHoPU(Wd
zVJ4>j2ky8Sps!~u-)A^6-X^7ScAjW+=I)GJ=rR+X#y<|;-Lo~l46VGc>l7j`bo^B7
zsCikww356{ONm4PpQtYTPRHA*YU<SVNWnPn-n_W=xIf65zXlX-6VOn;isM9wAVb@6
zUc_BM3Q8{ZHVd+IL*kMT_B3Bi89>qi9g;e`@^u0lFJFVNGlAn~Cs*u1cDvjI#}0%3
zuQ=eG!pw|VKv8se9>JV7)nsu4V0iOHim$ztLiz*eZR?>Y{Ktt-3T)ZuVU}UOpHUDj
zg&XH84CJhQr`jY8Ti(^0Y^EP~fL)KbMTpQVl|gyLWF5f5CxnIpE&Zvh4@9P7?o7gh
ztRo?^G#wdPT<d4Gc%%SQuyn`mJ(Tw;u;BLuT;C&%lB|`Mtq%E-j9`I<U&&?~NI)9^
z#7%&ibm5g}6P#hP@y=T`TFXhqWO}wI{m_9L`URe58eIg&UOcWFCc0XXXzY-Shr&Rj
zUqYjY<&jIGR*F@ay-YUHjgG?~;<3OUN#EV(=ND*<*I}#$|F_r4Uh^F5dOXHeng~Dx
z0Mqd=!w0x05yb-I3Lfk^L(k~G#c<xG9wxhne~gWY$+Sm55~Pa}(Zw$A-yiqP9^XxB
z?)g$bj5v&a2E?OUN9ltSHZ4qi3Pq%g+f!V=Q}LNM;vr;6gp){SObsJf3^YPP7z}TZ
z(v;dR8}@G(N$@%IEzT#mpbfEC;99F-N_~@pL3)xpMX>W+;x(>I!>h5!=6-ZWUU29!
zXfC!wx4*-5(Z^}(c#(%$9EFxb^z_$|Y0F4x3iFVhUx!9U#(_w+HX=S}hQ!)^n24u4
zr90Be694d$TZZPZUw(^r+E{&3TwLsGkdE@$vxS-kAzIR=W@gZD`Rx+CRO3-#4=9wh
z0A9v>`}ujC#{1F1_>q#meJ&`3d@x>h0~2+H;UB{vP;r3NwlW;9o-q>ww=2-Nzq#zt
zLtj9WaVPX|<5JguYh?lDlej!~4&y5b!1?bRowHCF4WY7uM3s>pKOH9Mp+QVg&G3Ug
z3rNZ!v4&Em6IPXS7gXuejRn0r$olWAUb=LGHXYnqpPf%nqh9(E06Hs7IL_K>88Af~
zlexQ<7`ZgkB+R$ROm9JdzzAMw)y#YYQTaedn6Q%S)U=y{JT(a=B^wMzKqh4N=)7-$
z2)V-oG^6Srz;CTSdGbr!po*hSP>Pc!06R-`%xnW{#cEnPLTm)?Xu`vBHbk`Mv88Cy
z-e=)aSXycG++Gv~0%lHPJ;w#H3*$cPYKSBd6dhX5F!(TnU_^2`Ot=KRSKXk(Azms0
zamn|F2cEia=m)T0<GiK5JODQ65(`8!R}J*Vrv!r(CzF;7NSH-?cZyu?;&1b9ee@RH
zDHlE1jc3YasUJmJllN&ZZ)TWGgOay>yo7f}3$rg2kp3UW-aH)Yw+$N~ONqWwAxohM
zAxk0IrR@7IYo)S<WbDRLUoEol`!+L-y|RzBMaph$AtdWy5MvvL-~E}M=Y5~|zu#XS
zN5^62GoSmqujM??>$>KkavKZ)`37x+hFk!273>c;*g|9=v&cJ7e#Z@Vg>mFwdU_#x
z18V3hVD+LNI7f>HWg~vz#&_kJNSCip6tqR>Vf%wAH>gq!I~f^(TOva4=>YVrK-Kr&
zK+fT1XjDdA+$HD@(~L^NU{5oF69&|0V7=z>aY&p*J#y~fFE^2{K^*K+Zo)VO3Sw;j
zKK{xX_G%}75_tTMpC3N_oPoIN{U4qZ_BXh`RccJ5DV;S;%+8biPu*_yX}c`|Qf-^?
z6;eyv?T1T>0N(&pVilqSTi}eq$R#WQ)8#h+!K4G0#NWKY=nR%%3gJ)_1b|>5x_WOK
zx*xRZi~gn=h=o*kN<O_NaC)WqC8JR1iOCC~Y3EK|%*!X5vKq5*1L2t`KyNoM$nC4n
z|H^=d0<<1+AUSsjOZ%Xeu3)7FpM|Y=QWx0c$Kr?urP~~sRFweo!3^zfK%QIz*@z${
z9~Og94ybDbtbXk(lY^$Fx~3Jo0}=JT7h^O)ZoN}R@xfi^CU&d6E~v8t>0Utaud(O3
z!?m{Yu8V)AuyZ}B+gLCjmP_&Q2u&e;pFWIqi8YqIT}|C&jvj#(9X}674Z#yQ<eYJr
zopE0#%)Xz`_WMo02euR~H%@}3k5Cj#TIEql)vg6PMl(xeVZi5%Is_SkxeG$fcYdcI
zD;GWC0@j`2${sy`qIBcme}T{iX_mis<A-nlw;uHBDiO)EF;N5F_^)w*^d^UZ@yU+>
z3?aZ?Oxh;6KF@<D_k(QpyW_YLm<06*8m7N#>H$`VCV}5RQ||lUo}Nk{Dp()8==ig5
z54(!$FehZeMub+W*~R-n69NIPuVT>E9!q~adXCrZOnfEjvZQ&H!tjUEymT^e0j=Bs
z4ixt9&79-v5Tv|m(a;S%;atJ;LGG;=Uw9y;cnb(wp@t>uAuch{%A*syw{eAU6S?>E
zB$e)>7Jjr=(Ofc1JKRiaAe)2=)xXj#Y38LH#+D2)HGHmx1{|EYuXHNXMZ&c5c6$tu
z`1EuzR}aYMb}{S5_Zs>`er2!9XkF$N21fbKtY9S4$W`-7j?Z5OP2VmJ5{P=<r-3od
zP>BI;`s**CXBLnEb9^qM2nvbffWA3iux`8>95?5oop5TC|6uV}To-)Dfku4GUj8(W
z1DOoQhl~O#g<JX;keHF57iJBNv&m1<yrH`40|NKyF9*g!Mc1H#I3lO$o`S`N-$9;u
z`C9+07X%vEJ(JCmhDx=DTHV;5?|+)7oc<War7^uO-OT~YpF0-ST?QU+s`Q!PY}}7!
zxFjxnO?~Xfo1`WU2Ac^yf|K1%#t`K!7`MX3`}_1=<=YP>W~M;iwM!k=@9_VxO~(Ns
zK*fzAU@2e0X;ZLUnHIV7geRscJOB*j``b*Dgs2WEbR{MBXf+@GBO(-AkVCf0_Yp7h
zub(qP`K?)fS6cIq(|nE$J1xAHk}WzB){j2F-4UAH%;g}H*UA3IdaEE!%xde+1^o5*
z`pd66Je{BX@4TuNA(m(zki*}(vpatze*92D{p9Tlu>LeYJzW^^?*-?{U`NL#pu9-{
zOIabWan-Kzhaep=sRm(Tp#-oFs&4+3x9ifTn}C?#Pg*su_PhE#BXeh)13xXesXFO6
z6MEu%eyo)muIZ>vwAU9PeXb_H%fFE00f_61ETGZl0*I6eU@qL`!-Sr6X`PphTvjDq
z4Pdf2r=%7b!z%Rg>JNK+hqnI?!^(tYAE5uH3;x8kE>b=(!$SnOu)=&-rdyZ0qA_aA
z@8?(yzxyZV$j|I59}k0NiyYrK*8I4e7VKc2w`T9LNzYqp{rZC9mHUs>;)9;nYqq>y
zI*|GpZ1aB^L&~-YhWVMZ)5s@AYG0j1!8E<jg9)(svX>DUyAO~I29FSnCK3?mS<IAM
z9(`pgW3~<6vu<`da}f;pOv8;c&3DE<m&-<avz`%(zy47X5I@lX`3Yq@&0cm4?Avu_
z3j|nN^*Rp2qHOwgl5|^fWPfs8l*&e~`gH=z(pRH|II%j-A5_pQyNZvjxTDP=%L_b-
zo%%f@@YAnK7IEO}HZ~nm!QPcYvsPb{>nRyzP)mQl%~3hspsJ;1Dyqiy_f)GB0M?A!
zzup+Srd}Jgu<r&Q<6m}aB=56dtyEB3AHQJXLF+b{bp{~f+HYVsG78$X19qt$U%E*J
zJKg6_oUjtmOnInG%zUj+TnkVUMOXU*Rq+gvU72QT_5#t;veFLu2CxTJT`-FZ<Oez?
zSH5Gx6!x@z#kGM)rgnDO(7GF3Ga?Y$7XfWLy$*IIL*z9yhU)(|!!(G1o|4nr6N?(#
z+qY{lOLC3b%USb;WY`?4#@7*2R}*rY1|0JP11A27`(PXm)lF<_$Gy&B9tW7u`saut
z!9Mo6Fgos7u$n+eUHv6A*wD0bX}B!I2E^fKzym{zXAdB;2z3z#rF+i3i|8Q};Qd>g
zck{@omRfh(i1$VLpGPGyt<4jW?mu%x!jGmV5v>+xlOY$59t&Q+|MK0A{*PNKFIARn
zt_Y7|Z<#)|ZaA=(FRd9GvvLDup{F=X*ri&m=EDy6b!K(;w1*S3M*%%r&)hGne6{^f
zZnUr1?2uiE-h9fvO3GT;BS+XoFzh_L_F<Jx^U{6eH#!}%R|vKO)jX;m;JE!Xn@&Zh
zhZfu|=2cR%i&5N89Rbc(#rFM^g)?(3Kad0YpKeQ6c}Y%P0Jz@Zk(F~>iCIWj=rZai
z56eqc!{v1L!f)>kS?eOqOl|VZ=spZJL`gPHiabdFfy@g@UDo~Ufqz}w@(~6&8>U{?
zI@6ix=<8gtctSiT(#yAh#`u-6e$kqQDt6t|qxOX19ZL+hHgb~;C)qh<ZAImzcH|O)
ze+_*_DSHb=8>Pl9_S7cc_MmhXHi>(Q^tde^%`^SYE*#Hoo|ULK13ZFQ_v5ZI=>_~L
z(jywANvCO-2&SN@F_bK7k9O@0TiGD=D;`MbA@)Ri0v>!|$WOn5x~OsHeH5XnO`!0~
zz{0e{cQ;P$&L9AqISs12C>m<p-uLhz-EoPV&2RvocMxo?rh>H!mGt{Q8CKz9et-yk
zxm}UuBMPr+S1RjD)gN|IRekO;PF<(vGRJanEH%04_wTdeFJJl{UDzUNwY4r{><1vE
zo4XZyuBS`R#6xybtY3PiyLv}8*X;fcSkmH9ah|I7Om4x=(Q>}}W?2Kpkl&?+Wy#Tm
zf)MbR3Y38cS1b%oOT));owXWU>z={=nV)fEJ6VKFCZ^nPs1E=;X_J-SMrwwcY;qe{
zy7z1s7$CfCz`G2fFlSe4!5O<=&OF1)U0f+Ivq>1e`={76(XpcaMoN5pzx;_SO;+*)
zcto<}pxnE0j1dL3;-<8VBxY2$eHWJlcA=*6@80T4T?7g}kVUv9qcd$pWTe*qV0~}U
zF$r&wsqgV@J-vSjJTZncMd26Ao*F_SDtNQdc-}5hQR*jSBsG;ly*J-cB)jyU&y4lx
zGJhK`xfkL41bR-2>iivwTfSVB?gQDv?|ajt@y48SkWRpHD%&(AMR|KVNgWeqKWit<
z;O1G!@xOgoe-V;o*^De_B3HV!VIghdx5yE6+51Ae6b^+nyIU$Q+&t(neu8bENmBOu
zg}x^v-H+6Tzx|nb4?N5gW%SIiS<v$WJ?ZzV2$PrNjQJL)-yI}7R?TP%6~l#Fgp6wl
zu2Wp+0c6TekusY8Jqfa8)FeyXUHO4g?(1p{^m*W~;)P8Mde<kyKJ%hh*=~;OLSVq(
zm!Z<>!)2r&)+xsvH=Sp$7LWtpzapvowO%54{d^e7W2r%M4+a<K%(Et0?mc5AZ9`br
z7G<7KZoT`Snx3JQ!1XQ}$2POeqKNOK+)_piz8f;sVM<BC3)41_=Jq6Rj&9iqDU8|m
zcE<XMt^fUb6k%ho>NNVAVo<96pzg7rpBALD%Ql>F$)>Q-k#a4XHns2+4-ehWjfszZ
z4(J|-Ot%6E*&AesAf4wnOYdjKf-ZI{@2RCU{wfu;7i+5}PP`A}WH@!o$XH~DT34w{
zGT=9yq?e=B*4C`31WGYQ$ZA3_%J{yOw5qyYd3-7H^l}DGVObn>XXp&JyFIC5*zRq3
zX7{hMX<tIy&r}+t2b2EazjfUFxUtngfw&3IM9Q&g3s7Dc!3khG!}@>F7Lg?!0|%Z=
zafA9bHycu?s+<<NB0T)b?G-{fN@?L;)jYy6@EeQJ<u5Yr#}#ZsotHmeU9O%5W94&5
z+drW9N?CLG{Ktl^MpBmj!!j_@*NPR7c+gf7FEV8p1D(m<d|l`(xK5<Som8$aad?vD
zN28o2&-azt&1!O0ZME&t!O}rI_USM4Pdp3yGjg4DAExdwEeXdbH_tv{O1~1W;eS*Y
zN|$z$Uf||ZEuN?+rzyHG_t$JOH=qkf`@TMdX-}yIL;vgHYURl7&*)n+``~-o3I{ya
zz3&Y!N)O+q$ifZXASZOf*qNif+POuN><ee&Ii}9mz-p`AY!l&u&zPa!5|tPOw*oQs
zOh|HQ2ZFINpDB-r`l<1@#$!w+>+FN3kiIHu+^QPuTQMqcQ{!dzx#jb?>t;4KzsHYX
z7SPg@lO1Qd58^rI9OdbXWLF0k1Enlpix+<q_dG8;7LYsW6T1^b@26E^t{-h=^5scy
zzs*#(>t?z)k8}qdxVKOjNC>NPS{TmiI$Z;w(nt2nUM=&V8hu=KWvLF})ZR~qTSJbe
z>UT+Ey~5xJm^BFIG}M5^6Bkd2PI;T&-BX(zs_tFQ{6&6Io_eW%gRu4Ej*x#Q^tE?C
zjKfJ=MI6n_Q*ON<><!dC<ErLDnmvHMs&J`MtS(1g8D(P9cIT!4PG~u=Gae57L_Sl@
z#_BaH9?fSWt+Od-ka_owW8P*G^ePe1SiDd<isQNE)HDBLZW$Sv7=2??AYos^E2oK@
zQ|wgwBH4jji7}FdzD|BKfUiY}vd--la)GDzrs&_FcO6D5xQ*q^jUVK{orn<Qr(BUk
z=<9q=Msjy`jO3N#;Aff#@fU<XRGl`xU(UO8bsYhm32f;i<u#|(TW9v?6Vkt8yi`kl
znNn-i$C|#47A&4!iu<zb#Q#NYPo@{6rPEJn-01#BnB@S-G=_olmmmuCPcXBdJ^Oot
zMhrS20W}x-Zw>7<2RB{dx6@k+298ic(k`7EF2utmoa+qAKP2Tt*4s<qyPrZ4_Tp<6
zY((`vSL|9r|H6gj;l{NmOxY_FGgQIQ?}eF6dpa*$%w=3^Q;WFyPJ8T68L^uWm!O4P
z2}G+tivfmG2hj&Ar|-UB#(da#Te=0ZgRBX3S_;$6+s~5bZ6cwI<iF#m@{aZ1^;`Wi
zUv)~R<hBqIC((0~D4FuAHNXwRPEs7rw@lF<Dbl5^jN)4l>vkCD!7bAFt)ZKEvY<-4
zlr}pY)iL7B-DBi~Z==iEUGqTMnq94VxVp1PGwFT?oPO3{pVKWaSKN?N*bm}&$4|$K
zSL&KC1Oj&aLUZ6wV=C|C?hglOy{Y<c;jdoFs9B;fX<T((Wa{z)#N7!|Ug#T|H2<;1
zbMH7N`1%{@Y*x(S-*xk1Jn+yfIm^kJZ&!8@>j<B7-Im&0lGw5TlU{2D@^`~R%FER3
z@&-pxqZNsjirJd{h#S^yV3QrcUEsH7sgi3}uw!-)zVL}tsXW32V$zl<niSeMvet~|
z7<C?ShD|R-|IZl)wo_AI?Oh~Q{WEo;>f(593@~wwBjrBRM%c8aw@5by1;TyB|Mz}9
z2kkM*<WX?-0*`XzJev_0AZHAXzzV(i?!nHrM{}b|ANW42N|(AyigQ1CIonY?;=qhX
zc}~ioJADyb{o2G2qsY+EYF6q-hma7ioLT2oa{sr`8l1DC;NJ_{HM*jU<oQ`t#Chjs
z;DXBE3l`YdZS05gjXp*ji&>ZOc0IE;POVGho~X)Kd{kFT-gadLb=kN7e1NA&<HL=&
z0o?@#s4m1dmj1^->5EMcR8#^*s*eJAW;vofE^W2ckYcP!`NXet#?c9O;Fn)yhyFS@
zTRt_d@RV~}Gkv6(j|es~sGemC2fe9Cd*K0lV%=a~gvksa=gnp1u7rXtK7#FPbpd$O
zv~tkd4tjaj+(fF4OGO){%-ab!#@ARu*Npr6sC+xslIlGvQ4_GKbyC^sP9&VHEA;47
zQQ=Sqd479;So^!h&He7hRSU7i<R;#|{4!v)R9|)Izk=7Bn;Q5@iWGagK_#+XH2C9P
zj|5(j(`C)TsESiSTErqh?loICCgXJ;jqm=o_@fYgttH94vEX^xl<<GjP*oiokHp_+
z3H#9@cU=OLi7l^CXH#Z{W0mR+#u{|7vuoR4&~Kop{00ZL@(0~hOWf?Dr=tC=dhR<D
z_ItKtg(hVgPq%WaYhVxq$Hx$tN5&>&lczIUoj8~e6c$oCbkpy-30%IM8N}mte|AM4
zWll!z2x`ir!$-}VE^%3k*pjh>s26Kv0Nnkhp$ir!=W<)uFQi`ITv-~3yPwB7j85}q
zta?B(m>DZgt(iuz3%QJXg*#f0Na;&AZPFDCTx3uW<RaPBwZ@w_96P}a3ZgV5ZT-mX
zMk7C7&KfFu^8nc>arcYa716BKCxyC+pZF9*F68!@6)^p3#q_^Rf)5Dd?$rjhw#R6D
zM5fFuU1DY1uY}sK?Vurwp#e{#1B3fl?b6j-@XQUbb?(Nc++uEmo<q}p=2Zu=`o7o$
zn*$mA1{-Sq!$Cejt~N${%|?Vvd4AzIFknB*n9il57kB+x)l1Vp>DY<?$9|yG52g5*
z9mje6Qy=GuH!34*g*Z`rC?4+D99RT+M#AqkDO-bB@e8yygE;)$h3LlFj&XgExxn<`
z+1XXQ*(U(Wyd`!`NxS<2-*OK;z*jU-rxqdN-O@Me`|uU<cMMwEy$#BYm;N542{6X6
zej~+nkuRpm?RlsE8$!n8EWJE5nA=^;SHG9R23}Ulv9L=&NY_*jwC3Ej-mG}P!^)NN
zc!HO_BjclgA4-@h%@tdQaV3_U6Vym#L*RW*gg&-v*o}n)sTP({FfdYd2Kh+!Hrl8q
zxjaKiO~z+iJlHP%53`VKi!#*O^NTWs6!XfQAY0JY$m^=ed-cv|tbpI)MG?Cs8}uGC
z<+K$-{>f#0#&Zp;Bz@c4yw(f--3y(J$U+1*r$D#tnNA)s(7z!(H`@ZKT;gB?lFGns
z*kd^Y4&Sq#n?YC_h9v@#3i*<vM*XpEwFtQ)Ee&Vf5$bS6cK-vDW<_*TbBMmM&>zQT
z@QPe0U5HzKnWA(})=|L&g2wYopn6c%PFvh_fPwJ~kKenT=6GC|Q8)dy>gtg5nQOR5
zCTN}PD*H8%5D@ohaCEhr$7Bzou_P){kZaD(mQ776^xn^Ge2EOa9B_E?ZK3S)_Y|E!
zqR?-PhH}{obN6GZOB-;~^#Z@~y9uZa<&@vn^7|v*iFR@pa*Y!?WsnD^jEx+W+^j*R
zRMfh&l)1n0%vMwxa{-HldTywtgeF|BF8&Nkp+dq%=M9CT8BNEjkEd`ak!Zb~y~;=6
zw+%rJ?4bdVdmcM-k}=$G7_RX(DLDT**%Od)3o-yDWy9W$$l>oD#6so~8|?IL=iR2B
z<^x@PmMf})CoaPF5Ne-RNuu~eZlPzaV1_SzZH}#5D`mJDMDMhf(FMAtHxzr8A@myO
zl~`_RTh_rRb5JGr31D75y7#DoIPWL4^O|A-hWwC0V>Hay6bm9}!iNLySiXMgtGB*F
zmE0R^v$q{!b5h7T(=mq!BM1cuON^pbLoUWro^fb^T1_iOt2S7KAMU&DcBGzuLtEPx
z-wQDanUuEMr8wCPrlbm{r9M+nqv`CxXBK%?D~}xiMhno5iqXjD`y@QOV{6aDAd#iL
zxr!^B(rgm*-hQ-_Tws5(%x@w`6ufhYgx{F!-1^}Vg9mHp41qeZ?7+qB`}-RXU;jD9
ztzZc>A1-56MbL_Eu=@C$pxbd+YeJY&i~(|r2*$zo+A&4N8Vdw$?}Y^j6e%rmC>ohI
zDwZ8KYM^3qIqZ+&d+okjm1{{6+8XKL>u66iG4j!0g*aLzprUqBoNwM=9RTYb%TiO>
zv%u(?j?T^jur8|z+EJShsKBpL4%myZi%+>aI!4A2J(#L~#j}cmp=|@1TeF?$-E-N9
z;9PF=f*dqrE98q4hvbR-yNbrkhq!%a^iR0pF^w@!`KM!bSuNI}XT$JFBQhH>NF=Zr
zxiCig(9+r28B8{pBamB2OClmy#(-$O%&y4_pze7}M+aVDNR<H)$E1VB-qBq0^Of5)
zFhko-D9l+)N0{%Nb3bO}BH~tEwJ#5qL%oVJr)iI+-atJr23v=3<qgQ<X8nybZuK+|
zvH}}Lad{n#g3jmAUne3D=Ve;@a}J4uQC#xoqSiGEGi0z$R%?0fHj^R>%zZIC@lHSO
zdK*K8evZ;a33%hVH|C!d-Hd7$7J69x1ei0H-lt0M&rdI!TM|i1k`<bPG29k?0AESp
zO_OqpuN2>TM<mVR4g}Hn=+A-yXQAdEG{_;(gI!Mq*qJ&^0?PpmuuV^<z?^l&<P8|C
z_>-AU{+@Lf08>`EGu3kv#L5tqn!=Dj>H+Uyjh62EEI3%dL}G#<+Ot<{x_`Sl{sDgZ
z723BVW#jou5cpZ4x9^$az&!t?oSX{qk9Byuz7%K$TV6|-b`6@k4K`(bELLoXU#;!4
zVq!Ygzh2(0;5(@stYUJf?X~MAep~e%m|5b=4Ukw{#U7{Lw-?bP<qXy#+8(%zN5?U`
zQ^KA~ET4q1GgwzW{2g=kip!U;UyD6wzRH3186Q4;2pXq+$<J=O&JjBAC;6Zn>dln-
zpIdPmK|Oe-*XcCNJ-H+hqsQm9ZF{}9xh4ggcKMva+T0otplRO+SSK~heW<J~YdOU!
zb#o4(`*d)YLprQ~cXwA($q~pr(EFf`s2muCuwqk{wxeP~+?g--yEN?Nv#E<It)>?H
zb0u5ObIUKrzXq&$2|OEjbV+r#7!sq8>WkA)Df+^cbKkq#eo3A**ENP6Qn7B>Ni}Gu
zISy~hJSyds+N%Xy)oYt<Q~A0xF*D=mt~mavK=+aMH!tVz^S|yF4|@|#uS?Xq$M7=P
zv);!1KHTHp7m#0j|BTC2b-NjB(yUl&;t-?g+qGoTIkMScR~r9go;%R}B0EtNF4oBN
zP56p||CuV)&x!K0N{?(d@*|L$QZ&~}3QGE4$p~Mr4Q2$IKv-DOp<R60%etHU#=-9H
zt3qoD2@XfUN;{m48~`C!$fcDY8=FfiZ9dvx5+?CWfTt=F+v;qb2<#jI7h^a!o1kD4
zr{q?hSW_A#Ny-dlB`j<jr;zwl`@{<Yzy2out9xHuCber|NbtYdnw{>Wnb6gge@oC}
zFHpW7v5cjaK58g2^U9reEsG}MYMy+O@c;Yci+jmu=h6N7$NALxt35mfpHDT6?A`Z&
zU^u9Y^nkk2Xpn%?>8Q=fav>rErFL`;2Q3etS57{T9lX&d*?W@q%w~YD%Uoon4NsT9
zy1`&or4(MLXw4uCan~6ase|Gd*XHM^M1m94wCdd~h1`mO=SBmn*?CGyJ|?{ZOslgD
z0rJx2eQs*lFDaWg{`8h1`pD>|?8UUrq`$X^`+9gV%;hzRG-pOtutDkYerEmP{@<$j
zN_*|2w5zO{0qQ_8qvCdkU0OEk!2`fPlE2AaT5DO`=6g5Tl_pu%0(6OGTl93m-GT(d
zJiAgtLF&%uh8vq*%;Gte!oBXCG44^ezum<X{M9}@*V6GLHMEx{I}qR8aR2tA>XLg7
zrPs6vdQ+lT)}hF+qNskaY7od1J;(?!cd8n!Oy6K80zTgv(7i4{>)s3KrO)QrfnUTj
z@2+Iotb}o3Zqv{hJhZ82K>rt#j3ZM03Oj?8XMD8m7xvccE=Pg|9E9S}PaUVis-aLU
zYX7tcxP$hg@zzBklr9DX+LFbO9rO7VxPzEideo!1V*{~OazVTANIPp4;Qr!&zZD;r
zUC2b{=kqoJg2DVLh~X;N9l@YVBPKmcm`QShicKMA#mz>QSO9nxrk-eUQt^CK<*bZU
zHxOzLhtFu>Mtx=XH?E^<%afbQC8jnjFStR#`ItXxj+WU|WfQjx!UaQ*unI|KM6Qs)
zs^&$|&}0gvL#z^HC?wqf{BjR90X&sifKT)AN;k&P?>pZ)1Fzvg`}=glut7^pr`G{B
z5hEQF?Hz>!Oiok(N(OW=pSxtc?pV~Vf=4!>KV1ks`q_>`bfQJ<VmYPe4gfQ6RZ<()
z4+v7rw-wxgwXNv(0%h!n`&9u|uPew21?BNRAqxN(u-RXry=PY7%M_W<5MVFFFQBz%
zBgi%CzBay%R;)fOtk5YVd2&(#&D!925m3wx`g+}HFhF{gpEhYl)g%M-u$JR;wO$d~
zi`wuRfSw%h-{uVK7uH$fpV%%N+!X9-c4%11*DaZx4*|-Gzo6;ht@7VzyT`4rNm#kc
z;&EeXP_<JXq7M^fy*HMaT*S*(f4$@?HV(eEjEgzC7@l|-B-D|hl*x-Aoh<rR&JTQr
zp)DoDc>!fO4)q|z@pFPQ91J-@?0<|D`pjf*(U~$Eq<XN?dmmKFeD|H9e_v|zt)-Ob
z@VC{?vDuR1rDh%oIq*211t)MGLM@hdrAUd4dMrF#Mh${+R&AX^`SBO-$)EUKcQRoe
z04*=l+5E9VI5o>rmL}$a`o4)8rpZJErf7>t#s{bN9^C|wN7*=ldGXhvu^JBuIZtPv
z2#E~+O<RT!WvMc+10Z1VpB{ZZX?H=r0~=1igi7&+SmM|t+@}yNe*R2r@G*b$I0r_@
z1=sH8e|qQHyv4DD`wT+OYJ?o-R-w&E<Fw{v-h8yq5x*_TL+EP9q{Z*}=7TKap`LN@
zxubocui&60mC@JKQaX;`seZy<mMuEty7O;Q32I^r;1~iUt9vk0;Ucro3`uw$_EF0~
zP`J7u+PDn%jMh%`;oEq0Ue&BC12iV{9OdOa4emFZ$Pl^wMQrhRTz|gXaV<Avmz^M(
zaMJ9J2ZJmII^Ex9bp2H`!f<Y05b%t^XQ0_aF1zifdVxTvPnjC-{ko*?&SuSpjh|Aa
zOt>>a7bG%?V~RYXCN4iO8iOJ%(WAmw=S`SZgqwivQJB;QTTk=ztN5n#DDe>S`iPrt
zpvbvQF@W2{D~bik|6>3;m<i_pH2`iW{?Ot`PU!*s^sT)6xR?-e@`|WXhitFaZWRPX
z)OZ<z1g(`sY6XoBx$gQ%o*#K{K*>FL@ZBaHM=5i(jQt*pTA%m@ztTEOqbMHdPBwR$
z>>S<stbh+U!c9JEb^^IEh7SU93}1EqnUx|%RiaBx|CTm}ox@Z&6aMDysOt{~UC&~*
zYlB6%nsK8k^#%cRyw0PY!WH*G(e|8^@^)W;9^D%@C0$202oA5(vr(MDrM6nk#3mI6
z{6C^SdfC#Q%CXy;*8we3sKa((#z0@WQ_p}h2o^)Y3r+npy_jH7z5)O|u4^H#0ecq<
z&z(XJmY4-~=Unwps#*vH?|ODj=5#AZH7Iqyp2}olkL29?5PKRAFa-J>&G+tX3Fb{g
zO+jIBcuFlWLKroLG+25K6943in59XZOY?LgdZPXS7YR%r6hJ4J(HOGMd+THyDKARs
zQecC@(Uh989(gQ5B%}&74$;CWI0sc5h*-50j4Q@U7ugG{n;yU&NLsP1qfzFj1v_tF
zmZ35p>)bB5xgX7wG|4XBjri2qPb#zpXGG~PGo&jWP08bv^%48@uJ81zwRFQxL2ISk
z&*sLLJw;KdPK7~j*pO&zm6G&}gn6CmIGkFHjz!~@@b<*jt8vW;(|`p|d|g62kjW2*
zQ0&KHV9{hu#t6wSsByo#?mzJ+VMT=smgAYD-9k2u-e9oJMA$C}R>M0jj1%;GnniPT
z#3PfpE0D^dj5$mB6q@-bN~X<9#TuLG%KcwQjm?Vz$b1Qa%wfY+m}q_a_Yn-WEiW4)
zbgG;~&I$JMSZyb}XYf&A1R@<C?S+<J>lXyCiHZVO-joav-m-HHSXdmRRsXLE4DnhB
zg>up}oisDpQ9u@@Wom`IalT4kadYmvT_Ba*RIykmwQLTeypEa=1CUG@DpR1j*6yhQ
zO@99EfCoXQ;h#i@;<4Ien@yF9|K{t2wwRXc8e|)_Fq}$KCu?Kf3s@$8jJ7;XCoWkE
zNp@38V>@Utb0}6SsyWar{NKcAm*R4M@tezTz42oxzg%ya%O^5*dw_c6@t5uk+6fEV
zfC<^}YC{3UsNo!?G;Y<Qpqs4`Z*`<R-ZHauO(0*IOjR<0jUv7^uXO*YEW`XBd|50Y
zr<s=<(S{0ep|y?@NcIaWok|zGci#{vDusEP0iL`>8FEPbu6qAE{APQPC)+vB{4*10
zUAFItJk~77+4zIww@V3lmjo*=aqN7_Aj)-+Wno#$gR7K%6UNJ{j(t*0Ob8iMTZ%lJ
zLTo$I;?a%Yz>9#-r3m>4<D7{!<1*&RR2&a}Xj(Wixp@U}J(t5Z0x;n)7hZwux>*_R
zNgk3}O0B7h{2&-W9`eW6(Uw)31{d-)fs(bYpQaq&JAnNT2Xm7D+JU>eGO&ZZVXE~(
zc!2N#9j4|5R042m$n7(_CEBrzx{(Gc6)`u|k{Al}mMT;!*}hO>=vSovHwO@E8<J>c
zXnmW6my~S?6E3fZe}08q56nXBrQzg9wC#_ygnjlPOfB~u<z45_yD6I5Eg=2DiC@%C
zLYIFi5l-QFma)KjBG)|LN?O?7J|{izEW<u+`Man1MrAFF76COmq0>@FJh<}~+On_6
zqjJE0ZbO!R!q97C<869>{w0A0TkrpK<=bw9D{sBZCLcY2&L!kAx1e+%zpcOosVuQ?
zVzhR~8uE<ItcTDzXUt!l&IRmw_rz~nb&Va&M=8?E?f<ac3WIX6?7qu4jLXierFc|K
zwZlnrdH%lmVULxI&S{Z~xK1{05xY$Yd{mL9STw9mr@L<&r16SUcQ{9@kB9ZMN?uMO
zUx;uO+QJTgE~7QH)&h|^BmXzL#4f2P@D76zS!=E%MX7n*j)8*=ra9Q2UR{G2qJ(bG
z40Yvq2xe)Q(?(4Lv*6e%<iyo*jc3JSu!KQuT=SS;pVbtAUDxJw<#YoQrgt>U_I1__
z5}yqa$d3mX536xQ6*^JlTBCGm){5fkVOa*DZ*dRK>u_mk(s-cQL0J<_!G>T`j+I<j
zivIkK4pLBb;FRirQAYDi$h4q>PA-d2FI%uFB%#W;s7c%#O+3&9)Tnd&g`zq`Rx!P_
zMwAzK!f_ix+ub^rX_P5&%FUl4-2rvi`=8WhV_v0zHi-GMr2PH2b5FpU2uBhvEe2(-
zPgT&Q5hKD^+gCxjbxPWWPjA;$Zuy*}{iKoec#64UmGR@F4Gtf({ZBKQ;KL3mf&{9^
zlf!V<lpo9Vo<^+Hf@TlYg$a9;qukFj9M7L<bpWb1$Xl9yeJRBtF?4s@2*-aE`&Cgq
z{9iM&XTv$o9OYl#04)kNp%Az*10>H-Q@yI*7J7+N3vFL5(u<(8rfW@5RaF(XIk3#p
z&hD41=!{u8Kn}g%(358a-B9a)X`5KcX2zdk=J(Wq!&rVS2eB^iykU)5j_}*UeCo@M
zNflacYD0mMY33dgkg_NT;_+2rcXQH<h%3~t6aTPqjf&<47`y{0_XnPex@6-Dou)o*
zSa#wpH~S-D#6+#v{Zl-(tplRqj~)MBz$|s;TwoIJhI!F{@c*emDh0Hrhx`;^Et>8V
zm>|UR$0u{F*u^*4(*JNc(tpqRdOLy>vE!nToZ5Y#nDn^fm72B?v%*g~*km8tzm)eg
zp<)gszHYLyZEwmud1qX<>xgc+nhI1rZYdB%xMj-qy%;@r&S`EHIX4bK&EZBMmS8ou
zk>+7)760^Eb*S=D(B2Jy_2s(g&#v2bjY#Om_MS>HZxUrqDo_Kz!j8fW!9eK8M(EHn
z0G`qO%C~3gMIva$Df#i+?wdh0RDMzW%M-Jl>RdN|sS8Qv&&Md&*^!<`5aIUDA5Dzy
zUJ61e@=pr;r9$C`lna6TPhZlJ<`5n8c{eD~_8Azio|e16`bgo~6D0$`tu@INWs?qA
z`zziJxxbYXIOj@~H4OxG><`R4ek}Jt23S4CH~tG9sdulq6_9m|zCw9R0;NlWBJ_rm
z2Rk^fVVy&glU!N6e}J&frEW@So(~44xb03hynP23x=c{$f5h+swU!;1y(-v^)zh|~
zseViYJN<+mY{OH5{fJEl#~uV7yJDfW>JU#OICkM~HMSAsCGVmXEBaRJfa(YfP5i|_
zKdDoExO=7_jywV|^Ohum*RL?$++#aqyy8eD;&sgq|8~4shVVqKIj3g}3nB8dIiRHH
zZJoz7@ztFuH+vHdJt(jkDhMFZhK^-a?%mr9IP!@a0;}Gg@&-KrmJE)1@t;a|En!qh
zz<tUIesS5)%iK^v+NO`Z!^%<%-jv&RcJA^3ZlmblaxHKhMt7b#6wRD){uNay7SA?i
zEVsji`)02xVxQ6+2;L&$XR||eQ`MsAsfKZ}y7oYjef));VV&YuV7lvh<(kbtj>k)A
z4g_s(&pe0d$;k8$V#>BFVNKv8v+nw4roFJ__uvqHP0ZKGP|Qu|MFQ?_t@e4P#B*dF
zZEM2M;CorbobNabCY{@bKXRy6k-9)2<$Ns(_%P+pZ=!<{6B?bh?WTefOLp+@k?e9q
zi+nKe((8)HQhy0twONw1!@8Bj2c8s-@39&fm=_c0)`SLu42|NoTYKj{<WV2wMCd)^
zSfBG1CSi>!X~^u2HL25~26Zjl-LL!O&oW3%(+Zq%EA&DwPu8B4-fC%nz&OBsQkr1j
zDMSkpk5n+GO$DZh{I5L@as9_0PXc?4=^(!HVt`AC*o$%|pPQr7f5;#ml_5-CyyW~{
z${F8j9IW1^s`nVLpw1Z_L#{3T#0I}2V!tLfQMQ+{BT}1d88wp+$>eMmF<I&D8lEq~
zl5OY?w8lWmi?7b9jkk|^;)lE8AaB`LU54!%SJqvD3Mz7%|J(qcKJs@YXH9$$8EK1g
zZd=Cf6c`S0FKly7jp^LYE10y<zVD9IeW7cYr^D21SCQ7aQ`|SFBrI>eSzEANR8iv;
zq%BXr|0Euu=LbKGVWHv@lovl1o9rBAb*)RK-wSK@{z`iUM|?@ET?{4Gy)C2tm7;*$
zzb^X+gT?qk`Fo(bmW6(b)pnU*;N3g{$?o9k7F1(b?mrQe#Er8}O%HqNZyCKBJ=%_+
z7$$d-sbE`_g7@GXqRNS4zqe-7c>WUydqMhRG3^PXwu=wU?yvfF(&pof@N|LR1os2W
zr2xCOamgJm`$K(_;|GY`j6~e>8tc~VZ&SWdghO<bxwD%-E&~ziE*n(V96&0Jp&a#=
zKMq17-F8fG6O9G@io9V5)@h)}*5%_YGeJQc8(aY2_ccCR7Cz_F(F?57IsjWC<@%v2
z#I{Lkg06C-6u&ui&1)}v<1QC0ltd{cgX29L4Mlu-M5eeWkp4s5bwGfZ9Td)D(H1Hk
z8k+JGYqSTZWYl+bi4a`_4GpR^<G+FxPvBYy=djEjC|918ZsJo^wh16VbKb8t)|wmW
zTK=#Dnwm%lMXCEOwOyk2BCy;^Nc<9-bM;5Mn8kZCpXenq<E9B}-oiv+#Famw$jD}W
zqICp{j6qc<Jl-@&^=Z7S-h$%Qi55HTuL@(N539%2VHA;c6TcUSTk<6gif-L8E9}cz
z+~<0wIC&1H^6PK3)CHDpP4TpjA9jy9HWBWDXqjR~*UAH;W#V9mXz!IUBfo0HfesTE
z7b_9+!i@&Qgfw@1CI;z83v7EtPmrsJK~2lShF}#+9?%UJgEC9$a#;o*B9YL;R3{Sg
z#95ATi*U8fdcy>vzK5(XB-<>pK^8XF)q!>@*wS&xPw$2m-9Wsn%6-9c#YH_byMN=q
zR>yBUKW9$8?)wPR>%ggl>@h`C)k!Qaq!e2WUfE>nVP3(dtn}eU&)YzZ=m(0&uosla
zk#MX8sxkY9uP$fL`;+KW6+Ai%<i{QLK4_3&m=Q3zl&i};IIa_<DW}i5U=L*R&C(#n
zMPpvFo|G;NZm2RGVD&CGG)da<%W1t_S6^qKQ&B|+JIxM7%wKd~6rR)~ulV3=47wB~
zS67X-(|&<Dck6}aZ#*OZscb1=V@+{d4tpX;+dT5F8sg1zGF0_K;y7!{{Pwpi2&#Gm
z>e{Z8Cl^)q*2Kq=<CB(lg!Z)9HPH&Of$iIk$Ek9gq0}NY=FtW5!41d}YFO~MEdI^5
z&~?JJCRBr3XYS`MO<pe#%D@xXOBP=OU{HIfJigpd%Vo6iH(`H7yV5-=dsSRCKp>Yv
znw5ohd55QLpyF})`(f7y`*|0l0w3o!|9sjy1DXwXd7x_(^yK3(ygq_Z^a}9LLxtTO
z1v}{S#O<p-HFQ(+bLXhnYiG@S_NkNbXHM&qlAA5G5*Bo1f-ie3*8V1>1)`70<|IcC
zeCL!-TG2)!;K;G7=(Vje--eEzwBDZ<f{eq`FUCc9yL1zk(?*XfE64ELMp>OZkLK9$
z!z0P~9D8>oPyB)mEH^m!3kU*AHz@KwFRY9Orl=V%_tyUD@Hk`g*gwPv%P`vKvo}tm
zA8pHlhw%$fS0C>T+uFX;U%jT&hBm=(N}|FIbfy$Vw(7MxeNqN_M+^0A-tS}FLmcWE
zAC9RpMm4*g$L}qh3}QVa)wi6=_j{MicajPHje5=<qF2mk>YPgYa6>P~iu{8Tw^D-%
z>5FV@WybnpSqnS(idvV6=6}eWj^rVUbcHFHArHlCztYy$mh$b)D>nF_8vtzL1dCQ#
z=5v|z1J}!pTpSx;Q}3qJ`=zVuDIaE4?fN^9iufE0{7kED(eg<AF&zJ{0j-Z*X)R`J
zs(e@*eAFMnT9;Y0Ib$-m)bH8E%5}!PxtCUX?ZSYWGGXAyn7*dwO?<uB%7n2k^Q+~W
zkz`kmfavPAWj(sGqOAdUO{3a#f9%M$pa(jph$zSodKkgI)~^pb+*?pu1a1IPeM!`W
zu5#tf)%n`#Z|*=D1c6x$D_gtf0CHDy;)jJS4;A0{Klm1DKJI;aWJ-^^*c^jDP|mTz
zIFDQ4TvN0Ldg6fKD@j#vPfd(GRazZzZ+L7Y*9pL*-1S%Q8bq#HU%Fz&Wy?IXHEsLZ
z+g)6+ww69VIs<E%Qz0T6aRP>^WWN@`05u)`{+)^1c?2-}8G;fOY|z2$Cm0gxI&P`w
zz-NGP-2Ci03WsQ4pJ*A_mL2G^kduBZ%7cE)AmOe3dds&mRFci*y2(QK%FC^zxO0a(
za_@%g5l5WP!=ktmkYaeG9G|?RHWWNK7uKbq=kHK&zN%#2EPhE$yVp*}@P)i|+16%;
z^QQPu3C$zY<C1KWi|gL8w?ZDJeYOtRrG*7=3wAy%Rjxj-L;ynw7|=NM-a%t(8&H;$
z84dNE1B)`jS05!stJ70L4cHb%t!2FY(mkwSmyGgo4UwV8sOJ@w5H29)=QZCRin<+*
z)hjy05ZhkhGTYI&n9-L^P%q0|;65n?h5Yd;o4niT%4?B_1WxO{JJvTMwk>1QOwa9P
zjoUU^%iwyaY#*^cyq>-1lQE2byok?XG(;Y^X`~IszJw6-UCpn5R7Ix{RiH*=a<sBT
z|F^8qnm&Xr+1{)ACkbyPm=<)}_N%5$SA4<MM3OCEI5w*LJ%h9&zv7SvX`K<@`qE`?
zC3t4v7CYazCPJ&Gr?%%S$h75TI5<(SC0bgvWt-k^o_gvTe(=~>qjIN6JMDkOF+mT3
zV6#3#r_@_AyxAi|y|8(+nH87aMiDmTCj1=pkIB8RxYU^3gzn5qS+(Um)u0jajQYqt
zufWVhyEjX;>6+cxwUIkY279Ld;bP?Z7t#TXpS^|QV58TGll}H$YsmKUl@iQ)`W$mv
zu~_#EaXRa>cd+r>4MYRu!qSE#+tPsaEZ4D6?7v0CLJ2T}g-a>OGA|Ff%BBV|I<0V<
zFuq^o3&gt}nGl8Ai%)(^Vi?e|qc|5UruApQxjcJB0*O6WSC`3y+iQ`}X@Uxj&f^a>
zP+r0OWqxL)Ls=oO9IyQvaRS;*Sw1vfN}s_ixTfIIg^|RO6xXfE$PL7sKSlwoBo;K>
z>33y_dJz0yY1^Yw*>Pfwc&(-9Pf!l52Dye0uP*1?+xER^M8XW|Bpwi1puJ&=J3qbB
zLErIe(~g}tVayED5O@UA!3;f8g+jb)>lWA)yQ_8qpn+w|bW?vzeGBqYtm{IRN}>Z5
z1S$o44Bj0-IRr*NYl@P9M!~I``0+B{o{V10PTHuf@@u~zMc#SNaLb7KAM)(#8KqMZ
z$=BF!u91vnnt}%IM#T6$ukG!fD5tNu+7D{|oLYLAp<*Pv;zx+Ng2vr|K5UZ`^Rg<(
zUhZztHp!592-cEWfd4I1!KYmo6tuuXl%cs%A(03l(%|6eNnxR7q|m1yhs3QJ=NDB9
zvS_*^nF$kDiHSMKuIUsC4?j9eeb!df*Z*bOSdsh_BWwo|z<-+E>95IIrYn2mho!ch
zedaw+0Y*6AULV;VgZ`sz{3Sa);_hBN?@pI;p5efe&{|20liEl2@N;$-zcW6MUQ5B)
zA7Eanp8SxMolU3>#wVOE9x2xu7FYV2&-E(CdVk(SZ-n2VcYry?+hpgCAdgVci1@k!
zc+z9HTk34Y!o&Rq^%(fn4b}^l$y#6%Ym=PsYAKL!xN?%gS~m<B_0oqW$Alapqj_qT
zR{-)<tfqX^-ZI|mYw@2V;SnqYYtwf3Mt9@n$k-5qiWbc+%9&W<p_IBjQUkMNJ)8e&
zn=jFS^dBzrs9?wPHGO{f@brA!yI92)2hrD9jgXkkf|i&o{WJ^S#&<059iZGsE?Y^0
z=Z|TS5uK_P=d)*?8q4jKIlj}T2RrdFlD#Y+8jtwm_$l0nN1auEe;!0}E0U^q>|27#
z&KmJRxQ9_HSvzXRMo^gbr^L?qCTn2+dhUp&1$%ju4$*Ek&T~aS;(Uc~MDLh-Y@Jki
z5&S3nmMz29#!k^NY5TMPklYC60E(Z*t7|K22)p(Ahz4vLWrZBHL@>RlE4=fvPD<%v
zdDWA0_=<uv(5JM=nctH>O`1c$c@q%4%Bc9KO&~4c?Veg&z~TU5Ea`6Pl+6#5X{xi|
z%0&E{Xa&HlA6f{e-^4i?z3`oLSp@x2TQZ_i+Am<C#hqOugFt2v@}M0jyXt(Mri#Sh
z`d;=R5<GJ)gbnn3uJ7o8a&DOY-6}=fl&&9n_7~1q+}}GI&N*2zG~LG>Ow8cb0}3%a
zb~k%VIO|^13lIw7`-@`f*F4{Gw%wFevdcVr;U47wCVDp3mjy;mAJ*@3Ghp!0==^z|
zXm+rvNAzd9SPI9D2OsjKUmH%<M2WP_{Eug&G(l*{CN$nCcyx>`dy6b?zKc8H!rsR+
z-{~@@VP&k>IR*9*TVaZP+vw0`!lHvxt>w>h>??zi*>L@x`E<m{iLECb_RSvsJ`H|@
zSj3hx&qdfEE3JCTBG{#tt~{krtptQ79^3Rlh?Z8lXBf_-eLwG#Be&?7`|H7gP$nz7
zi?M0NBTZJaNOc+1S;Jdo@5Wa2{-iBhLwUk7_|~=S3Z@|~#W{z5&L4Prk?3IMq=Kul
zfR^;;Hu*z;-A5-!`65|Ti?noK$n~g*DH&myzVk0<Fg$^?N!c#IEmLZ3Z9ACBd8#z*
z@x(P<hy7}?soJ$4p0;~GdAqINk2rvAe(-{<`ovYMDorqVbnwS}2a#FvAN5{^X0bwo
zf*N2QRT0>4W&PHK5q6>`PTZ^Zg4`wrngyPW@UeCe;QLF@QNyRIAA%ku1j41DC4<JV
zEt{`C{ebk$P1EZz1`^9T%lu=UQxhdTISQ&c64(T9&4<{DBy(8V$R#O>-?myuHMR5(
z;XoqwC41W~yd8aXsBX2DY-)qi+*z3TQzo@=&AHVZ7apT?roZ~oSNiooBQ3$h_T;e}
zID4gW%WPlb;f}d0q4^(0KhKI#p^L|0A78g(GJt%^>Gzj6E}$1(TDS_(`D0*oLbAAh
zd1IqO$x|HY(O+ztq=pU3W^6k;hdj31TdVWJX7Ng3gCI;u{@j$dHn!^(K#MIlBG0m`
zA*z60el;L4JbF$}7XHe|y|`$E(X_G-GoV~&W{;0xL-8C<W`nLpv!Yz7xqtU;Y`0!E
z!R75a6-F6TSFQY(7DU9VloJMOwMKdqc^@dm`x2Amvda3We4DCOHFS=$Dz5%4I#raG
z9x$Q8pNXHMhpjV+>D6;wfB4$Hh3r%9K4GPkA~pmR3WY!)Q3M7$k=m6H?-O)%b&2{0
zfTti!k(%8&%?@dLf!3DNDWt{V#c%_5!u|0Vr?fJ<O3=NuGO`WJ&NRE`w(2vnyYZXh
zR=*aX96n0xcFzSC?-5KH{9_J!e?(`2tQFx~P+?tjXb`a3F+is_L9n`K(7BU4ZOcsj
zW6PH~o6PO-he@Nf5m~ZxVRP|43}*KEHHb$6TR6~;Z{21B#35<jqbsw*=Z9uk*hX#y
zU4E1@f9oWaYdv+LN?cB6uXz3LG%HrSw2f9H!8%8xnjPct>|_M7B+ZqGPp{fQ^q<KK
zScz!nl*!fW&bf(=lRB_-{zkx&?n2}@-N?vFy?L`x)Lt3OLjA{Ug!CJIbhS(aFOKe(
z9F_ibB<OU08!#Ja9>{6m8a8_|=D%VI3zc+$6iIgRNfwy7hUjeB7EEA28o(}|g>^ik
zxep_H;U3ebHIL;Km$0_4yx?t>Z-r?g-FSbO&}SDm7H>9gp{@Ni_`Yg`p-F=NPza-B
zS#X={Mpf!J2}OTzWq{2X``=QRJo}S2BIKxFPCc9^lnEjvT6NC3>sS~$n@tFu;vKAT
zn@L!!@(8bTd|#>f@H(05*X30c4?TU=-16(k=*1C_^O9aPbO9Bb)c)$3rHQX6`SLm$
zq^0qemF;Ub7d<5WH3S*O^*By1Cx!+P8f>A8&0C_g$AA&GE=H-$FSaaxbMNld2+w?0
z<<xM=c$tbw7dmk69<M|MHr)WeR68y;oy6a9b9I(ED@fn5NzU_KI`$Y{Q$7S$m*iJA
zNDZ|6#u)O{=C0$iG|C#0B0ln!`Y_ler72LH41+U8n#)Bg?Z;NF(l}=H=fm_bjfy&b
z0EI~#8rdI)y(r(J>DySZY7q4PE<gIn+ky8JvBLHE;*r=YdR>C&;A&K4$>>b<O6(1U
zKz+ols6bTfzDdvUZeq>cKI6mrWygW$5qTY-Ktdgif(iSz&C}c+%faiukS`4659^<k
zylfHH#66|G<So=hm20eM{ng^cb%JbqXPRo(`t5*du^g=7k*$T*Lqp^Jf>Tn<(f6@c
zQ}jtQO+_>7>55`NgV-aDGigG59A4$x)X%*x$Eyp<o)Qf)9dp0ClSUTrxl^mnk7QiS
zHs0FU$%?^f<<%h+;TTw%w_oFi`nL`f;rkRoxc1L#=m3PvyLb|o6cH0`*#7ubN3Brn
zzt~?HdUSBS<jJb7dp_YO!+EBpZJK^=%#*%^o=5jt1@$~eYi%A1C=OW!I5bw_O=4nr
zrTsNLZZ;q%vEG=ozcUA^J;X=La+=ng80&1G9)tNEhl>5idw)BXM9zz1r}=~$;6z<Z
zRO0opVAxZu?`2td;<Ab4P3seu0z;o$nkS33D#T38vzZkd9pG$D*Qc*ayZ@RC%1?Sj
zX|xE4!TW?I2JO*P4V?u{4@46l=_WV(o62E3k$PO9)59#X*j~QSX$EMD052-u_aRF|
zA>b<Pgb&2}t-mX6R23b^v*@x9@%@>V7tNk8-QgB*Gdrtr3?`!mB-QNKB2*6l$vpV_
zOmS~6c_S$Q6z^xSZ;xhc`DCEE-RnLJu>hMTiF}tG>753WG`^SvM?R0<JiIJTu=%4j
zPrcA6h$`II@~{zd%XI5K@h8+g>H%?bHjgxVm(Z~TX>O&(gDYg3ryk8+r-Kc0L+?l7
z$#l(UVPVloT-~jINexlE?^diY5o~`yVXBW(f*F>zUIEa<Yp|qgxUT5r*4#^)xqV%R
z*Gy{{%HQr+#ZRey(H!Zma&*pgv1%IiaBn%J5#k-2bQH5=Y_Y()*28Do0nw5a$xGG_
z*a-+^!H<N*N3WK8dm%r4CjLl5Y^8MWU*YXyyuyanCicBrCT1`VU#W<NDh2E5>R>=8
z8h-o<^*Y5(q~|EeJ^l`~-;~>#c?;$UiR2YilRTohUAaS44<ED|9M%T6tcG}0n_VdF
zO6Bg}8tgreG17(2_1*Z`|K32yAy}l$Pw$v@i<#!FXx{(QiHX03)A09!dMQg|R0nhf
zEQvP6{*EK`Ab{3>^XO7{i1E?}pZvG6nS86cGc7)vfm==-g`i@7XSee;uyfmG^YE%-
z$n6MeEDPwPrkwLd$?EQ=b(|JNuxT$VJq5`2`~eLn9yF+x#99aV1p8<A_a~v3U_qG%
z#G;B?D_OOPiA`iVcJ1dX!`8y!-oUkwy<WjZU6<wCeL?=V#m$p(@l=Zjr%!E_S6J0S
z60V4N4DEX*t|r7y{QVn<!pU_V(3f^`*M3z%0@V(d95rY4em}L^V{7ssPzO=#HTmSe
zgu9y~7mkJAYlkRK1*guiC+J7BW|(H{Fpj&%+eo42q`_t59_3KZD9(x4<nL)O>>*gL
ztU|QpG)vT5hLNiC#_*#(MQWKVOInvM85hRkc2fv8s0C$V>1C@wO0sn5V+PtsOX6U1
znOLjk3mcRur}}c%c+ar+?Xi?KonEm%Z*kG#$Z%yS@pPfEqISjVQ-ylShyk1Km|Th|
zF~LQ;no$Kz1QTkd4H*l#*x4ZnrnW42Rd{V$BK#I4Y-4{K-})ZOE6u05W+eca*Cnqc
zmUDOiD9JY`O*R+>TnCw53@(mqNbb%<Kg?l}KaXPYBObMvqsj|<cALsQlezYdE$NVf
z=~2!qmjQHbW=dEMMxMUL`sCE+?eDW(G@&lJFlOqH3(L6D+(jn5?A(42Vd#_ahe7FU
zlND|!Q;kpp_V^@mtsReevE8?ceNFL3sH4O~X_WxNb!T!2D*uD?uH*JV<=FDX_uE4s
z?mLHF(W*3G8Q5K5bDnxXlYKA(Q)!}X=VQ8dOfZ=s_iU;4FY5WnC&?Oyc}bBrffl|Z
z!^Pw4H!M8gWbZymFr&Rv*jn`ZaMP<{IsClwphWuJ(}Hi@1hNo?@P)I^pB#;IO3?3^
zBMJzqd`-%?0zRYwvIzazy)9GUL1kYc9kFxb)as9_peZaO&3v+7ZG6DBe*kt`fr9p4
zI$4V@=`(v!mch_S9+&oX|5>X#*6;<u@aGq}RI0t5##%e3oe~o@GrmbO@O%fvRkvia
z%Tld=pO})c&433dDzKMu?!w+3SH%dhi)ijGPQ2?1u0@+(QFu~N#ugHWt%ZRBa@xy}
zvpiXfv_?1Q%Wg~Ew`|`)Xgp(pe<tz=I3F@@L{qnN7(x_{IB1<46}@$TRrxH`OI>@O
zx0<`vpU%)tU>B&a8k1KQtg;>9vExqHTF>7g^bXDfNMdCA=LP~`aHU51Kv&|4D=E2U
z0?{{lwK@$gwI?M3eO(^3prqVYopPMs_{fz&l<&rxlHdSgCe5I~FHIE0aUb+r0Swt1
z8OTG1BZpTz`y4EYX1WjA$+Ux#uRd&St>PxqTl`x<)-`lf%nIP~0{}lYEA<K;pdi_F
zVA7{kx%D&}G&W?N|G(EilLqr1Wqzvj|7-58qoRDHwP8dM1Qit!MF~Z^TN;Dz?v|F2
zlpH`YNRjUDk{rn)q#Fj12Famoh=GCk9)7=b*7?r&{qcV5UF%)v`9~K^XC9vCzVE&F
zwfA*h*E1ih=F1c9px!DJ_#!XJDcD_d`i;I%zq<TY3prgghntdEf2r77Zh-;ZJTeCM
zjABy#JqaQMG9lLy;pSI4uFZJ9l-2>l{`%}QMKwdC5_pKP?VMDhY84XrVa|Nda8r0Z
zs39)$U2AQ)wPM_MWxrv$V)WevAVC@^`BX^&j1@s-7D+<UED^zNf>EBJ{0Rc?Y4}|;
zb$94_y2bOag)U6`-pu*q*-6e=lwI7lqO2deZ<cb<+_^-}h1PBqM=t|ZrQ>WASLATo
zl@UjxfiuWujRX<4lbs0rjse+(0;5@kR^`Aj(8Z7%>Mv9kRUMg<<1p2ZI@!KQJ~{D7
zrV->lW~n-9fTa-6inVU9e3%m(yS7E^rHCIS*n0tu-K^fW+zubX4BYwQ^<tQwbqcR7
zQ9)g|t6gfHJ6=X+aRjMh?aG^@SkEdn)|ggYS~9~{NUU0z<#_D2!}fh{XSO2uKUKJ_
z#+57)Bk72J?8Ve;&pm|55E78cgyVt_sf$uqEpM3!i}N?SLTXG-IScf^B`|qCkM*0}
zeV+~|!eZ*K%9^PzAp*FGMb_G1swC6WT(j-t-ObyE4r&G%svQ>5Dp2p7u>*5S;n|z$
zBTwxt5!^diHtBl7F9Ks%IM^IXZKs;w_0tPm_}EAy)?Vcnc!WRLL!Fe|BVSCRyD>{P
z@>>z++~Gc)#h!gJF0;UyOC{lH6<j4G%%ToEllhT?vW7?mPKlib%VohX+#^9Tl?@i(
z+RL;sK-02RNG%NmO;7C_>GxMYxp~=}=g(MY5c)L~BO~Chu39O3s!3CJSjyLdU*7uI
zvqtYJ5@T%Pg-nezmu2VR%Hy@YeV^Dv>ueqOTWTGjv=z(6q#~*xvxIt8yO1D=RZX3i
zf!J{hZG%%8kP67>P+GiEIRxqkwZwKsapVZEb?x5?iAmQN9mkgsuy~JVht-r)#Ymkm
zL8D=zDD^4{v#}nkKHO(##L!P*2E=Ed!ANz3T$0e8no#H4O*B7daz+yG`HI_-)C3{d
z=pVc62o*+YS>;-AeEdQ6D=#;t#?8-^v7F?EDf!eKy}c2G0!nrrg6_(cc4v(OBtMY}
zHPrb_WY~1+gnRfPr~<lo%E8D(`-RubKy`5}Y_*pW@f1I@mBw>M*Y@UiUTp61jnYTm
z!@)|6xl$tt-;7E7Im}q1dmiAN>-HMV9lsdI64s1w#6ZZ8zf>H!9#1h>S=Al1PUtV4
z9rIpy3G;gT5@()axMFiTKuped4jL>%sl7VAdZL0j%O4xAL~}I6IAx~1n^03D%hKhy
zTp_jo8<LG$J{584SYspL9Jtw3S}_PD>c@^=PiQ7Qu@#6ap84Xe@z%)%{@3H*R~h)@
z$3IgYF%Z_Xv`XI?XQ@b<TUhlRrf~Hnz8wi1US)%gBXg_$jh?EVIBwTQ%bpJnj;+*H
z4r6}Ay0MZGcN#UoT#{FH_r6w^YeiOz{;Fsl8RNU-XK1F{vJz>^La*w>5md_<6JrF3
zFBM40!nZ;cW7tr$pH}?9#^Gkbep;><H4iJz0CUHZtB)rpVCLZ-(6*!Tmh;MocrD<c
zF<o;9T4Zh1!L24U&l+6Giv6I<)z0_WI(acV%tz~&7R4IA5hAX$zbcJvMcmA(c)u=L
znkK)M^sc6O%T9LQMk!I-8}iIxW14;^uJ#?oAoX)Y3GY1-r0ncNA5Gymmj=)|l;S~4
z=tuZB?{e{C0J&H0ti87riqa58IfM4zhC};ai;Y-ne8d=spuUuI;pLz7<YXT57mrdu
z048f5xz7&Y?NMP-Sth3MU=D5DW$Za4O919>|C0jzoAO@uQ&!MXEyx<wC=!Fzs&GHp
zVwtn#Y7+kNo?U@_=vzbwQo@DC3kQ)Vqq<IT7O*u*l=UiiUUlxT0?KlU4qdjS(dQHj
z*ZbmIB$wJXG9tE7N`-v4Furo#RRT;Vh-Iy+Ctdh*Oiix(F60-OK5K#3cofyrwddO&
zyf||(O#-URqh*V@<QISVN12*P?mfsT#H%WF6AHMp8?-U$e~@d{ytbYFPyb~HI^Oy$
z+n@MF2Ua~-aw7|e4Ip&?sUx*~l<NvcFWeieUdj2sP;D%g`G|j&__->~Z;p<uWZ9{1
zE}xg{XO&8yC97nGzH;K_JSVi((VRALfL+kok-IkJBu(k1n|qA-Q(H=U=w^z}IQvm{
zj{$6|Kn69CQx>5)Um<6jR2zl+ig*!TtJ2G8<o<1Mh&**z(}6wTGx~Ioack56@e5i^
zO$}F8^o@wQaKtod!iTL70gcpsUBoab^8+r{4j|$jj+ZwvI0^zRWF(3|Myu1r@`6aA
z?x}=b;&&w;hBy46*1uJ&BWs`|802CRsFL;Z6;xZUy=DAxtCo<*<$Qp2sxj3l@%9PV
z<*I-0`LIf=PPTx!a}jK%MOC5F`iUClA&*?_uu2*ohb}SXVPX-*7pKZUTiE0Iw-9i3
z@B{VCMI7R*8~vU?uQy+w+ZmT622!8uV9HH{zth&8c1cE9h7n7Keqbg-ak0VN3sa$}
z&+`=@>|e7x9A`!`2tEsOCX33H#+wY*81l`bc&?zQVM2lk=f0$AIH#g;h{%XbkIVwh
zM(KdHyfYw0FbTSg<Y?=Flz!>KBytT$kUa?T1&c6Z+2s88611%F81O}|G<$wHy3wcK
zm^*BZ%n`B3%DWk~PYJQO+I{I)(mgbF{8}Hh^D0kpSMO|nmMz9}^u6{$0>cy8IO9HW
zc_C!f_cx9W@5{|kqWfJpfCF|30j@A*ZB{JZtqo~W6={{d;k0i@KWbG^gN-!z5{^mL
z{*uIm2>jGXS=Ah#Uds5C#;DRsvwArn-Q5Mjrf4WyagXL~r@vKTw0i_$IMdJqKOP=R
zrCWs}g_@+~e~#$?slBY<9t$k>NF0vRQ!Z+MKctyX8wu=u4m7S9>Ew!4@7aMsl{)Ae
zGZd#TPk#dtNIe7KfP>K`*#S0&R7FUb2Rrt2ir(%K3eb)$H&E=3wJ3|gAbU(CnNG!c
z4D0)l!jl%Ujh^@c#`haS>twa9H6miKbx|1&m5<)ysTHeal_ja1j7B5{5Cn#AGVV@H
zy7%7P)%tRiDF#<$i`uHbYBs|}UEDyKYpdQ_UJG5RWM(V$)L(yy_ev0hoI?v3S-uP9
z0`fhVa!wQ12-=`OJPo>QaOZhfI&?}kZ}Wojzp93(p-l|$z;w*$mIDjaX*n7(RUMH6
z6O|}_+~JtusGH7t+jaIfY-n}Eewb#bZ}`{WQWu>+&)UBH!i_&-t%xPals<E`*kFt_
zI+)3><Aogf!b0U)*x1S%y<$UAE~VHIVEZ{aV7dOd%678preCdszXJ*JLNw$$HZi7R
zw`uaJ%wsf+cu33y)B&cON%-*><w&u1lycb#Lsb24wol2qVP+r-ITQ{HqN+XL>N_~~
zrR)CFK6e<jE2T%Ue<>MJYH1v)GMUSRthuc!f|=*x*v&TeM*eHVOUzk$FZ$j7YX(U#
zFEUUq>IJ&R!5z*z2_)1O1!vzz=K7*e76VIc#EjHG<O%YZYM;)q(9tuT@|#@I$Zs&o
zXYyxCU^>QAqv@m%XtU*)>alkPolSCjF$|p#cYD~K5aCn~Ke02-TVB5|@@qrB7Q%ra
zD#0l%2=>0X-x){ml#F>j&P1lzhWvQtw%*?9z$<DR(Gr{#bfkGrw!-@&jXS7P!wAAh
zRdqFs^<zX+jK5j+Af;kaxmx3Ho}hm_fLsdyM4XX)I1tWZ_)+)^bt=}!Fi>8fYH+{D
z$*;XoA@U(Jl*^InYIo%%f#m7^*^d{sQW=M%Jgav=|HZUx?|Kt78Uc|WC?imyK6%pF
zi#e}sm$%K9&+h-tIGjdach&63@wI!r-uQXwp69}667*T39cooeuQEL=ld>~4@5@2y
zP-NGXtH~@G0q4ki56N4Zo}4MU4SzR3xHmsY`IAj0gHqTS*88Ui)MfZ_{S|w=9C8+7
zm(N*xF0C(Wb5VI=nxPpzx%G9IyaLb~tWOD7lTExnQ1nj%{kAdB)-}i5_){3*X4*eP
z4$C`BtwI}M{%ZFAa<sI=fcfv5c1KoOr~2TlJ;XVX)SF=hW?;sgYSkk-gt_tX!NI#T
zUiSR9Q7F)M&n`NDMxj+{Z<Jc3G9$GSfAe0D(Pa*p)b#T7iHDOO?YDgdr6!mp-?+#X
z{m%Hd=C20tw4l^eTmjYpn6*^Z&rrH3{uvC72h(MH7v&=4@bqtY%vYyg4h~~kX&NHg
z|HR)*p-2!o73+DxO*^ap8Bh4zC0O0+BS6WZXI#q7wq!Tk9!QYft}3X-_A3n_&A}Sk
zAMRd!tjY~UfosqK{*S&P+yBmZo-87noD$tU`{vy+RUA<ClW!Dj!u0PC!7K*vDRNnJ
zuqUo=`8%78LmHX=d4p%l@z2VO*Vd=Z!?W4_*9ptFd@QU-=Sr*`LZ5{~9oU80fNI2W
z0W|CHD~VbvmkuZxUdXyOE<+~DCUJN7xcWF|Ti|K#T73L*I=~WYb;CKyj*=o$74HlJ
zadXl~l)8PI*Lknzg>5eGf~j0j-;TS84WcBWTk*Z8IP+>U+x|n9@&<2=c^I57<FVy-
zSe+$ZBt8YMEy#IoOg`NLJsLQK?z{PZ*u~!l4U{SRn(Z8zwyX7Ce<t!?!wCHwhoi3?
zlFW-zE9_%Xg+A%DF3g%ZmIXt>U|MwDJ@gPsGhBk3D{A#Vz0&)0RHFhI0VKJ%_z_~g
ztNU~7r&MaG&bzlBqwYd@c@47#CY7%KM7#8uK&bvv<~|Hl4s21ao{wLY+y92fc!n-}
zWAB<>qvH;&;uTR2&jyNfQ*+uSqh874YNqvF^a&Y&)OS9~heO1jd|I=idN@73g*v<B
z)5{l@Z`-Y#)y)UwlEV!`Po^Ss2gG0cEN7}1K7gQbXNd$WJ(Lh^H7w}HQ4)iQlb=;;
zT^KaGm5H&^l)hR%E=Ph4lw8E}Ef867RmkJOoy8eW{H^)$`YjxitGjJY>I2ANBdZw+
zbVXyey#jCvpS?)M@@A@W&D=*SoK>hVF=>8ysCIWFvrXvEMn6<j9bY%jc+GkIwz}!-
z9I{quuQW`k!=*~Hc<!LTdtd*@$jbKMXSh6i!}9v3pZ449`Il8kPR6f+qZl+>7^;$m
z8Knoq#a#lr5`iVATY^b?l!sS4bcN*ClFVyC{*jPxA4O0}e$Xp+Ah|qcF&C7sD7tzJ
z%HNWa74<Di4oh^rSRzRy55v(9$S~a!{*hbK_jr&P`R?s_VX)i!kP^RUC%q?n@Cb!g
z`q9;f2O}ThR;kz_H(92b0ornt{2&Iki&lt(xu<-`JxSIdS;3UCzUO$>ty05KNDSAJ
z`i`GPPJhri7~?=JKxAfO^pvx<@SH2Rlw+pW2A*um59IGQE+}9|3A^57DP7I>^ENuN
z&A!j__L6UhBt2FLEBb@ePm7fr9EPt3{r$qWGOz5^_>TXOXN=Ne^JUR!5$Rd?vBc-V
z^@#UfD1^=uv4rtj+}%P@K#r7JmJH?EjuiROAqS%eScez2jz-PVQ|jJ+yg`TLbwNI0
zj<Y>X0NB^@lF5WEk^J#jI!5f^RYWI5Xl1VQ<iD6^hUuxzJ$|!Ro=;e);n%e!(CDdL
zM_zU9-!(eqK1Ed6r17qpD0DXe*K6kF$9Qw?9ys&-GR2Q;aV4EyWw?@6s5V6s3K<<(
z#%q1(+>46MTdgn<EedM8IbMB@J}8u6oO}F^a;it@A#{Mh>y~OSGs{@RPSNmW!z0i6
zj1>CZQw|SFThmo<MBtF>mj%_1d#Yy@*>R|Y1O_&?p+>U~rS41Xfb<S0Ip-;@kNFPp
zbe$rN(-|gj^@Qt{&Id1egYt!M!vRX;=_NDzaSVViV0=ZrYU;+x)nsr%X9GEUU=bF*
z`S26mJ`Y|iwtCNRE-t^ooQ9z9s|wsFxH?xa@LliPPp*$be53G<8~44%n+R^+9Ewsg
z0R2OEScB@LjxFk0IYQr`L9Ovk))g<H^Ez+!`-oy{hYcIO+MnofwWSD#d>6b`aXqKZ
zU#wUN)|s7*aJx`Crd|s>e8-%pZvdKw>q+w==PZwLCppvoGg?{;koy0TDWBk3R>S`@
zRo*(n_P+vbHIiz1EQ1X`<ky5*D<47oLtoQ5-??@Yee+e+gcHZO=fJC(w<vp50M+66
zrG5E+drUk>QKqk#47-G~Hlb^iz)YeZXxe!B=$u*|?YKP|%N}5<+z&glS4(iOTy(Vl
zGUZ-C&Kz-6S{2(iFj1FqT%HPhr*5sEaZbx!I>_d^q<PZ0bUE$w9NMx`UqH_Pm4OP0
zpv1BpdC|@kw4BewS~@GNO*Al@1~3tI!Qxr@RDK#D1___0$_vK8oXWUD!_Juc)E1ra
z(}6_ORLfAq+ctk(yZ<Q`Oevc^GI~c<*TO%6|JXKC`FaPTKA7_(_o-y6@;1Vt$xa?r
zwz|y9v6T*EP2EDMCOli@p3T{1Wjv)lIINLDqP3>Rde%*$AYg0-$ZC+1KLs>fAhud*
zo8GWQDSGPrg>SM4BwAY*GqTsSX*OZE^?F9gc<-1mrzTw<C|83<-uRk;9)D1EZeuKK
z-(t}g$biSz^c}dH6-Ts=Q^yT<Sf?`o-#K>P6~{$6)cWuq)38Fsoc48M7RwoyK#i2d
zn^@j$OJ8lrd2-IN!{Qa^poFV1wh8CwTF{0@eK4&FhTd{!IHY|hYc-HJ*1z9~Snx!F
zkx!@{4SKmE6u`vi8KyIrvo^&Oi6-Fz+mPbQzoP|W2q1IYpSfwiMgk1_?%2h+v3_@p
zxglFYlyv^9Rd37u^p;nhj1;}Jjbt<*LOHvYtR|>xb*&5JUY?qUh`<9Ie4^WBL0a+W
zsft)Uh5)S9_0YTSf75qXAg9oGvZH@7;k$UV3Y^M+kLfxVbyMHOJEcq*gUh#s=%^K4
zg5V#jbSS6^);!-;^_w%2xg7^Xevb|xYRKyz>{sALPWqD`aALcDe>Cx-r?Y<@D8_Dk
z+6IQjT!^KXS>^I&ncJ*uKvWM}r?#3_;^V|u0>c4Xz*v^skmMRn!NBU(ST1gzll-wJ
zAX8||eDv{=Tc%s~$o7`FwV^kjozehfDat;lF%d~M?A#svUQ_DbTWybpOg4M9c_AKK
z@t|8x;h4qdc%ueaLbty4&SypZ%juf*fe(x^%qzf`x5J`rd1I&OPpJYTIDY*hRxf<g
zJ$8HSyzfjYAt2!{S-$mwTa?x=8@KfvdbE)_X}!PTyAR_yeT`n9=wOZ0Ouyf<oGyH2
zORm-*@#Qn{8Aof-GS8_?(~hjmy`mujsboT$)tf^E(Oc~7n+997<^dE8yw{X%C(+NW
zSFsU)N+PLZ%cOJ<!WyInHHY6!1$)`Zyl3|@nwFcA>xG|jD;e>Z+8)=Znr{@7OPsw$
z3HhyKM)jK>d4p_|mn+So)9v=HnU!gd6TW^5ELab-3u0kn136pXK)N5&KbK(73V`Oo
zzYl#kW5G5|QLcPGwH^!ct-%yX+HG3X%(7x`5=Nnq2ivI>Zq%39MczQoADN(FI=0Bv
z=p%;y$`E0L(_w<!R>$01{ZtvuhsB>i+pFt$zBiBkt^Kk~hdh%r(B}|OV(pg6P-Nhz
zyet{1?9bKkqd$a|tWWj69NB4ogzt><IR~O@#tNO+E+Q$%xR&zRZlCq*hP<Y|U6u7K
z_W{}Q@Q)vc-F9#VgZqyKN9N={riDI!<M~(p+U}KXl{zPEO<}?4h0xUPXx-!0>1(@Q
zyITOGw%Q}gW)x*I32?$Rn<>7O7ZbFq-?<aw%gDr*f0u-JG>ch%;|4Hqp*&m~MT4U{
z+_!e9pxb^nH)fNkG*;46bMdgqc3LL9u=`9K=uOq#iB*KKC!-8wF1evit}P9CQEaLi
zVK&lhlD3bY)XL1fR!Z@l6Mn81`-!#efu0(pMI7Aa7u@X^JR_7u*4!<v<eyi=6w*K8
zq}=B!Z}xiY-u0NLkpd1_=lvnl!Uns2$u)DW75v(ypYOdun^wMiXs5twPu?TVjf2OX
z?frLGaebmZovyz8H&ds2@^RT0HiWC{0?mQ@_=5gM#%ouKaQl*mZ^<Mx=Qif_?ToCV
zMhygGj0>HrfeDCXyfKaaG@9WYrOmdlHqWc5bQ3aNKEVr8NhCXQ@m=a=uVK9ir9cR1
zaz=W!G^)InMo51=8B;ASOXA1!b>(0lNXRju;EvrHLa(|)nQqZIqG(0v=g4{Sa1z<R
zm5pA&93;aMvgverLYRtChMbqV9!kOjmzF=W3b#h5X@<9VWP=4*zXO43Sw;Mn6-#M7
z*iSMVE=3#u-#4SGDX9aU_pamfU@E&8tvo1vQUq$ZG$|QFAba)#Jf8K2Y%j%50}qRp
z3$criCv8#(lq;+{9)Y9VvCp)=&FWQ4xrZUvtK6>nqeL|$@1^7t19tQsg~xdnde@#;
zxY$z`e&+Sru^m)j_xRTE(Bl!fpRHGl7H_QAW%HLl<)d&Xh5-kn4L>|$@^&@TtX}gl
z-^YG^X#&4-Om;ZW1K90(!LMQ&IG5rYXjr;S90{;|HIwrvx4902ig5jx0gL5k$g?&0
zp-)kfcKo9~gyFSW7L01M`mb1LA4&cnwMNG5lD^ddC^I;n4FSA5eI~Y|lemn<VIt?P
z>`fu_sh5grm0QM)<^JwdxBroLcoDdW%eFyyCbW<$By<)MYfAjW66>5zD0SY#=N07H
z!_mV_AE%Aam^r<`&nYj^GfEkMvr5FO$ug<6ChOogqY_-TeA_zW?40X#R%8f5zfazB
z!OpfI_f@Yqx)2cOxLS^k-cTBY27Nsq4)4SY=UuxbcC2ep*$OO-md`4!v*rwkdlt9+
zw+2$};gdd(L^qVu*a{JsUTS$P#sL}8oHSxW;pJqR90QaRx)1PYD&8>l7N0!iZh?mg
z^7aJKXMg9Y^Hb9aQ&s!Jm{W%NQlIu*b}X#iE_P3~lglKEt$`S@WxcQA<G&W<9X&5b
zjQUOoHt5+{ty&mb6K4_r(1SB@$fi<*-_@t6zrj$RO@(-#Cs;+D8VoG<snibkYuPyc
zsO1)rQ`7p>lL3(<h|oQX5Dfb%747!WVpSAZnfVGWcmsS}#@<b4e0c?PcH`0|5yz@Q
z6}fq$Hi}1?4vGH(aSv?j0w~bfyPg6xYCx;nl&h!nj8-e665?t->Q&)wsZ~>&_GS{+
zZrBJJn~jds7tE-1`DWV>5lc(B%2&RD5aXh_k{cBAlR2dJuP$Q|$W=)F{30Gw74I?H
zA&-8DX!!P?M7aUo?&VQ8Tp<+hJW|!pWI;8N#Osl7xccUgJ4Nh$Dj*QE{Rq=i&0C-M
z^wQZ6Xh<Gx;E}RM<PCo=KH0%fx`siPm^dBG3QCAB3%rHi?Xs$B<E#>hi=VdsdAs!@
zN-ev)-=ce+s-5mM%b+<7;EfG%*}N|H$#KKavuvbfa$opraAnB=&t1`1AN9aX=OU<K
zrqa1h+<K9`|6wNp{XS^ihW4v~$qSOHKfe9`{Ic)ARh>bx{~>bAE|sKY|Nd?^=BXl`
z)uKk{n1Y3qwDy&w!SldaMA+-21>2k&qSBMwXEua{_oa$6WRP8)dcmiN00=fdkU8Qy
z(TqHhk)31O(w&!w4af?ezL#?Q)6+e^wI#WgoPWIH5UHrzX&t0ZN*NnoM5~5{^-NIa
z%}e!*v&Yt>dYbRS(BzbxH*=qdJh@}C%fg}?rAFEv0!B_5_&hhT3>uq5Zj6ujRHUTX
z)As{5%C5WG{O79yV?V}*`-VSV!({g>q9Mk?<e&eHz9Mp~QT@hWzq#|^2Jh8~_e~Z|
z=XkbUBmv5(P=niM^MuTflz~$~B3@JpmgZC+j{9J?!>03-YuLp+j!fTN$c&}0zPBw@
z9D$#&qeZW56OiE$0{vKOIc)L?Be(i2C+89y{)(eMoYspo2FO6&2fi=kMwck9hJ${g
z$p$ZI0-s$0A$z?tW~v@gP1FjB6^%(Q?%r~Ua=nMXPp$atzTqP+fM?b1)0TWXyH^_9
z^age{nfxD`WWjh(rVPj#SSd7YuyZZ%C$8bhLgLu%&hyqgxGM_VMGXq+GA#lYkU!*&
z;qLqU`#cuC4}C7t$2Ow{(ZB#QKUv7#rt1f-&1`*570h|HpV#*SMgCA>4ko21mRfKl
ze~!63y0B$ed%03j&w#z&;3jLnw=B$WT+Z*W?1$ugw~S8KpZz07_OC=*hEY8=_b51i
zOcm+K^63L5rH>t`SMyRW>f@(N?;&3t+j9A<%z3P(e>q$gyVS8v^{EB}`<IMtZ2gm$
zz-@k=40aMI8A_fF{7c~{ryF|4JnZ~>wuT8A*S?6Uz4>ZTGhtvN6Q{{j_Xch6V>rZF
z=4)-nkzs^QjK1$D+Sq~OGI8ooqO1GiETq+f{!AtPAKGpI{FAsfGAi8B?wpxK7#=_T
zLcmM^8LfeZQhvA<wFIBz*v#eUjz1o13(1ch=%ft>oM3ds50Rk(0ob&3bWAifubDNA
z2K}yGXPTZZH4-b<sgMMQFKV)~K>;EhHUYv@U^K4_*LL8;95TWOzT7xKI@5HA=cDgU
zzIsD!<*{qg=iE9^bK^vf;(rX{2RhPDv!D2r!~yxb|N2t*J^~MfZ3(wDIEgJ&=h5~a
zkirwuw!u|Vx|Nkcd$i;e5xrS4Hj~<lW3*w?+)SOk7qi)>O|F5M!T5L(1i2xGm$TCH
zIDvNvGlw9s+a|}8+#u#wb#ZLgWga*{5KP2RDeSuJ$w6&9MY2bC#bG#)4B0J}^;rPZ
ziaDhO{BI<7mxfD_t8;3`dU0+^o~APV=QivwFCxikYy}3?y|C_Tn<mOMv`_XlngeKV
zR>W}Vy_bORZ?6vgV8N&J>y+}WgeA3jmdq1cI!#sYc#3Xre?EOtWFZ-(Ny}gpcjj|}
zRbw>Z2gaC33$^qhcz2#?Bf6NT90D?%*?cbTZBg~{fc%=4r{Z?j)S9YWBi$t+3&VMw
zT5l+CTqgWoTe*#T0TJ+BLx=sgVhkRSZJD8JQEi6tnXtrt5U>G{j8vyJK7~^u>(jQX
zNr^~#8TGi1`*P1}FK2k-a^7*+y$3phezxYBCQ4<c<%icz?j4nt-}y7LT4=VMI2<=O
zR+p5S^2Qh*nlJ8932a`5BQ>fa<0S?JZhB%6O-rpGYKJcJcZM_B4Rfge)_D~hG?&PX
zJ)j+AN9Gs><%W)><XI3fGpcLLM6@h9jmae;l`BftMZ|2jJ0oapx^4n(ZE+uSrjeZ!
zpa?B=R-!gg#N;+{P1UxG5v@ng!>Z>_l%@GgWOd00H+qwsM%ky2oJEy-+5E%K!}JBW
zrmEi>9*RRFChb!|+R8OD*=}{vYB23(Ha#=n7#n3&bhO6uIUfCFqfecn+opC3cXkQa
z=&Ef-qHUeaySk34kCW*}*lMOSwNYBoIcA%}U(eqJ5~!uOn7?XW-k?1)vV`dnIZsjL
zWDLVdcN~tUHex^dmL8>lDVWK*e!4(Vy12988X@EQvFY`HJBT2GE+^j-K8qS|>7Ppp
zUc8~TJWqL-)7d7I{$4d|vrVm+r7}Y}kc2`@IvqWZBlo(uu|@x^bV5tJwv<8ZY4%1x
zy4UEeu^$~4E1HWQU+pb|ohLxZ*#4l3xgzQE*qm$h2?!4q`?aw%^CB3u*evhl(d^4@
z&Zp}T6p3e0FjS7WD&n)$;u0&}bF6e=HemPJj-*s`dSzU`DY|?N{g^;{J(ix5U%zeN
zu&R6W=R-8pVS|mBy{lFE<cDktu%`Vkqkr>h`3^9XG%OfIM}6i}@|YW*I`A~e|8e8y
ze&KgzTaZ5L)N43&lBm32j>VH<zM<QLokusAp!ZZ<kJ8(faB%Wi=;@m7gWpyCMV6o9
zhN>|ARr|kxH-*V-YNGMbPEMPb@_T!Gf{|((-As>xp5y!~e~7LuVYr5Z#r8I#b^455
zhi9hDcewA)yDCNj<t^uzFdPfmJ0k1S+cP`L@1=iL{dy&LsXKLVd1}n_)aMz~H0+Iu
zrQ*AFf1>*p@G9Le&RY6eUe035Z+VBGkVJj5em_!HTNVcUGH&jQKB#E?k2CP!6Q?bl
z4WipUk^7yS1O<*!mxt+b@0FP8o=s{M7tR&U+ctM0ur20nNxv7DeErkzdQnAkrT^%!
z!oM{Ig<fpW)Il+O0|q1-3EU=%KT8W0UIt8$nAG>D?2?sM-W+!4eg?N#bsiNZ1x%fz
zp7c9ryhjOB4a0QO5hhO)PWuFE`Oft=>N*gAJItX2E}^Qb(2^uk@G{^IIlBWun4(}M
z$4|+8Wc@YGzrg-I66BMERvO`M!)avwFG+tD*Cz{QIipguiJ97XAovfU>P#h;FNeC1
zj<=??noFhv-L=)s3tOjQ8-X|;_5TK`T9E&t<hpP`Exi%)(WY-}#TUX>BcnxRvsy?8
z#5%ApZij{W=+;6$9%jzvr_JD#RzIY6r8KkCJL}uRk?=8V3U%YC73@Xh&8`(c7$wA!
zoVi6Msvk<uTTbx2Shs3DE0WiFMSf%FPnkTflGTJEbE1Jh@C0<}wl^BuyiZ&CJZ)a#
zio682qIYF`j?0(=E^J6oLaaQeORIg8ADVb(kT5LKw<r?-6b#v6;XA(nrdf5`+heHF
zuECxCSgf*eAQ8QreDVN{#}ytw<j#oo6=Vgg?HLV?>$rit&W8J}hoy(2%3>FNDjaCR
z^4P!`va_<1E{bk^YlI4yf&f*(Gu%C0I#)b!R$%=y^dEs!6i6bGJ8)H^2QwKarvqya
zfm*gHh2fec?o}5Fb`^8e_S?r_%49C=fut^$pRw!EqNd_F6X!9v^&Lmur?j+|<U3^g
zm^8!l(2CWtUK>1%VQ}hI*^aZ>)_EMPpf1jKMr)i`$;BW#d)aEFmIb!^P8C(C>?z*e
z-Q1wOEWdB@q7GNUh>LuY(d5IBf1+bf{i|4@sqhlipepGbOX0r(zamu0+7eeHlcqlQ
z@NsS|Ncqsk8{ZZ;9{;y=1d|w0%X8*X_n;Fnfzp3S_KBFUJ_NmCgdEdzupUSexl&rL
z-+d*r-$`SGkz!W-;6oS^BLlLaDN%?bXMQlra<_)bhaxB4WV>Y&bCfU|+mPM0Ilaic
z0s1a{#ZFeu{$&|?hlDLCT{IO{at6+*jDBASU;N*L`%R83rKEo)Ps$1g^a5k#6^A_e
zd_?1$tk5b(*E7vOWZuGP&HlH&dL{V!pE(w`8pokrIhmRD5+>kbuDdRnI^^oY7sQl3
zR~HTirUP?z1>C`u4p-O9FBnw<%;lGc>3>~a;)9ry@am#o!!(AkuKyb!yKrGI{&NCk
z!vutc(Md@~sLo|49Y||S%lQn+FA%N%zn<fNc|rl{Ms7Q^#ehibwOsRvbKR`0tSsp3
zS7o0n=T$}9m&X5FpI~ZcHkvI*Rx0c+Ed$C$t&~SE^WQz+L?JiO|64b)7CUKzA>d%H
z|9=lv9as}wU3XnDIzCs||G^8eu{+&g_S`J%aA_me$^+R8=th)1I8m~<FA+W8eXWqd
zBO~H@sO;iWiTRa57K=tGK~&w`_+}RAl|)aokh%y!bR_4s$;!)Pa9taGiE+yvD>0CR
z;e2iVLd49;IpoQ{0Zi#&iNuwX;gkj!@v0O1r>m)Fb>CiY0cs#>nH^&7)BpST?>y^~
z9P$^AX}-upqtiO;mzMoW0=YiLQLHOMSl$kZ;p|$}df{lTtF6SFH+g`<MlRr#W$3X?
z8XXliNb6hveo@i@_|ai16{JrQkmar2D5;A|Nl{G2nRn;_9(h)~^UXoQ!4;wo|H`C)
zZQNIb0d;Mu0nxJ}I{COX!v;@A9v*lt>{K`ag3A8&OZ#ATV7wH9wgqP)gQ)1Nr^Ci@
zc5se-d<IY-_b(9${C;0FR7GyFJ#<8h%Ex8c_rmscK#sj3OV6QURF|Jhy}|2P6WC88
zm!C2-%ZYd$!KZ7Si<^kNnV&v=DIg%QJ_RiWb)4Cj9?Z9)`rU*nS{od`F~0kese`P(
z7L7{{N0YW=XK|-oWp-115Pn9h>zOMJ>)p(ymA?4NYna*xb%<Dut;Q8PkU$3zvi)Rx
z21v}YkbaEYx!3WwhKfoAEb*Z_pWWnJv|~X?&+;%Z95yM20EKaKU>g{&M>Z{bGJhR?
zm@8I=YSw?jK{nMZfqSqxTCZ5raHQLCx{`QdZ!ySO8dzr5q5JV>@A2QPtmnmg(0-Jt
zMF7#9&v7!6%ztlc?_Y&@JA+R`m*)r3v9Y<Ou!~90UW`cc>L-V@<^0@~;Q?UK8+il)
zmZ4+E{3ne@y*s4bC+${%mFW8PDGQ4{Fkv2Q^f@aMM}R^v=N^sZpa?yv|I+v<y*A5!
z%%Qj4X{jLR?`3p#b!F7mqdcOWRMA%LA&+RGGj4iaz-XIkQ%OOA^$~}$->BHQzH{i@
zBw6nR7Hwsx^OL>EBc)`)(e>B|th!Mo4<4Yh?SA?oN3}GK;>N$9PJ!L57@7*iPrKJY
zVqUH&J~g0$vdBnFGgyOsx$ElvZUvLEAIa4z*MJq%>q!CPR7uvaUvVQ#uU8I)!BQ8z
zbZ9)a2%PG5ugp<M)P-V%+z*3^mY0^a=b*hc7`c3-#<_Y?-_sr=-80~(?Tvaa?kfa*
zV`Im*`Vx4Vfrq!;>4ik_gXlMsk}*8?)4!I0|M+2S_*t9x#hm+`&zM&tg6trH^Z4>;
z$^k(rhU@{Z<+A-kJM}-n^R8`K^)WOw>;e|hMIBWRbB$SPX?~)D*M^usJn<iDvS@r0
z$1gFWbb5MvVSi^j4l4<PDXE+d&!6-2kFS3LZ+1ft(1$LcagfJhh?X0`QDlvJ*T8G5
zN)sZo+jRZHUUpEY&aK#W+Y7iIBenqBKiu_fF<fl>pc=OVLo=^8(r42OoRV)!16y!x
z3vliC^&WrhiuV;VbQzKu+qyho6;nDTM*&;n?Pbjysp}Uxu=xN&{E!=tMQ!Kp*6_Rt
z<R4JXf5^6TeIy|1Pi?jzLJn?tj6@pe4tMnI*N~7yceQ}ARwA(?3L&>OaFnnE3#G8d
zj&Qw^a)sITZ^ZOYHrPorGpc;JJD(rh@47n&gmrCcl7i=Z;Hjs~N&59YuuIqWxHl6&
zaIw((MQ<Zo!6<M?%vpZ&x*1p}^fQLl4o904F1H=Y>26B^A^Tz^9IoC!db34o`dXSV
z_si6Bc3-;p0@$s<U$q4I59oQAbUU>+L4j;~CggmPO7mw2NgJRJ(;M8S&QVIWH|XRP
zGwzEOjC9Bc#^x9Hn##JseLK2vaw(U~s2s>~T&@F+>&pFx_(n!%j*m^o`<jXKYXCSX
zdJ?o-+@CC@=TXqNdIk;^^JQXJ_H#2fE*|UQH^6~Gz+mz93a?3=Go)4=xjtHmAQR&*
zrQnXs1j$qMiZ`!^S5IT>wHLf<an_(BT|Sjk0k#y>opHaH+XKlAwU;Aq?bg$$d}v{+
zecPCnNF`-4gF`&)duGQh!{>czz7V5lU&e%cx#a*^Jj9CwTcEO~I{(u}-5k1KcU~{&
z*AJ7RV-3x_^UZivmDm$t!`(I@#_A4Y<J5(V^{$>4mNwduYVeE>^tJIj?;XrHf7INg
zB`)HNuC7tu(xdCNh{C<8sIFOast#>+2SM2mEu!(1h1;vy+g%9Q1-K6Nlf+(g<T`jf
z;(Zi%3<JvF?}HS9gCzCWI3|}ByuwGUs7{*jlRANyTY$m*)0ZV)Hi3>|GW|8)#&u>|
z+O|0bLfK0I7gf0+RGE$YqS~8Gas(2F;8RcsC=*^{1P#V7oRpHXWDfkRWirosp_Pu@
zy}b^q4IoA^4$oIBW}me9RCQB3(K?)e#wAj-SXTmiqNA&upiwn}vx={N79JlX;=ZkK
zd$<-v%6zz8x1+0(*oS`t;JSfHqB%(Q!&F~X{_w~M^RxvMf1=9n=bM$yu>YrTK^n}j
zdkX|1;G>!f6vV~Q-<nmT!5A3MH-$t#1Zty{KR%&&UP-4!<)lN)$j2NRc$2F)k$-^v
zB^OB2nb)q*g-d<__*l__m`MwcA_R-mXtwt(=H`>AWl1iY`(hx9ZybqT?1gJm-)W>U
zumd9bI%ww(3U}>HqTV)&g9)cm4Xym2KL>TcK;nb#*kXGK8aeIyVQ7vIyT;&zQv_#T
zHMR)w3@#IO=*1tVLa#}UshgbigPrG~(9Gxa9#}tH15j`b1<of+yToJu#oy<Eh&3KJ
z@l8wreW2^T&fdd#F7qH*BFXm;P`m)Y8kAj5e<JlXP`NJ!9Bv@Y^NNuh-LX``lj+fC
zrNYhoCq)0#&a}sBG7|&CPXe~|?ejbe9;@%b&cOngd|n8+oh)xelNvEiSxR;`!{Q`&
zAbL>yDoJJf=g-$7l|;+1vn*T^YaR;PP4d_VH9V3)?f0;s)#bmWeg6D+H!LwJ>D{sd
zB_NaY;!er4^U}=sNkB)IsWE3jZ&3vIa)>#(h;l@YvK^at;;}&F<JqNJ$>mN?0=TnO
z*pspVd^)8cr_Cq;L(YIZr<M2o2wXyPHM7;#bPkFt`u_@_emyO-!G_ZtzT|Ct+s(!j
zLMbw-3t3Hef9OF<EpOcHJ;Xf{xFBTl)@q`%y<FI58$d5sXx?VrlkhHs2B&3N<~(D`
zuT5gTmY+{eY}gd*jMN#-f}-OGsJWe&z`1`c_xR&!LvPmk2?(f}AX?~D5Xq;(mjZZS
zs<pmrg>@6Kf@1qP3IOU6aGbK6A=sprCvk+%InoxF7wF=-Sc@Z4CNRI7*U_DWA8-1|
z0v`?bkCg$flra~LYzU~&PwN<8c6jHDj^gtZQ?u3;vuFo3b-C)q=-p~GDM)-w_tiM(
zGDZ9MfPM%!6Crl9yS%+&tM^eV8$VTjAxqpyo=T>y1N)TGk?)N;uG4}(E2fHH-2SSW
zn;8t}xl-YjW2+&j_V3u#p&;dJ*|PXuH3W4q605q4FAtUwG`hPjE1j!~wU_#C61f_}
z-?RJNxM8!rr>I_rOyBX^X#a*^`Mh2%o5A@^RGO(%gJyM<Mm8^6rMmPT&y(|>b8#-x
z<lB+-V6``xIjJX(zcwc$?mmjfRbKGQap=zJQ3;)ebvxB13~fa-$|bj2%FX|QL0}pW
zM@US0$R5laS$s<DYPGGuyf~wuu}5`36mlyXn7V<(q$ad5VVPRhSP^gP^zGZX3wzZj
zKxBfy&iNCNFMig?Kc{`l+!vMB*(nX-XI^6k@M^(dea-r;ka!Erf{es_qAP@H@v1~P
zLfobuBsyF>mfP~k190$9Cy2TuvSSNC_U&tH_7jCHh1j8aHP&X-9>rPb=fs7)bb?%R
zlHHa^J>f1dU`fNe<RHtt&8=}!vzk)qICVS+Da9OQSB^30;YQ<XU``Wh;U9OeF=s&D
z)%n1%y>g_<c%9~9xF{+w8VU_zj4^jYCPX+!(kbkl5&Acoh-%4m8abQvlbo^2N%@bM
zF^Sl00lS}3ns8y&M!TT6hhRyt&RG(4>pOMPCfQMWti)RuCCQkNR49zjcgJ~WnvXyi
zd{%mrx(;mmYZxovO47s;_=D`IDu8fkXefcx?6XGA1AMm}n+lJHICeJ+^}N#svj7n~
zqS8}NTPIljA@y#9ZE1rhCKev97nU+HGIlX(o92uq8dt{`J8l$1Q+Rku8`*2$qP`VO
zUYO6;_2S|j`1E*_B?7S_WP*%>LREm^$}5B&bSB4nKxBM?^|ok^Qm?!Dh!g-7%J-kK
zYyWKWB;tnY$=i$Kv^z*0pg01}!0Bwwto0WhG?pUmA)mNumW)6_k#qAb-Kf`r%sIWb
z7o>53deBe;V$WD@O{vE%?-BMDY$Uty9-*yKu3~Z#mbJNk&GLi7hr~~CBo`tWL!&it
z-R7kF-^@7;XlOj3E)L1Bl>yBZOpgMO%6l-urq-g5oEazu?k6z1SX6cb#iYy<gF4ht
z3GsO@jQ|DC`v*FvIf)6!ypc-qa|W)Lz&J0{<GkbiE|7xy#jA@ci!?86h>hcfJ-Dvn
zigCS6F3-=#q+Vi)0jf&Ed!JnQ=E2zvW!ro=TR*{c->i{1E*Rh9Gm-ZI2`%@?idLzi
zUEdmKo0oh<(b;xg_;kj#lc_zBo|lVW_RSL!-{qZ4RcM0aeCpjGY}_F`@KBpTE9}9z
zK>3no>-~p4$0DFc+c+-R!6HATD^=dOGUNM?a_)btQmmH&PyS~>2!4L|@84H#^agP?
zw|)+U87*HJ2p~*%`{KDfZ010U4DbR_J||rbz+qvJB|0>EbWhEGSiF5Y74nF?sA-kz
z@<a;4kAXHuG0N`1@sJ)ADL$yfp}L*M!i<cJNP98hkb-fcy8YzEAUlvE#1fym;tyh7
zLxB2I&C|2C@#JrCq&@ewk(QQM1`ssT*ZMK|q;=6Nqy=Ak+|a9-SD~St@xa1JUq6Yh
zZnJzuv;$NAfFwc*)ZZ$g_VzqnOUI-9Al?Cf0YsyPV7)*}JSEI+OV_{?kv+BuN^@S2
z3jpV@ycRS#UW-8vth)guo*V<G^Hu~DU6wlU%>c7_Ol=JA8eZq_&~U!r!~238+{x}I
z$8cdn@Rxa$t;wnpj8GQFb!%c`LX#S!g7ZZq3IWn+WuVQZczOc6K$d#$HsgV;$sU)F
z`2PJ$$AwoS7blA-Oeg|bXFdo=^dk14kf{Z~00ty6aBRi}MQ)_)9C)4`y0tF(q=P(c
z06((@jN5)+Gzz2NvOF*Zat(q3YwR*ij}N)?5LEZP_s4`+vt%OG_4SK@cvss;%RAsc
zHJZO-kSQD%ZVgd>eys|NKEZtI5d?4_###Z^TyJsJ$XK+~N*htKJM{-)pghVcEUA^n
z<SzlK(edE8AXPW0un0xQX%uQAK-sEhXqa+w1cgP<4TK1@5?X~l=I<w`)vXSB$eGdN
z><dhIG)2{k;XXSJ$A{pMw_53qAF~4;SZUS)V1j~WbLBt?)(`OODz;wT9!2!k#)sKU
zI;M1U4+xuu{;mg`jQ4Hl_kHwAO|Km%C+Aq+5ZFsehkrovv614no&R$HN9Q(ocLg0e
z-#aUc@h7m5n>h(XxpnS4V<7prJ*)>`lXqp6iiNKo`j~%=Hda3alzX~o$2(BT0Q=c`
z9kH{Cfue3?E*IqDd>>npURGWnj!DpP75jKjh~uXe;lMVH*KSfBxT*1?+_SQ>v<Kd2
zfGj}|0{UnF<@2p9y6bzE%X6w?NlgXScu}D8*>C{sj=7=X-6g2a6>Ez@oQf8u6BRYY
z#l;=9zl={A=^Pj+9XbGbV%iErBWPIp`MK@2k?GM$8F_8-GS5#GYOymLS=z;Q@8#Yn
zUq3CoKKlWPs9?eG%ngD+?heWuDynf<FLy@^I?gvek_sjV07Lb~Hh_(Wr+S<`tF1@c
zTZ_Ry6gRliUBSABDeQhaxd2@-^#uOIH#AaVl^2cZqbd3sx3$5iKH$s8@>JBU^7#P3
zT?~_ukf`#+;NmA&+89_k!o+LxN=ndx1PVcy7mH}HP84lXD6qEKflyMBH>~TP4bvzU
zfPFFfE09XkDs+numFLAx2cMw~{ceUi3y}Swo<V~8V+{&J7x#;vy#tbEljL?b1%o>v
zou8?79RU@Dtxpp0R?^kj2FJEFMJ8yOYl<JOBsz@!G-(yycL2DnpF4-?)#nXkblCu=
z_9jy@ba*&hj@NdKh1m#!fuAtgIA(VvIWsadk%-*X_4<SUkphiE9^n6{kSb~bR`*^f
z41?m%5(6z;)xT}4{~pMGen5-}{2X)r4+C=l2f@yM0ezR(Yc6i0Xqel9ArTgqjD+Hw
Jl2^t7{|mf*BE0|r

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_classification.json b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_classification.json
new file mode 100644
index 0000000..6fe74d0
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Doves Foot Cranesbill",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "very_broad",
+    "window_shape": "sharp",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "very_broad_season",
+      "sharp_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.185,
+    "season_end_month": 10.41,
+    "forcing_peak_month": 5.4,
+    "season_width_months": 6.225,
+    "season_midpoint_month": 7.2975,
+    "season_start_label": "April",
+    "season_end_label": "October",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.372,
+    "DECAY": 1.991,
+    "OOS_DECAY": 5.62,
+    "POST_PEAK_DECAY": 3.763,
+    "POST_PEAK_SHARPNESS": 6.192,
+    "SEASON_START": 4.185,
+    "SEASON_END": 10.41,
+    "SHARPNESS": 9.277,
+    "FORCING_PEAK": 5.4
+  },
+  "fit": {
+    "score": 0.042
+  },
+  "warnings": [],
+  "summary": "Doves Foot Cranesbill is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to October, with a spring peak around May. The season is very_broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_consensus.json b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_consensus.json
new file mode 100644
index 0000000..617fea4
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.372",
+  "DECAY": "1.991",
+  "OOS_DECAY": "5.62",
+  "POST_PEAK_DECAY": "3.763",
+  "POST_PEAK_SHARPNESS": "6.192",
+  "SEASON_START": "4.185",
+  "SEASON_END": "10.41",
+  "SHARPNESS": "9.277",
+  "FORCING_PEAK": "5.4",
+  "SCORE": "0.042",
+  "SPECIES": "Doves Foot Cranesbill"
+}
diff --git a/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_observed.csv b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_observed.csv
new file mode 100644
index 0000000..b487430
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,7
+5,30
+6,25
+7,6
+8,9
+9,1
+10,2
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_parameters.csv b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_parameters.csv
new file mode 100644
index 0000000..ec704a3
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:56:26,doves_foot_cranesbill_observed.csv,4.74,2.032,7.101,4.389,7.003,3.19,10.56,14.833,6.47,0.08267084259792550481658697458,
+2026-05-21 14:56:26,doves_foot_cranesbill_observed.csv,4.098,2.441,7.2,1.974,1.42,4.79,9.75,12.003,6.41,0.1201199060477826063870898970,
+2026-05-21 14:56:26,doves_foot_cranesbill_observed.csv,1.654,1.922,3.37,2.7,2.161,4.44,10.23,13.1,6.39,0.05361351002979752632544617354,
+2026-05-21 14:56:26,doves_foot_cranesbill_observed.csv,3.659,1.763,4.53,2.328,6.283,3.57,10.08,2.768,5.73,0.07685829864426807829004957407,
+2026-05-21 14:56:27,doves_foot_cranesbill_observed.csv,4.747,2.0,4.372,7.076,5.83,4.67,10.78,11.812,6.21,0.05870226657774379673324987882,
+2026-05-21 14:56:27,doves_foot_cranesbill_observed.csv,3.983,2.78,3.828,4.077,9.662,3.39,9.37,12.058,4.6,0.1522833582661083511749160658,
+2026-05-21 14:56:27,doves_foot_cranesbill_observed.csv,2.185,1.283,3.918,0.712,9.468,3.54,9.29,1.051,5.58,0.09193018369481422139209629629,
+2026-05-21 14:56:28,doves_foot_cranesbill_observed.csv,1.241,2.99,7.361,1.992,9.478,4.08,10.24,9.365,5.2,0.03382001271757750829481672270,
+2026-05-21 14:56:28,doves_foot_cranesbill_observed.csv,1.902,1.347,7.109,4.326,6.727,3.33,10.26,13.285,3.73,0.2190255891770538138189142397,
+2026-05-21 14:56:28,doves_foot_cranesbill_observed.csv,2.885,0.827,5.745,6.407,8.6,4.46,10.44,14.426,5.72,0.05546761790983673887742855868,
+2026-05-21 14:56:28,doves_foot_cranesbill_observed.csv,2.905,0.597,5.055,7.804,1.396,3.28,10.6,11.1,4.92,0.1653267476436771098983976806,
+2026-05-21 14:56:29,doves_foot_cranesbill_observed.csv,1.251,1.443,4.127,4.883,3.099,3.6,9.65,11.824,4.42,0.1553409632537180665619017307,
+2026-05-21 14:56:29,doves_foot_cranesbill_observed.csv,4.123,1.346,1.587,6.247,4.668,4.75,9.04,12.937,5.5,0.07559596863294443956174727306,
+2026-05-21 14:56:29,doves_foot_cranesbill_observed.csv,2.555,1.31,2.882,1.291,5.469,4.99,9.07,8.788,6.5,0.1647954441505018476121133899,
+2026-05-21 14:56:30,doves_foot_cranesbill_observed.csv,1.616,1.477,3.522,1.932,8.912,4.45,10.44,9.189,4.79,0.03053455718930959878551264770,
+2026-05-21 14:56:30,doves_foot_cranesbill_observed.csv,4.149,2.133,2.9,4.446,3.405,3.67,10.53,6.2,4.32,0.1484913091304169202321511522,
+2026-05-21 14:56:30,doves_foot_cranesbill_observed.csv,2.319,2.594,1.461,4.22,9.371,4.06,10.65,11.621,6.31,0.04515406144267188239318032711,
+2026-05-21 14:56:30,doves_foot_cranesbill_observed.csv,3.33,0.503,1.41,5.257,2.448,3.93,9.67,9.548,5.0,0.06941799382493304509322228219,
+2026-05-21 14:56:31,doves_foot_cranesbill_observed.csv,2.403,2.979,3.783,2.078,4.459,3.77,10.95,9.969,4.67,0.07868021296788157713377092109,
+2026-05-21 14:56:31,doves_foot_cranesbill_observed.csv,2.533,1.541,7.641,6.899,7.101,4.8,9.67,14.961,4.86,0.09503302546322695654273633557,
+2026-05-21 14:56:31,doves_foot_cranesbill_observed.csv,2.815,2.587,1.772,5.255,8.535,3.35,10.64,1.974,4.1,0.1986977564414665410524074075,
+2026-05-21 14:56:32,doves_foot_cranesbill_observed.csv,2.322,1.271,7.163,3.467,8.593,3.56,9.38,3.316,4.58,0.1000863092216342939539912649,
+2026-05-21 14:56:32,doves_foot_cranesbill_observed.csv,3.012,2.593,2.613,3.841,7.544,4.02,10.43,8.712,4.77,0.04880907397399932021387210924,
+2026-05-21 14:56:32,doves_foot_cranesbill_observed.csv,1.727,2.745,6.824,7.004,4.832,3.39,10.91,3.644,4.73,0.1465681099723049304483787037,
+2026-05-21 14:56:32,doves_foot_cranesbill_observed.csv,1.811,1.825,6.281,4.365,5.383,4.45,10.19,3.929,5.56,0.04952643690464941795770965907,
+2026-05-21 14:56:33,doves_foot_cranesbill_observed.csv,3.821,2.176,7.162,3.086,7.387,3.04,9.09,7.65,3.52,0.1972073173009234591371793215,
+2026-05-21 14:56:33,doves_foot_cranesbill_observed.csv,1.888,1.796,4.964,1.951,1.929,4.42,9.87,4.763,6.18,0.07880396867345394988460187924,
+2026-05-21 14:56:33,doves_foot_cranesbill_observed.csv,2.213,2.92,1.329,2.932,1.595,3.4,9.61,14.031,5.75,0.09096869683198119862274796584,
+2026-05-21 14:56:33,doves_foot_cranesbill_observed.csv,1.897,2.267,5.505,1.815,5.787,4.32,9.64,3.627,5.21,0.03038795800681119837251697316,
+2026-05-21 14:56:34,doves_foot_cranesbill_observed.csv,1.401,2.537,2.969,0.152,2.591,4.9,9.75,7.25,5.9,0.1447797707591996412981613043,
+2026-05-21 14:56:34,doves_foot_cranesbill_observed.csv,3.098,1.878,6.602,5.019,6.067,3.69,10.81,2.306,5.6,0.04875958135892198450935185185,
+2026-05-21 14:56:34,doves_foot_cranesbill_observed.csv,1.197,2.937,2.768,4.42,3.611,4.54,9.84,10.367,5.06,0.03032359224376380823955216118,
+2026-05-21 14:56:35,doves_foot_cranesbill_observed.csv,4.138,0.633,5.23,2.017,6.886,4.59,9.36,3.066,6.24,0.1017130569378655967521895874,
+2026-05-21 14:56:35,doves_foot_cranesbill_observed.csv,1.276,0.603,4.511,5.535,2.421,3.26,9.36,1.509,4.1,0.1935752527197535706924898148,
+2026-05-21 14:56:35,doves_foot_cranesbill_observed.csv,1.93,0.954,4.387,4.33,7.572,4.3,9.61,2.192,5.94,0.06338983298307431526467017824,
+2026-05-21 14:56:35,doves_foot_cranesbill_observed.csv,1.79,1.27,4.028,5.224,6.863,3.51,9.99,12.384,3.69,0.2173048961491186918899861208,
+2026-05-21 14:56:36,doves_foot_cranesbill_observed.csv,4.787,0.583,3.541,6.28,4.206,3.31,9.26,8.57,6.46,0.1060359985212066272411451669,
+2026-05-21 14:56:36,doves_foot_cranesbill_observed.csv,1.361,2.303,5.736,4.722,5.886,4.44,10.82,8.329,5.88,0.02758636978706275460376655299,
+2026-05-21 14:56:36,doves_foot_cranesbill_observed.csv,4.775,2.958,4.686,5.087,4.056,3.87,10.02,12.347,4.43,0.1187690101832864666945069329,
+2026-05-21 14:56:36,doves_foot_cranesbill_observed.csv,3.913,2.412,7.11,3.992,1.386,4.35,9.55,9.591,6.49,0.06906632673195047656336053518,
+2026-05-21 14:56:37,doves_foot_cranesbill_observed.csv,2.933,1.792,6.69,7.666,3.34,3.37,9.92,6.518,4.68,0.1655255979974263816506986473,
+2026-05-21 14:56:37,doves_foot_cranesbill_observed.csv,2.755,2.403,1.249,0.282,9.908,3.88,9.55,5.711,5.58,0.09151816358213264494363683808,
+2026-05-21 14:56:37,doves_foot_cranesbill_observed.csv,4.998,1.785,7.729,2.311,6.274,3.94,9.42,4.653,5.87,0.05452325145704972063170842394,
+2026-05-21 14:56:38,doves_foot_cranesbill_observed.csv,2.654,1.515,5.569,1.743,5.16,4.59,9.85,9.576,6.05,0.07561440874741859412159401349,
+2026-05-21 14:56:38,doves_foot_cranesbill_observed.csv,2.545,1.234,6.406,2.735,9.158,4.7,10.02,11.463,5.36,0.07662150825961339899648623071,
+2026-05-21 14:56:38,doves_foot_cranesbill_observed.csv,1.673,2.008,7.874,6.663,6.536,4.59,10.97,14.847,5.07,0.04182335386881352522011535208,
+2026-05-21 14:56:38,doves_foot_cranesbill_observed.csv,4.697,1.316,1.207,5.724,8.849,4.44,10.42,14.455,4.83,0.07222822699410955695635073703,
+2026-05-21 14:56:39,doves_foot_cranesbill_observed.csv,2.283,2.202,4.58,0.844,6.156,4.79,10.83,4.708,5.89,0.07825999638122132751177838699,
+2026-05-21 14:56:39,doves_foot_cranesbill_observed.csv,4.147,2.073,1.345,5.16,4.762,4.18,9.72,3.284,6.04,0.05064279588491610379385896483,
+2026-05-21 14:56:39,doves_foot_cranesbill_observed.csv,1.192,2.083,5.773,6.428,8.433,4.81,10.53,14.363,5.77,0.07661378283674256031406047338,
+2026-05-21 14:56:39,doves_foot_cranesbill_observed.csv,1.871,0.758,2.993,1.549,6.109,3.93,9.44,11.197,4.17,0.04208346678369790693926209264,
+2026-05-21 14:56:40,doves_foot_cranesbill_observed.csv,2.205,2.21,4.17,7.373,6.588,3.12,10.38,10.428,4.82,0.1695168516526446429716389784,
+2026-05-21 14:56:40,doves_foot_cranesbill_observed.csv,4.043,0.884,6.344,7.846,4.361,3.81,9.67,7.107,6.2,0.07317060959345649092616854840,
+2026-05-21 14:56:40,doves_foot_cranesbill_observed.csv,2.865,2.316,5.382,2.565,5.058,4.81,10.92,11.993,4.93,0.05495672711375682192201124725,
+2026-05-21 14:56:41,doves_foot_cranesbill_observed.csv,4.266,1.086,4.119,1.85,1.315,4.1,9.58,12.099,5.77,0.06475840939739870636725631157,
+2026-05-21 14:56:41,doves_foot_cranesbill_observed.csv,4.417,1.527,2.602,7.827,8.538,3.35,10.98,8.817,3.52,0.2332299461472321249790080683,
+2026-05-21 14:56:41,doves_foot_cranesbill_observed.csv,2.333,2.283,1.863,6.814,9.984,5.0,9.12,10.869,5.93,0.1073656947753904928048168207,
+2026-05-21 14:56:41,doves_foot_cranesbill_observed.csv,2.489,2.662,5.18,1.528,7.09,4.17,10.27,14.543,6.44,0.07379331318227053686633032263,
+2026-05-21 14:56:42,doves_foot_cranesbill_observed.csv,2.584,1.479,1.061,0.912,8.017,3.51,9.19,11.273,4.21,0.08316505161146112438083892189,
+2026-05-21 14:56:42,doves_foot_cranesbill_observed.csv,2.017,1.55,3.081,6.873,7.199,4.65,10.73,2.076,6.4,0.08102414059321608409297083564,
+2026-05-21 14:56:42,doves_foot_cranesbill_observed.csv,3.213,1.991,4.281,5.424,9.935,3.8,9.63,1.394,4.65,0.1003376661137634680522629630,
+2026-05-21 14:56:43,doves_foot_cranesbill_observed.csv,3.226,2.431,3.3,7.053,4.317,4.26,9.12,14.991,4.57,0.07890946018089710691341795148,
+2026-05-21 14:56:43,doves_foot_cranesbill_observed.csv,4.472,1.818,2.453,3.782,4.053,4.8,9.27,2.447,6.19,0.07587142891914727128947279851,
+2026-05-21 14:56:43,doves_foot_cranesbill_observed.csv,1.311,2.054,1.337,6.636,1.934,3.42,9.86,14.706,4.32,0.1762723558009485358270192114,
+2026-05-21 14:56:43,doves_foot_cranesbill_observed.csv,2.522,2.233,1.45,6.912,9.361,3.09,9.96,4.348,5.72,0.07388471710635190491191076328,
+2026-05-21 14:56:44,doves_foot_cranesbill_observed.csv,1.064,1.236,7.233,1.084,3.34,4.87,9.45,7.165,5.83,0.1204612151445850865005315973,
+2026-05-21 14:56:44,doves_foot_cranesbill_observed.csv,1.383,1.044,3.926,3.187,5.784,4.74,9.7,2.786,5.15,0.05511277238774140128382921295,
+2026-05-21 14:56:44,doves_foot_cranesbill_observed.csv,1.01,1.48,1.892,6.764,7.254,3.67,9.46,10.645,4.06,0.2094219787373010222659599465,
+2026-05-21 14:56:44,doves_foot_cranesbill_observed.csv,2.55,2.073,6.921,1.045,7.546,3.57,9.03,11.164,4.9,0.09574845078362388485178932034,
+2026-05-21 14:56:45,doves_foot_cranesbill_observed.csv,1.449,1.899,7.686,5.065,6.993,4.92,10.13,10.363,5.03,0.06415872269834400449563333198,
+2026-05-21 14:56:45,doves_foot_cranesbill_observed.csv,4.0,1.697,7.632,3.965,1.985,3.72,10.82,2.009,6.44,0.07001723492892718264884760184,
+2026-05-21 14:56:45,doves_foot_cranesbill_observed.csv,1.18,2.982,6.044,7.817,2.1,3.82,9.45,2.143,3.94,0.1424529619648314264177490741,
+2026-05-21 14:56:46,doves_foot_cranesbill_observed.csv,1.741,2.14,3.276,2.854,3.272,3.37,10.62,8.39,4.14,0.1604865215773030379053173351,
+2026-05-21 14:56:46,doves_foot_cranesbill_observed.csv,2.614,1.05,4.195,6.032,6.458,3.59,9.66,14.286,4.13,0.2046308607708029572749943862,
+2026-05-21 14:56:46,doves_foot_cranesbill_observed.csv,1.263,2.401,2.541,3.414,7.23,3.02,10.38,9.422,3.77,0.2069553880329204746181527005,
+2026-05-21 14:56:46,doves_foot_cranesbill_observed.csv,4.335,2.523,5.094,4.068,9.732,3.89,10.21,8.785,4.78,0.05487204838932085152900034305,
+2026-05-21 14:56:47,doves_foot_cranesbill_observed.csv,2.261,2.126,5.292,2.419,2.261,3.78,10.77,11.156,6.48,0.06508228247910618653301155844,
+2026-05-21 14:56:47,doves_foot_cranesbill_observed.csv,2.09,1.46,4.205,2.215,3.406,4.3,10.04,13.04,5.84,0.05573971803609392318757529394,
+2026-05-21 14:56:47,doves_foot_cranesbill_observed.csv,3.026,1.041,5.545,1.57,5.091,3.49,9.54,9.315,5.75,0.08304585499870091425350376322,
+2026-05-21 14:56:47,doves_foot_cranesbill_observed.csv,3.443,1.657,6.867,7.217,8.089,4.65,10.99,9.612,6.0,0.05743622103334906765003413349,
+2026-05-21 14:56:48,doves_foot_cranesbill_observed.csv,2.163,0.932,4.269,6.309,5.491,4.96,9.86,8.133,6.12,0.1016534821760240163502424914,
+2026-05-21 14:56:48,doves_foot_cranesbill_observed.csv,1.917,1.381,5.782,6.115,9.139,3.67,9.51,2.28,4.73,0.1044521321654280866813519074,
+2026-05-21 14:56:48,doves_foot_cranesbill_observed.csv,2.717,0.782,7.395,7.187,6.338,4.29,9.35,5.769,6.42,0.09425076874990038969551389784,
+2026-05-21 14:56:49,doves_foot_cranesbill_observed.csv,4.91,0.759,1.197,4.199,9.689,3.19,10.57,11.893,4.7,0.1251387355777112931461526339,
+2026-05-21 14:56:49,doves_foot_cranesbill_observed.csv,2.558,1.812,6.673,6.477,6.431,3.67,10.63,13.097,4.65,0.1262655987199073287033855020,
+2026-05-21 14:56:49,doves_foot_cranesbill_observed.csv,4.317,2.24,4.382,0.273,1.513,3.91,9.4,9.475,5.34,0.06654691467652369234339234145,
+2026-05-21 14:56:49,doves_foot_cranesbill_observed.csv,1.847,0.509,5.589,2.389,5.592,3.2,9.72,2.884,6.13,0.08711970225224847003031794480,
+2026-05-21 14:56:50,doves_foot_cranesbill_observed.csv,4.39,2.632,5.597,3.816,9.804,3.27,10.29,14.531,5.03,0.09666587862918430925275489218,
+2026-05-21 14:56:50,doves_foot_cranesbill_observed.csv,4.441,0.868,4.36,4.477,2.591,3.8,10.58,10.488,5.43,0.03440628849669376716411151520,
+2026-05-21 14:56:50,doves_foot_cranesbill_observed.csv,1.455,2.204,5.818,4.146,2.754,3.24,9.42,12.354,4.74,0.1558664643934744359827399857,
+2026-05-21 14:56:51,doves_foot_cranesbill_observed.csv,1.91,2.957,6.477,1.092,3.694,4.61,10.04,5.712,6.37,0.1051981308393678113658695366,
+2026-05-21 14:56:51,doves_foot_cranesbill_observed.csv,1.733,2.308,2.476,5.039,6.324,4.66,10.74,11.18,5.4,0.02886434011451967442738640221,
+2026-05-21 14:56:51,doves_foot_cranesbill_observed.csv,2.372,2.138,4.633,4.372,5.938,4.97,10.26,14.011,6.28,0.1005963376599402760828048595,
+2026-05-21 14:56:51,doves_foot_cranesbill_observed.csv,2.762,1.222,7.065,2.365,2.86,4.16,10.6,2.381,5.81,0.06461051307062388282044820601,
+2026-05-21 14:56:52,doves_foot_cranesbill_observed.csv,2.212,2.318,6.043,4.393,7.227,4.72,9.93,6.57,5.55,0.05280753245880691907942953504,
+2026-05-21 14:56:52,doves_foot_cranesbill_observed.csv,3.549,2.534,4.406,2.818,7.976,3.74,9.69,14.757,4.37,0.1346584465251201991551597108,
+2026-05-21 14:56:52,doves_foot_cranesbill_observed.csv,1.023,1.8,1.436,5.566,5.881,4.87,9.57,2.519,6.1,0.06843706465348188473922177010,
+2026-05-21 14:56:52,doves_foot_cranesbill_observed.csv,4.595,0.646,1.127,3.767,7.96,4.56,10.02,10.933,4.9,0.04098295120542048869675718226,
+2026-05-21 14:56:53,doves_foot_cranesbill_observed.csv,2.775,1.974,6.656,5.555,4.359,3.84,10.11,6.274,5.45,0.03437554125249862197585144544,
+2026-05-21 14:56:53,doves_foot_cranesbill_observed.csv,1.267,1.175,2.67,0.45,7.203,3.18,9.36,9.302,5.23,0.08899546368616212539689815958,
+2026-05-21 14:56:53,doves_foot_cranesbill_observed.csv,2.754,2.113,4.365,0.494,8.21,4.21,10.11,9.149,4.97,0.04171673851002102646777543043,
+2026-05-21 14:56:54,doves_foot_cranesbill_observed.csv,4.665,2.769,6.633,6.63,7.608,3.79,10.18,13.424,4.62,0.1014362993132809591420525224,
+2026-05-21 14:56:54,doves_foot_cranesbill_observed.csv,4.891,2.36,7.388,7.765,3.472,4.54,9.28,7.053,5.83,0.04737546624429669286029569333,
+2026-05-21 14:56:54,doves_foot_cranesbill_observed.csv,4.241,1.686,1.374,6.512,2.201,4.16,9.17,14.98,5.07,0.06376753583737663043799775071,
+2026-05-21 14:56:54,doves_foot_cranesbill_observed.csv,2.322,0.58,3.11,2.725,4.012,4.99,9.01,14.789,5.13,0.1064208848117330085486330404,
+2026-05-21 14:56:55,doves_foot_cranesbill_observed.csv,1.012,1.564,5.906,7.025,4.959,4.27,9.28,11.678,5.24,0.05854446639773452213807133616,
+2026-05-21 14:56:55,doves_foot_cranesbill_observed.csv,1.317,2.37,7.482,4.53,9.456,3.61,10.17,8.7,4.51,0.1431487810165623306113197493,
+2026-05-21 14:56:55,doves_foot_cranesbill_observed.csv,1.536,1.401,3.866,2.792,1.841,3.95,10.72,11.043,4.61,0.04362594835501253887102502359,
+2026-05-21 14:56:55,doves_foot_cranesbill_observed.csv,3.702,1.592,2.785,1.545,8.192,4.73,10.89,6.256,6.01,0.06216435901955819375146968582,
+2026-05-21 14:56:56,doves_foot_cranesbill_observed.csv,3.152,1.717,1.461,0.944,4.855,3.3,10.68,2.893,4.11,0.09337591853870638064817129629,
+2026-05-21 14:56:56,doves_foot_cranesbill_observed.csv,4.411,1.752,2.923,6.261,5.273,3.19,10.56,12.672,4.26,0.1987731672239356858869618049,
+2026-05-21 14:56:56,doves_foot_cranesbill_observed.csv,3.976,1.77,4.52,0.122,9.955,3.66,10.38,1.069,5.78,0.1122296291271170074856481481,
+2026-05-21 14:56:57,doves_foot_cranesbill_observed.csv,1.285,1.643,2.134,3.134,4.233,4.93,9.91,7.259,5.95,0.09346431131803009548623047057,
+2026-05-21 14:56:57,doves_foot_cranesbill_observed.csv,3.447,1.712,4.431,0.53,6.276,3.46,9.63,14.487,6.12,0.1299222728676305353169464686,
+2026-05-21 14:56:57,doves_foot_cranesbill_observed.csv,2.476,1.805,2.681,6.074,8.471,4.04,9.45,8.226,4.56,0.08794173225619984291057114832,
+2026-05-21 14:56:57,doves_foot_cranesbill_observed.csv,1.602,2.401,3.356,1.367,7.172,4.03,10.05,13.872,5.4,0.03916632701557303604427164669,
+2026-05-21 14:56:58,doves_foot_cranesbill_observed.csv,3.666,0.668,5.985,1.32,1.428,4.8,10.02,8.365,6.19,0.1472972380791185759765477971,
+2026-05-21 14:56:58,doves_foot_cranesbill_observed.csv,3.714,1.89,1.946,5.72,2.004,3.59,9.81,10.717,3.85,0.1700744507007776322173461052,
+2026-05-21 14:56:58,doves_foot_cranesbill_observed.csv,1.891,2.145,6.464,1.086,9.387,4.67,9.89,9.092,5.86,0.07981023936943903154043925058,
+2026-05-21 14:56:59,doves_foot_cranesbill_observed.csv,4.983,1.281,5.577,5.946,8.54,4.88,10.6,1.567,5.71,0.06684692380930970324575578703,
+2026-05-21 14:56:59,doves_foot_cranesbill_observed.csv,1.662,2.402,3.325,0.065,1.936,3.34,9.56,3.031,5.24,0.1013703328084154598335572315,
+2026-05-21 14:56:59,doves_foot_cranesbill_observed.csv,3.963,1.626,4.433,7.349,5.709,3.2,10.46,5.93,3.8,0.2402441184876540124796503489,
+2026-05-21 14:56:59,doves_foot_cranesbill_observed.csv,1.485,0.659,1.739,1.73,6.744,4.55,9.64,6.201,5.86,0.07384771665296463170706651494,
+2026-05-21 14:57:00,doves_foot_cranesbill_observed.csv,2.675,0.519,4.83,1.338,1.09,4.97,10.19,9.248,5.37,0.1175866488507305651917947786,
+2026-05-21 14:57:00,doves_foot_cranesbill_observed.csv,3.03,0.943,4.086,1.972,1.725,4.48,10.58,3.68,5.56,0.04774723222797093739541772629,
+2026-05-21 14:57:00,doves_foot_cranesbill_observed.csv,3.424,2.805,7.134,1.131,4.645,4.19,10.6,5.515,5.36,0.01844322727801345669823063591,
+2026-05-21 14:57:00,doves_foot_cranesbill_observed.csv,1.791,0.732,5.634,6.114,7.301,3.54,9.99,12.244,4.76,0.1205218041171922498565963964,
+2026-05-21 14:57:01,doves_foot_cranesbill_observed.csv,1.415,1.245,5.158,2.02,3.37,3.14,10.35,8.91,4.82,0.08903630892191377894925188820,
+2026-05-21 14:57:01,doves_foot_cranesbill_observed.csv,4.073,1.263,1.036,2.618,1.603,3.43,9.92,8.463,5.08,0.07992164703530572420748629667,
+2026-05-21 14:57:01,doves_foot_cranesbill_observed.csv,1.102,2.923,7.634,0.714,8.283,3.95,10.56,11.513,5.33,0.03213632649438733425030482288,
+2026-05-21 14:57:02,doves_foot_cranesbill_observed.csv,3.263,1.944,5.282,4.631,4.943,4.25,10.42,6.314,5.54,0.02483208849898358030904779492,
+2026-05-21 14:57:02,doves_foot_cranesbill_observed.csv,2.674,2.925,1.29,3.768,2.839,4.56,10.05,7.764,6.11,0.05891959131294749782934569924,
+2026-05-21 14:57:02,doves_foot_cranesbill_observed.csv,1.335,1.362,6.347,1.896,9.195,4.66,9.24,11.937,5.58,0.05924485619703531919706937211,
+2026-05-21 14:57:02,doves_foot_cranesbill_observed.csv,4.556,2.597,2.28,4.289,9.048,4.86,9.27,12.149,6.37,0.09807853988818012044107052338,
+2026-05-21 14:57:03,doves_foot_cranesbill_observed.csv,3.544,0.921,4.679,4.974,6.839,4.69,9.82,6.599,4.75,0.06668972477751569601240044376,
+2026-05-21 14:57:03,doves_foot_cranesbill_observed.csv,4.534,2.112,6.657,0.605,1.671,4.01,10.05,13.318,5.03,0.05037478771512412844154261921,
+2026-05-21 14:57:03,doves_foot_cranesbill_observed.csv,1.59,0.833,4.381,0.762,3.563,4.87,9.74,12.05,4.94,0.1159310843406539703295186620,
+2026-05-21 14:57:03,doves_foot_cranesbill_observed.csv,3.674,0.503,3.482,3.907,6.152,4.69,9.97,3.766,5.51,0.06289286746502541298354127788,
+2026-05-21 14:57:04,doves_foot_cranesbill_observed.csv,2.074,2.075,4.674,2.743,3.249,3.37,10.84,14.165,3.96,0.1656765898137504346481805824,
+2026-05-21 14:57:04,doves_foot_cranesbill_observed.csv,3.987,2.581,4.189,7.082,9.66,3.5,9.76,5.75,3.77,0.2197399693892533564147040352,
+2026-05-21 14:57:04,doves_foot_cranesbill_observed.csv,2.478,2.556,5.177,4.685,4.46,3.98,9.8,2.056,5.86,0.07191845621827694455000481481,
+2026-05-21 14:57:05,doves_foot_cranesbill_observed.csv,3.741,1.895,3.378,6.818,3.81,3.24,9.23,10.508,4.71,0.1710276350396664232364886946,
+2026-05-21 14:57:05,doves_foot_cranesbill_observed.csv,2.733,1.198,6.121,2.164,9.8,4.06,10.55,5.271,4.84,0.03220350939075952830763136136,
+2026-05-21 14:57:05,doves_foot_cranesbill_observed.csv,3.032,1.299,6.366,6.545,8.677,4.81,10.26,13.991,5.87,0.08483642187578323545102388321,
+2026-05-21 14:57:05,doves_foot_cranesbill_observed.csv,3.636,2.525,1.271,0.023,6.819,3.38,9.59,7.075,4.13,0.09792883639207423149489030078,
+2026-05-21 14:57:06,doves_foot_cranesbill_observed.csv,2.742,1.131,2.64,7.46,7.919,3.89,9.7,1.606,5.89,0.09596913902832789922750995371,
+2026-05-21 14:57:06,doves_foot_cranesbill_observed.csv,1.632,1.085,7.737,3.212,8.065,3.87,10.66,1.425,4.94,0.05408375273227645744259259258,
+2026-05-21 14:57:06,doves_foot_cranesbill_observed.csv,4.612,2.542,2.281,2.86,5.279,4.76,9.64,7.068,5.77,0.05832836864397332530467432514,
+2026-05-21 14:57:07,doves_foot_cranesbill_observed.csv,1.157,2.882,6.491,4.626,8.565,3.18,10.1,12.719,4.93,0.1101174743667133975131409946,
+2026-05-21 14:57:07,doves_foot_cranesbill_observed.csv,4.534,2.403,2.081,4.049,8.03,3.73,10.42,11.424,4.97,0.07878176226271736222264506224,
+2026-05-21 14:57:07,doves_foot_cranesbill_observed.csv,3.466,2.255,7.11,2.322,2.231,3.58,9.12,6.896,5.04,0.09545576382042752700526142634,
+2026-05-21 14:57:07,doves_foot_cranesbill_observed.csv,4.366,1.029,2.753,7.875,3.979,3.32,10.11,13.087,3.87,0.2385577827300136212558570470,
+2026-05-21 14:57:08,doves_foot_cranesbill_observed.csv,3.486,1.873,6.838,1.921,6.525,4.43,9.43,2.999,4.8,0.03169700687733855095907487268,
+2026-05-21 14:57:08,doves_foot_cranesbill_observed.csv,1.954,0.735,7.75,1.659,2.262,4.72,9.56,8.343,5.15,0.08896603362882734792840213677,
+2026-05-21 14:57:08,doves_foot_cranesbill_observed.csv,2.193,1.307,1.196,4.354,5.507,3.07,10.16,12.953,6.01,0.08728915995355934340454855362,
+2026-05-21 14:57:08,doves_foot_cranesbill_observed.csv,3.065,1.966,3.32,2.487,5.343,4.21,9.34,3.915,6.03,0.05940393077709858385463088502,
+2026-05-21 14:57:09,doves_foot_cranesbill_observed.csv,1.964,1.843,1.626,0.196,2.71,3.3,10.09,2.848,3.94,0.09203185816619187817592592592,
+2026-05-21 14:57:09,doves_foot_cranesbill_observed.csv,2.252,1.091,6.66,3.887,8.562,3.07,10.77,3.989,5.26,0.06721319175934792539857278704,
+2026-05-21 14:57:09,doves_foot_cranesbill_observed.csv,2.945,0.746,1.788,0.702,8.817,3.18,10.4,6.904,3.79,0.1143004735777706933774336660,
+2026-05-21 14:57:10,doves_foot_cranesbill_observed.csv,2.738,1.229,7.833,7.054,7.68,3.52,10.77,5.745,3.87,0.2208170875254005071594387829,
+2026-05-21 14:57:10,doves_foot_cranesbill_observed.csv,4.664,2.756,6.262,7.984,5.044,3.82,10.6,6.025,4.01,0.1703434848597495389437903828,
+2026-05-21 14:57:10,doves_foot_cranesbill_observed.csv,1.511,2.047,1.764,0.774,5.637,4.43,9.83,4.888,6.37,0.08714777242799415848287042244,
+2026-05-21 14:57:10,doves_foot_cranesbill_observed.csv,1.439,0.857,1.337,7.744,4.142,3.69,10.97,10.732,4.81,0.1028692883436574796034787384,
+2026-05-21 14:57:11,doves_foot_cranesbill_observed.csv,2.129,2.963,7.529,6.911,1.472,4.09,10.36,9.902,5.45,0.03711101111939698010780556897,
+2026-05-21 14:57:11,doves_foot_cranesbill_observed.csv,2.395,1.478,6.049,0.073,7.945,3.95,9.37,8.528,6.19,0.1234812173012047014530196679,
+2026-05-21 14:57:11,doves_foot_cranesbill_observed.csv,3.067,0.697,5.068,5.334,6.731,3.09,9.94,5.497,4.12,0.2192236277738983933961182081,
+2026-05-21 14:57:12,doves_foot_cranesbill_observed.csv,2.982,0.71,5.874,6.304,1.15,4.57,9.34,14.821,6.39,0.05617091803772641496412189278,
+2026-05-21 14:57:12,doves_foot_cranesbill_observed.csv,1.819,2.87,6.74,5.932,6.787,4.9,9.44,7.747,6.18,0.08858450661197695867182202398,
+2026-05-21 14:57:12,doves_foot_cranesbill_observed.csv,1.075,2.121,4.125,1.233,9.297,4.97,9.6,5.214,6.4,0.1386955264675680127847085207,
+2026-05-21 14:57:12,doves_foot_cranesbill_observed.csv,3.978,0.817,6.129,3.311,9.307,3.62,10.8,9.617,5.93,0.05404433453639445576660905088,
+2026-05-21 14:57:13,doves_foot_cranesbill_observed.csv,2.992,0.555,6.049,7.928,9.319,3.61,10.4,4.616,4.44,0.1566289959704729887772970382,
+2026-05-21 14:57:13,doves_foot_cranesbill_observed.csv,4.069,1.949,6.891,1.955,3.29,4.25,9.7,4.12,4.81,0.02936502088742463627346141066,
+2026-05-21 14:57:13,doves_foot_cranesbill_observed.csv,2.746,1.18,2.208,0.447,6.614,3.39,10.76,11.354,4.59,0.06013414093632000031667497636,
+2026-05-21 14:57:13,doves_foot_cranesbill_observed.csv,2.16,1.209,3.967,2.091,1.534,4.59,10.13,7.777,5.3,0.05959775495034229311671517289,
+2026-05-21 14:57:14,doves_foot_cranesbill_observed.csv,2.211,1.733,1.54,4.925,6.174,3.21,9.65,4.744,5.93,0.08550687383803647689510681495,
+2026-05-21 14:57:14,doves_foot_cranesbill_observed.csv,2.372,1.111,2.911,4.798,1.008,3.59,10.66,14.45,6.22,0.04844845543016963506364146154,
+2026-05-21 14:57:14,doves_foot_cranesbill_observed.csv,1.501,2.844,5.333,5.123,7.16,4.17,10.4,9.518,5.06,0.03815334793656138213385147712,
+2026-05-21 14:57:15,doves_foot_cranesbill_observed.csv,2.848,0.797,7.817,5.203,4.504,3.86,10.31,7.726,4.05,0.1313176299163460465647679698,
+2026-05-21 14:57:15,doves_foot_cranesbill_observed.csv,2.787,0.62,2.289,7.311,7.233,4.9,10.32,4.123,6.34,0.1143927166842228526600870069,
+2026-05-21 14:57:15,doves_foot_cranesbill_observed.csv,1.01,2.835,1.027,4.482,5.195,4.24,9.12,2.845,5.33,0.04997081149534088996537278936,
+2026-05-21 14:57:15,doves_foot_cranesbill_observed.csv,2.624,0.934,2.581,0.477,2.349,4.64,9.29,10.153,6.0,0.1239162075095062225425352365,
+2026-05-21 14:57:16,doves_foot_cranesbill_observed.csv,3.554,2.038,2.424,2.067,5.217,3.13,9.52,5.726,5.09,0.08842296838174492268397188798,
+2026-05-21 14:57:16,doves_foot_cranesbill_observed.csv,2.826,1.911,4.104,2.655,1.629,4.64,10.78,11.049,6.35,0.06017756675162324151070005406,
+2026-05-21 14:57:16,doves_foot_cranesbill_observed.csv,3.288,1.903,1.977,0.71,2.67,3.2,10.32,13.273,4.53,0.1006445142577632734919367898,
+2026-05-21 14:57:16,doves_foot_cranesbill_observed.csv,4.405,0.571,6.241,2.53,9.446,4.04,9.76,11.08,6.41,0.08560218157942602294286578752,
+2026-05-21 14:57:17,doves_foot_cranesbill_observed.csv,2.773,0.963,3.329,2.991,4.753,4.14,10.42,7.51,6.22,0.06462657374345050285860631646,
+2026-05-21 14:57:17,doves_foot_cranesbill_observed.csv,2.443,0.719,7.401,5.603,8.081,4.4,9.57,9.861,5.13,0.06251844023887116784965903125,
+2026-05-21 14:57:17,doves_foot_cranesbill_observed.csv,2.373,0.55,1.062,3.759,8.944,4.31,10.46,12.877,5.64,0.05358403260800498411395949868,
+2026-05-21 14:57:18,doves_foot_cranesbill_observed.csv,3.176,0.846,4.256,2.173,6.844,3.4,10.26,10.573,5.32,0.05674411051478843006031149743,
+2026-05-21 14:57:18,doves_foot_cranesbill_observed.csv,3.862,2.547,7.165,1.239,2.425,4.97,9.66,14.817,5.3,0.09731273228339115939157857441,
+2026-05-21 14:57:18,doves_foot_cranesbill_observed.csv,1.205,0.577,4.698,3.8,3.616,3.4,9.34,6.658,4.29,0.1559345663038984739426453539,
+2026-05-21 14:57:18,doves_foot_cranesbill_observed.csv,1.66,2.926,3.728,7.937,6.043,4.36,9.61,8.404,5.17,0.05879085690560997778198841355,
+2026-05-21 14:57:19,doves_foot_cranesbill_observed.csv,4.18,0.805,6.968,3.586,9.482,3.99,10.58,11.802,5.62,0.04828699567810995486602944376,
+2026-05-21 14:57:19,doves_foot_cranesbill_observed.csv,2.537,1.973,1.818,7.418,8.528,3.84,9.13,1.486,6.0,0.09575958490938530035316637964,
+2026-05-21 14:57:19,doves_foot_cranesbill_observed.csv,4.773,2.359,7.28,5.701,9.579,4.59,10.77,9.77,6.22,0.03948913345287862676359005121,
+2026-05-21 14:57:20,doves_foot_cranesbill_observed.csv,3.093,1.981,3.997,5.847,8.422,3.01,9.3,2.734,5.54,0.09032384314991118663472055825,
+2026-05-21 14:57:20,doves_foot_cranesbill_observed.csv,3.717,1.824,1.003,7.463,1.916,3.44,9.6,11.196,5.52,0.08745669239207786056338413895,
+2026-05-21 14:57:20,doves_foot_cranesbill_observed.csv,4.178,2.061,7.361,4.789,5.512,3.65,9.37,11.69,4.85,0.1097873374684098705664005024,
+2026-05-21 14:57:20,doves_foot_cranesbill_observed.csv,1.462,1.382,4.346,5.06,6.054,4.1,9.28,13.296,6.07,0.07172548683361551027530680586,
+2026-05-21 14:57:21,doves_foot_cranesbill_observed.csv,1.67,1.256,5.79,2.246,2.945,3.47,10.55,5.814,5.36,0.06078929253338176193814073149,
diff --git a/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_simulated.csv b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_simulated.csv
new file mode 100644
index 0000000..c442a9b
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,7.61682E-15,0.1,0,0.01,6.86194E-15
+RungeKutta4,2,0.2,2.50455E-14,0.1,0,0.01,2.25633E-14
+RungeKutta4,3,0.3,7.18652E-14,0.1,0,0.01,6.47428E-14
+RungeKutta4,4,0.4,2.00973E-13,0.1,0,0.01,1.81055E-13
+RungeKutta4,5,0.5,5.57015E-13,0.1,0,0.01,5.01811E-13
+RungeKutta4,6,0.6,1.53487E-12,0.1,0,0.01,1.38275E-12
+RungeKutta4,7,0.7,4.20860E-12,0.1,0,0.01,3.79150E-12
+RungeKutta4,8,0.8,1.14884E-11,0.1,0,0.01,1.03498E-11
+RungeKutta4,9,0.9,3.12306E-11,0.1,0,0.01,2.81354E-11
+RungeKutta4,10,1.0,8.45728E-11,0.1,0,0.01,7.61910E-11
+RungeKutta4,11,1.1,2.28201E-10,0.1,0,0.01,2.05585E-10
+RungeKutta4,12,1.2,6.13686E-10,0.1,0,0.01,5.52865E-10
+RungeKutta4,13,1.3,1.64512E-9,0.1,0,0.01,1.48208E-9
+RungeKutta4,14,1.4,4.39694E-9,0.1,0,0.01,3.96117E-9
+RungeKutta4,15,1.5,1.17186E-8,0.1,0,0.01,1.05572E-8
+RungeKutta4,16,1.6,3.11484E-8,0.1,0,0.01,2.80614E-8
+RungeKutta4,17,1.7,8.25829E-8,0.1,0,0.01,7.43983E-8
+RungeKutta4,18,1.8,2.18418E-7,0.1,0,0.01,1.96771E-7
+RungeKutta4,19,1.9,5.76331E-7,0.1,0,0.01,5.19212E-7
+RungeKutta4,20,2.0,0.00000151736,0.1,0,0.01,0.00000136698
+RungeKutta4,21,2.1,0.00000398631,0.1,0,0.01,0.00000359124
+RungeKutta4,22,2.2,0.0000104507,0.1,0,0.01,0.00000941496
+RungeKutta4,23,2.3,0.0000273427,0.1,0,0.01,0.0000246328
+RungeKutta4,24,2.4,0.0000713929,0.1,0,0.01,0.0000643173
+RungeKutta4,25,2.5,0.000186010,0.1,0,0.01,0.000167575
+RungeKutta4,26,2.6,0.000483418,0.1,0,0.01,0.000435508
+RungeKutta4,27,2.7,0.00125188,0.1,0,0.01,0.00112781
+RungeKutta4,28,2.8,0.00322188,0.1,0,0.01,0.00290257
+RungeKutta4,29,2.9,0.00818750,0.1,0,0.01,0.00737606
+RungeKutta4,30,3.0,0.0202448,0.1,0,0.01,0.0182384
+RungeKutta4,31,3.1,0.0473195,0.1,0,0.01,0.0426298
+RungeKutta4,32,3.2,0.100138,0.1,0,0.01,0.0902136
+RungeKutta4,33,3.3,0.184541,0.1,0,0.01,0.166252
+RungeKutta4,34,3.4,0.293653,0.1,0,0.01,0.264550
+RungeKutta4,35,3.5,0.412488,0.1,0,0.01,0.371607
+RungeKutta4,36,3.6,0.527963,0.1,0,0.01,0.475638
+RungeKutta4,37,3.7,0.632833,0.1,0,0.01,0.570115
+RungeKutta4,38,3.8,0.724541,0.1,0,0.01,0.652734
+RungeKutta4,39,3.9,0.803110,0.1,0,0.01,0.723516
+RungeKutta4,40,4.0,0.869664,0.1,0,0.01,0.783474
+RungeKutta4,41,4.1,0.925645,0.1,0,0.01,0.833907
+RungeKutta4,42,4.2,0.972457,0.1,0,0.01,0.876079
+RungeKutta4,43,4.3,1.01132,0.1,0,0.01,0.911091
+RungeKutta4,44,4.4,1.04322,0.1,0,0.01,0.939829
+RungeKutta4,45,4.5,1.06888,0.1,0,0.01,0.962946
+RungeKutta4,46,4.6,1.08869,0.1,0,0.01,0.980793
+RungeKutta4,47,4.7,1.10262,0.1,0,0.01,0.993342
+RungeKutta4,48,4.8,1.11001,0.1,0,0.01,1
+RungeKutta4,49,4.9,1.10922,0.1,0,0.01,0.999288
+RungeKutta4,50,5.0,1.09721,0.1,0,0.01,0.988469
+RungeKutta4,51,5.1,1.06924,0.1,0,0.01,0.963271
+RungeKutta4,52,5.2,1.01954,0.1,0,0.01,0.918496
+RungeKutta4,53,5.3,0.944175,0.1,0,0.01,0.850600
+RungeKutta4,54,5.4,0.845950,0.1,0,0.01,0.762110
+RungeKutta4,55,5.5,0.736915,0.1,0,0.01,0.663881
+RungeKutta4,56,5.6,0.633320,0.1,0,0.01,0.570553
+RungeKutta4,57,5.7,0.546875,0.1,0,0.01,0.492676
+RungeKutta4,58,5.8,0.481066,0.1,0,0.01,0.433389
+RungeKutta4,59,5.9,0.433515,0.1,0,0.01,0.390551
+RungeKutta4,60,6.0,0.399717,0.1,0,0.01,0.360102
+RungeKutta4,61,6.1,0.375333,0.1,0,0.01,0.338135
+RungeKutta4,62,6.2,0.357004,0.1,0,0.01,0.321622
+RungeKutta4,63,6.3,0.342389,0.1,0,0.01,0.308456
+RungeKutta4,64,6.4,0.329956,0.1,0,0.01,0.297255
+RungeKutta4,65,6.5,0.318740,0.1,0,0.01,0.287151
+RungeKutta4,66,6.6,0.308154,0.1,0,0.01,0.277614
+RungeKutta4,67,6.7,0.297848,0.1,0,0.01,0.268329
+RungeKutta4,68,6.8,0.287620,0.1,0,0.01,0.259115
+RungeKutta4,69,6.9,0.277365,0.1,0,0.01,0.249876
+RungeKutta4,70,7.0,0.267028,0.1,0,0.01,0.240564
+RungeKutta4,71,7.1,0.256592,0.1,0,0.01,0.231162
+RungeKutta4,72,7.2,0.246055,0.1,0,0.01,0.221669
+RungeKutta4,73,7.3,0.235431,0.1,0,0.01,0.212098
+RungeKutta4,74,7.4,0.224741,0.1,0,0.01,0.202468
+RungeKutta4,75,7.5,0.214007,0.1,0,0.01,0.192797
+RungeKutta4,76,7.6,0.203256,0.1,0,0.01,0.183112
+RungeKutta4,77,7.7,0.192515,0.1,0,0.01,0.173435
+RungeKutta4,78,7.8,0.181813,0.1,0,0.01,0.163794
+RungeKutta4,79,7.9,0.171178,0.1,0,0.01,0.154213
+RungeKutta4,80,8.0,0.160639,0.1,0,0.01,0.144719
+RungeKutta4,81,8.1,0.150225,0.1,0,0.01,0.135337
+RungeKutta4,82,8.2,0.139964,0.1,0,0.01,0.126093
+RungeKutta4,83,8.3,0.129883,0.1,0,0.01,0.117011
+RungeKutta4,84,8.4,0.120008,0.1,0,0.01,0.108114
+RungeKutta4,85,8.5,0.110364,0.1,0,0.01,0.0994261
+RungeKutta4,86,8.6,0.100970,0.1,0,0.01,0.0909631
+RungeKutta4,87,8.7,0.0918327,0.1,0,0.01,0.0827314
+RungeKutta4,88,8.8,0.0829418,0.1,0,0.01,0.0747217
+RungeKutta4,89,8.9,0.0742389,0.1,0,0.01,0.0668813
+RungeKutta4,90,9.0,0.0655721,0.1,0,0.01,0.0590734
+RungeKutta4,91,9.1,0.0566208,0.1,0,0.01,0.0510093
+RungeKutta4,92,9.2,0.0468361,0.1,0,0.01,0.0421943
+RungeKutta4,93,9.3,0.0356990,0.1,0,0.01,0.0321610
+RungeKutta4,94,9.4,0.0237396,0.1,0,0.01,0.0213868
+RungeKutta4,95,9.5,0.0132663,0.1,0,0.01,0.0119515
+RungeKutta4,96,9.6,0.00632178,0.1,0,0.01,0.00569525
+RungeKutta4,97,9.7,0.00269091,0.1,0,0.01,0.00242422
+RungeKutta4,98,9.8,0.00106489,0.1,0,0.01,0.000959352
+RungeKutta4,99,9.9,0.000401252,0.1,0,0.01,0.000361485
+RungeKutta4,100,10.0,0.000145817,0.1,0,0.01,0.000131365
+RungeKutta4,101,10.1,0.0000514797,0.1,0,0.01,0.0000463777
+RungeKutta4,102,10.2,0.0000177455,0.1,0,0.01,0.0000159868
+RungeKutta4,103,10.3,0.0000060037,0.1,0,0.01,0.00000540869
+RungeKutta4,104,10.4,0.0000020086,0.1,0,0.01,0.00000180953
+RungeKutta4,105,10.5,6.7291E-7,0.1,0,0.01,6.06220E-7
+RungeKutta4,106,10.6,2.30292E-7,0.1,0,0.01,2.07468E-7
+RungeKutta4,107,10.7,8.2743E-8,0.1,0,0.01,7.45426E-8
+RungeKutta4,108,10.8,3.20682E-8,0.1,0,0.01,2.88900E-8
+RungeKutta4,109,10.9,1.35762E-8,0.1,0,0.01,1.22307E-8
+RungeKutta4,110,11.0,6.21355E-9,0.1,0,0.01,5.59774E-9
+RungeKutta4,111,11.1,2.99652E-9,0.1,0,0.01,2.69954E-9
+RungeKutta4,112,11.2,1.48291E-9,0.1,0,0.01,1.33594E-9
+RungeKutta4,113,11.3,7.38727E-10,0.1,0,0.01,6.65514E-10
+RungeKutta4,114,11.4,3.66285E-10,0.1,0,0.01,3.29984E-10
+RungeKutta4,115,11.5,1.79750E-10,0.1,0,0.01,1.61935E-10
+RungeKutta4,116,11.6,8.7101E-11,0.1,0,0.01,7.84687E-11
+RungeKutta4,117,11.7,4.16552E-11,0.1,0,0.01,3.75269E-11
+RungeKutta4,118,11.8,1.96685E-11,0.1,0,0.01,1.77192E-11
+RungeKutta4,119,11.9,9.1763E-12,0.1,0,0.01,8.26686E-12
+RungeKutta4,120,12.0,3.99485E-12,0.1,0,0.01,3.59893E-12
+RungeKutta4,121,12.1,1.34073E-12,0.1,0,0.01,1.20785E-12
diff --git a/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_simulated.png b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..2da37b85d943d2c871dd062af362675b29df423b
GIT binary patch
literal 31021
zcmb@uWmuHk7dJdZiZn>K2na|j-JpOVAuSyu-Q6i6At0eN(kUH7D}sVjQW8T5(xAf7
z@$SLnIUdjdx!&i)^MMPl;huZ;y<@HQi#3s|%5u1uDKA4H5Zt@+x78pJlt2gsI(G>J
zyuvp$y$F5@yWY`pRd;yg>S5w+4pB03b+mPGwY4&(cQ<!-v2w7#$;rdbDRhJ0($&?`
zMVO1r?(Zu&9h@z=m}Ngb0C&N1lz-p?f#91Uf1pJYg;o%V=Zm|yr8GR#H#4w2Nk$L5
z+c$#BB;U!(PoS90N?k!C$#2xKts9#(b+W4Cyne2guX#i3Er}hwLY-Ur7|pb{R=nRV
zmfi#kmdX3J<+H5)(8!cHN#`byM_VuU_eBMoZX*BkX!H4+=F+y40ZHjwB9gwu5K6E>
zj#ADE0e?te;vo|bME+*L3&EpDz7p{!8&&?|BJLH)#pQxH|L-sHzbz>lc!GEpPzNKA
zoqx}gl^7k3Q(RnJ1-srA^w8YAc=qIziiBUc-F+@&Jr7~m75etmO^5a5<$<hM^_>AB
zMrS`#enc6ayzXOSIfKwhnkw?!PS9%``PJp+=il}8Y^=2zSLSRxFg;wBIJa^eI{8{)
z(h?jTe2tG!vjVop_Mq9leDv)O)#b~V7b96R<BqqQRZvg^%GhS=aPjbx$IA8kI)YHm
z7rG*=y>=cAK?U))mRHZ%*x7g9d$fIfjs0WN<`tg}UE<Pbi>#y^nQ(=B_o7SKVeXr3
z9@9?Y4<9``%1ehqkI%ln!8f0QxoMF-etxg=vyuF}7dkDTRr-#d=)G1=OUZiIczEvb
zZBDT$rf?>;pPz0!FK2kDbul~6xQ)NhPcdX09UZMU?<4j4{+4X1kE>lncyE3DDP?Am
zwxQRZl9H0dSVZTWcL(3Uyj^m>>+jzN^J+UgTJMbv`Xp#Ie64+)jQ>Z#`F=oQ89pv9
z;{Co<b7N!UGu<*}IYYzDlSLMZc+FC+_e&{8ob5-Wudea(s@2;~F>kl*#J21XE2`bU
z&!9XXgh?BByxrdZ`53W1YlMMId2K*+C%WZ(H<dUmRTYaXBy!VpcSvsZ)5#MO_G|q7
zdwB!SE-oDGDeXMQ9gst?#0Cw%aIfX}Dgj68OP9{pjn1tdvlbRiBO@ZXs}lE?MzxJJ
zy>m2+#VyU9$4N!c4!$_QCDFcKh&9vg*mg=$3mcb^6M@P(eN5&1(TPd-ZXn=n=b8BN
z)a)5^z+s<}a&x<Vee9TJizw8f17B=6&iVEHZDNZKPGeIM_pNDGF`qrrw}+_Tzke?*
zJKhdBFNMwN)>`Jkz7Tv0CYAAMJ3sSj`kHE^QEIBA^Sst!)^Mw7nU<A<L(HmKCLHg5
zC>HTGCZ;=fDT#^Kz@+D|X}MvNF!e^*B|Lk!v^V9D@}=i#R_({4`?-1AuMA7{2slzX
z^y)PPG`o_TLbRT+suvWw1b&H18;&4kd<bvxT2SI_`6i7B*x#C2lYmVP<~JC3q8z@V
zJIk(p>qV7aN3bO6_44J*#p*uJXG&@OUU}N;v5%>Q?Zq+isN<ZzbQka2P1Pq!oPB><
zLh^~GYcYqf(PJClEA__R5?8m$*}TRsmmz!T2(fOyyE3FS)&TBNvV<jIBHA?);MlZU
zkamrMK`N=iVYaR0?O=9wwOSIsF8>Hgj9+$$l$Tc%%*11LIKMx0yLI2N4xZuAeySCQ
zPgmiuI9Q|CVE+RgrUxxh>g$5d2lk239@#QV-8(Z<>}=H4{TU*qn}e;<yp1U&>&Ez%
zcXCT9+OxWK>TO^6o*gbLd^+l<>)3DX`AAX!7=|7zWc%%C{gs2(%%J|UFPL!+njo9-
z^|RyIbHi8~5%*#D%5fgE?xJLs3Co^Xnx$?k2itGyL!&Wq<hBCNi}IfvoxV_*LDDYk
z);fuqaCHe)qQ_0(X*eq;-?&dgO<nXUh-xzgU%V*O*rDz4k&y2}<r8Aj^OGIT^}zYt
zV9Afw)YPsv%($n)?sFNn>Dx5~ockkQK<$|u33JjY1em59@3U^rG;4EEk!+3>t0#da
z%<01_x3;W0nGdJCcI{f;mS@qo`R6Aa782^_w{6f(?dKY!X+-L`FwVgq({tl{+1FfI
zsd~1PbzVe;+Phl5r8|8B>7S($3}}q+#Cod)X*v9w=KKa%polkHk$7^Rdj6iIwoFvP
z%IJt0bXvZO#uVm=dcM`XtucNj9n;b-kV=AD$1-9aj|El0+0`Leq*SPWNQXRl=*cAY
z-0iuqILkESe8R%ILPU;_+&3n2Og}k33;)=e(;<UuifM8)V(4Tg_o>EunUBEw#^;)(
z8noq6N6tasCd;9#hcny$EHlj>+B`Lm1O)qGo6rhunC$WHDkHwcNu{&BD#nDRdZ79f
zdo7P|1R-SUqKVMuNE;~CDOkZJaH^j<$ElK{TH;%f@w7UU&$oarr}UWVLn@!59jXNu
zKU!h0WmCwf5%MhGACX7rX|pE<@5eFtQKo`tI_n*2KNeG^nq@ie8D}}JY{S+$5t83e
zb_Up+Z?0WB(c)}cBtlHdjB{)d;wx7M9c9~)B2Z{=5$;EX(}@nw!?KhM3x;#$@RxL6
z+E&Ue5a@?aM1vLYCb@DY&+ttcuFH(ic5B6}_OnUN`}duO-5)%7V4WsM=eL`OpyIc6
zM90L;s%^{5TTI-3!Ecw!PEX%aXE8uq=ese%bIYJH(|fI0wl6s?ZT&JXuA71Ld!~xD
zwKW)GK;pb*az9Diuvibd8SA!U1mHz_+J=T(APu;lo-9ke($m(|%pYqGsRnzc(H=z0
zXJcPHk<n@0bpzh2XD8scrZGPMCfpz#kH-09mc;C6dq6<l*&BQbjj7h7wNh)ZgKzUC
zI2ex~KdzXV&>81wn06j^a!P;x{5cGvG*nvLgCa2P7$OV@@9-V2zrGK$708bL8Kw2j
z>lMw)hi$2;sgI^)WkkPqpstCio*fyVZZ^!qSK5eKlr^Tx^cs{oB=)CWtPerfahTz+
zG@o#P_%N?DJ6p0mB*v^+MdEZf?~8%=YJP=shVUpyJJ_ui9UYS6`?CQ7!|pdN`ZbQv
zL2|P`1PM^HuQKRsLUMA!Uimq%t;62NXY0dwIa(pB_R?2vx~B!m{g^ynVF1PkZlf}}
z^)%olSNExn)nJW<3L?$wvbKR+(j*=K#1)(=7&x3Nhh?m8GA<j$<LFbZh%r4DyM2%(
zGHU(D${tvIy?sJral+AHIrO?N;QS1R=u75MU*B$8&V;!&@*^Bp8)L6GbhdcyjPM^A
zWmOn7!@6T>rYs*s_*Y^-pTKjK%SI>Qz`0Z*m%^F}8}hRjJwz2{&E-Sm5Vb7kHYC55
zkeTVPM#h$Dk2~1=c(Y$@Uw<?qsL<Jrs<wsxj`V2-C93H6+`c_<GR3VPUf10koD8vN
z^%#6PPb>HM3qA$!ZTHPd%?7+&*BDZ|^nsyVIZYdM-D<5@hMQHfD_3u?qwGpzU(tmO
zp@fggd#Ji6c0xEjEni4S<uzAKU~tfdRa~sD^YWOUgP0YCLC==AN!L{v%+Vjg1M5gN
zqr!Dsd`CE%w0>7Ku?k<;wu8*bH>Yjfj~h!jaFAC+Ln99+2Gw;PBsl;h9J9kT$eFJj
zH`HsuD_65b$fV~SH&GazbT?6Oq|*hQRLNP{I{JN^+2X?S<>|*7Cs>}t(>?f>CY{n=
zMN=eky_;NL?R<Y&V-R+EFlmZ<T5mN~UEo%axRW12Z;<zg(<AyT(E9u5N4|TXElTPT
zuGxJQh%D$Dfj*s#k;7n#W~sWaZzLQ!?+KkDn5Aig=^TPVD{RsYM6md{UNi&JsRjq_
zq+9kYxbtw5D9*dCPOpQ?w#$sKut<_oP+yx)A1rt77g{djyfwY+h>Gd6w{icRaC;Gt
zItRHa{p<rL8jqZWiYy6@zT&~&4JOsPt&csk$5`Rqz2b_0wH_;$&7NQOgQ?$I0H!N?
zn9O}TL737gI6J)D3x{j#Oa33{-d)`y;&F)?qMrK3@3=OdK|F!hJAc*znd_p+LKRG3
zQ42WUY|u>M+I{N)*_+#fEKCpj=^7Otq2^cOOJfhBM{#yXal+(<&JS=$xfEqODC}-v
z5Se%L6>SHOO0b;tcra)U(M(|4R-bL>7n8fAvK+e_9BxS(?URpx9l`xrrJ_%_F|OKD
zeT<MQf>a2+zN^|W&wv|CD|>VNJcIvX4|&8c+-Ezop=0~)Cvxe9tU>6tdW=|-bg35A
zd4>WEkRDH^N-@}O)bckr7>_zcN=@Tsb`MpD9f;JX8*`(WCJ}@$!G(j9#iAE)Q<Ipc
z63B#k<~O-4m$+hm%+GO#?n`>%Xh;gF9x{eq7QovG-{xD`6NL)I6yTUTIzXXev=K8m
zsf9eI<tQ`nzWPeN?&{5#QZOlNMo)@UUg^l4I@KFGq3K)5(l4@bLVz0K{D#&sB)rvh
zFygq0A<Xq?cNLcwHH18R9p*SMJ-QH@T>q-=NTH7NHO2YYG>4V~H}!AzW>6)F>D(a7
z_?0=0Q4ilVb%DSF%P_xhRQ~Jb4U{L-j`TTLron^_N2`TdCA0V#fpby>>mO)iuvzM>
zFqvN>E6`bEw0$~JPt{YoIX-IEY0G(Pehhn}OR;k7X+w|EDXG4PeR-*g%_aJgv4bXw
zmzobp6-s^(L@I$=t8sO(StwT)*O9oRYH;$4f39s&)F&LrGl)P{LHfYzuJu+`s;>C-
z4X01`Wh9lw^-j!~sN+{cuBTqseKwdcVmnbO+(XD8LTV(4v4wX@*C%EGms=8@v3S17
zq!NXC^=S2;qrD}GTon8THM=ie{Tpn&FJ@203Suz}zu8t`_C`BK9N{^iy1WiZ7ua}h
zNrNUNB*b>B<8(Uh%e93ZRD8<HssiCaco9`9N(Fwc)MWk<zBX=9vP%oMC02Pmc}Dcm
zqGb~wx9;$aRMQNmY6h<7MCXcU=nTPf2f3uFh@(qMmI4a-cTU-Tc391~+p(O9M^k1L
zPWoFan_E+JVzR?cA@P9-3n5AKSgQ2+Y7_ybT7|PObmxMrp5%2=_H=myR-Cv=_>4@1
zm{#Z!4Y$dt(jSMJKI2ZUFZSj`=zN6EJQ}<_-YOmzrc@Wx9f*p#R+uD2<0wzK9InOW
zQHX0L7suHnR*x^BAARc%J3b6$hKApD=;fVD<pmS{t;b~a6@(lbT<s@6Sj{^k%*?I{
z^s3XD-S#?l<@xwlo;x<ad@GxsI5wT<^~}4+5%=4+$jei<+R18LMpg1%Ve277h?NC?
zS+V92Oy2!kp_ri&SdP%#kt9`KTQPn`p;N4-Q>jB*i~(IbV?`5GmMu4y+f`gIuH<sN
zd6ziRatA4xqBuO1e)M6&Y$l8(p<(Aaj3+FHjM|jxF><tCx0zKk%Z6F9`*8X(b?pdl
zMvx0mqdDT(M(r2fo{ux8mpb*N6TP3Ck47SBiZdh@`6avVwR~sL7L_j@HTHDix31_h
z$wl<r0(C5rE`$Q%V-o3H_7T_5KfJi9NfGVIdoxH}{!{Q3D*2FLmmaTNH*AAQ%g-G#
z?W{j%R*1w&RB+ysqSH;1op`uo?q;5@Rf*j#4BdzE!IwCMaF@*AH02_&1RQbXC8MaN
zi5*+#rnB#19B{g>zf>fw(dq~rT8m1ga*ST{;CVA2;u1k>?23Rjq(jq1U|~GuP<+Kf
z0z6FJ*-F~-TuTnQH8NM|n}WgNu!)-!tP694Fi-w$bUfWRLyy~5UdlG`Vx-gG=&(F|
z>zxOAT}JKbJGb%LODc-00xQ-eP>QIML|>o_=jCW))x>>9zRSZ!9iQdAjH4W{nh;w`
z$*6R`_&R83Ju^t{7%Pt&LaNZko*Nw@bf?Lf(UEh0k?Lm8oX1n%Y(5fYv0hb)NWt9>
zzBlxwg5i}^p{(@#xdM_=EW-=gBI$ycO2Zk5)v~~bQOlQj|L&ct6>pq-KETcuBHJyW
zlAb+t>D`mJ3D#gHBqUsWd>U6^HdSxuHf0NM`ON3NYw6a~*eICfk7gzOjaX9nN?b}x
z;oh4wLA>Ea92(&f1PHVlKQiQxgEyt6r8Qv5Q})f9iHTR_t%62K5mLGsc@~Z;20tdu
zo)){An3%AYcUfflx%aw%R6=!u?cUh3GNx3N3DO`m>yExJ92y?pEbOthakS|WuzrEd
z5W=6Ta10#Nk8UNxQLJnn{SWLX<iPMWFGm3o&NszRX$Hb&ui;uDmXk_Uu<H$Zmk^t<
zU9L2KJL_*cl~Y*6%-5%6ynObz3@khlL1F-^wsqcO-?Dm`>A8SqZdCa~t6aBO<C^^G
zvn;@oytru*yWY$G%9V+QrF6UN92AB9NiSY_b-RSm7`T5nFPy<(b&d-|>v_9PFD7PS
zK+H(;RLa~upG_O!tx<QuhWF1{ntOYDmG9z)Zbv_PqP7fAOyq9l2Zdp+&9}KuH#hX&
zAlPg9J1)Xg)?jJ%kI}eVcN1XD^7FwiuleK@N;fua5r=D|rK1RWB_+*qZgFwA+u>45
z)^3{PIful~hnor_wj!oo5wKe_aIh<8H(v#uu79#t+GT_Ul(|b|F?88yE7EZU$;*U3
z><L}Dq{})a{4`NLopJgB$bzA9vXZG(AF!gyiwp9U8M<aAbugr_x4cjbJHT{>U?G_-
zY79E7zy6?+yx_gUr7+`=TvwL~@($oHC-Qq}ex_U9V5~`TNzY7(k^fYP%fWx&`Rv&<
zzvQ4myzB_)vuLc5iyLh~zFKx~h_!)N<!3bR5m0{mMlc&9q{U-E!h^YHM>{g9UnGDS
ziw_P)8RgatD3N!N#w2)8fQphx?s&EWNkvVqE3WfWb+9gHueDn%zX@eIAvWreqVFP7
zQ&%q*MT`+m@*~D5CL6@T_>wD4-e9n)wAO{zE48|X?Um#I{ak?W!lDs&&Hgc>r)W7f
zqGw?_dnAb&rz5SYNs?3u*Oi_sfD6kUk6{W2b`kAu&#EjHHzW_%7dP||wjqLk@qCvY
zP1*><Lqel?cz6=BvIeGIneRV%z{<eD@W?OYOAh?2RQbop-s%oCtlXVkCfM{<q2+oF
zYF=yQOc#T%b?^gB;f<WUywF~C2aX&&b%%@`zjajP;Ns)sH8Q<zu<X*j*Ks!W=m3+b
zxH8>z^FM<FM4R0I931l2419b^f86@-Wz=~MZ}s_e%6=|sy$ghlQ~$cQzSHAtEG&wE
zX#9{V*8Kj0j3c6^zHxel*s-E`|M^pcgHf;L)sZya^~+$O#7fj1fR;jpWb&BF*6fM+
zpEO3(Nf>g%R<33x#dto=5b;n`CeDG6=xT#GPxF+moQSS6>nYK8X#yB!NxS_h2@M^c
zuXHp{N9O*0!u;RYVX6+|{ThHFwr2Ougm7B#cWW=>n1`#)6|K#G`+QwUS|1<-m(Gs2
zQ?}dB4d0&gJ^t~-8Nqw~`t@%nSa)R}K76Q3{?8Bu2ccyZ6<RZG>V?Wl0O|01wOf5E
zDE3>cab8jY^jaJg72{nphhAQ7tp?zf^2~Z-tNl;C>y&hLQ%6Qd-nIE1kAT3wF;OMM
z7iDIYXa*>@wHgreMwwcXFnGF9h3<WCuNs~OAXIlZKC6QWlP~@zo2*Pmk$GjbG-YG9
z-RLcUSXfxe_JcOxrlT8x%~X09vyBeegp~AjY9a64BIjVhTou*3HR%u6+v!=2mLvgo
zw8XC2ZM~pg1Q0W57#O{Cogt%MGJX7Zlk&d4Ey5mgnVA*6Ps~C9vDynFNIsycXo$_>
zwN~mgCvi+nOwQltr0PU12k8M1l$)58bQiF%3bZhAUJwrepdRt4wH%V>kl6<NwdB;v
zP%xQiCNAD}L|!cLK(*^c(n0hv_lMjIoK~l^LGs<L8NJOE5Hf2Y7YJ&{B_`(W2`q#=
za#YvUEKO9I5fKr+?5(x^%!_y+EggJYPOdZ@S7v*9T3^U{F#^^mI8MT@b-g(d4n8Uw
zFmuIrCisHPyWQCZ3^HLwHim!&sDD$1+uH29`m%q0Fh|CkVhXI378@HI;7YYJ=x(8B
z2)n6GzWe|gryfUHSJkrIu&=p}e+zPYysy0%=&837v;B5I5Nr$fX2*ulU}6<bOmbj`
zf*vy40BN#LbuEX%4-7gUy?On5q;2qR<%1J(oK~ORm7IR!dL1K&33}V^L8@^<E-sZ;
zoHV}O*r+IVu8F56HI48_afBVIcP@3BfI~&i154wTm@m>dMX9A7EKMeEtU>g{Q8DpG
zKHHkPp;bV8JB1fE03#!-ikVp)+i`Y~Q57rLER3=bk=gz<N;pBcPdG-HIZmkboiW-c
zi3`iIQ?Zh@(WD=cK;1D^<8#Z6Lmh;jN)wQm3yGCmX%21i*jz1@cR2zZ;~Jgj!liui
z?e`jmh+VROi#pe@tK!SH?JAzY&<S3W!y7umTj*Vu`;+j+4<x;&af8ONS|Z%$?k1@^
z(EN%%A)C~aw}L1Q(jYU6mfo`axUfseDlS!L*7FPQC{3unn8%>sL)U%6<KYocCF#~v
z++PuQ!u|^PQ7d6UAldU<Rteq`=Dk<yq7Mj_?|eBYck&MPUdQ+q%xuSTZd#9ACwVhY
z{;G9v(rW)4aM~q?$l$}!g^wAua>e$pGDhy<^Y%W`B7wRw668n3qY$4EO}Rk<Gi~p?
z_E-G>D}+K-_`v-y{klIgSaK&25wDd~{R*_kIP_)^4(NmB8DdZHI`&_$yMWh+NN*N2
zF^o)I{*?#-^ZiehlvYzC`cKe(jvD8E5%T_y%@a*7EPq^f@i<6Ps46s5%;!I0pFu<<
z?T^@OiUmrC-2dbxdHGBKy0tQTPw^a5U@~PCB%vNkHt$P*V1Onk)mmIv0dkbUcN}*p
zG7pC$b*C<H{)meH%!~vyG)jMDjjGVisRs2wlGEQZmf{M$RpeizK;9bY6n|!rWJkcR
z{E>7cnLu2>|NE`yG#t|}$0FC8KUlq!(C$H%>EqEmj#vIpB?HD}+*P5esg(b@Rju7r
z@_*(H1doD0=j}C+V*Y&apZN^{UMAPg$v;!$|DOKWfMop7LlO`WNd9a7)H|Kn1d($-
zaY-3nuGW0CL{p2b^Zu_&MM*TopreZj2u^>FD7nKH3>=vdFNzRj5lqMV*N>3`j=ZyT
z^=1AHAir2OoCEH8aUqIJYlm1?POc9WHjC@8+WE^{x^9Byy`B;I_Xpi_f<#3{<%8Om
z7u3<rBGHbJ_Jaj%5^U#Abh7K1&LBgHbFqI<2O5j2_&=HOpJc4=1=Iv(UH^@$p2aUu
zC6YnCs&TZxy&Xbyp=BNjfa+i%8LSNJjT@qN>C!;+@NU9yVE#IsuSlk#{9Cm(DHMn-
zcCV0-yyx=&9wpm=q=@fj2qO{^?AjHH5fPUtxQzqXw61e-Bo!51U!ADREi-C2w0j1K
z(DV;}$9u&~{-;Opft)eoVQTc@nWd{lVP2lRs%jh{;N>{>S3k*BS63&#p`fMZ1hZ78
zXcG8bu57B#CPjDauiP3-C&8JMle6ZN%w<#|u6XZW;=6b9h}LWX0)YI)DEE{$X>QJ#
zLeMdLa%{=Dc;X#M(03m_DwwPXVvV)PLl=A;oJ1t^wo_42k^D2g`WmDtczeUx*kf_S
z@MzddwO=Lo_A0pDOZ56wptM#4bR5OIcO$6*o5F!lc}t$(e)_t(xj7LrF(Z&?tN%{1
z?y`qD`=ELoJrm@jwgD37+RY8jy{(zjGe%Kkz(Xr+gTg~WRyK_7S&l$I9c2h8*Gf-+
z?Cd1f4_;ZmoRE+(awbUHQTMLDU+WX~<IvC|Ua+QRoZXkc=L1&o)h7`F0qt07p_dh0
z{ceEr?d8lCpcMyaqM-h<*xd6$DxPwgFr542)Qqc@G_iIoF;7UA-Btz}>Z0uc)67mn
zLPA7ERoaiA8VsmHR=fL;0&QY#g50jN-*Rtwpf4liP#gV*mcSm``n~mlcCgLQ$DC}7
zzu9Ns9-%t=@(#A!Rv3J9vQE7|asapWdvoB&u*Z*!{c@sAY7YF!z4up!WHMN6tJ>g|
zQWMcR0u@d`PxYqYw^^YfBP%qlq<izosnyAEZR*CZtPsBgT;HN*uw#&_=kX&?!BF_%
z>&gcs&_+CDT~zbAd+pLns9EJjHf<*y39=|*{5I8HXF}uT?uNDn4TBe!GG+_-tCTUC
zid8VCF36GZv-L0scjLMMHk{Xfx{=xL9O#gJKp}Vu3j|wYri@flUw&Hf+Z*~eOaY(i
z^hhC9hn?)PuhOl>4Y60QTq(k2G&*9MtcA4g^ouy}d=%&d`fh;kGJduj3fD#IU@>jJ
z-;wzZNCPU&_nv2;83DkkMHYSw>gqtWll`j#wp@U`#HX&pkZpl3M16xtY(E$Ess<(V
zS)RSo4J5!TQ6&5>>Y4L7af0m25z%kytTF>NqC*ZXo03(ZSt&ISuJVHS4hLi4gd;|$
zB3El(@MEAmx|2*ev@k2DTYeUbyBT8qz?Amy=&EE2k&B_smwm<GZS$(tefY=8;f~UE
zlJETF=664Yc&pnOAj^T5cd_Z6Fyyr*iyC5o!#-7LjM^kQaG2CT80nu>hxV|TWkgTz
zS2#mrDwG1otAD%{%p<|{zwW@;;Reg|!Rw5^oAUlWy_bh$<>s)eH8!GP40eIY)Qp3T
zUIWqz3t;+}f5v+h)X3rnWCHvJ(yGwh>(m`C9_4Rb^}j&hYasUi8R7p)6u=Jguhew`
z*<i5L|Ky<K{q4d(#`F^^JF*EXqg!AhPZTAk^~V$uf;FXbx5r3OnimMNpTYYNA8KKj
zVuOE8`~t-W3UjimzW%*`<rrio0m9dRGNSA1@Z<lC#%8=C|9_4K35=1)_0QYzg^|gB
z%7uIX4SnH{Bbh*;4gcfT7yCQBvv^LBB%LWSIawi!l%wp>8510ii}C}U5b(e+*_%DK
z>;K0?>FCJ+`A}%?=W4$#lNp2p)e<WyDG6jY(?4d5C-Am5P=f5-2&vJ3?TW6O6X^H;
zDO4=SD`@^xs7TAm{JFx(9n%KCC0?*of3DU<KUBZbF-PC&ElEOp`VA-)$_r$Zn_D*n
z&U}&iD)jN=yD6Loi$D~*nP1lB;=RA6ba*fH*V?^|MAgyPzX7sW62;9&x0-~GkVXV-
z&PK^G5LG>9{TilycRv0=j2j)dfOi8}BKO<77brSSZvwfk)KJO%>xUP^Rc3NtUtd^^
zI0LtXIiP)iY}5?&KIbv>)lqZir<U+fM@hZ(YaVVBV^%iZcu;*?_9?C3u&|)NC6;Y8
z68$<4G%9^SpFwnad6T7RzfYmUe_ycSi-nDsK*}IBeD#*9ZYV}yrE+<`qHp4Xi2Kka
ztE$7A67?E{R@hY@EP}FbxVfNPette~zn-Ao<gFLNZfmUT+7<e&fF)$hbOidL^*Ko3
zqpur(1IHt7BD?G3DnPnqxO3-@^(+8wy{UXQBNnWztVCC?TtjM6eSSx~@nvN<H0!^8
zb6ovgQ&^^3r{EX%XBHQmF`W==vpD>*v{uvAbvrUTT4UCx*8A(?;yWM@G6@RmVEo@9
zWNmG2MG!i!iHjR%h{&s`Xq&&S>I9flbIk8vYpB`F58$6_S#Dd?4-^y>76GWX_8QEV
zs&@J!%gWCF?D=!@yGlw)xK#W_1He#~-DdN-+T5DL+hGQ#x%qVGbrs0wh2n4gjkn>g
zYZ9+ffqABQ*Zy;LK42Y2KB7U8Xn7(6_qG4w;h}<_<r5e5yLaze2T)_r={~fu=mS*9
z$Q8Hi&+dy)sJpt>+RnDMD*ylDWZ8S`aSSpee6LDM)TZVq!r&1`Z@oGTp!IijWbWK~
z+|}J(vJ+B}4fqWOy+n$+)GxZmG`*K&X6*PmIV-k&L1Fi513FJSNHrU^4Fv!|+kM`?
z=2A@u+P4Fa`DxtNczm3CtLV$27YNx&y}M0;EJYDdOYXggNYumrdQsL__6H5r<n+7+
z>W$O>{;Ag*><kKjOXo2=ud(;cCT>&+RH*o+J%%4_0xr3!|4~j*jzBE-$8V08T5}$o
z)D)pQ(%?}Gs#?^<04$6@{@AVS^C;m#Og5gVI!(|ldhGiP^gNA<)2gB^Hz)Ef?fWAd
zlj(6se7?0sS~2gU?atE@|BUG4E4JN6>k+lg2ZY_Ny;UyIFJVG9V>c)S?Dcb}B#QtA
z{BH66v-L4QU<YI4BuKg=gJ&#*#L(QAPq-ttJMk$bL|-<*T^hc=OMEKu{>&`jZC$wg
z&bvDl--DkN)>iBGvXv|u`@gvH+3mI;oS*F;ZDU#UNv*@CBzHi_Uo7K*euw`o$|Z*x
z%N*VgUNoC`hp3)Ej2oZ~ZMk_b6=)BAqgq<a>X-Q0M0F}w(r!r5#a%^JGoy0dAbmue
z94`L(TJz2m^92!`rHrNH#qDv#vx6c>LpJG4-+BGFA$U~$_v#Lsc7PS31knYL6&X_B
zb~}#ko7t|=jHPb$@{~LL^4y+?mdJJTw10b2s}1H8+S1~fA}Zk!ZcW&7oKg2<HZ4qn
z{wVwu?Qh`DiHmd8L1<&#MMdup*^W8Db47r{xy}Aq&!JWG?MI{qq~z)OV=}|IeYlSb
z(%#kAACykfB}CA=D|_qx2Xv7o3ocHrej`)Y#um37Rj;`pv=**sINaQevDlxMK8b{t
zLa#=7(8dRFmBd6L$bMA^0PGM1J-sCP7W-c6t-GyRyyj1I-SPL(FO{7D2a9GY9mXYk
znh!{SML}SdkZd;Bkc@+1z<}>F)~5kYnk6>+&JVJ#ji!1SrU*WbP01u+Qm<IaflD9|
z{Cw6EM%jPysUe%7ssq)IJ#);^;0?No9&#^5;MzPf%sP9N_Tjnq`a@GlkJ1~FOavs>
z2+y8tr~YfNK$?rjy=-d|96Mdbs{m<B*g&uKLu5`O&({rR4}HG<pmpAfP&TA!jWQEG
z+Yu+CBViVCj#{kZvi`I*LGx>3k*U^rQS<6qsfXXPL+_H9MqieI6%ByLMxV4>16)>V
zU(_ru5}v#NMo>pG(KoStcW6DYa~!|hKO1A{el{(KIqM1B58KC%A&Hv&33n%%|5fEY
zbZ0p$-Cv;b`mw03w{CjoyL3V^ef-RRn6v)zB1uwT3YCpTLgi1w{1;*JX_4T3<XF}J
z#q?o2pV}9qrbot4#+&`9P^=zS&`cY)p3hcKu0Gp9(z<_h9Nb@Bubt(4+|i6VnJ?FL
z&TEv0vE1pK?MCq0!Rn20thuCupw*)5MYaR1SDODWBY^cajyWX0v2>qSTfO<?2_lf0
z#d8lMl4su8M7G8IynSiU9vx^2%`!;--Pd<BCjH<kJgclPd7RXuc>hztkjn7nbBVOR
zS7CW2=X4cthpA5bU$o8z$<53h)_WWeKaNd)cS={Gy?xGIQlmf3C{+ew4CW!f)?TaD
zHfcGaA^rQCOpf<9HQ*|{vTg0iBgaHC%G)Tz{=(HsyXtZmgfc`5Zn*a)G0r{scj=%I
zox=`<1_gQ5z<b9J=&<mr>nA&m<2oSsL!{gnCq1~4_@4qvjPUaE7PZi=80cuR2AsM+
z^A4DL*FVf8u2xpy&MhBohZ*ww0)hi7%C?Q^EwQ6iuy`d=F`S=c37^cBu-Wlc^%xK1
z7c+OE3zXg7c(s3Y+OvdUs>}7KqZpqWN#s(Zz)7Gc=Il}25Fr13D_xXyH8pU}QNAC`
z52(79h?=U6s&Q1F5{m?N(vRbm(BS+y#PCtVmHSo7BWpe!TG8jdQ##uM$s6%8n3t~!
zi|T+V7d{am1sng$uMb;~aMsyG`F&&PRGFeDH59||ENT82XsWX^+oDQiu*-ej6}x*c
z_CB7q$%7<Y!8k7WpnoPal4)dQqVR1u)-AbhZL-Z|Gp3|rR!->(v7wLFa)Y?O_REtM
zt8Yb~Mi~4$#utz8<h1vM^;1T{S_}oh;hBGmw}g``Y)R<6zst*Dvgkaje#$~a=-1FT
z44R4UOqfhnTF-Y*Ia#llCRAX>J9}k4tP)vvFBW^H>GSk6GY!tK%aN?%1k8;+so@2@
z=L!2_5}oy@wrMd~>6&Ss$V!3o6ReacC6o_dxZT@;{PrH{D_nl<inx%~%qtuct1ni_
zO3=_w$T1r&!~I}EK!e*tMghRbD=*pQc^KYrYH@#wa2S4Tz%+=jdyW%UINlBAgj?Zb
z#{E7yi_23icHzW=&)_$gw-bkZtyiBBG3Kf)j_;5~lS<|V3mK}JxH%!?sEv-tPsOOI
zsYwIQ?7d8y_&!Z>zi5A7e_GS6^oSU1Xg-0KuJ{p$l$vGfZ+l6ax<4RgEB;3b<!Tls
zdoHY=Bw(?HI5&s_6PVYPE@(@j9;kUytr!?;ayW3!mcnOmwdBs$ol&Gu9p0v%!&}#b
zSpBA*y#_)<aSQJ5ne!Wl_v|Hcp)1@JUsxCes20-u?a;nxxi66@?tNEN?E5V=bP)kZ
zIPy*Yc21k`X4k_D?nZpHI2EKBnr9ehVbW?n?_6-@{&jG_%~EC^@Byw50E-3J*6~dd
zPMdw2l)-GtCVTmk1Cck)6K00SzenG==PT_qF|d`>qlC$^_P(QQcc+TDzkBraeMN`I
zvvA^I)nEGk@=9P;XLHDb%RT8`s&T^{J^ub?xVDiLRZZ`%r+hXw=Z%z%@TeQ?n7=Lm
zf+YMwl?q#lO`d~7^sb5>lQ01-(KWxx(QatPRL|`%p#;vte~Whw^4leAlu5_<(R5={
zrR#$tOa=B@1f~Dl;&0!+)qr1ZZJ$YJ#N6r2Q@UOB<or`4e6!5s-?I%Cr>NzQcY9S{
zJz_gWX0p^?okkBLV7^?Mtjzw~9i^$e&divqAC41thSIfDmh{ZwdkEJ@#=WaFW-Tp?
zry<2d0}1XT`o0DgZ*dE{cR)3#-YMN=Rb6eAUCs>OB^;bM!_AkY$B5(dRg8k)Wy<yO
zSA{=FS5CjD>S8+Tx4TcSIdnnoYp>(|Yd0sRq^Ns6L%^LYCF_^2l)RAW-W#_07B14N
zau3Tw6Py0mblR>$`k(X2Ae$BD=jVA{S5$#0c4*ZQ07{NLK*$XPUdalS#nUbWVrp7i
zk9586?nK6vx85b***){Lvs<4nvbSR@FpsDo-WM7|X*@Iz($M85_&X#5=5p3=-{1w1
zCq#D#Wvaaq)~izuuc9e#$^s^vYWfURRmp(LF|un1Edz(ZC!ZVp9XPf>?^Zu6K$XjQ
zF4vrR<?!Jq6ydKQ;MW`=rJI&aL_&LmM3XP!g}UX@{-?jlhfa6Ax!u)IpgqAp9@L!j
zPie&-BH<j+E4`MIv?-_kzc0LXMtb^R`6Jjztv%l}rMz<+H}L4zk}>4~#@ab1?)d%X
zSMeJsypfl&ld*3u)QySL)6ezz29mm>{{1mpc*dZ}M}j7R`3xF3xw%z2xE@sJb^0M~
zmvv9)zX1wPu?_IQO`sh?iCuuf-D0S1@_Ap@uEGfCewKj+a_vQkZ}49Q@>WS{DH8+3
zd>%pv4s){!InG|fKgOjK*VpGv(a_X<U)})sp5!z}tAb%xlU}*v`Td5x`pQHV<6~Yd
z*T)rtI;#;|MyO`W#_ZIRzs}S|FLXEbaA&y>ShkqCTD}ESa#x%6;JpxZdU*nT9nUc7
zd@DQs3Y5~A0YDKmKkZFoXS#Y-8Uu$sdjU&PQIUy_O@X3?XIG4aL&@6O`r&MwpLLT_
zyZ@R<)RQM8Z3fNmNqjbAMFYT$e(m~o`Mr(e46huOEb)Y-q<m^+oC`>4-HP`9{d;Q~
zU2dsYhOH0J&rY3B4xF%XaW!YnYMq&xnH7L-_sDRt)yD%|7oRKlRKd})5(j`0JM8dA
zphymvXtD!_Mq|pf66Zp2wKlk;%#toZz5S=$in<cj_~9Qe*lkB9IWh4appQp?WJ`rS
z{L&p`&8-ZS*1Up(F*lm*Qre#BR-XplFu3ElDv5sV9^D4}j3b=mpjMy#lJf|xnI@OQ
zVX7P`1qDUPy)d|7fF%wf8_M_k1_rbzrPb5f<rNgvj=$(Y#;=Nq=mDCX88{D0?g2Pn
z>H~?4jZFr4ZhST7`3R$2Y|(m@ivbW>s<Br9)ok;*-Y#vDbT80M+QC%`4|r}3TtthE
zMX09+n}Hc<ttI;2@dOY@>q^Y2gT@6VEH4AdpI3Y51++q_0(~r}Y;dCTvzR82nyMj3
z`D;`rZijG<JXv<1jzr}PB+0YjV+`2fsC5k;og$0}NFWJl`9j-Ijj@AN?bs8xpi^X$
z3`Wi$H5;BI@LI$%v-0hc_Ztk8n_=+AZqIjb`YIpDYy+<mf|r&6skHKW)wxH+5A<o3
z5fvAYQY}ric)4VJltz_tpe9S5pC|B^!G81TKIWV-ST-s-FPJdOa^!m71!lC25dL=0
z4Q*HU^sVsg9U!>!Sz4~lv<IBau3s8SJJ>w*p^5h~)ek!M`&cIYlGQ)d>D3P=D5obD
zKXjq9QT$*I6^R~aj;QP#r6@l1&;|JRiZjYa$GP+i$szsiFgMV36tLvcew;x>+&!3x
z<c`VF{mHxb=fb1uXupd!w72St8wIG^Q^N1lwzPyZUX!aE+n#q|0)?q~tC^=kN+rc$
z{a;2AAlWKcaGetAy@f2?g{rW+eEm?Yhsj0J2fX+;j&!1gV;(;S*-$BW?7lBTrDlvm
zSL96|<oh-V$sI2aAf#+;=(?dq(h&iIfe=<>L;pi_uT#Xh=FX~J!%RV{F%KI#(vblK
zUHyhr5^a43uC{}hEr7%>d2u-9(5`9FuHzsW+~uF`m41-vAh0a&r5WS;#O8s(omBNA
zDlFf*#^PDUDSomwrPfGhp1^TKpYkUusQ|XEdC1KkfaWnx0d6!W+AR)$e9>=#-jh86
zyRD2E*!{D)PsOe0AH>~+F4KOe>)OYoCr=<R^Jh_Zg?!8;46V209J#QMNILe=cob=y
zg@{i}4N4?Pez|jkiPlXts|G3%?3?(d`+f`QOD9mqEr+QbX^_46IZkoyrjV8)=2Tap
z3<uu7-_>wq)=%RJdr7{X#`9gP*<L5-hA2CRaz^R=lJ5L;$(n4tG(afByKW-0vN0#?
z>`e<ryVQ^<-i3UZLgj^9(-vqC98AR}C+nM#G?*x|5<+97Bl?a@4wbO5u{)tF@OLSJ
zODJPmz$FO^t?fvVV;=xWBqD6%9Y=znoFdaLLDjIro=EjoO#!0kHK(8_aGXZ+nzbR|
z6$S9_P^0kX5YK*}iQJlX5ow4|&gqODZMJZ>TT7#9daU-qz^vCpSktBy$OLIRE0C+|
zh?Sw-(JSoFlRrMc{5Y;#GT323<ZI^2*`1TDX9#7hQR%C1g7d2<nMCl(Ui`>V9-U-E
zP6(-RV2#CqmNH!ee>-T-vySaVdTm%|xZ7zN5IkQcufdmfoF11=y4-7Rp9@7@(P-r%
zxW-uJ-gP(@@--UGy<|)aD9Qp=f*1r?&v~LSnOC}}qo0c&3A7)^q~e@p`fL@a)xIED
z(EDofRUt+(@yoN}lKd}ATbUYDxGhWcUx0<I%OXS)k5;s(!0ZjSdKI!40x5s34&{c6
z9&gmZ&x98Wjl;+mzU*?%*yx?7S9oNgTB>nMve?+6Bj*&GM$&c1|6o4c8Mxj`1E)df
zgwa;pvHg3Xc)1+;@6UMr0FJ}=pn+o}<`pAlCCDtLQQ1u7E0uFy8+2rkMwGKwTw8A@
zyu4=zb*&!Ll0-g^BU@u$-Zhd4A7q2zkEK2;->c1Y!Pvk{GDc-2cPqQ-U3#EzVb#_3
zqASUoche$NSI5tKX49S_wvq{$o?{$3nlu4St*HO-xk~%MdtE&!axVdsnnClpzDo>n
zEegPJ)7yc|#OKR;1jg;#w{;BAI9~X?JoeCN@Wi@&;&f)jvQ9%tdc&$*Phl*ch>zf*
zC(ME7pNDP^<eB*5+E2%TSe>k6zw;gHQlCkAF4sD<08v^2)z@FUSCIHpRVYY)s$N_*
z+m?|V{p`te9T1B94tw~8>!)8N31&qCmB%M-ky{}X>Dp7$sa}sbnq^^<efe6Zj5D^J
z+Zk%l!%7BvRwrnXm=z?^qL!2gu$nO_^;i=w!afh3K>f9*#-V!w-oFmRV#GE0n<eMb
zI!NZHRSnF+Rc|we#v)?%*PFdNo7W8rZS44e9f=zz1DRqP@Td(j-K(IQy>{)oBu0K+
z0UTEe%R=p6XN-Zea`E;)m-BhuC3EbNRanr+RO06Z(i=EPHyogebAA{;T(yD)6nk(`
zMAqTWJ)&!X4F8Op3lvB}AN0K5_oC}M$F=E#=D{tYWt%AQwJ$<J#dZIj<IrFfm#^k-
zDDO^F)Kxiiq=I<q%QZu$R2|~&BUx0imf4GbyBMvX`iofdmT<}0zDi8ex45t`=S2<j
zeS^lUgUqj&QKf#r_NT*x%L%s2HPRe!Z%l`Wmh)?+ka0$*&YC1?U+ZMnibzs@I}9`U
zpc*~yudsI!I_PS49IKvKU}NKHuo}y&FQYwTBbSb-$w8X<goIx7`cxfzNLrW5f-&qD
z8+5d#6UF}a_8UP#Q*Bx2Dc)HM%@d?VB!(hP)BSJSUi|wa6QJvAz_Gsv$fB&=6bc+U
z?qQvW9Sh>c>HZTD7Yc0$I1(7&k^l<vx}TaU*eJ7uj7?+E>BNuviJ=6`(nyvD6jDVe
z4@{%aXcEVCUk9s5oO2=U-$6g@N8+m4xB!P=nkNQw-7X|Ci}yduCea3$U9FW`)1(H7
z@#em6pp3?B*;!5@6;)tYLGC_4I4Um<B-HuX@Y&iP39QX<uYSKzM0AB7-CVQ!T&H+^
z^Y{6>!EozVVs93D6S}$coM&<BRJ}^?i=FfP4gws(sQEV1i36~IFFY_3+&`=_{@4a!
zpgq=oA_~%btzsJ(dv7HPe&5@nOMNNo;JQsL%*x`L0M+eht1qa(+{FCX6or?4_PKYu
zoz=TK+h2h`D8Tp+%zyq|en~73*3GoOKQ7F9I+^7KxrDIyR5tEX`FbU>v?;L_>#ux;
zJd--o4<BAj+K>B?F3nn8lpHZgze+TFi>7%0{q0b6#U6e_aR9e2Waqyo35Y3DO9Q-T
zuN;nburA|d!}%32DgBj?W%1?!kjVorx7G>U032rWyd(3<wg)=!T?K`N%1Uk!PD*_N
z?_H3TLcspxoX-t%i6?*_Nm*swTz<;^0%%j(Kuo@dY)$K*1rUn`7)atl0esij_k?vy
zTSMdBTQZ|E@#DD={5(*4R|AJ*WX#gXp?=qG_{`eX0}h)#3RKBd(sRtB{Z$LJ@612l
zyv(V!5ald!1N){W(ihw&!Jw^HMkp9~6%vu{z@3{_XCS`;jm=gF^i6B@&A*FhMA}yh
zQZjC301IUA67;coQngq^(Pxgpk!B}MM-RiQD@od3A8G$O+P54bL#Ykcqihsn-mWt+
z&}3KF^6-5E#{S{rGnI!El_n+Ff}m$t3Fi!0&+odq)kQL~d_-3ku@Wagjas#tdRre?
zf8S)}_=Y7h1@m2=`L)yJ5V#F`-p>Pk8x@lqfFmJ$$HnQ+A7ElBr!BxiDp@BxX4u*W
z{nUvTnO?HAUW@Uv?S(BZ`k*0R*_+S>3$NZ_H^>MVVr73OvE~=%8;IE=KoI)tsGXc~
z>Z_~gE}R>BuQFj>zMK$*irEW(7K;lrk^a`A{|$@i_3CZohlkZ7pFBwb1%EG4u1EQ;
ztgO~V_BW@r1#k&vbAZfT?8gH!2S%R@E2<`Q*R^1Azax1qtz>6Go{oHrfy|P(#K72F
z>gH$()#csao_&SUXk4M_`;><q!|PStQ3v^H7&*CX$lP7>B!*iZ^_(e+ll6A&<+^nV
zA3ofxvum)Q8F3HCr_(Ag4Z+0MTE@kMftFPT#q^(=8XruD;8_y@*TrRJ8a=mP2-r>L
ziLXyL0b}gH(GbA!%t-5WYAPGRysB9_X|&6gz$sdX(+WPKWUt3-UT1x*Ts_M~qS9mA
z5J6{fEaI`H;mvr9o{>=|>HQ$pGJcE{P}@fTk<`e!Lr<M<1lq)BWN-jC-Ltqj0!`*z
zU(bI4QAS!CyId^w{c*BonCaWg=46AwN;}5(h@^wo@!kpz0RjDmFQ%oWM8PiHjLIAI
zbKl8G`Cb`<^u?6wb`ySjvXj<e@3C2DMf1{@z#OCTYa<ZQ%pZ4e@vm2S0Dze!c7=?L
z{XfPSV3<lI<<Kp15!jV&;jksnqVmqYSNQ;^`}N<pQ$l#qPAJFNI2He;G@jjVzV0^+
zhG8Emy?friEhgLOseGXCpr3WbkKKAd_G6mB_-EVZWKM)X9G1cBuai2AgC8+Sr3+A%
zFk~F+2CO!~`Qm7xBbROfG_*@=9R(wVg3Rj?lfo!}nR?Q6<>qLOSNsZuQQ8d(M+gD;
z<mSd3yIwB5aPMD0Xucqtv=ubZkCwO3hfyVV`ks96DclJ0lpyaxhK+_T@YM>5z<Hu!
zkQc^$xyQQ&XKry$`t|h-3k@C{HTAITH+7nm6^{gM4F)<m|2>QXPz6}LA5X)3zdfs;
zPb3o{<P@s?A^vAlTbGxT3UYS#TTPiL!6xsg%v1yHiFyN`A#XC_@;Cwc0d#<3iem0P
zI)^B(Pyj@QmSE)c&WE?M12q0`fM(Zwh>dl*NYP|i0|cVxz=q{33SLPb3t|7n3#eL0
z%gK+vAD{ud^y??kr=rByX{y0ZF5%yDFH^M1-p4nVc_EURg{^0MXFx(bM3Vb@=meQ-
zQo`4&ueVR=bW2~$1Q#`sbr`2UCuLC6{F1OKRF_*iK>AlMxfKa**_*V{Y#B*pRo7@2
zIqGf)Ey=JThKL<Wx^^hczWwaT1~lCIXox~h@#b*gU=m3)(S?X37_Mb91#WFip;&?p
z7}0l|eQqH`ZX}w%b&~Iud6KRkKH$oTm2@GUG#=AADE9~p!?RV;tSCQZNf;UWY}P%i
zm)rjajCh)k>?rc*ppUwA&ezl^T8cIA5G(tb&jpPeVZR`6%*7P?S0Q<u5tN3`ynw-S
z!&7MAvlT-ygVKUv;Wn~rkrbvJcCDvnQ&l#$?ITznEMP+HU2UB_6=c%aL_7_7FZ%dj
zHOS}VwD6&$@n(bQCwjSXc&@sB-tEVjidN=zwn93dV?DXQS416>bi=OPlF(iGA2-Yi
z5%%dFpn8qdohom$9{8+sU;bz3#Lv>M@#!M71;)&??4C#{_Q+H-jzXy$M0=~4#?poV
zFXX&H(Sl8^*pVolXQeUT_;5Yv^)uNrHHU59%8(%x&pkZ)-_vd|#SZnF^jN$pGV6Ye
zlUyYyTOHy7du4T8Tq_s_brC4M)Pja<@!cbnlz?RatD1T4nSSflu>d2Ft`O_U)Nw5i
zZbj59(J8HeLB&u&3aK7GiiPamI(zCZ5EI0*0MRzjnE9j5I5_ZRo4w6XcSErBKw@p?
z7KYom{y#23Iy4WN=bW1!?mQ?6%z=NjfldPk^+|7OQC(ICEc7qX86%{x!|8R0BzRDw
z3qmv-f8~?(B*<u#Deop*dsz7xZrdQ25||wde|(HMUmxLD19p%54mAsqftOUze_z0y
z?Ch~BhPJ2Yx$w*`sJA#EPJaS(WQBTzfrTZ!SHJ=zt|kIp@X-OPU$ft+(4kbmiN8+t
z6DKqHb7MLVERvT-EnFh7pdh5o!w9k!;W@s{0J@Km^&lut@_$%Bl;r{NLA3d(T|w|e
zuT5@cd0)kId}ZMjSZnuN@d%8S1>oXUc}XBE*GA&x!u=BnQhy&(PIYxcuK>^4wk>9$
zs)Gx$^rzneL9Ml>&od^A*mIFI*0~~&9pvIJ8B7P1X*gf*EvoxyVj$fbX>p;>q^I9o
zQc{4*w5G{vct*I2#Jl>KYwhSkt$wdi!NT5NQjsxti+M=Prnc>KE#vf(@!E_iM%D_3
zVKw_x-6?9od;SDlRMm_P@<0^0#&$zzvcVo`HPk)tD(ptjoAjJVeLsW}yrjA?A#Y8;
z=oK)5$nP&&VqLnF4QF-%S~eCwRw5vNKRZ`?9Rkk(w<1|V!Fp#Z{?h<-BL=x^d_fd?
z=$RsjIBVwkm{u3|``pX}E??v9maX{n?IiH{4a?D6nb~IpRt2c?e-(_#NAG$>|MkQ3
zu(IY9YRO?=&JPjV=i{3LDf;-soq)8+K*A3b;DFI+Bg7+1>Z?jnNQwe=!Zk#F#KDT=
zYMPn|iqF>AH1oFHZ}&{D1b!K|*-NrVDR_2QHEvKM>SLpnT~P&CfGY6YhRP|6Hn5JV
z;wY>?Zm^NQf~dbsJ@=BvOHJ#+OrGDruz{&*zj#ws#luXne^Xb)Fyp*^WcTx~-;Kpe
zsqUpbG?Dw1Ag%s8?f^zxjWZmMz?qf_6!}&$R3Y+!4Geo-YWljL+||XZUv!7fLiqSN
zKidliM#3o|(yarrQLvuz{E$vW&e&eC8`iJobOIpbinfNLrD}FwU1TLp@b>L6H+x3H
z9H|679Zsqmo1L40b!)$nutEP!kuU1QOv_Vn*g(rm%l=LtJd>D|`WoZ#6n_)d^ItU}
z@>~{`l)U^=7<In003lf0oUu2yw&T)CQFZtk_&|G5R&SO)S|u5BgKvMhOhlk6BIlxI
z$WvEOSf*HX0SiJWBJ70j7}7!S^=I<On>e3E+Rrs4Z|3BM610aSJ%gZ$N%hcMLv#FH
z|Mb-?SE%}Sjm1gjEyQ_i(s6$6%kO!Ee--K%nB+BZF%|oYRmUdE-*JlpK`z0)ileCE
zBl#$Yp+U;Yu)?9MfqU-M(C<eL6n3hIva*mumfLrYjUkA73Sb5JvF>862c6YPW#ZI+
zBlPPm4Sj&7^O%KE!s&o(8^nVofVc##+CAW2a^~A~0`}<xee$9#yu&_sW8F-qBBAs%
zL@lpy5qo&!z?zZM8C3mUGN|mcN4oA51bNyhg#x$Rjw_J<5nAsRh6k<Qb-SPv?vAEl
zY-%bT=ma)Grht<#bmm<Vgat`Sp0dDM&1%5N5eTP+-fL}@TaQp}YEen>KL45!hE(M*
zXxNwWsDge+uE?*KdiXjN3;F#hFN9nQKogUiA<%DR_ltoU9Qf}I3zRe1K=%=ET}$2}
z_(qV}>KBQiGsGw5`y1<L&jZ@dvH?}3ZWDD8X_)^HTFuZYt^a{Z<kP1qY4)(y=-K;*
zhMef==q#<5suHSu*I*~k_n>ADM|Dq=#94W)JNkXt_a7Kg13OTJaTSG^msbfN*H6*L
z-nMr9<(;TSiSxs!Wd_alcV~HkS#MNLCo73vTjBQYPzCl%AZvkdX8O}@&&<ciSM6YA
z_jdM`k;LaJvv6S9FZKhSc5F6dW%sl4f0^#pr!+@EN86|pZa8sO46xj5^mEE9D{HL-
zsUSbu2eFn<luj$*uMgaoqx<AeagmXcY+LBF*f5W6PSBU{yt{HA3w$>ifH@_0gn97)
z+0Eu$hKWyG)=!n%VD(8>Xh`r^D;sK;=}X17fBM)A1aN|@@Bz7)j0wI`i%P&gvAUWU
zd|*82%Y)sWBAmi12mbkjWZ*65xBwE}>SBAS!1u3tPKa0OvaFmhp!@hHFR#Y`xr?o*
z3Q}>$-MyY##Qh$!q4`DhkIuc9xw+=RJL2ZeNR33QYex(E+GRR98z|lYvgrP1udgcp
zX|Jy#1G);8w*}3s1j-b7SDm<x$rdg5tO-*7nDCe2n`zwq2d`u&QT@@tHaIGnb#{8p
z?sJ`!Q)?YGzp3p{A*Ii1Y>%`VAR1jEB}E!<N1CX-8^9N}eP$LH*zMj%;in=cE!ca^
z8TN4@6`%|Ab6{@lC0$>~r3(E>?)`-_*RbOsX=M!q`0^SEIT!3}2LF*%5>e+G2Y*Kr
z^Wd9ttPf$GtkwPjZ7ndz=IH;gw)2k1`hEMq8M0MIc2@Q%TSy5hTQ(I^WMt+tLrG?2
zl^L1YD?3qEL}spx%<R3n+{aseKi}`~{@stq{rl(lSN(B$@AEv5^Eh6w=kc63Rv=Nj
zZ#Gm4_aCJmtx6Io^W^Orw6~>j#wuQ{i#+Uq^N;?%Fl5<^k<w#GYW(3LVI!HBif?XF
z>O*R5^UtA{Pzn_R3`Er?h|3E2^b1p#2&{bRPuX2W3Wk7$x|O#NwZdFG1xRPxtw?J$
zOju%Z5ztUYV<APBluy_2RjuR8?$!TXUy`ExUQ|}Iz0bUughE$*-b#4jH2GNNU5$))
zgz?XbW`bLP;`2N<7+`Y^EwSD~pbcBS7|z9+*4K*F{uot2p47Q=(GA=;SzOXJBVc($
zatOU16SEzRrE2mT+cd&76Au!5ix(s8t*}x@MmS{HmA!?tYEeg@4j8rkr;V&_i9oJ!
z6Kpu$?*cOBB%P*v^R8%f#|#_ck#^ODbLwAIr!PpxY-A#SoUHBpKiHb=uVL-q#v)uL
z6;B$_<XAL?xazB^5qj|oAuGmj@h%o@R(?7(lJeN$2$Oxgw4Lxm@nhC)A@767eK$k&
zW!dZ+8JiS*_vVAV<P*pqoF_=JXON#;^rABVG!;f%-4bPH8}-1<E?N}@l}>%3GBG-2
z-h`ZtA4vaiC3){Xh=&5s$*`-cBYz7xH!;^(gjdzi&b@Zyfz%6<U_*`e5vZhKZ*Gx_
zlP;fU94dX)_;hORn`9X-*55SfMQdz4gxrS`Z2~iadi63KeL78x(*8-eT6)Z4Wtk!S
z)j*Yp?Hb7~3bkHW^c^B@RK5-TxifU#eJXHxEx2JZyQ~#dQR3ZM_z}O!zw<^IijeQx
zoq$!*L*T1&1aVbabenao%)#uvXo0{uf_W+k6^}jJI473jw@xoSm$0<#M@6PyBq3=-
zViEH8hK~}=KJ<?Qk*MR3g<6QJgvuFvpd2fsd7l&F^Zlf-N0g2|D?{ApGrt;UuHjKR
z-8Q-V_t$r$P7BS-KE!6Po9QI3&XVX%7(eTNd+VC$DRM}fok6meLY9=2t%7;468we?
z9(?z@h!cl;bLFajp^Vc_IU*8@-P?WMaC<|uU!L3F`RBN*ANlyNS~NrXCq2#~h>SdS
z#Jh84L!xs2U}$nZ+`G<z+V)#XmGV&IzhZp8hPaU7Sz28AsvRK=Ie1YdGIfIvJmp{9
zcKv`JHRU&O|IF!Ky^e@Jkhp=UsPVKz$WhNTUtcWujU3bO1zzvx#_Oj-qqTHQEnSKT
zStr?%*yHzbwRm(h;aJsap*ma0nNMTqHD2+XG^?jOzp8nMr+b@u#IWOKgKY1cID*YT
zR(PRA=0~d76BE?(VAg-u589$OA`)V<S5M;uEf0KRa;Yzm)7K()nPX==tDM~EYFl+U
z)|Lwi%cdB)Ti$+Vd8D}gSsu+h4Tw_kVC~&I>yg{Y-z@)qn+o8Ro`@bzGVg@o+BVOY
ze0I=qWcN^#iiVEUh>W^L^a4$LT^a{x>~*t$$4MJ=eeJ7l^lZKz%2+pRJJMM5JUE+M
z2r9^;UftqnpH~htzT{N&e$?k@lh!OTvV%U}(cGD8iw@HpfuM43V##dImK?oAK?B(d
z*Zi|9{`p7A^&j*xhlc{4wBu~GLG~%fUmHcR64t)s35vUdAZ|T0`W9VOONG?l!aeI0
z?NDCt82IxGtL_I-AfN<&@Qy}KM2kC-!JRN!eV58md|u;lh~;i!EJ#F3_Nvmz$#P+o
zrY$m2=>~6_8uIb~$%Px1Kb*ZkwXVv;vE6jP%lTB5Z(@E${6$3@_F&AW<b$=<#Tk{E
za>^XlovPT_w#o2*UNp-{-<!wea|q%9TpK?td%D}KAY4|35cxcFIMxZZ0rZX6X)fF8
z_jflse>o0E=#(AQgTDCf?E2J1838T*Z`|6}A6IIR;Re)Sj$D47b_mO~yk7`HM|=0>
z?M5BhmYTOG<99j@>5keQe{{G95V6YoA>k#MTcr$lt0aAI{>I=V=aK0<yNgr*!6x8f
z^s|ZX!?A7j`sDa5@#HUc@e-p!0_5rc8Mz9uxTZxHsA8LI5vTNQiba)lpA8#Lq<Pmq
z;Fc^%<7~sLD=L6Y4<c)`?rU@8)$fX{zT{f=VgGBNrT+<Pnhbdd;VLN|53rr9M(&N1
z=1GHIJNMMH7J6|qO?TYzSe>?Bb@BE%E1I@gdNL8&u69&Z#-AH43W%T>CHE}kZC2%(
zoA%$_WcYYOtsnicCVO+&1f65|OQ~Rv!}gqlrJiZg&#iuII`IhtgBrGPHlq{Yj^9?u
zF%dRUTSJ2d@|f0<^S^)J&keqE(Mqvjv+~|Fl_<{R)yd%Z0%WVFPPX$*O+Bri91V6=
zRZ%Q66hC)KZHY08wN@KyEKICT-wvqCVN4>pNAqa$3)rPkqBh0o%^rk0Uyc%(<s`;9
zKlv%dcT>R+r&s<ZZ;}~%MO|f1XMO@=s{T`bR^+}-fmT#@dO&}MQ@db+!-+FAGIy^c
z$`|Wpff!??@HhTf9wR2a9$}}obrf3Yj!R3B7Eh4Hk+?KcLoLrWZ!321LE=!xI~fmK
zInld2T$fJaH^`LqGeiU@8Km4hE$L9BlYmGc{|ujo)}oku;aINl)XmHLl{qf1i{m0%
z@Aj7bvTSpqv=)5zj@WwdViiZ?wyReEPNRT1(Jg%qBzE)Hu-?!ih3CAFJbA(tlbiH`
zE&DKLQyGm^Ve3&-E}`1#W1Vzk|86i0D~e-_`tkfG{4y`ly4t4)mLX8FS*zD{j*;a}
zC5|St*$>O;>}7trZeSUDVDn2r@~G8a<Pd!Ww4dp70TeJ}pM_X-NqM${fluS8n(H<C
z=JDyt3<>b?THH;>C)3cK(R$v}$|z1HRZaKk1M^N-y45C`cwzg%)3JI%WP_LOxh}&f
z;fKi|G-Hg}2QmI-{JwN5(=JC+2KKy#QT+~hf?t(2R-Xu(%E^D9U_)dcNqeX_A)eMr
zHO2QUUg`EvpWe`0NUu2ccNlzn$)=Prj1y;JN1UR)S&k!Z%}7hjV(!7!st3d1n<-lF
zDa+&;-Im5=+Zf`cB*7!2x&iwcy7DwYlpGJ(qJWeXmS*m7`h~Ec=Tu>~$g0pCG?-8M
zh*g>6^TJd7LAs2quDwbKS*-uArO0j?spIMf{@Usgu9o(MS=5yu24Mdm+53oCx)_9m
zYy(f~7Mqe_^pCnYa&(_j@Lt|tMwFs7phRWkx<+Kheyuh6i*po+(sXG=SerbLP3S;z
zc&=UT^T=Nmz3cRL<kl~B!@xki)($qQRzDBHh@<KcxmTa!=f0d1udUO{PpZ5cvsmo2
zog+7!hYM>nIJo#yGrq`8gmymT4?M|7hcynL#V6*nYq=Z9eDDblF`7K8^2ra^vM<Tp
zaZy!us-i$3_U4b>yLtzj_CC*0e^jtgu5wu*yj?=zE1_$jyJD4Rq!`dPsanmew6d3)
zO$APs^$NzAc1)4-(%$IV*0z#SnMTa}3OR+p4-z)N(rUYTE+!wRp?=<r=5g+lVwEyx
zs?Di5%eU53*J?e?HD7GG0ncx2AvDtHe)8;;a~C@KU#}8201V>z#!ErmV-&de#ngJx
z*PXvtT`>+gn5e?6{YaGSyl^o6{gTL9>+afDar8ss+~;bjedG~5oc|xhkM3#cI>=Lt
z+-)L6z#phkrb~OJ=u>y6PCHO0;Dqha)eiM_UI^iyM)rpw6W*Qq$q2`GUt3;wQ*n>>
z;fmsH3L5;5?FnKD%kSwbYh72!TM-}#;t#*~HSXGlh;NWO&aYmQiWj#}Lfm6R750L$
z#*RS@5)K~`-D7u|jh>Q<W#4HBwLZ9+{=Eb>TZ?{XU?J5rolhLP)&f}}_sMmB$6r0f
zlWBeX?}q#s{G{e>m9i>i;mirLUR6IG+xbQAe8NMNA72wBwPAhZE~r_%?vJhq@XK1D
z+`(liWO0GcZ4F_+hU&Zq_R_2+*UbswhlEA8wPCZstGMnwaJCZL=R2=vUFE)~`+-$0
z2dmT#G6unDmF2vscFbz+S9A=oK&*RM$`T4q3Tq+gJ$ZR}EWnGOLqEWRh$GWn3b-Lz
zp$vxXw1%9isVSb;xBJ0y?cniGjK}TrJ1vBqDB-P(gGS1MqjJvIqX~S+QFRe^o*J>h
zu>d{278gOm=(7E=H(F$wzinyY9`S-ZTH4#A=H{$bl$9kOT#A8x;842xPe|#5f6z1X
z)NE(zgC2{y-t5fxW|fZbKoZj8i;ZgmGCeIrLmo{{O~mDAQ14wk#0fITGJz#@g*ty)
z-y^7AX#tILOL2YYU%ol(p#<1<XHET6&Z9&R0s(Yt0p}IXKbvq4sJbIiW!3xlv-X(S
z@?mAtJjce?x9tZ&UR5=<FosJg9Y246%dwA7tc_%znzzV~pSy73LSH#31GUk=lt`LU
zz^9t4Np=74UODW$!rdI?GiU#^sOMPoKkveIeiYvE-y<nX)UW?j(tBk4e~TOm2>_e{
zBFDT>_g5AF_nkPZij;^*(^90303G~~zR>~iYfuo#8x<XO2Jtt(_y<y+C-so<oXoPA
z?v?Vr6#2IA-|je*Dre0<E_WG=77B!6jynG$G*own;O6B_wZvD?&R_T_+FbTg>eZRE
z)#&%tBgYUKaN@q-__96jf%S<C(KRA2_x~v7*$w0;7T@%=`yD!p|4@vN@5Z7Hd+5`S
z@$EamLu0%W{?q0zJcnQN4@4%-&bMP6MgQyE(!UFOd>4f_zC22$W1>hEFBN)7?Shr>
zPkGA`1daO>RT9}@v|Z=ald8`f#+>=mmK*Ha`rSmy@@EM1WaQE##|PKT*cDHRR)>AG
z$D473njUH*4r8o@c>VKocZQ8LmB#kYqLT9w`iyr!Wf9XcZH7eJxmU+Q=+;ktYC%&z
zkQwG0`2f7S%@3b=&f6h$b!Q^HJxX0RdmKkIUJQ?iq=rP}$uEVsR3FLxDeOOSk3El)
zcUvhLz1J3)yG^_#5a+W~#kx3^9}IREo}Y8$l;br2IOfaealZ7(B*lf?;=<*d$lh|6
zIo#-J!#)6#<yjXDmLV5Q77WJV?wntE?-Ou3gHT4HJ!N(@XoaM@i~>(65WZHY#l3>5
zb}k4(S=Ze-64QoaNX?!X1f36&*`^cws@{p$Il}}Fw760~jqv9EZ`C8z`!#^yW>34`
zwePC^Rmwf~{w&t`#oD}QhN>o?)?u;Ne-}23mc4ZytbNQ*<?UIS)2;NX#p%UE(%K(1
z?U8LJVpL<nCvn`b1vq>T`C&QQPP>SZ_6*6FaAv_MF7<pg24UcXoLM83>Y6d`_^A~I
zAE_cPwKh)s5Ug@*tmi!&<!7zEtmoo>_(<rPe(?5n4hfDx0_wF@&dSGoIJ*zMwhY2)
zGe#iWzuDmGFaHtz#kn|lGjGJdWst;Eerx%Smew!D1dofpW@kK@XJ>6Lw?KAQqJ?c|
zpdQn=u@-ef+b1IYREBR!F@Bc{%80Z~_6&*Lhf=pl#0rIY6fhW*3=2l?m(nAqY=W5!
zk^5inwNxffWK}TB1LzD*iqkDR7@0tFV*PeN1{{Zer^Stmf~9!1z?|<5eiJtejcx69
z??rp=<kYfTt17WucK#iq93!J>wTw#g>%E}DtdNv&q#$H9RKp&4t^JYmt}j7qwUS#j
zzE73>7jo4okf+7hFBTf_g)duvuePxq?WTI6_&gkmL$Tf8C5Yk-4#il)q)L$G(u2gX
z<Yqrq>)u?{5?GE(|Nh0ZblTT=<15ZC+Um`e{v&+IG5__lHE`oPhy0*Gm4R^0`NfE<
zuc3G{*(1uegMt$+Ty6<mGp=@QXTSlKtXMsDz%|pl?o<I0_(a-Zb_FQIjyI|eEfxhA
z2n$SJy6Dt0_cjb^eo*T|3uxGU1KSNR5>uMiKYIRJG_$bgdJ=|H`<kq%*@$sfW<#&=
z@qHt(xhACrxm!Gv_)|#o!AtvY_663P48k(SHb%P(oxj$$&9<U?`}wCpJ}4vMk#?PN
zeYWahcJ`x#K}Chmvtc;X=Wn+gHfwaxe^tueZcpFtS2^m{kKYVj=i?7PwNXyoJ5;Ts
z)7K)+yOqQKy@iz!;?s5r!nDKAfu5CM5zQcRGVXq`aM6d(_bpNx81nKD`vdUG@U0h3
z6#Q{54+_bwn^ulYe(Hi&)Kc5^$-!3NnYH%Vm^SHA{_QpK$ezpa4FEPsRes!V*uec9
z<{KGV%AXUvWt%V6oHwB!@p$r6rY6miBz94jCu(N0wWFXQB9AM>n7!`lF<UQ)qv^{W
z<Eg-nGiWCpr4h0lHkK}rN(azt8aAWfrOxRveW(e91@-*y=akb(a>PzGKLqAik<~=e
z$Y{NV2`UNtzu>-z$jG;4YrNaNu1Bsx;X2}cx!orA(m>N=l`MZM<L+X%JK4|b_#=qH
zkGY^Drn`rx1vbHmxhU%TINx8C-zUIkF@8U^@tRMD`#1$9ju+&Mk#zNEQ?8MkOI7Ba
zjXkj6m8IM4^^D(}<rMXcdrbc4>`er{Q%9;LvY2oRuC82@kQ%W&&ue_<h3LQ#bDi^W
zj@*DJeq#bMYH2s)bOR{3j(7U7c$Dhay)QNtV`$M^4s<RJ#LX%harHMe$`wChQoCO5
zG+8fB8tuJk{tjHk_XGyH*^=UT)qQGjhQ)SKZh(f=2N?*d@892;pB?4NHHoBP<mApX
ze9qWqU|)SXFK>X}9Xl|yx%ItV0`F1forpGiePd1jZ{N_Ya3HRp`i@snnu$`)A^1Bg
z054^<zaw|!=w2*d8H8ivS!G_3AzpsFM8qSzg5-GUf;6pBlI+n;m?mTQn6MPRO->9x
za2`FQv4&2}nh~;=g^k4}1+9HHVVit9PoRwQOb1D9>*y~+S=owm#lir7zb1pfYztjo
zT?7nRrD-w|>8)L_nMaa5Dr$`4Y=-OCwU<`NTPzTtrouQ*u<q_B+-Uup-7!FShMI5U
z+s&vq&)kX?=Qyhs_QeQ}(MdqjdCL|Tiq*-Sk=v#mLS3DbJK`E(h&EdWi9odUN^a0h
zE_H()QJG2Oh3Umt>rBbKNYc!am`;42zc%R79Uw>HncxQLfkc`yqW`*|km8e@f3D(C
z3FPguTWXPlTwxJN{8~Gtn5)?+=u>a>Oioxm!?Q+ni;;iT+WnC6@0UoyXq((GY&LmR
zVswz4k3v&gFZ!SwDGyW%uI_Gx{aTv~Xb@o$y~UGbJsHa3VbR;Oemu8%sHN()%`YRc
z$jg_Ts1RB};+jD0d^27b<HE}$b*tLNlVw|GwZi(7es-%OIW|TH#p};&gnTmjhF)?p
z=SilR(rhb7ps%^aU}tZkK3+Hl*8?pY^buA`nYOo*-AlwN3P#lH@-|$~z36-mo1+2x
zu(3+m!`6$FM~B<Xse6CFpc&CUi|&wIE1{uo7rZC%a#?I9tASn3AI2->HJemDKkWJL
z$ranwloFD@%@4RQKe|;U0{eJNCA-v`Qis^DhEDP^R*bp@0;@0AswopE+c2$E)L%zs
zRt2H5%Et-;YxRa;N&kZ0asgA^IoB)VwTmQW{o2a{tD0+*eO{K`UNmjXO0HTD%)91%
zmILRfYMN(S<z^nbHF-Av{Zdn_stkFj>PNlxU5?7F>CVyIYYHCjx@j+cC2zA|8a7{?
z;fn&nTxREe>MmZ1y!(lxAj>#uS4_Lp%QNi2vj4;s?cB+~gv`PE`tq_HG$UrZ9<q8{
zHe9I<Tl)sH85N1C{heLXJTh0k-Mp;~9xvk~^RYI!MH`RJWS*tR@pcZa7n@6Pg@mk!
z2p+Z2iHL|2JZ)vKYVPLp;ralIQA(=QSxg7sL*fP?3FbL6C{>+)*b%*pCd<_u2vCl9
zFja!Rwlop>odlL5a$uWjHy9{@H!I-Tobd2>Fl4s)mx$*CO~2HjW+PmDriMZ@f*iJF
z?Zs5tXM?qoHZLtLO|)X@N`x8d&FImDp39KF|7@1(^#(W7k8LP2KAyX3r2#U=HYds|
z-mPc88F39X)LurGxq;-ZR~%7-k@dzyCW!C@oV3<CmA}-#Mh7jwf4R9I9xSKucW#GT
zQon-xSF%F8(MLpNBoVy(9Kj~tiuOLfhT8W2pk#7v-%Ygm<jy!*%`dsuMs85-xvjbT
z*tQ%+3Rze?x^5MLw&!{!FL!YNHOWB3o810-Vv%tU0g)REF9eXS>}%8jm&ADu@9(@S
zwPH*yv3k^tG3x!6yjBziYDlvEc^J>L!KGci2csY~l>dTdh#<rQp8goPV|@~w$|4J^
zm5v_@jWL^Vo`_^vy&XKmxUof(CAw*Ml3-m`H(?CjzI7cO#fGu8i~<#53+(j_k=AHz
zwo?0Jm|skp&A^NL^}{Whse`gGLf!SiA-aDKpd!q#BYU}tNcOQi`P2a;&-ti&?<#{%
zAIGEvt8P2)OTxZQYA|LSyouTgS8;_1e%Dhk=`1(@xVX*C+Jw3K48I*X0d0OBO08@Y
zsBCPuN+^O<d=rC^ai(>jcU#i2^Uk=(<AHO>fSvkV-qW8Fd1my2BUtF<zG8ab?^cgs
z@Id#L<U3ezmK?>oj*+;|bYx&ZMR?aWRnDu>H2<;pOTLkKE?3__3o016f7fSJSbr0C
zpMEn`%A@Twr2WpbP#Q88^_TOqw}1GK;5A`&9!@BW_AyK|jJz^osYkiT|2){c{==zh
zi1HBL)0oK<{ZEjiJ<!^P6{2$9#|HGt??jHwF0{zq!>s7l9#X=WSlf5*dG_@5(SuiW
zmV_rsG_oxOyj@d~5W9^hFNi$-7)z`0ns9of=BRNKDG8;Q+i{1R_O+J>B@?ltx;RB{
zFx3^udU|aW(!FHj0zuhYxFmXN+=`|pfxk>!gKC`U25#d;p%@L=^zs{)QuvI+$eR=_
z5ku_so{!O$h~M`B-=`OCmfGKojwMeuvz1{d_bE3Zn~u$PfmxxwR&JJ)E~q<$P#xBa
zj3=x^#jp`urRf?D-t}h2IF}gKEpyR%PaW*O8NrajbFRa=M24i%+@h|v<*`ZU(mkKH
z>xeG$IWk@HwhCRiq&4oe3SZ%Ew7?j!dXz!9!7d|Xj6mJmV+G|Fw*Vnq2ke%tMJOBd
zn|ZE2ePGGaky%*SC1}xj(O$21#UF{~Ug`C<{9Yn*oN#CSJi0<t>w=6Xvr}O4*beWA
zuwRli6PQnA7l>_HDEr~~>%zLONp$o~^^<e(ZVKPwB3&lh(p91+Qv;bI`*QVE!Q*K8
zHBLD4%^URCRxpiV41lNAKpDVkP;xIcgkD^&7Kn29Q9o3A3O(G|sbr2|3Z&cqM2=Kv
zL2lRHsJEqa!F#7YArX^a0ioBNEj46m+Ct_DS~A^8V%Mw7qjOHxo=Jm5qMmHMGDlP=
zf7T+;7BzA?mLx2O2Pepx_>cxIhWXjqnw5b|HS21XNKcU;m?4`2-BUU~(5u2_9=b{}
z%nlSJLq4a6+G}yr0*u@o?Ced{#baC%AoAob32TGRsg8HOt)yIeoJn7O;tiO;$J1b1
zD~cMax{{Y&p__t1-NC3ClpYq+R;CH7*=iW_&h`mh1FVE<c>4WWD(2Z$9VZyrLXCn%
z)NdeF!kT+4FA~7o$*<h*gO0rTSmxb;Dy6ORr*8aFVkJIbT|expeC}LcN73YIkqZ^7
z1NpO=!x@;gpmy8Z`6jB7frLSdqg85QkH^0r(9T1k#bb$M8fTadQCV25&ULlR@ogW%
zkA9EjsVBdp71ix2?6hqfy{sz5^q#P+pLA#|JfSB$6qQOa5ll)j73K1S$A0$3`=MBD
zt+vuo673%S@*oo3Bcn1BU9~%48Q){3W;oA!`H3|;#n*S}2>2LIGi1;oD)@yGiNvql
z{dKus1sHLM#5kc;_tP}HvJabG$!-G*PX|Cn3JRZ8=8I}Tn|xwh61>p<Xmc;~C<CZ|
zlhfbuG!MdiR<`lUAcAwXwpNQay;-RZlHe8&f&C&vdC{d|B)J|`>uy~N`Hk*7$ee6M
zYMq~pD!Wy1sHAG)-mlsEl{@n5m8Zr0neuC@x$M=Y`o-iPJNR-J8Nw86ly15&`ZAfh
zejn<@zUU7~<W}h6q;B9d_IcD$i|H=;R#1y^F7ajX4kV0$2qK4fkdo}Sv2g-mK2_8@
zTl22ygU$7!1M_?P&aL03uFE2_z=8&lS}QONy*MxKQkGt2&2WM*J*4s?_P?>;(FX^f
z2w@45u=@+r4`;9djNFEFk?Ty5v}P|5Cd6xp60?&3J_%58ybuG}K;Ax}`}+2t5fT$?
z7wmo9onWC@_w5J!(LXfU@XA=*87!RA&S9vbivaSNPQ>E540P_{$-f8Up1JkaiDp&M
zy6ET$#DOn4gh5g($$grxa-q0=GSO}1C5UI*K-p}u8jtY70tU&Aq<od<9d}mlAa(Pz
zEl->U%)B;rhvmtg`>H%XgQz#Z=5PzW_7Ru7CHd&UN(C@eY`!3lvHWH5=Lo0Z2w20l
zp)R|f$#O@pToB_J${nZ5|D|(Ps@<J&uPkI^`WJD|dxvv}qx=TmO*l6Y*~QK<Apa7s
zGX4k4{11}tGJ(cbNa?Zy;w}PkTB2riU~kK-6EO5Ey#zA-7$9_k%1F<hslpb0&!vc=
z0qCCj(@W0ZqE%|z5$gdY63QS|c@4U|v4REp)@;^uw+5Y5fCZ;GFAQqV{;YJe+J&xh
z(>>fJ2~D4#5>LJ0&5xLzw9vI;NqZ*UMMozERLWNvuuvn`W20N9iJSTF-@igy1NLzM
zE6kccy`jCcbF0lwdgM4Itvhl#q`V=09HFH_w=!irff=a{F=A@I2ymmC#0Z$=P`NaI
z5QH99(GxFs!l1^`QjggbobAaZx7?yc<o)1XRR?X(B%(hDMSN~eI=B?xPMc06`55Tz
zqnYG`aR*FSu%Y)_E7ugf5U#Q<oUHIi%vT$gugK3M+AtBP=^F-6cXPbq@Qsg`Hw|Oj
zU!9(Qb(iDuSi@1c?4Gjd>w}F<xibZ0juN2hc{J?3zv$8qjRo`J-Ur}`@$tu=YU$|s
z%vNpF;D>*UM$zabF|o<)>})<@82d$`!_`1j(5XCu$QUFmoDa!nBNGxOhaZ-)m47;0
z9YPm0CljB;&6sEvJq@{UuSIk1Dl;;^M90Pb28(g#TtB0n_s=ub)YE&TM;I$j?#<M?
z5z->hUB|LvSlT=H_8Eq8^#4qcS~mwzC<}#7aj3@V8;WIqbs_YW97yfC9L#&K`BBBA
zaWC23$y1_El#VaY)uclIr?s_qL2YYh-=?FuJ;(xU^A|vCE3hfB1MK|Wi0nNe&sjU3
z*xtj_&N}D(V*AGW(wpBrVWFXY;*_OylT%aKkEzU`QR4F14_EaSJ4#}IT@HDC(fQ4z
zFVv&H+?3t6z5=($jSzuY6$ho7-;d`hyC!bK@216?OJkZme)=38YC-iBQvbk&OP^bT
z)?zyO^%zv!g8A6NlV?luU#yzkQr<8MKLI*I;_L9;hmT5emEYUO4*|Fw<;XQ+g)jla
z9yS@?bvU(ph)ZgS#q6;lTn3bsLGkhQ-&m+vgjqF$n&%fi1n0{oOK`Q%-J!x>>wW$E
zI<#vz7^kV%@OM}#oF!!##%BQfXcCK)qobN(_!OY#+S}eq$Bi$Se3OlGU!Mje)r-E*
z-BbZ$w^@21htCe=xmqDYf(G>C@LQ+GFA1G127D-2-uy^y_3Mg+$FXvUv+6l#R$}W9
z-koLKg~n~y5O`L!rSA^)L|uzVhG^#~yuRKmwc>_HO|xVyRaOYdZd~PO@???B!$Bd{
z_6)Yij!)LbfngRe?UsLiLf*4ck;a4_vCHJKeIe%8`OVqrA+tlV{6yo~9(O23T1-sL
zwfI_+YuC=*LNg9tn6n!<(y(eIa;~>}E6tSl#Qobw-g=;pG;lByuV0wrXBfo~iDPu8
zADfndggAo!?JZmYWX0o~7Hj4ef>pM%m>u(I;;!d(mnnqTR4A9Rz2=*5oioAZA^&2G
zVlI`x<A77;t7*U%`x^m|nl@FlSe?C#fo=@CG%HZHuz;2vjuWBcTGoOZIy&sqt_u<m
z#t4|s3hR@<POCnICTA}<Hk_v@&M6XAjlLX+eynG|!DsBX*~b$@UwiL&rSQ_59fnYS
ztIr1EZ2i8_xH37vw^v6GN*mXSOF$Ku8=TG|RPoFdx+3NDDLUcZz@0FXJ>1ZSR+6<k
z*F&Hu>Hu8V<b=I5CuqKS5-H~vU~bfdbd536`_dRnK(}aa5>I!$8MuAP3%UvRzVmZm
zX&^8mA|h(*7lhUY15na?FHjzX0-sTJ_de&Av=PqA%!0A<@vJ+pE+KW|4>>XjvVi}>
zhW@WzGyaF!`@c8V_&<IksY=Ey%Ln>Kq<u<Xo)Ppw4S>ZlLDDHpkhRGb?*l+O`kt}`
zQ25LQ3)UfhF1edwAlrQhMQ7z&8?Pn2hg&qE6bfp`-76jkAroxf{*pA^#rqMUzPo(u
zy*?{6W$BHjxGN3fAcg0#2$tEj7S#$(4v-Ss_i8tLYgNJ`ju7NF1&csJ2}W!L1PvVy
zAa_841~MxwOgLab6M=8(%zhy4M_3KjTyUG4o3+gpo-cxpfRNR64C#323D3CLZdeLf
zj<2BnjdXuSdY~Pj{ut+J)e15)-QZCm-E(($cT>^QW{tpPvAqTqY%Szqw~7CD+x_Q1
s$A^dBy#GJj?!pWHf9dZl5qw0@KJKVA*L*|^or|$l6xFWgE8O<`FSb$L;{X5v

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_synthesised.csv b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_synthesised.csv
new file mode 100644
index 0000000..e7a11e1
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,4.9324985520000005e-12,1.422629306067528e-10
+2,0,9.271674198e-08,2.674132651298332e-06
+3,0,0.001344537797,0.03877910663252178
+4,7,0.37468313,10.806596202871209
+5,30,1.0301726,29.712197897626083
+6,25,0.7807805999999999,22.519243573190774
+7,6,0.3294126,9.500905344571912
+8,9,0.2192616,6.323934504324937
+9,1,0.11610664,3.348743176539959
+10,2,0.025221273199999998,0.7274309766620594
+11,0,2.240860894e-05,0.0006463082239187813
+12,0,1.2135343e-09,3.500070888815829e-08
diff --git a/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_synthesised.png b/modelling/data/abingdon-all/seasonal/doves_foot_cranesbill_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..caa1a8627620bee02befb8a25c845fbc5669dbf4
GIT binary patch
literal 77281
zcmd43X*8Q_`!}pwI%umCT4VR_-Kv_}s;XH>TNPC`&sBn$D#Q?>blNrUPSi{lHN+H&
zIi{8p5_3!uY6v1yLQ*0;XS(m_|E_nfcRe4TPjA-hN|tgZ*L7a!ar~wuukRb{A37j@
zfRB&wkilQK9`NxA+~MQnU*0DOe)6cG%L_bd1l+a?F!OZ_2y*s!<uh^)@bmHw@bY+c
z8t&>3^YHaiQMz<dNnPQzdq996OhZ}O`+t5z$=4sEeC|%aH8{$CzrU<ue0*ZZc>i`m
zGW#Cz?c(DzxOM$uaM}`CAi&Obvwg);%P6I`t`700Pc(YzN9DE3>g7N2{CFiogut+X
zs1?@ziTpQFxfj?IUnJhw))|iGt#s{Z1%*P+b^Ip|@^&MfkgQ@!#lgJYGD0ZSxSzpV
z(%?OK551GGi<kKSea)wL`^-h&8H2~^r6VT={(X4_zAyH_zp+nq&z=AN;d3eeoPYnH
zujO#0>3?53ziK-F@5`rUH=R!W`%-WCkN>|NcHbq5t6ukS-FnU}b1tL28CzTEN0R<B
zzZCY%FTY+`d+ndXsLt_rY=T!EmROk5siP*3;PBlaCDyeJDKBX8oj(Z9_`HjUhljXs
zcs)Ujc@N_`cvsbP;68m6Gl+p&+DCBLQ?7c8b0kF`5z^FaS)<T&n6jLl!ILLXJVz>W
z1rMIgDk{a<96xujXRbT-=A!$susGspzTTjv2(j^g;AGP-3dXs0%6+{02`;OY^LKQ#
zzm6jvJrwn4(D;*Axb02o?99wV_>-c8Y99lN^}lSHuB`Q&Xp)+Le2c*^sRq$Ua~pTK
z3~^P@_coR8Q(?Y__wGGRz3LsXTti*_Cgyl>jCPo><$8dt7$0BZJ2|twYr4OxyheVc
zS`=9*=H}-^zeS4>rgM`V`c6U8vehVIX6rOk>A>oz(A8iq<EN9!kc<^0v<x<IaiDjZ
zT$j#-HAe}A(lMkf@Fgo*J&_C2;lG@zBjL}-68aWf_|?)igDjp29(qXrz}iA1A9Ffc
zr|K2XPdiA6o~}fmx_9G76q-?p{{H<hRj=V5wT!oKf9x5iuW;EE%}5oYCf)S`v)aih
zp$nK|bAx;LViyOCEGM^G=FI=2iIY(C3DA+*Tw5?(L<~~4S!!I$4mUGiQvFA&1KQ1q
zn&CQD-kzTsURcM#+3swT8q*lT=N+fkLiV4&a^K|yU*~rYqp_5-HK#^M*amAsn@w^Y
z!XY{D)6$j({<O!1)%Y}W;kWhmX<)(n{`uo(n#}<{YxL8n67MyrX|OA>xqDQ}N@i~c
z31ypa=@4=oyjQK+^nqDMoZ5un_Q{&{A=@JEvJ!m*!uihnKvy|I%)0(8ETYBSQgm&+
z+~pPH$$ZZrRAPGwb531#KRBJGJqG#-(kRYyU1>#(t*azh@fsF%qW!bMyNBsk_t&E3
zOL{VQwji?SHG+RSA=i5KM;jv=Va8Hg!95$>td({dS}~g7|5BH;gzi*=TkXpy8uDdF
zis$g%7gU({!0fB2s2D&)Opt7HP>pBhM<x5(YrA$s3j-%Ys2<%Zs<mr<hU@eyivPj;
zdAh7(i<t7Je%Z{hx4y|(?=cNwO^BJ9*$8KH>*fbh2?^R~_p(<4W^J*jraz;~N1tkk
zuKDReBlQw=x2q?@Io^=r?Mf`MyS^p_^({d)x2iq%l*(H3UYWAvyRyVTwVmgCAKADy
zt85&%8=uXddL=U_6fIa`lZ&k{=UWtW3^SdFmO3<ydT4lrlrF8KUiX5F`o((;D^eXl
zXoJZsCf5Z8tv((J1s~gNXPcY8V1dp%Z6OT}cgHw*H`E5wJcrAiL#JMdy?^uOXh3??
zb9Qoa@+MVxXJJbZGna9dtg)v&#pP<)_6AjKGn`anPs4k#T7`9IQhkk{c<-#!$4DKD
zVlpzNaQf&%3bdrRFV|2ANk`dMExwfS@$-}%L7<VLgXWg%*B9Sjh+(UStUiVy<rBC~
zRWdHD3}fx}huRx6?~IM=K8>Ow2~3^t5lAMoYgRESMP5^LOzzo--ta4;ZJt{r{)w7>
zo}}vHkQ}3`xn4L<Yvt?lMRHvgOnP)hT;2ckyWM43TahJ4&)k{m^tH4?hiZn4&K%Mz
zA=w9|`|6(f+Q|m@MEgjh>IfQ1`D}2U`q2ip9A$NJBp%<BeKVcbnvylDN<rDG<$F{Q
zYFseRKf-zyJzIu$EtX`3Cc3qz9CHZhy-mO={XP2#BeM=i*)mO_cfBK8#^Gb$qm>?J
z*$j&3j2(Q$m4JYk=1{oHL8CRW{JVu$sE(!@j{d~sh^z37ktby^eEc`L{Inl?F7mVK
zXrc~noU>G0F}oyP?>E(wHCs;79NMtxJG`pE$R#r)b~qGGMZs|zIey(hHvRL?HoK9)
zRZ$)jX6e7gzZB}^TD>PE6|*QZJHPZP)MwgW!zl;E0+yIKh%JF|Nj@fB)54JXBS!h~
z>y$#QE()H5e0hpfzYpt3=Byg2kw3>vX=+eErJvz$uJ@lw(E2fOvI{?frth}RyZB02
z2F@x{gnGbMD-e0Jm6b43%9py0Aa5B$ifU042{Rfito8FL8Yy3dAcB&U#B69Hltw>%
z3+r&jw4<!+2OnafBtp&*%9hqCUwSY_cc4Mpsvqu>Ne*FViBfge=W`M?TEW)w@5yp^
zU}?`&cD94c8#(XiMwRhUVy9E2Q{B#p1{TQ~uV9>F;5a4Be9w!y8)5#s5V~CzY=9uF
zIb?A?tBh!+Vak7hN{jF5gAuHEs_f;<eK^z5wm1pP&w+=fG-eF$-t`|+pN>`W@3w6W
zZ%`piGaA?#zBMVT&`{5TFH@<Or4HJ}C;_3>1{P=#+JUs8bwx1|k=a=NTep7Y#Yt&i
zrG)CoORmI9YmZjNYI_bAet<Uoar0#`i$0d*OMYjp(UBZM)Mf|AYc5}dT+`4Pts;B$
z=Y{BO{k#bY_3|o)FeVxVmQ!Czhkmy%0sAu}EiKKCnRhSwM}b*>e5ux@OP4afe!WGh
zZeY<$8>QC*y&VOX#m17bCS>-;HiyBP8@Y78un$-IN+$doNyp@`zkYteBZs%;3+?OR
z8$+OWbF{v#Pd*dYpuv}hFHyFIuYlSIsiBqBDUsH|3TXCcB3agy%kVUQ%DeRArS+?K
zOV-1|-GvYb71g#a{zF_{!mizdzY;OrDJ8YQ#fKE=80HZ*U9;30?Utcvi`}ER^YV~{
z7N{sh^Sn_Elsd{#n+SHntsj=wnqL4vE?HknJ2+lKe->48bgVHFR8g&*J8_*DdwG33
zJG&B(=6X=-YZB2@O^E08gpPNzd+phvXLMpp=&iqg1w*RA70a-6L}GfplSmt4!G}k6
z@c3o>W$i90ERr!HOI{)B?u@@nOq^2({SHZjOg6NXpf{LQDuPRLK%kmjPA*BOvmK5G
z`-oyQ>WIt?m~2MyCz$f#08qI@#ILwd+P1yiU3w_h@jX3tp+BEm`)X8Y|F|-o%>CIa
z{34MHc3Wn?Y0e!S_hhj2NW*~6v#2KtmIe{w)ig1<7r!<rIXF76Eo{t<Y3r6P!4C_>
z160t5_8O_MqjjaK5!H4`juDD}V*t4Pl$vgRB}`4Ja_{}qBt}%xA9-hQMkCy0gXXxC
z!cbN7omlb!_mQtUXTrH1KNOTNQ0Er^twBvBi2OFgux%L+TE+KuYw2LcVFZWWxRcHZ
z9^F_Dr&Pcce`=KJn`&?Wn#OsHJZ$@PzB4GZ&yM37NFND$=iK^omXo$$lGoj|7Zw&=
zS2t#slXSTYCIpT@+i-H@*b?(1W3zcKDL|U<#7lrj-}h-U>ZdtxA-Zibi%~*KKatl7
zU0nw^&kp0BvK9yNDiDGsBtxK3p=WCQS_MRCV2=hU+36vmWH7r@RPkct70UHR7N}J%
z@MA(kRJ~H;mOrEcbc7IIhcof_uTareRUKq5<Y#L1dvDiJGi)c5OcBbgvdJipKm;*E
zn~>x$^q@MjL(CyKyNTPEeRD4)d9QTvY0{cw_{KM}wQ{F4t`kO??l#>Pmyzm=8)46m
zh1UyKAWu{iaT{|Il<;JASl;o|LR&2kX-)1P6G;NpahZ^yiI98<Z3u-6*?U;hFT8Ao
zb3n97E>^&iEVIdSh-nQktJSSkoIe>WB^2a1tC%Wr5`*lk4}lRuP5ROC{kz{B%Bs9&
ze@PuRx}m*3`q;t42e*geOMA(yvv?%6MnG#^uT{j-?u{=}=wZM@-?wC40FbGBaZ>s&
zt^i4G&kA96xNH42Lp%_IjJOvDo^b0GXmt8CyG_D(Mo3hQ^^D%FMhVEXy}t^86@2^3
zC3yJqcul{GN8f*_!ZGzr)uS~oR1P_aLQg|u<F&nX6HckLv0X+=66$w}rur~<Gn84<
z3QnHaQ=4en)pudrBB~cXXVIMIUn|o{wm5>q<*<Y1syzDJU^G;fM*G4uVI4oh^)WR#
z4(m&qu%7!holx4-^o7pGE7f%|LHnKEJpL`d#+$^yft`>F8aFNW77gS8Y`iK(@*&rT
zgm10rQ|eEtxCLtjEiY+SF}JgiR3q!=yeKtnYtB}ME=nP5Sups<9~V6{k1n%T!!w3u
zTt#DH#NBoIHKeCfGVF%onja4Dl*WR5E*76&rvCh3>5$Awc&Jtu2w;XLH3tz<N#lZ|
z$L4md0<=c8VFP5bl0HTW=b#u&Vg?=kRVU(ryqUG&9YdIsbqHCvdr32%+dM5eGXxNd
zI<rd!x$B2=<JM&gmP|ZZ=XQ6ovfmiykOTHcMjvmtRMfK!{plmyaQsNVi3}CtdG~HK
z1KqQI4^HeD^KERnr;|BOuem<(yWIvEu*dgr9iPBCidO0XVk7e6_om@NOo~{2lxM!c
zw4l{exm$NimSYrP0gSMXgREynPrZ@LA<xo$e)jN(-*(k~>?OtV_j0s(R<6wQ@jg<t
za%{=4SbHfZ;<``ulprKI`{pabbYEAvBV>JXux2h!QoYY|clK!uT2G=nz|sCjJMFsL
zQ}?QniB*FCjNp)nlF`rK_Qxj9A!{%XH3JuC<P2FiRmv=0a{sC1%NE!O-&~M&yjXf#
zbPKz#g!}a)i>Wv{BS;b2?Df=rIqu{-A^yUr`<6V!V|UJ(JF$LIr$Vf~&!qa2ZcfSw
z&%M!?UJ>9Q&${IRP6U-MR*f6{iCt*+3=ql7k_lBK2fS0^ZqiDXSD_;ujCcb!LqJgI
z(JmL;IqaB^P;GbAva(^K!iqrL-D6)b&^IjKH@RP@CXfwxS4kCL{WvHcKpjJ(KJn+Y
z{}{Sc$tjk&b-wdzOf9l#7hTYDDI>|!sc9?G)<@2d!^*!=mf{U(D7!aW+;JL+Qd_2e
z7RcpK2Pa1e;IwugIwoLK?U${r=b<XHn@jhNfaQ(J>}y`uW@$HZTk-rKBTI0bo{&vI
z)NGt;=n1E6+dT93E{<Y~RLI-0iiXP#9VHv}su#)n6T~llX@*0`+O&nE2HmSTD2Zzr
zo7~x>Cj+5NHs0U+&M$(yruO$;lNq>N+q@lnMKr5QuhL#QGIRggjj+x-$5rg%OK@_v
zsuew9A!<nW;(@GB{{RAY*8}u^oHM@e;lsotxnby@iZtgqan(+>1}Le-IH7K?fjxm&
zCHmVY)5ogBY7~6p&*RnHLkLmjX;z6bz1^=*#m<VNCv1ftX*Y@Evqcq3^HXEGS4#rt
zdz#hAtDZ*b8s@#dy|tj#9|%L@jogZF%Hxw3{Ml~;zdLi3l<~c8oZ8QKH*w=Gt{Za?
z9z1wxv2<+|fpu|HkWKy2>~AU^v9)3xuZ%ZfF^Rf+?J54tr)Y5`|MJ=H(v2ZoU-j0+
zQp{<1xJ?PZULil3zL$wtZv0YNOj`K<eajJ|VDiP*0pBmN6xPTjXr_mGG+RL=5?hHA
zI{;7J4Md8xA+_;?mJbte_D{Sc-z;fhjk-7pN0N%ZWl$n^xHlNeL)LMKh=N#V>3Ic`
zf7#){(JEg?U7NAi%B^(2mi-%v<!RxG{pH1k=88u(`{}{M4X3T*zx9<(FT*8W+R4iy
zAtNjPjAtRbmi*i);fQ@H60BGig5RoW%2~t2J>8Vh$_FnmM9n^~gmv$k^U(2|e9A~E
z+xnQ8q^68_rq9J;w_-wwzI9Y9C12X4oHBmeeM54$t_nFVg;CFpR|x~KPLf%Rp`E#C
z0<oqbRx2cvunketu7OH5Y#EMZ*;Zo62z3io)%k-vU{72p=JxqF!mPtd6@JAG9nh4M
zW=3JUj3pS^UtzC{`bWC9l}=9+toA>dCXq{=&$Ch8_!1d45^naTa)Qf2zHiroE_CB#
z;6qq(2&+}+qQ?%<5*D;<WiPVMZUQPEr1A1Xmx(TShQsfz>wh5Bs;Rd+U1rAhdP2)^
zn2_B`wd%PF<(XySbL>~n6RRT$MzqPitW|5}rM7UpYTdA<K(aFV_DJSg(>}JUd(Uav
zYFFKWy~5JP)C>e+K`&c@fA5f73m}GTpdD%K(i1vjt#9B{*3<b|x6L7RAvcU>)4q=t
z-q+v1&g)<)YEORLk}Y$R;+`1lM>k|fS?N3FT}!_!5~R6&b=9X`L(re-NGmJKf)xOC
zXT0}92r-DgS>Y1caW-lGorz9|n3mFE+P+r)YXF`mGpC25F1`pX77f<^kF2aF1D(Zo
zlDa>uxU;!VLvnKJOJ4P5MBH|!i4Ist2P!-gJS=%KApGIO_lyKNT36nmBitqpoARgs
zNNEc72*Rb&P?8cvU8wd$Zqu}n)I*W4B}f;xiEaKhQkp>Jc>G@ck5MJ%p_N2Lf?_A`
zJLeR%S-PsV$Vp1RrhlBT5WnqIKKZ45+Oa1Py6b{v8G;D*X%PVD6ANFJtoE9ob&WV#
z9Z9PfuA?Rm)?A6$-f}5{?sBa&-kl`u+P=ALW<d&nQmV~)7R*{2A(RCkF&}2veUP`D
z)1=;A-8fNvJlAO{L0&${T)mC2Pz{KM_wPnxZV44`oVw?9F*hqE&!@EZMK@ad=I+LQ
zw!S}DIW18dL;Z!wOPCa2(Z9-UPBw=w!W-vD6N+0rW2<!+4;-izEJ9k`r+3!xx+Rn~
z%qg=G7JaziLPsc8)B@LpTukhB=x3Qu>Ik)=$QBRIhB#VCw1)F^wIWq#?I_zgi=x@b
z+M#1mkpVMrQ!DSkIG0?sXSV?`CM4Jj9k5EkvYvfq#SH%0VGARMe;*e1eW&K<+R!g9
z6m8>IdD`cQ!bx`feUFK;a_qFv83vp`Vqj$B!SKdos_g`mJW(~Kf*E|S0k%}yG^D|X
z;*VFX@k|nZA#iYKB_ZM(^_76e(mGu$5IVZ2=*=ANmCN8y|7YQ%e+Sg);_#f%^W7Vk
zCvK}ZURab=xG=_s%V61BuAL{S!bgSDtp6E`s$u!<_Hea+Hco~=NkB|$MBeaj6#dV|
zEU{mwY{!vr*eX|lnv^8yY@R1^n>{(!itSCVQDnq{I-lK8h#(F-=+p4CMJOE!WxLj4
zmsCDOh#3SewKDUGy9lM4))y#f1F9~<;Y5IR;!A|idvm@WD+;o6aa4I317Q%iC$F$V
z?hmU|OT>Z+A7+?xJ>~J`2+7Xrle_hv0Gasdg9`CjB~Gv7LmmsrP^=yR+v~FCVb;x#
zlyuwEKbGqlaL>!bVs1jiTC3mB81u>c_Ul!RYzQgW-*<|8)AUO9^}#mOl<9lEAAoit
zRVn<?5i8Wmstp(3{(kl8Jy9A65T>^;ba4Ek-B#Y>MadqRF#0bmqb43<3NeEAol^K{
ze~i_NcVGYv&JwuhO~C=lbtAE1bFnC0T+!m$V2Y1~#5Mq1>CS3?HiLWetgLWhA#Vt|
zPo~>uLl2Ebh(7-Xc*~-YvDJYWJ6lv;LV_dovV)}PKpAYZAV0%D<>y#}SCQ&tQu5$<
z<%uJax^Obv3G*sCRQq|<kF<!vUVtR01{|uKngHcn+@r7H-hg2H<QEibkEal_{ksY;
z*E!Z)|D)<ogmn#2GSkleV(tB$E7^f)WROZ7OBjM73~l&$j6b<n)r_nwUYv&!aFhw2
z+(n&maxK$a0;ObO;0i|f4?iy-)Of{R>nEW0eh8%R&44)~*UjG$)QhZbQi!sAU!s9p
zuP0|szsJrDFVcQ+g5}cbd1%Jl_`Rj`u1i4~C<z6VM2<<LKt=IT7mz9!2NcScr$yHe
z6o2?Jw@?1d>o99iQb~I0NHXV4pXcSUm2YC#p(A?|iJreis?L3&OR)6~O<9oJIAzO6
zk3JpWgOL#j)W|<PV7MGDF5+X<SK&7M1olCo$m6l9^-_C;6Uvl5vifEu=fZ)mSC%PE
z@~YMLf=PtG=N?<5CwOJ3u6VZ!QEU2&w!&eKsn;%Zp^9OQM|Ti;D?1U_v|ag~BYpS5
zc2kPcY>4)I)>e_ia>Fo6N+y>3#MDmo+Q%y%Z<P-{8^m^|ruIgi%r(H@ADDKqG9x#I
z-1gXYq;nimy8qxs(ICe?oLG$R6%;mjk~<NfnR>Ibj9A_`fe2+Uqk!N5ZgzG$bHqo^
z2M7QF=SNxPc93n4Qr~LY4cEfCHHv<n(^@?8mktrSR~y0lkknbvQanPN=)Vgih)|gY
zUoy|I@^6PoyYQVq{JYX6#`MtVzoiU`&g$d1OdqM`kAT$GG|e7>=FJdjK)sHX`d+Qj
z<Yt5>D^poHXMVOnmFVFBc_=@6a@)P~u%rSbQF|=uu~3_}aZ&v^*amxx*6&LW?df9m
zmb3B)D^T-nb1SAw5gn@jC{E&*vZ1H~mf2D*)q7%K|2yu_a&bi;T<>bJ;^N#H`BHJ1
z#k*ne2?)j?AH}_N`SJH75MAqhJ=Z5)OC|?}Zq-r4CuuePOCL|Dso9QUy^+^5R&mmI
z5!>d1RTfpM^Z=;DoGOHn_NcK$z-ip6XfWka+j571z~kL8^Te6aeOk++_vQai)gR@*
zfHgLE-F1`mtOcbgKD<9^a4vuiF=f3F`12XEO%Tq4kUnv|BEL9oBq>r+W7mzX$p|l7
z(HZpVGJAcvPxY*la;|n#u?4q$C|w6xt1MtVVb{D|F5eA#E+9)bt}1@{*whhkRQliz
zDcoZ?1X|ODUro~-qMDt?KXL5AVJwW6FTsiX`MxLsn=0#|*5-VUF<qAPhj(}M0S=YI
zk4VsFeJsT;_(pKX_>(ZVxXljus8Z4Amm)*t>4t93j^n!#Du=eR>4LSz1`gMEw(5%8
z@&vedTUS4iBwQ;p^>7>_i>nQp1(wNV4b_jMR+vCY-uS4BU7b4wWA}nP>EsnZ@9Rg#
zNV(?YZ1ek*XBjI8hG?PJS6LTqkH}}HKI`KbXtui89D2S=#tSP<x6`u7H_Ub2@H29P
z$hdaX-+$MTfSK8xShu^d^wGMEcqr_|`o|A5l4YEiW6WCBUag_^lfR@DetJ<ooY_gP
z_{5E6<!|PRR7cmc(;v%an2|=G?JcG!wuditgwO@K&j#nwh$`~f0b7dsTWBkmKC!nw
zK}M!B$path!Hf-5urMFl@WGJD;;(nu5j#mm<}Y(`*XWh~X;VO0`qQ1@rFq9k=$|Oo
zi`?twDFLik>Fc)`6AaXGy{a>5^@_X45&4*X!<8QWmnizC3=vk%G&c4;fqL8EJ<G0w
zc+&;5)VML1nnjAr<z8ZKxFl3;$Cl~JlO1{$^`H?qq~))9%K0nk`rmfs<j#gSqK6K#
z&KJQ-&Qna6B!PcMVj5L33KFB+tUC7#Rr2fQuJZA9eg*86{yI9k!gnY`RM95bA!JsB
zxXtAtnU*DX3pLa6np%J>5H15Bj_F0gX;Wy$j*Sz^z6qeSAb?3UovayDqM|G-+pYrI
zs|nCf(l>ziw+7%C)rRE2?$wuBSFo$@d6%5Lkje&p0r65;X1O@&<Hz}tx**>Yx<lZg
zIiddVzxNS=L$YjL2S@oj*w~~%hKj8-bhlR$G60lAT=ktugZ@@ct=YiqP*~j-*AA^j
z8v};|$p`|5pny{2<Bnq{z_m!9tqoZC0cwkhRzX1lZo?MqwNk&*CXw;xjD9GOOxV#z
zbt+sQ(Xc?_V1oD5;PiE6Xpi*+1IHv?BQR{XjBEAaTZp5u?p7HUcz{8jQq?Bj5sf?B
z9KuS~x^m6T+dqAGfCWI%Kyp~?Tg=RzfOv$3MWTu_Fd)#*t%Agx!rC(ifBof`SY%$5
z$kUSqa1%V?9wEc3-rl4Mk#PtgUOyF3QUUHB<P?HH1ENaMoV{POK*sy`@3UwosaLx#
zGg_+g!>b|eH&QURIGSAzAxcxi>U<ivRt<?jMVeXwGHpp9g1t=NATz?L^>b6LuaN!T
zG83UR6wW&wtoZHPJ4?UDFpx2!ddJ~)4^p{(0(JuEJTMf5T82<Qr4?MJlJVxv6rk}8
zfF34KU37ZN)QG(5Gd}-Y0>^Oh^&!l(1-Q|@46Tv=Lh~X!(#<FDzwxZMxe*<CLXBA(
z$JCj+uwOQ9vI{y|SpaJc#Op?EhY_E&OHm7eOdiROZXp=415?#}mp1@%N#jmUjNOS7
zpM4z@16%GE_<$cmhrqW5CdL4vuWPSv$AA;c$PC}?P-C>qM63nSM+cJuXj;w}Kq`sA
zBNV(EYuigc>*|iLdrO3j)cCfyFBil~sIk1M$`KoeJtUhlr%2gz=i02>;sNj6`f;zy
zWfd5-!9cs8>w;2n4KQP|nUcC?|3oyBDy>-;B=#88XdDR(sbk9k$4@N+xK<gjkIRM<
zwApq<fK^hU_6SGz1frB_?Ui}71aun&&z`Gyd;It_WT7uN<A+~qk`u}H`dygP$ogZp
z0(%=uNgqd$0Bq9&?i7~sYXo_zlqZ)ZLr6b>7pisEm0cI3RQtUO1!SDib4DreX__CT
zQhD$T2DE2&_750AJ^vO3c^5`cVvVA?$WFQZYs^P3F6qQ)O^6a?JYeyIFlM)!W_ykT
z5TCe@N`b4!2m$Z{Ng-YJ9-XNH02RsTV1+ompp)Jbc0X<5LCec)gO-jP;cI&Y)#x$K
zlUF#+F1k;n_HP~Anm{l%_)m(S2za)iRVH)RNAJvVEvrlq#l2Xr+`4>4f`{yx-fG&~
z<o)LbOMJ(QZL3O{F7ke%6EYfSH!g4TguqZEA-Hr5cha-(vq1?P5;+R|@|jRneWa-i
z=fcHd7f#=y%26Gx4BGYRNkt$p@77yxop>ds%x-_ld8TQ_*Kk_&Ucm0P5aMpNBa=G3
zKTf{nawoeKqI--i;|1j3n<0XCC}B(^3bweOb+gZ*pFhu4<fJOA)$jX1f8bobGRHQY
zBWs(G1K_e|F_it%o478*oZbH^1r|e4EvJl5ReUBeMwaP|)Y<;!Lg6-(9pT!;2}@1u
zGKi(}FxoaFVh4{&YlufkS?m1-mrBv}NRa}evGZ`Ol1=4#(xoy^6(UygnrkFFYFXq(
zdMcd0Cqo{)L!O3Q_Yrz4Vxc5-YflL@B6eg|bX=~J)y)e+L{tyAb{@Anr<wUo>fQYV
zv7^*CQhV9X?H7J#cnAwEkFA@Y<b)mC@~R~5-zvs(>wr0M!?BgWFmepT75nwd{vs;{
z6sA>_3!@!~xa^}sZUP6=Ahcl!%qhfMMhkcw89y!<I8|PuzAa}Q5xpOngqc3_Yr~7d
z07}6A+GRE+f}uG9_bumqNDpe}pS!(3-sYk<BWPcp(ryNdRp#=T<Zgib?V`m%i8}2>
zEoN6(rYe@WyHrZv&^k<~h6db#h*g0X^le|N*JP~#_X!Xk^ls<KY4g4R1A2qXGWJ$K
ztC*CndK2q506uG<D#>nohMb}m;@^`853w%oPrTXVpFCJ%Kjz`@TIyjGiF(yvACl~q
z5xDuN8>&dnp4G*~XB3~xR<*31O|(s$Tg}l=AXF(r`MuP0+z4q4Yc1X(BgL<?P`<BM
zP;zza&!GlvvSeJYb3@49<=s`5>=r8>d0N`{&`Av8T(QAt)qM21=fLV31ggaH6^}}X
zQf38m7JkxcwhHON83>JX<jH`-mH>A{f4DWkY|U;$mE6^dJa1}7z0$a5328O53Lm(C
z5^;zo*}NJ#ioh7ZT|(My?iw>uw5jw<d1JHP07`-8n7V~ZlbMM&rbWZP!o}U_0qRs^
zgBY!Wq!D+%I4AyX*}1Yr5*_IAfvb#B%p)UDlw9@fAKD;NkjB+@X^XX^SxY<9etlit
zw4TtiozNh;lWQ^k^#duc+kik_@K?_OK3u*vima^Q`uv-2aSiqZvD39XL{Z>YSzh$e
z$UCyHblA`9)Gf@Fy>M+Sv<>u_Pdg>$ne8iu5bFcNnpMTtMfMby4zTTtZG9UC4V3Tq
zZM}6xZkxZ<L2h0PxkX00bnBoNP-I<{7_Gh`PV56crUpjUC^)#Zz7+WG?c1~`bqr~m
zbTB~m>YVOnS61>P(sO%>=9J4~GoRlX_W^SwJ+Bo`th_v|4rvV{2PUZ~pGYt`Essuj
zVU=AuZxLRXKL&{kJi=TjIchez*QI9zZN-u{zRa`ybr{7XWk`$Bl`81Cj=Xo{iMABJ
zu~j9*-03-j;@=H<NKtDuSY6d<jT0M*kV*Wr)uB~KOhG^JG!*V5g&SG%0P!DK=0$A$
zY*(6^Zw7N){;mh%tfm8t+_wCIW&bVZ@fephkz~JDNK~N*Y;R5$ZS)B?tuV2(3AcMV
z#EEp>KtrtJ+%l`dja(aO-0wqkB`-I?bt@VB;Eq+yd2j;_0U8s%rk$%*!tJXdJ~4EB
zWVAr9ud*A4<HmHVT%4&>ASY85R`BvJb7LmFw32vhtO^8l;8>5$y*>_hhBpQHvQM{s
z%K2cwkB{$2%F?S?u3yE33;k7C2)up|FVrRS8l*}1vh*x+`l3ErOn=tWwC6>{o<`r{
zg}(M+;B*@@5I+e&L0n`0${;T^_jEBTZw&;?#PAFc^-YDK?AaUW`hODphgNHNkutr&
z>v14O_D@XUVuknE)%@dMfZA%(pJ#ODJTH=#HJS~wBEKIXS;qU#-;e*>yjkxD`=@^W
zASIFe`STa^B8w09;A8V1r$5ulb(SEh)CU@&#ayXTT<-z5>%CoF_slIvMn(v`vtLXf
zOSz_${rdm#Bqtef2n-kC)z~WiKEmA43H#cBg2Eha1nU~{koc7^OP@~jwV%E6#O}uN
z|HG5nHOVB9u1Xq%ngOBx_v8OIOlSN%>cu<6%-l+Fn*O!Uj*gD?*q){*`;E*Os&C!8
zbuHokjejG1PmlbQo{j?g#Ug->o!`ITukP&Z^w02iJRRU?cf-tFQ>nbX{O;Ym4}e1|
zA|hfw^6kF?KfUvNZmW5Zey*&%@}lnkzQohI@rLe&p6zGPoN3+vBk#Z0+9BNY-$3F0
z4u$(p*G+|vUGW*Wdj0x!bnHQ*&-KeHD(TdZA3t^~9pL}{b{b0R>gvXN0aQXdflF9M
z0CS;m;PTOb^NCq+t(hS%*LwlJmrtwNHRX5c;HwL~cfH$w7Q`fiA^=!Qg;9!@n%w6Z
zs=qH`;U(JRj&3<m)!VzWGz_&uGtnFe*PzS#|2_G;Cr+OHasY$l%eunPfc;P4F)M1t
z^1o~F|Cw#PF$#dvTF*^kkEW-)3IW&v!HaAVnDSg2E(ci7q9+hAi4s5@yobxOTky6Y
zj52k|Bfh}!En51-H(O$}_s-6GX~e=7lW5r<FJ)c__x|?nTLFk_)UI~QV;*<B<tL?H
zbdC}{B>ov3uh5|(bhFzxJSSNNV&OjWJC*r#4V3MIo39Rs{+fD~ewzAPHscGxW%?kT
z*eBszpAFcNaTO)J&fnjE*q$%?tj*xC<IbifZw~<EyEuZ*SMdh;FciSFbpWqC04mY|
zULy?UqSg<|2x;43FASKOm;<^4f*qfHaT|Az%Nh^x>}~^wAm7uUXwLoGiOebk-Qw}=
zGpE!G%~Tw2jt-Ju?6xU%eqiS+Cd~Kr0(V0L!qt&7CO+t{p8tm%mJVv5nYEmXidllz
z>fg%^Y=>`Ozy6xr0R*FV=B;5GWyRFglo!~tE|?X#k9kOIn&*Z20Oga{(a|BT@w7T#
z3l0F;Lr;97Vst!f`K50occ><LsML{C5bdjK6nDs0WUHv8wlk!}EZ;b{UWSja<+hC*
zR(d<E;GEL%r!Fs(rnJ^g=XGgqF8xB>GUb7A#-P#4CDRX9AoyF@N-esv${d_txn?x0
za`|$a+ZsS95ja=lYg2pj|1@h1=dOXv;?ec-lKADvf91Xx(;GBHrS{1H+i4@})7)ID
zuLXxi$H1t@fN3gN_9K`{ja%QuPN;&F8sz2KcJDnr4?N<6tiIiRM{v5MZ8!}}27#Q$
z&`-tZHEIUEL#HVUgAYQX(m;G9cNU*i1TrhNAQN-Iu7qc@&B_XWu5F|-0g<Xoi#FT8
ze?PeS-W>M>4FZarT~g)66l5nytDm^Y=Jiy#8m9Yq%7p?i`kB%Wpg5j0-`^N7o7qlu
zx<rnj(T_io!d^=cns^dbZD3$vEKvMHNKAt%C@gI^i9oVOAnC5l^-O|YKf0n~twl)r
z+KQ0jB`1^<XKf(|tjuV#SS;oX#-iN9NB&vv`Cq^>5*ojHU&@@;<nBCP$Oe^z0Q2-L
z%rj13JeVM@twC8`t^_=y{sw+OpI&u&io#H3>3Of3SGw$-j{V@IiBuZM0ZwVzD)uzZ
zF`It}(9na@-Ko&E4%y6rP4V*ZTMB9(K#Y8sIuP}CDEdkd*aaxSrR<ngq9yPqk=(?s
zRlIWOkJqyPiqNrgI?v}ZeitEh%LW}`xB%I>uOEAI>Z^Fv#u#NgPrjtO<+XuTbfdI(
z=rxQ(UBJR8fG#|Npm3dp&O()6uJw{gJkWC?5@mzw3~>Yrpgs_i3T&4Ong`jE?^PyC
z+!6nwKJ4unQR7offyG-gAPJkz5&vS`a`~dC`W>E5F+M(?l6^HJBclX#Y7Mm)^-F@T
zOKzaqcD9$?^e|@PetfKULcfzg#K-rrlt{{q*d7VNX3Qsi+Y~83?E>;9;MUHB@|f{D
zNcoxopRvKLu0QIPXisI<JgRD9(U!1zvRpjb0@3GLX!FmYXQ0j5LXgT*FMqC=NE~n=
zdPbHwG}wUd3fsI4Zl$=AnmKXVCXZcxP6`*HrJ62n2dSzGmYz;eN!ZjR0Yhq6^7I}P
z^2ryxyj7aFBM1uGRQaTvEfaM(U2?$M@csoTYgf{z$)8iLp_7q&(+CBqgQ5yZkTy<R
zd!|>tFQ(}Ww@Afj{2JBq97n8eTh5b5zNc*c-OwKW=cwvd_Xmb`?^<AxKqAoyn7{ub
zQHJlS-%4}+csED<ymi$r<R`U9+j$1%!q<pu`p6&mf<{(lx+r!AX9fAP9$8(KS64;f
zN>Fq2Q7GF8yY982=H`8V<tp9TRVfbiF%6<c<bqW(;|Rc-z^!@*op>SUFu!M?y#;4r
zQ>@%=UG&O${Rl_<$7J&};}>#<4J1&w!%BUPy6uOwxWF|CdL%GZ1ABMQD2%C~2i;|n
z>b9$+9-|s3U~HnX@HwnsNGP@zbDQkiRbpQU(zD9y-CRcmU6n^5)QJ4`iHCbSUAmX-
z`}0kL`VL@0XmEclNV(>}P@UadnCeO1cne*f>DUB&F>D${OX1t;<y(I$aq_<o$CaOk
zx1zOjL{DNQ?m5>6F{A@(xvgN~Qp4017hAT|Z_ZCuKR*W=-jC{sN;KreSGk+QcN$B2
zO;t`vywPkQDf@D^R(tb|QJ0Q^FvPwf;G1V#G`;qVZ2B3CD<w%iUqSnqOzJstq5T^_
zMARJ}tvSRAef)S^<KA8~mBF3T{tK0ML}UADt-GGh$TJU%?o1g?KI<T`!dZ2Z=3{DD
z$LLP`346+e=~;Wqs-MloeW6&Jte+r{3Fj}eu=ZT}@ojTjW@kQN*sHnKsd%BDTT(^h
zH5(kMO0RHmk+(0?Pd^5o9o8T#G$4pD!6Na;J=67U<N856o$GwJC>Tl(L>>2#z~-%C
zyX#9m(hY+^FrYxhGtv>S?a3gefe;j-CP~c?TI#E6<{b*8>~?|d+zZl4X=##Fo3e_r
zz!OUuV&4;C@>dfvWnV6NsvQ`cvKZ?xEU;yUa3FI#+l-wHb?yNBHNA<Ils&&0x}+Q6
zu~r#&-89Ll@k(eRsJ_0mT>!v-iwbpPFOzQ{csc63-L!58D!_r-cypV}i81}IstTx=
zg|lZd=V+q3)xdUQ2Ht&~E?cuASoG%9lJoW6rj*ji;+K%?N;Nabs3SHtwW11ElUGPp
zSsqT_LqHJP?6kkH4tC$AH$bMF4Q;gWQ1}>?w|mgkYT#s`wOMe{rjMFzUGg{&RySS%
zEhFIV#Z;$;wi<=V3Uv!_)2g7V7SFd=-Fx%~tpg(>%tih;uFUlxC^*F!I3abc#?B)9
z&p$s+x_aXj*-mQ`n}u@?lIXi%*Z&96Uf@()(dE>F-MZ_a4Q50io+uCgD<=N6x?8@%
zi*iCNkJ%1PR;~rNZyw_5a97SU1`6Jxg;8wyaWg&jajutY@A!u3nX>V;#CHQx*%ozu
zo}Qzv8kbV8J$Y0Th`Krl_L8IfNO2H?y-vPtZI_*ebV*m|#Tt6{%7jhMT*7!a0O1m6
zoWxIpITBeP0!7VF#vt}&I7Tuw{~6Q@q_~uA<f`YL*9Dk$W@hFZwIm%1-_f>+>s>8W
z6o*IlHog1y_Sl%N(h$C0;0`(BpH<dhVkb{v+}12GxbwU@mHT05QmF20d8Y_|yj9uA
z$-!CL#2`k<d`~@57Gag);XenCp*Vf9fuTM&E2&?1d>-$$M?CtOH*;GN=3xbc(e{0h
zdNUOCmvf|ynryznRi>bIv4ty0sjs4@hp=8i2wwIl70&LFr8~QUEZ3U#DiD>`MNq|d
zK0E)hC<<tKzW;)u#q>HavK56E{fH4QO>7^CbKT>Qf6}sF_F9NhOv|R-{;-`8kt<SP
z;#)q+A)R;j)tav=Qb5i$O$7%aVHjQ+h}0p6;VNKA$91~p%YwkwOy$27BTV0`S&H)U
z4SpCbDYQS6cPl|Y0gC$g#bs;y<1598*`BLsC-St%M`O<hww;1pi`3`Dfxz`nL({AU
zXiIB(K4W!&b}_rFQj$Wf(f+gs@{qbk91$de=fTv0-%B9NTT(|ZSXt8_(iSGXKRG1w
zYdTj<(1MnRr}h{!^Y)*-^ys-+Dk192?e5k^_@Azk6HZb$t&fQA6LSXP!_=hmiMiOb
zr=>xjU1f`x_P3otDMbufL(JXPck%6$Rjne*^@euf<*_P&^%cIoW3VDlrr4s(zT9E^
z7Q8fgQh3jT*{@-Y)k+rD`IWT|LWmkQw{}~baX_k7PF2;M2XBvm?ZT&I+vayEA>uTb
zt6M!zh0Y~IHf{d#8LjLn;3lhm<0<x_geJ<XeK9Yt1%nppgk*q0!a(g+qQDiiH~_OH
z&NpNN@N5h<7jnRX{k##H6Qt@pG2RjBscxdEwm?YNWGcE8>{<%612Nbje!`IYnoELq
zB6MVBx?NLBch}UXQNcSAAf+ZN^VdX#?vl)jA_uUAg<c9;+zi^Wu8??kRuw*C)a-LO
zF=q_~01KLecJb+b?6_w4X%N0Nfr>D)o~12_0K&$av?i-odpG<^7qwk(M%TXhs#KYh
z>=?H4f{EB7Mr@<|4~|E@9Ez!*9jqM90Lt|cBb=?7-}>39q;WempH(2RM={u4{V&By
zPosHMUIE@SoM&SgQw@j0$oy|WGN$DCHO$=FZoz|oQCTGjMgyt9z*D5O7EWK><4Oln
zaSwph(oPr7?o-?!V`){olGsP|^t1VAU?S)uP~T#YOJXPU&9^Ju))NJr5~~O~OGi&;
zVV<G|o*qAbJpCye6N{PM3wTSaPptu%C4#-~JoxbT;MI$skw$eZ)^Df#O?1gM+13~s
z&7RJ?9hnL5$ou#aQJS;w%>u@}tJDoj>4H!-J-pOqui=YSnOqQu?yfntoA0UrF&h0~
zdG%q0=RAdi8bZqK6c&4he%Z@+y7bq_^9|war|mC)F^}wC^seo$n)TYa@7y>@SKHn#
ztTnmyvZ_8cGi>#Bzfgm~In>ZRfKm*8O~2n5$0iBTV?rnh4h0OQsz8iOq-ly@+#~M^
zW!cbs4c?tw09t>*k9{WE>+g^AVNyPYKr2CJFW=b7A8=x0zrLZ@2?-?L%z~pg@$J6i
zKRmBL5K0tu>2KUzly3l@ia4+`5|tg7D?`(DBXGxOkbtqR1I|OWX-`DobsD-bG(iIj
z#9Y907jBuAj`?Z3Tfv1Mg9qyVXaGHv5Qi_UWQ?HO_rK)XLLQfWn@wrjN+*RrjyB$b
ztCR;WIm*zQx2vb)<pXQR9TtQZF}OlBSMorE#-D1xu>ub=oK0PMenmCtUCF0lE#?ib
zEXNKK{IIGml=T+($NIC9+8?36u>lVvWc%9{=jP0I1aKO!SqOLMVgS?A`PgWUCea6{
z))WR~V}|~LuLn*&?ex|09k)w1FG!;M{gxJ1s%K6xGb}U8D?P{Lk${Y^M*y$!tW6M@
zY$NOj__hpZdAEP(kJ%F_Cg1ey*xu+o>RsFVX|qK7fJkXqFW&O-L;CYVrod64E<I`{
z+TIE9ljb`@DD*Z91;t$8tZL$>-Qqz}jDg`T3Vv;CJ)iczBrdFf&U?7@(lo>q;qR#~
z!sG3F=D!L4^F)>HKQKDio6(uGM~})Ks<u#ll(R;`b7-G-ZI4eC!KH@;c9IKJ>kfZ_
zc<@;DLsOmvpy&R&Ae#<pEZA`s)?rm-NP6@IKDZP8Dd*31wovF|&>3zwf7RK1kF^Mh
zM{^r@*4B+DHJJaNj6C8$=VLthHVuwjN&9%q_3E-bM&ggSdPfbmz)nkDl3^xADMTy!
z@4tIwjOoStgoTp7bIgr}B|8ROm5D<^_#lfGP2LANQplUbeEN?{5LYKI)@DY+ga-TY
zw*B7wlC4|f@FX?ig_WueORLq$D?1{T`42b8=4%W$<*s&e%w-i-^hu31O$(7=+K-Qq
zH@wJq#6Pi=@_GAcQP}h;l>UsP`^;`*r3aa%JOA;vpOoNwm*%DTt?Qlrc3X3LL|vM!
zy&|Tq>m8?+@d-Ex;22r8fAVHJZ**?IKd3sUV%U3Boe&I<+wAllm*0sp?d_Yl%uR`F
zm>xORx7Q{23@0o`l7x$#sB`{X{M@&VJnc&%xqy8q`}^;U=Lv^XvAns_eR9mJOZ|U8
zbz6IrekTNxDSWP={K}@P+@GDA8THmF0S)h`4;7{?cY8wnjM@vlpWUKV?pINp4`L`j
z2(^H#<Bs#rF8hBUYKT7c^Lr+8`lytNeAtVt?S}bU^D>Sqw>PIc>|!d5ld@i`9X4l(
zVvzl~U#@i}q23vXb6pdi7k)3g$nQn}OTEl3eo<f2|0S&WoIB@DyTd{?#n7IxmSDmu
zs)T!%++HNb_G^+3^_CeQLiW3rkc(p4h(mzGx&AuL`!Ej$ejn%iwX}@fAx`*OT>jNl
z=Lf&QmPF3{`5Bgxw20N#Xg-4sK)tU&OM3MBNpI*z=Pr#>Ul^s*bxe3MO3clZoAJH^
zafWxW8`8fQ?y{)Qc<I#9?X6F$wL5w9^0s{IpVV^agBicxH1xfi{#+bu7xV3o{$i#}
zC~ec39@c-AVK_K1=C+umxVLlCo_C}#2mZa4$^&NauKztgDUq-g5WDp$M0G)q%gWqd
zQDlCWV^eJvE?>UE=H?Y`Z>5&tJP>A=16E?tsxE`e#}cK%QS{7z>xIu_|5l~^dMVtd
z_D&qGv>mh7V7G{P5fMg+$aT~`P&*&kI=ZkBvw2?Qa?2^*w{K8IvR(bMG1$bcHE<hg
z-Alb{BxdIqnWE-fGCXWGh_bZ=QuNTrOD=2UFrpk#{$}7?z?Bj?dNdnkwd5W?f0TUH
zYk2a#$FHALv#XmR8TQ0M_XL<bs~CAA=bK$Gb3x+wWjfY}t{4p8xkm}MNj0mlxoP-A
z%_JC_P^-gDuSB@^+$Pe;>`G%LzC0g357Clu&l#gQ7AHkmSyp%h5oYl)<E@+49}Q1R
z)>h>vsHaRq^Iv_`mkzlF<dFg1941ib(nIEwHGr9Ao^$6AWR%x&6&-Q)EqGPumOZjP
zJSEWl7dEoK*_G3pRUd^PwEtIuZBiJiHf+DW^<(T*AZO3oWk<V9s-J}@@7pr}lPhbO
zEZ4`e{EKAt;fLp(?bc`GL+i_dHv<Nrhm0ou=r-6K7Q<s`_iLB68)Ev`q=B5KtYW^o
zDDAPL`M}t1IfRyH(7&U!-f&NYEAybMH;w$k9gO7~PhL8A?v6~@&q&}9kJ~W;Sj(=O
z2sI2`JdvGq$Gs=(y77?_{;sJXV9LtO%`F3_eXv~Sz#X2*e&iTdY1{bq(FKBE=&iIz
zqr&oJp&_VzI@@vQSH_1vYL$VsNzXS#RdG&&kA|@#ZSbcN;z^qZcd9k>Lvp%VZ3Q^Q
zf$P0hcMOFbi83bwN7e+6f38ycspQyEeCJF1bT8oHAC=F0rd;v(RJUAf$WzJRubQg@
z1&e^=Ndzsofpn&>J1qR--+FUn>!mNU)s}W}ZD>;grPTN)zLBiEO}phWffrDkz+V4!
zT#`Oondm#(9)n#>AyMVeY8S1|?&8a;urlh6(-rl$wq2$n%tzo17W{888ru4&VkVGb
zfT((HR}&yrd+gojx{{5L|Kg3jsdanij$VOE^RgQ0K>9M4?guk$5OrJGe^jk;i-kpL
z0K$e3Ta%E(&>4&`MTZ>FZ)B`@SxLzl%r^D#2D~RZ!}TF(pN4e{*)O~?($Muqb-6vO
ziD!OlTTfO4Bu}8(HVu2e0&;7EM%b^Pmte6rKQ}<kV+cePvcQC&<`}S7bB)z!PiXIK
zF*mRfd?UcC#?iaSOt4|V`A_Et1Nn}h($7m+NE&MD@Wx?0If-laWo(eQP#Y|^?l0Ii
zR$wM;A2RzPMKfsm5)3Lhr)p$i&<jMqg?dLrVo#}~E)vLrI9FXT&v!^#Ygk>(i?Rin
zfu*PCw(g;&buU}jH*jab=6{1_Fu#qD_o#!@1AtNt1wFkc5ksnE```d|v!gzme4?b#
zK3{B&4j`yge_>tmf@2mF><Xas*aP8>5Q=4h@%MkA6!U+JY%ac&U`l<4MowqMe_M*f
zT|C1`8cmy*+1WJdOWXjfdS1?fLAiJfNXbkibjG4G(gVwqW(~Ou@MYaquk0TS!(9_?
zuwPKuSG01~*_=N^9}Qfpu(}Tc!n^TgCqJ^e9!N3-o|%{FJF&IFR0RPzSwHxwM}C1z
zdwj|zmzTym8;^PO9=KU!U2cFB5N-*6KsZeIu1(;LSAv*84|smai*WN|`;Z0^d5d}8
zG%!#ZC9nJi9O7LDhJXA7^5M|_&&C;A)~zoO^@A*XCNxCo)(CBsW;+RjH$+Pc4w>$>
z1Y$zM^bs`mBd0scFUc{yhPmxM#u8^uL~P88@n-O961zJ(dR>$3=k|OB6Y2TD_ncR2
z+=x5wRC#*k@1ti{1rCGEC}WSO;t?A#t}nX}5_w1H@is{IJbWUl5%7Kg!%+k}i}A%Y
zCoK&vnuP?zpuDuZ=mzF8kgr{!)M%+7#1{BKytwijxY-tY3D*h8g9mS6I*%a`8puWr
zVn_}}t7`y_lSi=SP8hnQ(49sQ(J=mb>7tVdhtdgE@RJBu8m(<#1v3;I1Q}XSSA2uL
zK2}la*jSBtto<3DM8V$+Qf_JJ0Ws06ojHjJNTGSuUJ+o9_z-exM;j1TOg;DiN4|;|
zX;fMbmM)$}NRD7|UJ3YSDQV*I^sTX95VZvA&x{+E2KcVk@vR|#6B=ThiZ~eYC<W3#
z@&0X6PRi8(3#)<&G;QDoz@)EAJ~WPRhdqwykf!LorNOY@6ByEp8^49Y$k^C})N<fd
zngBydVQ;*woLmPl-$XQ2ZkVwKcDt;+y!?Evyk*H6aL0l{Ry5t$0cfwXfBeyGR^?-F
z0#t0@P2OCDSF1E&LH9}mdEXQO+2l>kK{uhL4RiOZ0-q&c^#;?B%D7*TOaSZjodCpP
z>7MUkp*e0<)q8Z{IGDl>0kXY+H{fj<X3N0Z2?djdv#B~frh_?Woc6KwAdE^_m(&Wr
z=$P!KTkEC!_1iafP7o0HYletjU2DL2XjSuRp8>JPRHir}qim3TBdaNc=nJe{m2`~>
zRM-r=QW)STn*F6<UWlq{|9cw2!FvMCT+hfw16N_tdV2{?Bm|*`!>ubG8<cqPbjU>E
z%5ZKdrTi4&>r^1^Zp1@h9hOStdUME_K$?XK5Wmwl;68#C9$1vq0S(KgYr_GWN|8Km
zf27<+zr=&(z*D~=8^C<IK&l5us}xK|a7-8s+xeF$YYKwclt+no4VC+J*X}5s7-9<u
zLEi%pW`r)vK{kPVW#yzE9Y`$7vJzM2Ves6ss$t5Ko6AG!p!>;sxd*QS_;0H}cRLu7
zL26d)`%L?sw#0AwIwroaQF)<A{uP#GWZNivo7#BM43Cvk7+c-N=cnM&(Wh&Zw6xOt
z?(A6O5DaNh<smE&le1zv7ajFb)koz`f*FVspmP%nI^2xrP&Eu7?*j|0I~q0gX>bcI
z9v2A`Pg3~>RjLcvISQC6GlpJ}ng?O7m>|opkEWm4POAUOL@cZ4i)P?G2dx$FL!-S^
z8FoYU6BEBPg9DuhAFB#58h66;6CXPr4^SgNRYef-o@>_L?JZ!Hdkn5Sb+dT3CDb7x
zpwcY0=fj5&vjaZ?wYSjhPg$xfwhSmT^5}O6Te+R@R$vW;c;5GcKy<f2{=(m(KM=?%
z9&7Wx7Y?(zHY(fSzmNZ+2<`LcV7_=Ei%xkk+FdbL^l=-Y`uo((ib5Lecu6x&rL)>H
zAo=E4#7(X$=8e4rK(;)vtRQ6Jq7G(TJEouuXZWjJF&1>Ljp7fmaB`Gdc*z!UEV}~_
zDuAfzc)B(MYbH@uc$!BHF4)r*&5*5Q;vXvdbE7JCjK$Z>BEslF6Ea~h{*I3AX@vxl
zWK3vFsaU`ymBe)o(L>9Mnf`za$UyU;*DuiiUI61a0a2es?a=2IMF%SKzJiU|g=zPy
zX>w!U_PFC)Yyfuv-$@eWA2xTWN%X_)>q^phe7Df4U$s8RA43U}u@avTcI9}K`YH@V
zBc0SvTR#Nb`~jFyNUKjwtm@}a7O<{#f75?u2e4$kShY$bq^}blu@jC0UpJA=noiK&
z>=U+9`d?gqXFyX;w>6524NyT45Kt^M0i}0Pq)Ts-P;9hNg7glGl`7Jt1dvW>0tvn7
zgGdvQ7NjN86Cm_nzd7-F@B7{RNB?j#bLPzK*?aA^*Zx%t@Y;`0Vh8*iaNh|4uDdP7
z+nz<@pou@ebIZj3?o9CUIW6_Bx9LMQp2Zdb@`tcY=N`d_^}4>#tgWS2ZyDXQgQ~AP
zUGZ0HOB4@)W9uTo+_F*zyDj^{Jf7*cd;3Epiq=kSTeOERyFuV`c(aFG-JZDknsMHo
z>A^B7Fdnxh<A3_cg`WiB^x%W%cXgCGI!pt3<TRgJqVk2}V;19|P*MFU47c@W6gY?Q
zK3j-OqlJ@20X#0&f7CSmL4K7j`>`q%y#Rz6KCJHolmeR3LZ&Nce;~}`Fel6&7uyw-
zXSWxEzc-<l>3+^>Ox<^EnidQ5jbrXZ;9wj&`D9z{VS)G~7z`HGW-Io*usmyuj7iL3
zx{bLU3l$&~O^vK*B?#ZJ-JS=OKFdkIj3oMATJdQk-M7lGkGCyWPSDM`3*;j1+P6y~
z#C*@3nLY6oD->KphdQ0O*m*|Q$*Q9hJ}d-P#~ZZc5Eq8;l)g=}uMj=*INsM`h|&4%
z2npO80{!0XvwQBJK#0coEuzUXKd)A<o^$CsTB#wr9r+Z;HY3%gDHE@;JKtWWx<iyE
zy<yR3N7B$Aud;o_->(zaE3kOW(8oAJxYRXyOto{Ni2qI8^WH!zs+Evpfzh&(XS-I@
zWjE}#73L%H3KumErd@P%wApivbH&!N5q<zMoED9$z;}kb!=Bx}afTIEcyI1jGnv?u
zIL>?>**jmVn>^rV?+aU9`8qx7?G6g2B^>Nd6jZJD<rzSUx-L?}$ji(Puf64FRA=(b
z{)e>BI(iC?iwcn)_`=N{pf=FxZ3Z~C6tsNBl*Yhm#^AUVPF%C`<!gx%=U`B4ZIBav
z-G0^)YYUE{Zg-m*Q*(Af=iBkV@zKiX8O0LYPzILd*M1aZ%r@}Q(Of1QkIA0mPY<$~
zZ=ZwZLA-ciMm4tk3BJVf-v_J~y}M1tBfldtAONwDS8mgY)!$U-jEFAU(Fo}rz0Ol?
zP%VZ7@hz^OVH%{^3^q_}2RiYHfzNKEAie+D^2!k^o{PI-d3rg|=IE*|c1SF|+-1bM
z`#-z}_(|gYLC4p^)|s5N=0?Bf4x8auuESQn=S)XdLSZTGfKICRxeYO93Zt^`SrBIt
zI&J@tLr48+HUS*@uV0R97Bb}?KO5P!5l-gzz0}TNr<JDwoV%PH&pDRS!W*_P22U~E
zWXyBWN)lg><prq{&d~L=0H9qUL!ZxL?`?Lt)vPd^o#e#l@(6Rw^ftZ_l{^5Psn9*?
z^5Q~|6?4zgtYN1b0m9xmE<_+~zvPR{l*Y`ZWBJNt+&RHqYe#oI|9iC{LY-aq>T`ap
z;JuHxZsfPF(ehEVIcQg?cduXTNDajx4sq+E%RfFNV8aBv#xjEeqE2)i4}Xo9cO3|`
z&*4rz=0twYZ`rZ9+3%3q=2ifEZrtAOh(Kz!P@DETw%gl@ohnRl2VO<A=AGMKFjl7k
z<+%^J1!16m)*I*_L~5=}Z{QcJW;krNAmN2>`?D;<-&^6VTdcVAQB$X|usr3C=iX4-
zpv#z{U)rY)+#_*u?wM9E?w|PwmUz6P%3HbA5pL1(s7kER*j~>x0QWKx4S%Zx0)bm)
zuH7A`Aeva5PO|wn2ngi22VD9uLeaCXo$N4kzDL~VnP(B)_r!c-o(6Q+&eJ?;C^=ZJ
z64KDD)oO~!dOC4kt9o0~-C?pr#0sBOVJcCN)wN4FzUf8}Hks4}r@lS%!|W%As@}uT
zZPs;P-~wNPUJ4k?o4!yATaujUE%Wl!{3{Z0KBcWic0Tr%i+IZf@X`7z;8;HPFP)tq
z9JP8;40JSRPJ0ab4g-hcSK?bIgWZ1|C^)`d-pQk;0uMCx&Vj|a8tH!G*|tDoaPA{4
zGr6)B)E(46Z#PAVnF{bA=3r#}SK;b!73n*GXP-P&;BC5K3XU(Gt|nHuTU(lReP+9)
znWJ57G$L#Gh>>0;>TVs7^3YIMZ^c@Uu1X2*8hk|*47p#Z42*1&c1P=FykSW8aBXCj
zSp<tGZ<A!~y8Y0O0WF;f2pmBgu1oPklh&N@Nm5!pYS_f#NT-+CQ2oQ9gEG&(GJ<Bf
zuUhzCRn6%hj0dg1*MzS5?v7svfw=E^I6NiezTNJ+w(|Q3I$GDO%nz73!w0mamG?aZ
zn;M~bI(z{>u?w!HcP8Y=7F@-U$v$!Kr$`qO;z1l$0sf#Xg2rjERM~a<=X0Nia=-Yv
z&^wpx4;=5x*|#}h*+C=?x3(%{jb-|d*-OGHRjeC3c{3NDs+oFm>(m*dDgI|!r*!+N
zkFXDgKz~Y`+kj~g)0uJ0DyW|aOPU6ut_MOBM)QDO#={LUcmTo&7#0!Rdnc-cKdgVR
z7KFoY?E)2&yDbPln4%LDMUyp?tncc^i<wt&%m{1^0$ntlRG7}BapSL--+_B>0CHx2
zSgmmP7^~gyE48pM{nAmT5rG92tDsoQ6w1d$ZAJm2t?NIDp2Ot=$AflZOux$Z&)-tB
zz!$tJLY?stgs})*sRhyb%t+bh77#4RQ7e9WH^3g}<o$HitjOs@wN9#hX8`6YLkqt6
zc&b39-OOD;*GaZ3FJd2li2<5z6U~vHE{Q`@HtoafPi7L>+o6#A$k1#Ah2Plotnkx3
zn+2nSS~$XJDf0Gix91q!LFZLrgG~COn4aL7cWv!2Q<3H}4|Cic=fTVN+&M&LInwC2
z=l4-j#mGwf;6!>*?U_-Vnq(C<ffGKdjw9K_d*@Duu-YF*9;pQ3<49hi?Khz_@}^52
zK94Gfyh53U1aH$k0Y$&XH!V$ZOkzxFSj8BzzzX4qh3!CItm%|mocJHa5wSChuwPw?
zg>V7&c51uDrgB%nxZjEk1Oy#-a0APT$rmzv+m|{?se%|!dmrT4wZC9)Gkx8Kw6BhN
z7H$v$jFrq9fxApVWDIRM5^8R3*`tI_sRr=7po9e_n^_(~X2>72ugj$=O)EKGDiD}=
z+=IOTkhTXTU&x<c4A<UzXCtOl_@gLG{fi@<<<?0jEgae3<ir_kn6}AqqzB!D1mUK^
z3Y^}@<1a(ojwX7fz>5rrQ*l>ufPlMRL)h>1*2-sL4LdF=aLG|?TOhRv73wh`F$E<W
z%RNEHPI|axjvx4*gZ2IY(9RR{t3#Fy@0%DeJ!cpKl4Tg!LM(+&>AhN$=JG#8N<Q5-
zjw#vhyHPliTCwByhan4<Pu!+1$H!V~E}n4v@oVBJ>7_|6yE)^FDW?5)?gr@&l6hS4
zT6jK<RL4R-|No{$AgZghN(&7VX8R^w)gNl<8t9(O&As)|_O5~bODF8<=#S_{8y6#K
zK_0l#fAbtm^}_(BZ!7Z&5#p&HHP8{Lp)0B_b(1%jzMA&tTQR4)t0mvcY`0$2&hWO}
z`fe1vUvD}0e=-N@?%DuZZHp7@E@uq^=)?`4(^q&PrNuP;Oo81t30Z-fiWAsE%PQ3;
z-&3>1kJLG7*Xs<)7PsUBB`0F1fy`XDYxOQ);>{fE*`D}m;;_}W?>Q((+?99%FjBDE
zo!_DK9x1Fj<;aywlph|qvf)GQ8xn}=Ti+0-#VS)A?{jVK*7Ef`ZsMQM#f&$WXh$E8
zS3a?2lMA#{Xj1WRu+FlXBEG3$BJO)9wPk>vekExAlhgJ^Q0>K*<C+3hg^+YlQoW?G
zLizC1QX#FflV`Ji)2HlYe&#(lB_YH={&?_#E4_Atrb2_$oPX*W^PE*cZ&{v2gU^SL
z<LRj7`OA?D+qUmhlB$PD0wAFs6A5ZWBvY|K@JG7~k7J>uVtfUq4065l_v*U4T1jX;
zSt<9X>fGm^T-Ch^0E7|_Gkyz+VEp~-0vmP39;|Fm?o3MLul=#nL@DxuH4bW1h6taA
zmGiL&Ux|Im^{gZ17PjoKKUb)kcWp!l9#&#@hMzP%sIbP0lCmfI0Jex6Vk;A$^;{GL
zKIAguGnBaCfm2+nrlAHsJztX@73S}BhHu}9Db4XbEIWVzeyjoj__eByrFHjYKMTy=
zupJLq>aS6DBw&Q%=YRb+nVEeAvu0sph46H!m>O`a?bjvhzhR}c`ZFCRlvUm+f~$Aj
zUY)s)SDBN{$mia$_U$1rf8B2(qXz3_e3jF?H|_{xlDO}vyt!yVxd;0L{&sz8Ds<Xc
z*<pa5$HJJXc#tnPtJ)T9f+#D7*-O7V7$&bfvCxyCv)x=F5Ob4Yk{+)Ca(MhtX^4CE
z9sa#>NQK;0%TIakHT3bIl9tLS=J*Mym}d-Bd$kGDQN{3Y%G+$#fie@H8VxY#+><P-
zlY>jaTt|;)Y?hxI`<hE~eUI@j$2@xJ>4$IEZ@;Qve5WZO?^CXtoK$v2@73Ndmbqj*
z_(l!_WXwp|=hXc*R;W@zIjXb}H4Tj(e4Q`Em$U)8VR}(fQIE}&!iLHy)N6FlbC8*R
z{xW^RA5ei~!zr&MIcLMe)jsUD_aWy^oU*6ErZx87;mPC!db?pRyWKAQa#x^`80o6m
zENni$6mukSN6Um;5(3jvcDwq*ZmpVS>;FvcyXz~u`cf%w<ytn>Gu&3w)a(T;Fvd<<
zj>uKBL9x~kY=BW?)IV_n)Gdu{^1;0h_CY3$uNe_2vcu`(gEpCa6B2<wYN`5UJnIbM
z!+0c)_*0gvF7S0sK<;-TZ}NNc+M2RIqrYgwY*d(oxya)bc?(Qdfd(yA?!EN%^ggr^
zKez55@qGIKk7$k_dj38<+<n2-qX8l*XFweI+)EqC4Zgr;&0d!sTislV40^+gaJPfd
z9vNnz=FOrw`CSx9njwWYZa6y;rqS`2^4SQmKgU$cTx6>!_EWJlx^Ifua77O7^i(Ik
znXcOcrs(Py*dr&cFV1D4WN)VGZtw}fhd=hG@>Mq4&5VnS>t2yHKgBD&;~@}Dw_~rQ
z-L;T0bFXS5>yb3-Cdw;*tuY$EoW<$88ctVL@?FSIuD`)^|D5^ykStlN)j4~g5D%p-
z5)a%|OmawaR9E(1J)!!XURh<-DAtU~9j6f3NY3#fth<P3+wYPh$6PilMtF#ej?3qf
z)en}D2e%wk;OO}I{`82Oc(-I2E`Ka(qlbRZeTF79HtOQe`!(=v5c(ZuH(bhhmB?5e
zEiE5^%BN7QTcWI@&RolNLu@r-<{1>+=+}09(m;dsp}$-2^I2RUfu)~2w1Nb(1-u|z
zfXRZY6+X~VUictlK3cqMIb0ju4R?(SS^U!yX|wJyWVU3OzNd4Fm9JK5<24`O1vC|(
z!#7u1hdK#LGxYhJl5)63sbq^Ga1KFMQxUQ=F%4LQ8<7?2TTVKT0?U~GujsyI{o92n
zG&4BXBa4#+wGMsrEX8@{RTzpmatRxV*`$s3xM$%3kF&)WW%OqUXuvQ1`D?Lk1G-6r
zbs!;@cThNIyf3FPc{6Xg>R_2AQZqj%X2)tGJ!5UY$zROF)}DZ&^^GL%fixnid{Vzb
z9{dOu#pu_XuC9m?c2shv*NnhvK_x~RrK~ggZItQn(;e7F7e&)K@U3gYk!$p*QS(6A
z!ZPI0f)c6PYtNy>3|{S*4gC-$hqzMi{vxKji{<CqeNuCBictetqb*p^Yox}VQ~2e+
z{T><<4b!ZyQ>-9=2XgnnCYaas4WGRdA?y0Y{iu`HvD_=I>njHAW~x^r6!-bGy^4ZR
zP8l8VXM|@h<AVt&V5N3}mHJqJV31I^_nI0$+r+=aFaKk=U*MXIYDImGF7oG)uJtf9
zrGIECpRL|lr?Wo{f7Zc(b|rMWf0xVdYyZLWcCng5gQc}lpv%AypWUIWX!FLTmtQBM
zIJVsKQj%-+IoP1oukPO<d0VPdYpCSAgtS0Tq_ikHZ%1qbJ!7G;zo;*QTpC#3cI@f2
zvf5a|J?>YPpfxHRTCTV2(t>CBD!|eU=97hoq4e)Ly1z?Qw!=pFlb!qqHfLwNpV&<k
z5)u8QR<LPcIl?AOgVXG47W=I-EjQbk%t$ABZ4~RknwD?if%WJX?r4_vv-m*|@KZsv
z5zyY|QOK`v?G2N^7mPM&*8JAzD1bWr80fdiN-BfbITG5{dWXc;#%P<TG}M>KE9TXE
zu~O2`*E4>WLmSc1hH_VJf3X-G(Ao^wmPxe4zy>b4yGt9fZm1q^mFi>-3dN9aBDlX3
zJM2%`11?Ct-5K$P0pek2PdRm-RkZ;4l{9HeCa$gd4QJL*Mw_K~+}dTX)oA5WR)lem
zir4(|Sm4JY+RaFvD$60!ng<f+IT^B;1?O@!Phi)y;AL}P1ic<-8<S-Xvw@ogI9_a&
z{W!83dJxlVP6{bJ=pa)6-xEu>DA?O^UsZXwcxJtCQD=deR4yl_l>siOZMKbAQaNRT
zDE<JCZ=8;6|KyT`3MWs=3%9X3{bv}@y<Z-r4ExOFQu1|PV9h)uW;0d0$e-VxT*L(1
znO4tFNhOv#*d#ce0l$+gNcm=^Htcj{%SAR++$gs!bw>8o6;fX_@GBbPv-h!P;_gi!
za64UD`;2T;`yufuu^DXm<l@a~C%$+xw1<pXDBE!3C?Zs_%PxzIE<OR$=H+*vcrB2>
zNob6AtwtU$JuC7zjO!#08Y0a^)YPBjVQ4815?)<%ZQe6~sw5F$4^&i_DPL?5PNv_{
z>R29N!rml2ZpCj7c4@5ddn<~OeC!T?xD1W}?#=oEtx`V^Z>Iz~)xenaLMNVYm@5nV
z3CimT$9d=uN%l%eiw!4Px;>I~2Pezyqg!{9{)3mEvgDw(Z?XE;uquZlco}Sm2)rG^
zw77+&G6{;a1G65SmIRkP6`Bhw+zBehIwe-nc&P8niD6rM@A$2PBbJ-*hHKcL7-rVA
zB*2}L>`jI4a^fWo>)^O$tzDN^x^RE@BD!p=xM2^9p{95uJn;PbW!iw$UQMYGLw!F?
zwP;>big?`*HR|H^#n9u$>Iw}ePP^Fw9g=mvqmNL1d7qI($?LmrV}N5b^KB)s5GoA&
zmtis3+8SjX7+uV=AB1zic#$Q0TRB*YT&%x(aIoBkjQ0=}sOY%yU1e^ngxW2jVY=Rq
z-{W%6HX!;y9?suM=~8OfV%Y6jQ%c)eFp24enKh3$G}yu}3pz%2?(l>w{ke1OT^h0Y
zhJTV$vB}@>D^oZYZ=#2`vmNC=pu0ir*OWx>48nG*zoO|ur3||8K9|s&`Pm{50=lov
zVm@{T4ptXzMl8bl{e40wc^fPyu5od#<%m?z3N?^tlgfo|D8<)G!h218sE5GsC{|M7
z^tMiPYyG#y(jCdJ<vUTcgSFzmQlBDn)VN2<oR$X(qPq%H^~FVUC8(6D%E%|_wRZ>m
zemX$Ff)=du^#pKJg1$hqTU0UOjWwB$XZ$k^Tx++LcgqX%f7{l(FcLF;GdHg7PZ)4~
z5bxyMEL%yI?^vI$e4!B*?(zfj8&-o;*T(^guig>N=?dc#KiCd2;r#}F!M+)+h}St;
zBC=l`<u;r@6Mm%EYR%fSlP~ddYwkEFOZ+nH)SmyXyJ)UpxX$p@zxQBg>a^TOgH>BA
zZ^O-f=nZ-PzTuDAuhwfg(#MK~jYmK^FYciw>uNP4%LKbZtx}>FHU?$1U}Mw8gkA3j
z+#jR5V+2fmpjoku{KJB<f@Bv0bhYW4QZ{=}duI$zdo^6Ub8SO~lbz*rec|kvx1s4%
ziX_b8Y9w;&ZX(ldi-;jnwZ893Z_w~wSiN1UAU@mPA~mOxG{u<=?R7qC$`STSvQ{V2
zpuQEfJnZ;MS~$CDYXLu1(mg+x&gxdzH*xfEEAsH8ae&d)-C{lcT71LfcM<lM1PSun
ze&1w{xy{Sk#UF&huTfphgPl-`yeyTjBfourz|1uqXiF9VQP>+dZ=yXH@jjDLs&0VL
z;x{J?h$Dat#<TPsWNnSxd;xU<y{^*0RaBvWaq(<#Sp6q1uFSFn0Wsoa>c%o{PyIUj
zr26t5A2RyI4j^sS+i8~Hv|l?Tg0)+WI?W52eO*1Y)x`+Fl2?VKqD4jk3<HrFfOdEq
z;B)5z-nA|yJq(ifzCgjAhfobNl(nD+;{(zM6l3sb&Vxgyp5FjYY80+rLiXKWdK0sW
zLG_XrDJx3fIwU6UmcOKN^$r{F4>o5(o#)+pJ{#lph=(HD4AxH0*^a+`??VYVh9XvC
z-%-3jkNINPa3-hm!Y@F!@6Tf?zDk~*`{#&2|83r)k@k~dzA>*6ESJLHzwZVK`(hyX
zF?uSj8Yp=dK{cyD%RWk^>u9dGIf!LJg|ON2_)CBV^AjPmU^>ONFI$*XyfP7lTT`>-
z3a?hPIfU;JSr@l9QnQK|Hnj7pfCjkFQh}59ht>D3{3ttI@<IA?S@NUJNc#;Q5t%Oo
zJB`|9yEzT!S>5|^>A4@x_l?v{A$#=^9j8SCMS1yv+B<VP1mX_QZqKB8zTwtN%nS<)
z)8M-bIM-$6wk}U(9GAV|&)l4nGlx#8`kJaPuU{6RT`LcIe#_4smVBr)y7DCNl@m+%
z-N?v=tlXB9HZTp9^6bJ96gSVTO)mjeqYfo?FhA!{^YcR=??S)uZP=xD5d=`A!-Aax
zMPF3?d=12xl`rZaCw9jlnais8R+LUX9KA~3GP>BB*xcZy9H{L5G(%Y!RNBeyZI`ax
z0ueNoF5)rsC3BE1EUxme^Vv??gd`d4tOF;)C1wHo*$d<h`98;hkA0qnx91I~e+C1+
zw{M2TF_m^jw`9?2_q-q7i?>YefJ5iC8eyE4B7pF9y~f!1{df|}EED{`V(#ghuS7`9
zNfx9BNg<)_1gWn8$s^r*s<jNIJ83W7Rs?18bVJc{R8)_V`)7HF+4kDr7iJ;pu*>9+
zcO6@VU^izmF@j#LtQEe^n}yNxb;>KpkewDB@}DY92c?>ZQ^fKQA014)@IzETU08qV
zYSv4??WuU5saTWbp>!aCW?STqW7r3BS$QIzl1d<njRU2EVxXXD6zCcQL7>POP}&NK
z)3*%I;zuo?-uwkBNBgt2*Z?C#wO`N0r3v@wZa1hq{acqC!o3`?V>Cfr${wPQb^o>7
zpKgVcRJOj1OOdl$ZGQ5bGhW(1=Jt}O#wSnAYSvUL|I~0G4|WlYK8f4)Q~&v}#GHA(
zz+ign?$|#EKBx3Rsm;F?H_(4$&SrqA019a3*?r$=J#qs*7peifcWT*d?K^|cmP>fG
zgGCx(96_`hRzR%x*_h9R><0+baG((ZU*#n5nt38sOW1O@RRTliXV?~o(~WOjMDIuo
zFBvN@KFs{xp&&VNN`%wIdIH~u5dX4Qfr>Kt42oHRMY?+HXa>lsxhHml(mJ4!Y)~=k
z0goEMrpy;t&+_GnlR(13eDW(1QoJuzA4<DRZDiBGzi(vpKQF=cMLUSDM(otJweHUx
z^`?#0;{5Ucmo}QG#s{*N8#9C9jAO0FD5O)o)2FL9#EiY6g3z9^3x&)Z%>@@q7M1>Y
z>9c{myrABcAzbv9OW4A2g-%Y24;oT-IpfR(6~v-ufP84Y(y1d<x#`Bcz8PH(Jtk*1
zo3?(m3c<85%xN;$UsdK99bo!&KxE~W(VVh#9{xBL%HC5HkPr_UbRPbG>DvhQo2H$=
zfN&BCz}EwS=#lyE$wn@sAUkik7El^5V`te2MGq|(y$H_Huw{g4SBGqf@IZQl+YVuG
zf-T@fww!U1%+5bA1THcd)h_CmgKz{E2TuS$AJl^`f6=|R=7s`A1At~#q%A`htpmxG
z8)zSUDfLn9c%UXdqfJe9rGR~q+c9B|4V5z5ECH^~x(oZ~-#@wJRoM3w6S&u$lX=lH
zZdlMEhOrn}Ax3)?_!lalt%?QJkW@T{Ewe-L{u}XT=|EV07HkuUj>yQy2LH2C<GF|f
zibchstaK{>xlgZ_gdLC?0@^0;4d%ezuLfI1O-c=wXg|5;UtRVYS#g%{ahW}1@bQ!`
z9~H!}K?U*zTbBP^yQ74>m+>Z-L|(-dhipE)DweW(XP~nNX=s|X_kQfc`>l4|jW6@d
z5LdWyLm7|>^P$RJ+RKu^NY1S<v(7LJ_5ldT2qaInk|p&3oA2Ttz%@_q@1?VlwYy8V
z-)f>FFElZNYlNspYB~>HBPqB1onO0kF!E;48?bzDzE4`ury-4X#oLX)>}dPBF$w=M
zd&*KaH<p1B3;29gLAu5Q)EQ3Nx)UeVg1w2K-vU`|K)rVdYNocJ#1BeMK-Eg3HOS%e
zLICRLfJzW0z_BT&6xoiulx9KUuSq{EUsv}fQ`D<V?zRuhR@#`HSUuu8y^Vp#;px|W
zfz+;`F(Ydtm{j&?hS0f~C!^}#L$fMj4{GR!+<BDdHnXHwpJrS;83IC?w6@&17kX#B
zhB9(Le*6eAr|Qhwk5MUNORQ32eAaYYS}yrVTWe)|N@q|H_Zd99zOBq}7<ndB%QdrV
zqHZD-9|NO}+Oe>3O2UkMt_UNhh5F$1RE#6Ex4Z7Kx3(Dj#Hp6y$o=m+!`mF8U{}#J
zFHQ=|=Ssn*kSfJErS*wvHv&%wk-s%BQeEK0PIJRnFlImg^q`xATc$Sg*H;O7$EKpw
zgM#2;T^J>@SS~pDA@OO@DJITAYa<*Uu4nj?_|Wd>G2YMhp0fN}JAX8I*A-to1UzF7
zr0ve*_h_A%HU>{q-Md8bj@(+|nW%;xmH6v)%kKX~pJU4c<m?g&eoZn{&v7A6^3m3h
zMaA*Jiq{|eGG*(f*t;#TYk>8rXb^$saK(^P!+!%UfUb62Z^TR2cLP9!PdcQSDHgr2
zX1A5PH^G0v-LdCcg)CPmd%4@s(ue54OKL_cpra7O)L;Qtp}P=}nLVVnTqPC&{FKh(
zZ+mG&HLsBuphlc=;(LY*N$lNOkBg?)z$1#elm<s3H$}8yhjmEN{CysQ5n|V4sa%0=
zWu<%1GTja|^~rJg=Q`!0%Y39?5vSWlq>+vC><`*+4NxMxED8j}*Z~E<*YIPX?(ehq
zD&-{%cG@}^X8KgDN#v{E(9Goy_cjj+TaMtw^J>+?+B*3vv^MNaP24Zk4!5^06Lb1~
z+Z^H0d`v06Z;18!vqR^avBWaoCW)aME61kh`z72;>Y)ccq(I=X?x`p4s8u-%@(JJL
zc2AcAw<i@E(ix=s^Si)i)#%8JZtWbz!cNd$x@ZQy7Ikr~PsDQM;aV7GJoL1kwt|1Z
z)6}Hbza!dF*1WmgCf4my22wO<pNBg#)BXy((Ch4XCrJf1nQzSZdgbfYhboH9#3c%z
zDk-aYz4heO80c}NX}6O3@1!FHzLeWWr@#^tGlT8$ez8m^=Lpq;zIP0pZfY>s^ETnu
zB67Gj7cF_Mvg5Y1XK(&MBl!=j6c?fIaMB9eeP2ro4}K_&EMv^D$~9v7S(#fIsJ$zq
zV)NHg`vrl1GvM^qwAD%NV`6LCtl0iL^6B`vTaJlSoQrOW)5oTn9Su_D9$s9Nv}E<m
z2=wcQ_xvN#?kCbHvn%sx$GiOqSuWXP8agjjZAU4awi0WQbs1UaeWNcv$5cVu0*zLY
z<HKH><g9>Y3<vV|YPs3NG{fziws+=t0{Rz({r$nSX$2H){x$sKudw<?-l0l`QPRU^
zu`jgS%K2fGBg6fb+@cXJUwKbMPS-l=9Vq8`*Lg6#Hpv3ar(!MzGdUd>eXTHIoO96&
zQ8bj!&f0IdpNJoNk;{dUh!^x~y7vjcyw8@Y<FvvtCoIf$rHdG5R1+I(?okZtz^P&`
zQh<_2!%XVDs!8`$@2j(GccLsYAndX*>I--!I^K1#9BZi|lFC~aukcxky6L_*bumqE
zDaP4guwM-_;%%oX3-F~sdcRSCMpJBddNwLR7XUCuxc7n12&!Gb&3BlCx5D0}@0GT+
zPIHSfp_F5DQkh~bz8QmR1{oBZz140Av-l2qK};q8ON$z*c3Gcn49-l1=rRJF8DS*Y
za#KaZ-dfPQ-J<NbZ>B*GyH5_intMeh(#maDrN#ORv}wV_<8*bZm)v>za55>SnmbE;
zyfS5dLUQS@N`$2l_P3aIMMRz@<m>ThQl{XXPc3bZ9@R(m8MzKDu4}P^sCxFZw*qOc
zVYgYLBc|TBvQKEZ=&=?yFZB;wYWYhTI3-jk1^#`wVVNE-*!J$7nOqNuq*z&;v3+w~
zhg&~wfaey!V`ZleaLAy)IKX6l?A1clG_=V!a-P}tcQ)3mQ|H}*`QN{<W+Q(?Y<@O%
zqqU<4kInKKJdfJ<Rtbcanb;)^X8AzJ^WWFrc1*lsb$NwOwOP|q`)5C!e{f<6V&F=Y
zoC)eXI3;zwO*g%pd+7lN$ZNGFGt5`?jXayD@*qYeIWeJ7>WEkbbkVg@a0y0ySUveR
zulQ9<k)4zIR_|uB?y8cKXZ9v!0%PlIHCMbe)?7gBC0(yXO_1~kr;F;G1|=HaGu8sz
z#IViisoSF@pLy&odbg_QL(=|4C?SriUT-{}ZLo=u955SVz7li01%gy!#GsvarNVzM
zvo3#s0;O%B;S(1y>hVkBeMCIEN-t7PfM&P3VJ`#Y`24*E;(q*_`Z2BD2-{Imslsy=
z{D3ZkvffVlM-#i@HnQ$8yRq#3w$5eTnr29-ar{l}Z~J~z!!S|nmod&57C(<_34-nH
z!IK6<fL``xwRYELiRJ*jTk#|%f#?Ef{~Z<(v&#6%(oHd`Iwa(JgDuu1KS6ZoBJVhH
zpoy9-D-!w9#YLk(Ibf*G+{#n~`T*adm#1o2YXqST^bW2mM|~MM`^x2gZ<%4(1j8%4
z6zXUBNjW*8`@+{i){5zw0zj{gZvd=>O5;}bWIh185H|ap`W|mQC5y_VZG`3c;h_?o
zO9H~Vj-ze-oP79Gfgi-XRtK)9?Bp6Y)M0F55rrv5@4^^)OCtKFkL3|!^|b=e_4QX+
zvG*69&zS6cU}f#QHZeOYU8mX`5-0=)Qlz2)YJcjwJui_a6Zfn%ONC2oJ8~w{ul1LC
zvu`|<d><Cmxmz4<j~i=Uo@PVse0m~rnEMG8n(5wKd!#qeJzBm&tL;Ji`UQ|rmd=ZA
zV8{l@mdRQT_;IQg%JS99a@egi9^#2!u=>69eOSMdgQz9vKic=?NVUv2*soPMXlH{o
z-5Tz=zBS@ST`xREFA{}>CU;{z9vGgbp_2R37&1}q{;!Dm6Xk`?_|ql|4ffru=>j#&
zs-!tzS1sv0gKNr{!}AxUV~Vnd>Ee{GLi;wIa@VeGst{@$Vty-vDl&oJl>`az+b_D8
z+-!3&Td48EGNL2tO9Rc0&-;?u-k#JqkB3hCP(J+>#bDMN`$rc`>`V>Q@A#aHj0n>u
z7*8_OYKG#M#G{4i-~nT7RX4-u=NCWO&1yh<mMYf_+Ic}Sr6xndT@BpQDYLR2r)*US
z8QzWn{VS{Zr~6H+MkPM7N=4OenMQ>fDWB%g%aSF)0-n`<LU|T54G%nMNz}^Bu0wsR
zn%msjpz9zuKKwBzY+CGF21CR!&YXo4GzrD&H~`2~@zFyz^@B`9u6s4(`LQ)td1SCc
z1M#c4TP<Vx6Z^PUpY!L>v!4G2_GZZF|3A=4&p}gF`>^Rwp=yuK$Cd^*b6UWKy=3p|
zcWOZ9Dk1Z{IqS}w21_g)1io3k|DE7TPx!QkT`PX9<x<}0lHaznjD)s6`PHX3zN>t2
z0)O3%%JbhV`$az`wqHfiUSzm9c9uKG8qqyXZDm9`7!RR?ac%)v1#^+xf~_pc%;zq#
z_r+PSJr>9->6_^pFYMhE&dY8Xtj)JJb1Pc48#=uL9i=oE=mxwpLb<cMhr{qcZ`=-1
zwAoWapc?G_bjwFbhdj<6k5anxpk<`eRi}*8N#_vfA<!Og>DGR5Z742zI!X3jMEp4e
zrE0(QzCg3Fj@jr$jrhRpP2ZU-TiywROgv=v<)mWw0T>^28Y<Zga%TF?=3lp=zrV4K
z2rbV`O;f?1rgORa^JRvO+_llF2dv%=!myOIpFjMwto`@fFAoW_|9(hp$Jl?!HD15q
zH?c-B>updPF37ojHpvgGOxr=!<7sD?o)=`7opHYrnZRQ%p@rz{PzYSmd|ku=a#c}B
zuquD=gMS~4P2ej`9Rqha8tJ@nA~3xBg=j`|3Ahb{i#8(<_ljaXzWg#en$&xUv5o|#
zXM<hPcGQK|;-tx3;D^$PX^*f%UaUNxWdwj=a~?TcOl%|N0amf+jMR(IWNi)M$HE$W
z#ywA)`#BH$pwBZ*oz1bfw(pb<ybU5#kYWG(Q!loahiT)}pQ65bAHgao^@W(U`-t&n
zxaA_AFl5!6Y&Fl+^Gr=LR(kn8h>2MILtm`}ugb60gn+e4s9Z0|d2*SN7i`e-^<=*f
zicx24aYOySZ#N5LaoPfI%VVhh4pL4b#VrjAft=kSXN>Rbm|9-1fbO8L#I*8tzUpVW
zZL`=|Y19H|s!V;0w~EBPT>8529`9u^NYDy&U4e)A(pda^@%s7<HcO9S*>Q_Yo{1vh
z)9acAQ%gUF$te%jlz&xD8p!)BsP*wb-zen%-)E)4v#KDiew=MXrf^;hiq0Gi%PyRL
z%U3vhGB2Px;~EDj_<Aj<?FwpusSKH*v;QiokGdy&@a}48=c%7UL)j@@*II=_o|GnI
zf{!A?1%2Qe3TA)CuTdxVc9}Mq@RCgDU7%-AQl4d-JJ%ddX4kg8A~rXZbn*8!Ij}*V
z_zOloi4>30(TNN2ZuqLai$!O^mb*Kht;<yviUu1apgZa{v{Z@@B{Dc~DEl<fWm-R*
z19g^uWkj!2H<;qDuUGXc$Zy`*b`hOC&werQF^YBPM^163CuQDeDPu<`Uq-%_yz7%;
ziSceQc-nRSyGkA~G_iX344GeakUWLraa}z6t~<c6w;L#)1A+kmdP66<hnX}~BgBm&
z-hCX3T<b`z2xvf72F_J$Yssg5XLb89lseCuy8GlsXbQ-kL?`ymOMc1*Wu>JP(D_{0
zYNDo6lr$9^R2V_z8fHWw-4@<}J}xVv=?~7<e^aPk(IkD%P7CcXX34<|?9Gg?#nwoH
zv8i}GDLaunpZX~9*E@(JWv&?K49MpF-5U|oVIOD9*Xev+GQEYED~S|0*udn24Zt9%
zrXry<=GgczI>5^~SdPfqJ`p&YSkU(Xsk2_97X>Z>OJ91PJ9EG7f4LtlzecJh<Td{k
zskZG6AnUX~YNiHu$PDr*uUz)cDDKrj{2r8$2KCSc=fybeMNS5z?kpwu{uyE3o8M%T
zt1V%|cZg4LgC>ocplMz6wT_2clnoOjL|OQ!0eW-ccry8iw8hXL`Y<{NB@v&PtL;yR
zA)jz$S^tB@%(ZLRL~9L{2$CI8S+FjiV$<kKd$QbngT*ttT9<9{Cjukaf?I?_O2vsj
zhf5JRz#eRN&_3KpkG7Sgp*u-Y3c80CC4WmAv`NmhM-*Mf%5_WF_ZKN?Xm_~1xpplR
zO5+>z>Y0lz+{8-V@ht4V60!JOvD@Q<21wo-gi7pEZ$Q6e3SFp*l~c@)G7m!X&WkqK
z0&Y?aBc}m)X~|1|!GT_bHa*`Qx0&)Taz^vVHexRR4L-Ih<AdkOZipgNSK#af5A_wd
z=wD5ClU72H_Q=e)#!WZ){QOU_;tk!sitZJjg&3scuf24RNY&M&)ESO;Dv>T1E(*}r
z{!plY^ipEek>gtRmdqnq`F@(m^_=HwV2-+!?CCjetTLN>^ekpAhhx<DehuAru)&&I
zq)R`tfRTNXU3*YKU|*8JMP|bpw)-3y()XGyjHiL8)6AeNCaoIIe(n<aQw@v%qkwL@
za0EJ_qcY?c%RgH8<no$r!KYzf6}SLQ^m)`@1HD4IC1!7d#!zG2hhE%)B0eIX!3wuE
z9Q6#}eH++)TOs(N{8mdv%ex@i428nMjI{y>I)I{6wOxkpZgiP@Z&vbyMQ1<uyr#6H
z_F;4&@}a%VBcbK1De(4K@~eqe0bz`}e^awpLw5GFXZHA={mbXT<1tc{ZKMe%$?Yri
zRjN%II|#)^e&=538LAX^TXL(vb)7jM9{IlKIhk$i2MGlk@~Icl3Fwb)zE+rW0VA<f
z+d+h^ptbuRJDzF^JvXSYZ?O2K-?p4%_Kcmj4$TAb3=chY<Z_G34{x#KpSxYZH|wlX
zGzdjNw7p>*7y0;9Se>zfeh2yb8{IMVs^P?uUlO%WIw9io>Uk{}z~z1AtYQ0CB9Ih^
zG}EBUMLi(7bP?2}0(5zOVH6H&@6mC}oBgSVIue8aw1%K{E>MfrY1r;Sf)=+wPYWmj
z65*3|iGwjF>a6cORn|1qj+fO$d<-!M6PdXW7neShdsez!I-K+*?m`rXa2<F;O%)Ui
z0hnI+_D-kFA`!^O^@5^UbZ#yWB?ARY9kHOkOm6E>Fsr0<ng_Y<aB62`7&%~MVxDCg
zxNnq`>=MFo1tn}10ySnh1_NtQ3LG9(qCF1i4it`fw@7FQ=owZfhG#C!Y&Xx;KD2f9
z`RlC|7`1=31+9W11r#8=_tV>N=^M=ssPV)Co<C^oYQk?^0K`sS)bDS=<$%Z`8j!vM
z4z_K$&mrcZg1S>hu&--hUr@(xq=5C0i;?TW9X~$JjAH&^iMiYH5NrRTg-)f3jq%s1
z-swU78vPL!w+$MVnS$Y*n6-kCTkPP)(N!Rk1=!LBKO#AcfiT!~A|A9+h01t4mjGxB
zI?|3MZ59Xaw|gJ7TOOo?PNh59^q|ZX)PZC$F#3a(2H!kbKwUoV98HczXMK@8^)7G@
zA@K12{bMqhFBUgZ<(Vpg12KYC*{vwb&)l-Lkp!F=k%67naq!itvWx&m`np6m<EEUP
zx$mY=gIP{?He$9fuXBmmov~Utp}h-maDGey*v!9Yf$jpks=D{lRM&xB>I~5g)ht%X
zsI=ZEy*nHUdmqyGCE`H)lP$%YDrE#(OQ3vtJ8>93qwyp0H#`jky3ZlH)0OMp0n&|o
zwgoCq`6@BsmxI<9>VE9LP0cV^02$uP+XId?{u9Sk^zv?X*^YPru`y1>EUh114b!%)
z(&XssPW%OCuE_h^{88V^yF?%jV-A{TcP@dPTk;H03w<g#G>~VYy1ThJ@LA~~f)9lE
z>Pa(dq*nanx%C>ddX=@%2*z?y3jar6-wfgu7_np>t4*J%mFoko$hfR_UEk9!&KKXQ
z1`HB@k0tZ7U^J`7Bn<BZD3PR{qMI)OrHOX3IpzI+duywy@i?2GiGZc(oe8^n;|9Ac
ze6+@sUfLh%0U~;{!vWNsG0P*hO{9PRit(?qO7^U?*@b|E`wQGKm9lTrUOZZ*&3e7@
zPRq2L2xEiY&DR0=AK*{W8Ku&KQRGgeQO;ET``U3awWc&P4aH#_2Z^1diPsT>5sWrl
zfoBHt$No%Pm5$Da%>7@v*w>BETRS^Fq*a9I9~(UF^GOFv`|YS{6CK&*S3(1jk<ps}
zL8>1M6K`DYu*5W3P81<SpB@g<#8f0FYQ=Of7!thpgg}q0z<V{)^<$|xqeG!Xuo}6S
z9_u}I18o4bd%f*X2hN~8XF=P$cCiM~0kCrw7?IO{;W3Ozf!FDMOk$exf&!SEc2I9`
zl+os<iP67IY@@-6(!dN15{txG6IPANQV#1fZLH=7GQ<{tzT*(+OM4+P<6)$06{#s^
za<h5rJ3-UF-tENGicaI;d2{^<r_L?puF70f0vt7FS<bHSc2A&R{hh$Rc)rwsDcb+0
z(hO0Nnub#SOthh_8KB0Y7u1uWfuI^FNGR$7iNFM8f^i{CstaDemBchn8v+yA0Ydjo
zQqU!r^>9Bturfe3&!WbxEO786;1XQ6krb5HmrL5UA3qX{?mw5Ou5-9m8}An^mo#7;
zoQNM;isSJ7F*}>^@g!KQi}^seRlt)7bxHqUX{C4X{My|YMg~dm?0{sPHo2#kNzjZa
zy9xRT-)p0#QcO6evbv^%oGv0jSvz#ZlZ^azlOu*VHrO41tsg9>5~B6#C4)i2x=Q+S
zV)+vjs~G6Y>3@LT7mERc1(2*Os0!}4%Ryy(68tN^qANi1{#Q%XHPjeX$V1oz9RZ}f
zY*6mTQt_;yZ*Yqw7bSclb`4&-bz3^u(ceSjo@Un_{qSo1*w1S{;}!m8DsE1bY$^3F
z@uh{cVEa(%o{s9rR-iQntL_8c)P6`#7DylQikC0R8piqd$!`393acARO>zX9XRHbV
zwZO1s*cVl0kF?WKDZY2yy4xl_wCm^au@7NeG{~d|`|`X234$ARG@S7<SN5B}MGauP
z;xjKJXWuf&i0K+;R!nsrTua#T4y_P}DB8OE|0bQZftG5C(Dpp&BzoCRs$F9CW{w<?
zhDz2>Nb#O#Sts?Xf=Xn46_qzo!{N1OheP(oQs2PUeh-IkJs8`#mPs55JS|8F(0$um
zmOMsmIhn&Nch2R61%HR1@yevy?trF!wxr!vL{qb^;#_s2D+X64ma{l8YfA?DuT*Kr
z&{mK7d{RBDfIcRN5Am~EorfG~d#bJ5cQl{r92S<%bQ@Bwb02x$9P10zta<K4&V1Td
z9u4|P>aH!n@Fag~fXdL_9j1;7yjHlC>gm_%Mc9@t)w~w?$Zbk+f2^-F))X4Z@OghJ
zZ{2a(!nm0dsO42_#X{xt3DA1YFNfRb%$I=mev@O$N2op{2V8i)%K~c~bNxbpw#Qn=
zSg)OY`~r2ma9?|<Y>4@i`+oI$ng_dVqBL{~@Vo%m5b&7i3+Mn6QcxVzCpqA-tK_`!
zCg`gz0Dn(Dc6_T&TQl7$hFCsO5$mtjrX@Vf7o#A7j1&hc*yu<HQDz#c(g2VOvSzFE
z8=zkE;+V?$w)yMqZm2*%AV0EmRr&t?Nwk=>W79$#FHqQ}LLZ0RBSZJR-K-ARJpjRV
zRJ4q&AM6dI*tqjN?mbYBrQ=DkU{-&Qt!rd?o0&>*J)!DmM}$u{gL<>5DKZxFmUsmJ
z{)l~jwCo^$?E4%2-ui8(gqnb2<fpy#+zaCf4S%84$S(hG(lZC!niC<R8v(E7fZERX
z5ne9ve9$;0J~Lwe%~l5hnuNm%f8eo)>mAL=6+U5MPoAx7^fgwW%g$4Ah=G_p6)k=L
zdd;mAUzD%CHO^Rv7sIk2x33D|Xf!ez#IRO<NFn#jQ=F-*>8qk#x4U@QZ-ek4?G+Rr
z=*BvlU&-Qd)VRzdfaOd;MuBbwTH(WeI=Ucuyl8qa&F#eKA5M#PECyLe@fijdw7awG
zRDZWauPaV@U90??yKmvNvEz{*#te@v6zNoaGE`%qemn3XM@D#ouqxlG?wGr+VJ|dY
z8U8{q@Mv!J-_Z*J>D1#V0pK&Ia_?vW??@_6#1k?p%18|sUe<(sseSN)pmYjalroqR
zO@+El+*Y#;Dh?Sn`nCt_<QW2vDLgPoOfj~5MxS@XmbM%7%&zrq6^NZ-6(*{}rF_K@
z$u0LIWk_}(5Q@PNzjz5;tJI0z5=9qt;?@y{h9p3Lv(%jRF9BLWp{&2EBcRHTZeU?M
zU^Ve_zyS|>LWxX_u(L@cSmkS65#3?+^;|D+Q5&9u0$%~6pK+$rB?i=lOptms(yjtS
z>Vi%jAVlD6(}>4uZAN;67nMggYfdsN$Kt+}^*L37vAk&MZM78~n}DiT%D-=Vo${v2
zYymOCk<)bH>K}%ZKOm!m?Gm8i1?i`o<O6+~dD?0a_l}<lcSsy#8;wiOHj<$)8-N18
zXB7W?7GN(a0IHgSKl}D(--Z7dxRUgmRa9k)kD&Q9S@d#ZJ%2|Ro@giN7Xw+TvcJ*E
zzZ>vrcc)P_1VqzT{~iIJ7By^uk^<Ii0%TX};?+nYKXY!+H5!$i!s}g-@eQF6evLZt
zVm$}o>qUUv3$?Tb>j*&Va&PWf2r3UO(Qyvuucq7VS_5F!vQ<@>zt{o#D*BYK(tixc
z<TwK2J1znj$V=>4wI3l!vI~74Qp@FDul^-51QaLGsplrn+RS)~K3!kXxCOyC=nIsU
z63gf2EGs9bYth6ckhN|n{>|(ffls<3LG&R!`o59sZp9zS;FH)3h2*(^w_YZDjCkkI
zQI?K7iQSt>bCYg8zsU?%yB;Nke=X9@4HsWOwrH|otlimd(G124y0^rC3b6K{jf(Pe
zx67Di6!krM^s8z5xLd7gE=a8D)!B!O4~v^>an<Er+sJ-Kj4y1BeRvx@X-H9y$<;9S
zpWs|@4ylM=kQFX-P1d$Gqb7Ns>eq`G$%1vDzP(Gnwf`BfQ*UZu@=FE^MItEWB1X#E
z5g6$!w}<X{iR@Tb+~gM%8D@zH4>3%QbLT_9Qfzu35_iIk%(k!f<5^P+JjsU@vVv5M
zM<~WHgdCa`lOZ<7#g#<|7Kz0ld}|PIHyHEk3aoK*D>q36zi07vQ<=PM<JF3LMwX5-
zZhZ|F>2K~?(Wt~HB(SpS3h!t99T^MO`yhg{c~6_k!MvqX9Jy+F4aCAlnfD-TLJ?Ac
z{=PJ@vN!K8a|yn3#&Kze8NjXx<QIVSbEFu}vXpePq||?ug@6X0zv1l5#+t0cGm#0F
zZvO{j0H><0yP&x5NgC440V6@bNT0tU$sPs9qB{QfAb$Cgc+$7F5y#*;vC!<GLMSv9
zxY5*X2t6o5JVE$l8dYYfL*vdP$8S<^4j#Kg0a6T)Lx~<wS)-75k{$uw;_LkB&lIQT
zJR%IsN<=O(N9BcPWJ@>x#UdU<JLTMLsYn(UuNawOuw=c)5y`F7tO>%6PwygPcPyva
z>STA|%DnLZKt{(Yut)B&C_wOt>=7Z+Lv&}VfB&dc#Q-HNq~D{YKXo|j{+^)x%obal
zFQ(t+QLIvy_8#oGX@6C|nrC2|Cn*wsxf*rd6>@qZT4$jX=odm}yGcP7c-YUeeoRyw
z?OYF!2;H!d=p|C(^y8F^BNskJwyODpCu)J%1z4F&tn-Vn?3^c0yTAW^p8_T^Qi@JK
zI~<;{>(V&%$}tFKyu=Qj(vwO8Cp5Hn!FLTyEHJg-<P*DAqaO<LutC2lFeh3cj=5`-
z=aiHdN><bE%?>gPp*|JHby=ALDTk*puSbuU(IIfva<Q;m;4NO=q#VuIz4X_>*KH9R
z0vGknkylw9%xb6bh8M)RgxwzZxoH7@M5!h;$~np?y0KAQg@>Qjwv}hP!#I{g-pB8R
zuam?1GqP=WR>&(}vh!ELZ~ujcb+G|&Vo(e05&1W;tooS{oj~<Bn^(B(dA&|2Tb3#~
zioT;~*8FW_Kn3*ip{A}>uh5WlFdX?I{mDzga)ld8{GJ>u;q+V$JpY)JnL>ywa02mn
zZY$)%W-&pujn8i({Nr;=;(pOVwps^q2060G=A<iPOlG|v=Sd3sC9wr|+IzhQ#MH;_
zSQuoKUU5)HN=IpC1;h6z*i|o95=Yj3{TrcB_|^JP+E+EWW`3*_Gr^XC;)Dw7{v8Tx
zWKQ)N&*onipx>dQ+$N+U;`1l>-N`2Qz-XjrGN+VMSzM9LCK%%D-&xrjDT?f9AD76`
zQSa(09;TZ{-#Pu2zjWXd`}+dYS#Figxt0-$L8y(y66M6?N|ovi2@fcMN|&R|=9P90
zrLMA_&QRPbUTAdw#xeAp-}fEuC4NW@A!pvUwRRTuae?D@#f_3m=_}aQUYYcI%fP0t
zwaZvZtc9+Hp*|x+zzlk!7_Nd(zZ|()ZCgkly1nV@0lEK_a)6Uld+Ek-(b7MWb5el%
z@dDs-^pi&Urm6yAoRe&kpLV%qpmnAYL|%PNcChQHI9R5<Q&$@<y@SSYBKTC;(Yuaw
zep$%M^@9YE!=8t{ZOWW79TK>+7B=Zrf2fgFz??n`w6?XZh*w31Mi_QY1M?W87~Au_
z#S|9Z`;#RiMpZR{)pAf7xS5J4)1czC&(EM0#3^NM!ITjygbE|}CY99^x?{arb^`tv
zcHsoCpF&7Y(%V5(Fyi9~OI`4FKlT&0-pZsH6VqJ*q#Qhi6YA1GVg$Q?{}r7lONLSk
zYp2%(++$MwCV$OC@Ki44GCq0nFZZZf=Hlf`9i7XzKy~u~__NX$M^C%@Rfs2klKUyK
zP@?@wmcs)SS1MkjSP>o^Q{k{Nn(+Cnay%$;Y$Ta>I=el4wS&Fcz@z(VLZ)w^hT|}m
z_I!<r+MLaoUNG7}6sFU?CN$DzfGPYPkG{wbM~6NCRq^UtO&UWxk8n|^0VRUX=86vH
zFV}!l5PI@>f?dzfBG{`s0xAJ|iQUx7cYwdI)k3GHR{{a+H$8xNtN4k6wDSC3%82p)
zE^|4W2P*|;CdUyu?RfHJ*hfo7o{#5IY<51{NXHgCzqKcAQPXul@!&E!X+Xi?kLPpm
zzJ=036Q|AG$P0|1+HNVF-qxT3n%fyi*6X0k?Rs5;T${r4F*cCiwPJ!wTw*DeGO-;#
zKj`MY@(j9@x;^baW=fwbnKG45gRyjHMacuTcvV@|LqD}qA%X2Lr4*~>d?qYAC&wN{
z*h3Xvht!~%$Col2EGAIt&PwRQI&CzVZGh`euts0zJcEnpKhFZew*_oRLybpkKoQ0e
zXrIM?`jiWrHWEQMyOoY4(7Ux0(p)wz%N7nfL8Uk)o`LK!K=&8?YMOEUy~xI)7ND2*
zaK7u+_uo8qQS3`J-znhwygIOLw+%kO=$@Z<019^A)uiksjNi74JLtSeQsmMF!fopi
z%DKNuC~iqVLZ$0X;jNrl`^5g8;=~6jaB_*MycmBU9?^G-oy|5jC(GK}bG7S}Oo}-;
zIp?hTL~ri^@ktWEp8BD{9)Jmm){i%~<Lp2?KERAm10q^zu25*sYMOE49V?NZe6qJ$
zL6$OU=M=(>zg`wB|M2wM^!j|zoFfI4k2QgOI>W`U#8;;n`amO&9PwN^=1jo9)&2w0
zWe6mh;sYh?S|acbE$l+TR`Yn%JeVE^dE;@rKPVyu(YFZ#yMFT8Mb=B^RW4beBggzC
zlR#Jpq0ZOyb?h0SJi!2_@YW!+CHEe4D#N);SuAq8!p6PTpu(ZeI0oM)-K6mJ+c92#
z)F=q<&fNsB$;!Zxfx%#&3RVDhz8g1g7^x+I112gZRYjfAObid`8gnZgMvb#^-##5P
z(vpEyA+&RRKHKEOojo5H7x2>wnhyh*4;f!q1N7|E0QK}@CDa4~<F)(*#N|1ZRcacp
zZ()0P=e(Z&+vqdqein+3-9ND7eQ1k&-tp&hH#$i4JnE^|oHMC+-fDk>&Ybe=6Dq}(
z<ENosOb{9hWb0mTzyg811Q8${tTG-B%1pFC54eI4kcryA0Su$bR>jg1WZEfPc&@iJ
zV)o{D$wr3KqX>H>oX62r*ZVl+gRP$pvj7_Atnz-9c>hgv2%tIjArbV~Fa_l2Bx(2A
zOh6%5gL--Z^*!S#WooLl@xqjO&ILo@D%Q&N&?5}I&RtX-OXs@grl0esb4g!^tx$(Z
zN|lPIoc^)2d(;_F!y2Hs;0_URfsB_AkYhlRfbdig)KhbkscxZq4uauz&zzvrtz#eJ
zb%alXv@+~-DCdLrzEU!cYyYL=y5b$A4oy<Vo=5=dIy=5;0jzZHbUMFJ@bdC9)VgII
z>NErznht$=91QyT^rb7G3BPpb9_T2VPXu?2?lSJdGW~!PFQ|DYj)Nk;_~r@rqUduO
z5#fk9*CQ`xyAWY2Dr%tOEI3Bqr_$nS)8#?lsb@aExeBC(HbE$KMjJfp>;LjtDV#+l
zyHp%Vx=g{uq&$&p%`ME*5?30CLAZ5ByY9<WS^C^pjRCKue=mGDHp{jH>74S$X{Xq8
zde0<_Vc|o1t+yJu^K|zOZ6U?xE4=(lFc|^QM{Ab=mK{8ddn$2s>R0kX124CRUI{)*
zX&7*^N>afS=#tZgcXnE?MKXGu&e?4q>@ErotbiZl74P^cOy~VJV<M}(@wB<DfC#+7
zLFx}1r`jV%9+7L(5<LvjCen=}<;pyDi-RF>@opK{&QSfxGru7gV80>QTLQ(o$7SW5
zK4N4YQcAWVQ`(Q4Mea3%F4<2QKmxuyn;KA#13Yg2O~p=`-@D@A=9rjy6FZKbc$663
z>}kD!M)aO4bw-kn=5SzK;zrT@lmExodxkZ&Mcu*y1&=6l6c9xb8%hySdXXYXmlm3I
zER=-ad$AwsJ<@9k9ciH#Q9-&1ozN^00t663Cvexs`@Z-2p6C0mAz6E`HP@VDjyVRn
z1TzayC_^d>nFA&3Xh1f$?~3OEs(TrbFp3?pg<>@p0gRE`Eq0hTKwu|?H-lzv==<x;
zXLJmg`nLh&V_~u`CGAg?ml*E9IV#BFBP~J%0Rg%H3}`jyzXb<Y%4=y<fhf1yddv?}
zk-D`7Ncw?Cho7O+IjzduvwSVAkMOsf3Bu?7<bj44xQj(ze0!<(th4mWs7LXD?a1W<
zky-V{uNlq$1`0NYU~_r^w>$$cQ0H*_L)pCe()A%n^ZB1iW0HSiyMIAWBIF(Ljy_bz
zgn7@(B=P*Mi0E^d{A_K|YNsr1%fRW<SG>k{K@@0m41)QJ$Au%0fwSoW5D{GjJqB;u
zlHo^Py-!RY9}K*_0?bLB3%Y<-&a;i*PlwK%*ON2h!j)-HPEAk{#_u>z#+M%v5Q$}H
zcPAH~7aU3)(ym*?R8)?xKyUET8!@zCA&?T{<ty^Al;sSh=mvtP{MBLw2qqZ;fx<P-
zmFbq?qc6ZSX<Q1rV-tjHYW`utkK~iR6$<|Rs~>5XNYIGZ4-%g@X{x9!F(^R2t1~uM
zT%)Ktwm$u9GxWTb6?pH~14TF)2<L3{DOV1^pj$Y?F6EIAR9w+7j-8N#L@BssWT+n&
z|IQ-`WWEJI(AxTcX=8(KF6B}d*&q%FDSIJuRSs)<E?SiTipI_X0^_OI0@Trl*3>`H
z280zRF))S$Ynakj-*-%$!+<^y=0Nm;wlJ0K9LzU_g+v_TCEys=Z7NSc$z@^HoBt^(
zd8L;y(=R9$y`L>#hag<lbzHb@_j&3@-*y#igU3$hrTrH;Mmbe!lv+fCE7X54e9zE(
zuO4)2XgPt50uo5emV!77wyHKj@C%Qw%jUm?F`tfS;yISpi_x)q!f8Lg{Zjz;>a4NC
z)uo7e{I?pWV#y{zS5Kx;R#0_<Z>h3i_vdTzR<+w{X+<hb0>QJiynO@$p@q@3O?9Q;
z0k9>y=Gl7>I|44|pMqccPepT9hKm!CU)d}^v&fTD23j@;=xw(#qW%eq2{}GRqPt@y
zQ*=STmQu6V3h2`^q3wF&TEa6C7D(Eut{s{ug6xNrfg>6cz|V+TT9|&$)O^Yo>f9w3
zzPnN%BU(BfV6&gsw!tALsVZZ^1``GIP-%niRU)%NJf1D_z7I|Iu_Bc7XTTqq7nQf7
za4)_;fV7m5|6!db$4UPnfo(1%c)I}%Jb0v~O*w-DL^|}(daO*z%u~Srlj3+l9{WY!
zsH!iI|K}f>zjHBVzu^93Y;KGGc~ue*3Ocqge@rD*j_jgHCUSY>L0&9$Bfy+4vcuY{
z$YeJtLcC@L6(&~b-z26!FQt6)R8#MKrR|~7o^*K3bzYGh32oF`{S*H?aC0;~^gmNW
ztOgr^w)pr?1bCYT*=9jIvvuvjZo!j;Mj^lacNVg9lim5v+?y_As`&PF!ABt)SmC?>
z1_MK<%16c1aeiO!jf^Fymdfx<?PupXhvmBQal%@D5r+TJDF>T*%X>#qxJx=_3(M!N
zm3-V-5*pR+U1~A1NqJ@oVK@Ic&az+N0M{sxhfrrdTMEgr4S}}p?BFd(NH^^A1t8^&
z$P!h%BqHI(+*Mdy-_lYTdgPh-#KkP=pl>0>@14Dv?qun0wT|t8)cPlt&b5J`A9^|r
zRV{Vty>V@Nowwj&*2f;5-=bx_viIs|CNe*;VG2&1R^>Y&J}PV4H%GKycvBDlQz7&J
zS{eWsB=ETav+S+{tX<s+<+8@LE;yaCqSF5i5E(%s&OioY>*>GlZ*SethU$&7SekD+
z2r~Nukd6k@C-dQ8%0L6q6XNO3S5Ac^$=>+%A^5Qs?}uRJ`kG+n)n~#AkAXgfSlJ0!
z=HrUWTv5Yklzc4=E27%>61dkq$4K&Y?6|rtxx4jlC}=Qu(CfqC$D%6#I`6DHLA4g&
z)L-Dl=)8I3G`#)qlQhfPGyx!HSymBt43>|?_Qc`O_`JLEEZ6IER9#o(ZxP1{|1aWN
z5xSXABbM;oMr1OmT&9wzUX`v3R&8_eQ2%`gL@P2GZrtUCx=m1i;5o0eELa0Y5>4^R
zTuJvisC6R+de3}|5?~`J3hx3%eAkZUhX^N-j?H-@C758W80~H;U>nnZv9D)yzGJAN
zN!ZW)=GURkGq#swgMy+yAN}M6d%fM4mnGdE0vD<Q(9TM;${p(J>2`~o3O=NAO|=8J
zwk#FSz(H}yA?W@Iuk`0-hd>$GkcWq-9;m8$g1J`YOzR7+cN*vKm;;&J&E?4=ka^kt
z{PJEMbX#40L1Bm-0z`vIB?sjUz81TtHEz}r1!(*q(nBBXC#3!XT&P9L6-{()GJLul
zJ=X8fmb#ZMvO0c!mJvJ%`T2s?*8EwHCSZ8zv6?CF99Q0IXLVb1*#`km%xG0|x-Xqp
zrS+r#pLrpQ&k)wp6eRq8JkINLy&7icL6s);(RjSNYIH}*-MbNhD*458l;+m?F7tzx
zqGM$-HisR}<?2UW1U0gXTQn49GeIm5+9TK0&n4SKTJgY<E>Nok2dvf*``dp^fNOkQ
z_W&}+gxm|J6H!Q0VBDsndy|Wc1PovO3$Q0(^0Gz8kYU62f<w;1J!u{@s&5UKDHtyR
zI_O6N5}6e1gOVo$rHUjIaCQ2Ll#!bvr6boYr`;`Xg0?11N6El05*G{<q5I^>phIP|
z42iboSpu(H;7|fA9_y)_gpCDo?@2*jP*pnRu!&35plO%C{Pgns>hv=g7P!F3Mz>Tm
z^sskq&p^=lf<0o|Z}T>I!mRqB0P|g+la!PN{^uMXK|rZCJzz}@G$B=iGmq6#eqI4_
zCikWwbmV%8m^am8dbL$-!wsEGqf-uAA6r^-p4ReKgU|q?%R80iEup`=xbS;x{>IuA
z(8HPb0ftBGmq#xJ0PAv4?-T<y;jE*QVr(4L%n1t|kr1V_S+%H_5g2;`d^W-MAsgtb
z{h2!k1oO!~dNDEh%th)c0YAMi)q>X$6(+OmxH70cvjg|`In*Doth7trXL#P7n|FnJ
z4;T;{R3QP}I_bhAwfUha7ucnblyo+`u7%Mi6djR&e^YNvyF~=G@MaF%WoR@7`+cZ-
zPC_y97Q}<so`3EI4k(jJr18~7N-s-b-t~h~>Iq-5;T!wlLL34%f}wW+7Gd2XJ7B0S
z0HD%0DVu!K9echXSlCKRHSJyXL)4!a+yNv~5Pt}A!p(_;d*`4QY2%12w5!717{lj)
z>lOPUNC}ESys%%MsO#GXS5`4_14V!Xgq&)u8~A|-8sVuM#mu+BXL2X`(8p3j(=0uv
z{DO-@4;&YGd1FDgz%7b73>tE>wmuQi!swvYVqZ}82g4u$@m3UoG0&$yIUvS-G;SRP
zh$vvIG`mR|xrtr5SOBD~6`%?URC%eh=gys@j6RDZfqF-<A1bzkXzjzq$oyQQJa{BT
zH517>q3{`0+1$6f_HHY=A@j~V%FbkreT)+~cx&Ict$s8xpdfU&9>_gGO;z^0Rv~_r
z`K&{bI4%sAq>NV~;`n@a!7TV9Fy|Yu_bh@a7jnShd)64BqFp0}AaCag8xEJ1;UkbH
zzKYiJa|qI8WkTF#Io`aIf4&JLj~Z@&0Erb%s{s<bkZ8v6z9eClnhCcsb}@&1sBhoA
zx2y+hwX|E5vZhUw(kWn*l<(Qj0%mj50lJkLfCkD4y}aO+ahb*@q|Z8LUt;4ZNbg;Y
zH#$kfq6e{_eUIgMMT{V3IX0hbtXn)e1Y1r2EObc%X43(6C0JVYK}jdD{j@9wKJj*7
zS@oOa_GuOig1`^X*22rn%lAATC~3>R3dJR!o?}<--DL#~xM@RAmP_VY)El(iPt$R%
z(q|C<ZiT@%&*Mc_r4F~-M$kPXf6t@NwU+wg^G7@c;DJRzSR8_Dcrjj2OBb}oL1Yeu
z7*`-uN^)u-i$Qac*F(W<;?84^qj{#o=_zx070(jK%fUad&>pXuSzd<cpjpP@egt@f
zf%+TMkv#+FG+xgwc%gp&51on0YZ9Ln%v!4ZZwfR26a6~e`k<xSW_C%^-A2qduCvE~
zGsrSdr{Uo{{?UbaOOY4Wln`+Q3n!Z1;6_-Pmb1rYE;^M_?7$gSz7|h+CXjyVoOjBI
ze45x}2|NmR0dP~2lnab;^}wxN4HEDs@T3-SIq$%B%mP!vU6ba=U^A58vuc+PJgQO>
zirE95ESk?d$vk)Vwtt)u18Y>3mzR&3rRa@tRHn*Sgbq68=Exj6^2kj`$bk6{d1D`s
zwDbZkIUx29B$0LOhl_EandFKK4T_N9O4tQ4c(Jn->}9`(^BM>>EIH(A!Jms<QVzY#
z&(Y849uq#jpjj9M({>@^f|!h^d!4)=3?F)9u0Lu(sYySk1C{y=x$*joq=JWs;QT+X
z0Ydmb_0oU{)w?^*LD=wDJ<D~<rO&%daJ*iNOX)4WFl`8mH1#p`x`Km}!a#+asB`77
ztzmdh^<ZXHj?9Xq_!fly$}(Tj)YcvWegOr*jxAp+O=`FYx3f+(6;^fz_7c5m(j$7{
zxnw$sNzf^$BsyHAmcP(t4xpI{Y*TzW*q}DVEQk@Wmt=inLVe}o5tZTxP6DiqDSVDd
zG_6#CM!tvgbrqq54cv2WSZyKqT?#<J5Wr-@kjq~W2LQ{AC$v{>b{w*7i1FLbH{PIN
z)21MXJKlSNJ5SUo_jDlmO5)p?CP%?yVeyHk!wbN9UKNs>H+V6nj~2J2)jYQsMBO!h
z^8wUSS-|ea+XFnU5u=<keaph(?1%3h$1@6#6&P=Np<Z{D&U1vg-EA#^4GbScjK{_o
zzWt*cdEz*ohWP=%rf=J@1tn{6OMpirew_(CapxDhdd3G}{CNbBdy1{{alq!5?}Fb~
zR-=3n8%qN~R&hVha!@~q=^yS5q22SM&sf;hV05d7o<FY_PY+c4N1Bj%?6*kuvW#J}
z`Rk&13Nd%$5s!6Q)vijxBv(4=E?Cq3n)rhll`D|hbeMjIC73Z@26f2GY;bOG+}0bv
z--~lHsj#NJT^HIdJ^7oBE+9xUP``0-?x~8utP+H5?F-%Y8?#11qxD0;Ku#1GqIxb2
zb|wg(fQ8sPq};GZk78fl$bB2A5s<$gj&owMplzIz$IMdJv6pp_Hhq7X7J_n~`FGGF
zh)=~gAP%bq^99lFdEir4+$vu)>_ZD{b>C6Cv>B&xUEO0eQV}ukD=|5B>n?*&i`K?3
zmP=0E$_Z&HWyY7{B7=3vk?={U$jyE4$x%h<jj^2701;KX#qMGvPCTEzfW7=jINi+b
z%U85RWyYfZ{^Rve69+C$I=eZP?Hj7|-wJ^^B2f^A-Aa=9s3uig@MuRV>`u<@7Va5g
zde%<i`e}>jRsSWjsp3Q(2zmbwWJgW>{ifqkE49lWYqwztH)}e_33v*v;v3F}nlv<6
zvP|bilP2k%?GtqG)YHm5tJs3B&Yq8pg38w`iqL?-K=~)0yW>^AyXWKJLe+@i!X{1d
zd2juQGkSaVuA7@xo_k@zRw#S4ys0dlYbAd8U@7kkboJjn>Qfsgsh~?LImk9#mdY)y
zh>L*{qj!hO&UH$_Wb0Fdy2hD*UyLZ=sb*ic>ksZ=l!0(VwIkL+v6wb$4Y<?)a8)YO
z$!H6}v}u?#7jkF1m<zx%?tZMhaku{Y-Zc*OUMbJBd5)E68NSKyM@QlBa-Urcj1$hy
ze92Xb1_KIBPgvVwtM^LmI|@x6eW*@D3HFY<yqu+YHmFxiNsO;gd+9-u(S;X62e?n^
zz47~;VO^-4ks4#3`&gsqt--}(tsTed>Fuo6kr)dtXPZ~j{p{uk5%F`icfnd={YMQd
z<0WGOj!E<H|3oLJ8vj%T)bZzE4I<RfUPGG5B;SJt1V~aT8+!@%d6DNa8%pr!pXj1f
zJrJF?P7Bw--_UvsHPEcf52CU)taAzz5f_^}1(7!CG^;X!$?bf#Gh16OCfLMVS9lLz
zT>AmX6mgL0R@8m#oEEsCPapLeFe#Q*V`FHk!Mf`*00x+5Wxn#%e1coVlYDY5oZY-E
zj`pPk;a!c!V%ik631`k8t+!<GCZeNFXqK(_Ti;Lx$2&5)6r6>C@yzo>+G)0f`T9o4
zdtY#Q|A5)hkdC95Qzdp_T_`w)eTLK!B_wWt=OQriNso9rJhzKB7-J7vVV`HYAgVO9
zdAU>K&#SbsyN>C%$d<&PQ{WlTJU`kOCVd)KDe2ZlQsxS$uu_RQ??OxCYY+B$=mU&@
zA$1FlxZ0-DvCB6rl`l~e3v0Zph%LYV@5i^rKraCCdrmdwzzbYR0U-9iLDiRoeycAH
z4GsHX<LhoxuTuQ7xYW2tOT18IZS6a-REe`tTQgqy=Y5r{H@NkYqb*<F*%0RtI5CwW
zByEoT*SoC<N$OIBT33&x+SeWI4fLu6!ON?VU*hQ89rdS;i*UCoF>Toz0rQ3Co$CEq
zx<?8xX$P|`9=IG2(Ow+OFKknE;4IRsbgQ-s`$hZBRpAC&%jmqhRtAdr)&lI4na4-Z
zJ7Oa^zJR^yUT`<fo)<Vo3`{3~P8?$m*)d<9lxTk5O^Og0N%Gvll3%6dYU-IyK(C7B
zsAtOM>C;dZ9Fa4*v;<FU*wL!|_E?!oe`1z$o4@tBK7w2H(h@jFgg4MRYJGo1s=6~Y
zUnG`LD8l<E%hz{Di5KsUUOlIib=twAx4B7@$G|iWt{oKOem0LWSp9@p-A8ZmW!y(r
zdg{o}oYtkvEkV<|9BTbo>L12vDe?Rs-xIvi^$9nIir?NKt`6$;vO9|CggP63|Aso>
zNE|-{EmPuXneU555Z$L$8W5yJoZ#rs5B%d5hQ&`mD@v@$(+PhEPn%~woc_4#WU5Vs
zz|NztN3KsG#L)#PrGOXpWjG10_0~~ZM7eOfQlIFUu4fewGU=}(`QYSBIj=uJ+sviz
zhio2JG-X^!>cp>={e4anN3BQ1dYIUit90)Yw;N}PMEhnvt14-LsWKGkz3K`*$%MsL
zx~+@Y4!nrt{P+9~&&D=f`eCW>XBSsNC_Osj7+{{#vi9vLr6dZp%x}IzjC+d=OfARi
zym3FHFMsX9i-nP5lTOsYC39yNhZRdx5o_pzHw%SMFs8ye!sBLn&yG?W3h=Yeqqpbp
z_DSkIVDvBnM5#$x`}S?Mui`Q689$(q_ofNFst{pl&8c1V7;8$kl<GavE;FA3)6a#e
z&Y85AzBeWt7<G;Y-c+>Tx-7Ht;OI)&GmvVW^yB~uRtN_a-nFco284EP(5A}HJ<|)9
zFO>A`(DU9EzR_qtS&Qe#IJ+h4*JU|M%W0derl0cv2YgHcdPfpT6h-*YMj;~GWJ+q5
z;|ctdqfIz1>vZefQ0N_u9J*D$AVsef_ccRxj3lrC)hi6p`JZ_%cECSN9LMGqs#QxT
zE(Az|tb&>C$s|nQ;gyNRTDZWtm+HHL3avn$cYL|gsvUGmtkbn0p>uc_I{hv}eM9rT
zZbrhDMd2@SPK*W0Oxv%-s`<vkif3mvgvD;A?PmTbQ9y0EO!i$-#qdr*>l`?msAKNz
zP7vEC*@^R+i~7B4<(>(qJ$9`4`lB~_i8uT6ab)F=%_&y=W}U$N|NFHMy#!+Mr)&b~
z=`|uwBrKRE%~mdMO7X(IHLcpYXQH}En&~(*VNZ&FVNE>yraOo=<ZLKZwL+)9^?mW-
zWVv|@hQ*>lpNRZ4thh-o)XhSg@rSxIZoik+`~`aAR*szN-NPVsYRK7pY-q#R1lTs9
zJo4xn$1rNWz~!OA{byy5+s_8K?$whap@L%fADW-zMS-lP(jBe70q*QoLK~CWpd$F(
z(aDvtNgPgRjr6K?R}V~|lVr7cdQoO3m|o2L4kn|%^z{o|rd7eBXXIvfRBq}cHVTxW
z9DSdG=x!}NJfISuh8gU+3<fv8OyymdnVI%gHd=l(-26K{mSdEJ<dK-brh%!gjixX^
zupefokHT{5^`ZIx81=f-L7khQH=pv|dje#t`4ZPpZztUv$}y;Md)*}CIC&7ualu##
zDGknz%2`nO!i<idRJoflT2qgM46Rk}D7X<{cQNpCx6!r+e`sv$>n361MWB~-t7EhD
zD?akg>;!aULyMica7~&`b*z9cLX{`0A2G{j4c6L{iW=x2|Bzdp+8E36xF}7(1p`V8
zj-#cvwm=)PRdwukua8B!oJGlpmSwNhI6s-(=$B@}T=7Y9Md<h7CUZJzAkh($v48`?
z`K2Rgot_XFpey>7-O1zGfGclWlP2szxlR|PWf~IPt%VAzH)kJFPhQJaV7BGC+snf=
zlSsnnO6M+}JFgj2^|a%x_4ytKVVW4MCtqDQ5f&i-&@S3fwA2JUOW}W~ey<wj<zrZe
z4e&R)ft(i&?0|!X>hQX1`<dzYEQy^utkoA=Ho_H4+VwP>*Pg|kn2$4=YYX>aoR%QD
zH|L?vd2kJm3YH!}B^T|cy=nn6_7FG}(pD{7CT}~Y7*up5cW5@ZJY-5+Nwtgzwchll
z8T}B%z=6J_T(seuJAQ|qhkFnk=uuNOce_O{1N@Fzh?&zW$1%yrPtEq|xU;h#FL~g$
zzE*9wc+J1TRI%fn3GAT2B0*KO<cg!SwsAwv?-MFUC=<(hyZ#*L(wFyz(wkLn4Oz)Q
zYdg&MqAd42)i^6`yelGYK!x_;1<f$r4|d`4bIB&XE5Bmrz2crpyOvh@U%U+-ZRTa@
z{cdAQD!Y9qiq8q=IO}0zv)f*FZ%V;<<6mfXlMcrM<PpZ$Q`}teno504WlnD~h-e{h
zkci?;Mg`o=E!Ews%KtO3wLc?_RSQ%rp**!Zu?caQU@;Evy<!~ev??NU3xGYa_`k1_
zAwpp5*V_7eb!)-(KqCf08t#A3vE(=R{v;Ehb&bRIG2$jnsO-Wqth+G!E2p~?IO|%>
zM;kzW-n{+SZmJ8aKrHa8X!q1|vQC{t8BJyzC_d}GGCc30zr6hHz`AgX-^a3x|En9s
z%)Ja<&8>2tjp_`ic_#18{Yfj8`r$+z%jQS6a|;MjJpBI2d`X&av}(uXnyUy^1v&HR
z`FZTrusn{g*;dW2I;e45z6KT?{P!sXhsrZ3)bfW&BUN1FMa$dWf?Yy>u#Unj%%xtQ
zd<lV)fewxZvpOpNQ-sv#P+Wv&t!G;L0u4j$bt*c<=5H_tZRRq$o(cELSv?n`$B(fz
z>S~=YSNeeMi{C7ryALj$__NSz54(C3g(6e^b{abu#TQI@ZtlNkBDivEN;6>y1h98m
zY^_eISb5;Eic+zO=Jm`5E${RzOQ0jDB?5NEMT61S`D~>y3S^6s9VP$=rWmaM{%bX<
zHJcM93$JmSWZ~c_;Wa2cnng>Mbf3W6!a`Dd1Hovf1L4g3*xjj;V!yz6^PHSPyG)UJ
zV0<}*|8Atk&LSh$V)v>rrtqx)TF0?fZSsOXe2Clh;KxK`K=0_s77uMJ*?uV~0j~yf
z->Lq9M>507P*G!aADYGq0=-%|2V^eSwARH3S^WZsy^`?o(^Q}$xC^|dL|lJ9WaN~c
zu%^<%YK_MqkTOO%$QCu~$2j%f;ITvDQBi_J1FXi%89M0w-IJLLCr_XL7<xCb#s?E9
zN&UWAt+92}QAIWQz(`$=+Zv;$(Gu+!>8kk-Y$D!|4ARf4Z2Qw8iOHjS9yACTPMwk_
z{Q?M)ARjkS$}#{0a*u%Z<EvZR>BSd?ZMeC)Re{Mv$r(<84+h6!tAXwoaYAvR?n%hK
zQj<D7z{=D3Fi016``$N@F;P7C5>P11`gPWG*F5XHNR0F5Jc3c~AoS~~vx?pI1AS%E
zpAOEE?^%ill{US4vOyEIuEYJnIP)>+8S$U9Y61<tlFWHvm$-tLJqDY&X&sD1_BA=7
zuK(=X_fX?W8n2QYnp)PfVrf;QIGSiac!6cnJ^`<+3Lx^haj;<)fo}UJl^sRX+=yVe
zKCoo<f;M_(jT>O(O)u|JIaVe7g6qUV+ukkB<lmdkG%z!(&2G5YgR8<7g@e?&0l)e;
zT02ViU)~l3C43toUkhO<hClodWR(se?wGz^ptx?J=ZKQyeQf^VVCh^xuFM5g1+|ir
zk_rt=k`3}nkJF?)D}n@o_v>?8R@h8athdIgDfg<qeHDf<*%C}Du`ygWOZ|N)m1fl$
zx^EJ>?jk*)Ku>b!K`2U6zyMln@V^%lssi`C7N4`Qv4{dScosG`3?S2xz?j}L$29=d
zCGTX%$2}oLmhyPkEmvjWC0n?==V{`<w9Z8W&4e_SsujCWdvJuv(rp8K62*oha2w2E
zWU}x&80_Lz)zr#^l$FzcNI54Xlfg6~#QSmYB07N6QNHCoUZn;U+SGaT{mgKeCE;%`
z8@ouhf0e!`u*~+MQ7?flFt=?dl_$-~P}wb+N7r)BRjsoJmpn<QlzLM%;#Bd+l|SiU
zR>HiWnst?`>og<VUnBc*cZ#U%ZT$6_j@58EZJ)(%RvGeHduiuRqSWAz^B{GXiAeus
zupRhED;)Y@BlEAHY5Pyi+}zzu+U84J!$BmN{?BZ?o_4LGggh~C(q$*JR+ZsC*2ltn
zK0cC>37)h4-$0NSj5R~84u^@!nI|mqzw4&lzu5bhM{v*!Cwo^~>4|*{Uk%ik*7xYS
zAj-#+<5)L~$6pqH8<~)d<iqR6j%Bw4$WKcuPDEDLg4I~*aBGM6Xx&b3R&hWE#9!EM
z=2&Q%F0rb^nyk>V^xcW^mqC*W$u=PC_t8(+7)vEwGh#-K0nWvAVzGKc5%<mfs`c|f
zL5Zd2-eFoYZ(zxtLr%E0)>Z4n6J&X`%nNKQUuu0Yq4xzI2qg0(?>^Iq1JJP~t{k|1
zFw-mb3hj0!@S!B2+f8U7BVp}SBFa!JTFT5qK)a!p2h4oGjpQ8wus{=g2cO93rt7|)
zP2_n8&&G^+^_s=r%ld@P7mS4>Pd@Ml3M=eBuNC=4$Ab?4ng;eRuLNyQEabEN@#9_c
zbc-dhfV#hYli#9oba$-OTzV_&Ux2ETP5JmUX6%@J<QW(w$(X<8cjRo@B)g#unRt9g
z?z+OO!OEClfzQV4sn-74A57rI&*%fb9T+f-H9Q=@Z;-t9TBI~Vgmi|d;WS-3^tE?s
zbLJEg4_^b5-REi1&dob>wQ*3uTO@**FexJoG$Zbk5o&br<$tB9ISTTiFy_fVkH_k;
z#E8?3@Wt`+*|kR4en;l{$OVetaN-jiTd#V`*grgV+X>p|<4k>VDtIV=0Vp8s)C(Lf
zpafzz)<IKb5DX17tPIN??&knV+!Rca)&uI*($+Cpz?XDZ`~qia-+9J68J9)Z(~gS$
zy3=(uG}{d?dO2R;BKF|%KC53OSHd<3fq1Mjmw&PE#P2<gF^~#}gch|0z1jowt%Er#
zOndx%eBJfaJF@E^6l~Ld^Ok|t9l-qMIix(k1ItWLU=~?m*%H(R99==ov!hd?fyvq|
z99|}fj;ofuMG^F*PbfEt7Q>zTPqhXQma!MK4`nZr3l`Py*;D2%5F|FV|0k}DICm&-
z$u>fZ?<f#^Q@kgreOpN#68>Oh6~s=+u@Wp(FDom{u$2N3N?l;BG=X;p+5_X|swP`S
zIWnu)cs>S{o`mp)Kbwl1UL(greb?2T8Z>agzd1`W+IYl0_CiCpoIg&GaeW(9SJY(z
zMQ!K;Ndy-N1sWL-3OZ18p1b#zqsHZjLeV*Dmf|}K(C0nNLI<-H-Qel)B5T3d-Mh&J
zMr3tElf;s)KvkU(sbO0KnvelYt;7DjW9ouF&XNFo>)w26s!<CJtYMiii#|g4eg;8I
zWt>uzBQt-E=W6CedeA}Qu}$)(=P#Bka9Ljsn(YjMlLjmtHm2ValAt8(cEVC?aePIS
zm2niv9rCT9N`W_hKL8Or;D7@ece`!;qDIg3&#LhB{cM<)qMb|Tu2@7(4W@L`vh7$-
z_x4Nc`{0Vod|B`j(ohU?=%!>FB%hEmE3H&oUt6oT;sfY*{EFM|wBd3&@nYb8IZGOh
z-?aKXzhk<|E}MqQZ7zZ61yBBG&bsV-Q8o*UbOcfN$t!5<Ssno?GZ}V+p>F~k`uw-T
z<G_T=38*g6Zyn3lmKtZ=(_q|7T-0zFMP=V0VPD>UK?5h!Cv<P@fHl(e7LC<-U(u?W
zvP~ZPPjcr0M_Fv1jOi}zqt1rht^W9Ni|c7S`T7M;7yTpRIsr2FEY1+|Gn=EUuh)A#
zE<5Q`EM?7dQ8e3KhC2P-F!veI*i(G0&IHSUEVh4*{8+~WYbWX6C-{Fsk1nbxY#X&u
z{sXCZdw43n-fOymDYW34XKmw>VExZaq-p_tm2GZuRfQZ=C}XGv^;1Bgq}-nmnfb5k
z4!d^<B^^l};Ms3Mr9ggdrBX^d|Ini0vY@c@Dd=Wud7w2!>UG;aC%I)@@E{{rX869-
z;1;|W8@cC(M<cW~%DfW{A5}F){j5q#%I*v1(`vuJT&`9mxd?;#z`&l6|5|PnTV-1Z
z_U<RQ;P?Cc&(^|j>GN!jfDD`->vCL~%}F}<clfzGF--5Hl{Mp~EN{@ITW!|YO)qh7
zlng$P_V@+H35($I&vu$)y;Y|zZU?$VR=Ml??z`^~H|Ja&UfaQcsO83WDFHZbA`B$V
znNPoUC*&RU<D6WZ^&6hmwe&zROUlyrn!1u7Y!+=kDPi!Qp&IKByffSb;hkqhKH;*;
zRJ}_R>1DG2U)l(`TH<?(ZH`e)r(>lo`6scD7d-uOA;_QiNs|xoTjCm>4HqYbK75?{
z(oNL<azCi8?O~rd4CVw0=jhxk-nAHS$;&)D1Ma7{>-cXV9I$X|Dm{VC-r&9~e=OO6
zkLtFofEz*wdGq;>c1XE_`TRo8VytJdYuht)Wkz&+Ph2t+PrdUP3U8l=zSyrZMzY=^
zZkNOgWXTOr^hWLvfrLW_Ixqp2PFlFJY)64uWR+K^2LII-ZWtT;OjT;o?rvaLx4U9r
ze_;f=yE(daSGRDg%QYBakIw6hlMZYd-{efL^CU?+L1TRJ5Zn{8VtP>R;S%R4eN~5j
zHKf}D+3X&KdkdN%I?cP{B{sd6MPuO=RZod$x6*zpAInX#QCDnNi!tEX;v5qQbdR9m
z{zYsFZEbX@yrDahK&qYpIODbg*y<8TA{*0*aa@|g?Kr34B$nwxF2QPXNkzh$+%du=
zyA<6SP|)dzp4KJqCXk`PS(kd?K?mAIWtFp><a^2t9t^{dDf~^7mb-rpdA{~i*Jv(|
z)%n@B-{Kz&%74_cW%p$o1lI{@HmtRVe@7p{SXjsA)~%KiYeCUz&>u*v{b!LLHtQ&V
zN(D4}(Y?YZ7T15~emabEO5zih=|HG7lLNPgwD84XmYKI8MZtJlU_49MBDM68T5p&n
z>5G<~y!L>GeGF|;cLr2d5=Z)a(+O$UdVN0OmVMCrlArir=qBQhxg<Q$@>NEWC9<h1
zG8Y0wgjdTxT#eW@40T?vm0QfGjO5_Ao$$$OK}o?Pa&ptjIO*R*N%e~<*5kgTy1Bfy
zS2+~aBIeDshn{lJfsRrG6nC~ul{nQ^yvMMw+H!-oYALhlC4dr4vOGxOOL2|L;Yb4p
z5Ejd(S9bI!e?LM{97q#H05o?{-(l4)qhe*R@RE&rg3Isx`6v+VonA_Hc`>{!Y4UuI
zDB5&RgqlvXV9|DeFzdmK`t>^_xgp@fxDCm%%%oJn(Mf_*<L0FayhE;I-5groylb<l
zi#aeeuB%t&kEPi}_&G>Y%U>$wE{m(z2*%V;-lUUYy*MtV=hsjsf+&tp&J9J{!wcI3
z${&Aj?;n;+VPYBcey}&byVpnKM|nA1s3!^MJZwl2STvkwNKAiZ=#-v*;8+so54L2e
zB1sVz;+%X~8gFtpj8{To!5yPv>Ga7^<zB>Jq^t{FcA~X~5ouv=*;6^IonHO~%<inS
zocqn?&VIc}l_+!DbEk%~_X?la;<!a5j@hi0?e`_F)Da@!F8RDKbK@U1ZEn#A$~rf=
zt%c?>&QInRE^|)69TyFG-GY5oqtl!7OP22!CEdF7XfV9G0k9e|wev1T-{C;+eJZti
z%x}p%%zI(UP*kK=lfUMm0ZbGf=_)nfzG0k9t;m@q)AQuLHAUf4E}Fw;c$<>-4Zs~%
z;kM=>aziBy%dys6I6GuI>K5g+{rUV=nU6TH;JLG;sCNzz@Rb>{$!X8>K6SAHKzhC@
z$+Q@`USM3Ov{_xuT6Ch%F{@egm-epsr{8Bdgg?F)aJ1KW@GmE)GqtC)cVL45MD_E%
zCq>j&Z@$5T2i68ruDJmDfR)a2q0&Gf>W#0n8i`I=LNNzD^~^kIcTU&mWXL7Z#AZAB
zI{CVsMd$J3nltVcIlSayTwAJ*X0kj9g;LKjzezT|VfoZ%K1j+tWmis4Q;=HStg2I`
zW%k;lzN#sxt|V$#w8(Jol=Y_vFZ>YCPbj?}g`c|&08Hw1>Bmqhu&uTrJa3gBaRMz_
zCOIzS6q8+8AJG22FimC25%6<d-o5B8^0iFIG2hde^N);ivb^J2r^Vp1n_P|vrPw%=
zPz{bNKP-BVa|N50n-UvE6r=V(;!PAR0UYv>i3w4_<GnTVhGUWUV|)TJEbd=U^t-oJ
zRW+F6Nle-Ko9UbDKo2tZ2o2#sY!tA*MZkXM8*Bcr;e+wq;}3cQx9*IZ$ex6iihTq9
z>fI)uaaZo%J#9bzMvnst(ws5;^Fid^x;q+l$I86o=bE`@ZMq3PgaCQA=6fnRa+bxt
zY6Y8npI;sm^^<?5*<zbnx<XKW@<~ex)AfmUa?w6S@8A9R8AkR5nvO+q=Z+lx5RN>2
z`Hq5l{)i*|HNR~NU+?tK{QDD<Srsq4o+SPYOI3eWsEhoqKkv9u|MI1KbEdLAxG2!U
zf!7S2=4<7CeH7V|C7i}H26tX6Cb;X51XjtTnuU!tm>qXy8P^Si5hy=Hc}nvqetn+n
zU%1Mg6MxEiyGk2GR>=gL7?v)letcBd!Qu<*t0PUXR_`7^wJw1VO3cOv3qh5p7G4MU
zKnm4rPA^urEZt3tvUYREUbr5SbUSUMmWBP-D5^?pcmFAAT_ZP_5%}IL-yqc!Q>>-7
z5-#rUeQ@`;>1I#9kIhKuz-fu{)iqy$Z;ZOgcs?=pC$JFw?00XWS_ELQ187FNRs7~k
zBIxtjrM%R5qGefOepC4Nh{e6p`Kf5|ul)d-uH;d>IHtsxv-f)DZow7@c0VVrROqZ;
zhpZm%AmR%C_le6&8)i$Ye%SOK#}fMca+=e3#;+0ICvhxxAlfu#Hl~Km2aDe>9=1zJ
zmpSsAkCsO^Q9+(njYQpO0keSI!4Rn0{A5^y=k{kThq>Z{UlUmWY~PKpp3X{QlD+9j
z!A~Jr?S~}v6;@<7A}J;fWU$h3|LxTI1w8P%5!XbqQ@kcJP&ax575%E?$h420A~h_g
zjwei~l^avjQ;@ywcLJQn*}tlgN_5jGlk*l=_&;vV)0G$$S-nMiIW-@wZ@{NdzXi0I
z8_>nxIQ`=x0;dw`HQj*zu3FPbY2=Tzrf@8LP4LGtf)2~~8Tkza`$|JMDNL`Z$)i^g
z&&8?Xy1}u9;fxQe(*Oau3W2O^O6?rlnf%Ei_3JCiZ(&4qI2@-i^t6pK_{Nda5xk3V
zNii{O*47sCePmgi8yJ&qDtJ)dmlFu+QrC~*;UM93lv||(q1+SQXVgGO6Q${tjg^^N
z2LK2Hj@AA?gHC+M@vEjxsP;S2^fK4qNQ6E@Oe0Bvz=lGpo#;xp9Z1C>7B>;!iiAs^
zDnk(9R+4e8clywyft8DyeD&fwF40>7{0oyeEe@B-+>bY=iureK<Cywc=wYp4zWujB
z;0k@#%p$ncgIf-c;<rq@^ubs;3@ha}<!S$Th`;O<tdCxT)e0O|^OQ}DekwD|If0D^
z(|X64!GpEzy<sYE#EJm*&&PP(db5;n@5{riE4>4voC4p+WmGr>*;q2|{kZIQn~r(z
zUDRZ~$bQG!V`XLz36~ik7js>0Xfe+FeY)e35kQS(kKPIaa7y-H?jsYJbI%ynlF=he
zTEn<Urlk#;t*|2Q6R=v-h*6j7QVx4(ZS#hfpNt9){G>K<^rbxY4L^zH{_e!NMw@Oq
zB)sr<+WqM{;K)_K5%#ryW@9Ybz2{E%I$;QJ>AhLA=F_gyK%_M_e)H})X;wp;TjD#m
zYP!cOa0xS%z6_i|SfN&G$kup^mdQPke+0L%u>6d%rZ@sfQ~!f^-yK?=Ka36*9+H7?
z3@~w&l}`NE6#^W?qOK8pYw{XMqsE2SYd^=rg*N83i#+CPNxQx~%h&fn!=W(4iCi)w
zxROh6ke0aQFS+hbj1*2DCrk@WWp(mx`BZ5GFh&GAEK~O51Mr{+Lo?ep@P-(tz#TeM
zP;@(;Oqkpqhs`)->ZR+hPw8i&3{v)U0I&%J-01IfzmZ@i5E>MAw*yFvy7*80>fK$q
zqF`s8Lt@@Sj-+Xc`tlo-!El_)h}RHt#M`K$zFG2DFeRj2$&l~<HkE-ao%{nQ3us+2
z5c=<fk>SfVn3f(twv3{kG&(!QLUu`q^fF-SpnIOmt1@oWL;O8!zxg&dRPJh43_fHp
z*OX1&F{<t^)+W}?a<TAazgbz$p;_MGosM&RQm$v&#VeYEnwrWIGKK~c=Ct4OFo-%G
zU1SFb9FKbO$EHj3FVNM3d!F{_2_O~*BFPISXhXL8jal*A=mmLXV$);-NRaM-`z^UV
zU7Q>Y+MR}IDe(B!N2ut1sWh_piCNpl<i-_I(Io-%b0V6qKOXq`sA^CHje^Yw3rcBE
zt-0^k1DcedovMca-b(czW$5L@s7+9UhQ5R%<=&Fn&62&ZxGR)smiZ|;<33Qejr^x;
z_B`Lzk`tzd1;d8B)UNLJGUHe4?(B;{i#tTb7SEGAy>rD2uDCqzf7h7vM)VM~xVTcy
zz-Ay~<WW{e1JIH`w}UJkS(Cw4fH~?r>^<`BDmQP)8Qi~L<DE4xw9D%h90-$0OuA<x
zankJ&_o!q%VTtWF;`3Ba{lPCf_MJ^RlhhBzoNK#wR&!x~qC^Gj6A}U@bSuWU0wo^r
z&asnLy$o*N;%IeetI;!iAoZrI*lbetNs=4&js#E|@;!<+0)&GYF)G=PDPYv_zt6qk
zz^#he%=uw<6R0*o@&sHj-am!X*4Iu`tMlets*S>SrHI2LEN&gw3pSLLm_&98ELV6n
zec@e&5|z9~9d8#4emIiJZwO~d<clfy$3ZL!II45JlNLlwt1P?=Ixjk{v@PFAI$~Ja
zfZ=CnGpJwo^>p|Zwf^DCxDjOQ`hdujA7>=BLq(MGo14quO||3|C69#1{9MpL1#p{7
z8y60J`qP?v8qvNE)oRw3YQDaO|Gcd#LjT}E5(t9SI*TGNjz4ywWwv@GnLqVx-2<`s
zNX0+e)+S6~%y+PPG837L{PMP;i3z5YdIVirOP^VkSGRd1shcEO=jS|Uvk@FrIF*W3
z1C@vp!@o_wO1A@pH3U7K^*6R(U82N0ec)xhB&amvG7;=iL!oNo_iWYPpVB{jU#u9o
zURO}f0lF}fW+|wr>{W_s0320qi1D?0W@iU$9rcENvvTsjRp%KMt15e1!0+*iO00gW
zUpezM!k3WR9Mlq!#&dmx8q2{>Y4ecT>1GFY0CpuT>dZjgXTm%%DHy18v^TC3)BeUn
zT9i<SA}>*khr6fTnW#Xb3ZtE!qa&B%1&dhDX0r((oSn-E{`&uO&9oXp^^MOvz!H(3
zW9#K#P|l0)T+|b@>k+r7EEZCgUIIXq|B;o8RTz@>dcR#zP&4Z&$J+QEDsj<T3I5^X
z8+wwQt=Is?pWaSCik{&l@7IyUj~7Tips-65tZvMlZ)RoA9cfS<NKdH1|1R<qe?L;)
z#Joh_vT?*s^q%;;DURA!#3Y2aUYbpqn50JG^d!HaV<M;Q>ZIF--<)&PYKLDhA+fl}
zOhusq6Kq~|qS^G5kP^(IE;XnfoVL!5ru`(~Mu*GaB9a!E=IjB>bdL%sruFr<$242K
zGnXYQ3!vuY!F6zNXvig$9vBz?;5Nx!5<!d~I?yEp5QWOP_F#+ADGT(&OB~m=?;0#b
z*+|$xHq?4YXQQ!NPNM-OIsWR3o2kxV0MDUYP<8^QL_*ScXV>k(Yti+$%dr{$N;<_;
zHafR#f7|`p{Jh3WV9F(J3Zm@h7b`{lf4%s{aEj__8_f4E&sf3IiG4G{DOrFqP$@Lr
zdm^Jzad%US^vXRqE$p{Fpqo<g-_97`9lI;+#F<hxJ}?PbiI}6Hn^?ede<L{3D{LJ-
z&M~=$kJ2<j`<k9foG+hq4ft_<hOy^P*K$PR_Mn@e-pvJEh9N23b$~KZVXm~f;h=9I
z7fCAlgYt$e1jO4*{d?i2XR~sBVEN#p7|-1=<$|v1l;x|WJsf<^X(tx+!bzLZ<-^QI
z{=QPQd35<~AF12)n{1?2mASmt2oYI*P}8^sVL@!){uc|H0{F+c)CyyGp7rc}b&GiZ
z;rajtms+A^L#)Zan8Q>?E);Z{FWubuIWds6s*WGiR)039*4xhqAQ!eH$VE_f?BW`0
z&1t*hGg`#{+~6P1tS}fCL|vSbtdqo7VK~UcZ0e#W4YTOmcO?GyuQNX0#aRc^hQzXu
zww=9T-axdAX;YeN{VhX%I_1Ua6O?SR@7@F#a$nj*8ZnH7p{hm%YqqLs8*i70tneCK
z(m)0BnD4yOFG2r0SkgyyG2^#O@r9fL*AMMnbTZo`9LoNSzFHJ`S5#vwxM6}98r;@8
zN}k;lgZVi|?FeW7iKo9mgGC9D&h0+a-Czq5x4Xb;J;|WC5j#t{bwS*B_DULc?X(PZ
zk-8^aTk>3g$do>!ptpP_GfaBKK<9zeqbTHkoqFFyk>5%@Z87QcfYUc^#vdq>Yj?&$
za46rT>dNJx|EwM~d1W+Pw7$6ye!vk4K-jG!m((vcPCno=u%E-CywjV0NB#m>w;;x{
zb|X`{aU;s<z#&F#MZ0>Mll^jj%C0y*+@F4-Jt(3i`+)@)_hXQ5^B>wpndY`ybu<Io
zWzC+3+~h5^&%x!4p8VyFp%%bh-2>H=>DN+-f_4-%+VTClp9v0xISso*|H<7o+>=ib
zmeoaQJs)}XL&0i#Oxj{hT;r1!UGu{~3Vhu4c7$ttRGT;ZTxpBQ@yTP9);fLz9(=(}
zjCg4N9mXINc52ih#R0>yga4_WYb32!X&K|zC_GZ7rnWlqpI0cKL_a9O>)qSnvvcLS
zS70H`PzmQEr#INfQo}vy8n2JeGHv+Ylr<3B37^O1BkQ*4U|rd!pLs)1SNAqQ>hI%s
z4~?!Ecfa|$%i6cETbMGE+@!S0h}1QYTbaiY1rcTAu4mVHY&O~e^}r~A@2hml^KVkT
z)E!GifH$JI-y$ivO4*?{{qj`%ltnE$dMc@W49eA8Q=sQjI}I2+ztgbfOr3&h8E~(C
zE8So@r(eJCHTUO6!=Sry1}syg?d2=LBX1<Ehu^Y&zF603FFNz4U>EryJN5R><b^d$
zz#`@}8!+g#Z~ul7mC<9DQDNUNW?9bPEd{;Vva)E|I{EPi^{KgiuWHd^MMr=CiHyZ6
z<j7elL4i3#TH`Yoz+bM1jf31bqMoo&AIMVJ@w!Nl+J%;~c}VmtJkLB=Axk5V0KL~Y
zdBu}Ny!!9|x#Ikt3a36`L7C^f8JPF);3XpuJW~y&@UigXD}~%E;u=Q)6E~g2tjeU2
zqF+%IWj#1|@TPBEhoD`KNkUr*d1)eGa%V#*3T*=RNJ<PhBlt0=rV`+%Y((i)R0CHi
z-~K5cb$u9CBklGh;W>$V$mlqWm!)YXu~>}<-PKHqgBuj2hBXmqXBRQn4U{&{#j0OA
zeldZ6a8K%g_2liML{GKQ_SgMad_8Tead37Tzrv)Rk~g~C-ye5A=xWKfA-hY);08U9
zMAdwGp54IDDAtB2$+Q4O%a`EEiW(&G@{HdLn(h4U9{3}6v;Jq3uc80sR1W(V(ND%F
zJ;zN3Ox8mi3KRYuG29*LRdXr#L$VX+t5*fahC|PV!`lBjb*3s*?>CEHX4{<%abYD*
zoxw$3o@1;2qI_?PtV<r3jHNjMzE7jILtPr`;^Nj~()2LW^V2$;P@Sgp(uk@!#W9yV
zm{;AX2`#c9ji9bzVWdx**gfH>(eYcVew%vmO84B<)1;ccT(qUC?-=hnfl1H|+zcQ5
z!$5#j|0OK-tv$!zF&p4}z}Y*7te#G*8%us-mSsZ$+`HucdA-xH)?af?Txd3y6DK1Q
z{h~bm+1%XLJqW0<>h+I~!+KUBlpmtzLsiP*|6fRLu{)=er)$j@Hszobh6K&<`n8kc
zrGR0^@L%8fV~_VfE><A|D;AbDjL3zSl?WOd`1&XKuLt;jZxD9IXmi?MM1XQr9rR@Y
zE!;dzd;dNlOQjOjE}?aq(a~#yaL>a!ei8T2L0~okITTuN-zKDag<y2=2eu0^s<x#e
zn&g(M+|6F!N!;>1lTf$A;soO1W6ankrcnY@DgoZa5Q+-FIQkHUt!5qlFUp%mga+me
z9(7Qm<J`}E{u2qw2}SuYksIg)pS!&#LWjTb<{jiqcx>XbET%3&n`JIVKYwu15Ks?u
zd9+QsXG_o<?TI8VIVFOPTHFdSUx6=UhKfCWNcc1L^AVE6h5xwguKrOg+SunJUsM3_
zMDuZ&%Oz$O{#0FNL$w9TcJl2*)NI4XCZ%_CbBBy1?KU$`PBFo_wK*1z49#*K=`+>N
z3OO&v2%#_dI^cO3{anXgALzzC+j)1dN%SC8>$p-FGpitDpm9ASZ}6k#7`<yJ5o?w!
z@V(S2RrGVsckwW<`7Hx~vo&y(wv!oBuW`U;L?2a8)j3OzH#x;!S2sF);88N|ufO%k
z%*I)~>}(EExk@j@_}odD>>beKpr#m9*4R2rn*DqRreP?%@r(<H6Z(M?{zWodZa?;N
z)kN2ZB4h@$(jCQQw6bk3kqR?%v8eb1ktFMlFge#T5`Z<!$E72F9Gforevp$S;15nm
z03B5HF7^f)cWG5Ss_4h~O)L#p2Hlh~6%VXeMHtr^O5eKw*x7Q-I40|PJdMtu!hyqj
zUbT^+X1Gzaoc1q_(;YFG%^H8OWN-rn5ee>>Tc`;Cy^d>mlMnq=EEyei(@v?Pp9o-+
z!d_UHdnTH3NpR~3g1dJ$T7K{J50Lnk2E_S*UV~h_xB@K1o@4SxZ}13iS=f*v%#~o=
z-`zc8&YXzUfIqM@#Pc04WFB|>O_P6BsKUKu;m?~2K#zM`<J+$>)WfLew^OzO=8Mx0
zobC8P!(<_9$bVzvceUYzE4Jl7J{gwI7Ws2MuH(^FHs)EDDSgdu5H_qxtRB1}S6VS1
zTry_M%F$S5ABbuOAlg(oR2o*>M8>%ZIS_P*(52$F8{sWt);SxqW#31IQ;<4g>`vrk
zuv#H*zl{^?qR!o)m}T4VM2S}_qPVVLX>&Brg$YzMF`gN$ZaU}D9dfHsKe~tob4_Ht
zsUx8+{|Y08m>jq%U(fSpuu`{i!6?FG#~vV65m0B+CGGQjd^QsYImlZhYk6-?)S7J3
zw7=!&zZZUf$g@F@22>iJc~<z&m)U)WD_R2QSVW7ORXj?I3cQ)VA0t-Z<TkN5=Lb3_
zdN|qje6!BqLqS0gr42$q(zOE4yXT0wMnXzQtRG;qK}Cy88fb^r8Dq(#QeaqN(hFO2
z3yoYd(lGcSTk<3zzTJHM!HX9xrnEZumZX!j-iLX`lSTooOsbLIHK}{J_(dt+e|q1f
zqbRpksHbsK$lR|wM`VSA2Q%Z0IW_nn;|Qo}MhT~|SMbupVhu|mJgnM4wSK9qOJx<s
zU8P}K2CiCb+J`Nu2w1lbi%)&RckA3m_S_m}Pi%iQO-QI!+siN44Ss7Z-~~1)KdL7O
zvu%nsc4xPqB2_sA1PKTr$3*pt5@{}~dYY{kPmUdstO|5wT+|^<UD+Z^l}sfp#g6>%
zmEI1}rpA}N9j=VIkvS7?d75t~_nOVKs{Jo_pUt?0)9SUaFPmY8)heo?zH{1-#85!L
zEz)(l68=h-OPYVfPqk?!`emBU@|AJkK>sv~Rxo0K1(iAl-I&Sc*i(tOT7!tM(E#G~
z?6jwW&6Ge8SJ(8x2H?GOkZHCw9xNx7>>L#HCs#S3ngaD&l%-nIo*ABo>9hQ89HRd{
zcP%2B+p~G@OZP%A)#lJZPTf{UV6yq)LO==2zrTHY(r57)Hg!(Rt7J2?Qbj8U$0U7*
zH$8M;U4tdo+`tZE`umkt7)Pa>;f0!L?2SpcM52Q_exRkKy2f9;pwPb$v79(U5AzN?
za|)C>+=?z9^L+TUBJ_hO?jj3L>ydeGQFgoPlD*!8HWA_S>f9_r4Uo*2yyeIUrcA!T
zi;t+D5KAEFP!Q~80P7nitn^G2`=&6(6V}1^laIcCBs~FNxDuJfzpyL#qu~r@5i6KD
z%D0&O^m^GrQO?U(+j=K5pDs*&R8NXr{F~U_K5K5i;9V2@F0l9p5M(Lc{e(2#V!Pd3
zAhO0x+U0>OOlR*I1`0;3+@c0xJUpE1QaAVLYjkpuy2DtW$37$C-Jl7Sat-wM=$iS#
zLl4H<Wi6EC4ztzmpSFEYL{e<SJgyEIeiavy_|A*f7nSOn1r~DYLKXHhZ;sQ&FI-sP
zjxk@TE7s;#@s!pu(vB_NHY~&qyS8*rH?0PehR)#QF}dLbe90_l*>h2X<jfg)!XcXD
z9e!gwcL+lOJh%YJN>6_0-cCQ5tpbpXD#K|H-*WWfo@+uPS>kES3II<Au})l2fblWe
z_}~J%k~R7r;YYp6TD#xEw6wW-w(8=&(E@%(p+zgBsI*(XK7Hq}rtRg$#~II|5Juu!
z;KoKe2Ups?J9u18^za9QV<S*C%Ppsu;pQ;1aJBlv&$Y_E+5LxsO?PoqSB7$$1)hkp
zz~ue}E1IHw)S7%Jpd@Wg_7h!?QoGj;G=T43Wh7ir!(Yqgh`u!~*fgbNvRNH(6#c6q
zzWuaAF{tR4$RJ2(<;GW>Fr|U50?Abx*zB`CGsG{;$j!`mj>6_<pf*<AZOJekC!{TO
zkXnc}UL<?k5b={tC-EJJ%X!`PLvlYV{M=i{oUhnkVd6Z0`PN3QaeZLH;Grzfm&8kh
zZaxhZY6PATh-M5PKle6quHY5z2L9V715<gRk_ZX0eCYM2S_nwvghG=WnE{V{@#W?<
zDTBWsq0+~wD#9g=*?<`(=m7FcKX-jwKG3q?W@cUr*v-Z!yB}VxC#KFVOkFi}v{x!}
z9`Gr01XP5Rp@vs~l;c}ZprsSl&7GrZ(?TyVoAU(9D(ub&fGI1ujAITG=eOFJxVdR*
zzqyd|M!Kt#2v``bBdC+~F#UiOjE1Rgy(8An%PGA*p!u<XoTJA6qfh^dt9ZfzVvTCL
z1@n=PllJIoy;WaT;wb465YUKeIBq1IKz`SFb>o7ghHd4VDO8)~ZuLc*SX@o}V`*Bw
zcdoWV<ruZjugu0twPGBC0@5Rj3IXZch{^{-=Y_l>P$NbeKP9G`ie!}y=C^3{F96k-
zoE=l9aY9t;w7NO7dg8PHL)@E(L;e2$qgv#hig!iYPzfO<Bzv2E-*<|Po$NcM<c+fL
zdl>83nX!#gLUx8B##XW$BimqRIQOgf=llD8&pFpQfBb&exz7CMx{{fB-S_>xpUYzb
z+k(E(-pcMP9rojJzWj-Zb(5`lk(MS1f#yr%$>s&q=7DJ23cz{OmlWkQ@K!f0nUqQz
zIYGk<$x6N+w%Ux~>gSU%83}E%sD8@cKW*<~F;W#(zB1kluK=x6jiM>7#ubI-ZX(>6
zzzSx;%8@d0=7c-cos@*2y?hOw8twm-Rh2t2(;%%)l%}I;1#=iSD<Jtas)xNe1#q=%
zsj<gtTr&ArGE7E(F_+D>Sqq{-?Nh4k{7Jvgat9MRVN4tVfTTwtH9a@%Sfj`%=8=&E
zxOk%vp#zyQmcRDlVpjDhg2QUaZXJQ(8jKiAo9fE21QtY3qJ}Qk@BNHqW@QbWqyj>z
z>rM&)WEheoYyFEM=vOj&<VWq@Da!aQ>z9j0g!*rPqXVsNBErFBA_MSg`r5T4KVg4H
z!<Pq?i^)!8ETdAe)ZM<o9{sOS*4dgfm-RFJg_B5d&trm8za|*8L-Qu8kAq7nE&CDB
zWDGd}X6T~Nk5HC`n3&n=AsQNsxMTwnl<n3{?M!t6U!M4}wcUy&-rvs~aSUf;%$pD#
zp*H{yB5_u;7=KQi+>;;Nq2g|ySgq|y21p&*Y0GqJzlA(dQA99lAegS?g7UVIZzkKN
zZfsq=#5K5l?8Kr3?-+={Jx~sDCmlDVLe`g@fOUjNejvMN!VrQf^S74Q-P6Dsu>X_(
z@n%%o+O-B^2`cb)F_kySpUO#8hkQZ7L>VcAiS-0A)9S-%b3#H7IrB=osLR$d?_D4~
znhe$GchHm9p<cb$>KS-i)U9*#cAMSOS7klp(SgqCX;-H(RVwB{dyihQG0kJW2J3VN
zTtjNCew{6ZBSrQM{y^V`T9-2FI(fjUSRNqzmfML3u+%8nOaELFfX?t8&*R<z(q^kk
zCeA};sOb^|i$Fa*%0+NSn31N%vHj$7>nXg~qa2ahW690H;f$w|oNm4A6~8j%cNn(|
zQWct64?Xo5fgpoMyZ2>2xiy{`MVH-#pz9p0<DdQ+ynz;}ejB1Ha7{^)0lpfZovHs3
z0MqmS`jFKMS)_~21nA6lMvt+2PksXM=p~@=|BARo^I8m`@C&5pY*9_RC8N!g79G9M
z8kUDcmAiVYCP1e|zlw7Ua4-_$jS2Z$Gs@rsv6q~u2bFA602g}H=wR-AT}4_U{*-7H
zF{|<w6u!e=fKouD#f&WvKp`6s4_1M<j3BN=PbEA&Jnf-tF7q9rkZ@EA7~y=He!Ku*
zEwFnC(BVdMnZQa}_dKh(+t*>UM?wHQ`>S;B0&-KO{rWV_X_4;avS!n@1cQE}o$vmB
zBeC!tgcT2($y<D&3x9o<lhgWJVt}V9uf!i%?{v89Z*_B70im+|Gu(GPhF{9{2Wou|
zLxCc^tCIe~JpX~>m}j%nu)PNki$+E!k<?5J-Yo^_g}ZedtXMS%nNpYlOd0wNjB|16
z>7_Y2H<G2qgyo}u1Klx)ks>Yok)l|jhctpP5{5i&4t|8OBd9=7un0Tsq!)XvmH6u=
zuiKB+T^OwAe0S-uJKr?TWwJ0TI%3zWQ5CCNCMVJ$cpJbvs2@L`fcs_2+Oj4FKkM_P
zAr?nyIxZZ~EKKrM`_`yt@J>}H#tq0YD`-#~<o3CK1B#!_KUeZNJ$A=!N`WJXF_6_+
z=u0m=cH&gV_U}^tGKpnX?B1S_-b-fc%wj3@6?EqA6P<YA&&N$Qi@pp5J^SH0k3U)l
zb^k{r$u+`ZU&-?4GuM6lCff@;+N19Y{CRc&tG$`(TI||1vMOP>o{n8J$nSl*x<0s#
z_Tyb*HM_P^lhxCp8|=82TWlgM0<w+$``K4mWZUX}xWNMG{c=6+Hsq-F_DUXn5E$XC
zF0M~CnTfIi$b2<6|BB$liOh=FpWP%C&7Yq|rVi&Xl>RK!!YJpP?<bSr=7O%wv&VV)
zpiJ<-8}B!5Z^pzwa{E>C^yxsQnfEd!+1!Cv)N>&2j{SX^KlEvsV~<2$Zm#K{zkaEi
z558XGL>HzKNaP(W)EMZ-sbvdbW49ekS=lZWf$SSpy>lv;!JYH^8!uK|LkYznH(}vC
zI*Ir8WSGp+IL<!Yf(iow5#{%EG_yK?eMlMvvOS{i3#txHI^2c!A3-X5KU%rQ+^e=}
z>PGv>T~wi1Ll+w*C{&+_<R2E!Lf2;+<D&RcV_+a%$Wz|p@gp6(G_GCqS<cI|Kck`*
zMOK`NPGWFb)CJgNkXmsA$EB)>yQ%gD{XmJV<cwgmW^r+G<7~(oU6iw#cl1RXpV3KF
z{`OlWA?8jo>APFtLG+>{j-=u>fj?TG(rl9$;TeP8Y(5`=J~k`h4#C3<uT0L-ay;6{
zRtx5jNvL3CZ^M}byuf2s(F*A5I@nqDB-D+S0E?GV#9)2>Lnk~^4afpQrW$$=mw|rK
z&ZO<J*WCH+aSP20wxrAaa)}m}#C;Qnl`f0X@A#=}`a_@`yMtP!qoEPN<|LO)KF}jI
zZ-+Q{AM|!h+IRKE9r~IXQ^H5c40s#5_zF-33$}gG;s$OyV}RtK2Sk$i4J#i(_EP}=
zj{EeK4h?R!(LfL=NPpg$B5d9*Wr=4fy}i>|H<{%(5PNoNbKi3Q*LVp(?!&pURWKJ&
z{5u#R&NpaXwO(A6*p$zV-$AVRwLEUxDt+jcro5|@6$9>Ve#)cny7}{9ubAAk8d2&=
z;@|1G=HlZlLeq-RXNy^AS+-5jv3)l0=DX6HVfyhfAQsHJ%e-tgbEdE3lmGytdww5y
zjQVdo=&R-VJpgIn$>q+;>Ba|p-czjmks&qoZefLMi9v_aB8#5OAC8pE-YXr8I<5{9
zDta9^fRB4Xw&vk$N3v?ktpvF@WR`VumyN~|05P!heVu;i!Td!?6k{D~JAtlw!hPlv
zl-qlI+d&`eoq9ETx5ioDSMl3@IIO>oq6zHYGoZlmCo7&FlEwxUHg|I=82aq%hG$pa
z(8?Zg*F{hb#{3!)CV}!`Jj>1uCG_%MnwmLITuW(BAN$?5&i5c&7SG+`X<aT|?3crK
zK7|hmBzXyvObY=l8glE)@e%G+5?@9VidM8y*ShCb`BkJ4VZo+$E~p9?n?9ggL(|en
zQNwsXzvxe14GlkVxA{lJv03DRy?8$+m(Gy_;Yqd$=dhp3)`|CMT8U7@`8x3%gWXUV
zgiz^*ry;tyB@Sxjy1Tn-CiL>2>?|;6GF`g<6@)d-W0Mj^;S;#BmoBnkpk^ZTdxbwA
zAW{#hVY(Qbp||>~G3Kkcs9xC#X}=EDPtZ^<fx@KqH%v-!9tN}kRuwZV#0fPC@#%&5
z7Q<XXbwePH>}_}l$D$&i0|sx=4ZxO%#`K}I_!fIE_{-%tMEyGeTDklBU<#a?cmc9;
z$tc$Kxj9mV$iJMp3lP!p-jM4cJFW*VZ#0jz=unC(GJx$f#UJ`Ed)LU%Ytxuov;P`R
z1p|VS8dtr3834FYh3@MODTTqU0nn%E%VmwCONrR-qf^PVQE8h=uw0ecP0fuSKIBGE
zd`?=GDx7`74^9z8qSG9Ks`%@8FVn!{wxVH~r}0SyY?CnRJD#PsqHOg*<X7(r8qLRM
z<9ToX;M>`=YmLL{h9hL|+*4e6)!>1@wY<g+|ED`D5ZJI-5R*E*<MmY&HXZGJKx0q?
zs&5#8`%MqVt(H6^NE?<ldd0Yj+lZv@p_}2PB`iN+I;npQh6H5Xq8LDG-lqJs8*z>i
zIRPqo2zJ`t$7iTb>_w<9d!~DkwTlNbwJUYfGC{lFr6PWs^@da0N=GmNp|eB7zlW;9
z^4)?dv08QEBkR~<2}uPkaNaA7OvuV~sOwA4LshIHzG>o<Z-Z5L#UYr=x!<FzP>U|&
zMI;+1ncv6GyJAz1xTjjaCe28-7C)R@x5gH>!8P71H6_*8g9QnO$eGV;Y~Zz^))>FM
z@tR3@mj-5T-qI0N_YBYQJ*hACbZ&*|sMfiXtRPQN#LixO?^%=wU^CSyi@iW}UD~gF
zO9!Q=7O?<9ZEUXTF|%NYl{}H}Ql7}*=%!Txc(Z>%6tIcmC}Ayh;>bbnu!L|01^rlO
zjDSKBrD{?E)~$aWV2=i*#G5~Ysk{;1sKNIt8K-T%@LfMXLpMNY8LI(bJxaQ|4FK9W
zZ-7L@Omf24+_eUd(J=pk7dR<ROk}g#SkAuX5;sg8=(Q*%8NV5NVuM6{5;~FossNOw
zPhDd_`8hxH_xC4c<@qgZbS}QrDZ$G%F4!zbglnJc#0Hca{t6-G8%QYXWX0WA7rMv{
zlvbf7_}-$*RDv_NcMVD%=uXPl1%q(-u2<gPosUhmXuWqJ^VlnduKtp&b87^YjUzUs
zj85h7Bp0{Fa1DgmW@+JQ$9b>ys3*dtz+QcvMot3NdOw<uMpqZ?rPdjzY;GsY@DSTx
zC80;*N<M&}c4%B$0SqNv6#cpC2>$l>VF?B<AbLjo%}yqb(&})?T0ldwQscnl6lQ*c
zV4}0xopV9*5r~!V$zG4r0<yRLSnT#s#&0xd96|C}??FJ?Ybw@|K(2b#^>y5NOQ8fz
zNxC*XSW~H*A${Q_fB}K3@Ad`oP3l4V3%=Le5PJRC+ia?1@v;>H_;}hdC24su4oW<j
z;sbypZ>eUpgY{F(gdpsDjHA|ftJLOv;Vgr-XoFI$7)QRwdlg~x8x}k?dsjfMI6Hvs
zt(>Ai$4hn`@`gE%3i5g3@nR$wggaiMWDvwxk0KU>+r&MCGZ%IiSJ2k7LZIx<3CqVP
zE1Fd#AAieA-Yt)j!5AL+6xCYA5?a<gmJ9K4*D}!8=M`~Hda^4J`#>YHK<Y(PFqT!@
z>(pCXnxNOv7v>Z8|00gEePU7k;^@9K4oHGPamK$%Bi?7qU43hFi4)?$IA0riMp)6W
zMzQZXH!$R9z|03zu3}?Y;6hvQQ5NPYlxM;A^o`|GzI?_o#Yowt&FaWtHuobi`5O>G
z(rSSn2pOGh7+gC_y09oQae|!}aA`o-$77WxGSQ$?xeP+<HX-r?Q$cO?x+W&)(Z_4!
zk6(O7R^%!182QaMG3y&=4eQrcd31$=T09Cf+q7$AXYjdqNN4<kN?L&I2|5~P$fIOK
zVIeZi-Fc|PM)90q(t#alaC?G&sK=eY2diHKJ`1%c@hXHS*?@iWh;}&Nua@m0Dilra
zTtTPR+bZm%9}%LkI9VlwAVHkH1#;1FQ(Ro(SWXCZ3m)1|Rbb0GqmW&Fdde{U&Nf-Z
zNOxw}E;*~QvTS0+_3lT2o_!cw>c?fc>`gEIz^?8BV?iSEw1bpl<BPPBgD+Tiha{Zf
zVSWJl1kDB{z0*4LYo57}e}W=atiGr%+h?<dWJw)&)f+ek+V9T3J7A~jzIyZK7%0cQ
zBF>?hRY8$7WHxhG$N5E2)~5eW9_p*{s40ok0P^ww`h$o=^9fWpI3&-Dvn_{^Z~X$|
z=ENICiV$I8wY(LOP?4-wsrI|9%V1QSg_+Np&aP{qSlr=jM|U3kxAV5a4PXQ#07jtS
z22XQR*<m8b35y)mw0HN{^(_>!T`UkQU&<d0IS%Q>z+C}m{wlUS2~GV%T&?qp=Frn<
z`0Jwp-t`S~90870xJwnytcHF72kZCe00wY($8iXeAqC}D05NA*_cY}A_Ck?*3EQ>x
zh-v7v{r&gfIfWoJ3m~t8=yotL)&rCcOo9aC2Ado^Is4;V*!c+-20?+xXnf8=hept?
z1~e8PPB<wj<I<8>c(M+x>n=G<zH~VvQS?_PbCi8|q2v0g{+p(BaCn{{1++E5cq1gT
zVgA#cp7wLa<>($zS_a+(Sj<4rP{82X-#JY)>k2K7#a*hYL@f@<`uFV}3`#dFxXCt5
z=Flb`?L^Q2ab+l{86sj+bdO*-5BRW6B&yH_`=yMoXR*r)>Zr?poG0yLC$iz*bV}K0
z;~{mYo(4rGnpUW>`&#x}S3-d-(bl{9Ny$Y0*RYC7-)D?Lm@m`LI^6mi3@%pufnYP;
z5oF95dvb0r58<SfaoB&l2VuW6|8vp?ekxFT*Kn)8X%s|Femw`RKi3I2iy|@eW*Jqk
zyN56P@EFY`gu&Q*E61+VCFzKN{7D-VH*iThAq}1`W0v209Upes9edNyLDvRgIU7n)
zAY0b}SbK*_&@ZH~H4B&mlV^>?=Ei_5soPJkifXL{^o1wm(m^*Hl;tmkw8_Crc}KB_
zJE6LT?n9kv);ktv0_bra<K0Alr}O_}a$ZLW@TsNkhvZEG{f%<-aE89Vo-u+2|4@J1
zvOYdQ!Ix02UScAS)kA|kFR0v#+I>~HwW@l)ls5dpVP|^tOcX<)T%&s(;L2O$R`b@b
zvclz0lp#Ga<Lp0m4e#I6v=@5Tc<2Jn=s<5yX7R8NFrbtwyy6xxeAajwv12sN7L|pP
zKxC(imZ-!-Yrz%L25<3B+#6&$G%N&+wlxCO`_3--T@FRL*Hcb5BDfJxavfk2l?EPp
z_w4vngG#PCm6`@m<d&*X*Y({>9T2d9fYUNFDNIj39^jo}$faIaB!DhPIVK08P0|h#
zBXgI4Oo_G+r#v%F^JQWAV>!2aq<H&+#)sDZ&`c(!&%zFomMDOk>zZZ*gIMRav2V<1
zkS^Z2bsG%yz?29IdI%8o^jo$9TzGt5CgF}&-R*h<imCJ3Il~!wBUJ26w31+5?4h5k
z@;I?8>o|=%lsxFZ+?tNVGJHoq&CQoN;u(5zZI=x<HFLKHm98H>>drBt<p?%xy&A|D
z8;?vCe&o#<5OAnSZ@;m>bR7iD_6j`67mD#}NSt`+{dl<1Tz)cM5i`xfI=v3PMFf-q
z@s@12fp+0_0zf@z6`FG;WyCr$n<)2n*G&NB6hCrze*`@T8AOIx6{Y@MMc(lxySu;@
zSsN7H#B1;C53s%iN>&CF*h`_}{GSH8ViqtQ=n1WZLzvx+vBoaIXh5o7y1GXnlJ7hE
zHZWb{+iBiO2>S(a59OzOYQ=eQLD@zfqX6#1=MUaQ6VcjABQ2YYw*2D6VhfZ`5PJLz
z!jT3M<y@c%ye!L?FU+2pTOzqTKd;!+k}$pW=ZIUya)bX20UDTfSB}}OUyDMXj*!<E
zpML@7up`;(dKNCSdBy#XdTn~pvOI(X?2DhJ;WdB%>7=)Q!K0UmGVTRSaY`>lyc#^F
z&mgbB`&EYuNT-y*ED7j-`Kqkz(rgI#UZ#B=@r}u}Te%7hgp>R}$jsjasoZcqW)zP<
zk!~>jT{x|=IvK=J&ieqba?Wn?&W(KvakbWYK#M5rfAc&jhw|~4R6tgw=V0V<1VmZ5
z+n^5jD8(^}=u=WiGn)(o$s;*;j|!0^GleD+tG3UY663hn4L$FGhOaV4pC02B(E)Y}
z4*NhU<aHtK$&*W9aH1>C)oX7vzhJjErjnRA$MNQC&fmpUICe=Ki)l$%@!)9;Uc9xu
z%9k(ZuMFhG+-jt8Iy4)6ARgxA3gI-|u})x$o9`@^wf)1+NL;@P{_Df_Qr7bqUNW1M
zFkSf>1x4`$MF9HEx;E55ZC)d3Bq&+t_51XjH`<X~`Kw29<yp5yuNrzBfwRgerc&Wm
zZMM`eu%}8#^XfDR=$f(D$8YjeT8AF!0li4|y$vV@J0j4Rc^XITuKnX>ueJ3{SQX@w
zQZF8Dtz5;m#a3*UEvMJMT75io?Za!D;uo@jhmsFa?fhYBlC0$DKc~{Kp-f~;PT{c{
z5V(g%wai@~Sn?<D;=NRzinr>x1NZ1^P%8jgvqo4Yi;U0`9GV)Tm9gHP_2tLioA&xK
z##D%L|8l?77(Gxjtkk$I3?0WdX6@&dRu(Hk%fwE2@`PfrG%tKjM-F*pTVS4D{n)C-
zD9=IG0uFl1Hq3OQq!X|CK$`qI;^*uoyRO10FH93WX5*p^C0mVd8)Gr{9S?}TL)1m&
zD^EeFOQ-VEw$l9ixOr&tAc|deSO<gHrPdgirHW9_E$_m$N$K#}zdBob0U}2Qc_kk+
z$<I1b5OJGB(tt4lWs1()H-SI|TS!ia_I0Md$(WbS6Zc7=%B5d*rP0j#vvY*ze0eIK
zBcFllZ!VELU<raT1I&N7=<wa!xDuvv2y8!l<M1wc62!6MAnPfK%5XFljKrvDSOxF9
zdOvIfFeNkM*+HAom;U;m9DkGF#{f*Nx2M#wEp?loT;F}cM88a^x1Yc0q~BThqvS1=
zNi@ep`W&g>=PuI#p4&OlFJdJel9WDwYL^ia<~9%uMjFy-JE^Qc1%s>6qW*|zq@FLh
z8#ZWBnM1lxs}DoolLDKb&}s7y#;q3lEPqgNJcbo!kN<PX7nOT3anK<LU2&^V0e|?*
z(@Amj;iA$0j@q;-tY=#t{;a@rh#!#U)TC@xJcUu;8&n83hFe48NuVgyC;PdsLzls$
zhSR6%M^uuL28NXc2PbXi0;uPvXIlN_badjuhs2KZnD@=LCRctrP6<No5_ZPK2Wp}?
z(RsdI*1o~7a+1oPy<g?Re_f~5bcSyH3Vf5Y@qT8W^z1R7Z#;IGi!~>^?&|P*_>vA9
zYgdKXfhH_Xz_a)jp+=WV4uu1NDqX>YzUIx;$=@KqcQ(0Ywq34^20O$ArkKr;Jk5H$
zEcNz0v#AKl^5UfopM6SrN~eb5(w@{AnnIuxMzhygd?dVD?1;x1D?17B?!Hh#vSW{^
z_1)9!hO+8MV%sT<BVc7^7Sha5uT16J$Kr%Q8^8F=eU?`I#{}mre(I`9vGZ6i*_%J9
zg^d$E^wjtuG$Ebe<t1!S-MpbtwX=UJAZL<%qE(hz7XB9~c)j>z{~g$B(w~)Be*u{5
z(6Bf$(IH*@Z+6xav5F-`<?I|g;N8xu{HNZRSe(Bikrtbm(0hG~+IK(DHIUK4B9!^^
zow|n__Ce*fo=GAO8MSs1R>4?_<**@S<PzGshI!%aM-P9o8n?|_SBr?zb)`|jn5hHm
zOrvWu_O$Xnyy8=mZ_zXXj8HYOKb}i#kBm2FkY2wz-T>U14uArvzU0GukLJMkPD}hU
zHLe35Lvk@I%O~#lbwl4Pl8p%s>5MCH$4xu}XXKfW5OgOM&ygpb7jpN(O%LA=<%@{A
zt&ExCQwvsK5t=|=m(8VY^`uXhFIZC2LS`3@-SO@t^brfc5?!W;nI)r_`cJEPYIQcQ
zjMtZh@Ve1lf2{&FsVov7T1;$&0a1b%c)B?&sV)4(twb62t61%+YvM`iU^nQV1g+N5
z>{8N7GILYet~;he2Lr>6Aml$#<Uy4J&sGNAl^TmGz4C#cDuRki98}z4dNA-Tt9;u+
zWfD9lHq!wZ{?gdKxZyFN1$ZL7xUFaJPVz`gqDCrQej;Z0r|qUdC&A7zOycVFrzoh6
zyyFg(WT5QVKn)rW7e<b3ug$S-&S5j5tIyxxCu~BW4FG#yM{t4JC&*OuXiXUHXNFWA
zPLsY@B&`4#7qhWu!?cU81J^lr!E*tR(zY6FmpFL1r;vie5c^bwqy}1o#Uz6E{JV?&
z$3;t{=#w$&vxTXr8-YAy13ZQH>IJ48z)Z&h`9#3EsiGp7t<>xZ)U^a{mgjCrF>xJY
z?{~+kUUx>KVJCguSP7HX!Xgk4flis=eLV$~s_e3(*4DAz7MEl^e&NK@FiTxciwIa{
z-DioQ0SK;<#@#kregB>HmuSkE-_)vZ!*qpi3124p!wAvYZrTLG?|tAv1~#N(zmS|B
z4<k7ehNxa;J*5uw$3-6xelf~XP);4F@l#DP9*NNFNfXlF7!Ek)#Ka!>Wp?|Ye$SnG
zN}NF|`#8K@^x|F^r=%#5kh|5htrpy8Uu?r&p*J9}=lP;j;_75Uf#sK{$~!JJ|9<+4
zu7TtNsd-zmB@WT6n!j!WNkI>&i52U_hXh2)XD-nzh<`LA_(6{&!s+?eN@K2nAjA^J
z1p(4x=1_GbP!_s{VP<w|ikV*Znir&K`nsDNXimuBTPUV>`(yMLhjqIPUZct4ZM7np
zE}rcBB6l>^9IgwWsfB$gkq=8OaX1pItpjjq{<wqXXN_Wr+|IB%Ex<VLcQG)b1D)!T
z(=a6}_G_D*jKILSM{A=rrA;|=s<A*|&Cnz;U0+8rCcBUA)GKXh2aP!%m?&qg+A{hT
zeRI^RK`cjAB-xWci<CNfq5X^$a1|?uy!l{NvYxw@3{0owm(gJn0SQO@eyKrCc@?=|
zD64$0>|s$(`%T4vVVX8<&RAQ^6rO)9?4dJw8^<{55=<F?9EreZOzQh_c&EVT>x8no
z^h&ksnYU|UA(whjIbCLl&$|6}KkddMgr4Z+DjNj>xm}=COyxH~c@-XAo9OlnxOwp%
zy2K{L6Awh7iOFlVu((S>3=i(RZ;IHB1NOHlukKU)7+_@~OHINPb!nJlT;krhIvJy!
zov5Zj-6~XSRY^%{bN~#%G`wlmFDKKB2rTfEr`{kV^5ns|J#mJ`_giEzV%S0F!33U^
zF>GpeD(j#`R^7^U*6n}l6J2H@nKV;l<eSAi=|5ae_AIR^6tp+F*~uv=Xb~QU%}8p+
zCw+F2oc-(XOWcYLS1&v?K%G3wzx1Y4&_<&eD}Ri-uC3ejLpx{H#yG8H_u?fk`;Lhz
zz+uxd^{Dp~DJcPvoML0uE?92b-(gq$FW#p5?mM%p^T{wj0u4Go_TtlVqorR?hQt-!
z!3Z*cl>MOMz|w)Gth!wR_lPG(A|$t?H7s)N&<dAz>+z7g@z@~$iK|UDVPN&lKLHH&
zX#0;Z1M(LAGvzhLdSf}4M1S?f30K#Z=lq3D3yIh$$V}2}Tv><Iu*b8{*_)NAiFOoe
zFG%4`4-1Za^`d0C4rY~?!yMp78Y<{cWrDo&<MN&{yO3;HuYl7vgM~-YU7)z;O2G#Y
zxRe3XrqN?8W^7GIzns4>;RU_oN3uKGa}}FYEwHAm@N{BS+w`Sv!(lp&4`d=b%eT3i
zUwq_Vo1V#sBRIM^Ph{sxa)YAinn5J?OmeMFI1sMfFhOMx=|cHAXz1vZr^ERG36-~0
zIe|onQT5ArqSHQ8@|i_HRAV&iDJ^bZ<<5N(#lF7#dudhndOgVN)3sL7e2N~iBRfy*
z@Q!v14^0jVo+z!t*<GpvFA+S`A%yh^*~Ta>M1u=c)R1~h8&m$>iB@TmJ$}IB2lDAC
zp(<P70WgV1?_%HZm+;+9p->*lK~e_+?JMm0Xg*fL8^#GSsKT*SStvZudI<p<+D~Y~
z*k^W3^;0I8x(vpQ!Fc$%HGrg<-$oNNfbVcuH2OHw+m!QX&>H_uV}>FXp<`f5qD5Ej
zdT5Pn?g_R!($MffR(keW_Xdk?*=1bm_2Smn3x_6s;z~<aO$1}!K0hU6YMxP!Gahho
zK(|z6PQ19&ws`fN_B$u9LX>d3qM8J)yNXmwK{l8h0L1}Ypvp+L>ivKPg=L*HfQo|7
z5K>@8S0QuNKww||BsARwAsW&_ktW!pu5#h*Z3gl@2E=-xi#!mO$}<5Pa@>BPw42pS
z8~tY}@U6)b#H}E7mF^nq^$M<=ju8U8y83D&PL@^CJ$7n%<jvl72e<Y09c^i7D%D7M
z^l-TMxF}0!j~ami`z;y{GR(DPKz&p3rQMeRmH;|g2{806PbzA}>I2i9BoDo+x>n80
znf#3VHQ{}CvEX~?Y6I|wP}dc4{R3L}QWNnnX>#^%aSzHnY#eiLL6D7>=j~!hPSqqD
zyVq98C6i&XRaBz?8bRp9HHTN}X>3ck!QJTHh%^W}G_Nsmf52KfaYS{6i*mS+BlGXG
z?29KtsQKBNdwX`UH{~<wmVKuDJi>2kUf}NV?TusULpqFwpQz>ZI|-Z5r7O2}sGMMn
zIlLkW-~-(PcUBTSb<?O3A|(F*x<OCw)4Ma^N6TJLu}M{g!kkpAL-H{d6FM)E<w_RM
z-Ee8?#W0tU{DQ{70FQl&#j#m&UAVV!3AXJb<&&~mC|mNR<MNIGn4TfMnpEJC(^U^_
zoWEC;%BHwfASY0E%`%P1^bo_9xdYcXCPM#XP;Y4}<udleBa@2tfWOSDSJVPpO!EIm
zROKHxIeP@{j%NbWLM<}qR=^L(!9WFJ6`X912Ode8x<nC?O~?JC^{gm)zCl&`MxVb*
z+7U9rHGioEI3WPAQ1+3csPX<9F;YomhukfF@M2lLZ#w1W5rWVgFugt|GMy&p=T(|E
zEv7CoyX^YrC`!el1bgB&yU9T)#~pha$6d_8gh)fIGubVi`Zg_9d}9S8aRI1E(cF2@
zQ?JYMz?4T_oHH8e)VuI!PB+WS0hJHD>*pcx84)x^sZ_h5^65-R=2nr;#DvpDq7h;>
zkItOPLEf+h0_qjr{(eui^x%&f$6;Xtl)(p)BJk%s+8|H03?YnyCN3CJq02W#xj5e_
z)jfCij~Ct^#+n^Ccd7Gj5KON-tTa+b`FTYY-{MEAH)GRMJ5{x50_aqhkF}=Hzf>O1
zcCVE*70`1+d{{Gu;8d*YHS@moXBbBC244Es>_wH(xi}4=Y<l^F{aw9yH%%*yd5N&e
zXeBK8l0c|;|6`*Ii5yR((rN8CTa!H=lo*_etfEzDn!3YJ{({VJ*|2P>S~tM+f2wdg
zWjFU2IY}eaadOyYY3y5L>d^^UF*RDn%TA-3L(tJ)zr4k)xvepkhE&N=2mCT%&By)?
zrhS(J9ZL`GPQF*966+%PQ|(Jiy~N86W!+s(>dMW!+^L{rvSA4;So|tSn_aAI3*bzn
zWw%3sWbtd87aPOiQZ^Fq0Em~1HIFnD6zc(3MH?WVak7eF3{2J+-*w5fYr?JE*g@;q
z3+d9IO%S{<SI+iOOrMlB{AB9^du2#I*BHjg&*Ixj)tRiSaqz(zx!9L089a3XP)>o&
zkmCbo9wydsC1HzKwUQS6?YJ>+ccih3FTELHhp>2g1ncR6TgyV|#be9jq^9f-r@bal
z<j~5h!8Zq=&z#*&Ob05%guhIphITM2H62RfTi40nf{9$FoO({YJ6HJXSb1pKYbJQC
zvw_5IyK_pxYlJQjue$OQhi9X5M7e;=i==Ln{RNjPHuh0@0ETy<RRa1qF8o!3FJV_@
zsd!^)Vc#-{&i;dSWoZ&whkzf@G@rl#lt<a67D4!0-M>(hQ7|0a`8rTaU|deplw&++
zx7;8DIxBlLH6kr{>D?95q;g=$oMHwI&P|<r!Y|VqlhQIdoYJk%#5hxWs*YMuEq4lm
zCO+I8H4&0^><!k1H14*#XkDsU@3Ez8HzBOu$(R3mU;<X;cV5S%OSec2b%G}q0#mnG
zG^+GmV8pY>XAAaC`+y8@b56O`Fg{gjqR_7SNeD$MhrtK3E#8m^lolgF@d>kvF>}39
z{_Fv5_0M`sSF2w5Q6r)PQoyHuNV^E{hYulOA3!4`Ys+Mm#_ov=-idS{e}RmXO}qEW
z38Ta!x*udBL#?!3-q^h;YhaFqY6ZJI5&K-G3qKOAv_&OU$F`kqr&P7d*^}2sNGjeC
z(vK<x$XEyeNzg{<i_&h`H8m#k22Iemo^iDU8Wls$D0uA&2*Cn?4Q6?=Ciwu~>f}vJ
zyY!JyqSWt$x0w*Yl5EIZn>F^vExKu!qD3~XmPbRub8%|eIs<2y^3@y}M;alYmoVO2
zW?q+SYJg1&YhH9&FXn3;Gl2h97>r7lN>77FFF4{Vf7f_+)GzxHi0720QWmOYP8>p-
z>OSdEv($i<ur9XzyO><-(_|&ypT|<G4<y;7hh@PoWFJPqNW9NFmZybtBSu<8y4*VF
zZ`Np)3f)eo?^Cl?WKi?BcFw~t*(Sf^^;`LZOgkF90(DuhPBs=ii8gwI@eMA4xSIzu
zVtUEVq6!wh_;L=rakf>lSwZNoMWvG8C%Aq^vR*1>za=<o<IZX@q~KLt+S7z1nI3^p
z5YP+AcnD@O_zO1KY8C0^ovsSK5{`3+*&}mFf5uhm13g@>h0&+aFkr>Y99GKsBpp6K
zwOI*fLDt!yy6ynv!TmPK%qs^Y7LEJEa%s(O(f8fmq_H+Rxg4F~5yX$2z{<LOPxm*m
zDD)3jt3|1;-_+TUqdW!g&1r*W1kh~*i+=Bba*4$AnX5+3OFy18T>^}Y_{iY(bZyfU
z#cm<G4YP&rl6U2&5!x^R0c5M0#?<*OS%IlyViL&Kqb_xK_YMEj^GBo`y_d~5<L6_y
zOFosjFGG`X5z7A57MgEav(`P>`og!`t(TdY7;jTo`Yd#%Pb-s|?ZU4g>d>jm0;RwN
zy+mUE6SR@v5kPo1z%7FK`QU4v3ojLwRvl44pXp1>7}`@+V=PydA5ULoC^i7%%?$P>
zU~F#N-p_I1{9C=W5#9CJcnK)I)HP2}uIPmiZZLQvZrB0%GaEs2cC~pC=wwo+hS1n%
z@3p?upIGdvGA14Itu)I!J(4Br8Q%J{Q1J9x___Jt$`!zm7xdb1PUW!=$u<4p^;VPR
z)Q;*+9d~@g(q7=P$J+2lxwmkAnz~N}nTxtRk3xNFco9HKZgqDsCMm7%rqYbyc(JTL
zv8rU8<-Xp!MSAs6V_gMH;Tg%1(S3pgpG?}7{zrCDKLP}<lk@o|>BXNDcfPmC?3(?d
zmtF1juXG1%)iQ8WGW-8Qbt>);MNaHL@`ZC?_FZ?Kmvx$pb%K|bm(qaK{~;r`^{aDn
zaUx0-#V;Je_&v)OX=fV9^K~bl8G^`E%6YDOiEx;J#HExyX>DXpO-T-0Dxf0eIF+?$
z{qaDowBQHp>JlPJl<9moukatImDgeqt96X`TG0EJ2m8tf^>u+kO~#EaE>9V~7y#1Q
zQs}crjpIHR>8dX&lXYg0ZRj_z-9!yCM46NM@-5G%#~@VW?7b<6%~Cwp145s*3u#t{
z%s5ScV!Yu5{fwow_TC5lz;%8k>39#S-&57+pG1zaN#O5M30>Uz4y5neudX!s?x$4)
zk!-;K7@d6}3Yt6;E7L_KA-$WzH0@BIdHVUn8SQfZu)%3c_kk4YtV5IU$IH@UxvX6{
z(BIMg{dELruL|%V*8l4CX#R4EN&5W7gb!s-O`=P_l*6^Nc!aipW$lLkpujg$ur}9*
zy>s|h)C>!geY&3Un&a>(pv-jHLLYD}R|^h5mf^u@6VwmvN$VriFFWs!gPxk2X>D60
zgkP(Ssw)e~2m0JuqYfvS0ifD4zp!u>m<NvnNHCm$N0llk@?Mqlsm${Ec^X%&(@D)c
znPaImZWFi{IdxC%m{GB|VM@ZonHF+g#*c2@BFistcXksqnXh!4h=Se0TjZV%a4d1i
zK8YQxYumA>Wc~drSS|?YIl!7&dk|V0vbrMASETUUin$5N?wgBZ@vIDvwNnun*}Ox>
z3r=gp{j^`%h9B|pJG2|4{OM4GKmY+@l#eO<UN(X-C0p&@wpk)9r<bMsu7$EXIDmFl
z$$1Bp%u{<!uPFhGYfRt1eH(0jb3)X6-4w$829kGiqh%(d!G{5QrTTr17_B^cYZ)zo
z{6z+p8`qUQ$z02q4xhN^+kDHrPtVXft@>?Vf^lhK+F7=;y|f*vDQQf5y-zAYP@u>O
znC&yP8P6Lum4oUVZCc7}Un`=6Jy`%Zx{WZk?G4rb8c8F*EdLV({BKde<i7cf4Cl;d
z!62spixYeDfi$O>g7UO)$YcRNe}q~{q5%ApL*|@K`Xywa>bMS5s4~EhW&@f8xm{Ak
z>S<iv*Teec(=mQxQ7EwQI7zT&YS#uDE4e>hU+eYa?#I?8A-15s7t%W;I*=vn;ocmh
zoC3b&7x0)=2Y!sn2P9&J-EcwT{yT%(R$F=Fh$M`6jRf1C-pylCrP_e?_qMiv<?lMo
z5B^YvXTJH-hyS?#elot?P2RSob<Pg#4(so8C=Nx>;K~+jJypgunJi-do6ax<yah!;
zef7#kYo`?ZG6a2iMEr#VMW6@2zv=4|n`&uNU@_^avsIHbXrD@}kns>zJkC(lE=bP_
ze`$}cHXC&#TT4bUkrRI0d?V4Mr)KuOIO^a*xWTI!4q4tAK6Jb+$nKBlt;Z%N!hsp+
zD)48Aypn-Wwc*QP@-Cq+VBZZgS<964PQuX1_X*AwB-538jz;Lnc<I@ih_Xo<{fL#D
zDf(Q$7n#BCth0gDK;Xo=o4%RU%Qm&)=&u}>NH+a*JmB%>f0K&-kA^b6xWK~OmeUjv
ztCnL~7akXqu4>`bAL2c%V4T$YfQq`wpw3S}Pt^V%`gC<-Iw`u=ZvKW-(7b62(f>;D
z$F@Jq^VL%wHjw2+D|b!IIlxqN<g$?EJLb!oB6ixTC-RuX8=egDJII9}mtIKrn)c7b
zQFk?_#^o?T!TD33Kd4#_(+dsvEoay(*W8zT!vg2JAA+;?S|@l=ti7PO%p5gGT6{U~
zmI6i7jvqSNFKQBICcOltoDJezpHJx(m#-sIbErG^_O5Q6)H?1btHP!B{z0Cs`n5nT
zbNk0y*(f1&gCzPSV21P{U`7xKjb+|7LG~Vu7wZ&SYUux<ay?uj#_c+y3Y_?Ie!a<3
zrwgibd#+n+$};^`u(SQy^ww5Jki=9kvw=TZgx%nmP$*er#}wHK7u+{Kzh9_`4f-%k
zxeo8AYHHa`FIMY-gbM(IQ*u@GuHl{Am1F~cju*i8TX+sU?ibjOd@7@VSgQwHX`c;A
z|KixBv&n&=DQ@7L?_BvpDL&jmW9jzhNr7TF?yY>)%@G6cjV5bdyv@PDS8>z(8W-kM
zR{O8&hgagsKL?xIYB>v1R)X)aBu1AT1YGIh+{xUkl`MI4JfVVSKJ`}{GF$)F&t|K2
z!O3J|?SLZ-dgkO`C!&32+_T3S?)qdzi3?QD*5?ic{tQZ4{7rk_T57$u1alfN5NT*)
zZvAvb855#qulf37ho-o*oYJZn6Kw8D+%PLUjx0{>zC^q?!^en`)HTTqB$9&;i*rBB
zbG35Jki^u3bbgOfh_&WTw>a*t06*6DgDY3A7_D_hL{xK@N&9WvhHtT7cL2t>z^S%!
zQT4Z8!HSWQNZ-_L)@j{!>gQ#<7?hcWebYS}Vr;D2_r)2$fLNvC<HY|U;QxDd-hE3o
z!r8frRZ{#O_tVE+l1wQXMK|0f<BD2;5q8PPYjk?7C)0j8$3{8wBriVM5C1OOxri}X
zSXkh_bLSi9fZB5=>kCQg9jQ-4<C9&|vyJZs<I;xH4DMm-o==wq;wOnx!J|PIL62hR
zdJm0{(J^0%F<LpyUr;EDP&tHyr$j@Me^u{RDpKV<-nlMZ`ujeE(XruH4&-yY-DYp*
z<bjuOB0~21y3Swryuj*II+B>AA228=it}RT<l<UjD%|;+SWRyeci`uVp8Bk%y$pM0
z;&p0daJTWP*$}5<3C1dJ<rk5Er{O!Brb+s>4|ffp{9Qz$G0_~PXE=4z_}F87AnlpO
zGeq~6nZ^OB>8gLGT^%3iRLxe&Wf4!3n2#tx-Fi`S;UTSYm#(^J#t+K%(9Q<sZA!AI
z)$Sr(#`&qPg6H;c61~O3Dsh;Z`CnQFIF$bhcj2zC$@X#ARb~zDrsmf7w!?#xGLMPY
zm95imaw6^c*JFrPMDqA&Et#VxreC?^xu*c+9@wd(g4VxR<$aIW^9crS=)Z{C_MXYe
zq{EN*t3Lm=a~l=fL)p^$XT>qFW~7r~|LW5z)2$ShgOkf|C;1Y01`O!=<z!M2lpFBc
z#t*}P4w6C((E?!(&Tb=-TwLeZm@ms5>a@aimw?B|T^2MqrCfXTgG!jF+ae2(dTj7_
z_Y0bRotA3pnjH!XUN?o<DvPA`BH||51YZzC?P6L#5^#C_es^W|J!Az$^ZEpczd$+v
zDu@c(>r*C)yn5C2xB1N)x9j6Y|D&&dmo~b>$U>zg%b?`Zz|WGWOcq<;?+)J405>4y
z-l0ce8<}iQDm1Nf*-h^(vp>oyX@A#H3^k2up0|;dfmD4x^l*T%ION@2Mi8><`0gHY
z6_|4lZ_fANFu}o|>yzVhZ9hyV%#M=uLy`PiIh|7F)N?Kkr4B(K!B=2Bx0*lZAe$%X
zcFL&dSELmnBwAEZ5o}jShX{cno2H?8OH2gx5*`rTqJM9+F_r>D;WS~JsI&)8B`Shw
zU2yCM&Ag}J_PCPew~R8cKHu9b*!X4(-5gsbrmwzO?<@q>V15S&8TdR)z>}Av!R^4r
zb|IfszFNwh$!37b7~3)3RqXrbRNC&VhR7~}IFU0=<<UC;0}ZnIlPv~*+#PTV?XSgb
z`<t~#O2B0k_+FMlKDU6LRH6-!fUJkPvwWU-u8vBVEear%gL6xET6pa=avy+@alUEc
z&Rwy-5<l1lN?Jzl-E13hj{x0)w90#0!lUc@#`;-5bK7uvT6!PXw4>*@%y01UbR8_O
zCSK#a`hU$yz;c@HwGcBYcBaNn_mbqFkM!}{Kd=2exb^>jsY4s&zmF#%UJ`a9v`Qoi
z3xH{VzMCXywfy_z9xEud{(VvYSgHN_ISA5g`}c)`^ojnwUe7>H)IYCQA_N=$^P2Sr
z)#|@LZv21$XEUE`c(=|t&a{|~kB{3=HP-RwPEMMx+GuLV6gC~_{y%-~|9<ZO>xsn6
ze(2dH;Po&;fqyt!Q+IiJm2cj>SyBWDHTF}pX8)!T|07=f*Z+fzDE{+L!IzVZitYf5
z&hMN9tTEZy*~B=T_ZGYvr<?3?ynhBsf1Dit-~L3${PsPo|D~r2`lbK%tN~2ve|rTA
zorZGd{1#GeJci_0ik+t#>Hqqx(s?7JwpN4+jvVBRFw*Sn9vT+L2c8osHpYM{O?g5B
z)BDb+9UrgRP|HP}CUil7(Ka+pxhi6tQ(E4r%%_idZrc3y%?UbPw4diH8UY;Uv(}?#
zAPZ-zi?S=KE1uiGF*3;M=#bh-UT-SH2%kTH9y(9J?mgdsy`gj1Y)cYcrjpA<<sW?k
zr(TmG3J`}vlr9L0%oi@?0v^&10dD}gego^ID;F4nf%?bt`k(Zmgy=btN{WfeF>yib
zfeimcI7^T>WhpOuq|8K2PC>yW*ri{RDAkuL99FeCSbv*~YvrTZ^q}aNX<ib)3Gcmo
zgMQ8X{wD`MsF<5)!TK|b{fTG;kfZ9Ws(#p+9<6t^nhMzJo2a%v^VI$Lv3-hYhuu|~
zfO^QtXKsBFleE}On)Yw}@%|dZX)CM*P!*Nc)sZq%*QNb*f#>bu_VRF9E8`>|FctyC
zE&H+Z%$1R1t0@%NIb{}@>4WNRz^GcLYz^2LO7#YOBmaumK#+vCURZ*_nzbG`b4tF?
z9|ydm9Rtrxj6%T=>4f*ocRB12(3D-wa7RS`1yxE%nMP>8I<K|wpE5G8Yj_V;Ak3OZ
z4}R)qfTIH3o^3{V6L@q)Ud=udBlTkfAv^kQtV)^dJr;)E_6P1-p96eFG2FmVxIyNK
z;;!L6OiY;x1*Q(h@uzzif9jVR+s$_;jxGva4A@)D4n|~eL=mHaNePaxqS?~yog{g!
zCNVbl6Xxg;F98GI<D>3h&~ux>2z*ucXn(+!q>(9sJD{8*MMv(pSaQu=7Ihe{6}Wwp
zme%f&vOm$_UI<8^z}6dAsKNez(GXbFW<&x146Y+!U(t00>fTLn;&dkarAx3N74c%W
z?I8vB`5B+NkNc$t6#{NYz<qpE(reB3<A8Ot*+SLfeht_g^M!?l?A}Lvzvs$ai$O&h
z<mH7_I5?G#IXvjOdS*-VWzYlX$rPQrn^ZCh)$trqzdpQS8ArKT1O)^H1igIu@-SNV
z&}Z@x7~A{iTilthz#Q6B*&wc}te{}@@GtoVqVLWMu59ZF_%^YO+sNeU6>GOoh*@_t
zb+muf*3l^&Fj<&9B4Li|W?X_~*IUTWtA{lMGU-CU<A_nghx>(f7;ug4uZ~rqW@K&p
zGbn?DgOvLEdJ6FR5i)mXW7#4FuYIo?^-sUTvL$K7ChNJP+wtY;T(#?52c@Q8g71ik
zITF|;$#8IR905;`s;E*xs14HBzhvccHrL<|kPt_w@BjT`nyK%hH4Nt0DEZ3r_$!zr
z*z+B}zhl60ceoA=pR5DFf&A78{PHm1-j&UqbAL=XO$1Aa>R1J2WRiygr9Xn158*!3
z?7L-2nh7EkMh|VW14jvgTQ=E22gQMqRZrxa@Uge=-ko$f!opRgM-_tIfDFcBmVbHO
z5j@#k;s<dM5Eo~Enjd6ig9@Q-`_~6QS44Y2XR&T^oab7t-LNTE%tAg&t92knDo-8;
zE2ukpVY=-uT<poyr_xi*m>u9OZ@0D3=eJshTAMr8dQ)0@$~ehsQ{Td$P?vF4&_)}@
zB=ETjSZYa6v0|*;ni8LZz+g7b!lXuPxxG3z&>gwdOCb=anoxCSlbd?=M=nuH{?9*L
z7W!FF4JE0iiG+VTrv4@WlP&N?uR}YG3H0NHLZZ<p9<{?lWJ1{~sz2R)!Zc*5x~rpQ
zHJe|U7T&+{=eKAv1*t(U^O}&H5V%ab|Mm$d%>>Uh##ptqrZIYQ%|L!W(o_7HT40mH
zXHeIrVJ-9WXczBt0Nkm|0$gB@^k;foB~zMlTn{IztQ7ddZcUbg&8nYezeS=(3bs^k
zhD)#<3b9<_H7G}bM;P<Tm19ftMT&cH^`o6?>z>OjjKUa6*nNdMdt5}{zWwIzrJ(mG
zURf608wO!wZC^o)=?(Nuzs`5eetxSW6@P4=2=*%~LLilKaiJ%6{K4mUf*1-`Iqn=O
z*svb3vCEV{4@i@)7tZuZ?f;6Gn<%(&z!5EFIW=ouP#^aqg2Zg__v~jn_S)m)$!1<x
zp3c$IM+yj;j0pG6Y=HywowvlcBs)FQW#Q*yOCTBXQ-#aWiPy>f(*#;Irti+#3)f34
z-L}Ga+X9g;GtN{gt($ji{5}VGNqQ{Bcn<Y5B_DewwZ%G2AqWwJ(SAEWnONV#w_mdh
z=`HoL=nI={16KNmhc{&cY<=fIqx*>>YMQl=-<}#}M*s_L|3-(P<+?HR;Skz0h}WVj
zSJ7cc3$`#F;A+)Xa@`RYB?THU^b8E6!AE2ZawuDU^!}zD1sI{FN%>ZHM6<gD4n7b@
zsI^Yq^>02{DXsHZ)_&jK=0%)#(sO$7S^PLI%PPrQBU@%FO}f$Nw`Cv*S^7Ab@QFi2
zO@H-z82Jc!8AI8O1T^)CHQ~hczPmncCnsi&czAe52SCpY2qm3VIM;FJj=7~}ZbuZW
zgOe=i0I5dtf~>k#1H@~6;JAK2HLYw`<3+iaPlrV?)%s)T>HEDYLTzaPLJ=Iyw{(Iu
zAn&vHBdlyIxKDKK)dBjS{SDYON_95po>*LJ>>lv0HzczMZfo)VO-Jf4f8gfkhWOnu
zpJaj<r(5_LwU2k};!M6HDT$wWZ<8A7)X>nNzwy!9J&QFABm%|29UXW=Wic-qVS>;*
zq>kPjtRl8Cb-I_=-N6-NqEgvsm;vtUG}+*mI_iMzk)hMpA?$j3FaSP$G|Kb=`GgV6
zn_lJYbeER#VY5x;X8ehuR#WN&l|{9`*TEe;0>lM=EDL;kZFFe0X_PkJ3_}(fU3G*B
zd<pFMa3v3cxLZ1VAz)F(DOteGV{hXH-yjVsJSqz5!eS6mydfj}lp(AAzTW`8^2J-x
zw-Vq&1x80T%r``9@V)JWz}E?HZ0Q1v4chojm$hDEaT??`n?!IdC%V%o(f-~Jr;$eH
z_ORCUNN4Vz$MmG5KA}>1^+e$$>+MHc3s34Ao;yu1syh3`uU>5j(-6(itWrLM^tV!^
zlormcLg5R1^2=Q4&mf@L>nV#SiZ*!>x_#X)Zdv0_7Db~&>?69E%ndJtjHix@Gq4ca
z>Q+f<4cX7JNjlRO*xNh!1+1p;K?djT+lI1gua0F|xfuu=Rez=DO}TPw<Ls7LTY!)#
zOJSxUFVp?@?%tUjHEu7rmxkDu^JFo}sR`^e!AIzY-c+kHnR{=v<IjwqR695P-iG;-
z@g%SdJN-6y;a2f!%Zrz3Bg!{~SQb=cdl^_I3}*!UR`{3zbyxEZv%vZL?e}|`4!maq
z#~PIxh%aFYm&v3*5k6{PGcfmxGuI>I`igso^u#VtqZE^~>n}>uuW|kJJn4wd<m-Ux
z2jPe_$3F+EI-9pq2(m`bGWGf|?iFgomD|?^n=u>Iv+LHIdg<f33k$s`l|O!o%-zTU
z!UHD3HoZ1h?w=afGbQA9)31!lgU2Q{^0ZZQ$_wwL&&v}3zIz0DFaFUh%e!zo-aA{N
zp5H59=uhXn_lt+wFUsWH+k;Xt4e$1f6w`|KDf&`u+V4Bf6|Wv#m+A?4e4jb<Ts$|!
zdM4V+O*efe?56-1)3m|mN1^1@Djrh-1yR2N-d=(|48>A-&yyk8q`5Oo+8^;HrQq+p
zhDw@&`@)l|Yyi69(jxARxx#0)H2BGxcx|>!mGDk%+NbTH7Z%Z_S7AN{cC+6}`8V|6
zm`v_5+ZL*(TFzI9sD%8vocJ+f{=1H)5$-R3$320iW)?>{!}d}bU&EB7XNkQZSan`@
zHD`+p;|2tqH=a1`PtvlO<}`Y)`XQnZSEl`mbwO#o+x^97d#iPIR6A}oU=~v%PjLlC
zr5fp7)_iS~a%SYc5%1ALy33_;G0-tbgS>5Y_n-3|Qdrqwq}zP=oc^1XD=n~IRZsUV
z^NwmA;`0@b%NjEK`H3i03{R4^+fG{Qt1&b0OgjI+d>FU9+nKgR!TzY4`QpL!P&^4c
zS4#!Az2DDp?lmW!uU|nD5Jr{J(S&`AxtZZ4<_m&cS%y+*PmLOG_Gd~!UT6>Mhu=b5
zM%R{oe*;hLOBhEA{Tq<}SB9MV@#Dt<NV^f;b+0kPdg*<{$o=Owu+TI?8LsbEn;U6@
zHC&{0CC1~VCdy{dPA7Zt5~wWnfg}YYgcD|mJ`GF9(Th#KYI9Z5`Ei)50?Q~WAs8*7
zdrTkQ%SQFuRQ;aoG{Fdi?Nc2hvG8OWB=JSU15(3n(mS#+)m|HGVR>*1R&U-KNE7Yx
zV-%h-QFWH_>GW3EBEO*TYyqi(e)(6BIQ2+$^u7}o{smkvpC+C5e{S0A%>wr4;6$B6
zS@r^2;K75@i3ic5ovqSymI9hHo?~XCf#<G0s6C$F-T+;Yma4CA+>3BC!Wx?DJzpe$
zOI<SWZz!QZk>4()CwBTnqXwvPc4pr)8mp)!3tBkS%Jr$5*SzcRz0^S6#pCjoE{g5`
zwP9YMT*)JEd6<+kU$79^_v@mlMTF{L-<s8f=*1MlT(mz430qZ7f6&)$;dK10*p$b`
zW3-I-A7_4n!@(`F`O-jh7P`j;*qT8vW;8Stv?Gk<EPHK^yPyAz*my%u&3y?Qr+^Fr
z!7N?i6U`GR3cB!ak$ykCJ3*E|en58N3Ql=lv`=w7UchzZWe{fe&{ZhdCBna%=g^=?
zF7ndZkJmceM^x{zoH^_MyKgeWYLoloWq#fpn2p~5v=Lrs-vBe?e_#Lqb_`lePo6ya
z-Q@@rQK#9(UVJ%8p1W}2!mp17YU!{YBFK$@dl-Pv`ReSSzQ=}fHb}oulc2I_vleKw
ze4`JL0UI}K9qM!_hyQ7VG^>O5!UWQ(6y*KJ;^N|+1ld=!uOU-Z5XXG;gTZfZ1peu$
z%qBurC?_Z9GD!VoowHA;z-(+F2^hBJYv8v6*a7+i=sm!D1TmAw1?H1+zU~$t9<{)b
z&<ne`2dW;=Q6rmTaFFR484W;&>v=>atpc~ePU+FRVPX|FNu3pjRZmz<U%l}()zwXa
zW<>u-b7%b1)D^|?icuq?i(=NP$fApNOql{BSmQ%*5aY;N5};5@r=g>@ufyp|V<_@k
zNgEbNahouj+CFrexiu8hQPu{9GA5go(qe$R4YX`PYbvr<x&oywJC}cAd%rb#eR(-I
zIrn@&@1FCei{0C+!}2w2t6)w?>G)MFSn|chw{Ci)#5b9(O2nY7A4BT=50miLE18Qo
z;sopA6=wEW%1Fcy-V}gvDX<a|<N=!mWII-|^Loa|KU_)WR?jqFX=ph1rynX^Q{p9G
z_PPxlIG2auxa<&#aU7Y;ZM`eenjv+{yXpAokvWTU6BUR01fQ@N?Q~Cq0Ys;Cc85TF
zbKRy_OV+&4^G*KfOqI=R0V5RGZ`nQTcy#;JwY?5uj1j8|nxebm+g}&IU*ow4)S;=R
z<qo(P_9i%>r<n3y9oQd0kW2aBT`Dcr^a3=PicQshw4-O^nar^7C)Qz!vyB~sKLlX2
z6@pmqp8hh=L`0+q7TH>qDze9B23t749OQNvf>bSn=_O>%9DRApW*h03yCK2`_SZ^t
zW^HJDwf%Kj_|e09ysjG!9YIPNn5oDW&pdWPBY-YEN(E}CgVVF3`=4%gelPZT1N`xW
zCo|HHFsES!&3qWlJznX3+H*HT%$M;`=j15TMen4f_$@pjm<Di0?0Ha2dw{FiWX0B9
zyF@+h)sYi4HO_B62Uv?^K9@WKrb3h(v#VUKPc$$vAcXuI0wdfmfg@2wdj=auphFfJ
z)R)QjrU~pO>iMHASVak{%Ptpm#zjl`E+e?m>cP<XEZF*1gf3PAjg>a?Kx^AVY^MiS
zKI?aMbbul+PRnzP!C$rFg;J?z6sd^E?Odlrp-_}BP@h`G9{W^q44}eqyz=t$rsn1%
zZ?x4*SJ`Z~RO}E$;bG%nd1z^HkM1IwE)Kx>C}Ru>#=)kS5^_rcJ(?4<c2G7aKS07{
zDDZ(`o?X40cIZx$+VtVC+g?1myU^5`tAd2fIc}~TXU#_YwIs|cOY)$8w7%k1&?tY5
z)SMwf=lA;u+?z3$tGCwBdYV|8xv(7k+tmT}&=XBM9-FLd93IYpE?_Y1LJS#yPM}F8
z6v{nvV-;=RK6dsHn2l;*`guP$7{BVULSc_aB1MR6Z;Te|nE-fmsodMrf4n-DHCFJA
zrY;}7Z1OY;RF-lC5EACUA1{4&vwpNwz})=W;XX|zt{>h{qv_#O?at#wSZHNjO~l&X
zT8Q7zFnw?f$+xVaYb9!ihZeoP0xl~Q%X(-mg(C!eR%by$;zqO_0WNSv)-`topbQuT
zd0hypeS}c?eCN@YeDrx+rwKGjE$|L0B!w;_68dB*10L5Wi2(*S&s_||4|GjR)G7Zp
grv3jz<<G54GHP6YRsPAe&rsA(<uY>GPn@ay7f-<i%m4rY

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/garden_warbler_classification.json b/modelling/data/abingdon-all/seasonal/garden_warbler_classification.json
new file mode 100644
index 0000000..0b45169
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garden_warbler_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Garden Warbler",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_early_spring_seasonal_presence",
+    "timing": "early_spring",
+    "season_width": "broad",
+    "window_shape": "sharp",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "early_spring_peak",
+      "broad_season",
+      "sharp_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 2.035,
+    "season_end_month": 6.495,
+    "forcing_peak_month": 3.12,
+    "season_width_months": 4.46,
+    "season_midpoint_month": 4.265,
+    "season_start_label": "February",
+    "season_end_label": "June",
+    "forcing_peak_label": "March"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.644,
+    "DECAY": 1.657,
+    "OOS_DECAY": 4.19,
+    "POST_PEAK_DECAY": 2.56,
+    "POST_PEAK_SHARPNESS": 4.474,
+    "SEASON_START": 2.035,
+    "SEASON_END": 6.495,
+    "SHARPNESS": 8.569,
+    "FORCING_PEAK": 3.12
+  },
+  "fit": {
+    "score": 0.065
+  },
+  "warnings": [],
+  "summary": "Garden Warbler is classified as extended early spring seasonal presence. The fitted seasonal window runs from about February to June, with a early spring peak around March. The season is broad, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/garden_warbler_consensus.json b/modelling/data/abingdon-all/seasonal/garden_warbler_consensus.json
new file mode 100644
index 0000000..caff6c3
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garden_warbler_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.644",
+  "DECAY": "1.657",
+  "OOS_DECAY": "4.19",
+  "POST_PEAK_DECAY": "2.56",
+  "POST_PEAK_SHARPNESS": "4.474",
+  "SEASON_START": "2.035",
+  "SEASON_END": "6.495",
+  "SHARPNESS": "8.569",
+  "FORCING_PEAK": "3.12",
+  "SCORE": "0.065",
+  "SPECIES": "Garden Warbler"
+}
diff --git a/modelling/data/abingdon-all/seasonal/garden_warbler_observed.csv b/modelling/data/abingdon-all/seasonal/garden_warbler_observed.csv
new file mode 100644
index 0000000..174ffe5
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garden_warbler_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,2
+3,4
+4,2
+5,4
+6,2
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/garden_warbler_parameters.csv b/modelling/data/abingdon-all/seasonal/garden_warbler_parameters.csv
new file mode 100644
index 0000000..23066aa
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garden_warbler_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 10:59:22,garden_warbler_observed.csv,2.535,1.93,3.762,5.719,5.429,2.68,5.47,5.942,4.48,0.1335959565427330942126103353,
+2026-05-21 10:59:23,garden_warbler_observed.csv,1.682,0.687,3.795,4.382,1.885,1.7,5.96,10.334,3.4,0.08888862848100635354485194385,
+2026-05-21 10:59:23,garden_warbler_observed.csv,4.855,1.485,6.165,1.461,7.109,2.77,5.68,7.046,4.08,0.1514288879851819652449385080,
+2026-05-21 10:59:23,garden_warbler_observed.csv,1.77,0.675,5.52,0.52,3.535,1.82,6.37,10.73,2.79,0.02702369230815285283417664992,
+2026-05-21 10:59:24,garden_warbler_observed.csv,4.746,1.847,4.893,3.729,9.709,1.89,6.64,13.158,2.65,0.06866536681981546762517870619,
+2026-05-21 10:59:24,garden_warbler_observed.csv,1.393,1.154,4.078,0.261,8.639,1.81,6.17,3.102,2.83,0.05815315401829456349311499374,
+2026-05-21 10:59:24,garden_warbler_observed.csv,3.266,0.825,6.114,1.724,5.478,2.34,5.57,8.674,4.22,0.1203268673730827653708428746,
+2026-05-21 10:59:24,garden_warbler_observed.csv,3.76,0.528,1.993,2.65,6.484,2.68,5.06,7.014,2.95,0.1291841359842488352958544255,
+2026-05-21 10:59:25,garden_warbler_observed.csv,2.143,1.132,2.717,7.527,2.576,2.29,5.99,6.161,2.75,0.1017946219964638349651105652,
+2026-05-21 10:59:25,garden_warbler_observed.csv,4.754,0.938,2.978,4.852,1.642,2.26,6.16,13.259,2.57,0.06127721839467650793394134195,
+2026-05-21 10:59:25,garden_warbler_observed.csv,4.615,2.138,4.395,6.982,6.749,1.78,5.68,11.114,2.97,0.1110089652541419399015531774,
+2026-05-21 10:59:25,garden_warbler_observed.csv,2.966,2.046,3.749,6.296,8.272,2.25,6.51,14.07,4.36,0.07504090007964779995712301447,
+2026-05-21 10:59:26,garden_warbler_observed.csv,4.526,1.667,1.728,5.916,7.756,2.39,5.28,12.857,3.78,0.1485736368378704842372068634,
+2026-05-21 10:59:26,garden_warbler_observed.csv,3.497,2.087,3.336,4.706,6.863,2.67,5.58,8.885,4.27,0.1287819553151379923463456735,
+2026-05-21 10:59:26,garden_warbler_observed.csv,4.9,2.128,7.972,3.767,7.58,1.85,5.64,13.711,3.45,0.09652043268073530889107210695,
+2026-05-21 10:59:27,garden_warbler_observed.csv,3.865,1.842,3.19,7.283,9.052,2.63,5.38,7.19,4.08,0.1527155000078831542609524726,
+2026-05-21 10:59:27,garden_warbler_observed.csv,4.901,1.947,3.664,4.758,3.558,1.47,6.63,6.879,2.87,0.09919896241624818152206062098,
+2026-05-21 10:59:27,garden_warbler_observed.csv,2.035,1.828,3.878,1.194,6.512,1.01,5.9,5.163,2.17,0.1494778851870065931247884692,
+2026-05-21 10:59:27,garden_warbler_observed.csv,4.928,1.39,7.554,6.45,1.785,2.48,5.37,5.116,3.87,0.1189389222530577805160135068,
+2026-05-21 10:59:28,garden_warbler_observed.csv,2.897,1.846,3.274,0.097,6.888,2.3,5.42,9.182,3.11,0.1048746563677114200557719502,
+2026-05-21 10:59:28,garden_warbler_observed.csv,2.008,2.034,4.542,4.241,9.89,1.94,5.55,10.852,2.97,0.1011467582674902695072985609,
+2026-05-21 10:59:28,garden_warbler_observed.csv,2.33,2.236,6.897,4.311,2.233,2.6,5.6,12.789,3.64,0.1016247377650835835582720053,
+2026-05-21 10:59:28,garden_warbler_observed.csv,2.609,1.943,3.932,3.217,9.376,2.05,5.61,8.733,3.95,0.1170385803336098091216081692,
+2026-05-21 10:59:29,garden_warbler_observed.csv,2.201,1.841,5.406,6.567,9.829,2.29,6.75,7.227,4.18,0.08951105788550903050601752148,
+2026-05-21 10:59:29,garden_warbler_observed.csv,1.835,2.332,1.971,5.156,3.552,1.5,5.14,1.731,2.83,0.1413956487494057463853525775,
+2026-05-21 10:59:29,garden_warbler_observed.csv,1.795,1.759,7.153,0.983,7.814,1.38,5.43,12.015,2.48,0.1240264560176866566692666153,
+2026-05-21 10:59:30,garden_warbler_observed.csv,1.078,2.902,1.508,7.926,4.541,1.05,5.03,1.161,2.04,0.2228348761232732174486436666,
+2026-05-21 10:59:30,garden_warbler_observed.csv,4.213,1.905,3.671,2.77,4.266,1.29,5.57,5.122,2.6,0.1559034147523473218357544984,
+2026-05-21 10:59:30,garden_warbler_observed.csv,3.101,1.062,2.562,6.995,8.215,1.8,6.5,7.961,2.52,0.1243452024587264967511581108,
+2026-05-21 10:59:30,garden_warbler_observed.csv,4.809,2.684,7.707,0.961,9.15,2.17,5.44,6.955,3.91,0.1174391875346762830471146748,
+2026-05-21 10:59:31,garden_warbler_observed.csv,2.265,1.336,7.654,7.359,7.995,1.79,5.58,4.047,1.87,0.1981507126736271886275719204,
+2026-05-21 10:59:31,garden_warbler_observed.csv,4.969,1.012,4.593,4.203,1.81,2.97,5.84,9.51,3.93,0.1560796880678286750108664576,
+2026-05-21 10:59:31,garden_warbler_observed.csv,4.823,0.872,7.028,0.225,3.127,1.26,6.86,10.144,4.32,0.09036787866622221231119942229,
+2026-05-21 10:59:31,garden_warbler_observed.csv,4.53,2.943,7.991,3.284,9.553,2.86,6.37,14.386,3.65,0.1176938172278697218152784370,
+2026-05-21 10:59:32,garden_warbler_observed.csv,3.552,2.418,5.435,5.477,3.126,2.93,6.1,14.654,4.12,0.1275620677038338838293191585,
+2026-05-21 10:59:32,garden_warbler_observed.csv,4.232,0.734,2.767,7.334,2.77,1.83,6.49,10.894,3.91,0.0766064734152899135271393966,
+2026-05-21 10:59:32,garden_warbler_observed.csv,1.999,2.522,3.316,1.113,1.693,1.93,5.24,6.756,3.73,0.09672373210102253705983252399,
+2026-05-21 10:59:33,garden_warbler_observed.csv,4.608,2.772,4.961,0.602,7.808,1.68,6.9,3.871,2.12,0.06276934465879212706040542926,
+2026-05-21 10:59:33,garden_warbler_observed.csv,3.221,2.333,6.085,4.657,2.839,2.12,5.65,6.338,4.45,0.1084731806954601848388475134,
+2026-05-21 10:59:33,garden_warbler_observed.csv,3.392,2.494,6.064,7.465,3.912,2.06,5.65,7.188,3.56,0.1007571204750147873067148318,
+2026-05-21 10:59:33,garden_warbler_observed.csv,3.382,1.555,7.549,7.196,5.853,1.34,7.0,13.931,2.81,0.1210279694209042575517189661,
+2026-05-21 10:59:34,garden_warbler_observed.csv,4.391,0.614,3.784,0.96,7.187,2.31,5.5,10.3,3.59,0.1205419029690134659968051981,
+2026-05-21 10:59:34,garden_warbler_observed.csv,3.493,1.853,1.516,3.486,5.187,1.75,6.88,14.491,3.17,0.05584067273957946388134979582,
+2026-05-21 10:59:34,garden_warbler_observed.csv,3.591,1.567,4.035,2.582,1.477,1.89,5.34,8.725,3.38,0.09458608462681186074789289041,
+2026-05-21 10:59:35,garden_warbler_observed.csv,3.013,2.935,1.255,7.401,2.881,1.78,5.97,3.021,2.51,0.1565763589586742278022590484,
+2026-05-21 10:59:35,garden_warbler_observed.csv,1.618,2.199,4.681,3.056,7.842,2.93,5.29,1.732,4.34,0.1067581911159662668206925660,
+2026-05-21 10:59:35,garden_warbler_observed.csv,2.224,2.03,7.369,1.273,1.683,1.59,6.78,1.96,4.25,0.07561855996396932084053343898,
+2026-05-21 10:59:35,garden_warbler_observed.csv,3.094,1.19,1.087,0.07,5.513,1.32,6.57,12.665,3.48,0.08932804269496958050327917416,
+2026-05-21 10:59:36,garden_warbler_observed.csv,2.603,1.514,4.297,6.711,2.684,2.48,5.34,3.335,4.46,0.1437883324945125632025838175,
+2026-05-21 10:59:36,garden_warbler_observed.csv,2.079,1.033,4.616,7.843,7.402,1.39,5.15,13.91,2.83,0.1791191423256088596550236323,
+2026-05-21 10:59:36,garden_warbler_observed.csv,4.001,2.711,1.235,7.695,8.099,2.57,6.21,3.327,4.14,0.1012498350325473134938995925,
+2026-05-21 10:59:36,garden_warbler_observed.csv,4.764,2.103,6.93,7.149,6.395,1.66,5.6,9.475,2.91,0.1384760294908638679307984194,
+2026-05-21 10:59:37,garden_warbler_observed.csv,4.582,2.416,5.785,5.831,2.038,1.09,5.7,8.852,2.96,0.1701865376453429051860161060,
+2026-05-21 10:59:37,garden_warbler_observed.csv,1.044,1.611,7.278,4.245,4.664,1.26,5.19,14.044,1.77,0.2365824530744684281111308631,
+2026-05-21 10:59:37,garden_warbler_observed.csv,1.864,2.986,7.657,7.958,2.979,2.75,5.6,1.643,2.76,0.08576316442415946552987008333,
+2026-05-21 10:59:38,garden_warbler_observed.csv,2.619,2.808,6.307,2.42,6.62,1.38,5.07,14.39,4.42,0.1609787233528680999785127988,
+2026-05-21 10:59:38,garden_warbler_observed.csv,4.522,2.837,2.781,2.725,6.165,1.53,6.17,9.236,4.22,0.08527014124906707823966725804,
+2026-05-21 10:59:38,garden_warbler_observed.csv,4.756,2.053,2.558,5.401,7.836,1.59,6.52,14.794,2.07,0.1861360574421957845844798079,
+2026-05-21 10:59:38,garden_warbler_observed.csv,1.364,1.464,4.202,3.274,7.53,2.38,5.73,5.86,3.4,0.1056848209146581434037740748,
+2026-05-21 10:59:39,garden_warbler_observed.csv,1.408,1.104,6.673,6.792,2.123,1.59,5.21,4.768,2.95,0.1465995588108106189551838968,
+2026-05-21 10:59:39,garden_warbler_observed.csv,1.968,2.375,5.518,2.265,7.629,1.59,5.15,3.07,2.85,0.1327663497735245205819152223,
+2026-05-21 10:59:39,garden_warbler_observed.csv,4.226,1.588,2.403,0.139,6.102,1.1,6.61,8.196,3.07,0.05522478969648448072268033551,
+2026-05-21 10:59:39,garden_warbler_observed.csv,1.329,2.539,4.222,0.043,8.652,2.17,5.14,14.562,3.81,0.1253132230643556946913293473,
+2026-05-21 10:59:40,garden_warbler_observed.csv,3.853,1.102,6.438,3.678,5.993,2.87,5.26,9.819,3.72,0.1940415015387951617509672967,
+2026-05-21 10:59:40,garden_warbler_observed.csv,1.86,2.511,6.984,5.767,3.282,2.41,5.69,12.513,2.56,0.1001713714051465328379430883,
+2026-05-21 10:59:40,garden_warbler_observed.csv,2.113,2.799,2.901,3.262,8.189,1.88,5.05,12.005,3.02,0.1157705467911786821598978400,
+2026-05-21 10:59:41,garden_warbler_observed.csv,1.366,2.359,3.412,4.462,1.784,2.97,6.09,8.808,4.13,0.1163527827906717400137721640,
+2026-05-21 10:59:41,garden_warbler_observed.csv,2.758,0.708,1.564,2.416,5.405,1.62,5.28,5.264,2.86,0.1259457633270103955795276332,
+2026-05-21 10:59:41,garden_warbler_observed.csv,1.328,1.356,2.772,3.438,8.423,2.99,5.16,8.266,3.73,0.1994143547666734932142307587,
+2026-05-21 10:59:41,garden_warbler_observed.csv,1.775,1.248,6.001,0.13,1.741,1.92,6.02,8.043,2.99,0.05700530647445769171050424227,
+2026-05-21 10:59:42,garden_warbler_observed.csv,3.357,2.323,5.479,0.947,3.93,1.91,5.36,13.072,2.12,0.09688195297406882672759456912,
+2026-05-21 10:59:42,garden_warbler_observed.csv,4.372,2.519,7.586,6.547,6.395,2.92,5.29,14.429,3.26,0.1564320827172982241006220522,
+2026-05-21 10:59:42,garden_warbler_observed.csv,2.042,0.626,1.346,3.237,1.333,1.61,5.42,1.174,2.8,0.09806729546959192694777037036,
+2026-05-21 10:59:42,garden_warbler_observed.csv,1.598,1.616,5.492,2.272,3.42,2.1,6.32,7.428,3.86,0.06945745207309958852947019961,
+2026-05-21 10:59:43,garden_warbler_observed.csv,3.291,1.59,6.057,4.408,9.095,1.29,5.94,14.959,2.46,0.1690666505042367930602156258,
+2026-05-21 10:59:43,garden_warbler_observed.csv,1.72,1.481,6.349,2.797,3.842,1.28,5.04,3.656,2.08,0.2067465672606399562068402745,
+2026-05-21 10:59:43,garden_warbler_observed.csv,2.499,1.655,2.354,7.252,1.374,1.0,6.86,5.101,2.8,0.1492991211246572309836758011,
+2026-05-21 10:59:44,garden_warbler_observed.csv,3.091,0.8,4.706,3.9,5.323,1.73,5.56,14.941,2.38,0.1210777046432909909945734398,
+2026-05-21 10:59:44,garden_warbler_observed.csv,3.955,2.111,5.541,0.983,4.226,1.02,5.08,8.016,4.18,0.1629564447899926064346721631,
+2026-05-21 10:59:44,garden_warbler_observed.csv,2.075,2.735,2.266,5.214,3.907,1.83,5.83,2.114,3.65,0.09169550055479397684422743057,
+2026-05-21 10:59:44,garden_warbler_observed.csv,1.507,1.967,3.514,4.855,1.639,2.36,6.77,8.903,3.52,0.04552341471165681012472031947,
+2026-05-21 10:59:45,garden_warbler_observed.csv,4.573,2.113,6.524,1.799,3.646,2.57,6.3,13.39,2.73,0.04969294448913941282197423442,
+2026-05-21 10:59:45,garden_warbler_observed.csv,2.233,0.671,2.317,7.882,5.395,2.62,5.39,6.203,3.11,0.1317787782162338013592514504,
+2026-05-21 10:59:45,garden_warbler_observed.csv,1.56,1.606,2.28,3.608,8.146,1.36,6.71,14.856,3.16,0.08842741968498653237453574291,
+2026-05-21 10:59:45,garden_warbler_observed.csv,3.832,0.792,6.886,7.236,1.852,1.56,6.08,13.187,1.82,0.1879920669303946295613202444,
+2026-05-21 10:59:46,garden_warbler_observed.csv,1.583,0.622,7.013,2.408,2.529,1.66,6.18,13.857,3.38,0.05654097280329395174207176262,
+2026-05-21 10:59:46,garden_warbler_observed.csv,1.616,1.121,3.279,2.199,4.311,1.13,6.11,13.948,3.64,0.08179457792313733900435708301,
+2026-05-21 10:59:46,garden_warbler_observed.csv,1.525,0.596,1.674,2.468,8.653,1.48,5.7,4.481,2.98,0.1183636977275583331637196699,
+2026-05-21 10:59:47,garden_warbler_observed.csv,3.869,1.578,5.788,2.97,6.363,2.75,5.58,11.528,3.97,0.1620859383343002463209777371,
+2026-05-21 10:59:47,garden_warbler_observed.csv,2.707,2.718,6.727,7.01,2.895,2.66,6.52,6.461,4.09,0.09211511774231144807335165947,
+2026-05-21 10:59:47,garden_warbler_observed.csv,1.786,2.301,3.34,3.667,4.13,2.73,6.28,6.408,4.38,0.08539992715160468095005184491,
+2026-05-21 10:59:47,garden_warbler_observed.csv,4.009,1.08,6.218,2.791,4.332,1.48,6.68,12.995,2.97,0.08415097912501061981068675502,
+2026-05-21 10:59:48,garden_warbler_observed.csv,3.971,2.641,1.482,5.581,8.699,2.75,5.76,9.246,3.89,0.1389460926472186001363763870,
+2026-05-21 10:59:48,garden_warbler_observed.csv,2.884,2.3,4.482,0.627,9.857,2.88,6.62,4.759,2.94,0.07079980626307853316966213249,
+2026-05-21 10:59:48,garden_warbler_observed.csv,4.016,1.583,6.425,6.748,8.871,1.67,6.58,7.668,4.19,0.08448360580343765598259476187,
+2026-05-21 10:59:48,garden_warbler_observed.csv,1.909,1.019,7.111,7.1,9.415,1.34,5.26,5.065,1.88,0.2525021194105168800693446065,
+2026-05-21 10:59:49,garden_warbler_observed.csv,2.155,0.659,4.298,3.25,2.581,1.82,6.34,9.637,2.69,0.0660373403977981322626500526,
+2026-05-21 10:59:49,garden_warbler_observed.csv,1.561,0.619,4.832,3.792,5.386,2.44,5.06,6.746,3.75,0.1673646953929747623249621210,
+2026-05-21 10:59:49,garden_warbler_observed.csv,1.868,1.018,1.745,2.455,6.337,2.27,6.88,2.901,4.35,0.07095377073104277032235863365,
+2026-05-21 10:59:50,garden_warbler_observed.csv,4.312,0.776,4.697,1.564,3.613,2.14,6.62,5.085,2.2,0.03765545842967869607936195162,
+2026-05-21 10:59:50,garden_warbler_observed.csv,2.037,1.367,2.639,7.259,3.233,1.76,5.0,14.658,3.04,0.1493128710574933310402095675,
+2026-05-21 10:59:50,garden_warbler_observed.csv,1.818,1.59,1.27,5.837,6.964,2.51,5.32,6.226,2.63,0.1214778235021022867174269461,
+2026-05-21 10:59:50,garden_warbler_observed.csv,2.777,2.371,7.011,4.779,6.684,2.43,5.25,12.759,3.88,0.1460377752849532090553712165,
+2026-05-21 10:59:51,garden_warbler_observed.csv,2.806,1.828,7.056,6.37,7.798,1.05,5.02,6.176,3.93,0.1545980203608231658589383120,
+2026-05-21 10:59:51,garden_warbler_observed.csv,1.591,1.47,1.542,7.301,9.665,2.39,6.76,4.472,3.19,0.08381715079320234906689362467,
+2026-05-21 10:59:51,garden_warbler_observed.csv,2.171,2.144,7.673,6.369,6.081,1.59,6.15,11.261,2.8,0.1322941989574317107485682060,
+2026-05-21 10:59:51,garden_warbler_observed.csv,1.734,0.622,7.413,1.275,2.148,2.22,6.13,1.982,3.4,0.08959993095492584610011001231,
+2026-05-21 10:59:52,garden_warbler_observed.csv,3.97,2.11,6.656,0.569,2.956,1.85,6.68,11.914,2.3,0.03448855242773859117184345992,
+2026-05-21 10:59:52,garden_warbler_observed.csv,3.736,1.542,4.93,0.166,8.136,2.43,6.75,12.362,3.43,0.05525313518773869375017885976,
+2026-05-21 10:59:52,garden_warbler_observed.csv,3.736,2.336,4.59,0.422,7.724,2.0,5.46,10.012,4.14,0.1007285938366802571199692254,
+2026-05-21 10:59:53,garden_warbler_observed.csv,1.04,2.607,3.978,0.806,8.896,2.78,5.9,8.769,3.34,0.08502697714084356980328243501,
+2026-05-21 10:59:53,garden_warbler_observed.csv,3.415,0.513,4.421,1.729,2.496,2.68,5.08,7.259,3.25,0.1587190131577678558134125543,
+2026-05-21 10:59:53,garden_warbler_observed.csv,1.411,2.725,5.518,3.928,8.494,1.22,6.83,1.469,4.01,0.09911332837827872881717059258,
+2026-05-21 10:59:53,garden_warbler_observed.csv,1.072,0.583,2.07,1.126,6.164,1.92,5.0,11.031,3.36,0.1333642046663850158767584025,
+2026-05-21 10:59:54,garden_warbler_observed.csv,3.604,0.761,1.134,0.431,5.44,1.88,6.33,1.545,3.06,0.09393871053559822753477499999,
+2026-05-21 10:59:54,garden_warbler_observed.csv,1.531,1.103,6.104,3.133,8.093,2.62,6.87,5.58,2.87,0.06607361732645799118333803988,
+2026-05-21 10:59:54,garden_warbler_observed.csv,2.935,1.028,3.482,2.587,1.296,2.76,5.65,2.826,4.23,0.1042597922898384328984983421,
+2026-05-21 10:59:54,garden_warbler_observed.csv,3.637,2.473,7.251,1.836,1.809,1.1,6.82,4.501,2.39,0.1118356408686956727982538570,
+2026-05-21 10:59:55,garden_warbler_observed.csv,1.724,2.219,2.783,4.722,6.993,2.29,5.85,3.926,4.23,0.1124409139743842741531048349,
+2026-05-21 10:59:55,garden_warbler_observed.csv,4.084,2.182,2.146,5.887,1.242,1.08,5.68,7.818,2.73,0.1744250142790985334855614871,
+2026-05-21 10:59:55,garden_warbler_observed.csv,1.98,2.447,2.565,6.357,6.13,1.85,5.71,14.36,2.38,0.1474940066149718501487903294,
+2026-05-21 10:59:56,garden_warbler_observed.csv,2.772,2.716,4.176,5.375,3.605,2.98,6.64,1.039,4.31,0.1160816367675412060679755648,
+2026-05-21 10:59:56,garden_warbler_observed.csv,2.403,2.918,4.083,5.514,1.952,1.7,6.23,3.922,3.56,0.07622542063882676664977748835,
+2026-05-21 10:59:56,garden_warbler_observed.csv,3.562,2.321,3.81,2.774,2.388,1.71,6.42,7.257,4.09,0.03670200093791572374515015972,
+2026-05-21 10:59:56,garden_warbler_observed.csv,3.898,2.8,6.894,3.298,8.333,1.01,5.78,12.914,3.04,0.1324876115600092325879962560,
+2026-05-21 10:59:57,garden_warbler_observed.csv,4.106,1.663,6.697,6.769,4.733,1.07,6.63,6.444,2.13,0.2110000454406158106199086662,
+2026-05-21 10:59:57,garden_warbler_observed.csv,4.588,2.234,1.237,6.406,1.972,2.89,6.55,12.876,3.4,0.08990969976946840608697639375,
+2026-05-21 10:59:57,garden_warbler_observed.csv,3.579,1.775,3.274,7.271,9.604,1.05,6.24,8.962,4.07,0.1222213842315005730003801465,
+2026-05-21 10:59:57,garden_warbler_observed.csv,2.171,2.367,5.789,7.373,6.764,1.49,6.62,7.026,3.48,0.09511758822388218172171192853,
+2026-05-21 10:59:58,garden_warbler_observed.csv,4.356,0.785,5.812,1.938,5.05,2.1,5.03,2.287,3.94,0.1423091004480978223758458034,
+2026-05-21 10:59:58,garden_warbler_observed.csv,1.315,1.537,3.05,3.7,6.027,2.34,6.33,8.921,2.73,0.06733545177081292125254486862,
+2026-05-21 10:59:58,garden_warbler_observed.csv,4.247,1.201,6.11,5.629,9.368,1.55,5.42,11.712,2.4,0.1811425618357633422359843015,
+2026-05-21 10:59:59,garden_warbler_observed.csv,2.327,2.42,1.375,4.354,3.433,1.18,5.34,1.078,2.52,0.1709701457192469106775037036,
+2026-05-21 10:59:59,garden_warbler_observed.csv,2.519,1.834,1.025,3.406,4.303,2.95,6.52,10.027,2.95,0.08785519875768446333973313191,
+2026-05-21 10:59:59,garden_warbler_observed.csv,1.754,0.947,5.793,5.276,5.69,1.86,5.87,11.15,2.69,0.1129416462396396641531586177,
+2026-05-21 10:59:59,garden_warbler_observed.csv,3.097,1.918,6.192,7.943,9.168,2.5,6.8,5.889,2.51,0.0897075496312318977339620025,
+2026-05-21 11:00:00,garden_warbler_observed.csv,4.799,0.528,5.304,1.547,1.114,2.83,6.37,5.768,3.99,0.1063448845780573179057950528,
+2026-05-21 11:00:00,garden_warbler_observed.csv,1.436,2.771,5.53,6.733,1.244,2.34,6.01,8.629,3.35,0.07389636093698156967135651140,
+2026-05-21 11:00:00,garden_warbler_observed.csv,1.388,2.553,5.936,6.792,7.817,1.9,5.97,4.406,3.96,0.1209609114279191843957333611,
+2026-05-21 11:00:01,garden_warbler_observed.csv,2.399,1.992,5.114,2.74,4.813,2.56,6.1,7.551,3.6,0.09100641834595601689045767525,
+2026-05-21 11:00:01,garden_warbler_observed.csv,1.197,1.698,4.774,3.03,3.998,1.99,6.67,8.696,2.17,0.06424153076443191833276315757,
+2026-05-21 11:00:01,garden_warbler_observed.csv,1.078,1.055,6.519,4.141,7.83,2.05,5.33,13.637,2.51,0.1193289034723602415132593612,
+2026-05-21 11:00:01,garden_warbler_observed.csv,2.353,2.106,1.668,3.346,5.651,2.54,6.93,3.111,3.5,0.07973478831031867891823401691,
+2026-05-21 11:00:02,garden_warbler_observed.csv,3.171,1.61,7.022,1.167,9.962,1.99,6.37,13.379,3.62,0.06063119704090852680596058281,
+2026-05-21 11:00:02,garden_warbler_observed.csv,1.196,1.301,3.393,0.189,9.724,1.73,5.44,11.638,3.62,0.09715878982215554751813928948,
+2026-05-21 11:00:02,garden_warbler_observed.csv,4.911,2.179,2.313,0.335,5.045,1.19,5.45,8.329,1.78,0.1545228192377444134499150949,
+2026-05-21 11:00:03,garden_warbler_observed.csv,3.564,1.696,2.089,7.08,5.324,2.47,6.4,12.162,2.49,0.08682169106584435666701425733,
+2026-05-21 11:00:03,garden_warbler_observed.csv,3.269,2.675,7.08,5.057,4.139,2.72,5.59,11.218,3.4,0.1123617170406111849017548643,
+2026-05-21 11:00:03,garden_warbler_observed.csv,4.223,1.588,4.903,0.386,4.766,1.85,5.77,3.154,2.47,0.09806859461244348217316028351,
+2026-05-21 11:00:03,garden_warbler_observed.csv,2.885,2.618,2.207,7.173,4.726,2.62,5.52,8.998,3.95,0.1396229705337838226115198965,
+2026-05-21 11:00:04,garden_warbler_observed.csv,3.703,2.059,6.576,3.93,2.581,1.25,6.6,12.875,2.22,0.1481819590951025342978192436,
+2026-05-21 11:00:04,garden_warbler_observed.csv,2.844,1.68,7.072,3.414,8.922,1.22,5.37,9.833,3.61,0.1380368587125260745237651452,
+2026-05-21 11:00:04,garden_warbler_observed.csv,1.038,2.152,1.275,3.884,7.662,2.2,6.16,7.679,2.63,0.06729607766793901866414803215,
+2026-05-21 11:00:05,garden_warbler_observed.csv,2.492,1.993,7.973,2.493,2.775,2.52,5.31,10.925,2.91,0.1097602782285375747740001714,
+2026-05-21 11:00:05,garden_warbler_observed.csv,2.357,1.25,7.501,0.876,9.553,2.55,5.9,8.47,3.43,0.1113762152310463552306833158,
+2026-05-21 11:00:05,garden_warbler_observed.csv,4.24,2.885,7.114,4.076,4.673,1.22,5.26,6.533,3.16,0.1458738429942830326957141324,
+2026-05-21 11:00:05,garden_warbler_observed.csv,3.749,1.842,3.03,7.84,7.411,1.2,5.9,5.2,3.52,0.1324813743993199282643471587,
+2026-05-21 11:00:06,garden_warbler_observed.csv,1.523,0.729,4.577,7.646,3.103,1.02,5.47,14.847,4.32,0.1471137201205481069742144190,
+2026-05-21 11:00:06,garden_warbler_observed.csv,1.976,1.083,4.337,6.812,7.538,1.02,6.39,12.649,3.25,0.1344887569348903391348288362,
+2026-05-21 11:00:06,garden_warbler_observed.csv,2.755,1.158,5.984,1.406,2.199,1.46,5.72,11.068,2.4,0.1117501008035155764128467330,
+2026-05-21 11:00:07,garden_warbler_observed.csv,4.974,0.512,7.736,7.298,6.362,1.45,5.42,7.983,2.9,0.1709460163888223776037512018,
+2026-05-21 11:00:07,garden_warbler_observed.csv,1.681,1.669,3.217,6.245,5.318,2.69,6.52,10.497,3.15,0.08416840994802364305815285317,
+2026-05-21 11:00:07,garden_warbler_observed.csv,1.042,1.716,3.881,2.886,5.173,1.01,6.08,10.462,4.25,0.09353713572902298469688580574,
+2026-05-21 11:00:07,garden_warbler_observed.csv,3.71,0.629,4.84,5.298,1.906,2.46,6.09,13.744,3.49,0.09547000188912008369547632676,
+2026-05-21 11:00:08,garden_warbler_observed.csv,4.894,2.158,4.347,1.598,2.312,1.21,6.23,10.942,2.75,0.1070823762237392960103798354,
+2026-05-21 11:00:08,garden_warbler_observed.csv,4.668,2.333,1.074,2.798,5.925,1.1,6.08,5.012,3.96,0.1013817423614919761105480855,
+2026-05-21 11:00:08,garden_warbler_observed.csv,2.281,1.521,7.787,2.133,6.325,2.66,6.5,7.173,3.85,0.09219798202459674492508633392,
+2026-05-21 11:00:08,garden_warbler_observed.csv,4.107,0.718,1.352,6.361,9.311,1.63,5.79,12.411,2.38,0.1600755537934336429765386636,
+2026-05-21 11:00:09,garden_warbler_observed.csv,3.832,1.182,7.37,1.0,4.327,2.68,6.73,2.604,3.76,0.08446923783573189879785765787,
+2026-05-21 11:00:09,garden_warbler_observed.csv,2.908,0.889,6.278,5.665,8.422,2.51,5.48,14.773,3.9,0.1586894430451074306800237468,
+2026-05-21 11:00:09,garden_warbler_observed.csv,1.519,0.755,2.556,2.352,7.051,2.81,5.17,12.926,4.48,0.1679622140795568402803412760,
+2026-05-21 11:00:10,garden_warbler_observed.csv,3.81,2.244,5.203,4.014,8.354,2.5,6.09,9.818,3.83,0.09903805175282752905118192746,
+2026-05-21 11:00:10,garden_warbler_observed.csv,3.363,1.349,1.535,1.737,7.209,2.53,6.79,6.771,4.1,0.07247330952673727317606974905,
+2026-05-21 11:00:10,garden_warbler_observed.csv,1.383,0.636,4.002,5.801,4.272,1.88,6.2,14.575,2.19,0.1511846692602024405548422315,
+2026-05-21 11:00:10,garden_warbler_observed.csv,4.698,1.232,4.32,6.758,7.656,2.23,6.2,1.892,4.08,0.1154508226369543242026271848,
+2026-05-21 11:00:11,garden_warbler_observed.csv,2.986,2.379,3.167,5.143,7.358,2.08,5.94,1.134,4.27,0.1022816255403522371257981481,
+2026-05-21 11:00:11,garden_warbler_observed.csv,2.692,0.643,7.34,4.039,3.837,1.52,6.22,9.16,2.7,0.1282924978294652242914439068,
+2026-05-21 11:00:11,garden_warbler_observed.csv,4.643,1.606,6.154,6.044,8.847,2.57,5.18,9.767,4.48,0.1478966819749532456572465361,
+2026-05-21 11:00:11,garden_warbler_observed.csv,3.299,2.927,2.112,2.606,9.426,1.32,5.05,14.015,3.26,0.1488786692677742139957128216,
+2026-05-21 11:00:12,garden_warbler_observed.csv,3.549,0.517,5.034,0.557,2.099,2.3,5.71,8.369,4.21,0.1057544194828721753411916338,
+2026-05-21 11:00:12,garden_warbler_observed.csv,1.948,1.606,1.573,1.484,4.968,2.07,6.5,14.867,3.64,0.05883459626347660217381953022,
+2026-05-21 11:00:12,garden_warbler_observed.csv,1.17,2.355,6.791,2.664,1.69,2.04,6.23,8.509,2.19,0.05343108725807302873009084981,
+2026-05-21 11:00:13,garden_warbler_observed.csv,3.696,1.218,2.388,1.814,9.494,1.07,5.71,14.523,1.94,0.1742405604141165747077714701,
+2026-05-21 11:00:13,garden_warbler_observed.csv,3.165,2.178,7.609,1.48,4.638,2.0,6.2,10.279,2.12,0.05135671888692586948631384802,
+2026-05-21 11:00:13,garden_warbler_observed.csv,2.591,2.935,3.777,4.075,5.267,1.73,5.49,4.96,2.01,0.1706149539762815276603009184,
+2026-05-21 11:00:13,garden_warbler_observed.csv,3.732,2.706,2.829,6.828,8.76,2.5,6.36,7.517,4.48,0.07647954409278229620155612616,
+2026-05-21 11:00:14,garden_warbler_observed.csv,3.116,1.783,4.792,7.244,2.332,2.11,6.68,5.002,2.25,0.07253274253948814547848853742,
+2026-05-21 11:00:14,garden_warbler_observed.csv,4.098,2.058,3.616,6.016,4.449,1.0,6.93,2.978,3.08,0.1046549322196930335806838878,
+2026-05-21 11:00:14,garden_warbler_observed.csv,4.113,1.02,3.188,2.895,8.078,2.03,6.64,3.744,2.4,0.06262989860609550671164237709,
+2026-05-21 11:00:15,garden_warbler_observed.csv,3.255,1.854,4.754,5.731,9.135,2.98,5.59,4.279,3.46,0.1820315844267204527692395976,
+2026-05-21 11:00:15,garden_warbler_observed.csv,3.972,0.921,3.598,4.436,1.007,1.44,6.44,14.646,3.09,0.08508514897119378202589849645,
+2026-05-21 11:00:15,garden_warbler_observed.csv,3.871,1.174,2.984,5.113,5.149,1.12,6.75,12.146,2.72,0.1438991344614643794364044482,
+2026-05-21 11:00:15,garden_warbler_observed.csv,2.226,1.157,2.778,3.531,5.409,2.42,5.7,8.6,2.98,0.1014662781720273466338716521,
+2026-05-21 11:00:16,garden_warbler_observed.csv,4.248,1.072,5.303,0.636,2.083,1.02,5.98,4.937,1.85,0.1135950548041306217123981983,
+2026-05-21 11:00:16,garden_warbler_observed.csv,3.849,1.718,6.514,4.943,5.868,2.79,5.94,13.464,4.03,0.1603885689673303766517650224,
+2026-05-21 11:00:16,garden_warbler_observed.csv,3.422,2.807,1.769,1.173,2.022,1.61,5.94,13.309,3.19,0.06931169812987475912936822025,
+2026-05-21 11:00:17,garden_warbler_observed.csv,4.37,1.447,4.6,6.944,9.405,1.72,5.25,10.423,3.32,0.1170815610032371330153999569,
+2026-05-21 11:00:17,garden_warbler_observed.csv,2.466,1.077,3.439,0.839,2.075,1.36,6.4,8.578,1.54,0.1061523822614888348884409744,
+2026-05-21 11:00:17,garden_warbler_observed.csv,3.887,0.712,6.769,0.26,9.316,1.09,5.85,3.297,3.37,0.1187889191202861666398011675,
+2026-05-21 11:00:17,garden_warbler_observed.csv,4.215,0.726,3.193,7.221,8.702,2.79,6.79,3.429,2.88,0.09035901250214893464679512292,
diff --git a/modelling/data/abingdon-all/seasonal/garden_warbler_simulated.csv b/modelling/data/abingdon-all/seasonal/garden_warbler_simulated.csv
new file mode 100644
index 0000000..8131f49
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garden_warbler_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,0.000034247,0.1,0,0.01,0.0000246715
+RungeKutta4,2,0.2,0.000102253,0.1,0,0.01,0.0000736629
+RungeKutta4,3,0.3,0.000258487,0.1,0,0.01,0.000186214
+RungeKutta4,4,0.4,0.000631024,0.1,0,0.01,0.000454589
+RungeKutta4,5,0.5,0.00152438,0.1,0,0.01,0.00109816
+RungeKutta4,6,0.6,0.00365718,0.1,0,0.01,0.00263463
+RungeKutta4,7,0.7,0.00868486,0.1,0,0.01,0.00625656
+RungeKutta4,8,0.8,0.0202182,0.1,0,0.01,0.0145652
+RungeKutta4,9,0.9,0.0452485,0.1,0,0.01,0.0325970
+RungeKutta4,10,1.0,0.0943323,0.1,0,0.01,0.0679569
+RungeKutta4,11,1.1,0.176807,0.1,0,0.01,0.127372
+RungeKutta4,12,1.2,0.292067,0.1,0,0.01,0.210405
+RungeKutta4,13,1.3,0.428039,0.1,0,0.01,0.308359
+RungeKutta4,14,1.4,0.569484,0.1,0,0.01,0.410256
+RungeKutta4,15,1.5,0.705155,0.1,0,0.01,0.507993
+RungeKutta4,16,1.6,0.829110,0.1,0,0.01,0.597290
+RungeKutta4,17,1.7,0.939183,0.1,0,0.01,0.676586
+RungeKutta4,18,1.8,1.03526,0.1,0,0.01,0.745800
+RungeKutta4,19,1.9,1.11812,0.1,0,0.01,0.805492
+RungeKutta4,20,2.0,1.18881,0.1,0,0.01,0.856417
+RungeKutta4,21,2.1,1.24830,0.1,0,0.01,0.899274
+RungeKutta4,22,2.2,1.29733,0.1,0,0.01,0.934595
+RungeKutta4,23,2.3,1.33625,0.1,0,0.01,0.962633
+RungeKutta4,24,2.4,1.36494,0.1,0,0.01,0.983301
+RungeKutta4,25,2.5,1.38269,0.1,0,0.01,0.996088
+RungeKutta4,26,2.6,1.38812,0.1,0,0.01,1
+RungeKutta4,27,2.7,1.37916,0.1,0,0.01,0.993545
+RungeKutta4,28,2.8,1.35338,0.1,0,0.01,0.974973
+RungeKutta4,29,2.9,1.30872,0.1,0,0.01,0.942800
+RungeKutta4,30,3.0,1.24469,0.1,0,0.01,0.896673
+RungeKutta4,31,3.1,1.16373,0.1,0,0.01,0.838350
+RungeKutta4,32,3.2,1.07158,0.1,0,0.01,0.771965
+RungeKutta4,33,3.3,0.976095,0.1,0,0.01,0.703178
+RungeKutta4,34,3.4,0.884902,0.1,0,0.01,0.637482
+RungeKutta4,35,3.5,0.803376,0.1,0,0.01,0.578751
+RungeKutta4,36,3.6,0.733960,0.1,0,0.01,0.528744
+RungeKutta4,37,3.7,0.676671,0.1,0,0.01,0.487473
+RungeKutta4,38,3.8,0.630086,0.1,0,0.01,0.453913
+RungeKutta4,39,3.9,0.592204,0.1,0,0.01,0.426623
+RungeKutta4,40,4.0,0.561008,0.1,0,0.01,0.404149
+RungeKutta4,41,4.1,0.534734,0.1,0,0.01,0.385222
+RungeKutta4,42,4.2,0.511960,0.1,0,0.01,0.368815
+RungeKutta4,43,4.3,0.491594,0.1,0,0.01,0.354144
+RungeKutta4,44,4.4,0.472838,0.1,0,0.01,0.340632
+RungeKutta4,45,4.5,0.455098,0.1,0,0.01,0.327852
+RungeKutta4,46,4.6,0.437961,0.1,0,0.01,0.315507
+RungeKutta4,47,4.7,0.421098,0.1,0,0.01,0.303358
+RungeKutta4,48,4.8,0.404221,0.1,0,0.01,0.291200
+RungeKutta4,49,4.9,0.386958,0.1,0,0.01,0.278764
+RungeKutta4,50,5.0,0.368675,0.1,0,0.01,0.265593
+RungeKutta4,51,5.1,0.348117,0.1,0,0.01,0.250783
+RungeKutta4,52,5.2,0.322852,0.1,0,0.01,0.232582
+RungeKutta4,53,5.3,0.288774,0.1,0,0.01,0.208032
+RungeKutta4,54,5.4,0.241392,0.1,0,0.01,0.173899
+RungeKutta4,55,5.5,0.181379,0.1,0,0.01,0.130665
+RungeKutta4,56,5.6,0.119719,0.1,0,0.01,0.0862454
+RungeKutta4,57,5.7,0.0701957,0.1,0,0.01,0.0505689
+RungeKutta4,58,5.8,0.0377412,0.1,0,0.01,0.0271887
+RungeKutta4,59,5.9,0.0191692,0.1,0,0.01,0.0138095
+RungeKutta4,60,6.0,0.00938297,0.1,0,0.01,0.00675948
+RungeKutta4,61,6.1,0.00447932,0.1,0,0.01,0.00322690
+RungeKutta4,62,6.2,0.00210037,0.1,0,0.01,0.00151310
+RungeKutta4,63,6.3,0.00097163,0.1,0,0.01,0.000699961
+RungeKutta4,64,6.4,0.000444708,0.1,0,0.01,0.000320367
+RungeKutta4,65,6.5,0.000201788,0.1,0,0.01,0.000145368
+RungeKutta4,66,6.6,0.000090909,0.1,0,0.01,0.0000654907
+RungeKutta4,67,6.7,0.000040710,0.1,0,0.01,0.0000293274
+RungeKutta4,68,6.8,0.000018137,0.1,0,0.01,0.0000130659
+RungeKutta4,69,6.9,0.0000080450,0.1,0,0.01,0.00000579561
+RungeKutta4,70,7.0,0.0000035551,0.1,0,0.01,0.00000256109
+RungeKutta4,71,7.1,0.00000156592,0.1,0,0.01,0.00000112809
+RungeKutta4,72,7.2,6.87822E-7,0.1,0,0.01,4.95506E-7
+RungeKutta4,73,7.3,3.01402E-7,0.1,0,0.01,2.17130E-7
+RungeKutta4,74,7.4,1.31805E-7,0.1,0,0.01,9.49522E-8
+RungeKutta4,75,7.5,5.75413E-8,0.1,0,0.01,4.14527E-8
+RungeKutta4,76,7.6,2.50850E-8,0.1,0,0.01,1.80712E-8
+RungeKutta4,77,7.7,1.09233E-8,0.1,0,0.01,7.86913E-9
+RungeKutta4,78,7.8,4.75235E-9,0.1,0,0.01,3.42359E-9
+RungeKutta4,79,7.9,2.06623E-9,0.1,0,0.01,1.48851E-9
+RungeKutta4,80,8.0,8.9797E-10,0.1,0,0.01,6.46897E-10
+RungeKutta4,81,8.1,3.90162E-10,0.1,0,0.01,2.81072E-10
+RungeKutta4,82,8.2,1.69517E-10,0.1,0,0.01,1.22120E-10
+RungeKutta4,83,8.3,7.36618E-11,0.1,0,0.01,5.30659E-11
+RungeKutta4,84,8.4,3.20190E-11,0.1,0,0.01,2.30664E-11
+RungeKutta4,85,8.5,1.39243E-11,0.1,0,0.01,1.00310E-11
+RungeKutta4,86,8.6,6.05902E-12,0.1,0,0.01,4.36491E-12
+RungeKutta4,87,8.7,2.63845E-12,0.1,0,0.01,1.90074E-12
+RungeKutta4,88,8.8,1.14990E-12,0.1,0,0.01,8.28387E-13
+RungeKutta4,89,8.9,5.01625E-13,0.1,0,0.01,3.61370E-13
+RungeKutta4,90,9.0,2.19050E-13,0.1,0,0.01,1.57803E-13
+RungeKutta4,91,9.1,9.5758E-14,0.1,0,0.01,6.89839E-14
+RungeKutta4,92,9.2,4.19087E-14,0.1,0,0.01,3.01910E-14
+RungeKutta4,93,9.3,1.83629E-14,0.1,0,0.01,1.32286E-14
+RungeKutta4,94,9.4,8.0555E-15,0.1,0,0.01,5.80317E-15
+RungeKutta4,95,9.5,3.53805E-15,0.1,0,0.01,2.54881E-15
+RungeKutta4,96,9.6,1.55578E-15,0.1,0,0.01,1.12078E-15
+RungeKutta4,97,9.7,6.8492E-16,0.1,0,0.01,4.93416E-16
+RungeKutta4,98,9.8,3.01872E-16,0.1,0,0.01,2.17468E-16
+RungeKutta4,99,9.9,1.33192E-16,0.1,0,0.01,9.59514E-17
+RungeKutta4,100,10.0,5.88273E-17,0.1,0,0.01,4.23791E-17
+RungeKutta4,101,10.1,2.60078E-17,0.1,0,0.01,1.87360E-17
+RungeKutta4,102,10.2,1.15086E-17,0.1,0,0.01,8.29078E-18
+RungeKutta4,103,10.3,5.09682E-18,0.1,0,0.01,3.67174E-18
+RungeKutta4,104,10.4,2.25894E-18,0.1,0,0.01,1.62734E-18
+RungeKutta4,105,10.5,1.00186E-18,0.1,0,0.01,7.21739E-19
+RungeKutta4,106,10.6,4.44597E-19,0.1,0,0.01,3.20287E-19
+RungeKutta4,107,10.7,1.97402E-19,0.1,0,0.01,1.42208E-19
+RungeKutta4,108,10.8,8.7686E-20,0.1,0,0.01,6.31689E-20
+RungeKutta4,109,10.9,3.8964E-20,0.1,0,0.01,2.80696E-20
+RungeKutta4,110,11.0,1.73192E-20,0.1,0,0.01,1.24767E-20
+RungeKutta4,111,11.1,7.69988E-21,0.1,0,0.01,5.54698E-21
+RungeKutta4,112,11.2,3.42378E-21,0.1,0,0.01,2.46649E-21
+RungeKutta4,113,11.3,1.52253E-21,0.1,0,0.01,1.09683E-21
+RungeKutta4,114,11.4,6.7707E-22,0.1,0,0.01,4.87760E-22
+RungeKutta4,115,11.5,3.01083E-22,0.1,0,0.01,2.16900E-22
+RungeKutta4,116,11.6,1.33876E-22,0.1,0,0.01,9.64441E-23
+RungeKutta4,117,11.7,5.95202E-23,0.1,0,0.01,4.28783E-23
+RungeKutta4,118,11.8,2.64575E-23,0.1,0,0.01,1.90600E-23
+RungeKutta4,119,11.9,1.17581E-23,0.1,0,0.01,8.47052E-24
+RungeKutta4,120,12.0,0.00000447772,0.1,0,0.01,0.00000322574
+RungeKutta4,121,12.1,0.0000331205,0.1,0,0.01,0.0000238600
diff --git a/modelling/data/abingdon-all/seasonal/garden_warbler_simulated.png b/modelling/data/abingdon-all/seasonal/garden_warbler_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..bac88af5411570e6ecd76a9c7d73d6f24dd3bbb8
GIT binary patch
literal 29730
zcma&O1yoe)_diUCNK1Dp0!oK;Do99!64I@7!_W#6(x8Nt2uP=NBi*3%zyJaRf^_%$
zjQ8sGdcVK_dS@+{tTSiMob$xq`xARYRFq_JFexyRkdScXWTn)QkWl=PkdWuDT?I#Y
zho=|8e?ra=w4BxL%$?ng9L<mvjhyYR?VPQj8PmC%IXXSFv*lsu;$#<OrF-h^Z0{t*
z!C~|340bz53l2u<FWTTL81}N-PDn_2Mu>mNIpW#RkdT}r<fQIBa!+2L!Ek>xdVF<@
z!?O!F;8p+wD@K4fx@rOC!(roRRuz`*?<-si<=5_C5=-fny4bKi)KkqT(VXU2Awrvs
zFS+uGrjj+v+W>x9&onK7fpM#~ufc7=+gFS}v76NmCYX2(Pj(u_v9Hl(zi|`1I<J*`
zpaz3imo6((2>72W5RDEWA3wUa1nCxd-;s>OPYS$nTT!AAXBlZB5rDS^v9Tl&9}hA@
zmId!Fa{mARuqq)kGP2{W_aPT??AZeCWz^oDb8c~Ql^Ogg)>A?yQ<1~7v$I(JD$Qd3
zout{bj{L|bvtAMmT--RtBtFQ#Plz8HouG!abfB(dH$zNJ%+2}v`Ok$q{DPNfyGz|n
zY2_YYtnCI<MOXcY1<=sY<iMXx7UHLg1qMy9)&5<|_V)Ij!=_8UjmA@33~cKYSKY^t
zv!=cVU=U`SbVd+RP%w9QcROykllHC^H?h08xV-=P92LE%#Hcl*?rg?w_OZ=I!N&oi
z4L6SZtrsUV%W1yswWjvN4@kTF5_t+?M4wekMkyssUz+vCbqg*hXS|AAE2>ihH+oB0
zSf}yw!t;1p{PIrKv?G>50$=snPVdquERIL*U1NnhOW(57;*`aXrIrM|j_l3d32tjy
zT3J1g*x1?GG2L10E;H|^NWA+j=4^?>H(Du0sC&LO$ZYui1IKn^&8`S);YFC|<|v;D
zQRATaWjzrwv7EKF^}-Su>XcPtoeIl0BO@cS;1xSN-`jPxz3_l^+`zZtgc4fgl)bkO
z9bfIg5e_C@<^(!>@j>j-)(rwu((y&Nnwpw8oA@SjLC4Iqlkp~75#J7SiyRteq8FFP
zgT7Dd6}7b!rKF|bR=+ve{~F4XS3iWhzLA$-6yvfs)(y35ViO1FC7s!Jgprqd>|0J&
z+9YXKBBR|7OdD=}T7|MTX_5BWU`z$OjuaBF?~z-7FlCh|A+}!rg~Io6y=t~+C|#04
zNa*A>4Rn=n_2R8UvViJ7Qq$gNdB@B1L!C;+Oj=yzSo(SB-n)DL5iA#UH*U;V_g<XN
zUiRduW@JhR;pQ>HHJeV}ta3S5Ie$|-27{ODLEQT3Q>IKLjpONhmHdMT4`SESNi9zH
zzI|@+baQDa(yQxH_B~POEm+;i%}!N=2Co^eY<@_xjrsKH6XUqx>GzLjTXQXzMb|y<
z(%-x}qQVD%Q<Gm*q|qwtj(gi{d)^hEXwjo-;LQMY-l$p5^L5*V6<(x>`!-U<oSv)|
zFLhAbJ(~Oqp&Zf)UT;2_lca3bOX9aXxLsU1O$vVs?x!29In&jV+|^}vz1ps{i@ofH
zz(?E2VX(Oyl7TrWIOC_=k-i15iVrHo<LENNDf#p8+}(QPIpPP!P8EC(>t?An&&Z`C
zY1lONA!c<31|};P(K0mAOsVeo_ix`&FQ?7$qu?<Q^JqNMvwGmAljf!awXi~ar@BSX
z%)(-}K2^aSFXnx6_n6v4vC3{1=3dv}d6>sH-sJ0B5uPIKrs12`5AE-sx^0L{_i7*^
zfy_m`3g(eN6&KqwyJk~0^8tnx<z#7@N3r9Uwh1X4zapC4wcT(C6aKb<UxDt4)E&*a
ziAP(Wpc{^t6T44hoP$G))O5aXH;Rq}H$PvI5m#%tD~*2)PqKRmfz(Xfx8kfy8ZY&{
zS@k$Q+|+F1Ir~c5r1BCYFp<lFN;Ja2Yy0JQXq9pbKVur$?mEQi)#7^x?=*2l<Bo=$
zXb+fg-v%d(5tWA9HSEW|RS*2sz9QJ7`*AtdQwfLHxT`KRQwpcp$Q>X0t#JMc(U{-z
zCN6Ek?RP4f@7&PzAxp$HC#(6Rd~=fclk<XKQK@Puw96TaD`BMXhFbSK!YQ-GoVhYj
zRx%><@bpb>s=)$&?BIvJU7MkK^?_Jmm8xGwwoUmJQ5|WHygEFwBZ>1h*hdfUb#L$C
z-C&ff4;WwJ5ZNaXdbXgE=8R*k;|;ov6==sKB)Cs6R4hZPvb-y=pwToQy}Ql(?mS~c
z^nCBjD26YVF9@DVi_eJss@d5kjb6RLeMvHP<<%V`&D+w-W70Siw&m%9PVk)ZOM}ak
zcn^J!rZdNUXe3`S<keBxHrO5d-dt@5@6Zpy_R5<Op0qNSNDoK3Ud;1K<z}%xzTglD
zY#W%Em}=SE3!QZvwQKC-7HQt_yrLpo#|BZ)gPgUqbvs`xM+k_-ECK@6-AmxrDLRlW
z=%fn*d=X;3?1K2qel{t3w$)l_t7B_h#B%rUhzoek>eba%3XV$<h6`;^LHN6??>eS!
zk=v{9bG+2io0pfTD<>ycWB_J4JbrX+EU$OQNQZ!sP;Xq<Ninw9!S|zizhg?*#!TJl
zzWHG4dQWe!6SbJvM1^TL!FVt}{m7DC(|KhrER>@$XFxfD^PY`=dS+%DF)8VCEqIc*
z(;OR2e0-JLJC%#0W2Z0jiyNQJ%$^_4&MwwYY^Y{P^QK<z^m2^uUu*@5QyseR@9(eM
zQnDTQ8eF`mL4|H^Aks-~eMw14_YyHNF|*Y|fc4br2}QAvf<l<3#l{DvlvPYTJUi?B
z5|Fv}sb<8Pr*`Y1Q(`*1;1Zul(<OsCn&i(!_cvyA&d)~Fm1_tH2q=nAv&GNlM909!
ze{$}r+vs)d0R8fW677t7&W+T-%OSScu6|qE<v0+Bl7d5CPEK{bcdHo{ulgoEy&km6
z&dw3)xltpt1a@m<Y$IdfxW1>No<;jBVy6DEoI-&s3K0Pf-ovQD$C{LU)+&-}D{L)W
zBd429v+fOUFo+D!_&ao@R*4P_;qc6?EM9WsR?b*t(QDN-9(PpK(>2?wapC){+GSGv
zbYLN?tt>SUMW3douS~X7T}FzX<aF<Ig?)qR1f0?eyB2((s>t8wRtV#VyU!m}iF!QR
z-+IS{C25&@9}nL{F$&#7V+b{vrW!68KjCWak1Xm=Mk5*d#<Qpz*8?7=3ysm#*~~v~
z^Kc_$cNxTT+T>&nS{_d>z4g#@N?JaGO7Oj_dGp#bZiC3s*$!kEo?8$eJN#v-do5J|
z@pO=9@$JAAF4l-t=2kys)REbjbq8XbmF0tDbAra0Xz&wckFza)vp)U@cJ>+?8Vj2q
zhZ}_+I7yeH#uoUC;WxDQlqz4#?eeYSe&LuV7Y^}0+wLs174|qEF5>hZ6lL05rQft`
zJcb7phX_xjmzxPvys!Lvol}qmE;QeY-A?jKf|X<YXdyB`%c$fvMx0@D5EiC@S4l;i
z_iYl%7&5W@$dmP2EvaFC>C{BBWR;(WC>TpF7n#JPpMCj|i>G3;L14HMBkW~wtkrka
zfZVFnKmM#0{VF`ZruCL1wu`yBc^;k=s@Pr8m-Ebh`S;Ub;c1u*7(4aTwjK@f!Lj))
zu$?LpfhoQvVQ^f8<8U1NB`YSzp;0w_>I>gg>%{Z)^78U-Sn=)aVc#&jGLDnm59%BH
zIa;r?V;07xVojxcrhkDg&x{>F${>EX;amYA-(Nh|3uN7z`s$Wo5_EIBte4%Yo-GwG
z(3-3KmC;1t!1@Q@NT!}Pz1`(k-%y_J_Ae9GN-DWW6cW4iyYUGRFHk}^M)t|N`L&Q@
z7Sc=Za|Nq6`J9j7q8}YZz-afJ=M+hW$;wBB4fj6JwURZwT7k5jF|vLS4LLfRYl%SL
zh;1DH$Zys|q+M;FzUtDV%j~7%eY_OUZQK^@+C)>h|D@V?&ghd^C90?hSjO3JS0bSE
z4&e~b)Mj*(-4wDXUtyG}(liNm7DSF4Lp)<+^;1p;Og;GxQ&W6T{2?(bS*>28hYcFT
zu1LG;!@Xt_(f)*F4G&Wr8~Y9L4E|a<hSU<K{t!PcOf+8uX*@biPNJ7b)R^2}(N3Gh
z4>+h_iI>x|V)+|WK*I%}v$56Aq$*6Q1<!MBrP`0{xm6r_){mF(Z-;X*ZEtVez@*>D
zf{J;uBVjsHZpsgj#7ku!3fbkic1w_m6umx-<qx}aINu#N=QAAYPw0WkDM#DDe?-@b
z%j`!jKD1!bj81hxWh37*O2r6UXdGJjb}>Kt`Fb{a*nXc%PWjSt^6laSn5Iq@UOOXZ
z#Fz&%6g;L0k%zltsdEUjXfmGYUQ|8EWr~;*291p?S@)5R_de8GHBR^CiftZ9YzONb
z?CqovNk-DT(r~>a(=9Q4PBDdch;lvAu#>Kw5Y@HpX(N-j4jt(sjZi^LFv_6!@_Tp`
zp@&1mFypYa%GQaHog>Kr@-3N9B3W@BbYbc2CP&0hlUp|eL>-e1XqUN)yBgwK&xMZ2
zdxP)J@{}C!;2*t{;6RT!Lpo}fD86-Y*SSgDL{*p7?z29d&Fm{;mJtzI7DIh<u|8U_
ztro`CHye^MHvRd9hodxPwhuJiXOeiht*xL>!%MXscFoLG_R^PE5-n1nxqOR+N4n(|
zbJ#{w4fnpv#lFhA5q^JS2Jx8pRfEQ_H$Yalozh4{QLdvgJKm3EhO^d+XTzaEqHjb6
zU-V4ZI7Qac3JmM_CD1=({q}|GmCD{lC2?RCSHmaohe*S@#&~ps1c5;+x^qKjD<Stb
zDd42({K&JbT-eq`lnG7&S(Kc!=#tjA#kRt!oUU@A<63pii`na)g&7$T-I|DgcdRS1
zN016u>}o5r6E>Gf$SD9Fs*>u`cGxs{v?W?%sKR-3lDKOq#tF5ez5dmQ%;|2|21(Iw
zRniI*8&VF*8}TjrGYFQ<amC$haq8Ta-hQ5<t8(QW<aJwheVc~jgXXs`)#60+E9Wh1
zel)bKsQ$AvUc3D^wv>hUBB|k}M%igrMKvF~H-|okbhdfF@8Tpu<%_uTg8JHYD4tz?
z<5RmdpOf4v2W0v8?<DS}`+sWnZiFF5kK1EkMS)jbn%4t;cp)T9n^Up5;gB%V@Cni@
z#zj9UeH~n$r~)mO@&b4J?VQin$=p*`HtM_qzjXIL^bS`;cN+N`!)4Ael6P(dlNDyN
zqz0B@yqF>NdHttYgwGaZmBmzhO)|5y>)yYAKT^h$o10stV_VbyCN|b-dcU*)BQB)5
z3|C;@m4C)L)(To_qZrqhAmH%6w(01|z2fW|csq?e?ycY1nU{<3G|i#E*+WpDEqg44
z^GA3pu%5nHdl?Xrvm|0$Js-#@?@QKejZJZPr5b81h{-BH-{{=!k0+MHj)jG#-ka)m
zG#}KdSKQFsoct6*a>&4^QTSx^>t@r*D$97LT<jxUtrwXf*%r;7!TF0u^EIo4i(_Zv
zqp>!!1x;%3+_VU;4B|zG9}H*70~FOAt7kP<@XQVRwBICB^uv_AynLMDWIUoCXHySg
zxL?wS8K->Qt?cvFV}DdLiB<da*!ZDoF%%%Q!noF!-SscokyfyJ2%Gtru^$2YrkR=9
zYK;kHiI=()z&MYaPQl#679GzD71G4?&e?97l!y2A^)19%393@^rV3wFa?~smXgWKW
z=L48qlw{Ya-5|E{c9z31B#oTMJm-+a^p%Yus4ev(MRsHtKJzhoDsJh&oV74BtGL7Q
zz7n(fvR+4x0AE$dP?lEoxmMscEM-F8AR3K5>-TPNx{?sIfcCZCX+s~%2&H+krtoV{
zoTXo|;<AJ$@k4{BLjNWew$>Q`U*tmd^}SLPJ{l2s6*lu8e;Y!;L%b=uPa8p)nw<Ro
z<0!Hg(yN@Wg92Sbh>K90T3E;*Zp?T)&axsscr=)Xe;1eKL1WNDS_F;gTh*ihNK%k?
zQYeJSjvADH`4M+A#J15${IsyQC${NT&q|T*qSsa=RzMQ?KaLSY`F6*&{h-^04dKGi
zqZm96zIQJsR>e(JCRPnhH14;cM6pIkN4NZO>~BUShQVWhwf&FxSXFg&djC9D>U-(K
zI9OlNR@q<g(s59T_cyyjIQMB=nhF<-y`!V!p{gqW_y-<2MaA%dfPjR3`-sl^{?>y2
z_WH!Ch*yd^@)M}Cab10VraOH)^48Ek9SiH(6GLR#xZ4~Y7JnWKe)Y=u&toglDvnqS
z*b`%@IZVjpbPOF!qO1+nl?fudV+4qSAct0o{loK=NdZum_<y|D*64luzdjeXj@b+<
zCFu_ei8n!PBe;H@4vUoCde^4ubVC@y<^b;E)S2?z2o5D*7}wii2#=LssSS_a=S(D4
z78Z5iA*ba5oAGr_EG)CB@@I}P$nvo@w9C_VW4c>Fv8_I_q6kb4KZH@s+8i(=t0Vdd
zE<@L$otS`#XrxGAvP}BfvpX5TJ!H_j2a@PEASikOx;F&~OT!McLRCuY%13VeUGuS8
z#9(B~;Td{@jnyrBI884f&;EG#a_W6v-oq4Zz#557-?x<W@DTFn`gQ(dGfGKOkrK}7
z06?85`)lKHXn!J)%*=-x5D(-{O*6x&1l1~SXP5y@AfTpZ1E44lfz{VCGc#qqy&J#+
z&flGwH|>m|&eNf)YIiNrsZu&G@;uzIl=awzHLRWibY=!dKW`2j4=?_n|JCldyjCNd
zC10@EC6yVmX+*RRHfM|Be1U<1d7audj#(#qYHBe;bo?}=SFy?H1O){h_f}LNUx}pP
zeW*9S<R}-<u7{wx%DhiqU1l!MPxIFRY?CuId>2N}BQ0uYI$7gnAtx)VGD!XT^XHMu
zuZ>32)edE@>rX%=Ry_={0U^j~Vf#jJZ|@Sgwbiqg;S94c9~9NJweOUcmRfEPg@s}7
z*XcKS<aVwMrTYs-*7NZ2jIM9j+Z%Mu2ZlY63C}|36en`>iQ;cOUg)QVnl6SfM}`@7
zMcr6+1-u8dj_IpqOuahS$5s4ry!i?N_pNtCL_~nK3ZD8v%%YJq%fQI^5a6tnGNZ+m
zq$C!Z2rAWLj?}fh$N7)yBw#5*E-^OH%G|a0qH|)={H~T10FZd}TUl9+?%U5w!@y&#
zLI76OO6hbNFE-#99UTQMS9U5b_e;Qc<XD&X`;Ai-qp`PE-ZVMn3thi=mD9NG+9(a@
zED2=6VOwA*Lk4e@eH!{5fX^&I8#L&<Z%D&tYF*TA2%GqKI%d(PthKZfYS|pQrdTh;
z!s^j+sd7@8ri^#%hp!Hsht+RWEH5wT#}1o^*DowAjAE>JKK<z4uzhmZ?qe4vv=p$0
z9eknKVf7A8UDyV=(fnncQ>-x5Eg>oa`*)@Nl?OD>$C02dhr#Nek<GK$V5rLA2y|gH
zY!g2l{56O~ze(62Gk0)AHSZa)yoqm<OCL7KY=CK>{;=eZmto`SMjf}y>IjK%BpwCP
z&7<plbdN+BbPtY~(|T)`Q=uPdB<iD%=9+1*9@B_@-=0^18^Yj5V{l_wpN<UJ1FNCY
z9BTwk8^}_(rT1;zS97x$dpVk31MWxu@ig1L%_~Z#)L!Zg@Iv}Z8+aj4rJeUg5t0;X
z4p%t_ng0E8o<KWJDNd6P?9uiUfUxuD>9E&oTDPLPrezLB$By5&)t}@1j6c>@q?{cM
zT$e~p)e8~ABZE8^1CN%ud;@~sZ~JzLh#JFcjs6Z_LF=_f17fGvyg|jhyUT;(^Xr>+
zn_?~qditjLG=@}mciafk0es;^4{ikOd!mU5nKJE+BMg<4D2x_!oMO9wh5x^zUJS!l
zVPHa4#P5;ci1ndDpAP@eSUX20F@RitMI*({pgAd_iv90X`&$J4GTC@=oh199n7_`w
z&iOOp$vdx4z3Jw$V?)Hblv3|Ce>6Jn7gk8zc0VHD&m+dm11Sor5UUWIB*<FWx(@9>
z)Vj9u(7Stoyw^>Djz{y~RB-#Y;h$mu8U}{Z@5koS=iF}#fI%w5r@@RUuP|=M%;#@W
z{h1CK2koyV{7P_ue)%H>#4s2e8~+jdV;IWH%KkX^Q!XfL1Bm>O_hJ|vot*x2T>$bw
z{h2uNiHO?%bxg8lTg4to52o}YL{!hLM)MwP*uBW$v@<Vc0c%e&b^bc1_WQ=h)ISIO
zJ&5c78A1>?{*xsqDs3qL$dZT^g-|@=R>q5I|9G!V>fSx%{~XiTr}@t@2??Zs9m7NG
zlx#sPlJG4R`^-XKt1+zxjEGOaa$KNfvuViG)RRBz22+e8aKxqkXC(n8_M7$E4Od9y
zeh?EIJ8JsnB^GJw*2!l5ZbY*0#qsJ<02db*x6hgT@%N8|3Q+wW1!Loz89cv|S*9Ga
zmWBpnYamW+jni^vjiD6s(RL?oehuAnvQq>z-FTtS@~#cTpv_F}o9)D3342GOWTFq$
zx1+g*sqSAx7?%N3y9e29I9vp^bQC_l^pPPJLRUIV0u_P!V*>*Y1_lPE<ZKlnyC`kc
z>BQEksjHI<{#JREvmntz7V+<}vAvP!Xeb|D1Hy_7;Q73#m-01><GQ+J5n2R=Movyn
z)XK`!Z!>jO*3;FhdQ1!q4~P>dCns0Ww&q*SKvG@ha?qh-8Yc7EfHl-zK|||?HF%C5
z1OBZiRn+rQ3pou9yZ==jOWjXMPBadape`6WZt+L&1$i;6q(tSuq~z#Afo_f3Is2VE
zatJ`O@Chv8TTDzcpul8qX=&lM9J%eH7vGx&mv;R=p;~D-TT}!E9Jz~V0i1@6?6yfq
znCf61s1StQHdrw*Fv2C7pFMkKspBxqX*(^TUFTW|B$=GkHa<I8z4mz#Koe^E`s_it
z)N0E>n_x@gvx({Hc^DEN{s!FdL%_72=oRZXjO>T4%fJ#76IT!1^{b0P0hKd5?^<Fv
zE4I(^0sZ@QjrtNbKK_kw-@aKUfrN7w&4o?QEj3e=lOt;us<5q_ZZ%%CdQi>LY~`>u
zch4muBP!~8g(8ba!P8`ufa5G}ZS8Q#G92C$O)oRD7P?$(Im$fB4)V2^HMCMuk8~aR
zFr=O<+vWR2=_+q$s&h5X2DFRPuE1SC2#;1{*<l9MLGmsx6>aV9xywNc>B?zh%sSRQ
zbG)5a&wEP>yCxd?zw+MQkscJ7Lj9maXD7l=gYL1nl0Nm)Gij#5v+6_*Fr?`F)8X}X
zE^8mA7=7#(!<(?mCre5=U33<W%eBwE$sl-C0xF`)<?V1t2G09_GROk&z~G=JQ${}p
zq_eX#pKvO2*nHb#VgDJ-Jet4Kq&JQ&+=hf4oaYlw-bi)R&eW(}yB>YcMZkVe!X(LN
zT@*!dUhIg*!EzJ-h_c0Vt{X<bRTVxS_^-4|XLlyLEqZfc;V`&z1i!=LjS1<C4s>|k
zW+RJwwvx@4eFM*R-WtF#k6hns3n7G#q6U)^&{7?>(#^I8iHaq6Q}sbb`lfXIKw!_Q
zuGaGA+A-66uZTByd2uLy4Cr(g1h<G0DlP#MDMEBrGOcUy6Ws=iQSaWjFQZMQdd|_K
zNs=~x^NQSf{}ipr!Cdxzyqs`KLmzw}KDb+70+-|m#iTLQ3DRX+?>$xC%-~}YfpqBW
z@4fEcA&|AepP8kS1&M1LpHL;7L3g8i0e62F?6gsc0v+G0d+tEN8Zn(uvaOX<{LZh0
zP<PA*pDW?UnstlxC26m{0@sLTbV34plXb<Rr4@WIZFcc2hCyCof_aDUyP4dtT$^<F
z8}coSW=FKPdY9i|k12*pA@grp9DtBt;kB80|Id@DB7*-+%2a7F301bg<>?>E3PqRc
ziSyu%K7kc(-k0rl{{A*q*jbf7liHYSDTWIM5TFQv-e&%LHbelZIVofKkM!}QbOBnZ
zynRjz<j1rAor${%8a(#@n<}au=>HYce|r{LIk|sjUBvg~<ma3G`P~yuzT*Gu8uLH0
zwEQDYP5Gx!b9nJKBz_M6T24aH3wk}9*~XbwMSCK6f5DGr(9J`I!YKdx%^NNVypZ8%
z9fo)qsRs}Kb1d`22kt-515){)Y4cYNv$rzr|7S}5vV}6amr#}ZYbunD%GyAv{Ufpe
zRS5jZcG@7C-WPISG3@sjzW#F|3o*mf=VUeO+%_vc2&rEFM1(uoL4Mr?AZh$3Yg1jA
z!G7SjA0T!a$r1M*gQcbAty{O+-lDtF{TvXNM}43$%dfB+fAVKuMQk#Jvw?LOI0*jC
zuOUN2Dt{isD4J>iE$9A?-c9OIwg96NeMkL+tfOPul`B`eKE1?J_DEuo2k9!Bo`IEB
z0c1I|i?ibo)+`WPfOf(LrGCz1EF+pB(9p3d`4r#-DNy*vN+^4+?111hm3EU)!?Y{Z
zW(O$p8e*s4dD84yAnd}zN&h?l!uyk$5D-&_*85QkEvKQM7f`o%fE>{a_$sgJEN5l_
zr^(-i{M-zTikQs@Pa3^yfTmvBZFc)?h;ZU<ULLcHqk%(G-^+OqgS^80_;taoGWI$N
zT%t!^0VD3@<Jljtpj{0nJQlJu9@9Y7;EO{jTOi>A#d2biJ6T3mQ&n~Ns{__@Un2cS
zi$SrCoxj2GTjgq(H4T?jkh4cys~r}kT~c1ZCIa3MJ1SQ)F|TTnP$VD9%a7We?yoVe
zjTNdlt^JR*JyQ8HD5w``{igkIc~{*Mc7uCe*Qc@u@cstFjWfnoo+1N1Z&*e*5v~hn
z=7*w1!)uALvGgFPzL}ddB<Hn!U0c+<6a%DnSx_aIogS>O)}EgpYK{Y38{6D00SK`$
z4;b)%eEwf>*mBgH$^+vsF#PdEZ?@4ptG-?rms%)uAd*J(37^f>tv7Gp5KvOG0G;&p
zKY;j2sqxF-0Wm^|YieCL1Q%E}P{5l2HjEzOn>X)&{_=$~^2!jy9c|dOyHq1Ajzt*D
zGBa-@X#60TL73qVqe2Jc)t*GrPo}yacrKpPq;o%Ea*pJPQBv5tr01)Ukm!Pff{uD8
zC#NN_09W_ho%DbM#FDhD4y39w8z`TPUOD<S(@sb7SgA>8-gtdwrG_5fq0M6WalX6$
z(=UE&#!n>w&f*6F|1*nsbawKKrGW}B=fLk9Nf%{gXy<bpQI8zgd6+p@KMJ~E=PW^L
zT{Qm~swDL80cM*n>zUrW{;!hcRS(#uliFv4q7R#&qmJ%M=~$=oPti?<Mf2+~AedY3
zse)+!R8pm<;?hZM%*<-V%Da4_^`+E0mDbO!KXx^DQ67f&Z7p4g&|_uve-%Y4ZUv$#
z1=QMV6Tg~TpR`dXdCK$3h4dDUd)eW&Grc)6=nl>EwXdQCo2}q`*N4ovE<z9W>S^zf
z7wJ*&|AU&jwvN0agLjWa-?O;{4C7LJvKpRo)&C8dHH!V;eNawg=P~blTK|0^Qe0yf
zW!rpM4S7Nhk4|5<9%ByA-wV$!`N;ktuCKLyCun>;S6^K6kyZ)zCO#9!uu<7ls|X^^
zF}{n9a<P;}an10!3ETkzn$oIWMspj|zd<P#*2JbK(snp(C7pXt1jQ=%2z5`%enJB8
z=z`mKk|uFi?!%+;F?p{?3DbOBiX8_Vx4i45cyW(4M#s7}6Ki%hYEgI0%!|C5)^g6^
z?QeE^Di$841Bce)EuYJ7eo*|6E-Y^VU0fwTwgKx<{f(v?gIi<8y*TS$_2ofD<tSfW
z?nlJW`(L7=cSoYTJ<euB4_(@^Xo`0^#ax;?&Nsc-EB$=quB<aWygo!5iVwg#qhj3i
z7BT@i1=%hRXVW!t%3Wd35n-FD@{TnF-}8M-*tDM8Ocp#?WPe0`2l!sPfTzcH(&=4n
zt4NT#s+K-myy!<=Vqc?{=Z=@k=-s=Tk+!8rR<?$YVf9}9S|PYtam00zJ)8R4g&x;j
zT=O7=A1i+VythPt2}i*gIRY)zZqw;Lse(=)gf_({NjXb*G9ty)8hjGYLYE9vJvRi|
zkxiUB+ANjdX`P<4Sea_-C*JA|>_x9qh<di*nJbuK!&@MeTrc1qCKYhC`*VR;&9_k(
zHFZsnTA??Hha~^;kb!=PN{6>NpO=k#3AKvrpq`;2-DY~%HE^{?5)T&orSoA^+tbJm
zE9YXRo$2ynZtn}`irB8?NFFoz>*xBj=AgK#E7b$K5o#RrcH2T|*+>Lc%X8$Nkz$#L
zm$wFAiMM{s-QHPT!fEK|;FzVa+wqwQ)nZD8EA~xofW*oV0lqx#Pg<RMqA=YQw#z5e
zB?Du#K73jO3Tt2A*wh%R#3aY3(pBuULsnt~_ZOWP<X~+D=g5egA4DX7L*%&wt-4|f
z^ZG9(b8yAwy*IrbcUiBmv+=MiXv%kZH8RL(d>6W@G?<i7(PW4S>*OSUrWgg8v#BX!
z8$MPUtLb%5Wi^i%j?Wt!MRPHRck;PJM+WhH>L0JJ+0=>E4uW;OuKep(QG&Xk<wN9M
z<uq(_+hkt$7-ZwdNzhUc9#)2&-{QV2%lDll29J-AN~}8s%;^CW*Z@f)h*WGuCAn+r
zx)|3rT}%-H5pn9F`$k5-`q5^UfSQp%H8#)ZqB9$sS@vPT0r5EmDf8oV)>y42T02>_
zMf%iBCOtz%V!nM=11oHLCap^nMlXfhr~tr@04g*CFk2{jq>O89#EyDmjg)*xRY$L~
zO1Ds+kFxizeP<LgKh5EmLmwf)0P@>KFrv)0Kzz*D#6<b%wDrN8aQU*cXKKFRNXA<-
z*$9s(gKc9{iP#t(SL_^2p?(bjOXl=11_D78boE$j4HokrHZ*BJ%(paij}&l8;O8-7
zie>5KW#!rJ$oo!6lPDekuMbuF^InS0cxe^(9u9E?=J@uzZg1HVkWk%*IzAlHZviEX
z5aQCZ%F1^8ZjrvFdgrI1(PXc}@mbnjuSH`8-Tm%dX85>rC7GYg%C`g11Km8Vpx`||
zK4#Nz^cYmte*304V&Aj3=9zJpybM1p_IXR7znZ=tix6V5%_7*T9boS)8%;V`2&M42
z^bxGB+gl;Jp&?YL%p~`XDjj~)r+ho=h{s2k`!CY|$LUgrbK8n|opa~5o%k3Sm{Ca)
zY+cq2timRHD2=5;I(6U~*Zh7A=TWXi92t+fLVkm9eE7E;Gr~`xrxw+wkK9_sZs#8m
zbq&<34c`HyFZ62}hCI&K;1z7LwrE5|wt%Z>Q|}K4qsR!^m-m#nPW7ANU@45D{aWiI
z<Kz4nVJ-)$NAHbNYI{2mqKZo4Y$wws@e$9+uKIZPBj@Ix8r7ZiBEIBD34>Vcz;kfa
zk;b)Yx0ISeKtXkze=6s2&~M>-r_4(^pJ#8p5))Z2Qo)#}l>8i_GsV*yJGWflVlt>Y
zPR*2}tjfDH<464ayGcGm*nN0%Ke?zME1}O?U|<tQZ??04AcAr2dZJHYO^}yWq(RvC
zqKk7z7K5HV%X2<(LqB-UADb`t(x*w&K4<3RiA(hBf#^za-p>T@N8b94R_vGEWf=s1
z&6_uc7!Y#{SOqmefY=qliU*V_(~Q?NQLIpusG@RwE{x@i48XiTk@>k%SXCcA%ET?z
zc%(`%D&!LN@r0MP!q{RN&-yk}Q(s^76LBad8Dcnp1ot1IV{vh@t9N!&Rop<3{lSZp
zsj~iXrEj+#@NcN8=+j#rkOYf&_wP69%loz${HB&YR$)oPCCbk-2x~2z)U#K4m+Wb+
zy7EBBsQ^X=f?;GS2ucMk5o(u8<ZoG1Zc3iRA1An5lO2V!30fjs`Emh<1kjOO3A{h`
zsF-gNuQj?)DRGb52Wb1xa|}pbs%u4Mdd^oTngOLz0YHPl_Ah2N(Y9sPI=7INd`eU!
za6foAUz3iRRjcE0y};+fEA$c@b$nz5!LzmebI%HoH8*24n`X0p8dvXLuAW;p@^9S~
zXGRisSvB2f6uA2Fmt4j@dRQ0H_52fN2nJr<oz|FhZf_IOW|zsAF(9E{(A~My4G<Z&
z`7e#nH1BYXzwewfmWXx!#yy`zA2sW0ipCBxIxWH>TI<QO_CHR4+w)fF*z}9h{%!z`
zkx$AQo($S{B*K8*MU5rF-5+BEQB%`qk>i?o9G<xFNvY?;vwx=1_*!%P)yzJ^$@}jw
zr!e^z9~#6Y{{T{Bz?24p)y!8R*~c~wUP*5_Ts1W`%>Q_}2XbcNtW#6=0%f5=488NM
zIFc<F%ye`T1B%K|zoV54`wl|WIIaHT_d#k=_o@_>$+KF^vWu4`e@&I~V3qLm*U_fg
zjS^pkIeak!jV|%)IS%@0lQ=a@aX&SjoTp<mw)4f%z30ef!c7VXq!XU9Izjd4X#WiG
zj$px?!<kZjZtTlXK*2v3J5JcTPCh28ac+GG@e^8H=lE@140<O!$WkL;3G!Yerp;x~
z&)bPad#!AK{|V{-rdkpn>RL>dxZ&7eI%$a+vVhx$?zhqW_yB+-01Pn&zEY<83qoa)
z8vp~ugF0Rol<|uPP`h|QzI~~TpQ=3CRi24B!zW!f=tQ#ZPwa#vvqPgf_V?LKS@d=e
z(EHy0Mbra2g_Ko`&TZNusP8SW{8*753xZ9Ri)ECvwQZ%z>~8?pP{%>h!<;p{ncByx
zz84S|THlM^G{sq0Ay^~*Qkknk`jxA}XQofbJ9<@f)(k<u2*JdPd$B_?=~bfj{b79l
zIr86w6a?thP8v^zqPh*CL^1DLY`};i03bl>JHS#|?tYGNpp#o9-_X=`c)7}3KlcJ_
z5r{70&x&s(F8GJz2>T|(`1J{lKT&cFc6AMXWw?fc`TEO=vzj=^Of-{gmOSjj@9*u@
zs)1$*ut0(KM`=c-<Oz3eAQ%cYc^&VN*g2hi%g%?Aq0IvJbP-g=aabJnL*?rq#=OhE
zMV+|yl+b!yI`iD9Fe00n7=8&B@WzXF>7Cu(EWnBq5K`iPG;2NvJ_Qmx|5Wj5+fM-)
zUma^Q0TwB0x;P=kMK&SGKb0E$YJ7@2bNmq`-?DEKrB|*5C%b*0s0joVLnwO~^*xRC
zJ1U*RxOf-@bs%rlnf#pU$H*%o2m}s@=-bMo`>&^r5K61#T47ZWDxL`4A<WY*v?`Iu
zBBC!<^t8GcbR4h&ji1|bQI<EY1P~POGcq3g^SgR0%gIHboOpB(3}`F^j<bm7V|n?b
znM#8upEBDSq5V3b1<I?aM17yB(@dcia?bfa`B8>Ad7{M(s5N<q1PC_XY^5dOPimR0
zAsN_Q35bca{-xF;#BpFk1rjFR#^<b1=byxKXo{JALw&u-Xx%H`l&yMIcejmcZBWdN
zI0coL->oRDwv%W~h}TwE&)6V@)&pl`$AV;Be0*=ZB#x+0hD>B!JPEHz)!q?j$hCr4
zgp|5Vme=VGm~ovH8QASD2Tu`>>2cr!7}*5ohun*qD!a53Qm6aiTXJ_gM*KjVMunm@
z%>AN^ED)Rgy{#t5B4rOgxEBpoSZV$Xh5it08BIL5(QYv^N&`WNVz(oCgkB~hXPgw`
zwsHNo4D;$z!%~vj=b_Z!k?2VfP^KRj3pVCBua3ygR7JZ12f2rS$HUX=4Ir*R9u#2I
zUpNNHLhif>kjj=aOx8Sxlv_{cxUE^ZUF|-)d(m(Hg+?WXZXjso&V*Ti1Q>Owi-{qq
zh$RMK)UC>P<`MMn1}S7=6UBxP@G>*5Kso~CurIANECKd>Iizwz#IC$$Vq&5Lh_wsy
zG)e$7o`2os6cf`=3F8Px$hF~uts6EZ5EJ1_>&ed(=F!ii`8P-t=X-DLNRxEflm4aG
z4wXoL2>~>+$o9#O=-0(f{HKFIq~0pq#qfhr?Cl@ubTRypL%2z1u7<*fWV8EesH<nB
zM4&W`$s<yN(VgaZH0ph)`6Y7;<8>N}aUHt`1_a?;f3})mtU=2R#1@!CmEdk4&r<mp
zrPv@^pX%*0z$rKF)XknNy$rz%tK38S`m!wv>4LLMxG1IRA&CXNCnffzS8+L$@0c1U
zusvT8Dm*()XIC`I(R8Xxd%XJ+wawPK7dr5Fm=#ospZlTx>hvQ^*`YLMvFg`XZ*xED
z77+J2I|94cE}%bD#B1Tjn5E915}nE+Aw=_mi{8SG&jXZ0_I<i3<UucYgBDPLqi53g
z8kv0ayG}ek_zJ9p!gnRGL%)U7X6i2QUVxEq0=L<#DJL?$v5xDUfj$m3s@GzUOC+U0
zwsH<#qdO<eh&&ao?R0VMD5btvNyDrmBlZp80@wFCFxQU1Gr199<A6_9-RXw;Kyofz
z(9rtqi?X=QG}o0~-f7RXi=FtU90=hNsmW%7!Sk=1cD|=cF9%<6?pf_!%<n(Lb)x5#
zQ6Sw`HR3L@3bPh`#M<i$&o`lghS)-&<o^U;iE7ZEFq&JDA~tPwpM&IiN62?%$xQ=u
zzV8B`y*3R{89P?5%Anmt4mL8ZBlZ)5+i3nu6K_#vJ(@pr2(~{az^Ayi;K9!tGfj2y
z>az>YT$T25;edF>s|W~`__u6W+urGMIYd7;_10aeh=KQmCKCn@?(5d}H;DZCU8=Kw
z{nbB}4`k+RVGR@21)7QIt(12Y)T19WPLAtRWZIOR`=CX?<xR~cBF%>#&u_ZyMLM0V
zHJ!;jS!B9uT(U11%?Ag|0^4VACGZUL!>U<!oD687r*2w@)r9OXU%VM|x!Y*hD$=}E
z7a{B2;0;G!eOpD%^>;<!o`ux*aFmcq=~0l;C!@(Q$@HjQR@fBhrQKIK65kG#Ss@CL
z$KQW?kyTPJy^e29S_`+4`8hWFcaTWgb#q=dQrcGEBVpBg7r`X}*)esI<)`wGO-?U^
z2W9vsC&5n6#5p6L=OoR&lOXrB9$a4HdyAf91#@ltdkM@}2>NOHk;`m1BiA|<NKlEK
zfQBSBbkwHv11Ke4jN-|s5(_iM1_Te_S2UpKy13Vfvy0RO?QZ=9V4|ceilFmKlox0M
zTMdvb)pMVJ8513S0~H<jbtkRwG!##U&v?&0C2=gPJ;S%U6<^=k<)jqi$Kpo&=B<z?
zcEf6N)y&WO2r(L*n?Ks1fW2?z$}s<|m%44;I-ekLw$y_zrn0BQHzB~ExOj28dDzh!
z9Ugg!l}!sJJdm>QGuO*vdLW<OrE;gZC>Ce(r7^nDvJL;Qu@WTG1q{|`+Ys<z=xP+{
zPJZPNa2gPl`TF&1{kFZSB%0Z1xUguLINueIn^{>|@AI3Rk;rGWKYG1(kd0dxxtZZv
z;dPgY=i9$-7yY_q-O75Bu$yiEOzZ6n*G<@Zco041lhV`RxfP3N7^*SXseL}L$w*7T
z8VJ)@$<Q3JtX;NY`gK#^klO}m7OhvlInE+~H3e~-Nl18MLZlfmNLlY|m4pH+y<|l`
zuB29_{2Zb!S-Qnhlp(Ea$EKhOF56}2P73`9Y-rSFzszG(HJ@MRw0=F{pXHrWHvRSC
zWVB8m?xpJ!+O_4nN#uhUVxkr4WEZwU-eahsYY~OSZ?OW_bg!F>fE0h~1JrpFrgyp+
zKEJiZr-e6!0fGKjX$qP3Mi2{hoVeLM=e_A-u^8>}PWBaZf#}T$!ktR2-%9usT)Gms
zP5t#)<yScIVtO~TU<_r(@fEGjN?lO)e|FX9JKbVW*iW&TZwYWpbW9jF2-j`kSjR6J
z0(A<sE<((X+z?eAw$*9gePG;lk=h~rOo7>)MMCPQ)D6Y`=Rz^xTANBN25Dq&MP|GQ
zlzUfEJ@=%6itVH;peBTW*0VrPqH(IxUDv-HRMDNbpAeX74+zSEsUGq5*6K@SFWUU7
zP619d(K_WQ&V2ak1*)0U-~sirpvc)`Q0SNTL_V^su4*uipOq8hqC6g#(ub?J=Wnd*
zn45w^CV~a2lwOwF6{FHGcBhi!pWwvpaxUHqY-v=nXC)gB1k@y~FPC^hofgdioy)8*
z{27&jgHj~*vdYn|mCIIn?MoxIL^7kmZ51VDo30fdc63Q8DZXZKN*PO&0%niZt-As$
zfzF{ehwHJivD9zQ5})afG|gHMeq7v6iK}|^+bGG5ZLq0a;;zx;ziK{koRTs&p_!ZV
zMpM&xY<03A%x1^(GcEz768SFbdGsA>(b{uRtx~=5dblk6ZSu~2%T?Vn<ErDJmrhS$
z8peNDkBBkQb}B%(H&q_QlwjiaKyI2G_z@l|w2;*5h#!y0YS@0eL+s~|j_0bo6TXIQ
zo+yqt6avwC`OjLdfS!E6?@+^8Kz>8-eXGbr`^$^-2zeSAc?|69lZl#)=vXWY-quWT
z8{&T!+T!-sW{x`91sf}?v+hnQb%8KzGU09|=078DS>@8{ibOs?k4tx*f?~C6kuu(&
z3qm%L3(<N0+jnE(npN5w%-=ag!lf0Pj_$6bB`JcnwSE%hwPX3Y_ezj5T_;o3Z)QEN
zARwo>bsqa(RLKqiq6h^at;oREPe%Cb`=|YsaW0lHjo+7C|0U({$BZjRkykC_quxmf
z=KHpCZhb8jREP`?W<^Z34pOZ}>i~A@!-o$Yt#_936dql&PsLbGnFtBmef)h&aFLh4
z;Y(nvs;WjPUVQh#$UAh_Q3^4oW#eDsN=dGo{Aa4wl9u8%x>M<w!X=xtjX@<Jp(w_8
zQ>x=&HPc7m^fPBk>@FYW&jihe)eKxL4-s~Wd)b}gly0BpvbEw@5Ivk=?jHh=-rm}{
zve?Cu$(PFUJ7EpJrwr1$yz5;~gyBYp1Bf7k1*~g`4v1-oPHJweF;;|K1EJ9|D!#o{
zQ^PhG4|?I^b_c}`4!%#)BN_`4_J~yP1MP2Pg-PF_MZ$J8mu}5|AP5qo-^%gT{4SJ-
zTexhcGzeAr87u){r1kvHg|G~mg630hU`9yfw@U>KUl#&Kecg9B9?p<4oB#CE5z%v-
z+6o$v<%uIq2akQDVi&%P8mbG)JbZHh^~hM=;@Wzn0nyYqNK(k(O8|g2I*(mobfpKm
z*t(vTlT#(dpwSBwS_J`(vu0;U+m_b^xVTiQb52^&X<ygY3K3T6`tpLPJ3mqDl2NaM
z^!}+^ZHLhuTO-FnLKP&Tq9%cVmk|fE8E7<*tJ9;Lf_4EKvfbvZb6r=HY^tV)pU-%1
zHtc{#$R5yiIIcmP4ZO3jLPL|1SK2D6SmW}hJVHXRMT>1mXH#j~+m|fRrwP1EPw}l_
z(<Gi~Z2M_)=7)4_ioaZ2TVuF!<6bHRPL6?z83Pazq9=B7K8RLh_nHp3#Q;?zkk=gI
z!3;kEJ#c1=UD0JgUd;U;rXW#sS69~sBZm^rN6((+*0Q-uXjj>$oah1X_$c4{Pt^7{
zKllZqa5ZQMkllB`4`ke0Y&5oaOip0STB4IudE!T!e8={8Nho1yEafMGo4(VbnGM)B
z55~3!4j=}-TIXocg57hl4jpv?O{&F3@$vE59-5tD<Qb{_m@5M*!uhP*(>K`I6m3{G
zPGeJuSIZhppRYDLq)h<W&d;w4t15o|1Fi*)AZEQ6I5;xP%G3bwoMkbX3JQ>PpCBU-
zk)R*YtxK4PM}3B75bLnQsP*c;@H8&?;_Qp|p$qUuk6{TEQK_j#@K+R&g=2aXGH%o0
zT0K?O=pK^9uQe#HWS`a@4E)Bw&b9cfsi=U4=^MZ(wBAY@1sZv~dwMMUD4o<IL8G0%
zfyg)@UUOZa*8>VH6aF4$3Uz}Jf)3>EiBgkMD}5aumQn}mEOn`1Dz@V2c=2PU4-vFE
zsqx!p=;L}oyIv)a3=LHu#7n%NCg%O9a>BgXDq<WZ-bg39)HBIt(6cQVKTi}m6>{s<
z)zwEABmnR7sLtN*W1ZV(9Dr=!fP>fr*lQCkLMuaNDStpV5@D11%C7dOACFEscRKcP
zMgC<1>WG(24&$?0q^6}U{vjW>ui5mGcPN=oz}~*4*snGG1F>P<1c(jbJ5MBi^!h3?
zn**s$e0RO%1DauxO?7XC!#34G2S#t7Ce$c1=TU7(Z+BLBvMP#FTpWFfum~aaLgB2#
z;Mh@oY2m#rBvKf%HOl-v9<HdzKLE|n@h^bZ;w65@#r~u`XS)p1<j-Eeb$?$P_W60f
zgP_vY`see10kjo&H&!i<%>rS%D&_A?RZ0rNOTk<7{`?%-b!&w<I~}X%+~;BX+*Unw
zX`;Bhe0U%ENOu7*$;{5KVG!n}9Y0}tjjWyGH-Hui@nLHL(~|5UirQE+2i1{pr+w#!
z^1L=}rHvbxDAza0`A|uN?*wKPYGlZYzR;`i`(~GDCg9ZSSjvjmSDVS^pSJg3{R!6+
zxlE)N_P0H;HK#q+3iGy3!M-0+qMNuAP@hqdr{TKzCNB-$Ep)%f+n6jsiZQcYUd#TS
zDQ#iYx*!huDax-~&+MjZ?q#o2=zp02G`zPKex=*W;^*ZKo!9%uo9l^C18v2D^PvV*
z?xSbqee(CY+z)5mbdFf}%9d10-#IbgVbmpf-`e1qmOv|Y6F<F$`v$K*z_)q&%@=aR
zVj(Yob%A`&M89s^cx=wwLbSWb*-b(iiX$J#8hyOG%wHoG7}NxQn}N56n9%j|Y*{=%
zq-v3x{4}(F>J+^r!0E(DFd>qMg0b`W`&LDkJt*r=xLj^WiSpT6xF<(IMMjr|M<TDG
zgpmQL`7{$`S*D6@Eo6c6x<gC}R^EF!LehafljoFhDR$l2k^sLdF1uY$D<>{H;8z72
z0n-e!X?DCD5^@o2c4Pz}r?be%?)+YE@!<um`ImDHp+>1Cxgi1A3$G|I$-v{)!({}_
z_5tamuD9Meow^5%a2pzP8+Q0#!q2w=z7s?A>!VxK2aAl+TTyh!+jF;w+dsL$Xs??8
zG<O39P1(ru3oacj`4U~Ao``q<qe*Kstr=C!>XS_x%7kBIh){Ygq4*N@)2L579B|M3
zpLq+(-*-+RiW~15hc*aH4g3?ufnZsYHzFhKhlDGlq=*J8Smhw5Q&X}(t~MIy-#CeU
z1z05e7In71%;U5+8(8;8f9;`wuLu3I6rn^ZiJh%2fy5UT)x4;~d0S8#A%;*jEAvyE
z!+a1r-QO0i+{fgnSl+Hzq6&4YxQ|JI8Ru>h#!A1D;lGBZdyiUTrH!3tj1$lPxQN~{
zC+CF&fPUkpNSPXLNRw|2;IY&abZl(l-Bs^pvagXt>tf&f9-s7B!`Cf-zo}|e*>SDS
zO(YcHj#s$2@*!MV^|G<jxcJd%>Iu!4f6rPdA5GHbawtr^tGnB1hl%r<N(^)3u6+KI
zKTc3W741(yJ8;4Y&Erc5Tn<v)xcA&~v{b*Dv<b?_?%W9+R1gfH%$cG`IV^N=9miIC
zDJWy$VZ81~4>cQ2MS-s~{dR8=>hJ|>2}AH>4hk2yz{=yJp(ShZ>w}6T^sB$!=G08P
z_90WqS30xy+i~es)E62ubXUIfXCG=@`cxj5eCN1*c;xd>JOFY~=7P28NJ)^b$2eJ9
z)|XNf8OGVGpln<U8yQgBB!HM5>%-U4f4_@ZNOd|A)e!HL#kX5b{H(4DHk)W(-b-Qt
z)0)BfI)B=iN&K9X3xghxG@*J=pjJb6%^7E<mp?Gc4l3cR>1wlVdbqm_{A&htLry&6
zO=&1mXy$-yJjH&SQ=&+$A^zm}IIAwJvM6;MAAk4`*j0+Aq_5?*T~dH*_%Q8A7Tk1|
zodM%4ZhXWBJ2n0N5!mErfsHQ*-LHUz(B4MA;?g|}Q6->Stb?oSZyeJUDiKlB+~iLI
z`m>MMuxoC?v)TFie-8{}B^8+7wfR}eAf@vybEVz2FKV|0`E+rKA6I%t{(Jf5Vhmh<
zEC#!=X8p`(b-6~~Rn~!FTn&_+h#_XId|Pq_I}CKOb$iY&)7Q#b-hYkQVLS$##xTC$
zOq3%znPt*tks3!{7-SRW&j@1=k>F-9!Q3V=3U+StwsH)+mE`|e05chb{QQeb=K(5S
z{bI_@0@bJ<+GZz9xZUd6Cig%wMWn_Z{ofy0z(bB-gw7iThliW(&|qG>7F7pi19#^r
z(POhdsPymiEQ}INjwNyUeKNK??ZvjYaIf}xt*lLh{D!w(Y_%>s+=dY0arwJft#cpg
zttyhasVV2N`dzCY2@EXU*IC-fJMg#XeNe{VF8jLHBi>q=4?QZ#Zx_$IR;ru2Gwvm1
zu9YoDy$|w6N@|3U6-jQ=GgD#x(RCVv+YR3C*90Vs^>I2Yv(%l|17O?*o&~QTjrCkM
zKu=US|2@a17Y3JYPcbmDw;;?F6%`6F`QA@w3o%9n1VnV9mGCZfN*%FJnE(1rrYVgM
zl8|Wk;qIm3<ptrOc1Gn|8W9_RTI>g(#?AA7$IS9q5S`zn(IhTiqX9}_{bu0D)4V0m
zh`7hSeTV#M&c%k{$Cdbi?0iDN$q6I}#?1%mEzfth7+OcR&Sfa^x&dM^fsy<c6k^`*
zPzb6_*k7x5j>T;5>r-IdG?T3D?9uDQCFDOn?=J(|KHLWRpXt6e>0y0gP*sgf0KL)n
zS_=G3Mq)kQ*@lew;`?;HQIui+`r1l|XJo&2mE1=Z`;F-u%fpMUEqii)+hkyVFH@`n
zjindaxNmq}Rv)F=Ww3LzC0vpc6Prz$2x3fKw8mpU_H<f)^Qar=Qjh*|g-ah)${LDj
z7)rX!{Qr={HZbg}0J(AeCGFytMJnXOGiV;_$K}g=zznD8$(kK<4JYnWm-nIZCx5f`
z#`}rqEhKQ8o0T>{awP?^U!>?kg09<)3%B=)GdXCD>PzBR2BPxfOH%!(`+UH;=eYDn
zvj+$<SwJcHU|ZbO+job{1#FTMBmZZSOHvJA>6g;tBcuF~qQ^D9#|F)w!&Vg?v44&o
zfPMu4-GNq&E@0%Q<iNtlezY9VVE|iQ-)Oq@0UdHtR>chmnUSiGA2Wc+uc)N-*kCiJ
zzyytMESBCo`HT3y3+H>SN;f#HZ^s^v(Uy3`0_ltKMY}nWz8>4@gU%W7J0^`44UvuK
z2Re|8<7Kn+lYJYHFvL%`q<(^H{3S(M@*jdE_VB@jmr^n^@}MEmY@s83Rp`#0J8Gbh
z;`dGmwI@&VY@x*l;=hm$!|mI$2OBf_19;Rzk8sp8=Gvw^Km%c}G3gII3W3>{LFZ5b
z$uuh~>uX?j-52N(>B`K!#k+|XiG_L<J1RMuO3-63=L$M{FZd;;5tmXD-T&D>nEOd6
zeNX~HQASBb*M5>zqe{(56$U>el55lMjS4q5mTmm-L3)O%5@=HW;jNqrVcsh$t<kp;
zKTq`U76(2WDJm!7=ut%DKV&g{oTRFA_memIEVqO3L{+hoHlYIg50@lm!>9kNyMaOy
zL5cn^d?N`B{ppJ2qMrYMn<CHZf0!bvWH_4t(>6H#VLR(KJG+voxGCn!lJxJWhHL73
z4leug@eupYK!-?;cZ<hllSQ_!+x)Y?Va|4S$E?!-fpY$jCPIBDdb_>v3y}A0e1nt*
zi$gzp2p7DOfnh3v%Y<S#A~I5wX`unxhNQTPORue=|E8UFXB?Xj1(cN=Af)q~JYM&t
zU|pYp_Jr5G1{elOeDC*%*OEKe-uHT5acr5zfyE2EZ4~I!@&G`?Z_Fy>1>Rl^KV9?;
zu-L@!Sf<c7_@S$npU^ztJxZGQluGXWt+8;@x?St8hF1xzPNhOeB<-yGG4T5_0PCO2
zLQnuQt%Ca(FVH54`1!KcGDNHVs-gqnGuXtg!sZ;f=Wwt&ZixwO1<l_|vk_x$@-+*`
zei#uQd0_~fma8|)xJK{f0kQKs_B_73oAdwGcHZ$=x8dJ6l1fn&Wk;lBhpZ$cS5{FX
zdo}Dm<5DupCNrawWUs7TD0_vnvvb*dyUgG5rS9(g^?F{<@1N)SuRnBs$9aCw^E{5@
z^LZclx#p_|{DS$EhtHG*W|{qUc5}&;rpcLh68cyyt;?7`Nw_>HTG}q)O;7a1Adc7Q
z=CIMnH2eYE?-Z?1Lb#pJTQUWkd8eP*sVcCebRRu*^k~rIZNkb^uh`<vnu4dawK+01
zMHFQcZ7)A2iShh%tjvE+==1id?OiS?d!Zz}muAJD9Xv|*mV~mewR!?f#o<WaecLZi
z%vcgXvKEIHt~hah#}0Q$h>t`27;YD&m^lyT$Vj9qP6X$|;&R{;{t~#b>cQXizPiPt
zaOfaE6}}5m#iz%uhQLXid}v@Ev3YpOfqOI{{`M{9Dc(R10yBFu#?i&#A}4PUXYzr3
zG`mC?g)&Ol#PuG*U0kY^V-J3)9_kcXP!w5k)l?l%+rHaqv6eZo7BO{TWtXw8P^$MA
z@p?n@Gg4MQE;TJV6vQ(MIs^y(V)1KxF(ROTl<V{h%iVMcu8(%+r^Q&(t&y%ucNmh6
zLNt+1*7FVjaxWBwCfmT~5gs$24`$1?@2V3<H_VgU+KbzU2FMK>V<}#g#MVY*ZXdWR
zV)m&QH+oRLaOX{LzHSLEM{2kU>+-1FuaUI6wcoedO(;7$hxd%-X5(`fwc5`Z$!7#3
z*>c_u%Y4qsOKa#tY5I+GDl<It{okUW_&ULmgK6@Ohna~efe%i^U3ZKwN5Ep5PIT!!
z;fNB|vdY+)Yl({6TD|dw^pp{~VYraP{)N==gw;Ms%YAXrj^tK<E$HlKaaB-(zRWc8
zKC|Wb4ow_RWuUIqz(%spMLpDl+XA*3*DO5SEVG(by!>~>LDM4-nLjtslreB2LSC_?
zJDhQw>6dz<ELI*s&=3fJ`mub`xbA}a73!PfBprB_XMJn6oyb7=%h1a!;bj*XR=!AG
zG>HpaY!nn}A1bdcRu5hK=Q8W_7RV+|N3XvzJj}*nScai6C^z~#SJTieW2@rgBff6+
zL33@9`ohJ`1)RX-vp<va5*}SCan{|6vMWy*y7}hdH0d<`LvOJ&*@NZsp(O$vY&n`E
zY^B@tYM+eO-!uQ4iZ#4^ed6Oe;?uN?a74w%(kMm5#WG<*Cb?zZ&+9bQ(??6r%Jc(|
z<eIm&4q?j?Nw1^XSgY9jRt&`RVPw195^kbwD9D-{mwcI6x`)z6Rczf})b7BZ*`Fws
z?xfFA+dVYi?%%`?#Nc}`G4Ixju!>5>?X1W~xh^o~-Dv~`6E7})VE#(^)!OKvfqzDp
zQ143S`xMpd&j{WtMaatKzy0{JHl)TbMdcffWcj`Lez~iKPS2tRqjm15I}^;gpmT*k
zTz29zF=qJZ!t^^cJuElr$QzFU7cyKlL&b^RLjH`JW9u1z@1WOZrh)QKiyGaw?$Ut;
zxgYZN`r)Jk?1b@as`U7k+>Z0Q4N&OCL<z2v$MG8lA);X07o?$Sy~<I-Ya&k8R^e?O
z?Y^yl4ZLp%)k_EurD>P^%&D<w(!sha?jFER=QGrKN`}18?`H{g%hqzk#g8C$+8Doo
z4P5OcKOTw!WN${Zr<mKbpC?p!81<E2&-192Ygm<a6$@m%E@gNRM)<?$d~N$t$fay*
zd?Mxs3vv72l}7#Pq%1G#Egy^v{;7V^WYVZ(^Yut)b7s&s(a5jMe^1)u+{KG>?Uq`$
zYFX!M?hC4mF)@`RKft%B7%;_{smZ4}yF0-+ah&{IgFSsPgLw8G%Cw(jAFC3&{~=$r
z=plvn-471_s$znwKnO@O3Y?L8FhY0wG-GS^T1cRUm<p_yuYRQ5FWQ_rTJ&J&V%>#|
zljjlj=AJVL=24w!8x(-A-J9}4qtGS8ki#Dcj1bp}%m_HY)t)a}G`L`a1&J74JB{rA
zV?XfyPWWhOOZ@cZM?r~!bC*@IbSF<Uf;K_Nj;-iypMK)UcQQKw94f-)*;#)|yKnoC
z4;E%$ZeBKV%TF<P@Ps^?7#8slb6S)03wJOV)iRIoQhG*6h)wX5wEjA*)9{W%=-oeF
zb@+^fFd-M~xYEhxw{xwJU1MWo%UWKDt)9eKRYqx?|B#&Evn=PQ>>aW>(~xRZEkctB
zi7s1xyAH()m@}Zze&b<CZ+?1brd>#x>AD9;UpQDR<roGYPlv1xnrAQWe51gA=5tBq
zV#>^H3@6#myVEh<p7bb3u0!$b?;jw9kJEXbN+y8zF{tuh#x7RB#qP|#d%8GjQInkL
zvr2y<LZ?ZCHPEe8!B?`b`+~`NT{vokaJuEi((a{x`~#|KYI?~3q+7aLVu5+$ycvjv
z2=Xu~^&&Px1dC|-Jv>kSYMzeFYeLfb5N_HUlD%00K1=0u?^=V1V-aYrtJk4Ck0ccM
z&uw{r5b-&FqML~18ZkWqsqZxn4j!KGh~KPu%yl8l5I0UnVfbiG?ZTzZz0DI*I;R*<
zRStBCne=h*C$`3qi&)DgerRIh8T$HzBg3QpH8T&-w5MUeLZWTJtAY%1t&G?fjo5hj
zI=428P8m1bq09fK1p-74X!<33yYm?u8L5L{^B0$s_d(+N67e%^%{pTD-&N3fJx6cM
z%~AJciqA)++5LHw72)n@U?;{BH_-&K&GkEaEl<*(B|gHArBdPwZ5Cw6ch2?k`Sg{b
zMb8B<NdtrTNe_xOh=+XLpg;NWZR4SFK4lR(C%f3KoiY>b1dB-3>=q)Z{xeVz)Ar2Z
z$Gm=Rg1qjsQ97y<7nhO(!yXT-RF072Hj|<jo26Ij^;bI6wogHd7D+3Rx=VhcyO0`w
zjfR$>$r4+80x{fg30cs}%<jaKh9e(DlX&T);>K-b@2)WMhckhH#>hS0o5l<6Qgb6E
zfxAoMR*+bJ#Rc2iO$YHwc8Bdki1&w@^Xo8~GeWd!k{vtGo%S`{-ZS{7RG|Gr40X~G
z7z<I6yE~3<;wwv%@rLy_at<&0#zR2u|9b{W5WR_A#nT3#Q2XmaHsKN12B*i1-b+8)
zn$g>jQZK3HDNRcyfv4cl!vsC1CG0wQ1CIyv)*3J}Ai^n7k`JY6noV_!!}UMtwl|IT
zpc@a*>-(MI{3t|wGj-v(C2Dm7e;TxH$Ynl{_*XT~VcwL*v}gL>Y42#@$jl6TY3xEP
zpjePL6Y%>%z8Q_Yx(UeyeUay~on4mMzJR|)Cc`^}{-<D~0FK+as~6?-$6nPFGMJqZ
zY2h&uG1z~qTQ=fpyHsYrl3ySZ(t}7{UuHNZth;RG=uM6xv7Ztzsd@?O=K~PvfY$#3
z(IC*j5<v?{4(@OWw?f0%@8vu90sK<6NpwkmqANQ=SRv-h!t+jtkVXTWgy|f-%fSU8
z29eGXPu06R*k@t!3fADGQ9iW{BwvU~C~Lu=au$e{Az(m6Fv5mE-lNhp)=L3aS%lz!
z0Y4cs(hwnsh)$o8a0Y?Q#HW>i74PSx9R{dTX1yZjv9MSlCfYVs3%qh6BQ30Fr$F0y
zDy`>)$DjQq|I+_bN7Qj$xm&bQO=Gk^KNJ!d#|awLn4f&63%{y<8QQIIb{Ce(Zi^Ob
zq;;VrB%bb#%9wwGrzkG<1o<h-OQ~y=wZ&6un~O;<9rnmd_gEQE_1?V(ghj)haTX~o
z-k8(Yfa;Z;f`US7s7Go_%KO5?!aCHAuFZl^DXPNH51`5_*|I}HzKG2Dm>`GdrW4i;
zMZmW`Pid4aHkdy6JZ)xg)&fpI-p#GFt-T$!A0=Pq<I7c8vx20*oVB%eDASKVV2m0<
z(X~da6nMff{QO>lQ@tLfBZ>Q(%|xK>=KQf2wiidn#-=wVbXq~dcrQx!om~Jjaq@s2
zh(hQ-Jo+zY=bs=stEAAhGsBCS<~L-A%hS^n;Ls@`D(sAW_39kdt0%3H6$7H_{}>Br
zBZ}Fn-QrJPFi{n}q_|H5z&w7JMZf1Mti=G=C?qK8&3^-A`YQg>`}$x>?oV^;g!JTH
zM?^<zWw!&&Ym|{uVkJ<a00YFr%q+Q0Y9nHW`)`D7)|Dl(O<LgLx=BsBS!L@Egx(a)
zcXmH|9n(;7(uwnWA=Ka=pb#aS249F{hf~DeKKeBxM-EbY(T~m)*RNl16FAf3oliwU
z!Mx}HHxMQWka*ci)qKkL`#UXN)R89(+^ioG_MtlEXa28Hoy^jckP`XF`!D%l@Bim9
zF(B%6m%0}375)|q9cjNTAO1wLCQ$6MW)7*1U{GLx95cuEfhD(HV8I1yZeSbq^7KsZ
zq4r&V_wCnQMJ<ikreoYA-)~DYG*Yj57OPGC)`<QV{;FLnlzwbNwv@O5B>GO{{)xO(
zFLP;nE-hBugJ3hOfcxi}|3hr7E6*<U-Q|FJU}qIWKeHxhgmLb=i_Gh+);%-fmLl+V
zFjnzT0<Yw)9m16Ei8Q~=EC>!~g0wStUA|UKAhEIJTl5P3_i*9z^|ZzPa^L~~Q~nRS
zbButzv0mLU2OwP>`1xsQu9?s~kDtZWi0`}|C3<I-cYuq2zX~Xo@P)yP^8qIGY-VQf
z`7-g;z{W_?FJSiItwNU#u%p!rQ8Q<^zG*#_llnMQI!1mX_V^_E$s!~K7Chj0lWxGr
z-{RH5m>WiJOn`FpxriseyS1e1EB-~0?7*bkkME#JS()>px6&7s$vg;4OR=pj8KQz&
zluN}{%~3mheETQC3`mi2PMLdoo20bWq;wGTetX+F_mr4E2nuwsh>2@NYbWn_+ZXDY
z56{!nRhe^RfP6!B-Ggvsb%`e6)K+|^!_C`H{>cjdW<3b>0F2Izx`$7v&8+>9<4WdP
zMl^o@6$Y8QkpgDX04+#Z*g)@Y4vYZC{I1Jk18u_UDXVhF&niY>6?2Y|RhBP2*FAoS
z@nA-OGsbn|mtJ36fRY;JXjI}co0pB{`FkZVRKmXav!VzA28A;7;7*FUR0o`moHmg^
z=am%ic3+_sgAI{u!@3PW-?Y4Fu<lTJ%p3g{r+BpzQ*r@{2s@4v=#?dsf!Sb82*c>s
z26a#Vp76o{$iC!LTc%5$P{d7FiH^{IK2jX*HtaOb@9nA{9X|`$A*&R-&45$xVl(P^
z)GjB;msZ0_4zi|Hy=6C^G@QM6%%vjw>F<~EfQWITk5CqCqGms)M0J_gYSh2ITUq(>
ztR{dEL=5mhz6HIzbzz}00il#v*EBqL8oP93Pbcg9YB{I}fY~F;-uC$Klqi%BKfYb*
zKIZ*yGU7Bxu->XB;kP=Gaka0>P6<@=ox{|W6lf^T@bg!8#zg1c{e7xvYY{fsE{j{$
z*s0P@OH+g&ce|QWEKI8pp1rg#*S4|1n*FzmILP=vxy8FuxwG<W$UFMT(|u20U^^=%
zRY`D5B+qUo#Oh6LhYKD}O%cneS-4Jo2lvsfi4PSa8p;!`HTpe!HEQgcRXpPdE{e&~
z^YpN*fN}MO))`_-P(OJ|)MfKtOiTbBi{aOLFT$+NBfnod98cS9aS?C(4BGVz?L9q<
zUpT#<NNH7WE6YspO>(Yx_5A%dp(<+pnK-MjbJy25cWrgT%gI-sKI9w(SR=P?Cthl5
zH0p@{V<(GVh#-0c8Uu4U3>;aagxW($L-q1Ju8DCU&ViIzjSt)q{-R7}KY)J#4Bd$R
z=g5+|WmQ)k`Ef=tU+LJ7;2xA*{aa?`56Lc*&1y1(Kpq5=<}0JeyA=Z!Pgp}dxUyuz
zzN%g#BqbFNqZDkBv)Epi;L`1Y|40&K5o!GgZs_$ZxZn?^=WQnDd<anA6oND~QV{+a
zT%}>tRyOuQaM`j;-6+wbQ=fUXFWTk@1yWWz(qPi|*}cE|Un7(~CtDP~>z%06H2ZLu
z00{LSdrYJ`hCvH#4v(0tz|qD%jNo3V!b(XuwN2BSnoue8Tn+9n->c;5?L!&8Hg|HY
zZ|-@tTC?%mDt|S45m^3mms%iBknzvi12YJQouui%a+iQalFwupiM#fu$1P2DW_EkJ
zyW;U<=ZOYE(~`dTWHrV5nxGBqF~Jn`9oiQwASYq!b!Uw@;p)fnoWVatt}1WgpEu{T
zNZn>j_r1@XT$rPJ^`~R4$y&p|9`5I6r;Zo;EGr1B5!!{TXd^!6i78no86n?4CG_zz
z%Uhe7`6J2k%}X95I!6K4v46`2(?7n8A&Sh7X^tQ>?~>eq--{b5gQoN;eyEa2$s~56
z@gG%y<!JxzIpll}TTBa~%{(0f$o}>6;x%HTQg_6X&{T&>e>I@63r&nBWU{xNj)8LQ
zhHllHx()PB&RXVK78b<Xb#k=t^Wo$L#3u?uyTz@7;>f)CKfXgZQwO)G>3Vh*o5-fg
z0qHH2R_t2f*PD$!6mYV&o^pCTIR@olX3vrKq_$UG`3MGbZ~P9r>;_D=qV&tRr^XpT
zaa6E3Ht}8WB~U3;S&&81Ubh#_U1k35`@7{mG+?_+y~C1Yz%^(_LF0_CGk=|n@kDT6
zHr}#Il((-@)vOnYtHoP(k9+|e#Xf^dY4+Jul(`MQ*c_4J9tLhN)KuEGxgB1p$wYN*
z;-Z+av`-nbog>G_#^Ur6_iaTdPR73@?e?hQt3G081Jh&CN>^4`*#&m?+`XGE_(nuX
zVRWtYbUVp<uX3|9e$>9k48HnhNu^81<6@h2Ert`YqV2F<yjZ{gCU?Z1jdArb6B*6?
z=boBPg>RjUx2StOzAeIack8Zk%C32_xPHHx;Nx5Gj*51WtOqvpM&*6`V{a8-s(g28
zWv;3sgoXdBxXZ3C6kzthmV6Q@bM6*Da^DD9fr7u&L$l5BOZtDGKG3vR=VQ1VNH}p7
z*?Je57E2)|Jwi4nu;sr!Q2g4^Me(o!D^of=Lq&gCaz!y}fOAL8I|Jww`@g?h5s}8%
z`YZ9>2gQutIcolMjcGI9aFj=uosAd#E`jwCQAOmC?I?KEvPpHi_5;ZKkD*PJGzBz6
z^vm1NQayyT0cTo?E&1<48zSBicOOa`D8a~VZ!MkZd++e%{W{XJVIO!R)+%&Se#f=y
zkR4`*On~;)y;5<fVxzwgGzuR)_9bKnn2p+b3pM<<M&3PDwIB~p@SAN%%|^v!?3Ffo
z*HY<}b<m4($o52HnP(&~X#?jxgmVGlM&QFS+h;Qu+;LlJTno{;pBSF#IP=*GD$N&#
z5l|N#>eNck1boFP9qVV^-7@$3$$pw!aDJh|3t$GPbMsGwdG`;T$ISSlcCzM<spNt;
zGX-Wt!}X<jS4q#3K|1+TzW(D#VzhwNj#b?)MEC$TW9uRDh<dPN(mH7U-VCEpxx*<t
z3@DT+N5?`x8bL)6$2*lzm4RaeqMwWmal_i<IN+jGF$~obf-9FRPMg(<<?iI*GTV-@
z%%sYe1nO`^yKeu^y#w09pS>~Yr2{AhpOD^=i~M54vjqb68`I_0bW*=R#>aQ?IMuSQ
zAq1r;ev|MttzuQMQL%=yDund*_EKh+nRfH;MS4F?GQ*IjC~e6q?ErjN_{FtK^(qx7
zog}`TC<;+OQsRGu^@=M~j6Q|_GNdy)lWDnLwPtZulJiWv7WXMjaI_+M$f&L6#Kj*u
zV#-vuTUp#V(gC@~D$I&rgOL090u6*2TTro89RmSn`+X&7G~?TA(=1k_wTpOSh!5<}
zSCG+gi9ml9LkI?WE&4?vub-CcP?v#GM&dw35=Im!IL)OTL3pHWs(F$<l=wW#GKj-u
zSw&Svg&EX>suo@b+!h0BMVlWnrPlF?odE2gG!cQQ8FChn;;Iz70?=-Ufo1uJ5bqs2
zlSqs&vP<{SK4@e4s?P_^&Am=GpdSmhivvR;8#FGlSP&?r74w>HF(|YgDz_I~rFu;!
zCv_)kqx<8_+w{fr@f!ttyoFZkt|hW14T(nzer|Z7O(rK3Q}VS_j3?jc<ZD9`^!=wC
z)y0OC5!uIKv=`FDnT_r$t2jLAbCofEcz0bv*8g6Gg0N&W=Mh)^{vA`(ImJmtdf?>H
zhmRYmH|-8r`Qhm7GDFrWt#_K?)I|_%w>2>b>wP6ZLH>Sc<~a4ap|29;v?m$gN<5t$
z0MWA@O`G3S{B^-=Sx;DZh%h$>&#x7{^pcC#?y$ry*gE-kmx{@4tSs&3-QFfz61btB
zJeP#(&cJJIZjJ!4ElOVA)LN+N;e-4qx~mo5WCf0{n*AXNeTVl=xtE5HI_Fcp6Z&4H
zZ=dpVUr;@0?;9+kWnd_~=A})L)c9B;kfU_y_)-V{#sr$@eXg);wyoy@hY1c1Qp$#o
z3hA5?-51y}Rg}LR_Lg)MZGEn@3IC_dHIp2cl%q2?D|bgGb#zF7{LH|+T=7pZ?KU_u
z5c!#|NBX_1>no5TV^1P%RmrabY<NH_Mas$6*3oVW6*z#`g5j&7$Hw(2S25WcDoRQa
zdB21PEX@xkTFF|LyoF++G@XCn;WlJc_DNw=DFB}XTj2!&EiQH&Kn3jRv14I~ruSEs
zZ+jf3T9NSz8mvYIj<2EJNb0}<K#%+*ToD7#V)%0i{Zwq&cGQ9*iPiZm{=!AY0_@C+
z368gjH~=%d0YT9MLTIs)Lg}NBL2HuIy|Q?SD{QAa6poFQrx)~Jd>CsNE((2GtdVX_
z;ExkmFLBNj1=}2@I0c9Ym^QPG@O_N5kZwz(jZwxoNH2{oLQ5ur+3}}u@2{n-FSja1
zAbm9u2U%_W?$$$;oScda9%Pxj${$L=D>GDrObmWSN%}Dyr+N;yu)z)2ppz1Mo}1QB
zI!S|?l6B4iDLDLQklxcn7^IqqqQM#B^W;Wzh5T_a@7_-ROI}893V4%jO#fQWgs;v3
z+bG>l>(g^17pN67fB*g+NhowU^+IQ*_SYka5X!%>ecI;zD6AIXXM+$eHUct2<g^G0
zkmH7Qzo(=pL|G+2iXAM%Y(R4{0#V)k#M#^!?7uix&dpz5QqKnQsg93BOOJZ=ugVu8
zVPQtytCKMf0H^MCUF(}HImgSZtVP@~NGIyp!X7xYPGI@<8If_H#I#v1V1v&Hm`2J+
zUq%7uvxJ;`dk}hRg(FNkq!Cu$EkWuvA}Y-{9ggP))FJB#y35^QpfmD5V7S1>7R1+d
zMG`U-2oye;LnHsA9ZJN0y0)=odJer?EDEUdMfisX;FVLFc9BM6=i{G*sJr0z2QCQt
z1O$gOPNBD_bdUv39l%Q$<>#Xyvr)HI65{|Zg;M0^J&AWqmzqRUTCq^SrOdPx>IG4=
z7J%hdhH>zH-U9`=3AD2bH;<sej*k9fFP?&%&v#b&bXQsV7jUX<km;ELiu?vUa1`G!
zLEZlhs30v0R{1PvKH8yozMR%tHsAOaI5(k9*6ioSdUlQ;R;{6J95fL#6V=htnM1r0
zNOK(jh*Ol5pP{vsW@g#WXK9V(z)`0H#Fjqk3@B)^ks2FYvOoT7J3X4LFPEFRbV_@F
znAy~4lYWh;5w;axF8noqW!5YPGY5Ta?%m)lzyCh6A3+y8t#&^=lSigIgr?oFK|ohq
zus31Bj}}%JdY;dMp$CYI!dE;tHxHA(eVMGX)p&W%hC;H+%F1ek^MIKbNd5WaE3cIM
z;Ew^wnWKmE{FjAT9)@ET4@C8SEe3;pP78cF&W!`BdvROVxeuX(kECk1$k6K^!udj^
zCa8YcdDdjDtg->=k65Ig$#wx{#tKcTSPWKqPNG|WJp8aAvPgF{*FbS_Btj=6pyo*m
ztrlKLo|p<qLzD-4>o#+8bK7}xcsj{N1cT?wTHX-PgI(dy81%AP^><RfgjX`<FW4Uh
z&9?5+?bv`(DaUQwdBupF0vp9YkpjXK&XQ&2JPOiMQ)iC^Z+8T`ELa;86T=!Y`~+Cp
zMm>olw2)FF6MvOix^eR}5*3a<I;=vI#oUUJ+pb(ui_M}SWwjW7xEvj{rW;rbE(C!h
zQ^@>H7LH)Gkgg+>L|g5dZi%Y_n8}n>1RQWL^=OdAnRwr=#!nyCdx{-0H<ai6`^BxC
z@qLD(5N|i`-0T3>3Nk_q;pVRc=D!hD4ImUr9XDL!{pzPrhA~S`p#TnR7txPtk@VE#
z-SXqQiWQ5jZ+U`ZZoCcMfAku)y~LP#?)A|9<m)f4E0~Y-XKLBzqo`QuqKS-;D&^S8
zYHNBY?c2ty(*JAytZrlX*DU<2w2%X3R}x)#{*%K6{3hBYQEsPKtFpeqN|4k+aCy{E
zmz<{~lxa?)^xK%Ke$hdUlVwxl+FRlyBIk7vown#ulUs)F8n@3ca;8Oj38BG%aYynC
zklI4`Km<jj)G{+fU^L7DA2+Lr+n^k?eTU@eY4hDFom~Wcn!;E~&T`tV=5q$N55tpV
zS;rFbv8eYne?_hTLeYzX1d6FwF^g`M)Q*dF=e6L+Z9M^NZls5-6{&(Kxku(4vD!}-
zq*DdIohUr&XW<GHAp=bHsVqEzOw(!>UGfWL_#Op@lXhzv$7WJ8GKUq&KCGa3*U%ZT
zv8D<tkRXY0-?>(pEq24o+&}=xWCsgO-U=)P&3QmYOBK{;z(D@EZ*q*)+#!WvzD$Mv
zEP}7Cjlbedy4M(y0>CA(F8{x4j5vN0VX(to6kQ+m@Q;9{P9D&+Mv$CujPNl%|7FCw
zD6Rhx6BBw3aJ&t0c)UA=G-5jg$h@uPB=InK`Hhnb%uK?h2zHXIXyU_bL+A>~>%9D^
zuC_J^92_V$wbM&1Og*56mBO+>8kiR<-GDRL6SxJPm5k&#(M>)E9UPqMz&<j9_(DKm
z=CV4immy`SF^zwYY4O?Qq%o5Ajo$PYaz~~R^+82hS=~}8LlJ~ejTvkbncL%l3z&8>
zLUP<18hSzh!8D|c2J#r*l3%2xk{;ECu%y(?h27H*2CvCsP}PZZX??yE=eF^9R8A_t
uf*u|K+49K#zqX)+UG{(JUwNfrmr$zwEZ#<(u_m<Z#6w9dN@ZNvefB>qsuS1%

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/garden_warbler_synthesised.csv b/modelling/data/abingdon-all/seasonal/garden_warbler_synthesised.csv
new file mode 100644
index 0000000..f15bce0
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garden_warbler_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,0.0080359131,0.026801039763142288
+2,2,0.61875573,2.06364811528414
+3,4,1.32477,4.418317247235788
+4,2,0.8777294,2.9273662193633005
+5,4,0.46774699999999997,1.5600101432269737
+6,2,0.19980141,0.6663692684956853
+7,0,0.0017738587,0.005916099012182683
+8,0,6.342417179999999e-07,2.115296331858252e-06
+9,0,1.587603095e-10,5.29490714343125e-10
+10,0,3.89348914e-14,1.2985401404913485e-13
+11,0,1.05469969e-17,3.5175900956250815e-17
+12,0,3.1175154799999996e-21,1.0397406654595556e-20
diff --git a/modelling/data/abingdon-all/seasonal/garden_warbler_synthesised.png b/modelling/data/abingdon-all/seasonal/garden_warbler_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..99aa2ac117418b5598b52e13920d099c7ab4e8ff
GIT binary patch
literal 71055
zcmdSBXHZjH8$U{k1r<?Hk*+}KMT3acsPusJUV=&hr7FFJX2F7#kbp>&rZfRVlaA#G
z0RcsdbQD6bfdEMe+!fFJzW2`j=YG3iZf4G8j%4p7d#~qNzxL#*iIFb*5#A$AOib+h
zdRk^oOb2wBm{?X09|Zq$yXc!IcvA7#w(&RjarF<n<?F(9<CgzDPal8JySL8;y7>Ct
z_3>7ayLdtFip;q?{{Hv;ROIEo{`U$wA73~5kM;rG;4EzS^lbf@n7BC^|1rB|_nI*=
zGcoCFU9$+zSQ<MNd@6u?Xw4^7{;FP7;`gxY<x-YcO-ze&qn6cH`&4@Z7bYreRcRqv
zv-4v^Os0}C2TmP;%r|YnI&qyXT2wTDbw9*SLA8<~HdK{4G`2b$LPEI)1#Z_WG$b!I
ztkU+vWzIZ5p!L58^2^{H^NExHebn)?=Kb$)(*bACLWTePDF56l@!yx73=ue}^YqDo
z9_@=4E+GDQ6f!p2^uNallT?nyasKzHq`_M^vHv~jN#pVV|GgDnIb!!pcz8Hg$X0A{
zG9pN*Wta4PS^baPV|KnbaocsXSr1e%_zHDuVA^o#8Sl6VFJAhNg+g{X>8Wq2U9ESQ
z<LvFA(fhIZRbuVQT5)0FFvjHxN!;BH4`2Iu=))d$G3n*YCy9wCw6wKz3{vGj%w~mE
z-2UfCUaTJS_UFg!A80ELxIv_r79=JnCNVKFsu@lDQ`WFzrh$F?=FKNVQ3)~lu30O+
zZfdcoR1VpAC(NfEUn?ym^W|Hb!u`c}wYi$H$DhQ<>s-Cc^y<>xnDM4C>GFp1mOVR4
zm?7DtH(wud^@5~iQOEMZ<NSAy_8PP{!<@p`A9*#f9y-2u@8ro4$;iAzSGBarQ*W~)
z%rw@r)k1m$ZBZ!EBS(%@MD9lrXW{!4j<4|oCE<n19QU=zUANy)=EMqqQeACyZZOpF
zN32bb*7<cT`gNwr?(9q@+@~$qN;6AU2Jca3aT6HXIel9T5>)@KQRWFQE>>gf!NKe$
zks)h*Pdg$eXCX`z)`xOZ;pF8lUQ#vQ8Vj2EJs!4NO;cT5T`k{z*F_+FtnnJbX7AHi
zBcD8f{@LEAsQ_Y96md*QgMVYTrwx2x+_vA(H#ej`McS^7Pf4-GS*0+SMc9t!Y9CFA
zT;@D!N_=?{p*79iyh}202wSf1h^^k)3Etgq+1GY;6~p84*isytw)OktAt4KmR#{uT
z7U9j6u&vS`pT#&fw?=$MV$77rgGC0)97`Gx63G%R34-dy5caQeJgjgyJTG?fv<7WS
zf%rTLzWbYF%|8H5Cum^MP+FY(o5=mW8u{O9Kf+d<V)?v3T%)K;54Dk0RKs^JJbU)+
z-rjBqH2D$~s!jQ0$`b6>o$*m=BHVeiLjBp2HTh^FPTE>!)Rnx@FCizVQ|a1;B^SeV
z`WO3XpoCYy#DSVr62E3lIECY2ArJ^QHJ-MQWS(_rs!B6IFwN7swY#(45vxqNO`*(Y
zv-2s12vRDfc+9S|7$4=9E3LSZe%T8v6w-xk4j+m##k~Eqn85oC@_ldfEnKqveMxz<
z9l;KJS&^vU>QCLA@924@=&_?zlNGQ$Y)SZndtHeNL)>l3bB3<8>__Y_`$T@Gk{5CE
z+A$9vEZ3+8ESx$ns8%SW0J_NZ*x$=PlNGukIZY%=s&CG8XD(J$8A5Ff@J)$K3)>Ts
zPDHejioc#@rsoj8z<1vaNu^EfBPmx+c?fTk%m%#2>d(u_7}jNCi^%gob?d^x?Z%B;
zeO0*sM+>@W={;CzDsqem23c*{Z^pbZANvBs)NRb9`$(Z71*7K6@?vSuc(q%f9!h1e
zCW+{J(!WN~$%97*4d%0!T98ell0wgj53ELNyw=kvb`OSaEftZPfA;pSHB8WrD3dZh
zH@4<8gT{*>MII#@S%V4iy~0uCSFW>X3$YJ7{CL$vFO3IJu|t1$+w$=6bZnf$*jftA
zN0&%RN}7H>=N!IVJy_hBiP|Lu_Ntn7h*_HL$)y^ER5c=zk@SGgxgVM#0v+qT7jHu%
zc7Deq#PKGCSX4lyrIPYfemEOxAz{%cl4d^=Q5YAu>a<TyCE1uY%hHgrjOmvMs~{KA
zmojZG-(O$rplOEkb%Y^V4w~`GF{i&WY!-DY3<qcIxC}d9ZJmq7jfZb^bu^d7ZQjNi
z`iGRq#>Pq)^pT)(kVH|xGAWGZ6|dn-MCFpzJow&v0-`mqW`RWYb0rm!xU$+84dWj)
z)=b;P@hfwdSiQrK)UGzu%6wOnw{f20vy<=aYX?GM8N)_>R(5v985=^ulgtITucBKz
z-wUevOYDKtm7eV(q2TS@JW{p;ElQg-LK-2}C|lzN=q)`pEgU3~&II)>n}W9HUB8s&
zX+<&Tq``Pd#~Y)};n!)!Fjr+=!UT+>x+o!GH;%JLK6T4R*L)(9wnMu!ls_!jjC`+j
zGbYkY_A(pi-=r6Z@25t-(7R{i{j)K|56W7<i&En}g<T{z$(9F&IPDYVBR>`xq-KPU
zS5wlh_X12t{7^1^gAOifuNR1<h{iw9q_Kh57YE*z_&1QEO^4jTEx&S*Lom+jot<Ql
z?Ot}`b{C^Sh|NE@6>-HGu|g4N1ylnqx?kX$<VAnUt-=W(QZ^p$It27v?(A;#m~vMu
z!v{CX+FH{WWwf-WYm72gT-M3t>h}5Fc-57A3zwCZl~bNPIZV9l+!kNmu=4A@a|e;M
z@ejAtubQJA9JLQ0KKxbYG5X=X3uv*YSHfsp%PBf9c!z2>Ha5%$(Ba{psbdke<<s7&
zsi|&hm+oS`_$W`~;;I_PTBBKI)6&vTd#n1-nGmUMLXo4s|D3j#=-k`et7&t5fBTWk
z%4l5&F*-Ur1$0yEdY`PY6=j!(%U;7a2m^!VGTQvxY?&WFe$=c(AP}2RpFVjm`c7m=
zP>Vj(aOi>wdAz(!c5%-}r+iD5qj+1ZZ2%hC1K)2P)8JrduYO@bPomG3R=V{Jdv8xC
z8{4@r47p`ndXMC2#vY+L`LsqccLcW3mwlGyeEN%VzLbX5W{(k__~bohg2$i8eOmU|
zvLIMX1`ZAxUVO?{__Dpt<&nXfcS{@r4aCmWkrn%KX;Qs;xyO&(N5pAD^6|FF-JSae
zwccY(Ur(Jr?NU1dPBLNr!7(tfra(7AFt9dxFn{m9i;%^ZU=qE=+QGq-N6{TSHq~(j
z?7mBKeyD*`+rSY5evkh=Z3<j1|KJg*LCUW&tF2r2?p5GN!FuY{6+&AOot63)jrV!6
zXsfJ@hCaWS^)fW1x^eO1L<H>}6b_$&g>K#%p_xaPC2kMRbfrs=?t`;A%wP2PkC%%q
z``&W7q&~C0r?X`StgF(D=j5*mLOxHQK7H>c(n;NZ?6CT6>bX+{<)0OPDVkP`(=>W}
zvAo4fc?*<XHzyyT$4CNoFe$@;=#wb2uwLAyn@wIE9Py^rw$QuGtQYPNv}_aW<`Vu9
zNl-H*dJz>#V6z+BQZif7><*x|l>26x@54=MlLm8Tf>uU{NCWmhmXy$v<%ve>6<sUh
z#Qt9GvIeLu^WXfE3FoI|q@?hTo4p1dfjw#)hL31TEkeGIw{Pc;5sCX^3;Thc#)D;!
z(rVt6kv)JF-qUX+`K5=(-}9HNqs*k^T$HVd`%d*6-Kqk6vV9ZH8a+LVA!vX*I2nL*
z^w(^5q&H31S|d)?<Ik6;H5_fE-yeS*GNI^x2-{vsVduLnF-U;Vk`k)IpP0Z6+hb2O
zF>0@_ENFE+C17!2XfH=zLZX6SE%-a>E1!=I6729trqVRf^}Y=NIM})NWO)%fI?Uu+
z!YO!{AGz8cL|^(1r7?@U-*vN|@3zCY7Gh~}amS!HC9WMIf9|5Kwm8j4+?{A{`pjXf
z8njY{E==Sw2Oq^U1_3@FR|>#uJ!ei0RozV<^KucI-yZ5MFz}+eEDu*Bq73(cSBgdd
zs8^F`>n;*{B^0r9%fQa=)pGrFZh0x@BO%CmmMfM?lO@!T23a0A+G9~{Z%Tv;1(KX|
zR!T_D=B#;m<3CeVvS5R*I(6oZ)Zp?&ixXQ}N%`rJc%m}bv4P0B)V8|ckNIRk2dHf7
zhPJ<pIGlCSS?AG+Q@y`F8={>I5T$vHwlDvqIQ^K@?&q#)yj*D7`SZL+UTmf(+o!=%
zU;nA^F2F05M?U^3X30}<>#joI+h2{`FA2XZJWZAq+U1t9c^!VsG>hLlWVwBj{=QAn
z99ikhM@gcq0p?-<8Zj;uT2xd7E@RW)u5iyamN&BYHC18oJ_|==WcNWGmvCQ=oyi9r
zp0m6m<7n!pX_?PheKnCIa_50>Ml*Fmny4s2(?OPl3uazZN9vGv<UNa{Yk=LSlYxG=
zq0jjJLLAu42+M+@b2+@~Zz>bAF__z`Wt=v4O`+Ax^_C@8wkiP&s4%Zoj+A*Jr*S|0
zYTribE*-;^1?lUb^hO`j0kz{Y;zb;Fvi3!WZvN24p%c^7J+`&qhTB4!B|>B<Bi2J6
zTH}?zWmtJFmx&{kbpM^TTO+CW-A|ZxD=a7@kk9>QzL~~93RUB88ebqOm6y%7FYsTv
z*BZF*>l6xZr<Gi)JoMqNK*>@-&Yq);&=Q}LcZP4v{QP`P=QLVwR+Ai1ynp?wu|R6Z
zXO|JsxFu&V2aFP(5=fCL5Fz4d+1`YR(^@-4v#C62JmjqoSTz~hnP^5~@cvsEPJ1No
z5qOUxq0xj@hLpFjYrW50rJpQzyi$0Y74s^<OryOhA`ugnT{*4!epCk^)fd?+fG)IF
zumtOV=E9r^oRrf7YoU#;V!aNs^G>gY@>GVxV~-2q8@#_fIoUzn-;Uh3o~IiO<aqi`
zy-*r<+*>FqmrCu_@Y~F>(+HneFmvZT`>u1ttkOa?aOqBwF{UV2Ba512ud$0r^yzw~
zSaTEUBDy16o30X2{CTmTBaSm%-k3cO5g13k=3uOGuQ=@~th@f8PArFzH|=}Lc0%N?
zW*u^zgDNlh<*0n)&7+M)*G5RwtRG%wzHMnj1$Pq58%fU!#H5bK0S?gALEIkoOZd4B
z?XiZ15(7EUmc~IeQR#5{yzz0NO8iD=nPY=zbj~p3{Q{NhCw9SZXi>MjfZ7&_rAtI}
zl0%it>!dE&39xw+mZ#OEo%EDxFS|9GQCCZ%Vdz$ZY3uGDZMA%JooMigWc%)VHyyV;
z2tF+Ib!nD$aR;hg9+0SdQZPx|*>dO&mzZJUrbeINql^iG<#JHiA6L}PkdAvZ{bc_6
zV~UCLvs~(IkPaf}H!Ifnq_d=L>lUHueP}=&gDL(@kOmu1G(@5E(CJ5^*(AHbO%?ym
z&~WPfTLJI9h+8sFXRwjRR%gz>TcivP4RW7MdV4E@0q?~Wei!FkXH@1-yv(D0Pe$gx
zfB*ip+-h&ZbFWVi<ePUst*Fd@hW7sanJM^u__GO>9l-(9%@<D_W;G1Gts;!B`uc*;
zdVcEL%Zr*6*`}}jWHL7G;iJuCo}j%sW|x62^z+1oP=W^aPQkW3{m(<gJJ6;%iv^8W
zY9V<1YDco*b9}i+NllM|x>awUf|3$9Svx*Y%}v>r(Fr@w<`1TAjwU1HdO7a3#S0ww
ziCk^kmTGC)qk0s$p(uN=0B12vDRA;|0ga`puOk^5ffxD$2#Tq-u?9sn94);k4Mkt?
zUq@skb<2b1)y3&*0!dlky>3QX`zf;a3!8hz&q5=6w}067YMN&yXK1c8(^lLkIH=nt
zU)TYi>y+w|*VorSE^cwZf3b(B*TYt<T)Nz`A+Toq<)%1RBbulWH=eJwaVq~v6-K8K
zgWKzFg3d_}o$wuP0i9^%zO~!Y!Q`oetV5mqjz7YtlXUsF9s?*>+N)r>G+f<zYxN8M
zVIpsW6P-`8JhOwUg^<?)O+3QP+}vX`c+fE@b2+1I-`;F|pFXj#+_?MapXW8(nVUKR
zRV`(8GrS{p6^-?KT_uaky*vy1toR9XUqCfSQKMMCQsJgQvLVpx(emat@z{K%9J+)U
zklzB=jZE$LGqIfhWl@um9Wuj1tlgyS0SLysySucs`20yb*F}afbDW^1*zYJVv_$3#
zbcm#rJABe0IvTBI4s~W}cXFj*e&xIuikBV~?6$|sD}Mj|1fpInJZLa^z3`(VF8q!e
z>*a+*k4aO>1Orq|ddFAs%8H|GGKE6<#E5>5`R=8j;lkw&%u~VX&&iOXgU8NBMec26
zcT7X8+4!;I$y@yDp{E!PkR^)q9OfyekK+?ejP1)V*!qj^jR4{)*`q7=ZD*;nXQ?b*
z$tR1H<0OW;cj~1XVWTL{@Sd<ctjOYqkS;oolpvD)qOja4tuY@zh%xlfF<Q%sY${om
zSGKAh^*wq<&cWt<umczDWFjQAnKHu%tq|q<WTE)})gC<&hbvI)>BxFuSY{Tn3)Wuc
za>C<KcpsTOd#ujOg&CH1SZ{N2u;(`!7X6g^Pv4`X+>;1jjYNGU>b9bCAm{6T<9yNN
ze+s$g`o-z@Q`zoIiL9c}&l=a=xH0a>`NdpZury&i@CJc`5PRgiIVEvNBDM32A!i0w
zUeRTD;eKL^!u7pCt1aH7D7)41CIO^)au{KvWVpHK-<?9wtti@<l3rjm40R$A{8IHF
zZ?3{Au-sjg!2;e;6zb$ZN7zVtnt)<asx#WE-b3T>PknWt5bvkMbK$A&sW;>O=e~bD
z<1p43Qfa<zow`w3SuQUuZ2Sf2bxC|b-JV))ef)9~eW3tvXikVLj0?^DR$sbrB2xL(
zVCxYiU_5kDmiYPk?oavs-Okvnx|QFHqhBs9Eg|4G9mWw6&3H$bXe-?zH=K)g3dcDF
zlXg}tDpk+qpC3EZpUo_%ey*Aa#QA396E<nzPP)Mi7HA>*HLoF`L|>k(JlYvIiTNRA
zYf6eXS?T;C)8CEp)MKk@0zhwvJm`drdJ}#J$8#Tg_#90eui5FgLO9eDwo<2SD<|{;
zGxYNjL>qd=jz{tE%oDYm!cM=EmHT~d68l%Euk#v_#i8m&(d_g^$E?~V_>eBfQYm6L
zn7BhYGzT!*gj_=(59bA}Z3>aR{+R<Vu`OS2P8e+luu>Z3JfHnQt-Sba`9Xit6GdjM
zKJ4^}!cNc;x*MAv$h`h3OJT|!oqj1x3Y6<wFp8+2^hXDZsRC_5;ei8s>6Ks*-D@-M
zSNXz(UdRpWt$&grZ2fT-l>3|Grut%qsH&E=Pe(hB&H2WsT*dCPCr`aDpDSFlX@AM@
za(keSRw@^{u@D;XpQ6!e&hFbmbBOs4<7(32YbkEMLz%2l<6s*%n4#28M3kUt9T9f`
zi(5wLjt5z;a=GmZ6|L;dm6tEkO|oa*+?<@Ww6dPKse#7-#x><I<@;)>*GP?I3-m)@
zv1LgpUjk$#A7ZTWT5ao>Gh*OjI1?u7MfhPXQ#@p9v(NJt&`~B<9=N!`%{Xms#ZoGn
zzli9@|AI+x5@#?;;?dW1r;<6ey5o!^fNaTbUEH<7Nn$pERf;N@<HLzNdT*YFpTp9Y
z`b$zj-wgC>kCmxwX#t{J4b$7D5kP=He5wf=3rNLui49#f<CQ>#09~pB&wC|6iTdq5
zkk6FKcJ)*7s!J=HTNBZ&ht@iz%O#@WAwBv>A4Sp^oe+}-h_4>k5rB-W0ZmOBx=V^i
z!g8k3V%J#jGUsqO6!u($eat|^UtYU`jLez?0;3sz5IVX3Lsv*L+LY~ChH8+}-GXy)
z_cPhH@o7VQ-3Y6~jM#<iEF{dbY&11XJxt08Nl1;sEK4v;D<9{Sv9t`7$)JQ;+pnxC
z85bYv8&GvWVaFa=9BqQb_I6Hi5jL@{Zy~BgpMpFXHPtD?whqo_(Wz_-lOh_}QvTSY
zvkPr2ESrpZNjnw=&D}jZFS4JsOEA>kx{H*zNV-+z-Y&&xOb4&rA7R;h$T+($$J+9$
zVUv-!blNGLORoMo0}UoQyQ;%Lo9j4qpDnbgz~}n1lC`bAH5!9guKsd^ofk3l1>CjO
zictr+1|h!at{85KkIed5f%X&EV{rP+nKzJY&=Y}clh>dUVr_C)uKY^Tx0^tzxlgFF
zk#OQX=3L@NRh_(+k=sBOquke}jz0?sX)+KpnBNz>cAC;E$8(3X@6>AJM!XrX6Bp-+
z<f!7!0NnPQs&*6FPkkB-r8jriudr)}Y-_<zi6~rL?2%Zgv+0Tt(rW%tD9Pq2Z&T4a
z@c0@&x^tU?jY2pM!>)vlmPo+|oMt`0W=cDt$^A9NSIxB@$=k(^LDQ?Bf+o;!!|O~n
zO7LRpk$iv9R;eu^W%&mc`=bh}_Og}MK*YH#khjIt?-rlJ5m!w2Drk9|!Bv254j+lD
z7tDT@vDmkmiH3h5?Ms4o_vvrDOGZ9i5IsoZXi^X&L62U?n}0!Xk6F(LTH;uW2LnL+
z?PWu43L)|@+0$>z2~qpM!E+97PHW~$7hb!bc1%k{g5X1dU~Xn?I>;CcWJ8Xp$k>|Y
zwP842hIIRvjS2Vw@<ws7zcC(Npj&z`us8Nq;_IkJxrZtzZ@461(7$P<@uZlp!w0js
zpfin{@c3aY3sQ6tR^I4Dc^y#^#8&dKba`2uVe^;7t5wwD!HMk9G=45O+IZ1$)m>+r
za6!%l2T+80u5~S>;B7-zRq(eyKjxh%M?EV3XhnDxpw&&l9YB$x)zu+Ba|txOOQ+PB
z(XxoF?K@w-%ETpAa_7s)-6^4f1@;o7FQT#+q@?q#wl%%<ee}pL`)B@lfr<Nql%!%F
z$|ud3*Tf>*d_24l-CJZXPK=b$ZF`H~erjk)yo32XjPWZRHm+9-;U{;p6dk;$<JjG!
zr8OSM@OPB9|2&tM5;{2jpbFb$g(Hgy0qQgl9f>^>uw}1{!W`G#h6-I3JuI?`mM+jT
zS$;nEB*N8!e#lGldv(~hcf+?!x}ss)F%bb5T{=!d&k759L$4IL+H@H9$Hz39A<JA}
z?*iei=(2Okt`;YNn5sc#pIfUT*HBJ_mN&AkU7}M-Z6#vpuK@dyuQ@=c%pV-Z-B>$k
z+XmCDgLt5XIy~Oj>!&UtG9jAy48CV7^N$QKzp1IZw^eP?e=+%Hwu*FZWn1axa%N?p
zLWOdJkidXdUAkXlYh|NRiAu}TSi@joL{Skn9NY`n2CD}Nm?rxy)MzKSeRYUq$+bvb
zbxY!?>}*Z3cX@GFn5Lk;I!6RBaE>di<SXSmi0Ai>dNO2QqPo}=wx!Z+56Ne0YTDsb
zJ?I?5c{q8}!%;7cJ?*A}Ky6-BEyPJW-Lk1Ha>GG8ds%XSQ16_zSfyFdgHWnQp8MCr
zyrH@NDRbM^-{M)pEM)!hpT2SYru){(@~8Wr5{k`JHxy1LDLDgUt-T8f9PA9|1IOXj
zt7!xi$dAp~V=cw%buN9w)Jg737|d6HtG65a*5OVm*i~r0`%`QrHh^*=pi6O3g8B6P
zDjDeL<14J0;jb}~GtkLABNfs7OF=-;uj%zdb6l`Z=`}jf)!q)@faO&o1PwyV^v~pN
zY6b*y#uRH@isw@@vfW#B+IL?h6m8A>PXlwtGR7A#1XVS*W1WM0BI?p1!UfZ$^){jM
zM2bYRL;FS|n~JD2qN^UWBtO4lYk9RUCo2`(X~6R~&fe*h)D+h9=b%%hqiwlVFfyyL
zCSSe)l8z$DDzCWrD1^kDjc)_FRQjWx;$&`$rz+{M0RL`_=bd+NK|SVb=}Yynz=Gtb
zeK^z~gwC7Bh-uAI?BzvqqvY*(;nC-LT6-6A!)JzBIn-W<R}7|pKvd}12^OXqcDo)n
zpfpw0B)0v`mY@ENZ%pW4(x7`>?P!7)g59<AUVGyCjzFqLK4}l<g>t<!k1iIMWy<%r
ziOKbiFs*zwt^VGB-i)XyS&10bLAUHV-00>aJ&H=)sLt@|UpL5hRkrS%*%e>qQA{>m
zv4$P!_lpld4=v|bKJM#XwltdSs)R7MqSuYt0@jo73nvX@W^*_?2z3a#<iXdF=mpgs
z(R}N2m6BjDz1Jqg7VXPKvfS(uTk9~(;^`)t{*%V)Wb9{J(v&pK7P(4-M(^G@>6;O`
zyRJ*T@2>il<n*#*AJWTZIo`66>g&5Sy(^a>+m?5JZ>H|qF8sCYnUbc?&TVeXA}$zV
z!ePG1!S<%bp3YI_eZqYUr$r#_&_rn6rY$SO-~#hYQ_|mAk=pA_#h%hOe;VV+z!Mx!
z`Hjr1&&q!Kq%q~ulP7AQFi-;-S-YylC+W-LQc@k9{QRClLvug!WZinQ0)mAYaNKJf
zh}Sm2G{zFw*6tbHxl_1YKR0)$^UaNPsit?kI~0m7uadVX+p%L+j$)mDv)%93J{&l3
zAO#4(BP&~^moIn~@jF!Nuww*iTEAiBxPXd9-7e6M145n98(m6)+e3AJv+h2Xp=5Uh
zz%rMzoRY<E$ecfaJ`kt{d1?%IvCj+T)UlE5GSmjdpn_$Up@eG7<XI@qpyiz!hcZ$_
zL!+j%-hckKzOiu-b=}X;4@dtq7jWXliJL(oo}Q&H{l%7+<4#sqDNq@iZ-MDu=}Ojh
zXkdO|mo@fwrVzDt^sNz`*K|+_Lqk(fiBr<hK-Tq0mpAs-bUiyQ?KxthJ*HD5FE1<G
z1-mzSb>uR>he$rj!*jPbVYt?3b&WFblQ#h;ZG6|{uncbO7#CR}E+nW$P%aw2x<oJo
zkKY;$COtyAHs(Z%IDF&?zJYEa-(>N-W&*vPITq*(U!WC+Y|Nwp`rclI9z9VGC!^2P
z-iVcFzRE}_4$br)sp(od+fK1p|9b!a{S<~d*6XKjS$-pAb<Rl|zu!MKySnN_0Yt5s
zfAG0{^PQlPhYukxv~-{5p`tc!h7nFu(jU|LnkSUpm?a><MW0A1?oP0L;iMiIK%d)K
zuAPvYJwW%+N7`S!c(KN>eot`=$Tqgmo<Cn+nWAq`l&{qq(N$%)^WX`ok<FyhY2T2t
zehQEVm%3;1tNq)VyI#S-z%Fhq9|j~j!7smZrG8Pa;eDw?9lqD=5IZlbb~#PKP0G^`
zi26kI8*h<ScDlzF@PCR(>MKirz1arS>iH{9lx*F|Z{7{dmt$uq7P_^o)!~EF46{Z5
zukm<Z^yjtAOgmVV=x1G+ny5i8@K|=bd?NBt=k%?fZ7P+-qu%PDNkWzBTRlJ-wWAS|
z6{t5Ut0B-q!k1H+bx9tv-UfqEH~pEIZwt~xuQ8dI?)K&%Nq`pk^!_x#KM}3eb<MyX
z<E?8lR5@pR3C0tHin1I?eJ3U=eWQh=xZ{ka{#P8TM{g({bxW`21?q~vl~JmkBR0;4
za0zQ$-kFRpFuEf$m5P?6S-8feHs6U4%~jmoz??Y<Q?13m0{{axuOCu~`mFaRSB-<m
zo}zD8EWCZ5nA6K)kyWxuOrDi2c!|#z6)}RvLw_!O&(S;$6Yflo)2J5hJDn^?xQLaJ
zAS_^Jg%yGfQf^steeHW}7$`cVh9QdDj*^f`$1DlKSdDxPMVjW+g|*Zdx&{7UMwWoZ
zEJL~UU~ls+Y+(;X&3kPzr^V7f`!*+f`cNF?3o>CEJgJ6rVzTG>aWe)rMHxO>=q+0!
zS$fEY6p<Ks+>BGM&8g#~%K(ie`rroA9_&`DJ|TiI)-9pEwL{R6#u_?wkw$idq!l^f
zhx^bXX_>v^Hr?4HwLZ07iAZz2Jj%+Oa0*LHrs2Lh+NN%J2h3h2>|p6)voK1!@G4t~
zPajH{moNhk$i^tj&KmMOXq-V&09~*wQ<%E=qX8r@aB-@HnPg|t$dY{G!^W-ttX|9`
z+2wQjP6eCma`4Z!7Iy7lf=NL)#+4Q(tO(Q;PH%!lIfrk2s;7f;ww_p-1#5fVb$ku6
z+Qf0j8EAcV&omaz@lyRfQvyHSk`V<j^4MOW_S^T>N&A?LL;W<|l-#~5p}E9|6m)gZ
zC)r&nL{?AdeHA2e<7H#FdvEs}jlXcKT{kyRha(2$W(w6P=j54LC5>@=57?F0|IO8e
z2)Qy6Hc68DVlMz+_NzKC?)Y!~W|biToIIHpZ|E+ZY*bkAmR))NKgWot^m2h??&?Jv
zr!m`vaw9md&mWak_bPdHE$weWr|>eP8nm?DoKLRLPzgY!okf9wfX(~c2Oi}9P5Shm
z`}YO^#(t2oJpUiZhW2zgS~C?r29DL$)#(`;UJ8}?U%*Ikc9*g-H_-wIGEaJFi;rvE
zKr}@A`Lkz}MF<1}D+Ci46x#Un{-V4f-~aif^q;@^T)7O+e8qQK@4={&g3jXAu2W-`
zZX9Z+Iy#R@s$yba=W-HR)ih@Qadt+kUH(6xy#MpJ@q3>20CwHn?qVb?{`2_%B=z)f
z&gSp8-U68|($o!x#Tt<uvi9p`s;U5=kdP3u&G3H-Em$-L!<hk(6a?<DgpAC?T1h!M
ztB6jGbAG?Ur3g~J3`|>aYp;TxZ*q3lZS&s$eWa!dNR=F*P$+9wu7@#+&fxnJz1!YY
zRG6^+nVFdpzIgG++PZ@Cf1+FMH#sE|Ul&5y{`~oK;>?+YPEM<@&g2&s>QMy1Zn$Yu
z$Pcc&?^|bcVD3Y-dNP#rGFGP>xq%Hi_wxUK&zIPqqioM~w6#C-6-D3lIeNH(_20v$
z78gBKTQb3#Q(ol}IIFmi6#4h6l5WBXm|=4ZnD)~rYPL2*Ax7O{I>xZJ|EAKCqBo<N
zgW9RW!o^4FA@To@5SlRel(p&qme2odsx8e91bi5VHgJu(0i?LDr*|08vIiqREds#a
z_X|!3Wb9*G+o84up&&}|*pPh7Ztha8>dJ@Db2%pzulz3&*IotW=*L^jBU2ztV;z(6
z;1I{x7fRz#+S~QQw}#w4fW*KW*w=Eas`}<~IFr)Xl|q@cv;?PmZEr5VeWJE`H2jEP
zbj6+5WXr3oBT;KMdAhocPoIA!)jUdGso>`4_l6Eq5<0<&@Pjp8F_LJm@0WzzEyC`C
zoXdx;VGmOai-+9EU}j^rbqEU!i|1fDvWb_Wk&cJV3IHtiyGv=}l7FMtG?H;Uic4}k
zTQP0X%h{|2+K2m`g8UDxbxuSfe@0y_XJP(0I>C5r)RWy@PPP4I!EYnJoZ8Sc4T}-#
z*yxu1@Ds^Y(aE9vjwksi-F8gzHZq8!@LRWX%yjkv9<=^7Q(RK^2{@iV8iITp0Rnod
z76M}g%i4pVw$m%HSx*YfuKlo0#u@_2MnyE$hXQ%2_@iE(5g1HjzV>4TKKw+P&s-X!
zZRtzNcp=#lh;RA<7<mj(kaD!2p9v-r#HGi|7&*E9JsR%n0*HGN@1@&Ty5<;XYaC{0
z*9Opx^WF^ugOZBO(YB?bN?eqOg9AT^9VLP697y;4Y1$t5`#{f7_PcQV%i)6UB2W3L
zq^sUYBoc=<hVSqCL7(uQJQ)qZsOMO{Wt}(3AmB6xfpB3xH1j)FsHUOu!-ul~D`^1B
zEWhe(qF||d*wz<di3br?bhnm<9;AEM>+{scU9&s2yY`s_r*Sz+{5Iffg>s_in_t{#
zYjDdE!7;RSM$>gLf@v4{kMrQiHYQdc{b=6b3nSK|q8B=61=22iy&~D;bvw6t(ZGAV
zH{w-$UQNwm{su2leKy5#uR)qYe7Od_^uFx^n(FU4-pHdKy4m`WjSKAXhn7a`xESu#
zSPkh4=|k;!Xo(p~K3Y$b*3;ExNzFM9vT>>Mszz};fV@59QE)wX;lc^PyVNll47PL-
zI55srUtfS$`Q-D6{&%bPvzDZ@dAbQ-fv^$_mbO%nM_-|-p0RP8CWrdNr(EJzzr;zq
zs0MI<a)6Q9adtWawadWlzD`{Ky7=zWvvJko&0;lOHCw`e1E#)7mC6(ZCH%&>5lr!>
zuwrk#fGTzZ#)S^RBq!s}Ia^ts0srC}G<HZRJPM>5j!RpYS>RQn!4k|j*q-hE=7_BD
zO3ltLN1+f~`KV$<q9tA>Ro*Gy{H@WgnQv)<+tPGH;-2WyO>j9Fo7fo{o2bvR98*dy
zloy<nSf(No&X+ivW3@ZZSEyIoQfLy_CTkp1z<1fxB<3xrmZds%F0aFR0%W4Dgl-nX
zR(zT%Iy|uu6&DH+mrK9rPJ%TaJd@^D;V~%Za*R`k4(yGm3?Z|B#YfoqBWO{kUS70P
z5{c5$zGV-e(g4v<;auLNn^ptFTswMr&6ZXHaRZmM47U$z97vFa!)EHQMD8_`8bDF^
zdo#j~*oV(S?x11ujbU0Y<gg_MEtRaOZ`%Z6H#axObyikZnwpqI1uhTgfT-T-6(>ZO
zrCHYAut&M%&|47TJOBcDt_?;kRh&0*oucP#HSEpxCV_2`b6T!k>O!&W^Wu>wAb9f!
z1gsLwR`vl!7Xe%?FcT8I55gdlQ%SI}e$eh>n!>hofy#`yX<>{vDv=_JlP+b1KYdbI
z6JK6LT()A>6eLD4zMJq{ms#$-whaTv`nGY$2pdY#JAs~f9SgmF=vvu@fQ7yzsfu@d
zwItzAAMWLNxrWWFOSupMIBVlFR*Pm>0BnLP!t|?9CTZwm@AE3P`E^P48wCPUsN}$f
zKEetW#3MicrX#LyJ(DhL9j^AkwS9Mcta2m{kyu$+c-Z-CoT*@?8e2C)nu%}(XBILv
z1J<);S^A~BoV&YHMtCUgI?ViOBeMd?l(?6yVLW{PcGzic(O^li-mRBwFdsvHe>&iz
z43NM|JxFpXH{Jky0B*uetencAy2tvhozRv9ew<hSl7m=GZ!#hIi!q#@Z}@n6PIo!U
zPUC^4sF;`))uFHTE$`veW;1fKOrm#+dt5Es&fDhUUTBKhVwT3feKTyBwI7Q(PdfOG
z(Tm@;-Wwc`XEcNM=k3$F9s{MOF)>uaWB#G0Fr_0$kK)WoB$qYC^Oc<jK1TEUQVLZD
zI&U^vaYAWd?u<8vbOgGGgaga+J`rcFa(c2qd1z5ur0Kd)_}aAsEhn*X5}6$EQnpwq
z)^JypRw8xn+BHk0@$`$o+rYa4YZhJWzCVH1_p<>uJZbtu>mW_KV7_`i+fsME=d_~y
z)BUL@TOYzIrp$cZ+8nrhxh=$4FgNodhf7|iA(sh~#C1-+KGpkwAoW43$lsTJ>+XP@
z75#&V2rg}gs9WmPBA6_0{1srg_rdG8T^!7O<x#@<K;(ds^;wDr9sFK!X5d;&H-&NM
ziqs<6UM&<&eOM?i!8X6?2H&l2Y(u^r-}zMSq`^Gno(+0M`LKtH5w@Cq{#Q+yJM)9K
z>DeP?cOEgpvw79CJR?V54^&4OQj#tX{sUrixK?L7JKnvm+7`?DF<?7jhx&-?f*?tG
zWH6H4Z+%)W8Sk6c<mheg_;nU!;VwFVJ!bD(JU3XLjmeZ!7%PD;koDng$={HX)Xlq4
z8#@ge$btMuWSg+%BFatO3X}EpUl0EHV#4_lN;<>P{`;-8_`m<8%Hn^9-eCRYT-U?M
z%(uJT7Kyo7l%QDo-4<-0ukSv5UoeQFNJ5ujCDh6ujpx?L5bb$rv3T++0z?n?J`tO3
zaH6silpiO2Zzs>oab*hl9oN0R<;q(2LhW06u-H>jnu5H1&&n16aW?Ni*-463wv@Qc
zgOKD|Utiw~w?09D4O{hT3UM_Ew8QGq6%bL*gOxNw<l)pgkyw{aVGRvIhGEm|VIg)y
z#c#&&kypNA)M$eHuZmlUR!V!4Nbr0?>QW6I;Fbyyu(f-U)-Ld#v4P8dZ9b9#KbCRt
z_G7A*HM294xF^PF0I6Yt4odv$sn6NlihI2IzrVSdB`|o}^;}vS?CB4zr1@HE%kBZ6
z7J3bgIq6$jGl-5a{d%uCv;tBeA`Iy?cAK%vx8@ViYhq!(Y4_>i{vp_!P_K$bH-L?|
z`UOY^2_XG0<+8x3hMO!gWP+yZpRj-`40fIs-5Dw{;ND#5H<<U4YBGX8X9)iYww703
zc3h-g5S}ZCJcd3nkICnh377_9T~n4k&RuMCVXu!xOcN}S=K(~ASko(F$$rIvX$PcS
ztXR5xi_b|)>JJ%F>&C(Ek2uOI?9&Pme{TKZ!yrChLtWlwiPqm|Ws&m18!-@5pGges
z?%KQ~{l3Be7ewa*(YFp+lf2w@d%8X8ivQe+EMV6|oz1D<at<F%(jFmW;yFL;w!!yI
zb7~707_<~GR|&G_BQ9=kAPvG)6cHGl_Gk|vHw%~)G|c~F%mEt^Z-Rw2Ku`sqNO*M8
zs~`1ueh5Q7EMwjQ=Xs=k8o}`4y@s-?b9zpIl7birBz2|&>;$^hDb|C>TEVr$-h2yD
z2FdPcAXO(=-n8{<%nPMTI3@tHNhF6BV50BPXj1_GT2hNRLyihP|L69_&=V`g_O;#}
zs{rS;a=D;T5-rZRZ^sE9QEr`b7B<Lc8Awr7NpOGqseNEg@|*V6dlL72xlGLNG_5>4
z6!k-%SH;4oZTm&Y`mdMV3IBUaBmdIN)+Jmx1z>;irB-XFZsMuQlCC0~$W1l5)2Bq#
z+J#t0E`P)}e@*ErQHPbhLOqT92#DEAuqVPJxZ9(BhmX+}7Oua-t@cvMlO2bW#sV9+
zIJS$GqKGaZzq9Wjq>iy)a{mYY_uf2Cnw+J79+8GK%#4CfEv<kg{F!!T7ssu2*7|W&
zB)ydu_2kTe3xVHpi)CAhfkpuyWn&DvSa3JY-0k#=W&V9*xt!zJfwBlY`w4Xpy^&A<
zo*F>q3k)9MUh?6@uLcu)<Fb7HknQy74=6A6{7<G4RYq$C51wa$pX3g!)U$jD|5(2y
zbj-iG45RQao1SkVKEQM+<zCBwU-;zj3x^efGa1Z&g5Q=>v;3HKS=W6LuFi_JapMqW
z6dQO9GAw|?%YZr1Cp;GQlZ#ur3b~oH@jq86nymxIb*ujw*Ez=U$xOZUB*RU!0+b~<
z=PuM!N4^9c2sQdSV7+^~y=P|c?*=X`3}a#p=mccGXzpacdbPr@mT!;y+_}E`j8x{*
zkXTwaW19lqjOlNqvp|a7+i~+!56RuAec^fBVO`e?JqC|1y(Gx`@8=Wd{`&#nY@u1P
zDK|1sojF=1XjVDmv>rtc%)KIHvkpsO{`cA>J!hm=EK*@q?<r>Z{;M$!3I4Nt`8CaS
zzsXHG!9)K&-(MUphBszzv-VgdBzx5EhjuZ&3Y4>d&ji+?%o)L>|9vH6?5I#IP`=_I
zOxs`jwaditGMoStAji~1Y;sSo!Tyg|E_Tc%i!*CzR8K?-=&*YE)Ab`mc_n0jub*R_
zvey<sNHL>~CtxrHa`0d-NU_ZI6>*6fXT>pUuDzoJHnvA4raDbdO+5hgkk$3p*NX!1
z2nU{@6}LX~PVa#NdN<m_L%5&#o^b!}9oKOVoxcW-El+H;`N#rNryK(}%tQ7K^sF4H
z>6!WauDOo`=4C1t0wycdqxR#g_K@VqWZ&eF-;cN%%tgkgf(bZGi~*vHAWIA);1a3y
z^@PYTpvoOI%D^tG#db*@1mxr*J#$GPT_~Sk=freol|5E?eBxxtMRd&_Po;A;24kz0
z+QzSG7B^?P2gpQuR(-DM){6Rxza@}_{NZwwFf~Ac8$4gy?)q`MRX&mxY-?W|k3b-N
z&8sz@L%9$^Ru+~u0F8dXN%zJ#>}}5fe5vShCO0pSoi9&yexjv?Q!9n3vKCCA@H~6g
z(KOI>Vq25Qz#qPk4dbdx9C*-Zp7m1|LFY{}I2=^iOX=blmhKC3Gp>5^#Ot|I{Z_Uy
ztz4phg@32`0HSDqBP!~IW<nI|p`FYb!!%gIbrXwAKr{j(cj0+wKi!<1oViikOr`<V
zDv!bLx$`esz}wj%jJ2lYHU(NKn#1*|fPvIG$j!;7Vd|@(s0;-)IY#%kh!i!iDt=v<
z<+=Tt>+vcb&=<)T&?p!Bwt(;O<mppWmMCs{r2mI52KMCK0SWbCx#UudI>U~spylC5
zjOm?uX9hX*6tDe}j3I*QCv)2f#)#8MG2B;(=;G@72dLlL8#7%ePn~+0pD!BD$en5=
z^z~VQxu8gs7~78@KQiJUz1LswUfJx?XK8z9S8cZ9#PSs*K>fmH%%B|oTW4{T8-Ui{
z@3*u*FDGXd@(pP6jIj$4twTO)OJ1J+mX=p_C6O*V5;WhdJ(Lg<5`xos3pk!cn^`>I
z$Y`wR#Bj6RbRC$~IsN<hZ^S`QV94AD{PGsyeEnMkecOs%U0we$XpWlG-Jb7&$cKZ8
zts1Y{?#$=RtOq5^4-6@BsI4){IW;@nGW3lk*^qw(-U1*r7?4pcT9jrGe-{kP+y^$q
z@4h1Qz>yAghaWfKZ&hKk3kiOf>N<n(>|^<S8h>or;NRu7N$ooTH{%{q`lV`<(Sx-<
zP7UZ;xxY)~Ygyf}?<c0$rX|!dA8U2U!^`jGxQQ$+ji08jGwvE$v)MnDM0xe=^2l0N
z9%m^hW8!P5vOhsPMg=5l8aO{-u4apX5t2yk1SkdLM~jzzfSb*FNGiJ0qpa?rfQo-B
zh|b&tP|$gMWvpfy3~fCC7LA$h%8$HQ(#r*7@U@m#%vq`)9Ay6l;>Qm@J~$*@JJJ#f
zkJw0`m;?cs^3UgRqi-Ri1&>+-1|8o*%oxTSW7vq{DvfP%KEcp%wA9u`1~V_QmWQ6D
z0eB%SB9b>u7rXXh{^wii9w$Nj70oOfpdstj#qtp^dpo;lfCWl2zX!}N2bg9IjR(h+
z2YCvDvdHuIf|q_>gqlc4e+Tjs^ssoe4jYOgj21r4$l!;XNcP-_Y0lGmVHVnrh}r_a
zO)E$pW;U09`gEQ6tHVP(zF`;OF4n2Ggf=jV5eF`leMlDQ!ySt``S}n)wdFvH()&_A
zWA38E`6!!J=N|6nCWu&-Lxjl821ENW<oRfOx`(N^eJ0RdhLCVrP8xq$h!DY9KhXwR
z65k${@6-~3IA^z&(>Rk)egv5Ve#Vj7+c|cN!__6EsUq-2-|i+VukU;?(SQ06NyqIu
zaY%2m=P?K0%&*e@t6_1oxw0t=G<Udb@r1J`dwkp1#$eBH&;NbuENy#}pZ^697za@|
zML<fn+J+?8w=z4+UA3>^L8@H(XBhrwxBaEZYoKOQOa+vEzi@JL-cI_it)=yl2%<%`
zj3nZFAnx>=IXEn>X&mRja&vus{XH19%KH>xYipbG{kw?)xPUT1PpEO+1OAs(!g)9&
zB{SwF2#6Jt1ghzm;~t>Q(y5(Z0$^`=w5$Qf7u^XxJ++S8Am=8XDh{aNStn5JvJnvx
zDU9pnSPR^Dmr+o1DU5*^IUyM8i7(?7B^MsQ;8U{0S5`{L>2KvBwlqyl67i8>iqJiX
zmYXZw30CM*e3wUg)0@#Yu${;-GUQ%Ij~tO{p>+9R7X>4C?>ErEXNvQsI0lUsjJ{m}
z7M*EUiGvat>Upl90RX=X4K%2nPhr|yj8OEFoCg@E!8eV+cW(1+a|L1V6riYCUMX81
zskPp!T?(=ULkZB!m#ylM$n;R(G_@2FT$9!Gm3E@9!)A)SleaROS~ccEa>$O{3vr==
zR`+wI9tcBL4IBc?v4ETq>Cm>DV3r~<p`dvMl+fZ@U3(80Hn|;iY&?SIMI?bTvQ~-b
z&D?M}73usHz>@&80TyMKi4MvRv!nEuQZYAr6~dcJZhensfvbOZ)?`$>6~(r-<emHW
z#v)(!$a9z<+Dphh0`)E69Pu;eq-0tiMsf#4VgG<3mv<O~7<9vIB|R(4JBUwGI;B*b
zu$vsG(*#z$gCscx<1M)_XN*@au&`S#dYgq`d1hJSPUaWYBxUdKzQsIxiz!thu;9#4
zghq4ykS4WkphB4tI{K0gKLW$sj)3V)eO<DAFn_5@jWCz&*;b4Kpk4NGzGn-l*uX&w
zjV3+xu=vlP+l`=d5jAg7ZU{m%!c{vJL?V_zXSIMC{PQDE_is><_WND!xY>%iqW9<(
z!&erSb$orZ(k{Er&0FVXCFfJ<3o><0D4mWCQ~fg~jWs~Ji(`zS46PQQk+u63Z{X#`
z(VaM0j*3hXT2$y!djJp$w4qW%?<)zUw{e2ay&Bi|Z7|hRJ=XXqgQd3SziUW#AwVry
zijS^}O#C(m27{!BKCHwrK<C1oxTCx3vBN=SZKf|M2bl7*1_wCkhxr`|Q-5y&(xAg1
zst4t|NZ;FTv5v{*bV%k5U~|`(Tn8<6$y;P(zH=s1GLPE~<A?;V16DAb$Xd~j(MSUO
zUlIB|dAlU#oPlzsh<l>hgs%CDlU{{2%SZRC0A0O*e+Nu<_70j+0}<ycVPN|(M{JY>
z-TX+j>Up%7iyF6_Lu-!a0ENe@9O>l&Ki71%vw@gm?|unMrXZfSK-{1=k@md?=IY0#
z*f#ac2Re`(oTc2=X!R?LK!0G29j~{GBuIF1=Q|bdg3&L@LH&}4^;AYCb%OX{?K%qu
zNEJ0BM#j`i#03ZA@l?(WmThx?ccEg${hWZW!IpS(g64zyaP`D1diG9K>?P9OUu}P}
zIP4-@tDcZH+e3tqCV?00LNH1m&%+eG5$8$6)Jbqbijq0JfR;>2ipU<T5AfT$!g<bL
z3oqx9&TQR}K0+9<C>qMc)D>rI>C%&qndGeUN!f-0tp(;$knk3zirC6VvChoSsw(P$
z!CFs)`4O<xLDE$aXOJTEe#A&%0`R-(d*P%Fz>h~>m@dZ_9pvjQ@%)rq%tGW)-%Rvv
z;k3ZLuHNLweH$;1sgKv&DiDF?n7a&?49+Lmqmu{UEu}WB)Ef}+IK$h@I;6a<;dcgC
zZ3+a_2XOqXWKvaCl}b}tmr>^}G2z^2@iK?xoFr7853**Kd;Dq=RX7kI!M3y7KS2Je
z`i=`u{*a~{%ODBq2XvVevJ1z&2Al00e5vOn4;~ykB;cVobMS<Kz&q3<L{YinbR`&c
zFVI4|s&d2bCP8qbcO+~d!EEDIek5W4SicFs8;C9>po@pHKs-!-RjwR>vKp7W3g?L3
zovHF|j4<IhL%C~alq7sm+Bbsf*WxT}fq_-oD6(VRWsBOQK{KSJUAZp|=Ih*)G}3M&
zGQ*2u{pzlcdKGIyEi?g8K>3Ck(SmV|wsenm%rn>w^~z;3IkZs!%qmc|Ju3-}XqC0t
z1cvDyY6{#aoU^-^$8bfsRN6nyIpfkge_4i9Lx9VsKsj@a2wy~G_0m!QbfzWSn~qLf
zEZ@lo&$Uw95*ehaF%cqpJ=Y^>WN(|vW1JcBJfr1>4<JI-XhZJAsI0`HPX$#-_PAmq
zsaM>zW7fs>{=B>tS`I`l8rcqE9*KJ~=jS`h@&rA`UN9J{wWG>@RAf75P+@_;3cYC~
zFr<Xfp4QdN){`vAf=4#Pel~pDD|2N-+}uhw*0}HP3BoD0F9=B;a^>;gUhn;K26{7w
zM;h(05B9<-fJy^YF4$#@o-KD3PfdOGYGIS!-kh>D4F(xcMN)reOF20GEd5p7&VBUI
zaekBd=sX#BMa>WRZ+6DNmCqxEbE#G@k1o}w#C*t)L#{5kmF~wqTS{(y9NDn){;&E~
zsr7|f{T;LXTk@-e58FQJ^}GC|pOR<iE)Sg!HLI6J%R-Y)I!YPh2l5$p@~&ec{j|&V
zT&nO#-E~l(gYyy7bwCE2>L9I*HFyLFf!`&tpr$OWYKjSCG;%Pw1<!=elCpXPMK-Mv
z_QN~`^TXa6mXreFgdUdmI@9OtXN_q~X?_(S>VdE-smzCaxD+hFe*Xl?k%i^z!mZLw
z1vjHdi=tP+FrP!ivf60|2gWH^KqNXU<qm1HEWg_?{Gc^;xixCy?qW;xfob=qhm1S=
z#2vL%a#h+RvDgkj_R^Yt;v?*61BzKt**E`FK<~CmN719rJ{kDQxCqWS3@kbfqYk4+
zo|3rW{g2dy(vIoF)W`}AC8BHOsRa1&0aapMrUrWW)=Z9_yA$rOz-MlEa!&uun<|O#
z6S0QvB0R5pff)V77uzJ!<^n{$nt*v*skBngQ@E!OMH{T)I*L0prC^dlYN(W`ziP|I
zi{LQ1TRrIxe*eKTq6N%n2Bvntw-A5r`&fmiuhh1ZG4WRG)IaDKLMn(tm3DwZ(#R5#
zWR*vNN`AastyG#gI0lwak=h%Sob}-4k7Eq=uRU#Ou0c;Stiofve^NKfOCfq!=Jh!~
z8;aDu<;5}qRtBLDIe5485?XNWGgoWPP<-b?!EJq*HdJC^VIM7!*gFlz*$(+Mu0Q6y
zumJENMj#kOxIBMVTuY<dQ60emjc!@fmL0TEyx<#V`B#Z`c_?2x$^vo1oa)nYYz$^!
zx9N!G44h}R<>UOG+?)nT3q#gJ86Xg5VriJkw}ygHSys_J3psAapfN^PlIudi-1ln)
z{MdWvLyTV?Ff<e$wA6+%5S`Iz<UYMa17oPo*8a}1!HUp~?G!y+jDhXbY1`5td*mGJ
zB|z*(IQ5t&8|Ug+1NT@%P_0Y)ku(W|t*4tIxSJ)0!ceaLcF)=Eu^=H(Na}C5lQ!YF
z!H3wOPG^IoOyp+K*W$F#riqO?`j5*R&rDZKIAf#M00zSjW~sF?3?rkl1PG;|)RFqN
zxXGdaTtH8jI*u;UremB{4#|dokSu?|_{ok`f*0|ZmDt6LCxNyf-TTu5>4$G>beawj
zYl8tA$o4%{g^>zT#-y_G58%{98=8&Tuk!(S=I4M?Bm`yC36gn?HG7(0VEg#m8uI3s
zpI1kIU+s(-n83@Wc9O*oKRY5Boys%{2t3YHn=L|rO+Us5#@c|I@&dzPy@F2wj;%3l
zrhYqfn)5a8Di+%URM$lkV+flwvDBm0lEod9CV34mX`d>iKhG-Jqb=wLl+T)FKm#2O
zGgT}>ILCIn0Oc4OuK|qFUv++OIc45GgRFty9k>DgAU%|K^o)!NjK6^232#bVcbO;=
z-H}d)=`&ep(Ev;Z5hP!}A#u!a>B_=I{qHs`L%l5)EDfY^(FdELe#$Q2v(JL8i*8uJ
z0t;@$sMW+>i<vaT%k_*L=KO}uD#Htbxq_d@a7mh#7y@&(qEhs=WVzowPKstO_65Z4
zg!XpY;8NR?X*uzFQRXo}%sS-h{={mDwlWn3*Ka0*tALnU3+j$L0Zw2g=!CyV=0b-^
z2|bs7gD07|`wjm`8@1^S?A&%g?>D)A_olrDbF-{Rpum}<YK{LFTkjoD^&9?=8zD)O
zl1-G68QHr~_AGll_TKB*LI_zQBRg3g9D8q)ePk<y%<K_;@7K}$^Z7h}kKg&Le|ouJ
z_v^Z^=XE`==XKpgJ9{4IpIJCCE+&a;v``5Rdj~CJlWxt1oSpx_)M$R1&Rh2QKF^V;
zLEd}hS=opMWkuO?m7sjJAP((NaKsLro97CfVhFvCKC_g37c9HC=rHGn1ob3Ya`?!V
zg5d0fui{t9PKuFDe}xx1giO28>GG0Hu9PnKZNS01<4Q;L+=F<_zJ4(rstMj6rBt&G
zv0r?c;oCVSoN&4P)yK|I%nbxV_wzac)K-u1sGb`4nThPCh4&Dn|L1fghJ^OQqq;jo
zh_cUTJ>7U@C26x<c0A=PHVo+Mnv|Iww`twJre2-vM{dDE-~~S^09DV@Rf{|(`iBk^
zdUk?dZ+W?_Dqm`9okhyAG#;M_X6?D5)O;ZNhhDAHepV+XB|W@{9IBO##B0xwRzt+!
zK!v}I7}0SOJo7>PBfHbG;eUb=dS~6HxiO3Te0-!pzG(^UcDVf>eZ^Esnkx$je)uNV
zXt)*8eyzH$;R%J~Nl@JX{x<`4xxXMjq+?)cUp2lNmm=F6J!`v9V&l5!B8YSBtbWZ;
z)RDp~G%x%HQCAC6kt@#uD^+Gpz4xq~DS+A#BUDi0LfUAYvW1s(Vh~P3-tu6Z68#GF
z4unx0y2$HbA_B`+?FtPvaYKeEEd0wuIG*E$N;G!PiSz@{i)qn!)ywx^%k7^>aeSY6
zN`8Dci1+BDG8R-oX~pz&qcqjJ&UJjxXp#VR5KW79?oaU8TEF`2f%Bu}CI@h=6_g%Q
zzR1hV+c`K${h>s^`vm;^#-P8<&T+*iNCSQYq4W*V_Sl&dBWAtt7~Z4Ls4qu`@z{D<
z!*S&>hR@_{*O+rFb+n$Ch3RWVx~-uF_BJ;CVoCplP@UL>9!0X<rh9-LeuRG=ke?6x
zfs6`zheFAZD}rdr&cSiiFjP<g6BIi85?P5MRS@_q#Y>c*W(llC*4~;m*a;-9jUmxO
zhfYJL`#DNjPXdUQu?hSg^yfus$vnk}5X!S#$vx87z2?DisuVqtt#k8t0gz5OC@<$K
z>!*5A(X&5kW_AP8Dk*j6S5|7^zb-;AU?2xO2Y`16$a*6{E=mHaZ+<U!N7LLQPI=L%
zL${LPHrY+I>aAYIFPIizmVi0Y(ZK%E(^I3n?nr6FkEi@X6wu7;ry~Uc!guBCB*8ig
z1IbU(@BEojF_jrJ7>sLrFZANj|6}s!=Y#$v2`DvbXdR{9i~<5$U=IdNoBiH0?*jpR
zG*FH}Ss%1RGasXxHo52;0GOUwt1rV^K)t_t>iuh>_>I6}&PhD?BY(rAvj^5juP(ph
zm%%|IFyuilOM?B=5#NIc5Bi8wh(OV#cKS0=LTh|=ac+v=%NQ2nGll+AClE{T01{$C
z5NozXmp?3-R?zth7`1ZvZE_0)Q&BWnF9N#@XcBK{|K18kI=ptCijoW@*|tfMuIGEX
zsoXu#J6u@Nb6*Nc@v4QSnfX(vxL9ap^cjYqEu|WHlS7on@!2cusO|re)H#QlGA!=_
z&RLH1T`K-hc0gDp&d0^Y$q<G1p%rIBe2{4R3kr-U5P%Eg|KZcPInIEc!@|Pi`Rii=
z7a${MoVux@jZxsBgYo(ja6IfMZKk`8q+TA|+`VQq(VmB_cDaA_x|=u_aZM~q?buM{
z)q<!YUGrI#cfEi1srjoTLQt0x9>TlX5PIs{2(-b%3y|zDt?qYE%PLeK1T5Dd(9=+w
zd^Qb6z9gpP0_pLNS;obm8R{5iQLWlB<m#x^_0&qs#j%0x_FzoCqTlVko4+<|de8S$
zF>TK^v<c_`aI}@x5L|szlzDcf;yX{)eS4d-=+2h^|IrryCn{7H<MSiba^8*$90tsp
z(i%G$Oq4wEO;09OE3&fk@pVc*1?>yaH#1bM&GWQNR*F&Ooy~mOXz%1|X8>RH@AVI<
z)gxrzkQtN;ME<wF@e(oj;p~3J{`B`olrPecHn=e3-A_0=^_DUi1Y7w7P<dLl&Ux+Y
z_a%x93UK8kdgQ6Kux>AFCkN999)3+6j$}E%weuD6lsEM`W6L0(`YB_Uf%IeSQeTYY
z<ucU4!C$P?bKG!i?dF)L8bk_vkd1?1*-Bir@EGIxvOf^r<m=6s>I+Z9xV^xjvPZp@
z8g8|iS7W&iS2|>_n5t!_;?Oc3$V!Zc(~Z@$UR(`HhBe<^!R~kCL6M|{f1Kk-gT~Uh
z2sbp_DWO4OVP|m4dpDP2yT+p1?df)hWr2KnCiO&>@eL)TcU8FtRf`04@MrBJq^i`t
zXEJj{ubLr`1~SM`P*G^kW}aWdD$Y%ijntASx61>_&cZ%TY0fX5CV{kbzx1N-kT8G3
zmF^`WopwN;vivo8yC{t+d+*r-QTw!J{cN<T?&Cjauh36yAO)fQQsX{sUzP-8J{8aK
zwY=OThkn`V(-)g*MiQT%yS^r@n%<h)8lV)bVOXSvsztVWa2d9^2;V%P`AX|sMGX#b
zQ^W2FNSsaF|Lny4pEA}+#C`X{v)s(W{W}lnpB%C*99!ExyFcC#WxzJ?Pg;N|j;}d6
zJ6$MA^J%MIc#F6=_UJCR{i_Z0`dLRpHuJ%%ef#*3ArRRfkkhO+@xZ2X)3IgnlhToy
z^NRDeo%Su)>C?Z_n?X$j#bv`dJ{3ECKhFDh-$#EuUJSo+b${ik2EFAPe~)E@!vPbA
zgK~Bup1o!{S^d(3$L8s4yOY#h^S%!5qP1Y1$t3?d58O5F<lzNh-vCw4z96^r88M@?
zjaUA9*%ZgtE=6`PPtD_6$tEA5+-H}>@R1UhU3pk+vp%V3U;+{NQCxvGG2MM&JSm<@
z7yC7@s|ds0Pd73uN(RXaah`Mz-B64h5|Gm7sKRh@l^nwzZx9|@B(;Ng_Dg7!vc?U|
z$*~{n9U0W*`P2V7uk?RL5sLHUbZfwF{jHrM`aQ;OLe&3uyc5~;d4mFQP*y0b7L>xi
z?Ody{Jv%)$n!;e$60(Rl>rHHXAR~fvoD3^75W+5oPw>XbYee5U8>HX-0n<H;_;^n8
z(3VI4=t27{(-Z+$#;~(Q^b7o=hF$>fzRsxsS{}=!e(acIH&QOa*$7V8-7Se)TM}a@
z)=DB|g5OEr62wjpe~pJbTUJtbju+eh){J}Z%YhE=>Z-j{c;wiWa-sJFsT|$N=hLTb
zvv%mGhyNmg9<OhP#RmtWSclH+z>)B%)1$KI+Bfib+K=ac->9~^MH8~_3Tx#c+|fIs
zyGdcH&(T+rG)6+c+Hs;+Eadvt*t{^qw>PWVz7_R&iS%~8S=8mB5=HOK+a_!Q|C+CX
zs&Le_V&e~Daw?TI<R~8FRMG^sXiU3>z6L2375;UfC%W@|1OgRcUlf-D_DK`B8Kvs;
zjmgH4vUz7~T^Z~*iOteKiWOv$MItkQh@n+^+1{O?R_t{bR0rE6vf>t_s){z0`r8i2
zB5z=4zS&o@4dEC#01HnIk=?Jwwj7zOvt_~Y^X_tsQPhY$Bq<t_@K@Lv9pRXs%9eR?
zS$_V73GIidoP6Lc!7mUBG*LBqWbZ$TDsuL*(Jm(yNpD`hzk3a=dE+idl((d=_#YBS
zvrrqFwC5JTOI`JbsxsdV=@NLql=<5<nU)b<!ZLOD7J4_N+|X-{NvM)g(iSX@p&dHN
zr<j*UEz{S(o$K?ypX8xF=ozx!7u4(o({?Pd3G864Jjl#I;zmU1J^vdTl+gPuRAbKX
z$+#FF7SI|XO9p@5SGYV$G3b3}%W(i)sDsX8y;k|beU7_{%>B_%upR9Xe4o``v<3Zn
zB*`y1s-T&KBVW6_np}A>S|5;ZSoiaD1jdG7A}o1xZR74WldcvNa(UZ5pMj@3_Uuwm
z{R;=$5$e|jfsK)s2TQ%YO$7L6zbfYP_Z1}^12RXeC-8y~-}fQc)u$G84nJpFTAxHp
z48tZw#k_dohO-&?!_Qxr)t!gT0V}kmAkJmGo0MQuTB^(f<=(`q`jBd2?t72(!Y<A_
z!k=sCq>f@f^b529l3po0{vHbRg>s#SL3hp7eTUI+-@hDkI34f=7-qQ%3KMGm<(v=`
z^UB-!L(evo^zxIfD)GWfr0(g1Zzv0g=aN<|OvY%q$gYEm*9~P+O^dt|<$UrD73S-R
zxmT{1uU{&*S^LuRxJuq*A!u6YLoCRY1YR6j0^WpBPiUpCo2hL70QDH0&eb6dz4_VN
zLlSTGGp4p`TdcE$FCxW49TV*6w-`qs(i5O<z>Zwkkn!gerWM~3+~jJ}CYf-xdG&4w
zfmryV_GR|R55&T~7_8P|)N&h@(ekHKxbN=65x*yy<f668{S;N1Dplb(T6;L0kZy4K
zOLai@6eJ@MnGbv*ajA!}6ff%X_}!VWaXUG2yX#q)k>|=c9l{4g^LN#w*$8e}UAYcd
z(4GH79P8BM7Ncwc17d6{F`r(fn4QFClM1t8P_yq}?e`5ThZ$%Y6n)VHkRA2xZKf8m
zdjRCTS~@%sDKGc?1h*v0z&rBvqg!K@V?Ra-+i}N<$RBS3Y>x45dmHV>@&pWV@s%mC
zMIQ!9sb}utmY7-t^K^T0MpkKmtB9@N1K)+udRzAL3rrb7FQE%*FqnV_LoIsSWb&dy
zAU(Z|4e$7bxng)C)a?D6Ra+zNa{rr-2NhGN7ux|OHu}Q2yPg&<yT2E=>Z&tUPEJq1
z!QT7Tvb?Z*CV6T5x<K3!XE9xWm6;vM5!Q)i_X;@3{lNZ5vIE19+ol*QIr53d%qtC%
z+t)`p3|`5*Q4)0=jidbk5UBLgk&I_@@>_2*r9Q(km13V(URC@xdQ0*G<*(1papwn~
z{=DJk>Qm95V0!Ch%6a5UOSL&kGgW_2XIWUK+R++zWq`SUPw`<ybQNNOQ%|3CV-Z_#
z4}tWvW-Ye}wCR?hk)Kjtm7jIk%)IK~T=%zsn3?V7golH%?#h4X_b&7fD}5lbH7qG%
z0yyl4<j}1&)e|_aw$kH#T9JffBZ(5EBxEK~qPprzUQoj6L&MDBxJlN-(7W^;;Pocc
zA2{66<!@b8=1|(B=d1<uo@^v|N-Ja2aI{J%&I6);MJDWf1K84ji-HVTO;czq1W4w;
z%sP+QzqF<8tt@7WKVxLB7>kUO$I+^r2tX{v4PrN4pq3+9TDpkz#c_89DqQ0e_2b8`
ze<tQl+bMo1sv~ocMQj8q<`W$0vyX1viR(sx=Lx6|zH4T4;z{URzjzzLahIk4L!cko
zJZqCd*o0PJP<+}n%A%Bqu4OcrdgzFM>a=L0gybdh_{i@lfGD0{kz)G%#%iD^ooSy$
zko{ZgtC=8#Slgu^<!ym{etuND#Oa~XfK1t-cl}3A5&9r(mHB+&KKZHoJ3jE>Cg2dk
zsjfckZ|NVzdfE8>^igd0vEGDkCEQj37g>@C4)UURrG!*D@92q|<Remh<xfZ5XzdLB
zAk?tol|Q>zxm<G}NKT^do7T-p-E$3W%ZvG6l!aKj+R<2Tm~k5`2DB2{tg9(ydVM)q
zq^oAyWNMmvZ_Tf*4M%3GgyNpE@{Fxll&~iukmQ#uS3;Xn%$4UGeXBNc>_r4BhgRcP
z^>r;<`@J~{Xv~5T3z*G#*?o*XEbIuS4k?YN^V<sDogy}85wRHJ3PU)Y>(h^Clkc1<
zuNc|%h2r|Kq0Mtw0c}6B^O*0&i%Xaki-!j)c3+oUhP_Pvv~BV2rv1hw7O^A>vG6{~
zgl)?28pqw6SW%up7PiM5Th|LMolpHJv`w*5hYo=WY_)&C%yOdR8%-m6)k`P{T?TUo
zNfpViN-?2Uf9_RhNcpLLv<u4p+&eH7o6F{z%~7F*ctOZQkc3~9dNhPe7K05mJ#cQ@
zs${dBsLr%p;Jn=@-t|Mj!0AFwGFY4u?K8b@Kz^qpAqlJg?pR%v0oL0JKFbsfkOI*4
z%o7pXfxyYLo?nzwSG^J=zW?|XE5~pIr9Odu*6eaF(8Inqt-LQ6B~wkRN_g=ur>^TB
zAN_M}4mOrf%`|1cW7A7>TtS<oJV>ewif_-NlWOoew|cyQ?$f5RHU{2;xaSrgS)SJD
zgCvgUir{-1@WvE^UCh@6(c}cR(Z&7J?(B3F0KOi!4Bk~gv)LXV<j;_hWvO_Nju(0a
z(R-gXTupf+gulcsro)&zjsAlZv!1je>7UuJu4X?eZpTuch%BfduH4&WE?+h^?UJ-N
zZAHb`=xJoL@n0issp=ijKm1m`uN;tB=JxY!>`T9v+s^xb8g$P^_zWckzk>HGoVMxh
zL_eCt_AL;5pIx`flMkPdQO;J8r~c{-TCrCOy=Nkf-RLlZ@;{-B&4hi?>e){?Bw62_
zR=$Gw*!K+o#a`jfsEu1Tx)U*%+-l)N^wI?oRR62+li|;-c+~mw6(ucoka2pYQ6%e?
z(=!w6<}1^u8-y&(yhUuD-~M7^8l#r`Q(DR#$a!vXH@ZC=Tzsy5hVS$#5*W__*|#ZV
z!=D!IT=So`zSl2J$PaBoY&qMIKyYneF;Y%0v87O~CMRj7ZiM}u<b#;4oH@-)YVJZd
z0s0#?za;J8=VvX_!Q5KCW9DTObNo+*`J_KF!Z6+L)@AFHR7QLjEA2Ene;bUBVGE%V
z-f<SpUvO@)p-}Nm6RSV_57S#yHn3oVAgAPC=jPY{DD8T+bnBMI8^nU-5%%|i;{FFX
zExUK4DG5?WCO3Tl)T~q*Z!&2#HHo>C<iTrM?%;HyG72t_Z6exvwnG4{ePXL}d&o~C
z+FndP`GAk_qo7G!NuyYFR_3tJ3BWV2)-1$A3zt!c`qb%HP9T*7MwBvgH%(2o*hc(O
zc7@IV!5EvbE2KZdW_4OF6BRT`*|XQTS|5dt6_nnzHtdpIe(Lzj4i2X7BIYzSt70TS
zF@ETC{x}S46?MQdskd5}&qSae#!s+vuz;*Xjq2+Shmh4FiJ76CP`mVaF7zo=MUO~7
zN(Mapg*H%oPTKBs_r?{e>s>iTT3=z1)!y01EZOJ_B8ZeHq==&BI>oU&KQ3$ekk=Iz
zssOvhXa}(N&Me?EPt`6IyE%>iuGv2AzD)Cfb^&Ku+uRr#Fk-Uqti?8D9zM$7sHYWF
zn^q+ononenLrc4enA?Z7a?3aN)M$j$y27dSOV6KYZ8}1NQwiD03&yg%!JdYEU7ijZ
zfy}&F74Q2}IX?Z&(?S)1?*+e0Lp_@oHPlr~H5zbs9jO*pz9&3Su|z<y-+pZHn=4qx
zIFM{&Rtnad1N)JO2yp7cG@4d0?SA@7C@C(|kZ5g6ne6e}TZU8H^|I>x?`oLA$Crjl
z2A!=r#7My6CmT`9MzIBfCJ&Le;6KKsqj=U8whkgm5!eMTQIrZ5W;V^L<F7RXu&}{X
zQ%ij2U84w|{pE``CWUasto#7}URNuqtU8Ze^iuH3%>uc%#!YREEL-j@5LX_HDb2e+
z`z5_0lCoSb{(*d7AzVhyH`fk+h#OoX6ZRKphv+lMN(K(9$!5c|=O!Rp-_<YY&YpE$
z2Znhs(C^(CQ!7Wf&G!)F%e6z|*QGi4fzhORMoiwTL#q|iXI1tgUk57ba><{U%Nmk4
z7}-!bgP8EmWlkt>^jLVd=6CG9rdg+J+R2d#%PJ&Lz>wdMobwmLOH<b4auq>8+e`^M
zQD=Pu*K-}p#%=ety`+!LyIDp-7mocZ023Ijb%fRFyL)hdP?`75t2WjkBgB5$U<=m0
zY;O1bGyD7)D-CfgX1?&X&D2+meTRx)Mst$UhgBg0C^wu9>)j@^on$3!?-n=+dB{J!
z_F6u1nGt+M5M7wxrdW-MXw;p8B7_<?0cI?+!w_VX9jT*vjML)1<S939c`L~eBNmU-
zqWzu}cGi!?Ielyy`VDAUK(?Jg>BN?7P;mWE)I(j+z!)@HS6mHPrkhLKe-sW&^9Rin
z5ep?OxXCz2P1NCQT1XR2kP&|S9oxUk!+BO|9a75vW!&$HgITgbhcqrrKWHZOtr8qx
zy@x(dalMz%ms=gA1-^z+2tHc%?CYYIOeunmUDjc<?115M&f(|pAZ?A%M-_hfgB1`r
zXtN&XkNbv=-&tx2YsAlF_(n-$yQ@B}GSBYOUMG9q(c#7c3o{EZ*L3RT7D4wDIRBMR
zzJ-f598uNhO*zLxiXZ*d*qsM=tv^V4u>p91^e(KD(h-2Pgb7Jxg7nr#XjG1?I+t23
zmxxldwm*f7RT<L%@hu@i<mop=CE^WI{AZa^Ii%<O5_pTEE?i%V`AvCr8Ph)Dp&aME
z@tGKe3T<!Ie5+1!KV!eum>%Y|Ubk?^7H;BlmKqDlE!!+6oVt50{tPMQ7~nOnT$n12
zW9m8~uxF-w8Ek$;ZxIuWJyxABrvW6ob`7Ka=@qK11$L9nSDp$b4V2qEWBN6{D`F+M
z@Lj}T><?P>!S0Q(0)k%5P%oJ`;S@b}3@c9i?@@jxI{rt;Pd@m@%o*OucxugP2#Vd{
zX9nfcwX{Ht4z%XRkCbMM3v)H_ql)qgEn%z`Zg>Dp%cJ>u_qbnDi&*T(Le#xqAPR>6
zvdn*Ql~@(~-ACZkDoxez^F8uE!ymu1nVMxc$~FDo?lfWo{SA8RAvSL-4~XO|fJolC
zDe7XS(ZZ3hdn%1*2m}JB$Pi&Gnma*p`X<zea=Z#TFG0QCW*so0dM32bl${xcY2}aV
z4A1ZrV`5@<AB4-97jQD0i|e5SHYg07iT>i3;XnLOS^rYoVS<tWX}qJ&ppr*6CxL<A
zLa|_95S}<z$YT&a8({gJqzyA<d*?cc6JJ8}LPPz#F<tL$oo0fsU)Vd|>K8!u1L&86
z0h-2o;Qgz@Z-B@ny>9Y*MRNIJk5?F`jE6I<o~$xrxG(6S1oJw{EyC+?J>B_Te8;V<
zIPi3}rt^*x>`LvqSy>HB4ExpLHoZyI<$goG!#(iZKe6ygC#?BSC+o<og!v;SGGD^T
z-`ICeX!ZqF$-ZlvF?)+xXlll!sQS#ID;JQN$?GkpL6o#99LzI`IwZmL6RW8;44U4W
zAjj67PU6q334pInzIp=*aKgi*pt!p>23tNL8!_@bi#h9@xxhY2Q!C0#S7{0sDK{_a
z!TV8J{>q82^8AVm!S8l^k_4PHJS>LHQPhI~xNjBo3S2ggN$f%pF3*&Mn5`Ce+q*If
zQNm+$$z?!s$PtJ`xNls&>i)}oeoG+q{T~yUAn4!VKX@G`9C?GVLx3j<$D@(ha?%jU
zrf#d~STBVa-guKyA2J@sGt+b)l5rvE+sIBRcq08jD@R*n7@9lg<;bblVsnq@h~B<a
zcIDY@x}W(D8Z)iHYUN3{Am&AVI$(A$nu>V5b%Rg`X;}cc4V%r3O{V=Ng3!WP447b9
z`4xiygCsX0Pfv5mfhAX>oq079XX?7sFLPlfb7K!3<TF@f1P!2A-tZf1JO041`B`W^
zNg$!x1U5sb293k&cI$v`t8)V(pkn|n<B^q>ZZfChQa{OM@_=^rKHqqi0k~oup9;G1
zz+1}w*Sl87*swC5Wb&Q@0t7U36HrlZ{<6R{w0TK`Pz#8rB@?AD`rzP^@x)#GETUXO
zyxKwh1Ha-?lc49%w{M*;snI#e*K;=)KVImd07*YWoxlE_X5s$b7mBn?<dfN_h=m>_
z8{L4Jwp)1?*({H(@b>F<bqx>ltL|Xc5}x0^cI$TZRSp7Ip8&o`#$+@1x{##~RhMc1
zTqyd<q6E3Rg>JQ~Hgruf>iqF3s|2r0;{SGp;F%~?oA2EJ2bxH+X$4s8Q(EkxKDl!O
zL_lI0xhTE!$eXdqZ(iK}iy&xKq|6d6pmi@;)Kd!luy|QxFonFB{Yx3~UZGxPUO9Po
zcWnp$BYBCe=9To_d_sjv_HFU>-~lEDHBzc6GP2!pWYb!6%LxN;U+;7M=lAVEW|#WR
zd!~tU@&V}peQ@G(_AP>@kpuP13v0H&d#Pg4@3N7H1?+DEqcL>3kKH}E!qR{1Sz}%^
zsl@*M|B#a(KYsPEFkO*tb22Gre+EA|Qqjc?^u9U3g|)W>Quoif@8(zhOu%@_ew0O&
zT;?S(w5j)!Mgz`RSlF#1WxW#P`*^zPFhZ4CWZYF>d*_G#T2BphU;~U6epyr=fEaEp
z8mzwPk%xRy$+=WKz!BNq;!Db_Wqu+Rp5gwR`{jnX%|2Qp7T(hd{f)i1ekt{Cfx}C(
zO0#UD>)d{G9$nwr#xg9;CLjP!sbCYZq91A~Kwc~w7I!BqJeyMfG8b#2n>oUXDS6?y
zqu~VT`&o97^4kPQ{I~iCmruTRx)-(?Y^(IH;vSCm3)?4)H?MCF-OgY`r(#yH){2R=
zLbh)ccgfD*BK@2h%C{*&AwN;eXG!D@Y-wsrdFIy#aH{r6<V!?6Z?M2N`7eFDFdCp#
zWiq*LhL?(|sB5Ub7EDvyG|xO_XH7mZ8{r&Q)+BA%&5Gy?n!b)J^ajvH-lWVNKw+>H
z&?LUOqxAW?<wh-t%7Ul(Bmqa=hq%u@IM-8rIbXv8>R(Dxx56*?@r&+X1+09qiy(?7
zjho;+p$UHncOX0HQIY)ncA8K5T)(_p3X0jz+8!D0J(GzEcU7`jUS!fgi&(=J71z}`
zK0f{ii}tHxxdVd1S8px}YCR}A;4UDs34HImj<_;b7hUFrns)0Q7#3i=Irl_7_?Q!K
z@E-3d2!<7fG2!+TD9sDP8sFg_;<&Hxqjk<glcJw+Rhkx0Y-Hj$>eAnDp{Q(*)eL!1
z-~Uw@?dz9*L!0k1qFgs-FL0AoeN*v9=0Iy*&WhdosREaSqjWu^C1nmP0ZK8~^jiA`
z(benKptS;{*sp(;IBv?%B<E14)-3>))JiE8dSw9+_g~Wfl}ZR-K})Ay6R)-SfXrCZ
zBR?-b&~Yq~-+R8V6!nTf4zXYbe8Rv-W@bKBZAVWw$K~Lu(^G%!yNaX@2T#PeMT0A>
z&+x^!t;9bR{JjOU>63<->s8OougZ(I89@Y94<~EIArY>Sq2{LI?zPBA{!qy*DzGF$
z;zM=HSp9<_?BasMFEdZrCfz9VxmW$@vTNOHb1}3IvxgaWy?NX=nYsWLD|p6EY{usv
zGlMwY{rCX^8e6?MARP3Cs!3>c{nXgYKdpSPAWKX82GMRcYxDu5>Icl456=j~L^T!f
zaor~Soq%jwXQi|I6vwb@9X4nHD9IH-!|uF1EgqJh9*s>mH2e1gh2No&<EPp?0xB&%
zFjJ46G*TZm-7)w3D#318^$4CP-z8phCDK%5ILS_(Di3O<Wxwqon9FK(5JH1-bi*OD
z-h88A_EYSH<%YIfzKy&C{{mN4Y={H@vfOejtI(G30D{*-YX^kr3vVpzR&jWyqQh7t
z>@fgKZU<Ch87<eZ%RI1^Hi{}v^X(zYp6e!4zK_-ag2+)*9H;)}&by!&&YrU^1YouF
zknz-Z7}Jg-$5ii1L%Nv2p9AFMrFSK4HRt0J^`AB?WaNuWZuam(Nr>PH3Qj}18kXkW
z>2qG1$tU46PbK7oPx%JseJ+M}!@FisCgQaO!wT~+9k$)S>rC()uqt7&r8!%@Bhv6|
zAeOmn&tt4z{+3rK>BBpxo8L}9g3m~?Jguy-I;*xeu)e9&9b)VlMz&{u8K0^)Lh;uZ
z({1{!N;VrVbfI=C?aS=j*KI%4VA|%RP5HVNuW0gguj22w-v^FT0R#m6@>t%Aqkvms
zRf#oS3UBCo6R-U(J-;e*;qEm@0nBltdgVo1rKZT38)!SJy#^rLj0S4OlqD%{Wc~!g
z2mtmh$b*j{6ImS`O|_m1kec3Y<w-7IJH~nUb*CBQ;vQ;w#-%0IBZ?+YbI9V!p~Ea$
zdg|x%5NoLwt;aD4<PI}O)xsymkFTgMg+SJxQFJ%s1kLg=nNXHMW(16}ER4tTM}u27
zqap1AsXkq708+8t>4i@To0g%F9Yq{_0P95|s0}j3!uxuNy&59DLgoBb$14MU=T}e8
zPJW;+ro>KspI(!bQ%w4IW)C2xJ$D#D+Px2#NUI!;n3HjR^VHW>`{zADwzvyp4<XPF
z`_5ro?*!u}YOGGrmt5-t0X~8yn2!+%kc6)5{^xTkFa9ItfM(xmtObpiVoBTL>${6+
ze<MX01O174KuoN?Ri4ZhNqk=KNe&pC&!9xxA)8D^jt0;YSSvaen+$=qN)os1FjXCF
zRs@dLM^nXh1N%JXybTqkV*SV2SsPSsrMOCmaiSDc{=J18L{pG+F5Zj<twykYLtBMF
zo!O}(S!UdIxvt(OwqsHcW`Zp@%A2DfZ9B34>{qs8?<&~5F<bBi#Ma5y_m{}b!m)kK
zsbqFgI&P2Ht1T6{T>H`!$UbW?YqP?dwY6WKh+CKz&E9|71cQ}n43Ayl@32mbzqP7w
zi-NWKU9=S5tvq1p4{R5w6r_)N?2=x3E>)maX?xpx)$@z3(R7z3Ev3Eggz~-&`uQ1w
z(AFe%Vr`&sWa61#_{8V=C^Ia+t<uZ~f2daZ$<sGOo1N0Qi>dZb$OCOk1s&3v-xOH~
zMu1!4k+6yYPKOy(&wp2xo_Dx{cX%5ULzKVHZJkFb?MG}FbNM$ypuh3*)P3QPv7M-u
z3HZFF+jCUWZCI4nt~A;J2p0r%6B5<aUXQuQ_^IlO*W-P=sD+;F!e_b3bc-U)$TAFp
zUsk9_a#|_%JfI41y%U5d%{=Kok&u7r35MYICrgep;E!#{b>2`3#Rn61b5nn<Q%a;9
zE5)DUBdmC^_I1v3q<EOLF<^_|W}Vdl_uAz2=hD}5a*r(Ho6e<Jk(rK9%p5W7e~q{O
z`InSvutIz9l&j!<^oJsGc->-b3q^mc@m4mpZY|PcoVeyGGf;3NR>t&`L@mE}HJbI2
ziRsy7pLM}qaqgQ^K9)U;NRlDywOeiWolJ5jt{+8QrzS!l;Bi{W(F-u4bg&KE0B_9K
z)HmQl@cOfnO{#v&6D+@__YrU%dVv=2DF{3}>%qpeX}4p8z5>m^)IG!ArfLIg%_=pe
zJ}!^(ISEA6tLm!4pOi^$61<!ILV=C|cgfJJ-;d|00@QJ*M(s)VW<jjFN-^8BD<_Lx
z89EWHFE}6G$KXE<_aI~ANpB^>z8786FI@||T0vT6zrHg`RV?g1hZKVwjc-0I%qFiZ
z9uA#Wx+mNmUVj+_VnZ9>#msT#kZla`qQE*kO+FJW$sU?oX88llVHg-1kZR&xrayeo
zZKdt#c$;ej-wwWR(K2~1^QOmcKqu2gcWXrCRwD@|xe$$qtDUpU<7<Q}Nt|~Rjarl9
zWr!{#5_HMjEQ+B&;7=q9_SXnVB45~ZNH#RCO(NaQ8^@K@d~bWNo+5q)o9B<NC}lb6
zt|RiU9G__CJX>;y0NU_wNBj}twDOo9NKn8jE-x9Jip}=bzN8qpq9ObA<2!w08juzK
zkUz7epOpF=^3hcH%SKT_UDEgFa|olq5=KjVQ>U%80j8e-VojgOO!(2Gv$`=I7L|b+
zAqg8v$K#C$#p0>G`p+S|U-}8f3lppmYwYgLcM1Xm-)i+VW=l{4ClnNl@qi!wlxtS4
zVmr2(4SAVA3ZshUQu&{ZaORcS<F8}z4_qGrUl{bwFB_@Di{C!<MsYUh87JC;1fdkg
zxe-cdMb@3stZ`!6;OzU?ZMST=imjw>%6LS&bTW%Ju+`+*=?7WlvlATt#*}H!Eh*S8
z&#a7mSOu`T=hw8dWlEcd@G1OwF=JF9Eqzd57QOl|^y;Ufu6s1<x{i*h5tus+of^%7
zz#7v}#BF@M1Y2h^5ywHm92|lWKZ%L7$^#fDhV=F4FP>$xPc<u=x<;9vMbuFY3zGgG
zzSrmM^byC<R<2|Zepx(mBGad%pXlqqa^o*3E4|Q{Y5p}Nm}{m}ArFTKd_1ob^VjgP
zGil?hc^cJDm&y|DOS)5)^p}D4&bJ+hoM&d%cOO<}8X+y=J9`JM?B{?V_-U&k>7>mk
zd<l{06IO-JYU5k!&@kLLZ~*@!;~w!e5@E|;w1QZeEpX!N?$Cb6Ee!uVZw<=w_)8gp
zM$6}eIK#*i%=&jbbb6yDDZ@{9$<z~y-DqKgqO7$2hk$rMe`F~QdGsl(7-mwu;(PvZ
zc7G{Uglz(c`WwS%KmA!j(t(^HJ6Nls{bMifomg?~R#nt;kgd_U4e%2Qebt%orZ_PJ
zFaEd~8iI)^n^*(yLoQDi{C7N<o38Yd!qFspv|?C3#oB7}y+lb`$d95!oi+aP^yW-X
z`{61^F1WU%rK!<Q&eUoCU#yiFz|^Uq9ysDEy`KQt33tFI)33B9-qx}(ZbvqT>N(oW
zf(8W*l<*7rkYX@Ly7E~Qb{u_lRcFDzP~-pHTZvh+z^Y19r1@5H)evc@42BZHR#Vmf
z`UI>ZBr+?_fFv30z0m3PF5>h>+jtz+^Uq4=ckFfl`Udy@SEPLk?a8Bx;r?8Cu|zx}
z|8Fi7<jL0(m+AZs6@HD5++o-k`W&|mv{nzk<=?(}UGE&|vbQPeV2yDM+=-Qu$)9cK
z$)`{E1HX{kT?G<K_Y%>jDc@TlM<LwRLPN?JdUoGLkHD4O?IGZKgwqe);YXyFw@JUn
z=ImLYVhk1quQ<+Zz*=V+G1$FrKp_K*4VKblutflppN_5%WFsFwf^Vv|=+nvYcxZ}2
zaNU`>X*$LJU*=i(3T^$$b+?nRcet0jjslXt{I^y<R4ZY3e0Jb~2GUQg1ap?V#j1ve
zM*H$pr@e|TbD=x#fPj5tk5yuYeQVM$8&moU-a@{?Z{$Hr9jD7>G%E^uO+sbF2@u}(
zl6;!+MV1;Gs`=jcu4GG#cu!Hvro}HgsF|idU`RT1Dwj3tHdVJz!Hz^4?7Wmek~@pQ
z0x{%=%o+aH)q7qIKpwzp2WrP1rSaPT(M8r!8f5LcHXW!iyYXE%5l`kHvdnG_-m1xY
z#rr{7KIDp4e-P)-JKudkU_x^svS3Qh!$DR3Rc*V|ymYiG^SS+-E?e>8g*s%oROZWQ
zDkR1wYq1AK`Fgq_wN*)bF%uX%J?i)oBqwjK9(LEzuzQB+(W$Wz*nc;GwLYQ_X!5XL
z|73v8VHm(K<jROg35EC-=OO*8Of@={42o;~mv`oFK|zSMR^EdaAb<eUNICv0z;J0h
zfauOLOFSkvQehN$8Rf?CSu1-LQjvXpI<B@lHpyYb`4IjQi-+!ZG!X{)!>`_Sr$s4_
zAYAq$<)D--Ck$;WQs|;M1u6oPMQI}wL_H`C*Yb7MIY5<(DlAaQ+Eezo>S`j{CRp-!
z#lTNAV<>)KBcL~?zcZzL-Q)~k^V*G__N69vyY&jb_bN?G|Mp>TwPh6y+Y7}fVa$SV
zlzsjBiHgciohs|lY5RJ@diPCkZ%?T?N%1wc`tK523VCV2Dx{&Zw|%~=^SK!}(3m;L
zAQl3TFo|Jy7;@JFVVrGgJx+b9pqvV!v#t1d>(NtruBkfTeLW5owcz&dBXj{mb->Hj
zXdle<Z3SbchiaTmp<4xNz#!n8R8&zw9-a+m8XRxcZ%5J4$63T{w;geeK+s&bb^>G<
z4eOP5@KXu%NQ&=uTLZ+@6j^MB91mNAO2EESkzLa}uS7Qa(8MBf<|MdD4pJIPCjHuO
zMkqdksO<WG^aHne%#A4Mo(8A|72Nt;Zq$mk3=NC&1S1zzz~n_RlbW)#6U9bJZ;kOR
z3G?J`N&iKw#L7Bwj-LjYRJGKK*t%t|7;8)j(A)~{3o3x{Sbk`Ly)USK{(8p)=&&Xg
z-V>QcB}9Hp%dpeU<jdNP7$`Iz7=owlEoSft!~>8*kFhaxrlBTl1XrRZULW2C?<@vp
zT-<=Jg#{f#gyfWQ69Y2yPS<a0@X0C(KFA~WZBp$oPn{Ac#`L3sdvo)`9XG=haA@6v
z5k`jMMwO)@7abG}Ehe6IlXbSkfp(NRPv0*dk?}Sdr<(v$+(ftl{`pa2eL6bkTx#Ik
z1+sqjJA~IOzuuRZIw)Rv3pXly&3*a;Vn_B6h>ex?VBJ$2^2jCclGG66@KQF<!_(VG
z0@p{{k>|{I=LHslxA<4%bmUWNLyzq(COgb+#f=37J!Xr})QrD&-M*a+YrU*@2ztSc
zG`yqaWE&Ow?u$!}VccNDe7#%TFR3blr{7XU1&`?fWrAUmzEn49a~1-z=!z{hQjuRc
zEd?9O(_r>ZlJdgGpY}>sRhd8@7c#7$21<x!9xlySt{iJy7z?GR$7CL*ADqI`JuznH
z2E=4=aNjGCrh6FeF7-YKjb!F|4s#8HpvUg=2H$5(DP~wyFD9G<{A1e()OhyF{{)bV
zyn9q$#VYe`oD9G{dv<Zj^VfN7p7Ci3INe~jj^d?mpzL5_|8`y;>6f`I*sjuMa)5+?
z*>SwR^`q~SWNBkF-;>4Aht^E&Vh0QKI5L1SqUO5bu1oZl!7y`g3)gkj!1v{6Z>S`}
zFghT%$5c*8OoZ*<>`{z~8C)i?^gXuF+RG0p?igk+T7vHmmwiMEI^Uwi$uX_$+?-c8
z7vtk~GIhQ_XK0t6=!dE^efO4%(BJT&Ff~~@#%I`bMeq2wA?_}B?9nJ|59NO0GwQUe
zZVvhfqp5N1VN0op-+kxbb<}XELe)x`*TMJewu0|ozl@$0CYV#7<If2HpV166p1$Y_
z4GrJFB_t#~)-uV_%uW6SruFv~_i;Zx2O|s;c2B_2lpkP74xhKB6b;Kx577<_`^zNx
zr=}{m#fQGThj!*^)u{KArhj7~Z4&!Q)Zi6K8K3qLPSQCkFRcY%!kP(uz($(vbB;pN
zAkG<%4Mx13yn|||2froZRojG^$Gzb}^d5M3J<HOMBE6d49J~w$J%OM3@*VP=BG8s`
zokoNVTujxKB^kT}Ci<Czi4S1Xn_*)0|F=~joh4@QGp%i8Q*S&m3FV4o1t69jzaw}9
zD3-P(r^8&IxE8J`gq!z)8yUI(e3mV+Bl*KN<%1cI>lUI*b|O%|Ex#~Aew=VS>o?LL
zb8-GC+|*_F2@Q&>(Ng#CK<o|sbKkzbkQL|dM7!Vn^y`0b%x{av6gX@|#7Z1F%r4@0
zcd7sHv@FV)7-)7@G7~LjGp=p$8hDpC=DA>0S6U+52<YTOt$x4hmGoapKn?iav+d~h
z;kKNh><p7S`&;>jM6d-d8IGAJDgs=8WbNSHD=kMc^v=VZ;i<y-#~X}L+tP!h{-5!a
zU*-F!l!40q^`|MHEpdshUjWFjvJ!-t>vObK3zy^_T-qv!0Xf<Dvys7cVT*m0aFPBD
z9JMdD`u1ZK;T|*n9ze@rE9BSuoo&^O27BtUOxQQa=~G*eRE7K%S2~&G?{#b9R~7W5
z19+wba##bFIk6nvaGK6ZR1%0h=z!pBOfiHPF2Q<SCpoX_KtfEF1xh}<mn{%W(hYoE
zb<WFj%N_u3zyPv1i%Af!E2Uo17~#>#WKX4{4F#2(QZnlCSWqO?N3G7VGsPKd{Gd7e
zTzPfppv*6gJrkpX5lcGR*j;=>Fgi*;v=0H&eozDh;F&no?BM?XOWW6YowLgcR@`_o
zgi)p16}aMmcCevQ%p9B#AGQH^9|>@W{{DR_mXA!?-fx|*KA-<k!ldk8Gnp4;0#Ss>
zuePc#l=H$g9{~M|Ag@+*=v{1?Z2W5HW5Nr%V!4Ft4@qWqvsB5ZmEXNc{u#GAT@=@D
z`V76jKNmg+4g-KS218n)`^?`xGUWnyU+TFG@LB@D09|(rny`L=#$3rKPlAS@KG>y#
zSTUzw30sS>G&m@v)rO*q+k1@s^O~7cG@%rK<6|NYNC2@$`vtLW|2CLcPx4KVi9REG
z|FyNtGzEFEhD}09P4vP6#CkUSY19R=iJBd=XuiaZo`#YP49Q{6@ZFVl{WXRUwON77
z+=1zVn*$f2$$ek|X()?&KAETj{h;yZZ^^?<%Ee|pk^0SzvhZ6XCP;JT0;0Cf=Z)d|
zOch4f(_$4#y%Qm}%?CX1#y1G3&KOz5Zixca-S4{3`!pU=JohJC?aQ?H$ba$x{wp%m
zU?MZPe~BEl0(X5>FHq6a3J23ljKRDf(6f0F2&OJmib~NBzHOrJ5y>uL61)**FXn^^
zG=1Mt1&`JT*j;UiL+2ufx70~}eHGaqswvD9bXB5o>JCW&Keq4xz=dG<s6D|?2lm>R
z<-Xx1-xw$8X$u0s>ufp7R9B>gIrhf!#!7AHuWY7T^JK)ICE##Q#hGt`vc7z2qdvB7
zji}<<04sgaxzkf+K&;%YK2)w8ko0)WaMvd0J^z2H6BMQv)sNgVI{IT>A<e^a#|S9g
z>x=oFX-(r(b5tz@O4vM`Qu>3i+x30waqpAA;+e2AWLDUiz4amR0+cJ>Cl3kSZWr#H
zLLGF!MaR}rP@!~u79H!gj6$@^+;?+BJ0)q=h^nZ^9NbqK>bsn_>*E$M&JYWL&C&xA
zcAw7N*28xLsM}|UB%^q{1UMdB!)K#SJOb&74*yaA(5$*5;s4YCclcOX5@nMsC%+UN
z%1Z^%Dobve>-ewPS?P;;bKG730ywgDzLts9*<X(*n~v<b(zNT22C|TfLt-dj?GlZu
z57bbVEPPW>z#_+8;WFV9h?2XhI(z#rmd{-)K($iaBX<|HbM+fQ@#f@oA?f0cPwd;;
z2YmRQfC8{v=NS;fR|kVN_fV;``4f-n^jN+4g7=cI?VJPZ8g9@F?-ATaVNMBdM=G)~
zKV;!`y%h38<M7AF<6xjU^HK>f6qdGj_AC0=tuS-d)|n%Fxp_+WwK))B*^M9;K9^yY
zyl0Dc7^WoKd-%nCD=D6tjUcNNgl@N|m1|1C)a{#ENe}!P>oGv(#Pnb0)IbBo0fiTR
zXmJ4jL)*8hDPcfaQBlIPKF~<GO%-`;$<Iu1<0@wUAol5uDqOqK|LOwm6&{wvLlVkL
zz_A`$oZ)+rlF)<z?dOK~Kh^JNkd9?fvDRFn(o(Y{KL<p&%F3!0CCMw+Dc<h}M_C9X
z{HRnUn^sWH;v6Q;96^*PMJT@J2j<edL+%2xz7<IQJ_@5F-*>%zPgi17KY~)SqObIp
z)hqiS#k^sIi#@gS|8l3EX{gjt#UwfWk5n<%2vr2)p@hlR7o)g+OQNufqgdT!9H1%x
z))$n#$>XJ6zJG&yml@&k=eBnI3T8F?6-HkS*BY7WpWV$ECzD)}+TdU@)OTciCGg58
z&uD^VYN$3P=|x#)EPBjsxE{n#7d1k1;L=5^BzjIzH3A`FpR;2CC*y&Aujm$LD%f)c
zHJ31+f_g&yA$eN0X2is1-e`-Q%RV{Sw|=7cRVB(3Fp9TlZ#hHvyPfBfH1s&w9{v03
z=<BMA($VUH@ucCwkpUgQr!k<kQIbEwPz%%E`PEJ?@aqk%HF_E&7>JH0nu*>|66DDG
zU;(jD+B+`2Nsg}7d#a+fKn2}~b)K-i@y7&GT_2%a6XGP%-)6G@CR!lhjah=H`OVDG
zn-5fzjC3tfX%=e}b;Lqlq0<L%-Q+bd@GZxtK$i?AsrWTrjS&ne$$B1A#yPF*`Fe-W
zUttLLb#M&sg?9Z?rRd}Qm19<l7v%9xsOyD&2x*_ns3%8B!!y$~FG-6BDbnjF75jr=
zLHVD{tk%KgNa1E~TLJM6F@R=35h8if^lmI{lSw4{LOxsHO8Z-!_wYX@mlrEwU<-dD
zMv7Y*UhL*xOIupH`+eQc3P>yBERt}-e)R`=)B)DA+a^G10+K>v?N(eTf9>}q!%0+!
zPU!JatdmOn8W1s@>+&Q26M*zUq^s({rZydKHwwlg`DR<)I6icGBvvy?l<dx}0H;}9
zM`fR^@CA&h?K|6C^4~V2PFNRcZS}v35)^xOE<gR|FGNWhV*y+mdF_%mS_UAWIUMPQ
zVlzg|DV(X%t9Bo#%5;@AKSF&5nKHSG+BGV*q!-UK^hq1`aw(H>_^olS`)TOTAK!EI
zPBxy*?gc4sT+1OzhP8qkPe+JuMIgazd8pOzUy_Wz5g<FY_aC3~FlpF9$PW{5P!EwN
z@=8SWA0%6tMH`%84AqplO{!h<{mZPP^XqL`lLo*J-Kqt$3TaW@*k&}nn$}QUIaVXv
zjP}V5#DHwl;Q0@fSFWW2Az_&{Z7@=?Dy6@7uR^AI637L;q#fliBwM~sR2_^Rw0z~%
z+Z`J5qpvPLmoh7F9x+T1nJ&S;Wru&%&F%d8=kr&?PcPLaXpQk6Taq(upM=%cnWF$h
zd_&2DjEiBAm#>zbA`BGqU8-~2?A*xk(TxpoiW=V!lC)|-l)+;M`ZkTu@HvNoWI@LD
z^+A-a4f>({ke?LfgbT-dN$DyVk&&HSyF7d?SG=4BWEPJQk%u2LMUuM{aSZn~|4jpB
z^RJbpweOE00H3e>dxyx<WIoYIlgO#nHhHdvKHopp;~Z27Dbgp0|DdCr67y77vu<6X
ztn4+lUjv;R;u+=*ot4h8R)COU)322<Uj5MqT{hwiV~4mt0`Rj4)@go8VPxhG#Z%$O
z(m<&I({7S~S1}x2aVf}{xz0c;we%j1rVlHmH8;c~D<e_1OyY*L3Y%rHn{QX-Eva4u
z@wm5=_D+^KhN93aqltH}B%?`RjYhzOdZlSp0TI{@hac<f!B%yq7o8vlO{_6*0~e`+
zp93VG5?twkgzg@Nkmk-eRMFgS2+MfFHS(#R8P`#1a>@rz0?<uaP_g?R`3F1D#*O4r
zo*gc7u;?f(?vNxD7Fb@>Ll?C{p}8F+`ID~}NUf4!6PW`nDssQjAb44z{yO|m7+~t*
z)^{ROECRYUz83RuKdv-o`;qh1w&c!F+c6#1ng?Db>&;h=*R<(4E9SPEe4!4<Tg1S~
z4GLsEZ<eml%^<~G($g$1i?X%&(7EyM3~iZ{1{~AUwX`pDo=;LL4Jz#@UP*4IIu3f@
zv-*&gDPZ}ADFG+OkNoP@3J$}sSCSf496TBU7Qb)Es>+OQYFJ9oU!UV&f0NPuy<*A?
zwB>`}7#HLNe^G1WE*VyGoZ*2{P!;t;&4pJC?c}QZNe@&lzTYcjs2IIO4S)9|#6qE`
z(KnK*(<J49O7;Wii3*g>WOhzn#|LeIt)8FeBBF=#ymH$oaM4sY?{#SLK$%b7jUh?w
zuE{x>{)WIy`Vt}zt$G`Ob(*vVgHF6swr{gc#<#GyanMs>6BIi%)C%eq2EMev#<rk7
zw0N-1V92;uA+zEj8qv^Z^0XVh{G~N$`9*j1ux_w@L_`_P6K!|V{0_f{zhH3S40Otp
zO;yiw*^Y0`q#9y4Zc<L2ezXJgbk|*zGaVF$r<6NFzFz}&>CJx-^~^K28A0p38~J<S
zP~D(e8SMZlZb1%!7ymUW)Rvtca3g1<bk5}=fv$RA-$u%T3=9axAyx60ACr_KbT*X(
zMrWM3ettAPqK2R9A2M^aCIbW=#YLQ7!8De<csC?Ghwi6DPZAF=oPz-SYx1xMHQq7a
zq<+bE@C3s>3c%^j<m3WDT)8r@Lu45EqTa+;*$9s1=4WAp<G<|vzQG}oMIMsGdsm!a
zdGQ4aRzx|iUd5S#UUQ)z^w`Ay{z|0=4KPE*-H({mP8sy{4#BgSDCSvdj063Uhy@1^
zPYG>DGZ&-dzgFwI;@E2Z<Hz><n@m93h^6|$R$THW^&<TcD1=OJE&OZ7B822MMKg1u
z5?0zthMrVI-sQ97h7O8P4L-PGQLM3g!#(WUsOi@d1?EWlgU;r$JKV=n&HgnqB#$=b
z2fKcf+@&(VdMoko+qLQR0>=+*_3zLN{&g4H<XZi`s%3i;3`3j4%vg*GwprUnpd<w{
zT6a;^ldSozO4|*Al;sOy8Ag-3Ek(QYeI=j^QkvKM3%UWgug&VpOdMSW%_5^E<e=@q
zPX1b?eB#U7XdBV^3v7hG8=-{7gwoKFY5uOocw^0+qS+0jVy-az>j3?5nHxixq+~Vf
z*EKLc*A9LX*^=inKF7w?e3hWu3aF&uS`iw70FI|PTY(g-9X}z-TLQ@o+4rU9`OT&Q
zo!1A{vW#88@tnKnI<{W0a7UJ+0@=}h!Q4TLM6sN^dm^A0XpBHYCD%<*oZ$Fm(%OMu
za##;g`T$oS?=$x*&T`WcH;JK^Nmllt-iH5BLI5gAnAWdY_4me`r8-UjntbmIdueya
z=f2ttbfQ%*0jq6^?+ar10i?WE>(dt4EbFYZGgE%_ok%f|4~HZuDoJY?__|&N%7lvb
zVR`hX97ICjk{PP{Kh;%EHS;*o1f3XqFHw^s56Lt=-YgsB%Hf=xeK&_|?|2hEB-lEm
zq~p-m{d=LBm22CEaOR_K4#2i>wp|~^y<cY%veX4y2@M#a-ja`z$sh$qZ%zT!9rAE0
zub(tAOWD?9+FJG_PNu^UV(uSo$Q4@e3aQ4wiOC#nPi3G{Bi&d5BHqyy{g(W{LNglk
zexPLZ$a4De%pHdN{Cv4jfhPIJi=^fH5JAc+m&;P(ICT!Wl-ZyOCI~Ayb0)N#{<0~-
zmRb8Rpl+3rn=cqazmbgV2zR7K=^p4m>A;j2T$?(5ogDa{$35+RKTFHo*)^maGLy~%
z+(GyaM(Y2W<wZ)~<w^R52Mp6}dyJ26FC3ZiczDYio>^~G$NSV4U<RF_H0||2Uh@DY
zy;QV!dR77!nAe>p`F2Km+%^5H1n)>cKpkSDQI}v^Io5^oNKwW7qbBx-{E_u}`Xy-C
zLx$;7zhcuL5gcI2&ajVe8ovaMqKJFwZmDn(D%$ie9JZxlF=U`n9)6fqhB<7&ql`-f
zHM?Hs%#5)-E*j^GD1obeuC8N3OU9neE~I<6$C{S%4IqPEw&O<s_`)4+{Ml_>zcTh_
z?}MFa^1vMMv0RUY(dX0uab92>>0=y-gL74hPb;eoDA49MI-qC=I_}NhH@G}RK9C*$
zM1v?%Hd?s8Sp=FS^Qg3V;Q<Qy>U?Q8;^Oo7?II+^fi8&V%;3HKzywjv7Q5Z~hJn#y
z*fQ|8_ugzW6~2NR?QQm+hZ(A&5khqn@>dj4hAM+${0KR|?UBD|Vi1R*y0s9757%)X
zRE_4vCu#$&U?SCQH88`hBRk~y$a0y{d}}bocvOB7r?==$R^f5g&e^MeFJ&+J$b$}g
zv??|9<d<mRO#CV%ZWBz}Quk4lKnfSnaZt5n6<g#I3qdsQd*CARoB=jmy?QHSKeL3b
z`Vv~nL<F2Q`44Ra!|D8Cf}p>CenSBEFI}90Dv@SxX5_K|N!7n1E!+!W#=3HoZW#HG
z)}w!Ad6+P`+LIdVW>(F$_XV}5VrYun=r#^Ju;ZR=sUoB&{erAn9}m%zxTT!(Or!^N
zntZ>37C;nXL#Sy&4)1;>5ldQ=3d;JMiDc10aks@=G=W%XctXTVumz{&&WX4E#EI)0
z6d`I#NPVle8I<nq`h7+#KC{0#YkQ4$uh!6QT3FXOF!7QsedxUqc8`S7e(gcpM%?p*
z@A(<OuTCW6I2@HjrG!5NN7c+#T1?C~+wrdossHkNYb^Z~>X0@9RYM@6Sr;k3Ea6{{
zc}Hbgg1&3zE7F+MGLwgWLF`OUwS`jJZ*CB_xXq@y#Hgl+;+&X1+4h{S`!cg73v2aJ
zhAn<lSN!eOdv&wT&;SQ95=BMo6|ja~WxKxZo(DSXhyJBFwLD-4dYYn|)&*L`pKB*b
zj29E?{OyJ^cdCVMQJDjpg-HnZL<`xp(u+3^ex${1l2|pCGvC!Zy=#gmWAETPVQxub
zEc)y&X|l=IPmTZ51td6gyY5~osEA~$gyAyr)QENqPQeX_XBwLS01s4)lw)%$Gt13i
znct(rs~0cQuU)ZO=()Ct`^=sb>Low>uZ#ZU%D={rS}0JMv)_J_RcZSpZASpejHX{y
zxCR!1L!A90o{K@|`J5VQ0}u6Gku0`jkgD~tRw6S&oFXyec7(}(W<|;7cbl1m%RXS~
z5OR)&HfK7yW<QO`Ke+splJu|xV_w>XdYbALRT!g*Eh_eY1Kk7illdx^mec_Z$hyPv
ziN^YZ{vT0a!4PHFbv*(Cf+#2@(n>edAt>E~bceKbNepFxq#)hh4MPm6hzLka4ls0w
zk}}kH2Jh$ne!z9ElRMUq)zIjrS5=ppRGdm^t%yv(y>lB<0mb~ya`xHxlDleGd<k2@
zvGTu~KX5aR?Y*y~C(;8TKKdioG962`%tKf9>R%PTb$uw__t1fA*@#aqVCGgp70iJG
z>JShQb)<T6{Qh}(h9nYc^RU8)s&RepnJI6=Wnan4*&r?G-0@!_+;S9p%dMKp<fBqS
zn%qO$wuTyALy%Ye5OzDy0O#>nwQ|H`yN;T9p!t4pE!=LH?M6K<zSf`-AU7+tFmQ-`
z%T=BF_tMn^?&tf&|Eu<^@k`{E6I7?ZmLkGv+r+8fKu0!H?AGsU*}{Y!iSWZRKg%iP
z1kOwM2T<vwa?9Ko%@MDlP6l4C0^Oimp)H_<{xJplMGgqz8_W+4a#GTH-!lPDht8AO
zc=jvee5#xO#zw;&P9D3opV~Uj9<)B?=4UK^0FoYz#6|XbQM8LS&|N*!^D)qMAYS)L
zRjS<0B|EttCb-(od)RhcN|(2Z_1fRjmJ};M^;vhArN8GtZ|)Gg9$4#o;QT?5iH@D(
zsX-cTxx5HkhQ(XA67dJpQKisVS8J1=zpsdYE6U6Qn|Cu}sjb8Led6|;X?%jLaaX0I
zTcqa!Z#0HI(qlos=QAH3{x=|SDeGOYtF?1B(KjZNo%C#KJwKxDCve#Aj#HU;@?@!4
z=tM`g)Um%oCt9LF`x!?q(iU{*gAvf8LtpFcqm_c>m2cgV2@=A|oh1W%0yWK<T{giP
zTz1yE&VLa`S1&lZ+daH?GgFGrd%0M@fZ}3Mi-L+fqGGVK0R{8xpmMUxy%Hd-TL?9f
zi2}B))K-G${3@`jM&oSJZ$5;H;?29|Vjo87N1#@I=f4z;2k4NxQ=M;HeVPz%XuVYf
zwBZTWbxGckq(sCXmD4ZW9(?{g_}`9t`T?9c(IgkRhSr;6Zz`;In1XWwQHkvq4k;#%
zzfBfVEYoMM%EQmx|LWxb&uc(81Kt<NXE+X0H+s<8CINa2ErI4M^P9sliKzwntd2qn
zAEiKGxonSP`l$dVCPD-xM4S<4jm1x+V!H$BPg32(BD|yqNkegubrQHph%FY5`Ti$i
zNUsM6c#iPKxMeb=U`wTU5u`Yv@f$Ow2))imI(cM8|7;=qB(TxOK#rPZ&cP1Tt7d!T
z5U_3EVCY_)U{kPo*IajCnMHSCp>NIm2eq~Y4F?Bf<P{b^dh%rShZ&(a+5glg3C4?i
zX`AEpy`f+UFF|<}T<yAyq4ATog9OpFCas%~d$|b5xK6}tcStYJDEe@?mwExxL-<!P
zPOfYCVjf`T()j<S^Eujl4_dX=y`H*<W@Ffa-^3?1{rc{fkl)`bBB@9Fudj6~N$+}o
z<$4a4{>DngGu1=+$9A-Wih9nUVC+KwTG8<Cw2e1pHWurIPs1|FkFf~V#|>a0n|xoW
z<F!Nyo$V5Lk;8oi3S_#6|04$BeP&t*I@hBc+5>LCa5PgOh!2n`w)z~d2Z4U5i+x<}
z?khu~Eu8=f_Sb7_LH9%vv2?ji`22&5RV(4)du-F!u>v>l#FU~nPq5=6SC5r|h2C#;
zwY?H>_>@Og0$)CQMs$3ihe{t0K(coqJ$A~y(%3pn-w+D;zf#HMbS2DObVuE4K+6+B
zB}&Sqn$`h2eX_nD1^u+@oRHK?3BRT2)LXBU%=ol#{gCgl9mnR_a!>@JX`HwtvB$j6
z^nTABzJ5J+leXWyeiu5*#sgeC4;zUXJ|Y`&U4z83;jb+sQJ-4+iz-|~BXKnn@IebJ
zum8ifUfFRHMEC=aL=ZW8S@Ueg%M$LnQ-Y=Xv4|RYyT@Fh!m`Zra4RaUd)Te1zR9%U
z$ohf!gGwnwEbO{rE3Zt48ik~qgYYWnRP9BH*7~U&R__C&6UKRa2fDyAV$&l74@w5_
zREUI$@=m4=Sqm2jzsY|tjSjZ#T}q)qG(SYEOey_Drl{9|<r4iqo<@p+-xQpZ_@+B~
zK0C+>3GsX#_Kh)HHu6&uz})|J#u?)CwE_8$*9H7?A=vZq-J>D@99t&Sp^Iyhjsv+(
z|Mq1qpyR-=K}s6B4v~8C>gBbOS%4dXjfF)kA<;g)19&7r(#S$A50SU!11LIPPdM;u
zZK+$_dXsA_vWPlzcltKZ0vufvQ83vK@Y3mT0xwbHAZd>-`bLc9g_aUtP*=dJw6f--
z{@mx>HA-a;&~Xtr%YT@Pw}WXNAaa?kvBU=)TdcFIfQMtU4Jzt$yuHzzP2^qQqP+D@
zsbsmQw~|YsASbWvC+|}ctWHsTnu3oJr0aX7uiA^PoaA|A^nRmqlZE__V;!K=kaG8?
zf#9z}_Qs%x4YYX=focxehf}u#kXy!%@oel`bUvUaPv^0~9>|o4227JDfbG>?$o>M|
z@2;gqY{vg=r-G6K-L&ODOq%6$3vptc`G73P*3S5ikM;XX^tI@QTfY)5(QN^ev)FZ!
z{^s)C1vX=Oo5$Sz<43aS^6`t1D@?p{XyC^*m+P{|>NZXe(#iC#e_|x7V;#`RyakM?
zW&>%$fd1z5Jz5e`&+U%P%R?sj?MWgu_ePO=E;?GNb0_jg?R5j3R8Ru9um-hu5kX8(
z({~KYvEVTBrjicRHNwLM^pNatnao7kc9=XfLI0&8%hj=m$)Ow56E~2MEuUir)3L3i
zE1~6TKPYsYHyPbIG1%N*?O)9&FEjV%+FD3gI2pQubr%Q>{s#1%tcgyDdIHdjuVTdD
z5D)=yka8O0(wv&gOM4`G+!Ly<e-2b}2OndxaEh$1ukgKOIQtuP^Bz+}z2Aw~zU%;!
zo|XI&MahM<G7g}Xsyl*RVGU5dPU;5P<^QTBuloD0>+WwruRSPUT5eWAFZu_}VgZnH
z{@w56`U5CF7ApfT*sKQ9KqGNgK%w^ZMLk`PPmOO7@k{;0hp-!qzDw&(O1e;?T(jD_
z&`sd0@z{(#*3{$VuVUAoR`c8KJ-+{z=0;90Z<A7ZAVXT{$22l3ickQ>gI-LP*233}
zsp{UB-12|}mdCq>-z_rKknbUM|8c&u4r8^t2dJiRACG*4`vbHJsAQjW>YF|v9ixix
zNj6ld(HgD&*W!jd-vqNE6Zbae_j8iJu5gcwb*_$#%AmYk1ZR!QJj+Uzpj4E#58(6W
zAgm9Z65GS7Yxkf<5O4z<$}2jl?V%H)mt4(0?!2u*eMv57`?1Y<qEL17IVcJjui(PZ
zu$}PF0ZQEP#q7|jPu7LJ!$mh!P;eUPH@A-~elI76lExB5P0+N}L@_}Ra=BW52ah5Y
zvsM9<gCj8Oy<2AC3W<xcK?Ui*cUCoD8F6ZG;t?Eng2rc&4{2gP|JObaokw0Sw@U!$
zUHIS$8q&2>_c~9W)IC#Z->I&=aYca}M~or7(a}2r6g_<PPtQ(IqDgdrga5O7(=7$D
zr}a<1zP-&x{_i|V5-+XKXWRx^Zm5Olmm$rB?Z#6K2RoS2{Rx#N9=65}vptZ~A4h;j
z38A>0si!GF2r$I#Ox>42UnrsUx2pa0hWnGXf;M}pcR<}bpusaNP!I)IDM+hQZ(`yK
ze_fa$bY~mR^9d3AG?xq7PBwMg^@D@`%U1{63jFQs6sY7hph{>0&Z|57l$4ZWQc}V|
z1KC@E9P-P59C&b78|jR-|A7odqH4z9KmkpC_}_)38HGX6QpcX?qj+JB!<Sw%M`gR;
z-TlDSLgPjovUQn_n{<HfsiTWHtBzdvoZ0!TVLU=3hxHv6%1k2@%dc)Vi36eUb6oQt
z@A^=}F>^uVUf=i$iG!a{-t538;$qJLUuQR3y32#gq;Jn8-7%~#S~@+|ks#KWFU+(+
zdqNjP*+T&}|H5f$R3k@2Gy1@c!0@_#i{a1FX|;$w2g$RK9WU$^F4Bs}kCxgon%5A#
zUp|)bI+*5gaKo?M@6@L?2DX(OB^_Nya$ji_r21`CcT-FCC2;&%{;WnJPE3EIrH`?#
zmjyB}o@*NuwN1J7dJ@&j^ia(X)!w8JE)N<~y4j`MIIFLZ{Peg})x%=&jWorWf6l0G
z))G0mg&<lvzO9#2QfE&Q1!4^@LNVmm>lJ)rWUBd?iOJ$<b4>Q`+aJ($U5oTQnZJOT
z#OZ5GIXa`H#PAoW4Yc^2`ao1RM<18qu>0E_2imMmFRF9$fKH|-yx%D%yDk&{`oiK8
z`!5ct5KhMiHRsh!bPYVvz;PY-o{CY>zQgpti2KiuxS-)ja#2~0jgz1OvA664Xfsh2
zpgT%+w^c-9VVweg7l9m+5gaCvV`krbGx1gUv1%N3p*puF=uEE#+9o}`BuJYAl~g}e
zK*S*g1RgA#s`7|IF2MgXw?915GClnI9{<g9j9eA;%=2&$i3GVrO@)gXrsz&M-n`?~
z!qK@8ntDrqj?v$DB5W!>t|lV?r433qE6jR>YdOiL;x`A$U&SW3RG!}-DuRKq7zPN7
z4F&4eE<eCH_v3+OdhT9bmph%puhT~NR!2H)0GS8d#mC4<8D-^b_7^}^HV=ejDO-r_
zvhW=)%>6#afc)k91DIz}E{NBFW<NzPOOHx$P}EJ~Ug_UYv6=CWv+N~?nfV|fPok3;
zBRHtK(teA@J}BLULYUt5K4?zxF0(Sa#&7?tC9vqn|H~cmRx>^P`)4Ws@|C3}9Ua{b
z(8#+3w9Ex8_L>H0&W7~wi|+mqbf*SCJtt`oZnyzuitIY*2Qj{N8P}GN;zgmmTu_?k
z9N(vs10jwH&>Z5X;kZxsJ>d~{R&o%%m>Rb(S6hg>78{l5rP|us=1Ty+FvUQSUnU_l
zQDI~x%uYY3?tE*qT^AsxXbjS|=kGcwyCt`u`5U@f&HfkkF|9uWJ&=k3M1yYq^FtWC
z(@Vzl=L;!1kSoG1*InUxGHv}AM~5a+<wDM+#mU|?4rt3~8Kyi2#PH@iC_(&N1DO5r
zWE?8Llcm;0WZ7cEcopfry!s$JM`<bE4?vMsX~WsLb@-i~N#c(x%AmeNoz3*eqiNLl
zyFrKPph$V9<GN>qa#9U@xvd29zuMb<V*ucJ#~Qi8Rw@MN*WQx3Fe0XXd4L*Ej?DP+
zk}n$X3n+o6!hW)~sO<SPVHa&I)0lpJtv*I_7ZQokOXSG!Sd_~b>s(il`FQ&GuW3q!
z+#XubzA!Xj{|DqpEFwR7wb_l8h|K!`_(XRkKuRBtZmy$O03P<&vK9TT_37o+&|3}1
zuO9E`)y(JnmOuM><+S&-Be!J#Dms8Mo%s1J{>QYm8hME?qzUn}a)NbjJZC*TjC2}M
zqYj$^MhJK_e2bLiJp_+Fhgr93)b~EoCqf@CI;hp<V3U;9JzVi*U+dKipA0eKHPxO4
zYR2T#Ikz_Clw8BjOnaAV1$<X6ea?$-3@gEvQTOk28J*VgUHX_vc(v8}<^1xFn|<{5
zEy3Q1^x#i@dlE8)SDx+@ot+_A`p6D7DFgx`G!7cRyf`ypyFZYC=*PpJuPaYx^j3uK
zEMrf9`lW{~yMm9f&Pg_|kJ793Z!+4A&iUCJRP_{}l|CyUM4c+mQf~?OMzA*+A*=O`
z8DUMbC{K9h)t|k*aUDf|JA^o|kfxn^S;fZWq)FZDnHfrqT=3IS`7sLeR=|%lz`~6;
zf4hubC$epp+mdT?bFbbpDaTReRxItgv`kZ3*46zdZAVV{ms6H&Y)@CWS$_oV?{Mx2
zX_EVFFkxTl>0f=+jOAL{i?NcRGdfC}%?*B=JfWgz>aITE4{g5qG|g9Hdr}4d82I~E
z1n3=HFOo?unf%ruFHQK;(Ja+0g;!t#DR{cvC?Dj^-%>h7dY&GpC_e2Qg$S-)!x>S#
z4X=vX%zr13`uK}cquoRy^Zd(%$=|SF-XNY{3wBn@!$w1iDmBmUG~w+fWvkj92Y@-E
zf0vc>_a5OLZ594_9lxFFHCt502NBJ6gmxw|S$TGP4^_x-EjAuiDbSL7jb0ff`{h)&
zA(!@|Z@~`li|>8j%m}Dkinn?ZdW%V?4R^FI-@v1>>fK9hFmUK|Q)1i(yThFj`<Zje
zsBhUuBk`b(V0h;ZMEqcOv-7Bb`K-%&MCPMrLrIv{+gBb=q~;q;=8Jiy83cz7oUsW}
zwQkbRjdWBLY%tlfv8Ni_^}*;Pk$haupdSku%h9wn$bhR>z~sbUS)Al@yLRUUXtr95
zH<C6}t*X=2Uy()zPFdQHvnzWq-EYNoyuRg_nNbpNfQbmsY}`F;xJj1K$nRavg*2bC
z8~&s$G2GG~Z=qXSNUf5B!YS@2WT}n<JBK+I8eXrV-m-smS3BUmrGFe5@#(z%E||%?
z=cd1wsV)F1UWHT$Mya>5Y2A71@0zDU>hpYMtUB(+&wMYO9ManDwOe40@;n6ZBn|{E
z+y|8}P&@J3SLqA}N2y;NRDEHGzI_cFra?{*UCa&ZD)3hh?_*}hjrYeYM#<ki%Tv30
zOyK=xSN%)2tfeIiGZ(od_PV@r*M&OB9n3-cLzZLy6;R~vYw2G4G^RA(%S1rm_K95X
z1zZ`lpRaI@)mSRAG5cIyoNNJhNrKg(z@b;#28jq+lOdlXl6jU+J9X(;dyxV*2D<O<
z9DmcFOp+Qt<tpy!NsXOH7*odD2_&Gd7>7*6w5Q>d14LiGq)aG{%W#Yi2+MJS2@r+_
zQ;<VJOa8K~qAA%czz?-`egKuBM|0naAN_i%54d*GWN&QDfbVg_^bP^80#CEH;+X*I
zY*f)#KfWmvuHZu9ZYK3m4rj8KqtS0*s8<6<Y2THAdD%N-=JqUmtyQCSd<Bn3oZWjy
z;4Yr3*5%cCNNK(O$pXDWHzxWVEKS`PzP{g_sx1`p+}7RL0j<h?j;E}(+Wnzuf~~t?
z&7X+dcf|t`sl!TFdelYCelJgMcXdl6_;@=mA%oLYAuwj^D;B_l_TI3e05(>jPM((;
z8Wmr`t`lmD(6H^<@{Gd0<EfX5veSL?#V)b2)yH1FVpa+R{QWBzcS>SnA>bnqka+rZ
z4&{i)eTqX&l3!NF4hk%EzEDySitKwTm^{r*8Ff_u+AG<$q2j?ca@RLX*Wq)GmvnT8
zJwYfj$0kFmS2(<|mE*6e|Hpz5d(_7Rl;VyP?xDnKuKTO#^hd!`UD9$|e^YtPF0Gox
z3ymEJ&`XDBVaq-gcwGd*n$xpL3jUh5N`r=quNOa|czAfh!h9X4ig<Y&cjX5g;;kgI
z8#$0aR&JFM_Uj(ET$=p6BCa$iXv}Kk-F!SPV%Wi1kmHwpSKDzSqvgI6en!o!a6Bcy
z4W`Y<UAE3=+)5HIUH3H%!zzv5bm-($7k%p&=Ow0EVSCqfBpLMd%8_jC7MPG3S5eUL
zc)7tA;8r_1@jcmfSPAe&Z4_R3&x0y}+^JgYtzdjk+|?n-8jei&-4loR9AvjSxMUq8
zBa+J}mM(J);QY8K!W)H+We%8QY9A$5>P-*4x|iuV+$<Wnl_g?EUci@QBm*{tSiG{)
zo5Ej|oE5Z#5g__q{T+G&L|OWnxzy24B&x}1E+dd}{Fanm*Yt?1^-u#%U-Pm+S>4A6
zuI0QDtHfDNZ5_saLuj+pL`m2rbKgB_3tv39O$!-0=(0&zZ5};EnkHVk@9@P<V0-Ml
z>jsmo<$GJyN9q&#Bg9SA6Y3no`>gyTY*o{!aF1q~x6@N=JoFZngBdVRp8oE<Yrip)
zuYHwZ;5ZyY<8MQvQ{(?eGtTN~QZ_)+3_<R7&2C~+QV~<eo9DT5(G>&PH?o(0tJ+Sz
z8-<tN+9g--tARGj2jN;`<gPT_45;4yJ0W#?o_k?1hL1eFKg=_t1zyFDE**!@7<iZ2
zKCq(F)uY&RvgsPKG_ik=bF+k>8}7EI+WPw|{^odjDrd{@=dI`aeRhcY@)Ul1ZMrvT
z#&VFDED!LQu?%tFLj>}&UL@q^yM%nFH0QJPTghi!-nnpDEFt60Usy(S1vB;YO(d9N
zqIXC)bNNLtE_hnM7OiVorW_}TM1ji+HS9$=tcA`?awe93Eg9|!SH5H1P;P;KD9;7B
zMFKAU0O10(M5i)iybP4tQhQ4Sxs?HXe+io~E`1R>S4Pa=m6Vg)$=?3Zxk3QymJls^
zH112A7GKGIbqb&Doh6$j6|*%n^@aMBQ*2K3HhiWlGrDAAX)CBSa({vP>*X1Zd&eC*
z!KfH|)G9s$j0l>FX~&aK;QxU`w<A3F=8OQ-4zfHx%c}1jaDtan@Y}5e=J-)S_-LtB
zOv7XT&Lb6J<iU1t|KNZhATYDuYw6lVg@7Cu&`1<pbVmUmugkoamKN4CJxLhb0RHY$
zAonohHNGla1IL?7t5T!QW1B?`69oC#ld7GkWegLE*kTmxT$!{hKVd+jW&NV4hSyub
z+a>&s=V9o5d6$}{nJ-u>iF22_Y<v5)z3;_VWqU;*XR~rwSC`L0zo17y{{*n)zoVuG
z{R`gX54P&>0uod{Km*Z=+AJL(6c|JTuGiAvqd?^QvYFbureM&~aSAs^V}6y^j8l5l
zN22Ki9blY28*hNSY%A`FX}+Qg|G2M}8%;jD8%I%p_fX>R`(@7S+3goIkgjb{>`axq
z`ySgxdRw*`qh7aq(j2$?qqpz{SzL#WH`qFmO%K?D+3guN4hAJE0THP^NFzsqH1ce4
ziAp@S#(e;II*79V_Wk>2hVO25{a$Ki!<<iFuLTNR06hu&ooSe6tK7QH_!>Knm%3Io
z7Ot?A2%q-ha97q%21kw=Kl#)XGL(~-Z~od-eKKKhVimdqwoLp(uZmdG%RzA8gY?JM
zwA1s10s>Z!AL%!VtC>LC<pzJER9iDqn(gUuURPs5FlAhWXLlnKtV>2E{?5PEud|71
zyErxwN3G`qF7^r_s0xu6yW4J=vp!qpsFU`qash{FO(93uq&C3wrR}@<t9U$2tK*Ld
zlHN&k`+@j3ctD~-iG#c(GxxJp97YaUa3+&^{bZ`cQ9~P?)-_lxSx=*IIOx(^O)<o4
zQkY&S)SD`4;%yI?4?TmU({igLm=R&ZYl4Ubp7?bMz$dz8zc<%9hN@N0P|qzYDw+-;
zeZinXVPjVQ?2>k%CvLVaYuwc2=`-5ki$ASnDOa6sqwvZmBn{FaH`L{nCjXtLN%K14
z`=t5qEnss&V!qXP*gSg{1Q@o9(9#bOoR0SngYbbao9tful|P`btJL@31tkX;h@CCK
zDa;{(S)|x}hio${y)%BPm}`P%voi^?<~_Y0l|Jzq^G?{|M1NeD!N5AtOVTyjfh|TB
z6?omuKm>`CVrpA8xXzI4O%COIMiAlCYHY8y&e1TFgH1qT18Ra$KmwLyC<x9tzb#P9
ztZ+co>&0)Y1m$i127qEe>Z#2TZC7`<PTwG;WW)g9Eq*O3Mvf^ujMO)mKifUfk>e5;
z)o5`vo@2;}L39D<K|lxJH3dkwI>P5T`8SEz2jA$rCW1YljF>>HLV6WtZvP*E*Mr~x
z{7orFYq6peMjmIP5}Ao#wN|L@-`@)*fISu#y#z4CAwW%RUQP-<|I@8@<^rx_>ET~c
zkqF4#p0JTf3W>b=oi!^38Va@{vW?a4-Hm^#Zuz}w83~xxDUP(SjWxR2doW(5{jqJO
zP1@Jp-M%c3Yr=6tWyjv-jzfoi_k+sRS|Z!Z)TD6#!e2cTeGHX#X9g?%{>Jaq_v$R!
zTO7B$w-^t9!(BL6zc(d4w6^e13vY6%kWYHpfN<a_x!u%JRLq{4p6;OaR`AP<PGV`^
zFGGMRo#oLZsW0ZN!>J@CR+NKc2N4nz%=7N2UDOxMsQUp|_-b+&P42&J#qWe_TAy7>
zj2H{%6Nr=)?L;bq!nQFr!{34=nE^1d9)fLZiq{?g?n?nsRng+dNk_A<Q_-@IBx!pj
zKRnn0)X0sGp91c-t?Ur$kwO3C+9y8en`5PF@K`<$4wVJ=nJcJjqF$~fW-jUJ+5MTs
zjPWHq1}1JVfhCv)&B2vPuV`tv%uI{Xk@ZGMbYAd97^`rONO;EQ5AAjcXZqc9QQXSZ
zp{_0T`q#`I(;`o=H{+|fV@|0p%m%hb&i~~_Ep!%(5zUNi5S#<JZ%0XV46^|<^DKbr
z(dOOTr`Yp`5m9Fv)tn7ubGzlaQyBw=M~xZ%Tds>l)ind6&5J%nr*MT5HlyPZ$$&A$
z$ak)7N}|_a|Nqjh9=7TgKOiCbMWN;o_`NB_-c+I05`gA6(2Uga2x8m^)X_fMsk?h^
z8@pT$s?hw$0@L{qn{RSy-JItW^c<`*#<8Z)F%e96iWzCfM$w#WuyWM9Nmt#dd<gEO
zG=(pH!ZT3YnrC0xsttJAhCsP1zsuq`J0l-_&2WNR66g;d2E>kst;PmJ;ZfCs(GyKB
zh75&g-%2uLvlfg}(}peRQ63hYrpC6Onv?{Ld#9=?Cu+@d?`fAjfax13f1jjctmLP_
zB`~Z?osexQA|8M(cX6AV)OnTk=KeYK{;ZLx=1E=s^Gknug8>2hxxJ7&(Vg-yEsl@#
zy<*_AL_#bkVjNU6_x@Z((-ZugbgUgm+p9$IZq(6S%@U{EYX1A575A+7BR{yg>c4Az
zYmo2p<YJZuz8!}M><<&XPplGZ>A`1ej8lmmmJ0B5iY#Cs(E5nz+gjDc7Gni&`pRBB
zaAs;R)!=_TE}zJJ8ugwfcc3WHJz3gAKi%hgy4bQRN2k1&H%5BV9PYH-cx(D1s{5!g
z&K0JDtqZ8b#f>3fPRDGShh8l0lNMS;0yiy`9lwRnV&6^+yfuC9t?Mi9?#<Q;W7aXL
zm>t+!eRXe3KJh|5#lOAMDL8LSB3|FP_o^D#HD{tf=3b@1uCV#6b$9mj<`A^am{wbL
zJ0c~p@D$^DLbIm+{)cu^ag?iflvP_JT*~6Yb^hjbZFfU?hSp$5adJ5JiP4CLAgr<r
zEKekI|Kf70reosjx6VkbTOK)Qi!^GBkyBVpPtCt1_+G>DTH^ZKcm#i0U-HWSP4vGW
zv%5uL(CwW?=Sdlq7YMS-4({wOwA;E576{zAEh$ZG4&T)4@i^r8I(IZOL$*UrLYZat
zysTntW)evw$kjdm2MhvP3+rH>mku{M5S;kcqT9S;P(E6quHw;i2)mIr&9}+y(att>
zwfJB|l9P#&BA%pCsKNc<M)|bQr&?ff1b&h+C3a4^5FR<9IcpA>MRp^pM{A1>ITKYd
zF$vW<PbFB2Gb)YrY5UJ3XCDP)8YX3w46JYtSq@r{F@v8!Cks;VuuVw98){?i2)UQK
zIhuoC=IQDeQL#fj`4ty3RwB!>vEPk(0o&7Qw0Zl3A3jquY^&6;@xtt5`O*zA!T>24
zL1BhrB-Z6}*I-U*MI6Q3+NK1LUF@terhpV~zNw9y0xOtL)VMYF<I$`Z6-BYOdD)o2
z`=kQSIrD$!TrB_?oMT~6@*Xvp6)>@?a_!tDHlmOjW`KOL((p30#p97VL!AYDT0Kwq
z4t2g&Jq)il_yEkVODpfzw)8t-8j{R(+;~ED>mwt}{?nBy+M-)6B6ef6UEhOlgz6G-
z#nt!|uLm5Z)dhS8o(5(_Z|`Bl#9r@cOXS&WDl`D#EPxw<p<3<rw(gHxz)2Id^<rnZ
zjP#~y;bnVF?8Cp)`R_-5B6(?uDr{#T8_kp$H)-V(n}Gw6Tu1-c8MfZ`Z8hcPbgx|@
zL$|$Y^9S?=_@*QuU-5?CnWF7X66I+1Ei*x0uwX`}S+CU7W`b^i5PVKsM@W7%Evrsm
zKV@exitT}E?3vz9YO^&n=Z8dANGh!TnVpY%*408~UMz;F99AlUjgd*@%ll=X#oeWX
zWUJHSkHOsMBM2RCq?z`+7k4CP_EV*2>D)OB<CJO2BU;&Syb)ObKB<CLCv-zH>hK6(
zSsp7q%GLH&Q@i?o(%0I>2#c*GFht;!XW#@T1yJ7nsEtpt<;Q{J1aZctA0ja^16?;8
zVtnQvt_NJ`*dk?B)v=nZeLtB0)Dlxb+$FU;o;LEli+*`R4p_1`ns@ZsR{WOso;FuT
zw~H6(&;~q&2o(^%RD5KDFnSFA&DOI8^VO_UxQN3dfOCJs@tqL^UK`j4cd!qXb^7ks
z=4>2Cbyd?UTZ|=6eS8mbup#lGYBAVPAFNkiP3lD4BC>aHqE|*6h^fbv)gEHt&m9}|
z+<244LMHl8hmlZNRc8D8NKu)x4ApD~E+lHiG0A<dE9f$${m;cyDd}F3%BX?LJ*68K
zum1N2Fu@I0Ek(xQ-PP|ONs^8n+_QzLkf0vIt+)jtX$GMiz1I0fx+YiiRvV>j+tehl
z7hRiJ%P7)Y-T<$9<|huA0%bIK#Gf1vGrNvPiB9o2jApZA?3lWygt#F>?|sPRTX*pf
z*UpWmYcobkvp;w$=m2<V?CB?yoD-eb4ZiZ|MX(T&-`uW&zOS>)Za@2a*>>r98ZQW$
z*Co5sC`sP6Zw}AD8=yc}fUEU{PJ6;r1QqaX<judm!$R*}mA<=@xk34{K<)Gn#f0Ws
zg#J%_$Xd8s0`_IQWI*TZ4a5cjJ_IOcpNt}n6MQ90>ronA;J*-6AVI36hRtld3@&%u
zqYVwsU`0I>*butx9hgQq=uGnyso15-5G}n!QCOm6HUE{mR2H1rygN8<(Xuppk~O{l
z#Ux@CmQ6F*%S8)!hr;haZv_sSaW3EXXM7R5F{HiGXN}%9UT_^qe%4tUcvNM*YXW}`
zv;a#E?%#?hZQb1SCm&P0saQ2V;pLF?t&w~cOVUQcp5@4!b|~{8r_MJWJX;lPlSz5l
zedx3OulJ%0IH$fEqW7&DJlrq!4j=0*-nXBPEVRY1T4M%&8aW};u=`NC!xHoK@6Go~
z^e>*ju5;YZP&X58oiHTC0v}R_b}$pZ4hNOb0^>H79>z$VAHd!yvb-Q(#gw!G<$l=W
zB<okd-`An2&@V4y)6CWKZ2F-m&G1a5Z!$g@LFitPI&Bi(9r@C^W3MZ3p%?D9%4#NB
zJ`h~J^2%6!W9s!mpKm&^?+`K6I_98YC2M;xuW=3Zj^i@E{MhywX-E1!Z?kn|SG(C*
zv8BRhBCrWUIQ^6N3tMJF&Jy&Z6Oqq#X?{{<`gT|^h+dhde6Bb>1TPtV<Am;jpX(||
z!McJR4o82f$%NHTKZ08`3#24I3gmuK*yKL^Ht4b?K%uz}c!O167|OTUTD1v)Py5Gi
zB-n5jExV(n9%JJs%$$x?@L%o*ME$KFmTSsO^?l)fOOm{4eNCf0w|zn^f8;h0zbWg?
ziLzEVFY8qdtMu|6qyOOmQRusqy*|=#D;+kBn6xt)F9@QbG19_>n9<dL;QPBFDY0g6
zyFv^$@Zrp4|MrL9T4vKOMK3b_n!~-p1Ojux)eWW#FnPcElZ$G1%PD&I!H-UCh}lx`
z7md;{L6>q@OeEAbZqm5CpCx>U-bbEaY@Z7MM9-b_JvhGGeT?$E^rha9>+7wWn)P<9
zJnnm__wlVlB;Qb+#}R*?w_n?ddm7NYOGNkMdtCG1ld%)u!_JIH|3-KVMp({Ka*99J
z`Dk8tTvS#N#;YKEgO+m4k<sYzMV7>srR|!XsN6f+t+_JLdrSWKq;{>^ju`xX0Eo*X
z$JDmi<BEn9<EBHq?8<cwKjpX&pm5_9hj0#cu3Q4msNC^TdP03{#Qj{_xyg`3J5trS
zMdm$&qd_<N0>%N&fmOXeQqx$`dn8abt>a}=Hm%^2764h`5O@aPPnHZgFtqJT1<&@G
zr_q`_!*>~jowqj`e4I`NR>Aj>C`m90Rqy6JC**<GRXiCpoUedPCJ`bXdcc*aZ$h;m
za9E`2+%Z5z7pig3oWITuAQc%qhu}+RT#Q^v4}B5i{W#rzscKu)uhA|$lO*GpAgtiJ
zdqX<vSwMoh-QQ_BPo>NYiDs|^6h@As7yBGIFmwDM7cjyk5O^<)#Helm=mvQCxkxmv
zAQWx(%adE|A%r}3mWpIo^g||pO>EEb(EDdMT2uh%FW=d#z1}@l^u#$IS}WoBjd_WO
zjWp(5YKt<^$%4?tY71tlSZe_5n8Sv>uXx*Y<yHE7^p0cehbstoZe&9)8fB@%2Uj0g
zCXw`;`>5v_Y`Wkc)ZFm)8kOYo$B&8F5>)F>dbAvwrfZ>u(r*!hn(4VRIQU9pDK)R~
z*J!}!^*~!_hDagu_MRSknGEc$IYsy8tlta79pBd|-hq+e^FUFJc5S|;8ccT+=NeT}
z`+6pSMBc^!O|qGt<mf~WW+XnUoUp&vn}kz9`iz<N2=#2$r}$b>tShO>mCiQH7{SUi
ze+uIePGMh4urLl!a87bTkIEKZ+qJg`@<+Z8=1oN_0UUSkELl^-=EO$*JqQStuy-AQ
z7nkF+?lc}i!||`Bz%JSCq9N<c-7T4ma?0H9RUOR0(0E-P#fpIavp0%<H@Cl=aK#g2
z*}p2Xdf;(ytX)eyAd_Ahy-D|j)U!&;uXIJ~#_Zrm!zsG1)ngTz_bU4k0`q>D9U<)r
zcV3IM9(+20@f`@J)p7&zJWszMXYXm({Y?8N@JKqSv1Ehn*x`ryr6HcB^<!;Kas}qO
z-aR)$okP47`v$7!M@C+|Mtz9!FW<ZtEj!0=_-z-gnnS?t4#bs-!!A<95l}(~Ebm=b
zR<$3Ai}dCbiDTSkg3y|CKsy^$E|ru1A(HQCp9I{OJNkKe!o)dQcCR4>EgK|<fOaT}
zJ^C`MW9DV83}1aSt+&%R{YxiT6S+wa3AIUW6YlGV8jU>)id6PMP1=}{6r_iQ9d0y;
zCZjDnEGqN{G_qCL_`rUfdq=l@`+oTPyEir@SBR@I`t759hVHH2V<1sn4qX4)fb`c}
z=64blw`TB1V>4`QdBk7)tflVpk)wLz!EK1Fp{p|uPB&1YFWzmW9{Iw|1iv_;{{)Qa
zEQ&BrXc_y?OO;Y_R<@Vw>TNs05W+txN5ai7hqiM<B|H`i3`VEzX1Tk-1(G9T{NH!1
z+q1L|=Rc9q^56HieE$<6!q|blzzxkYAKdm!I`e9J??!HA$ocXeOO>5_@1h|IakB%}
zeJ}z&cnMjo?B27;pOFJY7*6)3P?hfQCGq6l=n+^5@>Cyz5%_l5879^!KV)a8kH!;|
zIl%6cBy6^>AhxORp~t`lK`z61QU#^%v*t?DW5F%csJ={Wh>+cHle_}!Dt`Yy4BOMx
zv^MTIN}5~{`n$OJbHMTyea7=Zf~5gp_4EFTe*Zn4v^mcc*fdp2UWtV)2e`tNY(NM2
zg#9|IzwcBU9agOCY&+dL0@q9H<JP>SUkn4%MC>H++KrH027aQZ*>L`Y3}cbUNSxDQ
zJz#wYe#VvyIal$qiR7E-A+a{hi^WdQUrp47iXWCA=5pnK<3nDwI&PGsL#t`OxJTh;
zDjrVS2qcX}v=%zPh<gVkx1(wDB0cT^)_&&m2eRec|BjqsV=~DNA5v)U8e)8oPX#~r
zplUG-bMNCTb)u?7Jg0b~6;`>?>|~qGw_s)4tvFy$UP+PO=9hYBnG7L94ThD*Mh~ki
zHjbPj^vFo?G0@*Zd;3c^Jhvbn!ZyFuDR|VwqE3#&?<g*PP&gBC)$ja~h5xX`F}70I
zOubm{C8<;Owapg_0WYjpOM{l9@7T+P4G;J{V^2OG;6b$Vr({M5EEpz+@m1wK6`Ty2
zsOG*1-?{&XXBb}W`=LEkJfK#Ly7F2HOa6TXPN95kPyRhlxm66?v(Xu7nP+B#$5@VW
zQ!pJQ&}{;xxG_zJd4Vb17N2|bOt{(1Tsm60$!~(}2<XC;+AlhjgkV`koM1Mr%<#jg
z=7#+^8(4Q--)C${(erd!MIEsR>wEefDvb)P18aOCK@lP!DV(1{0|I7RRO+M9=Ewrj
z2hIYXWwG__zrDH>|Auk$7d@!#o93HO!;tjYfVR62O9lDw`kBCdyl$<D{S4!Vf}pyC
zgs$n<8}K>d9FU{d7A~f+^@fTB{S}8@BsTf|{yscN$yk2-XZQ>SF#mN^JS&&~I4?@g
zbd_(i<f;;sq9u;YvwzV$Npj%Wr4{Fhfy;WiYu}Zqi_Fb6gg1!-jhHo^EFGtFrDf;q
zFhAMbGxF0!$r$hW9q&N{h{tu53@hLZlzvm`K;t}Pz$$Pq&{l~FyKB(zr;{`1c2YB~
zQ|FNNq4-vs8U*)4k&W$SK>q3lW;f}%9BPp(?TXOLqJc3?6n<ttu|N-Pu`0ZdCQ2p&
zJ(DIioX?UE)y#Ugw4ZYW5=_fz3}-P=+@laWKF!QOy;?X7se<?Xf!9E#0zgEX@;V9{
z_#2p2LiY_4<q?Ue%~Sb_`pDD?C5=5&58*@z;p;y=BR_gHrf&vW&|GTh^CUOnnpybV
z<P;c~s?yo=TA8}Oqwko&9n~W>(l5Y2OrJ=6>8`2$vPpSB6e9VXVJ!Z8%cFcNtSFVU
z>cflfpR%Ewv3dsO4-5XDO&#d*gTPl{i5!@L(R-Zy_?PFi6X7_z$ouBGd@V}%2OdEt
zS@>tkC{@JZKFF7>t-`X?Vwv8zo~@c&oNDEQtF7+uQvBb=M2m+C5+?<QQ|*H)HW`{X
zHD$;AR1ewsc@hqAA)ZR2CKMO-#EIKmiKO!P9Y1+i)cd{?!k_R^)By;@*i%E@l9L3d
zB{87$vlM|cPz{+d0LEr216i@Wi?*-wpjDa_#5wGHdOp$p{Po5TyDOK@JgCH^IB!~Z
z-d}Qpt=QeY=v1JrPknELlhq^wTe9)Ph;|3BOekgkn8avv@-bjJ&U3wUqeEe!S(oCn
zWLX3yz~mId=UC+arf~LA=K~<@tJ3|)#-;SzR%qAI&qV73xF8>75?6f@cDW6ITxcdC
zkUJw*p?u4GL6?^_d4D?df-ya#@T`lp-Vz@PRYtW-IC9FMo$MDL;F1@{wyWv$k0Gga
z77aL3^dD(UiJ&m@AP}5QURn70AIX3<R@=pXjcP6vzUNY>;h**@Ckrm*!W^zqimy08
zR%<4x#m>lRyS1}v)r!rQ9}^g*GSdm99N<7y$JcHY4+67)wP|D-@!0EQdhXW;<i9Gi
zM`EGE7U7EG+V6e9JhE7U)vc=MzM&Q1rP0&H8dLdvm$`lzcs-5VcQw{{06S@Ip4Z-I
zF=|n{_oKvQ_w!TXfcSjsz-{@@i)#;NEeh-bZ)#h@vH#wls`K5dwi9s)m9=~Zmt6=g
zaiihL7}wwZs06(~1$<i#ZTP0nEkxqHBrE$c!JYnziLH~#Yuw`94R9c~q(-RT(PvF_
z*xJ6Dq~NX6=1F(UcV4cQ>Y7+x_KhSCP7AZ96)?i?^JjSgiF5uBFqoe~Ux>#}4Ru!V
zcG0$9AVtHhAIoT*@%O@Q2qC@s{k&8r`AAWmDCqIKy59ll^H6`c@!84C4iSVgKm~ST
z;1<|R=>$t9Y7>{J*^*o}@$?JCsd<j~21HUmOf5!MC1x{&Mo3_ZY^0=Nhmu6KvukbQ
zrB%9gse?v@s(w}S0SMCsx;=NtDT-kEq3-zb;@yZpt5$@04iGwWSr9A;Efzz*g2h~n
zT>*{we0;&BJjfjC$L#C@Nk)9EY@^7`Ms6JjM?4#}H@yv(!&>|2iR~3*>4tjT9DD0G
zJCosxAc|kg^JzCEi%R1c@T10ymbOx<Fr1=dT*=V4{2Re6ZyD>+_uWnzl+BUq02z8&
z6u>0lUC|C7@bvm6kWZC}1pBeLX+#^DLEpu2hGIC?I3^ew;P;Ha&GdqaMOCN4X&Jnd
zwdT-k_>=$~N%b9v#Bu-mJ*#G}+O~$G#5`kw!?!_b)AGFH9S4A8>UZ%KbEGl*(g@Qz
zLw$u)V*t^pw&g`te~rfA8UZz8!9m64J*(~3JaYKHFgE~J)VH$ecSEw#cFqKTNdhoY
z2lcr-CeD0LiL;NS7~rqQH4w7=Xv2c}+OVhvrZ4m0QUYo8kykB<?Yl;dhenQ9ajFRE
zKnN?QjUO3ZJkM%(%H{J<(tI;Cpq_nimEQ97mw*%3T+aET#sCR=Bgnx<wCqVF+;ON*
zaeV3CGmEq{K@?YO*ne}a0E_Wx)q-!|4Z4hqANfY4p%9dw`<&q?awYCBc`3B9NOO-9
z@!cCpo{k4-^_sOlBDY&HT|TXynxh0Eq(g}@A6?pJWgbNGoqG24he<OjghdZmac*2*
zHZ}?G`?S_ap|>+T1b9iSk`;#+a@|1O#HlNh6%@K=KxpqJ8IB}MaC%Ts3DxgP*`m}K
zqPquT7RXn)^ed+P<(1s-I!A%;on?W<uuN#7^M=y+2>L!;f2bx}+Ha>03GJ9)|J1HP
zW=JAb?-zVHoO`eI9@Wx0HVYcwLdT<{{+U&1bdr4c9%xQmv^{cTpH&fd&%(naL^kaa
zB$N-N9sJhGFCe=a)$gl-+7t$_-6F32&FN*>&U8Rtk{jB@8<jOB=59NC(TgzSS0c{s
z*##EyhYFQA!iW9B7=iM{skD(v%>0|=LIP(lw!@|1ovqw{J@LY}=Z|)C<FDMFa5rHI
zun;sj7-RuV<n`SOXo)RM&hn;q4zN96JXf*(h0vHy2(s9dcwFw^J)pi&)R@FPJ0sp1
z@U&*lDWO~H+Ez}Z1{bp}a^%C*<-sSTO*Z(ilXE_PC8fo4h-98p1yiKAoT9DYVW5uB
z*)CpysA(pVUUHc0>9nx#!O<8>Tp4Ynr~+%*^v~9%Th$yw_n@`B{5Z+gyAR}<RA?7)
z3F+t7SMIUIFh(ZSv)A~(BH{vQ34zUQM*#Kr{(M}twXJ$LNL{*q#N2k{O@P<)jr;=2
zYKnYD8_6wH{T%|xJok}-Qf`5KwVc=eILers5T)kvY4Ms+LEu-JuWrLcVMmhBzGb2Z
zN&|0Hx*oQtaN5S<B@;G^*lpAHeHE?TC4I0Dkd0gg!Hv~F8k%L5CRHXBf|?>#$uBK)
z+c-vl)j8&j39!gA4Ol+~!#LYX`x8!)-VEbx-5VHr#=yqdo1f}~g(nPD&9m?uBS%*-
zPjcNmP6s#T4m{m*Uf&~GLF1wU0V7`xOBKb@Bk*F$5;b{NeineP>{%Hg*7JkN1T+CS
zi^g4@TRf%mOEd2tg0?O-m5F$Fr-VyFJ*6gYmnybaGgZphYVTEDo3YM97`dT_;oYcI
zqz`Z1H{Z4~>U1=A-(kD%8NxSTEg5j;YC9rdocC$e`Yk{>;Bcu&|6h<V<3`Z)#uLl;
z)m+TJKCv86_>pk*d92o(${++Af=dUbN${B?TTe~LeYyK-Cf_rP)jV?dL1UxvRR~nS
z;h^gJo(I+vk;}Z&Kd8`r(_y#DW{ft0kJrnTn+)aLzTbd2v#vUQCsC89lEaRI3QGCx
z-RRj`Ilrj~KvKJj#)9_D{t|Wcv0#B?DUhi|rS2shYiHckdL*FV2^XmL(1ipN5|c0(
z9o*drX2b0MS@ABKnn8%-)#{=Zuz8%grb-^kl+A&VkmL$j%>K3^$I8HoSM6+Dj?#pO
zV_C|rY7h>95Z2^a<SkSxsz5~v+1*Uy+PuFEsLSNpi}GtL0&{18jdiTKuYT%UH3|`f
zsbt7ho~E*it=YymG>vh#1IZZpgw#L^co%k)Po1|vOK375hioR2ljUyp?LZy~a>*Hw
zP=Ix0-2<np7ZxqgHYZlF9{WppbosFo%*7NESoP@>Yh(uN*dHVJ+LkLf6GwZj{`HLH
z%i{*bUE3Zj6Js>AlO+a@lf85<A?%J`znBw2>)Ng*th-8|81h0Zc1y{kKmoL2hgQn@
zoN?MNt)(r|+UiNjh^J2cIqCj~Z^qMdhlO&$`Np6z`|(-RAFJUt7sGcefd%${S_R4`
zci-+5wQFuW!fd-`KH&5zVq@wjGNanO`Iw4jbp`+rSr}jfl!ydWTU3fO2<b%5@&b9|
zu+#w(vWlM>*#3IOA}~C`HSqcS-9*m->ysb!UrBZ-iU5K-#_8#M2(k>WAqYqa9he6@
zyl&F1ZQKWX+70l_{ZBU_FY<YP<OL%?=a@q;f}uc<job)!AL9@ZQ3Uwue`d~`(u*}9
z{Au0aIheZtS?u!JEH31GJ;}{)J0i`Q*oS)lj#cb&dD`NhRU%3|{McSg4FoLEXuss7
zy>~L-HZnG<?XGa$7#XE_P4{lh`_@$7SFD@swu7@eSzK*MhwHG{JgwP7a&+Rt5y;fi
zMh9r?9cS%MoJ||zfz2#ewtB-U*6NLq{?0J55e5XS^ZkU9j`+j%y$fTCfL2ZSqyv*k
ziiwhJ;AH(isr~1X%i~5IZ;mOU^8nC!8as#vwx@H67I;KI0LqRH1jSC9u1wfVkZ?sY
z1aB*s!h}eF+VxUM1Zho9CX6Z+Eb+wC!X;HYm-Op}_FlGqmwx~9GS@=YlTb&M0S+gG
z^TY<Eip|<*&G%<8%l01mykdsG4gdz#7w11*dFQPo=K-fE2|t!rXrX)OmWKOe8%OOJ
z$T9s@=9nX})89}LuL=<4cFM`=T{B?#blmvr*~R=qZ#dsOLtuJdMdx*$l3)Vc5Ac>=
zB>AmjUS<ATDCnq$?J4a^tRofzS;?-281UIZ_^YJxS7$P?!XQEF@0x-yMmCFqmZg}i
z$lfe`Jc&MxZ((7v6;K6{0Mq%&5tk9BfGRglGlw@5jA7A#%5f$?>y#yzdi^s-g&=IQ
zM03EjR)jVoj(uM8^^MNjMQ5+ygLJ44R|97}|EF<~1+s+}dLSq&M^X=>I~$vKB7x1~
z=JpRhN(*|WU6^gu>={putTKBGa`FnqeUF(bsl?vApzGh#DnGqCx?;-Q-mNt6D)FAB
zu*+Dyb?S|OdV0&^XQUgC-~dUn+Y-fJwR}~o?4(wED9+Q%^gGQ<nxOfYuuS96{!aqM
zKE6GqrLCr;Py5e2YxT#KG@0=en{LVd`~3U45SiPOVGOsRV}rr)@bK9FOc}Y%WY|>w
z3!XDUN*#CGH-#wIWJ&;8P5yjn@)D==0h^ay!Ikd5bu_bMC%Zv6Nz^pIvc?v6kmNd|
z&ujYHk(`Vs$t^TH+LV+z=+%xb$j@g<d%xYjchGRr&o#RPn?gu_bQz`?J;BI-{EgM{
z-S)XO<T@2*E$l}V&($ho?z8a&=9QgKeOv1N(bRFW?HuV|)oJvUtE<Q1`s));m37lJ
z{>^IbG}C%Lf3mMUg(z1U4Z&t~%?Ld_STY1ldw(z^tutz;{+1*cS559%-hK`kh5ux$
z>fO>TW(ckFFGt46WLAbe6k4t<;@WQAYnCI`{^0()EDp<rmano%b2PybcCD<ch`?nj
zw4919{ARbiKR!~J!Kv-*uKh9<XuOVFd^SvxY3yCUejkM&<ZUmEWb6rBYCY!R{9f|H
z#0vQ5-mTZztmHd-?y%oWf8@iB54@O~&Pp|THmB?Arv)l(w}ybVQ~Z;CqrgSu*YM8l
zsc*hu#pgSyFzkhyNLH^H_noLt{j}Q5QQ&41W&?F`ehy+xS2(2`$8f%4;KzXU0ZB6u
zUZUJO@5|4=65!v0UPu|_xk%+d^4+1<)3wo)&}%jLRbF)srN^+m#>@p(JTC?_#4k)h
zmf`rH{qCPo!Ve&(=H$P-k>{ZJ5@gm9v{l8FcVa;1>tHmT1pXpJ$l8I1^0swurfR&1
z-3Pk-s4u-#)2TY&ynz-AmCQEzaDW98EXz+1)@Zz1&UxHu-X(X6=E0ssvBBM?8bC^B
zc^j)0kmyZizIi~1t_2()HE_htQF283DTRGpdzbkZ;LI;B;@<3t80MKb$T@LL=lGsA
z05k~TXGv8?JU$4A2ECp`wPVZOx7@YvY0Dl4{pEA;@i6s7C5o}Pz{(CJ{Ixfs5$%g{
z5t*s<axX!wt=&UNw0c+_xL34Ys>kP)P2$%v_)tC|M`f^hY3`A=@9wFxwn|gW6q}U#
z^p>UCTptJ9>gHTlyF5t2rZhOHIJ_KWC@IeT3|vx>^xU@uw+sksGwfES2j;Fka6A?)
zE(%A!7?$d7MvkQJDwUzF#BTsh6joOs@wh_A^@Qq|JvK%qfIakSf*JOK)BYtANpp?q
z28MzG%z$fsUrlF6!yzAt=SwoIry%A+7@K2}{}B0!*9X`j7cG2iG{BTujzsIe%k5^P
z-q}Q_e@K`iP~Oyc9AnxtJq(BQWAu_Q9b7?XX<ehV?egPd|K^VBXzKU`D+KuYI0!VP
zCnmgtsaOTy!WTeXn+{m$3m(GYBySu&_VdrLiHQt+l7~AZDzi_vsUHCNqEObs_NQjC
zb`u}ZXaH+@`WL;Y`0DDMk-d1tW<K_2fDVb}HMj(XEZ}Y)HYq`ahI1L=I6q36(RXMh
zcFBPX*ce)z`Pl$5W!bPPA+Iz@@oTQzuvb0SBcFqPT(t0W`glUkGX7IbR45t<XQJQ^
z=I2Ow^2oxDcJ1WDa<mWO%LhDt$U=##8?tx!uciso=&?$p-gMgx(3NTWA6?)D78U^k
zV%M+<JvLa7)^NUF#_n{frqK|s%xvmdJuu23nx!9h@?)G7d2Y4&|1q<j;kF(0Q9Xaa
z8o&e4_6z;yB|<b}LyJL3E@Oi@d0V&eGC&XkO+JEx%8e#Nv{HT7RM6@-wrMon=6^|T
zJM&^=UK>ab4H2tf8X=5wI>;LIBcnA(4`8qlZ*TfCDt{p65C;lswnPdMBJ2=IaKV_Q
z?RsC(<(K}Ezh)YjPZ<|(M-1SVQ9!MGv{y*tT`$2Fe5C|SsQAxw2tLzL;ACS?i6yj0
z-%i|;JA#UDFYm4I8M9d;X-QUihzf1x0g9hYXaS2RZax~&(4Gaa=A9@;F0PS1GBIkq
zK1F6uSH;ETHH-z01qz$Q1K5wwJhIw7Vh&eritBz1sK1Y(08)95zY}2Lf^x>7PLBsD
z+bkboChHO#`5-^%zg5)!S015a5ONa|=zzM?-t^bWYX9?OBb`QpTJW<gg)E53G_)hU
zb;Dhc-R98C050{r0&%2LYTG{W%lpDOZ|=Xn0U>lzUik85P@c?~MyMV|W&6GJUMY=Q
zu}tf$BU`-*km@8@n8FCe9RwZs%SJ~G-O8Dylv>tGRW;JE8=P#mszAKTNHflTwoe29
zv+r3^SEWLxxb0fe^Y2NnWO@>YFeBf6c^NPQVFmhD#t|!`y@l;unMB9!glrI)L;DJW
zkG_3V0Cru9`(4Vj{Rg(Y5<8Sy@{MIGm;j1)f+@`yw>EK4?9!n(A_bi2x*qTs=KD_L
z_aZ0wPGrUhzNqU3wU`3=)YACacG*CqRUqgk&sM|8z5-Ezohl<EFc5vP=3Xi%wd*<F
zy}p`X(QnOtIDcc;Sfot)$Vp2L1mPU0K#g0}XI(iENhs0UU0kTklt)5s)`}?iR(F%b
zqFnWM%5m@xPraJ|1z<{UfI$+{?ek{5FCFU<Km#aqg>eEqwKyd*pJy~L&!??zf<vWE
zW%`hSX&Z~8fN?#np5Xj{U<qLq*pj-WMIyQKL%vZ(CpWav0U^2T+eumOh;Ms{(C||+
zX|H>c@}{;9`hND2TiNgm0N~pk8(dFT{>3yj#lh{O>XKt!mSHpC5Gk=XZ3bw#P>?KD
zKGEmABrKEm^-ln8sq?}tEV~EPkJf>Yf;M6+9=PbMVqiz#JwSh7T7Y``O+jS4JbPnz
zE-dm`D;N0Ph1q&E8y~7;*`_BXY78j6(%o%D3-`!DK5uRfMyV`PKdv-KLl9kZLK^{&
zMV{0sWpy{#k6|4|=i(A5ozS-fmxb(hLIsp%NTO=0!Idu{Gd<TeZ^0;qnQr{V(;FFM
z4sCP|`3Jj`0M$HH<&a$G@UdO=3v|Qfv>lk4wwwR2xv!3ja{d0rRy>LUq9~yrK|nyH
zK|n-6T56D1k?zg`3=EJ#ly0SC2<b+YE{UNTO1c?fXzqT&bAI0&f8D$8y4SVNa*oUl
z@B6&Zv*WWr`?ERkQ>~5PbMK@ws*o+s=30=J{eS~7dUJDR4|6($f@S>e#mcgn-JXY!
zheDlLe`v>^nR%V6E$p|kbM4o_w|mah7m~8OniTk&f+HKZW-IwNbM(X5uw<||@6*0e
z;MEzrYE=2$ou?=}bwW{zc^4o#Ug<+L0fl%Ps9-z@UDd4}8S<yWl}aY_b4#v7`7RP{
zcoA~@Q?QcZ7NgITe&*%ONAoDmyErp3vZ{*;BtSnSe0f+wxg*X-v3L3)j3i@0uQ5+9
z$N{lNnb5Bh!0(j5TxADPsgzR@xlvuhTu82M%4y2LuDu9O88AId?sQdk@-Fe++|6ec
zjB=tyvCMozRUKd8@Lu@(HSX!IU#QMG-rR+<RsuGzTmB|1(WG)tlgVsLCUiT0*;Qk*
zBueszrx!U?=uyT#k5eLaW;z6<^Y-~?%7Eiq=3>3$BA6kC-`lz?&xYf|s-%624r83;
zGa~Rx*H~zneaf_%7~j3?eh63|fYxi9BjckrCaicQ(TY8L(K8FWUk1YGjj*Tiwou1|
zibO{?V&-2*tUYJM;wA?WGRc?)Iirj@;m)-En9+B#KkU6GsP*!yes|M}%mR=ppqT&;
zEcsn6qx#(ZoRL~6H9Ma~v$VA00HF;zHaz=VJ{%0HW!k8PR9xwno=XX1=;UPDp9Z!f
ziK8U<*3>rMScGkb+$QQQy}4GIm|9-h9r7Q|Y92P=>rb;5!m<i?_sds$;lRg|)1Eim
zv+7_Yk@7V5q1FGY)vTNk>YWBXcU5}`5oH1`g3x2b`Bfqw3DM|GDaMZwt*+jr=TEM1
z@jF4_sh|CV;7|7wp`c{Il&8MTO!TZ<<ZkykImH|!_jUh6l{b#Tho;78E_uEGV_~{`
zYHBi(FcU09g%f5bprd#iKwZRV+{-c9>(=nQCiyD#MB!JhLr5*}Px&beia$+Rw=}FN
zH5#?>>Ki}X#4gzxPYk10_9BR(6atH)@=S<u8t*{R<-0E-e!N++JW4DI$RfVmgJa6O
z0d_Q4bd0S`UoWyKM8adL?wF*nzUCT`-s9-vUbGwi4iTQ49*?cflN9s&Y?7@?C^S}J
zt2GV_&Zyn1K>dQnZTdDT4V1%_$wdf_m(Nv-NlaFm%kE!<1yY?(DBu#}7y6~mA?rL!
zx;wC7Iljlt<HAjzl<wPyU=5&D5grGTRI?y;j>?Ly-sYR+FwMCia4-{TGPz<~lw#BJ
zA{;eJ_{`0ByRDPfZ@d^OLP_ryJW$`2e9+JYptJII?jGa$X111N%z67UR`^xeI+z~<
zaXB1Y09wU$5ZOx(GQ%;wcjje`=nlPLwm8*7uonlbqU5WlQo0F`YS-$<S+2{HfDe|?
z9>1Hr;Ng#c1$4}(Q4XBY5}P*L4wPVd1nKnncwU!CLQ)nt^0#~vu5Sz*(<~U#Uij1t
zK=QG_;k=sGuEcq}e-Sma$SQ>1`sx7&e(}O#t0V=9$^Ol_)`PXvenRUd+2{h>S#QN~
zHcA8DJH3+(EDbq5(%iJarp%7v(yWsEVWWXjd{%ig{5!zxdtoy*UEWtL?kl}7ERAKx
z>W{c0p+IB3qZn+YGw1vS8L28@*U3uaEdN4xug}3Myg8K>_o|fad>sB}3Kbe*4o~}=
z6Cr;upET^!E*w8OS?u;gS3p&Ax8x_$K}aTmt%B2R5=G5)YoENyi#{wql>b#a%DK=m
zVao7vknN4i&$9<$9sIz93aU(Px0Po?Zof7iXR$*Q=p>Oo_v>NKIkaaosZ^gc#8~@u
zlePy>$X5mORn&P1@MWW_;Kn`9JRPM*-=|s?W{iI`A6zT2v8dbH>mXUVPRf8#h`*Se
z-`n&~KW>vieQ@uTxJly|&`&;PcPq*3IQ67dJK41-i+J^4hiz++^5ax1gholDOPI9K
z;d+5WccsS>oe(p47eLw7Xy+eeguujI^;%3UC&;xzCrXvI#WDdq^RWDt_{z3<yw!>F
z7-m+JaXX<bdx*o+Ti-}>%Ee9HbC0lKDReL<qZ6ucKYFqH?|IZe_iuv-Oc0r+y2Al>
z@KtPK>x4tBHj(zTgKaRR5KrN6nF8{AS*Y1xX+J#oOYsQ+*<%<B0l?65@lS@*9gvB4
zL*e5p_?8#)Qa^T>EB{`@gmCiH3Np!-2;5r2oJLs1is;>3MPF45)|&l9nfJ(7`3&D$
zw%naIQn8?~nyv3>My>te!7Q{4iBDqG6ph9AYUwHT^M-~N!oKe@tu@y3Pw9cdqnO9`
zmLGgt`1|skGg)1~FRYkF^$r@v7DVQD7<)r0F9ZrS6)GcgrNuFg8%Hs-yrB-ZBb20i
zJS#PiJ`~h38})v_->6+wzZa|x{tf1fCa$uz6&U7+i6oM&h>JOM;!|rZL`RXrC$2De
zG58e8g>EX=j8S8u+u{Y~(WO}5sIu-ohW#KQ%oQ{PjUWF6&Ikq;Vt3ANaeXEDEYu)w
z%uhrMON;JmvCmJWO2j4+Uz_4v_V|`MX}wrk7tFpJ4Ts>jOWW4y4TJPC|E~&AUf?g>
zhJEwk9fn8Rp~2sn`@|KE^}yw+dz1Gju=z9H#TaO7TO~5wI$q)q`{!OPz@me_S=t*z
z(n$G$B!zVQRDT`CGgv6U7%KxEd<#;FnSDG|FQ7grD0&kpgH#a|U|IptqzKI4XZ$dM
zZT_CO#^p{BkU!6|q#d2o%cBShzWyOdUIR4c3-v<%S4PS+0f@UyKR+QX$}~Tbk+yHb
zXlvM7K2Y?|?$LgjfWi1(Me!y}*j}M8$BWfx>QYTLIL>RzwyB(JY^`=|(k+Xny4rbA
z!)+B14wND#CpD)3IaSyMsMo)wsl5wYnYGoysVTX3Tuv~W^KQ>Y`WI3wW#G=D<gR1J
zsAb8*{U|=ei^fy$vp5U;#0K;Vj%6E9i|q3qM!@--i3P<MxlDijluCA*o)%1yhmJGl
zWF%W`Jo;dDE*o)_x_>!mL|(b5Drrh{u43L1<pU-RVZk15PP2$>wAt=IF?T@fy>ClS
z#6gWl_|;5f)M(YIMW|<P3ARpmJ|t+{yW(5eM^QedMW$h=FZllnkHB(#&$<cZ-GGFU
zKo^aD6I6X0Aeh0QU~XL13s<8k2$-g=98MU<v^9F#PH$5@IpU&8&Pl1h(8A~5`*9~9
z<n31~*CAT~5Rxg%9r^rge&0`XYmcND^V*)TAD+w+X%#UzdIhKycDi{VNP8zsPV0;!
z4q6goPhOOKfS0S-v8Cb@D7ThW!qfzm^BUkjcm*f5;%L!V^;S<`>CIK%a1b_X<H6kZ
zzMgewd-hb3ui;!3lpB!(*8#YM<*(9E{jhz&1zgY+u>(-QluDbg7wFlZ^Kz0H$QKXY
zrL7*NHdE)3+*ZdCfY568r)&$mbIO3J#$0O#D*8If*}omNT5_)%0An(|AeeVD*&xnD
z=M&U^tAP>xw#*-2(ro1<QJ-)+G{^a^J+*bm8eG6N3V0kj6RnE!(%41rws#PWcn_7q
zSMVN-kdV%6P7QXjRm)xOc>;NMb$HK#|KucB{6Xyx#w6N{y^Ra_%uKH3Wi1IQ*OD0|
z7~wheT5&EyL3dn^V9YeGZ6`$eb5x&Y;O4K>(;{c(fKK{=Lcx8P52&Xdhe*rt-4v&q
zutZ|Npq)|JQDawI927Lm`J|2L`tN8>*&7UY`SrI>i^d+=wR?bXxeQGg+&y|Z4p*4k
z0s7u6!+5-_*49_1C0vb#_#v+!t&+G#>XZxjnS5)00@p0vxfSya-$LegRkmzkwK!%)
z=^ST<7G2rKniJpt13|8&r|>~f=C=y&jd;8BxI8_oalp!zeOdD!=Ar50I7zQ)@M}}K
z#Mv5#VGT;QDu>cb2V!Xd>1^=BP{bq(A;o-Rc89aYd7rvEWq-*#uw@=;-6`B$!stJT
z)zG@N-TRw5!lc)!d9S%4YG&SGk7!$tIxMar_=ljLCC!$T{A=JB*CR)`gXo@EPJeT>
z&Xm0btb<nTw5s&UT?1*nLQuWRQ{2SwN)6@5!>2cR;jM!ZiQ#lB!xW8P;QGd8J7na^
z_S+k%8`lw_$iFzoJ>bojte4j*xQfLL&g}$6BZXh%PYl7A|I1k}DCymV$9V113k7AD
zmN)=`m{6%zKs5(6`pdLg>n!cV+84tT&?@H4vgRaV0*0nX4$A3k>tU}p2=K`>03N7V
z5bhcg)!iMwx_I<(r6tK-%Hi#Whe~rv(A7yIZ29<=-ol3)^6mpJL3I0_4v{YRnDegu
zHPsB~!vh?%a*1_{SeboZ8@<JK6KHfufjf8-7U~n*izi~~SU%?|QMuT864`KAtr2Cr
z+P^e!)9i(1BpQ&K;`qO*LXi<kE0cgxZ7Z8l6>bEdFAH|mX=+K)xf$e;{lIy5ymk55
z%RunV>G#gYI|NzazHfbs-a?ucpi@H(r!FL7y(#o)W;K3FSDr^}AnyISk!QSZ$lfgM
zXYJ<}l`=nrAdCZ3Euy_C+tp-%yBRZV9L(~(K~qxlTsmhLF|5j9wp282C%N2-vJUP6
zH{<Wqu)sf8*ED>ZTfcAIDrjk1e-M01-x1tK%$~&|{socS))l8l7e?e#PQhYC(3bkI
znq`F2q)UJ9JJg=ygz%Ot)S#qtx=Davbjn(K@G<Z-DmN;1Q&uE=p#>rXS|A*t1>%%T
z%E~xAmFR15UinA8F1QX&Mzi3ZVbwnhgXt?TaFW<%)mm|_ERLDqmT{gJNy^SwcQe)R
zf3RYr()<rx8V$*MvR|IG`lg%bSLqeSVLP!RYo{W(zVNzR{WER}>BeZq?eawcgwl0b
zsPPIc!uGbP!D~whPkH=Hh4DHRyGeLy;9h+GM9ll$qf{+|qM0pQl;C);{+*QoY|+?d
z^B1}W1m7`gt;eInbDug^0-(VOXYW!Rn*YQmU>96Di83aUqA8+U>FTl0*jDM-#EU*P
zzzhfYL4@nFbe=n%9St?Fy<-t)$8TzMiIlstEz*)-VsPh0%elM+DR-n4h4{m9bLhA6
zu&{g8JN+%WMW?5*lqzlmB@91({T$z7qV1pN+EF-YVnr!EFGyFi`zT<Hx+F8K8zj9e
zvI&p;gtqMs0t9*B?Q$Q=Zze+p6p9o*Uka((ya5&`q5EqIvzo6_xFX2N_~>s*Z*4zq
z+H2Hlp(OFO^+FRB;&5i1OcP+g9|xW)FVC?&scC)G%|fIAw~_sDq~RchaKEziY?~<+
zM_7?1fuoamEBO;Gd%VHm*Cn858IH^qGdXF)1t39BxJ%28^j_mJ=c!3)`C~qF-O32N
z`3d~==~XVR!fnx{w#4$xAHA`iN2R5!A_#2`NbXMc_vSxr!bknbKMc<lNXOl<SSvc;
ze~A3@`50)3wL~3&B>TPW$29chT5(L<e31TKS2-sMEml>ChCfq|CP#NUECOV`$H{EM
z6KN&i<^s>yBAdQwa}OZ}p0gU9-=PSH<-keBX9evdCwCc2tbF|Qrc<Lf3Y#XSK6vN$
zyd{-h!F!phup^OHIMfQ2B@r;$ya%h^!R-uYA)_<Zclr8fhisd{E?~};ZAxlfh{7qw
z|NYb0aNHISO>ubgMdZxLd6eI5YTCJCw9P=_#hN28uTo8)6b{sZGnW*@fbeF2#R(#e
zxRK^5#(JIS+L@!#f#WoZUVad$AT@a_`@mw>S`#iFXDZ{g1gto*A$v&|&d`GoT~tt6
z@INZdQsCM<ILi77Un0LT81$*=_lL+d*_hC&j_lmBW`v{QF$KohpsDyfn<^TYdO=q1
zT^kqmAq_ydNUpspxE;Q7eX>J$3B$VPyIhr{h@Z>S=Hf@Mb5l16XALqTcK{|ZyZ~vm
zEUh>whQC-cJ7=QuHQg#3U>1^l4~*^oAVpD(k$a)bH}G(GlEF;Nx<{TPA1#WLT%yRj
z#k69$G~73J5iHHUpVx1D*)SC@zhIEwRQZf-OcHVIUz3;+#kXOH#z&y-3n$Y0?L>kd
zW?1(t#5;ev3%fwS=G{_qad>MYKdguTs`*E^wTgj=N6tykd5I|(RzC54h9BxVNxUt+
zb;>yzysHsWigsrsdkKR9+0S0|EcnKj@KY{)dGJ0JI37(6!<}1=c9FI$%i7WGqf1X<
zK?e=-Es;d2JekkurjN?iZUsRJPCyUe0<`6+f#k@t{X`q#xF)0{t(RI~CKQ46qScXm
zzyLCW=sV+DGY~Rmhz>q(>TGr2knRnPTn_h{q{v^}TFev38F_Mb{35)M^z6mTNevDy
zrY-}nlf_n{Q>71~9?rxax{KT*gEF&HA>n$`57`&GZ*yULutwQdyans0Gnr%j*etI)
z<^4%+n@@1P$!E^8gyXn3h<zote=}8*et-=#XuE{j(Lf+ed`s(n1e2%TiEk~AX@OGB
z)FsDsP?EV}PL=?*m}svva2ee>sJiud2s7$?IUj+(OA{R!;mI-T*_HD~4FZZj{4Yib
zyEl9;Gf{Wj^ojn{FroF<dwDT5BHRSF785k#8WgMB<|HHqI%yd0RcJ_>Gzo4JKujRJ
z(z}dnDUPXU>f>VJ(^ky|*5Dr7BYFycdlJRCbUg#=F-y-~7AQ{or({5g;?bsBlw?~i
zp}2YZVD;%Ssr1wSsA83&v{5$k=6$NNRXlR@a3aHdrW|4`UZFUe!=jDmgs4ISk`iwY
z<g&slhI>Nc3kcWDk^Y(rFN$NJ5U4M7tw0(p3h*py`VHgGTfOGyAzLu?2oA}sjc5H2
zSQJ`YcEa#>L_Yy;NgmtAL8S3ZSq$HTCrZa8fL7cwOtXt5mBkWfE}&k|>-G_7(NZfG
zTdypQM$UT^_?5%{<PY0uKSo+GH@e-oD$rrJA6HD8__)hzr}>t1xuQ@?_QUAjw+37Y
zf@jPPF~IU$HZ+)2w$5K*fxHMRS;Bvq%m}$9JSOAxhYRH76AopY5ilw|?)B@#T;_d`
z9r~=^?$JMfg<m447S>c>D*VmJH`ISrf~|db*1f^O9WF>YqNg!dK=>1DG4Ow&9W~&E
z)Xp6Bso78F)KYCC6pe1`TmvPQc}3$s)3Iz(E3+GLyX8hUP_<64c=Yt?7uJH`=Ri0_
z9@M222TIX7Ms4&gk2CIp%2*bL#{$0<?j{aWMyc~KRuomk!7L{GXqmjh{Q`5AVP|jb
zRrixsHI@fmR%bFx6XN2mFjw9b{L#Gt-3QYr_{iq<x68HjH`1%!9W6EmmKR%ns4i>=
z3~SDf&|aWmRvlMpg(__32@x934}t>LE87i0{`qE+!~N?_?<HIP#7o+(f0am?JY-@L
z00O{2bOuhI*<|*e3%M^^Bxupf@<QveAgUe*YU&SbYim0e$D`b}$%MBuHddw+nuT|f
zTj)A0PB!nq(=!*#EarQjf*H^_sWhF4>pvtHL~wspDnO+JBs;_}>q`TzjC3`s<;UF+
zG&$Fp8Dp+^&Z$!r6l3E?mAh`KO)kQZOmB!xgVzacFOj02cT+pT^@$fP^7CJQg4l3h
zc1qQn#$)q1HdfXSZ?;my93AJ$8}5(V9VfoLZT}*A482%Msb1`u=@Vo75yY6(9<?K&
zvbdekad@aKM;|)4({tr7WH)=NEuG0(zZ~GUVA7;>MmXBs@##nB8JF}{vcxxhkvSHH
z+*@|hcJ8-%26IN9Z)w}Gj>S)T>OENwvnXx({^}U+tJq1qxxV%M-nV45=4f{q#%_8s
z;*i<K*ezP39SHNlZyUw&$rl<G-z|MEo}ls@|Ls;-c#Oz1)ND4hw$YI|`Kmtixx6iR
z;!zXBv%UpZ++)@I3zn??q2kxlXgzjbtI#%SdG*@}Gb;7?RDO7J?BK^|uhx)6A-uG>
z^0U9Gp0hBT9j{2yw1z#$A9CaXYb}M{^7MmQYn_g5=AuRwr?Luys{O96dHV8>guDK`
z?kwG`oPf+3{|K4xS*_KkjHL=sjUAqZr~hh+1cyzX4Sdl8J6B^Mj1vSlX7#FVtgT=2
zvnKRtpNVP6a?%{?7Ca4?kYF(|)lB~IFT0I%r4iRc($5Sl_!nE(PV;Z{FKeag_UPpm
zFs*L;Ce19yr^js9MQ;8rOvvxW2>EJC@qLQPK5rT&d^QW~w(FjbBV)uS&)&VCjCQ29
z8F|v+3k;nh9-e7~9ciPy?K0!bs);A-%MG<7*(~IrJ$n|H$8cl)Q!|Z_>)MA;#WW^A
z-kdV-NDV2wDUukf)G8Gc>R#o$8UOp>jW=s$g8m`4XD#XXX)>Ug;$4ubGvs&3i(Fx8
zjS6o~yH$~)JhMJ`s`bSwd$L0TPySs8W7DwnOI83vV<#pijGg8{>SDN|;a!2ukK*&>
z4o6jKyh>U&=r$C!nra~wO+-l)8>ngtflY<L9F>vTr!JLZMr}jw(vXcNvg8RZO%Tf$
zzpZ>4dz{VuS4<#8r+$tOrTwCo+3>}IDqotL(_NQ*ukbxX%S%e~VaGK}oL3}O_c%bY
zIMY~07q*U?;O5lW1%`TGW&2HX2jOX}tGgCthZ<fWbS7Z%Abg|-AGDD4RBY3+poqm0
z`kz|q#WZBeJx=HYD(7$8QJWnr-9&i==3wv5w9M=Ip1eYMoFdBHN1U)(k1QG<K@*86
z$Kv@?JtFh&+P87#8`TG!6}p>GTsgT_RJVg|w81OJJM><P`i4zA+SB*^A(zb2y65Ij
z@{{-o1K0b(VS`T)L7o$31&r?{N!N*1Ex2rTPGHQ0gp@V}Y2=#j?PS?7?o+UnnLsjP
zV}zKO?9_gG<-^8mERjp31z2etx|1x<(N6u*J`fwwDN>u;WO<Ea1V;J=+563LqCual
zzwtLxYs5Cl?(&aRk8)F|Y5#UfLD^JSF+~(u-9k=K*g{y?bsuMyddCV+#*>%qLEF#}
zt@G`<WL#bl_580dqK~Ral|h2$BLly7-i2ND^HRqiTf{Q!V#0bGw;Q%CX2fsEBEg@%
zT~t%()T}`c))T{^V85v>?|y2s|9x$e{y5pjdnvgE{Q852ZH?1~c|BE!X~(L%gJ}^-
z9`AxAnx~g8&bB4^Dk>>qhac7lQkTsd){*PjHC+|$Dt*>2FZpW$P{LSVK}F{vXUdYq
z1Zng3pt)7`VIw0n589>=%mPob$(yOTpU2SV;8m_Imh?=W_I+GrFBiC!xHT7vqoy4y
zQ9l#Q)zIErs2Zv8%UQBN#lPd@k)sW=&qs3hm|W~Uxa+qL#aLNc74GhAVpq|`{_$o;
z<GZ_C1og~ko`?yD*$_RvQU>eWAMHB=oppT`SLBIyg>k?0s8CxB(?yeEBX0@@K=>vH
zq2!SGjqIk)ex<xDY^Pr2qHVfGxjm2*@k*%bA#NxwD2G37+vo_kaho5%ZJqJv!s5UB
zOo-VmD8?&k_5LO6>FGH&P*yh99F;EaLzM)=J9V|SnH%5|+lrkC?eL$?#wESVAUWl5
z#&+_+{FQ2AhavP}2ITwhTAaN+`wit48f|#rbmc}V1YubQzAJ+5pKrds{vW5?3h$EB
zd?CI4Hd=r5jl4a@&1Q`s>NogRf+jwt%{ry)SNHuMH(KAFQwb{JAlHy&eVm0x#PdX2
zUQ<ch|Hc07Kb#@&Kh97gCOZ0_`wk(B>uJT|(Xp{)xd?tLPQ#Bh?pszsQvDqsCERx~
zM$ev>wN=C0dS$d{wvKHz5oP_-nLFKNlw5DK*yew9hE9&@W124Zzm2yW+>@$u`Mey)
zH3B?jTTXsf@}DI%oN}Cfea$VMPxbFcS*V;gk*B?Ax#N1q`d=4;C|~W%VD0a@f1HQc
z>jEQHpT)e426l)F_x><I7PJ5A-cKkM?!TlPhPI^rmuIY??_vMtJ6_P4*nj!p%ASxf
z@;}!A_uc<TlC#ibvHx<9e6|1b|Jv8S&vYUAVoDfmWMX7gfLMtf(`TLst<C&Bb6=v*
z?Rkm+GJOAK1x@#VLUF<-%ZZ?`r>~Eyx5;|8eC6*OHyF9OQA5Tsv7m!8{QdfWzk>g@
zoPSicu01vX^yyRkS21s6C-b1r=@nEx$MxR<*w<R1&Dt+2a^s%^|37`tzovkXC-r}C
znUk0QtoXIl%>U<)MC^z+C0mD*ykHzibR|iCrnfH8?4X<p05xE0e-RQA@_ESzBFgDT
zZSj*$0`u)hC^e%YQvUCS8}G)~=tIm`yi&*qCL|y<G<j{!5tJU4^ZKm4QE8e+#0ATC
ze2EL99y?7`2c3LAHtuOS?Yr|bdO92iP1!E*&RQU9hm~w@Pq$~26k^_hOkfPFR^dcY
z*_PhVsLKMbJL}^N=th5Z2=Qn}HE6}#jri~+gM_1(kB<sgJ*OS?8cSAtOrYmS#@h!`
zB!u8v3XyNcCvcf`$PfqI%T{N)e-!hs*^G5%>f&M~$Zjw&Xt=*hD_)Xn4B>domt|#c
zZDX_2?7pLv*KZ%zlWhe0fj6gjfa)+4cG<T&CcSh+s%!(7-kxKk8W$V;xNI8K55Lgv
zu2pZqe2?JB^OjEQCw;8bistxBHs^|}BhK%HbxngfW)vdbn_{-Jrs+83$!|OHaV36m
zVd#f(e_>AP+VDx{!9y;wadDG1e%GgdeR<W|)`r!E(7&V5ZaS4rTq!{ghf~#QT<&Tp
ze&GUlojPDNCR+hkdY0zXHNo4)ZVp=R+bbQ%B6S6~7Je8Hl$NmQzM5}b17S4mNm7vF
zBkazCPM=S%Y4_LGRz*3bk65jujtvjxOAx^<j#O*RA{w%w-FjkaVqvw{Vmdy|{M%TC
z=DpjLgAJ8O2qL&*ZE?(%Bv8_n^FP&K@(i@lJDwdPloo*gAf!$KD?*KjFOM}vn4sTg
z2^k21D&z(*>GidOi-x_Jl^;J&lo#G^cW&@!R7xFxurNO6NvZt{R+%t@aR<@44i|wg
z4xTX^AGKIr;P(G2j6Oq6jRl28Ly*ivMK8YsaX~Rkt)Jx7_0YU@M_zEn9}%S{$VCbD
z7s0Rq3s=`-r%J1rrre-ZJP&hVMzpf@Wj#kg+n-=R*Vi2ybN0G;7q^gOiH`erPF{5M
zV7}5~t2CP$p)FeEkcFh=iG(`wDA%R;T$E!u&r9<RTVAdMGu~}GwO|b%>kJJkCex&o
z)k0l8l!u+Y1s?1?je{FFs%Ac$U^1b#a%Vxk=g%DlX?**CyyqRWaNXWm!SdBKHKkdG
zIqjkn<fx}}VS#(Os~+0@t~oo64(8h}+w7m;s&1VAO<A_)X}9IYoR(qt!EaDT*uV|?
z5ISZ-?Q<nfBd^Kb73SIC^YeKvV2c-T66eWUCw}yXH2FB`EWqRz^|I-PzTi&Zf?b0s
z^o4dSiI*H9VJp*}E^K96*7FHbZt6qmdysDub9>FRXo5mQCRtcnPY;*Tah_SMkUV?Q
zPKYp8zV(U2MnzfqInnabiSr&DHrcN0)=j>$Al8a?f&mHGm7|#QM2<5T?b2N4OFEq+
zg1rTfpMrT1*<&+2W$QluqVFFvtEOc)?SgH1G&xIlcfrGMQ)g!>DB72$)#ox#lQ0nB
ziz>|M@BIQX$mvzR`oL~j3)|%8kXOgZa?N+Ab#|RAI@>@pR--ZIgNy;yp^LnhbT1U%
zRvR=Jd}(i2p3X!h3v)iO`1|RSAGe}!PE>&FHFJ1P2*xgpYifqWH9U6T8llax8WBgd
zcz4!G9u>e~F%#+BT0QjUY@SW%eGkb|#ax_uLomBN8N;=ZyXFZo=KX~@p$k`{F8s`2
z8}`O(z8ei89!760XZ8e`sd}Q_-^y$p(gl^v>V9qe8JOR7a-+-R(eqY?Y-3!VF%0u*
zoEzem`_O-g#L`?QBVooTLh|8hgG)T-;ia2%0?Y%_YE6`fJH05FmtkUy+5s9R5?ydF
zGB17<FV!)3cv2Hy;EIhn*8T5raLm%6ej-Y$0cAbEqwiS6g2u8a(vgBP=iw06^VA!>
zLhqY%0)uSlx`=m!CivolfTEtQ#;Ds*Uk1o$ySC8UWPY)q?V;kgz1epD`B=`=V1oO%
zCo7OCzT#&M4|bvs5u=4zDut7nQahxvN<#*+dlfQ#e0)1wF^Px*)3D5aYu#VbA_*nx
z2XNyd29cRwtRXx@W3N6Mg^^VJe19JMyYu)?m`BlEVSO^`7R->a*`S_!&k&jTi$~=b
zt;-Di^vUlAUd)%`qjmHocM;Ka=3v2RKaa;(U#;_E%~Wp}8nf5}8D4V=b<Tk1#v^<-
zBDOGu0=0PKd<Hizr{Ep6D}BDc|B)jY6;#stgS_i&+!lCKw6KE6t*n^u#d*DD?qzmY
zo5=$XSUwxeN?dn&?nb*h*B_>2_g8M~p{otb0UWe)jm9n2wC;U#L-$%!)v~~N#w*63
z@B#ta_6<?QYB%|w+FA5<Hw0~SRC(yEcav@|SEvdO<i0bQj)YNMLtqWaBA1H>wwv6C
zj(yh?GNfutknd~=;aEXThDCg%vB~*tZjCDzB`YWvjoc4ORvysZqoEQi`vmhOr=%fp
zhOKn1LS3-%dF{E9^|3HifPNO$4h&w(!~BRW<Er{_i6h&fIg&IlM5<9=toZ3cQ_D9n
zC~Ml~*|Xsj^SUo%juMWBYnq#<Aqwv)+X=$k?<<v|lZ*6qB8a^kg9a=;;Ty#=V?7tC
z3mOE0JHms@D}r>~jIb9bJJX{mW<(ZLFW&_*-j4OM+1y^<?bFZk;UNRM^p76}Zq}rV
zhjW{S+HKPAEF5D#{&p}un_Eg+8q2p)EARFUd;2z}bHhN`W%GOyaPX+hs~nUA5LQt*
z>bit)+q8hk1Vd-Iv$c-0H0Uq1>lmQRdTCqkaiC-M$>C0r5`Ah`!cAazTzCRtR=II=
zgh1z1*nnMC=DNfIy7myQ50H#!v66;p-4lj~0M6_BVlVA+k+G@VZhniG7G#3UA3+s0
z3QE3Lewfa)uit7+*3MFIH$B14OnLS$vEL!e%iA0KQu=raStk7Ywikzvr4Al^$;`*s
zJ&=~Vrr6D%b?5Y|?&T5=SCHoKkebTQ<}85(2j$V8YREzPaCdv&T|;B0k*QTx2aTKi
zB7P;PUT<{BtTQblK$MS}xxUBQEcbILZei?NU#<1WiqbMseV*DR>*{YlG>PE_@61^B
z!v<XFEsAU1ed-WP#10awSuc;$lYLsZ+?dH~1{!AgYe^f+Hd!7u3I*BGhPnPCo6?s*
zU2k(8n9@!E5PI;A9_7Ui;=Dx;gKX$eDdxBA-wzYSn@rD(TZROD(bKqCZ%qj3M66`d
ziJRrx^g%1Fane}2mue>tZU&cK9}`V1u+-WazJEz6yJ1V~PLbqX2~k_4>f&Tsr_6@0
z1Kvr(W~?F8{(A7eq}pR9FXP`#{<u^}dfUAF+vsZ%1)Ih8!&xUj91NJ>VW*syInW5X
zidvLt<J>J}Am^RAUzbY~QgKmVatk6BooOcC@WxaccIZAaBR;x@acXn@ssc7#-Cjd2
zgS@HUMlDeEukX4{VVCJGpX6@SXmmAeMsqNo+@Z^t!D#;|X5dw06;dwyMj~fyY>cGW
zY@7XW207MK8mAZuDv>Arsq`qNpO&3u%`e~R)x`^ho$Ll_WeRhilysld)cjqX_shH8
zKp0$oQcEV3N$Jp!TNl2+&kUeBes=7~Bq*DkjEYf#mr!XEeW<p874yDePj=&Lux5Gy
zIzT0gi=beiYI@{K_;=SccT~bpeWpD9T_;I*2^H2Uu19&H4ij+X(Ni+8ti8jD;udA!
zw$k+DT=eQ%Cl`oSYW6c-PbnHWk5DxpIm-J=ty|xEiRv?hywIFIhe6fHtD-N3xXUMH
zd_0k?uVa%>Ni)rDd&8crb`f%=tL5Y>w*&OyfSZkCIW^q&g<~-rV__Dlb&YyQr0arN
z?BbaU)mn7%gCQ&{BnO#oW&CasHnDe=)?Fuled*vXFi9&Amks3{^6ws0E!zlK=~w>3
z7S&X4D#j)D{I7Fsz4e-RZyVV)NF{$GIXI)ss(o2MWvgswC7m=6ft201r**Ka5L}vF
z(uvi`F~(UHi8e6la9G4A7p#|5aVr_H+mU}@h;*!|8`7vEZ@lB=(ny*wFkjqOb@pJB
z?oLPW*Rru^5sajofq@4Zs!`6$w{@%j65LrE*(qhze6~E(-R9mv?pH9CoWg4(vOMg~
zrq1VAm#Y^>`aOVsUA#Wm?7Cw^7}w`{T)2ypVQnh^?SNe*1vo-}?%X*}h|p4`SV(A<
zlDdn{8!q!?F}1svvy0Gt_U&|a<SM|+6rSnQ{axb+_RDv9V>&$rB21LuxvU)g;q1oK
zZ;D`gUjA%iM#99W5awi~-sUYD4$5;4F6;!M*|;F>Z`uM7^kp678ylX4I4}kT-y7hV
z|INWRR+1f(0Jwr0->0&j4U=hN$hxVn_2PH6D2_&xO7h@sBwihTSPZcPwmO)?QonKw
z<b|tNpM;H7xt6k1X4a=7A+xy~5tpjgW*oK|T21F@1B(xi`bS45p-G^b^do8vBL8n*
z>{p>YiRmqUtafB@sk-L#Mb}Y+Lco!S%(}_O=PsTqh21jgCqa{$8<h4qvx3wsl%hnx
zC|vE*Qu!gWL<o+!Km29MszlL6PRH)9({MqF;L`N_JQuB-OnGBp)fBZ$2w4OYqoBr+
zln5nfa$b3@#n<h@neY1a!AiLSw%{V{$&N_~!br3ZvDe@lx(jOvh(f&Q(}vB%HtgSL
zc3ud|Sl!7ob6Z~;?U18Y%C07_b6)s<td?bJusH-7bGK4je(N0j0R_TN&tVx^x|-sS
zC(V7qWg-Fn1LTKqwH4Z##52^`=o&KzdmnvMKxa_Oq`Sm;{vx(!ltsYiPkMUhYRx}D
z!~bJQ;W&R#{pfC}fWzF0d18l##riyAWBFR3W?}9#kHp3<2z0@FXb<9ek}@+ha~{tP
zn&;hSGhLaeK?0fk+N*w1fIsd*R|5i*XgrXRNPz(%$SeUBb#>>yS(wX#gD3$PCrznQ
zg^*kpfc^>Z%)P{A><@`&3}j%`4q+#P1O5FGCHLG9r{JeUK6{{vDTnp%hbCdpdKzPm
znZJKO*K(Q7VL)Rbxwr?<ufVu74GT%PmgV;&8;urjF^7(wzT%*hMUCIOn<eNrS{G0_
z7HX1OjU?qdWp1Gy26CQ|Dh%krY`h}e&Is-9<EuQ$P8eMXROE?xmvk7=5DOW)79^w2
zD>&8WVT9fmU0A8SDGx75<mf;a9npA4T9+X<VLoGQ+LzzLRL7~`aPbB`edNLxGNGsA
zy6@eu!NC`qGeQCb<1I?p#ogEIb(R4on1ERv%CC-|!npJSLSj3BCMJP_26G+Vk)~zR
zPlQMc2N^upBc2@u>rKMSoSI-hQ!*sFJL87k-}F4kIbU>XmpH5KVoK4Q>da38Uxt|x
zOOAI7r_+kokP6%&-5z@4fo(voZ*95CM)0rXzm#F<6}LDTj7<2YfRRAc=_|DiQHHIt
zlImq{CFc1<N3oDnk-DMA5L@vw87e0kG+CzIcLX70Wx92%9p<9VmPM&KsbBb2JXbiK
zs`6D&hf>Q{!E@Xdq7STVB7Nc}Y#$?doS}F0yzF{Me1+XG1}ETpRQ^0jF4r|nAb_n;
zEytVX#)MIXGb|w{l9}Bdd>IqO818*{g9@-<iaL^8`uh4tXnGUmX$2R`4^d!3=u)1d
zoFaXoV_99eb8G7keXubq${b&;7RGJHpE3@h+`Scu1mV|d;F49ORkiE_gtnKJX1g+f
zsGmTFKum(4$z|${s(}D!lx@&96+nV%B)L48pnrKQv%#zy8PR}1E3g%!aAh$jooO95
zS5j0`P#wf9G{Q7dCfft|G9tR~%-a`X&1UsHgXL6w+`zDQ5cL~FRh(VA7hxS~95g=D
z%QB&5q@=tcENgb$N^q6~yksIZ5=f&!6&XgD2pRnWs@g`_D`*6^@GyY;NOg@EuTaJa
z`z0nO>(D-;ZidzKnEFwK&}_Pzevfh<`5efql^h}95NVy0*phFhJMAJTCkGM4=(3Ew
zeEM(;0Frc9_8>}+>kv&>)wRI>LmA<J>8{N7c5VoP7W{~LZ;4ADT&*6Kipw*wNeptt
zm6Gi2<?u*2nj}q7VTZpkPYy;PRn(WEP<ap>-JUO+7c$x0fGM^PEb7@c?tQ<Ha|KMD
zBqc=@2O#ndZ_BSk#fQFp1fM-l`x`;;?me7piFu2Fz1su3+fhhG6d9<NA`803eSMk{
z?mO$wlW{>!>*I*yOtu!*t0SK_;IzQ^k=Ed?s;Q^?iyQ*BG~f%*xbAJ}do|85195q0
zb3O%*vU<Mdmw34d<5A{qT)JBvbOEP`ygE9*#ew)zaLZb5>!a$qrXf`r>J(LNCoup_
zQa&LhXOfvA0K&Ax+_>R2@~7)1Ma=%I|96<}|Mv(piCE|^nfxP%Z)<~JI+4|q6q9?9
JcK^xC{|3`l?=}Dc

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/garlic_mustard_classification.json b/modelling/data/abingdon-all/seasonal/garlic_mustard_classification.json
new file mode 100644
index 0000000..add05db
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garlic_mustard_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Garlic Mustard",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "moderate",
+    "window_shape": "sharp",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "moderate_season",
+      "sharp_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.965,
+    "season_end_month": 6.315,
+    "forcing_peak_month": 5.07,
+    "season_width_months": 2.35,
+    "season_midpoint_month": 5.14,
+    "season_start_label": "April",
+    "season_end_label": "June",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.634,
+    "DECAY": 1.8,
+    "OOS_DECAY": 4.113,
+    "POST_PEAK_DECAY": 3.203,
+    "POST_PEAK_SHARPNESS": 5.692,
+    "SEASON_START": 3.965,
+    "SEASON_END": 6.315,
+    "SHARPNESS": 11.033,
+    "FORCING_PEAK": 5.07
+  },
+  "fit": {
+    "score": 0.02
+  },
+  "warnings": [],
+  "summary": "Garlic Mustard is classified as moderate spring seasonal presence. The fitted seasonal window runs from about April to June, with a spring peak around May. The season is moderate, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/garlic_mustard_consensus.json b/modelling/data/abingdon-all/seasonal/garlic_mustard_consensus.json
new file mode 100644
index 0000000..ceebf44
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garlic_mustard_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.634",
+  "DECAY": "1.8",
+  "OOS_DECAY": "4.113",
+  "POST_PEAK_DECAY": "3.203",
+  "POST_PEAK_SHARPNESS": "5.692",
+  "SEASON_START": "3.965",
+  "SEASON_END": "6.315",
+  "SHARPNESS": "11.033",
+  "FORCING_PEAK": "5.07",
+  "SCORE": "0.02",
+  "SPECIES": "Garlic Mustard"
+}
diff --git a/modelling/data/abingdon-all/seasonal/garlic_mustard_observed.csv b/modelling/data/abingdon-all/seasonal/garlic_mustard_observed.csv
new file mode 100644
index 0000000..8e9212d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garlic_mustard_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,69
+5,86
+6,31
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/garlic_mustard_parameters.csv b/modelling/data/abingdon-all/seasonal/garlic_mustard_parameters.csv
new file mode 100644
index 0000000..8b6f167
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garlic_mustard_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:57:22,garlic_mustard_observed.csv,2.853,2.366,2.217,0.728,4.094,4.57,6.2,11.7,6.01,0.04089153380943472893023605201,
+2026-05-21 14:57:22,garlic_mustard_observed.csv,3.6,1.731,7.162,4.581,9.19,3.32,5.22,6.537,4.43,0.1208592176408215000036833712,
+2026-05-21 14:57:22,garlic_mustard_observed.csv,1.597,1.468,6.31,3.866,7.4,3.99,5.0,8.177,4.97,0.1082594361394333388011360308,
+2026-05-21 14:57:23,garlic_mustard_observed.csv,1.678,2.009,5.568,2.371,7.387,4.06,5.18,7.343,4.92,0.09029973770848087299952065041,
+2026-05-21 14:57:23,garlic_mustard_observed.csv,2.289,0.803,5.011,2.404,5.571,4.48,6.8,10.081,5.51,0.08380439080219611492742299009,
+2026-05-21 14:57:23,garlic_mustard_observed.csv,4.976,1.075,5.689,7.044,6.728,4.74,5.05,12.111,4.81,0.1042374172947078102559343376,
+2026-05-21 14:57:23,garlic_mustard_observed.csv,2.541,2.676,5.44,7.996,6.4,4.86,6.95,9.505,5.48,0.08301490229582778252077368197,
+2026-05-21 14:57:24,garlic_mustard_observed.csv,2.88,2.473,5.548,4.474,1.634,3.97,6.76,5.626,4.08,0.003457519071931433024772085178,
+2026-05-21 14:57:24,garlic_mustard_observed.csv,4.674,1.051,2.419,1.038,1.997,3.04,5.3,1.693,3.88,0.1181197942804082603696678865,
+2026-05-21 14:57:24,garlic_mustard_observed.csv,3.92,2.186,2.079,1.076,6.704,3.95,6.37,2.126,5.46,0.05257707113265727399549261193,
+2026-05-21 14:57:25,garlic_mustard_observed.csv,1.586,2.052,7.12,0.203,6.463,4.44,5.21,13.584,4.89,0.08654216350183465524025371715,
+2026-05-21 14:57:25,garlic_mustard_observed.csv,3.117,2.081,3.014,1.797,5.916,3.03,5.19,7.814,4.69,0.1219595492812644801683213981,
+2026-05-21 14:57:25,garlic_mustard_observed.csv,4.612,1.224,6.55,1.264,7.725,3.76,5.69,5.277,4.48,0.04114414008543412766141639688,
+2026-05-21 14:57:25,garlic_mustard_observed.csv,2.128,0.781,2.771,4.996,5.682,4.12,6.48,12.167,5.04,0.01983589678155780841119105408,
+2026-05-21 14:57:26,garlic_mustard_observed.csv,1.145,1.841,3.629,6.431,5.702,5.0,6.14,1.613,6.09,0.07678772471577091487152817606,
+2026-05-21 14:57:26,garlic_mustard_observed.csv,2.671,0.819,5.423,5.565,1.84,3.8,6.56,14.821,4.94,0.002857178944855341306012162747,
+2026-05-21 14:57:26,garlic_mustard_observed.csv,3.509,1.867,7.48,5.724,2.053,3.64,6.89,2.891,4.07,0.05164553078083880796029718827,
+2026-05-21 14:57:26,garlic_mustard_observed.csv,1.588,1.284,3.292,5.179,9.384,3.84,6.83,14.576,4.05,0.04835937378647099742616249059,
+2026-05-21 14:57:27,garlic_mustard_observed.csv,1.484,1.404,5.855,7.662,9.179,4.88,5.01,8.638,5.0,0.09729706207672244029293979675,
+2026-05-21 14:57:27,garlic_mustard_observed.csv,4.005,2.498,7.268,7.552,4.252,3.69,5.22,9.74,4.79,0.1135660537139181988676930131,
+2026-05-21 14:57:27,garlic_mustard_observed.csv,4.243,1.746,1.379,2.049,1.605,4.06,5.02,1.107,4.16,0.1289871462047663207360171849,
+2026-05-21 14:57:28,garlic_mustard_observed.csv,4.441,2.121,7.354,3.574,9.666,4.47,6.97,2.033,4.95,0.04596422665520893619263350323,
+2026-05-21 14:57:28,garlic_mustard_observed.csv,4.192,1.077,5.96,5.713,9.238,4.18,6.17,4.924,4.25,0.03116200743420181554005531169,
+2026-05-21 14:57:28,garlic_mustard_observed.csv,1.83,2.736,6.409,1.044,4.403,3.92,5.4,14.547,4.42,0.07300494062437425689877077513,
+2026-05-21 14:57:28,garlic_mustard_observed.csv,4.542,2.855,6.314,1.645,3.977,4.6,5.86,1.323,5.42,0.05119871070436521103179804063,
+2026-05-21 14:57:29,garlic_mustard_observed.csv,2.544,0.79,3.77,2.118,9.468,3.82,6.58,8.366,5.45,0.02418853660984146400546981616,
+2026-05-21 14:57:29,garlic_mustard_observed.csv,3.436,0.718,4.829,2.426,8.824,3.38,6.03,1.685,4.3,0.08270663967180517378091969080,
+2026-05-21 14:57:29,garlic_mustard_observed.csv,1.414,1.353,5.663,7.749,8.338,3.82,5.19,8.53,4.8,0.08777487133942235309152835684,
+2026-05-21 14:57:30,garlic_mustard_observed.csv,3.36,2.097,5.971,0.896,1.416,4.59,6.75,8.911,5.02,0.05389709785940600066362778272,
+2026-05-21 14:57:30,garlic_mustard_observed.csv,4.085,0.87,3.701,3.297,1.851,4.69,5.44,14.641,5.04,0.08650564305986974862480467775,
+2026-05-21 14:57:30,garlic_mustard_observed.csv,1.521,1.815,1.96,0.032,1.667,4.1,5.96,10.821,4.56,0.01105562975172694477254157008,
+2026-05-21 14:57:30,garlic_mustard_observed.csv,4.955,1.27,2.193,5.262,1.535,3.63,5.56,13.128,5.09,0.08024539523247892455769227482,
+2026-05-21 14:57:31,garlic_mustard_observed.csv,4.677,0.995,1.461,6.939,6.291,4.49,6.67,12.307,4.61,0.03731547547495575278611231674,
+2026-05-21 14:57:31,garlic_mustard_observed.csv,4.643,0.57,6.917,0.606,1.977,3.14,6.19,9.317,4.56,0.02526680339135991763932468215,
+2026-05-21 14:57:31,garlic_mustard_observed.csv,2.642,2.098,3.11,0.763,7.475,4.57,5.44,14.543,4.77,0.07616961325688969373933451475,
+2026-05-21 14:57:31,garlic_mustard_observed.csv,1.424,1.232,6.356,7.251,9.93,3.2,6.69,6.86,3.51,0.1131619337367436156827857941,
+2026-05-21 14:57:32,garlic_mustard_observed.csv,1.722,2.416,4.874,0.519,4.382,4.14,6.44,7.203,4.77,0.01241038150968072507785471469,
+2026-05-21 14:57:32,garlic_mustard_observed.csv,4.698,2.572,2.443,7.956,3.012,3.74,6.81,11.454,3.77,0.07168180489006952983822891945,
+2026-05-21 14:57:32,garlic_mustard_observed.csv,1.418,1.005,7.107,6.358,9.667,3.5,6.85,8.487,3.72,0.09580279597030344503175110803,
+2026-05-21 14:57:33,garlic_mustard_observed.csv,2.198,0.86,2.048,5.03,2.928,4.53,5.53,10.679,5.0,0.06929549429115170181900608086,
+2026-05-21 14:57:33,garlic_mustard_observed.csv,3.955,2.322,6.583,3.785,2.114,4.72,5.78,7.625,5.43,0.07644961221380416212698460472,
+2026-05-21 14:57:33,garlic_mustard_observed.csv,1.732,0.622,4.737,3.939,8.349,3.91,5.02,7.141,5.01,0.09540039041250459601648163796,
+2026-05-21 14:57:33,garlic_mustard_observed.csv,4.348,2.035,1.482,4.989,1.731,3.39,5.38,11.996,4.32,0.1102661802578721971144351439,
+2026-05-21 14:57:34,garlic_mustard_observed.csv,1.67,2.621,7.42,2.431,6.941,3.55,5.22,9.535,4.05,0.1230948811974866142725071573,
+2026-05-21 14:57:34,garlic_mustard_observed.csv,2.347,1.365,5.238,1.656,8.481,3.5,6.33,2.506,5.61,0.02621965453368312960827333895,
+2026-05-21 14:57:34,garlic_mustard_observed.csv,3.208,1.935,5.683,7.137,2.782,3.23,6.57,12.318,4.13,0.08764489630875968450848641547,
+2026-05-21 14:57:35,garlic_mustard_observed.csv,4.12,1.631,4.756,5.777,3.136,4.97,5.78,8.392,5.36,0.08798673927126698336061525451,
+2026-05-21 14:57:35,garlic_mustard_observed.csv,2.146,2.449,7.772,6.763,4.862,4.37,6.61,3.961,6.33,0.03769755834068726397153667322,
+2026-05-21 14:57:35,garlic_mustard_observed.csv,1.843,2.596,6.719,0.113,9.944,3.1,6.32,5.725,5.02,0.03142042428329717997253564619,
+2026-05-21 14:57:35,garlic_mustard_observed.csv,1.164,2.559,6.76,5.053,4.352,3.25,5.43,3.271,4.84,0.1079944479520122179860750396,
+2026-05-21 14:57:36,garlic_mustard_observed.csv,4.521,1.098,1.887,4.06,5.088,4.08,5.62,7.413,4.34,0.04780450235842694415598888891,
+2026-05-21 14:57:36,garlic_mustard_observed.csv,4.254,0.986,7.867,7.541,6.193,3.01,5.89,10.511,4.07,0.1294012098099515204910317546,
+2026-05-21 14:57:36,garlic_mustard_observed.csv,4.29,1.898,4.394,6.457,2.375,3.43,5.73,4.367,4.02,0.1099726804524677418688121196,
+2026-05-21 14:57:36,garlic_mustard_observed.csv,2.181,1.734,7.146,6.138,5.775,4.42,5.62,10.171,4.8,0.06758289053592995743858661579,
+2026-05-21 14:57:37,garlic_mustard_observed.csv,2.674,2.68,2.496,1.508,9.798,4.39,5.16,7.077,4.45,0.06944548254777601580012542970,
+2026-05-21 14:57:37,garlic_mustard_observed.csv,2.653,2.195,1.832,0.488,4.685,3.69,5.09,1.393,3.83,0.1062273640978478717260218361,
+2026-05-21 14:57:37,garlic_mustard_observed.csv,3.007,2.719,1.936,2.765,4.438,4.04,6.6,2.226,4.23,0.04733238086860995216634746725,
+2026-05-21 14:57:38,garlic_mustard_observed.csv,1.576,2.039,2.918,4.796,5.533,4.77,5.36,13.773,5.16,0.09150676623380206824844412240,
+2026-05-21 14:57:38,garlic_mustard_observed.csv,4.128,2.086,6.207,1.957,5.074,3.18,5.83,9.384,5.22,0.05813797148082260121229648711,
+2026-05-21 14:57:38,garlic_mustard_observed.csv,2.501,0.886,1.014,3.029,7.551,3.43,5.47,5.175,5.41,0.02740048757651602004565961838,
+2026-05-21 14:57:38,garlic_mustard_observed.csv,3.082,1.898,3.23,7.031,3.56,4.15,5.42,12.512,4.84,0.05508179643045408159117399091,
+2026-05-21 14:57:39,garlic_mustard_observed.csv,1.476,1.406,3.872,6.131,4.522,3.79,5.89,14.49,4.76,0.03426614363333991585693405455,
+2026-05-21 14:57:39,garlic_mustard_observed.csv,2.238,0.947,6.67,6.3,5.18,3.72,6.11,13.845,4.24,0.07009469234970858549821244120,
+2026-05-21 14:57:39,garlic_mustard_observed.csv,2.543,1.638,3.167,5.114,7.696,4.78,6.22,1.257,6.12,0.07622914774633751451486598949,
+2026-05-21 14:57:40,garlic_mustard_observed.csv,3.171,2.476,6.717,6.254,8.027,3.63,5.33,10.11,4.53,0.1034786254657740692046623161,
+2026-05-21 14:57:40,garlic_mustard_observed.csv,2.1,2.868,1.808,1.402,7.235,3.92,6.92,14.204,4.5,0.02662272115325313661277057148,
+2026-05-21 14:57:40,garlic_mustard_observed.csv,3.1,1.015,5.33,0.84,7.574,3.37,5.62,6.611,3.88,0.08786276841115689369628867242,
+2026-05-21 14:57:40,garlic_mustard_observed.csv,4.378,1.611,4.088,0.79,7.919,4.18,5.86,3.163,4.5,0.01552548752692209154754053687,
+2026-05-21 14:57:41,garlic_mustard_observed.csv,2.327,1.481,1.391,4.556,5.39,3.66,6.66,3.859,4.35,0.05440576416916330106058290839,
+2026-05-21 14:57:41,garlic_mustard_observed.csv,1.233,2.719,6.378,1.032,1.873,3.77,5.61,10.724,5.08,0.05944131105888674269961772140,
+2026-05-21 14:57:41,garlic_mustard_observed.csv,3.374,1.563,4.047,2.184,6.662,4.16,5.38,13.445,4.53,0.05880228595874823956937517185,
+2026-05-21 14:57:41,garlic_mustard_observed.csv,4.186,0.888,4.179,1.752,2.991,4.26,5.57,3.921,4.78,0.02580463407772706660307973885,
+2026-05-21 14:57:42,garlic_mustard_observed.csv,2.167,2.64,6.894,4.88,4.826,3.68,6.74,4.373,3.98,0.06035350532146167591186488516,
+2026-05-21 14:57:42,garlic_mustard_observed.csv,4.644,0.858,4.551,0.786,3.62,4.6,5.74,1.291,4.71,0.07096137463430141459125915009,
+2026-05-21 14:57:42,garlic_mustard_observed.csv,3.725,2.929,1.838,5.205,8.074,4.38,6.99,12.253,4.39,0.02297388537311142465786370511,
+2026-05-21 14:57:43,garlic_mustard_observed.csv,4.035,2.304,5.153,4.43,8.607,3.08,5.84,2.03,4.12,0.1154879061477583610916272069,
+2026-05-21 14:57:43,garlic_mustard_observed.csv,3.728,0.742,4.939,1.089,5.701,3.9,5.92,11.932,5.38,0.01817093255125743669566774632,
+2026-05-21 14:57:43,garlic_mustard_observed.csv,4.768,2.055,3.103,2.496,6.533,4.12,6.77,13.243,5.28,0.02007772997413527149489002083,
+2026-05-21 14:57:43,garlic_mustard_observed.csv,4.075,0.586,7.395,4.05,5.468,4.74,5.05,11.046,4.81,0.1052934942482246374825118299,
+2026-05-21 14:57:44,garlic_mustard_observed.csv,1.601,1.479,7.119,1.536,1.158,3.37,5.95,12.246,5.49,0.02911804208216858580583367634,
+2026-05-21 14:57:44,garlic_mustard_observed.csv,4.493,2.941,2.355,0.371,4.285,3.48,5.58,5.413,4.91,0.05971006172775977763731214013,
+2026-05-21 14:57:44,garlic_mustard_observed.csv,4.064,2.901,2.885,6.909,1.949,4.23,6.63,10.976,6.41,0.02903762390113397405078383421,
+2026-05-21 14:57:44,garlic_mustard_observed.csv,2.038,2.999,5.836,4.39,5.279,3.51,5.84,9.083,4.73,0.07882663005996112525396982747,
+2026-05-21 14:57:45,garlic_mustard_observed.csv,4.23,1.373,3.826,3.577,7.133,3.7,6.19,12.833,5.38,0.004346490742342340813537990325,
+2026-05-21 14:57:45,garlic_mustard_observed.csv,2.229,1.464,6.639,7.804,4.225,3.34,6.22,3.394,4.8,0.05697495498588557585702900562,
+2026-05-21 14:57:45,garlic_mustard_observed.csv,1.507,0.715,4.138,5.941,5.411,4.18,6.29,6.319,4.85,0.02580778576025071318612401587,
+2026-05-21 14:57:46,garlic_mustard_observed.csv,4.053,1.911,2.057,3.365,5.484,4.71,6.45,13.826,5.85,0.06053843734132809514398051187,
+2026-05-21 14:57:46,garlic_mustard_observed.csv,2.099,1.969,5.404,0.415,9.199,4.32,6.32,12.546,4.67,0.0226871982945576159674137201,
+2026-05-21 14:57:46,garlic_mustard_observed.csv,4.134,2.412,1.626,4.179,1.332,3.26,6.72,3.561,4.43,0.06312701580671381077803741633,
+2026-05-21 14:57:46,garlic_mustard_observed.csv,4.97,1.838,1.813,1.773,7.338,3.84,6.31,13.334,4.12,0.005503375711034253290056621574,
+2026-05-21 14:57:47,garlic_mustard_observed.csv,1.54,1.892,7.035,6.519,8.194,4.61,5.42,10.661,4.99,0.08444734744877493864988722580,
+2026-05-21 14:57:47,garlic_mustard_observed.csv,1.905,2.603,4.084,0.908,4.339,4.95,6.66,11.376,5.88,0.1209468709491708565934143082,
+2026-05-21 14:57:47,garlic_mustard_observed.csv,4.307,0.731,7.199,2.908,1.262,4.75,6.76,9.127,6.2,0.1209697238666134384286586320,
+2026-05-21 14:57:48,garlic_mustard_observed.csv,4.705,2.314,2.089,0.353,5.432,3.04,5.92,11.193,5.69,0.03381410132763299906171171646,
+2026-05-21 14:57:48,garlic_mustard_observed.csv,3.023,1.482,7.919,3.79,7.406,4.85,6.28,10.919,5.46,0.08197722029193359835169575468,
+2026-05-21 14:57:48,garlic_mustard_observed.csv,3.229,1.208,6.438,0.252,8.993,4.29,6.75,14.098,5.31,0.07242445963217068450082025732,
+2026-05-21 14:57:48,garlic_mustard_observed.csv,2.877,2.312,1.876,7.502,3.037,3.69,5.68,11.85,4.44,0.09343660854612161898409715006,
+2026-05-21 14:57:49,garlic_mustard_observed.csv,1.096,1.181,2.463,7.797,6.021,3.53,5.49,14.574,5.09,0.05895973713801989194768134311,
+2026-05-21 14:57:49,garlic_mustard_observed.csv,1.175,2.384,4.565,3.465,7.729,3.99,6.98,7.825,4.83,0.006115714869622158909902042166,
+2026-05-21 14:57:49,garlic_mustard_observed.csv,4.566,0.573,6.301,5.997,7.387,3.85,6.03,3.708,4.52,0.04583609722437582538476706643,
+2026-05-21 14:57:49,garlic_mustard_observed.csv,1.667,1.711,3.436,5.962,9.009,3.55,6.0,1.99,5.56,0.02583967453490067460897290098,
+2026-05-21 14:57:50,garlic_mustard_observed.csv,3.417,2.428,5.624,2.261,3.856,4.25,5.64,8.417,4.78,0.05154508130808510273291783193,
+2026-05-21 14:57:50,garlic_mustard_observed.csv,1.795,1.9,3.924,5.208,9.259,3.69,5.62,2.997,5.19,0.03472654165517811521546981170,
+2026-05-21 14:57:50,garlic_mustard_observed.csv,4.102,1.492,7.249,6.746,8.794,3.47,5.6,10.24,5.59,0.08130657267877430924270592877,
+2026-05-21 14:57:51,garlic_mustard_observed.csv,4.764,2.664,1.552,5.733,6.425,4.39,6.64,7.093,4.57,0.02187773670778741902320345644,
+2026-05-21 14:57:51,garlic_mustard_observed.csv,2.05,0.664,7.869,6.014,9.585,4.19,5.87,1.314,5.69,0.04813574387134238735011231359,
+2026-05-21 14:57:51,garlic_mustard_observed.csv,4.077,1.858,2.219,3.757,6.753,3.55,5.78,14.269,5.29,0.02822967288598922309337194657,
+2026-05-21 14:57:51,garlic_mustard_observed.csv,1.723,2.477,7.814,5.152,4.352,3.69,5.95,7.738,5.35,0.02960836933332704432874162791,
+2026-05-21 14:57:52,garlic_mustard_observed.csv,2.475,1.727,2.02,5.181,5.193,3.56,6.46,4.035,5.77,0.02905758703387822795724910839,
+2026-05-21 14:57:52,garlic_mustard_observed.csv,1.395,2.993,6.986,0.453,7.924,3.85,6.75,4.743,4.32,0.02598059182881234535128645607,
+2026-05-21 14:57:52,garlic_mustard_observed.csv,4.598,1.163,6.623,0.364,9.562,3.79,6.01,12.152,4.31,0.007449776439342419593215647392,
+2026-05-21 14:57:53,garlic_mustard_observed.csv,1.179,2.321,7.707,3.235,4.047,3.74,6.96,13.396,4.92,0.002152767793505296343582185806,
+2026-05-21 14:57:53,garlic_mustard_observed.csv,2.567,0.748,7.636,4.891,5.312,3.95,5.19,14.866,5.05,0.09350348168299134423998753851,
+2026-05-21 14:57:53,garlic_mustard_observed.csv,2.65,2.078,7.021,2.35,5.373,4.96,6.01,1.431,5.91,0.06483324250943478083043467836,
+2026-05-21 14:57:53,garlic_mustard_observed.csv,1.695,2.558,6.586,4.548,3.495,3.64,6.44,14.678,5.31,0.02150107568401334779387719688,
+2026-05-21 14:57:54,garlic_mustard_observed.csv,4.59,2.917,5.37,2.94,4.746,3.9,6.17,11.245,6.0,0.00479535276864731629776877028,
+2026-05-21 14:57:54,garlic_mustard_observed.csv,4.793,2.689,1.3,3.306,2.427,3.99,5.54,6.586,5.35,0.03684118179241646109521921843,
+2026-05-21 14:57:54,garlic_mustard_observed.csv,3.372,2.684,3.418,6.711,9.856,3.67,6.01,1.235,5.84,0.07423138983294013950321082743,
+2026-05-21 14:57:54,garlic_mustard_observed.csv,1.225,0.823,3.518,0.59,7.818,4.8,5.06,6.484,4.86,0.07744102271379947837074161720,
+2026-05-21 14:57:55,garlic_mustard_observed.csv,3.12,2.033,7.55,3.47,9.506,3.31,6.94,9.157,4.05,0.06770242426697745466178953010,
+2026-05-21 14:57:55,garlic_mustard_observed.csv,3.464,2.016,1.436,3.887,2.197,4.82,5.78,1.066,4.92,0.07530058269238661442273712963,
+2026-05-21 14:57:55,garlic_mustard_observed.csv,2.692,1.723,2.898,4.141,4.721,4.29,5.37,8.676,4.91,0.05943701937346701137159404501,
+2026-05-21 14:57:56,garlic_mustard_observed.csv,4.345,2.899,3.048,5.794,1.282,4.04,5.65,13.575,4.36,0.06261062820215637594010829265,
+2026-05-21 14:57:56,garlic_mustard_observed.csv,4.932,2.765,1.033,1.155,4.825,4.14,6.89,8.094,6.28,0.09005179802371529869163434358,
+2026-05-21 14:57:56,garlic_mustard_observed.csv,1.721,1.929,6.687,2.052,5.129,4.95,6.74,7.13,5.35,0.1158734440632691454832613479,
+2026-05-21 14:57:56,garlic_mustard_observed.csv,4.983,2.768,4.192,1.186,5.716,4.1,5.2,13.19,4.9,0.08824396769467257507269646534,
+2026-05-21 14:57:57,garlic_mustard_observed.csv,3.666,1.39,1.881,5.566,3.609,4.59,5.7,2.281,4.95,0.03654950353286110903740392100,
+2026-05-21 14:57:57,garlic_mustard_observed.csv,2.543,1.958,7.2,5.113,5.518,4.41,5.09,3.528,4.92,0.08059049790179773890727705762,
+2026-05-21 14:57:57,garlic_mustard_observed.csv,4.033,1.052,5.46,7.578,1.483,3.37,6.33,3.146,5.47,0.02740289562658257232177241048,
+2026-05-21 14:57:58,garlic_mustard_observed.csv,1.573,1.0,6.639,6.836,6.72,3.71,5.37,14.206,4.36,0.08235370487026321682923971737,
+2026-05-21 14:57:58,garlic_mustard_observed.csv,1.354,2.776,3.203,5.86,5.924,4.37,6.38,1.102,5.15,0.07225969221280100969151763459,
+2026-05-21 14:57:58,garlic_mustard_observed.csv,2.877,1.532,4.598,3.181,2.826,3.39,5.55,3.391,5.35,0.08429032244105562644509957751,
+2026-05-21 14:57:58,garlic_mustard_observed.csv,1.423,2.997,3.358,7.62,1.769,4.64,5.06,7.599,4.91,0.08848482038103423633976789464,
+2026-05-21 14:57:59,garlic_mustard_observed.csv,4.076,0.616,1.773,4.869,7.654,3.24,6.19,1.015,3.63,0.1749284042263056898539533822,
+2026-05-21 14:57:59,garlic_mustard_observed.csv,1.436,1.516,4.234,2.987,5.2,4.57,6.12,12.163,5.82,0.04442491249853379072109784472,
+2026-05-21 14:57:59,garlic_mustard_observed.csv,3.294,0.722,5.64,7.129,6.091,4.32,5.97,13.626,4.75,0.05838438231060401059151171214,
+2026-05-21 14:58:00,garlic_mustard_observed.csv,2.414,2.539,2.651,2.324,5.868,4.8,5.29,12.97,4.95,0.09478143576657508888190160159,
+2026-05-21 14:58:00,garlic_mustard_observed.csv,2.597,2.216,2.123,6.763,7.649,3.96,6.86,4.611,5.01,0.006804487341499666627848655781,
+2026-05-21 14:58:00,garlic_mustard_observed.csv,3.586,0.707,6.499,5.201,3.914,3.91,6.39,3.779,4.08,0.05830310724257587674532693054,
+2026-05-21 14:58:00,garlic_mustard_observed.csv,2.059,1.592,6.569,7.089,4.073,3.11,5.84,8.479,4.71,0.09192512005133563518331873674,
+2026-05-21 14:58:01,garlic_mustard_observed.csv,4.4,1.302,2.94,4.664,8.416,4.52,6.45,11.15,5.74,0.05237541914433002699345784381,
+2026-05-21 14:58:01,garlic_mustard_observed.csv,1.88,1.23,2.992,4.188,2.298,4.05,5.99,8.955,5.84,0.01656079323046204173159602002,
+2026-05-21 14:58:01,garlic_mustard_observed.csv,1.669,2.98,4.561,4.56,1.819,4.99,5.41,2.702,5.1,0.02343288955688460771559131734,
+2026-05-21 14:58:01,garlic_mustard_observed.csv,2.895,2.241,3.808,3.171,1.395,4.16,6.33,11.869,6.1,0.01547820448804478255926103512,
+2026-05-21 14:58:02,garlic_mustard_observed.csv,2.961,1.297,2.91,5.481,9.728,3.72,6.02,7.339,4.51,0.05833393054097458428793829377,
+2026-05-21 14:58:02,garlic_mustard_observed.csv,1.416,1.723,3.05,7.783,2.375,4.47,6.96,8.655,6.47,0.1076901390377028547644845495,
+2026-05-21 14:58:02,garlic_mustard_observed.csv,1.647,0.891,3.025,1.88,5.993,4.79,5.65,6.348,5.61,0.05289919611098045170403118387,
+2026-05-21 14:58:03,garlic_mustard_observed.csv,2.013,2.976,3.011,6.138,2.97,4.43,5.91,10.496,5.63,0.03066237676882085288845053833,
+2026-05-21 14:58:03,garlic_mustard_observed.csv,4.835,1.647,4.13,4.457,5.875,3.75,5.62,3.742,4.63,0.08465867637554074553413201123,
+2026-05-21 14:58:03,garlic_mustard_observed.csv,3.173,2.014,5.512,3.214,7.694,3.76,6.7,3.689,6.3,0.04131239183144996199739637903,
+2026-05-21 14:58:03,garlic_mustard_observed.csv,3.277,2.153,6.415,1.192,1.739,3.61,6.61,1.635,4.36,0.07016311882990270961739003769,
+2026-05-21 14:58:04,garlic_mustard_observed.csv,3.527,2.111,5.859,6.385,3.229,4.97,6.79,4.427,5.99,0.1180634802275270032378199262,
+2026-05-21 14:58:04,garlic_mustard_observed.csv,1.536,2.56,6.858,0.824,6.951,4.45,5.82,14.316,5.44,0.06033593532800458061867788766,
+2026-05-21 14:58:04,garlic_mustard_observed.csv,1.571,1.903,6.293,1.555,8.708,4.41,6.98,12.469,6.01,0.1097412355364181581084812134,
+2026-05-21 14:58:05,garlic_mustard_observed.csv,1.547,0.98,2.644,6.266,6.84,3.8,6.56,5.697,4.37,0.03993805897091702309358721118,
+2026-05-21 14:58:05,garlic_mustard_observed.csv,2.269,0.875,1.449,6.35,3.322,3.39,5.39,8.323,4.28,0.1109704215460991150660348036,
+2026-05-21 14:58:05,garlic_mustard_observed.csv,3.03,0.715,2.441,5.262,7.434,3.55,6.15,1.352,5.16,0.04918850433831977290302050610,
+2026-05-21 14:58:05,garlic_mustard_observed.csv,3.146,0.659,7.789,2.529,7.343,3.63,5.33,3.598,4.55,0.1027806787080972739745301762,
+2026-05-21 14:58:06,garlic_mustard_observed.csv,2.76,1.293,6.624,3.062,4.227,4.09,6.47,2.802,6.3,0.02457873669298960278655708319,
+2026-05-21 14:58:06,garlic_mustard_observed.csv,3.25,1.233,3.072,2.618,8.321,3.59,5.04,8.068,4.38,0.1154348951348580779709115895,
+2026-05-21 14:58:06,garlic_mustard_observed.csv,4.135,1.181,6.064,5.215,1.479,4.01,5.01,13.722,5.0,0.1116885846439456826326644968,
+2026-05-21 14:58:06,garlic_mustard_observed.csv,2.675,2.615,7.132,7.372,2.963,4.05,5.93,2.692,4.92,0.03558101318632652749024980101,
+2026-05-21 14:58:07,garlic_mustard_observed.csv,1.535,0.637,7.633,2.349,3.003,4.28,6.29,8.251,4.55,0.02481803551493467115650013678,
+2026-05-21 14:58:07,garlic_mustard_observed.csv,2.681,1.395,2.447,4.519,4.303,3.93,6.81,13.439,5.28,0.009984876492023828417714573158,
+2026-05-21 14:58:07,garlic_mustard_observed.csv,2.077,0.659,4.576,2.374,5.036,4.26,6.69,2.474,6.41,0.09192194984631912922235785760,
+2026-05-21 14:58:08,garlic_mustard_observed.csv,1.808,1.834,1.769,0.467,4.098,3.86,6.86,8.484,4.33,0.03540551485037135493840582171,
+2026-05-21 14:58:08,garlic_mustard_observed.csv,4.632,1.578,4.343,2.702,3.54,4.32,6.63,6.185,5.58,0.03586245583254448702198588718,
+2026-05-21 14:58:08,garlic_mustard_observed.csv,4.089,2.667,3.886,4.339,4.788,4.21,5.88,13.56,5.49,0.02024681426286040996025177983,
+2026-05-21 14:58:08,garlic_mustard_observed.csv,1.693,0.608,1.665,0.796,7.932,4.64,5.37,14.526,5.15,0.05313729549327304964958061472,
+2026-05-21 14:58:09,garlic_mustard_observed.csv,3.256,1.485,4.465,4.493,6.491,3.77,6.81,6.092,3.97,0.06403711520353461109290991155,
+2026-05-21 14:58:09,garlic_mustard_observed.csv,4.945,1.717,4.671,6.012,6.873,3.21,5.44,2.422,4.05,0.1528792184718501650886223521,
+2026-05-21 14:58:09,garlic_mustard_observed.csv,3.511,2.757,7.539,5.756,2.847,4.86,6.67,10.629,5.45,0.07823104926768662475620099955,
+2026-05-21 14:58:10,garlic_mustard_observed.csv,1.278,1.784,2.567,7.329,7.655,4.05,6.2,12.077,5.71,0.01358510052109420129647320038,
+2026-05-21 14:58:10,garlic_mustard_observed.csv,1.437,0.727,4.251,5.054,7.111,4.26,6.4,10.394,6.0,0.04409773596012178659940538982,
+2026-05-21 14:58:10,garlic_mustard_observed.csv,3.693,2.215,6.286,4.847,7.352,4.81,6.65,2.478,4.84,0.05321471483314777771045877637,
+2026-05-21 14:58:10,garlic_mustard_observed.csv,1.592,2.591,5.168,2.174,1.443,4.82,6.68,9.92,4.89,0.07909622757943481346056617380,
+2026-05-21 14:58:11,garlic_mustard_observed.csv,2.293,2.167,1.781,2.534,8.118,4.98,5.96,4.846,5.6,0.05171632937080338803683157592,
+2026-05-21 14:58:11,garlic_mustard_observed.csv,1.645,2.935,2.903,7.196,3.391,4.58,5.58,10.462,5.49,0.06952957129458740260317690303,
+2026-05-21 14:58:11,garlic_mustard_observed.csv,2.599,1.228,7.441,4.476,3.437,4.84,6.17,6.655,5.04,0.07632012072451059676665466710,
+2026-05-21 14:58:11,garlic_mustard_observed.csv,4.809,2.628,7.341,7.487,7.935,4.95,5.5,11.876,5.16,0.1231397208758024765790015963,
+2026-05-21 14:58:12,garlic_mustard_observed.csv,3.604,2.252,7.733,5.477,9.6,3.67,6.78,14.674,4.27,0.05874491482002730386276150300,
+2026-05-21 14:58:12,garlic_mustard_observed.csv,1.075,1.26,2.535,1.274,7.093,4.2,6.85,11.854,5.59,0.09281258256685948609941902957,
+2026-05-21 14:58:12,garlic_mustard_observed.csv,3.39,2.926,6.097,3.656,9.907,4.73,6.42,2.569,5.97,0.03820467869737112406004894512,
+2026-05-21 14:58:13,garlic_mustard_observed.csv,3.514,2.702,4.359,5.716,2.26,4.1,5.7,7.254,4.58,0.04328129500313368240039149961,
+2026-05-21 14:58:13,garlic_mustard_observed.csv,3.365,2.21,2.553,1.719,3.617,4.74,6.31,12.998,4.74,0.04652029628291966891217337182,
+2026-05-21 14:58:13,garlic_mustard_observed.csv,3.944,1.149,7.794,1.141,3.717,3.01,6.0,5.931,4.87,0.03468165311898318538311126277,
+2026-05-21 14:58:14,garlic_mustard_observed.csv,1.078,1.495,4.99,4.027,3.696,4.88,6.04,9.734,5.5,0.08059690250074231476787456648,
+2026-05-21 14:58:14,garlic_mustard_observed.csv,4.508,1.287,3.748,2.587,5.502,4.42,6.16,6.915,5.43,0.03476450399479620698804792668,
+2026-05-21 14:58:14,garlic_mustard_observed.csv,3.933,1.538,7.279,1.324,4.372,4.94,6.89,10.328,6.46,0.1630493391451304573568434419,
+2026-05-21 14:58:14,garlic_mustard_observed.csv,4.064,2.117,5.307,1.992,8.221,3.12,6.94,8.066,6.02,0.07496184070009968641417546050,
+2026-05-21 14:58:15,garlic_mustard_observed.csv,3.556,1.11,3.489,3.718,8.619,3.25,5.73,9.3,4.65,0.08004134630260043046539654097,
+2026-05-21 14:58:15,garlic_mustard_observed.csv,3.178,0.777,1.047,6.528,6.353,4.81,5.07,3.457,5.01,0.02890020132144802785573358074,
+2026-05-21 14:58:15,garlic_mustard_observed.csv,2.531,1.235,2.184,1.428,5.211,4.0,5.86,12.774,5.79,0.01554163693288251343553844447,
+2026-05-21 14:58:16,garlic_mustard_observed.csv,3.061,2.627,4.494,6.006,6.454,3.93,5.81,13.469,5.71,0.01231594952623887103937953307,
+2026-05-21 14:58:16,garlic_mustard_observed.csv,4.62,2.887,1.923,1.523,3.897,3.53,5.33,2.069,4.68,0.09207560292910365425091510912,
+2026-05-21 14:58:16,garlic_mustard_observed.csv,4.425,0.912,3.931,5.316,3.461,3.93,5.74,9.257,4.94,0.04026390380878020479786669214,
+2026-05-21 14:58:16,garlic_mustard_observed.csv,2.454,1.786,2.423,5.353,7.692,3.84,6.28,7.332,4.26,0.04108385297274310631256532510,
+2026-05-21 14:58:17,garlic_mustard_observed.csv,3.827,2.912,5.875,2.533,8.178,4.45,6.17,8.614,4.77,0.03041212600861978823937829832,
+2026-05-21 14:58:17,garlic_mustard_observed.csv,1.595,2.177,3.863,3.769,5.487,3.23,5.5,1.711,3.79,0.1337237816699927696815731597,
+2026-05-21 14:58:17,garlic_mustard_observed.csv,3.25,1.337,5.16,6.206,8.858,3.86,6.89,9.366,3.87,0.05908452901792735870750067274,
diff --git a/modelling/data/abingdon-all/seasonal/garlic_mustard_simulated.csv b/modelling/data/abingdon-all/seasonal/garlic_mustard_simulated.csv
new file mode 100644
index 0000000..0ad5950
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garlic_mustard_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,5.92537E-16,0.1,0,0.01,4.46911E-16
+RungeKutta4,2,0.2,2.27922E-15,0.1,0,0.01,1.71906E-15
+RungeKutta4,3,0.3,7.65365E-15,0.1,0,0.01,5.77264E-15
+RungeKutta4,4,0.4,2.50790E-14,0.1,0,0.01,1.89154E-14
+RungeKutta4,5,0.5,8.15505E-14,0.1,0,0.01,6.15081E-14
+RungeKutta4,6,0.6,2.63962E-13,0.1,0,0.01,1.99089E-13
+RungeKutta4,7,0.7,8.51105E-13,0.1,0,0.01,6.41932E-13
+RungeKutta4,8,0.8,2.73454E-12,0.1,0,0.01,2.06248E-12
+RungeKutta4,9,0.9,8.75689E-12,0.1,0,0.01,6.60474E-12
+RungeKutta4,10,1.0,2.79556E-11,0.1,0,0.01,2.10850E-11
+RungeKutta4,11,1.1,8.89826E-11,0.1,0,0.01,6.71136E-11
+RungeKutta4,12,1.2,2.82450E-10,0.1,0,0.01,2.13033E-10
+RungeKutta4,13,1.3,8.94170E-10,0.1,0,0.01,6.74413E-10
+RungeKutta4,14,1.4,2.82367E-9,0.1,0,0.01,2.12971E-9
+RungeKutta4,15,1.5,8.89537E-9,0.1,0,0.01,6.70918E-9
+RungeKutta4,16,1.6,2.79586E-8,0.1,0,0.01,2.10873E-8
+RungeKutta4,17,1.7,8.76829E-8,0.1,0,0.01,6.61333E-8
+RungeKutta4,18,1.8,2.74403E-7,0.1,0,0.01,2.06964E-7
+RungeKutta4,19,1.9,8.57000E-7,0.1,0,0.01,6.46378E-7
+RungeKutta4,20,2.0,0.00000267125,0.1,0,0.01,0.00000201475
+RungeKutta4,21,2.1,0.00000831022,0.1,0,0.01,0.00000626784
+RungeKutta4,22,2.2,0.0000258042,0.1,0,0.01,0.0000194624
+RungeKutta4,23,2.3,0.0000799710,0.1,0,0.01,0.0000603168
+RungeKutta4,24,2.4,0.000247309,0.1,0,0.01,0.000186529
+RungeKutta4,25,2.5,0.000762552,0.1,0,0.01,0.000575142
+RungeKutta4,26,2.6,0.00233865,0.1,0,0.01,0.00176389
+RungeKutta4,27,2.7,0.00708272,0.1,0,0.01,0.00534202
+RungeKutta4,28,2.8,0.0207711,0.1,0,0.01,0.0156663
+RungeKutta4,29,2.9,0.0563788,0.1,0,0.01,0.0425228
+RungeKutta4,30,3.0,0.131832,0.1,0,0.01,0.0994321
+RungeKutta4,31,3.1,0.251726,0.1,0,0.01,0.189860
+RungeKutta4,32,3.2,0.397162,0.1,0,0.01,0.299553
+RungeKutta4,33,3.3,0.544733,0.1,0,0.01,0.410856
+RungeKutta4,34,3.4,0.680909,0.1,0,0.01,0.513564
+RungeKutta4,35,3.5,0.801005,0.1,0,0.01,0.604145
+RungeKutta4,36,3.6,0.904735,0.1,0,0.01,0.682381
+RungeKutta4,37,3.7,0.993449,0.1,0,0.01,0.749292
+RungeKutta4,38,3.8,1.06889,0.1,0,0.01,0.806192
+RungeKutta4,39,3.9,1.13271,0.1,0,0.01,0.854327
+RungeKutta4,40,4.0,1.18632,0.1,0,0.01,0.894762
+RungeKutta4,41,4.1,1.23084,0.1,0,0.01,0.928340
+RungeKutta4,42,4.2,1.26703,0.1,0,0.01,0.955636
+RungeKutta4,43,4.3,1.29522,0.1,0,0.01,0.976898
+RungeKutta4,44,4.4,1.31518,0.1,0,0.01,0.991952
+RungeKutta4,45,4.5,1.32585,0.1,0,0.01,1
+RungeKutta4,46,4.6,1.32496,0.1,0,0.01,0.999329
+RungeKutta4,47,4.7,1.30870,0.1,0,0.01,0.987065
+RungeKutta4,48,4.8,1.27157,0.1,0,0.01,0.959060
+RungeKutta4,49,4.9,1.20710,0.1,0,0.01,0.910435
+RungeKutta4,50,5.0,1.10955,0.1,0,0.01,0.836859
+RungeKutta4,51,5.1,0.974595,0.1,0,0.01,0.735072
+RungeKutta4,52,5.2,0.797118,0.1,0,0.01,0.601213
+RungeKutta4,53,5.3,0.578431,0.1,0,0.01,0.436272
+RungeKutta4,54,5.4,0.356108,0.1,0,0.01,0.268588
+RungeKutta4,55,5.5,0.188331,0.1,0,0.01,0.142045
+RungeKutta4,56,5.6,0.090124,0.1,0,0.01,0.0679745
+RungeKutta4,57,5.7,0.0407293,0.1,0,0.01,0.0307194
+RungeKutta4,58,5.8,0.0178058,0.1,0,0.01,0.0134297
+RungeKutta4,59,5.9,0.0076255,0.1,0,0.01,0.00575140
+RungeKutta4,60,6.0,0.00322133,0.1,0,0.01,0.00242963
+RungeKutta4,61,6.1,0.00134788,0.1,0,0.01,0.00101662
+RungeKutta4,62,6.2,0.000560088,0.1,0,0.01,0.000422437
+RungeKutta4,63,6.3,0.000231541,0.1,0,0.01,0.000174636
+RungeKutta4,64,6.4,0.000095349,0.1,0,0.01,0.0000719154
+RungeKutta4,65,6.5,0.0000391483,0.1,0,0.01,0.0000295269
+RungeKutta4,66,6.6,0.0000160368,0.1,0,0.01,0.0000120955
+RungeKutta4,67,6.7,0.00000655777,0.1,0,0.01,0.00000494609
+RungeKutta4,68,6.8,0.00000267794,0.1,0,0.01,0.00000201979
+RungeKutta4,69,6.9,0.00000109240,0.1,0,0.01,8.23924E-7
+RungeKutta4,70,7.0,4.45248E-7,0.1,0,0.01,3.35821E-7
+RungeKutta4,71,7.1,1.81360E-7,0.1,0,0.01,1.36788E-7
+RungeKutta4,72,7.2,7.3835E-8,0.1,0,0.01,5.56888E-8
+RungeKutta4,73,7.3,3.00478E-8,0.1,0,0.01,2.26630E-8
+RungeKutta4,74,7.4,1.22245E-8,0.1,0,0.01,9.22012E-9
+RungeKutta4,75,7.5,4.97215E-9,0.1,0,0.01,3.75016E-9
+RungeKutta4,76,7.6,2.02200E-9,0.1,0,0.01,1.52506E-9
+RungeKutta4,77,7.7,8.2216E-10,0.1,0,0.01,6.20100E-10
+RungeKutta4,78,7.8,3.34258E-10,0.1,0,0.01,2.52108E-10
+RungeKutta4,79,7.9,1.35886E-10,0.1,0,0.01,1.02490E-10
+RungeKutta4,80,8.0,5.52378E-11,0.1,0,0.01,4.16622E-11
+RungeKutta4,81,8.1,2.24533E-11,0.1,0,0.01,1.69350E-11
+RungeKutta4,82,8.2,9.1265E-12,0.1,0,0.01,6.88351E-12
+RungeKutta4,83,8.3,3.7095E-12,0.1,0,0.01,2.79783E-12
+RungeKutta4,84,8.4,1.50772E-12,0.1,0,0.01,1.13717E-12
+RungeKutta4,85,8.5,6.12798E-13,0.1,0,0.01,4.62193E-13
+RungeKutta4,86,8.6,2.49063E-13,0.1,0,0.01,1.87852E-13
+RungeKutta4,87,8.7,1.01227E-13,0.1,0,0.01,7.63488E-14
+RungeKutta4,88,8.8,4.11417E-14,0.1,0,0.01,3.10304E-14
+RungeKutta4,89,8.9,1.67210E-14,0.1,0,0.01,1.26115E-14
+RungeKutta4,90,9.0,6.79587E-15,0.1,0,0.01,5.12567E-15
+RungeKutta4,91,9.1,2.76202E-15,0.1,0,0.01,2.08321E-15
+RungeKutta4,92,9.2,1.12255E-15,0.1,0,0.01,8.46664E-16
+RungeKutta4,93,9.3,4.56232E-16,0.1,0,0.01,3.44105E-16
+RungeKutta4,94,9.4,1.85424E-16,0.1,0,0.01,1.39853E-16
+RungeKutta4,95,9.5,7.5361E-17,0.1,0,0.01,5.68398E-17
+RungeKutta4,96,9.6,3.06285E-17,0.1,0,0.01,2.31010E-17
+RungeKutta4,97,9.7,1.24482E-17,0.1,0,0.01,9.38884E-18
+RungeKutta4,98,9.8,5.05923E-18,0.1,0,0.01,3.81584E-18
+RungeKutta4,99,9.9,2.05618E-18,0.1,0,0.01,1.55084E-18
+RungeKutta4,100,10.0,8.3568E-19,0.1,0,0.01,6.30298E-19
+RungeKutta4,101,10.1,3.3964E-19,0.1,0,0.01,2.56168E-19
+RungeKutta4,102,10.2,1.38037E-19,0.1,0,0.01,1.04112E-19
+RungeKutta4,103,10.3,5.61012E-20,0.1,0,0.01,4.23134E-20
+RungeKutta4,104,10.4,2.28009E-20,0.1,0,0.01,1.71972E-20
+RungeKutta4,105,10.5,9.2668E-21,0.1,0,0.01,6.98933E-21
+RungeKutta4,106,10.6,3.76625E-21,0.1,0,0.01,2.84063E-21
+RungeKutta4,107,10.7,1.53070E-21,0.1,0,0.01,1.15450E-21
+RungeKutta4,108,10.8,6.22112E-22,0.1,0,0.01,4.69217E-22
+RungeKutta4,109,10.9,2.52840E-22,0.1,0,0.01,1.90700E-22
+RungeKutta4,110,11.0,1.02760E-22,0.1,0,0.01,7.75050E-23
+RungeKutta4,111,11.1,4.1764E-23,0.1,0,0.01,3.14998E-23
+RungeKutta4,112,11.2,1.6974E-23,0.1,0,0.01,1.28024E-23
+RungeKutta4,113,11.3,6.8986E-24,0.1,0,0.01,5.20315E-24
+RungeKutta4,114,11.4,2.80375E-24,0.1,0,0.01,2.11468E-24
+RungeKutta4,115,11.5,1.13951E-24,0.1,0,0.01,8.59456E-25
+RungeKutta4,116,11.6,4.63123E-25,0.1,0,0.01,3.49303E-25
+RungeKutta4,117,11.7,1.88223E-25,0.1,0,0.01,1.41964E-25
+RungeKutta4,118,11.8,7.6498E-26,0.1,0,0.01,5.76973E-26
+RungeKutta4,119,11.9,3.10905E-26,0.1,0,0.01,2.34495E-26
+RungeKutta4,120,12.0,6.38630E-17,0.1,0,0.01,4.81676E-17
+RungeKutta4,121,12.1,5.58161E-16,0.1,0,0.01,4.20984E-16
diff --git a/modelling/data/abingdon-all/seasonal/garlic_mustard_simulated.png b/modelling/data/abingdon-all/seasonal/garlic_mustard_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..adf41310d83ae7e17afdca4b35e1eaeb0f382e16
GIT binary patch
literal 27939
zcmbTe1yod9*grggz@<b%I;Bx0C8SkAk?!u6?k<aN5s(s5Ksuy{mXZ=_28I@-h8~*#
z9`Dubz4v|J^{tP!?z*mX&Yan^&)(1T{Ng!b%8CyNa4B&i5D0<nLn&1V1U(1>L7V*p
z3moAeoLU6`6Lyo<c2je-bn`TEv4AL;xH;K5y4l&7(tB9AxY{^6@Nx2RbKc>gw{~-L
zauw#{vj24jr=yD%7mLi04!8@B(?cCs2!zlC^&eWEM6L}4VizMTbywXhZDSh8Pkm%s
ze9P#-pK#(2S?yNR0}cIr%^M}UdUd+Cc<rN&_LUk()w=#95k+4|zGA+w(x|tdZXd1V
zstM*WnZaPXekJ}&S0mT%g(z$70uxg#eo8Ge<HYYwiZ?-LQ`FV+o8WSWt3y!Fk_*mN
z@OMY%%><RC6!<%DM~@8+4ec_~h7h4n;NwX$fWHtEw1?pAA~y#l44kHZfk_X}#<i6~
zn7~;Va?&8whcCDNfBtZ~hNNWB=_0FyiE6-3kI}hmM+_ZTdU|?}rJ=g|yNr`gTHjuO
z+DWwjY**KA=A=BjwhS>}CLtkhkB!N8>uxSEJn!*Z*Id8t2&0$l>vlMVgh_L4Aw9X`
z`|L+;bmz@!SlS%q5_j+3jZaKu&ODh~HiuQ&_c{hWwzXX%YdU;B6>zdaL_WTItM2`K
z>B@FIE~qjQ5fRhv+v>c$yo-F9N0Fy%Mi=qX(U<j>?5-tvr7<%z`&)t^oyF-oq#$@?
zC$iae5uj6H8I^1^|0&F6L_@2)+@eQ*`m)PqFdNgOMS83imVNOXu<9NH!72K{(*?RE
zy_w@z$4<x7h=9&Ctd&XIl0?+uoi4_hF0H0x4eyhU>LuuIzu8qG$*!V?27{%Q@1Mem
zU0N{7x(EZdFv6mvU)68c$(`@zN^~QeF8pn*t(A4MW4HOI9M#l@V&RtB+Q~PJeSOc5
zmfPtHl_9O3jk`47bI-{ZzhvFFbi}<QSqh%BISF#wGxJk>dv}gPDwDW)W9Q6`8#m-(
zob@R@W-t6UY>iwqWd@(n=7-SwJS5@pzl%mpLbB9Z^s)E>oxl3hb6RU9ql@D)i?z|B
zohjFW?q!LKBig|Fg=i7;-EV#6ffwi3C$O%)Iok;6aCmfz|NdqPRFx#CdfG!TW;fGo
z9%tm{i%vU1_{Z-@yUPU`(@kd^jxLA><gpzrG)N3g-BytZ7Z>8=JfW(ps-g%Y^WrqO
zH|>tv#@k2o@-IvLmTu;5bogAHA(!Ngj^igu!VROZGRkxnRl|LB2_Na`q;TkzOY!pY
zjVyf~8d|EzJS&_mTK(RFO{WeE?J*vki4ugfjf{+laXxjHPGC_`H4Eo#*i#LQj8v~L
z=PB-0v$ZXloPO3B)JjIDNoL>{2OfyX{Ye(_qi&`AKs-FWktTAb7Y06v#*<<{gzt>n
z#Jn?=q4yF=CCzw7ax%FFWF6iBD}Z9T=*=8<2&%_SmYH>$&$T{ZMVhp|=q3z2Y#Z|U
z@RseK<JMw#f=2L*p0k0A)0i8LSTKR(Cy^fO<5{?9N^4^!Nn?h-3XNcLGBr;rzWDl2
zyN?kZAMtxkgSl^dm3UL@^U7ehMvk?F|93}xdfMHzJFe=!_pk1TDf!(q3_NqE_+!t|
zG`YFa|HMbMb49FU#)ofG8L{lUF<H6lcWTSV#um%vH-{Jh>Qzn#-$x2jI(~lsRYZ+w
zIR7<+jxEfOIBcApn)Yr}HO{NG@{b;=mMp`OzEuKeTWy2|`p#5ce<1Muad2={N@mE6
z{G26gucqT2K#1JiY9#!=m|hXU&8yfah5I9?cb2#Ubv9T!Ht$6CwSpyO6UnfXVwDls
z(IIoR>Dg2uE-K(KmB;D1x1zEyh#~$)Ioa6LP*E{@)!A<$N^r3&j&b$lc1ykAk&6cP
z?7<h<Q$zke?SR9%kkz&}Wett@xWw1+#yhMs{WYW5@6WlklW5g+YMp^ERjH>e>!~j;
zRy+q2_W21W-mr&as(}5&$roiJcri1?;%q9CSr1#VxsAuR=i4Jj1dOSv%iGL8B?~S-
zHs^_jV)^I=-6Kp&74a;-@eJ;_t8mok7?3UgF|Kkhb>=kZxb(pbFZiI^3&PzP@#BXi
z#!qdi&Is;v`>2SWfi0nO;d4-!(Px}#v?nScC|JNij7g6>7OZ&hZoSlr=*8)-#sEnN
zi^F*7T@t4xqktowk{CN>?ySy%l_Q_k54q|*(Ql{q*q&^A@pur~V@lKGo+TOj$of0q
zGl}$gvW)Ybf>vbK8yi}+mG;K?(?QnOeX4tLFVHF4Hzy`<^IptcoEatd-Kw5q2qC1?
z6oYn=8U5jVza<*|%7BrbUEx?v`bwd`)H~?;@mlelH}v~_j&RX2`|9a$J{y%|`b9-W
zVniS&s3z5dW$u&K<hrb=<>cfPvr9!qr6lLs9!^pm6a>+7b}kb((9l?FmD@(euciSh
zY3b)TZ{HqvKUzwv7Zw(tTE5th2~;2RUyOS&wQS(G-M$KKx;R5@?&|95>f6}Z6r+~l
z=I$g6Hgc3vdh5f755;RGO^uyLH4VO-wabyW-j|jt8#o;8EEN;8D%O1d{8`_2tk_*4
zQ`{i^0tBBAJz~cz*{gfc$qe(VT9mc4mcwIWJg1%72*e!7s)@<Smc;|<y$SZJjKL#b
zJ=knO!fBJ*JqFV54EY~#RL^K8owN`JI8C0pdw5)~v)@}PuHRHe25%tuY6tuk(~S%a
zrWa0ga##{8x1ZW!ot#n*=z-~bY?Tq&G<S#Z4UJcT+qG-gYS1w-Mg)AS6bAH<&8A4J
z&O#(kvut~lc{ZE+GQ?n&=G{d5BAl*ZIoDlSe!Om%nd=Gnevlp$XaZvB>K@;KsB6bY
zXn45l#+&L!!zQr#B{ud)j8Z#%A3S;#ZaewWMl2&Dgf2kafVN}=o&jR$el-D=K$>%E
zSU-s;8nJtuozWg-9(IT2iE$FU4`J!a-ps|hXH4+-6^grrN){IHPp}*CYHMr7JjzUx
zV$j6UYp8wDw^Clf=@)occv>88?oI7uim9&jNfJI;?p5Aff0Hx|o|9utPxkVsit0bA
zV`wk$iIa27ku77;4t!9{RgWR{DX+4dn0K$QS<diP=lWwuQVGWgGKeweJH}i^12dK+
zr1i1*Vz!iWlk;iD9mcWXMgA|aRWZm6u}6~6x985*<9#8WW2t3wZrt|ST&zkN>I-XI
zr{4D*uk48j?yrvAuwB4zNQH|xt!T8{<CC%|%^nP{jrfl47{7{WDTY7ACd@Y!T$pL}
zxVVhva|o#)7{n0O&M29wsuI{gjilg{*`Gg1G(iYNWudL4%fNUu@R~U-&0s!lo34`e
z*LRpV(OGu5eGlyRuSc8WNz+>{o*h&-X~?x1M-shy+?>pC&FN4Q5wTpXy&nGwn-RAQ
z-X6|_g;Nhxrax=CKwdEM^K0}apMgw#D}wZv>hq^Oq&VE9-NfSRGEtOE=k;jy1wMg?
z^G`7sdPGg8h&|j**Ga@@@fjaP@6{O?3sQE-W|22zzvr<mtA-<k^~E~z4=mR&Q#~}q
zXt?#1C!@sEFk^rMS0}RmQ*r${evUmpRtMKTe}Dg&Ry65U9(^?LJ=zMP<mEBgGIi~2
zZHMiGzC73yMgF1F&DMfmoF~5LShz7Z-@m@!X~rPzT8NP-4)^hEX-mpJ$K_TcFQ_+d
z$F20Gu8*!4X7p_g@SVwIU2vbM7kfi9>kcDZ5U&|!IHJUpd@KH@^d3)WCP-oVIN0PB
zA#l1qkJ&y7Vtmo24XQ{(N<Z>!t*c^O<bffCg7}|0vB44$?bOP$LaY{)Xg08~6g89c
z`fVBGlZcaJ7nE$E4-j(WPj-43&$q<{>@o5?(Tug7W%Te~J1kuj3!AfRxM{o?%%dZ7
zeYxB9+xLkb%3k|)_L3G#YuE~5hwR&=%M1IFZwbG6Ko-<^3MPYi%sYg5uN7uA$UOBA
z@Rgvml#HS47@sRMa_!^K-Djgbz8QV2i+vT7+oiciSpHE9uW%P+K|qZ4@gC*^mda^X
zLtm<(5=m5zV<gVHt>2=uxwYT-hl+~g%P<CEVo=3dnc#0q1f16R1_|M^`@tSKd*w*K
zC!`j7<74tgWU1D-oU6uQZ+;eAOqTpz3?Y|atl1M><M|M)0W_Z*Jg#o^m|Bj><WFGt
zVse+U9~;#RowbmA#oV)?k6D)YCOD|Vs`F<PQ2Bx!!xQ>aHAt8JrOj2?;`24+(aPNE
z(Li9aPnjs5<W12guU@tn-0buEte3MOQZaW7ZQ0-_X6q~)Vi=8{N;PN+nOjf!@p(RA
zP?#c*1_BN$_()%NT_FzpQjDL>HgpnjVg_{>6c_X58>EU@_F5hOkZXXwoV~T5b9RLQ
zs}q&74><;CdE0upnx@Q<H#^F+STXtNe2r*xc@+PMq@^F|nMJ}Q9+}w@iL3hr=Dj7m
zR6&L&jqk%8cyTg=tP$(w{#4B7X!+=%(m%O2%sJMw*-LKyb^BXrM*U5KWCf8gs7(4a
zc)F+ycfi+C<^_g5)!AJx;ypu6EKEF~gtD}UfpX9G8YKe7npRAtTAobQH~6+6`-r9E
zWIW)Ieo8AGsUtSDGz&ua+TclupHED>R7^hWwI}0-*+meaZznfaV@(j9K@`&%V)M9-
zqNdhp;R=2_e8w!^fzsvy0gaRbJh2ADQp-<3aY<Y6tE@l!#bPC_g-XB&uap||6@H6@
z@j@H67`C<_S<k&$j4SQfjkRXI^c~G61b3#eI3s4tU}Ts$EJS;>c%g=^J)HIO3e?R)
zH`X&gZM;lMDlkw8BD^|9hl|I7c;YO-Lhz|BXk0-odFigGZ{in`XPpt~M6ejb8+I5S
zuaBs9S~ev(ydo`>x5l??c%q3C^p!8ot#Dv;+rFvhC)ZZHS{=ebEhg+mtGs1QL4HaQ
za)S!B_I=j5a|jaxikr@lX#?*Muxt`nhgn!hN<S?#q~(k;?b4p_%pBlikv;`^Kl2m>
zB@MH6<x6I1EG*8(y-eY?Ej35qQU`n}u013_2}_HjonX!M+xcipcprTWYAk=lXL!qV
zkK=9W{kw?TJzU;T+IQ{ve4Kc6{-BuOVe5#c3b)cPM#jsWwP;Ix#OA<wN-McO+OZon
z{n<YX?Nbto*{!<_nIg;HpQK)UEhTCV?~pHa#&}9Ucu-)WRm#zhLMmF`-bXe`o#iar
z2WWB+XR*iHR7p;d2u~x+fef)?6cB*PDJp9A#MsR=HgtZaOiWB%^{Eke!0vh3n=Uf8
zzc-|m>5-{@fSH5`O3of{KV<#PM%f;=u}v5h3LPqru;47OsPN?&bOyknV7Ilkb-0|B
zt6}e}O%l~QFSnI$M!Rcwq(Z8|{*fogT$ynTdg6UAuNvFEmBC_1zXhsd5D5r{ODd*c
z#o;;RR>OPJA+HXb7ux)@{qd;;dfib~<<9Od_O!t9E(oZ32VcjCn6wWpmOdvwPGR7H
zJ$Y|Y3LVImII|f8u@-KI6CW(zWaR_LD#wpRle;=6?qmdN<$RjP?G7poL#%J|K3o_W
zA(v@XOKwfk8RCI*Ah%9pz{2=4op_<)kQaRWl$C|04h2lcQXLy77OD<5V9Up!SjFeU
zLqnCv1YbRCvBi@coUM#lzGRP+Bpr~^(~(xBAaOYRv^b9OLB4%DzwN6vuw~Sa_6)JG
z5O-^6IEwBs+M*q1B6{Q*7%2Z(|M~!N<<<4p)}ck}mFadbsXbC+RLEywh-l#z99IYp
zBRT7P#@w(zU9T0T^vOldN`&a@ptA8_M8N4|+5d|W;Jh^Lf7<``t7@h3O~PgcaH(Z0
zuD=kA5Gf0C<Pn4eBCWn{MXj8U;u>%tJ$l5%$2Y`U-G{C$wSP)+cj1caqOZ^>dvt>A
zc?<L`MCXKT*AgzAUsR+)qbB1&kH-NiBR7={!o_H(!;`#_tQM#^p!?QW=-yt{2X!a?
zVvu==&KexcUS3|FEV?^N1QXaDrGQn7YeVAMJvOJh7gMTVjaQ{q_m4O3xBTKP;@MqX
zT>f)CC{0uTeUE5bvCse0J<#=q;Gu0ME$uZmLZFnLn{*5KIy%a7{rdIuI+0E@_<395
zS%f#ABhAQh7N-dzeTwN!qrZHHw{4hxs`pyth8`UUr2AS_RMdZt4Gs?e=UDcG7|Wer
zJvlpAub!3N%rSU0IpdA~A_-P-T~ipCFSC<T?7#V&oUYHGP5*WMUyrc++Jk6nlmF@5
ztDBG+UxZlg@oE7xBjbH^baeB+*Zdfbo1hwHYiViWwV%A5>A;v?4{AbQ83|K(udWst
zPwH)U2o)veFrLpyzQ)r!LwEN|4&9FrIqTPXGwrDe((i{{=286nYA7)WsVmrGd6_N8
z{hp1CMrW&9%xrAd$_+2fqmPe$WCoy>pHPps<DiJJXCLCTF!+Eju`PtKM+`Y-c98Q0
zA}u4sd-Lxb-u{k8UHIe)`Vl}M9EhfiM#>ApE4OalTJ2QU(_3r1^{z3JP9me_@anGR
zXdP;<7Msyav$OAS92hkE)ke~Ycr=gcm6<-TQ*=xfbbOVU$A+RtP+Q^k>(@*yEHX0D
z)a)W2>&i*p{r#`{`xV*Q*;R6R<`!pLp62UOkF|T)P1k9h-Qwd@+lc1`I6601K7~PA
zS~`CgA23x=sA%`VfL37JJF>Kp4Ef~SHu2PAKI&2S_yhzR$O`8Lnf>aIA8)%$I!tlN
zCv)HZ+|#o({6Q`MkBmF6Idz3SOYwk8kiB>B3AK=uq=5$tqPwsvro}clOQwkVR{2bI
z@v^ha0{UdwEM#g*zp|*tJ{h1`yNPn?$;ruKd(%`;1bjnW+}zA8n_413KRp9Pi}lG$
zx!0+w%$%Hxw`l7C;@huIOQUwD1Dx0D?HzcvV`iN=Etx})&{S;MN?zF>q$9+%mvE;;
zFc5lVmKq7&K8)j$&k)ryD9Oo@v51i0*1j$#W?(QwF7a&n?Z=Pm`T6-wOiWVtLoW!Z
zhG$gO)R+YXH2o*IcZ&1!ViQ=E@|VeC+=p@$@(t(_pFT-VGzB)*aZF-35PO@c4gqpw
z*cA?k7juTd1a@foEF*pNEi5cnZ*$h$!vt*X?Gq0Vz4i}d*&`|WA6Z1$V~H+%aXQgf
zkx=+n>DUqS27MpOEjS3;uIi#fMw|o#!YI#UZo(4KIqv~MAZFyXE&~VaNz0x%P;jSX
z4c%UVgG1hctd`uKw1kim5k}0K-x*dlF5>v{?neqnN6}7Hg6g!ckb!r1cdue^fPZ>5
zZlCTsRCH0n%B%)xJyWHzWZ*Rh<}bKHx~O!(eGq6~w9zyo-yAB=8XnBvY4+F>o1cO+
zZc(=Q&Q8D?o&2HwhqTTPh^vSA+&kh!zL$z)2Cg<f@VcPoi4|@=EZlhyA<MrM(Te>I
zkd^d!WSr}}h{HE`uRkF)!MN9czty{>>AcQwCn1wsnUFr?p`X+2^Sg~9guZ@434z>>
z7bc_U?a-9!Xh49DkTDvKGFNS)NwLZ7+k0)bU@rkE{0c>(XiWLvMO+H#5<Sd$)T{U4
zXJ{$aM+@atHXCCxMiSL!l$~JJ|FK!KaCxNt7$kRtjmxbLVoKxw=Ifh`Ym_Tq3Z`(6
zwqM(|54|J6F;b$Lki(!({jAY$g4dmL;ei($<q2QM_p7_31V5uQ#~8s6u9wH}%zM48
zv)>DpGK;LMAs|PD+6m!E<+i*UCbrylKI6PF`76%oJ*W)GljEqyOHK=}-%hD6{w=D@
z2RrhAg1Y~T8>B(zxMnJ*rtmtGpTV&c;)4H%y>u12j1C8vw){Ef4LWL!hm$*<CJv$A
zslh)Z^Ax81uW0%G`}hAuV||QR@3rusSEJ%MNbmn^y!H0>{?8rWzkmOqV;UM7|2YQI
z$v=*XUZW<&d;kVV+Iqhwu1dge-1vY+2=`ZLqXAI&FP7dse0W%$<@aa`W+i-lT>C%A
zK=Az6G4KUH7=C#klh#ZBI%ggp9*+B;V_;MBdVecouCo7D#8>6$57Yv+OPH8EzaQID
zb^_xEF-GSP@FOMx)sZlfI?L9Zs`Fzq6Fh71lH~^{CjOnX<$3JJx&QNxAa4BU*x3n^
z@Aq%~TeC0^2e|e>BUIPW_{RuQqfQfYe$vh7c&p5w&oRBsf9)wIeF_6Teb7ISg*;iv
znne{f_q^DIzG?#G@jv_$IK2N~m4kfC2srX<<(kx@Z-Kfkp`fHu7f2Dq#zXwJqiNea
z0}>Zdzg4wN)lSyPsHjBm-EZBtB@N%IH<%Ica&mZue@lKpa<4f6dgYHt^3lj5*&u*l
zwBRRQ{3^$#fw>5z3IE2T#fAo7B(M12ANxBA2kX|lSi}q=X9Am`hw~9TfPsIIqm;S%
z^cG6(DHrS^30lsts8Cy7UF{cA%mM<+nU`WU%LOH$B|hVC#Ycz-=4?seneB&?k|eIc
zqn<NEOTZkK`yK5J_0K@PD*#*A4Vao?hv$G{3kwU21C{G%5F&>yKrOEkr=zO+R#7Qc
zK;bg2Xx=9ASi3V()bv0~N(#}nYfSC!?W=n)+11|V<vk=xo12@9PfA)gY=xN7I>Uhw
zH1b_Gfu(ye`@#FVI^BEs?~k0>P1UHJff7LBZFcs^S?e<#;&)J}zGAvCGpdYn{U-0O
zlhpIRLxzQksVf)*d)T5giYk{gWMm2h1H<BAePY$w)6MOns%reZckgOEKP-OxmT%u~
z-!@h2YSHuR7AW&_9Ef31U!=o+HTYV&|0T16iqw3$KYi8l&Ye4}E*%Gq2>+9V4{Hm~
zb5&K2GsWjG)>^<M3^$R}I<0)Up6F?A{ti?shV}_@g0vF6FS-+03)V)4hx6>>*lBOR
z%grrVTd0BzNZZ(a5bjlZ_%L)b2k?S5o#ZBdHh1p^iy*+ZyyLy|&L?17ThM;;-6ZBt
zM^X&f5d}SO#byQK1Uo+Vr|>-xTTYe@>6xpFf^K(&cWP*A<|r<d1HCL^bW}4eCPpiU
zFr_t5C0o5}+_Kp<dKrD$L@%z)Dz)9!dNC@)`6D)dwIsa8Xo@hBoabI8-hhCfwsu~l
zy0ny3UZ=yNnBSq(h`_cdqa&2_i)9-?X6|tjgO=OJ+&dXU&ToCvtRotBWvHZ5d3HKn
z^>uVU1VjqhE~clY6$X3(|BP6s8c;$AL_o`Ed=J*0t98tc7o%X(mWM8((75N|KD0s0
zbK_-Zn*y*I-%Bp7_Ww+)Taz8GZOBkp-<W2rpg3d-oH16=P{}VQ6nQLWO7H$`TW4wf
z`J3(FqgFhwuGZ&x*ltIx8D94sYUZ#i@x0DYkDjigeIgDcybR^;LT;JF5L)dJe%p}f
zooq@L+#OZ1w=X(2UF@loN~LWEm|C@QzsRxs2cJ7n_(dd`4(t~O*77M1W5*wIBD379
zyugyW)f*LpAy|-l!S29h!HQ85kO5f~a3$9<I<+y(plBUrbDm~?oiv_P*8#V<3h0O2
zz}?iDJcDrZfv0qCsqyX<16(|g)1`k!qc#^zdMt5MNPgL~p0DraMi5{@s^#(ojk96R
z&4tiuK7H;8-In1mojI%pG=PFHzMBU*hunD^G^G+1b_8vBv9{vnI8`dNPIkx5V)lg^
zJT`PC>_`asd&`-A<=RwGR5MvMyI}q&sTSS%J*obNIGS(l|NCO<=+NZq=-<<{33X<C
za<#*6hfp!p1YO@s*KOeXsq+_$Rh$S<Y-~LTibwW5j+R9?QTZfWS7MlX9gRs1sBNkL
z2*V&WKfwt5EusR1C*NYQ(W{3-CcltUS9kZn5l;?SM%e!=dg|~0587H;Suy?>YRVDv
z*<<^k?lG4&3(|tx$EvDF*4BA<JU1nO=D4-IS0PUr4QPa%n%5PauKmQZ-6Ejm$g#Gz
z{?Av0Mo0f=DC8ja{_AUb+pFwh|H89BMSb4((5sC9Iv0P3fGbuZ#(V7-8a=(nqIQjp
z?0-z3w7AhBPxz$O)Dl2lknFmA`O{y^36z-LApdEYm}LDo|EXwcb^a&+O*j4aY-Y(N
zqtR|l>*=LFd-m*K_q~G^>sD#eLs}u&qVj9wAe_j!LH+Q<jG%^3C!Y52)xdE3_RD`C
zdt&R!<7n_(I{$G8?P7=@P@)$BdHpIf5+CP}KVnhIcV8H2PKgwJmJflxj*=E=eb;%K
z>~4BH?ksjk4#fN#iUMx)ix*fa!tVKnx|NTcrw6qR+!OVEzP~RAAf<NcmEI!C0RTOi
zv=yJx+%c4u#aY;8{QG&gnDS`pJ3l|B$Qvop>H)&%l3>$Ol&~16w~l6?5-wIZofUCt
zmo|s!Jz9QSSN9t2_!oYCCyOSejS`Ikm4*}|d`{<selqm+>)QZPttpm^)=i&sM>uDa
zoB)YNH<j<_Vdbc;SxFp1g7~djdWuX^#^o4U(%he%LC6MPb9p(htb)RZGp%BFp6%nu
ztGhMNZ)z6CF7+g3dYpgjOJ%-s<53jrRJ~_OU4XoN<f_S3nOR7kyoX1Xn}<i8r-=NY
zX`5|-e}A>ktTQ^XNUu7-$->g|k+O0uSW*Q;YB}<8Z{IRh+W(omS&xp6RvpQALw8XW
zn4;3_+p>UV$#0xCofO-&TIh&cbp&!D5e-ez=Ge+U2Nze8TCSq3lT&Fgum%{A(tT}v
zL6Gq5*`+&9vq5$1HO>peONwbi*MozDc~K%yjfk)?)Bl8tb=~Pg3|s$1#6{-<K6}<S
zc6KiTe_1euvTqpFd&s)FRsgevtfuCx^{HC5vs<jJ52nXZAl7EF!Er|1-CvY*Y83Eu
zBQs87LN1G;$7F37muZCG?L<dLzT95utdF@AghIz<JOY1=6@2)hGQprGs`*e!No%ar
z9xWpRuw)<d^HoFg+5{+IAqUr}sBU6nVs1ij-ng*{ECQ=X?Pk-UEPhPZCBnm_a)6jA
z;fy#4f=R*IUViIM$<Ek4IPh@4GgSq$dC9zUmI4N6gb4wVaEa*XN@(eLpQ~ice6TC)
z3tFZg!0d0UVlW#JNKH#y4-g&7Rnpo(Yr7RIxJib@V3dhe-e|4pGfl?442c<2-5ht`
z$-Quhy`Z*>zpt@z*2u~AIXrgemaq}7hofh;4pcl63P^`MTGmNZ1auH<&=PO})LNRF
z`E=QRl-{7E`TqfneY_0+1i@ZWvtnCzh^t-(vjRu|fW?~_B`N0sH=kQWS<U(+{Q@ZX
zLbfv^$1ugmlpoI5dEFA(5M%I#{F&O#&=xRufjAud9FOe4m*Nsiime4sm8s>1)198j
z`t)#);~S8ZA30tom<;QP*09TKE>3Kx1NKQmkUDO}maw~QmBroA+UbqH81w!3?ECLO
z6y1NVEAp<YRslYxcbz7kQ#K4I0azfy^@Ta5)1LhW0W;0eV2#*UM(PIdTQu8T8r9my
zKK$0=VD~oI#$hcMmN9+(0uCQZh$SbvVI;w&*C@`V7oV*(QweQ&r|aPFlS(Z<NH0e_
z%{12E9baGknqI}EDzN@K!`BxZGjYp(skuI<q78sdUiB;Ym{S}bsDE3m(|CsTo6uCf
z)e?-hvv9McXRN>H)mH4AfD%4;DJb;xX~ZH~$!5X>36A(cdr<}peubSbLCXR||LLD`
zu+62X*_ckKgOYrKfZGGoM71DNTHrbOR(i81a9LzVW#OAc{f0ng%mr}Myv)rE&~<3o
z*Bqk7NT=zz6I;0p_l0VTS3gd_aX!y*ZxJz*#yC@FJxmcHfx+oIFyg)Qsrp;KK|5ky
zVs7*9FwHO6uLUukWyE?jkNt|%AV0vU$}UBC<IXr4cj*q0pi5Tw+b*GTVDBb1oj#Xq
z)=uO3l2n+2^u<=}BBRsI?Kp{g6dlhmXh^>tLwnk5*o$@E!rGZPlXPJfllIt}<hP$z
zAH-F=NW?!2mGGxo!WiSRgcA+cP8jGi&Ky}a-mdcKI?7I1%v!U2q;DQNR*l?HihPyi
zL7n7p;l5LmbkKz{CcmI2C1uVF_{VrY<8TQbF2~5D`Z>o`jcw1lWb-4~zH9%7LyUEF
z!|kK)Cv$-Vj$%1JWbPe5iI5-sg8_57B0PD+w{2$k{l^>~8G?v-jj_Ji*f&|;5y=^e
z^fN*d56%LX@kHL2RbKF4+KB$0P|%)AC`=H1VQ{*Yvhf%v>9FgHxB0dm|F#+1+18FT
zuc-LFXiffZ$C(w~Wc^>%4T=?R{=8|P4%KSZdDHRz`6bM*)snuKX^UBz@1xuyfd{p+
ztH`DRWj5^3Yf}IGn2AdlrFT<B)4c$s=GgVbO+6u<eyYU9ij8KKyWf-^CMqU%4W-sy
ze)^8;cZg5k>Bi)`TWsr)Ad-m?e#P9e;_rR%N2X(sRvp5uuS(Shv2yKK?Fx`|+|wd2
zi%jYgn^)`a9@d@(cAPAUbI}UQ(<l~~H%h}Lw7(~vFfqK%K(Y6L(@chTdzXl4vn$!H
z=&GNQ86`7Z&9ahc?Nn~=oga|zQ*M%IT1sAd@%zL%J3Gq*f~O3>XJY`N+!VM0<;aXa
zS?eLQG|vw-nlWIh?6ZGM{QGaXcFj#enBH~geBT!P-J*Je`KRY6_G2ZvvTbI}g3P+Q
zlOjt?G@a6{zg3ir+(+%Xi-YdK=yf6?p<~*5*2JU)T#kMwmN`}R!C|3=(V#RnJ@vXk
z3g1bI^L&six9Js-JL?1+C-ChS+U+pqOcT(jp>;4DWWVE5uHyC=9aTh#;%GiU>Oa5D
zh*++sPQ+N+UuC274D@-D%zlegpT?2ga6Dg$i~i?^Le0}5%lrk@xzK3gik+aLu<ktL
z{dT*|OdkESlhe`cRVO!L<DVQDo+NMX9A^3VBN0SkfI7!}{=RrxGR}x^OQ9qjU2+Ls
zU+CGzC)o6&)x$3TD$$ipc-z+}DpH_yQJJC&nhmbXX8}E@`Z$E!1Fr+Eh$$#JwB#RY
zHA&=ln_u~TR_!J~hIO9|DrKBX=2ODVhfCRzlzy7qwcicugN<MsIqeR{zhCa=vFeGh
zT_CJ7#=u45)>nQuxU|3|)TPUHGQmj9#37`tDDd%f7BPXT=g-GbI?9T6N5;ivY+Y$b
zZ2j2&`<0Z}6s#9~?0qhAA(+_Rdxc*6CoftP{{94Nd(5VW2EI&t{IXN<TEUF-Cqj;9
zJ84%L51McXvpM!Mk>7{34y%soK51F?B$U+)k;{4atm|mnc2j52n~`{=iRyA@`I(U9
zZ`XfS*SKFGTD_EaeCE2q(Ed5cius|FanQ>Vfu6y9761Z6ANr!GLSW62hj(U-dr7^9
z2{UssYKpsN)IK;9N)7!&pAt`z8*s5w+R%ws{u}-DHYevr_ldHtZ|<qRLEQ0KDp~Z)
z$w}Rw<)WT{3_(p@U7g#T?ikUp`XSFY?qxFf(cVjZy+tuk^)aF5DCq-E$VP0XB0#e&
z2tajx#b;4DT{^qBe=@)8%5;02mTNa<0*8p4eznxeg1^tw@$%KU(e>?a$;lL;C`_cj
zDI$2DYwl@N^ep7kXRT%P2^Pfo)|HgxtF|YGk|O3s#NYa$-6E*ps8?lYvLn7TMp)-_
zAuhqFM)dZceIha~t=Kt;%1-p^Cr+KUCqNt9xeQh$DF3Mvkil<1V|lwe)*hc7<H<~N
zIwFN6sgy32$&J<-!+TSqz-=ramps0ISLy!RAR!*+8k-TXLvo~SSd{_1!nLld;>}w_
z#nI|enh9oG18&D}3UJ_J&Uq+T0q3#VC~kajkkO6MJv`DQi!Qf-hpA-o3RD(2O{=Rj
zdzdE`y0<`61ieF0I~FL^@&Ta@(A^qTmdIOVt2LI7x8Kd+`wFiQ-gsGg`PbZia-D7n
zG)hikM?*t1)pD&Tdj?mwo(ZFulG5x1gXIC$C5yzfM~eLUOGe5_e}`iyy=D77$mSix
zo0WYBsmdm~h3?HizxQocR&Y0A)^e5G{&~8Duq^L9qg}e^W4oF~Ch7ccjw1nTZ0mnq
zUsxE~O*j`Pkul>Ue|FxUlA^mPR^ThJH5&i8jH=$k-m^E=JHZn;rzfZ_duZ>Bu&HF-
zEvHwCp~xftS|9yKc~jx&x&o*$h`<B*vAs{PD4o~1xYS9#z_N`)9)2X>N1T@n|Knaj
zPhB5xSqza>vkf`*Ty{pT8yW1-ju}8mGatX~81*P4{_Tt7*>!c-y<cJ%c>61*=t6|~
zuHXCS7Lz)39kIB=EgOAVgZM7)=e2gl^;ebCJm7gzk^~iK7R3V<3T5xEbzT145k)oN
zb%gT1f(jpyk@sXG$*%+BZ^3Or!4rF5o2~hU1q#>|uPR?8V%f_4k+E@*rgu!mcL!q;
zOM5HS?`OfBRZ|jUmP_JH1O~$gz{17=fJ7oD9_d3M&t)bB&WEusc1oO=)t$l{e3t-y
zSx^@xf`ASoV2T(a_tN_nbQCK5yh>Hi&Yx4XRrdJmKOU2c^%uAa*+{NTM~(XRwID*#
zt)MC3K`aN=W(wfA3Jn`{85kLt;vUd`-`xS8zXUwa8p+1vk&=8vl<h{pxZz;3;(#)~
z7Nt(-&Qdp&?kBs|Nm(v4J@in0>ET_^`s5|dmZg-YqKXe}DA}jzrInQ$z>r`87^=-(
zl>PAg{@NJQJAHRR!pNYL?GT_S4z8xta((Zm!~mEBLq+r%US=x%Vv$g!VvW<7fk9-&
zx9^VxbxqAj4<3X72KhjUE*H508(Vh&vKz8y;5GOB@!ctaERKL6>)K(^On!U)j#Ew5
zsG%6XF!>#qcN3|`w(mz2%6GM+g!f=e-eN{vb&FyG{4!#VpN};^6gsL9-(PQz)`3v~
z>Hghaw3Vnz+p*7Q$Qdp|@xwQ-xm~tq@1p3aC19HPFa><V{)SfnBRlNX`X@WA;>g{h
ziZL-U@pWQ?9k}sV_dePT4f~IdjTNi`(pa;~VLJc(RZ0pwF#W6Q>jMm#!Yd7Q3H6pR
z98RFO<Rghte7g5a%d>xT!{iNVKfxs#i+nQu($bR4>M%Rb<;$;9_^k4K-qO<w*d+t?
z@=s=%M+YlO#CiVNszE!YuGbVBG$B5oiJ4hi%%iKXPXiVX!&;1RPO-PQUll0ptM^2B
z(8W}gm8nG2AyyM#|E07lbc97jBor2MAd4y2^E>THNlEjEx~MS4i(@*U!zLU3>yN35
zv4JeFa$zdJl65~s9ZpWk9dPPZsUQRQI_)B7QOYPR)>2c;E|<>nDvZs@C@zkHp^K6M
z6-iY?gBgfKk5hpZG<%Lt^b=6>u<ZYzcoIY{UaNlU{j`M$+~0K8jyM9R342)8hYV+Y
zx6Xz8Ii(+j%h!(N@n7Aqua-USO<Ap#gpX^QuTNMyU&z4!M3o_5?x85*7@iDV6sVl{
zad&rr98W@9ABWtUYtw+;b|CX!a1R!sA|=f!j?f1@?^sBj;0w=L=eM^G`l;-%*kgI;
z%3wXxxt|NIuxK)W&R+{FjPrDHDL>|Eq<`Bte<aX>547FIsEzRotC;#e1`I~WDNf$D
zr2C6e9N>0Hh$vxav^$OSk~~0>X<h+;qR6f*h+r$<7)iL-#k{Z705bFkI^J%?;v3kZ
z4aSdx4(!neBNd<rg*&upht!e}t^}-a(Z-1d{U*UmdRglah@TX4=+}JlKL^%vji=t*
z?PN;z{nBIxOv~w>8K<jSO)i<pfxvS$l!L#3dypLKD@G_QQ4~5C{*D+lcDt1k;kQ3P
z*Ijp?b*Z?3rK_5g^1VI$;v}YTXL8e}_GE~7DV1z8+p4cv2S)PK{32b<wMHZdJXeC4
zesbPxMb%TwS&urt11)IZo5qiE-C!|G3+uSRe!CAN*ysGpgfyr=?AS!#2Q>M;r40#K
z8>qQWOB5a2b+taI>=M4uX{j%yzPYr6uFja}COPRX-FJ0~WmIIvjmMAqUC9kbJ2;Kk
zkK2!Au0I@oy6L>r4?DT>E_>*`Ww#}>^yBnu8bTbavBHgTkhH(PgFwH%wjK6*55$lU
zXPe`K=YT`2V|`(q7Gf1MW8gXczC&})Xx+Dyoa0&`s{JG^=1D)686)@kQ!GT~w84T3
z=YZUhxT6`%R`8C`_jR{)=Q7)ZQrl4vAX*FBs6tv51gGBx9H;Kh;XFMr`{Q;%mpC`~
zD`;0y<$d@~p{xKS?x2Y#j{y-@_D8KxFi;ph8dP*?i+m-X)|eiBlf|ecP0#^}cQw|$
zMnD_h^sP#ff|l+&@sL^NfCwA6q>Ea%y}Q(vdP{q)zw%@}dyPkur{T<WCDXtY=xzSJ
z794M?kY^R3z7nyrfAH(7$o*LB*+~)Mr6PX=%vnj&z)@z$dK#ksejOO#=irMpz)31l
zR<`m|U9d{lR6Vcvv*MLpZk8wG7J#^nGsBhSfbGD25d`fDarcdx-F6(12#W<ZCLy*j
zJl<4dLDGo?U#CW|Yg#QAZiIrl<}HJKdNi`TJfIb#-C{Bkc|YsQJ~p1;P_v23uHb>6
z==p%GH(>-$!n3X`-`&Ef3-ibdDqKfB06i<1q75n5sgNP@pE=v~T>6lkq1s6foe#e`
ze0|!<PwXu`(v1FV^E#+TI`dPR7?>V%_9}R&!;{xdbElg<`X{4NbC}QxF-5baZpXl0
z=_sRc-dX`Ea&6Uk7L|oh-t<Y`_Ck=U=LZhZr8CW4?-yz9^ZK#mCKDv1=_ELT5b@%;
zC2PDGy7OoP^l!<h38@5}z-BJ*Psb_D{lRtHiH>&t2BhKp8K?@%J{){U`{+CB0h9{V
z*i8iyt^;DMnV|n^BxuSi!&}Coc8Qez)~!TT57ExIRL9RlN)oq_U^11bXlx*zb~(W<
zpF*OZ=ME#tqGdhI;b29J6k=K<3pZY%W^!BE2}t>m={GCK3~y2iI;`(fO}tMsys^E#
zec##hUGTBb8sWF<@YDGlHa3Wt!{gi(318jS@pG5#uLY5~-%=eKW^ulH-BiP4VA26K
zH^g|7>yu|+lNy--sd;9I)ox^BGKU%p{f*DZoo<!kgms=5hTJUP$`3BSup?GVjX~9u
z2+}1xsK%Vz7Cz;#XH-t3N>!Fk^bYeFK9WGGhA0}5S6TR9u&0S7q0?sta&Sf>#*rpA
zNRfO<;l?xYGj=Y=T)LMtUgv%@fi5Wjh315Yu4_N$o6Fu-o@7Doq+Ag9u1Uq8HEMaO
zdx&Cq&vTv9!FZyzb;E<gP4unMc9du%g2F;wy}jl;PsuL;rC}010D8iLCjK_c$p`Z@
zd|wwA^165CYvK^Uuv;ZZ_z&0_9ubjpszZHef{i)%HIopx<hMxCYINlgXhnP-ZnK$&
z!dJM-^uoq!Y-Re-g4}$2x{0rxXqcBxF^Q6xGpi-|EBt%>!e3CMs0^s@@+rK}y9u3;
zT%#9eaE9PuG+u`5tvmI>zmH5sUH#MIz#CL}f@Jn=2fFvdE-ygbyC*q+{&Kb9(NW$b
zzHz|#j6~T#9zzWGx=O4*=k$hUL57)a>wjU27RF9|yVDu(?06=jl_{efP}a0!VZPzi
zfnol&oz266gNr2)i_U{Ah>W0R(<ptXUoqTeAhzm;L3tJ4FUSKpZTUtz?Rj%K=gNBQ
zSZ|mu8Ta2Pok*t_zTp0Kc=S5YTuXc^k^R9p?a!f~iglX#73@`q#w`!NUAa0zih@Hj
zGFS<S2Lapc$m2lm<7eK19K5%+<Fng_5zHE+>zL-hfq6`92c)B`bK<e5rU&}&=6y|1
zt~VN<7!|)k$9a%}!MOD5@S0QZYeQCFR{Ju9O5;hUmser@HTE!$cOUCyAKAWU2B9%0
zI#kftm80RBeA#m=bmFTzG$@4dPBtOgk8Y>l_k!hJ=fmMEv=>^r(5RGVX3`C`VRl=Q
zU-Rh<I=ff`U!Xf_dNAx(eOKlFiPll;Ew6Y}cRBi)6JmuwcPKHvBLJ4kh{EGOse-}Z
z?{Srq^7EpvjkQgZSf_1>A6BV@ckZWWvf55>+}!FGy%Z|6qZD;uXuqD1%}@@{kzo~G
zk*2hQkA98$C(m2%tx%<q%Bw}9SASBpKirmJ+net+ERqqN?Qqq7vtM!!s<W_n{|S|J
zq|UF-kObA0xd7j*IW`K%f=W>ye%~s$rvb93JOCNxL0ly@#FeQoEQ<cI8Bx#6&Fyvq
z(rHVoVOXGAPU>N7q*9Ct+$zp~j`nwUK#f||E4JHrd`j%xaWd2k2Z!=F>Ai!u6*EPG
zB;}{aZatH$sKpzF+pJNbDGOTSgje=}-(Wzvi)>AD+G`;yJ|lzE#KeTxV_n-DbX=WP
zHAvmBJg4itAm|N!R*Zh7A%{Q8-VXHUdT>E9eOB3Z>fAnnrYSMds7i`bseqUy3EI4l
zp?;w05oIok2a1gM!Gx8?#rfF|XkycOK}ffWw9gGr<u*ZI*oigrdvqqk*C|LW>DD8{
zaQoql_GdaSf~5{RdNg3_fe3Yo>NY|3yUM-dhy$*<&#NN^%)Gp+wBCzx;#@JiO2BVn
zJ6afr!aw`ehM*xV--&7M1{as0FEK|pp!>q>#wt>IS_LuRM0@MGvy?{b==}vCLgCQU
zQ@<36z{V3OFgm*XoE`7`8!m%Jr|MqN#<78}sGy*Mjn#B<e)2v$yDdgf@#*uo>2>54
zft@)ra)8uTG9Bb`EKs~O$YXoc3`HOS*QqM-8{i6FbIEY>0ajdaJFqo&4q%Qw?qdeI
z9cLzzTgXPFn2oKiT7BHfSCpWJUs-7oGQ)6zbGb@=h;Jl1n|~9BzVWRYoRLEpvYK3(
zh{AyIvNI74E2~`K73pdtl;8l61Z6R~<FTHMDh*ewA^N~w%3;)a`f*p#5ze8aqQYy|
zfj<HCwA=jrvOrObq`sqy>ILOYNKY@?ta$hClfO3gwe%l)T5?di`<mu{b#JeHrNU1m
z%&@lfwY20}V1vo^5xow)y6GWLNWUa_gU!d^g4tR3>5M$Vq;!)cXP&BJh8qj3{_d6n
zx#Np2NRoT4J})p+$v%7-i-CPPuP2&HP|;u$G#=-By8ke~WN#^g{!g9xvilAW#gm$5
zWOyu##`-Mbwo@!s-pI}ARYzb&eg*nD?|@zzVKLiLj)_X!Bml|f^!3xsEiAhG(?v#R
zN>gcLfNhlkm`P=VWBzM-8LtdPSzZKRVEylo7vt6||3x{G8*OB<z{AGQ#^$sf#q$Bx
zOE$noy9T<O)$1kUz*zK{<Hj45-Nh5ovAsY1E*l#gt1dMgga>YwF>%{1`9&`i6F&^q
ztOLbdeZb4l59;IBbq#cKy)SPUz{qeFB@-fqg-43P3a$RcH(6O(cbCL0d&%7;xJ^I(
zF~TVdvjc+n@W=?T#Xs`_Zc=iqh^nwAsvjUHqFcL$(}ib}!;lV~fCvB6N(!7TKrx&5
zNUg_fivKK(bO)vuKPs~qVla-K4iCVyc1~Ny1;+_GkfqG^T;Gu)l}T;)g=AnutI6#T
zP~he_$;^o!akWMveTFd-X%5xguJPNZ4IY3nA}WC8^n7EBHW-?akT4Q67-pV`4DGKN
zzA7WK_ouH^(#xyGgtrq|V5XP3458Zm$)K%w`{SB1l#a3!^dNi}M<i+)#-W<I#bo_y
z*q|k}lA>|e*St((5m}P$sYyd~OM)kjg73>4H8L*XN4$(Zf@To+-jitzR`YE}Dhof|
zNT^Q_>!%xTy_26oT>D|3x#8lklcfC^pFW)bH$-C-xx0qP67a^QV+sH8+Y?7ef0Do;
zN7_GzcSBBl?#+nEYZ$`bhBv)whNL8K)_dfc!M{7tt<IEBT9y$3iiG!1isVY^CHz;;
zN3famoI0hZlW9agr*<#y3+V{bZeXpMYZN_?=9~w=Oot=@w4?@(FkO+yy}s7!aD`~X
zyU_O3$l=jPKx*<J?mk@OgcMN0-hCJmPH6l|f}7Ox1dZvtMp5FG0ZVJ;49!W0k^jC1
z^3#>bv1aiA43FtXp!2%`ke0uFiQF~FbPI$P!EKc<6UO-0!`4?hA-lZuev~26-kr}d
z<;<;P0lAoG*c{ibVu~qjX>aj^tP%@y0xui*fR;m^8*(?3{GE+<y+@Jg!MK?iXUudP
zo&R1O<y1J@J5>7!rI*~Oh5RFD;cQ5n=u~yv6}Mh0jBinf&E=G9>sX_I#k|`$AYo~y
zS~gl}LN+yyKqcMZ7HS4W^z+azO_Xj>N*y(%G0a~eOOJ-eK+NX{!^pFRe<%aE#u;xP
zviiDG<41Ty5vjAQXAJc*?zbexeY8JHy*Ty|DlYb}_l4Y2|L1khQgpd|mJp?bwoN00
zUB!q9U?$G99o0kuyB`E=t1C<O5MHw=9pZfC4q{JxtqAk)^9XfwTx!+M?;a;**vezj
zD4k|aN-(D1KTg+q=VN)o{w>u>gO7(k=%M}IRG7vV{t+MD{rqmz^L_t)(9OY}>2_K+
zW0zu8x>bmXY3FxOhWHVmx|DGUaIaDO7rotFSny4i9V;wC!P-B$XyEzFP7ovwIv6_+
ztoueoPEP;9*<=-2PH9{C+dxr{P-f=#!R|nP$Z-I&WYarW$L^M7dPNn(uX@lIx#{k<
zBXTx{k>?86)WeloE-XSpI@I?tNEA5OC1z_F)Zg6Y_4=bGOBa9g2IyFm@@Pi!+^MN+
z<BOi|bZAT>?5gt&eiCR>Nazqp73rIP9lf70(>#1~vY4SO%p=hQalUVc$OKa%*P?Af
zR{D>Nc6MAkSrCZrz`AAoN_6Gl2aymBnJ=MeR;0ktHiU7cr*on-iY`*r()iY&zSgx!
zr91h4#XNh4HE1ObS-QfFgMY;a;U;VG^eE!)T3RK^ujMgbZV|zlAfarSdrm`2%mVoJ
zfO@0!-OHD8)xC8s1phfA(6sx2rKzc~079Kfx-fP!BIamzOY$ZMX14FBCJO!iSSSqF
zueZc?BM_Tt)Tyg8=*nOMqTU;GC_`2=Do1|eiJY#kE+;p_Ss@7|I9~0`Qi?f>J}hQi
z06gP=Y6fM%r1>BQZ4b$5JiS}>Rh7HW%AWsc!FMDJR*w2;^&`okhYsO^c#_N1my6e~
z_)1B+S)!^xkm)@1cd!ADvt*TdBxN0IgwR7mr$e4rND{u;)X^jORf2YO6jyGgnH#0t
zA(l*wtuDhOuLv^WbR~N_`ukv<PY<0tnH@)oxD~rZ07xi(-=OyRb+5q-X=Gs$3Z(v6
z8-ZMCX7|wY>bGL)k*$-O+IX>{U8|^vV%hh4DR0p^Qn$hqBEsxg5Q*V-Z&b7O=Zu+-
z6&pl9I@fkj0MX^4welNtR_UX&^Yqy2Wg$tvJJ)S*{+gA+sj2lY9Qtgvx6Djk7hEE&
zi}s1_Z_;Bc6MxNYXhejo`i|x1x%(qH9o^;rsY=K{&VvRc7jT{vZQ&)fs2pz`M@J9m
z*L0+dcnaS*I<u(EIe-XXcPya3-2dBoDe=)sID3fF?Yx=VOOXgdY^wwEUy!uB+gW}m
z<mTG@h9PDila}~FgLj9i#5*9AC|`{7SIha!)!V@4o)s4TiH1=HxNp5T-4{z5v`Y<v
zfYr>gdrG_$eHl+vx@v;>Zrbm^3E1`W7I2%LS!mHdv4bYOPPD4zDgwps$s0d$<5xc%
za#m+Lf@cfh-8cQAC`G6vk|J6bzRql%_R{mQCz`f{DcZ`*!lGaDRXcd;26db$3nO*W
zDrJm7|0nb>;NE)1?Bu!T_9VZEBT6bNn#vPFW)^v%g(<);=Psr{4hC}`U#Wqb^VdJ*
z57nWQwzf8l&8gaQ=Y<Y514K7#raIp(GEV)KU3(@3=&}@H5Wgu8aaM)fkd9-n|22-U
zc@RJF8VPgI0q!y&hU|KEOYesx9CSW@$jcL2*ayt`BI-2-`fh{L0Wi&-e(*LCnh^}^
zZ<|J}OZLzI9tKch{x3ZPDNI8{;{skz(!I0PV=<hk5-@E@2?ejc5n-r$O0vH?Go|k8
z`#deang{0{sP89*g%u{Seog}mrZGSsi_6PBr$@Wf%a~YL`9r|PhCuoN5~l=JJp%_^
zUj_VuoLmHe?+1t1cP!9^Sf1Boo?U0Zp?>cP`lltL4|%|u4;D+ony$diy&E@gYB(A`
ze*8FQ*SW4~!jR5yEBJK3Brp*$*aR!$nuXd~KDfTHKkerqEHDo?r*A4KC=d}7GlJ&)
zm!S14ugBcVN)A--FJHdQ8v-3k3E*V|kNo``>NbHv6!qGhRmXq1(1#r!UrQs0C4=HS
z+yDe1<z*UiKkf7k(AcFr`|+m*oqT~Fc=Cp8$o|pQMMO=_!DrR4{(scrrQqd9sID$i
z;9w&e^jeQiO)aP*sU{$g2s7CEO=m#7Xfa;@U%YE4Z#KwbVTC{vc%uj!n5t`jG;<wl
z#{6`gU;g1Z7xa1F8ADf6)!juELr2jD^n#InFq!IAUDskrzzcOo_MP>D{?X5sQ08y#
zTUJ)4s;oTQPt|r+F+=o2hLPwfXtw>}5ey|JCPtx2Ky!T0h*b7BZ?fYcjKAahEpM6n
z0ax>q6HEqf))A=^Q&3napWb0Hn6v$!O<deiOxzrIWl82=j&teaj)fF)|GLM71Ox=D
zep4melN3Cr&mNOy*jIrUg@A?xlqe|X!H57o00qD5@4rQc<*6<zu@kR<c+Mk{n5X3S
zqg^6*?&zG6BM7W3!mhTc8qTmdmh>c*7<p#_alz596Fh?{dr}H=?*)%Iibi?{M{|>p
zI#BFcZy|u{>iZ6mw82Avm*V6RqM6^t(7hJ~HV%Q1(A#W3FGjI2*5~ufhwem)bX-RM
zAv!}cegCtl#MtTnk47)+kj87X_Y#e-TNhg2MoEQ$-LD;J+NgppPJ7O{3qmj`X($Ju
z5{k2-yrRMgs+q$VkBtGQ{=O@|wK&%q#DJ~DM2TrgzUb@K)<IR+UzMcZW2NQK);(xa
zepDRe`>}8K8I-`t%Q}6LOso4Ta39@dJ-Of!VYj^rC>zjGRau$ewQpfyT1zXbzIxbU
zz9&rKM49OAcvuzW=&EJpUwI;`J{sicbNFh+H<r86dp4x^spE8A;KKmuiQwmT1!pOE
zgB5ye<+aF!@+x#xEuO#=w8AN)wXf&cFp~YI&1Qi1E=FCzAZEm-&B8M3U0W!R?5gM9
z`qh-VS)Aw#zWcgqM{+G!uIi*O`9RR*nmGU<iArrI4*}9|{@GSC2|ntj8}(s4uLj7g
z=WtHGWg(BuX~=W4>!0jwQZ%!Fqr(`-@y_%RHBRt>q`#~r`4La|Ag%mk`ixEI`z00=
z<ra^fn0$5&|E$^Fj;Jugx-%k!8-+#8vuGt*7pG6G=`Bfu6hBYm{vcs|AagmX4yqFV
zI`tkK6eTCXD1T&KV4Y`NmCz6DK<^ICpIYEbPVa73V1IdM(EQuyWCOJg?^;PGMt%KG
z6o!MR*@-5Qy6KJdynTg_^p2D2sOB%pA3eb{jT^(u?a@bFSdU%Z@&-F|Rl%%-J>unR
zhd|Rz(_i!Xr=OzZURGWC<W)(x0hpS$Q!JCr^Ve0srW|!inBSW>Z~Ij--wcs2Kx(hy
zUsahwl?+Z@3=j4omn&q@@_gZEMVQtdQde><>;-;RsX~t;iiL#@Tx!Z~v78+8`Ee!F
zcQ@to!yaHb>yBFfU`|lh3lr){1JL46IdbXQms!bf`O=O^<@8<gA^BMsVqD4J?il9x
z@x)Wz<>e*J*Af`xVZDaGsuz@oX}_bHidN_gw-Tld1-w_<tICO=nOAMrDWI<06b%&1
zR+E@^9pt~?wfh=)U)3aw5lCpt%m1&mGY_Y#efRj@5wDj>N-9H&lzAvbhL@5lDw*dY
zg=8kgrpcUnDmyBYIfTs0Jf+Oz-o_~NxXsSJXz-rv`kixK=ls`oWv{*Vv)1#hdwuWk
z_wy7roh6HZlXL~#GwUvRrTXqWzaO%n$_vHg93DysGGrORdk1dAXCGCBchK=g*XUSR
zG<NsbDT3*^ewgEjR(yJbE-%5@#5PRhak?{s)C(_QA@r^#OYqq5at3$-7Gj$`qG#k8
zLK@iZ8(ohVdTxkOSNLc?_xV+|F&*@H&1FlxpG{!?_Ad`eFf?j!&Z)(qQ|)j>-=PSl
zlVmfsJoS6<gM-_JrK+xSynUN(f}HLxBY*UQ6MC#7wGrvyY}dhqKy%YNg?abtW60jP
zbZ4r!q+gl}J+M(Z(Z5FS=m`-1u5037xig71hzNLK#Yw*SzxIR)g-ExT^z>dh)-qkV
zHY!eOsd&%3>-lRp98uq1{{&~a?og)x>x`hG+|8<g6?YEJBGjf;h;e9Ky93fQ3kbu9
zFfvW462g2I0>8`tx5>%P+|C?~dz9d!kW}K~6`@p_*v6>c6tdwv^*8kaqcq)k>3m|v
zyYl`T0f^4WC7EbyN&9;c1WX&g<e}d8a~m+sGydgYz2HO@r;;s5{(JNx<a9gyzO+Ii
zeahYIrGc6K*Fcc$sT1>1YV79xRm$)4lx7335m<Ivnc2glwJgujN$`+dxoF~m6!MVI
z*ZPdg9VFfl-!Z}6KjhAd!amE<{56Cs6;)N{=ZQLfLF;UAjpL^|(OSx?8sJ{2{I635
zr?wU==G_`ynOY1AR6wF|Y^%e?h~^)spk*{u?<R82BKubXefE)nN18CYqL%lR0Q*^4
z>*GNoD!QTe5O;y1(gY%D-6nYG^j%hRm^7j{{>mtcon!O|&XyC8!E7x_X>a21F<63m
z48rYuxy>0LlD6`Lhp7j}=N`3<g%J!!SS}}H{FGL2(Z_{m3ljYvG6-Xuhu-((+vH)@
zS`^j{R&u6Ndm8JC!p7tr`Td(AooN=j&P>ikq)}Z|%!S%$BN`h{ZT!7J8MUWsc5|VP
zNA_GzEF$F)J=2^4WB$3D;`ekDgp?Wns7F$}4$;*-_!GAL6w;a7s-f>4>{r(}V|IU;
zz2oZU!%n8FR}ZQ}WDTVi&h6}a5{ltZ(t8r1kK-$;Z)e+X`n!#Q1U|V!s_#}VDMe~o
za2KzA$X1J2z~Ra&VgjqttL{SY{`Gq+DlSewMc-*VQYJFu_F2HQ(AC1N_PgfVpD7G6
zI152^MZwUPeO-@sm%9%6m!JP1uZjL(-o_5m?%<gj>u4l8-}@mGU%v@do(Mng0$D&s
zwl+b@+H}wP6|)3!%;V~<;L+>6o6%&7aC=2?{wK9P4u1#_uVfs6_De&!f?4hxE=U2R
z<GwOtJJHEkY9+d_0gBAUXXrb#d#*+nHMyOk!xK;-s$!6Z7vvkJd;RGAfhWgIYC~B0
zZ3ZuD7Q5tJl#!`B8F-<2bc6}BZnJ_Tl&~RXD`XD<tvPr2oWKOo5$D!&Tgo8Z+9l53
zz%FM0Nn=k{H_|1fx<qAAn<QgKn7z)c)YOefZUzXlK=cn`6cpO*gAB!wvn~XZSKwg*
ze84ILeQ$H~2`Cf9+-pi9WMQ~g6R37h9-N4e_L9n*N~u$Ys(ue5<jeZ)Q*WX%y%VV>
zw6;(Z^CG8odzB!g^-D@k4Fj^~cEUtlX}TxRN;1y|;Fk(AGBSZDnp=DiahL$|EfHJl
zJa6jb>l*^un;NiVB_t)u85tRw02DCGxSG--8pxk*g&Igs^mWH9uotfD>u03<^-*i*
z-BrcZH#FSvI>Y`i`a(r#6}0YDC-&qX{!^kO?1ki%6jp$L_672#^Zjoj(FobH4>f<J
za!RXbr&Dh=y+~se;#ZcJ4+#r9xY)@oB&2T1arYQ6EluI@HJzayCy*NEn3&6Z_M$*0
zi77oS25yDs-d;|yCnJ<nQKzXJnDS1gm{P-X5(h|7<X0}vez4Yt;Q>^{Vn0Gc)Tba7
zwjT?sJ68N@Y_?MHi1X0wN#m#s&RGR|SFQxq(MAtuO1Zcc6o}s?pV0}6h)Bjg3JThv
zbERtO<z!`5l{^v(wW7Fu&rLl^M9f^{{heBTDiR7kOl52!vIAR)nE9V!3yZ(%^W-VJ
z*3;q4xkqMVhVsjtcN{=s^DlnY=j>L!JX55+_xB(MAn-TI>*``5EA}5Up#hg%c0!>t
zP2&HKlnl9{B|!3?JTW~yY_e!vBov3Zf1dc=%k5eiGdPocH(Xt!Au=iHWipoerwQor
z#XlyXs&^p*pnk9Zsm*tiB{j$L%qj_g(I?WyqVJ{3JkR;zN-R#~zij{-AKG-dA1JG+
zc;hF`VX@M+Lh{F7uNhXadyuO>cpR7c>T9ZYo)Sc%M#Z;sd+vrh;oUm=P^<Ivv0E^k
z>-CduJa6l`eGK(tBJ!o*5z6=PtB{5~36EYMTWs_*=F(C}5$Ws?$2Lneah)pM1b0DY
z+Qxc5S37U-)yD<I+h(8o$vrX&PpuSXGD6Xb*P>%<kvz33ssy-=8?=8k@v)Wn*$;e0
zv=vcbS*Pv7Tg0g2-!|vb{1cUfLFOD-5|R2lXOx)ISPBd|23BK>Yu}YI>=`Ai>{OI@
zi8_l7om>MuG&kvx)iOORpfb*_=paS*63@@_-GkMDmPar3@ALjP8u_*f-Bf{^AK%^n
zdLrjJo$*RP0@UTy&Q(Ongy+&fcIpRak}orlXRiI&XtZRweif&RQu^#qlalR<lQuNT
z!nE%(*``qlncYC?0jteilG9h@pdH<DpBG}rMt_k^8pS0Jy!2wc{*b41xsqq;14HV`
z<<Qvmis>HZTOF<;fqfG^DJlZ;G_R#t%Rg14+F7Sx>X5$!pT5>7w$opPyrztQ9v@Vw
zZ3SIZCMwm_hbbz_xQsY(8!miQpnx|rfk5RaG0tzA)7AFb_}mY?T=@{E8-)Q_SpWWR
zLw(@r!P99BSlgmEwYLaA(LK$nD3+|OzJ$KL1|)3zyY{-Q%dp5S-#qabb#NQvRWQ&!
z!{CBqqsrS{mSC96ZQ=8b-nj<b=Hs#lk&bQ6xR+I^qlF%mWuKjUEKl+7jPlQ-UeQvN
z{d7iTE@foJrAM-+QXSlvz`lc%HZ!p$XnC-?0qSChhO})f8hy9cK}jQ7vt@xkuv6RZ
zZFhQ~q6=q-vtCm~W!m9N=!i7#XI&E!b+bFDXgaC?`$_Fj<kyprdS6exzi?D6jDN74
z75p0TCX<kw+r>usxI-%1R>1etPUXJNeX7)Dp@^z|r;NVcQRJm%eKpQs_G}e;)l}$T
zzW}^5xmZ*)sCnROm^!J@>8U%v^!RJ}D;N5D=eK+oTfghT;OJ<x@xIcrjqDaUhi{YQ
z0$DVzrO*FXUKw86J!qZKOymm1-=s%Z$k0em#N_cbFhsxI?7Lwv&%kfH`;ayD#;8!S
zD~yahh95m`vtFuFV*71*FAghiE4MNMS-NwRQ7GG@c1Hn^$!B>Pk4Q-C7E;ssf{(eq
zJGN_FO?<zZ;yFJKD2#EL-yIJFpANyr*3q!K$j$6?4a?$m)u&Kt_nw^$__k|a1(w=w
zN5XW4zXln_`=;%m69~TczrEb)kN>&8K1ESz#ib{@Wg7ce!LvZ0X3mey_Vw*x2xR$|
z#P-O(DK<s*oU_vRrPvoy8*MYyRVMB8=Zc&7_7ytyu&+E-ik#qv`Mh8B+a#5p?EyD_
z>PNf&>hHpRz1*p(k#BM-eJJ*Y1lN8w5^}8XVfyC3a0Okn>(XAjlUnTfI$hMhxp-4Q
zsPU9XC!ZB2Dja)SII4c2jwI>rv4TC(yAJFNW^8TNt?nuQ#p!jjGe(z@qYj>sHo32*
zZdjD`&b;Ps<nBKQIj!^5%CjoLl`-p%yPxXW-uN(dow3TMBp15zb8$i@hCQv-B!_ya
zWK}|ytWs7nt;ZYB0HO*P=zb`DLb@MVtmX4z2<oJ7>IOx!JKjtz+Awn@DE7PE%t=mk
zI?cQ5t^!h)q2KWH9+6>aJho0pj&|7*GO%+?d4_z3{OsrDt$BkQE2Ue=caK6P5F0Fm
z*Vp!jo3BI;%u<I$8sekhJJxD@jTr1Y%d=oHjC~fxj@A%(^uFB2<Kpl|<i-NSYu^32
zNe1j(J1%_|6WMcbJyv&4upSIVt))GIYV{v|3+zh7cF#RZdSQc=VWC5+a;nD9D=t6z
zKy}Pi-La;J^T;f<`2(sdwD|Jpm;dcEM~@!mj9njhEpXh@6BJi{@Ni<|dZskav|zTG
z?+5;HUSwTxXuznw_OIKrb4?}S4u?p0cXbPN__a8<j3SE~1z833xa+Q{jf<tbPxrc@
zch56Afj24DmC25g?R5}&B%>k=^RxBx>C+Um;`oqMczC9(@p3|H)tWJpz^>uWgk-Y<
z+m;Jq0`FH%847uoY@y3*MQH|8Z&{+Tp~qqUoEs%jxw?t|Ixh&B{4ky!J=Y^|={BJ+
zl9%bBd`I|1;!&+5C#lW+5P7}An>yl(`^fXXw!=4Gvt0J-a$h+tI&8^0HjBM*L5XW~
zW6bNZULVPyc~yJR)3g1KOOJf=$iS2wih#KrQt`;kn=<uTUYkMY^f4ZWG<VD$-QZS1
zs?FuHUner7;;DE|N9RthZmGn5(?amu(<;@!Tg=2v2IZ+5=3$`!+j=gqUU{=vyODyC
z;?MOv;IP)Gz1Q~LE4|6p;?W-$z71XlQ=08)I1LN0<nRhtwaNFEp4MxI-rn}e-OC3|
z&-%&Ljg~^D>D4RVe;>kXa9O1k+TZtGpG^@!TylE7YV7!}4mC4NCJpM{H|8b7mrg_z
zZaL$G%YB9J5-DBj`W)XZ534IFMFJl9%*%f~=jzh=S8zis$!RhBem<_V_gDjUEhIGb
zB)Aayou+iUAS`i&XRAS=sb+b0sBHuc65H7Td~P^NMtb_^1DVCy8B*!%eQVdh6ps_w
zo=vUh$m1LZFh<Gi&a<3k<dk7T1htx1mj&ypKB@eW<=fbSNg<DK@x@k^Ec@@*^ML|v
z0^A9HhaWdI-x+v9>S)1v#bLa?7V%c%*S`rN!g-eUfYf5PMF%(Xq60joM@iQVQ}Kgv
z;E-y;T3B!pKO|mX^h%*_sakE%ltTH10+ZZ}kBE~7r|U6VJn9>pM9waDa<O6$eqBZ4
z51$uQ+gZkDpMyrej?ktPMMXv1w3NXZL>Pf2$E;aoDdJ5=f7EyR&Ps4b{Mkr6T`fb;
zt$i&eEiHV9))(B_*~#pFwlxx(kz{1E_yZivaX57~HqpSgn)X5V6~YoE7wzR_uX^ZU
z24o%Rcy%N0XG-BjMC@PbZO&~PIvbAjLA3WMRTM;eM+22Ye2!%DGmELsH5;>vU$`nI
zy|{kD@Dk#E+lE#>s5H{j)@GHE&<B#%Q^xTNjj<B??HT&`Q3q>r7YebL)z(1Tdsr|n
zv=k<H!~S6;_?c|_B|ZHao{x+7b#&~HtX|<>ALajSCkGUmvk_yr$F1dDZzUd$4}6tg
zlCNw2th-lYB&RXCnhG<279*9sj#s5I0ZD5~nbD<rw$isq2>SM^%j*a8EkE9KHn;Ox
zH+IVu(OXaueVW1~eM8nGzUopk&g7uCPw>kFhiEwsnLQ6M(#LOBa^F<sCHtEqEKU-#
z3GFrpk{-mw_Gy>t;@Vj!3L4W@`bshD76iOf#~Qzq3lH<Rw1-bz@KimSI%o||%`?y~
z3VGH&{}+WYgy&1dGgQ>n+DAuh-1UJ7-WrHLB-p!7SUf;Sd!9J(0m<-&Z7E6k{v#)7
z_>FE}cZrFSI3;H~!s09IwfZJObRkG|z-E=`DaA(H_wwO-l@Jq^YvB{zX~7#e9kNP`
zlziEb#iw72Pk*7$;^59>bK%>h9hNKLhra$)e2xx!jOq{3Ak(YFux=>`6Xsn*>Cbnw
zA9B7#h>fW50mC)aDK<6*pcaHh64qtBTFlJcc$z%tN$s4$JllIyM^~2%GAXvhHPo?t
zuP{j~AFQ&E2n(}rNMQN{T}y`!3JV8^!U3AhMERI&D5IGLupy1WOZjyH=K#6m!fxR5
zSaimM)Spy}x2@-zn#bK6+UMY|kAO^-txj(WlT~1X&ViUC@{7_iq|pIzMs%^A-(j8z
z*oUGP-r7tM94SRh2&+OX{xFvo3qrIjv>gCrbc7#IiH18sWNK8^by=0gSK{yBiZmJB
zmkmRikS#!h7d5g_6<OQ}MG&#@`_OBA9%)n8cTip^OV?^jUS6MXibTLTQw8JP`Jh~|
z!uxF_3TbeGlOF-LJmb_v?QtY5<<&dE4g-l;LIRJQ+{Qhk!iSk-_WFg7&BpkwklJsX
z52>wgh;ZBT_n(FDranJ$)f%CT4I`p89BbG1A_s$iS|1;Id8G^`-0l7Fbz=0Af=2Ew
zaHb(WI{+`5W2-^Rd0wpfbOw3(V$g55OH(|mRsED9G{bGu0^Y}2;7j<O=S*_w5AEZk
zXJ42qoQ^;!sWF!W8M!1jzAL-A)Nryn??QhpzVJMB?gI0z)Gvr&I~NPCL*Tqe<ra&K
z_5sl|5AR;+!UM|0^~jI>_dp?)w#7f)@mS_e9XIVkNQ-Zju<YctoI%iNWhRRfUxF{K
zL-w9PTsvBCj|HsF)$^!ZTnL$lRIJ?gmL7n!qRS2hiKce%VV&cU;F+uA$f$w7Q)@vy
z&|@3!dv6RLE)7Dq<=9-VmZ$?or0qKhJdtzI$o15uLKiU&+3jaI>Gn@M0@=R_6!k2S
z5>%u51+w$=qgSYGaKIK#=Kgq?aeWOgXo^y3)BSG({46?@LXi9EfU_GD@B8|7pbjh)
zX&RZIS|@EE072^hO{e0usX|jL-(2Xh=|EUDT?lut+yOE#g?CF<OtXdL6p#@a2ZqvF
zR{{Eg<dk$<UChR!*ypwNQHkjSxM>u7PU#M8tN@C^I(BMe!XCyf-+eJfKffs@J>Bu~
z<Hz~XmBB>64__U_I_Yok2%)Z{bN@48bd2$r7Ny%s!pR$eG>C;9dSYx-rDsMmDY2Ad
z>B1sUZyif~NtniLX*1;iWf5$2uYBQq%LwFe1YR$pIoAWFF^qu9#Nr@Vbsu<#$Sx7Q
zR!kh6oHs~s&D@vx$b5s(-ZwUSbFH@`eGpKRZigQ%dDYd)pL<au{K*@QB;#&%JDx{B
zo%Wx--Dz2MGIyDT(#N}xq;s!giNo@YVUG5Jayjd>CrmaUGObH8^w4|d#J`*$V%pLG
z;Ns2o<ynB1#pBAS3#Y~NVL0GAzg&J;A}$b68a!<vBw9tR=Q^45<6gsP-B&1qdITUW
z$GzByeFBge9}yYBDlH>hnw3rReJ&`#nYue174x`_r(>(!V|`m}W1(ekc_=WY9P@2t
zq!t{Et&wsRLAToDQ{YLqG8b8zdTOA*{@YdS1@3-CLD`oD$mHr3VQfT%X}9BdO0Q+t
z?+KB^SSMUCI7*>>Q=sei@KFR2KB&LnVDX`xFkMjq{;P$QG^xM|SRguwipXeAy&Z~Z
z`Lg;o&^_J-T{;(@@wO`%*%fA_UE4}Eg(Ar6NUYy_!`Z}T4$$B9e|WtjD97lbj0g>|
z@U`7L&}20yECzc{sN`L_3=Y4+X@t=M_mDQ%kYtHX*G=H6VntP_y=NaXvQL~UpI#o6
zmL`=x;=*J0h|e6>TYqP7LsOP2b5|+XDp#QuT3q%uVi$K)Bc}_dMDqeId6i5N-Olrk
zLT&si(v`D?9(<;xh5Kd(gyA;V1pVS!L^0^6%;eGHxJkc0L7tN3S6bv>=mZ}8Q=y^k
z`-F0CQY`mC{ki_ehsNA6-Qsx9qYFJ|O#^Z+GQpC$C@oEH@y4)0ACNHJdyBw}>)h{2
zI=nibajR82uB1c{fOVb5gQO*Ajj|Z|tEZM?Hzsa{K+pbfDb8yT`ldBH!k-9QO=vE|
zY<^p1Yn*Xpsh2MH`Ld`;=I7e;O()ySm^Noffus@vduiO@BA*A^ZFI4mmXzK2_$d7Q
zoNEicXMNdnJ7#m9sRMlYts&dQZL#&4a`BSOw-8Qp{gDAN(F+%P&zZNL?%3MEZ{@@D
zwE=gQ3z41ON|eFk*;#zB0b0tF^5C1c+{miuwwuJ4;wKv0`KRHr<1Qg&Q*3w0V+*TI
zhM=A=Iu4HU!3!C@l2!ahCjY`oA(*rO`yNrR?Cb|C$mA3hLf58C@ou;RhjC;hCY;MS
z*EfZW5j6d_`8uXn#MHrk2($&MAyt<Hz@!WY-&4rYj(CzX^18Nodn+LuP~G<K1#A3v
z8YopW8=>uGnYElEBPTa5xoC18dBQxA1!@)2>_foQP=G-jvf++TO^7fF@@aYzds%q}
zg#-W`!qOeZL9I#aihM{CoGOTUIAEikt_<lz_m#oJry<gt6H?;TU-vJ=Twp<Bfq*dA
z1<2sYpdU{Jl$OpgxuSTeH7Q}E4r=UcnApjTP$3O5A-POMTPFZ$QJ>Lej2Zc{<&5BD
rK?alR|GC4~|7&|L_^@#O7U_ddgWz{BgTi6IGL+mUrHkoO1`qxVe8{_4

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/garlic_mustard_synthesised.csv b/modelling/data/abingdon-all/seasonal/garlic_mustard_synthesised.csv
new file mode 100644
index 0000000..63fd843
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/garlic_mustard_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.2723651907000001e-12,9.525751746245796e-11
+2,0,1.2600570982e-07,9.433605376255646e-06
+3,0,0.008769788767,0.6565633143067799
+4,69,0.6907151,51.7114160154251
+5,86,1.273277,95.32578142547112
+6,31,0.41604176,31.14758679975238
+7,0,0.000552170121,0.04133903955236915
+8,0,7.51001754e-08,5.622486627179273e-06
+9,0,9.30557707e-12,6.966759046245994e-10
+10,0,1.144764911e-15,8.570453223417598e-14
+11,0,1.4076978020000001e-19,1.0538939522709366e-17
+12,0,1.730987945e-23,1.2959299390093076e-21
diff --git a/modelling/data/abingdon-all/seasonal/garlic_mustard_synthesised.png b/modelling/data/abingdon-all/seasonal/garlic_mustard_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..a3a1c09f0da67d3100c5be1bc66b34b17a671993
GIT binary patch
literal 62256
zcmdpehgZ^V*gs|2G<#Z>yJf@DO3|EHrlzG<?uq3FNA8JcR<_iv)Wn?wH@PR;)KYPP
zfLqIfidzr`!QV~K^S<Z(8-ASAK~nHL?)$nv>+;1N108|g!n+|5h=A_R8}}fP?b;B?
z*7=?M;C~+Ex4VHSWnV3GUn5T^-+=qxju8F(z7O3zecfCiNcuZ^`?z{~$jMy3B%^de
z(#6;Jp^vhxto#4|gp8-Rv#gXh(E@zRu7@`*d>{~^1H6A*oYM*5cP*#r-neEQm@+%G
zBhYGs^m%E_{fz&!vEIIK20u?F@72C}eP>9N+E<xE$As0a*Mwz;w8-xF*Z16iBBpTY
z>&@$rW^swBxPS*O1FW=_R<pXY(}ow@Hb++0mT-jl`NELXeagxUN_Y1~eLD^gfcNNn
zej_UQ-!CDM{chW|xBUA;Uits`FSk^BjcLDl`SJ>^?)B(sjiM+KV;F$b7Jhj*OFL<a
zyWSa|@J#Z3i+OC^yjiS;=D``NQyx>$(5BA!GWAci;&2|x@A(CaZAh^ag(U(xu_fXz
zL?eFp?%m_@X0~zVo$6M~elw?Zb#)01K|a%@!o<PQ75o+Ve)$;5#}7JEl)T5H712~%
zJ-wHwPMx~h5+mmL^UZN@4ug^`IBr$twyUr_^V((3?^_Yiu*cOmzmmR0?y$iM*m%so
zeED*Gu6iUvx}@fMUBH6OMazmeH8odVNd@tHh2?*$E~s<pMk~yt9;RK^;dDQX)S#8g
zpg}3?ts&{C)uf<{Q=Slw#UIb?(jkxd|F9RD6eZTGJ%(oLiY&^V?wOmPEi}U_z&5$e
zris^b9hW3#=$fLVp8KLS=Ns7`LELq!P2zNvrGWTsUwMlvOz48S<iRrr?{^)PdScQ{
z$cj}*gdwXkoQ$=0bKYj_#EQR7NRWyvY3zilX$Ke4KYY=R%p@Z<BaMPD;9LpWFO>Y_
zW(%>6Z>>CWq_G7zH@Bj7tB~=Z|5#MG#H|O-RZ>o!JgJ!$G<ocxhJd1lg~i(sA6y!*
z3T)?uJCKVkt~~g@Gku_e%c32Kk(XpmCVQfpu`8W0SkJdDkF=v+--SFflL%dmNC}!u
zn*3(TUY(nOZLY`8jx@pdi77jjnVJ?`o(>rDOI(LA@rolq7k__qWX=zX>aPuf8%W!&
zml`k}bj4@#_KIi^HH+Kv>(}LLkwin7&4ULIuJT=5BwKkVX?zz882o3crT%}<G1LFq
zKCv0r0ht3hI^mZ0d@U8-RE|a!b(S+|lv`e2rLzOooepn3h8y}qm#zlWUHU4KiJ?nB
zgbu`nZ7k{dq{-BbKF(MeU=ehiQWmw~g$qrajqCTae5f7QM8zPIgK?L4L-KA!rlHSS
z-n)0AMLeWv{WG!74;kwoygKW;l^>H9T(B;gEiozoY9dM^Z1nk8Y+o??c#izyxO>5U
zN{J0VR^54JWkrcKx*qij!!TNCSTR@;4`@Ay`Pm{7J_{YV$Cqnn;}^fa&Y-~8MQA^u
z6zh}W92y)iRM)A-O!*~WGWE_-{c=((8i#EOCFbf!D3yZc#Jl1erv=s5GDOvadwROq
zQ(3X+w`<MG7aCWa32SgzG;E>jM;f_U&ghJa@08s<9FsWg-FC4I#r99H?sgMSZSBVx
zO1Sn{<k#BN`_DNnj((Z+E*6=56+`{_O6H0MHn=|FqE+k9xRVnTiExF!t0ZVbcY7)(
zJ*>aypPuQo;M%YZQu}3_#>KCD3PT(E`ua+OonV_AJ~=eM^CjX<5qvw)f<KfGUzU?I
z@~HXEZ&CU{E1rpSA5d7wdxqJoU!~a-?SqH>C`pojHtS<v`bk%Q4BECFl#uYueKKP&
ztmu)V%IGnYB9`Q?&JQ8QF@*Ml85aTTTduD8$0B2vUYtqGTlPmUVFq01Zl*TQ6lXqH
zho^-u>rRg}H3f;!tP9IIy$)s1RjVf(nadBf*$$KxxH5vd@;{L<tm2UGJKEK?k7H~q
zY}0i$hgi+%t#&0grx@X9R<$C31>5@WE@)J*sLE`d3}Mc@=lUZ)=PKY6>3ibM;3$$?
z*4QV+>6!Oaw`6fWqDXkfkwT}BG^Co6Qs1_#^jk*-BwZ)1P2{cSTBWh_v3<c}oYm?k
zsD;0uNjep-kCruYd+@PSPEC+CNbtGrKWm<J+5TBeDeCuAq4tpU#u8r@l%Q?R!%WK3
z6vu=aT8PZ5Dl5CPlD1ht!s%!~`pI@7xWrI>-C>>5#C05oNfX90;11@#ecb*}5*V~R
zyua25vjM6~00-42Vbi$DWuwyAFJmpLiPR4<TInjvj-0YKnLRGK1u+&QS#-}NZffzb
zL-d0NSFec&jmPOF(ne^^;gHU4J9q3oYG>O-9??xj+mL8Ye|&Dxp3&U<tK5-SGLV*0
z<x=>>3Ii-RdWKw_9OO>(F&}ZJa||{;dg9X*Q5|CHp}jPAJW3ch-_#gAQGm?L-C}w1
za(3rQ)FyFLtir#jG0G+3lZiArIE*GAoYORi-A>ySVEfp>H(6;VP!ony)`C*7YUMt6
zlTEqa5v2U3qVh)us!KOkf*Jn9!$DNBl~7{Si@Nmt-<~Bg{csl{H$-<pAPNK3o&h&>
zbZFs?F-R<~O1oteEaRB>?+^JT%XM7+HdZGfqVS=OLFF(<0^Ac*Qf6=J>3Q2EqR}(v
zpX{#Xux%RxOS2r?5=!Pk^=S__Hhxbl17+8^Zm2s;M{KMmHo!d#hDSqJYKA}^6Js+M
zu)YIem-bn2M!`0|cx^1TBv17Anp46s`pJ`PU~9HdEG;d?pxCSHstV!Um2|v6*mQpH
z<Ku&@ncyf?EGt}o3maNnr)0Sjb4&bi3yLG5L>gzNv`j)sEg|@Jam)Ib9TGJqM4vlG
z43u@OIxDZ`vL~qONNaMecoVuG7gA007gSw*lvM@p;XghD^F#G!%3S|%&jjQKhJ1<o
z;)wzCgMHTAuX|)`s=8Mk!f&%u0zuVR^<eUrRa{)$?|$vh_!29a=Ci$C?u9Mi`aNcP
z@=Mrc%1iZyB3geXlG<D6S4dg%9IWZ?2DKyhGSqW;aI9tol$CgofVIW@I-6XMng^y+
zmmS79x)vNgwNxp6?wnUj@Jzlqo8$$$Z=m%gK3n&lY8BCu9r8px_MA~}AZ`wv?3kC8
z+OrogUO3gd4^+ia;NiGd)Q*{T=kR?qmkV!>)E6-?AuVEY40YGy@b!trn8%N|w$yly
zSz`^^Ax|4SCOgyN)7&!#DN`$=!6C6FYqs~pJxu*nXdlc%J5qfKx|6ux`Nw-?9%kp{
z)K+ynvXPot>@O~fK21~`)?|F>jeXTP9|l_P`4%q846Z~V5^Y+#xvB)_J&wqDv|r=Q
zvKL}?wy$J>%UK8y=t=ZTo5P||7gl||7H~|{AS+aiDs#}Mq$w^~f@SNx$wuHLX57yg
z%qXMaUCbNoK)Pz*W&(|iXseSQ!f=awCcsJxL525lrfBD7Wjh(%iMj9{@CA1$N*@l|
zWW24=;m)TFWj5#vc%R{5EMa7o@|ZiNFr4PYYRuSF>>DX$)T#t6J7DdrJVNkL%2k=V
zsT1Wzo3v@At`Tw&vFY7vOGXR6Uz;LZKYJyXc@gq_8xLoS52Khi6xesx{f6A4@Ct^e
z256HM!3@?H47@2UM#*QghP#ELp@T6<ZD+8o_@Mrn6z`X{9$gvNVgPKZeQfpg>C>1>
zBt<zbc;;NoK||HMuByBaR%_$rlsg96xR<E1?@#Nr^z?<bjg?OPL@;Nan!d0S8K-`P
z(=E7{9L2_kFwu`P`Og)79&eLvnq8^!rIGP&D~sO*L#!Kpr|+3{=|p--o0Z5*h?8>l
zlSQkC{F7<lIvavkR6Pn?eulL-vgcJOUP($mxx3!<MQ*R$^_ooenvOE0eIu$d2giD=
z+>>c_kvjy@kf-W0o?B81Toy^YUr*Z?3kaM-TpHS~9Gpe{s%(0=#R=6*u_rX5LRy^D
zQIluSpT9yWw#D^tqZCtLsyDwx9N1g6Bit88O$#ZpCl#2KP;2>Xi#7Vd60w<Ht*xz%
zNmC0!({!SR9Up52i^s=ICpo8iZMT9h-e-d1OtLPK_ypsw*;D59Zr#GKhtP_v&u@QK
zxLdq|vpP^BxV8zPZ+oJYUV1uc!QP?Ezs^kVdG(UsFyo_>zQ7y_Zwl&|ai{CVuKW;!
z&+ay!rhW5hOSm}cjT`22KgM3;%N0}hT?|y~F-4_?Lj_*XtkF56026!RC{ttNs)3(s
z8*e4b#Hh^Id`rOy!Zx~8cQAUVR-n?-ZEikacb(Y=y;RV`0Zq!6hl#}DAE%Tk9E2p?
zGk`f1KtZHKhc+ki$u`u=fQ8{0c-Z<6zoFO1<N)BHKUAxh4$HI~X=<FL_gXBJvzWJ<
zDhQA24i7Q{?C9Z}%y64(5|hg!Fmu@R^_`-80vmlzQ$4bU@}KkBgeFvD+DR6g#MI+l
zH;yePH0jbPSZsiuF`P&q!vTybh9nnx*<cp#Dsw@Lt+0)_iyCAJlQe7%3}Ps<%N`9&
z+U4STpYyoU<y&K7VceP)+V#zVuFU}7^wp;5g4_sgR8ttZnquH;`Eb&67JS+gWfien
z(xcW(+&Okv({`46;iihkrqDFfG+lZIEYJWkGgN0^xpOQ{b=s?<QT61d-I8zjAKeZK
zTqCA)$61(OGk>(A=_9T1S&8gf2@R`CgyZ9rho^UF;vW&*&+{u4k7n|3AoO5|XzucR
zezG1>=QMHg09<#Uz)HNP>%i#j<>Zl#W;Z#2q_Gs*hhnxxwMS};pMCS|%ZZzvn;Ws6
z?CL9S9V!c|v26^#MB9><_JODwF%|znhj(PDOP1*^j*j`_KJAzHg%fUH52=a{gHRxu
z{Oj_`&ATVpKYsC)CjJoNEIMx=L4j3$TU6TI;&N73>uR?bS@BXqp8@My^~dmyF^S1w
zlv;07;GOXGHn_C}p*X``OZZJi*~)A+Wv?f0!!w+noTU)DUC;x^F!fmnVBLC*O=u}R
zh6`2^*vtC3#eQfK93;KY5WXNQeB;wrO}||aNX&J!cc1gH)Y!(ve&*ao_7Xt1zBbqe
z<d@yAO?CL9O*6Ec-V{u$BkRKPkE*sNv(n7s)a=3lK4T9yh2`J5Txc>K(u5te9QmAg
z_&b3aUvQ<5qZR2|2jhG!EpQ|5k!|?Y%Fe%KXB?S97IG4nWSj}HGj<&<|0Cod9LjjL
z9XHt8xYyXOhc!@?G*tN;ySKf(L%D4*mJ6FiO0crR4I8>C`C)ORv|CphEii7kAI#zP
z*5`+Mcz3wVpyo)inu(F+t*!x7uj|EbI-RbUh%7Ez8f!^*oD)W3Dr<XU#8eQfM+%>1
zl0|xyqlaD8REvM)g_0DA%6`-opO{XLHHtx+WCCv2KxXt9eAPqpBLptJB3C3U`xSg|
zZf->}ho~#uO4}5|GgHe~9S_8^UdcB0iq^lZX#OZpt1F<5m373Er`p@v4u*HH<i%Qa
zCJ}OvDf1U=<wLtFj%1Pftjio;PzFYVX~mOF0K^dpZPOyGk}Kg<c@e`B)lJ2a>xyn7
z*QdSifNdYo3LcHvaZ0&vxyjkms6!Y_o@T6uHi1%hTTR8Y!YPBiLTqWW`|>y#*I4ji
zD4qPZ@LX|beyr|@W`%*RA9e?uW@3NRvJ+dtOl(B4>xSXimo^G_6;~GFY3Ey8TfK43
z2FlZ?j1GP}QCytIIK^Rz(uIoKil~|+dydH3&QjRq74GjSiMo#ZMyg3RwJlhpXf5E!
z{BXzu!&1Z)c>{qru5{}w)1x5uo0m_$vy2^KiR5>R!5K!CWDF?VFu=|8N!$))+678T
z9mi8wYjXv*d6Jv!Cs!$6%!MrhT%{-JT6_<gP7dlG%M16ZY+eHEPNIurwGeKp(oira
zdX^l-1@tA<Bdb#h9!}%+4Ksm7z|?wa3cS6bFJ=pQeu~!@uVqCe3hE7Dy#pftDX7)H
z$!dj&ZoyA54*i|0{N2NIgUIc#Ls6f4Bm}OWhYz_zr|urc+42ds?k?#Q`E9;ML^{LB
zE0lHru8859aJv6}Ghy>j>NjZ|O9=wfTb1^)Bo;Z<l_^z|b4|g$XYtP~S@h&-t_wLs
zKg8SHd%S6rgWUx|Ji3{D-TcdSv3L9rcre4PZZ02_h7dQre?PN<LADa7=%=an`JN|h
z!-lsS9YLu!x<no{NzT1jITTwN`;y(=tU+Ee6Y*aUmT^59KR7t3*BL-#<WOgp+hh|v
z)!9Y&7HbqL{&~Y6+_?5<&p~s-vr8sW)AA;99zz$$U|TW-^3KPE1ISo1_D>!~6O|qg
z&8%h|mL&4a%+!p<tOVl}ewH?VP<}Z2XxqC+372=L-HURm27DE(&6n!~7W|=ID`(h2
z6n>M&DI|QFjTz2Wz$$V6v?5feVk!Ra)9iSKr^~Bj7pHO)k@ixYkJ^!Ml*4GMQzOT6
z!c|aeI`UUlUAiQjU@=K@&UGDH8GHy<FJsRIRBTtXU8QT?xF8RT1igNB<l+^$!_=l^
zV_JY;4*c_=|A0FI3x};ZCWgg1r8?sp>L|&LvF2MgUjkg{8AcOoU6oavtN7=gLO9=}
zo7e3QK}Nr%ot}|iA&P`t`eBxv@BfVXqt2jSW&rjCq3DI5?aAnn>r}O``#cl1Mc~v_
zl!j+&U9rY%|2zic%f0ZTj!%tSi-*fPLmkab_evrlS`txVknW6^)l05+6$MLuvH4JK
zoS~Zbs{Lei{E(@cUywEWVphZ@0V$UN>$#mJ$BNOJABO@NjSYVJCFk(Zdh7;()Nv88
z=ki@H2t|)Msp4x8H5s&+<z*j3*rj10XF1hA7}cwvJumPQ@vuiodgo;HycLOBYEmtM
zlsL?^7gU~E$tj?|Qy)36KEm*#EfMXrE&PP6A4VvJ_g`CI9q?rSlqudNa8#YUHa5Aw
z1XL|Fn?lVG>mq-C;^b-KpvI4~Hi;hDJ>?=vc(8qVD<?Rwa|J7fSl-x8_W6`c2So0Z
z`XrD?hC`2kye2F_KwL5lFPe1@cY0&RE}09e9%+_2)I#FzU{^R?bXv&XRJ(v17&2!r
zf6$okF|XG+0Q@|uX33YzQoP+6iPDb3`efQKCluSlO;-b{9jT{}7D1-Izc`5BgrtWq
zzgS<+_#+e)kpchgS{=Z#`bfPYH!3G5hY#v%N=y&u2H_gd_Q-yc59EN=oh*Bkv3Wwk
z*b=MA8Of`oSea~6%&~C=wnp4w*!D*c|Gnj{7w)n$n{wqfuTSsT8Xg8A*d-gNP&B>+
z0_ItEjPb32-;J)B!T(VHsI#*paVlyDd&ey}O!+iHgmcM+2zlV|UnRYQS0A#LTb92x
z<sQnqmMb+zOqa2#yLpK;;bqZhg+88@l!Trrr0U3RY1&x6<&)00V;^0(y<`t(Kb8py
zLTByPlwdaoUupHZ1T;SPSdp@y)pQwjqHA}Gg8XWGsY#(JX{y#2@Uq~+DDfsJlKgXo
zyQ+9_jYvsJxU<GnE4IRw9UBzFHrXS|)XzXWL*_2hc6j0K2$Uoz55%sWAsN4d_o8df
zh!oAMdH5CC14E$kNL|g^0>!ryKj-lm`w5rwf1|gw`tD2gIpPuS43#z>iJH;mTSm_n
zN3gc=@qduT%1h>*)~D~;t|lmap>j=G2)Z6(Ce(N(lTT~2W6Hjpa1M<x>eLmuf+UAt
za+wyuo0Cw;OU6xy2$UxYVO>nki>OR0ri#w78F|InBZCr5RS76r_cn{9k!ku(swMM`
zBY7)(Ap*yMlKW@}zN4Z{o3}89#l-NIU9XSl5L;&Z-2F|qe=nlZtMc>n)#bY7-{eR@
zpeuiR?PH-5!SYk!)kRaB65ME<qg#Hh=p56u>kce06sWpReO3uCq3Za>LU*ZnaS>Xi
zzJ84JC5glwK&>ag<@0|fm)Ia5KM0=peVG}rJL9P=UTBcPzkZ(ZI{%eS-OrQA9#%1N
ztH?}`Mu__lmg<OKe>PdDC*!5lOJvo%u;*r-u+4@fVYrC!exl%#a7q^?H{s`}nJC2i
zRu19gAN#zvwYfgSh)}g2=DN^%a!6^s*g|xe*Ig^&Uh-{K=~w#Y^z-EP9!W1$>y;jQ
zgBjGlH_S%g39{{#L2XsfYNbhBqbZ{@D_p3N1uE2p_Kyp_{XH9uYCEo)sW613k;nC1
z?9vn@1q<U~wsNchOIje}2p8aVypX<SvQgxB*6D@x%?;=Li>Q$v%KMJ5U2KNJ>BdHC
zUvRWBGwj$D(+ILtVQUuTk)Fi)B5he#XMn!?IMV5Z6XtATbG)L7{`QIzVx2{!@K1C3
z&$&kB#e$QpEzQGjpLb79M}4>Z^!N$-pN~)`z1nH3>m>uEjHyGkA#5DfD8<VD#IXGY
zd*h*{o(ltZFd4Y7WttNk5pC|cy_=&Oxz&`TT=-8kR_ZouixEu2lA+C)bP?frYx{Y7
z1GyK)uCeHNnjq^3PaDR25pp%SSDjg>pYeYzrZ#f8MQ!vHbLc#x07)q+k-f(&Pzx)v
zhl+|kQco0OZ9FI2lZ<F=(%!4m53?=Gho?fyu%mBLt^PK)BC9JNq__0uf|JD-#lguB
zGyA&9iI+FmT3|CKB4ot(?9-P*^&_fcG|!p~#L}T~lTVlT>wlmxBye$rO(6suonP?9
z#2qfD{DZs6UD&ktE0S(Zx5P#j*zO?*vX~1C<>S{-o#h?-Kdt7JYc+JcQTh|iw>)~N
z1NzLJUqH$-d&kL^$o6YBHL-vR_lC@twpjP&nwlAV`XZ95*@V$T{`>E79ytd8RLq<R
zwqH2qwwYnKy)Ho(J|CAf8SUgY6NO>bjK95g`_c{AAmU+b>!%(A((vO3Wt=rKrvS#8
zHY7Qv8@p}X7XzjM>nC#5GEy?Qh*nq?+h#VJ^Jl$4Ura?!(PVqW1!Z;Vn$g0D=T2hC
zC~wZgl9oH^uSigv0@=dJWGAH^FG=rjilEF-UqrC13uaPWKXta=ESOd*Z1d3=Q7qDy
zP*$t2qhxU|yNp_-V@z;OMb@<h2KSy7H<bJIG5_77N3Wa~OhMma{V=sjqnLJ$Sm~Rf
z7Rb!10uRspHl!xg9Vghh+$wD=H&NkVY>V+N2&xI1$;Y%KZ@1)!JJYV<EM22@9Z7!}
z3DCkXlsnx7G1gV+K^xlR9p99wDfW87Q;A-dGau_@t#CM}+}lZi{IsLOetop48}4Cv
z+Uau*%&8V_W`TP$W;P!Hk13JW#cyG1XTB*&*QPZN&{X*}PDx$@ihj0Xx_WNJqp%O%
z;a{OAZz6y8ZMss<5&Bat<SxqxW*A{dK+QZ)dofMF#c2r{ZU}O+*{r4PjUpPT;6pRI
zEUl{ty<fHLP!>3W7&YNjHzgj=G4jFI&77z7xEBvNb~_?xQWV~F+r9FCUp3WOF^P7%
zj8HR%>nkDjkXL4QT+XpLZmMrkXn;|aZCHG~t99C|XIAy1fL&*9cRoV+dC$4T@U?Fe
z=N;7%D|{$XWyd>mxkZ9{=wBcG)C+f?-7(`e?HiQZoIh4&c%S5jsG0`aqbs>^cbZvt
z=f&b%`Cp`p({rgq1-kjMcQMZDtf?$1b0q3>MXp;&7EvVL#JQp__ZA~3!kht!+?w06
z37qvCE_a2oo^?$-wcpJ%B^PVO=_)$*8C>fJll==}OqG?0e(`NxcF_r{UFR|ia*usg
z=Gc~3`i8GE_Xs%6(0W_v%V9fwXA1bCjB2N2F``NYH)pJ70Tw=_jfq9f8L3>{l3^4D
zJzKCKYf8><l;R=rl@vFiVD>z1N)P{%yKs>8^bvuHL^V}5V=dq;+q;QO7z%Hm)EL|(
ze4%XEhrZ_=s&Oi)i|GVkxM=F1MRurcs;2bt398!7>!e$;t`^Nx^+pQmS5W&9PWcA*
z`)+*hoZ+_>VoiKV$nP4Ut=No6`{EwtrZpz``G1cTRG(sm(Klwi$kh5U-HdRf_i4@o
z^V4CEZKy<pCVH1-&S7IBrKQe~W=%nAtbw1u6g{$`#g|zpE1-_VclLML=SAF7n-{)Q
z%}sE<v<P^z{21MIUT4UwMQn1_^4U*r9l=|Z#dXBr%Ue_IVyR>jXHldSQWHb3t$S({
zN*21oYAl9BUQ57+oyXeHgwMq$VHy&J37VzcgsC8cT|W6EnIZ<caR^A->b&wA<3HE$
z`W??80-ICk!Gn)2j$_TyKC{EP0UFA!_tTfkA>c7C+|<>*-1h6&uNWzPbWI7e`{Pr4
zuz=M)3t^WpUykYNG1dtUZJ=GT;qn}#x#~}!y1alt8a!yr>??D;rQ_>c(K2CG?ZK#-
z`*kMWO(uLiP6x3uxCSVT>U_C#XBugEG7%o;RRQdhv874`sWtBX`*ANg>*{%eeNIbz
zzjkbny1EV7e&b)kdd%FcGRQi(VRm3<tZU`);lmSkMP^uAz^46s0yl$#f+lMML&U%T
z_z`5CmX<dE;j+DUJTqXb>$nc^x@@YGVBul$13c;4P0{Pmjr4)rA1-}y%W9Gi2GW5I
zo3K>nIWjy*-E}5qwBM<}!nMS`;DLMAfLR4Fnp!|3u^E`UOrh$OJK<Gh?gI0*L0z5g
zKHH)b4m{R*J@yJixKyS(%y;u}%cZc5Kpj_C*Btf+ooHyYAV^*!P&BV!f7~)B0cy5h
zHD{&}3xsQSsjUvssQq|eC{(#QB9Lo=-J_;Z88qKB$;m6APJh&TrP>kE7;Z(qdh+DA
zC7|H4L$P@?wfR^vwvSe9lOOkiy}g(xP*>u|STy+NjMo6T8t6G$;9&~S!S&PChc@)f
zs=AkYTe3TyJ*nTh)j0*smV#!_)OuD}3Jc&}Jo_=HHoLR9qC%cWjg?jjw`7&{^z>Bc
z#{k<cp;vdXREnAQ;S$)jKt}2G1k1e8h_sY9qb#-nkpDbmp_IYA)@ko<!89SUeN3?D
z;MjT|DYh?CRzMlhmU)70;Nq7ZxW?SM&Rw+2{hJ1~PT;sr{lw!LHA7quTddfs+TT5k
zdOH@wZAU}fDu)~sZ6>|o!6Rfgar8^17_YE(`dGYU3g;}~foWC=RG7`TX=jiy<!9(&
zA&C4Tpua#u346B}s#H2bT%W}{<+v&|Uv3dSsW|vB@|Omo=uokzsTkgXc;N)zn&^5T
zeL9<&ZxjKQBNcc$cGD^@KXnR4nC6gSr1m}d3&fH}G&HkM7k%z-oWT|{`Wad)J4wxQ
z?3SDheYM|CqufP2Z0-KLEt7>ZR_-pQXwFgN_=||{*V6d;?xG|3x5Nv3@ec{NZQMU)
z94ke;<{52~CfGYdE4r6xr9JiqsiQ(N)@L=N_JPY<FgHdxz~7&0RqiIwr(I5$Z@Yn+
zbj|&!zE8~Rhtx%rZg$snCfYSC)`Ye^J=U|#7n~x0(m*Z-O4KWVbKdEOY4$M`*tvTw
ziKo?~(ANqrY*^+MKA>!xk}l=SRP@C;Sv3OxP3n~uTpFEOa4gm`%2+O(v1XN2cBJ@Z
z(Xm)`QW5m1UkJXZ=Qbj>peV`B6f=hIy6u7&B{TQnSINCkoh+x<e67*CIj1EX^zjro
zBUDrObQNoZRCEKS=AyJCb+~{E$3$B7Is2m{ayl>K2YV>h>M^fh?|t_rr*G1)Say1W
z3P0<D@y4I3j)`{iM+|A9Hm!j#R;U^5K3&??(ThHgVPcqtN%eIl3-u)24n#9XToENp
zY&yq6cTu$6g?~=XLgvWD7DQHBzI_)pMP?*m1T|UrQ1y&I5ZkMMJtyx~Q`2Ep>&Y?c
zwVtH+<O^;WcVt#dRK^7S==h^dye={}Jpx4ynTK0JX;!zyT(pDEP6tBY*^Fe#M;al8
zXzbT%(kSlq<^ibt>e0Qdv^-$shetV$&1~*tDHDne@xu&KpH2D2O1B87ctAdh8`uY&
z&dk19<rVGn6=|n?w2_-APx1<usy_m!S7yLglTML0`B*7kOf9j*G%KWb6wC=W6;j?f
zG99ZPhLV|C(Jh~3EYaE}A<yOS3X2IaBteAd@ih#Cw!<)0JdY^I*B7`8{Fg@HN&7<(
zh`ccRZvM5qcu@fd;%Q#k=XdPqvk-{Op^E$$B=hT-H2$(_5J`eOT5K@}$)Nq+6^+zq
z0wTBPt`}d+^E+Oddok4ygoGY7M+3K?_wD?))wu!v$UW{aFN1i?<Bz=0JfV20&hE?B
zb@s@njF4?$=C8eflQyIvP}Qwd?-&^w>6@9%6<Hjf+nP5py&9~7!}%}sK_HpcAe2Mo
z1TGBYa<d+S(s*6%6z}uyOFqC50Ks18RROcQhJvUNicP>TkoAxS5t}O>gICX;J^Mx?
ze4~5NX?gtDq`EX~Z7g;IR3NC)igt|XIZ#6<6?O=UzYkf!nej}bCYS>6gTaGwur#6@
zD8tsv%gf_HQIdm!j8ELxuh-Kfx+TKat{JE?jCtuAP*HAyz>S9tWdcNmbl*wo-$q>t
zQ7hxHnYTcwVgeL)DUE`@d<1xro7Tr-(D1%$IJJL&$)m-8N{yyB7o%W5;oM~*033a?
z^^+Ay9-HlQogYScnF;B$1=_EV-dCm|_@{tFJn5CZxj}_Voec(_a_!@f=Xpt(z(2dn
zd7Xg0boalY)?(Cif!Ad1u&~D4smi1au@bOG0)y-bjFFs{33xcCvU4ECkNh_{bLFm|
zp8EeB&NVyZ8z4espW6qna=$#Hzy+9TlT1R+Ej1Z9kaSxZ{=gk3RC~e?9s;(odq#)E
ze{WTmymbCVvZANLj&D|XjG^xRJv~R%fchq?<o(?`*Jw&mOxbv1uBc7Xz27*|2i#QN
zLsH`bpI?iBu7^j-da*!4X!mFy`55W53&=mw6ikK;JhO`I5PmHB^q5>0^xQdJ5S}v5
zV*huJC%yo!*8xbC%fND4<23GitpEXuB#?y4uBb3R5yz+jmiTqGL+{5@o=9})uKiAV
zBGjS7d;0Iy|9N^r_j#L~EDfR|TWUSGW}SGOlH#_n85o}^@w|ox)fKC9t-0z_4+@aX
z5uQe=how!8lXPcjtY;ozO-=?_T3Y5sJ@!s{xA;wI7YsaoUEj%j`tQ~Md5Q}&V6A<)
zKPT98^stxy-4UKm9htqwAXR$=KpL|*Mtqt0WJT<<KY0QO5&PQv{<~6l&TP}x`Wu~k
z^F}gcbv6$4bra>AdxT`<o7fB*)hmc+XqQw=%g7{5v?bmGm`fD+FMcX2|6Xax*2kao
zp1ZoqJGCG6(cs~1y&bN+J;4NvZp>@l!Z~%q3pWJ1-|6k!w_gECkAtGy|9$Iz^_{O1
z>VX*Fz5r51x5>p;RAmi-Qr?=`25Esbz;Rv^Z23~Z)GUI3&jONzwfg$_LCOS>SrY)t
z8@Vt7cGs7yvHu+i;`jr;EZ!2_E1^Ef$g&xV=Uf?T{+Pr|RbfB~%8-BWQAuigcq1>L
zb;W!9=DBm{;$9p)gC5PZK_CkL=DNhhE`n%-q6J0>9$K1&ZVKZBA9NFgB8<Bv{yX1C
z+Wqmiw5J_Oau~wIYMZYJ?*uxwX~9F6wAQ)oh12Tl!`p641Wz4T0%{I!o|hzgdrZ#h
z!)+pP){-G^;J!`(JMs+(Q*0ZJ`)|qRVZpYt4VkN)Jae>K<@b|=<H??l`HaTDr?%Mq
z`{9T5=8~eK_A$llu|5aFgj<#V7P#N1z$yRz8TnH=IXSrv192yHtS3f=RW7<?=rxk6
z4-LK=YAT-rTkGxHw<n4%D?y^|!yUmWUI_+|-}?^@H3XF(I&|ns@Y(yPMYo<={0`Qc
zz;w!?!-ta~9=5h=zB4`N#_iAWN;#;)`-vJ6{94ePZ{p&PgL(pu4il;W^XI{eij0g*
zkLEQcup3;@QnSI4Zo3gM*Y7yIKu5`{si|e#p8%W_JT#t9(}QxZbpx#?D){RCZ@c#$
zJhe{(tZ3q$4qbq|X&iTuo0~+*_C$0qsz2bp1#;u6dzl025b5?^$a4q%wh=1$%pU#8
zod7$5$NuZ9pEYWnL$_$4`bMb#{U`WEZ<b8{9y2&<?f*I7|MTTeB#5jef_z@*6^Ebu
zUHi&%PMtoj3u>w3*C)Gxrgs5beGH0te?v>_S97#Tr26nPH&8AnYiz(x$`s$d|KWdu
zRgGRW@V0<?uP=_G-#s|4I-UJ)ykVu|of97Y3*-z>gHqox=tr@+XKH$6CUdKc-2+Wt
zk$$AyHgvIUQQx)7qwdDxi5K$j#|aZR;;vDipThXqZGkL4=#0C*Za3_dRDQo{{7Ax0
z@9RZ-JKatv?wvkcY;@r3%m;ir4Bnx}v_1!RX4A%m>@u+Q?*94n$C|PU;ITJIh_vw<
z7GONfpoB;HHb8`r0LcrI@%vnd(E6m{iB}_s&q*f)vi+2ZH*z;^97f|$U|=!_5|7q-
zZH4UD-u?2{M7ONj&++Y6IW;}My@onztF1n;qWGmqmDZC~dcyabqr0FW+sjL;@Yahf
zT~LjFC&!(aPFkO@UvK~=etEXMvlW!l3*Vvy1%Cx@kypK)1Gt=k>{(^khF^zB8F^;G
z>yH(0NZE`Jii6u@5c%<-ZMyUVe(2u0vxx4tk>vV5H_Sj(Kgh?N1X<Ap!2f;$zB}qu
zZ;K251(3YQ*8EP@mDdz^!1Ydnyh8$bz8M@`m#<$3N}1lkGz#1e6{%4)Sh65oLnyV^
zIi})Y)BwVgw$<Svx#H0N;d1V3z6W-!TVozn=E9;77C3seqzC90z`MSFM8?{sL`1>u
zLuU&MM29}OgN&tkY}+k8y>Y-a68<@<{ow$gWu)KdM_ZPGyq!dA071W}DF8k=4Jz|r
zyt@dFk~OHf{{?SxK6<7lr=`fbSMKgt@40z&>Ypu;{j2gu#+VMu6A$K8qV(yWMlK7v
z!UlC?`Gfib9%LC@!;q^kKP<Bh)fn%seeh6T6G6OF;I%?2QpPwaoN84#5OJF*C@i^R
zv<4QoEDr_wE)3fw$k?0*Il1hXsyd0Gg~Mjn$5$rtauGj)wPOST$ZfSAaK^X78kw>#
zn+uy<!;(f8;zew1A}>+QTAf3d*@B*M4rD>&XJ_58)x?Zq!evWe2>{*S4S3Y+^JHXk
z3UKJotN72psb6Ru5N&$dazi5Bg9(t+t*Cus?MLZhz8ex?Z^X9<|7$a9eDiWh^kId%
zUkGlocy$Qebp$hRs~oCPK}xpw0V3`h;qB>L?VbWhO{qMk`&u)g9KQf2R4oaah&LPO
z1$fiLSic+s5Q}&C(87msV=*e$1BVYC`tbTTKFzuk5x=VpVTw@*?{7ra^HL__%tFR(
z23LNM?@*l|FBH8#{?5>W!(w=U6HxpB!SLV2b$>1zUI4+4c9cu8amXVxrd1sOEoys`
z{bS6ky*H4;l2GvA>72Lk-q|;Ez<U1R<&t5P2uCqYVlSBCKj88Bct9S_L0r_SIpYff
zw2!;IOt)!BL&VK%Km>)zi@q9ORznR74Tb%-iV*$>0=bs?rAQOxNmxP1NvU)q71cdA
zg03v>VE0If`Ji~I-3<?Lyp;pZ&CTd@zY(Buh*NC5f1Q@naOs{kawlgKXP_=Mj%`PL
z)_;GC%K7x^PFY!5HqeISLDCg%<r~Zb$)x*bh9lvdD4_dC)073e5RXh`iH{t9xasFa
z5P@V?OPDa(u3hYQ7b#L1!t_{YHf_4+vJF$N-bE{V&es|6HDGb8=wq=4<<+;-)on~m
ztj{GSB}rXEU@R~u`V%`&2;dVzvHe!ML{T1|7mABxu7}7&AlvZ2A0L?BoC>(6_DA-%
zjc3>l;@8Qs?4WxjqtVFUAbDBnYf)%g+)iHso@_g*&lVXwQ?dNxl~9|+=9*6J`ed^H
zVwXtqj)E=bsbwXVH>C-}>6S#}wk<9SuCd~3swFUBB;kg!{0<=b637cd^+l=4^;m&u
zM9PmJKfGDfm}Hb`_7{tb+cPXOl}&7`*TH(k`+?@3_~ApVeihx^#p!(4(KjI53=xj`
zI5;}I4+44enqQU#(o6+IrgB#WMX%Z=5D5g;653#GIc30in($+T?7E!5izPbb@w^%-
zALHt7S8D&xR)gd-`8;D#UUPZXo^-SL!<Pa8DaThz%_9t@_ZRr0>k}Yd8To3-B;hEh
zXqIr4f(2oA2tfG|)!~_#J^y<kYvcbNhysiSL=*kV@k)xV)kGDD?j(NvctS3|;g9@U
zf7kpna5<1~5mEm5pFP1DtStT4Qif@6Rpq%Y0iY8ZT>bq-czfVnMF>vTQkq^;KYzuD
zUisSy^jC`8UG~+ArFY`k0uV(s4pQqn`VWYIKm>FW58m+3CH?k4!~cMH1NF<lo6A9Q
zGF-KjI<_gM>~l*^Vnlrp)n9DmWpqrfdWB4$!dAjF?f$8}f(|-Ra#O{z5jW}qD9{C{
z>HLtktl3<D<%(!Pxl=B&ftv@wPaCff0Mb;t0ah7wjBt*rCvqGI(A^(H;hVslCf<H%
z%2#gr$~ZEcwFY%TI7g3tKWHfLr;q#yD!F)U(+PMYU)=M2I<JQv4UE3&dl4Bwy&74v
ztLHfcvU7LpfntU-ZP^FElzLi5s=$;@oWmaL&iQXcrFb<T%T=IOxetslgm2b&&hh9-
zT|SKqs(G3oC4B97RJ;t)b)p|<<7s5mOa=UE0;pa7j=2S(zH~TX5SS3;%Q{$J@+DU$
z3t(upo$HTTA}F89%9+A9NS0a9`_MRo2DZBSj_{N1!h8PhwKsq5KQ`JvoL3rQ_VN^F
z2jT`;W;pu$8^>V1NfzctV><%glh0+Q1{Wu#_q*EE7r>T(o?NbO;^2D@R1&4M`XRa^
zd#33=0uM~-KurAk{+y9DEm#7m2-V{g6TkYL)8`79wLvRR?>Is9sk^ZQLWd6htZ?l(
zCf&~&LMMc6a+qxZ6OMzv^*$vfMUPE-G(X_kWP@o513WLOWLda@=NIA(vdrcNsuOA0
zrr{o8Qm!t@;uTaxC-8T%OJ55^TOI10oSob3W7Q^0=cKU>Cjd$>AbyB=_V3NOuQcWr
zhw3|#9F`w8&~fHv3ODeQ_I8MddB}K*`rGm|hLdi2>h)gc6yu=rl;H#Wp6xw$0<i1a
zBr+ER<LIWLRxOB+Zq^rKZE=<f7c3rBvFAL)rFq?s!Uk&{jZy|^T`t;MrNk3Rytgwc
zw~byoh1r6Ps5ekRlQ}c;egbKTMH3N?X-DC0l`hm^u}FSc2xI0nu%6`^`jzB-r_vH&
z)ZG4EU8axJlo;7AWNn8?M(|_!b)n`ncz}}tITPOKsmrtUG>*h6`-2bAW>i_8B<;S6
zgsi<cGPu0Oxj4BW@YC{Cg`m2*s)5_P_%bd_{*^c`c<G)n(?6o?MQ&MkU93D|hPrTo
zT3-vWeYDmC>(>oIoIAClE@#q-GYoH>Z8dT3+f)8U(6!HiJmRNcy*+iwyjhv)>)2~L
z0@mCyiOoD?tDe72r>G6|zN7(OihR(3FMD-<vHz(pG6|ub;}nZ<C-U-$zMhmvMFz>$
zikAo+*U@`?)#%ECFQx(pGwv0&1hCRW%&MGidgX3FZx(#H=Sg4oY+Tm{X$t*g0MHa!
zR<>?af&T0R;~YWsZk-9BZ!XqEdtj0>d3mm&BEV{%@^V{1?RK5X-x{s;{@d?|PlEU7
zS*EL_+7|#_y)mBIUmt*7PfbVw@HRt~dTIlZ4ngXv@ACHar`JkIf9PQcOiVA7hM3h>
z*E+}Fl<Rcby;I!w<nJgzWUik1ea4u2gQkjjmPtUP8@GmX%cwUqL$8LvYVYVfQ~UJv
z+m!v%-{h=*oz}b#Lp7c#^l&nXPTX(JV+>s#x)v8lR<<4!vOf<XwM*cU#%WuRA)|dZ
z8!s$whfoj2MNXs|mt&M@uK-gJ6y9h+`6{mPL86ZtO>Y4`>)yRnWm96E=T`a|rr~AU
z^|GB_3c5T>0rC77sX5{)Cv;Mc#7-;R%^t~_r(Kzg=$=+KJhL{&BhOuuyl5mupzX2Z
zU>mMe$o1`v?Sk^XQw19%$qi~J>JxT^hw?s5c-y~~pf`Q2eOskrRy9%5wLW6rFPF&s
zl*Nd@a@f@)jT5#8wBrQVzzO%V=9<KE48ODW-?xkYeft)u4cfSN`kvORa#pg_i$l~M
z&i{V;p}*h0Z@vO|9=db*og`uN%EEx(RfALNeYMt>XUklj7Mpj156bw$v;82#cEp?&
z)nu8zAI-0PmAY{TsX$hPKy3e>%Wuz3{!R$>4Xt2!SUpvJfLz2=@*u7Mwuqu>!sQdG
z+Qv8>ZVR!*@kDJspW<ItOW**=FhKSX>%BsfeSgUm*WWB(oo9%a{hjU${LB2l4xl}6
zEVs(3+yBvG!EHJ2@(<CD=>{<9!~d@3-(T_D{mXYW@M6n4rsV&L`nGBR_d47C`#suc
z?M^qtRBgBs2!g6ls0Uzv&YN&0fKIftW}1j;(-N{d#j9a!Yk@pEN1y7}lxbXh5Cmeq
z6J42__mw8|^3K+-_FHZ&5O%gy0Oe0E7bt7n$GP>s(+}ohqSHZLrPD#XDjuru%hdjh
z*<R<~Dz1CwtDZSo?cT4K?G9ts;R?Z0i%wEFowAhu(~A0P!?|dM`5N=J%;GmFk5W8f
z4Dj|1fSzP{3a^Esp5B#2-t0@fN#Wzo395)^!~L!Ly!nU7M$e1~4=tK59aZtaup@Wh
z1Df|qzzaXQ)s0_7`nDWk`m+A1W(T|m*zwel^%El-*BqAWPdNTaqf84uCvM7IS=5Uo
zN(jBU_5P04C%cFZ1~xn%Oy;eF2>ApEoil5~K%nRfNJhGLf7JTf-1}y)m~zjyIOyj=
z^9`U@-m|v;T|2zfOEeV3d?App#C}gL?*LK>SYj6TH^NXIwGB%`ac{53^={jYIS6>m
zfkUbCwhlzu#_DdnX+YUlON43>WjC$gK6&f(L|Js-F<4k=PDUOAAk9J0pN=21((K9B
zJviN0j**uF!*rSA*Ud+-t~LLadDG~TNja3-j{K!cl55RPxAmyHx1n(teKr(<WGH+9
zf2jEUSp;SP#n#zXsTQ*OVFY+BCEcqacMnGVoVGp!+A6&c-<~9gKePrec%NUAK@_FU
zH+ZAWv27fXFsR?{WCeFb6>*@~Rjr*?Qr~d_2DGWkDst?wjuwyl18!~trg)@x?b^kY
z9fLp@M5)JIw5s|EChYD%wg6o5EgFr`+i5Hs#kuS{S_4SXBo}H|)R)OiO`cX%tnL@i
z5)KWcrUr}yobnzR2j!hS7c0LH*jV>+IMb`VQ93{>nnlkHH3GwL@~Su(RHNG0v1SVK
zwLL3xfs1zU=By~xr|MP1xR6`k-etcYsZD;cA4elg;%a@UrdC!&TZ+7_tRatbt^`)9
ze#^KP$r~8(b!T_$Nc{SA|69AywOBmQp8nO@iItba!G;oHtuhyE8_egMHp6^g(*viK
z@a^sId2|gJh4ZDw!_K^+yk&4;s%fuQS3u^i8%#C)3ZkY``x8BA?(oABZ9t!ycqv_S
zshVi72=tLyd&-@ED+KkkR2&0FE}njy>J;T)N;+Ms=)Dz^QF^tkO$ji#Be;Xh=q%x)
zdw`+k&koyg%;ods?tk5Ou!f+KuE?A7#4iA8tCrxmLhVchv?cj-pDQL+YN$Ry@k_3e
zfsz(4^U*&K6pO@z1`oO6-A&=)<%Tp2uw%uU`CIw{+x`jI)$uc_zHe)XW=Mq-&qO@l
z@T6<oNaNsi;Ws@8wmPT!CG5&JNV=lM)8cs}nJufr&k1Z2oAR0VRLJ%$4;Fms<%#fM
zuFh)Cizqp0VrJtg-ZXEupeexys`Lafe(AkcJRwVx;S9{<D|VkDN-OPh`j75Le$Ud0
zEje^`@YDUsT|EfN3UKwLc48v5aj_tgY>5~HlU7o9@?-TQ8+o&l`AUUbECtBm)HjQl
zP{937@+s^*thT@^cldRncJ%R{aljnkfMP-3#=Up%Ui(TWP?>E5e{Zh^(D?KlE_h=y
zN?O2_wnVa{gIn+RICk|>j(E8H?OgeX$Z(k%_d+?a%PA{5BIxN_3MFp-76?FDGqm9+
zTf_oVcHN*|?xCh6G<HEaU|XIMc*%Dk3x*jc&)k~>L$w={q5t-4(6+bEMm1d(jg|M|
zs=~T{pOr3Tudgw-Gf^C*gI)8h{?vm{w*A}Q4f8s5!3?7PL~Hz{P9l!b^i)T%XRd`C
zP^kceaVzK9J?RK;nAsT>l>weJ-qocAq!fD~ti^<b%wEjXJwnRBscjer8W}VORAt`K
zl(fxX#~b(@qF@vHj#H`ie~tHcbvhMrH)ajqCSb@>rU~pFHJS9QULR|%J!yDg!CNzf
z`WzFLz$~;i1qF!T<g!7kvWYN!pvqm0XZHi^B*<FPb68bwetg`a1q_ARB*ubp#vo<<
z*E{Lx`}2dfF+iO%6MiSI^GZDG$&+n9p+4T;svdA_>sjE%KWlL`R9$*f8_TORrS>iR
zC=<N#9}$n5FV;-ntlO9Zxb1bd8(`j4k?Fb)QUdMvmGf9B+i;FwIR~%{tLaJ*Q~=Qe
z@kBqKi|<)|{~JH07O29nPl7T+2m%&iveIzy;6-rEKG_&dGL2E|ib<SqY*=Dgcduk5
z(t=8P5qf)2(Zv&|?NI=$;a7nrl}c&J>f8=*5Q_rheljI7EfUD&gZ6OpN*I{$wv~9r
z9RwP=ICT^d1!!VA7y?soxm(C=ko@uECl9>DQ9!>&R)koHT%MRK99aXs^yy>G6R`m$
z1D&0QB=_|G+QyQ<f`r->{XYH(sr@eg5HE)@k(=ysCCN?M(H6s=?=Af{rl6c-S$+h%
zVkjp(#~ZJbBUxd5Y4nAc^2tURy#ckg(Z~)>5Nt>lk94{Tve&Pq_H=%<@I!AeFp7h&
zbbKVz7)v~v)Eh`V!Gp0*yVdDkno_q2>f49TD~=YQtaYNhR@s~ElTdfl+dox-Lh4nW
zR!|^29JB;0X&m6zOMPj|{HbN0-6d0K{rp56SSM2D#uMY?KdVQ=kTKtQVdi<FcZU-7
z1FN+1zM5@nvxL~(F#_S-P_Q*p&l8&z#|pfF{!!3b3<js$c*<f-eGc%VN>=VssG9my
zD`w>|=@<rx^CtiYGI`b@yzBME#ztr@FP65xlietfG?BnM{j&+yLA*y{XM7W9&QqMK
z(FSvwoCovk`U)PJf2E)&iIqk-yaVczWds&C?Cv0^aawPS!)3%yh~!d20F#xxDi6s`
z?Wz2Sc(Ho$!Q+p@*2Hr&!aaoi?_eZo3BYsbbOrc3SGpd?!K|miMA~Sq`~jpYx56MB
zv^L?-CadhqTuGX*lV_1+4lX8lxQSqg<$qlK$U#2`gW+j%w{30}59CMOhVzuo+)1SC
zqn8mXIet=psyp_HzVV}xliI@8Cxpz_w-j%;?4C%Zl+@-j0{vb#8KhDk1=+Y>)TgPM
z%XeWaEm3L`^5)nXR%l*680`E7lFJidwgKuWRAHOPJtQQQOsg=yj^Y3~G8yngvVow%
z1scF?X=*CjnPgX!+9(6HLqwNm{zax=Yo-ZGe#klpOkZwNRZ;h>E2AC;V5PC}qwcy`
z;hiK9nt<lDp;L1!b)ZIg1Gy_upCue~*as>>$VlV5+`)oGn=LbI%XLqAT3N}lhbBW9
zf}8%Uc(sD0!c{3{a;(#%^C3fb@cqQP3`?Xj$c$EHIc>Ts*j>AJExI``sRr$y@23Lw
zG3I+_nY9eM)KYJUa5{OU$LEjxYo4*xa<n-3gXyQz6L5i7q20j=JQiLH7brk<St4T)
zAVPl4##5e65OJRxrv=lL*+DCcsNor}T9A^_PbhXeKvN<}6p}qqTfZKm4f-y5?JH`l
zb{{asQvCq9xCF57lm0LG6SVNWaAMBOvgYR(P$ObTN%!tBlF|er8lO%p2(5q1tsC;6
z+~b#Q09$6BIH?*LQz`BP0V?%Zho>{faQAUJAaBZP+195@yIW>oJ1roLFwInGD-{--
zHV%cKH^8q(^$%j==kkedbHsY-834|Z7HxZ{e5v_Hm{y)k$D8)p^>!xKAcW#%Fnq;S
z+G%2@#|wu8ujd&cv6Hag-K_rZjN$6hbcGKDh>uBZaUF^r#lI(fC3)m0@Yg&ZS16OL
z%3T;sh&$Z~ZQ~K2F)UTny(|zowBs{Un>>kp(n>gk<Yw*1n-cb!xquWlziYCA6@5<8
z%lj8**#91wU<_)Vf*NJNsxL9YImCF&N(`Sb^Tge>4A>l0gh0MzTzi>)#IJs?D_JWH
zWt&}8Gg<v2#%H*sguQpGz|^_9BPB+(;?H?d8(Z3`8G6v%g%XBVWyeHLqV4(LdgY51
z7ake7R_DH^JTbUWb{!%2cnXxb+L=e@fReQ3+sssH_gFSek9K3mcm`;Uy}rSejw#cG
z3<Fp=NT%P0)F}f^$}jqt2t3hDM<owvtei<5Is3{O8jo|=f>9Nu=uyTQwIinf-demV
zo+ZvyDS37ri~<_Y14lxSLQ#;eI?wv?6%9qUD=j8yxjXJ;w-!YoiaYp+M=PydU;I2F
z@S2rB{nkeB+0AFgN5fZ*HwR_Gw<5S=qN95QNxh$?wcZj>zb|NeNxYzw1O6z(?%Gs?
zA#z;;S~rha1e|dP#JT=R4C6k@tmoMct~bb;qDT547O2xpH-8I;UupxoB9@5a8KylK
zD@URXCMe38mOf><P#MtjZmd|z-L334(n5Dz!TWFC;(H<dgmh&O*>}Z`fI`~ndsafB
zg_XG#>V??+nf^srfGWd6WGtabo-eCMaecT7vbf8=GWY)FZ}*1|#hp|cv^dW}u5T$(
zu*m8;wjCm`;H)Y`=sT8Okl+!(8asgKe`-^Hro6md+6Ln%=%-u>RDr`HUwV@-sj+9v
zNd{TiTUDtAy=(dE^d%R$Q~1S-0RL*2QDp1;bK+kNP;M##35vx<Z-QL(E3vIS5DWfv
z%B7s0v+{e4ZXN1f&=gsAd6rAA?lG7gE)!xjG;pfeuRMw^3X+P150SL5qlb_ZS%*Ul
z^LetgL%C^or8Cqe52{hwbNy2)m`$Bz@-#57+O%7RTTJxL@fkeR2?Y4WTS&p`X4&xF
zF3kmLg6yT@7zIDjm#%zqEmSBXP=|O4&DH#*Hp>--x0mC^!A^H3=8TiMxXq&O6XmwP
zGM*b2*%juea#`o>fZ_S1=2Tpv)T>aoPMp?4V7e(5ejAaS$FDVZ;B=2KVwopbA@mTR
z^8k#KQh5me!o?Nm4pAb<l4gUrsO{;?s^(|-o?m%$T+?Cnb3~X(vXe1lzY)z75#=#w
zTH+_<x4WMF|JZu#fT;SYYZOH>5tBxc5+s!d2^EHtMvzwN5`m#xFi54l8wn+4NQ;yl
zx>agOC8h5^gU|Q9@4febm~+lA_g;IgwSDr>5YL*Aez$KIYCI;(*VG3&5Y|Y}H+kr`
zoIH^kDp$V{DQJds<PygqG?ZeiXm%}nC@$~?`>$d0%%*4Hvc3*iYn2cxE;r{$CFqsn
z7UXLd0BJ;97x~OZvT3%6ELStsxUS!7R2K=ge3?q*zmD<T+pa8Dh~#hSHcWHS=Nrh2
z%^vzI&7)*fwaD*+%Z#>g4=UZy6}yghtyt2LCwRD-c|=t7>e%y1pDYT@wr=N4T8Ika
zXVA3rbclKcA#uMYTAXsS-+WP9KqGmWGNSZ(4<XT6?naf4;6yQf;Hf@SOFrRCM0_h6
zXT3hM-JPp;-34Nd`wD6v?YNC?*RGk^q*ln?E~Nyc5jviCr^rVsqtVTM8;nsu&N(#Z
z*o>V@VH1ex#-VWe<0`f2j7zASMnI5@45NLi%&T7sbq;!5{qtYwSn|-Pci{?D7?p3+
z=$VKnO6L8WMKi!hW%K9fH!(}PhOb{g-rCxY<;dfec;~~CxL;`4nJ-^Zm3yRln@E>0
zB`Y?Tat&)D7sr(AK)3#3*0UjmW`1ZN5|+2EoK@eA+%3plpc=v_y$s2q76zSrDoR6&
z&{;`*uk_TC#m4OQWcMexs2zlBP15J~*9UZX|Gt}%gu;s9I3y}seZT_k5>6hH8ddad
zpls?}&GFImxE*&VZ&OWgqMV-ir}=cQ$$~}fvC)c<JH8Xb#(K0)EN0wlmY6x)o|$@3
zV%vli@XK{eJX0{2P)nZCW_$1^oByjel-qU@YmZIbyTW%wf@SJ{aEiFXRQ1?vCPJ-l
zXki&@!2CO1{hGiU8mu$<F+}AdmB%8@t*w=+pHKghO(Xwx6GNrbvi@q-69sa=bN@kz
zUpun)6ehD9M-`%%9;O_)>>RjPyA(FPT=BXnJ;rrwTFHTyXV+fwJnuh3OseqpIGl+>
zb6?i2(4Ie)wY+TVy%}9fQk3jHDY=Sw`tv_WL_`n-z5kQjA#~>vZ>hbiM(bv^M8h}d
z3OI06VZJe4(Nw&t8h5(1o9!Hn_{{2$5lBd4S%>0M1tEt8u32?j1288}7C4OiQx7f`
zTJuk|)Gx}<2krlUZSS&kH*}YfUY3Kf0w1;rM?RbvwP3hvy_DYOT*}Ez;Cv7N&&gTx
zq8%$<Sf;8VL#en3r8npZf2)`aA3cr`c&A`PaM}icppXh8uUb$~VU<r3R9{0-X1{V=
zx2p~|^IENl>Gli7t`2IZV)tTu(B8`|uO6*Zf=G!Maf?bEJd(nU5AIV-%))r=)yfub
zbQ>E@Z02Hd975Qmb?|b)aPvoC$CG;4OsVoLd0)Z-$OEvX<f89YjJy;lHWAp5ZUKK4
zr+(N!5&C5~p|$ISk2P$GYPf+(HZh9Xup0<EXYqgYxEswX>b%oV`Afe&iL!d{D8Ymj
zIEGkO=I2*`Jxd^&b8C1fVQ-J?vRUmhAPX*cYJ@tdjm-NN6<|jfgj88*zYnvE7Y(vX
z2exEL*`@sto<m+CkMNA~%*xB;MC`WV--?q2=P4=4Uqgi&%3;l|t>JLS+utCN%*T_d
z#y9c6Eouy%8z|GSQigH4W1D+>d+Ky-^`m!}qlZK~rd$5MEQXjCr_QZop|gUa#ZN*%
z-=iNU3qVtAcbtF<#%N|nMiasYgS*Y728yT`X@Z7^i5W|R?hpO`givLs62QSEHYI0W
zEPL546=eb6ce1cpHS~o|W&a64)53_Pu2+j`PFoEu+fxxo)e1P3OfED>3KY?53kk-(
zW$(6)Y05GfaX_7dv*&IOh~JnWDJv_}fq%=4ZiKyHf`Ru-;df`BB7pb#4q2dIxs0FT
ztMvp#n>Y^_W)h%r<#HKz@#>yk<|bQ-l~$e*@1vsxej4}h2LW}b`PgZ+D{BJcyg>5#
z1Z*tc4Eu{<FElm-9yQ~ecMnOGpo9=@zbxCF^GCsnmX#YjV`;eZoWrgow^6-ND33TM
zOKe(q?3QN6#Cw@1CEBA9eC=o4dA_!WUQMTXq(S=7upHUEA{-nX|Ca;Ac;m*6g<@^w
ztGp+Ks`ZQ(D;%C;)_zoTT(JnyP^vh1woh6Kczg%j(7E%nR@YRYDSuVDQ4Ek{l4;*u
z?GXaA`$zng-_PZ%+VCAB6d6k~awM>NOn(e7Wyy00`x}K6_O@9Hzo<<c6xz9AKu*ID
zW*)DYELx_xNepW<<uM+4rj*1oMe00M&DPtg){Elcmd69$DJs_x)bqLF-W&Q?6-X*p
zjp=g=O;E15At7dC+VOC-LVt2%T6h%ME#5Ej1fr97u$ep-z3Ap!`IZ)mj-t0qA~)Hz
z9Z6-|?21gWiEyhEn6cv*;CnbrDkndNT%^*gLS44KsbbgsHl$YIkubvi>14sjLp~L=
zG^R67y}I$7!MU&v1Rv6sS$B$fK9e?244ZKCWgmWMmnCAEijbUMJ0ol(iD&SdwOM@%
z(LK)<PE6(<d=LGpDqWB@CT^#=oF_16mnNegWG{5!-4w!9c9rUXym<aXF8!;PcuI2u
zyZQ%ZwSkpX8?AgrZQyG)I%SwHr8pO5lGVIpH|FiQGQEC}>1N^WS)BY6`_OZZE+J&_
zI}%^t=~!yQKw$XwEc(hd8lReM=vV#--U>5VNcee`_7cZIwcXpG#l&lFA(vZTtyVMz
z^@>cIspRGl$8#P3W^7V*ghof5_HtQ2#ptbJ(L~Qlk1|RCyOEK_(|QG8Ila!`YN!$W
zi_so+Zx|A_8~y6ClwxL8TJ75Q=+fl}+9GQkU89qkfo{!T*>+m|F6il2Bo;q0ZF7nc
z8mg&wDVKTtw4ebwwo-oJXZEP+AI6R>`HgeGdt=I7D@OkIxwEp{ns_reNVU#i3JF&c
z?e-Wm(M{&Rie28ExzcN8x_Baxk=LFx`bwZxoYpU(K*4mz;HR^mh3%5oBTEdgOgv|=
zmBo$|n`29xO-FRvN{U(dUvigUm{hwbo255w1l}8-k>y&JFql5S^|-e%E|`y5BV%4>
z)3v=cZWIUx1QNbdNMYd^O7TUOJYi9OS6i)C`MsxZrm63C+=1a$?Xagzku;b$G>np#
zZqA*;E))=01`n2KnZs2Cf#GeW*h9xXt%T;Hwa3VmIQEWB1~Ls#g=~__`e(TX$jCj(
zulD$&Owr9$)=(wd#-HfffT;=79BZ!Ca6oP5lL}SWH0&Th)%hELa_>7CnZm2|Yq*6g
zkv@&A8Z%(boC12DtnJED@E7Ap*->RfWhPM;5)W|dyUBe^xr4-NJW|?d$0Ac6{EB~V
zge*<(1CC+=y*ZZd#fTdM2hYYxD>u`bvN&_(tSPycM|pKa7CWo^s`}d3v)Aqyc{pw7
zuyo+okoX_C+muN0XyPDC{>*s3EjH6>+A3^ET>nN046b%D56e)Mo=fy!;rB|}$r#s)
zcm8SxS=gETPGY3+zXTWX*Vu2aw$j^Xe0l+-6wZ+y3gdqre0Oo!sX~WEmV^B^h79TW
z2v_1ClUECvuJvu%w1+;w7#mqqWFpYhz9wuESs`r{?S}Yl640N)zly<`u^bg_rdLN(
zsJK^UciC9EOPc%d_zT?}qLpL!%r4ThU3ak2+rh0Vs7ehHql^9x#KXgZpdMr@p04ZV
z*K;)=a@`s~D6}i6unA?P9l3oMlf}0_tgJX6{zH4;bBdF-<aCV2b;}?(A-BBo21x%2
z=&BDVrNlW*M$6y6QtL$MQ$x{0M?vb95faO(W>!nxXovd>VI-bBy251^Kl^!ZmTSKJ
zDk&X1B`ST|xGRdVtcV9=9wlR2YtV=cF5T_JA50AnApQFklX0gjyH1C#WAA;tL#)Yb
z&%f|dshM8BX?ez2XNn=F-ZC-cZ-sHA@4wj6|Cz#W$)AzpZ(G|LKnBO}Dt>Tisj>p8
zM<&aViwy?X!o_yTwcl8)AiiZsfF!!SE&Qk>k>c`jLwb8oNV@iiKlFNv=pr>!So8$1
zWe!Iup3^~GA;ZP3B<E98oqL(8er)J3%yvwW5!OR2UF(U&n|(o@#4d%Mkd`<-X$$d0
zF*jEN6yk?U*Mr}V+X!=VdtOc<y7Wiay=1Ov|GKAWz20}$JTA*wKe~mPu1!emm#FMG
znJsB27rSdNQgJV8PrKvGrSzwfuTb_19RI+lXJHe^X|BBHqZHkoF&M8GPcvLwS?z@7
zHjkwKo04O!OACvXFRX8LOORd2C>S{qLSG_b)9-s&reWS~A5D34^`KqP6;&6nG1C5T
zgu>--Wd+WKlPdi5b^WSTavY_(B*?C_L0hnoQc<DT+Q6-;5%LPd&k&>{YJ7s8j+e=j
z=OUCM-vmU3?Q6D((sD+<A$#gzeJjIW-em_$;<s5jXQiujT#L=u)aUb6-Uz2-OCMSg
zppe*$PW@z%>rKG55dbm+fXa(xWY-aU&TvIxS!S>SD~q=Vkp4F0&32%-l~Yv>D+TWT
zh$omheG+^HGYV|A(){6EyBPtusnu`8deOx5aW`!A#nn|W`qEwo0qXW>fL__jAe2zF
zy;H!#^fL19=Vea@Y5WF{k=EB27$zaZ4+Ba~3sO~qBr6P|`2cZ=3vt70+%PsawuAC(
zD;QESKmjKb>}ceHMauy2QPj12FPlax?R{Ouju0R>Ymx4|gWK+D?lo4gEcd=XHD76P
zxR+^u*Gi@%NR(UH2J1N(uk&y(IIjGn`EW-~5)X$&I<jTXpFW1NMj+tw;io(lDc~&`
z!v65RgxKE+!dO7e+4V5$s%mOeqfX<I=GYP1AOw`(g6dKxcp4VFu3KC>pD5;mIh7BU
zIrYNo6*>DlIA$}xEo0(17vIQ+n+iDC>N%|3ESM6%^ioFEJ;+bH?p#}@^{Qk^ez>^j
zL#_CHm0>gpSKuu2t<MQ2;)k4^1KgqBf??|CUlQwcy{(ZPd1{Ls2uXEo4+@1cDAddO
z6_DA>AnaYOI?oz+FkSNz10K6y7OwlVfZjVBvXBT>TcSIS8*<T_MHKA*wy7imc~B^!
z=od-fa6pv+K|o-iURBliz8dmq;-fw)@qT`Olr*K_F&aA#WL0hl$+E&6#nd9R-M@dP
zH-W%`OD=(kR&eldNz*=c$;0W_VI*>>*eUF`QImKPHT$U#KQ3He=TF@4U*DOOxnsL7
zFvqLQ$lqM48^%>^tVkez5*|bc7vhkSiHV$sMifXE8t%tdU<qcy%`OA10_{E>CyQxC
z2t1yfi^KiA=6N!f;WrXr0(P0fnzV_rbaB=48ss#$)2J(7`FX{cQH+0g{~P%b-ve!4
z+x;5O8yw*{%MEp}^nqicoYz100|nxlAM$z6S$D<C{FEW2tp;Xb)|r|<A{ub^(sdj(
zz6G)aTz^qAdbaZpVrQymscsEUr@MWvH6J*~OU>2J)51CE<771M82SLh#^tCa`WX_l
z>m3Hd5<j1OUL6k{h%pn&G^NSH{&z^FT3?`g2^6|xTe$4x`x>*KUz}-s695^9nv!U*
zQKYt=y?xs<;6BbZMPSSpH!dAQo!eDg7GEO(Di0_fk_`eMMlubEJ1<;M=6D~nT(WN_
zhkrTFbj!MXe2U1HUvCI!#;V{J5_v#@y>ssB0Bzrlp=37W*1%S_URJ>v6R154`K$Pt
z9a2i!4L~zNzf+NaMLKL%UbW{SfzBCdGym8#|B-0AJCK5$tjSrw-}iARQ$aeX1h%j@
zKw%mIc6KonGvHk~HDp;738ktbqc^0a-Ofh{It6LIb43k{>9QJzc+O+2WZ#ucDw(3A
zV`f=SIeihSc>8rl!c1Q!_WP*&$D!efa$!_UTq%F6%FnkS3wQ{{6p^{{k#5Lo1BI{=
zRQJM?k~o198_9V6dVDLWG&qZ@R|2fYYe#hf0WWGTs2H2W?9X<k>yseLf~~}`FxB+%
z4^O@Y+~AP~rX^#T)b=mS*Z)3_5-T(qt;6DUKaPQ8vpu@-Pt|v0<BLqc3TqA0w1o*@
z5&v)xnhWI|k5Wocu9?b75HHnPcN$r|9GbZt|IMUoCNSt@`M$3;BPG@{BX#2ct<6c6
z5xsu%NDJu$qoAQ`piToDf*q;ivCW!0H8VxWjPsa$=dKfRm^1RU8O8L@e=6f#1{&x=
z2Q?6POLt^^bT{U#v}#sg>t6l!RN`{4b-rYo)kCit#rgR{p6$IBJyq@LoPCs*;YjNs
zR+5_UBa)GLzehdlk*6yGi)4M0D2FZZhyA_`Leltg#G36$Z$SQb#?Z%85EWbWKQ>iH
zk1pxTMt-q#UDNG%Q1PYGpPr1lN^wy~Y|+a=Ka_o7a<@u9^SjE@)E6D8jRKO1lZcq)
z7$F=5Kn;%>hXVVi>wCzLO+76c7<<bsH4$HEsH?UDVPDUDr#bw3{5V4MI{c{jdyi^$
zw_Dho2Y<1X*sFX$>;LA4gMRD?YBB~(HR576#;AxgD$CPz+KxCI8dSTqZspX+j(pTh
z|N5LZggg*;0}&p$QRBIuh$~A};~Uy#%x;p~(#<-cLU;}$4xK9qJq9sf!a>n<-V+i%
zneqkk8_~7G^88CB7Um+8<tB9>1<285GWWl*Yl;=VS#4Ej<DScD?s0bO%lU^pq+B2`
zqu@1ri!e=0w&3g!hb%n~lXgAHIW6JY=Tlj+-JnKiH*5@X7@da27k!5FV?FOvq~4(m
zMt`@!2l>)%1v$Aes1D0oS$)~<JV{_y&A-^ngPo~Z=y1~8*nNN7JhraVokPxOqPJT)
zcz&^v2eU3wn?IuB;pEy(xu`$(w?xK#>K6V&r#yEw{mO0Nl`{|9k9@Q(wx3Z%ZW&{!
zklTR?Un?LwmKdxXb^WZ_7KqL#;b=jm46%jl0A+?Fo-6m8Y5A=la(7$@iC|RCbxlqe
z<0vbU*>eG6&Kg`oMQb7*oQuTyPz*qoNKy>szOeLY3DD~u&%yqozj>;CDor=Ep#36V
zq(sTAN>S5!R(UTsHztOhCvz-L1CHQ(Wl#GrRQ?pVHv(Zvzp<B4(HmVXm(*k|*9aAV
zeU|){#J=oc_96F9cCU&j*(3IIHy@1C)%we1|DdPxv{TAnc6SF&2uwKLc|5w*FqinM
zZOz3^dCi85nyo)*mcDpWG_;$3=0!6FaWO8eqCUrXy`3S;U7`%(vmGWdyk__ikbT@y
zhSSTTe4*8zNIX4FGKqX#sgS%+R+8!xhw~SY2qJx^i<kN*-e~uiX4&0G*)3wQ!}CE;
z4Oqgw=>A>%_#ZNxjIt79(cE<_rxu*EV!lknwDO&4Zz}8>O(K=m_5-7F%t}GJB#|CN
z=;tIp?R4REipBt5S$j^A7D@i^Cnsj%YY2|v$!nA!j>n&CdT<cS@al}*ch~#qh}&L+
z5|xi0oft;hI4d&Q3`)`8<i<Q(Ju>K#kupamDIEwUsUpim_S_)>jxyJUYV$C!e$k#{
zrh7l48vTt<DBDY96D7SFn7?~FEsk?=-Ms()P=(B`R_&V;JCRiu0*PXW@}y2>1Q$rT
z5EogaROn(|IC&*9ZvAhJnaftoCp%XIC!);9Hkck>y^KbRi?V5HX-2xqK|>1J9i_)n
zBvzLPlP{%oAqT)oMkGh%y(L~W%+OzRQ*$M-)i>=!*UB89ud$VllXvIq&Mf%{3fak#
zHJazh1T71;dk!HzVJxsB!B!ieQUy1a@>NZ}6qu2}V;ifb6ciZMf1Ubzx@(5!m^1c%
zXpQCQ{DmHL^U_Do+^`|uF?O<OVWXkB(cW<x%L46UxVX{C*dBd>gv-HxeI2`PI%hI+
zzEWJazDUbpqbs1UxS&5~T$2`{5UpAz$JqT+&Csoq@Qa$pLcU&N7qNI?gz$VRJ_Q#<
zV*bvP?j=^QMug3ME=LOcrZu1Xu+q1F&)C_7ZCT*;@5Aq@HF<M6BAViN?&>M}t|{Z=
zr%C*+49F)gAiwfk02vg?k6ck!(IR6yj7-MoN|M6J*=$C+)nB4z*FDmimIEV5hvGOB
zSwk26o|<>_iZ!s)a@>eC=vyq<COXwjPxGp>KbHsD0K9_8B7XfSnSJDjQ%#+W91L(<
z_|M5is#nb^ieNdEql(RBV}L!N2kc+z#NIfCY}zUP_E^#syx#95p0X*KLo#C>>L#vD
zKXp^Ze2`Ibtj0WMZN4*Yj_PR=N3oN_R{^~|Gu`B~{VOEz9A#x)27M^`9t|Nd+%p1c
zBmt-&M~3FS&sc1U?9zdAuI#?LdGntYB;!@8n(iGRNaBbSl7kW|rEixg7AWy8?6iW~
z?5q4&bGC`BPrPP~IuT2gNl)c<>N5+na{l7eU;6J<bx+@ldtgS&#)O&fjMce(Tr&$-
z-3u<mbq6So0%#lFkf!w{fjT)-V->g7b+f(x1CyJ@|9Yi6`>XaLyIZZ1h3oun7pHvV
zU&&XjQ67`(?Iy8Oh}M>N$7beXuwHd`(SrFAItIYKjs7>ZEcl^4e~?hCe|5(-(z3=Q
zka6p`00U!*gI(KF$`fqn5zT<F4f2L|7RzV-?b@@Vtxv2PZ<Sljy)+p*n!eKq$tm@~
z5&WD};pg0Y#_QpACHMKKF+Df=WX1lrJ;U|n$+j&UwNi(QzN6B^GKp}AaDP;5jZ@0D
z8PsCrYpqFAa6%&b6g)3Mf-p<1CVBs9@a>&1+Wp3Q*tod+UFSF~FI;}GVbxW5J+QR+
z_%0<5y=_659)Mee|C8{QgzV0ni2Cy0PQ|;a7rFC#(Z*#@Ehst4tdrEML|Vm_Q*qs8
z-46!|)8`#$<l2))@@(GnHPj^V=w;;ddgJq&2`*$L%u?=j;Zx)-)<%cHn-tB+>@q@<
zytw?V`2;=F@%AZZb9&K^s0O)Kk~OPePc`@;fzPw)1Sw$-xs$g`V;I4k^YBjI;s_9s
z;={^j-}HY{=DvR^a~8^^;DHr}_x&H>-u9!nzfRNBgxD9EDiKdK!T<hS7?cnHOO=<F
zW*W<FI04wXug%ndjU})A`<208OD0^t%rb_iBte{GcFK-dZ**i8s3dmbj!;t|KjMYJ
zauS3p+S6~xmGo~ccMSi;SV=UJ-oiCJ?oN{xy>(kOjx*S*R3Uo7wM-#2BzH-;V7w@w
z*^(FP5~H_uGTz5wGLRp-8-g4v#1gXRu_LQLo@_b)(C9bz6{(1*upz$z`*6;)5z?sZ
zOY5i+C~DleA*VP$nl<f!8YUr?HJjGuWFsBq<*8>tKrm$kWROqVf6Fwso7oBcmjo|D
z60C<L!SgW3^5Vq+6!hlAb3Q<88#p~eJGP4np-Trg8*YARx6+YsFC}<`NA^6B)0-~n
zN@PUy;xc<gQS{<7J;%Eh8j!~}%3}QnwntsQ0p?eD-oL;wvHK)%j+(rzykis#3#)z8
zn|DsV)$J_AG4M{_?-A21Z|(=mx;HBBYtxMvpifLHie;5m^ZyVuzi7~rk~1W%WVCsD
zbDJ)!YxtWa;Dj|i7GsHH`ljd(i_kAiXAO{H`hmYy9)mn?Yw`FkhxMoZ#)fX0t?&BJ
zBErpsg|A5*LsN{QrBC-O$4}mB?@QdzE^}k7%jwx{$c?4v5U%PkiB$x=oxqO=*++h{
z=~7H~dsM4NfX)`S0*G}DFyHr#U$<FV;=GiNgcPFl?A<lkWI4ICl$CXvdHO0lWSLY{
zlCZeLt?kE$|C!K{&lf8lf8LIbt?6(W)Y=<r3Di6r_V=Oq{-A!ALi9>vt86ZPP5Ym5
z59#y7l5dt`^($~|aW}O!NbB*}TMh~SXZ*h$|90!gdgU#rFP{Cz|2L!C{d-*}p0h1^
zRzDl38p*5Ezw#?@R8?17>b;r>Rys2IUAmi;BS+CD4mlytljEnK@Kp$DYj06oB!mDT
zIjO`y`rh_vCh%W3RaUpwnHWTybHlgY%9F;h>1--{evqEPgfZvRFA`z;{|yia{*?xN
zs_83N$_9&#TJQ85N0ThFDCzcepi!G5Zsle(m!!HeJ6^OGBrSuI1~>|)u{b1&M^aoP
zWVYsfkwty2l&eCS^I+3Tt9J4Ie6b}89d#gj@X-I9q;l!R+oqK_qx1I)R}aMK-G%o6
zgqGEcO*e5s3A9~g<t&=Q$7cD+Hm8$xq-A~Es-MX5&grVHp5xvry{Rtyony=_c~PFT
zgXr9uL7zb-KZ;?td--a`tIvGcM;)6s8)!l<`71ecMw13u#Ze^OK}IO&3jWjT3%|6d
z%wk3>3tK(y?Xqs89l87iPAe;`$8$owR)SO2ee!7I%42P&>rHPtbNS*GX{oqC&Ach>
z0NV>zH2yrK8}{Tj;Pfz#g8G-e-p26F(aAU2n`d>AQJx)S^62!dUt~K9QK&-Oe9%xf
z)>MgPA_p0po+}7u_uQ;?Kiv-ZuEgk9ZF*trlF&MNrIYTPdLpUbqi)#DOOo2Omj?Ev
zV!&*`0mYY7<5^L4>~17+j3dXT=24o7!^MN2sbkGq9xf)^yHR^fCbzu=YqEEjBIwXB
zxC9qqu78*LjGOx5VumEQOD(4XKYS9s9E`;T@>(wIcU-eXaLkhe_+|4vLA25i$5vuI
ze8)+7?Nf<sb3uCXbNk(B4;EG3q|CS;)r|hiPlGmwiHb#ob%*HR?OVtPl_5m{Zvrf9
zKV&__Xr7AQscJF1U$U{Egf@oI=CuVlRj)YCEe383dj6UkS2@gawonIxc6q-?7=+#g
z+BK{1n=g;rXLLFYj&llX6jF3CIX8M#@#|?%>(k!HW@3by8MH8^7C*HQ3iI;2kSuW|
zk-kc^*9Gt`0)kz<3CodU_u*@myS;<OTt!WMRoni5_9g=!Cq8%kPBu_1B|^j1jgfw~
zNqeXCPSgx~`^H=lzrrQ+;c*0ftH)nb%2fD~@Mh9E*K*|`iQ_~FsmQ?u%Kx^#tXHLx
zOyk5=8*5A{s3`V%+eyh2t8DA2SxDUb&G2=w!*3xF*Ljcg)?H5)viq3wHNO##v(;$g
zh%-cvC-*<-i)m#Dc2p(|+|3YBh@P{2)JPhZ6!s`ezLk3AOWuv*{{w{m<jh4ri>?%j
zh$f_0`In+C_2U_&Pbc2#8kl8q!3Fr(DIPd}5^smAL2`4Oz#0>AdDm7lW_FfEsLTn~
zmW6eq<h-ck`CWcRs{H$@&-h%r=NPi^c8xSP#44xDD#J9@E&6^LrcD`W5=UWo%8A=<
zj@8N-&8Wgj4AT`@(>@Eu<)$urQ@ZM~|AS#|Tc1T<ZSHz`QpE{^6qT-}mH(e|ccKno
z=#H2+J-%4>cfibLYVOl5jI`@4(R>%$+)u`}qcfQ4^Q@4PY)~Y_aVFJ=s?6dAgAAtB
z!+lPPUF+f>=YvA_?3EjlL!e#+*|a?p|Eu;bY}G%B)V^J<;>pQ44l1Vwg+91x&xTn4
zxDaX_j)Zl@qYvrd64ff<VmXsJ#-8?N=MUgSxZ{j1>q`y&WyZupvkIQ`Lenq;f?95%
zFnL2fhg7!5;;S<6D)+R~_OXO&7E)duO3BeSfkZ_&W78#-M#)bp`@nYnDeDbelQWuO
z5PA>h$<Cc0<Q5eq#NWV7$h)fF<B^)N8Zb!zr4E%d$8YVOv}!xN+xyX2G%JDPQkV9{
zCy57gxQJ~i^j6!DUzti!wCTdfTK}Sf2Lm1%_4kvDf}78j$7p9<OIL_?WOpp$2^OP^
z``XwdJE~LF=OA38q-A)UFg+xX=M56?9>Z5O@_zrQp3Cmg%oz3(^pbZr3Us9A3>#xZ
z8~Q)XUjLBQ6zE=I7ad{V@?Ib|eWdkOMZkg%t>58kg0CgyDPvjJu52Y}(3tV+ozDAE
zbBhsmrZpgj{fCs!Ip=Y1rhAO(MQ);Q7H?4}k;x&$fAF=6_l!9e?<%Hf120cO`FUMP
zocEU*qc(qVbgG`J-aI5iD>WZPEhB_scnBn#@TuWx$b0V8BpPIQZC1gix|5_><ba~7
zoqJ_6NXc!DFvtW?9tMy2NIs7{|D6ccd;XWE<)`;;M{5TLottkt-~HX#c`|q&+fY_*
zKCYrwGXHv$7`FPw@Cn_%{IP=7=e&2}i3DT#c=2>Jb-&8bCkcFvmU0z!$d0D%e_?}(
z7CC#RdG^xoP2RhU+KjS*h{GF4?Zhb3j!R}>pKbn2CEp?ic!?|BY8Q=nC(e}#qYl-s
zQ?WjuRAbnR*BCap-_Ad;IzTP)>LAF@CMy)fVu|h}Uo3<FV#+rO*z5+iIfp9gb{tJw
zmi(03$4ha6YgsteoVlRF5!;7=9cg<cb}gQfTJb=CK+>W^YmOY$Kjo!t5&aqU><$C5
z((pmW3KDZ{=6<wrwl#wpCNo>cWIn6cG}wfit(&o}a)IU2AUA`|VPtp#+4>f<k7}y|
zotOC)rUuHJ?Nm2;xAx3MjizapLJz8b4|E=ra)O#Ntu~PX)$YxDL*!C+@1Y0|A#J9f
z($8*(8=c_%tq-Zgd=RfTrnQ~O%*pu9ejT{?meHG0A7jj9<=Hy+&tx9o$dYgDLbLk$
zbVX;I#!tD#Z?uk$+?ADA{4JK~xn(qS>+l|Zix7dlDPtl_I?8Tm$je{4OngSlg<f79
zT@=nid24S-AR5xGw&E|>R=&v5YNf}P3#XqD@L%XS)r~*T23|C016uWY*h=RS8gl1T
zRITEFtS~(@pOxR_bOnTjgxQue-xr$?;<w=n>-$pEjxTJ`F(QYma`5w?s#?`sDV83R
z8sx`OWcSfrn^k^U@{iR`*YG6+pDNCRSNS)Wj1Ps4*YG!$1^WnEB0w&2T`InzvFXEN
z{Hw;B!ynX*hL3J;Pn=4nCYCfZ>sL2Vx@;QqLd-O)Xz<tGN3%qg)|bgra`J+n$VzyN
zUkMuPQfgnaYiI8Q1#07-<PbGgOP9pg+X9NXNc}zZcKh|$k|KmTs?IV-J9k59k%2dQ
zywZFQ;7Jt&UaPDwEIRkj{p|jruFqlJEmTa5foSUK|E36y++sO*Jymkq$LzRwDY**%
zs%QLuZ!aV!mBFPD{rOwdQUTM=_AM@rr;q)=>n@+mcWa`=C-fQkgW&z)URf1bjQ*+m
zN=s4kb!6>g+>6FP+P_gyTvxa!L^;6tt+A=Ov9!=r7*S6~Rni}y@_7ocNpJ^0PLzu2
z;)U|^{=~1g(?p^JtrBPSY3=k_q<t;2@Og4Xl#uWIRXkPZhpuBpfYt5`Lxk;cOoiMX
zLr6g9-qv#N%XS)Mq#MvM;_^#HT<o<ET`DFnc%&GevV!WmNgrE|TN_mK6~u3F<ePtA
zD|#;(^;C3Hn>I9-bldO&THOeDVrl(T|4TdG->EL)f^S?)YqPO$9JvmwBPVYlr`KO@
zFYFOk*5sp!0HM@;Nv$=5%*MkEbGZ<yZC@aF5UjqB$E7w4$b>!$$>7f<2_$f#>>;D+
z<9qO=B^&ih37Z)xbukPENBu|7*phI%4#{L|3ypppTiF78SlpC;N0tb}mpRXlpPoA&
zDm$gKZwJfn8qMp%2{ZdeJAT^#R*K;noxWMlWvW|vI>O0Q$O}4$>O7=xEvGqMR6qM%
zV6=6S$iH-vwxug2Y7|$us%46Xn!71RMvJu(VG*1>ivORRHorVsIf}T3*l%jMmRXZ-
zXUWTtIl;~vnt-Eb%taE=;dj+4(U+vso+Pwxose{7KlKyYSKbYQNbs)zy<8!kHfr$3
z+PajcC$s9qq)(K|?A@DbogpXq!Ul!4Fxl5NM-#<9R03&qWPVUh2m=q7IFDaEaSiee
zpPx|H6yUl)@akFQV4*3CDcbcs$mrn#$j@J)=43fnw4GL^5nvVjOW%~z!<RUSbHrT&
zV*Q+Il`IZ!44wt^7GE6Z)yEIoqy2_GRegPRZC?NIBx}{XZb1mfRYpVC{Zs-Lm-gIn
zZEUGcs8JNnxzJ@zK((#KA2Oy^hgfTUXv&JEHid`N)#JDSCw4cFuEN}lG%ed{phlG+
zvo9j4<U||ZNklA?1a&Sk7h!RRPoyv*=%ShXzsv~XUymRvTJO^)FVsA`t|a?k?nJYO
zWnnv7#w=U-)U`|_4o~`eWPjIBLuQpf;5kqxcKh7}ay~suuCVhz&G&M`e_=A@EU?Zc
zy1H|3&EGj`>K$ge!$L#I=n>%m*<|VEUe>vcZi&8|xNB!6m-Ly6jmzB<v*d|20Lcwn
zj6{e4PfVwRRsR=v<q#?zz|UI}#n0`uGYbmQ+kvH2<d_fj@HyE<gAB*NWhPNcO1UUz
z|2xl>@f)Yh+1#0BK2XC7BUx_d>vXq**PN2pFzO9yWDD2)hK6XOJ`bw3<vD(<rP$)3
zk4j&_jC<R^{DA+RBBMWkBC*w0L25gMWc1+#nZNB#$T0b^xH29O^{qNn>CJ!z?e;F@
zK0E4%O#jsMz+7M!QzHOrlfTU|5d-XKL!a>=JeTBgFDEN&!P^T%jJ+jBM-O3KZ{(TY
z(dKJkZt2KI^tqpXG5Su5zXRAR!D3H>mSQ<=Z?@0$`lNrmW%J9Yg~~YCmJ9HnpR@2l
z?*=?<t53!C;u+;0a^Ujs!REdb$JEgLN6Y+yQg#LKxOiK&Y>?gKJ&sI)gyhD|mFBrb
z>AMC7r5`0gshl*JmfE5#RbTZF=i4TZI@jp`H9Fdsh2!#|QR`KN(J_HfrOt;|QjH9z
zfvpweI|pnhb@T(c5EUdtYGPI|Jyu*y{1M<_BND^aT2V>mN%6lZB_~hfqp2J&;oA}G
zQj0Kq`jXhplNmmnpAxnE+=V?hO6h`;_}feuS;dd$0+&ekc(+9@rTF*ekQ3Id!6yX*
z4@&Yffk#7Sx{OW&rpS)_jbI+$C>w*PsriFbh4Aw{d~1Vg)*)BS1z320Nhtq^-05}@
zcmGQcW81ZmsB$-`K8FM`(nFLUu4}W`z%dep#5WLj#5f3G^(&An*%UYsMS=V=HW?)7
z%}|hATwXm+aPnEX8LH$MF0PN4S0Os86P^2EwkOYj%_{sSJ`<fG(r&rd3NeAjc{~El
zd+r#j2Kx2+tj+bxCwXq0`v(SwgWHwTOA=a6MC6P}(7QK~CYlLuOO;4(Q6VswLmaPe
zIW6f50X1X_1X*VrT#ga+d|61~&f&t$$peeI-8hbu?{u$XcF{xA(kGh;8cMK!QKv3m
z+9YchYFC_FTX=8Gc<<~)qT6^Ym0R+cE?zVO`(dO_s{IyHZw8flG~x+0VgRO(&$k5$
z2>1kANy&+|JXGFf$&&>z@{_a)p6{ujT@^3nX$`EPj!1lUIzwSqa+3&&wJSxW9E&bC
z&$dw@P{giZP}gasuOCugM=EWR&(kcxr19!J(u^P?Dyjw4az9T8<Qawtq4w9Z#bMn2
z2Z;#ICv8x(MyywjuG2^xy`ba9I3*&4+j+Pqd&t);;^}GB!gc2XX?)8!#H)~D?X~H8
zZWO765O~pZTcm5Hfg&{w3jHk({k;qKavw;eflv`ySi*_jh9&Yl88r^{FtnWY#UZP%
zpj!IH6DPdRo)qR7e5Sq3UppV<8jlCj>cLWC=sP&Jfh{;aB0naMuHBlZ0&%Dtp1I;6
zSpnK?+u!G|-ey6}E?ZsW1B4wHSinfM*c{6&<o@^lK|3V@9i30th147_ZB>@ym@N6=
zUUQFO=i6i?G#ncvbPznd{Nie#IfKkr9UZqtiQSaks)(qlUc2~#J6^n8k_kkR!JgB-
z!l~eVmSpM1#xex<km1I23ZM%F&#jQ71fQ#FbNKa7D_}GC+NTB>Lp`I9!578eNz|6p
zwyW0S#N(B0M!}AhOYZtH#Q1#q6H-9%ZjxMOiYGjgFzQ_g^<5CqheqqW$|5EVLau8$
zIL?C}HKk_1Q<v^HA}uy#o)(rc>xDDdX6tDmQEQVdPy|nrYW<|dL=J?<UZ%v*m3r^h
zUD0Fe^?2{g`hjpAMj^Kq-FZ=MRPW!KK7*Nz!3E846r`6}XFa1Pr%3}RQPVpfbbOQj
zO|r3VQ`k(m?<>)P{H;xj{z)C7j*YUr(-bCKv&BVIW^!N5>U-XH$Y%Wf|1tx_uY;E&
zvm)6^;07S%?(rdR9GBNtVC-FR)wIL`4Zyr1<4!mD9+sRXF#AhtWg9JI9)6K)G4A>?
zhl8#Y{4%@zPDGFHB)2}tc=^3j8CBJ5<q@C`g8=%?e4udBtaixo6U%PooJrAdA}^Cw
zRCMHUv#iaCMs&R^&<4lFs)!=9c5+IHClnOnd7>1ck;u6fu09`$DwgqbC%%A}NbFjE
zyXv$!dkK>r&-LZGt0Jk`jK1PB1IKnyZ^&(jI&t2n{w5rUw%khpU>L+hFPMyrpVZw`
zoHul%-fJh_TDLK|`LyG-tbD*lbIRw%B*C)@lEQ~}rvKBxw8#G9r4%a_sfL_jlb70R
zziK=L`)~^u(71To2^u8os{Jk?Fq6W&r9-RdzcGm=<D<^3Y)wAQah$2TcddfpvRM+o
z3JLAnZGJ@R%G07r4N_P81!S3u!!k8=i0bI*i2nS!MbBV!d3-sPbtp~hjOH^m_*O)g
zgMDdW?t|<*U2s}%{c=A7c+5=d(ZToqdzpQ|?{A`~Qy%U`Hg&BuC_&t`248nvOv+QY
zOea7-amwRt8+|+VqJBqG-|QQN$UH#;Y%$)ZK`<4t6{If2fgP%`2El_wu&kZlMC9Ps
zHhPXA5&k=61P?OR2&wv{(%8d@>+E)7sPT>w@2VNuyc?Q9`e{`Bb4$)u+(p{?-HHVW
zUA~V_w43l3H#ifaXhP`lC70K?kD=H;0=J}X8Mz7^7Y2S{+(8M1xG~00={&9c=CB3c
zq~;bhyWoJ1Fz2c`;h;?11s}d5Fx`o>1`yxav0UUgZ?)yy?5<@!uHrwYkTzNRR(bg)
zPWn9*`k)iHj9dG^xWrd{Iuhz%Z+2W$*Y*YY#NPpqA9Ib{CO<_gG}#M93>R|Okk-FA
zMH^gK`YW7jk=n8n^e{t?2gEi+AT}EeIKxeoTu{L3AzfI7RuK*P2_C8MxG=vJI<`Y;
zLe4DhU)aFn>U2KHx3pMkrLt1cQ+SL*K<j%OvP%NGmGk85Pkw&&Ujh3pgeZm>$4$2<
zvLQF1z?kzFUHvYg<8dI~LP6v=??TH_(=Ff=A|1(Bz)-OTy6+7?N{}Xy;IM*QKYo+e
zp@5{r>dGXrx13D^yZx`y-vZXFq_hypxArf`i_yc^#t+4WfU<Fv?>k*^f$I2ulbrpY
zh`tM%Q7i<!XG=;(2h$LY&5<MQdBtk4!EhWWQ@~mkqw@~xp=D$O-91bOW-f3Jy?unn
zy3Di$75Lq?t1>^6TrN=R$<MpI+VEW|KM+If&e`wfO6epf<vH5FU%FMk0YW^*$R0yJ
z!k$<bPEQOW^Ot?bNj4Q=l}I*uI2}kdm7>y5Mm)#64K7*0rYORqPhAN@7$tGwj@7p;
z_OtdDo@()*E6_T^5ADpc8uU^xzuH8i@TdnQEe>3vA@_VMY<N%7sKv`9JGSZKVIus&
z{|_~(L6QmHA@emTQ_4Yl^l8vmHnfQzb|Tba%Gz^`@fsy+1jS1UK_Vi`$hQjV1^}0B
z2uGV^{3wY~(N9Gghe<Fz2~58phBBMC8%xJFy`-R)|G)o244$9%b_q0fy}!Trbn@!W
zdDO~;(=AaEw?KiiJM+P%{%xm?{H|HEP=K8s=HMv=1P(|l&}n8hn9Mb7HRyC_UZzf5
zn$Z-41nD_<)z#Hs;MS_#mHq|U%BDz=9sIJU)=XnQD{PEiW?hO543eIXVoOQ{C%y>+
zezDZBXGd4m<Y5e%kL$B=p5I6nE~O9uQNeF}$oLeZnO#f*QBucE$IadoIa*!Av7R!i
zEd72>JipjD_<unhDT?@iQ}F208eFQMeVtEt9M!+8$!PP&UWoY)ct3p_<f1J7hZSGJ
z;u=3jAC`W4P613Lk^UZ#v_Y4T^<`rDmhUEj2oD6|o`nDK;Ixa&P^8&qSGA}@-cceL
zKS>z#wNY$%ro$HRl=o2G9Y)hQ{8$|4*nAsCZW(n(zGX6-Zz{Gi51}*Iwol=ONp@Dq
zJ*$o2YG&x*=;s;+urOpT?>bUmNZ6yN|JsOZWfjHZ;X|}REM8sYmUsvu79e4|WHpQo
z2S*m};;wMweq(PHf=GE7_pxmLgP61tGoaVbR2$RHOAIdx*B|St5!PY(#$Qh^I>L8(
zX-#bUzqYq~(-(Gre%EPH=8nJgbcr-!R>7*|>2t3h`61u;1u1WI=FA0dG|7Z&G~a=s
z@==;w<)#b0!t?V%QeVvv8T5-D!XCp%=>0hoT0>MrgX{eM$A6#y^IR-=9}J&z+j#Zv
ziYD}3|5CP#u<A6XpA||rzBW3{_H)>fF#UBAm#~Owou!Afi3Lbx%H}w`xBk{IU%Fsv
zRdm+hKLn^Y7oT)R`7W`Q0MWoc>%}94oO1Y@=evqGCtJpJA-N?m4eCap^6V=%uRgo@
z^W3bLX|iIn`I(?49WJ|PJdFsZlyeRLJbvJ84V5SaoVs<q2k)9B6b-gkM7kFS_EJ?q
zsL(H*9(T&R6pvzzaRWmb{xu~FSz`1<3y=EA^x))(&658eZtF4hF-l-b<c6iw6sE`s
zUlu_OxsMQB&^PEIC2u?X?9m$Da0k<GjyWc7-cK*P?O?W4BjV9VzG>Hv4lPy<K{#K^
zg!q551jgWCw5Cy1dfIbk1K<kXNd7sJ7cVn&>1dTW?~UxiVwC97bUnq({sFd}GqmRi
zKQJD{gEN#@@gK(5${$?oG;GpcEvq}>h{7@*`_Micu=vUtN^k9vhqM5j7|}?3Bs}gR
zK-T`(Vx@H2tFz{7mf5c-m(Z|Al(0;HH7nLGH(QPNl<kkUtS}oy&IKvXbRv)d9|8lN
z4{d3Au8S<)+<qZ?1>eruQ^6s?wT~^YpPe40e^EY-K)?jm$TEK|W9dX2N+=!JW`~Yw
zvW4YXQQ{jf)pszVPwTEXvGD@cc9lG_&bDr$l>=Q^O3NPB`MpwCgB^U&UgH6GUTXZ%
zKw1i<7$DSpBS*>NQ%pqMl+{bZV-j^6ZJ7!sk|nx`X6L~cdOPM}Xd%NW)%5*ee~~xt
zMa(H)%Us3ImK+r<s40~+3ME3d64z>g!tL44y>wC<8m3=X3Ncyvzg7N&G=MV?b6s3J
zn?SsyH~)o)P%zjNuYLy=r7b<78OCoyA^X61RKJ;nJy-WXK;sHLP2vjvU)%E%UrnXJ
z@fY1g$FC=MW~7$j0>uzt?*q!ToYMOMlP=!oJgm~cQQ<#K`16ocMKWPfXvwO}a9AKZ
z;%j{mS+H2K9%z}9u(Lh{fr0)}YOa}@P&HtpUihypua3~Y=+daTh&P=)x<*Fnd6FVb
zl9k?0hjYP(x9Dmv*&;rlfm_3BEJq>GDHg|PSehTS3hzqr7eARQa;?<2oP0UB<8aya
zX129WWObKZvMQQ-8W}xXp{`JY_1H@-pf?z0Qq`SE-aGPue6XgBu|en{7)zPXQ@};Y
zD@glbe|fa420ZiZsgb2ciywrRJepTi&wNTK6ad8WnhUg0Mt3`dureS*$TC{vCyRX_
zRU$gn-i^*X?5E-6q@i|IU!9K1)eM`k8{JP+-0mIX&|>&=F9JU<o-}dtc6Y7zme=CN
zUt4Wwnhei5j_-fi-#KP+GjSi-c=yXoLxG5+vY{Tr0Pk@=#HR~7Gl1*QtA+99r(qy;
z8lMZ?Hl*AO)dTzNf>CSInqT=+r;l~Ait;e>3%9T@w{e8Mh$m48uBbUF#dr7(3Blti
z#3z_S@L38k^e7NU&(c9_>Ew9~LWJe4{(ToD03Iwai3rT<<>Xq8mWVc^tr>PNkn62Q
zE#p>eXE)A_=N;7g+~BpjICEh)xwsl&jaR=Ue}*TvX1<`0H?c#8%v<>cN?u-m3i`Xh
zMV!q*2EYW$`-`vA-G?+Qfn(eXPyjPnVcp?=MMUtLfX#_Iis423c3PaQz(@Pm?QvX#
z!Mt-7rDDyAxgVus6opf)Y)--lMFGKNIJ-1AhQnJtl_UtU?m@a@v{INRTmzzU7!dy-
z3^B8@$wRovJPyW^_y@c<U)vKYf19-rxoQN}$ncS}XBIY4spQyMHSP^zh(yZ!zhaQc
zAoW~OEf`&eg@!&ZzO!Dzg#@cUplX;K0*Eb(7SqLMDQEZo>4~1Z|KQ&K?aS|=fd^O+
zPW4nHNz`2$a=j9h;ImZx-+M?40`%*kLsLrd8G`c^>ryk;w;#QOMzhHxOLli@Y)s=@
z&K}DZsbS-e>(k57a@#}+VTBNoO@f6m-PYDt6{NR|j*x&yfmA#t=oI`$l#Muh<<z>=
zuP3|e2I|DsC`REz$BM4S6MDar_Xx{!crdOr7Y3`Bb7a&bWTHHT_x>%NmU=VDXN^8R
zKMv-lE_-ZTjvx#PB;$&L)c2UZ8G-l7Jgz*o!0?}jyY`I`LK7C|j9L@vvxX%s!SD7q
zStYVVe86TJtdY;7o%(|bUb1uGI3Ks`daq_Hkew%^be@KS2)amb-llHP5y`M2-oF-e
zkC1@(S&7xUl(bR#%5q}zpN}%xzbwnGfq|mvHBz^8V(wO=n0<tsFP;xzd$@Rxqreu_
z1Tnm?2I)X|x-`ipx(D)6?4jV`pcW!DO}>TnH-Yp$65L;J;h*scNK?1GetGt9Kl3_)
z`V}Vma$I9?ZR=BifbRMS8QnCmO_CmZXv+eOS^Es-4D&dd;r*pxyV*ld5j!{KrArJ4
z(BXHgPsb(_d>dQAE5L%&pwuk1`uFEES>>||0;7zGFRG-uH9M5z9^v}#*_Gz>us1eJ
zw$gd^l9lPKmbq0rD6!5tr(HHZi&oUUy85<BlufGLB`JmFZko-GNq4POm{uRf>Uhz}
zl(DcVzKTXr_3%{j*RPU@*~Dar*M13-p71{%VF9sHcj~<p6r!%BrI!7i1NV+118I$&
zJ%P5k=5Onn$7R9Fd0xx<Oi;*nI(55XGkaEM=9ZIz1kEg2OZG<lTLF`&Xoc*$Cl9ZO
z=HH~R6Pp<^`&C5G^n(7wDQZKQKDx_3D)L~~F$E4`(~N*<QIfB_d8m|uzW(!<_Nk9q
z^rK3bgxq@$c8<&mC61jAYX3gQ_UcSPrWSCpKgiNEZM7$J*h^wUCIyj;=~EKOp}p&_
zM4EYY5f-jr&^mH5sPOOCnvq{;L;o^^TZOVxqk}msNBq~=DJV<b*Qptfr5Tz!wu!or
z*Y4j9zquV<x0|V<_W7#oY^rz22@r*HjJhfVV|YHW0oCdq!m(TBo0d**S?f@=S<_j!
zN%B|L>V7HU>DOpE1}xyT{UF~?)j6hRs$P=xV1qaGgV%Hn{?*O}S?H+{I}4Yxd6Q{;
zVX8?&QXpm%<Erc~lBJ&RgLSEXg$u0h_MF#wFX8y3F8RJsQnWda0>GUE0Qaz%|3Nx9
z(v*)N#gs8AM5ybaYFoFnt}O-AbEMhE6ac4@h@CMw3Sa!5dW3*7XOL>dr|X9g#GJc^
zn|2)~X1c!b9iMFSLeR+|9Vo|Cl%wvcSEs3n8w4=v9;2p6uZSf7eKMSzO3o`hxwo)>
z79c8U2Z9)Vft=v;{mME}9r^NeLddB8P?d6EJMD$EWS_^f{`D9??raKdx@&3F0p~Do
zPSH!Q=qxa0GMB5ev8%esYkw}<>W1FBTr|Syw<oST)AigtLf}^kd>Prtvawo<uY;rZ
zY2tUBPFU7nU}b&AdA;m1l#a)DP8{V;90Q8WsH&<qa~Rx6K13*w2tMSzqzr$5CMXYV
zXf(j1D_WU^kf76hF7O<#TlM0TJzWEIWdW5(k-g*-$j^M9@ncLeU%v^?moIm)g>A*3
zb0%6RvAHr>A%-SI*cYEA9}=O!YzJHp7<;||$*&Tw$@<xoUj1Zk;uA}g1>2p$SBdYH
zd=;b!jhxo*$E}5hT?^~#hYPZ&^DL6goMd=>g&b+egZRu9JO6n?A&fT5c|}NY(s0Py
z?b9@&k7ae~wk0?#%-CW3Kn%LFyhnHht&Px{fx+f~FS~uX1m%E_d^?+tmu;z<m}GU#
zgT~5uyw+oyb`#!gtL|W@?$J47g3fx-CnyKB%m*@m`zBL&j^n66a4n=2H}C9)pXzA^
z8sy}sj;MImwBd8ptq`_m+Vq))YH<k*3?NF4n^V`|g*$VOud9tgOAilyGSEvR0x9tI
z)7pntNiyKD?<>R$B-JET5gho2dxEFvZHi>t(MY+mt3D%}u?6_u#y)*y9Lb8~PCbb7
zf*$T*sY-gC8Gp2xSkFD=KBAO<RGR-i7CP)mc(fHCN9~CPd-jsihp5ij$?1eDGVHn?
zNW9I$4ilzth9Hi=ADdn#k6>|#RRYle&%C2dhv2%jcJ^o62|_Y*a136y_mScC;_UjJ
z03d^<%VMGK;ClfjM!<UsDY@bDPYL}MeiaOUwLap!fgf*rjn}__JFRWcX-3)+D#hPw
z+Id}hl>z>Ugc{)ODlDiLS~p(MZ!Hm-!0SpFUh2$U1HDsD{~~DFa1|dw32jfgXRD{m
z#M$s>e6?U#SCYDYYC2I;_$=@;3GeV1Dp4WYCpK=^R#^tgxD0>lQMR85d*aKW?pgRr
zGryyh<j^(;X`j-&wUL=QwLS_(l`d!26zuGdKAq~DIztJ;9*VujH}l_DfEZz{`83qX
zDCDA+*r1+i1XAxJpv?6qLKRg`$GILys`D&$IqIY~w*6!@p;L|Zvk*|~m{j%0qTUb{
zA_+^XahR3pTN^l%D&-6NaBHxOdpge{%;(ooUjWnH3r$rg2zc)f8CQMm5$Y8cx~8#R
zZaG~iV(=%{O$c1Zti29K1<oJcK3>NE*mW_Q*krHjipbR5pZ_QnwqoN*n1y;dEf3Ug
zV~uwG{uNt2ZMl5$`9RKt0Un(QEt1#om)1&(H=9#GqC-osE)k;-m-R^`0_9~XvEMk6
zRXe*++|D@~RZF(DT<de5a-=e|)Pm9`O1_19<=31ZJqX6Axbc<jV0DS??j5_eS(R9R
z>$rTK3Pq%Ja8BA~bNsYg9dcqTpCutUpS5yY-bglOF0k-#Pt6D>TLxu=e8}CKT`CAg
z9#JN1I&GhM6-*ktT5Ru&C@Z2~fAyOjzYAkSXY_oZ_I)2s4FHr#L$ShEUTzDUZli)r
z@Wume<LG*$>f8vwhd6AZ%OebMC{A4vL@uWNQpY!w2G6P)r5gPst^{7bYG)$vL`^yO
z7&)LqMI!eRM^nTg^Oz{D^TZK~n@{{IccGC<C{h6HF3=IUgm2n02})s-=}sWW)Gs7>
z6i%h;sVOig7%b>rFSd+zt66@rUui&hpL)C?(p)3!bU>?7Lza7J$d?f+WxSp|SQ*N2
zc=w|KK-TK^*NeJq+??#UkiY@)88!YEaK#QxGGkL_p&R4j&Q1w7JbEj547ktJ4?}rp
z#;?<<GJb7n%DGygH!qy1UyQ00NWt@VC{y9SnQ4o^4%VR25I?)si1G7lAg$bFm6W2T
zuevZIQIKCH(3!Q$7vCOGahWI12aL}8oLp8sKsd+U4y8LS2rM#U90H@_-9VS)(={@p
zi|fe^w-mj0?bB`_(fz_BQqrwp;yVexdFPOkc>Ht>D)!p?2Blh0^4Bbezl%FnyJa?w
z@hz>3k^P<V^x;mYNdI%Q-D~gM6j^J+ZU};(XbQ_o@$X+8!pj~)smZOuf_Y)QZXBEo
ztaVo1pbx{<VH`h{>^@Ob5~SSeC9|HY1Fneq8dzRrIIef>9evEqbW>4rAqgS8TD*~A
z#;25>&Jb=6m6$4N0V-{|2N9q^TNKh0ZdIo(K}ao2G4TcnolhRVwj&+Dr{hUi(CN~@
zZ2vpnWwo-bg+1C!JI^9l>+7%eW?EXYjoZ)@j0q&lZ^7X>ZXNObh30kF5luMatNBtM
z+;#aYu*`q~<N(Y2Dnzn>-__2BFwyVWkIZ|t&v-MW1w#m;QM``8zZn05!KvDH`V#`L
ztgPTE5|YPJd;=~}-fDp^q~Evs`gIu~EeSR+G;+L3!-4oXCb-V!7DKm_5~w~YOnzv*
z8vd>jbK@-%In%8QEJd%Zq=6zK0V%sCi<ASTA*h?-ass^f&S(9jI2W#S2{ig=m{bZh
zG2=PG!O{|h>CiMG3<`RRNPh#c!;JLWn>XmLa<aj7X9i0DUV}g-5>`_y=;e*zs#y^~
zSQYo7CIwYStZ_U_Jl`@;awokuCl+;pEPko=I;9jJhio7&WXnXsFd|njei%#ZXA^|%
zCpU&|qM?aEYfB{Cl+TH)ZwvLR;#k)%T~}P2MHR)S4F$0>Gc&(MqF9L%`;p+Cmphh}
zdwpAA1d~lHEfu&X)*-%m#;+33m$u)SYz`^Cu*4>?%c!bB8Rr9M9YN@2a?z!azb2t2
z%d6&Ny{xOzdXBNsC94@scPAUDYykP?s@t`**E455@FOI+ArfK0&Q?yl;`NIO$eX~(
z%J}FjCBZoVAD8-I?pc(K`W6{>>qJ7C6aF-%W6{I$ommUwX@3h{+8XZ{d4adA@xs6d
zRdsbn#JCwLTXz@giBv*W+Zb$^KapRA@rtSVq-RiS94;utJW2wtjzSZ1@WeCoUda-K
ziHZkPaks&`rt%-4M(Lk&47G@E+3nRd;84rDe={}%(c+(_7F33Ym<&jhRxm)+b%j1h
z5N8}vEkGRkxf4nr0Qu~x8lYF%!L~4=HIB7E(0t9T+NUd1hot$(#&t~5_t>j(ckm;1
zmAnkQwB|JG@c;1k)=^PL-5clt3K$@Yh=PEMw19L;sDyNPN_U6E5GIYZbl1SpA&mh@
zH%JbO<S-yHAbrm}`uo1$z4wp1?z(H;`3qh1&N=UiefHV=+0T;*<#?gXHzcuGZ966h
z6q4A0%!4yCxONkN>5%tNk#7A-zVEuk9G&mqV4N8w_#dEleRbJUcVCs%MYpFs55f3n
zR-BV&p9(pJ*ucb(_Ugr91Td<)e<+euhb9d@wJd5;;F<gZ$E>$`L`x%|Apq}eSmVGu
zS=69Z8Ai4mGz2(mq3!Uiq^ds#+F`vz(8dcN6506p)N&x51_8bBR}iXdR|R%QbL7Qp
zdb+`x$SfcV7;5fc1iV=3R%2&kL4?++><@)~NA9w$Sp({RcHUQzxqr#b|3SnJFq8l{
zw+Ao*`~sD~v4D-sO&4%g890AB?>eTb-34I=Dk>h++<@It=qpt*)~K2}7LI6{)``wd
zfEGF))%S`wz`^<kqRyan`n^TSEA#T>32z2mP0S$iIR^ZCpzuk4d5m-y2=KkiI{e}J
z>sxgG)sa723wgR#+pGEj_Ep3wJVS?-k`I;Cg0BLIlqeOKgSjVk3|jSDR-JBrGBYpt
zSWF)SlurQAPuYDJdI1uFhlsRAl=m_X;PH;Q@D>4t#ga@`z;VR_yu-`CHt=91P;Cd~
z@c{6nrR~Y4Mx(<roij%#W9Y76&guRIUK2g5QHq<hH<_aHJQ7x3rKD<GDwE%OVPQ=~
z3|im?F38g>qUQcq=H}l(hRZR(`wA5=^ZUkgFv(z{|3Y6X0}6(`=$K;OtDPO4qk71$
z8V&GuG8g4?%fH^$*C&lt(lXINhhGC{Gfd*#C2Jsdl$A^)4Ae+NB1v^Km_UthhV*6>
zz-OJmSKJDrpK0F%C^=v^Xz;6j(I`YEeq%2IU9ymUE62h@csZRO{7zu-^}#cD52|K<
z^?S@9)rSNKYr~!|CtML?fPC^l*V2Vt*dm~hJDZ%7y{)=<MoT-(R%s{H3BBA^px_0Q
z_zu<T+j&l+!w$2yhC!i9kEjx5h!gZ8_u9Hd_2i$F>==J`I3MDAAFHz;FZ`D~2#2M5
zZq-ldRcq}d_tIU_POnwufiP?3lK#FADs0UwK;qp0WDE3+$#~k}7XM=faiG1xasbV_
z*8@zz|GrMvrqiFh*JA_cHt5;h>~S@&fCzE?tqCFD{M=0_X#G7YZ2^Fx%SKjw(;2R%
zs6f5^_TA{#HFC@`zNxJdB})W5C!Z=#J;Ry^iVvM5hMv=bLK)+jeylNk=rjF2bc<Kn
zeto(BK9OW*g5rXOHKkQ-m1#(P>aU;;HeA(HATg8+A=6q1*r60Axn(V^eN6Qdb#x5=
zva6ar$d6%f-z7T$xm2O49=H@gZn2Xk0fLq1;PwOP6dY}*0Ua~4o8SQ0+iyU{f<Z_~
z7veJkGOlq+JV`!;Ff35S*gVYc5qII-7nZrtpB{_<f(tn46Whx&J|D}z<3LTFkXL^7
zU7Iz<M)STAK+rhV5N!cns2HG(padBAIY6O2AKox1(l>%A^P#Yd_y8qH7wOivSvMC9
zfn0&^*(={Po83U=e~9ls*V>%4+aX?7@8$a4BOzOJk2FY?&i{Bz#`_;ZIAR-i3e+gJ
zL0VZJsC}7t#V|0E9Rg<UZlFDIpOLZSoWd2_M>m7rh+tQ(_J81aO~x*_cE}gE-e6(#
z<PZSb5w2>YGQ^U#BL=!Ts@(F2^=04EsStM|lZ*G%WHby|wu3$=e|iuzOaLxySvSF-
z|LEHS^}AV*1Bjyr1j@J`4^0^P_Mw(ZVE4rIt3gre>WAcCtv0*xe#(##B<ch&qOgA@
zv0n5MI$Zd6)-9;ahwKgjSG@p;3<f498Q@$7$Ql?J#N&+?si)n#4ur(Y+?zcnAzqbM
z9zxhvd(VFVvoXrP>1Cl4fVz{Y`3EnzJea6#*<f=8{5eMLSHY!QLh|lIy-$$D0I-St
z>hsFNMQbdHfY}?;0JfQJr~y<aS;JV6EO(t{f@Ri5B&wmkzG=ZZelmM-6jW2J^1f7u
zjhYId_}efFRn#uU3b{k!90~Kg4{g=8v=~8#JqPeXKLL(fi0zd*!2i(a<n&l|3~-^i
z8AJTu^fHlu(5ZM5l2hJ=68!5}Gl0gj*`*AY++n&>XqcuNy?N26zU;3TeD8AmxILsr
zkR;%gu8=A?#H)@_f<$#^fwD)&w6!y^N46%s3=DbQN9d7)sEHmZnjoLZQ3)6ULnHyF
z=pvR(1rH(~eCxJ-BDe2r&}exfM#EEMZ$nhC;3%|vn!SiR;Hurd(@&&kxnBo1vm$<^
z^4?Fqa%Pjb@_zT1;AEQq1Mzrlto~QsYu_riC@1UeQl2T`FXsmR^uXx{{VyVvdnc&?
z2bN5@93*iV&VHm$%?xq&x&ppt!e1r?Fu#=6#d14u=K@Qtu*L;+Yc#V9e<+Kh4JX4b
z0>NDg5-Ay}uCCeCyazYpXz1Ul_Dfi6$Oe7I=zMd5rtRw;v+5bJb~&V^r1F2LDS}mz
zf|7|k?6>ajaZ|d4<j~hZ>QrQRD+~ig`VjNz(?3-A0GcM`ms{nFBkqaqLL<!DzK($Z
zvR=5*-aT2nSv`D)m;u?RUk`pq?Ys;2tA3GqT{g9s1;aw0llY-0Wz+Bu_x$aCS%OaV
z|41qUi3Uhn=~!}2DCB}lZQ;F#dK(~W%8iw9s$aYjMWCUgV&d;KU8^V^L1mGE`X~Db
z(Lk0!BqpGqv0$jq9wY&QEwe7ErRz;pJeo1)j`)U<fe$^^2Zc|bAkJ5qo<l&D0q$aX
z-fF40yEzjw<c=Efb7Djl&DS%Yiar8cqm2`w*{sQS0AtFwPbRN~t)bO<d0&8a1Y#<c
zRs*!;f)1#b=1zwj9PUa2Xh6>s(0>EQ`_ggu9|U8~--=DljkCZqv>IbPFoYMOY@kq`
zI?QG$ru$LRpG9OG-VWS-?<2|N@hTxIXfF~La_RN|aDH(z3Ak+Q#n{+-Jd*gIr~!;0
z!~j%vJS0P>Df|)KA^2MdgbF;>`+@hA6ptYdC*9OTIquRmCLS3uU$dw&!B<J#*tNS&
zV-b}jb&y9IO)?_%9yAb4d`=p@ieoCF^IhkHZanC1;16_xc(-Z(GRpZ233iqQCRwdp
z8$RTtn1gD4Y~F|zQb1io3vp*|QQ=ZrtF57`+&Lv>N1^LQS-`RXi*H5S0DsmMsKj(b
zM4~_>)D_S@^(0xPvw)o#7ZY<W35Z!-h&&DO^}?ss^f(JR=1H=@AM~1RPt^X21iw`F
zJ;w*3#Q3%~Q?@l>H8r&yH5>W?v&Xs)cKT;0HW*8NDG80QBv+%$L)OD2zEj@4|6npP
z>CA28ebR;d?_YP#h$QW!y|;Ts_xmq*x+z#Li7X$9!UCr--JIhaFRumonlIftCq2=3
z`F5SCysbdsb0VrDsV4oLqeFg<qiWW|2ZQ4WjAL(IAgALi{X;5z2u(@>!=PGQA(Ab-
zn!*boICRR}F2>=**0hbQt)wf3a~b*lKaTei-;R~O^7=vAY1KSMj*OT5yV{2h&{)5)
zZ*ix}PcJND^AWC_aSg)~0H($E`h(Mj=%m#Mx|XKC;ZwdKew*F4TaD`_d!Z37tC>uS
z)Q@II#VxJwq>1HRp$F$#U~osMDlE{Ums0r?oAdy4gula}Ehv8=o`T(dpL~7!tofMt
zh1VgHj;96JD3k`S<*Jd|zfC$y+2?3)GFq~JWiBFpEL-ARc#o~qEXQS~0@P`dhUO<`
z5X8Qd4TWvKGg{f1)L2_io7dQleLKu18khG@!N-)?JsA{%b$q~U5zdhpwJPeRUZ#%Q
zeqyuFO^EY}B0vbMjbG@o&2EGdyN@Xqyx_T-&j8Q*tw3ALr`2~2M>G)U*mrhGE?>q~
zu?6GQgrg0OM{|dWHl@X#ZHaw|GHYj7#j&Y0f<U1F@>B0Yu1g@h=WW*U7WzCZ+MBa=
za@_+Y)m4n|GQD87Wjs{Xcq4NZYO;6)IL8k1JWRso$FiHJ^9mh$UU!J90;UW@8Mz`u
zsPmt=r}GPy8?PhxJ=N3e;x}_A=pFRiB*58v#}t<`b%d+3MfhuF_BrlK#O9CqQsfN0
z^!f+T`P&x^R;tREkNaVRZ@s&D!RB`gdXhU4wAO3FIhX9tN&j_#zTq4o&*|;Z-LWC=
zfTO1L)d=70dBwyA<2yCGV~@{~`4EWIsV!IEI0TEWf8_@apWQL^x>q6Cd)qkgp+80+
zp(sbc7UuJ4xFHEz780?p^#)Wtnaz8}5&XWwL>%v-q|!fM%QMVv=cJRKhq_+R-73=E
zK4bIyV#1;FMb%AMDo5Js$o%Z8EbhR34Z#bD0q`RgdAE?0DpfkeyCQDp+cKVt)AF7*
za$MGhk057SEFQsnOA7Qy64GG{ET8fzf9Cxr=rEh!hyPxt&C7@DV2K-+h)5^yJC!k{
zpR(>Zz?pg?pZRJ(gcw+Zaa<v_W0a!BPv!HNIt7kpYXev*mJcG$e&$v&zAk?UQ%Y1a
zE|En3-XlrP#f6^kk>Pwz_I?r<D)?qk?hWMAK^_>^<$1<shW19g4JBn9>x|?bT!+Rf
z4X<6lNs}}g+-7Z2U;P6q;X6M{h9#AN-|wjRaA~dOLx*n|F~-wcz`)#+sY0ps&z3tu
zPZlW>^gB5c-HisM*PmsG7_+kcrs-sqJ1Hf0;lvwdO7ln76_EPI!kL;hhxguG#(8*9
z#bY2ll-sRV(^ET6${X6hMbA)u84T{|1cOyg>@;Tl$v|71>@b9&CVP%+jL`~xYn&3v
z9M9iEZVfEL_iRnm)Jk6q>*vnG@Qu!1C{KdpWt7l)@yLjMG9kbcD^=%zKc1${>}KKv
z>@CXAwD{J+F1i>yLg_0G(WIN^WYDj3;eP#R4?$;~@vmY|s)ZP7UJziN62R{~>5$)&
zy}N!l@a;`#nG_;jMQQMv>MCs^$1WPGwZF4&v#Xn?7C&{b^trN%(F2EMYHKUS3(q%U
zyc&%OAynf?k3LPDL;<*KLA4abN1#N9hq^+~eaBZ#Dtc2eD}MB7n{1C%!fa$!oP;#o
z@knx8gA1Z?fDRKp*mF=yR0uFyBP#>RciI`=7J9*`><qMs*!M20<n8~_?~cK@L9r4-
zJ-P~s0A_YM%mgUB3uE)+e8jPuN=stErRS+Ib^JI}kxF!)cy{`JvD>@7!_U(q&M~;c
zJV~hdA&@bVJWg7?&<&x-z+c|7lJAw*t%h<jO^)++3HBw<tmv@x82pULbU&OqxXcKR
zG~fz^Nqj(u@iRvFOV7V(8&k9Q3-%$rGwLDTEJ7)7@#gXa@U`1eg?Of{X3}Byr=X#?
z<CJ`Sm+Jg(Lh~os9T<spXZFa9^wHOGNGy0VRq<`Z5zGjz0NU(>x%}%Qh@8Cm@d}ZS
zJU41RWA_D-m<!c6WpAlPsVWZ2!y*=4>)j99`n$Kx&nv0nV!2nL8mBw<HoN&P)^bnQ
zZvo!+m>CkkM}g(*N_448#x)kSIZ(c-6T+uis|o271P!gf%^#wqLDWb0v=!Y2rd8$E
zTyxF%{mVObv+wv>@}0#Apj(d&?up^UZ27uH0sn<O5+}JiR+J0CoYk$9?UP9`f8f4#
zLUegtNm>7_{-fcgTL$1EL5P%AB38F<KR7b}U@fep<D<LM{<zh9X>r}q9~PIK5iSHG
zw$D|Bn|+DEH^Bqc86Xq$yol4sGf{&<Ah%_u;$(O)v+W|dG3BJ88Y2?w-~E~95}}kc
zibBF6`=$iJLfewS)wPwS3oW9AVe}AU`r1rDCU>F2u^mf`L@cz{hAf_!I~vd&Mls1>
zN{_yH<>5Sd(i!3p3S?B(T^y>!oImySw3J=|=p;sY4sBvzqC3A><=m~t#3_zbsC=zs
z<BlqLH(9(hXzny)>5H=CK7qSJAUzI&7*gXKh4}pfJ|tMzGgZ?t7rCC`$xd2Lq-67w
z7N0mN^qTi6m*#9;Yv~8!mM_lUthocm(aUt|B}d?Ngn8nIb({AP9A=~U<_yn>%2Fr<
zl?LL33D<7mJEwPhZD{xQ5Bw5Mmo}z!o1H0h?N|OX1`1(enM%;^P;A*6{?<zftk;qB
zyr3O4PO&sca(Y;V$BTwg%2PDknN%M%vfm-P7w}RghuH_<U7zCT98Bjnv*9}oui(kB
z85~!dHn&vX!dh$?SN|zf9A|=B5Q8kk6UV-EdRC6I%E*OTE~@eOhuLUL!bqM&Sq$OB
zr-82)%Z@&(Mu}8!<h<X9A_LaA-IR~yoMKlDaUm%JfKTd^wxZl20#a=)ziO8#Hrts6
z@V!74$QoFK1w|s4Gcf%CV~jIuf=1B-TqRM^&^&==_D*g$o2Xt(bEXS5Cz3>ueaioR
z+|av8yxWd$!}HRj8$G#q?`}es8iQoeaNMo&*?%6dal4F@iaIB2c6e<c2njDa?h=$e
zw+tk9E;*af*zgcozjVD!{|$kobtNE81r<3^>FA(2sPUpwGv00UVR2H=Oyhf#gm<q^
zlk)P|<xT6eed+==IQ;Fhsp6vyiX8AvIVH5RpDm6SawZRb<ULgSlDnJUdzlPxszzb7
zp^9$QR5_sDprEC!{`5^j;y8)Fii1Am>!NqyQ3(ugSo2FN<uW#jOF5H`T8WY^%=tWX
ztZJCaWNDLm6#`av<(u`qS8Ybt!WO1ivt*xs85aPLW^z<`7~z4)trkW&d-!6MM=BY0
z&Rr~$v%x7oE(2IzRpaZy_w&s=&Sv@Ll$*w+TaWxA@>k3v!Y4DYYlmEHW_KS=$t^Zb
z)Y)&&<d&Ihme1Rm^z?#GSXJEmFn6sb99|h%9n!l{fi2;rYFbsBh*q<uv^*c&HowA|
ze|h*57aTjaebwjrf*3`jZ(Kr5VI=#)m<OhgSFmIM{I_V`eKyRyjAvZ;Il<7jiQ(30
zC0L{B4pd;*vkfvv&<0!Qd#<D<?v7($`LT8IaQoG~4M;j8AelQOM++iNYFM?Ewb$RH
z?J;biU)j{gK;ZRBc6Bxwt;@jU+|V3oTiI9~j!x^O=CEnIZ+Q+#(J0m{ZF=`(>*SZj
zST*COrl93336YfrzSpTomv^(lu~Pb9>peUZea0zC0ARB7jam<BFY(}IK<J}JUAdv!
zzSWncm$0F}RS;0#2!f!nU{hS*)r@(?YH2ySXrrnfEukZ1uw?ep5497Sg=2^P&u8%$
zul#F`6KZV`Wc*94s80HCuYMOpRrIi9nSdwPKb3pG&~_9q{8O=V>O#6HP0~^B>@2We
z5^*@^NftiD=}GJO!h}~aLd>l?&S0PuFIdNzT2v<>s&x*fq<f^iI?t#N5snA0KqN5E
z9a`(mD&FyBE!JvHMV!e#heVp1>E+ZX8kYFM_#rNi*yP`44*S)0Q;yzo;^+cTFKCOX
z2IDrA&F=E<GwswyT29Vs@%Yf4$X2R$St~^o#z1D5_IXF2W-R8^^DsSXadNu?XJaLH
zp{*)tCiEB_79F`m`z;E#L&-_7?AJYu!xrjb0F}kh>T{|#6CY{T?m;aLL0fk|JT6Y#
zX0desFnhHiK;^GfC1Q863MQHKe0HQJvvc;;b83iFbMHXh0YeTR%ZB(C+HM{A$po<?
zn#NsRoAh4^Pvo>%Z}=7Ewt3x7Va7JT)P-daPLw8<Or~Et#)Mu;kL$kp?`h}=k@&V2
zmOjm6Sb+tWCsi6{6(09J6g;AmI4(QIb1W9`y-?yQ=be60{1o|b3Ls!Au@ihKRLy2V
z1m_oPG}_F(@!?xy4G{6~+RV%G{nr5C1O+H{ig-<1O%?dix)GK*-0|cYtH_#2q<q3*
zq#0o#^Efw`l5FB^!J{&##TQL=3g?}~ZN2KiyOEuTc71<gi*;TnxZYVjDIs((k&!$8
zA2+M37e=<2Z@E9ws^>S0QaW*MXgboG#4Tjr0Gw%)&7o7xILuybAI`6bx(Vy0wcof&
zlH{J)vg<B(N;p>hGHGAl2t~;Wnv+n+y;c`+w$SPz`SM?1%T<~#(8B#pDS7sk^vpV!
zPN$?h!tEvvc!u{Dw1lNu9u$wR&B{<|8M`|SI__F2zW;gc798eJUf`#GNtECOlU+v}
zhhV*V7kUJ$6AzTuZ4our>_msv%7ts5jf_#Ui!eI)i$i<8?ZTmlecr&)EL+rsMU8q`
zUGe>82Asfv;!9{Xp2JE_f1_ErWIk#$(x_%pv?<7?*xmFYn#ehZx~xTw=lY+c`J}T;
zMZD$0P#1|IA|=pX6IKPB)kn&4rVF>cVN5pD+>bje0}%I|UXCf1J}RN#Jd25j_7{%u
zgZF#I@I~Y#xy~m(Zl06TE6gnKYk>=PCAGVdpm2mFF=DWFp>(S*R_j=b^?QFXuv>R>
zp~<4MpWO4K;p9Y&-f&q%{out)3AE6AM>=K3#NEZ-YzGgko2Kg1bfAjiMyNy%7sOze
z0G;Vq&`mNmXvRot1qDz6entcC?Wv_L)}RPDP&P&+L6yi^PMZ{sJgaSJM>$rVICy(<
zSd2nXapRs!7y)Oj)Vti7gP^@OmT<wq5pLs;27-%9NbK(K47Ly68NWnZ44}~ve2RO(
zH8=MOdXI2|QdH5z{Yy$rUANavWzHyj%2gs2&gI?S!FPrMD^7JRIz`)KP7i&cVZ==v
zp>8d^igC4vTIykq(_|p;VV7Ds^o-MlLj7YppSMTT44c55CUCuk+A_nn6%*@Q*kL=Q
zK29mR7hk<lC6U7G10xx2R;;YO++s`t#(}jc&)41l)1`2F@Kir8Pw?u2*xiRda%e@W
z=1#BFDaAEcjvSKAPmUkAxto7bEjV>@92*;-n1b)mUxr+&(di#QU6ClS>Qm^@N1Xq_
zr|X(#3Cd>+rEJ3lSAP<LQ_Q?Z|HZ}lvkmod2=CpG%PTaq&n9f5$Ql$~n+~hxi;ntb
zJmnj25KRH+Ly$mShGe`rWa3~NIeuz5_sW<%A3SHxi(5|<lpble=T{nZgBHd`^CF+#
zw1Gw3SdLUhh3wlF6d=bUHRHD}McabGlFA%{md2Wci(|{#3v)}K698;fVgL*MR^$ER
zFw5G5+SXam0U5+pLtr!%>&d~rko;rSdj8S67VA@fo6S(%pxrgmDl!(sG#<{3bOvmE
zOWBuAUr1?!{1Fle53a%~UweLdg-7k$XfcKb;8Id<3HGlr)lj!F6A*`#^xJf=o|pxQ
zoUBO4`<-%1LsfYsxZ<Ef-b3{X$~0BC8s^3!0^%$?Cgri)PPMIuTc_k|-dtu-$cGRz
z=!J=?$aiar(iwHSQ>~1H{mGw+35bjKkk_zd^;ZgesqJd?HE)kbdk=7TLnB27jns&+
zhEBesF->s=Jv?ok5P8Ev{F&`^;#ER2*NLcRm9oaN?K<+rV<X|(jA(Elm1u@SAgSXq
z4ne$!fI%!SDcWFw_t5U9Ax!Zei<lO&<5c6o$hdjooKw-ZrFb_)caS*;4X~1(%SIMe
zu@t(5^Ki^(b-n{PW{N9_t0!1gT*@(Kx38>=+MpY96a~*iT^k(3`M@7X9<nqu<y^|_
z`ug=FulsgX&DhA$M1r<A&qiXCku<bzaMvqmIijd|8*qOQ5NRwu%w{BW`RTX|8~iH0
zx0>lC;*UZ(`kF*{3$%281WnB22(grGx@y~Ohe(mv#+nt?FkUnN0!M|M7w<e`R5(g-
zeME4K`CRAEsHw?)40Q}*WeOzB8=BBH21k1f`WZ{jCHhNu9{AKM4y~0O{n|P_70aVs
zMm$_*kcJ9l3ZTP%Ffbx<SULKivn27sP<)HEd69}nkn1cUcQ~gPdgV3fiz)>KGV(Q8
zljzp8v?SFd8ZXYo$n{5a&awoITnN}_R(2MncFI$Q_PKM#X=>g&2b(A0Bm|R^hFigL
z<kfoB>bBVp`E`XSk)Hr}(nl5B$spD9WS;7rv{@5BnU1E}TVJRO8=T}ptlKK&(CL?U
zV|nQ)N@iTscyu9pyzg?gYz~o0?4R#9J<@-x!xt5+rhpj?(!IiktMj1<8Uhlz?Le9_
z!4U}40YO-0P|hr;q%;nYL|9O}k0>uM-&2j-?Pe>p{u+E$PF7ac$EN`j5C94ch5bha
z61gB5)NikTl;*kgtaI-m($KL;9GrdYZU^%Uea{-lP>yx*T7)ONl^p1!^ELdO$3~z^
zz|gIa&j;W-7d;z20MOfRv``g@l&8>wm~<L|LI^w0x5>VG0qO_P05&}aitIhWm-X?6
z0o*`>($GDc!uovRv+A>FMYW6P*TN!8*d9WGEg?O*(glAIMYps#dZWHMOsFhyR)2hJ
z|A0RPnv|DhH%Wka1fY0c7SRKG1lS$G6mJ7`kwG<oETEA`L{JOpJsvcn^Z%2T9&qYi
zV>2QR@_Ci`Sxa1(ZagS|S<GnS^XK;uswlj`XZq|@c^;QM6qSV!lr-aq4+RJ?B`nX^
zXkeobDs}FCn_Kh&jSinK#+Ur)u?209N}BL~6KFk9YzBn|YpB+Mh{tQ+D{`Qm6Z%C*
z_$^jW&V6Iwy-6$NGys+9zz=t~G6wql$M;+IMcJ4Shvhlb9<Ia4bc2S3wZk0GG+2dK
zL?T0C4~;4E=kVH!6qC0-`u0hIgN^dmL0oQn2fZ(G_;_p)k1eR}ULCw^T%MVmE4j1O
zR~1>HnBqBXh8SoD>Yc|Kgm<#NatBJ4|Ha_GfEb)$vyu&aHGG8tv3oeTQOhxnq`!3f
zZ4kOJM73FqE-oz{j$rzh<lf3w2m}oSoDTw|!k9!Yzn4EB#{jKz^w9vge6NcdWYfG0
zwOfA{aII?F_URy{I570iAMDCL8dS}g9b>+~8F<!yP`d{a{PaIIsZLj*Q8fds19H!v
zl}CDQ%-GD1-?+}#8@UJA0a%%t2Z1Q{6CN`d*%I%e<Erdh>iExJB8&Zrau@wNH_jEI
zD0)d?GO|j+n(KMuBV1*hPCAv#A4pqvs&Rf~;M1>Dvq8@u0tLxpr9xfyLxA!>7@)jy
zL$6L&w#NS1wd=R}Jfsy(0OmTO;Ml9OveH(x)dQ`CT^V``lrL=~0W8tfi_#f?>8tl=
zQ6{=F6k42iN~nIkRh%WG74dbU(_)r$yyCNKQMvbN8iJ&issFQ|V3hjO{YEFs6R%Ia
zvqq;^iqmR0oVw{;Up+$lvQ7zFD3P_L3SM#h`KUK!=OI)7$jovs0?|D+-^5aGy35<E
zgezfgGAi>2nzMiGBJd^LYE36p&$fP-B9&U6S|t6fgU>r9V3Wv7OYtOLeKa#z^E=qD
znNE3Lv!GG*^NJ211f<dmPajSf^(`6oj=gvmn{g~DemE3mYoIJETj3ZMM&R*B3Dl*U
z&!#)p6jnISHmH~0@B8+<Im@Xu`6$5nzNu2So02Exb-RIR?f~E3`Hk*pqIcu{7ev(R
zoyMAe#*Etj;bjri9STN~TRj&`?Y!XTDkc5a$l#C$F0dI;;+aUWqv>z{>Zfmn8n5f;
z)J#S&ejmt}pDU%l6LLvk5@y<9)MK|TH?1ZGz&$Dv&k|5To&}Zm0Ps?;>^{Vv@6iZE
zOaL7=V?+x;31BaV;|G#I=qIsP7|v0Q5l+8(oo~G5svv)jR1Pom#XGJBo){Xv)zw8O
zx+IU*Ut8aCKKl2tHfweT%pi~}c>*$Z6LBo+yPzsSiX#!7dj#y>z*O)muzBNa!{i{n
z`MCj-VNEgJ0HMKO_9XUAafZ{5yZ=0UaB2s`ny2fAxBd4IryZh@+C$4{6*bCWs6o_W
zh#c%Uo8eqpJ)m3(@Ye+pMAL&~(qSn34M+2?8u|}FgNm;Ld6*I8bO<@qTmL0k=7kSF
z-Je8;qk2mi9yT0^7Jb%cl)Qk<olE4Qgx&kh7n{EZkJznaLj@QhnE$nO1+?T@-|*ut
zH80S{iJ;<>1JGs_KfhxZqQOyGK8Pg+QV0nU16h5}mOt6U!^7^=4t0EE$9NLYFdWQ7
z>0g5GJoa=58mi#|f#lM-pNRc@BAAt3Y)s};`ha}bvQ7ET(a<vYl`p8NS$6Pp-|vr?
z27C{JAmr9dy-BApYap1bU2{f}fS%#t9$<T^<G1huNk2aGZ)6d-c%&B>7Z2xOT`7sz
zh7f|td1jcT9u*vyWAb=1ShfD4`rrhL;y>IYh4s(yB}NQ~FOu)pbWduDc&~2es@BP~
zU~U=#cZm6^32*QuyhYC=u$mvJ6u*c_YXLb-AvR`P{9?vCwpvNafvfaUkFtScY-`aH
zDeTEcwasqITs*5hyfef`ZK=H%KQK7v=CT%g>q^l)(%Tlps*znMd4%%QplLa^YHS3)
zP~b!Q_|w;c1-gsg4H-ZtCzba-l(Yk=5l4)q6Mo5N%Mr(8RoK<`V|dSni{a^@g!D|3
zWp8v*8rBxlLAqIR3+cFBH|=;@hS)2s!Yv14ao}ITdisw|F(R&he1*9?+#`083bH}f
zi(kNtUzaA8kc3h^Vv9`OSod-e3~-;1IKpf|Db>&6&=o!R5SP|6>>*zZbM%wh*7y?{
z%biP0$>j>WH~u~ygH=rwIl)8{Q6k(Ii2hpAAGn0r1*IH1@1M3q<iPz^h?$8iA|#tE
z{ot9B;B#~|-DxR)#~WdfyVHM$_><cZAe6MF=4om2N=Sa_E{m5x6iErR%#`=39KUi{
z)H+-HA}sR3Ve#L1!ym|Jw$?X_ZV}eg0_BuYta+ihP)+#RY~?LJSl{Q-;?m*iQVAQf
ziQ^1;i_U*7LHP&?C~cK9SO*W~R=c*QlrzvE9qPhk3rl{J5aNQkc~UOd?4s4EY0*O3
zds6c^0B{rMp@TSH+GPGx@a-eHsV&{V-Lw2z=*CCCMHL|8u^6^ZJLzDT0Y+|c7x+&S
zaUvBhE8oZgfziKPjpmxG;|E`2m?GOaO-?C!K>n*ajpDR<_K}ubSGd-}bA7jg0~PG5
zf91yNd<6)KfCA--7FC{zxy6fSn?PbrnxuDB-=SsE$!m&Bo}y9vA>=~#K^LfC*H1RP
zRvy+xyTAUlNyW-F*tz`e;QC7&FT2=+;#T-dgl}J^&)*PH{!`!_X3wyUtW5M>yj{1!
z;&J<0M>?Lw3oJS=f52xJ<K)Hs$3UvsiU;!R`an4qEO;9P_FoDZt$Bp<`c&z~flFQA
z%vTlxyDYErRzu<C=S7Im<4~|P(*}%IAam`aMAr7j9;6xh&Z9CbpLtVouW?d=HwURZ
ztlWjY)}BtdFy*oF3bB2-#!|;JU39E``jr<n#tYq8?}VP8pv0iE;)i2i{;!J-+0q<d
zplInW0cof9$gR2s%2R1p787CcR5BEpAZu4LG<KJs{{Z@?dY`Kw`IYNR@nDK|jrt>*
znoVTE-(~#-TGo;*QJuvg5ncnLaepJrASLCt32QSllSxJDc7aRaEi?$i5Ay#Vut6va
zr@DsAfL#Y9SlKclyi@bISZex8%+y{@);pL<#)q4Uhsp;@doSR|RP9A-M{|Ez)WLOd
zFdR1?H81S$M2Houv*j_ik3~xdD1PuIg!Mmc@?wGy{%Ab)TyEYhvPWC}-9cHn`O)~@
zAwT&EE7hvUNi%~>2;B)a^ueU*Ep+YHU9z0z^ltw5btpWY4GLLe91d!nnyU9A+FS~<
zKpy<zJ}E3UM_)Qri}d3FYQxzc8TsJsZ(2mc8rQ9AmoqLJj?(f-GlSuJ(WnVZzT!+<
zkQ1r_f#~_$+R6=DbT+SBG2Uk`McJdc`JL|tH?~0LYC(VlFj>~9k$Yrh?2ck(5f^ao
ze6SXVF99y#H1+e(HDAn*n^c#6FC(B6>udvaBq<2Z(VI08GzMWe>?4*MdE6NAZVjs@
z(*)$Trd95Gdtdq&EltJEs0Bg+K9t#3*xFJU53W1TG9VYx#@SDk6Mi9TC0L-#mdQJ;
zX1T8u3N-~1L$}-P-nVcWkLv1SVb9Kw_*kjGR~~=PL|&5^c-lD_QG>O!ai3D-Bx>X1
z0SYnG`sweg-Ga94bx`#(Dx}GBp`t|^r0_*K;`BVrv%FyQ1{{g<UkYZ+Fmroa)9g`u
zpbY-6X`sgq25I==$ciW}Q2B04`|f@LX3Ljp_x6T+;|OZQ)j24X-~X#M*crGyGMNKN
zxh@_}Pc}yqNqhazjRm~c{Phl?#3#0&zUV~Re_Hgb$g~#>+P%xr-n)n1ryZ+Uz)G2!
z83-5nqGLx^cx2?eZt-KuV5wzr+e;3#+Y*_EO}YnRr<Q+B5Cn9%6Z-4d(m~X~MhwDS
z-MAW|rgvsJucWKKzIq!b`M#J*Vbqr^2L!1*mE{+u{w^gF+{$~_KduMN{r__EE!2Sl
zas}L)-ELhutUDdLm{G*jDUoIEzky?1Kq6bxB3`DamNL}<cbDC_PzzgF#liyBsk}bb
zC(oM3w5GLe4{X!U_7p;+0i}V+7{)h55udpM%u}#V{tMs*>2|gGq8}s@Eqw)sy+OX9
z7S$ESJTTpD%Y;y9%oqPk40hDNCvPl+L<EtSY}K$tJV>ewwS<nQ-N80~ZXv~&I48Vc
zLYq9jr+@01n8u@7YnS);+&IB4`Vvk(J1Tevms+;d7&$ESl;h(D)71K^Jx%Ag;#W>H
zY~Ib6q4o3yH@7OPi$mL(13m#G1TL}uaipzi&z%%@&tSl_NN;?f2{iGg$K4z|{dWWl
zAXS0vwq#Km4Gkj;n$AWuzkf+~?Cf0**)@^=IVI4+#_i;k_?*Y5o|CEXauFB*ni+K{
z*Qc5wEuO2Nd~IQ77=(VkRz!?Km1_&!V1t))8JMh5-cjEcJajRh79#E@r(u7GzW|B{
zW!o<>utl^q=}hqoI1@oDD%_CIGJGzgu@~jIHCdK7OdtLLyw+3bwJb}Uh5<ndv3-*{
zeohK1mNnFm>6)HwGiP1dE7+jI*Uk=Rn;A3KZAKkTLOT5vc4_2qOCC_rxNjy|^qr=f
zOH+%refV2X`Pgwnj5KOfj)h|g8hjqtEumMto;~Pe%pSFomgcGF-?y8>jVFRrxObEi
zdtE*Sb!F!H{B>VpLRjDXo<+6s(RbAYDULM@nnkl^;wHG5xXLB4NCtb^`}@jtjotso
ze<h)mdk8#@Akfm<WFYeJ<Brz}X5(m1)5S3oH_L5Z&|c=z($dXa6xp@|=^Uk;O>x!G
zh&pH#!wp?$uhjHUe?f74aLM?E{hOQtx8v)u<O<Ek$inK+W;9G+JFK7S%j%0=o(Te{
ziS;#_k(e6)`4eELKl61P?@{G|gK-|<R`D`#>8DbI6QRl1j=|nr8~8^`_br}@a#WUq
zwt5Y{u~@x%;ZD?^|L+ePx_|d38E&@B7xH4k`US30#h&|RShfUEr48lqQJ^rY8*@~z
zQ1(Ry%;A##^N`&fREXEouxand4><bV&jH+{c~Wqdm58Ml@rhfyZ}7vZfWud5F8h%*
z5JzqU^~vD<Yg{Lu$7>$0g)w%tTMtGn-*<}NG?gPN(ywi%ITy%0AL&wb^0gBeD2;8F
zn&MjEYHWn^v(UDr!AcFRrk8#v;US;|`EIV3Q6-qf2$fJ_*;0PMENY_?i();qCI14D
z0wz3Kptb9xl+7i@+Q2cI{|W7ni?Hm`-*$9^N=_nZK`qUxBOjAaD6ae+a=~~<4zrEd
zAFVqXFX=w;hTCA}FsvRz6D|FC64%$pSe^=r2FyF{e@iLLp%$yf`LRP#?veMY<w)K(
ztMMIPmN_Jc@A9ZZj#vFU8rZU;o&tYuwy_BmN9u`sm)o&CloxzW15Bs&+Z#lALs1yD
zq7R1h_>>?P1=Fv#Nh-vA30QLSVx7z_6FZ`=0_Mns92(`zV5RNT8Bd#f&p$z@t99Om
z-XxQ)^h0jc4CSHBJ;&1#5Fw=pu?-Uf+{y$Atkp2X^QU|7>38rciIna}(8BEF$j}Ms
z?M}_5h?=QYP4B6L{<0(}dqoXdAIqg3n)8UlZN1KupF44>b*#=@cA;<@0+<fRE$_%V
z#q@Q$h}z=QTm=0Qlyd=>0%*te{+yA34^5A}dYOIeBzI32>eu|TYkiz|AAR?Jz7FOF
z>saLK6|N_sndi_sn4FZF*|x$Ee~Ezd8F=YV!A9jP@X=HLfX1WJB-Y91DcrFq2}$=1
zhF?$AwjC?|GVYRZSH^u&;5<hRFu##8@LADrtY>B9?Dk6W>i*;`1L#g6M3|Kvy*PbI
zV|8ncGL5R0*E#D%qR7Gc2yA3Q*~D-SxXZZmF^2XXC0oGQZAi)Njsk8$A~}VH{AK&V
zehOR&Pdip*cO%)Y>sdZlKp?9B&N7tn;RWo<aKpyYdQ+Ksd=ST*f5xu=6>YLdzx~2c
ztMTciC+6Uf6mF%GK@=_$JgPccMPrRoI-TURLP3|(-pZ|tV$e5X^Kl(U{91Hhjn|x*
zI1g)@@>*J#!Qfa6Lz^~92g*lj!BxvjBMonVY_nB`Ialj=h3hH4c!G<DE(w)5IGsk}
z4teW6Ts!hP1FjC*UYIKe-x@kvl<;6{48Gs)G$;BXTW7t$^stIw*SH4lpS#cjkQ@TM
z%W;gP7eGpuF3Z{&V$jz?;JUIDE=km6Gw$-Ty9SLVx+w}qlo4log3R(L^cp)yb9UAc
z!1aeV_t%x_npa|&L(zc7iBlognTD^pIpej$nH`;$W^ic|9<7lwH1O^mXvi(;;@`gv
zP!1r-P4BSnxl^}eHOJ|#cw!Cu^csTMSW9E2$}R$1=#n*B`3jx}3f6R{NAEk_zWpp~
zQ|qG|QG$}yeXtdhA-*ANLf2Z_7<pPnV$$%+)oVbi)rGt@UyADs0h5@Y0^&hkl|1;}
zK1kCo*jYx7wc2s>Y8rYfm$VcgC7Y;E^{{KB6wn0R1#b9o7@d0F#J*OuVLL76#imy{
zSVt1U&|yGaXRqJ#XpS6YF(7xw)AJI{nULd_NA#SN%NyV=9M^4MU*yS$1{E5ldow?0
zp1KyxX@7j>$zdtr0}HkWepwo$XsOxU4Xwt!I+c1J+A3Ubz7GP>SrbxoMuh8@)t2V8
zkaM}HofWTxo9+B%l2w#8oyE*ACoj|?LT=y5(g3{m69@(=Sx(<hq1U=uSQ>gkE@#uD
zXf(Sf4dmfpe=A4Rjyjf=@yeyL)>s|F!$CYkA{g4w#I@!?+oL(2YSZY3ppY{n%@BND
zrEYIkZ|;aApiz6SllA+<3@&iLC&q(J>km)@&{3jkr=7L=TIBH><@XW-7})_wlFz&G
z!n#&N!6Uq`g})J&K0Ih}O~8GXZzzpia0tp&clUGP!Ja(eV=-!!0S45IeKJ$@(%C17
zry>>N%p%LW7}_1*$f;~*nn0vPnrdp52!kp9+IETEm0bt0p3h9mUHV47FQD(^x|5Y)
z-!mb_RXo<MX<F0lBCCelf=>Fub3bReLaFz2yPF-0(^NfF>Yc>D==}Go8_TqaXz5Mv
z$3uV2q0`-3cyc*4=Ze14cAZGcX%1`Dy45!@s8kT?kz^rf?Z%J=7aKkkFhzlueT%Lv
zZfoSMzk%5@k7xGs$=qWGQ%nU(K1*gkePgla_gkHzvAd*}i9>2lv;#T?lfUbVHrhPy
z)IY%(HO{I0DCG+m0W$#Ms{)CUoIdfs6|I;x@yDU^kSPiLebf8oWNHIrP1CqIq&>1}
zwgPnq0{=;7QlxmT4S(P~c9>`@s@)@kk%?jS>xQTB_Ww*bNB&xA>-I_lPG%q>bmhDH
zt=YTunjyuwi>?71%g(h%P)SCd)5C~DP?X}GdbXz$F(^~GfzA)YAb<PwFN%cK)X!j?
zy)!PT**8J%$ZPGe*E$pie?GL%)<4po7C#J70K+Ijfb03rL5D#^r0$|q!R5yO@lzOV
z-KC3RftOS4J=Y-Xvi5cYjTv;kUBeCIhipwJ*11Lb#79d?vBk?$o?aJVCa=J?bC^*q
zPt7THOlkkR^-g#O2-yM15^lpNBsRO9bQ*imvelb8V6FhT%@;zFVHqSr62UBgbMEj{
zk)&(jU40<0?&`03ZC~CJZsv&7R5b3({<;&QP>=#GsJb|{H8rrl0lq9DiTkp-Q@>rP
zhj+=sD_i8AF6A^h90L1%+-=L+XE%S>9l^1+7i&5G2BD%M$f4x>xW1~BPU>OK_%P@M
z$W@(~MfR<&(S-p_f~*mz85k62ATf=1=gG%VQiRNqTtMT`k}hb1=5GUXm1+;`J8#6Q
zeqX}qa(}_uK|$zz4<@5PqZ0I6cn@diE@Nr@i)O+06a1D(?l`EnuM!}#^hGA`pLacP
z4t~9@>*AGXm;7_Iocz@t62#Hs&7-0QhSRy<r}$ujRlw~n{8`DQxd<HW$oR$@i~dc>
zV!#5;fVF}#A(*2rQ4FFY63P43KfTyB3^Xgww(k$T8`c+(VU=^hFv8k&`v++Ayt@`o
zFtu#{#fYEyIM;Vx18O?t@lb#gzz`^IkEY|VYQ^s!unmhB9Bu$|nIajCYf;ay0?if0
z>JIubUj^fqQ$c7*AP4v^pr*~1p@VCHQfEz2>nZH9mg@vZ>q8aeg{K!_LqBIT<V0?a
zZ?-J?yU|&%(c;1GJv(b@uF0HLJoPMdIMWz9Wyf7k+CmJB$|mf*nC=+@5o3<}U)R`;
znsh+%CCGl|RKt%v0U@x4!*p#;zm=sW|KUMZWn~Fe7gr?IHQg$ovfPrH+Z-0JqFEC9
z-JHUsS8H?2i#g}1c4H%D{0DL(!M*t1=@Mb>&~a8qrNb^CmOMlCy~|ABdU~oHdAPZ6
zQWKeoftY*6L`&1t;mrY68SR#_xm(kQ=ebs!mR*VG+=Tv{h#+Toiy3?E!Uf*`H>hkw
zF9ZBgWmOdxaM7?awAbD32F0(%AWtU)YS_n*4|b?ej{Ddj>ggF2j-Bm`l8ExkxRfGd
zOSNCj>J3@GBn&tjkh71rm#51iaWjoY$Q4z7)n=;B{+@WPb@xoR$Jq9do8e)w`%tsu
zko;&+W>nQfy8bVz-<|qV{&{S5C(3CP-UAf=pqI4&NggmwE!_`mD|CxbOe_YP@WQUY
zg0)I?vH+9v_(!o9zfF)v&3Zs>cml9JP+)>ocX}GJ^;_Mn#%@zbrD1frMqUG&rq@KA
zc$l7>-x$(PIKYpOXEf1uePn&>dQ<hwq)*H8FE;{?#XgC9%(mVwexl5@b8VHn>dC&J
zAp1)(D6<0wD{$YSm8PuZA{e^!o3GM9KI32iLOO)HY(Ib0vHzCA)$Iq8dRi*g+GR#e
z=cOWSM)E-puWrt#cqnLS>8oE3SGHdSg|BP<T1!T~qkmW8F^Wcbvozp!RhTN1>C)HM
z2JS!0Uro%PzD)eIFM2n#h`8jTnvt~^C<IXQg_i{fPV6&Z<JzpxCjL(r=}YSC8$m-n
zpemac?FmwHHAZD(PA_wYIGoOu?2_sX3jBGjHH_&zS7?eYrQHw_LnTZ1UwBwJ;C1M|
ziYC=DT-B%u+4f;w+}7a#leM^Uzg<AK0HDd=?i+wf`Cr*8&<-us4$uHb*MbBf)K05e
zC#h6ppW9jCx}L3ZYG_fs>hDC^sqspuSS(v|jo4luHx(BXO8{-DYodI`9Cy3q&$VvC
z!WexDt_uif2A#S^u8<nK#%u8XstvRVM_p;!&+iuLU%U)fLlY+`a;n_UvYq01{XD*1
zoREmHkGTrM5k0=8-zf(sv|ViYTCQS~os^Lo5@J#jZl_LKhL1OiZM{p*F6p?n&Z9pK
zc>iqm{S0tzTBr}6zp)bH)Dx}AXUzp@V|YiqSBuAw1nK7GpYZaXIU*h=Mcj1e9`tr4
z)CZ__uzO6<L|LAb9#DCn#R=zQVJR9%cXhSgtLu!UDfa4nP3|z;pb2Oqeow50YFH*#
zcdV$_XbLy+{W^KPz<}u8v)=(ngj`&vT6^(V>M}L7pc2E}x%h9@@MXV=pYY|T&P^xL
z4zG3J<E_r*BmI4mQ=RtWO4&07t=nf8az6!R+r!y^XtoQ?x0lYK$9vw;kBNLfla{1X
zmp<SB30jQTyf^EIn`H8~bM9_lp^Do7^uOk+`g<dDwwau!rlxD-tm5{}Iq9qX7c|?$
zJ$bZOBesax6rG1IN{m|*fhG31OX3a>S@|O_iCf2h7NN1)T(*&<tcoMW9K#V6bQ8sd
zN%dmQw$*!@d2g#yU@)QuQE=MLH$MiE9nq&OEG=oxp<#Ac4k;)obnDplYae0U#%db1
zuyVuU;g_W<;T2tsob{jfK2F(LC59*t<rPji?CY<spCCRhl+TUH^bm>{$$4e7B6pop
zNTz(305!eaXF<F>VWK|w&QiL=C(EL_sFj57Gcq@PA2C+e@PA6Lc8&hjNix@TChg6E
zGwsrS*Eu%_R|{Liv&Is$#5&8Ej~@Lq$xe&-N$aQPdsO>&y=Es9FV)p-eeIo}_{~=^
z?R}bv(mPb4A8IM>^ocqX7~T4wX@`Z|?;BQ)wl^A+v>%x)H(#+-N+yN&m+VebZ0Pr2
z!T!oij@e_`gkbrP0-6`JC!h(3mOly*vq&|5j$D?V*5>`=(%7J^&R_E|S+bwaWv%H%
znZ$o)Xu}NK*QL!bn~`nUG@S?T2;%}h0f<i1vr?N4Wn0B!fz=($yuu5i2`onRJk#HY
zjbRcy-UFJ0Cl?j#H^v!P)vJ5F+w(XgUJU%-yOtd}sW_aml<B>c{dNdsGm+C2Y_<VA
zy71HWssXKPG|%Y~;y3?;Zl?{D?=g+yc!70is^EafvZrS1w8eQ5x{@Zt<;0W6t)(B8
zE+GhQ-W1e%*i9`p)jMujZ3N5;8DchsVQqI`z`g!!hjF{)KFGMFX94MPiK3#SaY9)(
z?b1j8$#BY^A6OYwG_Kx4a_?I4k7XSmhVqlg4Fv@%tAiwPfnkrNBK2H5s$U&(s>7#?
zD*Tg_A17`zn_Meo>@fAa)OMQtQ$8&LEcNY#*T1ase_DSM)wXggG%9N1ivMo{^q+o_
z&E1LXeChB#UC8`HXA?001G^cvH~L#n2J|S!SK_F<Z!R^|qvoB?gbWPB^g!PI5kHsw
zGFG8%0^WB*n<ALm1^nsY2Td&^|2+<IX78HbIq9eKfGuqth`<*}h21Dp&Jb%jJw)>X
z;=@_D0a4rOTBH#mD^oe<>3d?T7V0xAsx3cUR?35%OBI;#J^3TbQ2UJ37dixgJ^~ov
z6O2B+`<Gxxtz<ukUT;u4Ffc<0q=U*Bz(IHWKL_340j@SM+FXrER;6QLU^r~&^v}{Z
zhHC;I7Bzsz>4>5$D@gZ|Gi*3FY)YNuqkY)miHy?lKJv2ZnGr8)pOca+WUcj-<vAau
zsHi%;oJ9WT_9LzQiG<DJmk~!A1{<n+a@jRQF-0tLhfU4f+uJ46&*o+;gg`bQG*0?|
zaty#oC|CE&YLR!e6NgI&E>Yb?b`UZBcV2WqT>0-m{&${Vj7eAVCM7)()WdxwMj?b7
z?sI1i_~L*6B=Z1Q{l9+(LxF<7e@fDTo7LY>HYmOS_opgO_Z9j_U?CJW$9?|)_*noW
z!AqU%PZQBpRn00XDX|nX0G4$eIgP1pWD|`1A143;L*VA_f59D~g`0eox;|5{J_{rk
zVwNr2t<ODEQqnRoNKGyV<dFK}&ZPgDd7MG}zdQ|)6E+)eF{!B~fW3pS%dHWBL+WJH
zZxt4-#g_vH1+(7UFaMu<@FBLttR1@YfzSWDv0DdBjJVI8wQ|${??e827SKVJ8lP?_
zCUaYaHn^|eOYE^YX%qW@LZrQ4t@s2SP`i_K0HTlqCI<k9RDcD>MmYIB1q=hvmFzuN
z2JhC`P4pigjR6vf#zyjZNS@=&?wNzQ+j4(RW0)!$*vAGy0*ai7yTPu<4Aeuuyd@cd
z@6TF!O=NcipH}%mMD4`P2z}KE&|r^vOc(+c2w@fu4kds_q5_<6r-u`*-DoT~4L|U)
zUbO(`gkr!hG45LmumdYZ;(vm`PWo`=9h}2&F<zV3^eZu7AJi%1)Hd?Y0}XzCH2IJT
zY~W$QIwUje+QSYoVXda7rX@!y6LhZwlpfJWiJk1K&jy^GP>K0{)T_0(IT1yV6(_dr
zH*eZZ*E%T3vl|#0d0({z#o*&9PA%TU-ly8t17|0wv(;(TX|0F7(I6q|?LuG$^_(6?
z(um|&^$W{q_-%(!oO|-e+}ymdu<#kAn<MPCVV?$cEkL|yTOR#%6mV9!11cLX27WFl
z7yx**>IXFTrbK|#{2?X(Iq5!Bevx{C9$lo8JE)Mh9?X2)8%E+Z-x)z|1^0d*AHNu&
z2#9{00Shd$yIXGQz5?JJwT6E{C~9iPpB@YZ=yd`N+6Y6U!RMyeU4XDI3tiSamrStp
zCg{Mm&o9YDtT!1I1^!?442<uGsE6FG1c2+Q`o^UX`^^M|mj?kB5V>!_NERI%Yc~7&
zbl{B_3SI}H_0aNl03e2_uGXM~??z)ktd11u4}|>g>jI{^0E}`cQ`#Be_CoI45O1b_
z7@)UQjR3+cMCeQB>ZXx^%fWUaT~sU6y+2i`0T8n$C7Uoly!d(q2%^Yu0%*z4G*RDL
zFThqZ_xkm@9qPXO-y!ClE&pW^)K;l+YfHxgAm{J_L=d)p10(`7Ci-XDW1rt#Y6kY2
zDJ|f~8_E(P8^9G%m!17Np+%|@P$dn5m-aPt^u?}OcqL{JuMFiNw@?5BIcxaI1@Kq=
zwlp_?5gQZJ1Q=_VWEU#UyRLO~-vziEvy)SI%+wfq>&5zp(&)poX~26{)p2TkcBma;
zw*=P#CxQn+{&?47xu&iIKWww8_oMjXO3vxd(*Dmm-_4r-C>oLRaWQ^vk`seJpNQym
zCZ?-x7ES<u=VY0ZUGG;!RMbA8eD%I`@#5#vqotxOH&Y`tK)*PmH<OaccN$GM&VY=?
zyBbuV?$af6usP<q%sO5`O;D9#fTYYEr1{}v0JM;r00QXwF{iUwwrV*D7g+H)@%GZG
z@F)WcT2C*c&LoM{q(sePEiT6AzyjJwoCV?$ln4X@7Art{;teRdNYP%O{elRr8Ub-K
zvfgJth-iI7P6MJZ;@dbm#1>-@4ZUV949~{O{3-TYq>2NM7wArfiVz5dOW(OGK$Pma
zp>e%yo&!AmM!}K6i*^caoe3biff_$(1Tr84ye^zM@=wK!qo@TU+X|m9FfH*Y*xDkn
z-w$?{1!Ph8DEOrDQe*xiD0OY3oe5**oW6E;PS3^{?tCRzW)=|84mjP(IN5<ou(GgJ
zs8uOOtO4X&{9Tua>iK!X?3+s|PPL69s_mmb#ZmkYQ@q~BWXxyJ4cv#MwBTP&mOM@Y
zjdgjXoxFwA3u7~dE&?+EL}fB86Wa%%S1xu5c7=lwz@?zq3E*!Q;V-`u3c%(i8DSbH
z9fQ{e-kqFoMFm)o<SS~Od|0F6CXN~_)<y@M?FS$;qbBd00d<qh%>+%m!}8;l0!su)
z?=M!iTp*axx8W$2w%C)X?@^>U%eu341T;#<i0J%G#sYYD)S8DbuUpw_q|5_ymZwO)
zP~wc<UWH<g8gH5a0MkYKWPeII`@l)5SLcYdE3JQPa{;UelMgQ9n(uwa5SqOq5xtw?
zx`jgk5~_!8PWEXY+Z=<9ws4IA`*Vzyxe8KmZ7fMYmpTBO6}q__FAJN3I_{Wq?`m=p
zpiAzpxWI9IggUDYwW0TOVsr#_&vwi6U|~;OZhZCVWOsyb%2Hq#a1wq!eEjD_U;O1N
zRbvP0^N;?_ztSQ*dQ0tSqGzwwyn3xz>dQcr;~B;&po(9aS0poqbGkP%73`^Ueq-(+
z+o}bAW9fHM7piZK;k_c)-27=U;qkf?9O%gD2L4anlNXmn^&USC!ZM^yniEO{9;{m%
z+4Z8D0Jbb6>%tRO(LmuO8g%bFohrTEqJnhOT>EXXt90qIdzDfcnWw-F0R6@RpoDv6
zZ=L|_IZ<iRQzF5~64`GuOxt&H4XIzJCvqWW?7sNf!2ks{bukDnjh?lWe*WTjlMm38
zApvRG+8auv^0~m2_%TKuhv7S|fc(dHu{&NNBm(f7Sz+ew@!iiAVV<j1i68tTx5KW4
zQn2j;EZ)S_r^yl@Iv&e#585AacCI<V^#yj|*hfoG7k)Mr3Az0%_{B??kkh%jxx$-f
zFLMap&W}PI(6iv!8{Y!_uw5?;$bmPeQVfvLYxyaT+?r`f2^9~d>T480C0qBsx*+@j
zaA4@^a{KIBv%y~fMykE|^Wz=TrFAhu|EA}=hfeFgC>C<b!qOCTEr$MNzMh6tU~~09
z3BGpHtWnj~wdw2IZ#{$CX}&z*?re%Q@Ws?13Jc34pVRHM>wy!3B9K15zeVUKVA5>x
z#2^^t6Lj!00Q=ss51fnb87II`vRT~x!R5KG!$vaQ`-MW=APbmoy-pz^A+70SMINOR
z@r$tNHgg)KB<}XZpPlBrew)6isz&+9FUDRlCN5ND%BVMa@KKkte>UC8icEM6!H3;D
z>J!5yzxax!6qCz!KLzJ|0TL5LQ`5|p^M&ZGyZfnb{X;-d2$@OnnVx~6J-}dkNq%g(
zS5D~ryZ@uQbAL-J-Qu{XsZqO(Go@2$j@3K|D^IC-D+|;zn+h!NBc4>o2~$IDyrW`T
zX`N!U$1so>G_NUmiJT@3@itvlBoi;7sAXDWrHN#CiL<tI{)cnUPy7JSe)fJ}_Pf^l
zuC+ePmXeGVSrYcKuU{{`KTI81os;hqIeuKSF({?$Sgk|l4?$GTX;!i^21;0b5*&c%
zQbA9Feen<LNA*a#6o;U@?20dUHZK^5pk3YlEc0wBjgM2dksBEHX#==*iCzQ7=0%To
zoHw3Psdxn$cZz<-wqoJzx|Y+zc>X0|p@nr<D`ZKk!5B$h{c-Vcn(6Qr-R9JmaC`cl
z&*&FG;Qswrt%{?qS>66OTu#$NecP}WJp(@ao};){Knkh>U**U9sAoFK496a1P?1rv
zRi)e4)N#A!l#_Nr&bn#Llj5_Uq`(+l<`dI|!6w5?AEs{ZR9VA>J!k-U(q?a!?&+o5
zyAr>yJ2SPy!DkTu{%jWy)unR%V1TQpFb|Ah-OJxRp0n)`S3*OztTu;yYGbwIr6*?#
zh<O9rG0U{thQnDZ1|9XN>4NUN_s67GQNK?TCP*uad-^IaltjA;+m)1%GZa!*Ov_3`
zobmJ(laEZxp=<IC7d->7+&-)74`mhIS*2d4(xZ4hPfby4lp>;@nHNXS<)WRMa0Sxx
z&npZ+z5zUsTJY1*LcV43ei#ZkD)0{@-%9-`gDRfrJTs_j^_}?EE4=NkKk?h7g81U+
zU(_%RY5|;iSGfz`hF?u3rd5u5eU*Ne_4VtGaI`)-wIZRyPIWT1isG~7Z3xzusbH`3
za`@^+fH*|y!5Y3GZ*VQg`k6W(PGlzCaW4#Upe%Uz#o1ZNBfL&+&+1zr+Am5I)oDs(
zv0W*JItvVXWa;Os5A&1NoLEIiuJyT>tu=G&qK)|u&4`aUDP+o=fqfYtpYRlEajLN=
zTJ7)dWI0GGh+&?YFGoi=Z#IF)3GJ=w>|rszZ6*>(39)?T<A*M`JJrs%Xp6)S)ba5t
zKP&zh2rM+DM0zS!-J=9%C)h`~x#2WXTts}K!Jd#{Pj7K4`pd)Gcf^K&Se^c*V^^he
zWJR+iMW4*@);KLqoUp4xglo~#yC~i$2%6Ry;=TBH@?12wLm6lj1UsdgyK3mYz!Vx>
z19XzSqAx&v_QvV(*?gmO_Z9Ih8fN9&(7+=dC?WFaxDpk&d9{@0O}VH53V#tqvTeim
zCi$Cy8Z^tXVYLD6KV7Du>$Ld7z!zVlG$iwLqscg7m(noOcDIToktW)WlI;m-3!@JA
z4DkMIGuA;53k95Rt|>YF%+K-B_M-2{@f?4naO_%ULG~SC1a>f=5M8=OuXz%1bJB$=
zQ8n@`##X`S>yoY<<vFCE&1Fu5`B*5n^|_eP{db!qZ>z{=s=2n5bHPJi%((yrrm3z+
z;9nMhgfx7;)S1vw)NUynd=%(rW@9!ktYLD%;t}d{HtzZ7nI#39a~#LU_G=$JTMT62
zi5&1&D@iXI)*;--45M=-pGCxZdw!|qfcbdL70p3`9O}k-0jfD3I7hv;52};a=2P7}
zHg?So#$?A;!Pp01sDp;%roL|Th7`SP&3T58<?;GoVUH+Ur&m{n_?T|x(PZ@8#xsf6
zzQYg@L?@jhps2&4UfTCVzSNQbuU7!Y^8`3+i`1kssiUfi6tZ3=CwiU`4_kYkkfxkO
zr#r;ZdN3cY%y5=}jI4-IcS1zOBlMv9rxjDwn<E)`Ty&YEcouBL-Aa?a@1e7WrY>pX
zXct2#+i&4n_WrCt8GTgMSo+hKE{RO>699Zv_*8Paru_75+1APT^;4z4m$zUyV&R#3
zBZU6_#1*&4mumGH`HeXm;lae$tq&Wd@o9WnP#wfASHtwXZ!s|6blhB-sktj&ls=N;
zP*%nxGrrlze?_D^uKMBsBih0CjP|h^?W<R>q)8%##+N37Q})S~aS10%Jq3`y+Iplu
z#$$Pyvd;ES1nBHoy#$B!4Mkwmn32UaGK6A4fwWCZk(?=%A!Y(^roiO_V&whkbh`N|
zr`R_+Fl(-o*pexG?gT$^{c2exxx52$mmn!p2BGa#aRe%u04fD5Qt&jd0pygezbtDl
z&aMv-kJ?r(_Z$~LxN*Y}pKm*HLt+iRF-YA$xG27m=mJ`CneKOq&RGU#*og*|>Cj>_
z3PTm=+X?2CmAuCQhKrbe(?z&<#)Gy1w&PC$v=i}0VU)maH?p^Ci+P(w(g!x95Z;7c
z+qSvDG*Bt>j$FPDH{yJ#)&9*8-1m7gV&|{!5&XapmG}~gg+_XIK*i_bnUOH51EQxM
z&8MKnmm4Y5O}gMMMXa)iT-K~Clr!Ncnx~UGZ{1n7=G$^e&6#5&H8W!Z;OBxLYzZf}
zyNN^Oz4yto(>KFpcTf8|cW-i{KBSLF{T4Gl(qxSO`LcE&W$yi{(S7)>_WSn_%uj8C
zpuTQ>?}69k`wCR{<09Y~V=jKL3-=hzMHDLMR_i-6h&BP?&QX}dy^A)q(h7RTh!zY%
z^oxV3;0Vpbpp7Dkl;1#OSr0H1!&W&(sG8SU{^-&JcNLKB57Eebh@|LwdCES~=Q=Hw
zG!_=;95eIkY45HsC1;K0!<t7i5b&{lG2R=bsetrDx;yY3tU~Y+8kX2EcEI9|crVLj
zTVLW>_Tppv4Tji5TUfEN{0#n{v`;N&Tsi|eEaSk<&`4OX(S5K*M4qt%^pK<3!jX(M
zu>cG2*&CX{&Ga9WZQ>E??tVU{n)0)0^5)OSzV2kp8&Z>tenZmO%hi;??J?iI8@~aC
zdj`I0@zTOvfQ5?#SzcV7`YxikQyr&)Nsmh=d)eh+osbS5qrG-v)8^<tcWEi!q@=7Y
z0>Wk*tS{&o>MiEVf&0~Q1O2aIMH?rO#4hBt(K}V3q4^S$)iAVUfJTLrsh6Dn9VT2D
zm`a7X-2BuekR*B8u#+Wi?d>Lm+HOplhp%sM`Cpf*)j(=oXZv#q$-{VCmLP_RTy+2j
z14s2t9@s#7{YlW;dXb8E@j74*KT~EU`~)ADe<<BkCbOEjYT57%)YLe6&uur5c(?;d
zLY5*Fl!n4m92!JW6MNS!%Z{#G&{<>^UCis(Jt7p(HbB!&n_vm?XP?(y&^1sB=Z5&c
zw0v4#r)x^e!?*x{|0FjFWRcG=7yQFAwy$(lfxKEk0<r2uvKGu;_pu-?9H?awkS$19
z#)YJ^c_8KCndrl?mY5={Pc_cY<RI*MBeUEZ1k>~7)}SO|)KV`1<7eGqvw3j){RDD&
zeBp3i#7*cbD%uD=h1ay~>)#(C)DMD0t(bQ}+t~2VzrEj}-px+?tl6fCTD~B0Sp>Y@
zcEJE!4#p$^(aRxNu?=~&wlZ)6Fvr#4ej~3|=wcL5OqDRivkPq2J(#vDoN2S5z+jnK
zp!{aO62awkLOaLQ6ydhS{|LM~mp3iHH1Lhi|Anmk-w~mA$QRRQ*V=dte{=IAvQ$S8
LySr8$49@sBK!@D$

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_classification.json b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_classification.json
new file mode 100644
index 0000000..6f0221d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Gatekeeper Butterfly",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "moderate",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "summer_peak",
+      "moderate_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 6.125,
+    "season_end_month": 8.56,
+    "forcing_peak_month": 7.475,
+    "season_width_months": 2.435,
+    "season_midpoint_month": 7.3425,
+    "season_start_label": "June",
+    "season_end_label": "September",
+    "forcing_peak_label": "July"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.012,
+    "DECAY": 1.52,
+    "OOS_DECAY": 4.032,
+    "POST_PEAK_DECAY": 3.563,
+    "POST_PEAK_SHARPNESS": 5.208,
+    "SEASON_START": 6.125,
+    "SEASON_END": 8.56,
+    "SHARPNESS": 7.572,
+    "FORCING_PEAK": 7.475
+  },
+  "fit": {
+    "score": 0.037
+  },
+  "warnings": [],
+  "summary": "Gatekeeper Butterfly is classified as moderate summer seasonal presence. The fitted seasonal window runs from about June to September, with a summer peak around July. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_consensus.json b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_consensus.json
new file mode 100644
index 0000000..e909b46
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.012",
+  "DECAY": "1.52",
+  "OOS_DECAY": "4.032",
+  "POST_PEAK_DECAY": "3.563",
+  "POST_PEAK_SHARPNESS": "5.208",
+  "SEASON_START": "6.125",
+  "SEASON_END": "8.56",
+  "SHARPNESS": "7.572",
+  "FORCING_PEAK": "7.475",
+  "SCORE": "0.037",
+  "SPECIES": "Gatekeeper Butterfly"
+}
diff --git a/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_observed.csv b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_observed.csv
new file mode 100644
index 0000000..9d27350
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,0
+5,0
+6,8
+7,13
+8,13
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_parameters.csv b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_parameters.csv
new file mode 100644
index 0000000..f17cbc3
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 13:25:28,gatekeeper_butterfly_observed.csv,4.233,1.539,2.988,4.562,4.763,5.77,7.81,1.462,6.43,0.1481663234775139860572932140,
+2026-05-21 13:25:28,gatekeeper_butterfly_observed.csv,2.084,0.788,7.655,2.203,6.44,5.72,7.23,13.28,6.03,0.1663984912837654390318580712,
+2026-05-21 13:25:29,gatekeeper_butterfly_observed.csv,3.477,2.512,4.227,2.263,9.424,6.49,8.23,10.147,7.22,0.05260972356834416455611096271,
+2026-05-21 13:25:29,gatekeeper_butterfly_observed.csv,3.25,0.659,6.045,6.983,4.378,6.58,7.05,2.109,6.9,0.1247282857729410423291990083,
+2026-05-21 13:25:29,gatekeeper_butterfly_observed.csv,1.971,1.484,6.217,2.698,3.083,6.28,7.66,5.931,6.57,0.1137390333478398207394745462,
+2026-05-21 13:25:30,gatekeeper_butterfly_observed.csv,1.567,0.653,4.596,4.505,2.69,6.96,7.26,13.231,7.23,0.1762434313956061366418164957,
+2026-05-21 13:25:30,gatekeeper_butterfly_observed.csv,1.17,2.941,5.705,7.339,2.641,5.15,8.97,14.253,8.14,0.05339627388855505830873444641,
+2026-05-21 13:25:30,gatekeeper_butterfly_observed.csv,2.853,2.575,4.229,5.557,8.038,6.19,7.12,2.94,6.22,0.1787635721801129455281342538,
+2026-05-21 13:25:30,gatekeeper_butterfly_observed.csv,3.038,2.792,6.31,1.803,9.324,6.32,8.49,12.039,6.85,0.0368684292833332641103463378,
+2026-05-21 13:25:31,gatekeeper_butterfly_observed.csv,1.876,2.739,4.8,1.788,8.534,6.39,7.85,12.412,7.59,0.08286901928168042872564093031,
+2026-05-21 13:25:31,gatekeeper_butterfly_observed.csv,2.505,1.898,6.581,1.669,8.626,5.66,7.98,13.419,6.59,0.09495191312869951714640964513,
+2026-05-21 13:25:31,gatekeeper_butterfly_observed.csv,2.945,1.664,6.494,5.512,3.036,6.5,8.09,5.746,7.45,0.07541659348319150201923484305,
+2026-05-21 13:25:32,gatekeeper_butterfly_observed.csv,3.109,2.299,7.273,6.654,3.91,5.84,7.65,5.901,7.43,0.1089287567024657304958490295,
+2026-05-21 13:25:32,gatekeeper_butterfly_observed.csv,3.811,1.005,6.094,1.79,1.108,5.34,7.98,7.595,7.95,0.08481144017045009338488125965,
+2026-05-21 13:25:32,gatekeeper_butterfly_observed.csv,1.847,0.794,2.8,6.981,1.782,6.99,8.26,6.385,7.07,0.09148719380550980636688363790,
+2026-05-21 13:25:32,gatekeeper_butterfly_observed.csv,1.204,1.256,7.152,5.826,2.371,6.32,8.31,14.336,7.98,0.04391143918785150729752044252,
+2026-05-21 13:25:33,gatekeeper_butterfly_observed.csv,4.476,1.184,2.731,6.383,8.659,5.18,8.69,10.474,7.62,0.03207331726816395026353080526,
+2026-05-21 13:25:33,gatekeeper_butterfly_observed.csv,3.682,0.757,6.855,6.986,5.726,5.84,8.89,2.654,7.31,0.0382178581571693948909925047,
+2026-05-21 13:25:33,gatekeeper_butterfly_observed.csv,3.287,1.17,6.505,2.131,7.72,6.05,8.67,6.564,7.92,0.01799463412811330252562239788,
+2026-05-21 13:25:33,gatekeeper_butterfly_observed.csv,3.062,2.147,5.393,1.679,9.048,5.3,8.67,13.378,6.42,0.08798080171690531907031174624,
+2026-05-21 13:25:34,gatekeeper_butterfly_observed.csv,1.637,1.985,2.073,0.23,4.628,6.77,8.39,6.57,7.46,0.04189027104603171374870227865,
+2026-05-21 13:25:34,gatekeeper_butterfly_observed.csv,1.132,1.233,1.453,1.217,8.054,5.05,8.25,12.694,8.13,0.03792733618264495449976625336,
+2026-05-21 13:25:34,gatekeeper_butterfly_observed.csv,4.872,1.181,1.036,5.286,4.113,6.21,7.06,10.938,6.63,0.1522826767627238543423802769,
+2026-05-21 13:25:35,gatekeeper_butterfly_observed.csv,4.04,2.304,1.63,5.325,8.569,5.08,8.91,9.111,8.46,0.07197480835151371479172271406,
+2026-05-21 13:25:35,gatekeeper_butterfly_observed.csv,2.844,0.716,7.875,0.594,1.699,6.48,8.91,13.442,6.58,0.06612179615401259513439334554,
+2026-05-21 13:25:35,gatekeeper_butterfly_observed.csv,2.878,2.853,3.066,4.341,6.986,5.07,8.92,12.437,5.84,0.1508033507336279418025512398,
+2026-05-21 13:25:35,gatekeeper_butterfly_observed.csv,2.965,0.592,1.218,1.832,9.987,5.03,7.08,5.348,6.8,0.1419000006912967136476538950,
+2026-05-21 13:25:36,gatekeeper_butterfly_observed.csv,3.513,2.998,3.44,5.677,3.289,6.88,7.54,14.222,7.4,0.1648892318063624352480743874,
+2026-05-21 13:25:36,gatekeeper_butterfly_observed.csv,4.001,2.96,5.08,4.19,1.991,5.42,7.13,9.564,6.82,0.2071305952428337393680253384,
+2026-05-21 13:25:36,gatekeeper_butterfly_observed.csv,2.819,2.198,6.207,7.815,4.552,6.59,7.8,2.763,6.68,0.07810383735861435638318696486,
+2026-05-21 13:25:37,gatekeeper_butterfly_observed.csv,2.063,2.165,3.876,3.368,4.599,6.0,8.95,14.298,6.38,0.03611483602944789277520328017,
+2026-05-21 13:25:37,gatekeeper_butterfly_observed.csv,1.784,1.461,7.906,5.191,7.834,5.98,8.66,7.253,7.53,0.02012726302252969656379570385,
+2026-05-21 13:25:37,gatekeeper_butterfly_observed.csv,2.083,2.789,7.576,3.034,6.939,5.59,8.52,9.415,6.23,0.1051764339181628935412605814,
+2026-05-21 13:25:37,gatekeeper_butterfly_observed.csv,1.177,0.786,6.084,4.552,9.202,5.15,7.18,13.061,6.43,0.1928230577059004615381415982,
+2026-05-21 13:25:38,gatekeeper_butterfly_observed.csv,4.205,1.084,1.25,1.308,1.602,5.14,7.21,3.309,5.98,0.1620185103172278042342544543,
+2026-05-21 13:25:38,gatekeeper_butterfly_observed.csv,1.808,2.816,6.542,1.688,4.483,6.97,8.67,13.766,7.39,0.08839077496471931881942216388,
+2026-05-21 13:25:38,gatekeeper_butterfly_observed.csv,1.508,1.327,3.395,4.27,9.061,5.82,8.2,7.117,7.33,0.03842158966137877262585639748,
+2026-05-21 13:25:39,gatekeeper_butterfly_observed.csv,3.202,0.684,4.219,1.723,4.592,5.55,7.26,1.252,6.56,0.1562840285360880799632620494,
+2026-05-21 13:25:39,gatekeeper_butterfly_observed.csv,4.886,1.613,1.478,4.641,5.62,6.88,8.71,8.286,7.03,0.07728116060284311355655075801,
+2026-05-21 13:25:39,gatekeeper_butterfly_observed.csv,3.006,1.264,7.384,5.459,3.96,6.84,8.52,14.887,8.43,0.09893037574709840223610027321,
+2026-05-21 13:25:39,gatekeeper_butterfly_observed.csv,4.78,2.848,1.942,7.782,1.341,6.07,8.07,3.355,7.73,0.06931793188135567709136152394,
+2026-05-21 13:25:40,gatekeeper_butterfly_observed.csv,4.116,1.656,2.454,5.301,2.426,5.08,7.36,10.386,6.07,0.2172315855321321817139618675,
+2026-05-21 13:25:40,gatekeeper_butterfly_observed.csv,4.662,1.063,2.693,7.313,1.145,5.77,7.52,10.074,7.2,0.1369214568410527052563278651,
+2026-05-21 13:25:40,gatekeeper_butterfly_observed.csv,2.865,1.538,7.789,6.3,8.555,5.56,7.32,14.212,5.78,0.2129796397026473011969203218,
+2026-05-21 13:25:40,gatekeeper_butterfly_observed.csv,4.146,2.276,7.6,2.939,4.792,5.4,8.05,1.733,7.08,0.08661011822997328736259520791,
+2026-05-21 13:25:41,gatekeeper_butterfly_observed.csv,3.923,0.669,3.19,6.777,2.42,5.45,7.84,11.179,5.69,0.1894707144996144349610873996,
+2026-05-21 13:25:41,gatekeeper_butterfly_observed.csv,2.917,1.757,5.566,2.371,5.094,5.45,8.11,4.072,6.94,0.08528577716076253888483233731,
+2026-05-21 13:25:41,gatekeeper_butterfly_observed.csv,2.942,0.519,3.377,3.148,5.709,5.16,8.61,10.031,7.73,0.03017745876011771454779854442,
+2026-05-21 13:25:42,gatekeeper_butterfly_observed.csv,1.613,1.861,2.675,4.991,1.105,5.23,8.3,14.558,6.06,0.1315213070555324337999429232,
+2026-05-21 13:25:42,gatekeeper_butterfly_observed.csv,3.056,1.039,5.212,7.39,3.936,6.83,7.86,7.849,7.05,0.1278297312415060438595789008,
+2026-05-21 13:25:42,gatekeeper_butterfly_observed.csv,3.855,1.955,2.63,1.355,9.057,5.06,7.18,8.255,7.08,0.1924107531413115873327040940,
+2026-05-21 13:25:42,gatekeeper_butterfly_observed.csv,4.618,1.049,3.055,5.142,6.182,6.52,7.01,1.828,6.63,0.1250183974730026913534913938,
+2026-05-21 13:25:43,gatekeeper_butterfly_observed.csv,2.53,2.747,7.414,1.303,7.696,6.57,8.86,8.067,7.49,0.02555228863327575786803324398,
+2026-05-21 13:25:43,gatekeeper_butterfly_observed.csv,3.887,0.625,7.309,5.819,1.203,5.3,7.25,1.973,6.7,0.2165264421120080368057941133,
+2026-05-21 13:25:43,gatekeeper_butterfly_observed.csv,1.33,1.605,4.644,3.496,3.672,5.23,8.09,13.582,7.84,0.06993543519671858060868641728,
+2026-05-21 13:25:44,gatekeeper_butterfly_observed.csv,3.107,1.574,7.101,6.115,6.059,5.92,7.7,12.716,7.14,0.1067154813264464617474555948,
+2026-05-21 13:25:44,gatekeeper_butterfly_observed.csv,3.957,1.114,6.533,5.652,4.729,6.06,7.05,8.562,6.15,0.1833498343044547537452469392,
+2026-05-21 13:25:44,gatekeeper_butterfly_observed.csv,1.784,1.67,7.27,4.688,2.969,5.64,7.23,8.169,6.01,0.2028282516691953619339875907,
+2026-05-21 13:25:44,gatekeeper_butterfly_observed.csv,4.194,1.289,5.169,4.831,4.637,5.9,7.18,4.052,5.97,0.1960726719596737194962444776,
+2026-05-21 13:25:45,gatekeeper_butterfly_observed.csv,3.903,0.788,6.975,1.934,2.412,5.73,7.83,14.623,5.92,0.1272796916113762295554055284,
+2026-05-21 13:25:45,gatekeeper_butterfly_observed.csv,4.477,2.725,3.62,6.608,7.629,5.87,8.04,14.561,6.14,0.1428738468885868543177875637,
+2026-05-21 13:25:45,gatekeeper_butterfly_observed.csv,3.719,1.308,7.715,3.811,6.481,5.49,8.17,9.996,5.74,0.1495575360644233026373988292,
+2026-05-21 13:25:45,gatekeeper_butterfly_observed.csv,3.963,1.087,4.376,6.678,6.809,5.21,7.39,14.945,7.33,0.1635786861477177534123668600,
+2026-05-21 13:25:46,gatekeeper_butterfly_observed.csv,4.5,2.168,3.191,0.522,3.525,5.19,7.6,2.604,6.07,0.1667261124398216095130789992,
+2026-05-21 13:25:46,gatekeeper_butterfly_observed.csv,4.486,2.492,4.685,1.678,9.686,5.91,8.57,5.024,7.45,0.01637151237380693399855667084,
+2026-05-21 13:25:46,gatekeeper_butterfly_observed.csv,1.478,2.015,1.975,2.699,1.903,6.75,7.0,2.481,6.75,0.09403870067405796739706716700,
+2026-05-21 13:25:47,gatekeeper_butterfly_observed.csv,3.78,2.979,1.204,5.826,8.418,6.9,7.92,7.399,7.81,0.09712826345548565956845129486,
+2026-05-21 13:25:47,gatekeeper_butterfly_observed.csv,1.645,0.643,1.684,5.769,4.499,6.03,7.14,2.449,6.87,0.1481086953704516646327625193,
+2026-05-21 13:25:47,gatekeeper_butterfly_observed.csv,4.485,2.696,4.112,0.535,2.854,6.19,7.72,12.467,7.7,0.1034307048116618328496971942,
+2026-05-21 13:25:47,gatekeeper_butterfly_observed.csv,3.471,0.653,3.976,4.919,1.981,6.72,8.23,8.069,7.82,0.08315128604048249014665237069,
+2026-05-21 13:25:48,gatekeeper_butterfly_observed.csv,1.559,2.903,5.396,2.402,1.187,5.23,8.56,7.091,6.91,0.08674177963115740287442333816,
+2026-05-21 13:25:48,gatekeeper_butterfly_observed.csv,2.774,0.637,1.889,5.121,6.593,5.67,7.31,10.53,6.99,0.1087157024405069738383259872,
+2026-05-21 13:25:48,gatekeeper_butterfly_observed.csv,4.505,1.859,1.297,0.259,9.171,5.44,7.83,6.552,5.98,0.1085273924795395511789045739,
+2026-05-21 13:25:49,gatekeeper_butterfly_observed.csv,3.339,0.647,6.594,4.507,5.278,5.61,8.85,5.061,6.65,0.07590238165190919022816074301,
+2026-05-21 13:25:49,gatekeeper_butterfly_observed.csv,2.76,1.433,7.275,2.959,3.286,5.42,7.25,11.921,6.37,0.1925526509730413506052410620,
+2026-05-21 13:25:49,gatekeeper_butterfly_observed.csv,2.233,1.918,7.142,7.335,3.953,5.68,7.25,11.011,6.86,0.1833599739035804994057571467,
+2026-05-21 13:25:49,gatekeeper_butterfly_observed.csv,1.684,1.957,3.298,7.507,8.155,6.91,8.68,3.092,7.27,0.05305116799340866453590766666,
+2026-05-21 13:25:50,gatekeeper_butterfly_observed.csv,1.159,0.535,3.61,4.647,4.09,5.97,8.79,1.459,7.26,0.07075569252763703905600438042,
+2026-05-21 13:25:50,gatekeeper_butterfly_observed.csv,1.516,2.383,7.414,0.45,2.785,6.34,8.46,9.579,6.84,0.03039579209597100305312856018,
+2026-05-21 13:25:50,gatekeeper_butterfly_observed.csv,4.686,1.262,2.883,1.03,2.242,5.81,7.59,13.556,7.21,0.09983078274965623157016093736,
+2026-05-21 13:25:50,gatekeeper_butterfly_observed.csv,1.041,0.83,1.27,3.784,5.054,5.08,8.95,13.844,6.27,0.1235792995633219996942622157,
+2026-05-21 13:25:51,gatekeeper_butterfly_observed.csv,3.386,2.683,1.507,0.326,1.57,5.95,7.66,2.333,7.37,0.06843417413977814031568080648,
+2026-05-21 13:25:51,gatekeeper_butterfly_observed.csv,3.907,2.511,5.237,1.365,1.402,6.43,7.95,7.646,7.66,0.07650399436702196258461441178,
+2026-05-21 13:25:51,gatekeeper_butterfly_observed.csv,1.127,1.753,6.13,2.305,3.931,6.4,7.97,6.359,6.89,0.08081247610832215036090526313,
+2026-05-21 13:25:52,gatekeeper_butterfly_observed.csv,4.51,0.541,1.715,7.504,2.073,6.86,7.4,10.889,7.24,0.1581154773673183021359502546,
+2026-05-21 13:25:52,gatekeeper_butterfly_observed.csv,3.36,1.409,6.265,5.482,2.45,5.66,7.7,2.639,6.05,0.1712240923139990173106641109,
+2026-05-21 13:25:52,gatekeeper_butterfly_observed.csv,3.454,1.576,5.632,3.619,9.512,6.59,7.72,10.307,6.87,0.1265528540092723878900651305,
+2026-05-21 13:25:52,gatekeeper_butterfly_observed.csv,1.549,2.681,6.466,6.91,9.25,5.67,7.95,11.643,6.98,0.09888662856552656600577148175,
+2026-05-21 13:25:53,gatekeeper_butterfly_observed.csv,2.552,1.008,1.204,1.298,6.681,5.38,7.52,11.805,7.51,0.08391192807619204194086314838,
+2026-05-21 13:25:53,gatekeeper_butterfly_observed.csv,2.509,1.037,2.247,3.602,4.337,5.89,8.91,2.221,8.45,0.07889634253690261802498106797,
+2026-05-21 13:25:53,gatekeeper_butterfly_observed.csv,2.988,1.759,7.798,0.849,4.475,6.97,8.1,6.114,7.83,0.1065697187170260481987554408,
+2026-05-21 13:25:53,gatekeeper_butterfly_observed.csv,1.964,1.816,2.54,4.862,5.501,6.78,7.61,14.746,7.46,0.1299176897860654702446416363,
+2026-05-21 13:25:54,gatekeeper_butterfly_observed.csv,3.269,0.898,4.952,3.538,8.167,5.0,7.32,13.766,5.72,0.2228330743789068968344961794,
+2026-05-21 13:25:54,gatekeeper_butterfly_observed.csv,4.67,1.301,3.527,7.758,8.341,5.29,7.03,13.165,5.63,0.2537005176341057631776251911,
+2026-05-21 13:25:54,gatekeeper_butterfly_observed.csv,4.559,1.2,4.265,5.125,3.343,5.28,8.76,5.869,5.86,0.1422058796393006828894262077,
+2026-05-21 13:25:55,gatekeeper_butterfly_observed.csv,3.722,2.932,6.885,6.39,1.683,6.04,7.99,7.565,7.47,0.07004603015755060499527873936,
+2026-05-21 13:25:55,gatekeeper_butterfly_observed.csv,3.577,1.223,4.458,4.908,9.31,6.34,8.8,6.288,7.67,0.02588782165528910014818038424,
+2026-05-21 13:25:55,gatekeeper_butterfly_observed.csv,4.987,2.019,1.901,2.042,9.65,5.35,8.21,1.791,6.32,0.1341959966916078108779621541,
+2026-05-21 13:25:55,gatekeeper_butterfly_observed.csv,4.959,0.524,5.65,6.008,9.979,6.67,8.06,5.871,6.88,0.09710754453115527968001018875,
+2026-05-21 13:25:56,gatekeeper_butterfly_observed.csv,2.827,1.73,6.704,7.216,1.075,5.07,7.05,10.773,5.5,0.2532831430703623495707523781,
+2026-05-21 13:25:56,gatekeeper_butterfly_observed.csv,3.462,1.623,4.523,6.188,4.292,6.58,7.55,6.929,7.52,0.1231673018557589420231688575,
+2026-05-21 13:25:56,gatekeeper_butterfly_observed.csv,2.739,1.025,6.855,3.748,8.868,5.16,8.19,14.216,5.89,0.1610166617882971302603962270,
+2026-05-21 13:25:57,gatekeeper_butterfly_observed.csv,1.41,1.484,4.759,4.646,2.882,5.36,8.73,13.615,5.59,0.1337007821609578328490735399,
+2026-05-21 13:25:57,gatekeeper_butterfly_observed.csv,3.351,1.651,1.329,7.075,9.252,6.12,8.1,14.491,7.52,0.03700723867050066715466821296,
+2026-05-21 13:25:57,gatekeeper_butterfly_observed.csv,4.033,1.881,7.045,7.995,5.95,6.31,8.47,4.352,7.21,0.05671420258088335849232796001,
+2026-05-21 13:25:57,gatekeeper_butterfly_observed.csv,2.652,2.955,1.438,3.585,3.139,5.78,7.48,8.579,6.71,0.1596646714611737347312391818,
+2026-05-21 13:25:58,gatekeeper_butterfly_observed.csv,1.098,2.451,2.169,4.381,6.695,6.64,7.32,13.787,6.85,0.1379606607233428635334782025,
+2026-05-21 13:25:58,gatekeeper_butterfly_observed.csv,4.193,2.839,1.913,6.363,1.705,5.85,7.01,7.647,6.32,0.2056928202769144138926724950,
+2026-05-21 13:25:58,gatekeeper_butterfly_observed.csv,2.421,2.959,3.684,0.735,4.932,6.42,8.22,7.483,6.57,0.04922239036237975924110261303,
+2026-05-21 13:25:58,gatekeeper_butterfly_observed.csv,1.56,2.144,2.136,6.023,1.567,6.86,8.2,11.584,6.91,0.09307153331925224417028172279,
+2026-05-21 13:25:59,gatekeeper_butterfly_observed.csv,1.436,1.89,2.144,7.909,5.028,6.39,7.44,13.362,6.71,0.1254391543327245549920959606,
+2026-05-21 13:25:59,gatekeeper_butterfly_observed.csv,4.913,0.774,5.009,5.957,1.96,5.53,8.05,8.302,5.72,0.1476429287135540446930033968,
+2026-05-21 13:25:59,gatekeeper_butterfly_observed.csv,4.738,0.749,1.302,4.994,1.618,6.67,8.17,3.735,7.4,0.04629882692551304489956549281,
+2026-05-21 13:26:00,gatekeeper_butterfly_observed.csv,2.507,2.847,7.616,4.592,9.086,5.82,7.38,3.796,6.24,0.1813007890252878080810415764,
+2026-05-21 13:26:00,gatekeeper_butterfly_observed.csv,4.823,1.103,7.324,1.274,4.266,6.13,8.71,6.85,8.32,0.02225955790127092713022581002,
+2026-05-21 13:26:00,gatekeeper_butterfly_observed.csv,1.468,2.781,3.76,3.225,9.252,5.2,7.46,8.379,6.52,0.1833979586800166382424635889,
+2026-05-21 13:26:00,gatekeeper_butterfly_observed.csv,4.136,2.139,1.387,5.56,7.291,5.49,8.18,9.625,7.45,0.05636806813990534607984387627,
+2026-05-21 13:26:01,gatekeeper_butterfly_observed.csv,2.914,2.503,4.06,7.66,3.867,6.25,8.55,3.504,7.16,0.04684134057069015646807445014,
+2026-05-21 13:26:01,gatekeeper_butterfly_observed.csv,1.349,1.578,5.56,3.147,9.698,6.3,8.94,6.289,7.63,0.02020348166303369800163681603,
+2026-05-21 13:26:01,gatekeeper_butterfly_observed.csv,4.855,2.706,2.083,3.975,7.913,6.2,7.02,13.634,6.87,0.1664543923902057315609626808,
+2026-05-21 13:26:02,gatekeeper_butterfly_observed.csv,1.092,1.4,3.158,0.622,9.87,6.54,7.53,2.467,7.44,0.05081048470167974986073678479,
+2026-05-21 13:26:02,gatekeeper_butterfly_observed.csv,3.592,2.444,1.112,4.05,4.841,6.42,7.34,2.097,6.88,0.08798787004030895061518236798,
+2026-05-21 13:26:02,gatekeeper_butterfly_observed.csv,1.983,2.269,6.399,1.508,7.796,6.1,7.17,13.383,7.01,0.1629207510557066535132547886,
+2026-05-21 13:26:02,gatekeeper_butterfly_observed.csv,1.874,1.24,6.455,1.295,2.219,5.97,8.62,7.66,7.17,0.01614673027943193233245636594,
+2026-05-21 13:26:03,gatekeeper_butterfly_observed.csv,4.653,0.595,5.308,6.424,2.769,6.33,7.44,7.483,6.59,0.1273058228656958271917770285,
+2026-05-21 13:26:03,gatekeeper_butterfly_observed.csv,1.052,1.679,2.819,6.341,1.829,6.93,7.39,9.04,7.11,0.1654445949082221944013177053,
+2026-05-21 13:26:03,gatekeeper_butterfly_observed.csv,3.756,1.757,4.995,4.961,1.638,6.31,7.29,13.743,6.35,0.1562046906825066854945854920,
+2026-05-21 13:26:03,gatekeeper_butterfly_observed.csv,1.811,1.126,1.993,6.28,5.326,6.67,8.13,5.939,6.91,0.08241708122052024103807425708,
+2026-05-21 13:26:04,gatekeeper_butterfly_observed.csv,4.9,2.364,4.369,3.36,9.105,6.11,7.42,11.305,7.03,0.1178599446806646527915496262,
+2026-05-21 13:26:04,gatekeeper_butterfly_observed.csv,1.699,2.313,3.31,0.184,2.924,6.72,8.31,2.093,7.84,0.04362719617407466928386379420,
+2026-05-21 13:26:04,gatekeeper_butterfly_observed.csv,1.544,1.441,1.606,1.701,1.509,5.16,8.66,3.055,7.77,0.05712015643487326385816992769,
+2026-05-21 13:26:05,gatekeeper_butterfly_observed.csv,3.403,1.221,6.044,3.542,7.17,5.76,7.97,5.955,6.85,0.07418627521774143066571732975,
+2026-05-21 13:26:05,gatekeeper_butterfly_observed.csv,2.543,0.589,2.985,3.848,4.066,5.59,8.76,12.384,7.79,0.007383417175038311592156271797,
+2026-05-21 13:26:05,gatekeeper_butterfly_observed.csv,4.256,1.818,4.725,0.04,4.76,5.08,8.59,10.754,7.53,0.03675679492600204474073439565,
+2026-05-21 13:26:05,gatekeeper_butterfly_observed.csv,1.036,1.876,6.449,5.48,5.487,5.94,8.75,9.991,7.53,0.01364137803390962279519410984,
+2026-05-21 13:26:06,gatekeeper_butterfly_observed.csv,1.515,2.186,3.195,4.751,7.167,6.39,7.65,2.655,7.26,0.06208205173246290091235252692,
+2026-05-21 13:26:06,gatekeeper_butterfly_observed.csv,1.622,1.852,3.596,1.922,6.946,6.79,8.04,12.099,7.23,0.1011709520765910829684614891,
+2026-05-21 13:26:06,gatekeeper_butterfly_observed.csv,2.655,1.2,6.903,2.848,6.882,6.71,7.97,6.053,7.53,0.08761476921443796076174755283,
+2026-05-21 13:26:07,gatekeeper_butterfly_observed.csv,4.426,1.631,7.347,5.886,7.568,5.67,8.37,4.753,6.22,0.1294403719719235342787316384,
+2026-05-21 13:26:07,gatekeeper_butterfly_observed.csv,1.102,0.522,5.603,2.513,2.2,6.74,8.87,5.723,8.4,0.1149709662034403191489538335,
+2026-05-21 13:26:07,gatekeeper_butterfly_observed.csv,4.017,0.72,1.135,2.848,2.199,6.46,7.17,14.638,7.06,0.1212575247100347620595697393,
+2026-05-21 13:26:07,gatekeeper_butterfly_observed.csv,1.901,0.575,7.839,5.412,1.892,5.19,8.95,14.251,5.52,0.1429012477921063862032296899,
+2026-05-21 13:26:08,gatekeeper_butterfly_observed.csv,2.048,0.974,6.273,0.554,9.998,6.47,8.16,13.392,7.25,0.0621329954166407031970855991,
+2026-05-21 13:26:08,gatekeeper_butterfly_observed.csv,3.716,2.889,5.094,0.641,7.475,5.02,7.11,13.442,5.5,0.2394128658860846551111791456,
+2026-05-21 13:26:08,gatekeeper_butterfly_observed.csv,2.986,0.981,1.038,7.76,1.488,6.9,8.63,2.671,7.33,0.05109450090371460143562004267,
+2026-05-21 13:26:08,gatekeeper_butterfly_observed.csv,1.558,1.906,4.848,3.042,9.358,6.86,8.59,10.52,8.39,0.09026448548008051605436528296,
+2026-05-21 13:26:09,gatekeeper_butterfly_observed.csv,4.277,2.72,4.005,3.758,4.813,6.61,8.94,9.892,7.11,0.03527524237424105936480822795,
+2026-05-21 13:26:09,gatekeeper_butterfly_observed.csv,2.907,0.928,6.5,4.739,3.404,6.49,7.12,14.261,6.72,0.1546207877764924199123235991,
+2026-05-21 13:26:09,gatekeeper_butterfly_observed.csv,3.487,1.771,1.243,6.853,4.13,6.32,7.15,6.214,6.88,0.1235276870341468168308566070,
+2026-05-21 13:26:10,gatekeeper_butterfly_observed.csv,3.847,1.094,5.332,7.809,3.854,5.29,8.72,4.697,8.38,0.02968160176578551668312631406,
+2026-05-21 13:26:10,gatekeeper_butterfly_observed.csv,1.431,0.916,2.164,7.29,3.534,6.63,8.4,6.686,8.24,0.06274002059151930400503746031,
+2026-05-21 13:26:10,gatekeeper_butterfly_observed.csv,1.769,2.195,3.182,3.043,3.775,5.4,8.63,14.915,8.06,0.02740272668736551437316742878,
+2026-05-21 13:26:10,gatekeeper_butterfly_observed.csv,3.777,2.495,3.781,4.07,3.668,5.84,8.12,13.108,7.27,0.05113040040472473148942667387,
+2026-05-21 13:26:11,gatekeeper_butterfly_observed.csv,4.69,1.18,6.425,0.698,6.003,6.18,7.91,12.1,6.43,0.07719781483028755711240992188,
+2026-05-21 13:26:11,gatekeeper_butterfly_observed.csv,2.027,2.845,4.359,7.359,5.483,6.88,7.9,1.948,7.9,0.02987816064158360371055153288,
+2026-05-21 13:26:11,gatekeeper_butterfly_observed.csv,1.2,2.287,3.448,3.797,7.79,6.68,8.15,10.849,7.87,0.06094527658722076175283147518,
+2026-05-21 13:26:12,gatekeeper_butterfly_observed.csv,2.861,2.755,2.514,6.188,3.004,6.46,7.88,3.235,7.83,0.05465079897775345411743643752,
+2026-05-21 13:26:12,gatekeeper_butterfly_observed.csv,2.337,1.132,7.393,6.237,8.125,5.62,7.97,12.984,6.99,0.09510633559274716266673991000,
+2026-05-21 13:26:12,gatekeeper_butterfly_observed.csv,3.057,2.313,5.299,7.159,1.651,6.21,8.35,8.746,7.09,0.04808950259507498756655110608,
+2026-05-21 13:26:12,gatekeeper_butterfly_observed.csv,1.841,1.483,3.69,5.395,8.932,6.46,8.12,6.607,7.85,0.05404747582629349277938833806,
+2026-05-21 13:26:13,gatekeeper_butterfly_observed.csv,2.067,2.543,6.483,3.886,4.043,5.73,8.99,1.382,7.88,0.05521413880711690081309070107,
+2026-05-21 13:26:13,gatekeeper_butterfly_observed.csv,2.077,2.679,2.811,3.0,5.638,6.36,7.15,9.911,6.86,0.1370697521949045448429055335,
+2026-05-21 13:26:13,gatekeeper_butterfly_observed.csv,3.903,2.545,4.942,0.832,3.632,6.78,8.02,6.491,7.85,0.07968227094582754556872721068,
+2026-05-21 13:26:13,gatekeeper_butterfly_observed.csv,3.655,1.702,4.54,3.426,7.483,5.02,8.44,4.51,5.92,0.1514408918080184790967255298,
+2026-05-21 13:26:14,gatekeeper_butterfly_observed.csv,2.5,1.905,7.273,6.963,8.083,6.75,8.03,5.601,7.72,0.08314970568703046333972766867,
+2026-05-21 13:26:14,gatekeeper_butterfly_observed.csv,4.049,1.174,4.62,2.505,5.514,5.35,8.23,5.723,7.26,0.06425429363248208924541015346,
+2026-05-21 13:26:14,gatekeeper_butterfly_observed.csv,1.072,0.935,3.58,7.927,8.354,6.86,8.94,12.327,7.4,0.07819488179885463768882326225,
+2026-05-21 13:26:15,gatekeeper_butterfly_observed.csv,1.544,1.832,1.505,3.252,5.748,5.39,8.91,3.863,8.29,0.06935811106176035431179443133,
+2026-05-21 13:26:15,gatekeeper_butterfly_observed.csv,3.12,1.503,3.716,3.323,6.713,6.89,8.26,13.932,7.06,0.09421394049109965246183244674,
+2026-05-21 13:26:15,gatekeeper_butterfly_observed.csv,1.314,2.993,6.949,6.643,4.242,6.99,7.98,2.843,7.28,0.06519096627013694459352548421,
+2026-05-21 13:26:15,gatekeeper_butterfly_observed.csv,1.355,2.657,1.764,1.062,3.602,5.03,7.24,10.613,5.69,0.2193739257498057792607450470,
+2026-05-21 13:26:16,gatekeeper_butterfly_observed.csv,3.125,1.303,4.677,7.889,9.354,6.2,8.16,4.599,7.86,0.04671070872120708695680223057,
+2026-05-21 13:26:16,gatekeeper_butterfly_observed.csv,3.304,2.128,3.189,2.658,6.891,5.9,7.4,1.847,6.89,0.1176032424838096654826721067,
+2026-05-21 13:26:16,gatekeeper_butterfly_observed.csv,4.729,2.982,2.248,6.895,7.009,5.15,7.79,3.358,6.88,0.1413987202336346678878870785,
+2026-05-21 13:26:17,gatekeeper_butterfly_observed.csv,1.13,2.375,1.702,5.097,1.705,5.3,8.88,2.289,6.51,0.1487186071162907341593426187,
+2026-05-21 13:26:17,gatekeeper_butterfly_observed.csv,2.105,0.792,3.642,3.281,1.986,6.48,7.72,14.453,7.3,0.09485357655811295574090981892,
+2026-05-21 13:26:17,gatekeeper_butterfly_observed.csv,4.487,0.654,3.214,3.779,4.29,6.06,8.46,12.345,7.09,0.03743435434006522080484779522,
+2026-05-21 13:26:17,gatekeeper_butterfly_observed.csv,3.399,2.314,6.78,4.443,9.367,6.48,7.18,11.85,6.69,0.1486513303978218982421583165,
+2026-05-21 13:26:18,gatekeeper_butterfly_observed.csv,4.673,2.985,5.898,0.039,5.58,6.09,8.49,14.871,7.15,0.01426437136769439359522241968,
+2026-05-21 13:26:18,gatekeeper_butterfly_observed.csv,2.117,2.147,5.35,3.167,5.715,6.38,7.24,13.515,6.9,0.1390646210487654210901234714,
+2026-05-21 13:26:18,gatekeeper_butterfly_observed.csv,4.212,0.893,2.345,7.263,2.14,5.81,7.85,10.098,6.97,0.1003720556886381472847912380,
+2026-05-21 13:26:18,gatekeeper_butterfly_observed.csv,2.51,0.64,7.964,5.844,5.757,6.84,8.23,12.407,7.47,0.1001384085540520582618104582,
+2026-05-21 13:26:19,gatekeeper_butterfly_observed.csv,1.81,2.912,5.764,3.183,6.954,5.76,7.28,6.087,6.97,0.1778570829971906746298736516,
+2026-05-21 13:26:19,gatekeeper_butterfly_observed.csv,1.718,2.535,3.996,4.65,1.753,5.04,7.64,14.427,6.18,0.2064567747592310588763158619,
+2026-05-21 13:26:19,gatekeeper_butterfly_observed.csv,3.522,1.446,2.87,1.046,8.021,6.36,8.37,5.436,6.42,0.03802388303484199900525885708,
+2026-05-21 13:26:20,gatekeeper_butterfly_observed.csv,3.987,1.647,1.025,4.127,3.433,6.67,7.93,6.788,7.15,0.07490174251646335959749644838,
+2026-05-21 13:26:20,gatekeeper_butterfly_observed.csv,3.409,0.832,2.402,2.954,4.232,6.97,7.89,10.321,6.97,0.1174973767391655110076603289,
+2026-05-21 13:26:20,gatekeeper_butterfly_observed.csv,3.209,1.973,6.449,4.355,3.636,5.01,8.25,13.035,7.86,0.06515558705477318253961085225,
+2026-05-21 13:26:20,gatekeeper_butterfly_observed.csv,4.57,1.888,4.557,3.308,8.316,5.42,8.53,13.082,6.83,0.06874930427841961391125371941,
+2026-05-21 13:26:21,gatekeeper_butterfly_observed.csv,1.349,2.214,1.369,7.036,3.654,6.68,7.68,10.801,6.74,0.1264382405811574014560906750,
+2026-05-21 13:26:21,gatekeeper_butterfly_observed.csv,4.588,1.179,3.632,0.228,2.951,6.52,8.67,3.109,7.52,0.06939525145528730249164676970,
+2026-05-21 13:26:21,gatekeeper_butterfly_observed.csv,2.634,0.677,7.735,1.789,8.706,6.72,8.27,2.771,7.0,0.05677639614405756912981187277,
+2026-05-21 13:26:22,gatekeeper_butterfly_observed.csv,4.488,1.109,1.986,4.449,9.592,5.82,8.58,3.418,7.4,0.04132784493454058789456474319,
+2026-05-21 13:26:22,gatekeeper_butterfly_observed.csv,2.253,2.592,3.582,5.36,1.792,5.58,8.33,5.6,7.76,0.05774219025322414493929681175,
+2026-05-21 13:26:22,gatekeeper_butterfly_observed.csv,1.318,2.75,7.314,6.513,7.13,6.8,8.26,10.856,7.66,0.08755849611272488255314689085,
+2026-05-21 13:26:22,gatekeeper_butterfly_observed.csv,3.409,0.586,5.334,5.026,7.421,5.92,7.99,7.969,5.95,0.1449721446016734688500234284,
+2026-05-21 13:26:23,gatekeeper_butterfly_observed.csv,4.7,1.979,1.921,2.853,2.581,6.19,8.02,7.832,7.92,0.04697395971387580601170352215,
+2026-05-21 13:26:23,gatekeeper_butterfly_observed.csv,1.99,0.513,7.121,4.0,6.966,5.63,7.81,2.184,6.51,0.1284748654088409743700662864,
+2026-05-21 13:26:23,gatekeeper_butterfly_observed.csv,2.717,2.658,2.9,6.569,2.997,6.95,8.55,11.826,7.07,0.08257984521403948508215027956,
+2026-05-21 13:26:24,gatekeeper_butterfly_observed.csv,4.969,2.957,3.743,3.423,3.984,5.83,7.51,13.052,6.36,0.1454763852635018545984825939,
diff --git a/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_simulated.csv b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_simulated.csv
new file mode 100644
index 0000000..f41cb53
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,5.89748E-20,0.1,0,0.01,3.37641E-20
+RungeKutta4,2,0.2,1.06580E-19,0.1,0,0.01,6.10190E-20
+RungeKutta4,3,0.3,1.33951E-19,0.1,0,0.01,7.66894E-20
+RungeKutta4,4,0.4,1.22980E-19,0.1,0,0.01,7.04083E-20
+RungeKutta4,5,0.5,7.78107E-20,0.1,0,0.01,4.45480E-20
+RungeKutta4,6,0.6,1.68929E-19,0.1,0,0.01,9.67149E-20
+RungeKutta4,7,0.7,1.24143E-18,0.1,0,0.01,7.10741E-19
+RungeKutta4,8,0.8,6.39866E-18,0.1,0,0.01,3.66335E-18
+RungeKutta4,9,0.9,2.56247E-17,0.1,0,0.01,1.46706E-17
+RungeKutta4,10,1.0,8.86110E-17,0.1,0,0.01,5.07314E-17
+RungeKutta4,11,1.1,2.79141E-16,0.1,0,0.01,1.59813E-16
+RungeKutta4,12,1.2,8.24896E-16,0.1,0,0.01,4.72268E-16
+RungeKutta4,13,1.3,2.32707E-15,0.1,0,0.01,1.33229E-15
+RungeKutta4,14,1.4,6.33714E-15,0.1,0,0.01,3.62813E-15
+RungeKutta4,15,1.5,1.67858E-14,0.1,0,0.01,9.61017E-15
+RungeKutta4,16,1.6,4.34801E-14,0.1,0,0.01,2.48931E-14
+RungeKutta4,17,1.7,1.10568E-13,0.1,0,0.01,6.33022E-14
+RungeKutta4,18,1.8,2.76858E-13,0.1,0,0.01,1.58506E-13
+RungeKutta4,19,1.9,6.84166E-13,0.1,0,0.01,3.91697E-13
+RungeKutta4,20,2.0,1.67158E-12,0.1,0,0.01,9.57010E-13
+RungeKutta4,21,2.1,4.04370E-12,0.1,0,0.01,2.31509E-12
+RungeKutta4,22,2.2,9.69653E-12,0.1,0,0.01,5.55144E-12
+RungeKutta4,23,2.3,2.30714E-11,0.1,0,0.01,1.32088E-11
+RungeKutta4,24,2.4,5.45129E-11,0.1,0,0.01,3.12096E-11
+RungeKutta4,25,2.5,1.27993E-10,0.1,0,0.01,7.32783E-11
+RungeKutta4,26,2.6,2.98803E-10,0.1,0,0.01,1.71070E-10
+RungeKutta4,27,2.7,6.93918E-10,0.1,0,0.01,3.97281E-10
+RungeKutta4,28,2.8,1.60379E-9,0.1,0,0.01,9.18199E-10
+RungeKutta4,29,2.9,3.69029E-9,0.1,0,0.01,2.11276E-9
+RungeKutta4,30,3.0,8.45646E-9,0.1,0,0.01,4.84148E-9
+RungeKutta4,31,3.1,1.93044E-8,0.1,0,0.01,1.10521E-8
+RungeKutta4,32,3.2,4.39107E-8,0.1,0,0.01,2.51397E-8
+RungeKutta4,33,3.3,9.95477E-8,0.1,0,0.01,5.69928E-8
+RungeKutta4,34,3.4,2.24969E-7,0.1,0,0.01,1.28799E-7
+RungeKutta4,35,3.5,5.06904E-7,0.1,0,0.01,2.90212E-7
+RungeKutta4,36,3.6,0.00000113896,0.1,0,0.01,6.52075E-7
+RungeKutta4,37,3.7,0.00000255227,0.1,0,0.01,0.00000146122
+RungeKutta4,38,3.8,0.00000570480,0.1,0,0.01,0.00000326610
+RungeKutta4,39,3.9,0.0000127203,0.1,0,0.01,0.00000728260
+RungeKutta4,40,4.0,0.0000282966,0.1,0,0.01,0.0000162003
+RungeKutta4,41,4.1,0.0000628036,0.1,0,0.01,0.0000359562
+RungeKutta4,42,4.2,0.000139077,0.1,0,0.01,0.0000796241
+RungeKutta4,43,4.3,0.000307275,0.1,0,0.01,0.000175920
+RungeKutta4,44,4.4,0.000677193,0.1,0,0.01,0.000387705
+RungeKutta4,45,4.5,0.00148792,0.1,0,0.01,0.000851861
+RungeKutta4,46,4.6,0.00325554,0.1,0,0.01,0.00186386
+RungeKutta4,47,4.7,0.00707531,0.1,0,0.01,0.00405074
+RungeKutta4,48,4.8,0.0151954,0.1,0,0.01,0.00869964
+RungeKutta4,49,4.9,0.0319332,0.1,0,0.01,0.0182823
+RungeKutta4,50,5.0,0.0645635,0.1,0,0.01,0.0369638
+RungeKutta4,51,5.1,0.122625,0.1,0,0.01,0.0702050
+RungeKutta4,52,5.2,0.213561,0.1,0,0.01,0.122268
+RungeKutta4,53,5.3,0.336663,0.1,0,0.01,0.192746
+RungeKutta4,54,5.4,0.482203,0.1,0,0.01,0.276070
+RungeKutta4,55,5.5,0.637001,0.1,0,0.01,0.364695
+RungeKutta4,56,5.6,0.790006,0.1,0,0.01,0.452293
+RungeKutta4,57,5.7,0.934249,0.1,0,0.01,0.534874
+RungeKutta4,58,5.8,1.06629,0.1,0,0.01,0.610470
+RungeKutta4,59,5.9,1.18499,0.1,0,0.01,0.678428
+RungeKutta4,60,6.0,1.29048,0.1,0,0.01,0.738823
+RungeKutta4,61,6.1,1.38350,0.1,0,0.01,0.792079
+RungeKutta4,62,6.2,1.46497,0.1,0,0.01,0.838722
+RungeKutta4,63,6.3,1.53577,0.1,0,0.01,0.879256
+RungeKutta4,64,6.4,1.59665,0.1,0,0.01,0.914111
+RungeKutta4,65,6.5,1.64805,0.1,0,0.01,0.943538
+RungeKutta4,66,6.6,1.68997,0.1,0,0.01,0.967538
+RungeKutta4,67,6.7,1.72178,0.1,0,0.01,0.985750
+RungeKutta4,68,6.8,1.74180,0.1,0,0.01,0.997212
+RungeKutta4,69,6.9,1.74667,0.1,0,0.01,1
+RungeKutta4,70,7.0,1.73050,0.1,0,0.01,0.990742
+RungeKutta4,71,7.1,1.68377,0.1,0,0.01,0.963989
+RungeKutta4,72,7.2,1.59285,0.1,0,0.01,0.911935
+RungeKutta4,73,7.3,1.44187,0.1,0,0.01,0.825497
+RungeKutta4,74,7.4,1.22065,0.1,0,0.01,0.698844
+RungeKutta4,75,7.5,0.940483,0.1,0,0.01,0.538443
+RungeKutta4,76,7.6,0.645661,0.1,0,0.01,0.369653
+RungeKutta4,77,7.7,0.394494,0.1,0,0.01,0.225855
+RungeKutta4,78,7.8,0.218971,0.1,0,0.01,0.125365
+RungeKutta4,79,7.9,0.113639,0.1,0,0.01,0.0650604
+RungeKutta4,80,8.0,0.0565002,0.1,0,0.01,0.0323474
+RungeKutta4,81,8.1,0.0273600,0.1,0,0.01,0.0156641
+RungeKutta4,82,8.2,0.0130344,0.1,0,0.01,0.00746243
+RungeKutta4,83,8.3,0.00614503,0.1,0,0.01,0.00351814
+RungeKutta4,84,8.4,0.00287673,0.1,0,0.01,0.00164698
+RungeKutta4,85,8.5,0.00133989,0.1,0,0.01,0.000767111
+RungeKutta4,86,8.6,0.000621652,0.1,0,0.01,0.000355907
+RungeKutta4,87,8.7,0.000287499,0.1,0,0.01,0.000164598
+RungeKutta4,88,8.8,0.000132593,0.1,0,0.01,0.0000759119
+RungeKutta4,89,8.9,0.0000609982,0.1,0,0.01,0.0000349226
+RungeKutta4,90,9.0,0.0000279959,0.1,0,0.01,0.0000160282
+RungeKutta4,91,9.1,0.0000128204,0.1,0,0.01,0.00000733991
+RungeKutta4,92,9.2,0.00000585818,0.1,0,0.01,0.00000335391
+RungeKutta4,93,9.3,0.00000267111,0.1,0,0.01,0.00000152926
+RungeKutta4,94,9.4,0.00000121533,0.1,0,0.01,6.95798E-7
+RungeKutta4,95,9.5,5.51783E-7,0.1,0,0.01,3.15906E-7
+RungeKutta4,96,9.6,2.49981E-7,0.1,0,0.01,1.43119E-7
+RungeKutta4,97,9.7,1.13005E-7,0.1,0,0.01,6.46974E-8
+RungeKutta4,98,9.8,5.0971E-8,0.1,0,0.01,2.91818E-8
+RungeKutta4,99,9.9,2.29382E-8,0.1,0,0.01,1.31325E-8
+RungeKutta4,100,10.0,1.02987E-8,0.1,0,0.01,5.89619E-9
+RungeKutta4,101,10.1,4.61275E-9,0.1,0,0.01,2.64088E-9
+RungeKutta4,102,10.2,2.06092E-9,0.1,0,0.01,1.17991E-9
+RungeKutta4,103,10.3,9.1842E-10,0.1,0,0.01,5.25812E-10
+RungeKutta4,104,10.4,4.08185E-10,0.1,0,0.01,2.33693E-10
+RungeKutta4,105,10.5,1.80910E-10,0.1,0,0.01,1.03574E-10
+RungeKutta4,106,10.6,7.9947E-11,0.1,0,0.01,4.57711E-11
+RungeKutta4,107,10.7,3.52222E-11,0.1,0,0.01,2.01653E-11
+RungeKutta4,108,10.8,1.54682E-11,0.1,0,0.01,8.85582E-12
+RungeKutta4,109,10.9,6.7702E-12,0.1,0,0.01,3.87606E-12
+RungeKutta4,110,11.0,2.95273E-12,0.1,0,0.01,1.69049E-12
+RungeKutta4,111,11.1,1.28298E-12,0.1,0,0.01,7.34529E-13
+RungeKutta4,112,11.2,5.5526E-13,0.1,0,0.01,3.17896E-13
+RungeKutta4,113,11.3,2.39308E-13,0.1,0,0.01,1.37008E-13
+RungeKutta4,114,11.4,1.02682E-13,0.1,0,0.01,5.87873E-14
+RungeKutta4,115,11.5,4.38532E-14,0.1,0,0.01,2.51067E-14
+RungeKutta4,116,11.6,1.86364E-14,0.1,0,0.01,1.06697E-14
+RungeKutta4,117,11.7,7.8788E-15,0.1,0,0.01,4.51075E-15
+RungeKutta4,118,11.8,3.3128E-15,0.1,0,0.01,1.89664E-15
+RungeKutta4,119,11.9,1.38507E-15,0.1,0,0.01,7.92977E-16
+RungeKutta4,120,12.0,5.7383E-16,0.1,0,0.01,3.28528E-16
+RungeKutta4,121,12.1,2.3329E-16,0.1,0,0.01,1.33563E-16
diff --git a/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_simulated.png b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..0d0cf6e6c0ae2ecbaf1945f53229d1c06df8446f
GIT binary patch
literal 28662
zcmb5WbzD?w*f&0ebfW^&AYh;%-5?;LbO=a;NDf1HH_}p40)nI<Al(R(64Ee~bR!K?
zzk6_X-QDMT-}m>&es-6cIp;oiT-WuD>jW#vN#bJNz=A*^xYAPMN)QOL7X*SdgMkMA
z!ufS#9{h{X?vc8kGVFz&qrQz1L{{I<$^vF*VQN6*U}R%!3bSOt|A6&AFEfpaot>2}
z9}5fg_c!jtY>ZhLB?dIWRWPljG;ARde0{_}NIAmUrVt3sKwA8vic|7N3c3@;(9n5A
z_4}#!FEn1cZs95;qxuS?$R$6<2&RmV6vn*i)esR!z>kL%2nmnYv!X##qAB&ltRt2A
zXw701wQxss^3{;**u}1nbIap6iw!f!7j}nd#~S924xK5EJyX24n^lKDcq#A#2}Chy
z{RmQ<rdN@F{-<p^iWK5cvxa?0H~qlhwjV4*h!Ed8BDI5Hf=@)<aQM6spU?`SQHost
zp4u0W2JuNy#6$E*#3wCnY5zYj^W(OMhsVyE?#1}3!4Xcw#o3n8-tyP};bF!z@9b2M
zXJhTd1)2r-v9=-jLPu#hlzb}4$jHxk<~z(ZUcAUUok172a@I8;ejl~BXJ=|*F<-W=
z55^6Tj*VrQK3(Kypr;oT6%#Y+OM7T@yb#}&dU0x;AM(OAoRU8)88YXegnsAzgZqYg
ziS3eHe#i(cCok_6I+c^iX6>%r_TiQmbe0iIv-bNZYz8i_r#`;E44j;*^*ga2+QCR+
zrckK;v6H>MeP@+!gGU{D?<dE~`BzW)#smvHB5B3u+l0@HlX<K^ZJbScUYwOUY>czV
z!A6T7YJYh75^Ec6tNx^L!n%#prs)bvyRy9CyUwp9GaOu;oE^I7J0uaYQG3G31@|Ge
z#wgd;-o@+WCC8ClRz7?c9j$uh{CFv~i~8b7@_4M*LjuXQscb~&u9}YXI~$3Et!b7B
z!GqVe`@@=#CFv7IToyZ+Qe)!cuD{D*XOe#t<Gj1rQ4WPa-<+tj=@mSb($Y%4dhJ@r
z$yNi)^x3B4LSMSrPQLD0rxCi<@y-He4~}(8X(@+Bv4Ot}zOnIiz5AV={T}|UoM{nt
z_19e|eslhTU$0<aPga!w=F(LBGB|kqXyM0<FaDr!+w}PX_rjNhYXVX%&q}497HZ|L
zD)4l)9D+?^(d~XX$@KN>*Ak<yIQBckuU-*#bq-Cx=CjXp+j5;=I|`LTrc<#(b$y9E
zI6VB=$*D5<T`5aYwFt`uPs;K6VFL@l!+PY!>5}ly{s+&x0Y}Ga_X;x)L8}?Bj(0=U
z9L>$SYc7Jx59_{J>_QY9lVJ54LMQ9&Lof9lztcb@uh~y}A)yG&o|3tpz^9*@;!=AY
zrMn$>=^l)FNMCr%Hnt2?2)U`ZhLMkKDBBwt%#wATgZp%pnhvNK1xtN#tlv#xPjnMH
zo+myYuBd<a_9ZPXEt}JKy{e6JcxHWl{eVl*EVE9n`XizuoyU(~y6xxds&?n~2>e*i
z$O~0Rm-XbHv>PCkeHb(wN-eDOh?d~1_`C2d3zf#6nXGcV6(xJTO7AA5n&r14DhwOa
zp;#BoUo%p6J`4R=raxYh_slE(>`YGcEXXEJASx=#W=K`7W2(+|vOk~uMD!*D9i8aT
z?yhR-l`V8Uidz?lo)?Z1(RY%O#C@4$UZ+tYzdsbd*cCROuitOwsz$l7F;%Cz_$6V$
z^cXy^DhFowOYIb4-<5&vF8dMfrT%??9UgSAoL65%SCY39Qc?=&6nXHI*~53IFU}8>
zmy~pL?z0>BsEo8*$$a&zvlwF|6LNEE+d}FNn_LLomk?_nCcGwiak@KHZB<L)zV;Xv
z5w;sRckqS1*Y0$9%HsrTeXW$ntFf_Bt~@}ix=;kR)J{4zm%hB^dEwf|*;KB+bpVH{
zt<4C8Z6$9^sZQ4Ky<^Gcn<Z&D@*gLm60x!{oIa{^SZI%;U#$^7{f2Ms7Kp)6FZS36
zsnfTl_Qz`e{WYmQFG3Lm^T@+M@{Kowt||*og(kF#<KLg3WKf?;arV-3W5?cp%Mn0)
zJR8E2$F!DuI?qHzP0f<T4STw_u&|K3g;T#B2D{aUDtoi?;mqyRy2GjHxwZ($308&U
zIY!(i$Vs#8HAPNwW<nzjEUZ<#U4KJlV<aQDm3Q$fa%2=F9P~G;UU;6Z>8dKzC)VcY
z=c|6iPb5*4ljj`yRE);sX*_e<bnF%FLymW}Bz%#Z7@~kS-}I0_ncik9EkFGcY;Sd=
z9zr4bp4)tw*?BoVP$hb`8DE&WIRIDr8Tsk=Kw%Ybag(66@T_M%$0kz&hVw6>cIcLG
zB(4r6jOe(^o^9MP;v=uCs_&ytoS}%yH|2>ZW|C9!On*RE>Eu<pR#+25eEbQU<(4E_
zl$6B)<-2$9?yTCc4&Gi^7L(-Z4YKg~v69^xMaljmw6n^eI4U}N;P!O)HC+8QDc;6v
z9<><!C0~r;{Sn;{!`2I<6707QP$XGtY11{cyU9lJd&oGrx$|G>Hjnvv6e7bvJ2!hv
zI3scRo!??fz8gbngc3l!_0rPF$fz^?8_lP}SFc{h;0m7~&2<Xt@k7Gx)%qTyE?r?F
z!!Pa8Bcm$+F0zPYaby4Lwjzb!=xcE7M+gZB(sVu=_c|b=X}IH*bKBR!!9mkH!?y5T
z`^}oIdbzHTB_$Nz-rgy3BSS+e*2&lIKIJ(*J*B9ss#>*mcCJDZjzFh&D{3o=jfvp_
zVV+V=%i2GqtgOuNm_9<_ZMpkS2NQpsw%hh+voYcG?TB!ru&}W3`T6H<++bgX8{NBi
z&#a35))OVAS93qsK5UgzoM@I?B+OY*2)d{gRJa}6v~@%?Q9gR~D13iygg;9r;ceUn
zSZKvH!Tmwy)m?uQot#cR1#Rt(px|KZ39Dw@l!K5naY;!>=B+TDx=9lCQj@6hX_&`u
zlHA(ciGeKHwWHG}bn2XakMrHsRO{OEa;|u22LEQ&5|uqp%ya@Gr<pl}`(-ce@9#f0
zpSuFps;eI@%wBUHGm7VBlzBa4Vq&svSGbhwS#Q`9L`c~cYF=&BbzM?lKizPm(mFg{
zEbxvX&iQe#C*SGW8D*;5j&!!+dyS70(33Ia)T;OC`fK>Yr&euj$-DC%(Uif#!ITY?
zQ&i+L?8B2ajvq3(NsX3&+yEP94jjysVgCZ7=g*Ui@lB@puai+x6%KD<ty8Vd9xjIR
zSARRL@iCko)qYr&(zP4kaQbM&@Z$W8vMbF|R8+KL0nE4OIw`AOBUx84tdUXAz?`61
z1eGAlN4v%$mr+^#3Bj3_<&FzT@2cWR@?%b`+&U&ZWDg9)vl+QKnn`Io{rA6%hn?WO
zX%Dj}C=g+h5ofPPA-v78GU>8bkm3?RS3-R48Uw6$TOxZO#5jt3pUw$oMFzr<Tvl#4
z3-M5kn-hE$y{dO|uwl6t)Q(O^)Q2J~8w8<49w}QPGLj_2A!rh_<$BB0Q*A&gzKEmk
znxO_eT=){kJvF+*p7<nXU$g~VR+FcpkhI&ea8$yP=8i9;m{vpKSAjlz-bB9ivTaej
z0p$^rHF}}|+lPC7JR~uM4I#eh_<1jEjS0r;k7h$uuddHU2tQS{M-i_jbZ-96)iX|d
z8##ch&<vyQeEQ<VlQPx1=O{FXHIYY~w;ZWQe|@yLUz32=ult*Ssjq7OQ)wfkcQ1=*
zv5e6QR|B%3nTnOz;l42t@l%}0EH6U`l3a-o_L=oGMDlL<Tu8)lcEeU2)u>NnKEy|z
zcR%E0U7r`xzePN8)oRWcCGc?>e{zz+*PFqNay*gRDc2@wLSK^N^<SKCUF5xZz1zbt
zUs(UcOrz3DUy@4E(z5Uezu91p+(~0MUiX96L$vmq)p0o9HP)T3<cHyeiF{E@{z>IX
zJ0TNSWS_RX`enRiWTKDAyQ>|6r2SA{de+L$H6P5Uk>32S{ZQ9&VpG(kDF&MamrvK=
zR#!N3y%Q5}#P%9{Wm(Z{Be~dhYpi$eKZ-C&#!kHIx~hT0gpDuNL#a9wnT|PFdA(;`
z&si-c<!~W9ppsFWpCF8aSLy7LCB=G1MVrIOxwYF;t!$=lBU#|bvzqBMIc*f!T%Kj6
zrTfaV_w>Q(@$LfH`LV8Bb!zu~*@Mm;4r|Qu3q7`r#NDv@yfUY~UJ~}u=u{@mNRug|
zihF*K344qq|D%VH8HN6_Z&Gm-y8kJ^IJH%V$RH}_WRLGDT}fc))ha2cm#w%Y&5vo2
z*^N4{#&=C?S0&%or`MoZ5D_9F>iSBC0{>PiG4+Oj25qp6Sj>?}QqnseeJ8b=4_`Za
zrT1O@-4nhfox*-i_%i0aG~MICprmhmNTYZn9(lHMWPEHhMm+B&s1lh9Kcv(0HPg(F
zP_|p!qA5;!p3YI{WrRLpez|)d>HG4VNOdz$M7`PQK-J#jsNh%@KWPe#0F!gM<Jj8x
zw6(A@FNvv#5MMioB&r6>eLF2=VybXX4Ou`Y{bMjw_>&*hb`a@?7O71ZX6ALN)&P3{
zTi%4G%Xl{v==I4JNmXLdOc+=3)=3m8YQJ+t+;kVmv!drt?C;w~ArwXtzw_0$lp9Y?
zt?vQqiD=8faqFNqaW>h^DH28ORC4dwo{hb3-974LS)M(?M@X*b<bwJ<E|pmlk~m%%
zOmxygMSJDS4`Cl*@^ZoY#z7SOPsQvyy_JJ<xRa^vD6EIk6!*LC*Q~!+q*3E!zIBVo
zkd*dx)9b4<So8x9t961hPOs>xNl1@2{ZU%B%|U7Hhw>%7AUnD|tQv8%D~XPTS2poR
zITF7G!#+_UiU|5S3R-rj-EMAv&IY<pZzhYq_Kj*GA$mzHQu%K^Ycqmx>3h=pElf;!
zGT0<h+ezOdbL)vST<m2F+mBPb*uT9^)|^!N*l__~Y8u_?TZ$~6(8m#iWR;S17dKQZ
zZ)$l6?p}qQsF@!7z@&sdAfT=+?9FRI*YY25dv!7%_aMfMz!&mjrgnllun!*|NLj13
zq4u!b@H}wH*#161j!PK!Xpq2=_-$aZZ4c?&X?cO|7BV;u_m^eN&Afo1*L)EyreFAw
z+E5jF)WSDbexUYDXG%x&jotS6(34BrcRiO;+gl8t^3jB+TDxH_f1?V8ZbhQkd@o$`
zYTt3wXR`SehmnleM`)oCB2C}rE6Lb6P;V(5%bO<SP5_js-fWV3Ex~XOpFV#&ITLB<
z$H>J)?eqzxJqn%)NHPBVki*L3M%ssxK800YK~HJeypyil;3(!A2!H<k*(?anD~T*T
zu#-}LayiGxgr@b1ID6UMW?vr3SOUsV$Dh2#kH6+ZjI6?+y}q*N-Ry;d91z-AHCG!Y
z87z0-%7@B%K1yfha`swPTFz(u=x2l0yk2nQp!jaFK9_<)GnfeM#pI~@&Pc^xlhTv~
z8yci8Yk37Ci^qf}i1ZDb;B3!z?mvpAh->O0<Q26eHfl8AUmdy=kIU^~H~#QAjXhb)
z?np$XAiL`Mw`INL$H~I$#N$nhBF5xAl9gydk+i~uU4+_?N+(ruqfmm972b#J%n3w(
zz&0LhcU{{kp1iX3a?Ow@vz0)$Z<rSgi(i}%qp+jb^L#fvJy>D0kkWRhcDDNM*o~#2
zcB;1)0m>&`y5~w8_)9@{LG|NrYSQdc8Zeh%uJutahx)cVkEH7d;p^LTKNsz3)r8f(
z3uq%1bSb3=wLfkRo7<69Td&6fyQH=CHrbk?Ix&us4=wTcPYwWfM9(#PqfoA`!z+3p
z823<=3FAa~eUk*}^j&~_V;@;sX{ib{aHE(SN0|*&n{C)EwN|YU9;{;zV`E_{H9LdS
zSa^kFFYrMNO2D_}$0M}2Sd-h%4yQlF`TP0h=*#PPp6y!(=2;n$zW#{Y+i%|<xq0-x
z8K2U2sYjL1FCc&~0GE96s0rU=X0+Nqzsn`XT-TWV;B8GhFKa1Q4}M#KI}Qa;-vii`
zKpTLmTIFGH)T?aXmBeob5PT|P$$wg))O-~bHo4yfS!;WT)O0tT788v5aPz_1O&00<
z-q=A~8r*+IE#x*@Z1qjlo?>(|?V<1BwvNlnyN^1`IBIqqWg~fPh1xachOZ+LSbvPE
z^C~%cet1Z_@147MwTJtP?6u@ge9S{_o3}FW)(LX;ptP;r(+>1*B9OPXwhsT`ws6;Y
z)c?W6;L-M6>~Mxen9V65Fjj|$OFn+2)cw&PKiGHssK?plGF51!<ERbTOOdMCt%XnF
zq0HeN_?OHtEZCo%r8rKlNXg4@k=_qJqVhQEHDih)5M9T4D;-p-PfCX)AnSrAJGgx0
z)AOK(uWuVGYR-ObIAxo%pRLcwM{4<A#e{+ManL?1f_dpd;*-~V$;OevcX*YlC7ee0
zn(Sr|<z#Zxpp8k^CSMQZ_B~Prtuy<86sZ(XTssOL_~tO^lR=+dXtuPJBP%k3`!Rt8
zkcqbO?3J`lwAh`ukLjWQ#p(S1kKg2u70vR%E~mjN9Zp||bTNV*GGHK0$KQ=GY~0>l
zv_3$!gUI)4j@i#zU-CqEd97#tGT*&(Hk!7BJW`qOCAcx5N@&}fyV}Je@8<%)HqNy_
zOg3J@tD>r!+ZgjL)d_{qYZ+@}DZ9mMR}#ICf?zmnc=2IfZdqYpd2U6|QObdQEfT*s
z!4oil**k-pPfXy0n#Ly6KSa<Y)kU8^y&juA^-L6=HN_`(GK~HQZDoL&kdUDA#>E^H
zn&h&Ev!O{1*rF#Url#rtxr&Ys)&F>vfK-&-up=H)s|S31&%lP^<w}tT_~wa%LZn9E
zu5(U>vx2#8`qZGNWS-3TCt%v+B2!Xi7ji4&F2~+izweDlQ|wn=&38w>uFS7ow$47_
zpa9<v63iejF0SCbTEI{WT`gcQg}H<IX4W4q(*MtZN6XAf{>Q-qX3hX}Wo6~xzd$Sl
zg2)SIpb+**?o@`|ONT1MQqtYmP=0ZF%?@}oZPcF3yGy<CgM%vDySve4<|79#@Lr)4
z8Dta`BS5<8+@oLNk7ks88_Fp9*J^NoZ9#fpP@pQjJe03iQ>y*wkw3Fmr2<H}Y#(C7
zoWh#}@s;I>!F)VZ1B;YYDVa7J3Mi=D`1}c{xv-tdEe|!o=xM#YL1dnjo14D($71T$
zV5IR20DxpO-%h9j@YK*F+Pa&}%%RT`F!r;Cs}Tz<9*vQfPa)u>uvxu!|9C!HUgcaD
zW@2HX!s45kcZVe|(yk3KC$~d`6<}rscfrKUy7eJhK%uJL^<D8S@lo`W2QD=L4(33s
zOYGO4V&db+=PGA+o}Zn(tFPCgqo+4&kEAVeJ+v&7laL4~Ei3B?CT1Emw&UToTaLsE
zG1QC!D3fxv22f-}H&c?5@`dD+c@z=!B1KPMp8^@TWwHglT-H5Mjzv8{ijh><qZXY0
z+=<qi89n>t?j-K~Ex_mv`AzWLCk0^XDhWv!xPJ_>0Cb$Atg!i8q&EusV+)J-^YimL
z_L5;Y-VO6R?_?gGoOFefu@5?nbsZf!Nz2HnEa6FnlBRdQbobTx_@d)r1OBe6N@IiA
zXsX5$)^-{RNJ=Gj^&BDjR3Yty^)Y%}TwEeb$^ta}?#@o7X`>e}@(giESw-9frpCs`
z%v_U64vb{DpX2bE;Rt%2D$JjXzyyvnb|e#U>a5TENM&BLK7^`iXylgqXYr^-zIyex
zoO>tG>K+yrR%UIjmXD8*N&**jJhT4E<HxUZa&GMx=`U+5DbWFlzxrcVtHNUJ?K-kc
z+vm?6;OPddi_q7JT{4shz9g^@al%YZ71#8q1E#>nQCm_~QOOiCoJ`?&e5|Y--O|#M
zv+J9sx7?ThSTlxfCUNeW9$6<=SPJy|f;XC8XUy$Rsz?}iowXJPIu4b9`k4R6ZYqGl
z^YZhD_CHmTyWrp8kQ!sG=iY1GLgpeTB6?fye?Opm_E3LW&|zKO{!P*6LYHPVefEH<
z%2vREtQw8JPX{2>$EC>wC+YKk>;8(_$3F6f(F&MuV7DlW7;K#+@!K~77cuPS7mDaJ
zeDh07j-wXx_NawOolSgiVfLsV^f@TKs*-xHr#<SDdj;W*f{lGA7WSy+ZSH>dekb<g
zuv3gVodwxbitj`gSeCCp)b6}wRxe6}Z&_z})B7Y9A&Gy!tv?1xjJtppj(5F=)Z*U~
zh9ZnJ>u&Y2tvlg0%03sq8T9@j2xn5Ns<AGtJ6XE@ALzXZK7X&rrE=d>JO*6sJm8O&
zs2m+>_`FGq@dR>-RtxBV1(~80lpunfucerMwSIl<iLgF#tHVjhe1bJVbl?wB_`MJ`
z?sI$2aY%U54|kIltvezA{Yz~Yy;4{D3kXZm^A4hYkCpy+tL!_HJlA9|+S&)`2Q|5W
zg=M`O)-Me4T5oNRTxM6YQ-#(J8UUR-6mqFO>@~~L@G)q<>Ph3KZrftRUzIJe_eX@q
z%udvX76-t^a_g}R?GOLT5<)<si1W(6AzEkukLXG2OGLa{@OyN6cr><<dq^2Q{P;7n
zITiQ+ioV_6yk6p(UtTW;D8TNf{R)CfUcV)d79u4jr5u6%VWPjX(&hacA3$;|erBIv
z5gZZO{uQl%D=2ZSmJ>YxiSJjhUj0vePp_^0cRV)0eE9I;KO#8KHHvH>dW6yvHlt!C
zt_cp;b9+KJtY1?V>{^8R`nLeXOnduw@V{cb0j8p&;y<p5NPIj_-)a8$JYv`y`rouD
zEsgoFU$hW)c6R<}!UzZmME;TVl$)&Y@F4QgD2Ch>$x=Z3-+M~Zl%4iFGoUAV1v7vM
ztN5=;W!9f*^#0G#gF-?w{++WwfpGHgfglvCOD*dODX-1V{|>#YEBD`PZM8Em{hzfv
zIzIl#z`!~rV}&E;oXbbKi4Zzg4ow<*^!;`YciH7mW!!86R23#*2LChk851yYL^ixE
zS@ihPzXNh7?s#|UiJ4j6V=h2zZD@>m0zPYDr;9~xmssM_qmK2lj|-q+d{9u^A_xf5
zTPc4hG!AQsxw*Mff2MSa%l@hkf2b8?+HF@h7TX4}&v(#mKz`C;xoe$zc5<jJ^gm=`
zHJC=3nQC_L;k0K1f-c_~H~-KPb6dGqK@_oEk>_C>6pi%=Np5Ip$hceiGP^Eq4!39p
z;8V+W{889E1doy)Nc9SEGRFrM4U=<xcb~qGT<D5VEp}TQE+C?!y04rqr`nALI7uQh
zvfE+-I8lHs%(rJ_V~dG)o^8S0cLr64&2k^Dy^KYOGf~*$5=g9=7#NWg6I%P=3&A$)
zqYoCW0s;a$E3N1F0$4?Q=;J7PZN%NFer8r_P=BDJqvy|AOx0?*$0sK<6A}`xR_c9u
z{Xj`ei#b~^<yB*&2*^%}&qlsk<xI4Xj;eQbbSSQc-{5>)5cqZC?Ci{_HI!_%R#Q`x
zK}bl4h?tl^QRRP4t{;9_f&xuRO^wOl-+y&?Z)L!!_l;nGUmp$7wqCt?b6-P4W3}eX
z7n!m*iXO`;Ks_mMbJo`dORO}l&u?{lWW7(af)t2P{nRDU-@gOYDysi`l5MMp6h3<R
z&^vMQ)~#Dov8I3rrsS1qXAuO#Q{WT>1B24jr&)z8J@(*ib>2_orV_%V;7J?y7t~Ab
zBj+u+RB0##SBj_(pvz$|ul>Jg*O9(H@+j+3l>U2Z+~FZ}UQNE}cWbQ5$1)@%@&faa
zP|$L0x%a3zOd?BU-C)aM(^o9GZr&7!Vrzq}xz*g~3h2mH0sRo|{Q%rgFF*|u_T<Tv
zp{^ngu`NG8)P0{bQm&A-u(g4q7wO!c#jxpmyd;0LfT>XyAmh>Q1zZp4ev8*=-`?B1
zRW$Zy6=T`Yy(oNHlhS({W3|zCi0}wHH~#Yvu3qVfW8e#6)5L2*q!nvHQ%8iYb)ClO
zKCQUBv1&R|K&ad^J2Osoe`;Cz4Q&Wj007{4I<LyeO6!@xhqd^Y2bH|UwrNv~4-2~e
zU6f&zxp{d?_!3ilPfCL!LWdK!I|#u@2M7Tl`8*+CF>4VKU(}5dzK`q>=y`E6UE;KD
zuz#4BUszJjlSz{19Q_*ocd1H@P5_;0=VaZ%jnwr!l<;Vqbez72O>%#Ia6P0Kkm*Hc
zO5#HJIv7brCk9%&Aieqi0te-`kf@^|R24&vc!no&IfqZ;@2jRpiCFOX&TO|)t95)r
z!1~AQ+&UE#HX%k!B0adTjDnqim%JPuNVPziR@oYQ;{=2pes>)pS7W}TdxKWT{O8w#
zAw<)V=4%9hR0jwM(nOm7QUNykJ6Zlh3_$%aMh#Vx&#4Ii6WXB4NQ(daPlg_k|9qa`
zjsoGfF|^5D!Y{Aw670}?9nsOoElD3kf1!oHAykp$md<}dGHcXpmo=<Eft;Q)|G(;l
z$b<yxf21J<_5v~If6v^JQBe>7^NZo(r~kP<sN?^U5&lNUcX;Hk7-P!H$`VmfSadhJ
z6a324_L(n1uFwVnr??tJ=*q91(IPmCD#M&!ULN<KtPP^qfAR;ZkQ>i`5}Cv1#J?Z(
zw>3lk(@c}^zth|>=^J6$2$!|rNZ5&lF)lJG>B+wy{^wPia%Xt1B{K|;jC29v{5@|a
z{x1Mn5v~Ff``f#c5maUW!$Vb9C;sQ5EY9CeU81*3c)kc>L+>L>OiE(7b*nwm_k?CJ
z>DkX^mAYmN2`;pluAf|`JG%Po&%}p%#H@cj8=!aoo%G`fC@5t9^&G{h;ggT*epZ%0
z0ry`eADq{V+ViydORBK0lCtvW-d_3PLT%R`=<o+!7LcxDBO?ibqFpI)wl|O!6I<Eq
zhe>=Z^?yyjff*mFSMOBq^*=FM>PfL#E2!v<@YthwUP^JS)p<HA#3YxT=Jq#wwvG@f
zCfi-?R{k(m@}m0&8Qb$9fz$8JtGlls7|svK3&$c9Z8pbEEta^LJ%8XE!7`!yJrS}L
zB5Grm))@deWe>3Ncm$yyh#MMaxbQ|)%6_@hz3=C;7DNfHDeI=aa&6yc`FR+{{oE+!
zGFh9UmaAm(H}0KL@&lq_P?P#c9g4b&%1vo$>6Ex{?8((Xe*Capx~By^AI!S-r=bg)
z6_&Bzzgxx1S9)G}l(|2Dp81k>6SxKnqNAc{p-?DgH(oT8e4JPyp0uoN*to-ddsK;G
z8{WS5vuBB@sHjp16-dB(R-D&i{q-G96O)`!a&9@m?q$`B{VRXxW^3Bjv{`e(rry^-
zk&}xH3c|40qF>ecZ|-gfEGEL0V`F18SPe)xrL`0RXC<Ij{yTjSRrwOqOXQRoOzRE5
z*DxD&m#On}fBVJta8q>}mz+yxb#*nfs7S&6jgWgaD6=GQ+_-TQP&@qt0}OZXK5>sv
zNXQK@GaX>uCv!12HqPI$))^fE^x>f6C>|hFw9X#6G=6IijGfZg*JpFtTMkcvq;dC9
z-ypAgI9gazqGXCKYh6gg!0-qf;f|yg;^TvSn}tP9c`#i@;#f}}ROL3`XPWTp094L=
z|6WF0H+e1Yo@R`;$W~<~4==E@JR>>qau<com-Zy{Dr@foBTw07{ytSrCb77or=7{k
z!O00IfKWbR6RZF{%DmD?2}p&!g;(Oz-}jA<y&xtc;_ET~iH$9h{(+6@x{-++=PLX_
z@@{p~E0WDnqq#)JAxWtJ55Sna2b*OyLjPmsRHcwM^tww11&~PBiZo30mc!0O*##&>
zVJ7;c%&QQsK%lkbC2iz}H#$__cgUfinohiT(ViD8cCDa)w0}6a-qr3*pBJW3blR{x
z@O-E5IUFSQu$j{yRY?)C^=NzX=~WCZU9qi?LxenN9_;Vw4JHcdUFIZ75AUR=V3Trx
z0oJES*O}G(=J*KAwr4-v008UA><T0rRUMi;A)6G9oBz!58U!H6*T1tDv&}!Xo_y$h
zI!Ax!2f7c+nURTTB@QKNVO(9!2X%#$lapZP*KAUjN$g5!ZT`}p&3G;+M1z{CRbD6V
zs08xWtpnLeLSjXm$--XCsLi8(1e9Y=l`@+i&J`4Q^OaLSBu3IbDI~p}u>Fk)0^8yk
zd!$;jGfA<4QC};lI|bKdhMk_$Nk?pX%F)n@`|30nvbi2uXjE8gXB%zR9lm)cx4uyc
zAT9mVF|Hf79v2SfS|=?_oySjJVnwwz2+Kaz<yH;A4PBl;_5RwSxO4PrWoK2Eq`h+R
zR<5N*6kK<l0h&!8aCT*wVKB*L7V;LCq6$r-9!Ra<r`oqfl(#<lWAhI;Y`2oD%6*}9
zoJhA3NALyC-~37D%i)$E*D2bo9=<_&fWKN$F>G~C<#giJxrQ>*{W$(GPK#MBl)r+V
z&(tbZz+sXD6B{p5R#Lu0n5%rL?|=kB^nn}FZ4+YVIC=kFv7|)1BN5%5cACSzwl9W`
zgoD02(r_Lt);LO$!465Es@5-uHXpklO;Tv=DxO$xovrdzZJ86_yu*<*aw76^OM6!$
z|Iq5DZI{`*hQ?|?7h+i(2usyGk!t$BxZ_7RJ@O1SN<ecGEw6942X4?KGbaf@trzAW
zC^&P2Jq@T$P`#B(&C5{HP^$T+=9|FwR=<S|##eOsBS<jJOJ4+If0&RRdJ=_?*O_++
z5A3R1%6m|9<U?z@h21mdJDr@F=)+Ad$l$rfB-`}<Ne;I)KA%?$QE2f9_#y5`i<5;7
z=bgTq4a39q;{!<&+>KqK2RL6Q)xs6GsGayV!(+!AZojt2+-KYbUP*Oiv_uBL5PvD!
z5M$u9=^Z~n@`TmfRZci<vqo&3R41(1oEJHnnpj3pHw*|hmZ#`zi`E6ZUJ@T;)QFM7
z;9O|V^~YlyN+W}L6lL)H)GJ@lGHxHmtCdM2O;7964dHeh7^}xCz-Flsw69(w1t`E;
z;N^9vWp%H#RqkODHkGXMNB5FW_Y#N72EWorX?~acPIhW~+Bwa=rU@~<2%jEv)9b@n
zQ2c$*f;LpM>z>yg`yCwzzpsAr@}@+93-m_MakSFV$%sQ)@1(ifuiIhLW>Q<tKMy;d
zU3ec}+kh>3(`nyHP2R#0BHY7!`<lJ1j^K6L7B>U~AtfV|iGcC7`tSlMUe!WXiV}SA
z4tror$G!M40vNl%15wT^6{WoM8-fQLWxc<LMa#!`SyyZaKrhyIwK_UK#N_me91l2V
zN$Gj<sya%tf8RtdzWet=;Za#o*Tx~9q!b#j!rd;mMWL_-yGZ@|iee+Bwqdi<#o*<S
znr*9uJAstHXWNf}{Nrr51>!gbn||GyOjyaHB1aLEmyU?y3T)TZIDn!t`c>i~NcRlM
z3V8ug3R^n$mlHa>8cEi#?z?WOwYeI#$J;)*urrPvaTxnZ_V*SLH8s7BsN!aC!&^z+
zp6EhTH|DA}R@lIiQg2cvR*pfb=B&`#xx4z=vgm&LREr>Dy7b-wUhK1S`Psa&<bs}b
zSW6&!*M^!p$piV9Sg{&nvx6tx7NcZ-zxSCB2os>j3udyYNqehve&pe5{Ho>y1^rk3
zVYw8OrHAPnmph~uoA?PRIM6P~g9-NlM=%#=8B3N>yc3q|+hVpDCa-uLNcwV7-Lzm7
z6A@1;(Gd>~Oiq^!(GN3tp!{(AUH+ZH6I~t7r?OoyIIX`mu?f;Yt($h+i}~|6pj<#y
zw9>jz*P#>ip`yFCtv5TKhwypW1uDjAJ6|(k`n8RM8E)Qma->oQoMQ%*`c_`th`eK|
zy3MgvF){JLIA!CcbL^jAF6z&ks_rL&pEtYm&RPX&@zQFvW=RC6G>Qz;)Z{$Aq516d
z{l90jy{9J&vGFF#HUy7jcMhiLI2Wg&w(Hl<P)v(aRPO89=8GMWJPpy-`*rldW+>XJ
zqu4*pk5)1gSIQj4wUc=8)~f~@hc1O-O^JvGfF`)a4wZ&*ctm^``WS;*POPQ{>DgK$
zdgYp*`wryid?QYz%G2>Bv{`Hgn5%i+&g8)|b?YhlD}wtDMz3(`y%0jh1Oi|A0b?uz
zd9<j)1K9Uh(v>jx4x>}u$EKpJ>5-j4NjJz*9z^-a7_pDx*^>NOn&cEDFV@T-u(F9O
zWr(TD8`(Xh_1n`$?4j43<_LXkcCB1nWsC;4Zkeik7)XK_b>2uahcuq?#}@qrbOZn!
zuIpB8G{6KH??LercyG$J;+yq;_{dL;UJ-8_FN@~);@1Sl^-WA5s&09>gSK*rK+TF%
z!^?ATX|51R$?pyPleU9rLr;X^yYEWsHTvg14c0cCU7=TUo>i$!&VvHre0ge#5fciu
z5io!Q4Y;MbZM$+dzbA7&jdIw<h;9%S!A&uFd{x81TQqA#zb4E5<N!djjgRGZLfPWs
zF~g6aOQpG)|Ik~3k+S<dAEUvK{B<%2M44~=Sm0+ze<CiW*D%mvC_zBZ1MKaWG4C(U
z?IaVr#q$1DFJ3I>Gk21d)Z1rK(%G)a@N~>SPB9dE4@{<zDcp0~O6DwuTj){0!G_>>
zTX_&vpE`#y42797i{1SlQQ{O-RK&p?^^Q3}4MS?n^F``(dHBVC+(q$0dH!4})1{$n
z_U|X6^?Titq~VVUi3!{KX5W|2zhrWpaG(&2Y6T)T2O0YdKqzn6mY>ZI3+$5!dY+yB
z=<Q=MP9^FY52yJ%_&ID%ArwgYv4f~+&XVKN+e625<jMn?4ea+hAD?yK&nqvb`1{*8
z$jK3tejDy#s_DA7H5-M(z{{udgFhh~-B(CsGRKCzzy~ppH+a4B)jq@latjj|Hx{8g
zEp{jMR-fmo=06|IQDoC=gpdh16-_w6q5XY&&|VH32Lprgq=+D11(<o6r73jH3eqr%
zkM6N)DiK-vU2k8g;(bqv4d4<GqM{q{lNfcpVkiNQ;<0-78ks~6>BXLuyMX4JEWB9%
z*xRY?IQedPy1}#IbOYw8d~)=e#Y5j^OnS>ZL+*>Oi)Q|Q8@hZRt?~@3_He}FnIH+-
z_D1vQe4GaNdtyKu5X(|D#@<!y#O0o#2_a#LD>iKFOyo2N`l8Gmx1A2lk!j#2(6VZ}
za;Z^1!u?P=i&b?nZr)4Ad2{$xZ0zSJB6aSq<+`K&RA(pSF%O9-Olr(VploySB<~0f
zQl#gX$6_>((ag;36%=0Hk<4q$7k7MelHW_tZMp7{wA(AJ3pM0%lMJVb;+}R>F09>o
zJkTkNK`W^Ebl}$37Rzwn@rWFuh-i@Os2Ndbf4>rFIEc;6?2)~Bl$??>xxp25s$T=_
z8494GqqMZN9XJl1h8gv4;_@@$si~?ue`l70k+MC<@Mj}jg{BODSZ|My;|jdN4O6i>
znd$iP2vT4RF-4SWGmz@$ANy+y=O<h7lGN@h_M`}PbHb+Uo(-r&J3n~r=UY}FIspEG
z1`~i+zmw_xhY#`X?NX{uq++<wpFfw<)Jy_B52EgG1e{CwUi@FtpbgL0CL`cCz2kxj
z!1oZFIBOGdRWPuy$ltkh=Oz!2I%Qjs4I>lN6LE1rzCR_>o2;w~S+Yr4!~S9dRx={O
zVPUb!$rNSx`MUJ#02a+#zSG+G$+>wuJR%~#rA6F+QxCXY^WKkgd)2phSy);=JrPeh
z+?<3zpf=XlPPuyhdS359wtT#x>p@Nr&rj}l>Z^)xmdpAsAZ1tC_X2z){tNx&mM@{7
z6fVMhb0<0-0sMS1i5YV?fHNSryzlA~7EqH04@OBE%K&E^xwB(~30yQr<E5s`Z75PI
zDltI2E)s*yXU4_G=B|a<PL>#jlwdDYl8`U~@4mv?C#oX(<uL2%7d^?jg}hWMm)xx&
zu=m*Ow0=QTcLW^69ky_B$7E`bD*%40j=%i^8KD?K?oxPavTpH_r#}4<Q28-}dRX_C
z!{%mrB!sT5e;RvHtZi>!w)))vH*IU!&_~{YJ!&B(6*PXm8t}2xf$7}+{8s;vM4j53
zf0MRsR0Ig<C(%>%v0D@tV+a~UD7mn4aq5b7O#%YNmT~XlBt4?^T8m6go!0*-2#}k+
zmad8S^vtg2IDclhl!@Yqd^R5)mw?7u_w5{ok=|%~RF0P8l>Bh7saxc0LG?p~eSMcw
z>8kAMfx2W%rMBc=YXs}2>Qqaw_l-tI5dqSXCoFY0v9B{PtJj-+rBm&w1L}pbh3(fz
zBprZnVFDdPdTk{L*Zs~M^@VzHFxGo+LJ=*g37+rGG*fMrmnd-9Bqdhu_Ad3YiYW4#
z(JsqU&YO>Xii#sQqdj-uxHMdFUu0wjv6CaTz$oA-*w>qvZD@JQ>*e(FvvOy({Tg3f
z)05Vvv5&@%HMnmuYWSR;-l7Q}mj}s-C@hiC`Z*<zI95pNE{00?_Z*`<&~Kt#vOkTn
zr+kP(dp3cDN{YM~%=9J_(f4%6?MHO#skndo*Sn+$2gPRn$!7TeQg7;IJC6Y1p7U<6
zg1!S~*#>n>9-kHu8UeYSik|W?^geJ4Zbu!#2aoKo?B38!KyUvG9DS%-yb<eK0@_Jp
zlYGm!E2ceaG7K?x1d{1Jz~v%33qI+V*3qY4>6r%2IL6;JB5jeDsE*}YC~_)}pKW#K
z$DF=&K|s4F5)3a3pSJ|&+m_`qvHpymB31xi=c~!52qixhWk>UF4cViPBz=My(OK)t
zqAt#<#Usn)V?q)0L@z|q^H!RebsM+uE?|<iq2%2Suw={gIy0a8?gj}|0`+Tug-Zm&
zX)LZmT%~SK-2bWymsF+MIpr<B=maZ1WOXxH)ZZCg-RA)nQTi0$csb!&5<8c)sP7*1
z+@1=jI;}+KMxv&yu+Xo%0IWhJSD@I`mz}UhT>=s+<|tZkAH|BDPTs3Hv_cCIgS5p6
z;qy`A8ag3l2~j45bH|rBv#8`Dohb6c6Z(D2^DCtOw9TJh=pia!^<{`b<|?o4Vvgx+
z)_X}0u3^y%dLz{%c=TN-;iZ@#u2uLP7Y-X32A|b0>o{gR2;htIlZ9}`PfvGy^Lf#h
zx|6cA?3$A!{p>!!Mu|db_<`kIfwl44i|pME+JQbDWqP+r!IopZz63FVy!bNfjamJG
zo1QV^9CSW?U_@yET}FJ24orRo+G7s2TAk$MDsmH#=!sj@ir9dct5}*T^3x|#PD*l}
z*Dp7KgFEK^duB3zhxdR>^!&c}O-lF*do5u3$tAX?yV@9}rP5#=7kr1P<)3~ogFhZk
zqVvUW>P0*7*A)=i=(=q`ssjCF@6yslx>rs>n&<*)ho<4U8zx}Q^A;%(kFw;F`aKXL
zJv~mTdn7b+x;BBDtgFK!dv9^^u)iFLDQmuxSw2ssr4@rKK}$*j(C4b)OeNq1s~8v<
zTwaEglk=w{JZ0>uU$%NiPDEqVWHoJieg%bIY%saaUbevO*6VZ>dKrE$;0(;E5OQik
z5+B&CsNcT_Dv%9pN*+(ZLhrYH3qtb?tl%aiTrI$+eom6#5d8}MNM>tVPOPaVu<QKO
zogu;&8T3f|;3@@}`*$f~RzBC{?qmAQyY!ObnYRErTi08?PPBixYML+`LfYN<VhQQz
zBcK=~)5aA6W)o48r@zlqba<1au!YW5wuJQKhJ?J{$3P!_ZG-!OQ3Zvzs1&t^=S*fI
z7F5eDrUmzV!QylwVPnQS3akKv)DEPZEvo(f{kIYUlf1Rlw6ZweCBgLgS)%hX>>w19
zxCZ&_j`W}kW|g=JHoBL-yigBs?v$sq%&XpUhsBj+uiehIcU42R>3VLeu>7>CpY}IP
z%lil%SF}HR8v$JXg7gx2ZjBp5`ERqSi29zsdv{3(XHkx*?U!S%BAjQKv@Iyz4e_Cm
zuX=h4rw$P<y&*LIf?;r;+~`Lza%n;X$}0l2#a}F~m8W=A(+4Fud)2?MxCZ7A@%gvW
zVnguxp=)^Z`zZQ%WkgqJm`K7+QqP*>p{@#FAo~?*Z<|UDf0Rr;6{-8_e*>`;F^R$F
z-8YC>qS7A%IFfQ>K!{dE|D7}MpV#(gZ&QF#9(@<7K{;9&=x(UDgm--1AQbr$Y;paM
zA?Sl50x<;hJn}@Nfhc8T9<O=}c<$FlNr<}!aC-cloKJvs24cbHh?`513a&GoonGa0
z#?nKNeS5f^&<5nX8rNgZq~@4EMoQ~f*~Aq1cxXCA5--yuTlyu|HDTeXtYNO(`Ovrb
z{YFU<Fa?w@pkm$}vEbQ&=<w9m9e(g;fjcO8HQ<C|C~k$wbfWAT)fITTAl!Bam@+rB
zrp^*-clbC*t-TsjzudSny}}PL)>Xq>q|rMNcWv0m^uLA+{Aq~cR#@<;WSz@VQP308
zdZ*Oy+QT=OF%0_ctm+FZ#(u5=2JQWw6|jr21MI`kqgeQSu0BoR2Jx-M9)bCQ?@Rz}
ziZi0XW?FK*3P}jd@~aDUx5;wluwsa8B5upbJ{S4rUI=FRscTKLblfhC>Q9s)Be+VV
z+;7->G&KT+2SE~tF#r6rii!$AAd?@GJdJUJqh}h~^A&U}poV-rANjnGs;6Fv{k7b{
z?gp0o<oG+w<kH1)HI#gy>6#knYc|r-4{K1ap9kj2YXN6A#3;iThq=b=O5J}{>;|SJ
zT#l2NUaVyr{~2#)Y5CW+wq5(W?ts5$6ZGf-AYU_G%>O~u?1tt|E@r9LEOGmq@DK3v
z8#sLZwM}V%&nSVYONViG+lAO(FSY*t{(HBxlf1EIRxxG%0`Nca=4J(@NY57S1%6-o
zH^>b^@49J1KbIuzeT0>?g@}%h4zVU`gPdjU;d2YCXIBL0FObF$NC+E6i4(nYD-coT
z@>GCUTEv#TTTXFTjglPgGfrgaQ4!Th29zKF%A7lT<j-qr^8JEQoGW{v!>T92?xl6G
zW%UXp&|{(y>JzU`X6^A}QdVp{!CT=}vVjKN2oho8#fyDQRukJ+<ePq#a!VRtpp5`g
zusn%lj^Z>QzO@7!%2P!MM+gn!CL`mUVh`Y;)ABf8SgncIagj#Dy>Sz?zX5xLq4crz
z7BC;;yaPC4LmItkX;Ie<>cK=XUXFN@B5hQwh0a);W?b&}+0P+HK+EqW#KFdnW=eG{
zf$tZe4(2L@-sWdjGd|cV^WQ-OWt?<0V}g!Dzw678klXRW3S0Gx8q>@tSown|W6ds`
z5YYmDN8|^FtR{cmAQmOaWC|S2=Ro10>;ekT&{7yVw?j=g5Y%-OK<k4UvfSgxO2n$u
zppCkJeB8{SBRId&lnFS3Pg=_-lmXd;Ba0E=((bSn@GRApbs3<XMDDSqzMpBQAkhoh
z4PxieBzwr*dU|>`9g;wtZwC#3G$Y!MDV--`KCAMcKa@=^E#rVI$-YJwp`nqfsFn$j
z5$|H)l*X=@;_q*|q7$$Rvd29;Y@I?rjm^+f8A@|OW|BymG~L85g#yR#kG`#~Pk`OJ
zbFl?P`FJlc2*PFpEP-9V_(G!@D3u1Eu{7%4j>)<zEGO@L`}U2^epO`*z*iuuJ^_*%
z4jG#`0O|$99qsK3Z3wxnt(3=#&)m#xuzcC;x1M%~*oLU7C75^t#N5tr;^^_#bFH~S
zOj5G4s$DaE$l`3fJ3A`qBwy-+=15cYS@DRgXUXe|Bcr{G1m1l4KIey~4va7Vvv~GM
z&G^gf^d9nXM>n_HexkoTrDlGoQPEZICk_i*hN-u9L7(xEBWOI01`g)i%*-mO+48CP
zT@Tiy0s_#2!^7i1BYp?MRGOYZwN&&|HfwHbJK$kiHwR_VD!&DKIJI!$`CHSA@86mq
z!!prAsRW<JcJz@i;fFN=ZFSHgHa7OLrpZg&E6c2Y8^tVM=86gmG@uKY=<3zX&gU`s
z_%#1#)hzZSmLC2n)1E||cLKX{p7~UN|J&i_dfYl-vnlM!&&iQ;Z>{Ec+*FCOo-ds}
zO}kCXXP47|-3YC6vGTflK#8cKagzP8>!oC7W^Nuk#dAL#1r49-JpwsJPzl}vJ}3ma
zVZRwL)n4Hboplw1o!-~`xE$&aO%Kukc;rs%LSKingsHin$8ABtWw;z>9vUcCi<88;
zCnqJPz%qwK_<u9JShkz?8il~}6&3{4D81KackRW4Fk;S3x-3m^VOUp%H^NZu^<b+Q
zf2m^=C^&V%W;(;&%tx1{OzF)BvFAL+Z+>wyixA0RvrAs_dc-tTmYvIAiuIa&!WTlW
z-&5j_Rnv9f4~0f<1(LUe{{QLX^@572S9d?uDyhy-%4$t&qY{u1apRq`1|53)Vxb3u
zLe(KPVDV|f(VFAC+%nnWi)n^e2?TNlu1)f(V~nsD*E&j$4UM+1h_z^59=;@$Qz8LU
z=K+>tRXmzxPJwstH7g1Y$!edwNxac@Oq)X&Fn(|B#Y7_RRBd|>c}q+%c>L(gXNg`)
zAtZ1o!0&b*H=mXplV3zU(_|;*_*wLgcK$!$rftE*D9fsa>kCJ9K;X(F#^CcOIPu9+
z0$ehRW_X#SdSVnAJb(Mb1fJrG><UN9oLUsE+i!B<^%~K#4eN}5R&AHt$u0svg2Ngn
zzdk^9rfNrF6B*dx->Rjrm~=?$<Q3H+N^S!GJMifv%@Q)NUyDFa1rtRhkJ*MCYSE_}
z--iP~!_NlAUr@>My>7#KsF4ZPIY0rjx5&1y1`X3aOhrs;#4uN&1^*;UWd$BhnI#iL
zYcdASJ{Ji{$mQn9jD7?)R%toU^2jxB(%n>O&16*@ooq_`CPgf|eg#oakcI~+Y@PR?
z@^jKZMP@CrW=Vrq_*z5K6DrVsvo4<t(Q$wp&Il4PN>bQqL+I4f`~Gsc_iiBB!`ew4
znL0#yep#9<FN@_=Oa|7Bn(=svxx`<fo4_acP!9|w308r}__C}u$LY;w;!dA(m~Y8-
zxm{=$lLiq^5a7ugfqyOUro{d$sZIF<&1w7|m~OH2X}^bGiEdo&TiXCv3%jyh_v_&h
zH2CWWy|n35RAd*u{)@UI@N=K%#AttxS_Yt8$BSjiY$A#j_;iqTiyKK9h6uNpy&i6E
zh`Ofy9jL`Y?WwwzZCuS|jthlP$k7a5LIeb&jC}oC3eca>F&meIh$v}7BI4`o{pF<_
z?EKzW)wo@ttR}yo?#XC_r!eA*Mw*tcyIXrYau<s@&=YJliGZAKh-MuRDaX%+K~&9|
z*!<yYISm8-+UDmBDc-x>tZ&^}m+4q~5%mP_AA-O=Q%h*{`_sq!9*<qN+Ai4BppJ|y
zc2s(bv5piXf8QItedO)VAUy6l$<rr>Pm;v(F<#MPe!CBohi}T*sJNmQjXuHqYhNIy
z4m1k@8x!=2L$b*h1fd%Nk7`w|Ahd?PLor<kiu`-+Y5jPLckRxnuaabW(hqYY5sUuR
z764@n=yGs@Hztk{rkbeB<(7oh4Wa(ACEyh>&|(93P#NUxi0VH;N@L2dT0)?cKW<R$
zx48HM)OS$wGqI(JQL7O&FRnD`VIS%`!>=j_F&hSky!AKs%eRg^-8(KappMi?@1bU~
zt7yH#M~Z(hshQawumIx=pr&##{v?LXz{b&M?(FsVa{grogZejrJNksQE`}Oe?p`h+
z(kqWH`D-VOVh~1Uyem@zbqB5YIU67E%S5Nh=Xh7df;KMk%+ID8I2Qd6ZV!c0RP<_H
z&i?Y=n;juyO$vXHL|dB@F%o+S5=iiYKIy;Dk{>|V2=uZBK{kOe_MnOWzHd<PK;Oij
z6YTsLJmr2~aYavZoJ4|IKE!g#qza_~D-^tlsX^)4I0YL*nvs{xpYShtXS}Tw3Q_uf
z<4@on6`;f{*FL8X@C1!GYXkKra6w1p+XbdEi^JtYD^KbQ{Qv41;@~K{9pnOMxqv;U
z-o1c8Ph@7BeHm^w%2VJ)MGw9CeIOC@|2887z?5=a{_yxiXNU>P_(1~bB#}1AbWHUA
zyKJQu6hw?uQ$cBn=1MH?>=qN-gMuwQ8fcB{tGA+q(+2pCsDDfapcW7--?Ul#c;C^<
zz)#$-v{wTTJOKZk7x|C;9|SLYiN6ZlY=+ZJE&ndL+1S|;gSt|)3#a!Y9uSC*e+=hx
zWd7q={A|yH+W?yTd5R_SfeK>5!x{DP`Ty7yk@4}8;EXS%?MiAuqfvjHbS%$HMXX1c
zyB}ca6$d8$U6*5QYdEA*T>ut5(+};6x;91X3aU^0UD}psm+Baw{qOB}FvjoA!BHWt
zTDPPmlJmQ+r{(8Q0u$7=ZFf!$PBK2-`v>|DskSixI5eQ&22}o<Sc$Y@w0ev<J6d4K
zlOb;!ffoOBqKgVpDqZ%?h9(6#I8<JACo%vSvpM7dUdWT2_{F`+=ZX#sy>%*ZKXn?@
z4W7u@bggFQr9T1=6_7~FxIU1LMt}7FtG>NQ*$Cd^pcBWeK?i)l(HroJF3{48c)t&z
zo^6IVKr<2};vFzdB-(aSrbY~#4=hGmAA`%*ES)wK-&O=*y(%yASt>uW`ZDk){01d=
z)e2(}ZydVLqQeZDoMHj0kOHs#5dd9Qf|dj0<986%Gf)Jyfa%E0%sF^%eY`BB1hi%e
zMZXUx6A>6WeNxaX_lhLTHv@VJo`BH~cp^)na4t}m$+fY0dV20V&$WgLS{^1%pGp8I
zvJeRDZoCm+M@Mg|s;Z{w_z_Geql`u$d$uGNgLqpwaG205C}V1x`*IP;K=#kVdj<D}
ze(Vj%FTgxclGZ1xKB~2;1D)dKRR^P=hV#Pes;%h;-PN@<1~xXO030&98po}tYyVa%
zDERE8fKD@54v;|%CBH+?7T{)X($I+5*xC*)ftIhl7iK)k?NAEP&t>EA5cu?;0h1fy
zzVqqPwpn90@a19R;XQ48utO6K-p@pZ7LE-(<n*Aa*#^8s1rrA+26(k|?W5*}{*Wp*
za}+ZMUBD}uRKoXvHgoNQX08SCxrwGALV6XAVwjhf3`Ykycz4QAyV{1ybrBmY@PdvX
z0`5QT0OcIP!NDPAXIGk;o$V+?7d|0p@|RC-ZrtFqhfBc7;Frf7a_KRrza!wXXQIj|
z21^#^KqF?9QGlyHeR>C)e!J&dW@cv2|5R?5lYrM_pyN}m_mQt){GVF5=(+8|YlK!4
z4LRK32fBl9D{3LF6g5S~s2`#B`U6h4z`LOom(XRA-cI!Wv)J}8Y(17qV0$zs289+p
z3!l5ukn)Ga{4tO!5Y1^RHR*@I>lyRA-UhE+GSgf(7-cT3O6R6K;gKITP^;7TEg}<x
zX&DY;JCSjjFQ-ICrs+sbLO}NxSO25rUpBR9E>09FS5$@0h^{QzD`pLSIQT(*<j;Wa
z!3P<k6&7x2e&L!&|D9~a-@YZmUR*@^r1>D~6PxN%GHBs~wUF8!fgY|siMr;?Ca=Q4
zOWV0yD@^T>54o`?&0CSlH7|TQj9Pypzcx6v`31erCv|-eaxRNVgi^rVFc;20pAjLn
z$_hatr3_vEDoGuSXo@rv2941%-UXmJ8E!Z;`^^Z#gib;v;Z2RUEtFIA&5sb+)>3#?
zl<wI+^<YNvL4Mx5Q$;khC0QV=r~5Eg>o{BfrjUSo`Pr%sBJzQX4Nfr=-`KIArE5@w
zK_g%<t{R#XjU?2}zJ>MXI>B~=u%|~Go6|7lD~-58HDkeS2MUV;rPH%)6sfub%X3QM
zTb&s_AjGA*auLWhjEwf*q4jo8b@%@nBH#-UI;~KJeS`?YYj?CxLC7JpOhT*fmmM~u
zR=;x%;ej1;6+ghB%{)03?!|@3_Q+bON8WHik5O^|iY12efEswOkOI6kz{_nq3q+{~
zfpDzCFW_>;*B_fC?}fqq4q26UPa2fUPFrpr#pW1ezx*XLiwu&n2z--lzKQXXe|xa<
zeja`MOeO2;WN(`Ln(qdk*G!^$VN@WMi&Wfw?Yvj?gdMIY8x{O~0W_#kJ1&|t;{UI-
z?~bRs|KB$nMCM&a_Pi-sWs@j0j53mh$R>NQ6AHz#Dl5Abktj!!napGhCx^_kw{Y-#
zzDc=1zt8vn{_*|qe%x`K^LoF|>vcV^=XG6A&KBrKytcHojV{@XLmHqX=)Edi_jiB*
zC#ruW!A>W4O1I2+{c52Ph~-PP_y_o!u_2)2-|&b0x7OybJkURgVqjIv$pPX_QL$p@
z9Oguw@e|rZmWtDf=x8D2(!<L_ho>3iCCU0Kh-24Ph59TV=y|PT3g0G*B47GU(EMid
zbu^=BdAe%(ACO~2{@3~Eh1%5ec8vrISUG9Syh#cp0}tlKsi18G8he$wg_ULW`kjuk
z^)nQNCZqvUOy!=|2jodEZRy1L?vpHvB|ILmvb3^|{!VyWMB-&H_3Vi^lTP1hk8}#t
zJ73o%Tbwfg<!0OSsa4^5;lshr8yBVQ<l*nxmvSm%{We!vf{FeB6QYc1&UWlOzW(>o
z2v#f!C-O{Vh~1&aAW)FK;XC2P+5Hi*z?kj8o>-yVa9e6x+E_j$K0C=Q&*Oe$9~E&A
zhK$1KY#-<Db@_pZw@fSH*O)^Qa*!<Q^s}0@`F-$)O}<Zu@EGmF$=NndA355w6ZkSx
zOJRd;6gIL8Kq**QtT}4{XZJCwO%}yVes6Bf0p6}1(dT9P-3S`8*OK79S#zKaSP0@V
zKDYKIqX`~$o;c^Dd313~dB^FObFJ_);AF;wjX73S7AEBKcJM^RFA)PY9a_*u9rC&V
zXN{=RWV_FHw6=~!{G2g57h<-0yMt|iv}Pr>u>b-B;gAKs)Ryt8$06nqW$v$uNm6W!
zr4AeQN%`*rp1QhT6jZ4=vysg>VFD<7zb5V48TLPCZUEv^O(yP2&@5+w-IsXqH$53h
zm2+CK4fg5Sdew>PB?6ui@!xPCh#~~;9{?uq324Hhslvs_Uo~C>*E4oE;@`V>FMyW>
z8G<*<(kOx+jCEVZ!_E^~H$0&bL;ZrC4`O1F+GCEO8P~K){ALnIO?#N@TLs~mkMEte
zOS`}u#GxTI&0qO*M=vrE^q?@kkh`;ZMpS60i~?YsDD@DYLayeQc8(x5Hv-|KL@HRZ
zLf&0JV$<^maWv+>&P_Sr!;~iF$E6e}N=)+4l?k+H_)PoEoPeR~o1yd6Z-5DQIRMjQ
zjf9V*ZY4nxIVD@|UB2RD@uxn@3j~ugvZPJ~yp&>1girosLE!QOks|hmk+-D8Vfxjk
zY?g8qX3~?^{#?PD3E}Ur2UQxkba<ii=3UCrh*}K_>6^;NAN;u{V2AAWp(l&@^?iV=
z{w{o!$#_3PTWm)j!CL3;0vuosvi5@n@m<K-(KxvqRl?;9|L7G4y~2t7zhRMF?bQ15
z2bMjFc2&gk@?JQ~R2;5f#WGAw98-%*Az*m;mt|I53+8%y?(QQ-2v7uk>XK@78?(I7
z`ZXg|Q3n$&>F%#uSH3CPPBn%pn%`Y|U%Pe$`Ikk4eQ#`+naT&Ulq_u=e0BqOdI@{P
zUTTn9nyH<CKT7~PZC_H;v1B`*JY9OEao3)vqN795`;{(D4L;C;o(m<9eDGbPZ88)y
zxvGm&q^ay!gFW4j9ohLx67Q!#lusQD@>J^qPB+Bf*nVM1Y{hA=mH(&}Si}fIdcrS=
zUH9qJ190NUowR<0^c-tklHCVLiy&B$3(Ny009c$l7fIPyjZODc4X~s~W0}h*()iD-
z1Pe-|noe!LKXx_$3<&ahpbU-yUc2sVk&_qGZSVEfMMnq{sSjfH{Tt*w4*;(;9J-><
zzOu5C5tF!phQ`fhe%e{?lAH;G0c$<4d!W!B%Z)7labWw1?`kE~hgg%Z5cP&w#*pSL
z60TNRSvdr8ofEF>=1Cq(zN>A?^^mTHM54}tR9bscORw-&;tx~al60^QUycjT1z&wH
z+sdIu|3`fxmYvY^N-GfOK-HYLewx}{uybm3eI~To79nMt=@TQco1vuyrvawL#>Pfj
zo)=<bV&?&GKcf?l0qM+T$FWHV*Tm;qe#%@*DrZzuxW$yPu8FrJ*|Ws$6BLJx@~oLp
zZ&yRFGVaQdfl(evdHyZ)$e@#}t84C(1Grtz1D@vPZH<F)h1$8{h9=$8|2<#f-ti<v
zJEYV;3#}7qs-<Jjx_j^BE1a}d+wCK9l!(MifXjM#g6IKV1DZ)PO)eawH0S2#o}{HI
zK!{(5L+JZz$mk0R4%VpI3uflXfdOMlm$3(X_U)^OAkX%96hVqE-O2_x)zr{>ZlGAR
zlEnvq(`||sR!kH>5&oaTA^GDx@k8JK!GUX{-N5xxV=?<*_;2<?+6Hk5L68G9dd(($
zzOodF*eU(s+7AM!F~L?s3Rb!71tl$dYQqQrmHp=9<FoRbAnVry+xYWm*pw7DZJu=R
zS0!*(Np2ZFRg}vg$G$C<xI&ITP>jO4&j`^xy|G1n2L=8+@lAPFSXg*$hxw-Zcjh}n
zj_{Y)^WTxUNwaR(F<;iZxZsJwf0#Wl3HJXEQebfTP+b|Zlz&I;#kwT+*n*NIXiUG{
zc->syd}Qs8nY(--uDSBn)po+S6iRw^;N`RlAFq_EERZs;Di`Y3!gAT!bn%7Ih3k}2
zx8EMk;!F`=s@uZgQ-pVM<}Wy3$@+?}7of|14lV~qwegwiv{RSNa)x?66rXh}zwnA$
zNQb@=0*G!x2nKV*^xHv-mG9}{QsgPTzRSgZbx7psLpqYdF$#T|_vHOU{R)+TgH|YT
zLH*_0_~=}Bsz}kMHSJLG>mF7Xl})1+Yp>zVCUo5*9eL!_`5L|JObW;L`jS4@w_D`~
z;`Z({^z(bvE+XaT?jz=dV2r*@(GNim*!21RGed-@6Ai2MLu+|caY<=K1vw@pv3!S@
z2r_JoYhv4&PgDF={3uFs8<qlt9C)8P%XO;!hVyrOG>PlpOJzt39g>}@rqfF)KTiQK
z!gaLlvQ>f}H}pT1xC`9)UlH|Syh26p`tv#G>|CXo2822{Ye_p>AF23X@b+ya4+(HH
zKV-gS*INtqj7Juu=<-;ZRN>l*4-0B&?*ozf$G$#1Vah=Z?3Azw-{nQz@fWsH(H&t~
zCIHY`k%RXsv3ujmFVCNNNVwRKM6iX_CIN$9SE{mb!hIsIMr&?Z9Hb*^YZVgyNDPFk
z;3-M*>(VP!(*tCle!fq72_MTI!?im8^zXzO$=joDRtGh-wCbH?TPUx^HPWg5T9kOy
z!CR#(W*rSAi6=vG-uu4y&jJzP=B<>gzF_)eHErJ9Ff=JQ(9_F5<B?dmXZF{_2!%C0
zNcc{Ko9P$1?t+lGg%kBJB34IqLMSP9ObDVjWI1bn>E;o-K@o9kR6hiy*|y?0dNAzD
zpnx7Jyaw}W{U5vUW%`*Y4ZCn@)M4>WSoF2fbCzxdPWP;zJS_<G#8UMXZY4+<EwuBr
z7v~yHb=lUak8U0;zyZ!EZtCw60*RG|WMWPI*z>}JzY=*=%FJqJ4-5+#bwz+NBj-59
z4`TY#{U0g_7WVK2x^Fp8gi1N#sT-vW<L@7w1L6-W+E`w~OclR_#=)Bs@{x3L>S%KE
z=grriKk0~jT>FH~9O|ZqHH7}u8K~RE$PX>5=Hw58KpkGF*e+Bp#4(ffH?9Zb*4P+n
zd5dBl8$fTu&exI}Ma^nPmXK!aWhV6f{hVj!EsG4CSimoE2vJV}G<(g(SojLG5sqv*
zEcTVrIrIVTX{UQl|7bYC!HGBspc6xGflWF>^-g>j(;K*O!RpAhn{EbAbLKXK&FLqN
z)r}N_$C2_z$oablV3)P3&aaM^mQE^q69f!Q=Hd8LP#a2{s5OzkmoDqAc!pcL{hKE}
zfe00N<vtz1<kwVqX&$;H%gmpCkh_j*t6Wv(T*Oer)<wwS)RYty0JK6&Tc_G1SMQ9i
zzn|s9<a5L7okLSRbjZ8}{pRdb_EDZ#lI=$uxF9XYEC4A!VbECMq9a#-^-iLSOkYgu
z()xP8^OG2=fva20qL?isprKpyJ;ym$V~$naUdpP5&-|^yB&xkH+(|8~C@Hg07O7%O
ztkecXCwhy&AhuVjAH83Dc<d%&PmQWyJXD+--Kitupz((5%$^G_CiiV*U9)Ny|B#cn
zL#o=b*X3lj_z$@>Mp037yta|Rlfmu)rnl~CdQZabFNsh8)NDWsr}YGRu(e~g4X_=!
z+uz4R_-Oj=!n;pBPPO$y3odg|{$d0X0(qOOb&Z1_pog1Xp64mQs1naj#%7Fc%^gk}
zE?}L}k2>o?W8RM4w}aHS&DN75^fXU0^3Eb62)+OlTT8_^woTLwj9jnpRwbW2uw8&d
z3razy>{~&v;fYNS<<OsMqBHN-nJDg3sVgA4UP?-cLFIVUdhsnk=*@J9O{`nXW0#J_
zgu&VrGD&kkTx@K|8t=q_Sz8}PetdRg!x(W=eflZHaH_U6F&NgIn^R8z?m_Y^^KyQU
zGoP;hLNmz2XBQL<M;`t@zob)q+Iai~7JmV|BomX!^4Gg!nLl-nf{pqO(-Q9onyuf!
zH2;bC3@_U!VpWnK(pyY_oXDMe&1r+zV<iEtU&p|M?jRz<*V>6ugqLa)G3Mq!p`q3x
zmMDA_>RqJEhx`&GJRuwOD8=C`4fnBX&zIdkAF=f+hNqB}Lf{uCef(<4=HR=40ef%i
zz1!W&tsJqQ9zFOTczvAilVr14Oprc)?yUa=g)LSZkI$#3Vd@t=LJ?D^ENSSxZx?3|
zyfXY!QyqvW=5VFP6%l@gP0SsFHg_?T%wTk^tL&cqpu9enGlACs^N}z7@|~OSZS;QI
z5@4s!dh7%3Wa1joF-t7sejab@_kKE_^(dyWFq}(%ry*iY3XOIsp4PIBMuG%t>bbd^
z4R0li=J$2Mp7g2;+}ofUgE=K5hrfl6Kl1zR3Z%l`9w`Cu8_Rm}MkRX`6SI{|WU#8P
zvu{Q`*}Lair<3p#&pSS{Kj}j@#xHmKROBdzDdzD2V+eRd#0_M!4Z9E6VvB*}uiZ3g
zVWIY&`0#-yE@EJqlV&F>&cuD=gzQ+a?DX`}N2a+`+S7;$&yi@2_KofIYoj?fhG-fv
za0tu|jd0MSRmfpyl@|-;1wt4JvV8q*0Z-@J%rP%K49lb>wNGv?iCbWCHGO^Rz7D2q
zu@QokQha_>B4TW_EZav5N#5RT=)|Za8+qFCdf4_@KT1FAs69q_I)!)N(x{1tJ0&^W
z*Mj;QBKu17lED*tynnRcBpO2T&H>4*rK58m^x{WXsl_uva}S{#8mFRP72}H4v}#@a
zdbv)92{_Ky-Ub_}B@GQd+d6fzb<PpL6(MDv_f8rmo1Kv1Kf6duLtox?w-64Q!I+sV
z3dg>EzqEu)$8m%S<jfVShu1G}bWY&`{Hkrtt#6Fu2|=Nw|Dc_N($^`C@fiN2t%u|M
zYw0I1Gd~Vp{z-vc_1kTXf7Vzl+2dspS`21ri-HYMbPP3$_npYeu5y7KF1`fH@vs{P
z8?Ob_OYzOhj??37Pu``T%`mU3H>7LSD3Mtcb#2pgOIa?=pnOzQDz2(}Xc@d&lACU<
zwe@b4DweA09Ut2$;NXP{>R&A)Wj8+TL;M;@PazdVONw9+PBDP{M!00+iQB7?Ps<BR
zn7Y|~sg>oCLC0a%Q<0lK4lzSl+Amzz3bw*{P1TH^gW_kwZ6c*W@WyvpH~oAWpLOzc
z;bhVG-kGhm?GGCA@AF|R^X9$)KCyGyADM%}<_kRQtk*^eI0nQaK^gK$mD@)ln)~EZ
zGZMyG1Uc)UbvJ>ZyhN*2wy`?S+yH|VWa7Xn0kz-A;~Eo+l$Gr$!A(Y7`Y96(?rrxY
zE%EcdXA_x@=0vM1Hw?X2G_C(8TK>S`RME}1_<sCF2CA=R>As(vF*zMaT80ak|Ee2g
zWd$GI!^8<&N6+kw3{0G$-s2LL(?2ML>*M@vrnn}yUldP+mAxenqb5LhH3SjqQzxdH
z!Jl#yx-q@C0)~U>r2>M#^%PiNms;{#yT>Jy*4Y?Ed!@Ec@^4OM%yK_x($jHHW;qtf
z-2=;8izRc=YPEYGORA_`p(K+(ij=8HCrGhZD=)j~P_CGzm8BnhP;N$^Hb^tIDOlqj
zTPAdLTT(pdU6DRz208knVA#co>Esx`mK&?Gdr~@xDD$cqOIn=pSs{Fm!+|%uofjV9
z7o$1n!2gzMWf6&7mNBCA<|2~(S~MI1+%ggxXH!2Y5OK+HX$+_B+yC>N25R$1OfsWC
zPkEC%es-?Lkowg78TFEyV%N~&YA^G5<9#?6X6edzSSBm$_sQptrT4#r*i$`-{Ndxv
zY;y#e*sWy7tfP=K+WRtmxEC5y&kgp?ys8k`?D~6y{RWE!S?f_bz6=e<@vtKf#y5kX
zRFg-5LsY~`<?+Ra;D@jJ+d9-PlxS)DP*b<>eWTR>BT+YZxhs(E>Po?-)~`|u$RR)V
z{y?`!+U2FgTIX+=1|WS#k8~A}k93g=tz^1xUWu4$sl_h|VQ(P(rP1i)y+irlD|4cc
zMo%pfU#M3Me#s=g{-r=y27)j&AoVBS-=~uBqKZlc$j<nVPch|`kHUp=tFXfHN~iLC
zzEiXV1S3J$t9Ev<riACj3Xx0>=d*c`kukZo?D>;fc?E1M+_JLQ2L=Y-yOKl0uA-ts
z1fmGRl%6<NXYEW>F$$wJim<k3O-VVWWuOU{egvKbFDnnXz`(%gSFZHq9oQ`9QJqL0
z9m%g~mhhq&+ff3dGoyzE^tcd{4HT#K2-lxf1A@YiWr)Cea5`XLW`@3fgFs>JM>@k}
zNE(j5ONaK{SEr^rm;f^jin_v|7q`-OCV~W*<;lk#A*JgosC33^Z-3K=QfLy5X0ga}
zS-J<Tjkm{AxA}0A*Hok-et<5kkkgX@xB(m}b&xo)JYI}50b#tCm(|>L;Q1LEN*8nN
zGGnAuB<Tax+`b&UC_{-{%R4c2+*J@m_lWp3Es};s#hS34`n83^kyrc2IGmK=Y=aU#
zfJxlY)@|e~@|ZV!k$eA<QCAXJ^;AIQ2TIH=2Np^u2_u(0Z+~RqiWU0uXr4%jd0kUe
z%(Tz67czH(cprHL;v)L?JlMQKE46I3BljlcP@W&X@!@VAtoL{a-)rv>FfHhgfIlQN
zGc)URc`)N=dGpZbNJwK`NES6m$6G&kH<$)pMiE4^YhQ=(t(Tn@LheBB4v>1|w$9Fu
zw*lX61I~TqRgLF@c;1KLH4P`ZSlSPrsi=fo@6O3>;+;-vh=;D-JNi<?M22QM4<-b_
zkdzG$m>%)ulR+AUJsyACPXv~xs6w3Q1t{g8Rdd5=gr_4cBT!35)UbG6gji;3MCG`O
zU+dd6*no*Gn%0!4Rr=-Adz9W0>utg`lPG8{*Mgbrfr-DDnW7@`;_@pTGFC^hf|zon
z6hGI%ZviuRywA$`f2fI*bjldaNVqlj^J`Df7^ogyvUT$+TOC)3fI4-*>E^xAqO3!A
z_8QzZ%$!Q0_U~bLqVEfqb~(V_(!I_lfGh_yoq>C5$Hy7cmyp#`19L0-EW3eUbE$!W
zC+1h<ocAuyg9@&7wkRj3G4k=_3HO<b{nC#hj8Xz75-`EolQIGRr*h66#nMPnNoPZ2
z<K+CTw-ixVdpj2vW2?z-Lrg9dhWPy6ys;@2`NBRkq90UB!SOPdxu&~1WON0Hh8JeX
zD|Mf!*u{#N-h+^C+6O&kM*V&l*W;q2)8(dn3NFa4FKEVz+p#PziGZs?J6crY3vaB#
zp-j#9=J9TQXEYrk^P`mbbi!%qhu8B8o6!rGk4{Y3G}I518TpzIrKfg>ielXNUknL0
zBR)Y$JB_5Mb{q?Frun3_rx8-8lV21y3g>XoGP(7-!~n=Z!pFFw<=ycO;xm%<;r~A9
zZYW<N?(G!~n+{%<7nOD-$}L&aJIU%~IBN;G>quM=^q@T*d6P!rAhAN*4C$pg(avrV
zALKwGVREaXBy1B$JT5yE$Zq*Xnq=lf<2Rf@sE>?WS`-S|<6))hj0BaIu20&%P?K=)
zTG%7kyXP_VY?IjT-@h*{Py?sf&4&7?(y;^6@R(xYT+o2deD-nlBenuU=C};CM1Gj-
zF?L5yLIqdtbw)LKR6e{GtemcTVrHM{PufY&9z$$T_lSH)rTZ?Ga3W5t2HV2k3?&9O
z+{d?qb4iwA^D&Uy$}%QPy-sWBM$jT73J2ap^#MFrcoR$&!Mw4N^5><K@I#_Gy<sC*
z(eEE%M)GYDnQII6;2n}f@pUsSlyX&0Y!6e%Ba~_{HPqIod}7%r%NhA%l6-=}MSS-7
z^Vi?@NcD-fFoomF-<x}WS^1zLJzch0%4k-v`O}+L$kDag29+=fQ9h<1+|IhT1V^JR
zkH|_|H(jGxZs}?kBUy7T!)Y4f>S&H6;#JqioGSZ+&t+nret1ybRv6uLf-pV5S~m^O
zgtwm5P5#1d5%V!gNiXA3ZWCSXh?HYIw=C(h7YefZz}%_v49)6pamHNM0zI+>W10#@
zjH^h7sf>eZPL!GGUm3Vs(vm;ZXy>ar?3ms`E+Ag*L)*t0+`+s0HC&e%`3_4%JPtEl
z4pzFcaNd3$<FF+ClvDf###ouUw0ILi(Dii#ugQ}&z;$*+&_hm~s|-wZF_25MyR5DK
z^scBvA~Pf77$UqKgoz(d)ARCL#?mY+fKKnSl`XMoNkgX^f$h{#5}5{*W9Zs#iU!JG
z_qvV1q8#AL@MTq-FIVt0hJE@fTgP&1^2`sW?Wtsjf&b^JWLpRQ|1jLlX9yViC<qpW
zE$&y74+%ml_V%wp*ot1IQLqV0{_xFS_d1CJ$&YD7v!8ENK{Wg`48jF@)RT@Gu8&<Y
z1u?x2T^NLRqmcLM9*mr{Fd)n)4)TX?nwr)@w}Fd`D-d}#2w8yiN-Bs;6!FEoBPrTQ
zm@rIlk+&sf#{^1(VSRudc;sVnsv`l7K$WMzgyN}^1bJmtMg|XZT-L8EQuHJDt*E`R
zF~=fzU>AiH@|%RW%GO;yASCi82(xLZsoCiaz4Kt`Oap8cH6Qo`0jgjCYE_0HtXvLX
zWY!ipKmU0|pTDLqw{nKXYeIPJ0!bb-%mP53!B6_%|M5HD4f#9&aYe#A`#(*L`?qHU
kAL{>`Ul(jQyGh8<Olw_pfPWQ6@DZFlt9It4f|39K1JDRFr~m)}

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_synthesised.csv b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_synthesised.csv
new file mode 100644
index 0000000..8b43189
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,3.39340155e-18,3.376977234752797e-17
+2,0,1.141714758e-13,1.13618877387125e-12
+3,0,6.50779011e-10,6.476291923076242e-09
+4,0,2.301942226e-06,2.2908006548527035e-05
+5,0,0.00601620152,0.059870826583211696
+6,8,0.58321515,5.80392345407203
+7,13,1.581964,15.743071768793392
+8,13,0.9982888000000001,9.93457008148266
+9,0,0.01083589922,0.10783452663895787
+10,0,5.15495982e-06,5.130009432041834e-05
+11,0,1.8617292600000002e-09,1.852718352266083e-08
+12,0,5.20802627e-13,5.182819036487009e-12
diff --git a/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_synthesised.png b/modelling/data/abingdon-all/seasonal/gatekeeper_butterfly_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..f228328aa9b7fbfea86f7089d9a354f9a3f6b005
GIT binary patch
literal 63061
zcmd43XH-*L)HaHuC@Nw{P{0Zb(u)wPA|M^4*MLYUp-2fmM8t!N2r9ixhY*O=K<Kte
z?}-qKN(m4G(j^eME64MF<CgLMx%bay42RLgon6+N^O;ZarJ=qi#}S?*EG#S>TKDfg
zU|~6^!NRhC@h}_sn}@}n?%+3wpSp#gu@}rQz`@6fMbE+SvAdU_yX(VC{!Tu=u3nx}
zq7vew^0zLz`1w8dg@}oH{O?bQdigku31|#hf}^lMzHjNv!oqcm`D>qZRzLWz^;WHW
zcT57)7sd_+nwXBXEZ<g&?`2mSd{z)|zfWB?Z}<Wpf6kq1r9vGc+WFI*JWA?`)d6?%
zZ(g$Bmv{93T@K#6?3eSLn<z?c8Fg9$Ncs+{N9yrXXGTa*x-SJbld+k8`sZW0i~GU%
zGk+Ye^-mo9`;vtPdR3fx+2H5W!in?${q+g|!_ohJ`mn+QjeUPV@QinV?%!7|ACHF{
z{rA%0dCQHzFQ0r+vp@6qrRw*~|9?B|;r(f{9`9bfIP5#%WVm$0t2<r3d-MK>^D=Jn
zH<uzfm2b4RWFat!Ji-v<sO+xtZ3Z$lkd5}j-tW(Ehq|Sv?L4oErv4(MtCVV&;R>gj
zWzR8u$~tZ$j69)!@Wj^~hAj)r;X^?|K`Y$~OW)#e8bA6Hb+*E}hwtU<*9kGa3hnHI
z>6f_d0<+Ttf4$rl75Lcl^x)AcmA$RlowWgj3Ix^c=8YR~K7YRFN-E1Zc3xanBl`Sh
z!3@85eslfm`~NvB*RW90(V2AP0M=e{Z~ss@>!GPFO4jX;+Y_OcRW5yZKc-~r@S}Fh
zbu%EQ=R~X??RL*hP2I1Ab>+cHW$#i`g$gr+(dnTpZKwG8m--yxZzv_$CP|O?9^t(Y
zhGLHx85tFH$;<}Kq&T-%lk9}`Ql*#4AxbBDKB+L~3|6{sPb52WM9){-efj+PPu(LH
z`$-m-z@cbvsf!s30sgbsNq8AJvGXJsm-%8-oPqN2+mw_!fBp-%J^efjJAS`5L~p)(
zcZ#5Qd(31p{nd*XkE`5=EBfo?T>GzSUMg>w3E5Z>!u1g_w5MOLC)xa(9jnJpe&K@p
z9f*h=^j7OpDZN@MTv};AS?XI^Ln=IY^jtE2z`7_^(n&kNxw5aXFUG9YO8())hwWn%
zWwr{0?WN|WzRBiwqBU&7w%#8Rs3UGSdG{aFC2(01lvo6Oq{_9<w<Kh9(QXT4NZ!PY
zb$`NJRKi|Yjxz5d*`o?WuTA7-+4-kzjpc`WYNJp4&BEl)BK-_V8)|PGI*jwmdgSDk
za;qO)bux54H#b)=v7<Lz&1rLStcqQ6v5t}%2Of6oEjX;BM`h2w`;HR-`X0vx*>4xT
z8ZMs}&=t27|J@WYfi&O!Gs#)^GxEaSCj5oqT~}ULTi1+i&lvfc^Tq+eN7coecPi4o
zzjDtkVPHJepc>CH$jw`~;u}LYQ+4~JqmOM(?Cm-S!xl!Wbp#AD7nUAgJv<h+O{?&w
z=u<=#6s#qsq^8RWd{UPA;90~s@2+EaMPV%#bw2r9%?K*dXLpOTT`$LCcpcx*`XtGv
zcQs15>`hM275SBKSErxzhrOxsASaRw46>93?8W^TEabNrD!Y>Ez`E^OVQfwei2gpW
z7Z|iL?A%qsmRVI|t3FmAaQn8Bv#+mjG4k>5<r`ne8s-YpI%V{q+yB{F?a2>Xok^$}
zcrpi`uDd5Bnib{v^Cr()JtZ?FU1f2$E?-S9FjogD9wUZMmGzik%3)Eh{szjDSl#A$
zNZ0d^wY73vV7~|-RHsRonBdHLR2ds&uadEV;9xwrSGg~x8@8vVrRCElL;AKsBbS86
zzy?NrIz;-LQK;2$+pI#z^yA!;pGUEd6{hMPzTiQnV$6|t9f=}c7EiEEbadO-V%LY<
zU86x@CrlOP#z;Cs=NR;V%%li@Tj{>t#T)Bo(B^S@`@M#sRUxG^$2M062cP2i(3`~N
z$>6ow%jR}L`53Ee^a#?6T+{U^aF)v%>0wov1P!ZWe?UqSv?Hy}4RozmD?<26W8w<2
zuA{ZyE8vRKbn8d@qt78Tw53YiaweZxM!kBa$6Xa|puF{{x@SP_AH40|yHDHl%D)Sm
z_pVMC7iPW#H6V4>kPKg&?UVEvsnXsa@EujINrQ!0uIJ<Czg`&H7`TLOwB1`tYL=sB
z3t2URbNh0!L@!OYV3CaT@)|Lz#Fyl>KJrL%_!OD4`8+18U}-CiL2t{`iqmZ=5RDU?
z;}pU+@8X9wI<mJ1#D0KPC+k?_YHO}8=rW+|hs093`oF%ukjC#I{Uk5Ncc>5Z@s%k4
zTLX-W^qYKrJM~sQ-R;|!d0JZ%X7%2ld2pty0(in660pwmDGC9eb$I0R7p|^qg9&qd
zhFwI`Ez4guiumT#ZX8|zjroHI56iapHc@-d!N)9?0z9a1uWGh8?=if58JPRjJE(6T
zW-Azt4%osG-I3g3FVr@9A|1uQR?rbJ>aCgJ0bQ1%`Ul6jTCR=ul^+nR{jnblL%XG{
z^W>vC)|N2!?_Jah{HO-S-z}^Oi=<`}f7qXFo8Y;8NtfPBtGm^^`k4r#rD@aN`Z{&u
zST$I+J~YFj?fT28N_5U}dGI(@qMD<>zhBW`SIJ-kwTE0)?(-k=HKA(m@wsLsY{+6e
z!)T;tcCf{9b&+!+Hdwe77P9zQPdd5ujt8%>Sx4zKNq1H-Gw|+lUdYsj{08-DqCv>Q
zF@ELI23&*0aBQZOnXTo%R=gemsNOvjP@}NjpQ1={`8r9d&D_DX{$^t<K5DRsZJcl-
z0pBb{4^qVqjGGK0%S<8qD31+xmZ24E!7!G?4&YG-+|$rV^^Oy*U#PHB5>!wizkT!O
z$3?Fy^m4v3efBEFAJSx+tMNKLb}rEE6_;39)sj<3VoLcAhL)3)(}|B+HXo}Ed(O%4
zubVDc-v6g)gTlcJ87v1KQM-p%-X||;2Q)pui{Q?8OH5!U=L21{!sx|yDzdV~@_?mr
zA?i%)A%4G@iG0ViBVFn81ARH_N1cQG6y<pjby|^-&8yuCo|`2ICoET~4!lzwnE??n
zLw-H)F-r}e&3@iK6g2tuweV{vv$4Rmv$XL>@>WC0VjaQAoKx}llORtYAD?_WPGRG_
zW0yZ_s{=Y3bGcyho)y_eVHg^hdD^RCS)-1^nAl@vaTB^mG|27BO=KfY-f91xM$1Z=
z{ATIWS*0Zm0ph<f`yG!cA+LCiRJHXrqxO89+{PP%>VlhRQsF{MOFvp8V!)nD49U!l
z+nB^(SnUdqbzzL0J$qLEYYeaTVy#t7l%qF(bv$G#fvlfIBONY{of{~uM=lN)8+Ry~
zQ^l2)$8QD9_O>q1q<InH(VrqSQ5(L7RLqq|e@l`$+>$zu*SDfVjyu`eWjcbw(7jp6
zu*zPloCw=4wVT{9z0GEia8w(~avlo$;=B0lw7xj$VSQzfGP$on?*c^@?~d}CovfB`
zN|kcfuY(s6UpCsUA#Zz)H@J1|f)*}!>h$T1br+S`H7hhKVzhjuL>a0T##lF}_=2|Q
zt*K^7b4M*v;pMn59=I{Hxge_vI?uW{qu$HwP@~fNpfTT8nyIbAe02%v2Qw0l=jNPG
z7+f@-oA_|@s)h-kZ<y30H+f7mEG#UaVny0@&O#ESz2UqaXt9!RA-ipnFJHdQEUA9k
zd=VB|PDC`*=_L@HXye)g0%(_1#l*}WI?DEIRaK1XvXw``kg2)+gxEUo)j{yotC864
zNyVLo%ARz`KlA15OaIvAu3HQxXp*b&Butjnn(y23y>C}z2i=YhFqd9Cjpe-n0In@Z
zmH+%;r978mNZMHwp9e60KrJk0H`J=bE^~|9KS?qCL}w`ukIBoswpzQ34d<zk(}%Pv
zCZ?v&|CvsLrnibPuEZrK&IHou3VE58IDf?^bot9nkW%oPc$_H{0&Ig$#|uR<s_UTq
zDpX7*`WSr{-j^0OTirBDy=F{z(up`@X1_9I4lS*)3tpdhs;S%C-R>A`e)#2xbFXHE
zcZoSx_Re)sVPFIV$(C{~>Xubi(Wq~A%mShy?vdsC%4&~F8cPa8N6mJBE=Q0p{b0`#
z^h7YVG{%EmBhRn!_{S4=!&#~iS4(ls`gOGkb-ESxF6&Domk|d9pX=c;WcsDT5*k{i
z4?)aN{h2SpUOag4;7qy7?w?NwNTt5&P)Bt{MyOV7E_85RCk~Mbe?vYJUzgTG0dS_f
z<ztaiuI`8XWFyy<wO5U2-H`w=fTi4AYpJ3e3SM_p=8}Rvnwe$p!G~IW%k19nriyQK
zSliALY7ZVJZ4?}~I8xmK>O3@=|CUfcsF9jIn+l7ypVBMo7aLubvI53~y2U=wcR!FT
zoL;T!U>Niq>>btuNcn39!_b^Ve$VZ~`Jt7$^&bG1`r5(Q5S*ZYD~^|1-zIR}9<?8t
z18`G<@}BrQ6RQ-mAx*xB+F4fSh<0m)`t_;Dw8aS~ZJ$&p+r*ZHha$&CaH9_j9f=!%
zxVgEz{b?j@mgDZuRySd$JA--*=9*!;bEh>d6xriCW=XPSZ0Cn_aTHm%+8P|v;15}l
zp!lwjOc(~+;sNH+<DHtCl3OBO%H6eaI{0MG3yKtMbp1AgL63NEtxR{XPJKRY;J2Hx
z@mT_)K!wOK+e*+^^o2&4+mFs8FD61)yAtfM2pXwJBsgYvyPNKwJN;p!l;FRayV$rn
z4(B5|Htei)bZ@?B3aD0Q<K$b|anB_Q1yB<0aELv+JOO<Hi84LLN4hPJb_)LWQZOBb
z+gpxB1xkxsB~iBNii3Ei>3HLG6g(lU0HYIx4(_5mK1Ym|%^$L4MCXw&dVfAS)MUp}
z#11C8-%mkfUFznHF?A}eb3ACV#>AO8{wQmlr^nN)XXg%CGyZ|%iqB6~DYL*^ur+Hs
z<?H|4YgVk!h0d2AivT?-F{G3JG50p3ADX}fnXohfDe90m9qu$iC8fqu$6U==+06;$
z=9uZ?M7yl~YNu4k7#8{ngE<@kMF%W=Hxf;&DwFCWZXzr#(Km12JZ{jhdzTtW<T}f7
z!tITLlnBP&&Q$tOX;1x+r$<MX%k~LUkGh#cL#1DJ?jCH<G;(ngaFf5lbAITD>KC!L
zdFUQJDadAmbAz96@Dr!X!m$R+JLD+oORi1}-?OmX<EF^VW%{P!eQ<0eaTK*aWKIf(
z(t~Ak&9e%_ThT5p7Pvm{Ut_$LXlh4$f^bLIB8|F=l@0Ghck?$Uj>OVLx0eApeym(Z
zl7Sx7faly{M`qeNuOBKN;j646kdC<se<&t3L@n%FrDB_#+9#>8N6uDSCD?73ph=Nz
z8Zz(QZOzdgk2cSAJsp^w<9xl&abIT2E3w{xkpD4eL67nC)7W;=Wx^mo0<(eG%uVR$
zKPUakY%kHQ!QX-u)`;9=Y$jxuP@)lI{VdjBR&`Ks2B-*AZUUXPaMvZbXK$rLtV9vF
zHZpO-v`gEoN1JrX!<00xdNewCUQux-*)e_J5IwOF4NB)xOi$H7fnLd)q7tc8cO<e#
zj79wG4VJ+0n02SVWsI8+Vbll5slclvEg@0f&p>W(B)mK=m^vM+OfMRBgp?JIlsjsc
zc07FTP~@mNC--`BHu(YMT&|2jfdWK-Y_2fNZrWS4ZtB$P9vEeQ`P&#|Xj#mCcWn$_
z_Zi1d`gNtsbVT3Dm-=F+PIzSux%@On-MM^zwqdnf3Ss^>ro0GY3tdOrnpw{Ux<kSv
z3SAWD;Y8WWuRHycvlj7?nar3kMU(qPp-rQ-Rczyi)#@HV+OA)tF>*~aAxn+Ui6v=o
z&3g=ZsTEgvOZ2ICN-fIo@@NZwd=ZV=IjKotuWm1yT*E6&cr~t@N$IC5K=?9aw2HB)
z<zHVof>EY~k*t_)3u{PZL6bmZqzz)oRHli4Vac2^zPC)^HxEI||9WvXoy3JoM^$G#
zicqHzXV({o2e$YImS_FaTci9G4R{UujVbR7XKOo0_<}_&YTQ#aH%n=|ZGu^HWLs>|
zS=SItQfm~-e8IDxCW~|YlnG{Zn4<Rfu_1p*;zP?Ejf@U2#_K`fLiDn+b5Ev+T~a+c
zQN()Quff<rX(&h!w<l6u8oAqro&`W4Zh4ZRV`i2(`uGz^0TSc;-I!2S_9~cxb=xuH
zEivEgrvB-)npm6-u@NMo@Aq)?3KDtDA3$F*Mtdt}pM^sNsudua)pkiG+sAS!&kJEu
zq|NM@eE8Ucqbqf*2*o=3n*HK^#UMU6vbwr@P<}eSPL)t&4jK1XCpw>0dXDL_W-)|<
zzI*B0>^&J7r2^;zjlbJKfhN7$tiL}OY7c5NK|7AMHf^DW{?KHIO9vpZZMXNiXt8@k
zeFT}u*_a=x>dh{e`z}z`g1@ZH-8%$n)ia$Q5Hlrm@lan?Et2T(?9%9%SbCFahT+`^
zYx+UzcgNU-B)i}?UAqTaEqBx*uCd+e+hYL}DJ<{VUaY;!KYMFX()H2|7+DSSDS(L~
zHe~MXga&Pn1qdVWsDSpFGE1<vZ_mLN3PD<5qC4^)Ae3Sd(NToHm*JRIbHR+Fd7Js(
z><Hf+&h0JF#^$P0(T3l5w?HQqIv7j6D=62e+B4M_r)RGvc)Qqj{}C$VefU9ShG`>P
z#uN0zt=pcXvlvdVMt+{)-JwWj9GWFX|9ozYGTj9iOHB%)J}+i$Z@v<nTUQmd?0@NA
zMU$>|$|`yUh=gwTHO02^MaUgf)3rwI8ojuuxFbYALX7x1A~Vp71lq?!_^s_O+Yg#c
zq?ajc&v_U|#vNYO5xW^ibX=t}<-Xc3%ybQug0#)JrX~VkNT;sA%p&1^<V9mDg#<;(
zbU;${5m~InGFxjJ<;jSRc~$fVdoQM<Cs`tQ#F0s#4Dne{teQP;%3d4&uzxFf0MhR}
z1GqAAs+9p<xx1qyPIbC%^+Q2V0EZLfhLlr#ymnlRB}%YcWiONx`x2~$zV$ExmiO8l
zw~QF7#g%oWNTuWlrUkBu?FzmD%cOOkqO-?(hd;}}jVk3cksFr21FBEDbI_LJ=1?Re
zpJ5fA9C3&<)mjgIqzd1mTyh^pBZ-~iQLXApNAEj><fZ3pG#|hVXNA>bY0<-G+=whI
zO_`y>gfTPdIzUSMpsWr&_JfuV2#v@2!;q^Q(c;kkYx1T}GQ@jXg{`uUmg|L<!AlLR
zF<TX->p8=Bc-~h#&$-yE_QWYHH4KDa?rTZ>(mvBG34dHAWOkyHmqYc2!6UK>;v)6@
z*;q$T2vPREtIEVWLd>SN_kf@@yrUg6a7&%>F7(S;^JIVo`k!QX*I+6S!p|j)V^)n=
zEqHWslGVaZY)IScAQhKO{SOb0H!#9nz>s{QTE00Hah#Y)Y^*6(N_*fONxW2=@G@UY
z6Rs2_88Hg+w<X(VIc8lZ|B4N+-qmn>^C05E;?rL|qvd-=c~WlXp-UFhr%h1tz5GG9
zf|cN-wdKP&wpI)^qUN8*=b9eUQ(k83sh81Z&AY*ImzQ2U&QILnXh4s!JuMOP@=(T^
zC<>NVz->u0qh8;f-_ZN*s}`ZC6I4LNZH24$NH97Ppy%jZTA2!(?ZTVVQ#2!ROys)n
zcl{#1W7G?oX`0#2#&%--U$W+dq)xmNYmR_Uk|-jKn>tcmLTJxzm8C&syv7ylCSw#j
zu{(4p(|T5wo!_6{rKh_;_4YTD?E;LXm8e<{I?X@Cw@`KrgYh(^lCS|Vsqgh^aE(m=
z=f3939J|DV&|oUDH0{p=q+L?K>Pr~R6;=S-a@%$hcn{N?RX)VY=U#D9Y5j}-<|bgA
z6j;-(aAxOXGT8n|r|C&qR8wpEr?*xqX-*vJY*#~OzNgB--4LR-{=-hw8`)q%81MZd
zsOa_@O!(5LX$j_b5-HImP7R_}uW~Y3dz3cQ=Y-HuRT)Ra3FlOYd^OeYta?Ovuh>jA
zQsux?d^#$7HqqKs;*Jr=O5@f{nt-uQ1d-?1Q1+QMm=olXcG|&_2}_RgIYiNA=}XvF
z5ss*N&Pe)X!tSLa+kBb8Jes|e0TCynxOJQQ>y?=79yQj49?*J$PzB{G)X%Ugp^Ttd
z+;33-&>d|&VoLXE1vCr|)#nTjn)n*0-r*?%rJ0`NS&HccFub{YGou=#)?o4JH;bwo
zliL^TjXqOiO{Qd_>`EvuTw^Ix&JaRtr892Wl<Pz#-vFh?Z3x}2E6wp}j;jR_KUOh{
zEB9B`Z6fS87WTm#>d^SYpa-#hO6j&0nD^PRqR?#`&a*y^+)>D_i0I1e$CoSjk_wcO
zTliZ{qV<j;$FuzW{FL{}H5stDVJR&otq#Z6r(F=Qs|JqUgm;RSTu57QhTS7x7nXeU
zonYqvZL5qshdD~Hqg@JWVec&`CmMf$JX!z`wRKU|Wko|0Q=4uhUL1q(81go$qN<Ai
z@XQ;Bg%D$JPjGT5?d^QQpED;Z5tU^hdbrwezY=SDeEient?49l9?C#w{;cbUKejBb
zi6P<T{9@=IWM@0R2`ALQiEav5TlxribjPsKqU3|tNfM|rCXkPk{$z!c9&k9nmWufl
z5J*oZ8t%{hbJ37YjbiMqOoP$4Jgm1&Zt59hHN6mfbytxSd1p`5g;=xOf>HTRMGVj{
zXSy4)WZng$NP{ZjN|iuxpJ#RT);ny915tICWE)_cKsJ@B3ulz?V`UrsK4it}?wsx&
zx%#Ru%mOF57k{>QK<s6c{Xuqw<OxPa;T~Mz4clZ@h@-mMmh|KI!?zIGw%@B`+|UM$
z6N^-mscnE-*T#^<!-TW<Hm`9UnGMPo(*I@TeM*3%)AfA|kJn(@aE=+5rI%But8Da8
zMkRis1mDZA5qX@~ZC*?8;L5$Ux!ChOFKW7x+q;<UDm_3W;~+HidJSupyufWnZ|`ak
zKiHDA88||u%%%0|LBu!~_K($_Q(dVDO>CR#!3PVD+C)mDgV!dLOlzlMyz^uXXUZ-#
zHoN#&tvhxy2Lra(9B{qQd6U^@Lo_n_`TR%@-rwch#H|3rz%fV09b;B?$mghfeuoP_
zx{PDlYF2^2@D^!3B4!(bUn<~@hgOm^7Q^oK^2^c|l+@6vYdR>FYR*Z+EWnQSs6l%j
zo=K-!yJGjl8;lqyyV}#)o<v>&I+PtCvtyGvJ?ZLJ^^Imp>$&{;{Kz#U=bB=f?NSAZ
z*7JI#>u=Kt@pfg;eE*Y!<$36bSz6zBf0B>*F?P3?rX>eP`!K8=beU&i<pcIF!s>=N
zo6I8fyG>}K-%7?hG+*;LB{DZ0DcRM?`xj?Pj51@*7#9xbc<N$%+r$=XZW^8xMVt1_
zd5t!?ZT%r5vFC`Wh3)<^Ctmob3?m1PD55;nixZWJ?>>M<)B9)HiFx-R!^tvv>K;A$
z^CP+uNaAPyYL7~KI&1LQ2bdjcaag92p9aR{p5RQg0A!!UIEJcY8?>^sdI*j&=8$#S
z@KjIr#;UjvQ5tHV?n1iV)Pre6xHX~&H%MvBCe)Ng0I-}&j=s+uYshbG_V~&hMaJ5|
zj8eh$U~^?PHz%1F{uKd#C=jqujH5|*if5>|+4Ah%Hnjc>b;6A!W`5!f<7ZbKp-TCX
z%ejW}d22h4-}Th_GL&X!&<uB_V%W|fpSW3<UUMmt_29fXz9GNY<pN(<xfmB6I5P4+
z6@GVpKbRU_j<&l8d1<CLLEV+(M7GZBV^jJdVI>dyue0z?19_>7DdW6|it5i=<YlT%
z4a;9I!~n3Qzz?nWFP#Ks*885OW|{|}-G6=uQ%F9;eYCbuu?#oUm8QVP!82u1`#3uY
zlb82d!goejlT>EgHEE0Y^9Hm{LP*)-=37lZ?^~7?pN#+|6zUF!_86mFjTDNEYyW2^
zYw1I11Os@N<H?gJW752uhReek!4yZJ@WnvGw!SRmni*Yvcm$jPz<9e-z|^<5Gj)KE
zR4t{#e|>&ABd->D%)4nENL40v3@}6T0@_`MygoNTSO#2>ypOMMMy%HuerS2IehH!x
z%SWr7N0+n%lJGwHUKW|jZfs7VyyhP;=u~XX)mX*;e>qe6Dn4q7D3+T2oX<x$S-dr#
zY*%PC!PKl=QOMnYxa=&blg`f0X_R9?lUVMQ>Phw&6B3e)J<G+VAnP$Q75KaL5bx^?
zw`Ivpxvm^ANJ5*NpwU2}&&SJ}=<{x|UKwf3Stx<5n=0Mrp1Wu62OxVIp<8LwMpIuu
zhD_<nR3cku&RdXYH_n2S9Sx41gLigz`YD$!k%3Iw?cH`gNshiwHD9b_J#^e}G;s1Y
zEbIAkUNG(<0zYxwmW!1KVue+sW))+-v5-&+6<cEzFF7Jr=2z`PXw^PF1HRw!i5Ei_
z%3+P~-?wblHld)%byEUhY@Ie7aeyb&1VTtqnH`iVb1srLKLbI97id1y<D7_}FINqy
z_xT4PB^`CfNmL^QW$yRSPhF0@5I=E}b;(XMV<T;{b~47dirMMl>Ih0f^#oA$<iq~_
zJY>vItoB&=ULFHPCSQ*-v<+PmsoSHnUEK&qdU*6u8CZJ(Otlv9MLk(dvt%4LNEe!A
zXHY_~HyK+m#|KxBlwF2u*#*yCr-a<y+XXFYH3q0`31p3ljx5w}-Ky1t^3FrYFFq!&
zzBqZca{`u6!z__Al|oXReN7w3*Vg<fj=>olUzseD(L^q25gBz*6|Ye6)c6z%nsy}|
zza~?@e*KzCjbt<ylj;F|oia&9RHAE0gtd!waB3NpIe=$6B}#p)N$F82&QcPFWQP<v
zH`ddiuhS(vvbZ|aRkDi6uE9vw)`z*sR~^S}MvWH$XyIB9=4F!Nxznd713}N^1$4jc
zrt_mma%BxG+N*ZBvha04!mcX%X+ocS7E<o0Df8dhrU*7N0LGHx<7aVu1$+R3DPgLM
zU@z8j`q8gnR#t8rMFQ&HcL8wrH01@TstQmWoLSUVzFYC<trtKa3y0NxP$ALx=RghD
zbYc)$qExQLsFl^#uICT8SJ#t8tZV#$bdgx!{3~gOen3OeAk)S(iyq!6K%Z^|RK&Dh
zR#>>lV3AQB(sbuBwyJEQm9JEX+VPZF9#;PQo_&=lw&Mtk<!vPIh#ip&)i}o`9<Xl>
z?IPZHq}N=Lb4@3eu?r-3!YB}f$FkTGN-sSfmzJCA`b%R{%Bvda2aPt1?;JNcsF4u%
zlON(&<a?piS4l<M&>5R+*BD%fL~c;NQ#HNltoPMT8#OW8rD=T454okkdmijtXxdrP
zp{%!}#gHnqNuJxQpy~8!_b>qY-|kVkT|TbKa{|zSx2b18uYBI3EVUG|*)Mp!CwY~;
zCRf8Lf0)8%gPBQy=X?kutjvXBO)I?P$)RszF3MptoK>>#%Gj;}if&vQgPrM2ncQhr
z_p;&(Nm&c^Ckcd~I&W%RpzF;Rvp@+0zK3*@-?n@~_)Xzjk3N15q21ETU43fU0?9i7
zyO|fKFSI${M=Heu5w`m(s?yC(lOx%3djMV_7~^WY1jhF&ZPGO*u?1ApT4*VnmIVei
z&86|i3`#L0bO70~OQ(85<Jgc(^-E1Ygg#05u&|x+noO{QIC|+Qve_EP)R4Dt<s;r>
ztI_-~)-+|{){J9L$lYGwbwJL!{{}vTZZ)ri8hhIldyv?W&nGnp1KnAQjsm;M57t!f
z-|fO!Ieq!*Gpo~G^p&)C?;c7Xl&&m+oNa#MCfkvpWaqY#&)>ej*Ss?=mQW#^0E?dE
zf^c-Y^lDaKTbJiKFvvLvrrpM?A|j<DlT@+QBwPQKw$wh(F8XCV6+?K<91yaXEXp6M
z=Tim+#nF~0=<1(>OJkKbEJ`y2e*d^b7%))rkVIm{bm{qKtS`8rq2+C()y^x!t~HTi
zzj37eu($o4uSUX_H>armKhndr2BQrbzp+@&W_Q;Ub4-<H*l?pW2FSZNIVxu1L!C#*
zvWRhE%Ou~2JAamAn5Gb$8gE3m^0xb`l^;~b)y3XqjtkjUHXt@=W;nj<)Nwl8D8Ka-
z<7x0$Zs%lv>9zD;NI&KmIIXe4J)m-TC}~O+%D}an-?;hLG~w2Qh)HH$2mA`rfIQC1
z4E)9J+jw7JUzT(P5ZggjHmO@?8Nd~hg5>k<l$g;x=Hblo$OTqX)68bDuE`kytQ6C=
zfMwPFeIIK~$IDO=l<o`!{qDltYR^Qtk?^N3^o0`SI=xusfk{AVQSo?HH?TN_o(`=X
zu_Tq+?HfwaiI}wVN<D}nDGEP%1O(cuw9EnAn15OwY+lB$$HBG<@aH8vCk5W@&(-dk
z0|Ee{>g{f6zwbES|M+?F7H=>;%P9k+flv=Jf1f9#9(GV2p~CZckm{p{HLt8+U&8F#
z;`V;eEvA?BOkhT;a``5X;7u`0kvkbCsjX!ssV+VeJfi8)T4RaI{O)Sj-Yrt@XInBg
zWV@_>QIaHG%J0F|SU?n5HITX}BW&7%b|U%@ZN7rR;n=eQ+rKsJtA6QCfXze$o3Rau
zyNx4^1v0M3n_7y4-~*OC=M7Z2Tnr9V311?cNUYO}YZ~@IN(ZG@3BuA6cV&&g$G`g!
z3rn^xp=FR=+iwQJi|S1~Ew+#4X`H@$VP!j$S@9WmO4_QIJNytLOa1)vbk}(@q~HTm
z(Tc_8h5!_JuMjIgpYx}_FVbK8(WR9HTvc|V%j%SCj}NHt3*=#%uMFW}Hcr}JtnZOG
z#&qB3WMTQi!4&Iv{!GT6;^w}I8xIyvIMy<mqtvX!!g9hbl9OMQ=>Y*qN?S|orQhPH
z<zmyeCyMJR3(K=)pkSGb0+GC}z5N|%+sVv31(};@Zf<_XcIm)d3E&ZPs{$q^sWNlm
zm6!%XT;g!0^FRg%z-cx>t>n&<1#T0j0fJL$?TzB*sPCXO3)X(+`u}!`MgM;_jP>n`
zs@A$rG&KU@<^F>Q@0wrzXHh#)1&j&p5`>Fa;{**h{xr3nUzgyBI(P1zc9D>%sO;?n
z=SHrJ_lbtT^k>(t(y`C6-G7>PD%mBe<zD>(fxmCvyf|`QP*9VIg)Su^<0R%C%?f7G
zrX|<TIKg14d*mwD$)%i@$p87@|99vk&;6PAjI^N#DD;1S{@;4yGF(txe~%DPc`Vl{
zaxo!3K7N}&JRF=u>!2vWq%-I4|7X%W!2-M@PM{#a%g7J`;@+vUsHmvUJu9xm7s2Ho
zsqtr8(4IXz;5vq{zNfAZR$VqZAq+6wD`2T~$Wzj<f;CZwFu{NLV3>*84Uz`}K^}k>
z{Z+2U09U;gE~~u@O887%1uOHEK8oE)ef!qo>4l#c&zSPuVt@98y*<}<zww7^ojZ5J
z>$>OG^|2wl=PI~!V-;6kgfiAih~Vxf<n|*VXbTjLWUC$GmV!msp~mot6{59Q$`2R7
zY&4iWWFA|!wqNxQSWfJZtKcO4RB6{MZ{J={>o9Tr_%7<@%jEzgd$sxl1@>-9z)jZH
z*7lZJ#;6%~n?TrRSQWhCh(3NnR+sJA`AeGo$f`O3z4QQ>C>gaQc&5mC=ded91G|UM
zQsbt!UsXx4towI+$@~AB8-GjFl(Et`Mu4g3Lz%tsrHf_ZKULNLe$}^c_bKZh+Z(hQ
zyr%u2&LYqzARc=_*=S!FuAByciaW#~`k{XkXu`kk=a^T)^7#6^#TZ4#_zcTk%eV?^
zy4~g)ozlaevR@^A;VQ6Bp*r_&j|b-dw}KB}-591sT&5mn;rSSrQ3>7Kx%{ZUpM+41
zWYSb+tB|?=sI$VlY;%ia^<Bw1&Y3|4$1ckCPJB7=@0YRsxO_mP<16RT9Vp^f66oRj
zyI>Yg+vgxMQoUP{<|!HbpMUdk*Z~doM|-=B0!cqv3~1KY%uQZLt08wj`2eYG^v9xr
zqML7ywetZFjf8%<y}7isvAa$srM-L)jAYl(I5|0O)gOKw@jq;YgWB~j5A}_V-ln{@
z3z3ct384S_^$^9i&$CxF{N{ObKA6P(vPl*2P)q?l)3cDI>2-Li#DiN{!DR1529P~g
zm|S&Rq7}|l#N5XFA4T9em{~@F0v;xM^WRJT={(VdT>1Tplj*hVx<v%)QCxidnbiyi
zXz+;bbbycVySroDfq#QC%>e@%cWyCG7~9Z4p}wynCfewv>qu2`<z3O{ofYi_KTv^F
zbo;;z)P_e;b!S}kK<6{{5O4)}>010hbm~#F|Djs6P0(`MAR`e*zzq2e`L#%$dY1uC
z%4a-?k}{r|+T!<-UGP4@y-wi#R)8BMCG9wBlUXuL6yOE$vDj*{L0t;e$SP@Z{x$v>
zb3b3detm{fOi8sv!Q0QTo7EIu5f{3`bS|2`@b|^u7ptYeir4>|ha358#?69MSwCu1
z=)Z-Gxp!vjg|zGCevjJw^Z8fwPP-ms(GRIuot{+ZuCSj}mXC*C)0@n3a)||AKO@^b
zkGnRiLxVZ$ucqRS^(EAfxqO|q4Hz>OWyw2z6B_vQpOueC#gc!tN%bgBl2-N~76mJ&
z(;^3$`jWuZ2q9c3J>RDM_=jr#0`M)fv@9L*RWBI7S+T(S_TAl=)haa(HQ&++>TJ+!
zl0VtsCI{{%oPIJfefC_3nz31%^DCUTLwW9~<7&Uu^w!eAqhD`CS6b#6*Ob48a9dU9
zJDva=UhBw_Bb|BQfH(uq_h7axDOl$lKyOMpRKOD50zz1dIKG}2@nzzmJxXVaaq&C9
zhEt6vZo3WM58hm~Es0_}m_tvUL3-u1of&#xWF5Ts3#UG=fb$Dsaky|MV{PW{*5jXv
z+INgzjqm;Zc&swRbIHrNP+w+jTETze2IyM`3FLJenRE<Q7;Zw-UyAX^@k>5>QK?zP
zW`n40i1OoKYTj#NudM;~>DS~WkiJD>4G%J6KaXuNS+8h5B`d2Mch?%yip!-<FncD{
z@B@eO++ECMW*8Xb1YV@Qd2>m`s_M;koy259jMBz;At)74l`b`P02KgH+_#{CK3^i~
z{#{&Z7yVTX@EDH--Vq6Cp8dZumEDrlM9J9`2bqfP%6HWpSH!Jmz&IfrakP1@UuT-l
zlQ>+yCIR2+tF3LBHv_lgiFiRuP8x;eX+7pSVmmH+@(D|RO3nzPN!G9ac>(4eY8y-$
zU3;kqtp@(Q<g)d9y9KS(EM-p=F;HPtG5v4_hh|fpGj9Su_bp&%Ne8auJjbj&$-u#(
zCffAp;T8=y@#sfOxKFn{<-U(k1;(QMqr60=dTcI%0f3h~eg}T(K|O;qHT6x6Q|TJ;
zyX8#H;P>um3kEbzz0=XX_^WC_KkjOb+{Z_a8*>Ai=R|F8FggEiMUD|6kzDmy3C~fv
zx<x$onuthOLs_{ap&dwgQ-J$<>)WG*dyp|p9iTPs(&2NXb(J?G7BxGVmD$Xiq<VvW
zxTVNWbzRSMOnTCIc&Spfg7`g$PHoRtd;aM2i<6Q*Q}^T4(OlOXTjmbVzZA^;Jt@ot
z6z&xP3I18wSNTgxG3rMyVHUc(rN$`KUzK01J1z2dt3tPYR`&oIVLDl($rqHzE(rrJ
zAcvI&KwiiI!r!aYotipU+^WXm;%2xOdBO9sXHrs<v!tX<$O9=;nQv&z3}DKBM<e4p
zn3SQ<_Rz8}0+o6&H8WGR(zz#5tm)53-4Tow9{$9bHE+?y-fUALV9}<MlUI0%@5j)j
zSzc>D)Bh~@&(|Bbfc?B)ej{slO>p>wL&VKZrVJ@B-CNuNfM9U`<s;I&-axfsS{U@W
zr7h5H53yjD2WEq3QJ_^W4p$Ov#4%}2%LxqSv9F83`76#PpchVpMyx%|xw(<LAIl~D
zl?!Yr)fNl7=g=6XB!?^(M6$lV|A#s~Lsl5~!44OI8n<!U+(OT8EbUelj}r#d)|DEX
zHWtU=yTJeI@tQopKpeR~I=|%_0D4OrOSXEY0ir^HW`@1<2~79N+njugH@3F6`YW9c
zq&T&{FyQ9Culx;AD{X>$8*`wGUjuh4K)GO_6~~8pB+na6a%r*jV>G+vSyQg_)fMWc
z9`X7o7+HHe1iwubz~`M8h0byOZURhUfnw@mSl{IXpq+^@?ONeR3SE%WGGUbyZg>4x
z@;gN9J4ffWQFDD4z(YULE6XtHp>%O^d)F80u(os@pE=vs@*MW3DifMs-90)F-(sE2
z3(B3ZZ`uBMkjut!u8CM`owi5;)Kr2mEJQE5-*XxO<2ay(=>Q_l?KI#?2&_Xa7+~xx
zzc1V`p^VTqrWK=y^UhL)%V*?^@3U4AcmvXR0DCfXexuVcAl!(<2VmCrXY8jtC4~Eb
zV2&SrZ<#$}YKKd??Ufni4oJmQXHA3NiIg7I6JY&#=Ns(bh{om8A8)*}4zVZ~wCb3a
z;|dj0TkBAJVU?o=dTBnf2-?UH&DZa~QvTSK2vg{6GaSlZllC>i^?6btC*w2pGxK2G
z>8=85J^_`HOC`yz=y&hlp+iN?eheIWCPbSlQ)6-I9n9=<OHixSC=q(DUy(Ol53rE%
zW-uJhb?M?W_kWS@iT;Oa^o<~vAC8c%K2SOyJ$<^-7CE{FChM-zD<cUF4{!g$_hzsA
zx$E=BnK-+UqIG#WO}rp4`+!LhR#S;5Y|anq#DIovbuf_Tw?RkGT4Y1mtNi;&>{(Z?
zULAwI8tKSBt>TI_ecqNA-u@T)wic0>uUvqUCWAgT8u75$5pOAv_~~I|_d3TeiFK8Q
zB>lOdx%sX{|M5gZLyeQ?VO}m1!TtUAd2EME(o)8G;*9GF@JoH3fD)6mZ+W8K)3<F(
zh~e!>s<)Jq8fX|F1iMIxk`a)}G`g)Y9R)tFNg?^CFE@hu^_LdUeO{HY2KH_@do#k7
zp-aV0VH~L=mec2zLu<K7Rk9GjS;NJ3bCV&4>Wv&>CFUZFW`hcyvLuvm`)v>EG@4#v
zvCFf~K{RyJM@5y&N<QCHADj!sGx9&-hqjZ02PAKQ1||{r{jp#l#WB6g?KGg&!(qmx
z$uVI6OW@m^iZc)zD;#S_d~`zU>v3nPJwKkHBU<-4B?Zm&7sO?trN*pn2bJ2C+2iz2
zHG)jQ>071ANTypX)%&i@3$){FVx-K=c(&j%y<_=zEH2snO#nSLx~uT^PX4fNwd|iO
zZwp?I3xT$gkbFYy^z(SwIU@1%WhRhF{}TrbbK~;QFlB@v;(LSIndFDvGE&IMyDzBP
z|MH)z?K(CIVLBKwoak$F-H0&)FyCE~mzVb$aV?Z5Y<GV9CO(`6SVqy!orVU*6s3A;
zHK;QRhtHqzCh#&x8A`fujQjTw+5O%!@3(<L4Qq#G07_fBvK{`LnMm;?zqUin4{DXw
z{yHK>EYeQ}Geem+dA64Y&;Lqau5=#-K-Z4kSY^<!NOmE5VSv^QPT)SQ;g=7lbC#z=
zZ3ZtEY{e>q!n(-*yrKZIK;w_7vIPHF+pTagh`IIM!q<PYe9XFywQw^|^?gbTSgs&*
zBL)&66Vt%5Ds}qA+`>Gtv^>8B{73Eq!1CS>I2oEhKcv0^mKAee;-lYH5;qArKwR*>
z@PcA>DHULX@~H!a*)%g+Fg7R?h;B8{V9{P0xKyO>Tt<>~`CSQI)slg~?WLNEV-RRd
z3{z#d{Zr~bfbS&*fS^TM%LmwFw>Ksc`HKxe92F2pw;J$rnG!Ax*<%xJJKl#IA<JUk
zx*bfHVF~Tm5=?ngdEE3dpwyCSeu^Y&S$+302bO27lFU%o6Z^9R_osgK+<Wkq)Ih7%
zRDX!hTwqmoc@_KeT|k+fhNz-Ial7YwaI<n5d2S>8VP~?$JJ6<pFwxxhebD=MGksoI
z>S!Yyugv2uEQ(Rm|2-#>?A1K>$d=g?DZGk-y^02`c^kt&5$EV&Z29`g#BF01@Mo7-
zDLuC<ad1_$`Yy7dc!i`@Gic#))#z3;4*hvwKcD<&2F<J6y@&q6`NiLBon-)&mH@aS
zO@Ns!z;ybW-QVp^B|z^hy=t6ozyxZ!D38y8MP`Q4=Vq$)GZig!a&v(r<t9wg^pedz
zxr@i2Hy=HzPv2bf+J#oTB|OXN?9^RF0kFSgd*(ZsQ2sCUfGTWMc*S=v@51$Ek-XZV
zfS0cQcOQ|KuE>XI<K_YizHKehap?}xn_#|<_wV!Ollf%04#u-~maM{sw(cZ@F!GgV
z&+o#|S6=10+Eg8*^;vbRwC{~k5@gI^h&YkfO+Y`KiKabxK!9i7c69x3McR%Wqx|~m
z==rW;Us57luo?3D%3NOmAv2Un1w7$?eZLqN%f}=(6|72mQr$jPx!k{HrE|mURNJjC
zyy3wyeLp4Q=CQZ;$a3K-lFZ8d<ez`jc_*$6=kyog;-!T%B!+v-T(2(qm0DXe(|niy
z&FLMeUYjeMj`vRB7leZdUyI0p>%;WT)e7%SxYDqmeLRLq;NbqNyxI{tU$*i)yu0qb
zi>#Z7VZQf7`|o?%y|0@nFRvI$EaI**5BC1lzp+78aUZ#MgNAs;COWN+2cU`@e}jW3
zqW!Vw<ZFkjGZkz8@9*@xkIgC+L`mymw&WkZ2Ix%g<i8Qcr$+SXdFR}K=l`CQ;NRna
zkZ&+})UlrwtS!Qt8};uy5q~e<o!E2AJ3e0Yw$_<B@!E}^>;GQke^-vUO)t-H?Z%5+
z<}z%lD#}0WD!|q_!2aJ!-@JKFE6Z|o8RU)LK<4#H^m(khf9Z<u7E8+~SWl)1n77OP
zKoNTA=$H>e6aDo8Uh<&PP61l_9R`DWQnD)VJ9Gcuy=OMSU~=ll{&HQg;v}7Tz))bm
zF#&YG%01OQ+Iyz~|K%FhvO}o9am)j89<S7WHWNfOHD0YLmWOT6`9dsnRco1Z-=guA
zrOfLq6B7A*JxKi8F3T!&AfD~Zod#pX8=!r5xE5vzfbla<<26spwkL=`Ft<xj$2x%e
zX{rOjzcst+$a*%SgB}r%d)kpLI`TITYIw+Xz_vr{)4gA5BrF|+=`#>TIK5unvCU(g
zls<F<{eK$vKCZ-iB#TH=yx+ERz0?i7driP@#{)1*0>96nK7BPSbme6_h|f&(P1N}o
zHh|<-KL~s@CrBh;1dOx53(UTm$IF2EzwhAikFU}(BTm!*b=7Ng98`@ZQMlix5XmAJ
zMTdUcV88S@B4<hO%&=nfyoa;}{*TAoPQ(>1l)$Nh`#V}vcX^LLPY1k3!qXfyP=tJd
zX<<9xy|u`D@@s#g0YAGSFomxLoZP>E-B1Q(+`tlU{q@8DZHBNd_2%S-n&v3S*JUX-
zsWL|{t+^DqAnq6`FbAbyULcVuv4;cY#f(g$P;|gU(`EVH63*(0+X6j6kLwSJBSDr1
zFeZ%#^#rU<-GgoreUOTAjT6x8^rv4`pjCu|c9S;!oG<vBA_+gIEHnZ_gEm0n><0|k
z%U7?ML(koDp#KO#nG*687!|}@F@OF9x(=ZexbMDyD8GQ!VkH0)KxUitq#X8q9K-{B
zW_z=F2*BmM3bb*tPtQ4%{AnX8j{YDc`Zb#SDzm%fPtN^2iE{r^rE1}pfJj+P03S5p
zN@dz`2NFk=fif*I+_bJFwpI-qqyfm;xk=g^KX@?JuOpW5&rvR-TulMeW*|NNB6B3|
zq7MD!eqe0OET!EZD!|zw&rI6Xy+^E~Ks@VRTAFpSE?z|`Q83b$>24hb-Mb*Bs;NpZ
z1hBzO3DX^Lwxcz810-!8z?fSBq9f!wyo3g7YnqE`1kWJ!dyMgx{DQZA`}T$zESw3l
z3ee<5nAG8qp8J>Ycw+C6<yWk3{#G_08p-plTqC?Usj;MLJJj|Ta$?Cb#_fYPGnY^i
z642$;_r9AMU;ClWid@{GsO(AX0f;`7zz5dF#3OL`1Rl$V?F4G+>nGOvQrfiyGp;r7
zEz<j3K0agjVJh9z%v7DD6%L4d3FJaHm**T81OTm^cv@esRdFd+W%mu>lOF5>r3%mS
zU`|=)QnA|M^x*kofj1B&-H%)1;j>V1nCTjlYW$-4CN`Yp+bypN?ECId%MBElpFM)X
zh!$Qv&+7mDdeucGIZ~C^s<FV6oCyx$Lr#p3|EA7m`)L2eSLa0D-HBjpyIGk2aDOz<
zHRa{cr-ct5XF`en)jWqih?o@ikFM{HSW|iwSEC2j{rzj$P3GYP@0Wo3+Lc_%^PVxA
z8#@I^zLNDOz^Ukx=j(E4Ww_~%q>f?dED@%v!DQ)Y5CYe(C9h`J)><$HhB{zE_?*TE
z!a%<6`K@lHP!0{y<VytpxNusyG2lT7Y@ReqjxtUFaHyH9JALe3RkU?v9-;qId1eW)
z6;FXLl?`_(Ra2t)%^v0G1x`}6r%|lRLs+Pa?@?3cruu)<@jE|0sVH3JlooD8hSXC=
zoQBNH81o(k?Vflp4mj5{z4|l2y<mp5^YFwkm}$NI<Q<4&cuuI;>?+xj$(*r+drYuQ
zQe%?Or68Nx2SVD<BSlZ0I&~3jMjz%P_-pepF`3$^0}v5$@7_H*w&NEq=E^acTbiI!
z@-l_yshJtb66#0zp-zdl4M2m%hjasw>Au(uc#8J1JtkGXy<WH23H%RrJx4`rTizxm
zQ9>6w#G0iy1+QN>6@mhn!$lCJjsXP^JL(7?q2#nDARHZ;UfylZ=<^O6>)_s-3Vr(c
z&rx1rQ^c4Elxn^rs@d427f*n2aC}IZgG09C;%Hqr!Xu7Je8TuaEYAmc5<YENgoQOt
z0wq*Bb}WdJF})$>@bQ4}-dS@ShYi;h#h{9yQu_CAZ?E!JGs9)6G?2uK)?PYWngrqt
zdyIKt!5kj<1ee-f!>trtH3|6Bgpq168y7THkBfi_!}pqiKq_H<v}#~`&0^66QRbpB
z%NP;$2V{lM0^n9gk#sBm;MvQS3=oX6TP&}ts^X#c+A2MI^eA~VsiqYWu(pd9#30n5
zk!BrIB)A^X%I(#yfTVF=RQdVrH2RiiMp=+@RQ|tO63c;zoY1%HmA2G2js*=bP2!Cc
ze^x5)WzJePlN$=D0lFD=z_C1-mRPs1YWoB1p4&_j>_`)c34$!^&X-3Ou1P_(#d=3V
zj89LW=a<y#q7+nWpUWml877yFkK|j|qs;S$(??8476JV#QW{m~OI_!YR$BpGS<*7_
zTo-!amLV+)lM--_W{1U6m=v02iht_OKoC($xuq4t<p;0bN87M_3tMxoaYP*FQ*?>E
z)a$toh)}Uj3qQZAHi4=$XV0b_Gw9kFT+pRec=cKK$)r743IWWy9;|o-&@rIVcMX05
zrhNE@t2}U5Ie`iO0T+=v<hk<}axwa~{~R&6R0P=s)0n50yPPY@v<9x$IFJ_^AFR&@
zm)7lHytHKqLg8*3&R;6VQG1O3Vq?L$u{rkC^7OPc_}AY<Kd&wj`Z1=+##HqkFnO2;
zmt_hw-K*`@;m7yhr_=*fUDEcI<9}7r4_kt7Kc@Fj&uUy5)2{apKH&Iz|6#)sJ@W_?
z$jJd2l8xij93Gni(RrT1{<6<tr-*D`9P1wUXp$Y9P4I6kD*}QFEV?IZ-}jMz?<)xY
zvzC*0M>gSzJH*A#MT<My+j6ORRDP=+#{uhoZ6n&cy7Ao^3TfUVh*5oxM`liQ{rLs(
zUC<uPZ$2*cOV<+V*=1~BS5g`qy^Y!prTk`voO4kJYPds2JG{}3_6yr;$&pM-iph7a
zj!<VsLd@W%ln6GeDYEDJ$Vhzvwt*?5l09%K4qSc>hK*;>ol7P76+Meg1$@a?^TQK%
zu9x<JJR^+D$cX7dw?0-tLfu*hg&aTphx{U>$;q}#8o^;TE)^R44&2~qnU#y;IXvWj
zOa^Y4B%`25;2YAFQRw<M*r}dz>04^3OWV8aGX;~#jireRnzyv-Yz)knc$>8hj}+=6
zR#^<^rq;P--6P;#*@`M+FQ6?$AfiPu;=EjDDy?W3mCBKvlw@8a=_XJHv!1WbNR>zL
zQ{&C`nI9~kuBmLl4LoYN=>am}^sLLGiGj&xAIfvk0=LkjhG88dxMYT#p=ksW0ye^i
z8P^~}vr=rVk39n&JR00N?wMIYDJ6C=i$R6EOq>Pzz8BG=o`e0cHKu0HO#OnzCLrTV
z?@$o$eW%5l80fIgTuqCM&-ATxu}-hUd|bD<=gFid>nki`QC^}xlo`6xCWVVi$_V>B
zaW66f7~ShS?Ro)*i#v<9MIx?b0qr+UbOl1L>(_cEU6gl6txIUI%?I-`rb;->RLH+;
z;~9QopnYR-aT-v8XPK_II?ShIE&&vPMBA8FTbKapQt>#*x@bwI#MMWeD$o+kEbHi@
zw2iV#QZrDsXZ%4nza6kcW@Vv})_9pM6H_+`OwHxPZ|0=QR25<GuF>X8EvrCotEk9n
z;~qJ1KD0>Z+!8>*8I^4+z<UK-5#i`{lP&9axAhq4chGAT&WW;IXk52j=K727-;?X@
z9!&%<v1!mObL-6$%J%*|`<As!$#C3Pbb;f6w3|`0mBNhM+bp{iH*aDXzE>Qzv&<(P
z=}*|!;=9k4*-}eeiiT|M2wH=StB}fC@She;+U(95px&wGTLwaIJ@I$N;iE~B{tiUX
z2{V!xN13a=MMQq;LG->)sV-wKN^^R1a&Jcx=pf>GTdI-TIct{qo(%@lzBH?ZQo!bP
zOV$|=F=YC<2bXFmkNXaETJRFqLDW5si6g6zM+d)Sn=D<JimGuRen4fo*uwo+0L&4+
zJ?3YePoSorwdQ3wIM7C_3phrdjI6monmQ39qk7qwnLKy4kOv-a$(kgB52VON%N%)D
z@XY^8gf^?)f27YZ0~x0;u8FxrLw5CV$gU(0UeW_8_UbeQh!=6|^zkWr9EOLgXT14l
z48qUwU1sF$LKQ!f21fKk%UwYHQLAGC)t>6DL)-3s`NA*VuuHp?c0LJU(c8evjMiT>
z0o7GDUOz8C{2s^0dGVuW0lv_FM`~^A;#cAzhB(r{Y*{joE<3FZuAsw_k|P77fzX}B
zoCHTVnDGmzYmS=!g@>w1o=2k#0&iLmezeF{b%AWLzb(tZgXWp@Kb?63HDLK&=ICQa
zu=UqaZr)A9dShW;<H}$6#5c5(GeL};r@oIQNY*z^|5JQ<ZGHC9{nVeXS;J#F;aHH}
zPCDv84<~~mhTN%EQi4QCN=oW(6dqT%FSJaC+zUtYLoUbav*k@%&mS;atl+A)1?g9F
z16JNj6DdoX8|a=PAPaDp{;>7{7}Q)Kt@;XYh*?A=gstd!^$++}%^2yu|AVi$4y&sD
zwuTW=Q4|qWq;b<NEsaQbs7Rx<ba&ZEH%KZiB`u9bgOXcX1tc~lo%+tTx4(1VbFTOM
z{(7$Kk+s)a_qt=wF~%Gd6meOzE9mM<=FB(eZ29sbcF=%=_RgU~cS+rBsWaBCZ<;ig
zwhYM91`9x*%6#2E{9NH?17eub%`50yn|qJ!A&t=jg62pkWN?))u%La`y;f->ktjKv
ztlH=>xxKPpHlYdV-bRlMw5ry*7p<Q{n{CiDu+`oGw8Vz&+9DLfb`Xz4@jK_;w=LZP
z#nVQMcf(e!cO1_x+UQ#Lcu<Rby>08vrHH5eH27QC{i#D*v0<ChAor3evAMssv_@MG
zq90ZRRLV|)+WB#^x$>h7QSUfnicE?epJt?pU$r`0y(JDxJ<9D8c}%!%Y-}v=qx_3R
zU+#HBp47F4HgQ~3<i8|Hzk}2}FR3(YJj%ShTvx*1Ym0@%a@F0LU3#t!(*Ir@Dzs<`
zI@W8alS5`<lQw_7l+tcUDckKQUE1<t9i}7}@!A-6&z{a$6nQmKzx7R&AgGGx+`Ntd
zJE9oh6wCR=+RVAv30lWLaOjo@%%wNABAy+04*KYuJ#5j=X2oTO#q?X5Hy)`<JQ(}7
zfEoH;aZ-3oTv1I;aA(1_%DylrE{+kAPg4xs`XVx6JjDaX76!lv_7Yg%q@h4S6>0jh
zYi*ZWo;zOcuXVd~ztk$cx<aik8#!*nzt1o5JRh&qH{bL}NvLx+=Fb1EE7`$JA0xSV
zd-R0yaVM<4?9Sl##FH5UySe;tZG|SwExO)NALnIf?@aEP>#)<x0Xjt1X2+B3k);vB
zbuiP9d<`l*36h(F8&b>FC3-QU#Mw=kC3=&1%~HpjA=hwue}X(IOe0OsxV{LJlm+6T
zLWHU#P$|qh)__2B1fGJvn*bnOqlg%#F{#kn+ST8=eD2R;wkl=I5W2~ETArV{KvDrC
z%kSrY*<I`$r7gWd8_!TnNfT`ky+1H756+I?$-W`pBR&*nM8kX|ve@D){X1Yk(97p3
zy9arVs%W>UlSEu|3k=d&m5#r!$~mSc@x{I9R<TAJi7gQ2E&!jt^nYNPFGl%&(6rKH
z7X908%W$x|5cI@`_ai(3HBO$MKj07+MpK(qI4zU;KY2s=j3>AJVXR>0@|)Wh$48$f
zVIjTGzm2||{4eT$w|$06E}_Ao&hJw#imWT}$EJRLQ99>(2*<QS$zBM>B2~~oEKgOq
zP^DU(olKcu68+5b;hQ%PrK@t@%ba`pfZVNzT~$$WP4o1}*u2pb>6iW+zx&}|g%Hp9
z$-k~;f7vt=_NkZ5iv~;~--g`2M>AExhV+IOo&yfN!XN6rgc=d+yn~YUsjbuSNwahe
z<4ha+c9&nz-0H|u_#~c5U&$w3Blma;{@;jTE%x{PU%c-)$1QrzoE|4G%=I8O{e$h@
z_;Pu=o#o%hG9%nt-Dpgl0RymfNoUi^O*;JquZ6}Ei*w`O-giU0bY7pLo9d*jYNa&d
zmouMJj^0+-Z{oz$Bmx-@KYzt>Y5OQd<b_A@I#o5gxVd&X_K4)lZ8#V3@MJC`dNVwF
zlHvnnD-(7j^?CaKfS|xmEt{ggaxC&kuYfiFB9vXI{w){V_Ci*6x0DkB?1D&SasMLl
zS<ZqY%Oa-jph5ut!T9pMgCAMh*^l>6lJqOvp+ye1zR=;|!(dB{Omst0|7`x<Xxgkp
zBNW7DJpC=wpzF}<?dW(_a_n(sDppf-NOQ&Fjt}x=U$aLnvsQf?6b*HLi&^HMYGA*5
z^#(*99Q7W{d>DkgR`j2G;w(flQW5+Fr=SAG1vBddqq)txIY-<n5=3h<s8P|UD?B`3
zGNpnJ^ply<Slz3?C9P-;!l~0&W@cwQKy1mBDngw@_GM2j_UtT(%GmCXF@ddz;m#qK
zcwhi>u!1=k7ph*jepu&FyeXfCfAF|5*`-TNprm5fG<7dLuZ!4VJZ+Id)J3+5-+*OE
z8$dKnhv8w^Vb-jWGuXOlGogcjMlUM}Z5>6=%iA|DK-AqyKqQ=;oc!xADEW8mS>L__
z(bcso706~=EUHPdz$m`pHA=;i*Oyx<Pkayx`pz-@?adF-)(4qb&0GJqtG@Ai4PIs9
zU^;~*>_OOx*;23oT)%hD9*PlcEs$9p_Q5dvoYcu*yRTt>MY<JZ?jn2I4Q6wGc{=Zz
z3wuzJfH^uu;#5R6Pj>MfdIdCucxz>98*(pPR1(cnUbsncUrUj$cqc!>w*LEb4#qb3
z`H~@9|Kw#(xB;Ql)f8S)5I7*VYUb-R9pz?i#DItuZn^F(jW8fe(J(6E-m@o>U)_}*
zh1naah3c#Ndluu`sDTA<396!ct~5eEh&dXE+6+BnI!R98wqK;W^()bGA<DV$3ESGr
z8MM0-^IX`8NKX!ev@JpVQGvbhkIv74J4OBG5``&$5PULvH;dd5>UP5PmV6Wf4HNL<
zX9*!p)p8YDIYZKaCPHjw&7=^1mA;|AuZE7kzvvNxIEU@vYqRi`yFb2=!s$B*qRbQk
z<xJq?Fe1!8laNsLb`>F9Byem0EG)p??*$q#m+_>d&W!NNV;(><fv9cT0j@HK>XCDk
zCLqn4m~4hJlLaVm1f)orwX?Hx-SfitlmAPvm`)a*!Bxx`5dFM->v%|;vX+Dt&wiHC
zeVx*HOPx{<qrGXWk!H)1i#5x08!iNVlRW<yxuJ8tQpMT141|E*7E|V73Afj7>l!g3
zij=&JfKiT1py<TA#bntf9>U7T*TwX^IGfd3TJ!du8<Az&gSn-yjlW-$AL-LVyfI2|
zc1so!4C>Xn6(Geq{oq3L`|<6<JGWDm77L~c-e?B;zkl&R#bV^=lXgN~dHF1gDwXWW
z{gz!on<d%wjkDE0>8kUSF*#8J-5@l%SMz_AnFuTMYMfikxbreZdvfN0LXuv%a24UQ
z8z4=XWw(Y&{Od1F1&yCSf6l;u8FQM9*{k>lyatJ-va;-O&)JfZ`9dmNH*{zJ7F`BO
z?RWpcMA+6cl|eQKv=CxN6@O_967QFPdB7p*jV&2mn_ozyBImLl$E_e6vMI`T9rN|&
zt0qp{TWyqr{DZN`wupbxEbK*ls)(zq>EJ{$WXrj)Ar8Mkd>Y~9TeAA?D*8M{?qq9q
zeJ?hJJqcFOV=Nu<U1I@YcD5U%;Z664^FMbYTnM4`RjMn9lbHoTl)VNBlr<HQ;ee!S
zyK39q(aS1;luSQr=50s*`Uc9p?aD-jRU|}fnf*uG2X2Ulp~Z0tYRE90G2euDsUDSK
zXBy#1m=+CD<s0Xl#Rm4RL=%-Zu_M)Bk|xO}3|D+m)PLfzdEo*n>3%A6{~twkU9TqS
zh)GOkgmA1-<xd#^X>Jx$HOd`tU|4l2<{t)5iBKA+LJMr)mCL5DcM}mc&OUhl^}#dA
zycq1jVD-s(EmITo^=b5^W7jK3gOOu`<U4MM{}Uzou_~2RW@3IB`#Q(MaN}ZoAoRjK
z7fznGr<PPv*k8JWJ$YI(Mqb<dgjOzHuCtfMK7l6g37S2!=*UO6R)uWcYNb>_4rz)b
zu>A_?70jo_(LOHEBY5=fhv#GeaKgL}x`926)^fsK<z8&4Bu>8!WjuH8XdlaY5zu3E
z!XTa;HBYV`aV<u6X7R-g>~ovqp1bL%QyiU%fXJsd@+vH|MQ{aoN$HY4lZ#Ud6l&Xf
z4M`xh8hy~e2l<@NHOhNC+vfiN`iH{{SJX~F8kwKCirsJs|J|E<lBL|@hF1j71AxR}
zq)Bk^X>wOe<&&0n-8iFG_Q%Y%Vo&To@{haQl^NY!kL8wo`dh)dhmyv<#`Y-EQPzWV
z$0`IO(JN=BHO$~!2SvtR3@tjCtfDP}arenUA>VsHQe(eD03P=&E;MPdAG;qt?r)LN
zk|pPpu9$|M=ZBpC_@NJAIn#eFdiNKt)Ti_%zdbLlr`-niI>h90ilMo``6?A`MgHb<
z_X}NB#}~DAn^V>uo<Fgw!g{*X;}{;jDsDg;xF#-NQKMMxGn)G!vcQkq?N^f%)7icR
zW-yaIbBjKuzRL2OSBo@CFN^M|_V8{N%}M3AM2py8`Wg?r58hhtqcJ0jXm;-gg-4FD
zlZLEx+~e9;cYnR!34C|$qg~$EsZ<hbTLH$=6Ci?<#(ntQO^TA)%SLjejJ|g0m(lM`
z%|^cE2!36reOa!LuTB^tNJ+Yk4`YS{h`e-0!`3I}1xe<Q)mLn&3NP2~+Wo%F|I4Dq
zD!kWQ=HYF{DmbC8M(|<{QXSbk$w#iWaZJoh>D_V{UIs~&WA7AeBF&T<zS=l%jZ$bw
zVth%_(VguQ14g-!YEzpiFHBze)&neAjL!JhWjhNSNBqApVX>isdLok3#TzbHcW&of
ziS5|!`q#RFhK>%wEb>j^%j`!C!YNgsSI60O$tRhA{6wGgMK+%AW;iO@uP?mmKoKOE
zk<0s<0nv{W2)&!;4d+JR<$vy%x*z*E^sB7~Y+-b`^<~hXSD&EM>g|SBo0civKzGMn
zEq{|;=z5ep|Aoo$@qJ%>Jd*ic5GaG%|K=~zXn!h0Ok=B$+fJK@BNNCuF^3HXt=a8W
zSw6~{FYa=nGK^=sDb@bkvN%`L(ZByWB!Zc#T^)eGdL^Onn<EZ;?*rV#cC-p*-X^!{
z`<zuT^>?0o{lobM_m}f5%<M9M{On>r$)9p+D+|a==+$g?&Cv@_-pOu%LZ|rl-P$)s
zZ=3Bp(VDJ31@G-ccq~Dp?;5i3UuhDR4P#*+oLI%JWWbe~cmZWk_LDJFPWE|N-B?xA
zwm~#a7t`IxcJ;6$J;bf-bR=`$vqCcG(!t*#_efOdq8zHj93je&%&!L*FZk~4iD)QZ
z>+|T_C$2?i;V0aD7PtRM9Ub$be|GmWDlKwbnZ}B?Gf`s1ThL>mX)TG-d+vo9qa?HP
zLzyV6@COpM{<e*_NA+ZvC>|s8?D;)x#MhECG4C6GA!NO`Z6z>Z=h?-$aEp;Tr6NOt
zO324+RQ@e6OBp(vdOp^An;pqo0a#yWbcd};!Uf;F?+r|M%^nvOl9SxC5A8lOdsZ|a
zph!#(@={0Y2^9z0*q^KS;R6o;d)FDK=h<J}iu1hksE&9rJDoKgp4ZW<k~yUmV|=bo
zHsmW1!6<50l*>!iz4aTmeilrsD!}T06w)}Op->$~9?%{2my6xLV$<l^p%LsIA84`Y
z1D;0z_lZ|&791B)5*q7XN0$??&%9zQOvN0puZ(g%=@}DcW)XgJ;cnKYbMxN@Ya6^a
z0-6)xEJMtOAX?K~;5Y0Nt+tLGrY-$(p4_sXPOKsgb3T1i1H~{AX+bgg(66ZPMMUKZ
zc~9Ez*yU3$*bw9cF5M2Q!Ovow7B{ZZdqy;yOktabnalQwd9TF9Wd1~R*gA!|tiRTR
zVQxR>EV6H|;q(GQc{AoO?2dY>(wFvr%Viu$s%_J8r~PhHvWpuRd=>e)lBA20rhn+t
zC*$(HAd@cmT<>r!wO41|s{3|M|Lo%k)N<se^+fJ+XTsm3x{=y|qj}?)Z=A+5#yLfO
zZA^D_M$3IWATDod{x|e7LK9V~;?)9UeK$dlA}(%GmF%VDZa;CignH8GgA81?DqGDH
zYkEGcWHg=0`^o13E;x^W{5u~{f0jdG0-cIkd_Da7C<;A04&9S`w|q60S)BW{NQKxf
z!~a}KH4EQfh@$_^n`83vOeoFzK{aO}`DwhMw{o~0@G%#W?0V-zL#;BDguHi=v0&j^
zpQElAT0_x+!EB#d`R?iHqQ0bjMT)PrPh8VhHX;5vkJ}^2fTf+Ur{y6<51MW5w;qO<
zTbPvSMZ5@$LiXwlv`e{k0y2!Yai^2u+&YU}-WrM-3;OE6$L%)7D%NLaM=+_FL}Cnk
zBPkgp=M%-@eE-zG&lCqeyJZl)?BK@eoV#gg`^u0pg~?`!O<?<vhyAC0^aVrWQ`)i>
z?-B(U^}SarDcJ;ty9MS?znv*e9fN=O^2l<WP|0@Jh#Xw_*>f=4l{1!#0gD~39;(l{
zD}~givu!c0z3#0P@J*!t-7j9~<MhaDCMIHU>rVDLpJw77nCG6q+na8pY%4#uWcE_h
z+{dUl3rzo;1c;#k#PqWFO4?g%Y0rlRRGSwTebX1}YJ4v4B_GKDn^cCu*3C&**E9}U
z-G?|0%2yJqxsZ$T;TI^zD&6GwPj>cl#IfWRyO(4LWj>-FXuSPshe}(UnZSM6`i*^R
z-_Y23WrvaL<uERu|DH420V6+U7N_WD_XxA`Sr5awq1mJt5g8KatG+Py-T!GS{TIsR
z3GN$|ZSu*puSuU3eN*;?<k&A98(e9c5G(A3Bx<(`zvC8O5@B>as_d%`SZ+7&FO$nU
zxhl+f!g<)*?N;{LrKL_vqYu|1hS{aYe)!C$?V?K}Q9txo1*_k?@6FfPX21P*FF~xz
znlX@O<k9x&zM{UXVf<(Cf=qBn*J2mMJOM$96~yP>bdA`0b`?o^h@q>9{QXpIJZ&Ev
z4_iOb)oq>c4?Ft#^{hF3Kz@jQjs90!%7j9F7#{~CxM;9m?V#}-zY3~_XeeSrloL=e
z-3e?J1C?-H9UtUgc<MI%;=|!hnfbD`$>pQ90d_lgTsotd3zkUW>y3XF<oEye3cur<
z=eN>X*t*AMRi69IL@Ufd$X_y4O(kR(1^$&uvq&W+$Y_|@*_9C)Is)+_mDh;!vjdd;
zjfM~4Rs`YW$59l`?}lTkE?@DVn^P;l%HPJRAdh_fzwCkE6fWsyi6zvR%kvyw`(9XJ
z5qo!`FE^xOBGG&)u>?$O>hD6iT{vW~G(vVs;~=T$^IkU}DKmT4fmi$@;5)ULM-h19
zoG<r3@F3GXg3^5Rqx~(USWpQlenYS{)CRYL0W>^G5FV6UJkNUPR_kmVtzNJ-IfMjd
z=<^G`TT*l>jQ(N*8?tO4uiLs65Inkda6Ky}IT_+6lQSb>ec*0XF+BDlagT!EZX&bO
z`q~!w+(d(VL>mC^8SsZm0CkJcyKJ}%;l9JB=z_NSQ5(L$&%S;~FArZ=&(Eyc;j%^v
ztq*IxlxZ74nMlP*C%zoimNaM>N=9HLKNbKBBys?-208Kl1i=)@s_~*?NTc2PjV?v=
zl}yH$yVxf9m3xJ{9u1eV^}kW#j3576)K^(>BU<o5MvzTU#G@FU%k+>nO)8jHo)qOB
zKxm!mNQjW|n7=1f<W-_juVsBAN_2DPIcLtR>oE<R&#*1O?EHMQUi*Fe%U8w~^2ZHb
z?mrX==U8sn{Yj$N6p!7_&II>S`tAOBR_?pwU<0HWVp`i|a|wQypc>J@aksq?a0w^V
zBRAn0;|>+BuhWon@(B!y_{rdN-6C9GPQE>pyQHWuhXUDk*5adR%m&FI?Lz^nRiOuX
z$g{$<mV(znY}PlLu(&P$|0eQJT<Zl)j*36Uam~3=a@TI{+Ihaqyi0rF5%21Ms}!_k
zPXu;d?_aM8?OSBE>8oy*U1cjCJEVwI+_ot_sJ}H-tuj^Z%ok|1uwJ@Q54%<!e$JXn
zeM=y&v@zGoIuYuxLSDT2dv|5%$J{(S6i&87xu2P25@K$Qcw~F!Aj^lu5aqJ1*quI=
zhB+}IKV&QA$TQCEOML0&?6-WvTJKviZJk$!QK*?UUSSd4X`v%}t$JN$da-gdow@ZF
zG|#$8ATVq>Xusl~1r>zg1T2oN3fW!zu?~d%VC{X~Vwa=+RqohI@W3GLlsVcu!SO#T
zGSAd|jPUhTjW>i=s*03U5_!^?FG+B&9#s$2{z<$bVXj%)o6c#mTNP@A*#Hn1Rc@B7
zXJ5Ni6_osH(x^VnZrpHYqsmf*qeihjCwkL*`b@$Hsb&1XP?U%iddk!qy>5u(dIQhL
zKhlq&Ex@=UHqXg?7B8@C0`FSC-E=5(WTC6(Es5=k2W+hDyj{yLKX<ri`DoSN6CbwT
zXyxta=(|MtZ)YS3?mL6%>iB<XD=WWH&5$(GuQc_egQ1LLV<*v*8oN!yHjOb9lq&9u
zTPXApf$*xfRDdldo|-n>e&C+w*KSQI#ty+?bj(@wV?!7`U&64_aqwSQ2Z0At+uEHf
zq60OJjd!=;Hwi^4nx9`ZPvll;3w0BFrLMul&K><MugIe$kGU#}|CIZt8{37)dRYZV
zMyDxMgvgMHgPbrd!5bLV88Cm3MK(6XP2?f$>Uh#3NT@}5G2GrT?~G62ji*Hu@ylUj
z5^#2f<SXd<Ash4?F0)%-qL&)_Luz54*?DZ2k>=QZbcYtuzd0WOC-wpnm;&IJRY?&j
z(zAeu2v{Qi0I80~&t5@{5-s_d;ck!F4t8I=FUdDc<w>WfCI2#%a#XaU_?mn##V<y1
z|3^lrRk#N=XK=37SZ+V3q&}2ggs3Yw`>7<H)gYb-f$)-$08WShiFLStZ#m{XpLhNO
z5Jx86J!!DZU{4-G-2<WLOKLn)zqM(sH3c|o1c=^(`1a7=k4__zWXK{sp-0oPT>iNE
zQ=j_wc0!7{LG53;%gzz}%1CUqdS;|#6R`$3?QzF*z`iKRN^NYk1~wq+E6NbXIE*P|
zTcGu&++k;0|MRe?ck8cML1Lxa^9{Gt7iP@D`Hlf<)O4vF7cALM%wwXs-blTb60m^E
zT@TF|TKkvn7H#f%&VFo)t&~+7EtL>a#NA~9SYquAHv5-WJL4iN)KjW!>bAHlHj6%Y
zkc!z!8`ij=wRdGj=SGa6Xub-O&aIq}+;;8aGpnd$cqIM1vPg%LLGzE1D4ZNuF2<0|
z=MGEhTVxvvcRl(vX+Qf(GGx$G+B{s6)@eD4gpPqN<aF;AQ_A_>D#*khi~hSg65jcy
zvyxuYDHQefUpYDAL67ECP>^qL%-hN;InHeB_OiX2>DWY?F^ehe!jrgOANdg<wE})J
z^@tZefuMXgUIYp8=%&<ss_m7HPH7L%M+OVSfv>GH$A^qe17Z>awd-j{g|fsB90nmI
z3xd^mwzj?$1S%Te3(<2J5V+$Y&X(-6T|?haskXd$CM<VV(j4GyxFZg|$+s8YS1&-R
zjSb&5ArfARW$UUDL$6+$Qh50pU2-7tLCm&NA%(gBwR0H1p7+RQY^-O1i=l>;Qnd0$
z=0jDe*T2Ty?%iS#6HE-bDXP;JjB2TnXF#FMoyf=Fpro*Z`QV7_U~+4AO)|Qe2y^ku
z(M%0j`GbQSbNi31He+D|EnfdxE-yw*{0#!2>Xl7w477tw3*VHloVoyZsIU4N%lydg
zgx$p3^Kwfe+7ryrI=e9XV*i}Lv2^S~r`LLnjm;VNDcEtJ;&wlWTUKPzpXm*vsl2YH
zRQ!tZ>q5#<smtR|m0u}w9FjlN#LM@YD6Hnlla(Oc4w}P7UJx%`*4t^cmB@iZ8{=Ws
zRo`sqQeqN#pT}lOJiYGRtz)Tzqm118J~fWN4D-aGCgtClI$2>HQMCu1l7b4Mo7c-a
zeO#_nudfN)X6F}mxhCETpXvNDQGk{vZ-GrlNwtLlFR13<9hEXx^wlYuNmo0+7tTKu
zthaC&rJdWK(pW&yn?c)5qVGjo%rIYC4sf4fCA)`JD%AVZdgzPUXe9B7TpiMH-EmY%
zI~j`CgIyN^8WGgj4Mjb;U}aF_Mnq0;OxB~=t(ZlZ=88WiPp#a0^<D+_C5o#%8N((h
z0kRA4uS!?Q*H=4m7Qg%?icYkoUbFRvy+aP08U(!<?s4O)Sz_*I9<ircmP}&d`4hEb
z*u49VabZF-c>k=>u_Q>Nw_K*fESGlv?+X{}`fRJMFHvM_s2XsHocL^6YcYML*23<L
zJ4G12fUQ7PVWF4=GOxuWvGdwgH;$+LUWBcLMe5kT-peu*Nt5!S+5pVE$^O@6g&6*a
zs(6;+qiqyM3C_|lRH(7p-K(d#OKWVJ6z{1oxTu;%mwe<H(ohPyNt^ofrBi{%0m0q|
zuhO7dyG1znwpEC^^xQAYas8a+4qH#l1MC{6#12!CQC%^W|4uZD_jml_9OOUddzaDX
z*UzU;PEoYT5L$%y{&pO;p8jUNF!o;1l4}A)18bbPD?k4rQA#m}m34DZZhf~>DixDQ
zJ!1TH%TA5v>HT5reYa+-@X`7K?9ozz`;rNb7};${&Wsy(->Xy%cR=h}K}}A>wv*bQ
zxKG4%EJ0B8lhCn&{<FFXe0X@)*Kzl$ci3ExAhDUOHJq^P?2Z<mtH;lSEJ8=L#!mI<
zNeo^WWtCN!Lw9$yzsQLI4hSp$Gdg9SS)Q?6`$+bY`R)^^r!_4PI$}v_;)xyXF0i+G
zIE*Nc3WU3s@QgG}Ia)xJKZsk2w*so$e`OfCNAooqHg>CxF-(<?%o;Wy#5MJ^3caW!
zk~<bBNC|{Off83L2D^mka2F2lkD!>I<hWm$lF1&>>h)pcghRJkZ`n{P7v_S$^r=Oz
zIHt&RNkv)^TVsPk+++=kzhu22D9^|~TD!l(lVUNka<kX`!-2-C72h7o2YgmrfuYM+
zjGCBKUUWW%PEdH~a2qKr+XbbJg=(s!$(wuYhdVaCTSO7+F$|)DdA%QQ1eu4^juh0&
zDkPlz=}Htj8<{o|zy?RtztMT?`lS6;`R|(yC>4JBE^!G4wepP@-7YeImE)4!PxjA{
zABz#Bq$6WG5)*PQ8AyXH;0q4n%>LpubYm_{j<SX?wAryMCi1eyb-Frl)fbi3JtPs=
zNa*#l9>v;Chw<^lUO|i7e-$gjd0vY59)c|e0`PqL!P;1_dtay4?XK=3`#6E(u=U>Q
zB;wt}T{v4%*so6LD3UyT+{hxhkB!5l{k7Ubn&(uYzEnua&uQ1YXM$h=2~;T#h`V44
zWh5TM3)1|^B8G$x!u$)`divHf3cyt>JKQKc+^84qRcqa}XJODD-7gJ`a)ONao4E0)
zpzFEm79?dAz@@B@h0nQ+@E>PD%?#0@yCRCjU3KklWsmzlF!>vQKKT6?y)5w0h<QL~
zCGau6=PVxHBCZnUgRXOQd!1g%R^0D$_rLeNm)o{_>r1Xo8r4<V{LEOt>O>%og)DNg
z2L#Sq5HD!0$|6`X;Ld`}ts=#p==I3eVZ{KgkXjDjtLhF{Cc2s}Wbv%RC0A;a7j*5!
z=%0MfnFB9_d^+67m~1<2PCV`6G1!=`j~7exoDg{xDG(mItuaDEpqIrjTfNV1yZKzb
zr~4~0d+A%*;ic>I6=uirNM2yqAiW=m0k|*kP;;DD)0;J<`<C-0RpMQ2#+j#?9h66X
zo_bjT3_+t1{<;01J;>a~*?{6ndx=I}EpHRtIE))-Kqgb~)+voumgwjU0qoTH2^kgg
zT^cQ)umehfjb|R`3Fr#%|4fjWeV^e1=vuA^w{SXxCYx>L07<iX_$Z61z6^rnokP4X
z0kC58&vkXa*RAF9-RYH{11S}gr~3SI+rz8h_jqjw(|PNbrAwAXljdTl0havtDu)+;
zy|7Eg82VeJ*#6q1l4nu5U*RQn>FkXx^cA>8wIeMLO-g+)mO;&z!i}C37E|#^`x0)=
z*nBzB^0|jCKxtPdd%irmskvr0JZ}mX6lam+C$kARV29cDt>i~#^Mq`1))juM1xMZ8
zQ_}QS;l%gwAzBrGh~0`mgnqmlBlNLWw9q_iFHlz5K%~I&H678@%;~(MzFP*Z^PTp3
z+M2h1Zkhe}<2Nkr-DKo|YwEqCWFcre%G-)3Jm+={PWjQ&oBSc6+(+zrH~MamRWt;s
zf~4XCZd?<QagAr1FpsQ^Q+ehdYaDVqfa~(ZIJ$Cqvn+<$cJ-b#OsFt_FO2OLZu$LS
zLdNz^hpEj3;~fXe*d;XTYWv<*+rh~+@I60PN_QR>5KeUQgJCD=I$wZuNiR1oXHDcP
zf`si>-6eDhfY6Fd_!t?YRT?~ndy?=N_X@@jT6PILqNLgHj-(MP=MVQ~nc&C@d7b)d
zC+^kuP6T&t^nsx9KaU?CX434&{e_K!btjEi`ZX%q>Gb<V!Iw}enr0y6Qi9M&(i7N7
zLHh3Xq!gZ>>K^A}Pg<@vH^*5t-_=jMqS)u=p9bbaQ}_Q1270g##Ap}d?*sW`JeYJK
zRS_r<cvfh1!s^9a-Sb;Fw_!Tf;}XrF&7A6eVdxy4dHA1SRr=~`F7A0OW*6~->OvDp
zw!j6n9nq=h&5c9d4MM&vg1jE_rHM&QWZ}2!jRR+zcF>$MTcx=tpgR%1V^yztE{b~p
zNGv+Pf6J)nlv3XIa)FB%kFA@5p76d%WT@d`vhD*PMS!$6-Yo0I=-%c0&1=CT0@24*
zSRZsj=zyjNEJy_jjhKg`p`l^b7$~`Sm{~``J5sO7uhtKgfzZB50BGnEAmuwCr{O+D
z{8a)XUivE%`#ldRD9Q$F)4c{MAYAysYU?(kT59oMAnyWzyv)}Dae2T4hzqddh&K&b
zjlBE|6&l7+=E6;G+6e7yW{{2u2uF|PY2FP*@Mdf2BY{f^Q|R1|pxyA^gZn;_d7VFI
zi~6!;tK(0|Howz<DY!s?;e-fEP5-$Y6?cqJf#SfYlQhiC?Aj;Y9Iis_%@1>Pl_yaS
zZvR2Rtdbi{EiHzN^enwW=^js8vyuV{_LnZmP=fY3SlOc$n)JA`UMGmHx(ciUOP%=O
ziD!lUv#CY>sT$+^HQk9xMk;bb-ItTMp0`&V$>xqTYA2yHZ}K9E)s}+kEm^33=0L0h
zs_hN<wRGeP3JQMxy~J@xAoC4?7~gGI4;z$(%zw4dE5e$3KJz;#n4`r2YSse$YxnJy
z&&XYF=31Yu%^5=vM3q!0FYs@Ne*BTY(*z$%7=#6k3=AJ{J+05of6$*Df;7|vkvGrC
z$Vij@RT!&5<Zwc;HBtsSKJj%=^l>(~tY?X8jXLHV8dYN+8-CF?o<j$kkL>veR(pFB
z?N2SznV$ft@$u4?EO+PmuU9t$q4=V3T>ep(=w8f8c`{Pc2jf=%FTuzCmL2K;Hl{-4
z55be%k*Z_#BYSduoG!(TvT-LvskNNTg<oYTJ`cD|1h!P}7esushsw`qbBlCD<g9iz
z1*2bNIj8v0RJev-AMv4|;{5yWL1@_OK%McyX@v%p{}^ChBwp4wG_+%u-#N*LkeDPc
zcUHw2bpoc$5|$_CiNwy6h1krr#atcyT)HQVs!Z{tncx0hC{?h-8@Ys#IQOX}#^Er7
zYEijtn}PoGq)^UXQvMqBtKEOAIxd3}r1*^x0{iSAQBrgMKY$-7@aMgp@z=cgE(4eP
zb0cnT?K<kQzm-88r8SScFlVpV8wKyyS(p2U2ozYQ&?NdP=9Wy_CZLx(vX(KyAlUoo
z<@MhX&!uSS<)cFZjZ2F8Sl>*{8&uorVX(XU;WWl#%tER4SVii^GL^bGJ6DM$@d(Rc
z&r8(n%NuUxcgF}+3v1}&8b18=StY^?a*}~52c9xq&d$zAAIFjEp6&Ow-7!om-G7gt
zJiF#k1Ot{i?6Mv@lc9sYjxNQ#>)kRPlSFaVYp1N0e9LX}PY=kjNu&=qQ>n0dp-f$V
z-*!Gy_!M3c3(1vB(NLS&0bsM*6F-nL$Fna$oe2M5XkD~GTi^y0&Z~{Xb-1JCQBLgF
zPx1<#$!ee`iRC(DGVkFhks;hL`7A8rMO<*2QN;kyWJB}h0X`mmDhU|lfDrTLU&P#4
zNkhZ)&R2kRQ3#HWOlZW%^KT_7{P=^ovYoewR+I8``&(`9QSxH}&h}A!>H3d%&Nba)
z<jZyV(zmR`WB>J@PJJDImI@zoc9IMS_aPV%*hMckT)KEM>0o(hK_~$nm)fDLBO|m@
zj7RF#^sLgD@={%1gk9m40T;5F;+jdm_mCjr5#+Wt8E~DD%c<b3a=grgX0*S+#(i{_
z)wxHmjv6zCj}m9BB%|1ztCO%=lLH?kDz|S}tDWT&EtiC2qaY}}mKJZ^Mr8EX^hOT$
z&K}@7*l_wq6WHGHLFEKkoCzKq07Oayv|86Q;t)ZM`_4d}YI4(qMAxGgoqfgeRu&_w
zO-e4(+ijeZnN8{eGUls3(LEcslhqif=+hbk?@CU2I-ii|KYyt`!M`?Uu+I6>4iTO-
zE73^HyhWmsr9+bsB0M<E%6}&dih(zVzs4z!i$3puxiI?tx7-gE-f&s&KdR=VMktjj
zayB-%3a!WOQA#;C`jU1}(v|;X0_@tmojvkcfJBl`@<8;N(q3Mx=$@ErOq5>4a}w{h
z%|E1NzVYqv?JW#spKnrP(0nM>M_GBz^e&hO(S18gHxhqn57tH6AAi;!61bzNImmat
zBVMqR0HTUP98vgi7%&5G56hRXM~7F9X4-pu<oa{#g%;!3`zwnB&k)Xkd&S_8_{ge>
z;S~3-e6}~aZd&%2HS42m$WH5yOGj>CMv`r3O^u`V)SrhYjJ55QP&+AG3i%Kas@YVZ
z$3zMBWYyPbv~0HZ+KCuy?oYzFtl$oMP5s8BOux7EA8Y>vvM{NPJ-#0O@j$kk+r>WV
zK9TIPKM8#As~Q5T6}5ufJknB==+&l`^P*X~o!i&B^k~OGmh|d5cD+7~`1s=*8F&13
zWwdXlJt{T=bEgiAswgeE40xcHPwkgxO3O`Xkc2qgsxx#_gpHWCFe@K$y}_I(u0~jp
z3RhPgl*zxflZLoq&F%Z=ZN+|@FORH7l&bFiIf|0&s1|06Mc)1@2fFj<<Jz%y!F@eQ
zI+stJf#~{3ZmpjQoh@^O6|S(O6i4REl2GzbNy9raf8n`yYa*T1pjN{E(y;<$zB-7Q
zmKVZ&^~FLDB)5zYoFCbVMcF2py++MU>KxS34wlKec9qYd%w&C1=kv7jhu&%sRtILa
zPrB0<mb^DI4DN&Ex7=p+-b>KWvSX7`>91dd<_o3j9x4L1X5>?8zu08pg1(3P-Q#B{
zlX>~2C#j8RwytHK<K%UDAEvrVGPk@_|It{G2>jWbpzPq_OuJj4HgLVx*{yV)3IqTd
z@uvvfJbhNf`RkGp&NiPE8we6Sc|x_*A<W?cnt-IQ2BbgD45`fR$wsRB{lA|k6ksDW
z>;g1;hIZ{+iB7EH!~()^|5J02tO2I6{(T0JwPR^1U7rSfXN8qBe&{=lsAao9vD2oH
za#Ox!GoI^Ko2_Vm#2LBl^V}Xkx6)|Dg|)fe?BFCGeH`v>TMoSXF6%W;XSyB*4;-kN
zo68ObYc0#uY5j1fkCK%SVT{~T_S{dmPf@PewXQHk$equwBl(ar;;aS;tq~!>0wM&k
zI=^y@o1vGrn+&u$Rq1@a&zJ}nJ0!<H)+M8uKGPN`AN84%AV^3)E+QwWBo9zbgb!d@
z>kL8wcbAM#D*JREZLfE3BDrOX=pT~YOq%B<6hdVaEIm4ZG@`~X`xa3q2LZ+Y5;y-_
z^lQWnCXXy)U61z3e3j}gf5!_~e!)_=VJY@O(qvPHj5bNO6810KJnX-`F@EVRtz4-A
z`Sm|P1pJtfKcc{zE8%r{kh*qZtIO=#%8C%Dl%yFS%(v`{0bi%oz8gmR*Po5_baKU=
zOBTVc8eHyz-@jw)(bcf2ihyv-900<_3y;^UoBx$Z*ZIp((I??&)d!Gwj4nn`Fn?-O
zRKEYv)nBPKAaaQu(gs}ic8sMt|1Ry3N0qC;SE&$RiHX<_)mX*SD9zRWhKlpbgkFj%
z#;9T+FDAghY>DR9V{pp_w`%cwQ#OP<el_OAvdIBgb_Dtv!a@@#xdpc@g{Tc}&;9q?
z$+$W5?^ChXpa0dNQqiA=Nj$sE&bDl5^suW#j1{ZK>GYzDBU!t4;9dV)A^KrI-3f7#
zV><gQH(jokeq}g-@ah(BzDRrfjnc*FXxb$h2t`DL66sds@24UtCb^uhaQzo<lA{Va
z1mdhvYW1!Bd!SZ&d#*R_h<&7xTDIKul{spQE<R!}^JbVmI2@kviVFXB7r9Ec2-=Yf
zZSXSjgvWy=`6=5l#q5-h<REEs8jk)AS+vinK;+V$XBk(<KMVD;B2(x;A5iAMpgYHB
zmM%Ydm4+m4F#6}(N+dgM62?2rTgByi`A8!)|7QeCl@`Hm6(mh}>(mk)o!z(mzi$Ru
z{>))tHsp4()?ILs%~mXp_0v>tQHg0=3^A<pb1G~vxef1t{Dy@AaS|OpoFi=5q<F0!
zf$%<IAw1fV8&9{bjgDdk3VUChg$g;$ekR2?9v0Bb)_K!bKX87jU#4h^9IztuiS(Pa
zBRsJ82H|3*mCt$$<t$=ToNaOnofCPR1$#={h_c_i%q@tnZXj<A|L?i40{@U?6B$Hk
zkc!Q)TS|p2f3?FL5Ji_#U~xUeqgdkQ3nSH^s?tB~z9u}jz2Vg*6P?-!kN+UX7M~dl
z(BoW64j0QDbye;;FT8t3lhT&bVjVv0&x5isV-mtJ_OB4~B$BQLZy%Q>6^$#tE;~HJ
zOuq4zK($*HGF~F=-nH8kY2!O{AXuM<@yzJgrTi>ER7Q1lH~RSlW*hv6Ptx1A?_Cua
z=$$8lP!F>+(;ocs1oo}pN8sN2^;<aD(|^A7K1f<Ao~b-`r`k~P1(Dov4+vkISY_N(
zwIsf5`8j5m6jP}bGMDvk<rokPcxAxM!N-k#sAu4aT{$|g_vH~{Z1`FzIm6)c^BF7f
z@%RkRfeW)S_>zNW*^0Le7s}J;D4K=568D?RBl+vFs+nuJ5uDow3E5n;hHHt5lWNT7
z>bC|D4fP85tW_aH#*zYZWx`!0JF@5%7Ow`eBU7L&Lix9S&EX*k#BdK$n`c!Nztn)L
zNF|};stH#sIEo#xdY2HJ98P<6GHo)T$=4b`*Mj0y_PcDmb--pn;6%2&gR5iZGg)#5
zpqdF&iXK+$sv}05|Fw*k2z)oJV@EcG_v(YBgM;PE_Q|btld~<{Jxt1NMI_Ow5AQ3D
z#ZP?qhZu1Q_XbvoxCw}_>zy$}F=Q#7Odsop15Rx()ed(c8%I-AP;=E1dw+GQLWMk4
zo4m>tF+xZoXBKYy`B`<opeeVGwe|Z5xG4*-R`k}Ayhb&v%-v3}o#{oNe6geZ2&(h%
zucw`EL}RhRt+J!hj?*3Xw#|<oene5t)eSGmM><hhxefS5AKFEpglLl5dhHKnd>&Yp
zWRS+8Z?Dftbi7r9Sr%$`QpeutiLKdyc=YT3ITgEyiv7;UtV|^IqI6uOQ?KFF(lkF>
zI=SisxxT5JnPtRM7n}8(<S{%#%YbuXzvkw;z?sk-3`+lSBBWe{U02h`_0jQjy;~d_
z^V~)T!UbdMOA{f!5u_mzTc)Rj@yIT5#fT4QO)QAj*fHAMk)?52q-sG}xS?XY3H5M^
z?;o8~0SAL@&}$>MCSr64AP1RAb?uFYI_$kHYq-hU!$5T-hCMkZOA){uOQgzlCp<DM
z1am;&$1>JxLLd|0DApKJYM{MO`=<2yb3!FG_AVI<1ncsny28cHod9WvK?(HDLmXl@
z!S=FS^?@+>dm`P<W~L*ha)Cv`lWF;a;m6{W7|*nEg_o^zXnPjlKO`NUPQ_#V3qhJg
zu9b?iBf8b86DY9+n9~Koh9Nr}p(ixrL?ZNcc%3dVGviDVc1(!p(7iL73$5(>3w3#t
zMcv=<gd*d`!}=dq`}|_ROfThN!HQV9C&S7$O~zM^&y)!X-nJIY)}7t5_VfX~xU0rI
zc?VFjADwx@eMl+FXqBy1`Hii=Z#FULF9hmH<Tfs8m~=I8$*m{%=sU#`6CdB}6|sJY
zPnYZZ7*eytcC1a^fJq@W+NSO1;^f}>LjdXeuE4cAk7a$V!^yYT(2@=cQl=|h;MZC<
zh^e`wtSoay&@99Yc6{;}PS0k=*3y;Za?<$~8LMImA=Kl2nG>JeWR?C#^rT|217HOM
z(E90<qOq}Y_?U&cxuT5BLyb-Xc->VmSW3WiStq!w_K7iXmP|z;E=3m;xrH4V`gw;Q
z<q+T-BH3ijxRnNaz|_EVpNZlWWrGwLm&I!w&w^eQiJwEsRXjX~CImfJC%F*!LCC=N
z%CYkzvr4RDw(&$sM~nk#KuO7dVrnW}D*7TXg={V;+-+$_q1eBuPf26XAGVBuHw|EN
zVGb73h$uu682&Lm5J&y-5%Jr7i!=gBlsgV6&NHZ%KvZ&U+|Ef`4#iYm7Hyt|Q@zT{
z>;&>{-uZFTQ670FQU=*?e;IoXQQS{SmNc8X*C8G^m3ahYb&((Cl}0cVv4DOJh`G5k
z+)gd%7MDqrp+nsQGvYK2Ih`R?6LTO&q_|me9?9Ph8v;sQkD3Pdl?>f(9eGsyhqV9b
z?w@_m8l9dcaZ8#0xf=~P=>Q0!t|^#r9G+Y*G28I6L38%jHkohyd740i7nC_O&|-b-
zR-7Lg%OX`hogj&rg-I#A!(&u;3voW-ubwygvrdjod`6l2F!)0B`7<C<H=8Q<D2Y_H
z;mA5*91eW8t@keW=?j53Z8K`pZ$m@K7o1<WS>~Zv^$W1vk?cVoF}T9c0*IFYuF#s$
zn1KPTgFpmDiWropdi@OPhfXyw5pYlO$aC`KNI4IdWlyr}J9+dy&4CE7FP!!VV7bdR
zB`xzE8VM0n`Wlp1()JJ3D^vkur#IXazxDtTE~P@D^&e3HWAVi86z-HXi2F9W`u96e
zWb57^*k8Too7WyOyV9md@FD!@S@7``IZ*K_E$OUI<aoGSn3R6=kUkTt!pQt0qz4w!
zlV(5oowes}d4I0fJ^`B3J@)Qib8HM%_05B&v7T7j(P1e<0)j?M8d=e^ARSh-{kpR6
zX~$h=5&X5`1F2rcwCPP1LOkiOzinFQ!Pv<VV_(%ZgaDs^-dgveycY}d%%RUN0;AXf
zyhiOk6YT;f|Lu@fx9;Y_tuGx`+hq7P+SR)rIZpekY{>JbLq&I(t!B+Vdd6&3Ckrji
zf!S`)*5qwJ)ws>oLDd9HYA268y06K+e#h{Be9jBjqS3u|Je~O2$K~naU7h`R&G=bJ
z$CX2*8Xr_pN@{BHh=mV<!dy>^6@Culf79^y&w(UZs^Ljzev3`xq2uX{^0xKt{PB>~
zW|Gmk-_uHrPU^J|zsPDn_c<}hSKIeRO18}F`i}qdUz;Y&xfK1ou>FTWD%?QOI#tWc
z6!aX19^&q2@d$a4Z4b;T99GdCiHJB1ftCT=Q9_#Ui7e)4eL^GH2-GU`L!Y>SKVS&%
zAz5wNLrDSNk%;8b1)5(chrEV?`C#9=2gyLpm&=avAMPKVpLo`3@43_A&%|CHJd#Es
z6?!r5ghAFc)Cf3!`xB)3)%mSrY&E#l$x?qtVXQ)^Mapgj_X(S4=@~b8H=iN`)WK=Z
z#?%dDP(zXdfJ1kIah^@xIO37?(-yHZgjOvEh?6om>zjSB`9zA54>2Zx`HYs4@`4~I
zq8I8uuCF-1y(?|C|GRaw4%7_&ZbQX20tUkSD-5#tsnCHY()rKBID06Kw$p7r_MZ~S
z+ml_h7mMP6NM8v^9gR4^<1<N|VtFRO3#7l+)e5{6ef<KK-o1OLZ;u98yfhJ6A5q}P
zW&iNCa*eNb=i*bEYyNcyBkzKp@}`&dhkGuvalhFq5fyM`1Xc+Dl?oqHN%S}|h$xIb
zZC<f$W3!4@!bcH$6<Hwm2VD(m9yx)4h-ZUEn+upI9yHj&;QlEW6N5y!G!#ac*DQLt
zYjO+ai>@8kxngqBY0>$$qWQ=t%i06EYVHS`vu9UE`)i93rh-HrpYK{7l<DzL=9NMp
z)DDnSG9U$Xq1<(fPtQ`I$PJx>5hG|YqBrH!3xpy`@bvm~JQem(f)tI*_665+t$W-K
zz$8$+`FQRZ&?YQ%^rH#_4vxua`SC|PwAFtpDVe*Tg%z(nrpk!m)sKb!9<j1yhi!gi
z>`FQqX*D379+)}Yu%;wnKL@Ri%a{u*g}~v^#NulWK%g<n$!xD!IXJqe<btUFuYzdu
zzx^X~7_${RF+?=jdabC~vakt~quGx}>QNuB?$>r0cr`x`sQ=_i$*m^b&D$kc*c^ZS
zkprORK0=;qan&xEV<Tm@HJ@ZpnEwgWT?;t<udl+t+CnAEv->UJrS=&tEIK9|eLw$j
zLWq_bu<6a){RkcotVoIeSsKwnPTL??aFbn!&P83|InIDMAS26mcsd$1Mg;XAPcSw4
z8sCWcWM}YQe_8a6aob55y&GsUxnB|w60&x3lxE%+YxftqHf|4zm6d&xms7k^_Hlf8
zMUqp&&3f?%DNv<JaO^<cn@)TrxV0-LavLGVmM&oHstlEupV0jS0~W9vVv>?rp(l5^
zfW7{HFujO~9%AQAMn7}_|5L4Yd(^gY0u2oz-t;iq59EeFF8|+^jX&wQUM|jXK3m*s
z5Um-ZBa&4<qYU+BDxnOmA+qt|dCx_E9Fcxletlq_##t^rQB>V&$k=bD+2|>p=}NR`
z@4E0w1ye!Ix7faR!1?9izuHy&r}9y9nL$fiTYHvEN@|Kg-91brkU(w-aYugg<Ov@b
zL0M@Iu7H!U@ZT?KV(9ZZFwxc`&FayPep^s+gFaHSss2ss8_vvn=GJFPw&Wv!o%02=
z%%=A(eek4r2{YcCJ-CM%?jN}W;n~WzGbVtB2n4b8hN*#W<RKw0;WzJ6)gA3AxEG8C
zQ%9_m@i6gINoW?f%(vEBUU{*vtmYDaq9L2p6_&M=wCP|j*zo=O3nnH#_7<=z+7C-(
zSs;LV9Qx_8SMv32hiP(k>VCOV=0RuGZKLK;b4MPKfho}%)XW|K0mz7=VMYJ!Pd}(Y
z_A$5Ir_u8+XW&4SF+p_J(00Y%I&lNE+Ru5?yniJljQ~<y5P!1S)(c<=V}dnh?IL4Q
z-?RbUBHrOLphsO#B}4%FYtnab4E(<7b2i+3m3Z9dxnk^B8V(}sYc#$!XeCr(6Q_|z
z26z8loX;|QnO=h%s7b0<c+NfN9`Tb_r}_F^9v|<qc<D)bX!XZ*;etEH!$Q~4kh3Z7
z<x6(NgF89+&p+ddkuc9UvD`;shGNM%i1agslKklbB!JvCfTOFy^)oNuQifFfpN~&&
z|8wJ5+;&eu3L?czj^&*A@R(Tm-U<1wXD4VPUZ+nr3)l`)T<Q77lSe%Ny(0$po`B#!
z6`sb*8^KzEUU00=Kr^#g#E`b!>-T*<Xp6_l$k+}xV6!}dd!dG4=>LZs1(BPH`I49+
zH>+r-nGV^rzL7ci*Gx1zmAw;lT+enw?6_#E+Z93XHrRev_|;SmHMkSVdX$hXTzfk?
z9j0z<EE;!$?AkHB4^MQDX8{LLO^^j?!x%6>c;DAQ$JqDIB5+>{`6h3d{is)F*FoK?
z95qu;m)clJWvPkNDMAj>aamBARCB{9r)d3c$+x%MpQ^D?GQQ`0#McZ76iT%TV&Wjm
z__*sc7z+q|MjnZIR}U{uhd#J$$VjIXEc!(~L#TK%ez*p>^hh@UsY{o|%!jr)DIv^X
z-~DtNx%jB=UTJc%J_0)}92fH`8CHG)a+u|5X8e3#Q#UAVyjhRA?Fz{xA1t}KI`tNS
zUh+2{=<dIvmh`)eczG@?EFiwa#5AdI@M%&un+{es6n?{7YQ85|F&cTzpfjqRlIt9k
zoVc9q19cM{oe!@?^Fkes)?aD+DlwUCJ(lQ4`?T&*UUiYePpc7B5$~Kc^emC2?)sXy
z>8&=J#@PgeneXo(^&SXZdytXcp^p#&c;5qSPkiQcpCz7h%UTsxWo$~e+ByH2?}#=>
zFRQsxuP$A(@mR1H)J#BK3x~hPaS%7{R&s#FP9P6rU9var1AS@R-`@M!eT0xbhs%zE
zvEW~rEY&1D?)0c(&vJy$172fyC~QcKDKGOIC(9?fu5SU$;=Vyp5NQDsjk{IgR8b0(
z_N}kqPbYa;&2?2DudM_?HhWLt+CI`oFf-pHD-dcX7)3-z#{Yr|n;c>is0Ti}2$jyv
zDr(+NVsaV8ta!I~`-j8-%rK1kdgLw^6{G3{Jf)0LL8A+jGK`{4Zng9VjMH;IL#f2k
zeO2yeNKqDo06iAUI4MugrO$|XSc3&)oxixKs6OIOqXaf$r)a%ea485CQu$--lk0l4
z^ggXIk!!TPUJ+wld0bPs3<@Q|tRQb>Qg`c$)nK{#M!+bnmwwp(CEVtt7@3$v(9=JE
zcK;PU7F!`59qqDI*47FAUi|a~;Hls7dhdC#akHhdR_KJvyFdX+I@DR=DOAW&d?Crt
zh;y#q8LIR_zlMq>ob>-y4<w$5u)4`Vr-J$oF^y=_-+}&qXzVsN^NTMXMk1)$zt*kL
zb+7vd4HIAgBeJrKze4N|`>N9Ih?em3|6b2J7!EZrDbzhjTx|jMUICixXH?qAVbCwa
zppSxgDMI0u&_R8IWqA%uhF||-DTInv$%3{Cn=2Dz*zu4)u~1(=yJLT<QJCuJ*B<K0
zGq7Kv40V%87s6XClp~M!P<S`&?y>JPKOhN}K?xBIhPQr3T{5V!Cc~3%Uw>d)nVp?I
zzF&}+&W`kk0`t$8Te0e*N=OSGX!Di~&bA$@@7xf>@VNy>pqTL1GI;D_xoP?ek{N4M
z){KSsX|rVScQQvF)0FBsx2jG@bBXP^Sbg09&nwWE(m(bV1b^z@F^77!1a6}T!#s_f
z+DOWuY}i39&ZiBHzzis$;sxmsXor61Z05b$r!WgB$F^l3+)Fb&hV+@AJyDpCUq90_
zm-!d#EGmhwP6!8)5_q|z(4^Yxfv$lm7CgJ!T^QU4W~m)uAH)Ohp>fpCpDwI}&4U5-
zqGSP+6Ap6mG$H$!;AEr;&5W4ANW%q^LEj3f$HB{gUrM#pxm_fV6_r|@U78;e?NTKl
zY3`^}H@#^6u2&&MfIWr27~w6Jo_<lyD4P;lq5!zG6>fTh=yE$8K0M$R8$VR2+a<9x
z&Hz4v!bbB`VABpsw{32|dh5kYw?&azfp<99#Z+R~M;0@t2;A5g+7_smT2YMtMN8X!
zkx(I8>r&l-hT|H6YVxx)=3SD^t*|zj;pB+~L-##&^B)Vo8&zG0(1L(IoKi3beAv3c
zzQMw>pc%Ztd(1w6?)D&rJ(19b=!FHS$Qy+hVw7t@u=l}kGpOy`6m)IpC^*<Dx}$bK
z2UOCyQn<(L8QsdIdYLfC%8{HX*Y^mCXw6!~q8~oQ--9S~HjKYF3ec@igz5!f%XPVE
z<nug9w)N<Eb%?4M2Pn98%XW37u2bx;=$}_i-s1Mhyp+Gh%Az`be$ez@9I4KJuZLAh
zzUpLwP7KR@fne*?4xKyIm=Wrm1KPYNfKzWfI1sTSTY#khe!E$u#4pTi1bcDInp!M+
zc3Pn_QNE0pcG3FdQvdJsx3dy*rcwB7Ve(wEb+mH<-(Kviw|wf}1k;(>jh6hhUiCm|
zuGj?!7PIYeQ8ZLn=pvnkz<J6A5}$(#1Sh#?qv6rit@g#OBx5?<0lXd^HXB>xB0>pU
zTsy=0MT_5)T`L}m=6Xid8PE+8(c@jgYY+O8=dHSv?l}PEz2)f)Kk{KXZgwo^UAEiF
zMdF@mq}5KkgtU?pRFy8spZ7BEBtWnC#-sGc7MnsnPFu2`%RxV$H7FO?lYvXcuDwi2
z;XpdaASSX{gGZ4%rynx0ygtw?wH+{+#ZqJl9vAZ@*5R{S5ic@=OfOxcCBgzFQm>N8
zfRgh`n;AJePGS?w*<W5?$h;&aKd61n{PEdE1eTY!<~Tb2RRI85q@)DQFeR`E2MbHv
zI5{014``jL4gG$9Mq<d2h;5rPcpZ8aA|3CvFDZKKs@=#-b)<@RnKP56ta-h1Oe6F;
zi4p}*`S+<DjLm>tL|sE~y^`94s~hNe;^MM6XW&h*wzFJl2V^S6G{0B6w4&ekng9wV
zBM<JU%=ceH6D|R0JWDPIuOxk`>F&?Y%ga+`$qULD=j{+vZM$iD{54KEt)ZwIOlXqi
z-A6xvF9F8r{PpHGfRNZ5D6b49&qDI<kHk8A3`mY@`|uTl7r8C;e@=OZ5b9jGFk%eY
zKVP%{oSVL~)m+X}H_qaHSp<t9JDuo<H&Jr6sFYu!jFH6y+}ic;@UsqF&X^BOe(Y~l
zBhx>FN5Tg;Y6N$h?!S;e#uD)~e07W0P*dCbbrl|5^E{EzO04}Um!5KB4xiS{i1gAn
zcX0FAY;&<0R?42ZkS=vHNW0G&B7=~_-{Fu0i=LEE5srv94pBqoz?S|Uzm5>j=j!Le
zSRR{eo8ZzL3%f@LECdzJi|_@caVN*)nd+D%lGVLO^VgqUKKJ!26ZzW2(&qjj4$Nm=
zw6i>y$`vS7Ai0kW3KZ!jYnx~5o=0%HlkFUw2?ZRUKA!zKSO*V7Fb|OkJc~Cw@~p6Z
z6jko)o@UD`Sa66)JRg&y5|EYP@N3a1Ce6e=A?1^N$Gd=KiNL5Z6S?*C3ET=c<Wtee
zJFSzBhPbJ^XH*%f6jYy18eS1+eb!k5slq@0<K9YF4tTAwQ1{&c?#25LJyK~j@ig=k
zUog@4ijf5>k}JzY)dh^764lkT5Z3ky*lS47W3|X6t$gQayMVuG7z1Av)3}lOV}A+c
zYq&3pG?c1qM23Y$z29EhOxf`*cY{dg62kWcT@$i^Lwi`@+69{_PGg|DmiHblO>vgb
zok#n;uphsPH#roLsW?#ngO{2Kg=s3?;7$UfmgEhVrFhKiE4<Ht$}<im1FM#y)#{gR
zhCXhz;eAh6f1DydT$L_Ve1q&7*My6-a%X@l2+F@<`CURCj0ar|oS><gxw9)vX~##}
z1S>r;C%#i5$I?q)eZ!j5|A)7?j*9yG-bY^u3d)-h6cnUXP+BFVL6H`a?l9<*ZUz%1
zrMtVkV^Bdvx{-kaq+>v&2WGfuhWF?5{r=Xy|J-%gy8MMKUv<tt=j{FLXFogo0&C6Z
zz{;7Y05ZlWXnB|c*nsD6GC##nZG%aG`B0PZ+hq#%*SfEU#l}VEgU_{&gYsTY+f^sy
z*dMXyUA?@j4zDRFxEL|TzPbk(pv?UEY$u8I<kkJ697K!cYUBl(;J=D-FR6hDzvr?L
zR7f+fnT`1K(KT;t@@qqLG{|Z(Kl%3}(ub)3G1;~-<d*D=Gbkq38>53xUGwVTyfy_V
zJ-ftWS{&er3c}^Xq^_ZzKG_WA%yrqZf|zKT0?41Fd9WvJ%MidTC|*W1Xuq2I?xorm
zT`Ot;>bAV_6LbD-Vxj;Ia;9Wz&QQ{#Jg#wY%lKAgO-D`NVW$6S^%~DmZMe-eHcN(k
z*K+uYK7W`acBz8v9nKd1;7jZ&&HZ$%3@Ue&EOP8`(6i2?>vsCyfchj?(SN8E{tP)n
zBVm}%Pa<J_bl0!5ylbleejS(6kh=S?Ayo~k3T3wNhlTEgt8A}Z0jeJHIqT#>AW!v|
zVzfyVLxm%|vEZ{uQrCWY-!)k(o}LG<`r2aa#$9(f82nOK(D>-2th)kGER^DcNuLPz
z6bugo9xT^GK3^a~Jq+T}w!AYtig3{0_?%g3D%)i4_@LOrX6uF}hU>DN<EqoV;7tZ%
zZ!j^|yd3)3<MCeZc{q;t6WM4Ui{-0bjpDA|LLiGha5hD^Ot@ToWnp9KDpY1N!p*-z
zB|MACpRJ_KL-{awuN41+?CddBJ33nK7Q{n*okQ9rF+?OFkpYmB_n-E>$-Dk?mnLNQ
ztLzQg?y>^-&%ALA<orl(B;Kb}+ZXsVz!Q<uy}r9UavPUBdrywf7C!&YX;5o9L*APm
z&b`x}Rm*)@xVg?n_@-j^vgOtdVyS5Xd)A?&YarXbD<YnP<B4S8Rg9#r4JfF$0y&2M
z>l-<?YBBbt)wjv0trmXXBcy~tI}z_>9IGF<R0sn|#q>a$(dS>II<(vI`_(8p&b3~i
z368UsmUpZ5A7Y~&k)q`OA3-YAw?KZsR9~{jVEsEN3odr{EwJ+-2T2dIGt2t3I8@TN
zIPYB((Qdwt6n?g^62VY=pY*!P6%w&ezA}mKj;AkW$!^}f3C{1cwCW=~D@rP`8*GYT
zs$PSmzC<C8<AQGDoln)M`4*t{nid#%!8MO5d0|Zje)}CL+n4%-FY~ATZH}n`h6su&
z<|po6pMkd=kejFdkZBsUfi6gyy5qAQcj3lhpFlX_Dtc0R7$8XEY^AsRR<sMO4!y^s
zavW`|-O01x#E?0IowzoHA9|C6xOnq^s8SrM^Ao{S&GkI;jUmHKm+}{vaSi*dnkrkg
z6hR8{Y{*CuaT?6dW1DWJX{cWNUEun%3u!jqn3m5zzK9g1@&EV<<RK)6d~4mwb~|HQ
z8K{!il^*O5(*cwfPXuRv?_2ev=}L^Nv)wqCO4$0Z?+@pL-I!RYhJSc>o*Q_5wez~G
z(AsE<Uza&96eBv*$9O&zitTxnl00qF!gy^IEP5hUQ<qb=h@M@q^RjV~pvs#>ok(_i
z0?1HJ0l`{a;|r^i{0PukT@iE(Sj4H+ZW#byG(A;tL--Y&Y(=v8MDX;=K`HI8roNig
zr>0j(JbFcfswFFptA-JTS@aK_d&<G+5z(K^y2@qTtc!!6apLyv?d?BsE$DD=A%K>;
zfTZ|xnl>={{D899#!8vvYSquJ42ef<2Gw>Z5i|;5NT97A6_Wr**`{ji+jfcHMaFRr
zM~H6mDl5=6CuCByJ^eg2Wr)+U!#TEh4-SDIJ4Ra&oG6X2LE+ot10B=d8xAUsn)lNm
zKlEY-?tya}hf&|5%<Thz`79a%32vZH@G7)Vx20Q{U|7Ky;n`FTD4SQVX9-e>{qYCN
zZ9g?s#kJV)7KRBgUF#o{0C$c%sr7{0{))4Sb=6g4Fd4D=OYzAT+XbRQ`Z`J})Ae|c
zp?X_&LAi<_XeMjS$Ve$Ze`pUR$}D47fbV(-r(y`S=BMB#;L~TnD8z+rjml061Rofu
z*vH>eHxz6&^>L2i>Gaytg~T`?RG!4Qxvr=<Fj=@9jS;GA8a`eJi|CTkYWE3X)8k+c
zoDeTHk8+BL7U%%R?&;|XvQ#%g?SHGw#>61J1VHf5NPz^&UsMpPHNmCe_hF{ED%Gdo
zx7a9M0PFNL-9^|pS6-n){*`8^D*ZqMs7{iVSNkMQPJ5*rh_@_)s+ATKW00MCuUcY;
zQ}4&Bf=IrqPoz8KzO_3Ju%LHnX2CVT&Rb&yK0c@UX$9^aNm!J<ulAr7=Djsq{Y{Nd
zzTzIeIHivls7$@it*(AMvPtz7C{|Puu<+|VOSQf_8sl0fdWv(XzPxX<OaMrE(kbW^
z&jqCTaUDgwfn5F_KunH}Gxk!zAqolnR*?x6ego-`1hj4c4+{46Zhp|?G{*1lV^bim
z_}?zUBfWB@f+BHpd)6!szld)?M2MoOnjA{x-K^XSrEk76S=V%Yzp|Wc`UL>D=e?Tv
z*FCD+?J*r(Ovc!p8}?IG+WqTE*S7u%!6vtAsHoU;e7QY<U^V==Bk|k-4-kZ8(_SVE
zxv!s_o$Vr)oSAvk6DSER;xI)Jt16C{8uh+<N_U%^i;KS-_-b#~r0g?Js^|QjG0}cz
zQH37Q+UK5H?IOB|=8o61F&jxK2edV-cfw>##Qnq|q|Sg{wX?9>aIwDR){n4@eTy*&
z3eRRkV6mVA#4J(J6;rut|ChC83rNVvFu_hLw68W<j}}_<DIlu1PvWAbsMgAOb^mt*
zWoyB`IA!x@$x)#7rJ{mj8B}9Lb2s19d9{{uvs(hEmA(7A2PrVL6estDO^k(VzN0Jk
z87JVKYqZsN&pOL2Nt)AS9hAlh4mRB6ZUkUf1cpA?r>c+3LHsi>RT?u`vkK)GC)_SN
zpJgpH?$#+q$5qN)1@Ftxrzv1RHSsD)J9~O&6!ctb8M_9?glw-vecX1}f*i!|=_}sU
zKqp{c@UFFx;*<aI{s~DKOT2@sD_zr6%YYl5qR$`MPNc)^(zP_i@)K}EE`YW652M(`
zNg9aAK%GGhhczH`#5_;}F8{f%?>#s466e-rVQz)Q7Fpv@2LW-ouEhQ!il?7}-roV_
zD7o`SdG6s#38forT}pW?jNXBpx`3Mk=&1{IjsaPadK8bt^uZ}=`l3hl=&#f5nWx&3
zQo3KM_610OM9%U6-ePg)*BN{5B5k{x+A-~Q1lq067g1QVXJ>~(=*QK%Rn79$GpA?X
zyuI;Qmzw$c#m}EV`<i3NJpr8Y{`RYc#jc(MXCp&li_`>*u>SiA3Eq7TTi+qz()mww
zk?C@a_?fCI_iS8ErjBFUw@=#&Y=$db-KZvLj43|C?juLl?aZ1OWBJ7H-TN5?4#9&*
zru=Oni)(?w_3+U$G~8(N{q~Uz4Zvlq8W30SzwW;bR_^r#UiUN#l90sFOmkM9XA9!P
z=>4Oy_~T^>>f~i&O2%)z(Ny$7?4vr~@3K&z`7-OuT2`eB)(nwfYawWY;msg44!XqP
z^c3un&3XX79|1!4835(h#3j;dVz9Lc`>MiW5ZO%hqTf<;h;158oBhtvQKi4p9JS?L
z78P!@JmwAUQ>NVw-P6g_!B)D7+YZgTu(o@`0}D!>*XMsnWzewz-9#DF>I8stsDr*W
zr+I+7Zn^j~Mjr%{pkQHlL_<}t4)=_fl_8mzXm-99xj!n#2A7eY1m$w6gDGW6iz^mB
z@=lMF`xqlP*EK*SF<{g#=LNaFtW8dc$yj0nF0=bHjjbWhq!TND8Z!#AP3qgZ9}XO$
zn-&{}I|V;(uY6Wvj3#%8xS(vWlREhQw?i&8tV|p5ycmL9E^~tY3u<hrt7B5ri+M<F
z>GW2Ew2$%1)SYX;x=1>IT>rvA>_4Ei&P$enoI~wi0WO@29G*DX*udI=wcFjfL#D2;
z{`ui~GuR_1HkXb2OITqOl1(A#JxtUW`<I;7ROEH0qMV9$z>8Plls$`}>^IsA^jliy
z1Iyrdz2*O;WiLxvO}a98Kiyx>sV4ZsMCw1#ow((|q<bfYLwH{LsquWz?kf|?x<60y
zWr;z)AMd%Yd^biK7K_By2`S3zN1BK9lJrs=VM(oKf1#ST0<RCfHF<A-1A5%Qa0Mk?
zpD`cd);d@kuo$v3Z<8bj0#IN9xM0rS)@qZ$<ao{M-Bl*q%sTh&F7?Mh6YBa^;R=md
zN%gm|#cTfd-{(G8F1d2|TN2=gYhO+a5D)$BtxdWL*orD2SBAC@rp64tslod7g%*l8
z8iY-1D9WQy+|{p~f+~F(15?Ga*3<shx|e-6bX7M*G<<aac)Sy0FQS_}=~YKHuNO=R
zmGk2L;^~ngG1y>E@f)i|{(2qD)F1N^NGuZ!Ho~=9cskle<$(MW5<+P=Lrf{0#S`&6
z^0rQ>rn5SS&y2SLJsX)y-MI`lW^1e+H;0B>8;3dsZG0@-0=rZrOL%A2^20;Itl-Lk
zpU-RIAHQzaC6>~pIKwPciT!<V=L(X&ugwx^xfrB!9avcu2=Gna&!(A0W4mEiH)m9E
zd%&iWo;2sZN6kvSQqCOh`=thGqE5sY@c;5?O>g$!h1!t#(8NVr$q7>=!+T>|HDOi!
z@y?T6y1g%ZSgfsf@VWcfuZh=ch}0g3P+aWcOOzvEgZz8(5$=k)^_r2Fr-tK7Fi*m0
zCMThGa99c_ndn3Q{_|~qUKDW`o^A{j4z~T=l`$LT;3>K^x&lEf56*_I2Z0DLEH3P`
zzH>*&^=P4IKuit$px|!*OxjM$fEb0pePxQ@uj^Y9={l7kclXOo`?>FujsEyw*AF!l
zw(d87dKVpgg$X^CsYja4GW_mT4BD_WlrpV04b}Ah8$ywwk_xt`hj>3bou0j<cr*wl
z=Yx?EW|@?QW3H|au)$!0MKW*V`F9Nq<i72DxTjPvqsSMp=Rnj@Ti@B>++wS<OzD1E
z!#5Pk?`$jkC#@Y7tBviMVS;_&_t5{7M(mI2=<wblb-&$j*%mZdLaeIq89@M*-#Yu!
zAHYBa&_%iA+CGLP$UZxmf=F}6Od19?D@p9XnPB0vypH5moxI0V6&G_lk?-12vpAbj
zHv=-#7tiMN)7zJM)vdGd%iuy+5Gy64nUV(wcetV-<Pn{ELM}`%d82MPBKHfjl!Gg4
zm|6M?*rf?;hlx+7ftZ5I*%y2p&78lGZ8bD&`~?<i*RLd3dvv@&bKcY`gdCnOJ-Q04
zyKWe7LON%UBna;uzJ1R+h)4KF*sR1S#HdTnO1n+=o2a+PH=s;YQ4DUIcmVqbLFK>;
z2lhHGW&gb3Qka&$9W_OZxjsqlpo0-d%!cKP&=2lQZ4S68@yK$i%%46VPY$$F)${~(
zs3B9)v!}hu@g(*^k;?83&mzSiH|g(gbPV}l{NhUvP3xR)t8ZOa4!&2za*JEx+i~t8
z`ppq;a7pox71S}<8tYC9O0vzOXzcA*=ydZ!kmvCSEAB$);&ayYNKY^)wS-yUcm1`p
za693|8F@d+pkY2xk#oJ+O}$woE=~Myz3OaXoc8%rnilP~w5wCg&;Z7)cc<>4nR`^L
zPPE_Bm<7L$;7eZGmd*w9^d|Aki$_tvJtj&zWo4M5F4y0MzxDQm2A{Y8!_G2_C@qTK
zZ$T_gR}pdyJ8+8>tcmF4%K_q30DdDZuc-Vf(z3UG*#ze3_PK7bX)Rj|{^uaiNA~A6
zdhm2g2CB%M`_ACy&Fqkv;z!~!k=HD0)~6ZmBy?%kE}w%2SnwlfyAjjdQRv!G;wGz~
zX&%;1vPo@w65#S8tqv6!#dD<nx}So%@zr_FyqN~WzaIK6Ha^K38Xt3y(fF}A3zY5E
zL;dDPzG$bjSgzURj8dSFH6-us(Nj0?5C%%jpZgmUOQR@PSLf+|31oIR@FB9lGD_08
zAbkIbG?uH6k#6eF#9{Hn^5;UJ$@wPP<`Kb@wA6RmJys~BN*eWN3;w!t%~V0{c#vZQ
zQ3~$tdNi0*K{({H|JnGFF*mv#E{PH;*vg+xVUpVYsXyzm3`cIBd&+uM0GvY{(YFYp
zbZNX9Pkh$Xx_a%JQMC9I@_<_&s-F*N3vA(asHdOJEA_8PiJG0a&6_!Wqv_c^+O)5%
zJdz*sQE`6(1gaDN;0_LmezF{{>8+%4gdQiVqVx3)-R<MWU^dosByPQR2UEw*XQ0S1
zYv(;RR9Yueo`Otc1o|cNc%aEt`VH6~uTASndmWG<yPVS^R0NYHdDId;RsZynF{6c3
zlyyQA*LLlGTpvV?vw>V~IrW)=Y5)UOq7Qzo;ZjiAxN1F^%q!m#aDM9qdhx9uxKe!&
zZ|nFrX@~e38kYW?90T=)QfI9z%M-K!ks`AaY>*wIV1s=0Mf3=rm;LvJgD8(e;&$(B
z3cb|EHNMWIw26G481iDfy;40wZw_vDq;=C2qn*ezno>1jCv0bLQN_RIUncJUTWasA
zJ&A;imQl>^<}ECCHz|9Ud5PydrD&v=;w_8A<D+h1B+0`W1>c5zf%+DH@CeTakG-gH
zIEjgAdyjUR=>F@5&3^Tc=MJJ0dWqYi_;=~LG@+7q>Xqc4!dRXn5q=Kj0F&@Io9V4G
zd!AaS5IT%HwScqX>1=ZSe)R5U*$KwE_3qx!fBG5-+H>35RtCd!sE@(p_XEL+k@MF>
zEQ1k5`4)I&qD?k-30*YEn=GPx(eaU2)BYg!P(c>b&4*(3chfs(W2mBN%aZ+8kx`MX
z^T#8?tWMR@!dYFjd^uv^b>a`J@=usf&KkEFM-!Nu+vnQBaZULx%;b#Z0ZqYj+iWtu
zlr5>DK%=u~k-L(r!azJ0bZO>6fLaYfydrQLTWbGK84bg<q?X1<ba0GImmDmbBis{l
zk-eDaJf+w?;Prd!c*6s&I(GffoURFwiN_h;y`%kD5HZkNP(*y2TS0%a`I&RTxOdRs
zq^wA)j#P)P`MrrA`NJAkq&?YGIBFBg*K7sOEa)a)j?tgYR_s}>IBT8{rYP^c6+I>Z
z_PJ2S0|C0s%9v2}c@ne*Dt-QLyacB?Dsjl`zo>h^aehESYh=Wki~zcfm-1}85WB?q
zr>38NROcHy*9DV3YBrQOb9lV$tDuM)-`hDSW#cKUY+4-?wDa;fufW2odDP82TlrWI
z)Z_=AslHs+UUpi~QSMN#9VE7^v2>N5WvR$>861BL2A+i9tu*`N2-DSo?BAi>#!Pv`
z8CKuCj?p;Nd4kvX_9ro@na>YPE3BFPw5?(!AzZb7r-UPB>||^PKI_Jw<1pS&3iT$$
ztbFU+IdE@9mY#d6nM?fNi%Gc}`Q5)t<s8VbpcNz!TQoJ6?C$JE@-$biFBAEXg(NLI
zEc4pv5ac#va<u0_IsHw1jffOcjMnICXgI|&I{0lxDDsK{de$9_J#P}>b@=WwMCk&~
z2GqOtoS<9WNV~~DNGJY{M&6QQ8+8|Qz)m_tmmihc@o3w%Agm9-Zc@CBY4RI7V2ZL<
z@j`U14xM**!6ZWiv2UWXjivkRQ(ASL-hL;O-`R5}Re5a$MjwAzFu#o@vduCPV%50l
zXyoIq?K#y1e9sRiF<ytkDUg(Wyji;58^mf{otMsEz!==X7iUSm-vIk-jdwVBcc*jO
z2Cid?Gx9Z8k#0^7t0#yiKNV<Y#SJ~pneFAE*05Ab_%~#UCfdpFzt4PZJTYs+Eh2JD
zOCuoH9rZphOo0jeWd^=tqwZ8znnDdt+KjNO`%pL_d>(21L0%`lx5&gk-nAxDdLJb9
z@O$kO|AO`#^<dbHocOhGuNDi0E4q?>c<Qwq(|77bD|ZoM_&gv@C%zuyDcei?XjPo5
zxRzZJ?kHIVHu#7$So549!`<Q3EUb0UxJwP4Z-<%{iV1@W-inO$azlZUQ^OrDn;yON
zN4DQrUG93<OCD@{;SQOb0Gy!*N#tAt!V9`Z4*}1czEuyL8)^<#ZPtT3viqaut?Wjk
zbKdaSHI5ck^gpXph(@8u(8_yUaQdlbsKN-$sh4T$;A3qtrZ?Y#+X00;Mxd|u-T{Dj
zQcv@p8}^32-vnEM3aw6XEK{t6*Vh^N;kvrI{&?R-C?!HdlTPR;1UN>rzytUEaA(0S
zt+f)+)}GzEHyH$a;wXXE_0{%Gp`$b)30JSZ%rsh|fwb-g_U-HBWInDFJf`D`C?L#s
zb|CwDmmoc=@?7mOu+nWFjexz_DwYx_PuCVVrjl7FLg;H)n<Z&sVc{+amhmxd%K?%e
zi~nBk@|B@GZ2$bZ%CZ_A)iKm4d3?;b8B5hv&&>oi-n4lGH#%(9bVX|)RcCvck?k%&
z>f;vsB0vni2ca^}$%>rh5D-A!1!;LsmJCuRO|Tm!3hNo=J*;Ke-=j67KurpG9q6e0
z*3_j4J`-6EHgtv}1YR{p5A`G5#+90Msy*sf2@tF7ZA4HY(YdT%+sSGL_{k!#E6A4H
z0K)p^1dxKHY%xX{7K5m0bTcY4T~7}q3ahMqH-yeR!Caq-rt%_s9t{ng?-R1xFoeOD
z*SV400pMuxC%JWxt_|h34w_|Z0eb%)Xtg10uMOsAL_czUMi%~h&6Km#GOy)0aG`L!
z*4tch*x}Mw5(4HQqpQlMBPi=CXt?y&RgR+K`5`cb91_i{77p;EUI#!6VOj+RB${wP
zG6P8wKq6P*Mz#V8&(Isf53Gx(<6>fDyhtnwc3!CV1dHG2-M_-Uqi(33MRCA*u*b`g
zGPZg^)c5!1p5AE)opoIP&ExJu9=;BxuR3kF^_N&D?|}<!c7Ct$Df^~uJH?mm#&l{n
z?s1P=Eb%v}CU#~a#eZw*YdP%c*l`cYWO)U+CRYgZPM<$}TF2MsdP5wB_hDhG_?q1_
zUETaGzk{Ykz|*mB{De29L*wHKCL#vp9lfXvIc{h}@iB}Fd0ky)3#Z-Z!aKeqcV80u
zoBp}Ir*5<)-0Jt@3nFj2bMCdJlX+qpydm%>pfvn>(P8-xurf4iYHGB<<d{wXnsgGU
z0^frNS9&us@Uo^C#v7kJEAA|Hq&Ds}dx$Y|&s21b!}pWt)@I;QM>48c<e4Ow*T45R
zs$M4yxT_BS(-S`MpI=xTvl+27oU~czZouT&b+8-NO@{YMHMcglwM$M9EtT6#RiE}M
zJ^b1{K@C24P>k1+MW5T6@|xWr0IeD{$lzcgHro8gNrS~bKx|7C_pTkqc1mJ1KrITW
z`2|zI`^%^NX;XOWUtpZ>ET511zC|{%(3+s{u^)eA4xxnJa@oAuMZ344z9r>U5~`yI
zv`O#TO_*@RA+m%lUPe-a0;J$JOaGxE^%DJ>!VXfibJ?MtbnkM2-J`DRx~xt``0^J!
zC@%9Lw_AojT3|3rn=!ws6G))_VTa-o_i7iPa5%}Zu!*fx9Pocir1CEYYLATAEJrw{
z2;}R$`c4W33NKtEn?Q~Y!CSl!^gBBNWwWXGiYma_Ez3mW40!FhaPR)m=>8~6QLnX{
zLk86zBa8B}7&Sp#>J4%$Ln&AE$zt9#E9-q@3$nG<^<^55x=|45k>ma1#~Udra;_WE
zb<fmaBx~qA?c1386o!fw#7@t^7Yx)5AAgp;2(f&=N(p2x6$^_*P&~tOhjqhcyh302
z0Yd~Y4<~i4ZqP*Vx&M%c$n_pW%;yD1PlT_mf`%l0_T_U@fg$y}injS;CMK*X-{tBi
zqNVG-oVS6uN^&MM#o|)gsN!HNI<=Rn#M+dte7bvJG2Lmc2JKroF^4D2Z-G6G?_Oix
zLbM8haXB%d7m|dezUjJS{WoZHvW9aZ3hdIE{gu4|ni^ZRlfLRy{N5-2eJPfsytl&-
z#MVS*6Hiu|!>FLghA9&F`tv)77ygvDibqE*@!pK9OVi2%=6jZ!eXR7C{BTl7<$7`Z
zp-MAGq)~eEZ!%nR9iCl($Q()uJ+_?^gB>prto|8e3jmG1D+#qj)p03%p0kl$Ftv)2
zm~fsNH;LxUUN4e44vk_n!4JW;Y_iW6mJg3bRRLQ7U>Q=k&yuPU%R47Bak6IF9NxNH
zVQC9LI)`FevDgg<rM`OH6K__hw1$dh(NjbhB1iw20b^r1%b5{94f~rz@CJ~#$SP`s
z-6npfB~^JMF#VBi+?RgeC18G9xpa&;9#_l@6A%_NvuymGf`muJ)bOB$4Esia$>K{&
zrATarJ=B}RG+j#QTDrc~p^kDJWc0W%rHlSd=Gg18UGc~^au5_wPNvNJ^v?ST-S8pj
zIU_T~Omjvxa2(8Wmfaov<Hyb*+4VE+2tmlENL_YuXa!>K=?OY=bjIK!N&CEh?(_$M
zY`2R);)xQvLJx+%XO><y;y~W^JyEZk%4~Keq-6D!b#Gy9SWCRocl|Pu3c=flIMRp^
zfPue6n-n$G)og00=aU<q{?4i_(b(O4UFkCRl{pNIk?9B*J5Lv)ls#%6HnH%!?=|dA
z<J*@p90mCo4@d~0`)4NlnY(w7)~Io}m_SigVP)cC(BEu^vcqGXBTW`LlpVpRKdmB}
z?M^|q@{3X^CRz>$;RK$2Xl78NS4%7E**Ne-OKBMRWklA4m_x}S+v*evm}itUc|aEM
zo@)UF{P--HOW9J}pgZbnUo<Vs`pEe^1$Z2JsY7Fsbsq+q$qG@DRW2PNSdWIb#g)lb
zDSq%Zrs7T~$}|7(iPFvqVx=rOvY`Etymi`3G@S}FyOCQ|1f@5v^Qo`FV&Nd-iTWmd
z>%>#`A;Vp*l<s30AdQiMj~STdgSrcMv8gXxv6&kg45DAK;b0OEkE_7EGG8+5br9%Z
z$^Npc7`Rg!`LJlKjy5j9+XeE!hA*yXmQU^HjO?7Z3*U$v%KqxqRD8k&^Zp?`RNv4;
z=D$K+Pvtk$q#i1Hn2=0qabAu-0!Q!xeTu*WeA_m^ZE1xhFgZ=!V9{oYaN|6Ynr!(B
zfHelE;B$d0(*2-bt5wKpT)|sgQ22(f|0e*h`ae6%V-pz!t8kpY{s3U!rgx(&Gvpu_
zu;F9XW7b3JzjB3^Hx%=v2(d~?davTe|2)vprOPLuX^^)DLxDU<t#*%rOD2tGLN6>u
zTiDwc-0F1wSKB^uFtC@A9{>dK{+W+UJK8km^;}wQStq#kpZq71CpWEjZI_6oT<E<M
z7Ay~iyw(CWo4>f<<!cFeFdXHJnR+`U4-NrJ!ZS!~unBL8FKd(q7CG50YEQp->nI%~
zw-36&=+b2G?&XqMMZ=p%#c=N1SK$Yc)IWHgR?2p}U0?^#(ni|%#RsCxVWOrrD?bv3
z@|EH#pb8cnzamdrXW*FPcN0*q2nMt<Ju}z1yN(g;?aMBv^etVS`t`Y1_G(aIhgg<5
zr*FflgB39K)Inw9ZcT%&{zssAs{9P_ehZ533mW^5--x%!y<JKcNGB|kA><egPh<^k
zj&Fb{MbT-jITQyV?Af$Yp-V1p_t@&xqP{Y%?el=@77_GB7$3eHmE*#9-;U^~tR0;-
zTW^|l<c}qH50<C;#h^fLa=9whE><iHaH~D#8_UuRq;L!7&lyCU{kxK*<d<*HxXBdK
zdbd|6IIKaF&W~URVy>+l-tsdjJfNwxX-$!c!<#*R^Bqv&wY^*UBKiBDR`x{3XI$CJ
zO~`2S(wzf~DuA+t&<RT`%5T@Mt0){J_ZTjnB;hkachA0;2%y$E4Or{l@mC<+wIvnb
zA<U_Rt!;(laN#&%h%yNPTZ2^wQz~hEQ%u*mIf}+ID%W0zlS7n?XY=}&ov3pDbwe3E
zzXh?<8-UFegQWp9?}bs6SXOtl39|y-0H+>6Vg4|@!10DB&aQeqYdyFz*CN1iYp;jm
z0n@$?R&{vFOFGXPL(pF9xO0LUI#+OeX1w<~o@;z|&9j#75?VnT*XEU>FrA#=p}5W7
z8AXsjZfZ3Uom(VJ|CHixTQz<^V8-tU1CO>)61iE6$e&#o9m$P^&Hf}XEx0K;oSs3!
zLP<6hP;b#N@zQlN5Qp#0DvXXa)f)qH1>W!m9w|9f98Oks;%$#l(()K&VSBL>MKT2G
zi*1&3#Ok9Li-Z9P97)~GWME@tZzt>#S#$v+In!)qcwLA$!p#XmuPS{PGY|<~B+cpZ
zx66Vk*LyCZN3h7+PF9pxw>4Y4uz*=0$mKBN@QX+IQ!1S>)=oIPP-IKH&$w&5(dDZ@
zpXACsZT2n12}Tbf!Tz~vPg4NO3J|n@#yN@*b<hET5}zrDL`<zx;dGd*8W%X(B}!4m
z^+rQK(~gg+%OWnM^a>FBFX7I&CgdM1rux#oqn(gaULlaX_*O#*5uI_o+(b0BOAg%P
z4$;BRlNF(U>*}j3`ya#JO=Us@iG$9!E#B7IIfXDDu2i3U8lXCspI@A4LjsYUX>6c&
zzkYmYZI}-nH;NSMKhIla%xi`VO%9JOcw;X-o%JG=Qi}9exW)7LU?)yb@&Q2Tn;n9-
zmZr`*JO{Pwjc2@=JGFzniGlz$%t8^{9))X0&I~xpS7C!~$RJdS3KM`RErdM5O8<iI
zPMOY7do^WbUwRSj+sPSrl5JWu{B<h}stTA+=MsYS7J!xvHV!>55*9c8Ac2F0zu<T5
zbcWa^hCelVWa}kr*9+_<O?Tiq^Gz*w0a0Kp9ALzJm&bfht+nPCO^1fZGNTGhcWBIk
z-Xtg97?a<0qXtRogC<Q}x{7JYdbmXv`P60Gh<yQKTssWJp!3wJ=8N505Lvy%-SuxF
ze;&L=zP_-9;uwthOIO6O<+AdV{T;%uEf*$#XWt7ECbSyq;227f&WBh%D2=sNWtYHZ
z28MkfRsmgC%Co*JBF|i`_74fxk`gD-DMqeCg~S+4LE4Tz*?FkC{|{+SwlNt@!>0L*
zS`nln1;S|#aIiL>IV|)lqa!xIVx>_aSew%;s7{|t(QbC>YB4l{Rs!pZta@^=e%Q+4
zOZQ56@5Xe_&o!Qd8qWw}^sx@&*@Yi(GKojcyRPaH>cgFVORCW<FxaH4`ivUx2I{GU
z<E-I%3Iw^4L39j4Y8|fUA(x9dJk8(DJ`3)om<tw3hopY>T$%bW>_>OK?V+b2RV9@d
zl4KLf?~PcL8OrF@ri%g-(b`lFzIWiP0kpp3;j0=gkAgvPAeWdFq3NvlzG40L$<)&>
z8yY|>AtV1-tqA97fi-|cxKp18BsL>FhL(Pn*H-ARyY!`|3}3I6Wd9Slye?l^kzeJF
zBMHpC%>nC|pf80gGoLN0tq5|}OL?JmCH%BjzfdTJ(PJ_<Se!)YYh49(bhuk~lwdG)
zsQT7(Lmg-($PsvsI20;N`O-Z*PKkn_lU@LXNgqDDd=@06C;jr96-=wO8dQ}QJCJUM
znf&ufh8oaH;iIUW)OYkEj8^0HKj|hktQ5A#xOwX2lE|YSQwX3GS)9V^>_0Mbx#a65
zgP39cRuxyRUhQBcS5DpKCt!lZzd262p@s6KH3D*u?K45b>tAE!f2qxqaFQ8HQ&*$!
zG9C3_oR_Th4n(A6YU*-;Q1`VP7R$op!!C^Yc`+Z`;2E5Y63`Y!t`2-H2sIE+DkzCY
zVq)O1KH41P1VdGbBv!4e*+k^Jz@4102QeTsFj9PN&x5XTfdCqKgg<E$_2}>xiN#su
zUjhAt_bzLJbqq7ojfeK7tPqjLiy;0rDwrg!!RdccUe@s&&;UFB`g8G@I=gFe2elc6
z-4S{uH4=%bfx|Yr)%)KVDnTTRZs?TmnAFJh`xp)1hd7^UK#xe4P*Yob?Pxh|oV#u+
zb9=s%6I68q&B#Phe&TmB&s3C|nK?`g3dme2fD@o@R?=;K@HA}PjQT>gPiGB)ft8w3
z@2}v@FF%BoB!m&c8na=YXi@!#XdD<Gcrik;<Bcl)YRd@h$+9FT50472WiOyo6@Vae
zjac&VO`rIIA%pNxxe=f*KFMJv06u4Ya>2s;`r$224W5>Rd^ikgr>=i`55yrao^CxK
z@>jrO`xcdV@LtM*0(b<d=37xRK}P}>kU8cUlz-%a0%ohuFovIfePf{d$n{`)fgIF>
z=`#rHfz3DufRYY5bePH0sKPLB#Ki&}oIDKh71{G3N-)V?1!jo~P$|sJm3RQOcU^42
zBc?p&L($)uu<4*}CVzuGsEhFel~Kj}K<H4@z<?g92g2az+h0H4Y@iRKr&yhqUJl#v
zMyC|2DsExQ;4o}l&WK+RCG?*2o_@LPOYepfmpdPinp&)2?Bh((z;hy5MAyP~0c&e(
zKr5>VGqD0q8ofanD5%H1<|3j3AI3r7^b-DeK&wr({xy(HyKlYHpdS8FD|6FJ_@KE2
z2RoDFl9&Ua<qE<IlytYE_I;0Q%e_F!po@(;=Tc|K9bb_9<+jZ#<A_0?hQeWAQ0kXJ
z&V_j)*>R}e6YN-j&Ckc{0?OhF&>=_du4Ez4k&@DIJp(1RcX$LqwzDdS0Jox)$K$b9
zc{8iuI&;<@IDq~RE^{f*Z?Hh^^&pYaH!k4o;T3f?i&0gY2Q0$LuB7Pmc3wcfb+4UT
zRkuin$z%47n^B2E)VV^o3llBgb+TbM3L>ds&jT#gwa5NEzg+t-iqfNG+ZPN@hR7*Q
zD|V_Fnb)E%TG%~e(d*zd!=a<npb(R1I8?CWqwGN8XL1JX<gDNDtsEV{d?%ojRV&ug
zcJV^O`#Wqm^!4@f_CzTxU(GP~C|#L7=tzyH^$z;r>DXWx6dX+2)u4CZ>q0ISt~l1g
z_xNx?n&QX_*Oqyu!tYdpp(MX*(orQ~Db3aEehwr3DVK%ahf%jX`<kQGN#7(?pg^<K
z1(#8a)cN%TiF(B>^bui3QgAaYivY6Z)efnh19;Ea*byM?tR&5x<hEk>%Ic24+Jk1v
zy)oI>uU`)`AH>d#8v!(~9fuxK8SMNWyL2ju{-uWzu=g+@7S&{o6O=%$i}1E8VLpbC
zcj-3X`tSD!16b;+ucd$nd2`l|EKJ)w%v0xNnW=1RchBs<P*<j>@$bjg`Xi<tmYiWs
zlBJ+mR6%;W6s{K!Bk0BRSsB=FU~-{;T&x|tebdU&F+9e)y9Kp?96G8CaC{FzX*g&(
zL%GpIs-!GQ$Kx&Od1!_5To!kJe*OT^@F)dU8CKiBJJ9n?r*{Lsy($A?!{E}MU4TpB
zm|2ZCTgN&z^##F}Zv`)h0$_g*c+rW`Q=C0nM3C--%4~^SzO?fvXxG;Luy2bZdMM>!
z&_m7}AZNL`xw1MYzBNG4w&-YQc^wp~dCSLbfNA-mPxUMm8x_SDlRU8D3hO;pBx{fv
z%_?)j#(fie40?F#l}FaJjiXFXYKOdU>)L5V`^{t3d1#>YX_64ZBB#BEeqR+%?c#x+
z1iqSAT~w@WY_+G>;Kufg@}4!wU!Ei5aJHsjg6N>Ep~=&o12FK4YuCSn%(DugeQMe2
zM3eq9*&eOwPi|buU?~~Id;Sm<lNRMD#i1j|{1!P)thO@~e6j|UM`$2_-R<9CR}e?;
ze@2SCVDnp*x5}5)3QC6%Dyw%=ybTVCFG7~q3m|W<RVZqP32m($w{OY7j%66)QX(S$
zZI+ORZ>!o%|7uprlQ{~UyaeU>*rg+Ybcx%QC-?a$|6UBpse%0kuW6vDNV)@{hP+Rz
zk>7hFYT>r7{YA$=ZcA^Umz}m(9fmJMQ1#oA-QIJljN!{6r?O$YcYvTEG_8T1bF$+W
zSzYI~Hx9+N$mO6p97Jp2E}PuX8Cjro@zGUcMq}2zZ%rrg=0@YDaKVKS7r^m~Kc_pq
z26MWkhXmZDq&5fsN)I*O!GYhOsWfnNA?5uyM5KG)#{MJhfC=Z3qwp?8`;DsJzaPl3
zZ7Z2eGI8LX)HFfa<&j1A9leMLdz+<3|D&N<TN8J+HFJ|BTyVCJ571xq5qpOf)c4RI
zhB%A3j8=cazPl3)dfB0m`C8do4>=hLA=?+pFj0(f4O@RcEzUjt_j$>zVCUkw9+weP
zef#u_J7a{Q0Mf1hsTErJ@-^^*w>)K!Qzp`p9CeeT;hOoym0_eLkPx22!knu)+PFKp
z^aA8d`ktMB0od#2Fc#b6o&A2{UN|K*z>_fCysC0rSj^sN@MY1~Go&A^5BO^O_zYNk
z^mrY^P=S8jsESh1c=IPD#b~U%AA5s!3(8nJJDK;1Wi;f^=OmJJ<+*-56>y=-qyN{F
zxyUADVMo8-MJH1(qoQdP8(>zA`uq~6!QxQc7-BVVv{)m#*~Dk@Y9+uUUYp~*0I41!
zed8>5w^$HxIGrmTEc4TKdbp6S#KdMcL-_`nu*j=jTXvp7Yqs$?o5ou+)(&^MV!Bat
zp!MY>K3HlGp?yemBypEQMRn|a7TS{{dE$=UVbW<>+!SYrx1=Q)Vy=Qbey5LR$Da<x
z)-61hTih78X@JOky1>~B=q9?ijkk(;2PUfo)K#Hbx{S8$4j6fqkA2?Dl0Ylvj#$+0
z4)w#M$p*X&RgKT}23{1Uh_mVb64i?Rz46g*x6@6D9=i#jXFX7GyojG8jmner@v`-o
z1bQ4Ntd}FfQTG~TmcbW4)unpovbw?2!f$V?3bR)WuhR`cheYT42|flWf{WtJp!#<Y
zlLPhT3+te$5^77pN9$_+sQr}>{=fn^GLW)eJXXV!C+^96CIE=@w{NxHRnL3azml4j
z=ki<Aj)?d?RF2n;V_x$uKZp<dSy<u*hysAtw9lxENnddEM)-EhM@ce#Q3E5)ZS$tg
z^ZAru&X41Vk`AXAc{reSybCThVvx8Fa+A)6AJGR-Bg2-Il1`^>Yb<?UT>t}<_<UKZ
zYgL<1Z7*?d%C-iVd9uVS_E7?sv5}WuHw!SqmxDQgEK^2<dZ?1<V}~Em2O9hiJ!Y+&
zH*g!q<QrU3QlPbikB{zEfjw<eZg%4xHuA_YA1=G2@Kcp4IJfZp&4==k)U&!_6S}xN
z0aKIpaLv8akGx+1kdMbG1FiAFI^b1iGk$VJj%NP#aNv&#xx*ba1%ZI?{yuf&x8uw1
z=~<dlH;%y`pTiK)-S8FiKf`0y)-63lwYRtcS0c%7H=s_@AP&9N4q)^^@&ZhD#_~~P
zoPZ_(W4S_S(;>(W@2Nj2i4&yhTHG)Fr}rt&?2Z*UVVm%8{-1{0ZEil40&+ZnkR-6&
z?g{dd=W+S*YCOOhs1Gp8(Ur1P!6$tnEfQ{GTdN;kCk;`CddlVr1J6-0#y}oK0s{{u
zaM}m?)$8&Nf=paH0LuEu>Ie6v>Flo|J<?lzLZARNJ_TC+<}>}vk-mCMH%F1fy8buh
zKYV5?Rv?h60dQqY^x`D99qbn@;MdIan!C^w`T%LV<rx*2m2~Q$7;gCW@!;nZhB`zR
zt>Bd-bnw%`oVKaVce(NwMwb)50CkAk6u(^ODk?2N)`FyhaXYAg{>~h7UPM>ltR{ur
zYCHX#I@Sg&+S4%8R7e6*`pWi3|Mu4H<(I4JbGFyv!Nq0xa|g=o!?OT;95JKrs9V@~
z@2ZlD+0H>v65cZot>`J&4m*fE%N2<e&HM(aU-<T<lv;)BhF*3%EGDP15v)Uf;~4jN
zkg0(Jz4Uf`d%Kex3JZ(I_kaHlB)<rmO5zunrsqq<^O*4w1Jp>nkde=9IQE@%U&Qy`
z(5YFVh;_e@=^DeFSmyn(o4Bu6!S8ubVsbnI2v!%)qc)X#75mP)RT>8uo?n&DeiW4i
zFcxmH%Y&dobOYZ{B#;hpo%Ca1;LOcH>z#hdSXOw+6Wr4VL6?mLyb7Fg1e`XjvvJx6
zY3qh5#v*Y^yKpZiuYTBP0FF@_oV$cdS)VGcoM#nLH)g=!8qb0V{Ass4qoB7YdGF-0
z)$YcRe?ZCVb!n&U=zof?Z@pfpT4r0MiGBbyu<`jHW{wRJ^$ca=pT+y<`|RjEomx(r
z0X)ULFEpQcWh#j}E)PG$=gv&xxfSxw$5^@3l)ufVZGgR-uXIy@3*=MG00`9QXg~1r
zZDb%hF=Wb%AH}+5H}72^<A~AL9}QYj>vjAkPbi>3<(E7$otGU1jzu^YgzAlJ_BQ3i
zFF~f%XP49gx()+ZNu_qMA0Jlul%Pu8Wg$eKoD8B==vw_7FE&hOepd$(q$=wo4?)Lx
z@UpQbrvaI%#Fvuf8pbyRGu_8T&|iVtXp-kKqpQ5mOYC*CPo8uF_AUhuSxq-6Ds^5R
z?d=$|9&{iA2?cREx;Yb2vKOeP2To=pi;VqEB;(*5pylGbv#yLGPY%m}+N=p68q|dQ
zjFdSC38ByTwe!^F4ojuWFb>Yj5JZE!GxMd|L2nm#083V+eg2q2+w~mG_N!*Nh_6bo
zJ_AQl*ve}N+Q%;y7lTd?>uL_rM#FW<D$zOo6lwrf&jjlItzXAmCmLkv_pdnmg4_#k
zqd&mW7Dk(<m7Rmbl6c8d81eTtKa?qS%GK?CC6}UD*Lr>RG67`ke--zA2>nF&XU-|>
z0>2viVe`pbPn^I=i3X{T%!LH|Oe2ZAK(CjxaVwaX<E&n7yXbohD~YA=gsIadGvID+
z`%@TclHzB*NL*M@6u#mCK@pvR@(&Hz0TLu=67<C4&FS}FGhqv#AxJRRv+r?(IJpDD
z(Xgq`=h`YT@tgQ<YQ=5JK0LL5x~z#%CpgtLCt6q_61OIGAETL3Dm{PqRP8(kGUo}P
zCwMer09DK>l)=7O#Q&vX1~zXC@)ppfw%F^~vgxhaOFXntI|$EkpXVu2mkvmEpLCSo
z_2FM(TIxhE?s)Q6kz{Pvnl5gp&p1r!27upRV85eoCQPC48-8Pm3wO^x+o|YammkBO
z)}o7Qqi))v=cKssz*=Jr;Fhm<Z^Dkzr5DHL3Gc|d02gdC16KB`Bvi6<+#Th`hksof
z9QZL%a>Hl2jBcH)a?)P-3XB~$e<*j40b3LAmAR{mrw1=q6Kt|aDU`0t)ki~=cs8TI
z{k(@~4v*;H=rWTBFEU18K2JJ{pcUD*LjKMwZN~6A`a5-0<POpM&D<p(QeLkzcZbGv
z8rS5*LE7cQ_M8V5*v(b$bGkdFX_uvNF6N8p1O-LWq3+g_H!NtvIa@nF0EkBw@chPY
z1Zr1|5_U(pLB?l2EmF}<VO;VK>+bB@IjJizJ1qIMw6xIJ19(|+F&FEdJ2ro2zo389
z!t>t|x10y%R#Nd2&8;4B?u&gvX?Gn@n-qnT^Ca@zjyKg4`E?zAKk_jE*VGdQ&wlGZ
zTCQ7dcYaH;`|buYG#GX@i=eQm$aOU*ZtWd~#4~gA+|pLGH40Iusw#1mZR~esw!S}@
zB`0TJYg@c9;D<8Yk5><pcotct-mzUE662Ziou^*<`n!)ZULN;@&ln5ww8teY6%x_4
z87931t7WI*SH*$v$SKKX=P_noTdTXv?+J@qI;o2m^yj?6*349eqdCOK&A#>!3;m__
zXL`#|M-sED>N@v<b`3<jI{NyFu4=eumD8YB5XZyNE;am>Ln>f3bbEbyti&Me_gftu
zZOh>_d!79XotW9zDQ?Yu)Ok~WI+km8;hYU})=$1)3kH$&8L5J$N}d0}%0@=jfXUdm
zGjHZLw-3M1{5w?zg-?5Yw{E>FdT|R+I=NhnX0aiD9ANYsu;_Gh4qvge$ONfI-awI;
zWTtpXn&YS`9lx8OUV6?I+GhD~a#Ek{+C3>VGqaz)y;^Q=Zc(HHu4|fhfR3|1Rx%8<
zF+_d8WU=3~_Pg$W>h*?g)LvrVw~kF^EWRm@UATkZ_QDR8&7m)j^YQT~MfXmTf>Znr
z2h@Ti+mG#DyW*8k&^hscBk$+AYt8KCBWC0d$ieSYR*#*e;Q<F0^YCHxn*&v=oSBX7
z`&922G4XijOwrB*_V*S1wL=d*fMQ;8`bzx$mnx(|bmPX}C0DQcf{AauaxIi?i9Tq@
z`k}#92836OU}rBcDgf3fy*#rQ_nQ1Z+kayIA#(e;g~BMqn#d+3!tLR%(H?g-JyxLB
zps{zn)IrE$-fnLQTf=ZEh;9r6*ta|lbycUFfNWr7C-YflAp-EgP7A|0t8Z`<>5Ee8
zqU6&BdG5b>q>Bvyg=3@iD1mgCUAg1D?79W0Lkp%Y+;*eB@uAC1&5|1-ST<_mg|QV&
zb>6tjNqj+APC5W*ZLA-cJAC*?UNBb#f014{<gPKeWLmo{JSpUGtf=|K5Vbj~h|7#y
zqFitC$b3qv7qL)Wr_v{QH1XNl<=((#>ecd+;(RiauYV<e;joq$#*YCH?cLX}kJpz6
zGNcWfpM}=ZUb*t#lA|#$rQ0u$)ZmBNAWhWq?{=oLF=VP93%yS9x<+c*KT92M@o_7O
zv<FP)HZXO`4$rl#%LN+AhT4eL0v(@ks#_Ia>({={A8yanwRc>As$aCc%;Xs<BsWR3
zh;$gJReQ+(MWcksJ(NmZV630Wy@pDxM$tuw6RDB)WW6>~duti<>$T*%Zq>2CiOWxh
zFU%Y4TapZ<t9%WMnkjq=u3@)Xn`{hvA|_}gbUresnPl1+yKx`4Jg`TneGV;Z0(`ji
z%&$!~H(6P8I!I#@*OYY)jE#{QC&axdAP{*=E^K%4+FI$;y`#Qs%ahzOo8)MZ0f95>
z6@Qz?O)d8=_}rJ-eW6!hzp|Ye<Q;x=YhDv~EEJIR?QHH`7vILZeM60@s<yqnn%B_h
zO1HFexF>E%U3O@Xot$Jy;D1uigkR!6yefa+R6aOKqY|am%-?HYeV9XAaC_@@)h%<B
zmBm<E>L<BRg*uhiEvGkX)-vddroRooHuwf-4Eu=CD$4%&QatfSkw&Fwu`BuMQS(7j
zg}t-L%_`1zB3RUvmZCby2z)tyg<ItXa)XKXOz)ij1Djn8$<&B6oSWz)fCjrYgKepV
zcF$89kT52;Wx2wrpV<C$TTpC_`p-lgv)MP#bML~m+lCIBu`iYTsb42Ki1qd}Ih5>^
ze0b^Dvdg^;7dfd9?NgwmiUbFE=A#Nuqy7e-LDy}Ex+2-P!q{Y+SjA|@?`k5NMMUc}
z3ORzk=JOS*lw-91b|lT{t!21)m)f$V3DLW9C~zkE;+w$>R#r$3qnH?O;uDpW2L_k2
z0UNMTT)!xKv_6vm)-CC2Jx8BHkt*rk^q1+E0(k!E_{?l|_$H3OefWeP#rM+qaj@s7
zQqNzgYo&I2?mtk0afk@!xZ#sstTQkbQDxDLRa76*siU0F57HY#kLy!eqqP@}OUrby
zdEYp_BsQ9!nXD|8l}zio!%V14@Jrxkmb-qXpQcZitSH6mx#dnf<aqNF*lcP#(<tl_
zU?*Fu37WJBJSgikFEa~J)bkY6MrU|LxwS1S-=f?qtw8@uf@NMz4cofAu%l$TeZ<<h
zl*1!YgMjb1f3U2{e`H$y1+-r;Nh2n|VY&TS04edJJ@B)#th;)IXKOWY-M4Ur<Zpc=
zdHdkco~H#wWWNrM$tA-)FLEz|8!fH`e$YQ`D0~0v>1V3>8(#J@ojSWuZ#<0cCWb6W
zkFwBfDJiUt75nhrcZU`(c2k8k@b`QswF%=_sjrl%WlDH&-kTN<7>|GEdAgwgsh_v@
z+cH?SaT*D<A76<L-sC@?ZOkap$kUf}b~Yg22k&O~GrByiyYxHvVNgv;)vX>(Cr|yY
zS1-@)ywEvm#dGM=B;4b%oz77;>dQ}qt?6}kPez=xBz*hIUz1&i29!-qsD9tjF5khT
z4P4cF9rjG8^J*pq^cprR##DzN)+Nm^`7L3aTi?@cb)G@Pto#7`t3Ui59Fv-Ae^qW0
z=)hUgt^rNeDnA~>AA+xMy&QPGxObfG(4k^L7rwmT^!WO_!&y4Tv(*Zq*<t_GE`1^2
z>YB{uUudP07*X!~_{ZodGi71LqrOUL0}s{9x4{kl%w%SP9Fww6=bN!9s&9Dway@UA
zc<D-u8~UEH$>WfNm;atObVRcBx7pa%icBztqpdrAqQ1g1p>m9#Pk<KkP_bSWzb|^1
zQd#DJZ*i=%M!?ajNqaZ`Sh)qY{hEwB_djRH3sp&7A%$UCGVAdmMrSw^S2FNCL87v2
zJ@}XU4C9g?7zE<~4#MFL#{Pt{<BqVkHS69~aRZ#B(gQv|0ni%=bSu)ufR60zz+V{v
zJ(rqxZ-jQl>2vmtOltx+U_Nd0Szm=t^uXgV#wuTA@fCqbgA0rWm#@F%`X5py2rtot
zN{HPlG^Wrw1*_d*>%h<H*%L6f@P2^xr5r+0QL#8}T08?*{Tz=@6B`5I{%kxnxca)Y
zDZdYaS<=wb%1Og)Sa<;m+8WrY-yRB~1M(09gcM@w8PXU7UJ=g8b6KH^<f!pdGq_H8
zrhuXoAfEO=eQOe>5sljEAwBe6B|j83SC#9w*)4NDuJQ7&;INt2)|w-gJ*aYOt?-rj
zOR|eMv!39VKj;^#|9VR=tc=+%Ukha%q`PL<PA~DVXM^{n{^RESAOFbHjgM1c3CW27
z&GYa-Qaxw=kikEgm++Ay?$4CYc%&5fYv5TM3*4{mXPr=SzrG;HdD8fw`)6G?!SDX@
z_;4Ec*Z)6mi!0Kt$OWzGU0q!hLG6ELME7E)-}jCV8Lzt}ZD+*R|1Ji+UxB9(<C7LI
zR4eZB0+CfZ2_FynzTTk0drHd6T8|&U%^Yp@JuZfo)8fvl|HmQxcRWEh28d6O0w?OR
zlYKzv{Pz2Wo<N0A&gXUZ({!sD%+P;1%l|&`|NbgQ-*BNB{^$SIAm%GloL$AdR1R=d
z{LlY~0eATYr1bW7(oPM7X?e$hx3l<Ks2CQQ{PU-x`02?`Bha?w_dD?b(FUi0fR;v{
z%4j(3<fWFT<~{Mte?jj>T{tJ`fv4f+)d-X(_+PY>_|B1<3@r5~CD0}bxoyPb<dQMm
z^rCLI*#Xp5K#&vVt!%YAQ)$+HQ@lOiZFfa&8VF&Gtv?NC6d$Q`Fj-t!STUGEYi9@0
zIO9D0r7gvI$sI;$?f}OYA5OzoU!Y(te*d0mZ*$rJNN|q;t!s9`VTpe71IQ;A_rtI|
zKYMzrk>P+uu5N-^)6r5_|C&7Ur)nOkcjSOwOBHCvjji|Ikvvi;(X0B{5H!%dF#|V&
zA5U+&3@bmh`uhH&lSs-Krg#1FO+H@xIs?#uF>JGGOF}tK!U(9@Rby*Iuk*>`6k_)`
zr@Ke0zs}8#UNdq58v83BXpMzXZrJglWL)Udh^j>t*Lr4%fRwW9-vx#BUTIIyhCY#X
zF2H&IdFh0?`N4w+K#Y-HIpKkf^v8cH>=BKwMSpj8N+^_+Vz~xmbd0;IpTv7c9RRUT
zU07#N(kGyWDB~r6pZ=NvtOz@EdJG#Q&RD|LODLy`3EzAf?79?+J~`Sc;l0eJoVehf
z@~hS^iTs98IvS0Zr?{VMJJULio*kiz>&}6L#GbZyN6^(oJ`0t2Ia&l3*uV;3+EIuA
z#ZoZgj#<)?`WGJ$0r(wU9Y1!z4ld&rf4}pDhs&^jK>w*Jl2$cYNDXx2t3ZY)%ziuG
zf;(W|i%W<ifwX`ZVD^{r&H*FH0~>b>5KSL@nd-d>+Q^e^HJ_lz;bRY5w?l{RVW0s<
z$$<mOX>)u(r}=j1eaivn_2BpQ^+F{^P1?j1jMe9I%39Hd<~{LWcKI#NWl8CrfVBL9
z&zAShPBS<hQ-KJ)s=9jQ5%*%I>;RbH#iOCP)&=m@22qIMpdc~O>v8PFXVW<?c;fKI
zFCfXbUQk#lg4*w7^zKQF1Cpd(Yinya9|(H194#e{8OG1B>^S$t-#1Jo!6|YI5Cb_t
zGjdy?EqyCBB;+4eMa7_H{2U(wz3Xccju~dS*W2^vx1G2bjzBFv_z>YK&UDYz-xYHT
zMod819GL}<gK?4C7af<DSVL4&M9f-d9*kp;XHHwU+;)x~K`^FY*Prw-T)3jkqVplr
z<C_Sw%tTVv&#!fBU%+O}gNmA39B>czlZ71L9$ngLjvqe-pMgLl%$GV&`r?lPQy<YI
z^M1(;=!v8@I4^r4fj%YM|5e>}e>Ii0>kK0n7(Y;&f`DbjK}3uQ5kZP#83oayNQe@e
zkrp~4B|%U}1qBq55L8qYr9^5%3j~x-LI+7G5rH7R4@DsNJ>&fg?z(H;b@OZ1+H0S4
z_I~U0K2PRCdwcuKM317{pl%4Wj>CWf`;w+{rX)~TjB}U|4uwi{^xE6njDwDDv=i|n
zcxZcc*Z4n(fm`pUq;lc8b4e`>eE{BKd>Ewnvd9>=+_5ay=*Qv)Y9^2Xbv;%($L2Bv
zbN$Dwqm}vJri&+v>W{5O;#YQ$IYwR!U8={2%zpDJr0&rC<@Vz}XKbo5?wyj^=&C20
zq#MkYnR;43Yq>qsW>ql=C{a%8)pfQuH_putHSRm)+HW1X^e`5pp5r%w$YIxZT)^q5
zOFOG5dda6vO&`%kxBg?#Xi<3Z-~qCS<>qMeTey_pr>m70I2%x`w6y(hI7Tgw1amLG
zF76F)JzToO1AuiAo)ld@aKkN{yt;fh<bX3(tfBzqF*2C<!`N=ZN;$kc9mgw;m|_Vi
zc^j(ekQei&tGaB1hWDndcfS4S$;WYV*XVGh3amI47}hU_ews!}RT#30x6W7}Ld$$(
ztkZt*t_yqf?I~WKODq{)flaxRxwIqDjhKX)>P=Tjb;#)me$5CpzdobBSy^AN<#Pm5
z6Ug<kOkA-LnEvCIS(1VrfVu^OASJu(x3Tg8ns#~f*qFQ8z1^SO=Ds&uy>y*jUIQUm
zn<e94#f21&?aOn+$)_S^(OULS<bA*Sj(3S!cy<>&4t#KEw%AeDcW#o;s(hZQ;tBc-
zM^QA*y9r`qVj)Xsnx(^#S6VSx6)q~yD|zxu`2wH_u&3hLiN3RaHF>6o`k;SZ9QV6I
zUudou$WPkDg)4_l869MCRtEMNxU^v6npg`ZlUSjoZA!rt`-la)h2+<@ACvha+@v4f
zLlk)h=L1C*uFW-vGKY}yD@%)J3j++kG(p24dWVjK4E}JrtGP>}M%w54b=-$lJB@rF
z#U<i&qo!039LOUxtTxt<*&dqgx$yj`J;~*IL_O;0i=~Gyw!v&Z3;6i&pKtpOHypOj
zA+0GvB7;Ex4xyIha9>5<V0}DJ`I*UHQz>ahw8NeGa4m>Q&q}DPtO_tJ@E;^6(F|^j
zvoawu8EXo+$|Kz;3#&5&Ud3X1dK#&$P5yYZq0do2L|&tG@y#=JTnb_-f|7|=)`_?1
z+<yR8gK-766qECJWaQ*<mWifbQHK5l6e1T?QFE-K1p>hcLWplk=VshW0`Xse-A_WE
z19PTMZNI9jix1nvLp%NJW+~^BPT)eV4a{MRtt5I=lssFmDF--?M#0fAcm`|J(bygB
zFsEwxu(Om@j3`XRrgFvBjtJyWIWd2ls-2%l+S6$=zvmJ-IpO*ng|2sy0i}+4)^JK<
z!HTv+FEfFKQ}Jq|DAZ=04Ov?nqV*#kd79ylPsK&N51E<yf+02hQUrauETquU7N<X-
zYL@!(V}t9S9CkeMV0^t;X*Tg-&a78&;E+pami;miv(pR_!!#e{XcYrD<6Vc9{hdZ&
zTh37LBpf`*TJZt1-QmgtwplCw3Q3bXq%3-CqH65I73R(C`MojRVP7!#XM)Z$D)7NO
z*Hb)MoQ^=LJ3rvtq-KV$jy_h}Do+_VP)T}+<+xczQfcLc!QG#R8gwTuh(wyD*QTDK
zljAx=&y!(lNUiDC)Su_i&(d-GOWSTHVt3uEaZn%)jCU8d+8Dif{P;D95pcy~sO>~S
zeG~HB9kRi>5pxh8_`ba-Zw}O{aiIY)aAwsz0NlcSUO15vPnDSxoX=<Y#Oz+l)FFJS
zN${!4d8FiA7jlVMnx!2&Wa4o%c2r({PxT*?g8)qN5Zz+(^7q-Wd62z{nu}=?iS7N0
z_)kmKc8d<Zg>K)%3-%8B8B~=2tmj2jbV8MeEQCKqx^Ox=G;5|##l)_h*{s=hcZ)vZ
znsYy+s!ER(2H+x>)g$Gi#!<CbU&O~>7nNa)Z882kkaI}cgcIKyhTnhWaAh6aErzS(
zQ>_?a?DQ~uC7=Cv#k$BZ6-1gH$Mp||{S_<TvCedJ>lr64SsOjjeM&dFG`lx-lY`VY
zQR>7L8qZGHozR+MnyZhe_FQ(}4yGVN%VW#o%ERof%gE8|$REhsm;0vTXwaPV+k0Dm
z*@+_^Rs{(tm;UT3JJqq+(HwOCwojieFc=fba(5xowxTg)`}I8Obte`n-ORrO$34|B
z$|us%6tLpG-@uA02w(1Env}ZcQtMX4okZT9?vH<S|2d%daG9EdlI*27K{YYEOrsKI
zzEnL`HQ#;YMA^&If9RRm)GH?P`^~#P9S|`Z?K~%8tO_q1q<k1NDx4&PB-f!HL&qs1
zxNGnPCg?(2-0~OexDNK2e&VC_K1r<L*C(mp-6?wB8z)B;W0QF+`gwELPQahPSlmfU
zNUR$7u}F^2sOtVm@DDyOZ$31|b5OqbAH^IoN9u`(f=E&0XV^Z%%#^$k%z~M&hoH{7
zz{|d~dVObH>Wisj{%S)|BO#&|s=Yf~PUakkyDELSQr1M22kO<<OKO~FuYlw3tc02X
zW<-OnWQMA~?R~`7)-{*u$(TZWqBzfjc6KDl=%&;>Sqhe|u`s{`=#WmDNK60N0#W!L
z?J8@3K4}4KU@Eg*X0e`tOH);GjOjM;VaKmmAw^-a?b|LII#Dz}Y|gcW4GKxIj$om~
z$n)uV>^Qg*?cM#6*C0I8A<Esy_Q41!e6G;?&Ks^0Df;2lu}LcxbzNOG()EW6gE;33
za2|zw!}qKk`^@}EaVQl;>X?t^qZLJYRaQZMT(wN*8-%R=3+9x`L-B(JWdVt*fB1sb
zj~D&(Kt5}g7N?o&9n46T@7@~gndkjO`$Qu%K{L>nqlLNqjP1J4e3#d(fMeyg3$U7I
z$LF6~7RuiDPjSs%BB4FU*l8DM%d6J~n<&}N+II|)HHVEP$w<g)8@lR$e08oBp%=Ey
zs&J=a%H4BueLx$fOLW`+3BcEEDNFjE`jzp+_??smoS>u=xTOiJ4bn0)SR=*RQ^WD4
zb9+hOq>}DWopp>(keapSvM)hrBTjCqCxB01`#YggT?L~&HqC8bAyYnO0~z;+I5qEy
z?!pd7_PL|EC)Qv#)hW?youD%01{!aH;ejchZ(X5{wx`FpYcFU;8{LGzj7UIxXPpnk
z-F0Fyi~$&urAMI4qs#sX&v}>qF0Cvq|FI^TDdKCXwf-#5A<bj!w#`W(%r=a8O9s`0
zmscwmL5*V)#9v^c>vJ{01rU|?JGR*2Q_f|no_4T3&%R+k8^9Tm(o&8vY2xf~)G`~O
zNW4KbeCRgUAw;rTbCt4NoQY?d814!;x%l4OZ5a9`%C)awm7kP2?nDZlf~jI0ehk+A
zynm}>uM|aN3;RFHcal`k5f~f@7n*s^ju8u#-Piy=2~&8AxX7IbP%3?X*;6)@a_d8&
z&|M@&Wv3IFCAk)e&cvwq@TG-rejV8B5OzG5GuJE+!P-$Y_-xiQ%1Z6J(}_Me<uiBu
zOiWP~8-1YD{_pSqxR&4!RBelECE%QBy_0z1a{MG2D&9{OX;%tc<oUpXE<OAj_W5c%
z(yc^g(O9eFo;0N&Ad{4KHW)-XGRlS|LKi=ul>iP!l;XeOBNRhQPVRke?7mUN=Z}nz
zn(30qI??JlhKY`j&X(;!9)>D1__^LYBr}B=pm}Dn-b|Muk^*&$qP6AGJ%?e+9px8_
zw2V=9=aG|7H!XRmJ}Y44<sG>S5>CXI{q2|W?cIgG?VulkwEb2Vr<WnUptZELv`)A&
zJ|_-ocJ*UCdo$8M7S#n^adk~2aH#JfdpJ@k9OLF9GvGLw=l_1j)F+whdn90G(Hl`|
zf;`y*lBWj!AMUH5Ry9!(2U{>aRIy?30Bp%HX0w8}N&FR`2Z)jy60L+?bOfNT)uj{#
zj{+lARaKh)+I52;2@@<Kxw5(%7si1U2{Crdl^W#NfG%{MA8D6A>h;wn8f1%JOfY9J
zAc-?X`CkC!O#5MbgL`fHJDA{GDcN@AB5sK+ouRf=b1fq82ww+?1iA*Et4Ibz`_D$G
z2#J24)hDWNuTQ<YPjOEXq?EUB4#F;*lrli87<G%7K%0q+i?hjbs&x@f;PFm-ict8g
z69F{45lENP0X%9hT&y<8bNh0TG-96g7lbh~EAF+3#Spc`5P43=2@uv5f!4U?)vGj6
zd20$V$eqbUzY2uB-a6e_LCB$?lWTSGH~U1@l+!kitii!(iI7p7>-KHLRx1HY_@M1x
z<V&vqw>H+<0V#wVQCA}4f+vrlTZAp=Qu&ZYcbsEqlE&SRL1~4QpXi(5csyt>%j(et
zpC!zzh8JB4^pM5WZbEp*-`GL!_L89aoR?qpLib3SXr-Hpi;L4e`K1?LfV>&%#lHhE
zC`LPQv|jbDl!3G_-|u_VF1NkkfsbL1+eq$6yTYe}pj`FkveZK0XK?Oi23mb>bHDA`
zu*2;mo<$z%%FhHuvF<z{O<MLF-NAvjCDuSU7zjR5KSu>nomB4ONuR<D;`pPxlm?4O
zr5`?kVw%rDjchcgmkj;q)~L;j$MPzx=f=3m7`vj9FrmSvt*y;(gbAyB*Nf1ALsizH
zzf@~xqjn}KP_SL?s}2y;tKqL-rqoT-ypP>x-PkET1h{X*FH?XQL7^Cg86Rr+pFm!E
zEM#$N`{hV^5E5XJWu>L_ZZgsDhhlb}4A-+k_9*xB)&wJpC~?WqwoR^NzUFYA>$EN}
zflpk`b37BR)DAa}W|^GQ^w(u5U)varj*b@lLAM-rNBQTcdb!E(+0&=iMjQ|!dOp1d
zZ|pstv>FP0f^?6bWBhTIGaphd@KEIi0(>`!gs;k9?ys{jmlT6Fdc<{*i!135QL5hY
zsj^>}CxvUCS3#o(8Jef_+ALo4S)r_|M+)yDlgOxV^eq>av$mW_LdqdJr=yjKqE4*E
zN{x{>kq5=<Ld9Xp6SomK2<rYhkb+?$t#=Mp>%1~)?(wq&ScgG1gu#9eLQdDOWnovz
zQ3C@`C6HZEA=l7$?|k+CWzab@z3DqpMY=u1hh=Uxc>{5P*~Z5It{S2k|HHcD|AU(F
i|6T?AmIFt)!C|wHWclP5Kp~@0f1bKv{PBcc_<sQqGH8te

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/goats_beard_classification.json b/modelling/data/abingdon-all/seasonal/goats_beard_classification.json
new file mode 100644
index 0000000..78d69b8
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/goats_beard_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Goats Beard",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "moderate",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "summer_peak",
+      "moderate_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 5.005,
+    "season_end_month": 8.31,
+    "forcing_peak_month": 6.175,
+    "season_width_months": 3.305,
+    "season_midpoint_month": 6.6575,
+    "season_start_label": "May",
+    "season_end_label": "August",
+    "forcing_peak_label": "June"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.646,
+    "DECAY": 1.724,
+    "OOS_DECAY": 4.504,
+    "POST_PEAK_DECAY": 4.588,
+    "POST_PEAK_SHARPNESS": 4.34,
+    "SEASON_START": 5.005,
+    "SEASON_END": 8.31,
+    "SHARPNESS": 7.9,
+    "FORCING_PEAK": 6.175
+  },
+  "fit": {
+    "score": 0.021
+  },
+  "warnings": [],
+  "summary": "Goats Beard is classified as moderate summer seasonal presence. The fitted seasonal window runs from about May to August, with a summer peak around June. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/goats_beard_consensus.json b/modelling/data/abingdon-all/seasonal/goats_beard_consensus.json
new file mode 100644
index 0000000..ef7d25c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/goats_beard_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.646",
+  "DECAY": "1.724",
+  "OOS_DECAY": "4.504",
+  "POST_PEAK_DECAY": "4.588",
+  "POST_PEAK_SHARPNESS": "4.34",
+  "SEASON_START": "5.005",
+  "SEASON_END": "8.31",
+  "SHARPNESS": "7.9",
+  "FORCING_PEAK": "6.175",
+  "SCORE": "0.021",
+  "SPECIES": "Goats Beard"
+}
diff --git a/modelling/data/abingdon-all/seasonal/goats_beard_observed.csv b/modelling/data/abingdon-all/seasonal/goats_beard_observed.csv
new file mode 100644
index 0000000..a77a2a2
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/goats_beard_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,0
+5,11
+6,17
+7,8
+8,1
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/goats_beard_parameters.csv b/modelling/data/abingdon-all/seasonal/goats_beard_parameters.csv
new file mode 100644
index 0000000..6664ac1
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/goats_beard_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 14:59:16,goats_beard_observed.csv,2.806,2.195,4.715,4.73,2.371,5.98,7.84,2.154,7.16,0.06255215761779594497271792841,
+2026-05-21 14:59:16,goats_beard_observed.csv,4.408,1.515,1.864,2.274,8.95,5.93,8.24,14.109,6.31,0.09848721838835727735134701664,
+2026-05-21 14:59:16,goats_beard_observed.csv,2.893,2.941,5.746,0.493,3.861,5.06,8.92,1.787,5.61,0.06993910989526664781765320888,
+2026-05-21 14:59:16,goats_beard_observed.csv,1.643,1.583,1.161,2.703,3.506,4.67,7.73,3.958,7.47,0.04019787723584805708027372761,
+2026-05-21 14:59:17,goats_beard_observed.csv,3.63,1.245,5.846,2.686,9.715,4.6,8.0,13.917,6.0,0.04226003368738517050521088810,
+2026-05-21 14:59:17,goats_beard_observed.csv,3.845,1.866,3.611,4.172,8.798,4.49,7.2,11.7,6.63,0.04390673520913189116175094645,
+2026-05-21 14:59:17,goats_beard_observed.csv,2.248,2.867,7.701,5.382,1.702,4.99,8.76,8.899,6.29,0.006783986100549505349931263333,
+2026-05-21 14:59:18,goats_beard_observed.csv,4.79,1.183,3.102,2.545,6.791,4.14,8.01,4.91,6.29,0.02762611286669111257589379884,
+2026-05-21 14:59:18,goats_beard_observed.csv,4.784,2.587,1.201,0.824,5.335,4.26,7.01,6.925,6.66,0.05200770624691241944899289382,
+2026-05-21 14:59:18,goats_beard_observed.csv,4.06,2.291,5.403,2.603,6.139,5.05,8.0,9.128,6.77,0.01947860932860951887890970596,
+2026-05-21 14:59:18,goats_beard_observed.csv,1.461,2.578,1.426,2.783,3.062,5.43,7.74,2.655,5.9,0.006186815662558546988244484324,
+2026-05-21 14:59:19,goats_beard_observed.csv,3.662,1.885,1.111,1.509,5.08,5.65,7.45,12.378,6.55,0.05503211734973487110542343151,
+2026-05-21 14:59:19,goats_beard_observed.csv,3.329,1.178,6.689,5.07,8.967,4.51,7.29,1.996,5.77,0.05657222606663746636566190994,
+2026-05-21 14:59:19,goats_beard_observed.csv,4.961,2.143,6.825,6.204,2.9,4.62,8.37,7.659,5.14,0.06873370220954512319870729816,
+2026-05-21 14:59:20,goats_beard_observed.csv,3.653,0.769,3.147,6.981,4.792,4.41,7.99,11.308,7.25,0.06854359618238987278622666574,
+2026-05-21 14:59:20,goats_beard_observed.csv,4.045,1.034,1.823,7.418,6.856,4.44,8.14,10.76,5.4,0.09198335187535599025362144533,
+2026-05-21 14:59:20,goats_beard_observed.csv,1.717,2.838,4.659,0.316,8.225,4.89,7.76,14.492,4.99,0.02486502983624493414196260407,
+2026-05-21 14:59:20,goats_beard_observed.csv,1.742,2.783,5.534,7.442,7.189,4.94,8.76,9.407,7.23,0.05659312758202454596282006845,
+2026-05-21 14:59:21,goats_beard_observed.csv,2.319,2.15,7.516,7.282,4.315,4.6,8.18,2.692,5.29,0.06305093688415222992100133553,
+2026-05-21 14:59:21,goats_beard_observed.csv,2.336,1.217,2.241,0.116,8.701,4.26,8.75,9.53,5.14,0.08530313791102086722826764077,
+2026-05-21 14:59:21,goats_beard_observed.csv,3.103,1.917,2.883,0.167,3.299,4.22,8.02,2.277,6.59,0.03667990930433521864015414520,
+2026-05-21 14:59:22,goats_beard_observed.csv,4.048,2.295,4.478,1.192,8.18,4.05,8.78,1.694,6.31,0.08255684509274337428688313538,
+2026-05-21 14:59:22,goats_beard_observed.csv,2.636,1.775,5.517,3.811,7.439,4.3,8.38,6.038,7.37,0.07536045899616690795356732141,
+2026-05-21 14:59:22,goats_beard_observed.csv,3.151,0.659,4.118,0.604,7.813,4.94,7.12,10.123,6.65,0.03149619532712350071818953951,
+2026-05-21 14:59:22,goats_beard_observed.csv,1.988,1.594,1.102,7.483,4.811,4.86,8.55,6.427,4.96,0.08011487828077067187554251734,
+2026-05-21 14:59:23,goats_beard_observed.csv,4.028,2.875,6.0,1.076,4.953,5.99,8.59,9.65,6.47,0.1186175413707378328894065900,
+2026-05-21 14:59:23,goats_beard_observed.csv,2.901,1.438,7.888,5.326,6.537,5.07,7.98,7.642,6.95,0.04796259448402309838969343421,
+2026-05-21 14:59:23,goats_beard_observed.csv,3.997,1.198,4.999,2.113,1.158,5.09,8.68,9.895,6.49,0.03463968526921458057849327025,
+2026-05-21 14:59:24,goats_beard_observed.csv,1.983,2.359,3.668,2.337,3.817,4.03,8.53,1.009,5.65,0.09081670857107171525904581893,
+2026-05-21 14:59:24,goats_beard_observed.csv,4.497,2.446,7.245,3.869,9.763,5.42,7.46,8.36,6.5,0.03906957740957726383208034592,
+2026-05-21 14:59:24,goats_beard_observed.csv,4.861,2.537,1.478,1.867,4.948,4.68,7.92,11.678,5.38,0.04820434490240745590066032241,
+2026-05-21 14:59:24,goats_beard_observed.csv,4.043,1.01,4.039,3.152,8.61,4.9,7.24,2.147,6.92,0.04559687320928393542968062231,
+2026-05-21 14:59:25,goats_beard_observed.csv,4.822,1.332,6.034,0.375,9.53,5.94,7.56,3.029,7.05,0.06550622186160321654644962845,
+2026-05-21 14:59:25,goats_beard_observed.csv,4.763,0.963,5.906,1.327,3.342,4.16,7.82,7.844,4.58,0.08610102782477002789815186918,
+2026-05-21 14:59:25,goats_beard_observed.csv,3.326,2.144,7.937,2.406,6.205,5.03,7.71,10.016,7.02,0.03478490784776815564778984215,
+2026-05-21 14:59:26,goats_beard_observed.csv,3.616,2.122,3.879,4.828,7.385,5.22,8.53,2.781,5.93,0.008500602889588340213592659383,
+2026-05-21 14:59:26,goats_beard_observed.csv,4.826,0.807,5.638,5.481,6.151,5.24,7.5,14.362,6.68,0.04388758091386402079657704437,
+2026-05-21 14:59:26,goats_beard_observed.csv,1.242,2.005,7.488,0.309,3.052,4.15,7.4,12.307,5.49,0.05932721028108350197684089684,
+2026-05-21 14:59:26,goats_beard_observed.csv,4.1,0.784,5.077,3.181,5.19,4.67,7.1,14.338,6.93,0.02764588965173459733405954616,
+2026-05-21 14:59:27,goats_beard_observed.csv,4.518,1.474,1.182,5.4,8.914,5.64,7.68,13.718,5.72,0.05223604449673162725690469667,
+2026-05-21 14:59:27,goats_beard_observed.csv,2.656,0.911,5.103,6.423,7.82,5.09,8.78,7.412,5.61,0.01644975523684200127850738035,
+2026-05-21 14:59:27,goats_beard_observed.csv,4.892,1.254,1.407,4.859,6.774,4.67,7.91,5.04,6.71,0.03259665959805686732180817733,
+2026-05-21 14:59:28,goats_beard_observed.csv,3.314,2.337,7.339,7.699,3.308,4.77,7.21,6.59,6.87,0.02564363700911742468984790751,
+2026-05-21 14:59:28,goats_beard_observed.csv,4.59,2.8,7.162,6.476,5.256,4.83,8.51,3.885,6.98,0.02004803690180056299564816209,
+2026-05-21 14:59:28,goats_beard_observed.csv,2.175,1.652,4.742,5.5,4.494,5.85,7.61,12.857,6.55,0.08446384619155932951859707484,
+2026-05-21 14:59:28,goats_beard_observed.csv,2.355,2.141,3.715,1.108,6.352,5.98,7.34,6.94,7.25,0.08866529906464823780313649990,
+2026-05-21 14:59:29,goats_beard_observed.csv,3.7,2.069,6.493,5.208,3.418,4.12,8.41,14.974,6.9,0.04183682499100116729363911665,
+2026-05-21 14:59:29,goats_beard_observed.csv,3.365,0.761,7.081,1.593,5.887,5.38,8.47,12.893,5.64,0.02499909102698516203706472552,
+2026-05-21 14:59:29,goats_beard_observed.csv,1.827,0.78,3.798,0.725,2.789,4.7,7.36,2.196,5.44,0.04433738928072199616012536640,
+2026-05-21 14:59:30,goats_beard_observed.csv,1.64,2.924,1.867,4.219,2.0,4.92,8.27,4.102,6.19,0.02417256596187523360960843862,
+2026-05-21 14:59:30,goats_beard_observed.csv,1.368,1.902,3.185,1.944,8.106,4.93,8.06,2.519,5.6,0.02365280193871008268176406940,
+2026-05-21 14:59:30,goats_beard_observed.csv,1.624,2.76,1.326,7.78,1.236,5.16,8.17,14.893,6.73,0.005761850081257787475022245839,
+2026-05-21 14:59:30,goats_beard_observed.csv,4.555,2.38,5.287,6.945,6.761,5.84,8.56,11.257,6.98,0.1042108894835164186012040915,
+2026-05-21 14:59:31,goats_beard_observed.csv,4.567,2.962,1.891,7.395,6.817,4.34,7.11,14.647,6.79,0.04955301814853590623977812303,
+2026-05-21 14:59:31,goats_beard_observed.csv,4.193,0.851,5.707,7.482,8.459,4.51,7.71,3.55,5.39,0.08956192492557530882831354730,
+2026-05-21 14:59:31,goats_beard_observed.csv,4.236,1.648,4.465,7.153,5.739,5.05,7.49,13.845,5.85,0.03192996237863285550045922796,
+2026-05-21 14:59:31,goats_beard_observed.csv,4.787,1.265,4.732,7.76,5.988,4.27,8.4,10.909,5.74,0.05989085062092922199297473934,
+2026-05-21 14:59:32,goats_beard_observed.csv,3.737,1.752,4.745,1.565,2.97,4.8,7.37,4.765,4.82,0.04800225747407589501344868136,
+2026-05-21 14:59:32,goats_beard_observed.csv,3.972,2.333,3.433,0.998,1.456,4.44,8.52,9.898,6.39,0.05458269116250056458808455513,
+2026-05-21 14:59:32,goats_beard_observed.csv,2.495,1.48,1.016,4.956,2.532,4.98,7.12,7.564,6.73,0.02471596476807345532484808759,
+2026-05-21 14:59:33,goats_beard_observed.csv,2.74,0.708,6.645,1.652,5.402,5.55,8.0,2.055,6.05,0.02391781568749496634260317671,
+2026-05-21 14:59:33,goats_beard_observed.csv,4.966,0.656,4.099,5.678,5.001,5.86,8.46,12.439,5.97,0.06004875052042129434874272464,
+2026-05-21 14:59:33,goats_beard_observed.csv,1.869,1.237,4.01,2.883,8.39,4.41,8.89,3.185,6.49,0.03520062949061201191753845421,
+2026-05-21 14:59:33,goats_beard_observed.csv,4.733,1.759,2.802,0.756,6.462,4.82,8.44,9.636,6.48,0.02988104687914586840558207601,
+2026-05-21 14:59:34,goats_beard_observed.csv,4.276,1.621,4.782,2.904,2.165,4.53,7.16,2.701,4.9,0.08866084224912111605340889561,
+2026-05-21 14:59:34,goats_beard_observed.csv,2.784,1.999,7.199,0.907,9.092,4.86,7.48,4.205,6.41,0.02399857567807952358645745436,
+2026-05-21 14:59:34,goats_beard_observed.csv,2.489,1.117,7.281,4.677,1.144,5.69,8.74,3.427,5.9,0.06232418529686349726111677864,
+2026-05-21 14:59:35,goats_beard_observed.csv,3.266,2.525,5.762,2.819,8.401,4.15,7.17,4.904,6.23,0.05844603471052690114687900192,
+2026-05-21 14:59:35,goats_beard_observed.csv,1.191,2.547,3.748,1.188,6.064,4.23,8.53,14.342,6.12,0.04900137955122002664714232754,
+2026-05-21 14:59:35,goats_beard_observed.csv,2.535,1.761,5.018,0.271,8.897,4.01,8.16,14.8,4.54,0.07736230769773574550365348496,
+2026-05-21 14:59:36,goats_beard_observed.csv,1.822,1.383,7.756,6.105,4.761,4.22,8.27,14.001,7.47,0.07344734799565473996786330824,
+2026-05-21 14:59:36,goats_beard_observed.csv,4.591,1.307,2.479,2.444,2.432,4.6,7.62,6.5,6.75,0.04673074839230668239617745240,
+2026-05-21 14:59:36,goats_beard_observed.csv,4.853,1.731,4.311,1.913,9.817,5.62,8.11,6.923,6.64,0.06990650359616986691392032515,
+2026-05-21 14:59:36,goats_beard_observed.csv,3.033,2.508,4.311,7.629,4.476,5.32,7.17,9.825,6.64,0.03502121602313979285156034578,
+2026-05-21 14:59:37,goats_beard_observed.csv,2.302,0.911,5.052,1.358,3.428,4.94,7.01,5.4,5.45,0.03376233538774831717119708475,
+2026-05-21 14:59:37,goats_beard_observed.csv,2.062,2.712,4.04,5.789,4.08,4.83,8.64,11.086,6.72,0.01067023744271454350567251753,
+2026-05-21 14:59:37,goats_beard_observed.csv,2.986,1.183,2.916,6.4,9.375,4.76,8.47,7.0,4.81,0.09078376057851561750093837155,
+2026-05-21 14:59:37,goats_beard_observed.csv,1.495,1.453,5.857,4.842,6.532,5.35,8.33,13.712,6.35,0.01933994969423854012616989501,
+2026-05-21 14:59:38,goats_beard_observed.csv,2.469,1.249,2.619,5.36,2.275,5.19,7.42,8.682,6.29,0.02854866382701535485801317409,
+2026-05-21 14:59:38,goats_beard_observed.csv,2.097,1.533,4.7,7.224,2.636,4.35,8.64,8.633,5.48,0.07436705809274815222105959486,
+2026-05-21 14:59:38,goats_beard_observed.csv,4.396,2.749,4.006,2.184,9.054,4.48,7.04,4.005,5.59,0.08166136643825167247563865546,
+2026-05-21 14:59:39,goats_beard_observed.csv,3.914,1.13,2.082,0.007,5.303,4.95,8.23,6.448,5.72,0.06038467647296192634036799372,
+2026-05-21 14:59:39,goats_beard_observed.csv,2.652,2.305,2.622,7.378,2.772,4.31,8.37,4.965,7.35,0.04357721282966568625389235521,
+2026-05-21 14:59:39,goats_beard_observed.csv,3.245,2.196,5.26,1.331,3.656,5.36,7.28,4.531,6.32,0.03582911897014568137775936917,
+2026-05-21 14:59:39,goats_beard_observed.csv,4.593,0.648,1.3,5.107,8.51,4.41,8.69,2.084,7.05,0.07713617710767604027440466118,
+2026-05-21 14:59:40,goats_beard_observed.csv,1.564,1.164,6.007,3.463,6.471,4.86,7.8,9.765,6.06,0.02342232099559789590877731096,
+2026-05-21 14:59:40,goats_beard_observed.csv,1.821,2.387,7.409,7.468,3.84,5.59,8.29,7.674,5.94,0.02246927776550746122077279517,
+2026-05-21 14:59:40,goats_beard_observed.csv,3.865,2.393,6.125,5.586,8.249,5.88,7.87,9.88,6.22,0.08127962893279454416656729243,
+2026-05-21 14:59:41,goats_beard_observed.csv,3.382,0.771,6.036,6.855,9.024,5.69,7.77,6.606,7.04,0.1210804109708715771626243329,
+2026-05-21 14:59:41,goats_beard_observed.csv,3.423,1.528,2.801,4.137,6.206,4.39,8.22,4.969,6.04,0.02395406768183742840844240514,
+2026-05-21 14:59:41,goats_beard_observed.csv,1.267,1.456,6.359,4.863,6.943,4.1,8.77,14.114,5.67,0.06275700063576943366935658866,
+2026-05-21 14:59:41,goats_beard_observed.csv,2.079,1.214,2.432,2.63,8.737,5.86,8.43,8.2,7.39,0.1364866416055598550547065385,
+2026-05-21 14:59:42,goats_beard_observed.csv,2.92,2.794,5.382,3.537,1.94,5.06,7.72,2.33,6.88,0.02658576009769675142355387417,
+2026-05-21 14:59:42,goats_beard_observed.csv,2.987,1.521,3.663,1.559,7.312,5.35,8.75,10.204,6.06,0.03018843640518740982073890264,
+2026-05-21 14:59:42,goats_beard_observed.csv,3.094,2.923,4.834,3.608,3.369,5.03,8.97,11.34,5.42,0.007687899933030640826539343258,
+2026-05-21 14:59:43,goats_beard_observed.csv,2.313,2.585,5.596,2.625,3.459,5.71,8.41,9.263,7.48,0.09186843571989170450851690781,
+2026-05-21 14:59:43,goats_beard_observed.csv,3.995,0.861,5.163,5.608,4.028,5.46,7.86,5.914,7.37,0.07132678692336917472425181391,
+2026-05-21 14:59:43,goats_beard_observed.csv,3.51,0.863,1.002,3.273,8.722,5.06,8.34,12.402,5.49,0.00889979794660708122498788085,
+2026-05-21 14:59:43,goats_beard_observed.csv,3.85,2.508,2.578,2.353,4.351,4.16,8.58,9.957,6.56,0.04987190536492777441159934942,
+2026-05-21 14:59:44,goats_beard_observed.csv,4.326,2.503,1.574,2.717,4.599,4.8,8.46,9.618,6.76,0.02138518613953063808922132972,
+2026-05-21 14:59:44,goats_beard_observed.csv,4.465,1.655,7.085,5.994,1.971,5.37,8.87,8.125,5.41,0.01155864951501260730060420669,
+2026-05-21 14:59:44,goats_beard_observed.csv,4.343,1.001,1.192,4.952,3.02,5.2,8.53,14.559,6.24,0.009872099929659018386392256567,
+2026-05-21 14:59:45,goats_beard_observed.csv,2.456,0.874,4.439,4.963,5.787,5.95,8.86,8.638,7.24,0.1390400066065095681371481603,
+2026-05-21 14:59:45,goats_beard_observed.csv,1.955,0.802,2.488,0.299,6.823,4.29,7.94,2.713,6.23,0.03593641102386296646820724661,
+2026-05-21 14:59:45,goats_beard_observed.csv,2.208,0.652,5.307,4.44,3.13,5.39,8.5,14.654,6.02,0.01840636666880073829860324574,
+2026-05-21 14:59:45,goats_beard_observed.csv,3.193,2.321,4.98,2.107,6.398,4.11,8.77,5.565,7.31,0.09433080921196744805038924311,
+2026-05-21 14:59:46,goats_beard_observed.csv,3.05,2.784,4.69,2.447,4.622,4.04,8.06,9.991,5.39,0.07746771570107134163153019711,
+2026-05-21 14:59:46,goats_beard_observed.csv,4.818,0.593,7.747,4.511,2.111,5.16,8.78,5.723,6.77,0.03084706836992223815192068291,
+2026-05-21 14:59:46,goats_beard_observed.csv,2.843,2.02,5.267,3.633,9.229,5.23,8.78,13.89,7.02,0.06699559301258540399039254117,
+2026-05-21 14:59:47,goats_beard_observed.csv,3.446,1.014,7.07,6.7,4.08,4.69,8.6,7.247,5.31,0.06612329501291089560770126165,
+2026-05-21 14:59:47,goats_beard_observed.csv,3.508,1.018,6.883,6.722,1.043,4.32,8.65,8.246,5.1,0.07201480725888982573500847487,
+2026-05-21 14:59:47,goats_beard_observed.csv,3.958,2.454,2.182,0.199,7.258,4.96,8.27,2.223,6.54,0.06937964641873892480246047736,
+2026-05-21 14:59:47,goats_beard_observed.csv,3.46,2.222,5.319,4.645,7.028,5.44,7.54,5.599,6.03,0.03964646733918453975509290581,
+2026-05-21 14:59:48,goats_beard_observed.csv,4.78,1.087,2.783,6.399,8.21,5.69,8.45,12.165,7.07,0.1093083033066645921154143219,
+2026-05-21 14:59:48,goats_beard_observed.csv,4.229,1.601,7.533,7.816,9.459,5.82,7.17,14.573,7.12,0.08525566059052947596601276874,
+2026-05-21 14:59:48,goats_beard_observed.csv,3.936,0.633,4.889,3.503,1.379,5.97,7.85,2.713,7.45,0.08012399682199044427744611017,
+2026-05-21 14:59:48,goats_beard_observed.csv,1.889,2.891,4.429,5.531,2.585,5.96,7.59,12.105,6.98,0.08754236817024963621765417764,
+2026-05-21 14:59:49,goats_beard_observed.csv,2.338,2.534,2.395,4.508,2.452,5.75,7.27,3.455,6.88,0.04352799286347279916000510944,
+2026-05-21 14:59:49,goats_beard_observed.csv,1.041,2.476,1.569,5.145,8.961,4.56,8.42,5.832,6.27,0.02462788275374480019629235100,
+2026-05-21 14:59:49,goats_beard_observed.csv,2.649,1.109,1.215,6.592,5.501,5.55,7.36,10.84,6.46,0.04874261659053189105031174677,
+2026-05-21 14:59:50,goats_beard_observed.csv,1.739,1.624,3.399,5.909,2.938,5.34,8.63,8.967,7.28,0.06793331459220194684104028356,
+2026-05-21 14:59:50,goats_beard_observed.csv,4.56,0.628,1.337,7.216,5.056,5.91,8.2,12.149,6.61,0.09844624178968201595938227731,
+2026-05-21 14:59:50,goats_beard_observed.csv,4.917,0.601,2.187,1.786,3.72,5.46,8.09,4.076,5.77,0.02449169333535216305154572727,
+2026-05-21 14:59:50,goats_beard_observed.csv,1.617,1.337,4.383,5.908,9.378,4.1,8.71,10.912,7.13,0.07543146144675073725987796174,
+2026-05-21 14:59:51,goats_beard_observed.csv,2.805,1.86,3.72,4.129,1.164,4.81,7.57,4.892,6.27,0.04239997806587600682013119267,
+2026-05-21 14:59:51,goats_beard_observed.csv,4.568,2.422,4.491,5.413,1.171,5.48,7.62,13.749,7.21,0.04210327731907262877342024965,
+2026-05-21 14:59:51,goats_beard_observed.csv,2.661,0.539,6.888,7.917,5.939,5.94,7.78,5.412,6.33,0.09189540815571067093079146883,
+2026-05-21 14:59:52,goats_beard_observed.csv,2.972,1.336,7.27,5.325,5.684,5.61,8.19,3.684,7.2,0.07988785501744627404311821680,
+2026-05-21 14:59:52,goats_beard_observed.csv,1.88,2.373,5.435,5.125,8.167,4.57,7.86,10.784,4.87,0.1053553279949663593839429533,
+2026-05-21 14:59:52,goats_beard_observed.csv,3.164,0.864,2.064,5.76,1.73,4.14,8.44,8.516,6.32,0.03214987968516641144085554675,
+2026-05-21 14:59:52,goats_beard_observed.csv,1.21,2.139,6.084,3.385,5.183,5.25,8.56,1.5,6.26,0.05575836860078243018694511793,
+2026-05-21 14:59:53,goats_beard_observed.csv,3.833,2.162,3.047,6.994,9.719,5.57,7.11,13.351,6.39,0.04782772244943509905737740085,
+2026-05-21 14:59:53,goats_beard_observed.csv,2.704,2.515,4.956,0.02,6.913,4.54,7.51,4.014,5.84,0.04416653387591310732690956661,
+2026-05-21 14:59:53,goats_beard_observed.csv,3.272,0.558,3.307,2.581,8.036,5.71,7.7,5.683,6.98,0.1024092108089608796088174920,
+2026-05-21 14:59:54,goats_beard_observed.csv,2.023,0.847,5.863,4.158,1.643,5.8,7.82,3.318,7.38,0.07180831224026587819593716404,
+2026-05-21 14:59:54,goats_beard_observed.csv,3.574,1.418,7.223,3.303,2.879,4.74,7.33,6.811,5.9,0.02681202012424618070049570292,
+2026-05-21 14:59:54,goats_beard_observed.csv,2.513,1.335,2.296,4.214,8.615,4.68,7.32,14.962,6.62,0.02305010806789181569747379972,
+2026-05-21 14:59:54,goats_beard_observed.csv,1.535,1.05,7.107,2.512,2.583,4.79,8.88,9.992,6.54,0.02000221218877203036084579778,
+2026-05-21 14:59:55,goats_beard_observed.csv,3.839,2.846,4.108,0.404,6.021,5.9,7.76,5.219,6.35,0.06755848645545131003892755508,
+2026-05-21 14:59:55,goats_beard_observed.csv,2.358,1.407,2.944,5.746,5.788,4.6,8.88,4.164,6.16,0.02265660308861108747411862559,
+2026-05-21 14:59:55,goats_beard_observed.csv,2.0,1.915,2.045,4.77,2.433,4.6,8.94,7.61,6.45,0.02822867120819674534488660644,
+2026-05-21 14:59:56,goats_beard_observed.csv,1.066,2.313,3.723,2.535,6.553,4.76,8.72,2.273,5.07,0.03102653932271837892507708144,
+2026-05-21 14:59:56,goats_beard_observed.csv,4.287,1.052,1.62,6.165,8.827,5.61,7.76,10.697,6.21,0.05160831887525989811582992372,
+2026-05-21 14:59:56,goats_beard_observed.csv,2.478,2.694,2.588,6.778,7.927,5.8,7.69,1.696,5.88,0.02980998062216332061310404909,
+2026-05-21 14:59:56,goats_beard_observed.csv,3.314,2.039,5.866,1.984,9.965,4.04,7.15,1.963,4.88,0.1334707713393146422587863447,
+2026-05-21 14:59:57,goats_beard_observed.csv,3.151,1.929,1.406,6.138,9.602,4.45,7.68,14.976,5.35,0.09162332876562250055373992819,
+2026-05-21 14:59:57,goats_beard_observed.csv,4.961,1.0,5.369,6.916,3.221,5.02,7.72,1.215,6.61,0.02505550412422027230346259822,
+2026-05-21 14:59:57,goats_beard_observed.csv,2.635,1.132,5.345,1.162,3.591,5.07,8.1,2.98,5.4,0.008514126720649620975987580592,
+2026-05-21 14:59:58,goats_beard_observed.csv,4.335,2.174,6.899,1.167,7.974,5.96,8.05,14.07,6.57,0.1073712173814932604594458403,
+2026-05-21 14:59:58,goats_beard_observed.csv,1.584,1.669,6.993,6.166,8.489,5.53,8.72,14.189,6.52,0.03251530166656420271219879573,
+2026-05-21 14:59:58,goats_beard_observed.csv,1.633,1.015,6.913,7.55,7.082,5.67,7.48,6.667,6.65,0.05975925755791355726618186828,
+2026-05-21 14:59:58,goats_beard_observed.csv,2.897,2.172,2.05,1.681,3.845,5.79,8.49,13.494,7.02,0.1184664756306171030587781177,
+2026-05-21 14:59:59,goats_beard_observed.csv,2.622,1.372,4.21,1.301,3.172,4.73,7.23,2.513,6.44,0.04474094727124444842088811735,
+2026-05-21 14:59:59,goats_beard_observed.csv,4.392,1.549,2.989,5.768,7.461,5.84,8.26,1.015,7.15,0.1046063096068228797830377579,
+2026-05-21 14:59:59,goats_beard_observed.csv,3.814,2.866,7.382,5.164,7.089,4.19,8.87,9.934,6.75,0.04701765468054286496674261063,
+2026-05-21 14:59:59,goats_beard_observed.csv,3.44,1.505,2.212,7.681,4.924,4.5,7.06,2.388,5.23,0.1135159012379287661040679438,
+2026-05-21 15:00:00,goats_beard_observed.csv,2.599,1.096,2.28,5.673,8.204,4.31,7.12,8.977,4.51,0.1563818781679067444627680841,
+2026-05-21 15:00:00,goats_beard_observed.csv,3.814,1.789,2.713,0.22,5.413,5.57,8.35,7.712,6.24,0.08188965201579121651977351395,
+2026-05-21 15:00:00,goats_beard_observed.csv,1.985,0.641,2.691,4.737,3.137,5.35,8.88,8.281,5.98,0.01646659400033936073422174808,
+2026-05-21 15:00:01,goats_beard_observed.csv,2.938,1.683,1.832,6.927,8.025,4.51,8.58,14.408,6.55,0.02654887640431008239193603704,
+2026-05-21 15:00:01,goats_beard_observed.csv,2.2,2.156,3.736,7.597,1.175,5.68,7.34,12.849,5.79,0.04529853765961886459978629199,
+2026-05-21 15:00:01,goats_beard_observed.csv,1.864,1.508,3.17,5.881,7.82,4.59,7.1,3.872,5.07,0.1092628360390562354232323277,
+2026-05-21 15:00:01,goats_beard_observed.csv,2.268,2.071,4.864,1.587,8.062,5.72,7.7,6.459,7.06,0.08679968020549555520570826155,
+2026-05-21 15:00:02,goats_beard_observed.csv,3.7,1.023,3.894,0.928,4.289,5.76,7.87,10.364,7.41,0.1101405266865649096977801388,
+2026-05-21 15:00:02,goats_beard_observed.csv,4.739,0.854,3.289,7.617,6.886,4.03,8.93,8.557,6.01,0.03286217657255170488294105420,
+2026-05-21 15:00:02,goats_beard_observed.csv,3.274,1.877,2.673,2.81,6.686,4.9,8.95,12.782,6.95,0.05959049444598974208789112129,
+2026-05-21 15:00:03,goats_beard_observed.csv,2.115,2.697,1.681,7.76,3.624,4.89,7.86,6.725,6.76,0.02496638892266380228459034217,
+2026-05-21 15:00:03,goats_beard_observed.csv,4.988,2.466,4.88,1.622,7.921,5.9,7.52,10.928,7.41,0.1109033446900706667546727847,
+2026-05-21 15:00:03,goats_beard_observed.csv,2.53,1.643,5.529,1.239,3.014,4.53,7.69,5.245,5.68,0.04381583828925923350914982233,
+2026-05-21 15:00:03,goats_beard_observed.csv,3.397,1.022,6.37,2.807,7.955,4.17,8.5,14.248,5.22,0.06561780953263383410290595738,
+2026-05-21 15:00:04,goats_beard_observed.csv,4.809,2.818,6.65,7.743,7.718,5.88,7.68,3.229,7.28,0.06262856605299575959190004858,
+2026-05-21 15:00:04,goats_beard_observed.csv,3.257,1.765,7.618,4.39,2.726,4.92,8.59,10.046,5.39,0.006806532002149804398590015716,
+2026-05-21 15:00:04,goats_beard_observed.csv,2.263,2.802,3.193,0.165,9.958,5.43,7.96,12.581,6.46,0.05529207951478743117490868462,
+2026-05-21 15:00:05,goats_beard_observed.csv,4.575,2.536,7.712,2.784,9.07,4.42,8.98,4.533,6.58,0.04188625367554278956023024350,
+2026-05-21 15:00:05,goats_beard_observed.csv,1.783,1.263,3.159,3.361,2.279,5.91,7.69,2.146,7.08,0.05978171969297119715853413191,
+2026-05-21 15:00:05,goats_beard_observed.csv,3.208,1.372,6.233,7.426,3.282,5.41,7.97,6.825,7.45,0.06583818546989512906944429097,
+2026-05-21 15:00:05,goats_beard_observed.csv,4.141,0.741,7.656,6.148,8.351,4.9,7.6,5.402,6.99,0.03668367010092351307695456125,
+2026-05-21 15:00:06,goats_beard_observed.csv,1.617,1.165,5.194,6.934,2.111,5.52,8.22,10.856,7.36,0.06900680186557114203316014100,
+2026-05-21 15:00:06,goats_beard_observed.csv,2.205,1.093,3.996,0.762,8.842,5.64,8.65,3.783,7.23,0.1137488832189083439520200700,
+2026-05-21 15:00:06,goats_beard_observed.csv,1.814,1.013,7.623,7.644,7.421,4.34,7.86,12.176,5.82,0.05455684011275264553287997400,
+2026-05-21 15:00:06,goats_beard_observed.csv,2.741,2.456,7.999,6.391,8.308,4.67,7.87,1.294,7.05,0.02943781729339548444155916110,
+2026-05-21 15:00:07,goats_beard_observed.csv,4.494,0.684,2.8,0.289,7.451,4.27,8.25,5.562,6.0,0.07026528321303027350182251733,
+2026-05-21 15:00:07,goats_beard_observed.csv,1.505,1.049,4.348,6.711,1.319,5.18,8.55,2.561,6.72,0.01489894880419728460325617913,
+2026-05-21 15:00:07,goats_beard_observed.csv,4.732,2.784,6.743,3.509,7.496,5.06,8.05,5.51,5.81,0.002961641184765420020375961439,
+2026-05-21 15:00:08,goats_beard_observed.csv,4.074,0.899,2.482,5.216,7.947,5.63,8.02,6.504,5.82,0.04991784059594692928745650026,
+2026-05-21 15:00:08,goats_beard_observed.csv,1.243,2.307,4.639,2.871,5.532,4.32,7.3,14.146,5.8,0.05793995041265070391416641286,
+2026-05-21 15:00:08,goats_beard_observed.csv,4.736,2.493,5.223,6.366,8.645,5.05,8.55,3.31,6.86,0.04615975094320077419495353759,
+2026-05-21 15:00:08,goats_beard_observed.csv,3.446,2.553,7.5,0.773,4.898,4.56,7.39,13.281,6.31,0.04449596577948292244456131171,
+2026-05-21 15:00:09,goats_beard_observed.csv,3.812,2.769,2.174,5.3,7.141,4.78,7.83,8.266,6.4,0.02288813617911560346572427516,
+2026-05-21 15:00:09,goats_beard_observed.csv,2.233,2.574,5.112,7.306,6.311,4.84,7.5,2.89,6.3,0.04553458299142158801854000464,
+2026-05-21 15:00:09,goats_beard_observed.csv,1.974,2.259,6.976,6.202,6.08,5.5,8.78,9.513,6.97,0.06795788097546281218873678179,
+2026-05-21 15:00:10,goats_beard_observed.csv,4.17,0.947,1.489,4.184,1.366,4.42,7.84,8.076,5.19,0.08264505338794880033713607971,
+2026-05-21 15:00:10,goats_beard_observed.csv,4.96,1.202,5.572,1.617,1.522,4.18,8.79,6.564,5.1,0.06399924562467485313766230621,
+2026-05-21 15:00:10,goats_beard_observed.csv,4.189,1.406,4.808,1.782,3.451,4.12,7.97,3.388,4.94,0.06438262099189506182956661144,
+2026-05-21 15:00:10,goats_beard_observed.csv,1.695,1.762,6.773,6.629,9.289,4.47,8.9,14.513,5.13,0.08447969502621127148759252714,
+2026-05-21 15:00:11,goats_beard_observed.csv,2.996,1.747,3.153,6.893,6.403,5.99,7.02,10.838,6.19,0.09207883393706254501545951495,
+2026-05-21 15:00:11,goats_beard_observed.csv,3.813,1.885,3.429,0.78,3.323,4.14,7.06,13.344,5.02,0.09481668861046927769640811647,
+2026-05-21 15:00:11,goats_beard_observed.csv,2.774,1.401,1.233,0.592,8.996,5.28,8.74,6.205,5.65,0.06260549803724572711122855251,
+2026-05-21 15:00:12,goats_beard_observed.csv,1.464,1.94,3.731,6.963,7.606,5.61,7.42,3.066,6.83,0.04315042769572026234815317144,
+2026-05-21 15:00:12,goats_beard_observed.csv,1.271,2.248,3.76,0.194,6.94,5.56,7.16,8.228,6.08,0.04480934397639426681610664229,
diff --git a/modelling/data/abingdon-all/seasonal/goats_beard_simulated.csv b/modelling/data/abingdon-all/seasonal/goats_beard_simulated.csv
new file mode 100644
index 0000000..e5d3c7c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/goats_beard_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,3.01012E-16,0.1,0,0.01,2.26857E-16
+RungeKutta4,2,0.2,9.79237E-16,0.1,0,0.01,7.38000E-16
+RungeKutta4,3,0.3,2.70024E-15,0.1,0,0.01,2.03503E-15
+RungeKutta4,4,0.4,7.13271E-15,0.1,0,0.01,5.37555E-15
+RungeKutta4,5,0.5,1.84654E-14,0.1,0,0.01,1.39164E-14
+RungeKutta4,6,0.6,4.71364E-14,0.1,0,0.01,3.55242E-14
+RungeKutta4,7,0.7,1.18949E-13,0.1,0,0.01,8.96456E-14
+RungeKutta4,8,0.8,2.97209E-13,0.1,0,0.01,2.23991E-13
+RungeKutta4,9,0.9,7.36149E-13,0.1,0,0.01,5.54797E-13
+RungeKutta4,10,1.0,1.80929E-12,0.1,0,0.01,1.36357E-12
+RungeKutta4,11,1.1,4.41601E-12,0.1,0,0.01,3.32812E-12
+RungeKutta4,12,1.2,1.07110E-11,0.1,0,0.01,8.07232E-12
+RungeKutta4,13,1.3,2.58316E-11,0.1,0,0.01,1.94679E-11
+RungeKutta4,14,1.4,6.19736E-11,0.1,0,0.01,4.67063E-11
+RungeKutta4,15,1.5,1.47974E-10,0.1,0,0.01,1.11520E-10
+RungeKutta4,16,1.6,3.51761E-10,0.1,0,0.01,2.65104E-10
+RungeKutta4,17,1.7,8.32781E-10,0.1,0,0.01,6.27623E-10
+RungeKutta4,18,1.8,1.96408E-9,0.1,0,0.01,1.48022E-9
+RungeKutta4,19,1.9,4.61573E-9,0.1,0,0.01,3.47863E-9
+RungeKutta4,20,2.0,1.08112E-8,0.1,0,0.01,8.14784E-9
+RungeKutta4,21,2.1,2.52429E-8,0.1,0,0.01,1.90243E-8
+RungeKutta4,22,2.2,5.87656E-8,0.1,0,0.01,4.42886E-8
+RungeKutta4,23,2.3,1.36422E-7,0.1,0,0.01,1.02814E-7
+RungeKutta4,24,2.4,3.15857E-7,0.1,0,0.01,2.38045E-7
+RungeKutta4,25,2.5,7.29449E-7,0.1,0,0.01,5.49748E-7
+RungeKutta4,26,2.6,0.00000168054,0.1,0,0.01,0.00000126654
+RungeKutta4,27,2.7,0.00000386276,0.1,0,0.01,0.00000291116
+RungeKutta4,28,2.8,0.00000885889,0.1,0,0.01,0.00000667648
+RungeKutta4,29,2.9,0.0000202733,0.1,0,0.01,0.0000152789
+RungeKutta4,30,3.0,0.0000462976,0.1,0,0.01,0.0000348921
+RungeKutta4,31,3.1,0.000105509,0.1,0,0.01,0.0000795166
+RungeKutta4,32,3.2,0.000239930,0.1,0,0.01,0.000180823
+RungeKutta4,33,3.3,0.000544325,0.1,0,0.01,0.000410229
+RungeKutta4,34,3.4,0.00123130,0.1,0,0.01,0.000927966
+RungeKutta4,35,3.5,0.00277365,0.1,0,0.01,0.00209035
+RungeKutta4,36,3.6,0.00620445,0.1,0,0.01,0.00467597
+RungeKutta4,37,3.7,0.0137018,0.1,0,0.01,0.0103263
+RungeKutta4,38,3.8,0.0295308,0.1,0,0.01,0.0222558
+RungeKutta4,39,3.9,0.0608891,0.1,0,0.01,0.0458889
+RungeKutta4,40,4.0,0.116834,0.1,0,0.01,0.0880517
+RungeKutta4,41,4.1,0.203243,0.1,0,0.01,0.153174
+RungeKutta4,42,4.2,0.317040,0.1,0,0.01,0.238936
+RungeKutta4,43,4.3,0.447075,0.1,0,0.01,0.336937
+RungeKutta4,44,4.4,0.580652,0.1,0,0.01,0.437607
+RungeKutta4,45,4.5,0.708382,0.1,0,0.01,0.533870
+RungeKutta4,46,4.6,0.825088,0.1,0,0.01,0.621826
+RungeKutta4,47,4.7,0.928722,0.1,0,0.01,0.699929
+RungeKutta4,48,4.8,1.01904,0.1,0,0.01,0.767997
+RungeKutta4,49,4.9,1.09666,0.1,0,0.01,0.826495
+RungeKutta4,50,5.0,1.16242,0.1,0,0.01,0.876055
+RungeKutta4,51,5.1,1.21709,0.1,0,0.01,0.917257
+RungeKutta4,52,5.2,1.26115,0.1,0,0.01,0.950463
+RungeKutta4,53,5.3,1.29463,0.1,0,0.01,0.975695
+RungeKutta4,54,5.4,1.31697,0.1,0,0.01,0.992531
+RungeKutta4,55,5.5,1.32688,0.1,0,0.01,1
+RungeKutta4,56,5.6,1.32223,0.1,0,0.01,0.996496
+RungeKutta4,57,5.7,1.30016,0.1,0,0.01,0.979863
+RungeKutta4,58,5.8,1.25748,0.1,0,0.01,0.947697
+RungeKutta4,59,5.9,1.19177,0.1,0,0.01,0.898175
+RungeKutta4,60,6.0,1.10312,0.1,0,0.01,0.831364
+RungeKutta4,61,6.1,0.995845,0.1,0,0.01,0.750516
+RungeKutta4,62,6.2,0.878828,0.1,0,0.01,0.662327
+RungeKutta4,63,6.3,0.763405,0.1,0,0.01,0.575338
+RungeKutta4,64,6.4,0.659618,0.1,0,0.01,0.497120
+RungeKutta4,65,6.5,0.573243,0.1,0,0.01,0.432023
+RungeKutta4,66,6.6,0.505244,0.1,0,0.01,0.380776
+RungeKutta4,67,6.7,0.453141,0.1,0,0.01,0.341509
+RungeKutta4,68,6.8,0.412692,0.1,0,0.01,0.311024
+RungeKutta4,69,6.9,0.378890,0.1,0,0.01,0.285550
+RungeKutta4,70,7.0,0.346052,0.1,0,0.01,0.260801
+RungeKutta4,71,7.1,0.307640,0.1,0,0.01,0.231852
+RungeKutta4,72,7.2,0.257603,0.1,0,0.01,0.194142
+RungeKutta4,73,7.3,0.195413,0.1,0,0.01,0.147273
+RungeKutta4,74,7.4,0.130807,0.1,0,0.01,0.0985824
+RungeKutta4,75,7.5,0.0775482,0.1,0,0.01,0.0584440
+RungeKutta4,76,7.6,0.0418094,0.1,0,0.01,0.0315096
+RungeKutta4,77,7.7,0.0211112,0.1,0,0.01,0.0159104
+RungeKutta4,78,7.8,0.0102063,0.1,0,0.01,0.00769195
+RungeKutta4,79,7.9,0.00479227,0.1,0,0.01,0.00361168
+RungeKutta4,80,8.0,0.00220479,0.1,0,0.01,0.00166163
+RungeKutta4,81,8.1,0.00099943,0.1,0,0.01,0.000753218
+RungeKutta4,82,8.2,0.000447957,0.1,0,0.01,0.000337602
+RungeKutta4,83,8.3,0.000198992,0.1,0,0.01,0.000149970
+RungeKutta4,84,8.4,0.000087750,0.1,0,0.01,0.0000661326
+RungeKutta4,85,8.5,0.000038454,0.1,0,0.01,0.0000289808
+RungeKutta4,86,8.6,0.0000167592,0.1,0,0.01,0.0000126305
+RungeKutta4,87,8.7,0.00000726797,0.1,0,0.01,0.00000547749
+RungeKutta4,88,8.8,0.00000313744,0.1,0,0.01,0.00000236452
+RungeKutta4,89,8.9,0.00000134844,0.1,0,0.01,0.00000101625
+RungeKutta4,90,9.0,5.77075E-7,0.1,0,0.01,4.34911E-7
+RungeKutta4,91,9.1,2.45917E-7,0.1,0,0.01,1.85335E-7
+RungeKutta4,92,9.2,1.04348E-7,0.1,0,0.01,7.86416E-8
+RungeKutta4,93,9.3,4.40833E-8,0.1,0,0.01,3.32233E-8
+RungeKutta4,94,9.4,1.85390E-8,0.1,0,0.01,1.39719E-8
+RungeKutta4,95,9.5,7.7592E-9,0.1,0,0.01,5.84770E-9
+RungeKutta4,96,9.6,3.2311E-9,0.1,0,0.01,2.43511E-9
+RungeKutta4,97,9.7,1.33823E-9,0.1,0,0.01,1.00855E-9
+RungeKutta4,98,9.8,5.51037E-10,0.1,0,0.01,4.15288E-10
+RungeKutta4,99,9.9,2.25470E-10,0.1,0,0.01,1.69925E-10
+RungeKutta4,100,10.0,9.1624E-11,0.1,0,0.01,6.90522E-11
+RungeKutta4,101,10.1,3.69532E-11,0.1,0,0.01,2.78497E-11
+RungeKutta4,102,10.2,1.47800E-11,0.1,0,0.01,1.11389E-11
+RungeKutta4,103,10.3,5.85717E-12,0.1,0,0.01,4.41424E-12
+RungeKutta4,104,10.4,2.29739E-12,0.1,0,0.01,1.73142E-12
+RungeKutta4,105,10.5,8.9082E-13,0.1,0,0.01,6.71364E-13
+RungeKutta4,106,10.6,3.41007E-13,0.1,0,0.01,2.56999E-13
+RungeKutta4,107,10.7,1.28677E-13,0.1,0,0.01,9.69771E-14
+RungeKutta4,108,10.8,4.77905E-14,0.1,0,0.01,3.60172E-14
+RungeKutta4,109,10.9,1.74472E-14,0.1,0,0.01,1.31490E-14
+RungeKutta4,110,11.0,6.2581E-15,0.1,0,0.01,4.71640E-15
+RungeKutta4,111,11.1,2.20933E-15,0.1,0,0.01,1.66506E-15
+RungeKutta4,112,11.2,7.7279E-16,0.1,0,0.01,5.82411E-16
+RungeKutta4,113,11.3,2.72287E-16,0.1,0,0.01,2.05208E-16
+RungeKutta4,114,11.4,9.9839E-17,0.1,0,0.01,7.52434E-17
+RungeKutta4,115,11.5,3.9951E-17,0.1,0,0.01,3.01090E-17
+RungeKutta4,116,11.6,1.81625E-17,0.1,0,0.01,1.36881E-17
+RungeKutta4,117,11.7,9.37513E-18,0.1,0,0.01,7.06554E-18
+RungeKutta4,118,11.8,5.27476E-18,0.1,0,0.01,3.97531E-18
+RungeKutta4,119,11.9,3.08528E-18,0.1,0,0.01,2.32521E-18
+RungeKutta4,120,12.0,3.84380E-17,0.1,0,0.01,2.89687E-17
+RungeKutta4,121,12.1,2.70253E-16,0.1,0,0.01,2.03676E-16
diff --git a/modelling/data/abingdon-all/seasonal/goats_beard_simulated.png b/modelling/data/abingdon-all/seasonal/goats_beard_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..8e55fc567049d8dad13b4ccfe021ddd150a0a3e3
GIT binary patch
literal 29180
zcmce;byQSc`!`OANLvU<3Ia-pbSfw)CDPIj3JeW1v`9B7A*CovcQbTLs`S9nAzeeq
zZ;!Wn``q{Q{r=wfpO>{<u65?jnSIXQ`?{`ATqo$Uq6`uKb$kpA45Ej!(oZlju)Hxa
zFefjZ2S@n6jLm}ogdOi|I;ud-99<0UO)(S<9c`^3j#idNbk3&s4weubUJh<94k0!=
z3r9y=2VqW5>)&T^K<v#qnI3%80$0JamDO^<z#uV1|HI6X_+*KJVQ2AB`mU;L(&{*#
zyXwG!_=dnyisa=YOguR(pNqTqRdtlJ)aA%Z2ZN2CXAcZM(vCZ2y=I+0@a%hj+TdVr
zu6jR9o|BZ_edosOWs(=pUB(*OGd)dRcqyWI59?uk<z7!^?~u~Xgf9Dqgcy<aB!{(1
zOpdrtMrrUjOYWl%!MFte5<+n3z<*Iq1sFH!>FMpsuX&?SAa25n3=9lxH`K(q3_cbj
zB#;E3(gzq~%A&u{#fA|CKBn^jKmPJou(vnH!79Y7^Nzw+JvND~vvXNVX(_h@<w&(l
z{-L((e1iE{+&FY0na6tcj$C<21}_*%O^M|<rh^`rS_TRVipw-K9N4(TuLw9QBu@{A
z>UcV7YK5-r-@SV`Iwgf;;&@)bw8@{SD?cDBD{D5w>-hbcT^sdf@?kpx<nVCD=yZa4
z%I%Y*y|})<#}DP?Vmdjh<xjU$&t#uJ&sK7%Jv%)z{r)vwuUg{jlN9Uo`VSvIv|p=S
z_<VM{C$Whuadyzl$jPas=XK(gE#TMAzMl;VS~RKMpC&-H`likKQ`$tndUf?S3rjR-
z-SLytt+={&C9gvj|6yzmU8mPN?wc)H<RfL)iK4s1#!KB)LgBO$DHJKqDoSFE?Ck6;
zGD-m?w6P%^RkDM5x~#=!-O=d#xlBvT89+=OO(MQ8S-V%W-jSzUJ-b%DzH5mYNFrNo
z-n+YWf^=K2;c;AiY*(rC<jIpXe5sOm0!UY>+EY}1NV1{CW*Ed>>U8ImMCQGuc49D_
zsK#}#Gq<3SkeGpN4Y@kc6XD~$l9E?iyM4_;SLTi;&T5YqczXn;YPi!b9wR1B2j{Gx
zJ%7%~!V*jo(*8|JB6sT^Ny(?@d6f?a^YuB;PS(BVv?mVL1183uhIEU}y04GadQ|J1
z1vWZw&33G%dTsd9%G%o(Ee+hM#>mOej%jai*BhS?X3dN2<gC-d$HzArE-(~F@Ta9r
zU*uBeTtU`o+uPfRvz}r!JxM+R<B5G3!}L&E`sGs4!J125HjGfr<M8{Zr7+BzU_(Pg
z9@h<n%GEN&huYfOCRAStugjVa#T|>tD!pgVvX<293$i}R(0Zs^GvxWct4oB`YO%1e
z2<t2)IrKzv8@IL(=4z`&Fd@6RUWGwTQ{KFJV{&?Yuq5<$<31+8aVz1$;`<2rs7;T^
zx+rQrMa)f@@W|tMvu!IT^;p_8WWibza-$3zaplSthBzJjAght0bR{Tiwl=SNO*kk#
zJQl3hj1+cv34?l!gE>ww=vXAn{OmgcK>+~`Qi}@YQ0*?Cnmek@+7XAsdaOd(tS4z?
zYKxRry}f$9mQ~{LO9Xffgty-2)gCU*h*yxeTrG1MtFYTzDek3l(caNZ_B{L^9U1wy
zi~@1G)ye5nL9EAnb*Z9;TPI}YZB^A%B0pjZ9_bnyR|Re-qwy-IuVnj_&Ccg=acSeu
z((Z@!Phg~wqzr+bVtkvEbKSOPNY727W^kXfVV96rTnDVP+8I5i83;~ImU*&M?4kAn
zD&H&DGoX%DRN~m$z%8$4cXZ}-kg#>xuZ^(?dl#%Ntof6vFz4<0?j?mOlNvwrXHCp!
zw5J;Z&s>QeiZ_^E=v{vw=>9!DPBo%YL16p?Qb!~AX?k9{*O@0uq^Z2_#9A%hAf5t}
z<~rkfcCu$WQR}f}UVoRI;2PUw2!Dmd&hA?cBC*(1uhYtxFJD%ylRyG*$v<W@pxiVI
z7c#x2(}ytX;yY@SIDO}ToqIM+V3Rr3{Rt7Lkw^`nPDtbRjbpKQ`%;*G^jH0Gj+gb%
zo<K^5&v*GsIlG3(Z~N<nvB9D>l-3CzlTX6pyCRG(NM(_T?L@LrMV4Z=T*cQk2^^x9
zD!sME4Y%GgK$TcK3J^6c-bcNB_jqGPON_$3UDC(ba7x>z@;*^vTKBt*yEhz`bIYsp
zL(;C*gx{juY?$;T(|b&-gLL0kP?M#AP9Ml83#*Z)dAm=xQbJU%2_tx6I~GFrvw`lr
zBj(TWB^MUHzW)6A(QQ^%6{&hx_9zVng>JiEvKE>xna#7})DwBqt_absz|RBQ5R9R_
zHzXiPuu21HJu^lrMvr|-#D}NE3v*q?lt0XDK2|jn+3>;Y#q722&rsf4%FfT)?I*n&
z)Q*MlCUKRHb-1J)QL~41%X|Bl4#nqj=s2`mKCuSd8+XxFP*9-GD|cDfb4s27!H}9`
zqQo+WRZy^^Y0k;XsZFe>(T_kE6B9G9vGE?t0Sc`o@X7-L%b*;g{`Bb*J`s_VuIrRv
z-r%76-W+<kRjVNA&DE}eRjeL&0s^q3{^0QN;-iNT?L3YU6VCdBU%#et?7g&psHo_y
z>ve*n=4d+^cjy(%yE0O29#MsSfkU7JqNOvnuw#3v`+@z?OS~)nbLdDkfJ*T^v_x%#
zNS|5O@K{%Ob!jL+br}TbMccZH)QSqhy*aUt>`!|*V5#R;)q&7i-sDs`9>b(ye|9_-
zK%2FEvSKbFvbH%oItm--ui8qSIDQ~@zHH)~K;40Y6ZHQ5`vINH%gbtmtz<>qY)?yM
z$LGOADL>*VF)dkLT(r<oQ&THny*fn6YZkf;-|ktqg{rE)`kc*c0^9BusD^b~5G2<%
zHa6<?if+pXEQ1aFY00HmY)>bka{}bP8IJX(^);}73t4%1z7F*D*^W(oo{5k^PF2ap
zaj3;fY}8|~b@r*7cg4TsXmfV)uj^KR{{SV7O|L(Rj-CeX_+s9Rcn!)P<UIHDFZwHq
zMQpguz1HY|d==)}_uSAO#7lK`^?)0ygvJzooqo%P8AN=fF!s>pNsFGj&Ny0uSEiB?
zS7BycUGq?rTd*}FW8=Bpa^#Y&#}3SOH)Znli-WJwqw`ehA)T1L3yWXgXUPzVX?ajr
z`MRxD%Ai(mknBjl!@VeGn;gJVxH^0u8@AEM>qqmjSI3Ter;DO;_hx<yGLCs?$F;Gq
z&|ELxEx=Gow64b%3PC*3=%e&ARDye^^f}-pb9#X|i+;>70U}7<Nf}J1*Y{zclz$5E
zPM+a~+HB`w`7aCs3lra*z4f|ZvuZrDvn$+bnQjRgc<#?hm}<O)1*44mgjo}}XxTK8
zX<kO2_kd&kWc-~u<xtc1T~1q1PtSn1){ES*t711q;KV64brvGb!WRi;OlRx@SG=X_
zrEBh(e!hzO=xao9pU&Uo^msucn}N3Q6`p^&^V(P@z99UaON+y;Yf{nVuzQ#zm6{ES
zIh*HSVtps8+xNTfDZE<pt-pCs$YDN1!1fj!o9bCOl~7TW$J>jI9~@@(&Uc0J24C(K
zxYfnE{qjJEe5pCn$ibob$exgFm((AZ+dc3esh<zGd0}x+gpZEc0->}2z4A{`)J`p7
zt9xw^6k2O`%Y^$Ap~GR-x5Tn9l<{>JZjC)YN5OT~MqWdbCdFZ_kEwt<IWD@v_T#1-
zwm-~kuX-YrKRn%xFd6aKWy27!>3#f6@C!njjcL^4cg#!sw$spy7lH@zt}tcXFol;{
zEVN(q;??bLTXlbX?IZ5wEla|a>n#oobt2f}lN7Ws3ER(aKN2AuOFlalopM^Y)RV4l
z#fr>`*zor@x~R|aAoQ`=xkVqzbrP6s!TUDM^C@DQ=VuhKA+3wKlD*gGCkzessY1Pd
ziMU8Q9isGiR&-(C)1QU$$?vvN75Nd6WeIS>FYT&pAaGXSSFZMbd$C&YLsEA*kl#<q
zY7@}LH@}L)2@dbU<#uc-jyoSJ$~Dw=YgQCWbJ4a44s+0F{+wM78|AO^g+?#>-Oqom
zyn{JPY~aZfp2h!mvT-PLN79g(0an8;a|xH?-NxN_!SAC$QaPX*$AyW0Y4RtLU$5Cq
zd1D?xPfhzVROnNUPa0{BcYI=CBMB{iB>U(hh(<$m)}dH5Vs+-J9%U?Bg>b_8`FHg)
z5T;XN5zf5vO6pxwakiUGOt87yKt)neJ#%uwn22daGfrD5@$ql(7`zh{{gU=o#Chd$
zjnyI%w?TY1YlZ&K^dtcUCU^n6#^F}KtvCK;JxQ+~>5i%qy}J^AUJsWg?Vg{2Wp7GI
zp1)wX0o7w~frAv$)GKoXh@++NyYGgj?@s7)8Ym$ixP;y#$^SlFXgnVGo@|B0Yu}f}
zQ<R|o%H71f5uErmy?T<y7y2z!$VVUeyj++cQ3=5+D87QSeP`S3Bes7JLPdO9kIC(E
z8w1m?;LEb5Nl4~J*HdPeQ7%3VsqYp;x1JHTDldxpSjDnyf22VaTS$E25vlN^GF33a
zO~RJ#Cy1At9g&(BqHTBB$8{L#tM+BE7tyDcnCZq1rJ?Ixo^;!J=GqAV;P3BG95>ZX
zEGF4%OBGDM^XPQq>_k7{s7bk+{3}m*|4LY18Oe497s*%rcu0^QB^&>W5S4ZPmlCmV
z5X1*4$!+edyN-+S@~l`Q7JGKSe;cSvj(dIgi!XAPImI;%k^Vqfg2vylP^TxFQBL@(
znqcF#`$Vt~3`9s{kHbEB=XXb^R+1e97d?EO@@3JS;6}=(xs;}k8lNFTu^@}>)<`}W
z#ipiaPdcwCr*U=Fv!VUBFOl6T_na$~sQ7H^ja^(G(208OyfOCVjG`{Ujm#k9YM^Yv
zQPlNMA%|NUXc5DGj5;nFrwIlVb;UJKSG&G%zQ__xvV&o8fzV;Hz@KUjd#GiPeE0s{
z7s%Ki2h1;WuBQhJ*#d%H+|3&|*Kp0H>%U%Y-MB_W;)fIK(hx}vW7zoUZ@7eHBbgq_
zeyMj^RR3z^uqTzOw>1|`x9g?*hJOf7#22@h3*if4&{u-(IQK8c9xp!B6RXKb)<@o4
zBe^dKquLaH>p~=zu}?jpjjm#F#fsv;1*GIH=hxLXt@jlNwKaRBX%NxkbFDm2!kdjz
z693+Z@Na8uM3B$73A<P{EuvbUFlx&6k{h)?Kig;`$v$cwk?wN~@a5s*<&8+>4L<O2
zWz(U>p@9i+He7H}<W{;SW^jwcj+#yBCCx}mePrbq-k`R&K3<+ysB_rCn_HTNgoOTw
z+!~vW1e~f;0~ItM%_n_H%P{Yg+czXhQ*FGMzNUg%b!a<8Ezc=Q*)TKXBrVc3@o3@R
zkoUrKHfkvo0&$_Tcv+P*fEN0<m`6rNo+S{nRYxZzd_VlI<h8_d`?k>9q2}N@xda1C
zLiZ_WO?=~{-PN^atMRG<K8JaEC$FHOpl1hBa5$V;?%}J~uQL%-yA`x-ncM)24ux>m
zx{etejgaYZ-n=QzK4kw*LBL7#ut{^2o|$=}0%3Fz9vT`-EEhNCb#}7E!&dEMssw7h
z?wPzHgsFjIiD<~eSK4fi{I#t;T92Km=Yu&~ECCxEwnH0JO}az6F3Hck-|*G+ESv0^
z&b~PMPS{(%ZF5!5XYydG@Qe6)Lh{L~#k3He=R<j`PGFTckx1l>%4vXG86jg^f03>O
zQuM%A9!=x|sA#L6o^Nr`qL!>q7IDdY<~EER8yn+@<AQE=Fzae*X=PCxXxk;{rFeOI
z)-LB1_t@W;md=>CA;QMEldXU9na^fSP(xlm6jr-``bCCz^&1bDYjSG@?K*6wux+e!
z*%dY&#N59nI(%M~Cgn=36$=N4v;M+%uY^mo^Qh&Lu%)Ht8e_8UnZ*_6BW)iBned9d
z%K7WBc}GcV_3J!6;yUYfpmVR6P)tQ37{|R!^sfQ~VZ=4^i+IgZrJAm9R*1w37V%o9
zM^-RzR!>p^!a>5<RL`dF#M$Yl^#X%>hbLE3IPXfqK7)uM$xqS(_kU$6bS@kYR|<uM
zgbbv85>*xeM1~d~>&}$>gr@xX_MI?fGuC5iQm@vIuV^x3<!wfWZ1Vj!GEI!&3MH49
zZ^KmZqaahFA7hx6%(|Eik@JRw^G3)nZ5dGGWf_0YP;&Rdp}QtUc;T_(+kIn93u4FT
zywA6}AZEF&W!Ce##oorKAkGcCi$&5fm~f0a@~IKR3@L1UG>A(eS=9VdAu(Qbd+;)X
ze|wMuQ7-;B(NfeLc|+<SpG7l1efsoY$9C5zdS?^LV~5KU%6o=uQ4K#y8!R2ciNGeq
zh89rqX6EF~jyf_~+StTKMqVtY>Di1ghsKvy#tUo@D!;~a!gIsuxO{MMAfEz#9%P*e
zT@GE<rey=iKym-CV_&{}`PZ?g021@9E^Rq0M3=U?)x@Czrfh6`XQ%N$j{T&KIxc_z
z{{0`<_(dgY83Dle-#%+~#+d|Ajy_HgmiZw){h_3!H=Ax%Nn82J@pdnxpr9stk$$uO
zpdtWPaH|FVe0PphOIbJkVGLG5S(*CDT~0lCg+_UHMn)tk$l4DUQrC;E8P-Q?+yrLs
zT-r7ptU^yszd(Z#FPW}m)ZtPtB?PXFW?UXVe*8EeM$~bgkB=|(&nHy2jJXo>Db@2S
zU@&G=+|~+VDj5Ov3=9dcgW?5>2T8%SGAY0?+@3G=B-<|}yL<-cX3d|Wq>YW=AM&WG
zsU6r7WU_)#Mc69cm8i8G3?6+9HbFgrNqj5S1`Svg+(yz7kaF9pdrpZxAY?EoD=YKZ
zO-rLmr2e5HIj~O&sfAVfZN@V4VxppMSX)~^QC0om*^0?r?Y#PAe7b_Y%=qLGwdCS^
zp6H3xS3f_$rG-M{w$I2KH?;-|z@-TZ2^Bf7K1GR8?Y!vhi@`H)4UGc)SaxODyLa!F
z?9>4?_l%2<PE%|TYx4sz12AGiRAMky(guK+o(wrv>hJ(!<NHKi-O6yGl&;Hcd(;vP
zO=H#9OD6D`2E&l;JU4FKjgF4)cL>PIVJpq8fW-4#zsb=qSA3J0IN)KFSZ*~kEiPfA
ztD8(E>iYOZ6uM<H0*4mgxpPNWM<?m2sN=Vf3QI0h{)EaAVDrB7e1HTib!pdCuYz;N
zQK~iVed|~3c-mkgiFV4=<HGGWehTQ!0fTXSceh%3c217!2)&A^hOB~uTDibH$yDhr
z4vyHZEqgpXJY__Q{oEr|_3W%kP*|86Eq^FnPEKyFJ&Iuo)#9LA11o(-)-ED0u2%+`
z$jb}a^*)kD3T9X?^=B^eK`bqmhnhSnq2^|0Sqn~!eK%0NdDVtZ=PjQ-i}pM@%v=bN
zHw2^>i?$W-BwyQepU#5Z_Tl1gBezIQ`FO6orMO+?_mQqTqQrzWqMD@yz5LbYy)>D5
zdFuIODb-PX^*-2Yi01V$_@;{wKjpP+A8kT(Lit1LNEp_?yqC#d2r3&Ef|T4Xp<sZ(
zTTM+(mpUzqA0R;nTOwF(vnY10**tW#DQ>4k6gn-dyCmK}{{UH`Z{kl9&`zmEZhh?t
z15S)fOl4a>vbKB4m8gJvOeSem9LtMg7&pa=)(0`O9(ok0f{>XMt8YJ&KDsbQv(7Lk
zv*SVgB}TZ>HGeA|gDmS@Vk6~zc781j;2=R-bA5mJ#tQ*M?0YRLji%_*ImrbH6<fk=
zCI}KBJ~oV8pX#Q8^q3IOTho|XbIf<coxlc27bia`;@DiKk$h>SI^mCI>BNsWq@V|L
zacV8&q&td}AvwNES<P^#X0Vl=T6c3v5TxFVSbYBcm`!qvu+|MC{|jqX%NzqOhrM2>
zDnz)3n!Q*2BSNRdi}F)?hHlQULVg8C!|M0m+-qS6xce`l+w+<03%#lNo~_51Qi5C0
zD7JS3q09ciLSNakzYw4Y`>ATzM7O(mnc*i8uOn>~$duC3o~{=I6=T>l8K}D3P}N;c
z@PyJl^iPCm$!Ew}37nJfsW)_=|113SmO(rKr!F_CLc|TBF0|%_Bo}%t`{K}PHEO<!
zk1x0RHMRyJ?<8ysyd2^6N^b#fh;G4OrzZM3U_8_|OPcqOFDLzd?hS)qG<+;r)~5f6
zv9Xiay}PtE{*1)KAjbV8_x!#>dq;=iKd%6`h}pl6adQ4E!e79{`;YHVW=^`Y2!cx&
zT}r_ZFDV7PD_fvJ`ByCbSUYu*>zB?Tcaxc!7doHIh)$Ego>OycE6+cVt&CO1bnrsh
z|9E=8uMv8kFZdsyX{7-o`=7_A!Jhs{PU*M|G=u**CQ3@Bgd+oHn7>h_A*xJ0U(XuF
zB#8faW}w1il0(ZC{~RG9IhXf8f015XJmsIqj6l8lAHVpwfTCs89C+y;pLJZGo16RB
zF%Vn-H8&S7Trl`^zWzB6Ai)1?9<<WZ)BXNA!WY@#i0-c^-SnRsH?!j-;Ge{%Q2Nk0
z(#pvf1pNni#>U2`hdbZ508jj;tfpU}qoX6V=kHv`gkxZBof}Fipm>c_Z*1npC7ekF
zq%L><MG|0&vb=TbJZpN(Umw~a%B(|se}7G7;#^3#j^mg6OWB{Uu|MsfS~yy-)7Nub
z<%7<I379m##1kLBhhD&EX4P05s->l+51pJ)cni1h@bhPJ_BQ2q=p-a0geLt_%Z!qG
zdmVmD{qXVQgS?9AV4M76kW;k^3>xg>^0kT|q@|^qOg9HT(|lK3t7l|nWU|=zuE=iY
zfm3p5D509kHB!>d)V2s(PIOX@2trJY2DNT%zrE{w^VTg{d;)@jUgNg#*EMc?Suc1+
zMRkC5F(yZD(8IvNdh6C>i3keb2cSsfBqb%ieEoVBjrl;9+LFud+qW-MQ|Ho<JqWwb
z2>$GM7M1aciP1tw=5mz|2cJNZ*V$>2aT~GIcoc(7*0Ler-tU~6o0|(be>#wi*KWN2
zAG2zjr-1vuZ6?rLd~r##Qkj)f*b)UGvHt$&(aO)xj^hX*aSz8qq1lfLU6uKrR`cO-
zQIyCS@$M?((`n0&_jt8SHk^Thfl)+6+d3vnAVq@5e{4+0sT%Ooui1H89Q^wGRh`_%
z$R^RrRsE9?{;%A+N5#;^IbP}TNo4)&*C%LJ8|Ja8qmi$dJBqW_8W6FHD9>I_6Ppx|
z5|}Sh1VnhvykIo(kGyK!7W{vaR;T&yY(3}|9L4^qO$QO>pus&)LX$J<XP!6?*y6*-
zq@Zs2f1Op^@%9=#nlo1!HUwUHOm^&E+DEiLZ~E&9jlrx(n#Z}V)`=^7mrf4h5sMG0
z4dEI>&NnRJhCt}a=5gCyq0v19MQR+SO~qXz%-$rSVhu5G*BhIyJ`#jmV(^if?u4!e
zcz07ycMBYyeX_FpaT)Xn8Ao?8YBw4Qwwh>9AL{`^?aDPTZzP^Oh?$p!qE^GP)<Vtz
zjmZNfGSoU_oQ@G{{xOMxYs~LNCSdsl!-$Z|fhhFge7ye4^{@kKmvN`Kt_0psO$D5u
zo{R4S`XlM*w<ih4Kbq*bF3WXk3;aqp1-h7lK@suZ&)BAT&_cw?@xk^$Z@i?{Ro{)~
zD@qw1jRF(y#czfo?&GlK+*mPOVIlcg#@}#B;Y}B&C_3+c$sUISEm-&%4ygSrWx;SF
z8LepOuRMaTsXHhNbTI#wQ?rBr%&EWC>uAP;M`Hgt8S4`R{d_LNpV^0e;nU6eT*^NV
zff!>Sk1-T<ZQS7kuVR%vwc+O4qyd6mDwF*eyl_%Ay{Fqq1Hc^M!Ttr#1f$}iKg#;w
zh>Gf&Ir0b6_zeR88_)w4efxg{b($E_j66I%|N5P$+S&>K2_&N#|0iGwQgjM_&t)L#
zfN=Dz+gIe`uM{VoHJv#rs{#1P0@xKQKPd0>AGu(Ok{C0F5eUHl`iZpn@BeiS@IU`L
z#&0!T|3BRh*r{Fr_$<fL)yE3frLFX9T}@VVX{8kuME)aR{ip*rRBc5`lNgtlml^5l
z8{go%(EU9%Eg+HS?XHX%|2vVZYH0kc{IK1R`(w6}u-k>aV=ex|%+G1Ye15IJL1oef
zjOaWd8=L>@y66=H>=PzIKG?YbDrH{!`~T~h?JCEA7K=Zw0E*mH_pKluuz#atW0`=m
zR^<5oYYfutU~3Ky0PzS2V!FEI(VIkmM183mgyUB8e?s2YFiPeSGR`$SmmRRt=@(Mm
z@~nmn?s@{lLnmN^rJz9B^Qg`3cL9pl|B!xZypHWCgdH<PclxB376AV108}@V7r25c
zfTQALPlQ2MBPHznox5W|%7^4?7T)`zWAj|~T*O;ZM8n-J9lOLXzbTjz((Jj7b<AFQ
zZ2L#-*U>_BPg@B?W2UgvZVI-$`QETXpy`!Fs;3w<!j7`hF)<=K{;A6S14BbDP$Uo;
z$vy++FTC0vuw|D?Nz>=AfZ9P}T%3vN0gB58$mhDu3=C30xEpICo@tAS)2()XsGty5
zwHkPd!Q>YZjt2VXZJ@?TL{N*U@2-t!m$CnqwM|w>OP5^Yw*xx?pzrVfg@u*M1y^Vy
zik}UzpsInt1Bm+S5zlvEv9DgW11yH79+(u~e8^k2uQaLm#{636<uy`h98k3eip~KP
zF|9b8kB<)zT1SFwYil$9H#GdziT0CT<6l_#{~~J}=jv2GISGYtZ*LE*Zo+N#p-||O
zO9k}`qFm`D<U3}y%ep#L=D~wUz-MzLkI_!qOG`oN;A{Ke6E_+aI|U0{#T0s2C>0hK
z7C9^^x**fj)9q*5FQE>nEA#Yfo|Y2KQUgN@q8y?zbl<JsgC5dlnJny-1?$#+`m`Tq
zJMjP+Ul+XK$4^wj@saNiAKydZF6rNv`p9K9%=MbRjAG->OliI8u)4|0h#BxqjQ5&@
zdM-=Mpb8WOGt+hk8<P!Lx~^qf^2POdlbhu)7i?z3Q1yNMVehe`1Wq~n%r-xUBIwE9
zcTcZ3wY%*sep!O1u{-xrT3@toZKuq))6z;f<QdHYRSH>cpC^FKLzMXu=85dNHm^8|
zaoR;hveQdGW;RWD$i9_*pi|(!9?F(*QSE!rPgtzuIa!bClDKLEK=72)l=yT%NZgbS
z;u|JM7mjr&#VaEOOFhmZu|wfXB@y+;lMsz^4{0FUjWQdHl-Z0g0nA-L%sk^6MIjui
zX!;W_+pko5Z~7kq!Ts~fNO5%y@ryTrnjHgPnYB)&=aDrZ=S7i_JpB4R7{=zkH04PW
zUw0C(_WdRX2SL8|;3}rd1r+<%V5{%fuY<MOa-qbp9b}juPJIy`d8)(67skG}tS=%a
zwN`mY1`8Ye@Hk$vdz7UMka!uNUpinOd63X$IlT|~?45c^Q=^4;G6pw*C~!yp=>Xl3
zXyv1_IMwV_X49QGp>Mpi&yAnlWD}It9UPp0;x~E5Px}gYVw|Hl@7Al&hi1@?ExXIp
zEry2l^wpb3Shk?-&uZ)a21@gM4rVv9wPv_S`l3a$`&q~9C$1k9qm3G8Aw%-fc;8PV
zs%c<{{!9-#lzKW|`JB+tl5x&=d?jjmGSEjKp(m!?C^bsZf;2$zlWn63xU!?b5N_Kp
zKCXF6gEfp=fq55$440lHp|#}+*O{<q$T8qb$ZOpPG`cc$vxRJ~3}I8eBGlJmn1Y?q
z_7J+xk{iW(T6T}r%Xfxhc8*eMy=Z@Vg>nY>^A!iChnlu;-Q)FH98#V#4iI(Mc)By2
zTH}I;1>zPRleiHUORWJC4qZAr*j~s^6=OcaVp6X~4Qgi%k>Fl15Q_IYo}tyjYMl=a
zs%?hXSjyR@>l~Dm+7}ev<%vm~OQ%ic_>LDPR(k>+>DbDrm5+%pFwiPp$T&XD-Nkl<
z`C21%e*BhHJ*aZRg<+*4y2*3c<=o+LMtXCWY|B^AQ=hWSJWIUkVvr>2cA^>-fxn76
zk*B`Sc~;?Eq;t?5w>ABSzH%+}Ms#wcZ&RQwC!ip2n%Cbr1*5^Cy}s@Web0g=b5o|%
zK|p?4Wz#&KpY1M3hXN^;p!*qOwNqy2DxwU{`hKhhCcap%K{fjMRifV9G3L%KImSD;
z9-nTF<6WktvH!dWJsNuONcOR}d(ljRJAB4A0@7CYgSN?ppo@@#3TAEygnDPQy1c9^
zq)a&zNs-qr8yGG0Eg)l^thPqsX+$oAE6>kxeh55*T3D>rSGL8~6xgk|wi%bx-&HD@
znJ|7vnG>R(Wk`r|s!Y@0yLtAw6b>)*7&whF{Iwj=G_;@sG55L(YU4=6WZQ@3J1qsh
zSC#wN?c|2{tS9tRYL_mM)Rap-6YIJDmAcH@fg3Wf-~qggY=%kSqT*fj4HIJPJigW@
z_0iUfsYe?(d0d|7`^I}yO#Df*(*AmCS!(u?^l%xvj21u<0hM-3M9>f60kI*?A$Mw-
zz01Se=3*Y(U^%n4|FrDz6hcduu}yI0(t!v%&42iClc^Vew6fZbYx>RSQ4leKGnsj<
zqn%B#$){#n4~J}c>Gw&z{LVk0-SqS{DB#v&<_Gzq8{?}>N3_X&@|V+^+*3>dsqOxJ
zS`u~g6@{zls{7~76oPP!{;63%wWEHh=au(Ov$*E4y^M*NWL7~sNfQ*({<iSbp;gp>
z+zO>2{vK!NsD$Vk%=4qPUxEw29F>WE>qavT3hVNv5o(}9NIRFUFIY!;LeFNti9J#O
zc2nvy{am%mHwCX_h@u7Uc~7SkADdpSJh{Qs7f@cv5+(Y+i;8%_VBChxo?V{{GVZKB
zw!fzM&FpmT`C$B2JQBQDFN&UyRMZu9E*DrQhWz>#-dah53q)*diX+qd+3P~z>Dg)S
zOd}jBC-<qvt1g@d8h;GENZNodk!E|XGCJ!#)W-DP;b~94soO~?ZOvx4u?%)yltxat
z>{{qwJ4$6@LpPp{8{}B@pjIaIuRU_emitKfo%54<8Ev59Yl?)RXmV;6u(f83liQR`
ze+L`%>H@MHpj4`5uD{WqJ9vH6zvs})1sRE3JBN$&Ieq49|6aZ$H(}SGGdMaLPAkkX
zKmK}XJ6H{ZsQ0{NKecG0edo%I#pGTYRrHeoJaL`zpDQ>hXpneDD6DQiEL}b2&?@5a
z^v!pQti5hxd)(HJ4NT>)!(W-!t;9dvA3P2I@wnVp6guoGzL_D#HccCpJ0w(dWAzT!
zUNsnz3GyX<As9XwtN(Lz(Mw3AcJQvpzz(-}k#!Iys+(YASPz()(NKo#Y1yh?*M2%4
zSN!)}NSnwBPOKdv9-;4+oZgw2N9aLvL`7|-+TeP20n7oYa(-aX(zCLLfXiNi?S|C6
zD9-I}fAp&B1399Uj1W6DA>nQ9o({49uPHziovP~29@p88kdG0=^m2n&GuQLW8@_Um
z3(X9_d6~L;n1x~T=R*Ot1>m<_mg|;x<(#BK2<1Yfi)9E4thI%BvuiNMD(ddBERV+d
z{t*g-+MQ!_IP5u3jOHvS6q)!q?y=*3o4>53Y<sMA7sz+PV9Z9NC6?&RTFN{uwYr@b
zJz0;DAXe*<Nh%^z{Edt2&j6@dZbJ=-QQfDom7Qk`q4LqE%DYbw(^<{Uh!$<>F8q0_
zh0U7lA)67hZ*V?(i2rK#dYE7As?BJDD;_>!WR1*H|5v{Mn2#U)-}+3>sGBOWYQLPk
zW<in!O9$tutd(nEDD9Y%$Js$1PnmU$oqi+yuaF9yyXdgsyuUX+rV94ZRwDm&B^BYH
zgBY%IVg=)+zH_I%syAB%q2%vHq?vQQcGyFjA2I@<JlO4wU5V&$dugOG;2{0kYF$Z%
zZ32IP-Ny?C7X(@E$c7K{KQx@vSioVTFJeXS<f*0r0EEUHvfKQ<>bMQx<_?`MgTVhb
zi9hG0#1{AIs>`Tw^53KU3kEu~=37V4ArQU9+w2mQr>mkQw)Y#9vjtj|D>w~74o7b*
zU|KfX>O!n`E8wPA4loK?7Dm5bNfonb6|IL)Kjlk}>T2)^s*L}kdPZ4?pQ7SQ&#Iym
zuCjL&8h#yPD#|MuTk5_+FMI<%%G)X*xd88KusK`mH}}HQD=tiK8{vHE;zc?Y{}Nhw
zkqs?@WU;Nj5dc#p=<~xU1<+6nUY+hCj6s|x8%(sf?96?mrtZ*XycQn}l>6_2hJ}TJ
z^}@OiVOKuW;}RZOM>IF@?DD?Inb6<>X8EOVyK`%D@dB2r7#w<VO@BfP`l+cYv_oC1
z^w|Jjex1b^dI}-?4}dvtpKS0&*CR22WBXPX2g}#5+ZA|Z?~D{Ybm=ZUu;-OI@WPCb
zxyF3sF6I-xp`0Ef`5tRTl@am~Feeoz9hVaXASq+OSX5*)E=(a{lhpNwPwtT%A}(-o
z1<eJCtix4wy#QOf1uPj^NBh8wYkgRz();c)^Y$>``kct4^wMs|k=xung5pn(buDb)
z&VDGPZRx_kn>1eL)B;Bt0>Ttn9AnX>(tJ-c>wB4q*fv@(9UxlHWqwLo+B(#C-}Fne
zYo*w#S@%#vUDpG)P5S{gjpUM{$edDO#IHTqr7b@EG^=|f-w@D7hjF+s;(d=UgQV**
zoP}Wp)UVR#L!SX#G#-a@{(M%dMvmr}Icr6U6Gtb?_mhASjVzz=)aIz&H~LnV7zoQR
zOdqJ(FD7oP^S`utV`%~<dhunT6`Q8jhnyUFz-llGRn8=0diM18u5a-#9yG1?0M8`f
z_p0>t`!?{+)+@xA#$O8-ny0d|SUANAmV(|%1@PPoSU3SO6P;r|#B+5}lQUNdLdLib
zwzEV*9AzvGW4}ylmOY;1yfR$o)CxyU?YVsfzQ@j!y$Q|;@xu&Z1CyaVU3=i${p_(f
z&g?Sb;SyJ_Rbl&%O|xLKqI2kP9hNV(;4i{h)mI?)I&if|mX+}X|Nj$-2wDj}F|+@F
z=!vgLH3?Aedl=^pc6J3_e;Rpm;2K?-sM7}?^_zF@sEUPu=}d@@rU$C~lAR&&?Se2t
zFB3uYdUDbr;f`f=6$kz_CiZ#Rv(ppPws7jDDnZTjLn7|`1xvauZxmgTx8PSUU%q+!
z_Cqn3_RpW6AcBw1&xSw~y1ToV#0$H%%dG5DBZ~9#6w$Uc&lFK;krfiIMICyDjEotG
z^lR_12?u7x_f|&U1Ksu3hMk)z=a`0`Udkc04K9!~RL+bP7uUwC)sXSmBa@SJ%Q}95
zOeq_iyeeH&)AY~R5~eHf0T+Ii*c!pc)2n1;a=;u6eA^k;Pb=-ykFaH}ta5<D^DS9m
z{sWDWy>v~jYaYnQ>Z@4LwzjrTKtT^UeW9^UZKqsrR`@{>@4tPqJXIS8=jG)c*yd3m
zZF3T^8h#6F<=(vBOOnu7VA!NuHf&b^JbVZ%&QLq5&^)nah7zjuLvu~KM*y9%+Z1d)
zrYQlEYY0M3LnGTaXJaf34%E<$(T{d@?UY_*7R8{cV5zLV#iDrsh-<5LCp=E0#Qct@
zWTfz3ew4r{-Dqf(fS$2?dsEyOvoJV-u>*0Nn3t@t<(G4t1Cf^=V$}xNp>gYL6y#7e
z78IwVhnN_aXsuvx2vZ66)f%9Jfb5#`@XL)SPrtFrA@y%)=ySb33KU=Y%@(&)9&xTQ
zC|c9{5QhE0nx0p@+|0n|<w1MdJx3;96EY?{Z^OBe+3vUNP2ZQ|U!=J{1iC5MfEw$p
z@3~q!ly!c4^m#tDOCklYS-a(@WF}z9etQH|g`<hB_p~RnenG8$F*K6!NQ<lcO>`4Y
zv^=L9?Fmrha)(1&@mIdDiMDo}RA$FkZhpDF?6rm;RnAZSO27O1ZGqH8OB9o3w~e*7
zOBaGFL+<hHVG&2+0F|Wsllo7uOgm#MIi+5QrhZaNMb24o1Qj?$1?W*M=9RTDlbl;R
zxGz0F@<b;+xGpe~E<s%MZuKIwYYwigw24d^C06TYuEou!4GjPKf>zop13OhN5J_a5
zSdGcaIBIsDIL&fZ<%HcZAUv72e}D1j(cL{kApwZ-=0fp<n~z*&Bb~Ky$%ZOO&NbjF
z6Q0GaZ!rOC*<&~l1HSc{b-+Cx4eIP%Lc{8|dqmc-rMP;VirdzKsXJ`6a#}yM#+dk8
za2?v-eodS}n4&AJ{+Ptx3`uLn+jAO4FKi}e<{19+JkIB+QKk`>5=EZNX*ozX>ycdR
z<#6aS(8}n>>^s?)va5Z?MGe17T=QuqJ0Ot{Wi+4nc$=n2go%4TFiFJTdokWg(>5|x
zG2}JTebQ%QlGnUzyAuKVjxx*^@}8v<WC>16*ef!w@rvO&l)L8`zxW2#ymPvwpNDIq
zhy?2SkMxF@$2d0z4?FM@PCj{`ofC$A*Y&|ghb<-taJ%R-jC}b<RPmOLh0SX<xA3g>
zUh2%=ubjH3V%+a*aBUF{&oUv;N?o&eOykN{uXdrGK0)nw7Kxr)S*n<ywaW(&3Lk)~
z;bAyY%piZ9)tJ5^YX0ISXdOm#5j&cd6j%$U!eV_Fv%Pidu90xK7uqFl9ru8{sC7G$
ztD=U?mb#Z<WgFf>1+J`j8>8?E3e4faZFSqH{4=Vzq{kbuCT8Jqi3um^6Spe=5DAyp
zsAfWr3)W`HS+~Ew633yN6<nKWQ}r;GO)IU3+x5$RvP_k#sbiRQGR1=A&4pRrfxZ<Q
z{QD$tuM|1c;^{QsFyP%{nlMHlZj4e%vekzcyH1`P7u29rr19wH8<Ktc^v#$v!g?)+
z|4I~ZE}I~WHAmFDAm!*m&U;C8%<PJ}F0K_-%8#<H=OC%*=_jbq*>6nVg@W#r0W!rF
zXFxJ^0;iS<Ae*)pB+f<<Br=}(=B_u)=S~KWB|HMWM9ir#UB9XIaCN!gdQ9JPO8t8$
zu{Gi$C~e?CONrmBJ3GmDKUvn-xFW3&`_6c9(Cfv~($a$N;rWb9>rTg6yPq}&`Vf$=
zf?qLuM&x@wBXlu{hg|l7f5ic}CDTh_Q`SHQ+#o0vHa=%gK2cE_Xzt6-t9k_dIRkUd
zFG0niafo`JdQm}DMWyK?)hicEHQyDs+)GsZBDyo!l2xB!D{lp%&{fY7S8p+Ivsr~&
zPz+4H#=0m~9jEVE`7$8D#f|!^7f_uxTbrWJ13fecc}}KKc%9R^oc1I!<{BDjw>;EZ
zAie{`U~QSRx2!%6Q$dt{0}Ia8^a44qTT;e8!;%$Hu?bu5LcQiArzY}>XkK4uZScXg
z|4{ZYm=#JFn7{qw7A6xU+b=H<<(qF2cTm>o>ASLFtd`_7Nxd+Uwhyf)i*!#EIJmZr
zcF56hWrEULwO7O9@mqO{%j@kW+$0zIsV8CH(k3M68WY%>jKEb8puV~XlPF~izEaE|
zes2B=*F3mIu&IC<j?IUUzJmhlRfrI3sv9>Ib2d1_zmP~=LVMvJ*m>>&&>wz`AL@b#
z-Fg{++|dPtaWZdl<w1rgX#*Es@9P$?aORhrR6DkK;Qd9MNQ)Pv3|_Oq(wbhFuFx&y
zVPC&Sb#o+Bl;OgqksrQ3;JHqKV{e@ny{*}UEcLnK;o&<v4z|L)DZx{?4UK_-$0leT
zAzxMuT58bJe9mV#Ys1Pzm#xUt>7AT$87zm}<md@EK>o1OWn^U;ZM|6t^Q9gn$1(7C
zi1qr;vCQ2{ao6?t<<Q%Hql^1+LD#WFk61$h&D~V*b#`bOb1(KyN@m(vL^U!veT2m2
z{ayG1^OwBdHhgGJWb|~{(r(F$T(S4M1D(vL)~s~_nn{Yg?#TiN=YPyZQS)f&^91-j
zG=Jnd;hC`c=|o4-=`-NtzF_nKIqUH=h%hI)VzhTuM4X%Vp_4Y@Mi=5GC3l$e?T~6j
z-9<GYo_a`pF%<J={yeHlV7Kk_s8p8!fFH6Y{xhm6jtz>eqmEe4nTyIrM7;VyzD*)o
z_<XPlSNfr}Y-B%w>7%<^xtWM`R&+UzrfQ0$@7~3X84`r-ZR9t>&J<&vY#)P?ms;fF
z%WVvg6agsh&t+6q>L)`jbd0!C+3G_ldO1Fjtr@HgZnG|OrhH2zd#?4f3&WYX-brlF
zXJid%E*L2yXLWzvQ^)0_y>;`gH}lC}8BdqqJY{5J(|mBVCGZ>iRLMy8me*ODOcV18
zNU)#Ki%nU%!Ku%&8xemdaN~X5x%21IXD+|PQ_d0u;W#Eao$sUdpHl!_cJg}P;K}Y7
zvPwk{l&zA;;&ET>i$k`40h!I2HeRU0Ha~v-Lt=Iew`kOG!zzve4cSY6M#vV;Pqd?!
zt<DW4+7{Q;;>2ZHV!XvA*-B!Qx;%eJtOK@EziY)`h;irl>C&?(WSw#*_hr&+T_#HQ
zH*HVfu~=GJnkq`02%~2VNE}T0hREl;G?b?bF7q1@rDB?XiF?!U@1bEFg19V|C&E2W
z07~-L!jN`!yc09T1=%~UyRkW~D%K%PM<;0?L4Bbp$o$+U6geyQ^Fadh1X#p#<9%Z+
z2x4`iLySnIiP+jO7Z=GnZf3|9I<;wE^9F)d><uaZj2L&NME=zeF^Yx6{oMi+Y?+yv
zm#<x80!<}o0D&l3Wu%YF#m)YZ-pv^F#W4CBS&ytD{oe44J{^4jz#M~Wtx>sHwkTlq
z>Hw`%dBJt}L#}n?Xce1)qBZ)}E5|WZ;+r?KF9<ju*SP_+ndxM`&l63}TPKG?+ZUw0
zxS#dkLT}5ic7$LWDXySF;I~ZJn^HTv_PnpxGp((r?(&NFB*J~sd0)(%MB=z$%(jUL
zt*KLp!Ae-p0kgzUI8|{B`lEn$_e5wWlvlNPYQ#L1eWo>x*8`Ec@aWMa@;Ean<w6<X
ze3_7%Qn6w<QQYh>m!-p0iS4S?!fZ9XLj)udD>aNX0SM5hcz{iP&lIRhOADYu)DfCE
zr0=EsQ7JXg-#aEIW*{hQz3$A@(t7SIzO#Q?^3G?sZ$81qV%mxWi8*20SPtaFN$~Ie
ze*rZ%&`;<`i7%wIf6(_%N*DR@?ORErlWFJpJr|$~c1n?m-K;wrU$62=YHfXxnU%G)
zaep44xNLj{JNG~sLTG4o>q-(5dl+08`)(*wWy>1rxCDlJe9HMLH&>zi%ni82(e4<a
zjNJsKbtFi0k3lDO3J2uBI&X@s5&W6?`El{_<Y>9k>X(uyW~QthbyOlK$dU!DJLA`I
z-{$Do>7Cg0y}kP^k&F3KYdAHl+uoWQ4l}VW@E$3Pr9{TYe&mq4OR(56R_9eGT#vJ$
z*E~ax+hjn^L=_C73iA`9Sd49B<~_Ef$JQB|v+wZ6#QyM~P8(`*cTH5DVgk>7G04?E
zU=(GM6a5Q3J##!TR-CVLTK-U3sWr}A2JMVxUvdHF=eVjWVIkLzw}(*B@LUAlHnX&_
zhy=##he}Fu3W@xg6Nd3Ly@qq2UoV-@Ca0$6+e9q*9ewWXRH<uPH9&W`>JzT6gRbYf
zuuM#J>q25EeDgSpdv<<43!$d2o@EtvJB4-9`^Ff}9*!$}a7aix9IkWk-o1W)3Pb=2
z-T$uE<<I9}jbg7|fg0<L^=GOKJV%1&%DjLh{;i&_F4f-7{Q}=*8z2m$LX8z!Q)qeo
z44eEjtqQxnhp6&#IGW1njeGf*6ZSxdrK(#-Zm!x72*m|@t_L_o5i6i0`UB`Q2C{X(
zgTPj+yLO4fv3OmM7Lh5_gYz9J*3c(Zf4Em6^6T~6(%LIYf1@bD=HDoaY&7DF*(PiT
z^?l4NN}$Ymc`$d4KZGz84saPE?Zqg8BCb)kT})T%0tol$3K~P{!ipkf2_n?a@<yFx
z#k|%SYDZ-zA?J?jQ&t!XCjQdzTuHdL#7BU;mA7VGhWy9`=y)FNT~kMaWikDiTHRiA
z;#53l96s0Bl*j|yG3!lPtvv?7NsVZ}bVyHRjX!=ppmnnWm$rfvw3eJQlj*w`!lJ5#
z?f5v_;xO+M>&f21N84N9N#6I7g3X@Hn!C-`3Y34wc^@;k?!XihgJN3V8f8kboj6)L
zf*+7Q(lH5)C|8sii{pY&gD!$h`k^?dpj>}%<(w&%&qb!4V{z{uwf4p@43Sdp`+TMt
z;+>2kfVoz&oMNPkUd&h^OXz%%DnivT1f>k2h;Z89fIy1ZXh~Us+SR|8NNh_!JOurg
z2}<DtHOvc|So5IMzgqNYr8w(o=VPMH6Wszq7V`P71O~LJ=jd=>tSS&vgHl)9uK_aG
z65U0rtM_*O-aYxsydKsT9H$dNi}5uMy~(!#!cf`zsDef+)k5AHdeHPYoP1uV?tE+E
zg`2?Y+vZ_#VIFD_I^q2e0Vop<o9b15zElhc;>UzY@D7H*Fx8ElVq1AO7O^jyN|)R|
z{kS#=s@jw!RYS@*K^pz!|0k4U?Tq7;SmPli@d6>5$%+C>0DI1T5PK}K-i<pNkw!br
zc@M}Y&EH{(PHU1JIL2m3$7kqx2~4=sr+&+4$=3-JXPR%fye4|`WMDE~!!K~L`G<H#
zMf5$Y{D_b)>1^mz&U;YBnb?OOdV&gUPoJ*)Z?3cA4O|>bDU%;A#{cTOqelm9D{>cV
z#fH({k$4C&AKJ%@g?kuzwxFvu#O4P$;5|`{59?Y=pDj2sh6->ChAKF@$^OccAE%&H
z9SWz3<zJ5CqAqsa4^_Ic+(EIqG{KI`lKw7XfqR{3O|A=FM7S6hom0$|I!)bc#a;!Z
z=H7aL5jy{#Z+`huE>UhPc$7CiWvaGW=Vw|qOInC@Pc1KW9@nJ7uz#dABl;yKf(Sc*
zybb#<>?bq#!-L#BGkXTDj=-45r2CXq%1vUss&~!1<~Ii$&3O6p<#>4Ng2#uC%7C)Y
z=38kcoINN};(P9bS&^T#puLLobBLhMiF);_dG<sUGJ_Fm7^Hmp3e7a?$mQvvkfq(_
zYgD&Low|#ThBHy^E>M+;pP1ANQ5M#51V!q1pUoV4A=`!T2tID5?zE?l^Zm~K`@(^T
zCUSO1Lf#Hv1&^26W5U@l)O?H#p}Z0WDFg+siK!_!RHD~yxnUQ}){%uk5@ITLJK6l)
zclO^GU{h8b&=ZaHn%5ogV>=2jOT{#~N+6kUDz-W7Ll=*&sfTcU#u+VT`<r$LSvVd}
zyMV6mP7<$^ah$xrR|A_+>=71cQS~PZd@_+g1M?Q|O@u}KnDI-fQGVjH!_Y#yJG}(*
z(zQS8NWcX%t+zoTV$K*B0=#NcOWnjIY4FAv#^T~b{#qyKS1-sTBetFQFt#oj<eQ7#
zX3#qcaljHNElK|BA%yvhw%1CltW4-Q`cadv33;zz?syJrYF6u;1l}ntsf;N3xMue^
z$$ff)2&im7+d`_SX9vf$_tA9(M(m89EKREx6B82Ja^e=7aSmbcI3fE*el8Z!oh6S{
z+UAF)7pWMj7T!blj%r>!?8Lg}&D`{hjE`n4vl?lfJ-Gwf!|F>qTPV&kHz9s}=BZ^X
z{YG1eWJCJ*s-|ChZH<dqI15t@Gqx9h@ogCuK^XO>^_o^){tKZiQA6k{18<Q?Lf?-*
zJLZ*{(xd($fuh#F!vw9>8t>FK(G|bkuVjDUdtTnj9iv%&Xq>u$td_!igC%`u{9eqJ
z&Ya%Qk5tb*i+ph=gZ?1-fvuGXD$#`?Kc$W)XT0?8u3n|mxGU>2MH>u5fF@%W>Z8z}
z2m>Jn?9@vr*uIM+i`$tyJ0pkA1E#jXPR6Z+HJ(%nnoB|i=w__hj+g{E?Ywmo=1T&}
zBk||)4Th63(|>O?;GH$w@{AXV^XBG!9?#t<c=3b0&LaNJ)OiKww!f<XFMWOWvnOop
z{`2a$1$ExnE?g{t6!XhdUgvz*;DdGvIMa5ffZ92k>Syh&Lp2n+T@Ej&&5GrZlf9>!
zakJ$m)U?`hw!4g)=JJPN$$b;t1<XTXh_KMlQXklMnbysrZarrN7bb5{x+j!=Dh{V6
zI>sBq1|_~Q_s`Qn(E)Z!XX5r*SLf)r&`UvU-x~SKN?@p3r~2P8R;-cNTN7KZ!Jxec
zsPThq?By1$fwDiu8_;fJxaIlEMH@sMl1-|5Gm~)&e?-{*cM|hl1-;uJuYd%DZt}9Q
zv_zk`ce(}3w6u!qdn-x7PxtvbBAr3MWVJY)2;1v3_Fego#Hyc9s1Us7gK1p`3K8k|
z#E><6Qu6YgUHMdJPPM(6S(+OSQ%{>bK;=Kq78AOJvcMy6R}3?JdQCQvIL6NRD06*c
z#62({^HMSo8ma_cVFnA}v&fkyiGeddfuz3qcyecJdZw5D#N(Biqdg6DlKo4tK0bCw
z|1Kr2HxTAwmLWTH*<~lF!ps+QWJ6bDJ5RTSQ$_tHrfXk<h=mT9{R5jsUHV(Cw<mXF
z2eQ^juon?IN;if0brdPzysh<OSbwWT(?pBT6%UKCY&WM{mTb2{KW75Ex9MqVmQ1<Z
zlpk4t5gz&lJqP?xChp6~@QO=xxS2l;6UNbTSIr<q&)yqUhYtVgFqbV&fKPXOVmNq8
zhMicp9l+%Y{Ij55b~6Eig9mi9CGb6ueH9y<vf&Ks-Piiy<w88*-8A3IULTt6Z%l>u
zC~fhFW3;|#7R5<|6pJT>w0@8U41h5EL{IdtA@tJ>xUrZAIFq1rlucmF*0(EJMB_mO
z4SR&dX@&HI2cN;~I0ja&f#5O+TuQMx1lQUDkuE>3w^Ren;H~q_(CrHb+eP9Do>A}Y
zcLR6tzZ)S~Jc56B1#zW}6$4-?w0G_w_{6Oma9SFm^=lSaV!z=b?fb$)WnfblcE6-N
z<a(~4M&}t7QIZDR4~gvty#y&6zlys0N7(ic*I#&QwaDmlaj$p``u#1yK-%}dO%rG^
zOSf07ewzPcK}*d4-Umk`;R#<EEtPxr>{-9HOepycz&dHvQG!<kox{O-XlVHE5DMDX
zp2c6sVV>uopPkJxBK!LFYriQD4$jg7cr{Q4jsWW~8HSsLhmrAqcT@dLV}|nk4<9~A
zhtr6$G&D5uSbn|fqze}UZ6K0|d+VI&cK#u1AP80=fwrn<DE7np7X`g{?*&WR=GYBZ
zRyk|dHA*hBD^gp3$S@>L20XhBzN<0c{%zFXdx+pJzoPZi?zcHQ{a5#!3eztUM!5cm
z2(w7q)6=7lFqsWohzPv_-Y_(tS5)-GG(>(==LR32+W3D%4`pPOl&m5yYmN(H-!I67
zQz_?jrYtWFWUEz6A~!cTi#(2;opeiZ$C$TTH@^RX58(qlc4A}YQ7&d?A7Od{#HIP$
z{>y0!Gg8Vwy?)+$HYOp~=i&3N?6wqTq!eytTC>kYQ_-)L*nO<6oz2lUbKOe>L~r%g
z#^P?9kqOV!k;ylgEo~H?7Q}2PB?tI{;55_opGu5tcNqLjam0Uiz72Cu{%(Bh92R)n
zJ&of37y|5rvtg@1EYGg)rpIQ0jB)Y+4rw-w4cGxaF!TbzE14<~RxZHN7dq6UaTMrT
zdjImZn`qaX-kJOR4=?XnR7TWK1QsrC0Ep2}x!3WRYya>%G}VIECv{U`X2h(JBqJ{`
zHZbtQz+gp0q)Hw`=pKtczU{~g!_DigNKN!h!4kwhs*bim!;7x?>Avw^;!DghVxkSu
zRQ($LjxSwj@UpB-fp_V0an1+i!woZ?-qhsIyRI|!wC4|KoQH2Uwj-gmc{Z<Z*PThS
zOB6XZ4Be!^)6R_ebcJ_xxA(MI4~3!U)%rNW>$`;=4`9Up=m9`0DW9P3^!(z=*Ee{@
z2b}$BaNLb*cfQIEFl)P`-?#G$O&xeZb_8ATt)Ig}9n(8dqz-l<p_JSIUvFm`59Ryz
zf1-Wyl}bW{sANmomlhI2C1l@ImL_{+UqZ>67-db$o-J!*5LvQJvYU)#D@&8H8^(QH
zsNenj-@n)Y!TsRwNly&dT<3Y6*Rgy)?_({HM<IW4#=gr__rP*X=*KU?m)^05Q1*|i
zy*S`=_|tivxs4np>wvub{Ej2SG7nAZoHSUCF@`SB5nIo=`|KoRTSm)T4P%uBhgIld
zPJ2dZbM>F#Utr4zVMzl+@4bDTCOczoax1i37^`K{p)`|G2I2%HEqN9ASOkNQC5-Hx
zaZR2XvEYbpQkusTJh%OmNY^u_yKotL+6M7)Tx+^oJh?eSG3`No!J6x*FtoBtq0KV_
z#I>mABza@CFa-@FG|Y$Ogy{{bbqZ!=4a2=HQLE%p#;Q@ve*MCFhMQ}+7}xWkY~pG&
zkfLbnb%xCz&U)f8XqSW@W#O<ph~6FM!sR{|T4pJ+d&h6KDqKss(3^ds7!f*iOOT^2
zbz=g^g)@b<kN^CVpA4#b5fw8;_f+j8`h7fHJXgL9Ex9e7nZQ*QToiA<V?0ak6`Id<
z6q9EB8~be8PJ)lL%J;~vp%hd?pmMlqk~M2_n}FjH*V;D!B!at0jr^&6{@kvFKx8pC
z1a7AfsLZ#xQ}Vfe3eog=_`+XV-;&RlQJY_mQ@lO&IPLZs?Em}IkILVLD$!5^Na`%7
z^9QSMT+;^0!$hgqDaPxrNLF<J6IX#Nv5xCAw`S?K<lI8JgV#-~$*b*WIu^XwQde(2
zRsZlOa)_zY)oZ|^yU!Lk;9fb8yC0>UBxF|%mbV98fl7V$$<vskfT^*2F1!8~YU$Mn
zl;BF0l-)_jH?GFkDg`Xxfv=}XP!HaV>1FEEU|6W-Yt=K4`t#i$mCJ64t*NBe+}b}{
zk#oF&BHZ1}lfq;UF$Xw%Ey-f71c@yVZdzxD7hf^fE}F_7KKxwrl(K<fWB_XHiRQoJ
z`}<Pz1t?-2V-<H9eF(mA{*AQIrx?%#Et%*)K0RP`O8sv<6qBBvZ9x`mAwX5A*ng7t
zEVm7+>1uGKjRr>wu5zIz=S#;I-g4wkx)CBk*F+Q@x8B~%WYxQ=aRb5`jS^KQ?UE^d
ztJ}(EPU#2O-fE>iYES4yOYhx?_-bQC%ww@o&)r9JVVe0!v*AOb!uf!n-~W`Y+DxUr
zqBIpGz_Y?BRVal@GbJv6BPN{A2c8};svRr2Vq?^WBPTrexA>YYQIt4DN3vy3=skww
zgCB%gOo83jk%P8b)MqiP3clWyrQ|pT)BOuGM~N?zILny8hSbZgtxrXj+$9pi_R>1;
zJUn1ErONb$(&WlploWH1YNMZ8riG`wIQg_hb2Dp$*x(GBb=0uCgUda<Ba?*QB{6W@
zE|5?ucEha3ACWwwhieQ|xTQy?Kp3*l40!J<J>jH9eY!Azsnhz{VC@fKmVcN=XQsYH
zCiJ=7xLUgMD{gAHraZY#Pyo+ln}$vB*$B{`MOK=Yyvs{%4PG=KP2$b56MVk#eVen%
z4n{`g%GK2=^v(r3#3hJu?&`+ftro9q0O1{SYX5RK&-zgd8F|P?vXxR=8rw(^CgsNX
zm@>dl7Sl9PcqHTWQDWzge{>7pTp{*5TyZk32S4#<(cb9ofB}y;o;A%!^pG!{54e`T
zU1@t&BM@Pxr}vn*xXRt=qq`Ld=TL@FK1ISqkT3|N<3=hfu|}D!`aC=*&IdAVgyUMH
zhQb#wr`4&T4GUMkzm~ac<M_C;(2*zw%{wGwj+L<IiYn11*8N7^z7Yc9Z}+#R>>S9N
zdAyf?JwUXR8m=*oQAtyb-d1DadxlG_kkK`R+Tm5=?Ts+3_=dJa$k)}mwsFdKVhcu%
z!v8U;R~FU3v1TdzWPJ{E@l<%Ctjj$F_!M908<Go|yHo`*fyW%!kgypH@4To&Y^Wp6
z%pOi0zRw!`CFCH~n2NPQ>Ey|*=m8u~aV1)QIEQI7o9MYUf2Q{&YL><{RN~uyVYoel
z%Zh=Yl5*K{V*=54r@YYIczKNGGzRNjy>Uy|)vBmh*cpZ*p|z(6n0R-#!MX_*78AY*
zm&C_q;MV5&<5FuGFoDx)Sm&zs4?U7O<Z~Mp+zwLJm=M+jX)!eA3u+au`!6c=Bai*z
zbJho<O0E+x)5f;ICYP~!zjNQNXOzlleqUNHl%33prV>oB{B#L+m3=e2x|`u$(fA{=
zM1;PX+s8Ahh<zmWW8+uRz)aFuWw9d2JwF;RniHv;yJp=aOyorm+5WS{wngl?jr98|
zKgOr~Sp_L!U5($vT^?8d?#8Yj-2CO&uKg2LqD)jAalS$5IQ8;^@0qhA!MRTu3X2PW
z<e9+ZH?><qo;rQ6S4)qZT4g*lue14lASe;CSfjg*J!Pdbd-zV`mezV*LVtGr0ZAcg
zWr2TI<6g(rjufnw`K?N#ypi>XdP~0BoHZ{h3Of^)u*(*DxlAQjjHzFX^Unje!J(tf
zuM(Qtxo_n;UB>We3isx+ff#B1Gr^}iDu=esiP}TfL$Y(f?~%GPi#<KJT0<g5#Av(A
zb9mzkf66rLW@Z8>ijAgV$)}C3VasQXE+uLLfB4kS>n{snyAylvkVGH;h$xZYICf$l
zg@;>_#TwoxXKM@4gdD46Y;5yT^N1~yf4pPw(+Rw-@uAWDk@ub3x4!>!4CVb{^ZP(p
z$&2#Gh7Jyh+_ks9U_v(RqK;D1EYrFDU7vL{6nIeH7Nw~YL2^7%Q|!L-@d<Mi80C1t
zr~|Ed-Yo5$@%eH@%3@g;!h%?C=78bT%w&}GsL$@}fDw(uB1Y=TlO2&ZZ>-*t!sYu$
zn3d?6B9oYX{&a<87rt^sc{$2{s1E51l^gncfVT>fx-|lYfQMf@JEGcudlS$aPi)`U
zv$jJl?TCok!_K&GC;CV1*l1<$35V0nJ9kl~n1xSEToXH>)eyYJU9dD;lSqa0tS09F
zpK6WFCAt5STx!(t;zDdnlasbf2(dEkre3k_^PdEDSxqCO*7Vb@?=xPvRBYpfKV{cN
zwLX6})<DuSZ<*Q_?(&5F=d%)d=nsQ(u&1Mg2hc!THKl=I5uOuuTX0JONf+=n-X~=D
z_4J&8GBZ1_0Rbl79zHZyv3jlOY*BH>OI*mqE4ZU_&3#Gz!sfB`Teme>z5n#p@$!^H
z33dvOQ|?=~Z~n;eB+F_>7A587E0q?Yn(GRZ3cVn%FYRE-vaI&oT5pJhx76d{;HQw1
ze=4>^P^|yMNZtAV76K=^oI3;vTf~apf2e=xZ$>6%r~W4)D}b)J)_t>k=IZKUr(9?W
zPyWr1rK+eH08YBhdXdp{Z&FjQI61v@Gl0Y48T|V<L)H^XX$cFC87|k!o|kW>9fq$s
z%dRlK%1hk9lF0nOMyx7>t9u$>mDc@t8<y4s4w(m^EA&=ITjE~7e0c$+`#iF;hGKSo
zsa`>438fwzEuGNrLnZYyA3VXZpD{4#l7||Qn-h9Nhj461LXAvk7tQ`-LkI3bCSeFi
zldA~e!euAc{rgjj8++v5RrK`S>P1}BsH;j<k|NXKy)v`E`EK`cD8tb@g}WQc7}tBv
zG<B_9w5sZp@}s{94bq~bnzFf<g7#%3+4t{d6-#GO1jC!=A5C1~ziZ;=n%&oZSJ>jR
zY}vGThg}IDW_Kc*xJ?WRlG)7tk;U<Pp@u^%cfae+%M*6iH*dT3PItxgF#44h2cF3;
z-;sF7|BmQo;)Bq9<Ep={985myeB8$gyQ|F8w*TUgfN|Y<ER>>nd(r0+HZq_M(x|El
zldJraZE{;m>L*g#<-Rvpo09EK{bd$!C(5|Z(QB^zuV$p7e}f+SZ}zKDPkO3cg!sH#
z4>Rq(@Jg0n+{<(5f8j|mEw|@W^1p|U0JtmSXM5Uvp~}^H!U*(&T`HBG#t;~u3~)59
zjW}K27*_A2Gu}2?_50%YP&)6!3hKYJFy!IaMU;^kN6`^X;bpxFNegpn)yxq;dG8dQ
z@%)oQ%S9SN7KLHebk*P04bZ-s3iO%2do<}$sK&ExD<K+1eB?CwRpo;|z(Fx8`N)y%
zy2aPcE3z!aXm5caDfAcJ`BIv9xrOttx{V?ZUM^3UsUJJ1Dh|24G$*=1Oadz1e=f27
z$efq)sgX#oDOAc6on7vSrV1G##J?>%y=ZErEeweuWGyIs2bzkoF`D_iUFE|2wk?s$
z>Au*$YOneEq67(5K>J32n%2K)HPLfk_gtVCP|N<NTALjp#L_eZ{042Mo#sY#qkP|X
z5B;>zFi<1*VeOa2<G&s|Cus20tVWG^q~d2^F}_9pY3+||C&8-}UP2hF+HE*f%nz>{
z=-eYMp(Cvc^4_=?Y>yk$e)Nj&+f!{}Y|bTu@UE@NBd)j^_H$(eiyu5AWS!+2f|^^9
z%54)-KFKQQNksDbrO}7J;}quZ9;?H*y0KHi>&NIuMs|XmE!&q){=U<5+U*YzB+IWP
z`wq4+%bzQA2%b76CoM`OjEl#H+&aW^{%VsRA4cOI$2O{P<;^+zKHpX}fpMlQ$PN({
zvA?2W!_%ElXTHo+pY9*1*Jn`RB#VEiFpOXC481*|8@15Z#|u`PTpWjJM4HcxWtUXB
z8JTmA^t4m4SVBJU7n-mc%+oV`&WGi!cUwam1y;1j1}t-4sn);Fn4u$`&aqEY?Nccq
zvlHKZ@7MJ*H>_Z1g2Qsw#2-zpElJt1e+&$2P&DuBw(xA+w%s2hmCX>&;qa^N5lS?g
z#)kHjCK27@2UI;Z`Tcpwm)6Ztc!B3hNMW{XieF~{iQroFtdMB+!YX%adA=gC-^`97
zo{3z%8NKZss{L+pkEkD<m5P0<YxcqKIA*)g;#r#n&}TP{L~SFOsh#H=w&UBp%v+^#
z&3H;w!j#qhSdeE5Ose9V^jrrLJ8&mvgZ;Q2l2caG9rz`Vqu#^I=bJQ*Zi=z|Q6CdU
zV$vkEy{tkGn~V=hKi2G<Po_pXfIp&IMOgdo&L7XPQ}8NBT4rXSljn<S8?acLBl=%w
z)>=QQSj@sZ=p^o3{%RSn;9jMr%@(PXDCte@Qx6s`8YM1C5_08;9M#5H@F=KUzIb3}
z!L&==cf{nwr7e~VgL(@~uUke_u~QqVMC2t8H(Tn!o_T5{ruJb_1B6ztLY$0C>&^gZ
zZi}F!W~fe9&zHR}9~wgzf=?vS*BH+q^Cm{DonzoGT0e9%k$Cyiw=wRH#@*-x&pK7E
znfS!Z$@unCBHH`rS!$SgPV!zA5PIj~p7ArB^bVWzCz~)ZXdYIZrM{UTEPMQOwIh#x
zDXhKE1(Zq6iJx&i&HNM1@<)39{*g#J+tYT&{Gm0K!@CDw^cc|yHVH)rOTBGU8fHMY
zBq%6qht<A(>EqQ8hsW<bEhlcQwm2bSKmRLD^Umv|C|j93<L1&LDE`gV1PJ5-jd46E
z@7FiQ-(7*sCxpFL(b2Od!;bJ{>siVjleAI0gBuazPIVqJ?<I_=C{yPJ&S8CZI|3$D
zgXwH8Xs}Yh-4DGRKGA{A*^Jm2Sy`Kg)xOKEvUabD251tHR4(3m@_;`+_p4RkkkmO;
z)@IJQhvm$}#<=7HoGye#=_EAO*ioX)4*xvyCDpK?{7NS43pMmrzA?M4n_=p@SA)qT
zKkI6r0oUEO3up3-=|#nTqX_eo+)phQeNJTDvyEi#jumD8+=$lqU0<5WIwK<jl~?9i
zfX!MY3E9aEt+w)__3cTd>q^N?k+SRULW_3{2O~+7(l_`xj!KKx6j|-D>fp6^Bh<B3
zt#V(o@J3f)ONwg8!pCN@Et{*?*4OuG*mKg@_}4*<YDevgZ$1<Pp0pEOKwfO%sONrt
zK3rqB2latEo?yHA#84LE-fPFUcbqFqf4q3V|0hc`LBW>5HIS5e4AO#vd&U9T0;jEr
zM@-kLe_VSjieKK!Jfepf5L=H%TFi|`&|w}f)h(W#Th&aOLTY5`yO9T-iTA1rS?;?-
z*)UX#$}uBV-|@`^ndb6-hTD6z)~KkN3vf!+W6xCs6$?r0*ri>B(Hw~1bQt<cAg?a-
z_+m0@ccyqMx0NB}V}1UfHqm;y2w~J({pKh7`t*27-1xV5ybBX#O_OUCi#b--nIe^B
ze^G)v?OLIA5?gvYT)W8zv2b1NwczU?JxBf(Gyhurt?X*nhzJ4`oYQGNDsr9|oW$jC
zw96)<)vVpN%*>-~H(7wq%@$<2-(NA5R4}Nt2i9dBlNhy=gDaz_r*EJeVBt5d_8pJ!
z5L)^+$=M7p*^N>HtC+0`*~sNxv2vnuk%p&t|4(*&_$LH<B7H=TQ_l-Mcx7%CoSIq{
z9nA#q4YXF|w!S`tGo+7uGk4UM-4Z&SU^~alSZ3%wdhK}xQ6qu7N9R(tLWlIadUSgU
zM}i7*x~KlV<<fkOb-LYjC)06>^r0lN88L=JxuY>$Zoj36c%V~Vq&dXa*-Ti=+rW3V
z|K8F&iydk5<0gN0Cv+|>c$!}gD)Vk8c-RsQp=K0gY#@Bm(>s?r$nSXx;&ECOyc%=j
z^l1yS(S1-Fdo3r;S?3fXHa(2S(ORrPU2%T}N9$qUq3sJ%<AI0DmO1z>2O>3%IbWc`
zK8YNgkx3ugaPr0lMhAU$mD?N!CfS@jjz=a0`7s+x8h!cx;q|xsIUW=F_~W_hAI4j_
z98zhRt%g*zw4!T2epCi0Ms3|ud5_CP9b;o5z-ELLho72wVM(2c>y-4iuL~FVatpNJ
z{V0rLH6h3$mdodqS?gZ6JQX-!M{;%4CTDzA*Ow)!{GlvtHCguuev7ze;YtNTgW3F3
z)X#$pP(Mh_gLHb-41U9K&wccC-B0V6KLSU^mZmGa8la#N8Pg>;YUc=BBF~Pt^ue?l
z%NdJDP(*8j0Us6sMdHI!RfQ^eK>swpTvk>_o+qH<igP;LJ3Bi=axkYR;zkhT_#8ev
z@@eK}mYBoGg$5)HaUx!vGsTR>Q;Fccjp55pIIW|`o;{jp7FsoPbomyw%q+J<yyy%n
z&WzF(B(S^cxN1xT7CnRD8Y7)2x*ALEhb#bPaYIk9Z)C0#s`h2$nOR7~$`?_Zff^_W
zCx#;0A}*`@izQazqlB$;qsXPN%v(=z&9KCHZW)rNbgbvZp6AaP@mRY+yZ2*x25qYY
z&C%|H>;lL+GtegWe68=0<SIkcFdlMlS<50mL(z!!rLBo^q-h%xhaM4nI8vzt4+ux=
zsh3GGtpg!O9(7&i&&A$INL~gFq?0iaR?`|6r-w$S>pA3q4%zQZUV<d=I1f*)pHi{V
z9&h&abRCqNdy}>06mFMpqH*RS{JG?AQgu`PeCcmdVbqN91nxraK$Fdr;l~=gQ-A!>
zQLW{<9P|ls7{q^&@OxmgwnI61r;g38GpLz-&$yb9avsP5GcuIBU?K@9hIE3QgKoFR
zpM>=I2U)C?O*Sy`vw10?NsMIYDf$e`H=XP_O5)uBhm~-~Od-bZ;>5UlL{{8H>F*?p
zy8)5vNXYlrHxzWfy>I0SxASx-6jVb6?8XP)bcuni^7^H6t-Vug+8yVV?G-D|mK?1-
zrYvG=?Y9CiaKtKdQA&XPmFb6a{dRt`?CpMW==eLd%pP;->~KO`H62?T3%=N!mwWM(
z^^0LB8IL#l82yIoqw?dun5t1Jme_dC>o2SK9}LXp+_`tx(}-_0@ZU{uA&KQ%o?GeD
z3E$mUSRYKLquFG`Ng@6}2;R%%RvHOH4t>50E(F(!%;LI*_EcLPnwaQlWf&L3!{;i)
zwMTwzY|IrM2Wgix+S7m-4Qk0b%ku$yOQ?<k^nr?QgSywkJ(fH7CG-W*Z&$hO@i4Vs
zNoCaMu%wMeN(g(8#uhrlfaSQ2O{!4SSV|CE(uu}}*tra8n=9|)&+#a!`St+ffi?J(
z<)!NZ$f5ovllLyrQ=SG&ojhq%NnK8v_mp`4ka91{#>Uo|yB*{I4!W@|d4J(%91kX?
zREvWeG--!8xwse+0@smUE()}<v9TwBe|O`?mweY9@@c85PH0vGV%&uJgI>pm(v*~o
z02#6XU83CX7dXGf6U{$QpE~uu{0XngUjVL7baXT_a%XzFB91iGz18H-o%E|O&MG4`
z@UY=?`?gf$OTId&VoH!M*zzjC866iaL7$2%$MPfYsw~k1-Ud7RWEx(8-T5yX(f*eu
zpl^JLWk_>~7l37u<3=O>A@n)Nu~x0hBvGrdJ!}%!_Ktjji3Fz*?mB{|acDe_Y1l1<
z<pi#BBv8LUe7Cv?c1#QT;?p$w*-g-fwM0g`oZokP3`wC%8D^`l<ydKXz~qG{Ko<*D
zF14VByDO<hATY|{_NfnHF&`|18^%?@2Z@c(An{kA2S&))>#HT=mRKI&y=S|5+t0Uw
z0gaScINmo|uU%TPJDnd3F#GYsC%J+Wc7*{^_>o7@|Co=&Rq(IFFKg!YTfL%B<K2p?
zw~DPkJv+G{2FU=}%{rkT=xF*Cx?#VA<X0{vkUAW5u9DwE>#_m-B%aDwt^oCTM<YN^
zo32N?4&HnT>0t>1gB_6p=vx^HNAYm`beeAojH1I|RE45JhhK!R3O<q;A*%fYp`k7T
zQcM%37~JihACGqhgb6Y!$=Vp9>b&*0{0$n@3UW`F5Df+_I9=?uZDJCSDgQbw$D@6I
z@^g5v<bMUoHF*SMoEcEwRw{)3eX*#Hd#M%r$0LBuj0<6xjuD|;0nZ=eDFuNU7sBVZ
zfWn)#;TP&EMbuG<GQ_cVB3yPpR)*Zbjp%^qX6P7XIK9Cy^Sp@J#5-i+f>VgoR^2tg
z!Y9d47l#S}E2$OxO|}q%^Cfpl5=d{gFyH7HsGcz7;$~W-CB~4~XwacFLo==X9&YLO
z0v@UkFy82FHx#P``UUw;2nc*sa_I)&tL@yIJ6YxBeXy5D+`#T*h-|2dE`3yyThu!z
zD07t}cGE2J8b-mg;r-on-Nplh1t`x6{kOn9?JKbRa&R7>i(Ag5j6tbYM@1!g0(7EI
z#@g4f4+0j@aTVM``FHr|+9XMDK@_55n46dP`xytmP1XnKTL^czGr+EDOZy`FWAMS4
zdvThr&O2~2-7ni;)*rO0pSB$u_ROuMmP<J@c5!{24TS!A11L~kFHh0kTI5Kheg(?V
zvLp<olA}zDmH{6;wj_M2w@@h|zS_~-Pcz+Y{J?-{i~B(BHG62x&l>LN+XJLnYq`hv
zfsAyBrMATOeLT&WYn{j0J#o_^0ytkyF0&q*OI5@AAb_yGwZC2Yz8IGU6`3-VKwwKN
z;vtoRbMAF!rb<C!;c-xRPt_nL*rrY$<Ca*@Js&xo<`VC&gn4YQnT%z60HxH78Ihz@
zO3XeMcK8mcpmp-Ol5r_1T+U&(%|*4<YQq$Uvp;CDYg9@n{s*lBrB3GLAs^!0_a{Q1
zz|oYZzV<vSiW_3UYaF~H7ZP=&-ondn1g1t^+dlZM=8d?7+YSj4k?Wp*r%#^zd0)~?
zU0FHb_PtY(=1RrVXdD?D?Tx@_1WT8IsWsg`ix(31DKPgaONi~Ee<NY>Xa(=EtOOTu
z7u(ncS)qI=g_1;f=X%ZYckW*7Cwb|xv!lT~)?ioC|3;gIbKne-c`5O(+O*ECTj_Eg
z?ynX!;*Ds`9^C$tstmVuj1Rpc10!=(OVpGWhyA{j;GRT-G2oiO(0QCa0R0gM*-g@;
z>42lB_CyW3d;C5|s=gW6s(QpUOz-mLZRYc5*jOHy^(B5z%qQ^<e2`;ROdfOR4IHvR
zD?A|TslQ^Hk$_A96A&E{2;<mN7tg+j^;?TQu!sx5e(rp0{%e_I#i28v=O&++#vwDD
za<<-SW~t^e%jQ!g`g=&@b7~#-_Mq>#zFv5_eb;tAlO2bpZL*IqBUC;ivS9Y}KuK@#
z`&#dK07XMG0R5X_v*Xh%lA%oNGS$~PSjFIRr?%Ryfvsi=F$VB}isj(LTPgH4q+8w5
z*f{aahj23qr1Y|{htJhCgihlg54>WUcot8#uRXE|Q2KEd4Gq@-sM=bZ;#SD2S>np7
zckUT_%C63~YolIp-)A{I;0AC{17L1lS2eS+vU;ER;QLMv`4mw^B0Un4hu_D*;0k5U
z=D9T(5aD=EOiZuhuHGWd<|_ZHVeCFt^y{_BFC68b4$K*|o)}B=#@T??LmO2bgC_MB
zrV$p@zW%zo^_zE^_C;ivU8KDIEJBy(;^H&=-;T3G4*CBu3$N{@6xgppAk+YcauRM5
zsX)TGIo)DgmYL&Rgq`=x3<R^p{T?+8R6t1*NRPH!i=k|iH-KL*G_Y7FJ`4u^Vz>53
zkHV1odkw0{8MgGzpTPpL7Jvg^7r@jH0|G>hxeC~kL48IyAf`uHW$<L_zIVw1)4&;h
zu7cyOv^-qorvUF%h3YbJYa0Rj{hXh%_mDfx?ZYNRQ1?bXA#;>!y6+n@2u%3?jT`%s
z3q-!s@K$8b$}pVkF`)lK#+ZQ;OCPG=!w`pB;1n#R0fx&Zr3eCT9a*n67{tdTCZ-Me
zsm_HYujLG+;Ma_KWE&*AIY{v6`mO#?ckBOP>>#X@easreQ?^$p?Jwuugh7ln%8Kd=
JZ!eno{TE<5$vXf5

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/goats_beard_synthesised.csv b/modelling/data/abingdon-all/seasonal/goats_beard_synthesised.csv
new file mode 100644
index 0000000..42ac0f3
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/goats_beard_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.229021999e-13,1.6920057875396081e-12
+2,0,8.0170675e-10,1.1037169896171808e-08
+3,0,3.59520377e-06,4.949549797459905e-05
+4,0,0.01152671616,0.15868935193930836
+5,11,0.6242736,8.594431548561616
+6,17,1.265078,17.416444127368564
+7,8,0.6724026000000001,9.257027878120839
+8,1,0.13929823700000002,1.9177315246581197
+9,0,0.000400588605,0.005514939835364313
+10,0,1.003067337e-07,1.3809319449748454e-06
+11,0,1.529375017e-11,2.105504524888888e-10
+12,0,9.68819467e-16,1.3337825902049117e-14
diff --git a/modelling/data/abingdon-all/seasonal/goats_beard_synthesised.png b/modelling/data/abingdon-all/seasonal/goats_beard_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..006ecc93d5c5b85abd19dd0fb63a08b8e2a9e882
GIT binary patch
literal 71950
zcmdq}cU+R~8$S-4rVX=YX=Z6tEmvjkS+>j^Wtn?qxVPd)Q`<QzcY<1u+zWAot27sG
z5fCv=Q31^bDvsYt_viUO-{;Tg`SaoR>W<gV1zZ=`c^=1m9lbNuzstA(<bDng4nCcG
zw;pkDaNptJ;GEyf1OCsmye?Ppmx}Lg6JH|_dtZNBZwQB;t*@u6hp(&Cvon4WZyzTQ
zcR87>S7el>&N%w|ditoy%DVlZBV;_h9c0Ds448sX+2?uB)Q5vZ@F@GwE{F8~M;yC2
zICO5^cpLzyk@f_b4{hx%##YI}(abT`@ZCpma@xl2zBv*cfAbPVJIw78H(~oyDyQ45
z&Fj-=B9C+G+&iOnlQ9;&Krh-^MlU5izw7<nyd1*X3KCJrJgsHU&A<yJsRawl;@HW>
zfZgB(*pGyJA*O==J>}rIFC6~xf6o&R{{Q(?tuFJ1Q1rya1UywbGU#sTK#txr`fkUE
zv)ZqfrnUysx3iWqq^KivztV7Xh4q)HKFGp!QHeuVVOvm&dVl_tf^wPt9Pzb3`or#X
zXhGuA(ux(w0<`(X^#_|@@uFOCG8e_g3v}YdROl50zEcTLoo9N#LM$IV=G5F;iQ8UI
z-<e@8G~lMYQxj5B@_6`8=GwNrp6kne!*fWaP_9SKs5@2hX`v_A8^uviE^D*Snx%m4
zpZQxXCUu>X?w`1TVYv_GKhaG{LFg_t>|ii!6TIDN>cn-py7!;A&V#vM6Q#}b4bnAg
z$0K-s#{wyr<mI1~eJdnhecY&a_H5H7T?!T<@BQZ<DU?OeH!d>EOXTA)RM{KF$??s3
z=}&v@Y)&ft%!^J;F68-h$MvNtY&R!2141vV8hb>lg*qL%1#g?|Q)iB53R(r6B?~@d
zO}OmZt*S}sO3B1o1?%Cg!_aZ+{E{NDm4}oP2(NLLYnp(xS*~4MO#ai7w9B=h)547J
z8b395_`7Ftl=*tg@$lsgW0dog@AH?-4K%j~_l<IgV#UP7RMJsz4xa9>4_t;5cea_D
z;(K>!$ey|Ug5pPk&TWp!42RXZAsAKQ@fgw}7Q>oXr7&W{Hnoj%9^@I~Y&c#BTF&m`
zcxZ>0q@;&omLWw>134QDVLJurVCGz7IG4V_Y&oP8e&7g;)4^1Ri|0Tu7NH8RZq%no
zox*$Hl+n|bB8Twl#olGr`O(e99X;o3C@Lv8-(nQWAp`5Se{c=k&{rk%|L1ZfzQh@5
z;F;$wZm%qL%DVh`djv}<gq$P>RtBv)Lm&|4aP`g$q-w9s<(ACVu8}gkH)0Qx4Tpcm
zC^N}n4V50``8rdrK;}GYqtkkOV)Jd8J4t10DXBq<`V8Ef7f}y6v>u!E4qUs9L?VaK
z!Tzx2ZpD1-hER-~3Uuzz?gLmAs+48O;!kXna_6)44Qh$g@mtr;d#+_gai_IL3;T~M
z6q#4~x%**7RQ;j|dnlsM(xTIYaF+hcI3?kT-<h!*kGj9e#}cueIXDZSXdk5QskJD+
z*j1Z#(n2VO^}Bhl`<l+|qeC3Wd4)1LUgWN|h;C<O-i^I{@#1aK(6!%QH~O>^pEwhR
zc{4&8c!yUa!C;x{C)L?^e^G9$n$NBx`K4C6lTLbzcIK277h2Z&K{10Pp$e@|WDE?!
za(hr|Sg4j{;r%Xd)tNO^Y)KU2{hPkC`8_V$=i57oln*7vA?;y9=oZ{P!mk1L71eds
zTtwda@z)Z6aN3x5ZTqfduhGfj<G8sJ|AjGZ(lcSrV!c#_+V$yF)bsYwH)GL|P62V=
zR*VwS1*w8wY!ybFfqLDZfa-m@-i{}C*iH7CB^d_mIi$lX(?U0##0O+75?Ad?22AXS
z-aXEH^s@>c7dIK-)Uoy_&Oo3x9p+U@@9*!2yPi*iqAOTM!4(Ku1NGJTAO>v~{$|+9
z0q*r0v$@nc8RI|+7+>>Gq)!dw-ifuBGLUCHZ0fcr1RMSiX-gPuP_H@nKuA?Z^TP7Z
ze=71I&^OPTp1UL&=_~&X47+ggqVmGJjAgBoWs9_pQG9z6ZBIhj4vUOcFg~c7#(k+!
zcV#NcdVUZpp>QJ=@{Jfws%<rU>dZRQ%6TtQ`RR$y%k>*`1qd7s6FXnOtS{bKTz%hr
z`<2}K=isyvYdcB`DiUEnEYR|rZ(wD1V0noCK^8M(!J@$+M7(^!{AkV3wD|05{y$UG
z(<-=4^5(Rne(Wyhmb)8lWA;1MdS@faXG`kWTvO;TPrUbd@cGiT=9G~3Yr91Q#&?k^
zktEmkrahtu@C<Hiq?-dJIpHVvG_^eR=kcev<c)?pTyYXCDP#}c=0;xx&%sl<cSQm(
z{Fxk{+ODM*`?Ov};cO|rdEe9KqPU#3$K#)<o-F7z_dq{6t>WuBhBMZvYsLGRamblL
zNd-@3$<&G+mz!l7NbYn}Es{|hHPx_1_fQF0^X!Gu0zlm?Hli@p{7Ak#nl&@uKI})&
z3xs&+BUFa)-@PVV^`~os^*p!MCS$RaetIZsl%)atXMQ6k%<=f72nWYGSL$$4+S*z`
zEUatPvxU!=?laSS*1*i{3$iDWf=F5@gHnf;nM6A1*~@NE(Lqpygv(DtVu$jK+T<Lt
z@W~kUu<Z~7IspYEUc7KYiR$I$1x~49dt;KJ8nlw@urkw!aibY$-iZ!j@twHRhy<&6
zlA*q}GJt3k4VpRI!~Pwl#Kpum(){NJ^U@A!ZuZt_Dl6lW4n1ifq08Sjx7zW=;3U#U
zM@K_q_0rVvMg_*w)`6cte^vuqak+?CMh=*a&S*o`?k^N9&@C`xLNPnrEKFM=U-OfG
z-0Dnb>~z60XmA@HQ)7kO%_tv=J~_03MOsk1z545XtP%@UsqN~GLxT-rVGecHn-hZT
z^B(x}Y@Z$Wq9L{tF8!6qD=#+eY{`Q6t#^B<@d+!exY@ZusPjetN>!1@C_U#v%7khq
z`YEm6N7SW1>z%{$boY%;u(N{<aK)C(33;Gmtj}##65UnZ8zT1{3IaPS#Y0n7oGTqS
zcV;m7$DE>}pI;@V5Q*(z)*Hvf$H#{-x#htA4<UjjDBnD1*Po?xgSj>FL3WAm0!{w%
zWll=beRO1buAoF<W3*3YhqLEK0WyL{n6hdag%kucRc4C~;7Wa<m(MG+Xh_&XPov8#
zbWiB^I%P6uhu~83%C*G?Hxq$--{^xZ-5OPq4ZtG&2u@g(QtwYeYg!)YY#zeq2SYqY
zCV#6nq$s$VVO(;DbZpQgEcezZp;w7p0|uI_*ByHspT>q$K3VG0<s?p2q2Dhj(Aq@9
zR_LrB{00H%e&Zd|yP50uZnn6~{^+~0B3MeWX~pDIYgj^wRgpzFU4UkGG{%#Go=P+i
zq1?QptgMV(t+hElvU74is4eC+!o@Y0`E*<!hyB`UNAf4bZlo*zMXzrz_pk_9x2nb+
z7uxdAt%fdAYw@ni(L5vZ?{tF|jXf{kzi*V_I5Ppj!fCQ5nE_F=VAtUV-rL5;#=WwZ
zjGlU!GHdpGI=oHF5E32(+PP9J(VBN~x5{#t9HMPwWp;A?_Z!iWrlP2*13euHlIoz5
zS5Vr;)76UA*v$lKovPrb=FzZKNdc`Fy9Lg5IZ9M>tcEPo0Jh>y9vBTZ(v4}Xw%!j`
zJ$?59>3hF<#CFzu!d@39`Oyi=#LdOnurB`{fUsaUM0s1KEo%q&T}}bZD<E{Wz<NF6
z9M}ces*<6HHVAx@ewCFy7CyWC7iWX7z{M+OpK%cDQzTgr=2&ovLuaBirj4;cUf3-`
zgL3nZA8U;$akuHRa(QTSrf)04<wl!Lq4a3&WfKL(E6&jV3MZqUYOhJPl#~>#U1yT4
ze*|^D=2=NuhG#@mc#~*w+L7~j0s!QiR_&4gMd#@#Ml%SL49$?W(&ecU5z%YU-||b9
z`&~B{WA)Q`%;~%V8Q_MGGFyJ!6@~pF_C#<Ghk9Vvr@fjcnmIE)(5s0)4cr$&;n`8q
z{BlB7)1Nl-dmR)dgs9a1azB($8<x38G^AJA!A-QzRNXpgHXEarfY#)6BUH54komT&
zae~2o0$1FI3r#Uh?S~0}HhIBiOd+XFk|p&Mb;Bdnd16(`azKG`ky^v{Y6-$`V?6Q@
z+^2W06^pBMBdQP&oKh-%%#~@p0G1ufq50*$_0U^o3RM)87KZNMqs}}wtK0(Hjuuwj
zAfR-UWYR!k#WF`g??Bij2D=Mx-Z=Yrov!WxrC2%8mpel%%3st9AB*y}S&<D}|KMR=
z$4H8Y8P~N5D|=@-fNF@LzCphsQQvI!QbMuu_Nuj%TyBP-wAr6JvPP_+tQBoD!@lQu
zdt)v-kzLL)Jz4D2z7f0lMsu?%a5Q34wqdip<RDGmo?^W)hKB7#j>up92oo6%+u6d_
z`2YEJguEs2q7wIqCx;#uW4NGKXH0O2-#Y9@sVGx0LkFQ2?iw=RT&}~^rSlnMz@EVc
z9;#m8;>_f@d>;Jg#aq_aLf8VU{K#ch=@W{L&lH)W8xhv<x#1$}?z{WTWna59w42U+
z7gnoyVO>qrEo0qo+xqtKBTUFw?gPO1g4bv46j|jbI>6QII;4W8esN~f*q*5bZa@cf
zM92aDdvqskhZ%M@cEP@EM3AJ#fb`5)sqiwggNT)G>*YEhj-HTir+OnFtNPB2zq`<R
z;XqeonQWNAnTj)HfE*Wir(Zp5@*pm}mn`19QOyk>mBnz^gg@-`^KSSk&?Vt3$6o}$
z$QO0+w8~1gEO{D0;JW2%v?ym-z?E2aMzZYRX&yJ;@)udDL&vKdAOV5`*Y{q0Y_q~3
zdic*btPY#EXe6SoI%iN@QddsA=Z<nqt(&ivobh>Gi!nJPcEzW-qNl-=GxIA}v@VfH
z!@rc)29|Rxv)U4OU-C-OIRVFtEt-nUu2Ro*xlu~h0Y}ABCtQ65C)c$9sMp<Jlq%8V
z`|Y())-m4X<397;kv=?Y^>lyd^FvPoOM%@OjR^0FDES%04HgC=xSu3u((0^J-G(aX
zwlCnZw=lPn8-)JsaJ`{ZSNyu;K&9w8dfRc;Ve#~kM_EhitAj?^PzINWEj|Y{)%}47
zm?z!R3!1P4V8vV`qxNxJ7H&Pk&2bCf{gPUKwY3>CX~nI2=Zvs!#f?awHWInU$01ro
zonRWefMzbK+fN34aU)i~vJ~(?pe^jt+j@n!we=yg>;&oR)yOihxz~q8MV11=?l+?>
zfYyB2*TNuGXJjNf9IWwWl7}5ZFXh_pckkX|U2DINR6|<DqD#wWEZk39f-S61I{w^F
z%FI&msh4#U(OBWmcRlYTmxf~)Uy8cBUh@gVuZ@_*D@><FXF5#ok})YgGqYVq4y{{e
z0><Ih8YQKKnNGfH2cK%Tm#$nMXswm{)f$fsy22|c^H>LO61=$Bw)4SZ@@4H5$}1=m
zvA`~aa%m1%6ciBAI!+~FSh(`Vps?eu>S@ue6Eecu16FaC+U_+|iToH*PI8HWaNy1s
zlNXKgr4D!d!!CVTmOZ5~T&`#J)DWyt*h1NWzN%g%51)#=u<)M#R{5ww<r9|_WRR#g
zmb}wF>7sph=5=9zoAzM*s$8sY3|q}ZOUEhqGg$L=vNI#46oh}8+;EO*h2z8CtLK)F
zK6!5u%9QKJA`B<L6O!W?wGku*H^LtxmM|*z;JShpD%!yGBP<3VkkZ=vL#o@a!Yh^J
zVwP1b$8Cytg_|%1l=LfxQ0g9~UXP0S=*S^42C^(uJAquB{%Wh_a0j=b#W+ifZ}Wic
z%+B`0PQ+M4*iI<fhmc$W7KRU2xs55bn<L=}kU+F*p79UCXRfk73$AfbH}lH+ZWAtC
zVQ_<u(ID;1$?boXThZp&+=pz^C>|!=dnAfmeZO6-`FL}66RPo@=je-Q;oeIo8mR}G
z#j5u`(O{KNhtB#m+#`CCWM_X5I(QvpLh*tgyzcm<-t8?GH9N`5TWnB5e>~$%YDJs9
z;5O*m2#yTyw=~`YVX2C1c)_)uO^Rk4J$TsELAj(&Of(P>z-4s>Kbi@p^Sj;(ztokf
zavcAAy$aj+*YX}eOmBn5MD*D4bJb8v^hS=)S(NWnAJtLe?D1!ALENBhVPdq}tBpJM
zL$erXxmM51ef;po&)l~AQ%$7*Zh4M3?xH|n2k|NFdeXF1VqS%PD%uyM8Nag0`-U!j
zS<9Y(S4y0|%B7h}fxSLq$%HD8^!ss^hg`iyQcb!ESk8)Y{=c-*ngPXds|(zfb$W)!
z-=mq)mYQzq-|8u}H<JDnP50`nK6Dg64R69Un%jJ&1DeiAz(xEK&*$}L^*i6?okj#s
zr(nxrIa{Fj4+2DS%zLS2qI6&0=ou8LFtjj@jaM8<Vp>RCVp^KW3SoKZsrB)VhGv%%
zw7^mrcd$rsD6c*twte`ZI~q@^E88)>iB>EM1#pFb<!b8V?rnp&j8#644!M7Ip112L
zU&6Z31Dh)sALrzC9}s=dO75;bwRUmPp1-O~pLb3TAVchfs>F5s@ZGFyM_qH=6%YIT
z9dG(*Ek&OW)!BdCkuMP@aJjDBhNF*Df}tWc`77dbQ-_0fz<x<<8$>On!p`h8_ps>|
zcRzEl;}ocAWd?V%RC4L__M;AWJUbmxg%YWK#F*n!F5(u6d`?Z34rzgR0Ic=o{KELz
zXCGH7n`tbYc-riWPY))8;QA}aX1v4RKvCcrYTQx6{jk)DV0WX>IKOWcuk_6E<=s4|
z=^>YBA>Iu(d(svdwME;7F;WHd02BKWN?<HT?PQGV5+vz$3+HQv4@iWlb?ADwPl&34
zv=6IQ*u%Gce80DKB)Yh{V}VCN>hP>LmqK5tW;}osca<nloe+_~%WJEsrReGQIB`|Y
zw<h)(+)mQTE{cjqS3V2<nfDPyk+_)q9t*6_h29}3pPqYjp7$IN4=V!g&uN`BRF|r3
zVPbi#@J+vC8_;$d^zTd;Th^@roTDn&XO1SWP5`p=K42W*;gU|Ck5wOz0V18xcKTjF
z`lVzqv%k}r`G_4!6S3UY3jwsUHn`~|9cq#>kVc%7E*00ytws8rHIWVP$6$781>Uwf
z#&Ouo{dHuS?AGruiXLgpxCmWo^U5fbK&cUX5?1=~B0xYY_$bE3HckZw<Oin`cO6eH
z{yKZREyKzVK#}vlO}nX|Ph5UcZQp&;nxSLk@6-7U*=SR`gctno+2K&dmeH<*TUvuR
zPfUTNq$Ezc(Ct!Q08P+024CmDkkLe&D3y)#s|SmGOmMuS7K#k!B>4{L>Gw8XGby50
zmQAr?l&K%r_bEM_>1614K8i){@7Kahr(5Pce!f4x0hspO?roa7gSN!xr09+(r`Ry0
zUZSw`JAw;fGWY=ZP{i&;C;J7tPS^6YXE?d^=3Pp=(4OQ&Wf>9_>)XEIASFCiU?gyL
z=qcjG7w#hIHHh}5k?wBam;{9ns2<bK{V1y8ZI8Rcmz%fKOGR}<ms82P9%KymkURtb
zES;)g@e+o;8ws(i6-r6Gaq<_Mp|;YiZENW-RXtZOdQ<AJv*yQ@xuMSWzTVI%l>4T@
z15^;wCQtG)>D6)=567A7|27$t_CPV1tu^g;5$&9=c);&}s=kp{sr8Ec$7q`?87NsV
zyKW)15@AP#G(+oa{TJp#!jTzCup?eIlijc8&WY*(pt}gI@sE6+$h`vS5;xsl#6+X>
zucR|i%uqDz_GS2nR5xx42%BH{ccZjM02x7KB%>^yo%3bmuJ;$J&9Au#{E_^1&0nVG
z&*u=+%z10pXZNZl2~XFbpWzDv$)#TNv`#eSy}4MtYVjDaZ2h=zwCsM~EEBDvRw#;@
z!}sZTjHq*q;7F_hx3#uchiLN9>29XBPESMmgw+RLzq1FQYg!yj;I7o%Ub7=#IgrR_
z;R!e3RY`bm^4gP#E}bWZ$G#fi%BZNe?9_WmHs`J>>6{~Q7K!J7Xbh47{cK0lRqa7t
znu&jCXK@INUWLfWgH@XN1zxDb?ePvPlvaY@)G1c?iw3xAc@3~iXz1h1$uNufvP8S}
z4IYlNsDE6}RqCeyH$keIFg7Wq^MH@I>e^6A=yC5lL(5%UqSU_3yTA55w-B&F7USmy
zRapHC_S-^=84lLQ_alWbRJ3c+J|MPGvbh3L$g6_9-klECN)2lhAI_;KK_6DCs62$-
zImgP$Es;D%<#aT?p>U_rD{|)3b8CHi{gtn^akX(*Ol`23(%Q-BJ96fOrxmZ63Hc=I
z(EQ3O3P<mia=eB@Q9<Pyw=WR7LVuKMRRquP5$Qqq5H5_Yy?NzCszoiliFa%ey&trl
zz^zz7to`$P{}+5f>}?4CrF-d6xqW1ri+An|R~y{#iF!p&;#R5$W?v0LHKqchP0%Q7
zF3%*1+HHfXlH}-W(mCfRcf#$!Jpa(`aT62-A0u$9!X{TW5We-|sO#r~d!CWaj7-Zj
zOoAQMXe4$|Q#HR0zW4ms+L}73l||z0+_0Ca6`A8q;t@7dd=<UR9&f<7O{hf+BuYOE
zM{5F#ig7ja7Z|p2^?qa1Rz6<9ZTn!nI)QP!=d|F}<VGPgu7-@7@Zz5z1Sy>lcw4V2
z=zhue#zT^nn+~(QU79W_w)ETQ9~Ah5nx9fI&R+*yBdj^9C}Ogt2D$<$H4mSK`QaaP
zwOQ{sYWH^<?{_URoXq34b2AzdyqT2H!zc6d%dh707`NBnEKXObBW2>9nC0b5!iR7s
zi9Qw8aYs#GG@b50H|mpDs(`dfSC#ayb~A?iG!_fbcL6zzd26Aq5oZ(bplZNdhmiuD
z8o;~!dud^iCWI3)!Z;Ca{t+@tJY@b;xrCGvR(kabo#2M6Y-ac$r=V?n=vI5I1E&%)
zQUVo1v()ViJADcRfhdSzCMOJNI1~x{d5s)`xZ^@tQU?`SHIRt9U4I*EC8GV*`dG??
zlz^-ehb&d8kHWY7Og;EJ^DC*ZqfM<&1fQPY?Uw^2Ags0jseYR#6W*YtmwYbI;_lQ?
zbW6vJxUGShX8Mh?>xFkW7l&4S{T73m_VVR!-Cc{<U52}sf%w#e^dM`HCnb#w|FYHm
zv>!iiIRO2E5CHhC->BDckvT=pz3Pj+OHk12+*FFZOX9MLyL+(%a6i%jlUIpV^cWlU
z8E*^^VG+DU!#2HoMr(Z3O-)TPZ30pz<3fPbBdt-+Lu$bcT065IxIdZ8CKeWO%6#1d
zqtF!D$}|ZIs-?UU4gIV3w~;HY7D^2QUmx#52HTZ{XMVaXvab$vCsu?`8>sTICR4Y7
zwsO<G!Lje00q`^sbhe-`r05Q(0G9yM2F`}Y#(L^(MVXRl?%ob`j!&p}bYlJ!$sXXh
z&<C^E7u!VDNp=3r!TcwkPY)KfO<eAv2CeknRi~r{7aPqts-QMP0g6X3s<uk%mpV$*
zcY42SV>N&o!cYSuj((kkgM(`9)So{A!zI=W>%ay3lV^s?M_NXolvgvabln$NFK8Xo
z$5f&DQH!bsHa6#L*4et)=rnK|{42{ExcN>g^#;;D>&h&iQue+uvu*TUe>LIzm3f6q
zSd&V*f<M`gagr_W1donYrH5_TP{7+)eP{bGk}>MRjFnL!qGGQe64jv9k>~yba|N}a
z+yLbB(y{Zy+l(<Jg}2^ngf%eM#t5z0vI5I4goRh8S?O*t7ZwT~?Cm#1s+bF4KN=XY
zJ%Y*Igi_l`acSvpJg!(4XhVMURm>k*I&o^!W);7fp%U-!!GR6MNFFkMh(&y}h~2Mh
zu!ryDAGP6XFFQ&QHF1XxN8v$pd1>sPRBwFD&%L${^qxEls5V}6E$B)Fbl5a4KK>Ym
za4O%TGM%kIjHA>6$90J!0x;vZ8UlWAOdH#oG5};2(MDUvuU;RdJhH{LHO~#X)qM`R
z7(APu6tb|7wHXYQM)iWHCD^KHbdu)A%y}~Ef=P<FK71ya_U(hr60l2#Ysh2TcCArf
zSl!?*0?};;U}P8VIt_IIOVhG-lQv>J77SeEm;^|=6L+WIxp|j^jIq-42PxNn`iqRP
zW&OPyHB%byxO>5*@U~<Cgpkpwo+u%?kXSmof&5e!NUeU`;@21_X+ii(H*?C)2SYb|
zs1uW@Y<!|Ft!C!~euoPPV9bPWji)ZSVtTMBe8z;s@W{W?m;ig{2vk>$)@N?3M@B}=
zB!A!m1^dm93ay+7x7H#DFQ{8{v_wR>Uukk@#G-|J_g0pWXr1A(c0GN42FaoGpM}(u
z`svf}-N(3?Rg?<ZBa4fR>+`Z}*)>Yxef#*u{;1|~s~Y^k)GIm<N|32Y*+)<EAGiA#
zMub1KgC0LYE35V8Dl%?kyt;HWyzg7Rj3URMF&fk)xW;;uZg2f4lDk*C%;p;_yL3G8
zBhZW&wt@E=kYkW;HM1y{OAAdwrE<UdCUgP@)^|t`WD0dA;`BhosZaZ(PV%<01^KGz
zp&Ep!yVegh+vJ_0@{Wp^hSKacUmQC&r#>;ZFh*PFO>BywyL(>f1ro$WoksO4WML0)
z*Y5cp3Rs!dFkk==0FByfl=+E!w>4~a=oxp}Ij`*msLdd!YPg#X&Z8<?SiyB>9T=TA
ztt9uWD$>#X0mUX;b##Xt?yT^vQg722s-D)oYIsJHb!ebTk4KJP>NKnAr@L`l<2C&H
zsY1PH7q86m$dksOjn`P0SgDic)&HIfUY|;e<T)(;_e4Mu3MaB=>a^>ZjpoVQb*H(A
zSN_82+lMEt092(P6e}gsE&M!Iskj~{fnHM>8d1hUZ#kq1FPWziY#~x>V^uvgEry-m
z_$1)*J9mde!_(7$@<p9woxM~V;)kunsj?na;soZ)I5NI{l~m_AlaEzrT99dj3OQNP
znGnmGLSZOyb$vlOQzcc4>3#VVg*=X}c2;<u5pC&2>Mcx7J3Ua#NgR2`T~~v*Q@HvH
zT7tTI$ZgYz+F@@=E~Jj1_8<N2n<T0pwBpqRv3%k7K%4r^9_d--MjW1f=Ex$x<QY!b
z0!DDA+@%M(i%svF#jN%ga`_uGn@85{6_h_gKMAV^ln%IIYtNf8JAmg){o+#WCHB44
zw1l_3)?2)yY{}fx3_*DCci8POaQb8xT`td2%g-Kg^>e4@J6R3`;cm|N5X$SI+asCa
z)5et%alyx0V{A#s+|&$%ixgzi(fY!njdOXXNPEmab-)a!)C_D3so#n6W!J?l%M~il
z?kyB<KntWU;>BnZuFc64rR_1UQjKisQ78;ICJA(ZXl)olDXZnpA^*8BKv&lpNUxWo
zz)*L%c0xF^ud-^NscZRBYQF2Fq6XOgwn>w~gzyz3lv7{v3E7tMQj6WDklp|-DeS&g
zDuYzO$60z5>J}gx6uQFEqOMANs7KxD9;7C>VOE6e-b1QYuE~3X!-!PJk<zcBTU2Y+
z7T#n2A?^3l0T8h7s&pT8Cyo5QprBuBsY&TcU!cCWd~7U;wD0zQeXVp7@8vdn&%BB{
z|E@Tk?G?d;kS-~(oRQ$>G2z=OrPC_|1~|6UzW9Ou#R*dCgG~gng-}YFiEEq|h!A`o
zF19QHEwshyJgcyLe#&pY&hEZ>l85lY=2ldNSAAsnbNBQ(#=0{O4&+qTg)r3^m><D&
zAE@b!ZW-$@bVs`{gtbA1R-}58`Wu+cNOHZOJ7I0$qMNwz(KdR&yCU_Z2h_n%m?+<f
z^(jcVag_*f6AA8GS3}hTIeiWXOg21pF7LYv?o<J<|AR+3w<^-~gL{rU1|zE-Tj{N0
zCn~<~qphEB(lBq>*$$?txZ6<)A20evSMFObq>q-p+?8?dJ#xm;RFIQ{Bcr}lHlFcw
z$lj`IaZjf5B1rgfyqGy_cMQC=S1PkV;#;Ef$!?t_cGl*WAUkOD;!2Sz@(xf8OG|jO
zpfGki$55j$0XUB1yIn(i*ruZ07=A5KK_)BO$;GY~d<lm{`Y!-SIh1y#9(WF59Cr6{
z(3{J0^bz+B!548zQ2xCPo^cq?e!R*KG=WD(|Jf`5-#j(LMxVIaTmynh?8ou;w-RmW
z2{n;eap${t2eY%YFG))30zovp^1mYtZ2|JRqobpv;yYvbIL4q=;+e6&evFScEko}a
zFa3zQW9*1_>JI_J`O03AvNsCvq$}>yzW%>nn$VSM!o1xDnzQG&jA{9;<K6S5Iz$6N
zLz2{QXAZd?WxxGq@DCBf1@_xtG2W_I=(v7WfA+tZ9(^Kaf}ZqHT?1qj{(D?L4H)PD
z4^I(4%4Pn0+pnI<MJ2@m;CxTBK9t`M{*k!UF9K{^taRdG_V3TZafav5pFfU0Y3ksj
zKVFlQ>#S9}dQnxCxbCtVS$>!OhCz|`_V)X_x<(*7lko8)$b0<nE@(;Zz70&t+?AD;
za+&)N-oN75zX`7KQ5xaAoZP^^aS>(jTj1xAST2wI?+$7SA+^G}Z%g0nEw$BtQedpN
zxcGo~qNAh3dt2<{#ROZ)rvIH`O-+rymM^f_u&dbOV7`;rB?hjsdo*}tM42)J?QZk|
z?3)PndKM#mLCoZoF#Bt*2<J64#{6N#T4;d}Ns`*==!!eRehbHOxL*06m`lzn-#83E
zJ?X5&;-Mvl;wk6<TTEI)`wtxW5!5Qk5&w7`8UwiJe~<X`{VbzFxU$a*a5fzWb00bn
z7pAZ?SLPD)ldnivrO7COL0=2IORSjeY~UKst=#|LN;~%C6(VF7;91<-;$+L%Ho%vM
z)<-}pBM0DHYQ=!Qq_;9wnQ}_rd2pthr3&QFKX(6n>)WXP!Y9<H;*AC~?;b+<_UmAa
zzz@~&>(}0zEow=F$O;fznN(oV`y`gsOn*6-G+EWKRrLCR(4#+F|4#b_ZVVl~+OI1+
z3*b^O_?6;;BYfd3pNN_XJHEotCGiXMAq<dmvnqE4KfhK0XummMwcn`hd;ay=MXlQp
zZMiZJsjnE`idhEaO=Z{6E-s#2AhsP*7W?=4dwW25C{tG!{g}m|vzG*73=Yn42-L@w
z=~NGuD&Vc?_GqxA;-2o3_zW&4I{vC%t5R4AFcsOUGY+kFpMdYznS4Vg@_Jq=ce9*P
zS;moB8aSOH;dtmQN5&%pR6={9XDl~;m_GD7%JqqX&fp6LDAcrJIzK(}o5{6chASd$
zdmSvB{`0YF-^f6HyMO=wlKM8Vi)T9|O9p}BkpbwGIv@oQGb@fM-tfMguA|it*+QgD
zEgN-|T?RUx<}mOtv*7SkD0h+>XjD(X>m%M1t-w`IX%AnW{qQDhec@h>>HUKtuJp%F
z1pY@01t2CMb}>8AQh8U#QJtQSzD)ikM;g4lqhs+;uxo2RDQKITaFSG2BO)|*J5Oid
zWfzgywplC!gyaB|TC2{;6}s;D5wkHTxjH*=mo0k5nL4X$?8<o5b6<2H+gtWItFchO
z4ENod2w40ni10Gp1_tsRh@U)8lCkt{JMAx_s;W9M1$M&Ql#H3=KK-0r?%R>&EK0ph
zbj^=CfL7*i^ii!5+5Qf0Dl!st<t#D+)rZGc%DO0|<wBD@Kv+R8?5+et)!z@}KxFz;
z^+od)9og|EnKiJ_JUNR2Q&M(URek-FQ)(PA5bf-ooczG$>5~es$yTB3QyIhtV0)-c
zM#(*{^K)|umh4I2UJ*a79&~-C`a7sBW+0fzR<*_7rY0uln4z4VKmZ482Ue}@^;R3=
zXz&7heZJ~M<j>Qtg+nLhopbLeT%H>$NJ;~@^yA{2i@J%xO_%ZRaD$Yd-OmmmeeB_T
zeCv7CojhR}Fh>!*pDj<N%Dd#yiB+nCtD2j?4{fw*Zh!sr=Q#ye=n170<Y%@NW-9p3
z0bc0-<oce2rzEK7GC2P4qKnVdnDW0*`ir2s_*<MMD#v=P>9@6#iq32AJbHg|_X4}h
zKb~j&>h6X{JRLqhS{v2Yc30!g?59Otc=7V@Qo4vxgGrbO{x-yE;>SBISy!g!M;<@*
zolplP$#U8^vx@dGRs2U~RYrE;QoHzSN!V8BK0h;AEPzwWlb`j0i8k=vz#oIGlj3k`
z8Up-F+|W_y5hw$_?DQpw+L3~&MeBra&O&xN5=0K?cUzG-C_r+|@6p_`unyZo@n`wg
zK-ej}Z@}Vy@;xmmU+!@u02l039h5fGcZs|-)j0&jf{$LnRIP4Se%e)L*LEFbCLQ{-
z03B2ce<Inyr|rqsRP8EaPOB=A1LYmCr`U`T#EnY%JxWv28j_uC%a=^`Nzcq^CU9n#
z)T8bKm0{Vc)Z1LGpwuPJ%?{V<c-HRv?z)fcI73Y?{uMIUb=;vYdE}*@-;oOUm4=O>
z5_s`CQ23?#L6j|_f?cJa-5>pAdEa!q%zynBae7P7lJRLG#<*TIaMzi{)?-_a^TX%p
z%YCEL1elUGq&?zOYi)b_TkhlZx=L=8o4|$^J5_PreN;(Y%Q5_RXMBa1j`Rs9GRab5
z01bI%#>i5y;#MFBQKiL4YHeG1K;dy&k8x?&7dZAWinP}Br#%j_4=&xg%C-qO<6<?p
z1A3Rtlxfuha1?~s`J`l0ATUfL#O|2(4n}-Wj5@BgUP1S0*;{B*)_jS{CPwisL5-n6
zC}PJksl+kPM~WohIR0a(-}}H#pv3<M0SVt$XVjT%hNd5{o{V5gMp>HBk`nKgS=-);
zI`Mnc%uaAh*uDB};TEm=^jtuW6*?$C_wtg9WQk)O8zcaX!RQsscAa(kTG#XDa8hb^
zEmbpthb)SEc2;Rj6o8LBINcU+1mqj9M7IOoHh3d}E|p}f`m^}46!dL;O%r(AGa@mx
z3O;=2=acjDeX|Tpi(qDuoQ1HWJFWACq*7~c=X{mS??jSQ(?fIrbYi&<Jvd;za`+-_
zb8S(-w>K!j%s()7b*x;kNHPQvo*30_ptr!NiN9Th@<ABOCn9s0uHk9UTWVI)w*yqa
z4I+7a+Qq2q0ca3NERbX-t=gbCONwtxl^ubsB^vTKe3=QD%HmK9;4BDA=~4qoFs_#y
zNe2&>KLTYZ?_Vg;lgl1t!}NPAz;e;Icd=0zL->!)9=P}yC{N0egHOoeCCAG$>nr|S
ziT55n@GVBZf<&=p+QTRKKIKriRqO=e_mEPLkO14g6%_`U;X%<3CYc4h3w)IQwm16H
zVnd(gLsur^hp<J}0&3os&c>HmTG3Ed*<ZE4(qRm|zF3|r5*@AXOqye}1>d|X_hkXK
z14EsIwH)UDD~%bsot*K*sBL7A#sCPL!KHe%!ovw#!^FW_Tn}7%ATXxU)s)xdOF;>S
z;GYh8Z|2VgDxRXX;owm2!}H=iWk4tU-idazQ#b9N>C24dK@`eJUD^Mb$2a>>^EG8@
zN2iATk>qoq>>F+hu^{`v72IrBv#4e5;<zm3fAkNKW)Pm{o#Va@E`nVvs0BvTNXTh>
zs`1Vhu0+r$Lt)~b1FdTnZmy>uc5WYd9w#nD)$mC1XmS@gCf_u@+o|u{?O(VF9u1OK
z?m9?hqr9i?i#s|u4Ma?p{^q=y&=Qnk)>@VtPQ{Gz5AhlbeY|RRPcf)dKw5_ob|o=!
z!Rl0tkT_^T85TOlR{u__Fikyp4n)HJBO=)C^(#@vs@?>|jq=$HveEV-es_n$zE9Ay
zDj|aO`2jKK@>D%eNXtZxWw;(lCSM0mZ7FAcxGQ7BkcJwAF-iIc!=R>h%-WxlGQVDW
zN`VVK^wjp8@`E#m4-cP^9tS@e_RP=UU3WYpMTl#nV4*<EA6O~`!}-cxCzE$u1<;<#
z=>DwINuotSzkLt~n4@OEIiteQ`6@&BSad&!)+^gds2Of$Vy$Nd73AdHSNDS)c&F}Y
z>{YX)3fdc*+lz<9Ppq>Ayxv8AGH7O$5@@WflGRr|IDloblZ-N!UYwZTQc~R=K1=A(
z6KwZL)-8pdU+g^81J~zM-VWspgL!f6xc%+V+>d$y)Du^72{%n0ZI8%eZ1D2DC3zn>
zdHt7=qWmcZdzW#lti<4!*6qi(b^YeX(=T>$g($M7e(fHk*t_$TFWz>wuLM5zZ1q*G
z2=0e&t%|8aG9URyU3VGPjf~vJhxV1-_#(|mj`0wb5x%b6kIw}a7E;WFJ_<R~7Kfy>
zECh>=?$UZ?Ll$+b$4-nEtD>?$AAQf*8mMfTk2n4qs$Z9|qFU0O>mJ?)JjEFhc{@;p
zfXRjdVGmBJ14)b6;88?{#7C%PmFaJ{bpDIdrkjm=@ba$5c2~JN^?`Wp0ka%D-`;%y
z^`fNP!o!P)H&LKV17#8!&F_5Uv9QbaQ}Z9g1!kaf`dl?W#T*GYUhzel`Q`8l(8gTV
z`1k{?OTF%M*7XS{bz3<&EeM#PcExCJ{?!&=CG)6-{`qvb!t;0Yq<u9P2S@JV{*(97
z^+F1^R2b?p`bNclkaVz$tauzfPwkdEfSbW|KhZ35t+O(p{tmS@(AOWfi&f7NPYY-k
z(!Kss@6mJqGx#4j8S0}E$=vt@3+#JXM7#=8@gk=IS7B3mkNO^v3sb?TC+<Ejp{`C!
zX(x@)7FvVeXsnG#vMJJ?=#$w%JQHEo3-q#ew)d-qyD_KoDk`pv2RO-f?xEiCDBMHU
zQzZR~l6Q_1qmPtLR=c@6a;V0*{Q7uSzY+hrejB*56e1(xsZ}2!&4z{7xTYS$+oDf=
zvzQ~G3YKv^M#YY!yYhJt!lTRoZ@zg++q5m~YGyVc84*BCjLdS;_zW`PsMo(Hw~hom
z#&wWH5>XDOv8_j4_xo|jzFa9hWw|pawN)|y10TI*j_VUvL=+BYO*%-)^0G06++&1Z
z@pHFl{D<+hIfW=v1UE0-jUBL7-`QMVpTly#NbCy)kW<NWY0n`M+6t}WRvw$nTh2)D
zo#DCTrmz8+MuGEC{v56(eSkO+@m(MU_2Y6~kA12Cn=YhZ9Wa04<KMYG+^mJkgF%I6
z!5{-ZINR*eCT$`Xyv?uY{X9;?)Mmuw<6uNulYLrMMk)6rw{sGyfAFosDBN>M)io2F
zL6ItvLYaa{FjX>u&k1JEgVb6o5^)jAp8e2=;g{c>6l?6(mv#-{iceb_7OA;iJ$+ks
z{)w&J9l)pz?|ja`_Y@<3G40F<e(G5S;D7g}emON^B@Nt<l$)bT9<gnY3<nPgD|GGq
zy9N9<|7!|vqk6ncrWu2^)#l?%puGqG8t>R*k{6y^iYR$D;upr7BC(+Yrw+hRkG*aP
zo=$Oqk7q+-LpK-O^v?|1dxU}21b<;au6EA-4i(TpMBx)&KQsFrx?P;4I<QhOu00cb
zyAGp)7a7TOJDRiubg!9c#WBO3?Jblm{+fe@F|Ri;Fsx%WHfFrEkBs;U923z9sa`e{
ze~_F3d>}oL@)a^To-6h1gfvh|ZabZeJNy3@6!0Au8anL@meW!W!4vY5Rhf?_%LmW8
zBlFv`Rhb4Q{;%}6r!=3<b^1e^SZs(<mVM4Xiib_PL^tboG>b`@EkgMGw9mP_+~(%W
zLm^}s=G*fhPkbxxx?b|2e-hRf%Ivy-2xvZU{c&*h`Sc}y`WYC4__PW_nv}9mx}p<%
z5&c`rpR}6dzCmUNtxkvUzPl^qnCai;n6Gp=2%_8jX72$7`PNp07jlR>@_@V{uDp#8
zZJRpq_;p)qx1r+vM`zc~JF)r}_jy4f%NYE}`?Y@1)Z&X<cv}mcEnXu-8;za}cn7bG
zXy(psoMT=fZ%pkolJ~=keK!Zip2P49dlZP{%rlK-v`)(;hFKJrIAASwA6wPUQr3ob
zMotRmyJOuQ3RT%(aQ%N@AZ3oe^ZlpnN>Oa5kngC1=Ct2%>*xm7`zHKuCV!49{|j(1
zNA|ma^1!*Ao+b~t&3F7nUI9KWrp;~gVZFvLp$YQ_HQO&SSq}Ydl}h5tZuS~Hd{tX6
zXFaiva=<qtqbaIesPL2l9672Mnxx-<)QnC0v)S2Y5YM+`UPiT>&6;mr0PPm%H#AgL
zqYk4c{m}b*9K39p|KC+z69^qQxA;taRG`+qpR~F4Vt$3rd=M8ipM8;il=Hu%GXAKE
zIQ?c}hP;%y45~ZhM>Poayx&r7Q_t^x(8&7#I8dScGsDAEK>htdkCOx3GfC>=+?zRv
z^@U_sqGBWaI^sG1sZbI%FI@ZJiQk>{Y8Ck_t~^Z}wQ#WZY1oN5{UOV3*@=&R<o^GT
zOrbq+Y8S^0wZGH$y`oMuE&c+}P<>r#w38@5SaxG5q|Q<`BjM3W|4(0-J?ZlQ_jjbo
zlkc_F^NR-_HCk<ZQUp7+<?U&%?x}wl9pdDGhFSWrI$L!zN7lH_>v_>7tD-J_CYP2a
zq`}>Ok^4{1dGQvSY5fS6;Rnf4>Vy_tq)rcP-gqQe{*<4*^kdyTA(i^6)=KK)Q|4HT
zmzJ4AxWF!swFd~5CrOrmDS)hI10D$mcg#<#`VE3OTYi#NkPe`bZ)*r&6x_Z5@yEA?
zPf^17$Fmf+#~AMfO8P@(3_{Lt)8skb27>f^S7}oGru+^7nj9QIlR^#67GHU+{v@Gc
zoed`m`a?!Xm)$~d#J0ZgVKszM!+pE))du(TWT3)R<hS!H9EUC6_}?E$|2$TIZ)4%g
z0(sUTcp>&GJL3w}rURfc=>y5A_m!YkE<m2<z&q*#M59o3q235Y!X;O|(Lid_&zLm`
z+c3)0R5ZL&?W%bK6t}4NmtJq~<gs<v+hwlb;t}&wB09NwmuA)BQ)2Q)Q0R_8o7>nK
z=_g#op@FC;b%@o)<*J!1V`$bGPRED5;$HDv)v4!Xp1V1LljGbaYVyiY?fy;wtkJ^F
z*doMbz2KX3FqH2+IV)@MS_w<pXId$|Ei3B+dKs&F5@e*2Gy(=z2WAK|%}|>y6=y2g
zQ)c_l;eguO|9F5cClwZQQi3ktQh#};_1{kDkKUf_ic3gf*0D$}DiZRS&d$i3589|3
z2&?o=E%)}$w%^LyKx_(k3u_l}Xk|ryv%90~LsrsY3m*TILSRD3D8tycNkGRl9B%*%
zxE~bp5`6@xhUVc%fW9DV+1bJDylg;{y+aKTy*kHM17A!iS3faRBvozbFtjKh#Eqfr
z`33_Y>ktD)pFZ=WcV5q{e#u^t3Lb1l?}xu^FHiBVmm_j<oNK&xTl&1_sY+5(gY>d9
z8Re3+Tot;tVe6Lu>C;zW(JSw21PaI=lKpg7ioPH_^Fji=Ae#UiRu2Ve{N&YVFXdvK
zfFTd3yQXU?h)jcyFe3$A)J!a9zB}e&FKD$;Alj+!Y6p4&=)!s>m<{J&xH6{!u`QrI
z`b7lg<>loYeUFiQsnz7Y8<X=vruH6ybG|ViyX-m-g4lUj0noV8J)<7-YBT`Mb`mI2
zK+~B~W6!Q2it!*(yyVs6Kx_bj5BrhF*q{=|wtR!sf>s=V;e6>RoQj(hoo)7u6RWBz
zuh5mCo9BW{)8}zz+hHUq&Iu&;#ZQ^bd0GsdzZ)|Hrg@=OC44=--wj0BO{<CyM6g_-
zU#e0fhPpjMmxaMD+l=M$QwuJ>ccAVHm@QHVAWQ$WDa<sr(rMrhTRW%#*BU}3Ts5y^
z#85O~8!I7{XEv&W3av8$I*o7s9oI;56Q<Sd$0UN?!Je%2W*}>+xDsnjt)%RKr7*yi
zComBHGrDF~9yc&%idmq=+<&ll%fmi;@B#v#7w$o-9Z(IjI{T9X{iIfJX{Mf%xa-9|
zrHU3-q|w8!;JU81Qz)B+bud~~;X`@X`RoP)2(e@PEKD<Gli2|~EE&vmtyZ^zQ5y%g
z$+{1Y04ZE&G6v1>%APJk1uQ-z`>{g|JO@{{PmCZP3@FMZb3lBSP7iQae206#2V;~O
zAcEYD_W;wX>~X(UplT{Qe(Z>G+NC3`0LEZtJUR0KT<r(wV|AOgop!R7^P!)GDu&zY
zE&!xpb*MItu!jo>XrijGo~_hg|89AlQVBVY7-L%k``!Es<N&@exuvG27O+X_zMBLF
zI%u^Yu)l@fC#3JG`OfrCa=rmhj1MPDU@yw+ne<+V@H?ul0C#16Qv$e`KeqyBe}jy~
zs&oowplsM#R}n@TFboitD4(AMk~^<}6nl`Uu%uzzj4f^Quj%UQ`e5Gxft3w*YQezI
zF+Bsd#h1&Ytr0`U4FXZyz*3&wEy~4}XuQLo)<L?46B~W{80w#ZV!VbGP3`R>jE&u8
zSO{FG^pQUi9190}xc(W!TrXBxc%zwf1^CYi9mfxKpukd8s(SATX0Nb(Ws(1kng5)X
zNBg(0_D%+7z4i&-X5xa)G*<E`5e)`R;CZB#s$)zlhVWzV2+{3kp9|+ZS&b~*M$Bv=
zrK3OKc*4>DqXV|LFS3J0HF$5sni`RwKG@GX*jDlm!7QGr7%RA=Ot*)~gv+}O2joA_
zd)Ckx2u3Q^z#MTA+cA%I0P<%VjYi90vDG7fK|#ta9!c?vJq^I55ttcfkJG8Mhlxl#
z?D@1F+p2#<$r`{*t@3G5_s;;I)Llbn@Uc}9jGdL&&*Nz;E52mA^pK@@K4BjOq+=wl
zCtIV{_wC!427WgnL^Ei3{Th(On8(-nd|%jZirk~xb`r>oUXWy9noz(JYD<^}o&=NR
zu=?@y=ZV1u0?K8Xo}Q2}m7)O)!m!dpmUJj5zNd%QI)G2cu;i{?Q)7!d%Ol!{)Z;zU
zftG=**~v+D_l}wUa>X`c*^D&#Y7#`3p_QUnpZ)M!I9`x+`-8w#T?wQ!5z7c?$CX@C
z<*-UEK5Kt}PZCf-z|e=8qw6YN@e@wH8R5&-h}3YJMsTssO@!p|LB9r+ZpI~}oB%Ma
zm$sl0Tm-OiE^-Uh#1kv4BQ=Nbmj;zG3La&@AK;m6i|t`r%m<Q7tQ#^)e!4SB{?-_U
z05%9`8K}}LK2AyW%a_DYSUqP$!i*U|sRTc%rJ|UgMSHB8r@r{lx&f@<vwLkk_d8R|
zwjJ$bFjk34`<};LsWA?n?e^y6xHr2es{ti7=GHp!v*1Q*4W_!sNm0^gp9#~p^KC`f
z!_H$NfCa96u-<HLe~y${9wzy-hh7+EGDC?d$CNPkP!}^<Z~VC>x=6PQx+C+eT)C*g
zH-oKQkL4%Ni>l;ENNF#zv-9PDEfSwNm}U$g$6s5p7)Fm-^#DtQ{v5(n{-6oe&XM-d
z2WS!V2Ne&y-tq37LAtgzpHd6x6^dxArPo=OTY}LHeTA=*s;cG&8tYkcbYNA>uw+t?
zlgcmAF>Gy3-#*W@&aVil>bl=W(qIfzN^<e<mNzb7Zu9bf=4zT(tI+${9?|}C8Ip0y
z@A55axqhqI&T<p_D0|9izIyWD_c2Q_YrKfk_3C-!IkN78Pv`Dr>+cW$X)vnio316s
zo>rZX`t8zkceh3oq=-O86^;WLd%GG&w^#=e;4dY7u4{WbN4J1IhHxESiui|p-@Eti
z!TjW|ajO^}xW(qG<BZj20!hqXr7CrYcW8H&DvbE`QMCOS#2}_(+|q0h$K|Wk9G4sU
zhcwn2XSdyNJmf7l6@>CSn?9X5E@}LSNCC5#oj5lQxcf?L?Q_A$RqmD!Q9Tj6Mm+IK
zpZuaCq+Ymi#!~%mRL*xbRp01n^tw)8YmGn)?DgaN{M#8UN#LAKN4Ypn`k9@Pi?8va
zs8}w8(dfZRPXE@{l!_%9vC06%D7@!^8L|-4a%jXPgWD2Bx^7=CVFeX^Xn-QBUIcpK
zO}@CRR!j9d*r8slh)S7wybsoR=>p8wAka^J$uOpJi_A#CSHDhRfr=o%9=-1jP!g6L
zaU;Mkd=q$V*U5h2t|7*}ulJNQv$-FTt|bco;}nM18QCts-vD?Yi2rsdjd<x#<91UN
zZ7My(iSXW%;D5pBy}`#I%PF$snECMH2La9(_q#Z+Bto20k`!XTLio%K2g?UsX%9Oe
z^FAk<O;6M<V5q4fzaoPCkc%3iF`Zlql+rp81+f%R<SH(;JJ~txTZ7L`tU0OlE+!ax
zz>r_bJr_d9S7#)ex=aR`Rc1nVOciW`f`UvSA(PRHa93U7s)1{FrEMJT9)|)WYrWE^
zQ!#Mq`FA~<acLA#SWPk4YA0=Ln_44o>X|$?$=FN_p7)Azx$%V8jF_C6h&MMeR6Nm%
zInXNRyMMKsWnxoz`wODVSe7lb$3a|DehlC7^JybU>u8NkRq7QSb{ijSfas3J;(n@?
z*da9E2mz?Ox2-j$zo{GhtWw;H-$#F_6w5bQ1)-lCB42W&=3A{Eqievw(kx;zCiRw2
zS3S<IVp@r?f!C!3q#0o?a&YM}fk$g9(ab2wQG1brSbw%yJ8&peOXXr%Z`m(MOax#H
z%BEk3hj3y`DJszXf!kyDs)`CupSTmG934$xDVWBn_I-l>Jd|yNqurC}xJq(0pjwHH
zpzAWg!1j8gTk<aIyc(qA7<&kP188W7GkK&!Vx8XfF)2Iwk5JvJLJK0f7EPqBf@!oI
zALKh&Ys~4?k`RTac<yB0V3>Fi_H(JtZ?;1d4dzf&F0|JMnF|!5t#~ij#vMtha61Rp
zICk-aKNyS0;QxTQVxYs4G;gn&LUEa^rHj!*X-?nqr@vxJeE}u$$N%GPUtVpyuaKww
zaB0<FYIoo<w~K$iTvOs(z?+o78pae=(flWhNROO-YAgJ{__x$}u$eROqsMtq>VuTl
zjb~YcfD!y<zB5>we>zH$;uh$YQ!uZF7Ws2!y88zTi}%&`5W6N6FuBn_fgsK$X>2Nx
z#>Z=8Ng&Bg{w|g28m1HJ8*WYVya&un2g|jjZ3502D;gX4$tmb(L9@330E4HDx!L<F
z>h^LX+4H3#H)fiF4>a;L$L1y}?3_a6M&u!lnNcaZ;qrIv;eED7WV`3i`S!V{ZhaX?
zFo0nz+BQchk7LJo0ARIjQ@0u{9BCdo#0!$Po`f?d0;trpr!FHazvU{OWjn#Qtc`2c
zbT!&>(V@?K#O4Nb@01-B96^K*Z=eaaJIVgpOw@LCVoY5Bp~Q?{4#W0r`7X@|I!Zy-
z(oZ}x%6-2TDs_5aAI>J$e%w=DOjIb&h8#6hq;l;!sAPAEhsQv-`LuPP*oF7;Y*@9<
zY8T(`!B3RpwtKY?DR+Jll$9C2%5&hvc$E3cfCJPHkI9#2#?IAt76*ZLyzY{ctI%h3
zBeBo?k;11$?xWIsU0S57N!_|}>Q&JNLawfQoz8qo(LE>g3u^V&D!@Np@)q%7J{h%u
z3Em8t7l3d5)m|vo3Fr5Ga_c{x0`tWBl1$70L)KS^MfGlNTZoDcqJn@$r_u~%&^?s2
zD4h~RmxTx-N=oMdLpRbEA|N0&NDV5@&>;=q+Jom@@B4m#oZlbky4>t}_VcV~t$W?~
zy*BH|GMS~+okM4Z*>}H?NwpX2D3#_Aw?nOld?gGf=;q|(xx&#)Md3xS<%1+rBK9R+
zZ{3XT>Yz;%xzay7P#59u-On){Nd`KTm|^;2hf}$z(!v}36v~Gvg^qSY=HU9tZn?g(
zjF*hrhwZ4Rn83wQQ@6vd)3Ze%dVt)zNQRmzwFN${#aMEGcP$TetGXcFo;@yg`dbl?
zZNQTc4}U%rjZC&2*6ULo`&e{7*MI<>zM;xs9joXZXfwWi#!)3$@XBtUQy+2{ry?DS
zqC#^{3yX(-eX11L8K82x?jTL|R@b^xENZ`|&_H7nQkp`=GLo&m>c#cVhpOO}rgg}N
z4Y4z^T{vh@D?jR^qs9MpU#%M2Zgp2~)-StZ&wjJA0|4pEHoZ$jOWOy9S<4fp;|2^l
ziT?EDoN)`;9K*|V>eV_D!{hedxljA$<#6bbW~@%Wn_%2#de@w^?y-G=?6^SZmV1-U
zL-I?6lZ0GCWt$$-&Yuy{|C(dHh_DzS1=EE_H=-nsf7J%AIz;$?9L?&=7PxFVzTVH-
zEGJvZVRr($a2H5)0wP*&vT+7j4%_z~9~9852(Gd)_-T9T+n)lzgy2|VaFJk^wYmic
zCY8criaPV1Od&;A4sxV+%?cv<RT!rwC65lBPUH*#!6ncVGJkN@GlwT~-5nzO)N9o2
zqp5E<&v9NBbQ)7+-t0iEKEmxiiDPwM>yFH8y+BvVP_|`qZ00GsywHJFh~FHvQGZBj
zsuTZHD4*J<^t*cOT7wyC7c?AL=n)A|ixe%W%*271<nMsMAwN$JiU}R>LlmJhv8EG!
z75B$eBH9mpg6!6@Rm?MZcdbF<lgMkb^<2HGU|Q?(GBU=&%b0w_nmCV=vZE&XJx|)G
z2TGQbz%!`TyDY!dmIZi6KM=Y2D@&{KI9vO<^Qg8QPK20x$bwzuCJC2Ic(_SbKE*yX
zWiFyrC!Fg2(%Swmw>>^sr)VWfYwmljWoa8`C%CK?62@fgzNEB|?Z3HYSGgiu-R@cO
zYFN31uIA_VZ~t{Wen=`9^SFH90Dq7EunBwLbriK%(XZH+4|ct7OXF>)gbzQseftS_
z7<XuIiruO$#a*3MSN5l-27T{iso!u|e&{}66&Y=LOM+NtrxPl0GOdQ%GXeaR*2{e1
z=EQ)_h|tAEfuL%PPWcTPXiFP%>c9VSG?M!30k<~MrB{>#rPJ-u!T#C!sAP66GT5rk
z9y3?;D_^O}<Y9=eFp_$6^owgTL)*4Ele{RYkgUjd3r#WIM=U(v0ky@<v&a2UI0DS0
zGa?JEKVSdpq<4|yh@Am`1`|a_Vb=F9Pb<Xbq#`(R;Phfy8V`K@UF4Te=5Cv#k*yMY
z+Pb&Mv=UIB_=o;9o!tlG1T>yuM#~qRXY@<TP;WuRh<C4ref-0n-qRO~{qOER&7V%h
zO=PD8E`@*9&<db&^&4PRU?ZG=4#X&wFU9L~PybiP<7IWK#FmOCvwPj6>BX)e+1qtL
z?u@$z$$IL~uU=GE?b;f9<x;siUELVBBX+k>q^)XT*JZMr`Rcs<2NJp+Q6<LF*)kJq
z8`h+eb}{i<ebJrI(bLRt$S621tPFl|X7g}zat1Qy=m&Pv2mFurL47wh1b^dRu}%rI
zpK0$OSK7+9o2Q&IHIc+m0QR^|X?IBZQ^~v-E9xo!z`keol@@ybe^z>oR8*-XRY}qG
z(d{b1e00zq_vl!G{deZrHH)oAiq874+N8V}np^Z2lPSHww0};1wH^K7+}vWJcgLcN
zCFed#S$xDA$RixSDwZtp*xsbyq}cb7MAZ9mv}Jo*qIUFzRSHF`m_$k`{=M0`_<^j~
z_TF1toP_6HG3cJ41IPZf>5}aO`R$Ftui9JS6%yCz&IAm6MV3SVo+FtoFfE>g*V~GY
z@$5HD%VK@Y@Y%|Qdw1j_<#`)*WxF@C%hnlkn}Qt=_W312iZgn=AruJh-=}TEe(#fH
z*~>mNPl<2q&kQf!6k@~(kB?<`{d6CsVZA}<PxM*+eSEvXEM)a@WQIJZZ_IY|?O2Uc
z5TM*iU-sbZw9)=kS@<c3+7+=<Pgd-$s?4r?GggfvHFvg$t2+CCrPkyx*bD92vI@S?
zf&eS|lJxT>W!t<e6tA5HEWd~T^y#EmPtNQw?)0rNsp=?RJdjkA7y9RHbu+nuoOOnD
z=_UAfnQME0E>oEH@8q{8OREdzLpp823L0MJYHGQ;#g%*-5!dbaEvtHzrRV+}^}d|@
zw(Iw$U4O+-hmsDwEdIVG3LHdJUFv-SWgm$8zgF@&_CAAy&7Z&wCeEJvg`xG?AZy=r
zja)ko>uf8>l-Ak4ALZi4k9}=Ay~21ncNIlK1rM|C3wNTvAgiqG5*czy7>%#r@0aPA
z@8m+FCq9T4M>-G>IskIz_ni^gW;QLGt9?%&71iVvGTnU_?hZ_3one{!i;m*($e8P;
z5_(w#RgvmDO)a6+wcPQG*=SbEeRuW1zz0hHR5)NlL_jvxy+kV%$#}ni%M3n&v~9R&
z-p0lf4@nIY;|x}tXh_z0hZ?C3l8qOfBB))zdzw4Obp5VI<8YmQJ=!x_a(%9R3emk4
zF(oE1q*ra37_ZBV<%ie$5~_X=2x9k_dor6J@N>+AYef0OWic@Wy>buVOSgC0nAGvT
zrt>Lc4;0*OLb|#%#w)e)YwJK>*thOg=vGB-E1dLpe;608`3P%;6|PGIeY?7Kj<B}Y
zJE@dN+-k0hl+zmvmyh0ex$o@Rvt21t6wIo>T(Vynktnz}Nyu}pLJ*#ph<OjHYBqwO
z6vlsr#fN2Q)afSoiDX_`px8RK{60s++R`LH-D5K&xOH(g+ts=!`FOXA!rQ5`2;Gz6
z0$y`%G`9E<>O-nm?!8F@qlDI$n;!-^cx2%Ub;(KwDvpNCanhf&40-?l{kvu>MiNmp
zF=X7Xz0W|#S?QCCd|-34XeL3{3Zsj|qw69|yVK0F%IIaa^JF$`erpZ#6qNd&WfJ76
zTzfb<u*=M-oqBG+220@uNfw1!x9nF{Gzeq$wkH(>;_$Zbmn?7zmyGhABe|95+obbn
zQ?Y9uGgDLy3>m*`V%G2t+($0h=Qqo;V*Oo(m)?|^=p&AIz-v87`j|pF#7a|(vVi{N
z+J)?`QnY+=`+2@1bM>Lc>fp^%hc>mjz+jBkN8Kn)2DIMx1qP5xZfBuudfX}oGhJW4
zt@+7CO}R$WV7S9*rUrzRW@t55b5-u0<~bUM$#AvZQ0p6QaR$Q2zE6k}dEdT`p;wqb
z&+F=;GO1_5W<-pu^zm#{n!k-r&D;HhlMO9HQ;7j-a`rf5!QHP*1h%JV5$Hvf)Sppp
z)RA14;KhqHi~Yf8VFm<tpAK?!Ry~oUIrAglXQlPCZrRKm*ZL==k9ATh2oa7&O-aw-
zFS6v5j<bg2Zd_U4q`W<sO7x^}(x@a(E2xP5T^cneJIgglw{~UW@!+JVK5SXfsF3MU
zEgzl3j6g@<Q&8_qI@|B^>m6au_-S!m(j|kqW%Zp85078y?Hr2t`LmVV)Y3v!HY$DH
z<^JCHbA>aqR+4*BMB{<)u372LVyE~~imY7K?wlF|IR|BNvuynn3J*RtF9J`7-l;U=
z_=(M}Q-@tLjKp+A-j^;@9D#m<BdK91$yjQ)dd7QxiD_tK@Wj|UgN<*Q2Da?Mt?d%3
z6E@my<>Ed*lCB&0jLoV|Pe<(fT==b{urE~UNxjL;w1oI-w6ObN2MYgMoj9nzed_Of
z{X!E6+t(EnIs3+%9W}kGyNEQq{!3qFE8IhnrsDI<$fi|2%Gv87NqK&)Dt;HcbhzG>
zZY3`bzijsE>l>#^0S(8LRimD5nd0TaDT5tyPb1sTF3+gd+%N$zZD}lN;cg=zJn5{5
zN5`=t#|&x9DbHWlyH5?cLPOE#6gtphd^t`Bhc?#M_dk4zw_z$pb=I|BSA;)*gtRsN
z<jwwW)WlSNN_1GS`iMDK?jrxaMcU{`K*G-KvJq!*a%yz%M`mMPfm<SFb>RxI;(m+%
z$nKP6{IlS;JQCIHP4w37>ae^x<iX5!lRrj|Q(2RPrlYX71AR7r^r4P$Ottfi-H)%w
z6*P$+QN^8DDTYWjR%Gc6N%1=KE<|^1FL8Ap&mdYJ_J`X0*HBUemT)xqfvOeyN$U*$
zTRFXubk^B0EWP$x&v>m)6BfC3+$m#sS76s({^RH*=5h1BP5Vc>DQn5#nhw1C4HT`n
zadD^K8`q(?in~v}4^(#A8?o5xss8(?Xkbt~jeT#YR1r;9OO-}cG=V`uPIk##(3o4a
zrJVi?M7gqWrr#PH+o2xH0GU8GR2g7|Sj$y4eG{5CInVM>B4DMsL5Wgx8QpTOgqyOA
zrLkn0#phY{)7BdXr5Po;*&f~Maie?q#o%sIL`|>U4u;7XURv@>^;14gNk|Ice+^+U
z8reo{>A-@D&ea!)zCq4$0|WYqXUhg?gEYWj&EU~Tvc4M6a=;g|fw`>+vd3;<0qKt{
z!a`EXXes9<Y&RuxdfZz5I)zX3U;e#$Lt+x0^go~h9R>;CpuDM}tFR$s%{`-R1N@2^
zqC&I6)hyu=r<>Vq?k|U{E31XjivfhsER47fuwJ`1{A_d3v6&Nb36S5~f{s=eB^A_u
zHQ<Am44yF}tG*!rq!IHd$%AGWvlHKq!cPM5ynrhVJJmYG)k~Pj;o&sTw%N<JF^n@q
zZ_1_Oy1Yx84ic5;4ojQo4rS+VhT!CKtACl7t93-}GMm!9?KmadEWYwO7U?-_MCL66
z)BO#-=k$#e4C4C1H0$J(+?=oiIZLbX`<Kb2S{S4BQ@|a|0#qFJO%@OWS+amuQ#0Qp
zKePd4qpmU^jJ-5Ad*wb(I?Pe6LM*mhqq$Nu-ZVsJ!`b-5bwyT7ba~J=(P@a~Ul7bJ
zc-&r80=}5cv|V4%m2xeU>3q$M7IJuSF&sX*hJgJ}fg$RohiB_`<}buNW4bhGr7tv$
zX3^F(fAwYP?PT~uCn0f}$I8QK+{jSkPG40S)!wmr;xj-7LP;s8IJ7~!%WK&QYE<o!
z1*!8K^R0e;xq5<(jEr=vZi(XFadlv;!{O5mOZn`#sz>C`4clP*?U?<X-CdRO`D?dD
z%6dG_A7pj8yH#YhovDeLm{Zq6H7k_ScTL5==*qhlv-)w2Sz$#)wrZ)!WW0tme*MwK
zNF-q{40zRk04c|7=08z*fIZ9d{O42I;F_oGKMpwa=e#b2Tjk4HK=aCT*Z;)qI|O2B
zUr4+Nwucsx#rmAWw_K0g620#me@IiHYYRhLM`kk>T(;1T6=iFC_93Soa_8%cc|gk-
z?#1fghJXA8YPqGKipz*uTiBJpB2xt@msNmX-Gd-Oitoa~?@}?H>ZD)*D1lw4v!4K4
zb8Jft^gTaMbOVhmX*D0j&e8Xp%&PM(PF@mH#Y;)<-;?El;K$Q~(sHPsW81Y-LT@>%
zHh4r%B2A3EJgarF&9;)U;iJ|#D{s@T!rfFc|I++Xlb{&L5IRb0h(d$YO8QI1n#?<D
z^`mAAFUqDqRI7w{TUmT*RyADM`TvDK*O-}Qpns!=0_~4`Ud0#<;(RyNfeoU3Uy{?B
zomVLjZ3Hb4Tkr$x88LWNvqml#S<jV>T#=XvB1cb7XlC}NJ9C<%A+MZ+FyV%ble#r~
zalPee(PG=IM#K4m!D@*+3S|rnVq-X6mFV2o<=hOe6YngLgK+ub@)sIGyBu2k>h?ya
zZLogjzyHCHa#kH2AjjvxXyK{2&q%;(;@^^zYKMYP;Pw)Fn^%t5ot+Vwb+xW+G4Q_)
zHx*OcFwV`8$<%d}H?fYs&oDQ}<6x@pX2smjnq8_!zHyjiFTG1<n4W!?3bFbj)~9MG
zz~9+^bm;yE&W=90)(1@+tnzX#5m|x(KbN!*MXYR}Y2G75|5Ht2ua?Q&rYe>?aWT~x
zR0}mrNVCOQ(+YrsxVl(D`;!~*J?k*NaFGP~pRYB<eZOR1W|2yRtNa^Yy^A_&7lBt=
z1%tyy$H9HqJo#5RRrCv#ge&NGpU$*~cPu`s#bbRwdYY<|wiergRO5mL>4Oc2#ohwH
zRm2yp+;Va_=1j;RkF~}Vw`O2v)cRlnFLPwO(&K*$?=V=*(clena_)6y+%(p7Ej7)h
zx*q0_xEorDcv-olgp(^(r_3i_@Oy5Z`pPU@led`P=BcoF=#Vm;L{;3G3u60$un_Bv
z0~iB-6EtJH!N3dBdPP9YdmTbT=&X%o)8HVTuc?R6ru?h7k$r?oxhzjxDeAB7nD3)@
z^7Ue=B_?*Zd@F4Q{3PAfCcdF<DAe~Up=T}1H9uTnTO*Kky>VRQVY7s8sRzKYA+d}E
zvnYfTumZFM9Nbu-%Fw87FmH*$0#ZHsop<}-X4NbJ599eQR&`DpzFzrowcMj*QdC9A
zyN)B@EK1p-;!2~o6;EnAZ@Zd1<f%o@$TYIuT>cPO;{Dclm_7=3^#UY#JI(d|5eX5)
zz6HwGxRv|68w2I?70&Qm0yJM{C2^=PK~rco7o_kaz6Y6AJl1}{z<eY-FBEnK;W*&!
zeK++;lBj12)EuQ;b3lGq%hfFf_BC><Jx|8!TY}Gwyo!p%?7DsBB$GEN(v{0_w4#G>
zxz%p})zieGr9ghJ_Ta(uTpw6+>4dnFf${;Y!wG{QH4gJO?MyXT4}wEibCq#CZKjpu
zlh<Zr6ROfkg@|*iBCDPy^sF~%8Z5qaCQzc~*TU|@Wt;RMtKh9Lg^g~y`K`yRy#nb_
z7kNx1zgPx=k=1BZM2xUgIxjH-^Rf<ZImE*z(^B1+>9)|H;o%h!SWN+$=LdA;vmk<X
zT})jD^MQ6m=m8z=yT3Hy`D?vvF}zwce{&@s*~!#5jAJ6&S|X@@?in)~9Mj+zRx@|C
z%yd{P7a>Bm*urpO#w$5oS6yD>GF*1lz8otxwbRFrL#TMC3RwyDj}kp0=uRVoHmY@D
zP>ub0b&DpDOgmShrazY+cCzlYZ|Db`_AtHf_BVcof~5=OllKYF6djJD%N5u(9{!wO
zw!6O^JBq^ah$--+!>Ug)X)YXoV!qv9CBCXeY9ibRm*;(cfxn2RD1Q6l9k1RLhsTuc
zoL)n917-mlHILasZ_N;KE}Hh2`FK&<Vbq%qI+*2Jd|maZx#f5fn(GSeh6g9YxZy~I
zJHgQu6SI77?`_erA%fGS+dZr^*%9h+u86jVo%M?0`Q>@n#KeLRv0_u5?_YGi&+v_x
zdk6oXO^oy^qXW;#^hzEyTp8Nf9(Vp;_c1F!?bSiTXj&FJgF@qsj;luxQXP&bFaLmI
zV<@bsCd>)>qK+ggkm_rl@`Z7x{Kec;bG>&BV!OWAsofXcP(Clu+O2tJ#a2yE$tqo>
zxq^PO_<8@L{f})lYy0N=*RyZ6ybKSMlINVg6#R9~?h=#jfM=JEazIFDjXCC9-N!<2
z!mIXU1HpuIdo|v(S!E+^WS420@8Dhvhb2{7NpT{P(W&R_7R-YT@%a_HJ=u}Isn}s`
zTs7Bl_mn5IVb%xfzss%}<&BvFvkQlVpF;7$E7ezr+e-@W?Pc$A9^PXfGos<YIWn$)
zCFb$=Gt{+zI<?h2$o2N@S<SZ?ySVhfC$h$AefbkXiPx9Aq$LXMF8Ojl<X~PTK|W2%
z2OEl(^X+@q@c9y@5j3O0`IE)IsU^QXcRfOyHQMXz>n%;7f`OgbG`w)g?lLsf>cs6|
zg~#eOk=BA^Z!J!4dv4G$3t2(>j@g{F4H>d%zqji+=z<Ot&pIxB$T`EPW~m_378UOM
z)KFW&!F~5I!%vpnSgj^f8TaoYtq2!XyH0OTZ@2!JK$Zcg@UC<u<3%A_@73n&-p~li
zpi0f|Dk)B=OP&l)TJuHrCC(TnZfdbcLW;GokkoOO6kb{k?-q%S80P57jm(KXT=CHC
z@XuP=zS4m@!Z2Es>6$0d%~ay*G%G5grlkP5Z%ci0f`I0rgJ(S0PtrX*nsgFUJ<Rda
zLmPB=`f(oeZ;nPBD3*$i=jgUfZ5nw(uSAs?b-8LqveJi8z`c8zuJvse|2)^Y$yj0<
za`8qS*n7-KMZPv0dqeE@&l0V324YF|3$&wSvOyAA8ev@LG$c5sfS0$F8<J?0gz~-}
z+O>2H0;gcjXQ1JNBzkXQm2(ChWD~zHk+03d6~y}TXoLNGAAe_ySXW_jwJ8z#i1u%W
zJ96*D^-7eYd&$fa=bYkw-N(;b5(oBv(H<`3=lEw*j@?Tx*p{f>nMv6BU?l!{@KgVZ
zu&i!PQ)lHKe|hEQovJEG)@t=?*mn=F^eJ#EFXZzcrG%;jySLjey(@P}tktdjT<$Z}
zOBeC(^oUW#_tcJ#qY;&GYB~AkK8pw*nNY4<SqnbEY+Ur4JZA@fhbk+nUSlCoh$;D0
zK2T$+6yKApHh)6f=ZY!)A{TRp99^rrsX$7GME2ioMwBxIkKMxt+>7|IMj;kXI-|V}
zqC-+9pB}E&E7jxenO=aPsVq}pKdMw=_~X;5?PddM*+xyx=o6Foj4W|4TNev+E-9V-
zR*AW;9ad=+3WyE7iN-O~j(_kDW(25*MQ-BBOK_>3eVgWbZR6kQEmur-JysPod$CN6
zBh7j7r%O=Ykmu8y%U5Yfp(l}F5=nw8z7)tQxLAA~J6O9y-Zn!eqUYS$fVMN#UYH6_
z!#`EPg^!xMY}jkhcGO;rUKh0Jld<|yUnf47`|oocBkha}5n;r3UZeE}YC3#H@<vG}
zoyUt0y%SX-k$)&t^gk^cOU71$DE1GB`MAgO`XAeM!2(IAU)L28<mA{ZDcECv$6k=?
z=~o*j1nS&A_n+shiVLNnZcy$MZHAq`h-NWfe{&juCb1YQaTMrmyh2^q=TBO8Yh&*r
zX;3&BDVE+~xrUNyQ!<>?tIO0@$Jm4mdV25#9bhuZ8j`c>5^G}QFp~beNDgIJKT>v$
z4khUt;Fg~Mt4K5F_tqrI)weH`)BR)Bmo=e5-kduV!D0wad1r+_%3WRYcYdfDe|MIh
z=Fr9$vX4y0$0n5RFQ&dIQ-2EYaqhz2iU3hdk6US_?Um1HBWKsu%bBimxlUNI{k%9{
z+HD7$Pg!U7hw+fjC=Z!sY7|$v_J&<+@y&RzM8abH_LjnZW)sur{S)QnVTG=q6-_nx
zjp8^yAwA@nq>(KZu5eF0cw%x+xz4%&RxZJvW%uyH0y;l?sZH6w_dUEw=9|6W@@89x
zccp2$w04D-yiDsU4KCTWpttjU$Vz?~Ck?vlaCdj9+=-!$XZLkdYdCpg1do3tly>;f
z1@)2eEara?@%5>a26#7qlm_>*()LmRC)ax@C6S`$s<<~Cn3_x~d7T?f#x!;Jvqi~x
zZ*%sS&8U)+ra~lXVo}=Lsb5|{o%Gn=T&Z0#N+4+QXEU9vRsWTyFw+*9)%E(p(dN3}
zVzFyu*uH}COlli()wS!23JnUAw-DC@$qGahx9_s_)^@CB)3;VkBvDhPJ@}yBx!OBl
zjV;$RkWV91@ody+I7ZXiF<S&6wx#k*b!r(DX>9KOCJbTJWXCn(UHpzcB`xl8utN<X
zB-S*R+fj09Dk*b#Wt>Y?(2=QW#_`u&OchFg3%LDW)=gH~$($}Lmj6ux2_O5|F70hJ
zB&&^xKc8f+RTY>gD*P&X^k7xH>qS<^b2sHEz5Zp=JIntv>0|JrFbO5zXZYa@tM2tm
zSRMjs()EmN=VHg)Mf|PCm&|K|GxN%pEmXTAgA<>%s&tE#=Tz(FXO~Y@$trDb^h7^H
zBzB)j!9(?H!n)P-fyQ<eUrt_-$7Yqsi;}f#jl*;y8YK8B*zOAZyEAYl)ah3nOzH?f
zHxJfzvD5NkjX*9J>|@d@T#P9;&aX8r>)eZhrxOKjJ&b|3Z#3(GqiU<eNZkO~3|8k+
zB=nT5`;Ph2t~poTmCu?oP##M3O@VBBU%2NMIbgi1(%@H-u;uvNzD9dVSENeeGv(ZS
z&xjICo^Q>jsT!Mcy(y(08GdDLeJA<27us6Zfcx*ic>H`X9=}pFD%F$7?I-H_&d0qD
z3}SzPz(|Az9<`L-$vT}{b@I+)WEEXvO6<k>kw1BBFBBgHvZENkWre-BYL$mbsX-0p
zoW;|(T*s!RRmv<JPFNYKlx8ytH<LOAZkr3Vr57%D+s+v!uDTQ^B3D!4^S!lLd$8cb
zNpSp8zVktt?sLDx(zIVry%275VuGsRtgL)M51AOvCZ3t&NJl*3rkkhHuu<Y}Svajp
z3KEUOQKUUCuj2wJRP;21-ts_Ra96Q=?z~G`Z@WRRN|+Vj%iBlU&0RO<wCC`xcW#*_
z%(-K!5+@AA-%IK8mQpDoN8e)a+ct^EROwi|(k<-pQZo<wD!-U_`Q92%?K^EW=inYL
zf6sjxN$adN9U`5?I?O4`>FU&U@8CXH?5tGShd)3d+0&eR@1y3S^*UkKBf{QWBhk#N
z=Q3w?e2>>Py5`s%)*G5rqN4KH98pN|`KrysKAC551N9-0JMCJPLNck^VIpmHti|^b
z+L9T+@+ud{+tsu5)I5bMYL)G-qAK#a7oVTi62IoTelT@OaHhv!j9^3X>Vtb&aFJ`=
zOpb!UUXOt4muX00Bs>&EI~xrp{Ix6D8|A9SeVU*9g}0Lg)!U^6Hv%TRSd{2!v;fgR
z63HL)hGnI)2`(DW#^IOxNV2Uu_3s(Gt@pBPWNyZfW;GtId}vWM?`kNZ*3=q%AyeKK
zHxsSKW;zP=)hPS3>5%1pqvV*lD1_S18|@fNRKOuIE#UCpuljHxWjDUCwcMxk10F6X
zbhX{GfsEYC#xq>TqXJj&$F=iUy|$Pvd)i>HQJ&j1#kVUG#)D-0)_W`aQ6fFhrLrS7
zMl*Cd=%ekYq4i%{mN4-Gj_$QQ_xP--&J?ZRdl}gXCF}5`5efio{m{2aajdCqRw7-{
zci@*^owuwWvk*;LJ%d~mvCkkI+qE^q5`Gr?1I!#hvjzq(4^CFSdV^kMs%a9PKJgmK
z`}IkA|7lYI`y)tT|6xnk%AIg6DU>86{`673N$<{ZUHQH~NXveOpjY01k_7p`&VQH2
zh7M6!Quzdk`F{X^s@y@$J%-laX}#T+=ow8$;VWAQr|+@Z8jTpu`RF`TI1&}S?qStm
zNs6a&?@`<7iD?GxnRk&Vkoq%{RAMN1tm9&(NqLT*W>jKVwFUXT<;T7i&{y$!aU|+=
zawVuCEMmDk1rwQS(xe9wlrilrEM(Ia(sxiRa%<l2UHK^1ew$D%!or$-WY=eOOg`u<
z#5-r!sn*Fp)y9_ufj(b8g`r%+Ij_%9+(w<RW;QjKu6u-hPL{pLEG}#BaN*-=u$FEi
zOj4*1Um4O4##T3zO2Vu9x2d2rnFi%Dbg5p%#1p<=RFYlbVi@Gi-3o1j^<Xh4?XJ5Y
zb1<I#w$CN{=N~(Xu!-A0NPM7F*##BhAVa~O<yXjsyW1T~ClV9wy(O(_<!PSjdV`cz
zR@@<d*iU<5u)@B^zPV2%RsGD<7*Z*?gQ;wfin&5Zgv_#CM?5kjwNb$}&h2b^w~+$*
zZACotN#5PvdqjHPPh6tl^b!e9udhFML(jQe8~t_voFiHj*GYDUi}ALclKc<oWv}Cz
zpG_$bP4VHh6y}PUwPSWqMnE#9`kE9O1Cj>xLm*G>DEIMru`xB2Zr6T_3aXC`3T*h)
z8MZ5dBB<?hc2~=xx0l1%p=58PDV<#wFh&s4roC+H44=bqEzW)yo}r&9QZ6=$C61xK
zH4Ua`*yuj-Cn*_pt1Kz!g~t=y$Aikrh6;K#(fWkCu1!H%qPc1#JZ1C{DHl4@*wolv
z9Jbw?a^BfK$4<$bdRr21c47C6fto})TmKGeEXNgb<<Fjc!VA;O{IT*g{_9AK;}{78
zy1w^Y-kkCwq@D15y>Y;LHDNH>ja>J_51@Qouzp0HIW6A<Rl|n~_;#h3-NIkANOMb|
zJ$3<<d4BKqGKT{l#g5CX_FC(BnN`d5vX!74ToXG=kmzg^om07a#bUZOvMV*ciInG`
zeWRIqlqXo+Gh!l3A;Ezqbp@~QZI2JMygk+pACH?03*RtwJz;HBeUS6mk*sb@cK*pb
zo8fQYzZVKV^6nX{iR;D}6I@Tk&Wby!LC10mS_{tL{_gSTB{LtG>H!V^`+5W3?&HYV
z7(%A?0N3_z5Un6?PcY>P909t)94j4ECFj=H?ce`CJmhq^3jD%$13zTLUMc)_AMo(?
z8JeMu(u2BLa=C0$5^ox=A@BuZ*fFS8Dl?qr^%=44!O18)RHi2CBz&G#%+BacP+IO1
z4vvlA1#M&U91l=~^80M96_f$fJr|~;O>=<bpDf~j3B7GF`Q)fsY-0BS<M?GzU|9c1
zx+TTcAUqy7e5p7I^mI4waKibM+l{W(+6*xhZtf1HT+Y5?8{~SKB6CJ}7A`BxXYv7m
zta_3vEBSMi>-A2G5Gko`y1mWG*Cq0N$Z_tzmYph4?!_#p{DFw@;2tQh6C9gZkr{2E
zB)>k62j5Lo6Su1Jb0!z#%;PbUKAZhR$dtF*@92KQO=-{vV+_FE58-{o@SQ-7lc=#b
zSMFS0jDehSx)*#ob~jsxszxF^`!elT!vD~5@aUEFHlpJN&ahmOw=!u<ul<mT$*5b+
zIr-7^YVUPLyZg@V_a@`&Waa9=U4m(ZlDNzQgGpp4kl5d!4{5}`+<v@jk;I$s02bzW
zQ|jPuBb*t8_N7s5reuql_n5bGJP$nx4Z@L8TsDS}w?QY*fL{*$Eh^o}n_2+u8Zk2O
zz`k=ZZu?q$=7hkkSk`*%U-F>>Vm;cC@J#O_c^Z~dKK~6IAC@ALEfJe$R_2`-CtDZs
zxmOMk0Aw7|G3G6^@;8Lmn+R=)jFPUD6|Myxi8~@CEmfBiSuk|xlF=z?G(9;fJGn$8
z#)MCy%l%wpSE(Z)-#PvH$g2cDrSBzRIbyzkH#*~^7wiIr9R<@}w&j659v;bk>VhDk
zapBh7UN!R3!WFHK!!fu@Gs)&Z3^u>XcSc=4r&(dHsouWZ^v$n#Qo`W9Qm^}r;ly=C
zkjf7yh9iPl$f_oeRs-w255ygyyv|ow5i9+6ZVOz|r$9u|f%u1-<2M06oB+-qOc`=<
z=!ZY~#jhK6YBIGV7JgfNFJRP1>rwacg<FGplhO=Mds($Zt%IrWy(;E4|CSB86%@pZ
zVAj1;n#ndjqVTo=#Abuw&d^#EtZnu1wSP8vp|&1U6|l1eBfS#uO&4z<tZl$dH6X0U
z#Kq-+<cVu~c+Zl@8lU696p3^h*<yhH8jd-my6-=hXd1Nw>%=b+O)G9udR@xhZ?rT6
zx838ar+B-+iH>lLGimk^Dw!3|O&8Z(t(H-?)Ku^6acelg{i~sLN+0#@kYXqr^$NXW
z;ERcL8hhPdOJBEqGUW6fw%eW>eE-*BZLiT%uPA=x;KkG{;PQGG=4v?B{?d1Dmuj6}
zmU4h$a+6VYTUeL|F!xHmuM%UOf!YR#(YT~c)3>_6K!_VIp-|3%57*rEB9@=BN&m9;
z>sHaDw44ibdaX8|0=&@;nNFylB~HCfa})A8<;3>MtL}el9=0%D8pNfY=v2sk1t0N<
zk<GR<-L;~kB4=<}m;x;o9*8K*t*E)X(?28Eg&%x55=@8E8uD5SwtN5Ezu>Q4k%`>5
z;b@PQt=&v*zH{rP5!(OhQmF~|jYte{4@<k)qVGf{_T5?lH%t27YqneX@)(Z}jC}5g
zMDNjcF~^0*(v|Ui{3M86UYm?rw9j6O@6WyUhLb24-x?L^age~@^D0WYQn4^ov|L6?
zD)yfV4dPVCd9G0GY|1-Mt8W)h-0bZDrrVse=Nz~;A>=X>FX>Rzw=h{`(JTQvq@!QI
z^H=ddjHrv<1k{zoN41M%{a#ZGt!K5zHQdUtBjIP;RT+hE0dDQ~r<Vk*{h^rragql9
z>E*BB?(xCwP5IF%uv$oh0hBms6rago_TH>Em;;cXdf_2NfQbb+QIEyubG0iZociR7
zg3AvnhK(o$7D?UA7P=~k+7@hfox1O#HGiW2WP}yp5|^iA8rd9r1=jwC{|AeGt`E{+
z1e68XC0qTte6J@nwDH@wALfbPV;rlKoy>n4AR4sux=)^L85)WAY7lh;=)FGTvYzvt
z2ohK^W~m|WPy2e*XR-(jcX*4P_$?Ry{-V|OtLo8&o5^0sq$XS*N=m;+r!TZT<o&Wc
z%Iyn%mEdJqIMl~>O2n@jOqkL@T*o`K4TiKmpdcJQbn75!!4$Oh9iH<}qCq6WkNBd{
zz;nWD;vnJJL3;4g8HcBOvXn=Pq=>GeG%GB<3#T!1M;9uSWF7+6K=vGBt~A>4msgvW
z<#0&JX$Z8(aRp)AI$C4UkC@eK`~KZ|=Ol;}U5CIEHHU)hy(Bb@d*D!y511D>==t%z
z)3d9nkABsNS)NeKy;pd9a&mILtRM8dc~!F_=4Kn9YQ@3-;ACWjmNgXuC_->RCNRlI
zBIE=4?zMHj62}H(0Nu@9IePbVdOrHS34N*cp`-!l42Gp)Y4i2X?yAxy)k>N)EPb8v
zOe8wC6I<F@4GC<xZUVXq3tK@FO937sV=5A4&PvUcZi%)Jk$G3IE}FrZM)Gm$?{FC{
zl1bkwT#$pQ19nJDRJX+9Ekc7s{ET;?Nru|r39`1RU)}rn`E{5Wq$h5AVC}u{0*k*R
zO}g=9B_>ZW=tuW<M=0GXY`T3=pOtQQVA-@px_-!V?<d<zhx^1|w5zpvh6@HF$|7_2
zXse@b2=sgRF5IOAn4Z_ld5L=7`CzKl8LK*QffX`X+P_b-ex5KL+*h*tt~l-jLxyMD
zl<MMBu7B7P@yqA6%K~2-8Z6z~m^OOKt-XpnUmOPltEzl1BX%x|M5qtl7`#_WhFp-U
zuMpEj)c~N#Y-|edd~a=5w#w65$%@Enbu7ZxKinpo1Vy5ti@Ctr|4g6u@1>))#^|iB
zrNAvxIdz$7uZsUdgv@Hyc<xys>&u0WmWwkAhDP|(jR03!2FB|O2HYtpnxd71JGzpM
zF|dKwpDTTG&h>R~zGT@D$`XY@8ox;Z^XX5IQ*}0a`0QORoj&7oyE4t*$hicvJ?g;z
zHCNEQ;8|T=D92}emZ|6cy58+mEnS(hU1{aM-dsAV@QA`a;O$7hqEYJ8$=+5+UHKF{
zRE=#Tk!`pDaCM}IfZKI!V*2fv+l#rYP)>K8+uHfJC%R0K0#Wjq?qQgxQKzuP(z%{Z
zygl83bZItYRCS(~*KGW=hO{oAG^OZU8D?YwNP5oDbpt4LU)Ttv4>!|B6C-Yu$W#|d
z^~|kmKGV|IrlUg5D_P9M^jlZV=(yzsH}bC4ge@fv9Gg~_F#f1DI_5v2oT$sYd#?xx
zq3{*PNNFlnf#sZ94az#zejD5@G&mUxM^>EOGD^$>edFzxM+v0LP`p)#;BwiZxM%J}
zK59D#*Wt4(4BykQgOo2P`9VubL+iERQody_TV<AS(6_GkKOu}Nd9D@GytsN?m$$I?
ze-VEpRaw^!gh@N#U?tX3U7l(r3Cr<pub%l3IP+q;af`EdrOLllTmHfAk*fCocVP=#
z>{@4D9e?+1a!IN`JUagT78eVb@|1V5ulG(rI?wezyv)9E@f})-aYyEtwb@4+X_<;_
zx2<Tp`z8EMUQQb_+Qt)&GHAV@JGcPiFSop-R|AN@Sx(<Mk6}Y?IS2R0e-Fl{m3GSG
z!r@UYd*y0E1?{TkVh3IA#`|4FU>)$IPJu#Vo?CF5i+}odjrM6voE!~+*!JFDK%UCr
z4;6_UHZn&LcfXsY67Pew*RtDkR}{M!rae_h3GOB}lc}$0)$?SBq&@Ye<F$FNd8}7;
z>OI<)m3DChhV7<?ND=cM=Zc2}9bES=_bB(dM?9s9I7Za>zI*ewz`d-*-kTsF=jx@V
z!E#3gudQp9QtZXSE@Q;KWKPeJvE7SasXpEbP6iL#5DWl3#31@aB!qE_G(xzQkFBJk
z;^}mINp`qaH<77(-u!&ZgMy=#t#f#x>e=O^FA0Ux2dg@(4)*_#e@uu9D!2X($iIi%
zuYn_GL1yNllmS$368)V2W)f<9Iijj$PS(tAaMG14qU@03cle9{01OQ)XnC45dGzQQ
z&}69u^}Y3cf;eLQ^@yTW$F_dH=4$gLe8+Yw>y~a{aok>k_?+<GP7gOKiS&fzlb^vC
zIYQbW8deN#gE@e;2sKAux8iM=(fDPvOd{1t|6L2Xcyz&`vOp$mzOwWDcbd|iKZ<ki
z2vF8R!cjDIFZK$9nWbj!N{}bNW`ndPyvXv?j=;8U;$U=e?M+NZVyRs|fGyM>!(7*}
z;WUKN?{}axizQJf-Xo{QPo5Z`C}5>v_=}D8it=h)_mv`*0+RWJK^|JqN|2+dLFW5p
zdrrD;ckYy4;`^jGIqf4^=+*XhW)g`FM}q9wu-7j3dRR7D4Q)g)m#Z#`?D%PYF;ATn
zk(XC|J-u+o$)+O@C`#0D)Bu<m+&OLr3$SNPtjb!mF(@+A7|UNRkAC9gEnW3Z{NqR4
zj><{o0?+4@UWU%8QRPgM){GF9$1wE%{Rg+;4tnJ{3D5XN0)yD%y=88$%uQN*69rG&
zU=Lg3-g<}DKV)>T25N_Viwg1z#eMvld3H)mUr$ExB^N-YKdgNpKk>vB8<)cp1vl_M
ze*_23blzE+p`mN~<`QY0#xxc6v|oBh4qUHR-+!mwcL#f;$Q&q<^eTpLL}6s&S#))?
zjEfvQ^IqtZMDPm@wtnE4u0#`oStDALYo(<WI34y6QZg6VkRSh)5bRwzAM6=owUfS`
zESRS&Gv$^1uOlu`h9Cy2xGnD{HdA0wL-5NG0zeI9x9bgWau|O1&YoHNSJ_Yj!l!8@
zN3K#J1}`s<3}e}s$%mg4PdQ~~znHr__T42bChkHnb0ZKDde>6i-#OztXfE=gwlgTo
zSy2tNZ%$>cOrmqCL9Cm{w;PXU0hm#8l;nw`LDQyeh?~}*yBE?z)M!7)JW7^w)pGb$
z$K&c>*80_57>$v{gQK4iIRWd(|HuhkR3?Ilhp~n|K+p_cINS>r?P-4G#7kleoQWU3
zik}Yg<~$9h98N_|qGOZMx}U#EkT*To)eOUUyf`d1q3l~K)mhWLiI=0T4RJ*70yaV9
zE=WSVZDgOT9X)v>dz?6S=|=Cxjt&O|P}255uGQ|3aE{r<*qNQ<yZ$G&RgKh|*Km`_
zAIfHJ2G;JJL{;k9KT9{4t~N5Y$VvP%P|jk*R9;?ed+ca>Z`>ai>lX(@>o<It-_rau
z2wZgBbnGSqp0K##M@XL~*<F-gY#l41R{|tvk!*$V%5riS#J5C#WkU2+Q!rcOQIQPm
z)cLATS5c!Z-JYtrcrMNj9#YRUvzm0+j?MH(RPkAF8xCz89Cy~x*QY9y3YiJhQeMpO
z45oKSTI-2L4>C?(YCdKl__7h*#t!%lLU9g=`7%LA1B<adBNCpxYHr{4>RdnOI<E}z
zZ~7)ZD%V>qzOT&CIpJre*tm&DR5pG|x%!YSO;=vRl!gMHa4ov&duw+ZV?W~0``k5S
z_c!C*Vi_4hZ#bcg5kC8~w@4Plb||)MY**YcQ$2A_TE({%EnzE^S>OM9Le}56h?bUE
z_@mKY{(-S%)HvMRhkShfwLu)fH9`2PO-HHR6<>Rc83*iE0O8dlVAa$}=ONsadb)b2
zTgSr{&ty94cH2(Svhk#ORRFons(q+{7mU*M(J=`LImVCLhJvJYDM=!19a;Si$tDr%
z`VQCy8p@<iRIxhog>l0&-uF`br=KohJVn!c;E?hg^^DxE5*2uYV?G38Bs(mQBfb?k
zc%M5@R~Z}{n&lqViLgmIpQ9o6YjEv7s|?cGudTiMY2NVPkylbQXXsUSdM9i<uojB5
z&m1|$#kq#AD^gN}A(FRzOxMhV-HmF&)O#WjdYed8ah4wOcLr{&>-TLo0hyzUK44>X
z{U7FI@;d0)V7w2UZfNDn{zfg=w$@eKRhGCKkmw$&>!iDDRQJ8X1jUBKOu{#+4_|$q
z`B6GqolG|yq@H);)J|Y*-cj#dS8P#<oWjiKx6xAWt%UgA+q(!|tI}9)W)_su<-^wz
zp2|h3zW*@0JUnLqw!#0wk$QiVBXQ3xcTfZ;Br`lix+}u1!PQ6sQ|E<mdvkJBDTNY{
zk`osw&mMVjSH<_fb4%Ve-O8E!zgN1J<mW0(PufOk`QE946}!8)_w!cl4KnU+p0H3a
zA5p30Nuu?xGDeqrFiJ47m5gDs;1bmR?V6EqXf)-P@GqEMB?VNL9xfEF0-Ov5D5`CJ
zVfQh5{>ga=JOkteUsHq=3<Dax?edtn<lbp{U7;h$89<}p?mp6q%j1_-=mr9BU`ZRv
zGmsN&qGGc@>-!zT=*SfMg<p<%(&=$m`<!QP_B_7*;L~L2`{d}CzIaybDCT2ZOC)u*
z%r^2H_MSE?cC*_0r@@qMm5jgZOB=zB)@x}aS;$Wyqi8y1GtS^*y!C|AIU@u_`9?rR
zS&h{AnWh9Qc!YxVHnTt`m?))HM$13&N*)}~7p;IxebU5y^Q>@@jILO3owA?@Rr@zT
z;BOcq{Edp|b3fQG^Hh3bODw4|@F`SppLzEhu!*GUTmt6aMfZ=4#I%77_n4c-Vp*DE
z-O(0}U#U19R^59#RH_YPlvbqC#E)-<x!8h>s{}Nfm={`w5l#nWcvxPP;PIL}@p!_L
z4fI^DD{^i`>AE8k^C~G~-hNl<6=h!m82m;LmM(78V<m-0-3z)Sv#B)(@sF>{Dkyb;
z&VHpg#kLhx0eTdtUco4>ipTBsiL&G3SFmYnbMUk4?`nI%OJ7mcn@q%cT4Wq<_e`lF
zrYT9R_e@HMJfLZB21N$sk|LpRqn=-qAE&@}#Slhwu66tg!9m#cJ4-4_nrfh1#qZnc
zGqmyM^-AihNs#z5chB5){;4xH<F}uija%wwl^^T@j)!-Rjm&S<b<MXP`U!g^4=UQd
zg;z4FXcm-neOf|=vDCjNqGF;_G{3zCoHc<IR#j)9(TLRPJshgUWJn|vdN!g2+ag`K
zQm0@&0{0H<Do_KXxhc50bU!xbE~SZOLw>{^+`5$1apB^Rc*23L$Zh@1uVQIm#h^XY
zh+rHnT%?86Z*E+f=#SWW8RhT%>d#ur<1nsLA<eArs~&C7<&%A5E0rUQ8(UW<mZ}@y
zeQKpKSW5`^esZ4;7ViluF=;A&9=mD{<YaSUfcT&G$rw|6goSZ((h~s%WxVSbU;No~
zqga~xStm4ABPi8tnq^jH*~K#eSl$;%YErZGr030>2mQ6y(E}!5%F<oX{mCpQuwT)c
z@=$Y5Adjd-ZRf0bmYVJsesax3D@@(&_^0itCpDHek`|;=e+K)gNeXTtHK3KuT!kvm
z*<M#Ymk5*ERrFQAz`^sqM)&g)mK1IE_hJmp=<}zx6aS^h(1-JJPGErw&?W_`p8_t&
za@gDj5?O&+hCRP*)}V-e{k0ZP&`-ju?QOq-BAsf3V5_vOho4I(MBfJgeuwF*ibJbg
z`6?rCj1K@aJf!#EMEBy@(3SsGJr`I71;N)FvKTkgUFm48D|x@GNQ!fbi;cQ=&S+Ky
zE#DNob~xZo*-AFbU@D03sCs@j_I<VQ_^N$4-dh2=s;NknFI6tn@sY9S3&DMBDPYxR
zoxaxNsZSq2ehYgZTD(9v99?ibmLEnFTr)ga`Hn;@klp*6mJqf@9&t45D9Z<QesEcV
z1rL&l6m>TUx8@7ejiW)H;c6Vhq<qS~*kMj>{1SJ^bwz=bv+Xqzwe+w8d(x|Lg-)%t
zVks3XO&N%~sY9erO@eRYX}VymbSp_>rBv)Q+-G5QX|>H{oTBA#ay~$&CEu;J0l70=
zL0x-#ne)`-1#ItxYkp{1>k5(^VBy6faTC5HO~rOaZVF=xc_{PL6Zm(2fpiz*dCgxZ
zxcxZ_25RyxG5k(U509AN_J@gG24I6-1m5I%0Ax+Tpx2)7(Y!&L{&8`a#8wBKrU*4v
z;D(g4u|gykHFI^sbbvsNC}h>8OZO`yZNw(BUnjTI81eCJ<{7)<jL*mHQ^OdROSk?w
zZAMa%x~Q~QcFx`7u#G=YYIJK{Iw!!h0Vod<8F{-5>I@5TyfdD00>2+3xOjK{sSo0}
z`N_j9DFQYl$gl$t|Fd^2jgO5@!7PMs7?_Za$mhXGOBHy}{4jC>CIqPfZp}8v4%fot
z;&#DYO{p0gjSw&FJ^Wyb-v^73=1jM{2Dw>?HuY%=CL_Pc(8>WS{XL4QD@oDPj-Y5T
z*vSHD=<;%Mtj?Q={S|lh{1fmg%_gIu7JB>xoYl~vNYDlmI3>?uoy4pC^GnqmQ`yR@
zWiVGkx7MqI@^n173yOp1E%@kbAVbTGii@w!!#Igduk>>h(hSP^Z?5)>>h+b2+cUPJ
zYFSj95b>)Uh+iE8Bl#;Wa>CvD<dLpkrVt{vNq#}!ff(Nc3YHDHBlExxjG4sj?EF6E
z`{+sZ<Nf%4yQ-F>fji)CO0l^<I4rh45@rR1bLMuy%Kq*(=~q9%kss+_U9E+P^CluJ
z`(n0B)NR2H&<T>NVDfA~3#6FOVqz9*e!*MBkEz&w;rFJ}@H%6Ldlc_Ud4+We;PfPQ
z9F`9H^Rw__%uUn4VsMgM=)FAa4I@R56WtK2v9D)J9i(z8yyZe55#1WI`<ZcPl3;kg
z@#um`X}mA>TtH)EC_>JFh!&pmFA0VZp_0dhsryo=><X8NALUh`vIFfKMr1r<k|}x_
zb8M<JBV@@HEYFzp)EXxP?O}FZdRkiASq9kBhZu}Xd}BqB`el7eXFJ&0Cf`*UA#B7k
zNk+FQOPJOx(+Ndl{=_5t8p3={iMdj^JiMIhjnfw*N*sozGj2X1lTresK14W$XidQT
zj%{IKU{lcMr|MSZ!F@@g$ELMJ)A)eLA*2mFj`;EYw=e8v%Px^5sJQVjWshd3IQl8q
z4yFikA~<&LIaSc&`26qBtwR8E`-4APsz7TdnRI7IhrF{WD)K1vx2d9wGfx3%4Mt2V
z2dlOp=4w*?-`NH%bf}Z27V9p%<K}ILUtW<o7}U??5dA{KeBE4NFm(7naVcD9zl6C0
z?cCcGRIxXwx6sh$oew{Ii5Tf@Hs%55($6fKLls>*;La}X={dku&#=oafv8|emh}Hs
zV3f;%BA1udql7e<rzw~LzrH(Zt;;LL3F7N5;m{sMw7#-`aa=4~A)52B%$Bg<qqxqB
z1pD>zVDi$<M`K4<8z+R&32yf3mRs!x@&umXCV-@lJbtAn*PX5H$~Fx4-pNyP;HvDf
zlfa_K7dL!v^j;nehM<a()6GxVWf%`k|6j6`6zji{E48D%ReX+L$wS;?bG8S{FAQy;
z?Y91Av;6jp=XEdhE?joHQBG&%c0)Mvt(jfx52dHd&f@qm5u?kT>tA%T3q7ixJI<BJ
z2!HY<P3PGg?qh=sn0b4;-bU@tS5P-_>Iy{^!X%70j}?j1Mj(ACcoNMllHlnJktk@$
z5o&;&0<C{mvsc&fFQgxOwLk4o!*p&F#khjDoc0+9hJ-W=9_?HsGybk@?_oqVG8C2*
zq58U(26s!u>Bnkvp!3j>mk$J;9u_2km$c=a##=Eve<#|n<;c(U7H2HEF8ry7p(n80
zVB0S*`PYcVy`9mJl7CQrxCBSLZlxot71~gxpZ&b6T0%4ACjU*y5bt;T<POcuxNBqz
z+`-0xASK}vr0;4RSKwAym%6Wkj$qSt{(8||=-eWR5$Lt$9yatvUAF|6w*OCnqVp0t
zrD>MzF6&tzpQLDpQl@|q5=>2mT#qp&**IHi+@Yi0@Z?ZB!feeaZb$+g2^Si}&d<X?
z^E>spT@)GGzO>rryHkve6w6M6ktnxdl4GD%cNP{#680K7g@S3!Kha6sarbI+1}{~V
ztA{xyKa8*}L`)K4bu34|y=|C*XFiE7`?TvWQZoFqfts@@zBz3sXp1-q3FOby;LtO$
z#ku&5a%37)npXW`hrr+AAN}uVYk(3W5+{8B!@eO--cD4I`7iIsy>VcZ)M?;4h=oCp
zncDe=l`w_G8T2F8Fde(8wG|Iu7GsBG4)%`7gHsSPR_C?nPOM#}95S_v(xmhkwDAnH
zV2q9xc&RD-Pr)qv@OR$^v;nOB%#^58F<fBpEz9@yyusQ(1`jz6`3+-IfiwdJQqjt<
zm#$ge`c|kegagcia0!#PvI-un(Q+??<;&vWfD!)ST(Ru|#G6}rUsvTv6|m%Jq%QTF
zT%PQVm$X!az5;4+G0}bOBEMzF-9(=a9BkM$B%Vv`ZWV8=nt#6unO_)ZU!@^`X_hu;
zQAAWMJLj<r$}eoxzPv#yElBF6Kmh&dY&zp`+VVj)7HD@!u4@{rQzJZyaq5<BWXzC-
zb~?<~$@nK2p=#?I-C^K;aW|C~!QV*4pasy1T;07Sd6d~0Xpo7;qQ*N~+kXd?TXR;P
zPdPu<z`lm48}6;B%cmv6y8A;FIRHA(TM*p!+#P9`*JgRWbfb35bK{Bas9a;fgIFFf
zRS9a{HoWY-`O&#Ww{G<diV-1>&gXZ=Bcc@sB%{8Z-eOp;BE#zxH`<lv21O-vk;<F+
zE1Yyuz5*VXzjkFOq}-aBipW82<J~*{*8lr;B&76932y&zP(oi>0y^yM)y+fMwTmG&
z?=-smw=V>=&o1YIrb*q*W%i}3)lVs_zMeW|JRoAQqY*^Sj>(XQCU`*#II4Q8d{_^7
zUC_Q(383XuR)<zWTFv)RbLZvV&rLK2^9kV*%1A0nD$@&Xh7(eCi;1$!U(bt`sptwf
zB30g(f+^OQH28Xnotd?DV;2y1eBq$&OPh;|^ra!S;={R3V{XKNsVp#AEawP3hmk`W
z(OMF*W77`VE6zQ>`j>JV2Oan5f5DnB1th`>GxuOJV5!Um)>8kjl?TA5n}oZkiHirB
zVWJ1qa<t%9>&nsL9rWGZu5A#9+0RJQ2R@QqK`GEfyKvL?d0qDWkIe7VyT&^?mCwEa
z%69q|2~*En6%_;OResbAi-+q*X(yHMBi<RPkJ)O_Cti(>j7$JK0Y6hdlm~v0IEZVD
zZlddD;Ded*HJCPIb?DTEIiNOZhya~7royZo<USck$ff_mI2p8JO^?IB9Eu;xb!e~Z
zEGMx{^>T%0X}Y%_l`M}*bu4FKKkrQ2z&B}1(KwjOU9%hty61dgUZ{ZM&yN(Tpx6EB
zuwGU@dGWPiMcTmucvrv;;KXJxbIj%RYlcyF<!jCWI-CL)*CMvqbnmO4UP)AD8Hu%y
zQGe+hX-}r`^iC4ER@~2?v_p5icJJuJb%Zxy&8uW7=N>#@f_;Dsx4MtCceNpo#M`KD
z(#pfYrnnERkdjrWbFG>eATs~P@SqFC!lL=7NQLR}7A1aKYP-Kn6RJ;hVN_2l>@%3O
z0vN`-_Kry5<nqRr(6Rr_bpl1aYS!a+@HWi!-Q8*Znex1_!F6UagcYt%wnPZZW3<{g
zQd~G9T{xHWSKsp$HIS#UAmp!uOvW*fQb27l8t(fu001tdow8?0F~q_k&(9MR9-ao{
z+bHeIA-4gJR0Q~M0KrG6d@}$)Cp@LcaCY)#6!qa(riAJ1IOW)H^b9QZv&+T!x$emA
zD@CHGX5Ng|sh2!$^NhVAgW$2qJHq5xD_~?HL-fAc!uV9&`qDV;B15bWAME|q-V{38
zbR0Cl-lE*>UYA(pKt>&<dJ;n_9M?UKmGn<vwRR@N66_YGjQiWXi%D-A;EkoZfK2i!
zHE*LIbm_Nk`u_d6i1jwi(oBYt98+Lt%H8sBo7U$|fC)J8cESaj9(tv8t^7gWn+%3i
zAtn>zBh$;oI&K1G&Z%M|Al#C|TJX})fY-d^f4m)>5VK(%lE{8^@%@hn5RbU2AIVR_
zivJoi8mSV}c7<XKh&Ixfn!mT7vR=JgNbCK<W_iY6u6s)A@0uj*Ma0LVx9q8I#WmUd
zobR9OQEm>akeRc{Aj|#cO%gJ~seH(%3VgV-NCR)S!GO6FhP6$+;@kim(c6e^nGYFq
ztlLgmyR!45dUW!@kl!cQN@n(#K>y#4g`JgI#mZ-k*|ytL%26A)nT_T146C1>ca?x6
z;CQ{TB$0=oUlYoXqMhXo3Cq3`OJpdQqmxrNobD5JA{t6DYrgBSaU!Z{x075}!oyF0
z9CFb1LX<Y-J|YPW6%P-Z@*V9=;Ute6U7#qNs4Yf~sPI_utLmakC&=yiS)O2F0|h8y
z=`UcqVN^ksp?oAfZhpy4G=_#}q2q`08G0jUgwR9+!ZakBN+~?~+Kt4Gm_lTb?)aE(
zU%oi!fubBwBW9&dy>_PifhwUJ`sX7S5h%6q|FQLzVO4fpv|B_`5ivnPKt(`6LMdq!
z>Fx%l8|e=H1Qi6NySr=CDT+vUH;8m7AhHp-^WA*soO_?={_>CPx7M0#%rVBCvtS3J
zq>p;d!Mke{Ht|z;UeEi3p(Q^7v1yY8ys|Bn?^Gf%(dM*w!k~SjHp9=cXG&FakczjQ
z8NR1s_f3zr;+CeVp=uQ0->uK`i~#)KF)BtLlnV237R=&$+%;OJRj?{|s=_)_zLAsN
zpWoQocw?BzG?62q)uaCYm5^NA9w)RsHx;_c+F5byUi?ADeWb)aDFg;zXvyO{Yj9RQ
zpZNK4%?3Gpls0|}zqS9MhtOc@f8HRgjcU=sJnwA_vx-WfD3mIg{fOZsowze|7^);(
zZIrjOV4dz_{dPkoQA4pBBSc5{T0jgQ`AZRm%X(PkPc|!BBVpclT5BlnD$LaxMwU6a
zF2ap^;Q>i_LW1+vSAS!M-a3AGt~&KU>g+<A(cnFT<q^Tq$c>js?Qe_#jM5c-+i;uU
zu#Rm{+OQxdr?P`eLP92(<8Wz`=Fl5$lQCeWMp6qTz4rx*n@9tBe2>4#@L8k@aAx~q
ze#MlA*#dkP!|sxaM|QUH3+RDoyQcCCws^Wb$zD~SwAu1O@Cx4rZ$NFReP75rMpA_{
zo#srdUwN?*-gMzV+Ey=Bpje!?&dvw@3x9K7pzee}B7MlY-v?#-SpfQ$of;0b)rkQD
zgr%6CD(xk-(iJ$q`JVcP&>vh-LM(b~XWhL0<~n2ulo?0K&hf<s$6MD<U0XSpJpPqa
zSUVq#tQ(w%#5dWYk=U@)w9muGz&2!Ews8NM6~J5#6(YvrP%x1m%)@b+D(4>UQd~iR
z`|40UzlEi*Gi$bX1Tuv{?)(=6Agp890r17L!`D`F&UK_1f~3KHHB<Bv3uzSN*qjoy
zoIxJ<4wWl7FJ#q=74ZUnq71Tcw<lfdAdQF01y7a>NPK<A`0&Qf$qMU4Xb{WanJAzO
zgo&*>G3@KGC!82?>t;RCcw^Mu1!OYR46!a>r7wE5zLITKW?;+(d!EFc&4Q0<uS;Tc
z&0Q_#SO#k-k`t%ZHG?*m-&!tF^5+3meXPBV&@9J$$49!RL{PjDmYm)0By7lmNt0$x
zr*dhL5sRqSxn8V)x|jxAFl&;>=`}KwCmYqE9Jy;wG1b*Nn8rUW$$Gq@ow(~~|0`d?
zU1|Y<4JvH9aS7NPA^r$BB4DW5Dl!BY+CQg(voP#r8FGasq=TP2U;@j9*-gs@DEEg|
zn!i6j8p;GdFmi1~@B>+I>3e1tZo5vab>66gv+PYBjr_|*%Wos^$rhlU^3kp(1G8~U
zL@=i_sRUQV&dyG98`M`puC2orJ{YU`xV<cgCR=q|?<{j^ptvsY_jR1OSZeFHb13r+
zID1374r9ZvCl_D@KP>mBl*bI^%zYSz5f7l!NOKaHkxzA%X-bfH1A1D~K3>+v5|BP3
z({Q!Rtbq82>g%u0&HE8wCubdNy<V1NA_wVF*J@vsWbOFr8*=XMTJ_>lUzzVWt?d{!
zuJ3zEjg;MejnFLbuvH*}(Z$8hnfd2#>7t`1mlzf8KReA@nvZ+zkI(TD%3b<!@!SWd
z5wz~A6XkiY#fZ~bd0C+D>MWKG4Jp_GQi!?t2xgWCs;R>>uc_A`ek`Yya*CLrOZ!Cb
z2mJuhsY|RT-ENws7`JTK?=-GBdcv6^Fhk=-jLO>M?|HInMam6ar5?^a<7CCh%<1Q$
zqM5jsA%0&pTO$8{1oBdG&WgOfNRsmSU@<4k*4Fl}1_0*Enoy+b#+IKA9c27GKe|}^
zZtzq3Sqkh)n{FKnd+{gT0u@_U`j_KBl$>7vNP*m+<4C6lrI^3(5ajNl6vHXPy*u2?
z$O3mQjQ>H$Y0`oE0wVeQS(-KeNfF{EVs*1S+-siL<iSbJ>M8B7dDUA6MIWt0|Evt5
zjhuOCm4h);w>|dqoIHjYriw-9ucfHzArXk^rpMv#aH@+l?8ZP~V$z{~+y2m780FmC
z@j1PQQtlF4p`x;f=FsoDmOLJhkyr9|eVu)K%+9oo<4~)!pFXhsdg%u8;1^l;VRG^P
zYtw~O`QV-_)ymW;ab;upanrYTP|`^t>6T0r8zd$RKkBBN6iTC!rcZ~NUc#03u=Wju
z5Y7AkH8?VAdK0ITVU_rE{gugm)jVM>_w)DZw)c>b{H`ms2q}d&G(_vDA&;pt5aRU3
zp|At){8dfgTU+qYNyA_fXcFBAdExh;w~klK0;Dm}5hYR>GI+tTQR8EDc#XtVz|>B?
zOw8|!6zRt6iT8G^3jTDT4?E2fJqkzjj^&h_<=?;gq&*o{fACDEbj>Cd$I2UPj`|t;
z-ZhA3qv3ADp&iV8;1skH;&$G8Ue7H0DwM5i6<O<9Q5JWjwBJ68Gdv)E{_@}|u1G(O
z&ngJ{QGex#zpgMMhuE%!HYpBze4S2BWFE^96}4Bk)r*S%y4E>*%wejf^JA%rFztm`
zNY2oEz4wqU(3_}Y5P}nF27hhm@8qUurlJg2bJa02%jz^CFOr{gJ?Yhjak#F#gQ{4l
zlyqGhKPsRes@I@WyUGBMchh=mt^6e#d#Hx+QOe20O_l{K{K84*m>u2mmRc`@Qn;Lm
zz0bnGi&G9!aMjE60G%)$tlf{F$gheV0}GrB#A(-I!yg#egUse_4WX_EM|6A=GRX8l
z7uB34?7Fyq^HoPDl;;fl%T9RIZxZyeQ;LgcQ+vrI-O2(?^+KBz1Krg|G|;E-Wr%rL
z?-X`p3d2IlKOwaVN+FF)Yon#m3k9{iHp;p*5B=3$p;_}_(v#DCzrImn@vNN0Z_3Vr
ziGYK<WH;Fn0g96{spH2#VS_~#14dc)UqAQNNv6*-U%oD!&RUY`<%nsOtXLHjxpF%8
z&?;nZTV#g2QeERGQV@ikKVNV1!SGFRGR|tsii_JEjp0g}nwoamy1Un6_BIQVM$l~j
zfV3o9p=DrrEa#?P-Ae1q82A|ptL>`LhJjv(uZ`_lii7vKVC?k%&sVl<JAu0}{!t!^
z{GjnhE)>U@$k}Zk&%Vg+9f=KIKl<}Ll*NIBqzntZzJ2J0@n(=#*46JqX2#>CTA&qe
z%`^T3DBORaHskCEW>;`k_yz6BHmX_RPyJ*be=rtM9sV~;@Jw(>RMK{h+wmp`G^3!y
zJh1>jpzmh7B|eoBB5+Gwy}1r!@euMyQ($*MF}^hdJ87UW8hT`8NJXar@Q%P9Ep*>H
zK^^l(P}PG^7CTI2n=d~>m9UO#Byt(n6xC37^>HYTxUr4`tGe{*AE=@{IJCTNnE=X9
zOiZ}15^KFg#tvixWy-Z`oZyn-y0erFBT#cp`!l-UNP=zE;dd#*<O?>JIIo^s=L%VV
zpqa8X^ZUxV4+Zh`<Wn1o&$GvuLMX3gJ;ziO<odGLPA-<(@nKvSra}w@G%7GuHB?X_
zecVu2;~lvDcu(Ny+CPRN)G+jr?gx!8%jhL8f{{z*rdIv2<KHtZ`_hh|j!oPn;F)2w
ziBG%4+Sc(Q<jL7+>eL5AX2-@;;f|{14>lz<)+G)O<4Q$YnN9x&mTj$d@S?oAiEgrg
z>UvAzDh7;s=?d8UyLTba)NBpU)1@HILBs`^fiMicX!7Uv^!4Gj$|8ur-U4#mt$)5>
zA2#WIWl5I%!s6K=bG2t+?u0{#Qla=@;rW4wFOu(6mjsy)EcyHQIkdzvR__MfaDC{K
z`KaU<vwJYbu$T=s$%f^AUrdGj2ojw&C~orEet(Ay4uDa?V#xduXtA3@!RML<WiE!V
zGZDYKOd@|i82s<EvML7g{(8q83z+V&!I9%ICPhD&ip*o<JY6%R5J&&gE8B$|V_}}W
zE$ZEE6{h{ktV3u_W`p#gu-CqPkUP4Sd!x3AD*Z{n_O7zE7zcCacQ|)(C7;^^*I#{n
zbPygDm6fkqvC=C_sSJ~-^XYbA2unnGKz$eqomt33A0MCn5^)r&Q8v(+*u(?Vx}vRX
zzx_6(^C7$L?$vaeNTtIVL2~`q@fCGd3e#46wp02SEFC+wtGc-hnr4=gc+!f*M7dT!
zqSsj|(a3pn30DNB;N^i;e~R?HSw_dS^L&8c`}gv;wk6Q6?1f==!*WJ!o(G5K8S6$^
zRrwV!-Fzi%8R@e<!(7>{<#zoGoZ3aE7thk=k!Jij?a*;8(Yn`fG9jPNEYNLk8)k*v
zW&-i8F1P+~xS0t;&ysgZSc|;Ufj(_9puw@%9RYtbg!ChO{TinZUO+WWyFt2S9<Hc1
z^nq+(mI9BP<l8ChkSLOv_3`7!9PKR=Kl|qaxl?-?IogC-{{$K>m`=qU>cq2JOS?9k
z2VSZhSDtDpS(`>K$EZN{O5Vw+?JofS92iACL@JJiT!d`^X{84#D<L4`kb)jm{V?!3
zGsX&8Usp7Xweibqt}+MY2JQ-TRt6ARPN|v=<*p3lu0#>4q-*wnuX_=A{M-SvPiWGs
zYsNRAtou{rh6V(?%g^9)G(3k$0syqXIS6R3khKk@iC=>jaM}$pQTA{Y2m`qQjtznA
zYg~c%7-y63koIyVn-QaLh?7k@4T@LehPC(8?HFq&IOffr_MK96%%9HNF4P4qe>v+f
z=}kt%N4;L45Dv|c6yw*PhXqt7W1C}+UTQ247`$EWXZ|XKTGIFuPh0X8g~C>4i#u|h
z@vY3iI$b6U!&WL@hWX>Cvs){#?7<<6YxtavlT#JAtHFgx-GT^4O${nh2#=-#HxHYc
zJ(CyOBM)*-;RD1l-Y=~;VV42|qD6UwTRdkt4S5?$m02&R<BYGy6C`Zp6uJu0(`OBA
z!XdL2*;c2RbFXHy0D98vfS0|1fB*Y6Lt|sj@s!k52N)A!2D>?i%`~LxvpE`IV&hw>
ztC0i;vRte4)zm8Mud8U&!kD!kGI~!hvZFm}iPpdEU@j4?&U}g_IKBCi=&y9ig5;=Z
zIwPf|hjkJsvNGkVu6%<sIkiu6p|7S4(mCPZ_l`hYtK7|ibTbzkqO$j1hZp~usG3^a
zY>GugJ9emW>`bStZ+S?t>B;6P_7R+9cX(;ew>N*O@G6V&8y}OEq#<Jdo(}^Xtil?5
z1*!FOhS}XpbobIOFv5YA1&b?G-4kdb32EuF*U2J#8<Y9Zml!K1Qik&RoIgX5Fe}@)
zdevL3eJ!6^G}oX`lLN!g`8Z<-=f0}Kp@}rbh=iT0%16Va2cghyLGSQ>_azG33I-O}
zm+@$?vH@3?Isgi0XA;kfctM+Xb%9t8%N*e6TVv=2;QZD-l7J;4=x5PvDDpwY#iRFw
z(sCoIYTc%^at+00+@qI<vgw8fZeht&Qgz3l!})j{oVWQE#;^2EQ3qoDRIv)a#^=n|
zNGX;bC{XKrbsBF6Hpk`bXHd7lS&VooWZL4#_uGluOJvpergUP&I$f2KS42#HC8J{V
zR!Xcdy7=f)H!a&U*WX_~hkojixCZ6c?p|Bo`9zOKXoWyrkxn+(P$@dLfy@SYU$|M=
z$o*-3jv@ZexPnC}NBw3_sQvk^sPm3T`_)q#m~sEz>1#D+CgW#UCV6Fu9V}8t#6)kS
zN0<(ccRe>Z&4%04e5oZ3ZV-#-PNx|o-(B!aU+3Tb?R<xBrky|Yl*dcGotB`5`wWYV
zi~m$^z(HNU9HJP+-9Deg9pI^266Wwt{!+k4SJ`a6Rqq-7p-XjMTC{bK(`%-x(=(6w
z?4mYE`g^O6*VEm?R86)wQeMpV&5#seRw~k(YRxRzk&x0Qp{ohSj#3qqj+#{m796ot
z9>c{&f3xIMYpXZ*3r34xe3n38MR||SE-mv~ayeH^&85?;Bm3r2Z}1f|!EkA^Ar<D%
z>FnAjJ@R&@o|e^1YW*8^k7gG8{x*mSS1HJ3p!bEcj~RDBFF9v|D>7*hlhL469@Cx(
zl1HdKN5+T2=%YMU&VBb`T-0r~lHLl7>!~v0HsK9wa1<>_s>Yk{2$sDsBsMiH@N(Mc
z&ppDVuuZaLl|AiDNlowzh=fEXKYCrFX<*Zc?u)-U#DW2qj6Sz4do;3q^`!rSjQ)n^
z$CZQt{$jJj#8`n4i~T@bi`N4#ycLvLBK@L{FTb)l85%^YpZ%;awBZ;|XdU*Ov9SIu
z?EXLCA0sp{HeQ9!Yh`T}Q?9wp7@*p@(|c6%e0Uz^SbNCtS?qXNeQdg$<H(0HM9XGn
z{+x{EUM(d`cky}~^ZVmikj<cKZHG3jnNtDTI~0FlN=Dv{2@De*gpT}$*1zDF^Wk)+
zqo<buzF?qiSSR<(7y5$IvnWB7X3gH4l3#v#wgzfhOe;!0yMn9=>8EqG9a#B@1<Pv8
z?eRP+cHb%MBsgl3?IkKDssz;5eCu&bo5a7hV5uuc+n+8%O|l9b59cD4NL`eO?r3ic
zjAbj*@z_;HgenA-=UX82ON`PB&Y%P>HFfPx-a0pn_^NiB^cs1j8P(;CaHAGTM#_sZ
z6*gy{8Z(Zq9|k;n-%DEN5Vp=?x=S_zwEpFyn-5)2fzaLuedn@@idZJ?`=xazCy>5~
zK$iA5zB-+MB?W-8ir`MwVnRQZ>mkPoQol-}-Tr}%F^J^78BRVjkJ=nM+AVC-%ski;
zf1WIWgMTPLM5uX*tNkC%W|bp{oRN&LtBdq`X|5UDgKgVe8rc73Ch9fO!}(<OcRadH
z*OE7@#`j*f%jf%r1>}?FF>^%6t@Ol&u97WoGLd)na*_uf$h@dt`5c|&J-LLW_6A{W
zr&05Fcb_Y%#4Ju5TDjK{bpl8)7YDn}bMmZ~^)NgMphWTOSft=}2l_9zTUD%j9W8q0
z^f^H+NJ~{eGZq{?pQk%8)t+5xb+?b0;lcRBvSA9+<iAX+%93QK!mPCxoy#7ae>1k$
zH&OPsu3mY6lD3`Vig~!uwk*Bbf$@YDyvL6>AFj-s?jTdXs*$dz=@}VjP-iyut{Wd3
z`AhmxiC?>VRY`Sl!AsLpI1!f!Lsis6*+*!45Vw~q?Vfkm(Moy$!%nO2WB)taG&$m{
zOgrL?Ez@E%do9}f+{=WCTvKkI)pSC~cEXhGAAZuzs=wA}oKY^+EW>F2$U0g&_%7u}
zSa^VYB;<ulfw>32{VJX5w`dfhs6Xk4oB53}i4p0H3cbXZVN85>eJtQxgp1EyIgOHw
zyq8Jg5Ygfwo#!scw)ZCNS9<Q$W`vmuxi^0FqpWb&%Q4!|``s9{bse28zD*YV>SgRp
zXr2Hb;quFKA5>;whJ3LnLR3I2Y$?1PCR&-eBF`a^B{T~0QQiVKuHP_k?b7eUj1-86
zH;nuUx~Ey6dMoy}1BEUDBks#PH0opM7nX6m6%lL2N9A=PBf=}r#kuu!H>`kWJogw^
zr2BK;DMU!C8O!XAl=0{6Uy?2=)2y%>bhQNhYq~o%&mF335T4p3#GWS<y3&e;f*rBh
zwWyrA^4az4BtQOSz5HXJP(R|_bKrlmu0>hqP=dSoEz%nD6qNkBJkUUk!T4ikFdOWa
zCLXTUa&AHEz@pc&fU?D+*O5_po{*f{1x{Dmq(U;KcSc9r2=ndRx18Sq?@sAIG4n08
zc%AYvI9%)6eJW+{qA_L8)f+fj55);m92^>mx-fadHTipmI?ML&uWzdHOZ?Vbi~(*N
z_3Cxw(wPvZN%!r}p_rt_(CBE>fFoYF{GM<I)fLe7%C9mYJFObvFB?cc1h*ddXw=xR
zjTB?rb&nL{J<g*98}pep7*mB~cY|YgbM)F#&gMUspzgX{D6{=R=<Jnk3fHW0ja2hv
z>Kg|AS3q2O4rQRCo}TqUI~s>)O2?{XlkwQhJ)4A%w#aC%hzII=+SV`=1sN`iI0g_S
z!NZ3Sl@U1y=i95$sxi;+QiH?9jOF5F(^#DNM>sNLmwjj*KX4d{oWb>+;=#M*3$==U
zzI!>vKJb{z*L0e<SJSex?vo36PNeFC<G^OsrW`C(njjy%Zg#KeO<BLTlCAxe`r5?}
ziHH&jBfU2wVs)8HiukACfwC^e=$1VD+O$q0!55ca&?$ivpYRU);59UdyPG!W_9gM8
zf4s~M5cCf@6;irTCMIK(&%DCl)?vQ7SlOmcBe9$FvGKfMxYj`Nd&n4O^15?6vU=}0
ziPN8dW0WCb+PVX<_S`uvhZ(*=Jc_ngH5$z9T}=3>P;WmNEkgK5SxoHRhOMUgPX8{R
z{dfBWCt}k+`4!$z%ABc)%?RhjtZbO;m?$Uns*_$+^o^Ox!Jjs5lWoxu#%cLL>5tq&
znNBEynp#;qcI%s#;rN!0b#?YZd&D-fP3S|-<&gq23s_8o3s?nvFebqBSqrYP=o@7|
zGLJ;Ew4!sacw43KisU9Aro@*XZTzZh>tg=3ahKeShT5Jndn7%)G^ZjM-gWp%L5ulZ
zx<ny!OfWsU+Ir4jO?1L3oG$@FWA~Zbf-83Ib%OcT;x{JGNR^}~8|C+2U7ZU5Rhm<U
z6aY+NOM`Om9Xba(8XBm2z$y7J>gr_`^ftLno=k>U;W#v{RiY_euD8k5w<toFlbovc
zkvcz7vojya`K?P>_1-d7n1^OaarKYdCiDM5*15+{A1n%s<U}3!cjl`wj_p@AnJ(X;
zC8!)!*4@uhS~Gl!SglF1z1fvR;$mhW1m&)o^lG;%4BZjsVtcy6=c989N2*=qVReeE
zo$+CruxZKo`joc8H!0S_DS7^K#j#y|_6ndU8||>4GaWKv_?#J~`~{kZnZ4aM;WbiW
zE9}Xt-Y7OZB|KvnA&hwblv`5`KARP-LtO_XQ4;LsfO#6R-H`;-^G7_iTzmqvi;9C^
zKxszt9&sz*opkr*9M%Aeb82-O90OaI3YeL6G^2hT3j0p2({KKL(l#M4oe%5r-&bMU
zN>{Ke3<y?E$vJ9|c=T_uLAz6!{<XBO`Q<COy(ihn*v)p{T8f56*nF+QM^iFV@4f`&
zp%H-nja%5)X$raE5Ha~Ud-2NX(!s=SAK@M<K@?d(wS0WYTwaN~-cCSsO<j$knAoU%
z>JP5ln@ZTXFw=wu*b<}h(UyD?0r`Le5qxf@S~uOfbN2GgQz0RE4Q|FBki2p`W*7`q
zWV*_R>q$gR-S3DPs>)}D{swYFC%+M$xDq2WU1sXRpzjba;?J>4#l9+RjVfy#Jk+4S
z!_-H=NPJ^8e!&gy!XS@rhC|h3Ay=U|KSuLB{KiA9HCy3Friu+|-TBuR?$gS&%U9*h
zpNYO%h9Dic>lCrBtdku1s`C?T+Q*O}D%#&-JoULhQ~=5;Ve6!}G^}1pxAz4qTatQc
z0EEu^PA>jt!0iIxse!xwzGcexZ|3K}6tCfUpnrQi5t|HXtT_6>F%oWOh3u<l<QY(f
zjIul#uT%7LZxP=pc(N`rbRlnz4a0OT-Bo(&d=inV7PErl*>cArUEQ#ZIlUSuViL!~
z+&B(h?&^F}O@v0oK1QQ?tJSK1;96MHI~L|?h3^Sr<sP$03Xv6_5oBRa9nIPIsB~A+
zZ?)<Zm8Gv_r)$j$gHHYwf=ZRJ<+@vblUB^vZjuk@UtRUL+7~McHz-CzglrPAw?>xs
zQ$Fdn-VSvyOZgZlVix(q<h{xjvZ+v8StWgZ2sT|<3Vq9u<VJ)i@31;$KXtZQ|I&d}
zc+=gbGf5FKT-9}@wYGaUmSO_SlV@C|BlILA`tG-d57jGnGGg5c$cmZ?H>k)inT+L>
zEA{Q2(!Q-<gZ2u~?P7CHQXw1R&^bNEW;<l;!ehpESA*2~ZEn47gaJd&S0Z?Zu#@Yz
zy<R8j`ZZDz9wpN7$r7EVuG!<^@dQ=Yr=804xLwzhJ8fs4YfAh1mOb6Q4tf4E*|8%B
z_6jK4o58x(y<1AQ{n2;VD`98mM)oiHTL!Y@O77P9)DRAwns;MU9H%K(8NHX`W!Gx8
z$<&kNGca$a8jlP>NIHv+krbNMt5Fv$npLVi?VY2SODV)9BT6oX*W#a#bd{amIPD;)
zX7VmPxqjdvx6gq-v!}-YBJ>cLDi!0dt-^lHm)LTFM*Z!{lHQ<=xU8+Bo;F(Tl}F+^
zk&TmhEALuQYi7&mQ3Y$ryplfFsp^KUN&28{X)~wLIXwou8i=qj@(M5v``OBBx@>!C
z=yiP6_%unu_^V_j1*SsdkWNHys5}YQe^Vv;^l2LMC1a1M3@J|*cIC-~jJoW6xD?mn
zFx28qc60LAf1|^-%56dN?QQ=t`VxbC`@#MD828Ul;9YEMWb3q!H4B4RW|ZHA8t6mp
zM2MMSg9_6fh)8k@hf8g;shh0I7wn{}&d51ME&7-rRM-z0GfI?-#JWA;l_0gx%&lJ`
zX#KIEkq%Lx0$cdN8xj{Hzi+WaGM;{ztA+3$4nrU03!v5h+fuZNXa+3CSG_$U%rY{R
z9~CAdX5bIAM35-kc*bzyh8X~{a9v&df5svIs3RvtIVdawFz8z6YWhIBD{+{iP`IkK
zyKoPwK&{7?H)-{R#J4D!*h#%*SI;~svs&BNW&l_*WjA;**+h=FQW=e`B%?1&fM)7y
z8hdKA7j_o<J~<3RVuM2AArWQfHIao=J~MZYT}snaA>IaaQ#dJ-L!2mP6*lQ6Y?1=W
zrjp;gmYc}!%cnBpN#vhJwqowrA=pNbu`mC|qxXt!1<WyO`)QKeG~&BgE9V8tiLYKw
zshJQ7h*{ftE4$$06b#?3Ep}1dSWCADuB?Q;bkb8Am$updKyMMTcWl-E#K4Y+_Hk5v
zp}VJz^ZKh{U2LxKXOmouh`A^@=bea`Y|4}xs!}Z&J`Q#Ke!>7Sg#|mcg`Q1dkX-{U
z+wLpz&i~inKuZV*3p{Pb=M@&uPgvd-d-ld>CGbkY#a%m<wZZ7Wce|M{6Wt+*`47{D
z1W51aCk3GQxdz!i94v;@upfW$$`a}_o7Js8jos9yd|MUd&<}@0|Lhc#k1%(e@g>P|
z{%!1y6k)%9*Q&iv^3WRJY+lf=5zsj6eMia#+(0HLDGG2u<s`72&ub`lt^lGZLH9OO
zu|-q)0<)?e1f+i-q|5wgpwy_}x(ZjlP8tSn_I-bHY=%Pvt!~|NTCk_;Fval#Awh8)
zp3IMx)y}u@JwMiHEu7AUrIuR-DDk!$_RwDpkDH4T5y+5CX_9zNMyv$%Ozk2d7@wMp
zxY<MjdiKJJA@?LgbacaLY9=?D&tRY#7dE{9fY9Xq99usc){e{c!@4_bf(?T<pj(w|
ztqIsFQG9U<H=ZPw`*Azj@5H{g$rfZqxoIr`d#A1w$bAMxNj&UHTfm4X%Rtp0EYE-M
z8R;Zfv8{MywN%Io^~=atw})~Kg|q=gmhzkTB2j7mLiQ6$(W**0jYA`BY{R9(o^x9G
z6CzOlGbt9Z8gAfQ{}EP3IkT2S2-B&LY<6gn1qjCjO;o><bZ<(kRkAtz=33#T3I{Sn
zB8j5+M+DN!8BEH2HI0jBWV!pjQ3)KPllAZdMLG^Ae&}4B)0~5~Xuzdf?F&JUVWq5T
zos>4J@F~Kvi+b^Kv|>`(fs7Ip%L;!$J#d8&Uh`ZOymRMH%yRkAlBoF}!}bT_RDS(=
z@@~3xm0CR_p&woF`XsO`va1;Ox}W46!FikDmC=+}#!htqJseP01sl^(&)dkWa5ZG9
zZ9W)ZojfG5t;lsZsSB$Qfstw``T*qqABzGROnMl_Bz}Q_;O82X<x4WgvAl};Qz+_`
zrqA{V!j|!S^MDn?f#3Rj#I{OZMz#QPHQMdJzi>aba-_h=>V4!_$6XdOk7DVutprF*
zi8da1+f6(|=j+{V%KP;bj{8c-1}7)eCBA}RL)~eLc$MvNLMUJn%Oeg--t-REGl85J
z?({8nQJfX&4@u7xqTXa_N}p1!EJbzoR_df>TryLpIUl<J^sBx$b2w?a&A;r3AsqK~
zSPV%5_^mhP^f-sgXEnl5+Wf>-dZ*}ngOW2{IQNI+sm2-7415A7p_j;u@hjb%N+wZk
z1{t~a7{+XtNFMNw)M9sM*h8-xbC2HQ1f$e$KDu;wEMO2kGscmfDb5!gPQtzteyT#^
zN-=e}KufyxcI7lcP;A>q?@;wkYY&Y0<}mT(uVSUJ#rrKZV)3*uRZl6IU~|1TzLqkp
z>GR#2YEt^yn*jyDs#4bw_y2?#hXp-O{*DHZ_3_1bQwLIAPIp`NxK;r1l_BwhLZ$)l
zGWsmq)PiwXepx;hVbFpsLVh#lBLUL;dE+|-Cxpe#@dxnB-%0mJsob-Bi}p%KPy&h~
zhN}%=D{N&%Xxes*9FSgN=>qutXb;TI&e#T}MI(Oe8by=g&ZcphtNztNM3zJ2KT#;c
z51YM8>oJdqF0j8}o>p61$m&G`ES;_d?VimvT)72%-|b%yX&vrn_Rzn5>ud7Nn6RXc
zcsz|@vufqgYSs#8OAU^9fLoh+UPav6nGy+adG&@^t+Z_G>(n%Mxt%ECCa}1%=w4>E
zh<}X3G3hh6A{mo0ce>T*tu=lxv-hrV(4Y#XC`L2_^vSz9xz2EOs#gtfhYAU$CtH~Z
z6u4;8f6D*{(p&W8c3vy(?FutI45;6JmYsl?Ds`$+TFM~GihO8DJ+aOp=$F4m!ZcNB
zfsH|2YMhh8*q>8-#BdL9knJERqEgSXCa_R@4U`3)KLr3873yCiDoav`75S7*@N8fZ
zjcDnw-BC<P@De1qYQOi5n{z`ZWpv^C_}KW2?qOV3*!JyR8ABiWY_>%NrKj+Ua+SZ=
z&lf;tz4?NXuP*SCG(OxFt})!BspR_3q{^iqi*`G82tkDj+eoCxy`phxq~QI9^XGqB
zk$P-qD>&bCx+<97d2>OcDa`erB)*e@tEcT#<Lv%FCD^={2@6-B6ns<BGWwDwy6SJV
z@$q*dHYHB-<E9=Q?yjy%@G@eQ+TOqs+O!E*Y={Wl%#a1V?Ss6t%irOlvlXj+RJiUw
zct*ud?aZlxHnq-np`<LoELar9mGe(&t+R1PIR)?fek<g%?8{0D#ge%?g+~CEy}5y$
zQHRM%=F*hB)ALZq@N?yC;$xeq4Vb~gfpSYtVPRo)0ZR9+C-J;4CEN#BAb?5A*aQ%f
zPcZ4&$j{zLlsh>+ST(K-vXczm(E;Vd9<crQ=B(bH9(cmxda8xQWNX-IF4{ApvRl<)
z(YrxR?9}x;f>GPQNmtCsD8rYKvLK$vDF<Zj>K`%YXv20QqzVrMuGlh*(MQcKEvk0y
zr%+omwkz_+E^)N|OZ`72)u~BRg+3!eW&xGsL-OwV5b5Ed+iE_>nC#L@1FeJdw(r9P
z?WE0sz96r#U$T<>nP~)e>33L{Ve7~NEM5G$*Kn*2Evpojqk@xZ?z@6pcKL8`TGhF7
z-cewy@ib;p;5Zxcg2eE-Ifi?}Dpj`Gu}>(klvZYcA6W}|noG*{#ZO$QndEj?&f)2L
z@j>8j=;_PNfA{gZe(&2zh`*(*yCNX1aTJnT|BKzU$G*ix0oGdS)}>FPm&m!(U@klT
zqelve<D2!q8Smjvzl4<30OH|I71d4!E6)~m#)t^e8=zaB7`<xv?}`SlBq;_YD+IEf
zx^S#hFRShn=<tzGFW@qPO&Dv1q^Ur!C<JIo0X)9s32SI+<v|r)HaG_ie@B;zK*@^4
zs09abUaIwGfD?()w+Dd$NnsBtd#cGF;rHv-!Uzolj0{nO8@`|Nl^YD|=JWpEt!tp4
z+zy@R5!0rr0)UtP7FJ*t^bBl)xjV_gl*?lMEKo{m4lb5oUts`NUgGJq7w<cHE&qnO
zNv;msC{&JQa=seu0OyMOtOGX8lw$gp7&oq9SuQ1ca_rl3o1tlq5>enhx|vyatW;fE
zocfBj2PdAw2P3|GlP@SU!BqnB1?#x~6lTbE&y<PZff-<~?)s9avtg17J#s0i1aO@O
znM3KHGB?@#429q5MSXo%Qe>p*`S1KMvhv#>yaTM{0H)W~0MD}hqD5M#n+(*Bc7r5{
zm9p*0uk_Ln6nq-2MjbuE#M+31kO5{zg4MYcCmj)Y5f=@Eoa-IquDD{)uV24L)HJ~4
z#i4GPu;Y?q+?}vsH4WXn!tc?8k-(udTQT$RByOA!|M>?yqR+Df4u9^t4qLoC%AX6f
z!=%~LKjwEFC8PIHW{_Aa2))9XhVnej4)9Qj>;;OMV@LE&+Rw?k-Q6L5mBWR^a&u?@
zclgZv@^`Bj8U139d2+RCH?-rSBz7%$_ePePP$KR%4AoW-EyChIaHtXh;i{>r$=%UI
z<U_&&VvWs^j?IAOcb|qvM7!D^JFi8SfB(xEVohS;<Qz68$3Y27tCx)Lo;7>+R^$ey
zmW85HTT7RjPQ|JRh}uO`WCIf}wB_WjLt}>t1oSMws&!K5vd*e-p;<KL$N9e(Kwx<U
zWPLJHS_<7kHJ}ZrN}d{GU{P^)*NUUcwU&|D*SCf;(fq{SRkz>yyP!zZ-x5a*=G8e&
z$Kz%U{}SxwJ1w({E@Q#7t^w8Vf^O9Jls*P~E(R$$wz3WNylf_@(YCQEo1fOu#N1N@
zLY}(k;4|9VAoH_EZT~~=!+!``*owXIU^#7Zm@W(C>rF&(`H}6J)3Ft`_~N=I;*$Me
zZ>m_J$^Eg$z_~T2Gp8~@DIe;Fc%;2G!eM#Kzj<@Ip<&`MeH?Ut&3sE-RO7X6L~OL2
z(;vL^srZY(sCXo|Y}nk@s$P`Ymk;vm@e7oSfo6;H-J$_zTT*ms->JHPvY9UK@gwGl
zto(ByTxY+$zh*dumoEm}B|p)8xPTE^zWg2-=YAj%a)e7XpWAB<fAJe$YyTgXAs_`d
zN;|gNNWBj7ghg6TD~A6NY861J4H)5y@P$Enjj%tF`ogKxXSKHeKpR3jHnsuo#U=US
zx3W|M0=kJ_M^)^%{*<&&Ol6%y$(_F7=T~NsNfrJ6VY#_NGp)tG8hx8xn0_oEpg)y9
zs2RQb%IFOavz^ancwxceoBNEUi2S=sOGgzx4p{O52$v7Es|O@X3?AuJjh7k+71aIK
zFxT!u1TNT?wi|A<KEwks!VR&V8FoD+Sx3ej-MD^zss3O?QC>dS4(aA+aYjQrBr`1y
z-yKS+l45``)H41>UMML)n@l>C{C=^2$xSxAiE8;8ihX6plQB$9plyGli>Lj!v!`uM
zutL8M0?IskkYGV}<)%X^H1uRZnc*bDwC*aass*9|7+{OIt3#+I^PY(!rPFq&Sy@@b
zV`4Nms#B4%dEAa`S)l**Tu7J#cg)IUO+|v&k&Ag<9~iK{?(tnjHL4S(89i>Nxlejc
z{nP6o(L8B~3|Q~N)<0QWER&w{JjRCz;MSCLWcln8o&FTK${g#cRkgeDMR8%OkCpEw
z@*KC#I#p!8H<(^_KH*WCKv023sEJ2EgS^znYe{BJOJ3z`RVg(5U0}`+PDM%wLG??=
zqi}8<qoAau+&MmV3U#EbJ22myBJC#GsZK`b?FDE(K=1A?-S2VV=mu)b7HGK`RX6Dr
zq*~oJn{Js-*6^EA!?KfZI-K+t)D!Wo-|3UoiQk6(t{Jrb@RKa-(*Y2Iwkl53+LaxC
zBk3N(Y7amXkT70o3?gk7S%HIq-7Q<6^pMQI&wl$O#|8ZS+b&w!?{1pTtoO}@kZ3aK
zhWk!3_^7bxfkk(~<pX@g+wVG@ASK~XP8g#e;5q(ex}Bc)PoS+yrT&*2s6V~&RAaep
zm#P=l0zF3@zifx%$woevz)7av6CZE*DNO~LRz5;uc;60*o72#>&jV442euf~OJ39;
zwOE?sn1S4AND^Pfz&5a;c4+9s^2*q4z=7lx=dSJxb1+VZFXsj2nvi--(a|jcab&uK
z!uir656wRY-DFMH>#rpwT4Z!bj@8L=mjLAir@YxUB)`OcuUsR0Kl7e{srd6pX&z_9
zQ5EhFZY*%M6-%deT{FuHN68f*S(2K+toho7S@o~I$v)<qHBeg!bf~fw7*(ENf$@{d
z`XyoV*!$J@YPQd0_U<Ln`-oyH9Z)k>Bvz>+4WsUAZb61_j(R|E>`<tB%;PC^*;w(x
zU;81D_Q~B*Miz}(OiDCQ`pyl6C^&^1C0Wf`cJ&)cv*U7Sa}A$B)uMxf#p_h9Fot}O
zaZyAZcom5K+uK-qp;AOCAm7BJm%s`Htltqadp~Vffp-V*Tnv9nUFp%Ml|$}mMHpIf
zr57|F?cMM~$@06^08(xvwT0fdV@0Ov=w$Ne_1guCMrbUZyOoX6_q|aLhu$h?x5!?E
z+u>Wrl<Fle(#AHLm{g{^yEcSj(t|XBj>aKDQvKJ0wxHbcmP?-LUvgspC`0)&Ou8p&
zFO1ZL9OcYR^GK@VlJ#O<w@$U_zHlI}9q~X?)xbQds>eQqJ>*tTu$bCGOD9=c(#a5p
zgjG|!MA&C<Kcg#neVZPJi*>)PP&TNXr;-Nn&#&#(vmN?&a+Q8llb(ER<{yNu5JVC~
zZ*HsRjrlf)2jy)i3WLo)-jDc@a*qu}VG#6|eCOY{ds+kWC1kW(Rk%6Y<~~tqe+2<$
z*c}Ndm%kxMTdsvVvl8@yUb-jpvo97XD;M;$?{~`wTHbX?kP~9W^=^yhF9EPUzeLhG
zy`jPV{k8AZJiRq0C~Tcn8$`Gjeq>z@*x*mR#+|QreH>7~r$oow*TQ((JBRiB0@Lz_
ztCgFFJS^u}2a)+0?zVDw(@sr$c$H7E368@^LWjkASBK+Jiz8omO!CR1aBYY+OL9QT
z@fm%v4ItGn*^c6%e7rFF{s(^2zvjd8r`2cROJesDw}mHg1|Gv1yMrn6Qu}yT2xowf
z9LSR;Kwm=TwDkP`xzeBWVnHO}Qnk>9fR|yVm&C{UQ#B#Y1^YEvvOk9?vNG{%ppmsu
zXwjGc@gwpjm4ZHgyxeI|#*S(JD#Y#lXt*?VJ|s<NxMrnYH~D{moN5b$<{}(B)G6KS
zcZL654nm*FSN(AW8SP99jm*>^(bs2<6pTvlIeY$MskkR~pelhk^d|`+uX+&PB`HuN
z!BOgraI*^Z|IzwqjJ^J4A9d(^{taF#$y2wzect-4bOo=+?^ZGVreo;-y!%vhCsKpZ
z0i>QEC+h)e*67VmKWgdG8ytW2`W2O~cF!p~)A2=6u1*UwI((iP%Aq8;3NQWTzjKsh
z-z`hwT9I43FGRQcju0{a;haa7^~!C8kVX`WRmTMRq<?X9lymm>7gDo3C?x?_?xP>c
zpty4qZ>l7BKD0f0U9C$!XgzzMm{`JmD#ah7@jP}>;iVfInNR<`W$YmpnTCJDC<o=e
z8am~@IbkF3=JS^O>Nj%U@XSIE@?UFTiq4sC*{gaCk}1f)I@x8|zAh_C;J0GKY;=-k
zsefLwBW#<XOD}whsH#bqSh}55cNs|b=}d=G*vzljiDJn~uC`H8a-<cIU_8R-d2^e5
zas*~uyPGw@6JeJ#>e7rn%#sXIGj6ORjxQrPDIez>nzr!r6zjYmF!qBeXIRSd{^X6E
z+(Oja-@Ex@JR5mI>l$5b7`<5ZY+XsJu+S|<*;7g7tGy|&L>y#ZLTZQ}hh17p{ertv
zW~`wa8**{5{ry&=3~K_jlkSbaYwhAql1{ZF9IF%L_Gpy9L;!L_{;Ud)w>9L^r0f{Q
zHu?3(A+X9j55z1*D<K{E`D7LHk=saTB|-AgxD_}s>=&QGa!`qbc!5i|!P~!nDk%cU
z#wUm$aN>jx(G&=lq0IY%FfoFNsO!!B<=#!u;NY(<Tvq-6jS-+a36ft2zB)QpJ5@wL
z$4L-q1YVx1RYQf(LxHw7!Dx&$Wf|z9f39KI#>aTk?xn_7E%>A^;2Sio%DVUX@-=3M
z1hs!4O2pVHPZLSxY<_!W9dXmecvPob<|2ON*=~>{8>nx%-c$mbwCpVQhnCndI*erZ
zq0dnBiTFfio&{UI^zLUN2gqN#Fg)#h^qEQDN<;DfYF!Aj3A1~Y-bsmpvkBFxi(OrB
zD`itDRdqNp9q|g73)s_drBc%ut!!ZsrOY3#m_<0ewzu|W#5sGDz%Z0$bR7#6wy@;;
zz!h~DAC0m_=VlPl{ud|8E}{OWzOZ-$oF3T9(9RVW%@k)Jznxg8r<}UKuDOA1Gn5x1
zaSM_c8!SG&F?NgcH(9etmhS3TL&E!r_`txU!FDgr7eq^TYs|Ob7Z_ct$K4)?PFwS>
zjlP$56I&NW=;q(jr{TNkp6q(HqRF!QrKPU-7Z?I?!v5cNL4@P&g$@iFOs|XOfe^m_
z`|tPUz3R5{`j0Xhs&=q0yc@7Ta;a#1T|%Zc%bB#!tuMXnT3V%T;3;ozGcZ4N{feoh
zMH>~GF9%<6h`!Hmwt9cuvTudceE`9e{U<v$jiR-0w%<i%v?Gvmav?9t7#lYVxWyw;
zxY3^ZWTs*@&c+@?PYFc>e0{}*Hf#rnJ0dRFVvmsj{6=LE(RzPL^3}PNHi{xRK)zjh
ztSnVK;G#zWvfW?nA11?Dz19^JLsR;r3GpLdG1uk0<-7RqSYm>LkmzG}6}vFJzbhez
z^ctFYw?<4=fo&qtOa=sH7g0DZ&66PmcRpR2L64_%61hD#W6KC0*rZYQXwD79hc}^t
zrH;!cmTRAy*VQV_SI6JD$yY8Zp?h)^egrDHcL&m!T|$-2)n|^cjA;q0#+CW2g~v)q
z@DOE_9ospqY+{Z)y5t6r2vhU0KRTl?k#iXkxI!sEJ7nwUZVeNf81ku-y7)8$I4Crx
zrEv`A)>#AcxmgtZ8(8MDY{DHPj(+t$4XTtlKg&MfDnn8Km^CTX<+K#4Ci~T*kO$i#
zM$D7BwNGQ=HvZ!&YB{-$lb?v1v{JRrVffiMQebSDIt?K1f8l}%M{uUf!C6z-hll@y
zVM6P0=Bi`@Epu8wwSv1i4y{`;dc}dV9ND&{$V)XV#)=XQ)AX^gl2UnS6TC=07SAh8
zs2`lVeUAEz@G|CAe%!9QzhiEtfq2LTAKwUVbNls%G#o<Kap>yqjXhX2EIv6x$-+@S
zS+-4UwMzszbjrK65mCase<v7ZKAxZix@~ujJKI{M>eIWtHM4vh^swKrpWFdNapbcm
zga>%G(<;apq~5}YjnDa~y&DG~K9q^Hw_eF>C}-&`y_QNQc4&>5C(VY~e?9?;$h!~`
zcakEw!xghYmw3E7-*xFj^~r(aL?(R!)uWv%IfNgMez1N55wuBcBh?$f$ahJF_k~o&
z0yKGwJ>t`eHonO%hdBQ$O_(nhYb#)Ev9aT2;HP!cT<ct4#BN0qNNU;FTWnQ&kOi+#
zZWX)7A|zxSq*FmJ7f(*6PL1rM_z%1QT#lm)4j-fH0MbLf`8(u~)k|<&eJ(mkBHo-9
zVj#wnRIpKl(V&Eu*<SMcqk>q?@_jf*URZ%Klg5w_HFGP}l|wQ2>qC`M6^r3D>KeWp
zNvu1E4(raTtbu2Egnb5|e`N`k(Tmr~2U{7T*<i9g#yj;EDbsGkN~Q`d4SYiU!FVby
zl9j~*so~|?Cj3N``j@tp?A06EbOP;IBwdd^6EsW!Go6_3SvXSun(i18)IP3AqJ!H}
z#H&#GXX$0GJ57VwX8y$DsP>9o>UHH35z{9T=qXDyKj0>3><ujdRB-4PNpzAJ`(2eQ
z(?^Y}L_GDAkMi<MkA_0{=+QTH|9r`MY}%M#fN4|h)S#WPfi-y^3mG4^l;WfL57SEd
z%X7!y^)M!i2~)op(wl=Ab_n=1%fqT6EB<cNt<{H=+~JwboD_f*?yz>&x{B_P$e0cX
z@mnC-pA7a!48damadP86?O>2X&<}#PM3HGXzv~q0+XT4ai!lAiM0>Czz4U0TiEUIe
z(So6`GJat95rhv0e!w-TEUS|r2~nKL?4_koW1IhrT^+-(q*C!vg&nt$BVo74lyTgl
zqx9NjD9bwH)cF*The{&Cp3RJU4CUstfl|gEaR-=`ja1=KSBcJpp_i+uB*)dEyniu*
zX4sF>_v@mP;(S`WHwrO;Z&69r*yT+$T6vsS_BHDY1!>Babjlh3f8$0(;Jq^_=e2@f
zNbL5rNya?ytv1m{FKX_AQ^%h^^djJITsG{>yxW=$o(gOU1$UGD=)WQ3d?-e07p!ne
zj%1^BPbOmqorZMx><3JMz_+IotzyyC;B3LhuECSQ^X)YffgyYvW1~deI6p`#9o3zz
zqE#XRo+TSefeBqTTknI5`x?i!AgkgQ*+zl{7HetT-IhY63T2v~A<a_56Thog1tCI!
zcW$)8Cx+u)N!yuny}CM!AY<A~33NVT?q9fzMaO=U^8s2zA@ZRhWAV!xfbl0vg+b0@
zglt-hmM9mE&dQ@!S-=?8cOLO7Rp@?ilRMt{<<UlWzk2I^fQIB`0pfX@OGOf+m6Nqy
zS)WD1XqMrYzzXTebx21DA=Xqc0CrVke$+vq*v2^ErLqYS0a1@2flnPjITDqz>)^~u
zNkZVdMv3pz{}zI`SuYFCQ_hQ4Cvvt$^Kbmbk>7W-)vb|pXa~-*Q`r2rtkL(7HvfvG
z$TPKfBK8uGozNx<ve_=W0%ey`D+xRzXhoCOnZF(_b~}?1pNaWfKm2fl{W;4=xA$ff
z87u)hXjUw=?DP25N*e>F;A+S9oTVibsK=3o3d=#t<3FPDTy|e`W5)}$dCX(x_bKS;
z=)yO-U^;>L|0QAsTC|Y;h#+Uw;I5-U$r(bj>!7~*qYIOZ-)~Ui#$tvZHlQnipK3AW
zt#iQa3ZD^mePi=1ZV1x;0-2AkyaDY33#wP><M}-_BqNyyDUY`BI^%g%@rfSDDJZn=
z2ooYLKNhU4M~YsQp~+Bkd!5ss1L_p2P^qx@bb05LDAzqHm=`09y!%yH!#j{hL7fNK
z=0@F~{xjCB>aOq%%?4vld#A~F!%Nd%>`A_G|BHjV{c)>pjppv%r{D~ZqyUwMfkguv
zeh5|n{ncIuUS#vc^GUAyFjiu4SRdt`WC!vEWQW=`Kl`{4GUel3?ZMn7)XNth8ti=^
zfB)2|I;d1mEW5wn^h#cT%ii?ovAAQbJ-znWQQ5$ugcTQjw>Q~4#sO>YARe^i3I`yC
z_07b(=r&4^o!|=>E|`@^LbhsIui2N5l`ZIG+IXlf4<;Ng14e2zhMqT{)Q_xIuRs=C
zza>tfA;wqWI4ItP3m)4$EGu_PyRw246ASfQ0{2Tm;JUB>B!_{8yFfFgOs1^deNL^S
z>)m@W3d|Lp@(%i&ry0V1Z>Y4*=zT9IQKpMyirdu;KL51Ou^w2=27{mZ!XhGm#92{N
zZhjgd;e-k0=#8pH3T(j{^ux;daB&z<3l@=r0mD!edBJc%v35vT{7E=$4ZuZFo(C-S
zA-F(3b$e)S_@@P-QE(Z>-4k=t362SW@_axDW}?UK+V!Q0`}z6(TA>kumK{Ua524Ub
z$7$N5B0T@7lXH5fz5?Eh@p^q|TN^`3TkwnI>MX@;%Ogy59#yNi!35;pt<9N~9y4I)
zem-1PEzc=(vu;b==uN{xR<HDNa7nZW)H@{I-Ved6$E+~a{rpNcWYP-_8T#g9%}d6D
z$T(%7W>HB`FNJ+&0QZ^nM+X=kX4aSXzMy{0ax(eC4%7iptV7GUlK)>B!Ru6kdX0*1
z^^IwI8LmuOiS}tZi`McK8f}M1Dd|dhx_CK$4Z)31y}(ePYD=>xJ&-F&sJ1XF*=O(3
z?dx};p;0Z=DD^sJY*J60RQ7$@QGXqUjU>0_P!!^=PnLx$g)3?+wq7F^97t8;8s@{z
zI&YYA0#yUjjy01pS9Pn0vS>Tb^};t%u^dCoOG$mWG4Z!W;3yfW+tKQ&<G<a<N@d3=
zl*2^GWC14^6*pVRTC<<T{<kW|!tvd}E8-|rV(dg=c1ja@cU6m>-_EWIVSU&Ie+8ZH
z*!aPv&P|E(r@9=_(9!wbmDC%LU(R^5I~)P~j@d2rvdq7tL7pL-SkOY@CY7C?JqGkO
z``q@^a*I)gS+PFo6*j2sus^M$*^B5YSv7|?f0Pm&4Zc5KRlR6Z_$F_#FIp&&;LZy_
zGS9bjbIu8Q+5AriLALQZ+WO@gJ+ss()u}#vvs1unQht)Fyr%4|DKv0k&UaC#XHpu8
z{w(oLi)ptuf<ODrAF}iRExA|=VxbHqVu!L3ik2YC;Wy{6p`A8$CT&{CF$dGfIv$*S
zY)a5?58d|mQn-8N8Pv>!|B4a($vUHHlJT@q{MriT!R&gFUv<60)I2I-_o`W~!ql#C
zGLW6qmO&<0;GBBZYa7R9ClaaSnvL}HSuLoM0b*Q1j9pfdEmbbSb$3O1)!`J%q2;fV
zDhI|!``V3=L~6^!4hIzM=cKO=Vjudck$Rp&P^Z_vys#3FlESI`XVtw2%wsbIIH|_1
z-Q5*e?;><Iw9OotsItrT7%7M*vd-vj`T8~I-vR@{NjW*Cyk;J4^WlK?n0uCo&*<A6
zEU;Vsm+t9Px8F^&R|BucyI#q$zIS_Bxc!wv?k6lcH-KD+4z6QZjTrc$$A^IFK$biP
zs)(+Wkf_fRxP$VLH}iukh}Twz#?3Ci6q&`Qm?2dh!W`YPLtM>|y8ZY>Y4Fc0X?5m>
z;)W7LXb5g{AvlHdx;X%qJ!Mwk^SU*@&jMutoGoW}XqPh!0azdYTx^Z(x?t-GW74|L
zm~Vn?Yik{&ZjH8oGTzZ4WxlgGYVH$rB~zC7=bN!|OLM~#&Qu|2iHUYx*SK-xhUvd0
z26Htqb!xy2e<GuoaC79@Lv^<_k9I9QmH-OW->(l!*}*_PdAwPsa@a2Yc4sTCz-;hw
z`P?-(Ek=*Ms4xeyk{e>?Mw0pz1<@jKFxf%nf$^klDx082LJKGducPZb*#7S9*n<os
zAsO+Y7lg<GP%aTIq+-I>KfI@PIJyk-57iRQx%6V~tLX%GT0B@thRJ+^LbZQMkRIgb
z7g=txGh`@V&8K$TsbO$ca(8OFoA#tX{d?vuq`H}k!T{>GP@YXnm{ObsBfkS53Xs)#
z7UM=sjU%gyKffg$295ZIbUbIO1U^2#!`jG0YFb)N#ijFpIH;~gU`i|nY`>~gj#EF;
z5U2nvx|z&{bD;J+t7T;bnQZ1YRM;lUED-7Z`SPkl@&&bIavawKOFPLNgsaCUPB<O^
zEpHeiUEc9*@%_jG)tkrcmryfohH~cY?;NF?+L?;fKlS4KNrt&fI}S!RbdaBc@@gcr
zzx+HzQ48?-dW;&!GAQ2)S|MJfXHoZ4b(AVI2+UXWVwZP-aU`yn6xxLPx4ekog@~1F
z1`okN=WhQ;Wzg-rBQmza(HW8^iMlNJFC=e|y~Q67kes}BOPuk<NSAmlLBL-pO>oQ#
z6N%XSni@ijDNx>|SUiR*G21)8aD61tR_a-l@An5`ezxR1`g7?_p?}8(p>@(pwM#@7
z#vI>Clj|IlNe_9!ui#EUDc!txRI6!dgXK)xbYoYwQ;Ii!*tCFU;tE#FSi+<rC6@1`
zH>(_fCp`V3hdL+7D(dhuqJo?|pPDB~+5PE@0`!k{zaToMu%V8Ksk$i}qydrR$rH9h
zWh;Z`g2X{YmE$8=m^cc<M!W3Qk|`j+$ZIsyx*rNascC|?`=;J<?6e9}kdnlU{nN{^
za?lJ^<LZ==$EoJVSaf&Hb`kaRiBlD@)kS<l*>6kR1XxzZM$=pq)HvU=Lm#%SQ`noH
zVZ(I2FE)$fE`%j<S=5#gB{)OU3v<RftzXW{r>-6?MA2*#*!>;zf?`#O0~RM&#KL>a
z&OPzWJs$cyFBB59kIZj^iS_Bzr&t^QAyQtlW6$+I^tbb4pQE^KqJAJolvuIX^aidW
zVx!G|i1zx?_pwoz+Ut?u6MavicpZfkiOhy>kI@s4t;N*YcUR%vh|8WJ&tG$aD`RI^
zTt=y^@fSd;XKvih=)x~M*4jMaJwlZ|HE_<_xY^sK4&|9ThKt1U4su%5%sQ>xh$RNe
zX>OzLA-ck$aG#OS^#yMFhXKgv9%ey#tAevsWcTjpykE<;cMpvnTt`oj1!PT-TaNiB
zz$=b9`Rk~QU(=b&sB0W|67Kql?q@<WUdaC8ebMXG^eHtcA>nBGfRa2;luW)drR%)#
zz;w1>L7pE*7znZ>>9%*`dTYnfMu$c21jqNH5ScuObpuj9)Bv{;w+Fbtlw|}Ga;+<F
z*{tVHqiws_%XybGGt(lOLmaE}g$Vv*MfBtVgKfZ3!C3|^o)A~D&I9Bwyd}&BAFD*}
zT5SMjaUVJB9U9ZU!p8!4*7VM6r;R*QJsgo)jyF#yv<j6WPXgqag@b&AKkBwQ`lKH3
z{2Y8d>doJh$X}nkX@iT((l!b-+k9XxCXfxvU8SSQ7qR{y;-{?zj?u2AlWPrb!8`4P
zeIIMmFINOv1F@@f^8uraOvw$*uS9rOEX$1&Xk#ogRUdnp%gbw@OG*?bRdMlrsH<$c
zHSi{&dj$JByo0<?GfL$*>e{WkUtG(>n(2v$GH3EdbBav8vOho0wX)<qph`)P66rJa
z3f+idE+bv57I{(rf13O5sHW0(->BHz*aZbt6crGV5KuZwFCs;x2nZ-G6qQ~=5D}EB
z(m{#>0@9>Iq>6%c2@s@4MQVUZ2@oLRKAV~EeCOVO&bsHWb?@D4&6-&=W7>ZA`##U_
z`IQ9*HSM;7%Ex2fKdSekp#K^m!;f<+W<v{cMo}v?{>*?>mkS3~FJK?)Cbsotw`_A~
zsNo1_3A?62Ju4ifyq-7jyb@j!6&oCO$pRk41LkfKD(@gYp~yRQp^h{4WWzCRlhVtf
zs!y{|`~1?~fO1xI9htJ$guPNF9ShM8<@V2Ynm#pg5Y^=YwAM^>Gf7}ZAIF)`&b&7f
z7S>^VkhKuhO{@{meyaCc1b3=ZP|1K<0D^-R5b`I7B7LP#QjFZmd3d!-KHH~frs<*V
z8*6d=7%F1~R4hOvN*m4T%`>-DNu*@)h!_**^sPt3w1Swq)AaN-2XEd=5#7GAsBh40
zzkY%YA-!Kk#pXc&mOc0T!_!>$%5<flnhU#8U7LCq95VgNl(Jr%=pe;z){x1!N6Es&
ziW75|spAT{(~2U>4mVy%m76rRWe<@-gU7zXW|xMxO)bUY#3Q}y*R+kqV-$b^uizvX
z<1JMIimkl+h?W~(>mVEV-b8-JqmV8KgI*kk9Lc;YV?ZP5+-a>o1`z1ReAK((?nfAB
zJ44YDy|H9F&ZBMysDWa;<3MPbaYMoGg^s>0RdjjU!Bnhq#LSwmO<#YpBsF4T<T{aZ
zOckb5qpl$A+>JbhHT(Y&T3pk~rVMULu_&^7W_V^VOt6oc2xx)i{}IeRUL$fBs<&yp
zDbZ*?O&K5gmaVLW^UnEJg5JuS?8UJ%s<$*8#T((sYj=Bd&3Qf?!Rn2R6z{sIzj_H8
zM9D}dGN@Vky048|NfaueX*WLNkvepgfA2@dl`lM*?R)LTr@-zc6~8Zn#8l<sU$hek
z0O~HXFM^kfPQ&(Jji$TroDdI-o)k@!22&85q?;OtJjxP>O$;M+(bZ+%=m|nkYJYXa
z!H?x7V;s>^t7!|PaueU`<E&wi+~kkkQ%s9}Dc0M@|5rpx^R?RqmlrUhoGgk(Sl_&^
zoIU;v;h3f7{*Z_neZCO9R$#_hUll%Wq3`%aRzTVSn=P!3O&g3yjO|zlTI_+)?P&iT
z9W|xL=H@`HZ9coQ88!I<v3$YDD*(zE$A&TB;k(8*>tpVLYsVV(Pk$jc-A+5UP4&bO
zn*5{N7BIg*8w2}gJ2u9(p86r})IS$CUIa#xgCjs&$x=t?v+1KJh#%5~@0U1H8nnW1
z<W7UDL>M*7!i1l_*I*vpUX%Sd04D!f>jk^(`><A4fmkjWxSzV9Hr}fSJfEBbWwmuc
z>X=xyh9u=B{z&gd@rx4m#W?E0iO844(skYuOL`s-_OIg`VD2{%66Ewb-syRI>5-k<
z<Y^35Q5q%l*N)u)up<-7CEe-H%-7e}F<)DBk26k8Fpp@J^4{qO*?8~n&<R?+^gRzr
zRPv2oOR&mNJGfO{EZ%>$=%i@|HH9ACyK~mE5N?H4Q?jnd=<2jsq+!PE&GFusU2~ud
zkI=rEt?;k|Va>phCg<}CrtGuIa0xNQF?E`(Vj|6#aDlZk&RHqWHN9xjgqWtG`rODS
zR~`A}h_*9B7P<+WjfL0fWV>TygWL~fj?W7Il=@o0z~#k-ip{9jc4AKTJkkui_xvl(
zVIIFz)SGyVx^0IEY7sMr{2}z5!=p!I)Z+yzy<RTV4Qt7|w3Yy5!?^+R?#<tr#C-ex
zVQX$kLW3$Tp12(>Rn$H>b|)S>!l7+dh@EM|5vE%sF`Oqup1rJ>JTq8*XHs~mxDs>#
zYj|SN^)$OAGy>O9{=RF-Y$mp|!C8M?rAGk))4sX?n!jZ5k(#R5kPGrc4X>H>J+rgy
zsfJ9hK|w{E?|sD#9l`=r*t+fTgj*cG4;pOD212>_a*DjbUc=0o7n>XWW9qe{l?U*s
z9cN(VC+yJbo!1sy%5B7|PoLXexXopW_he(N0@DB{<<tH2%7tHo7wPNDPs^Fs&>!5|
zsOZ@4m^eN9eys=WT~7A;Y(mKnKe;tQ5_Wfp8J5;d;I9tMK5sO)ePSq0YxQ#OG>rUf
zP12(MuO1WyW>(M!q`vKS8?R3NkR2Oa+^@c`Knvd?W?|!XpATeqK6eX<>ucK9bMab?
z(cEe7AVzh%ilal+jVYQXj0FDty%K9+Rznc$!WeWVc3rm_3iI5Lk{wm^)=X;?PcY2z
zF@4vwL@<U8#ClmE^@U(hRhIyJW9(6>OGoI|E3hMN2$y8`>b-cR*AsB*5$Sr1mF9fy
zLDXM5zutc0bsl=RCEcl~T9;CXS#=glzn5c!4|*@4z83D(Zk9Q{qi6B$oqv@KjNk15
zJ>ERMampj38{H<a;$4kJlV2?EsZ%otTv0o&UGHzWJy~J)abb|e<uNXOLikT6r&BYf
znFhPN6ZGC|xz_t976sC<CgGFk%1b!=FIGC{EI=+^<`yQR?j1ph+&*D;l1>K4j;;O3
zKIUAe_nsWFx(_95HTi=SxFf4CcoX>ksJd`;Ql$sqn&O$7x2wzK5T6bsR?FX_7DwgC
zCr)-!0tPNUEyHyUtUO=%bl1Ak@zo`tD42gCG%k2jzQ4Nk5m{`Ol8=4}&s;^ZWTvik
z#7TUJygfD`m=QTdF#llBMl^sK%Geb7g|`-dmHXDQb@Rvk?iP;|nIiIFNKs_L*H!kP
z3yD7Cm`k{IPh>Z-?;#4oyJ(LbE!zZlfVXcU-|X5+O6`chsE!(}NJ-QVGkjS=I-CNM
zO*b9h4M{(A762);^_`xxlFlJU;P&vX)NmiA|B_-6)$K;?uq%h8xumh$P}<SGDVR5w
zX!Y@4o$GyHcqOv8HGC2N&xOWo^U!J5i^TrhSE3?f{~Sgm$M}Zi2WAV}8M5cAAMzWA
z4~`go@l$-*4$XP&sj+_7eH~y3)m?#^;3-NFFX&V&O_KOf48An`Da%^GHDc@HAM%j!
z(05Hc+4g9gGISkAqiowXMy!D;O-j+U_2Zu*=^XMD=^p2Qem{2t{pJnP$1u%4T2-2<
zX@Ks}u9*H_I<duiRg_q!m{yBU6O@YEjI!a#gZawxw@K$L=Z98-g&g>f=>Z3n&ykq5
zdFM(RW!7k+cGBsR+SSz8zGj%fAkv3@>cY-9vFAv6%RxnOIygHF)p$s_DIc2_k4mAI
z#GRTj1uWp&40=Li^zdX|@oJ7DbYb;Q%3Yt0)oF$H>fM6epGqYUo)9piXLBj7e923@
zPGRq#*H9&|=^BVC64p2&zi+J_rcf6)7Rd{{!8?}pn>wBthu*N&y{HF5we717&cwZy
zC-iB4ets(C1QB&JjJeKs%FCCLc~A`I`=+Y8a%ex!`R;zl{*5}>_NuMqC(sX9m>+70
zSmjXfE|M*xdZdrYSdVIizD%)Tu^v)xSmcUN6+N%Sc&8jK!T;slN-mV1WgE49*x`QL
z$pm^@q4(SQdl*rDPuSfb`%u)c_vwXYS6n-nZlNbjq+e8wG`j1^aa+f>=Pi3IY1lQ%
zR(D+_L^$6PP3ZtYi6+V?ti~o`H2JW2fx($dqY@TlA2p2;zf?zW8~S+#41hTQe(0u*
z=R?GJI(d%uUhlS9up7XlWI_;Xch*YD2M+hA2pKQaL6kFJA%dgX<?MDokklwsW~1}8
zyV9&*qm}v!<+orby^AxWPZ`a>HTPgdS3eA9!_3`KHjz4;<Joh$awu2`imeT;$Pccq
zSw<;$MdbDqYf?$@RzBn&5ey|TE+FT7ZntMB<zr6h#idn^-%(dxR$rp~yziwm>76%<
zZ4aB@FBO#~f;Uml*_+*OTLmX_>BRRvX}_hflGri(a>Ff*`1V!|UiR(E)`n3FW}`3`
z_?@5|kRmOX#mb&HCbb2%IdG@_zUgnDJtSP*U16{3YqDR58HH|%rz;}91E3^Z(W_F)
zh$z{(>s9D@#7)|sC2lUp2hY^R9wjoP?PdOuSv08vurwXEbwBgHTHzCb0oZIf3v*s6
zWM2Prk<61+)T15$v*%&bCe)^8wQy?h+c&gj+A@D%c&yQ@pUh{Z8Q%DxOgERuQhJqS
z4>+E!ZF}T+l>jh*#U^+AbRCXiL8KL?Zjz3!S_z4G`RjY4=be?QXkwphYV$fjhH6N|
zg9YkFbr@1{i+Uk9b<ODe1$AqAe<PI4bO-;N#2L214v&+qO`S_5r&TV45?<}6BDW)i
z(`()V9jS!lfGKw!&X;@9_Wi7699YGjLl2a4o*OLGgT_L5T|mpU#C(+*NyM7NGn@Kw
zo%f6I`*-+DAVa)t23(s-7u)EAp*atA_m@`ZdK}V)8S)b~pZTaab~z2!;XkEDGPvq+
zHvUJz2W|7a-KCa#VGUBf*_-Ux3}v;@aYc5A1keKk@_;_Q@Gug<t!5O_4mG&IR3DTU
z&F6`J=hLJ_V}9m#uL*2JvFt{kN1ei7G{;+n%?36Pd7Wp(13mYkG7h!q(6d&Hi#WLJ
z7;sGLzUaDFCjC--T%t{_(xh<7kG70ANy{)ST#37Tzs%u1M{DKR2V|%tX?E6QVZ@&O
zstqn;C6=6#QdNcqs{#`R)vD^A%i|{S%FP?3k%YjYTSbfHK)y_G9SMacS5xS%lV>g~
zNApi~ba@=^4J@{4-^r_F^KLNyp8AZM(D`{cW&=BbeD!SdHXNXbTjZ<5r3a;XMysf<
zU%a&TQAg(yqf#{$n$5bI$a<!3;CpHc{HDqL$RjA@-1kxMW$*TEvzL-Oo(6Yxi{-!y
zt!wj7(>H8G`Oj&~U=CJ9ubFuDTRi}XzOh0LGtw`!M2}KSIMgTQ4Ja>R50p=cyTDW7
zyJzXACUKk$4k1_G^`v|K{BB>W+-&?p1b+dJ_O5xccRgEB63BY>nJi+G+kW}}s+uGh
zih~~OFP#=)`cMv=L0AB{Q#T+ByfQW%a3JwHPJwkmWhu{~$7lJchO9HK5vu?x-&*%F
z;S;gv9lWC0$IOAJ{<&o6w0=OUJLHoMxv1r7OlfUdHvspg4JPOND~>t_t0inxF?lc6
zItwgqbtn94+)FxEZrz443d+}T)z5=qsisJI2o54u{T^~;yQ|p<tt{hv<WHuW_e*f7
z`RXC(|I~m>sa1&xWZGM1j0{JCf%|W}yo-vK^^u`hiC4qo;BExv;9q$vyi%Q}BydQ2
z6UujkmBo`Hczb09f09csXm<iOkZ?YsOxUB4AcEXkR2qzLNjY_W24UJ)pRQb_J*yh@
zlG|Nkd7<=M<j<-aUEBMWqG5{HMXYc3*S9$<8#Xi$?5*U2g=Y=`UfDpIYooIF2kmCB
zC92P-D&wOFMzsqbsG6%AODQ&a{9||yO|HG+Y=7nZWyOYvougN!koq9qKmP!s1kX!(
zX?VBuEjugX`N4>JBzL~O>4C#R@z@4!6MOBY(Y@JIi`+^!1%vS0$2&#X)5E}qXra|1
zO?x6VytREPT{)p%HJaJ|@FWU#4tdKTm(XX@e3Pv%qOS^mK4~eHY(zh~#ESBnfA)M&
zA?YY)fA~-Dk(psqT&hJM<Bhia{m?;|@gkbrVgS3%Ax_GkSNp6w_1+BTy$}m^yq7D=
zI@S7Bvo827&iak;oUHY4{Or?nsG5V5%bQ%w%ga|7RD2$|b6*e>GeGF^V0o0eW&25e
z|H_BIKJP@Pc3L350Ob5W!|PA&cIUZ!z4Cx?7R!-d3hj*I(Sj)wsr6yDJjiz>njYXa
z(^({;Cc4C!ZeN&Sa5<5`hfc=0%^18{4IQ&0y&a5OYZBT^$4gJX3=^?t&e$FaW+XUK
zwK5sUdulEA61U<bjoC((23Sx#JWjiOjE(Wpa(8!U6SaRGC18>Zb5AVH8IWO-Ztk7T
z&!6S6o?!4LK`;fEE;cEzGRTdvPC#3IJ7w2f@Wmr0nF0xNhdDV-(&EX5mKv1watouE
z?pKV&tK2p7w@33fMWuZD<I!X<bti#)Fw4&(hcQ@@EQeTFrTBl}mA1y0`6D<2Uq9O^
zq4vUYUV@spR7h4%!4C&Tz4h%e<vM-(vFBmbco;II<5>BO29i;StD(C8Dp%hNZ)Pnw
zh|@7}C~z-Yy$=eCzOa%`zFI)~Nbx8)XK03xR26Y9^BsIJ9*+F+sJr7~iBh4S;NIPA
z4jF9Hj0p{0nRys)Xy3W>x|k7bnb?8Ys9!d(w_>i*IR*znS7r^yh=dseWr4X$<&_x7
ze^iT@DdU;*NrdT=eqqnWDIVv$M!SMXM_zZ-_fR$0%}p+z`CR<RBlDVP3`wN?4$iXb
z?f7vaRpR;Dfa;gKKO9lss-Ju69j&k^(WoHjwagejRG`(?&`2ye+?%OPGd^_W%-6s4
z{^JXK2HY5#glaAO;u4^0&7)C2!L7zEgMZ?$tnHtqbb2JIJfCM4^|>Sz*cdP7Rt7Ue
z3h`eoU!p#FlK=kBlVOQ03fLR6vX5WAdgV0PbrC%0bQ!Bl0)^EM<f=Zfq|(hZ&H>v*
zUAG(%1!aOQwyvNP2zS8UGSkrnyq*k7?Q_7$7K|&Okf?hWYcl95L$s;0G`{anwdSRA
zi@FWlt2LdnxvciCoIT#vSpAYH^KR!gu_xgiEd1@RUe4QvvJA6oiNTy}gMrD{UYthU
z#r}3->wevG@mpAbsDUgIJoO@O>)n}oIC!m-rZ(_#@*&Cdy_Y<X%2wwwobILD=gF%i
zGZ2{VEMbmM43`~ij2__AFZjGG&}HiT?Ca!=%MdQeE4V@*OEM7@T!FcCMp@bSxIik$
zVN8ob%57u!v>~r~bwn9RU@Z0@nQ9SbzrIUEpY^=DR^$BT)mF~+z#eM%x9vljjojPV
zL7~MWhd<nZ=dqII10v4PLVi_6(T-rp%M-73IytuEtmZ?ldy*H$J3G7`<Vi!KTu^He
z6!KpZyzlZ-Ooavnz9+t+mYgK*hahFJOPVi>_(dX2EjT#ajhjibT~>U4Iz4APkwu=)
zckmt+CyQsfz?6D_?6IaOq~d(=-gjIuc_984VUR^JYuJEWaI&#@lF(AOn*Ec^t*R_9
z;Gr<V+|*E2L?UMJVl7zMR#HP38fq(5o;f(_J}9WL9!{%mDOA8F;=D9-Z9@K7DV`$k
zvLLy#2<H^^mk?#ri*uOtFwro<p5~EQ>UwtBIs7a^x%ZNPmWzhjCRFm`y|N_GpU^H8
z9l^>QSo^Qmi9PCT5!~6)@FiuzoQaZTlTsA*Ypwp_$@irF3<mz%kmD^V(zpaC>($&v
zTMjSJMc9)+x;lgyXXW<KwyLrjx5XVlav5v&I>x!!rHA^f&}D03y?%eBOj6ehQ^_qS
z%qHm53#E~O`U}#+q}d(3^oaqNMX6GcMlJz9g{|irjt1!bnbW;Fm+|16rFY}-_p6@!
zIL9+Zr%eMF-fHZcGW8&f=(>7%!K^N0-vOuydau@cNIblyVfP(RR2jIZ5dQAI%EaQ?
zFyFWLb6L&88QqurPE5zJT8Wa4lfIPa{Qh->Bjr)(#fwq);;VWMB?a62o7b+Zw2OZ<
zZo6#B$StT&vHjRwlD}3`p10u9R`tk!vA023tPsBYCck!n=M-rd@A-m*_Um{l>}@#B
zyINz>p&E_(`S~M5*&ei$=D31_0-FVc87$9h#Mu+cJ91Qi+xPXJMpkfJi4n2UsC$S*
zhXZ#|Vs83ClWs)8^kuOWtNXkPy^B^^ugw|3nkBu)1hReTL+Q3@H~Fj#1LM$L=Ms3_
zm$hO>pN5fIe>QTcQ-xN?dh5sgi#8kG3QEetaurJK+q@kp3b318PwEOL<r9Nzcg9I&
zJa^%2j+9!?(qTSIJ)%;?8UCo9vH1wI&T@kb5f$@96>B%})uQksA76`Q&w0UJ)j<U#
z%O7{jBt$#xciqOrzNu-vaC5}vric5T2wNo_r!+0ukL7$ig{Ql{9T#!lA(?IZrk_Wm
zjYU5Cm}}1=dFk8HzA9dmK%SO509^BZJM)|NWXfX`x5%73;Ci+C2lJk1RM{0pv*6dS
z=e9Wa_V$w6A>g8CyqKq{>Xz6m;nSyOi@V?a@p$FRReNdswKyA-EM8nkYI2Xo`k0Ni
z^e-ANSz~jSw1}Te&nwyXtW(*Ef!Dbtyfv+K=49wnKx&_8NbBFlRK)LCkLC`zbivi2
zGFHk#AuujEqtU7V0zW}l`gV`Sz|!AL5JX^FJY4uS_eF`ygjclVFE^zLmPcr#R6ob~
zPW=V~JANjA%(&B8?P`M<-od@PdSR`gx^N9kn07qczP>7XwZ5F1ZQg8`GMHPkDy^-$
zYU&=;ex|C{vX0Qf`Sd5vW}2e9;j9Sa!XoR=`jv8Ua(?8XJFy5hi==UQ*3qp2DxM?{
zoUuoLBU>9At5m+Ni=V-adoN`kj<U(H0TJm=T=d>q<#=EHdwS29%t064?{uq<J(AkO
z^4fK;ayn8To-P+N56f40?tS+}x*EnQQ8fGdq3V(o&?=BEUj~=l9-oWH*IuGMzF$}e
zN2JWMt)3_tr_&!K6{Yj<pt)|@to)C7Giv>l9-&erNebhUL&%*^UDdH#nmK`T^h#G=
zTFF+g4gFjB8!J{;eCE@g-9d3b##BqN3-g~8os4QZbCTZ8z#iP7!QR!Uf%pxN!9E77
z@gEDz?l7Ra9pF;PFs<{~y_NzuJ;|{UN)Ss%#az>F4RRvbE5mrE*s9|U1h5vhRIROf
z;UN5v^x#J`|3|f2{x|w3a<Gqjdke*yZV~Wy;mwiXf=_M19Xtu76F%^)z_{P#1z-~(
zn}ZZZdNv@z$&cKUj=23@5<n5M0)omztgM+PYo9K&|AJHAHFt}R#C!`HIU0d$lmbVi
zSZVd2PrD&EHlD-%_e&ws63CiFNEtdeZzd!1aBvc6!y)#nLPA2qc74L<&Yhzt8)B2B
z(8e86Ux$uZxQeuRJKiD3=5^_G`X0p{M4rgG0A5dU`Ev^k#WXN}HgQNf0F5W(<dEgo
ze;hc0lVc3_m2=<C!>q@@y)hs-Ws14ZWS_7vlZ7a=PNY<U>a3DJ8h<~uy`@FR#^yap
zpPkxTaf`i{-TCH<xaFS#x_=fRgjWZG188eWaT*6usN?p^a<V$}?S?%fwYpd28tOBL
zpOCHO*KUm^=sJ|dGuYQDhVl(v!zB9gzdz`~e_JJAMCS}8^x7}R54X(13{Y@ZiuYe?
zY}o#H<@XB+yI)=Y4bi?xmLwC(UPM|xJ3CA2S_V#+R*perf)pJI3x0k+@ta-g;5*<^
zBsn7Gg<*piP#wj<#Xb%UqJc0)5=+-ic|V5ZZ&krpWz&i^M}Im^uZ`aSa`Mjm3x=VQ
zlC6A)ZApjkuSnoFGZi*($mH}Aa-UudfFXhH{Up)nQ7v(A)smJ3=10;r4bcxs7^ok>
zT6RC~;Bi>;|15!jSA{tvlV*2|4m<4I0{_Q<RA3ussQ)&N{pUYvMX#o$hYcI6r2$g|
zx&CrOx{8f!hZur8Y+NktNOQh%`EK|cZv3Nc05WVsE}vwCTEB70d_!QZjqB7n0*-H7
z|2JM1dVs+hszUM{NOki*eYyrDmi)Fs1+d0t?Ag70-c|di@86I3-@o1e{L2LVqx)}W
z<YRmI<>llq@bWgF@3H)BbqRvyBq`ELMn#YdM|oT$`>$vI@jrj&-!J#ib^w8u&z?Q|
zU}jSF>6s==cA}&waAs_Ke^K8hv;3EL<QiUw0~zsbT>pE&J1=y%$mNq<hgjBZT>t%h
zbl@f_TR#PnI3s;S*ZW(%PyPJ#_IFkMmuy~t``IUm9(!eVe4xCLO~f_>JWq@5`gM_L
ziDK(c?v>B&;JOQu$!96<S=#A0nD#erA|BfF#VHjHko+=C<=&PS9K44yDq5XytYKzm
z28~%BXywPN*H^0<gGI?gc;?!!btx6jQD+W}W%v7AabnKzA=Tu~vu8UnHeE_73L!)Y
z+&lMi@W$<~50K0_5oKtv2{P`SC4C@1bqaXT?!IqfK|Ho;k@W$PZ`p+IJ^S_RS9VV%
zvK<3KI4#MhOq$r)NrP<fiN$`0+h8YugpJLH-ND%LW+6ip96Lb3KLL@pBru1*Rqc(V
zxMu?^mN1s+S>(B7Pe?s^+Qr!JfJ|=rC>suJbH{AQs;yf+!807=II5OqYy1PKdub5R
zWauCQMHQmGzohq}X4mF7qi4^ay&x`bh+A3E1TWqkJHry&j>YNzoc-Dehc~zE*Dk_m
zjg}Li@C=Fx$uY`(OM&Cqjg?Oj7dk)S1aDx-8PT@*?fU*qSL)D$>fY)%;1=_i_C*$q
zm=p5OBaA*KWA&DfjvT)01+Y9Rb+_EXfMN)@WR$gr(DMe$9>O16h8!X1y1k-$OJpzo
zyHz@9le01VOGX`rN8=qxKuH`AVl!h>P25K!NvKWp#-)m39DNn;g*2&Vma||LVZrcQ
zm);_^{NsrSP<pck`jK$miV6t^?3$#ja3>0LpT|vvStj9h*J&o}&TWgof8V3vSZ#8p
zTP*jZed?`9*|G4U_4Hzp{vF7(dXI^DRVyl7ilM271F<z1{<^@Ni?05TxbgQ&uTG&?
zAp~hkQ&V#^Z;;%&O9f2YOURI}xCj{@QN7-Oe#m-)XL*iyIUIOvq^i5cZnI{d_VzPZ
z`%S>BBufLfYa0PRz6I5O-$6J7@6sOAKVFs=cbOWea&Jw8W?F9v4~u|lziY~66~a)a
zckbM|`2D-yDx~Lnv`Omcn{8dXD1*?hN#q-lq%sXI)5yXW%tP$&Nw_4m<&9X}DC0In
z?G#gy$X&w|Pn2C;N@!9|1M}o{=2F}ADD|gkH9e#l_sMUkx1G7s$h2h*q&5uok-=>o
zGD!Lp`XThwCM-C(NYtk5tM{+Z&)IBngTr?Cn4TrbGXCblfo7O8Z?w!dHa24VW(ZC3
z%<tun>A1D!*+s;rpatu0Y@7(4qeE#Mw)0&`WpZ-zw)L%#!=4@5%=WmW=H8G~%=ufL
z(sVkVX}?b;M&|WIG=y?I(6G^iNN(qK&xLW*%F|~BC#6{wwlqWLJ(eLEBjE7YcYAPP
z&&u;&?I*8%yeMl9334P!YF{z7e3jGf$0qDLV$#FrU?}J@mf-rDVOrSRG=-M+gD@xk
z)t)>PYN^P!pxwA_6<~Uh!&qO!ue%Oa$0H^#Qug=%{8>cPfeXAdc-u{U8Q$0$a^#(7
zAZGwaEa?lxC~R_T%|_e&9vd^%<~ne^MaP3nNQg*Q-zkRBI*CN$LKAP^mDNo<TmZo$
zb=ek5(ID&aCv`M=v&Hi$qO}K@;`1)O_m6QVOLV}`oK(6s^uBa3++joPSpqt58q(@N
zG>rh}-da@>b8deyL|7yhRy*|rfBZ%%%D$!G5LmQ;qu+jx-$P|PUGq>r=haXd3+iw6
z$4|md6{lXnV7d*o-#Hnvb_IjY&LoH)0*)+SZWMxzr!Hqd%AsP`pY|n${s23~5=V=L
zG>&1a#nwpBNEl+Z;+?Zw;%AXaEHZw*vUuO?iE!dQ^dIR$sp6fXi&Qe%K>GkD1rQIC
zN7pC~xW~-W;=~Nk&8OzSAUU5%z6bFfre<yL@zKQFhm(gsm~LVGR2-##+0&+^rpD)5
zdAm^8VPX}Hx_<~gJ@~PwoO$66lmLI?^v4HcplWSMVZT|K=)GdiJMqf>kb{&&Y{5>!
zmIU!0gS#g%OWVw$wA9`9vzjsOFtCW4gKVJ4%=qB(>eWGN_I4Y8<=lHQXK^Fv_PH%|
zDCVFR)kO#8q5;7ro>K@S@y&Z6E74H-kor-l`E&8~NAnQOt~+<`P^yT2Dg7Y9B1R@&
zlkLhCLu-+-`Dw-0?~rv!oA*-w(89NMzG@2A1S#5)yLS&tKj}~_CCEMZBV=lqowJWo
z*<ZuU9h5*ng;fZGw3F}wNohK~6YQYely^G=k^aOZ|HPFCr*K+NnDll$<b&VRO^(Y9
zeO#;dSePrrb-M5V{Uah=s*pn?eNjT<4zd&zOr~m<S^~6&3)`hS;gm{&WbO`+>-Gw_
z;$@0s_qq4mm0B}aXifo~P`!R_`fcm$#FB|kj7_YBoLB6^I6MtBsLKswU$<H<%?>vh
z_G>!kan=KaKC`8zMQBw`#1j2$P_R~HxjhzbnVke(_n2foi{jpuT@RErG<qP%#wrr=
z?-weY07I8eZhYs?$-{$&=9M&joJ=fM(46;P{<%GiQ|*W8&reTDJHnAoYtyN&foD&F
zI^RN|LMW_wsiaJdsOPAA6U!l$9xWlRL(-52gIymEleXXb`zD&}eaPFlXR=I?NJ(sj
zFa1nIg}+*?kUZ!DbXl3^RXT;ewz_|XW;!#=*CEYT6E?bHvoE`N#}P9Ziu0G?Q;gnr
zZwvJk{#5lC!P+=~yOkesgmyPY^5)C|!kSHR=SR00;}4@Y$HtnvfuWba$#M*<1bB&s
zRmUHG;HJC%$ANkE@>ns4%@3=Yv^-jt2_sPa7^+3*bYX59Ya`szIO|UqEL>hx_%Uw-
z9vJyxXYueBYO?GTr@7zCyvrzZP*9L#RI_T84xu$T>dCrb$PgajHPeu|8%j#w;I5f&
zg~5X8{QWUVTCq{j7fn%uTq$+w5+OI3`07!n;koQI;Btp%g(Pf?9_b2p5jDxaRkZD*
z&0_JFmR;rFJo4326hEL%Wa0(hwmQb?&ktr>hB)TeU+~#2=Dk*SL`M+I6T80vQ6H6K
zH`VjmJwOgp)?4aF+iIU|U;U`;oJju*ySdX6Pq8`J9N`@+=rX03wKn8Qy?l@t6?6BA
zySdf7eRWGMU%wG2LesEI<zPOPK<i{V`GeCUWD+7r^dE0S2eM$AD@0=U=ZpqfE(sh|
ziDkJzT3p|<r+jJ1b0U$=V@Rmk(+jBYNXLb#t6@=TW&6Nw1#I25bm5o3pay6^aTsIb
z8;25ktjV(4!ahF|uk78MXCh5Ozl~LY>Ik%*n{S8{a@^1TS$(CkBtFUsXBH0hug~E5
z|HoC^*WY~@SJh$9En`5)6V?l?(VH)Dn!dao)%d_Zrp7mRmzPU{)O=dJrm@TpOkH*Z
z7S5<Z66J|Q#5NZw3iW1~#ObtlqYPFHbsO}jCW(PqnM}=<wDW5z@MTGq=kC?mDnEOO
zjfiDfL=<<VYjA?-Y{#Ar)1486mI5tq>8GsU9?xBl<fw6nU;DNRuDH0K2)ja~8^;fo
zCl5e>u>c>_SAV#;LeZLJ(78XYUq!LL7T>b{Lik9pAolAU3k6zCaYidy#@*ypggx)x
z<hK^F-WL<J6h%DNFBo-p2j3IWm>^!M@Lwi_Pk)YIG<U~a`k75kbA^i7V%L!MwK3_j
zDN)9~J5UB;hD1)?jFH%Zc*W6-Th4~6s;JDlhQqn4i5d}leq7C^FUfnQ(V&i~#u*qK
z{M(-1ffyaNw59D-SBbTD;}$2d(#?nX;x5u;1cg%E)n1*OUmIz=CtD49y*U%kw~d@5
z4T^0>;H-=f;Pn2!VqNg<qk!q%ckkmq3vE+It<`yH-i`WtIVDHs$({`T(Pqm!wMaaD
zB)WOZu*$2PNnK~Q^JpYW#O7w6ju&;1vWyB~?ZvJ%-Mb>%Zm1?tlMbiWxJ_oJXBT^@
z#>(ki;Ed5i_A3h$-nOTINRJlRo&Ak5sfzWhOl#Kou@<8e<}(L5Rg;b9lblHEW{1o{
zIM-&!UETu!awd9lYxpr^w^{>}OsBw-M(#Ttg+o>ohwYc6+=nemZkVP1vj##bN7Y<v
zL1Lu8DF76Kt%;KTO}4vPxWXHI*Fs`MeJyk{=y&gJmbRESnwRa#-fbDRMYgpZPy*VZ
zD|rH<%5=jxB(u+QTi8_YG>g~YiMDK$uq5!<h)lei;3}|P4RB8sGGU8Z(i+8)Ap6>i
zk#JJN?c1(DF#^}91PZ^=qsDXIHl}|r<4lLv<EpHOD$0wu&HefklrzRV&-yvLXZt#S
zn=t+m_kk(My|m0pxZ=I$MmdQVY76$qQ*ugUMD9Fcm`Vl22qdefrKajhx6T_p*|s;k
z;410$7V=^M{TKaB07pSdu>*N%*NZ4i<eU`Z2DfGT8g*wr0mBcgA|#D$))|U^<Tj;d
zb0MdL$8%WWG)27LY}BO(0kt`D7?a}GdRQDC_xtg7j+@}6XOn@E`Ei-mPu=(6e4OdK
z<hZfRg^3yTZ})s1EI7GvHi>i}F|*G*u!q|>Vwm2mfBOj=IrrBe=efUXiw!zKX~DGF
zc2*K>3`xhffz4nb?c5E(TOtMPD@Nl5_O(p0cbyFPYf+0Qe=vQ5(QY{V=W=5{qFN*!
z-TR^42eIIyt=MmKjPc2E*Rb9Ej$7s)^W9BHhN-c3llaitW!`S+V+g6+R_cCB3!3aZ
zKDt|E{z8~OZ){D5>a)s)+<*F7nHP6M{?9wq|5lUyzkm}mIp7-d%ZtyjWU8V82SdxY
zVK}GLWrXoeuPhvrqFx;jc*tME8?Z<+DIS)Y`%)#KWpkx~`4~QK2NBNzSsgx$%!U#i
zl~D{<eqAs$KqB;bczDDt*TGb80Y*7iH9niX5!xYYGt5ZfZ(TNs!bb>=ronPfENo{{
z1MLk4fVb)*;0K`|Z+IX>Y#Dfd_Qt(49*S@;yu{Cc12#J6r#;J)S$V>+CNcH{dL13$
zhgzJ4l;4xT8^gy=V&B!plP%vhIP?`MBm0IkI3Lo4En1FWG9nbU%tE8u4MnhNWRlyj
z=R(+&IPB}`<=J5Z930&h?v8*1W&-NrG2bf6`_K|T$<3F4b}b>W(574@?g|i0DQLJ5
z;qER!HY65F>m3qrzfrNQBaj&fZb9>DK!D-nR*>gi(l3xhdR5wN11A<L6PU<NTpi0X
zt~6L8<Es%%x95k>^PD^PMQjn$UPxfNmhJQIvNiE6Hm<td0^nOnfR`S_h&fN{jK*>Q
zCGNHSfI_}(({%xRHoJUuVWRUEbmOdO3!UMFEx^OIM=1Be>$ZH?H1_*9=**<V&Y#wn
zhrArre0~E*p>Jl;F#!^^c**c}HN;(Kx*{%W7a?AB%le5(O}Fd4{XkiVm?ac*9<U-J
zqodQ2`nGMj<!dL=XB5+O$2{cVC0y{ys|76>X~u#!R#N9s7vsm1{Tu4Gp$d0W6`+I#
zfv&)&Ma}$c<$yaYW_mzUyz*lF#JB~^7`+0(SdvnU3AC|nVon*3AIqb9j~zN>9>S)s
zp&>ms0C@5^Jopz1TUqq?qMHhZ*o3X_GK}X}Rb%hIXT=d5$Wqh2h3Q&7@O5jz=M!#F
zG6{y>FZrw29wB|U7(~5d4hmy1w?v2BQX<QlUPmt({8sznR07ZoQl9O49cTT=6200+
zg2o3tTqz(-j$Cow0|`5X`d)(5gc&1y3e<(Dze55LE>46y0BY)30rk&LZ)_K!=_&Fq
zf%6(MUfh53%7eBl2w#o#yaB)6t(!N0IIjvgse_?m^*<j{sS5a+K4L!$n)wSALYWkk
z^@7cbVEI={qGaz1zsmHwc0CIp{8%6temS4H**2iGqnv&9qdU*4!T2^I^yJk?wH<F2
zf{tFwPJ*l=#E&s9@seQ)7zDw$uOa{aBea##NQOBWG02)~G7?>|1vIF@yDdR{={1g(
zm30N_1T<5)JG5@eDJU372L%SccVdS((&5}dIWy2|$>2KJ2~ugh{zcyg=(`xC1sWn3
zhBPM^dr_=koEi<9$qihL;7s8u&T_i<UU>)H2A`T5HUuf%VF1N(N4SPm<~oDC-u>ri
z9R?~qY*A+8wWP$vT=*=AC_8(O$|_<T6FK6ItQjiQn@^6ssGM&TckYlscB{D>0Z)fa
zKO-QkZy&7V_X1VR*N`&;@g;;<QhiFK6lj?Z^3A}Lz|LTVe1M%j=U;iPFnPjwF4`hW
z<i0ALXYm@$Oi({6|N1y+pZ6IgQ5)AyEW-2Jxc=V(xBuV6%*l7>*Ei8*(U?$WI;>w5
ON?HDfT<*2IzW)Qlj=5X_

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/green_alkanet_classification.json b/modelling/data/abingdon-all/seasonal/green_alkanet_classification.json
new file mode 100644
index 0000000..819a5bf
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/green_alkanet_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Green Alkanet",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.27,
+    "season_end_month": 8.29,
+    "forcing_peak_month": 5.25,
+    "season_width_months": 5.02,
+    "season_midpoint_month": 5.78,
+    "season_start_label": "March",
+    "season_end_label": "August",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.376,
+    "DECAY": 1.812,
+    "OOS_DECAY": 4.046,
+    "POST_PEAK_DECAY": 4.752,
+    "POST_PEAK_SHARPNESS": 6.245,
+    "SEASON_START": 3.27,
+    "SEASON_END": 8.29,
+    "SHARPNESS": 7.92,
+    "FORCING_PEAK": 5.25
+  },
+  "fit": {
+    "score": 0.025
+  },
+  "warnings": [],
+  "summary": "Green Alkanet is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to August, with a spring peak around May. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/green_alkanet_consensus.json b/modelling/data/abingdon-all/seasonal/green_alkanet_consensus.json
new file mode 100644
index 0000000..568f74a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/green_alkanet_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.376",
+  "DECAY": "1.812",
+  "OOS_DECAY": "4.046",
+  "POST_PEAK_DECAY": "4.752",
+  "POST_PEAK_SHARPNESS": "6.245",
+  "SEASON_START": "3.27",
+  "SEASON_END": "8.29",
+  "SHARPNESS": "7.92",
+  "FORCING_PEAK": "5.25",
+  "SCORE": "0.025",
+  "SPECIES": "Green Alkanet"
+}
diff --git a/modelling/data/abingdon-all/seasonal/green_alkanet_observed.csv b/modelling/data/abingdon-all/seasonal/green_alkanet_observed.csv
new file mode 100644
index 0000000..26f5eba
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/green_alkanet_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,9
+4,57
+5,63
+6,42
+7,9
+8,6
+9,1
+10,2
+11,3
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/green_alkanet_parameters.csv b/modelling/data/abingdon-all/seasonal/green_alkanet_parameters.csv
new file mode 100644
index 0000000..6e87971
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/green_alkanet_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:00:13,green_alkanet_observed.csv,2.9,0.954,2.688,5.236,4.829,2.91,7.13,10.028,4.83,0.06515001722285977294845849610,
+2026-05-21 15:00:13,green_alkanet_observed.csv,2.322,1.005,6.222,1.192,8.408,3.69,8.71,14.154,6.39,0.1302087366808062847388994902,
+2026-05-21 15:00:13,green_alkanet_observed.csv,4.336,0.863,2.673,6.039,3.588,2.45,8.2,14.169,5.28,0.05852225728164512928681407708,
+2026-05-21 15:00:14,green_alkanet_observed.csv,3.145,2.045,6.926,3.244,9.822,3.34,7.96,12.496,3.82,0.08149342019267791985901942394,
+2026-05-21 15:00:14,green_alkanet_observed.csv,2.076,2.147,3.963,3.925,9.922,3.57,8.4,8.917,5.21,0.004659570013668012238054018448,
+2026-05-21 15:00:14,green_alkanet_observed.csv,1.076,1.712,4.716,0.285,8.317,2.17,7.12,14.056,4.15,0.1088554065973909087377532368,
+2026-05-21 15:00:15,green_alkanet_observed.csv,2.755,2.783,1.837,1.988,8.781,2.75,7.75,6.109,4.49,0.09318963574915051157372941167,
+2026-05-21 15:00:15,green_alkanet_observed.csv,4.309,0.512,2.026,7.498,4.017,2.97,7.27,5.07,4.39,0.1167038345055094291316535123,
+2026-05-21 15:00:15,green_alkanet_observed.csv,3.602,2.835,4.039,1.734,3.652,2.96,7.92,14.798,3.52,0.08835892592755188484457228913,
+2026-05-21 15:00:15,green_alkanet_observed.csv,4.098,2.599,2.469,4.325,6.737,2.72,7.96,6.465,3.78,0.1420250430580979804370384554,
+2026-05-21 15:00:16,green_alkanet_observed.csv,1.681,2.197,4.289,1.365,8.353,2.18,7.3,8.419,4.92,0.07571276624714728307442403969,
+2026-05-21 15:00:16,green_alkanet_observed.csv,1.496,0.881,4.023,2.149,7.92,3.54,8.87,2.242,5.73,0.06400313647858565336782201646,
+2026-05-21 15:00:16,green_alkanet_observed.csv,2.89,2.22,2.858,1.514,9.347,2.57,8.53,14.46,4.0,0.09375584356873318745259205642,
+2026-05-21 15:00:17,green_alkanet_observed.csv,4.091,1.088,4.09,0.057,5.817,2.79,7.7,7.556,4.01,0.04655817193392887266899214140,
+2026-05-21 15:00:17,green_alkanet_observed.csv,2.762,2.786,6.4,7.423,7.001,3.94,7.34,7.093,4.66,0.06876795401146105171526409678,
+2026-05-21 15:00:17,green_alkanet_observed.csv,3.693,2.518,4.211,3.144,5.694,3.52,7.6,2.299,3.78,0.05927391348530558901171104620,
+2026-05-21 15:00:17,green_alkanet_observed.csv,1.046,1.866,6.145,7.155,9.821,3.57,7.66,4.501,4.9,0.04233649738019015082047402421,
+2026-05-21 15:00:18,green_alkanet_observed.csv,4.26,1.075,4.146,5.321,1.507,3.48,8.06,10.084,4.44,0.05888926231941469905710449005,
+2026-05-21 15:00:18,green_alkanet_observed.csv,1.412,0.5,6.488,6.747,1.854,2.45,7.36,5.599,4.82,0.1290161562681159614218523675,
+2026-05-21 15:00:18,green_alkanet_observed.csv,1.257,2.155,1.249,7.362,6.611,2.72,7.68,11.313,5.82,0.03436914053373859974472379556,
+2026-05-21 15:00:19,green_alkanet_observed.csv,2.824,0.615,1.813,0.702,2.267,3.52,7.41,5.295,6.03,0.07253922652844625103050512824,
+2026-05-21 15:00:19,green_alkanet_observed.csv,4.398,2.321,4.341,0.591,2.564,3.49,8.22,13.902,6.23,0.08380987592188976390909125305,
+2026-05-21 15:00:19,green_alkanet_observed.csv,4.623,0.875,2.255,3.377,4.904,2.16,8.72,14.026,4.62,0.08138854263572376627952765185,
+2026-05-21 15:00:19,green_alkanet_observed.csv,4.372,1.73,7.528,3.955,5.879,2.61,7.64,3.636,4.43,0.09621046469873064761465374441,
+2026-05-21 15:00:20,green_alkanet_observed.csv,2.912,1.712,6.184,4.064,9.411,3.03,8.82,14.109,5.29,0.005425909952726006732932316705,
+2026-05-21 15:00:20,green_alkanet_observed.csv,1.268,2.025,3.742,0.377,2.455,2.39,8.67,1.217,6.04,0.1090701520395671557261887671,
+2026-05-21 15:00:20,green_alkanet_observed.csv,4.263,1.628,1.921,4.655,7.948,2.51,8.25,2.045,4.53,0.09769743923206338702579727637,
+2026-05-21 15:00:21,green_alkanet_observed.csv,4.749,1.141,6.342,5.307,1.405,2.57,7.79,7.605,4.57,0.1140584893359069824776877205,
+2026-05-21 15:00:21,green_alkanet_observed.csv,4.122,1.748,2.789,6.805,6.827,2.23,7.37,5.832,5.37,0.06241344746318725541369015305,
+2026-05-21 15:00:21,green_alkanet_observed.csv,3.833,0.989,6.394,7.556,6.625,2.46,7.51,5.731,4.9,0.09507015653693188117300241948,
+2026-05-21 15:00:21,green_alkanet_observed.csv,3.282,0.982,5.258,4.641,7.971,3.39,8.94,13.767,4.83,0.01755802791275555309204132508,
+2026-05-21 15:00:22,green_alkanet_observed.csv,4.647,0.52,6.466,4.156,7.675,2.54,7.98,3.083,3.67,0.1428735584559974003388949964,
+2026-05-21 15:00:22,green_alkanet_observed.csv,2.234,0.546,1.014,1.512,6.264,2.32,8.7,8.847,6.31,0.08837082831347157253151431851,
+2026-05-21 15:00:22,green_alkanet_observed.csv,4.004,0.925,5.952,2.435,7.822,3.85,8.46,5.751,5.18,0.04710450123123314570482242132,
+2026-05-21 15:00:22,green_alkanet_observed.csv,4.053,1.507,1.026,1.68,3.974,3.62,7.23,11.18,5.8,0.06086935085244467208763721014,
+2026-05-21 15:00:23,green_alkanet_observed.csv,1.357,1.845,4.995,1.03,6.169,3.49,8.87,10.706,5.2,0.0211463077247802376152455539,
+2026-05-21 15:00:23,green_alkanet_observed.csv,1.273,0.828,6.311,6.522,2.384,2.06,7.04,6.019,6.04,0.05246909411813016438433805086,
+2026-05-21 15:00:23,green_alkanet_observed.csv,4.329,1.095,3.129,4.423,6.721,3.04,7.72,7.246,4.22,0.08361539490960732995960118406,
+2026-05-21 15:00:24,green_alkanet_observed.csv,2.942,2.461,4.632,0.111,1.39,2.49,8.7,11.67,3.78,0.09553701814557720927227662958,
+2026-05-21 15:00:24,green_alkanet_observed.csv,1.761,1.194,4.62,0.52,8.006,3.63,7.92,9.969,5.61,0.08962947046141377287226143155,
+2026-05-21 15:00:24,green_alkanet_observed.csv,3.079,2.023,7.085,2.408,1.38,2.28,8.05,13.813,5.79,0.05922774123353266832888580771,
+2026-05-21 15:00:24,green_alkanet_observed.csv,1.794,1.616,3.329,1.876,8.38,2.53,7.7,3.572,4.95,0.05530118301684875765603379172,
+2026-05-21 15:00:25,green_alkanet_observed.csv,2.417,1.225,6.782,6.092,8.003,2.76,8.67,2.087,5.2,0.03252713099690114408502359261,
+2026-05-21 15:00:25,green_alkanet_observed.csv,3.657,0.525,5.691,7.063,7.957,3.74,7.84,2.395,5.39,0.07919851629137253885885460787,
+2026-05-21 15:00:25,green_alkanet_observed.csv,1.099,2.694,5.887,3.424,7.578,3.51,8.17,9.426,5.79,0.01493988893392999909300465181,
+2026-05-21 15:00:26,green_alkanet_observed.csv,4.197,2.091,6.795,4.672,5.929,3.29,7.95,13.519,4.56,0.06149337475689919908914139196,
+2026-05-21 15:00:26,green_alkanet_observed.csv,4.924,1.576,4.555,4.696,1.59,2.8,8.44,7.989,3.86,0.1057933062831774884562653677,
+2026-05-21 15:00:26,green_alkanet_observed.csv,3.357,1.971,6.714,4.237,1.025,2.06,8.31,9.619,4.91,0.1058729610984730363991841724,
+2026-05-21 15:00:26,green_alkanet_observed.csv,4.501,2.716,4.501,3.715,4.873,2.47,7.86,6.536,6.16,0.09281285182337450278993282772,
+2026-05-21 15:00:27,green_alkanet_observed.csv,1.076,1.217,5.545,5.214,9.836,3.51,7.9,13.769,5.09,0.03306838360303545146335721061,
+2026-05-21 15:00:27,green_alkanet_observed.csv,3.719,0.508,4.133,1.552,1.018,3.28,7.26,1.517,4.17,0.04750611042559139341326905811,
+2026-05-21 15:00:27,green_alkanet_observed.csv,4.368,2.53,6.206,1.04,3.248,3.93,8.71,12.417,4.55,0.03815418062518272443254130510,
+2026-05-21 15:00:28,green_alkanet_observed.csv,1.311,2.923,7.286,1.646,9.024,3.51,7.96,6.221,5.05,0.02855271079366246518175560629,
+2026-05-21 15:00:28,green_alkanet_observed.csv,4.924,2.281,3.928,3.625,6.321,2.71,8.46,11.912,5.34,0.01646828432078519692567618961,
+2026-05-21 15:00:28,green_alkanet_observed.csv,4.065,0.553,1.295,5.351,6.222,2.43,8.39,11.402,5.18,0.05640512132309998118830300927,
+2026-05-21 15:00:28,green_alkanet_observed.csv,3.788,1.86,5.117,3.298,8.883,3.74,8.5,4.479,4.65,0.01692049853603535570401435931,
+2026-05-21 15:00:29,green_alkanet_observed.csv,4.195,1.281,5.857,7.124,4.993,3.18,7.9,2.529,3.61,0.1282669833984663362256135418,
+2026-05-21 15:00:29,green_alkanet_observed.csv,4.91,2.451,4.51,2.558,7.32,2.31,8.77,2.371,5.25,0.03862075114782598784357406979,
+2026-05-21 15:00:29,green_alkanet_observed.csv,4.632,1.248,2.008,5.118,6.467,3.64,8.08,9.323,5.68,0.05656972107795856937341720409,
+2026-05-21 15:00:29,green_alkanet_observed.csv,4.423,0.866,5.861,7.421,1.098,3.3,8.78,9.167,5.43,0.02763841284474228829018139862,
+2026-05-21 15:00:30,green_alkanet_observed.csv,4.596,0.608,4.001,0.285,5.856,3.11,7.76,3.937,6.0,0.07774607228127934557912010930,
+2026-05-21 15:00:30,green_alkanet_observed.csv,4.017,2.418,7.109,5.884,3.371,2.66,7.74,10.568,4.15,0.1390580260026499923387636587,
+2026-05-21 15:00:30,green_alkanet_observed.csv,4.695,0.59,5.516,4.051,9.025,2.3,7.49,14.376,5.85,0.08246603122926784288908708673,
+2026-05-21 15:00:31,green_alkanet_observed.csv,2.44,2.017,1.873,4.563,2.588,3.14,8.52,7.298,5.57,0.005651325101291441928153756532,
+2026-05-21 15:00:31,green_alkanet_observed.csv,2.853,1.383,6.549,4.885,5.15,2.25,8.21,10.634,5.24,0.06260674090485025156246695144,
+2026-05-21 15:00:31,green_alkanet_observed.csv,3.379,1.768,1.1,3.326,9.374,2.09,7.94,12.164,4.67,0.1122231864199807567294546209,
+2026-05-21 15:00:31,green_alkanet_observed.csv,1.323,1.887,2.039,4.722,6.107,3.49,7.71,9.533,6.31,0.07340595671338436815428399933,
+2026-05-21 15:00:32,green_alkanet_observed.csv,4.834,1.653,4.5,5.21,9.021,2.64,8.51,10.59,6.45,0.06424183712108761160822160361,
+2026-05-21 15:00:32,green_alkanet_observed.csv,4.88,2.757,7.007,6.86,2.024,2.92,8.25,2.63,5.14,0.05289883827802179882010424467,
+2026-05-21 15:00:32,green_alkanet_observed.csv,2.375,2.103,1.703,5.304,2.873,2.27,8.97,2.248,5.42,0.03839852548272646873214745228,
+2026-05-21 15:00:33,green_alkanet_observed.csv,2.551,0.679,5.262,1.556,1.772,2.42,8.38,13.532,5.35,0.04130068961379909035969819454,
+2026-05-21 15:00:33,green_alkanet_observed.csv,4.114,0.569,1.156,6.564,3.998,3.98,8.14,4.087,4.82,0.07522581375690048628626760249,
+2026-05-21 15:00:33,green_alkanet_observed.csv,1.91,1.219,2.766,3.737,2.855,3.79,7.38,10.702,5.65,0.05725638776050173188183372601,
+2026-05-21 15:00:33,green_alkanet_observed.csv,1.493,2.804,1.425,5.419,8.364,2.32,7.77,4.64,4.87,0.1052429314651943963291427230,
+2026-05-21 15:00:34,green_alkanet_observed.csv,4.109,1.036,4.811,7.527,2.357,2.65,7.18,6.628,5.93,0.02771352424317895361403613424,
+2026-05-21 15:00:34,green_alkanet_observed.csv,2.079,2.494,3.089,4.864,3.708,2.77,8.53,13.052,5.48,0.01547175472378111956026906054,
+2026-05-21 15:00:34,green_alkanet_observed.csv,2.718,0.846,2.281,2.719,7.011,3.35,7.01,12.5,3.78,0.1010031815563756782426119554,
+2026-05-21 15:00:35,green_alkanet_observed.csv,2.925,2.172,7.301,7.078,9.094,2.67,8.64,1.778,4.06,0.1215630668281639423484948887,
+2026-05-21 15:00:35,green_alkanet_observed.csv,3.246,1.375,3.334,4.79,8.011,2.56,8.19,11.612,5.23,0.05599845734756650699000095896,
+2026-05-21 15:00:35,green_alkanet_observed.csv,2.596,1.78,3.197,7.412,5.075,3.18,8.72,10.378,5.54,0.003021024139065609033778299597,
+2026-05-21 15:00:35,green_alkanet_observed.csv,3.36,1.696,1.71,5.778,3.389,2.18,8.72,11.682,4.74,0.09941607483741702741841875223,
+2026-05-21 15:00:36,green_alkanet_observed.csv,4.845,0.834,4.057,4.098,6.141,2.01,8.52,10.289,5.2,0.03900485219109231902951618245,
+2026-05-21 15:00:36,green_alkanet_observed.csv,3.921,2.945,1.67,4.245,5.9,2.09,8.14,4.311,5.64,0.04774423147009508235882697529,
+2026-05-21 15:00:36,green_alkanet_observed.csv,1.969,1.84,3.238,7.83,5.075,2.26,7.26,7.777,4.97,0.1071137916629830849822814847,
+2026-05-21 15:00:36,green_alkanet_observed.csv,2.801,1.833,1.172,1.806,8.16,2.09,7.24,7.731,5.82,0.08780223042818443050201089022,
+2026-05-21 15:00:37,green_alkanet_observed.csv,2.476,2.746,6.709,0.305,5.159,2.46,8.04,10.686,4.29,0.09353370964170015788238317925,
+2026-05-21 15:00:37,green_alkanet_observed.csv,3.951,1.929,1.12,3.76,6.262,2.44,8.35,12.789,4.56,0.08844202863430220672374970549,
+2026-05-21 15:00:37,green_alkanet_observed.csv,2.812,2.031,4.326,3.041,1.97,3.87,7.7,8.104,4.99,0.05108162833039429024325450777,
+2026-05-21 15:00:38,green_alkanet_observed.csv,2.017,0.727,3.876,4.737,7.499,2.05,7.64,13.188,5.72,0.05712594316762994483803798035,
+2026-05-21 15:00:38,green_alkanet_observed.csv,3.839,1.627,5.673,7.7,1.583,2.83,8.75,9.051,4.12,0.09390397813416838244046575868,
+2026-05-21 15:00:38,green_alkanet_observed.csv,4.154,1.97,6.695,4.117,7.895,2.84,7.88,5.569,5.99,0.05998091582390468574011606318,
+2026-05-21 15:00:38,green_alkanet_observed.csv,1.28,2.063,6.637,1.592,5.602,2.68,8.04,12.765,6.01,0.05967042479557719549345119569,
+2026-05-21 15:00:39,green_alkanet_observed.csv,2.426,0.574,5.753,3.979,5.845,2.35,8.75,1.052,3.72,0.1498621987254929521851508041,
+2026-05-21 15:00:39,green_alkanet_observed.csv,1.121,2.283,4.811,1.366,7.397,2.53,8.67,12.573,5.46,0.05680199531049933294712281169,
+2026-05-21 15:00:39,green_alkanet_observed.csv,2.563,1.057,6.633,6.75,8.289,2.16,7.7,3.891,6.5,0.07419741241231700664614504075,
+2026-05-21 15:00:40,green_alkanet_observed.csv,4.666,2.042,7.352,6.856,3.839,3.25,7.78,5.182,3.97,0.09502587800304798814106151978,
+2026-05-21 15:00:40,green_alkanet_observed.csv,3.617,1.996,2.396,4.301,9.47,3.96,7.92,4.648,5.95,0.09744112953022319018268000848,
+2026-05-21 15:00:40,green_alkanet_observed.csv,2.114,2.846,4.381,2.849,9.362,2.95,8.84,10.982,5.94,0.05158963570439541603234153191,
+2026-05-21 15:00:41,green_alkanet_observed.csv,2.668,2.678,1.97,1.779,7.83,3.27,7.67,5.741,5.12,0.02727468459803850669804492031,
+2026-05-21 15:00:41,green_alkanet_observed.csv,3.349,1.697,5.754,5.981,4.457,3.68,8.31,11.652,4.58,0.06551448008318349850147080308,
+2026-05-21 15:00:41,green_alkanet_observed.csv,1.44,1.799,2.111,0.586,9.496,3.77,8.0,12.506,4.93,0.04473837401564329838309952032,
+2026-05-21 15:00:42,green_alkanet_observed.csv,3.336,2.288,3.245,0.343,1.6,3.8,7.99,3.76,5.11,0.03504462951106844886911691927,
+2026-05-21 15:00:42,green_alkanet_observed.csv,3.014,1.34,1.411,6.247,2.242,2.08,7.35,6.214,4.71,0.1331255298865574640149806759,
+2026-05-21 15:00:42,green_alkanet_observed.csv,1.717,0.814,2.314,4.365,2.623,3.6,7.26,10.428,4.67,0.03689831376798909906083071771,
+2026-05-21 15:00:43,green_alkanet_observed.csv,1.311,2.65,4.359,4.848,5.767,3.92,7.51,5.962,4.9,0.05773992712459136188493881728,
+2026-05-21 15:00:43,green_alkanet_observed.csv,3.973,0.921,4.234,4.113,7.685,3.87,7.52,10.45,6.21,0.1135285776788156731595750388,
+2026-05-21 15:00:43,green_alkanet_observed.csv,1.722,1.312,1.732,2.511,9.916,2.34,7.05,7.417,6.4,0.08718892371770884144646668471,
+2026-05-21 15:00:43,green_alkanet_observed.csv,2.077,1.341,4.484,7.733,1.271,3.12,8.78,4.297,3.77,0.08823060451623790951917602663,
+2026-05-21 15:00:44,green_alkanet_observed.csv,4.684,1.89,1.058,6.005,2.021,3.44,8.96,11.51,5.08,0.02920571540693500885937423257,
+2026-05-21 15:00:44,green_alkanet_observed.csv,3.023,2.088,7.993,7.795,8.765,2.66,7.99,7.778,5.98,0.05847450129594064721296359121,
+2026-05-21 15:00:44,green_alkanet_observed.csv,4.347,1.064,6.672,0.081,7.681,3.14,8.25,7.385,5.43,0.08243889216111766271577578121,
+2026-05-21 15:00:45,green_alkanet_observed.csv,3.503,0.579,1.999,0.971,1.576,2.82,8.08,10.572,5.53,0.03777803608993991229375693822,
+2026-05-21 15:00:45,green_alkanet_observed.csv,4.275,0.831,7.977,1.044,8.161,3.61,8.48,2.074,5.05,0.05854766420822641170078466271,
+2026-05-21 15:00:45,green_alkanet_observed.csv,3.396,2.028,3.797,5.626,1.04,2.48,8.51,13.045,3.62,0.1785498445460258172974576276,
+2026-05-21 15:00:45,green_alkanet_observed.csv,1.237,0.863,1.051,4.115,7.019,3.78,7.31,4.411,6.0,0.1013976602172225121997088543,
+2026-05-21 15:00:46,green_alkanet_observed.csv,3.911,0.935,6.698,7.026,6.689,3.11,8.22,8.932,4.47,0.08095143059747877022397205264,
+2026-05-21 15:00:46,green_alkanet_observed.csv,2.895,2.194,4.409,3.972,9.051,2.1,7.08,6.27,4.68,0.1153784818453946737930057505,
+2026-05-21 15:00:46,green_alkanet_observed.csv,4.363,2.495,5.653,5.434,7.387,2.67,8.12,12.884,4.49,0.1128337614222293423381962976,
+2026-05-21 15:00:47,green_alkanet_observed.csv,3.098,2.688,1.501,5.569,9.02,2.14,7.39,4.412,3.63,0.2114285996534502531787745369,
+2026-05-21 15:00:47,green_alkanet_observed.csv,2.475,1.238,7.948,4.966,6.589,2.92,8.24,2.178,3.92,0.1125105113294254624283630621,
+2026-05-21 15:00:47,green_alkanet_observed.csv,4.887,2.223,7.214,4.74,8.75,2.09,7.47,13.368,4.9,0.08828492914168520772085419009,
+2026-05-21 15:00:47,green_alkanet_observed.csv,2.77,1.029,7.7,4.309,9.232,3.1,8.98,2.868,4.41,0.04751118364845108551964447112,
+2026-05-21 15:00:48,green_alkanet_observed.csv,4.376,1.121,2.626,7.131,9.045,2.72,7.96,12.264,5.76,0.03212198916844107493585787533,
+2026-05-21 15:00:48,green_alkanet_observed.csv,3.218,1.56,1.951,2.394,9.173,2.0,8.23,9.327,4.98,0.05409988312154963694047740294,
+2026-05-21 15:00:48,green_alkanet_observed.csv,3.369,1.867,1.478,7.965,8.799,3.88,7.09,12.846,6.48,0.09803635321112977017784553587,
+2026-05-21 15:00:49,green_alkanet_observed.csv,3.509,2.687,4.607,4.96,5.959,2.34,7.06,4.494,4.88,0.1020976947932247289570385936,
+2026-05-21 15:00:49,green_alkanet_observed.csv,1.632,1.949,4.136,4.397,8.268,3.5,7.83,8.248,3.6,0.09136308559910010556235159802,
+2026-05-21 15:00:49,green_alkanet_observed.csv,1.718,0.951,3.815,1.279,2.075,2.17,7.03,12.858,5.14,0.06122504314999771217890584299,
+2026-05-21 15:00:50,green_alkanet_observed.csv,2.778,0.516,6.54,5.594,5.089,3.41,8.27,10.786,5.43,0.03512542983457959216314187635,
+2026-05-21 15:00:50,green_alkanet_observed.csv,3.634,2.09,1.374,4.921,1.561,3.76,8.18,6.379,6.2,0.02384579572180615922071760214,
+2026-05-21 15:00:50,green_alkanet_observed.csv,1.934,1.698,5.005,0.521,9.124,3.13,7.08,10.527,4.78,0.02547644828747867620322546382,
+2026-05-21 15:00:50,green_alkanet_observed.csv,1.153,1.672,3.58,5.061,2.059,2.89,7.57,10.729,4.81,0.06976627530819181571607858331,
+2026-05-21 15:00:51,green_alkanet_observed.csv,3.545,2.439,5.671,6.377,5.912,2.21,8.93,9.709,4.09,0.1449468683590386352514420400,
+2026-05-21 15:00:51,green_alkanet_observed.csv,2.876,2.071,4.34,4.57,9.187,3.75,7.86,13.262,4.4,0.08639629763412105228031771558,
+2026-05-21 15:00:52,green_alkanet_observed.csv,4.087,2.052,3.052,3.187,1.271,3.18,7.2,13.756,4.13,0.06191438105894061921185254246,
+2026-05-21 15:00:52,green_alkanet_observed.csv,1.137,1.378,3.214,3.174,4.68,2.65,7.5,5.545,4.09,0.1145992540266974159820749758,
+2026-05-21 15:00:52,green_alkanet_observed.csv,3.247,1.476,6.609,7.963,4.816,3.72,7.73,9.194,4.95,0.06514346080651601357103352138,
+2026-05-21 15:00:52,green_alkanet_observed.csv,2.589,0.89,3.45,0.73,3.823,2.05,7.94,10.848,6.38,0.1109619554632891435465261030,
+2026-05-21 15:00:53,green_alkanet_observed.csv,1.298,2.966,4.622,2.345,8.754,2.84,8.88,4.302,5.82,0.02917668478807569278457484395,
+2026-05-21 15:00:53,green_alkanet_observed.csv,2.597,2.68,7.218,0.023,2.204,2.35,7.31,14.3,4.56,0.1087568485313767528644313047,
+2026-05-21 15:00:53,green_alkanet_observed.csv,2.063,1.614,3.45,4.509,2.83,2.84,8.6,1.805,4.86,0.03469926699617940527239494435,
+2026-05-21 15:00:54,green_alkanet_observed.csv,1.699,1.295,7.795,3.642,8.107,3.59,7.57,8.502,5.22,0.03118549291807623257069052711,
+2026-05-21 15:00:54,green_alkanet_observed.csv,3.899,1.396,2.341,3.222,6.38,3.72,8.83,14.373,6.43,0.1026954074711958491451857663,
+2026-05-21 15:00:54,green_alkanet_observed.csv,2.159,0.813,6.286,7.859,9.637,3.68,8.43,12.137,4.71,0.07922047851707899373841503580,
+2026-05-21 15:00:54,green_alkanet_observed.csv,2.873,1.972,6.323,0.887,7.324,3.92,8.33,7.565,5.83,0.09721099400471118197714991252,
+2026-05-21 15:00:55,green_alkanet_observed.csv,2.742,1.085,4.575,7.682,5.96,3.6,7.96,13.919,4.2,0.09511967171926940729553878837,
+2026-05-21 15:00:55,green_alkanet_observed.csv,3.096,1.561,1.562,5.725,4.741,3.61,7.12,7.59,6.14,0.06232775396201691318002186210,
+2026-05-21 15:00:55,green_alkanet_observed.csv,3.2,1.211,5.859,2.11,1.953,3.49,8.81,12.363,4.71,0.006111535840667867770301595469,
+2026-05-21 15:00:56,green_alkanet_observed.csv,4.199,0.824,1.283,6.814,8.444,2.09,8.55,12.447,4.37,0.1346521895060234734542090049,
+2026-05-21 15:00:56,green_alkanet_observed.csv,4.77,1.882,2.533,0.545,9.834,3.56,8.2,6.022,3.71,0.00732840032677123744920127247,
+2026-05-21 15:00:56,green_alkanet_observed.csv,4.166,1.81,1.353,5.39,4.549,2.31,7.47,11.996,5.33,0.06469205006387352858566496189,
+2026-05-21 15:00:57,green_alkanet_observed.csv,1.607,2.203,2.465,5.58,7.738,3.25,7.57,5.145,4.37,0.07288042152949946779531179504,
+2026-05-21 15:00:57,green_alkanet_observed.csv,1.74,2.716,1.701,2.446,6.361,3.25,7.54,8.314,4.78,0.02847944554463047512126934513,
+2026-05-21 15:00:57,green_alkanet_observed.csv,2.856,1.488,3.471,3.562,3.53,3.96,7.24,2.94,6.25,0.1022581446362077773341860581,
+2026-05-21 15:00:57,green_alkanet_observed.csv,2.418,0.688,3.091,4.594,8.05,2.31,7.15,8.596,4.78,0.09481416581341420784116151096,
+2026-05-21 15:00:58,green_alkanet_observed.csv,1.065,2.402,6.64,7.672,8.67,2.76,7.4,13.392,4.77,0.08102316557050372259494097876,
+2026-05-21 15:00:58,green_alkanet_observed.csv,4.835,1.754,6.595,5.537,1.033,3.24,7.98,8.137,4.94,0.05256164183481248587447391646,
+2026-05-21 15:00:58,green_alkanet_observed.csv,3.715,2.238,6.425,6.829,3.314,3.98,8.48,12.935,4.71,0.04364770627214408705939828237,
+2026-05-21 15:00:59,green_alkanet_observed.csv,3.822,2.867,2.621,4.924,6.075,2.44,8.24,11.226,6.03,0.06948310602953585032883025294,
+2026-05-21 15:00:59,green_alkanet_observed.csv,1.832,2.303,1.157,7.121,5.307,3.7,8.46,7.526,4.99,0.01345179811238886381957514012,
+2026-05-21 15:00:59,green_alkanet_observed.csv,4.974,1.737,4.611,7.994,3.785,3.05,7.97,4.797,5.6,0.02507246535287499754188601481,
+2026-05-21 15:01:00,green_alkanet_observed.csv,3.455,2.809,3.298,1.161,4.815,3.41,7.36,6.772,3.83,0.05105486826772460476550067306,
+2026-05-21 15:01:00,green_alkanet_observed.csv,4.151,1.617,4.006,1.594,8.599,3.68,8.81,5.222,5.73,0.05784977353098966701735992955,
+2026-05-21 15:01:00,green_alkanet_observed.csv,3.806,1.34,7.18,4.536,2.64,3.2,8.86,10.658,4.22,0.05412684032426234035373167801,
+2026-05-21 15:01:00,green_alkanet_observed.csv,2.553,2.927,5.384,7.149,3.71,2.75,7.96,13.782,5.09,0.07152099642936000747947095966,
+2026-05-21 15:01:01,green_alkanet_observed.csv,1.277,1.123,1.353,7.67,5.336,2.7,8.37,3.03,5.74,0.02885529855151248228592736916,
+2026-05-21 15:01:01,green_alkanet_observed.csv,4.213,1.505,6.813,0.457,2.127,2.9,7.94,14.985,3.51,0.06549038247697778266974711514,
+2026-05-21 15:01:01,green_alkanet_observed.csv,1.75,1.51,2.89,4.323,8.354,2.55,7.32,12.455,3.84,0.1526805076739867364319817557,
+2026-05-21 15:01:02,green_alkanet_observed.csv,2.029,1.852,6.7,3.1,7.637,3.88,8.29,11.554,4.1,0.06592846484859430911044996345,
+2026-05-21 15:01:02,green_alkanet_observed.csv,4.821,2.079,5.312,0.609,5.096,3.83,8.69,2.735,5.43,0.07393098528666516491721771405,
+2026-05-21 15:01:02,green_alkanet_observed.csv,3.064,0.861,3.462,0.186,3.115,2.27,7.32,4.432,4.29,0.06414181628181876452033238884,
+2026-05-21 15:01:03,green_alkanet_observed.csv,3.215,0.999,4.219,5.43,5.999,3.27,7.68,7.233,5.08,0.03372457961118580905146512734,
+2026-05-21 15:01:03,green_alkanet_observed.csv,1.784,1.635,7.911,7.527,5.985,3.65,8.36,4.005,4.84,0.04703530081961719193476772771,
+2026-05-21 15:01:03,green_alkanet_observed.csv,1.741,2.654,7.281,2.867,4.134,2.28,7.93,14.946,6.42,0.1115229888739619433935969173,
+2026-05-21 15:01:04,green_alkanet_observed.csv,4.706,2.133,2.225,6.285,6.8,3.6,7.47,1.47,4.11,0.1021905139390821014519189100,
+2026-05-21 15:01:04,green_alkanet_observed.csv,2.205,1.966,6.211,3.632,5.977,2.15,7.47,14.532,4.62,0.1161460852986784177754094304,
+2026-05-21 15:01:04,green_alkanet_observed.csv,1.797,2.159,7.687,7.677,4.101,2.16,7.73,7.767,6.27,0.08571214899110454373908307356,
+2026-05-21 15:01:04,green_alkanet_observed.csv,1.931,1.281,6.002,3.558,8.217,3.62,7.23,9.454,5.59,0.05698025374961634089495213229,
+2026-05-21 15:01:05,green_alkanet_observed.csv,1.057,1.623,7.268,0.921,9.74,3.99,7.75,10.57,5.66,0.1079615832637789410343557411,
+2026-05-21 15:01:05,green_alkanet_observed.csv,1.652,0.979,3.116,5.339,4.824,2.57,7.8,6.244,5.7,0.02995282441136911728319349419,
+2026-05-21 15:01:05,green_alkanet_observed.csv,4.898,2.074,2.062,7.8,6.477,3.38,8.05,6.699,5.36,0.02524839470585074046896566944,
+2026-05-21 15:01:06,green_alkanet_observed.csv,1.942,2.029,3.776,2.778,8.291,3.9,8.95,12.914,5.16,0.03541906422208159120314107245,
+2026-05-21 15:01:06,green_alkanet_observed.csv,3.799,0.871,4.666,4.598,7.352,2.41,7.44,4.764,3.93,0.1665044507345022267156981552,
+2026-05-21 15:01:06,green_alkanet_observed.csv,4.319,2.513,2.536,0.604,9.018,2.52,7.2,6.987,5.74,0.06537264682614911162356441554,
+2026-05-21 15:01:06,green_alkanet_observed.csv,1.11,0.637,5.699,4.591,4.146,2.62,8.69,14.144,5.04,0.01625192463768005199539752448,
+2026-05-21 15:01:07,green_alkanet_observed.csv,1.204,2.297,6.761,1.978,3.284,2.38,8.14,6.251,6.03,0.07880805081704313686673477228,
+2026-05-21 15:01:07,green_alkanet_observed.csv,2.354,2.517,1.308,0.07,6.451,2.53,8.46,14.703,4.08,0.09565486486157757584880399618,
+2026-05-21 15:01:07,green_alkanet_observed.csv,1.767,1.001,3.414,5.342,1.471,3.27,8.21,7.437,5.25,0.005943323382695222654906749863,
+2026-05-21 15:01:08,green_alkanet_observed.csv,2.006,2.079,2.664,6.312,7.369,3.37,8.8,8.783,5.5,0.002593404625184665708982733485,
+2026-05-21 15:01:08,green_alkanet_observed.csv,1.207,2.262,5.67,2.502,3.877,3.02,7.63,6.032,5.41,0.02789502145083905276496769083,
+2026-05-21 15:01:08,green_alkanet_observed.csv,3.785,1.967,1.917,4.363,5.619,3.66,7.41,2.157,4.53,0.03837673063929669981974290799,
+2026-05-21 15:01:08,green_alkanet_observed.csv,3.37,1.369,6.053,1.94,7.315,3.71,8.86,7.161,5.34,0.04137449740802700751228880358,
+2026-05-21 15:01:09,green_alkanet_observed.csv,3.837,1.602,7.268,7.646,4.41,3.4,7.64,4.603,6.05,0.03768892098059950897942164739,
+2026-05-21 15:01:09,green_alkanet_observed.csv,2.4,2.211,6.049,0.033,9.553,3.41,7.49,7.127,4.02,0.02636140198909611732436270229,
+2026-05-21 15:01:09,green_alkanet_observed.csv,2.353,0.792,1.003,3.172,1.088,3.06,7.68,3.794,5.25,0.02705072192351806342012696762,
+2026-05-21 15:01:10,green_alkanet_observed.csv,3.112,2.996,6.565,7.409,1.916,2.96,8.75,9.497,4.92,0.05043044406918670321973246408,
+2026-05-21 15:01:10,green_alkanet_observed.csv,1.26,2.032,2.904,7.936,6.165,2.69,8.84,3.92,5.4,0.03116947463233827391435012675,
+2026-05-21 15:01:10,green_alkanet_observed.csv,2.776,0.683,6.617,2.37,1.614,2.47,8.73,8.694,3.72,0.09893701156638410807673564762,
+2026-05-21 15:01:10,green_alkanet_observed.csv,1.461,1.618,4.128,6.373,2.299,3.5,8.03,10.479,5.69,0.02518344799359697924281790272,
+2026-05-21 15:01:11,green_alkanet_observed.csv,4.306,0.945,2.235,6.813,6.74,3.45,8.98,11.628,4.94,0.02142841558512339422935103827,
diff --git a/modelling/data/abingdon-all/seasonal/green_alkanet_simulated.csv b/modelling/data/abingdon-all/seasonal/green_alkanet_simulated.csv
new file mode 100644
index 0000000..c763bdf
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/green_alkanet_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,9.25742E-10,0.1,0,0.01,7.38114E-10
+RungeKutta4,2,0.2,2.77187E-9,0.1,0,0.01,2.21007E-9
+RungeKutta4,3,0.3,7.00999E-9,0.1,0,0.01,5.58921E-9
+RungeKutta4,4,0.4,1.70748E-8,0.1,0,0.01,1.36141E-8
+RungeKutta4,5,0.5,4.10863E-8,0.1,0,0.01,3.27590E-8
+RungeKutta4,6,0.6,9.82425E-8,0.1,0,0.01,7.83308E-8
+RungeKutta4,7,0.7,2.33804E-7,0.1,0,0.01,1.86417E-7
+RungeKutta4,8,0.8,5.54142E-7,0.1,0,0.01,4.41829E-7
+RungeKutta4,9,0.9,0.00000130843,0.1,0,0.01,0.00000104324
+RungeKutta4,10,1.0,0.00000307858,0.1,0,0.01,0.00000245462
+RungeKutta4,11,1.1,0.00000721968,0.1,0,0.01,0.00000575640
+RungeKutta4,12,1.2,0.0000168782,0.1,0,0.01,0.0000134573
+RungeKutta4,13,1.3,0.0000393400,0.1,0,0.01,0.0000313666
+RungeKutta4,14,1.4,0.0000914287,0.1,0,0.01,0.0000728980
+RungeKutta4,15,1.5,0.000211859,0.1,0,0.01,0.000168920
+RungeKutta4,16,1.6,0.000489357,0.1,0,0.01,0.000390175
+RungeKutta4,17,1.7,0.00112593,0.1,0,0.01,0.000897728
+RungeKutta4,18,1.8,0.00257616,0.1,0,0.01,0.00205403
+RungeKutta4,19,1.9,0.00583993,0.1,0,0.01,0.00465630
+RungeKutta4,20,2.0,0.0130155,0.1,0,0.01,0.0103775
+RungeKutta4,21,2.1,0.0281057,0.1,0,0.01,0.0224093
+RungeKutta4,22,2.2,0.0574222,0.1,0,0.01,0.0457839
+RungeKutta4,23,2.3,0.107790,0.1,0,0.01,0.0859432
+RungeKutta4,24,2.4,0.181813,0.1,0,0.01,0.144963
+RungeKutta4,25,2.5,0.274686,0.1,0,0.01,0.219013
+RungeKutta4,26,2.6,0.377004,0.1,0,0.01,0.300593
+RungeKutta4,27,2.7,0.479884,0.1,0,0.01,0.382622
+RungeKutta4,28,2.8,0.577500,0.1,0,0.01,0.460453
+RungeKutta4,29,2.9,0.667000,0.1,0,0.01,0.531813
+RungeKutta4,30,3.0,0.747506,0.1,0,0.01,0.596002
+RungeKutta4,31,3.1,0.819205,0.1,0,0.01,0.653169
+RungeKutta4,32,3.2,0.882770,0.1,0,0.01,0.703851
+RungeKutta4,33,3.3,0.939023,0.1,0,0.01,0.748703
+RungeKutta4,34,3.4,0.988787,0.1,0,0.01,0.788381
+RungeKutta4,35,3.5,1.03280,0.1,0,0.01,0.823473
+RungeKutta4,36,3.6,1.07172,0.1,0,0.01,0.854505
+RungeKutta4,37,3.7,1.10608,0.1,0,0.01,0.881901
+RungeKutta4,38,3.8,1.13634,0.1,0,0.01,0.906028
+RungeKutta4,39,3.9,1.16288,0.1,0,0.01,0.927189
+RungeKutta4,40,4.0,1.18598,0.1,0,0.01,0.945607
+RungeKutta4,41,4.1,1.20585,0.1,0,0.01,0.961450
+RungeKutta4,42,4.2,1.22260,0.1,0,0.01,0.974805
+RungeKutta4,43,4.3,1.23622,0.1,0,0.01,0.985664
+RungeKutta4,44,4.4,1.24649,0.1,0,0.01,0.993853
+RungeKutta4,45,4.5,1.25286,0.1,0,0.01,0.998932
+RungeKutta4,46,4.6,1.25420,0.1,0,0.01,1
+RungeKutta4,47,4.7,1.24841,0.1,0,0.01,0.995384
+RungeKutta4,48,4.8,1.23181,0.1,0,0.01,0.982148
+RungeKutta4,49,4.9,1.19863,0.1,0,0.01,0.955693
+RungeKutta4,50,5.0,1.14114,0.1,0,0.01,0.909855
+RungeKutta4,51,5.1,1.05234,0.1,0,0.01,0.839053
+RungeKutta4,52,5.2,0.932093,0.1,0,0.01,0.743177
+RungeKutta4,53,5.3,0.793078,0.1,0,0.01,0.632338
+RungeKutta4,54,5.4,0.657413,0.1,0,0.01,0.524169
+RungeKutta4,55,5.5,0.543928,0.1,0,0.01,0.433685
+RungeKutta4,56,5.6,0.459528,0.1,0,0.01,0.366391
+RungeKutta4,57,5.7,0.401210,0.1,0,0.01,0.319893
+RungeKutta4,58,5.8,0.362158,0.1,0,0.01,0.288756
+RungeKutta4,59,5.9,0.335827,0.1,0,0.01,0.267762
+RungeKutta4,60,6.0,0.317325,0.1,0,0.01,0.253010
+RungeKutta4,61,6.1,0.303411,0.1,0,0.01,0.241916
+RungeKutta4,62,6.2,0.292063,0.1,0,0.01,0.232868
+RungeKutta4,63,6.3,0.282070,0.1,0,0.01,0.224900
+RungeKutta4,64,6.4,0.272711,0.1,0,0.01,0.217438
+RungeKutta4,65,6.5,0.263539,0.1,0,0.01,0.210125
+RungeKutta4,66,6.6,0.254224,0.1,0,0.01,0.202698
+RungeKutta4,67,6.7,0.244415,0.1,0,0.01,0.194877
+RungeKutta4,68,6.8,0.233562,0.1,0,0.01,0.186224
+RungeKutta4,69,6.9,0.220669,0.1,0,0.01,0.175944
+RungeKutta4,70,7.0,0.203968,0.1,0,0.01,0.162628
+RungeKutta4,71,7.1,0.180857,0.1,0,0.01,0.144201
+RungeKutta4,72,7.2,0.149141,0.1,0,0.01,0.118913
+RungeKutta4,73,7.3,0.110411,0.1,0,0.01,0.0880330
+RungeKutta4,74,7.4,0.071945,0.1,0,0.01,0.0573633
+RungeKutta4,75,7.5,0.0416505,0.1,0,0.01,0.0332088
+RungeKutta4,76,7.6,0.0220245,0.1,0,0.01,0.0175606
+RungeKutta4,77,7.7,0.0109381,0.1,0,0.01,0.00872118
+RungeKutta4,78,7.8,0.00520602,0.1,0,0.01,0.00415087
+RungeKutta4,79,7.9,0.00240572,0.1,0,0.01,0.00191813
+RungeKutta4,80,8.0,0.00108815,0.1,0,0.01,0.000867605
+RungeKutta4,81,8.1,0.000484238,0.1,0,0.01,0.000386093
+RungeKutta4,82,8.2,0.000212713,0.1,0,0.01,0.000169601
+RungeKutta4,83,8.3,0.000092435,0.1,0,0.01,0.0000737004
+RungeKutta4,84,8.4,0.0000397943,0.1,0,0.01,0.0000317288
+RungeKutta4,85,8.5,0.0000169888,0.1,0,0.01,0.0000135455
+RungeKutta4,86,8.6,0.00000719663,0.1,0,0.01,0.00000573802
+RungeKutta4,87,8.7,0.00000302606,0.1,0,0.01,0.00000241274
+RungeKutta4,88,8.8,0.00000126319,0.1,0,0.01,0.00000100717
+RungeKutta4,89,8.9,5.2348E-7,0.1,0,0.01,4.17382E-7
+RungeKutta4,90,9.0,2.15327E-7,0.1,0,0.01,1.71685E-7
+RungeKutta4,91,9.1,8.7889E-8,0.1,0,0.01,7.00757E-8
+RungeKutta4,92,9.2,3.55805E-8,0.1,0,0.01,2.83691E-8
+RungeKutta4,93,9.3,1.42787E-8,0.1,0,0.01,1.13847E-8
+RungeKutta4,94,9.4,5.67608E-9,0.1,0,0.01,4.52566E-9
+RungeKutta4,95,9.5,2.23318E-9,0.1,0,0.01,1.78056E-9
+RungeKutta4,96,9.6,8.6872E-10,0.1,0,0.01,6.92649E-10
+RungeKutta4,97,9.7,3.33765E-10,0.1,0,0.01,2.66118E-10
+RungeKutta4,98,9.8,1.26498E-10,0.1,0,0.01,1.00860E-10
+RungeKutta4,99,9.9,4.72433E-11,0.1,0,0.01,3.76681E-11
+RungeKutta4,100,10.0,1.73731E-11,0.1,0,0.01,1.38519E-11
+RungeKutta4,101,10.1,6.2924E-12,0.1,0,0.01,5.01706E-12
+RungeKutta4,102,10.2,2.25053E-12,0.1,0,0.01,1.79439E-12
+RungeKutta4,103,10.3,8.0069E-13,0.1,0,0.01,6.38407E-13
+RungeKutta4,104,10.4,2.87982E-13,0.1,0,0.01,2.29614E-13
+RungeKutta4,105,10.5,1.07774E-13,0.1,0,0.01,8.59305E-14
+RungeKutta4,106,10.6,4.36465E-14,0.1,0,0.01,3.48003E-14
+RungeKutta4,107,10.7,1.97472E-14,0.1,0,0.01,1.57449E-14
+RungeKutta4,108,10.8,9.98677E-15,0.1,0,0.01,7.96266E-15
+RungeKutta4,109,10.9,5.47154E-15,0.1,0,0.01,4.36257E-15
+RungeKutta4,110,11.0,3.12237E-15,0.1,0,0.01,2.48953E-15
+RungeKutta4,111,11.1,1.80252E-15,0.1,0,0.01,1.43719E-15
+RungeKutta4,112,11.2,1.03553E-15,0.1,0,0.01,8.25650E-16
+RungeKutta4,113,11.3,5.87603E-16,0.1,0,0.01,4.68508E-16
+RungeKutta4,114,11.4,3.28466E-16,0.1,0,0.01,2.61893E-16
+RungeKutta4,115,11.5,1.80825E-16,0.1,0,0.01,1.44176E-16
+RungeKutta4,116,11.6,9.8113E-17,0.1,0,0.01,7.82276E-17
+RungeKutta4,117,11.7,5.25278E-17,0.1,0,0.01,4.18815E-17
+RungeKutta4,118,11.8,2.77838E-17,0.1,0,0.01,2.21526E-17
+RungeKutta4,119,11.9,1.45362E-17,0.1,0,0.01,1.15900E-17
+RungeKutta4,120,12.0,1.20557E-10,0.1,0,0.01,9.61226E-11
+RungeKutta4,121,12.1,8.23029E-10,0.1,0,0.01,6.56218E-10
diff --git a/modelling/data/abingdon-all/seasonal/green_alkanet_simulated.png b/modelling/data/abingdon-all/seasonal/green_alkanet_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..540bd5ac376140d5f3f48fae22d8e8f91bca252d
GIT binary patch
literal 30203
zcma%j2{=@3_%}&fEQLhYh!#5`yCRZ^EZO&+F?PmSQ)G!ymh7qQ`_9<1?_}S`HYnR*
z?CbYT?^|zg@BjaOpX=(Ht}|!OdCqgrbKm!Gxle$if(+65tLJfWaEN3dN<GEFIpvLm
zgFAKh4A{cgJB|V$LXHpA9hIS`jxGlFCOGm2j<(iNM{5g124@p{2MeeTF9$alhaek+
zxuc`4gAgYt<kub?P<t~@7U@0>aFlbl4>cTca7YZW|8Ud9Q!Q|CoXljU?y0!OtxOQO
ztIi#XuR*uz-pHPn^?p$$aN8;QFe|0VssH7Sd9lrC#wPlMT6(OS($Zkb?U2Aij*FK@
z;F4#roj#@UVmbc6%Ok<o@GR~Z=AAf)L=5a85QQAKTU`*_L83hp7DSqx=j_X0yaInT
z^+St942<B<As^>D_^_v>@RkC9#Pz4%fbUxj)Nx2JUAiPlctHZYm%jn-L+~w%iw!3L
z`*S~h2JmfIecu1~k7;LSXPHPuH!t?_w9bZ#a~$n&MST9uVv6+Hel=;QtE3b*H0Ok_
z+G!ikH_Ap5{umF$dN}VMNA<3uti1fYsVV*M$g0XXhc3a5<-%^B%-P{$tEl~p{GNx0
zhu4{zA9(Jy>$Qy*TgB)RynFYq)hJYyWoO(Wba$Wbm|sUrD|2+lA~l{xr@}F;wpK#+
z(WCGnj*5p!*aEGEwe{wHT%y-8Y{1j;c3?(EhDun4e%*7XW9Nl<m$nM0B~-){v3%pP
zmKZQA#RabGhE#l(Z{2vS*PE#4$`=wMsBOybd7M2tLVKC1(K_zUMYY!)Z*js_iic2v
ztT}J?FbnNvcC+fIoiEy3nVTyLmZ+(#-%L$#%NX}OSRtjO<Jg&SNj$_Pp1d8isg%FX
z%BngTDz=|CRN8lPxF8-L8OhQf#Ti8_?EH!Ye=3-Yca$B6jErpVO3m&|kv&vIq&2l*
zM9l!Tgz=3~k&RbU4<57zUS_>6B($GbbD5l6y+j9T+VJX<{ebGT;yCHv=X4oYbY1UV
zW?Q+3OGZIqI-@o^w3J(uvvHrq(dwC=M{$-$p|sfHn&jR<uBX%R<mV@e9IVfB-a^Jo
zXfY*LmX<2H24e{iDqFg`)btvT4<=9A(4ITOs)S;@Q@$T6<v6QUILc9^BjpaMn~MYO
zi=Ed9@)m?~!X6Y96c|s{`pA%bU8JY?YJi;_@6?!}TEa+4Nf~u2o!?C!&I^Rc#=?h9
zJa?xFwwgkcdy<kEzW1j1k2?+NJk`<h7@pfkPjV`!D!fCXjGfADCMwc(aS1a^XzA+t
zXLu<0E9WA$P*Zij{yOu)yj^eZ`JQQ=?~I-6;O&0f)1%1u_BG5TdthLo6^}$Di4O0)
z9=Sdl%i}lb>H`I#J`J<@fsJWmC}Q33>de9M0eWty=A^2PB6Mu6=H%!JgrMXGBjf!p
z@e}uvB8vzum=mfbr)pbsAf?0wts5f(E7%w1;7~Z;Z5F5F{un3-`$j}3;+l86$F}_B
zpyoumaVVhV^)^Gw*3wXWLjW0xuvcq1^Txn4y;i8#!5CAZIG$T>E@GoCvhN$@eis;0
z&LX=MwS-pfMP4?olE)C?1bCd+{`b`OQ1N5eh84!BrJPCyFmoz{=3d`ES$CG@?jYe$
zJi@+Up1XI69W0YAHcHm{CqqP@L<joxt+utchHY*-ZfUl3cSCRG^wRatuc@CQq)e)g
zE_zAVa)F~vf`VQ1x=~ZGQYik*5iMwyQ-jI+emxh5?pT@p_zl0c*L$(%5#~3%btQ}f
zrIrMPn=nV~&GeN=t^o?CFGze)<3d9RGE@ufW}9Z`pOci|QvUo<TG~(KXtQq-PalbZ
zZ4@RRE$2O7KH8alRxd6v>0bE0lF#Dn^)1evvC&+wBdfh{DWNJ#zKkUG?sIc<1@N8K
z$o45bJbe1|HDIkg(jgGFTu6ZD^bZZuJHwfonHTFlzV#$877QojIJ7BVq*6Q!rjIp4
zzkz_lhQ2;{xT!0y(ErO-LqkJiVfse;Ko#=j=(8l0LQVeSfn3&oU>vy|zJk!~pvn-`
zK=0ToayQrUVQIp~WXk(CoK>4&4WcTK_m{N9mhEDPZO94aqBumSOM2-xJ*leFvOU19
zSezUb&7|F0t0!q+Nc74%uSs|*h2UcS#xPwG?q=S!yESzn6Jga=#k&T($79f%cVJRg
zFW20(eNzusSV&oJ&Cv>U5mx7s{EW1`h~rTx0k~9cYbL*1US3|+P=qjqIF#gpc%U+Q
zuD2mcE=K%huX}N?5%bFVE_{2L$p-HwYoKBWZj*^p^i2ExCC-bkkd*ACsb+`cP_IMD
zE!WxnC$aqUI%gUam5dF=*hZN>HLq;k`~v26!Uk6Xb%}$~a(!z^uM))1{_frNSsj;2
zkJ6>g+-iHUL}(+w=IB)Ro6x~fVf9^;c?Q1ilanWTn9PifkcY1G9WfmA^z_dZ6hee_
zo<5!V(!L&WBjN61p^~EF)OkWe$9VW^c}`PPQzRx4zAET6F{BI6o<sCK5!Z>|8PtLn
z$34^1T6*;OvE$MHP>qdXZgTRy_{pm!%-62fIZZeX(K?ISpz8?eMNF+)L6nJ#<u>xm
z%**R3_B!z#dX9fVyWXGV*@D;ZwEv=gZq0FpkjJP+YC44LZB$g{hm;f@0i^4!L21xf
zKwzMyU=0(@X|rVNy;Y7<=}uJ5;apz3VWmt6&4|6*@!{U0ed(m<!KIy{{(i?VkQ7mD
zD6Sx}_Ob#yat`bfkkE-NA1*FhzAIk$wI-bO*om)D$knYPw(=hy3=Sq7`Y0QrSwd|a
zlOPJO=n`Cri^SyA9J@U$wVBX<@Zf>}1RCmzp?;TQSJ~vTg$6UozXigIPJC#ymk0=|
zDp5!Cu~5wtUO~YTr)F9g8oQB_l}k0VBF1?p?G(?RJ`K0p{MMU;M?g&DT(zwm+JZ|}
z9Qpozh7EN3%S->NGrrHCYkTe1(`$CY!DQ$d7#QTNjFr+mAHmU8&x(B~DqS-BhI3}C
z{MJULJ*7<bNf?w^cRz<F^LNyI31Oh*d60Y2uS*l1?7t^ViL67=vI!d;>hlP=d1#U(
z8=lSE5)sf|eXFcc7sbh!*j`5HCeowqlTf*xL~us3<eR*usMiJIOetyU47!BDo~40`
z(zB(Z$!s0mJo=nEaU`xHVAzVn^!hjLwiX9$N{KdaCJ*7kl3XrTaergC5_SxLH1ktd
z@6A&WTzHv~I9NWzGtAWAQvBn7X;yy!97`<xI(c>wX0S@@w>lad;fHxr1Sv`_D^ou_
zIvT(Xz2~+b+djOa=dNS|IZSdX%(luYpU-oCh1A*1GDy8No|ymIJdv_Mr_46ljnF*B
zwFBh6<o&9x*}A0<MMayhoS)Naq{vfI-Cv>!9XRk$5PGb|#Z$Fh(B6O1S!TyZ8ZGLE
z;(8G@MCi7nX%&xGLLZ7B)x16JXhliKUqb%|I$7;O0%!X+-E3kjo{gz{!%;$|;r!N)
zTFP`vfk6rqOed=8@hWBb{-sybS!M|^X(Ie-Uo!ghyK4;ujAA`wWEU^?YzX^Z=WYl%
zRRGC1bf3~kUOfL%{BW9N5$~d;O|;jGYs}=tP3|nU1d3L>d5z=OXVGUm>UaXf2kE(@
z^#(^{q1EYrr6o2KZo^#m-3g)-Hq_Cnez4G+D%^=*qYH=C#ttNMvKI(TUfwTF!L9<r
zCim(RSg~i9VvFG}t;2rEywqq@K&>K+ii%3w^p`=&>FC)rEh$y^zncrDaEV+kk}o14
z@1;Bg6(;vAicjGhD&|YU5!Ot$sdY~2kz6<HxQtJ}1m^gDvx@)hz5GCapS^HMkV)-D
z*7L6Jz4dF5vF351v69e6SCMS`3k3~U8IUnMvjy&=*pgfg#wVbxbR@r-rARoF`Xo^-
z!whe7dwtpmc?qFpB&M@O$L70U=S#x3dHaJI5eCggLL$th|5S9Iv{)B)MHIff_FmW}
zXMgRBdvOe}Sw^`g2nyoU3+YuW&*ys!O`}U+tki~(c<uKk_BXg{lk8Y^j5!blCYA_u
z7o|Eu2`ORvo^O>}iv1GuL*|_rOP#V13Mw*VO}+ZWjBW<piM==XaUjj#roYhe;?3tx
zFQ|(?lxg1sVeXAVy<c%9?Xbco@hP|PP&GDUDjw8}F&+3C0<66!mwk3Ea$WM6@EOh<
zx~JF8<zKP0GVl8~EfpCZ8!)~mbTSjf*&l@{39@lP<xdH@z6LR6Vnvq%O-uXo3lBek
zNqy7}Au3R43*kt9@FuxgYYcHen`Abp4qa1MaXZ*vS;R}<QlO_yuqLs&QgwItUiT@n
zxZVSw`$S|zxb5ymx-6$e-+kl${;+OfkbvGj$>xG+LN=T(OVb%IlwR?bGisfNHJ7X^
zJH&=QP@a5KW(j}UeC+Pkl%9Hr(TcMBBsZM%Bn<j0a2)-^h}`alz9VugR(vrN^w`YA
z^^U8yYtHBx72XP&=sM-9jaEm=%MTQdqRz{;B}UPeTOoJUA5vGXXTx_COmkg~19V4b
z=la4DL`4>cErMDI<M1B#pBFnjx|A+Ka&Kw+S%--v8Yj}x91e@)cT)(adodVQhlX5v
z*Q7{3Xl8X#_nd^wT_0CWzemfbico732~tyrUrt`>Qh+7&An(puzve7&n90pYc`}w`
zRqt`(H(l=Jh9Cz6B+#S<UognXFazxE45k;?JsNY?pd$D9X7NRFxi|8>pe|=DZhIdC
z=kiMM%$)hil-(4!5uH99-c%W30MENl8Yn_u9&OpXO#r7)ktt%5X_H8P8Eh-MsaaC3
z0AHcarDY?U<>=VD6Zy^JLjA(GPJFgPqqreDYXY~M+~UzKgv+?sE%9YkB<y@XUF{+B
zMe?z=bDMS1@TJq#*Lst519XsUnNGlV<M}lea{Apfp$X?ZeCl~9%ZRioYK(@j;GYwF
zJl5rZpYxjE=QV@pf_~rXYFG5n5oghxZ8l9EE2`_mt}LfLM@q2yJU6g(i6p2a;1F|N
zcU6)wJm_tI4l&Q=TDybto#V-y;*PvmXVg5~B=Tq(^_=mnjM?{xy0lf<WIlTqWuoNM
z-|QMN-q$3uwqDgFD}Kj52b(R13iQtUwWILtWHYjzfH4s?0@ELLitxZtUP_xzm}cs5
zwr>0}+lg<xp(o2IpR?nA>c%JrV>32kUtO6v|8m!13j$aQ0lBc(l-T+~>-{jlQzVcI
z(dgNL1>&j~!?!*%g_3AoyHRw>-KSn#k?`8A9QkKreOF4z;arrSnrNsr`Z(ZA|2b=M
zUAbrlpP8$|eMvj?qRZxZl!FhtnG5RS=iK~yeS;T9qH6-!l%fsU<rtNt3v#)`qIM@w
zj#DGWzYpamvWkdkvsZ>EB&=4fl#FTb?d{2E)3v|XzeUD|=R>cJj?}WT19&ETjwe<C
z>MS33S7}1m+B!?q(|Dr7$x`+#oBt_wL%gB-EjwX#U8CjU{2WkSqhB2~6mXVlOGtQY
z=FEY-EoS|l#E2@|2akZxPKV9q`5Zf;y6J4M487`t0qg=Bd}G8ck=Cx9Oy|tJdV67!
z?itg@z{@Mgv~q#^7R0EFG&IYL6P2Y)qgJ`9?JwfYb(<^MnXZg0Xf=Ih%r+RgDk3&6
zFe;<19k+zQbU9>e7B9X4&oj27&ZsIXH9i;V5yNK{srmUP56@F}cHcP<j<Ts!Lte+2
z#QMkq?nqPE$<fYORU)6&V43Gurd~Oyg!?g}3x{9jIGs9U1<-lz$ty-<@Xc?@qqM7N
z0IHoq)hpLr#hD^c38@mrCQCOPfJQ^zs6@=lphkl4jo9&wBs^W&8QMR|MP*>b_E2O)
zZ>~x9AAS1tshkeJ%w7C~G$#nc#}I_+7C(8lQoAyp%Evas>#^^+rR&4*GqiUrHEzaj
zqxA-f)_u$MnMO;EYucYzw)LDxOfsr2#xxR~@TT@(XZ#RSYs=tvDxdHYg*Ho7GQkxG
z>3qxuI8G}Yh#^wOyy}6c;qMIn{Yv1U!#!=KF4JhfX{3({5dE9Op!>g)7Pi;ENjBSe
zw6`k<6>mt4175?JIjhINu{R<-y#LF5LhUI<smoqXb^TbXW0^rf;8}P?gsA-(8_olj
z?!-%Xh<&6I{Ac4ruJQ#c#lC>W`fJ1n!FZvxfOSX@xs@WeewxDDpO}vL=CL}?d%TI!
zj!}`0SdFDXNGxorV?ohl=G^$X7i?kS;a^ZOrIEuWF{NF@)mwF^-mv8x)SqGLMie)c
zbRwLZwzEn8A!XRYA|spr+`qS{r}ocn`DWd8|I;yMXTPjV(-2?akbdw$*23b}&}Uv*
z509$Tr%y*axr8($I_tAK8xb+3A#IP-<c9GcMh;gvu|}97H4Vp1kwQiXg9H~O3Zzt3
zFaKwotLxqWY(pcfVni^5q+|S;L8`G*F?F19=D}>O=08UJH`Nr*{PgM5=zs73lYS~_
zSe>Z+<5)kw3tl;2`|`q-wwG6QZ_3KbV)-S9g|3w~C$GbGnf0BWD3GRMj?~{#M6^P0
zx!=En@mlHRLwKQIKjLI%WvOs}8!0qP?Aaow6S=AU`Egibx7e7`m~{LNR@NZ9fA+Qy
ztr_lsEySmKD)h?>Ok97aZTE6_Z!cak_nJn^hY!ztd7<psqsHfZEY&-Udat@3Z4H?$
zbj5E>`I2Z>-Ri%WoSfXzCiU|Ph+q-*zHytES9!H+M|W@9pT7UFCL}F8TUFezpn!+O
z=2~&8UX3SV(?37JyHMNIB+a)hY}7>fy)X5Nf3AST{9~v1615!dTcF_QF>E+HQeYCK
z^6Z(Ml+=sO<q_q<T)kY5i1+Vr%gf6HLM2nd$Ug$GM`<>8+E>Q%O*^k{l>+{R?|OVh
zM2Z3l6_1qj%IK%_U4UYvx@()1rCI#wh)B3<N@UacOVT}GV^COH+8F8UCsicQwMS*v
zFte~^;Mvc5CVQP6hbJa-VypZIYb{|+1135gQ4NiavQZp5#@I@wz~f+BHHwvuja*Mp
zk4n_7$ZfoZhlNEN+^hj3e*m9~v&$fq!p>P)x>cHsOG^U~!&m{xXurLCOGd`+ky2=)
zkf>$<&5<&@l>Ywyhbk&>HANij{fHK!78VwZV)yUg@3%lzIW4I<d5Ca~N7|KLGwM|`
z`i|Q{(ilgNdJR2x#WeF%!DiQ)j3@yaQ=w~Nk={lTGn0QG;Isa%*L#w#92*-OA3uJS
zI(6z)KR-KQT8`MSUAxD~#552^#DsqS{M0QD4z+Ghx+OrVsZ>fJu|yTf9O>;JM5p+}
z1e`6e@|p&_bx~iv+COJICXM|5{rjTb%4CgRe3Qvgjt;AnlM^W|Z8jY}&r97Zw{+|L
zPVWVpZv3wL62{p<2*sE$q5kgLbcU#YHTy=>(Tr!3OekH3PLWOF$jHc3UEQ1nP7!A&
zG*|<fB>^?muvsS`erj^^k2yiw!Tdo({$V@bxOn}uQd-ur0;3G0!C?XkvmZV%ZW$G6
zFrkNs)wg`N!GA?2T|GxjG*GWsh7m9ax!4D1q>*Jh#(tdsEz}y65DGM|E8X_$#MoEU
z&}}-O1)Q<EomUa?&|0h0XrE^AxwS4d3vXzxl9}SIZ8=a!Un&z5li8)4K88!lES{Y$
zY>RN$P9wEGPajS1u^IL_L8N@5X4d!2%d=uHh|XRnIk(^eR)zhbhM7|u!Nn)n#qO?s
zVd$>+7Zr<ZrRf+G=@`}S0KqXWE9<cb_lB{~%z&u(*~YYLB9KH79f{(4fLX*-wJRm4
zBHO*TG!=WB8%q1nqQhsXka(ReU%N(Hk-+Wld+j+`C7B$9rARk9A_4>TTs}g2s(KG&
zJ=*wO*^aTXykDyoj%zedjUidX>-#LPTqC|#i??`ZK6Fj-4zfEsRi;Brz<R7h%glOm
zKTk)XgUT!}d47$ylNyS!>sS)s?2%mb2jS}#!uH0+cowa%(|H2)LueinjOk#-kC1tr
zH<=@U;v$zIp8tAGY0mF)-UrIpfN=UP${U|EQZh6|Rv7$@wF@}*#7WF~i|$MKhyd8q
zb8PMiUKyhS>2H*0mP?=kkzM;UNf6_b{Y}*uNP)-tk2o66Ty};5GkE#;NDPSBKlb`3
z+SdBu{Sj>eO}Vl0$Nu5Wj~+ex&o;1z{<Y2Z=3Tn;Az+fMU-&;~f`HZ4u_$j#KHr(;
z)Cfl3DoS&T<!|x9IN-&L(|_bG<A9cyhyU5u(ee0?Z9jzzw%!^quRp#s4ggE|Kig(z
z4FBAAPF!64U)#XQ!JxtLsHc;s9%`|wW#ze%(Y*YbM(j!ay<15^fPI_*vkLg@{%Fy&
z;k1(4+1dSP8;BYv8y#A5Kc6UlT##T(Ak=>(&YxOK<hQ<5l0UvHkdl=>_n&PB2G{=F
z_98U&-@hfnZ<egX>NT&|6m36dt7fWcRGka?f`}=`K9vIH{*txE0e*gemLA6Ea=?WA
zxKlrhk+I9(7p`!;y}*f33<s5xabLN^0v%=pD|^fVSw^Y(MsRTO+x6Mzb|4~{jBba+
z0X<C_9}q22_~Y?okw0JC*7k@>$T6)WLA0_SpXq!pXZ7y=PJBU32d^q_IY>;QP}Xv2
zdn9{s_df{`e%NT*C5#r?>QgE-?G#$xObHdcP49J>?+!Rv9`{{a66<T&t8*#T!F4To
z|Ni|)1mZ9nLvCqhHSlC<BD+-^#N^<(-|o`rW$!0qdmjPk(ef!u*R8+3BTi7+v?JQC
zVGk>G<mGWuaT~t4s+N|M6Zz`Z+3zETsabk8x;iX;e5#jY%FD|aH}eeYjhjPg7sc#!
zXm0dUdMYR=P=F_>wY60#)t``xvC?_vDZZJlZ5|=b-8_?Xcpb0?n6S&LN-6=-)$4%1
z4f7=+dGxQ8`pDI_tU~YGWK9ifVWAyhiiXKaJ?RjdbdDwa^8WD_4xNgY?Uk_s6OdRl
zIs6C4Jv=;206Dm5C&14SsMO$w=H^nubYo-VG)N<)9_VN$fOUJSr<ZF(Hioe1W7#T2
zR>9>|Ro^WGmLi@GNLbe6WlENome+6Jegq0I<6nu@zG<5Yovl@xu{3KpT>|R1)MLM;
zI*@|~YNF}hynFX)gP4fuo#)YhI)rDVX;!9*%XLlPsp{+3r|;N#8jW6Jb(y8v5}fV_
zy1EHM9ZCQ&jea(1k1X!s{&M)WqoX4dapC;=kATM$t#Qo)D@$?Z6l}J=xdbxSZ_-O=
z8{0zdpxGQum6G7FEbHGsUGf^S-W1r3Wq+NnMuD}I-9IoO>*!eI=H5c?wzc@FpphRh
z!9nE8U6QfDV69RO5r1jqH!2x;t>XpM>x0H4iBLLGl}hso)55~SfvAi(Z!T^PzeZHL
zpmRo9j%`q{hww+O6&2r9aM*K?vgy)GBk|4<Du$9l@*zlbUvpk*q-#h}U|@e}ujy-q
zk&)2=$td{my8G;&#h7WBK#37%zLOn7K}89hbq=GdreTB{8x(0E2&Q1el`c@ZSkY1V
zY5OmbHPIOql4<Q~9eipXe2z9b)c=)c&Ah{Q@{vq$1azOchrV(?5dFa9^kQ9OZun)=
zy3ZcKldY)M2w}%Pz*KA5Al9Y%PK(&hG>|RgHjo975F@x+Flz>(BxXDW7=DsM{wo+z
zumjkptQRbz5oO+ox4T-2ZX*&HXF%7S9CHVWOQ27CVpCUKi!&UzayH%t8J4b`n&Abq
zt$U_`zYtD+tTElsAT1kl>Y~w9w3U8`K<y#pp-l%mTFj&3aSYE~o`GJR=VE$l{~N}6
z%oM@IXJfr4jNHG{Chn_%&}eT<wrL*7=$)+ttn8*>bShto@C#50KeAkyv~Op(G^|;7
z0MxhoHs!ZnE{({J`k#Txf`?!Y$asqIT)H1=clbO01&ZiA)&7yZDCQXdpON_MM}jwT
zxb2rOVg@h$p5=mzGhV@#{Qe2eKc#DpQ<?o_f9z~~m(dU@^gGshVdwtn_mup%625Ln
zYt<|2&o!IW?s%6Cxq^mPn%pb~$mvHg{S7`9S&;o1nNQy!<%RwLAy~NJi_f6(TymvD
z>)G#F;h~(I(Vv+@y~b1Yk7NDH6c6R)|C3qFt*wp!JjQUL*}t>G-`4|@8%Wb~*aZc`
z5ueMd#80TQlokvUpbliRdg4D>TTVqyjR!WL&0GSR&*m+GdH^SY+zWqy-aof}OilgI
zwk(~>$kyL*6PSpfZUQ+F(0u>+PNQ$lePlDbG~rhX^~9h+N<o46f0~lNF9!>T9zJ~a
zKU|K9nVHsqv){&s{lAhwg}3oJ;uD_VZk7X%AVCl5*47s3#f$o#@xmAXDfDJ(B)$$T
z4rFE{Ps<n}J2bKPGj_cGn*Ohw^bJ`h{Kseur1bR}{@iwYXcatizdeONj*zc|TV^|b
zzkKb>1?F3~WZm7}jaSFZo2$Bj5@rm9eNuAr>mbE#G*LsN3$jtwb-o0=Vr1M<(`;67
zd*t7fdjo2M$MKtDj40gMzcK~8&ao-iWM#D29&2&H#s)o)t#{3(@5ZBIW7~HhH~d_K
z<;{B5^MHO*7N^|;#PuV91?SRJ6P~6X?4UV=DA>cXx(18<dsH3!rwF^Xse5P48Gj2M
zYf|hQ1yU>uajwI#n}<DQu6K%yix*S30>_Lw2!|qE7Ce#)6b6?$!ooA$Zsn#&6)c|F
zf~vo%30}I)#Pl?Uxn=T6+^-d^tB11+fEB1Jh=oZ~mHJhmJu8Kee*xrw8!$zL-1VAk
zdq+w^@p+!iW~AVOjyRC(x43eCCT>s|X!_Cm5mB=UJ1@Tp3_R~NA?C5)@}AGCe-aQp
zjosZ(?CtIQzh9H|Yr#sNCHMpc?VuVq0jl;QG#c{?<Gebau0V42&cp5Hk(BBQLvZr$
zjk)%LNm4R0W<WSj<n}Jb{Dp@vdU<(K3EF?G$ZDSpFDtwI{p+V7>&a>zof04#E!w|)
z`Eq7yi8VzgR4ueJKOfZohS$Z!bVZ$8T3Qsx0>}LFjhZu5ckI3~kF%7(06bZQR>5~7
z{})UQ;A;!GuKvldU%&QyU@>gGG*YY7Ms=up_6r2$afKtIp&weH7q=(_E34cb?bWNd
zfdj`%kQC=f{%#s)(9SI?QZWg7ysn-Me!93{#$M|X78P{^E3{v98fGy%=t%&mn3<Qi
zkoo@&i|30%sCcDC7l??67VXO*OwbO!#@YL^XS6B$t}ZSv0&j|@sF?BjDz~ktBZjfK
z-GT`h;`|{GnzF~N!C(6<m6&^(B}uf655lgdjQ$(2fLLD19%K8gF@>|{bFc0xeav+<
z`#6IYW{ElT<2`K|n9i|>?&s5c2aggtJbAb{BsgdXB%jWtXl>AO>3h4ynFm2I($rG1
z+#5{}+A1m^J%jnJP_LU`(ihREbk6KGVfsos8KDSgekgMMt7(`|n1IcdnCbRw8`2cg
zv5jz?1b;C9B}F4C00O(Y>h99n*`qJHzMc|Ya|NF|Q~Y~Bw(JseZHNuRPp{(T#%zNW
z4-49nnH8n7Ix~Z5A9kQbw}M?Ah+baL2^uO`FZb(Kyn&GU=$sV7C6-A8XVZ7r_uTB2
z;el<SQgqMUlaCit1>PH^JrXFK$@BO#ogb=B<yFy1h=iGwyBfS%n0^_2g>FO~{dLg|
z1|PA39W`6ux_R>536E-h`YXGT6yx(FW}dqejJ`)EUK+32x^72)QHxq3y~^-JM@Xe>
z(PcM^?-z`AVAIb<<4P6VY${UOUiB${c8FUI%cG9{HoQTs)@~J4Fc&{p`KcgBDc=7+
z^uBaf9P);O0-B67K&fs;_sS%z3%N?#{k4h9<pm~sG1@y#kIJWu66|+Qwjw0F##X$f
zrBFA)@(lr6%+_x4cBjB(8m1NbQh0<H{WZf4wipY^7|Kmfhj}MGxnDMZH#zFiP<@B^
zGW1(j_rq6;;x$x#lBS;dsz`N&oUX=Oc2;NFH)fpl*KTnqe_;BVf`)T&8Ys)SONqE#
za2!au_(KI5DHj_l4}k6B)3Iltyg;i%x9AP5$wAv?!imT0*c}E8XDGl_m#!)Gtm`M>
zjj%#DM~_^#bYYu8>`%2dQoE>!GBXcX&8p^ttL-w<90;6G!@hm+;i+~B9zUvc(<n_<
z>GIkp*h6=wrkzsyhcB48OUNQ-c<Q#N{%DcK;tm0wt3<qw=*ShWe9}fbx1&5?oJe2T
z+`DIGr-M7G$UIu<V9+r=j;JGt^uy^Rr;J^>P?D%pC=Dz6*clNw!iij&$t{+}Bby5n
zW@+g`-Mp1+@x}t39kJiU(o6KS<gp&Yb8VtBOG|i_Vu8L%Ulx+Tz<$X|TR8&ESdlW_
ziGA$VRibli5o6t5Z<d}ceGh}VO{7SoKHW+|jhj)l`Bi<|`0||1$qUfo99n4ntUe?^
zC~&B}b!J;D5cwgK^pkowFs1yQ{<dA-r}<QZ7(4ssb4FNQx-?jitHn0fvs2q@Ki=%c
z|2ZC~fE7RQR;pm9cP;M``AkiFC%gA9dwu&3M@9LfK4r?he|lKQ>Brpq(dS&o&^igY
zoQg9Ze$PjK<HLO#MOzOMz0)UOzp(9f%E_7NS-jp1B#J1n5m(Kji5<O#ITSj-v(>^$
zAUBjJF;Y>ZeaxK;yZ4OtC&z;=u}-m8MwG(@_{&kpp#p6wde*8nPv|1ACyqP6Cwy37
zIx1=H`sUDSgJJ97!lYSig|=u2N#{>$r3)8DBVq6TeqXx$D4uU)Yu^2y%%sNx$(tnw
zdEVk7w7Cu3?6rFZ$CEQop>Ll+MLQ|RuxdgV?sW)Nv*Y#d`YyUFqL}R4$6S-p?aNI4
zy4B9NicGcdC_;vss!R$zpQO7A|9pIH&qhBqf<MYY&0L{q-^L>%y-dn*Qtg>_=x!^J
zPu78VxR*4~^lmE84)`!(Se{{hef=@Ae*2wT`(;kfi1-KZ!Y|S>&?7~3n>Lp%+s8Sn
z<3Ai98L#N3XF)DPn|@vrwzA2BN+l>OsxdvQMm%<=PYZvWlf2P1;L9wEtX|@ndE;Qg
zo%~c|=w>2x_y#igpZd9#G$v-B?Z7~w@p7^K9BZejm--Niza#6|N#8Wt%2~`MPTC2{
zBeCXof1ls(;zK5a%tchjvnV;!doQm`pJ^8s2#G*(B+n3W(1o#iR*MzfPL*;df2&m`
zC?%z71c;GuL%H-3Xk%3;BKuCOc9ZsMp5i7tx8tXV_p4aYyDj>HnR<w!ol|a-gF>L(
z0+kk!PLxzs8c@PY;AvlVcgfBgQ_k4Vc(6Xi$}zsQQEjb);ac<0+;Ll(o<=ZR>2N{k
z<yV3CAaW|!dBN>46VkbKxVP8Vt}Oj1@x|HPjsvjTN$D?r9OO83maBGUg0^a20R&|P
z94lkEdyH%fwZmB*<{Ht3{pe6V5h>}<&Re61qa*jZaHUq=Dwd>D<LnFbSb|H0oQ4En
zM%P+aEnoX+k;lT^zIDaStfk0d|5a)Gt(>=giRwwj8awq9W^SDdY*JG3FR?^fwtD`T
zMfo+ikq7VWF<xrvGwA2nCQvy6RGO&xt7I&xn<1B?<WPN1$WoRh0h4UJAE%<pWRSbV
z2U|GpRhgC!eH(jH^@vz)puLB#cLT*N849!3gSNvBPfl;4!{ZxgAP9CVXfp!K{(v>Y
z$j=|yn)sr|y+osAl{0F1O#-&J7)DAnm8y!Ig*T^pJzEuG*m{jrRfK5`B13@MWlsX+
zpwp8@6FVdOBG~N1C$k#U?w7uWacr-I-hbhEj_6HBg|tRZstO{Y)MRBPS^&ecgGC9}
z6BX}TE6aTwHc151CcV6*p)qeRrJ5kCtHpRq%p5qUo^n#3*)GYdq6Ih>MF%7>-47+n
zN;V$w*KddTThjVD?1!Y#le48v^|eSfU{i+SfoD1(I5-8J|7Zoi>@{Xwk9-<HO!US}
zTTDAUCe;Bs>qdpakwYw|F(9Lh1&n?@Gn$J!n2M}zNz-J+wo%FcQEQO@qo<CqwqZN6
zXQQI?B+_%BZ=K-8fu(CrSyfbj59cpNaq`}~Vj_EVGR#Z4DYdNu_gqK|b^9n~mA70W
z!i;j5x^Ua{?<a<IWSmS75>Z8v`3dg$Y8>Nr)F9imwYXTkgiCs9gbGY!1K?_6+zIq)
z5du-mPiwjl2lUTf*l<xnHia-`+CS=7;6m1F6>h8jdIZ&SbvseQwnd?p;@Y{y0nV*0
z#(Nrxcbn%XggLYg>wQ0#B+Cx2Zim3Uk?)I34S!v)o?bU9bQX=_F)=gv)F5-Z6@)Td
zV`L`=r^<?Q_+O`}aE2T!rfx%qm2Y#hkEeT{ETQg^UcNdtjCgG@#jIPv^h&^N<@K+d
zdYy%ZXD`Lv+P-x&bTHG4lk%&47j5*nZ-{34Q8HKg)q8wwHZI7xVu4?S$%kP~S-i;U
zv)bOhhPPj59M+?&Fi)DrtWr^b_N&XM++3VsE`k0^semvwW}4&MvK+ZmHoHt%jQ66?
zfKI>NU>ade8U3nd6}vLsc2+x4W9#FGv`<x(Zd4i88@KJ=nV&GFbp76i_wQpx0<FP#
z17dtdwS;DMrTW6YT$0y9l}ME+boLd4mA#y`I7!b~;Wq!TDF?peZq%473d8<%@>_V{
zK|^bd$83xXYdUxGSLQnsbA>5MUj`xm{{+hb>nZ<^`+FdM>>lj599`LbhCzP2(URg-
z`f%%D9>F6mDdiZB9kp~QT_=jf!rVH%#(fm=Y;#~%nORiqIjq#kTM1{i&;_^Ux6mB`
z?8Cf!l1Qy`8J-Kb`!6oUo9!4NWw;qyh0ja;%p}-V);~DN14H%n-0be^R?!%DR%?=_
zUzc1!ygp?sryEmd>untS^_mqFkiY^KDmYyUqFMkvT)%r)y(xs26}ZjC=jY5i-!lXK
z?j2yuetEE!m5oNXzXk+_gqT`0Zme!-k37?43J9ySZyY8MHTfWkteXA8+|&K6&5GLi
ziEQ!kJ7Ntu83<2+MY8RR6U5R$u(dh@EHn87klwKfCnqN_g8!hlu#%|L9>6axSf`K8
zY`52O;rB5GTL1eK-}B;Hm(k8?lTblco#%LmBF=h3DB7t7R;qK;i#ziC$V*cGSyku2
z68$KPySv%<r2Vx3@+Q_Oj*EAuC5W^7CXit_fYG8DzSkIZr5!-n+gK@gkxv9P3CwM@
zbBfylMb`>Ypdnu8kE`y;oNu$ju2*gTw!#O#958C(=hpe_A`&_U+Z5P`;tamNj!ryQ
zDh1$n*ghdQH&>|2xHa54*P-oJYT6Pd{$y9Y@Ekbvn?zvZ{|pi64amr_dUK_w`)SRj
zvzl8f$9@(sbmY<t@bDfsN(Tl8egr`92eze81v1X)s#6cfe<|L1)WXuxRZ`M-+_6u-
zndVf}$LT>b|Ms?B1H%&FISq`cD!wj5yTSg+D(%qCxS$#RBnnYw!2a7nlY}YQ)ETf1
z1tKSh7)$>!AO*M3x{O~V5kJfu_c}RR(KQ2xULN56X6n)_xBv9w<;&Jrmzet9zX0DW
zAk7q^TunLX^z`(v{r%T}vfuq4YQQqMwEewLW-v=5<v21fj?L546Cml|BxQx=DIVJ?
zi2?XIpwKUhZ0i5ilkEXhaE_2rWyfgKo`r?wf9Jk~p5Fzo`U=PIjANzHXHkt^JZ0Jj
z2FZ&$jqep)$8REx{y@%WP(iR5z|t)8=Xb{PLo5ZwjQ?c3SAxkdUj{_VEp|yh%8X`+
zshI%%HX$sfws~v4%vNh@Fk9KHeoG(Nq!;x%&ULo6J%t%rO4N8B_5WX_WIHYI1x8NJ
zCqNdv&cGl6=_@d4*R1vi-q=T`rlxYp=m<@1?W_bnk-^KXYH7|s2p|yL9xH(;M?HYo
zLKvZJrXr>tlo~~jFFO*Rr5$_D-fAsyn>)V+cXO+7({6fnP__(uTU5L6vQ*5jUsL`z
zkQvoRF-GXxwXQuSV$I59Ghu3XB8|lQqE~SJd+sC4^u|NE6VI=FaEfi*YHM#FP*8JS
zmPP_c@H0qXna=;fc}F9CngdFP`JqMkil~^NBF($u{)zAX=7$!Mz5_fb{><U;$vN}$
z^V#(-V##l62R|&+&N&>?85=vKEhQ`oL}g$N;&m64LbiM{FLWiT#pJo5k&*oHqMfrM
z3htNYerU)Hk_ZAiv?yTwkK|H!&bo6<t<M6EU{-V_0)45a=ZC)Bayqm=2Ysn&;eD6@
zl74xcE^O3C=!?030&2FP*X{gSlGjVVBw}w`BW{$&d3Ev)rJccmW(0b>_;X||Euhy1
z1$>(3g1~QmTza@&TBB<4f!pyTR(igQuS<!7xn7%nxggcu+5PrL4Uz+73e-}iC(E&C
z0{!v8Ep#7UZ0`0c&z;g)&5%phH-t=9h(MwnRMOChxot115jAW%bE*2)lvW!8hSBVj
zd>7m|+Z+nr5!#g=E@`P3;JB*^34+p{E!rXpqq=QHjhdr>Uqdv>&0YU?=7|6vLjOm?
zvflab%dD^Kxn}~ybPA~Md<U2~t3p5j85iKzAN;`mdswMW*L4~n22AOy0vOOUk>clR
zSFLn5{3r=N9)Q$~Vf{3)6;45R`wF2f&x)s0TcrtIlDy05-dk4CT5M<s40=I3hqA*p
zI@c*&zSWTYb<Uc@0+Z&89Yf|5vj7Y4q{GN|uNa}D^?YW~VKQ|2SSXxS)_h2E!vbXU
zOmY65V;%A2sNKE&Xy-|xxe0rzi?I~mf6ob!^d!o*2DJvdd!6^qiOAgY&))HDf$JM)
z^|=>Y)S&3n)S3^gTwg5g91ie7jn3ZXt+~H=^}TiJix343_+NGFw%fw>=2~4P1<VFX
zC)`z!k3;qTsm}O>BxPi)&V6iQuy{50dS>4JW$DzcD%_t{*tyi~iQ?M}-dQ6ainQ&{
zAk+7u^->YsbM;+IxQlO#1@wQGJqB6+C~{7A>(!%!xwTc&E0>J-kCq}!<4Mk?Y7IL7
ztbxP)S8iv#%@q*f{OnPGdYjnk3>|66tClnP3>22SWwr)p<K%*;)$Y3l4taJ^u*t$q
zC-1gC%ro_jwt<yq;g{tur!9GCJ}Avv!B)owc{mM^2FPwGsQ9bb8H@x=CSRl_qS$qQ
z9^NJdgPLHbJ#FH8+6z{C*wMi+Y}a?T!hBV?3UZ62m!<wWLL6{6-`>wN$HWOb^mCu-
z1`?>#LjfAS&@}d0%2yR|_?}IAIyBrzHjJmb)XAT{j~&h6B`zCEQaUFhF;P$=jD-a=
zg5K)hR5I(exD|HR(ljFbi<!A<1b8)|dq|Ub^f8KDUY-MH2E*VkrY4LkuT(vX_xFFn
z#8}X)zyNecWq+f365_^f(3+;rZ#~QaWU)7Z@cmqf4ndHItbM3_ARLIz^HOIH+VLeT
zG%DDI<{@nOg-%}O!vP^0W7wM6*Z}vH0TSdIMXWuM@7fM%yonM<Bb0%wpr6~L=4e~%
z2M@#PwI^pbPHUkLWYrJCDLd$AOySITYe#3FE=8AepGKtA>IU6giY|`l2I!4~?tBiQ
zDJ>aSfoYTj)GN>(>X8_;gj>D6z43M~AAJJP!#&JhN}g|A-J9?E${7_ZoA2gO)G>Aw
zr!eUDr{sLu!=vT=jCa3{F?m9cqg?8_uP?AWl6wL7&5z>%Ex31tAanbnWP}`md12K7
zgY;J)HzO)#{2xB_PE;8Zcw{46yct~FY}C(fCHw<h^xe{n$uDfq4;24UvcLH~Wvh!G
z&Cy*fk50^i9qjKv%q^QYWaXU{!{9h|jCTE~p@)q+UeJJoi|<1wePN*Sj?e9Yv)fS^
z0<B7n|0=As1COn!J1;XwW9;(Z&%ac{=$?_Q%eiw!&I=?HCc}<07a18VvFQ1sg2Eur
z-j@x{J-5E(c=4uDqupl<h?TM%dB6P}Z~&LmF<tca${#-I8DfN-oRh4O(zwy8iUzSp
zr<UFq>tJX32S#pbZS8ef2)$ehDaQDB!6YpoM+>pon&_lJLe6Db4LSqq>j#Kbx}g!H
z%qZBXN=j#Z6eb?WSlj*VD>3^?xJ8NqP(pr;jgrUsm2;~X!Z~+;2XQZe^y=^}Icw*u
zv>5)6%_CNHNnILamwqnr0HE_)ymQx)jBu|uNZdcVQeP1?@eQn75Z(l>gnt1EB{j9r
zsvF|Q6m4}GZUI4O!`G{f8f*XxEe<}Nf>YFN*dt^Hk@;1~I||!(G+SZ%YpxK>l8Wom
z=TlE?*kqS>`guEbjfVUJG(fgjj7716=pEbHX?1dBs2)BXrT{B_hO@u>>aEIvoZW-$
zf!GwML1!S9`~{*7flx4dJ#;3wqFU*z;eC^b_HTdu<Yh{>V<>TcXF~0710jw7Snj`l
zTxG8AvVQLwc}xg))d_K9c^z5VZJOJnN|g48*9uz(>uZGOR*2xImJ*65e(@GPCNtYt
zsJCT}BIM4vgj$YJ)rB~=9+dgNU@fY~=@+%C{KbppJ1i)$hbO|#(R#u=$KT)X^nPrX
zN%P{xWOL#;b&uNoykL9fRiE1$@034mOH}E<s=6RCK_%*a&~Et=@fis^I2j8>u^<~X
zRKh$q60@vUkEkbErAbqkMVC`0k<EasN}`zd%lh(2uJpl9){5UxhM)nIs0gvW?jZsC
z{gn^N+vuadYv>R<vb(&KqfF25Ub7PZHBzj2luLg+fyjMq+Y{<==K8A%7#w-S@!{Pd
zm(zCl2c5B4<uA5^i>oIyLLlUj`*wC_!wUft(b1UF1&{miQ(6e}V6uV|EaGSt#m*(D
z=P`?@8YDvR2%d9g^Z5IlopVIETG}{5zn?naea}8uzWQT<LZlhJVojnjgA&3=U|~Y(
zyT6||w}_tdr1^;R?}Pnzx^qmEL7pSbGvHD<DOua0H6w?}LqN0-I288Hi24M)S`NX|
zD%`!oZe638t<RG6HF#AE+^!Bt+LyCjX4j?EtC?Q?YoycD+oIN^`6@$vZC^U>ZykK}
zL2{pT$6~~ksMZHL@n_#=tvvrVt0A<)2%bH9o(rEoSIbt&__ui5gw3!c_|Rk~n>d=V
zhj&wrAwL)^Y5b|>kwRv6c6nM99N5^K<559QNjBwk6yFE4V^8Db%O;9>pa4qYg1}n^
ztHp{A+spCD`rj~(6cOarjy5KNE9ug+HvNg+)*G*=t_xTVvc&-8W<6FS51gE#W$pk9
zVH>j-q4e%+K8|Rl4p7p7#xokek{a?II9i4t4D<|N$CRMp1IQX=+)gXonX1gPN0!uA
zfx_3l39)@N=v;@bSH9x?3EtA~bKSY4q6=RscIFJlkkH&^050Em%1=a9w`dYP_rGId
zWM65#5Qlh8`I`+ER)<F)KW6BDki;`~)V#9Jf{ZQ|CS~$vW^B>B8mnE9nbsEm&)F1l
zJ_ul&R(XJ%A`;{7;W6-?SuU~&9uM3>Qca=sxqjYcq@?{mb->lAWMN%oL(3&3M!tfa
zUy|>nUpCv3yXYmZRpkiM3N2-%z#v|cCFSrfjWK)>!amkrv;|G=x5pJhhfyC$RgfJa
z;Qx7x?FE1LOgDZ0$l(4O+Uo?Ko|_v5+H~?JmH=eWpqJFp(6}K^Dn#eyrNvh@YhSJ{
zPJ2`zw0*oah<M^mH}!skzyxI7=XY;e3IC{YX1CBPz=dXcJP9ln*8u|Ku}3`|sdUK|
zS#KbdVaGA+io3;Y+HrU0@Ez;3N9yX)!Ia$hORPs2L6awN{aq7<Z@&ekLT3BN&!006
zIyyTcf`pd>yRiDG&a!vGPqT2be00QFNk76c5S7!PlL?n$1LT(LebAvOM1s$rbi)Db
z5+=ApvqZXMv`pyhl$*EdlfOefU#m}fdh*4(=_^884RUtijr;mZ?#f8DM`Z=jLp=uO
z&R@8oie3Z?-@vT&G%XofN<qWl&funt7v_y~fHC;;P?@|n=Cgck|0JMz*i}_k3!sx?
zPHz2aN}%0X8UWL<v^1;-JdB8%Kdr_fnl97;IHDKtY)Jcr{@21pIokdI!gQycDZgy}
z3F#v8J$6qO)HFTWeybvvl-QEj!0^t)&Mx20b6x#emU{9i{>JKPapwEN^X4RF@~GFy
zbZ(=jv;_p{ZPg(zg`naS5_0H<j*mKDvTy+Or#ZkIBAD&^r-O+TG;^4YS9F$uj!vvE
z7#J-w{w0E1J3E(vK3A;0!O}_^84V5kWeg6A&$rb<83OB(STKUS3hy5WQ%p?E;++H|
zcfp2V9;VQB{7VpimL%PyYHPWW7C{fqQMQdHXKN&){8J|*9ust&gQq@967`x57>##u
zL`Ynr+@s6DrnH9m$H=5FgJiOeRjZMiaxw#_RXBhCJYrGwR3ff466+g2f@9#P6M$U&
zoJnk`!#(t_F0Db4<dY4%<VShuUie?3ah{JBf!Vk34QV^Pw&Vh)zV%B(b?)MKLZCHA
zC36U@w{Qbne2U7h(B4G+rhO($G{#1ix_Z_T!w%aaJo#P-gng&^IzKXUr&T>KTO!B9
z<K^PHL(|dkpC@Y~3QDk8!wJmg=RoZzgUluGTV5CvO+E!L2N<%a%P@{>5~<nNZzfUc
zDvQIN)LvW3u9_iP>%{XZIlksF@(nKI?_QG)TVDXYUx2_y2}0P2y>|J-qjam??;dq*
z3T>mr*gQ&fUZR$i3k$Fid-Jgw2b-WpNKGein3eML;}}L@-G`Qo9EWhs2(Ok&UiJhp
zoG2eXcUt)68xI4@1}&9-{+5h5(yfDTL=n#BXT%e=rz&|b@b_gw;b|Y(DbAAj_f^P7
z2zp29ILExduwIKtl4j=;{Mrk=a)MphPrv$1(=HKZ#Sy6SQ8|^XPci4X7H}G;M0duG
zrc;t;>uByn^RH*BUnT>rWjGKLkS(zrt8t<}OvXB^_gdM~%)ei{6ZGpebbmp+)5;xv
z^&g)+{(6T^Jx>BOR==+22%VnBHUPC|M@#H4h@WW4BbX0(oFA>9nS^q#ElvZaq0%Ar
zob_=+twQ^#CARjG#%BnNXB*f3czmScw?pBrU_|ac1`-wH2WRjG5;=XrtI)j6w5M1#
z3P+rtYEoDl@vam#p|MYMb$i0#9!XMPLCMvhrQtcKM%Br|N+<jz<k8A)gL@^hJefMk
zc;+KTlBuo_=bZ@6cm>(5GJln@wIO0i{psXWJz6`*Tj1`=?R>j<4oIQ<(oxH|`FEm!
zjq-=Uqls>XJS!%8U2r#3{ph$*EPtjGaSh#tT3TYF@(($Os7JxPe_j@RSK&cq?KP)m
zn}HlstXxp`ih-)9v+~M?9Y2I9AEEU&n1YVcN59I?j=Npct@~nyu$x#FT~n(o7AA>|
zXJ@L0$-G&?p9d53``)%wc9odz`kLZ-BA82w7^p^gF`cxhoDB!ne$~I1$c)g;s^{A*
zjhBw??=??ad`F6&bW?9^8)GNqk@C*zfA3CD4_!iCG3Dnx7Ab?jZFoTtP+AB_CcGJE
zmU@oo{wXI})?O|{zEbaoDTMh~9i>%by&kxA;wZT9KY`iqPpAdb#F#wIncokc_WCnR
z)M43d&-CP-=#vHGCayK&2$$2Kb`<_gpdlP%Nz_ohMsRzne{DLCuJ;3;@B*akDcAfK
zju4+!=CA7ZCM#<pWJAt{qLk*Cy+<!J>Qy|3e>S>yIJuckp>y>1kICHJb!5to0B##+
zPMqeQK{Kd=@WP5LUIe3-o0HXIr$$0!x`q~TYyVKHKJa5sB27SP7rHd?Zp5|RMyZaJ
zjN;~Nc@AYb?%&0lAt;YZ5>Bp=PTlaWTmrRM7Yu$iWQr#Z{&wF3C`!t!eZL*CpaB@Z
zRzy!YvxC5~m*YyQ&NxBo&LGR0<4*OoYH0aj&m1b2Xp2$>eJzb$_)}%N`yD5R4oK5l
zLu4Lz_iwvlr8FtfGGi@v@+9|EPY5iwk@8fNVNWqp!sMlfp9lM~7f81&;gh<GNS+hu
zLwkqbqzl6HkjT~EYoxSSfk4MGVhY;&6}m>x|9ar~A*05Xs3_B;J13mAPjaLD0N8Sn
zc@t?cRh6KZ(*5)3p}L9oQa22~D~S4gom;|vUwMP;QrHA`X>NkP5I@Yx<~VKx7+L2x
z+;L;<Il4!!f1LxoGRIorBp1|O_wlx3Pt2MT*|%{@S6QPf{8&PfQGJE{)IXPQ08kW0
z9FO&$t<0Z{a6=2XzFlPut2=%=H2iV<%=YzEGYJ2Whi>2F>!tYqLvgxe`5mU`(cFZO
zrHoy$6@7~I>jL?Witdv_Eu<Rv(i_{qnn(W9X8CQ#&D;09nzXqmhHpVLFGxJ$#Q&?W
z?Jwl;;q&Jv{?;Y2lWrTBR^!dp(q+~NKk4q3vtNERzX_DfbUzU;s7kweuvwJda!ctX
zM7D3|qONn>*zI&3NoJ82Jxl8M*9()r814LiSVm^%M*h}ZF%_JU#{(_|7lr2_m-Y1M
zsiMi#Jtx1_!My)9M(bhyAk+?BR;0%#z8UlqQ@xv1P|k9A>42xu^|*!e5~dK2pX;ty
zZPilu7++NKnvbU%lsKlC>0!b`=s7SKX4ts^O;9BdJ>TK^d9A!H)j40=2{ZXRjM`}N
z;IeY~75vQ2&GQ~?u)0v;Cshl3W2a>+m`J((2uoe4C7U^)HW-}$6-=<*gY6NyX^=PB
z2eJOAWGoN_c{&><cr|Lm&$A{xdYE?V{+=ly8w*mL#|b{g;&LwRMT<T#4nGF^Ev8qO
z!t64)1EW0~cF|vAl2%VRY>S(xm5{a&JG6>ItjzRps&An`&^FH4I~|Msezl~aOfK#w
zX0UKW;~0WH4W%rLP7~}tQhJbW-Hkr{_cVfMj!m8p?wuoehrrr6@L1GaZ2@xQ-mxdo
zd=J;!2ikaX!j8X&YN7T+-&#S^)6lRPHHW+dO>8dT+_10M+1=f30oH2K>es01wKZG0
z+4?T};d9pkSlDNgezls_HD;qA2j#%=+LXX;`TJ-<EsNom0o5oAiP&xuwsFmmnD%xA
zi+ngJbBuJMpy_L)S^QXu<#DwBXh}F6l&p}T`Whm+05!PZV%H*KMTo@qdzWE4)OxXh
z%=E9xzjGTW(R1IT9K2D=WU)V;N52*a2Cx?M-_R#THx-COIf#u%G2l%o*taV6uY4i{
zDv^+!krpfshvw7XsUGLnF`NAx(vN@@COyOIZE<;gB@N+Uc5onysXu#mBU3FqJb>&*
zN!-HHQl<i@Mgb~q=%8Kim=Rb>>_LYX{f-!Dn)sBJwVX$9Pho^>J~4EXvc0#z-*T&p
zq!X_LWzQvr5;->H1#dRV5a7IaZ8{HQw{H%IvuhST)b-d>)u?oa_^%oPH7O%CFZ*x6
zp{b@1Iy%7Xo7jQN_iLfq6O9_rs*1;!mKk^W_+)Kta)d;!hq*@bjr_4Mq4?hwB_idN
zsfO_;&>4|ocm>;m0{hue@sZ-LsOwtN=`&|C4!Gy<0YNDP###11_EH2fbIi=ld;~A^
z0lkUNP5_7;WVBzVpvd^*_M?}A2@@SnsVX&_F9}{=G^#evug}5a2U7p9)<hmc-_~I)
zHJU2(`YJQEfX&<Y@2`UQ%!I#v`!>?I#K`7Gfo6$yj1Xv97@yg9)h=V7)e_AisB}TA
zofry9sHsJ^QCEEd=1b)<W8gpx4K`Sts#|me4b-=_j02n9k}8z8>9Qz-4+qiRZ%rCC
z7Ry`O+d*eC>AACK6~~ON=|}%hYiAw^W!v|Cw75zU70FhKNy(BegbGR4NE%C$tt?G;
zV{fyRU5wq8r0iP=V@qMOXN$2UTiK1>7~bDW*ZuT7_x-+qyzl$}jB%dlaURES`F=mY
z+oq<;rsn2_!-2p4`uzDbAc0H_bMHR0WT`8)>dMNqA&NVq-_!Q;l4^R}w=xiRCBe#n
z^Cq^Y%)L4FTZZ{_<VxW;^Gf@mF`6-B{ZQKp@fQYxwIX1x>EHw-LC5L`qoIPf*Gdc>
z0(wQ=latnbf`YjJvxx%S7|z}a9v9T#e=fwn-k;P6-U!JWGR>Col7o#c-7{c$H)2ez
zaR>z)B-TV4kzTI%s0D;HcfN2h=G9jRcYo1~hS^<=SZ+EHY06MFSA&5?zh|-)a*m_T
zbOYS#(=s&Kj3%LDCS^*;Fump$<w_Ufr2u26cski_r|gaZeDEUYqqYxTptFQ?OyBGd
zgp@Ok9I4y^PCu1p1vL1dIx@A~YQ4uSc$*(-;z(|SS0WO866J5GkF@-3@k;<KoFqa(
zz#<4E%R5kfuvwO!9UiRpK0*7hc2ac>TgG8o{X|qzdD#^X#vk*<cwwXVFZij`%NHY5
zUDl<=XdR|@j9pcDc=2toz#kS3#VphW6LFC$Nvl?Z_jMP+yX{>A@ng|0_t;WUd+RsJ
zo9$mo@x`ERP<w`AX+7(tRyu8TF5S)89DBO!@2QX?LpVQABhkFJ0Z)BCLtQt8fy?nB
z%kQ_Iz<$wz<#oC%(6@XKJDl$;QEKtdGIFR&a_d<s{+aY*7{F*ZDqdRz*QL^3)K&`K
z`w{D{Fw9>#LA{fo+8$}EVGl+P2|>9>j6S&RvGJFee3ns1>{kP@Y?;Q^oIME|OOLQp
zV3V?XsfKNorUW=>GW@NBCHCF_l}lR6>x(bpJoe89#Bj_2O#UQ5>3u<LAiPRRsF`}f
z3hQp+orW7V3U^8BH3~-gHsAEqf@s2yu=0a8@e^Oh7vgly@^eNmuIo_SJeB_ICDHWv
zhB;3C6ya%6-dj{X-c^gA24CjjtIVXP$7S&uIp)suvoo_VM{nPKn{ygdI>E$z>Pc8q
zJIfO&t`Fm?!!_2#qYH|WoGs9mO4;ky?W(;sb6)W`sq`X>bYY|8pMFU+`Quo86z|;N
zb2#`W*EltMXSL+~Cj4WuqtqW6qMup1Rub<1@lj*`LzXFUvTJGHPVe+!>y^0{_vtyl
zY**0kgHR;xxneQ7@1I};IYNDe*NGMS;C);}mr0r)tfKZjhrJcH=F#+JG-B1?&!HBy
zZI9%c(S<wws(rjN;b#rbrD4ljFybRB%4U7aeazc87!gXD?qPrP+1koJzIcb94%RLF
zQs3+LSJV?nV@;=fMoq9KFSbDiThgtkwn9$%?P8*-Z)ESdJfC-^YHT918M?k>dD!&a
zprAUWG-~_)Ad)SmZzUC~NZ=zSdhzSs4=49>{9>sNJJ~Xzi-^Sn-C~28<rR|8Am=?;
z5A^eP)Io6n<B7c7`G9V$+v}e#7o$amu2VMpmH*qdqiKBSMZ&|Ksd7(XFpj_8jmDb^
zG32C_w`LOW{Bc9C>-AjVYUa0M$M5hvjCD)bcB@S@QNVSH*6GGBl{&Kh8Cya3My)h^
zM}#B14{toVda9#${T+>U6M<l?*u~VYzUkQXpMP5TUdyqzX)But^Rt+l4?>QgXi?`x
zFc@dTJJTxB*3anAVQzn~zNq&9^E<hABiGuTsce6c1aA&cO@);{O?!36#bnN3F!7I&
z@cztOnwIG53WpyLqFS^m<jyd|FvA;!zx=OCBY_)0MnpzDp&%*8LH+5K8&zy{kwDW=
zHo>>c{zy`KfwVe$u;lkXvGrvATQu#NO`1+;ggo!ry=VVIxa^+6A2-ZLGQ-J&KLtTV
zNt%kJSv{VgQ{DCFx($tpF#AHukP%&%hFoujELl_>8&RbGb%=X-+%|Q5*;kIpzdulo
zqlELHRW#;#B8)pj@;&XWP}3&2M6aZ<JcsN<H_vDI{J0nQ4~A}$9Cp*Q-y5et#?21V
zVKjCEjEncj7Oq#wQ5v22GSlRy9sgK7D#Ifq*mYT<WsJUO@tVg6c@}SRFhLm#^C~uS
zolQ-{q2~*^mPvm;#cS7Me9dL<LrucASb?MGjO^ELrH?|~7(?UfpA?pTniUlwdGYMM
z?$A&#@<*Wi*I%>ijFO#`4+LDVBulxibY<Wj#gB8Vdx|BM>fQXA;*}l7v8z$0e(KMF
zR~YCC^UU5(E3?^X?8J1d5q;$KR72=`TuLd=z5M(PkcHU)xi`oH2NxrDVF@q?8N$ro
zqnwqT&BQ&RM;cDl4SoqST39f8p5$yDE$so9Pa}WahO<+$nmmyCo&<5!?vsjoWs=GM
zQM1ReQ$4LrjFW;O^BbOK=u8)6Q&8v!x+?kvknmm(4m|4P-txdSwPB@|UEM$6T{^BJ
z?P8725ki25M0)X~-G8JDOrfEnDU(z`hKDv|qKn$%VmQwPuiJ&JQ35}g4*N*xUPY_T
zAAR)atv)9rBI8Pq+q8JlukO(O^AL84GzhZKGXpkfUK+_%+;TdsbIvLp@!BK1##egY
zQB2br?FxI^1Egd+UtR*aLRt~Z>t;%qo~_?q3eL;T33_!fbZRSaoEaD}DJrwYq>73b
zpA<N8^(>8ALL>3lZj=%MRg`cV(jJxjj%61}CeatxyUjtRoa5TY{s<Iw+qoQ+5>?Tg
z&9$|)Cd)%=7osKnrM@<lR&bzj0jkWC45aZS>*$q*Wl~29C7`zYTOrU(wje6k4Gbo8
ziMMSgslq;TTx_U|_0&Vn`m6YSS<pVwq4$V<&1%?rQ;$aiU#w-va6_1v!I%h^$t}Fe
z)5OHYF*mAWs`q@@w!tgB&+59IDXI@-L=0)x-G_;1SM55r>4wXT*-VY@iw%vNS`#62
zTAQ`CJ*>@l=1e#gq50099SNhkP0y7xWYNR|?ZxidmSU!(KQW8Ep-;?4ap{gUEK{en
z-sTFej+nUC%`~gxwsNOnKXwCL4lN*H?tb1I4Ap*>fID**m-`(iGenq93=c>IL`cG=
zo47eel+^HI?UjR&sG@kedNJ){a(Hziq>KnH#?&8}y3GPqje|zoq?8~tnL^!whSfe7
zEV(B4oK)ru*zgIZXY5AeK=3b?eHNz}t#~0hF824$n-k7c0NRl6GSw*kG4o+HROBLG
znTeTu_7SABo4uZ+UEUuj2qnH7avldy45!VdlF|qJc=-J=jU1o1|Aq4U5S|jCiTo<^
zza6pPO{HUIl6t|tfB1Iit(bcbdb*3@+6H{tn;%sA^`p-aN%bQe#cU(Fn>G<f!9N9b
zgEb-+R{pASXWzcD-wz0(?}A1u-ZM6KIYQY+K3w71&a2Jea?~q4Fr)tXU&Hz8fqTMz
z1&*FlNl84rY$SBCfC&4en8w2&ZFD0fT;vyv31C;TNv*<Xg)tuA3aR2`+zON5yio>c
zb^wR;%}7Bb&-VKAbyEE~<BvNLm)2VJdD|btf*P)Rp&l10FC=doP{rW)l)pFd($k2R
zm~vR{S~MAsqu%plf;-RDBDZ&K>8RugW`2Z_T}bGEVsORBPgH<vtRb2kTwCGL*wF;B
z?pb+X`UvH4UJl1yB(Sj7A({n*B*_onI7mB=BUsbPzS6D*8)%n7o%pR%!K5bj`4p6|
zbYoqtl$;fuUm%i332LzN$o1Msf}FEND%lwF;tR`t^wG25+zWC<NB4;jhH!r>v^iIf
z`&k`1L6uaCfs}^SYu{Wj>G(8hx{&xF9I%kfAG$Es);DAxeb{)(ryb;m&DwFVJYL%Q
z8c;2zrj}-n&#w<++H-Hotx@<c?Dg}V=bg{X!dQo4#K-C@aHDlUG7^J+BAO%JK$QrU
zD@!5oTBvGec@Ph)l9{>zZBAB}`przeH$Jxe%gf8hMO~MrlG4(yK@}`m3SCfGc=H)?
z&9_14)~#=;ML4wPtLGIVRC28CGHKcvecJeViD;aocVaf;dVp1HOPYG$HqxX070Jn+
z4(k$(<OWU*nKx-Gv36hA9ISi$4B0Pu-Kbd(A5P`OKYjYNx~cXTSl*m|icc4haRTRA
zD#Op(=0E8hP5(Dp>3Aq~!F1mG{^1lfbO_D{C^F@&q$HX{9ECzD#dCs`0VH`UhvTA%
z=RxDBGf7j(GB!x$-?wcL<OXu+OCU`<%GKa&K7CTy!@!`sOh+Lv<JQ;RB_DqGULlj~
zx0pGt#V-t(TG>keD<2(HJNQh@Rd4P?D0bV|pI%GP%F1e~Z%e$=%<nUN-C$^2-l*j@
z0RXYn_~j|$TlL_hV%MMmc1lc4Y+PUU+O_8hKAW=NUfOm8#E1aO2^?eo4~{^NKOKSE
z#D$Kg(c<e*N}qihk7%Tu13c0#LxzFBL;l^^4+-y8#MzHn1D9s^^CQkcjH*(lu<+da
zkKDVqH{OH!UXZg!;r@0uivRSV`(fmc`v$OO6pX7}2TQ-DM%|&7>ZkkuJ13{maa-E>
zDlboK1ab6Jx%RaF&tx=I0%<)LsIB+av1QY}?*@3ZqoGObt?hmoEx?XBQ9XBw_}1O6
z<^lLQ_8|{yxht_^q@ch+9l08}9X<RB7?YB#kp1FwIe-iI;C_BxWgXl9NJ5_oXAW->
za1vNF@Jb51XzQ_i4%@*!3+p??jS=YQ>E>}H&Ach?XwG>`wThiNAnAOSp}??zo%2!G
zU;R6RmpQ@I7z^Dop)KnrG{x3sXqvOP2mrJ0gJQr0xK}j5Ev2P&BvB{mC`}C;O7_;j
z=cgm`KkjXSv=O1HXCdam_cAWkmBG}QJ1!@%r_RqfP7u>a@)yabJ(3>7OZg%h{p=^S
zzfZAAKgSo|!!;0N1ZzrH|DF!Dn}}w$6L8|K>OZM4tn(%A{LTQ({K^$;_t&D|Ma#>$
z>VbWpy0;Q2yKC=0bN%g1v(*!0Ejt>&c>F`0w0BgbL^sN6;k1eEFWoFwo&n0>KCue{
z_YbfwM-tRFZ}V&}FFzyA^^|>mH%HHn7^6k`sDzWB4*Fx~M+@S7v$WzK^l^V<cBOE7
zt{AU^5WAy=rkl;jSxQCSHsa9Bu4{iMX78I|?7Lr-9^TXtI~nb$XFVVDSgzkKve(tT
zBnI_CrsDFni*u%GOo1k|wUyW5U6@)>%p=@_oSpkRm)t;J*>PkIkynnMPz6sVg~M%0
zJyEu7gcK~Z6om+&5n*_0F?Up=H&?*h@Qri=TbY-9*z1$$E3?}k=%NhD1|-qW`{`cF
zsgIv|F)gFA;qrhB3?`b=eg@>Vz0qrHc7)UI6CSPO_;?>IV8EmwRhr=pQ+SUdOrf-p
z>Yd69ldRC6%M;{9u_1y^u~ib7sbwdfa)Q3gGsu{(Ew#-R^by8P`3F8PZZ<T;;<>H(
z1w1CutaghlqFATfDfnC$oO@BGre~eODR7(+-rJL}e%M{hUZ~QqUWH#YE{(sKQRzt4
z=o^pCsl8*d(mgalnBJj7s%dYvyE3q%UaZ#V0Ct*q^y{&i(B`7L^~^^3s`Hb*_PYCU
zkCgk%tiuce5;QOF%k4~aT#Au=EnR2MmxDto#mU%3L8%pdCAUkR-mfLSJam{JY)Pd0
zF_!v@$Vn|}EymD%#BgxOFtsUe)Ax3O-<>he{Z$!w0y+PR;ObbBMu<OU2x%)#Z@Pr{
zl9nv_(o<P5rptK8>g|B76)pYq;VO&$Jg-dNG!yf?APM(@RSHjKvr_rD93uf&r_f;z
z>)V=ru`crcVE9@?*f~N$<qz`!uNN!vD_pGe0N(hrAa*lFI~f%FQtx{sviZXw=N$$0
zM_7?S)E0fNOG*>{Hi&xP>$VSvc7{slIE|7e0&&9v$1QJvKMWsFdY%~cQbED>F8uLI
z+Xot*&*keYOh5Ui7c|%9W5dhQC`I2o#JL8oBg@9h^xJ4&o(RVu`|-jUOwIOn7_;A6
zH+{I$)r(i2$#8Sn9{~<dlr7_>JWxX#P<qbsWfpD*9q*4R0!Pl)MO1$5Ls{A0%w2O<
z)u7)5rSq>uvCiG@WS?AUPQ434xx*{`hA>*oxHO6{W84l=6&w}_9Qn>ORhHd(*{YeF
z&U&uaZ*6c{>f#tX^-k73jHJ#*laqA=x}J6XT1p3UMKH}oqR=*<;Uo%`*uFT1A?R)f
zUHx@Jc<@sEd!03@Zae{vHZfG=XWZdMwoA9}Gval6Bj4Zu6uX6}xI0u6h;pQ03Prh^
zEPqgO(zXZS30O3u(`_2>!rxkmpUH{<hh#3dAql(@TMVQLq?`R!etz?z=#CSl2B}BE
z6j#3(2EX{r2`iRtCcIz&LRwxBaP*c>GZ5+CWaTP@Vy<IOjR5!BKEH;u3bEBuHXz1_
zq*fD@zj#poZX*cQ0?A5jE1gF+rV{^l<wG7$e!gs}*JA@Q0Y%D&?{X)h>a^RGW4eAn
zXnVIZ0<f`<buL1-ea_3uv!3=KRvaT`D`igE^pw5mTKi1-5;n78O<a3Yp%y<CuyxVc
zh>lW~EgjKi8q*tkEYRGjW4ug585XQKlI*$J^_9Il!RWyvFJr4RvS5yY(_g=fywpMx
zv{(oXr;-yl(il@isdr^)s0BxWarcJcx{+)jzW`2#*{@R!Qwj^<JL(krF2slr3}=Xq
zt7qpo>*ld-{%w+0`*zW;k-sEyD3TgqbtQE;G!cV-FJaY_O#*2zL1c$yfNkU&tZAvk
zXMbWtiAeINr(XgOx~2_muB|es+T?iJAZDO#{ia_)z=gqy25G1P6zb~w@1visy!op>
z9`BDX8e6tVR&iGdnS|Ul`)uBZknJ|P0%}fxn;czQugE9cu5`ikmMO8|U>+7+PUzC0
zZ1k?H@}0_eVrA}|FJ$|jcYuT_v1LRhecbGG7Sp2i*d|sMW0!a^FX2K)DQw?oBOC+A
zZ&ls2yW9^tKIEz3KSKE?y^Mi;@@YC2n4TOE<09Vb@#W2|{xeoi5?+$rCuR^TW@t=I
z&tU!CVt-Ix->lfQRLG+(x@Lq5lMtQ=y2$W7o1u)8Yt12FR1BTZzYpBU+crZ{aVPhg
zDlX?k=}%gHcdrpfOkx<66%*=X)q}$G%Eva>uDOI%WYo)?;>zkbA&8&n!+@S@>$Uur
z|8|IrIh(&Hb)(GT27}|y10?Hy2fMhJj_#&8Na(#r$rUV8#;TS5B7RTCPkC=GnQlFE
z&tm>>H&4mRp6H72!EYR4?5=IscDvU6O^7e;UBuYvOpdF)-@7M>=gWtItN&GfS;;%>
z^guGTfA4DbQ^-(2v%t<eyg|2?J|L{?Y+?K?b$RAJKJ)kXk_(;Fq1(G<_HG*H>ry-^
zuU<2RjFD2B20vvqkK>M6ECp_rjv$rRo+0{U^#L1)*q@W~@<<<WtIJ>6Q?2fWy&_yc
zce>yOA8}+D7C>SES@6g)YEM~GU*Y9dAUd|i93&PNZ!b5VkJZ(|tIP0auXcs8FOnAz
zy81KlQis*TZw|F*xP5+B4}$;Hff>q-D?$2}%@>N47zUd7TPT?1w-PgwE}~r7eP=#H
zH4YAqvHjOXZA#-};Hfn|?D`~o?xf_FKXqy*Bh;scH(26qp$#-Gx4sR4n5C#Pug&#x
z>@S>^h8prlX={wC#n%(iCccRCKdW=M0pz63?h~u4SoJ32Uf6fmO?ime??Zuk`R}yu
zR__?eYc*Jju8U2sc}f`YlmRKn`eT0BO<Km)Ky-o}S&$vQ?wcQgOmrr*_jM<QOvd=w
z4_Yvcsl^AQUl<6TROTqC9bqcAYSQC7l|6S$+oT`K_u>5M6umIO9or8!zGAQGD~sg!
z{vN~7)}$+Jki;I$UrMGGWIqNea`L+*^#^Wlfj2tDT!uY=XW1IN5O~czXZddS%j1zn
zx+;*@#<fbQKadQUKI?K0Lt;1Y<3C@iVQwU8z)|gnUZO^<?{9MOkytm$ZPHGCv4KGG
zSoI>56jPVhJVw77|Cp#ZGxEb5y1GAIpIFO9EQy^nd=W;no3AHN2`yheuFx*a#Uks$
zkp+y!q@<)|fPDbXBeS1f34xqJFDDgxzP@sO{Ps6T(-chy$bBxX2_F>`Wg;Z7ocXd$
z<-LYv2y^(dwB}unN?elzrVdx*%MJkA)o~ASd6_^jpXZ_!s_JU~>h#9<DmvP{mH9jU
zru60>$qBi}q=8tC&_TXdEj>d)-HH-}gxJK?6i*?{%twIS5}Cd8Et(_WzZcy@Pag^7
zlP>^O3C6B24|o}^El#`@kOR8dD#S~w#G6vWV7nzPE0Tww>qbJp-SPFcl^@=I=zOuI
z!RglvA;9r5w_-ByD@ST;WFOme_wPJz7ZWFh8)0y5oMiQccpRS@>iS>jFvwc_mPZvQ
zViBYYV=_41XD^}4TnqMbNZkOO&B<N6c1_*(1VXVLGR_CaWC&VyW`u&@C_OQdEq3`7
z&%~e~)eGn*Q~^|gRYM>o+euuI&bH&jp;b~)B4MRJUW8p?YG^ha8?`8$w`U=oC5xRe
zUx1Cb?8nC&nD5#H*0{C}aU)JRaQTU7evlhA5NiMfY+Ntt{d0~DP^pM9aoj;$J6zB0
z=Rc{tU%e4DQO2n{5<QmC^;kHW!+~;30R65@FL{W)vZ<qeIE-Q@20B-*yccK8rly}j
zVc4B7b?ukFtkaUq`j1z3db@G1!t%e-zjj9IwHeYWxdfiX%;s>5v6=JMwIScBj94Rj
zbUgSbaYv4W2j`6&?tr5M<EV{HA;v!HI_~}E^E}Pp?nf{xd44OA2dm4=E$J*rTrg*K
zXN$>s=jq;qB{LZD8C=fnwK?;ti21D71~tz%^*k~CY%FgB=VJ|A!XGfPH|4jEXgxCo
zng7x9D!a2QWhGgczE~b@m%t8LXedXtw{v0lX-@8Onf6wQ7Cm)|hQTy{MTF7y>)hw(
zQ3ZxzOR5v}am3O2o+RL6m+Cjgr*S-JMa#ZQaHh0t5SN1=TtCjl`a_Vh3f$I{f}vH^
zT3Rm!@5_XB82_Z9xOY_CQmkyQReE?x*=R94SkIteiJmg?WFUrhjIE-mvtMtgjo^?d
zvB=_DqAcr8jL*{PGZ*A+YMpl70dcP=aQ7}>{%AZlv;d4eVp-D$g-k5F(1g*jvB_K$
z{`;ekbidw-@=LGcXHV4)bSXiv;OaHicMH$yaEWhf34ZPO=Hwg<1|qOJ<81WNJ7k7|
zyhZG|pK5HUXNj>bb|o}@+*|PAdzv9nn6?%VmZxJ}#oRXYs;%<8+aja*q1ZA)(~^97
zhyLGXDLtnbvr)A7ZFH$(jQ>^Z7$AQvh_nvQ`Y^x;ctrB^7cV+Aa{#&sSlGGw`SA7i
z>I&oU4!|BN?W$Tu*<tqy7IB`Fg+@9^fxiIlPlj2PvQy@IR9iGKp&VJ%D*pwE&bp?e
z0$?CTDD{o!l5-5Hj~qF2id!k@B_wsJGT6ZQix1ae%nN9qp{c6tRWaWrt=~ijIb{3l
z)SkV2wd8DGtqfgm8NJjA8lnlm->&Ik6G37Y)y{<`L+Cx81MV*?pmiH!#8euMW279@
z*2qw=N_JbGwmii${b7h+5<ut(iz*BVE=K(x%Z6z1uHu1U&Me1-aI?s{X4HOWh9EE=
zc|^;pDQ$O05+{hb-;@~kbrfbj*N_}Jge6ZEjg*t8!;#@SVWFX~mZ&&I?}a=IehhrP
zx&&)96^)Nuu=sE(G7qe&bT~|<Jy=?ZJwWj-k&QW}39#A!BEMxl25`1@@c~g#IWS62
zYCc4;q{EW`HZko`D1fI`^z>qO($c06y%8`f?;RggRJm1X0p}5-$ObWnWqd6#hS6o{
zpxL4diW<k}`$fIz_F_Qvp3yaQjQI5F(^ZiF?t|LQStZ4II^Vrzn;Yae7R?E#$Dl=C
zU(Fyl*(z@?N%;7TZsa4K;LGIXlZy$D4vXo@H{E*m8e}%7H$evi&eRk$V!C}l_+{;y
zWtQJ9hk@P6k(K`m4u|XFTb^3kGHqM-U7EDXcU`nZ$epS&qRLR2m*TmzMt}`ku&CGW
z1;1g*jkE26H6BoLOB3TH*x$^!bsU*oW>yz+JfK@1Jh8*=+8Pnw-c+mL$V5SD<>o|~
z)32}3qMh?<Io(vZJdW^Xq#`%IfQ*N0mL>D&Pw#Y*s~I~cb*1M?#^zkG*OrePKBE0>
zkE{sHA&c@tjT!3bycuV5AFQfCw8A=X35qO+C*wbkJOnqhZ6DwT&%R}2V>1MCcouNN
z^hylXH8nN8vnR8l$KOA$)_N0*Ek47|UA+kPfe-3(6o)QwMjJ2k-v5>0Hf@Wzui>rd
zj`P}B%>v8Zbk6)1Ngq+-)E6r2x_E8C&?-H32{Ex^fPfilT$od+$3o@L0nU$NWVqam
zLM<+v`3GB^un}-YsIP6X_wD#C#?dnTwwqrluuUbBKi7d6XO|&AJDf`&PcM^oUP^sJ
zTs?jUiZ9od1U~8|NA(MV90Lo75o-bMok1`5HG2fGy#UkcOk0x_?cleBF%0!EEQ!|Q
z9>w#q{JXp3hvY;W$-SR6ZK14IPIoEx)w_3B8&SeRLU${X5~*IHp}O~ww2ACdpGKEY
z%*~a@8HKIAkKZ9>Ks7kcSXmWS)#?|rI#o1~6=V}st*13s3_}n=9i$4UG76jq<1*{u
z7!5s>jSmxcJMvua-i%1w3LBQ*r&|~`3zZz*S`%4xkN_2-Cm}VEO(G35-M(sPZ{H!D
zC)~v(EfG3a(egL#EZ{A5-nQ=WTMEQ#@l#26L5Ug#FQZrcpd5h3Pl2RG$B0+>QUW?W
z3u?$CFuXuVdhmO_xy8eU0}o+l!`g0Ou6cc1Js%$x1vZ^u^u8-(m}M|rI#V7Fl=E~6
zC6%ZiZ;t3I0Y{E+Y;26vN)O&4iF+z#?{VauWR$#9=?#ui@Tf>VkaWzFqx{lHW0{qx
zSPkrvCV`GRvUIvcCG*_H1T%L5l1N+34?!sYdZf+-^vl`0Qu_@?hjJ^Wt)9$;I@|)x
z&^p^E&M_EE_q+n^_E$%n6SE_2k2Rl%|HllRNNLWWRxU9d_94tlm#=7!Ro(C@R5@xK
zq-SY)+GN`Fn+TJAfxf(3jhh6Pxj+B<&ccm`PY*9F?H;vAv3McJUoa0(BF!vC>cx<+
zx3C3m_3o92?7uh2sYn^e@pg5(XwRcdpK}^(xx6wuX+%c@?l1{=h9@;WaVIuqezM!|
zGXFiUzR8#K)MOkyXFS^EY%Abzl_{EIA7k!E&Evwtl6<_oGSJ)_a+LQ7BrBlgAOgt+
zyAeHcZims)+<eY+wGYWgn`^oRAl2<U9(k&2R=U&iO;aNqHyvQga%1WPuZslq9!ZQ{
zk(SC;|Drsjl<~+S(W5gWEbIqN2D?%J5w?r=akZ~ZG5T(D$ndU?*wMcXcGu*~QWmtk
zfH&VBb_C>6_Q)&>&T=ISgk)OJIw&K3{`|L&bX~!&O|sW!vyQ&L)ndy1L3qkm%N}bm
z-0MDi?<h>|bLKgD@?D|lQny7Z;AG7g&8?!Hot&1g%SqUlg^xVhj5pY$jO@()pIYsy
z5F%)t-+$pJ;nev5FbNZtnv<gm+rbDdZ5v4p1d&W|JkF0cnv^S;O3Mo1>dh9f9ALzj
zBJ^Wkjf9N76(B?V0!ZQEt&xs!uHD2OWo%_chHyHD=|3n|EC-h?GISCt=_9-ArAwC@
zaDLXHAYr_YN`(j>oOy_p4gpf^X5ehF_OFXPPaER*F5J}2Oc^M=Ahja^)iCM|V>h!K
zT({IE2;hL4c%_k2&0dMlH%~SGzOv#ns-jSci~xOiaQ&BtR~RT9FG6U88XO$71K6?(
z0QlYE&Tjp*e5HZ{>OP2X(rRa5LEr#&@Ej-@YZPBD&k&d$@@SPQbP8IU$U$lh10|5t
m@c({(=>OxFPd1S@sbw%B-KXEGx4;}$DrH4=g{;eW9{(@S(r)Si

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/green_alkanet_synthesised.csv b/modelling/data/abingdon-all/seasonal/green_alkanet_synthesised.csv
new file mode 100644
index 0000000..4223223
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/green_alkanet_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,2.263487202e-07,1.2257028047371349e-05
+2,0,0.001040118116,0.056323521109933126
+3,9,0.27642204000000004,14.968552480428848
+4,57,0.9887111,53.53977558494443
+5,63,1.2283050000000002,66.51404444621404
+6,42,0.6678715000000001,36.16596418264164
+7,9,0.2683989,14.534090770545554
+8,6,0.079854684,4.324217519927361
+9,1,0.00019463284599999998,0.010539579151381075
+10,2,3.623606863e-08,1.962222314011489e-06
+11,3,2.719132801e-12,1.4724398254576222e-10
+12,0,7.2502748e-16,3.92610223270658e-14
diff --git a/modelling/data/abingdon-all/seasonal/green_alkanet_synthesised.png b/modelling/data/abingdon-all/seasonal/green_alkanet_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..d43013760d87183d3349ec2a40b0021d2f960a67
GIT binary patch
literal 75513
zcmd43XH-*L8!j4AEFj|EQdAUBw}KEvKzg@f14N{Rju1MbgdRe(ZWXZ6t4eQy1VT?h
zg`lBGhlHXc1WZAU5FiB3jNf<8y+7`_<Bap`WDExjSgfqfHRt<2ZTjy`GZPV^!$J@U
zMC9s~i?<*U!OIYc0BiS7@RK{G-G1PUPRJ$O5X%6MkZ{*vIK<R7B+xG)#LxSVY#2Nk
z=^cPjJEL;;j5bu(D<mWksiUmy|G&;S6A<jFeCqNb3|wVT;1w7W0+IZi|8JXT-oP!$
zHVEYEMdRBM*^EiSS4ZF@olBn4-&m|`*#}h;E+p(s`%>L?To_9J_EYJ}djayhGduQ3
zL$|%yf91Tuo)43glkgTIvfOe~KXZw-u({Qnp=LE~H5_1LHF{&3u!wrAC!K5p-k1N{
zZ~W%&<bMt!5PAO{m%%&pUl)%Ey#3D+<oLdLi~k<}^{`F;KZkLTF1U#O=g{cGv9tV9
z0x#Kb`wt5K=Wu_}?xzC(Ieet`f8Ax}HRvOimbY)eV!I8>A3egsy8Zh8k-)hEQ}OyN
zTilv#xY_V2!A06l_wq_hSofz)7w4?@n3#*HMW$IgqZHI)YZ_C9qf_hqH)Q`N|8qva
zc=6)*h<$)}*Rx|j6Ad+=QWT37tjbCpo5Pyc=Cahi2mVQtxYi*PyYX5opryZY1^lw$
z-n|{_K0{aZqkey09(7)fPM>TDa=VfvBK&w<)LG~i8osnHY{gw+vRgI%bOs6w3g+L7
z8V-ruIJ~y5v@7))E_?jsiDlwp^`T08O<EIoosP*NlDhIVr=tfYyY&_dUTXOXx^Htq
z#m<TSvor3>eklf+y64~D+jAgWbR$c{|Cds^LnHRZ%a?V2<Ek_oaf^rP)uBUa7jn>#
zwm;4y&GhSYCf?dOqlfFe4H$MmU1+^Iz02CD6~DxTD(Bxn6csHM4K~+Xy2qws1(l>u
zJB+3M<4>uz=*d(UXFZPMjjLeY;H14y5_?0ZrAD1ll}IS^79l#4Hg+GkNZ^{qt`Fv^
z@^TUr6GJygr1c_hB5A#$F;kJWqr;_^Cd#e9UmP&HG{uN$1fyOwOHO;ptGhiBZ-GkQ
zcSP%RWU_!!!7(>6NPeFI_l9R48qapEG`_oYeR^xNSRb|GwYAAJ8~HR)cs-Oe8Llhy
zr8DVh`BW>)my~q$h_+aBnsdy!<SU)U7IwC1W0(kK*^4+@0h@{5ZNTnU6F+d^{ULcl
zndqPK?2fLZ;S+zYkeW+I^Nya-wGQjPc@|v%H+qj`(p1EZNDhkC*gFj)8{p}F!(~?2
zOihPblg&9d21KMZw4C*Fqkny*5YWw+lckR`JRY{Jv1z)_*0;;8O>LYa;drCd5D4i)
zr#$4MmT;6^k(ZrarkU2)9lQ;8Uzt_8bx|k<?@!;c*G!jr&M~lEu=k-h`OexxabCg*
z;+`iy7k=fCupXM-qd7j}JyMaub{l2%zcso0`Px0jD#KUqm!}-VCubepinD_s6E=Qb
z_e{^MfVxBtTiIwE5_v09v2N^kkp!oxg~BEVmi)WlL`K{B#>R}yRv@8U5b`CW>!4uV
zZqCp5qV%rkCwdP?IY%#D!smO*k`?Nf69sP)w>G(YoYvskYsL1~?;nWd@a#DQ_5rO{
z_ISUKp;F|cnyQMUIw3dj3yEhle~e-<U|@8~p1s)_bo@x}lQT_SAEWA+(7Wz!aoc)V
z-BJ^gE$>uQ8`<BUDC^AZwhK3}Urm4~jsLzc>6A{RJGMsE1!Ut&EsH%+6HVVJOLR(I
zIs3Jiii$-~mgcC4=0twS6G>X*BKVG;YL5sq(4zX{+@dB!N41TAyi-UTRgc+-@I?8V
zM@P2|o*Z%-1mjpG=@ilav6hShD^(jaXzMY&G<L9|>i6%EVv&(fS}uy!AXDJ4FQq%s
zgqgej^nFztEicw7M>jmI>VmHG-Cd$14M8(lW?$7(TY^d|b5>fJ`?1`<HOEl+*UsG0
zEJV}C@FT%)OfHAG#nej+oyNO4*CQNh*>=|92xz(=t<XHrpqKl;Q=^s>4VHRN)mMq?
z(^r;Ga?j5)>!-s;YQh@aPTFZ&3*Y{p(g=5}u{+h&I;v=0F&|QhS9XQQxo03FYbwr@
z_u)nvgk)9=+f0sJRsA@aH(R{=0+rL?XvNgQv0X+}bDmh5>swhC-S`;d=Zs>i)22KZ
z747?2?Z~<Ak2U&u;*4X!eWjt)=g+@Ru(vj7hPwJYCpgVHzVsMw-qr@GG1dc4YA19B
zj)#0fo%pE*u0MeHr-p3tINVKxv1C)jpKaS4bGa3m@e!PFH|5S~QYfrG&hDy5nOzoB
z8Xik#Ec%%l_gDB;bd#h}&^~&XK;_8$x6Z_v-o~!d^qUq_p7&e(c1S2=Q5C#N9Ick~
zv~I9dr9LS7$)^YFHAW>h+%#TmJ$<@&X=&5&G!&&g7Pxz5onafpW!4i&BUO&&pbCtv
z-NA&?M|zjNNfRtg*uGynQ}G;_E=D870^`)0%^~nAv8WC(o0F-8OHU-U-QH1G>qZPv
zn`SvW3yZN^&B$c(LhILkp-W_CqI*>AoOQMk<XzG($o?9<-}twGlaf}(^6vU#S~Z-h
zNAw~-TbABB>6wM=)lnRD^Bt`UO{Mk~=f(W6$K2_7oEtp*X-&G^skO;-g)u(9q8~7&
zXI|$s98K@|@Ii}hVPQdlgDTpGpL~A8L=UVVcBPwPilR+#t>fZUE2uGyk9cNV{PrBu
z*7_(hYJG)Czd`EkT+a<3D7c!dOjvyfla`TL9B)O1SCQtHNHXCgzMu%moj7q~(Cxsf
z8$WMX+6|B9HZ*9NgB2Lf#xHWFV+~0>N{x`-nJ_3by$Qp{^%=1BJ!rDT$LmeG5#Rp3
zL28L!`$Y(AGz{DL#jlkFrgYT&F>_=6l`*$oe5GC8r?8Ff%Rh$6u*IS*#HZSpt1nOW
z{sPs#r#>mCxNX#Z^n>nV%S-QO!>zTxT%FJ#t0Of?IGbgjEUh0+rz{1IW@!bz37B4S
zs-gFyD`I%-xu#hfvtyg!sYU99%s(qNwJN*)F=Qg3b$P^(dQ>a0ZLkqZyFndSKeXBs
zwl^4+JhmkADm8UZn^`-ks*kBVaqQT!L2UNZBigEiQ5r`hlB;J_Vm4Nf)F0Ii^DFXa
z9z1pGl+GZyWp)df)f{OMe$_EHel-6mu7WW&JN16TTX%(p9>|eV^LQ$E`t(QS`a&^x
zDleWRgvtY*Op&^2^7P<yx_0-1bk4HVUlIOubvdYRoD-7A<%F|3;?FdE5ikcQqUmE`
zWxSW}>tknqd@1MI^pK*mNAJuEAxkIJC)a<A)x4-z=R3M`l+;G=Vim4v%FD6V6uM1{
zr(?G!>zVxF5(vn%x36lPJKT3k(((HZ>U0o_w?eJD`z<0*e8s?Rf@HY4>Sj((Rm$;3
zB~w&D6HlWeX`^y^(cc*5VEhR1WP|k*oZtNC*O3VN)Z+GJn~@by9yj#&yag>Y6jMJP
z!&M@o3c2e(LnU9iGUQgnxsb%22rj7bs9xPgy=h)s6}im~fl<~3UDdCMhMVzc2GW?D
zTAsZ}rq`u3`~s&QvbbHFQ-TCTCTTNmdt9Iiz=6lp(OyAYu6WUzwb_`1I8jn*X{mM$
zq)rr)qZ9gT15C|cH;EFgsBxl{W|(ySv_#3CkWZ(JwUWV2_o$)QL!1K@wYA4_cRGan
zgq2&qM6w!b*g9HSc~vmpcdDh4_BPqz7h{?@%{ewl4IqM5HUr9VOqI-KM%`F4`bx0j
z#3H4Ryyu|Zvv(pl2mo<4N=tIKyNrmQ5te}dL?5hknRs#XdUpN`7%`@mhNmLf=-rvx
zNDuz>5R}FNT-G1%0AR*kbfCyy39*09+PxZu%VbW9x^SjY7*F<G4}rA8q|%~Saib}g
z5IJRu=upFIs;|;+;eYJTPKxNvedxW9s=(rVc=>*$0)Rtu0|;xKFJHX)rU&YVs$2uh
zNpa;co9n7`)8!{Amo|ayTZTF|4Ta~}KckAgazrl=kK+x&^e^_O;(KTA?i2}5xD+Ox
zShrA^=JZR@-Z^qM<p$MYdB~EWe2U-7r^6N&7JApXU+#)x1)s2mp2n<xeMpESZEbQ4
zY1a?9jncsV>N}&CQ`q+}S%*0>DK&In{4VLhDj2mhhM@&oc?ZELrPWZtf1;sZQhs*}
zam=?m&Kr~=wN@FSGWk*GnC)*z44P$HmPhOfsKizlzk4TZ`csCGq@&?lv;}sbVR)6X
zu0~iZ-mCu|j8^c{OkudK<S0iG(=wnI^?Uw?^P4g4dRm<k!9ToDpCdM}&E{@Mv<3C~
zf>x(b+*~hTtT}C26hW!=o@vJ8VqWiG-B`)Rxq;rqTueiI!?&H#Y_Ok*@89AQx7hx^
zoXt1E)H{nvl<4^MB~CzYjwtsXu4EDSX2SEvmnA$K&T#|l0@;_Y@;;ovu&bNBANr%T
zSchAK%JK!!j6f{5uSY21+vWid%%Q(e)$|$a!bL27^P>Wc;Fzm974d#8wgc@LmN<_7
z(XG}Og0JIT8&Tdbu!sxmW^5IMxzJai+qwn)OyAk=zXcoDA8S3s$V56f^DwTQr1rbJ
zbd#z21FbeR8bJ{9JPwehi`4*DFA_u{jqu{x4<glIw(kD8u)PF+%{K5KMXt-d$60rg
z;HLHq!mG1sXnDLpRJhAPkM_afcEh2+03Pm9fB)X#H*JoOXGRtVi_Mdg?XxC%6%LK6
zgKn%{FNi#5KqG4!yU+h9S?puxwr?JJ-+#ZR7;NnDcq#E`8qa!^?)3N}wu>An)SXl#
zijk156`fAanTgTrOB5vfH<QmaLrEm1FW+}gBf0s0Fe^m0s_*63Ss7kTsE^C<?=Q`J
zRpftSVtM4qi7C-|XT5Y#Zw5HqMnotc@NHK$b(I5A<e&K2tyPktp5SwPm*3{G>o0K|
zb6Eks90Ft6?lQ*TGroPowry;r#^{1sUj~&2|N8E}*@&g<UE52oo4*bm>|w44ZP#I$
zn`OWaw>EH#LCu&HYnR^<(9d4far6k`*{4P19A`~QtzYEutQbRRZ#t-C%tiyEAU9a(
z+IXvB{fymETZ!PSN$xeL491%Hm_)P9s}I}?dCs93JO<DuZG!oBV!qJcV99$qHsm{X
zGTb+3o(U3@(_Y&@Yb$X)fLN*E^)4LNmKMHANz=xQa&Mh3Z`-;Qynd&TrO%SwZ*Is7
z!7JaKRNmK_D3vzDrfLThqa)X5)711YyNDSTxIMLiJaVz#GYX%HnN3SnPaQN67`J@`
z3VtuX1z^j=8h+_&JODU7qPjbm&w+W^6K+4Dve&=GSgKe>PD463@%dcRzZnOlV*Nq+
zZZzl{wsB@|<Qkx(l4hdpPP)3y#PMm`;6bMYa%LfqjV8jU(T%LFOy8=Y7<*$ysVBX&
z(r=$A6UMZ|VB--1VHLvV)flqAjYiDG*Y^*t92j~OUp&%d1mnC|+urGkQ{nhQFH4Dj
zR``qdp)*F!IhGfSUmEg@HVuEOA%#)b3`0{QB4FdT*<nYz69k2C-xk&X{p`(K+?Jxp
z45yJ<7ZinTnp$k-IC<*zWoO53uJtyAtgKhsAuXnyBZD}eGX`^MiLbpeA6du1x|#`^
z7L8xDd14d2GVU2U<*XCNm~STTm{})_O8JgI9)%CTxg<P|s)*g%>}_}sK0vO9gny9Z
z-Hwh<I3RYMgh=+BIGw<30dGVjuo0Y=3PyAzr@bQ9Mu0b~9Q!fIZw!Di@*%@Ps6)e9
z>WoJ3x0-t|1nQ@GQr@Fxh?!!u%yS<j9kqFW6AdaPf4|tqNz&tA28ut>r=BH-W(;zN
zg!G%-`Xp9#q*d<RLmDvj`wOnVypcQ}@pf)9eA>!F35LCh=B|WxZmUPdCE}P<GD62s
zo$5S<8rlHFyRpi%@9QS<@2)A1XLiu#BvN<hgQ@y}Jhhm{W;5#*!>-vh=Um#BF=T%!
zUoN<IPrOWf%59|&?b5zavFl4rNsVZ=_3k#I3$q;xoF<v?!CV(_Ly5qU?MEBY2R}a1
zN5l)itb-(omjrItVD0LuVB!))tmBT=uQbY}L#w~UJj3&vWCqwsJ>j?2m~zj)+}?)>
zVJs~E(WrCm<Y}i{>21c=*0r7hrmTN`D3dKZCn1adb^uZRnc^OQP|@u9uy=9JT#K~g
zC)bpJw*yJx)7nq34*6iA8;y+R@12i}(-Xu}6z16teb1L8E6zSc@$A~GCaMafmVYdK
zetluQDxAZE(>@u<#`39X0!h&IejM~OXaQbw)xST=<$Z_QD*fbD$8N>YLg!WvS3s;r
zR_t95a3Wp}abK5!PBVsY6zr<l|4e)7!vUm7RfF>l=47)?;YZdkYxj>r<>QSwBU6{>
zsQ}Tf3eAfbx3Lj|Wx;NXXg7{IwMceRTljF}{asIHS{-kO5wQuz+Pobx77|@me`%)M
zXM_GQ<#}z!$tTu)@{JK}OC#g@nZ^&NE9wA5KO%f=F72oZYRf*5La4@Woq)>bNTLiB
zpTeE1#-}seIFIZPp2cvkxF%(w2x(^=Gr==7H&}Der3pihivwNkkxM-6O(Q&J?w_;i
zFYJp-tse9xa?`CG_igN&HaKTnbPqiS*mYXALS^dnJMlZpd$TMH5t{pvU)tgw3~edq
zw{E?_IU(Xlvaxo-<f`t&MzxT~t^2soe2i1FDV{RlfB86nQ3<7backYgBD#Zbr883A
z5YCV#YK_tb4?tgbDkRunE=POSKAys3vdeDM(%`3I)yxh_=MV!gJEOs}Ap4VW;X7kN
zHH^;{8K{-7gV<L$M%q%W%rzy%>O?CVgYLR$*U&UBMf#Ia(j0B9fw{}){;IT=D!Jw<
ztkdF36LS^FI2BF8XByhHW35|PSEvDf>U2d-iL=#0-C^jbQkuQvM91RPMl_#i!vbNA
zn06-{CuaEF7>P$Ajq&v_VhqJ**U8Bn4$g(4B4D&p&7xG_+_SC;?E8=4y7tdT5*k-#
zJPaj0cQ$e-1oao=sXK%^gF?41Q`B>)k|rx1=~>Tx47FRsg??$4%m4RjM%c#<D74rQ
zFK4TMD8F6$&AnDa-S;<`+hIx1twQT7ZV2P&W<k>`-?{f-KA=6$<TT~*&Bbcszbw>;
zvLTs8{afj7bGd3LLQ8KNFV8)Rb6*W|@h}iQ_qRju_QPe?*}kla#@+zoGjQfRYcUBw
z9D*kCDB?@}u57={Tv?ZGQsj_oNRr@;K;!s1fb~3zL{l4i4X{(%@H?}baSc(+KF$v=
zyM!ajUF1yDZ}>g~vDsqu%3!UxWlGVzmNS|tvMLU$Hi(U8ZrDB;NLO*oM%&dBvJ=Md
zyBbSUrvZlgCLBnqsbjr@ImYsq%`~#$)plvO+y)VxOPYapBRf2jU>-MPs!oy}gxpDe
z2Gv`9-9{i50H|YPo4mzX-FRiXs?&b(;fY9*mW^LzGud|u>Zu~|MK$t7?J-#a!w=1v
zcI=y9+?d^hf{mN+_;TNjJI4N5pMa?ZfXtNM9NnDPVhmD`hj0o~!Y9^KNpXmEq2nZm
z2)h)SCr&~a6*M~Xl-fL<b9Z{cn+#dcgaE9(ulD`A>sXpTUYS1mtLsGa_r@x;>lcrE
zQ(;v9UT#NkBf4>(V8TG({(JE+PWHHD`kJ=0#s^VITQVOnohA2%;G&^Y#|@!bg9ea>
znJ<DK^@5)iW#<e$sMZ)K{m~oegxz69BY@1%pI-Hl`Jglp&k#Km-qJWQe|V%N66u_V
z()98g{|E3Ybd}@!#0qTA)L5;QG1edx11jWoc4#AXduKwv#BLnoiG&yq>6xL9IOQFL
zTWOftVfRc~k$k6l{>>9rcw!T=Ied||@#<2%o1(;QRDBS1Yo(s3eW*S4G-8I_G;W0<
ztd|X{6J(*X9^0&>Mu(@eBrXP$)N8*AGp;|Wz`Q=o6zzVd_>ptL0z-5OTI@iCMVm36
zJW0T|tpHhdR_Z}JHXfJ6_KweZvzPpAnw@JS`Mr(wYjAshZFcad(}aZtLcI`w&VOs_
zdnMNFIeu1l4IUfLJ{+#0tTEIEq_)`|CV7!_hiJmoiH1H`w`jsrr&MnQ33hi>@KAE2
z>^1h5EM&I{(BEYf#t*t8UQ2R|4Gd*|DXDe$5UML4O?)2~|BUW#DxS3-Ylm;spl32;
z&en_a;_nMj#7zN+Q9STv=bp-gj}jX_iAste5`r}5?pPzZ(7>}{j4=WIv``DYTS&`{
zHw<6MYYKLAbY#ANoA{USgltq0Rx}HdcDa7PDdJK(^sJ}M<;kVX*H!I@j%s2HROg^C
z$C%grV2vH^go6u{&GpFa3i+Es*=pRs-wX7!>SP)W!!vST!f+nqUPSAP4&L#?f@x8J
z78BZge&7+`SEhPC0@h~ng=c47BIQ?CF`hl9uU#MK=MrD@u0>OzkK1Rsl}(RgX$_<f
z|BzVOBbZvZ5OavlFA29hA1Hm|R{X<K>-hM<yM|~Xv4J-t@(f>4lSR-LL#*EtN9y)k
zH7Di8ZbnW|<0~eP!x~#n7!>7F)JqhhGThYlF}-oo0^7Rnq5{8Qe9eveaaxZ1(cp@G
z{b&m|23pPeJ!sCwn)YeavK>b2jvv)#k`piz_f+C%tSRYeRs>voPsKk+R*k75Axd_&
z@|GTUh>Q~}@n!NAC3gicFy2?9y+YKWmA698jGgFC2)DvaK8qmrjD51Z-L8Lm<mlPr
zwmLy$hOMNPv9k>#KCObLSX@SLtU<oat68o<BLZIogsENS1|y}`xV0bFeGsN3jhVk?
z0ZTJ;gY};5P)fZcGc<Wj=@&|AHnbNyMw1BsxTvkzt?t4RssGg!s;EE3Rr#rI`(?ap
zu!W^;ZA@t;iro%!if#Ygi1c(0e2)#sVV|P7cgpi8sy>}6R<UAE`E&3s_;B&LR@Xk}
z)Gj5Ia&d*Olv}^F8e*1t^Vd6JWvxXO-(p@)C@BhhnqNPb4J_>@=apN2o~Kc;+$e<M
z3WvP0$zAMieO(Q`PI=H%jmk)j%^iGpLZhnmqyL0!vnR}={)NlvE0HI6#wV@Mp20wh
zd3h<zXxqcF%@EmFfAQt&(bpGtf$Fz~G^ia<w@qcbjEl!_$=XYLb3Li5n#}E~p{<*%
zGs(!x3O|NSNcrD-$hjMyQ=1m`Po?P|9^1qfKL^t*>pgz#^ftaI+(Ox<Qa}H!rmE4#
zF*F53UjcF)I(fVn?WJOE)M>C|XUu9f4J&#nwZm)X^_=yq6GX;)5<o;b-gG-!(#M6Q
z!Hk!DZEWqC2dN*+_VbEsV<^zqedDjtgS|VXupS0>7Js3RTIau4Et(M3Pvya9qUXeK
zo+%xLPtN*3z2+P4B5Cbg49~LjNc^Z6k(=UZuW_bOFpKfNI43-uaSoL@V*2x6x!j-V
zu{u#CB8{0n5lmL<4G7QfpAmOdP!Rr*$(MvaJhr#Rzks__mfhM#>69b3T0K+sD}oQ;
z5b8}ynA+$j(0hG>1D5e1wAv+6B+|t#F>}LXw><|XMR}L2{4>Ti{%@2_^Ef(wG%l2b
zhs5*n&<l#U@6ZL4F8C}u+mp%=)Uo1tzugc;vpdEX&BTWBz?Ixpp!?+b4hUhzE(bZs
z7WS|XtlW>Q;nqzCOs?3U%9vCXLT=$WPqUtTaO)~GIk|4mSH_p`(At%tF9%yYdW>qn
z-1^e0Pvq;5o`zxm<Meb5|I9^|W}9)<=ABBo-|f3(ZU^C1&P~=R3cn{D!MQ5<p_-?d
zPOfZ?Dx@q**?w`i;<}~SC3K$ntbyeV#?~ILVMl}Wi|-w*NW`fYshdhrROJe%chd%o
z3<r{iyO0rO+S85HK?n?6tO={|yW!bPnzOFJmM~gfXJndNV;Q-=TQUucmR$dt4m%ZX
zZl1EQs1zq4O(gcf>Xbm-qp#Z_Z8J+xkLr$C5@XO@<!O#(;WcsdJ9q9B!GSE?<Ou{-
zZD|}}h3g|+P$TqH6s&@a_;UVfXF|(j4X}KoJpR}tD+dl7m?;I)v7CXyRDE|5arN61
zzrL*OY(^uf@M``6eXvS9b@PyrkfK>&<$bFCBNWdj>#x`nFn56m<Vo?Q;{B7GdoaY!
zAElrg6ph-vy)0th7(A=WBs-Z{hgC4r8|h;;wWFScVNVUY47F*uup`3dvKVrb&6lPX
z9Y*w}OPAJC`4kohbh>E6EkGo5W?l@2?w6EI^NwUv>h$@30y37%S>)U<x!GRdQvt*M
zav<_0;iwarpLT`jfIrctk1bXhZ2Y`1jfA13&Ut-duz^zat5OY^qSHE&L8CRxI7&+-
zt~h*giV(_3r!HH7o4i3Pfs<3U34}I(f#hT!(9874bCv5kkD4cVHMBm;1K0NtA_oQs
zaZENHLtL4ZnV5kuKD>AD-VLfD@Au$1o(BY1)k;rp(6q__)PC1=I!^}i8W)9iH3S>O
zgn|t}(RF~8gD66}Z~{0-MoTS8Y#wKt7KQ1eQ))S8U+V6VruAcMYHD&t4OV6Q!t{au
zmVx&lDtV6E1iD-%hNk&a&OB`MR3qIMB|vo_MVit6`5AECi9>3kEao=9i3vFjWM!oD
z?v_*rr3{8ETFjM>NNfd<Ft@h0R>0Y$W63~~fu4)tVBTynTW3@4qep{BW?p0gi+MC$
z&+^u-U!erH50Mw(Hrk?(V1DfC3QVOEz<}p1L<nw*2KQ>yBBX)z=ddWcrY#*g>D-+a
zK*(5#J*C?hM!-!GFDD(z@NOO&x@`_-Np!M(Gjny!+-wWE&8UHIo_-;R1(sXd?|cSd
zwZ%UQeT$fEszWq<-6^--dt-Hp??4h%)uB(iu+WMp8Sp*h29-~8;nB8&45O8F@uKRd
z=H#;4CG*P9FX1h=R?g&|b&LY=T;QlPbOArN!*)e?;VZR38~peR%k)2@N*;*>9%Ihl
zvzo|Kd8ne&&x7Anlzw2JDv}S@ok>Y;bvq=TdiBn@9GF>1)jLXqpL^DKyOTaCdATv`
z-MmRd3hjLvY9_!Kf&TJUn5Scp?XA$M54ErJJ3t=5v0iKRzJ~7~r&r_QN&_z>sSm{$
zYnF_db(Dta6&?T8ZMtTue|a7vrB>pAFEitz0J}U5^cW|fOKFTFc9);Snd81SHB(UX
zSxkb;eb<g8s4(NDxj_)Nf!TWJP+97d*UWaiIn2>mP0JB@#zpXb#z&2vZz}^1xu;(B
zcT7=w+pT(%O;&xagdAf@rZWAPcF?Q*nYb{Rv8I&3@#3nrRDT~%7Vy5h8)K9d`=>-T
zvhRlOsb>dFwpac@TLWM|nhHlyxKt+-pqgjzJww(|W~{#GK=TAI0P2~2LxnSDTa=!7
zz>m`h<d8Lm0?AiLpBz&2(1Jzb4XGG7i_$U~o*XV(`_x<)5vGhIo?gkV=3F*@+;6)G
zAxGi-E;oDHNii~U3&02Ii-d~xUClps;el30<|1*6fJ|Zpq=;y{juLc>YT>Tb!2KE?
zg^4pcHp^=>rvY55=48CM!;$cPLQOOvk~(^zb$$!q4yp~aQo@w$=wlB8s)_f*j#66S
zmDC#iR)*hHDmAFyHHNX3^(LFVQSGFq@ja<khOt43#IyZrlT)bFIv+O!&!dQUn|)X=
z(NQ#PtJcp36-!Cx$p}Kep853VZ98HI1Y#6~L+~W7;Lqf<cG>a+C4tXXK-}cr3%Dfg
z=8&q%b?iI{&OqX@|MIgbyLGLHzCSmSUJ6x)etdJCfBvUaO#|B@an-Ifs4B<ikweX&
zJ7sHwj``oPml_o3pCIs`3qBAJ9mm3-Snl|dAbjRCP=9tm<_B21{yOykBw_wvhyQ1x
zm^*hT<E~f&3;3u(v@LK$_JvvUZvou@GdzleSZ0h{zBNfcvx0u9V)qFupP89i7MPNo
z%i55w4RktxfOhg+(ErbuOYb7JqgSf|O>#WWJ>^#Wsxjlu6G>%jElQnl8oSw}C$k+P
zB=Em?A-=HlFEb11n*VwIpJsn*+7bV`Kv(z7l9u6fdA>avaBpYtbuWeMw37-7pVs!A
z{BJ;L_cmZ^P+C#-`=s?sUcC~#R90Jij#htE_})JL>Atj+1_n-`XWjx5l^E!djJf~j
zjbz0V-T-&%CXiE(JIe34{_H3isgyc4h~<3S5hN;OPyuAyU9CL#|74Q(yGzJd=a&fX
z`7u=bR!CeyUPnijoKR3yq(hwf_AOyjY{!?Ddqvm~CskF|?6`U0q~vgOCOJN%RY!+3
z0LtWlAla@8Zc9zR7q}g<j}vi$1v?*H5a+*ZA^Y#6N14q;|8Z<b<D#JM*~9B5BK*II
zJL_>NbwcHmlBF2r9qhgvN4t4Zu(|8Ve`ivH{MoZNC9niYzP!L9@_$99@?R}k{Wod#
z{~5YEPs!Cs{RW7(+$34L%(^m@pFILk+I#iq*G#^AOx=6<+!bIp+kshET3-*%(u>3*
zC#qUkC@z|U@<IQ7BcrbMHCo;<7JgkHXmDoFa6pRXr(<q62E)-m+jsq-)?-)%E&}fE
zzN5Jm@+p1HMUy`YHV?zDAg63*Q(lUv1lyL~wDO^t{|HOGU8AvUA0+PlSmaq)Ue83n
z;Rvh$_4jjDHy&9n&Z&o7O}<=ab^2IA(n5EJS}4$j71h<PfUs5|9sSd|qoZR@dJ9CN
zLV><c2RgXbjT=v$fM1o5moyqb&(EFR%N=?<Fh;z_Hb_;yB`&i%mU(sHd+aqw%&XpL
z>&MskI_YkM$X|GIYjF8PddFdP)XQ6g`Wez$O~GkSYu@)Cga#Cl9^h^6I6O`00h7{k
z7Bt#y#P4LiUsv#<>&x_FKDC@|3LOL?fC?b0+qR-O`>vt3z0waU+y#NWmJ~ax-ThIl
zF5fH3Z;inzcrF<^3Vu!!dAu(+{DDD6jf(xvA&#8Z<XdwOzrYdP@?C$%SdCp%NGU%B
z^H4fUesmcu$ztGTPVOln{2sWjU8NTM{YvQKlp_c_*?<O^6Gxxx$-)5uvpWAaIXli5
z^n_RG=_QvF4=)T^nh%2*+4Gt8yy##5?i7_~JVpD^?NQKYsPA3R^+@_WFdcGa5rx-M
zZrAx(^<=1#A}ee#PK|^SJ{f`0rcjGLwR%cQra-tVTK~N;vscB%tvYOB;1Z_g*JHM=
znS`=a1+e#~z3c1RAIKlnL^xFSiQGHE&jiZW+7`{PJG1MnDm7W{FA#r0An;uHW4qC{
zjq2sxgSd<BD*!|35|xC{Rdb`ws#<<sqt(NcJ&yYFb3C8bM;+ci7FX19dua_2<Dsmf
zgcpDCD{H%`UVeF1(>0t&&n*x%3;lXul8-;^s$Jr9f$D#QPGOI+oq{^V&C+6pFWS{_
zf#`(p%xiwWN+;?ZO*xRSgYbRS$H~c~&yHOfs&O-sqt^jDHB-gy0Vs(%Ghq_7>LZua
z^hx~S4;9gD3Xpf8(<sosiz@Bwe}J%0KQP{3G1JHBxMc!w#a`WS?6db>CW*2I6xHvM
z74d=pnSDujsjZVV;X5poshTU>AVx`HM{Wc+^+|px8JEhbxpLQgb7QSHp!{O2o?Lcd
z!U6XQVk{8^RI(Oo>ZhWvPop_GF>AAua?OJY4<$a==FfwK*;jjI5I*?WRm-?azFj9<
z4i7cU*0KOWs{V&EG3nk!joeaZAJ)jG%Apj%>xFU*VE_zI$a@h@t!-w)&*nY|;PBJH
zOx5C6*WB8^y=A2Z2CM!Jf{cL)#S#}ofro+aMLGj5+79QDILHDFL6=!=RBQ@jVASyk
z@>;-pmPY@!P;zJhpIGoZ-w)z(r?(7POFQ2Q@+;JSow=B2D9+l%*gDcczEolxWdGmL
z^tvrCpVu)4>3D-t7Q3-#*)W|@^|{a6aAfYy7^vgyX5hV%95ppGMi%}?gfS^83pIT8
zeb4?TD0k?wI;=iQ_%H$((6E><ZQD-D$(4gpj?YL149~N-L8gV8$ATn4He(RjZ?^#l
zS=RU1W+z-tQ5C-8(KB*RLJP!0T=27zf|n=#EW(fC+(`R)AZZoa#7zbXMUW#|0)H?S
zJ{3vwP7cL|o961luBSpRfSsSy22yM~J>`mq`w{X405i^$nx=&sCouzY+{ex8pu#-e
ze%1TO#)ss>^=yo(!|aCG$Og&GCM7sBJYHEO%`psyhlBKHU{fC7^B{a$(O4-7Rm{^2
z$mN%?$!K<u+0V1U*DDcpsU$ZgUdl{KT=I6yqy$1zO(`I0a3eVn1P8TQqXJl9D-G9r
z4`$PLckk^veb&dg7vS}r$hnMOqzAkmCMDE{JzrVgQmGdD<2J1Z;Oo<;PNAMF=}M$#
z2wfCV1(98&`77GDo2c6Wih#FY#{u7XrpotFHj2XvE#gOl7HUqJW`1ul9V{}<nI18n
zS_UeM?x8Y}@u+yI?L)V%M=I_R?|LkkvFE@kt&V5G>p`R|04w+$)<k5}eS@~=A!LVa
zHN&L@+7gQ5$14!JP~UU)VYbgtlBXtdp5{fPsFoRl|9LBqFt-1_m5yZK(rU`dAGGz8
zmwO_ibnDu+$Ac+)zM88E)jxh|XcQ-2^%18iofz!gUMHh?=bX=wyr+IWDjFnQLI<wO
z%__D@b(M|MIy;400b<QLvu^$Kw2qDr$*;dH%=W9Cu2baID_6SML9&1U>B+C(E?gbR
zyn27E%K2*TPB0c0+A1RpnNA0{a<G>%<_ZyMtGc`DhZ1>6*0tPe4axh7!al&KI_SOa
zU5mnCvs<toCqnq2opvB10&+{Q{H5#>pj_uQPNpd8rpz%(d~K=;@bG0|=KTPxGLQmy
zWF?B9j{-L6?QH0?sLn&4TJ135Zi;Pz#6NYT0mg$y2wl)lXit4JW%!w?-|M(f{@VMK
z=C6r@8D}!;TQDyW^XPHX%O*$5TS@{D*?(-)yreL=vxcL;{ogdCmk8+RRmPg;72S_9
z<JM?McECJyW_L(y2254NZnE<ltLmfIf{Qbo^ru@nQ(4R<pn2+1Rq57<VXA-D3_N;;
zHE9oo<~n7y;cO7@G7BrSY6@>Ikt}XIe#5#o1_%UZ)#rRy7Jx;^czVFc__mbqIm3zL
zw<P9!O3%I$bdA4a{HNRQlTsWK$Pw&czE*mN`ND@^@|~F1{yjW0nFULCe&3{dtMXbq
zGs-_BZ{+@DS(zcoimijN($}Xa4|hElgKhgq5$ZnKr}QXe7)11nmS#xYIe!_>1TuLa
zKxTk~tafrIs$K8C<VAx1b%QE*@+8m(0+J=lH(6oVV}a)q^7D(aW5n0{pm>?$X?1Zd
zF#NV9qx`V2w$-ds#2O&`b7P59=e#}}0n4*hZKOop6vS>(_)tGD2sPRFbH1@zTO@b}
zQ6S!>R>|dOwL#;%@1u58qCZ6%toH}JtOC*Aw1K3#*sN2$0<}D)kJg~ZNk~gkjD5qT
zM`V1H^Crj2VWIjOwXNsl;U0E>y#=N0V(b=odifVwSy%8;MbkPKPCggA8SU8$LU5LR
zX)}onrg|z`$E6KYEY)b`;M^QmIe33c)zmR{EfQE}3&2pb0ok~0#19F*x-aG8aag#-
zj!@Wal<!?ZLn;6XfVAk$WKnF3Q#+d6KmJ`TOw97P+rP5T51z@L^*fXe=9-JQnG<^1
zO75&rySbF)aHmwA3#M+8;u3E`9qGIhy1iEdVley4GCK|@V)Yp`Mo)dIzGV=DLOwVP
zIlhh0YGhaUF<%*InNx`E#EOqsBR!Kx=*JzG3&qk<OMnJ_NjWI_mV;R=C8IQY>+D;V
z>Pi0k_J+5!qkfdyH3k>*dxxCcVCN)1_mQpeTOy>kZI-yXjPY}O(gYrkfgC*;B(i(M
zcI`V7h{r*^T|y(u&u{UQzK2p$_16K)TL2F(w5;CVXr!rUm&Dm%H9OFo?B#ri6DlRL
zYyB%41^}*DB(Ff9w(YeLeqmRAP7WUpU{w@|pbnSYC@X<D)t)fBXE@MuqQ3nr_Zw(N
za7yP0t{X6!hdLOLg6n^rm^jS0+Lms|U-@fxDMGIuaq%C(bndcIOW!(#Oq#=(!7(5Q
zt~O?B3;~qmTg$yuz1R02nN)1myiFl|CU#?uP}2%WDaU%&j7}@comQBw{&tIV9hDSn
zRX$<V<Qp$`VOP4#SKi;5TFS5gW&fRdezs*yD>>EG3xu3r`o>`z7<%ayeV+b9i@ss>
zo57h1r#_ScL#L_0<Y#lARCq;q%VVY2zX8d!gy|_C5^SNRxI+`o0mGGzcp-XC#xYx4
zUT4)c;O5ZS*z4`A!T6O?9h~|BwSqLt)kEF`@jU~dWD4<~yGoZJkXNP>8!f!=slB3*
zi>iM(@Ruv5FAN$TDCY)=jDqHZP0lPKQScgd-%?+nLNw<bpQJob<kM(*^g`)?<om)<
zOCC9DLN;gpo>&UI!E<xDiervhze;H)e5dT;!+*a&mA6pwgyZ_Ugm;J57S=57swXjU
zBfrF3!>DZP+t^c+Om@t_>U^ecw0fMsQ{-CmaP$TX;oYCM2_I44Y|*T!_1#=?Z6A~#
zU8B*W=X;F!1S?KJ_Rq=6@;aM~W+{<*5_bz-7bRM-(KN+^bT=!c=;E_fv~!C;|K$BE
z{8&ZYfXZ6lz+%8EO^WmU%+b>w(!zlf7w;dw#bs}>aVBEsQvBU57x(gEZ2ossl<E3x
z-sW0VPNAZ~%WsNeF?sQq(noHjhGEXw{pU=vKWDo496rWdt&SyF+b@)13O^`Zq6W-N
zO`#h-h&Hu6{v{vD^I4S9N7&E%zbExK*L+M1%ZW>2_mvfjcUu~b%uhVOWf$Df5eBEq
z9{)pGPresAjz&MRa{Se6Q>N_5uDspow4`rRe7$ficxvG-s^H|?Cjryoe8{`QeDrm5
z!`l1>p~3oB0g6T*{kij!l3T4-O1VO4OP8VfU#Ivdu3hBUYB7vR?3FyHV}->Lv;$>V
zY+{v$eH>Lynn<CW3(Lf-x~VDMZ2sB17607w(s+~6`uv^K%a6hhs#-#3C8rdApDZ*E
zFJ<l7jC_2S|KYlJ{TYP_hQl#*MEt9kX<eBE%8n~FLk%`x!vVd+m^+kGiMC~Q1G|dy
z>9q?1H|%DieRaDBH<Am7-d>742|o0_8=2>>N;-x-KYY$Be|0qi0DDugRiq!l>I$&z
z9l0DC?(~U!Hvm8bOtoo+;w!FjzQz=6(m_%{P0#;(JeH4Lcn^>3ijHXLDxXw(m3*Q4
z&)mCIAD;8OJ#yf=<J4No!G&*}0tq=upYW@t3+q%H;UP|*A^pCL&3y9muG&EQF;mCJ
z>wU@2Ea(>aWzO;uIR|KmjUIj}#(QZr+X?~+MtVIwHygQdmtDA(^Mj{9E4cV;KO2PL
ze13juU;j~#xeWw;kwdB%`EovB+B9f0yH~d^WMSY|z$g%HX*)8dV>gy=#Uf;V1IGzx
z<x9T=H#`vu+YV;`p>UUSP5G!ma*d$HfMCE?|Gv{hEa;f_#^j-OH)gKG=v7nB{L4d9
zwH~x%t+8nHlc#R~+G#TR?K*BMrOCmfgtiN;H(2uHn%I;%G!$Oo5#!hMkM}Rb!YZ3<
zo(75?Cl$s#`f`~&q=AO<8<2TA*hJFzdljVg&jD^}1^fapf9Un76~@Aj=SpoyPRDGn
zc@`FVG>)9uPdXOPmqy~=>9*Lf|BMdkEb;9k-zt70+)9?~g!Zb*AMP4K-RXY8xRkEZ
z^9rv74Uqy<h@3y)<vNhf!R@-_h@a^EAsuOPW$$&jL$AU9vNVU_tN8p9;5=0E%Rk^@
z8uCm<-%n}Ei$}^qZs_zaAPgta@6J4v`!l@)E6D3z!UZ|otiG7X>LBB=aez||l#FKy
z)%E~Z)#{dH7cZyy;d^E%6a}VvgxaOitxVzxS9&7q?7WFTe{0gBU7gRYFYo(z_u&fI
z;2sEzTCYqB<)?Z>;$^e~^8+&Ag%nk~G%@h&`9HgMw2H(PZUcJmF91uMrB|^xiR=#t
z%(bXZhWO+P5ZQlg$XhTsGg3Wv%orq(hME@%S#<hXL(p4R!^}Rpk~Bcae+-xFUfAvK
zZ}P<#+ZOcllxa54zHJP90c;&I23ud|8{D4S{agd_<y*uU-tA(uqcm+Pb)N$MUW|a2
zrOS94ZrO0{`vK2K+jY(GF`)fq&qM$W<lsEW&;Mm#*EO7M4iCqog;9=UzP{6hRs~=d
zxwqjFlXjyH$V89s^q`3v_3b2eeW3fXKpc;@O!>K&FI|8(7fp{@>W~Dtn1)mut65{`
zZB@KA!Nq#JaB(z+Bv(lwFcj~Sj%d@q9M;0f)(Dt#sGkhW!utiGyduX9m~~msF>5CW
z>kdZbvJbn30Jy{#grfW4^ts;-FlX`u5vh<4aT_h_cnux!$s#u!>p!(kFfG`2eg1E6
zdh`}HJ~m~23RduTZLK@eOmi)vdf70qu3vXhUsk^P3-a{%mMf_Ak3s{R>$%a!-8}hu
z@SLkZMFZi7QZuvaUz6Ya^XvPZwiLnj;9t{Qo1<&|%}$;uKR^+GfYiVNE!~-?YC~mK
zil!N=m-yS9B$VvF+b@Ff?$A}aobNZnSrg-tW}IT+C1tF5Z=)EX*S!D^_%Tf+;wAxD
z;}ht40O6dIj1{QGg8%sMjz{)tllBxO$rw6q-?{fQ0IaFrXyJ?FG5%W;5v@Pp2@lu#
z+Q=Q`GH`uB4|JO$(%KUO`R*`#o!RIwvqF)C+UA3Fy1`)6p+kq7etlBRi5mkd*Kpx=
z$sF{`xLI6(!Uqtc4aT>91sYI}QKjH{MVl(dj;|o?8s9DH9Bm;O1mLdRO>az30--o3
zEK_Z+LeLAiT9!Nz)L)yj0W=DUVA|EN5r%A9->9IZLw;V&`c-A(29~X(XjS&zK@{ky
zQOvs0keNiyvVVBs$%o`pZL29s7{RyG(QH$>)q@ACYi9zO>JkkiEfW6JnM2ya1&ix7
z2_9iACfdCZZhWWN8hK~&`2lmi{yi6|Dz(174+zx|9#9lYu=iB>?XJDx<n=tqll~i%
z#0rl8Kt54??aExeFxr}k8Ly<8BTk35+&sJ$emau)D)^?|xobb9by94AE_W`OM74i=
z)}tloKXL-zF;Dll*S}WKl&a5J_7GNvXKoNyMCpr{v6S$N?J37%vm7AyzVy$sM>KZq
zQGh{y^FwIA$Kto|%C5Pl^vJ`Cg~Pgh2a?DScflqg7)ZB*QI7%#e2Z9%47Kmas>bq}
z=>AtWr@nyTP&o)acYmzK#k~Yu1p=~NM!<SZIo;&}+?w$KVcT(fIPCL)KpdU`_i2LF
z0vMlgpyG(S&u#pudp!BDy3hB>ry$y&?UE<B1(hEIaB<qr+uPeLU*p+Pd$L5G-*v7(
zsa-_XF7+#*0W&+UC^gWqvl`M2plM?G3J`D<3Heo0Lu6%Cj)YfT#S}1U?fU!sGgPnE
z2TbQKqQ}9;wMLJg!*Vx$8G0~{YWON^s+9^OB|PsGcp(AV;Ol!xPgwTJ_A1xreM+Af
zu*ePIC(~<4(t}`=D1)qpr(-TW+}B%E?fQ4{C)?h{Rt&;mMKIp6IPAtGZJq4A`OSfo
zI_o=XVa+#xa7nGo6G#_2mD@q_9`%74gB^*GF5>TV-b2d+KmOf>PgXteT{U@bu-dTi
zWU;t^^QzD-+I60&EgyQkix<3<=YOjquT)u#rCk|}cFh}%5t8cC?-VeX(8G0Gki}|U
zx=l4Fzq?~$X_3MW{*z7WgBl~1V^|5Lt~B+0w{1%FAO7vq^v#?UICAICONoN7voEN?
zuf2A<3%^3xT&ENAOQgE7(3|wfei`9sgu}+^jX)7l69i|{q$9uoC3ju5TDVDfA}$ow
z_epgf`XxhB_#I{cjuC&uv+_RBIPdX$@$t9FKWk;*z&)FcE!?d7mD+sBQ!!kBxdspD
zycS|Yi>B2Agjn!Shjc<pKy52Z2z15>p4)!+O=m(!m;;-PukXI139j~JxT+EW8148_
z@EuSH7Il^Hw@UwdUp3v9UqT%*kwM=UIeab<tNY|G94ez9HFW6xsL11{K6t!8s#W4y
zy)p!g^_`X3S~UU2^LxXww0*>_&E^C0%8GwL>_$y&AhFfaZY3uc_E5O+7)I>+&7lvM
zB@u?=2LyE5cZ3z!S8Zm|#4eBlrZ{V>=_q^)cB}|w!G`xdwhQcODzU#wZu(o<nV>hQ
zfp>DLU)u<ItEmldgmo4sE@h}gvYb;VGc8AobkDediJ3gpm3k=afaaA$T1iFB>4pq6
z!bp_}3R@)@0i78;yHgc{sz|kPmP4^`%rpUw6J$M2RP$zzH-}@as~i@fTrj86??uOK
z^I?ua)D-l=aHA@p5CuJzT%2q*Qj1X14ifXY8argO^aQm3os;Mqe7p=~0|K$C{$qkt
z%0n@?EG=_LekJ$bWa@;Lv2}g-Pua@yiD7T8lPvil-X%g7<!skB<nIRiBSw73aHm8$
zSA`9hm3`4gAz!JtLRJudf^~>d*U7Dp=pH9x{Y@$dA^kJ{tr@D+B4A4o2H^fHZ;7~?
zGouo_>w@+w`F<`^((UP#uDelZl=|E|<H^V{RmtES*yBVab#iN~NZK_JS2HLbTYV@n
zk~wILFCzCy*L4rK9oJzc!{ajBf-Wfe_H_!@b=ygi2C+w#xP91dm08g-wx_D#_LPR4
zRBfMa7o^?>19qA*f~0D?zPopX>S@SNBo=8j&A2wTcUA-|+P<>MpJ?)>#weBe82d^g
zhg4B)p&xS}u*%3gf;qvc2{iO)i@0Vpg4r<kd3!3{H{(NC5`%Qqw_bjmYZ?lXITyTd
zVm3=N;LJei(H{qaoew!;D8D}FHc%11LC#!BI}>C6_+Q0=e*3zae5bsIYj0@*7MI(7
z&a8dtxVZ2_dg|L=1N|yaa(vVL^@XQf>?Gt)h!G4POWJHA1X9gVm4TBByC$4}t6aWr
z1h&uQRNSQh@Vy_+ml8vs*Za^qA4|Y)eoT0fYUMQ(+;l&wLNNw`4eL3xPjI|Ai|IW{
z-rgMU33t2N<d?pU&e99|b`cG>Vw=H(g<nvT6SutF+@%AuE$FETSR=kQ6jlFYStGZM
zH`Y+7QRV5v^=q-IU%ib;;$&ZPZ9gydaImwZ_V`usq_AGhWxJay#Y=9&NW^1$l>8Nm
zMIf@Fhrj!Gn<*0D+w91l>Zz5!w4ui;DYYefQTI|lpibKUSz9fpXp42G)mHTT1BGP6
zly5Ct`Qn`emAin+C;9}h6Etch{>?2!>!kiP_wY#Tb04c;$<$e|*xYk0%s_wZtsj2{
z++WXajNK2Uy6>=OZybi-`BT{*i_^an#9SUHu@N?7G^n7&XEkf3iKda}c#Hbxmc*A{
zle9`~L!z?JjDu5@cbo0^W1ZNaezp+$04wZJpD6vE-y~tOYFfep*H$ffT}gOI-~q{v
z)S2{>cTh@hpy^gDKtpDQ;pI<R9(yDTy3AXnmZSYYT}6<SNeU(WZMVJ2@J@<W6+h`~
zdG0hZzW<whdxWO0cJXnOH8_caeYpq_IDd=NxU{mDwVxB?$$j85>C$A2p+1@ywCcMl
zfqxksbK<ki&4}xntFK}SW+n@tlnZtQXue6XtBoWgHeFJCqe9CF&gt6nl-kRY`kECl
zV`AsUmVK=Cow;;MLmAM?47l5a{=JnJxAejz@uvqt0J8sIh2iH-5!;>CM)=a9zu@2!
z_8XMk&-4j!?Ai_+^_LnQP~B6RwY<sW=G2I7zgv9iYZAsw@ZZN|{)U7NywJ=gR}7CI
z+Ei=x>VI>d`4)tPdK(Jkxz*<{YM7P43+KY0lEEfYZKBeFVIh4u{7~y9`2AYwGcRLX
zDUWt0!YPx{=<m>z-8oWQF|vVOf+6W;2*Esjz_gR!=o?)RCV*lum@2}(e5jl;B5d=A
z7Wd92z3Mdhl85QP)wJ$g>QE;jQ==`l@}uc5wR7L=oR?=_bZ>pGt8lcyI8ZJbPU?PM
z_}lrkirJ#`v}GE{j}h{+@A~_)*;fbC$OnrjTPL3#(UrI^#k&v0k4IXb`ikmHJ4=(u
zBf4yuV3w6@J+uwzSDvWuPW@WeP-o{*x83ej)w}uTWAp^#_x+D}HJGrWIOs8o58Mys
z#-~g=N~|6>jEOFCDQ*Sq4nLb7IUiQn#|Pxu40EZ+vd`eIl>LHWkP`H)_jYyG*9ur@
z!<8wKYXCo@*%}_DaID?UA$%QUs!gM*y?$ezkAeWE_G7?=4^s~2YYd(DmI924%>_<b
zZ|y{Hp?#c!;l!PrCrpxtK%`6Us0}Bo_Y*;^`l%HvZ-?~sOwAj!*-t6RghAF=b!SyG
zusFLS&BzW0Q`LLmM;#XcS`2$aOa+OXJj}qAra7vBXVONEN4-;4!!=^nFUdWDb(Qv4
z!}lQyaXKSbA*nvUB^c3j?+%14dRH#5RU~F&{mPRH+)I2qE~Y$rvLt9jf{vAaMRQ6_
z29K!T@Wua1y5GdIJ=rsUqM)-?iwcSBa=-A!LH*icPX0O0+wA6Hdrl-7__Za=gx#w2
z%nd-~e*iZ!P~b9?S|5(x4t6ybfX%h<OJn?J94WR>wQE?@5<|GE?o{R&2*BO(&4S;y
z+dtSjT`M$cT{+R|SbK({vCrMr)~K(u=Lo<H2mYy(wFl|Goa2@f8@1moG~DChuPDKP
z_~iHt>$p+?7|c?c8*6N^?L?^f>~sB8N%BSutBD>0wy*1wx>UuLWWimWlj9Dg!uAir
z9Y-s_wfqr)X-6!}FCq>-kod<5>;5lrCccw3)UD;oN&hCYecG)RkHhcBR#4Xb>nDrA
zPOB5sq^?fGI^TCq;Z!7bKZHeq=6jM(6w5|l#qD)$mSEV`YS<Y?fDL%Pb)J|dz^TFs
zD{jUy^by2NXOmlFlktx;j!jym{$5jAfL5aMUy2-e0X~UL9mj_ukb~gAC;=O@?R(RU
z!g|KnS7K`D-Mw&rUJ2sgaDv~0-0|N`7RXuu^wmJ`KMrj%?pM&Z$?N{Kd2Gvn_>ANF
zNQmS5%Hnv!8@Y2OZ$PA=N@jDynHEx(rUW#G&V8*wuZ)`c7IruYz6%|3LAf>3Dm>Kh
z=6HRt+gnLR{rXR)*7rWv%_}Zk*=#}sc^=>1{~B|RbLRO@!{h4zgRJk2YHEwRMJ%9*
zSO6(fEJz0x0RbtZw9tDKuu&44NCFa?6_lz}=?DY}y(3*vKtw`G=uM>)ij;tqByXR1
z-+13Q-j93rj&aY~C%djS=Uj6u4=Z?mB3JoXyF~`87!WMZK4toBgX%ZctI9asB=+}F
zvuyrnx8bLN{_8{?|N7wrhuvj64~I}LrXDN)@3l?V++xJ_6z>TS`Y1K#PgW{j^zYa=
z%iV}^0`Mu75$Do5IUxV@CpH0e3bM;c4%5%S;BGVE`lA;BKjxs&`0)#jPbu955Dd&8
z@)q~q1R2SbYv&3T8tpSjHbzUmE&mLLT(hJbwB3UeKMze;ZiUNnzno182Q7Ps=!azj
zu!p^tNft*I-kiD^!TqW0`-`V>J_yb_8J!o3fQWzbbHIMw*87UZ6?_}Aa>{A&Gi2rR
z(D`+g*vVu&KqM2#+F+Ga@WZ8X5;l1t^S}@1*arb-IGH`Hs%T#(wa6yaYb9b1On$Fa
zci>cm+Zfs-&i7{GHmup*?tLtN%r+w&Ze;eygQ3Ev{;7urZ>&vSJzqe1#OjNm|B!H}
zkiQ#cE9UTNH6yF2?PnI%JI;ac7N@U7II?d^wobDtkVd*ir5%A9xBVb_<EI%HA=@m~
zRAR%^)}e4T^FB3U#doYsyO8KF0~hY=T*iD+XxMPvzrE<``#hC<M_H1QIXS-PtItv0
zk56pH@LkJMu4?uz*x#P_EiUJFh%?66v5QrtV^O!N3tC{YB5cM?7mYnq&axJlJ+-}d
z>}j`XhlSOnNmsywPG%4Hwa4$i%vg)f%5S{sW<a3NP?ng;-kA8SI~e{UL0o90+!7UD
z|1rLC*Vry)tjg>8%M7{FqK!H4wTNZ=RKBLWdy&&U0#{^g7tyhSsTXu0;Fy@<${7N5
z2ZBP!_%*^H8CuqIDCYfHm~e0eIryEB%~}E>-M2_X@Zy)u($K1f%D1AGE~CvZk=xFe
z#$b2D+IBg|d^;8Jr@#wmk*Q(SS2_1M#Fheo&8s}P=lbOGc#w7zI#j}G8zyI2+SO85
z3$m;C-)m2gK8-Yc(;l*CaW$2J&+p1m7yZc$D4sdF;8h%_bi)odGACL8ctOJmpDb!H
z@-%f)d?;g3u&D1lPdh#KfS#MNw)b&2%!=+Y+lEH|MKdh|&r9pY8jlIL8+?>TTk}ms
z!2qfZ8J$0&gYXEc*mVp%br}NXUJ2xXaGMexu?ROyZa*e#dFwpgx1$gmePOsUypLf{
zE7<$#TxJG<<uwcUU+&f!;iWda#=3U5r~9qyh>xq<^_}h7J5DYWO7dWx%;dy{@&xY6
zfbCO)_x6A+N3WXfGEVZnJI4|x!70u&B5Yb<idY6zJSG#4&&FL*rhCT+9ma1=g1w%;
z%-ECNjZfJQB2eme@-bQVPJ|_0^hUht$fr4{>~=BAQ?GWk-mF6%ngUzH2%MKuk4(nf
z$_8BNOaS|iTew}luA^5$yie<ZBP@1Ni=i6EiS4V8%nI<1NBcr3_p1}oFTRs;(YJnl
zZo6PhQi14$?PO~l&LSZFm7FstlIyLkxA{cBA$5>3NVmD&TCh_gVk?PgVFiqhE3=D@
zc2mJ0v(&)dJq(!jRi~#O?2ER3)dGogfX~2WO5<u8hOu}Tq5$q(Qv!OhlW>U7VUG3^
z18vP1Vh6i$)4efBvil+z^HaAdUb2@*cDj=bGDc!$!a$j7|IW6iz_|w`qqSYi*RmS$
zGUf19!v;lr-7PlpD~Q{NKQs`tDx<Y)FrWoGRjnZgb%1?gL6)o!c`^Y-wMhdS1vC`8
zAWRI5AVzXZsUKuGVFFI=lr-R1u&}q<BuN4|wZR3WNLbok3D?wRyMa|+EY%JvB-hn(
zVtIS%4j}Q`n;%Vzcw9BCt#^E=TkHNVwdqrNVt>I&Bf(tz<&fHytn9{}Kz&<G*WNYn
zJ@eQgqkJjAy-bL=veVPOtNUD9Ds}DJ4HLQ+EA`L*64tKIjMxXB_YRjk=7S<>Gzh`i
z&YsNyh`K&dTn#|NHo&YpT2o`qZF_6xQuD#Y0KQgweLtIDN<VBn4gv81Izb!Q0(`yo
zvbfr=-=_+<yujhNvhcvk;LYMRbNK_kj_u<3l`q1L!BY=2rR(+2ke^UH&>*-V<f3=p
zDV`5h!o(uXbRK6%8%b^cV9_owex&x{ZfC%|6E6S0T8ino1slrq@8d1{V7ilfC-~~R
zhy5jop7#zt#<3~_yC}$C!yg>udY`4<9lm)`+^%t~Lrhmw6B3aUa`gEecYxxFQ0;Cv
z4pi(oidB`1WnM9mq&|56Uc%qMyy8i{yCE!CdlS9H%(XUliAM+4S%I$k#9=d>U+Tu&
zbGK4dFz#)%0SGWzl84n<!mNJ&2&}%BU$od@-H<f+r<kyAf`wglZx+_Cz3!cL{mPu}
zC6MuEgB=pSy)q7H@H#2GkE(~&H0CXa++;Y1%Rjyb%;fhzA4pFAB4foLx8mE(UiG{e
zh?8{y2HgjV%fy8cfGS9UQy>8z8eI!v-gX9r3V=LAls5{99^{Gj;4H-S1<=ujgp;GM
z&vy6yF7^+NGw03<J)2s5P&lFecfm=%Oy^yh{%~?4wykujv+R*Yb<pnoHYu?Q-Xul+
zJKwsyf(r-<m)mN-Ca=CIb2o9b!aHEg*NE!d(0PE4F$2JDHx9ha%DM#flmZ#uuiK|Q
z0vHsck0;PLQbozPZ{Om;Xtb;o1v^jk02FhBc@#Bx7@5%dQXyi#<o=g3#aW5+H4Okf
z8ZYr-)&e&i)On@)@s_u%ZF3G%csKH5IP#TQ+_00p=L(uqhpTjssOch+F}%vvFWm!%
zt6uItnr-_bimI~;k!NRAEYY$e84FjRrhB#o$~p)j91=A6>6IU85?Ap^nNb`ZUnT=M
zZQwBFnN|*IMqh}FNvVUvYYgy;$^&Lcdd-;9hwX@#S4VNO?r{gu9Rl&WAb)8jZ7+}J
zK$c;6un@Ycnt;v^3sjtt7zNm!{baSLr%TuQu*tFzN&V|U{pOUPWVB)y@;iAaZ)OVl
zMXM`WtXE{FzVmx+QF#7Bh8r_!CRrD^AF3=d*rP`>soXDRNr+v9xpv3JMXa5@kKi$g
zIZF48zm)$Lq&4L0r1z9+z7S5LT;GyA2iS1h?06dza;)aZK*{ki3CpstJFbB`IAyAz
zV_2^W<OKlvv_XguuAZB<5XerW?GvLR%;;>=VGaEozh0dV1e+Xdf8$Zf+(q~9o!L3Z
z>x0a~+rnB$^9;}1$}&3@<)dW{TVMUz^Zr@vSk?Qtbrftgx_c2>i<qOLo6|l#WYNt}
z6MP&tJDC;knI@HnJtIs2pJ3#VVfS|F*W`I94GPkLBpTz?vKsv^3v3wjO+W&>>^J2w
zMU#ulKbd}GY(s%mhY*PnLb9nv_5vwDGO07ZyP>a$`%0w_VSm1-c`{tG2e2eSgk@}Z
zM|o^%a+L?qOj{#>#1}q?>kMkpvbstUx2Yo9HQIMdaUq_5w~Mv-7~-~Ksejfhukh<9
z4gsFAoUDB^T-123RY~1uGC!3f-8vc`Fuh7dnGwGuOo>C2yWe?C3t<mimnQjrt|6zZ
zsq>n}zOami`{L&&B!9gDz5btQ;J-gE{Ho8&$%(h9-YePPZ7uv78yA-i(p4jfr2+PT
z7=Xmg1D?<OMHcYe!Cj}L`}Lr!=py>>p6TwN23cf>USR2G6ekL)zyGjyCg#lMvaStM
zZ5yp;aDB{XqM?Y(TpO7!b+d0nxp>1{D=fs!D7e#)cv*~c7pBi_W(=K*hi+Logqams
z^vb3fuL)Rh0lsz~IOla#G}_0^w&fj61bfU(J~Pmm<D{Z1#KOo1tiLF`-$njOCm;oN
zoSR}g6p8?NWw9bR0j;#691^j9gwFd;f6t5NRbo;=11ldlkH_51+YS95)I|q*yr&Eg
zA*>KCpJS}J`ciQG0+~`4^FHsxMFkVjZZYh5Pn46_kf`=*yk-js6#t7C|NG;YpX~!!
ziKg)|^;OKl&f}=MHtTFBvw_%gfW&>-ag8k*llbdKcRe3iPT7wD{c>~FV|>8)X0uod
zY0<>L>2bbZh*j?3Z(C!RnCiJZMt&&MIub*QLax5WAvLC{X_-ptPp+<$`&9p?I~v9j
zrppBe#)!b8z!}SnFM3p=gSYu~Tw2uF_jNE4O`kk@Qq{h_G#o8#Tmgow@#p+ljc0jb
zlgE_0qmBVnh|zmqx|1&DgRA|O7ag4DiA{)>sAXK)ieV?oYfKyV2Ie`d_|`P$DcPyD
zAD*wd{q5aWNaz}S@lctvmOG_P-t*Mu!NoL;qVvoD+CCZg+>q&s7ofa2HGV8h@O`tH
zJz~%WicqKac_H?KG;V)8xUb;^-N~B}MI%bxu9HA}CSI1DT(F)vk0?~qd}=$B8R5^#
zVSdZdJR)i_^<;fp&^rfd(fOc&F8>X8a+wwP_Bn2)oDMCct^rD{W7FAJ;9Lh(a1huf
z5+N>e#~;XB;efbroB??j9?FGuCecLjpWfrBcqxZwAY9`k10`MK3}C$oRPrQM7^p)n
z8Gw4@k=;5dB952vajuo{-SZ|_A-uEOyRmh4cIIeXHl$e3*=T+nN+}^%P*CJE2x0TQ
zFozuF<-~7O|K7)LKhG7y`hI>o?WqBS3!hT}U&T-V%Jtr6h-eYC{wo3NTj@SI(ZR@b
z^Jxisdu17kX<EomN?zP7l5rimVY&#?5+G56)aVd%?tM)kU`>VbwrDMJ>#F06&h&J5
z%v6wlWjwWiy5O~oDazL$7J74Vm~UV1-&|-#ZK8LhL-dE|Y&h61+N?Jc{0ts*@w5PW
z&th}={+DB6HWj*fv*mRhvhfGEfsBTiR%hEGY%DZqV8#|^7;nf^Q!oV?HGw9ILqb)c
zgIF9WOmeH4VHb2t?1yUe4=IbQfc)RY(Gn7jE#ZN3?$9qFthu189;9(5&dodThvZnj
z^5|4UlKEg7L$y(wRYwSyM;x+eneCK-&EG1*Y=M!xr=>?g{1L95J#^RbPv%R?N)Dv~
ze?0?R<BBB!VV6jK+r((x9{OUGR%|06QE)I5pyode_BtfFHDXHd9H47vd}GBv<$T5*
z0ZzwZ-qp#x?3Ht4FvTR(_!Fy9>Ua5<tyk^t&*%3Y{Q|4*wb%LYFva;!$@<*v3t0|M
zR#~VNl-}^l@jjSI%!bvO!KAGZ*LBeP!oY$7#QcmX_yXsyTeDe%5<J#y`9{q0TC=M&
z5!Wo<U+E#e`XX~Li$(ICm-u!uvQ0T_W!P7hzfO-ie=%w$d~>)U9JjB1#>~lSZa44#
z!?J-D{$-0L$rfZA)q@diYR|5)S3QK1r|(d{0>CAC62=a>?YL2PSgm{BKx1-zSbx>l
zH$zz{5%Ac5Ps2y)sUa^Zmq|4ZG1hif<ADy`rm#N&vVQ!+x{`Vpzr<Sz7t<N>AekU!
z{gj4kkyPGZ1kxoHVVIuwphjT9V27m60O&=h@s)@D(~)eN%3x;;ud8dCsI3i_m&yG-
z+4BMkBs;GAUz!TKdHOy#J)s=Sb!a^_j>>CF+830Pae5y<H?nYAxTxOyS8qdKl)GFN
z)C|YJW;9{CgM0V^c+W;OX}kC=96ymsQEmeg6B}-)7R7^`ZEWL&Dz}**+&MY0%%b=K
zoh?bC%w2gh-2FP+VVQb&V*q6KCRDAdr*V{9q`vx|&<;-_NocTxCKw+=S+2@a`KYMu
zNa|2}b#_57?qx>;l~F@up~a0EIhr1auqs!@DSZ3(uCYefiqa5h*?zz8UHs7y_FH##
zDtLMNYzONVz9gj8xD~5+PiAZsFyfP0>P21mZAKdJ<l!5I^dSKk{~buolYZzNOb^e1
zA6!VmI#=#JhGn<^ewcyshzzPl-D8r@3n(CZ>50Xz?fGI}r|rd8DrwjLR5n5$pDTQG
zq@oCe9~ta@B`}(@;}~F(jbGu;T_@FQTF?2ICn~DS@A*VXgN9B9L5Z_L*cP8|zi(3^
zzOJbdm3>g)t2%K#H5}FXc{a}+b9X|aEPei!M*VX+^YR0It*csBJ(9~GtbdbRCUu6S
zz_dDhst#)HZfEt^c86REuj#C7+1JMy^Tq%6?3jmsje)~eh(K+<xB82<;qTNF(%#&i
zhJAd9&aK`j9#?Czfl|6;Vh4JE>_j_DNTRT$Cf;_VTXsp<X6r3${I?wu^>F7HZ(KNW
zS=hPaBW2jgPhj=M^ufN2;v2Kz?J67>0MPdA!VpTxlA2Phele$b@K?;HP9&(V>6i9T
zgf?rF%m=Cz@7=wmzN{Sb21@^3(Y`9|4?C0UTG>_GrsRg<4h~(d?jGYaGV@Jl9|Hyy
zC>M0bi)Kqe9z}OQ2$BFs8FN7S`gPQf43AcaL4U~G#qs(eiG^OxN)dY&gq!latm**E
z%t*%qb0dU$cDsmR+hT2W;sW?553%$21<#}$A8d+uvwP4<z=l+5QY12mePyEgrhgLW
zmS3ktiV#ISjKDSi^g|7nex8q$>x=U-B1<GgAHW|5=}7KWfYe*@sza%I*97>R{^yIq
z*HJSP4eR)0%)|-JNM_e!5O=vwc$-iY>aEhcM&`q`IdiRcZj28#)fBDZ@5G*Ax_V+h
zLlV>Ly*rnGJ+5fSEYBjJvH0YU2gu){4KPQ(!RP1Tab2g!85y$On??5?HVg#DzJ!#G
zuTB9x;MtoKw2B^zMV;UvO3Y%nBaGRqmh{Z3ADiwz>(+5v1!Rt4gSzA-V%~&q^3oSo
z%d57#iw^m<(<#Lk=3JCQ6U?n&Tfy`ol<s?YTLC)c<x$0Et2Ya<;XzL6+#EJHU|=B%
z{~8(s=mV%#ycr^SfbK$^eaI{uEAw^tDJB1_&Yl1VNcnygjnwqj^}ko*#yOPn=T>i}
zaaMOx+_k>?jhQ^{LBETp?zW%E9}U2Mk^wZjTU}Ip4<`FdCTqB?b5ZPmxcAV!Y+(fG
zjmn)7k1HJuN_HH~d2x8-Id6jGc3J^(PujTV?}rxIM|iP?=uXV$qt$xT+fBQoSg*R4
z)ibZXCKp_juY&k;+DSM6X)U$c^5S$>H0|tXf>4@M3mXaC<*2vaky7%6-mJYN3yYvf
zu4;rn8odDE!U>l<XRP&V*FCWTgBi<bUz;_k)~_fQR=QKx3KhvLZgxVhsa?IaZ#+c%
z#_#TDcMBr2vP6}tI4FKARs#M{8)GWE75I1rZDfoPebw`O>hFgvN(+f5$ZT`_>pj0e
zMNk+V8#@2zOXOpc&GJU=%iLc=3c+6~Kq2S^AF4CzG!AWaXSH+z`xD<tvn+Ms*DVUe
zS$_c@l35X`<DxUDf_9@jSs|~*VoZjX{Z6=TA5mjD6y}beXu@pGvAZ@2nfY4}5G;9!
z^7yH1dIVe3Ev0u}CW%x|4Iqr8V?0Rf60CXo;_HzjAn$!0*!Lf>v?i&rcNp6_^LkPc
z_T#o=wXv#8g%N8`ci)k}d>?daN>2WBwCSIvt>=;j)d09YB--_58vaVXvhb|Br!PW)
zVxOZVL8`|--n;$Q*`%Q!%!rl*$|e62>hqM&EM~kMw1`wVA!p8$?-AxOLdgm<Q$<(F
zO1MeBk!o|A*vy;F4*R}1If^}*dVy4z^K(xXyNmzKo@XauNK`~gODh8Ui4g~|I68wi
zT2~ab2YG!1Sef-|>BnUz$|V5b&JAi312-gzKIPZ{zJIaGgekh~7se}}lOjbnM5}ld
z2ux}QdwZ&bcRafm26hzw2Lf%a^JJp$ViYg)#*$K?Pj?#*T@~;=D@V(2T&OVdr`^B|
zY~hC^CiewuO5;zmr>dgh6^gOC?D8KIl7x=_``N%Ba40MJeucI+9hz|)wb%c2X=rHi
z5KRrJX3{7sr|b3QX5-BtuLW6e3MIZjAHGvwF>OsP+nUq5O%+hvn5!0p*5cHhmw~!T
zfs!^~OpQWA`<Wlv(0hem3}v_+r&GD{p$Z-EUaODKLz6OOK-s>-FK?&jG7lC|Z@4b$
z?30K5Ma|-%Y{scAFPaX-HYCpDC-n!GuTF}{f4{hFDPEXzL7I<aX_ofRLq=wFbf?^R
z5mbx!id^OryK5i*R$QMFr}{-lXK5?NJeayjv52?dP93lc?i?JP4#QDimrpP|M1v2a
zV?97y3<@#H**i&Fd$anGCF5W`1}ph@j_4gNK{W}Hw5uRrn9nl>R&RRlnUQ$?HSrBG
zvYz}W#oT3Rc^c5%_fNUb)+)lf|3sXzl)GwHh+sSaOm3>FPd{>R&bd0iXx9iP79?i!
z>Xj&3W+2XrT-j<oo)Ed7CH!#Z+dWwbv{X6&Z%_X0wh1sNgD_J&kuaY$P35t<wBm`o
z5J_4u`z+|sy}|a(IaHq`TyQUrCxH@CJp_dj&#t|OCP2pFBkFq<xrU!o#5l$MeUkzk
zpB!9BbjQF@p&wr}O0%m>_U{^DeCny{rZ;OXgX75@OAfR?<fn~yB~>$z-E}Qea->@A
zyhtz5p>v@crsd+UT6~N{b~#}YQx9B(RlAnwn0p?fHoDw**TU1QpyjO6{BI6}BGkBc
zh5B5C$s2Q`JR4KhOA;QVUmSJKsA1!+DZqW5tHda67qSS&R(in-wo^&&rQ7C(Hsu#`
zU1>deg|@1lt$zN^5Jw1!<k3xqx+RGE`@N0vA}H{g->O{{1-fa09-~(oQn)%*>kNbf
zzSNL2ac|jq{nL9d@FjHTA(Jcq2js@f_xyTi4|CWd+l>~!Fkz+-PV9U*v=E|?2~vcm
z$1<9}UGtD9{DMvTt@=;GfBzQ0<$4C{$bBf}d!t#$BH#>y@57Sy6^`MX%{zU)iW58Y
z77I}<Sq=wbxfn+KLfqfzKGrFn!N`%!w6-vlCsyc^Bxrx-=Ys;E3w^835r<_2`mxFB
zv(lpH0yD`;7#3Xg30H+Gepu}vS8P{;z@Wjaid+~9S<!0QxPy=MEA|es;U>sHL-LJ}
zHYC^myNYzi=OYyw=Rc-Qq|Y}pQ|#v`+KW#Ok5-+wzlDi*+tOtTvrR9)tcR~6YyI~l
zrl22TkagB}aWunWLX>Y@6bQ>Jd@+H;oZXt^`=%YIniH7~(3P{eN5~kBImi7h0O2xu
z<%4$V&S@;Ifd$1s<^lo`X$2NXUc1en6L8#KUj37@45Jg;Y<V!<Js&C6rdms=VB=*p
zRf1F_ej{9C{%wfSkGF%`%1TQ=Y`LT?{by~nM17^rBD4Enj>|*uu7N5J-rT?+EK^G|
z4>!xS<BOpQtwod`w@OE6z17!V{~J$gFy?w3h^;znuQDe(y|bgGhRMk_BLt+dD_TcJ
zVvF3}S93nhPaVfYZ{!z(O1<6;eRg_bv^hB+D4&qQ&e~<EVo*Ue?St#falTNw%!Uxk
zBkwd0i#`Y#$mn9&Y%K^s2jZ{)LgG8g@b+VpitKxhR_7Apsmz%V7(*_21KE!5R-|Rt
zWy8_UvA;7Tf!C|kp^W$0J*dLsjS$Gvd)pK>Ottr}i#foWWvW)TWY~q@MYlCztX%!e
z<J)xzsb7TAGdXPMB%!7b(H2O|f^$7EWO|!W@Hcn!g{#Z>@|>T+HRjvHj<>}QJqouy
zw-Nd~HjgE{c<}o&!^;r>IMLA!|9f&WGF);*6b=97RkAYp+x29NHm#Ha_b5E~rMwh6
zyHDyS+V95$pPL7!`e{LfJZ=8me~yK>(`T|}MzFgH3I~T&8!}4H<iU6(*Sl;v_o6rU
zs!i*p1J<_qWsZZkRLp1#@ZtE%#St(5js&IYH3t%#g<tD$SJoE&NTOeKLq<H-o^aW5
zcVRVNNVxLZ7pO*^PUz~t=SC3j(&+MRzqyv>EO^sz=aVhQFISAl&-j&_x9K4R+(&#(
zK&jy6H_XuadGZZyrRpdTgikCX{IRS&<|RBsyW>T|l%VtbAy-h_j^VcK)TGlfzjd0f
z`ovZ(iB4ZR0W}u_8AGak4U^p6D-GGqewZ|16fb(LDjLZ2*__V?PMr*pxB1QO_3`fR
zEgQ3dIH{DF#E*_`5=>8~pr<)#9aHk8{rs|g%x~>^;&^>6a-iHO+RrPznuPPKdc^(q
z&wB$c`THN-w{YK${qYZH-Fx{C+(JW7H$xh^lOE&qql5Vc02;=8deUc_nT57lUs0MQ
zTP@^CVm^KCgNwD?jwJd=OK*1#)}Y9PKc^nX2`PR#lNAK5?SI>x`BSWWC>Mo6>_%eh
zVv=rgp9vOK3+vL415EpP-5su7kz0nWcN=gMsygjAjkZ}PH-V0769mZTOu;+&-#mD^
zGYwdXps?fIcF0KgM*VyDklP4&`-90P%15fPdcOlWST74Qs5yd~f^M(N&V@T>@u(W3
zG~6ihN7J9FC(H{b-AN75xTg~!hYm(x?JC|LO6EjC&xd)Tl%Wa`gxXK;<TzJ*zsOK2
zU3mI2#-LRp<%t1{^xcAEYgchgjTf<KpO#}MWWYO4UV`SpeaR9o@=@lzT%!lc)Mm_q
z=e=IHwQKAdeb?BsaPhkiqLLH?@6^8UveaLzL_pm>=a+_t^o<McVRtK)Ul^UKP~IUC
z*Ti3G?h08k)<JI;^j1gY?FMB>^8rwHqueZTVXZfGX3gLYlt%o!Qs=(7xZ-W8f!S+~
z^Xsc*ylIjqN?&MZ;QR#wTvB>*IVn7CFBN3U6SD48lMyx*;+o;m47_j_nnxDapM08t
z=vEF7ShvOAOW@qVJiO+e85wd+mFd(e^xf4o+f9s~TVi_jC}CZEw`nzg(FulrJaPoQ
z;*JnBn@VI9!Ba)ydDyYi7Fqc+4Xf?^K()5BYFdcERFk4aZ+X(2il3f}fL1(HAe*$!
z(;paM*(C>_r-PlMeM1uOl}4v*w@uMDZO#cDBhy@Q=_Srr1Lq%n6@b|kZFYBaeFUe-
z{BA&(U#QrXTKMYwpB13QmF|rSt>Z)m#BWOt&VZj^_6)J<+WkIbC;H9l0kRc!GorPx
zjkDJCv1or@%ug|xUT2STfW>z>t?i>}^kB%GC))gBu&&41XC7n%^v87dpl~q8RC&kT
zMMD}L^CGb@E1OIP<z2ZCR10`-mKVDBvM^P{M;2|8p`lA>rNu3GWOsRW^M%iE4gJl?
z4~XlFs>dHS&B{Lbf}ncG>r{4ea;cl-{D_JT7Z1~jHu}NlX$;2q;4bYepzDuRh7udw
z(tHMUe8Q9Sd#jahhlESc#GQXo$#cQ<hFQ3hqGci#n~|Bh`L%|}FJEjjz<`fjdj6>^
z6hU90B{UW=fYKzB_WU;dtq7ZXS(v9xk~Q<{k$sPD{Vg)znR9Fq^|`q?mYWAM?4Ihs
zt$gv$-M?6Ika38?ix&AS@=iVcz>jNYR|=HNpQ{FnlWhVhy*4edFa+YU!C}X=LO_nj
zqW2Eay_R((+hWcUBkn3Gsi$z6ttpkbg+O&%JV`>8H)Fqq_4T`c3Pf+i;N!)(X|iL5
zDdv@h<F1NP;+b<$gkbQbp6VZ51KrPZ^oc`%`mL8PosjiM1E_xzF)vEi176qyphOpN
zSi8XD4OGDkr2vNp3;{u>VyMH!VOQZ;z8DfJw`KFQ4-B`s-uvI8kJAln^JF({ee(mi
zaNWG;rHQL1IZZ@@8G6^(-F`RH(WPfbkvsq4%ZIo8p<Ztlxj>%@3GWkST+w5sfZYW_
zK_M$(V5Xa<WCL!YcoH{SVV`CTFlF3oo+<e-fZaaAcN52l+s}4s#>e@u+5w_~zv6hw
z1)ag2gPGdu+QD96_gzR-(j`Gje8WZwsbuiXLw4eZ_3jNt8>mgz;*u4ZodI<5(8eCH
zlHEG223qq+0y{tikUpd5QoLUbsnV$goYT|8?}t;?)b?sY1ehqyGw~}WB4mx-mj1;@
zQi2f%J+TmG0-w;pJ@Rt_2-u?J*Xy3+w&9i~v7XR`h@qp;Y(J-nHi4YHvxAwr<Caxw
zI@`jI<~}-3$EYPWxNK+@)Sgh3%#puE5_K$ApDbuHX+*!Xdh_P&89`LTNFYanf`5>=
z&e-!p=LLcn%8!LSwTA&19s61^v|kFjojS!)Db@{HTzHRp1cNf%K*-pCc)+sJuLfNB
z1jK0K(k}DG$A}Qbyy4sY;xMMqfllR@E(;hv^9`<$w-HZ70v(TqRq?c(SAUGEQxB2f
zDju3Z^^J5i2J>?E>8-W5wT^r7Yq{&$@)VdsNBVtHFl4}}p<)6Qm_Qb1wZx)20%Rxy
zxuy+xyu`?X4u$RlDpdotbUq+N<6w0M=vr?y&TpypHIgW?jA0js@?@f{4j-SpLbRED
z6wSqkd`NX@+<|b%pm7aY-D}X0iUkw#w>DIq6D~WE+vvZSXWM`t0cBanmJ{?C$nOx$
z(xpSNE{N-!1WMO#R3NbQ^iUVSVudxr+)S&x%|QKo?>X=US!R6!q*(DSy+DBaa{SQr
zGa3gcFm=x;k==D`GIV6{jmJvOjAP*C?GtHMIr&>TU$x}MLgfH0c(+^oE-}=^zSY8U
zq<o2C*{0fpldS=SPec=4yB{HV+-)ob6lU6W<C*5F&4i8)ZWs;F2+RNJ;beR%IUZa#
z1TKV$`PTSF{vqU+O)xdL!GPK<a68u%1TbWS3=pBRC)^Y$zWF3o1ri9qAHzt4_Mo$-
z{ZC2}w&lrEJWaD2lk&pidMsue&vcBqSq#vaT^uq-(B`Oi(;r1MuoHMQyDTN8)gy`n
z?9NiCf1x462oy-EdqOv!K;}V-(#~<f8j}SSFKDufnjv`=o?O~?Lj<$%c?IxES`)-<
z>u+@H^d(A1nrfaf{(n3lYq1)>dM{faVX0l|+#dxbNnVoM;>A5=a8A76_74Gl+Ol51
z`N<Yg`%;$o7tZEAZo6nyvCX|Ey4T+$8@lB*u-ky!7d4iFy9_#nD9BKpav3`}P9OQ-
zY$(LVCU<M=9JLQk?Aa}@Wd&F1eBWt65zXejr`jgM!k~L(xL7OQHi1~Z(;SL}_FJ?Y
ztj~e?W7wO*hVXues9;p>e0CQJars-_6VG+~^3wcRz_z-u=BXeg@?D_`(SF|lisHS3
zyP$XIUbB}zHx$j7j^IXs>g~)|uMRDb)ffZ8J+6w9Ea#a#33QJlGja5E>(1LBABm67
zO1>K$WDYxGmgx?TrdJ<eC{T($XYmSLxn!UgpEC4Kmik>^v;vfU!>dk$_cLmr;^e6O
zIY+=6rz`;LJ-H^=<9*OA5_mhmUwo6D_G(E`?YeelAxQl89xn4vB9~!D!Fazw-pj9m
zX9r@u#@bJ1j4#-T2F7f;{@DEEpHpp!`D$VJy!33_UT_ffBMffb=jKQO&Y8xKIz-G5
z0~e?i$T=X#c^?wg0LFfow+>uvkuqsk834pUjWghqi9t|Jf&un2i$UCOLak8E)*E;}
z*>n~p@4t|@afI+j#2Kuf#t9Ks{qkEzmDv+;{h;e}FLhW3b3df}>Tj55QC$Yq#mDZP
zzYM-0U8qIoN-dDR3eq8-cZ2de4RG}t21xdEfFaBRD97>);fHKnx+=P`IjMPdE4A9d
zci9Yh-XVe8KM@q#4Lmz=5M23_ed?n6jb?Bf&qqow64m)QI4XhdONlyv%pDEw@#2kc
z>wDJ~rST%>B)1H+%7)epio6S@y`j^kP$Wk8`ZQ3ufSqCix}O5_VM>s4Tm&XZgBfa}
z$<O8>rcw-2AyqBg`pmF_Z#_VO>`;a?*sr8qvky5VbeQf{HV;Eo1$yrOq+i;sH0Gjj
zR^`M;<8#PN4I$za3@guEic*EH)l~`n7qhpN(vLiT8=f*tc-f7z$WSO2;Sa2TY5Mv+
zlM4kn>qro)pgZw44$=uJWEZbFhRWnx>4oRTN6!X|`b02ejY=a3C60f%7|-dqS{dzm
zV$|%=bB^KP*ng}J=4IoS49ut4-92a1cJ3$WIop}DooU&!gR<E4udiGI`N03Au6M8P
zEOUYS<gAOkw|#m6>wPP7d4;2El_@1aPocFPT|C3X5KU^!GQ|w5LSN_d=jbV5c#&<-
zV|RU~M7CraA$#ct^TA^ofbG={d@s=DqdY1CzHqScVB+5FWJ0YO(Q7C8J$RJvoiY^X
z*-vCQXjI(qey_usX+?^TiJP{0XP}0V=YPt4Xub1ViWJ-ZT?3eQN7YE$kxCP?$Xgr|
zh7L-l1RQPW051`u!8|34;JkA<+@EixXT@a@-bms!a`Ai2#lUJZ*O~R<(CX%Uo4&GV
z=g&t7pXJMJN*Tw=Qt^E}i4}ef?Of1Hz~KraUXgl2oe#5n(0Irig)LV-vMkFFg`Ij$
z@eyr_d3io%5eq_;#+{rtF+-S@I=q6m8fiGTePa7mN6gj5Fv(h4&{W4SV~Fs9fpK63
zZtlA%V~mYxdEtY@Z2&pG)oVDhBVBibNQM({On}B!l%Q-l22S+m>m49#B>;(CU2pYG
z(~#nm$!!N-_vhxA)V&M@>L$6OfyMxPo8J6VcS?VnIimd*6$EbJ1uGCZ(~`~Q5AZ3|
zeAR-AC12_>SFC#EHLF)x4PYez(TvFlQv>A+!}DT7J+oN^au#YlI<@m5Dp@4~Tt-57
zQf4Z2tJI}eR|@l`J*4MOJDN%IfW2XkcGjnL$Xfs-Fgg3ls`A)c?ds-0<BnmuEF6T`
zn0^>|L;4R0KwwM)u}wv;usCz>&+&@1>UYcr>;h)*^*CnJ(nxMa`L+|~r6U7{(@B9Y
zn-A<CJ%!cM&ShHb1`dTI9-4J01oqIp+iqs!p7&x9n~XUZbhrcKt0X%-Du+HeDasI(
zFE8we?`;B=5~dfLeg8Eax~4YTUs#aG5U0I2uxIY%srQ)c2y6V2agf479uCvBh%|O-
zB<?85Z=*ZHy6B}AHW`8^`OnfOpxHgy-9~YQW+#1KFW}Qmw;0|&yCw?2Y{1XOe5ong
ztu7xGxr*CcO|ds_lJPM8H}XQ!P_KW##I3xxUHN<}bl_WGcq;hlGd#gsAkJaYRpJ-l
z6&W<;HWMvYW_DRf3fvy71R<mWyaJ+og*<7GXJJN9I8B~%m;D9OQ&L`;`N*j&ln2)I
znT%(SvNf<RZWzAm7`s+d!(}2qr;}s<baVQHfZoSz;01IEv}v>Bw#mb7V%RD@wa)@b
z>wc$G$w3DM#!~`1&%rzE@0#m|h4y}#tJvtGmOaS1EHT>b15KGS2()5sT2lj)<gxMg
zA?&ZWJ0dNQa7z}0dyO|{J67X_<ir~;Su=wFH%5-uOL|u5AcunSsU$uNSyRXignlaY
z!a35X3FU^zF)@Bu22C?FGB$^LPT;PbaUic;L~jqGFunh#2h^I7C%da$`pXVD4tZB6
zrj{pVHn7CX7^~O*Q~HFEFptE$)A>(xj8A|Xy>3sE3`!KDg8Vjsixzg7A?k)Q_>j*u
zM8>|B+dp32l&$Ia-Ve3-jC#u_Di&`=1yPMH%F52KkjWXa?c@=w{_pK_c%YRgEe+WV
zjQ`KC$S$0iNm8ouNUm5hr@jo64AB&Bsqp_;;p3H>Z!XN2vxjq<N}?iG9J*{*`GTN;
z=glKp2f$!fK|qjBOj1_#Dw>uvGs%9ygT3DkeLlQ$L{nGqd$Kh895}HpmWifYUCK)6
zx7V(%<E}&5(FGbLpKvV@uf(HEI-&|?r7nY)s4rb{aTz=KAV!gv3Q$j%OAURIY;ho4
z5J&u(WCv3C#t#jp|Bb>?KlCBGm|?KSWJGd4NS`6I^o8@j|6H`OE?tj@YhZTLc)X*}
zB$*A?q!9OJ)3~dF7Ck%ekti7MXYU|Z$H1ZeY(v)KHQ{B8*yUFuMtDlIGlzlIgELtY
z=DTx_d`*neJEOy{rV<iu2^0P|)QTw;WtXgJwB}7{d%Sj0SlR|0O&eX?I;mjrx)Nx6
z?2(wNmBHN{Z;5Cb9p#nFq`VmXvS9U}uD~n)DQ0fU7DnPw`l8AUCBz9=L6QmXn8co5
zH6(Q%m<p}pIb9!g08^;WgxyJ}XS;t*cFVm;y}wfq59j0sH16A*JKtoW4s4-83JF*J
z!vp<#^A`)uP1X;r>bS^ZXN1A8IC&f#<oc33>hep0fzy|-N<c#H30W#J&t})7V=D@A
z9=zgYA8o~j!4JHS$GuIO3H<ybV~y<vUWngfB=w?c!BmPK#1<tNcY&i(gKXWu*`-V-
zpLYBJ6#I1ieGnoLb2K;_e?2hM+ppKjKDU1YOJM*DNRt&xutYq)cm0r|ku=hFR8&U(
zd&1<Wxm=1YN>{52l(>K-jW&&13P`>wS5N6SeU%PTsKxK8APWe)VLxR~Fvhuk5hpC9
zOq5$$DG1ml0fB|qmpvI$SJPE^Wz~wZl~EzBCr{IQ@`@`-Vsg_o_UvCirx805a{yM;
zzbLdigYAb?b}UzCeeud^eK2W}uL^h#V?5~xOD8OYw%>k(_G+Os0o&n{i-u`2a0<hS
zVL0z839#Rlt!BO45zRKi+)d`aQ6BCdu(>auSn8#(_3x;oegFAY6{9?Mw~1Aq>PV|%
zn3i>f;%R|Ofh!@5gNsP)lY^^B^~CG$j~ZngKKWimAuL*DsYCOvFlCuX&@i5)9aX9m
zVbZ?SZ3vwHhvmTZUvG^twYQwlo;>~F0mg0c@0??kp#7t1XZ*aA=vP9sY!i}rz+c|;
zwia#QWTfpz=iL*Fxf_sr`{$?!O)?qk#jbF%O{Gj!-?CD?I;oNE8;z(fA(n<2Ye|OL
z6_GWJ<jSA{@P!88y!$Sf`@IS{!Ax4yk{I}GP3=JOcM@j6kv$JA0HUR<>G=t6i*ese
zrjpc(7Z<@f@vMYKiuP@t)AOj^PL#@U+~Lc`8|F>ie9C-KRX37I#*4OT?a9vh;^kw{
zpxS?$HSVwk+7;W6*00hOWp|;S`c;K;1V}>8uYs)~MB+d~C5M=)>r%>AmbRy|SkI~2
zMmuBaLc@uKDtaCLFxv}}!K$EogpSdUHfbLC^~#TAp1CPXX6Xs%{U#=FwHQzs7=U9i
zLR&RP8mYR3f%IAlf0BKQ-E~R`;DG-;mSWznsp&@^{l;E6Kp2hXRdKK>j>~x1fM<}=
z77YZAa*b709jV05BtZoT@`+J6LxBIOSkO*$ONA4c;QbM|ahsgIQc^VN(DutS1JhEk
z+54A|S-cVkCcGV7;h}4dO){$rc_7)ASfQo#=bu9u_;k5i{$e`1U5upMvoiKm`k0Wm
z+6Oc8rDYqt^e$^cUM^7&F`E?VxsGrh@y)tHJ851Wg7%qr(qw?Q<=p8uEx1<CBs%b(
zE0tp`=)lK<VLB{2^q~|l;B5|1w59+lACNoIq<r1`B?TY2p{?o=AGA8YIfkWjo*4?K
zoO6HANheo+|1$dSTw2=3$Cy;B^h{Go6Q9~YAWJ2;6ed=o&uW|lPu_p69|szL^pLw~
z(*Mp(Octe=X`kg#L>eQ%V@mP62frKe!QPskjgo)f*OoXRM7f#t%TmE<4AWMQtAP-=
zR|jZczoM>u1^xVVW`unmh<*~cSlqrmD@#{p#*%j^JHr=`)rZc{3n_ZIF--24xiXN}
z!kAn8X_53iv^}ZHUqL(kI8JQ=B`2lrWk2br#Y+^(i5-0_FU;dt`vB6nGSMST{T(S<
zvHkd%1~2sC|N8ssO<rBQ25k=*{^xuRSk%nS4&~3vFdlr^xWHtCu7F~Lx*F;anY<4t
zi8`ywiFs!Q#UzVpI?P*YQ2h5qW=SqXd@q_Hi!K$>;2}wbi3?WV5E#-u_}%PO_R0av
z%nhZez9^>pq><Rus6pXEzYRWW>8;S}CCMV%xZk=>drdYEQ9V!{sUp1_m!r8h^Kwuq
zU2M@0yRCiL^HFsLQs<+W6i|;z7n?RG;QnZWss8&BWOPJlpHOWFw#oA{jZPKUkXAp$
zsH(NS2M?PUB@)&yz$Y|U_Y1r+XM)(C%C436Lb4Vcg_b@0)-aSWa!$~*(vy1s|5F?Z
zJkAC$Hn{u_A_9ctUORARj%Szw-tE9@%e)1a#M$h|Wv~@`rI4ySQd(e8#|cVsK;2WP
zEOq=v;qF870r4@krm^`--^NsY{;G1|z+|IUZWdwlw-W?&8_=q$RKG8#1cU6n3>S8E
zUVXBnNp^!-rCEAjqF?djH*kl|P|e&8wgqFn;_joiBg}!`N18z?6x}P@iF)#!9U)UH
zV?muIM)Oqm4xcu*JtUFsGXNN!DcSpMHo)KsIs~<zr$HSgq)XerWE-7=b4du+hK->p
zA?&i;EjKoUHdO7MkmC6iy%9-qO07!L>WvRsAVOzzN&^2z%r#HbyFzb>feN&qy#u#3
z_ijqpq0k`iRaXQ=`paRl^d;@wn40-0w)-N_x*gq+wH;?)6;grD@i2`N_^<7UfIc4a
zzGUjC&TvS5^u$qz=x2X=r_j{R?1a9m*E<u0+P1T8tIjS?5TM9^own_T!SlVbmISlP
zw<qSyMk7888Hg>S;ugJu%@o)BRb7yZuq_HR)$xEQ47g}ZAjm#G<<tjptDH=e2A?ZQ
zhhDi4%)jWyOyAxaDR`jj@-eljWE2WwF|>()DGTE`A1UpNRM%0FMuRESnm_g0NR@3B
z`TZ8WH`mW~Am5Uts%Qfoq>okpk5*cKi!+!g`2^Rh7q3gY$X@@TOW&gJcNn{YIV{nF
z?06f_diIQIdQKTha-lajofgEvn4!%@^N(333$&%0<l)alPZ@6$_wm+q+DUWgyraS5
zkS_53La+FLl{5FPXhHNbTGxY9d*w&}ytwuCynCDoy7iBc+r%opW4Mw`#qGvA!YCRj
z)VdeIk5kcv_-@A9n2O_tcdKmyN4a~p3d5~vAfonx-CtN>8N^y|J+7juyQ!e6YU*ZP
z|F(<OxMlYMq+L+ugg&%Ke5gWS5YuhqViF{^iZ#$cJbeJ@{8z<5*D{mmlVcqDRFp9H
z@~}c$&7VWMzJFN91J$`n2qQ~DLVhmV^t3<m(bJoU)Ie7oT!x~bL*twMbtv@;5P{`-
z&1v@Tzom!i+|3}&z^MBLr=r@USG!!7dVq%yR#w6-=ajiukF~k?_9}vGTR4jP^vN2U
z6s&b`b_g}Vw7$Q{#u})V5x_k^mDmWdq{ZR#9N<$0nPbt=8(?k=D=Y*RZw|#{w7r-q
z7p#+dTC6D+Cxa8(EYfo_P%A{3Z*~PrI~p5WL%%%c)0?AV6mYp?FL1z&sG9&5#)SY;
z)&oYeeE=s~Jftb8^CA7f!6WnF$_wGxDteVmS}<L6OjmR)N9^K{oL2KVuw{FdKl@`|
zZaTX?vUKY8M6CbXIg3h4r(9C(`}fr2CZHL9jtdvA>;fE!2<#;XflE!y92$5nMMHj?
z{kev>fy0tF{l}@caD0rgG4LUpI-~<ib<7dVN1kb3ar|PNav?C=$|R{g>%*t?s-tf>
z6pKLkx(kyp%jv1BO?N)1#+Tnw;WKGSZuIiLdL059gyin?aVVlUb0KXvkfhrJR}4GQ
zbHIHDw+b1X0)As%d=;M)>DE9p6BOD7S2M>vO*+6I^~0h@_hshX?(D-6<8WRfY1d%b
zj59h19}Q9lcC<OD6Uz(Cw`$yxbaa=9pdAPTmzNG^>fc;@1q`z?p=;ekLPI;Hp2-6<
z4oCD*$^Bto@Az;|sq916Omy$(ddlABokI~4^uqOGtddVJT|V&sA}E0MstgPms5>mu
z64S4CV0@unVkGZN2VBh+3dIc`0CKAKUNe0IaK_a;`<FuA;4OCBS)YOF=>a3oN<zs;
zY8u+S+HKr#?+_hp<V9gPqQ*DMo$@&IxsjjG2}y&*TIOvaxE3zltL&+hZ}8_ag@vKA
zBeSxc$1+@7|A7N{fRO+C#f!H=fqN$KxX+sdUfrLF?n5QbJ1NEn1nBaa;X!b#FABKy
zJ#d!<b({&#UJEhvK(_+3kzhplK6_)*U^%O^e1Y{o45ZQT^ho|2c19`Cp?m(vUTgpd
z<d$_ETm=PW_$|WO$eY0@c%B5rOQ!i|M;+F1O*Ui-Gs`m(?k1z=d(OAd<eL|p0YgGy
z4IuG46I=w&P<Qm(0ovsZS*B9$@Oy*<b5FB`)%To9F@oQ=HE889F$I4I&SKXW(^BBw
zQN1JO_Y-ce3}qg^DVbB1o2wtuZ=6(xu4XTqC;;m<q^Vb^$LH3c|IHVG>m9W8^}Rzf
z;$M~g;HX^E7frwZ_@|1E?{a0c+X;Yy^vn7jyz1Z?yRv@C?3cxXTkraiC4Hg<kL=8A
zMzNokI#pNmjmaU1yW+hdV2b*)e+`1&?Cn5}4{$<ShG}Ve9Fv$aZw+Bfnbe3l*MUlb
zJl4S_x#9?52%qeD8QzuH-rXY9*+M48nu3xWR_xr&=U&#757%`=)^Y7=j{`J$LJbg1
z`!^&7a`zs?L%jcfJf^K|{@R#&Sxw{YV*TB*%u?Irl9mMCCck2ed{%TuMnuD~A>wHh
z<g@yp-754)_G2Z<s{%3NTmZ9OZQR3gvTOp&USL`eOwxB6d^Q{aN%1X#0z9uwtKDp*
z-NuFzCPDdD(Je!wx*eEyeuqJR;A1VnElUbncZjkVf}!;4-`zfP$hg`$3oEIadK|tg
z4_|(SZT+dbyx6kBOzP7YO{U*=_U0K#X7=rG&>}r>hp-s~*87|s((GUNf$8%TzaR8j
zD-YdDDgf001NEKI1&N>G;Ii&(u2PVDkT<X@gVit7ojhv99x#<;n>1uAo=0GUrk{D`
zd%_|TIHazA{6KR1crX))Z;b(noP1Rs_!}lcrzMEAU(Il2@<s}_r-7LzA6X5q&Z+)!
z?0f>aum=9;-l{ScT(78B<sSiE(5i@>?=kWhr#o51<(f91G%@-&EWPUR=c_;(#1~?(
ztjSQtzT0z`Q25b(w{FKeHYO2wAIb<ck9K}`x<3y1W85n6u(Se2IGf^t<*bG3PI7!H
z%(7!Azp~S-JRNHCz$QAl{OKCZ;#NG#WtA#o3ZJIsI2vH90man$>uVEh=_fAdEVK)Z
zhW^7JOZl&G{e-S3u<;(p0O!Jd?RW`!>iz~)RO9^l*#VfgHXfK8B>xnmOLwXw|LXo>
z_wh2Kuk2zlE92qbt47toKw!P9#re8(v*6vy{Brr-;BSAQc;Ti#K|xQm>b>isfIDbC
z`mD-%Q18rToyTQr;`ik3zq1M&fK0gdm~-21wt4@J1Vq1z(1KSbE2?09j>hsFYskMp
zP99&#DH;PHRQ<y`=zSmgGw3sAQgg#aYe9Y1&A~cQ%_{9YAeM8Q4E7RfuO$l-um>Rk
zr`!9kR0rvsWnX2v``t7Rk`D5R(zu<yxk5(c^S}dVT=?swYd8A_J!L&VfkXD>wF@H9
zk>B`ogWNwqXiqTQlkk5r!b{f<0IGEj_+*<ZPd3OMYzT$7vR5{@1Zb5B$Dm07Gwo~X
zZCsfAjn4N7KbCxepKzV~lBx4z%GM)I;Jd$BByl`fuL-Dw#K-EJZqNb}R$7R#AXlc*
z?~U8+T0tP?r$XsJ3PG7=O5g;2<^uNhh$%ji4fz0%X#D5u%5OpgK~iTPvR!n4O<YdR
zL-csiY49<c+7!iPOx5FqtF%Ph*wE%@4?hYIPzVf-!XGnVfVN8^Jt%g?%+9yC`{R|f
zw++(bDsSwn<mOpuL#1#518-DU7nk%%F(--SYR}2{Cc0Ktng4w#WFDZhpsAGg7ZvSS
zz9F);VVZyBWCnd5zL;V;QeI_HhfU_l0RnPTS7f3t3Q{!v%K{fHNYM|j86|g+Q`ccm
za_=s(ysFJ6XK@woZ+K2fZWaZhw!L%G>ivSf_+SzUB6#lEh4T<N!j_78=!aLfM;aH$
zp>C|J<c5YsL6R9Lft)43$V}HmSQ?{51?3@>%3r}<+oO^O=|axG&!Xbv#JWS)8i&^w
z1oQMaxX$^ci_QBbutxt(Q7Y56nx#f%@;}JPL<S5Vp~2{E=1gGlpQ+MX_HoV;lAlSJ
z@*$il?vmck+baEWmF|2IjfQA7dIh)e4!no#7&r*(2~_?CJgkt@uSy5gyt=YnW_fL8
zZnq)Bcf_e|8t1@NnG{zkiuL>=0*?0%E`Y$OoTQ<~1z|{^IR7*(xBnzNGLzwZ49EjU
zcmP&DDH?Y{XY$8r24OQSqYC1mg#P`i$~6|X;ZLukj1;dXe&|(e;ILyAda3q-zD#}2
z{}Kl15zTKa44V6eZQJ$O1V>5Rx8i;y1i<44{IroD2oFH3`%34U+x3fn^&~tm%f<^B
z-St`Bq*W$??*y_l6s&FpeCM3OD=3qviP8+7+~kEXc!SR51TfF{g0CV*?V&Vl05GQ)
zXIJ&8_$VHbkzjHQp|yD|3_uU*(=I8J%acEK9G+%uK16$y?)w?0FD-gB1fr)_^R6L2
z<oR9I+5PDU|IXC+k!NS5>$6OyNqL5>=S=~{+Yi}Y#IfwqyJ~1SnOx`oaE9m2!U~1F
zM6^sk?i9oKypiRsCzS2SV^uXFqe|vhQd+?LYSYLU{==r7C-Az&Wve+9{AUuM+P|qt
zLw>PglJXMdJHV7i&GdV#$Jgg&LZsa5Pd*@#`YXgoS!mIL$og+}0ZMiF?#WO3`CjKl
za03wZ+zzGY2G_g_W4t6bx+1#gZ^@$5#klv(;pE~S>%jr;?R%;D6~%UzKvTZeWlZZh
z3}nWg{<T~!{?YYbb$uQZ-1cQAbBr28wf2UR#E^`qvi!=2%(JKs?;I)`=YVm1dTbN|
zAktk9t4BviR|0N)c{o}lUJT&1e0E4bG)t?x#=_U^Fv(*vTAs>(yrLx;tpjlkK1IOw
z{0Oe0*+t=97D)2gFf=x4o<V&QI3%K$M@)fHt^rVxpg?iw4(}dtkU@g`S-_@g+U&$d
zmwsbuQVjS-B=N+1WXQ|r<sCa(dd@Cg%xc^Ee066X(Z4I?DDcFHbEny;&@qmFb^?Y1
z5DN|bbp!kQFxnu6Q1H2#P^W`h8M6cirQu4zU$xH#dbRl8glvsOW<;DX7uKB#B!%{7
z-#?xng+NZIWc&*DSppXPWKb9$202CU0&h^%fTbgxyi2nB^!R=i%BsTYW1P4(0+aw_
zhOdMB#H`p2!j-1(Xc<D?V86zu?NZmgjL3)8+;Ef^mcFelHfHr{4jM95xhuQisvN9d
zioBjoE*Yo0x3!$|S(q;UxO|zQarG!4-d9LT#%es#gb7hj$9fANeXPc&X{spdBzNXU
zEn&MWP|nx$S1QC$G0uFRU!Um&QY}eGm)`oJDFyEpu}ZH4bRoU#rBQ<831chRyqeUw
z#eq+Gz&hl{4;9OP5|{8uQh$PbRY0}#dL;s|kDSCUC-Tad!?eiz<jC{hPoHi8B^Hl&
z18@$=HNwC!eV6G}u3F1qHm=Im=mqlX%fXyNosbFJUBeRBT3g_;l2UA{AYG6VS4kdU
zX-d9507;Eo#IB5hYg4;Y6|EUqcz>W$fZegvM7_@<7#g??Go8V?C>E`JK?hDdlf~P=
z1k#rjh?dxnwYoM1E>axMPiC?%A|&K{jP!1QvhMe9-|nVET6H1(^IqV9WCghVfx_yE
zyqK7nbNK^cLM=mu`9Umvwu!n2=~#nJ&tz>ra(t4O^MdltDF@WYEsm9lw4W6s{{F6I
z9v)R|=ezGlVy@Nlczbw+3~CyM<i9I40Pm9=ZAH+^Ntx%pApf%jL0BKCjn9Bec@G##
zfjbx=!#hYm)40E`o#HhDhpc$D%i(m-ewS=2Oip)mj>lwMkesZ#gc}d>>%7RkZ5O*@
zbAdVFj&S&{aHXC(cBjLr{1%1eK+zv5&sM1`vKBBTTlKF)qiXC?1p$rUvQ3n+ZC}66
zgRHG5jj|~SJSx=Oo5)q=e&F(OD5U^eC->Tg%aD9WFJ1%`<wV7a6>_X5@uW?B+0m6n
z^B*7n=i|RIF-Qs3&;o^AHk7v}HP5%#Hd)~<nTIEq)y5-SB^QEUTca)s6yC6g@X1G~
z^Nr$w`!q<0ZbO=&%lfGWz}iI^WJq8l5P*iL0LUxiy`q7T?*1~XaH~SlrlEd)_9Ntz
zY~lJtci#M6@54rF+l^04eyv(D$HJA`1!9rv!L@lYC-VWXC!ZWu<N^GPTAq~x-wePP
z@o=EPTGs~V#2zK7ymSU*aS>a(dbs(5O9GJWQhuQLN9mCZYM}CykNRGwdkYsCs96gy
zV@+w&g8^s*D&+^bf2I@_@V(F>0@6l~O)#&JoC|$re17Fq_=f&@U+Mg!Ar1<G?$j6h
zbVmwaxe3*Hof=KQ`~aMlLGu;;b(KDoy}$ntU2nk_RoJx+4=4sI7$Axg2AxVb2Hh<&
zVA0(O3?PaqEh(Kt4c*L8f`EX449!rAG(!zAH1D;!@8>(7_c-3~2ke=>uUK)ewa(M#
z9<=RAA$?%GA5Sfh-O7Y?yS{))4|Qe1LvFg!S><dt*&BRl(SC5jpQizT7)GNI+_2Si
za`<uJSez~Wb%WsAWL84L5Nok3Cj95j*M^jG1;CJ`Q)UZ=$j{jan?OuxMWPmd6qk6W
zdOA`<71-|12-9P$t^UVj%YN*_{byz0Uod?W%6(w0s1!+I8|ULCLwo4ZAXs@qVr$eF
z$6Vkr*O*kUU!6K0*_;Gkm=*WF545lRs~HdCu^q3`0Kw~Ta8j~?1Q=Yx(*t$;4D4wV
zV$@VdH|%!YWd9z#(mQEv(9~Ol@xG2N=XNbTVL!v&XUrOe$eM$)dt-<GMOVDv_f=vj
z05LN{m6;9vhq~FBOpvkl5;h<X+Fl7_Qvd8Rp!VZFH8f3aSI5`5qW@|{GiSNGXL|{u
z(ibf3)xdC4?vw;}{Oe?hM%Ue=MMujKu|2>Tw7t31U-v1ycofgke5xz}YvuaK{#qRH
zO<IkVq=Tlkbf6yxIGRXCGn8JBS?1)6_JjE2zR^=AONS<pjbK@YJLYp<gkVxIA{*Z*
z0|@zBCm`qaye8sONWu+O;U|s9`_?6ipt}eR)J#3}3g(UnwR?v{Kl$NVa!7z+50JG`
zG=8NtcZHITM?G8Lv-nkBl+|Y$fT+Un0(Ip3K44HexVX4Ry1`^fZ&3`k$FyP8adC1Z
z-C9>!y=!a_C4Gf4M5bNdTzn>Viof5a@K~7r;g6+XVXg?m&}sS)ywL)P_P6624`l#j
zfmUzI<X<`<C)pS3V_h3NwvacoENdTwB$4jkSF#P<rTp=+JuCXbo+xh%dJogDreCTB
zsw<At(3utt<`J-;6d!J<pcBmk*-zKZMlR^#^PG$KTOkFd4EM~FM=d7-vD7Lgu+;vP
zXx)&w$C}79iCK&G@@LkhR!N`<ThJbm(|r)e-tqv!XI~EJfBertg{!i-M`+L@X5_oG
zHdPFXzyTjT1Zc%OfabM&wQqUFyDIygnKQ}W(4l9HqUFjmuHK#ZMd*u`Y}cFzvPp_G
zZq^`_0a|zjCa6zHeU3B}5R}&*KV)GMBf$bzC=-zE@N}Dzz{uZ>5*s?6QPW!2=6vOY
z7b|8Y46yb-B8wRHJ3wx>mvv}SD&0u!8NP<*O%po;1N{{i1d=dL@T1N4As~dkUFK3@
z@8q`U6Pe*Xv2fdjN?H&Mb+AbNOHCzytuUQ*q|`1?pdP4K5SS8|`3Aj<5tRCnuddr!
z9`R4Dm<OVFvkTX+!~W&sDm4q;+RenVyMbBWE};xV6R86G__}V;S~(2^u^nSYFb|-9
zN6O<UZ}Fy$jFG}vWjWduQ(Vj+*FU8Toq$gfuY#z$Ht0)CkB0&6yRYs(NA_6kBhXMq
z5VrulgE{STJi1N>pLXaK2D4_xAR~C!0=&{kyO%CNG)QJiH9lqa==T-ag-1$IE;lHu
zpE5B?aUm2Hr`KWytu-Z=T8u$5ci~~5nAD$ZpcJ8L^Ry^YTQ#JAk#5QA*CAKKedSY|
zcNP1-&$_7glj9s1UwX(8t*f@xef)26F|i61E~jf$eGLq@%Y_KuYodVUN1kOOW}cbG
z)q46;h^j%=GcfUml5HLTa2o5VpUDLM-^L27fI#Fj$|n*Vm8_ulS_e_lo!^%uN<bK1
zzeN^72|5{ACK<auaAH!k01T(rY&EF0!#3)04HiYGf!42>*gt&>dxkC(3f;ov;FDST
zq2Xilwzf0ka}NFe6|Wirzx7Y>OZI^MfJt{lm4zXK`Q$<G;2V(hJgGj{@Gid}Y(ZKs
zw0WC6T>1u%Hb&A41ootViFO(&e=9xJe-@-aQ#S{Z?<qlBLL-Z<NzyzsxHqVNo-uFf
zt}41|3uq7dG1&RJpI;v&@LNU#Qt3R<8QeLu@z$_CNKj()=Y#JS^e{#tYoD*06rMRV
zoy&<IY?<(mW_hxdX-%qi8VP$+mc3RTQTIYmFfQA}JK-<GP}TWb3ZV17&tK&r8A3y`
zQ@xhG?*XbTJ$fNztS0kRd+P4GZ;So=zNV$^RdH}eE<EZwoLG?HQtOM>2}FQJ9Js8R
z35(V*-2fvlsm80xCVU-+g_HRM^M3)q65@Sd@w{E1Nv{oR<d*0YaQ)M!6}KCILPY#R
z;|?EgY<VxF2mXis3+ko>^lB!6N5sWH1M0}01Wd?KcsuR!7>hKO+BK^d5}si5|GT6j
z;|UAso8!zIg`L!yhGrkMbN4Kb_iR(s%p5&M45z;Z0w%#TAer;~O&QVvL9Xfp=sqdX
zVGV-unDWEyL_4h1$(|aQaor0b`B!~|3J;7M6vH`)-|>kHyL(CcdAn6v4r(pE%9SI}
zGr%M4o}YiY@iTMr2QqXA)h=KvU{0*I$hh!novNi_yO5Ms4|5n~FP=*AiUNFe8%T;J
zi@En~Y>bS&faDPJ;g~9Vua(l%XdO1VFldvOZFeD8b}HjsJEioWK|CwySeKI8yS@0?
z{qS#+(ZGbsN6Y5F_%Yvy#LHUXhZ!G|W&*TT6F}?;!o`ahd+a%y{#mQLQ~;F_WS&+|
ztXV${_OA5)yRHU8w^;>U#-g>`!5m~&zFzTp5mfvS)XG?nHjRo<6joYF0%4|kIa%fw
zzx=r%w+s8|_7YH*p~uSGPw>8gIXP(xh(7+TNGWs%G7!)^Gx8YDgNi?W;uq`^?U@Qd
z$jC=S$Fyyun>=$q&4PU>_S|8sloX*6TNEQwL`!p{@O0+bSHT@ZCq8<<tN;YO2DR7|
zN;@zkko;N+a=Qeaa-yILXz$lf6tq=@V$M3wZS&xK4IY(=>obXX^~NC3yf?E;!iqNb
zjm)QChDU#8KH7Bvopl2f47ZXouTlX=z>nMDAEXz~$^y!~$K9!*an=BchXKitKfh9)
zI@y4BZ4__>$a7a{g~{SnCHLN%i*Yocg<bd#dg!ingBCVmR;Z$Co-bCg91%cU1Bzv~
zCLh7}CSc0Qq$m3V6r(?71&U!kjfb;531aR=e7@ZR!xkV<QgvjS@5s#D1{IOzihkAp
zFgmfMZ6MuJ3?YU<>q18X9H<DBp%~X;rzsoHMCUCp>6aBk;1ach+PLP7Byio73X7H^
zMWUR58U?^&91<<KGr()ZE_l9l0cn)yY>eJOrW~c~%816vUa#)}&}tI^^tW2;F5@+h
zq7Ku3K#rsUbmK1C`yLo72wsAzkJ$8~Su8sGmiA9}R?jHsFM%d@b1!qC%(VzdUtsO_
zCo6qfymvcv);{D>>@Ba5z1so_KT=C+)Jen`bu<?1iDfP?I-7U)eS7LLeB~uu$?+Jz
zwP8TtM;x!^bFK+Y-b{9Gn0oNeE#kg7|MQ8&2ynuv$uEBW)G%$g24~_rF2O!iN$KN_
zS{TWC+ViV_C3Ka+7JLz`@tiD>pFu$+umC*-VkD@okvHLaU>s-Y`aUR!6+ad5<kK3U
zdP9E6c^-fp!XVr7tTD6w<scv?D6j3UUE{k?#^^A(#_mcxYp3RG+}R~QSCVj1gVsS+
zMK2Me9)&q5zpMaqj-E%`!-er_W*vthxyb<xw%y+zJp=ldIXXz6fn1FtTcDjgxk3(`
zR(@+2=f*Ai#HWwHhXb}&v)-%uyr4cg>fX^|V+_4pOuN(m7Y?^YdE<KzpiFmO8!1#S
z&4XUJkJ#*B8QR<jdiT;GrP6%z<UL5m`QUD&rullsK)imMq&roru``7TQ8EH37aH(j
zVrFJ%XIBJr)>Tf)+$If&HAF8+lnv}}YkNBf6O#-`97+M3osQ`dsh`!GZa}^iZN{!_
zi+q<zS>v|N+{g;E&(ly_I`G3t%ufLov-Z1guM!OuL%x($5y+MJ9rx_opoXcQiy@wm
zmFA#~3X(z@Qr5gtw}M3m1A*ooNDvW{x&aODg+PAgxFB^IFu#=qNyJZQ>o@oUo;{%Q
zY`}on`igd4&IUDw)o%ylyVD=g_$pilXin$wuqMsY%2w_JjB3Tj4f{(4pk6gtOM6sC
z7Z{`UvUffF@+F<>wvOZFJAO^W^FDd92ro>Hbi(HR8;URFl>O_fu5f&5aIPve_ZE0g
zRw90Bi}`9TsEidF*Bd}3I3RRTX*VHywAb72vn~M#604O!=h|XclupX0&Q%}WZD?|a
z`sPi8uD#%(aUE4qO~{7?dzV^39$qM&%XV1+SYYcR)WvV~KwGHbfDAVHbjQbXxp>uW
z`A-7=t4W1Y=0h2|2pU>H8ksgl8p&C^;$zvdzZ+<6v$xfsifs8%2;BR-pP>G&9*U4y
zzL*6TwG<op&RQ|rDg)?{R+@dL$Aj7$B#~NZdX&woEyCwD$V*~Se%N5NHd*fqN|lCB
z`k)inxqluOR%Mr=ZSdN@efaB=`vb6xQ_BvO+Qlf$QOg@mg;8s*c-1S{2kXp|Q2$}J
z5EkW4NK8Zlu^_`P-12a-efQmDpqMIPNN{gFNS^x@KQlNV{<*|iLq=8>z0Zf(cd>>P
zjoa^<G_2w5C1PVprGIl~HfrxNAq`4q)2wOsWJq?OTjcVu$hdnAU$-3nMjrU_<40}Q
z=C`DoOiakjP`Oo=)ksp?z`$yD8InyYG+i1U9UYS7LlHVTiU*(xB1lnHd>k|JSVXov
z(vy#)!rLs@a(;du1x~Eh@1~>gXrtkx9pwO^A@r`&9yWbpPcAEzZyY}qXXUtmZ<c1X
zydvYl)4|$Tkth4-8Eg2Lm@4nwE4*u8og>LrS*sir<WA>g8n^Gc7g)*86;nm`bMTPs
z{6M*W{>eU6M{g%6ymSG4+`7C2+G#>v!z#Q3hh_HUwDC`s%>>PW(s|v^AtdbsA|p$(
z*DBmv<?v!-3G24}4mvA94`?_X17uMC0|e=dD23k@$@uv3Z1FY??9lFrDo=Q7GE6lx
zAt`6He_}8VBc!15w&p=uDeS_{52>+3-u8`xrubMNgbI4vak$&{#v2#oVE&^z$rb_Y
zXn;M!V23wv3B=4o8dcVU*%v?20y5cB|8ywAp%rvt=_F<|`0PFbrBLU}J3@8^lv0Pk
z^Oa4wIXJq|VWFWCt25uGb36Dv*}<SKKoQZtz{y)-v%bXW30yTbGuy{p$~`;tS6P)l
z?jv%BN~bD$*dwis!pv%JY@!G!Hu&X_>t)H=e~oc3=Wvc+bZq8v)R^@tU6jkvvgn9Q
zjpFsC+OS)msu>)-`$uKT=tleGG|uboQ^9<XxO;xo2;Trd9TLn()>1=7LxW)!)D<XJ
zCB6d&t`h7l`QUuFO*crC2h5-JZCVkSd9BU7637W=d)|NruCR#<HqF|)7c{b&iPHb=
zox4dMT<M*2bSBc#?!j93=6S!F4!m2n;_Lnbd_;zLYtOM)0PcK+yslB!(S{%<?K$5N
zhHxJOpCywYiGm49Yqtd;N=;>Tef}U`pM0v=L`vlw@ArIud(!G`dyp&YdDkUpva_(v
z*ARu2HbS-ZW$j6uSP~QxV$FPWDYf4puc3-=(U?1p*AygjQpb`#dGJ~%vy0jQ&7=eb
z50w9AHoF?*WXUNBC(EAdp_e#AluE*t68IO`784H&bhpsO)QICF%@59SIis=C21&z`
z?y=)n@N7HL#!7!`U!MQ9Twv{}e$HH<Lyl&A(rX+{Fx|@j7J0)zLryOXqCPLw&zjYl
z10rT`;r3GvM>S70%0nbYMB)!KV5GPu`*9rCIfZMF66zfrt@XmQ*+>|u$fjQ=+ea+9
zI8?J7b!hLp2uPs%PtcE^iBZn(qXWSb<uX70AQ9PMKP9=02BV2VK|y6>Vs0zKbGtwd
zT7MXTkz0;xBu#;eLCDG*<9NZALX<xJ`@Tu-cju<n(qCbJ(~RTsge>YAqwZCe$U)ZD
zp4;|+ktW=dJI+v-&`U(c<)Qv{AR?_l+?^;?UG(PlYnSh2G%s+VoZ9-RJ)BN#2u&|J
zPH`P3Ev=Z!H5*O#<k^F)*k>*ei`Bc_Yi@WF?NXK+k4gOcw!HJUk*m&+X4&$7r`)E!
zemw()Mw^EwEN#uoKoEdm+Jz7RLKj1sjH03<`w9;y=KvIsBeweFzy;^b<01ZjMyWpx
zMTtYjCTn9-UOP4rp}uYyR&2GVCGdnCwq80orE^*Q$3x5G*fZ?hT|5c5Zh&YV0C!C!
z=cL}8_`SJ1$=&VK;@bbYXd8}8+%dJ@sCst10O4Z(wY!m0@lA6;4Zw^m9ssY2!0Uis
zmvk@&X+2y74+;w#0;xzbnEOJn@`0IR34rH7K;=NKv-uTz@fT!dWC>u}NuYlkND7zx
zXTq*V{0hkzn4&8WndED<C^lmwzj9?mZVi@}F)*jud*XQhx$kk{z$`OcdKhi?k9_lf
zs_qHzCbZ>vGk$4|HJ%T&O!-ZJdo<SQ>nj0tfpu4Z13RkUHPg+BjgF>*bjfx7wi2w1
zMCN>e*UhJf+4g6LQePD)mr-eQ0WJakH;ChK(;gruBbCoPD>y`y?rAP76>x0^lR6X-
zP8eIWMsNY6*e!DouI4Q~Ho237b4QL6?8Wp;60tX+^(fmDOp*02Gyvf(lq-o}TG_rK
z(Jj+h)0>N~lkImtJP?jKs3^HKOyc+8$3ulP3{lMDHq|t~_gx#6@`v?l+;dSm4aRxn
z&9CWtIItCiUaku5=;PH#V6pE$d}$6+-=6!87Wx`dB8e0)I95U{cI7JzsCzBRra33<
zqO7X8t)msC#O;vhzJ!wx%ix!5DDGfNyk*6qg9-J8MeGztJsv{$K2O|i$~E`t(?*T)
z!GslG)bRg!6Z3n>#Aq*4BCfyJC^fxaZu7A38F)^Z3Pjp|6>V>BBa$gJoo-k=54Bw$
zUY+dL648Ps<;^nYwZ3%s+KkfFXz&zL(y9MpVXfz=kk?>b*YAq}ag^T-RQ%O80;6G%
zm)Re1m@MzSt#u<>s`_ZaC<M3Ou|51XDOsbRa1i_S*)#qOl-JNgjSNo5AcX-6!k$1B
zHfJ%v@Yo)in13{`JekE>4-8Z^-yHRc!Gr|_3>D@lSM7Se^*eihLkAQyv?7@iBQ`-c
z3m(2Y4!{EG5<^10ml!f$8x>k9Vx1|*JC-8?T)Fm{Gsh2Qn8t8>fymoDx%%B6uC~$t
zMBlD7<Byjaz|(gj8lkh8LHa!z+~v4Va?b9J3n4rA8(IC97`b(5*X7*3{&-<ibf|-P
z5#=s9<Uxvu{m{6HFgcXpn~feI3meh6!azek3?HF_?E$V5N5xCxXO(^c*Hm=&!c;s@
zIIQ8utLuIJv(r9#W|VB-5pR65a}E4Nm^6TZ{YS?xx=lC9=W-0Lnc4PC{wtE5;$@P(
zqV<!9JT2iuc=RXnWjp(%q91rED|y@)cnxq4VF3JL{8qRDQsVvVYy&=q-zvY?hop>V
z!19xIX_Qp<YjIHw!#}xKn-;bNyb9wp!6O&!pod<}GL)KW>ipy}FsqW2*_Z6@_nrV}
zLyTE(vxKJm(?rjU9G}1jo$imUDE${k`S!6Z)11KNoD~7Z>#GGrYF~r8%#>wV6haRS
z5^)s&EDpXK4Zo@fb|g(SzyHaSXB6tTAfcFc@ZR@9`f7;o1SVYq9m(&V<+SzsZnQUF
z+4k&!*Df$ivKs!p11|ma$`$XYK_S)E&Xh|-&Ao6TuBoqiu3ljdvEW1fZ$Yap8}JUh
z-?8eJs02?e7ers;`3mx=%2;*7C1M0BzHAe5r7&vND%?;W;yUwt2@S0I_sykd`Ik*g
zKQ9<KB(*NDsECHViBho_@`vn>o5ELm%99_ipxh^>t!?zTu>t&7Q}O9J;>omsBp>v-
zR8YwDE#OP=9#*MOK<;L`!_-~xXCS|;VG=?g`(XF}a1`PZa+}+Pb41Q}(2meRD`XQC
zoOS9?;%WsY2*FiFQE3An7=J#Pwl%&ens&!Yz~u9hc6yn4P+1b_d|>nd^>)9P<+fqb
zS~p==LL+)^Yg)dn&@0#W-J*cy8_R#@Um?>gfAZZ7en+rnETzsW{IT;T5vUpA3ADIp
z36J;9j*tt_t;@5rw4DWO&txJJZrmcfD!t?$C2BlxC3*Le?nbA^6OAtohE@H=aIlqr
zzTl?%z0@>dFWj4)u)`P0HrlOS!}oGKs1z-Yf(XqI=KLoW=^&Qll>gY(es_3CunUOo
z!2EAOTfvNpm5;}D(n1E49WFc7V4QLN&4a_=PhjgAKlU}J&Kq^(TA1^n{50lLl*&>$
zC==d>UiK68vdfS6W$Uwc4Pws8dX<OJOQ$V)HAbuVj)jo3VN;u>Dy!Og#{SHQL0d5l
zZ3VCXQL-1N+hN#jLt{_IOUvV;bXrhI)H#V+E92{eY7@_fEDkg9x<#hY@>4>~&v|P2
zbQ4Tmwu@Rsll0!&1_pe}_3Eec-MR|%&TJ9TtmiJ8i@L^Osb>~u=5;6yS*|8%e#5_&
zHr#Z}RaCws6yB|WhtCK{cjqCyB>VVq{TbNQ#VawN8WybFE>9G2Jo8P5a1QARs3qh3
zH<OBPQ);`-Up!-h;DGr*nVHnYaKO9e?o0NEb5yZ%Or=PG?CrmQ@;%)a+tV7uoyo(=
z-B;Ir-UvV0jrE=ogRO@@QA6=_c8(R?a8j?1_9^_*<^G5kS~-7c<vs{ZVXCzflq$z+
z61v>qvSR=&9roYc5%}m`W2ZL(TMg}lhbklP36i}tau1;;;fI#w@{orvNN>n5=DFNP
z%*!eSeYs3<U4u3G_ISw$^zA6`eTyKyGPxZKa)?*Y!BhS)Xq#O|Z)1l{CTxL6^fPq1
z5<q!ejuN@QLUXj=PnmQNd=DdJyGSR-zGzy0sZUnd%O4(e)$-9OowMKg#gniUPEYD*
z65vv+aocgeW(*&DqJv~IElvc#f8oWc?aJ><%uq^SjXP#q42(8;>$?{ocA+vBdq(>A
zMPT|$XpFikn5-)nbHb0tn7~sW(BQ^}w;)SW;bWhp+2-wf(6~?=szpT&IhgNkl`Sv1
zKCj}fa(;QLvj5t)P6f|Q!=ZnQC`{#~rWwIK>d>5Npteh?@1VPdpGY#@g8Ad#H>l;O
z4IIB`t#t?|_kGtg1qZ-|9}RRTrK`p=X^%u`6kc5`GP8S9dNYT?rSf73=>@m>?UlSf
z+BvJh!~Gzax8WurrH8@Rpu_M!pSL&VkwH=SI=K+fxTktRD{{yUKry02YFn<9BuyHx
zAGB2F;Uz@XY3(apf}OG!d-pMh;OX`2&`#wFo;;*}JBqvJs7ZJay(wEu<wU(gS#yhr
z63j0cQ{5*OB#TykzW6sB30D$<q6L!A_TRySy1p}$b|S!NiP-&NitRh&SLhW*b!0T7
zS;&)TU-?X%{b;>L+p4z&0;{K?Y0LMyHSz{xeG_(Y$J+>9pRcjDy)Kmp{AvVKa574P
zhjx*vZu4wdI7jT^l2Wp6AevW03rYqp=v8EItW&4i$4|2I^Oy4+2#4M0wT)i)`s81u
zD-v|I-p!1IP0Q=K+NLomi7w~-4O>l)N{tBGJR0Q!KcW2y`qIxs9@?4qLnc8*FJ4&g
zFcTl|8+U6`-=zK9HA&)^DWLpC2SoXvMGLajF|i0EC~P459<M^zAs?!|T;OM>oLpK9
zGYp;lR@n#l_yR7TL%~--O^mQSgD~(;_nKGZQ5szx28BqNwmtOHzgLVn=_ZYbE_^kB
z8~vI4mGrc5{N2bPgc99d&Y*CmqPv#wO9e-^AWL_84wV<%X++@QVUp9^xA|YY1@@%;
zT_dW-$;v3JCy#DzhJw_O!1P>hA!EnYRb61qvoB`#&doXwJRIL!1guzE5M*hk%lC0N
zxHD7h`yMn}5VQk60uT@uruVU9H_aorDtf5YJvLTeO1$SHu+0}v9ec!zA%|&!bG4y~
zXLFOqnps}M(ruWw81s4Oi60i!>_$9PVNO#ejtLb$K~k7=;KZ_@UPjj{i{vm(rx|h~
z^S86s_>>1lZmDzN<EK5EpFVQ|Xu;6Vzewjw{<;qbvV7JRH4#zZJgA4Bp7w4YgO11h
zB8lVWGS<VNHTx@sO|~z?@{uUCfCF{;fz}RdOhSg6Y@31Qcdz3WXeWB0LBk7FfmNf_
zi)xP=bMs`?z)ch`ofDWDL~2A<*5_AzxtZgc#k#ja#zth!0kBD00@O71{`DzVHwW0>
z+wVSwo*~><Zp%E+qh<NFZi4qoU#jt3G`NS_TF}O+qxu+hY<=9#QUp!k>antu!h~!8
z&@Hn)9zPzb<7QF4(^K1pn5nDI3b~Rb3zov_)Ghk2TxLTIeTnO{?{u&gk`L2piGE?S
z4LoY)kC6*k?6h!$J`!G^qep()MN=tgrEHnZgD-MugPacI3$Z8cT&2}FmK3(p^v)N$
z7D%Rlg}P9`iexSn%PJtG=I+wgEwZTcfV(6B%`}mIw+gq~D&+b4G#v3R6|eENLG2Q_
zgH4MI!;e)2Ze$eToBwKt_O9I%SXq>u4s6ege67k3J^U0roR6t%!DioPF_LY>ONRj)
z>{{t1q(snJgE2CG3=CKb>e)5|2%ww%GZPnv67ztH-3KQwP~V;TN8lH<-S1?}x03C+
zDVGh@tX%|r4@$vW$v-SicCNxmn|0{B7UOJt2lhWZXN3);DZd>j9lfCj&*qasmr#Ci
z!4S?F5Rl5-Xu*>YUih{pJm=HcaPc3jaCikAz0Sra-ZuHQUTuGtx`!KjVTcDVzr0!8
z@`%bEvyE)Ot7%|haF2H^5WGrK>1o#LQ|S>Hr1BlpK*UgfJK|ZKzS+YIJqjJr{Bjj3
zMKb*zx93R%-qVi)ZF+tVt+u=?aw|5YGA8xobJfrBB&WPmT1C9uGu*pOR6sC9TwfYH
zPc^TkmGbv2xE|UN2X30E;Y?{r!z?3PhK<O)<7RMGesWrc2PXe9Y<dgXCTIC_*`R1g
zSnDI(;~ry86T3k@?9gbEG5GF4C=eagar|0g=8u`!AF<kM;{;B>USF0HW^S7$cP+bv
z!+qJoI34~m&zOezMCwq1o$Zee_+w!x49zXVnk&_wU%~&ru$Xi&W{xHq+W!23Cf&;D
zyLVpM&eOy!9GGIVeydw9Tw49$#vL2$+Y=A&m;=Nus}3*R>#3h8XrxN^_;n9tN0z>B
z?<?u9-`}=Ugf4;M*FWj#I%kBQ7szsVWM?EbaUA34RgZ$TBf2j_KLXLNsnf;8DxxGv
zGi}*TWTm{`e6q&C>uD7^6aSor<)W9iE>+Q2kWc8Jli~`H8N&fVfX0TNJYXUI`*1u{
zLSUB}E8BA`*NqNBux2PdEMNIxU%*8b@1f^)m{B(T?;o>fvDf(d<Nbu_+7Emna+!wc
z*3v``@EV~F8uo0H@O!mJAn}{C<L-LGo~K6Ohwc@rvAn!|z<uQz8oauKLf*sz(TlAp
zyB;3Rq2kr1Ru4R+^lvg*XD6pEp!~BKCbp`M(k-N-qbmd$qwCUuLa#U>q^ztg%xenj
z831!E>Ok#AQ&ZCgs5e=IF%wC=6f8;Cr%y0W*YoERJTNBS(BgkWJ5^4Yb~=aXu%5-|
z`uZ95qB$GxL?i?J8G8C6@qJgDJdVa`6&T~Y%#3F;K_xY>sBTlS9%xvRU%J$98VAn?
zN;#GQn)Y1E%NeNma>q|#h~Ew*{uhc5jRlZLr~)x~Py=Y7wjhJaja2J)zL>YGE)wSz
z#etMLaQ{nCI5|-UTw9BQ{A-1TUbe*B?3Om~t}$nJsc7PNR(B}FNB7dfdraRVxqU12
z^XK38K7>19s-P3?4X^|V+!-o@qkvALMR$UL?$v>Qz~HkzW?jrCAfN*}-YZGd=On>E
zK!rbw`K2cq7->98gr#AjkX5lGltV(KT<A3T2QxgdI`~IRY|un!4^P=02+EqDIB%Eu
zpztvA31sCW{4R$~I(2aY0gdW`Y?Vav1E8#d5}NYvAEO6F19Eb5qiRU(d}tf!v_oBv
z=p8_<We8P%si_cvu*`eM9_FV7c)V&0u+M^ml=yprW3vaRbDH`CZb<iOg~S7?oU|7=
z^j6%aMr{0CdSq62qI0sE#btq2Z@NeNnAh_@b8qg~)YRgm1N^9VZEbA=7#66MaQgT2
z&8pTZEbo5}Hcbio#WAr-{EZ8nbn%_+iIr5>Ze}>&i30Ak?w;s<<rc9)=gRhX+&My@
z#90Djk&io+<K{-Bu;9Kno%nMD%D{f+VJ9ywqYhrB6_vD#|3L5cck==C4li5=kkMXE
zH4KPVDdllxB@}W<$drq32D@2)EBN-4SCt92`%<J{;Z51m%dmsCikq6@Q#ClL#`|=m
zEs%<ZFm#|*=r!JefhP!Dtm^OYFI?{Q&-j#Qks2MH1^Nw^K>LB@3K#6I>9#v{Fn2(7
z%rnW(yWxi!oSElgYXHbnQ0f0`gx?5u(-u!Vd7!CWRu7M0>IT(wa7-Nh(%3b`Up1fQ
zP|J<y+6RP1=pA!YQ~hC}^WI)xd@(FRJd>F>AtJ&7I}fC_;m89ayYXD0-opwS_TIDd
z@%2x^rI~KUHQkDf7(Y@}NJVa{FQj|UqjDpMBmFai0NRlqaDK%)OlX~WifBLLwreq9
zS)OWqYlt)XHI=VH7e)1VV@Ah?ct9;hu(Zaw^vQ`1Y+6wd+jP~Oy>@Jz^u^JUxve!G
zAjssO9ND<JtH?9Gp8fs>u>A%5x(!*NEVKj$T-;`9$^4e?I}!K;qGMm+S{+@rwNcNI
z?S<pX$iw>wHM#3oU32fO_4|N)51nP3upEf84cx4B$vJBAs;zU&)Q%n>AEVI7`|I=0
zn4N3;nHpG}tJ-|B?kgj&xRQmG{xAS4GYD~{whIrh{%}r2gnlnAEHc@)7bYAtn$gx7
z!=WY|#m~j1@}Bee31X0XMzg!!6nA;p>;<MPTDM#m8CYoaH-*d7E{bXprM2gno8kCg
z?G)_)=FGTlS*p@#SE3cKjPrQ@K~$j7BZGS%wY4}nWcDviL=h*YW`(#obN%hE*Z-`=
zYojE#h<2u5O64*iUbij0KXab{?a!+~o?Zu%SUNr?HZnLXXUc{aEaP$E`S+KuQ3-S{
zfW~Sy5#XG3*w;!b7Tdw@gukhh`-7D1K11xj21_#fxQIbwqV--FZTQ80K+e(B;Gm$I
z+<W91IE!ahUJm@Ds9(qk2AV+Zkmw8O0(1*7QkylXv@)fBJyva>DuCIt08@@-MF0d}
zi1Inp^k_&eHmIvXJdu<>^g!1$@>kq?>tdi09z^0I@v!L!En~wPMp+V>f8>3>`n;&c
z{3V%lUieLu6;T#GeO^$3a2&n?c49rs?@Gwr{QNS|)ElmQN8oo^P!FY-*ssyD{|_R*
zQ%pQX#H;^{h<n$>d0m0Em$qfnB2dA|l1{#KPLL{*wYvFe5N7M%e0Z+P2HTald0WH1
zsy;kO@9yI2nW=jx4`;i&qvjh`Ho<oU{&rd{{k=h<6(~<bmII>w+L&qQ0DLMRiH~aK
zLcu7XDkufI<5MNPs-Phx(9jHdopsMClIdFzn8cP-5#lo>>%P6Ws-gw#N(2u9HvK}+
z)tM*f#PmoKFOuZG@&w?v8J#{goxRaM-hF`*kQbAtG4Y%U71{y^8y(p@3AFcO=*>4n
zV_9<O_$?xIq8BTNjkQ4KUch7hB{db5MQ1ddF4F-h*!Pl$k^1$<k7tmX4u(GXn>BX^
z1kJ1<xNI8s<X6!6@b8wb)HhV5=3-Z?n2WnFhPGbGD8c2p1slzR-|=@xuDUB$8t}aY
zyDdo-@m@m<(O~q>ui~-qUY7~GHr{i4P_Hm8_hLbUUv9jq6=}Ab<X+bP*5b^z&lzdt
zkoWR`(!;#1l7hqgToWmaRzy45KTNRo%HO}Qh60k(VzqKT#!z?-{KVO({0(88c*r2e
z=;=_dZNRDGV}y3Rdj>=i)6Yn1+puTFyE%KK;J{-!{X*D-X;Q8iB~AIy?MVwjbIL<j
z@+Mz^feAo0l{h-$?>$3`+!1B9NbLurMz+g?>oNdFm#fXUMhx$Ks@FG|+sKSj@`&dD
zr|<67qHTGk-2<|HKT5K<AhIHr-M3*Q`qk6X-mARpJ^pOogEMn&lvC$bx?Hy^DQx%o
z%z&`90-_dl73=w=b=;oV6?Z=fY+qsc0aj`H1_)c4I&{4_GwlVXgCu=o_D<_N-2hgF
z9lPiV5exe4V^_6(G&V}l$IouJ81vq76MIuwu`a=|1IBe2YoJM(98g>x@&=Ax#7AKN
zG-+Hk&L7Po1JU4mPO#X3j?2d*jRSSn^z7nE!@c*eVhV6OhidaW##uCB7V<-0Af@or
z!W%uLo76Z>KApgK*iG8&NC|5Gz3-}8cy?;*8caR!<HCh2wtDmbx)wt(r9|KVyJ8z9
zX*xG0f`T?23Z9d!D%)-PWb2W;3GEUtJJ~^93o1Hq0hkxMGSpOgG&6?i{MlK2*z{3U
zv+-o!t{0&+*4TF*I<u#^Z<^>o8e6`@kAXcqKY7MbBGAFRxX-Vql}y_=<fZ`u`DKLN
z^Tgxi=#k%(+-%XzQj3|!z+a!`fgJnugCWI(VGOP?yfMVbSGNJc?|-d`5atnf^(Jiw
z2L>I?8*1p`Kf8795jL%{24~$EC)m5?1U4Jye+R6VL&o5gHs`Oe<GVG1J)<s7m2i%G
zirv`G%>feF;c9-->g*QEjczDEIWXMU;Q*C&PGTId5U#)!qg@VSU+EYKv{3Ek8QXu@
zwIF1w{f&$EI+Qv(1l_Fs3##PUJU|XqJk?_CQcdKHi}n6HOaK49JAWV+z$L08jSHN>
z_nrp(Va_oi*e{M-QGeywu|a9)P&Dv|*4=BYT(dz84)OWqLj=7J38$!=p}c@0ILH!#
zgbGU&w}7XhXkdPOvb5-a%S!mfZGEzYTDz$)YrG4m=~B-m$I)RBr6*`hy6O$>eLt!%
z^`&K<xxoIu!XvA1*O&2=BrsJiO`EK9m4yJame9Dy{Gjyxz`Ufp*G?k#dts70l+Z&E
zcG5%Z)M&|r0Yb3nSy|AT2pi12&<_=hSaYU-xGx;|QJJ()a`(h#OV0l1b0Plx>4(-V
z@<`L#d8>iAC0CI@f6B$lA-Eitw0!7n#m*(!ImXS(-B+#Tp0Z1!v9S}m@5Ip<jh*+X
zjRW8P9V&(hchL4)ZN<r_xBJFVx-rTDm>)d`-KN_6%}-rr<~@scMr6cPeR9Hv6<ozI
zxTxcYF-d6-Q16%OC1~A(pq!Rr0yHzEtgnwIj(062X1C_qz1B~s0CghJs5#*#e`hBp
zYpib1(Pkugb*D!LyU9}r`7*z0C@W5See^c3hI8KNKY1->>I`T@0id`&kpkurI|c?&
zt6Z&X#@^7RG#B)>A+iMHYH?a8_o?6V-2^Y8;|G02>3{so`V2itQVm|Uu?ED!(mZc1
zKC<5GYQ^aoX?kvoUGb4653Z;VUx_w5>JL7>EcDQaUL+@EUD2Ar3$g%k+|)PB&2+AI
z>=(dtmi}z^Y*W$GzP4QxNh&rGstI18(^J&S8@8Xoo0vpVq-J@XE<+IX2Jbt#3?fYJ
z<$fr1pMw^HzH6a3kFGf3q8suJ%&#0uRi#lNRRwi0HGJ3+eeCQ06@2qu%P~IVrF-De
zub&=zL)j^(5~^#6<`#2XmtNi_6>#ixb!FX9Yhx)Dud6BMsZ$PB`vkHsr8rc_g~hsY
zZfTz0x-*cCs{VW568}-lSk`_sxMu_0e9XJi%lBc@mAoacTuiO9FK~M@ObI16!+8^>
z%iW+YdUYqO{a2!Y-01<{g${5dvNzI+as-!MBinV4Mcn&nlGF6<=-~3Rr^-HkR3=;3
zVd^p&%`GnPay)YylO*|-Y4__e^|oOZOB`)vzz$!A?5M9HgydWLde#18o1?Kcto{`F
zx{ICq3@kqsC7uta+MLu4iRP(ebcvMFJ-6rV)b`5ZO(6M%<v`PFyHWb2wR0HgGa&3N
zzma15#$cIl9ZJHkFHEbE5HX+i+rjHV9nC*)Vhok6rKh1x--oKfz19Vcs5{8#4lMn>
zL2sh@dNVkd3llexBa>f^xd2=DkBEpMFPClS8n>%&OO33E)g)rZ@u?<X%XU1|p$qZ;
z^#2p~Hbn`hgS-1TnUrgA^^HD4Yz=c4*U(nOuT1C027_CkJ{zdN2&#=~XmptpBH+^q
zPK;s}ki-!wO;`p`uCa-BOmYj~SMlu;ONK1+OX!g4kvk*pSL2K=tr71-$9IC8%ZN4h
zQ>F6zJMVAI1rZ8l?PFgtKga2WlE4Pl@U(qP!)0@eG_M}N*2*IBb*iR8u;Pu4TTc%y
zL?z#(_oOdePBB<ALUHAGYC9`e?9B!qgm(<Wo5}1QmGROk<gGpd(xucA@3=BTu<B9I
z#9D-=VXS~6l7YV5Sr7QD>1e2mYw~SZ&T^S2$E`rb4x8D&!p+XzCmwDZTb~GFg-dpz
z45|3J>Jr;56_qu}Gjn|AOD<S05LS2Q;<39^FY*koH{N1Hcm(hh*8VYoGawA<U{Bl1
z?Z_)hO4J{49{>BsQwEhWP&UjO&tH7*v5ho}sXq(bed6-`8#n$1@mFmB9j-uml^*x%
zIA1%Y)t8a-7i0X-5{?U!n`a;98Gw!PhZx`1t6CZ8efJJGzRjpK2ve3zfb`AoTh@rY
z*QaaXvfo)OO`5D5N_?uEQ^4BG-QZG2jE>5(0zT=2EVN>{szc9DL{!a|k6XZDhNU@<
z1LpV4#WuPi+tP8UO5xi6?BXw4fjk2@Zb_6jgkFD#?zM;ElOg@7;<Vi7m#Xf%RCa)P
z;{Ah%51&6k54cyhbB(2Awb(MWW&ZP)kZi+x)z97XhAAvQFxv2ijjdcjV7^jjR{jzl
ztcj#(Wr-rh4gg^pF2wLxld6!A#nl4n-c<`MdVL~_^@3vd2d~=*&?Tr_N&!x`MZ{f{
zWVaUR3%umM%c%qAIHXG;Saot}){Je7{}NMxtUTP_O~4$2KD~S#&%w@y0cb9m7g24K
zv)QRj?!kBZ5HEB^CU4TS$^1x~M4-nRTZhX8yJ==*3@K~vmQ<kl3tO_|N_EGw_=0ex
zUKSf_$3x<OJ*jQ<5aEc5_Wd`o*1s!mIigfFmr;0LN8RYPZ6ePvx;xNKCDky}uHm*a
z0dYLW0W+*s3D)o|A9NU0K>8whv|u;9{F*1Kc#B%(>5?1DWk#6o{#d0Kh|7KYR#h~q
zuC*x%!OrG?ofz+0^fhi&^P-qfeyG#sIH?uJ@!ZONHr^ee%8Y*Ncv@IptM*ayfxSBh
zPmP81Wd-Ug(1_>xf11xLaihr_l}6d(8IBDC(sCbpMTzl3fZGKdiNx$&pU7k%WR~{6
z)yBmjUZ#OqQ4`;UUUl}++9#qVdn=+K7Ptz7c0<S}nF~RTz`%1dU0NHF5m&|B7xpNZ
z*Jl}62}`BeZZKlInUs+Nu2qH09bgC;Uwr)ZX(1o9D&RqQimIsC+I6p4U=kziS{$i1
z@I3J6E4Bjm?J6VqacLc~Xl?|^bTuuiXRH)5WtF~`<{YULs_&|Qjeq=>`J7B33SR#s
zf0YZ?^h(x4JIAD&MG0IV`jeMh<7;iDZtSr)kXDPH!61krHjJOa2FBq~cc43>UDGHA
ziWp2%O0<aj=%`oKE%%Yjl3%Y+m^i7m+kj{YECD+we^$OHIm{uK+0s$8+Oh1Wjf4d_
z$KyVKo4uHYtu#w7dykX5+$=~<kMOsV`N1?A5R0B%F^*BkeAwznXgW3=ok<y;#K_Wa
z7Esa7W%>g9>&FKbKJqm+?;~8RE6i)XQui{(O4@HrWr1cC&{EP{6$p@e?T>lly!+kQ
zWY5FMs-VkK9j}WwwYhBVD-$d&E!*k)7Y*2u@%(e1Y+l9n_C1N3p!o0)qsh+!6<^n1
zvPr<SV^WXV3y+5;R*x`ztU-Tb;|+7E>AP4!Hv;VY%-=9qY8{}i{Y@)((Yn+Bn@;*G
z_r;>cos~YPJK2gSbewb}+OEBj(Q^RCAdS7?P;-Bg$sN<mXt~a3z8ygjWGG?3ey5}K
znw5^&A5O80uv~7d=W-Sn7*WuKp_7;O35$=)8j3>`<MlJMS^MWwQ9HF@)$c+^BB>Cr
zgyivEw#%uCF7li&aIWkg`=;^gc72{U;NzzUiROGxN~u}#j`^$}{>JlGptkpL+iRqr
zhnTk2M~!VJ{`a?_YDQ9MLA_fkGQ$XC>r@^}`=B)`O}_0mWYR-G;p?hRkM-B=F#%9#
z$cWTL)W0<!lv1$Bb@>y8{d}VMYR5S*3%C>#%fAfBzZv<ys^AR+p}@jCpVfrc`GZT1
z&AT`9x%`_FY=y1*sr{fq#i0D)Gin0!j){yP93C!C{^xpbmecjKTPdQ(ToZy%f{O8z
zLPRNS&aixKU>&gz{Gtyu&DZnXGH+|*B&w>{dF{@=|G?j7c9B$P@%+AF<<FXg1V^3C
z8kpab>D%i4B7BS(r8OwgPkNP|n^$!22AzB^YdB#QPxF!r-%Mf(4M?5Tz}0Aq|3=`k
z>|j}Si%ZN(an~EI-7=E3&+iL7Eu#5r1RGpj8er@LttP*N%Vk4<?7L}XgJ6(oT2LPR
z*ml1I(|ZN%?;Ehc(=N8(*j0R*C+tR)(Eogq?3ayoS?iudhQKOC=39e7nU+i|(<Gw#
zr|{wuWfp<Kaji@2Awv9V!bzBWD!5HefzbOb{(QlMaKvaE>>&9|(_QfGnjZS!gV;-m
z4k?1GU2c^JklFJeTMyf&x^3ob)BCe?_}BJ9-ANWWAY|c652j+8Gbd!?8+_#x*3Sn$
zCV~0+LD`+E&gv7(EmuvS?1`|?F+~U3LB;yWd50=FpT7U34K24wq^~N41rG$+TGfut
z++1Csh^lVPFJRT8BR0G{VL?2``j~*wA{VM*HRZ8#N48CJ1D1nH_gUX8G(8!6U4%)6
z5HL(IGZBOy(P<x;b5_2b-|q8BAE8AdzASX|#DQRU#Icxs=eoz~FPWYG(zng53P&_X
zVp>fT*H!PdYWD7&EadVc1{!r#kZm#s^BHM1&!;$Xi#UR2W{L~$c^;m66*1S|d}7RK
zoAmt__(ZEO&?)|v5x&B{HLEN=P|herJ?6tJw|L%(9YobI#`~PwdM<fun5C_lFCj5S
zK2yhzB}T^CTN^sqy6W2xL6s5@8I&6esSgmulX1K#T^7f&Ee&#=wAXYCbcyNkKqX+m
zH*x(uqad{)n(iGBeEcYXhQ9Jl)*sU~4P-0!V<2+Pmxubm;R|TqYSM>1X1lXR;?`&=
zXey7Zt4YARW+HzI7bo-eHY@$QNe1(<GA#ZCQjI@T`kAw1aJC6a4aMALz#7}Qv!Zdj
zb5>AsSUa21kXAymb5d`|>h?YOL22~BZ|ix;;O90gS%zGJrTGKz8`mFhQt_;n33)8`
z4Cu!~2j10n4R;u|wG*J(=6SLW-1syV6kTP;M9Z5@a^dw?Cxs4m@-%pgQ&5Em&J`Sd
zy@RWRoB^dIFzuI{A)f+2y})58=Pf~(-bqS2tt%48ERQdCS`#bjqX@J6HrJa1!ki?i
zsZV(9SEB-|(XrZVg2T18Z+X6>oEFh#u#q2gwR;2xW0wyO$NK3CB$p;N7(EYh85F}d
zwND&u@*&lVV&@u6W1sJqgOv0?TodAj`v&_PGVYkY0PM86w^JB|rU*~mSB}zM9r`MM
zo=W_&O#HsoeK;YV>e@1QC;!GZ%;$SD@xUdVfxgZO6FaK3(1omukZs@y2=F?(OP6d?
zp+?XKse*dmrLh6c*UBF&ll5L?fc_V;dF9G_BQzpXyCwOO&ZVg+Nwj9C$n@!#-TeU8
z{+7NM{<Tto$j;tp#c0{kudgG$oqPmWx;15W8?3P^z1iU2!(xKLAcbl2QtjBA<dURG
ztqD~uydSwgk0#pg>3bfKT22}G?py|8gfMC5B^vGllaqZt2tox_A9Z>8&#ofz|34+E
zMLw7mTW6dkMnTkQr}gneZS+2ztq|FZo~{jPP)Vj$3=7^Gbp|O;>S_Ek59qD8j!dOi
zL}Z@QEe@?^QRrcabmN>y?hzF}`BGj0U%R^dzRx@rq3gTfp9&$2R_$SQIWDQ^8NAgY
z>{z$pMf#Hu=k!UiY+Bh1Ku&yE&jc~MEqP}BjMmk^2Z33(&f^E56jFKXU%%b2v1y8s
z9kbgK01*%c6G6cS8&IZ6ktkqb9Bugnhb2=(6K5G>CF>0m2=>r<hBaOSnsQ(uWBXr}
z+7jSDfH?A~sHt6>XZ|}hqLP=FXMlFeqrQ*~%2j4PNqHqDyd0<1sMKu+zwmE7X2DW!
z)nZeu+vxV3oW|3ZG^kwTu=GojwHGQ6+E-7i-EA)z5j}aeI2JAu^f*R7iaw?RA<fRd
z?hf)+>8s!+78p);<s`rq6|JOq4H!vt#?F`k`Gn>DFDxnQU9nsoXJ3F>8#|6u7CVp1
zUYNH{3%}*&%&J>U3Km&BV)ED9VtchkH2RGm6~&dWXd#u2MWBh0pTmI}sGbxGu|4lp
z$g~|cXjbELK&g4fomVedGL03473(N~W~YRWj~l6^N=}T?i#YvzR2{c=0Qf%;lR_}#
z$kHdYUWpRct-K}!zieXHZ}f5#&jGB2j`m@mYz5r%7R>KPUev8Zg29kWWxGh>h5o)J
zw~FA$0t>5?)!Q_S`1jaJf#Vf0gLgsmtSnO@9HYCpw+A%KvUPG7Ex=@2Wl<cL;oQMB
zQuS>oN`=hgn9axdD*Z8`B`vmwSd*SA^OqIwe4thjQ=QO(FJr1$IH!<F{`bvO8$OO<
zxuz88ie1;lYFfEFE9}ZnkCZ>?mr+<;Tpa4i<z%(`(b~$!#-;%HI0n8xkn<LM3d`43
zDCOUAvphLRY~VQN8pQvL<AZB!=D$mvP+~Yx_qYgip#4;Z%KVt?U@eA8dm&XYjz1*O
zT;qc8#k%~_V!oJHUp)Q!D06m2h^-U&AMdtfD(Zirlv}VoGE(+&z5Ra|s@iS-ABC!N
zn{)Jc0~{TL4`#_)ZIb4!=3N?1L@Ilu4%dY&+f2JBjp#b6&50iaKjm6_D>OAoYSSFn
z|IZkPk%wwogF!>@7`=pfx#&=Cj#YYhcTh+^>LVK^TNZD-sy(6QO((AEx&BdVZ1a6;
z`Tx64bE^$mQ!~OIvU&x$p{x8Ey5Ty%uDf5WJe+HZ?w^rt+_Bu~xjXEJK|2P0+3E?F
zfH6A2$9j^@U5<xZ#u80wwonx030H>FQ4Q*j{$k(m)Gs+R`5?-lI!)x60h3wx{&r^M
z-<g@hsIO5o6zX@m#KdrD$^TbTN=H3hY2RqEon-<)Mn~m}#{>n15Z>wS&~*%(6Z*Fa
zV-p6oI3L?b;3!{OedKhjtr;r2y*4^rZXVDUNGX#sB+ln*V;Pw3^qiDGM*ig+K<Vcf
ziBzXsG4D3iOtUG8sadT@0cVG;svRo&oJ@!jwaemP;>&Y0B)k59m-7BOUL;^`G(I%t
zW`RjieU>+1va<b35E$9$=;+9~dy8zE5!7W<Cm2Cf9e#u#GZGp8A>&;@tLHv0h8ARb
z<iXu~!$FgYl{%wjOrBOAhB9)z&cFm%Z3ZiXB0%%tqz~&9T3&zu9paO5GFtTkM!;p~
zAehb1qpKQQO)0M=hdZD^Dy?0P1ui0)Z(s^SI7mJtw<19?3z?hC3K#{{PA54Yav4<o
zM6ZsNX0FLyXc}ev8QW&WV~VRCrlLJ{#BWa+|8}J<aIN+9FTBICUkRcG4wzPgXF{~+
zE+wofuc481%JJ~<^&BF{psw+w+$h<#^HMV!(QHclTLz26!>0#2|1P*dj~+cjPy1gg
zxUtzvV{+FyvMr3x8cxX|S+^ty^CL#bDw<3@z#Gp^x-W8Q&P+;5Et_R87=<qpSYC&D
z?c;Qe*KWYl_Ak{C<07u+t)0Q<_GxA%uPQP>X^Lh+7W=YL$H$j|<D&DS$s#_G-t#Bg
zXSH^|!sp0y_+rBUUBJrC=%;96@!3xV=$bob-X2*bba41@O(N2qD^-f_4UJv7(^pd1
z)#x>zLhi`bZ$^#*?UCU~N}jl~PTlw5FOrbJ!1;hVN@%KaSyTPx{LQU#^Ds7{|4way
ziHb&1_tgT9qME1Bd}WW+i8nPhH5ha~o!iL&qBA8g1!h-;?yz2Y*TVzf^FH2)>tzTR
zIVO<d>V{Zg(%UraYdn=W1rXxUzAM<0PvxpdysyaFe3}FPKIg&9GnvdL3*)uU@Hox#
ztRc>On<M678(V;Q!hqyA;Msu+W<xd_H+YjpoU^G}$<$R=jJXkeQmbx?&WlULEZ&oW
zM6p4pFuBBXOWznG8SJXC|KB4fZWZ*Nbsiyf6%h{t?W>mf=chjXte;<@qA%!kFrYD+
zp!9q8ZPqnYP9Z?VO^jWGRzNmLVaFtHGuYcx3MTC!+)w-h)HW6iQw8(o`l%|5Q*%G_
z2KL7A%EWW~KFc38NI1+&b{?QIeY{5eaQu4yp+KzyaGI)GP3L4u&ZcLOE)o*6ew8u#
z-%H2-bVnx4?^YUaX#A0^X8@r^(&E97KXv!(g&jjH>F(UlwhN6KEVm5u6jah_Kldew
zoHA<WTa$U}K~{w>b_9p?f8gflvZRG=5WubvufRaJSd-<np^#tGORTB)Nkp<&!T7W}
zGWNqidpIrg;{5jQ97H3i+ty<lVA3ynzyIQU=erTDrEVi3yEpUv6mELBZIO^~tfDo5
z)F^v>pN@)E!u+$#Jk?^qHS(Du9-$<sbReWSjJV%Aym{(|q2@H{m){OzLBp9lhHyo5
z&1=@4!`*BNg%ndg@VWNt9(r#4lkwsW7$dJye|@@fV%2d4Id4F~r-j(b(8|~Cued-Y
zPS(mqZP&}g-j}3uzMyN_bWIL4RqH=_QNDFN&dhdf(x;9Jg-3T3Tp!&>)!QG4V_5sa
z-AJZ5#)BeDt{_N2a*qX7<9v3bFcWEkE{jr!3HHCJybm09bR|xXmfkeDqy&APpv^ZU
zRRXGx?Rp&d41hWLz3?u_*mUx6VQ2miz5rj>{F+NuDhrGSTdd9<8ASW2zYCzADp&sP
z`e*3F(5#7+T?Hu$zcg49Hz}l|Lu6)C3<+I7;%!AL3L#93Z?c`d8py)FGtYGy#DSi7
z?<to5rX%Y0@knQradyz6`W2;Ng5G)4ICop@8$3;}jjKOe$BTWXIF70?IdD_e)0bdM
z$opek4=NneX&zP{Vzy&(2u13pa39|<VHdR4=JJMQtn&Obu5(Q}{`4%UO{B2+9($&f
zo3&{D7O+_cRTBN^x+8+wve3^V*UmFYwxvma8OsexPfCjLXzqg?ZB!xup5sBe^s6fV
zxpRxnEJy-<1{BZ;-veM<esP^LNG^9OuhBn%6Z4|garW@XfCc7O`3ubB2@-Wa0)b)J
zWvEsqa(k;9#qai~N-<6%VK&GtJ9iIj)lfhRb9g*=^!EeKOS|Jh>8(dDT0pgwn|L__
z^!`);2%JOS${z`#Rc3a79<ep(t%=&eCsQk1$A&X>>nc|!&nl`ktN?(bUMPb3G46mK
z1j+Ddwv!TgG$?go8!EvWM_%BO1bJER&{M^3PqkfTjN1+t8N;D>?w@||&ypL&93*lN
z!*OBDk&O*Rtg>UggZ1|RyfhE4`7DOTKOxM8T=8^W5{>bw%TMuDRjGGU$ssQ{hrH+f
zr7Fw01b8PKtA?g`#dd2Sr~TW#x)ZX0Q%bOxMo<gOP5Z`1KqF=a`ehR^mW^|^rRFiK
zz1+f!N3=O@v9qiyl|^?RwzK}YvuLNxIN&WPY;oR#>k3+F*yrysgG$%N|8&nl(~era
zAxdIAZP;&*$kRN*6nD^*J_5srp}GrbU!^~^Db>l%F!HeYOn-Yw(LH5YIX#`a@i3kz
zhe%<QZY}nZ?C{PlSd)9*(edlaUXXddg4^M71D!ebjwZ3zi}f8^=y`|ZM?@T2svYg!
z@Dejv6nCpIrCSqTt_bRDI#7obsw_iUNXgKrifEg<_J5jt&!{HXu4@!4iXti^iXd(a
zN(X5o0-_=vr1vHgnt=2Uid#{nD7~Zf-b05V2nd80dJPHzLTJ)L3w$fOpZ9&9^L{_h
zIX}+%GKNDk2IbCuU)Nf5&1<bWxmwlACWpk~{Pfr@sD#wS<;21fs2?_EwQ39#%APHL
zAjFi6^{G{(bQqO8aVhoN+`6)UZ^ai<<2j0#_n-Mjb6VceioE15Sb8v(T&f?IEn`ND
zPJ4^+t*+sIGWDn4`)uW#QqzhEFU_IzK?nP%a|lXS+Ew%aq5%SH!OO2qZs}Bbo~N9p
z$B;G&G@0%j!HMx__aQ+gAf#NXoIQ3vD4J&|Reds4%ZX&k>#IW9<Q42=f}Gat-<`@j
zv*1TnLqV}A{ABo!Ku2X1Zl@{eVMR=t8!G(u$YD8{&e4oHH~|fpIUhbj`=xr7P_b-#
zfC}G3fqBP+sgMRz^JN7_q{VkLfh7rA+fsm%N1Ajwjl3@kfKGVg^~|P>z5RS7j_-p4
z@&l)2<4(z?SiT}B?5w0tVZ%As0!gXA=kRUA+J=W~LWHP+$H?$j3CNqr)Ky;a2%gfG
zz^vTQY|(b-FQzhC$r9~vlzw-r>|iQRZfRsdN$t^~jQ44QrN)}Y(hs-2>|(<VH8SkB
z9iRZf;B2MO@EUB=9|AfI+IU~ieYqmV;7}7*GhpNQSbD&l<A%_Ng;1?twZ4*P#e<<E
zjd@<VgzK}3$(0$V3x^Xoj=;~QL7yEQm2_5Kpe#C(V@YI@zH8g&ojdGS{@~2RNoj*m
z@Nlj40|vkII9bKzTsAG16%mkEQ*+hADGmO7fbYn}%vym=)Vvoc8&L|4i085N{#q0V
z?dCgV#n28-9X2no;1a7$5A2P7c7esoVy<U1^!QH0{N8d&=O6Fvg*GfxZgN><&%T@V
z{0m6b=J2!hnO_#>wCE?Hf%d$OaE5R!QTHnbCvsceQ!Rxb8Un@hI}5lTlj8@!ygg^l
z((o;9-cOg8+5|d3Eyl5U*?lN+ORKSMeo%EQ^mtG|0e$QM#px8t0WWH!eIhly@ixRw
z=FAaJF^}zV5k4nu`UmzY$!r)ph|HVI_yGE@+7LmGIkHF*>-v#7a$7W^A22kP5#wY^
zh@6NPRiCImrS}~6th1E*`%T6}(j)dKmJ!&*kvrPQ^OEF)rB93_mt0-_))sjz{$_1;
ztXSGFgv7f<zJk&|tSn!GLs=~KN09CaO&9EQ5|67<@AN@c)<^ObdoCdfce5qzbCkAW
zl^6JbpwdJ|2;_eFq^b4%h*a)<Jmj77_0KC*>_=r!e2_!lB7Jn)A_iYFofC|%PT9ch
zNc9Qf85<Qn^w>Bf{OwaaZ6l7}V_En4J4qf6OfEtUkFz3DS?unYkFd6<d|Hw*9{0iD
z{a30fs;9v@F)lK7J)k*dnYkQF=S2pS9VvPEK90UhY0liCBt%8c@sJoJye}tZc(|e3
z4>81zy`qKaejEz*Ttiy=nttR;*j^m5=&663zc^{rx5PFOjyY~YMR)%+?Af~LBEFRF
z<dpg%96?ziMcL$f@wtw+X`A7EN^#vJ{b;v5FKBdMn?uI;l}W}7BtrI%V+b|u&6(nf
z^f)RF#HvmW;T_$r_+tD^^+8s?vgN2=Tr#n&EAAs|HvU~?ABSU^S3~QsyX7YFRQY?4
zkaI%DFynjdAcU<uO3JU+h7?o~?n6PR@mVg=sad^Ul2+busYhrQX+dC9`?dfvpR^<p
zA9kJ@*Ea+4&a63ScDCzEcjf3%el*NXBb__X3}8GQ;y<YyF;!KR<mKIReQf)<I?vmf
zJ;$rXPs5zJPu->89n797Ny9Fc867`-MfmYw2>kbpgD%$%6Wf&rI;~vT(?36w`PJQT
zV&Gu&kl?2YlpWck@Xm+mCf*;$tX>fw*a@=~hqtcl7A|Jf_*c9i^xs?xSnfJ4dOIh4
z@m_xP0|j4@|9+AiMO=bG8Ldd&ZT`X)KikpB1*)(ZU&S&e??*}z-YL5E=~~20m;=k7
z5l!=>$L5N2%$qJ`M_#Z#BGY!_u7KPJ5sS~gQxCoVskp+4y_|Bexw^7d2P{C6gIsj6
zOTrphhDLFUIMeYFOcKrLf?{%t7}0H=H9dDc*$<_a^;&o_)j3e*>H2mC*W4&iOE#G+
z_iR4Qr`zja#x+2E{_Kcs83;?nwSyM=kE%+~fov+x_fH>Cts$lemf9uy`E-F@9q4;r
z$Y<$JylA$N1dY%9jZ|R?s_b9tgELrexwloVvh7Z|^V4!LiE``1OgSDf#A)z@uA?Du
zsvsB#2)*o7cF8f4%d5|d?&<0W|8>kaBv`|>({0c!sVQ|D4jBj}U8`P!Gln|hSD43{
zh5eE<VmGYk@<Tdpl+E{`kDjujIa~7kDN#MwvXv==jf79(`Ad;YMO=^VpZ{GcRQNgt
z5xpzrP@2GVYp#Wn2moj8=ett|+nNWV6@|RCFK*a|iJ>IfI7>&4ucugvM_f&+S#kWY
zJTO^cW$5@QBcURvCQq#F>&2Nf5bXN2iVskc+8xR8nMBCdk9^zS=a#AMUbVLxQ+iF_
z$~jWKh-jn{FK>Wsu8ezMc%lsd<?GBxD1#}OPpq%g9<1YCxt-cQAmg?%fAUSUbh23Z
z**RC-Gp`EQDlRY543$K8zth>ZF|QeX%p&!1e<<nDDzS1dis3Pa6T{(-=BaxH>oy9N
zcNIS*GUk-o%%zERSY>UjTV=3eKE|4^Cvp!uZ_q&9tayU&@qtZE;CL1lSxw?SuynSv
z>y>I-s-_UkTk<twev*l91KXQjco~&KT><I#B`1qa<=zQk(=em^gF8jea!dL-Q*GGZ
zu2a_pO5#a}7JpPf;2gE@(m88Ob(d2{{CcN~T)JgP8mZF7=)_}Kb<Du6*P+t(Bz44x
z#ukYMy?a?~J~4D6x1IK98;8R_EevZyFQCt*A!TSW&0U!x-%mZQa>s5tm<S^C^dVO>
zZz(aj_(2fjpWs#97;lvkgLW0dQ@y<=Zk<Ze)sjRmcGUM1`w${tT;)imoDc^u?qUNM
z7?@(C_N<motXGTm+8=0V_?53s=bJRfaMP;(5a}4)#+S4rL_vHScWTr#Vr?|HoZ;wI
zx^i*du<SDqh{j7j#2NGHN-s86;n1x#*xmAg5+;~Orsc5XOEv?RH-YmKSWU`eM00iN
zGXqmxtDoxo^Q={3X69PeE6%kcTlY)}`{&`JaC&vjNTD+lvRZ2V<apWkCH$DN3Zn6x
zD4e&(b*s*Ia&@%>D^a&kQnn?PDDM=nbe0alAG{9RVp(+c$j{<SDL)TZF~zb4G5{{o
z98yJ(l^D{a_KMT;oHhM&qfe(QEzV~8`IV};Uf}kDpFHV*8))D0GLPuBjr$fm2M4%R
zzw=(5N3-9y9!pH7znQ1JM4wK8kR)Kcdcf)k@ZA~ikB(AoYDff;Pgt`#j4m>80c#&N
zS}uFJwmd~GUr|3@*|xJg4}EW7??A4l<<CPTXq(XqzX!+G#~yUQ$7FP-7!b>e(VhHD
z`W&1)^_Kmz@A|*nP%9FQcM?@qUk~@@J^3-7<GkhGqNu;x|D4*(DNQU2*~qpA3p49f
zV<g39Q1rrb`%;R&+~^M1URCc@HJjU}esqQV3-sA+w&xWPI!Sg~R%3Pss&CxAM__H;
z=}D4rFaSo?YyYEuSmqr=2A}j2TO|MTaZ!Qlc)^9XyyfUAS2SjayeDSg@hsd4%kG>`
zwL<TLjo7!EFz>Mh4$<{?S(4LF2L1lb1e^IjEg)}idqcvyfq<JIpSaJJdtnBkMxcJz
zXDWH!8Yz0zhQk}~D-bCK7R$UG2e#UOucWNLh4c97{L~A<aY^F)`G7C|xmx-t%ZObW
zmji>Ua>nO{%3>$wpY&!Vo=f(7TY||CHu&s=?NXm%LSk-|6=)@L4yOIE-A!s6-;{(5
zqp5hHZ~g$q9aW$rCoWmlMy82t7QXx1Mc=V)41qCsh<1ronOeX1BYqD5hJA$nuWdA2
z19XeTg=w$b4>&@B2Xw(ktpHYAGCD~ru>ZrgyR$^EkP>4I>RhoyX_CK#+J(#M^OZGy
zPX}$oHPVe!X)c{Pp9R1P$pz7F9Y318{q%=3Q>z_!s$r?9YFjDyfCDzaUtRyw>~=yR
zj0hb*3K+Ntjw@dh7qnRetJ=mCZP@flug*C;OUSKC{%}d;!nDTw>F+$fTEDhty5P88
zL4EG2Y!_^BS5;Y6d=M+9TqI>ZbivCbLT+E^iRGZa1tI-b?zd|~=7lMoA5!*r#53Ed
zF$Iw+?`9{(JYfh?)LTZE<SosvpjRlz+$l3qpG&D<#@xb=*(om7ioC3#;`lKCF++cC
zP*VMZb_VPNa?9Fs-uy|A^ODA;V?pvC$;U#X5%KY_etjq<wB&2ts;cv>DnP<qzEIv$
z(s^VQCy+Rvw<_O~wh*m}sYAAdJN6qgRyP^<#aOf|mqFU@wd14~>(%LRN@vcbu~+dI
zaAkv^N4i7LI@Ca|tuEZDiDkH#PBQO5lz3mSt(Ceapct54<ii5JV{aLgDXP;m?r-lR
z@K4C_#bQcCCAZ&f_v6r(r2FjZ4fvM|0ZM4yGADm=LGB6UhfOK-DE>7!{B7C`qJiq{
zx;~#+MBR0i`qFHuMLi@v+P&r<)VwgIMCR%y*DnC{U+Y(j?cK*QJN1Y-tT(idv9WOp
z=gz=!)&(9Dcu;IzN}i8~x3fL4pHVQbD>~_?S9nd87-;aE^9%Psakxe2_EETXE}VXY
z5-O^>dup6}j~F(~&lwU*64<!dMq4@WW=TDSuJKHz>F0eyaxQGB?@WhDz~4G$f=b7L
zv#mLuXI7}|Zt4!8Ra(Ft)h2sBsc)7lMws$Lx5ZvOrcozrWwpE8)icn!qMc{^?`Y@i
z4`@?|m}Dn4!?rfF{pFWVe~!~o12y{)zw6gI%c@|o-a#Fj(?%Ov(gzKa>n)?X!{wbM
zlNFd4bhjRMui-U$&GlSgPH4?C$D0##jzLz@8QMZ1_k5nS-d2v;lya%ss{m>NoxaiI
zo$(rUHyQ?0V=CSAtrFd$JSa=LUcc61yB82}1)zn*??$j4T)?5^1W+?@+;LNI(#5jG
zRBgQ!ODOKsku}uPvm7(fQ^{({-q4DC%v#tV(34#y@Wj%yS6f^N5*XR~OPx^1f?w55
z!4&N#9(RI98)0K)-(+;L1?n<m@wb>CPx3S#gc;P77H^kGXSW)_wonW7&Ecyu?AT*t
zI>7gV+~G<nT9U4<)hcgi8!RCi<q@LR4he4)z6rRSuH0qk><+A9$o2?*MyQ1weF$!J
zmg2ZEzK4)f{m?X@ryJvxD0@6Ta=!=t%++hyo#e3X9zGa)iQ|w?U+=!b*!znB@Surz
zvUA?MDpF?Y<fprOoXDC7&}(3-p9ML^<7i3OejHYhZ(ynCrUOR6tNrr83`c0z_bC>E
z$Oz<5r-z-7D~qfS-DrBGrVSYX#Z~epJpKn=<a%InfG(;M`Wxn3(S3(ZBFx9959N6Q
zSGYY{&|g_&tGZ$Yo6XD$qdCk!iC(O-&hz4BeIG+z@Hz#?XOq}9;>A^szx>58m=)nP
z<aSHb<X@5dI@SrjU8B9-2Iviwf~?F@6&>r!{siZmSs{S;>nvc`XE5|6MD*`Z*bsMW
zdX1+nM8EZ_d#o)Frrr%xogFr_HzYZz(K}gwr?dwMPVHEsz5VM()n`ofZPxdKipAWB
zBOSsG^H(g|zN)zPO&!dQ{1ddj=u3N{<$A4U)G^!Ls{#~zyh@E?o$yb@mB|$_1Y=gg
zko=FJ@9?#X;bn2z8Xp`Sj4pr%%b~<OxT+a?I^C_@@f|0*HzY(v{i<fE<^%q=a%f-@
z_yp=Do;4-2uT@b>1G+HZA>D@hs1Xo)YUu@5BkX4Gc5CgUo3hqi#jjHoIzk^bbW~QI
zG5!LvF3)Kw?o)2}DrUXW*ZS`4uZQa}9=APNj&onE>SO3e)~a{!#SI@fBaKpIQHG{(
z7H{FV-4<+c=fZBWiVe3KdbU?k=c+N?cRCN_yK|qu(u~94p$Nep*BXAnt%&dTykT??
z=2ieL|74NZtF`e)6}zFcIXc#<A}n&s=^MswJ+&NTU;?SJcyE4~p7u;yI=8Kvx-|9F
z)c${;%l*+xyKkJg_DdQ%NpFgm{&K?vPL94|laozZ8*={Gd-$OPjfOXB^RCKH_B`F)
z^~xwqIrV-LkhKu&+gc?njjV8;*kl=hBzpXuwLg{k4n;2NpHa1_0pE0#ekQ=`?1Ig~
zu1_*<f<?Ly0RiMDUCUY`+;^fs>BGHHeL>Eo>DEg=7uR$kMO~iovq&-sY=^y0nmlha
z5NeqJL{UQfh=&ZBSqUUmWk_-&{sQ=G$#(T|rCkm`UfJT;&2a8)n!u0H8%gca!gLO~
z;Wz9i+m1^@4Q<IPd~|Flsu&0Dl;@0L;)E9DK<npx=JAj;<UPV-EYKnP3|f%_RW!PN
z^Pp<-1;%a$cvnjq3%FSAKJ^C=L3x$ZlxatPNO831YH(w2F$CqEALcAtmWb%s7B1$|
z@z)c#vH+88U*LOuh6i;eI{NgI{`CdD=VcEYQe$gFVm3tZ`t5#m;y%a+lk^@Ow4sg;
zOHJ<cKLsUL-!hy;&8tg+PTijeK|A@AN82M+k~zzWbn?x)XY5zGS`3b2*Ac9>{h8v5
z5~U^1Nle$rc+}bKC|TJvMutv>lrsO-m!WC8A27drHQSQZ>`<zqg`dncY~vs6DlP<9
z*wp2MC+d`c9=VSX14=%5###h7DYb5%LNDdGY?*kv8Xf{Lp>@jgM}zWxW={DtARafc
z9+uRc|6UT&5zDB7J8N=v4WrJKn@XOjJkWSpywgX^Z)Duv*--D=<ov}i(;*IZ1_+dA
zPRaU!fAfOQQ$rSUV@e~1k0lGHD)KAZB)*?X^|^J;PGgrWhc@Kd?{6;@k;S^~m`wbI
zqU9DClq>T*uIUdXf0<)xitAfFxLgB*S2?)Vbd&jdYj^Wy;VDK*WP^%3Mfy^tW(u9j
z*utXA@R37`bt!y;jp6d2QhlEiDQ6un-6SBD_0`1R)3n2dre7D7yi0W6u{Vz`v9A^l
zbtKw%Dj8xT5*ONts7Retg|D;H>b;&p7q)rmevN9wb;8QG8`c8eznrs^NHFx2XR-kU
z?p8hhgv6c!LcJi;$t1sNZs4lImoKkkMJ^w^ZZd71&7VH|K5A0jus{LW;U7rv1LFX^
z>hRip5-}S&RbwfM{PX!YtJ_}99~8aqoSBw4P8c?uJG5(KbVBrnahqjvFSM@K*@ZC3
zdNCJpdkhSU8^m70f8|^>kq_!YVn-ssyMpSR^T(1Q3RaGv0f~2c1s{~HTW9I+03~rc
zh60~LSEY9#JVeE!6`0LbFu2QG>ekXs9Jz1tOReyzXXfXOZ`+Ec;v(3}jp})!0qrAn
zHsVpLG6qwsJZ3P<nVjJaG5L;@hlb4LQjyt}3oQyMR$}*lP+G1|Z%#zr81}l;iOm16
ze0Xe>5tO1R#5A*!j$dh^0V$Q~!~zB0|CdVXPO}BwGnuxg!N@_i%(3td`<<hr^Yuz*
zcmCwdkWYR6F#-rGK^UJS+(nGM(yQUO2sDT;(tzr+FHrPSCLHELzEq6YesAVK5J4$G
z6G16dyc$epA48EoCiYYLPJ1kx<~rhmd}mr_Kh~uoj4v_%)FxG9q-VfSxs1}5sA8g=
zElt=dYvjnM<Cu8W6dh|e(dvxyNBeQLUv(asB2I)|8q7-D^LDzKdRz6%t&nG$|FQGr
zy)Q+=7)G1C2s1v*HpTZ^ICJEn^xTVZrt7(5i#ds<&?ZC9xXr&aZUR*zWg9YsE+2Sz
z%)315oVeA!I_!tyd6AI(&gpc*46-U*^+{67raAkBH$?J7f-b3By25dqT6Raxwo2)y
z&;zd+9Xx93rufTd=qpr1g`;I65eHMC^3)oDdE-sqZzp_zIOW9Cf8aiIVIAaHG9tLc
z8sA`~G>3(=IR3(9@Tz1RhhMH`=hLJK&`u(&>265={bn|}L5HwWtI)!&u0DA%|IgXU
zKjXjl-^$NT%Mxym@W~7)MEI|=i|1+RdSrU-d;&F+V(;O2KYIbho?u{fWL}L_kXOg-
zyC>x0OTBx1ii^6^?iJ`@!pReRuCI7Fu9P2p<FT_<M*7<_b(jW7?u?4Q@-!lexyEtq
zuyFgyj#h-zdCiTsSM=W`-?H8iQ(?7JmVF;skf)kk>LtTjwdXy=MIuJFtMBcylv^K6
zsgW-z(azH84VbAiraSg_pwRj7<3p6Ml-1hkTbK3{OD6PPJh}{1R`(23{bCqZd@fX}
z`Q2N=@GA!PiAy;tHy^DfeI_`5T|TP8^k1Qrtp6!&qX!K-R<)3wW6fk!o1<U#7no_A
z?y#q9#+a>#y=lA=Q|cZZ{-IYbKVKfy0s1*GZFdJ$pFeY54wU<NRMOVXB>{PI=NTH^
zKx4D?qh}%mZ`e2#x0QD#-9saNX9GRT*VgIA5|T54NKtv(b}%;Yidh)@cf6Z$-zp*t
zLnIN_df4h<5-CZX#x_}9Bv^~~83?2#u8Bdvvc~5UsU9_}=OZvE#p7QRUuxvaWF=+9
z|KjuoNu<Y@xP8N_5Q~aa1Jc*_I`a~y{z7GFaVu&i6V2SNZ$~=1&A7WS`ftd-+vr@m
zb@Rkqp@O-0|263i)6Fg2llEZMydozeZD}8>!E#;RQmhLSM(rbi**n?kqanY+Nv>x~
zIGwx9JF0<jeS&VWv~Hhp)l63D<k{<c{NB-zJ4c*bn}g@NrMZJ<Uo>qA7q5I^JI~ab
z`3zqvwbwE4`*h3q_%W8|N;B)2==ks>LaOc0JIkfnGiKYbmYRuhc|hmmc*LQYD*Vf7
zoAG=nk0QnG3&*>E%#DAmS*!ITJ(7HqK};d9b0!eu2i=msxi=W}<;`WP%#!(r`!#tO
zYuc1|pzI3=v8g+cx%>aCZbjo3_=|K8t$bHoFR#n~-DLBxLHDfo@_Fp7+zV!uGJO5&
z-tw*`y>nMZq=%n=Ja^eiqxcs~?qIIcv<+E_mt7Q0=AW_OznkL~&z8ulW!-e+etZl1
zQE`rUe=@yJTakiy$HNNKEurEC!ph5ZvpmI4If+8s6^F-f{Dxn(7o`#qBUGLmMX=~a
z6rS+(N)+G7c4x^KCL&leE28e>L19weJ;XRT@T4jXhM2y>s5x0iWn{cCOIKO;`}e2q
z_T^rI40JiNmdzise4vldyQmUaNq6c}*^8=#UH3QY7Yp?WcaOVIZbNP2rS_}5j_{u!
zd8|C@UE?CoG<>01#?M8~ThB46cf($U*&=i`rHhY7CuhiOFbg5>-F?bR1KW*0DXjW;
zGg{s%<b3*P#z>0QrnU9$ovF#g6H0Z5&rui0jY;8!bG6aVAA4Xwi)OD5rV>~(=<R#i
zs^+41oWh&9Mm2C1h6=5(-smcP>`hRw^pu*GamaoA7Di?ouCt40wx|yO?qE0`cC>+@
zC2}zN6*PioHJ&hqIw<}tFd)t%9I};ONouHA!s%7xb*T7f+ZyS_uVY863NKfc2Tq12
ziAeBNzxq#fB;V(*C;JDPI`(NUGIs=@H<YsU3Ge-7nQ1d)qQV`Y1vtp7$}wFmp-P?I
zxm@$Q+uXqI_Et%E<Je&{WN)cXu$;h0-6!*G_ouWSzw6W{sDEb7CTdw5^6d+>&nwVA
z=QfP-PD&-T*qxCORkg!@@?>9VL<>|wn+7?UuUke~lAahN7B!B5ZuKqFXS(YG#j=sl
zMI13hH6SBArxj&NL}+A2>oWwfj{e)i4)XcJ!Afp?%8i{G7y60Xpd7u;?)+?yOvXfz
zg!8=K^Pbrr`5weDoTo@f6nk-`;gXiqf9n`SP&>ynsiFq0+BTFj1BxH1#u6#nr7di@
zkwTFr=gs11>;YI=MU%*7fBy2|6&W(9DkX!enlE!V)a8li)Fyu(LfktwGqfe#cH*?#
zQQ@)1_pN2C>`Z*NJO_%VsE)iF<+~Hg&Y@kFANuqf>x#os&n@CpM0U)Cxm%D5Ex+i{
z{>{+$byGJu4c*Cr|E$R&@h1!?^Gz0x1ssLRu@}21aJ?vL)NaF=VBd@a-F6YpL!iPW
zxfS*FjalEc?5xc>>8tIZ6bm?7Y~*?<JLo@F@IiaMm12-&T)2X7vQTL$Y{POQHZqQX
z{Ecs29xItfj0G8%jAfaljBPbi51iri=tW-@MVYp%cJy8NIBD;XF2b3xWmoyenO58t
z&B~2^@JO;&r_B4THKD(&ShK_hx6I!*n!QuBK3A9M!+k{ZhEDC|M=LxDj@lG;F0}1N
znyZU^jTy5<gvZF~c=n-RIEDQ827Qxkcq`J2D-hK-CN^^wU#XPZ^@MP!o4Hmi%ff0y
z!!^0W*675TkFi|7#-o#J|1%98*)4yzR2DhJ&CH(KdACF2FXziDwAZaYz)#Y1SjogY
zL#XY!!b``W{`%q5qR*qwn&AEtX!8uFKg=ulT0Ax}FL7XTV;Ey(*v8G4cY2CnqI1Ps
z<hup81ve@xN%AJUx2n43BR_V5+UgkhA$0qubndvDmU!NX%WyE!?@O-ZQXOCH`+z!E
zCU!QiLaIAMe6lp=pfB7{bL*zboKYBe&C(FRy3^TY^)X=!z3Ml0<`i(^(p>w*#_(2+
z%O|xs+cK-tPm56;k^^0F3Onm{QH{e6<@16v$g^;m=oH_V?lw`o>8|@fx2uEzmtSeP
zdMPveg0{gH@0T+wZGWlweZmMgq<kOj@s0_|@$@P*suGJYQ-|qgjmm0wt)0q#4i(zN
zynIv(Pj9meIRDsS<7QC}m!}v+zb!`CPBS7MNf|c?IFNwVaC;pcpqt=R{50H&xZ;$3
zu&R0e*GgT2wYvLeM5tl&KPQUqz{#(c4no%fwxtCS12SSX)>m=bDM`X!9vSO3KV_H6
z2595hE9E;YZ&sGM@cT!lwW}6Nx7PRaF0#o!&+$>je)dr`H2g9=S*IbePRth3Ms3%B
zm^_I34|qj2Y&TRjeClHiZo{us!(0AYb?>%{2a84Vo{H8t3(7}`Jgiy!)%a3(rBwCS
zc8)@;4(rb?>_qdg{gdZ{SBwr`hhj3h)i*gU7$G?F>JC1|h=PJeTjr63T5@C_GxFIO
z-?Bx-sU6?UwRm^=k3IU<qBppb=7-14EKkH)X8EfAO8?cy?>=6tDmIQj>TUPPkIlpT
z@H8Q6%g%VRmIKaJL(_X5k~)9&$_14Arr>^eqX>&V(TQ)u$)CAEedX}uALaC|^?LZ4
z52^7V=AF&U9eW~&qet~=g0!EKhNrg(^UQw8{spgC4ZPnMBf68eMtx`g$gKatT&i8c
zAGC|1kC5q#zOX^7SjP%}kRNIRC|`_&d-9&60INdH)DyLZPd|59xQ9Z|*zP^MczSeS
z#eRlf9Inx?^-w&e166KZLhWh#iwI6tardJ$g>T*^<xHY~?Va3>(ylJ67U`ri+PZ5L
zIN`>`_X-2N8{NUw5t_>)J-g-zM9~ap2N*CWqJH_^;I_=GJPh}b1=K5ZhfN>KYGJh$
z`y5d<<s)#zrhJdbIr9|moQBrZ<))0hIXHwiBc1x+07zc0%OI1%$(L$sD4mT8rwUT@
z#)L4)EJzJYV1})g2%fQZI3S*K{Wrw(%fubxxoCIFD_l&n&w>KMBke5>Cuc($e*r$h
zu>%U7+Hs3s8_$*a2*r1gQZJmNB=>L$N~Pa9=KN~oZYfz3%X-`v$0_&~qi}KPW{nd0
zWYmKL__(sS^}CF>s7vfJPrmA=fR?`?_b>dvW9)57ecK*~O1Y)ZVU-^RZ6X6b4w@yJ
z57zLUR`nNyPVD;sJ0g5<Cw!{d-GcON$8Xz7T)MHj<+xUMe0*>TNgWD+p1VZd+eNv|
zq#0Y`t+Vd7CupcMd8~R?e;QOS8ekI6(VkJ0R8&yT>7;+&0}1h9+AWPM$JYjULs$C`
z%d{OzWii9ITz~Y2Fv`-B2S;1m@0;5*37oIQxW<E0-)L@KJD72~Uok9AY{7E6e<{~W
zP(Ke>H73y=^^Ql>!A*oLkMYY*9g52*)RNz%t+~s%EBsOfutO4<cD_`VV8&PvP1zna
z&LY#ev#51LQ~H;H()Kw8%+G4UHlDlnQ!^adrQT|FeCrv}ant1tygxki#17Ez^7l>W
zFMK?={Oa-@rQE;G^@j@+;0*kvo$A8)VVN20Auz<GVGeEB1o0e1&Y0Q18gb^?W_vS@
zlalJAar4g(KW6^~&K1ySt8CH~pbYk<pm@gre2_;Jj7qZ%QMF4_$M2~A=4~>XwwdWv
zK5{nRkO4A~VLha2%%UHo>u1_5*fn8YW@RQ3M94$P)IrTsc(xCiWeNlO(CaYmQ_DES
znY)WQ6|$(M^{d?4VWI7txNJKmEVBMcY31Y1UbB3;gEqdgP}z4eE%WmUn~WXk9F(qA
zIrOS^H=f2?v$^tu-zpWd?yzhdB8&_B$xVK7BF^_IyO)$36^-g>4#2X308CzB2pz4=
z=Uy3CI&oP8g9Ne<YkM@G6c|YM!5~W>xKzzT4{;BOh?y<e_UA<VJZ}4X+u62fTgH~n
zd4^GvZpK{GHLi%Tq4B{OrLGhIc5l((1s7Q7N`-T6sr_~1jsIG;b<at5Mjf$zK5qWU
znwP7UMC2y*{6;ZVg?o;6msW`Iq3guY&PmsJTN%QcK2WI<UR(=?OJZpyTF@|9`**W+
z?pt{5=U=BR`?uvyCbN03E2yUBQOABs_>xV>9Fm=bxzNsPk=*%#lI`JQ+&0M7bS2Xx
zH}+8UHxmZC$!ytqvlhb(^m2i-$Mm}@OPzSh^S%JqAl-*p`>8#d=k3u~0j*^wX-;-7
z#0t(iBhmbbtb%enFi44Zt#^O&s9#Iz4V(6DBTK7+nw&w62eE&uC6tcYwll&5{EOCh
zu=@t29pV63aJn{`adg=SOyize4EZc+M3QLFol)^bFT6=L)(LZee|K!1S+cqOknM6(
zy<WJdWB7v}A5r|5>EQhY-yMO%l*m5CfcIV4$IgzVt4Eip-s<uEXH=z~R5^my92jex
z*G_3`mXUJSAfx*le(YhHOT_R84QqeEyOY1ls|2e3`_~!}Y(*hU+(%N48FWVtmFUNE
zJSFF79_nh#RsD#4&!n@GsrHkLf^e4MFQ*C#hK-POXWCzEQcc<qOMa7oQR0aw!Qox*
zPwSgce>XirmmC;}XsA4&dY^dn*dz~`uD!-H_vQ2F`$)?^6$B#fJf}_y$l<Bo(T>0C
zgefv@D*@jdSWpUIFJBPw3Akj)l;(V-P04+}_4_Hyy@~6R%|#p|BmT9ON<ZYpO2mW`
zWOcffK5%uJNV@27*TH#{<a)@{>T#*TP2VYU3IA{Pyc``n>nDsEERJwP88<&Rajq|U
z>IL}wt8I>Z9wO`5g2-NW$8{OzarEVy;!Wjt*R`wudz)7`H~yX7Hdz=gG16n~K%W<A
zTbPMZuQe>dO~~}PM=dSqTHe%ZTU@wrA^T?Fvr%9}N%Cfh?JjsaXgn!#Tb*t`EEx#%
zI6AMoLAPrI4xwIs+kMcTY_uhF=*6`2s+0&3g;MX_5nnN-f8F^>6oXO9ZCA|==f6FF
zlWCFkZjrH{FN2LN*7KR+1T`{JE4EFNTkcXid>jGVlq5Z(9SA`dW1qCn3-ODyDe~SJ
zN?#*29#+E2TuP5QuDLmtNZX5+?^ZqT&oEss6D-?cxayo=R~{z-9bD(0-u_ny7m`pw
zcm3ZwxCTH|ELba&24Rcb5Xiqc)2giF&~$C?A!C~CCzIaa_Cf@hAk%O!Y9+=_m>0AS
z#@i^22)<`iI{%U#RYTZY%4NJT#V9H{P1oJ(_`^+KrKPrr#HPN%y|1B%$KQw$l6z<4
zACtLUFrMxNt$h@AXX>w|YS0fw?s8Zx92SwTG>(b)D+z$hPTwY_Hh+2VY$Iu}>+bT@
zPg~6A?s=c9)Shv6zks7+M?Xplq7KPvizmfo0^4RqWGr+Di)d$S|IT)2+8gFYbt73F
zBJl$m@4p#mfz&5W+QFLc&l0a?l{B{Ya&;Fnym)lQ@rHByGF%^Mc`LYss=eMje~bR9
zo=U}fVorNNgZJ}UE0J%O!#fKj=-MJH!grN7t%r}bd$kfHMIT$dZ=MVneM_jNV@}@H
z(i}+^rwiib^r$Urb|f~Bne9}FF3oJY;(~31kipqqX2sZb*A440re*PYeC?Nud~p1Y
z)Z3F6$6*GU;>EiR*UU+QjT<5lb=Je<gL^ru#1+!sWsX;A$+EK7>RLQPhIlnIy0A5?
zZFHqCdm1dLz9a6Gn3>{)C6&H0?zc#1I`8yUF)NNO(gl2=iCT}bZsjWbCX>1#=X5<^
zdM9X#{Te&AvV-$Qv%ZdBie}8Et!H*o)S-L1CAx;o^{6X6r!TC33=cQeZ*FRWC;Ri~
zd_fN^T}9#juib)w1PIIRPpWICZSO{#>r|`Xl{Xr)SSdQCzOx_N_eo~#z>M+luIqo8
zLzrMn!PE8Mup4#q9~9VMTSEB&%qyPPu{50E2x!yh6=&|fRmGoQpP`TL(C*vY@wT%o
ztgo-HUKzZ8?%T!pY#l$)M?TK0ghWElyYezT&Y+SNM2WxIDh6CkzWj4?K~`T_IGmDH
zRJ;(!4?ci5g>#$p?;48z)&uMt%3HpJUqigmEq&A57x7p#oKuBHITM+b^!!H!aw_S$
zkM;^?MH0VJh->3Umuf#>G)OV<p6@0)aVpaAq7JC7#7QyfdRJ+q7q{XT#RgF~)aF%j
zoo@2tqWfM_!~rLdp<f!z4;1ZfTDS4;9IQ6ox|ONs^A^Ev+vQwyD((A98fJZ@^(#;Q
zEfSH#lK0t2M+8yMnst3MFn(m;+!SAM&pEE1H=O)j<9@BWRVk(0qmN&<!kdG>ZhR?7
zwl-TS?R(!5XcIHhV>IvNX3lc{mDf{iXzZ$o^jZ4XJeMDNo@-#F%r<}RS@@FeXnCQp
zzQ$MrCPEU%N0<VoGO)Rw9;r$n$Ei6rzRq(iu`fwWSVR>K2mM@wW7{h)1n}(EF?QQT
zf@6Gd4}f|)&=y^rQQY^|w+ZR+8N4Lwd*=Mt@;hB=xqj*%Z78K3?;$7F5>M#RB6ek}
z-XyqpC$%2(#_hoHR)*1l{h%lthiJ{a8sXZ;0<3$k(nqd^5y?rp9p-&MZ5muzF!#mJ
zKfvI58<zd)^2$+;H;+N51pQ0jc0(iBi08K%(^<O<OIILifN7AdynG4Obx!S~si;r^
z=bV~HZkx+LsGKdF7%c4O8q?`s>O#uI%<->DEct2zV#}T1jG7KB5w`du=TIeVW18Nq
z#`jmN6nWT;V)x3I(%!A@o+_otOJG+pK6mEiZ=Fl2tEVQJ4nG!s^!V`{*<1|i1&*ne
z_Wlg{)hqrWl$y3j+R4@}voT-@noFIG-|vRZlz#3dU$avsLA-WO=ZVMeN}hZ2xZ%1*
z_mTeFTdh%~=?$T|nv`blrJt)}5Wp$KT%ZkZa#e9b%VD%2vU=>=h2NPf=n-Su9O!2z
zJg+r;(bCq|^YXwUewRhPzFb{R()M~!f39w>Gw8+&m~}9MU*LQIGpc$M^UI%4UC2#X
zTW1@K&4PGKrz~S2SL`{CJ|`g2JsWigwZ?k^M|Ylpx7D<0s>d;Wxj08xsq^cvidMG3
zLd5%^f&0|+{Sr#lw%N1CmTvGiy*GXKOlzP|^o;Z8|I03BOybduS<5Kdq|HnzSi!Br
z=*V&Z$B%ZB{l3D81#I?DzPzV;IzAMFB|-T2_V&IH+_f1>;v}_^QfpONS%0t&N+VA`
z!_f7eY}(7_ue$9oR+U*ar1-ESW;g&HYN>b1`x=I-hT&HCilIe93=YQl2If^1CEkbp
zOz!(L?f6&Q4AV<)Y4RinoOu3sj+gH@u;}(<(-MF9*O4KR?jXd*na!Lt-MTk<aL*v?
zm63l#$u%B^I|l`Lbb@F+|HqI2$L}J)`O3rf8?H2y&#d6}@-tZo`uFR87cd-uzPvIE
z?Sp^5JnaaFVSm0nb{ATP|9p9v3EC(AynM-ebAMhEWHs&Ium3N8?Qx<DrLO{%9-xNY
z2W<dHl79YtO1R6xfyU~;qWq)o3Y`C+hxlja^xxiq?yHQFk|wB`LO@1eST6)QXURv8
zZao3d`o_vS?f+on{x@$}FEriY;!*?yEn=&QUsyy$ggfrjnXp!~`aHb~%>SJ$c&gWN
z3R+zM+_3*gH}nge=)Z1r0~k#IdHuh?`F8#1x%4tnd+YfOyifmT;5YyL@#AU2!F?E-
z?S?V^R50Rt2x`wNj*cZifBpn*=bPjK_tw_dr>?tG;CorPr=e5&JoDSPN0O3~nRb&+
zm0Q!XNY5?%rpCX>_S`W1s-15N6R*oIF24P+{q>eu!}US$cWR02C=zTI@jv{SOUKQg
zK7AS%5|RYKYmUZe^EImKyrcK-uV&i4+%QA58O7%K?$)XkSh8jq)VTY<d-p^|C4?-W
z3JRr4si~<a-zVmPvn1JyZ>~Sr%ImTf80&cxtFWxsuD#~9n{a9VH!*~DZ-;;6xdXxz
zn@nLVZx5jMQo)&69UT3X&CN5Ms@=qWeVS5JQXYx#?-pNnn>s@V@Q{f6t#m<in{54P
z1^=IHxBEM6#U`NGv5`)5mXMDULx}GqcV|%hr2NH70+-cDwKCEcYv4!2Tq<^tQP}=b
zu5MXB#E)l3yeD))EvU7lLj%MT)KT7ER#;H{C3|8L+Ay2HCY|u9k+(U#5n@wbn?L;e
zfwkf(G;TQR<HBlwD0vz=mzAAYRC|nRfr#3#0sqU1$l4<!s}f$bU0?cxk1Y%%9cnsr
zbda);H8qu$KcT8FsDT{0iI-iLJRlLVy-gD<571d<xbxz3um}BUQ{bg^tNfaN2Flfj
zS6hYcyBS8nouWeFBN-%muDnN8U35fa>z98t<hC51cCdqch6JBb!fMoUF?53HNab6;
zS`jhO9w*zU<uLzvd-7sZb@e@kSi$zn&cQ;H+~&V+n{l9_-nYNwv%eHY;zOVd#86*}
zlTT~&qgsR>L#dR*d=?NAKbXcZ3>G#}g(*hyNPueh<pu|Sa0cpV0)dMG%*{m4qBYQX
zU>!qRX<DeMg>A9pQntIvj?&w)*xfY8zASaRjiu3w;t~)a@81ky5NNd}oj{;=SL7^g
zY!-QUu;43drAL;Y*3r_Mjja7D=rpHh1##nJh0S=iaC(!{HgU-|@auGY?8QTrLsc%e
z7NEmu@%;I7{D7g47ka^Arej?W^`zoBEsK_q6!j%R4o+6qAN*S%-Nf_Nvm>1L#J8qG
zsmh`|%|WxE-?}GV$xP4l7L3quSDSW_68Cq_2E12^zreFqcgOGK#rmi_Q&p2;tg1O9
zs;a7T1G&00!{VSFkNN)nJ0>M11p|uQw++ND)35IBPrRnl$+t%6p|JtN-c11)1Kz;;
zZFoza3g5#OFKDgvhPYE*U5$aI+*fG`;Z61g71f30<kK||!l6igKK<}-H)a0Gu*Afr
zrNz3}$LpdCwJRN2XBw64?d@~y%tuOd*Z&Hx%kVjK!6^;9w^7!QeY+(=+2I0KySkI>
zv&q5RRqPUGTPwK!3R}3-sbyH7eNz7dcg<Qz=gxVw*!JwT0kXlQW_kPJlc2QwbgcGS
z%URSqZ&ciT)ubf7{<E>YV4vN|a-WAj`#ad0(Y6VPN-Q2MuVsyTzZRZfWxC1B+g-T?
zEW&Jft-9INg(JQJEqs<!Gc&q!SAH-eSZmH)yog`QJDf|lUj|2M40zo#54cjiXlrjr
zMwrG{_krZdrSzsB@^cX@H(Z6r979o6w2tyNWvZWIV&>LsKR;zVJqaQtWh+<RZ!eL^
zMz5vpy0uhT)J#+fWfN$h2Upa1V#~1JZCw;MjWAE*z-+pIqa$8KSX1h_xI5*`I)twn
zj(J!9r~RD<@XSm>S`Fy98Mit#)RmFJ)IJHjkMtEyyVV5mE*$i8g+-jhY>%ebTK&>7
zr3>QEupQ~b&U0uP;j#p`GSPnX?`dyZk`<S0h4=(<M-USyS!|KVgPif0#?~*#u$I6(
zg{Kc!qkOjU=^A3no%Q0=Qg5fGp6R>c!cPX$M5B&3#O=@?$%^FCZ!O=9-WuTz6^0+u
zw&>6dEi2pQV|+Qu_a?g3W^Ari+}|Hkx<u1;E+N1!&aHeGpR5~rZ<%J#hHSmCsb!3|
zrj@@S>Ru9l{Zj3I!3(%_op9g%jWU$oHq&&)OhR^-V0afq1R26X?Cr+zld9GEMZOfl
zq8m|k-!BVTo_jb+fs>4k;+$iiChfka5i9U#i<z65ZWdadoB{Lo+@EqRTGnjVs}GU3
z(N|)XFJHf-<A$4_96N=Dgj|*vta+?0$ABksjBEx>GB@*Yqqq~X6=X5)fhHIxih13U
zlrm-&J^e_Y?(XWFKJ<C7jUhAASp4UW1{!fK!wC5s3bf~}p+H!F3kXxl$A$A2X*F@b
z7jj4LO945C_y!IK{^CqfoHtiLCCDe0;IrrU#?Oz?>9bc%@VmSjw6$X4x!Nv7b~PaT
z4-;OOMjKln>_-eua+ZxI-H?mm;qWfC8sN&dEI!_GCS!xSm}3VPVi6*kOQ%FS(Q6}G
z9XW)4$$ZbX0LfhIW6N8+zvltyQ?0yR%|@_zf|}O+wU6n)<nTqC4ogutoyZt1wH{d`
z@9h!rlQ<cg%mxSl$Ie0w=mtw(^V<TtUlUjKl9z+Q0A9z$*!LvaP66?8Z3&B|+O8uO
zpGk22d7Q9|1!IIbZ%STZdk7K78N+5C-{w1u+MZ)4Y>-XOHLjehjn}sZVI1vAkpCuX
z71N-DMW$<Tpkbh4Z2SdDy?<N0l#ZTW_p4Au`<4r%``YXmSR<B;qZJyT&BiL7`ga1O
zCEUqop>l72h&+6IvM|CZwy+%J+sQ%O%41`GNMoeB_M+4bGpKDg<tQ=&qFBH7Q5)|7
z`EsX9F6djf=;_1gd@KTAeY{?Dt?Qxt#4F0(u^VB$Z9ej1a(uA^KtjpAZbwUQb^z^~
z?dy9md*W<XXXG$ku_i=`qJz}S@td2j1J0(6k*&n&i}uUh5#2jjfC9M}dm*82FIFw(
zP-I4rA-qp|fq+8JjSa+keAQAdVJYuuI6xcreVZ!hg`DaZQICxhxPDwJ;%N0&_rfD#
z=^r~p#$wB<XTm06tfKbJJ3~-hD|SFQ^wRiL<zw7;UaG_8hbT{JNgNKn+2UzT0>*Q3
ziR;T*mYT01o^GWsD-bSF<+9Y_wsHnER}W_d?;Yto7Ybwe#&s_b^lwD*nnbzbPO}sk
ziOoji>X(`L_)0vrP23X1loVq43-c6S9N06l*W@;+9;9N6x_EV&W;MaMHY$cWUDQYI
zmYIKeH1SHY{Ztu>lxw(s0iAEkf@_X6^v={SMrdc#$irZruYiPVL&*<A+?(@dwpj1c
z&ly{vdJh+Z`4^q$W)$<Z{3kR-F<mTo`y9JkP~EN5b*+)dqMu$wP?1J#QPw2cQ)ajM
zWCI`~!pyovvuB3b_(>t!E1am@ds<X8Q<WT@oJX-deeKk=k9gXAg1LU0c?a;ZojCZ_
zMc&4sp_-U@ONhBT`(9LNRFoEe0k_j;*g2ugVu*}ZFy%^s3%s?jd~UBNOP!tI)#NEC
zD6Te;Z-}a2Kr|t{3r(cN*H6Dl1ACKBS=>|1ljz~|h_lCnf>YP-zr1az1)k6L?6#P$
zFAp=F4XDE?u`xoni;xBALJ7zsIX873zRS3sR<nk$C^Y?b)$So4x1SRuLn16v$SseI
z`R2b@yl@B9HWMz!uHfv|l8N~%qj?Bt57SoFndR}HjPTS-sZ3%X1WfxK*^G?-fmm5)
z_#^%wTX_2|4fEn^?Eyto%bU9d!~G($;^?RLK=rP;L^6W==joU7g-29hIRlu|*pn^3
ze(Uya40epl9ksWet=?Es?J6T&jP6jA6yozlQ{FF5xqQqS(G<j5^vt01Ui93Irh!{3
z(sQw>jY}0Q=6Cy>jn=<k3)UJ)qpC4uJ5<a8D~MNmaR~zcp-{1AbPgNMtvYcuP48Q6
zw*4ia{i=FvhiP=T_}(v?-|pbvctalD!l#YA+4s>W4fzmhl@)HBCPSHgQQOCwU=Nw$
z7C6oPO{4W{5G<oiE~7u1FCXkM9@muTHC%0oW8KhA2s(JPNyR-5xrEv`=oH(@$+q^7
zx=`c3Zoj~H#FVRI>TE}8aP_aIOBx+1E4ZOF%NM5dwcRVYk!7(}<Blmeftk^BI=73@
z$iJxrmtEbjZ)RuBYxehcG;lgs2BWjur<WQ%3;2p3w9_-w&hxstwnu7*?zE>+zFN}v
zA+5*Ub1MQAc?fAe($A*#G@?J&s8l=m#elvGQ!zhXEqCR!ruSLHd!`0eXqscws}Wlq
z8`H72IzD_NE{i3;cc=X@*xhL%C}KV)dN6pRqoO)n5dq|a04KQz$2mCzJgYU0Q`4^j
ztj3^dRPSuS#x1tL0m){tGC2CU8R9z%3JMO|jfV25C9Y||IeQ4gg?a5(`d~etW9^Vr
zLF38CHBC8(-QOej*MbR+&H+s8sM}1u1}_T;?@NYrSmfle70ig)vusD0<z=l<SeVN9
zDI83$?fJ*^w_l})?D;F9%ojSq@rAEgauK!fjWqAB_Y*xB*QRz{uu&TA@m|};(qKSd
zOnEi+`{6OPHG29N^QvSC&_(^v<C%SSyIT#d51!m#72kh&|7)=PlXOoDJfw=*&b-g)
zHg42&lIt?y%;s%lGpGbKK3!OiuG@WQq_J5?lvlo8{M;LlN$vN)tXkcCuEl-%D`gAk
zT-{O-*>QM%&z8j}>Se~(?(>6bELWcG)lTf#@h%C4Guis@hg*$R3Ot-_u;Ue=MF$^w
zyY;JGkIiJ|ChdjXTPY>G=zpr&`ya3TA3`wHDL;7dKreEr*o>K2-YLF6>ZBLSqA>MH
zd~Y+k4@CyaSbezYI_2LiM_r*90Qbr9jbF{oZP;<2eJ}Rqtw_{v<DYM`AWJWTUcm7a
zCsZL5tqqwaW@co}MvV}m%9ROa$plMjZ#+zwP-Kb!=0{$nT(T*bxOnm6HdMGl743)R
zPn<a61STBYskZQ48GC>J>Zd%^p1W1FyQ$oCdo83keeW&YP0s+RF3guFzRD^pYC!1?
zRdgyqO*Qz#cc-<A8OQG>YF|b{m96hQWZF+6SLU$3fJn=(|8?l-$u6?xwY4~Dt%uG&
zIi~r}Fu1v_jbQgQpo&$8q6v&u^5IC6c(MZqDk-uaxQ5>&f3_!$41&)yRy)NFp-2iO
zi=o}mC<HU2>{~qwLSrd|gM*Xf`=BJ%YZ5G)w!Hj;y&yUwBF)f;q)sjXYN5nxj}uk}
zI4m~ped0Vv7deGP8D#}UsZKE>&}se+y+Ov->WuCI1+x86|81YuC@B0?z;{GHxI0Pm
z168oa!9qA%EZt)QcCZ*xAJbet86={nqLL)CR9#Hf$p}}ec;q*6GNFaY^i)&~Y6@od
zk(WrL<xCbjfWDdFT2Ga>w*o%lcb&4JLQ01EY!(nsf29*4XTr>sjOy4kDxVMCCWy&J
zaC8Gi&45Ccv|#Jwz+{F<h@j-pFaJqp6=A-Gt6uHMUXFr~hYY9bJM08ZfCI?u>6<hM
zA#FSWcy_LE!0P!uZ3|qQNg$&zM#p(kJAV9mEN&KYbmkX1PWH>AA*m?=+HhPD3O2R*
z@cw-vBG6`}bRh}^%0@JSm+*Px#q!-UN;|<U37GEw)tDJ>Gv7?ah6T`DrO$`#9|wcV
z=1V@Z+bei4hl5Fz99PAoo-~D?#j&c~=+Ch5`kV&z&D8V66B2#)hSclu=8&K;AOCuo
zQ<tfI)Q8_;q?>Gg4*Uve^~HCil7Z~)H(^|W(xx!4bIlGu#*67c%ds0BvISI{m9~f5
zUumK0$=C{qbf>WtnNV3<ZY&BuyNQie*Jp`TqKvfk6A6j07R3E$!4^=TC3a5&RXBlG
z_5=?JiXdm8SakWM#CMk;vQG@9DO_SVoEhQ?pA5dqUotmy%5{>L{70QP|ArAh3MoD}
zVTG?LjUVW(Iuk^1#&cTsW@~m<j#oNarItm`tmPP@yy=K!kAyz5g$c~lj>Cd{hMSd_
zlgs9}o$UtvXQm$v{ykA6a8uKny*Izc2v|~a#s_}?E={O}eVTI_^c5&-|G9}~2jgL5
zYCI_h!s@2z-nhpSG9n*RHbJMr=#>?!<%}g;-^}#1<+pcdEC&mIXs>5`BC=SI0WJD+
z?hQ;w!YJ__aC_@2?i9;zX7<q|ABO|Cl{1u<MnwWN-&<rVR|7<t8R;J6&Z4YQvWt*=
z5IA{h9~c6#rSG-9mKov$&y}M3^~K-6Pnujr)$S~ctS?~=S7$m0fCS3*Obx!b@@~2#
zK6@BxmALNkNJ@$TT*tt~*VjlWtjU?x9cr`^o3To^Etuy6<CX`qa&mGto15^4{F=B!
pR;vB|`ahS={r{bNzBRb(6EAS<LsW{AGx=W0NGd+cdtl`IzW@h?I|Bd!

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/honeysuckle_classification.json b/modelling/data/abingdon-all/seasonal/honeysuckle_classification.json
new file mode 100644
index 0000000..e202920
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/honeysuckle_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Honeysuckle",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "broad",
+    "window_shape": "sharp",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "broad_season",
+      "sharp_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.17,
+    "season_end_month": 9.085,
+    "forcing_peak_month": 4.96,
+    "season_width_months": 4.915,
+    "season_midpoint_month": 6.6275,
+    "season_start_label": "April",
+    "season_end_label": "September",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.906,
+    "DECAY": 1.738,
+    "OOS_DECAY": 4.148,
+    "POST_PEAK_DECAY": 4.049,
+    "POST_PEAK_SHARPNESS": 4.698,
+    "SEASON_START": 4.17,
+    "SEASON_END": 9.085,
+    "SHARPNESS": 8.596,
+    "FORCING_PEAK": 4.96
+  },
+  "fit": {
+    "score": 0.056
+  },
+  "warnings": [],
+  "summary": "Honeysuckle is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to September, with a spring peak around May. The season is broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/honeysuckle_consensus.json b/modelling/data/abingdon-all/seasonal/honeysuckle_consensus.json
new file mode 100644
index 0000000..fd5c084
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/honeysuckle_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.906",
+  "DECAY": "1.738",
+  "OOS_DECAY": "4.148",
+  "POST_PEAK_DECAY": "4.049",
+  "POST_PEAK_SHARPNESS": "4.698",
+  "SEASON_START": "4.17",
+  "SEASON_END": "9.085",
+  "SHARPNESS": "8.596",
+  "FORCING_PEAK": "4.96",
+  "SCORE": "0.056",
+  "SPECIES": "Honeysuckle"
+}
diff --git a/modelling/data/abingdon-all/seasonal/honeysuckle_observed.csv b/modelling/data/abingdon-all/seasonal/honeysuckle_observed.csv
new file mode 100644
index 0000000..74f241e
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/honeysuckle_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,3
+5,7
+6,1
+7,5
+8,2
+9,1
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/honeysuckle_parameters.csv b/modelling/data/abingdon-all/seasonal/honeysuckle_parameters.csv
new file mode 100644
index 0000000..4bd3233
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/honeysuckle_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:01:12,honeysuckle_observed.csv,3.725,2.227,3.852,2.124,5.487,3.86,9.61,13.243,4.48,0.03225803390714594926861956858,
+2026-05-21 15:01:12,honeysuckle_observed.csv,1.534,1.696,5.791,6.891,2.611,3.47,8.26,3.944,4.81,0.1350824011308288159963385883,
+2026-05-21 15:01:12,honeysuckle_observed.csv,4.888,0.733,7.077,0.979,6.4,3.7,9.84,5.576,5.48,0.07798243854188071071400540657,
+2026-05-21 15:01:13,honeysuckle_observed.csv,2.053,1.211,2.071,5.552,9.535,3.37,9.29,12.92,6.08,0.1377362472460184339870858329,
+2026-05-21 15:01:13,honeysuckle_observed.csv,1.856,1.265,4.092,4.968,1.845,3.08,8.46,5.418,5.25,0.1002829756422858923010059041,
+2026-05-21 15:01:13,honeysuckle_observed.csv,2.044,2.915,7.707,4.561,1.151,4.13,8.35,12.53,5.56,0.06047879617439556891432532945,
+2026-05-21 15:01:14,honeysuckle_observed.csv,4.658,2.021,6.955,6.662,9.444,4.84,9.34,7.27,6.3,0.1323895533186645674642156546,
+2026-05-21 15:01:14,honeysuckle_observed.csv,3.564,2.152,3.663,3.052,3.022,4.57,8.4,13.673,5.91,0.1076530692595399192478867373,
+2026-05-21 15:01:14,honeysuckle_observed.csv,2.817,1.153,3.659,4.652,5.341,4.15,8.37,13.978,4.16,0.06264656777762103270849040488,
+2026-05-21 15:01:14,honeysuckle_observed.csv,1.859,1.842,2.339,1.088,8.546,5.0,8.85,1.223,6.16,0.09545008504030149711216411565,
+2026-05-21 15:01:15,honeysuckle_observed.csv,1.843,1.922,7.811,6.542,2.237,4.1,8.69,3.021,5.6,0.06594510133041388758694482034,
+2026-05-21 15:01:15,honeysuckle_observed.csv,2.384,0.517,7.358,3.894,1.818,4.07,8.49,8.979,6.06,0.1047823498837252226915203919,
+2026-05-21 15:01:15,honeysuckle_observed.csv,2.317,1.607,1.072,5.278,9.89,3.37,8.09,7.88,5.03,0.1114933366670719078372915123,
+2026-05-21 15:01:16,honeysuckle_observed.csv,3.924,1.397,1.518,2.705,2.474,4.96,8.52,8.629,5.27,0.1331437765304940481305793130,
+2026-05-21 15:01:16,honeysuckle_observed.csv,4.939,1.1,3.518,1.907,6.027,4.37,9.93,7.578,5.08,0.04265665770293829549524171134,
+2026-05-21 15:01:16,honeysuckle_observed.csv,2.611,1.599,2.44,1.116,9.284,3.38,8.75,9.111,5.33,0.09694037116833821776279369408,
+2026-05-21 15:01:17,honeysuckle_observed.csv,3.266,2.528,6.886,4.295,1.577,4.57,9.84,4.849,4.98,0.04106330714173374465041198627,
+2026-05-21 15:01:17,honeysuckle_observed.csv,1.565,0.718,6.242,3.546,4.054,4.95,8.47,4.056,6.31,0.1648356396468943908990105599,
+2026-05-21 15:01:17,honeysuckle_observed.csv,1.06,1.203,5.731,7.732,1.195,3.42,8.51,5.984,5.13,0.1177345159157264470656085123,
+2026-05-21 15:01:17,honeysuckle_observed.csv,2.63,2.285,7.195,3.896,6.647,4.31,8.82,6.535,5.49,0.07196095438102725773779394459,
+2026-05-21 15:01:18,honeysuckle_observed.csv,4.685,1.942,1.627,1.656,9.332,4.99,9.59,14.037,5.89,0.1326795884614378925468478151,
+2026-05-21 15:01:18,honeysuckle_observed.csv,4.101,1.571,4.331,6.625,1.107,4.75,9.25,6.333,5.27,0.04878813220761454312386406125,
+2026-05-21 15:01:18,honeysuckle_observed.csv,1.609,2.986,7.918,6.283,7.236,4.08,8.76,9.014,5.27,0.05642805000608190657317037605,
+2026-05-21 15:01:18,honeysuckle_observed.csv,3.544,0.575,5.522,7.172,2.248,3.27,9.48,1.124,5.55,0.09023046131607218810129020427,
+2026-05-21 15:01:19,honeysuckle_observed.csv,4.003,1.893,3.971,7.081,1.693,3.91,8.81,6.817,5.37,0.05674632693819153854008244476,
+2026-05-21 15:01:19,honeysuckle_observed.csv,4.658,2.407,4.223,6.78,2.332,3.21,9.42,4.897,4.98,0.1234262438017554274770328363,
+2026-05-21 15:01:19,honeysuckle_observed.csv,1.035,1.183,7.507,3.529,1.242,3.14,9.51,3.915,4.7,0.1176077497376744469396131154,
+2026-05-21 15:01:20,honeysuckle_observed.csv,2.448,2.133,5.704,3.271,4.54,3.5,8.67,4.114,4.73,0.08061359176768907881692116294,
+2026-05-21 15:01:20,honeysuckle_observed.csv,2.57,2.528,1.615,3.03,5.015,5.0,9.0,2.447,5.4,0.08492390424099090178426492219,
+2026-05-21 15:01:20,honeysuckle_observed.csv,1.779,0.509,6.481,7.919,9.139,4.42,9.87,12.403,5.03,0.07000242518436790495625162557,
+2026-05-21 15:01:21,honeysuckle_observed.csv,4.207,2.967,2.72,2.425,3.28,3.71,9.33,7.031,6.14,0.1035549711806821669340926516,
+2026-05-21 15:01:21,honeysuckle_observed.csv,2.305,1.91,1.635,6.393,1.551,4.91,8.48,13.126,5.17,0.09516056411114831607122157096,
+2026-05-21 15:01:21,honeysuckle_observed.csv,4.914,2.147,3.935,4.49,4.17,3.89,9.42,1.317,4.94,0.07632925058390475396319480347,
+2026-05-21 15:01:21,honeysuckle_observed.csv,3.583,2.091,7.229,2.352,5.014,3.96,9.44,12.716,6.48,0.08398758143872427989316095630,
+2026-05-21 15:01:22,honeysuckle_observed.csv,3.513,2.915,1.151,3.661,2.79,4.97,9.83,11.732,5.02,0.07259406148614722430546846315,
+2026-05-21 15:01:22,honeysuckle_observed.csv,1.202,0.959,1.749,3.875,3.296,4.13,9.7,2.996,5.4,0.04603677490430973656837968146,
+2026-05-21 15:01:22,honeysuckle_observed.csv,1.933,1.962,7.198,6.337,4.002,3.7,8.26,3.283,4.62,0.1050391990736447362456521418,
+2026-05-21 15:01:22,honeysuckle_observed.csv,3.709,1.81,5.129,5.594,6.2,3.05,9.27,6.44,5.53,0.1073654448549160492971579573,
+2026-05-21 15:01:23,honeysuckle_observed.csv,3.832,1.078,6.084,7.429,9.732,3.19,9.13,4.918,5.65,0.1135113580403412548743800779,
+2026-05-21 15:01:23,honeysuckle_observed.csv,3.123,0.539,6.084,7.024,3.699,3.33,9.95,9.956,5.78,0.1058448545019637735105180190,
+2026-05-21 15:01:23,honeysuckle_observed.csv,3.001,2.034,4.757,3.322,6.829,3.15,9.22,9.819,3.67,0.1581863053139412099772112074,
+2026-05-21 15:01:24,honeysuckle_observed.csv,4.927,0.617,3.239,0.665,2.954,3.51,8.81,11.33,4.11,0.08781222514452051274528147594,
+2026-05-21 15:01:24,honeysuckle_observed.csv,3.87,1.189,6.231,2.269,2.438,4.47,9.24,14.181,4.98,0.04297683791918346732890748731,
+2026-05-21 15:01:24,honeysuckle_observed.csv,2.023,2.341,2.649,1.902,2.876,4.93,9.95,12.608,6.11,0.1291653208892660369411902150,
+2026-05-21 15:01:24,honeysuckle_observed.csv,1.568,1.8,1.672,4.698,7.876,4.98,9.09,14.341,5.9,0.1601058585160110773815960804,
+2026-05-21 15:01:25,honeysuckle_observed.csv,3.521,1.107,1.768,7.576,9.377,3.3,9.06,1.867,4.2,0.1889887752085271359331545919,
+2026-05-21 15:01:25,honeysuckle_observed.csv,3.409,2.227,5.237,0.272,2.114,4.31,8.18,1.702,6.01,0.1117927949466208241412936130,
+2026-05-21 15:01:25,honeysuckle_observed.csv,4.728,2.264,4.369,7.466,4.514,4.31,9.75,8.426,4.7,0.05287136015442538299708000885,
+2026-05-21 15:01:26,honeysuckle_observed.csv,3.779,1.703,7.545,0.252,3.157,4.72,8.24,13.186,5.53,0.1446120891947891907925198323,
+2026-05-21 15:01:26,honeysuckle_observed.csv,1.486,0.703,3.804,1.018,6.915,4.06,8.04,5.488,4.3,0.06074391481571033236193481639,
+2026-05-21 15:01:26,honeysuckle_observed.csv,3.74,2.556,1.046,6.299,2.577,4.57,8.32,2.927,6.18,0.1098409515081700424726356197,
+2026-05-21 15:01:26,honeysuckle_observed.csv,1.328,2.84,6.04,5.909,4.831,3.54,9.11,12.149,3.62,0.1676600434593706428217331587,
+2026-05-21 15:01:27,honeysuckle_observed.csv,3.747,1.24,1.24,1.848,2.462,5.0,9.79,13.904,5.08,0.1168465265312995849577358380,
+2026-05-21 15:01:27,honeysuckle_observed.csv,4.239,1.344,4.534,1.368,6.875,3.08,9.05,7.103,4.01,0.1262225123844313304234976142,
+2026-05-21 15:01:27,honeysuckle_observed.csv,1.441,0.925,6.555,7.088,5.006,3.63,8.1,4.009,6.12,0.1445609942080413098087426388,
+2026-05-21 15:01:28,honeysuckle_observed.csv,3.262,1.583,2.882,2.694,9.326,4.67,9.79,14.446,5.75,0.09856242125054448344555154282,
+2026-05-21 15:01:28,honeysuckle_observed.csv,3.1,0.878,6.822,4.066,8.586,4.86,8.85,14.73,6.39,0.1538699092600103935676371243,
+2026-05-21 15:01:28,honeysuckle_observed.csv,3.327,0.89,1.445,3.933,4.06,4.47,8.33,6.234,5.64,0.1133355030954624667113059256,
+2026-05-21 15:01:29,honeysuckle_observed.csv,4.91,2.184,4.85,0.239,5.81,4.23,9.04,6.951,4.6,0.06885500304388242808666116854,
+2026-05-21 15:01:29,honeysuckle_observed.csv,3.155,2.063,2.119,7.056,1.197,3.03,8.88,2.788,5.5,0.1280003199496610997029845962,
+2026-05-21 15:01:29,honeysuckle_observed.csv,1.097,1.39,1.512,2.268,5.076,3.67,9.51,3.369,4.56,0.07411121884082075375120557993,
+2026-05-21 15:01:29,honeysuckle_observed.csv,1.742,2.888,1.745,3.0,8.494,3.86,8.95,11.413,4.87,0.05303612091816356006364810760,
+2026-05-21 15:01:30,honeysuckle_observed.csv,2.11,2.855,4.427,5.777,5.264,4.13,8.87,3.837,6.07,0.1075697404432484781493263382,
+2026-05-21 15:01:30,honeysuckle_observed.csv,3.278,1.154,7.247,0.142,3.932,3.23,8.28,13.707,4.48,0.1069861838410362905345369863,
+2026-05-21 15:01:30,honeysuckle_observed.csv,1.312,1.002,1.568,7.505,7.529,4.76,9.31,9.911,5.38,0.1105146735778825491517554221,
+2026-05-21 15:01:30,honeysuckle_observed.csv,3.5,2.015,7.024,2.405,9.252,4.95,8.61,3.12,6.1,0.1567127699311844614932098313,
+2026-05-21 15:01:31,honeysuckle_observed.csv,2.514,1.17,2.259,2.112,3.716,3.29,8.81,14.194,6.02,0.1263690172321446678468897451,
+2026-05-21 15:01:31,honeysuckle_observed.csv,2.994,2.188,1.859,4.821,3.849,4.0,8.25,7.906,5.13,0.05582960318558306864449242979,
+2026-05-21 15:01:31,honeysuckle_observed.csv,4.085,1.572,1.544,5.831,5.112,4.2,9.15,3.802,4.93,0.05208479504698171704487485219,
+2026-05-21 15:01:32,honeysuckle_observed.csv,4.619,1.613,6.296,5.695,2.511,3.28,9.44,7.511,3.64,0.1540201082753955513460793127,
+2026-05-21 15:01:32,honeysuckle_observed.csv,3.062,0.825,1.748,5.655,1.267,3.65,9.84,8.765,6.44,0.04953168609858848475401202237,
+2026-05-21 15:01:32,honeysuckle_observed.csv,1.301,1.158,7.308,1.503,1.403,4.9,8.24,8.265,6.3,0.1592384120394464760764641634,
+2026-05-21 15:01:32,honeysuckle_observed.csv,3.365,2.206,4.087,3.582,6.821,3.18,8.28,13.107,4.64,0.1240664446446502723006821348,
+2026-05-21 15:01:33,honeysuckle_observed.csv,3.055,2.592,1.298,4.862,3.091,3.22,8.75,9.155,6.4,0.1317705260218832725073835577,
+2026-05-21 15:01:33,honeysuckle_observed.csv,1.466,1.917,4.552,6.193,8.088,4.22,9.72,11.328,5.09,0.05409270299945706661122401637,
+2026-05-21 15:01:33,honeysuckle_observed.csv,4.934,1.112,2.436,5.463,4.648,4.49,8.02,4.799,5.84,0.1476162505406972003634891720,
+2026-05-21 15:01:34,honeysuckle_observed.csv,3.72,2.268,3.932,4.149,5.334,4.45,8.54,6.235,6.05,0.1142611941231211190939632834,
+2026-05-21 15:01:34,honeysuckle_observed.csv,2.436,2.561,7.586,0.197,7.283,3.6,8.09,4.383,4.87,0.09955962944083326524006521474,
+2026-05-21 15:01:34,honeysuckle_observed.csv,1.78,2.077,1.529,1.789,2.079,3.87,8.32,5.42,6.17,0.1009492702693643158832695502,
+2026-05-21 15:01:34,honeysuckle_observed.csv,1.071,2.783,1.997,3.905,2.621,4.16,8.36,1.943,4.78,0.08052369697663723113474864077,
+2026-05-21 15:01:35,honeysuckle_observed.csv,2.188,1.469,1.747,4.139,5.269,4.35,9.93,11.552,5.61,0.05891326344493418048585037672,
+2026-05-21 15:01:35,honeysuckle_observed.csv,1.693,2.93,4.05,2.836,2.743,4.7,8.09,8.036,5.1,0.07118233626347383353198370896,
+2026-05-21 15:01:35,honeysuckle_observed.csv,4.73,0.504,7.349,6.75,5.921,3.9,8.3,5.452,4.52,0.08679955274802175877965514245,
+2026-05-21 15:01:36,honeysuckle_observed.csv,3.783,2.77,4.936,5.461,3.974,4.82,8.37,2.667,5.87,0.1235535178370239220066022629,
+2026-05-21 15:01:36,honeysuckle_observed.csv,3.488,1.491,3.934,4.224,6.622,4.43,9.12,9.752,5.79,0.1155809551213282086355737969,
+2026-05-21 15:01:36,honeysuckle_observed.csv,3.697,1.958,4.365,7.891,5.081,4.83,9.55,11.102,5.88,0.1281247727043144511225557012,
+2026-05-21 15:01:36,honeysuckle_observed.csv,3.74,2.699,2.952,4.609,6.22,3.29,9.5,8.562,4.45,0.1278551629733255948390303947,
+2026-05-21 15:01:37,honeysuckle_observed.csv,1.446,0.639,5.819,3.959,9.157,4.19,8.35,3.277,4.62,0.05640239245091793028856946164,
+2026-05-21 15:01:37,honeysuckle_observed.csv,2.376,2.302,2.087,3.134,3.786,3.91,8.22,11.866,4.07,0.08842310588731816890728691527,
+2026-05-21 15:01:37,honeysuckle_observed.csv,4.599,0.957,3.722,1.888,6.169,4.74,9.07,13.723,6.06,0.1276384288131322284019728561,
+2026-05-21 15:01:38,honeysuckle_observed.csv,1.738,1.875,3.262,5.205,3.541,4.35,8.59,10.716,5.27,0.05935680641101845368111803062,
+2026-05-21 15:01:38,honeysuckle_observed.csv,2.377,2.625,6.29,1.804,7.269,3.14,8.17,11.815,3.82,0.1678328583326306512472601326,
+2026-05-21 15:01:38,honeysuckle_observed.csv,1.509,1.509,3.574,5.648,1.65,4.95,9.59,6.598,6.06,0.1200695331801642668313995733,
+2026-05-21 15:01:38,honeysuckle_observed.csv,2.051,1.681,6.779,5.761,9.074,3.75,9.57,12.934,4.29,0.09825807983715551509482604333,
+2026-05-21 15:01:39,honeysuckle_observed.csv,1.704,2.901,6.17,0.681,3.921,4.19,9.75,10.451,4.87,0.03906930994548451186813181473,
+2026-05-21 15:01:39,honeysuckle_observed.csv,1.401,1.17,6.147,6.625,1.412,4.28,8.88,5.734,6.19,0.07409456884964131415459867837,
+2026-05-21 15:01:39,honeysuckle_observed.csv,3.471,1.117,2.869,1.466,8.095,3.01,9.98,7.211,5.74,0.1087590607488057414050697074,
+2026-05-21 15:01:40,honeysuckle_observed.csv,3.361,2.283,1.897,7.939,8.274,3.46,9.66,3.987,6.34,0.1096747289929413012965537328,
+2026-05-21 15:01:40,honeysuckle_observed.csv,2.764,2.337,1.345,4.681,3.722,4.96,8.07,14.647,5.04,0.09625827588633311114957960725,
+2026-05-21 15:01:40,honeysuckle_observed.csv,3.104,1.501,1.67,1.43,5.052,4.15,8.91,2.519,4.16,0.07959838154839405741208078230,
+2026-05-21 15:01:41,honeysuckle_observed.csv,1.373,2.28,3.764,1.027,4.116,3.05,9.79,4.881,5.9,0.1173049657385585316663081292,
+2026-05-21 15:01:41,honeysuckle_observed.csv,2.185,2.285,1.344,6.571,4.548,4.84,9.34,10.406,6.45,0.1258830768363761881665829859,
+2026-05-21 15:01:41,honeysuckle_observed.csv,3.584,2.754,3.225,5.228,5.784,4.37,9.8,2.686,6.49,0.09005102644174757495479946840,
+2026-05-21 15:01:41,honeysuckle_observed.csv,2.02,2.614,6.061,1.974,5.358,4.03,9.95,14.643,5.52,0.04672085145950436542924847025,
+2026-05-21 15:01:42,honeysuckle_observed.csv,3.181,1.173,2.269,4.357,9.209,3.89,9.33,2.62,4.7,0.07315478918996179000486177173,
+2026-05-21 15:01:42,honeysuckle_observed.csv,3.839,1.089,2.558,0.781,5.006,3.92,8.24,10.56,4.85,0.06218044673104517325212352425,
+2026-05-21 15:01:42,honeysuckle_observed.csv,2.185,1.674,7.016,2.261,7.6,4.03,8.05,1.122,6.09,0.1321380128749715821417884383,
+2026-05-21 15:01:43,honeysuckle_observed.csv,4.458,1.243,7.045,1.166,2.157,3.58,9.46,8.032,4.37,0.06199453976889687230567276601,
+2026-05-21 15:01:43,honeysuckle_observed.csv,4.882,2.891,2.31,3.805,4.914,3.64,8.21,4.407,4.28,0.1166821314015133277444508961,
+2026-05-21 15:01:43,honeysuckle_observed.csv,3.174,1.293,5.418,0.386,1.596,4.75,9.42,9.44,5.02,0.1300084896194184080361510752,
+2026-05-21 15:01:44,honeysuckle_observed.csv,3.472,2.409,5.082,2.759,4.175,4.32,8.37,13.27,4.9,0.05187636190910006780320251735,
+2026-05-21 15:01:44,honeysuckle_observed.csv,4.643,2.482,4.128,6.151,2.178,4.82,9.04,1.683,6.27,0.09591955264711980732802006781,
+2026-05-21 15:01:44,honeysuckle_observed.csv,1.522,0.611,4.569,1.961,1.178,4.14,8.57,14.04,4.25,0.05974641598966634834026069359,
+2026-05-21 15:01:44,honeysuckle_observed.csv,2.741,2.746,5.632,7.166,7.933,3.72,9.63,9.784,5.16,0.08161083181479595203695628548,
+2026-05-21 15:01:45,honeysuckle_observed.csv,2.52,1.13,2.329,3.488,4.881,4.27,8.13,8.331,4.61,0.05292665974355555708567274525,
+2026-05-21 15:01:45,honeysuckle_observed.csv,4.899,2.372,3.612,2.16,4.196,4.64,8.37,7.138,5.62,0.1063967404124432557689980509,
+2026-05-21 15:01:45,honeysuckle_observed.csv,1.083,1.246,3.549,0.525,9.134,4.53,8.32,1.27,5.69,0.1114459455416440293499293273,
+2026-05-21 15:01:46,honeysuckle_observed.csv,3.247,1.492,4.925,5.269,3.904,3.88,9.14,8.118,4.73,0.05582695553453166873772623833,
+2026-05-21 15:01:46,honeysuckle_observed.csv,3.085,2.545,5.459,6.327,5.078,4.54,9.79,10.454,6.35,0.09365602591520710482383300371,
+2026-05-21 15:01:46,honeysuckle_observed.csv,3.484,1.202,3.367,6.544,8.979,4.17,8.33,10.549,4.95,0.07967299189521476409320273716,
+2026-05-21 15:01:46,honeysuckle_observed.csv,4.33,2.696,1.266,2.436,3.543,4.69,9.9,9.608,5.33,0.0500881729238058268567477238,
+2026-05-21 15:01:47,honeysuckle_observed.csv,3.42,2.2,4.947,5.844,2.519,3.35,9.54,8.078,5.1,0.1147457312597479810628040815,
+2026-05-21 15:01:47,honeysuckle_observed.csv,1.632,2.978,2.538,7.174,7.967,3.08,8.51,6.64,5.62,0.1200307456143539806851540772,
+2026-05-21 15:01:47,honeysuckle_observed.csv,4.599,1.078,7.361,2.396,4.907,3.3,8.34,1.72,4.91,0.08510692435503422694453252040,
+2026-05-21 15:01:48,honeysuckle_observed.csv,4.874,1.729,1.046,4.185,3.297,3.55,8.22,1.711,5.07,0.08885452479714943346480537489,
+2026-05-21 15:01:48,honeysuckle_observed.csv,2.304,0.546,6.729,1.721,3.248,3.59,8.21,13.329,5.03,0.06439592589303023222714701656,
+2026-05-21 15:01:48,honeysuckle_observed.csv,2.582,0.707,4.005,0.115,2.097,3.51,9.1,5.781,3.74,0.08152043055536247174848496835,
+2026-05-21 15:01:49,honeysuckle_observed.csv,2.302,2.755,7.099,6.497,2.871,3.92,8.14,4.7,4.7,0.08059983968149636995344148121,
+2026-05-21 15:01:49,honeysuckle_observed.csv,3.707,2.756,2.459,2.119,2.134,3.65,9.84,10.645,5.63,0.07494898236758439763237450351,
+2026-05-21 15:01:49,honeysuckle_observed.csv,1.395,1.165,4.512,2.171,1.442,4.51,8.1,10.828,5.82,0.1101088674905796938102081373,
+2026-05-21 15:01:49,honeysuckle_observed.csv,2.551,2.091,7.46,4.467,1.144,3.65,8.63,6.403,3.79,0.1192705618202431436956314733,
+2026-05-21 15:01:50,honeysuckle_observed.csv,4.337,2.109,1.27,2.601,2.079,4.93,8.16,3.776,5.77,0.1196450956004710267944916794,
+2026-05-21 15:01:50,honeysuckle_observed.csv,1.513,1.064,4.552,3.02,8.099,4.08,9.17,2.508,6.32,0.1133882455776464272021797423,
+2026-05-21 15:01:50,honeysuckle_observed.csv,3.329,0.623,1.643,1.243,4.49,3.52,9.44,10.362,6.24,0.08538804448783758773743082119,
+2026-05-21 15:01:51,honeysuckle_observed.csv,2.112,1.233,7.919,0.993,4.69,4.22,8.58,1.769,4.27,0.1245919503766181637552031368,
+2026-05-21 15:01:51,honeysuckle_observed.csv,4.702,2.883,2.352,4.402,8.468,4.03,8.09,11.619,4.61,0.07565486074175659414438431598,
+2026-05-21 15:01:51,honeysuckle_observed.csv,3.452,2.855,7.674,4.69,1.116,3.7,8.34,12.088,4.93,0.1131168434703490504829729669,
+2026-05-21 15:01:51,honeysuckle_observed.csv,4.226,2.969,4.575,4.857,7.438,4.35,8.18,5.039,6.01,0.1151253422072151573929410316,
+2026-05-21 15:01:52,honeysuckle_observed.csv,1.98,2.187,7.213,2.807,5.139,3.86,9.16,2.721,5.96,0.1045253206446787343379503434,
+2026-05-21 15:01:52,honeysuckle_observed.csv,3.32,1.841,5.572,2.375,9.389,4.31,9.11,4.55,5.05,0.05722674970655193813232226275,
+2026-05-21 15:01:52,honeysuckle_observed.csv,3.722,1.762,5.339,4.763,9.017,3.19,9.97,2.604,3.73,0.1543677498471000181805261526,
+2026-05-21 15:01:53,honeysuckle_observed.csv,1.467,0.765,7.105,7.947,6.343,3.51,9.95,13.327,6.02,0.1231163619561054512870604115,
+2026-05-21 15:01:53,honeysuckle_observed.csv,1.17,2.333,4.915,1.895,2.437,4.46,9.19,5.757,6.33,0.09371846559329999123093476567,
+2026-05-21 15:01:53,honeysuckle_observed.csv,2.674,1.491,2.471,6.962,2.528,3.54,8.19,11.877,5.48,0.1118295315066485746169250728,
+2026-05-21 15:01:54,honeysuckle_observed.csv,3.707,1.468,4.863,4.527,2.702,3.28,8.31,12.563,6.13,0.1076459696256742390589604040,
+2026-05-21 15:01:54,honeysuckle_observed.csv,3.969,2.32,5.013,6.787,1.147,3.34,9.59,6.054,5.1,0.1000309004888875726629882846,
+2026-05-21 15:01:54,honeysuckle_observed.csv,3.153,2.054,6.133,2.156,4.959,4.33,8.84,6.799,5.7,0.1014086404938071732626839444,
+2026-05-21 15:01:54,honeysuckle_observed.csv,2.89,1.608,4.107,3.869,6.432,4.24,9.57,3.621,5.77,0.08928333066304707900106038335,
+2026-05-21 15:01:55,honeysuckle_observed.csv,3.627,2.071,4.623,0.862,1.038,3.64,8.96,3.392,6.05,0.1083573432755564096531008058,
+2026-05-21 15:01:55,honeysuckle_observed.csv,3.831,2.915,7.574,1.421,8.63,3.36,8.34,11.809,5.83,0.1344126248726886254380769457,
+2026-05-21 15:01:55,honeysuckle_observed.csv,3.35,0.79,4.917,3.924,5.482,3.08,9.52,12.983,4.94,0.09014383571311092627535603026,
+2026-05-21 15:01:56,honeysuckle_observed.csv,2.174,2.805,6.772,5.716,4.856,4.89,9.83,1.334,5.24,0.08651858707004454258993091458,
+2026-05-21 15:01:56,honeysuckle_observed.csv,4.008,1.194,6.65,5.441,4.792,3.15,9.7,12.247,6.5,0.1067797028948210210809315384,
+2026-05-21 15:01:56,honeysuckle_observed.csv,3.17,0.941,2.284,7.649,2.129,4.99,8.12,3.485,5.06,0.07469914551417559405980479198,
+2026-05-21 15:01:56,honeysuckle_observed.csv,2.054,1.818,1.118,7.703,4.886,4.07,8.28,12.112,5.78,0.08309186099601949648628199422,
+2026-05-21 15:01:57,honeysuckle_observed.csv,2.558,1.792,2.874,7.54,9.033,4.7,9.49,5.732,5.06,0.06581089300139548889088479996,
+2026-05-21 15:01:57,honeysuckle_observed.csv,1.956,1.726,3.346,3.46,1.066,3.44,9.46,14.578,4.71,0.09676005391508934618241459852,
+2026-05-21 15:01:57,honeysuckle_observed.csv,1.398,1.75,6.384,7.312,9.969,4.37,8.22,1.564,5.05,0.08174220178164404068039509712,
+2026-05-21 15:01:58,honeysuckle_observed.csv,2.732,0.618,3.46,6.788,7.858,4.74,8.37,10.335,5.28,0.1320700358734592194544371688,
+2026-05-21 15:01:58,honeysuckle_observed.csv,4.543,1.684,3.942,5.001,1.54,4.69,8.55,5.438,4.69,0.06411489347388554147009753601,
+2026-05-21 15:01:58,honeysuckle_observed.csv,1.316,1.039,3.099,4.676,2.359,3.21,9.4,1.214,5.88,0.07947674989576764398787840135,
+2026-05-21 15:01:58,honeysuckle_observed.csv,3.532,1.854,3.878,3.935,2.664,3.62,8.98,11.908,3.96,0.1257175939574778598522640658,
+2026-05-21 15:01:59,honeysuckle_observed.csv,1.359,2.651,3.444,3.387,8.256,3.17,8.15,3.488,4.44,0.1468550144725793389602764820,
+2026-05-21 15:01:59,honeysuckle_observed.csv,3.868,0.914,2.804,6.396,1.219,3.09,8.93,1.418,5.05,0.1286064517480498888025864701,
+2026-05-21 15:01:59,honeysuckle_observed.csv,4.101,2.418,5.867,1.689,4.763,4.72,9.79,4.127,6.03,0.1030530207646300976058184338,
+2026-05-21 15:02:00,honeysuckle_observed.csv,2.088,0.593,1.027,3.98,5.087,3.59,9.87,9.782,5.77,0.08940135419800493803740876112,
+2026-05-21 15:02:00,honeysuckle_observed.csv,1.425,2.789,4.201,4.76,5.818,3.89,8.64,12.215,6.19,0.1066156036838972093041551193,
+2026-05-21 15:02:00,honeysuckle_observed.csv,2.068,0.566,4.326,2.61,8.915,4.14,9.73,2.983,4.48,0.04776575549324119751046772279,
+2026-05-21 15:02:00,honeysuckle_observed.csv,4.509,1.173,4.957,7.274,6.454,4.14,8.43,10.545,6.0,0.1247164298794581686898544927,
+2026-05-21 15:02:01,honeysuckle_observed.csv,2.808,2.332,3.423,0.753,1.508,4.62,8.64,2.949,5.88,0.1181943933630269823821986760,
+2026-05-21 15:02:01,honeysuckle_observed.csv,2.95,1.291,4.679,2.25,3.581,3.6,9.99,11.277,3.76,0.1182081045286827056891202893,
+2026-05-21 15:02:01,honeysuckle_observed.csv,2.389,2.146,6.414,3.132,8.713,4.42,9.44,1.688,4.97,0.05617629622284942332125340135,
+2026-05-21 15:02:02,honeysuckle_observed.csv,2.28,2.6,6.147,0.885,3.402,3.79,8.26,7.061,5.44,0.07466623982110211117500016687,
+2026-05-21 15:02:02,honeysuckle_observed.csv,3.591,2.779,1.124,5.599,9.831,3.98,9.06,13.537,4.67,0.05425449217524309893562089669,
+2026-05-21 15:02:02,honeysuckle_observed.csv,3.534,2.333,3.496,0.059,7.759,4.47,8.64,12.083,4.49,0.07690980264418727313195256217,
+2026-05-21 15:02:02,honeysuckle_observed.csv,1.166,1.594,7.745,1.288,9.725,4.65,8.55,9.707,6.13,0.1226347775214680203950357135,
+2026-05-21 15:02:03,honeysuckle_observed.csv,4.724,2.754,3.006,2.089,3.785,3.66,8.09,4.796,4.82,0.08517748281851282910545298226,
+2026-05-21 15:02:03,honeysuckle_observed.csv,1.164,2.594,3.627,7.129,8.551,3.51,9.87,6.421,4.33,0.1300292356781477147536297506,
+2026-05-21 15:02:03,honeysuckle_observed.csv,1.483,0.703,7.48,5.563,5.561,4.23,8.02,1.542,5.13,0.1098199081727881094393034369,
+2026-05-21 15:02:03,honeysuckle_observed.csv,4.005,1.912,4.25,7.817,6.755,4.35,8.29,4.558,6.29,0.1227052237029542965315962853,
+2026-05-21 15:02:04,honeysuckle_observed.csv,1.362,1.447,3.323,4.814,1.954,3.78,8.32,1.299,5.37,0.09068227901782159680511061299,
+2026-05-21 15:02:04,honeysuckle_observed.csv,4.502,1.951,2.017,2.716,4.926,3.21,8.83,12.423,6.23,0.1316179706098305371843376958,
+2026-05-21 15:02:04,honeysuckle_observed.csv,4.589,2.448,7.038,2.048,6.078,3.24,8.57,10.711,6.23,0.1328873909910129879583635105,
+2026-05-21 15:02:05,honeysuckle_observed.csv,3.762,2.809,5.287,1.744,7.618,4.73,9.38,4.343,6.23,0.1031468682558108052533273300,
+2026-05-21 15:02:05,honeysuckle_observed.csv,2.738,2.812,2.635,3.151,1.85,3.54,9.18,4.689,4.19,0.1183700655021669120157533406,
+2026-05-21 15:02:05,honeysuckle_observed.csv,4.882,1.523,2.591,5.703,2.049,3.9,8.49,5.459,4.66,0.06023389866484743439166182747,
+2026-05-21 15:02:05,honeysuckle_observed.csv,4.769,1.669,5.326,2.567,3.748,3.18,9.64,3.888,4.66,0.08800715022731085969328046679,
+2026-05-21 15:02:06,honeysuckle_observed.csv,3.864,0.583,3.332,6.538,9.602,3.62,9.15,6.406,4.77,0.1046834881739825039036631217,
+2026-05-21 15:02:06,honeysuckle_observed.csv,2.68,1.482,1.405,7.407,7.465,4.21,8.92,12.157,4.95,0.05643218517953649414488955915,
+2026-05-21 15:02:06,honeysuckle_observed.csv,1.887,2.709,4.733,6.471,9.896,4.89,9.31,13.4,5.87,0.1316141070311874261658000461,
+2026-05-21 15:02:07,honeysuckle_observed.csv,1.568,1.215,4.027,3.606,6.202,4.4,9.61,11.387,6.37,0.09336437824033998738358818181,
+2026-05-21 15:02:07,honeysuckle_observed.csv,1.226,1.503,2.962,2.105,7.654,3.79,9.54,8.468,3.88,0.08780961288589910550789728163,
+2026-05-21 15:02:07,honeysuckle_observed.csv,4.847,1.847,5.654,1.622,7.337,4.45,8.23,13.782,4.52,0.05561684339310371226565736441,
+2026-05-21 15:02:07,honeysuckle_observed.csv,2.65,2.197,5.095,3.371,1.902,4.35,8.8,13.028,5.65,0.06634891658439832421629701867,
+2026-05-21 15:02:08,honeysuckle_observed.csv,4.887,2.596,3.879,4.465,6.261,3.13,9.64,4.052,5.42,0.07954429751866319712970849973,
+2026-05-21 15:02:08,honeysuckle_observed.csv,2.95,0.966,7.957,1.797,5.626,4.84,8.98,4.665,5.46,0.1499199181155055660394493068,
+2026-05-21 15:02:08,honeysuckle_observed.csv,3.075,2.287,3.789,6.79,8.906,3.05,9.05,1.045,5.83,0.1600350340535310979300446011,
+2026-05-21 15:02:09,honeysuckle_observed.csv,3.377,1.626,4.669,7.962,1.401,4.91,8.76,9.413,5.05,0.09278074677445665270194967520,
+2026-05-21 15:02:09,honeysuckle_observed.csv,2.589,2.07,7.549,2.358,6.465,4.24,8.08,12.244,6.17,0.1112007930919473182340354553,
+2026-05-21 15:02:09,honeysuckle_observed.csv,1.227,2.136,2.272,3.907,4.233,3.72,9.36,7.38,4.09,0.1190467922054960936556562182,
diff --git a/modelling/data/abingdon-all/seasonal/honeysuckle_simulated.csv b/modelling/data/abingdon-all/seasonal/honeysuckle_simulated.csv
new file mode 100644
index 0000000..f394e70
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/honeysuckle_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.45560E-13,0.1,0,0.01,1.06182E-13
+RungeKutta4,2,0.2,4.54438E-13,0.1,0,0.01,3.31498E-13
+RungeKutta4,3,0.3,1.20677E-12,0.1,0,0.01,8.80301E-13
+RungeKutta4,4,0.4,3.09782E-12,0.1,0,0.01,2.25976E-12
+RungeKutta4,5,0.5,7.87105E-12,0.1,0,0.01,5.74169E-12
+RungeKutta4,6,0.6,1.98968E-11,0.1,0,0.01,1.45141E-11
+RungeKutta4,7,0.7,5.01053E-11,0.1,0,0.01,3.65503E-11
+RungeKutta4,8,0.8,1.25753E-10,0.1,0,0.01,9.17329E-11
+RungeKutta4,9,0.9,3.14628E-10,0.1,0,0.01,2.29511E-10
+RungeKutta4,10,1.0,7.84871E-10,0.1,0,0.01,5.72539E-10
+RungeKutta4,11,1.1,1.95248E-9,0.1,0,0.01,1.42427E-9
+RungeKutta4,12,1.2,4.84433E-9,0.1,0,0.01,3.53379E-9
+RungeKutta4,13,1.3,1.19892E-8,0.1,0,0.01,8.74575E-9
+RungeKutta4,14,1.4,2.96007E-8,0.1,0,0.01,2.15928E-8
+RungeKutta4,15,1.5,7.29147E-8,0.1,0,0.01,5.31890E-8
+RungeKutta4,16,1.6,1.79214E-7,0.1,0,0.01,1.30731E-7
+RungeKutta4,17,1.7,4.39554E-7,0.1,0,0.01,3.20641E-7
+RungeKutta4,18,1.8,0.00000107589,0.1,0,0.01,7.84829E-7
+RungeKutta4,19,1.9,0.00000262825,0.1,0,0.01,0.00000191723
+RungeKutta4,20,2.0,0.00000640817,0.1,0,0.01,0.00000467456
+RungeKutta4,21,2.1,0.0000155952,0.1,0,0.01,0.0000113762
+RungeKutta4,22,2.2,0.0000378842,0.1,0,0.01,0.0000276354
+RungeKutta4,23,2.3,0.0000918615,0.1,0,0.01,0.0000670101
+RungeKutta4,24,2.4,0.000222324,0.1,0,0.01,0.000162178
+RungeKutta4,25,2.5,0.000536922,0.1,0,0.01,0.000391668
+RungeKutta4,26,2.6,0.00129313,0.1,0,0.01,0.000943298
+RungeKutta4,27,2.7,0.00310126,0.1,0,0.01,0.00226227
+RungeKutta4,28,2.8,0.00738073,0.1,0,0.01,0.00538401
+RungeKutta4,29,2.9,0.0172974,0.1,0,0.01,0.0126179
+RungeKutta4,30,3.0,0.0392919,0.1,0,0.01,0.0286622
+RungeKutta4,31,3.1,0.0841369,0.1,0,0.01,0.0613753
+RungeKutta4,32,3.2,0.163767,0.1,0,0.01,0.119463
+RungeKutta4,33,3.3,0.281780,0.1,0,0.01,0.205550
+RungeKutta4,34,3.4,0.427593,0.1,0,0.01,0.311916
+RungeKutta4,35,3.5,0.583498,0.1,0,0.01,0.425644
+RungeKutta4,36,3.6,0.734676,0.1,0,0.01,0.535923
+RungeKutta4,37,3.7,0.872625,0.1,0,0.01,0.636553
+RungeKutta4,38,3.8,0.993863,0.1,0,0.01,0.724992
+RungeKutta4,39,3.9,1.09773,0.1,0,0.01,0.800760
+RungeKutta4,40,4.0,1.18473,0.1,0,0.01,0.864224
+RungeKutta4,41,4.1,1.25557,0.1,0,0.01,0.915900
+RungeKutta4,42,4.2,1.31058,0.1,0,0.01,0.956028
+RungeKutta4,43,4.3,1.34932,0.1,0,0.01,0.984287
+RungeKutta4,44,4.4,1.37030,0.1,0,0.01,0.999591
+RungeKutta4,45,4.5,1.37086,0.1,0,0.01,1
+RungeKutta4,46,4.6,1.34748,0.1,0,0.01,0.982945
+RungeKutta4,47,4.7,1.29676,0.1,0,0.01,0.945946
+RungeKutta4,48,4.8,1.21752,0.1,0,0.01,0.888143
+RungeKutta4,49,4.9,1.11332,0.1,0,0.01,0.812133
+RungeKutta4,50,5.0,0.993623,0.1,0,0.01,0.724817
+RungeKutta4,51,5.1,0.871730,0.1,0,0.01,0.635900
+RungeKutta4,52,5.2,0.760071,0.1,0,0.01,0.554448
+RungeKutta4,53,5.3,0.666256,0.1,0,0.01,0.486013
+RungeKutta4,54,5.4,0.592255,0.1,0,0.01,0.432032
+RungeKutta4,55,5.5,0.536092,0.1,0,0.01,0.391063
+RungeKutta4,56,5.6,0.494086,0.1,0,0.01,0.360420
+RungeKutta4,57,5.7,0.462428,0.1,0,0.01,0.337327
+RungeKutta4,58,5.8,0.437908,0.1,0,0.01,0.319440
+RungeKutta4,59,5.9,0.418107,0.1,0,0.01,0.304996
+RungeKutta4,60,6.0,0.401311,0.1,0,0.01,0.292744
+RungeKutta4,61,6.1,0.386360,0.1,0,0.01,0.281838
+RungeKutta4,62,6.2,0.372491,0.1,0,0.01,0.271721
+RungeKutta4,63,6.3,0.359215,0.1,0,0.01,0.262036
+RungeKutta4,64,6.4,0.346230,0.1,0,0.01,0.252564
+RungeKutta4,65,6.5,0.333356,0.1,0,0.01,0.243173
+RungeKutta4,66,6.6,0.320490,0.1,0,0.01,0.233788
+RungeKutta4,67,6.7,0.307578,0.1,0,0.01,0.224369
+RungeKutta4,68,6.8,0.294599,0.1,0,0.01,0.214901
+RungeKutta4,69,6.9,0.281557,0.1,0,0.01,0.205387
+RungeKutta4,70,7.0,0.268461,0.1,0,0.01,0.195834
+RungeKutta4,71,7.1,0.255329,0.1,0,0.01,0.186255
+RungeKutta4,72,7.2,0.242171,0.1,0,0.01,0.176656
+RungeKutta4,73,7.3,0.228992,0.1,0,0.01,0.167043
+RungeKutta4,74,7.4,0.215754,0.1,0,0.01,0.157386
+RungeKutta4,75,7.5,0.202346,0.1,0,0.01,0.147605
+RungeKutta4,76,7.6,0.188491,0.1,0,0.01,0.137498
+RungeKutta4,77,7.7,0.173575,0.1,0,0.01,0.126618
+RungeKutta4,78,7.8,0.156408,0.1,0,0.01,0.114095
+RungeKutta4,79,7.9,0.135110,0.1,0,0.01,0.0985586
+RungeKutta4,80,8.0,0.108059,0.1,0,0.01,0.0788257
+RungeKutta4,81,8.1,0.0767682,0.1,0,0.01,0.0560000
+RungeKutta4,82,8.2,0.0473900,0.1,0,0.01,0.0345695
+RungeKutta4,83,8.3,0.0257887,0.1,0,0.01,0.0188121
+RungeKutta4,84,8.4,0.0127966,0.1,0,0.01,0.00933472
+RungeKutta4,85,8.5,0.00596858,0.1,0,0.01,0.00435389
+RungeKutta4,86,8.6,0.00267000,0.1,0,0.01,0.00194768
+RungeKutta4,87,8.7,0.00115949,0.1,0,0.01,0.000845812
+RungeKutta4,88,8.8,0.000492342,0.1,0,0.01,0.000359148
+RungeKutta4,89,8.9,0.000205325,0.1,0,0.01,0.000149778
+RungeKutta4,90,9.0,0.000084339,0.1,0,0.01,0.0000615227
+RungeKutta4,91,9.1,0.0000341868,0.1,0,0.01,0.0000249382
+RungeKutta4,92,9.2,0.0000136935,0.1,0,0.01,0.00000998899
+RungeKutta4,93,9.3,0.00000542538,0.1,0,0.01,0.00000395765
+RungeKutta4,94,9.4,0.00000212786,0.1,0,0.01,0.00000155221
+RungeKutta4,95,9.5,8.2673E-7,0.1,0,0.01,6.03074E-7
+RungeKutta4,96,9.6,3.18432E-7,0.1,0,0.01,2.32286E-7
+RungeKutta4,97,9.7,1.21702E-7,0.1,0,0.01,8.87778E-8
+RungeKutta4,98,9.8,4.62133E-8,0.1,0,0.01,3.37112E-8
+RungeKutta4,99,9.9,1.74671E-8,0.1,0,0.01,1.27417E-8
+RungeKutta4,100,10.0,6.5892E-9,0.1,0,0.01,4.80662E-9
+RungeKutta4,101,10.1,2.49047E-9,0.1,0,0.01,1.81672E-9
+RungeKutta4,102,10.2,9.4814E-10,0.1,0,0.01,6.91639E-10
+RungeKutta4,103,10.3,3.66073E-10,0.1,0,0.01,2.67039E-10
+RungeKutta4,104,10.4,1.44475E-10,0.1,0,0.01,1.05390E-10
+RungeKutta4,105,10.5,5.87375E-11,0.1,0,0.01,4.28472E-11
+RungeKutta4,106,10.6,2.47445E-11,0.1,0,0.01,1.80503E-11
+RungeKutta4,107,10.7,1.08247E-11,0.1,0,0.01,7.89628E-12
+RungeKutta4,108,10.8,4.90635E-12,0.1,0,0.01,3.57903E-12
+RungeKutta4,109,10.9,2.29075E-12,0.1,0,0.01,1.67103E-12
+RungeKutta4,110,11.0,1.09338E-12,0.1,0,0.01,7.97587E-13
+RungeKutta4,111,11.1,5.29442E-13,0.1,0,0.01,3.86212E-13
+RungeKutta4,112,11.2,2.58404E-13,0.1,0,0.01,1.88498E-13
+RungeKutta4,113,11.3,1.26487E-13,0.1,0,0.01,9.22684E-14
+RungeKutta4,114,11.4,6.18783E-14,0.1,0,0.01,4.51383E-14
+RungeKutta4,115,11.5,3.01836E-14,0.1,0,0.01,2.20180E-14
+RungeKutta4,116,11.6,1.46595E-14,0.1,0,0.01,1.06937E-14
+RungeKutta4,117,11.7,7.08313E-15,0.1,0,0.01,5.16692E-15
+RungeKutta4,118,11.8,3.40341E-15,0.1,0,0.01,2.48268E-15
+RungeKutta4,119,11.9,1.62606E-15,0.1,0,0.01,1.18616E-15
+RungeKutta4,120,12.0,1.91258E-14,0.1,0,0.01,1.39517E-14
+RungeKutta4,121,12.1,1.33201E-13,0.1,0,0.01,9.71660E-14
diff --git a/modelling/data/abingdon-all/seasonal/honeysuckle_simulated.png b/modelling/data/abingdon-all/seasonal/honeysuckle_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..8ea30f4b31ac43f7dfc5e27ad96e89e54402a308
GIT binary patch
literal 29623
zcmb5W1yoe)8!t=<s0c_X4GKsIlG3SwhzLk`he$UJji@Lc3eqYHNOumcLzi?7-3$#w
z^S$Facs!o}z3YCib=FyH&t}h#cR$aso_X^`K?d(K#bq=!G(6ddQp#v(7=CDI=#v+*
z!4}@0v03mxA!lh#XB9hhXE!59Gc<W4XM1ZqXX|IiH(bpeou1j*^00GpvJ0}^uyA&^
zcM{^@u=%wIyPe}x4#o$)THq*`>>p}5p`j5Nq5eb95Kn)GhUP>sD|JuRJrOaE<E1ut
zg1uqj+RS)KE93>?Uh;H<zjCqah<1*)lB%|b)fbm;-|wGtigQQQ-wN3mYb#}y<9zbF
zTqtux0^<cIhSrPKq@yztJAr3J7!0vvo}G}c?Omr^$oVj*l%sk0gm>3bO;gjHW5tWt
z;2%}v;40n?I`D7Z82zD?l+-LI8`>Mx2d}Vh5E2qbHs+%-fKMICuKR&crSKauBEYB3
zMw)0u;A6onxDu#84mA3I{^QQq;o;%OQv|+-LHb*Zso|}4{+M4re)NxXqboKlo_qfM
zxr+WejMDDy+qWcTG&9*nol&0a)q@>(7?yRxsg1DQxg(zo-FhUepb#@TX}AQhuF`dE
zxwRGUdmKQX46E@z>I=+r*xKHX*01(xA@JRo9EL)8wyn~mqKFRK3{L5g<8CSYho|cZ
z$~ZV=A;|_lKNoADUTaY6BkIIQu3v_Qd%Zc5UZx#RLI<uHQDE7Bn_Sp6+j_WA+PowF
zmZJDc@t9-Von^^=JKrNpN$Yg0+=>UMyLrAXpQM9lN38PRanv3w?*`>xw5FX^*U(6J
zWH_pr4q^qj@qRL7p1g?v<-_AR^q!@YB}Lz;=H`c5WwuFD($XdSdiwe_^w#M;sWNR{
zK6^!J+Y5<KVaJm=;t@|%ywy(+x_nC^30qr^m+<h+V02qQ<T$=UyD{bW0ysj3f;X14
z@>-#gZPhNeNUd_*_ZifCtHbn?udWDw+z%)(FDGU{Le`$$F@c3dvg=hobapO2-bojK
zhlzt<T;4fo;Cn~>phdASxBJ6~8%x7Q>0{o=ab+#7;c1T{y}M5HkC%E<11t57jXy2R
z*4g&YcW3$8d~=D4ikb}*UW+hk3M(n^#3I$bAsLAOZfD22Vxs}~76XG6q7_zNIB#ib
zX}UI6u`KvuLmJ%`-1HU=1MmK?h`CR}?8;~6W@aTrdKJdsFISxGjjENp!(S<i9Z1>W
zlro8k=(5)yI}X=)SLr}X7HT-*tZZzL@u`Ivdeap(#NAc~<b94tCmwlwdk3!=Kc?{r
z2*jgIyL?x7-E-myeyK`-w3lz>c}S`4`0Z#W#h6Y%xW>#usvdnRwXkckAiFJcZTvQ_
zE&&4lKwVWe(LN>J)0RMN|HFj~7ascfoL(wB0k=GNtu{0BQId?UO4{Sdp&?Bd-)c`}
zOoDCY*QLX@SPqTRSH7bZwtl63W1UIDbD3GW%6YhJc6EN}TfS#V-}H87VPT!a-IerH
zb4Mp9MGsNvo}%dP+ry(qD_UAwj@te29G^2X7GJCw4_#b~t%jTOp%$H=gD)kYb%f1m
zX-QU@JuHMgDn9-;xGSHJ4+m>w%-UjF4i-`-KHczK$tmj#T(l`0PlFLoH{zd7mv)@&
zH;Ko%O?Yc~FMeu1>d*7J_2tW#Lf^B~>$H8$`%m^oH@^`t^DQb>?fj7YQd(O2{bWk=
z(#w|Dg!FwbTp!U)qMuylrM22?z~#tzPH56;f41KZ<8z(IA-!z%`puhX4uV1ABwv~D
zuh*XWxRAS2r#_S<d}ZS?>5tRr(kY4@yZ&9zbIWqw8~w7Vh@JJ!Ot?6EG^4z71^CG6
zPOjT_2Y=Qe#Y>Sj;?Yp!$*T3575h<vVa^Mwq$PKl6FL1q?tabAUVX9Rv-zELS@0v0
zA`h`TT-1M(DpR_<jYFc)Y=3%uu>6!nW3k>cSF{UpxRR$)l~2l{@6|vWRyN_IQ|;P(
zW%Olfu+6=&{i^b{$`x(XVM69arpNC;1nFOylK2?*{4{_-Ou%gPTj@+2deCDM7p4H?
z^<>XArGu%Oo;`g}1n)bCm0EF<<_$#IMCGpTYoXBK*9t4!UE*#B2M1q!zr7*WL&81t
zR*JgBocjCvip$}ss^fAB-lvjskvn%f=GNCIrniEEf{1CJg41OOPg=v(wN%JJRdu!@
zWyvI5)b)o=TU(nG7B+Szd-aa823WzpbEwi%i2zk3o;~62v#83|ehmYg%IwO@k#`Xh
zlZTt(zGKc>dU{EfP(f=sFE8jyT7s>mgW%eFJr1pN(j#^Cm`XUP0J`8TbLnNm%40YT
z)+l%_-&P*io}J`X!sR%sKX;~hu2oo4UIA+&HzR|2Fk7ogdyHd^iJQA{X=`t`AAa<l
z(zg8G_=F^ZXy0_@&>EKs>~7N8RvSnEuFr0kLDGgh9v&XGEv3!D$+~YI4d&<s1-tn8
zv++t7`9WGi$Iq<n?44?wnnTXRF?V!yYieq8$$8B0>b)AgR%UY&f3^`Q?)?4Rx4TK}
z%}$LIT`w*XYwNBjxxtmfx53qZ-CnObTDvqlMv*&u%$GAtF%mU(yxryYGBA+;M6blh
zCSF{lxC^|!<)HNF&cH&Qs6{=BzuR;(Mny*_bo!p`4lcXqRqtsBuXrCWrQ7J^?|W7w
zN=FqA$6iDIMNx0oIA4}Vp88B4C*g&v$D0V6D#Z!kvy-%y>g`TpOSh{Yvhm0U1_p+V
z<jDD|Ck2$52Lk-M>#IdwuvqTl;%6$oE*O}YY6Ma`RnZ}Es+|uXn!X&gKiP3MtUHjQ
z_3oQKT->!3!zVzB`y9IuSGn2sn!W!L+=kw@u-KEDxqwY<#AiFU=$cT^F0uMtl4em)
ziUZf9&1WZ-wxpb<lzP-qv(owNvUJ02;C#ij(Bd$cqm80IqB?Khwt9Eq`a;1<F+~3i
z-1vT58Ijt75C?tgXOuQ9Y-}XHzP`JMC0JGVn`7E3-8}tcQ;mUY9PF-3#{4-(`x{f4
zNxsLMO$d+EA(|Z$x1EZQvGyJDyz<qxesJ!c#7}P5LOx!n_1T}gBx*tZGI`}4t48K{
z6Pay~u8zq@cUw53PMKqWba|v?g=L*q^kC>t*lN7E+s@8ZiRFsRckg7|3UWHd8HTH$
zTq*c%6AwQ~7QCdpT19>a%2npQ@qGzu5%+vkbMs6Ld|D5i`h6x$S6O3HrpwI(-yb<R
z6daP83_ZDVGS6SDRP}+=WbbI=tmg3Q_dr%d5kkYqDo)HV4tJJ%cRVp+u#(fsMjRs7
zXkKJ1YhH$45}9!Su_T#E!PrX&eKO?h``2i<VDG;VXp3Vz+K8Fw^O95|I<l&fW}L9?
zlFqCHt5?R@RTBxMsyQy7ZOSq8taN5D31~!yrjJ`jaIa9@eJFOcT13nUFJ?~+`E-%|
zMqZdmSyo<+wzt;3p1{5E(y;pkGX|lqZ!oS@1r#KZ`<m<*`stOv7lf;O3SLWn(j-u`
z_nyxt-cq=E%JjRdllz)GzD+2W*f0Z^>Gw-FeinD?7Y&!c-%vO?LTb!-cjNlOX?LDa
zhEmTg#Ul;LLkLJhSS7>JJq9>W@n<$R{DWJt7vrAQG;@ftZGJ2^Z6VtI_+rzNEcoT-
z<J1SC%Nr|$1FrXGlE0nd%{RGDN|K5`+_!H;Y?OC++6rC9y6?%zb$6W_i=H54oab`I
zd^gVk94h2!klvb=Ix@<qfNgTM2RFFDoh)`<KHZ9k8e+>#qx6;%>jvypO+%w>@g2;2
z$}!}iQ9u+LwpiatN~HVhNLUNK-@{Qs=Hte<SXygZ*j^HTvhb;x{Yh!@=@#0eKWz3o
z9ZvxogAnG>Ez4E)08kq<38Z%nKMIKSfBHdAPQDzFcJP^Cwa^N8jkH=@;A4}~Y;)vt
z<JFfGj2U&gdR407Dd?i_-U}{wW-EE^PuFzM3?B!S=IABD{T2xJKiG6_3##c;SLf~7
z(gu-`>@clhS=)^YkbB9ZLDPoxR&wVNUwC)+K5;HB779~)+gfZ7nT49Ydm`|WQ^wBT
zYO((NCE~~Wz9%lcgtMXi@F!OG6x9(qOkKrmn|!B?BRu}NG@h$mySLDYBcE8L4sJSk
zQC9_Vp?}^bjV+y&qdDd48GU5R7>3SZi4!vO3@&NT36mqQ>g9~V6TLCy(tmg;5bmI2
zxD$1^7T?FVI^(YSCCWDAyJvOvIK&?EXwp|aZk?SXYs<=ONe#S|5b+JxgJG6dN1V2}
zGdDW?He-hR_nYa%iv=0mHPt_hLQ0S|LL*i$vbDQHY?6&UM`10G69tq`Jkw-$>Iwyz
zUvJK(LN;GuEP?J6+s0m%-H06SS>SV7R#mewb`y;`eg;2!x~gsKEk0z<sV_rP=>9ll
z-70sNu5Ho3(ORGF)3_I7d4WyN6fS|eyNN{;9{*UkafqD`=Ne&k7=ifl#-&=xaGMp3
zYgw1jU`Ir8Z%{RK1HfqIYor3s<Q~Qwcr<P1hJv_Pt~c2lrVj1T(4H|n&9^JbX&RE=
z4kFkYF>Jp9t24qA9K*>CPU)fddwzlVl6E+j6vxzeQiE(UQ%=}bQQ~siY}r@510e(g
zA~a%N1yEeZ%nxojv@eF_#}6AzMDv63t9{*Tm~RxE;F7Ydj&=_e(j~w0%GbObLs-wv
z4Bj&MzC;rP=}yh$A{(Lwyzl*lnkt0IKsqYXFn8*FtE*O`({2Kfbx`;30~7AdQ1@t`
zm#B!_hge)`vY<z71_32Z1$~zpdCHx17sAB&LoP|JHIqy0uFxlZ5Rg8SK5FzfDMNyL
zoTo3GD)GJ4ScIjNQkpV1u;7JFXhq}7^IJX}9ws{7DsK?qR>lVkACRR6!Hq=-if?)K
z2oJwk3eotMYkY;L&fDmKLPWe6^9o*ltPn|bhvxxT+K;3uN~xq)R;SQ6)@#v<VoGvG
zSEvNKuU)^M7UQrun3u8=TYLP4m7gE^V#P#@n9Yocf+AC)e4N^CY-*&$N~721M{lnl
zz_;p1QcB9K7}|Pes*c!vW@hFmWsL|2am};~au(2o`2;2r#u)GVT?`D2KF2$n<``|C
z?gp9}zPdv0*kGf>VdFo?MFW{7bkTb9Btm;{wvj+wWXgkD4|`s<t>~@+_PlAEuVG6#
zi%MDs)$@P=J@2DEmvQ%*(A?dXK{tWC-tpK-+_iLGla`42d~3X9S{h13s!o}0?pKxc
zN<QnM?x|7-ZWMyG<j9G=+E6+vCKR;<-he3~Kyq~TDxDpqrKHN!<P*|HOm(`5<x-1X
zQrz{%y=|=qbJdXkbHUo9<qoMU@m9GGyUYD@CE{#a+n^8Dez(FLVrMfTAtIUv-6?B@
zw08fc)o7^=6B{OGIaS-B;iVf;I41TLd(n+L%yh5ZW^!Mi=3{_6Rboqa`O&&Wk%`(A
z7a_(iaYl`=zRrDebaaf*4KRx*A|~#S5|c9Du0Inh`wY07Vja8p&IMy~x}C9Ma`PW1
zW$gIDuiz?7b>A35SiVW!UJYX6CT;?(c=&>=Cmc{#OH$kIxM|lHdX?`xMm_KzCK<KU
zzrxJlr)M=J0Mr_S7voZIgv=Kq2)aqd7xo$&jw0L;JVtpVWqflJlRFRW@}51E3Oy&<
zs6+ooxTo%SH-*o=kB&}-ecC`92h`k@F}phut2;U>s;^--xenur)HPpG&%K?8btvM#
zCSX75x3kzIDdLay;bAY^-3y_Tc##WJ?rDI$nf2*6K&u0_JW03B;X=1rSd^$$k`r%r
zVQlQz*P?%?#g$l>DB~;IqnYo>cKKe~0d<*of{JZkP{6pUGHJN@4eIg@wGp<LLvY>C
zG^n`vE@Kz8<hO08GeAiPkA<m7xa_D4Y<TRF3cObWux`YC%FPXH;jz2(`?l%H`hdsD
z5UV#f36PZ#gbwZBngp!r<xHpm)pgyFkdU|2)5f{-3%5#2N{Fsroy-Yz5}8McwvSZ3
z=ieSsdPBNQw1*bO;<`50G8<PGGgKN^);UzOTMy1bNlB^x&uxU)ufzV_)>CF@@W*wS
z2Hnvq<%G=V+$y!1&*3Sx^ZrL3F%1HO1K0oQGtlmN{?})1*Zf#Da^F7dO_Nntj@sYf
zZ;rYpH{v~NS9_v<d~#w2S|iQ)10g5+2O)+b`rn{&CAr{Q_@61G#l*&Di7x`R!g<lP
zDU3QA!0cvFQdbLXQag*DcG19=q}vm;R)WAijP^YKZk(o&l&L`N0vKa!$)G-~kB<-a
zGB1PE+jsA{Jbt?%&0L&rYL4oisMYZ*4H~bFdqA%kVPRl+p#>q_HXo=o9yN!5mL)Kh
zF*7%BJwZ-z82Fx)P@E0Y^!N8Kn=-SoY))QR*1^W7YBq$vhVWSFp&qQGA-bl4L7wYT
zX9B<CA##0UZL}jr++aMd1XK?>3yX{p8c}W6)uEg3-n}EDp<zc+>>Qo4%oPSECOJvT
z04f1{iKM0%(c@KaS+)*i*GCJU^)l{O(TI9v==~TT9$r4)m})eesPWF6yn>G(b5rtF
z^D8{czIDzetk{oC#INwFZ{rZqsG3k>Vq*5sWb0L_pRnJ&d5=1RG8{Jm8!u{XOjpoj
zC*$_>rV#Sf+!e=)&!BYu0L8VXx%tT;HK(CprM{0(&HmwGYq`Tr-}ZwTE-o%2QquHf
z;m>JlnKs|O8v&Cs1%yOdM<)w#TPP@xX)}^QR%ix5y#JuUq^Y&kX7n?V66omZ`=>uX
zd-iPEjfI6}nXA%y=~E~DdXlhP=I9J$swSink32YxLXN=Diy3x&!_I5FDM7rnrJ1se
zmb@|FsId<b6dbHp+Dy`Q4OOHNp_`KKcR<+!GQvYtZRg9;Dtd6jE+(cAgt@+0Jo<Gg
zR0L22)jW>ml}eWt)hY>iPft&w)gZfzUNO!X(-!P=+U87C)*v)DS3!>eX)`;XXCS@{
z4WknL)Hzd`z;725A5ZZnC`h@BAntyOn73-_ka?X|*dRu%kxrz;HeWE}9yX_CA9Ftq
zC;U2O#$i*SyXdK6KYM)HaCSBu5bV_QNRz7~-GJPpHu`Nn6uRl=&qql@^4T_6H-s;^
zmVkb}J^&|c;Z5m~kX`Y;Vsd&rC=3e=YuU6|i+&xYx!gbE8e!A7gNo&hvTea!Kc}bj
zmuQ(9&W0XIo9{cmhDN^ZG2f)|8=UI?C@F8VXSz=4j+amE6)sSOym%ZsDZ1gjPFOB_
z+PP2TV7^Yce}!{Ptl#s3ZFm=9jZFC&O;55=!+!P_11)Lhh2RF9dC(qMfx=|Bjoklm
z@8)v?Bh35XRT|7vd`~NMoqMDa%jn;5-w@y*8$~QkHPX;_&QiCJdcH4l<FcF2Nd-FN
z?)T<smp3_{XoNvZ-jpcO?*I_!IUpyfUvtyx7WOBO!<kTh16g@}Uf^O_(R#2fS4S?a
z>fayaah)(EtxptmQYBph<RjA+$EZx-X~^4jb&Y<-a@}3t81CA5UU1twFkn7*A>wtH
z%)63ve3FITa)rV-=|xCFPsnF>UPD%1{rZlTR~3`bar?+>q9F%!v5Jr*aiGI4qiVAh
zU*d&Ny@qm@mx>O`ePWTEcIG*(s1lb-#L;&vW)$mjXWjUIyN-tSXuHl+>xn}{^oMD6
zWfaD6AyhpOGC3N+!Ij{CS-{N2WjCIGUfxa61hKnGG+k;AFyNp`)c<wP2x=<Kha+1s
zBiq-I1po818^d}G&I2Vsw~)Mf^X8B8-$J5`83FlO%>Hf&EhL_Mt43SxI&#0A)2|}{
z-Sf}S(wbXZ{<Dqw_HE-oj*)ip;zh&Xw@rSWbY~U-FH_-Fn#*CuCFUIzMf~+j@A-=c
zu8s0-Ga~ItInSkXm2XW=f7W>wa8`fz3>83zx&K!`K=sdi0oZ@`5tZ4wx&Le<xqki6
zW2o#O9Q<p)jVJaZBvjz^v@Q~0$&6?Nt$8?MlKG#`0Hor_J>A`P|LJ}?I{g3Xev6A1
z|JkNj<@&F0{JkTdo*ez>ZjfBN_UHa8vkMFV*$?!>f8Dh|u4E+NDB!<WqNJhG^yih-
z_k%5{uK5!I7*$}{&$Yhewi&rA`{<E!fP5^QmSgKmEs%eJjS!nLL;OHWsu^f}b3oqP
z9@&fXoSvB>Pa@^|`<0N7C-Iw`o8vbAc2O(e@Lm<}0}?-4-{S%bT*s-Gq?s6wy=n3^
z6Y7o=VbsE8DgXT0+9qjmoRCYVP|2W*qG<p0F@3lQ-Fh`L*=wU7hZ|H+0_&ToRaC8&
zizcE1G&W^zZI4!m%c!>6=T*rI(Wvz~ArsslAOdS{fPAz}te6!Ie6a%yD{FLCZsqdl
z!8mc>n)U?#^%re}c?KLGKYrx)*s&<l`B+$}+|bzg#cds4=(3{jk~BMOs%A=qYN;r}
zZWUgwBg$wSJi|aymEyUxcoQIlsHCKvP6Apn-95x;`sGgGvygL}KI|pJCfk19wzoE(
z)k#1tq>4`?!i+*5b#)TE0w|nbEBEkWM1DT!ZaJq#_l=g0j(4dt;X$>vwISp@5A+7-
z9KRMsg5~lqB;<<AI65YF#)=WIn}LA=Inaze;JdrKprO$_I5@~xsVb|e^p{T87&W}O
zROm4C;A>8f8uE<|5L&Aa^+2Eh^6Arkd|I*W&TwjBb<kKD)zs98$jMo%J$9o2{M@Yq
z?vabA$x$Q{sPg@YO{l$rPN}t0Z6m_)?DS;W;0nP|(bMo&Vc<~!sFLx2X|E0jeuH#O
zOfuB-%r|aG*!0HpTE)Z2jJ%$io13e^ArOeNre=n|fykiC%D`7wf9U3%$zZPDa-{`9
zx#DanSI$gRxJI6!`Hv}&ay!u13Z@~{f{s#2O)mU)a5i3EUZQK)z9iFfzZCO6%&;!#
z@EfGc!(wkNrJI?zxt{kilHUW?L&G_S@t?N3`z2E@mVLQ`5(1v9UWxoMyqVIM)S~F#
zy?e{0&EGAG_K!HXXn^eIk!%s1v;BZlDuHVYW~KY&$p?i83A|fjp`mI_#k8p%)4Q;h
z-pUR-J8Kya4-b_DY3v8^as$&>9D&W0T4XlY*U{anf#uTIXRf$M<DY0x`|q~8KMJ#I
zM84+n46l3Y7m54|r;p%2P2Q&=oZIu1@?5?+Q`B03dv6AFd)#f}-BNFQ*~(#F?P+Cu
zJg*!ABUuFE80dkvd4D<p)0b=(vY+1+$OFOI-lH)`=(PjzpYi##lsDIwsop1ff=Nm{
z=*_Y*$6)C0fKEEwDOxqL0C-~v1taIo(W_>}&kn-d69rXHJVA3ys21$QAF7sxH~xm0
zjcEm76l61aoHZB4DQAS|+vDhY%-byrMoAY^+@~*<$Pvy!?C+PcXvJ<G5^WFQoxf;o
z8feCo^w=LL<jUKVMRiU@+}3nmXfR)g8eavrfgrEuJ}|+aU>=3`>bZ@ZjW~ViZ8X%{
z`bCyxqq+P@b?yD*t39}ZHRu?;4SXYHgSyhwMmD+MccYPT#AefwXxEYXt)-=L4rJ2J
z=TQC+!f`oUS@DmZ>!x0Vmj4S@pqeRclLa7+Unt-gm2%0HMp89U;^?Kt<hz&E*3QLz
z?7M!B@P%$~-q&lOk>LIgDnOjbZ&gPVuquIw_kZ-_vHnizU(E2F1cDdvKdk~l`ac^M
zXsal1*)#|grT^@Ic<Aw;Z2>q0|MM82H3vTDk(QSay?~7!zdeb6&Xvl-9)b4#L+!zX
zSO245=<9d>*)RSl7X*m-Kc~`>!2f60`gJ+UqMm=ArV~XnM*_|E0P*>{+Gly3*4)`?
z{yW$J!0IQ60Zp3#>uFGH>!YO~UxEb*)+Ekb_DaT!z~}UOW@ct_)tAB=&ewNEV3l7B
z39xnkgPg`r+J1XBVd%4D5-NQI1CJym{Qfwu37V`1CBN-mPhzT<zo;958#*!SEdy3R
zw={t8|5**d5c$uxa#zyrpXlgkr}|sN2${QF2aJW*;%B`KEG)8KUS6gxQMb~oJGSQ9
z%z!pQL_)%Fa=05EYv41?I{Ii0SfFGx+jQrmgKRWLJ`}3^AcX8D?sYZ`H@6*N+_RJF
zyMMHXL$!QPRt(zil#S7)c<;qEmAxBto2)~JE&LA-j3}|6y1z7DRVIRRLXSV(3z$u?
ztBI@y9zM5OD+z%uOVS%4if~DA7{lAOQII#`E(@BlCD5I?AzQQ8V?S<4Do(bjYG`Ds
zY+oyDsmiZPUX3nmn~Un|but@_RQ{S{7ZHDm{WZr)*4{5q*G;|9IehuYvr$X8^Y=R6
z8{K`jnea_`xSa!eXKF@PcDD6)`OEEvu2{(Se3JbEaEx!=y{j6^G*(~|Sn2KVUcPKJ
zR_T&eso>~Xco+ObxRU+dyIWgZ`)rPo>l_JuHp;atz^4ZoP!?r3ihJ$b50}}cjFkS>
zz+YPr<=;EOH=%JDhF5#`AAFPyYz4%tzf9+GRntGLxS^q;Z-$~exuT-Nac5C!6N!uk
zCSb<Ov}D!)ofYTi<;A{#PxdA_Sfz{lw+3$6?@i@#>Hly0-qo}k$W~hTf9v2w&J1X?
zp$p+5p#}HK^?;?+dOdEs;y%bLREn<QZfMWW&OTI9iWHKfE^QeSD^7p?`eI9ayLGED
z2Z!QiT-^SZ;Dt)taiM<p2se<7SRE;m(<4QoBi}%|(p--BH<x+yva(bL8@(wZCdapv
zNk{HZR+0@oQBk1>V$$-#O_jyo^zhc}qgUKJHnk_Yty#Hk;XuPPNl5O>P)b$xth2|R
z4Q={9Bhi&Cs#awIH|IgFzN__il8QlOS#H~HgsvCP`a98^whpKEO<;|%i80vg%o-PK
z9ea~OfIX!ts#yGe0FsLLse=qM!^;k&U8d9y3J8!3UhJ6^YeC`e-r8kav!RHGii&oY
zMa^~1l*r)rjk&83dR)-qMbYva!NZOpS#5#S+Y3Y4|7hV=b>3T|)9rBj4RXU-?@Z)H
z5$sd*_*xl5X7y*!z8*rqAEj<4hwx%<9+<UL!92Mq=s)YZyx7#58!|!vr?aQ*2wk)U
zO_lp;XJT5L*y+9rFZ)%y>o(W?Y<AJ6<tb^Y_8V_>H3o``CAN$}VpaQFsq<{!=JDWu
zYmzZNY+fTGT;)LbsUezNXO#mllAC_qw^vxLwYJGO0*DTfjirAhf^WD@7^U6>H)?t)
zMOCpAWejbu`TD^xxtb6sjrgZtbKGWKVW2O2d>`Xvc3qtMRy0o8s!i?O7@XUrM|(I~
zg-+aiO&Btlw#i-ilqB^QU7-MA&}$iQh?!ao&DykeOP!aLT?DnN?3q^PlU(yPefHbS
zGWUbSFGlhEa&5ktCNOSzKD(>+v}I9WNm*Bmbx`yyDSKFlSpoKokzey0!U-$DhPh*g
zP}g<A_VHJjlekPC^zPbK@2d0Kt^sve%|r?%3qU{|Vs5Q!oev?{y=0V#sl~G%6fabP
zD8W;HqD~(`OmEskz0lmf7RglYV;YNAa)ey1;ZoLD;ovdQXOamTrQuk-@T;ciqQCYJ
zC-Vy;{s*Mg92gqZO|FEC9X{MWG<uE}6954urTjw3ck*cTW)Fz?u5=m|Tc#?HC+XQV
zn{0^4$(4!j8@^i3GXms2JdbW$F3%n0Q8Mue5}x-gHh%1l=eX=oiZm3{a#Fn}`C#oj
zbdD3HlHa!)Hm4Ecy@8M1?Io)0D5)lyia3@y_}R2s^Kx2ZMmZL<TnUK@BX@zo7?FtH
z<`+@2m78T3A-MioHb8FnsF8TC!QX+}CvjWF#LPYX;nz%?2-4bTx`*}8&Z!$pyfw<M
zelXB-G^cjNfOt}%J#V&FTyM)U?!55wq^~P4w=-rsNZWzpH?X8)h;CS@0N31_d(%Zp
zihDM07QnzRGK6S~7h%@N{uU^w<&p#~taMPaWit9r%D@Ucl^AHIG_j?1w@XkR7--vv
z_c-<sB|qKKtf>)mY?2PG_6x4*h}v2fav=Ks>n6JuOhciu>#Z8;65<As*}z6sbhk8i
z+8E|)6UjME>74kh(+ua&3?-v*h8;bcU$9{t<~A`d+zG~AdE2zTy&E~ozL@3XV`~<p
z+CLDi@=H>|x)B**)5Q{_=6PAIo^N{$p5!qhPSvlMb4&Ay`kmlGUYec6*RQkvfwE4=
zo;xEK@?-%VyWep*UrH_8B@Ip7;NbgbvE>E+LE&^X)88&w+H|&s;LZbhi*VWJM`A-!
zsXjFo(Vl1V;aJ}y8W4iF92Yge2%w)Y0~8A6=HZEhwm@ntJyQAxs!VksX^;=|w9<zM
z)BA_WhpCJEMkcc=)SbT-Al8Jhs-(h{m-9>{ZST$k?^@dKTRH5eEZ<n6&md!1h>1dh
z{+Kx25aR9Ab(o~(o0!@6S4-@R_%GM3?_Gc7@a0qn`}apAeeWK6G(XGwE9_V{A+dv*
zG$)TN^19@=M3lF`Iv6PrPDagDZAty=xu|<RneZ9{@vY!dEWF&>&*hs()!WD#ZnuNs
zv*tHm_uE66zbj(ECt9?{7vodmdcW`m_JL;!nr;EBLFUSiK1uw!W_3)$s1icSAJ&o(
z!5?F+RbBSP%Zmbp8}HD2NXhEDN4!-VY*`k4`HAQE1(K~(hWZ1fj1J}C31te=9oZ!4
z#`f3A{f202Zp!!P$3{VSpaMLGzkp7N*KBMT6Uyp$O$^~3e-G2;C6xY`68AbZ)ND(?
z)6>o;&RSTN?zBd1x!Vrz>N-Jo32!HQEXq<=Se5Oka(}MWVNFOuQ;;}1_*p4k@}ch*
zyCpd6{2xZtraY$TmOuK}y+|9XaAJx^egdhR<|7^auPNzx$kVk6;@AK|y5EmUhttfS
z8!LJ+N3^)k8jHWV8Y!+Y_X&N|a%w4LjJt)Mjo(K2_3Oki)XL=Leb?gI6BcxJcU>BD
znn6UMu6UJR62sKmQDb-ewtQ^Bzn-&0K}|GTHf+wZg=uuVze}9#8GOy4@ddnRdBR0Y
zM*3fDskyE9?0vp^fx{VB%bhGW9(xW7vZs6V%|mZzunbF+v2Ogcf{C831<Y8T=?O91
zdyaYB4yPjTXMN=5Erm~&^OpX*nz<c5VI(~WGN?R$&*|Udc~8$fz^lB(;UJdweg3|a
z4kxz56XO?$km^^}e!nf9w4rhb`e@{HUM-m~AF{O@FuZ3IeFn6=JavO=X3&Oz_n~xj
z+GeXKw-KQ$h)~5Vs&aLjxoBe=43*~>ALt@R*sSy^l@b?iEBhLGXpwK%I;qLmjHa}^
z>{vzH58u31UD`GC`+db+x^(F=ym9Z^+qRm9%Py-E>!FVdRN<S1^*>mJq$qUh6830`
zlYT2Eade`hNiCj3t?kEY@X}RL@|d>KAv~y0ivGXO^`Q!@EAMr`=);8CJp&yW^#mSN
zz46TrDJk^@yFKg(o?XP~;HrGLwu_#3@5ceg-E~F>|43tA*z@iL0;=fvN^CiKWkKTe
zyVN~H9c!Hqg^qzg8L7;s`<k5-Yddw1o0)4Y3W7vjzuoiEUs-SP#;D_t;N1_`iU!Dm
zEjderst@!s6tPS<yEG#s2m6i|W@b!Upaps+(N&iG_}xKTD<KfzH4%VJa%imYJ#-5*
zm{dfG)?p6LLn%`;)C&a+8j~%WD5q>?ZpXI1P1i0_pB;j%d7EsU@|#B)cMavq@HBa?
z^ni{pzXl@BX+xDRtkKAbcTJvW4|YPLazFaVbb4AKA6~-Wc=sttdsycQqfovjFvZ~Q
z31cXKQ%O&+V^$P;gnVw^R;$Uo4(cs=e^Hit;LD=Fce{HVjg(FE2C#mJsHoV886QWK
zSPdp`9imd9SI9UefE`2!Y}>cMgV4#$%!HO!_c;KN8Pb7ixk5Rc(2lXY{TY4SI<l;Q
zW>QF=@wuj;6*cO7fh-wJ$`LbM^t27c8<_!(drL_Fp!qF}3Ij);gSv?oN_80nQMcto
zVb|3NRQP1PY261YoM$IoLVMX|*-Ic>`<Y9UGv1{Lqj7qhNMt!2MtE;$5xv-PKnQh#
zfCQy@ZOO**TE(Dr7Hk3<Hju`68xe6;tJp#*VbGw&@?D}+r=TOEWH3{|5u^=Ob1UZK
zd-o`!Dt`R<u}|b~e-OK^T=j<5+<)lC`jjYzXZs#)PK3!dUSl`)PHh<=_(Wr483GEA
zA}WlE$z#rOd3kw4wH~|6e0ENI!%wqD$*?8>cbNmR(ijkTX}21cH@)Vnb^4{EnH~Ly
zFrVrPboYZ8?tNlHt++4vSQ<~B+(5~Sw6qh`j)@Z$PEQlc?sd`Hx~)|#1OdWUSt(Qj
z#3aQET(W>yV5zdRuq=IhdJoY9l6%<wEkUhTrlTKWrC$1HnmTi#<NaD#b5X7tnw@1z
zn<Lk=p5{=_cR*zWFuJLMq7y4a1NjN+c#TW}O?DjAb87)13N`|f4T*%Z|EbOLCg=a9
z&Gu7<6!b~_MeUkF59~Vt3G~b+Hda=ZGQ>n}t@TK;>`AUnIL-9J0@J_!&TkiDf!&z_
zmwO1*?AVVu=Vs?yKw)JK4L^8LrN;6Auk$CXYXD@IfuCO^j7IeK>FFuAc{`bl9?3Tl
z-i!vpt4Ba0sbpttoAdw)(oDB&Ru)r`)Qzw=Zz9Xf1$M`7^75+Lu&z-?aKOw41_m;Z
zzVX>j)Ko9+M_jvh&2fLj$i-)MsG!hhl#iDj<VlsmQ|m9z!me6&NYT>LS{B)Q;2-|e
z;ViWt{^S!lS`XZT{#r8PN?=yM<9~$>QZG+zq9gf}#kpUh!Wg61NJ+D-BUzGJ85kLX
zH(G<1C#|3m2K)nAAYF{4@mdYs^+pH73K8w??P*Xh#*+N}C)G9Xxhn%XDhLdSjEqbh
zxT-#v9vb_UW=feFGI1ZMN5`f#)=wgbTp3gp<(O&4E?=APNKoq%z^<J67n7UNhQF8W
zYDT++bmO%VA7P`JX!h*OP|6gYysF(y86MoERE8K<DG3HbZ5b;tIis^T#zLW0ZtJ-t
zX%4mjLyd)P;EO00OV5Um*R9*NM9%3H%@&e~_nU`6Hz{W1X#SC9XK?9IcBe_ZJup|H
z1=LGROY%0?$pQEC*>ns0-@@#|o59$1!lyu@y|PK;UWvRo8;azpkx4ui#Xt$lN95eL
zrxmZRghCZ}Y5bA$#|X%g=%)iuZn5;$W17gZu-_a|33m%!kUuDWoFZ1ew1tWT^S%dx
z=k*t(iEeO+;{YH(Ai_N0JPcyRb_b}8e1nvUg(ATX{fBoi|1?Dj$bH@WAT$T=fg)v&
zdAd9`>FsAd_BwObd@C8cyIuWJWaMmF3%YEs=DXQ0K%xa2-J?gUkt;2g-;_<zHs#SL
zltFrUz?nSLG%-cM!8oC;p1)y0n#RLy(zN7G4dh1mJQH0NPmB^5ex5m#WE5Rrq#Qn}
zhO9nItUVpw)?K-4etx$MlYLJikhymns>mf&LcY?Fi<Qj0{rydlPkUB*3RI}s;ioC@
z_~Gu7E<7B1m8yut?{g1sJ{$;Gb66I6$GaQl>V+Y#gY}_*8y{~g*2lqU`RNQ~=v{x&
z03K*apIgZ4P|?s(jd<X>j;x1y&!qSqKI{E<HDucYK7#}yR{hYNhT0)y7?&pVDJmTv
zx6iid{AA4J7{?{711C&YFF<aZ{`qH_LH5#iPfaAV%N3LM3pMUf+TIwt8V6>(0C5kM
z^k@M2=&uS)2|GPh*e5207KzPboSZQtMMtCtuUFqAUnfUyO@!i@t<;+sKXq-^W<u3b
zMxX|gbFv0O`A@s>A(S%g^~#*r;}Zsq&Uf%cLHKf4jfJm(goO@Er?a6UB9I@xUED<O
zMm{g3XkjT`m%1u!nnMg~T#M*WCE4Sl^Smn!%e$?3k4pqwvFMkkN;`xF>hhi)^;$zI
zhw!ylUYs{zdDpWr*`<-`{aRO3D$@6XFX-tC@1ehb8LyG6J525-jqm@iyTx<mZ1@&v
z1avkAXd}0*^f*BuW4!LC`PE}<wq^M$s{mVq12f5|=z5F^=Xp*o<MA5UrZ4FBBVu+Y
zbQjGrMqTJ$>lF@Qfu~_=j9w1Xv1&U;J@em#NwZ9@C?pA~QUAbe8l<=E5WuEOiaU{E
zWvDII#yIgZlj?$vr@MAinxJ8xcz^kvsZfZ^`YmiVs)QY+hZv)q(2UW|slH?4EW!%N
z9X1wM@@n;|uN(uSZYyNLL+G-`<!q!G{*d=g!y3l1mzlls%t!Jvn!<HkLpr)9c??0X
z{d^%RN(BLuQL|V*MiBMjcHb~OSTQ&o877e7dr1%Nj??k=Lar}`omr(rWyogG2!@;(
z^OFh((EqxW*W*xB%6kqKgr<l%8ql$8$@4w2YH4XvYT7xO4(6Ec;GcLKNaK;gLlbs4
z-xFzD#DA~o(hVlsv!`XyKyn^`n-NTl^lX<pu!7>;najU@lj6OK1nId*fHq1GLRZ0f
z$J>mI=x`;vr@%nu@g%m+188;c`rE9OCPo>n=rS&1_tB5WU+wINZJ$vJo8@4lmcciS
zt5vSPThS>G?d>;Y^8%(hSXr}Br*M^m!g7z%qUgv?!mC{B)dh=aw+UM#BBDj6YrMOK
z{I!pjXAmwHyuXg4SNDF^A#*xBqXcCUzvU@D-Cvt1NFP42DuedS@ZbGfKx!Y1H;7rR
zG9YC56I{{zN3ihOjC`Bz>W-NSl%pKa%5sI6s23Gb4%x28l#HKaHd9G5$}+^0H-`}L
zkd0-T&V=b+i$28wfPfk$V29I)zCR`(iZ)<;SF%e)vB*?y(pcQ)xwr}5Lt6I8N)JzJ
ztwvj|QR;KZc{!U<c8w?OoiGDSp<a<GBF1g~{gX?$Td|oV*uzP7d0Hi|Z6j-_WrGCH
zw~Fc0r#uHdh9RLmu-2uRvb?<TE3%d%bPwY@7@rT_v8pop8!0xw3Mp`aX$n%4ciriD
zMSKr%b`&!*22uUTaCtJ~GSPGgjOP3qlR4-1Q8FBhGK}spt<isgFvu5iLHNz)-^se@
z1yIn(5)o(Gz#GG9iP%M(^oj4SzAs5SzawePEYDW!KZWtYzTqKgK7#X#cXM=p{Q~D8
z%a~L;Pj86JO8ES=9@o=1m3M*Q_D;l7d|CX(ALBlM9E^<H^kTGIueu4gy>Qdnu%KOP
zb4jm&M3uRX2CDA-EGr=ISvNcWL}l=XFn+AFJ9fU_HXq}2GU+_(AzrJhbFkd}fZI_{
zjgSn;e$}5OrQ90BN&T2TtZeQQzIffdj4DrH$OAkqb~MDyOsY4$h3h5}&1zndK1r>s
z;b1l*=<iy?jfG>Ivb0~zEHfKQH%PW(K~k&!^!Lxd1H>2yr3@L)rxwL{owUt&Sz>0t
zN&V?UHUcEn{vr$s8M#@pNissN7p_v1H3^r>fsAG(HR_38p%!}E;?|u@|3z76Jt`vt
zZK<au*kp?@Xq-BblBrHJDXFNG{#T6zF*DOGYSZkOfzLDOi6vH(`OSq*2At%pMZxnI
zv=TnQ_{R>bLtKpOUp9SRyL99)2%aV)@^2LX>rnpw{*P+{LS(N}C!uFc!eLIOlIRx5
zY{aYc>;4Yr6yv;bfI!5LIKAu9nE1Ag3%?t`=|ZXJfGg;#{1t(yC50F%d0c~us@s*=
zu~LE9kCaXGXSVoUJx#9PHJ8+h8!swF;aF6Se`9U9usL&vuMo1h0d9oh08fxX`*Ve^
zXYJ2lzaDD>1Sc{gqHb1r2=gK)aRYT6e-K<rl(GrkcEk=Ld)>8b#P-*V@Z#l5t^<6|
z>wYwo=I9xc@Kg_K4m1MIDzv_vR>DT-e5nAGF2)H3_E@<)7<d6h^i&DR41K-+TFRo}
zZ>`SFBMPYFg<h@$F-L%JgM^xqAZMo_+)TP6G49Yr9rgY_Gcde=)cX1!?9YT(msU$9
zzctXlBYmx8dWHT6M`uN~-202qr@{ln)E?=}z8g-ElrpsfVJk2&#s)%?F*vkdPryVD
zGl*A4fN1kWeSQ6e!Mv|uBjwmDq=5Cwgu+26I{<|xP_w3kWl1A;-5>6SWF@&$t)Hw=
zQ{Jve_X+C|77>sDYNC!0e?Gp}=p__BkVW60jaF<06IP}uRUEVct#bR1FJ8Q81|wc0
zP%(CK5IJPiDwOIJT%hWA5_tB5K}{gaWo~{xzWP#W!OH%At^cJp#A!dvdYXgZ_2i46
z<OW>pQIOyX+9!Uy##eYKJ1VWs%iFvEpg&8a43dDH@HJpmNX&3WZ)$4F!VD1KYNl5<
zutStIB;rd8mvnVDKIOyI1TAM*L=4}))};x3IjZDm+Xe9yTo&LfyrcwUBKAHDonSE5
zd>vlB1w6J^mqERB*olz@Y9Njs1a2+)9d$CZvie(|C^xu#hjvU%D9d+Um#ZrmMjbqq
zrY;93To%YB`$t;K!rAItqo@u&OEX%l!h84bLtWiO5ikshqB5vyR4_7%f|IU4Fi@j?
z+;(s%F*_K>t$y+9RVx^pG6M+{Fo?=BH8u4Eu(IKE6U?I>jIQ3Lesxj$sg_n;<sHTk
zzetj0LSa!+{{aYIW)%c63vkt&HAmdcY$68bq|c1m0$nr?6$T~Nwa=Cl3F9KiUePyN
z!Zg{Vgw+}HU#z(_({Yu2vhuy?2uMIJflRrnscFUvKA`4$9OB{zySZVM{0gFWBybP`
zy)7r=_E274ZPaqrxc&uINSl;H=wGx*?<5zHBV{F}n}Gzh>I>i^SV1a1Iy3Y38<1TF
zNnu%S?f64#*WMXHus|Lp$-tR696Uuh#s&fK?OV4O9;)@NJtVE#L#_^|Zo#_!04vP2
z;ogF6%fL9Thd5oTK>qpN9q#W=SdYmX5a%fsFmuR&im5~wc<*C?!1&F$xHx%;$zw|+
zqmLfmo4SKJI_V==TVY{g>LyC)KOL@unDPD1nSLvMFshszc*M8024)UC^ku@RlolMu
zcPaU0AK1>2zMXw|mS(g3KWwgq1<{|`&(^j!HMsj2FvYVbc31x*MtrQSa*yQXzWkk3
zF-g2L!suf+8(NE7to0byU=tY(a+^q_+0ZF!_kYDyLO22ijIKX)&#!%}-rq86kR9W2
zLd3wwSGx3nq(*k=aZ_zZs;X~W8!U?43F>GrL(9l)_EbR@RPXQHCuO~-p(k*_QWU(y
z>n7Mo7)RJZ^u}dD6e9)w0X!W<SY~u~MH}{YdA49j0oNwzDHK#>$PnGpUb-1XY#38h
z1o+W{X^JUu=L0Y(^MRrr#QfbFY&hWrp)<i8H5QetV16SK=n{{sAKFkeLvv^(pb-`%
zDBDZYKZu`0sHA;Nxneet_14{P#UH1f(q3HGhNd6}XVVl1LPZiZ$zrOx;;dTP57M&{
zexS-zzkB;OgKiLHNx$r+e9&wxdkaQ?dG%i1CSTy{%)9e`-@lc7kY_Rhx2C#8?HK(p
zUbMxI>%E@;{fgo0sY}^@?;Sf6(K`9-)HoR`1Fk4I2&xB0j9)!BdmeNvXju$39;r&o
zW{%YeLRzMsiGuQjP3t|<UO>M1+OVD)E~XqU!O8L>8@K9S#tDxfPGbEP!||=s!^eh6
zg{3G^h>Ev>dF~PlTrQA{DVd-?f{CB(^rpSJNtWmDeT=<Yc>=~KX90LtpSi?2kM?~M
zjFvy0F8a`0Pj=t(?8@Z5H*1P$J$LM8-q!(rMOjs!UQcp#ZHYfvL2DF+he6u>#u%8?
zxAbFyEg5w)VLzh)ldbGOqckff$PF;-oQ_>)jJAYQvv@aRvfJLjy^lyl_wqtFoxekL
zjfmO1@?|D7pN{=Ki*q4fvk+Jgkx`l2E<;5;dKa{1U><(z)F_?M1;unU!(J)enQ>n?
zFgDExXqI!G4~A}AJSiY?{`V+gV8461*M%k)P4BlDU#5g+Olt2PP+~s598=Q&3wqT_
z(Qb8KF{Ivxy>E_?5NFBCjTSvHGrm=6X5;b;F2#4vGIn*M4RF~}Vb}ueOD+tv?~Ya0
zUzp78Ha8ajSIKn!F;@*HDoo7<Xeidl!Sy0_^bC^$b=Y~AZ=h@vEaquHy_1tm>}x=~
zL`>-lL#CU+XFO%Hd^Hd(#eF?DoZClQfA#0dx*2E32kQp4<(!vx#J9y&sJCfSh;lBQ
zlC&L#tG`xTd|&eJ*JXggZ=)@Q7Fs2->)CR=n?;0gul1yz8)?uVy9EPagkVM!wnDei
z+ZL;`%RY4LPsS*?tXEWe`xit4@}uDvLK7p6X8^5FaNX$;D9c$$l1Bm31DJihR$1o|
zso8jWnUW#v1N7OI8%bl$$x1(N)hS+Xvoh7NHOXTkBut_~0eVZz+tK20R#UG5bf)}L
z9+|=3eni4~5B47K7-4I*if#V8$0aK}!>%CIvj&CH>+FQ$UNbPDo%g0#*a?27jSsv0
zyU!SzkkB@(sDhRTbLrd{A4lO=l*?PPi)U^ZHlU>gW+8q`(o)y&pb4Jld1Es@c&Pf&
z@9kh;+d#l~8gHA|ubokTC6`gd1x8<@ILMjKg?LB`jcc^xs*@LgJ{AnU@H{4s0%<^*
zeq4j6*=nk&ztDv?Ai7=@&VjR?g9UDhs8!Z4yrhKk3`YGL<JATR<or^?8Ds)E*Ik9u
z?Mw(JVXG#}S|)2Bhkn0~9x%kfIPq%yAav%;qv=&pt--<xWI36C>ru#+7!Xp?O7ZUN
zv+4Q$J0jn{{Wd$AFI=|$6ixW19W8B2+HjpYEvY6lJLezliOPi?vkaoGj?w!G+(Z?b
ze#UT2=lcWdDAfXmJR`B5qNQ(LwYQ}u6#!l>iH3a$3t`V!)T^_D7>#Wyn|7=aDaHOk
zycHIHG3IpB=*J|{fu%<Bv(c#+**WJ*0=KlZG*-0TEx_C#WiDTk@ooH!JwNU+K^gVo
z^n@9a{|piQy8#kNkbp$DQ3DG*Z}BRS=~w!WTpz(>@f20ha+{lDf82I*#T33}mGu{?
z#E597<4$lrb6vY)$V7gXmK{`zNAh|BUKPF2aWFTfj)J^guB)1izEL!Fefyo%XA7U9
z1yt>GjTD~f;v<#{iis+PrI&xLZP4RQwwQ#m?aMkj(30LF&6;rQ=Ex6})%6y3o7|KK
z)KL}qCoKPznHkhlR(Q0}<tN&Mx%e51!}uag_O3Ys+x7R|=(xF~TKJu^KRvkIn%Upw
zE!vIRw}5iL&?vOXU!2c~KR>##6yw(kfB>xVmQBdn3QfQC{ea^*Hzou&sBLrlaJ=@v
z5)^+?G$6>ohmzu>FZ4liz|wv6__b<6KIPCet%T5XN`!j{y-~8xW!`oYre7B>uS*jD
zx;Ya?%aoOs-+S>S3tdQz-nOlwEdK=atnyEKUlRALxb*cyd?ENc+31TOF}mMC2xNnv
z$f%(l{XExsPlUt2_N5YWk7%I{l)Vfvx<@e%*qwg@?|5o}Do-?*xQLJV{6%9Njh+}f
zBBi{}pmft8yoBnxWO1KQ_2QFR1A{4pt?B5%57;o0i+bEG5;r<FVBTIc1$@HPYu)0j
zm3<3fgq~kI3T%E(xXsf18V#$yi~em1GU2RXx4XV#g_JXsuWq94YSBvYKPOp#Ex!`n
zAz~RcBRE~`m9SVEy{hJdAZ@L}gNUY4>d{iv+=qPpH9wF_d(wLp5D;L7N-eu0MqJ0&
zP!q-hwdsl}YnwI<$d@l6xkCjBz$B$vM|XCF`+z9H%y6h&5!)f7oGyE;%&+hMk%6WQ
zbuU0gIZ#7b!(jL^gpBKc+T%Dn2qay<#}|a4w?-#U)jNgPMe=M|E7Aen3{j8*CJ{qb
z{@9GDpF-DBrh_O7Y1}D4=~%-E7mMjF+T%lY>{N`67N(T9T1Dn9?QuM28<X{gAQA_>
z!$|4i>q$F&z%p?hcNuH}KPK^6F-1&&Tz|P7HTcFyIP6<|-*QC{CG1=xtfy%MH&5mQ
zPO~Cx&w3eahavqb!se&?_<wM5qTy>F18JgwolpS=QWcNLK)M~QrXSN%rmsYsnEZB@
zuHOdn3NJ#D#aBgOmI6lxyCt@|sY#EBQ1D%?=Hq+!{Fgg|QK>n>&J^p?LH-FZdXAd?
zPaptTp%>2Od+OD%GBomcc<v5szDW~4_&Jfc8yohhyr1=WrJ5d-pr9571;s4**`eiQ
zK%mWlSEH=1o@P4=NF?}$hv-8+pb>rR>QXE$qKr);6Z0w`kq>=NY(g1$h5S>H-cOqa
z0cPWpXoZ|Jv?q6l3QUN|$TDb}$Z+B!B0j*XCmoCcL5xaBU<HQFHSog>U@|YHk{u=l
z65{feu87;H8Td*tllo+^t*cAp<?df2W%GbfWWI(u1@`r+mgJP%)oDInjmrC#d-v?M
zCA$IxXR}$J1+1NS;J0C9)zsceJ$UdaPro`Ie<Z9Rso4_zrUNiqU{=9@jgr~zmQ$}z
z)Eb-wPoaTv86`-nhWlilzhwfj9F8Nou2Awl9?vZ=*E9=$ys3MWi%V&o28s3WX)^NB
zz*5p*L_*;He~3g3Nc4YQ`6N0i7Re7w3!@d+ubvn1K+lc!$$y~7(ORZGPMbUk?5sYs
za`utCH6-AL`nnMK7`=L|`H#R{WY(tFgHVbuBa#qEMI{uFKzUzb;DxFpK0y*XT3e%j
z{7^=vVLjF!z{jiHG;D}#`L|#oFJ}!#mMiZ#qGrUL=<Rk^XCR;Mly*|uT(yBUQ|58O
zN$t5uvLoHBt+R#5*YN;5s1BW?>j0x<VzqX~*+br{r(0_j2fg7BGOmO`fpv4m;A$j)
zA?FAi9CJg6N~llZ%`Bi10^x%%|8iJr2~8pwRH|ie*o~#<g2^(w8BucItYnX05qNu=
z@VpgIsr&bz|23+n2$d;L591v9$aGLHB1%^o(5=~Hp`N3Ci<n8ly7Cx!EAOtcs^8^B
z!=#|5=;7%Sp;t*)P>V&)S7-X)(JK7h(Nq^47>zEC|I1>*qqNIcK#rD`Hjh%`x7x8U
zanwQu`c1+cp_JZLRT8<LMxoA^Hlo+(b=e|sqPLICqfo&=Hj87GpVHSE%IKaI(>jRi
ze9qJ;Moou&0-wBhQR5Q$C6;$6DdEK0E5QPPLgcE&HZdf2(`I}rgct3|!ycQHbN#_n
zWN0M%=9IFQ4#$};WZDz6sFW7KW0VoS$o@cM7o_Rp*(EhtI{DWL?|xVz)yrQ@=2H;g
zuP2xV;<KuF>eKM%pzedUP+qhp-~3<%f9#%yc<qLZdhZob%+m|T$Rz5BIQhry11R|Y
zx$sf`_y|F`Rz0T)>`F-jnaM$j17(NNgh+8sVm9WCb0T|fw)Uf}<qJ;Y%Epo+hnnqG
za}C`KUtq0+aadbT;jYcwJTPu6N)vzwQH(;@d$)fJXhv;g6;Az=4|ir!KNurVEZIG0
zcZGq`)6!}X+Pm6fwd%cmjhgP>sZX*u+x++^Qu{R|P8Qau*tCV#)(|gq8xs&}NVvO<
z{z7;is**HP=ykBA0^b9o$zC@I_}5!ArH>-MkJq+Wed*h`uP`zWVmsuMqdDZ%6RTJe
zxwNs8xZe2J%raxB2b!#}rhfg>p8GS5i=6Ak<Gg}u#`iJ%r4ltX_}QP;XCndu()p`>
zb3&SyLN47n0l)v%3{@l<z9q31$1QPk-1p-O3-i&$k0<RTV&H-Q1vMHpnfqGy=4r*T
z?R7JnXoDeTc!7bGBck^oWv$HiD30n|Bx~tVf?&)~37h*K#3hMJNd2qN8gbh#!}jNI
zZuq|ElR7z`KMdIFQCDE6r+fNy{O@LPB3ssn0wjS+cjYT=kK@h6WaQTn`8P2JkC#Du
z42ifSAM8{W{MS_Z&-lh=sxRML;;;MdHC(uA?*UJD>iU9ddVk%5CGTtO=xO!6-R{bN
z?LK3;I=w?)r!R!@x_4WQ`u}U~%)_DV|GtmJrJ_)2u|$@N2uZe7l7xip`!3tqHH0=v
zwva7rDf=#lY-QiKtjQ3DjD04{Sf9_SuIqOl&vPI5aXiO;|L=6poZoZ4-_P=Xzdk-7
zUTY{y2KnACA!4&xyTpC`t@HCneb~CcBhGXiG7oQxzlxOg9^~<r*nd31w6-0|j5a?K
zV8PMN1nEK@7-*T}%N-9NLd{XQd0^*6__=f@747ui{pIJcTZqZ4S^bh#5%Blnzn5-m
z>fSPKPKx{~tk#~+X|#J!+tf;Aiyzl*=-t_SpyRWK+&{`-EdTQvV&0XM4CFVl@ns+y
za2mpD#Jq}rIU)K^`%t{;Ug_;{dMA5OhMb+Km$i|&M=4~p@OQqWNYBhXJ1`MseskSr
zKO>|jxsoa2L^rvptI}xidM(V$tG`V#zuy4xG~)**R--SF*EXR&%l<O^*GDh`6@9Q$
z<$a15QT01wQVZ>T6qe;B8dvT}EO%Z1?Ni;=x0tCOG?Er*BTH#NOVP0~qIAw?2Dj3G
zsd+qcF6=qgY99^A@+c754YZHsxI^lE;kUZ+z>z6WjX2-R;m}2Eii>pi%p@xN6zN)2
zd@{J5VXa)kU%0~mPdLiX&K|6I1%8>q>OK1=y&pL5UOSuYyScsb6xWn_^Hx$-F5gfL
z&sV00yk*4Ox_Tl1dS70`=6_j;)cU<1TV>G2&cHl6Rn*{WjZIig?vk3A)8)Ah`T1;{
zKvc`lb`XS6nfIeE{O9ie<!4S~@-b&buEdoN4J@*%5Vqr|n$hX`h_>jUS2TZrMc&Qq
zCCK@yk(?haqmE{T;|-o<8x5ZB6fe|>EAK&-M8GSJ<9<xbe1LQ-3#)r(#1n7Rloq67
zD%B)0Pz<liF2w*GVhy29mJrp=F5p<NrcTZUB|q2m(I|N6)Q=Y8F3m)wfP2{H!)y`_
zovR0~5)KsG!NTwQXu*T(q(}I9r1?TRnTrV)iwGD|+a~Y6OS>jfuD!(5#;s#=ab3#p
zw;?(mj7=3mcG+Ed5;#>I^a$t=5JRc+KrCsXPf?$a_B?6OugkL>QRR~xt0#Hk4#aDO
zR)Ulesp$w|y7=_>^Rw)>L-3nf{xLpgbOeM*p#ULty}JaO_(DU*?w<Y_lG9dzjr!6m
z4#j`L)48$c%82)kNv~J@5TR!fEtmZxM+~oMJ$DN+Te)H8@!KW@wzxP6a?bV*;Yab&
z8129;0hX{+3YLii?s@~7*(cYAvB^Sn)2N9AO!2MVLVP;y-(O>5ndX!vWt`eG%Jmj0
zHLB*Qsu<3%H#upzsjG^9B<U@#Igw_%4~X1{uFwHwp_Z1Gf)%i>B4o&ozBPZ6>pw(l
z5J{e>!o;6X_K=mARjSyu(@xP_9MB}>_HMi{uKe=at{0K6{%+A-w#(vr{_TVu`O*qx
zeUo-6YUV*7Ot7VMw%QJJR`UKdNc$T-S~2I;6wW)5ob4AI%zZsRT-5c-<Zr%3YpbFh
zm(Tn6w_*RR9qE_zXz*~S%3~y6`Z`@u|Lt+qLFLyU3VE7pG!KLh<Xs)q)M9rpuT;s=
zTFlOBZJY}Hai=v_9PBaRnC1|;L-xhPG5XNe!=qEY{mP1=xK+I~?)q`(-aht5ltvaH
zpYE63iMRdUQFPM3(Roe&M#`~^R<Dx7L_J|sBwSLHE2M*FWEn`Uc^4|~+KZ=RDAz^W
zk8O7eXPWh8&Y1Vpv#PuoCZ-72l<(3nLZhOlT4_#k^O29&mbXpV_X!$b6LSA%M8YTR
zpUB9Us_mCEyYG?nZ~?`Oo3D#C_c4}DMP<_cbC|r#%j=A>A$tS+jz2nfTCs2*GELSB
zr)LknS4ki<rYv%4EsLdVl2zu58WE5W*UMoaNJpzRT-ar0ApT@AYpTWhav?Q$a*4C3
zLRXExt+8rc%uIbFwR-~Z)anAaD=j~1)qTUf+tjdWQ`rr2tv7ej%w@>QJ;BPluU)}U
zkA158?dNt9F^XYy>h$zMFJ;<o9()?egquxa@1h+H3YV#Vx`~^bS`CeDpF98d+V+9h
zw@!0`t7_UB)J|g`mwdFg>$1i=<RP+D(@yN=xrwcGeaH97G3&tXz`HH`r1CGywEO(x
z)&8Xvd9S}WfN>XNaj=Y|5mDs^$CBID(_f8?#tcfvi1ZyQw=yb!_^ZVkx6mJ`8X(UU
z+21I`meL{{lKV=upY4^nAB+04f6i`TFie)i3bc{A>0m90H~S#tAv~p*w-%h1^S-PI
zijbbWPd!Jl=hPB(&L+NRacec{Mxu;efgwE$%Up^6XA31VN91CQzGJEmbI%M4#uE19
z+@ok;Lw|BG+>jqr(f8n9C`xGmuKxM=rTIX7kmC$7Ej!Ubb_v;t3B?q`1$1<a;faYO
zn&-K<G6U4OI6IY#S@|LpD@tzWcx_7zJ{*nyxr-37*gN`U?|x1$E?J=e{GH&28>|9|
zG77xY%8=M(+yM&F72L9a`Q9=doF%<oEEfy{8pAoB>@izeN`BcY$s=1-2Fi8w^(QD?
zpO2lDPB5@!!}gAj)diRXu9PtP^k8#+&`I;!7xZAodL5p#R{4<R1R_G436R=^L6b`X
z95gr}pGH922<<hL?gccFg|y)+DBQfP@^7iS%!T63yWW>?e2p;rk)41;@iax4o(MTd
zm|i*UG;OHa=!HT>#F<9C+s`{O$JwgO7RmSDs~UYk%{Z|#go=U`24U6We3=aH3fDlF
zW^&msb>%E<-aV9ugxz<<&%&Km`=mZSZyc9C&Yrlv{;<@=q5NXWjib5Jr<f!w^|pVh
zd^#L4<Rf^W7dJ<V+?$uo2H2?3$+H&C`O@F7885eB;Cb)fy<2v6bMn;GnqV=LJsO+X
zSOz>>7JAZ3oXPUSXG-V&S5qhK_G+}A@H_R;zFv#8U}uT=6I7w$-r*C^H6^_g!MA3O
zx!2R<udgkL0wsW#mOW|h$rFlnuxNp?{%F+rCK#iKT-jEEh6{^YbcQ1~_P?@^4}$;f
zo`%M4aG?E~AJzqwYDP|YTwIn1(?RCTN$tt~j(_LR0rN|cKctT=17wIL<qTj?<Jllx
zogKm`ABj6QblI%&koqh|F;mn($um@b?t)968yeks$3Vv*C_pd(^@^2=iuMHO|Ls0A
zIsO-4=p)C_|0K^fY=Zk{9LMX^r-E8dO-wlX`R_>m?#8{`pbD(3<wqaxFHyE7LZz~I
zVSQyTbKgRZ-@#1czp`iXW+Zv$1f($7;v^hNaEkSyCxZHqVj76mUUq=|-J-)h1$IxS
zk07%Vyn5$QzxE|JFb$dQn$3&{@{I9rm#g;|$fi8Vc@-U<W*@RaQGQfRObkC{hlmup
zO*cAM9G*r0Rwy!)H`LaG)$C=RRTuv&(aHzM_IwpxKz-lKtmUTFmm_s<*DQ`k5TC5`
zLycvS0ptH=7ti`9d43C3nR7C>!lNP$Hji8KvKvd#v33coyI!+10s@-5Zt+Jy7_FGv
zhHQZg`Z_Z5b`-yUkFzLY9-7$Jv1=8fqTBqP7Ehl%>9Grv_4w0<OYj1L;=i0`^&1rb
zQYBW9gC!j!sP`TnD~lZn{`Kou%B6t+B4a*QbNdd642Q;D^T#}I40k0vEku)@tuTt)
z{1G1%rmvS8%unbR^~AmOe(a=jJMX~pi=7NWWjXnUC^76wNvQYwwk$>QyEoaMtPTA;
zuivW0q46csKfdy07IFMt2dk_#BW=(f0~9ZRngH!MO^qzAu3yydLO$EXL|m5~oBBA#
zlEt^9<;J6CpHCh$xCK68@vmKk6UVm}RhNm8)B+Kp96k`uCnB@;G+T_YHdQw9xvO6A
zadg_RSOw}vTn$67&eI!abaJfw=td@&f|}ND-v5k#m?;&}z~-ZO<Pkt&Nb&*FR~INL
z?7TS^ggiuCikC<8Q)E8J=x>U#qcZap`pzuo92?Y+Y^%IFxn=YMakYUupM>+dG-yqG
zt!yHDKLi#4f*Oc;oP(cayc|fw(&kC2E0a5d=!Zd6n2xvSv8kD-9X4jUbPRjCdsfNu
z23ErulLhKE92CmTNK#DA!{HkWR!MMPSnJ6wS_))^ejJ}0$e4}9fHcYroCTD8<WGyX
z4A8hEMF+QvhwRl%=`Z|S4{5kfU_v7pUq0hNo6l>Mae315Sxq#Vt0$!%fuAL&;%so^
z(7D++u3E3EzKe(z-KYIRCe22&aDS}mxqh;gxExfFo1~Z3n1dcVLhSRyaX<bHb%boH
zTG(hbk2oDW<)0vBYVsG=oQXrh4-j6eKNWxuWb@J0r>>L;7WRSH#`G^8WkMJ2^FI44
zodeE7?@~!pk3LP=ak+JfPp+MKA{zfyH$m?WyTT>5u!9)ZNM#I5s7?K9n4!UU<+19g
zb?0UiFvAdMXxTHo$a#7`ol9}@OW-wq<F~_wJDVTYNb8No(u$${kG)guL*~)C{`T6b
zQ?DD76X#yz%1%V-elec37sFs$#j8S|QO8Q>%VWy3gVCOTr+FS9n*O-KG?NP}N+0k4
zMV_8OXk8*Cf)4gYf{Ln&nt;!a6GqX)wiGGjX3XG^UkIf|j3Y++XXEX}t~hu<+slnK
zNqD<NX8gTO&6?&cTdEU-BCq7XwT?;lyP_Bskf;S;i$%4iIr>_EdG^cSS;h5L8gV7Y
zs~&Hp$!lrg1Gj6Nz8zbjReIgAaK&(P$11wkm%8c8yW6DYu{Oe%&%@Ka!i3&6O;ooS
ziuX@)aY3V?pWfqo)<?=f_{u?y1uLsWb;j!&-<{un7dC$cA~1#Z9}F@1R@pjNEQZ(@
z&a;d^D~IL_lGUj2w4CFM>dp{{ELPo=%-_X#DI3Ch<?}4g#L^0`&JNAWVf{3ZJw99Y
z++q$Nt7nxs--VCz8MRYf+Uv$>>>d`39d@}pZ%{6KbM<AIyS=nr*43%<?D{6{<k6aL
z!3BG3N!D}ws!z7x(U3K{cPmMb^=lIlfzY1RmgM2ZfqMdGtXh_qcb@ASkz4Uh*ooX}
z|77X%VsjZEO86nr5#hXEcT36ZspO7p<Qu`wF;Q(e|2n5brYFkVK0~al|JiIG-}met
z%0o7RJ71+xnZ|t_GG%hjRj7nh0v*geAYl4XQlP=QeL+7(vPd;DWy%eIgMJcRrU-AY
z>9C4Q-!#jNB6R!;q*7~z{2syo;5F$B%F|tWLheZD%57H@er{Sr!Ihb$ha|s9#cfuy
zd(FMNe9m{5S=V$}%Hvn35J_L|_J>b7*Q%dxadC0q%eoE={6ZV^Ecu5~{i0@7#Z~*N
zq+H7Njphs~UnkN?Rj9OgG{1STYwOU>f#1Zse9+XN4@XsQ2IS_tQl-qi!5k5sDgKe?
zxay5c;)|7%uN39HhCiuCs20_BT4HR$LDDjeJ>OdXCp`_NuHVsyqEcut_e;KV@4)hl
z&T+q9(uIOEtaN-i2sR;Rnb;TQyEr~LS#-EjMKYhK6Og;Clsa6E6MxsJ&y<=mTy1E1
zv~d-pQjo73V~_rgdH_+&Tv%>adQ{+dRfQEYd^AQKF5C}+C6bmTVqFu&ZB69W<2Uir
zu{|8!(PFLT*?xbXkeC?DMkI<lbM<JNqmq2+7epDZ@y-;hQI{o=ql~$L-stluKw#SY
zK9nog*$l77Yd&0=+&X0P`_ZI@8+i#wOI}Wp<35E?0=G?!m%I;prq4f&nUO=RPTgsk
zXfsjK79@9s{at&V%$KFR4k>AwnT$}C?~;{ys=(c9$W8jtyPM>1ZV%Vqc4--Ej$V%8
z&CLn-#9}$vQdv}{d_3>_xLz(TrX$rOPt=ndAt`+W6wOaF;uq75wf&%lE?lpD(fczJ
z6CpSw%yeQxK-o}O$J^0+eBwicbjPcWo!FG4I+oZ;698qolZT&mIeBZdZfUqGoXSN_
z_(b+i*lGf`-RZKD#ik0b5f+cgP%2pS8~9vBN=$ebGwh`CMxWpEmGnk>AWYn7Sn`2B
z6ccavc@(c{U;NCv|5?IjU_R0xKYzq|rb_gd((sN4MGOWyQwX6@?fv`rR^gkKPn?=s
zc^Q31>P-`MLhqn;SqkSLG97#w)o-C>b&g`e%QN7FdrNsm$e*<Vw|{TWD(ZTomH#Zm
zDUJ7PSdE4(DN~o+971cy%}fCuEpCf#9*JlS&F{tddEor8BgmRh+01Wqbx;3f_aQAg
zEE9=_mQBvQtI-wmH;U^J2_b}!vIIG3<Zmt2S?6yjs!xYuST5LftS?2g63SYrG7{NH
z4^nLf4iXnnt2+Oojiu%0_H&Q~+$U+CbI{%ie8s9SQ=8$^G(;C&G_|$4St&GAj>S*O
zRW?Q{Z3L7rrcwU6?(&1hq@zs&O426NgH@k!cGRukBqkMEIH7@j3KGrIxsj9L)BC0n
zGHd($iiwnrZywq)Dn<bmuWmKCQm}0_ImquLhM(qAcbb|x`5`CB_nm*59kN9Lfw{no
zkhyaBmbqO8rz};=D^8o-!c-Zo8x#?FKoMvVEoN|i&(=g)g&Z!w!wtRE74QG&;X)i+
ztc<;U=Pb9+N7q1A-Y#}j8I&@6@4h}AVjy;XYqKK)Y)&6*46qcIu=ogGO%~cB+2JFx
zhTO<eA#ErqB%jqjj~=2aT=B*tRfj}2Y5PSflwByuj08}=&UwEPn;d+tSOrldO-8Cj
zL#PMUbIJwu4oaaUjQb`hycS-QJ82~DmSA-a^aW&bA_iCnOQSz`1m=`&?B?@X4wBgr
zz3Zd(jg(6{au%*`?L+p_MPlfU4N~(H8##rL9DV3IUbpwm#tA-6cP4Ugm?G}Ea&+PO
zaQ9L@p`G!1nY;QT#i_qS4vKn)e{3HLjxIu@8=mcL3J?vnd2^UBx-rx<!iVNY6^MdU
zm}L>|k(1TIA2v#6Sh^9m-5T6zLdE&4MLLItD>`a9v50!&18Ow}-l)i0c%!-iH#o#)
zs5^4Xhh&zzj_yNyabDrjnyn6oSfuch^g;kteak`$ovQTCQnCx8F^Iz4HvGNZh}CyP
zq@r$yt`Ymh$)ASS_Kl+zlUwUhPIQq7p%Pb)1=}|({%(+aWwA<Sd+RD8avE8~&3mU1
zvG>q968P5$Jxnq9sWR@=jJ;NKwf5+t<AudHv0AZ2@WVHiZkhD9j>ZUNhhsz+U%g0Z
zj-3T{MA!WZ=FHcLe0tfzBHzHcmUDb0AclVMD%3;EAB<~}zP#Wpvi*u0`NpxM71`v^
zeq$|cV(c(f>vqd^XZiUfU;Jgm)~&z<$jt5!3QYN*;F!TZm$m85zsbn)1lJqeFk~^A
z%R=lUFD!=cKP^A{SD}7^LmjK@_M0Us+z;O886Qm3h(vDB9xmH0vzLHsY~iW0K)ux~
zb%;2(y<X=FR`5i-maz_g^vo0J@}Qt3UFw6sie7ukZoPG<l`diB7lzQ=F1bSGaSByH
z-EtJ^fWHFp4-GIlX&AX10Z*)q-oju#6cET(jx^{Nf6H{UdmKM}=##pqrfyeJUd*kV
zWB5@6dN+vw7uoQ`4x5jlDm2=4MO(jpLK{j8${yXe4SYtu(Gpz4B}BxzIxS0Ag)eUe
zd$^o*tp@6>!qNZ6{5Y4snW>Q-hKy;kuOwL@Jzj7&>Bj>$Y&V6^ALD;Ej5a59Qcny0
z2sJ18EZD2b(U(B(zPS-egXqWHEb4%ula(F6`ay=l3<trsK>Nb!Yul9tZX+tCPCu+m
zx9da*>u<K4^3tkJhcfm67*@;az$uSSC}!{=V;#gtIy;m4Sl4j^K4+n`wnNijwT{p1
zCC>oFc1=o4yZ8*>ap1Y|>6I*g3~3OAK_$AnyyWDQZSQ3rF_<L9prs-7`+JvWc~#jc
zpF=~ztiIN)6jy#_%+KrQB}+H#o$9Q)@YT?<bEKgHMYQu4d3u9~V8b$aX_0~&Vn@%7
zJ|rJZ7Ya^qk-~xLfy#=Sldk^IQvc(&1cmZfli{~b;XEz)-prwLT7J0@W9OfOdIe_k
zeypDN*Xe0!dEK2`(km7tP74dG0p4ZDeNaB9e@#O3D|++U0$-4H+55NG-eY}z^sOTe
zpSFB>S%yzhtGL(O(~{q;b2cMQy`}W9dQamIQ+51$+uQaUih}<5UWIn$xfIzSmRFU<
zE4Ang``ThY&OK{1irGmvw$|@BSUl1AGVtNx$EsT^6H%FJ&c@fa@d3tWw;tV~1hF2I
z&oT<SBQ(E=5lLht^*&o(z0oq#Y-~$)G}0R{*G8oi>v8uN+f91H>TyBR7_&ML;nSzp
z)>n5%JVntr(J@ngbC4MEojLOgNK?Bo9<la??}HBxKkozhY4_x^Bl@?_`O&_U^B%56
zYgE22)rCoJB=P>9r0OSIoJG1N@9X{Kch)Y%^hn=f2nit)>)8@T-}*6+oblJ5NfG|$
zrkK<iG(Ogw4xwh>{Q1}Fp8L6YtMup&tKTxXU-bH(=t}b|(!%ha&bz~x4}S@lxPM-g
z%%f(LL^Ov{9z1&9KL<}L4YCS#&^=eaapNcq)<|>PEAfsjFevDVw6t_nn;nUE&lDpA
z!#7y5g~sK4&r%ZqIAZ+-GbwcbM@+AM-5J%rSnmS7zeh9t9_0UFt7SmrA3T~|0E1=q
zJOKG8)L{@usCKb!%$p_~MT##ZXlfR=4eb)=xBIKMUB8-xl2<(n!*%A&t#}=or3T-m
z3Tka(z@DD|ql}aauCOhoIMgZOUPCL|2-*m9z~>Np)Rfa5S%odz?^PuVnm%^{V%=P`
zZ`u4O1#YD`oXV0*&-A=WI0B4)Y6S5Hu5>Cvm=tpes8iY@T>G!`&4eW;3OG--t22t_
z#kHg+dVjmvwFjygnsqQ3sknT5eTIOz?YvjZM$!jAM3YOp{JhJUxEHPu711srqnw?W
z8ss0rwL~R43@UpQ7+syH-Kb5wri<P7t4*0=k^bQ>RvDA?r2KA_mJ_=bL|Gh818+x>
z8Ci|ae>1rM8FqDs<3Br{M#F2pGPmr(+<?eD+YZojaKhN4v9Ylp@sKjNIU&zN<{uqC
z+lAs(_lZS9>CP<TF1KK~Q=+`0VxY@(w=8gqQzDb!wfoBWUI9coqH&LK25}GWhacO@
zPxit%vwzVl7mjPGB#TW19uWspqWU%heQ$6}ZSN>6F4h2n?UiK%1P%}U@<jv)EPT0g
zS45=aeyGsS;qKBuesF<YHHwrS?R*p8?_i=J0GTh{_fuC1P@h$c>QAHFp+Y^8xU-ph
zfbB}0peF)OLVVqT***mZaDR|AWV*`3cWZ8y7~HKIfHNC6othX4h=?>Iz-H1mVGMv#
zUp(1D!y5CAhFiL?mPdBB-4Xi(B6dH*z1EtQkzukOALlMB>zkpl=u5p*2}R_LuM^bL
zYmZ&_Mb!kcNn>3bSllnhg9F^1i;JstvLg|NcN4n?L$WFh%Am|+ypm#-`SD{<#G5yG
z9T=Np)BRpP2i~ccS*7l7&=^mNgUg@|dqA#alhC3sI_#nrusdm`6#hv3Yq7lM10QcF
zf5x_pUc6Ysz`&pvBDJFR74aK51AMp?>PI`#A0yVS;@x%oa`ZEEqT=Jd>O-b}vVH~}
z@*v<x@zs}%9^a2MtnesGADVn^%JPIK#Pz4kPsh40$2S;9{6m<LR4ML6-^Wq6_*^CV
zW)ln$=tz?y+rKm3nTXUeH=&BW%N_$rz7XnQOLMa-wWZaz_Y;{klb?sBg)3G|{q^g>
z{lCsnIY$d0%39Lj@frOd*rZCoew=fnU>-R>-jz2LC}+ELfSG~5j5cq7w4@E#Hmot6
z&%;NpZZvLcR;@>f7mLx^$j47@Z!AOsp7{7>ha~93q^~YY!wfP+=_P1!P-cnR&dcIN
z)#;8e_HKbR<xq3)S&Hs>oeY5|#?l&ujrdpz*Ge#5q?wwTW^r+ghE7#=CQ&bj%CV|U
zb?tev66C1LM<&q^EVZ*Rg6EC+=F}^888hN!8@`2;s!`acTiwnsThFyu-I{@}($<Yi
zZh-=UP>!5(c6Qd)3noJOH^nY$-r+?R44$}KxsK;WhK>!!CUYII`+Oq>#-arPN>tpK
zfsP6_Zu#rY-Kj5ujleI%l-Ppa3SWZjDFs_UYw!NGuZi3D+JcdN0f8%NWFB~Bc|0*-
zv-M)?T1$Joh9O=ec~v>ifXrmIHCoWL=Rw%y$b_T!Sgn7GeQfYz+uphngaB>mP5Piy
z|5$Py{Fadb744NUiR+Z{9X4A#Zul^bXmmzqhAZg8&GTYnF@o+wt%0>#bCaD3OIW1@
z-&NbgkK3e$^CegdACqFH2geR7%sqsOR@O1;?PF{DpN|zj9j01yU<O0F<Z_RiwayCY
z@FdQgt&i9n&K9Eq3)`dfs6Lwh07t!tY7hDqY9>EID~BA#%IrKy>fGboL^H5AP}C-i
zYyG=(M>?Y`e^$(MK_Ae5s+K(xwfn}23|jc^@>MDD6C?25o92hhbQL#0N8MEHlbIYC
z-focIR)GUt{n`tz+j$!-GoMtaCWEB*YZ{<GoM;KEuo!SQeP}<n`m<L2w54Q-)}9?0
zDW(Vi-3jJZWtbboh$e|bQF#R`d%Ji8k7=$#(Kh;$1A&%aK(fsN&R7PQAjEq=JzzB?
zH(#{hQ&oKzDO~O8=HQT*3FU>HosFs;XP7S&TXA1!4aU}edze`H<N3)qkx!8NqaO5k
zGqMfgae;Z?Ev8~nXEHt_!nM0Y>HEAQY1GG3<2o`4AvFH7$AR4ug^W;Y`@>xXbmITQ
zh{B%-pmC@G;w?$APbo!Z>lEDv#-aIOfq84x3%=dqiLKbbI5^5SKtE&-qlq#WPXZ!7
zkXcMMr(|p&n$X14hP}w~juBFC4m_v(cSk>D@r6J~EU%yt4l+RbyLS%}xj0&ov57tM
z=XiO|e|Elg0$?Gst$->oaF8LC%Mrew3J(B1LJ)c#Q1GFZ5>m<#YMxL1>O~r3Pft%H
zV%!;!4kUkwPfzW!9|c|Iq{59zWJY5eBfJ?>1ZZ5fz$U{9WAl)cHZ&AUXMSu#h8zXV
z^Ay}1;xfnxJ1OrSn9~H$@H%28>p+11k}w7d`Lcd6?`8Lyvi|?hdHf#@iTr;rc8uJi
aj@RBF9f7W4gBhA+^0Ies<Xks;@_zt#Osz-&

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/honeysuckle_synthesised.csv b/modelling/data/abingdon-all/seasonal/honeysuckle_synthesised.csv
new file mode 100644
index 0000000..9fa9470
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/honeysuckle_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,5.2315873799999996e-11,2.8226369888200647e-10
+2,0,4.4449942810000005e-07,2.398240602959068e-06
+3,0,0.002998351507,0.016177227396596754
+4,3,0.52789608,2.848196720095911
+5,7,1.281644,6.91494855792565
+6,1,0.6232556,3.3626969832801357
+7,5,0.3403187,1.8361466240236228
+8,2,0.2066637,1.115027928418952
+9,1,0.0281298237,0.1517709159712196
+10,0,1.4110308439999999e-05,7.61303895614259e-05
+11,0,1.0639861800000001e-09,5.74060324165199e-09
+12,0,2.126547e-13,1.1473516133193865e-12
diff --git a/modelling/data/abingdon-all/seasonal/honeysuckle_synthesised.png b/modelling/data/abingdon-all/seasonal/honeysuckle_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..e257c20fb449a26730eb3288058e9e632078ec93
GIT binary patch
literal 75945
zcmd43cT`hp_&*qBL>&cmRC-ZS9HmJKz1V2d1e9LXKq#R|hd?NzgGy787P|BrkzN9#
zLR1K$hZayn4;?}vA+T>|zWdwVv-{WXKbvzrL<yIB@B7~8`LxHE_l$Hn{^b7?0)cSo
z>E1DgK#pibAct3uv4ekkT+;0hzNq+VS^AlI!Tkas`8YugANf6T_wsXheSAK^$;a2#
z%TrED=DL)!#CaD#zbC#b($XIP>l0F5KF-o&+5=YLD94}ZTKPgCJb$tN9CFU?H-#L6
zK=kh1ydRXYL^>LJhPJ!2t}{7qAm_22CHCyp`AGNkj?y1>66^Rp5*73q`sw+uj8$DZ
zbfLJ=g^<<A@0ZwgKeJaW!uh+`Ci@Sl8KM2(zjfZW$)-^XQda%0kSqd=5~=gMVIt{Y
zemyw`&Vcp0^CtD7;(u?!WyXE_`@i=Q#kU`x{qOCK!3)<}w*$P+FP`E(^55H2{>Neu
z|M&KV${*U`%vrBHLWlGIdk1;X8ENuAZ%v~Ae|OlhDj1HlYSg{cu;?`J5^Zh0gU6v^
zQuNp3u^LzHkZ>l&L0{?Eti~`Ze|!kV?fDet$sWRpkWQWZkVU9i@0KI*CQ!!frH>wl
z9F71N_o=M3^jh#@Ns;4lxz*dmMA7fxzrRgOyZYrHj>OgQ1BPt)e(1K~;or@xt%>Pg
zt)oh`{(*tZGBPF~tE-*%cGi6c3>EntE(R`-oio+B9rYMV)`?u>iJx;QRzYqRQ?R)M
zee?eac)ED^cJZJ0^mxJnfz%k-o*=S;^)uGk{krqHErjMtMDg+QncCS&3MjZ=_dM7o
zggbV|@@?#G67=VKGNZ=q?}$Zzxe!S5Pf=U{dZv;gf1@||_EF`awH)s-DVsWj+3qw^
zqC+_Lbk3jWxYV~^uUk|f5xq*$3BSZA>-fTNp<nBwT?j#wq|=1)%Wl_;%AF0l&GxKG
z8mp(LC$lXCfkd>uk@*v{wzgP?`O%#w7bnfcBB^f=_GxWCJ8O@wN=Yev)FomZqyr~|
zi@tVr=-Jz68DuD#a0)7YvVTTU-`^ou<_sR;u{|HdEh*b`Q(c6*TIVr74Q^nzLAHk7
zV;D^N@S(K{Ujm<I?1VQ?=yY4#c*y>OMn9^6ak4`0(dR#i2~WVL+rQHZ)<i2R3w_nv
z!s1GvcHCQn2E(8!V0p1B`X5dqw?9tys8A#t=ikRTb|p*t3_Y;;UX&g7BkP%QHB~rd
zNd{)kX1v<6*&{>Qq7VrU3(7WDR^KO&&WV77TR)FAfkbp+!l>dU#l_b<dqbF1V#4uP
z)~@Cyl^FR5`mbmah2|@YUX$*AnM<VR`t`jr>{hhqUM}k|-*GO(r2$StGLN6-7Z&m-
zP)4hZGM;=s-pSNYmT=vu8q3m`YW(^QIfV0H8Zj|ar{3S4(>%Beg+g(X5@t3w;t3k`
zVww1y0Gd25XrNmrvvucpOgai{Q}5{?$3deK9Ym^an}09vcj58SPEW(Tci-+a8C|qi
znz~hUfJZd}>r4>dZRZMm80%Y%F{CZTDNeflQ8NC62SdqA(2y0zEbHm&UjN6Tm*}@W
z>f9xop!V2ttoFW%$(wbRq20Oc@CmB_Nn0}%3fsr-LH@#}Ik7~RCmRz7szmkm_3dZ~
zS|HY;S%<Q_0nXbB>_1pWG_u7=lj)bH=w+WsK8iL{U6v>At4uaLMefOeL#S8QPx!<j
zH08C%X$j$bUq+GxriM{d*pNVSs+)PBnS5$FZe}{sSYc9ReSN(%By4Bxmo{-taVoU>
zK}X8g(Il`vraD!|I8hox@Y~II9K1Wub+&rGiti{*o2T0w>+8!knNkw2YwmtG&d<ro
z86{$@o?AGeYS+<tT3<rgmgrRpiFb8wgk9p>-}<w`@57U_oRNZC6a6sn*)-=L;G;8D
zUfH1=dgQU9RdG9GOnX;~w3qLCavir@_4slp^Z=*1U)2Zu6xv3q%2M$!-J>`h$W~^@
zErj)o$Qr14pu8+;X8NzBm#5ksRvPDoiE~kte)P$ZRgaAk#V~wRRu*iGTRpJJpCVT6
zOyDdtcz~T$XKoF2LiMHsk;}aVY?oAX`KY&E#i|qY!rf?`@<M)M?4~{@8mZB`_W1;k
zw2y`&V!d%kIrtr0yr@i7<d)0sjC8nbO9KCZuXcUNxJNyd(SnR$K+4F-Xa@w4vm{mC
zB?wDnd*+>MJRPRWSobh4cBRlB5%Q{F!SXXQEKW#uIEZVJ5%wwKP-m^V+!p~aTF`2q
zjTd%kq;RD^a0+E%eOnW=zk}1{$Ca2B8C6y#Q1_U#>0Z`UTgWM@AOxZ$7>^C1sXTuC
zSP)$v_=Q8U#wGh*a<U4jeQ~(%RGBZZ(e35&I0kk5hd8ET7;GQkOINNmC;KlBey?&L
z{RqnnnfZ|vA1|cZG#nEb2c7j$NT;+?Fm3y(xCi&|D@kFuOo=MUu5aJgf+oJcJR=m%
zC89A~1<nPUe6TmC8EAl(|DGBj6XWX<xWBg>4{95!LG!|ecJKM#TrnCR6V61yuwhKP
z@=`!E?jx&^_JM+E5%QZ%7Ah$zsSHM~IA^1VDVvL}A6IxtDNV+B;w~s|P00%~E+yNo
zmC?e;Z?Np5{QQP7r%Atq+QCS+qqYg4$}<Ejs6V5)_!ETWU3z60Q;YeDMzX`rGs!k;
zE2{%V3El^Z#u^LOIthtX=z{Wk+X0h6_SW2APY@zC`TJJn;qK1i$9LArc9g~a>qG`9
z;dX?I)pP2r-A?Ku+kQ)v*l`3SaB1WhFDN8B>9TTi>e~#i@SQI(VGC2!-@J10SR8pP
zqsG&McGGP2G^x$p-`_vJx<{o8);t#f_3NDkMoaLo=R9h|1FjV4EgDWo1T{^q3Jwky
zP8dR^zI*3rK%4LTvc5H7tk~=ko*6#udyi%XLoUl=9?jOQglwv~_Ou=BGvYzt!;Ly;
zFC)XPG3V$SHcfsDG6YTMo(!>s+<Jr`8S$Jt;lAQMtKk*elj-y0YG>`p;`<mWAJ9!Y
zYU7P;rUaT=E{|I{gswlwLGROE`nSz9R=^T_)-8*Ku0@K9i+9zERLs4x*Qd&T6W9!@
z-Og~^+nJ4zt7raPrU!4$o8W3(2h=pK__tYVuCBB)JTU~1)|7B+nS-)a!_UJ+<su9T
zDIpT{Gg54vR;0=NP7RN06rl=2=cwupp}RhqxkAsPmX?<9bFIH$iN{j6njZU;;}nH`
z_ZI>xXi$yp^d`^REoNy}$ci$twj)$JU}a*IjBb3~@n-@~-hb(uxOm(qNzH;s%68sg
z1nM6@AAqE-EPGE>5INQN!NRVlhgLu!#w?8VPl`SAJJq;0jL)ltRpzNP`E_-}6rOv`
zel_sO;=n`YEHQ8+iCx9V$0v4%ZovjMch2zsr^<bz!8_iob+_}}L}_JZfcsd@_w{e0
z2};6YJHKFKzIZ4R;E}1eHZp)QerI`jnp<DAFjks7nN542Pe`lHR?VhdK}jM9q_51T
zFy6nvDEhGY=AUxc0YccX{?3$r^7979;hF`;e)&(j%XLq%1-0+#El)HKc!R>x*qS3{
z_3<mYswttIu|!VL3|LOlis9xvB#Zcv1C8w4Zjs{XNppw~rw?SSY%h(H*E{Uk&eEG&
zjyyr<wOhztFT~VB<zE*&aN~3G6p<3$sG$ZA_`~}&J&Zk85Omr2yu!jx%eqHj*hL#W
zv&8BA0tl(pUy}2=<H`qnn?e*KCNOi3e_Ek!$v$Mc7N^!)UfwO^H-8V-$gU%AnU6DZ
zO=tCNiw{)k@ZA_3ESxbu)fAQ*w24==ODMx&6yvkm5Ah$3Nk4I24IHqO$*;5nKpA4s
z<^9&4goK1&3w7A0lZ!iU!F$M8hd>Ki#S)dAsWQj`X6UF>O5@YN>H8nXY7r^oFJRc#
zc|>nS2|H)`YV<IxW%Pe4t~16QHCCs-qgdx*7|+faT~DShj}rkr3FO5s)DrFGdTx>w
zk*%D(*FRZ0Z%ltb#1Xp~)<$0}6I#X6vTzB1BfI^Z`M(iyB!8k^#TZ<_-r?T8pDLAK
zqPYSkEI)jzT`I%0`kdsG{p#<jxPP;~356mow8~+s>AMA*)~?qHCs+PKJ{;WJ8#+&N
zIG|ft<akfDqT<s%o4!*my@-CB*mA~A&Aja3Sw5n2F>VLo8o6W&!%WjxV1U*b%&`}K
zuzJ8ZexDv(I5)RYl<g@&q~!*y-)rL7tkw>1SeyOX9#sjU2za&pYI4xj?^bZVH;mk0
zaIV>R$Yl`eeA6+XirM?{5394}#yGJ(sYJI-B4q~LFm>U%<q;uepRY>wTl-5(OE6*I
z78+*%g$MhVbnDJzm_vHDA+iDs%7|V2Sp8I3^LOG2$P-b(Hm>h&q_p`l&rID9Kr6x{
zw7hKU+}G(x?pI&i64~yQ|Jx;O*Hv&@J}R1j4RMueTAt7+%|V|T6<~gLhI2!ER<5_H
zEf}_KDb5_#+=;B}`F<sP$-l8~G&BpJt{5UA*Cw$)b-;8;Bw(zfo8sZ?mJ2*LH}yY&
z2WBg#1e#v+->#O^_h0+j&gsx^a0|ixI!td6lFPm;|E2TfEL1CMirz3<?HpoPdFYDV
z&SWYd?~sJ7oaLxeUT?Q>e?Xn$b>x_9QDdu%jq8WoDHKLK{Yw-b?-fR-U-Sx-@ibt2
z3lGSmuA_fd(CQV+ic270D(WZQCP1|aZ|fiwU@YX2RBwJ>_gCz({+Zc((^u^4M+d2w
zH8rQcZFnF~m0{-`^bhA5W@;iOYdyzpw#lGR&01FyYi}IUPS9bCqbp&17P(9%Nnkf&
z_<G?t2q!zC=dQOgx5v{bTK9{4mC7D0)V7r{7rVgX(aQO%Cq0KL!DPgDunrXK;XwxO
zWX2++ZN2J4*kmwcU6<e`_l?;+#au}hS?K<`)e^kf;%S2cYjd!U6QNlK%w-1h(<od9
zlk;5JO}4a1>KHtX-HqKJQFG;bDdx-G8^<5-u4<pJDc~1TRnP7|2`JX`p2{SHcrwVr
zf9Qdsr$zYL0sk5c2;}DuFYGMjp_1SHYlQK<rMF}O3>_T8DK4ZhFD_0=Wkhobh=Dp<
zBEtlzAxL6C=F4C!ieWv$?R)aJkk>uj*oHRl%Rm(`UPcDn=e^jYy4oUE@4H+}<PY~3
zl=dPcHCRQ!L5P9)`6;rJ;cw7P&^)mH{rmUyO7p7c#xACLMTLyvuIXPV8_a6-SCRdu
zpoK7r#a7R<x>l)8%Y{_unVFg2;z&U%lp<rM8n_}qmIE^}%2FHUjWNNQ+0?ov5pk3q
zkHzKsDGhkJs*uBgpr$bn;qfXfTV>b@rovsca<mpnb#ujl8cpEU$H)jZ_qb!?2Pn&-
z2MfmGZn4#K_~$(KF0p*YnDEh$PN2I&aiJPQw5kHXlZGfmBuC@!Y<dDC>_e*qbT)^4
zQXvq<r|gqYq5l=TiMi}o?j&hXOpUj3X~h{S&zwz@b^0MgnGecRsm#Ij+;r&kPNN3R
z*FFT`N(1GozJkGSqbUs(C`Lxze%AlP`rNA_LfEz(2KHrfBuNEc`h!5Ase~bJ`{*^>
z$HdE&z%mp9Reh#)6B85(;V7&jHarZJT>fw>^8h?)L3TO>r%k!OyMzkg9%US5w}8wg
zqK+Ko6&<%Nl3`{vZ~PF)h7F@}bK_oZ)TRW0JP*LqbURUM@hv^`yrf}*b~suyyw!cG
zm6SUCIdQhJ&zdq^k*Jp_#s_;r(ICn+;Su`!3%rHW*sZrR%+2hBy#}HIR-x9p+zIl6
zo7HK<inK1o*Bi72S)B;zMnk)H%CsJComfh72y;FAk6X{@=O^qAi84P=3>vb<!*jj}
zF#G!j?J6Tr3^gb{=l(3y_5tl+#9wdRb_x-hUN~0tU?hp1yZd3a24?rj$IFar$uWA9
zm_h2pKkDVb6?UlZZ`Zf+b?A=?DBZKJ(K+GOovBJZ262nfJrR}Ke#;|~{c+6`U6^yG
zfATuAw5%-dGq1T<%lbd-9rh=l2c0lT+oH;Aoro+MKAYsW9MJ6{KN-)>E=zEb92pvH
z9L&?<x+*TNIvc7u<$x@g4_XI1I!N+ezp3>x-Iy0Gw8;?dhYK?)4xV)%&{XC<TU+;*
zo<jR5?i{y?Fpm4Fj4uwW(c4+!lDP>UrJr7NC!1W!3VKhRsj8}~6e&cX$k~mu=c@Vk
zmfL&)R&-MyaiM_iC}+c;^Sf`U4T#9n!ub$~1?s>_x7scBqC@J{YdO-B<Aw_W!is+y
z8#IjaF|=y(D_OUQLQjU>H=(nkxgUS5T#Z3w>`vOXg`ujmYuk45UM*q6ZZ{R=c*l3J
zd53N@_j)(Kg|4ReD3MR*=?=d-Cmt(ua;v(vgiH}<G5`HVN*@hjGr!-Di01a{7ir!K
zKgE1hP`ibbtp1ePN<)vW(#e%2B?mx0^JJ|y&he!}((XbWG`0VJVaaYsd83oH|0sP%
zzw9N2=L*N7+V%)cyTB43Iv_2^rLmJkyi0<gFU-%+AC(Z?jL|ZSH1`^HHgvL3;5_dJ
z(Q=4}C%N3~uwlffTy-QB!3C(w{vuYiG{p-1jr9&nzl1QyGuP`ks~^=|YzVtRln%4L
zY?<9<leC!JAA5nLPMtoV*O>z6aB+irR)|&HJV}y93ymrH8n;;@Y8|~CT5FL_{W-<#
zI_Zzu+gtiP%C=kT$R4-}ZSt~ZR6Md(K2T#}cX%h1NUUHO)84>`?ELz)I@bq&^sri_
zPJpZae9FEibHTWCSH^2njl4@$8|q#L-MJ4DfeYoJH(9@h7DehN@&#?u7`f`8QPfQD
z{W+*SV%oGyRVl|<RiC0BJ<ZYW`r16I5h=&!-`ag%v7R(W_C&=#C|)KG%Q{&2GTNJ@
zLmNf9X_aBg3be@~!tX*21isva8T!H8R}q8fpI9McvT?AjXeqqd5Tb6|z1LtA2n_<+
zqx8o7Bob;pDkCZF2qto=jy{A5bF#&0CkT5uj=Mdnmn<hT$xZ_4@w6ye2unQ6iG*KA
zZ|R5YyUza8FMVx!_jhk9`*_WGBm2b_EX`gt-J~tw^^<n>J^6^db|vv@1W6NUTV(j}
zdBf&A3P~@A`XRrED{SmW<%U;g(Qk-KqF>#!**UHIHL%p>af`zxl9;aU$^LF3eD|P)
zgSrO#_|86KRe(@pCxtyyJ$@@niXIxi+vQ;E@ZNu_CrxfH)xTD}5MJ%d{x*PQu7Z8o
zei$}(GUFcsgrX^a%<X%lAE2^9YSAlgaRQ1z0Fn$5T`O8u7P|FI<X|WI^iIDNxx$;E
zPUD@62v8i7+T$<pjlGG=cAYKcJoJd;Ln`K`+^{u0?AVbC<%5fTc7Y@(M+}AQk+CMT
z<}~k6PHlkK@cFls-3DLoDZ|$!H?d{y-;!Ir{CU$lw{W~niNT0mWwob92!(K8B3$VA
zt?Khom{mPSvvt0)h>%MZ5_<gk<Tv^)Gd@y9uIAZ=O&3BcW3_GS3K77@TE{6$!VgHq
zEK8?TDpbva%hx=E`=ZIouJsCtfb<8xhh%)yH0l6_HiW--J+CiUD=+FeSZvana+m{Y
zB`4awK6|*&-=O+_w-gQDd#`N}weu_5zB%1yyofKX0-xWHg0Z{XeAHyyZ8881TKm*}
zwnym-9<om#BbVe=JG(DYp&kj!Mmg-e`~wnoEDj`!7~Bi_eEbS;{S!wan=19W=6Kj{
z_yH|kTl)k26@ojNooDcjvDzcQI4=&47p^xR;QWVZh3tpB*SVlSb2Y8y!#F%#+n{CR
z+5eWg_Q&=y6=^|n3tT)E1(D13lgKXU$tXCRqVSwql;Sd9a&7?*+vrIjc9L8;bSl1^
z=-=||&+eJl39i<i@*x9vA@;9GLxpM`>TYfQP2cQj6@?mjGtb$xyqfcSzj@lOKTV*+
z7FohUHdZ8b-P&I_q9_ab!(~cjf9)t4H~G+>b_kNilEzP}aOYahYqh!8OzXG8|8Z>>
z@@J_qjrP9e{Isr`7%Q_Qjt2Y>2c-39d3>2~VetK{ayhj2qauGy7o%_9!r$+cp>1K}
zolDx4gnX-Hs!{w(-@3XGLv=MVA6N3o%f|SR99tB(R{`sT(h(}!<!+@rIw39}MwXIY
zxZk^$9!q4Ol~2bDdJSfezK18jX_K9mPaIjgRb~bFoMtSLUHe9it<Qer!5M^q?ahe}
zUa`q0v=}GonUO^lw3<iIn)y2nX7A*tG;epg=dwn{s-0IWfGg&j82D^j`(-?us*U+>
zcqFGB_NZ<K`$&By8?|kfNJ%5>BFquwm611}1y@Z8;l2&Ao${)ad)_%ERc_;-Ls#9n
z;<wK}89;o<I)m(SnQi7fKNP`O-xqP2=&)ytpAG7Z!`RF+ZsK;_@0zV1l}sHRrran0
zERKI!ilMRSD#f=7y2Xp`$PV=<9fh#`2>H^7WuwM)E$e2iLJBo65(`jjV5R$jFG0Qj
zyMJw0di`Ag&$3aE9u?1m_)+2@kGfOEC3og~5B4UY)|20)&Bnpq-Fh+VQf+%aqP*|<
zlIWK^x<3rw9hz(%bfx)J+l&KZ*+quCL#2Wqt>m#}B*ahasPj#j@v>S>S;;4TGI{8J
z<SDPM5qX|9Syx84%-^^;fjNI6yvp#OGyLU!sN%Wb>#wA0Q{tn`<hw>4x<6l{JB<tW
zzb}|G^~D)Pp=MK7lZC76GT4x$>*5#$ZHbH(sleQ1BOtQ?w(GmrJ4-F74GrEu@+DOU
zX4|fVpY$-0TcJi*)MXIiy;I|<rO4%BgpF^4V(knzcU%Dzg^qNNKNtxT)V3?^E}eg)
zi^1Jx%Z8t$bqWXlJVeIq7Z2H1l@9kGaQV%1;Li`gcf=oQq*k|-z$(71&R-XvP0dre
z6IK6Sf0<b>GsPu>+ImBr<fpT}f_H`F5w9-m_4QNk`^x_;yY1=1@LSp%=CpW^mF*@-
zF307Le#EakuV06}xa0^P1lyXoC1LITpI(IB?2A1wbi0RMpxvxX;kkgH7?eInfBvf=
z#ojGIP>Q*c|NLySgw^A2O3L5(dF8nb-&koC741~37wt>*qMLU(THHS2BvkTi5Gzok
zEt&o{hx{_l&$=z>Z^`p{4v%Zz*XY$#0p{knilsj<FL``cvcTaaL3LFPW?lWDTSgi0
zt%42S_<kiWCu2ni-!qVVsC@JR{jvqy8*3B|h}F9?X$jW4w;iI*D~YjJH&2wno9B6^
zW)J_^N7~Vk7`9EgHCK>SYBSLurK2*XjX#57NY90acl_@C(yx&d`1PSJsGH(vmLzyi
zus0%R)M;E`IiRH5TRXwRuLLW9s?0ugU90U}TW_o={@dWDPFo9t2uJ*qM@=nq@uClv
z-?p<{XvkuTfHN`Dt!u~5y4=%?R_m=SDJ|gpJjS$-uIpX4!tl^LY^QMWfNZK@?@9&#
z;9whCCIC23{1hwPg&`WIGB3?kWxFJa^H9!nnEc<RL>{?x{i!n|;d@oyMga5Z+U(Hx
zPRL`8=D7~v#SoEL=s3nI3|ZmQMKzw1gV*I~VA$VvBjWeZ7tF;7AH^yt`g_R8WkPQ_
zV(aP$Q8bdXT0)i$U8TG9*Imp5WOh~*+NzXPhBCx04iQuxV%0~5&xjd3;W+bt)e3cx
zPUPp{MLaPHzatmE<&J0<@$x&M@HWG_&Y&D9&aZ=|<{j{mp{Gvta4lb~Qa2%Nb8M+%
z{_R4%>dN)7Q+>a}%I7eglsw|`YQ-C50zWF2U6e{MZui;ry&HZ$2pAM`>qc0PnY^uo
z3#58v3st2c8&4;ORv;^SDaHE^?=?FG6YLYH)u!1N(c*o?LG+TV&>8D!i9X6CpepWa
zDWkr)?!{qd9_H%Xa9#)`+Xn*a)djv(o--kfp4~)APD@+Ry?b|~VRfmR5Fn`Z<P&9o
zycN}qz*^V`cf85U@-!$aC{Q*vHMQ+h@tgl?`O#4?F=5EY-Mu^ybkX={&;B5yRG4%M
zMx>gwxafw%D^4w~2a({ocp)Jm#tYL{ftE}DSF~OUUu!>V6Kcf5^uh#XzxiIW2E6_0
zk@yu-b4W{TPo}CW@D|mx^c{3yEDJ7;GT%B#EE;G^a6nNX5M@aT9z$qi0i&y_vXxWa
zULhUtKlS0!7eU7MGGcwZtE(%H`FmOIMM46tK@;ez>q8a}P)2A+M@RhN;C&)2S;}r~
ziH@Rg$qc8<IU6NXY{Qw<P8E866>xnfYb8CrfM6Fpm!TH?5s|sOIoCYw8s8XSIW>}{
z9wK<=ijiMM9>bQ95F2|k0VU6p6fp!kFJ-@P96%iZ?rk(OA(fV{ND3n>*diAS;^}lc
zENc@yuK{)<-OPg3XqGCCJ6H*9Q=P41X}>rmU2T?8tdk%d56rnHEyjq*T=s5jFKPho
zTLdNM&GrnO6E_bMWW$D~;~Ibg7SE-*_u)H2%XhA@HL!f{)k^s04!AmHAl){?$Eo8}
z`@`g_(b3UPx`nN`R!kiRcxNZba^G!r#$g_bS%k^>m(=QlMheV#Suw%RrcFC7f#@Na
z;IA1Ja=>D+WNZ<`L6cHWoCFGgGk(s(ckTln6pn@U#&Vq5RCC;vsC3KPt;F$O#8WDA
zt5d*BzOmAODm{C7m~b0wm?qm{Vs0ML4Fh8Ip#<vIULUhyfX6;4mu%5Se^8B~0v(;&
zFr11R3gyHug!Gg)!io-f(h``!t^4_5e7VvIISCDnFSn`hkqKIRNZh0xC?GxDLOC=y
zyXDd+QXmjTSr!@Ub-z=sQVWN;{*wSNa8+Dvk2)%F<cvI<UUPx}@))%t<X-iFe2lK#
zW#AgbNnAh~;a&Q=@B5a^CrS;xmqxFbSS6|Km%yL7z(?19eTj3whc{~4>eo*gO%6CT
z?EQoFqal7vGWd7>IK=w#<sX%#6HvD9Zd*4l{N3u6sM(KNhG_2szPtprjTdh&7mX^S
zf93OC0#>-3tg-w+Z}+#Vev}h;P2V=9br4mW^fN`;!PD{d?k$9U3g@Gop+=~xmfU5i
zzH!-MN`oi5q!@F1e7HeZ-*-#7CMW?8SwIY3)T68T?;Ii-qfZy{;n3dI!JD%%*^2@L
zv8~kv4b_KQDO<d5VhQl&1w^0sj(pcz&~sC3eYt4)5EfBZ_}D<jzPEy*JMzh|-DWW>
z;c^09`BwJm_2N-ubY=ksQCJ8!MOZk224(O)x!=GAFE~tj4i7;X+^DXqL5)e_ANDUn
zz3euj<M%O&EJEqM?`HnKRm4x}=<?w*oI`UIVu;ZxFK0lI1jnG&w{lkaRajY~Jtl|O
zFQZVPi;q;n;v_VDr(FI?4=5R?%>76bk3+cH%(q&$1XaCxUPLG&l%+MRV2C8L9UGKv
zMoYKv+LF_nIzyja8<uRnI;MI<?k_098k080u0H2S2hx>7^7G#^>rnM8RBY)N*Lml3
z;iJs*0Yn8naq-D1cxS7oOI;Bs<vqi8s*IjBM5}C#rtY|jmBrIWZD-%xpOIoIvh*OW
zl$!SpmWnJY-~(K;&VxT@otxokH!dFh<W_Q3IZ+iWMmad!WP2dpOM3xFFE-4;y}uOB
zA4sdf%L2lQw0Iy3dL!|Jh*XVwpgI%~t+1SwkQ>oqy@bAGc>H3()&T^S5mvdtxTon$
zT~|?i$?2by{e29^26+;y5EozfP#pvbJ`|AX(AVX5SMk!hkcgiH7jAChjD&=5H@{+o
zoYG~%iij6Qd`bLghq_I|x$O=^YBJzKZujoX>Fl=u2|0C=r3&1*Gv4H1)^}uJiM~L1
zuMdex?)!DE`^S=sd_3m?_;yZTk}!y@ToRh{1r@S$<hcraZv2T7*w|ufCHS4a-d@1d
zaj{MJ&u|wK@E<CD;30g57ZS039>|m6$0Qd&2CmxY9ec-3>AiL753NJz8|2TI5}hTV
z`T^URpR{oN)nUj}R#@P_mr3;h>Fxi!K#X_0=M5#wB)0ioN{YUbk<o|r|B2w-$+#WO
z`Tg1PGt*ew<mRq#qRbd4|JjO)iX`0!4h~)ur_f3oxiPRaO-c&?_b+4r^S$@KM!<2q
z0F`ELOgP5YMWtN@i3#hMceJ#$I;W)Un*M0My7rX(|9lYEk>mdRo;ZIz{>5q0y=`!i
z|Bn%&mnQ<){=It<SE9c>nt1<`<Vo9!>20q%ZuiU2-CZHw`^06|QiIpALsTjiY}pG}
zB_)&4X#ST9!13&KARRp>DVW}S&J!ng;lfSeJQw)R_539uAh0z1KUt>pXP>@5a^#5V
zg9n%UuAO~)X)PYyr_akHgM)*-HzzhWd_b1xIFj-GzvR>TZ}RtYZkllX<wqGdG&M83
zEGE|U<LTh=Fn>6iOpYR*mH+(T$pK6G^eIUR3Hi!EB&qAik3Zeg|0gkZ%5e;3?|M&O
zPR{K88@^-lbrDaLevUk=e4?TN06`^Xd=eWHN3s9FmY3T`{P*f#JhXQFE@*aN4s5cw
z1q!xvTTMJm7k&TtE5C?%cwX>hD<ns~oT&W20$8UW?w$Rgu-5-mZY$z-0LbL*QZeC@
zWL!cDFxl_=_<RI$7vsvdeI$^Vy;?NjAPx1ndejkMl|x=$N{rtz(y`0{pniaz5HZzp
zhc2)iR6n&htJv;&?cWo1`3!srF(4qmW5M8KK3Tx=^=UuCqpPj`j~Z>lSJt)vQsZWi
zYKLciHP@k<yBT+i0k#on6AU(UaF7Pg^QlY)&wU8wl;BbQvYDaFM>eRPOj8qB3a6`{
zY*n~(V`yldpP}*e2VfK62ve(dBFP^YRrK^@PmB_#F6$?M1F53|V5#c5(>tWYE`Yp9
z<;)3giPz$o7SpVt-^X9Z#U%l!TfTVt$SM1a3fBQ*yB7?e))py%j^qyK0dS!02I|kT
z^3pM6@I142qw^!l)MoXA#MMNMBF}dR4br8Qtk;rUS&FuAf5Vj3AdnsErp2v|P2#U7
zyvL0}Oh;Rh4&;`DRR2PQw2Lg%9V?({Bpkly-MI9z%klTump5IdBi7DT*)62Q;4$_n
z>X3FI5?t|!v=dPiYiV!aLP?c&62l(MbR6kKHfca0FIou>hHlnvVc4yuQ8Q5KTg8YV
z;gvcO##q)qPp!fUBV;*2gy;&usjnQJocInAK}JBZI!glwc!bLzw#^_|0wP-4rbB7Y
zSyx$64{YVZMwfIK%j}Cql~NEP@~>@7O!}4@idd5R>92;y#wnaaD&IC{y5gL!WcryV
zVyFNw%Mb4Ydt%W$+|Dj@56JHCK!{<K_wfzfLm}0G@;#6^kx34&1~sD*q*CGn5CSzi
z%fKl@Pbi#v`CjU}wY|L*h(=V(pnx00-mJ{Z3j&>^GDI?$qQ14S(pG;Q5~0fzpWP-B
zwv!9eXE!QHbJ)JGR|-b+;&A+^={GvlO_a*Sni_eSdq2ReFn3dqyDI=c!$`oiwWw^I
z<!7nUv3zpctaipH@AA6b9&5c1vLGSlW#fIz_P}b=P6_9@<5nLYr#c^0T$CArzHe@h
z^jKvHIHF>2UcWwH4adKIBdWu1g&AY`umA4&=ua`nBn;$K^edqK1i%Kbn+O>9_~<$y
zM)uG2AGZ4FHKox=scfEpt1qPt&z`3YP~|oHn*+V_IOu9)`>aIWD2n6G+u{?ktt_Wm
z>zbmX#Xnpk!b`JY-5+qiGv_1GtjTds&9POz5XcQb)PALP?T?+Zr1=DApuK6ou4-to
ztn->$sah&2%6ba`$Bov#4SmsOGhl%B4(7}Y1y203#*~)+`1WmZNe_R2=zJO6KWu+@
zj@6-p!B_Px3!L20+<-(cFhINZb~ocvza&fAOovP{vQGaTgp?@qrw+|AL9``yuD8mx
z;*dSb6UHyW1e-1PX9>HBAxI|FS1pTIHrxV%Ja`QQv>Cav+(@HLknKA_b)P!o<m9yR
ziH%D)EUdMUog;aF*(*FTe2*-GBTe1NfAMnIbIUR2FyvGaM$)y3VQ=QgBqpzH*rbC;
z?I?fuwaRjjf#pUm)$y%e#)P8kSc@UnHGP~6;)$J8m3Ga-fux28r9AzHYuB!ASO)CQ
zqzD|kl?cyvs}fr_$K3p4*PL<S{O;X5U4Q@Dlf2h&(5aNb?oFE*MFedtS|n`bn+9qo
z$s+b}uNX(KTf~Fafe1&kyJ11(0LU!~`-b~Qn#kD<+Uf`?J-M+Dwlyz_IR~PUX=!Pd
zPW(TaQwRIbH9F0s=`6ZnRqvU(wK_F*EY{j}*wxo=H&XXZRYyuopZo@h7<L!mFM2?+
zcKiC`wEZg40YTqh4(ZlXG@Y0BIA$l9-P-|rgJAm4fyGUa^`U=IJ{`rJ8eUxS2{gm`
z-y_eY;tl8j9D?OV%5l^z1U{%}6+YwZ&S|FSRFSd9*gfPyOw9I@@${%&Y8|*F+PEvV
zW=^GMk<sYL2PDNN2kRfUQ=xl6OhI;&{RNGL6z{X;@&BEn9#VJOa>#Q=+@kUw;6XZ`
zt-Em1p!v9fOrm9khE9=DW_)lMN4}f++(e^q-1+I(7jCQBC$hU?v0|jw_%n3CS9$r0
z#>Q*C->0x6@whPhLQ!W;KmpN1A*=^b(ymXDY;ooHIQAAt^61DREgn0^jF33CdiowZ
zt(2BdAnuHu_j^XJssc&5kelO`tD;^+HCBo)VgJ+vzC1L4rK%Zj?8819H2TAN?>jd|
zR;5fO>T#{2gpPxolXrtY?S$AYsdh5)>YSipXmBi+L>=X-`<oXz{q1xDE)67QS~RrJ
zWOiS=mI$|W`=>NsztnEnKeP|z9~M&I-?3Kve$v2AyRbf;U8^DuV~+kcdRFd@K8&}}
zsVkX}M1{Jz;o+o4-=Z>-VeM_UYW`;`p*tUNlx1LX5tkMHH9_gR2CJzc&DWaR_@?FC
zHTk{K<zB!@Pk4vk;=zgedAmO?x^4aT#XG(CgWsaO2|o&|9Q2;zH!W7oV4E{N4T>{y
z^pcHxB!5%M<DFzB&-RXeF0cvy-3z$^?(!i&PG-3(dU=hSc~72*iLPnb*&%ZqZghsm
za?4rQxV(AO9t=9JAT1=s&@iqqDHLQ9IyD9tmuEMF5z&p=&@*`3%Cr;}g`#-9()N4!
z%0bJglQl2;SaFSYOMEAw>ps;U1B=_Uo9Q0?o-2mS0+O>^)!9q~kfwpc1kFgpAYQU~
zt;rFUu^ZZisj<B8TeI_yy7#fwQyi}bb%2p)Jd}Z?4d6*YGf63sYCAw#UzgQpCQ0%?
zh%^yW3hsDyuJid%5Hva&035j&cdt+>mtquGlbp}&UpfODR&2~-*T=kK*wS%Ji4;Vb
z)EPzyJPedR581cB9fzWv>ldmHcHPqVJi;i=Uk~QDB7HWmPBy=-ufZ?plJK>sUbBnV
zUJUh(6!A4M;&4~s{ODpnGvAk&5FDH40YVtYgaBtp-gZ4~iB}ubT&j6VHW);I;w0{Q
zqyz+8pdZjdT>FKzYbOOrim*SNq1Ve`Zx)pb>Gax9Z<9vjubLI|lF@Z{5`@*&?89M(
zB(6K}ix=*CnI|-ZXl>k~WIz>u+J!x?Q+v0Tar&&fy*j&HB}M)0L5r<M>%s~gY)UqK
z<qv~+uYu(zJ=7(Q;WR7Ywe9;~p?Pd7P~mX7x*^b!Vn30APBIM=uCPRk$3#P4abe{+
z1GH0Qw-3I>-Jm%MK@C84ughv&G0K=<3~qws`N^v<uVlG67P%FKRL3+)Tg6;=rP7%U
znm~Jh=a)Y+0>)gm6*AdPY*aYQtnS=p!%qHr+w~Op3vLtOBUQ<FJ0uiqb3tybIqFsQ
zq3nfLo8LC>^*2Ztlu63RIDz}m`LRE7y8lc@+H*<&h2x|BP<4~1dUBfCAn69n=sqeE
zdM^xM1p(MgYgdbq3Q<!ltE;T!_UW(SY;(i6`gA}*GQN4GN&iPzmlKfED`j*~{P}0>
z65-V=kd3o=@ZdY>H0qt~h6V=jSpE5~zJA;v<sRd8Le+L0^JqQm3V(nNc}dIApj{9&
z6fujN94xbthMl}Gw0R#V2Eel#Tu6xjMmA2~V@zK3XZewWa9Z<Ja5-bp%$V<ac7)66
zb9M`D`*eipIa_I7AQB-zq_aV8Y+0{od{wqq)J0eAZ_M2>!j6044@1uPs|QUU8x8ni
z+d3ZBpmlpnEokz|@gwN8T@cvjPwHn`fImRIO)62$P`0$pYvjXC^9pOHa$24U^V{F4
z(|A^=6J>0H-wkbggXjR>V!eRfJak|%KP_8vGANIQ$7I9yg7VUv*o~n(rAKnMG&r83
z!`5RQcs+W5&H*Vd_RkG#UOk-3kc7D;GT&}z{B2GF#<;8#@z7FE394J#ZtBH?siN0Q
z+l_^I9^eFq9%Ab3#&aS~Q04J&+}JaqkkC#(XWm23LZuI<zrE>1>ZeF0je9oZc|Sv5
zu*>w__tV22Ri2Efgg`ze1W34($=o|lm%$cI%HOdJ-Yz`uGxID%ta*sSY_cT|P;Ykt
zMCf|oG5lxb(b!l+p}@_|z)6|XUPP}6TMBCmB7LtloJI;1uu1_!S||DL-Mg_k*N8#u
zDpo95yGj&aJh;>cOg4RP3CoA~U5OFp0qI18zD~Xh7SMZBTiR~UVYCQ)`}XZLP~p6t
zLh7DFZ{Lr~=a-;ruM)bt5&@htH&R)+l-K!+T^0Imv=(6zJf9mq4c25kD7LaFEf*w<
zvevDqLRQuDPW1q2?G;<}=baPjw;5?VAAq1r=DC1<xG1eR$!_Z@UVRN^_JH!m&cwt-
z*WCTt8Qc|6o>^7;k3E{f8<M{DLBr&gR}*_Bn%2+AKT-dS%HE=m%qu0J9~J*|lJ7U|
zSyoiR(8gH5-Ntg=ZBui*E3PlSwR3L^4XCD)=I}DIUrL$+YW`(xY6{!t_M3Zr;W0av
zTXaOcCi^WgC*<+^HTMYa5F`TTvbMQBz|OA-c>&)NKMH|F4g~rLh$watC0U&H)C`Le
zMtu5?H4>DmSenhFBsBLpNU}Kdse=E$rMD`Uj?8d25cYcKOZ+`irq%y(Z&IGcwfdg3
zG=yWtQ^O9@Q)AID@gX;Dd0^hzS1%46oXr763shpUe`SzQF6Snmt9H%M(IEvRZ~CW^
zXhS#0Wc$rR-O#^uSaU!Tgwrf?duVgLiK*QyHy&_L*5h0y0}&FNGUf@(@8NdtMkp+7
z&?AA!0Y1LN!J6zjbv<~O5!W^VO9s-ojQK0+;0LdyL-YeU8pix-FQR;vWx+=wd;k1<
zmM=tSpd0wQ+nrmnBONP8z7PTp3p4%V5Xg71Ji%+0xIWf#fAai$x;H{UR^D4&=KNlF
z?#GMNOz`Q6$i7N8<9CvEg2cT(udKOw){)mvu$b=o^Rtzs&U@-t;3bTn%G+8^Cw&Ox
z?jK9Zenj^<53iV!Wx)%qPiyF~#+i2Pyqzi}CQKa-j1y{sxwO;*8?N9*z8q9_@AQja
zL|r^G_2e1r<2!<^OZ*v_T_OE$3>od0Br2-`H>-~9yAZ|Rb(rxtu?02M^?yC`B)>D1
z?)zAhG_SgKdO?Gp>aRon@vdH|sA*ORG09z0G5t5|BG<06PWuz)M=52x%kXI2!h%eU
zdbO5EkJP65_v2Njz5eKT%5P(LN5*8|aESQ41FLAdIY&qVR{0$yb@B4?<H!4}U^=XU
z9NU0Vr;YkHrs1oYn9GBqV1x;9^=U9B^!ncER~}<ku;{)**MY*_nO&9vpcejjKRL%^
zfc)Dlw?*XXzmr~TWxE2Lx`vr{D!L^Gv39Gq{3zHLhF?k}^-AMvjw&F+t!4o?rpq*A
z)B<zAg%kYtnTx0Am=|Uh+jiqJ02167w(-(~!wW&gO20>g;jU+7q_DyOLlu`OM4SD#
zW3QdFf;*4NGwH-O&Yil*&UPne`zMF?8C@QpCGem`d`l+Yi`(xWnfdDq$GO>ork7h9
zRo`*3_?5rCBs8?7Qlv8j-I=!eer>u)T0{*W5dHFR4@@&{9cT0}Zd((a#%E(f*LB{2
z=c4dH@6zO`uV^ZuHSj-#ffh3ZqPK}Bq+5DnyC9e{1M+mQ0j2$;BJP*t=V!;YPg${b
z_x%QPapKsR_8ju;V@>)0?n(L&G%~HNeKc-AgI6C)&#k`m7`@W)HhtjcN)=ZUDPF37
z-2Bq-4>8kiQnCv=f|3x(82?$+FVi=fC(!mfQ3YLDr>~A(^uY^UT>pNPL`0une4;cB
z*tVwF-=$4~t5SeU1>PIujt7>JBT!iXGGsr=dumDS*&o}t2j=f`foEnGY>fPmb@rwO
zrbcn!1EqN<{S=Wy7~fLIOILo3Q_Us<E0NDdk3eqNxE8wj-ZT-n^O}@?+KS;4_S<g&
zxmzN4g#(xZ14vcoa0IYVs7*cZwPIqW)_@`9Pb#u1L1qUe5D0{nO@ihWFHRl`9kMhQ
zffd*#gH)O}jGh}UEGvwd+*0OO1yFbbNvY@uAv8VE#Q`n;F<`7onx>3^JTz+rOZ&R`
z)vJ0c{)>($FZ4DD4HNSt$r>m+F9CB1hUa9mR2V=FaYC^BQ3MeBeQ%H^s|5yK;O=s&
zsy01pn+Cfe{ukE0?Z*V!yiwlYH)x5Kn(ialVVdUm@5}F^E3w<wWXr{M<zLUv#JW$_
zW%1C*0C$#hb#>KdUjoVG8I~f@5yK-A=x#`9C<M{Wje+d_!62-P+Ls1z@-&k+6<EOl
z{#%#cl}yKs6HQ)WfR^ez%~WaKr0)9JwDJZ#0zpV0kj3U_=+aVz2Uzn`9`z)#5ZVgW
z(jwc;p_vYrPrXNr;_c}f+XrI!+W$@#)cM(Yjl1nx|M};i)1_sVvcg3SPcX|T%#gDE
zS6U2{Q=GDj+pkGYdh3Fi?|e65l24e1i}0L*C030Jsj=lfN8H)Ad0Ga6<T%|ukx81f
zfpx^(6!E<u^<WXOu6Jxl<EOYe7FjNw_RqU)s7WAW9LVgmFqtNNw7)>#38+chKbJCm
zd*0lPV*d^Xl`gZU1<I|eJ8LJm76zO)9On*XVV$uub*_`_oPzV~8T>iwyVHp?fW9Z1
z87X%JP5i?l@UIH62ha_bKfix&Fe0Dx!V@s2#2+~bX3cb2BWS_YAq(|k;*ED27>zb|
zdscY+I~Xr}TE)uz=NA{xH!uvNo)B$)<JRf^<8(p#7?>rH3<q3VeYkdf*$4c%z@aLZ
zJ_mdcCopEH9bppn6=*MGGLc_cFe=iT;~Cu1k@uz&hrHYQ%|0EGq~X6MC839t=wtHp
zA;VVAe6Sw3i0vc``!|igb9Fn7Zf<U|u(G*V!hzTd>)N|gP4gF77;*-rkrnNok;o=*
zjX@%@3kXzKS(9Qr10b8F0~@~^HPjRi<z<2-$-prUYqsR3gIerew)$aT6Oj-#mH<iF
z>w5}EE>XecXaD)Ctg^}Zkm;{yjO7paHE~fh26Cn4Z?GcI`j*}~c(4&YCoT>FgDp<r
z*8c%EK3qdA3W^G+&dqObatW>;EV@UN+fU9dFWcDoxeGIb^43S3XbHZW0h6dhp+{U6
zN6yPX`4^@5JzuOU!C(Se7GJ|cjYUB77ZdM%k9y;9^1g%zez|(84wa4^P^iBJsGzr;
z2dQc3O-9C2Z?6`(U^3X_fvhd!E#c5QVPau1M^#qvoS6SG>K-ox>lCamZ)g~K^Y-oU
z`H`x;ypJFI{STtJG+f+odl{>(Kf}RRS~iWy`v?qnn7ps-JIhO>z_4i`hD%WfR`_yp
zX{nE72xGZEj^XR$6YuH(=#n7Fkj4W8vmG}2_OgC#0Lusmvz$Mh4p<mDivmUql?pjx
zc%%b>HX}G7MoJJPalL%`vU8tQ=aG&hBM=B7;9Mu+s)9j^EN(7U!2=BgqYIV(Wo2bT
zQ;bPktP?Bhr=I0Z-&*KoDw6yX*E0%%J5C6yXmVd1EQwDJ0&+wg6(qR#V3Xoa4jY@B
z>MImL-K$!Mz-*ZvZWe5cz;{VWLcX>~IR#yoyhy8sKpj>3`0-=x4ARqj0o5ewg;ufH
zQkrKXZOcJ6+!qH5fcnY+k=}coi;prDM2-{gQt%k_n?TKbXr2X8uvKYwb{4$F)pc)%
zfhXSHA!agcyE;2qFbXFUKGAUS&dkX5qfkZD?2*6swZSMVWG&`MdQ5(KlhI!V+C~Xh
zzwECswQ#H3<M<wU4Q2ms^`#;%QvEf&#37Iim{QAWW7JpxgZ`$@!%Uo5@Bi<LM+Jxs
z$Lit*hYZ?TklC|whFdhzu(=xn+6f~=OW1I%!m^qhx@j!OUty12xSUs3AFwdIG8N~l
zP!y2#ZwPZ{;+z9&sF0Y$_m(vx6Dy&X2p@9gE)LKd?p93<zz~VPtQ5ahnmPJv&;gSs
zVD)xbYJT<!+t@Nz20uUGj++JR$b0*gOFa_|%>_%u#Kg#bJZ=blmW{P9Tmqw6=*$wk
zZA0sGcGXv@tt_2c8(uO7mbyD#kubuQpuU|7mJi7P#;nObSB_1po8o?|HhBn<;z`0t
z79<e6by4bK_{T%O2-a9G*lhv~(jZ{?L~mEhZtq{neYb6Aa-GK7C$@e-6h)f{c;sP?
zU@P-}v4~Fi;Hh5?6frmMbrA1P2rkbOXH8$J$47D=<fJuEg)u7L#0g0KYr?dBvmq~O
zYhD&}Fm)g5Q9aXthn_wB9*3|%Qp1?vP026(C#}LhSwVRKb2_qISa$Q8<kzh)BKy6^
zUb#InY%WIJ({KLE3y^rSOjB0vc&L6;pZM}yk|h|kj+4<4IQr1$F7D;voJ+SLPd~i{
z&f~b;vlPddUlX5KLcqw6ltn(2J3k8ev=vJxhS};1)tj-U8Cq36e%=QS@6Xr6{ju^c
zUan+W*=PEN`((>#gBOT_RQ@{ZC(+wk*|PD&yp|Y>9qVw2s^-7$1tuc~)HuaBwiYZa
z3^Td-%Pl<AMXVQrcq;4MBe*+C2!o$&&LKZvtN_l4W#R41HAJ9Ed+d1#KC|He)&^_|
zwc+aibt@>ZXThpIM=ILm<iAKff-p2VI+N(%^JzZTQopV<r&{ZG0={>x@b=xOTdQxc
zb-WeJ9>q2Clp{yymH~gr)n~h|691n4mcQU_JpZ68-e{mo2Wp1DD<=!}H97G|T1Rv;
zu=*$bS_r2_wS!3U?8mTu<z02~Pf%LM-D;>Ie7hK4X&p14s)&a?81}vmMHu6b40T%z
z;moRqpbX>cLtxC_dQcnxb;zA{%j9&R4~t><XJ=-D%bn|1L9JgO)4;M4slp!exG(Zi
zU}p5ehvLQ?yR49{8ixG=)TIIz?*{ksy=mtq&*&GBoF5$Y@lB&P?4q;kn;d{*C??uv
zF87kkyMPx&)T<wQlo;$zSMWaB&7duf4peTc3^w|v0vsPYo$e8xpI>V9JKv}$)@pds
zbE~jQS;*1Gq_Hn^^4vqxT5dJMzQ4)}kiI(-%n8PBPn~)|U!n)aD11@<;*}6~A)5~4
z>>(i)zv~}w)s|tnH(0f{Ps_e6Q(V$I|K?>5emC=6?k<@VLar8jh4L%t<r5XbMsnk3
z%_%m`fr<*ixgyqZ%H@zULGAP11;eJXKc@LF4W$Q!5FZ;&%9>Zy*fhas7Rj~a&E}YJ
z(9mPYFQ?dEWDOqZFls)%vkEP}iW`T6%;*|xN{TfvsQu>B@?wQm4IK$BF80{&s9GP|
z?L|vWW~v4@m3}{9`8%(?TqDe@y_4XSMHzoi#G*r;Sm_9Zg8fT^McyI^Gc&5qJeg;!
z?Nvs8WCnJMy*jB<_JEL>K43Cw-Kx|2AtC86n|~aY?%r7}y))b@>hqZ@s0<XF-t$@?
zeN)rS)7MaMo*TayLD=l4rUuQC$C~hv-iWMzw_jtmlP6=*q#6H=JIflFqz?a36QQ|{
zSK^hg?-f`DsYpZwxGFZs);|k)H0(JACwg&Ix<0gwDnK78J@kd#hstB<d9j|!%0YnN
z3QZR5%G%Pcp7N)nfcs}XSSPHGY#5t1G^2?mnBQvy9VRXv-npn$2|UXL766vyjHSP2
zC*zl<I|G)-hJMfWp(;kdvs@7{o297?4@Oi!PS4Yna0fL(iGA{8G5+MQLRo~U*7UO=
zpdacMm(_RaATmkwML5f*J}xD@OI5pvA#pPbv2xbp-Wx`wJG7?{FgwMyV7o+ad0vEN
z9>Q>UVXZGo>OWlwvhqgHxCGP^rKZit{B3Zxg9f*j;dWrsBeuYWBdac2x%EBwrHykO
z8l|ie0Xsq-h6!*$qYM^~M=Pk~z-V-ww|)g7_xTIIjC=UI9t*rFW`zba`)*>T+(<VA
zIpnzh30K$iCQ%<$x}T1c)L#3It5g=&S3#j=wFQ2m!-Y+yi1wn-pKoPn#>}SHO1FhB
zU4Ouzfdc>Wf%<UF{eM^9SaLGVGXDPHE5jupqosa@z&wlF%|-gAEt^wGii;8l@6Jj5
zrQAZg0xHG%Yu!7Ex+2c67aRPr3*m1c4qRJ8A8GKX48xKa8luNCtrt?!aVOd>W3IFQ
zPYB$y_EfUF>QKX)S;#!4@3AiWmutn6Xa6T6YiRlO(jc)eylwO7LT6eu+=4O7>d>Rv
zDrX~;;Exth9T}eMeX54eEg{>uMgHwI8iTaW3f~VVw!~YNrj>*I$gNvw62c>oFBDM%
z#7*2cxQ78QYbYl-{!r;{$v?&hOU&Zh+8Cr&wG|@F6%5rJujU;Dtnxe{8p4brwQPX_
zkt6c32UAyunIUS{gIAT6M~@k$!@gWoUj^=&1}q)j7~1ma%x59H1@L?r<Ly|Dr>D;9
zqq|OK;MilWf4W_$zCc_1Hg7NFxE}xI<5-_VeBo9i=Q)l;eM6X+2EOpyfGLw-7;`ty
za=Zy{J7u;0p5{pf83H*i=-*?XAHUqsw@b_hvSBbVNMj@VSfQ<@Po(C+F0enH@3#%F
zOZiJ^d%=4$T>qffh*!f^XJ=>W<sN90lA8uX;b!7~h*}?^K$GSV6s6Z5xrfw+6gOEj
zqEGYr9R<KtnTg}wsBCMsyU{0mV@<IR>RY|Hwd?Y^AMyix^^H@r+t9Vq8rMXVRNWM)
zj+`coLN<ai!#LFc#@1VhMHRK(!>EWT3QDKo07?i5NK1%-bV*1f-5pAcpu`L?NJuLw
zEgd5vAl+R9A~~eUNDBV;8J_2T-|PCm|KZFzJMR15Ypr|j?4$_V7z2pG@XtT6y*ZkV
z{ww4#X^JliI{2(MpB2lL(7dH(F$RPh{I>XXykkM7dcrmt!>ab1VtpA!qJK73djQ!~
zIRg}9%}YkiVV;kw&4ClTn)rgLL?Qv!Bk(0r>`98%+Iro`)y!&*OD#u7N9}carMpn6
zADRC2&EM%_qYi{Xhnv8gQS*){f&Hx8be#STw0`41a?`IYwj=nrM>^Ka92HenqaOVk
zeb)XV*QXzId>k;eryOlr<AjFeIc76MYM(>p2J{`qVo$H#B&TAz`5kg(oT{Tw|1ABU
zZeWUElHXfv&ttsnj{w*%bNT6juk=#hhKy>HN%lWmSc96!+1RTFlf-vY>RPr`FK;v(
zfqred>P&*BhlknUgo>L>rd|Sa&cW?^+vMbP-Mbk)6|(UJHUc+u(DPL{l0A<ga{xm5
zYM~zm7X&~H%f}2agNgeJ3|BNwBAr$Nx8YIz57=XLZ%$Pp;A+LNQow%o4rQES^U6Vw
zA@lQT`Wru>o+LRJ-HNC4J{w%jts1CBd%*%HlY<6@H%<C+3YTh+r)!+&o#0OjqKEu5
zX&Uuq(TZ={X*<Vvl?1*NmOkZ|2ZX5mY_p>|ZQDriv%bl(7o;9D(*!qy?Gruy(ceCP
zQ)U>^KFCVH1bi~W%bcs!V+n!{6fY(Fq;EXWua~T18V8*0@>9uU<Zfy*%{qcWSb)0N
z=*aVtkvP?#NrnM{)z~{Y0}i3x3wx@qr)TS6QsGh@+6as9yA`IXbE}&^6~x^t((s6g
z2zV2s!|t)ok3$?``g0OLm+o{~%|9zExN9QZTd{iUqx-kI=!n#p?kQ0SO1Jty-<R7x
zoUH1;8lCzt9^DY~zaQ%!Yhp|k73gr&@V`WykHf=}zRlQTSxZ>{Pj`D8g3opwha>v5
z_eVeGdp({gYQbX15uU{V80cgU%F1efC$A118h98xf<0}rB;b+7_+kb_91)>nu~sA~
znWvL0RLrItzn;pTt_R>gJYyRw$3FG1XU7{r6!t3u!bE>vMWOHPjSFA-Cwb4S%=hs=
zJ`%g_7%;b;q%h1pg3fU^7gCDx+%kYwX*&iu0lZbOl5-cp0uJz`&x<eYcyFH);mzT2
z28lAa1C1%&&Fh-|VPz1i`PWOb#y3?1sYXvG^Yd9MzxH=n%1RYrknyA}1|u+{jX%LL
z#esbF6)5r%!P0m?aDeU)GOOw}yqViH<P{warq5?kLn-Z6s7qOq2U@-a1{hU<OwnRN
zWBcb`V<RI+t^IK`VZ1?d2+jP6#u9bT`mG*ju0F4jMMYC$CTq|G&J5Nbf40r?89hUN
z7gp3{x_ft(Aq4cJB@Wv5GC<YHcroTb%+2dKuBL0Co#KD?(+uFSmW~Y$^0zr-=SJ!V
zHF(NbZe%!sA_~+9Opp!LbYCy!7V8yDk6y2X;1{b$7CU$EwRI2P#*`ez`zp%HnQR-s
z-o}Ez$I}mohS|nj==kf~U0LyRS=4pPF52~qhLn`8ZPljCAD=rvOl^mr=!BD(>`hez
zES)8#Z;DfTYRk(@A}GwN#&ET0qRI69S1rw7<U8<i2;~m!uF37BIA}P>V|2;sZ*|e$
z9X2oW4IL{z^zg;Q!;c^!ASES*V}84>T65sZ6#Ra>k!pMp%s`DGS|11FKbexU13rM`
zsij}<T}c8tG)<NPNrDo9r7fZw6fNczSJMhj$V3(&BR@RPaH7Hsl9C5f93bvfc=6&B
zZ$@%52at$qB+1H+JFG37YsLU6OBj(nA=0pYnGQm&2f4wj>Yx(m^h#<AYkg&HRc$Sp
zM}pl-g)wOUT(*%d=54Z@&=B!lVudlH@0pd7v7_&mpDH0Q<ehk+z$ZvUhnS$p+S>8J
zuSm%5-Kxg7ex}wkpzq@}j8@UqjCDm5Rj(Z%T?JurG~tqEdH$E)59zlnCV_^c<6kO9
z($~DA7>$XJ$o9HL<5BIKqwSG*1urBI1UI0h<Gpy<s^-`R$i09n(Fc0yY?O+$bg*mM
z$VM6%DFh^v9Ncyoy3YPyp)BF&)7Jij9^<i#$|eqvY?MnUJ=<R8QNEZK2H$(;k6hP8
zw*Bz#xq$bv>Y;p0e7xoCL!#bZ{7B0GBU!Wwf%JTs$w`Omm>vgK+#(WhTub8ZVO6CK
z$XD$n?MnZV*dRKt8DzU$lGRQnH}eAnQ%Hh=ZBs=7+n6KkYMADkxq`=(e2MVPDk`7W
z(Y)~OC7{*#Iax`fO9x)}t{6#tPrW~DJJ!P<AjYf5#dyP$bKA|IqXg;~)kEbCGsB_;
z?DYSXn^XhmE<C1k+`e^;t!Yo<N``6k2?)+RkF6E+J^N`XHK8@}H{xQ2*lGNByq6!B
zTV=DeBea}v(%`m@U{{ZK6pyHYRXmF#Vo!Bzc<z9_X?tikHR?7RbE83x95XuKFuXqT
zcN*a9cz6rZxJ^)ne#&7nwrytaBUh9|dm57jb3H50_Eom@$ua+;S0Ps=>K{i@1pUJx
z&dg1!u+M%?t~4pry1j%@UdZQJNe<q~u|KP(-iSKZ7E7@mPwYrJRWZ8*;vaam#`9OZ
zB6sh5kw81OKwDnebz$_5ue*GWheDJ$rFTJvm_?tl^-6)qCiAd$gs*JG1Lz-Z2yhFQ
zBa~IU+#|1IZ3qh??vJg*+wPtCJGX<P=<{3>*w|LyJ_1(NzCHj`_q<`A0TE<U%s8^B
z(64eliHnx=kDKZ&9~2O-IH>8PMoK5g)RT;FG)b{=cZnFilCjw9xL{8P{w?U2G(-ed
zcF(@G!;+Z^%3opkoTEu$;#=Dc+UlC!jOw5?)l{H?J+ZD^#f3b)k5_R&6iE@U-Sczn
z9Yok9*kMoA+zD9U#PHUa)++8(3Blb9ipDTP{w$gSY^GZ{0#5=rCX^>H9Y0Mnzy!;B
zl%t)nXQgt^V_eJ%K2~?@I%ulA@^&OuSc+5Jr;Rzw_ltvYt3&D~F68LncScmuoj#w@
z!Ep5VYLtBsyPibztKmb+h>Z8~q%cw=@xO1_jAOz+%0|UabY>R!J7HGa^b3X#lJ3V&
zi~R5%%EEgu@L;-D>@?jHc17s&7r^}E;k8`AjXW%)h$qfx>nRU$5=Bj01*zXnc%Ro5
zIo%x*4$nVc2QAyovh@hJfzklh=Hg4>-)^p-e^pYARnxBbhhixorBA-!2HoG3UwOLU
z9al@8!fT{$pLpX$NnDrOzKhoAPeB-(R2YB*z!3`fuZtY{1@Waqj3DeApoR`4G+45%
z)%Q&`{fe&dBrPPHloe`tA0rbZCe6}DSW&WG+=MPf&{7HEgEGyJS_uOawyHnV2xE)f
zDmwq5!XcpqdyHyR`L1vl1}#I7zL0Jr3+XBU(;43E3LQv?4l1_ZKQ8CAxR_;LeEEYH
zgNRosZv}c}V~!%9okYC{`ty+bFcSFfM=#YO4<U$N16EW@KpkZPtasc%H!nWQ7W`4@
z?{(25w`Wg;j;WQZKT`^=k4kpZWHA_x%n*YpE?c~M?TJ+ci=anMDLa|ozsEragy7Lk
zTCyId9>B+e4-gx#fNp|SLc$oL5R!ylGwCJ#o&$O4uBi|Ski9<$T)dE9;!eq(Ov5OO
zUenI#XCLNeofBws^Um7F?smbLxjhC-eMExJr=$BPOEAA|o>~TXe0=<GaNg(!4sAPS
zen7SO*d9ctg-JwX9(fnr6s_iKjg-E-<`rU{e-Zugaf-`NE!KaOq;n$bG%b$Y`!S9t
zVR4%`^uK|W36LCSGk!VHg7cW2gCiC~U_0<-$AG##c$gb39R*931|)Amf0WU>@t|#x
z{P=^bm+M5fx3QeGRHm9!WU``I+Yhc`MFCtc2;8D6hw(iq(949-b>Ml|4Paqvob<8U
z!(k{Q*~k2Nwl*hyDpN2eB-l{tLT)@NDx!7am*Jhe?G=RYz4DyD0^t{4&}TBF5hjt_
zh$AN_2N+tAXZ_GLHcs~g4SkSw8)(83dU%=)efG17fD>WI`x>i^-I@yWo~zY20EHaA
zg}8O!yj+Z$S0CX?sXN}ipXr8~7wB`(8PW~&JG!@u{dNNeN&zfAUEDsje+h5gqM<ed
zXOmqaPEI9m(AHxP*C+%Si5jGM>;gmtO*SPEG#(dhtS?vm>370ff9HNr?Mi7H3pa*|
zcPM=Bl#fWfU^HUU^O{fB``G+qR@xO|)acIfxJc7F1+<v)q~anwo7VuR25*9#fZE#I
zyMflw8xjg<XJ$%6t`c3qe-8#JNHxj=HYXRYBjMD%EgPqx*(n~Fp3s^n$z=lP5>ufI
zeg9JqSN2aBM9b@WrtymNj~gKx%XgAA1J=~#8B$*8b(J))38n0JjY=qV6ulQVO~@9)
zm)j~diEmvDfRS#L*pU3Ar#mFUsoEgfMCE@pZnCWqFCp~P_v|Lp96r6(4^ODC7X`)+
z0n9aMuN051X>EYeo0FRlGub*i7W0BE_w~eY<i(=%+qj<W4^<^6g;!F^+)xf$B;Ie=
zl27~bY|RBOSw}Dne)|xW|LFeiWs@sK{$NP(q}61s;JG<<KoZW`n0?RyO6K37XQz7Y
zXuQNTkOrHeFrA}B6>fn%J8oh4ue@XB&~9Vv_gM9EJJyz$lSMT(DJynZRurDhO-e?m
z*<scF1s|zaO*fK4qN8Xh_f$dEX11Lh26k$ZZ^wt8*|Sfb;fXb<zM<g%)nNiTreKsB
zq{=Ljmk=xq=%z$W!ZrG?YqPVn%jMdbPoEkw2>+lL0$=*_*lOcWRt!>9s2`0mew)5g
z^U=ol`gX!y_8YGUeNaz+A3Pk&v4LCq?IPS|Inr8ppzjQm0PCv{kZ5N*Iy#D;o_~0I
zfO(ytvK2e<&8w#MFW2fCog4!zS2~ZjK^q`F@a;5AvWdo^OtbqB8oBYpPmOXGTQe8z
z?tq5{sgogJ52dEk(*WN$VS3_H^m5-xFCNh3yA<MpCn5yqnYoTqX4b;f_O|QDfV{Vx
zCEb0PwPfSEjn4=1m6OAtduI3a(?CBAo|INZXY=QJ2m@<^0ItoM)m|SBNInYSmeCJq
z3nYQmmHQX)ZWd7P2;YC#V-Lq90eSD6yvR0@NUG3Gz-=0ia9&F$gcm?D7S%{5QaLuj
zg^L6cKy&W{xorZUN*-`r=kq&s5dj$6GGJ*E!^!T^8eyCPvymkVqzAv^5}W1^>3BTd
zbT+R+sXY{1(p`lwcaW&n)%a6!hjX8rdD!!VZ@{0z3pQZOL!(gkT0;QByulXbx<qh2
z1~8S<lsv}w!CC)3Bt@tN2A(g=XBhaLi}@djidZ4Cg*j4*e#XiYq|*$eI5|OP_LTSP
zD|O(oAGIQ*v1f0oT(|UJxL|WW%A`Y36t%K=3z}iHfaoo!s7RTTOW(pG7RY$axj2Pk
zSCrDsBl^Rtz=6;sS6*7NbEmvaBw-t?g5WQZGvYS0KNMQCdEHs!d}&Y=yfWS=mdr~a
z6nu0<ubH=T^Z!hI=O=KyQa>W3mt<^-y@`?R<F^O(3YZj}39lh~4HWl8l<77zY&82n
z-~OZgDNB&XK<V41pA-Ncwu+r|BmYt>c^_BpgpCUF-UX`(h$dv9nul6vOM>Ghq7aV3
zltrR_bN*=|ExhkqvC$3jKly3y*zVz(W+b@H<LI;eX*Gf+TO_YgNk-6*`lAjm9A3tO
zd@q2?MaU;*a`|hB<%<b~G3)n^?q9cQxHeQXVmSEzUOf0)p!;|B{L4b1%JU{LoOP$G
zABwJae9yfPTQwfKDEq|f?bz*duRN0>ElZyfa0bH^XN1R59+%-N6X~l^Wx`~CkkDDu
z+RrPPXHYn_s!Xb|L964-HldjmVCf!@(FQUnnufFyVwC*ZMu5}#>_3LSvNnP{TzIKP
z#$M=nuf=HxUZs^gucO8NwA((}SmdspMK8tntNIaWF>1VlUQk07HMF`c)<MPKFvBIj
zeo#+EoWi<rH}6@5hoXv0U+Jv>*KKUVIyUqOcCvRmdH!j^xc_u|_96+Xmv7bf98_DP
zk69`{rM#jBp2D%9@Dbk@&N3nh$I|Yk-@{E{*fnSX!`$5W`kb&Zs=Hhy8%|h9TI)*J
zTXz|(D;xXO&UXk0R3+V9UMY6<%GxoX;W=HeK~Y`5G2gs4>ELa79Dn&~o0Ip$e?iE^
zu(md_yq;^a)&2{sAQOR<B?x5|nX=+5Jr>}&%ImKR&!P1ncR_MrVl_nc_mijei5O{W
zuhMdSRA5h&A;?%vH~CW@NQWy?)^NZ3z1Km*QzOJ9OP5ArmyeCJI3A7RlKmj)$E2yf
znFkKA;8$=fA<S&$FcZBTbG>kW4Un0BSG~=}uRUN8IlDxV#uYm|c)6)W(E^PMaKKHC
zDdg!U6~`g0bqCBV^@w!`w<piqq+0e2;Z^TC5e5U}B;)U_Veqe`;%c5y@y3)1Dbkn}
zmy4$+fcC{bsQ-agv2xRkz;Lb6(W(-$)BaG{Q?J8(Pw=;R=UOHWJEzveOokkp_R&(r
zXD6(kx=wxe-8R}0{Wyt0Z=&|=TLP-tdrSv^!P#h18v4I)(6$I-t6a6oDY9de_psV@
z3%`YOf9ykoG`=U#5{4-2TANF7l{3%`QsB4j=-n?;-Ele055@f^4qVVMMx4cFTc(4}
z3tOGPWbb`UNnxs)RXRwR?|%GC5C{(cj^b9#H*%4AKd_4<`|PPr9vX32eD$xgHhmcU
zkh^)wMq%Ijodbx;FRc*JG=>S|Rtn!0#R3bAs`dU7NNKG78XJZ&vkENMu`;n`Q`_*N
zOF3iZrL_f?B$bpe^nsMmsESb^f=QS@;3m>iLLW6R;IJYKBJ&gLh_-eG7EE$FTZ7nL
zUkgNam{os!o^W1agsfoS-ZNZ%jZXw^yUbo3j1#WO{N7TwO*_lEQOuvHgGNR9fL_Ox
z6%7z<(4Yf3g9ov>eJ;`mLfXy`>9iG!q?<R4ddP-lkJaAG$KmR6)_9D{_&U}=;ugEu
z+9FPlNO%{wK9SKA6cG)d=uSfwdeB4!8O)@KY)G4;96tZEbhG^Yiki*Wr@0Z?2QI2J
z8>!~!Lqd%k5}5m5+SuA+j;d+}SM;PER)^WgN?y8X&m?_a6y-2!GF*P8y)6RXIQu`V
z2s&poDbg2zMmkrEqK4GqdiT2i<n&*5Re)U@h?9?}rs8b%wW=%=Yse8jZH$Lq89%8#
zUsE`BrN+<qo}ro(gVAR#GD_8JLHshLBP_AY`t>6<wR{cT=h#oc7^j324H)_$Qz%AD
z#eJx0*F#9iK{N>ILGS`n4>4y~l!Nyyl5@njht}vcIjmvs-T7|Ek!E2RS+%Qv|5<^V
zALGy5RVcJ4ByMjLA>xs(brk_83o&Bt&V}E}36d|DSo=@26%QgD{&kaZ;e%hiX@eV=
ziy5VoOag!U?KY`cxZQcyybI*Z#cZhaeY}+uxNWbN9BCKRSU)T->};->-GjgwJUrM%
z+;mGpszsk$?^5ZS9&!{68B94;dwJz$Y^59jOPBY2vH&UwJiHf?P`JBQ^0i*Iaq{Kh
zhugL@+zj?abP1C(Z&NvkU=zb>0kZada$`8yq#rYV4f$v1KjV1rD1S@!P3D-Vm5`58
zwM~B)41;FTU()B3)7=*3@IqxRlSHYJ(zurS28{JcoX2u0T)+rPvB$^-K5i-hydmdI
zn}&YuAh_ybtDWY+$zkv7dAwy3NsnHhA;85xHr(3!0^0VHnihh1#RsdOmfPL`_Vq;t
zOL8`Ad)JR5kBPs(gLS;}2GW^^%S>9~Pgwp5%nRNGA1Eb-i#Eajb(oJJzR-=V8bosc
zq2?UE^E6Y%DXI$Z8Rw;}WGA~m+Oc(Pl#WLSG=euZaU1R1@87t9&RQBa?S!4Xm?he8
zQ;4W*5jUz-u-I{9thx^Uz(?E<NNZ1w^;mBJ7O=uGG}fqLs=?*(GARO}tehjxvnH_R
zG0$S(;3$9DW99u`THK*I0rw-HD4p12hu=2O7rj&(%E8H8V{INj;OwKe*Rs_(9z#VM
z{9`e<Lgnqv-^?%EeQ~~{uR&7`(=t8_n84<+gP2~%D@gM`ZK`n_o9sxJxRhG*=zjS!
z86zZN1kz+VXj>C%88|0`4N5y=v>bN*vp(mLMB`_6+zfw1j!Qn)%<UX>NAGc({MNvo
zn(;|-KQdS|L#zNmOkVL3a5U!}@@C{3a&V~5;X5tK`e~zN`O4n&ScNfMi+*2Y1Nt%i
z^LHCGR1!Mo)YPq~x-MqYX7%1ia9lI#%+$7OQ$&C2_#P%OS>7%I2ac?$FjnKHiV3%+
zTSjLXe(&mAn^wMw>mFR!PJcbbHo?lJ;U=0>>6|(Q;E|z3)M`G2S>uJ^?j(@;@O_4)
z=aZXt4%YprjyybTu8yfVMSh3u%}lNOrmD%{+h&`^b*yhf1i9n><MVGje@W%JWd9P(
z6ea<Rq~UG9hDzPI(3lymAO%lG)?vpu-}E9d&Uj2kzqSa$0Gic^SwL0Nu~vTE&=`nt
zSzkc`?-YgNJ56q2)qG~{95}wVuKNe?@FOnLTzrk&T^6st-4apPcT~=}RikLO)zAGW
z7U%_c;(iEnhg{!5-nr`9ANb}WTYZ3u!c4l&s3olWZD3x6clf5^S}U$X`*jbu17g0u
z1t~nfiVgz#%67lmY7q{9TnkI5+1gRfm{YN6rulFE^8#1@+-g~HkvDF1_ZyPQN0Qkk
z)KU#2&Zz6ApyT|sX40I2_pv7^CF5#N>u?iy9XH=?1?cbPHMQLzBv=Jaer|B45&e87
zdz?Wz+aCH79N@RE!imLoS<3F5ROTvMw7!$T)#rGDxLu8}lhq_@Ugi7k2hfwe4<7k^
zQ&4b*fg1hlvovwMNQaeU)u9D)fvR>@w_)=QuH^V7g!?pQAs;|7xN6>eZ`b6`L+=&v
zi<YwGJjR7LcF{7p=lJ@}P{CMzXQpsT_w0N{e{nJiC#NrYkgFD<#}n>(Lwnqu3>3{2
z;9c2L`c_ceSdn{?9-XeLVw<p|(vy$4{Qei0-)}YdQfg0F>7O(9yyC)$YnR5G*CK+w
z@a4?SWaJDY9u)iOjlBHt58?_6!ZkU`niqZ=ph_O~fy&U}i7yZ6thM;%Hnxc8welou
zjV+p3rNF@vk7)_FntL53)b9cSiEgB>nk!cG*^;4YBn1s0b1j0%HOtpKhC0Q)9%#p^
zZ{N2+dGC3fDb_z0#7fRBXC`P$ns8a?10WVk<N_U6I1YjX^1`w`uBm3V$mpA;Uf*81
zZD(rf3(ge%v}3Mv8}>5?pcMJ9H2;Ou9Id;b#=F!z9$C&4!da-O${ka9tvrk1HxZ)%
zb&HMFEnm=sjE5J1OZyM1w@i~js<l&&{<0MZFKD=-<N(0Z%T<mGFd<Zy^R);0OHt{q
zR7HOI{sT~$Y<9*)u=d}EQ<*SbYao8GR=cUNb30Wo)U|yrw?)&uXvm8OnmY4zc}uYh
zb*RQXl$E(6m#30)S1_fxYX)=>2cu;G^}|~FiMB!Xo>#c<g|RgQ2dRmN3Tklv+$y%y
zb@Wy*EyK%Pc}4405C5vpY47R(d}PZJ7gLLoTNi6=LV{N>bRWevML^X23N?DiY0;NX
zYVH%{80}FqxneADTKV0~%z^JN>dpO0&82l!Nn5GJYQ_(fF9FsX?svfB?RmT_RDF6B
zBuAW}(^IH)ZD|8>l9Soa%`hBmVfL@z?dZ?}6j_~TAR*a&`b-Fy_}$4o40u&jA#mPk
zvWzs&L9Z3kS=9rAtaH`a9yMZcDQhct4Aa-VR^lv6>`aCkZ8{x@{H&vGz(dl|q%-%t
z+Q4puA%WErst%5N@=`#zR{8R`y|+r5ehxPc03CMoHmsf#9F~y|PK~~PL+*<SP%M=c
zz7Y}Qip#IW?*!IH3B=nYJQ&tNxo>xpPNJdqCi6e7=7k#SqbfUruUuc3rI&zU8MJ~+
zRM)q}^=<KgY4M1#p?id&kkB~Rjs?JQWOsq(0kV6afhnc0f^eiDQFfZnK~`%-c?h)P
zI}O#>&pp{G-SbTWbJ$`8bRqvBtPIjpd(XPQ`wP4V;)8>OO@%<4w^x#NzFc4q=r~w?
z3^RK7#oHj?T|X0xN&T5@GIZ0!DRC&#K4etH-y=`{TMa!`W!LLrj;s?u`>$mViM*81
zu{QJ3gJWPwta=7q%yGCGxZfcF26+$61LW+R6D8>SxC%FpsqJkrJv{1nkge2rs?HH>
z;AyAnTVo#%Otv0p8zjK>Bm15ABbx<+d6Kc;&3UFKt_}6cCOx!`#jXuK0n{@qq?@|M
z<_{XBSeThx3FB@L0FR5Wb4{Q*JnQo_4P?dhC)wbJ6Jjs2!R!A8jzk1ymj%i#-c=|$
z>WXkQDCwdS7%;98qwf}0HQDG>9;f{@8d0idz;><r{tVKKZFFqpbu`&apig%xl{btH
zd9N-kIHX!QQ1e}vZoi8nYxY7QKJgB&bJX!a&BQ}44(l5mtb*f`p{&fJ=2)mP!w~2T
zhMNKdK{G}IkS6y4&#rrr&3f72iKeqEEuCuj>%5@Xb~Cc?X<IJ?>Y-=OB<;%jh_9mm
z1d={lkami>PoQBzs%~_2YNmmw@FasP>ZLW+>4#)Zg~>Dajw{7F8s;Qxi_jFv%2>k%
zmw_`@!tP>650IoU19yV=wj=k^vtOS>*Ny!D^vi~xlpWcfP=cByzfeXo72F%b9mj2i
zQWPdyDHExCa!(=5z!_hriq7qY%GV{YoyoI%w*x+P79_&E;Es$DseW%lvRne^Ln?@E
zlPwL$b30sTgCkEF|F8c@Y_v*IM!77rgn6aN8-g2rXWQVao=FwJ5`HHJEDoquXhvu>
z@181gEk<f08jVPQnptR-Do^}XG$A+DgzBgozq^|HYbmR;qr&+nd4l3jV0%kA6M;&O
zC4BlnkS(yc{N@C<AlH6Zy>yunHmgZkz{DX+bXD0dL4IFhv&)Otp1rxUh3fJLt@&p%
zd_H1%41ZwubHDobV0MO}pR}!`y5w_mNgxOtO;uMxHXxO;G{u6JhTi}kqZ<L36%o`=
zYg1MS2&ak>9k8=OQf&`3QqGihiei0G-*d!lhx*<Y_Ma0^rKXNgtf7ze6PJciZt*(?
z^||-TOF=lz<b6<YGX%@(jMXVAhuVS+fuStG&bfiDS0i>CT_4DI0go`@XN109<##=H
zaoGY3mnpLY>H47)8K)>;<slF%b3PYM3#mO?Q9Qt&`5{m3{r0|w(E=BY%<o3)o()$9
z=(Z08!B2&t!fwEw!0iNtL3Tg(z(qarpto2ba>9UaLJB3Kq78iyb=c#hk^l)ed2fR#
zr{ojk=__`7*4)NBHi>bV%@TyyMp6=sUc!A;eB-+6yyqABQnJ~-LX%x++*knMR3W4i
z^9?<mY{Y{yFaJ;6V!HuP_ZU`i+bFJ497q?p?22XmJ#Amw1@1+$*qki;y_OYCdjJ|y
zE}#GKSAp%|*SeNPZambFp0IGg7ROuyZfWkR8YZ53&Zz?R#{$UXx4SQ1Q!0ibki#4Y
zuSQDUW8v$_yRE(!wc9i9m72r}$800u)W_8FT_I$+cM$SA_~rySR|yS$ZB7$MH?J(U
z7=0Rz{bJvRUwczM65Fc(cI&0*0lmn~O__8M2>O?h<<iJ4ld$WLM!W~2!)kCU4ns@j
zj!Bs_|L-oC52QQ{Vx9>jw~wT+5$jTapGyDdl{YKo{`^Y{Scx}(!vujeDM<eJ(c4R!
z&zylYLBW{E)zh;7@-92<k}8SQBCHl~WF7robN+$fV^oe8C5>N{Z@_X-<11qs#H)m#
z_MlJO0bf?z0j}coVRWKuGyeN!O=A@~(74yUiz`g7FD;`k!6vLqym+WR66F2dTxcmi
z$^GemSiY+T2nGj{!J8rbI3|rw;$}X_F4~<rQ-q#4DP`xjs(Jh8?b|&(bn^zoq-km2
z6bsguiow(7<Up2j!POEsbv2&dGjR|#Rqjx1fEOROH@Hxv*ZjEzcvatect=mwW;VZD
zgcFMzu+)9}?Qay{S?}$CFdJqAL4(`O@$Hp;cis942byhsG{1sn?>zB0RaUHRyU@WJ
z`~;yabey?)@V)(wruGJq+zHrLu#7&$UpFI5eJyxcC3f0vBtdWekXyrIiFNx(TPyEr
z4-l`Ybz<1ie6dk_Pf;WGgIbPa&$&&UBs#ajVeFi&Zee3`d)DE15PX&w&Qixuw;)zG
z-i>X%-#l6?dfI;(pi;;CN4Jmwr@g-z*-t&zy5ZxG%I>ClQen8~PPt7ee*)!33aE;f
zey;7<&^!NQQ_h(T1ur#RGZx<b`a|G;1fQG`16%xXf&RSst5Px<Q4&D;1@w6jAi^rk
zzGzib#iLg8qOsuLJV%y*kyfc7Lmbx?#nU-Zrv<s3e|PR{#Bac?`IxnMDHOO7D14`6
z=CiPJp`-eC?5*$~%VK?p?p>>1+MIP|X@!8j$5>B40#D_GJ$s`dD1Wf)gC5_i-e2)Z
zxPu-x+OvQ#nDgeiJH6BX`?>x0vqZ<rlnPt)sdBQfKTxN@`}RkKv+RH_0Mlw9>&5eD
zYmYgz*I*H>0xSNh%x<fSE|q7;^(*s00vx3?dRXNT24MjwgSt~tUt%m_WHR|+HAX=|
zD~n`KI7^~Pxm4655-a{4fZxB&0D(58^?W5cgLnAkFjI#LzQxM$>?Z=#4J>*rySVqk
z@iho1SSQqotfr40E)X^MQU2?sz{TUjLodkr@<t>nz!(8MX?uY_1HzqgaG7%k<E=z4
z(M;>NOCG8s+vdQ|XSv|Lo8jI7*Yq7gem7O!0=wG~R}aZ7>s^G^c<5~y51z;%;pyO1
zMPBBWBdKM~jEdGe_PW$MKoxFJ%~`(wxij}wqkn+R>|rK<)Cgj3eLCEqmAl<ad55bc
zHhMgHY88C>1KdOL$Hr%t7d^M7+VlSaln#7)NL2pS;Zmgn`+&Mq)X2SD-`hPv6AYHq
zzSnJzM9&jN!##dEh9<g(d|#{B-pV3L>jkfj8c?<|&7MEezh>(T0J{WouXJoD!ejfk
zL!V&e7~w@4TdF(mP+k)Xysv4zbmGVaizv0tIRf;g{-48?T&%ka5Bimi&dz?T2*4|D
zw&QB{;1zK236!)?^L<={gr!}<&(qLg6Y3zP{^M!sGX~D)`cDpQeAC>EG(J8yZafiv
z&_ID+D}L?2A@az2ffzR}mvQSHC!Q?zw2nyIJ{)gwnLGmH7uVhAMP;hrR3ifjRDaa#
z56}N|WRE5QL)r<>mnEk!wkYRmg;cz(5dmL(O6l41%@{#}_7IXsNQLQ@FMc79AEO?b
z;(eDrG9<7a3g@9!f8v|1WR|)&pOfr^Dnf7E-WlQ<!yJ^{6#4S)U`A>($r>X!-=tJ<
zeS5s#2|KPlvQ4AV?%~+*#P|>ZL(>2WzqyV3_7=2t)4XGY@8i4+FuhiANM)m7q+`zV
zu{`!p9dc@w^?|z%l;#qWfi6CNIZvvTKD`%>T&usT?j5-HH60qg)*3q&-h<MEGHzx<
zCbx*8-wup&EVHh*p?kw@Bep?};5_B+w^=NLWWJME4P`4%ziZ2tv5dfxjsWngx08<I
z+&fZ#h4@-y=Zu<xUhXRH<)n2sMPZ?=W9=R~%Hba3<+BYjyRvU!LLK7$YY`W{zjWux
z8FQFLda5RF-kRF23aozf<ri|f1G%Z%#g}O<he|Isw+l9WRFe4g7Pt^_sALsjiDCE<
zlt_5z)zNlPCzsyF_mwYV)_gvI!Jzv3Ru*)pJ5Kv&gRCcdX+k1?T-#z$4+Kq*yl9|&
zpKZ16rJu^`1C#GmN&Z5=sZ<64!?oxEP}BTpIAIUpa1QX5{OGOC*$(x{B1ygtRE}KC
zym)AgH7akS;hv_^O2!sbHYBn!QySEaym!>{!wJJ@X-YNmcZ8_=Wa$;CE?Q`C%c%|I
zv~mF2^QOJvOiX`Ahv13$IOxzYyNTzK#|YAS*{8v0j&+^K2d5PbA(hb+lmKl`^d0DB
ziH0xl*V`(ZOkknH<A-|aKswM!FwvjyaS;8T`={><`WCz2&54xn@A_s>Z2@rG_a+=8
zg@-IiBvl=NBzn`Me>-7U;SRn6KF+x}`eOr(G!eE8X4olbufxqc=q+#I-ZGc2L5#^Q
zpoQ<C<rBZG8SS+_CN?)NJ>Noa#&{q8oPmrnOiduG=GPg?naA>?n#RnL)wkXH2I$8c
z?XZaNZIesK?@wx1Obp7EK&!Z4J%9^>Tp;aI(9JIaCi$BVYvalHwPW2akiH9Fh=L~`
zP|N-4kDH{nUNL^9(%>MWzMdie-al6UX@z{$6N^9g^sm`6(KCG?eJ8LoB6m8(L*A4c
zib@y^lP$tA!|S52%rV><&R};j;d)n@@S)M@oaW&5>@SmJ<$aPppAUxPI{Q^uzDnQv
ze;_&5*xHYO*2$ZY7zn!t7R^R8_7)m(UCl&E3I4uEt=Fqh@}y6-?1b|YEqG`fZiw63
zsTzb|)dA!O19QFl&6fPp^T;2E#dz;&{p)<|ZL&J&DCoo4)HSs^iK@x#R;=N_Rlp#F
z+C;ba!v+v+9GQ(=XmSL#4^tfOd7Xk(3Ee<}*zWOlv@3|2XqG5nj*$<bbIH2fzn`^#
zULREhgb6t2!RD;Ngjdfc)lIPrJid$FTB>oh^j1Xjzw>nOlWYirDT8N<o<DPC1yvzi
zx>;{zW=Gpz3Rj|}c`5gcmVl%#p&Oe*5=TQ55CB|~&$Va*^a#R4>pJ38{>+rN@5cx8
z*p%E4=2H>K{QCSswZ#>XH$xsk*j32jVWw`je!U8b=rfi(0>X$E-eXVIcsPso5G}*L
z`=1iCe_J`Xs3O|#iso?=hdUgFFq3}kF2q>`810QbJ+7v05Q1!VT74{PS61)OZXY;8
z52uA5j*pDmsd>@F|BO>^lMlP5yB*rvPh#Baa-A!Le|$J?u5=N8*D~U|_=I@Vx@D9+
zeoE7Bkk-T$0@J(nGU?&RiuoE_;2Y51<!`j-%ry@>yt|Y^9eeICaVM6`M<MZIc(Lea
zYIrymjfWQ)3jly#{_t0{|8u!c-n_6{cILvYl#F-QM49B`=`3Q-<LpEFu*jI+tjeVd
z9xiUePA{-4q|Z|U3zM7nu^p(Mp2^0d9}9<oY|rV%K=E!r{~+-~USzhHr|OKo?0DmH
zlj9v5&_=twcVoNY7ys#VL}M9nFsVDv1|AT5^P9kx!FmO-6H@2dAZAn4@XnEMuPX-w
zU-^>Kfpo#pyX>+A_)zPzfTl}rOCVh&f{ezq&NqD>drP5%vbd;ND0hT((W3h!_XYHs
z0NIJWUs2zOITKCRz46+>BJjdt9=L!=YL91TmDfOOGB;Q}2a2dRzD5>lxp#5+n0Z!#
zAi$1}VZ3=j!~f6utvjDvZBu#gE0HdmU8+AVg0mzE)aTis*+N>!AU53IWlFNY8fG|u
zXTE{SIu_(lD!Y)>vhi)~<p5&%J~h{{V>Xa8aGs%WU&NI~20PnwlFWExYYla_Zj#aN
z)1{%`LH!_22t}A+Qxn%5*3T<3WtQW1*i~2MmTbIdQWxdNi-xpIBPMAs@oC<lG-R<H
z^KAEU^D9zjpigC#fr7-Yzi2(QhHk}qfrsJK;vP1O2(WtxQ@CG-4}079^Fzp&S$c0g
zTXZ97z8y8=u(O=e3cc}T3aT*j`@eVgf%iwkMl<F~1&hd?FSxL8f#~m>zjqQ@7(5Pe
zmmnz|CK+=HHox(;z2W1kFtT@!{{2nCY~Om8?_&Q#3yQrvryE$$(561#)}cNCNIFG{
z<I4ai3JK$lMq*_~np!*T9JH;ly~=#K8=J(h&J4;yf|6RoVaP!YY{jvxV#KHwwIahG
z#=?L7qMn9DMkA0z4HwaAXW*1N?JaA^@wZ9ka7+kL6AJMabpB?B@KnKvoS%IkaSO_o
zq>N4o{2TVZd^YeFtad`2ybyn~!=C8-f{UtJr!Ys?y9pE(v8CV87tZFToo=jMr!q3c
zW7R_?zw<50DfHw=O1lCK1`oM-xz~LC_QR*zpXaU1%NBn{xv70g0Xg-DE^Y~Zd88z@
zbfRaECMtg$=|R)EOIUGHne)^r$(S`e3|`wTuI7FGMMoF#F5{H-AnILn0)ktx!s=cc
z@<7?oE3EY|1;A37F5)6o5OLx}XU)tkdhMQ$!8MFJLgGHrgDnw#c0d?koJk9q@k5e&
z2Qe&If@Y%jDyi=s(@XFdXcnzm;VE=l01yWFRs2y`p8>J{2kufr!jEd>TZuj>{!8{U
z`bpUgh6?}+edypZpd7nR(=RP>0f;;J6<GK?M7AK)i|v1oEj+(}qh%9wuW!PDOyEvM
z-W98yp8Pkc`jrghTJg_YVE3G}5%_@Mky;wxPAHQV+b6>a#+u)fb1Pni6J(0{E5kcK
za6UqfjP!|Y;;N&3IZ1OZlB)t>{SFAy$1un)KX!y5$tK)UR4Rhg&T?oRHu0CeYTm~x
za@v7D^1%&w$t*=sHx_{!VSIkCTvGDEOz6OUoD8QBftjRENu`iRuc<t{;u(Kt^bBE(
zXppS1d3ruK=O>03wFxRk#|9v@4T|IF68@D2vgw`(@ry_OYoN-Id(6<Z@klEB03Ro8
z0dqb&>vu5u<voE%0;tvR)Vwn{b8uT^@g85J>+w>u)pk^$f##hAH}5fD1psFxE)=fP
z5w3+1m+?t!b|vIz_O+s=2`tFWH5Q~uxNOymqwP${@=J+&y%tiOuwY}sk)I|&7~QR%
zi$#)KD<^7CbZsbkUqLB=?TRz93Bns}ZqZF4sb5j6FesOO*Y6g^82%+T^(JSlPc~{r
zmmm}5R9B?D!;^#;M~{)k8CR@OHZ|I)=<dd!9OnAw>(<eP4WMInv`sik{L`n&L}AoO
zO6VeZJaE8i0lOh+K!`pjS=9Qi%|Nz3MyqzP!9^Io)~fAPjS@SJ2*yM3Cl4!F{PF<9
zl6bMgs4_*sz(cx8b(oclH~U~6IG^!etS$KA66(qTmRT4JZa9J-_0$H}9L#Z4AJeWX
zyWK;kD$u`qARsuSnIxf3lZA+U;P`=4lcw1*ONE~JU9V9E&;9zL6u|Ew-Q_&IL7F!8
zJzur<(BpnpL?nwQH4UZNdL}rQ`7R6swyWRu@6EY*ObtET`=8x-6rXASmk_A;hF)_D
z#GLXCmmK?mV|njp-Z->yU55QJ=;XCHZH)a`4fa@bB2;1jur_ge#HL*ZRGmhoTfis*
z<Wz7zvp=oRR<v^aY7eAVc$QA>|5dCU$0S;JQHp<3dx}XwvMl^)Yh(ad`dkNiL@0E2
z4(h}ylO$8@i{&yJo;g%e^e2UQAkRi7|Gnt7s(59AC}AVC@b*#iJPvl2A$BI3tsVmX
z#IKG(SYJSL*`+TEsk&Js8Y|pN={X9C?I3jB52sHE&;m?BMk$X+AMi5*k~6<3c|#j2
zlgFGLG&i&^+#TcB&E8Ol6fYNR94otXTll7Qw6?)HngiQGRh2A|`>s$ujuPqn%JuR2
zo*=`GY!-03RRBdKZ(7oinDkJSS}J0(Xn)2FZtk<7>1A8g&f*F|NZ$&`ZtIpRD%X3f
zhdA81zE8Ac`{RrmVq5J<?zVsL79ev6M`{0x5yBX#P!YowDmI4SQYsF@iVG%1$P$<C
ze|+;rsJceX91DWx=A+RETGCALdPC;y8+7w`$~REWj&xjt1AM7+wU&{|B@+43EN!Aq
zqV#OV`?b{|#Ds7{&pZsb((*3{!ppP2A(q>rm-=riD4Wke4eE`13G}^V0!?PRc&HKU
zeNv3%7(f&5SZ;jdn|l77HeoSR-%~{`ZV&Wq;MUfU@+|Pszc|%eK)H)OGEQfVW~9p%
zHg#nM1sD*C%q1)D>#7&-3P2!ea*eDV=OvVXrLcj=%joNvktqfl5+Nbg?TuvPD%A6Y
zE60XlHT~kny<*oRC5rVFw`;7qf2CRhzStRq**qXLD^>=T8NukF9&Go<x9W8>B;wU;
zw1obnMw?oz$YeR7r@wkCTKB&()rJT6w8usbAWN<i!;MqFwlsX1&xdtwUw<N_W9osP
zBh4@Hq@2A*$PoMD@CY2xO7Wd$Y;?YTx~7M!Vc7(eUf&ffP%!nyH#+tcIOw-fLAn3$
z4;1KYkbcB*XZ-Fdalp2*ywGtNf3`tAOGgLoh^N=PqNx#e3r=;=;ZWnpp*bFt2LD)2
z$woWNr9xm8`meUd`o<17P!`dR{PBAC=-*a9MDXB!?906Szz6tocXfA@0_iy*W^ne9
z8l(RE$*Ihw&&p9R`tR~B&3>#RI=e*$9j>hjO2zzfP`L;Ml^;3dd!78UD*-7O!`v!q
zp!K~SIu)VyvUvP;nc@X5^u~b9{p-``tMIc;YsvSSnVAsNcJuPX$n~tMZ98mY4gfG#
zmB|%$C{y3wF-2o883(c7)v>@XZ@(%Sxq?p5iZAabWy%oY_zDfp-!=yY1s5xMDj*M^
z;oQf^#al;Giq}KX<?-p@dZRjUe{(RJ98Ze;c|C+aXw!|j^1|Mb0EwbOd$5d5S6?-O
zTr_^;1)zL7(TyZ8x#36m15jK|-1+S;L`WFFh%vV~xE48}zh&#Ei*WGtU69|Z!w#Em
zEG={X{<tC;v(Wmk2kkx20O{j1rP5iM+!R#n+HTMNG!}NyaiP83)YIomH9Boz$O?L9
zUZXdR-i2Z5SJU$dpQ-m5Eb1YQ-?>MyOsKhe=gs?lRHk(JWDUwOLdjc<)c(L#&tj(9
z@i(}<N(o$W{RT~sClyjL!*DyvOxGG9;lRW#`-!RxEkV-;h+^XW?}I1O8eM@_VM1mT
zeoB3vmfWO%Bu(HEvvfOE744vaiYndkn7}`5@D?slOBu+3CWk-kV-VI3Y5dvpQr#3G
zKgO_&pu~?qy^$2mD~Mcp+T_8LP3x~^i71(*2-(Im^V|v#cUMi^qMF*5{V{`gWV02(
z>ziPI`2g9#2XiZ(g<`bNS^JyvEmJ*Q0vOc4MMn+U3IUf-rFX;(kXIlv#FS`E`g`ek
z6}K^Tdh=NL4TTAfo2L#jS-^7v^z9Mln+{Wcj7;3=r_B&4c-rQfC6vbZIr4h1A~*t~
zY@Yt-(KpyHBUgddbsXeYlq%w$4ea8#d`ck0iiSXN3nj$oh82667#h-V-u*~}qv68m
z%(K2fm3Y2f(*H=zGTgqtWQ0k?Zi9vNQwGfz1^Z4)K+-neq+Q=_2^aOB4?Ts0NRKl(
zY3L*$<}z%|C${?5L^6Nc3JruUPvUnYBlM4)PVP+n?P_@ccfZLD(1bnh9!N>QpS|S%
zju`H`g%Ix8bn-G2-j?;rX0a$0o5k}!*oe30kcT?3<Oz7S9o9?D#l{w6a=Na|=ee#`
zxA2xO7@F_6N%iM<P899nwl_i%#n0FDbw>VeGF4xH&G(Q~+l=nwCv8u!DSfS5ztT)b
zypt!%_z|`SM)52TM{GYF!>mjkL}2@Gov`R(G7A|JZ#hdAQSX;jUGi=L8u>+4Jt%u(
z0^FYAqC`rr&H*<};E!)kZumPCSds~*{C|Y|nLCsB_1F8aiSf_eVZWkNyYfu6R$8+*
zonUJce;BBWW1BjTdQSIAkzK8CekIEpag<{N+bxc(Nmx!t8LLm&nHMJUTXbh?>T|8(
z>+E_)=*tm*StmPI3f>=gH#K@RZVTx!#4)Cc5C6IJxRPkU?D5F|xuf8}9HF2&7PuhA
z#Kn;x0bx7aNUn-I+G-%(@&0^;b@WE#=?U6g>H^+iI+TyMcV(T|9F8<pAc0d~KLWtY
zk8cA7ujerXkfL!Bs)}Xy4n@!&fp&oCUD>Q}pbm1qEbYyhAE!1>aXvIdDZB+yx5YWY
zJ*4^g4jS6p%lf$^fC`&<dzw?e7=xO@UZo&<6v-`XvrF-k1TJyVr)utF`2ZkLbBnT~
zB;+EM-$j~^wUN(uuBsYjh7sUz&>jzYD=5X09ec#t3|2fTS7w|tk}%x*>uLjnOgk{B
zm--wTK3c@!Tmu<x^<245{i9wj@*emm<8g<fXFlKMhq(_9Gqtj!xq<4(baMR7vZkR1
z-JzTfQvkdo5B_3|^O!{Q$ILCu-{ZBuFcroru7dja^AD#^CI5H>N!4@%(u5F7@l9dZ
zA?b2&P^XHKP?+#~8ow=C#wVlmLO9G{G*7-G?&ZYaZuDcIt2n-PP-zvltw)*aB@-T7
zps)93O1%G9FLG!IG53%=FAI*@x__Lr0#2x-`=HjT#D}ufv~AC8%_+Z+y#j%ne_#Mq
ztB^4}tVIBchzbzUb<h~m6uHWII?OcYLCPV}E-n*3Fu@oDaA4lz*SjE-DpaN&fCRmo
z9O%4kEb?5RVH9F4=}G2C0k@O))z7<n?eMm1tfnc=qR-^3&3U%Clts`d412x^=K#uH
z0q2O(Tc3X?0_t$#VL#1~(ND9iop}c?!T9)e8)f^L!<-$qV?Yy08)%(&<SvG<*Jc`2
zKO~2Nn(_(+q|Xog7s~rT`Nf|9Mt+`sbCJ!Wk9w>dd;IUIy3Imqt;MRx@-3ta<K;Yt
z|4~{BFcyct1LX7)AQ3<@6^MFPutEEl0=zZhV+{%*ZEc?LB9HF@eVHXkT~&ZXSdD0_
z??{%xQk!3epEo)E{_&87{fWio{Q;QrFOeG&IujzOA#0ZJUD+3mGQD_AJT;?kF=@+M
zj+H3>0Ym*M3=*SBaMVBK<J1`TI<Eyj$0yPAT&fs0+~f4VY@0gNj>ZTDLY<B;9mCb#
zf#Kx<{ahafHC!%jgmk&3Ox$Qsjc4}uSGX-mZi``a|E58b-UX#UcKVLyObiWm2FLKf
zhx@MNJ&vPk5;n&wWD53c(~hO?Q3BU8@(YR+fhVPmBLM!2WIv2=vLkcE-U#=DzB4I)
zs5BpxgXjTpHY+)@-QSrdx{|>~n$gyXFf(@-4UxN$i<AD<0qNh)GZQCKHVT1$*N5jo
z&)OCck&ZJzQQe-O5&+c6KCa+rV!4zxHZ}%%_=|vMlm{sQV@T<(0LAnus|MdS30IzM
zI{(q0J}=$e`7fnf9CX3fk9mQ}3Olz9x+#Ht<knrD`80um<H7q15z#m7e5Jo5-k<mw
za{hV80={3JEUtMC7&tfszr1*GV*v(@s+k3Xj1o)dhCd00z_e2<3N%NL9cI>8>`<iW
zoa&T?!`}208@JvhCGb{yABS%pQ`Em5BjAgk`hH=;u~z<IX!}*fgQE}~!+#D9IdrF=
z*NWtJ`e<6~6;$)c&8N3-zB)@u`{qOn2F&GB7IY`dkStXfxLurMW1=+iMeADze(Do&
ziQp1&`b7fEK!F&QOL!l(_o;Nd_<CwzS$CQpv;ZWICAZ>f7UVDkUyq0Sj&3fwQg#?(
z(v43+N2i`FgJX@05-5=;K#9Ct#^>omiK=)Eh~$!trG8p}peNEA6+WN<@1R8>_Ydl0
z1G*4SeyiRXU?rp&5OBu30r~U;PeQg=uU@@&02pyG-+-nEd!Biw$Ml~v-#h5FAts?b
za~mMY$l|6b6Y$vMo?<Rv-1t#_?;>EOE85lQrnO_~_(B#urVi&~r@yE{40GSI@1y`g
zN_;M54LsU|gF9OKItj*_RA?mpYHtYxEjT^ch_eSVlik<S_-S9#@-e@>@kG9>iriGc
zj<fUiQ00B(YwP+|_LfoZsy|*wFO6DHjAe440YxMLI^3oX9VY(r6V*f-os5BVt&F*;
z2M}qv4J+KEF^?2{n#lO*<pZeu_oDzL5c|on-ST?GJh7H)KMfW;9L{j<iBq-M16;>2
zg)V{j06YoktPg<BTJM1Y*?8lWk9-8DJpvO_OP%$LG|ICzyV0ydB(LW7{lrqiJxM_B
zh7C8{`1yU+($;41ZU_#(sGw%;Ac!YrbNmt=!27OqI|<2V<Q=#K;IO}-sQz^Cf7+R@
zdwKixS*bcuA5>NwTC`sI=BO58fly<Z)gC5Y44zI`AFEL+NPTgYc0jL|8He8x>YI9i
zOAN{#rue{pI*x8>pnUHHmsD8-F$HeA9BFlby}giQCZ<35z?zIkG*bL3iTRU!F@L}E
z&M+c0keNHb2fc4NIIovl0W>w?3b|uoZED$bfiE6xGjaksaPzo6xaThB@2_`~ap2OP
zQtb`k;qI0H`E$%hX_EwQY2x~t0f+|(f$uz?JiX~mv8qA%D&Bb{J{NM^!I{LLT~qmS
z>bU;b(=YTK-e){?jP~#O-wKF(Nyyy2v3CDSeVy+c@d_I;6o}3;CZ<?mINGS3BB){<
zaAXNJ`hoyhs8bx90i2xpz`bgadHixwMSm=iu85w$frOr}jYVXB5mp9Mw(|@^mluUE
zf6&<xu_NEQT96tJV>l7)6_)vJLgeJzqK?xGcU?lsTe<nE&ycNyYl;B&_GndR&anDv
z1ZV1E1xS}NDy9zw1$9>X(>Q^Bb|J7@&^<fd38XtHeO@LFx>^;?9fk~?>SX6$tuib!
zf}kwj2VrUJ7skxQYQHtaG_!rB9^xPA<j~Tt@|vn`!rTeHDE+Ua+zL_RBWw6(<!5bW
z!SSOWKtt!t&BLfx_G6>i`|;d>xyIM>Hu_+IQZXrB%;Esvt&qP?54eSA8C(Y#58W&M
z`<>+9$B;?V6u1=u=Zgd6v>~*`QVn3s+n=>$gL5|esX_TKycz(>)66lq3N*nc7vTj%
zy0v)%wN1{JU_I+3P|+hnlS;b>hzk9*szS#JjU*+a>>UFCzy%*U+>=wF>|t8JT<m8x
zQDU@Q-oqVv4E7Wu<GJOswUyE8D1I0F-(DaJ8Cx5w1O^A?cHU*Y4Vgc}48_XST)cJj
z0$@P7OYXPWPrH>wH!Bz#UI&R<4tDM{JR<|E+Qn_Ft?~D0;!HLOpyE$C0ofkP=dKlP
zDg-DbnX({js9Y)eeIISj!?<)aMW83j32W2-9O^*+q#mSz0Nb-a&?q~dmod6yVbBQ+
z^1c;3b5h?PK%>72L;CgPZ-MjMO<9^O=!$dwuO(5uKEP4sqzdRUD<OT1ALu8rKN}`j
zQm@=&LY6$4OtR6qkn1SB>{gj6Cz_2fGU9R=3Ul9~$S<YL7iK9xB13-Se>0PNGf%I{
zH?q+1NmaUdYO{^K?XBDcoh^af#7$w?5h~JBYezYQkrQN>7$W!?uvQkln0{=J60-Wn
zYNQGn!kdaK&caLrp8dPODld9AWexy;X?EH$t0fObq-y?Ex7x4mA51{sr!rkE#jJnA
z>^B-hqmycP(0zd~XP|)yke*isR{;!_zGKsT7eB~&P3NJ7s{Qzyxi0*MR|N>^ao222
zJ^E8cjCX2gw#w}%xPharn#Dp(C}h~!bGW;BY3d=cU!lKQ_fkEz&EXhO{=$oqnXiuD
zlzQd;^J~3eZv002F$tWbSk;+8PN<J8U-*9PF#BZjHHG6=|8#KNr(y1*bS$L1ckrI#
zGAA5!pt}=q(o4;uM?-D`_VBIS)KFV+iqRRkaHg}BMAE^d?jKmhj9&oJG?;pB-wXhu
z2&~_Y_rlhE6|z1tTOo@*RRnTRKJhisy41_t=^}r>f&CHaXTpTf6L}R%4+HlOh$s?}
z^k<QMGp+ch8_geU5vUNaF}NMNb8RWl`o{hc66{;T#h*%`HMSJ!<_w^#m`sJh8?`2;
z5X*zD#haEueeX?lulEj3{ZJN#QJ6|0Ah%HHlR@bV6m&d%>wE`ab@JZng2EfL_Q0j3
zZBh;=sq6NaBub7F8)w+HZ%jM~)B2ehUZ9aB*A;x3C>RZ3n(OXd7m#}d_mq00O3}W+
zxWeYs&{R^%C!0u4d&`qgzXvD1r_<&teakvO6@PP3>GaCVu%}UN)z@QibRP?$SAe?*
zP_T0pA`j@U0i_?FeB~86U~a_$d^>T9H95-nQ>S`HQ!moO8W#8!QB2kuZN}1(7A)U;
znoDd;UR4|_4}w;QSb-LCwedAxK}NRsj#tpHH!*OYX(zDNmVUZ6;KWTf<x*f(N&($(
zG`$E+@?>hj0yr!4y=VzB6#{6O-j_Q0?t-+}gK;6xX*B-k_?BKzV<jc)0l#G{;55>0
z^i<k>z?OCcbc7y_mD*VLnpU$d_4avNM@DU@u{Vh2;#Y|yf4)^Xebnx9>U6SztKVcY
zf+$Va=bHlG_jGr6FF`j3@q7n9Gf)t_14ZxVLQt_gVMngyC~Z~`pouVY(ZF=?czPK9
zDW12$BXvlPk=%7sHi|Ng+>d$K+wF@11>cHZ$t8Za`X&A+^?5yUuZ=9eCBV!f&<47L
zY~B$R%1m(=v&6hMZQS(!A6H);6=nBEiz1*HDAI_aNJ~g}h;(;%cY`#Df|N*i58d5m
z&>`I+T?0zW3<LMPe7|+qUH5<1%<#VFJh7ks><tpKsfEP=(23iCH1{5m3-Uu>yF$d_
z=6+$C4mbdAiE=M>O48VXq>QhEQAM^I=vUapx%Qdk0fa3jb$7eNWC_~!^-t-Y8c91Y
z(WhpaGXyZ@nx+;*@pljVw1sJWBGh}mY-q?io8H?C-GQ0-CHn?0&yw<T&f5h5pL#8#
z1Y`y^YwIMXi_?Htjbv|<GT0UBVtcoW`(c{<V;*2kM!q0c1v+LRgix6RZM`yI30VHi
zq_TT`wxdP@tT2bfiL82>u{6$CG6;8fAmjOY)Pj&BT@oCb$D<}tuq?h6&4y_vy^s*~
z-*bdkB$Jk=oWw;7`B1-H#BfQ%L?`3IY|}{h2|j(~m*McL7V~AM?xyCF-Q7#^ciUl_
zZX5<r?`AUtjd^z$el)7>VR$lEN;Yg59j5Sv_&p}_A)KibPZ`XtVV@s#{1T{G+{x92
z5X_o_9~?q1c#GSp-(!DgV=}g%Dd*G{%P;9}J_`Xlt)0u4yoDfz`A(MiWP0ru3EF@t
zUsm-VX~d(fWFy-H#$X@&F%CWj4daF?n1|#nu0@pJjqg99E|c##!q_^Q8WEE|?FoEL
zgw7$kS>|RD{-|F%Hc)Fv#7+Sw{U4_x;hJ&Aeh`e1LO=$Jik1W9-xUQvl!C{NO<o;}
zJOzR9$^>JCfP@sA9YH=fLmH`>v@JmE^KpMQXIn~TQd<erKEv0Ljv9P?uNG2hNv2fR
zT`5(}yl(C_9GJ;fGPiH9BN3R*xpGDI`EKldnvZl6Zy<~xAWVJKyCd3i;Rb>Keh(w`
zfu$}S8+s=XwDGob>pqoVlz0QSk0(IZAvGJ@M-S#+GYCjQ>oGw4M{jY*I|4hp)ADBO
z_O2aK1HwIn5-HK5ckP(TgBjvnFX(bH6}W_@ag?SiCF>7qHQww8-97BwW*gyO8v$#B
zoy-Yvez4*WW@|v{MYdRLTYm=7z?3n)pTmJZ{wOYyz)Ln!x@}G`Q0HnlinAJYOz@=7
ziNJtfp3`(F%uI?M-(b8L{2zcBw+znp2sqbXF44C1uj9KGXAZ$j^rvmV1GIfyju*jr
z^YoB5G?j6(X-6E#Ac~Dd8W5??nWHDl%V+<6!|#@>A0oWCY<L;<kkIp*2FRr0a!hVZ
zoMr+4K-vA}K1#H*8|k&Ho8|ZWEdX0cr*n5Zd>K6!j26l$ZrUq*M(CrREa<OLH8C|W
zYEm(!9@gquBze)5KV3B)_S#!~{gX`Eo<tV<jXF^a3&C1AX7HmfxA8c?@{0zI{RCiY
zacd6LMxVt+=-9NClwLqa4ZvVc#>%RQ+cnOO`I>0a{~Fb0`5cWRtZczo^$een?RPE3
z5#8zXdxCtxpKR@ZVH~lY{Ni5K8$jVryjf$_pofs~7Oj__LWHwTS!R2?UdMhfoR^;B
zTAlPfIbI$ILl!gDipSiXN~@P|1U3{rN!I~MOm%W@V}lCAdA>IAX7}N<;w_wr-NsyS
zP!fS`bK}8yXJMUWERO<IAq+ZU(44?&>2$Wmah7Ew!sCqu*i6+#oig!TzT6RF(blG|
zKFXUCF#j3;vH-=p+Wl;(Mi&d1w}LVbO*$+pzC@uvy2G#iXOcf?Hk}9PP*j2mU+lsA
zJHL$}?*>LZ^f&6={!E8J0+R>S2a!l{C+V8DGQ3S!Is?TOPk_PqSMYZ?1$O7Z2i0Gg
zz0^8bqbcVXz0GG{pW*sYPqPkh_bU=vxc+n*wm&M%-edNcf7zE^ZGGWB5Ae~G=ohL)
z4AQ!6RZ%~Bcw?#AgO(9NP{%ogDGuD~l_+V87q=mu>;5c}pa>)+D{-+#eobpLT^`SO
z*gAeUECYBZ-t;on?hc_P%8k5>S7jivLy|-^-uL{7EnLM!H!T(6nls%!b(MR*N&igs
zvS)ypfyapC(Ot09Ud<X~I%Ro&>OTB-07n&E%-<wLdex?(vT58(-4VoVZl1cjY5ZUb
zC?-Ch3b^(eQlw&{1xNs#Nsx@nPA3B-K)xt}JDDVjfWO$*R>=QP%-p*FHnQ<C$8=0O
zx38&3=xA5)6UYC?O8Snf>cQWlKq94By~EC;t*%bZ!^2a40c^9^DhLdnIcTZHAt#*+
zpaTz8V8U_Zfa2(c!F*`I=xmto{VCfuH^kxeAnA3w%2VBA5uD3cFpM*&7ln;E>I8Ol
z&O<7Zg73x84=89(oUY#sPl2A}F0#||{9thdD2kR}JQqka0W#>deI^2W1=VAV@qi!e
zKd-52Z3<5w4%J%KpRt2UZryrz=U?0-W<2G^9i+Vd+FHIO?4PM`_5{aC?qN&<#TwEb
z+dVdCPA(SNlrN;)rhqL|{9z8rjy(3fO+p0JkP9KXYYrjc6G|z%1%Q3dt75Tmf<CaS
zz$6;{;GQYy8kFqq+xc`{We;Wh7T%1seYHRN6RQg(FMy`ehn7s2il?EW4vQwPD5q&D
zSZ~dP0;l262e@F-G>g~b9oJ5BvZ<_1r#8a`=r%se8BW+Ycn<={tEOsSq`MX{Uw-2c
z43>I<z1RkrVSLqZ^CHGbl;?x9uQ_Rd1ba)u$qn6PkDFY-%9)M;YM;@T3&jedNm=}k
z2PpKkPHBk7T0$e*iru1!z3U{k6W)CQH0}$pnmST}$?YJ<8{*0ObDNVqK($xXA%`Hy
zfZo;V&O%H+f1n`W7lzLeaj{q4B7byr6tODZ-ECsL4l3NZnqgiUAgym$niv!F5|X1`
zPq8WgYXP2y<E(R*EGK^R{a&!dJ<(P<juu^Nw9okO=k`*vu}vXdMO%$#{`GgBJ3k|Y
zLQky3rvKF*;L-^$I|^IxrVH(Q$c84yBE};H@dgFo=)|n18)!lNk`@Lacm?<d6d(R^
zuxM*)(n9W7ra<eS)p=d=0_+h{eGkD&1QJAEcNDgUQfa8DsH!bSo<n+3*T|0RV++tI
zShD^%8?8My8L>YxU&sDabpm@&oEHC_cX4MeR;=7pbp0b~%8t5&r;yL7MD!)sE8KOh
z;Bjv6_a32954S(7SiXg5Fs8Z?wf_^JuBam@MQRfbuGfGL)8YEryhCESUQ0i)6IpLZ
z9>fAodSbn8AXK`h6bZC(>xfirZA*m!5l6UYEnJ`Vl?co*8UmJnTf9&U=zH)b<NRZ<
z!gOewU&n;0LiC({(@T^B+vdjEVOsJ;zK8u&x_|QDv^?F?2bbS>g1$g?-SnII2U41r
zSb9!SyE)X8VOx8Hc(eY;#_$9<M8tJmomPlb7rG~B0?$RD9tQbrZU7%$&f*CJ&yD!*
zYJ^w!{o81FmWD+)s=-pK%~dN*?d6x?H`Q!_XFIr2N#VE_LGV%7Z~|r$lHt`5r~9WA
z&)_V$*X@w#c+Bl{?_@>zD=xe*#T5je8`9C==U?giR{hOVo#t6S-;r`+^%PD7lUD+O
z)NaIy9GD!Pd?4EgdN(UiZ|zXRw6Y-djnKenbX)%#ENt~dR<OXX_6T@>LZV^Jz!V`4
zf<UTG`(lLI!2nlui3C96EB00~bx2C^0^hh6h^^3%JIolo#OH9!?ik?1d7O-jk+l8b
z(!Tn&H#{+171NV8fU_UEa#NM|F^_wYf)fkud4OV3^YBx5ls1TvaQr{lh}wZmp!doE
zqI7h$6k^6CO3L28{27p5gK!T>6YT*Ruj<wEHPS!Oo&=2odjr}+A$%bBboMOI!VvFI
zO`w)lOahUGtj*2t`*)Mf^W;~~SIY~>A)Mi@US*PcksqIyIhTJ*lw}iF0!LepY(fp}
zJ#gehB`rZT2PoX;m<xqMz*ag)1u6+ZR15+~p>f$*lZyo;XUq>g2D$()NrAmDsQjYj
zwMb#O@-)yTPiLdkd*>|wNPq1yhp~yRxSQ8_nBuOyKfg)&<7CAB^UE(4VuFnW#7)>w
z4eW04=NIY9PmKkdZ7E%U{FveICh_&%v8OAuZqx?>s8&hx<ms673FH&(#OM0CYvLAK
z;G2;#aDJn`_K`o@9JghoiLh_K`~%>o1MHfE?Qy>sth>(Vm;HqA2>7XgbEkFh0O(hl
z{}8F@1_(plM3u#*&BJ%UKoc1=!`kX<WeDbiG?wy!CyV&z_Ug~@$cRzCgGSMIpweu}
z@eu9tr@&FI@4TPwjtd}~iv-%n%{&F<n`cIGPIR29y%_$-gOykNTwr@GMo~jggE_Mt
za85>^0a#BlA%%!WL%!Du;`=@-n*K`z-txB>EXCLBHtO4M(|R<E&2F(a<xS!@5luEx
z&po*nG|)HR=`n5UwV<ptfWYUm^n<}x88)uZ6KcE`xNPqba%NkUhTT9W0tbMpORL3y
z=8#UIFEv_e$42!iB$j|^SNSid;wH<17j$LL1TCN}i7pat24gnvFMIL_ly5k<PKHJC
zS(jM_UxQmJi7B4Qs6!1^L(#;=lRF0Qe`C-wGbci;o>u@7?1wy}AbT0D8gnV#v>I>F
zcVC@=?xf!G@JnBe-oIq;-w<v2;beUv+ICC=?QD9C-Z2AUd@89}TSS*EKbEq-do-mH
z-pa4DF1bz6mkgF^+~>Z&mXcbz{-rqGViJ}nu#i5BJo)zDy!@^MDC4coE})4&WZVv%
z9$9W@X*)ska%})*72O=kWQH71OifMy)qqukXOs?+d=#uU?+B~xQnvIZIlS&PL1Zkj
zTRt&imespYC}zBxevB{nl3AZgnb<3EY0j&~$9P9vDBb?VXf2=aU~pYb2d6I>MRhZ<
zziR+~z!IoWtBt;6M(rL$g^|JKDq&1|I(!6lu)knA)z(@7R0R;0ypC8gX}e|*Rrmw`
zptg`K0z>U8hLhW&j8h(Ay%!42Tj88xt?ucPzLsi_uR(dnqy5`f<t^Y_3bHfI$i2Ov
zKGTpJvArW-np8vKS`!0-zgXfGtw++yd>-XMxLV@5_x>AVF8eeg02By^`?S_84tkLZ
zu*RASkNTXyeHca!tEPG4Xi~EnIC?4Y6R0TQEa$SENrO44(}=^h^7{A8-GF1<u*q!&
zvI()VSdwbpCr1$O%08RUfjH|I0BSY7g%D->cV9)|C<uc}`9L)B&6`_ge?fi-Zy6mS
z8dbBs?r1}zMHTm73tc5AtG=aieJkO0PZFyto5EcQk93BidGFxr^00h<;egW{>-FcC
z>aZF7yLZP@PY8Ik^S=sSZ!Jh|%EKh3oDT<E4Mt*V&NKMfcosydT{_Ow4n0m)k%l1*
z+}@7wLc}NWx9<Cxvx<yX8a($|a)8NC&mhC~6UQ>*NRy;DGe4~pKc6eg&P8<<wba^(
zGH^NU91i@r(BX*$@jUKH)g55y7$kvRn&z5UUe?0+6>F5m^U1vKy6)EF$yF1d-I*Ev
z=dIk&?z4P4dJkjBh*kEQw==lZ*FKF-J40=v`g{8u>P>u~>&>*ckL!K2x@=#VD6n$8
zjy$Z_^fUoURvucwA38!o+nb=|Q;H<vz#}KG0Coa92|D(pz!p6H;5l07Ew*X$TJvyX
zx00VF@IZ(CAVw^y&@*TAtZK1$xAGOM?v0%~NY$mx+Z`^0dUxBjf?WVmKRVR=ij_W@
zo&4VJUK;vPQ|duJJYM_N37{H^0GYZ5fTlGN6D-zisfRQ&AChv)0@FLMwMecB;6mmL
z^d99so}ek-J2T(hNv@dMx$^M;<=-)jYb#XXM&_vza><xQBJgaA5r#G%;|QPxdO9tV
zi}E-{%1VPI2Dw&!-tED$tyN?H<jb5ySNj!7A;-<ZA;ub5`@{_U4OLs^Y3|)KU_qsI
zOY!N0ho@kRb>|9sI8ElUkPW;`>8Po56wuM$l`VXDiE`?fmeX&P!w{1o^qsA=t;cH-
zs9gIiZ5N{EM-%wC=mka+=i$KU)xOW9eAxYK7uECEJI!1$u8M@P`+55UV;}cm^Fnp#
z`SGSsh+FW!2Y9=GJq1V>0y{0a*~9=F9q&E4L5iOu*bGrT&p#Wqfv~~!H*+2S*SQ~Z
zy1^K+063IdfeKx_&N`mb7adL2NAYB;>X^gH5Ah}_r~7AyXBT`mu3dSu`N92XlQ4DT
z%B+a0R|2;a#zXRp8(+izjV+PGJS3#VFyiMTtp?z;IlkIcUm`kP@b)GegS|K^$QH=?
zykm1w;7t6c0#bD}xTK`LRQQBFAx3DQ-<jucx5^<E{@m>de!qovo==dWM~AvC|6}cM
zp-yk<XeD#!iAfQc6uO`Np~FAvlrxz=|NT_LjiJMH8}VLN#0x+=xZCis(q$%v{T?3<
znNzJ0s5pJV7WBkAkzS2?q*`2`&n>i<0~v$5HW!znX&bZo1WSuuD1Un^lZ}@cX$d5u
zp5mhE*GUt<rM>-sb6Xv-#UJG++VR2QSm+{bQ4-CKl#|<(fl?vA8qIU+?85fi1gD3o
zz%EUeB_LP){qdB9!#WPKm~-2m=qr|9t~3&r1I?RY=E%;$Ewuhw*kM$MPy58<!}BgU
z)lbHFeN~-U0vH>CqlTgDo=AzN;=8|Ic_sQ^Q%-8<1-)ev*{k8k!327{v#s^JYJ9vK
zxZk4s@cD`}1#DbbFUxpi4Aw0(K{9&(IjmST(+^PuY}^M{{D9&73254MJ|)YG_k1CX
znr#OWnZsd8mzbD1>>Xe@IXB<uzSZ5+Mnt+bq-}yF^u^-y$fF29?TG<|pv$Rz<hCtV
zo}%Z!wki(!*D=$S$?q-A^|J{|<unG?>7Q_MW`t)b4S7^VGmj4*oDEzr!FgRL-{DUk
zDjN-K3u#%8yb>x9tE;?z&~q3G|CXS3lBrqo1rKk}P(E-etxa6Rt*B=vU^$iLJ2J)l
z4d(&=LlYHMRaK*>q`Ai3+aQ!0`4R~_t^`2-5{#MTz!c)@D6xZkkpoQ_qqmP)@b};R
zjK$rRx<u_^+5=DJ5p;S{<unDxy*mjQqzvxn66>Mo8d6ig2lSPkbUAF6Rgy|}RSsjg
zTqHhSw$^#O)WWmUnbul4Rhgn*P2w86TJ@~2T>bdeQaW-CDvhu+;@mvzsnViAbS!HC
z!|l#DR6w~z53IQF&a#=(O}{DCZ94kMCKVeC$1#eg9lQ4Z{pGI{b9XlnM@h;?l~#|y
zb8S~EH>WVp3sTI?o<^SVWAa}$X4O*`ca-@``4qRqj+I~dvQ+S_KD7GgSk$Npo=LF)
z>iJGRvGUtfXOvO}<D3Syo=6WtBtG53pX=`r51J@M4w+_6>>L(6-q}3zV$X`K*$S?L
zzH^a?{M^`ffgz@+TO-hl1$uy0^kY##)3rIAA86VZw4kHWTD0j*2ws?-P}PV<3Nr4o
z5IBCC!1Lx@TP?%F8`Vyyd5DZ^>#)dU_pDV_)hrh>pF2wLg3A<&lSgY$mKD3qPdz+{
zlAB+*^atSrDQ0HK&K}e5aj0L=avOa1^r@^;>4?jq$!VRzV%uI2k}V8KfgS(b8<sbE
zy@I{?7MrDPF}-NN_2?mPvwW0J-WAR)a<Aj7`DLcm18pYe4ttM$&iy(S+y^@oS-Sd!
z2QE6-1YPh7^~2Hph+bJS5GeX3CNRZ2P-i-O-e9hpc7TnRm6j|${@t6MXR|8Y=l+Lz
zov^(fEPoXn@Apx7lVt=Wnw|LC(`Cihe*+^V^6!pU+eK%p8W3KJSo=4%U85MrJVp`+
zWE6Dl2~GDF8iSRs`7{Qx@ofxKP3y`vI2wg+JQgTO&~t$)WXc<p;IQxkf-zcJ+F!t`
zvJ5ygivrKNsTeQNs$HPW$R^80vI=FYAMN-phj<B`IUv*q`MP?1R2C-Ve5w+buCJ;e
zJvt+x9oRc9v<U+j*U9T6a{*VY{!TGrUbn!0y@EeuS%!Nzvw-iXwg^8<3-fSs)~KG`
zQB*3{ISund{`V$~FK3{CYSj2aV4w{YgvFzt+c72|j^>5{$GY5zhzE=Y?Yev(2dZ!1
ze&~)OuZY7-kh?AXO8WC@kx`7R%-{gYL241V!l+VI)988L+@y@^w2pq|bDYLdy2tF^
zzQJ{E@ApK+J~h&hoj%ReVEXzfc~!-4r)@rObUaUdQGSn#>tJYXS1-8>mAy_F`Cg-d
zb5zKpbTpe1qkour40br~*3+3F?*ZWPM#Ue)L}cK``T?uw5|G@q>ur;le9!f42&{nH
z#wjqB(!MnY;E3TJ``c*ry}@MOZXSpVcGk^36HKv4B84ii!)wiZ4hA&%&%o)SUwmsG
z!6YSQi60q(J-I7GNh9@_N^R%9Gc0skCZs-dYCz7wh&h+5rdQ_`O}vJ}Z{<)YLA~XH
zj7t{3VRQWCG(2#l0g7xln)3;YA(m(Rvyff|F!clS)_M30>f1#H8Onf#nSSsRE$cSi
z|IlK04fT87y1_P?ap-;A-++>jnBwQ=n^wp!TI{9iLkc}U{iC?S_2C7&HjcObH5Psu
zrNl1+mB2fT(m`-0j*!xRYk+q?@%{VVzMusR#dT?ofgWqXw%hv=PPc)(>r^MtTDVc8
z1PWiP&r~ft0#uX=tXoqitHSSy4LKu}%b33gqXw3i+jLWWT2xivk1<EL3rPTlkxwN|
zFFGtIEOptGM0w{fOnZix{=1NT&<@YLw8`;IwSA|A5poTuz}oH8uw7io?i%r2CKl^7
z-_(ioTi*VQ1%V%A3*P9|sx7{%D<Y@u4c>N~M{Bt|4l-_?a|qch00go?jHs8=MoLw+
zRPd9GR!?_N4=irVBD13iaS=0w3GpRO(PG}&)g@t`Cv(PxN&#r^I$$o}!?wwEOTEXn
zcgJAjj{drH<`PKIj4p%#@)t#pPrG%4F?Nl@Vc&(;#v<8D1dOu`e?h-$t?~$4!HL@S
z)gJ_`#2|(wST&D}Cve)&>stYw-xW6aTIVQS9E{3y=MfEe5BytALs+Yip2432h>8#p
z*8@JYa@xgKUxpT(uQwLod~mIUrk>NAz$lxGPd^bxTSbKAVRxOR#(F(qyK=XYSH?Sw
zqhrHnG<6Y6>(+M5U(HTNdk68#H5ixXhMDQ7bdKwJ7pXu!{1Vz)cw%x<FN*LxzBR;P
z@9)L@%SYJL;~qC9HSJuH(&@@oOqo)1+EU>Z#p7p@4EG!fOtI)E$(Ni4Llg}3!ER-;
zz~}8tvgRU%nw2ZkWxFbS$h`VSbn=Obu6EY$A6SlyT49okcQu##uAj_L*9Wu(8z<r8
zxs_-tg_!9un;xl*n5fERzS~`+t<_d6XQrFGNJeB3Qj~9YvhRtn_?bOPnr9mqn}SLr
zIbYHvK<>r?q(<R)EP-F?25u9!c&n+*rx>_dGk^8URjt$i>H3Hpy+|&%l@%3LNBsIB
zs-UgICi!HEOt~uE|8zXQW#b&Ho^)FFwMqciC{2@fYx(vZZKII;nfZmxbr4i0LfU7K
zpDbP4mtcq8CTxCKOjG#xR6)9KKZlfN!Zv_?og9B&WQE=Bevxd4oBx+HC4TW;w}Oc+
zLFB8lbSB?3O-B!LNe;w|bdt)5=OkpxAFVFVM70~K!p4=s$5TKrw9<m!t%Jis#_@Wy
zeF%?~lm>qjb#ip^JQtR_6l?sHzCE|oiiPd@UIJd!n}l~ra9s#dTGrm7ZP$x6W9Jo?
z{_gGV^OnruM6wNRzi_iu)dR&RlS(19^aY*7eL1aW6=JQ6DR-X;4N7m0c=cAoULni(
z#;_|KIw7+F?A-!s#*x@ze_6x@{Z2K_y|8bSvZGlOU$t^y7cl=mmD1>V&9QBqS!&fW
zcH}@^QpnBX-RgJxJ}-ZUNBha5{rzMP>oG=Kq4z&VufXfxf^OzVj#wJ|eOvF%k;z5U
z67_gZI=B>4L{CC8=o<E2qcvZ2T0X)4LXmfia2-!9iNMhKo};4Aq;MX>n(BfQCAM3)
z@}%z6w$44o)s~_n(fZ_WW0tRP-h_N@z1*M6)237&z)pL|bMy2#{m1>v<~+F@g^CUC
zTcHTYGStq35Rp##F2We=#Cj=ywA_@qF~wZicO*<=OUI+PM@DBFX;d|^*lS%x<)3`;
z(T}o+&+|75IW4JgtP?s1gF%!rbQO#k*%cN7ruwYsv$SVtb1WXl@7B41Pvv=|HYr0R
zXug4O{e9{6uw7xW9yqvt21ldyRTi1uG?x+rq_a(0x7M07=%mArwdO-y?w?-ez|)Ap
zaV3I|>x}erX6}dv{Lw+w!LsgLz2Y4IfS=-ZNZQUb#V<fWW1?OJ+_lxR*9AiTT7)*n
zaPOcNvO1A=oWq2$@QaSmS-bbDn$Py*R<0Ur<><{ZIRTgtiHlO$wsBh2NLN^-P8a1I
z&rQW{ejFsQ8<Vk~>#4fBg<qGJaa&emV36?_`PqYs#&6;9?#WC^gUc`1pJ~^o{DwB@
zk^|d}9O})>MphmGVe&jEEPhjV*Uw(k`uco<e6pgc6^m24M39M3r}ku*@UBad9K3To
z<|OFL+0V#!?KTMzfV^7&m=CFXAUo3v@-WuY_DOW}#hhb?xwyvOLb|*G+t3{Gal(>L
ztz2?bU=A_pv)LD3N2Vbo=w!&=3#U&h&&#C2UnzcR4!I*fy+2&*9QlpY<R{afcU3E*
z6=jfzNQVchkVjAX_wBs>WrwbPr=dfuMq}^%YXh+PvAp?ocUi$kC#%!}yzxTqN&{{F
zY+EWXX8+B{JlfP6YIPrpY~~LW6W-Xc_o@<Hdktl*TwUntV9-x$Fce82GRG{DQNi`q
zcGfUGcBhNK%uQ9OQ*(eM|5;G?4R{>G4L0Z2D&qBZcIy4ha}7=G*HlHc%zpxkPxF{4
zp&vfns;@B1pL<7qVDR4n<6S&0)~+?bvOP%-5*e;m#-Hl<_-PL-Pp0nD4Lr(v>E+4)
zJdzayDJ=`y-w<c)n>b(Sb94MGY$XL7yWo2zR+Gk7R|9A0Udxm}skz5_vTo-o2ka!}
zC%(?*VzM<b`1_{4Q$E*zjH4ojMbq&5m%7#Jsj}arYlZ9*<(td5C;N<!c8u?Sy|X&_
zKUi-*-3)#pJEU!)@%Z^-$EVtV59u0UL~^=nJNxr#dlZU+%BfS>_RLa36dhVB<QvZS
z!%ik~TA(=0L5mD<Pn0CQo?KdPS46DX$HwO3df(#$W!FxyzFZKpVrVw!+si8hFpHAA
zIY82u_M>MHOG*@Ktj88C;8-U_R8(^Vk%5w99H!lt;_B`7WZXHH7WQ$bTZCHkYO6lH
zTcynsLWLu3$|HRHD00Ds_Dd70GhBN&mu2&?znJED4nptWWmZ%N?SnS==qB7m2Ju`V
z4FA@zTy0+sZD^flyV45$T8WHCENtmw1!Al7(a8_(#jOv%8YwhGfI9!!$*;w0>UC#s
zlIai8s~2_8Z5#4X3flj)e?B78tuTsw_Yl7DCy8qrnoB^N(sxOpZWUnNFP)GI8{g0)
zk+xEp!`b%H%UZ#HOf|4W=pc|~nP8w<IwG1dYJiKo!W+gcP9msYJUwckig2-7<HBE%
zX<W2>A(pi1uvCFRkHa%Z4qzJ3o9FXZM5#(Y(`ID7smeoz$`&O)*Y?d%u>&g|M1xS}
z)L@{zt{tPpC7oy2t7vYYU6=lNZ?efQswzTI^{t!LI-l|+A`rFub|+m2CQ!nV-QajU
z6m0*(ivI2WOK2)~lfeiC^_pb(a5l8(s|2I$cgIWjZAUo?Wls6Hr$w@2K4Lnm!?{aa
zzX|&dSsIA@A84JbQZa27WU8`>HUGAwqkdDF=^^R0r%h+$fN_RrZ=qZhms0H-a%PHo
zwFI)v|GuMpxZdKA?p$8<u332u=TI&Auj>~UyqK!h?hlI@1gZZ#Vd^NH!Tut?_xfn$
zE%wF(_$AOfq8V#!aUEiyzOXdBUQyqHlfrI?X^An!24{m5W7Cq=TXApM&aGJnU=6s?
z1~XXZJqgmrt2UiUnPuCeL*9xUNk}<`;xbiu_}^leHIlHijgw=}gXylc+ctc|TXopX
z=`m-C(u4v4JwfUt{^%ERf9)X}rJCBBWb}n=<v!iC3*DWa0SV>C0BD+&Fy;`xZ(cW%
z*Y9UFDPd+2o>Dw6jK@@9koG)1aCC=Z-|Pf^{#A+g+x?;r$z?3q^ISM8o?O!4x+%@;
zv!jb>MSj=p3`n>s)e~1jm|z+BDG2%jC2+yClA?kA@bOWUj-*RQ^d(hIvvotv+(Vc0
zpn&i3JBcs}12aU9aYwvI<HWD0YPmvBTtqiwXkZCjvvxICjEsIY&%8n%Rlr%+$m3*k
zQ5ilw=bHm_0>vum9O=S`4(kgmxgCw>3dKJ#*&oCw$kOVBF75sA<Hyg*N0$a$3rRvS
zQqOhR5D`Qb5<&Bcs>woR?V3By)39bZyq*pxe#j`I&}h+zp~|_(XlS{18A|E_VUQfw
zigpu*SPIJsQ-G69$7Yz;pD<NTWk&9z@`+Q-E#AA_Fr&zihS^DD{H>#=2yE|q%Z@34
zP;Rg%jD|=TzKHap`IBLcM<{)`@CvTy9V{T$Xf>aef@mmzx<H;-Kl}fF4>|K}HflCd
z%jjN}zTR?O0tm9mTWyEYKy+-6V&!pEj|%mOB|BpQGt*gOAG4QKfl8sc|I4}*DJa6m
zwHB;Dk6CI~?;obkoR*j&S{%vXK+G2Ffvmd*b@ReMAz1}Ss@Q2eTglNpn`SPhp~+a-
zLQJw#m6Y<xd^-4!9RA!<)#N3-)Hz@7ue_am(U>0GL1rgHQ|q>%frX>cQ}Y@mq%o*!
zCZ6CAJ7_2j?W$JQ%TXszZ?OWOf&j^z=OyjJbufO@L5}*8$hc%yk^eG@i?hTE4zP?R
zVKs5JLWq=5D6uECFJv&z6@Zqy$hrWJmXNF>j_ER}EmKedvF+#5kniLFNEfuxmZ}|_
zU8sf*1r3mqbA15_j}K9cI^&^xx1Hvqu2;8&%=^EAZ%=m%jc|Jb7VKl*4}<MrzAT$J
zS(f~~p1huYAr_J_&59u3yRMA$s%h&mu0A<6VA!<iiZ2)769XB!6h64{wynW3bzBen
z8mNrybgSPVm`W`1z&e*Wx1r7xuoB7|cPugwV@pTZ&5_oP0Ev=d!2lOyU?<T*2mpss
zn)A=2T%CHbu_IClJ5D;3!$sWZ2mPgGsMQBYg7#D+qpCjS=5-g?)gR46%iWN$#|kgV
z9=N)7bF4g4K|Tzy#Q~5m$k#NN(YU1SwAqS}B7%nr;IpLw6|Cr7wYfRBdF%D=^F27y
zsTLXwBOgnWHcqI;?QI8pr$C~<X>1gSZ>|RwTZ1qF9p`JrkX(r#^1V<1lse_(9p~vB
z!bp1A%Gy>JA^56e`)ioCI5~Y)zU$hnB57yCjz(cGq&S_4@6T&n?sBVi`sT_uy#<C^
z3JQ=)A3&+JoYnI;r&&B+Q(?m6+}{t`U~<bKIb45r0S_i$NAgy_n|F07>HX;4ko4ra
zR^|d{^jz_>&9R41sSKo|3l@ULbf%?ek@Q<z-<38ub&It2SZnP)*0+wpnnlV@#0xGe
z7V!I`=L+T5_<yLHGjx*kuPLV<`7QzXlU1KiKD~`$EQ<&=n}0;7JfvAwBP-mfH1wk%
z`J1i{R-#{de(n&r)TBf|Skfv8T6CQ$r4~$gre&uW{<+{T{Dab)V`PQK;b=k(u~Gia
z+4iFtbze>QdP}QsTxdsL0=opwX?`~AOa++)F$O0w!}07o?5YJNdB@~6=MBRT*Pk)U
zeUA9N{`b8r1Yx1h3GK$a(tIS400!uXy0ZYAkDCr`lli3OK59pVSR~dBadUdRx?2G(
zn)2jD7)gUi8>imYAE4U8HJ=ilJi2+&@{rkE0&zw@e1Z|bd1N1{%11XmH_S*o_2a_*
zxh<$HmTq3D(P{bjl$x&LSr3b--LX|Ja9F$*j}V}YeoPI;Q}Ws{JTYeugnVQPL!LXn
z1+TGrsR2T$=t8&!p4uTbK+Q8wt{V0cI7IF*vNv8M7KZ3)>6@$oBJd4Ta|vLGP^dYs
zce7R1D{5Ja$Bw!~60<9<=ipfG5)kfYV~iz!ZnnkX>)&@M2jCL2R7P!jYI%~s!Kww3
zi)W*#u>>CZGi?0*e8C~Sz56idSx;Jx%<|f61#sH`+{A}Q)GSoBoUL4?x9ttEU7JBc
zF2R_g>KFE7aciodT4G7kjPg;X{JE*D)u-QwzXK>LUM=$K9j=WOmwZg|#JzpO4H<`J
zTKN2m>xiPru7<*|%3*g!Ki%FTu(9}`pWrhtrz`ahe9QzYYK_S0%GC-OB@!LWBo<cV
z;87nGFd*ifF}m|&a$C;rPl8)XKfdhJ+TL=EPvAoAl=qa*v=k53q26ciT+uKV#sz0#
znQ_WJkB9#&v{z_j3x?Kh7~EVA#lzCiOHl#O8>H2&`NnxD9vnw7eW^4YiU4qf=mHBk
zG2?<`@gws{<dn?e!fSlxI(}R?xuT-yL)IAQJ)iI%fYb6D5)1EC8c#T!IQZ^4<(@WD
zGRl!Ch1G!h$je7L6PX65c#Nr>I@gt=#`lP>Axkov!q@*xf*l{;LdPppx*8kT=S=D6
zq~87mwpRT_bhpC|y9P<@p7TG<e9h+H;mpGbX8AWt0uqrA`^Me15`&A||IAk33Q3_G
zc71S{(vDPB#Yc9<L{B8zfWc#ihv&PNWngN8TkJ%BhD^ff^$btPYaI&vop)B79clYd
z=zG6@c{l-bZJnOx{&ecH-EUp6HGiY|_pHX!X7-sKPVEdeT-#hIYncetK_8PfGd1*5
zChi_Ehko5SF&FnNlHuiu>v>v;eZZS<kSIXMvFFg>i?Xn~Fs1SSg#CE!cz3h?taS9=
zalQE913S<?LXv0!CT~j+XV&^UjOrc6<hFnlmKDoJhW^cm2en%E+aTF*I$M_!o9-1y
zZOy<@_?4z?EBmTkkvl^R{5uj>cAU14Pv7~lO*!r{X=B7(W_m?b;{FOh_~H4`m3mfn
z{41KZrtA4`5~bbcoS!h%loCD8SEejwMMZqIK9RH0Pznj2-0;d*T!=iB4y6*=&Ebct
zHWX?40dc?55WQ1#vv=&u)l9A2QLG99fH$C)Y~?f8roEDqQx><>T1x0{3jlQtb5+4b
z6vyPoSbPiUFrcLOX8qnmJ6H?8#k{`ICUNvyGhH2;e6}}s`V9+OeRCU&{*(Fh{`|Jz
znKLkJVCC>w6NIb@jG%4HtTD1a<}saP8Tt_!FBT5<rFinVbVd>;k;k1>BvX>ALA!xD
zEZs3I863?3K3aBIB3~e%>-z*I-7qboog<5Vl<ywQ!#)A~IDH?#Unvza$zCaU^hV`7
zsDA#4fPX=8M^Lv~56cC+6iyG|*7)n_b!Iw!rIMzJD`#;G?uSJ$YQzacoNiI8M7FyE
zH&?VJ4p^n?%r@^^l9R%=4$p*>z7f33kQe)lQypTC$Z&FZn}K%Q8^lna47^w2JXX({
z?mRo}gXOWh;?=}<kYJaCVy1fv(F(G4lKFFgx43%WjQi}%#jjO{eN}gT(%U-L<*d&9
z!D;Lt&8pcgHgk@tvs+yRS@hcl$RC4H{!lHhJw?{Kd#F2Jmw&8)eWMIar|(m4ASHg1
z^^AU;dET8isfR1=S?@4&Y{g&P1`SYmKK<3UN?c@R&;lP2l44l$sMesR(XWumMa(ye
z(=bYEnA;n2fD3!~MxZC2-nD*P%&xfTEX?VwYso{VDm3D*V+t=<`HM_0mKIi;4oMpi
zi{QnkOP|RDL*WMfy7z84_s)XzlHObWxKotSwy#aTK$+)%Xj-8tU%s>S4veQt;iau_
z!ALmL<vyA)5mc@fvO_U&V^^RHWiVwxK}JVciK`>F>xq?nD=qK`cjg>dDJVal1!E-T
zm(36_JRd6x<X~Xlr<#nmPkT)j2jivfkEPaUCd)EZXp{+y8a)+I`G8#8vQ>8?8lJ#J
zqtJ%>NY#|-%^8t^nqBJRQ^eo1u7d_iHET8!VV+H5y_o0vp5i!Ubc%C`h(BeZ-0UmM
z+oO?On(6eD4`%<(yCeAzqe5wl(Koe(-LJ#U;7dDp(=8x2xxn}mJr^)c5r4kpxPi?c
zXg(k<DX9n?fScXn#n7f$e}A>h{4F&4p5F_%+gd0D8n0W__ttqdl?%VE#Ud7Z6wx*)
zIP%nIhKW!|A&d01*n{;Yv3Ldgj4$`irH*fnZ79qmiEUs~4U%H(c@He;>PohA9=S6u
zIJxY{y#Z|EMPM9>n9_0BDK04=o2fF{IKFVb*hsVi6k;&zi}kxkE|*x0WX#os@HL?+
zCR6)nmV<iHrbYa11OlF7NWSk{r&>acemgE`BL6I66sl*ml71V{Ik%9Y#K=hR9OsG0
z*>g#5U5+g+pOmqmZUt6v-qnFpM)J#`T$<9_c6&d!j0}`l8z39-%n5<iBo;UdjEoln
zu?d>FpK<`A>QK@fQJbk!C2Q+q^$Pv65OTj6FfI|EVELpfyHuwfRX<O8Se|!=ju2Xx
z?FqO$@sdZ11J^{fcs!)1R7s`Le6zU?<j3@HjU*@qo<lC>0-Jr5ScQz00`DwkS~ioM
zb)h;w^4$Jn`1PL6RPzIYzdIzSNMs_y|BzY3UStLH1whzC!1Dc)*It>|-=Bn&fR@P$
z2fT@inh`-8yN>HCWdF#BM_~xsW4-o&MhyVAFt$r2Hq_XVt;eZv7PkI1+cbRZN%z{{
zxFI$Y>VX|O{qD<e#y0anex<%R_w&YINezCQyp#I*_J3`)yObctkDGo-&+YcDK<DYn
zOt({hC!5xx*6<}=!4XVw2t$FXWoQzAt~jvgJcG|~xq6^c&_|@(ZRxb+x+UP&`<alN
z*3&9x1N@;NM8eP&!kNQ)Cp1c#zX|1cQ%g>FP)$}R8t$Q5V0QOGP?P^oUQjv#5e;^$
zHl6&_s>6;Spasah`$sdJYq!w&rg5R&9e!748wZW4*10E}l`z8Nrw_<5Gji5WUqFU=
zscAj_>$WV`x`*dgf7<0+-!@)TV&AR1`k-9?|G6QJlRFu|U%~qZC)YpC%kTKe=_kn#
z1N8yjm%F!f6$FWUm)T8wAOGy>;aem_`}}@we19Q_kaJKCE|&?Swsk_>ZCZ`Rlo>Wa
zo>?kGy6E}_cj(n<NJu*~tA|G^T~GCek+_Y-lzWRFb>BIwIhTA|9_x(5v&fcaY9vx4
zd!?GxqoDnD7=*x13~9kYu@I~A{2j2=QfD46c=d0M2G#n7jPH4kFHlprUTSS(Wo5++
zeMGj3-jw=A@Zjgn%$Wt@_IIlJAY|05p|4xQ6#tY|+ln4d?9r&LdefS$=|{+2*r@Y~
z=$vh7&$DUd+gOH}PJbB+x!-W70jst&doTzqu83B-Eq8SU6<+Ln>K}+|6QcG17Rl?g
zGY~Vvw0&%Hxy0=-m7-U0+L~PAVg1emiHS*%)4_Gn{jZS_e8DISC$Qc=y70k2np0vk
znNZE?*vU^V%`;Wt|ND+*8l=0`)(%?*M{2ne`X=iZ8|gnY(G&A<Vr8^`y{%w1u>8nd
zud{(qU^5kr-i5k995$>f;Yk+EP|ySJNaKl?bjpQ9--gxW96fnIr#wNBMB^$78(%KA
z`?l1%UUdedBY+!3dB}6G?YN8%=Z*fS!>{DzzwB@5M_(P@_lSt{7DLV??T#HX>fkP1
z%k=wrHrxT)8q#EHaR0>OZZ#*E!>AyqefLaU=8|3YX<vV5#QvnW%gDb4^@$muD(ePk
z?AszaP#X1eXQ29_J{W;EO?sxW(<^T^88T(R+8-)yyP&jtzH%?K`!LeQT3zmIoSXKD
z$wJ!C3lFXv2FH2WdevXGU$&!#NpG6{ul*pV!d$f(7)U-Z^9N&Cd5?Q&Io~EW_&)rk
zD*lOAJe}bI4{AF|cn0P;qc1sr>gTsu_ZV#?tp9OMwF2euh>ZrbS5QvyG=tvhhY480
z;@Pap7|x5P<lppdI%!J}wg817&f5S))1vV0PD^$5gy2VH#bD!k2QYu9fMxD$95F$(
ztZ&J+R3;YlVu@Et)$f)lk+=D()L{A^tk}XBHq%)txW?$@r`X{r?WVP_3>FEgfOWyN
zGx2Nms`0IDjw|Y2k@<KGW(OEhjh%@-@_5kWtT%%96CvOB*-+mo`m_P45pXkr$tqa(
zZ(a>!VE4cB(F58CDcnxRpXA#x&}Inid9pU<(M5<V!rZK;Op%7WL(1{ngD>u?<`aS9
z^KJ1s^ODyuH*^*Y(cnj01lsd|-{_~$*O!m$IfoRx<wYM#|K+%i{3HQQnz4#Z4>(VY
zsVv_|Q5Rgc7PRYDv@B~Dib`P9!@zT(2t&`!*PeXHwUAZOj*te6?Gwnuj*7-c?gFqO
zu4JN{BA|296<mUs*u(+ITvEP=9_1#&c+3DsJ819RKG|>=b9jm;7Zw$Ea!ymA&j%o=
z{g-Z9EqM*%l1(9?nDkpePjutop*nREL>}$csI|Dwj@Q)Xtc$-yLo4)oa<Ov^xYwgt
z<UWsO1-+Mj&&iIRsFy8Y(G*~y(ST{xJ2v$MOuoxzptOR;r%yF$-Q9^64@SUbM0%^$
z#JQiuej;q+$%x4MSrNH)yb2^|<W~JjomUz0W9y@1W(qPgG=+#}hxNXZgcxh-AuP#7
zhv?#|l2(zAKi7Zy!t3=BYjJ8Rtt@(gw8k9GH2@DemmC!(tewg|WS-`-In##goNsOK
zZf$KVBzjDI&Y**#fTBT+n5p4}Y9_N9357s{(B*HafXYg16ZEJF3qvRTlsG+;MS`V1
zhlNbkT|h6yE0VK`Z?dXFI+pKhaH-X%b2*Irk@eEu9nRtF5V+N5vg=e*>mL+%W@_jU
z24B~_(pSduS~zuoZFW*SWQw??0kr+I*(5EOjvLWX!nd~-G%^Om*hy*fDsVmuFWWuN
z|25`jQBY`K_kOR+!~tHk)vi@>?bEKlIg-~`XY(O%*+DQ%$Y53~)CqPCetq>j@aymJ
z4-ukeIfGG|^=fO3*>Q}Y)~O1eVv@eKXU0S&gXnG5mrw85X;O*+xEb>};?d4TC%y>_
zAS|K+IQxn-9`9ND>%u<>NfPhnaj2jpuU1Wj${U5Xxds2sq*7yH^JFV0uWX^V>ZU#q
z2hPs*Xs2(UdYyD$*p-qJnou)MweS0spxVUdOJ7=zEY9dL?x~xtgY$6bNiuM8Scw4W
z0}g?*ROEbqoUhec*A>p2*8$@LJ9;q|6NB`bRo}|Rg(j%Fw5N}}^4@tr^B+r?9gC1)
zsFt9`Lg~=h>?Q^Bwj>MGc%PQb>RrjE<TExnJcHm*$Y?>4DJ&dCl2}jIcpb9N3=ewP
zEXg>sA&dS<Qm!h9DZF8BCpfLvap0DjDMo&5&wD^X%m%Db=Z3+>v1+M;v$UU2VWk52
zlaz6>m>jt5f6E1%T@1qwb=38<4^k^7K|UVSHV1*2{t?s+G$qvuijtn0>&(mXdrxk3
z5&{_7i$Be(^EYwsKs{M?*mE96S5Dn!bvM-->15mFe^oy#uoC(*v5)_WRk$#H7cLzs
zS$?pWMQFd9ZT;6hzXr_1I9BtT=A8a~&PAc4QN%#?Zd~}U*_@6NWEuZePN)1(zH$fy
z&p?1EFGso2P(M2$uUWwlUiVlej%XTbK#T`b3FK1(&VuyKWAj801;s$wt7STzM~cYc
z$sjvw=0AA~BU6KQf%HIaD9Z=>{In{7?3@gxbc*RbG~4-*Mts)Qjw9Xvx%3q4qg>rS
zYhZ$_MdCQ~th-{%Bdjoy<o9r~*SXhL7h3U1e(rov=NQ4picImebX?nc(5dS53{CqB
z8Q5%W0gmei#Ijh400U1KN2CRZdA~-|(;2B!#=NCoVocrIw535|m$4IoJ^&V&QhM><
zFK0Bbf2fr$Y<2xjCB7zF5>t3^nDZ~Gb0cM$S>R%WH<E<Q04aTR48R#S3GlWZ#UE|p
zSss0}n{sbGa%=NX@vWTJQ`W_`Aac}f!1GYeKS!cco>xQ6rQ*@dxJ{J8;m1Ri$Q=9e
zNyhyiJ#Y6g!PbtBl<6W|+tfOy@7mf9*hyd<^S{qt(yE;7*RfoPNy`6ti3&u26RKRn
z$I}vUACN@Us84@pQx<6U7NnKV_-W2Rx`W-9<Yi0f@ruPuS=k}FwW`4H8=Hqzg&s8^
z<IL3{CNgn)lG%yKg}8+QPojeXTs-R^;VvBRXViP<fRMuN3&E5HL#hpacEbrVLbN}d
zneCf>Sx%|x=#p#hHwGj-sn>*&Y3l6$D*bP~VZl|BhnRf&Y)4|INZnwU^XMeA!#()K
z$H1yzRC)8@XrGu~<n*JafQN~PfV)+Q;fuO&#vNBDee{dhQ!mXnd0leR0R}D%J;pgf
zgF2mg987b6y;YqoZO=fe)1&u!?dLA$w-W!n=a-gq;v6YVp5<hOpjUa-Tp=pa>lYlP
zj?PgWQ7vx8abtX@XkmGu*76FJ^Bk^TY*=K@jfAXqd~d+9%=S1q$i;lYg_qB`oHvju
z1)%m2GB`N^k|0ZrmD)%d2FB*~Y37nosyT;_d8#cK76gvb_H+O}pn9a5Z_vh|l6t=J
z@s7BbxWBaV)4Wt_83A!Jf2}qvt{w+31?xA$&2SZvmh$Ep;XQb!GRv20Ud1i7+iqZh
zgpKh#TcTzzh1Wa)v%X5h)V9BODt;s%;~21q17dFukhZ$55bPoq{o)<+y}x43!q-bT
z6!~iDZ6=j`R$oMy^oSghwri1%v>ZoyvSyKxknx9HfB~U=;$5#y`W1+?J|K#e2aZd9
zOBSC+F(xZn;x@TAzHN5MU_Z%JHnv07Rl7@(3(>Z*2y35<W$p8PdkaoEiBNOm^X9Bb
zjvwOoB2|8W50nKEORS*EL4i4x5aZ^n=U|gxsXN~e+y1(G_W@mpX~9O5a;|;an@%%X
zmg)&;W_D&Cz7CT{UW`M-%x|`%Y$|mbuEWf(jo)c)xOgsTj(B>0NCBL(IpVANwFctA
z6U@IIZAa*>zHtPeA9O{@JZwob+EOG2#0o#of3Mvf)Maow+BC78Z+nU_UkU1g@HKYK
z<)%@?8-I>`h$h@<+zsAV9Mmkt<?)rm-80H|qdPhUdu^3E<E>wH7X#*&M8bH*a%>Uk
zJONJJ$GjWyBV}wwNE(Of?j0#nyGwDezt47pyz@lo$#yB^Cjk;-4MMq@`NxVmPt8O@
z0Udz5T3CTMV*;Vw+-6VP=Zin&bXE_%34Ia2P3rpS_0F9YX^?Gslmn~~&V0h-RZ4Cg
zWh!}New<&j%~f`G6Jagw@hLbDcvcb<+NlH<^$<r2%1ju(-$Zg#LcO-i+esEXJS!R5
z8WcS`sucax&w{YS!fp<uJv4xIls>`^XE$0RuxW{Ab*=KR_pQAC9+>8iwvcI2%Zi@+
z;zEphN0!5Dn#D@NKK*56+N()Biw43?>6$CDLPMczvm)9`S<(Z1!nMgm=Dk7-33m<U
zH0GJBvB5}^iz5#(q?#VRx`no)esj}J`^VDzd$C{PwXxX;`&`Am#NkN6EFML7ESvb+
ze<HNcuS+MU&1qq(BjYWj6uD$JI8<80lyD$*AJ1O8*n)hZ?`uBltyg)}$#)t&OKkM-
z&Fm9BAk5DrCO_CgC4rH`&{*0j@s~5e0OxuMJyEOtu+zqv9GS`Zyy!Ou^H@j$ii^S>
ztj1Zb(-QhOoGhuOl{3)XTW!}?>1nBzT7&hcYuPl+<EurJICk?Y_H89P&R2_F?WbdW
zT+(Yy(e;e$C(UUWWXL~PR{&33GfZvD_8c!cKG~n%Q`3DW`3ZzI2(Ogyx`b$a5{8@8
za_!7`20pJGDXJ3Uyq<31IyONSZ^}gB#KsAm`po2ZG9wA*YKim~N@%A`O!-{rl|nCn
zSeXk<V>pp|nVM{7-<0|9Q`|Kl#Ce_GDJYk82KFC5#qnJo=V(UN9lBBQRUUy8WZ4s;
zgw`oVnn=+2_=`sS!I$en!C!k!bi?KD4=H4^S=1cO5O!G3wXUfG4DpvaMldhYoudMD
znSC7`CU4uH-eYV6c?$lN8~Yx`A^+|@kCNazu`WJ8gcs!3!HGK!DrRle$_!%kJw1bO
zp*cd*yaBN>fD4&fhW$FUZH`NZBTR;=&=?o;9X86=3DXO(lEN4vN`F!v(GG!sapXq%
zepoyCePcu9(hqs(;bIqnba5LaWs{#0f0JicCQZ1Yn}dC$>lP?a{3`8`U6jpdpLo1X
z4$K+k0H1F3CUnADK}A~kV5G!&k&tUq&@kZ_4V4Q)AWNxi$C_ffJ6V5O++~g^A6KP$
z<qKI*JU83qyKdZ9cH{HNbH<U*L{YN@O$@%G>fMwE2+ir(kif}xaDD6u=|6$jv`2eY
zQR=(d4T-dT6~A_vfJ*dT=)cS~WlCDQ5?q{nzOR>scm1XFR;+jVAu3ITB4VN<BdeR^
zX%JF|-jb*7UL(_jamU#&`G*YaTUofCZ2-!IVG&9bUdo5nFl6qnBnTgj0y=N~ppm9-
z??O_ew<1HEn}ow;2?4q7_4}PidVg(Grr^V_wf-PALawnZG|;G%)n&*Qx8ooR^+WL2
zZ|ov>nPG~@=FOi5Ny-Xu%R=!ZJbyx7wMTpsd~N5gs?f1c30O$N9p$3;Ci^Dygwkul
z(qIx}R%-HIx6osN7hyVxc50_ZGgI%Ukig_mEl18cdtkW?N>y9vj?$>=?oa;%H>Qoh
zWb$XtlHiQP0}GtHqD3z}#R)YOZzX^&5}>^6Y7O=~Bu&Q(b&o!}F7pExs##Ro)jO~H
z2KG}zW%pnefges2B?(zv_J?`M5gUA4K4nEy#*%Az$UwY?=8q<@V1ofY-KPk5xW3(B
zZ+-pYmwU;KbF0saoIHk~Ki>2d2WuXM-*Q%+eNk=6o(R7hy)qxk0?Z8r!ZCS$3Q(hA
zqiit1*LL@hK0ytP#V*2<uVao}()OwRUUhFxGBev3ROJrWJAX~^I&LWgXQ@ejR19z)
zAV|COUZmW-sjtvLZ25hka5y?he}lJ-icNA!!cH-;E7u9|Y);FMh8X{W;k<ekXRcD@
z9k=_**<p95N-JD@636~jDG!;ud;8^|Os<WwS;)vNvC2GwzIpx9{q(di2z???D$;Pi
z+AhR(XT0Wg1E+<@01#wv0<LcU<L{+zfmB~Te#+M2OdP(dYYt$;`d9>}eREv3E`CgO
zTOcj~2{MC)Q0o(=pKH;)dXxfx+Fbt{<bC{__3t-)EaY68Ii1q(-&~*ms)Vw&#%Rm=
z$>fmle!v;vfP<KTf!K<e+z>1Q9YO<Sro>(D<Z`=7jMOr-{3I_Pz*tOvx88|oj5@#W
zbfw@kaN*p)e_$|{48DzyT7TEuKTB9;8S9lnny>A&^G+l~9#=)Qdxdj#;@v0YYvXGg
z?qjjj9xBGAAj~gtk-CEDS4+c|c#QEsXZs#k78-*?<~eh_Wdb(QH}rHr6e-1a-{V_6
zgm`&27!8C4<g^Xbs7rtt(`!i>G-$VaeY|}3F8hb}*iZj^gA^QWQle$oZ@scRPDatk
zj9N4a)7-=wx)J{ZudMYdtSjLykw}jHqS=&&(RSciFZ}A}f6Na(9xq!6nv5?aHEFNK
zNg@^&Y>`9{_`}>;>*P=mYUa3sJ$W2pLI5*C_iP(v3V~@4p*Kk!UP@a}Eeldz8C(4&
z9UEWFtGK4$Fmw7p)xCE#T;ba`ItkK5q!7{55JZcJPMY3(CnAV0dK)cWjp$wUK14Ta
z5(I-7y$ljj#^`3W!JKEy_xs*=o%Q{3>RRXQm8|8DG4_7;^W5dSulu^|jWbjZZTA;}
zm2a@ix+gOv+jLKj&ky;?KS1HKIjF-jLEA_J_)^0DWXrvMMz|T50$cZja%t^gvZ%#F
z@|T9l5L=G1?&NrT@hwpL=lH!$2x|Dz{;O9zt0OX@kdT$D2mzrs7BzH#<)@FH_;BeM
z@~d)j{T&p&%PG}vsOuCr(y@0kKHTcT?sOhvI2FNH=|2rdIC(<HRBq30j(0^OrpRj!
zSDk>}4l?yr+}K8o!G3oGn780+vllLrFOOtPaHOT7u=<>sVTYKn>f05%6r>!n<ncY5
zIIsBqh(|}EI?{42O3GW`rzySC>fI02(~fBl<wxvV2?eiuemo=6NiPqB<Ov<J@}3C_
zV6Bg>@SR!oNiaiavq#rNty3nF&veOM*qZXg^*Lbl$2UQlj2XwB`y!6sS(%+jsZTsx
zAT%ea`P1{u%NC#*@bOmm2ye8<-QVP5#URF1VHSM2P*X%_uQVO-R8Lx3&Z%dj3k`ZX
zM*j?O!7{>fu&1j)?&_^mEDqONAp_Wf4$h@I@C=&gb|1v>w5FN-*~L8wI2EUM-n(To
zNUCZ+cE<*H0L!a@alF4pvtp5Kt-we1c?zi|RvW9el#!(K2j9hGjf<zN(Xm;Y0Z91a
z{_8oP7ii77ztMnGbkQGj;9b|^t2_6lMv>|z4LLH}5}MPeMYJB0_ns6iN}`J9bJmjG
zwrL(7DcaG0bU91*dGUT#p_VD;X=Q%De*LB>Hq8Kp$XzT(QVKr%_Smgy1-V{74?)#P
z&Rh?YcL`yhxiQvws8{3Q=+8?1(wOLYS^OUZP|t(7CKoFKtRiJ#75v2?b49QX7=4!l
zRqkGzi{^zKKMLJ3g>zq1{M*m@(jUHE!Ewh~;zdlT#FT3M?qKj~+KAT}(-@8%N%}j#
z@EA%>bE$>V8;6E$5P)F0c?L0-TF{-IR-zWS^2`|2Cn1{7^~Ga))+iz^O-PYYT0@Nw
z_)tOqG=C73f<p(?5U_!$gPZUwA2nyv<--0fiOMGRdh2SpJweT?PlM;>wv_~r)O<>7
zK;7WnebH=x0(qmmwG#%e+WpMP!#|3}%dY%reWPpUybGu}g@M1<^4Ul|`|Q@qy@}Ne
zsXXI;8H2T_t<Qc?$7tHdb_)84HJKpg<j#c@uM}<wF#KZA?h<ikZ;&b=_Ml%==4|=j
zY8w+wsS3!tkG*QM+@`tj*IPlR98^W}RPb%|a;4T$`f#>7GQGlJq)|j~f||t~JZ33m
zcc1NfbzWHM>(yiIdtd^FOQ**kQM<kiypt%f|Gih)ZhN5sN}7*?w+S??v)naDC*o>v
z+x$YDq+RZ7QrUcSz^ata(I_Tz@iwL==*oOxsQ80l93b=rZnt~#WgWi2VBacSG8wYC
zP*JdqOCyqpv)(O!?Fun$5O=4lDNvC7X<5aRo>pw_!%qeIqlmc)>QwaB*11sp9JR-c
z#hsx=4S?fC^ByAHrj4=1Uo0aNEeU<wak<i5bIaCDTm}_l3O;L7{`Ft<6w6i~ss_nM
zl1xc^ekBAjk2-JyDyY6(ZHF6z<dLdUO>Y<7HGh?d$AIek&AkQ|cZcVF3??oi-m=z+
zZgqg{RHa_S4S;kc&X+YPYtVr^+|Q_<aHYUp7};3+Flna&|DxvMm)u}uRZ}*IK<lLE
z+235cQut=HB_|i)5`;N1jF?B$w&k1v3k;?QJ@T*G%AR3^Ys`XAUZs7utQ<;~Pc5Ba
zhG}FNy*!btRje%SP}dlC1pH%+{yid1J`K+)MNfYolfw}0?`Z}34NuSu&CzLCPM+l3
zv|4BK?@_JwKV_YoHsgto4tA&*v3@zKRZ;a!uma49TZO9LnUitwvHd^qF@>e};dr<u
z>!NS--%$6jb}%jl+b%4HtjZ9!Pj4)!A9Ogx_)Z6=|0O7zl*Y2?U#B{XrZM|2<?*rz
zf0T;uUQkH3asg_{$WudvezHTMV%P7_CQ858)gR@o;k$~%bs2!&OM$jf=A@l#wSM=c
z?0%EBkeUKv^i2|o)>Bp)V5hCZl3Ln&pUA0-QGr@1@CUos5WRMKh;RF64zfqzJUo~1
zK2E-IEw<r?@Qw#>lqpi#$L>v~ClyD<XKkeqLxQ)o2*hr&JME0}Jz9XXk)C&y;X7@d
z4O-2@K&eOrSp4fDmh)F%qJ!Pq3Le(9p~|T74NpQ4OD{%X+L=B>mj`RDo;wG0D)cg>
zHu+gQPyD@F!oaF^<B&{MA$A=7t67N}6)$FNusu3Xk9LLUa8fHJB1Ow%TV^+2x{<E>
zEUY%!>fgFCDrGUpYjT9QFByN8@Crns@4$h5THZ-nV<4kdito{tR8zSAgN~2TG=VKW
zk^iFLi?{4RfEW;v(Jt=O9Sh3&l4>AJ9bbUatX~zvZujNHOnD%i<qbttfp^>APS^CW
zj&2NNkW3mv4+@Y8m8rOtIczmCnGlSV+@r6;U>sl<2j0<vB2dxfIgRqwZTNH6#Rr;&
zT`v09$N%*yH4yT+2l}Qf&4?9SB`f;ra&(mlvoGL5jTHH?)oM97Q)+T0CE6ECW+WM(
z`u7kjQk%VdolAKoTO^znqa=-7zw3RH8wbMBVlx%fT=2he@?<+;tJVR#|1f6XmcZgL
z7N14g7&_QxRL?Ygi{Sg~ciIVOpZ3MgmG|1}ZhyF@2J}W{;!jno>JrF9s#@EWX-dD-
zqTyTFUq~^R?It?zc`6<wAnJysx8Q-#Ng?E@O-5xA)5G28V&al2pCy<2I7U3M=6_B1
zk8J%ghC$dmnsB(9@M$b_g)e%k(xp@j#x(H7+}&<IFUm;0SO|G9k~j*Ha9PU+e|;((
z2rO#*L4j@yGq_6#5cwpPI|vE{$s_UzGtL#m)faqO-&!8H3%R3U?$mXhTY#cfzl<GA
zD*x7Nb{_Un2Fi^!UILbyqEWM&q=cPYwPy*uMSF|lV(jJT@TFh*?Fu}3X0>yHpe{~f
z9YAG8FZoU7xr)s?YtCspc@x<f$?6SU%W^;UTJ!}6kT7a|0o3%OI|D1A?P22H);agS
z<WT&An(pCWlsgR8O9O(X507UD9vDrpodrhUK5+1_{el=p%c}xT&_l1Pp6KuM)4tTd
zWGP?wCwSGxgZ5k|ho9X>gf+K<Zk#?qe?A*@kY#qH(3RujBlD5qO&HB##vg=ZbcCeX
zM~}LeRqB7|tX1OF9p4@T7T)oD6ll|w(r+*+k(dw~t@$O@Vy|(1=`Em3xTJL9bDbx`
zK0%3Mc^J#342?oJ9F5K2+Xar|$j0>#_i@uf=eD=Z;zG`)EL%Pm<P??i&uAVO%D-xF
zR5lm*PEtt81}Dh0!U((W0<h%3JA#16R&;XNq^ZEeqVa-ea;vHbB>+rwM`N+VRxfZ5
z6^8cIm1>v=dq2|~n?|~6$QAbA3O;u~)xF$JEy)c_%Fg!LE>AgcGtQU2u&-E@r|91t
zEg7y4DhNZTcL*cvEGoec#IIZK5X^v&#}zXQf~qJ7$eu3BD3_LwEI8^)GXK(PGT09C
zw>U}n29{~4xbk%9tijdh7Za^lbhFlmGOIrqy`w>#xEaJJE9UE#@o*qRE@zZ$yBtu9
z09zQsHQpB2--)e~OWJ!=7~oc9+aNBX{u9v2POgY>f+o&G+<58!f{+Of>y=t#p;wCm
z0ZqDD9RUF-M$qDu!h3u#0PHNlyx(#&LY;5(4mlY<#Hf^7`l{XzW(=%MjEO2KOCrm^
zxmnp?Bd-5eW}9AYFEIf9Iy4(_S<*f!<^4Cn<1Q^zloZRY!@Sq{p>*1KDWh^E9Vo!S
z30@g+fb*W%yQennE~$k-f*%eRM=&QGfgIA#=I~?4cK}UrL2sXiKEB#uC?+eaiEp`G
zYDYnUM)kzSUp$qtfyhlTQ|y&KmKaG6;zipQn<syZrqt^Xuq~H~!_tc46@MhL*ovGy
zq*AD9bVy|M>%mGsCcZ{*mFpiuqS56VRPciqn8{$P>R35I97=s(m6|43jMW<e_%ad7
zLo}ZE50mK%#4`Gs71rnd&Ai+6Zg5sN4|%FZ1~3FcR%<Vr@#j;^>qK|cLb(dVLNm!P
zXyR#+|Bj8sQ~9t=y>da6TUOtn?LUWme!DR0S`nSo>X&I_w5e3|=%^yq-;p(G(}L3+
zyt=@d515euBM@GcsgRk~e#VnUz2uFgancK*2n6&Ja;*!jy*z`%hjll)7oQaM3mVaA
z6b^Z#O$2ke%{~>TwXe1QIs2DMGW<TPXWD?K)AW!Wp>WJQT-u;oD_&aA2#}=G_C)|C
z7xIDMftR}v-%~aDt)xY!reMlzmNH0Wfu7H@knKmIN@HQ`A+2~t@tU27HE2ijD1*OT
zco%`EcBVk+EqS~iv=}Uq9zpS&;C*E9Tz?4mrbb#F=e3)4-Gdz%cdT$B)@Xd|9|s7*
zyO@?B0M>IRyv|5l+c+BuPah38ar#s^CW?e*XxoM~rucg+JagN30fhb$b|K&aZ*rWM
zPxtg$c(!HVi?Jy*;xToaoHC+Ln-&}O$j*?L_O&kXKWufGyBb3iPY#>84SAb0p0}Ij
zuPitXQB1YjuJH5(%}4D^E;{$YYIR;(?mv5WzmfsSD+dK0w5-YHNK#*ow!=q-j@wQy
zrWG2nJ@C?<N~+QMZkCXRKNL;jggtaSElbC1oDU`ftkv%?6%A!8T;b*m-#Z!ja_jf!
z6|qlR8AyxV(eRab3Y`uq%U1*WIa?~tog#GCdWXj`9@pO=WIp^TBEIr8M}pciWu!Vy
z%G)_mD70}9Bw!%rHQ0YX<k))^07Gqe9!mnk$Ud0Gld^gWCelTt1h%{aFy(^-$YH5p
zBy$cVMa!JwNKqkIx#=7YP0>$2j3D;?OnJqUjt&SVBetoX!{-lk!p+k6w~`2m4^vNb
z*sBU(q9x&kkpk((syd_Kx3jBW@Ss)tLB;0U#k+004dcm)d7e$vg$8yWoE**iLPhNP
zYTaV>tIITY-cn$~s*L@!N~h_jC3H@x&-Stn9MZS|lmMs~ol9qYA3l5+5&vA8(^nu4
z9UTP&>7n#AME!{h{sYR5X{i-Xhf{YCn|I=Ipun#FxHz)n!(yCID85JfBt@)h+dICT
z)tXN@WXg|@U3>?(Sb^NuxDUS3va6H2!MbsM<rL3ogPDpgo9)tODi^<}Pw?0Kb|&wR
zcG?W7)}p@oGQge|e4q+DnkF5l517DU9f@O^z&p4{Ieo#5l5TJy$y??g^&55cjsPlB
zBr)N6b8$l(*pt|*37<<$GH!x0=aJztR~tQS`zFNn06O6|6sn1%<SO*kSlBELAN*o2
zgdxs@ZiXxJr1EFoCvZ3~<+7Na`>+qDmy$sZI1`f_W)H8jid@C3R59YJ;|-}jz8b-d
zQ79To4fXpm-jiT03fHAhlnUcnH7ibV?2K}`FRv^&qLcNM(n+RVVr}$!BBjHGLTuLQ
zeO#AgxGMJUM%pP@KSWP{nm;mcuWLd&VKSHOAiT|b%i9}w+PP9Pu`a2>d4e-FsgrV`
zqyhd=J5(jcG3hSh8k_gZIjm)ZhwFhgcaAwJ%I}6K&%hB!IP$4jZ56tn30wH1ZE+;N
zGJc1~Zfz6#Gw+KmU>_cWrcwNAuv>UU;ukM9^Ne!CTLlBo(D}~+^t_|217GPL34e4j
z{v7VgMcvl^?z9;HCPgulz+B#W^+$)=1#{lRO+$_m$sL3Sllm=g&b_<Dy@`1xzVn}S
z;md!UZ)PU!ut)FDYOh0olH<8+SX|!!<V5Le<N<jFnan5eFNk6&Qed;QrjFN=&r*7H
zMW+`q&NiQ^w)Cvik-Na6d*Ai@=*%e4Q%O|p$+MVWN@eJ;v#Q%UEge41D7>l2EQ?j2
zEh=sV@-XB{u047`g`OyrVUu>W2@}$H%n811k)pR%>J8+?ri+)4NNOQpH1`u{BzYt@
zn&wTz!hL1FkJ8Z6b}kepWTvAaBci3fJd)jpbbr0Zt+T^aJ{~e#$XPRc23nRjz-Ztm
zct0ErEy*mVBo&}qNxHA>HP_v4^9DQ-;xM~49Tct+5YkJ&W&<Gg*0BEQvj6a!RCRBM
z;seZTE&L|C3(AiXAJLeSiP^l<6Ag{4>Z!6kOxQ@q4PU_f`rmPpsJF@$nx5GDmI4ux
zO1s1%n&^$!wkq|S4BJix6I8U*{bzpo8hXvbdw}H3e+Ww&ujxTZVGfwSXxgUxLhDRt
z?(hD|p4t(?@W6OSkTNR+KBnn$H*~5`q@)1=mf1|cakYBl+}9jxfFRY%b%_&_ul7fP
z{oc|EIl@aXh9bTv)d)QC+><J2M4IyH*v-7CfxQXB`Q+Xi_OxY7>6t}{i|2gXCx1#C
zt%d&_pm>X2{_G8J-+0v+Q!%~qs>#kNnKs{~a<*GW-fv}S(HubT<k(~<^Z2BBe(c?J
ztl2)?ls{~T?$A8Lw2B-gjeld(1RLZ+mUOcoo>wm&H{-$x8YyBOYF3Om8vTOqlPo&}
zLUM+)2C)r!^wC!x2i*Dm^FUeTm^tJL<*}D;-r`nc<-vSGS}c!crU9(%?}LbK%7?qV
zKwCu3XRp9}5>&d>f5T5^YWC3B3~JlV+?q#tXO!GgOWLL^a%qf+$?kqs*O;gCv0`h4
zM@2ec2_P<rk>%g#$sWE59c@_zQsP5-YUwk2{{BrvEaO(7^cnT1#M@}7;ANGMuiixX
zA*;(*CD=FR$Hi(0%&-zD#Q03I<>z9Ugd+tbPpd!jD@Ri_M?3nPfudLqiC@O&HxnmZ
zDzAxYdSG74rwI}xu$NBI%IKeM8flg`%F29hg+2K&J7lyF@4K@))Zo1pVN2~G7<nR4
z{u5{p6>gfy?67$3xO;zvI|uIqY|^*;pVt2uyqt4=xxYSla&~QcXI!ollP;?~dW{4Q
z<n;IjhuHQDQM_KtOFN(bhL7&?#_p$Wj}(dFK(`_uM;*sqlQC-RyI({wtRw`cHAv}n
z>L@UughjQ_?nGzLySXoq_U|{j%qhxbg5!<zb#eJRVA3kUFSR=NW7MzAD>*IgzKPk7
zLrqh)&f<5BQ*q-LN-Cw^koh}Jh91lAG+s--!<hW%Ip<0<S}!2#;6_`Jp~-a<LZ)_=
z<KAKM9oA%!KDn>Gc{^S!EIz8+?9-4&KV~ACoIZ*6)1KUIq5pTL-HKaw8EdYdxQ<FB
z8qJ~~;4VySi{D9_)U|ajA20!xy}35jIU!LwIko7*_cXNQ>pA$x0icOC1?PgUek24%
zhEzB-|7bPQIjuARE8ZyKnnf6+gk7YEV$uY`Zls6fM5diz#d7<Rg}yFO!n<udE>~|I
zH@K>a<gu&4@5iF!Bb8*{s&4Z>2YqP$g2LHLk@24A=Q)JxWJ&i{PGh#_A2W+-&bZN?
zfXzYOZ*S_#D}?Q|LCEc^$or;HC`QZ-=T-w^HJJiUBZiIK`}nh+bb9E;c&kGtpA}8)
zuLr$wQ9y5~uQGF0sYfChhUCvw2h_XN@CH~_>#mCY@IDpD53vNkjc&h|yKgtgj#(yt
zb6j>s&^!Tv0PJQ`$1OsWQvEC?)VTr28Drm`Krh*V8_opjc}{`FDcfHL9xNj~L>IRq
zS66)RjuA7+lx85pe<1%h=wzxN-pVQTbt#4i_yOUmI}j%i#-;SV6pfh%08PzA1k<Of
zrbkIf`G6~{AM@H!;T3~$VV(|V>PL1sgw;;_b`!ci<Co<9<saPzFfn9n%(*z4)uR_2
z23G_IUOS{!$SIu_Vp;*B@%b+{hJct!OsSt~NXhe>K3`KG_p(YSvL~7s8cZYGjep5H
zO%5AXMJsAulV9VV%q>b&8pu7543UIgmpHy-NFRYAMp`Ref>;7?2I3%a!~h1g9;#v=
zXx8J53j8^c4hx#twnymA&M+lW`d{n@Af8o^w5kerDDt#i`kH5L2lSg#tYK$vK`74o
zy+i-TxM~g04!_IxTW-uZbetAnHUlQt_oX!2pW;5-D;`FmtTeTPmfKO<L)qS?rn0-e
zw1V7Uj5xs)>|o&iw%+O6P06E9E?OGe`0l<FFzvfg_Vv!Hq+2~2Zexq1DiE7+3X6vN
zBONa#-!a)|g_t6{pJ>EGr-5Bn8*l6ab~OyN{4_UKzBa8bKo+)jkWZMUHY$uX<5N9Y
z#QwY_0Zv9Zw7b5P+a$ZGp=gj_R@gK#)v6wl?vcuS?rdKxh48-WiF?EHeCZrK*R10*
zM8=RG1hTcBzz=3%Rd(t;qtyVmr}DK0stpr3sJ_SnVQAk_?-~unDm^0po1ufXl-LSI
zJ0@#vS3EW^#dm%OL`Til8yvoL0*1Fau-}P9Tzy3{`NX#M0xqt6i}05Yr){i!kpVUd
z_1C;f+^|V@*OPbD2vBq?uwgy!?=wcxaRZ#sZPr&a_5~6?cN$GemIIN^O@7D&I5Yh_
zaw&bpO#?JlX-+729j?*Y3E3X(=w<+>9xwEo!kD@^e+9qYaxeFMRMs;<GC%&-Z%>mc
zb9}9odQOi!oUW0#;QKr;!9%OXpD$rNA}GT;Ibzm>(>`0>V~o`Mo|cpY#5iNR`#`Qv
z4ZR^*K&{ddCg%OboxR(^RXQLmX7}NEEB(#{mH4>GY=CWhEApNWrOfH`=T>35VQDRb
z`TpV87Y%prwMEd;73=``Q%m)9^R~w0?0cPS=U}B!M)vI~kO#`m=IIw|GH88(=%kyU
zD*-Tc%1MM81D+fBrvk%UNI1qCtU$KPwl!5s6A<a}Im%t#Un$!T+3+c@hA2`Zma!02
zf6tXtq!Bj5Uz&U3y0RY-O)^P2jQS%PMBOi=0CXfqM1iLTGj);((W@%l$o<={dHDS~
z^hiK-NNCEk$y3O%SUgi|gzEuK4i;AX^m@O%QZK*-_hj|}Rqcx_$9B-mZk`KR6^Yt4
zoNqdfML^3bfHYd_*g`TCCI`ZujEpb0=#-|9Ong>cu<I98ZAC?p-VUHpq<&~La<&>&
ziy=l6w(;$RNC#}@BDA=tAWGANiD^A5wTLP+8Y3Ms-^$~~jcS>VLQ#!ONJraNl}*&3
zF5E3KBPK>ShF<H`nI-HyGz!fh3=eY(10e~*PoxroG-Z}MdD3d}<U>n{kz@YsVA;K1
z(#p_zdSvSX=a+ZK?ah~RUwL9z6QM?q>J&KCCYydF%Z2j%>UpVkfv~thS2a|tA*oZL
z*m>SW0q8T}k`@+T9`{t8hV?^`YV9OYJoJuh&XY|$9QH5gkX>^9XI7%_e5rTqDFQTK
z1%Zzq#7XPyayliVuqZfNuN)_QhSB?_oI<Z1xILMmvfQvWx2Nd1Fzf?6*t0Ej>?lm;
zM5EU7JKkH_OE+j=KvHed1`C*3U2G{L2XxVIGlyo=^+oA6^zHGU4!2`p!XSyZQ1f;*
z=&HsL+8-Y}j8k*n<(iiudq@F2K5v|!KIj^T=X*@ypC#9jt{oqP%%_dp=u|TWj8oOb
z<^`o_IVCNY&*vf_18@=WfLM9g^7EYJb&h#Je~x)T5-Xx9IAB$-qapGoUGi7AJjXk`
z{I%)ROV0~T#s7V)yfG~xq-6iL$f>pUAb#5b(7ckbt~m7Q1|zcji$N#Eiu{M3O&s(P
z-8;1^gaA`K3r-d&51AF?uC*QRl?nPKoDr>ksQ7~Qu|nHZPOVSav_#D;ZKOjV7dFQ=
zN5(0Enin{$o0X+{I#7852o_wZwtO*%&DER7jv+>hY7<<~!{#94S39_qOuhJxY>j-!
z6~r}3+pj9sAa?nXBPV7%ad5#OS+f2Czd?p3dMW~5IN1LAm+7)d#v?ibjfE9|{DQjO
z{|8HFmOvqv5WNPR_VrBQRbcT+n*@6*f<Nmd!ezCOtnDIjtSOhTa8T_PxqTN096BU?
z4~bTKoy{CdpDYL(nD2k})N1r}k_JLU=c@y%d?En|X{0nj?Ggb<+R!)BLBc&A$?e_1
zxFmL!4nGDmOvn5G%uDg7pj<at+zd3ToMKGr@4|N^lyKdT7TAUGon&P0=0u;?YS0wF
zI8Hae6keBHQmF*Upb)Ltc(E}t^!}u{U~Rg{qV?za8i1_M+yrVdHL6jkByHzKPmPCA
zX46M1Iz`5~Y>Q*Qm+56G7Ms@Z*-MI5rZ%wUi8SZyN5U&LshcaFj(NX@R9(L@=#9Z<
z?#+`q{`ss&yT)0z?fU2Q+=|#YtRvX1Og*@0015`dY=%yG5R+^mlf~mIYG?fuM_5dI
zRDvH)g=^Os`js7Kv5C92RoECdb3}vJl?NrjwJ5o*5!*MUfte=6TBD|Y@bOU<`Er#k
z$9Eum`1MNl_lca1@7alJ@@+CHErNqU*8nO$!wtvlOh(o^(Q|#-*etdQ(Po%41F%zp
zp)_>Fs(|65LTqRC_Ev)q&Gf>B<7j1l;PdC4sOW6KD4a@onA|MCzto3j)Kf@AiiBF{
zgEXYk+t&%>>sa*6NEK8-eSAN%5S`y{o;&-Htfc@7S9k%X=YmP%j=8fm0>`8IT;=!x
zIHQ$S@kbWf6H>9Z52_}F;f(r*%}11~^YkGb-h_ZB<JefEUR}bQ&#=mD5VAj~wYn!G
z0SG$~-?;WCb$W9yd)j$Bq`H)jv}f3{K7xq5N^jh18k>79+Od0zyU{xwzqgi?`H<H=
zrHN8}a0Jv~hU#AZH=@eW5+=nECUO=sCv3wjV#Th4?5B2iY8q~;uh4?M&y=XcHxdyK
zYLqlrKJ!Vg1fXk`vR@lPdtbi5L}m@tMTEDjtru9tG&3gJ`F>qVFVzL!3F39v9NQBC
z;(&tfS{2{LCDQ}S;}%orb_o`s?UOCu{P}a=*NK`QYG9!W0vvni*?#Qf<3SG5e5;;I
zV3^K6U>iqOzc;i8K&TGUQ-QO`E9nflCM&`bRI6+Go)Hp2H38Bc33RcL8kr=753aBy
zd3HYC$6DDe@nwTz<~DsjSJg);pNwY1A(eC0J(yZG$WiYlZ@c=Rn7IbMbxP2-a-OhJ
ze13JLZdWg28}!^~Ot!Hp=t*&#9Db$I8*(HaSz==;bHdzH@Pcl-fF!aTbfUi4F6-Gu
z8cG7QzUk?+F+sISJWR0wV_d;GVzP3P9x~kYa}JOLD#1>oE&WnpuWKjpjwpEc#W1*)
zPk8Xfn=;+zDc>rY#ouo0SS-LHv1)p5pr&R~MN3O0)L@I;M;Iwfn6hDkFyQWH$_%#V
zag&*Kt%qC-l9zvWfDrm(!BXYt)!oNS@JNjACmy(0B>o7aX&M*ZNa+j6d^LE7QqMIk
zpx9k`y^@X?FX>K8D>>Htk%l=#@-j1J4F+nR3uo`zjbDk+Oe)Y5fwcDmL+GyXQ60W_
zJ2cXKtb&A(O+aQTwfovz!9kv!TnL@)bubbhtp*ZvrT+dA?7h<vc|#)->`9TAbK?Xt
z;f0DBf73o98^S~dG!I_?Q^m-BoRV9Bl$`aaxERUuV?%;<wytJM`_#A=1T=apU1gi2
zyNV+<HXBDaAhqQ-LwlD&vUCmFLKnujvC)d_<eL)A>%*E|by@VFHQ^%MHdh`HYRFgx
zC|k)KWW3RpX7WJJg;{jQjrx1i2(F)Op{Ad)W=A(QyY?B87+Q_%vL2{>#aBQHdkR%j
zW<E*M69>g-8)uG6x3jWG$=gA;_msmd%&m1TJ6ZbE=cTcgBIzj8Yj<+`AUFRd0QUk4
zNB|$5*50T>9N^^9xdq)GV!#_aLlj8opCJW(g}EFP<Gs4UhSbd8!Q3}kB_JdUtJr$W
zR-Hn^V0X?cJbk2{2Iswyqh#@3zT)T>EuCvb@59#&XOq12STUkyGG#p62=$%jD*1q2
zube6r3oMfY`tFBdoWi)14^M4#X{U3WZb=XH<=1p@3c`(iChNYPTAu?jX1C#ca)9})
zIn2^KK>q=h%#zKS@!wP=wRu3vObY06hI`qRdN4_Ve(a01(9S1|^Aj_riZyqj+lAY{
z!tz}MTR%|U6mfrj0lkRT45vZDzw1FJIegl=srT0>RVs+BX**r!Q|7QS{F-5V@Gczb
z!M8y7@CWpwVo_$s#q~;NKve)CsV~GZs+0)s@?xfq6BIfjl~$^YF=(8gqL~ygEv-v^
z@58OXx8cra(%~W#7o=E!a{kJHwMCfj8!5~m?E|+6NeMk<Bi>lCsN$NUnM4SVYD2RE
zTVClD@PvD5G3>wj%Ux2q3gx*B(#m3$;nAL_Kq+&-W1ZLMxfdNsalVoJH{<_;`WXz{
zR4mcU7x)1Z0N|QP;dq^_blIoC;Js-WIG8PJ8(!H{o(i6RoI^GaHF*IXlGA2}lHsmi
z?;sHxC}{W><r~I-0es`(Z#+ccGHyc6G5Jr$0}_fZ$X%t_IXujN3O1&*B7;ZN>b~xh
zOCu)ESKWtr%4VOW@D}ALafN+)5pb7(0lH|g1M<QGXpES~4vi)M71mNXas4rrd@5G1
zRRmDf1guwUj2wLz0ZADwkE^NBjSz~C<&!U0@E|tOW$T?*B0g|d?R)rNZ4am0yd-sv
z%*)Lp1HLNmsOV>-CQm|-3uOyj3frXw+h$Vt%+YG^&QIK|!!_X5E8UTg>WTlA&AMh=
zu8lhw_yT8{zb{u)*pB>8_BPq-i2GNB#U_aH;SVVrT|HTa^3yKbr#C&1hiIgLy^TsF
zySQC@^K_u%SNA39xh?WI76%P70+Wm20$_>ED6`d^{mZ=K{T>sS&ej<49uG#=z28wF
zVXwmp)@?a`y34C==ypU7f`z(L&0C)9rzKNF*8l8fP`FU-@UNEvi=n`#2*b>wAWb{?
z5312N>gbVkfMtbIOw6^uI<Rf;Py=cDvH+!#M&7oOvWfU69-hSOw5-<H8XGeaQ=ct{
zf|)ZGubA8m+wBe(O??)FALvruy@e>#Z%%1YCJB2df^<N{6ZY*g^is)_tq;`B0zrMj
zgP|eIQOOifa4t57f1iU$UeRfJ+YLMwIrNeDSU6_3eDD>m)&?ighC0t*udLmbAJOUS
z>7Ng??_~`vgJLQ!L;vcfqjeu=Pmk2!wwj0w3(Ua3+#IxJhlFfX{>-f&SK`jT?ky|=
zSPEB_P0zFBPGKL=U?^nKR;tCq3v)icsb@&*rb64cpuhOBBQGKP1K0w{`7&<uq~6&J
zRa+6YGB~_Rw0aPM(CB&E=&ENHzB(;28keY-?>hyGQ_3be!I@eTJHYH+%k$@lJ$;+`
zxUJWhx0Yz|?V`z8X-*b|9(?dh9#CELt{`!&=-(ZZkFvcF{#DmRFDaPLUyTh3-B<!u
zn!&LiTby2WJeRoiCu{tiL2@O~E|wJhiewlpD;gsUWP~c@=VGdMC5L!NZ5-(K8$%e^
z10{0kap0(_3n=UC15`P;azEOFb*o)*i197CN&t;W$&|ige(6iWVx=clcKRwijdk*%
zoM`AkS<Undq9aC+<P`?kA(JFwwN%h6y5rv*;kV_a!!ve>5`Rdyz0$e|a?1RduX55`
zx}pqh1Dus+a9)4x4(_}h&$gc#B-e#|{LYl`FLcy_dj$j>&VQft3F!AI;<?3bCfqEh
zCe7*>w<=y!)nLkg8s^Lj9EAF#b0YyI^#*pqL}L9^*6uad1xB#onL=xP4hNvoY2-Io
zfrcLTSM^u3y3=Z_d*1J}CFkwtUa`zX6$(lC&kWk@74W?MeJ%?qLL9*z^q|6LGs!Dw
zlQL9iIsS++W@vW`8-T#&0=!Gr^9rmBif(9MkQUVPO*^-1+DzOxDCnF^!J=_JS>izp
zlg^+vB@C<z4%kRBg>nADlu_}V%;PL)KC>KY{2H{K;H8~Q|3ST>1Qct{CL*>zCH%N@
zT2;l@K6CPCb{L?LX}LQZKiN^$&&MCi6>mEYFAqWaWQDMYUJVVjt|B~{WLa_%O#RbG
z+ro`tkj!|!dy(x(X~~Tz?-n;YSoOeQY%n4sP(Hd!&Jdqeh#<-W-Sm(#>%OZdV}3EG
zbZ+fQ02DGOAL`OV@7sHzHJv0p)CWHx*oW-scE#cVSnIpCL6$eq?c3K$$XfqU>0|=l
zQQ>XY)am>8KNwauWxdS={eEB6SeWw7KokIi7KbVa&^|lT#4i_VGX6+-$3}Jv4lAA6
zARhY5WK2#PgNf(f`(Sd^AdvZ|ViHkL7Iqp2Gn#a298HQEExQGa&ST0g<Z#5U*bXE1
zOKJB!a_lf+);g9Qo*{f)8jqAee`Va(!QI&5s(TbNfC=>pi=+fhgj`bkfzs6Hg=-a;
zQI|8xR%8o%*GY=y<Z`JoQBme_HPzfRffM`>KzsgihkRIgs8m*?sPXtcVjk;+eW2Tb
zFD=oa<hn4w7GD3+02&dzyt!vEmGJd#razO2(4(O@423V*C)Yv8%>F{2o%RbUn)upc
zyIY4VOTC2*tO-SJLJ`NZ{3;d$<tJyIE-_v^TyY90YCf3bgVgY)h|7XHB@FUShv}pP
zxk!o452vUYvYndt=EMADvnga<UB6Z?$NI+9J0(4rl#yfRTPIfL_wu_pZc(t^W*0?w
zyacWN+O3ypn_q=D7!CMuerZ!7cKdGmmYVF-P}Qot16g~hN(5x>0oZQf?AD%z{&Tj&
z6!4S#k`ptZ9Q{6^vUjy{bV*FR<D68dwaE%E@i6>TH1Rewf>xwtSU!X^JtYI^9uAOQ
zp|f+cGA%0seN&R64XG|t`xGM?ygvwezB03;ZlH_M7AS%1AWS8}oH+T=t2~;vwzi40
zCP<H=ua@1F&st9s7GLetX5QlDxAiZ7aNzVoY@UzQ*-;vXE7qm%Q-2(LE+7BF;<?{s
z(faq(v=x8dajwfBUH-<i@F_Ry2<S=ZB$_-u!>f(?PtoA`p^`Qi-RBTQ!?XkYHuj;I
zB<fG~(=G>dTaMb=cPv-Lz|p-sEA5hz;-A1tGc>asq*bJ@of^$cQ^g^uN3CL<S;x3z
zK-}mWv3o^QXI-O~-ZL(J#7#GnzDis2KVDd(#eE*0o^v79wnIz#8TkT!yUyJFVwPPo
zg6G0yFT2)!(L36VKDU}+*5ZwrESj>I%180a3bl9S-1AgYn*RDAU}@{w`tIkmpy)$|
zpq>F?!0%qaZ6HxBHfgTyl{d7}Hd-MO$-&31etrqsVJpzx39jd?MIL@ic*9EjZeOGS
z&H#&Eo6pNeTQF#4+jJiQo`mHQMm#ZLq&VZwNXF`S@Dc<b%<%z97^QgLDlkuA>M)^0
zX+p)BhMliX*X~?(-3_m=t*NWTT*JM)H+h`iGS<2HDZ6-AyveKmd1Pt~{7!c@MP%xW
ziC2-d@eN0jk+BC2_c|UE)xE;1e|3;{r!~A%0w&6dhHhSY&kx?_xh<h)E1DVevMEW3
z=k35;!}@ue3bkt-W^nqb1x!j9Fjy5QDWd%~%}Xnt;J`LqwmVIhBOsKt7%#+t`)2xf
zsR3_<E3+$oH8X`%<9|SV2i$z_$;STd&hoX)*lMS-uQ{5;IbEEUL|#+JPo-Bk*(2M6
z;t{`cZLM|mn=h(!yOw-bv+&zAWhk!t82*<)*Ijhe`%q@HP@lza+K=zEnoKL)b<zUP
zSKUNJ`FFZ1PBgIfJqldAulA!U*6cEXT>w&|T;(J9de~1$YWu}a+IfZdo=notwoRKA
zs;djkW30R5mTJmhhuzaA&mG(w5jkCA_v=C4_EYUH0>{RQors=&`aW*&K{M`Rv){bn
z?hOorgcrGVPHJrj+~wr_<o7^Oa4W`z{$TVS72_Z%+daGR#o3Z8AvNNG3}g0d#x5Y<
z!5SXwsW@geMmfnYjC(fP?DU2^+KOWJ$A63wWIEbLQ$lPttG0s>tbL-J#JSGC7-84<
zgt_i<`qAF;8|egiUV{O$_~X^N0-=$NQW?LN#><|lvqW59X6DU3zdUgv&U0j0B0?K7
zqAB;Z6CO7UnGK<Yb-wsnl@?Z+fkqD^T&{|Og>^Flz4CcPd`YO7Z#t4?;p|?WW%?Dr
zl}|@+n`FnDytMVv9lwskKYE)nH|9xgNlc{YkJGwT1D_VCIJ5DS)yza@p1UsfTm&KE
z&rNUF?HF=p&r>IJ*(Q!uDq^l9A4`IEcN7P>6P=<{T#j>pnZ#$}Q&Sz_2;Gu#g~q9k
zLetpZ+f)-jFl-*}x3O-za!xygBg5?RI#1&-W@4*3ZI`7xnWS$#@J)JY(ru)@ykTJG
z?>$#j-Q#&>bjyG^?6F=u7QrdXvgtLpvhAuAc{<GwPA&D|7jNVU!2&D#TKHS#p6_7!
z%ph47?z3hr!~7cKZ{Er2np^ac@=Ex>l?FaQ%V0@q$xj=%*_@i!>m91P#em;*Sz?UH
z!B$7A;r63<1AQ&XC<GMDNofm38Dp8iqJtSs1qAp+wL^!5>G)K!L51Q<ypg5QGLM54
zL0S>p^R9@`n~Q65a--a~VQ){%f2!0<@8x<A&2E9bMX00h(PRy+=Q(fF%|j_m_u4Oy
ziC}BOYU#nb7V`8%*_Z@eW_5P5zm7DYK8IDyb|$%%4*aUJ)58%nWjZcw$5wk{(Z@%{
z;oW53Nm7B#bkD32bzKc8%`*auMf|qf5b@~IaP@S+pN=?|faYCelVOAr8y>Xf!JIit
zU;V4X<~|2143z<-BQV?ioeq;t=VvxK=5z_~uY|*|-TJ2-ZwtRHY;)%o&6(-V6#E`C
zc|B*c<ANOEHWUHKtYmr94z4#jm2Dt)!*x=^(Q?GB$gyfyap?y58#7YIv;TanO52B@
zEib{;RTi(A6Lv%}wuyS4M(AiOo%C|-t0e=Nbm4<v{QZm%lhe)2_tMgM0kW$dz}LO)
zT4K1ysz>ah#SoOUnsFuHwn{8FJD!jCY*;fKK54GIS%oG7Q7jNpf>k?q<yuEToyzuL
zyQW!ZZK_eox|gZSW<d6qY?ykw6deEaR%E^-rk+9Eqj<o?E%ptU&d}0t`XoK#<}7cK
z@XEYbQ98Wv&5vxwHH-V;8M$u^=jl1J=FeeB*{<i(`=u#M2T+;4hT4<k`;OZxNYSIN
z6|&+EfI7hXBkY*|d0Wl^mS$4kRkinsTXGSLP65PZAOXdblb2WIu`<qZ@5Kj}fP+^+
zq3Um#S#u@V;YQ)``=T%ttfBO*H`{7L)@~+KQE;Ndu$@cDSHCH5Ada)rgBtiRoeiA|
z+u;4m;w)%1%wB^Mm_w&O{k@UP;`TpR|6hLp<G&l?PHNA!plF}I2?*ansfOP$gqrF<
zx<LPJ`~T-G{Fh=7GdKUy)p8}!t95+Mc!6C0-;W=}0Mz*J$EVC7%>H*}Ldo>MO9MhT
zkFUUdD1kb@9u7i8jpOV35(IxAUl-l~-~U<xRnO}w4w!l!3JQv)(ekXD8X6i=1kA#g
zD2A4a44jq!#X5k^1f8OP6a#zkyDG^KN<NKPwJ*}kD=KP&8KyUf=6jM$_-e2GANYdX
zY-|NU+y}@nu{2MwAwKEJj&i4-MFR3f9x~YCncx3pMEoaW`}Z0>!5%ygd*)I6fQxo~
z{hwRLLNv5F!Sz85P@ew%_<v)`E$<rFss{jpH+RC2UXemHJHQo&=~7~WYCE;`fqKof
zKXSa<q3F#Uaxi+f0L(7jA4osSE-t?N?x#5kXh0QDCxc<d`Lf{*A(4@KV8WJLH&4yW
zz0EmQPii)xN|xtCSTb0%D>15>ZxC4qGv26<QbmVH!srE4R-X?}AUzTO8=+?U0lt^7
zT+u;#IJmD(nLr_R*3qQM?_{SY(cf#z*!Vqrn6)42aHoE?9yge;ajUJpy$}q^V-Ru9
zXb)%PXrAsX6Ild;aKFGT;e6nv4bumbgq=!Hvv@rOv%SJXLlJ@<U;+@BGF)IgR5(1H
zp~PGF)O8+Zj$&d;#^c>2!Q4)0MA>+a6CYy4PIBrXJlNGj%h(vW04uCs^L{L_XJ5dt
z8mzgO7*?Ud=d-}}5s>Kky|G2daHABAScK#I<>XSY93_i@o(9u?kObK{Buh)Bin*h~
z?8y>pip0c3kh!ITaiB)rGi26aaxJ&GxRFV{n+8bYN~&YI^=!c~py9XukW7*iUt`Sg
zR|$Kt9cW_Nn$7%^Z~FvX>gwlANq*ZYWNF<z11@->gT?#rCHK|Iv8bjS>*fc4Liws4
z@3<|G3hdTc4;AWwH<x^ll2TM9)}F95G)#dm2Xr}XkMMM5b@TobH<YKvPKrZgLKy^}
zzY)4Re=4}{gta4Y0;SFt5t=}(lE5EyWe&C_{%XuJ-XNL^wJ?8yS?pz72<`B~{VVnf
zV5%g6d9}XRZ}<0m!ry2$L*aSe`o)`b^YcqU@v1US(0lU*PDo?VVhb>F)uf4IeG#@K
z@IWPf9?n+wDEIKhY>WFZf3?(qnc3Qd)T$h&n=t2MRFfa5kexdJ?1MjwTsBA(+Mb7z
zlG_QS*+}W_waK~xR#sLg|5=eo7Z|1e8%U+d)lGz9RiQEwFcc383JQj=VVu8HMG&a{
zNnq&ZA;_Oam$W5_%N4`Bg9x)}Gj;Wr0+(OVNVV{{dnWg$jjC+hyhQAOWjq?zw+EBA
zv86L|U?$S6nyTuyUV&yC2}~(ucJ~L?p+nR)5opC3G^=rPavuHp^E?lE#T_-h3+-|X
ze)Df{?scFRYR0SVj5?aY3U};ZEBRVcQPO8Ve?VIGY^JPEo{olwf9eut=uG~;WX)<V
zFtzqS+FKaj5OZJJ9Vs<ov`-hbj*#Z%?KP{gQXzqPYg`38Q7hUV?S8yoV3|vH!~`GA
z?{r8U;SkNGgZ^@_wdj)xxDn!MYL;cvW;b8A--Vw&J%mUGp)McOfn1fty}iBIUA{Ba
zPaB*clgncI{6zSjT&#-0oY<7r3lXj4GpK7kCiO8}v!7B@nCzIu+!mj~18?y!T>u}(
zP5G`>`KzINnBTmQx+Q05u??8cVwl+cO20i9+(C`Q#CAeQM;N^YGpR%RNCOKG^>Av~
zkae~X2?^<95<C$M*376Q{;t6veb%ggH4|&FeFnt<_xEV0wpk6DLCIAc-;dR{fPuFm
z5Tp^`VU4O%2V*dc7yP$+glW+=&ax32fC%<a=CEq=(yB!qn(@^ufX=Yl9&SVi3<3i{
z_(sV`-a*z<&MfNk!|=0%i$NrdWYPf5DP^vBbdHDcv|q&l=A$Be<V0t_R-WqH9SXTT
z3V~kH1txB~=XbUeGeER7yj>nw^sTP>3HxCXNDbGsBI2u667S`piKpJ&ijMeGT+#cr
z+H-mIx0|OiM?3ZcOhk}<RBOMr_xA1g$cBw}Mnf=2F?KEI{sJY}2*{K1YXPK*bL$Bw
zuL1bO>WuL`BroW=oIt6&^`+;p78s&eFn|d$q`Z2!Y*R0pNqhb^9*-R$fDzF~br{rc
z%+<Ic-vo(ac9Eo{B-=UFr*n27kBUW(AM^y^N@|MzGQY?KpnBc`bxcUL^SKvS;vR+{
zwI{7n<^!V0*l|9l^gS@xRcdLt#1}P*V1Ms~wU&TM_t01Y6+9(=(w#2QeDp>%`qSjK
zdoO+}^yxlq^ZxUZqc~G({z+}!#d{O%f&8!jJmuaK;vzk10Yf>>btsM&q)DAv&jM*+
z`7O6qXz?8^zNr1jbAoNL=e2&V=_`;RWj&+TWk$!^px>`PqBE6HSKTA_7)j%H2!pp*
zRpwk>pY%>%#8g;E>iBh%7pu5CI6l{tx?(J-`1+)@u3^ERSBJ)4wIjwBE^YegZbfFR
zU$r=xdFXztk0$nnv){bo;DO}5wfBengjwywGfLPXeyhT+#853kBRoLEJnO|j;jww?
zhIF#Inz?5~9@q_|_MbrGOnW2A(){;r;J}CIwj|Akf?Xt(WH7||z`l%&BANasG<Kcl
z%9X6?!&T2#M(KRx`NsphyR(r(7VYOHA;a<BMsQ-Byrk!HhmljGj#AuR^OwfY7J5^4
zW38?v+|pmUTXCB>;nWOh<-CTK@@oxS5jr_zsCTRqUS&fUtdEATfqkbVD=V95k*ise
zc*!XN#yEL{o4b48G)FOZR;ry`j;ftXq#W`^2kYO5x6_aC9PC=mWI-C&l}k(;4WS9e
zoelOBa7EYfZw6+58*hc!*~|D{=aucMe`Y*-UHpuiE1<d+1gA#0190|32G$<We^2yg
z6>JSgPs&+6_ygSIOJ>q{)}v<>zt#5yOTxc>du$g5U^*$gcR_Xi7DrRYzAIH+ckYx`
z|CVswD#_3Pd9I;cqIa)+ai}O>Q&aQ4)06~vZH32*A<pSj;v*kmwT!x7Yt%s&-ws<v
zANl3Ud)uRfz2WW2I@c2TmZ|lD2ni6w#4AEJfCgf<<GDnghrrQB0?{+Jsly=t7psoR
zIa}<z+aPZ+rk2Ei0yA<W6Xqn@({mDs?5skQ*jlaTZ*uh=?o1;N4*ZH{E`M9QxebP@
z54XNPT{3f$OAq+C*ApFFP1@sDR_(3cce6a-yW@rp1Ph|0qY0fH>G~%$1+#i4ufu^{
zYYE%7)m1D|w@qEO9o+De&}Eqd?!r(s25@m5cp4vcEA-fVxn5a)Dk}eba{5L^(%(Fn
zj;~=XA`e`zOiZF4togD#HFO4qTioinbJ1#hZQ6-~N}1)h>#Kc4z+pF*_cyt6((6mN
zWc6t^ROV1=lD;lYTp#QBg-$H7PSXofyij!FPw`!?8{P)nq(_-MUZ9nH>rwCBE3$L<
z1fM9y^T*B4Qvyz~D-L<~PKyD1JONA)FS#C^c=qH%Li4Tpn}d_J7aHr-yJ&a>1L9G(
zpMBRFN1~);iNquY(njlP)|b60qQkc2SMCVyJyZEL$WL^Bk3Ja&a#?Xl^}$IAp;r5o
zSuN#yq=aPm+(4@uM@%tJy+Vw#1Mqgv+{#f3R5m{^$aXXrZ&tk;{2hZ@zGMN?EnsDr
z5~zDRl83BLX6JM$zRqzrOY256J<pfO{aR;!^0d|1S|lYgk<qQaJQy4sb~%K()RmMw
zbgW#aHn2Pp7DAb{>HgHaE^A=s#<b?SW6s7f<OnPMZm4#cFbwcTSzEi_LcW@9w~R<0
z8<CCYHDOx1G2=)rwVM$;)s|gwPlzA&;t~@pbk@yzRS~s+&T;dh+vv=cW4HJ<8T{;q
z3S$RMK60^-;L4j6i~5o_?l^F#o;dBvPxm-Cq{4jj+m}u2rG$o|dCysW;j4-hie&lD
z@95Lfmanw4JWXx<^#lhF^%V!O>pSfxAfL0OMct=h=%G4Q`#N#V%4L&bt%<m*(b1DY
z4@RmR<m^y6i)&f@u3Jc}km^hP;{xI;*LtN=K-E1%mYW}3aGwb5yn#1&&*$`GrOUUM
z!LUr-xp{OjTMp{8m=-MtwJ5;4jsjycx6d<cz36OcetR#r4^h9wWtTV!R=<>8CCRyq
zX}!qouxsD3@YnlXL4G9-l}q%m$&Y&P2~#T@G7Cl*-VcN=BqWc#GvFc}Z1u&9Zeu*B
zu^`4mR7nC@Q*NJbMYmZ0)!@=a!S0c;<N{mAsS$mvCEnbK;0<8I$GUzSb<y<P^Y-mI
zUkkP)rj_O7s>RW8LT2;4RVwE><D|Hg9POGuF#_&O+E9N}D_pDg$KpVqT3HWG6#WDH
zYu2TgCAUz5x~kb|%dy<Y>*Wc4SvlR+8s4b)LeXnODZW}SJ5gf%v7|UYGe-)V%a<?T
z_doC|QsfDQX%&neOeIh|TIuH3wFo?7iH;mGZb&kAVmCRHA^>7e`1Y8!&q~$E;Fl+-
zi{w8V7&@ICx1#tC1*?ND+9FzRonf>?m8sTK9jI{fEd!LFsxSDBlIc`taS#0<Cf6-I
zhzHSc=}Z^h^s+wF(`^}yhiL&J-x8+I3hTb=sXkOycxT&bPZR5;X<Dsk+rUgzy4=3N
zA~EU{k$A$|3KhvH95L5=Aw0aUNkF(<30Pl%4NMUW^$?B@$sI`x8Jq3xlMViVqvVRK
zuksk`pFmsG%|?h9KUXfhbgfOJn=Vr4gh*w$#K%~^`>Z-Pfp~po9hH+=u}&bq+$SIc
z9C-Ll!2C~I8X-ZS9v4wT!563m0b5Lc6`3U2WVbfO0}6T6G+o7y!G^v>zs&hR9psZJ
z0jo8UZeurKb*7UNL0~kkFIu9a{u@|t_75}sS5TZLiarA>!lD@F7%#|+C!gVKSPyoO
zw(dz1(lx)fCE7Zv%wH5Rb6zV2bvN0p-mRbt-9fV=@b)W<|E{@9X#K9(76`M`33V;X
zmjzB}Z0(JcE2~`pc~IJ#SS}FoI)dP(b+Jqv>9KMxO_7CB%cynoK0k^|bj$rNd-}bg
z{;v{8XhBf%J-#%8nf|{4Ap|NeY<LBmxi0iduFisUMdN3@HQzHQJMFg>KGdv{B@5sJ
zaK|Ypk0B4|!8d2GMEEX))r}bd17n>iq)6-UrA3ZE6Lag|XWsNJXaToR=oMefFDqNm
zpCxXu41jEQu+i63ZXcp*91pvK!6NEFOc)y#^+iqk5T9?s{>)HaJtNt%zB8%`AT8Iw
zLJUlxHzymxWW%E+J^a~wK)1?P$K+KTEr(w?NHJ{IXIg=La2z-~gVhd3lAy&<%xir{
zBT}gQcTb;S_iQ|$St&@eCVfnSQan^^5_O%A@jd{Ssi;3o&S)awV3xJ}udEPa!-BZ8
zHqy8=RRl6)E-5KfC?y4cP;C|k9zG+pO?wv*D#0D!Vq=q8NO6q-64(}&mX-!V>J}g~
z)z!!adANa2p|<Gi9&uv&DAx?c?I9mOmY+=S?CexjQW}sx+MtH7x1LTCb<JHGK?DqL
zUA?QH0n%7AC|L%!x_GEa&nU8SCYTZroVn2n6^oyrZVcZG*h&IbB~TZ{1S9(E-EsF2
zHYdyB#O<mhW*`?_Y4t5>qyf}CbwD02zFPa51Z^<hZ$MuS5S6>`#`bk~Lb-B)_M_Y@
zJXyjgP@qU!qs#9OQn!7O3gdyNwF8l2{r0$B6^L56cfIfSNfC=_wV~rjNMTcoTm1c=
zRTr>$jsTKziq+aGE$-BP1jyy>;$C7$0#A^2HO$Mg!e7ii5qg9H*a)@=(S-in8C_x#
zDSfm{pT-7mBu4muY@YSs-%BhPz6@b|stqC>t(;l<1p6c`dVctUg&9J6u02C~^SIs>
z5a>@5N=i%fA9Mw81tDP39%Cc;NcTG^BQt|Vs_`$~+sjerA3{lCK&AJA)0Cef0t^=n
z41p+Y;2jkjROEu!n9J9Epb1XnSF7Msg9_OZvw%jOx+5=uiO}Ai!CL^YGyoFJ7Zj>J
z_jXwYJN%1PQ^g8RkkuZmlir4;2o^~neXuXAQ{CeThi+z|L*w79D8T)+jziJW(i(J+
zD^Us@Y76Z{R&^SrF#f37oRx_hC+Q{qXm*u|y%d0ka7s&)Vu&Oygw5Z%xzu4CKoc{b
ztNVfG1Xu*}?`Ngr#4JSfQ9bRt{d7}fEMiMJp=+aKmJmle2n_L30iV)ll4=B}q2(1j
zUmj;drPs#um8nJ|hjl0eNCCe#fzr_&sD8QnJaC+>P4R`+;aD^jXvu&fcEU!YVj#|o
zOccg<oVvjD5}q#d>W@ap_9~_boVmdyA=`62sULwC#`&6?|E6z*VDibg$2g{OE4i59
zy?ezORsgZ`-`v=l4rs3OI|NgY(ZLjy!7J=?`32eme}7&wffI%l6%<6X{9}8Sg($v&
zued1s6ZAuaxg~=|dVI&tzdcU=Szs2x5<s`Atdf(s@K`L?b|5!A4Y)GFBT@K1zPxZ!
zElpx<pPt94y7J`L8jMFWKy&nXNkD7^rY&U!;jq{34?#LS%#rSw`RMg2EZEp1;J?!x
z_u&x2KgWA(9yCqwTOSBQz7)7+Di#TSkcRZ{Zp;!ubPYjAbDK`!>jDKO`~f8Ss}HK>
sL6_YBMWpfn2RQKmbEtL3%PrCg)?4X4{#zl9(5flOs6H)y{4Dr?1B6BX-T(jq

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/horsetail_classification.json b/modelling/data/abingdon-all/seasonal/horsetail_classification.json
new file mode 100644
index 0000000..af78bc6
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/horsetail_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Horsetail",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "moderate",
+    "peak_alignment": "central",
+    "traits": [
+      "summer_peak",
+      "broad_season",
+      "moderate_seasonal_window",
+      "moderate_post_peak_decline",
+      "moderate_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.235,
+    "season_end_month": 8.78,
+    "forcing_peak_month": 6.58,
+    "season_width_months": 4.545,
+    "season_midpoint_month": 6.5075,
+    "season_start_label": "April",
+    "season_end_label": "September",
+    "forcing_peak_label": "July"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.398,
+    "DECAY": 2.098,
+    "OOS_DECAY": 3.1,
+    "POST_PEAK_DECAY": 3.422,
+    "POST_PEAK_SHARPNESS": 4.312,
+    "SEASON_START": 4.235,
+    "SEASON_END": 8.78,
+    "SHARPNESS": 6.662,
+    "FORCING_PEAK": 6.58
+  },
+  "fit": {
+    "score": 0.026
+  },
+  "warnings": [],
+  "summary": "Horsetail is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to September, with a summer peak around July. The season is broad, with a moderate active window, moderate post-peak decline, and moderate off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/horsetail_consensus.json b/modelling/data/abingdon-all/seasonal/horsetail_consensus.json
new file mode 100644
index 0000000..6c68a9c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/horsetail_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.398",
+  "DECAY": "2.098",
+  "OOS_DECAY": "3.1",
+  "POST_PEAK_DECAY": "3.422",
+  "POST_PEAK_SHARPNESS": "4.312",
+  "SEASON_START": "4.235",
+  "SEASON_END": "8.78",
+  "SHARPNESS": "6.662",
+  "FORCING_PEAK": "6.58",
+  "SCORE": "0.026",
+  "SPECIES": "Horsetail"
+}
diff --git a/modelling/data/abingdon-all/seasonal/horsetail_observed.csv b/modelling/data/abingdon-all/seasonal/horsetail_observed.csv
new file mode 100644
index 0000000..6959a7a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/horsetail_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,3
+5,27
+6,35
+7,30
+8,8
+9,5
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/horsetail_parameters.csv b/modelling/data/abingdon-all/seasonal/horsetail_parameters.csv
new file mode 100644
index 0000000..596a4eb
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/horsetail_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:02:10,horsetail_observed.csv,4.763,0.684,2.812,3.335,1.907,4.91,9.58,6.237,6.02,0.03325151500804289174214830200,
+2026-05-21 15:02:10,horsetail_observed.csv,3.042,2.068,1.268,4.045,8.457,3.14,9.24,13.962,7.49,0.07628625703511926099578325691,
+2026-05-21 15:02:11,horsetail_observed.csv,4.011,2.995,1.848,5.736,3.169,3.85,9.68,14.843,5.02,0.1183512336302139513288354498,
+2026-05-21 15:02:11,horsetail_observed.csv,1.233,1.265,3.658,0.541,8.359,4.32,8.38,5.196,6.59,0.04896834317028631423034227706,
+2026-05-21 15:02:11,horsetail_observed.csv,4.775,2.227,3.941,3.519,7.043,3.04,9.56,12.653,4.52,0.2355661444712576646871990078,
+2026-05-21 15:02:12,horsetail_observed.csv,4.32,2.779,7.221,3.931,2.972,4.26,8.45,4.572,6.17,0.03296456826895610528850214774,
+2026-05-21 15:02:12,horsetail_observed.csv,4.188,1.188,5.503,7.17,8.116,3.03,9.6,11.855,6.81,0.03515207203794471434304884531,
+2026-05-21 15:02:12,horsetail_observed.csv,4.551,0.862,5.095,4.718,3.961,3.06,8.02,14.425,7.5,0.07627238384156419620232885067,
+2026-05-21 15:02:12,horsetail_observed.csv,3.299,2.108,1.061,4.003,7.761,4.55,9.77,10.508,6.18,0.008189564726476851755917926284,
+2026-05-21 15:02:13,horsetail_observed.csv,3.68,2.001,7.105,1.029,8.57,4.75,9.93,8.435,7.45,0.1030280458782277230524897654,
+2026-05-21 15:02:13,horsetail_observed.csv,1.294,2.235,5.767,1.077,3.448,3.59,9.84,12.503,6.04,0.05883561370605379839651682223,
+2026-05-21 15:02:13,horsetail_observed.csv,2.454,2.996,3.67,3.859,3.513,3.7,9.17,12.825,6.28,0.0330252829962925644122301958,
+2026-05-21 15:02:14,horsetail_observed.csv,2.933,2.092,5.113,4.988,9.389,3.41,8.22,13.53,4.73,0.2215499001798281634777856234,
+2026-05-21 15:02:14,horsetail_observed.csv,2.717,1.732,1.107,0.808,1.856,3.87,8.49,2.75,5.08,0.08989784882010842974467138439,
+2026-05-21 15:02:14,horsetail_observed.csv,4.817,1.044,1.556,0.724,2.282,4.96,8.95,7.092,7.06,0.09303973354597058772476364454,
+2026-05-21 15:02:14,horsetail_observed.csv,3.899,1.163,1.615,1.781,3.625,4.68,8.86,5.984,7.16,0.06909091219896516622202972064,
+2026-05-21 15:02:15,horsetail_observed.csv,2.382,2.735,3.362,3.421,8.317,4.35,9.59,1.752,5.8,0.03787375261406375315778360033,
+2026-05-21 15:02:15,horsetail_observed.csv,2.34,2.244,7.958,3.248,9.99,3.91,8.19,3.061,7.18,0.02573720372260779648046444112,
+2026-05-21 15:02:15,horsetail_observed.csv,3.547,2.871,4.549,6.047,3.685,3.67,8.86,14.29,5.74,0.1319066486578395693274764889,
+2026-05-21 15:02:16,horsetail_observed.csv,2.038,2.64,7.438,6.321,3.981,4.21,8.06,10.356,7.09,0.02637389364874389771548996529,
+2026-05-21 15:02:16,horsetail_observed.csv,4.087,1.396,5.74,0.797,4.999,4.96,8.28,2.202,6.96,0.08524338447396273313413242057,
+2026-05-21 15:02:16,horsetail_observed.csv,4.784,2.487,5.465,6.372,7.027,4.96,9.09,14.28,5.6,0.07916834165172932422136545536,
+2026-05-21 15:02:16,horsetail_observed.csv,3.145,1.16,1.865,4.648,1.07,4.95,9.86,6.016,5.5,0.03082979523322388202068878589,
+2026-05-21 15:02:17,horsetail_observed.csv,1.398,2.711,6.153,2.996,8.164,4.71,9.06,9.285,5.28,0.06782124930980630647201579734,
+2026-05-21 15:02:17,horsetail_observed.csv,4.87,2.385,6.221,3.858,6.332,3.87,8.96,8.573,5.42,0.09807741242483744848859816644,
+2026-05-21 15:02:17,horsetail_observed.csv,2.31,2.004,4.205,5.959,2.717,3.4,8.72,4.144,5.77,0.1321986805933910068235482851,
+2026-05-21 15:02:18,horsetail_observed.csv,4.625,0.797,1.323,0.551,1.377,4.14,8.09,4.906,4.91,0.02787236706212260415382842808,
+2026-05-21 15:02:18,horsetail_observed.csv,4.058,2.412,1.897,5.379,1.926,4.05,8.35,4.519,7.43,0.02648151961252945711688196468,
+2026-05-21 15:02:18,horsetail_observed.csv,2.027,1.4,1.994,7.376,5.196,4.17,9.43,14.961,6.01,0.05663214202546723389986670496,
+2026-05-21 15:02:18,horsetail_observed.csv,1.724,2.612,6.5,3.615,6.858,4.23,8.01,3.864,5.39,0.1037933168002364084149214490,
+2026-05-21 15:02:19,horsetail_observed.csv,1.899,1.549,6.489,3.911,7.499,3.72,8.84,14.104,6.74,0.03110144833367812352703646458,
+2026-05-21 15:02:19,horsetail_observed.csv,1.156,1.745,4.78,5.203,8.244,3.31,9.35,11.911,6.43,0.04601749168400973656699043746,
+2026-05-21 15:02:19,horsetail_observed.csv,3.072,0.522,2.83,7.686,6.675,4.68,9.3,13.343,7.14,0.08777739566812727570188216650,
+2026-05-21 15:02:19,horsetail_observed.csv,3.695,2.167,3.009,6.572,5.996,4.25,9.49,10.107,5.07,0.1205230077485685388317124383,
+2026-05-21 15:02:20,horsetail_observed.csv,4.965,0.927,6.304,5.167,4.508,4.86,8.96,6.598,7.23,0.09155092185900892246050603048,
+2026-05-21 15:02:20,horsetail_observed.csv,4.514,0.81,2.604,4.779,3.654,3.19,9.51,8.773,6.44,0.04220520634130829469841466491,
+2026-05-21 15:02:20,horsetail_observed.csv,4.516,2.366,2.064,5.76,9.848,3.45,9.89,11.333,6.97,0.05816349296622660636594218813,
+2026-05-21 15:02:21,horsetail_observed.csv,3.232,0.902,4.257,0.678,1.755,4.33,9.16,1.183,5.79,0.03030479893279293760381606197,
+2026-05-21 15:02:21,horsetail_observed.csv,3.955,2.718,3.415,3.168,5.766,3.46,8.59,14.754,4.71,0.1988937433009519673532357430,
+2026-05-21 15:02:21,horsetail_observed.csv,3.822,0.605,1.178,4.213,6.799,3.47,8.11,6.893,6.68,0.03120504869169121088575250195,
+2026-05-21 15:02:21,horsetail_observed.csv,2.515,0.983,7.781,2.826,9.954,3.36,8.97,10.422,4.9,0.1605769119936072017065088788,
+2026-05-21 15:02:22,horsetail_observed.csv,2.062,0.91,6.802,2.517,8.33,4.62,9.73,6.328,4.97,0.05430125204803592450659508052,
+2026-05-21 15:02:22,horsetail_observed.csv,2.554,2.981,3.382,6.675,5.231,4.09,8.79,5.459,5.71,0.08749275741738884534919781418,
+2026-05-21 15:02:22,horsetail_observed.csv,1.288,2.097,3.918,6.605,3.948,4.2,8.57,6.69,6.7,0.02648544896871195517708584892,
+2026-05-21 15:02:23,horsetail_observed.csv,1.655,1.526,4.329,7.562,4.534,3.27,8.6,8.168,6.72,0.06114969259291445121598999694,
+2026-05-21 15:02:23,horsetail_observed.csv,2.65,1.476,4.322,6.722,1.362,4.54,8.72,4.914,6.28,0.03420688121926207496611127448,
+2026-05-21 15:02:23,horsetail_observed.csv,3.193,1.124,6.888,0.542,6.401,3.2,9.81,13.384,6.95,0.09378780021172601608568051313,
+2026-05-21 15:02:23,horsetail_observed.csv,2.043,1.71,2.792,2.249,4.645,3.08,9.53,4.09,6.29,0.04959431097197650022125349125,
+2026-05-21 15:02:24,horsetail_observed.csv,2.065,2.086,4.428,5.102,7.845,3.36,8.76,9.738,6.33,0.07454424453857799547853755372,
+2026-05-21 15:02:24,horsetail_observed.csv,4.575,2.009,5.464,6.063,1.388,4.56,9.94,7.243,6.06,0.03514886116887880071360184029,
+2026-05-21 15:02:24,horsetail_observed.csv,3.671,2.59,7.303,7.852,9.193,4.26,9.14,12.631,5.54,0.09365950999856991944059897823,
+2026-05-21 15:02:25,horsetail_observed.csv,3.161,0.645,1.107,6.235,3.753,3.07,8.47,12.235,6.47,0.06814851107779118062613517741,
+2026-05-21 15:02:25,horsetail_observed.csv,4.583,2.528,2.006,6.857,3.172,3.87,9.16,13.881,5.02,0.1467467622439986683844918804,
+2026-05-21 15:02:25,horsetail_observed.csv,2.487,2.122,6.058,3.558,3.031,3.69,9.5,7.917,6.95,0.01451078913369899551828923516,
+2026-05-21 15:02:25,horsetail_observed.csv,2.911,2.215,2.327,3.709,6.93,4.67,8.45,5.265,5.91,0.03845440519037036982355665825,
+2026-05-21 15:02:26,horsetail_observed.csv,4.609,1.427,2.966,1.681,7.361,3.54,8.88,1.584,6.18,0.03187194469583597419565693895,
+2026-05-21 15:02:26,horsetail_observed.csv,1.298,2.587,1.959,1.607,8.873,3.39,8.48,6.847,5.24,0.1334892389361873342132259793,
+2026-05-21 15:02:26,horsetail_observed.csv,3.811,2.732,2.189,5.123,5.593,3.91,8.51,5.683,6.85,0.03027774589967328007788591111,
+2026-05-21 15:02:27,horsetail_observed.csv,2.758,2.308,3.678,7.737,5.026,4.23,8.6,9.12,5.34,0.1113443584517104018900223033,
+2026-05-21 15:02:27,horsetail_observed.csv,2.754,2.207,2.629,1.31,9.464,4.46,8.21,12.985,5.71,0.02949306034064093015093209867,
+2026-05-21 15:02:27,horsetail_observed.csv,3.617,2.105,3.383,3.862,7.326,3.49,9.1,5.97,6.57,0.03855209955573445228821871165,
+2026-05-21 15:02:27,horsetail_observed.csv,3.941,1.675,6.025,1.48,7.586,4.45,8.55,1.993,4.51,0.05669694746390840978202449451,
+2026-05-21 15:02:28,horsetail_observed.csv,4.329,2.962,3.956,1.08,3.534,3.2,9.06,10.4,6.97,0.08343825130182497986083311498,
+2026-05-21 15:02:28,horsetail_observed.csv,4.964,1.471,1.834,4.597,4.803,4.22,8.53,9.391,4.84,0.1209182693968765245857361051,
+2026-05-21 15:02:28,horsetail_observed.csv,2.354,0.815,3.008,5.963,4.469,3.98,8.5,5.129,6.29,0.04139410134472095371531075840,
+2026-05-21 15:02:29,horsetail_observed.csv,4.89,1.791,4.036,4.527,5.838,4.58,8.88,2.234,5.76,0.04691176054781090676697529021,
+2026-05-21 15:02:29,horsetail_observed.csv,1.082,1.454,1.064,5.769,1.536,4.03,9.31,11.237,5.4,0.08252321996036198620124008422,
+2026-05-21 15:02:29,horsetail_observed.csv,1.188,1.742,2.592,2.895,8.874,3.46,9.32,3.385,6.6,0.03277746650519059352980850499,
+2026-05-21 15:02:29,horsetail_observed.csv,3.65,1.877,7.0,4.59,8.78,4.95,8.97,7.535,6.39,0.05517635642214741409936108834,
+2026-05-21 15:02:30,horsetail_observed.csv,3.211,0.725,4.433,4.993,4.325,4.85,8.93,12.21,4.87,0.1171848704207320254186682937,
+2026-05-21 15:02:30,horsetail_observed.csv,1.317,2.975,1.732,4.149,2.487,3.7,8.61,6.53,6.37,0.07201097390078225703824228521,
+2026-05-21 15:02:30,horsetail_observed.csv,3.201,0.765,6.479,5.928,7.887,3.68,8.76,5.324,6.96,0.05107262111871344397177232206,
+2026-05-21 15:02:30,horsetail_observed.csv,3.897,1.432,2.018,5.557,9.794,4.87,9.93,5.306,5.52,0.06448854697938281700821025763,
+2026-05-21 15:02:31,horsetail_observed.csv,2.733,0.931,1.63,7.965,9.458,3.18,8.19,10.97,7.06,0.07535931019774146474889177806,
+2026-05-21 15:02:31,horsetail_observed.csv,1.163,0.89,7.935,4.202,4.603,3.65,9.37,11.19,6.01,0.05300764576947232114070050924,
+2026-05-21 15:02:31,horsetail_observed.csv,1.074,1.224,1.368,0.058,2.398,4.65,8.52,4.428,5.36,0.01182815616736304735626873326,
+2026-05-21 15:02:32,horsetail_observed.csv,1.845,2.481,7.421,0.712,6.414,4.57,8.42,2.098,6.67,0.02853632008577352363461916576,
+2026-05-21 15:02:32,horsetail_observed.csv,2.379,1.589,2.233,7.487,7.06,4.34,9.65,7.018,6.04,0.02975252866899645676477505468,
+2026-05-21 15:02:32,horsetail_observed.csv,1.704,1.703,5.425,0.819,3.933,3.4,8.53,7.844,6.01,0.07105513307767351373157444689,
+2026-05-21 15:02:32,horsetail_observed.csv,1.421,2.232,4.203,7.205,8.584,4.33,8.98,2.675,7.49,0.06022199070089638782338751262,
+2026-05-21 15:02:33,horsetail_observed.csv,4.193,0.506,1.405,0.361,5.243,4.49,8.93,7.024,5.21,0.02053693171420070357975610275,
+2026-05-21 15:02:33,horsetail_observed.csv,2.291,0.594,5.291,3.651,4.263,4.2,9.98,3.826,5.26,0.06409956574593666150648079659,
+2026-05-21 15:02:33,horsetail_observed.csv,4.049,2.636,3.666,2.296,6.64,4.39,8.6,5.146,6.32,0.02467852812306813662546729614,
+2026-05-21 15:02:34,horsetail_observed.csv,4.43,0.642,2.717,2.573,4.013,4.35,8.31,4.881,5.67,0.04236495883742038073666818998,
+2026-05-21 15:02:34,horsetail_observed.csv,1.911,0.965,4.945,1.921,6.71,3.09,8.38,12.443,6.45,0.05855125036635721696786179116,
+2026-05-21 15:02:34,horsetail_observed.csv,4.41,0.768,5.469,2.235,3.617,4.84,9.52,14.47,7.05,0.07231730223899937314650060425,
+2026-05-21 15:02:34,horsetail_observed.csv,2.131,1.48,5.64,7.817,6.738,4.3,9.1,1.929,6.34,0.03974301291934036428110248753,
+2026-05-21 15:02:35,horsetail_observed.csv,2.08,0.54,2.829,2.319,1.434,4.98,9.17,6.106,6.76,0.06916706281918622688081387885,
+2026-05-21 15:02:35,horsetail_observed.csv,4.108,0.625,2.957,0.324,5.104,3.8,9.58,3.691,4.55,0.02113092377164559281205297071,
+2026-05-21 15:02:35,horsetail_observed.csv,3.596,1.942,3.977,2.26,4.042,3.05,9.44,8.835,6.43,0.05309088721558988268116403395,
+2026-05-21 15:02:36,horsetail_observed.csv,2.362,2.656,3.337,0.791,4.532,4.77,9.28,8.178,6.4,0.03649114222527040716081212618,
+2026-05-21 15:02:36,horsetail_observed.csv,2.484,0.995,2.879,7.292,8.142,4.59,8.32,8.099,5.6,0.09553651844218282442453513018,
+2026-05-21 15:02:36,horsetail_observed.csv,4.701,1.795,4.903,4.056,9.369,3.41,8.47,12.971,5.6,0.1326443681268200135239235061,
+2026-05-21 15:02:36,horsetail_observed.csv,4.092,1.15,7.256,6.295,3.422,3.33,8.92,5.903,6.45,0.06790421702463710959452239297,
+2026-05-21 15:02:37,horsetail_observed.csv,2.436,2.053,5.701,5.073,3.49,4.63,8.62,1.917,6.35,0.03433684628754944201399346518,
+2026-05-21 15:02:37,horsetail_observed.csv,2.175,2.457,3.321,7.008,8.477,4.22,8.75,10.955,4.89,0.1344693842822602839106779470,
+2026-05-21 15:02:37,horsetail_observed.csv,3.845,2.409,4.189,7.985,8.1,3.83,9.15,14.145,4.63,0.1745368929935998193656369538,
+2026-05-21 15:02:37,horsetail_observed.csv,2.854,2.279,4.654,4.102,6.063,3.64,8.24,12.994,6.65,0.03906410657966496431273414962,
+2026-05-21 15:02:38,horsetail_observed.csv,1.964,2.913,7.065,6.455,7.824,4.95,8.86,6.962,5.06,0.1150877138294706546999896535,
+2026-05-21 15:02:38,horsetail_observed.csv,2.659,2.708,3.867,2.886,5.024,3.7,8.4,10.96,5.95,0.08202175465572430289960017344,
+2026-05-21 15:02:38,horsetail_observed.csv,4.145,0.668,5.314,5.342,9.821,3.48,8.68,13.232,6.88,0.05230423203038344393308202649,
+2026-05-21 15:02:39,horsetail_observed.csv,4.475,2.815,1.467,0.092,3.712,4.92,9.93,3.827,5.38,0.01569464456164727480997278748,
+2026-05-21 15:02:39,horsetail_observed.csv,4.655,2.362,7.111,7.339,9.415,3.82,9.42,3.006,4.5,0.1731011703248496550938894993,
+2026-05-21 15:02:39,horsetail_observed.csv,2.06,2.409,7.29,4.909,4.993,4.78,8.23,2.003,7.09,0.03434634144763081106856743384,
+2026-05-21 15:02:39,horsetail_observed.csv,2.765,1.778,4.818,6.756,4.603,3.91,9.05,14.809,4.76,0.1583756329878649289557076417,
+2026-05-21 15:02:40,horsetail_observed.csv,1.52,0.76,3.057,4.744,4.835,3.23,8.74,13.01,6.16,0.07691681965325413141356411596,
+2026-05-21 15:02:40,horsetail_observed.csv,1.135,1.13,5.671,4.108,5.206,4.9,8.65,4.286,6.71,0.08325812339053377129831866867,
+2026-05-21 15:02:40,horsetail_observed.csv,2.653,1.428,1.657,1.584,5.764,3.19,9.54,9.04,6.11,0.05239522767060224286731731752,
+2026-05-21 15:02:41,horsetail_observed.csv,4.685,0.74,5.985,0.706,2.263,3.24,9.46,11.578,7.41,0.07960582986141699555328650764,
+2026-05-21 15:02:41,horsetail_observed.csv,4.312,1.596,2.714,6.476,9.534,4.07,8.03,10.734,6.09,0.07320686363236713340838879836,
+2026-05-21 15:02:41,horsetail_observed.csv,2.394,0.833,3.547,0.735,6.711,4.95,8.91,11.491,6.66,0.08143911791147288947696656535,
+2026-05-21 15:02:41,horsetail_observed.csv,4.103,1.165,7.564,6.553,3.632,4.25,8.26,1.631,6.71,0.03650658685208047138246999835,
+2026-05-21 15:02:42,horsetail_observed.csv,3.993,0.703,1.042,7.591,5.558,3.82,9.04,13.027,4.58,0.2012780464860241466107662328,
+2026-05-21 15:02:42,horsetail_observed.csv,1.588,2.305,3.639,4.543,2.544,3.89,8.0,11.986,6.25,0.05179542182904341207919803886,
+2026-05-21 15:02:42,horsetail_observed.csv,2.045,2.546,7.383,1.103,5.655,3.04,9.6,3.837,5.0,0.1188389973483291785233385798,
+2026-05-21 15:02:43,horsetail_observed.csv,2.804,1.443,6.803,5.139,5.771,4.31,8.52,6.635,6.65,0.02546917695332475752824850472,
+2026-05-21 15:02:43,horsetail_observed.csv,3.708,2.995,1.809,4.439,9.319,3.13,9.98,12.601,6.71,0.04943858693140599439557828393,
+2026-05-21 15:02:43,horsetail_observed.csv,2.436,2.286,1.845,7.904,2.427,3.32,8.89,6.994,5.63,0.1654557667975207543777484499,
+2026-05-21 15:02:43,horsetail_observed.csv,4.799,2.937,2.138,5.064,2.423,3.94,9.17,11.324,6.53,0.02053296025555230982881872696,
+2026-05-21 15:02:44,horsetail_observed.csv,3.786,0.716,1.363,1.955,3.649,4.87,8.97,9.291,7.18,0.08297326099065271603657587463,
+2026-05-21 15:02:44,horsetail_observed.csv,3.32,2.437,7.586,2.032,2.877,4.86,8.87,11.179,7.24,0.08780672982381377827844451713,
+2026-05-21 15:02:44,horsetail_observed.csv,1.554,1.14,4.739,1.781,1.402,3.66,8.36,12.957,5.61,0.07718198796299897562490544693,
+2026-05-21 15:02:45,horsetail_observed.csv,3.733,1.821,5.491,1.807,9.124,3.84,9.15,4.092,5.53,0.06806806703718148838067306446,
+2026-05-21 15:02:45,horsetail_observed.csv,3.665,2.851,1.97,7.439,8.044,4.56,8.33,6.942,4.75,0.1237991924794985527070400652,
+2026-05-21 15:02:45,horsetail_observed.csv,2.921,0.752,3.692,2.888,3.013,3.71,9.2,12.998,6.72,0.006658741944977483975732925328,
+2026-05-21 15:02:45,horsetail_observed.csv,1.926,1.399,5.792,1.449,4.791,3.9,9.24,12.955,5.29,0.05317123752621888835815292407,
+2026-05-21 15:02:46,horsetail_observed.csv,4.084,2.252,4.996,2.992,6.726,3.42,8.51,1.074,7.15,0.02840323957892521874445943995,
+2026-05-21 15:02:46,horsetail_observed.csv,1.686,1.406,3.872,7.277,7.617,4.53,9.88,2.578,5.56,0.04662654214067164776258529611,
+2026-05-21 15:02:46,horsetail_observed.csv,2.377,2.859,3.047,7.227,7.619,3.22,8.23,2.267,7.24,0.05330839334037887968810017674,
+2026-05-21 15:02:46,horsetail_observed.csv,1.928,1.662,5.206,1.075,1.116,4.3,8.7,10.506,5.02,0.05435211708783965423370769998,
+2026-05-21 15:02:47,horsetail_observed.csv,3.178,0.664,6.431,3.657,9.188,3.56,8.33,14.172,6.16,0.04227912544841475293089987045,
+2026-05-21 15:02:47,horsetail_observed.csv,4.635,0.756,7.278,7.519,5.959,3.6,8.89,10.683,4.51,0.2550068567168483458645572629,
+2026-05-21 15:02:47,horsetail_observed.csv,4.647,1.227,4.846,4.113,6.598,3.57,8.91,1.631,5.29,0.1218686581734014177716673516,
+2026-05-21 15:02:48,horsetail_observed.csv,1.111,2.633,5.105,2.09,5.579,4.66,9.39,9.091,7.22,0.04551957097108648744380565648,
+2026-05-21 15:02:48,horsetail_observed.csv,1.978,0.666,5.562,1.335,1.78,3.39,9.53,13.031,5.6,0.07234363523372315053358466698,
+2026-05-21 15:02:48,horsetail_observed.csv,4.993,1.219,2.934,4.988,8.453,4.32,9.57,1.378,7.01,0.03675459223981082813586734736,
+2026-05-21 15:02:48,horsetail_observed.csv,3.867,1.689,5.77,2.428,3.535,3.99,9.02,4.149,6.56,0.02606259151767583650607093628,
+2026-05-21 15:02:49,horsetail_observed.csv,4.751,2.759,2.004,2.707,9.322,3.14,8.58,1.613,6.88,0.03559483148010798935584297171,
+2026-05-21 15:02:49,horsetail_observed.csv,4.007,1.693,5.259,0.192,4.748,3.59,8.12,4.364,5.45,0.06620016803622883458998047984,
+2026-05-21 15:02:49,horsetail_observed.csv,4.352,1.948,5.453,6.542,9.905,4.29,9.62,6.446,7.49,0.04490060139412096104432102290,
+2026-05-21 15:02:50,horsetail_observed.csv,4.856,1.203,7.119,0.245,3.631,3.08,9.76,12.584,7.4,0.1230401432570168301083160514,
+2026-05-21 15:02:50,horsetail_observed.csv,3.409,1.733,1.333,4.2,2.915,4.49,9.65,12.471,6.03,0.01480158570285334151816430368,
+2026-05-21 15:02:50,horsetail_observed.csv,2.404,1.394,4.586,1.057,5.267,3.29,9.57,7.09,4.95,0.1056592472475141116622230313,
+2026-05-21 15:02:50,horsetail_observed.csv,1.947,0.787,3.548,3.287,7.525,4.1,9.99,13.664,6.9,0.02948801531749440918953978630,
+2026-05-21 15:02:51,horsetail_observed.csv,4.371,1.162,4.069,1.189,5.281,4.82,8.61,6.346,4.91,0.04993312086852872321778452293,
+2026-05-21 15:02:51,horsetail_observed.csv,1.058,1.4,2.776,3.124,8.341,3.42,9.11,12.187,4.82,0.1722739625890655902655941830,
+2026-05-21 15:02:51,horsetail_observed.csv,1.812,1.718,1.861,4.78,3.913,3.32,8.35,10.518,6.21,0.08476277771539175751517310115,
+2026-05-21 15:02:52,horsetail_observed.csv,1.255,1.508,2.019,2.491,6.986,3.04,8.46,2.814,6.79,0.05595423132403252914918034341,
+2026-05-21 15:02:52,horsetail_observed.csv,4.878,0.529,5.947,5.515,1.943,4.37,8.87,5.955,7.38,0.05549624667742305801782546013,
+2026-05-21 15:02:52,horsetail_observed.csv,2.817,2.574,7.068,5.74,7.332,4.14,8.86,10.148,6.21,0.03961301346993919606200666825,
+2026-05-21 15:02:52,horsetail_observed.csv,1.304,0.618,4.036,5.707,4.975,3.07,8.08,5.265,5.93,0.1200983132598607003775930075,
+2026-05-21 15:02:53,horsetail_observed.csv,4.077,0.733,6.688,3.776,4.136,3.42,8.5,12.58,7.04,0.05189880300868319273514561870,
+2026-05-21 15:02:53,horsetail_observed.csv,4.26,2.946,1.343,5.869,6.302,3.94,9.14,8.947,5.34,0.1145750555471906039888099290,
+2026-05-21 15:02:53,horsetail_observed.csv,2.878,1.536,1.738,6.5,7.526,3.41,8.0,10.518,7.35,0.07452561310453856400604399902,
+2026-05-21 15:02:54,horsetail_observed.csv,3.255,1.394,5.497,0.372,4.887,4.34,9.9,5.669,7.2,0.1061839805217348419954190698,
+2026-05-21 15:02:54,horsetail_observed.csv,3.594,2.937,3.475,7.007,5.128,3.3,9.19,4.921,4.9,0.2214642050241952758813477031,
+2026-05-21 15:02:54,horsetail_observed.csv,4.305,2.639,3.235,3.265,2.212,4.59,8.55,6.956,6.2,0.02688722926262706298669758520,
+2026-05-21 15:02:54,horsetail_observed.csv,4.67,2.342,4.75,0.609,3.531,4.69,9.06,9.205,7.17,0.07829425479718881722195906684,
+2026-05-21 15:02:55,horsetail_observed.csv,2.399,2.077,6.853,2.921,5.384,4.06,8.55,9.639,5.48,0.07923297782829541868258127904,
+2026-05-21 15:02:55,horsetail_observed.csv,1.041,2.812,6.694,4.109,5.285,4.29,8.06,8.598,4.64,0.1307025058429635011865213126,
+2026-05-21 15:02:55,horsetail_observed.csv,1.508,2.001,2.638,3.917,8.514,4.94,8.75,11.999,6.56,0.04998597594147385637574621720,
+2026-05-21 15:02:55,horsetail_observed.csv,1.462,2.43,6.401,1.599,4.589,4.28,8.81,4.653,4.58,0.07121705866110760844675173991,
+2026-05-21 15:02:56,horsetail_observed.csv,3.598,1.586,4.068,3.098,8.207,3.87,9.14,8.113,7.09,0.03489738649066171133211824438,
+2026-05-21 15:02:56,horsetail_observed.csv,1.336,0.987,4.368,7.928,6.061,4.76,9.35,11.341,7.06,0.07858301485212070999756964634,
+2026-05-21 15:02:56,horsetail_observed.csv,1.629,2.099,6.322,4.764,6.858,4.58,8.57,10.2,6.6,0.02393147944070968100464229157,
+2026-05-21 15:02:57,horsetail_observed.csv,4.864,1.27,3.249,3.847,1.026,4.17,9.91,13.845,5.1,0.05717465555600324570135357830,
+2026-05-21 15:02:57,horsetail_observed.csv,1.281,0.866,5.219,1.245,1.731,3.23,8.64,3.321,6.45,0.05347829111629819051385007564,
+2026-05-21 15:02:57,horsetail_observed.csv,1.325,1.067,7.795,6.61,5.653,3.63,8.94,8.366,5.79,0.09973935587127080934183980703,
+2026-05-21 15:02:57,horsetail_observed.csv,2.55,1.509,2.988,6.077,2.989,3.12,8.71,9.594,7.29,0.07693139056110472612403621723,
+2026-05-21 15:02:58,horsetail_observed.csv,4.144,1.081,2.08,4.414,7.187,4.92,8.17,6.832,6.29,0.06321609577959868397314146579,
+2026-05-21 15:02:58,horsetail_observed.csv,3.363,1.784,3.709,5.801,2.055,3.95,8.97,6.685,5.93,0.08315432210188871676128858657,
+2026-05-21 15:02:58,horsetail_observed.csv,3.359,2.282,4.633,7.082,2.478,3.09,8.42,8.434,4.92,0.2406636746559835046744798937,
+2026-05-21 15:02:59,horsetail_observed.csv,4.62,0.936,4.331,3.128,9.57,4.39,8.88,4.232,6.71,0.05209414158210150063719877917,
+2026-05-21 15:02:59,horsetail_observed.csv,1.426,1.813,4.26,5.261,5.749,3.25,8.28,3.415,5.94,0.09724616055564393777618012358,
+2026-05-21 15:02:59,horsetail_observed.csv,3.57,2.251,1.251,7.688,1.47,4.82,8.92,4.252,6.89,0.02610172748122403408558413022,
+2026-05-21 15:02:59,horsetail_observed.csv,4.804,0.916,6.872,1.899,2.17,4.4,8.55,13.237,5.49,0.03251179284826820595243770932,
+2026-05-21 15:03:00,horsetail_observed.csv,2.001,2.798,1.931,1.547,3.309,4.05,9.12,5.843,5.43,0.04983749540860463723032496046,
+2026-05-21 15:03:00,horsetail_observed.csv,4.878,2.928,6.137,0.702,8.799,3.16,9.59,5.838,5.72,0.1010394114554680134163776664,
+2026-05-21 15:03:00,horsetail_observed.csv,2.624,0.999,2.157,5.541,7.016,3.75,9.97,9.743,7.11,0.03028597815471460521514279440,
+2026-05-21 15:03:01,horsetail_observed.csv,2.912,1.554,4.18,1.218,9.391,4.76,9.62,14.607,7.08,0.07654211081164502272410037770,
+2026-05-21 15:03:01,horsetail_observed.csv,1.426,0.503,1.91,4.782,5.999,4.84,9.65,4.23,5.63,0.06398178709886090010136843093,
+2026-05-21 15:03:01,horsetail_observed.csv,3.496,2.439,4.839,3.779,3.167,3.67,8.19,2.567,7.15,0.02782502322513079568991263807,
+2026-05-21 15:03:01,horsetail_observed.csv,4.365,1.675,2.487,4.813,7.081,3.69,8.59,1.599,5.75,0.08711822096971165423731870087,
+2026-05-21 15:03:02,horsetail_observed.csv,2.473,1.215,1.209,2.368,2.13,3.8,8.81,4.531,5.92,0.04341117117382712933244487365,
+2026-05-21 15:03:02,horsetail_observed.csv,2.847,0.506,2.168,2.362,2.867,3.96,8.28,8.654,4.93,0.09357351998178327871047197949,
+2026-05-21 15:03:02,horsetail_observed.csv,4.579,0.912,2.627,7.502,4.221,4.71,9.34,8.306,5.77,0.08632110538979665339424532023,
+2026-05-21 15:03:02,horsetail_observed.csv,3.209,1.974,1.367,6.12,8.252,3.12,8.23,5.67,6.45,0.07476898409727150668456729848,
+2026-05-21 15:03:03,horsetail_observed.csv,1.309,2.072,5.358,2.857,7.688,3.55,8.35,2.236,6.05,0.06768266177611933696190450574,
+2026-05-21 15:03:03,horsetail_observed.csv,3.64,0.516,4.003,0.3,7.87,4.05,8.98,6.119,5.35,0.01844467200532664452733246036,
+2026-05-21 15:03:03,horsetail_observed.csv,1.824,2.798,7.461,4.26,1.863,4.34,8.09,12.583,7.08,0.02455883403213178747823249418,
+2026-05-21 15:03:04,horsetail_observed.csv,4.68,2.866,1.417,2.853,3.557,3.22,9.43,13.411,4.59,0.2115896047345493322240112291,
+2026-05-21 15:03:04,horsetail_observed.csv,3.635,2.844,1.439,0.7,1.822,4.44,9.88,13.232,5.88,0.01781002857482283535860153318,
+2026-05-21 15:03:04,horsetail_observed.csv,2.962,1.091,4.328,6.441,6.382,3.34,9.33,4.971,6.43,0.06139732936231921908083271761,
+2026-05-21 15:03:04,horsetail_observed.csv,4.711,0.901,7.444,2.863,9.348,3.59,9.73,10.797,5.34,0.07740801139767647490146137843,
+2026-05-21 15:03:05,horsetail_observed.csv,2.325,0.591,3.254,2.985,4.453,4.41,8.17,11.977,5.25,0.08162512168380712298807146108,
+2026-05-21 15:03:05,horsetail_observed.csv,3.387,2.126,1.104,5.637,4.644,4.67,8.72,6.819,6.7,0.02425518642317006436306425563,
+2026-05-21 15:03:05,horsetail_observed.csv,3.39,1.586,3.326,7.859,4.127,4.71,8.22,7.907,4.77,0.1383520774821865216887374234,
+2026-05-21 15:03:06,horsetail_observed.csv,3.909,1.949,6.5,5.041,3.763,4.5,8.64,12.238,6.14,0.03693401170265299717813748978,
+2026-05-21 15:03:06,horsetail_observed.csv,2.56,1.306,6.139,5.028,3.492,4.19,8.08,4.452,6.14,0.06603785478837284255199703065,
+2026-05-21 15:03:06,horsetail_observed.csv,2.754,0.56,4.484,7.478,5.131,4.16,9.61,2.484,6.27,0.04680800378735133523120524335,
diff --git a/modelling/data/abingdon-all/seasonal/horsetail_simulated.csv b/modelling/data/abingdon-all/seasonal/horsetail_simulated.csv
new file mode 100644
index 0000000..3597467
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/horsetail_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,2.66935E-12,0.1,0,0.01,1.71484E-12
+RungeKutta4,2,0.2,9.14867E-12,0.1,0,0.01,5.87727E-12
+RungeKutta4,3,0.3,2.56037E-11,0.1,0,0.01,1.64483E-11
+RungeKutta4,4,0.4,6.66814E-11,0.1,0,0.01,4.28373E-11
+RungeKutta4,5,0.5,1.66640E-10,0.1,0,0.01,1.07052E-10
+RungeKutta4,6,0.6,4.04332E-10,0.1,0,0.01,2.59750E-10
+RungeKutta4,7,0.7,9.58635E-10,0.1,0,0.01,6.15844E-10
+RungeKutta4,8,0.8,2.23036E-9,0.1,0,0.01,1.43282E-9
+RungeKutta4,9,0.9,5.10788E-9,0.1,0,0.01,3.28139E-9
+RungeKutta4,10,1.0,1.15420E-8,0.1,0,0.01,7.41478E-9
+RungeKutta4,11,1.1,2.57807E-8,0.1,0,0.01,1.65620E-8
+RungeKutta4,12,1.2,5.70060E-8,0.1,0,0.01,3.66217E-8
+RungeKutta4,13,1.3,1.24937E-7,0.1,0,0.01,8.02617E-8
+RungeKutta4,14,1.4,2.71663E-7,0.1,0,0.01,1.74521E-7
+RungeKutta4,15,1.5,5.86536E-7,0.1,0,0.01,3.76801E-7
+RungeKutta4,16,1.6,0.00000125831,0.1,0,0.01,8.08360E-7
+RungeKutta4,17,1.7,0.00000268387,0.1,0,0.01,0.00000172417
+RungeKutta4,18,1.8,0.00000569437,0.1,0,0.01,0.00000365816
+RungeKutta4,19,1.9,0.0000120229,0.1,0,0.01,0.00000772372
+RungeKutta4,20,2.0,0.0000252701,0.1,0,0.01,0.0000162340
+RungeKutta4,21,2.1,0.0000528909,0.1,0,0.01,0.0000339780
+RungeKutta4,22,2.2,0.000110262,0.1,0,0.01,0.0000708342
+RungeKutta4,23,2.3,0.000228986,0.1,0,0.01,0.000147105
+RungeKutta4,24,2.4,0.000473733,0.1,0,0.01,0.000304334
+RungeKutta4,25,2.5,0.000976121,0.1,0,0.01,0.000627077
+RungeKutta4,26,2.6,0.00200194,0.1,0,0.01,0.00128608
+RungeKutta4,27,2.7,0.00408114,0.1,0,0.01,0.00262180
+RungeKutta4,28,2.8,0.00824722,0.1,0,0.01,0.00529816
+RungeKutta4,29,2.9,0.0164368,0.1,0,0.01,0.0105593
+RungeKutta4,30,3.0,0.0320229,0.1,0,0.01,0.0205721
+RungeKutta4,31,3.1,0.0601549,0.1,0,0.01,0.0386446
+RungeKutta4,32,3.2,0.107022,0.1,0,0.01,0.0687528
+RungeKutta4,33,3.3,0.177197,0.1,0,0.01,0.113834
+RungeKutta4,34,3.4,0.270273,0.1,0,0.01,0.173628
+RungeKutta4,35,3.5,0.380140,0.1,0,0.01,0.244209
+RungeKutta4,36,3.6,0.497868,0.1,0,0.01,0.319839
+RungeKutta4,37,3.7,0.615304,0.1,0,0.01,0.395282
+RungeKutta4,38,3.8,0.726861,0.1,0,0.01,0.466948
+RungeKutta4,39,3.9,0.829588,0.1,0,0.01,0.532942
+RungeKutta4,40,4.0,0.922444,0.1,0,0.01,0.592594
+RungeKutta4,41,4.1,1.00554,0.1,0,0.01,0.645977
+RungeKutta4,42,4.2,1.07958,0.1,0,0.01,0.693541
+RungeKutta4,43,4.3,1.14549,0.1,0,0.01,0.735883
+RungeKutta4,44,4.4,1.20421,0.1,0,0.01,0.773606
+RungeKutta4,45,4.5,1.25661,0.1,0,0.01,0.807268
+RungeKutta4,46,4.6,1.30345,0.1,0,0.01,0.837359
+RungeKutta4,47,4.7,1.34537,0.1,0,0.01,0.864289
+RungeKutta4,48,4.8,1.38288,0.1,0,0.01,0.888386
+RungeKutta4,49,4.9,1.41640,0.1,0,0.01,0.909920
+RungeKutta4,50,5.0,1.44622,0.1,0,0.01,0.929077
+RungeKutta4,51,5.1,1.47257,0.1,0,0.01,0.946005
+RungeKutta4,52,5.2,1.49557,0.1,0,0.01,0.960780
+RungeKutta4,53,5.3,1.51525,0.1,0,0.01,0.973423
+RungeKutta4,54,5.4,1.53153,0.1,0,0.01,0.983882
+RungeKutta4,55,5.5,1.54418,0.1,0,0.01,0.992008
+RungeKutta4,56,5.6,1.55277,0.1,0,0.01,0.997527
+RungeKutta4,57,5.7,1.55662,0.1,0,0.01,1
+RungeKutta4,58,5.8,1.55468,0.1,0,0.01,0.998754
+RungeKutta4,59,5.9,1.54542,0.1,0,0.01,0.992805
+RungeKutta4,60,6.0,1.52675,0.1,0,0.01,0.980811
+RungeKutta4,61,6.1,1.49604,0.1,0,0.01,0.961082
+RungeKutta4,62,6.2,1.45035,0.1,0,0.01,0.931730
+RungeKutta4,63,6.3,1.38715,0.1,0,0.01,0.891129
+RungeKutta4,64,6.4,1.30555,0.1,0,0.01,0.838708
+RungeKutta4,65,6.5,1.20767,0.1,0,0.01,0.775828
+RungeKutta4,66,6.6,1.09928,0.1,0,0.01,0.706197
+RungeKutta4,67,6.7,0.988825,0.1,0,0.01,0.635239
+RungeKutta4,68,6.8,0.884839,0.1,0,0.01,0.568436
+RungeKutta4,69,6.9,0.793382,0.1,0,0.01,0.509683
+RungeKutta4,70,7.0,0.716867,0.1,0,0.01,0.460528
+RungeKutta4,71,7.1,0.654464,0.1,0,0.01,0.420439
+RungeKutta4,72,7.2,0.603204,0.1,0,0.01,0.387509
+RungeKutta4,73,7.3,0.558879,0.1,0,0.01,0.359034
+RungeKutta4,74,7.4,0.516458,0.1,0,0.01,0.331782
+RungeKutta4,75,7.5,0.470197,0.1,0,0.01,0.302063
+RungeKutta4,76,7.6,0.414342,0.1,0,0.01,0.266181
+RungeKutta4,77,7.7,0.345607,0.1,0,0.01,0.222024
+RungeKutta4,78,7.8,0.267109,0.1,0,0.01,0.171596
+RungeKutta4,79,7.9,0.189163,0.1,0,0.01,0.121522
+RungeKutta4,80,8.0,0.123230,0.1,0,0.01,0.0791651
+RungeKutta4,81,8.1,0.0749223,0.1,0,0.01,0.0481314
+RungeKutta4,82,8.2,0.0432355,0.1,0,0.01,0.0277752
+RungeKutta4,83,8.3,0.0240205,0.1,0,0.01,0.0154312
+RungeKutta4,84,8.4,0.0129818,0.1,0,0.01,0.00833974
+RungeKutta4,85,8.5,0.00687395,0.1,0,0.01,0.00441595
+RungeKutta4,86,8.6,0.00358345,0.1,0,0.01,0.00230207
+RungeKutta4,87,8.7,0.00184527,0.1,0,0.01,0.00118543
+RungeKutta4,88,8.8,0.000940758,0.1,0,0.01,0.000604359
+RungeKutta4,89,8.9,0.000475625,0.1,0,0.01,0.000305550
+RungeKutta4,90,9.0,0.000238740,0.1,0,0.01,0.000153371
+RungeKutta4,91,9.1,0.000119078,0.1,0,0.01,0.0000764978
+RungeKutta4,92,9.2,0.000059054,0.1,0,0.01,0.0000379373
+RungeKutta4,93,9.3,0.0000291323,0.1,0,0.01,0.0000187151
+RungeKutta4,94,9.4,0.0000143004,0.1,0,0.01,0.00000918683
+RungeKutta4,95,9.5,0.00000698652,0.1,0,0.01,0.00000448826
+RungeKutta4,96,9.6,0.00000339755,0.1,0,0.01,0.00000218265
+RungeKutta4,97,9.7,0.00000164472,0.1,0,0.01,0.00000105660
+RungeKutta4,98,9.8,7.92565E-7,0.1,0,0.01,5.09158E-7
+RungeKutta4,99,9.9,3.80163E-7,0.1,0,0.01,2.44223E-7
+RungeKutta4,100,10.0,1.81486E-7,0.1,0,0.01,1.16590E-7
+RungeKutta4,101,10.1,8.6216E-8,0.1,0,0.01,5.53867E-8
+RungeKutta4,102,10.2,4.07482E-8,0.1,0,0.01,2.61774E-8
+RungeKutta4,103,10.3,1.91555E-8,0.1,0,0.01,1.23058E-8
+RungeKutta4,104,10.4,8.9537E-9,0.1,0,0.01,5.75201E-9
+RungeKutta4,105,10.5,4.15992E-9,0.1,0,0.01,2.67241E-9
+RungeKutta4,106,10.6,1.92022E-9,0.1,0,0.01,1.23358E-9
+RungeKutta4,107,10.7,8.8025E-10,0.1,0,0.01,5.65488E-10
+RungeKutta4,108,10.8,4.00515E-10,0.1,0,0.01,2.57298E-10
+RungeKutta4,109,10.9,1.80782E-10,0.1,0,0.01,1.16138E-10
+RungeKutta4,110,11.0,8.09038E-11,0.1,0,0.01,5.19740E-11
+RungeKutta4,111,11.1,3.58785E-11,0.1,0,0.01,2.30490E-11
+RungeKutta4,112,11.2,1.57607E-11,0.1,0,0.01,1.01250E-11
+RungeKutta4,113,11.3,6.85715E-12,0.1,0,0.01,4.40515E-12
+RungeKutta4,114,11.4,2.95625E-12,0.1,0,0.01,1.89915E-12
+RungeKutta4,115,11.5,1.26478E-12,0.1,0,0.01,8.12517E-13
+RungeKutta4,116,11.6,5.38798E-13,0.1,0,0.01,3.46133E-13
+RungeKutta4,117,11.7,2.29986E-13,0.1,0,0.01,1.47747E-13
+RungeKutta4,118,11.8,9.9418E-14,0.1,0,0.01,6.38679E-14
+RungeKutta4,119,11.9,4.42137E-14,0.1,0,0.01,2.84037E-14
+RungeKutta4,120,12.0,3.18096E-13,0.1,0,0.01,2.04350E-13
+RungeKutta4,121,12.1,2.50312E-12,0.1,0,0.01,1.60805E-12
diff --git a/modelling/data/abingdon-all/seasonal/horsetail_simulated.png b/modelling/data/abingdon-all/seasonal/horsetail_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..4e67647bbd9d7751bce5ef99dd6cd218abeac7aa
GIT binary patch
literal 29172
zcma&O1y~eo8#lgyfRZ9eNQo$*64D)tfI+Az(jZ93(y+9mBGTP0p@2vuEG6A3APbA+
zg2ciSOY?u$de8BFzwiH@>pItX4YM=P%skJ1-@mvg;GU`yImtN^2n0fY`_|0|5D306
z1cLYNBoWvn+&?}GHWE$>nojCaQzzFa4ki$lCr)<OP$z2(qw_8%4vrR3TR~p_YrNvz
z=gpm*>>MTd_-y_h!3%XT<Ks{q)B<NYWp_)<5dxung8LsYS2o820<kx|ee?Q5x1^N`
zV$Vl&yTogp9_TOy+KbO#ykI`_O5=W1Mn<V>>C0(ztD>^8;eH>&{wrlY8upY!8qER2
zJZ<+FPO+a>JaaxV?DjSb_85k=`*8c#`5B~Rk5?~x3Dr>}>YB7)jh4oKLc@AJmX$do
z1HeEa_1Bim^l|@y+@m9r!)^Vp<DCQ>!)sg+Jg_ArB0LW^z71)R6JUFdp2in!AVhxn
zr@^M)@E!yoZ0X7VpMRWoSyEE6>iB4Xoi}$j_4t6ZxwTdO@nbpxG@FD(g7;RQK|CK6
z3D+uBIeKhA;XKkWJfiD2E=K}}^DrVl{`O-%=d%h53gLNqSA$uk6L_l@F1YV4=B%?M
zDR_I=?g(h8QczIPFfiPf-T&Il#m-K!Oa4Glk69Yi#_oijaE+`v49)ZD*(^ucE@5S?
zMn0VNnJlx4wRJo?*yw$<OV#knYpsE}6gnxBCrjsBmJT^_uc6!q!6h!P<!L|e(8;se
zCD_~7Ejr0v`{H=3&}T}T{%vz0-C!cL_I6?I-W5Hc!>!Ggiphblc)|N8D9)gU`}^4(
zqE6BI=4lk1>o<OCW;S@2ug0kbp`0x7$TNi1=U|;mn$DL+%(4aoQC#bjrwk7brOe97
zi7YIH7S=__##)u@mYa^1T5JXy9DMeK^(2Wq?asvxI`&E{@xj+_)L|{GtuIniQl5={
zP^a&)A{<VKm9tVPMEeH@cBa|3Ci*`9pnJPlW}h48?yl|i36f7J?F+dg=CVwGiGw3W
z<De)lEp70_ey`7w{9uk6r>LkX28*RL4t?|Hjr+uWHM%x4udr6znq-cz@b&AHRWl)y
zxt~6L8d<q>_pZg)ViOt`7G7JrbLZ|n*0p~*nm<PElfEv1vHAS@v-vJ&?xDK+;F1U`
z)ko&irAz(k^8V(l<DX_%S9wKDHY$r##>U3Xo8O$B7Pgz}G}u9<c<|bcl?HGxJ}2cp
zeLO!mw>75w$)uBZZvySjSv)sVurnRV*W|E<af8A7vtsq{5L2=+Y3TdGxLMR&6h5!d
zv|99MC`=#Z-p^bB_ao@+;<8=E6WTt5{1!mX`3652iXBWn+ALKm^s`_*oC?}TPpWOq
zceCI9hI~A?<ybu*M8PUEz9a(IikYOe<r_C%LZOsUNsb{3j`Kky`C9BfSSF4%x8<T%
z^X=uYG^bCW7noT_`WzpYgy1oqq(pqXuni^xgQ6v5?-`36<m_5y-3p>&@EHN|O+4pv
z<mdg>YPC(FHPh)gZ%Fu6*EnT&PpwQ;kLcd4#Uee1hK6odAl>tJ9PZw|OI>l5mzUN@
zT^BYNJx#iStvjySiI`zgI>KDx=B9~_=Cee;XlcfiWr0%6=nJnF9ZdPNwzapnAGm$_
z@+ITi?ryISZ%lZdGR&HWj+c~{`&y{52beX@*^0<nJp%)^LO6z`J5|<z8x?g~om)dw
z(ECu@e!Z2DhA#cUq}y$9eIV;@v%s2|SWk!nJKe>kyohE)%(-P_e%{R;mv`^pWzc{9
z_{4AY1wA!2d$Gp2)1XR*?;P2#7fPi}cNRTbBya7)bO%9iPXBx$a4a<@hW34azSPRz
zt5>fEKg^8OcZ$0#YxcYBC=v4!W7}50mgI~qnH|Vq;^hrt@!okN5U)(zy(?O`OCB8+
z^?Dz(vOk@X;2{mIoFZCpoK1E`Qgv=D=A^zca>(USjyq3s`$%_<{vjmM1Rs*OzqeGV
z0%E|lkkv5vpq}f5$=>(8LS-8pn;P5L)Kos(4Y0<xs$>KO2WJ-+Mwj-ov$F?N%(lLN
z;Q*0I{rdH1mAZO*-IL|nN~~T^^(I&O_(a7eB@=mTcZ}4{%yM@3%u-;A<Jd2c4TKF`
zkuX%i64Gske8ah*pddRe?DSytV||O-51E<rx|7s=ckS#xF19d2mz||$ksZ-jRm>t{
zV>xXrEWcb)S5SEQuC#Qh6t-bHIP^}vd5hI^?OEl7RbdSWZ>nRDxDf-**47q>fq}sw
zPsRAalKrl|r>AGv2qi~hgAA=smD4*nI5CS`+K3J8Q;u4yZS4UFJZ}((Q<OepE4x)y
zRj<ZH_BJZ&4ppRx`FspK55KA|E-ua^)Zzu2X=rGkzJLE-z@P$zy2zTE8jJRbOY=)R
zUUU1r`tZt;4J`@OTxV=x>yp}J?<t@8h=>SfI$gW#g-e+k8BP0Hqoo#+Zpud$h4wQo
z@wD8U*S-}KjN)746WzmuicGV}tp<E!zU~%z8Ed&VKd2_N+vHhIDSL3wnq-!RWi|M|
zDjOSH25}aO<KgPddv<(ulOdwc>sWDY2v>!@iwmu~mR+x&Po=28hvLyrtL*leV3fxy
zyryQcq*rFi*#jB$)scxs*89#KlDYZ$gu<B`r(O4!Ley+~WQJ0pM{%XUd8OO(S?sbs
z3tT+G1M<o2wFkS$v<b@Oo*nu$v}c~BJ>?U|rqWEc-T4}fe7nefZw2auSQ3B^EXUKK
zwK@`ccDJ^&tb4!|UQm1V=&ZPe1cjJwuxK5|YRO}-)8J@e$%Ruj>9pj;+WZ6LiGnyG
ziwJWRT)yS2eqEWvs#<UFDcQ$1HU(`y7gxeWO|T<6B!+iCo}!n#Bxu@o+F)AO+Ma5s
zUx~FpQcdP^_NytrhsaW=**2>C_3L!*KJK<}=2T4J0g<F_wFVgnms;Jd&(huU*&9sd
z5);#0=J)t&65Ahf>F&*`dJ+<nrn;HdQ1ll40bzIIPE_4hw=RudevJ;g3!!{Vi(4ZG
zbcqrr#l^WbH4~nPas0;SmEMO-27%qKy1AHnRg*3w1Fuv+#}#qYk9@pN#EBz@tasCc
zP)muAd$B>JS}d+#OVYkuaoHG)?Rc#~J<n5KUa&~p{(R=lnFWv)By5yIYtjC~4lF03
z-w*dEk9lQ`!7`X%+Ap6<|Au{X5lh@h04jznGoRlCUY7}G6jddAf#UZV-*1$bI%xh(
zFzK;vcsUBm$nv<QhG)E_Wd`kLWN`F(E}6X2EE{#PZoH(zZt8}1op;TS!#w}fyvK#K
zemgMj!1V9XPjLd}cfa0$7VGEg`HkfwlEDw%+M5@IV5H#nCMuzp@6~6`o^3F0io(z2
zTxDRi)|ZFn3(g5Y^s`|kn6i%;C+(c!hnbNGZ+Xe)hdcVXkzK-8ZP4FFwg<QhP2Gsc
zzVcowsCaegUg^e~dz$#;Sx|roy(L>kbz26xl6|}J#zVPMOlt7$fVjALMr^Q$3Jt+Z
zd|PN|4Ugw^%30(oKMz#py&2|*^yr-iX>XF%ceBz;{v{(^X!_5g&C)5-9(VQ-P49@j
z4}(bi8{jEmWJ9gzmNE8JO@xPXHNHPa$$BbiQXQ!)sVj}RYcP&rq^B2Ku+Zm@-jJ)Y
zhg&3j7>XlOq?>gi6m)d`@DX9U7)UvpF{qR3XQJJ=!!AdyKj@ejV(DzDk%TMRP9io;
zSX!H-Skh7|rZ&7dqvvZlVCbHdoxo@h->B{<2Xh@Y5ywZ^IuB_UbXjL&gnvoSQ=iTX
zN0cf*#RF0)WP~UKMn6|tROzZ4bgW@sc(nB#36edg<U3Tr_)=p-dGNEY1mU{}k^}7S
zc6{gPEDvTfQ9{?@{`(^aJ}R-g4((d3jRWFW3C$)g0>$`vDLhm^H4b*!70%eLM~T3f
zrI57sG3mso<p`y|5c({xmr{*WH`Z85@w8SsFEu@+g)?aGo|#?012SddPR6uK?m<>t
zjfj+KSZn<{lfwbMr;bc-qStO<goor_2;r>$XHq`+y=Ad_V=`C?gRH8SR(zan$oh_u
zw+t`0n>*d=*KbH><kObKcOI*2{F+iJfgZ;@TMl^boyVXO3^ZAQYExOwc)IO{8606^
zjn2_{uN+jtm@c7bKM%&P^=lDDf~8``<)*6OEyer!6KBvQG4e!5;<a6<XIwe%Vc3Oo
zt6guBJREnM31;uu0IU7%V7=Y__Q4UZ!TPnNP(SgDiCK>GpAJV^kJgCqi#bfSR-nqU
zP1I_yrC=;KQY>Gg$by1{rER*t8`|?p_WHETUxQdD3|F%e&^OQ-c(P^7284!+f}-w?
z#bYC5W0kt&L$r#CiAl~xN{;Z<J7p;;sipvQtGXVjITN9d3w>;ZaM(uE3?UKG8w-B7
zD-=hX8%|vL#l;WCL(#pVje}-yv$GSBUf7Ajl*k;fDFm3=0gKwUHCr0|dP-_i<jO`y
z(-zpdMM1Z7!71voQU_~|(-L%abo?vrIjP?6V=J#D$h+dR$rr`Rm3uGWb)UX0J>Q$k
z=V0gTEZp4G6!)XJcUc(|o`v^pYu@2K5c9e`n7P?BIJ~wrgPPyww;bZ)|I)TPQSCo2
zLWIFRiR}SbOB#Jz@1XRjRZkj;29v}cm2GWpIiOJJ;OCd53W>{TXUveaw3dWfPl)W@
zBnCCVAwk4reONOM9UbQwn=ETx$`OWjS?C%(scxs4Z?BuAK4x_NxRmz>9;ANHEm8)1
z0wZ*D+>uzm(c_FG^r9M@@w@geywc|Y-_*;w?SYm2ytQ~M2}{)zB6@Wrd)IZ+i_ZR8
zxBM@Zw6jYL@X!AdEh(Sy`c9t+N?)S~kC?tOf<sH21UJ|1s~bOm&M&W!A(6Xq|3Km9
zP0dS&;BUTD-)2<({rw|_(;yemNc-IB^W0(kC?msS;ou;Up>YbML0POphfzcdywA&{
zW>&xBWkk*efeGA{l%yh}^WlPgX_y#m)0S>y)aoR$VT5&dtv&>YjGj6nM8&`mFdJSG
z)mI)~(bZQw_YD8EP<VX&-}}HIaG35nM@D95xD+Pl%$Nu!hGDEi3b#)}LL%(%eQyE-
z|2pmm9t=tj2o*K5lbXr^VCKv4u#v4qbZJFJB=}ET&CIP$N4ia0uMLbaSM_Dp32EQ7
zfc$*!i=ptW7v;fllULh3lr&&pb~eY~`%bB;sr|h#ATEynzxH|UZ?nN>c`lXO%<>49
zLSg^GuW12oZMXh99^Cg2Oe=I>Q}gv-&*{fAae54~ov4bY<<-6Q<jE7TqLh|K3RyS3
ze0HXY9h{urURKZ6bY^%m%b}JMME~doJiII)JZjNf4<I5UB5x=+6NIf^In^a3oYO9T
zdP>i2>ZOK`$j2n()(|$;vux0(JXgUu$s1>GNt75i;M<>jKY6rW;dHn)66xpH80JoX
zospcJ{51>g?kU`BC0o&9sanEg3K`M&2zGFEw3zFN*5)H2i>R)aEPg<RQ5-J5flx%A
zzfJk=9<#W^i`7pkmc7+#bkj~<gSm~(SxyB#z2vj8r}wB?SwjsU{uwR(N67N>GEJh_
z;{t7knU-M2%|neseV*09kq>&+ZH<k7*(!;O{*<iQ^Yf+{3?_r$xTWvtaKG6mBO@a>
zFE0=v#wHWw)a*ikW`<4@y0f#$6|KKsv9@Mcbh|1oO-?sO$l}Z#3KjT#@XMFzGt|@;
z*wu+?D14CApjA4a`|{-gFrAu570t}d)}<^gET*BLOq})|KY(+yu|4bP=vcs2cqdb2
zys9b-+Mj0J&r}RgO=X>%oqdf6VU^V%|B#XKe0gQXq9ur7+SxG%4-XI2xfk^%0|Nu8
zJ3B(VAE>Ka^rlD;A(6Z+k+Hkq8vN#G<VA#q`vE#^0;hQ@VfPJER$3Ys8X6iWB_t@Q
ze!wFkp)KW~n3!1E1v4`-3E1CQnr?kSA^KKX;=QtT{fs=UixSmccL1B~?R-1iU6?9p
zO3kTCgUu@_IQ!Kh`#@XE+&s6kPQd&1WMD+ZnfD()aBy;R7AZ@*uG09BQc&PR*}AcO
zdo>)M1Pbz|{mw#RX=%Mu(jLU*WNL9qNwdu-=`~{qBwStn&Yd@Iy^<0VO)EP^(Qsp9
z<L0F+JUnM(cgq<V7>0(26>Dp2r?>30t(QlOF6ii+wxGr9=scPEu9}UPbYn1fMAqMj
z-epLyx#{#IrpBiFgTV9JrN5*b0PXu;UNvrYJ7rg4p)AtcfPATr5cT1$?5?V;e7*0$
zdna+O*FOUL;uLk$(ro#tDAd+(+%yWlEBzrqpN2E5`wEO0WEJWP)~s&Kem7ceQlt~M
z;lL!})HZG^PH+k8t=kji!{mTWdO2VUW3ERx0;t|?<C5llqK+8Oq^T5S&D@YmrB9q<
z!`y&H^)d`ovFj+Ux%x(6<A<p{eU4ZfB#d^JUN;O;b+|?ge~qua(|7sk^T9%9s5t=q
zheyeE=9Q<X_?{5@ckl%i;vgW7LZE+0dA=_Ept*sS?4!(4F^bRZ9`V0psBBQaR_v$~
z<$3>%hm&v2QoUko54UyPj}Ng5%@eGv$=|5W{e9lyV`8X&2SN}C9O!b3Eh5+FFRi-I
zcZ<RUz9Bu(XZ7--@by=tOihVf?$g~$9rH4Mg$*GiCuVJ|e#hMO>Kb2IwP>j9H|pw*
z9?9n2vsX1<cS?Dm@Xsjn>JXEbLl$2L%T_>sKgNHx>Pe66u_ym4=y^a=NzWXj>yEwc
zaj_M`IDYD8c0)`bBf8svw|dC$SFEWB`u;HYu2aP+`XIc-_3#Q@{P`2=8|o|}u+Ede
zg9jJnI(5g}CSSOT-|u)Egx5qbr?Qs6A<el)G|NN!D{eX)lAXVGH@I;ef*HpD{R{w-
z`4JRxN#TaP{9g&+Imb2P^O%^kzmLWp6~Zj}>VJh*+}}VP_^&hExpU{gQVqy?|8-na
zQqsSUv*QwDBB20-b2{PwoWNpb{FC~U!Zn)N;Cz#p;7*^o{d4Hg{rvvxgaBmz*S-)Y
z@#p`?!Jj$vuL0n0sH3y<zs>=c_J1A6#KiQkeSZxeaDY}dCtp4PolD3lMezJM0IdJl
zk8l@M3_kbruK@~8q0ym#?+Z^(4*qN3pZ5r&z5ic-6S}Xb_xJHa_wV0-_V;m5%*_7%
zTlt2mdv@T|Y3yP&Ot-8+l-K5ao__vMp7T?wPYVbMq4+Bcr=9BJ2!;Q6Q$K2eiL<^s
z6}DL~N$DPFYR1u9S9u@q2_lagDP`XV@>bnqO6@}+5>2}k6b!t!qAfc~8>yL?f)@Uh
z&wgg#0gyB-x)X%`c<Dbu4nT3=tQq#n5%mV&0gbHDFwmf{ZS<#Pm-%05I6o)F{r$+C
zKdX0~%+ZeV-sJI-l6sD6+2=F3l{hK_2FMQhHU&V_m@(z_jg4JVm3FNla&B&Ex!~}R
z;^Wq1h|Kn=@lao%+=#AYw{L}3jk|DxcG>sRCD)ZP1r`<-A)7IwBCYgKpW@+gxOrC`
zf2j{x?}@p&T=$>So;@4Tsh+Kzo~ac21~t2nu|E^t-8(fkHT&(G93dg$H0JH?NG@4f
z1Dd1{A3j9I#hIsk_HC8II0Kq?+Tp>2GiT}O)Kyf-0gDxgx(&ERAJS8&*gzq*{?EJ$
z$go?0|D~%Cj#oCae*3Sy8e-;HQBje@AZYq}Wa8`B+dmWQQ{>w-pvsPkW=+h>&K>}m
z7O)I@QXG664SvMUlSW2Hx$oWus3wWA@q(0xV?lGXvR(oTi%UQtLO@Wkc@k8a%_~uJ
zC^%p!nhtlJ*Np*Ps&){JZY3clZLX7&`Zii*d;#j}>iQ-$l<xnMUu9)!XRsM>-`-@J
z2Q27q?!lg9$!_ByH_ydzcBL*@Y;3IhqeszhKD%YvIXQtY4X};S(B)-odmUTKgSaHo
zPz#mYx2e$L=-aIoGp!n!`LkE+J`4;zu#bl(hKFAV+~Mrf(p7y{vyPS!=BveXCZ-1|
z8y*cK>%|T&(g^N4|2xQW!Jd_8{yKKZ1Neay_k{~LN&{1DMELmB4st<-MqQ}a?y<Sh
zpJ9WUjE3(zHrNa|H!F<CI^G}S_K}H#a{?AqpR=O57Usw}E0Q_ejkY&2$r8J4qtPyT
z?b^Mh%0n)jm`SL&&tAD!Ph#v$U%LFfNGAgqY-7g3^k61zW1c%oq;m=4%?j!uTiX(X
z0(LP@Z?b%L#qyAEy(bF^dU0EkI?<o0b`tLn(o9<k3>NlT;<M}M@67sy^Z7hqSE$V1
zYg!&{p<G1W*07FKCr`y|m3lyvGd}o#N~gC533hrU(KwMr8C`=#G6c%D)KGikR?M{v
z6Dx#LOwhVR5gwg#<pYn!tXRt$v1=#cFzP>v3|BN`MC@3s(t<?4tt)uyGfdip^9%sS
z%iU&st}|5jsB-je+YD@{X(Bt#pktr3O-IBW(WYZ+K8fkm!)qg8g+bm6yzB%#@#UUE
z&7vE+^LR~n_}lb7*A@6R-GC}#WLW1=b-0ZX_8_-&k<z67$F&8B)<B4$^C+Zvx-wQ)
z!;90RUS{FnovGoz{s&n3U6l4UB$Lv^I}c?@w_%6Ir+al05S}-`5uZmAR$={*%=;(4
zy2ZH5Aq8+{IWE5wlgRa*U=2ALRuS}%gN4$WQqTO4-!ChhB{=n-9}-&-*ldY(m6Z5y
zd+v_KZ`i<-DRK7unN5%fC|IQa1}{R-o;9`UX#9RWa(E{b>a$&Df8dSZxJc!uk`nu0
zSV?7hvW~T#9eVj6w+HU!hYqN6Q$gWxY^CDl;&S2da{vtf_jz%XfF7i1|L21@b#xd(
zNV3|PCHjp(Kn(+uVAvy7)sW#pL$2RAwsFmn`kHx0Q4!T&BQpOyI7t2Xz6&BEwEwja
z2!Vg?`_J9nym|hwk=vY0kxpR2#8CgPVb*xa61cdy<S=bIcmDA#!8r`CffPqUm=gdn
z5m@Mh^X=p(VeD2~xaY?31*F0Ad2qN?0bRqrFwx>4MbWFN1`fl%n_gbh5lYAh|C$jZ
z#}}YKe)(fU8AJGq?oqF-tjx~NzU_`=JpCKk3A}Hlmkav>0&c1P3Hj^DHf`JsW_(4Q
z==)o<H8%p$=GH#}Bd+G_>FN2eeR0*Ku%B!J4p#nBeHC2^zYQ1YSWJC>NkdDk=;Gp1
z3UY4=(hP(FT&i-gw@)7()zq$bDY()}(kN;_eX}X&!tXNcdIbK*qM~qsg_W&_^BJ66
zH*s2>BdRAWD2QxthV}TC=%lBh*VdQEKhkeT#)W_U_=y|SZ8M-KoLBYR0xNM4aMla!
zt*msh)PQr|N7v<Wrg}yIUJ2TK>18-bFxP#r-1z+jE?$QCTkdbK2!U0rKVm=CD*cSW
z0s!8e6hT|RDmO>z^H6CE%cZpE@3Yl&6t5Imu~C{SVVqqru!?emP4)uB^$j_Orcs^f
zd3gcvY%shbjnL4-;xZvIF}5m%&+-1q`1m;5p7e2{z6#KDC06$Is$IeXV?(dzwzKxc
z-iMEmufMVKck2HB{ks6vB~HMEgjw1>>fE_=O<t|Rj7lEZ)w4dNl$4yr#Kc#)xK77%
zswCXp-Q6|%3WTT2{QTiAXe7^3i!sY?)%dusz4$L&T&ROwNlE48;ZZr@xp?t~l(cm7
z#+8~B!1y^~W^dz2h{eI2KtzHv$2nn38gRb*U>Q}e?5xi;uUxrur45NpG3|<D(|0v9
z<0L$B;@-V`VQwqjyu7O1S7k-+s;HbTS=~sF-QkDDQ?f{L9nn%#%d4oUI88U5vIk6H
zJOz`O91joA?97aOczAeJeEj7jT4rXR6f0Cu^0WXdIXe2%YHwj6tJP$!*EG~qRzp*h
z>u7EYuQi038dhCht?uaw-@OG%60P&@(PUt3`U@fd&fqUVncvLz-7P+9Zf1LSWkp3P
zgoz)er?0R2=+UF;!?}@!loZ}ELevTxt@icn*Xi<cmK}a^DDSxk4<0mmAc5L$+ZtLh
z+dcDm*V#VN)KiCLxbOc5850o^B^dMq1x~@^+Z1h*s4Sl>W#H@Ar&lt}66c=KdP3Ze
zxYw;7W9E13D{ZcL5IP_aK7AAEH0ba&=uxmJIoQ32NxAmqxm)r$?f!hXO&B65LbR?m
zIy!p#ZK)Q(zIvY1+nJ?W-gUc&iwIM3sD6mNKZP^ujP$E=)`GM`%IJZV0g)?K%NY$P
zH=NQG1~bj!9_)nGPOsq}AK1m@y$wEw(0`S9F3S$5kV1eh-9g;H()gO=n%T(7rPqK4
z3x8IuI^R0iRY?#q(te=zc#OM{z)jEVV8`Auk@+@ry60ntZO!_Fm%BLeDMKNU2u@C1
zX8l#53b5+kBVI?lC?nnTh1`2rA^S^sv!W4<gg)2m_jdfcSfv1TUTw*%wrPF8P@|_%
zdb#?!Wg^03uBpcBJ{}9r99lKK_QTM?@NMDlm4|~(IU*9C87X5DKHM~|A(%9s-oW&{
zZ2v?L!tk=HFi}j*{bZ6>{PJBExevq9ELR8(=Ii&a9?>6T>P-nCGv?^!jNa|kG`foU
zfpltFirqD=T{h{o-$KTzhA4>^1M7L|$h{bsF}KPjnNF$eIu2L3Dl)>4Fh|~dQX3}<
zj&?7StlK}D`T~IjC3VyJmY8;*k@lAM+UORYcJFhYqG&^mX^%-R%1V+fd_iyIzAabK
zMa|EicVDJerN~^o?>%cMyXIC~3)f9H?;q-)ZfgGK<3ckK$>?wsI^C>hn;uO{ZQ-8E
zcG*x*Gd34QPkC3u^H74vE#>?ylJ&-vZV0JRswtHkc<^DcDDt$=F%TE;_DXG#0XvJH
z(@e1FK*gl@U3Bd}uh;fhvvaj1VvH;($aj8iB>bIg<CKH@+MxVHx8mEnbPJ0&>Jpe0
zMBf6QtF?_%p{@B_0jjkR{^I=JhR43Sfj!URVvW~kB)x&V%WW}O)q?HTl}njrHU(@@
z*n%yK9Lr7{!M)w4RrrRgy*JKh;n3Sq8$_((P}ExE4flhn5pQ5R`HV^Elhuj#@G<43
znR8pEvtNX&=7RMyc1X8f(!a>2-kO}0j<u~m-*chaK+V2Ef3u;WWRY*9H8RqV*+yDJ
zzT(JCw9J{zHs=gIL;l^Nm+-mt>eO6d`KaC5k_kHs!8Bm+Z^H>8#+EA!Z#nD4Z}9oV
z-euO~aB%sUli15F--&98@Q?PGVPalx-spOBDy^B%Iujl8@Qr>$&WGe1+w!ALWRNsk
zJv1TrAX21{QH`O#y2Vf8X|H5Xeu}LRryoV?Sc9?tjcXIGTF*x_AKMt1()8J&S!fg%
zf*o64&xsAfpIs9uuCS@Oj>HUIszRI~Yf0<MJJIHGaR<9J#)>hY8k`KA4#j@=T8|xE
zoXcuYpz+~u$qZ(xb}tq?{!R(o{5-t+NxDJeBkz4W4B%z}4(DH+P4R^*WxP+1UiEZM
zjSG31ENV+5?Y?!91mo}pZo_vcIJ4uG#@@b}|01iw(|#^Bx+(|v%IwZdSM%?NiIP#`
z3c%iFiZ+kR$_n)Sh-?3Pf~kXjX-=Jfgxp<Ig+(Lvyn%A4j4Sseq0#|T9fw8e5@lak
z9OT>z;&}Y+H4OYZbDIteJ;7^!Ux>(Do?n(zYZaNL<q}Qnyw_B0yO2!N-HOEALN9yb
zthwa3y8#VGT6mBiB4fyP?GAosJQ!tGoOa0~*WrBkM8-}cHKW{8Y;V8b`bde5W9Y2k
z<BQ>$HOyYlAA@SUzk3Z`_-KtZ^a9rdQUb&&6g4!XU#C>pK^q&}^CqLL^FfdMf{64t
z{H<*8yf?1OigSgi;zQDeaU6bH+IfKTiC>atPr^S14x2^2PAT>Gj=7ol;noFCVvj@%
zgiqzQkQ-jQ?-rhxEHs~3nkOIj15>D1nCn(3N)&(AON6|Dxpec3kbS=1V@?nL8dBDd
z?%^>JwVO2#Qzz_GTuH<=`qLUB+D|Q=0TengrU}^tDIHw2H#hrTu&o=6bEQl2wmxsj
zW=rrpr=y+oi8hE0YWanO^~~IYl0Xe_&$S>WspsJ+^5JK2oG=1$%E_pW{@`IxymIwD
zo2)CR`%+ANlt4?WH3Rx|@psHk2ba<ubg0Ig<QqWG0ZNe&72wfl!?C{7K6T)7Ceg#{
zVX>qI``z3L^sDR&i22OOaR*y01sk8OboTUvcG5p1y|1MOBp9s4IUUJ`$AwwyE?Uxr
z9@Tx-b@2)_&$ooTJ8vPj2fp^tE*q+OkXV^RpOjhtYX)hIwN)1mhp6stC027~=DzZr
zNM7hpd~jLfUgFHIc8SeK`gai1s8I&HGHO{_5p=_saAhJuDxZ-oDwMF}+{}`|qqS}Q
zy(#mvFfqx#rOpS|A5c&(8=ZK%wLpTbX*(Cg33!7;ScTMDJDv*QC2(c*GwiDxRHJf{
z`U&*;^?`w>2~1O0oe?Rg=T%Bti0+xi1|UaM3OgLyN&ehtcuGnLV2#$$!AgsV6V0=R
zP^Dh(lshHH_~iZNP^mAZJKH@s__wL@6Gb(NFhAhYO<)QH1@h+CBkIlBS4`ne@_`Wx
z(@m!vOIJu|{J13QlfP?AEci(`YZ&lqJ<)p($UPhvhEHHq9oss*z>g+qwOUj|o5Zy?
z>BXM8t=KV!M25t4FRl`LuK0U?|NgnDZ@7z*n*jC$x#3@>G6q$~$PLlD+Cc5G>IJxc
z=0aiY#W1RpT1$5^*e8hx`X=l)9lRCa9op|eZFF3~YQUA$T3TASkZG`rQr7_<=xX*r
z6)mVB-{usiUTHaI;J1=dT$@&xPK`U$vIlEy17R7bLp{Ro94`6CPoIWLjZAjljc7-F
zY41Zr)X2KG(B;OD9%_DhyEP5*y$+65X=-j}gAvRhB3F&}?9lf8GuUPFL2HK$v%6-}
zV<W+)A>^k~vfbQ80}tBo@&ThFcvHB?U}<F)4sXEpT+Yim%gTBhg@&6ab*o{G+Vi8?
z{SKg$r>=5`k8k#s2cP(P{~2&50%UNMtD_Dl&oP>%Xt4E@{WGT}82`n*si%j7O{X17
zD>557zb|Mi_&tibtD#+ClL^8pz>^RS*JDoN#al3fV2ndL=ZE+U*>cZVcVS|K;`S5L
z8L1g`ry&o0adKlq!kbz02<%=>tHs2J3&kbudn0A)H>tQvrcAxQzEw|rhK+rlY*JqZ
zYg{}3<3Xt`e=Q+yXFQKS=uq6N3l(VIoisSDRAM~Ggf$Du=Tjx)FeCPm&_>FAHQA#5
z*DM%AAj09Zu#IpYP!-5nS}(ng;y-fQf7vps<5;P+;UtC%X1&y7EckJ2<JHv9`$$;B
zVwErvsKdQ&&pW+^9F%6n?g!u7AE<0w7v%FL(p))eHZ^p{yh@k<aoY(ePo27sIfLp>
z^k&^H-ako>1%aFDX!R)#d%HVGMxP|Us$YLZ%`B#G);||<_Rqqb2Gq?h{Q)>^5Ut0$
zOs8Jk6>=(VNsak?7nfp$FzdP1&pU?pM}voPG-G41#=c)OCeYnc2@eGFi>_c)vmLkN
zFeY({&txZj@I43!e82pdC{1mWR3F1P=8eA|%>=3^deb#AS`HRw6{j$=UTjfeDYVFz
zekn|=^UuX{j*&4O{uH(`?(FLGF*N}pX)&+qQ^h9yCdmA)R<(q9p8|E2D1lEotN*JK
z7vwdeUvoYyE9;hiF<kcR;~NOaye3t$W4J@{6VXHM3rndS&gfgk;*9>{>g-T@sac$m
z3%O<lLilE%nSVF6j1mz&bg=N!`irlg*5AfE6pOT&A@u{eDGR{Kv)M}>`-{O!x$xTP
z41)2+dB@hUaIFhgDKzfdQK@2emxyb8hkF=_D1S~`qvNB)Tlx|3-9D2-&s5HyLfyDq
zyde}%pT>0T9jGf2eofMQ65bm5pNF4OR(7@>q+j%oJ(#oaGCOZ>oO#~FlCNm?F29#`
zBzX?3zM%o6MR;oz74D5)yaEBPPx=1-{@L%}?*Q9lR7{LZ3qp2lNL|SLzzyL2%-@#S
ztSp7HxtHl1TU!d&XJ!xQo;}z*GQT7)IX37OtMakKkzRP|#XUZfZ5Jw!M>(j}(l+Cc
zleq90LF2nLT#zY=hDT}upRULDa(a6t=itHa#ydFt*!~){W{Y+Lczvh0al$KbHYiB7
z7##0C{u0Yf6iVv+aRr`;kXUR`s}B9VhDZ&{%7st{%KC?wl$VrbZnQiR{HP6U{05fO
z!Uu@wbO7f<jE-%(NoPzykn$FGQK_7OTXhFOe81)p*qqIA=3<~a2kJKl^3}%C^67gH
z>&y3Pn3{4R@fmyfcX?Vtwfs_Xzp5Y9q1p%QHqn<#WY9yV-+097iE|Z^cDS%ubp?U|
zzFxrk0~{{3;k>=QJ&oC3LG0J`f(6~|74@7?R5VuR_`tDhHsbC>9a~7|J8Sc-*t*WM
zD0I!ml<}nCni>DHBx<@_6x%LFN{Q2!%ESba7@&?n(9*h{oSaO<G%ihA`<&0r#F<t9
zJ>Tl?%ziS?Fe&G*q(pqUT~Q}J!(qrGH17D#4k+D(283iSar`YQSDJ=5^g+=hT<$#3
z)Gy<-*tBXq@_epj+ukw5BD^*##eip<=%`uQm_=_+`6KUj<oWA(VoZsm&}^Inkm9wi
zRn*wlpQ*ICjezD5vwDUBO}*9|UE;oFsa<CI#bN|KRu%|sH|D^tZ6x)?(NPcvg9V%o
z68Iwb@F9(}vojD+!YidrI%w9DfSx~H3pDo38V~H7x|hK8;pazimWJkaXC#M8#=(K-
zeLD;VZ$Lmm1~%g5%a;L5mBf+2M{?iZp8w0xP*_Pxi5p8+tl)1Vp!mg$6IZTY&5Yz!
zi^$AmS4ox88;>EK{-;8Y=@Ia(2FBz5>JCSV^`-gGlIPF+K7ana$;!;$-rh)Sw}=7N
zIU|5TAexOa0<2PQeV$T1z=9!RpRwQf2zZN~zSZLu35Ebihk~MFf++J^w!3#19KQNa
zUJS~+wtI9?wNnIMGv`qY)))+V+JJ@HeR-5WT$Gah_5T}vj|2bULcjQXSvj2Lvn`x`
z9u8Bs{5OBUzrU~U;!<A8Q$g&l+>_Yql=b%QYiyEF?%IE}@du`3D1_<Lr>|4&Sr&Q<
zLj_HM-{S07jDVnb?{3YvB{wbcnG~CtRD*VppSn0(vKZ7`-<!q6ld=M^_c7?l1_pdC
z#nU54bFPb<^V^o|*vT$3k&3%LiL!L#rh2-%O<v-3K=MY(w<r3$uKimYpJ#=6J{Zf7
za5Xec6T2*X`V)}G3xXI{zy6{Cs#<v*BxlHgif%71cx2xObEE|_yECMYvNe=dwBqZt
zVX6a(-NUjWi3=??(PGVff+QB+LDf%&sgl_0YD)maudXlhli??ehWD0+eB0vi+3qO~
zxi{Pnlp<OibuFwRbCFM<^9zigiHZw{KEc9?Lc>q?HK6;V)V%+~#@5|f-m_Of0YZJJ
zbU(>s^^=g}yt4adzf$+eAxic*9mJWD3(ES>$g_#V9&i6cM<@MQ13%temDw{?<L?e2
zPdi3R4PFSnOntXv1y^+y=hSh6L^W1DeW9_p#C!!l)fHADQOP^SsyLi~*GZTt%;)l2
zVHB`~0`KmXc)s2Q;k?QHHNMZa3M|JNrUYNg$0Zw{ZA;<R1E=fopub18$Eno>*3h<x
z*Vu*<@ul^0-xWl<%(-IW_>fzVAOb1)^MGK?06s%KYtu@gSty7Kq0e^3aBJPbxdnH(
zN$Ggsg64t{;MQjD?>+#^#A}s0&zc7(pC7GpFoT<6-Iqw*asBfA?db%jXP=k~;>$iG
zk6ITEKZ@ci1VNDUfw17VQZ_PR94f7NRU`j2q8T>c5NqIVf#iSD3ga@qH3}>{qQIkj
zbn$4;UO{xiDKbuU?IoRl-`b=4uUy8j>s>HNy?ZK?Ojp=FBr|07q>vXnFR@#duCP*)
z`p@9!g^QAr0V*L@^4Yix!e&~iPnA`A-PbhbM1q>3q}!U*s47w_X*!&*+O@RO-Tg!}
z5lq{>ebzX*+{;!sjSKGBaW405cKm103GO4N@*kCV1keQd*HR)4C1KFsf{apl<a8Lc
zqBpQ))S<oYoDE`RBA(;renKcY*>E=_(W@WWN9ft7YU`_Ll!&X^q=Sva3HQ|eq%Aqq
z))TLNDwy+1J7y49{@~Xa0>?B9vgpHR;mwKgJN7r<7#u&%SBSl<IBbakm3?y^BJ>ft
zSmQIQ-_<#OJ%e=hyJ{@@P5Tp?DRfAwkbrbYXcF`C;!PXUxyMr<?I3A>_+gxu$SUW&
zODrU0&&_TSAELZU;VHEeLtbx#bb3RJ)*iICYuhA-R!ChM7#Sx$3C6zX51)Gyjvr?B
zK1CFoBF251HAY2T_YCmwJ%{%BAbV|k&Tbs(NwLLEKj$AsCTLL-wcx!^6g>}(*Ln-l
z1?FO|J-2~*=cVBQV=`XNk8(@{!J(&4^~E}n-Ry%Ro4=@R+ACs1KTUQAmwg6TPq1N}
zfqdy^46Eqk79k3w<mypc|3=`nQG~zyt-tPIj<30)9$h&@vGHsIuU-URDjX|Or92&1
zr*1bysrL=r@TEQF{W(Nak}m{O_4U+?(18Yj;~8q!H!Bf$dDFYPl<lKJ0LMKrphhh6
zCKQ9e*Iiwl9*w+>Ue(&2*j+d*F&&m~*tpj7dYcYaVJtzPha%4b6ZGRPytYJ`?9MlW
zs^#L&CP+V+`k^@Y{Da%K1H`h?ugDn}CR``8K*vD+88zZFV(y!{IFUuZd%uholUtS<
z$l<>q*P8syxtQg>*8DD{i2e0Bm^>6DbXsv5UEpG(e_idiZUowXmauf6$3Ho?kI)f^
z`rDF|k9uZ}z;ytlR*?L1UfO46c{#uGDW=E;vC2Xmry}W)ms`?#ao$Ww05^5aH6fVn
z31A*i0BkogoSe=FB*_>zi7;QlqyHFC`@YZqo!qK-$+$X0f%-;%m99Xs3qqA-gM*Jw
z>Alrr8UP|(7NwL747egqX#7N%q({=b9fAd`@k;xX3jVMSDh~b06uzEgBh#oUkJ$Y9
zEjw|EQT2|vReN7CZl>W&mW@?9EMjL)ni~NRz%6}$82WO4Izj7FQxDNd&+CtS4(+#s
z%Y*HGzt5Am=_mqGq<%SAy~Zb2je^~W((GcUdWWa41&s4u4K+0zL46-+6H|HN@6QfP
zp3~Exypd{_avBAw5sfGBX5T6zLMYcS02Tp|Gj9)@%bq^fj6DyfX948MsTB4zo6%TF
z3xy%11+D@S;vXNCq+O`70ZF*Ot7u}df!<3-?$3g|dHp(G#K?UloMF9AvKm_AB;tOY
zA73^XN@~3f-WMoXu1SHh`qs*5Dw;SK&;a_7G~!11Yw~+8C%%H%Q^1_8%|`(l1x<Wu
z0k<PL*kH_ahkNC#$+92R0#18C{I-hAqvGzTWEi5@%b(H=hu#0VazADhtIVQY>6p^I
zkXl*JQ87Lbx^`W?ENPHuuA181_Iwc&Z>+{lCpJ=<`0V#6u2X}0=axPvtS(WX`>2MC
zE$)Wrwe)J?l5!yvrPDIpNx#mGtNiU|>AhwrhWizk1VaKhM!M>Uq=vi35@sMUe5lN;
zl0Wg|r&kD0fk8&;sd6$Rnly`3n}R=k7&Ye?Jh4tA1^|@m<$=Cm2tiZT34kJTuxJ@s
z!`Qxb9*uQ%g&rO5miAB6ml)RM7YI|>#R#ybT^A)V{=pr5Y$3ju3mChxs7Jg#2ExpV
zJ~n4t@bK&Ha3^{3@+BKAc;iSc^95MSLgM58ErcFZhaZiGErSTUt}TfD=N+9Ovb9RB
zDBh*3@fq$NO8_Y5@+jivm_)U?+I3+D@;^B6f~Y86yHy<a*-V+!&P`@<$<e{NNTrz?
zaL!@VO?%(plLSKacJoLtie6b}RTaFvpwqZP-NQ||i<d5eL1E@E%ge|JV_8LxwMDJI
zwBpfzx#yTz)PiU9hZ1=cSnZJ}cL=ZRzLN7j+XWDm>5j$(>$IBuR%JK$s?~Etua>zc
zm{&CX^GBAJLE;t#ESMwv)jGSbL$kU3G6rJJ+ltSfPhkLL20F5xi;E)W+^imANL9z7
z3UyTNaL(oEqv`NiFoD!RkHhI-5hLf(K<IeW{bHR>pT_^waehLX#tZ~|_RBqED`E!1
z|2!5R9`bgpFsxZTXH#9QDw)EOMvu15l(((W*ocbqYE7ry%zq|2Sq32ZYGntcWtJmu
zb3shlTkul86OOwKY0g0K3>R=y>&A^6Vek%^kJm@#O^WsTNie(HCf{gT%_XUOIQzK1
z?-RxUv%Fs9aFU!Z+t3g>)_;YR%`+>A7SAE6m*@PR3s~MD$R9Gxeskge#lnmlV#fu4
z^+ZCxh8<Z8#5NZnU4LVzx0q>A<7eEmxt@V<2V6%qKqI5TBqt=e4_~j9q8!4^bzT+{
ziqh59H3z|J6F{)MayZ02);mMR`Y8GIcNOEJ-N%+4rr%h}N*U-O7r7uK1v*Ng&y2G`
z_frJuI+O<`e)jGLN*xBnj+=Oum6i1?(COjy!_A|8G$@KiYBmS%3b_l-iw%|lRDhG7
z1+18w>tc;I3O8-`lPXv7*Y-1`p9;j^a?wWF;6Q!VRY<Da^r@=37#(xa(kb-h^9gsL
z1+`C1B<lm2)*IS8k}3s@7%ntWbDZy@lJ-X>yQXk4U9SV4Tp&R==Gt0kGVe|(<<!p`
z>>^w`=zVbH{)}*Ul);yq#e))199Pu$2(PUMR_%(;hHcEp7nW31(8Yr8GbGweW_Okv
z7^GuHPXJ3CHwD?zS|g>pSxynfYg?;Ib7E&t=Z{fU$~Oa^AcZ*k2#W3^%O{eVEwrNw
z#f}fdNg|SmVT|N}m;XRg-_ddBex*Iz2(<w(56=o#1~{OM2KgpKTMt3%^V-~*2^|C;
zE-YSZPFYzrkZ0YK<@7>ACK4|;>~%%T8gCRn87mi{2oojfRHcM5o&qQB_Hh7~JD~l)
z#@R<4?CjEj$~p+_tBbgfj+vAD{}cT=0X5hX^eF&6_?)0A*~(;{!8pg2D|e*K00P{-
zb`wsgEidm^$%pnW{$r6={%z%I(p2CTgAvCzHQnr=X$Ot8P0qS~0;}yntEH8!Tr1+;
zg+(PlaYJ5B*^~RaAKd!Xu0rZqV1|;@tiEDyT{crO_=2pgY)5-LRRy!GH@s30G#W1G
zCG#7<a+}bVBR+BBHTP~=NoA#2QU0A+S#((AKSAHU10D{JR|yFT3rzv5M(qDv_-#pC
z+!bC1=1Sf9|ATc4ZgKp>y2WztG%G7#%<c9>16i{!4%H;C)yFzIz(S?GTPA>f@)|Ur
zH1E`KUA~<D{kx@ugTtB5x7@79koE2DY<8uPxQ%)KcmJjP^0j0L{Pb<94JAfITtIFB
zE1|ulxAi47@Fc8PMX^eHB7oDNUvTyR=-L`LUDB>LNA$0<MD!=ml{%W8RRR6jrT#4~
zisAnffV(?8Gxzq~e|fkPTfaIWX6vrPHc-zI+~}ZY?3^wzUZqlAg0dhR3L_ClK;<BJ
zNW71k$Hw_EVQyQL+(ABj_H4RoMF}Xy-dBxZdHgR27Xjeyeml6_CNfID3Kp>Mc=bCl
zQ!Op>93ArJB$eAtUcVhcZEcG)N_%_xX(_E48!_|4onH)??jAnE$l#P=K~1Hd5OZex
za)}$eABs67BSREVIl3KWbxFGi(((ux)Hy9aD2mtz%RsG~G88+*7e>w~5?8nnx~dmI
z@kw<Rb3{SYGqQ2J;p#PS_T4}~S$adSgSkdR3e6Eoi<eHl{_#RBBjF+wf~@w8Z*5#%
z;?2Jk7^v&rCHC5^{wgFq5c)LB9}YO>JinzgM^B!1SKWM^==(`?#^5resI8De>mvb!
zd3*1}DQ4M9hk3;1omf)r+UDZ}e&Dp0^GK1?lh~VJD}z!vW4qqI*gDpNh$G7VYM8r2
z#LE~oF^h(qVHM#xF6%wysT3iZ+6)F5y#rSVb)Yqmoa8t38>~SSs}t~wB|v+9P~B&N
z%v#NLAhW+LSVVmiO@qJJoS0l+m4J}wHm;w)w8`?A6jQMxE}iWc9<PrPApvCNL@*wF
zd(5hNG!o~{wkLwy9CY&434x})87Vj2H_t^Uya8F})XMDodR<V8Hz2S9FhDwukMYbJ
zXZ-4`%9-=t4u|lbTUk;ZG`3qd$t+uOR9iV&obxdOC_HVA3a)t`?|xlr3sQ`*tyUqs
zHfQfHbuEdQ_NoXJsSM2CE1<zu3U1s=!Cx6o9FP0Rz*&O4>vd6hC_`yR3Rm<=`zJTT
zVE!c6R1qO0b~$#kqLyf(``Wc|^{j<U&`dcHX-xnv&(4~&VWWZFsUt1g9SL(Qblh;d
z77<Et!Z#iCE+u?>$5HQ2!Bm)8T&3aQ>XJ6Zf7FIZvq5-jiUp9$Nzd7w_{H_csUWLF
zm{wO0B}I9|bd#CFDy}28lj7uxE7&`D^XU9vMTVzfMDTwQy=kYA{lxhw1h>h70k%gS
zbosb<jP*9gM`Ru}?*`|1)3hn7!5Hy=>O0v}TceST+<EyQUJ8VcL?ko!kFQ^ELwvLG
zK)y)Rcf8S|2!(Z00HQaQ30URyN%D<n-qrYU`tJ{bOgn3{R$kDB_ldpY&3B!#+am6r
ze*_szCRAT;l#18JnJN!&dW=RWvY17(BeEp~b9%7Bx;q?dcDiPcNAlNzW!A(ru?wuy
zIX>5s-}{Y+>5?r;J9@4Q^cw@8-Y=s6<ViV<hRmLl=W9C5urCW@8-A)`KG{z~!bi%s
zifl8k0<arDM3?8!y~m|a#mMfp60To2x?nh4AR}GAViE2=i(0)|*1b}imzMA}qZKqb
z{lwb#AWK|?e#!LNJbG~R$K?UvDI{83tzsQ!4K<XW=Mnr#phvV_DWFq2wsUkyi#IOP
zBHLpn-szqaSU1Ll1d#(Z?*cC`MY~R%LuKJm(b4n*Ynu+EyA1*r!l=+gvHkGgmz%9u
z&fTJQ@7B@y^;U7UIr4Kk%c9JM&*DWBtv(9Ku|6xrwv+u^E&d7V#!05{ELX1()Xei-
z{rR8*iUmHkuvrvj)kF?pszL+yBJDF(_a(vOO)1gXCW^6;pqEDRu>TzHnNhuaJlQ^{
zfPbL!yjlSrvD2M+CQr2|!jD8sf!!05#)bnRLqiWQLSJ^*IT{gos2o3sf5}0WGk>2^
zyq#GSfW_P09*VkNuG$N_7JiZapmFCGl0?$?;Nt3LcU_x~o;wslr*@L+_z3EAs$C8Z
z>m>T6W!31_`VCmU6rE${ekX{9Y!k!sl+apy2?E*&`;Gl~uH;#<>EvKR^TW^AFoi<-
z&+@#eYhz&Dvx$l&#SF(G5iU=CB`+!M-j5Afm<gJBy0n>6Vg2hhgNz&o&k{Y}F2V9)
zG*Wp=S5j4$RtXR6LRaW~%fl*^e;xP3j>+R2y0A9!4*z4_?r~Vfo^`s7fe62{GD){m
zsJQ3na#VlGOSsAN9|Ng>wNAx+XGy#5Yk$gvmL01aF++CG@#KZ)>a9da=7lR*eEgqK
zv#F`+JdE_7`|*PeHQ573%<!v%QX3P&HK44$izGfV#--D)L;LGZ0}IzJBz{+-&kPar
zAQ1k=<f@Iw>dtxKcFVx*X>5etEN|1m#1Q^mlTDxxD(v87nX^-W$oTt`kYjn|_u}aC
z?nWY7Rg#k3?)vhG3hp0whd;_Clk`|!hm+7vZ1BZBD0s=%VZ{tPodj7!qhskf`SJ~}
z{*H)@42QqW_L*u=U0L}xSe~+#cT}~Yl=B0M(;~1gJPowI3}yJG`7w#vLE1z6wy)bB
zDS)eIm3OxWYlM&)<t09|`Oi_MrK3k|xurux!`JuUST^ly@#C4*NQ3EEU~*XUPL}1|
zhsv>Sm)wtKa2w{I_x1wt))B1FCJ4U_^_yh$*V@voqF%wBn}C&o^<0QYIE*8%Om;T1
zpy)q8x%u?z#RyhB6Z9kqk4Azlm|;pCYlLX3q~gK8syo$}iqc4)qGq@a!!N}e$Rywj
z%%3=$>jYa<yf(n>h~+6?*=PyQ0PDcgd?n3!QQ_%bYksKC&j?Wes`Z$>9CAX8dR3uz
zF=<u5e#E;iC!~k>1krhM+!|R}Fuy3P>_K7)TKBH8K7O+%yT2nlTfnPhg9ywHp>@22
zll2NIV!{hP0@KOaU*k|B=168<+>u>9WbFEVxF`3bL08Zjl))ZvtTG2eOy*<3yiMM(
znTqS;gcFj;%@)X(kC*$1U%kV0fj2W(k;$TkcGLk`{&NZX76cz(ZP}6i7$T=ex3~Ka
zhG%fZOUX}giwuMyBcOTQ@{XH19+UJJIiiH+bq*u8gL7PnrsNyXYApH~nd|f-hJU@|
zrzR$Bu;`X!HmLJgcLWRF@}=yTQvvA)M>4USJ;NL2!ha_39$G8R<bV~-!*I5x$s|#Y
zgMAn6^i>Z$lQu*Qt`sPT=$4oUk4}t(jzZAhcbSLB<{s7q;FBs!yIS+`FR@gwdVxuJ
z{hb(YP)e`z&00?k0Bzf-vccHEEHb4%tbzvzPE7DBZ6_qEKwlQFo3hlbmnA_8CICK>
zk_y^+dfn=PBD1%VdaMj+<PVm>@=8rj?YHpo+_69W%cZ-BTC?j?>s)?n+tGbT>atRs
zw_@NnU`_e+lGbykxIMT1G)JplZq1+)ckNk<&k@YQ)ivj_ftPdrKCn#>kc*DX0XJzz
zk#V)Cfv-2N1!76zqqyY8E77A+Ht1GcgtJi`B~QXYjnbNIZQH;K+_!kv<|=r1pc$<k
z;6KnYZGnWt=9fV4WAhyNJ*8V6p!sm(&O&ygt;CXJX?Z#L3X)zSwQv5+G33=!Phd-U
ziJ!EMq=o`;&z-*LdlQ&$fqtX_)wi>=D_q*e$a%1Ofi}3!j;n?D6ct<2QjEbDQZjNr
z7XEU)j&>ieO*IaUk1Olz>kFB7(T~;n)K#kd(YdgAgE`9aH<UtIvR=I+vY!Os3F$}H
zcr;IbZftCCXn2PEa>X3rpaQywbnP&sEdcD?UoQUm@tVD!tu0pH_4e)CMxVPu!>j}N
z9!PIykRREpQ&cn8c3@gJZr}rNWj|0!+xz>&v(-|0Z9D5mm4eTK4?uZGMMkpQN&;=x
z9w&9(*X)hsmxtT-NS!|~N7H{WrlqT!q^aR;-D1oSi}dvHsCHA<pZ6oCOb{hq`}Peq
zZocmPC3IO@Sg^6Ovc3rl5@NlX)av4(f$P|e6^D95e=1#32JwGPu8<!lSI0s-;BnRD
z0G7|gB>qG(`;1Bh+($rS1m{LNK%ZRm;cgLq9UV~d9_s0-sH&<O;Y_aOsNW{n?nbKr
z)d5=Fs$%c)t#uauX@vLEB?UN2Dp6)KgjJ_qQba@p{;N%;(<Z@(=99boAoBBSx7~*=
zg@^a2uKZV{3hF&P<(+!Yo9({QQLYat)FT;5Dk`cBy-n*9K*Bx*-vt8A_0#{CCQz(y
zd!onouCs&Aa-wL(bz8wZ$OD!Q_h)K%5+7kG$jE3oO(yDbohl}kw|f6q59s;5y}dWT
zk<Oo9l^uaPzT$lLn65V&v30$fXIYoiV?Vq}?+Y`01Vk`~`y9+NgA&g-=39mKBmnNJ
zlj(_CkNKFM&%X2jwRWcQP`>Zqw<MI3RFthqXdx~3p=>2vRMt>-Nt3KIWJr?8Qucib
zEw=2t%ATDfh9Uc!eIMpNE_{D||NqzT$$h`>XCBO4uDRx%^E{T%=Y5D@sa;o^pee0y
z^0RwBozcPI{(&pd-W<AJQHv8cMneL@R`}eO6z#0~j$Tk-W&=!Wo?7Lrfl_g+Gl(xO
zzCNSsFErQ~*ECE7Fv^-sjJxKHv-->)pWf^Gv@_I{DSn#2il2FW?X=H+lZM0ac&z2O
z<~s2+&z*wkj=eK84Jsco5`|vlx?-cVpLp7W+R7DFjq7x$|K0G)qYcG1%nO_vVoH1_
zFrVI4y3%o!6t0{9IBvzHI$4<D=#ErCto2tH+ZmTt9>=0oWBG?V#OPFXHWg;4eauNG
zm~as9Wad~&(VMOHtbXn%4j7o-Qgq@O^LmJxfCJ9+&z>uUz^{5gx6>@WMCSrCzu0F*
z%LRLbi;{!dhC&QfK!1ODq`-{+OMBuOsy=31Dial*d1s_~%lch)ymZqe$&G85$$qgz
z3IxejJ;Hy=r)3|Q`Eg6t>oZNU=6T&rW3OLI^+v0K)-0%5Et>XaY%@K3GNpSPq0@w&
z6mk$%OmP6V*s2u0DArMQh)V1bdMa*2h$FF%$5Z{GKhv0-4`u?+O3y!7vd)|ieMLXi
z5_2l}bLe~rql*Q~h^@s&G!9qKP<nk8TFkRxUvqf>&NsYEthTzrtN+;x;jwdYzNcs#
zTo8QD|C0WojoRj7IpvSa>Q`;#+Vky5psKgDom54xWkHSUA_2^GIT|{rGY%2(v@dd3
zg+;&nO-^}AA}4`jdv1e~Dn~wNKrY9pgGTDTJ$Ga~5^bjw)4Bg%>>1G!OLY@X<bZ!%
zukE>B&=$kb&eJGGT)qGCJ;_>#Dzzpuk9}LCqde0n4rU_7wlv}cYZv)!j=5a&%)BXs
z2H&KL^Jt`NQHE<rCC3LFH|e5x&fP#S?ceoJ&aiy=`1$o+)+s*dX>7gA>Ke6^&c?h~
zMFN9lBX0|l=0xU5s_@pKNN#%;mF_e@JxF8l#M-tQYfbiC;dg1at$nr#3CCfg4&~H0
z<Qam9G|jn&lbN`yxjbr<3iGLn*J@pr$uAiKpWAnPl>A(NKGnK-j+q->0tq8x3+hYA
z{?Zv%O?v&9!W@=%g7MT?Kd%r~R!81QgoB1Ulr-A+Zs!8DL-!`nXJi&0IW5t7vPwtU
zdosG46*CbN(6yurp^oL7axXt#-17SRWl^QbfVp<c?W{m7$o>J*K>EEfi0LdK3)omI
zQ{=hnAL9M%{#flk(d)Ed<dIstQsl3aF`C`EieV)5^8tvN3w_#iS7|QOZ=|eWE`w&;
z(qTJ}+?(g*>vS!5!USg#DUqy8^F$n%09imD)+cmPj`7*pE57>`*F1|RHa32=w<LDi
zun3~h?R-_>mFHZ&IMmjy0_}``qK{yC4B0VwM(?ehhQ7(}nR%QvnTf^T_r_L_Tz){%
z*%62V$3$+<EF(EXhc3l$|KsH2=>cXQ#XpUHq->xfEh@j!_7lS!u7QsA?dc}VAH_M_
zQT?TWz`*B&)Pm%;nN*0s$L?r>m4T$FkE!osa_|yAw(pkRenzvw;vCoQY~-_L2meXj
z?y)1`TennWg>P*1WiRIRVx5{AjgT=}u+j+o8PisSu_WJ0cU&81?mk$5RakwQ`<kCK
zk;65-|5?fCmJ)Xv_vHH90&?=c$*od2IJJpnkZY^!nlVvf#o9uz&<|P}HRpP{;O?_}
zI2OI~syF!c#=DsN**1TJ7PLVpals8`5*vHb>N12}DyyRP^VYbcvsVXaCx;VmYnha=
zNy8VkvzmR`ZlS|z5~j(%`R8H%?eY|PUbII3B6~2^$0og>6Ri-tWs-CCwY3W~*Swk|
z=Rii@OtGw=URdnp>A%mjuHjlPIoVTWEnZhrlAYV=Q?Q-T6{{)lbUP?r;-9xq8o#Ob
z(4Pl(7yd?)<p9IrIr43=hjL(G;PF)#-jb7T@x+>zuTMBsVFera;HMk?4wtz0vVC~h
zLlrzt1v$3#_F{jZ_J>eUyTL(%Eg>@k2aCqv4h`x(+n);%geMDWl`_Fr2GV}S)%UHo
zmbP{opmg=(u3G&okb1J1<CAqI^UMTdO>jgAVt1C6QiRaH+GREPc_rGN>-T>0;JL|O
zh^gUDZ~}cnZ7COz{Jp3l*k-P~xUQ1k$glfHWKquLs+r@>{!n#?-@59w=Um6$m&HFp
zN)K}6D?F{LuSpSZ<z;TqIYAUR(kAacPs;qJb%l)i7?LFP_1!y(d%@*;9F6zLMP=ZJ
zs{){CW>xzkw&ck8zdrQL(vtifD)QmOgoL4eN2Dld<}^6Emb9_t$@a?>I^)b=;f&e&
zMP2i~$9NMrPnxYL*ko_4!M}*Jis@_^@jXm(vB~%OKB42E_xkFVjggG)=6;gt>xMEi
z>;=gRZz%OZvsZTd&*@g!n&|c-#fcLq$ZMDVlj=!kiELMprLoxAbN-?_63GYf?h448
zy0UGEl*M2~-$*4Eq`rm1RL%qX;|QxkvWQ9{ZgAp{Y_(;$g<@k(JJsL2gv#*s&A<}5
zt&HvfT652`jSN9(zt#FA6skr)-eQy~%gH)`!5`RJCO}WKk2liIy{IWljF1BNkoJ)1
z*8TLIRhc5t5v?=|MrmaUx#U|$xT}m13c~fL3VKT7K-hd7O&e=PuTsye8qUUeMPk=u
zy{;K2@__#=|JJs)011YiYzKAu`>$&ZHGCG4go@o5<=7E3PUXx~^0G_32$u0bpH{PD
zMq?=x>C0M0=@}9YY+Z|fMnkEBTAQ9w$tca++!pqILf2y8_wOk>sE%wehD!(}>10y`
z&M&Hq$ijFpXBLSJ%<=9cljf=&C$GJnNAI(_czzBrL0c;7=Vel-BuvF`Gb4!#td2|G
zw>Z6U>kk_~#Kyl>uF)O&hXoWBWwkOG(Ip0^5~vx5Y49UEssCcL>`GA^l>4kVp$fA7
z@;LlIjV)!wZXO<f15hoLge63R146|RB9T~uq$6g<C|CB$@99ZPDvYm}>=I~j6ZItO
zdwbJD51!i8i&2w4)mGz6M?ofZmn=;;&lfSN=oCERp6bl<M4W^3BTXESch5CM2)FfD
zdRw$5DQ7=jw}18WWh^31^yT1KOINsAoo_ur$B}bkWAE~&wheMlGj%OBH>mDm7$Elx
z7H*DXw5!prhR+yRM=|5Y6CJDjsK6umoUT0MDWzDjs6==7^o#+?acX%9=vlZihq84x
z<**AL{R0DI5HlTdI&IaRueNC7`Sn9unvnBtlmppkp{*~~mXM}$N#MlwNRmjxF3bco
zFp~aeW0j_NJ%Fj0Uti+n-U3)p@NiP@*8m%NBJ`5<d2VV#M<$L74F!SvTh*jH31pYB
zga^{?<u;XpE&aW!7jC?NYvw6WD0~hZ@wL`4=xU8mPQL5w>(lR;A4*9{xr(ZSewH$j
zh)Q17L<6Jef4C8;l_P{+1ISdVp`l@LXh_be$|r7Pec2lizFjXuCD<*k!<^WF^KxTL
zgxHNL{ig?I{VVd>GYV@=>pO)&KxOVxVaJDthVs7BtE#K(0Mz2EI!McI-@U7J`SRt#
z$;q?P*N%2DA3P`>9Ua~O-xD(<3&)VB>`Y<*Nz24H57^vC8CB8E7K+Zhx{^U2crZPx
zva-_4WT@Iy;>cU!S{v&IzuG$InZB#DdEjYNbBqzO{wASI{4W3j$A>%yWk9I24x1ld
z4xav>{=;7=xn1<s0J;sWiE#2Ls16DFuWhKz=H{E$IG3|k({iAcS+ScK96TAUpe^~x
zi9jGAR7M+u1go2$SM9VwnMO2g5T0tJK}sUft##XZNT}cLK`r#3n&oEtGjXG`bNxf;
zOCYjs(|MMMwls(wa{q?&$owxj&r<!i1o0BUqKa2Bs~Bebn7+Sg9u)L3y*kncQP>6Z
z7NON?$hyFRIMLtF`R9|;u{x_@DGneIWHtS-22{u1e+dvLc0WQIP~~#iTx}NvN74Ok
zV#bfMBHi8yOYxgkNgWVHH%eP%74Pp`zIs&SNs`^J-k4sd6s{M!zSm#V@X+&!gIzXG
zV3{?MFYb>an`5rsu8{^mKD-z(9Avs79o6R1wPE|ZLl&6XSY7?>JHxglW_TVtRQpqF
z8{cIy<aKMUdYj;Ltq?Tp{GvmT9g|gOW+l;$rABIVmVOO1hkR93b4)jJjvilmsF*~F
z@^d#_rI^Xumu5yh$0}0`Y(bKSdUA&}b?A%vpVfP1BByKYE^>}?X!hHXSKZOn<Z)rv
z&f;(BIdyOIa#LAopgs>+3k{~t=6)IZc~Q(vq?fU0tQc*p3*8C>qg4}{NWvH8qgD^R
zj?N4BU#tPOdo<>mj<{Gr-hMFkZ#nza`_smw#UJyE+b&EpOnN(QushFOT?6Bsb;bjh
zFA>5%AJY<}_VW&qs_dI^rdINex>hyV74_;BL|O4O$F?~s<?Cx*C}u+Nf$#|&_b^A}
zrx7$Kz8U1*8iGgMmiL${2A_>{nl9;ZUcbhUc@D~A$<HC@{Ve-tX`TD0#$r|Fqm?Dk
zEuWlaUKVs?Kh!_)@w?42QFP9UiQmvkPk<C_pM^RE?)(sJ_e|~jmR7Q)BY4~%On>qI
z1LSYIvyvy7zq#9E&gb_Rj6^fK3#1p0f7JIYpQl0i#UBNvBK3NsoPESdF*-hxd0p@*
z?n-j|=>G~=WXbw2hZa?3a4%k@M8IQ{<i>eD_7T78UOKe*u}L|iC8?(SKHE>}%$pDr
zyq8VJoTO)y4ZiDJ$-f&W;`VTjqzW0ME-*@$@bTBY?Gh^-t)uL5D&j<Mz(MHwXzvxW
zqd^^cp?<dKZO#hSQ7ly6iaQ(LRdTUrtwbc8(KQFj31*7b<+E3Rd|6WXEqQ1#v2jHT
zu1aN$dh%W53Om1=4*prO-L9QOTfXP2S^4ijW3TyrG#!+p)#lqNGT94ga1J+o=eVL1
zmvHNi&gLT94+^3uT9Z>wToxA7?-0k~JX5sTpAR}dp?MnqIVPdPlrbh~$n%kB3O0t*
zDx2Ni1ceiXv_R$;wbkT}gRNe1gXZXK)QaPy*R@gKC^F6?SCo8_*z!=K`>Au+UT_y&
zakzX`5S@D5vTkPnangJ>byUv3VoPb!jC{43Y}sB@J0@2q@Yk+(yu?`2YU?(}f9Mf+
zPwCZ_){}4&n`>v?f$%x@KjNxAor;Jn2FHz6Z47@xEE6!_elRmP5<~lS5Rx`Y@uIz-
zVEt~#+veXoIy!FFo+-iE7*f>!ti8H8BCJEuk!}wzj|qx7<?(W!W8Zlmh_!Yi23beP
ze8FU#Li4cyL&&idYq~OzD31|XR<bsDDq61k=jHB%4AvkAFF$F}*?i-u+~s~E)iEE^
zMYym`dvK+v5*>()x`yq$B71t?`WEN7Z)Fr@8o7L*?kbr_T<VIDcK#v0M(s++IyqH;
zZTG6kK>b^3$}fG0u*ru_y#4V2iT~#6D2IFlWO-fKx6<=BUlj)152l{jiRH4hBUe|V
zGtI$Mnkw2;O^QmMYmtI4jvXHKfLEK5yTpf_go$jK^1tDEU?8*6EfpPt0^$c!)8`L7
zG@Q`+1X5tsmG<Cj#$*FwF6l^|jgwobCL_iYS?eICOBtQ7XB<Yl7e7&Oze;J*>{lPD
z>^D?V-n>sm#)a4o1)r|jj=e=coQhRd*{7pfb>5<q1~WmGnY*9EfoFbX^z{_PtXu#m
zK~ftL$C=oL+IcN*0#RJ3*&TKX%fhqrHM#=+Ig4k*4s&mA%-!P)YPa{Z+}<#d_niNB
zr9ZE2Pi0w0qU=jSC7lb>1gu+1Di4UEp-*%RG2C@^_WaElF8!XGI%hXWt@ywKEW)Cq
zzgmLYvZeNTPGTl#Gjr1tv*Ihu(20j%l}!GPUgHyrH2X8LJgL`-PS%DrRE~w_B_gdO
zsXR4Zh5RaXN%zo9A0L`02+#*|qJwsDCy4*1^;B<ny8;-P@;BE4ueVZ$&9}1{Tj{Cn
zU$T{Xu&ni^BX5Z7pEtOAJS{AHKCUay+u9pt`g-4$QnDktBHZe9>A!Ai$rSu#t6{pw
zjHIgZ@rAgrb)!)Wob!zw*syig;o`;J+PWO7DK29bH?23<pHLr;W;nF-NJl3p123#j
zwqm;=miAq;xBY25<*@0GLZhVH$F(jLIo+KI(Y_O?+Y;NFMX~cUf{sUG^qL76wWu%!
zZ}e-zp^Rf`r{ukmFkkH#-^d^DDJh=v&&w&aW@<P%qPkX%tUpTHZ<6_U_VPzv*>5ik
zTcd@dibuOQ<-J?TeJ80zoz|OcdMI`Sy1j?k`cy`$cE5?P3C+_#VYyhb8`COaW>5Ns
z_`82J_PE`<v-1G}Srl*@!|uK?=TI=LPg^ocJYh+|zDW7G*ha&+>Lk+EGPiqe+LyzR
zfv(+chm8qB6^l2*VM?|nQvUK+SsS?Py^PPUqm92q?J=itvMXW?$~}xDG2M@!e`LYm
z)~7JqPS~2CCnqOgs>Rv7_sJc;?GIgmRISkWtJXM^Cgh!K82A~y>6a<4IN-x09Gi#l
z!nm^{pA7<<#OtNd|7BlU@E5_=sa7>Z0il&kdoGu%MrWg#ZF0&Sse#OaSHAf-qupr%
z59^&Bh?9#;=G9;f-r48XrwG0u)j`2cKhXi)pyMLbwtTxh8G1#>|B$rasd$630`Jq~
zx_9&s8f|AuuJ=!;Jcu93WxY7P^83%^%d_N{7W(2(TGLd;ziqIcpBVe`<3)J|Io&QK
z&*bF%mh=`0s-@EKidJlTm&8xG@`o`?V@)S8_=Co&dIYy<{%reBx;Yz%_@|XQ3!Zt)
z>eNXuKI;(f;o&0+?Q0?sl6ai;mvq8K4wU45;zB)^d&BQQ^yfzFx~JqcI8E}ZVlfsM
z3PifvUX%~Pqu>7uwfI#G<39CGoE88v84at2j&EBtbH>0+q^zIjyATs`tI{|dYxW6)
z=QK`zN@z<Uju~_)pV-t}ied9um>f3ZrAQ4G{&fn@7xy3VOA<~~P6nm^;86c{G$HWD
z+iy<;I9&H{T;dD-Q<Ux0)CacfBs_uOElNR-&A1qcjsz83O?9;=7(Q$9_#!jOd)!Fa
z4>X#KtHB+4%~NQz=B4h_bB8Jo_9(wz;L^QsiNRkmPE9YysBTo3HYPRlGr~`xnM+eS
zzF=TcSi2|{9(^+ZReE@$0s>8@*o|m{<MT$GZ5HpQL?qkjB8%Ct+p}hhm^w1;i8Iq6
z$&d4M5somF$K1p`J#)_KT-4@tg3?Dz3r(w|CP*cz=ZGs%VB(;a`NYmH5xV}MAQvB)
z>UEk%AyltCi0(NN^2En;XXx|*Lz!kYF@B-N)9KaNvufeCf!@KJ&}LTlnn|=P3*)Y0
z>O595a*okBwX7KPzRC<I5)$0tbtHsTl;y9^(RJOSq|9&Wh=!4KtjGLrd~BUp9bjy>
z<dZ1iI>)a#jekfs-z2UEMnx%Ky_)RMgU08+2A`V}pv9Bw_=|i9*okvG+2#yL8Vb<+
zOPGC+O|jjqwbvGZxum=*Z8*(@9KHQ(P)D_0e&(nn!gqVwX}wFGkSX21Ru4vAHw}KJ
zcW@Hh?zm!0iau#YuAG0OsZ5{zLy-Is$GDuz{=zAi7UV>?72WOcT?$;a=8H`dT>K7p
zc3uUZE~NF|Hq>&rP1jU9L~)=(SC!iM;oJiwMJ&Dt^2NWDVDTZpZQ$f24qO(CnfjA1
zQ<}m#w;st+4rvIfKa%4D(~OsL@wq9zVf?Hwdszg_8SK85y7FL)u)LPzmK!4t6Ryw(
zU(nDw@idpTE61L=QZO=R1YVGr_t}d*arx;i9;=0FFa16>q*I@TVhGy<z$Q$PKeV(=
z=qYk&1Ev?=k`M<K_LePIAH6{n>IKT$@Aul`gy%vxI9#~to2u^fi_*QDR;4R-gcJ(4
zTk$EOQ?nf$=@+APv>jrE)ijyZLTYWtWex8Mt1fhXCE15n47D$*Ja{yHsFIabH?Z<C
zqD!_#lWWsz;?C$|g{N%<3x_OI6}6X)Vu5Jg=Wio~$8ZAI=m?ct;Je?(uuci6oDoob
zw|KPL;+DPW)VUNS{t#?nj9G(v?kPBl=j`n`(ZZV@0kDc84vM}T$tpWr!vm#u@HR67
zjK}FoMizK;Hu(o|MNRWnyTmt}{#2XvXARe(Hrp*b*Po)^g-1qmU3%2*H}NRLw`%tU
z`ay>txz<0PMAq&JY-war(9h|ou*BC(PzJp*?d=-Y>W@7d9^s6{JB#vl`|f;+b=FL>
zxOsO{j@t32ZLGK)Reqa~Iqn$KqzR!OPiVb9b?zk9pA#bnfvzbg7h7{1VwPgKSG^hi
zHX5WludjPQ;G1{ccR2cCQfrr~m>Qnb<&s9WkXogJH-D*Bt7DJVF1=Lcegn%#?|$l$
zzu(P%CjY_Dk8NpEo89S`wAq{G85p849h?BJn!0`Gj+gS+7rbPYl$1zE_WO4%>04jj
zi4z+f=%93t?^8f<ZBnj+RR7T7!*XEg)7X2=rJ}4IqXZ&WhGD(i<o{u*W`0afO$4g)
z+;Scvg%Q-m;L)^LTNul>9+3aclb*>)V^BJki(e~gf=*mTF9}>J;pywc5$KA=4e%Z^
zB$wu|l*=}c|4s=I{>xfrt=4acbSdBA(O7F@U}U5cA0MCLF=qCW&p@o1UFKE{ZU)kD
zWzt>y^{Koz%t+KVaI%T$VaE~|5dIu6i$^P&41TNx!KWn~_2b`rCAvKk2*DaDS|{uW
z`^N5;66X}>p|<`Z*X)jj)6zr1<=!n5*MtG-^b-FN%2km1IK0*M^&wXu;pP3=wGM#4
zO4f4#37~h|<C)>Upfj3FMcT|~p`Wz(ALy5M!TXybqfa=^k^h>(&N_{ZkNPizlCI1C
z-4zd42P!F+&z?weOP&f7G};Z#ST(>ig^mb{i{no>QI%`}H0yw8{)DLJDXn%ye9Tm~
zLIn^f|A+_{<wy}VrE63Wb?+$ws0;#+<Q##z2^Iz!rDAK&a&;EkojG?m-ycyDi@BTq
z81=FlJ}L$cX}L}KJdD-$)O9001cC}Er1P{w9335B;%6>7LYvx{_Jsf<Kj#@{8!WL}
ziS7R@Jui@>c)<b5yGO8qfr_~O<N-!In}Jdo&r`|jcMk<)Mizj--wa&J16e`0H8l}%
zJ488N@QS@+wxj-`AwQa$=)-h>arsF|H=&kUQS<c|5z(~uDl!uawXx7v(?#L<w7%E9
zTd<X*5g~61BRhCD6noS{XB<owy-!lBfENbzP4QqXlps!nN0(PjnZJzqq)wuswhwqv
zN_8Ou!UlgPCojS34TCaS>e!Q`SE0&GG8Tq=mz$6a(0~JnkDtGB0X%`BuxcdQV1`QC
zBB#O_WZ*)GsaQwg#fiJHrjl6D#h*Luq)4kx%EH}`-A(IGp3#@Wfm?F84x|-ZqhAvI
zBp;NfB_&l2_V*iNVO3t%xq(?|D3U^8*7l(9=5mpgS^h_}A;*;aj3;!s4xfkau<i7D
zk|JZ;V8nKeZ8?9g#TuJyoly*fQ)F2SUXE}M{oV)MQK+zDY1MSeRf$cWoAsdY4q2YU
zU+cw@Q0KHV$S}Iv`ufo#A~H>jv>ehwo+`h^Z<S0d6K+p}3VK?$`N4Z&H4i8Ra{2JC
zJkihyHmx(+<?L+6?pGDj@VMg0M4t@joGB$?7hQW$M8p{(#kt1^C66(fZF))(ud?DJ
z=`Cr4p}f0%6Q*gw%r3AiyK8w$Ei}v6mhTfjZhB^*-*0g_>H~3Kil=baeCQXLisd~Z
z=oc8b_eyiF+4vVX%Ki{>Eq&0xi^vQ4<qSqed|8t+&!?V&$wfy(3aI_@!hUb1$<4J9
zFwzDLJUZ-2Qc_ZS2SV;yqc_wwT$cWK;K<XnX}E02!@Bv|g7yVr7b`O}uglfoprFOV
zXaUdX&&_l1W)8>@pTb12Y>T#2d+6yqu-5M?WLO-pB|!-}AR!?^WL8B)!ZD)BCY@Gm
z|1^W>{cq3pJGf7td^r&8Zn7~XfMY0e?a*_G`XxRWQby$Nv94w_3?|RuA97;o4eL6D
zLsa_LO1QD4no*!WMTY^5oLRMXK19MG8Y~P+b*H#ChrU(z!tfy3UYGUM&?@qj0r)Mv
z17lx{czk5O=PTj2vzX1_l)>dPN7qy=DvW*rKK($J$82<fghmn1qo(3NyC?eXgqYk=
zWfw6v64U#9rj;g+;3R%Ff`_l-(yd^_73D7yrk=tqGa*JW0|x~-0>ivXaP@1SHD0mK
z5<us!g2cP>uIu+u26ox{c?Gwj$E8n!Yihf%c<xK6V%-2cFG18zn0)?w_{hPhvz1Jh
zv}e6Xlm-NGfOa!voB^TE7*Z{VCC{LydqqZu5&(AD9ljjIgaC*3fqIM$%zD{$fK#23
z>V&G=w}@Vhz9uk&icNlh{FHXkr~vcnD7rwcRCsl|+v_qX7r{@90%DkKz6%#xk-Bk`
zN9SiFF#Db4e)MP~3K?3K%G7Y+{5~H$D8iF2!q(%(CkQooWr5O__@J1UPzZ7>Y~_m^
z?O~L}YbXya;7H53Bsg4CnUwcL2w9Cgph`g7K7ac>%y^68gGNvGBFz72hA=O6(NHnW
zL0_NX+8g0q7LYkWdY$qdnPo?&Yd9+Ciu@t}9H2k{b(8*o9EIn~@bUfoSQrL{UHR?V
z&;b&Z*O71{g5AG{iOjaT5xh6q`fzRCW$^#B0f$ZYw=igy!oew}XI*)C0Y+b#m%ss%
zj11$ucLKJtWDx4#geedvrl#sxtXM&Q{&54cW;Vzg$d0sv2n(sp-@Yx2xNAVe$*D`$
z%<V(Ii!8$*EbnRx3bY{jRdaEXd_qOmBTavt%#|uTCr1r<^33biMr1MAalX$-MR<8>
zRw-QnK*5bH!xizdB8H;2(x>Y+ZEbIny>V`KHV(eVL&&Ru$Vv8v#tP`D3o9k7!x0Fo
z4*@+8;S{-s?C5jwuONwl=L*nJ>i@sb7cT1le>11h)n|xA-o+~&UApwH5#CIuAg3am
JCVlVO{{e(<D);~Z

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/horsetail_synthesised.csv b/modelling/data/abingdon-all/seasonal/horsetail_synthesised.csv
new file mode 100644
index 0000000..0c5184b
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/horsetail_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,8.97195012e-10,2.0372756884139636e-08
+2,0,2.2736914699999997e-06,5.1629091700581214e-05
+3,0,0.0032634363,0.07410339274910746
+4,3,0.36964308,8.393547112970996
+5,27,1.2061974,27.38932568261016
+6,35,1.521481,34.54852301033263
+7,30,1.2139836000000002,27.566128225568672
+8,8,0.473629,10.754772754218314
+9,5,0.0292109153,0.6632971291754071
+10,0,4.73506218e-05,0.0010751984722851338
+11,0,3.44101087e-08,7.813560814824483e-07
+12,0,1.445335957e-11,3.2819484809915883e-10
diff --git a/modelling/data/abingdon-all/seasonal/horsetail_synthesised.png b/modelling/data/abingdon-all/seasonal/horsetail_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..c22cf1e40030949c37ea525b05f6d5daa711e96a
GIT binary patch
literal 72403
zcmd43cT`ht^fibmHbiWoh!iU-#eyKc$g9|B(z|pi0VH$?O$7x6l_o8Ki1g4wYCv9$
zw1gf)fS{BBNr(^#k`OXae1GekZ_S!Df6V+dcP&@$61cf}?m5rdXYYOTMqgK(@8Ic!
zTwGjy5AOf-go}&k9v2t)%Kp9Jf9#9<Jiv>R?_D!rLoa9F06QNiE*(2xZx1hD4_A9}
ze<vTPtCy#&%#G_Zic;dwe0{y4O4qJI{?~8Fc=@<oyL4~Z99-pq_kD9H7uU&SoPWDq
za)zF8?c(Bk@Q<cZU>135U!ai_9kps3yuWpGTC<7!;A?Sz15I*7>t^*b!?u}(aFTY%
z8DkGdJv>@<TR($)==0{Z@&j?$4yLg)`9jjWmltHaL)9@!5}VVFvNUuEb<z=?wW)ek
zCaw1(cyrFN|NQ$7&;L%jxRT|$^Z)1k+u=xq|2egbX}|p6X+)*g(-Z%lYK)(~&RHLD
zh?9?;;`#6Ni2we0?*C5rEAP1nJ__e}Df0ij%O*<-%X{em^Uq6~LvJqO{nRz&_Agjs
zvOr<Bf5z~%1U&GLlje2iIO7K#%P1>5KyMTx6ScR}2z6y;)<mw{7IE<5_g?`=FsZ!3
zcV~-O`XK32iGE&GiAi}0oq{KQ$@Cl=DK>mD_0P*UxEdEyw6Lc)y0s@oQc^}n_pR{l
zu{RR%A`+rmS1j~*q`cR3nZCVP5hdmtPfuHQ;LfX(-TMv)5`^o|Bp@0WPD?C~m6_Mv
z;du>Fv}#%Fkwhz2d;k3Q^fnKde(a}5v~Di0ADBe-oyE`@LbX#|fMv>6<K&Et5&=mQ
z1$Al*Edi}aJoEOn+(S9{vCmotWGk7pmDWw0R>pGaG(=Fm$fP{OpE^y+%Aqav4>PIA
ziqeX<i39qtVkL4yhcbhV-f`VGx3m3F3&ESzxs5&v3TPqbY`ot{*$|qPI<*|+Wfn2O
zxcTno%RPnEBXFtfP0wfV5hrkU?$~2N3EoYqyEM!-LD(EQrp8(~<P%e~5)u+}8?Vfx
zo%LTF$SbjFZGtxQ+?7sR-@w{p8wg>g)2$)y3w`M&hK0J7nF&4%^J%v9y#+EYzwfB7
z4`?k9=EvAOIAlXe*ouIgX{fitg+)b0;tldDq3eU%2T!6xcBY=AM9};PD_k&eG~sma
z=a<8Ehq!tUf+&p0wQLJ*OuFKxIjEbhv_#AaH=#__)lh~J*2)r3y}t{&Jp1wPtVNCU
zTSUv+L)QARo~HZl9+&#*N7q{Cq;g<%T*fWeCkR-^ZLgK>amA3iAMeF$kIf4Z#kjaM
zmh2M@xHJY>6tD2%pPez;itAFmS6%c+2#rKIiR>j6!2q9-$Q&;<t?-Z5m3JHY5fm!?
z-M?45;TgUj5;Tp9E}76DOAt{mvG0mSvrgZ7Hsc7v(Ho(}g&<pZOxH<UvSaH6OKNsw
z#87WEe1|4hP*A|rk{I6cYJJ_8MY3i4EF7)<35P3AOF{cmrQ_t)-LZ%bG~aC)W8JC&
zuWv;{dQLSdLL0uLP^EX{1e<mkq&nZFp-{09(pY)Z)<R}>&|ylQd5%p8rB3%<Q&H@!
zAB@e~M6=3OQ;l7QuZ_Da(fVXJe#KpLBecPIJTY+9kSwgL%-5MHhZQgAOt7P~vl66I
zUX8s?+nT0M1rYq`HI3(wA3xrThwLweH2fU&Z)^GejdyvdAPy=zv3gp;JGYIw(yT({
zUq5yIX+#4uL9QZKM4fkyA%+$9Y8k}y2UXEq!JVO@xJrEzGk9ZJ5j9fXM6>U3RF(k&
zT20$|{pQW{X_|<VuXl8`-pA{C`gb3Yc~d|n;c=)5yF`~^k8$tOUYX{;B~r_{RoUhw
zG?8XgVO0D<HhH4$Wg~d|I@jSZp|(gTK^wnOW3)THC2^&Nrc0S@G`#DlLbTP4y%vN%
z&V-OvYG$7jQ$^x5U+i_AsCC6L=yg~dC;~=rt7ef;tAy`tM^LIz%41t5Biupe=H_TQ
zHllgO=iZ^fX{vu2bCX)Z-q}Q=H)JJ9`<UlCJ5yN%;T@LIyI+r#{mBEiJ8LJYgni7a
z`F&!c*D($`G&y{je}cIsd9v8D0U?9jUb~r6?uKpNoDRV>Ucxca2oZV!^}{2X?f{#i
zsO?r-<xXW|7rxeYw&iwt1zE`n#eT0X+FgSrTW$TBP0WUlGRDxyo4=0}URF7vlx#Kj
z1Y^dp2Rnpgw=wUth@BrUKFVT_yL;iP3utP!n=vfwI%EZ1P38w_AJ@zMC%L#Z!5$!Q
z>gf0x_VBqiv|o;=NzdN?Q>o8<4;ltGnJkZna$Dpy&Qm=nbnQ(5@?px=#;Zm}Gp*(K
z-kwGT(H7=|$**`%HkFuGtV~_IdbP(q@%8K9p3Pt*f=*F?|LjEAbw&qmR^?nZE^%zO
zrB1h6GwGCGKf(@+sobCrk{@BHtJr0pkdQ!Eqk`?#diMKUXg%ut_a^$vRHh3-W%b|V
z=&=6G+W}7CXr`dV!hMZPP5SZhj~`E&cEt*`lIY`NVSnt}QFU!=)RUw~Btr~o8>D$_
z1MbG<qFI==p4ygUy_(+r`@idZX$~w?{bqm4+B6lc<8y(r*+lh~$p$~tSR;dATVd0h
z#qw-f{qBL!l!q*Pgj4FUEzI%fYvDTnx-B58a4P{=>ww1Pv2xNBDj}sjBurOj^&e{6
zm>8V(<#GBim`6y(co4C%9E1}>+OmF+2RoWi*h)m%zi;eIiE*hjY17iP@gkOWSVU<K
zWXz*_CQfmQ-7>Z>s8zcxoaN-`_!X@%8}ET}r@W4f>#di5H<+*Og2$w?Dvpkc5yIK9
zc4iop(tulWhn*4=qe@{bYzZ6FA=G*1<VC-ot(+HQE{eFiUML?;%90R*NP=&GLO7K2
z;lnRZp0`r<*zT`dF*_i3tP<HfOe!(x&~EE|sEy<{rhj{dxJ1h$S|P(&S?*QHvs%$#
z-9}61r%;@r_7Bm76SmiSui+4RV-h<odusF2a3K*-uV`cR7#He_c&RgTwEd;)keZQ!
z38n_>Z9ywJgsKB0{E>*9eTUC@XZugM;&yZ`kbl^%Av2NtxYhhMcc#<9vpZ`^821}M
zQg>VP$FoEf!CnZpKE92;_H~Ba)XlAAQ|(&I?<lBD;Lgda*_rT!alKqpEo+=Py_54h
zoWdt8?^|wGb&h}q)pl!YFV|&74ouOMbM8AujXA))ZlizFHneK9^LcP^a65l4-L42q
zL?b{2S8g!R?co;D$+-30vw<L3v>L!zDpYRpqfSq4;JuJRFD&V2!RI$dfWIHy*rs8K
zZWs{J+043UgWon*QDV)9MO79()P3e&lj5$mdDr79C#`)A;9}9_y75GwlPY2>n`GQ<
z=s=D5D~an{IqYo-OqlCvNlFdIAyG9I!psTZS>j`uUH8OQJL&3odrW>E^ut3Mg4A=-
z*~+)^u=2!hW}jMRFvAIe1>J}~_HK7O?tB!jNlJmZB_2Y6Z8p|>PGwMDH1k|0`|%u{
znL|ZYz}r8zj(w}t_{4KSMH8h#HVb52b-}BMeJ$4`cW!)skYwfR>WYTYHStj-IJC>g
zL3fKsmYYYF93*wWGIYy_8sw?zsh8{V@9U$DD>=!@b8c8fHYn%XQf7{*L9<Mo;H8UR
zl^ZFhHr@V&!kn-PoM+_A1II4~Qq$7Ym(Cy))fkseD;1Ct9YqHDEgf&zENVD9?b3HN
zCR;h6>5^{NVyNBwBoR~P0CH&f?~Z-h(6JQ<^)XDEmCu{o8unEF@XXs@{$MS4uqQ+K
z1g}FziVW&Ewd_PNTc!i;MRgd&KCjk|)J+SAie~LZQ8cALLk{{E9z17|YcN^R0mgSU
zHdWeEiMb8})M$797}eC;FU5Urt{d0(PnClw#yv8$nE>#&Wf4(ok>)i~+Z|%1?7KLV
zal;{cvmO+V#)*0eNwonQmN&!Rro(I6XjU#1Y8uSdX_ud#_wAA0`EVps@H%@F$)-Hi
z)%CCUBD78UP5EJisKSdGHt&!D-=T1G@37ThUDHfFVdUbYR0Z2u9E^n{+``NTP$ovV
za=s1AH+$kvhQo8$RW~P-N+EEP7aG;?3h)PlU+s@LzODn2t<G9cDg~Hlnthg=gU<6f
zz+Jp(hsxf;Fwb7CAlGWB>=I;}*Es8d&<0@8H|o5ix&DCK08UNuMHYM}k7xT}kJ<@5
zjJ!Jy7I^qywULmUae`82M}EKfz#5O)X_*YA^`q55)%9t|m-oX_=B>eg_4vJq&n$Yd
z0sP1y&RUM;QJ_Cxopi?UOhPe1>U%5+^NwQCteOYB$4{xkvGd(eAj4nYmMWNE$_w{@
z4>POh%H!E`MrSSYEzEaC5&V(8*N`eR6hZGE(u*46i$<r1K~X7+vIkYu-;AMW`Qi_s
zy54?Zao(}xaP!nO|BkK7$3l2;k8mJu4+L5r@mWF{!`?~#3Bd!bW^QUXC-C^|#+YR`
z<@S`XVWe2EO@-4sKv35|p5#4+R|_D(0@{gvB!<1_nO;vxw<DxL3^HoZJ(^ND*<zVJ
z8CfkBzO&^*rTAM*mbWifndJ_yxM0nB;R5T5yo~MCU6cbJ6LQxi*b!Tl1_GQ&!>1io
ztg(1&&7>`3e;taSILWP8a~8Vu#})&%c@)NG1yCVDt>G$>h9PXCiXhKchznH`qb6VS
zIhPzKpeMGE@#}|~H=$aYLN!NkdTH*?->TARl?YKEU~(SiOVI_;XzdvV__(!K-qcDH
zm*pHO+L_aT@pO?J3{*-vkMZj+TS<Cq-Ts;VP-hTmHZ%2s3)gG6_Cj`QG(6N)GUEni
zC7i|O^`>SzUeH3}N6+6=K!$@75kU)1I4#$+1%d9ZcN^_#o?58Qyy+DCDL;RseK-Hy
z)}Qm*3BF;Lnv$97=+0qn`GBkqYh8KNrwu;?fepW)gp~fl^sKD1U-qa$n;H>W2O8R3
z*h8jA4aQJ_-k1oDh!d1P7|6EtY8~BTZ4q;b8Sdx>>>1VI+8Pg9-9i^yFOzgrB2xmx
z=-387R<e=TvvqV_3Eu~S>+6L;;L{pJCTw$x*hdulardP4TwkM0Mfh|}5NczmCy}`7
zF^!6<R=h=#!^zEoPD^2d*}-PHRT1^nS+@wJ-UAX@Gp%iVX168xXS(BJvGb0!i^0<l
zEXIZ*fU!`D11)GG^h1~5VZoD`g+mE3*1Uo;R%T_15EQEhqec@AXkM6iMD;>N`nCeP
z2&_$ln78LR6s?F#=N*=^X;GNjF4s=7NFddXZ)eJ*T*K4>(!<bp;534bmkl+Cv+r#|
zsBE$D?W%!rs>g~G#;^EtcpT-l2kqxxd)oX26n~~0bUVh+YZ_xIs`k!(9}UQf{9KpA
zIK^o`Rp6e&7=+$2jeLp%i$mS6KX;wJi;lGo_dBRH?*dw-X?`bqq+*2_ufl1)$e1jt
z#rI;(Q`{%NAGe}a@(02B%is~ZXgY46y`*=NDYNWgb5(nk#JEQyY3rTMyB(?6Pi+W*
z<dr(4nKP56rq^0QU!Z#<VV3XADanZ%&nYDst^c+z*8ulFbi1kJQnm8t;tSaU)7^dq
zS+qiDkZN&pF=H`5v3g2AY&%dy!MlCy_nFJr=j|#au9@ubJMpE+$Swy(JENF`I=DLs
zZ7VsRf^9THhQTggyg08!P^Df|HZiq&{_2uWMzUAl2ZyR(S51C6f*n}*Y4^d>Ia9NK
zHp~0>j3&`<VdHcemob`N0Z=Ah?BYh4!ZfWyoZJ>9aH`r~ZsBv1?!mwiBctTaxZ-W@
zXBRsV`%E0WV;9G(YPib7BeSfV{eyTH1ti$Bo;)RM_EeYyR<BvlZW>DON-6yP^m$7I
zZK&4O&?`c&B4?XBI(&OIhK6rj<Xta_t-3Z)b|i_t^9tl_<m|AX`jmM+@=>BH{i8Dm
zp6#+r%fWVm1rQRtT0p*s>a_|weHzQs>WD3DBZa0`_sQKPqL;0*zGpCwsj`PF`Ox29
zbPaQ?Uy>$!g#GlPP5Ku&zw_3VvvC?r{iTK6b7s4XW_FrQaCfn|d%Bn4{lM*2)NYey
z`W}0L29v!6bss*At+BO<9MizL1UZ>591^$S>avM(I)jU;)1WAue0dk16Fl)O(G@mF
zaET18#>bXiuIR1ikv`(w@v`7invy^VWp|^~i1}TwkTMP965gKbv(n?v#z}>GIV*c^
zm7i`fPO2A=-iUL$G~YK_!~fmn0dDS)mHCFRgQfv*!a~>aJ-q+I@n<mZ%44)Z_<17j
z&pr`KXg3vfWYWYf&k8&P!}w9X9DPXW*BRtkxh08?_rj!FTO1L*9=g&<%%aUUQ`?}T
z1hirAWPQ(2B)1A2`?R7|+#D+Sdj0pF>4yxKH>dYHF}HoS99o%MMx`iuRN$(QP<W5>
z_L;vMi)y6L9vBgD+1p5L<PDi*QD?7>FzPB*DkPC%zo~I8jGt!VRM2j*iyx)QOtgkH
zBt^QVES6Krs_bvP*X9n2;+tSXPUO~1LI{2siDC@N9%)A4{JvLPOLMvH^5z|%Ac$as
z0B*KDM?A}w>&Rib_M|vn4+fPm%A)dVBn=<+D0P>imDIR%CtCW*>dXs%C39)I-6*%b
zp6W*O@%E~xS?ZWd8he|lj_UijN=*1zy6Gho&E2m#ZMk#X7XR&rcok-ZU=fTSSuReg
z$#L$_D83~y?-x|vKz>o|<ZO{zAtKhhhXbUuQDm@)?N9v;%m%tdsQ^)}?o}xF0wAAd
z#k2{S^3#>ibgG;ffH?HR^HSjLuI97qUEkK`dwG3jIIS8^w3C6kSq}$gQR24?RWb9<
z&;Hv4Uv67@$Cm3mYiURYVmm0k<U>CjBI2CfaLm4&w;>1jvo(^4a%KxQngss5-0MW!
zAYW?hrV@@szdIg6Z6)rxC;bc(DVzDQBTOY7o#)f{uEBxTTC*fd4(Dcmo8>gW(e0M{
zLpy5Y1n11PjvbSIP4X~MZ+L=jEuCHMa6gVP#o8yl(#zzfV|W~;uagw{RSjLeMY%O_
z8XVHdXs2`a(&LZ%xlA+pLYL{Anfoy6&Hc7vyKZ10{)E$VZgc5xoFk=rM;L&V03D$O
z@x@o3Rw>fIow9_<)kD3Kmxb$zLQ#tcPFwi*fgMxC`)gx3Q>wF~Qb=m-Hk`kbX9+VD
zYAq@sKNyuOxZkqQE#>%$8V471W%%QvU(S@(zT=BRsY{sZahbM1zdX$I;RO0FLRil^
zcB4QdF|;A~yDghxDsg`NW)~#PoYyVG)D|`>blUcm;E|e$l75mKRVVXYrz|^9$M&hM
z#at-gT~}mys^x<=v4qWSUO`OVc#??NYuIxGGr@7V!t+l7r}y^mMJr+odA=vOSVTvO
zZf-|wGYKZ|j&eD@C;ExFfBZ_M&o1p_5@yP3&_0L*@)rnEiJZ!E{8k;3Kecg5$i{0I
z6u{pP;c==o)WpVow?vLF!b!34#O1y$6j#K|c@B4ZH8XC&aIs6x`^219n^UxThX@oj
z6Z4I>VYJUdo}|e}D4fSpMXKFdt439<kD`SPH{j9Jz$~1R<b#Xn@y*uozoO%Bnn;~;
zfyyk*x#sX3mP-0^-Q#uj#$Xj=SRGneYh!BT@w(9I1nx}LrHWr-sLrS^_|FgUJGX)a
z?5f+dVEXjF+ZG>ipWs2~A6+%<zWGK~>zTA<gMyiUM|8J^x_NuPLP9$1ja}q3Oe2*Y
z2#5GTUdv!#zXrPd&9L`RhNv;Ks_dwaq)|v`p=xIaw7T&eZ*TP-)ee*148DI6-9bE#
ztlg$}gS`HTZGzrO5yMiU-M4&)UNICkH)$YlZ$3_YpX7uJX*=`79Wn8#GH+e*(8dY#
z>T8-R(5HC9^UMH7AVLRDyMTl`0%CLv9z*Yf7@(hXY5e}X6J+;`Ipg%`niJ8j3uzk;
zk*zN9pzoQG;OQXZd}D>c(*AWb!O%MK_|=?-p#^d;=>>eX;sTkii9fz*QSJDkzOPn8
z%0U*%eT?V%QbC$h$C2KTRs0d~Lyt<0L@xhu@9c#jjA-HP&2UuTc#mR0W?|y@x56i{
zdqXsjkVvz}<Jc6_nTy2Lo>Gnb;ymR>9u!)iCayJPGlFS0R%Lv-;py9ryzDsC)h6E-
z4>c<XbM(b7!{i@P$Kh9`4+hK32lPpe6N`JS2OLb2q3sA^cn?Wlg=t3BW@Dd5x+v?>
zn%kr->-$1rSIT~=fOTGYxxOb=D&)3A@7IQF^|3xSAyGS#3r2PB4c7RzW~8>kv@m@V
zPMQG_PvH9bfdxbzK3+gjvVt7!A@$pp7O~e}tM4tWIK{TAq~#1rHK+{PmHNh0ed~bH
zOo=#FPp^*IvOuq6yQtVsa&z_U{aYVN<5l^zUA^4rQ(1QDr{rU@*fGb2&p}4hrJ=)W
zw{Qcb8xG&+%*}DK+e0OLK*xw>+D+XI_IL*8F)GslwCdys$YKu9QR&}qyTtSc&pK#9
zWBA2ZM4G0M;o($By@!_aTY+~~PveY}>6OH4x5m`2XSBQp<M>ax9=i7=x1a8;CWZ$R
z=hpj%g?_kKv@YzKFB6ki#(dfP8-u9kZxno8`>>r~bzL9Pr!D!}uA=km9?S2^68Yb6
zI*?y@h3%UE5Ns`PHN8+&>(AsT)%si17Yi(2-{QeQtD(IM1+`C;1PIl$E9uQ>n|!{(
z+Mh}AnF!cB`XSumxrIzG|FDn+Ayt#Xf?20XGlx!{xF=?x#ifp8Z{DPASBdBILFm`A
zoT-*f?#`PLkP_Z-`HI5+lYhV#?wC2&5%o}hKC)lV?O?`Pk4`GYjW<M%O?n0Tb{M&P
zg{HpG<7+vO9HqfY2p+s#j1JqOy_;ZS=~W)LGnpefI=h~xy9=JEBgILOMy8LeZ~uM)
z)xC7#Leb?|=C&lnKfChUo_OmDN-)V4*+1-ojs0ZBCacbNuh*gK;;k@psJ3_2w625~
z)|s@X`oNpn5M2|tdx)m$+K=<-+3`lF3J1VYOykKGPI&T}+P<L}u`si){)OcYBUS!O
zy*=xXkK0qtL)ak*Il=4o*L2B`Zt1-nNWxj28f%b$(h;>NpH@XQ!-w>F(i~^;TMI&i
zPsv`jBKz=|gUvX(cI4A6YbZHxA5$5^)|&HU)n1cVu~nIK4B!3M=`-F62^UAS`ZMuf
zJZETE_aETeZy>|Pb?0Be7L(itawG3fwx|Qf(60-Ha>4sAq`NfvQzis{-x#Z~rA|>n
zYxUe1VTChC0QOk&?AeYGP%uWV07cYKYoi|*5STA9$d8tkmmh2HPX)?E8Y#%o(9rt!
zq_<W*6Av}1u$dAN5=w_K0pn0T)ez3!LDK<8+0qV^3tF4=NW>wmn;oWIzQ+q80MYFf
z0^>C4#zp#P@eVlBk8VZ}qpv1$qo7sIvR-ZHFKcP8E@*6LleUq@Zlf!a1MmLxPhdlx
z7h$>%^n={$;XXdq!`C9wFFt<!=z%AV6whYJLoC`70|1)-ONVZ50ZMai3JGWobQl%M
z4udnTU>l=oHM(-4LH@m<oZbn1rJWY>2B1e~r(Bjtil<>~vp5tT;|df51n5LVHmlSc
zX!(HZ#W9M&%I&hvVZ*kWs4yTgO<Q5oup$4}Owk-LIW>Hp(R@%RXXl0BK8!khG6eQ}
zJ*`#j*RNmIQ|xpXIOrw-Id~NxMpuAu8i3x+8XyguNXFL-Xmt$p8{^A$qOKi6dn>z;
zS5WGQ{~<DiqWB$9v3@Yt1~$k>a!vU*rFAwOVa5(gu=Vw=CFLio^)y(67SOkzDepNs
zj$>E%%192-GHt`Qy0$XsfH*KqxTKu3TjV$!DZOPaMsr6J#|1WKGl@I&GpJt#{>W)I
z;39v}r)zc^kbXPZ>3yPsxj%?$Y#I}Jn-a85AVo4J5RE`Z3PX^hM1<LNoWuM&sR9|i
zS+$wnnpTe7W_qx9SZKmU%<MQJfQ@PcN(K#<Gr!4*TSIbj&HQ<P0~BMS)Hgqibs<6;
zsXraeUFGAObTZ{R+D!JL&)}KZ03}UrVb<I~!|AB`LIz)WjnvtY$Gy+0`iwAEuA=^#
z0<fww{@#+>Ej>uv^<F8`K;DZaCwtrjcx=s%$NoyEcV_Z&PV`z2+)#INHPdqSfN+mz
zC$IGGzNAK96)DMnB>!5k;6`P<WbY~1YS+nZDaGEf>O&H}BM?GcYZAmEJ=$bLNrEJ)
zrzz}?+$h*6HjZlO>3}y*J*4^JDj)QYSJ{=OE;*P7#~c>%Sx~Hfd^bd7tUl|m#hOE+
z9c>I3noGARzyG0CH#4lA(S0*nrAwpi^mBClk1VNtYM(4ds_xSx|3lI*#;WP$I<tAt
z-kT~WdCA|Z?X^=Ou3)o|!%s`5$~of<<@t-9b}ZN-H=R^HMD2P5Yx^8CUkuV49_#de
zuFva9ZFEilz~huYkgDi`<?W@{2O{{e^>p**vfNCk3ZBy$Ubrv*twErX%BEqfk5O1p
zhZV=)c`NV8pP4L~COQfg`Fol#d}&2e{6@+xO#>#M$0R{)Mz$`-F}Hc6L24?c&%xWO
zJk*7sK(H7fWGG>WK2^4TlyymvO^H;6t0J6MCYr1R68-pU<Ml|ln^SRw6CrxzA^F!|
z`FQw7I9<0GtF@Lb=krJ7)^_u&%uEW#qCS7cDY{aPGj%(6>T%C2k$(Q=bskT^F6c-;
z`O3-7at!GdJ@LF@7J~KfRjZ@*-m{$>#rpTx6<_kW+-hy;F>Nn=_bFC_iFd*}2){q_
z%;FTY`56yeiZrsLHW4z2KFYS&t)D{QmZUpll|pPM*!#!${Z*wBT%EYM3M9XM$}iZ?
z0vf$thuS-Q%yVHkPa1!!<IlhLfLB`If$*<!pz6>$-dGDk!v})a9C2Si@UOD}uzjM=
zeFL=pO1&m?r5EC4IBNf8mFS_}TwEv4XA+<wh0&9*<oD(E^SVMOCMJEs&$;gG6XIA5
zx_-nqdEo2&uW-vb{y0*2<bWo}Z6Ln>4y421L!A7-o&LY`7f2|L^X<RAu{>%Bc0nN9
z9wUGG@7i2vAwXJM#?=&F(t}%(6Lr2nyHb<;EI7ESr?ju{F>znstJz~23Nm?b{vTeh
zoJn{Dt~-XXwmkRu3N*)98S5sa`9Y2*N&scypugcv%>Tm`{^#nP3!xH39+9iM|G(NO
zj*E~v4izr02#&^2JDyMt4%WSAGhbhRsrI!xckWzPj{cqhEF2L>-leA(1H5?k#tj2N
z@*gw>vOL<0#QXAa!lP$b-BB0i<xNr~O-%q}E&vYl!v8!4@e@&>fZp{4@DJatFYkHu
zP8fCZR!ZIMht$-CJ<pSpl171SklT<G|DS&(s*jroU<q-}sU|<;D*L;4??t<qzXN(T
zG2rpz$Ca7f>Sxjhj8YRGnV6&=KQh$_Erhn#kZiJ*{Gui<{f}>CPdZ=DZNU@e7Ih`x
z(j~;tAR>S2cRfF#<FxekpL_R$E4+Yw4n>4?9FC6;tN3d=(N8dce-V@QDfP-hu6gsW
ze5_*g3QzNoGyh|1iTa^_U0<-ejcX?Gk1g?kc~&&8%$EL-)rIT-&h_%L7F5+G;M^GC
zxHpzZOH1#(I_Ngt(uindxUm4gv5N|wa4o!Y?%W+<FS)!yPjv#CZQQUI)(WZvK5Ft;
zACXfqfc9_sF6!5LPFa9@X>4Vc1&VUX`}5jvKmll^H^h~-ZqXP)e}2ZiSX27@IQN^X
zv$tz3>f8!Aj*J67bP`tYq)lL6iBa(<prG6@%<_o^l!_?OJb9Xnxq3c6OL4%cG0Q%H
zhtUXi@mn70#?|{SJ>hsjILa*0Rf=dBb#*L@0m{0SFBEtxw2NznK?WvMbRUlvLT|e=
zdPJ16QVZNtevLNY)v*q?cNj&SIZ0mF#dR=HB&Rhj=fe|Oqbo8>juo>2{)_^PLn(Nu
zsz8p@{r2SX<M>UwkgW4!tR!LpxJgQiiY{~f2?yOmb|p*CD_v&*GlN1$-=9B!Jn)22
zn$8rEDVu&q3)edJ3f|Rrq3*@&_9%e8$N$Pwdhl9r!D)4`xFK2Vu!ak+jAhl}`9kB<
zWBFC0Vw0MyHw=8mxRTRJU+=6bt@t!%<*jiftNj>lG1x7v8hBu%{Oa4eD^txR;3FBk
zm}d0}pq70Ftz12DAJydPo9fWLcl#j?Q(pikb0ea&E$ThY^(R0c>5r*Bwq;G9d7E9M
zh>daO$E*3HFS)4W#kh_r_5AYN2CCmE;8#X-HFtBMZO{s~4HhD?)y-WjUtlAiubt?B
ztnk>eV@5#jl$dD(NX3eYa|i|1N4Fh3`zGDTdCzCR1Cz(Q>A=~y5zIspWfS1~@m)}>
z19l6+AF82$yxVB-1R>e)2Y#6#tjvM9IJ~_@%f<s}m_l@i0l7H~wgN~r54`Nno9jR^
z)aLjhWV<5zJHXa#+RAYXK_bUrPsGVI{cvrl>-ci{5BUAHP|sYItJuiF?Z78g2M322
zQ^3;|@y<o)p8Q<3xCc@KIoIpLwf~~is?rWHtSBR;c}K$kgo<-?F&e&F8;X|WkS$7e
z_kc`4*Qa9vvf9P-3Gc&+%TL0A7?m5%FNRRx`J-js<hwd1y#*p|0}yVGcq|+R-|UgB
z@QvQK6d#Ia;giGU#g-#>?e+ySRs@BGQs2qr2og6AWd5SQJg)0qZG*3KFI0psJOd`3
zT~rrMO9#k$B~bxr)7cj)LGmb8km6<01Hf?Q2f*SoxGVIi1f2mYv@5>I;Cvw;U14ko
ztnxe_s}b}B5i>;WS~z9h=u-fFUXzmrH26=TieJ5Wv8z!d3-I}U*Fg38Hir23gv+>-
zU3^Z1`DXUurMZQY-4WhKCKa<l#PA8TyvT5<YC0$As1o=)m(v!+AKM57F0l1cQ(Hw%
zbq89?f9{#p1m%?huoY%e1b0`)KkkLs66;GgMN|E@K;Srq=w@O@s_%lO4a1h2VsM^X
zZ0Y-3;OQvs8UoIqoW=?FNb@+=bt*v}@6TI1k-RHaCj+|7#hZ$TtKtv9Esl)NM(z_G
z0F;*>&M8f?Vl-AS^WT5}u@2js&rk`fo(^L|rhIy(abGUqfB0|+NXQGdH;5xIG`{YS
zi#K4JpcW3*d8LyrPcgp~g|QguSG|{94xdn{dy`3tvOjsQc|X6fd|%@;u>HKu#4IeR
zl5bwCXS;-Z$W+Pi()e2Sbgbk2(p|>Zv$5~ztWoL=h}Qd@;jprPlmn=&XetOlF{o{+
zh`rXgeozjpr~JXD7yRPW_i8<gERwIZA@}D({|eF+0LCXkvp;UM!5<qeN{G&2?t2Kh
znji`0NUU;5)Ti&<wSrIUAcF7u(#u^D$Q_22rUARplsA4MMS2;BB2Uyk;`rNSCxJ<c
zu(|i{Tb@8^1$Ro79bJ^O@yeDz1&=JNy-1yRap88d*k!M8=N#67!wm}>5VAGUa*Jt{
z$LOmxlQ+{($kJLPbR04q`9&vl;qwqM5^1KVr!#<(&%2%lJQ;_+PPP4X1)VE`*DuJ9
zfIhqKZFT23sD01>zI-iXgc>}ytg=q?D={HcG<O1#FE4>gdN5_yK2nyq*8Eq3lkB~F
z3urqf-wW2N@NA0`N-(77G_kN~LG`AF@zpu?J!(goWQa<nF-e$|7PUsEHX<)7&9@-?
zJ6&nf7EedGU!|J6Mj8vtxt+hy<}kLe(xn4Wz2?hqz--V@$pJsv#vj4^b!BL;wyp06
z?$iUX4&J?51Con%#CXwOTKJdn6;lC;Tp#pAHPQwH3ui1zxZt9P@X&?Oz6?2crK*Ik
zxRc6}wwWO#HWflQ9bZFN<_}Fy%vw5^KsLiwFwZrgU5P_ol$7iZx@Lx_z)mb?5HWP#
z<Z-hzU|~mOPK^D8YZUV3G<Z4h0OB1uQ5F`z0^i7Jp4L91rC76g(89s0xHkn@j+aC;
zL<B@vhqr<>bKe&Wr6PR(rKS9j;m_>J4rnU=(<Mbbtr@uLUfJbz_JiG<_r#$(%=XSE
z?b*=h2klI=p$}D!3aV0_LpP12U3;R-EVpNxNQhqJ<R7sTLBIG?-wQ3GqCV}USL{f2
z%3kBhOEmnw#^Aop+j<=TUDTHyT$%7~&-Hrc3V*YwWA^7bP9u7-^jWEQE%m$S4a^+l
zgUwQIKY}&HC0RfA_}Bs~^%;5~F(0BX?C(WO9Dg+^6D_Z~T4m<fuzmA^`)EnQT3HLS
ztvdF9M|>Ry<xg5ZU+B7`lc*hDWM?pZLioL^^3Rc?t|p1#sP8UxY?9FVloB&y*qNG{
zJgOEaoOqaD&FIMzfzF*RyPfpz?vs%c9s1;8pJ0CLin>YPGmg1qZ=p_NKpAF6zM+us
zq8E_Uhht1yr~aKAJglc~c`1YFA9ob^MZc#fji|9L{R^DjCK3g1oK_DDt!G-uJLjmu
z)*zY24Vx-$g*x(msugWjd!!#t{PjZwJ*G5rY?@wo(%3AOL>HJ-*QYgyuEK51H8z%l
zxv8gGabtjjf<89z=^1+7-P7ZPwpPZH86joygCBYX`I_5{*xmL?$MCmhK$ks#V|V^{
z!_VF9%nP8xcn_2Y@%5Xx>WF<;E1Z7cOPj<*6`0=BGl=^^X;Pw`-SB*`>adSX-`Dt8
ze%<1#Y@9D4;7j>1$&gq5!VWsJ+*b?PuGP&uu`p}b*<XI@9nbl4|NCK)VwkKf!SOyJ
z$Eva(;DjMIB}(9{fujnCw=Rf1o>eR6a9+FI`HfDM%Nvt18DTp&snYcq{A&8otK+dX
zXr<l*Xp5&~_gW@YzQE0*)%BDabPB1@-Qq~<_B@*b?QvJu7k$;G&)9A|Ds}&1+v?{z
z{E-mOr}0^O@OHzItgWlRZsvE3?2o6eE+&pt%d>Cq(s*7)E-4YPk6o8tOa2o3#>Yia
zFqxvhHs^ddOqaRpC@YvU%C2mm1-ZD}#DCKa6eOE)mLHL`|F>B+SS~o}%9m{eTFiR|
zS{AP-ET?4u?|zq{?hhByUXLoP$s@MmtWo8ES{1fV+Ep)a0Pmo8RDojQ0gi(*NykNV
zBnsWReC3=|<g~`CJgNP>FXJlt;wQR#&FUH*K-Q?-P4ifD<a~xF+WX|Bd@^c6%P?Qz
z_?Ww_64dv{qn1d7>PpGKToJQ|g+49O8{XjdM=C|%8aMk`={Ez!RPJ5fpTuz#l5j3L
zehbGoT(l?{h1o+Qia!4Uccor?G1cQ#lYkSw67>~$6;psQ0Du63^1daow`P$soiY3_
z&EcSd_@bMg0r4F8`c<J&9}1j=(T7D!08p9_w&7g_c7&4q6)b=pe53J}zt;er)NA~9
zIv-dB(PxU}iN*aoO#pdXF~>)^=nA47=k{^$`d<SW724x^7$KM>UHJR>5t$x}J|kV$
zMd@Twmg_p5uP2<%v?cy>935A2T})MUBb<ACMscX|PvC`%7neXm^}bp?3hHs=3}_=>
zCc$J0#(V;vKFY!->QeS4JF5`menPG7HLIb!#=m;elcrqy(<*9T^T#N<W8@9y!CS9-
zW?v{@K4Ip(0JJ8G(L*+p%~Wp%`km5zvSAj6CTUVO@ab+`7K`IAEtI)04tyy|Niaad
z7AkfApwK|iOv*mHp6a@6m!4x{I|q6SEa){B4;ePh6!X|hJ3qy5J8%O)TRFTp?piG%
z`ijN9UcL7~81~xNebSbHNl1cNoT4+z+*){|rC$vHIw2^<HwTc3A9udsc5RRWq|Jbr
zZh<f76FgPNoH$eb-Ts0g7s&YG?1&m2WAASVBovq|;8ts*)Z??R9E$MP_msU?ZjovI
z$K%5+Fhk(CoV$k5<xLaT0aNp#vyLaZF%7Ez9bab?l(Tqe+aq^pv!sjMjF-v6$0a8n
zPsY7``SL097KpVcNgqET{Gc#%`By*F6W5sq%6>mdvUT>TJbO<OuH4*T4xiS4`l<Te
z#as$HT-reKZ>G2~V`4!fE9R_<g^+I$Wn2226<voexb!IVDp|~|5!gEca2_iuTz9n$
zKk(K~QU~(1&@3s9W!tLhd&w46=X;B4$%Ai>OSl0-RrgE>ceVW5$j!S@=h`qpbLozi
z@K{PKxNg2lOvG}mw_f!w27g>$Tf7^IDu^7Xdm&jSz;2ia(00LmZ<_KdFRu@$+Xn{G
z&v0N1^4P3mNy+;Dp6NilX9L7#xF5A#IUZV~@%6QL%5asAza|6RA<^oqQ~?b5q;;>4
zaAyntshue@PNY?mhmgSPhW^|`mwrR>qWO+Ds0y0Z-3obRpl$;%Sr0NUzeXw}+{r6B
zUp@QvFOK;2_r=@MsnK`1D5wcS>0cH#|MN-2-5&2gkf+^BTD|d}ff~>~Jyh=9sc4|k
zV*3}Iyy|&g6(lO%IRKoy^p64=iP)8YjbL<?Gpo(B;=dMd;>yQ>r8ga7YF;W(r__S0
z_@5D=hV}e<-hFjWuHu4&>%9NvR-RkZ1Lpdvsc?cL8kFsy3!^!vq{4Y+xto`~qkF1q
zJ&g1=<)7u7hS|)YaC-OvGt`<RGt}~yxv{t<a^j?j67D|N5nZW2LCgpfG(XqN8Xx6k
zQE;8Rn^PY|bf1p&q1|jhqh3E7GY#N(E9Xa0iro&hNktDLy@m?dEFDY!Ge3`jj1+(N
zw^tX>G*&+D$9CauB_U0fO%Xrt9L7|$niG8mnGMC|6)WUYnYSguUN*J!xoGyLua0G1
z=JY<$P3r%pFe0##ovux*`Rd78sY_+132|f4^LnQLjNU=lO_u>%ctSv(!Nwk#e{XkF
zNm|8^uAR=MCI(B9v56_o-g*q~B4X&DzZ^<JpH$k)nPv^)O;P``^XERB%8)*p(AY8*
zg8o;ViR)Sx>eBd2nTG3BEu|&fG~ee3ZwO_EtQUxxE;aEJl{7i?Ke@I4-O}t9)#Mq&
zE#Q?ilr04DWlY}~BC{F6MGtpxUf+sfo8Nn6P_;5&=Icrp7#iDZ^l$#EeI6EODJEB%
zJ~Kt{?U_=d5@c%wdo>d{1kgjCzdXlc+$+nCv0A@rxB~HIa8oP8V~HpMYaPzb^krHt
zwK)y7Yp0BTtr#NtCs`cw9`hskEG<`jUd%Tp4}bWa81tanbbk3KeWUc*S~kqjIi_hE
zViLdfi`_Rgu9!JjZ3M=mxN`R#<&akUp^xfCM_$ab*AWe+rsmfI@WrpY1GfB22JbZa
zWSubWRt;Dz=3g9mCAK_sakk)nQkI`fNRrKvQ~ne#f8n={>&V@q$o@un!^6<{>C=N+
z{5iwA?~krPT+_`Nq<_0~L!Jyx(Xu$?<HbnMFp|b8d{S~rrgp!f+r88p8|kz6#Ila&
z{lQcuS!wT15+L30lz5opc9N`V$^Rj`#i=H_3Cj;jxySeZ1FUmh74TrbkJzb<Khe`A
z#!HLWLm$j8KnCC4c5$7Zp8FM;4&FvX<}b(j%_!J8)sq?6Ci`;AY;2*KXky%2aqqs+
z3M95%icjp?=rfzI`>3}bD^c$f7}KLei+N9a@*<jZCab@+wUy@RdRR;~L$>HzO6)oz
z#&aC{Q;Q0?xVY_q7ax(el^)L8V1|-*yO*HWNd@PbQ^IBMhUUc{Z8V>t9MEmjJpKDN
zfkD4JBw_k+>B_Ev3d@T&4qnUUB*vep$~RYpI8mJSO<yQ|rObr$G!*_u(|)a-{;4wl
zaQvb*@)K0Rx{6`5l<Oihuz%D0k02|N`o?2raJpe@?Dpfd@3s<7&U+?RFI|0-$hVS<
ztssAitumOVc<of1oF`<?9%6yK;fmeOiKmF`vf;yFEXdF?YVhV>f%VN~7lA6^O)7-K
zlXOo7Z|eyjJ)6B1P~4l+29ZRjwzWL!=~3RjzK!Nv?-GHHl;~ch)|<O;E^mip23p>>
zNttr)xae;}zkHt^^TfBeC`flBz_8FhSq-tOe%CW&9$!p_J*miyqdqu)zJS*zX#!5d
z*Z+1{LTO)2lf*RFl^B}aPEKnR0}#}y`dR&0nGjL{>^ij7YHJcqD{v_Y{v{CY&dHr0
zF4jOw4yv9}ReHjxo_91hqt$s8B039(#Uytm5@S=NTP5Tuvv@k5G_)Q*AJP!}d@z_2
z>ltkCz3;B2-{l8F<}#|Q^Ean9y6;>p+$;J4nDf*DdMN=`ZZlviH}dc(15*tM&~q(=
zd5l4z0U=)O<G(t>vF^maemx+EwaV8&8Vi}Iw0kl9Wms3a{2x&yaN?q8W6mib9+Ov=
zxhS2?JUjm1a_s6wg!&F0lb#H1Z-(575h`h3b|C1MV?OLfE{pEi9J9ZA-!wjD*^ds%
zT&rD2g=|gtZymuFHmbEYHY^*z+4N-l49Z*o`Tn>Zmtu62!V|G})iv!Fg=Z;0?lYUu
zhYhEH3JG}~1W?B<?->o9ECmBVri=n_VTCM4#Zcg?k$3%65HZ`LEi|aOfdtU9_l}w>
zn5`(-nbbhfRKx7_pLEQx$pC^Ktg=QobFtwqgPbTmy^&@iqn{?{#qfXT`@y$+-%20)
z!wFmC(`p96Y!6rJ>CO6zm84&#B2e97Q62ZiQZV^}zQMbWZ)!!$^TyizVH{GuT~;G|
z?FyH;*pl{VFR>4T3Gb_iY6$h7CF{NF1)io4T+}7H{<OV5m<q;86eCe!t^*8Zxil?)
zimRS#b3h$_E2?S%m@-}q;oc8`dQj4I<h>pf2S^3;r6oo5#`S;H=iYLt=?I^dhPsfA
z5!1GB4;#j;5oht+(Un-Y^VVDGCo=Vw_)3f{Pp>u_75p6JlX3l}GnA2&5QMcz`E_fV
z0dJzzrcOh;UDKN!`nXj$=5H2=Wh)DC9TC5*6#VfPyK_?00I-GB-LC6hE36lNH}63H
z?JP*M$&kG421w&VpdxAjLW}nyvnPWyHCM5W-Rz&Tp04x2eW1Mv`*HGbw)uGU?sPW6
z`a+$Y8+iq?ja^$sABSlkMda`Lw`XHYDC>aS!v?$2jIS^91>F9q#fK~1nNT5q40xLm
zJMzM%VOaURp3!`uZ8RxF7E6k42oE?2N|#UN<H5JG2gjuA2?6~3T6qJ&*xxn~w)`XM
zdOAABfMCz!nu*-qR_w41X#ZXzZUV<CA>aG34kE9@F{n4qMDb<?Jq9p#k?gX$>Y|le
z(Mq>)+2VMNR!Cb_s2{GtQQO3^Tt_$pW?NU`=N_QqP7nX^m~JuWC~C(?;t~^00TZ2d
zWsgsNCtJ>Z<|{{ip0#Wruh!zs<^Wfy2sFWfR}J_tQOo#-3eEtHiVGO^k$W~E-n#l-
zxDk$_iz)k;$#z9<BvHT{h7^kNi>YN1-A~`Je+iYM{8?Wd?ChpXF9+FGlxxKt21NOX
zq+R$gI>G?$KY=dvDK1QA?9ehUNl1{u_!-ouLI*R@8WI58nopaCaYhPlT7wmdQ5*dL
z<`$gS_6c`=n&^TtJ~J#MW%X5`LvjvlkJ<V^wyb@YhxcsO0RlvCeTC|mR(~2ueP`v9
ztVC!SG=2x*_a-pz){1dr?hQs{RX7cQ(P;v_Y&O%JkRABz4UT~*<IIwB>FbI-fS$CR
zNXuF%3wS+Ua{FA4;XmI8+wHRW+;hZ@-Opt09rKj5ma~a1UbN9umx6`9sU1$6%E*yb
z8W}YWpc^w8#x3}r@vpW-R!CFQMP4q2tIrEV{)E~|{ZUwiCRkMVJO+$bv%g5QwBSf1
zn7GPrPvK#3gDeloB5>UC2t1hc;on%9!XL=W_8T*In`){9?b;XMb+vw!Dz&;20P?I<
zPb}a@2hh0`FiTrtI>opiRm(*IPrs}?Nutyi8HQ$=l$qs$HLzhb32g4Y#pD~(;;x4K
zvjV1rbj3F~+*@%Wyo6)S#_tHeu13|N8rp$ktu<P1d0XNX6ATTw0<?@G-{$=WW<@81
zSoBHyDf$E$DAa2OD~Y4`_w)=In_AEB`F8=GT?&GC8T^eOcf8;Q(d$n&5bZxXEtEz%
z&z(}E;$M4yN)0@V><ec}vd_gUUc7WkDe_?mL~vboHeNPM(M4K=3GRI{)2r>uZwD|;
zsfZdw3n;J9Yn~0B;}g314`-snCTz=z=m!XRoTAuGS=o&V_lhOpG1q^<AgZ&MR2r(D
z)@@Yq<g;lxY=sVOc0|DjvJPuDGsd>6Ws3GL4(7KK69sP7ICxRdhsf|A!#AFO-Kwpt
zv~)q@2n6<wn56@=+r<EJujv%aTTlXm6|EOk7qaR3f0ZF$rKP0IH$nSCO^0LJe8Pg&
z*YhN|#2{7(RO#1ncnQU)Jm=_XloQ1$jZ|#WR^K}CeSV@D(H@}wA@yeyyXMt2)=j-%
zY^P@<$97DCb;R@k<R?FXQ5>Lpq=Q-LUAPVM@10Mq?e%2pY0Hl}IXN;6=!D+UiVlvb
zf&sj)HK-1iXZaDp;M~lSy|BvEme~yT@HWZw=g-f;Oc7Q~px$}=Ee&17LiX{C`d++n
z;VWn0PYFyu1u!`ibSg2d77&2A6(~k^Qvt6Xf9gGi2_l2)(ZJk$({I^`>Hrpf9+8}U
zf(ijUcVkT}n67S|Fa?%zQ{e7)2icAD%v26Q46krT41q&uekzR9LMO_FZU3=?a1?n?
zOf^n8vKH-FM^2t3u2Y-*aBTXQ!op?_ziZv#u$CCU-5C@QN^w6h%lK0vz{QRLfjiwu
z$%_%~p)0uL!0KyQfK-Hv4m$uhI@-Ms&)B3=uf7JH1_sBD;+6TaVN(@m-V*q{9s(>I
ze)P?TFjg?NN(fA~N`m2V>~jbh;2I{3QAI5qJpD$C4N;9#Xr1u-ez@ej77%HN>!%Xp
zkXH=9eDx=fzlUVDj&TG&92>+~zds&~04CsKA{lmI(?BzO6FR_X*?UT(3XugUfm6Th
z#xa2P&Y_%Y0U!fS2Q2<PF5!+f?ctTwdw+#{#dUhEUq;K1Yy*Ac2N_lr+lTjYKih7c
zdvcnN80pKV9P^ddO_B-2PRS(IYMqw*H~Xg%7m(9}?aW+Q4$maI?lp>aIv@T+Y>>=~
z$7x+TVa=s~`16@$xVuGd&eAnOiekAB%-}!TzayI8^4@2s1dA^-fVL{)Ozw6&)|{ou
zPX+*96}RHh87u8Rc#|!aKS=m^!yzkgTK+RWI-KZ;%aS*mAP{!ww*yQcXPSJ*J{9^<
zf!t|IdPTG|_e<q*(|RvWLw81F@gyKIhGdmJ4o|)EhvPah|FEMqpgPPqUbzW;B$#Ru
z8gy~stjj@e;d(+#5Y40EuC}%^?xiS@wRNKlokA@9zwqHUD@ztrbzJcrc|@XSq|CBG
z7YxQ_5A$DZUH?G)C<-v!SfyR3(J46Az4Ooc^EENG9`_qI+%<75Y1tv0#2BZliN-qT
z{?i=6QWqI=>)Akih*fN`+KHFh$W&H(O*v;I;IzEQqGN#IzFspm5cIM!6*^)+*;c7_
zZWY+-*DmO+bW)o?LWN1L!6iiMu%D(kBiTF6NpCGp{=)amE@9SnmKYdOlyRcM2xc-b
zFsi!>`#luI{xHFBa(~G?^41??0%K=m<(HT?H|A(sQhxx4HaQ(m>UJ|Lj|yP&_xdkK
zVV$3W&g0^s8*p&c*fj}$uD<iQVbUk=_=&oi3_gQ~+*H1cHjO?`^~~|Goz4Z`oAJ}*
z@5othV`WQytLd^_miqE~pH=Va!h_DT#IUk^aM7~+ejRwiz~s9odP$ADM?TflsLlnB
zuzWDwt4On$Xvr4*(bpTr!<&`21r+Iri1zHNpiAYdU>F7qU{5wg*17MuuKH7G<brRP
zfa!^nR<Oug+d#0{Mf+6UcuN)4(a8;yH+8omzThG07+_+eCYl2(rokBN6mYqtYkB2u
zi&&ov!PF(r=m5$cXxC_JmS&(s<n|+(#tZnc9gi>*-e_jcW&zJ*Rfv@2Uo4$`UYLG?
zguX$`j_<zgv>blGs|1ok$jWAkrRuimo-JnHUy3gbB`KeL<RFtY#C_6d|7U2v8-syp
zQz|d7&__kL#>ma}r)MaHKYHG9ic9~X6qf_-vW57_!j0N8P0M=nEufa%9Njj*_r*!Z
zB2rv$HE)YXR92TKxByqjZnZ?7{kyBmdOtb0&u@PGUM;7pg3C{BT(<oOMRO3!{T@E8
z-#bwgq$yo9wy;|3q20Sv<I$d+93^nR_OVrOeQl7kG<1YJT3&k|I21D>>UzvDfQll(
ztN_RoB}-vdnq6?zTg7?f%F9TNEx?hIR1iGIz?2V4zOz@D=9GpM^X3uB#bhi6j^9qS
zd|pEvW6X0lwQ3LPr16CJtiXi{Rd_^Y3~~Hc@9e3-datRbjjw2uKC#yha0wdesmU36
z!s-mIm?t;0mU7^6Fg;k!cJxvD*LzCRe~hDPqeRc8-)gQ4k}Dhi$Van?R2i}Jce_q3
zo-Mif?{aIY-jKWD*kVeKX}9wZhZln7NdM)9#%B)4#wA?EVRvzLNw<}(4}AYL6)@(0
zS6DZE+4gf%%{~#{sfA<u<rZ=hk|WU!i?cb!hJ{L6bLA6_RiEw(8dc}!ISE))ozcrX
zFC3ebmZen_r)4KPoJ4W$>}ACS5J$i_I#8>1WS@3s7XqD^Gk0A4*i-WfGYEWJN4C9g
z<V_P6uF|)+r;drQ3@Ei>4{D1ks&j^azbA_2l*3G(_85j<y@m=#&)Ri-0|>#~Hgxrs
z;f3z#U`xUBRvX@{7MXFg<0r6N`X8mH!8dvYmv$ooveR9a<{hw*M^t%OD}PyW)p=y{
zkEk*E(Q@lCslQ!+Ph=TjjhMc9CR87n?~^B0bvw@$f_^EW&3F0{-4=0YI#=TJdFJOW
zu|}*ZTU@8f`1D#mOTs2M=5>7hz|;$iQuidcCT0?klJ~eOW)W3$+jVv9MKG;o#m#7n
zwd*uj&z|Nm(;|~vCcWiB##TwP@oUAj^A3}nlFQIkZr(+qQbA8Gl4_&@#ycoeVlWzG
z>GV9)c4VQkg<RcxqC|=p^M$AKECqgcmd8%(BV@e6WwC(=D|OwY<4G@fUBu5SGlH2q
zF0m@;9OUu_80F1+NHr0fO1k(g632nX8W4a2+ZuEt=jvEyWl;>!J1%aUIhXa%GSZOS
zcN?aI-6MDBcXdat!pU=4;EPYJW>8ga_2fBDQ^c9aMBsTd1v15$_IC3<Dd-#flkZZx
zkDw)M>i-YA-aHV>_I)2#((;H@mJmwWLyLVc+4p70GNiJNkUh)To>JKgW0ZXx%#0=L
zU@VmoLiU|h_J(91hWEP1=ktBP@B4e-=bz_~%za<?eP7qP9OrQ!XPuz(Wg7^E*jy0;
zK%7M9p8_5q^YyD!F?#xOV*44)>@Z)Yy^Mp%{z>zbDp9RkQ%X)7rt}+zl(BvQD{jJ)
z)Ef#h%7lykJ0+b@W*^XnzBjBX?jPX#Bm5rZm5GajZ(|c#94%tgvo@ukjb|`SRQZdF
zCVY#q;8A$`?VV1K^3wnXg*6e&+u1)nfl!D{BOv9h{S3GmNCF)2H|2GY+TwW?)j|C`
z&0mMY)AY~T5rr&tqUASPG2jB1_NsJEMb=RX_Uqi@BDwZqcj-TkO3<fI&tlrr$7Tmk
zOAzwxD_K#U-N{3SJ|f!{ptSKoo=wpU(gTqia%D~Bl6JGMqO^-pAr1TSGdh0YRE?`K
zcD+h1%73s|CW9a(6<@g0y#3F)#8a%FEAJP>3b)?w#)7<=o??h*Cy$5<xIA6qpL9jv
z4(QzVT5mVNr#`l#5!~wX*GDWe8gnI({5HM*k-~p+vj_zpN}WC_oq<kG*qBc2yK<)J
zkh6J7pr-e>X+A36)zOnRSdM!$pzuPx{Zq2J@7DVdLt9fJ8KT3^C9c5k9l3QzQI)h-
z?%c;Ou-li%`^VAZt(02W!NYsExkZjYTC=hYD^MAU^0fxOV+Kx;)e%h?2+#Jl?O5J$
z&k@)*Gfd#u^DMIfO&yM+PEKB-qo(wjB8V=%0=g{t$9(0{=|@fJriG462CO^r2?#hY
znRoA`CLo3Gv*S0FR#&DTmS*ciI7WD1dW~I7n%`@Mzc1HP(KSJZ&ga|Zs3b*{9o~<B
zangWIuA}}+(!#*7G&43QtU)*?clvzpKLap+wN|Yp<Ta#sScOk|;8@9lcVqfwnDWJ6
z&9ltN*=+sA$=q7*ouJZNa|L|77ApQ9^JoKR%8GF|H@03NXauEy)0a*E#H?_mS%WS<
zy;l#);<`rkku9G^h95iqg-B75QoyMTKJ(u`wlR(a;U3UQNHT4#+7WXVYf*W;O`zL&
zELd(Y?+cjL!=n!DiL9S1cBG5$5MUw%e>T^X#7<fZX4Y@z{<lDw{ri}f=oeq8e500k
zZQHpy=W#nthhQaX7Rt=a_=;#uz*W+&jRDmcC~ecX<0XnJqj&rPiD(fdsea@yH(5k4
zNxKYQ6WHyovS8|OiYT^f_NNa9O~jK6CiuH<>=CS2Z9tYF=ePX3Q%cfIu!H=0*1z&T
zo+YmAld>6UuWHP#4+MTj-<8UC3`nW(rzbYYrRYNEO0Q))QqBr$+Voyi9qOW!XDf<f
zWwNPzTI#ht;sP4VrRmpYSbq`hNK)>Fj$-BpZ)(Bj(^noXU3DxO3h!neuUN|r+*<CE
zB9?HC)k!$_-i2EFZ{=gtys8@OZGkAuLkof%TtLNY5@J)+7^-tAq%JdCY3p~G?!Jr(
z5SX=%9O$t#T^-0hdme+c53(t!*6xM<#EdrFIZs}`?A(*D7Eqlv!Rg#fLiQKtxeH<#
zu!O9Q5I0%Fi=xLvzcI!#2E%II-%0#2!Zy=jd$g7T9yLbVWI7qi!FkmENHq}qkspa<
z-7EW^KsQx*lxY7`)Vlh5w=7dmc6Qynpyqd?h-)e?VS=3dZm#bOJAj!RI;F|&{$b!K
zf;F@vGlRj3a7`=aM6XShVt3~4f9rM|H%DD+K~$d>ZGh)>R~>Zi>H&Hp2B7McfBstM
zYq~%C8zmvKAK@L`X`p8;VcMx_Rg`le9bnK+;f-dfwxiXXqd@Cp<*O<J(DO@A+v2mA
zyTe;pzf|q$h`x6zX}zflH4Z*J?&ei?DcwHZvZYur;eNNP>-$U93>JhTuG6evD`eqC
zJfw@;pct6eP<cm-^`w{}z0;__n-|71#PW6_sEI9g$**{G_uW*bEv3n)%W)NK?96wW
z%jP0JWCu9RS`Z+{H>@da?n9~H+8+A(lI=XcF7ipDx{%0IfBp)<4|A^hov0YNDbwiH
zwG#gQu*T(d_&>LI7Gm(NkJbVOLxK+o{4Gkwa%VMY1AAC<<7_qc0unQRdOD@7FI)6}
z)LY(oDd>kGS2?ngrj2_yJ~&3zt(7GY7icPa+}42ilzTKJ-c#jTN&5B~kVdmSt*`ZU
z-nu##*^bJO>{hdTm&spp$?&$t`)}cSQpYCB{t*F5tgh&3gJvIV!@B=f2b)G#f?9`Q
zj?H#3<~(yzmMZ!BY(_(70o`eF|HjY%W@C!AX`MgM8Gq{e{#?X_!>_W!&Y_1}OiA56
zW<IMi9h5XQ9%h1)M%VS-6D<_%6=%AP9C{k2<i{_o>;-K=+r=@pBgd$vrOfDebxtY!
zyGxcZ!^p`f<ZaO_gk86bdy)N{7ZY_VEo<^myu|;o>DG*Eu@Q5%HO+ldUid9#m(brT
zy>3>d-C!4fe%2kTXds%nZF^{GR7UQrzH+agKJM7{8RTcfLM;y)k6dCpbR}Qni%x8O
z-&Tt>i<pe|hrzE<gf|%XQu>j(?UiJBu82}x_Uo>YqySA0WNC%8U-OS}xf**tB+}eA
zt^cceE}}X1E<><uMDV?2Vy`&OC2xyn?-birh`kWG76bq_{o9vmPClcSZP-htg<#UJ
zlk-vQx{7RTvB&T3*lVYI=k%96p*!7P=zz@CQF>y)c|YDyhX?*E{YAygMYC5!Z#e^(
z$PJzKW9Lk6LB-F2Wg<)am#@OHXj&TWd*u$DsqMc(@~&_1E)qdY<4+Z)Gd!N_=&-PP
zW36)I!&$|PlviT0$;-sjrsut~-6O+Ko-?F~eb1IgE}5a6`<WL0H1H}v(lyQHR&4xt
zvbu~Y+``RJt4;0}cai)tAv>D(HlVHu3WiVq=h}Oer5Q4ELJ7{cQRMb&zt>N-Jh=A_
z0i$VqN&K;QjkVlvM#IL0NbYO#IOBxaCA;n=Yg^m#9`m9l)4y(jm}irAFzVeoc5nTI
z2msLU&{F|lrmYd4l#P#t47Ha$(cDq&GsG-6frY=XF>iC$TqANO3EKHe^Hx*j7wZc!
z<Cax>zbc%GR)X6~&PO=MQvyi=h3l9k!&kbkS5EgG1B)F|hpLp9o{0`u*oN!|y&|iN
z4MyEKSe-B|dL<E5$80P4wv(QLmfNGdbg^`q&G|=+vDvJL;^XFOC(7>MVruC_qc&gY
z%NNguHu0o|u2OnbYO+V2=m{E)XH%wv78YNfPiF>o{3Ukn*dBx*7Uo`#`Ut8KqSN!G
zEL_&7-X^hddPsarGBn}XuQ9E$d7pBD<2TQuS9+5Eh1s#H-}DRkK+MmtzbirpOBVX9
zGbV$|7GbOQv%wp4zW*s-JhcWw2<a|*pukd|nwqMcPa`-K|Jr8mcP-oR4^G~O84!!?
z2*%-&-0hy~&w2sMoBps!O^+$2giCN)ecV7~`WhR%5W`Lh%G1ztEhlhn?+oS{M{lM;
zEU_d&qNuoJc@a-+5&KqH8JOnk;>))XKIFK#W0&R=>^Su%kVY^P09`I1s2c^$^l}@B
zz&=_j8eQJ@C7nU^e=*mYH>{y0J*LL^ccMFOcedGdfUKCh-b>00gvLeBDJFJNxSTek
z|H`o5X+5JGy%?Sve4qRNM7?WEhw*a`;|yZ#?z9Umvaet%Z~+vF7h|w4X|6B&Zu+#o
zrAsDwH0}rJ2R5s}aAczWu!^@R&pUrzQ%kD{RGdE5>L{+soRCjAJp#ChCKifftE;PB
zKH|gM-Jm{m>2vfxGN&PxsJ+svl%E$z43f6qj_40Cyq>~Jeju8&c^<2;F;&IGlQ_G}
zQY6P{6nB=~VL@7Nj1$0l)`_=%r@Z6zZkBI!Y5kb<uAatlcuB_;1==Zo9Q#M1X|W0B
z;E=cW@3&779iLSFxur!8aP22Yz}>%4E5nz|he!kEw)<GZLmRXFFANQwT~D<aJ^inz
znE9F(h{e1WtoK7#960d=`zH|%VK3+-XM~RX6yTvMzLiGzP#I}C+NOg;@t|^nyfri7
zt&O*A{;NRqDT?kCz#e|?-D7<#aQ@o(?~(G>9XOtKsMnCX6wny})E%uIL=KNuDX;<)
zO5`(?TZ_tzY?Yt=R9D6@Cb1!cPw$m}GQGmDwUQ>vM|xvz(fe!(v+ZFV)d!Z5JXl!p
zijbDAAt2gQ?QfOp8W`Uzu{SZIZ?+&xv3fSHd_dD4Yk2w+inV(jH!atSD4=?-j@4;l
z&;!GCG&a|MarX7>;$X#=k6r(@DTXw$xUQfUxIfo(lbjlPFTh37b4XrqgY^#jHxDKN
z=uLkW6T(RPm1Zl^!Kb)2@y~<=BAt<2YpwudBMDN?^=$`LKA!aLeDd#$IZHW>8x!9i
zgnCb>EJrR0Cf9Od@GUwwPAzX#Ty<W*?!49hV9BUszP8Tsyk7MTvn0;uBazZ-FYohl
z=~l(#v7R3g1>vO7UJ}?QOpgvy8f=V0g0mZ2qBmR%r(m^@QOsPEbTW}@Kht|LIk{gh
zY?0%T%k3K{q}Z1Fyb-1Y@BF+~#zrSy0RdtVayENCS)0%mxu~Zg+-Vdyk-R~<r^vHb
z<(GmF@bW`Hw6>4c^Ke$w<RGJG{0^(~@T+_zu|cI`G!x#hL`e%!u3O}HZ-c@<_XUDx
zNLuwhp#}SV#5G{i{57Z+O;c)FZ*c6PQXgkeiLe}R#|S#nQ0J_axC5W<;N{4+Q*1hO
zlnz3JU(EVyv$6Inqt9!QIm7b_gD-|QO*fw9Sm5GYx<+z!rpS6JTU=s;bKq;K^c<GX
z!+-UkR@~XYN*UWIJjZLC=KAgi3yW+}xM>buYi@3;cfG_P_l6BpRBoxc=7L5f1+?v%
zSlLbt7{EEq*W7l!I&L!rBO`(>YVgAuXTZC7PE}0JMA_TdtoOgo*f9O^5O+52*CgxN
zoPrKzG>7-hQ&dIp8O?h4ts?i-%Q21m?Oz2q^C28hiC9C3*mC<Z;rsnbZ87D3vCY0m
z;?1IGir}*0;Z%Pr6u8^^yw-t2i(oEoC5n2^hhWgOGOU=7{09na?Ek66$MH`&8!bHu
zsjZ$DRP-_usP}eeYi_MRp!nA0nupksj%jWQ<g@I00eZ#v!}>ESJA=*Lc<3Dghy2CA
zQdL;Kf7yql#Y0dpF0PlZM9Z~%!_`VcojmQnTws6d!f1UQ|HPz5rwi<>S<uoRz#V&L
zY5D#_U1eW5smIT_%%Sy&eQe`xkY@!FFzdBCaRO5<H%>+rI5`jR8uv9cxHdLk)(a{9
zoL&a67bgFRRg%L$gs)T;ors-}KiJQE?dXoeKMOB|E*W$9<T6iX^mHcc)g0BoZo0|$
zZ=P$;pfFQ-bZ@NovOL6);Xz}03RgNQwyzZJ6Spr={GOgs^mLO4?ME_Wy*JC(Lo&pB
zC_h;jG%X!oDN2Lu1|6b>*G1m1^^Jw}s4Ywd5J<&CwlFcu>%az`W9C6D3%FCpon{TL
zw#t`8xosa9u%A7fm7?#8eeFJv0hQspF@dfr+-3K!ezIa4-{v^D=o3h5fyVGt@C8b^
zn9`pxKV;y{dDGq6Qe)H8NFHI~0kpbqJWfKP_9GuMxV(a#e-1f1DT-K30fq5ghk^Pr
zv)`KibS0hNwsibZ^Il+|K9i?f0Y0a$EuN*XmE8eDexD`GCQ=&TJV4StW#Yw2qSb@M
zU<K1Q-R*CbI4`^Y)eA8^w`h78MMeBKidrl1C$|zh664;%vb(`PWhy>={5KnG`2}l*
zL>885v4V2x><HnhZ49r-Kz6q(j8xV8XVv&I-&O$G&iN}}Zx@D-TyeuFjy$%*wLS}*
zfZdR4CsK-Rhn%;G<(2X`D(_|h{`RGdRECh?krPs4W}R(Un0exs3weygjm36#S(diT
zj-Jit*nA^)a4#~_rzHO(3XpU*i^Ny+l?WzCy@v7<%OP2gw~6b!wMam5>f30IK=SSH
zfmb_y7*XEn7;dz9#{<t5*7h7Uf#0z7Bg-R(m#>m*3!OZYC4MUk{g`j;(2~a(v1z^H
zQ(kfG7)_K|*i@>`)S+Feg1^Gn?vbW8mZLX3YsT5Xfa}UAQH@t*UmRt0Yw-TS*YTf)
z4mG^%OQ*VVE{$sob7gsy`_6wFkxRSMnmG}2t<|}(=%_(_lHWiAo42X1>9catD;=2p
zM$0_;mTQK_2=!M4V7)WzL_o(4(DTs(6+Rfq#bK2QSaWkT7Sz5uWIc0P#cfjOC`#Mk
zX*Yh4m;eD^s9DP!G<5+y-U2h~3wF_Q3{OwGUj$A+(j5@}Yq#d3?WB)aTF5X?XlObr
zkgTREO*y>Yp?s@96D2_hnt4XAZpOGb2&f=FNWdxxsK}>_Cg0ur;R+s8u)E#o{yL!V
z4nUpn$E2Y)X&~w39|_2iK#H$FN8=1gNX%=fHM)6Fj~W2tprG1uNkD}RYIuu~0xf86
z35Pn=RM_9V%lbD*9XHspGpYCRr})r!PHvy0)`CssalVb3Rzib+)%u90(3K+7^ahQ-
zMF?D9?8D{xjg3yU)&7Zjmkg2}zZ4dy0AxF2LdmVBnDP{>UMFwmt_xS4<_DOc!d?8u
zUC`Z=N>f0mN`d5HYeBo6PZNW*QwLf!GS=6x2|Pe9&|ZOoj`@B--JE@t%weTOs_07%
z#ZrpRiYyInz%~cX{z<XAwN@}`%J&J08xP))C)VSIw_z7F*rn!AZ84E|cxs1+_5>l+
zl^n}#@weu<q)78Z&Qid_45008U|mwF5!ui%U2?fwN$*WKIp`xR#*y5uoSeIW-vWr7
zne)BZEdfDKPBgbZQ359QnOchzVBCAs{U1$cRaslJ?jgG=(t-$mAUX<l>&QL%9y$qh
z&WsVj$P0?x%-e&ru)f|bK0pnqG86}x#2`#hBZ!94*Os>Sk}!;H<SJ2iapW$Wz;zpr
zY~CyDA1quq{u8$~+O7ZA1Eicz+3;+oD&+4}y;^d;EI{C|C02oDq3A#tUUCMY&&>IO
z(0Xn6OWc)YAoy0U@Ob#W^=@DlM1{bN>I2j8W3~Z5zaak9{NM{BC(W@TYqDq&>^s3D
zaYoChdsu0M#%A{olF5&;zFV1$J{ucpl>V&X#5)u2n`C6bUmaVBC#X_Q-|?ZK^G2=b
zj5fgY6W9?;AY;S9iB&+t2eqU$LG<$rJ^%zH%p|~gnX=J(=%uCIdOW_2W3hu#e4$;5
z6h3+ll{qi7P}XDI#NFW9m!1@SV1V@vOh`Tz;BxnjKwRbZmhQ2ysZe|I^!3()R(kQe
zOdxb6EGui#ktFVi=9F;C1hTh4c2=>w7b2ohg@tG5K~l@(*`P*c4*2K7AoIsT9i-3R
zGTcH*?gyx~D+c+e;3LvYD20<3eE(@iw-XP+qpj{Z-;yWpyUTXiJ3iQs8O&g`IIElJ
zx?nJ;nS0Z+JI^;<ZZd!i3>}`S-T!~~94V3KujF4(&@eWRUz5Ll`Eqw_>Gy)pTb6G=
zI6);NH(R1_5opKB1Hedug51+T_ur?4(){1;$U^<GI{oR1xSP|SYW6kwcph)Q`SgOu
zg|?51iBIo0o@3#@L#jqqeOa4?4V+367WTlGFDHAaoa^I74eqTQ`|mG^_%Sa8_nAE&
zvQHD_w;cUMp`640uj_+`WDwL#mzGw8#)kmB)C%aTeB2ETm2A@-q+twEmp{63fF1gf
z_lzqnv293Lc!FzR*Q0qp@9PPlB{f<YF+OnF^Vy3+?G5igpUx!0vhvEgr`t_uR+dfI
z2W2sT_g?gsX>SCBPc@?lb=nLYZiD*u0w}Y12zM$2F*!(o)(7<4V2v@_T}nW<rE6_p
zig}9p(S>@3p>FYn3UH)_yW4k{MDYJ><@2q4{w3BAOUyq{r*$FnMDF<IPGO>6obC(l
zieV`Z54H|(v)TR9jXBemWPC=5_ZDoRp~j+iRs<WIbPl-)dR<+|P2!f>23xOvnct<N
zMIgn4K%<$R>br@CRZhc?qL1S=L!gd3i`;bKHAoIN80aPQb!QeZ<N!rrxwWXHG)%F*
z@t7M)!VgvuD|s3>-3*&-RDBk-ra76Pk01FaqMVp5YA7V2f-_RZD7t7@1O`Z!80GG6
zxJ`FGfylIecI+26Ugv_Ob8Kg#%GC<E3E3qpLhanEztSQ5L34hfOI4=^1AOcJ%|49B
zkfznaA2+f&`MRr<XX(Cg@QX|-hRfLtLcM%E+GjOxaWJmLsl%^weWirhdz6L->6%Wr
z_m1r+rE6Y-{Bt2~4rr{yuMzD#&|NG4un0SS{}9&ox7y>UCrKIT`OR$ssYsp5H1MZi
z3V(0?BIXV#Kb1zJJR<nbYK`4(2H-c0>~>d}JrRLb-aR2fODCjtaw0TeY$a;i4qz{q
z*eP<bEGjhxNSKk@J@|ULfjKYB8{ZdD_L|iNrp~Xuy<Mp$2sGb=wn<6g^x98FjJ^qY
z4e-wH9STr~aN0mjU9Xu6-qoYRz8VXlC)GBx1lX`+6Ws>dQ7uo+8{2+kL)5MD1oiZS
z<iwNLFTW5=0z|<%tEqBh^3%7dMX^EHIA|6w{h+$&+Sqy`Vfr*Un9EV(7WdbHYx9Zt
zx;5XU3V9B|7_4}@`Tz)Dz(Ed828wR|)urx&Jph&U25VgcofNR4Vz>{e{|JhT>VYoT
zoLf8#5O?L6#t|Box7(D)-smJG-h$-gPIe90|644VWj6qQkHRg{-Z*4$i3V-1)tpv_
zH6L73KT>S+en5~eN~x|mKYh>h9k5@8>$>K}$j9#~Gm0rPw~auvF*qU$*GB;lkE);Z
zW(QQA`c6f*w6x#=eH1Va-Y(ZJi2=C*;US8R{|t+OAep>WB7ek)_?k|)D4ZgcpLz~8
z1m0Ho{kCHZ#25AWj&hEryoz1#PAtjWZYbj7xnC<4joKQUI$o2$B_#*2<R||E>Zb9d
z)#C!9!#l6D(!8hGUDp9NCF$DiOOj759w5G!Ay^fx@823@Vum(s(g!D?khKA%_Ubja
z>SvQ(Qo*vB@&+lqdUZQanp&eja2R|ax7m<X=lb^%Quu@%itg;$<;xpVjq~TWtT!x`
zEXaS|0P-?UV7rwfzrJ~-$lD?x(dCp+zrU4V#iQ%twrfALe5YFjil!$M$7F#lCQam{
zUEYO+X=Ah6^4e~g))jDr=gABkfD6RTVzGBb6lDU^l{W|4MO}Yft*&d67go=OEWUhs
zlEKNmm8fLj+;uJlxVO-<2q>WlZEe`-owqYiCK`6xnWq-(1RBae<XB1rAPC~lY2@=y
zuOj2bD4K}zF@ozXzBk%jyH4Ol)drn<e#vOg`q$rTT3|(=xS({0CZWQLL(x=wa;DIs
zn%BpQJYhMHz$A$+;iP;-`V0h<hmS3^8(?Y$wyP`#=l5P~S7;bG!%RwhmP5AAo7|G{
zYic-$RQjKlsUWh~SFbxy$+_Dqpn?;E+ZJ&|1NWkGxxt**PlAL^6Cw;yIO#3d@*VXg
zJ+absy_YeALZU7KL;1x|PEf$AzEg3)XM|{pg}$@Bo6jfp4s;u>&zI>BuyZZSg&Aeu
zGc6X0Nxce_<8bn`*E(OEG^j6H%E<lJHQk7sZ0tk1LFk{vL_VZPN<|mj+W_&Ok15h#
z?=1(gxk+NAY|Ti~EE$+Pf6TUZWXYmUw{C(`jrQoxlDlO8&?$u+7e4_Pz^p&#Pd)oD
zq1S!VR#{0{lzR@Img--Y-gTi^c=d*UDW-ju+3L=zg0b7Rh&twk?=}VoXr+dGqxEIO
z890xaW0l1wZAAS+=yRQc-ZWFX!@d=n<g>CE{WUh=5`|TW*Z80zJ0*DtccFhaE7fJ(
z1OhSqCANbfHLmx79s|ARebdwVfYW|5nz{_-C?yZaDDKLu_;+qvjpojgJ^wmZ_BjVP
zy$(Cqhj=5gE~<5QdE>L|@^`1+<p;>*Bf)FYT{Z-RHY|HHc^iCddlu?KY|IX>B0Y$H
zJ`c^f;0c>=;!&9Zm7PcLi-wOXJbQOu4BZvdMrd#^k_ae3dA=V`&jxWY?i>&4TE4x5
z^K7zW^X4#gHFoONl&ZQClsJX#Yi`YMR^t$l$W5a;xJARp$n?hQa$eq8hm|9kna@kP
zVGXApNZTeHfzMIFx%ar00E<7r3QK}#)W$EagUeBO_Q^AWgPJ_HKg7JR2wAMw@{`0z
z=W+QQEDtvZUvlG^I9Yz1@mg;XZ5K%$j|N-b^;WxJzOJ8p=h#2v$<px?3Ki|4j7ViC
zsalmo@vdCmkcFOkg_}OnT*q3JnT0(|y7>39>B{l&mYa#)LF$X1822%pJ4Sr@O<5U0
zG(krWN#Xg3zaUJ9z$Lfb3Xo~RCF+Ly+c}H4sCdn)a%H#AttYxrzw2+#T;))ksLS!v
zun$K6#TwRp+A=aUmG?5dQ`yr&G>&!oiJ08Lid@hK0X?J<NrSRw$M)toVbY@NQ_}T$
zirXymWjd19opSL8&a9u0AC<kUrqeW;ki4<xx=Yb>9*t_9fYFYT8S)*|q2mhe@yyh+
z>DG*?YegBe6YKi3I|0%_#Jfi4CnA8HeO|EY*|+oO#o<coxTyhx>*B56@dK`*CdNN0
zj^5L=w4*7g0PELaPZ<tU>yPa`oW6S#O})L{^(hUp^Ce(zh9BC+JhpG_N`RnJ!~>m^
zMyoKW#++OfG}aKTVyV#Z<;+OwZI*$eb92b3y;_8yM+JDS%&)u<deEN1F0SP@`M0<$
zY9WjG+FCq`m*qT5)&b*6RxRwuzoU1*zZD*g|1XX((-m$*c^D@r4w_udeFDHqc|tw@
zC~<mq9cASi_yqHm{*`m?<`LOx8~Nf2w-uAk&OD$EyHhZD58}ILMFc8}sFJ;(RXF>`
z)p|h37kwi+-G7f|1(=d{Vd~4;ySI}ju_Ly!`0*Kk?feHtxodvD^Dig$eEhrlZ$G|d
zc&u`)_QgP}nP-XP#kdx0UeZ0|`4=GLLqEtF=Q(oD<ferC&tS$=;1pUNZmswJu@cK1
zZHWtodCfzEbSIXFlwcl%fl?(|t;hXNdR__RMGQ~C-v|j0)~9<K0^>SLC^kG}azo6r
z-m?GCfcFC#kT0ElNWItyArK=mYwX9L79$l~R5*=2gLr7>>R5k!;Ay=-%&+-kCyKT`
zmz9FCThTeI(fu<wt+(K^@sHR$il^70;YHP}3t&^ATwhda<wR&}jH`yjjY<P#W=oR2
zKEvPhi^&<g$H*8}3fJI0XzeX`*Fay&TG7hXcg9$5#RGcI3-EdoEeKXzHiOR2slzqd
zf6VM*(|J)PgBMeqpBQ~TUtZr?M^sQQESHnSaeP)k+FUsH1Q5}XOGLC5kF79i?2=yK
zZCFFKC9IVpL8(?Vc{3Y@swW5aC9@2a`Kqmu`x8weJ2u@0PiFyprBF+mH>SRqi&+j~
zi9fONHC}3R17K5G^u*d*8eyK8Za5TuL?=xwS<Px5EH4HrKJjKXCis|OZ1;tHh}v?y
zvO@fmDU!9mTLF$cb2CJVzmKMpz$c=arb3M;;phda167y>C5jgWw~+(64oFO~xz?1z
zCD-Jc2_MxLRz98KVv`%eMJ@{;%SVr6r&WYxC>}!ogo^v?Jq*PkcI`1bYf5i63*#bQ
zCp{2$QX$F(IM&KvCy&+E%cY{Tp50RdDMjd?Pa(=6)RZW{-H6n*lxaD&_^UlMh3was
z2*CdW$_z){x<pN^S+2YBmD?ro9=#smG5lH2PK$gtW#V+yoKn2T5DXKL#Amg8^l0mL
z8d|EO9g0Tqx49P4k6geOzQgDRd9!cyk+Iyfk0RyXxrJ@hsr98~6lbM~!ye$|1(TUL
zF@7MDM4TG=gjLx|s5Y^bsd}<y@uxK571wzdY_KcBU)sP9vK>qjR7>{l!Mkkqh?z>`
zN^DQEq7Z0<0Zy@MLpaIsXDCzI_nf*$g)dPg<%27Z9{1&KBj)>Ah`&5%ZZLx=DKnLN
z$nRXEb<@pS?iE?p80fw2xKj+;-8WBd=oEOUyd1e+{&LGJWc7*V*l3qiP&ws(B!C64
zwX}ezd8R}?kh+c^n$;gI_7-3{`WuRu*?-|R&!7UGwOV}|0WjHLV<fpUD<tB}V%`Bh
zX!|khZ@xNyV2HNGB#AF&fBBNL;I1O`vdDXUi*vXt*6$tFIZ9La?z`?#`7E<s;nr5>
zK(Ej@gM|iXSB8d&GVjyGuh-u13nm%pi^QVATK==w!QV%f+^ZZ;Ir^;5?F#10o#4y&
zcl~%4;H2TqNQ8N;7rNZKw*>FY<|hJu4pzwH85ZCC9{S!0(6Kh!KTYJ1!HoHA(FJ<S
zAD;jVc8E=ezA4S`wAc1i1Ia{H<HVVhI&%sFlA_<)Xsf11x@SfeKDf)&+ebS*a$s?!
z|DOvp-Bhwb<2>Hw%XNsE@9ze<@g$AdW{4SxJ|8@CSuigg)Is}yChxr%7<$adka4N`
z^IR>~eaRBE?6Zl<KfMa4m*Np@V})>6NU@vd(xb07jRpn|)<sk0qar^p(9M!S-+x<l
z94H1)_9A$hl0Wu*EYaQ)O*pQEt7t(c+7MDq^Z#|vP#w$t`r&z^aI+fTd@Xr$BO_@=
zIK~WI_ZT%~WV#7jaZ$K?@U+c0td5c$UX2pwsFp{ky*JA#q+pfd@)}hGq{<7iJ;M{?
z?BWwLu*j0xW%N4aW7dB29!#&Bm{ZFa)6^m?&=ah2FlNa)wiD4>(t*q0u_%%dEl)@{
zXf(~wZ72o_=@X!gu|@m6HKNn6p`Xxj-#dNc);I7uJsq>FxMl8`g9GCE+Tbko!0QMb
z)jsnTqZcn@5bQM*MC8-aE2DXq{*xts^i$XG(*)NtB+b^5Y$k7NjMf|DCZx>SBuijM
zq6k=jtzugj8O1`B$o4a-JqI?3%OmLMz3~9b32D67|IG<rb4y7YkekXZAcZWviqXM7
zS7A44j4~}LcSn9KQ1G*-n)SnN_@%%^)~2aex_>9GF_3^v9Fd>eJ-yU(uTrEn@y=4{
zP2AYYslV9<xnI{GGUjL0IJ^ecH?;Z^*ze(oVUUo)x+d)Bmx(S<w8$OXx$_q)v$kHJ
z*~Hf|Tq5W<<rd`Fa$j9Rn<07LC+Q>1nxwnk)zQILgcp+_VwvHf#%0Do%z~%k=}QPa
z9LN1+dyhpiWxi=CKv;<%hq5|}x^YS}cXN)X{G`ca?_6@#Up*^3sz*UNGTQ=Qkaa~w
z$C6y*x6$!6A#Ez|tnrHg7FfM8UH-TDPNDWc{+Vyo-lBD%h?nf&)*inM2FW~;q4??e
z$#j^Q|3-Jr7~j2n3=Rr)?R?ao=zVYCx2jcI^EI_a;@9*p&y3lD^}pY$a4?Y-UR|2M
zJ$n*Z#KVQ}4sD4-q8uU{_0mIb`IUGQd@|tsOEZ$L@mN6Of+aY4VmF{h>}Roj=j)?F
z)ctz7VLs?UNw0(BhIixQjEC@LXY&1Oj<TvOjepq+eh7UK!R|w&_Xb=!<rkdt>x<Up
zjE&x@=%cMgONsHZj8RiW^-%@+?{2iCWL%$tJ!B~jW2t3;EW4lAgq-us-?E%7TDdt9
z)&oMA{zCPjH=HL>v;!&HqU7Ddx!3<xr*z(0Ty1SZ$~}=OlCXqgtHr~czVDZg4u&;z
z%U#;4i$Gcp<ZaU%TGz(>3G7CSVfbf9F(yqo989RoqRUgOv3OMPfEH}!S5$M>@b$Fw
z$fK3TZRV-#<lrKq>SN3)zH?fu8u@ve2EHdWydZ+Dvnx{VEj6?}WLjR@meNgNT=8Iq
z$CZ+=VWYP4l#0Mgn)&m>`xknDtGzucGjV8mEEhpuq9RMJ_dPR}B#TNK3|@wLqsIpD
zg`<fRssTrs6Wp4R9cH1<TR3atx+`4ghSBmJz1=hUF4MCVZ{YO={iqN5y<IZ_9kKwY
z=;uF8Vpl(d3I#Nr+O(i0dQUbx+(n+8gyexg#Rge&(8qXj_!G;mD3s?13vad7r8GFH
zPI|+YlrqPpa^uy@H?_Mgc9!d}Q18;+eaOJ@WbcA#zUFY9x{_pC27|uh{tJ$>Qo_cH
zl$(Pz%sKi=nozs>FL>`Fj~D6Y2VfZ<Xk=G$$$YvD&eP04)We_v0H(;2dVIO?`j%M6
zaAB?RXLUNPor-LdVG}${DPwva*Z|YM<Wo?v-o^oNf*C5$g-O9B1Z{k#Ch4K@;!k9Q
z-MVSc3GI8*jnnJ+hNN?T4n$cHx{f^|W53>lqF;9EZoi7_$tTE}loN8F4hhvAL%nCs
z*Mf1>B*EYHW@P*tZC1W6=hbP0$#wL+2R=d#G;fgRn8v7`^9*5f03&%^=vK$fHFKSp
zMy<zTvNu(<BBSGL;WJhl%G#baQ~z=+rVJT=>Jbu+&2?Pd@(Gj$HHXY`YF}RX!;Le>
z0cC-*#gPrVh?RP*L5F2zWc2qhG<;yQH_X)IF`Zsz6BpUIFbzcr|DpWrso*%FuFTxL
z9<cq#4&Z}YKnbKCj0nPSZ$E_<-ZKKMw;mG%MNDpPuJxAxk5>Yz{;0qIk^2J&Qjmbw
z{Ub_HG&dRI3ozfU+N66xgUVd&%$?0A53&WJR-OdVN7s5jN`#_ISdZ`vply)@_1jpu
z0ku{ziSH;Fgr^BeQN5r{Qw;F#MR0#unp{K3Uj@)HkppnknbAq0PG{^a4`e?tOZKGQ
z2<V@jopYW@ePnyTUtE<z<<ydtv88fnecdmwh2L|z)!LIOC${O-3BQ%IC5iF<wQlx|
z^kAiH?e_O2`1#c#4HHOyP~iGvDd?nv%1F?71g{i2LoZ0w&%0A{2;~`dgy!Tek;a6Z
zv8<MnC3#q90Zq&0LMi;a%ofRW;bTgdQY(~gBk{r*Zf^tk(#P@ruGL$!z&!ZeX%e<9
z+jt}Gf`X2*;F<OrLo%SxS^_xGtSYkr3;5<hL65=F|HtQ7+B!P)#=!jpK>`5>`u4rr
z<xIasyLA<zDC{L44s`uV6GqxG2OcPOG~`Bgd~gbWoNkl=W@Xj~VsWQvRIu`%Dwb;r
zev<em!%oZcR^lW9=F0ew;b`saKcepY@X>O)u}&ZeaR3@EPrS}ea)2C+_T8F`+8G%@
zxW@m*7^t3I86uhF>GphjP7fxjWdnxu0uYz83kFs&vaj7e_iIj$)Hwvg|9SCf${w*C
z@qFIE%_3p{xV9Cg*m&Z6Zko>c5=hn@6&C7ibaD_liyLNv34N${Grj8rM4#Zf;}-?M
z>hqq%Tjs%QSlm+rjYKSLY)MO-K(SeNci3<bNFSPl8K&7_njGu<c*shG^X)gyi+_u*
zJW+>F<Aj+E{By%w#Bh|Cx2#hHr}hx@_4Eqj(W7T%!iK$<fkhV-b{TFyhqcU0PX*;b
zeAPBqB$#(rKH-o!5Bea~1XL?PJpiDRkXl+E7*}X`o?q7xR1KiXk4Kfw|6g^CAl2g?
z3ICozdVRj^{XeQ{+Gd~QD7aEL9IpapV%uA9$2DbZlbhlE(fycTRI!sCIkB@0C$Q>|
z3VF+Vb92+=BtpVLANF!RCHFXsghxZ5e|u!wXpIXY`&uU_Ux2k?+5aj992POMv$M5-
zl{WD|^ajKKIFy2_fi9}e(`mXD>l|+1G0;9&0;Z`HKsBK2WRa3OW5BwHfzD@1ATvYR
zCkDO+5jw!@e3S)wJJOy5nu(Q`kADBBqF0k+fs#eqLq~7_z!}1wMUVRr{Y1a+@C{sX
zfYpb6qt&=s@%Y3Q956*AtgP%gQ1f3zmlf+gz`OH-#1rwuR;BjlkWFAwf*u(R$;5&_
zY`WShFyU{l^J)<ck8UsjyH9Qx2J&%-T-Z}1+yDCA`1|a#WyZyv{?ke2=^#hxlamC2
z#^ltPCnP|JxyY3?Ii%y#;KBM+N*87wgf?x1KW*bC0Up5ysGfI`_qd!nzP&rx(VnT!
z{Cp@{2Wi)t_$!GS@u5UHz(PTzLLZRg#zO5Zw5iVrYJFVhwt%{#PUdqEBfQF;=p{Qh
zY{aTcB0JqcZG%;EjUn==Af4!OO&CXQk|;5-M_|N_d)_=Pxc#45c3|@Dt!nny?dTF7
zcYOop1!pktH2^dmGuxf-V2ig;=HPq)4q~L!4qLoPN4<4TSbuerL*Ztpz$gK>LqT&2
z-r~*4Ej9;sFFM|Oxo|l(tOqm3=-m1d)$0a4kxHo$A*`pr-xU6I`gt<w`RtNgx)#GF
zU!{p9NC{x`=Z&|PCv-9~(9-#W)lSPZ_DnV{=-+S7v2{6`qoO$<km&B;E$rN3y@CL=
zfc|QAIw-Gx6a#|PGLf=6GkoojND&G9cIFKrxO!edAE-P$PTvJ}87ud?)rfQFk<B~`
z?D?Rl1rMnEMbKzci+tcYPBOYCNp-CkWn4GCHMG1@JXmxt-^@q2r&2|*pvM|9C>}UC
zZzM%V+_#G81L4WvENfQV03c#sZ;>vw^BYK!vOZBxaqo9C(AOX2@*B?rRN8w2Y2NWB
zPujvUYjfR0K)@9A>PyD(DBGMmbqcem4R)yj8fo|Q`gq4cvL-{I)9gxAJ-~!vM9sbl
z8o|pG>YAK+#H1u$R2TUL^W6U52O#?<{~^S5{rxH#h)RybR?o+aL;_o8Xbg;c|1E)n
z)nl5pRPXe`2^@%xZ>nb&K!e8+=t-3TO#+U?NPzhJ0K+~H#!14OA~XcDK$P~J;GOMW
z^V3k^uH3^I_h6%l9@@)!O?17|A#uiMw4Jq<#ifDU6-Aj{=GWHfz2ze#Y69qieOOn-
z31Tz2`*Slf+8owD6&c|;>zcCto$e5{QwjtVogiqYIPMM_T)=Gv#zU0el{^#6fz$e9
zG{;y?ZZCS50uhYm4Z58Au%7L=f*Z~-9c9s}g(7_eDn6(-;|V77(lFgYlVc_edW>;H
zvQ|}2#DGLtzGu*r(c_ogCn9#y(w*^}g{SVNO&-lLdk^7ng;ch$HoDVb-s6)YelmLj
zj|}T+C@N4t^DOuH1V)YvxkRrK$abP)jUjESV&(ndvc4E;5G0=$rKu_QuisYUt|=>4
zD>A0+K*?sJgcmtAcuYO)%_F*=y>fN7*u<N+Qk%&zkpd(|crqogc$g)c75MdwY}B87
zNAwK22@H@j)vOo=Zwzo*zlw=8Etv%>rOyhxlC<J(EYIX}0fSg4&9L6VQ8~R1-k?1L
zHJ_GinwMwv3EnxAv(i%mMP?qyLJeW1dHu`QQ{-@?$>uQ9VnEWI+i<?B&;n*c4gfDd
zslw2xXhl2#Qp>x=g`Fb~_OegsoVa64INLA-o6^!ErZpGG;IZn>_Z(%fbR?4MK{{f{
zO3gg^GDIy238whUb0)o&_t%cB%!1ivVc&*4Gfiv40%ZZDxOU$0hVachl(EAI2~GtU
z+U_md#st4ybJ?s#wtw}M?HD-spuhAsEP&^vPn?nQkO+9g>N;XuyHCM}o$PEZ9LE&q
zthj^amW5KIfnfP0pi}fK+19&-W6E$$Nz_G_-I1m})XjVcO{%Y-IpbIwvNSrmwVIwQ
zL8;le|K9Q>ShLgN%^jko=J^MlmapmClG0PYtvkb_(oeKUa){<SP&`@eaLG(L+<Le`
zX_GW4rsJdjXtnHe)e&5eyYkb!pso=peXCK>u*I8m*{W*mY4R>b;eEZk3<Ur@;XOCO
zDtW0}C~_!P8H02|E^$q)Md@$h?@d%VgmVmOX3m9`<x=R3ty#7_Ewd|r(>r=(0>Cwj
zz};W0D)bQn*|;p~>uv5(wyH2Pz*;_Z^oX#%Um@N!A66zHbz5%w2gpILg2IRv10MFr
zZQmZ_-VTbJp@vk{mwDwn`SHN~MALkc@rG{WCmrxP+Y8*T1a)vaY6lJpgGk$IaK2l_
z_jo=;3VKd$K48u$TEoz$#1`Mx<P!5lqgP~d>)V`{LzH-P6ReD%o)S#p@J&Jxx)UWA
zc`j7`{?i}*^?n5-I4_3OROH9c4AIebW~?^F8f-#oTpkcYocGDR771k{_Az1{BK8jR
zztEB_JU{oH;!@Grnx(B1B{AUkbceTpU3krTVXh`p>>WF_+}F@n*JvEq92YA}%Z5((
zYR9pRI}o;Qc>M6?JnXo*@Xc(?^KNec^c}|=e2OMsgDY#x>eGCg(fE5hh`?BYCunq)
z90_h($S)peiH6`RW@;K^xHmAL0_F{Sp3s_g9WUvRzUC-<SxS2%*)+d3?62uFkU$v!
zO@AEL1KAxnKVx7mz<pJqt?*&BqaB6T`&;DaZJs0DN10_K4b(+E$l2MV6<o7qL<tk;
zn9R%~D(25i7Mk5AEy6aJKT+|l#qCGnkjGB7SQz(q<s888>X1$Zx+j-95d3P~mqyp6
z47owY0$#FSBz}Rf#+q8MvOipH-N3xn={M&PGEuwneHGqgmsj*Cmb;PVG=e{CZDy<{
z>+g)p+0s%X`o_jTX<^wvI&*?8bcFhrS_N*YT1t%&g2UY}P=M9H_Ufw<K|9rQ2z%F^
zc1EoeZQQ5SutCRzwfc#`p}!a3%Sd17jUH%-_JFn%HC?=z!O)l6q%n6kCNgm}ZLZ!q
zVrnlNX*mEv6ZH(JAzs}m0YSN2YLv0<ys!7E0BJjQPy8%@6z*O#a7m~ES3d7qBk?ds
z{CfNKfXs`FPr{f3E4~|p-5=yx1>soBW@dvu70^AIsP|-st0!0Nb%YMg53Oho4$^9r
z*+(B0bbKJ<kfNlzrXkCo6Q_~T<R_5lkm7g&09GjK!>SS7a464j^%uFsD;38A6GHxL
z?iCanP#O~&WVCdbVda&SfqE^UmAnk|->3D7U<bxh@iW0%zF_d4GlZI9j53W*wq<Hz
zfAMx_u)gwB<WDy^zAL8&Hy3}e04dP-3)IKU)-s4Q3nE!<aq6eUy~9im0;j*_+6f+T
zyeu2BulANTwr9cBCBU4`Rd)U~7C6e2l2l{TQ@GOxf86}p6lIx_D9RN7HhKD5tGXJ_
zagAgBreV5IgKlKBuegAl$yja;!f-$u*&=?JN>fL>g3uHb+%)g%)-(Jpv}v9wU6l81
zIOoWDni&(!s4?f%#iq0L>h?T`PVm_!s!#dT%cvvLNPjP8^6S0wG2(cMk88k%lLTH}
zk;Vaw&LG>Dy0(=X&g>Q+oq>Rs3ODufK3P%fQR%;JV)49{9KY&?gd|nzrMUhSn>;;r
z^1P@)lJJ0+xFZJd_qRJT$~R>EJyvpm_`P^F3Ba3Qs4rBe0kQ7do%kTg>(qXOZ^_Lv
z>n=}_fdFa*4BY&LQ4cWmb@<Yd;KBr}?OC>T>fvU3aCmbqJ(Sr2(|eBkccm@TjZPV6
zU>pJa?K8B~pBm*T#rCxoVeXbOLR7He&S|RilaV4gsYeFNHYE2yP^n7EFWIEKL#}!d
zY;>ux|FMvyY%?(c@po%-#)p_t>9NuyBm=(u9UAIS*AeTa?xgI8_4u(f+&!Zc4IeZb
z2P@~{m&SpKhZj~L;^hWjtrp*clKf}qsBiRp?8P^Odni9i@&Euc^j!E0K&3i>?W8o9
zc>DvAnk17m3oWBMb<&6U7nQXtSe-bf`ObNH=2^1w+P;66xVB`#CEaGTuToo24jxUV
zeg;92i6=t+4F@nbZ>R{dVFhBHOU&CmOG#Ly1M?2-p0{pS>M4dkt?r9VEBn1yMQ@3W
zv4Q-U=HsCi{W^{8t;PB?=Gc~AF$#<yAIUX)xsO6a!9$U{fOh3*fcXkec8I9p(_DN>
z5+E&?sLbNb`{)oMdoHe{R@mbHesllPulIi9)u*sVk}$nLEY?Su96-*<VkalLqoF3;
zVUb?znPe?y&cq4!^dZlHxq$=uA}aSw!DDHIEs?tZ5|)u{mEk4N8s>#`w=0+JUy#+r
ze9?Z~+5^3=FFrK{f?f89`f6Iy6;=RrAS|2TYtGGeM0AmnlN$|109LdsG3LT{j!e2$
zWB=-|+-zC^_>~|Por!e?sY8e2X)_pyc1(Z+(SNdqqTTsq3QCWb^>BT7nlgs`m9$MF
zt|Lu|d<#NjLz$>GW9DKGWb0+)M~~8*<^v^5vWA`Zn`tg#2iTWoU-7Bc-1Ig=$-8*>
zprPunHro-J(99nu;J|;G$|Ci)SooXebXz<Hm4eZAK^j7V6Sjk8a<W=@Fz?rsHiS5(
ztk-V>e2J6L6f>GjAszg(VW%}J^NgF8N8BcpQqe_kw3TPs=-#wGA)6J)EHal)TBMhG
zvQYri93DvxYsRmWU%q@S-EB#1ZQH-;BixGhNz(@R%CIcL@CyW*i^q_gcNAR*+%S&Z
zX++5Gour<YI<DbsuI~~YB?E3Xxd($-6(Pi{@tv6lM4RH#$ru@o&<(yOp>eRSn66PR
z&?Gu|*{YZt5|4F?C5c!~V;X?hWzq!S@SdNPf8xs~Ir(17b07@><tmq`)vCW$-VZh(
z_goyw<lN-`uT54F^GF;w@wn*Y++Wh=PJQyX)HQwBEJ~;n{nE%mLD<3;s(eK7`iV~i
z&a2#?P=Cs{dsh^e^Ac`ZPA!_|wSw(%sM6WWt!_(9GbN}N!!M|x$^5{vg+f%W7Ter`
z=pQF<Qm_A>FJmr6H2J?K7ldM=K_jLYgVo+fsOg#HmQius@CfLQesS$aIM4kE!uN=e
zdK$jMvUhntHq8aZyW0jwzu3-oU|tG3mfC%`*@&?&oEjtzOiOH4g3pmDLEW1*qN^gc
zrciwAQw(?5hUKhGRwSQ$kh7pgvxB!bM|k;G@#+GrnOxJ7gao0Gp(XXnADZTD!QwZi
zy@0zLg)Hq^m5<vD`N~)Ro`IS0Qup!U!;X-w`AIf$D|^|%X(u;2H~Q5Z;4RmAL&Kes
z5vHZF<rmoEvZAsb7LyV|<*;V{Hn;`u@Pn7Dae5~qB)SJwfzg1eqvc;3Ro;n~lPuI0
zKPvdP-~x7uWpbb+JGf`_UyX{OKwd=<|7uf7E8icoTkWq!9T%*9l(*X{9-!Tk43N!C
zwj<2e=2K6|n{g@qHy-?(S3ItE1{@n>H7J$Z{=IE7N*E+e-uSbZeQOVdJY&gr>oosh
zeL1lnC15<J$)Sb~25)^_9Z0ej0^z0wz(+F&0%<HfJSCAVA~-OO71BFKf&b=^%Kv|i
z_h4`qT9mE&!&zaRGo#HBb;TnyyH=wmEYFi@m~Ru#PBzo$I3Pyy(tu=|I#jSSHUYWg
z!<OitH<wk{K~gFtEUe9D{Ui*?f#rkzeF^k24`~Uc<-&=cAy<$<dFub0)$Vh&2*mok
zcI*FnH4fVhIZ&-x55bQD<s=kj)<yEN%kN44c;EGMTeY#6*9E*7RJteog_u{bdi10x
zaskvKs|*H^zXRHG@<rA)#$fhMA9(cCO9hP?!DKBUMuG#pek^Flmkl!{b^|Oe^*fGE
z_sm5Zri!6sG%Byg<ZR{MFU)H{>!1D<O1u%xty20DU-<HTP@j)Aha}9z?023Qu!2~j
zq_Cd<V4>(yf_sK*AW)FrXyJ61>45MG%VhV0E*<guUwivwQ~P;9Z#<9y2Eeq{&Y-PQ
zGv@&mWrZjK#?5#R#OxKXO)<g6@Uk-N<OSep8_j^P$b1^nw-sZF8xTnnymBi_3_v=V
zZ18E<9<D_v1LTD?K^(GxM2^5LjUU&*%!q44NQJQm(7JByDgyqNUqnPhlKep}32J0X
zzq-X1MfF0!^jv(=Qjdb=B>HWnMhhi3zA^&Xcc%9<_<e8ivL>fD&8*vonF8rikmNGZ
zh!DHk1N8akph=z<?L~AnnW)F<qI_;%;u?3gNwjBjwz^qK{RPQ5{?8~g`XeZfvu7iJ
zFL!Wov2Nh=#HP6W`N32EIqMr{l%mm}3KSzFqoTaf(ypG}`K*G1h{9|nU{F?s90UW2
zIP?P-03d(5PM*!zPCRN307te9q%oX>bH!;D|DhRAd$qf=Q4Ci$7eB;jgir7SQ_7#s
zq7EjzaXO|Oc2IHB`mu!g_|&OWr~J(aDj{w+BCH4Wk@Bq7$oc-h@MIV0s0|ca+#-$q
z+`Vs+eo^7+^<g~~n*VT(?fk9FZo(e6%}u)NoKH!|_S1yq8{aCE2uus);ON8pKE_fM
z={tTJ9|uUP$%wpIPo(oV0~lfdM`2q0b_{C?R~{KQp>=vj4gA}57?5)Q4=Va;y84lW
zgWU5TojZWWY{^FkvIQM8o(s>}Z2okC2tcJeYD7vS?!`o6COoc3+r{7P17&|4J%3C?
zFUUJrPP)JpM>=L0tma)aP7HGR#RJ;C6|;d)%)I(stz{nUt+cE)Ddv5!=lcMrnMT^w
zP8{d?%?Rl-KD;U*Am2zIFN#2m!IRzjok0<Tcu&ng1ZmH5I6=eY9#_&-@TQo0#f8k|
zn4sr|dz76Q;_?-K9mxp8l2~mk@b5RDfrn}D_rNOYYANr*5^rvbi1DhH;u}qiyfR?^
zrg^bC7pDJ5Ej#aTkaf1Upq0e6o9bJnv3y9`6byXmuN<<$1LchyLrVV#c{>0|(}1IV
z>K%LU-?oO0^AWQ(OVI<s5TK_*>S&JLHjQSiY8WPtBBzGr;?Zqcz{m69tWT)BE`I~l
zV>Cc3N*_?2+W@Kvf*`XV3U(c<^7-cm3Glev#5$e#_jbBgz=VP%ZQ>CcLCK|%L`I%8
zX$fI7grCiaiA{lg=QgRSJvEBu39+tYG-@#70mI}B<5|v%r;`$L=fS!PJUK7u>FEuC
z4^{w%;>?2qz`etz57%_-iwv{Ek27AJzxJ9_T5O2)v-P!KFpxyAerCl$qr!ymA#hx6
zHfN|F`&t<Y+(*)qX{<>~E%kUe54x08u5#5ay<1c70T5i~T{ZL&0tU^?07p6-kn){D
zStT+irgKY4YOBB>OvJ1R*g&jo{+Eyq0Kq(<n%D4oj1kzQHfrV4YUSP^yY(>j`yfXi
z9h$v4#pm3;<%!|RG66R0l~7W15;X1r351v?+Z^4Aq^i)}k)WLPHs=!z9KV?D13=@^
z02pAD=F!3q3OaqSmG|dO%Ya_RR@!&q%4b??vBvE^)2ltJ#$)BQ%MKwY@^??DTS4wW
zzNhfu375?})Vm2&(;AfvtmD|^y6p!-mvctIKbRpWo6cWi_yq*?zL-@mfhpP^;n_fW
zJ+#37o#lshpaC@i2-C(tNXKb1O+{BZ)u+h1LSj$CKE?!|aalTIJID&$4+=FZ>9R1l
z9W1A~A>gRk5z%)ZYIWwzwPwT+Li6nj7nkw@H@jvz5W+{n>YoVrScPtYu|Ir*|Ii4A
z^qS<d*a9%~5A5GAXEKLvRY9kyWxjTh7J(56TQ5ncHcao!_U^~rb_M9TU?TuzfrGi&
zl$?=Uad*p8SIw`*iQA!Yk_2BKi$tu`Xqyq!9i8B2ijK0zVq7~9CEy?e(LM&{GoR`?
zkYirCAU!17KXPy$9IXcgE$F*HOZ)adxgi$x-7F_7Tei1nPk}E}3Uw>0RBOp!E86QK
z1mBq)m_HZ~Fa$c&U7nz?EugZ%h(q)kQw#5vD;13c&FxQWlyO%tj_?;9NDg-bL}P}D
zde6?q70mjhEl+C}>_Dc1U)r>JOhaJ8qV`MCBp=Qr&)z1;`Fs<%fY&Wq&>t4sE$&N5
zO2Wnn?qGn{Zukg*uRaktki@mz`Rb!|>YxCgSpikc&%<ehI6-4j?C&{n@IuRYE<l6C
zA>B}@tO_~@dZC$$^{!yQa>#iXfWEo&(RoK`3>z@~+W3$^MSfocFCdK(5wq@p>3GRi
zd4JA@_8Q45scY#O47r)JI4a&0(X&)YUk0g+z4Y~DFdgr*YQ+4Yl{<CH7Z91Pu`YhR
z>%Gvc2E>Va^D}}ill5q6E-4I;XR`|}&uk+=*ZALYpUv9(_Aj0XX~mY8)zdi4M2pOh
zhU&Wxsbn~Au5Ek{H(Cd|mLM^#2b5*ukfd0b?A%4y@oJ+eHu0`X17JgdJdX(UWS9{N
z@Fq$)kh>p^y&tC&^|v_HLk@#9!G*yip+g^heby};LZ%`>J2EMxR~4Mz$H&#7hzh)v
zp|<0dQ~nEJ7U+2yusNIOzZ`Micuj{>cXucrNpNjYrV-Q=MVK3_$4Dh-473yC0BZz5
z-pAEJ3ltVozx9fmZFQRhP8VBAPZRq7{SOx*k%{_LLmh-KBAvJ_^EP{c7+<%9v;q;b
zA^EtBMNY6u@ZJs<73?j?1brW7C>}D>{=b;|>aZxcFX|C4q9|~$f(Q~SD$=MR(kjx@
zodY5%Aux0r=#`X~ZiYs>!vLgV=phy96o#&Ezue#VeBVF*<1@@V?>T3mwbx#I?bgEM
zkl_-GFr>GN&6)^xmE(PnbHzhHzfOliTCd@hz!z#ty)nDqS!Yo<e-fM=H`PsT8Jrp`
z`P1k>YIw<;!O<;(3m8U0&ve9MzkmNOyggj{BI**CUM85oMw<4*>ztri4I4OANwOrE
zHd#*m2t48FuRd_QUvN#+%EU9QzpXq3p~sUrPD_H_XfljFT!_@QQP$DXX~^D$4#;Y_
zrg8yDRq@822B~wIM^SjhPlJ3lO-nb~gz73it`4o@!RqngU2tfT0d>#4=09e%kY@}i
zL{M1$`h@&k>dUqB8L=3c|7Wo@RA@O;mUr<gAB>;E!DX0t-x_cJ_3c?fu${&9t7}I5
z_tcR)l&SU7egUlxgVaJ7N?BO@wS)eBshLLVW2k{moU+7jYA5{4<FfdvMFFV&w(hGQ
zn4{+jj!B5Yaw&{=s)a7d&MlI2m*(JBbC|h=m?I;#ONk+tJJ5Z65b7jzC4;7d?htsq
zT?rxn+-%FUh4dt-NB5Gf8TMl&rw;siIO#b}OzhN9s0O>1>V?N=k#QKHCrE|@@?&I(
z)_tp?q}*H%7%wGFeEPi7o73d7)iQ7!*|ybv1h@S&C#m;L^*#pZ<@;}`QLnQgy@T-L
zcgt!SyPqnis`j=`B;4y8Z<a3_DXU!VBTi+6k+#Svz6-gaVZG|XaX4B&YWFWy^tMk3
zIKy;kug0RozsjK=e}OH&xtjN$Ag7@j&sf@^`SwK0bDLcp;Q&~LO7!s$avJ*QW^G3c
z!ZFTH7QUZuJKE~xrRknQk;Itwc|^`@z6H_G{0}cTh^66y0X^6Rx9kR(d;-&f_sl<(
zk%BzPcKC*K@&(nrtiI3gb=6&K5cP8;$QvbQ_0!IxWc@pw^>S2lGj2EzGHO!y`#rc}
zk|FEgEGJ_7`ys4*H)R06Cgsu^rZULuVcQp|(b=#dVf2n>YI%xW^KF|sCP0sVuyNkL
z`|;z<rmd<J;>|M~?dfPt;II2hI7!2`&ji%LP^?qsx_{C;V)++gD0E+Y^gTxi1B>4;
zDsprnf$WGLN$yoAjR^Z;y(KP-k5&cYHhPOk6d_)bt}!6f@k}l;E>tT}{TvHXtTjo6
zJOJ?(+8sX{G7g@H_Dbh>qZ623`SbxU_;1gi^q9OL+6SLXoeG5C2!b|Kb)+gnuHqF+
z>E$85PX+V*t%eyN?scxl!X-#-`P@1kFgIZz?l(p;daOM{b_Cd}NyA`EsB`~E2^dqP
zPQ+VZt~K+!f;vN@{>vDnQcPFr&vOWIA%w2x9iZ^L?7xXpGgPq(F?Wn5KgYs44wu@-
zmsmgA+LhQa+HhAycO0akS|uI#3hpXu`28Bal6Uveui(uH4<x;}e4iU)z&pJaUZvAL
zcowE_b1%xH7D~FDw~;Hl?TC5Y5vY~F{Z7-92i#(Ngf`nEj2R-SHmcR$5Cg-QtKdDC
zzWn)kb7_7%7;ehjaW@lb9_aQx-3Fd3!{#Qa@D+oJ&j@h7&{PYfJKMQ#MvL9G(Grpn
zthnhy4xFZmO4cQ`WlxGkLOEEKTdW$e?@g-sl2H@DP&oC!_)%z9TH;{$DyJuwHs^4b
zCQo05lh|kKnFAB(nkY@JyR9^ZV7Ne%Anl0N<G(F_Ud}pxLx7)mrX!#Sh6()Mb%6QY
zd^V$6%#s1!qm>TGVA!P0$Q^3^B3VKyKxcPJ(@52j@l^Dp4nf4{Ba;HR#N1SgYB43Y
ztCdWn7)TUawQSl{?SoWUnil)Yw3`>nA~>sH%iPSUnB5Bc;HT6zvy$C~`r8jEkmR>R
zw;2@L`mh$B7)9SMs-LZ)6jtH)J3q$klgJ@2u9Y5O@#KSLom<P=^H9zF{mD5Rxz%;U
z7P2pEW>3TtJxu=I{3J_}-Pv@XqQ5Vuwbp~blS#rB(sH5`P~plTIgwPYmg<^J#=R*-
zX9X1n(~ST(k8oU<^SAXDTnO<O3y2N39b|cLKF60>G&>%vDw<pdDBw#cS&w;^oZZ8M
zH8uZ|aR{6s0$|Qx?jE4IeE7TjtXql>xkUO>*j<&;-VbpYPo)uL>%Y4|9+2RKw@{e=
zk<!}U&M^SSBue?#=o`zrnwds~;=xsQw~RLJ{0mHZoq^dA&(EDo((22hE1-aJC&OFf
zvYI84{i0Iw_q~_u?7o~huUy@E)dNFX88s0!M)evh3R4Cu{gTZ!ZJ7F92}KKSIpvUp
zvC~RU?|O9&`#e736uB474KX7`7R?v3#?OASz6uMx+AxQRWkM+-8WoYJ9@i-K&pBK&
zcy?LDr|7xizMz}u0-c#FZXnw&--2Jl8a)Z$ZayF9eY*S=M9$yJ9%n%>V7Mqe-;j~Y
z4hqt9!LCsZq^c!unxW3MOwfCJTfB-lI|I6V;->>Rq9Xe@t5^Pa_L`8hcS6Tc=h1og
zimF8H!Ly&Qw<P>`15?XoJED}9tQLZM@qJtQ-u7u&Duz`9fg(knUCvrKD6jd$MY*99
zcK~KimO>5ysdB5yw`2Ryl`>48gdRg)O1K4KIN(0d-o+q&OiQ~~Efg5aBe*Nz%ryEq
zIr7?l(J<THFMYrHbpISx;m$quKN&$ZBqu*DEyB&PZ-xO3Y~3B_KDwu1j9)1qUzbmS
zxmEDC8)k-8e%*%xUwGfq(6_l|+vNa0_gcUn{V6%8!Ud3~r{_VYrj;cutnx3eP^z;l
z8e%%Sa9=n{*q*>{_^O&kk$yanO~io8Lg-PK6r<}CWK?SLVP5$-4w?M~*?;S9l2bE-
z^Bg<^`$@PJ&F<kBQ_sdMEp<f*T`Xm35jjrq<aY%Gc60bK>h?eC?B6q?i)(zdWj|J?
zKbAq?LB_ucw*l+KOO$%NH&`Es^aR6@MJ%GDG20L1AJ0Tad+JnSvQFf3xA7pu!&%Y6
z>rvInfb#Fe-dW!QAlr@9)x~rg{zA3JK$+ep3Y&{(c4Szo?#b>Q!7u~%g+a%VM`{9!
z(TL*GCmLsDV90}%Rv8BU_JHco0Kuh6R`>_1viNy}pnynxJUXdbe*0X&T_BRQovP4=
zn3e%?eDA`uHeYAkq53bL@xXPSaWdp(WtD-f_)mT_v>eyxp~A`^g@k~2b5w?6;(vd2
zNi)?}KuI>!uDv?V^tt7h8|?j)%&RCzJzmyQt@gF^;jDF!N=|RF8R%$Ge+lvE6c~ss
zkCb;+8yp{xR8y{HW)p&^>IrXe-1yk7>+^P8*)r2F<;?x>>V<h#3;3aa^+CtOoQfCv
zLXrCJ+(QqkuJHK~#>H1_(*}3NW)(uCANqv1v_GHOcTKQbsRY5+pM;zDw&NYf%axfI
zw?XnI%U~9SOeQoNM4>WW$=1_L!|0cTrgbIjT}J*fnH`RblzjVFL~9o*iZ4*6U)@sR
zu<B4{`vn8(Ck*p&vv98f#Jc`by35vs`SJH52;)`;3li0>=0O-$=ye6YupjukKIqGK
zb|Odl#F(``Wi2+JF;mLyTlq>h3q|0f{I9RyWaqp`O<od@BTAjI)l*p9Nc%U1mawah
z%PzPKT{V;A4dy@3e&|HNC?{x9zPu*U*awxMGOQ=B-LEGA;=Z$0@WO2LMc0fo7a=m5
z@$G##QgL}&$)zcq&CDa{V?scAJe<(5Bcm*wz(4<e$^1*ud2sv*BGy9GjiU^g`Mz|z
zuhwb;-CBwt)OU^t<7laziqOqpuU;We5Adck4)?cpn<3wjQxyL5wkgOl`xZQ#Y+F~v
zfI|LDzCC8zN}bBK!nAO>kUbu`NPpZb58|$kt9##Tzo+jHiiZDQR^qE3WG*(0bneqO
zi%(aG7o3N^t^~tf!#{phVsjA$OMeD2FTHA~W!#rHq$hpCg4HCbhaKgvRm^4vFW>f=
zx>P3IckaDLZBn4@q4o)X|KI#31tOpQ^VX|c3Swh_NnXK((>XiSH{?QAJK5PV2ZN9u
z;k0H#rlM198p!B2cMZm;;B+1z!wkhpB+K!OdG_?tqu&B>6dw1_jl{9|N~pWgdfGpW
zQ!n`o<?-cXSy02=fOs_C<Es9`N(q^DquJIlVqdj#CLjSALN_qL$cs)gZ8=~%S|gQs
z^28kEvsGX{lE=1*j6&Yjdi3a#qZ8y-6CqKYd9f-#EeVpc3$H?#f2X-Y4-U%Z>D17f
z(ifNY-2^<bJt{9NJm0fwl>e0Ka)k6~$4uSr-Z=uy5a<T1XT@27&>M~r7TEatHIbPI
zARA3@3cRwI;J$(=NymBsd0FQ7q0>fF)M>7TsNh_u-SB1Nw0OG*Icf26b3d9%QFVry
zs*Zc}i`#Pl6sqhi|G%x^Xd2m$c3&=qSd^F>od(lyYpR@A^I_cd98e(2;7@|sWg`>1
z?VV3fP21dv!ByV@w!vOgTMS34Vm4FyyE_uanWzR*;?xa(CJh}YgZXJfR=sSqvwMaE
zBoB)fB0LN2YFH+Io48AyI%$CL7k<8H(tsf_NCp8R_j{N=F{(jm+7z^C8WnW4A-||D
zr_+g`(0#S842=V1g=HJ(thegj&l0B%UD_hH^2HS?3XedlG07)PcbU_atp~KFT?1Xo
z;_rpW7*MF1!FP#iHBa}Qw5(bGjM|IjC3R<1#?rs)IVHo9N;>KOnuwUULcSK~DoIQ%
z*G0$IHgA2u3j^=og*uo-vbd;-0B^(c`@jEK;?h3wIbh%n4g~bTI15$8jvrff8s)RC
zvs@BTH+F{gL9U*nZsA5|klC#6$hAkO7RK)8SGk=*G4iFUCG-%pag@mD7lcw7PPjhz
zFR>1q6@+}PM)I=|y4|#R9&D3=Sn^CmCJMqdf`PiVwU_#C^XYUj!Uma@J!x3(1SxjR
zH5PgNj@)#1j}T`nznnbtH<tpE$=K7SS=a_t%Xe|gj9K&k72^e5NpzoEX30E%b8gSu
z=ZenI{^#;Zcf}7Zgse!!<w@LBBgX#{Cnh37W;^Bl-3uc~)T^DWoiQZv9WM@pRlLeP
zg@iRM`6@;g<Kq`f0uq2k^3bx%Q`)prmO59?$f~U{k#3ReDd1^mh}kU1k#tG_9DM`p
z(3Q={W69Qr%;nLk_o}5n&j&RJTN3et${9LvPskNSLs@(xPjbR5jf!3;A8Yda_ltQa
zcb|r&wF@Y3Ed@0F<@h?A`lk4irUb7WDM8_mPg=V|H9T*|JEmf*ffw=MYn~H3-c`)g
zEzeim+=WS;i(g2YZUAfcP~tg5go?LgiIBd*3YKfgUdxqai~Dx!w>SNjGUo>weH5=O
zgqvY@JB{&)k=9);qtmj@k4yzX`@Hs|pYC$)LUs<}8>N^zm^Ziq@7NDF?}7(JdXK>>
zRu!WJ&uWdDaGoT1A<N<D67=E&5>nUPt?Q@?iILMimKUxl;}Qywd_2EZg5*E~cT^ex
z>+6-Pvl`HT*G=^)E6>L(0N?dA0_(mtswnLi|4d6`e5oUe4t|B2+;}ST=Grp7_iDSn
zo7}ffl~kJ`;%K1TebCI$0L_)R33FH{{4{rF^XA+0Y%VS}Lc7VtLh^fHCr}$LkQj@0
zS<mg6PL$cLWSoOtzjj&_dQ8DRIl*m#Ro`hChWnOeZRQp33PivjEBXDY$m^*AWb?w$
zmTzS7Ow=*-D_M@0k1ERB=}1nLD7@AA-k%-BNaQm(Kf-2U^kr)#o)G83iFX@1dN|vo
zqV&mAXd|h_D4WzBZUT=owptcMWePJg^nDWt!Gr=pUqVT}Syuwr0xb%qo+&x;=K?EF
zCj5OF$G;>=Z!{)u$vsA`-TWu{k%qzayu_{qHgBZB>%*U|Rsw^h40}C>1IrIuvq@)<
z`#i9F&@d=Q0-3b38TRpG5*U2m6J4E&wH+YmADxT@|D>0a^ZV&}#SCzPqa|&Nhh<45
z!!EXPlQkSi_6m_oGSy|iF-G<&?<URs4r7)RGvyY*bC=g$rzM$OCQm6k1M1Dz-H3nA
z-s-Peoz+KJvKMnatm9>nF7{?MzvUMbt%{mdeD_H>bt12<jGw8!d*BVN?7zX`7f#C-
zcBH3{EPESAd0!{580;N`P;WC+jCfD1oz1BiFrxJ|OkekRvbm5d7?Pa7!hmuq&2Y5L
zvVJocS{BV`dB<C>T7cT<E)sVr2}s-t?drUomkYvqi{T=Z*3Ql{zx(<xzmWW<Awjvk
z)5cd?+oWgr&}bTQMOv*dobpNRq~p6c7YOluF}Q_unG#d26Z0ocM)*3zIEQs2OX=L~
za3?^l^6NZquaS|kYWs=D2UxE91A7EU`}z6V&kmtb2V*g|%lu1{@qcC61>1}9vD802
zS4O37c#DUup=%?c?v6uPsfhQ65gb<byBu16*0)L-uUp5MioI-kk8l%f_x_Uf|0GL*
zifJ65cnQ=j5j$toj+k_?Jwc;AHzUZ%$Os+$3T?DqNyg1VCMy%b_Nkv)n0(aC!HBkB
z8oC3kU}C6Ob8+fde2s<Pvq;bUk15OTk>4U*=aecFtIhZAOs1)|MvT6^lKq!0w`Wyk
zoR{n6$p=()Hl$-M-;>U}IK8qzN47Z?+CdkmHt5E|`{!9d7g+#a!#nj`?P?TfUm+pE
z?vLkz`yYh>f9Gd<HDO`_a*rOpdj0x!_VnoQ%ba(embAtI4=n&A3IukZ2?5-~N)Z+j
zrVk@@>mGCi<e0!RJ(wro+u`zE($~Rt%Frn%`}2CoP7$jFXY`Pf&u}vNc#~0_S4w<4
z6uPz4AthJlpi7}@q!m!g@G&vHJ5W^^Ck4Bkw*9im8>I6CO0gxTVE~ELJ@*K#gTDH;
zc!R@rwR<vCQ=USDu?5H5{c8Vv;O1tN!{(sniYNUR{0#;=b#akPI+{fyCE~_i$J-VE
z792S5&^0v*-Ql93aq8&lT3jk#nY9+Nk@q-r`zRK_Nr`*SpVu)LIKk%D9UtJ&^lRee
zJs>aL!&UEfwnbUy7ea`=w5)8A*XnRF7JnKknrnD253RUp`@T+*y5~^(EXuga+&*;G
zOPa`M{c>MM0+Ihwz=~p9&%#(U1ErI5wnDu_a>>M>M(E~Tv;Ir6?aS{geC-!N#FIUi
zERRbtiO81}0~j~#XL-L-$~Q~@+d@ke;B1NbA4-n42G}$a>oKq9H-S~s<kb)Ga&k1r
zaHi_~8|G+-tja=D<V4)U>**kpMwH>RhS0TJDu-LtZhK3CLD%J4J}9(FoNDOG>5Zbj
z%;%;zJ7jPat@d%YDFGM?#cMol^DulkhR5hN4u_M~k0TH;$cP?fFco;@WVUhT3<W^+
z%%;DbH)*BJd~@?*i<7;I$mvt48{`(?N5M7Wsz%!D5O*|Sz(wLaTz-#I_KMf9m{X`p
zQV3Ln&;yX8r1D46#wH(F^+bWDA3uI{L!(m`K(rUo)ldbdH<)qPS=MXU9@*CIW;`=C
z<^vcH(7Ns0u{sKs=xq3=#8!R&Acgw#veG*z`c5_r7M4&n6)IpWFs1+Ytx^2_c}de;
zXO9nQI*#dEGy-@Iphg?G|Jq;YP`cN<@uYLV{m#2A+1&<W$~i=c5AdDWc||YhmpYUT
z5GTAjZtq=x#FuyAh!}OyXNgUbBNvkU^C7}OGEq%TmfZg}?90`sIw9AV7Z$^INAk7^
zj{AI7W~$An#tI@dJWVFXcZx9{!D`hZ@7<uRJNm_pIQ3SNg;y)HprDST$fjE9Hr!Xe
zcU3>d0kM@HPtD8H|Ig*+E-Pi!Z4+}{DMQS_JK|RM+iKEEJ=d!u-=uw-!4)ot<|*m?
zi4H%Y$p`*JwB0NUM~qUMT0%23=&hPN*OWX~<i1^^O+D{VF8z#F1odDs>N2+5aGz62
zN1^VLwa70Q9v-CyufWt=0`oqN1^`VnM3K{=`=INRHBL1<Oeq;#FzWcUxo9aO{0%X2
zU$uH%j{6xDpH5!4;ilu>$OF&Av;Fhc`qr1mM#?GEWk<Z79Vp>a5IXrYS3YUWbnZ&9
zYhhZXhv#nJz@@q}NciqrHPNFoOOluA`{%KFLf3fcM)WNCG6^TiM=_$inIzxhh@!A{
zDiJbJ`KkJV#z58-9zO04PfV4V{s^T>q-X<`5nI{b6;_r&c6e*Sh;GV<|78LvJ~x<Z
zN{zLW{;vIc>GNu4O-3l1-PSFxDh*c?%SH}J9gei5TAD1l(00~j=nc>x4J;?m${yJx
zH0I)*y>oYuM3;iSpuynA4MAZo{TQmTK4O$YeVkV<Gx>*`H}n>Sn|ch^uW3RoV>(go
zD2|kB30Bo+{&Ur_qC&Q9Zof20_2u8Te^4*kkOZ~fRy3`B^Z-Xnc&P&i{1wJfga%Sh
zrtkXj@3>l^=rwIW8?B$JX=#F{!Z%s^9n`zvnE)&{$LQPso}sZ+SV+c^@-DFPEiIX=
zz6Icrc%ng6WaHqd4XB$+rxtCjn;OP{=B|ZI<??Fw_$ePnva@7;4fi({^y81dUw_&r
z7D2W?+9w2C^knkxS{lPfddb+<vQLsMXKG^Df|lgOjr)(!+Lh`Ji=)<L#76`pdlk{;
z==))-!`id#X-P`^PEDsQrn+oau0h&wb8>S<S`s)(WkaYFm!p4$qcIOvYKVx4^!kNR
zYuax{22}qfw$%dQGVS_<Bkjw6QJ{nlm?l7KMvrh#F0w|iO7=$B)KmHI#i_)Z2HavP
z3}8gHGIOy#9gAs<jNx+&T`^`Dx#AUy+p@QVd-B@JcZTP&sz~+(x){EkkCvH!ZtoA_
zv#_kA9eadG86TQN_C`Soz2A^EBieIB<0|KIfInb=N~BM~ho2+WR-~`as`xczU23VT
zeGeoZuluk6Jca5smllEpHXoEK7#E_u=hJXCYotFtsyFeIKfs+nt&^|*OLfep<AzkV
zabr}^6-a@6S{H{Z%INwiip%6{9A@6#H4SvCZYuONPpvfvpuTqEO|tfu^Im%Hw=HYc
z&5AK!YEcOVuU9j+qD!}H!hhU#LuH;(&9#xvnkEEk@7!D{`KUu-UlQf@L*g{5K?+e?
zH(b>4oElP~zvbJkwnHUX#-OfY@T!!7@j_<8S;v#LIwu|<+1sU8kKQHmWnt<&#N)i{
z9dIXWtrUN9mTYz_aaAqqkhCK^?Ea=DE%x)|RZRi~>Ol7RyNmDXVOxJlyk7h%V}?I)
zbiJ8I%as<lU^_M{2c#~;e}5x3LuR;nY2?d4DzQH!1m#<s-rO8%`Cym7z<}C``0?3r
z(`Nd%7r(V9t*fN?^|VgSaIUYwd07gdtaTBcXY5A$=S;H1Us|RK8cTvRRG0H+k$sBh
z#wOO~2Q*~%c;*_rH?QJek=x7x^37C0UinLGjg`e1rMdxf>pjYOUGxtVb+!|Es(#-i
z)EaQT?>y)6t~WM*zoBysqr*6rMBM?cm`_X)qDWi`-}4XGRV!iUm6a7NP{BsWyM0#k
zs%dCIX>R_FI#BShkS@)paoy8SJ#{MGERbtojqQhnDuk|wj)?ZvM<~x85d9XB`*;=G
zEKQ)Z1RTl&a_hxUe0w8Vk-g5e%p|_}@_SoySG?_1SD_^E-^Z$dBl))=o`JnQz-vGG
zskPXW){MZ_4?yuKsf&+*2zcW@gNlaDmlo3gZ1&PCKTl4y58a9F@=DQ97S@8>Nwk-k
zZziZ_^|mXBC>6zP!R=!FRlgq&rmh)FpE^eCb7_1S+I-rcD{RBwZNo$pFUk+U2~}}o
zqadsd;`0Y&6ghnsT9TBge3}bXnWwDjvt%;jEd@MtuBj|%Y+38RD*1H}raAb~od{xA
zK89%s(&*pJ>7k**^E&q?hi>`YSobIL$vJP=de4%KXV|JNjFRj;baf+ii*_@Bf`Svb
zaA&RK)bK>>iJ(m8QaZh?-rWB#3-yoxyDZot(ebkWtZInaF0{&<h|<`4)%mLD&6PBU
zbEDlzJhD7lXpnbrF{dYel#Rb-lFD3fzCBau$JY9u6qQ-!)?>7Q=gmkv9Kow{U<*c6
zECsrI4EC-?F~QTHxSjQLE@p=By@<%^xx$(i^z3TO2k3c6X<otSKZ28m?K{+I-deB)
zck$E64}OR2j(+Pgs;ut11O3up>2FWLhBmdSyJRb*f>XFve;ZXX+U*oHO^_>N>In%L
zEu!QtKK|xs8a0yv{hubhuse-T4n-%T8IOF;R({}l6#1={{WHzZzZ8^QrK1;7lXMJM
z2FoJ*uK3=!h*TvDQ+W)BB2|vY2oegulU|c-)uw9}8v$(4+oEz`FtTUcni@NKb-d{m
zjIALi=1t3ER&Ock<-#&84vmW{3Vv$!fy4Obr4;abjyggzZ0+T?Qhebt+m14Z7*yNb
zsRqurc{7^_Ne8dL7ExM_>Ss^%^qf$e|9#zPDclq{RScEV6^f5t$_7^D*a0CayPQR3
z`|n=4a)HXwnyI6`7snvgCdza5;lfYo&Dq7OJnD%uLf9wdhD@qTTa7BqsHmay3>!Lg
z6B1oZ*!S4KsW0V@b56CE$JK3IX65-_7hk6+dl<0@qyjl&6yUQ^G$YiaQF2h^q?$E9
z%%v;IWN6BI3YFdQH+GuPt4MP>Fdz&c__9PBh}DOI|NF?ocN0Q{`$*}qRXW@aVSwaD
zW6UsP<Gjm)F^&sws)abQ6FmKO&wx;L5kZ2C+WV>MWokcv$Eq3}7Vbj*{a*WA>wC(;
zHn?a)diau#bBZ}H(Y}MuTI5Og*!MbXvX#7@xEJT(F%ikS&%)<D-Ft(*b^0t{3@R%^
z<IMb>tn_ppnZ@;c#8C~j=Ph(QrwJLK4a##EmTxk}%pd8YfrO$*G&$L|bcZHeSqTy0
zMSl?Bd%Yjl<6_(Vtd(HqQq5~srX~8zA{7Ss%FGydsF!4)oVk1_Om&Gva_U&tIuxlk
z&hdG-{ZxU1Gis$L$3$P^-D&NSVOQUn^7-y8%KQ;o*~^pW+=mV1A`n*9PYf6|bq@oL
zg}7uayTP7Kr|9tCyAI3u!oR*I?k|>LKz_0kMe>(dbRU0z$`V_~w9PAWe0@%~Hf{Pc
z9&XcT$g#_W9UPxs6>wyj6)pGk+Ez3K{B3S5|10H@dHeTeOsu~BWwx`(u6GbeBBRL(
zP>P_i4&CBlk4Kk~nF>)GAh5DxV$vyyHnlp))MDz0pvpwABe#HYokuh;4KM!NJCQwu
zt5^GNHRn|s+S+?t<E7;AR0c$-?HneC{7(62t@Z!$-pdZ@Z?gJ_ATlUXpFCoIgE_UC
zf9DuR$yb8?{#5GY{(K`0wGc#xfNPy?^MeW3c<>eP5B&?DwTaH85Thp3PtGPA>3!*a
zjmk8-!w&$+Sen>*KCf5Go<c=92SF_Qv&B3RaHM+I6?!pwIQO5h{g_>ckNW=i(VTcc
zF21Gfjivdx`M7i3h+9*`y>^woolKq=)xd&AU!jaUI;-C#{p#A*GNBfiF)`YWT$Rcv
zp^QW|edoI+LH+ZgQbrk5Cx->}@t}m8+lQD&2bAAh>_x8!NH)n?bH6N!QbE9+?FpFE
z9IBTTtQhZEaj}R{i24PzsAH`(pWlZ}+%By5y*>+p!+_2Gyy#SH|CC_!)*ch}$N8OV
zC>z#@f5yVw@=-*<ZyHvOC0Q0LC*#P`OAia5{ugR3;CGq}3F+zE_1ziF(XKjWQ<-jM
znGOpqC5&tm{E;{(Ip1Bs-95@8-$vPxLY2owA}{Ht&mbPw+s4S4+k7p_)i`vCU;kVO
zN18y^ds%!7LZ}4iFfgVRUtEav7VvzOPerSVJ1<%#acw_RHWn+_+a%ZJ{PETV^R$Vk
z8Q8NoSRhy?Df|C{`t;sB{7F_p9o(^$CYr~<KY&7Y31DlD-_6=$&jrkw$S?&)ZsiMa
z-tl$C{n}0o<|=1G>MkdDyL#yYd$UuqsLE5-sA-zzabXQ*qvv&}P_{hZS-a-&BF&|<
zL##wGVxm{A<ya?VI_y-LFv`dVmN<Ei*0#BNM{Pbg<1I-kub$sekc+O|oSG@?l3l4R
zzIRaI$RJ93goSfI?HP-~USYV`yL4EDhG}GXC{YX1$TXMH@DZg^&}hzMqAPcGYL=z5
zo`IFY>fe9=opjBbp;!_dQ5xqpPr7BYPHhx~UVn8CxNH>LiPM|<Pd!YF8f}n`R(fy8
z1j4i4e<38up`{<&#3PEDlz1n|iA@Z1QyO+9Nv9kV#M-lr>vX1X!}pt<e80A@FBe)e
zv8X2m-AAQQM)50;4pk$ws^O^4&ie!33Aa#PH``7AT6>oKr44{3>2~FCWtc4Q=*x~+
zPf(l*#cNvAdj45TeMXGH0|OS02huGcf_Pba2UgfUADXL8E9ec+LIx*$qAV~ufkBoZ
zVTIFQRElxxE^cK+l*HTCoI;IP#(ClQ4vV56do*6y(_Bfr#Q=Hj%aaL;YLWo&XN07x
zr%brwIq{HNK=h@(f?9iwWJE#~W){7tuqJC`1z|+uY)+3IJc1YXhQt95fQx^lKg}Wx
zF~^xi>1Tlbg%0(Nj;`n$pxls3DL783!8E!PO9Gfst-E&~mHFstNI<}0&=vd^jrwkQ
zas0Y}%y7!I>jV+10{sU6b782$X}Etr^@{XZe*VzeYBaNiz-#D2Xb^cloeI-P3s&nK
zVp>!wrkVnKLCl{99=3?b3J{0`-1P@3h$J4w{(YdQQn5ZHLG?{q67t^5{^OX95iCC6
zTe+rk7t}`$i&4D=<DNA)c=oWb@)#%$)=DtuVI_I=5i`t-a^Dj3n-bti)yLjJNZCUe
zX5I(({v~EzjK03U@mo7+@56pFzoy1Ui{16<J(w8C2Sq(F1^|xjQ5C4p90_yE<(o{X
z$wspEG`=uBoj|XtBh2zi?(?MQ2u`FAU2&XO&j7PvWW=ls&yB})LdpxS-=d@XWBW-*
zw3DIQ!m?v!NO(oc*o`>XfYc(}=-WFpVPNYM%e}-7*1pNg%Cb=#)-IQg<R;C5npQv0
z^E9gOZ(UPa?f1(gkBn4C&goYLjB|A5UZK^QhIuC0ih~)2e(Za?@o4kjr9e_yCd1dM
z%;?agDoMIM#p(NU8U}AxRC2E2K6*=&3kn3q3oEpC7=m2k<-J7m0F5Ua8j-NRrq;oX
zB714g{@d~i!o$m+#3+|!^@#^%Vee#q1_?VvMEt^t$H!?Ew9XQv)C!UsP~?`n1xv!I
zoljS~Uv1CtG_EcVQD017tcy53#;w2ij_U8{Vl#91Et<m4Ln2`#X{d&S9+il&uvBo6
z(Dsc{K!z_YZbQGwsE8<p->^jXJcqrM+^KYRQ4<@l<QZGmm{)8TC|J~_rr)%j_Z<#T
zQD4Hh9{+w9pMJFc0Kaidx;m<=;yvtE%$WdLe4S^t<DFJAKe~{R5KwaW!>bLCjC8`E
zBSWp({r`EBy6AN1vQ&7quA%jN64Gol|7>b|*rUxpX>J4U%2P^``H`!+hVn%B97=4I
zdv56_^Uia*GroZDxg@F^QFk5J+nYB5QVPN8JGUNKt_Q@xfG!Mywrdz{i0*FN;!9+}
zu0qhIJ4CKCie5;Aio-|K2%&{l?ls@EY{8Oo<2z+8r<9afwH&B@;bwOVw{m`QA)R0>
z_1xR+v1>C)!j}pcmZrwqs{3HD9>3LcQ8m&^wOEIQnl5Vc(G>N5NB>sSctq>YCauY4
zP3fLsfPLUOVSl?5N_hRf9qaAepUF}+NllS3X|O9mHg@nr<{pdPTe<wP1M48ld$qdX
zc^Co2-YECu999^%Py5={WsB1tX2|ET7}Qw{B?`8&(>{iSnRUmwul?wQUlEt2sp$+W
zx0>X;TG{8Wrv7v}ngycEPjTS&w0jqQyqc4BnP&BSMPHJgwvcu!drTWGT{>QbyIhkY
z|Ftn(cEy9rA9fCGIH{NvUzR+cA__J>p~)FjJIQ+6ikI#k4=%T<Ju(l6B)(v%BEUlu
zFDfoOf%SP!-!Jd_w92c9$`G9qywF^ad<*h!gm%{}{!;I?Qhr058XCiIYoi|!FXWtX
z_qHYA8<?Ox3UJVeQfIT&xO$mHox+c9<35v`U0zVd52aFDtxYnB<J%Vc+_D`Dg5#7K
ziP?gO^H09Z(ugja+s1Qp9(GG0@DBUfux}JPx^g~$=3#j7@*x!V1?R7GY8QRq8-s}p
zss_@)c(rwWy#EyHbp|t`y`AH8KLp0a?ijq1kPwChL;T@GpLb=BYS=`LXh^NS!uwXP
zOYP6TPcQN0ngjmk0X4`b&f&qUn?bOz>MD$#otA+Cb>BY>tit9^Sbt1}@)$*`zbWDD
zMt4+x32+HmBdUm)xZl-nXjDTKxrJtZ-^6CzLD4y$_(<*hwx)sasPpK5h~7GMsXvF*
zwiKQimi#~;?`bY>UsM!M2FII7y(HI-nfVU>3GjKzwW*rV2;;hnYEaDGYb_kJc}qpF
zF|E4tATG=LJ^gMTDO}V(bXkfy4<z0WZ6un^fc^ps8bZp;O}Nj^^viq`vWpoNnShoX
zpcfMCppYWFte3rmL*5}m<u-PTZ0n6VbcqOJ<~~+AE@r?8^CvV0F3Hfwk$G_7Q49X}
z8ZW6(lkbaykqo{>sM3qpbI~otl1g<mE*)0s9OYS+<L?#O0EgX1ukx+Vnk!Zgin;?G
zR1pW&FZsG|m_r_QFl4pWdI|Z)P6P05Vn;zVa6epc;~ub5zQ_~L_ac(|HVJAcYg0^?
zL||+AUqO|eFDEZ^%Ja5B2xv@{!pN-$lhh1Lc8*fN5)r2>bIUzS-g3e-&TC?|)8OZs
z06*>q{IeF5q{6mw5bL5Vh@OksdYA<4pCJDDdz%h>O_xxU-WuNeRSzVUq$3oymCSqN
z`owP{N(psQ7F2`7yAp>327U{b`%LYb2Q9zC(q1X-O3>7DTE}WOG9vd9aA&B=3))g?
zeG__h0bZLc#&D0AS(B2S&Q#2);u7En1pHJmd@In8j728KAYz&zdF-CH$3VZ_;w<Mn
ztS-a?8X8|Dv&I_x8BpPgKl$adluA3fdiAVyJfmhX*woGhfJe8$`=UhFRWfi=$)b-v
zL$9{h^W_`feKGYV*p(+v%09i?(*S;vI`3z>d`&-9L*8hppHE(VSC)e=vS#bWn$UO_
zYG})Mg}P15m}6_MF6*k6!e!)h0YTpnA_By5GqgcYQiB|+U9FtmzpSNX@x*|fd=%#f
za)TE7iV9FaxJx4TF683giE=dZ7Td;BpATCJB|DexWdL{yNd;9Q!7id6^N{2Zg#^2$
zF{Xa{Bb3LMvE=78;L1BsgxW!c-E&jA(rmvskzExxe#SqP%k4|gc&W6`jz)hMz@QVX
zmX8nwAw>Gc-Ctc#D<=-vkx@K5MT*+-OJ2SbZq=n#kM{K~%TDCA_|)ebkb1aijO$@g
z7vqN7caRVW%v(e2(D;~N>xl3LPG2kVg=?H|LKn2}Nd>-{2kp?}rxyys2QsWF`JO`D
z;xX%*Ei<o^*x}<R?&~JnP?s&{b}qNC<`WsYIcVXnQ#P<HkL3MLaHloA|K3NY+%@B<
zrx{<T^}I&pfsWNw7YL~I9BiPhNrfb~ooayyYvAL#rKsLv7sH8va7zz>T;&mJ()is2
zb>QyCC0;3~wneBcCI@W=Z;zZKft8R&*w%-CaJ$-F*;~$o>{}bkxUEXA0!iC;r&jKm
zII02^4T&BANaIY%#Tq+}2P{uT@vPEj{H-d@=`OVKk+325-$NiBFFxLFZK1cuI7KEN
z#caKWkt4Tv8WwQP9A4<woIUxx4pVkMV_tz4<;u&bNg+J%zbauv|AuY_Y?A6ZuM3{V
zb-!m=o=%jF&8S>C0P^`Cgey3v@blu;(OIuk`{cYZ6<NdLiK#r?VUr$9%=c_|ki{SB
zHmlEj0HA-aLHwYLF1~EQw{1Rfyj&*G{Q*9#S*DUU-;*5P5n^iKbG-NGltrxS^ltB+
zW_eHW;hGb=pPyHe`I#-A5;a*HN1V!<MH->0q}JU<P4p%W4*07tTU$NWID&We$s?UT
zd8F_%MV&2~#)M*mu{#$|_AY-D6i!Z|>T+xsANal>vMt9ste0ZUVqTz=jLfo*MS`|g
z3uLMzE4KK6YPLi6{*lEzDHbh?zT|KaO34Njw|0H^Jd0E9*L+Sg9Bw3{)ei)5e}ORI
zc<6t=2Aw^Eud`+^nQiCFoOHkPzkSmnW*x8EG8^GAe|R?1Ml7X$l<0*J#{(s^n|)cM
zi^M3)le{~JnTPIz4O#_lH6d%U!k+I9)jtnp&-i$^$~!M^#6|UNTWSx+$Up{~D4aSH
z{Csg?TXO+lKKtS;L5)G$foduz^zHMk=FOn30Bo9g?8$<AAan{;fCKH}FP!7Pc~Zjj
z(04L;We{Ih*jGnRdN*(TjhVMjftTW8M!k0}PB6dqod}l%-)CEz-_l{LAy#mnXrQ=)
zkdu>%kd~~wworSu7PbrL4b5vk9!`W9wZnUHspcr2WDoNtNR=^6)36tNt_+r3-~rt~
z?D{)#skM$}C4_I;@lc-;LjuBNVilT&<el1*z|0Qgp!!bwjJ0Uy*OU)Jb|J|N-I-3l
zUBIOXFviyCY?RY;4HnK+G~X)7+Vgk1e6zIrN6*o&5v#Q=5*B<Yk)&!(v4=cOAxeEo
zV5}e{g?{%JTNsF9p49;F$L0ZTejT47&$>vnn%nJgi);L6OkAqzfVoyrl<jbH8q;dQ
zo&fMSMkgzt_4%P-S<XRoxpd?^G5xG4S-V#56Y1h)Z=F`fH=SGPe`a>LFU7kJdsg<_
z+#q*v?=jejFWK7v?<FDCtI5QSV>x`}FLTnr;@x&Vx~`-ZqGhiAr1pwtcz>^SQ^{0D
zNZ<qLWhUENtKS|yfnwJ07z#qgBg^rwo}-^&jtF7mW$0v>Gt_dY1`e-w90jM2{ZZMs
z>P}~3bDqMG{5HLP<L-cgdCPCAyzlF~MUg$_*)&;Ah5x88i=Z0((`SEcuDA|IxR1;H
zcl{M?hmqN*mx$mBf@NuHCu25%m=Q<9=|LOR!1>Ds@PDk+lnbPddT<T<n3`|oTVsFn
zqla6N=*X>X6j9xXuMpFR7Ve%k1#)V&e!adwGPtDubPL6y5&!WJLG-oKmoYM+hSHLy
zM6EGbM&oD(WdtPT$i%Owvx^mxO5{9xlq~OXUjV5|_2)zmo<g|<k8>_+xMj>UBy#i!
z97iVy&)TXw89eG2#H})Bc}YpRuZyS{IQ4fTrO0c|Ko^M(S>eLn(>-CX8kd)P_Fx&_
zz#h3&W1`KhV~52&b<|f(X;DfJ0Rq+0k6*KiP4)gxKWgUB2|plU<Ub{38*6WEhmf74
zC@uI`Nf}LHb30!0G;~4(i?Z{faaFcW%&uhrKzjkBU0V0s3TsIii)~~R6i(AYL&$O6
zO#KFh=Uy@qGneLfbi<{EahlysPrG`G#qu<du^ICdV!8d}#u1;EhfA=1vrbY%)2<d1
z3x0_}O)@nGzyVx^f+j>YscKiW#n4p$Q4xfqeHN8KM$|#$ap02H%FWH03Yz0?`2xLu
z{d+4{QeNzrC~3Vk%(}UC9ABzUoDiL{&%&j-a76HPH2on4mFlhKuO1e-F%=`~sCigV
zW@J4*bepct`!6m>xCZ{%!%?rwJn9#6zsFww(7&94)q+wQsp%eF7rr6AdR!QlztDdW
z-nP);wNW9^NpH&=oRj`13WJLyeZP>O{K4<T%NosT>LEg7O1$9qZgkc38;SIBV+D2&
z*{V5LDfhwa7GI9DchF~0KDJ40u<e|qY44yXI2cBZY)Stbev{Heo^zN^V<nP1`ub}q
zS)+bzqsIOVB2>-$vreL}+GdB2T30*^&EK2mjik1ZK5mrs%>if{D3BAqAn`t8cNCbx
zF?R#qvHO{&qPi90wq4`7V+wNf-rB`od-D-Wn&sp+>DR0m*{@FWy2?Xh8{aI=UjMn=
z+g;DnIhjhAHw<8<*vV<Eh7z!K%#3;Ber9<01SfYq!YG$jo}xJWEaWt5hxy_`jj?n}
z{*u-4YYx%61NJl5zrA);wU^T$Ecd;|Ig-b3W{rcgSbE)C-L-L}QtQ9-bV*B#*25Fl
z4^4N%R2B+U28>v_#rKX1aC~T4?72+9eNz>3#HgJNaxt0W1iO-v;LyFX>9QziuA1*~
zrXH$)GMt5JNtO#D#G6~2X7fvL1=AVP_1yB_htDcciwTLZrdcVQ+8nj8d<ckoCpK-4
zJ-VK^=lALqYKITG*(MxZ{0W<!K~8$1m_L7&clZf>j7)WO@BJT<Sn<%%(5KU4;vsr`
zKoLDQt~py~tF-V(U#gg}v;CrPHOs>7D2iM#JVABuFQ8oWy6j54YbFx>;kx?ojp?oz
zrE%wn6$KBETq{ju7YqOTqB`%Kg9-y!cQn7vQTIq2F}Q-7WCGSRr#xRwuKvIzDSvLb
zL@flH8tv+~TOPP@OyCt+A7fj75NF}t07~qhb6eYz%qKWRm;fxl&n&`W??f`Kgl*-&
zERm|c-fz1)!1aJTmA_a*QTJ~sE3rvi{+(x5Fqf^pP1(aqtiyJ<&*10yk52YJ(v32U
zHHUkcZLD0W>9$>#!a0k%Z$TG1j@4uj0|DjjoEVNz6z+Ih%u5A173ijSrjFrBVmmUz
z)ueu=1BSQp^n^>%lImizcfedyC1pZtef)&RALZnm!PHQ$v)HxK-&wcP-|i&p2xQ{a
zonj1P@fHKBW$h`{>DEq+sU|+VXA!<l&@X4yrfnp=bmv#u#=e-alTs)@%9|P;hc>-q
zzbxt$p?5dfre7ty{R&mE{719Is_sWFIVomy#GjXILz4RRUn9<pV_fpb<z|BCQ9h)|
zOX>57exKe|5Ju)l6biMpJF9YEf`;!VfSw>(*}74}x3U&k+qdukvam|L6yvmNSnKBK
z>}aVXIJo8PK1I+O|2MR3d3!KT-@o!Dq#=k$qEa#SC0X>bj9}T=IK`Q8$$I8~o28JI
zv<K7%bPxI5P(JTTNKVhCa0T-1c0Tv?a9CAYl`r^>&X)HL%w0z5CR2FX=LDHiQCkwB
z8Yq#7*=JRp5TXJ(UYF|=OTHh>`Yr6Y`&MHqBiL&G0#N{uFAC}di{E117Wb<|9hIXb
zThE>87kA~4qQ96}sBA0dP>^t7l()suwPo%NHEB}V)FAYoD!>I`>6e{oWDc8MbA{x}
znbb{fpfpcMp9!?MTP~pZI9cqiJ3u-y#&}H_-rN*LCsHS<t`8+{rhCPRND(I_<dfdY
z@6I5e*Mo$<3ki3b(Lq*Wb@z+)thSuS25>hEqFL`SE~>Ojg3E`&S;xEsK;|wvm+V4d
zg*xe+wy(%i78cl_IrpPi^_nef!Buo3H$K@RF)>S5OfM~cB-o{@8uC>HR6Xnni{kXO
ziw{@Fgk7S)roWp^#W>Yt(*b}S$txbp|3iaDD@WBS;Z`nIXc)gX)fu@TOXywjtRj?F
zR;_oq#?*P$TbV+dCyF>jCe7^r@v`W;E9L%MPUTHd!cs_($+X38P%0#y2--whexyiU
zVzuxK2;O;GJLMq9aM!!dXl!TYvHlv)%Ci`QjnKUUuMtU9l1#PtLP~ynO6@Pj!pxJ_
z-WhAbw67^=dH+LKW!P%4Y-!ZniK8<0J|^o>>^1AC8_*q$PcPQ#V|5&=s<qf_n{DIU
z8K!k}?!06&Gvknc3dMKf<VP2pRq{?7NL9CJ<93fD`K4tXf72{ST`p*N*flK(B?%Qv
z{?K<K2DtNDLNc?bIr_ej>|6Y@_H?w_-%F>MaO9N>mN!T}Qk3sKS8vt*GXQt*DV!)L
z1bgwlX<^yhEd{lAtv<T~-9{Z1{Vm&%2rYk7jz#gQ2QQ{yI%HUepivY&pZm7TZE>%7
za|3;PVVzN)dWk?X8PYCXOBj*dbYI{X5ws`;)f(X`7zJdWoY+-Ot=pcSIT%cAEyLfp
z^^eM^dez1oMo~5*zbnozB|ZVa>xbmjm(9Dz7}N-j#y}VhO35+W^j_6DrtMWPUSUd!
z4bx@2%bWSTaH-~TEx&WlX)%8BZI3dw7u)pP-(e@CrV$g%$wSj)Df~`Ys>p99mBnl8
zmsl0RoUc(TTgK|G)IKrlVZ?V9nKwr>=G<;l`1|F3*8+{132PDzyxU(KFcYrUxd-@0
zGBWEun_-(A>E6v%j?e2aRa+QQlYz(`U!%KV3yF>Z-kR%U=rNn^FZ#>!rey$-Xb9C(
zNQpWDQy#7v-q|GcH1F>*0bUsgM*3{H*i|;FN@Ybv9lo8?->jc-Y<c0p=h)B4ZVtkX
zazvi7W+3G(jUMC3n!A;)@ES9JWy{3NAmuZ3D0IG3M)se_qnDYy3)ErtP2-{^$}xwd
ztdx|LXK|&TI_CJ=H-uL8vHrrs+A7b&X`!HnvfxPbp^bZ+!>^ZHTeve<j)4;C{NcXB
z0mnTukr_EQjzi-V6j4ncw<W&2^*id+?pLT|zMdfirRsoP!V2g$^Lzd;m?8l%)hl}Q
z!EGhx>iYxR&Nq?RlI8tue!H=Q^d4bykUauWUahEcSdiJsgg9)dlZi2_yqk|Kwl7HS
zr_iKH>i@Pj#WLO=UK!xfDE%fbjEC})UhD78APbubuJ))~V>hW2T+7UW=R19)zqgrx
zyXUu17+;DUvjBC`;HwgP5fR7uJuv}!#iI(1{our!ry!PCI9YDbNKZ>{f>Q2mph|hp
zbfC)pB9L88e*2oTgjTo&xKC$of-FA8q4%<UMb-O^F(Iu%f=zz6VY9V4C<e#lDu-hp
z?M-U3m+U^QVt1#6(jIaPxJ1>mr>`~(-~-*IX@og#!y|OTRW~@igj5NNpOgNfoe@=f
z^XA9*4L~RN6)W>^a9=&wa;^a7`F;j*og62Zmo3JXB))rAKPloj4xWx}{d~qbV%Mi$
zONyEdKiNl81IqIoFVYWErZN9Grr%+b{$jK)d9IAH%;tAM=4V4k>lyuBMOd!rjbm$X
z^!@d_X{*O<!)%&Hbq1JEFtk&s<8WVKui1CG|Fe@zi}6gjs^)6{&5JX0l*jQ{kbt*o
zv;febe0uU_;zr4Y<z-w5r-TquTH8eEv)C5hbSn&mj^6D2$FE&<0SsjRaIx4?4RTuG
z#<hM>7fjz(`4jmnk9YCtnwt}b=H@^!+vW~jGK)>lGz+i6$bKZfIvh<fxdA)nD+4_=
z>a@E)(m8$u$L<>IA9~l~VWg_M6UJqnHlVQDq002}E`|DT$*tKrYBRpxuBp=t-VpH;
zI2Xd*JU|5zxbG2tS_H6H$MCcCBB-!ZBM&ZYyK&wEe=*1jw~O=H|K0JFPv0R`gF_%I
z;p8Njo;&lI<{4R*iLDu9sF&Lh6D;NV^WC2*$O-++hlFVedkWQi>5L~~Pr)D+NwI0X
z$C98;jmzB{5D0QZt>qe5r+wg;DNC8Q0|9^AIIpvmfyiA4egSCb^gF8w6e{B~T=_Q2
zSYKX3V$hafS6Uxh|L86#m-<Ke<MI-l$oou0Vs1a+N%~y~1!=cGgMka%eY__Tkg)}`
z3lzh_8|Mi}Bth`XCrodum@0p~bNeaXMlzMM+gW{iEkr=l162`9w+S}Bm7nI`$26?`
zsX7MP*5AxU#4=({$Hks_FHNYFK7J$1*w)J4?e0*nBe!(CzI!)s#Jxsm4;T~hM^@y4
z*}sc3TWVs^Ex*|=eaeUXZriF87p6q&K+1Ade!NqyS>BE!;8vr1i5Og?>V_X7qOkIS
z9;Zq_=4jQ@v*lLdKW@*TlXiH%%v@m@kc12C1d<UtaQbvdzpTdAR)`MkcK?o8I)$26
zAt=1Ns1H=TpC6k(b&okN?JUhXl%7!|4esl)0A3_N%uP?1Ie!`O0N!1=I&DlW1TM#h
zF5aaZoApvLhfMDK0F)G>WaQm67TcNz$olnXZ)o=~)$5grAIH~fLs2zCSk(CN)FM{5
zSPMx-Iv2YeTJ?1_^4Gd(YzCJ$-6NuPGlw!?Zdy=d@0jta*3NylJhTNwK}nQ~T^n`i
z0(te9+EieYo=wnMtcwIWrRGC-Qg+5mga6>1lpQe%YE7JYHEO_vg+aD-mMjrdPQcQt
zC`p&rW1xXCe>pZO$Bl20GG}WckT$l&G}xH+u!up*aYV|$KieS9hG9rH3S*n{dGe~s
zEcIMrOAa5Dk05c2>-=O>TOXUEkm`QF7g9{aT2Mfi7sBkENdsU#x|(HOC44V@HAYVU
zwV!;ZH-KNFGz8^I13G$pC4^f5zpo+VfOdL8^ZE@DU-k=Q`AQ*erh~$$z0x4|&7B!y
zTDQrZ2)dniOs$}GYEvB_OsN{Od#u#=W$766#Yz9TlZgFa*xewyKZRN`E|!@%(iW`A
zGMDnf?CPq-$J`SaD@f{Y)z=6BAs?zf@*~G)&6l2pKP4ER{^c>A&8w%&vapIa^Qkh<
zTZ8|02L9Hgv77iqFS5OHniKDorZ*c~Km8d9qKrL2&TC{G>0-WMi=qoXoGONfNzjp>
ziWDfon!<T?4&_sDr&xNxbJd*E?V&7PM$Gg1t<=^ZrCnFgl2h~zpLG-&gJwnH#nI-p
zP1STlt;(Yy5&h21u=Iyr?ce5cyc!qt=achD@8!~`nGSo{cp3S2-Lv~cf#k6EK}0^3
z#!Yjq!hgPBL_G2NjK2Pblu2ZtKJDB2Gc_h8h?<luYmfBu?CVhw9%Q_nXQXl;?jcd3
zWQyHp6zbo9BP4}qD=0=(($bk+4ytZ^ms*&Ja?)re7Vpb3X{`Uj+qO`zRg$W+cN(=u
z0bLqjpl!erELC#Q^<I{JnITR~L&+a5vgo|RAzk9o#aKp^Zif561<V$<1<YC!vsgU0
zfYZ_^Y_-o_9<K40#HO1(o(0e9D-2#`@VrTTJ$Fk`aE^7Df=NUEO4R&|?MN$UTeUW`
z;{^9B-h10BVepv`u&qSJxHk9Ls`_`yMh?RIIS%HH7(T4t)P3$*@QIvC=@U9@wo|8E
zO4BLG(KT^$_SnGkHd5dFRzXEYb^CUv8`-Zr#)QAXUaF!gh#?2&y0Biq{#8fvxErkc
zp*mj5=nZ~W5fKsUoNrE{M6<4H_NcC^7)FY4V>x-$EWV*5I8%ZwW1#yhZ#>ojw-WaE
zRL>CvE&02rj}pnmQ}dP^MtLPV+@6kKzgOO!*F}u#JKuhp6T8tVq-YlJ7>P7_LWSwY
z+T<6kh}Y&qKQ>;5j){pIJ+pZ1$w!T}op|Yac|62dr=`*I{L*f8qR$2^I)BYobtC0}
zMyi0B9IUG(B93PhYG9rs>iVzp8Smky*X}*yIt912cE@LVRca^0gg&n{ta}Coh7D@7
z^n}@7<C*D-t&>++C(QMzpI5ifu*sa{#?71B_1jCss`^tvOPfqTu{gRC<Wyd$61=Fc
z3b!Li?CPLkP!g1YSnjTFaPA4=RRQ@1xg7{@=06EiP6fgwYMTT#DRL%2qXEi{xf4(?
z@8^RPF0@q;c57_eoPWuRyZvt^2Q#gVG(n<N;!uz6E83u&=}=2y+6|?mGPRAB-Rx|n
z5qaJ|+(C6g?N8TLfnAcKVZTU!AfG8-_1Fu(ob-WN5!Ti)a5_~GhM`*4EluHOjniw+
zy9)_RB3H<T<QU7@kf+uHT7(H^*8g3NK7)RWp{K`I&AGia@q*1^A}WV-F9TPGOTKow
z@0P2L9ravb=<3Xg^g4wS_HW1xgT8njiO8p=>}D`~1cc%S*#QCP!6HjmK33y^oEmlT
zE?WK17y~XjFvv6NNHcpxg)e&J?w-b<5X%d?4sU8eu2_AvExozCNzD<q8o6F1;`Z~{
z_Ia~CcNQhN{V1EFeyt`=y`a?Mc80p~DhieG(6FxsT2gXRnP)wMF5h`PsOJzE8Wz?M
z)y9tKd(CWdg!<#dE@lYNd`&fHad?@at%iCT>-RYsvCv{G8V!|3RGfj*zsLoaG#9y{
zl+C-S9c)m#_VH@%akD{Hw&sQ^R}TMv#}s4^xv#A0bHv-TL*#C?_ms;yR~9xS=uzE`
z1uPK;mdht>)Z@_=FOwrw`+i?s9>|N$ulPl_SorT5(=(?USffqs>xF-rm(yJ*KXMPO
zH}v(r-{D9Wu%&ndl(i_cK7h&pr@8NpYHID)jo7v*vbTUJ3fK`45NQHZEQs{p1r(+C
z8hWrGdxL<|J4o-ncTq%|^w5iR2q8$Qfxw*$zw@1Y?vFFZy+6*l>yH@>Ny1w1JKs5<
z`ON3paa!0sv9S?Dp904jRg6)P>!rJ-X~Wp{{^yne;W0*)SOwm(Kbf;gOzrHBD2mF^
zD;5!3tb*(z95b9Ao@QBm_Up?TI+KyP)?yGH5OG&>^FFGfANmsI<@V<}M+2jGwHrg`
zR+Veert031rm+sOkXU$PCJ@Sr(V@)V7NE*PGxvX#b+ak}I?1}FoHvMLwiteY*gez?
zBQ?s;Yk_#Nkg5;dnEE4PgmXdZ?7~gj_^qwrx;0+HHs(C`@n}@jB3C?DPgi0G1@m65
z9J>=^k9q&vrIORAUYlDf$5E=f_v6-PsFX>fZo)TJ8HlfF7cLz7I+$@>y0nVlUkShR
zXW#~)E(})@gz_jLlm@1sF>1lUGSv?z$g0oX;J&^C)&QA)dT}{g7cR#C1#NxAlv%uw
zOiC~Ih)WXLW!+g7Wads&^;F92f}x+wQghO}xempc3tWtY>PegiF!O>Wbve69jcsN@
zxN+SC4bNedl+i<|-h0R~r&dI|U^<o+;MAX$T(mdOqroSfCyvY~n^GeK#V9)TUa)db
zV(2xP2H3=W3@tA@#`;5nv^392d9rj|I(q-@{%+xYftor+m~9gol|YFfMQQ=nu~+Ne
zXtdA}m5|icxNwS=+%;_)4wxv0eiYV8RWrYmuW0VdVR-*%-M9$4>y7;68#%j$kM$bZ
zf0(6O?~UklOqzu*Mc3|mak^fY$Z}#NnvBE$eu!X0f`SX(bN$j43mZ<F??v)V(x+~G
zrcb`hkwo~Nnd6Q?O%D+N^*Ef#{+3tBPv`g?DIwn694Yh-+{gx%^alQ3P)e&_d={ic
zo5=glG{LZY!em<|w~E@vglki+%=m{%?VXXnn3^uuI+Mv}I*=<B7mTF4j<hF}YhoQW
zNeiDC+_nv_JXjkycUye*6HlvItobebjtit1q~Y+^90wp_5Rht1(Uv&=K^=oPVcAy$
zq_;!2`LL;=cGaBo!3Z)+Rms900RtgPPU+P*UoxbEd>sEq2bUD>#xBZM{Bl3s54~8}
zKWjGp=~UnbHOj^nd2n<^Wb}e@+J&gFH`3!1TOVL5AF$5Gw^@!giRU>%hHdp<iLt_-
zpNND46*kYYy0*^T%as>BeMP@$t~?aI*3Y+dZ%6>BHpn9j(H{~8BtE6V-A%Z%z+rn>
z`Pl~rJ&8HPH8RZ<-NZu)AVjR3BUU``WmkTdU*lm>#Y-ON^Au<J_7+zpw%+GYrjg!A
zF`UEAQlDKIjK^jqbk26|9YV<;+yl|0+udKqq!--$#_m5@Y79$U+@7W@9<-3QrF?(-
z$rU6jaQ5T}_hMp_MD`s)MVbNg>fxKi>zJ#;i=kPSS?cLiep4rU1QsgMv$$uj0g^k%
zQ8$r!i3E2~H(8{0MU7E5b1Lo7tC2h2U9#!ylyM$#=X&pBdvd-q#n!`=cyGp&tL~F$
z0+)s~gO``|*{C{zA5l3!L(4Jf`85eBXLk{xFlI1Hs(U1y5&z>wa*_4M0{h%Oonnuq
zA>Tksq6r3Wf#Btz-A~dw=yx<^?Dc~3o@6uU5SC@Je{=dvZ$xtG=DFL)jm1~>X~$Ba
zR&F6MVUKXR5^19&z=?di`#b%0=8m$+AOvnhW$He_WX$;oY_u6CzsV4_|C!YAdVNuC
zbp5*oBke_#{iP7-O76>P=eUXLq`r?ytj42Ife7$%w`AlLQV5Umx(R2O^3FbF?JdhH
znxm&(+-&!e8ES^PBvb<Fl$)%tnaMck_m4orr8`S%qZ4Snupcp^98b;&WaxFu7LP1;
zFXN27Et#>?BQhk0S}{fzmLX4T6?EDeHE{#zW^-kCCC=N-rDh86y8Vo7BCb%@Xk*tM
zfO4~<`;)u-Z;(|C?r~o@zRCxk;l52Ym14YlKnLB0%{1JkhRWKP77-@=1=JQo2lXoC
z*orSUOH3NwXUZTysVj#*DI+_QR0cFWyr^af8;tLEJa>$k@$T;5V3PaVdp+^XT9;gn
z<8T7@`pzA@lWTK<;q(6x`fujdqm5c9#O08-tW6=~$>ew@yJDJSPaZP=T3~m)#37j{
zKb$UH`!p+%UeM}mr9jqH7aZCX0-Vn3lzuSscQM#=H`-mvMlpe@Iw5wfx->2E%WIj9
zy3j%ijeP<dFC2%5mFp#jP#A7<kiFI#*FnFahH>->137?pdTU}?rjSUvwwb4qKCV)?
zP!TU+vR69Q(q`X=b$&5>gG|PSVr^jyGC;dEcC$RG#;LH_D5yhkl_<>LJ6#oou-BVw
zy>$XjzP7TGJcySAH>gm%N0GMo!~3<ozaFz%qPwad<vTR)D64wJS4-a*a3KqyTw8d}
zsO~*bI88qUFY#F0Ba#3V8UcS+`<n2O*sffQ&|*=z$YoLG@!g6#PFz>=%kj@^7j=nP
z_ZmU_V2c}b!l;BHWRc&M#ej*)aF-}SUzs>2>gN5sZGAVhBR)WIxuDrRvqk}$5+(KG
zrU30KDy?q-!#!`GMgQzy49WXXyVUk;i;Et-St^@9>dh~*JtZ`{(PhBc!KvMN7-b`f
zG<>QYRgy#KFKQ(9%qSCdJT?}W6k4%g8->}|V*c?%YgRl#9=EST$nShh0T?bl;rA|G
z64%(Y%KfKoQw`y7ki~Mw(v<R&P4ID3On7G0)`2tnLg$Tz=;4bRiF(4O)2*{Al^uGq
zTxa84w|6rlrjW8@hy?UG-?cgfTC^2J2<Y3MN{O6uFV@Mr%?tyndd;;tK6e}!%<Z8>
z_x1R65_OjczVZaYjt80;p?1DTSKdCBdLbIpkU0Ij-%a}vA_>*&2S~^HkVILwk8+Au
z2dOb7kLG+P+WM}})DJnf?EoR+JVng5dj->;Q;OXx>mMgjxkxKxH&SYTpRAuu&SKo*
zjJwolepMgMTV%Ig30w}{F`y|ZzDpHJ87mVWveygQ$X)f5p`$&QU^`b@K#^Qf@<4h6
zv$o^p@A4wfiLrgvWFJ+3U_*>4owqb?G!AeY7fuNX{~m5B7Gm07s#&t5nG(lLcXnx2
z6xiD;=SbA7r4=4kxAmhO!d2(Rcy1go%dzIjA$0Smz8qhTZF1;pE#fo(atK*~?uTFj
zu4n+YT}*V|M1a5&yOZwTm#N$2FvlXpyH&A(wK&P6ReFb1>}&7X4|gQv?PF<rK{}t2
znnzLlsrtHkpv<t)I!w}TjPzw}ZUY>cv$M6%QuX=s>tekJY$z}Nmb*6rNmbP>j=7il
z%Av7p!(C7Gt5K1u{NjDxoeg*0HEG{k{Q^m~3iKZ*C_5qTt0;uLenR$4M`-0P6x#qE
z7PjZ*>S)@0*z+(o7C}pBcpn{}6Nuz;iQhMTv$wVPfU&)8-GTm4!eav%UD&!%w7ZlQ
zojg^wg!j6%;JcYT|8A8IR;`>?fn<_iY?Ap{RNmkP>M+-Pmvh7R98FntZPj}yW6=&B
zMw#@Cvy)@MW#SRqABQAJ?Sf0>#>ItD-94o@P#35oy9}g0*aigvaPfB*lwe1zbISdR
z+B#TH)~WkCL-)RPiCS0pCdRwp2mXp^T%Fw9uJOC&t(X6(FSB{P>8y}?f8*)s!@A!P
z>!)AzXk|i}W2>W;{RjXcigF^*j!&aI&q9T1=^9&$E?$+Xt2SX|=*K1l(wqJ8O^`?G
zxt^K4j=r>$vXz(iPo6vcdp-wKxF>14VISb+Ba<wOQI|vCVppI^O=H_$FeL%Qpcp6}
z8BL%hf(wpzGw+TiBdBp!ch+A_XOcJf2V^wX&8#?rx%>vLnFN|5q15y8aj0#m&8{5?
zq#o!wy!|QS?>}n<OVgOnjmb+en}_HqrUMU0c~jx(a}TXku%D!H6kc_AtF=fZbxGk`
ze}`XL%Ho5EK1V$x6j;>67HY+}jpx1}=@vlE-gy2f{9C2tGj>O_$@FR0D>O^)tA#&E
zxO{$+LD%VaD9$4*ynX#C%P2V_V-jxxKcW6)M8~bvKYQMaD(k%qK{Bz+3x)eF%twzM
zo8S1H(^sPPetFL!<8<mU@x5n-bDBC{G*{r;h9V4mDxhgl)yRP4%5fJh$RQERN9zIQ
zBd8%!jV5JTp(mP005@z{6{4Z&S`oqe<k{=UvQs80v+~<zKfeB#I>0%66WY&6_6FL4
z(kjfwWg70Bj!ajt3$|Zd=YerU=p-J~G<^#bg$8(?s=0DC=T&d+QHR`~AUBk_DN-Nk
z8?VaBRcH*Abr*EB(dP84^Z9S*V_J{<IV=;4vIqbCabKw@c?qZuQN#&F|GH!qkdT05
z<=DbHONNw!<S?y4i&VIn`8k^0j=f$<KsyUx>T5gITJ1gi7#CS755vGn*mPzGGPYNq
z&Td@s(hJGqX<EEPq?vESgXq+}aqIR!b@SI(qyhy3PV~zi)?T1C7EpP4&e|NJe|7yO
z;AeJ6ABL20VZh0hRG0iyp(Wn?$kD}*9~pa-B(g(|d5dngcbfC?n+^sfxo&4JBUzGz
zz@hpqo8u=?wHEyb3r#zWcq5PG=Yd%_zC+73*|2JTHd}5epD?X;$&%sG0`^r7U#89r
z++!Hx+xmEnF=cP+qQrF!Mt6}{+ia0HxK}~9H>F^R?>*L%nL}yObH_NnBKq_~Vz>(L
z&#2|a!NlCOsy|SAZ-k{#D{9b&=E@DHT>58=PD{UXQiS#9qp@38S@f;bEV>emQ*mQl
z;qkPzB9L;7)$ZMrt1(XCBn*ZiaK)b4#CUS~*Ti>nNTmEQ_fy`*=PRj;v>dQknJ$wQ
z<lz=*jB63V^t;)Yem7F)IE0GerUb+%U!1gPv@memP59E2%1Paf(y1>6Wr87bNt<(4
zeLKX`1x;+T03Xm95{8eL8H7Q_lYjC=_~Y7JHRw+@HJB3Kx$CAA9#1b5W1Thg^(tE0
z{>(|j$Z2KmK8Ri?&QJ4cSCiA@DzkY^|3+<zgmoYG;)>cX23;!2oe{~Dw=Z3ifS|Qr
zHyFJR6?4lEcHMKAuH6(5cQ8*x7#~J3+JFiP>eOF!Nh;pbb#t5LQTFjm*}BFVvTb$m
zlDNQzbq1V^NM2<EKqanHR<CwA^XdM#fjH@G=Ef3=i86#ARcrL6W24@r0ETlt(apoz
zV;-_-Or`3Z_~=j6vzF|1wEm~4x`FOsh9y5-TcXoF;R`WS<-$e;ZC_`t?uV;#wN0wl
z)4qb-E)r=YBH|u8jiF0C+mc+Kd=kLW`l)?rMW+pt5`DXuSqMj@w7JUhm$^};SM{rA
zV?OJi%Qd3*!A92ioV%xh?tsmHS5TvKGc^o7_W*=V^sWG+^NSg>;U&DKee!jJjPdCF
zLYxbo%EvwExGji5%NEDOuZ84~4oxgF#V_4tM4ayn+m#(&5r%ZPUSrx&M*k^`A#+LD
zLo+E2&uiZO8x9?+z@Apf+FbOHj4n2qD+p$?{!2p!2?Sjt(QNmweZT4fIR>BRj$iUd
zQgTV~5?-I_<It(i#ofiYKQGdzAAeV-vT0PH{;{=q$=$q;)xE;KNlC6e)dyw_Hj({d
z37s0Ryse+2rX6;YZctH?H=uovB$ewyy6UI9IF9qkyH?u=pF<%0cWATp1aU${AMn-8
z(oe>R@^^&T1xN`t;p6@HRtnPGW<r191{8xYJi?U*o;8QgkokC`r6lj<%%JN`Cez~Z
zP{A}4%Kbd3D%I29+7{O)!N4g_J%eZx=-8whim`m085AFv>r<=cqO6E0IEdC(l-(E|
z)W2HEdj)jCP??;SpB%=f0yZiMDSQ$<Pi%wUZawiJ&h1rJOZEhLfToLMyH1@>mb)zF
zHPnhDJWQ`BtIa#6Egk_*J$l_P3eL&wZh?llSV5h&=3TsWM*&wmo6(K8dIJ?7LGDN;
z_*~!`w2QXNm;0sIYePy?28JP<H4{|y{d?V^qgwfq$%nYAL_Z+!BuTR5s9W9tL<zbi
zVh~9!CD%qGax)p_$Izg00~McQupv`eZ8=u&RbM(Cm+r4P+KY==tBA~0IGb`0b;$N$
zj4e6oXsJ$~?i~<q=OfpCMz|SAfMhGae&STf<JxPWOf$UTmZHBO$nME-=+L3cO0>OP
zbxmH>*T*4C`!4OG{s2fo`+SacXhjQFP(mu(t&rLZHKEG?psF<T+Un4US%@WydE`I&
zq8E|Dbr!Fx_v%Hn8h+*3sNgjvq`%F=xsVMU4l5jFfGaP4{nI^h{35=QAf@AH^kFij
zlGh)qsq5y7(XQ8bN|{=EQ}Wuo`emH#W>8z#APk7h@!_;Ui6dY`Fz`vvF}0o6D0dYe
zEHkWi0aF-~U=bO+dE=?T^|D@OS3V8ZbJjeNuN@|ha^#S-hss*UpyTea^OW_iFD^}m
z<&G+0%%)T?GAxrGGkhu7h!;s@f!75mSEA%&Cm{8GaQpTrYQ#%e9hLqM{~lYrb9a}O
z@PkFMTy6b3c?pW+c>};Xv*OIqTfCLw8DhoQtDRKIuWoYtBp^s$$B%kHNzw}&6VfQ8
zllBn+epvzL<NF>;fH_3wZe-{XHAjhq%8<1cZD8(Us?_m9sVDl^6nlh9%6(Dp6zE)(
zVoyX0QGeWG)@o?jQAaAg*6Pe7wboW(dEjEfRC#yl6nTa?!*W!j!%RuiS{EJW$snKz
zO(et$0%l`_<CF=*jCesVDK`z*LP<VfEoJL4EZTDMW>kgy95<448d=?)=&C*Bl?Bz2
zSJX8w9nz!_EAH<a#*3Hzw-qVT9-*6G&Q~BLw1YO~9+?3~(A5@y*$?;ke;p>7P2$N8
zRzAnDOF$Yx<=t6hR<^L;ae7|sA?5M>RhpaHi-^ci`Xg8k=%X)h1&Hz}2vk>zbCD~R
zyi?zbpn9J{HsBTYa`ABYa!NpHM&(d`u#CPz(@)tNKDQ!K{o*eztTVUn-iE+#ohU|S
zk-|@vs7tDZkK&|fVAWlFz1B6ev9Wx;dsiT(7Bg!Q9^A}I%99b!k|YX|n#$O7I(%+y
z&Y!Ha>V(n$wT1{Qbt`3fk`RN$<qCjmuGVK@JbKNsrrR)0zi6j?ET%*X9%<5Rnp$!o
zgm$%>C|v3x4p2~PFwBFo9!2~?Hhv#8hiXJDt9z~9s-_*KucLsoR29ih@yr~hnSB>h
zFQsW|?~?|Y)YaTj>81ytmT&CMJCm1UZ$yP=t5x-;B*JJ^_XQpSbM^BTiIZ0zI=<LH
zqC3oTpS$Ei<}N@aC??yzI)KHJ+a4<GrLN)QQ`Fz62|K={u;WSouE}~?Ytc5ARxSR%
zkoShanR&Nvb0xuVh6J0`JYK4dm$dHU>YysA+m{tdk;zIBL8&6VtqHuWXct#*=xPxj
zuWj2ML7hC2FCE|A_6ONzU9SeD+Cm@gKWfKe;Yib2@QstBV>+W6ItC}Vv);=X-ra>n
zim;&46iu;|vtHJ5obAriAe}@W_+Ufrh^^{7P2CmUztJ0A#E*;2z`Z=nFmsl6@sqW>
zS@XtK28=C>#M{;Fzr@=S<f2*&7zXW@-5+x{oWv6lz)iMCI+hdg*YR7UDf>T$vVWff
zFQ$enEfvjmJ2O7Lev=N8x+wR*wM3cqBwIMy479=;?zt@{zRBnw_(%B<*0(JNM&3~!
z?_rR5F;^jc{+VlT31)IK7U8Ps)usBJnY@~1e(g}bVL9$7$~tV7+4PI5q#Lkvu@BkY
zqoxL3Ts^+spmH{<+}m4k34Wc}{Le4aN~#`dFZZSY(oh7FDXoa8FyHe~?2U|6G7D%j
zUAJURV?|SUY5^-@2}yGw*G3uS$Wx%Kn}9{Uq7Ji<J$o}IWfkJmPAxpzr*{I3kxff-
zhAMe(I^6ZvZSl$k`>Uh;`6WUE{<dm)z)7lB7!oxdWTE47H?0i;_Jb*3I%BTFey^m$
zUcNk`ZP1`@WN@3*<KySJGl8u{YhI{zI6hH=9H|0Ar7EPB>3X)z)A}s;E7z!4^WAC4
z0*p`kF~(M<VeQc|3O^paIh-@{2@dndGr(k<U=H(qrhmYZzs~&RFd-{fZ~Og+1aXl&
zg>PJo|L!|XqjB?US^bc;`Yn!eTU9RoKHXnRp&fzLs6J%W$vJxWBA}*AYAXH{Hl}Sp
z%8!=L$5%S+{FRjulySz4-8bVb49RDk@04~@k+n1Rc$tAb=EXb+Gu<6Jf=XuH4}Gm(
z?w<(cKEba$DjaXC6#mVu|F(9SNAV*-<#Igi1sJ>k4mZY?n7gJM`&Gs*UqOW+s6usn
zZ=FolS>Yl2noE3(b}e5l`J;_2?j{HrS#<Am_$atmKgZjQhKwj{tXt)#-`-n-^(z))
zPTj3G@T#QSCtPR<RD2vBx_u~iQpztb$5%6I%j~fgcox@ICDk!)nR!DM-ZWH3a1O|I
zC!)zO9=VNna(!kSJAxYX5`KwVxzQ>Xe6|K}vRQq9(aAB=XO@n3afc3a`!*=q1n|jC
zG&o5lw|B5DyMbMGft_4O$1oE`oHmw{EFHkev)oF(X`_9Sm#^+Ze5cjTqu$@?CEgvy
z0o1D_5g8XzsJ`vZkDCJ|>Y%sd;X;o)hg#v?J9EgZY@kXy>fVnos}Z1AtV#JGrvTAg
zcn!P6G33aLOKx(5G-3Ey304rl$lj@{2@!b(eS)0Q-ow6E9g&*)G9{!m%|KAvK0xYt
zTSsLNGrbn!?fEo+`M8hT?6o5<vo-%j(z!m|4^#ixAuOtw3G!7rWTUeg+sga?1tQsl
zDX0l4Q04m&8kz$7=E{f#U8(hWF3cC2ZLR!d5c8}?1mgCTC?<5eH)UkTH1PgBv>&1`
zOMH`tc{O!+t9b8ck9t3TbHC*MHvAsm=5a2-#cIrL!<knjSunQ+UUd#1E5i<+n6`p%
zelumq5h$kYXGcz*`e+qtl_zZ-RA$Undi;ru=f)6*8Es~~6mF4nQa?`p+o7F~vCy;y
z$$Z+riMNJ3R4GF&ZQ@jc>n*!!H}d8;(JZ)Jg)p-*Be&BY!5D|$Ec>;#c}{gbWz-5S
zMH0(*m~=;swLow(ODXAb<<_KMi6c%OnUN&z?GSRvIoc(wZ6+=SZ`{x(Q@tlLOLoxS
zbT7>mY?ALVtgB6~4AYJ0N2XQHm7SyK3J$+c-tw|&6;%>{9`_)YS=jd2ml<oRg7%zt
zq+W4qIqOksQ&mWm#&n)OeX29v%HI)Jk2M?qU_AoczlC<RJ}%Crd1t0hd^E4%xC9lA
z&HML7`@BmIi*vNo!-r!{s~BIY5Qhbw%{+}`W9aunD2XY6@Q9^N#q1Yn*PH%&uSz{F
z#z(gxR-F+Z2e^=4bV2h_c%)8(u$Yz^M-FDbVME=}ZCU?7FY_FI{~!60nT$7ot$d*d
zeP&WPX#<~yjQlGpZ9L^gl$@7qHub0&c%SeXwWY7o;lL<o-3{9DqPBfSJUu0oIm5l=
zPHM^%H}5X|x~KCY?5n?Gzs{JV^P^-*(tIG?kdW|{25K&ii47i&M;z}>Q|pE4&G4V^
zWi?c5S*a>&k`x?sIxmrbF3nb&ip%i*<DdR5U?={~acb?lsi`TEQM$VaGu)H02b0du
z&EdTuj8U2rvpsOOxqBc_I%mw*Qoj&rAch@69C07bHf9XV_e$jUdL}QXu^d(K8!~!l
zW|NWkOLsP$Z)dHaD~y#xxbCHXeCl77!UW4$k2T3<_L@I7L&ut#n^Iozee3??y-;&|
zyBZiBI)b(+OdUTOtwM7-7F0UnGwImXO~9FB5%ev0MQ)qzaa+0CmJ7|s84XH)?E4hk
z=Q^V5-EXJVZGW4SPj;^i&FVaO9Ltv7lVii?>8?HPO`7^tz#_s#f8I=OwYt>$WFs~+
zjyh{E;DW|~%vW<Ca5oYs=6jE)q%eoqWRKm77vPbQi`!hJ^i_W(uif>&hsG!&?(Wr+
zOa1G4mUhu+=LAL6m{fzWmYmsEC}V8t1hAkBG(hNJyp)+#OgfS)GDR%Ub6{THtO>3Q
zkZCe|pHdJq)*K^fpPgWW!{#W!=sxHbmr^7Jvnb>`JnIdQu)gU!lY2`ep=mcMb{~sh
z^w{)SUP{yl-BU$4p0-)Avyt7RbYgKad%=@@%E#$mltlOWcg7zp?w*fpr~QjT6|W29
zIxA9_|LXo8o_u-#LzsKQh<{H`4B_&PIkyLey`bT;>SF!pS<C%@6ol5fQ&!`bMI4!W
zeP_km@0skgYV4`Z)tjDg-B$RH8M?xWfco)(Er+_^+81NL+2WCc{#n}%Ql+_)zzbNN
zY0ViIab3GfG@v60d{)AsZ3s^0L!}fg%<~JjCcdGE-^3(&-sAN44$2W{yOqBWQ^1t5
z7-12oRI;I{Q^U4G$v8(I?k?wk{o|v<7iGL#uJR^`zj&Q${+Nu*el1P!WR^aW5T)S{
zLn`&`krQ*j$FBIqyyd-#@o|}6s*bZ_R9rQxVwE2ok}fQMe0Mps#LTD}^DT0ZhiaKU
zE53hRgT(qR#TDtzvvppOi{|G*zUz3YW%Taow~V|D>+==2<eR2z@2=MQm0YisD_L(H
z?~@u%*phxPvw`X8uhf>KHDOmxprn09=DbDHeTJu2{6t}SRDK7KM-8^z{jpnG<`+n<
z+(?>{VcYT9m>g&)4UaZct~4wHY6f~;uV3S3rrH%GR^!7eLNI|L(RzFRKRUt!EK2t8
zW?1f}y=Hc7C$|>t`}dZn_p~MEpmZdJCmJm{E3MO)Jg#r<^ko%J1qrP?Hjb|l%y1fV
zaNng|E6LPuIogIA3x4m5S#soLWZ2PrZ)hxk>o8mwd}qd{;!%4ih>~AQ60i2hPm!pz
z%R${8D;!)SoR<XTfcrJsQWYtcK|%QPTU+4w+LwRdn(;`g<P2Vnszvn5B>~-6=XdBL
z3OW{=iZ|JBdssI+iGRWo<4ZXQt}qTyt`ZZ?%Eve5|Eik9Zk<y-kmSu|Ndd~gs<h_)
z8yctkILD3JAM)8N%6QVZOK=PtThcS4Cku>3aZ(*+0VT5~aceQbarzE=L=HQbKu1qq
zovx|=W8}oI^`mrqgpPcPbgPo5z`{W#m|1*MV!JKos2w|dDVm}%Fz(O0ju!M*kvV_N
z+@=-hyW(jN-Ramz5`*lHhDKqGYpvhE=fiBAWc<&<xJqU9U$Wf{v0ol{$4xv@GcsJu
z^*S~*=J3+d;Y3grAtw7qsRv!{*<p$(lNYT8g-4IHoc;6V(akpN9?_Z7ZOan;q56iz
zxuG(A(?Glmwp5U_-ZqA4Px~@fW;X5J2{zIR!RPzMN4KThcFG&(hR+S^j+$?c`$lD_
z?#FJZ{T2X5lzI<hsA`(45hvgM<2V$Gfk*1mebwiYf!XeMe+$js%2+v%KE~TyYDBM5
zVSFfcGC1%y>yM`?+drg2EAys3$At--#Mf8NcgM>U%%V8VU_EzNyV&D4!7ik=TC;IS
zr`Y5&CVVWtthi*-`kAoydv$#~9o1+Tf_Hi|wx4~sT7-kMtD;{-mBZupn*8UIme|cm
zHN}i-JInjh1RJ_=KtfQWS%sUS!a7fL_eM0-;a87pEY=3?co3?`J4|}Zv`JI!W@91Q
zX1(Cxh}#UhZn*!Pb8I|ChJL#$`6os_F2~?6H+y$Dle2OZK;yYjf?S0&AHHP1Bdae>
zFSh6S^O^rre>+tTB!#GZZ+4`A2i}9d*$o2ZjbFcN9t{fP&~fT+jJj)^xb8OnB<yvQ
zfJJVKExr29&Z28pZznJC+mG(M*`5KuTwmbn{zXpeh0TTyA(c;0U^>srvEN6POQ=l_
zk+MLI1n&GxJLBLZ&M+`!f(1a&Q0-KJu(X{o19HNuXKQ}C|K?Z*$e#D{UgVPrj~?$_
z?EEo9xfU^1Ikx()s&cj;p4?iXpWA%jH-&}Z-A~v%+l3M2*<TtL#BwlCM@I1oD2E#H
z|BnxATnCql3B(|QFjm6{LcU-nwa~(zrwTF=4uqP`Ofa@^or^_hK0jxcx}vRQCSsL2
z+t29OVz_Qp=Tg0{@2LzY`0x&Lf)i+=HBx59kPs@u)L*}=u`WAyuAOZ@`?~i(SnD2s
z;7nPMhFCBn&u&ZTKl6%{`GfB1r=tB{8X7J%v&8p8#+b+`?38XbTFD^lUXBP4f%=X5
z!bqdqf`VE}ZK_Z?+DAF9HuvvQdph+GrfMQQCp_ikmBKoBIB(*`wF7E3iyszY@i1%m
z$snnrFHJ4xTTI{k8KU0A#OF6yLX=)bSO34LkN;lry5)Imh+_9@n(cz7e*rk>Sj}d=
z>N0T8U-_4i_rJHrfxO9ogrI+GeE&Wznc#1O%WE8IiyvI|1f-dKa8010{QCX!09XC}
za*Gk^1s`0yr=jig`||XG!s+)_hY)%WuK$U*J>ph*c+Y5O1K-lxs?rp|IO7Mh>e=HU
zuN1dT8S{VMwtppCh~Ue=?#SM4PH@oFAkMaD&5X32b1eG){fYP6x8F4^M=SeCuh9P`
zN&DY^@83@%cK7*H5Jm^DBAl5Z+N<5DNUb&UXSlC%L#|%UP>=2_n*aQ;|NN!jN#DQU
zFM|OQ*EzWU?{2jk0;nLDrw_u7Ik^7cA4_5jm|<jt)t_{@u2W<bzh$PE7YcVgE*MNb
z5f=`DQHS6m(60d_4vEK)GtK*RUBS~LG%oJPit~43hnO{4M@m{+SyuLaLqkJvqQpsE
z^r)kDh28b3$?K;Xg_1$9Ne9z<hK5FDl(CM_d1WGKGo;WnRX%ocfs<5%*s6dFa?zME
zxBw$!VC(Z;4>3E#<M&4S>UhASyk}2`b&os#(1hnndd}Vm5ECl5eE|>aCO^MAcr12;
zFE@L1`?n9y-@z!_5lm#$q3XfT6})|WWYlFYR>*nf(u+y&%>alKaR3pgfGZ@9Jlk-R
zs~61T&a+edw+1i@uML^!Exfy6r3h<^?%X*OM(eS_iAY=4Teo_b28$fQZYB%jnQuTq
z>0W7x)u?vas8e*Q#b85c%mXif^b6H4&=X4}z~7Nf-qmllA9KZVjM}wwU`t(+7JD;-
z1DM6EJe;4%$f$t&53l{KEc?pgP2a#kjmMAQRXQvr-jIvZ+)>Zd%K<|>O#vCu4=drU
zoWJs}@k^UeHMQtgJxSO|R5m#^)wNQ_^TIhkOcr8XfO|au2!zz~gwV@NA8WUTiTBCi
z`BGN<XdaA?n|Iox_{@v#=j3PR=G-d%JPpAr9P6*5g%}Wk!;02$PpVuG*uRgA2=8z7
zY3L&XwfNg-ciU&R7CicF5z!h%!t`QR9u_QjmKLl?j700_)89X0Us4b&${+fi)-Ev%
zU3Y0a!VFHM#^iVC5#fLf0`gonYeDPRN8rY%EiGAq<EAy%{)T*vNi5AWV>n{Fh1qV^
zmmd=IAUWWO7e>T5XFVHbYq>#o-o)eMpR}~e;LnNpj;JTB`7nDb+S%RtVt)l3gEJ>V
zM6M8#S}O+6t>#kDTGP?gjM&y_kyuZFo6xb5CPr>91*Zk&9W-Ig5;s;;#V3kb4>ghI
zI+T@_Ewr?>Sn%<ndC$iQ1z`Tn%#2I2b^gwJzkW`^?frLc1Tf{cH@)|=GvPk=oW)?F
zH}}ewolQbnV^h<xSzo3h)XxNYS9dU`W?G<c*#LhO&HVtl#YXJ6ZcX2*_~;^*r(aj=
zNCp|7DdoV(4iiTlwuC8~-;!Z!@-gCMGsj_%XLgzX7(|{OZ}Qk2HO7k(s)^@lxGK=Q
zGvWH#O;eMT78m#}ZVrmU5vOBflFq@;k9C^<{@1tG_9=t0{U-kl#$-#LDTBTCh^aJ%
z_#c|iCQp@BR4l)|qbfpfb;=l_sHn(NV8rIldNn+jVNg&ypG5O#&Fj{`&aGR`K76~K
zWb%!bg{7%y^c4+_7tf0#_iejeKOe9<*Pa5<;5hCfD6GTq>SC-_9oY#t{%-rh@i79d
zg3@n@xy+h_#_kXBX3sH)Y=8I;a~<52oThkBl4;pyd%VZiPoL{k%8H7Li`+D~pFDYz
z&!k^!5!pnVSNP#TaQ=LhUNf+6rQu}SuD}}1r>NO;krgBe3y?IpQzYqKH0R#D%gxP=
zwKr~yP~z~&YW~hmxph9+xc7T=b3vGRgIh$(+GDsYX;qVDOm0iumSfdg*44irH#?(j
zzPGd#h8adz_X&(SUk(4(8rjRyD6^7Vv!ShkZX!gCSk3%JPp^UZxWAx!=^G3&<W&Ft
zqs<Ki4wpIj!mzvsGC}YL{uQ_D+I%n**O-9I>dSY>?otK6ON8nMyRkf4RiV!Ehp6pw
z)VR@W(MIN7*-1NRAFvTo#P#Qutv1lky?f=Bqgn7^f4c*d{Vb5xw*VlQcl9#W@K~_)
zg0si4?&&<+VW2U#ykNDR0=^(x6`69LY{bhuh<hn06B^98@w`xZ`s~=)=jj~&&t34D
zI)b!6^#H9YTvd(U+*A<V{@TK__;jnuy;(6$o)IxcI^};M5<~N@Vk7M&0GhQiw!dx@
zt(#<L(>3z+A_ev3#>OT)Y*6y;v_=rXb)@!`LV&}$!gIs6g4=y-#jfL}7fxhnsYt!+
zI`QYo$i+xY8rdxn@y)q5XtVF*9c^7Zm`S_a#?xW5UDF1_UrL#lY@ha#J?J^1ms%e5
z+;=ln?azr%K1_uagRs}=9!?$g_2cB$>E&tL*#-d0nof<kucJNOdbYI#u}^CZm(3qi
z9h&ts+q`q1Kk4oho5abM_B7Xv%S9eLPPoks%IA@NCufU>k%<B>ysYhc6bsL0#B5E|
zE*b7LbNKubXt3=5o$<ifO0(Uf>(^A1Tcxlk9{i;Xt-@rl%hAwUb|reRzw0Y9R!~5<
zbJeW2uxkUkoi5)<Drxg}>&149MR=rIp>NvTK4QSbi}Lho?A5?~%BvF8BTXaj48h=5
z4VI0_Bn|FOY2<TD3aruK6a<Mp!`3kFTTDpc$ucWC@#C-bjf+LM+-BP%u}fXoWy0p+
zBrMD1k3PSG?8c2RWCF*x5LOijnD~Hb(9&*nw)#1R<w`bqZQ#)GP~~0Tp9o-hPp?=C
zX{5<Wxh-}BlpKFdr{958Z1*c97QA4>5}Ywexko$4;BCB1!sTH#BQAZ()+)+Ae+`_4
z3tx-c>|4BrFgZ}U2Ydc-__$vLwe>6^?8HUdxyN^S&eV}Nba21G>8O|T>*t!HEPv2S
zGlvK^C#F+G-4-r9TQlR!o~x**7gs{naYw(Dj+R#Qvp`t8i_=Bqq=aB<3gJ#Y!5ID|
z?2doreb8T1G|#v_GFMIfQ55zpx}bdG^~vIApDE1U#;RS^hj%@A<lDq3!7ETJ)_Kq{
zTuYxKGE@{fEYqr{L$}PSw+<2UWm-bkuWgW<@7N)->0Bvu(;#d=!adB0KQEHQEbLfx
zq@PW^@N)UXii!&L&)0inqKArp2+2qWGL=wJ*~F)(rw8E+eYxleJUr7ATDOumt3i)W
zn<pIrwso+j(K)2dQ`PQ%o&?TFFeli4s~hA$n|gHD*`WulzBdY|y|zoR+vc(*$7lXl
znf6o8#1s%n{(!^)qrUHvcHdxz_GY`gl4Wf^KW0wW$~hRvV0g9Z=EM~EURxafOE&JB
z{TC7hFc<jhZ=|ekW<oWzLzU$W+lx9xqjA$WW{vueq$}(m>!S^3-7|O&D*(Fzu1(+C
z*twoloSc0Vr^R_{lbh$EUpU{{xdr>M4<DY9`9B|Z4rtb`aad4hPk(0gH%Jt_y{q8n
z)0Y><WGJ@Lvhxt`8_j%&agF7Vq9o$@o#53e*q>dH!{qcGzoBSm_c<yd<N44^_T&RU
zVf6AnL&aWqDYMrDM;^cGW_NF+w@-ayRAx1ry(3dZqBI2IqOJVN>km>j-$g#yN2X0k
zVHd}m+ir57zIb<HA$N<B_=%*-Ga~C%yj3vyjJ2Aj-_X{IyWA(k$|~a0Ypp#ugTKUx
zhA~R&fBv!j!j8x=TeI&_v8`C+`$iCAxS^<Cb=?->{7CC`7JpGjTObe3O+Mc`TJO1H
z%VDf*Ja@c*JAEG<<gDxEk+zm#6W{ny<VbZ7WR8X@cHE}vvX&=#P8>=5rtDfT8F>Ng
z$5lJf672x$rYiXAV>eINLJkI5_AmAu{pMO?jcTUt&a?#fII80vcLbiKCKf$kMb<l7
zHo%NX_>|2><GV?BT=A!;k%ez~D+uZr`Px@S4dM-1<zv6N`E3qVq4U(v_0Ssd>ffp_
zYC9zm?9;yms(%WuBkx1G?WUiUZBnhMr#dy5=hYZ_81XbtFZSmV7C2o%s@#kEPUBhG
zqeI|RrM1o89+c48si=T%B_MM=nUhbSRwqYj85w6LMxPg*J)EGWOuZ${^P-7X>kg(P
zCUS8uT+cP5#NDblT?ug}gOf6Exo+PRSC;XB5YtkBONOuU<*A?@w}9>L`s5C7o-E(P
zlq;u*M@ycEwbbpAa4AeXu;SMtnbjNy&~xL-{_bF=T9&-_Q3Io`C~ls<_V)2RVX>~q
zRhU0JPyWM_U0u^CTW~8ltH14S6&SGJ8+cgn7O_dE($??JZR|@vo0e3+0CSpZ{NUjO
zUS_q)mc9|^5HqGhW6GBI=eS>I;cw*Ck}^YiGMrsXGZ>zp4Yn?J-saDY-@a|US{-F>
z1?;}TKT;n|AX&o1183**F*kxpmK_JU>GT;9361XgJVg)M{R2;IMBJ;MHNsAN@+{n+
z@YDc*DbKxa;~FrWMqH=V^1t575%_FTr2P}T=LJno*+%pon%~o?m58+N;_v8Ris;ap
zEgE=xf+icoQ-vm!z80GG>lPy~C<twi*o%y)?7#T-)m@$c1>D-J>|A!z(!T2gZ6jq7
zBkn5!Zjwa87uo<2)(Ovk`VSJX<6amwM4n%T44$*~t;lW8*|A1<C0z?7Wws`k<vQVq
z0H(s;JHC9Lo_KT}9K+1<=7WVPbeA|<K?2i)?#1iFuawGPO1;ohdlkF+k*BLB#$Ju?
z_>)$HOsg~J9OD5HSwN1-u&7+kf(A-(QmZyP5gW;2w>gSt=jQJ67on&Q&p2b@`!Qnk
zOwma1t}f5^qjtHECn_VGBHE_}XCD_svVygUJ<nsLxt%5F^%JXOeLZ2~{*82%>SBkb
zfr7XtO5b~MmSe+@LsIl^z3~UsT{%~{XL(+2pZT1<@@gkC@ukt=E`l%9iKIFQvIc=^
z_FX$a*Pk_0u)j=d_M@AbZ(K4H6^r)DIPpg$M&D+?JYqAtFhHPj-xp>(13uYKl}ALK
zm~Ex_;=XO<*<!HDLUWFTqh8&8=3hl<y~2kV|AR2Ve*;=fsDXQpv?nCN=$5Hk=z#@I
zojG%6+TW-x;`urOD!mm44fxVF6bHD*iZ(O&G_o@9%qIm-n<AAW-IhC4Nzkx?|D=it
z7XoV_HX-4X<MN0WG?Xe<i9`k0T}YXugd8&=ZT$HWCS*WJ1yO_p;)ny(q4NObAReOf
zu5CwTiL0x~c^<e1N`ojq=HG9al9g9Gq@AjV4RR^sVq=qr`skNw$1lWsaUlPBrb=2s
z!<R38khzI$O}r6;PmyYhnpv4$Z(H38W!HcKTqP_KPzXMg&P(mF!eza`pwWZ{H(3))
zv5kQjDRxOw_A&D-KfhE$7TO2<0Mw~L)m9#X%GhiT;fqXAf_~{q<b?sqQ};k(3|_j|
zQqt0NUMao+bVOY#6=I(Hfl4tk-hEX{WUccdq)eq0(Z7EEisCU2h=bhU115r@5DH`9
zHL>X?BBQRz=?%7&SWu(RgEB~~DbD_f;6WbN$qOc)Rvbiuxuv0!EXZ=y?E=1j{i;02
z`)Z)pV@G?R5o-E;qlPH^F^3*G@I>l`{k7D<4rB@N@<t@=QPp8uZ1I3i<Us^Xel44(
z^Vpgq0<rX?la-T_>Vh9<c8KoCW@KbkPWrMJKmT%!eM>9s1kDZ2`+d;z((KTJq6DnS
zkOEbN*v50cDKavx@lZR=Y=4cquDu%^6Z3R223#CtL#g|YIM!`Vo`jT94phU7nJ$QV
zy3^$W84AVr<^cPu#=>lBjv@FQFSM6x1y~u`#I?XvHEaJ`jmxd-g~$Zu-qYCvkRdn6
z&O`1Y?`j2Aha>F!@FC;Z+3zA}w9X@g(|Y~Yp4>FDd_@Xn(1eDYr@jb-rKt1+&mGi?
zc0oY_1Gm9juxS&(k5=_Zov8FAyOMuWWAfSh<68ivkfFRAo9;;_2|-brU7w+K40DAz
z@XzGrBm%17p~t7Z&nV)yQT)R;k>7GivyR;j1X59|h@%#)ZN8$HwFwFJ+E~4(e=o@P
z%_B85S^mkBo5Wv}<O9j#0>C%Jwqxe!O=f0i)ywydh0;C-2diWd0m4dHy;+Muws}rJ
zz3H`iB*nHS4zo`T!aOUxzOh<F%dfOE=jKTjhx=^hk<X-x?}UFQ`egOwRc@Oubf<uf
z`uKTcKL$wTN<FQIOLN+q{On!%!PmL525?DnxdV#~lpX<Kni4yQZ%s|%kpgRvkfq{@
zc!slxI8D?aB17qd%~nz|$zXf%@L|sQ_V%`#5CY_m1pa<jaVH#@?m2f-nw6S#O}=j$
zw{2p?uC9aQtQM&7vJG0>y^WGy2b`dCsj#&d@@%&CEN7!k)<57Yctv?%M4+}6!5Y`~
zZWyj#55(*~1SjV{*yTBcsi~A?c(@@UA<3}NRJR?${`iGjMLdGJGaw}#MImN)in%XO
zUo3pL4BjWf_4Yxe6h)4OZt$qfgCoN9XM;Bh^86h46!=NqY)5?FF)9YtZ9WJCd~hNI
zIwT7Qc0J(Cn1%=r09attj6tyfOoamsa%vlb5OUSye!o4u{GY&M|C>OJe4GEz(Bpr9
c+e;YYexT-+zin+bx{&WFB_aO^MtxrYFBjOx9RL6T

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/lesser_celandine_classification.json b/modelling/data/abingdon-all/seasonal/lesser_celandine_classification.json
new file mode 100644
index 0000000..1bfb387
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/lesser_celandine_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Lesser Celandine",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "moderate",
+    "window_shape": "moderate",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "moderate_season",
+      "moderate_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 2.28,
+    "season_end_month": 5.25,
+    "forcing_peak_month": 4.36,
+    "season_width_months": 2.97,
+    "season_midpoint_month": 3.765,
+    "season_start_label": "February",
+    "season_end_label": "May",
+    "forcing_peak_label": "April"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.037,
+    "DECAY": 1.486,
+    "OOS_DECAY": 4.165,
+    "POST_PEAK_DECAY": 3.419,
+    "POST_PEAK_SHARPNESS": 6.254,
+    "SEASON_START": 2.28,
+    "SEASON_END": 5.25,
+    "SHARPNESS": 7.261,
+    "FORCING_PEAK": 4.36
+  },
+  "fit": {
+    "score": 0.006
+  },
+  "warnings": [],
+  "summary": "Lesser Celandine is classified as moderate spring seasonal presence. The fitted seasonal window runs from about February to May, with a spring peak around April. The season is moderate, with a moderate active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/lesser_celandine_consensus.json b/modelling/data/abingdon-all/seasonal/lesser_celandine_consensus.json
new file mode 100644
index 0000000..18474f4
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/lesser_celandine_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.037",
+  "DECAY": "1.486",
+  "OOS_DECAY": "4.165",
+  "POST_PEAK_DECAY": "3.419",
+  "POST_PEAK_SHARPNESS": "6.254",
+  "SEASON_START": "2.28",
+  "SEASON_END": "5.25",
+  "SHARPNESS": "7.261",
+  "FORCING_PEAK": "4.36",
+  "SCORE": "0.006",
+  "SPECIES": "Lesser Celandine"
+}
diff --git a/modelling/data/abingdon-all/seasonal/lesser_celandine_observed.csv b/modelling/data/abingdon-all/seasonal/lesser_celandine_observed.csv
new file mode 100644
index 0000000..7a01172
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/lesser_celandine_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,3
+3,15
+4,22
+5,4
+6,0
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/lesser_celandine_parameters.csv b/modelling/data/abingdon-all/seasonal/lesser_celandine_parameters.csv
new file mode 100644
index 0000000..3cf60ed
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/lesser_celandine_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:03:07,lesser_celandine_observed.csv,3.246,1.647,5.284,3.537,8.113,1.4,4.08,2.088,2.89,0.1618993497512956938230010808,
+2026-05-21 15:03:08,lesser_celandine_observed.csv,4.37,1.549,5.427,2.112,4.384,2.09,5.16,5.567,4.97,0.001720904294773026671974088979,
+2026-05-21 15:03:08,lesser_celandine_observed.csv,2.188,1.968,2.042,3.796,8.843,2.81,4.05,10.769,3.83,0.1008814826654771338776996057,
+2026-05-21 15:03:08,lesser_celandine_observed.csv,2.905,2.839,4.834,4.13,1.685,2.22,4.82,13.169,3.99,0.05909204100100635135121833471,
+2026-05-21 15:03:08,lesser_celandine_observed.csv,3.66,1.8,7.65,3.029,4.323,1.57,4.06,2.158,3.21,0.1506119316711378970652876179,
+2026-05-21 15:03:09,lesser_celandine_observed.csv,4.494,1.866,5.71,3.635,9.274,1.49,4.52,5.557,4.43,0.09821279035633053032488863028,
+2026-05-21 15:03:09,lesser_celandine_observed.csv,2.143,0.676,6.411,6.228,2.06,2.44,5.14,11.181,3.57,0.03501272663696928478488119597,
+2026-05-21 15:03:09,lesser_celandine_observed.csv,2.572,0.788,6.502,6.883,3.667,1.88,5.43,6.036,3.75,0.03361003206411864778191457535,
+2026-05-21 15:03:10,lesser_celandine_observed.csv,1.661,2.485,4.417,3.42,8.118,1.98,5.66,3.795,4.44,0.01547292253991182194580241522,
+2026-05-21 15:03:10,lesser_celandine_observed.csv,4.421,2.035,3.614,3.371,5.83,2.18,4.16,13.864,2.83,0.1118308679533500479805013309,
+2026-05-21 15:03:10,lesser_celandine_observed.csv,3.767,2.736,7.947,4.523,6.338,2.61,5.54,14.355,4.84,0.01685200280949349811852007943,
+2026-05-21 15:03:10,lesser_celandine_observed.csv,2.223,1.459,3.086,4.954,8.511,2.62,5.89,3.845,3.55,0.004177098473298201434017728695,
+2026-05-21 15:03:11,lesser_celandine_observed.csv,2.275,0.76,4.727,6.291,5.251,1.54,4.96,2.084,3.9,0.06028052218348918473646623470,
+2026-05-21 15:03:11,lesser_celandine_observed.csv,2.037,1.043,5.909,7.795,8.755,1.51,5.39,12.461,5.27,0.01536379874268164632553437313,
+2026-05-21 15:03:11,lesser_celandine_observed.csv,2.15,0.719,6.142,7.497,3.351,2.78,4.63,10.707,2.81,0.1076457517729659300296175098,
+2026-05-21 15:03:11,lesser_celandine_observed.csv,2.892,2.65,7.304,6.347,1.879,2.04,4.05,1.331,3.4,0.1141080748655293121053016120,
+2026-05-21 15:03:12,lesser_celandine_observed.csv,2.354,0.823,3.468,7.193,8.039,2.51,5.96,14.657,3.01,0.06420717958798015791620664951,
+2026-05-21 15:03:12,lesser_celandine_observed.csv,2.68,2.869,6.031,7.704,8.151,2.18,5.59,8.258,5.32,0.02235146947895446456196919081,
+2026-05-21 15:03:12,lesser_celandine_observed.csv,1.774,0.561,1.372,6.925,1.029,1.19,4.62,12.198,3.91,0.1334124124896251487167195804,
+2026-05-21 15:03:13,lesser_celandine_observed.csv,3.601,2.894,1.029,5.534,5.487,2.55,5.06,5.349,3.43,0.03560864054283605620470501153,
+2026-05-21 15:03:13,lesser_celandine_observed.csv,1.581,2.844,7.003,2.692,7.352,2.65,5.78,6.419,3.67,0.004985450398622109972150461791,
+2026-05-21 15:03:13,lesser_celandine_observed.csv,1.286,2.096,6.027,7.497,1.364,1.01,4.11,14.792,3.1,0.2260714895342327889048886093,
+2026-05-21 15:03:13,lesser_celandine_observed.csv,4.675,0.53,6.907,1.836,5.38,1.3,5.62,2.431,4.22,0.005764489473617474265048508495,
+2026-05-21 15:03:14,lesser_celandine_observed.csv,2.386,0.682,2.181,4.528,7.628,2.22,5.19,1.635,3.89,0.002824437244587529332777705771,
+2026-05-21 15:03:14,lesser_celandine_observed.csv,2.759,1.232,3.599,6.743,5.572,2.91,4.15,4.371,3.11,0.09454310816421074710447759827,
+2026-05-21 15:03:14,lesser_celandine_observed.csv,2.95,1.242,1.378,1.671,2.774,1.4,5.01,14.373,3.87,0.04730416879279299439367478731,
+2026-05-21 15:03:15,lesser_celandine_observed.csv,4.721,0.91,2.032,6.438,7.74,3.0,4.38,5.294,3.6,0.06004261977771768543618406954,
+2026-05-21 15:03:15,lesser_celandine_observed.csv,1.691,1.044,1.355,1.699,3.358,2.97,5.67,10.328,5.17,0.1210025729847611853450441948,
+2026-05-21 15:03:15,lesser_celandine_observed.csv,1.473,1.172,1.963,2.555,5.429,2.65,5.9,13.141,3.07,0.03411383981014613850688858900,
+2026-05-21 15:03:15,lesser_celandine_observed.csv,1.743,0.536,6.439,0.393,9.462,2.03,4.48,4.616,4.35,0.06071592569275786837987123923,
+2026-05-21 15:03:16,lesser_celandine_observed.csv,3.923,0.594,4.174,5.818,2.062,1.91,4.76,11.954,2.91,0.1019103861872111020513154151,
+2026-05-21 15:03:16,lesser_celandine_observed.csv,2.82,2.544,7.31,5.761,5.174,1.2,5.21,10.268,4.17,0.05541069551028854957492972319,
+2026-05-21 15:03:16,lesser_celandine_observed.csv,1.319,1.35,1.536,7.713,9.123,1.57,5.59,8.679,3.18,0.1036108477822694099550596029,
+2026-05-21 15:03:17,lesser_celandine_observed.csv,4.122,1.22,3.077,3.432,3.531,2.98,4.5,1.741,3.32,0.03597360231389828379564252801,
+2026-05-21 15:03:17,lesser_celandine_observed.csv,2.661,1.407,5.026,2.003,7.335,1.49,4.73,10.184,2.93,0.1220695300063485815359718643,
+2026-05-21 15:03:17,lesser_celandine_observed.csv,2.662,2.363,2.514,0.625,3.578,2.43,4.34,8.314,4.09,0.06292613656024726166522558076,
+2026-05-21 15:03:17,lesser_celandine_observed.csv,2.957,1.639,4.719,5.158,8.367,1.06,4.8,6.957,2.63,0.1935063077204206377375494874,
+2026-05-21 15:03:18,lesser_celandine_observed.csv,1.91,1.974,4.731,2.619,2.041,1.03,5.39,12.056,3.34,0.1124275302620325319483098976,
+2026-05-21 15:03:18,lesser_celandine_observed.csv,4.649,1.759,2.185,7.331,7.581,2.71,5.8,2.254,3.64,0.004359917455647241873417985859,
+2026-05-21 15:03:18,lesser_celandine_observed.csv,3.631,1.139,7.069,2.161,9.862,1.23,5.61,1.018,4.68,0.06496774900186902877264186501,
+2026-05-21 15:03:19,lesser_celandine_observed.csv,1.452,1.382,5.567,1.977,4.524,1.37,5.22,2.12,4.59,0.05444291483290943496543683834,
+2026-05-21 15:03:19,lesser_celandine_observed.csv,1.713,2.019,2.111,0.849,3.474,2.09,5.58,11.635,4.33,0.02849823263098672320654110408,
+2026-05-21 15:03:19,lesser_celandine_observed.csv,1.123,1.2,6.973,5.106,3.128,2.71,4.74,4.862,2.98,0.07059058701951461276375857574,
+2026-05-21 15:03:19,lesser_celandine_observed.csv,2.976,0.692,7.999,0.397,5.084,1.63,4.12,4.373,3.51,0.1129833395574399541373770069,
+2026-05-21 15:03:20,lesser_celandine_observed.csv,4.177,2.11,1.435,0.719,3.588,1.19,5.89,10.93,3.61,0.1310205313677096657942884199,
+2026-05-21 15:03:20,lesser_celandine_observed.csv,3.586,2.776,4.061,0.53,1.886,2.16,5.87,8.651,5.39,0.08885108556248963701584363996,
+2026-05-21 15:03:20,lesser_celandine_observed.csv,1.813,1.785,4.692,3.425,5.192,1.55,5.1,11.29,3.81,0.06972359342671494176248889223,
+2026-05-21 15:03:20,lesser_celandine_observed.csv,1.253,2.203,2.451,7.265,8.139,1.12,5.46,8.59,2.61,0.1774094361602377756448223941,
+2026-05-21 15:03:21,lesser_celandine_observed.csv,1.858,1.949,2.767,0.903,7.986,2.94,4.26,10.699,3.88,0.08586859633680178878773364825,
+2026-05-21 15:03:21,lesser_celandine_observed.csv,3.497,2.205,5.144,4.985,4.223,1.24,4.45,12.387,2.51,0.2041406811891632654223778809,
+2026-05-21 15:03:21,lesser_celandine_observed.csv,4.336,1.379,5.182,6.35,9.097,2.58,5.43,7.17,3.39,0.03380368675393646704445468400,
+2026-05-21 15:03:22,lesser_celandine_observed.csv,4.129,2.433,4.742,4.262,6.836,2.47,4.36,2.957,3.15,0.08670447913785920732215955654,
+2026-05-21 15:03:22,lesser_celandine_observed.csv,4.115,2.943,3.081,1.35,8.11,2.34,4.85,12.458,4.85,0.002650997095631191184435395477,
+2026-05-21 15:03:22,lesser_celandine_observed.csv,3.867,1.329,7.902,1.161,3.542,2.33,5.89,7.732,3.07,0.03489113341174217209005093281,
+2026-05-21 15:03:22,lesser_celandine_observed.csv,3.436,2.467,6.284,5.861,2.07,1.23,4.72,14.119,3.43,0.1475119443609102274015412455,
+2026-05-21 15:03:23,lesser_celandine_observed.csv,4.605,1.194,2.666,5.075,6.197,2.57,4.54,3.143,4.34,0.004846645656901445446509214426,
+2026-05-21 15:03:23,lesser_celandine_observed.csv,2.203,0.678,7.452,4.904,3.419,2.01,4.18,13.78,2.75,0.1208899851099908507286458045,
+2026-05-21 15:03:23,lesser_celandine_observed.csv,3.255,1.476,3.672,0.867,1.282,1.19,5.73,4.21,4.97,0.07714356561057245836663142838,
+2026-05-21 15:03:24,lesser_celandine_observed.csv,3.299,1.109,2.403,7.947,6.792,2.04,5.35,3.449,4.17,0.001904936426240061791172526834,
+2026-05-21 15:03:24,lesser_celandine_observed.csv,4.716,1.705,6.705,7.023,5.245,2.13,5.87,2.063,3.29,0.04470799752041661528204377160,
+2026-05-21 15:03:24,lesser_celandine_observed.csv,1.964,2.72,4.281,3.77,9.197,2.12,4.2,6.275,3.64,0.09400725038677416691459371590,
+2026-05-21 15:03:24,lesser_celandine_observed.csv,4.386,2.992,3.497,7.076,8.463,2.83,4.22,2.105,3.77,0.06268765737300519464383544198,
+2026-05-21 15:03:25,lesser_celandine_observed.csv,3.887,0.719,6.066,3.399,2.224,2.75,5.91,11.384,3.03,0.05233377561597612167791658635,
+2026-05-21 15:03:25,lesser_celandine_observed.csv,2.061,0.654,1.008,1.978,4.507,2.05,5.08,2.476,3.47,0.00726303067158143177786725492,
+2026-05-21 15:03:25,lesser_celandine_observed.csv,1.284,0.839,7.043,7.355,1.317,1.4,5.51,1.79,3.67,0.08512817482255417127337720609,
+2026-05-21 15:03:26,lesser_celandine_observed.csv,1.417,1.121,2.327,5.478,5.679,2.48,4.38,8.037,3.32,0.07391932035731286783004846433,
+2026-05-21 15:03:26,lesser_celandine_observed.csv,4.035,2.187,7.883,1.822,2.283,2.22,5.32,9.076,3.49,0.03186170568537822611622174681,
+2026-05-21 15:03:26,lesser_celandine_observed.csv,2.797,1.153,3.235,1.841,1.609,1.95,4.81,3.344,4.37,0.02938966390760041557683196874,
+2026-05-21 15:03:26,lesser_celandine_observed.csv,4.17,2.872,5.521,0.733,4.526,2.07,5.93,11.226,3.11,0.05631941738976231834662675631,
+2026-05-21 15:03:27,lesser_celandine_observed.csv,2.567,1.949,4.861,2.086,4.137,1.28,4.31,9.637,4.25,0.1188344782801719143428135463,
+2026-05-21 15:03:27,lesser_celandine_observed.csv,1.222,2.717,5.866,0.259,2.483,2.86,5.54,11.553,3.13,0.03236964648030843912811402833,
+2026-05-21 15:03:27,lesser_celandine_observed.csv,4.806,0.537,6.301,3.952,5.857,1.59,5.36,13.927,3.87,0.006877988163741735152315131098,
+2026-05-21 15:03:27,lesser_celandine_observed.csv,4.783,1.639,4.352,4.711,6.798,1.36,4.71,10.574,2.73,0.1591114666592006329673415054,
+2026-05-21 15:03:28,lesser_celandine_observed.csv,2.972,1.16,2.362,6.321,5.933,2.43,4.89,4.804,3.87,0.003887952645526374105611431643,
+2026-05-21 15:03:28,lesser_celandine_observed.csv,2.278,1.846,5.055,6.641,9.25,2.17,5.34,5.996,4.18,0.002984431572288027962274567834,
+2026-05-21 15:03:28,lesser_celandine_observed.csv,2.247,1.911,5.844,5.013,6.974,1.15,5.4,14.136,5.35,0.03993809278706078807995303224,
+2026-05-21 15:03:29,lesser_celandine_observed.csv,4.548,2.673,6.16,4.428,3.384,2.39,4.13,5.127,3.16,0.1068469707098184189795632598,
+2026-05-21 15:03:29,lesser_celandine_observed.csv,4.73,0.707,6.233,5.894,4.249,2.77,4.46,14.258,3.96,0.05978769517449107971079056394,
+2026-05-21 15:03:29,lesser_celandine_observed.csv,4.269,1.232,4.832,5.458,7.413,1.3,5.37,8.577,4.83,0.03817818370219162740088020851,
+2026-05-21 15:03:29,lesser_celandine_observed.csv,3.678,2.223,6.315,5.19,2.553,1.93,4.3,6.706,4.18,0.09181276676046840730606537878,
+2026-05-21 15:03:30,lesser_celandine_observed.csv,3.704,0.905,6.165,6.192,1.259,2.24,4.22,7.654,4.17,0.09088090466368964158482936847,
+2026-05-21 15:03:30,lesser_celandine_observed.csv,2.888,2.766,6.288,3.418,9.509,1.68,5.3,12.121,4.84,0.01709147665505797302444631486,
+2026-05-21 15:03:30,lesser_celandine_observed.csv,2.821,2.76,4.747,6.616,1.27,1.08,4.49,9.953,3.47,0.1897924182134810829749977795,
+2026-05-21 15:03:31,lesser_celandine_observed.csv,2.687,2.036,5.438,7.986,8.718,2.46,4.21,7.056,3.52,0.08694146889210832565396509044,
+2026-05-21 15:03:31,lesser_celandine_observed.csv,3.222,2.115,2.189,3.918,7.124,1.47,4.51,6.266,4.4,0.09410860380002260116158280305,
+2026-05-21 15:03:31,lesser_celandine_observed.csv,2.552,2.19,5.793,7.968,3.532,2.76,5.9,3.519,4.75,0.01623953160767122621267906252,
+2026-05-21 15:03:32,lesser_celandine_observed.csv,2.177,2.159,5.74,2.497,1.609,2.29,4.64,10.07,2.93,0.07091264429525826198755621648,
+2026-05-21 15:03:32,lesser_celandine_observed.csv,3.099,2.741,1.341,1.33,2.795,2.63,5.01,3.931,4.36,0.001707898858120639141804932863,
+2026-05-21 15:03:32,lesser_celandine_observed.csv,1.001,1.853,3.996,0.356,5.468,2.56,4.2,7.005,3.13,0.07948707574513108309391063671,
+2026-05-21 15:03:33,lesser_celandine_observed.csv,3.275,2.92,4.865,1.557,1.017,1.15,4.1,6.053,3.67,0.1730362189912737116399770474,
+2026-05-21 15:03:33,lesser_celandine_observed.csv,3.041,0.793,3.134,7.2,1.127,2.11,5.41,1.085,3.19,0.1172523878481995634582478137,
+2026-05-21 15:03:33,lesser_celandine_observed.csv,4.457,1.204,2.445,3.811,7.688,1.56,5.4,5.936,4.63,0.01892502927932075355772344237,
+2026-05-21 15:03:33,lesser_celandine_observed.csv,4.233,2.209,6.767,1.324,7.408,2.5,5.5,2.11,5.19,0.02988157457331713939390409506,
+2026-05-21 15:03:34,lesser_celandine_observed.csv,4.465,2.971,5.329,4.214,5.316,2.72,5.58,3.044,3.06,0.03304922411363492471870178643,
+2026-05-21 15:03:34,lesser_celandine_observed.csv,4.271,2.39,2.345,0.755,1.754,1.11,5.67,4.026,2.81,0.1131182063990637524163444023,
+2026-05-21 15:03:34,lesser_celandine_observed.csv,4.57,0.603,7.04,2.171,9.719,1.31,5.6,13.733,3.71,0.03444356389642065497023177653,
+2026-05-21 15:03:35,lesser_celandine_observed.csv,1.75,0.674,4.344,4.373,8.12,1.12,5.89,1.848,4.6,0.03725482652545212082908544328,
+2026-05-21 15:03:35,lesser_celandine_observed.csv,2.836,2.579,4.353,7.26,8.741,2.09,4.09,7.984,3.57,0.1065620388648051417976552774,
+2026-05-21 15:03:35,lesser_celandine_observed.csv,4.424,1.071,4.489,0.615,3.654,2.12,4.43,12.585,3.54,0.06107991730201476658273328062,
+2026-05-21 15:03:36,lesser_celandine_observed.csv,3.083,2.493,3.96,7.893,1.299,2.79,5.96,10.25,4.42,0.03457314428492617335802193736,
+2026-05-21 15:03:36,lesser_celandine_observed.csv,1.755,2.508,4.913,0.287,4.11,2.97,5.92,11.642,5.26,0.1198398835585789720761927717,
+2026-05-21 15:03:36,lesser_celandine_observed.csv,4.914,1.082,1.456,1.149,8.476,1.83,4.06,10.54,2.89,0.1005420929863289591262328768,
+2026-05-21 15:03:36,lesser_celandine_observed.csv,1.585,2.417,1.583,4.242,2.634,2.46,4.56,14.581,3.24,0.07133589813178531720604029438,
+2026-05-21 15:03:37,lesser_celandine_observed.csv,4.1,1.36,5.015,3.265,4.76,2.52,4.89,12.855,4.36,0.00120362959328854953409437935,
+2026-05-21 15:03:37,lesser_celandine_observed.csv,4.451,1.947,7.804,6.83,2.956,2.86,5.25,8.108,3.54,0.05093931625066074438155796996,
+2026-05-21 15:03:37,lesser_celandine_observed.csv,3.854,2.52,2.58,0.57,8.612,1.96,5.56,10.7,4.23,0.03257834627491964441925240661,
+2026-05-21 15:03:38,lesser_celandine_observed.csv,3.282,1.483,2.228,5.967,3.425,2.91,5.21,8.405,4.15,0.02368641758737009221226232865,
+2026-05-21 15:03:38,lesser_celandine_observed.csv,2.381,0.962,1.993,4.26,6.108,1.88,5.26,8.305,4.95,0.01476296907739101233922719671,
+2026-05-21 15:03:38,lesser_celandine_observed.csv,4.124,1.606,7.197,6.324,2.128,1.54,4.75,3.532,3.43,0.1249423433481656562851790356,
+2026-05-21 15:03:38,lesser_celandine_observed.csv,1.024,0.901,2.978,6.898,6.685,1.99,5.43,3.286,3.02,0.07216018132976196737443994945,
+2026-05-21 15:03:39,lesser_celandine_observed.csv,4.326,1.366,7.842,3.227,4.013,1.62,5.18,8.103,3.92,0.01697067281777575138734964269,
+2026-05-21 15:03:39,lesser_celandine_observed.csv,3.925,0.77,3.734,2.884,7.991,2.98,4.35,9.416,3.57,0.06397440469735593634824955701,
+2026-05-21 15:03:39,lesser_celandine_observed.csv,3.783,1.98,3.249,1.658,3.375,1.29,4.65,5.428,3.97,0.1029638531332374875824796949,
+2026-05-21 15:03:40,lesser_celandine_observed.csv,2.158,1.23,4.471,1.835,8.246,1.19,5.97,11.32,4.04,0.07807832956044794530530905236,
+2026-05-21 15:03:40,lesser_celandine_observed.csv,3.925,1.562,3.675,2.705,1.726,2.44,4.77,6.982,3.9,0.02828911238964264770515507868,
+2026-05-21 15:03:40,lesser_celandine_observed.csv,3.242,2.143,6.685,5.278,9.907,2.73,4.38,11.803,3.19,0.08063938184542743251257481991,
+2026-05-21 15:03:40,lesser_celandine_observed.csv,4.528,2.436,3.205,0.028,3.481,2.31,5.59,9.027,3.88,0.02622163585177101505277432878,
+2026-05-21 15:03:41,lesser_celandine_observed.csv,3.604,2.21,6.471,5.12,7.704,2.5,5.21,13.79,5.02,0.002602870164392978136895594223,
+2026-05-21 15:03:41,lesser_celandine_observed.csv,2.589,2.403,7.5,7.284,1.556,1.9,4.93,14.03,3.84,0.08170147964553142467754046909,
+2026-05-21 15:03:41,lesser_celandine_observed.csv,2.93,1.997,4.007,3.487,7.902,1.73,5.42,3.255,2.85,0.09299616871356264531507354864,
+2026-05-21 15:03:42,lesser_celandine_observed.csv,3.193,2.482,7.746,3.761,2.534,1.56,4.51,4.414,3.49,0.1299434192861717326484526537,
+2026-05-21 15:03:42,lesser_celandine_observed.csv,2.388,1.603,3.224,1.573,4.724,2.63,5.66,13.394,3.44,0.008096629382752836043762997839,
+2026-05-21 15:03:42,lesser_celandine_observed.csv,2.61,0.91,5.926,7.855,7.232,2.37,4.5,11.368,2.56,0.1108491402148867615327788016,
+2026-05-21 15:03:42,lesser_celandine_observed.csv,4.55,2.901,7.332,6.706,4.506,2.41,4.94,3.659,3.0,0.08030141002037857870461021010,
+2026-05-21 15:03:43,lesser_celandine_observed.csv,2.295,1.494,4.593,7.356,7.532,1.41,5.27,8.901,3.45,0.08895810327484826762038827714,
+2026-05-21 15:03:43,lesser_celandine_observed.csv,2.975,1.109,6.716,3.138,1.364,2.12,5.06,13.089,4.46,0.004166928389529983665200477715,
+2026-05-21 15:03:43,lesser_celandine_observed.csv,4.377,2.098,1.771,0.427,1.957,2.24,4.89,1.184,3.76,0.08835015954130783714672202325,
+2026-05-21 15:03:43,lesser_celandine_observed.csv,4.418,0.785,1.922,3.593,5.646,2.62,4.53,9.551,2.95,0.07466465358500115511437159368,
+2026-05-21 15:03:44,lesser_celandine_observed.csv,1.027,1.756,1.794,1.531,1.825,2.77,4.92,5.73,4.39,0.001252797728634405143755558047,
+2026-05-21 15:03:44,lesser_celandine_observed.csv,3.965,1.107,3.872,4.025,2.604,1.31,5.36,7.762,4.31,0.04074830384026002073351685836,
+2026-05-21 15:03:44,lesser_celandine_observed.csv,1.632,2.759,2.048,4.655,1.856,2.06,4.09,3.436,2.51,0.1473134893345788088586075959,
+2026-05-21 15:03:45,lesser_celandine_observed.csv,4.261,1.216,1.731,3.135,8.302,2.26,5.67,8.138,4.75,0.03440535488982344293981055382,
+2026-05-21 15:03:45,lesser_celandine_observed.csv,3.539,2.939,4.417,6.342,4.303,2.17,4.18,1.82,2.66,0.1424525329490341423716922779,
+2026-05-21 15:03:45,lesser_celandine_observed.csv,4.979,2.131,1.065,2.604,4.419,2.59,4.12,6.913,2.74,0.09507758080869237389764095596,
+2026-05-21 15:03:46,lesser_celandine_observed.csv,3.593,0.546,2.734,2.601,4.617,1.74,4.71,1.107,4.31,0.08047092510840102317715707712,
+2026-05-21 15:03:46,lesser_celandine_observed.csv,3.785,2.475,7.389,6.267,8.899,1.32,5.67,10.461,4.61,0.05876516615874307636368916361,
+2026-05-21 15:03:46,lesser_celandine_observed.csv,4.75,0.972,5.641,7.326,9.597,1.15,4.19,6.851,2.88,0.1726012093840967289132288923,
+2026-05-21 15:05:58,lesser_celandine_observed.csv,4.691,2.906,1.18,6.877,5.545,2.14,5.24,6.032,4.62,0.00984475647949726798098366465,
+2026-05-21 15:05:58,lesser_celandine_observed.csv,1.297,1.996,2.407,2.591,7.54,1.55,5.11,11.888,5.08,0.01157853535634353063419674988,
+2026-05-21 15:05:58,lesser_celandine_observed.csv,4.68,1.438,7.145,7.905,8.868,1.06,5.21,7.887,3.87,0.07383422026584177543283427941,
+2026-05-21 15:05:59,lesser_celandine_observed.csv,2.719,1.3,3.319,0.428,1.644,1.07,5.75,9.116,3.34,0.1282045400561553972948610792,
+2026-05-21 15:05:59,lesser_celandine_observed.csv,1.574,2.094,6.482,6.877,3.804,2.02,4.3,5.991,2.99,0.1179190090909410522286959249,
+2026-05-21 15:05:59,lesser_celandine_observed.csv,2.388,0.813,5.318,1.283,6.977,2.64,4.91,6.257,3.36,0.004407897455610460322967619366,
+2026-05-21 15:05:59,lesser_celandine_observed.csv,4.75,2.489,3.884,6.388,6.822,1.38,5.96,11.549,2.95,0.1330009750979726912203491050,
+2026-05-21 15:06:00,lesser_celandine_observed.csv,2.404,2.416,5.827,5.868,1.15,1.85,4.81,14.175,3.77,0.08838267302258165010000197612,
+2026-05-21 15:06:00,lesser_celandine_observed.csv,3.241,0.524,7.886,5.64,2.693,2.01,5.31,4.52,3.07,0.05866767978084200510783609320,
+2026-05-21 15:06:00,lesser_celandine_observed.csv,2.19,2.347,5.265,1.818,7.973,1.02,4.17,1.42,3.02,0.1631989001640673631365856080,
+2026-05-21 15:06:00,lesser_celandine_observed.csv,3.154,2.786,1.072,1.379,5.504,2.62,4.32,14.232,3.11,0.07041427442359902695049803217,
+2026-05-21 15:06:01,lesser_celandine_observed.csv,4.628,0.858,3.282,0.563,6.483,2.75,4.26,3.099,2.93,0.06247999579847868750844309728,
+2026-05-21 15:06:01,lesser_celandine_observed.csv,3.029,0.736,4.101,7.773,9.822,1.35,4.61,7.097,4.48,0.07761168765483561779322782241,
+2026-05-21 15:06:01,lesser_celandine_observed.csv,3.674,2.168,4.312,1.256,8.496,2.52,4.09,8.761,3.42,0.09246780952500242739722972456,
+2026-05-21 15:06:02,lesser_celandine_observed.csv,3.277,1.007,6.271,2.238,7.355,1.28,5.29,7.783,5.15,0.03011367083005192519848987690,
+2026-05-21 15:06:02,lesser_celandine_observed.csv,2.795,2.897,4.944,3.362,3.213,2.37,5.37,2.001,3.65,0.02944062048477207696029232306,
+2026-05-21 15:06:02,lesser_celandine_observed.csv,2.649,1.455,7.15,5.06,9.766,1.69,5.68,3.297,3.59,0.03414305401989936895123663050,
+2026-05-21 15:06:02,lesser_celandine_observed.csv,3.328,1.222,3.747,2.029,6.312,1.97,5.51,10.175,4.58,0.01997388120240118071307792098,
+2026-05-21 15:06:03,lesser_celandine_observed.csv,3.988,1.298,6.454,4.132,7.051,2.09,5.14,12.626,4.25,0.002282208804423168537097060002,
+2026-05-21 15:06:03,lesser_celandine_observed.csv,4.396,2.755,7.354,2.178,8.307,2.72,5.96,12.113,3.67,0.01035768650050995793639869433,
+2026-05-21 15:06:03,lesser_celandine_observed.csv,3.24,1.235,3.913,0.379,3.559,2.38,4.92,2.737,3.53,0.003379384746559137617614908248,
+2026-05-21 15:06:04,lesser_celandine_observed.csv,1.102,2.121,3.52,1.098,2.606,1.44,5.61,2.755,4.34,0.06650651413441854230145284891,
+2026-05-21 15:06:04,lesser_celandine_observed.csv,3.062,1.857,4.129,2.515,5.788,1.93,5.68,13.619,2.56,0.06975162193226136803947941099,
+2026-05-21 15:06:04,lesser_celandine_observed.csv,2.572,0.557,4.682,6.396,2.72,1.4,5.63,3.405,2.57,0.1508608834096774305355736020,
+2026-05-21 15:06:04,lesser_celandine_observed.csv,3.18,2.084,3.996,0.402,7.086,1.51,4.87,9.66,4.77,0.03579344542771042758351290305,
+2026-05-21 15:06:05,lesser_celandine_observed.csv,1.292,2.125,2.293,2.691,1.017,2.51,5.58,10.565,4.27,0.0174511441308089596354700163,
+2026-05-21 15:06:05,lesser_celandine_observed.csv,1.308,0.967,3.073,7.256,1.187,2.13,4.39,1.134,4.03,0.08703114007428098292439982439,
+2026-05-21 15:06:05,lesser_celandine_observed.csv,4.133,2.003,7.339,0.057,8.788,1.71,5.85,1.419,5.23,0.04105582883241413444091458009,
+2026-05-21 15:06:06,lesser_celandine_observed.csv,2.397,1.703,4.97,0.947,2.86,1.56,4.68,4.705,2.82,0.1157607979490431897349877575,
+2026-05-21 15:06:06,lesser_celandine_observed.csv,3.272,2.601,7.117,2.937,2.704,1.68,5.77,9.623,3.51,0.08602473638789132258809190630,
+2026-05-21 15:06:06,lesser_celandine_observed.csv,3.486,0.986,7.941,5.226,2.97,1.09,5.36,13.39,3.45,0.1014489621530244731756761067,
+2026-05-21 15:06:06,lesser_celandine_observed.csv,3.525,2.374,1.806,2.143,8.998,2.47,5.53,11.326,3.51,0.02824242439589517716282288866,
+2026-05-21 15:06:07,lesser_celandine_observed.csv,1.559,1.907,1.189,3.94,7.029,2.67,5.45,5.883,4.94,0.02418775185711170689401671368,
+2026-05-21 15:06:07,lesser_celandine_observed.csv,2.191,0.587,7.182,0.679,5.409,1.44,4.9,11.719,4.5,0.005817348686107238534003143695,
+2026-05-21 15:06:07,lesser_celandine_observed.csv,2.376,2.003,4.732,5.287,8.152,1.37,5.89,1.907,3.48,0.07130493199127696865492848936,
+2026-05-21 15:06:08,lesser_celandine_observed.csv,3.468,0.701,3.097,3.122,2.356,2.05,5.04,3.119,2.81,0.05389252951817194939813133227,
+2026-05-21 15:06:08,lesser_celandine_observed.csv,2.768,2.155,6.308,5.687,2.403,1.53,5.75,6.188,3.47,0.09455635062650494233782350398,
+2026-05-21 15:06:08,lesser_celandine_observed.csv,4.845,0.831,3.03,5.947,5.301,2.22,5.42,10.814,3.24,0.04941500777081933742283116078,
+2026-05-21 15:06:08,lesser_celandine_observed.csv,4.869,1.742,3.552,6.029,4.576,2.34,5.2,10.69,2.91,0.06339200123344108299411923892,
+2026-05-21 15:06:09,lesser_celandine_observed.csv,3.015,1.513,7.179,7.667,5.998,2.74,5.45,9.2,4.54,0.02933213111946470378314068113,
+2026-05-21 15:06:09,lesser_celandine_observed.csv,2.235,2.551,5.422,1.562,8.732,1.63,4.76,6.028,4.68,0.04140677587530996701357638885,
+2026-05-21 15:06:09,lesser_celandine_observed.csv,2.253,0.55,4.497,4.093,2.633,2.92,5.12,13.756,3.53,0.02550046673956985398295808230,
+2026-05-21 15:06:09,lesser_celandine_observed.csv,2.87,1.173,5.009,7.242,3.76,2.21,5.11,1.868,3.67,0.03784883108912398678098172633,
+2026-05-21 15:06:10,lesser_celandine_observed.csv,2.379,1.214,7.014,2.92,4.458,2.18,5.82,11.102,2.84,0.05065896525527613524301216645,
+2026-05-21 15:06:10,lesser_celandine_observed.csv,2.233,2.919,6.516,3.749,8.123,1.6,4.66,5.681,3.8,0.1057523238492163517876626189,
+2026-05-21 15:06:10,lesser_celandine_observed.csv,4.063,1.123,2.871,2.798,9.244,2.17,5.94,8.233,2.76,0.05560512411070086541868357226,
+2026-05-21 15:06:11,lesser_celandine_observed.csv,4.7,2.488,3.612,1.56,6.868,1.62,4.46,14.236,3.37,0.1205885665424931618324155261,
+2026-05-21 15:06:11,lesser_celandine_observed.csv,4.916,2.684,4.103,0.018,3.115,2.05,5.8,4.003,3.1,0.04908062962231246732949971461,
+2026-05-21 15:06:11,lesser_celandine_observed.csv,3.738,2.374,2.143,1.658,3.225,2.67,4.19,6.578,4.09,0.07044418360861399393689983437,
+2026-05-21 15:06:11,lesser_celandine_observed.csv,4.525,2.818,1.239,3.526,1.611,1.14,5.91,4.745,2.7,0.1524269885385976833018232854,
+2026-05-21 15:06:12,lesser_celandine_observed.csv,4.999,0.589,7.06,4.478,2.379,1.96,4.78,9.425,4.08,0.05129864736515073708427719594,
+2026-05-21 15:06:12,lesser_celandine_observed.csv,4.578,2.925,5.119,3.028,2.676,2.97,4.62,3.686,3.34,0.05695350867837153878590866297,
+2026-05-21 15:06:12,lesser_celandine_observed.csv,3.416,2.979,7.658,3.625,6.834,1.89,4.13,7.01,4.09,0.1150490480266719621416443823,
+2026-05-21 15:06:12,lesser_celandine_observed.csv,2.406,2.938,2.168,4.021,4.536,2.91,4.01,3.072,3.75,0.07372102278532525259846870179,
+2026-05-21 15:06:13,lesser_celandine_observed.csv,4.562,0.513,6.101,0.411,1.034,1.19,4.33,3.585,2.71,0.1314679210921846666142991232,
+2026-05-21 15:06:13,lesser_celandine_observed.csv,1.886,2.531,3.755,4.019,1.85,2.55,5.91,3.209,2.61,0.05879829647978113792287532353,
+2026-05-21 15:06:13,lesser_celandine_observed.csv,4.877,1.49,6.863,3.177,5.393,2.76,4.96,14.71,4.81,0.02420447540725941250515067094,
+2026-05-21 15:06:14,lesser_celandine_observed.csv,1.065,1.203,7.721,4.816,9.395,2.3,4.38,3.546,4.06,0.07385992267119315839168955773,
+2026-05-21 15:06:14,lesser_celandine_observed.csv,3.863,0.95,2.294,0.433,7.606,1.75,4.04,11.494,4.04,0.08710000801162779507090780529,
+2026-05-21 15:06:14,lesser_celandine_observed.csv,3.731,0.848,7.648,2.847,2.244,2.65,5.34,13.8,4.78,0.02973280920634508227524351524,
+2026-05-21 15:06:14,lesser_celandine_observed.csv,2.893,2.58,4.356,0.628,2.077,1.71,5.88,3.658,2.75,0.1041112403773339106638692629,
+2026-05-21 15:06:15,lesser_celandine_observed.csv,2.66,2.335,6.468,0.141,2.097,1.55,4.2,4.071,3.71,0.1386733046158700603351482931,
+2026-05-21 15:06:15,lesser_celandine_observed.csv,1.26,2.917,4.024,6.772,9.046,1.65,5.75,12.656,3.17,0.1106080835745725397773747941,
diff --git a/modelling/data/abingdon-all/seasonal/lesser_celandine_simulated.csv b/modelling/data/abingdon-all/seasonal/lesser_celandine_simulated.csv
new file mode 100644
index 0000000..b9ad204
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/lesser_celandine_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,0.0000136950,0.1,0,0.01,0.00000721671
+RungeKutta4,2,0.2,0.0000378343,0.1,0,0.01,0.0000199371
+RungeKutta4,3,0.3,0.0000872251,0.1,0,0.01,0.0000459641
+RungeKutta4,4,0.4,0.000192855,0.1,0,0.01,0.000101627
+RungeKutta4,5,0.5,0.000420965,0.1,0,0.01,0.000221831
+RungeKutta4,6,0.6,0.000913405,0.1,0,0.01,0.000481327
+RungeKutta4,7,0.7,0.00197216,0.1,0,0.01,0.00103925
+RungeKutta4,8,0.8,0.00423203,0.1,0,0.01,0.00223011
+RungeKutta4,9,0.9,0.00899525,0.1,0,0.01,0.00474013
+RungeKutta4,10,1.0,0.0188106,0.1,0,0.01,0.00991242
+RungeKutta4,11,1.1,0.0382376,0.1,0,0.01,0.0201497
+RungeKutta4,12,1.2,0.0741691,0.1,0,0.01,0.0390841
+RungeKutta4,13,1.3,0.134225,0.1,0,0.01,0.0707311
+RungeKutta4,14,1.4,0.222548,0.1,0,0.01,0.117274
+RungeKutta4,15,1.5,0.336234,0.1,0,0.01,0.177182
+RungeKutta4,16,1.6,0.466592,0.1,0,0.01,0.245875
+RungeKutta4,17,1.7,0.603633,0.1,0,0.01,0.318090
+RungeKutta4,18,1.8,0.739431,0.1,0,0.01,0.389650
+RungeKutta4,19,1.9,0.869017,0.1,0,0.01,0.457937
+RungeKutta4,20,2.0,0.989868,0.1,0,0.01,0.521620
+RungeKutta4,21,2.1,1.10107,0.1,0,0.01,0.580219
+RungeKutta4,22,2.2,1.20262,0.1,0,0.01,0.633732
+RungeKutta4,23,2.3,1.29498,0.1,0,0.01,0.682402
+RungeKutta4,24,2.4,1.37880,0.1,0,0.01,0.726571
+RungeKutta4,25,2.5,1.45476,0.1,0,0.01,0.766599
+RungeKutta4,26,2.6,1.52352,0.1,0,0.01,0.802833
+RungeKutta4,27,2.7,1.58567,0.1,0,0.01,0.835583
+RungeKutta4,28,2.8,1.64174,0.1,0,0.01,0.865130
+RungeKutta4,29,2.9,1.69217,0.1,0,0.01,0.891705
+RungeKutta4,30,3.0,1.73731,0.1,0,0.01,0.915492
+RungeKutta4,31,3.1,1.77745,0.1,0,0.01,0.936644
+RungeKutta4,32,3.2,1.81272,0.1,0,0.01,0.955230
+RungeKutta4,33,3.3,1.84309,0.1,0,0.01,0.971233
+RungeKutta4,34,3.4,1.86819,0.1,0,0.01,0.984460
+RungeKutta4,35,3.5,1.88708,0.1,0,0.01,0.994414
+RungeKutta4,36,3.6,1.89768,0.1,0,0.01,1
+RungeKutta4,37,3.7,1.89576,0.1,0,0.01,0.998988
+RungeKutta4,38,3.8,1.87321,0.1,0,0.01,0.987105
+RungeKutta4,39,3.9,1.81551,0.1,0,0.01,0.956700
+RungeKutta4,40,4.0,1.70012,0.1,0,0.01,0.895894
+RungeKutta4,41,4.1,1.50140,0.1,0,0.01,0.791177
+RungeKutta4,42,4.2,1.21129,0.1,0,0.01,0.638300
+RungeKutta4,43,4.3,0.867675,0.1,0,0.01,0.457229
+RungeKutta4,44,4.4,0.546863,0.1,0,0.01,0.288175
+RungeKutta4,45,4.5,0.308136,0.1,0,0.01,0.162375
+RungeKutta4,46,4.6,0.159977,0.1,0,0.01,0.0843014
+RungeKutta4,47,4.7,0.078854,0.1,0,0.01,0.0415528
+RungeKutta4,48,4.8,0.0377337,0.1,0,0.01,0.0198841
+RungeKutta4,49,4.9,0.0177792,0.1,0,0.01,0.00936891
+RungeKutta4,50,5.0,0.0083155,0.1,0,0.01,0.00438193
+RungeKutta4,51,5.1,0.00387737,0.1,0,0.01,0.00204322
+RungeKutta4,52,5.2,0.00180632,0.1,0,0.01,0.000951857
+RungeKutta4,53,5.3,0.00084156,0.1,0,0.01,0.000443468
+RungeKutta4,54,5.4,0.000392245,0.1,0,0.01,0.000206697
+RungeKutta4,55,5.5,0.000182902,0.1,0,0.01,0.0000963819
+RungeKutta4,56,5.6,0.0000853137,0.1,0,0.01,0.0000449568
+RungeKutta4,57,5.7,0.0000397985,0.1,0,0.01,0.0000209722
+RungeKutta4,58,5.8,0.0000185638,0.1,0,0.01,0.00000978237
+RungeKutta4,59,5.9,0.00000865618,0.1,0,0.01,0.00000456145
+RungeKutta4,60,6.0,0.00000403411,0.1,0,0.01,0.00000212581
+RungeKutta4,61,6.1,0.00000187864,0.1,0,0.01,9.89967E-7
+RungeKutta4,62,6.2,8.7404E-7,0.1,0,0.01,4.60583E-7
+RungeKutta4,63,6.3,4.06192E-7,0.1,0,0.01,2.14047E-7
+RungeKutta4,64,6.4,1.88527E-7,0.1,0,0.01,9.93460E-8
+RungeKutta4,65,6.5,8.7375E-8,0.1,0,0.01,4.60431E-8
+RungeKutta4,66,6.6,4.04297E-8,0.1,0,0.01,2.13048E-8
+RungeKutta4,67,6.7,1.86749E-8,0.1,0,0.01,9.84091E-9
+RungeKutta4,68,6.8,8.6097E-9,0.1,0,0.01,4.53696E-9
+RungeKutta4,69,6.9,3.96122E-9,0.1,0,0.01,2.08740E-9
+RungeKutta4,70,7.0,1.81852E-9,0.1,0,0.01,9.58286E-10
+RungeKutta4,71,7.1,8.32887E-10,0.1,0,0.01,4.38897E-10
+RungeKutta4,72,7.2,3.80509E-10,0.1,0,0.01,2.00513E-10
+RungeKutta4,73,7.3,1.73372E-10,0.1,0,0.01,9.13600E-11
+RungeKutta4,74,7.4,7.87698E-11,0.1,0,0.01,4.15085E-11
+RungeKutta4,75,7.5,3.56796E-11,0.1,0,0.01,1.88017E-11
+RungeKutta4,76,7.6,1.61093E-11,0.1,0,0.01,8.48894E-12
+RungeKutta4,77,7.7,7.2482E-12,0.1,0,0.01,3.81951E-12
+RungeKutta4,78,7.8,3.24923E-12,0.1,0,0.01,1.71221E-12
+RungeKutta4,79,7.9,1.45083E-12,0.1,0,0.01,7.64528E-13
+RungeKutta4,80,8.0,6.4508E-13,0.1,0,0.01,3.39931E-13
+RungeKutta4,81,8.1,2.85523E-13,0.1,0,0.01,1.50459E-13
+RungeKutta4,82,8.2,1.25764E-13,0.1,0,0.01,6.62725E-14
+RungeKutta4,83,8.3,5.51063E-14,0.1,0,0.01,2.90388E-14
+RungeKutta4,84,8.4,2.40108E-14,0.1,0,0.01,1.26527E-14
+RungeKutta4,85,8.5,1.03990E-14,0.1,0,0.01,5.47985E-15
+RungeKutta4,86,8.6,4.47472E-15,0.1,0,0.01,2.35800E-15
+RungeKutta4,87,8.7,1.91222E-15,0.1,0,0.01,1.00766E-15
+RungeKutta4,88,8.8,8.1121E-16,0.1,0,0.01,4.27475E-16
+RungeKutta4,89,8.9,3.41507E-16,0.1,0,0.01,1.79960E-16
+RungeKutta4,90,9.0,1.42645E-16,0.1,0,0.01,7.51681E-17
+RungeKutta4,91,9.1,5.91225E-17,0.1,0,0.01,3.11551E-17
+RungeKutta4,92,9.2,2.43318E-17,0.1,0,0.01,1.28219E-17
+RungeKutta4,93,9.3,9.9584E-18,0.1,0,0.01,5.24767E-18
+RungeKutta4,94,9.4,4.06553E-18,0.1,0,0.01,2.14237E-18
+RungeKutta4,95,9.5,1.66433E-18,0.1,0,0.01,8.77034E-19
+RungeKutta4,96,9.6,6.88902E-19,0.1,0,0.01,3.63023E-19
+RungeKutta4,97,9.7,2.91729E-19,0.1,0,0.01,1.53729E-19
+RungeKutta4,98,9.8,1.28199E-19,0.1,0,0.01,6.75556E-20
+RungeKutta4,99,9.9,5.92457E-20,0.1,0,0.01,3.12201E-20
+RungeKutta4,100,10.0,2.90080E-20,0.1,0,0.01,1.52860E-20
+RungeKutta4,101,10.1,1.50170E-20,0.1,0,0.01,7.91335E-21
+RungeKutta4,102,10.2,8.13422E-21,0.1,0,0.01,4.28640E-21
+RungeKutta4,103,10.3,4.54495E-21,0.1,0,0.01,2.39500E-21
+RungeKutta4,104,10.4,2.58450E-21,0.1,0,0.01,1.36193E-21
+RungeKutta4,105,10.5,1.48032E-21,0.1,0,0.01,7.80068E-22
+RungeKutta4,106,10.6,8.48097E-22,0.1,0,0.01,4.46913E-22
+RungeKutta4,107,10.7,4.83955E-22,0.1,0,0.01,2.55025E-22
+RungeKutta4,108,10.8,2.74422E-22,0.1,0,0.01,1.44609E-22
+RungeKutta4,109,10.9,1.54454E-22,0.1,0,0.01,8.13910E-23
+RungeKutta4,110,11.0,8.62522E-23,0.1,0,0.01,4.54514E-23
+RungeKutta4,111,11.1,4.77914E-23,0.1,0,0.01,2.51841E-23
+RungeKutta4,112,11.2,2.62811E-23,0.1,0,0.01,1.38491E-23
+RungeKutta4,113,11.3,1.43489E-23,0.1,0,0.01,7.56129E-24
+RungeKutta4,114,11.4,7.78147E-24,0.1,0,0.01,4.10052E-24
+RungeKutta4,115,11.5,4.19334E-24,0.1,0,0.01,2.20972E-24
+RungeKutta4,116,11.6,2.24644E-24,0.1,0,0.01,1.18378E-24
+RungeKutta4,117,11.7,1.19686E-24,0.1,0,0.01,6.30696E-25
+RungeKutta4,118,11.8,6.34407E-25,0.1,0,0.01,3.34307E-25
+RungeKutta4,119,11.9,3.34670E-25,0.1,0,0.01,1.76357E-25
+RungeKutta4,120,12.0,0.00000189123,0.1,0,0.01,9.96601E-7
+RungeKutta4,121,12.1,0.0000128165,0.1,0,0.01,0.00000675377
diff --git a/modelling/data/abingdon-all/seasonal/lesser_celandine_simulated.png b/modelling/data/abingdon-all/seasonal/lesser_celandine_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..176657e25717927f7015929aa08eff9d5fce4020
GIT binary patch
literal 28992
zcma&O1z1#F*FOv>AW|YoNU5aKARvt*B?>Aa-KEqZJv6AG(jZ*|N{4g~-HkK@Lx<GR
z9p4`7_VIq+=lgSA3fGx4XU^Vd@3q!1*1UTxFO7fk>P0j(G<;c^`%lr(Fg(!E&?hfo
zfg`-VW3%9wpsl2;ts=zO)<MtO2<?%ct(7^%*8GM3HG3m#n->sE9(FEHb^+FF&uwk3
zYy>$tEPkKC4zV`jV3g`p16RSZl2NlkLnG8f{X<U^OMQWcW|bv-|E`i_?CLnSBUR%8
z*1CdLzEfVbh3p!P{~=DNI5VUC^@gCxNb!3fuR~skoG11<&y?73MvsMY{sK<pYeY<~
zt`$<tGM`nWIC{Xj>})HbvRO9V{F`lsbF{0wa9w#{7;JBTttuue4&SOwll}S)@Y8&u
z(D~e3@YABsiuMltrt-$TMnpsuT>k})9=vW%PU>+V{1DV*1fkB-Q$@QBUKYT^6-T|@
zM-N>FygJMI|NLeFC2?_&<28rs0%sno84mXYUq5oLd+O@yD+m$`sykNVMKdPx&?XLT
ziD80RpH*%-S=o2@rKH*_kX2@*u0cHDwpK01%ayCP;*c`N#wo9TeB`R#PG-Gu*@LRj
zPLTEx_1pswUN<i<FM2vUiK>H6NL$LIm=#2&c5+hEz0>0bvGzCz#7$369oXuPz8FZA
zT5M8TnOeNt;R}I<SR4B5*YDQV)zP!C$jx`gFf9*e7dUS@y=iE;U$$1hJR9%4mglUP
z7GZ!cqpp#s|K?#7w<I3~!8)Yl4m+NqJ$np^-@kNPeRd>P!Jj)6$zu`#KJY9!HQwn#
zPWjTUgV|7p*}^_~1EOKcmhAL&*||lfqM{<}5u=FKq9JV-_6Rw*lVzRu<Ur9|HVa*0
zVJs?bg)jPMdlDtS#+*!Ii#-k`*5T{4t;gqY@y4g@Uk+-~sMXd9O(WX}AI_YYmzQt9
zs{YQ`*KDh#uI?VZII|?`_KOggv!e-z1ko8kp4rWI4i(zTGjLZzmGX9WMOQO!Jb`Jq
z;EME=-}CgHTJ7oSAvinD)H!*8a6fZBSk^haRf2Fbi>V%WM#7ek5d<Q$`&{srU^=6Y
zNG{WsgUYQgo|97<g%x!A>{WP)f>a=l>%9%^*49?0*u9CfQx!&qcvi4tOy4d!PaMV1
z&dn8-b!^VH&%I~Kc`T7gUU!vK*JI2cZm|?ooti8in30%$dUBN6{`vFgR{p9Df8u#;
zk<Au5Q_7c7+uOEf-%?^eWo2b`8gUwW^B+?S*|(G}#Iv{_Za<M2iBy?SPfWZ!-<^<4
zbMB%JiLObUUAW8Px72C5CLek56H}&;;JO<%<~ZYjOGDVQ9*iip_#B*=nwl*_+bP|A
zqG~*|vfNrj?0AZh;nuAO1hk^81t#6ks`pmmDsBhuIvIL03e4&~l*0Bas>&aytaZ)~
zhZM*|Rvy3?FL00M8~Jv`3KX;-6i-x1`jV#ed98xg8=P=F%k)%TeRSS>7~#uaE)x<G
z($7agb?5O;G1O_Jk!-*~+>(onYl*7_i6ae{@btF#U(jm_x^B8ZYO|Ka#XDJxO{)aw
zb6nT8Q!DHa_-I0?L&CX}<hp^)9KAl~SWF@8FzhC*J;p~P=JZqnQ*Gve_V)9jHWpr9
z<#B@fE@<7Dh_E-zc`u`VMg$|5qOdkPI+`ycJ2zJ)_hlizp^tu5GNLVD9!>u(rAUH~
z%f_3fxduKxc)aWG2yxCt*b08jW_AhUDJ=ayLYMH`3w#MKa_!M#i<ny<<p(t0LU|`n
z)*J>nUp{#f9L=;}l<WG4&vI;${l?i|^;tUM+l15YR8!HeXkN4axphyEYKp3pRY+#t
ztcloB)Zr!Zz!_;;S9)wh8l_Z!!bD75(zI!`l8CstY^Q-9gM+yUod+^9Z;y7@Jp=1z
zH6{+jN1Gya+|)X6*8A)?lIg6(o9%)fm60fg2UU6YtgZTVheMfMSBU9h<YYnJ)%AUm
z#Ql07`uC5w(J;INa?9qg7UA!6O4vL4ff$q0Hqes90=3&IMteiU&hL6?tDNR?ywSYb
zBSDz1kEurKww+9yPH1WPc7a+%jd@cgTm5qip>3*#EgydEqT~+Ndl7Tmi=hc%FJ*je
zP{JC^?Uf1|ctfV0mS4S`Q_;Ws@d9*bKxMq-6>Behm)Mz081>3nnc{d8Tgh0GJY9D|
zx2VPyol+f_*4o_(*S&G;*%l(@l_KOwR%T`>?b&{FhVEUxF(Q)HmMapUw4OYE{4s@`
z+=hOm)QZwEr>9Bi)(sKb1+Z6?wV6+QQfS<dU+!?kD~_cw38ylLld)^2c`I)m){>Fa
z(bd=laG*t=T7j*QnW*Bjv3QFlD$>VqRr*Nsx^EJ3<DH8dko;!5UbFYjb{TtoNd#qY
zZ|_d|(3XQB+TZO*!K3Lg_R?qh6``mV@9o=#Wn-S_u=|Zp_nXCv1>8Y|%$b~=<Xaf(
z?~k<-!zE+4#XNt$)Y`^o;M>=)PhHp?MAmE0#aU|T=_Rt<zTIy(^@glGIwod(;S3co
zhg_G^Q^ywKz-n8nG)ZtBbk%lsg@MI8u(Jwrhr4PkDuxP95EnBrFf`h&77Y~((3UtL
zVSDBBj7&_@T9&n5m^n#FH->tXrM23_*=!!g-gy#t*2a>X)-H0g-M6$IWfGrWT>Dr}
z?b~}_UmGp=lN}37vJzrS%4N~&?@xa++AQZu$==b#SyiV|-gqdJf_=g%SXKRVZl_xb
z30CfGY;5C}l+*{{elpk2!6#_CszDeMgsp)vHeduYLK)ve_1Wo>MVC9c!TxVWW<&N)
z8YN@azATK4DV<w=2=H_l-uwC4t|DL+od*u%b`fopleMobMlmf3SND}HD^~gJ4*V(k
z%gd*w#SVj6*w{LiH8scPkCCoO=cO_}?N?3qA5Y>|b`I)rInvr)PY)K>wt9A7Y99?X
z@>d@`Qqk8>I@$(lu7A$5a-)eaqGBl{Q{EAuBKMqm#C0B?t=C6V#(H{sIXcJFWaC|k
zFZzua?JDHLS-;UsCWX#i;(UQ$Prr!X5QJ}kzBcHl(;H5g!}%CUIfqaDWxRrq{2xn8
zhfiM7yiSzxDW<sBxE_rT(=4TO!d!<2Xj9B^N8%QlkK_}3FX1f)*9EaT@d)qXNp@3v
zFCd@`aeNWYoGA;!!egS|A9~<Z0w0V!YU^eM>{lX}pm!BWo%k!?2&gZ<xl2PHAVql1
zNv4PL8xDL;0Q(}0i+u22cc@8DDW223pJqjfiV7t2#1N`LF1XvV9HyfEMC6{M%PNJ4
z<oF9p>e?OyE2}R~r{%aJZRFwig?1|;+ozMeen)&x*CyPKEMAzKudEkaQ534oI_4iq
zNNsFvSga9>^e;X+Io|4qYtq1qpOd9}X$#e?e@maVd%a*Zn5DMl(7jq?R#I7c{K;Zu
zYv&z8R+A9+uBUfL(3H-x%g=%@T;nb>Gc|PQUNOIEKeJs0mLZ?Z{yLvUUd70awMY9U
z=qrhuPq1{w)C|IxBpS>ZI?k)SytZD~DOioX_!mT+chd+dT|PQA*f5hygpg0)M<1zD
zt@R<+y@QAOmBVcVm)8e}Ry-2>wFu3VJK~m>IfrDl=i?t=&<hCKa5y(FT|`?|=Yuvc
z3_S$FHrrd!VRdvMg}jC{qJ*=-2O7w%^hAc-h7@k*PTO)tFeWYFUP&e@-r+U5RP92c
zq9)9ST*&-_M7bHaicvln{5^lZfnFEoZt5sb+qe37eK<YEPd*u}(Rs7_FW}T~alp1i
zt}Zo^UBjbDPHQa0=suEgUdl={tDaF(fq&Q-(|u5vuIotsM%3G4qc3cA{WXV33;Gr{
zT&K&?)v4~Wne>}0qd3Ksxe|rW52@GtPwkw!SCPrd#lzz({$=i~6U1-J-(y}Az`Dpn
z@@k)g&pa}k?lok5@#HQcAwq_$J1rTu?}wmtA(n>Vi5haA5#S!_o1E`}*T&Lxw~j7e
z7w2eN&aGyrby@d}mhgs3MT*^iIo)6haW`=$bCSns7G^NV7Cp`zVz`K{Nw{a$0pG%U
zpOCZCFgbFBAw?5eVM1aZ-@`LFP+4xHF_{VD0#hRR3L3KbMiPvM=F9G$|H3*bHkQ|s
zQh6S$^|6mTUe*Vow-5@6PWqyC)$>i;ufM@|uQ#YAoL^6DX^Oy_Iqj)Jmd*qaAPIA0
zLPaLxYL^>SL${Q+9{Vp)z{VpvhJs(tG}$@1k`zS>`RoQB)fqHfB=xL5H+i2^nd6kf
zveye{W|~Oo1gs-4F(F)Kw4s^k6KfmBel-5Okiz(N^kU~d%N@^mgz^$5^`@m-+on_4
z6YCqEuL+GvOq<m8hBwZMxM6K8=_gh5JNqYHsIf?F?kh0)n0#HHg&fAnELy(lC?Brk
z0LjdR`*>ZzbTxr_XjxFE-f~-yjnA_Bwo=8VjMlzp`+4|Y_f5AieQjIaVjL<uu0=~Y
z_40U45!XmY_V3nuYTsRn^VO$xj-5Wu$jERB&qap?Fng^F$D2xDGEmTP8ChDh|H!Of
zZkxV@exCzYyC|}YrJdSxQRkzu^T~So&gV5_$ckqmgWlW9S^<wwydA+yi!qg4xy_Ce
z&6<2J;#04ZPv%~Zs@|*HXGB6NjuCD*@mG3%4y0EnCO2xm85qzY+xz0D@QKsG`Q0x=
z?A{sW1rdpf$*USLr=n==7uX#mb)2IodlM5=W4H14?09o?5YHTRhe_0?ppfpCFPRp}
zJUqr7kI$TJKH+W~CtfN?RvpRjQ#xJopYwXWUpT>+oZ8uvdt$Gz+Q%&8-#&TT^XxH6
ziO*4;tJAsmXkE8OA6mEJDI&+mx`{o_@!Ks|yK(2y^^qrQ!rjzG?$4{SEgZ<5hiB}T
zGT|#S4h1^ZZm?)t(-p~w{aUEPSx=UTgzSzjg_C|yh4)k<gIsti;awvVO85PG+Wrt+
zRnc=2Y0RSQY?L-wT-XH5AEx-M)Q$u6bV%s;Kbne>U4p$<wLAw|iZpmTB|AnCUQ%=T
zQc3}PjqnYocj}kqi%wU*uwU~|7jf8MywwpSfuyD3xF}<OW)LWnQj8A6eI_BQnt}-v
zRmH*#qz<IqV$KW2bt?YyNmgZZY01J4dr+xib*i2kcE5@9dbnrp#Fz83DsU;29y(tm
z!Jg0|H!aa*&W6<zAE-+t+=t;VCrQARMhCn;R>GVmg=5kedp<u&`sylHw@@)zeW!x(
z#_P6~5IOcIB|h5X+qU`y4D+G-mXz<gNZw0vT=ss%RdQvuMK$HTP{79pN?5xifE)rz
zH4+?G?Nh`l8(np2sN%(hNjubd<Cn!wz9}rVQ`)cHoqEgXY0)fC)k0M5a6XVsZcEpM
z!$r16Q<@}B3KGR1L})L3uWDc4o4Tr}{q1Khm-LDegMM_8ve<Jn+Cq)mb@ySTC@>HX
zCFjzA%>qh)whC^;mP<q3Zo51xckkBXL^S6!s<xeP=bFSGs^_L285vn?Um4D;=e3!C
zXy+^|D{FcX+!@1Pq85PBt}^LVDr$)>r}8jCbbRNl97mj0g6b}21TGHFllG$H?Nl-4
z_9VwTZcYGqM5oGC*Uq;;bY$1EK0DdV-1^dSK3oKPv|6H2s_78nDKN6h8sDyCTa4G5
zn&7rnzL?~zL@+fql~el)yTT1DkMhB6jiFTl<us(&OXGI^K8p$KsgVeaj`5F5PgJ>T
zk?FYPnVlT&fC?rKx<BQk?EIqoK2GuH0$NsFeMeC44s7xQc$Txc_<U$M&tM=#>fqpD
z2}#LkZq*sZ(;OBYoEX11J8L*(6rnZ97>cUC*#ur!PraPZ7dvQG(3B3KdQtF5HD`XU
z0{JYLSd+lwc)L%*L1cgO)!JNW`6&CS#Gr!c!KdY{g083Cw4=hKbCu97dDR<OxeBvF
zx;1Ea0<2J5P|#$u;!(4mvsvu9Ui1Ms9Iwt*^JU|eTdBLN<Iizb5iN?+a%KI4gBhQ_
zz6j&RAE^}>mu+rtmRI6+d<NL<9;xG_nbeAr`mQ*kffG~}Ki-zmqKJ07;CcWEid3(7
zy6y8xCKr9tiFeN1N7m(Yl4BVYUW57qvLhJtO9%dLdE?Yq;UQQ0C4!E*hJc%@Uz^Dh
zOq*CgX^yF($N!7&u)4lDli9Pdu#nlPRVF6_=5qvxWn1s=9)PTU&+v88nUmg&QDuDR
zS#$sdPN&<8^u+x5cIkk}t10nyi_4wkfe$wo$%`Z-OY9<xiX!>92A@buzFCUoULppR
zM}z)bbo5(zB<`$e*`Agb#un7`omqB`#hsOQq*j%pT<07xu4@<?8gfGCvl)sl=CgT<
zA+CTa(J&t`4{POtu;p3sK;rUTmq8i<H}{>~(J(YJ;`;mi+q}I0Iz}aE`}V(G<9w-A
zC6Q0PmoH!)o@#4%6@6p<Iy}sL{rdH1<8d=wkY!FYGcL${cJf8srOUf$A#C=mqm8ps
zCE>%xQ6*i&RXep9LFP{s73=>#Ms(%Mzs}<V@RzZ>vZw(y=BC|jLQ)SyU$EhL{u;qg
z%F58!&kygf^MBD;<}cSL@BX*fW*jgl7ZTjr3yeEMz=OlNa3Kgq>$DG@0Mdlv&K*_8
zhmpEVd{4XmX~p8X)ZapR%(PGw`}GrAR!+_{j>Se_GKXa+BO@bjhc!)sv*WEtaK6nr
z*P~r7d0Z}taW)HhG>;HCq+&Jz_Gc!nl}~w7&Sqrhgnaz?(Q@Z%hzLlY<RV*xm*IR{
zgB0)*(c>KK9!dqVlfspWYMnLMo^}QQoANY;1ksMRdmS-q%kM2>prMQ+9^*wO-85wY
zbQ&IP&Y7O-sPqpFWztH374%L+hMIy)|NN`GOIyZ+<@#`A#B2@57eIL7AF-=`5eFpF
z;M_8sX6a+CRG8iJpsb<cr-#wEW$o9-ZUSQJGN4AzVH12{(<n}BH#9bWASdUGTEBh6
zQ-(+cEJK58sL|ehtn|rAw)@$ssf-{$ze*epzhx|n$-5E@0u{H@_H#9m?hYyKoob<r
zt*^NZnpyyk=pSq9>3M7?W;U4h#9i*uBW3K_rjt6rD}Da>Q9OWJDCPZRYbaA@d$}h2
zH+V^ILvwTc+IYo)kq;ql4!eqy61}IVC%4^_(oSix5kNomOiY>01QI?3%JBDa?{9sn
z?O<e|^75XHGZsUSc30PCBnJEY!R4j<zui<!X(_gVf6B>`*EcX2m`>Cvu~c?%Z)<zH
z2R28dJRMT2!ajX@=H*neUp+pBZ@^VKLR~lJ`QvL4m#yX)vEtSi%0OC*dQ`aFX=`s+
zE^Z+Syz=$y*Zv*<0|`g=&8@A^g@sD@?%nI>%hraepRh47Nb2kB_ebE<Apt9Q^XAPb
z-5fN_qeW)Q72*gS9Gnn9c(D8Kdcf}^hSOh+7QR>#fS8&-ji|Svgc4G4-xtY2F=KtD
zD*)ns0u<Nu^mPA>L<;Bgo@-%j#T4tYGi5c<;b(>`BgT0mEohALv1y~{=HWLWV;pPP
zSa{?gN8gylbhfqzx3xXkahb}agzha5DHJ_A9&e${#Vs89@`ck*YgWHdty0vlQriFO
zXBwta{iDiWtX^Zk$_*+qGO|qC<j$*5CI*Id+CuQ>^g+{BUsdM~h<P)3R$~^V6y(qu
z`(TPHsv8hPJ#ZcDN$4Gy{Vx@r_PaEm3uy4#y|?i&=}BI%y&6UE`_M6NLnO%rNwkm0
zxhXp0d_E_zo2W|K@r<T7Ot5Z0i(AnHSJ^9}4tw4#7sd!UxV3fU{>Qu5y$JQr-D{Mn
zgVMU~C&oG;pju1l4aDyV2`V{Tz{fTF@Tk3lYWS#W_(FLg)XGXqX&h3<gAA~8>`RH{
z10_?z(lo&!8{OA-J1|my>2MxKynp>@GUgT+g!)&AtVdoHxAnX#5#uq%U@Ky<k0o*5
zVZya!Ngps2CIeQNymy54_FKr;=*|WP4x$?>ohg3>-2HLw8uGoS<8#L~t0faTZV6)U
zRf7HpbiyQ$kR}~{bo1H&oT|m&0odl``E|Q_Ku`#L+i~Bkm`JBZC7Go+LY|AaM?yyH
z5H6b4?Sj8H`f^&GS9t@{+oP4@j$e1>kMRF96ymyMUZ2mV`*kO%&`<7rnRsgu|5qrv
zgB@gpX5p#4AVRjzIG>IC^Heh{f@?3@-`9^_+5$}I&#-gn{KKE5ek<vV7cU;hL(SfS
zNVDv>szJ+&)=H{*E(rQP_WV8qc9_9thlZRvyhFppeBw~|w=B>~3YM<%U#}Inba$Kl
zeT<on&FJrA7jSU&{ya9BIO)iI2Tal?m{qD5W;;s*_7JaR&fmdx>JsPg1o!FFr++2H
zhK7cJ9a|YG@cC~E4mFE@R01J?y*85c<x9}Nj(z&{`tM^mn3?}Gar$`8Bu=7Kl)&}J
zR-du~Pc#a{38<@#D#`&lkss<KQDf*E9!~mKax(O-ay{byE757t)6@TJB!(s?|7Swf
ztM~p_YX1-({;%tjT)FbE^Uj|?{~w<PZXZlPnCJr{nu`I2MQ$ff75ueNBKZpjuYg6w
zh_t#8Y2Mr4-|%;8uN?qKP=ozm08IU7!sQ*=-Wk#n`!=WJx}#h+>4n?Bfn%VrZ`kBV
zu?aYE)neFe+=mY&QYP1bRX?(!7+=cE)tdroIef`D)~svaVyurlOeovj?GoA3R2H`!
zEA8F3U_h>pm4$Ao{Z81M@?Z9&d^xIAPizO0Bz;F?s{ng9=g*G_0#b(@h@Q{uNKq=+
zj-{Il+O87Fc}mZo#oNZ;1I*;%#@Kjt7B2t?QeA(PBdZr{uxVW$g9JWXF>zv<8lhHd
zmB_04W%BjbP__nBaBwj9i?8&&S&ua|SbBSVxveI}M}S^X{t!r5x45@9H~YWg5Hq$Q
zV9o=s)8%*Mlemt@s@>gjE?x{78`HFN8Y_KiJz0aUY~}6a)4tf7JT6DB+eOy}uXe8%
z6fy1~7qDFn`VbZ-`}}!Yc>=H5U|RL(l#~ZbN*~H~$OWuFk&uwI<QX*6qly@X_$>Bi
z>$3i_mi>Ll5twsH`O5lK{lMIpXlGsBj}PMnl||O(=Z$3_KKuac{=J|!AU+KgPZ#SQ
zZhy<ytH%ONno`L-3q+M`#UUK9nBaq?0;mL%<Q0Gx2J$MSot@ofN=g<A3W|KY<!3u3
zSy`-h0tQFHdpTMa{X2la)`;PUJaez#L2;l<Iu8klOCSkt6`-u))^E5_^hgTfc-%tX
z6hNJsqoS>ylP{U#m=zQro{|#?#}Fn%!4pntP-U9NJj>NyjW>9G@Y#8H<>i8wswy*J
ziI)x<4M6_RHYIDJ)Dg`uC>Sv6rLl@>p|nv?eH4=tZ?hun(>_(~4|q~QcW*B~vAY^E
zUic#P_U+p;nwqgrE-fTj_*XyWH}ai}w-F}0LkNHGCjw`Um!N}e`z4F$mSb)<olLvw
z)_9<2XgL;-#KuzXe7<$##yt^xI;7jlVS4eqYD(ygohKh9DQQZMucjZL?~qUMUfPr7
z{+at4<_Y|x*GBz<`QvA%r}cLX3f1V4pFYv=yxIkS3Qst?jh3j*`mci8!l$D1#yL93
z7&~`;gv6{rE4a=cnlK?Kfb2^~x)5|h#Fnp+L?X_CHD>3Lo~cgYH)S{e1f3JexZP-U
z$WWN{HArRrJ`K^rj`Mw$r3*6!ZF#tNXU=T_r7?7*z{KI(X1CZ`r6!=nO)ogkcSMc<
zKPA)AZM3TWX<zGcyP?*z)4l3YQg;so&haI%VFZFFRxwxn$+R8s0`WBU6t?|UZWTeb
zgn<VMvHKkz9$ggo^EAlu<eEU+@?Edss-6MZF}%!Xp_pQ~@tY5glMMb%eNjTU9*YO3
z?T&8mpv&IBvJcpg`qOlbAFs-lj=3GJF6|v`EoAmZikp+XTHl`u%xtaWAGZyS9)=u`
zS+}zli(m=zJ`87A{+%D9JJ5xJ$lH&|jDv#2I~uE9Y#xQFAz9@OV{QGNX;CHhES_qP
zM`TIBuULfwD|%VVk{ufS|1HU>evbd^WY2mcqOC!qUpZA303g2^#mj%B<eyUdLyu)c
z-!*~PSFp8GioZBISbdpblSpU#731ub^zLfa(TL|a?ykb4g#SPXs7u}nj{GYXQ<<6|
zzSsGJ21kR~xZ?Se&z_Nnnjq9swg0bUjp1w>k^gzEU$TC_q_HvM-{(u(*zo*)tPxc4
z|MeP#n9UNkBT1l6y(b~DT4sZ-kLXZWLCu=<6_7T*neMHP|0`>cB$by(|0{#uy7m6=
zWBNcE{Z~a2!)KxYXPxk8{c#QpPxr6ac5hdT^NGx7GyN)<))gbogJWXa|H@b29S@-3
zpt;yZib6v~M0(wELcfueU<Rm1WK;wM1pdo#^7H>yIC#}pcW8W{2vm(UNhRKeUMOi`
zko@}f>tUM(f`*@kKuN$YP_5Y(fmr*mtoqY~5yE!3v)ugG-I^0!z1sHovD%`F$bT{}
zSjFG3aGZm73}g?K#t{-9&yJ3czInKuo3JSeB(zZ3P)1o*)kr)5JmR7A6mrF3mHa^P
zZu-CTuERDUVQwwNJLi~>7Rp+}cAkAVO8~);(^aF@8488^b^ilc9lRR5HC;9umr^rn
zoL9Ig?pS>k-tLiD+6M4!4y5HEAmip*_ezpQm45Cg25=g$=btw-V(L0%YnDAV?us3m
z7bbCA#94XxJuPd#jLCX4<+P-#XB5XeuEy+qF@v6)RVJy<i$PHMep3A_BhzPIpPIaR
zAYx5FNrXUc9W)vdC#9!PpN_`*^f51)nwbd+TTa!z!8HQ9B2#R&<+$KGKR=}{9EY{B
z^c-4h>TD<S67!KH_Ry%Pn?M&_)ARY6wm)ZNJkW9&{-T%vaz<*W1n9DIj~@rk&d+D`
z%{2Lk0uY^MflEjj0d&fC@azUAI2VW(RspP!qv0|3100KtYel2wUg=-SJ9((!2Oegu
zt*zyTZW`LDMYJ;jN+Ik&llS}g@98-?AE(I2Wzaa-*c8w+GCr`j&Uaejv|W5$lwE2O
zDe79TZb$2*U1y;mQv#XDIYl`N($mucBo0XHQ%rdnYymHp)zXS<Xli;OCFKpMBjpn|
zV1pSSS{le4crgnz8)CO}6=okB1hIW!!b;?h<NC)#vc7X5E~Rd+^`!;^Cr_O#J=&~)
zbD*Dp+1*lYD737NG-^5z_<N$uMJ;jHHD?zV<X*f;7rakh+&U~;m>L;L4l+@o(El$k
zj_eb(7`?p{%g@W34$^n<UT}u-hz>2AT!F8l^xf=I!52uqyEjz)13pk12ZVSZIu&(#
zEKqfWWL<p2pqnq|!-rWnVPYnErB(DkwjlobPW{94c;uYoMY!F3zAs4cpb2ZsIj%?{
zR0;7c`i5C9eb3;&ggBaHW#ks5xrB7cC&^OjL+t+*7XzvQd$sv_fn(LiaUrCjg%S>m
zEdqxaNvvUln$;UTE&_hOzKUw#LP&Ice0=Nubv=ie)fEwpq57@5|3t=if$;tl5sY>9
z#u@HWR(4<TiHxJHG_>4r?!LlGH?KJSo!loyt<GEm-)<d>B(d1N?j@jhX4S1E*9Hn>
zl!&u^YQ){gTl1Zvz&8bVMS%Y^=P{={laevMB-4ls2Rjni;J)hc;g@&0Bcz4MyL!-$
zJ+e7CKgj>0ejoiMHyexg)oArk`8l$;mSg&j9H_IE+!OdX@6zmd-D!R3xAOIb^G|*+
z0CQ~F8EwNKv6#p`c^hLnZU5Z1{1?iY6(wyrbD&GPO8n`j$L-rCGU6UBQ4%4ub-n4<
zwJjeAe4rZYnwt{?Wt*vc_N~#e2AeyQ?Q;RSgb`-OhO)Z49&CZH-oAB81^cusl1pM|
zA9}c$9N2#_JMpH1II;fZ4KH-F2D{=@Vak&@hr`MH2c4hkjBK4&WOIFQK-T<N1x!@)
z$2QuG)r!s{Ssl%MmKcs(M_ws7X{F9vU>pBr600?^unZ<6&2&5XYmRRmTXrC89wW!f
zY{nz10YBGYSthhrD$z*<oeh?r1z|1(ZduV;+$^5z4JD9Q)b3;EKX!l}9~Nb2>{EtN
zF({l^y%%;E-&Q1bkLSL8)Uq`c$5>tdyj1YSU2d<Xce6ZHyZIdy{zmNwA&X)g9=bG~
zSNfAPSQQu{<ILLxHnk@(x5#7PIo)`dO<8vInFYUh1M+#IB}(iEaO(qIXV2H?F<T()
z6gQC**5R@IHzYglR@t|)PPbQTxo^_Rn_i8cQ$QBUUq<@%Z59(3{K)@46Zq%}HeCXy
zky$*{)N|*CxOOWUHkl$z_PV?G+F#Kc%h~wKaT6c4Oe{S7@bYBF$py}gL8d7x#jbPw
zrn2g$PL3#>A{(*9{rmmPPH3$ZU+~_pEnSV7GvToOAXZ&1cg4M+DYYFgCe+8&n4o8V
zrh0(rM_<}=o*2$qYfgtA;r^O<K;hyVP_xACZNlc$c{jVl=}cQ3rb?RHCaU=FvMsKd
zRaaV-HoV4e51_lUSr?s~B7Ns3#Jw)-ANJT2)5Go!HFwVO!UMH9n}^hmGf~h!!>&TS
z-1$R0NqwcrF}GUI9U<@NcGIg=VI|digTLvC;+hACf}@I$Z%#PP$`$F_Oe}J$ZHD&E
z`dybznLzF-w11eo+57ZaA2Xrruv0%7)9h+sB=1jF_E6@UV0P)FLwK;xb(?tA&))9X
zJN_TsyJHy7T|QK`KV#VoOFJUGh!<2;9d#2YI5B*jAArf6^4B6@#53g4f;-2qXF8e6
z8$R`=Fqiso;iT@I23ARa4}G5qdASr<?5LKO&#!j>`aDo4?(}$0o0c864p?WE-)-9V
z4K~S*GuA-Dp>&5C?qVa#hV3WBL{E@4phyjljm?tW^m$;Ww4tJ^mODRrvM~DXGNs;x
zOU0H{;ryYRed2B2lIIZ)keWYdvJ4-lbyqU()+s^6K-<SpG6&suee{TVr~@%pgPcpk
zrSvqjr_!{&H<1XhpGy~L2_yR5@ggw6gN#GQqAndvS${m4w?PXz3GA)CQ}&SXQS{l^
zsce{Qf+3k{r~~AWCzlrUCA5)^!(2%YMlboM%|=Y{(N}%CW5#BiK*DqG`30*1*8l^B
zg(CTh=%ltsXUVE66vNkUedw7Khw879w8|9PLnagjoS*9q5SONYd9WEUuzd))xIfmG
zFJMWvqmH*S3EM(-X458U%k?WCcDyBXCx$cKXEZ6c97=8W@pLvrz=(eCjPKPl#D(}k
zUm<U7tBG$%hyccC=2E`TVgQ-^j5^r>0lV_Y$*EJASi9v#r<N|3u;?>>=X>SHE0x!$
zySv1+(Q?LgZt&tig0UkJe!pfc;i920FoWzy&n|-v)3m^s_F0+HsG&8XN<<z51EV1U
zUp64*bc5(?PyY>;-SF*<N@t-zM+6un@Lr^|v(L(%r-=b;8!ZE&48rs>$J7^<_Bhvb
z>a@cgAkBX~*50q115a)pkHo}m&6N#cV^X`h!>mCSG+I5Vqe6i>nZI)Hg{5V&vkg^p
zNuh-nCj{sdz|vbR^Weee(d-_Xa_e}m`IG7i+pbFj&Z^5V?VWx5uoxcPmkFY}nH&1P
z=6MBwGnbPDd=O^~2n*Dx9qsPk*Hl>@6F<Q`fZxe&q3bm!Xp^?hN1h>SAd__HDwo&3
z*7*|89Re@cLv+Mc0$;It9;hs;6ZT5BWZuwAdAFhB&g4hL!BYXV=VrNc@5c}9A@2?L
zo#BJ{s85MQ9HdJb-sp&`uN14Pto{&*;6diXh|;qqs-ahapnLzm4r&PGg8gDXO6_Kp
zb2%!-858b~PT?-u5uHb75Y-1}=&DM6HwJbd*+T;8_RZjfSAN~T@8+g;^~2LW$ZAmX
z6}ynIVd=GFC#0C0rHf(Owm*Sl^~`Y1>{xL&%Y0{Ls}PC|ee)*Uhk1*M7Rel>!bkN~
zu1eUk(ed4dowJ?Oa{c`c?V53EmQ@6a^m=n~HqXy@y}SP@E9LH*TejWeUO5kT+lQ?4
z7S<Hemp`9&vVVsz*(hw6qL8qr(t5Vmx%yN|jpNmkR2v676}#ZeJ+yo@TSNFD_3xX;
zr{vpzv`M?l95lo~CpWo~IDxQAD_JAAcTvzK_2@E#%hyz*_(iZ|lk)O<IYM$@Jbwyv
zU!Tdv4}V9okrb2Ink`X-d1dFR_6%*=a)-`nvEn~#L1sNr!2WFCFqeuwGtBKJk#+ll
z6Z-@aHO-CI;M%3V@i(#9iyw+tNjiWS<$${Jr;3Ue3T_a+FyTCx>cbO+T5{pYatU3%
zqCtQ4$Qbc3kp)~9NSusF6vK*A(FbR>*dxY{=J{Tj+qXjLLgu`l+)OIiuTkIOSU_Kz
zD30?6bp9p*uDJE5k`k(5j=gZ1=T;w&EeD_D)J(fyU8e0Dt!PC-8xK@WTA!>fX3$Zd
zpm%pnEsB_LvcZy*(x>em|CXFTCQ-9^LN5X@CI-snkENcLlT*xgaCYQaGD^qClNUH<
zRm>xr6<V*+PbB}q?CR&zjM}x%-sm_B_`BctOeNyfAAU5hqr{-#4i!H+t!S4vE1B0Z
zdEkr7z>`>%8d_iDRBVw7aPRj8PBrIAnEyHbvt4tbjSrJ=DBcXw-M4QS@1VjP2nXtJ
z3ClKeb1)0(0V1)ra>v(q*pO4gH{Kelh1x}y6h)SZq9(Q2d_@1-iC(kM8|0c&wYx(b
zngb*<bd$#En9GJue5-&FupB^d{Vw|g`A@^iopy~m$gb@3Wtz*(C0d*hV<Y$0XD}z@
zy>6}Hm|G7TQqNnk&1Vx<v!ao4XtS!Rsa>X_Ved;-hye6q?DnQFDO<=?y^q}e`>#=T
zGRmWvo|#!-?wo!E0xPR;c3zp}=`n(R=g7{4Aml@&)k}TExzHO7cR0mC%{VI~phIhH
z{Af@QF{qC?T(7{eY7Jqq2EK-N*dBrf*b9O-W}4e2$+YO-ym>>d4GaJY5fy9Ya$0T+
zU2&Va?k95NP2hjC_L8`Af;Z*L;aQ!bCyfIkmnd$D2{;Gc;f1g|iKIb33C3yF7+}Oi
z@v4Dh(igf63aT1l#!=0wK6Q%Xhs66`<$ZucnLrW@6yE7qq}Fz8e1FBdiNd5sSw-u!
z6Fx`f`n@O~ldhZ2_^sMN2`rj*%UF&v>}_`LN0!8jDJ9iQG_*n~x6t;!pxqWR%g5R(
zCfyqJ(YfLQD*1fCd`Ah`q#RY&)QH<T&9#M5YcBx*gUS%s#j2B|y>?J|vqWfGzcYeA
zI$ds^6L_kr%%S$q6;-3W6f~gG-R->vG~Ksv%}H3@K9!cL0%I)TFh6%5+<}>?EK}v|
z_H6kqqqr(leP`f=9kZ&(XQIYvqJP%?F6+vbE21tW{Z|0Cye*RUzFZ2r>3g!Yr=xjC
z6W>!%1d@aKTx-w}|L0@Ag$BzrAK@-TQQbfWdm`kwGG3u#SvE&n2Fy;V#)fa}g227|
z0hq93txn7Bmg%{<pE5p*{xnZKI5_yg*0#`ey(tG76%_@f&Km&JFKxfZA?|m5rmUR4
zOhC!^5cs~+P6z)hYpsus0=}6DIT-~7m4!rXV!-Ls`4CWt<mYqa;NvUr8Ejjp{4c`V
z*Q*pVQFWP?mZQP}`7ENbi@Q`4IL?=}8l&YM$CxXLiHR8m1k^<A$pvlGMxTxGUDN4k
zH~)vJK5~rZ<>f_LtnHlIKHSW=fb$jc$eWvI0oO#S4*{oAAiSfs^+{?l|3w!~+Cbcr
zBIuU!4!<TL0gZ6lX=7{;fZXYoT)essZ;4D}fGD~j%;lnXl`YKf(N{4+nZt^UpUVU!
zMV`sX$teysTcF4L9v`~^h9E2`=u*+6OqE=Fcl3Af-US28XX#c`Y=20|<(=c{Jiv%Q
zE5e<P3ktdhEJaKC&k0K(%~D^wbgeJtkz%(%RobL=sRbSKx`cOHvk}z@+IOaUiK4l|
zOjy+L;wvotrz83?=-mSGxUoJKl1=dzq<evtW-KuS(2BrkEp5t~^o)Y);~Z<vkrS`%
zr$&rl!hix?6ncfGBG>_R%_zZd$2SA0nlXeqY7Qu$a&~L3QC4kQDMTc~v-w@|uqdSP
zZXpF7M7ViB#OEIgcn0^zs5t=l&Rt(jVk8m6Km%3}Jm+ukUH_Kif9Sx??-nAyGuGnX
zj)cMk&gVCqjw1MxM9&LKX-4r7?i*Fh{d*S-pU;ZCoW8#k<vE1Cx$6=r&ge+>C(i98
zncPgKtEUsbor7{C8F$C8ik_i7+_bkKfYiqs5&&K!RFh38HjQJAD`;am(mB`&bkC}5
zz?M>RLfg1M{RoW%kDC^8XJg7dyscbHV5>Xf0n{S-*rMxxnTt#Lov2_3fPtjC+;sp7
zHXPyT4$k^C7<aE_Pc4-9dqn1a95Lw|9A)=T$Nya-Kl;SeaCWUFQ9@;I`R+)r<oe}F
zO1+~SgcGG73r0y{#25Ove6}}N+BB7q^>T;gno~w#0&aB7oZ?uF#iXv-fdj)Zf&2Fj
ziK{6wnl5uLZb(E3l$Yc+(UvFXsc?4038~<V=#i5dcSe8SrILy$;yUk_s1pkz@tSq-
z5wV<)uU24(P(L^ufl4U#&e+C7Q=8vp8tHDfn_7%BYDJ9{1GwoAlv}`^YeVP4OxYWb
z54Hw`vHko}ru8*y2~M5*f@Wk%^+|R#zo$FbZot76=2Mire{`RDQHhfu!=|BQJwdtb
zsd`@;sc1ZJ*N8+l^;{ecS>mY?`g6BIL(!ihh6Qa3xW=D}#jS2n;Sf9JUAXO*wpY`j
z%F}=Qb}Mm0$?oa6?b;<Ag3U}d0=M9j3bff?@rT{f9nF>5jg>pK3ex$QyYIQ{LB;++
z*6x)d{dO?qp)OKK8ftKXeE8fjFywMU+-ts@e?E1pKehAk+#EKMLQd%7=pl7{z__h1
z3_sLl>Qw(-iTLdVxqJ)5_vwEkcGxJ{Qo^{icd)t~QnGN#O3rs83*$3B&-aVg{<tV6
z3HRAylHJ{D+BktAm^)MORZ75(CJkaVSP1}iBT(U@I4gV;q^hIol$PsXE|+t-Mr$!2
z`DQQ(vZ_`I*?A~HG)gMDZpUBlgnB$Pd^B(HBm2pszYWVU>55G!sDE9bPvLX#`Vt=L
z{_ba{2rws|QSsNG=(&~IROrlgQs2#LkM3yvJ|R<~80$a~Rgs)fa6eR3%Qt){*fa^c
zUa|<jc^g<=E;6Ay*GpDR%^neUB-iiNEha4DtLJbXVn8#g$Bwl+WDyey5bx2TPdDi8
zK{uvqJcqs5l!x(heUbKf5_?H^vSi#o=IGkU{VL;*lltoues$jR1VU}%ZfexYpz-fo
z0`fd6ULK$r7eazY`&NdC7GO3s>Q8&JIaGZ*FytT&BMDfa#+7bgp3Uw&SlV0e+C2Hn
zT|VEL?5P^T8|C{WAv0lK^M>j`=dP5k<hS>q?*&bI?$*oMB@f)(s*XX|MR=gtsj9Zq
zH--c70@AmF4u3MTvueHL{kgCG(;+X;5gTfr-ANcrA>KSSy-7|}RJW4Vs@VZo@6ezX
zjbcjx!XTq}R}_yl;IjLs_+Q&}i>ORb@1sA;24buem86|(sBpEQ%8A=})XK@SJYo!|
zp&E`_NR8l`Cy;oMkHV(kv(O7y+P!!e@NvJr^+jB!Bnbt@$jl{eZFiYlOVRW!d4aKF
z+;0-?=^zFKx-XSq33@$nl)1FEm0bL&1Fi#nb@faVHNzt_hK;mOoa?>um!B|$PCopz
zx*`(-C1*6np{)S_3&Em^*^(2%)@v806;RJc45iNmp1)T-T>8==FsIsD=iMxcN+vI8
zL#eN_6GD1;pn+3Uf1ipgz7!U(;rjSQ$XUPqzV(zzt`!?-!d%b?U}tfnx_W4cEh8&}
zu$Wf4T8G!)XMB?n>Go2XDz>`FLLYG&@YB1YO7~TRBfDKut{PzB&?n!xM90~gz-ES*
z)3p$>V_7&28q)mO&Zz2iY;15&qdfC-BLhd)3+hvtlc4jNQwaYM#&#|kdIi7kcZq39
zS#&~?9#9SpjKZqylo7^z^V_B<BsQywLP&uBUheIporoVxFdN$8gmgE4%*!GefrG%b
zhxNlOQVcWzJN)XkJ5RM)5>{?0RqKd|)W6QQeuhZT%f{5zGVuK{czg7VveRaY1@YDz
z+b{RvlPA5a%dBcKOr31(QKFo8z3HW6^0nmKgjny$97_3=Iit5$X0;0cSS_e~85gmB
zsA%I`S<0wz;&#RP%q5(E0sW9B@Vy}r+<qcDU|3ljoQp6bYwdk6DEk&KEH_Y=*P<de
z9E`h=-HaRidj*Ih3mO5FUtxEE!hL6MX8K~hwz5^Na8=wOiJD#1tiy1Ci4PR-6D*l8
zf<6o3jys=)AWMfZX7zjS-w&umu{H7Wh`IJE*xXw{kG8ZFlJ7`Vwa3_?ty;jpTZ_Ke
z^VJEZCrcYs6A*<ZlW9@`9;DkEjrba-x&5Fa!9ULml$#FUtOXhe@~3p8&SSmR6!jEg
zsp^8O;+22N*ItT=hE=%=+WqmC*&%Hq#L-@no-2buG&t28mQnAeF@bflZQ0fB2z2!(
zpl}DM)NI<?3kyqU2mE~okQ31jabg`ULf5X<h~T+I*4Km=S#17<5~vj;;iK-nD{s8&
zX<(gJ_$;a3Yp(9e&2aMw;;mCt1>LT5w}s3$MgF<z{QP`H?fC)xY?ymQfL!SMrJNI!
zXNV?YaZ-=L|GY40ObtDS6(_18Mx5@SbWQ2lY}xOjg%2G}#xE*a#JK#3Hs499y4N^N
zCr3U)0S}a2Ls68}&8UrV3vdhbm%iAkg(A6r1Enmrf)u&>>WSE49gI9Iyr^&ob@Sy*
z>%rDQnM<+=h5SCVTJfneNBbU0`b4!ru&-E5r>Zu#8Tw_SU{pi0#;24N`@<5#Vlo+D
zIm3t5<P?!4FTU9ea3McLa_&IX9?_A#;uH9fai^uF$)D|Z4Z7?gKN~=230XE#5u#_t
z_byo;Sx<jf>)t=eZ+C4R{%sxE=E|_N2Z{%^O69J0)Ki5hnQ`de#q{y)?1**={1I$9
zaBF}IRqoldaKXjx?QeYw0^dlMFOS>yJqigAX9O)^+~&ia(7ka7Hn{d?++GQ-a(%VI
zQR4#ukfqFs49H8<LgZ>M5eeJ{4jIsf&;pEX?13V?k+)7s+0^ODv}}Wc$4JiFdJ`uC
z^89%aE_<o?$tq~m3<u5!S<s-=(AYSVf6~tjM5UGWV~4=p6Q9O}*5gY2F`|a@tk#kr
zqXNFxb<kfJ4*GSpQC-%_QvOfh=q8A|&ZeivFRgFhIRpL&lp@(qVG^6@M9?jIWKJRG
zRyhZk*HU@>*s2cNNOf9t8=}zK?2LvhaNgW$a2B*2pi+XHGFlQp1Q_1Afir&(3S6Q~
z+ihViLX};h)%zx@$wQ(B7%-Q_2lgi1t8er3Yn0CQYcY?)o!vD+YftHE9``lR`fB5a
z)tdsNk>^^j>lPF+PU!#0<C)hdfoVgzG%;xFbzg=3>e9O4(H=4a<tWUlIyB`)5)vzc
z8dM5cWIlj?f|B~>-$vX(TAa8CR#sLE_0?ks^&yoa49y^XXXgL9_Tmmw2?&a&rxP=Q
zV(fSC-bIOh0>INKjOv~w_4sedj9$oL?ZfD(`n!ODaL|(321NaSBW@m^0oVDtxiUiE
zS4jmZRgz5T<3ASN7)~alCVxsMYyzssm`wIo6e3QAOB=6&-`S4lqPn=kJj$C(z<y`<
z##-|*1=cdBo{EbBgtenpyhOMvYO3)ap4I=UKq?`Z`qLE$W~8R#A|uoC8w`BF#WE~-
z%a6I3Y(QGfC~f+;_^9q%`k#he2GF)&Y&o8B>aFJ_>^+dFlG)edJdm=w26OMG4WB%v
z%)v(W3!mvfcLxm)w;&JkQB518i~yy$8R8i<2PhA*aB!%M+)xyLRzn~GS~3379f8uG
zX2D&It|JcoxQ2kdUaQ2##r^#0(|wU@$1Jm<9OYFEC=)$>nn0$<4?8a0{(swXmAdcD
z7fx?nS0qO@U6aD`9J@9&Cxy*fxOdG9;-Lzl9ks}3X~}dTz^eN5L3Y#}tr-{xUrcBy
zU07Hca1<m0EXF?%PqLUs0^^g`$4-3{*59Hd<RP-=<Re>gH>JfTi>4OJZmue-X&^L8
zAwbK?QuDsoTRz_f%5H@tKHthb&<($0Rib97JL?aZG~Ty<TZxTFK51FtNLaJwu}7NR
z84nc4ZrmRZp`i<ibHD>dHFF5iS2l3cS4_}Z#kd460yD1YIloFF;3sk>nzRGP-9wsc
z>DY__PSMN`lF55vlT4RrL_g&5Gy~t{_=1j2C-0I3$~<>xN-z@XLl^|gxnWlXSpG~X
z;=_p!xmYtmy@NLWt^pfco7_;8B#qe$?@TL<rP|ds#t%u$0vU5*Ouz`;vV=&xz0uq(
znF}GOxV4Nd^Eil!<UJroW!qw`rOPf{+y(3#nF1cngX?TY-@blc+j`6}b9?^4?!1uO
zN9(3Jy#0AEn)rbCV&cg27(2(;&5F(t8(rap+MaTEj?H8dact)lpN?Pi@6>^XqoCZ+
z=)SLvenAyu{vA_%5P*sk8AqT&=Olf}yGgs26ZrVcj@By1Bbq0;{A}CVO490(C|OR(
zQ#bX}rVjZn-pNJcOdE9{cQv%=1PAHqqt_3tbUmCQ=G+`+n`}REQOr5VxiFQCgQr^y
z-6~snoP4LJN5~2Xyjo$xj&t0)i@U%m5d>t#N1Xz7mGmU9fUh~#KhR4a)8+!4<J50T
zXYIty4MB~AhZj`Ut7rYGQl1Snl$28MYxp8kNe$FPouD29X3A@0E?b>TsdT`^Av7h7
zN0_T#)aJ!Tr*jv=#<*DT1J_`h(&?DekpqtFr<}}aWh8zFARGRm4fn?{aSF&8X(eZk
zP6!@5*QOP>p9K|_lHd^q+n`dMuE5oO7l*vtd=-X|pMJtyqii&(pRKIOC%4sOSU`)8
z<2@kwT^8B#9t1iR=WyK#g}H~%j)%>llPPaLzh-RmsH*-4)B}}|C$(#Iw8m_xRyOW#
z7gg(&PQjMw6@#0R7&L^#+gYs+zw@66J_qOH!MSi0LT}i^32u!Vv-!GGslagHh_2c~
zBi;w%^ADDBQs~MEhR^t+qcn)*P`an|i~Cn?4Yd(kfHC9dG_)L?75b+Vyc51G-Mnz7
z#d#~L+pD$QT2t15=@RStalbbdt%ZMnJ{v(euME((USnalsYyU*&lgOIBU3}juP`pY
zm0VS+OZJS6{&Vz=0q+NSTNG$Rn1cbTqbYlKnV47sN`Y6;B>D0tISYvRKkgO~{l%&g
z6N24-&S&a$0%d0PD?gGX|L>vCy}z|=)IRlK=jed$K<~wyI3Wl7Z`Mr#*EBCS9cQ)v
zaiZwBGV^ewu6ebptgrth&!n_p5n34&Cs8m0)NpftFn57tvp5iq!P{N^KkJr~e*6YD
zz>h}{9<SU0FJJqnNVfEYQV$>Zf`^ilk`e4CteExJbpf+Hq5D1kfg282FRH%3bX9|%
z>&9cL6iFUeUlNkS-SYSc5AXu9&6NjdDSuD!(}Y#a)svW@%Qw)`g%5qIxt!2&S)jKs
z-MA5#2iDWY8e}Y2bgRa5;3^$g$HH<pEm?nlEyegzRqd}O!W!z3CACYYoQdg^oI%I~
z#kCmzk|-BZf3IgT(!%s*YhE-~UrBo_Y6JNH00gYalb8=gOo`~in&DwrDJd&#%Yr_N
z%lhFdSKHhqxA~8e92`5MJMMl#af;ouZ2fVSU_02UDR%!Z`Q&cjE^2v?D!K}M804Is
z1Vc+6J8aGeTpKicB=VE8zzAZ^o6=2J8sJZ#YV7^SmG63F&j?9en>`um6<>NdcEj~o
zTLCCc)dbIwX7z^;bgxCYZ<sV~c$A@bR~2|b45IC)rl+)cG{TXs8fijMO1WAqrb}A|
zDe*rD1Tga{^^d244sHq!F7Red-!e5djjViA9$Io_WhG4W<=dY(-sf7Cs(K<+tdm7A
zRYXb#I`s55Ntfgit<8kk%``wN_~WvJooAGzg2!^FouK`{S6q`lVmt;Y`;4ehG_`!$
zx+wzo2>w|HS}eEG#qSfa=3I$p{@gNnQ=Q$^+<36x=Jyj<(jW+vReO|t-v_(B0sZCL
zR*40?>HE~yd%dEsQh0j^`<R4i$o@+FhbfYwzS@L9He~W+ZnTCL^-yHNQwM+)Zjy^C
zfN&x5J6t?0I^HL^rh3+`Xl~Amx{ocsa4$W=j|X7jzgKbJWD9M~R@<0}M?5z-H)?)j
z9NIQSJaHXwU+M#+{=M%~)It?+JYr*~2)c9~NcM#Xa6oKCeLsI`17rQUfDcb+SG1G&
z_nI0!xv2Se7{k&84_3+Q3Ef%5WiSPXgrIXU96Y-hRbz1QV7Kk-tAoPA8o_wSEB$H2
z3D9E_cz5uA#YAq&m&&jeLG^SuF;}Z;9Cy&(qYoa6C4vg0nB8oN;x{6CA9e(?iS#Ea
zxvv}b)lfm(#Y^9ZEB_APhHUduCmW+hSo|NR)Q5TcIw0CnP~)A2oXNe%3!SV%d-3ue
ziSkRX=QnPQgS~CzfJR|Gz0LvJy551+RRP7u!YU2K=@9Yk?EGVl2b#bJB;c4OwR7ze
z<?u`NQXtAQLaswL`F78PML%!y2=UKi#6Jt5y~OlHua;UH(DvS~8Z9xEeSW{<%HGc^
zzZgxk(lKvzTv%9G6Ns7Ypx5i$*Bxz_4M|jQ9q@g{RQcOx?3@X%oxDm*V+IC8@M!^9
z)`ea+Xkh*;e{8a;2+YY42D#Z?I3xm86)Jq@!`Eh-10zu1rE?J%SHTGe1dtZ+O;U0w
z;+GZv%(Q*Zy7m2xGnzx;X@VY51O2-0A;6A&%2~u{9$fWn@=({UClves)lD5S{0dV3
zR~b-H2cRbDc&DXw`P{y-F;-NwJMi&~15dc&x81KQ_GC)wpC#%fFpTu2G*f%c5tUJS
zYGCw=AhfmTGycSu`&#J3Jw4Z!hjJr;wp8AYi-)I_s*<BQ@@>Zr)EEFj<sUCfiwVxT
z0)QX~qHPTA=4!84iZO$Xs?{Zf)keSTlNbc(#6&MrXDAN&Zn3jJgFyjovFK|4*0n2o
zIPJ?Z3%-0P0@y9n<@WNdrtS?W4kLbQHmmbhHVg9U+1X*BsTbw01Ygb}sl~{{qo}T~
zPS3%i5Esv>=Y>*#07KSq=YvnlNXc)h<h~3@r1O}VC>SRwVmWq)_o2TRu??kkAWimr
zt?$CkZ@;3tRY6wPLtyV6I3eG<rl_bmAdEN00h(o=Uc7j57J#?QR8*|sn^b^OV+Foe
z$(2D=RNEej$YvLE*|)MQ17Fyptg3+OG_W*`2T<YtbK&2@jV?Q*_beqP<-iZ9utq~#
zGdt-pSY+AfcNb?VM*km&;?cF~Ncg)f&;^h!4~qYiQc)T*%l7^7cgwY)J9?lxlHdzu
zLNtuu>5a4>dE)=*+Iy+tv2a67Ob2u~GSJiCw+PL1eeMjtk|`f_RXQLd10FwpniM~Q
zLMi{XWiK-3hc(fF*Hx3C#9~$iG>7bz2GEFP$j{_I@7sS$LPnNKGXYv7`X_qY{mt`!
zI1{_-zdI9sHT|1;fZj1claZM@a8Rl<Q^W(>q6gS}jBzuf2cQQ=y!oaBx5CJNYc@cr
zdb!~LQ?fBdwlo6cVV8epZ$aRHN;Zx<HG#dx{*|HN3#S4%5FP+3z$4kGM~s8{ivdic
zUgPt{^Q(MW(SoOQDVRT>bCeZvZe5s4)Ma?wSO~Ngyb$I9cwk>-8u)Vmzs|lqoT~3_
zpH!0Jq&}IaC^Cg)&QM6^h>$sCjtH5RLS>ez3=J}679vxW=@=S>$dMdmJUZs-ocG!K
zQs4JCyx;5nqwDH&ID752*Iw&>p69;rXY!Ppgk4uEBH_CtAnjMOybpp5tgliRhHH+|
z0_zVyNNI9xns=whk^YWrAaH2R3W)lt#%k$zDVewaF5lazC&fR4ZJ_*m(yEDSc@;4g
z@&i%bEQ*4RiIwR)SJY`vM6NE43zgq^x^}>4bFo*Z8dd#vq&bL_++}IyJ8%}OgSpOW
zY;3CN8VwzF8T88xpJ5-Eu=y1d!5N-6tcih|z{wwJ%U^JhaWxmNaGllYm#!)LEq*p8
z^Ps3@NH$7bF-39Ic04zD|I-85inTQrp=^5=R@xtlq5awT92Hy+_+07NzO0Pf9nexy
z&T_)wJ^TK<IukrDMJwf<yFN$*&xP$^Mj9I552q^!rNaE5w|<aCfr|I(OCJbMocBwo
zEKSp%vbedgaqrJG@qiO`8*Wm|-`v08etzY01e9I1j9a)xaqu68`aZF_FKP82o-X@o
zX(zssA<+m@&vI81Mmc<ZrtENH*V6tF&`0E2UTGf{9rN^V*kH8_luLH}La>?~V&pL*
zb_G@XS+ly#H+@tnq2wF2+e4`UX^U-W5BF;Vl^^`~U{o7Y`@x=Hz}Eb({e0NttZ|f^
z_@VC`=M>E=x}Yp-X%AAnX)1-DIdNQfQcupoJ=3I6_QwB4_o3!XBn=%BLwNzxC9tc+
znJt5QQN;dbwx}^GQC(B9^xYyw3=rqCsP_BH#CTM9$cTxb-9#gxV`nrrD2~P1)xcY(
zNyN}&$}Q5EG3R#DcUl|>KHo_sVn442nlci^JTXV6Za(&MfUKObFG)w&qv{<<AdpTZ
zZ@SW8P3<xdhekt9(0~6_r6yElw~5IY4r<N(DaV7rk81|J27e`KO>5LVP<@C~@z|;C
zMdxQlvGXL5L;JU{wq<#7H*drlBN=eLr1&2yuiYYI+mnD~e*FmS-{<_TQ`5GPUafS1
zcygSW2mAJMKS|q3{LCJ?ch|Q=Nnz&^(IkE~P#8$`01nfz9c3i>=tot*Q+5b2lp}UY
zrm!1j@puP{?QTz1Xz%>%(?vVNkdM$9@r<{(6hHxO{8kq8;_?nqEp(PKIq}7;fJo1V
z>3^xz^HUXL-#kv@CIr|$b9U#@mSrQ%%x=gth+d`I`kEz{U7nRDa^Lu5|H7z?H_4-C
zX^0JQlmLG6iLEH6vGBk6;Nh23YpyRB{!-s}k1P^1QPTmW=WA39U8AKr_qp;iaB|8P
zkz}xS5t(E9H%Ew>FJ6dvQ!bvu{bR+Dq(UYl>o~bnTfoMDk%FY}#nLKyA_`)FMgUHq
zt1m`0zJ(wOz}oB%STi#k3|<XHwsK_h#!}m$x|AU1f!dkt^2{+hBi|?8HRQq*T@1U%
zbcL0ad;q`>mXDmj3(#Ek#?2z&R{r993mgOpBNk7&uu(%cGRJp2(9(^HBr;>)Z^&=y
zQt2k`G3Kn)85kAg454j>2;A2-<C?m0blt;*a+)J?Vm^<S4P=AL<of>&<9i_F*`Ax;
z8|K;|QPaSjmF;*F=yzwW0w~ISQ?D6bB^zB_-Uh50*S>mZoaLK(bQH>m=U(_q5K+Ll
zc(*kZ&l?qw^5%Mo{QMTn#QyJ)uNtU^$M`W*FeyHZ4uH|jv8l-nIRx1Yx--FopXmRf
zYuyUiXXb~^CsRuz>4U&&hI4Y$kVH4J?A2@Q{OcP-Y;-{YDqxhgEi(MYi~H!M-ox82
z<2Wh3jYqp}-b7wPB5$RTy{$=X?Zn`uq%_m?ye=8h)}N%-q;{S?-5xs;z=PF5ii0fO
zrJ11EX4@K=><3x$Xqj6{sbU_iI}fbni&Qgx5Zk-PIw_r|Uq`+_YxD6q3X5m51{vHq
zF~9TIAPonkkgf4_cx6m6?UC36_7IF(T8Nfr7VIo&(~>tux@`_jFSPBV!)NFRM!EqG
z0*d#GuPEkfxpjqx>@i%HdgrpS`Ute<v29X6j~XYQQB|Fqi4jA7`5&s@U8m$7Cz*Ec
z`WQdVSM6n@5F+6<ZZYt-y{>J6F3Bv|S(T>Jgu-I-IYz};zt}$T?tr(&FW!qgG)NHM
z?47_N^;3D{sP3&1VhH*2%}x16zz<skln4z%c7UDV^YC8rTC0D@R!Fq9v$uzE4X=+m
zM`~zjB=iMB{qDRR$L*#1i8sH`Adetx6^4r>4pg|9Bhx&}3Y1pJJ!KDhYgo9$9PJE~
zM}Me$T8>ay2>Zv`UG#C~u|o5mr!kZ*Wyof#6|o)Rq;@w2+vxW8ajNQAo;)ShW@~SQ
zXo)FTPvUMhFYoRgzVac{Rx_*VcVW6>&-Wki9~=X5NJC?z4WbJLa)Or7`nyBgEk?Gf
z$G}`|(iQ}TJT<312JhG8H`ZmLv>rl1^PI}8>@D|7hEudUg`@v(T%Y~<a7&_~F}M3z
zdkolL=v^u>;RP92G^J4W1u*4wS}mU%LyyP=t++wZ%q-rXRiV-|+QFtURg!t}_wtxS
z@A~f*hS+8{Ukw;5m$vMpUT9+AY~?t%iP_~LBH#(5<-)e|r0e<e37S@Q<DGj|p>pKZ
z$$zmfU9Qh-p7`X|tM1<ykqUzFe|sLh_E;z?2IraAnNg20?II)lV!tr!p{%JHaY|g=
zQ`)Gkw$_Y~kFS5@!@Zs{mbgs1M5Gu+N|E0fP^+t__pU_{i>{7<?3i9RoSku9*9_>l
zwT1iW<S&|-2y}FGfL-XPF~1Z{nWI7CwUJI4+{1;11##t!th<!-ZMXMOYDoqTR(Tv`
zWaN$G){KP=k(#q}zLJUxy8afK4P*i*PXc2r*GmM!{pSitKw-QkRiYmp*#Z61PFmZT
zU&{4+5TB$-#r1`sA9MTmI0^mVCC2PlW>yXkxk}2)IqP>pL8Nx(%q<ofPmSBb!8Uko
z>tqR(zh_FKykoZ5TC8$@ud7(h-W|`&Li9-zC$)cTix>MW?aij#*cG1}TZ59{0YUyc
zCL`j-9k8$s5*bh5EaIz<Vv+h`CKxbK?yPHIzyn@0u`w}6wj4VeziFjJ4eZ87jMMct
zk2E+tW2%idse6Ni$x*q1BCHl$)q#cm&ztE7thY2tmcTWg^cfu;<ukUv-@G5J4JOxK
z3)Z{Gq^B3w4u<@$4WOKbxVg_QO@AHfWd2O+s-bZjDg%ZrhoLYq@*q@1hiQhi;$F2#
zsN4U)F3_F$?DcEO#g%AYDyCECZNi-Qo*ut>!j-N3Fr#m|QCBq&;?bc92E1*|%MaE`
zHPRK{%sG{Ulu*~mh!>=^lf||!gU5A_km`Q<85`kCqw1=EOU9)dqJqYThHj4tWvh=@
zf2|4Q&vnWDyIIGGKdJn=$6|ObH8oxNCf`Oxy*=-&LI2C?Z(Y(k%xhEY5TURZ=HIHM
zn{46s$9MqrFaD~Q9G2bXZDo9YU}k=H!gseB*G)fA7b{?1Yu2hPASHytnB`Usm#csE
zRjnm9%W9r~nTe$0XvyB_t1zVNU)}FI%vuj{|Jlbp!{W17+mnXnh><e0(NM^1-#qd$
z8FB8yC)RB!cTg%dPVd7A&so(oGhn8Fy}d=hx2y_FOxO~A1P(ps7)tsORUADaK^K^l
zNq%~1Qx(4`Vy_Vr))KnS!2&(Y$iV4ZTIQkS)RGY{Wjyl$baQvjL2y6)3Q;0)T<BtV
zm@@PT<|DKx5y{UL?lo%c^+uhRqe^L%y`>5JVC3)WDPsLW|NLdYJ2{P2C`}jJ+ocav
zVE(b(x{j;s3f5n*ZyWI?(rDjHfHeFMM+U&AE7C5r`>vSw+;IDS2nI-yA1K=0F4k-E
ze7{tC@a0!_F^?Vu)!eq6{Z{Fa#NfXAy(^GV+MX_No)$>(7At(4^f|baa^(mPMHIIx
za!CvnaTW7+T$RQF;f$@G%!I0cA#VcvuY5`gNj1KW|I2Rce>{$l37<JA>)RB0Bx(9V
zYikI&=;~>HAar`wejf8Iiu{fXSe8Lon3MB=n<B0TtkC!4u!>`N4~!Ay0KI|~>tQqJ
z`B!?yOR+u#vB93PxsxguE_;Ex@9hYn`s?XUX6}87FE&vR<Z)QmmoX_n94J83G7;Q9
z(ILFVdDIc^{W;0$%Q`$|)E#m)GnmL7m9{ZStbf9+(;%s>+STfJcPdWoQN;2VXotan
zX*jTKFRw}}Db;|5xb)jkrumN99W3^k3v@m4oXB+M+1s%kjBKnQyShC>5UpxSZVcpZ
z=Fby5nUkF^OB>F`=2@M?G^N!;#(X0$XD0`l6EXVcK}PY{7c|RaKX0O<7{g`DTA8k5
zWlvRlpw?$rPd|M2)#&2*_F<|U+E_OprJ>X4r<9tU!dOTcj5clq8o3W6T@beC+mBf7
zh+VFCyc_F+7Fk=R;cEgEQu;4$xEkey{9$o*X8F?gehqN*+GA9_D)82nLieB_3b@mk
ziqQyY^$2s}T8b<flj-sU%)87KE|z9??f~}+ZO`&0g1_@ka|&wl3VVy;YbB9J-rAjZ
ztb5J8f*R`~1IoICcCN9rn-jaHht0ztJg~yko#e+s@%#Q)G9ch}i);gz3=6j2g6HuE
z893ZJUFRw5L52#4cyhc19c3u13SUO%)7FRUKb^NzU@)@}wIi1anr&f;cUmrdzWBA=
znK`Z^+6cIG%I7aTz3#tdchM}FclqPMzk+DQL9EP(@V@<hx+-qeqQ{+$1CDa|p6(BW
zkSot*Cv<#%awZtiP<#6T!(Ow%Xqnpp{!+uXfkrF6@BJ4~bClPbRbEHUT9j8+Ndtlr
zoli?i{%&@l3YbP(&3`<;j<P!mxh@loJQkvWPrLPtO_ziG&jx2aD^Ojc`z86>X#n`;
zTQvI*!?}}>v4i<4-MGX^^-^E=Z2J8)`yWz}T~3r6_5m0B8Zt_SP+wp7+HP@i^po0{
z*-Dd3NvFL_Y?hVB#+|44m7G{k8X37d0QJV-Viua^PgSQEab8(eMNTX9<t{_lzWT?k
zdNc3g7$cQt{R6Y5`!Ee^UtNndZto()8XsCW@)=4wFK~HOR)ouJZgW^cHR2!ro(FM%
z!mKC3HLqr)*OtEx1NDac+o$!&d-sYL2q~S@)mB_*tqt8?t@#HxCI(ynk?e;$I9-b|
zkYI5`5if%(7mZ)PagraOmg3<js}PDJE8Q`8d!p!H_42~~mrO@_`7}CNEjK^PBhrCY
zf9d4I-pn$z`7+<9S<n1g0Uw5C0{wh-<tZqxh;j_g>?@gZz1uA&E~?APDc__WK+cz!
z9j9ITpc`kPG2wz12NSS<w>m8wWeg*Qe}=iq9pEj!?oGJC`6p1i@x(xaEn$o<QKKy^
z?npDwtZ{y2vaC|oXoSt3f=6jj0|Gs53M3Jum@ShtLlWt5^k{5iPdN?IOzO*8sytOF
zP1$VFS)b7e@xx629Dj^&vz~hDcKz>5Bx!pdZX^6~xVMiYR=xSfK#f!e<Fww5);_((
z^-_M+7NNGAf-Z>0cx^Na5lnQY#_&SEy4)H4?%pBiH!eISCvoiUcBXD)9UZH>mj^kt
z8viUi8vMp&a7kVE<%3*`qnYy|eN}=0WXcx_sZDLwA{94o_=I;$l)YXS_d593ZHM6>
zom-u1&R4E?rl*Qanmb@zkyTaI-?Q$;#6REE$??-Ngjmq2FT)~5@z=e-8<P9VWg`}G
zQs9_ct?fuBdkCb$5#4`Y=Q{q^X7}(gXxrLs-%!3+{p+ETy4`;{cnBZpK5?94Dfn)B
zC{?l7zJB|>P8rTq=L?d)4aKN8Y`?ON1hpWIin+nmPkqy|?jg(ZrJ;+958g>Q_ggP>
zOWtSo4kW(nvHafUN#A<w$~e{PUu$XX(lmbp%Ilx=7c7D{#$sbUU1+4vU((H3YZ!LB
zw=qAz2|u8v^|m0*E`C1h;ns{chIOKej(*C!#IpFDi)?S7JnEzBbldt`>E4_`b3^wF
zW=6R1_jO-)EC4TDJf^>h-we!8P<&Aqo7|^zt<EB8C9WR)8F;Y%V;_!IPJ9EA(HrwY
zK4zMP`?EW9plwO5-!0bmEvu&m)4-?tfI5*#u&a8f5^`U@wZo$)l2og6ot~a5k@DP&
z^NQ{dHdeka#+qN^m$v%zPIVx><TCBT_?gwi4sXYaW)h}*k1iDZmbSbFFpn)X(2Azb
z`G`n1<OyBUInH+FzNOG1BVx~!b9_@wqdY_-p(!_Yg!D+5e?D>YbzxvZg#;wdk*7D^
z$sEe+2U10ZK<FIGk4+>F<k4tmbG<3`WcnA?P%MZ`&?0uT5_KYO6m~@jV^7PvJPKEf
zq796Xi?c!=jyyIZ?Wam%+R?YSNb#LLTy7IX3F!MZ@1HRTw)Ag_s5<s<Grph|1{#VN
zHXV<|cxpDlnnfO*|L#<6KstUDT#*j*7*-Z4omgL|cew2jBvz_PX5KC{8BK26rU&vb
z^YUK#9%6ZKj!%<2u0xQseTJ0U2lwc^eTjPsO2r<uWyIK?HT52?w}_IA$8h7rc1;Ee
zs}2Vuav`K51BN>w#8|z9E(G8QAs`n*Ttc6Cqk-TZ5T=(q^%b2#)F0B<D@{u3USCEk
z*X%ffX#Mr5oOuzf?^L@bKA182;16<@HOcs}uzkpEZt&tBG-tL>1jk{Aqe@2QU%HLL
zMn4*7de`kemeipbkEjx@lgw+y7OV17gS<g4rWHha_-^`{j}l-KxY{gFc&b(L>Q#1G
zXuwiwdaEgTus4hrR^!z?f+j150ze{fpOwmeh+E@=GB!s~PwzZPLmnn3s%vP3n^VtR
ziE4#3jMN2P!LKU(Uvv)Bu)Vx)&MmBfot#K^8`#s>y^)InVVw?G{!L@3n&*0}z1VW1
zhiWQKFO9znh`AO0ge3V<JclinYV46#os%53QAi;8)0H?tz&tD~*s}Y)yT{|+kblQD
zVAU;7^`hZ{4PG653e}^wE&3Wwr%KdQo&|<l!rIhe6)wt?CB7xQNAZ$}9v!o-H=*M$
zF*3bL{+#UK4>whH^(k*b!4vil*Huf=$2vL$C%pvj=?wL8E^4mWCsZ|E<t=n}n!k9#
ztnfsyncama8q7&geAG{{#Pc!Ut8o!BU+8@HfyZ`S_N3rBvyET&B~D&3e$~$v{NKLq
zkLO>C&t}(V5ZAg#kqBGdy?gsE5zmE^tKU2yeP=H@2uTRasGF`Af_CrSoxK{;N6A<>
zg4R_asXetPdw>$Eemz5%yNHu|Q}&B4<O5C{`J%9~#(+23k}%^W9|B{XBPRLgvtprw
zX83;uz@fcTU?&-x*u2V`1N|%H_v-bzqD%RY3AfkX=k-fkj6x-b?_RjAl-uC4R=+#y
zND23%=F^HZQO+*kW-)C;05a%K#C<+F8aaPb&qczM206122ZyRVX5^Kts!b}ZsTrHU
z3~=$jHE8@@07L|inJ;QRGP>H&T(09M$q%Z$O-UypIlR#rMfi{~BXyWf8P;cux0;$-
z_k|*^{q^AEgcx?+zFj`_<hrz&SQ!XGHfBxO8qsNrP2gh^3#K7JT{|Ucx3=HsnQ)e<
zkWg3Qn91b*Z6{IFcvy1ay#d~CNuG#cBP1lG4ci)ru$>&V&48eiQoB0#7|4v!l%adb
z1&mgfz1jU2Vx;T1fZI8lB?}g@=ktQ|lEFZB+j@wt*=*^}t^*%rygI~sTOd_s4Uww@
zBSX98BhbgKt%KFU3oxX1I8Kj<!KBuwOGlrEvc;+k)#xFmTBC|<siz4mBjWN0!FP|7
zIFh)BBf*20k1rPSUSgFhN<l+(gu{F!Q!Go<|22`7UeH5Whh7Q%h>eTQ&ks)>P!@wd
zTit{{m6PnITJ{vjzCrp0biM)NeRq_EFpD2FbnuiE(5T%CNq*bmRTMM`WUFtu9f2}7
zC+Ep1BD-ifc-Msafk!;V$A32{;w-uO>q=`|TkPDNt4DP==okAotL-SzONg1-v**td
zWmx`vQfjL6@>Qt@=t#ojF>TyccCxhs>F@$gYL<_Qi0HsotRX?*AjO9lWZ_!?L0k-w
zDsxldi3tE<Ha#b_-7OXjvrHh@b!=i{Vp5ij-{I!jPQ#~Mf`Xc(^1wGmtW2B-Ub<r<
zA|l+zQ@wJRV_RCzdoT(FC#I+4;?_O=NMBpG9xR*XSStToWEmXJE^l_C>L(|!fWU%k
z{X#s1#~RnFCb*5t9O5r$Ge@jLy9YhT)3M$?1*ZH+&mJ4_feZh76q@583dZx$8>M;~
z<68n|BV{M-{rpagE*HxaSG(|_*=Um|{6c-LbkCCBL;`IBICY6Sve&PR$dP{(`9y2I
z34$L@L>XxW9_f4<bIC>q2F)A(DPEAi%2fv|dt&X{<jdU8NXH=hbXTcw(1*wbao1YE
z0sb=lva*9^P<A%1KvO{0^;i7h;#b@BuQj~=xp{dvs9B}E7eA`7S9St%w-@@ITv_I}
zpMc!e4MfW5=@P<a;xqB00K7fRJG_V1dMZqiGCNqZ@>k2(E%iIjeg-ORL3g)aFB$6e
zce%p6y!OL%bYniyI>f18&Hq)`8!p5*HWA&?G4pFvs*1b_%%*w@%?qoFs0}TckV?D#
zRJqisVW`DeF-<CsY=NY7q%AYgknenl#Fv-{MRdHG5*k3wOuPAm;+*p?fsH7|z*$U<
zaVn<TyA-U6=-uF-s7u@^7MmR`db2kD`+?jf>Gxe4Q*sg_dSHl}g**G<(s3xu&#Q)W
zg)_MN^cI+w1I7INN@r43h@~i7@p~4@qnshs!n-xb`oX1-DdF9XgDesIl99(~&@A3;
zDcI@-9i>j>WM@Z%$H94U3-UoBEm4lcT!>kTGv1f~`BU`s3Ue}f<8;y?N!v~qkJDpm
zZZ}BJFD+?+SC6K@JI@drjlS62(qy7O{Y_~s@aY-UcW}8c)Ot>SV1{`<!;oaH2j1hO
zU9!t5(i`L88)yT<!b$W|?iNwUPx@dz<p;K-`ZB}c(V0S$KKmqjc~$*`1&$xLbC=V~
z%FOI9H?3+sLcl=(j8#yzz5tJ3P|PO?myybx)C8AcNcVj~c{aSoI&Vap9m2Ct(@HsX
zXN!+V01<$-BE@gYpl&UGa?b{4xi)Jla^o#3fCCX7UA75oxA8lH7yX>}LkJv${d1O;
zap{sZB=6?hVYmC@cd*L^FDVN}V&e);6<~G#z#*1(2+dk>L}5%4oRw{$?M$xMyOlGj
z!y&D6GPNtwI14_-^<xpjDuSY-aU$ysOX2TKoVD$`ZsNGzhh>?SpN!jbhl~_U2+NCh
z2oj3AJDb@9^AeKrhnrEPR-H5<)N{j<;4owa8Jm7VUswlnl*zSBOYe(1m|d!$_Ut+}
z7H)A+q$iGZ=uGX*_@yhAd#k-&J73_QlJA${vDnAp(qpK;@T-~KKptysC`#>4018s~
zfjQt>k0MleSnCNo>k9h%@j$$&=!j%r`4pDA7%detK%5JeZ-FeG{+Y02YQh_l9;U4o
z-d5JbGDEA8kI)f1qT$~d(jTwLNEiELG_TV-e#Zq8-|%yBH6CVS%1yY7>=lELGmf3A
zhzvlQn7xtcpnXjhUWxIU66{S9vFeUx;5rxXDhpdU_t0}u#1nTkd@hZZjct|*D9cmO
zKPKX3Z7pV2^K%1O%=ZtkFF^Kc#BBc<?10yS8l7Dp0P5^F0PJQkPJ;8Dt*sLa?uUA(
za!57`ZI2y=y_j~9J2DM1UQog+{l|^q;LrY(E^?Dkfh?k`sTmK4%#c6k{$c*3r%vgC
z+_KH@UJGvbYlN}Jd`78zpayulCw-Tk^jE0a<xIe;n`3CDNdgOVU+()kEKCc$QNmhO
zkll3^oC0kS5iqz@8i7;fox68M%sKJk=5Q~}FQdHt5&};_-;9X68D%^LN{?~Yy_13j
zf?Np{AzQn;62YSt66GZB@WFdF&|tCK0cx}VoS9P@m_+v4?jxrdRZ2=qJ2FBbU~%Ga
znQu-S;9(<0gW3V<EQaih_aY+V0eU`OJs2~D*w*Txz-3!wab*)}7ze&sK=;+F6Ed$g
zVe?<m8B<pZ2$h8~Ag%b2Oa5<q@BN2U{y%p8yPiNKzcrUI{u1Aj2h9vgRF$=q3eH;G
F{x54I;p+eZ

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/lesser_celandine_synthesised.csv b/modelling/data/abingdon-all/seasonal/lesser_celandine_synthesised.csv
new file mode 100644
index 0000000..2df1bc3
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/lesser_celandine_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,0.0016865419399999999,0.018724999985060088
+2,3,0.35028972999999997,3.889126640406406
+3,15,1.3865197999999999,15.393974272756903
+4,22,1.8408000000000002,20.43766547098059
+5,4,0.64298279,7.138780511526382
+6,0,0.001556822918,0.017284781614319778
+7,0,7.54055952e-07,8.371981363199585e-06
+8,0,3.3477949599999997e-10,3.716922721529489e-09
+9,0,1.1534227570000002e-13,1.2805991120264091e-12
+10,0,2.429556357e-17,2.6974391605421715e-16
+11,0,6.2529918e-21,6.942446468990916e-20
+12,0,1.91060787e-23,2.1212714305347004e-22
diff --git a/modelling/data/abingdon-all/seasonal/lesser_celandine_synthesised.png b/modelling/data/abingdon-all/seasonal/lesser_celandine_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..df60a945ffa4d26f02dc1e70759c213caaf5f55c
GIT binary patch
literal 64076
zcmd43XH=70`!|RvHV*1J3W$hcMWv}Iy;(p-n)J{G0#ZVdDkUHm@PLAffOHg<-a-j2
z0Sh1m5;`OyK|}};LV%D22!Yx0dH%EBSu^YXF!N<t%az-#l>6TI-uwEsEB~6A+!Wb+
zWUqjLfXMAzH_QbDgbV}(1Q&Mi1kbn@b^C$`jUav7APcxhQ0Tn?sDSakAb($Ykgu1k
zOb9d}&<pOTta$N)qPo1y{h%QKKn*1&*#G$oMR<Ux(iwvR2>6se{<k230s`Xy@c(V|
z%<Tu?wN`)o##PIQS@Yyw5ACN|9ZR`dZki@pXpTSI{i&$Tjvwx4ULfz>fhbh#c@f^4
zcggo|&bnBz_d;IjT^l_aGq0wJqf}*2lx+o;mriKA-a)c>T1m&oBZ5z(!x<^=QrR4B
zMHGoH2ELyEcjHx|nd*NI1q2?yY(4v*<44c0yBzw@q2Bl77x-fV{$zd~I4ty^!vha?
zzYzS-;d8Ye2HXB~c;l#G{(p`HPV9@h``^RA<Nkm5v34y{Xa~i#z$)mDT|B4g?rhBw
z&XFP|6OGwZ1!xW>qGIle8M})0TDzPDK^&Y5R31#)e`A?iiK4SLd~e}}1s?wkuIaJ>
zfj|gfXrNxc_jO0`!Wd-Fo;}{gnxb_!y`-eP(J*kjdr$DezmH?M3!1z+o0b3^`uA`5
zwvLVxivkmkU(ZjjV4XM3l`yLxRQ$#Y{avqKY+9VE+AK+;I@c3X@LWdiJ?!h5Wvo)D
z;2p=N5RqVu6W2UEKIcTOdl_e`-F0jXx@&I!hPh?bktlV=Z%j>lb9Itf2eU8C+#_(`
z#q}ClK%jLZ{fbX2^I7!3XJZV^IOFnN6O%;iQriiKO&%lKXMVIQd@99e@Poc^<I!3i
zJ%si-)34vcRC|i#vF+L0w}<Fs4Fl@BRD5oQxYNU{X^tW32lMudbI75&%n_uJq`AQN
zs8hF%jjgb$3PZh83u~STcLWr%bH8wGxU-~~Obtf<j;rg3fzZ~8RYvqy$@tbLhu9Qa
z0nZfDr+2*U$yC)$lTh}UNs8Xc-&`rsRgb=l86CA9r}d|96PP;bc1U2ZN_9MPpz}ke
z5>HAas5g3(DNQF--;|J$FcF(wp27xCzEnMb=1lwAwTrIbchg6!P7d}MY+w0)&~){&
zxo1w;XUyih5A|pbvv0H9v1xeim!?PeVf~vo;~E?Oo|sB=4v9M4u(?kAUrs)DPJOO0
zKT`MWwk!9pnqXJz@(Q65Ei3(Zh!{lEzGGT5J7(yN4(aI91SO1ZSXfv%myVj9F&y1`
zN*Vd2uw9_*X8T!zK?|{!8l%3AjYyHBYG%1n>qU08-d4W3I*4_(ZBM`eTY2Up>Z~iA
z%A7ZTiDzg>g!~}Bj7=}|ynghhP>#;(&nM>GAlh(G!>D@1Oz-;xHUEf+Ql-sWqJJW0
z-p6H4F>#vswFh63H?~8jXS@osrycxScp<zgrRY6(eYOdR{4J3$U}j1%yMzTJcOX^!
z?xnLwejp8D(QexYy#_v8JsdBwE(?e?AvQaOY^gM_%#~COrz+TYp<hDFh-Sl^Jgz45
zF@X+dVa3F^I89RY>O@=s+=s5t84JuV-Pz<=?a^~N;P)*aGk43<&(H7EGpPKN-&GyQ
z0;m73naH7B+mWj7fu&{znmogY_GDbaoDg!3T+%P1!OoVm#(Upi&u*}nyyE?Ff!svv
zlB*c(|8z&L87{fW$sFHkPp9_gWU^*OZ5$?c6!{dZ<fK8zN9kqS4<0<gtq8NT<`by-
zNjh`xM5`fiPqV0AIJL<ah8&bqgOiYukcnjJ%OtJkThCC{FLX)x>BR1?u4Nc%f>B3~
zy-8YIMz!#apX}Nng1fHilyC5|zdKzSo2}bR`<-mcX4ycQdx=ZcGVq@dc&v(OIxTM5
zmb<x>6s?v7{e~)Ikm_KxqZZgX#U!C*di~MB?u$6uw^#$B55~DA3fH?BI*vfuwWZDP
zN{QytoN+qC`<iq!J-)>{<wS3;nK-9)OuN<^1x1vp`i+fB7{YYFj`@ERF*G%;SX{Gb
z_v?#0{?_tj&}P6nmL*GBTf_x!T76o5!_lg0X~!vR?hElFR2|k1ubJ-2v?+zda&AO0
zsz*}jo{TTTV)AFJwL_v)vf)=0KAPLw&NNfE7D8JB4gPxQ%m^tp)mpm28{gvPGB+V_
zSWkGbCZO1uikGcX#fD3#GsXL3Z%61#&%0t#<PiIY4$SYsI^O)z>blVeuyIH_`hO9+
zmsxbAdnCNl8GjlN$?VuDt;U%*h0wEJ_%eJxokzG+pH)#k(?6Vk^5L||;R~(lVukW?
zOo(F+yoEQsr#;92>mFQlK}aq;Iu@O?xjxe3y|u}+I{(5w7c#6uvya%1oOEM;B{lyL
zt&+E+<sZ`yS4)B+w8EC%J-uJWTdw5XUA`hYk5?Aht?4JAhpvWV#X>DD-;yZpN-Z19
z=gDW}<gnRUS@UBaU{7l+w@3M9SCbXt%}cTHmiCvDO$Yz^CvxNpoHC{zy}4n|;W6>L
zO_^7Grb$W~8bnBFg98Qzb~i{7NlNQsueMkJsd1eUul|p>t4J>oU;K*p#OIi!w3ogg
z%%*`03gLj6PLuEW{(bdWC@xEV0W}^)A{-MJr&7=np$&*Y2AZS64F>Di(bm>>z7bOG
z(O_Y29!dZA<;!5%)2G*l=@{qm*-w`kBkSiYolBL<Owo8|kLvh}qi086@jgx%8BC<M
zb*+mR`$iNQZR-`qA@idXP2}uQ%4~Ug#6m+y1FXUcZODqw11o_@V2reE23OHRMR-uB
z%Uc=1Am-JCbYwMUH@V|mVohX56h|{OQw0{u9j!tJGp3%OOkAY<@FvKNYP=4Uj6z$_
zH#40^Fo+1wXXDH+->r2Pjm+b6l!iZp|BKN$B^8*)LHZ?SWinVgiXobsvfHIc*7KT2
zp0nV2V3*?*73A2>KPZ!0T3TwWOPLz7aaO3yRoI2OX&W86vD5*jgtWhqX!G+yj27NK
z>Dd6v*#b2;8uPWIyo9N=c(g`Gu9MQ#%(zE^(jpk#kD)wpT>+k+o=v8j^vmNk<wf*Y
zCr{nYRktE;^u#mqF6~$-`es^W#cnNCxyEc1{!UJyY?l9Hrqj`x`D%O!%9qfON&?@n
zGQVD|g-O>8^{e8T(UM!Esz%7-&XITTkqS(*=lsZxwH4Ca@h2mcYVmo<he<ZZEz1w#
z&V5yTSU%c^DyXf2>`vL-6@&+Ak{AJp<Z_^4v@%p=5({iv_4{uc>z2rc!_wd6ro`mV
zhRlvs<VJAWbZA{?6CPAL-B5gvb~ZEuU(Ma)YZJyuA3nyQW`;Uzj-#>CQLFbFatT%l
z{BAZ?Lg491fSk<s6LblbXe~PSp;b1x$rz;$P+u_gm@Pe$ZrzieA_38$^5TNU3X#!7
z&CrE;2Y56cYoBLfqTbfvH(Ggb0ghQ~7a!~D?0it+(9qAD$xmvO4*UJuoZhhdD<PW{
z%%G5YM4yTV<x7{c=yCg`0yZa5^bj7zGuz6qw<9OPaXuk~gXQse)kp7z&NVx`Zm!{@
zQ%On`C3!F-L#yZsVhYQM+chp@NGLW-={?xmL>7E1(8J<~)+XYl<H^J8XDjhKYrhXV
zw?y(-BRKK+R;33+dtMyFF_B8jl)QB?%jYT0VbzRA1edM8ZEu7VRLK9l>lYh_xLic}
z&^_m7`F9JvH`ZdBVie4If(k?YCM|iNlt#Vo>d)<=etzYF<aklJte=e>hbpSAd6=_2
zmV3f0DX?9_vp!A9c|jAe@PjV$)-j;-^e4ZT=&h(wP;|3srU2T>+PZi2*=8P#-gq#c
zW+8leNBGZ}U6Hy*&D@113`z9RA+-($fCP%7^5thQcyHUy5MSBapz7k1&a~r9xsSIf
z5e#)*+qdo=LpUkTad;D5g_>1M8f{w-TmIdN(Mv(=2*Sqd`#8^Z7I|$sPlSv#L*{Mg
zS!Ry>ZT!jwZ+bQ72{k7I$8mDQN31SR;8<W81UpCbShxqsM@iXFhE+o_?3uoA1Zw?c
zqOiBi;5zR^f?|Ma`lU~!NoPa4=?@eZ@1dGzKW7%R-dQ0wR#t+>AJhu;r#VN>Hu-^3
zT^Jm+9B**EByezbm7P(IVPfz^YMRhj`Md>@h1feTmq#mDX3aThYN_^TbSP<mO-SiW
zgh9Czy3r89;+NhAX`eU_v*pY_YIP%$8Tsq`zc?;;xXd0wnrFdzbK23{qtEU>^l+27
z2G50u$d@IxY;8u2)9D*XdQ2&gJ(<N}vvYp&T41yNpK$8Zt2vN?*87#ZcmbKCe;*cl
z6#fV4F>;B^Q9VitoI7cbf-UtsHn)>M=qFsNmYz?Dg`OSNIsGJyqI61ZvE)40+!s|P
zFT)ToMq&mdly#!kXA3Sp(Fv(i;-w&#G^XFVbv09n^XOcw5^K>Wzrn)0IJWM_#QrHt
z3sj1z1Mr_m6`fy+5fG{2(9?vp($?<exg7@ksbOK&mJyr<dbx3G*r9jlT%A|ug;Nmc
z)&UTTbk68<`vPww3yC|JO|!)Omv@feS>9=&K<ea9mAf0fS5@vKhSkUPC7bFr45ryK
zIW1e{28z@E7+tM*Tt>^d_(SGS*d3%2kuu-hO0thd!J+|Z8ymXo<g$|CQ~sdNIe5s*
z3ZoQ(N$vANRkyl?%?sDj1HXx=zFm7ag>I2|Y98%eEcQA;^T)Ro?=Zk>M$e-!FIHi@
zqBd3rOc5g_u3e>IeoB?hYch`FN#9jetm9!NJ$|XZ`Ab@Bt2tyFlUCkTKGuPfG3qR}
zc4P3SSU!b<`Cp>S;(oE_wLR$pICW~h&)n){Qs}}rVt^X|b{A8_AoE*F+_5U(&NpA&
zCeh>8Wp*iR81dC7&OeiOp7FoYIZvp*LuR+eY{y7D?32B4<WD`m*?n=Z0IL@uIRsY4
z)XIu*)C@|#DU*4p1{A<gb@rb|ZzrEo$AVI9P(|~_C{%-|&!gHjsp&nc_nCGnZPN|N
zhLYw$*VMLY{Y<q7t_?|nou|{(qFdIcGcQqDD>y3;W&>-UFn}UY|6T{X`=Nse^X=j2
z+A%I4mS?wE_jXNVSC-kYdxSg?Hg9^qK@pA?R}fAVHz+e(O3h!dwk<JV+f&nnzgw9|
z`Ytq1CTil+<?z$n9qRq>rK4J=GkmgI7%f{EWl#4`b&eB)W#vhj_EAX6&Q*!FzpbL1
z%X$K-x&M0K2&lkCg@yfF*9gtt6gE){4b5f%hElD(<qYvn)X7Zl&x!uI@!(1r!s>fO
zv<kxwj7J85tlHm;Z`!cKcSoY_B3t*CTCQxmGIxfLJ70USY4xn9*0+sjh-}zuuDF;P
zw+L>FQf*QXbv9eGN(J|Y=*qlATB_tc&W+w|ux5}Fx!~fbG#A)8HgBYq7+jZ5e2N}w
zEZ|Oh;I~96&EfQsUND2|yBjVf{B!k?Jh<z-xGaZ$>CMGmLvJ}-uK;))S=HIcsb2RV
zZJtrdt<81@dr)u#*AYxhD24%<Fk(1hPLGQ>SL}+|(wKT{VMrdHeq5^_P9yzKse0sE
zYGw=_A?Pl~2x*o+dQ|oG09%L+Kvn48>sG%3T3F^ifjPg!HjSnohUewWvp>B*5rP&{
ze4$z|W~<gJS-BMDb)KLj=j5t?yvrxo>Yl2Y?P64CHJ252yTUMf_=a)r$laS#Q;`yN
zN|c+@h?<<RX^Db|w_!W>mHy};*7{sQtOrqrlZBp_n!Vv*Q))W}FM^8O0;cDng=uh(
zDWJI)DQdl%jOKiPoq2Y(Yp+olfq5=TR8V>7+<7Z<$C8dgXGfKw7=<|!|LAR~BIK?J
z{CH9;lgwR5x&;G_G52J@&RJ2d@_lkU-1SvI8>Ro+k?I6C>%GDyLYQNhKnbNnD1nua
zrB0Jt{Ky*4(St*@3I2+$B&FK8{MfrK{bZ6BvYS>W^O6&HPVVzRM(ijT{nXOR3@J_F
z-koCR#45MAibqbcy;=*_dBs|6qAGjS3sr>k!9Bi5`TC@GiKyf7{vrSF9sTim2+UoJ
zvr;(EV5?EyCLq&+dz%PJC)rusopr~fw-BEyax)@Tcwp`XZ{|qE^O5q+i|_pe1oGAe
zt8dVyBe8acpcdOsK{Kp_oGG+Y!E#>yyvR=5D-W=CHC;7Hx|{WZReG(jj$gkVwee8a
z{=;uxcuPIh!$Tvj>#g{G1v%mT(s{!Y4cNBtt$WF0dR5eW5;w&x&y^t9p9+gbtI@C;
zZjDZHsV<rTyJD40g%b4HZ3Mv=)}KbsKb9={sR`&JSUq7lSQl2X=mi;v$s)CpqEkP4
z4#nmo*pLEedCft=npCezsPhH7R@GdKSUs{eHO<OiW!OVFF||W-hn&(Q*RJALN5?7c
zM9xJ+9TS&VABwm2fP0pMLafypQd9MR_nbn?>kEfKuG}km<YXmwp~kz*`gquMcRH>u
zLdQ-3`*@aOM1O<-l4E1#v|sG`%JNRi+&ar&jp}S=IkmBOSl!lYm=j{Oz4}}kvR258
zu1&P>B&`>zDE~kwIg%&+P)i=YLVHnB3Z`eBXkVhVcOkb<c6F(go@Z<wk2^T1lZBrv
zp7;FX%^h#Y>ewiJ8{$fM!BA19Gc1c_<_LGah{ox5iO$)kr*?ubZyd+QFWObQTup&<
z226qep-?~g=}wxRPm&PH_bdq@)rr68NM8eP0WsE;9KFSx8!AaV_(J%%R2Lf`y*Z#d
zSoI-6<X`y&4i;e*n_U5^ZclUkM{R5jvpQ-<LJ~c{j2GA76#>q$x-j%ROoEH_O^2kW
zdqFTEk@A56AL;}w1OkD<#QGMjQmH2-+Ei!lqf)CEg8Nli=`C>tvtqB339TfWnYv+}
zqt-rE`^F5cpY<P|2GUDOkfLMM+Em-Zw{;~21>^nNE3Xc&RF7ow4g<ct@vYOn=J@2$
z5+EQH^<6m+f9>)7k<V*&kuYUzRLh^r6g;trt>mcNhTOGs-anD2L3O?!G+?Z%e)X=f
zp7z!T)8uo#P=owo@9P!xUp;>br@2|@KAWpORy-1Dr4udZYBBLp_nU8cT1FujKc~C3
zhBq-AMBXTaD=;r=YLeEj61nS39u5Xwv;q~}1A*PDK%>k%hMeCIPi=2vVC+AUMqhmf
zv}|qqi*WbO-IjOtx+Aj5b*1WGn$zXPejwlD0YHDR9G8mt8<l6{q7oO1X>j?gYL0?#
zg8x9P-oO71Qed2EJ?+nIWkU>Z1S=Pn!ke8Bm-Od;iF9(hefze_fkBKKAB3;{1M9#c
zI|Y?*`y|(PXqx6BmXtb?qd0AjgC{|AjKCd1ek@KFl`s*cT5Dx7$;ftJ9bN41I;Clq
zmQtas-Fz|buTN$Bgr7rRwM_@tj(j$LJ&_IX{j5|etzf7Vmr<j8p`=OCd4F8Q=CgPX
zdQ?zxs!Ce17%O-Wu+SX%eKych?t15#3I`m;)%<0py&x*0ysx?Z{7HeYkh9LTFX7rF
zXBcDYsdTR`rNQqLk=8ctnN<;hXlNpQuFu{vDY%>6;8^mFYqxtU!ox9VQs96I(0=u_
z-2+v_WZO~EV<pR{$B|Oa5)va$5wHfX&^`${M&s2dJFPSZiGsc=vT2-z2E;7KV^adI
z2cH`(+Pf3}sy9AnG%JEVGF@HclGW2^{RV{)Q+s#O&7k%eHkJsHwi?b&g-Xs-t&T~S
zdlE1zH%pgx_W2|WCD5BMP_A8`61|61T4p~R&>X+-=#dcKGBa$|o&=Q*i@R=T?FXxr
zHZXW`cw!|P0jYTD=Ar9qD?^M}*hR?=&6GOG7z?$6Ue8DCejH@|*{{tOJ%UNSkO+F}
z6qp(%Y@VHUq3WnNq#9bq`MoTNjJf{NXPLNLYXQi3UJcwZ>g&4FVPtIIi0s6QT}8=A
zAPl+X*8J_u)^b{l<?5uKjPS?dcF$la5Or-QXdQcXQ>->BRcu523&)k81Sf9SEBph6
z=VEpp^GD{+C)9`}mz<?_VC1!c?1%BS$mCROS%1tg<syHUATBD$Fs+GMh!|&c!@Z@a
zj;`vHBxmf9?zgLqQjxY|&xLsV;(D^Zz8t_7)<jREB~q=68cSs=M3i)AKPG2Q=>qL4
z#ltrx>tqk<CSSQokMR+HZ0jstKBrT$EU0uk$tHOEWwo0{Uz)0tPcCZFC`?FGo;G^^
zElJ#+c3o3kPOdSizBHh`N}k&IOTpE(t-aa8&XVO&Jo64xiMLN_D()yfLw$sXKa{H=
zEzWm2CB@*s2;xI>tXDRXzJyET+&jTT(`({;DGeqHtM>^}ry=cVUZqtslPI}@3bVe0
z<oHFvOJ>+kSHfVUZV}_Vasl(bqzsVawI-Zx)%#c(z*$^ca(t4tr8D!#xW`;9nk<LK
zNJ{>fzfVM2+kBs<C^A@X3-y!xhC~@Y9Z}8i0NGDx2uE{C<Cf$6#eb8(_;ZjA4Vyr%
zRC7-C-KUPdU#b3Eu%(rFz)Q~6Ej^PB1sa`w@X+#kxrjJtyOf_``G4U+$(O=Sba?=1
z*aEd6h&5y*F1gdo*+_oTdrKxFVV{I#SLjlkI5*ZW_u;R9F*IL7Y)A%x-ng{@57AHP
z`6>*LZ7-Y9H+@}1{`cL3DyF3G{~ko7pQEU&qnSaeZF^m8&2Z~|mqL6Com~tPMBJ+N
zK8ozB`Ed2Lvb4g%_MAAYZ?!MZ!G}|z(FCnrQK7fAxiEr%SSAWblu~;-MD!wjrYPBo
z3gPb{1F_Rp)h@}R6y)SWc3gK(z6c6TW^R^Cnd;A9QokUn;~UeeIA?}deu}80hJ)Di
zD-~$AUAE}Il|~NOpGaoM<9}3Y)GIF`(SGz@e{sLUEgW|s)#sx)P2=j$iQD7i?aVqq
zYb|=nTV1(68vC0#D8_ym!w_c+4LfyE<}s~-t+5gIW&@i<@nE?@C|3w)f4{<+)N#I=
z6!|>H*S1o0tun6=-SV({aQ?~?kW|#D?!XxE{!oW+ajE9);a+VW<<_Fd!%1-FWm1H`
zF=cE1%4E;yYHscPB}POdPX<a&klGaiS7e~uG9^3$kvlOcn<2g)HkOoa&(`A0{NurF
zCn#zDXiay2<L*m@u~^F7MBKOa9vnGdk@C01f9Q`xro4<_F0)<d$$Yc~Hxl{6Q;BxR
zCzpqJ(LFV~W^bQ6B)VjcL`Bu~DN#lq^-#TY?+jCr(@W(dDrGM?yN=q|c_lY9gjG-l
zXwRMOyBDNz>iY!lb&3cSj(BvxoA4XQp!LTh(|~N&2n23RUlL!Pr&PJ!Oy^VqlsF#6
z*CaL7)d>*4vHB`apzwt{8XCrP<D{d`a_U0<O-u|?1u~@+5EDrrSpJeN>gWN2&K59`
z&WA)qbbIt<G~|Ey5Dy!#@v^8Qfy(+Xjt$mKK^Ni*wCk-ahfrXeYY1loC8H6@)%Npi
zwfFnJX1{u6HjkMPd&~D{rpX=a{W-Y`_R@Tgg`t&7`xI;7vFmdF&Jo8#nt?M0w;#tK
z$UsFcTb`6w^KYF^L*kx{j*hyLz;pB*Rk+hLPTK3&6DEd+%j9Xk8{)sE=-8;nMK698
zo>~YbK-1K@qvLO!!lp#W-5?Q~K{G$cs1G`%s3cDym|_s;e~~-bN?y$Ao`t_p8mzLb
zbWqHEKor~73xU=O)oE!Z?O-Q4`ZdmeHczsl_<V07M^tqv5n{n>8ie=mH6&93)n-IQ
zFS66n$9_#tCXhG3?2?ubCKXu}h>`FM9b66Xk@9Tr8a21VTzaH!jf!xz9k-;872&vd
z^{KO_x;)GI!=qdj=P=4^pj{hAtO*#GJFlTiuRZv%+;%G>$=S&01s9BBd8Olitwp^m
zQpnt3Cjmecd`16cW<wxVBlk81QK}sSLoypm-Tql6nD=qr^y!>qO&L*Bdzul@G-bS&
z@~J<POIZc1sTNhI1^kmX9VK*bIusW1`}Iwr2{nFT`tsIUI2t|zjrI`4PsJSzFZ?<Z
zrJuXYNt7G~%oCiC;^LJVL?pLm?%RG{dCtZ2;ZE;2w6;I;zrnYf0#o~bmf8A1PNhz`
zwfrJo03aoTZ>j`cdZhyd(^~JL;(l)R3sLL|r1LuLa60tXD1z8~4r|21MNC0QAjfxO
zS8I$!GPefzYD3N#wnXu=e9f>6?=E|pr+=IA-FF$hu{(#a$V>bk5+SGM@@=woCI<Q_
zOgU{|9MpCP`>H<SgH!4QDCBIC&U#_8l^ek{RpeeeU*HSA<f<^xdwx%vJ7P-V(LFi}
zQ=?Nm@ff%jy@1{YkK&6O@z~E7D(A*hKe?s9N&S?To<8f2w)Ke9-tS}Ic|t+7id*R_
zts-5hZ6o)_9X}9z*-jT?kOe(z-}efLK2{l5T_q3&*&%kl@rs0tHNGdX#A>Q*N|OS%
z^26hcSMIglmDi-PMw~;D_4Ha-iQ?3y`^-AXbOozL)nXVs{de7qo7fPf`e9f!b{=Wu
zE$Qc#Zkc)xVwLI$P5;J@x<{a}c_Xn<J8r3CYP!3H-rFme$B_f`yy={Xg$FoiY(H}3
zi80kB-63QHrdDs&sn~gGczz7oZ5)9hF)I!GN1UV4$uOsZwbMS_4dG|Uug9vT|E6H7
z{?gBs9i`|3SICo!t~pbxgaJaD=lShTx=qg5vD)B>@v?dC-b*@V<MZfl9gF!Z_bOh_
z9m=Ze+m<@v0r6nxc)=<Iaj9@L%bMEguXTns^#>cns_|zss|VKGauQyeEa`}IH)`<e
zn&R{gxe{%@9dnEp%8mZ9nS|WDtYW(KbkD)8ts?n@7)8Qa=?I>EJ1Tqsurzy>z4aCy
zMPD681s)an`WpKo|GnQ10Rg?Al~LRizSo()n_n8`o53>zG6AoF_#^N&9-3!sHhAeK
z4LJkC3<8gS81Ul*PhVc~8J;O`S_nuj`(fiK=EzSB93UJv+%F(-4L8lHF>Fx@ecyBS
zKJywet4_uAC_gYTD0B(L3G{wI?xrc&*Qx2};dHpZJ?YAEdHig`BMp5p<^TMFjKcqN
z`2Q-dkoC??Ri?iNMzY?u@2D9Smwlc5-_(OlDV>702Q&07;Qi(_j&b|_R}izyN=l|8
zR#&ga1YUhOQU6pn@y^3v|C@*Sr;`CcTep=#sy~}7WWMN=VS2=aP0~`Nk1w#dfXn+U
z*y6yW$$xUx6es@u-#ncAC-Dxj%V_hM&i}6gjDrW~_&F9ZlE23MP=Wv6c=qgB+vW)^
ze}}IY2n|KWG;G7uga1u&JdJt$Sdc#s5D28Jr^o7J7akwFY3D2x`RCP|iolRHG%>LT
zp1>g~DXF>X|HeaPjz0b{J3HHj!&!e6j&s>#I9dO+U_HbkATTgnW+7(#u0gPQzCz``
z_)kLQTDPE(*r8gPtH7Xo`}Xa}!onZ&!f(>js2eX|z67C%KO;0Z@Zg-he30M=5(*wl
zVay{cfQ)z?cJRL`lWX0vcuC=S6&TU-b+_b!#KBhodT?tB)`J{AeE1N_fZNykKA>=}
zNgWp1a@x+n{=99~C+<+x^%X1*2^>Lw{J>F<7#9wHt^PmPZsy{Wr{j*;);h5}GWX>F
zL|_E2wwwM>uI2wJ;<DQ(f<4~{A|xdz6V<MPz1!m2wa1OYw9i<@CZq94rg1t-9RTy+
z0Sz@#y!AX3N+(k@w0r;#6#THlOu@nb`Fa^&1dzJt2-O7(O$;5`A7Nkj$j)>t<1LfV
z7_Wdt2yN6YY3QXYrSR+5uV$*EdfNZFuLt&pcudXoNcXe!i7Hav3YLbG21okP&v2R_
zlI>1+#5IP2E3e&*#)s0__oGcPM>;y5(zmpAHx{1&leD0@S&OeR@a54%l9IHhO{`MO
z;4^Wj!h)P|!@j=0@cF8aYeXjjmM|E0y&G7ZTrWaeVMvpydaj~X%D*QHQRSVMlZ7@<
zjt%YCKFBS)>l?J&9&8Y1Hd~yt@>`4tO=O(e+Sr(b=V6{>DA~$8cQQ%WDK~QY-&hgJ
z&$2lWuO-Wx4nP0<<h6eAE&H#}ZWH*MH}w-qZ5g4B!{u31t=PJjO+;gLE*<P4X3|3)
zTM+<ty`RFSm4Ir~2x1Xfas_-G)40$`%hH?UfBLje1!lcCcE5D__wP4q{m8^U^}s4=
z7>o*$1`s&opg(Nj^UEV3i(rzi;k7c;7tSVlV#l^X%@`@Xo1fKS3X2A6Ou+tQTDB9-
z1zSMR$dd632tb;fo7cE}5u`Q(5v6gAx(<|iP3~AEv!|_&N~O|rw>AnA)u#`8#&64f
z68z)U@$ltN*=$-DGHBL3J9rpk(o`m*qW^`TK0x^99X|nP*mK*|i}$YoDE`WBV&p@E
zDQCbcZ8VeKVx+6UGC<x&Z+jd*ZHn&*ZQ8N#cQzPEBUbJ@0w38MAW3CaFAxS&RxJ`b
ztqN9w?>Nb?$r$KIRZ$yDH$}k7gD^&7IBV{ceuCI6Jeq4?g`hu}e-OQt;H-9iQ{jNu
zx6S=W)qZxz@z0Y65*pAtj#Bhmf?~t(f7;sGyuLo&bL4`{qhuDbz*HKs#pBpjdw|(o
zomW<+5>9Z-3L$zmvWY&m0aJ$5u<Y=;B4T5334m{B_)g}h_3t^kbPjL`i`_aBO(f@|
zN_l)}`wSs+`4m4s_P5tf>pJBZr5cp<mcI04VX!`RiYm4^@(%UAYd$G6a?1Wc^<;m%
zd;R)7Sofk$Aas>8Fj!>40`N|gkS(TF^XRjXenrb>_;?fuWtkX!hML-aE*63)lrVwC
zJpi&TD*zH5YI4rR4=&)5dNyTtpVR}VXTVY&0Ge7bNI_|AGZB83+9p^X(gI*<;KH|Q
zLy^B0iIb`BU-|)+!tKeiJ1|5Wwuc8F;{p&k0#xYi5a7+VdBq87z}B3%)@_Q;?PW8@
zEBFdig1Ax$(dA1&@SqH~Ry%ah)8TpVW%zgb7My3cc>%dRx(VmiSK)}DkeVG6_JAJk
zD(Rb=s!$!A*~&?4fjCcg)Fjld`Oj0(q%~5pRf!?z<-h+vh<%y~)I2Z(%}iXN;8Ukm
zgm+tpuPs_gMAdI)BO2hRqO7c=teL*+<i=pR;4PKGF>Gvs?(&b5ChS>Bc=P)@7-_w{
zTA)nG7M3Y=>W+uc5#cO8iTG4!bLcP&h$)<lz_;ve+2X-H>$ilJn)3jc;lBfD&RpjL
zZIy0{&%#)PU7c@wV<=-`hrxEpu$TVzwV2r0Uv~r^J+~Zs?|vH56oM+(Z15~Y?E<&*
zL^@&ZNaVQeRr<#QU3<ENxA%m0L6O(Bw(CEi05GU{wzdq+O57rIzs_o_4S_O!toGiN
z?$$;%pVjkS36sT2d4K_hTwp&Md-Uzz^elM=W)On}QjIe*GVJEpm2qnM-Q3zoV1GJR
z0%id*>_uyLFH$gH>~}X7I{<{GtPc6k$JHvLkD$+pW?>{M2ygk9XI}Pt^CAC^I01>N
z?6#Eo=M?}m&u?)9m!E`df{oHLNl2*&m#ryB9=W8(Ss>HoL975d8Vq6<=a?#d?{<@T
zA*>?JDZI1O448~tbMA>m9hLd9y;p^hzixXBmqJV~encu#)XndBRAzurO5-{-$C$!p
z21hT1W(u}G{v1OnrG(fH-w&f#p16~WZUWrL6^}wjZ9B0IB)A?uA5_yhQ-}fuOOIu{
zln*wtu04Bqib<ZwzBzs8ZDuCzuhUBEe_=FA8=HH2yaM0YJqyA9s9DpayXwE7gi)nD
zbs3ARIoc6(z)vnQf28`#szNELM>HIS<}|Lal>M}@w6shoe2Ae}el;C-7X3FVsbVo)
z=AR|{K7j+T6BmXZoJ-I1Xb7l5kP<IR0i1=SPyg9=i43QMTRA9ee0S02tJU$uxgzIm
zGq%}saorkll=7^1|9JdbOs2H(5<1kxMDiFs=DVJxif?b;)hCAJ_PR_qog@wqO+I7t
zDXi%o*afWldp=)zn;j_7q$7`W+V>tugS<kqvDhtb5N65#St{fKQ#2QTLu8`zyky{-
ziMpE)J)H)M?~jx_R#BbJ!$>i)&)=_r@d~26&ORhbFCK>ZZZQ*QEInZWbDm8S`L}LO
z!zZ9&WmNIXdJDDRt#NquBHb0Ha};bx!GcMds_<bztsEAjyu7?jt^`LkXTmWJgDgJ0
zE`q6)juoRwu=Ci}qZeJD@;5|hk79MOqO#{LOM)0uADl7;6D~kl>o8KC`j`GUgaX;z
zNTjl9q0n7ed0+9O*lVO79P;eF{BGeJdjY-xw^gIz^%)V)##bjRP%6z!++$_72|QZ=
zgxMT-OV3q#N-i!Q55#MS^Rs>pAmjJ?gxn+dXU}|B8-y<22?t3b)>4NwcbKlj-(dL;
z=fN{Zi#?q5oSX&s=wn(BD@W<o)zw!#aYsD~#VrwWpT<K-u&%DIesyYAeyz_)YPf^&
z3}(4Y?n?LqKO|{kMR}Zt*WHQ)gwGh{LioYd{&b(g_%kq|XAJ77TzN!J8o4c-{d-5&
zNGT+Lmvm(1C<d?1$-)2u;Yh7SVG<wJKer7vohe8X^D8sIdRj6(8vi}&s+TyJHn1j7
z*XS~GnBI69$)aMDQPpiE=NbfN=qx|^$u|cI1YTR&I9Ito6H|1UndgwkH?0Agyr0gw
zH#DWd4f_4#HSR({Nj(NgD4x5~(2Q`%G!+Qj?}6H8a`Wher^-g;#|2`MwSs1KJ&*I8
ztQ#m`^TlHjTyNlR;5I(1j1)nu6z%J}CB8CxRLb^6MDYWd2M^c%Wg`5>uChknRGano
z;NjYz1w9Gg%$IhRBSfGhw-y5D^A>AomV!WJ*SP|<ZJwFMF0GHY;i6P>X|*FxG^2Y0
zHw5{F<!@Rtlq4q--+rSZXyR@*t6wR}Jb!d1uT})?e=3Bni|nlzJZB3^WjN_r;uhz{
zF>O1L!0ZP(FS@%gu{l#Zaxuo@8Rc=JSp5co7*5`PcPoI+JJi|O{o{wfAD<SF;RHX%
z3{8~n<+&wkPrF;%v1cL}=mL;`>o21CZG%XvNZYpl$n0AOWmW@HBIaBB^CP)EUXBNR
zQ4Ta>_=Zbtq0nswTRSn5j$8X*XyBb|tk2}vMy>_Oj(T0i0lR+|M3o1CYiT~OQkM&j
zHOW%z3oEzyY;+e$Av)_bCp~qnWX$UUanKxm`TP_Jh=p$c524AqcIN*=Xx;~3P<1ZQ
zVmH)zxNFi*MxX}!$aeQB@nv>3(3X8uVbk`F2qS67K=Y&nD6wXzuLnC$YdvuI^Y9G&
zpepQ`!nfX!pFgKc{wz_@tPWTiPLgENiDX>T_m`7yS%S$bY2k%&cu9ssx~QoAwMFn&
z3xt;9v!O_Q3D)+=ALKZ@HC?_Wq(Au~f2B2j``{=2H#q5cA8zW}SE!0Toc6S9(3bnI
z00QlWj$#|l3%_%4LINiw{=Cz3GUrLSUrzMn4LQ@9=^gs$owcTH1^jrW>J0r4dl=OI
zvyPc*64;bvhQ#^t#<OlGdh^&X5!l&?eH!0-_!L7x<Ucrh&7;T9*txj}<rnyz*lZU=
zJk?PIOE$o;gl64e@;R~Ib$;Cbz{O?Zy}{!*H}^E{3N`E_T-SU{#7_lyJxuceFa4_k
zR8oOQJNaRH8Q12eZw6(f(@LL%7~iAf;{#F}7?qD&&ocjn^7X#``MAF??VFyhGVPC~
zQU9Xlz0c--!M}+OHd#_oB4)iG`=EaNPikLe`yVX-(3NdS*M3Kpmu=IhC0<0FA8U!`
zevVIAiZrq_3z|)Rkymq&e@O?9^5L2YrHc*;pCXB1STqBcCGF8KLuggr%+Ew)1ns{k
z8v6{KXx`PpCUUsT+$GUNjoB<kg@1ylmdM3Hq}DKlA|rs{|7VDvsQ3^<_~Zf3OPX9i
zuXCo+5G5scVOJ6Kh21Mr{_A=#@X6(6TlF=eaDQUJ`1&5S-P~XltT>X}+B(DTJ__sn
zQO;8N)01%R3ID6VtTWPRZ!y%o>Z4Lq{p5q|ol^l;YwWT&liBY%PTk6Xni@oQ@vr_#
zjkdBqKC+I8it2o>I5%{rfyhzTlJN=p5{s@K*5QA@-hE)&2wc7uo!xM4SD<j#l*hkS
zjb1^FBV>H<BS9l~{=n}T&r%Nz0?@ShdfdMFgaiu^l75?!QQVm<OH236xocoxFe;VG
z7Y<LRD7I__JWKHR9RNwoY?bVw{@cL;TL4m&4L`4PK~B2Bswd4yzBWi-<M(9beOWt)
zsG!(a5>QcCuOjb^!}j^yz1@c$>#kVr3S|0xdI`?(cy)B#Wd^(->v?-ig1)B7xQl0B
z2n0ag2gIVnffqOk^kU<87p?-eEaRVl{>g&1@aXW`$cAW>HJ318V`S?M05mMQ(y`NU
zXBvIilg7P@szHAu1Ol~1mAz#Vx^~m{i~$vh__3jec1{{m1#<gApT;ZuyvNs2Vz92>
z=L-tnMYZ5muD%VumGPiyg}L?dYxA#>vh0&R2-_p!uP;wmnEU3xlFnFTQZ-{bK++%0
z8n)M<l~%_)w!la#Xb`_LynTBQM3R=ApQzEb=Y;(ub@NETguAeE56W-KtiO-^GyS@_
zy0GD|FS(I4j?p~hkW=xwCVDTfXJu;65i_yEe~BLYuXv2cZQ>$yjcZ#Ow3*OfKGfgF
zxK*`h?`iDr;3l#LqnT+aq;Cu)@?a3@jQt2>-35-s`pRtnt^WL*NoK0Y<$L!}xt-Mp
z!#|pvToLD4zF3wdIcnXpqP8)QyO+&_>^|fIZaeD@G~W8qArW_OPxJNnb%9h9Dje+X
z#Wm3&gaTml><$4Aow;RpY=&0R5)#|`$18%Rrg)QlA8!0=O9%$hMK$KTGpA3ha|tj(
z!mBB{^7^k34Bx&Xg)4<fpXPTwj5q|o1dO9#b@d_0SL^YMbpzgQvi)TvXkW;7u?A80
z!RD|)&%H5k=({6L#MBo0KP3ciiCw6h@6}wWzs}__DuNR43hT50mZkwZMTS7In|e_*
zc<y6g{!JReGgpE2ux<;S;)2lw7oIzpLnn>Qc7V8VDmROdd8oF;B?+C#`eeHO0P|~(
zJ<y2<>mRtuZm$bvP#QroVevTQHX108pUt0voYu<^dTKdm=G+6pR8VG;BDuf~Bk?Ov
zcHo!w>ChH#Hi&gv78{2|vu$fH(!YXBDg~sqXZ9pbN%J$gDRcx>*b-1w4v|I{26CF#
z0O?A|PKfDf_@Hh8j0?%^u<3M62NHn|FMWeQt*!0Yvf8GUMS_e=J^222+j=>MPq*%0
z$jPp@0~I7|YW3Y&-aX%OyN2<5+l1bUePjf0N&xazsEVwMh{fA<m{vTC#N8FPP6ts}
z8_f_)ikR@6LkIzC^0P}20bK(zKl%oGuDHa|kpqMU@9)q5Hu*UZXul1JVqb<+w6X)b
z&H-!oUwF$!xAqwTxdT&o?LRiJ^_kOO?TL5gcx@xPC8`^MdfK-~HtXk@Ut7FrBLHD6
zzE;pJlR_>KItAMsvozVE88Zm-IJPHmCJq813h|8=zCqv-dG<e9S%J7de*1*WJfCmU
ziBl3R%fE%cIz}$F;h3n7I&LKubHDEdSlQ8Xb?|%l-YYiFoRF1a19W>Ih!96q{jv_a
z)X4BHIEVB8^#D%En)$@^o-xi)yQ(I9*-nNDD3nF8I~1xOV;JElwxZ1%w8&QXRM6wL
zOTzDi<za=X00Itml-S_fK~@wNR~!U$r;JeTN&8ne$3MptNF#wdhYlT@nJvg2u83mE
z4SfRM)@Yco+ZS(|GiavZ=T`RU?A$3|wpE617evKSKalG#@kJWOM%81Fka>ErdlK}j
ztELUswc<5EBmH}B*h>@DJuRGVA8mrr<z4hI12YzF1mAGk62zc`6n85fO<Vl_pvaLH
zvJlE?3~X$|(k-&FZqgNnwUbDOOF1Koj`X-`tx$U;F3{mX_@7trF$E8Y6gxiU<+Y-L
zQ%!ZnLeI+wHSJ$0BS6_aKaRF>arD|sOor}f$I_lFuK?R}0E}+Z<kqc9=a1yh&dvoO
z>UD!Qsx1;42tlDyQBmnA<2!c(n;aB5KfgS=<M_uRGcpQN^%?F)%=8`~=lgUWVShDg
zfkAEa3*^%<l2XI(H?Ab-hZ91cP2@Ux&@{G0rh@3{PaF=%cI0ew8JZ+;l@7%SI<YqJ
z=FOW;&Is0!>j-c0+kTTKNmajj;4a3&xj$Z?%;ttuvqKGQCxA5;>gnN;>YdEWPh(w=
zjBFlg@fj&s2;l;WkJB8+jHHDaZGyal8s|a(ZP^BtA9=1xQC7AC!Ph}X$WdH++k$8J
zyNfusGk6&e5pE20j<E6&GPuVx<?$f8Pa$l*P{y5Q*;PeBnjb!>g7KRV*!yev9%q%r
z74NqZK(YRm=);e|Z`MU|h#>Rb1hg9*E5vUn62`WLo?|#vO}dci^*i{X&M~kN%hmPd
z&=4Flbw0XH)aFo=-&9vh3i}>}_X-f3X3YHINYIAVb_^Rqkp?Rqsw3Vs7JyY~OZ;-s
zRBOUlcjD>6F4)al3iI)yJN(|UUYU)s^?)g{LmF6mhD!gC><}gLn(;x`p(bOu@x~rL
z0ytnvkmz@A8k}El%fAv~RN~+~@JDsIFuHgT`@E+6F7{C5?5DI9K<<g1?$yVcDr2Fv
z;j%VAw{P(ZK7E(A<nu4~@}vHqg(#8Px{2}A5S0RvlzpI=jn_FK%A6jWQMZl#4Sc{!
z_lYowbv87HXy%S>W+Eq8>_|V5iItU8eg)l22_A7YNp=5uAczsPU1c793OiHn+Y#>$
z(svdIMk{%sQ9-mx5%jrro>}3m@Rzg{NCQY^*bhval|IVXki@Qt=3zVKuYkKe1T@9$
zsE45IBAdICq4wYdSll1y7ImB@+oeUVv_3+wH<me<bos&4U$Y~d<r9W*WkV%4v_@Ka
z;5wNvqhcn_2bk~A&u`Su<KMv0ARRyS{`xN2rfL=2_T~52<FeEvVe8LZJCLPTAi}J_
z0h&Eh8q2cfKmyFH%FSg!*LIrU5kqsI92V!-VirZbB*c3dNyo4>+u3(r9q7a2M~53$
z{lfuP7}S>h>~r<J+;@JwLKCFF$_WR8g}n)8ziMh~Tv1g#!MGk9=wWo#al&c7k)1wS
z?JiJP?3;6|Dd|l!^V&{IMd)s%h^JzL>MaSiq|fA*DwhhO$LMXH#onO1LnCB<rrXDh
z8Db|>tp!?Rl9exS0qtBtv|d>S|FPDSK|zDgyp(D>kh)ilbzK5uQiDMD)4Bvrq553k
zP*C&P#>_xATt;_%!3rW&Y<$9~PlRa3#`w5mB02))1ePrs%t2g@u!?h`<MQ%y7R|T#
z={HuJxU*XHot+aeg_dPaa~ynI^i*_9guZPj(E0^GQ&j#tFm_H?-!E+4PlxlKEA|An
z|76#0s<ll^kj>ccn_z4T5n_+3!VW1M@Ma#i8_rX(56S4!_D=VXkv}<bNxV$&6>7Ej
zv5;_9LJx-kS{*J)cL+X(R+VBiJX)=Sa@&zt(9MMW)P^IrH##D!{xUnL1}}ut3C($_
z5Fh44ySjYn7DUA*BqSt-ct5>96~-T>=|Z8uV2NFzDf18sPr`tRTna&_$tY8$%vKW3
zychoD<>?fg%EAwNYsRYN-(wX*RtooFfr)k=aQ&-fq%9i?Db2G88;Ph8*7B?E!P(Q&
z_#22xY8mt&(nVxKXgT@Yp4|~)NyZ}qi7}yEkVW24Yu*=Hn`yFLK<^cLoxZb-II$Kt
zvR8o;VXze-r)d2nUReI&ZDZ@66gkeLw{K4bYdakYDH^P=jor1wz-HlxdHZ`U&*$0z
zqMKdzK2OHH_dxO1XEQ_!q}L*5-~GDU;f-q8_wnOLHOPCF!I8adV0CmzoPZDEUWzIp
z^WF%FD3tWZPdyZtBA9I~zdf4aC|MksOYt?8bULQi-1HH2Y_6ulGPX%BY=AoF1@dbq
z&;TGsO})N(>_NPGN=ns{AF-e8t;@-jShPKB9XL6JhAgnp^S9#oT0DpyCzz%bAUm{<
zipg*Ez@zf_>u&U(d*gl`t&lLBQz0Z;)>Hey*P9kuXd=b{Hb~^qZ(xYrE?7+!y00KP
zVp~@(HQ;jSNwC#ocCn(9-1}>QDw@IR>aR*<J<3+fa-(m^ip-exM7J{c-B$MFSb8gT
zTU2d3?nAv5D4iPX^l`!Mn6;s6DO;*LnJ2x>Y)5ERg_hVwD1!MVij>j6X4s=KTUhe3
zA}3&TqzGAPi>G_9zq{(PP1|kgE9^d6^}?K#BAj`OxENL<@5f9aYNh>Y+)9B?5NZTe
zK9V)vo6r01t`_04_wnj}W(dV9*m^_q#4eP+V7+7|JHF^S=yknl9Kmrc=x?$z;CSq@
zb76zkQEE;CaF*(00qG(+NtEP8kzgowaqNrQFbAMBkJCV-L{WfCjSA!fB{SQhAJ|hR
zk-Ebpso9YLt<S|u`kf6%1XsJtx$4S){Pan^Bd=868y@Q)mR>8O|838bpuh>7Tkgkm
z%9`U4lf<OHvVsC@-Lva+r(`W^#+3HfAvO~N&>FXIhOTT?8*c+niy8bB>UHcxK_@Gf
zl@p$WMrW;3MLi*jl=p0vr&_N>$aP@~3dy~(5Knh^wZL;bcbe{x3ysp3yJcx_qRq0T
zGC;|Vw&l3t0mg-grl!e5%=5X2fn2Bz_xg#jJ$@onb`WV^qR}x0lsm>ot&yeNisc*V
z$}vT`kI<MK!e5D(g((x$U)+;mOz+eysL#+^>y#e69mOnIZnXx{)KdO+A}4{O?!#{v
zG9Q8Xv+1aD#X9Hf`uypjq(FL8G}2<qDI34gm}aNKw&9lkgFQt4nSKCcE{PdrEN{~6
zdH)I;@qHBuu1!&b>@BNvBzU*8sJHbqGExADdKPmUnVjBO3&~82YWL&sT2C19dqzKf
zoAG%A^E4ET(m2YFEIs@N`f#Up2nX3Z0zy9y@}pjOAbP@}9>>Dth&HFRwaJ~EHATAx
zA!476?;dz4ZT+evej8yU)mo;wbY5Rmv7&i79!{Q?uQjq3jwiwtnp7)aQhwT7Ar`;v
zGEwolt->i45`pbA%k(}zY68BV$^apJTi+(BJMeAAKuLWP4yr`(&(;`M(2SIO2PrKi
z?>6Kl8^g1gkehq^>ebI31?a$UM>HA09x<U_R0wQ9dL5k8jP2hpFeimQR?o=)bY9-@
z#0=&9?X+VS=zmEmwPfW;%#n4!ty>Dg#UVvSQHJ9MfX{x&_r8#O4s0rwZD($Yx10pj
zZhf{Ec@sOj7=}Gmn|GhjV^2zEY=Cxy*}j|7!GZ=L#1n|z4$QZYe7C453dVFKI=p~Z
zO^k~TR=@8~rK<(a^xFAkLM`nM3`~#L>?K>5jZHh&9G_R&?`~|XhoA1r0@eE9sahG*
zqix%>PFRR-)cm@u0(}I1OAHAFOGusY#`;kapc}ZYPCoGNN|DR{dLzV9U!KW~mn-iD
zAcDH`8hYMNZ-GxWkxIbfxr+9kX|&2h{qzKhu56uJ!{4d*?qB@{#in`zMIOXW-JT&!
zO?`80gzN17J}0-~HiY9R1GTyH)m959K`02fN0I_df>{VWWMBouhozxHowN+-46(t5
z`k}T@@GIZw!f8h&@=dPdAYHNFsC#r3cxkAj4g6I&pd2Q;#Hu~+_>sqWv9TJa3t)pd
zm8LQ&(sB^^#RR^DtXxo(9az_bcAD3!b|U~*Dyv88<>yKYLp|gPpBckzag4Dm?{j~-
z7O%Z#4`7EfJ+V5Mg_%KDyB$2kfQxPIr@P_(imy9}B$`ATHio5No>MI1cA9sb)Q*Oc
z>qxA72M%3P*+CKX=NqEQW%s`*3F|->d(Kzdt55*#bXYk09N60!BMh-y?21@kt=?Oa
zXq1ZW@D$(jl9dUo-)19R2odOi9Hrt*MxKHlyA`3xRs$*lo4y4IAPsm}{vfLp-z)+_
zsow-$m>vptH9z*GT7MUOn54~qcW|tBz7PDa1isV1W@0t<rFRk>!GL~omg{og<`A&}
z5M|)>@mi8?u5E0E)!qH>SKWl&NgJQUMr)~V5+9YC7q5MaA-$1*?wMYYTIDlvYShhM
zQhvAJ^<jEg++!hSn28PTrsgh?44hgi6E#HY`CCEs25^CyazpC_dtDWrF%EpKC!1RX
zOflO>1CRSu-i}WX)CTq?Izs<&`=v8R?|y0}qA`Gy|JK4lCw7Xhdlxz^xV%L^P71w7
z0zC;TKb#1)K50zU?+wM>3V)(6gGM1vF(zU2fiOzw4~VXMZHiO<ufn<UKCEY0yqwj*
z<I(pTvNR5E`H81UZ`;X6%dM)ru>ZT(Yoy9}<tul7;MIAZk*Cnd8Ox9Lte{`631<)w
z1Yyq`nV6J+5;OQr)KDyRWG&SnvSw;mD7tyQ=J^SODYAJ5UZ!;R$ib-qq`uE7)O_*l
z6fe<Cn!Qu27XP<M?qOr^+sFQbra2mz9nwpG2WWvA+?Nn~YwI1YNXNTet-PcW<?T?d
znNUKY|4Pm<)X!fP_g%Dn$qzg|tbG4nWjtT>SJf{a>lf5S&4t~;)dEk?@dbZY`!{9l
zvzmB|>}u$w8jt-po@!KVHj-gw^Maw?k7|zMT%{9pEto3cB=W2wZ9$pNOMtsRh-XHw
z^xZVMdR*Z7yVk;<ldj2YAS9WBa}ZLw2LleiMK%pkzR>fel#Vl(>TYMzZBCc`^f<Vh
zTDmGEup1*i%;<aj%s!IVqN{CXd_<~UOXIo{%hIVVvC#I4Iy=ofdp`G3PASN!JX-9l
z^|2|q6v1zWB9P)IKw?A4piFQCz!<vawd(Uho>>oKP1GiK6qpmVIb)NSJ4hg=T0|m0
zoP62%D_*X~z4M=fu1uj@Wpg8Za;YaLAai-|UUFk-eDnu;j8umA@}fyxXhA3JBc;HG
zp>kd6ja<Xa*if%&QjH8^e4_S`QhwkckxLi6Q|ikb=gtEyr@NsUNPZdWfuAjwy3A*7
zz)z9vxVpV3N86rnz}VH?fB#HaTqDM;sRyvste?d~MzDSl0lh^uZ_+@4{ASj^#nV++
zU%z1=!-T_ltFmRu;x!#rdbw6oZ7YAF>(4C*<?zan)<P>j2%`?7;Nz|&5<nW3pOpCx
z5dnd`lxNbQ1(?dn-CU7n%}wQ2FT8V0>;o)@zC$0D^N)a@Kh%Rd3zsff8^#~)ce)t_
zi+UJp_evIxNPk<~aR14j`11wF-eXUTv^X@bI-aY0UF~J7=MpsW`Tt<+%j2PZzrRJ&
zCiMx4EG_o6EZLVtW#462l6^^*EMp60FKgKu%h<DLS3XiCW(=}UvW=OB$_yEd=ekGV
z@9%kjuV?=8kNdu_<y_}F%lo_!Y+z{Xb1*fqj8I{JVBdI2W*AYotyyK6E9Z-Sp}g}$
z(kT#-3Y2&*%sxz&p`(e!uQ!;xY#kbAvN%?UY;$nW@9iE<2J;G8vQyc+xVpTALbRt%
zuRd8S^A)!344r{@6(CkIU9sPbl(-A!wxcbZ$MT0DfQ^mV&c){2_b#furFH&#oNjJ~
z7PEij;&)m&a0p3^EiK=*KE!;rDrf|lNk_9vkdA$|5r8bxQ1cX}x!EkOu!Zldo!A+#
zRVsfrC9Nylp<wefj=0yoi+?KiLeu)Pw5Modhv{plu432<OhDrt%iV!bDKgCB@6U0c
zt&ZT#Ca<T=6KQC^N!+#P5fl4jq3r#Q26n7KO~HVu?6e+Scq$=7((}!Hec;U@kc(&L
zUf)J#1DAeRR9L{Zst5+~&zozrl~q+Dy!`wOb$v9aTe)7f>1;=PI<-199Nr6hu+`h%
ztE-|l>bY6l!f{DA1SM&$Y+#*&-n-&5)}KdeJa4phHlA>QBjJnq@#kOkF_m^gJc9ts
zSCI81xHQpq22i)G2RoaX{JV6GWsvW3uuR8az#D+Sfy$vB<#VTgH9bF`pqH;a`x;nk
z8r)C59l~sa43|RK*|TQ{JF8&=lZtRt#sq-x=>AM_8?Q11$!CyC6_dUR$Y=^ZX$N{9
zK_R6$SgU{jaw&mWy}uciG?iaxo)_=~_n7l*VOmRQA(nRd&F=fC<*9(FQK8Ro?1Y)p
z<i&n*>KXVL+Be#7n-G+~XWT!8wjC;h4XV^k&)Q=qdg*JS;1)Gp1^t=#w-$Lk;Cjz}
zs!?#!!lZD~KRA>vc~SZ3EfCK#!6d~`6a2-lUd?;)z_jZYRMZ}g#NYV$ux9l?d%*1e
z;Y-0#Hm_r>K^ppJs<{E8f5rW0HPd=pm0{;DeR4%L&n?}D)|FVgJUhNw!>a=qHmZ)N
zPG@3bYTzM*$k!Y!olYgkEsM#`jP97PEgee2=F`_6qnqy_e+C1U<68g2AbV}7zP##G
z3_b0o^sUwjQ=Y@py<pfR!rPm-ZYjjZ&Zn?&pNT+1+&}6o9s;`{PF%&|`L^&YDUl<%
zYX-_*qqdnUvX<L@S5e0$?*Qapc}!KIN;f%<3Xv??3!bwqSs(JxfLo)UuADTiG}Cn*
zf46x8cdI+Kd2exgk$vNh(UIiJpAUzuHeXCJr8bLrk7s-AYicQpeS3Q+H>-B!gVM7c
z5^2YVeI$3QtL+2+zo|zkjVQ}?&dbd7%I}9Sq8A>;K7dv=KPi52slxD~o6QjzM~J;I
z2x`d_8b=%N^&YW#)W;G8G`conwDqymN-d+gfVhBbFBXuCu(ED&gWO)Tr0}h<ecyDi
zy>qt$%rO4aC*!iX^D|jHe%Nsb#riG+a*t{Bqplu=<S_Q5RlJQ-$74x5do+k|OCWYn
znt)}sKYW^<){E6b_Ce~qWa=V3D^u$p{5n$z;0t4biNP1tb7KLyQow6&k@E6#y^E!}
z3IXzyCA^|{zik^SI*$|-G;+{fnuK$g2@3OLEIhMLS6b<jnCxn0D*03vWcGvlFPDHy
zA+ctYJaippX-GxOVp@yE{&&$e;8=qojX0x>L{@4l90anALA7ZoR29<+5)VtIb9`5>
zIHLuIt$nDq3U~~Fovf^bIv4!gF#z^u^%@wl+PF?0_hO&b9!mM{>hE+uyQD=d{kW2v
znY8ES+^slf<HSJKX=0|4BK-ITVJFu1AZMpAdysR~aa_?@v$lr@V1T(PjgEDKEFl=c
z=gEUm9}&<o2#VEw7ay0|LIeW;0fceFj;?@WY&alU&=V9CgktOX4g$^Ta`#hE_6nzS
z%r&URr7HfGZ~0{IlB2el?G;Xe3RiAU{@ncvbg>O-t^b;~hiqpiV;R#(nMeIU3yLaj
zOXu2}oQ<EDHdCq3ZhpN0A6DE*m;)uZn8gOD<n8s&WC(ojlgq7SE&{V7K)#hpJ@|MU
zg1`aL>{yjWLykBe3_SAe1$r8EqTq=Z*$v;IS*616`$cX)cXBn%%I2<k{5ofadV8xx
z@77q=J((Oz`~HSVZLaVV*Ng8dIi_xy7kYx^pdnAE*{Lv-mSyQ+DpXq4fO^m6Z~Z=U
zd(a15ZmgA4BtT;%529#Qma6D_9Z~zB37ddb5b&zr@TXHPmVcF9+pS|aZ>3Ug$H9rI
zj4@^D4%V~$qq5(|V#ywAF~l*kBrDieo|bxX$tgGz4*PH}+eu2|0R4*KW?wW2I`PCZ
z!^trdAeb}S2vBtdxJ!}cH@yyxgP752X8LgX&EZzJMp4OWi=_A@6nFnt^(1F?Ha{$+
zEUa^*4z(I4*YQE4U#nAdXJWMUTzk-6V5pryZOP}0LmM6bbApEs=q9oQH3dIsi6PhO
zVN1nC71hTo9oLVnRu5hYFg#Su$635#n{wavZik>jU7)6uRy5_3wz|SjnZ@K|9&-+V
zZpGdHgG@aHsSSS-<P0Lg%je_=t5X;J2%nTH!}wbnl=?DG5q?$O>JN?+mG-nzNc<sZ
z87GtlTmB~IGMd~~Y4pzmy1~x@Bi{>vsNgaQg%V0fU)N6jKqc@_hu{Me2=EWT#&RfA
zF*W+Fwo}btyFI=e8$G+%G%*szJZueLI$6feC6N;vD*rb#4^xE_{r_y!N4M?69lQK0
z*Fwi%oEqzf*Y1mn22OM<f46k`7+vAl7c)96;6L_8j51F=A<zS1?P*A~P_FuR2L(#~
zXDnHDZzWJb>fdx-&ulp3AqH=^E@LE5Iy4rGzDilLaY3y~_X&*#mv{^tnfcq!Hd3?w
z25t~<U!*7Iowd^Doh+}tnR}eM2}swvo<)W3w3)o^J7bLvQmYz*ZCUESDl06^%l-DR
zHE6cCxL1`PtLu8Xr{XnZe%%8a4h@<eTG@hNpG_fx0`^mdPF(yr!NI69fI)7j<hoc&
zy`&=k>M<03?VUTKCS^wb8FIr2$F@@^5PJGhz=ek9Xc!b7R!eUd)vgU`f7cSahp=^>
zEjAom?=iZj^44;yb*7t8<y7MT)MSNx__JgdCDGSA*~{;){UN^P^U!e&e{&03Pbtq9
zt1W$-3gEXl%#~;qg$9O9;ATIaOV%1x`CZE$0GIk^O|Q{jXtdCr=g9HC8<%=*<@}x;
zEdO|X-eqVcJc>|u|L_q1U^BjQtR03AW5?+Kx{5UIe%kmN<rKDAyCth3zvM};Yhv>2
zlFp&tRe;cV+2U_v2E0$gSMCmf>grZN$$B1v`i<kn6&K3<IzQ3190{{B-#g`Boiex6
zRN@*mp6!>)w`U$#p=sYFQ+(uPncZG_TK<9vUtd4MtDUc_l1-0_i<m!n6=i2hzGPhv
zD{|{rtM67+s84I0k%+K^Muu&-!N4bCRX^XIb6sM*f1cGc=(fBxaxZd{3+Qg7oWPj=
z1vrqX0EgV^JisltQngua7o>BJ<eF;T#Bq*QYkg01s&k;5@MAyKa?AAgzkIiqG`A<r
zb;KX%A@fmNN7@~s#R+$X#2)cDEVu4|pbx*&=1jYP&2--ucKS1MYmSekpnj1>Hb>bb
z#xz}sh0UfNAHI3vBclc$dIOCqB=!bnAmut1tm3g*jR^{>$m088M))vTdV7QGSM3(p
z<y;~|wDtNZZ=kTK$IE6hUseSfZG*uNzq)2w-Fe)obs6tjpc9ZQDB_Fn64Zv_&2q4j
zmlezjAEq<!tlJUnypY<Ujy!MRXJH1~2<PkjtIF_1dYd)-9B*Gspz^^X=5ddH*P;!s
zWyjY=C$2mG8DD?>by%>&q+C6?<a+4ECC;B!{nvjnTe+f5?p^k)3X`k;5vX}kb`k!Q
z8f@d=Tv^1|N}B%}?`Lu^J2Pu#659Kob~RVHq!S+}^S1agMYQP$i|s8T?>wYOd~t$q
z2`&7@b%L?2+C2eF2*g8!I82?#ljVl7sn_WXBK`e0SD6;bCWM&$Iq~Xkba&`)?h^FX
z`G7PLgXxZ2<@3b7>FcKMjr_tg3bh7<Ee~TVqM`SMABR9O=r&UODeSg*=lOh;m)?)U
zq@jO=yXR8^N^0|nwOdN+?164ixGrXD<0Na)-ek=>B>TuamBlb+`d839ctjx4N4GJQ
ziJE&NPyhDU<yg%+OLt9pu)(8__|A_)8s95!psXHKjj8OJC*r$a)GJLE_9`%d^VlWM
z3<wXw&m<B;shAB}wHh~MdTmwj-?O&k{a3?01Wwlul<aS&!13yjkS6$**t>)ERn*dQ
zUb7JUyrFwY_5W4{O&^Xk&Z_u<bjZh=A*n|O?QvcvFT^_^w>FB;Hmt>^@F|H)uX9mu
z@yToAU_s@9n$PH&?Wa1{Uo<~trVpVW!FyEf&v?i0p(E9Ebr_50Gd}@DMBLm_ecox7
zw>o>pjvH2se(bv^CsgjRHz=&)PuuB{C1vz1?J#DUp5s5KFNQjwA9ML|{)e^1YCG=-
zW%o6n4-hx-sFwYowM??+@|yu9{Bt53uSS1hM#I(}j&4z<9A%gn;$VvfsOPTwiTk*g
zqvMLg;HSj<z5u$zg0bJAU4?V(;yoC&oD|Q_^<@nFlP}_@fb8zNA5`8WkWRg6cy^(U
zz0h1@b&W{g(s&%D)i$4I>pCghwaf7XbFnk9&g8{{MGLLwN;h90@AxqM40QC`7X97s
zsyYVY^M7<ijx;htJ7d5HDe2zt{_Ox+HYmc1JqUe{HtljOu4sAL2swIgR<#$Ed=l3h
zYC~f#BZCvd0@vkToU+J`+GaQ08yi4rM|EGe<c)~~9F!oWv!6MVzk85FXSpzB0IU)e
zD~(LfOy1`y30nYe>#)&Qcp;W#IC{#c{UU|bxEhz3g!-mOkuy8zZl6c3o;k`7y+ztz
zphcBQ*KW;<d#tQUPs_uG!noXhW$!2VKKYy7?OS%U5=p8!*?pg>lPgSrFVH_wp#-8X
zY{;r|Xb04B*CECBTtYCv1Lpp8O6{5L2kqQLMe*b8>Pjj;OSY{tIB|^uuvzuBPF)Dm
z4elH!>X+{yLWYHQ0lZh=qgiyP=|X+Lml>hXz*v(Pcnf`3USJL~Pb21uq0<pYqk0;`
zo-Ru|jEqMU)~50+iAoIW<BHI`R3A~__4{W6%fJ_5-wZ36q*1S1B$43$-3zPL+Qoa*
zams=Bft~W}^Wfx*yUT8MIHDw4QSghPCd(^nYM9_)IAag{GL$Xf_O*mgufo!11e%FS
zGQJ^GqIrc&whr7c+b)bs1S?5Mv^`8p3pVJbtJhpH4nGEs;QbLuku)(gw}IUS3Xx7h
zYOHvkb8v3*xab}+E)4e75p|~9{jJj6(i1_k$%dS;+m>6cF@DERCaj&XnTB3L(+7!~
z$)J^rCmJRCx{DM%j4eYTt{oSs-q*?sd=}QZV2FC#EuC{;+c7paH7IejwoF&t?6tCo
zRVh$}&q}GrK=^&guBZ@MFv#QDlO1XSR?Q~+TuI=01<#bZHWML{<FqoK!nyl#%x5t_
zgBAR8!sI+kgPL_reBf+OO(UYBGq=a7b$wBEkh}`*?37hD?u3`shX4`u<en}g>IFV4
z21doHwco&A3ltjRZ%ItZTl1?}jN269{#u9-Jt3742!sk~v>((NeZq0>kWdqN7=9vm
zMxBtwmnPOsL^7hr^Y^AdsEGN=U-Jo)D}0S!y1O4V<qN(Fey3xgX$UR(x08C%jsq=q
z-(+l@K>z|5wN?_ayP1zFy1s|MMX_Y}zq3g4uA3)H#tlif@xW@2$CJ-cUmy>OM0!?g
zvwD8*%&OJ?=$|fEW-BS{88?FUYO2ciMEeE)#BJ>do1Qqf{oh}f*ilcCJ4ogA^&3qO
zS12!}sfYHP8gyM2&g|Y$lJINw+IzJo>KnBG&qnl`jd&+4dQt3W)%8^Y-OxL6Nr|85
zJmzd%$0k~)p6t1oG<$rv%J07C^_-nr<@b|%T1MjSYDe2_7!<kL#a8nq0T5D1D@>}D
z0jww0{_U4a5qo0lIwMpcEaT@M8>nd<QVC51EF}?IkAbGk!dAe8ZSvYHg0~~|RhQw$
z?yJ4{5<>jmG#|yrRVB@qF~`ZbcY+=Hg<B^tU+<tWGm0IO&Q>50x}c^acL`XKZQJO%
zzJNbCL6_BF3dx}+^GLpaa@MKdlH&2aF7I>LSMT#f_Uipt4iS`IXsbX&P(2FWPiZd5
zQdm$hg%8t4uaV8$w;ga-+A0fH8`e1;i^A?;bus+zCUuu|L}kJ%G7|UpwnjDU4`z@C
z%|Htjp0x!G7&#Sptj?C!iOIJCu;i>;aX^?$aL~B1ymqQxT9E^G$R}pB-E3(5OfLJ*
z_-iMs&2b|hx(d>m!sd$TS9hp@!`fHaqU3}ek<~=I+mq+>NMCQRM(*E<9a{aAA`&md
z_pTu)yX2VeIJpK|eef%!nhl>LazgeTKLF_J>fSW=ZJwx-aC9_k$6Q;%{EwISa)Z%y
z1o6Jb_kT*b_;<{bKW~q>ba*?&07&pEm7x3R8R%f#r^p2)HajiL4nDeSNM3jwN)hgU
zVq$r9tUGj97Zv^(`!23Hi6q)Q_q+T)Txsyx@8ga4typ1HtK%Y+IsVr0Xjp9ze`4Qz
z-7bGbH`nS)keQiI=JM`j_v2yX62kywaQdnT{VVG)MZ%98KD5jc+T)<m9yl9R(N+%2
zYqoCP&YPe0$odyQl^PUO^R?9|XkBPOX(;&i3guQDkgc2B>@6AcT&q?}mB<^IYd{LX
z?<gm9#`-5JL4X+L(KYwh!JV78um4G$Nav$MW5thWCcYZG3to)Qt9<88zWA&Q;FND;
zw7DTfuj+H?M9XS~ukAR$uH^?HW~7C>{F6A*&K)<GE!Qyd+`Sxh8&jtlXZb=%yx>ko
zMYUq@>UDxrG2!(jkr(=U6b%?fxb42Ojmz|2bokoquXbXY+F3g<8gUL`Ou0{<p#x}@
z%xtQSN*>OJRIW(bez&rH69L81!N}>s$WPCM4EmTugBf|8pJ^TOF4w5oky~qnVy1}y
z_3yO$=tuIG$j^r?;0p_(zeOd750n|Co}YW`f3_@#F>K^4efV{iy!Xn)WyffB&uv$s
z=?CHb4eq{v%|y~K2F;xd<U4od7e)U2EXMl~Ph^S5AgU5mvNIm0P*G-ii#u)ZPjp&9
zPs7!&Sl@SeBRF57o3r|eOBDK}@f)G3+_JMptO|qLGEPDYwLJeOLdIG6M+gmmDQ%iC
z4vIBR)e5IA)~7BRW^#`j2CZbG=13aBt;LV`FE{--k7|}Vio9yHJ_@UJxX&sZ_V~o{
zCSPsMqa0La@)F`azlliB^qiP*QyfDM*?_A*bnPi>N{*7NxmSKyg6Wx{UsbmoJj|?7
z@paK(59A%>qFn+Rbjk+Nv5WMw)5^tUPH`3Ay%T^7DD{0WTIgc0KDNLtC^T;2{{0JD
zVnWC%@Lde-q9+@)_&2$r#gBj-A&;2_LCV>)OQ@%}&V7_#YN2piZe@PieO8tw@0vU`
zIz>2)!IdL7a=SN1x8#jEpr>gfA-w#}S03jlgZ#g^V#s5+q)b=zLq(T@X-o7X3QpLj
ze&={r^ODh`qFa8i+)!o8y%w0{aNXc|GB@=6X=b1adEW2(Eg$FnO#19GDSuV#`daYq
zfv?zB6br9zsG94XXk%i+i$KkG4G(js309}qf3KmpK=Y^`uKP9(z{;D|-7_u~_fg%%
zb#L6BQL<s7i*>Q{l%cD_#};|{0pr|IHS*kP8LGOt!~{vr>F8+B*?puDhU}HSU!crk
zOInxkuJ`>+0#6=hD&r>PI{8A-eegR9*?6Zf&e^=V13Vhp!Kc=4zQ&sk6k*Y)kG^9B
zo0%i$iM=+JXzSOOT>vod^ZV&IHK6d^7n&RG1ILxsTFKFzC9|or%#=JMlY2EQ1OKw-
z-Pe8;Tj=rNip%x8uBdkw2|lfUT0~lwwvuR$t>`wYYk2x9b&gLSesKlKF8JLg{QmcR
zqlR6ZJYj1jYB94o?MtEO{RfX);~W#O9h`~7++fho-^K~@1uNawD<YV)8!0jEim%~G
zSHoVm<(_W)piv**gFR*#&r)ms*URUD6e;6OewnDTZG_c1&9I7i2W67o)x}EyxpHH&
z@#8q@uwYGH!z=6nvd&Pui3gT%d<E2y0`qqZ8X(=~_CRh{XUMadRx@1Jt8;tijof^R
zVZfv*WIiiSQtWF9az%%L0?g4Vn;rEj5$MV1(8d=;3<wLL_rS5?ARzbql*(nzBUa*y
z$5Gq0T6KvxW^WcJZIB{Z?0w1&PRJM>*kq9rK;onf#KRiYvi;Y_9zW7YG*t?GWo3cP
zA2izd4Clphyp;YSkvksNJ5nE;GX9FoZR$uHgTs>Ya&k*|9Bk1q5YiOk4|}>e#Y<_r
z>IMHU8?88mRKnrsoI}aB<fG6iBSFyzjg)F~XuXls($L8E)yI1r&+IO8KGG1#j@GIe
zO-{<H9aGqJ1Mwa*Rk(0$(DK`7czzmb<5n4;y;}R{x<C8HMA((Ip&Kl;a2Q;s0`B%K
zbn4^ZT-pS6SipZEecpLY()nQ=Co0susOQO_yH(G8_8e}xP((E7wx}@-42;$J-I174
zNa?8BKqd2x9~1J&aczWv$`avG3-N@wbo}l_@uEzjCws-!oKWQh@kKnQuC#1gYAv?>
zx~nQW2-A#+)z{*D_N>tc5eY)$eQ>y$^U#N(0daw1YCxgj6fg?Hk9^;`&NZ?c4bZIT
zpN0xDcFGoe++gujys`GL*_R^S2yb5sEeL-V?LaH__YwPvqGZ3_sj?6}N6NE`)z{2c
z71xW3mb8>+!8r_4{_ACMLZc_m=J{#;`DPyH-<msC?OM)i-XW&ZAJgWDnD-{97O~=1
zND5dL=-mi)Xa>rIN(E2F^J|N5=+~8~ugQwa&F8z$bl4!QVsN<7l;cI;bNl#eo(kRF
zmxfU{&+j?dJhZuI%W;*rX0bb{kZj7!kf(Zb+vpcEC#0D(i#x<F!z!OLg;aA|O#1Re
zUqVAxfPo!sJE|xH_RR_=7S^Gc6_Q(2WPQ<t)wKp0eynTB*dq@~3SQNtj_fjZWR}v}
zYx?V3)nA0!5b1QD<3GiQZcK?>D4lbF#dF%UH(n($v{9`c+)=P62rvKImvgN~Vu5j@
z9s=&w(>B*}TMi6SZH}_mpFA4jpHwlfs5T2CfXDo2MEMV#v})}HmLAAfGR*#J6Iy?0
z6Y~3XlgE?*x>{ZI<GS>R7DfAg^MOy|1$K~CS8xj4=;7p|HwHobt}dC~Us0lg=6L%C
z6Pv)0mKQRNO=V+08$uvW*62eLY6CTdG&DHq3P*@9D_ttl-KbVh4J&=f%vG(Dgf9az
zjf)=auKMonlqs&+@s_Ujm1L|f^bCTII{&*@b+dNPVQ^0L>cl6M2b>cP(R%9`zG7W<
zfDlTX!`;NVYW*ifYXe2Q<~{q5uXa|3RJxs*#(n6(FUG}<15bBw$tSuo5J3l-8J$dG
zFBJIWJ)yfX+!7)@c|TbQLveJ!@YzzR+?hQ__L~zOFi8<pZUeR*-?O%81l?>*qFIar
z(jv(`&tIJUD)j$)*7RNkajmvk$t@(?^K-kI+YDz~3R`8i9)T0JT)5WgK6Mw<e*pyU
z-@ZD~7X{7G5%88?8AiG8@1`WL=%RkSpa1e(v}_Z={j862JZo!iB7EvvVzpWhqFsU(
zBis_Q1l}W2TP5OL8`Ys40SS3xvV#_D2Q@u%QHkmj|8B|Y2Cg|f$q9z#H?A_sb3qTf
zo&hU=^!jwhZEkD4)sW6wp|E5aZvfJ26Y~D~vRc+-JPn4wkelDsdMSBLqF*#q4Ni9U
zE(<zUS-H3Uz_42{Xuu_T71=$+An3Hb$NPz1l@7tpCm&rtbFy>#3O*ij8HV2;EJgl;
zK4=gRX`QzMA2a7#Z%nlmf}H!hf4jcQ!zS<X@Ar#{{l6$DZ%DZ#4aGdXt`D^2y=XO?
zY7#1jihXIqW3KR_89|XPF!39|@k(1ro7c?H85zZ)NlyeF8XEm;yjo!WyJ`WU$S(t<
z3V8F}5u4mB{+KuON1Mfz$j*})Vz_gr%p&^P7n^?cML@#|w}j%Ck-Y0Kq!#>FSN88j
z2MU=PhZ1tW?`$e)w|H@v%<OW0ah>K%^aZH}S+g?_LCszkX<GuM@p5HsY8FDz;T}?*
znWsGlK{Q9r42WZQ^hy!*8p6!kh;{OwA-DL(VT~b9haG{dNtpUeLm=OiWg{`ueQzNE
z6){`r4zcRcNU;H7=3x^t_U+9yoxZ+a;IF%FTvzo@@>yeTd-FwiY2D|ho|T8DmOYoN
z+GnCs75X=3sdt(4X=piZ2B+4}E88)aEq^xCcKo=M0*qjNF)P)Z?Bh+*%A#z`m=~IU
z5G0!h!3dq2nmwY=QtyiP^T#aM4y;_3Vh8+)pH6v0>BU_}{ESY+ak`k%T8hrV;3>yc
z=&1rV=;Zi$?3qiqP5!zn?2BJ5Z<@P+7VmA78oeI9=i9@%KKUX*)pB10kxdUhLE?f=
zv|H<rn{NY`?yPI>3}QU{DY+zg@Cxr0J{Q}0p8XGvtN)q(QR<-jq-&5vmQBtUcwMzU
zhmFBg>oZkP{K$>xQ>Hlw4i>p{!k!Mku`)aXie9Q7f04Vzso?M1b=S<KV-e&GNd)8Z
zB?!vnx^qa1$0oTFIaJifX$QTIQ%|ML`}y%1jeG|StCDJ!XKhfMCK`j<K12k>6;A|}
zwPrj1{hR?gL7P7;Tz7uXA9^iMW5B5{p1w?JvZQ}CV_4_I*q#;|Q%f_7LEqe%?et3%
z9%^{h=UcvK5Jc7bu84O>G?M`{2qU}H?OR-d#gA8~nks#Ke1tk@p>i3BQ&r97a`@4g
zGn(wbPq@6(u75YYv{DnSdCSVD-3_Z@v@ovbe&zk-H$7bzP}x`&IWI3HG^COfisn|I
zm4XJ0XkmA^CjuZUliyjI9{ymWx@E(I2=a<p%^PzOfi@}6f}n)Z+i5nD=J%}=$W3lV
zlU6bKWOBaK!e$?;%U7^Ol9ReW(j)dOkdpDid~TBG-(V&9To(+;w+?8eWU35Iu6Lbx
zdpe~Y)je;M<&xW;JI>s^;iZ#(et?fE>Yd~ElA3Nfh<yX9?E3M;z07&^Yn{VuJLaBy
zlP}Y&1D3svf+x6|d>zTn!{R@9GiRpO^+sBvVI;G6pQcJmzxb_x#vrow3Dstwei4-~
zs4J9V`)W%pqI<_KyH+?kO!=;2E3p@;6Fx)>=j{OL-oEkmHoO=_IT8da8pqx~TF4?^
z4L`ay&cu;!{%!m<(r%}@gvB4-+PamYuz(=!gR)}3*-s_$?=JdCY7YH~yw@gQDj?BD
z(H2xtcU?S&fQ%WMiliRrGnF^@K^2?)`65v0f&>(6pqYr`EGVlF0#vD{1_lLNn6T~v
z&S?mT-vaUQ3LgI7=#Xl0RI`NzZ|?cMbg$`W^!=trF?X_B?pK1U<bR@Ai<CQTzt4I$
zxn8KG-wAeWQLqrTwlKPvcP%W)uC<d7QFvlv;h)w2FH_W|`M03pN<dz|4e(6KX~tWF
zYOuDY3@dc4oeD1~E9}KWG%r|ChGhV_nuvfW4?FGEU7h-rrr@5!D=P%0hJ-uQG}hvw
zHD71i#`$f@r&S68t3S?CGJHIS+}vNilcq;it?WDwjsJi$q*16h&x2IJ<Y#<YGXY`L
z530Z$-|L_N%}T{ZH|%h27a(8Kgvf`^zYry>-}CbDX{kUFWFHouO@f8#)at<6e3BoY
zJ2mlO=y9{O*1mOOmUMcN1Iw}Zzup2qtePjC|BGC!EGERd2rpoTesR^3zB7pALje^_
z!<)3>73|2Saz4#4<NItd7SD-J`rL&3F)TxpWQ}>%rML04g);rlZTq{>=xIzCBalLG
zwlxzO>lnguWQ}QESN!je<i&QlROdIWme*Mh0xIy9Z&8Dx&i<w@^SQGnPhE>^kJByJ
z>t(CyQ-xak3|n>7G+~p)hF!+}uHVi%8nio!q09D_x$Ny=bTP{IwNwYhv@{wlz^BY-
z`BeUi(8#oRP(I7(54!j{>KcM<nve_N8iRO-($mvTs~$s?F>W=jngHRO3;K6e0+m%J
z4?96)6q?lN9#_k+EQ093qL8y$_`KLXtdfarPN=_HPqN>R%x#5?Q3q&h28@i&e^8As
zqr@IMra$A40n=7@L|-akK@v;kR<VWZF#(}bEmQ~!sT^bPPmv`M2_InXPftlH0<_$>
zVq;@328w}(Tc!=gIVYWvoY@GCNBwtRFEQn}=okWSt+?v;PbG%kjQAhN64nePMg2%7
zVOy@lEH0xZGKbOB<$1})*3?t#7?i>Mc4+e|z`%|GlzI)s@gZzpg9co91d|Tjcy%^Z
z{X7fko^ha*(O{aXAmZ+BhS$}W6}A%b#+$I=7b{&JDa-)USut!?$eV4PHot-R{6<W$
zYw3Ke`k2Z%2V3sN#E$e+kQW<%n<>FkbyUpsWll~Nknp!(rVsPH2j-}YB&-s1CCNyw
zkY8X*Ud~qBX2#A?EE5#uo`0`d)a8;pb2~SiUkEm==9GuDA~mnXQBf}?kb80oT2u51
zsI!5eW1mSmPk%$sh|aJV9@p+V)8nsaz>J8!m#bs}7oN#&6tAh?k4vYhQgZ?Y_o=s(
z$ZsaN3VP=xtaV(a75ncy0yY5s^=A>SPKvhOP0rQs_XlngO+^&s0?>1yI@TUza2<bA
zO{C&%p<=ZWy}2G%gN*^=GNCGhB0T=(r4Q3c2{bGNdgu#cA~1cQb3qx|zUULHltAwO
zX$i7G3=+O<G<`)_P;APA(pHfC+aXoSe9=kUZ3P9DW&ih4F`?&|S5<KqWY1n@3_0o@
zVfFEaj8|9z#<j)QPEvMPEhm25-A{KJUA2LpLeN4!$29N>WQKtYk;Ek!fRrGEEThz0
z2V?SuCfQ+xRKL<pn8uV&`I~Sqs!gi}nfFu8e>nGjD!YOlJsdE&KWc=<B6cO$z&zxH
zKhVBH9~ykT&Fgv&mdzcSl#GR|bB_f1v#k@p-*;bv9Q%|_GkNN&NJ02S%+p5$o+|Id
zc>h8%jHv(bVIx4WU9!rpSqK@lvAj|dw!=rf?y52R?_H8RVOUeoEvRFEfaPx>DjjNM
z*d)kfWs<9jO*Ez8HqL_ATgr4asJIbRBkxg!{YwIu+o(5R8Wi<KvkE_HShT_5=D3`2
zD~XhQ#07?H30!{W;j0ZE$Bgh4ity;e5zu81tSq>IXbh}mLU<iLNFwb;(!A>e7}HrR
z-g2+@2V{0Xvv5I=;0&LjytVEW@MiEcp*nvV8eZF(!FfdiW)F7E_)og(O9!Fb)<jd$
zQWwX~x7;io_H&xG_BG|-KC^{P>Tn<Gy1vN2ESmk@YIclpQgklI&^^?!pc!CdrK%ps
zdBN5wNk$7Yc`N}DjjpV@r=V{wL55k=J6Z!djfj!2H#-Bo->g^6d9YUoZ~&26TRCs@
z=BheQ=|h;~lvEoh^uz#^fpG2p9)6ElzCfg)dfW};#4gHiBv5j?^yxeMw`;BU%K5X;
zL;q`V99VI()|0P|rgSj4aj~<FA#SB!FvVW1;j<$FI)-V34LRwlwPT6T<Sho1X7*5I
zacmg$pa2xVlC>5t1$Foqfyai3Yh5N7Q`oe$VX|4`sss9U@gKGo#SQYK$IWPmv@nK>
zgV4fj$e8sogRh4*mx@fTT9sh`iBulO#=wklU%y8f3R_SC6ar8R_d-$?0o67PtK?8f
zm>3}J!0?AP&k%c@$+qPat0{3GCY(Gonnk~>LZeYV21M$c_y3%$X$1vx4g1%^^0vm?
zMPY_3F@Bp2niC*yHS2oGPkx}gH*OUmy1-8Wiuhbe>hs!Rou%V<nfmV0<p);lt~>xR
zR4zWjkRypHy{pGS9s+#j4kWmxe-BfQ+jTuRe=fi)!2LC;OT*x;wHV{N^?g|w?#ccs
znKWgGv$v=Q2rabjS(dv=VXdZio$a6O&WCuHG5fjZ-NszH0zj{rH|DOB+OBiG-E?CI
zP$f1<9?zOBwSSc$f9i`t>R-6oED-5-H<KCj8xSX?nPbIla;eVUH^?b;y^p`)vL%GU
z4UCt$?X5lSB0V|@zx9ITg)w=A%u6Qa?A`z+MuH_t8|!a8^U`uZJ%aRo_$6pEe6;l%
zV=hs1R_AQoZ$I8iJ4|L#8xxSRq?4BtR33INgO@}VUEGWgL}lsA2|?>+04Y5a^Lr7E
zi?iRyu;)BT)%x~qO79)>kXSabF%-_fX?SJm^=;6hVxhlbgS1S!rj@<P^}DJKoZFG}
ztao3}(ZWmhd%Vf%+}iZp7oDl%7{v`u-6nqSxA>N#hOybwAG72iQ`R8KU!;HLpI*S$
z)AHbfo7;zr<^2MJ@?RRR2In{avPz;J6lj@U2Zmo}=>Do^Jtd%=kmpJ~%6noUz<oI%
z;}3$;Mj`cRkK!=?1N9yL6i`?qlBgHvu#bBYD<3ER!LpneLd@lJxIdBqy<47Ps{A;R
z6c^x~M1r1{KmeXVYG|xZ)}9T9lhw7zTeac@42_V@kbg8gP;<q~F=$kQN1`ntw^35`
zFcn`B{u4^wR0t^;Yh_!wv+WW4BF3=OqnSr56Obj@l4-f-JkkW7CIAf(^ayfhr#j#F
zsEa%nS8k+cSXdJEkbE`hd9zc{I2>-xE?FQ7i+zCyZa+YsfAI+|w2HrePIvEx{9O0h
zg9sQk)M6-2rZ~Cb>Sw#g9D*ASHj0Y|FseuUZr*aaT?Wb>&d(B`Hiq3gdH{Hsr>;fZ
z-}6Sl=fSoogCXCHL0(Qci8s=;ZzQOe-{~)^2C4M^LKiB2G3pq!Q!Lt;)S2kKB|c7)
zjhZ-NYW=(>H;D1O>`jj(9~}(TJm>yZxW%+Epf%1Z@mdZfvZ_%~c+Rx$kH`M+o;z7>
zPujgmQMRJ#DIX<*qLK@9cO#Iq3_j_A`o)PCWX+c)1zVh{+5ek7&<9_G#NW^cta5vA
zc<eJTq}9)BCQFQp2<j<W@}_g?VL+UKnkz?qC7y=l^|TA5aU5B@7wkO8%rQT_DwP;~
za>w3c!G(KS1o*;LzV=dlwm9jjZsRH9>Bf`LL+>HwhIl?S#3q{%I`Tl*W^tI6bFw`>
zODe8}>CE^>0+|-hcaR4+xhoX_m1EM}q@LQB)h9}3LFlO!2F6!H>A^;+5wI#zC4lD!
zu<i^DeA%cXUJz|9QW|9Nziq`Dg@}fpJ#7gcmP-+nMc{U;oQ)ljT|6ey*MHN+SET}Z
zS&`&Cc2}3ZPj)cc(`Ej{$zhh*p%Srva=-&w2;duj6iQJJ7~ka)4QzQLO^&vLRq~fL
zn=L%i|90%?bwfijMp3ssWXjm8xdb(gAO7(s^gzSBuwbRYX<VF{9_~E(frY(v5V%md
zh9t9W_3V9Dd|Za7cv`5-aU&U=`7|e_6=f-}3>!ZLFo|6aQvxztWke5MOyS&N%`h!Y
z<qZyFudIMfOOmK<6cylb=_FW10d1-w90n^eg=4;3DV6AR@P4?Oz%}myl%Phd;vg&9
zuJdu&qy_xorstuBLSyw+S-eZkES0gkCjQBz(tuzHGiCz61+#zrt+d(0=!+tJVRw+D
zE8`TsHTA%pfkNqNj*ox=f_{|MzV_nOBCBj=EMT~4Wdc{3%E|Q<BY*qGUT?wjbf-xh
zp6V>l$Z_h4#zJZXz#Zd<TV=iLOGP)$;oP$=iR^uvqh5%BjRdiyB0bD3yd<s#JN<0d
z#RD|}@d<^enCYY+_fZ@?Hsp)gh$Z_1Pt8z;aeZc{r31==%e}DL^bQ(i8)AA(RZr})
zko;1QCBDIQ$M=mh8_XvpL32}#J@h1+4n(mKjtg(^kFCPm@~`w=d6MzCp_tJwrr<z8
z*nxoX7>xV7%&zdpAa^Q}`BTaFhzL7C_a5WtX||~de-vw!oVtg1k&K*?hh&PHvOVp*
z8l2KT(lApDKh-FABflCnq6~Wf&7XLV9jqarpZl*K#5Cu>2eYCsg=#!zQ=BQMcv9G3
zNMZP_fCoxIvw!OWn-VSnRLOiexx~Uuzn^Fv{%OhL%U1ypyMH2CsaNAqup~6K)YBQy
z1h-qP)eH;TZ;p$f_c%)$4nL*K!a+C|$~7Q75?5_O5$1qW%=313SCtNnQXPSB3mnQc
zPeeoeG3TnuLX|FFLpH6WEiUiBZ4y~<B_KwO!*rE<!6-3GEGNtOfd&EihHGH!XdE_#
zj+}yXOIb9S|1j|Ea{BnF;orNQ({OrN^pR`B*sky9rAb@jUV9b;UoZTfr!(|igI{4|
zaC*1+5gimd8t4&+BaNo+QeLl}*&>kl(^qvXP0B5<?~?~!tGOTCOh+)k5A_^=81K(s
zm;n0owG5~vgzl<>6BEiYKFQ5C3nAGYAMDinwicrw^;I62J9JR~^!SNl-gWZMy>C}w
z_3qifkI#H@jW3o>#Lne}-sl`}cDd|#`_9j5kTAERD8li|nLe8gb$-wmo`wjM?0e0P
z%#d#a%^T7C?z)T!O%;E8t3HVYF2<fW03D@$s%%~HhHKh)3$c&s;~}hz2V(6FNhq*S
zcM4Vnrz-i#t|T!G9~f*Q+nijV%CPgN1SIxu`GgC_@4zr~{sz?KbN6jIRJ|aD6p>2$
zh4L5>C!U0RrC+Fpw}Au8DDL3<Y5An%3JWu)P#@sFg;g?+|9<+FDs0aSdYnP2TC?YD
zg;MZlRQ-8SuTWuOq!;5PCxaAJJqy(6ZjXOll23FEOjQ&&T@%aR7o<$~IAwDpiFK5k
zKW+$dPHtQcre<zcpR%O%V7n<KaYn#01UmBIzShA#0iPqr4=Mu#1rrylZ9C<eb?HvK
zuri#4>vNXP2G)^-biw&oBitAjD>(J9<}DZR{<PmGB&31Gr|_=(3ze~ghViZe9UOET
zmIpPmenZj|&fCA2aMLZdGoHiVrnT>$GT=ec@(3XAIsduz(DR#A!+4+E^C_$DL3W%b
zvJ!B=vCmDa5ZRoM#xR^L%eSkiNxj3!rk5{s`F1sQ62gygvB8#KJ3;YASJ2OP>dn2U
ztm3xTuK9q4AL@^gb@i#Z0}bvgbh{@xK`17Nv{JFD@9jarJB_=~ro{g0-l2DtZH~=!
za)eQ5|DVi&+6@2d<M$7;XAws<p>E7gpzpz_BTd~)P~+0Gvh?9VzXGG$|AG)Y0KfZ~
zOP}qtM3B@ETAlXI73YOK^}c}Ht5=#hvEa;!KCgxh)9@qgY=H4*6cj)cK8sqOX%7W~
z4K=rO;YZV&Y%I3|f88U-w|vT0oVduVrmnEPa{n-U-141AxVdZPyMdazz{<UL;Lk}J
zs4*sd`0znUL7^SBhZ-GC2PC#>GKZcU{MR}t(YqYS2yZFU7CSeFMgDBi9L#g_tqKbS
z5%NP}YS$oPcNU0bXCq*`yO%-3@~WyTpRGwijS~tu_8HG#yYh;<)!hU;F4;TN^**HD
zps;Xf+A-{zs~ZU!XV^Th-_`Q8Yy6&J7J8xM168rBpG>d?eMBLmkD4yB>(cUahD8$v
z5T%TQP4)vlF6bLvXfAzPlSVCXLlQ6T@yiV3y0RP#yapHNsUwG5ukFQoyq?NWwF_Yw
z%sBO#T{rs+)p8#Bc34^>Xw1|ckb&!=K(TfW=-kP#>I&E|5ug}KtuuIwN{I?}3O{G#
zYbcR@geOHLw7+|%q844+T?!7<nPPMN2d$*!M;Rw(QALS6TI*@@U%EShwNv}M+#6bs
z0_9___EPflmZN3*6Vemba8Q4V1+-C_4SQwzp(xOA3~U-1P}^7n_Q^w!cMc&q%xna`
z+4c%PP363-reCG>obJUUM<Ca-u^s>%a(VisH$_%BMQp36mpVI*e%tNS(yr*+!^%5V
zYn@xRL%9m(_=#F`Ks*JQR}i4!)q*e`ydp&xF8_wAEyG|v#rG$RW-a;3?b`W#mDoG(
z<r+(QE$KN0hFYYrI(#qTf)_6t@Aj?+=W{KZQSSx1;|W2ai-i{8i9I#eOZVJ_YUJD=
zYIB|{5|4L`H%jCJp$TjxW3cI6tpBw;@vD-`JQDK8>~_wprD~oBX-dYfS(@h;qUlj7
z0eg5lenHrln&?d0{It})(-!#WC)MRkWTi879{P8UuT9wnmD!fvsVNF$+4M?nrZCTF
zQpchGiLG;=vQybn>*ziUYVG}|xM<EigmkMR>920xd#94n<%Iu$n=N(L(<q40_GGR^
z%Y3q|6CJ!h>^waFsV_jwUCdAU!^YHA7s=vNz3L;D&{iQ<A`G+5(X@G<!l6b-)_<C|
z=k*ALTee_D_kD(qi;FX|nw?v{&h}!@xWxFmn2AUPQC{Y1gB@>vV(*L2kDSqh-r`IX
zfjnpXr0_GrEW`y+!(~akWpt5o!hmYsPyYM!%aM~(G>kUDn5uHFxhd&g4}mZM#2A*1
z&`iE93Chm)*4v4{g-5f|k5K#???wpP#hv()hc-{Y{`d8O@~Y}R9uORODggrAFE4f~
zYubdI3ACpVnGL1*#4Z1msOuZ4G};B?Uw|sGl_+taC-S&N^<<#x&Z%V~-m5i#^dPuE
zuy(r{IbI_1t^7xbffE>@0$sj<0i+xhv_UNHP$LG$Pv2YOoO=4MkE1m-HWE`r<BpDj
z;ttCz+jNC0CF{b$w}OYBl;|?u7=-4|LrVvL2#6ubfE{0b_9P9XhJPvl;E>z52i0>g
zm$I#p31#d`mtG95C^dq3PviS}qOA-DTj)cJfSxu;j&ij31$_O0T#3m~l17Rdib}}k
zEk!*9V4c2tjhz;+B2Up&fP&`Hi5bo0U?V(<O8bgxuzn?8oyS>xaAQUt)&w-sl~$gu
z8W4MRk~|J!aGgO_y-E|a@7@Y`&<1xQcb5O5d#r3WZ(Z^MwoiMVnMD*b3|nwike$IW
zebXN!@RGq!Pr#oAX&%6~3fLNnnccg*K!c4KIC^A`!`AG$Wi4E$8ybW9Loubl=%%Af
zJyhA)&~@eai>wF4eew355t4oX0;5TL{gu2KdD}GXYD1)=pu7y0Kwa;k^K3TVp|IA8
zz7HQNjLY=oL2q-v9YRYb=wtuRojp9p6|(vS=xXlVDjz+no837OKmzohW33wZu~Q6D
zci~^1o#bPqv#;d<7SrItQwf{07I7|DmYlTZ&gZpiw&yeN9)WHMRoKY{R@RKGicB;(
z)c2OXK|20V1RoX-O_k8olSMsm#D+qE<U0`oC3D7F+S@DoJibdh``$so&;>tS-J2{>
zvF|$eUlrTr?p6xK_S^JL>7ar?itvo9mSP-w>*+E!KJBZ@&@&`f;4&~yd=J<itlqif
z!N5Go$~i8l!D;l*jZqmM9XdG2)&*43=O6U}Cq;T1#cihQM2;R@W<j!Pp`eNKGryge
zmv4<*S^<A-@PV*g!W;oepjAlrM^<`8P#ta1UYgh_eR(=lTK=Kx`B9xKE$Q+nx18=<
zjXP&kd@q9`ga?)D(ZTt1eN(K(%oDxr3=9k^35QOrHH)SB@5GC^^jra9yZHyb=Y!oq
zMART859y+DeoSWA`E`Whx_6M5y>Fkd%i{W~CUrhWxkog`0b6hH@dR4cM0&`4yeN$?
zD#wUydC1pmKL#j^=ckUuom~IHlpuB+V;<UFoRq2@JkrqN7?IX$>U!ghB=tS|;632l
z?`!J_rV+5BMqiA2v7Kt%>R>6sb$rfiz(6lF;=4nUc0lUTL^eues^wjSrztM^ZR8qc
zVH>O)gd9`tJ#hMt;^H#M`PKO{Yop6B$oOSwX7u2QkQi;TISWvo6w!~O0_c>X*N*GX
z;yi=wB(3Z-#Rq0S0id}G<}HXBVXZ5IMn>AYHrQcSr8cX_O?nU6luiqX@o7C(DE%`I
z9Dl1&22gcv>$alR%7E3O&O$HuREhX7xPKvb>uSp;Ezq3g%jt;}cTZINTAMKQ5S>B(
z(#q|@(mxXndS>?utwzu7(813hX=2iy4i7R2U)>=Ehor9#jxF6iD0F05yzRDp8^(XQ
zwh;P&0XH37W*rOIt%^VE?4MRTk#L07<#)|lHhKe(%7=lG(tI+=^S>2TV71MT4;8YD
zKsbgb21%C=Qcepooh8coup);N+cGWfxnEUfx(9AX!Q3&N0U4r5gxWH7J(vw#$%UF%
z=MW(NlTbi+R0)i_FPU$EAz%xVr6J(DFDSfwK_X#pSuMe<s{BOD9~t0~lvqk7LDP`9
z-q;W(u=l0vg2xp8b!H1{o@f^SDK3v{v?%?9?!iI~(SXc=ZI6ygvB0)7NNyVHf{h3E
z<T$EC+YcfhR71}9K4Sm|4144c9YK%MFxa;TEFfA43LCTePP(4UYCc3#1@%|BsY}Qf
z+j+<jO%!5(;^W=YxcZEzks2Anx!4my&SeC2?2vl$^V_xB<k(mw=!a1OT8866hooZ<
zM`@%E3zr5hD@Yw1D&~R{_u7>7ma}7HeO8H-lW+#1Y^O#o`d94I>1|x=b}a`;V}oR1
z9JPh*hx)C}Otx@wub=<oO8+W^F)j`T49#lsu0NL`O*m44+)}ZMiycL40Qu`DxtBk@
z^Qh2;!+>e!eA9NI@Pkp)CnZCOUbBN`VM+j<56pr$pH$3d`4be?EzN7JE!<V6S4Ikt
zFH6$_2fkSwue?>ulvA}Ed1DB;s|KRI@<4V#z16C!Ug);M7SPjkO-55qS#wa5!@vs+
z6Y7Qmq;Q}m6!adD@5|r{Ts*T<yG_Q|k^s+!ptQ6!7^(qA^gr2}H2K7l7Pl?utq5x;
zWA{ewGLi%M(Caymlrh;k$pFL<vfUfpo&lcY8m^K(|M56Tx53#xaUwpFS>r=8H`MxO
z6{2_?*OyyjhF}DM%Qi_Kv{+-dmfv1X&7HP5!$*Ut2Lb6!2EF<~IVq32Ft)vqw$*5<
zt03MXbcS<D$SjvqMg(m1yp^Mp2T?U8qp}FY6aI66&JHl{=I4;K#XC(TAAa_Z6P9E0
zjEHv`^#!%fuKh`zUqV5$FbI@f`++3;gd^DFEA11vvsZSYBL^t$9v%knv<}cJe7&nH
z<|g6gi;8fL?(|bXO5xC6pilU*v&{lZhCIM?2644QjYTNy`xJdZp=1nb72@gjL6^Al
z&!2TX<~l6e{RvR>>St~4tl=>ae<@IwKt)<J9dQh2GZi2)JP9Rgk+A6~;1<Gabn?5*
zqoeayJqOU9&(o}ly-#(W>Ts!l<@LRy1Q}4SuL2X^7*O;!0@_dLEJ7(s$tViwbR%Gv
zICo8>n$6hP*SA`6b9Z}#1ZXz#fOXXn%p2szbF>|8f$PNShc<+|u4G;Js(G~VL2e_D
z_NcLp%A-&Bh$*F_Q@CkgqjfVa&wnL?3MyiJwO(#r9u2j>+m2V=R=B0XBL4p019T-W
zR-Q2dh|Ehe;Cx?u5IOZ?`-IqA)nmtwWl1_Eg_0`m<V<l;(fdkUWMrfz><0talb%nC
zQ2UkK{@UZ&6GVvi3G{-H3L-l5tIE5LizHr<GXmzkT6Hs%s_0~!!4yFpS9&NlE!z$t
zx5>|t$=uMO<g@txtq8y`-nW38a_M!GjRnQCPeEa@)0>e->2vj}V78T@xP9on?LJCd
zTrQ#?aK3f|u7CN31W9xkEO^$tmk}bGcU`&)VObz^IP02Y9OS+K`Sa)aR=!ejb6yZm
z5KuPW08~}JAQAs>7`R;Zc0}#lyzF@C1!xZ2**80vozYAGA#O%60hV_|xuHleHlmkH
z&kkt)Sxv3F*u13<Iw)V{3x-B>Ph21ZsVeh;lA<k!1oUG+9{7L;cMI(Dz6k%dnR4LM
zSOPSHLB2AKxB^-Nzu{T|5SR(TN?aRzmS6sLd3v4yE0w)febDd4yp9HcK==YR^x-ng
zra{-gr*-+%&H^MC6r-hlcfbY}WW~^%l-4%V7`tBv$%6gAW#DK!HKv3k^*EwT$Q~F4
z8ni;rEhu($ud!}50?feyBU6t6*DFL*@a1>$oxC0`p7mzX%Rs={gVunaqbsF8F0!D;
zxqN>T6pf95isK#s^D1wYY>uIOeugI?O%*nU;fPljt>lC)@v@<xpZBRi=6fQ=5r*Ob
zg97!=%mn1f412#uQK+=k)CK0)`Ww2uj2tqbx7(eOMFlO4s`RX#OLl94acO9y4YM^g
z<-)K8`QNwB{0_{jBtN&;#SddCMUE;SRae{^CtOl0v6$mK@9yJ=eW56M_#4*x9)zO{
z=%|TjR|)Na^vZ*zP#|)8AFvRJ0HpI}oIUR7>jzLWSeT_jXa#U~Lx>oFW?*UbKZH>I
z8?OEKU}YE$GKe6=3y*s1+;#?WD09$M#H|q(sF`Z1m764%cTfd)PXuvxy>-^JY+whp
zj>j=ym-qe_-cW4_*QAD6fRb?oT(ohq$JRo^0gv_8P?#mxiKHn-I4hg3-ljQDR3F&N
zgEL(ZhuHlHQ)8b}Jf4I0>^Ei)-~9L})@mm<Yw<~5rUIW@yA@aUkLqb@x7Xe5pv3gf
zy**2}=lvxYzrFoa(ws2*qiD&?e0`+mo~Y1|_Nb)G>1mY2hMaEVWdg?&mj0561=9bg
zQybKq4RnMvX6qC?%u6d5MhW3(b7jF+3w6?~i=K4^jVtsn@@4lnfWDRQoR5bexuiUl
zFPb&#(FpLpwPtI`!j2nGR`=c0k_gM<TyzEGBTZZTr{6xnhXTrc0PhkC*q`x)rxQtb
zxl6BX2AR`aEuwYhM@Z0lcn?{I)%Ck>wVlhK=Uv_zjJ9~$@v{XXHO_%1n0m(<5;?B>
zQy@Z>8JI}>m<g{HTI7G@bX+C+c@>N;*9BiaWaoTT$KK>#9>^VB+9y#)@~S-Lf$!ff
zVqAVJC2`@L%Y)R1aY>f*hi@`1v$zI?c95HDzdh4Y$h0D+`PcfJWv}n*;cSB~;D9it
z@Bd*``P<sTSY25R>6a#Ix$-yx;=8r1yRT7)+hCRG0R6_^^9i`h2dw?rodqoQt!joG
zni#;GA;h402wlixToQR<*yn~MIE0*^hbGE|cgL{&CxPkg{nkBcj&dksWP3IJv!tt0
z|90kR>0_#C5>*XUE1+kM&QgZ8$#~6GfulNOKC3hXno0;ME89ZE(NmTvh(5LZ=@G``
zYIquxyNO-<lSVo@$~Il<lN!C)RE|Du)Ewj1#5JB*F@80ghe}f-kR&^;Nye}*keyFM
zG6p-~!Pd!Q92ZwH`b^FpXl~F-EUjS|Xr9bA3g}P!hyuE3T*Z3O8Qh?T-W^Rq4rAKa
zvb#Ahxeyrt9FUI5w@dE<iPGYz<-Dc$iY}zG3sk7!J;9F48EU?u--|*RRi{IS#vTYP
zB0+PQva~d28^9cP(fuM#KWghr3%{g^uDn*RCe+w%xtKuo8v)1;tVlt|Nv5L-rR#Et
zTnmlSyJ`GFmLS#NohS3u0lJKNM5Mp=U;%PS>i)k+F}&BWPfT(F@XjxGrJzR7xAR8`
zp#PtG%t@q$Q*H^k>0E$710Q(;^o9C%_|~DQuiwL~)*@1i5duTD%{HJg%-&@*>MkcH
z^&U~x!v)j$a!ST!(aO%CBv7-ToM{ddVOe~n3N77DGgGob{q~J+Krd`GP1iE1908dF
z`~qaq=FS-qZG#31k7-NIZsGuY38Pl~Art#8c9)Ia<KPNg#hBG088@$U^I)mTi#teS
z-*m`ELf%}rN8feaRjs(BE#^B7a+;&vFWVAN>OG}S6h#LI<gBfakBt*(4!^rU9MYXc
zH6+p=3FreY`P&0{9|qUyUv&VK*pMVU<}NO@s1bMezs~6UlP;z-IEI#XqD0W026r}C
zgcBQVqga-6v{M6NdGsc@)8l2F{*=}retVNyMip!CLGwHcA@I>mR_C<Z_o9(fJ!jc+
zSwSdUl^TCX_(6sJ)(I<iM^40v&88S`C(@pfAWZWRtlzza27THL#MBYov<(^xi7&GJ
zkX=t($@fj65VZ-M0T)TH!QkhNv#LdTllcfGo9ZBUGb$$wefB*B%9yWxqiXrvv-}>B
zTYR>3_r~zgnT*5*Ki})XVR^@<XIC;ngi?@!^x%KNZyvPl2>;mva(Zr+PLm)mp)zfe
z(}r-)E`CHeEhIm{Qo%~gI0yQSARH6gDz7;?e^Z2Kho#jwPZ%D=mC0bRN5lSR-nCrI
zXLlYGNm;X9Lx0_`qZK;qO-hottgh7ycN=COG8+9tA*D;=5!6(L0Sv5ERLkxKmq}(Q
zT>gL9`s%Qz`!4PoSO^w~k`^tX(jZ~bQX@tUR3t`sr>NZ0NJ)b*Mh=wTC`Cm{86}M(
zv5itTV$}Qn;r%?%^}g5pr+EGLt<&do&gsrh)u=7X0XeR8p5HQ8E~PUlF4}`sLU-4>
z63L#z4ujkFVva|`AyZuOJ3zQxYAAy;eg-Wunv^bMsWRZp?8m}&0J2NeB&nqkR6S!e
zug-9mhW$-eQ9**^^aK?Aug$Ryuw3kH@2#~z6yB>B&3O!D!wiI5`k`((FKwh1Oig5K
zWBw+(2LN6|aihIEkzk$7soeae1PbW~_9?TDyaY6V<0Lr)ln&y!p}`#BkPkBY-K&D-
z98EZ?_fvSqpdKw`rTTF(RKTxg%R{{|b3KUZ2FPt(f*$472oE$=qx)UgZ@jIZGPCo1
z>cQ4W3SLa-`*rCdg2*B56U4y$R`%kPEXSVC!Bgb*4T)F~+&V3Gvsah(Y@E0W`rw0t
zA=|Gr#|ufIlg;Y3jNN7Eef2pYn&7v`S1qjq&mSW)A@DyWSKn#z)BikZ1s!y-8%4#d
zQ6`_gho-jyJ&|*)ppSLrpx42mm(`Z;_P8a)z%ggKfA*hkokt2IAnMQ01v3?{TlO#R
zpx>CZ5^ehL?1$xY{2-dp{+kiJrlf@GXu9|5#gZ0quTFck9*oEYLuW9act+6sVn0oR
zjq@rm3i}&Q8-U&?==#I6Qb!-P-0&;M3Y{Hj4ouLgV*JNe^PDA^+BZ$=5e37O`f=I8
znSX0FFM~o1#SLSClo>wA?|3xPI64cwitWi$7qpr$1zHR^zXo`W2Oy&ch~^*Y_st!e
zKD=t3=XM-(*P)lB9l8NPVW*yTR)C={^u=j6P2942DbD#}{&w|$ufY?#hLrsj{Wkf~
z?a*G-f!2BdDs^~v&DUI84j70RJc+`N#iOI{`5KT@)>`vFJKpYCI*1y$PJ<@sD1HH{
z!_($~qsz_)RtkeVghESgr|f!e_+5I2t9<|m&6-8NZq0=_ES*q-e1$}b#u$@*eUJoj
z50?U%&Z}xn2#H4p?O+d?yp!&$_5G0J1(puEqN|G?xwvo5D})C@VZPI6q20zZSg08*
z-J3=B!uKjQ81j}u3AA7BBk%%ttumm`G)q3>>Wz_|`~3T*%iLvq?->7*`rq}g`*k#r
ztupZ!p({6f@9y33ix58WL$YUHo4BQ~Gmjl%usjDm`|W=R|D1*}LC=n|Y2h6}{{hGZ
z1a<h;k4=-ESA775KYHZS#-yZDpE0u|y=hWEz9&<rPcnj9JoMa0gB`<8KiU7jL@P7l
zhcU#-_oN)-gD(V5dTI9O8BFU`pH>V3xG<_?idp3kiq-)hZ5@NubhKmSyeahg9gr<m
z^w|%cJbm*!3pQW%DYSK-A9wg!Ld(Git0j6NMXrKHeY&42l_7Sz^aUc%MkoMc4aB5`
znD@-uPE*%m<<ON|4H^uBeJQM33XSJYq059BK%75c_F91XmrwG!w9ONh4;TQNzT%#q
zCn}x^2*<)}mL32+HB#L??`g)Y)Mq6HB7V0d`r4qcpGH8OUkrtU`FXTJ$09wJtvMEM
zQ>J4I9O>MJo^Ao4J%qvFyW0K+{C}wV4n)ni`w?Gry9+yi%8X6$t0B&-b)lUiC!VnZ
zYkJjJ8HxS*U*yC7amxN5CWXQyAiq(lxB3yfzD%IpPG3Mu_J~g2fHrpcI1mfD)ql}6
zaQ#Hls32D0hWS1EZ&OPVT5g_z498+B;ycr<n!S8U*xyLrFm!pD`w4qMRu=E1^+4k-
z3ZzF*Hy!b?eN$)K(|iu<QrT3^YMc!!i_80V{zE4Bp=a*?Z<JOl5?n`kFIO)*bp&(m
z*&9z-@g;elk>fFgwtq2H4J6B=OW8sDJ}Ok2`Rv6g((giJ<!~7)vQYU{{}6yqVGyD>
zMgXM(R9Ap)dDZVx6Q_MNV<Kp#wA<Xc1&b|K-;>%+r>Gx%_AQcPp2TzP4bvTcCQqfe
zL!Lrp9QF;CZWN2fW8aW1ls?A%^Zd#`5$YgY{ERV|`?B0>aChbto=}*Ys<qRt$)44f
zUm5N;OYF-x6H?c+*4bMm*RYANB>YK^$k1Nqmnzj{)inP;Qpfjb&cZRa8_$(BqW%0y
z`TI%zm9rqe9gsKWpj&w^aNvdE+bM@$Y;<vvb<zzB3Zvq252q=Bv6f55%BdhFB_qnL
zLdS`c4?Mg0pyP+Q0jdaDpP5y)Z<6PZmX}N!pAU`TYf^trGN6{yHI(KPDP8oXqJB^C
z9=3WH*Y@>J#Qryn8G_t%T_-&ct2@4^597D4Nu|#IiaSzW)-?}fcFpX4RnXVgpJeB~
z(l4nc*!nk~*b5$crODvj3Fn5h7j2j^OsaXyz4<u1`{B1_LKI3x?W*|Vw0dOr<Mj;?
zhGx0FJ8m#=xu_ODNQ+M(_g4*MwamwPd0x1f^AszJ^XhR$+sq^`92Po}-^VNb3eK4L
zXc?lzDShy)K0~vq@Xt39(o!GfG#tLhw93R~JW4urh@G{+=KR$|`j>?4l?1O``zByB
zCsS>Qm{|689k3HIC`v)Ns;65g2J-GJNf@}^27Av?F~4(64AC;&(M>i9q~h}zKYW2P
ztLi)qk?D^V+L6g)RQX|?_xDBkY@o%pX|AYgiXLIU(jDZ7S+yT}*!mOZ4>XU4eC4}v
zVVoA3m}ICdcL;g}J)k_M!0ZZDX{?9ub3{@ar7|M2hHEf4@j(eY`~0^SiTvI}%yKty
zw}1STp=I+`>sw(8)7eD<8;sg$kl-}uex4s{64W#t-PCo1|4WjvLcJnuV0nRS#LHvW
z`XMI@^$uwZ1j6kKym&JChL1nJi!Mm<A+ceS{$5wk4d{?peVeOxYM~vwxrsL_vhK`4
z%Njb||0k{gpWAI7enT%Dk~RC#V`H~S`@Fye5rTJV<~8ZngY2NqEp5E)=XRNzjN6qC
zf$+me3WL+rqK@ep4_?&dQ+ils9Q^gi$hbNG7Fw>Oy~2C{nE*5x{J?Izo|B~6375v5
z2gcQH;{m#>ti@-QfkR__Ft0;h)KctCT7LxwB$oE^Wo`h#sJN*yBCu%gr_LH^?S-{2
z9bb0h9Lbf)JD~59$>wtq<YjmTrN_muHuU5BoVRnM{2<E?_8i=^&aR<0C2`tRqk6>T
zQ@tr8(I`#O_ADz?j)qCR@+o}}O}qO=>PB$}66u6;)!Tkfp}mL5`K_ZJ72*3E-e3Dx
ze0)OR{OSYH&o<aK(nskz?kPV^02=}emtirpsS+bn23R%3P0mmJ1)jA-b<#8T%j*27
zO3cI{^M$T2-MyU$QIwPfup%oG(5{FE->0bF1e<85*Ct0A_uuma;1xa#I-AI}%=r?D
zs)%N1nfzZ-4khfI?1e!>(-)8DyyBCx^w{ja+TP`vynRjRh=056+}HS^(kMTOwPC`5
z3KO%(*il_WN(H?vW6@0(B|b{e;=r2cIY?~+Ek6X(*)FA@%1_+B=Gl{S#lEh+oBjF1
zcA0}LgqLeshHfj!t2^n{I<7rNv8d}t$?L47yzD{d@6k<ic#x-fX)ID_RVFZ3(`~C5
z(jO3qXMHz~c}LoZ0vkcwS194}Y1b5qzcO9=vz+Y|pSWn7fXa)*#m@AE`Ox+PjZhDo
z)p7K(sH{XSu6I_r$4xjB*5D+{mOZ>Z^xZrUbP5GXZEb$}uNXjPyc2LfUzD$5I;3yp
zaw!j{e=C#iGp=KwP6RbaZhS&|O1U#N1f#1QlPMjxMCu^nS9pFY<sE4s*P#F@-p%i~
z_1eFTUgrjqVU>K}x+chcIh81$&w-*STJ@vvh<p2v=IV23bzL{sp(OkuL}+X8y&k)c
zB1#bx?9F2LCFfZv^%PJFXu$dDn_OMP-zf}76O(7u^I{np;MwPW(@S85`XmHB!c5<m
zXdS(~B8i&I_$fDd+le-f{#$Am3>g^18VbUW8Rkz|clrTI?2Pv7+n$ED@ykW3AN^1!
z&~@mdCg|k0QTjxrW?OG?A11B?RfZ(WRSG}UdQrk|ZeT~~5h!@_#8gyy71`}XQA7{c
z-x+wd{Gd6YK~S^lTIY01w8&ph-;f2I-tH|)lW5J)IbE``O517w(p}wt^T&JAK%$sm
zi-lK#MLoIjots(no=ugd6Vcp3<)+^9zJUWZld$T@fA6%nSc>mG<)Ei``A!4ffh6Nm
z+|3h=9!4{iQnRv2|Lq0s_6Pjqkx6U5&<k##*F6rivR}ORHC0mZdO?$ZGv45KRu+0v
zg4096L3K;U%s1y1Jw0R9(>(5x5dM$Vx~4Dx`zf@dJr$AVHfo;_8yfA@Ca(#KibU7g
z-LLSIDC$l+y6u?R`z+5U_--D(#`@i8zoeyq7lpp$MU_<f6OH@kk5-qVrxYiGV8Ny~
zRYs!9vg6n34yP<AbxzApnng@Nr(3bP&jU-$95^R8voQ!St1<lj{pIzpi3PR1<_vHz
zB8T$uu?48*w^gDFmvIICuJ^y1=l4a!^#l0*A%nWb0%8}5jP4I8%Hj)rr0C$Ho?%R%
zK%3I@!cpIWI#Nh>p)vOZPs`SEs+DYHyjJkALjH?S529o3g&AmV();k>kY<Re92SuL
z+>UGgql^lUtbu?SLM(`8H!|gOFAyp3e-Jd!p@nO+<jUlC>V9?dhnYjtVnq@ni0G%4
zN?lqM12&USSBp~9@H25+(ARrJ!lgl^xk-kn@@iP#y~#LEV_vGiNh;N!zr>oi==Udh
z?9u#?(?iqnH8uB1K1>#*lnOha28@IDQ;JS8RkP$Pee;;|aZH98f;BLDUI+Q@A8;j;
z9;o@vMhpDhYeJ<P(|LBI2Hy1Qdm?`NZKjiU2Gc)(nk|ODCu9sEt<GIo6oW^US*&G3
ztfPYheY;!gN2L+!-5M$0`v$}*O(6M^oCIvm!9(n3t}Q)Pr5t4|4T^=v&OX#7%ef%J
zM67DOFPpFxMngftdua|zB2OWJkdgBKkB~u%;uz6SY<CB*t><=(4$ayf3gVNxp}0u?
zR7dWJNY@JH$?YX@YqOYlUv=%R&xRTSgiHcwe`@TBjVifmy?+!*7T&F}&i?am9*jtT
zEhD+&&~mV)*@M60fZp4oi*o5PlIqnXzNEhFI5+o>*)i|~Fac<KYj+p0G?dLv99*9D
zKd#vNmY76Gm>(T7gn`?iB)Ji~DOxrY$OQK@r}-EHhV>>J@0*DJ9_xXk@hu|2hjVc<
zWKqqNywm%Quf%7{2X}r^YC--!tK8J24D;)oL44eL$HTP~yI%H?!Pq%cQBQz!`vakL
z_x*S3hXidSWt#Ar2*kX$X(M9u+y~O<7bTWEMp&__wqm6hg|22#a*gw>3iejv5C192
zXi!O8w;s-91IsI-0a{y;==l1|%#*tI9|mZiow4u&?1ZUpO=0VMCrU^&*^HAM#R?SK
z`0{H1+_s8L4St~;DvQa1?-Q$6p0ntK6K-AKNBpmAMtZaJS2gj$m?lDqw!`Le6S3;?
z;$|}oV#K+*`YG@ctQ*uSg%H#xL>%|ZzKGF^N^VywvFS(Z;Bhz2tYFU})y;uWSN0l4
zCRGT)n=!Yk1{SLLWVZo`M>8Ni2D;Mg)vr#^BukP86^}m!v~~`kru}_>nd@H!=48-G
zFRgCdSM{kDS(|DH(x%-+y!P>Byr5Jf$HOpqhQGE^8JHTG3o>qZJI>vH&j^gNIt7oz
zQYRL*EDFd`CL-XG{J<kstD3BeLstyTQH8k6j9`cY(-#YR(>V%Fhp-=*k4z1sZy(D0
z?8~AiB(mObBY)KjeG}qFm=>^W6u*{b&GWa_CfoVK5o&oyb;dlEQ@Gi6v0sZs?02$L
z4n9TBOyl!?op18}?~~V5+KGbRTDB$Or3dN*#mKfX>g7eUi{}9*LT*qLJ0n6`TF%t;
zR6*hnbMeG|QcyWYe$JCvXCtv+lK|E9Cw5LG!3oydjf*Q+Y$7EhW8sk|y=F+*^ZVg+
zB}!fMe>5?Y!n6{mGjjqqnQ=iuS@F>7I#90;ZatTp!r_-qcK5tJ+tsxnCTga@n0Par
z#t!B^x(RRQm7^wQtKn1r?sp6#yQZ;>53;ub=}vmxP$I8!dJl>4Msq5<9?UyF!*oGh
zX8ii6+TZ;cg&!vS^_4K_oA^w3^sffvT*#uRxZ<7XY%FM^Ih|Km2aD*hZ|SCtG8T|j
z?W{M=idrtAzG-Cn{XB?Tl#GHP)-ZZe<pWHU#mBSU`ZV&tNNKYMhPKSlEZVyp9LO+i
zC7mhey!aC<qJ6#1I1hjrfki|T&5nOZxUg@ng3Dpj^LkOW<geX0UcK~lcIWFzox(5@
z?6@UWik;DO?XyhY=8=X=bcgZnZD;d0EiYVx7KOg+`;RB_=G)0qAZ14f%ibuv#+w<!
znkGZ|EvP*3TL0VB;c|_yTkY%O5UGCWETX_7Z2t8dJj*VVJY>YJ1~}JqFE5f@lnx}?
zX7(n%Y)i~cFl|CCzG+tfF<>@Rs!yEjo!Q!NoZtYe96~DpV;nT9<xcwD7(m(t>cT$t
zHkn5~J;-h-EhMPIw&t5W&ByZN?fwHXXRG@sr!3n;R9GPnNhYUOCVt*l1IBUzapIi3
zm=&5gy6Ilyg@N+(@0sab3?ID@wbPUQ>`$bCY9Tah*&hKd6pc@Gv2ojCUp@*!TJ7EV
z{OHMqr*|VB<k|Fb!?=6ViZYFegL$EM2stUYsn2`~xaIae&;4Vc1%zai++Z=XYZ{ND
z*srq>#pIt`qJeRA^=Yt(GWS*^Z(rl5EC=&mr2d`=h{MRQqWA^JWy_&vg)LBoTB@=-
z;hN1v0pCq3nl>H@%vSd>qk(9KIlF^=1KkvSOg?JQRfLZ3DD+VE?JDQ;>74!N{w@v$
zs%>g$g4*?q;_wi%W0;s9Y_8brK^^JivwCtzL%f#rNAU#Q#9~p;Zi>Cvez|BfFzH)}
z+>S|JB0{&Kg9fmcgC|8=f5aWBy$VSAtEbca4A7fY-_GjPjQG?mJGVys|8Dj?wAsf0
z+6zl|?=@3|ZH+XmPju1_hWsR%Jv_uyUM6byI>&ZWH;eX1JHJt|ah(Rv2@8k;Z~I0%
z^LgL=D1(U0m!cxNL6*jbLzPMgGPY#$?7g@UeugpY!ZVw-YOX?m-(<*tzlm5gXdj~3
z+u2!^-<9QO3cO0=54wxevm@8ITP`!$nMRfz%h5L(Dtc4#aHuW5GsCQG+`ZEuaqET=
z>&7cglY2~6(7SbW=$AsYp{K3-kI8U8Re5r;ffNzT15QmmeDp|RV589_aLL8+`gS9e
zdV9b5`DI)2fzbA+&H<jt5Rg<cS@i^uTwkxHX{yO87vg4O<1weZY%vllq8_7&*qqlw
zy_cO>-j|`}Al^8oFFU9H)%U&jx$Cx~oq@JryRVJ}kBO%X+-S+Y<ERQ`q!&3#SX1h8
zndO3kxQQyu7_n$?H!abv<==IofN6%^z+vrrA~*br8CY8`T^~U$)WKc~aVOM=@+R#*
zbbH~&p|-lqytq}zlspvM`GlCl(lEL25t%DJq+A0-DU(`%NG&!K`!N3A&tT4?_T;jy
z2|Z`;GW=^xbnmkJP<WN4Bp{sbv4_$k!US)i{>}{KH);EjIuw%E%GQGR8#Vc8#;uzd
zKdzrmvu9#v_Eh&D$9V=4xLWKbdJ=E_@p{e}6K8VLi_4@=PAwd6hN9fziOw3IKad!&
z#qhX#N2l1pJlW+w!t>Aj$x-^Hxbw{-+>Xf^^#lrUzA29eWBB?O#KSpbXD-M^1Mq}q
zG^@D4-Wk|}^}iB@I(F$buDy~7FSmA$h(7k)YZ<2h(^HvOXmk;OF;Dqnh1d!=v9clc
zkF2!@8%9kie4}80+wIIiF5M=?f<LmPDraXVlo0Kqo8M)-0ZezZqKm^#_5EEm4Nc+S
z{WiCWCXXRQOA!scrjWK5{BSLE*rf(A-ynPI+qR>cx_Vbt`{mFBtSwFySi4T;hOJUK
z?yRv}CZYXfUQ>M&k7LkO<g2US3>4lWO(?-lM9AU^aZ?fieRculM_pYVuBaFS0bc<0
zR~?{__$GT{3sr1^>5t$#s^EE9#AEdy_*B&TAI&*Sf6}GUGR&xJBH&A7w{1^>YZLK7
zfFN;u6#Z$rp47afM{)^cBIfOaC189ko#5U8e)$drXZjp<F)y6cPgOHr0>J(AIzTs0
zS=IkoAlDO=n`=O@#NP|t!Wyvo^82<NGJ6B8!)X;45Yp3iVq~SsHHdx`Q^6=^HE0O(
zKG0{l5@R=nE&KTKzGjA0?}@}+FuoU&Bw$dgNE`+^(1I^(Wu~<z=`vsnR@xc8VRqT%
z+H`4wvASnv?B#rw^q@1syo}7*Uj6p1J&&cDJQ=_JsEJHJzkDHKS7AYOyXpJ6>7TM)
z#ePde!sEV1M;STw6(?d=nl7YNta9n}XRwsMb0<o1ILeqwy9zZ-oRXbh|CDus#s9I{
z!b{h;yr1{~@h99Bj2G5@_;3P_umbnM>$|%-=h>$zSp+h$Cr+KJCCsZtv!VeIV^C%n
z%+3`M5-Kx0a%ctpO*3J9Cd&FAclg}m4@|V$l3UN}W9Fn<#!Ik7bWL^MuM=VFZGG-l
zt1dWg5f?u^TM~zVmVuX)J2UEOz7|G%3nHAHh127F1qTitnFj;6hXA;!%H_vh>f-2n
zRICNSVqLU(_4$**l4rZXR<H${EhWE<u$#1GcYi3IIez_n)B^hsZlLmb`v8mB<A6qS
z;T8VRpN<Zh!B^9IA<bRvtRRg1cBQ*^+HF{nFgIlSDGs^H<n8ma|L3jcwcLYK|DWq9
z?wmerq*bZJU>%jLSZUo=n(e>tCy{$V;Q9XqIVqznJTW87F{$<GArG|<9}CLqknH)f
zZ^}RrbRAWX7Fh$F!Ea?ld#3`?TKlok-m_9}AE|Ugw{E>F#VSns^9XqWpVbfl<2j=?
ze+64$bMo(qYe23_li)XQq&*C4DKwt;n9|6aQDStaE*S1x(|51lFnIuGeD^O5SC+Yf
z+LsRZ2e9Q4JY0Qbp{SO6Sh=s#P0W2f$b09{nkTSm%;}??q~qS?@jBd)t+ci;>Tt}W
zmG8yD<?KcF{esuWqR!s{eP!$uxGP5u?#OyAe5-iWnwXYW3`WA=rIH3#*Q5^2U_i8(
zHjXZ47$2CF;LulpAs8)x<(dvl?Ip0?O*?(Ly8~D5jZtS_W{JlHl78yKZKFyuTp!S=
z+!pKmZm;x}8zwCUn(3vm!s7vq7jNB{obbu>qms~uWhSVlvHHQ!YRio(G<Jdb{Yca&
z^}ObM1I_2*iIY#;U=Ja)%jq<^=|aasMR(zui@ZS3>RH?}9BJ-Ok%I)FOAI*1w=z>n
z0JRGQ;PMzyyHtAo9FHx)*F#lUyVUYvW5?gWJ73@9e&>!&%wXB}`0G%jt!C%vsC0ev
z_FHelVcT(w5)a#ls7^&DmWbh0!LAE4CK#xaPVqU@FEZozm#G(N0B5m<V+&a?O`GDE
zZ2TyGRiLLd`l!d1zUtEZ`nGX2vGVs{U@H;A3?Neng7Qh33HGsqTufIOd~|6)k01g^
zucKCDv6*DZ4$_zEyg;{Y@LzKi5CY`jE=}SJK0F29z!V2?O9l8^9wl`#q(yHfEV>g-
z&3H10+VmtVmEGS33||F50z-q!*cC*&4Nl_p&8JuM&xehN!$sdwJ6;@Gl0i{m4PQ%b
z#&BB9TfoYYVkfkuTvM4)Da;ol{9F$l7u^2=U@fd5O6c=@({pTX6Y;dw7l+h)+|XFi
z?!E{isvRK*^SL*7L;`8kUpQb$3W&t)k~;`5TbmZnfX_qVz&qZ^+xIOo+Ibd4wLGrx
z1<7~AfWnwUB2PHABtEQcDRljv0Johe9i&)dryyS@<OE3mPsK_+h<CeXHnUO;PY7DN
z_myZ&^X$9h9e4~x4p)A6Q(lJmdGLw%nNOcKxQCn9)eii9ln~1B@4`@UZDY%c0#XZJ
zCf%!jAWGHgh3;)rK3swT0qO%j7MZVa3>2T8#g<PbJZ^q8?^Ui}9bdB086Olt7}}>C
zorAzw2u^@3(b0>9`E^`J*hoLz<&yI`SVPYb7bbO#MfK>5(B2#!R119;EjinaZ4`RB
z!qflwz;>-cxQdu|rua1tzO%G+uZ{4IvSkex{w|UkG?VpY7~au=R&JD|Ud+qSxNflq
zv4Y}FU{Gy$k;-q+)C{Q}$f^zH8d}<q0U=^f>c)N^2<*KFtMGux{VdxW2A8r~!5n@M
zm}UHRq;Lr}jn6b30{jdt0<?gb(tcH=j!(&whz=r=Kv>Yxo*zV9VDkM1T2W6AArG{5
zvSXBk8kDap7!}^EteJo4HgUwwO9$WB@0*X2Cvy`&KKjq5KzL#ME9qsHTY!C$p{X}j
z)vjRHLH-xEl1&a~q2ANpD>_-O>osxR%hDd6X6-DWkFasj??D6&o=Y$^jjenhq^)te
z7wbmTCDsOS;Pxe6HyF_{CGu~mi$&(P<)XaR9PZ$0SKVBa7bhUhfY!sZ&KL2j*&^zR
zyw^=$8?Q~TDjgr3b~wWx9g!kTi^Mc-1QMrs{_e5G80=A?GVu^$xxBdDyOwV)@-lE?
zd*0TxYNsnJ)FFlFj{GW1ISMmh8~aslQrGBHG(YRwqiN1-I`5UuH2Te;yDK>;p#AT=
zyBq--*LFTZP1^1qDEKQP!gtLz=IJYm^FAT>(pGVaNlpW=;J3t_?O$yH-;unL(+9i6
zp{h0X5sg>(;O7z6tZGZkd;f?K(wjw_y+}yT{+AhT0526r-RaeSq0u4#%B@ms^%ADa
zBZKl)d~kX{IMyIWOEb9Z8Pr;AzIY4vE4@OhS3N=G`0B=SjkAlcXH1co#T&lqW&h4k
zOjzvTglJ8Q;b5Mk)oSZxex`fGy3uMKG1k7l{V9r4&8)~O2jk**I<fQhyu)gz-#Y(3
zsn}aLxw?c^QSMo+Lk_Xx8Q_B?sr?B;eX`;9i*Vn>jNk&(@mk<p3-zyG)<~=EN|^v&
z!6rvF7Ewc~{Cg55z}EUa9c|f{1DkAP#;!A*dTo_N1|cK&u<vdpc31`yh&x0!!igp)
z^!$E(J1QJKX-@Twg{U(F^n%byU3hI;jPX2Wv^)_#@ra;!phX3ji73<WAy3rd9Jq1G
z{aa_W1AFm=T%ms%Istm(gw8~`oKSnb^$t*mA>~N#JArgZlNXLe`)+&A4W%r4G+RWV
zrUd4!H5BA$$on_M2eN=VslPCe$vP3DX4I1BC4r5vZ!MpNCEgG4c>Th=2=Qi4EIJl$
zrvJ~5u!qZQu_<5ez`j$2L5qLSO1HnTGD|WEMek;cQpL-Fq*ldqn-?|wy6QW$#;<;^
zBtPj)tzj*4N&XSJ+tiEN>e3P;e9-l-SVE+fKOOxl?@9AuYPX{1mwKa=+H$1R_`#4@
z$LJaRRcgHl7?5lk5@qsyExF(SdFZ{fBRxtT`{lVtACu;pezeiy1eO-+Nq83<@K++w
z`qLo}6kc<CXGR{9c8{dG*h~yjUP=ct88p_6^cTUGkcUHF9agbu!ew$2C(X_!Un8wE
z_<LRvMZDF0G^ng$t*LvCy^$F9+yp;YN6m0u_2T0lDw@OE=7qr69IqiT3H`3ms($Jr
z0tX}EAZWf~WU&qfz*g*`vs@BHrun2-xthGq{`o~CH&}SfdVC-YNR~DIt1|lQ7GwHD
zweEChK<xGe$KFEslA((Sh`t)`Ow-9GO?!}@3yzKmN{uX|P>Z#2!(xvsYP1~#)Kp~C
z5;It0YDg7*Q~=khPh3@CVvLX=33)cComk0FJ^$<Eu|b>R9S@D!$;8~#$O({4g)!?r
zxL+Y(Uzsk`zuwuj?eOSn*6S*h`g#fVl5)5yX~#x8@CP1FF#IbcR{X*CBd+h%0d@nO
z@3LynhoRYc)e+J0oW?d?@b=P44P$XxwP=wV5|?Lof$p%k$(>#v@hbywtgA%!1YuJd
zAD<m1Ps`$pK_=9N(!u@GZ-H!JXxHdS*+^j0n>6Sa@5sKr_?PH{K#pHWH&g0*bn{*H
z*UKnT`$43n`3Xk%fxMsSNX~)Zf(nGU_Ppwn!S(~qBXK{1+M!Ho;o;(EboSeeNJs)K
z)x6a3CYD>2RcX73Ntu!MGB8c9#Z`-le~$ybMg*U4vzXIARW|jQvOZ11z_MDX5~gQv
zG>C7YQTHVXzQP0|=PMrCOKxH34BTrqO`1$&9~k8>Wc+k|fLIza6B<~aEz;)Vo|)a)
zw?soGf!5R)Yx7d$GUwqinnRJj%Ec&}{FhcrwX<<{v3Ljgd^!{^J^S(`1EFqISO+Mj
zamUHB?|I=(X1Uj8536u6qP}%x(L$>U?|%Q~+^Je1VwhhJ7g{b@5q=zG^P>3OXQf0i
z=`>i(@t3UOIy%qO>0DHLb{Mr##!`sT>tS5eLo5!2WsB6RxKuf@6tyyB(L_X4iEV!w
zvPA@FNr8w%Z26~-YP6lb?YNVbEFAb*{7}(_8g|v*7lB`wXmM)`V3%$uP95*xs?8{$
z=(_#BmuqmLZzo$=&$@=;X<o`U@<fbFk~aIRpx~~*Vt<=4R5$0!_sYAhp!Rxr4kcQ7
zU&OEKJ|-1@DZ0sXQNYgZYVmdd<FJ~u=h+L_o#ZV7P5WJHcj}y)cQ=S|&?&(O*(2bY
zPtUd1&(bj6z8`L!5(g#(Uc>BKpvQBMEBxi}FC%{!^zSsC&2G<sHEUVJ2MazP(<J*Y
zl2#q%UAt4Y8?v<HQ$(l?U}s<44ADnpOES{AySDMpTaZP*aq(bYNT%bKCP;B6#@DW8
zT-CwN1{SS$amx=Rhw)ZzDn{Vts{%9ME%3v>8`|pROw<=u(rU3pr}XOIIZJDvE@Id2
z;waMEfvrrat>q>%<Tgy%fame5M!ldAs{u!ra9+5A+<V*a<nvbB^@j94=bd-P>%rCL
zrve(^k53ePRk7;#n2s{Swy#OaSl_o{u+!@pU)w4O!`W}2MO)EsNZC#Fk&#pTR7LaQ
zfo#YrUTB4?HB(|F8#?18LXOXj^*6fTP4#V-leMDUO;nO!)1ON7E!TweOSiFM{KiYu
zZ0p?Qmue+}*~%wi=1gaqawJte2ytFn(Q}Y}AuDfEdM<Ui=^}ll??g+A9CfDzJ(Imr
zAOaQ($p&Hi?_Ci+`7dkh2f?JEH|Y3;e4d>Ms>iv72CIcDflYk6#?swaxDv>T@)n5?
z<zj%z8GM%gLXPC_H{E-(08EuyE3Q@>SZ7ppQT{~CV6&o~cP3`H!<K)i&Y1?e6dR!L
zbx7uQKW*BY{MS@+aX2E$X;aJYd*yeGkJBF$p|PMkqge4+f2Th<!rFP5Kz>dOY-bC{
z$U0c$l)K()s$iDSWI?AQ68JfZ<6%B$qV-;f<PP{<*ft2Fw+PQRUDovP*NZK^JT7BU
zJc|B~k&4T}0%?#mZ^a9Yi@_^&uweR_CNIaM$iDh4yyNeftGLau=jvMP*X4eS-=qQ>
z`~zrEh+|@DCkXo8AfR%m?6ojrWNy^#q@1GxNxfDx#jb|Gw}|Jud?0O`__|Ho=#|l%
zIhdl==?hceN?J$Bv{f>GG?|-y;LEA=0ON4#X&#F_pVAz9WA2H%g530u{C|I$oHHM*
zt=7EL+Gj|;O|0R{uPfk|N4o0GYu7w9g%@QVg)t))L+*)KjB81HI8Hg4#@jy4qxW2R
zmJ*hCIi7&-@gtF&61+O8PWu5$1rSeNNg6XlwP&L@oqb1sn$$ggW5AY7N<<^sdO#1T
z10kAE^F+)C3?)6+533*+WeV67jB@gLZ#9mldJUa7ziUOChC9W0Z$UfUI1V05<ku6t
zgs}-N7gJ{FPpm<~lSa_;j{7#sQCJeclnkxC23Ku!)q6B;yiNRP<8zq|(x)kaNf4W7
z)()H$K+Vie_(PG)mRMj7GziJwOY<qIBGH3n8I~ZFfc{cP$d=$m7!Uj6hf{RcKM!c^
z;9xq&z&Vu@t*UlvUb*c(ifiPN!YQipn~&vVgAhfFF4{YDbLgli%Z<=Y?lZ|mViHf_
z&ATQF!+nE=wPJtR_;1(rW5(UZG=n#q=}dGY#FfJiap15mpRdBEmf!bcM4Zuh5xWJa
z(Fze`$%b0RqX~@{*v0Lmk36q$2QV4wy|oE@NOA;0_O_69O%HD?T1dfnB#j}?X<Pk7
zv;Y-lgB>k@zn59YEgPFi+HA%5BckWO!JFk_`k$xf&!trN2L`6sjY=$P_j2tzH!-qn
zuWRu>CTqxXQTpc^xjBZ3nL`jXW*bbAYhfeAs7{x^^6LIwRow)~?dtJMHRxkH0a(R7
zVTgqNt>IDC()|_TRhYNRW*{^u4NSf+bv8O!1}l4@!$W$xZ{<aJNAi1pd#~LlOY;*k
z<{NQLnYBwES}!Plq9-B1stz<0X+~%!N6e|P%Ks&%to0Z%?JWrP6=~H^>l9;sZL;Ju
z@U7$L0mfwryO<;CG@q}%G+)4mlc*s4ihMlM^*h#SxwvAg1x`Hx+rBJCOF1A!SwVM=
zIgT=>PR$1_$|W1_a@-g`oWgYM1s04Xly3f;$XGe&pu~`fnfA~BjZhDl@Ez%HzQ?+q
zW<U1>zTx!ANp7=?75(H1e$-?zV$k%eOc5%e%0TjccS^YvMujFh^o;u@EwI%*^Gm0J
zgZ}I4-dDzYi4<QLUskw?BUUl|-d-BfPh>LQ<L*#1UNL)e9O-GPAxUojK4Kvv<cAok
z95cw?t@9Wvh3_#yc0V+fiBCkuOO*?GnM0_8C&O3-ySHl13V*4cl1x<3+<WZ$ICqT=
zFaE7BrB>K&7IQpkBG^?AIoVzPR?p0g=-qe}7QEKN-NkeoaJ#643H4bkkCco>_T&JP
zTB4LVNuLgz&q3tBJ%pq-3g&|hDu+tq<bGBt=qd4tqOVk)8mqtY4=6K%W{hwe$u1Ra
z>*Qx*ie_XWygrjj{aN9a-+Cy7<u#k8wO&C0NV*u?$M9Us<eOx1`i8V~ug2{5xx<y!
zH=7`k&eT!xtX7Vbti;xi{9kfeH3vjg1NRJn<`ni3`&lB-dVDf<FXf0|^(^EnL7k$4
zd0xKhZZKHG&n$UON`IW;5^X6DY=6>ZtKN(ntaaj~XObR(BJAlkl|ymY4bTu%(Rid<
zpH=d{j4L0chIgHd<_>Yo8@Tx;b8bI=&Y4|hLNu;lS_AA<TE0ZoZ7NEKh4kSny)ETr
ztE%x$b4ECEcaPEcZW*60j^?aPzVdZeS2=fq8`?ZOkO}SWG4+HE!F);{7I#&Vbxi?;
zl{Es22k<e(Kaz8{f7E+Q`-;!Jr>zXqi`lsdK0o}sgdW!9L4H1mq9i$vQ3KnM?|X%g
zw%?Q*A@{)bH4)OXNE&hYkG~LDq2<(R<bn1N$=UhZ*!WwkO{b3@)))%9=DBh2rQV#v
z>q;b|Srj2lUurzG*kDKdksImZ+Trt=9_H})NvyIT%1G9GN73yCGy8ahLVbYw4Ka1x
zuZ!A&T|@8>AO86MyTApy?g83YFkUq7U7r~>=LYdb4|))hI4`CG7xf(4K(oqOWxjLE
zFibaoMak7jBUa*ZC58_!Skl2HMBkVm+F4CoTjI_?g|2%F67WfSE>*1z@I}Tf8l??w
z*5kGxONsyqNf%*5%{ZR1D>K&hq|3U5=yPc69Sx7PPqK{mE5SBo40UVV@po@74Y&?8
z_r2K@C;2wD)?l#Zx}~QyKTn^d-Y#PN;(Cy*Bd@WGY_ZTEi#yWzvuN3vrz}fnt$g21
zf?gXXw5gNkQTwaYb)fZee*C2R994LY-_0%4kDSsqxbUX2jWE6lEVyr{PEieGc?K?W
z!3tr(8^jEilXJGWjKcLq#eeS5nN)5W4L2LLX2HoNw>>KdZLRHwn;{IV&R1ZCs$1?}
zK()788|Wb9u4v(`BJ}s3KF<EB=!SFR#Osvr)O|e>$9m@gV>Ig++|s#TaUk#RMK)NW
z;tS7WOt8gdF9*Av-xUqXrsi)WI^~@Z;dXAx#y23+wv>mPA*uRzl@G+kAb*3jo9%t)
zk)}AuG<|&FTWwMQ)jJG9mNm0ZYHqayC9K%;rNvx8y>DRfxdS<OaqldVJL@mBmbi6d
z&{oExDu`>GLZd9jBdVm|D%#_Rm1B957wy3kuq1Y1_g=fBn}C%f(`lPJ9D+1Bt5Aez
zL}`ZEjyvth_-(Iv0E@wmirAZK=y5HSX)zSv;)LnEM@}@wOyF`8lIR{@!`RsW+M=(%
z{zG-RNvB*T|BKH)1#i~BlY_EG`v-|=UD%LaEGLZZ`HU1xCOD-F8_1R$VZH~7b(v^T
z7A<N`ZW>;_#;2H9ZdX$4yiodj<>6;A0PkhT$Ux1+XxO3Er+F8Lfu*Bl@^0E?xKY)J
znfMALM;)+Gdl}ijv<;R~<OYB^sq`^+;+BG1<m77AfCE`QJGRKQlq?BiOoE<4M6Di&
z+|S}ysEb@8{a=<CX1+|eUjTrjleT&qd-$Try9be6weSZn9t&55#%7I`XEHn+bc+YN
z^|E)Lk*ztw8X=XyNy<?3Dxgp~0IpBY(G#y)`ylzv9|B9yrK_?kJweTe>j4e@CN{#8
z;+bUBpKQM(&rAWcU|8WtVU&U1a?HYGt78{<Z@GJr!z0Cm?Jv@)96E>&74awGQ&jDF
zlDq1Ggbz^%8D19|V<O>MJYmH7wj+Z`qH>U+lD;h26Zm%qh-NwM>Dfh>THrX5EQY+k
zHDk#+U%p+!%E2~5BTYY(8`FCbw&pHkAj4l9ZJG~&s!3h+8AGOa;{AHrn^B3WCK7WH
zi3!{U+@gC6p5KE_lF(eQ60g6HbA4m4Sz8IIHRSH(Fcc@imsyqBY6j(`V2SWpdq!AL
zf%YmZZ7P|b>HGq1J}E1yWVB6aa5<eZxr?3>Y<}XTYf{3x>gvSx^i{}WP67bdsV68E
zv^F-mW^V~)?_2NDItN$%c(HuwWv7Fjge#hp_V_tm)O~ExnxofwxmgFmXk8l*v}jZ9
z&ST!zn&qraDVAi#XO_seiSz;_XvWsp67gi*<XlnDW~_(9`d>6w;YXlH=+HcB)8%nz
zS^P#ukb+2AtrI8YrmIKlM2ry);)rv}3vRVa;dI1IHd#~Ip75E#Ge=+><yo53lpl^P
zMj9m-Qitnt{@d`KcaQe!vm4g);7=F;Eo;&?>)jQ2!C`b>0@nY-y`1owA$bi;F-z#K
zRc)O}IvA$ypP8YB0Zv7Z;6z%U&{6o<A_uw6ZX~SH(-=QuW(f;11*RdjcM-{)%EjLG
zwOWFhUcba1mS<g*5~S@*Drrje5}Ij;WEckM_Zu-hs+LF9j!ODqRn`^M?@hWaZuqmd
z^;J?@<~pb!^9KyopEUW?#6WN6HJu$h8!e#IH!$?927Mc{IDP@=t4*csn5C^JMFr)<
z-cGzrV({YOK|sfK^<myIjZhJZ055oZ07?RmdHiCQy=$)}lmZB!t{So#z~<q$o885%
z2F$%ptG}EURQmI>!-QWd&O!v%Li9u#8E{SZ4w!g-`qJ%5+U-e3*@ZR>a$7si{tx-o
z3RZwIg??e!9^LiCroL&DBR?e(Y|ug4SrUA9@VUwCM$MrHQEh-ss~g2jVhgx9NoA3y
zAN}*@0Qu+Wg%#5%-A=`?Sin_zlHQ9X+y7~oLn{z{S?VPiIwe;x@(Y%o^rHuh=mVtk
zkLI=O-evr0CJ!a2-j}O2?gort*wwoFGr5F%>Gg(8QL)M)_h_r=E-Eo|+@MnZwWJ>-
ztnmKGP~?D(w<p5keub<Q?Hfx6bv(lTyFn8Gx+zZ3zR%81Hq^Ek)`CS8XTY26qUHjK
zd4l;>S0Ocz`{P(dMq&cn-z<iE4zpEKSC434s<uwjA$Kg?OOepac^P*Qbfk79f1a<D
z#h2Itb{yj0+3aAZ`JqCiUc4&&9|CJbI)5H|_@vXJx*OSLl|a)c--^ML4%{J#bE#%J
zUH|jLdbT@V!Fdoe!`C>py=yJT-n^(LHw+^$z(U*yKo%!3$lKc>_N41k6|T%WI0*bD
zFFj+~F^KrbJ*iSlRY9TW5@b4pc;@rq;f*lLuqRgJALWOI9y=KLXh~$iM(8w=b@Tn*
z9s5}xGJWwGrm1fUVWz||Q(+wdkPz_#B7eBLbmm0NXQle5dDizf+jy{qxyZBXLGLOq
z45bZk8V2z!nj60OOIi{K^H#X55fdWLuiS1SsZ+;@pO3>M?<mP{*J>Uu>)-S>O&D_o
z;aK~hfpVThO3}=Uq}#9@cCqq{Wg<&USk~UGbZ6}cCS}^^7p`x9{T~o4q6QKuApWfI
zcKaNWEQ=m<K*&`^0B5PlbyANrEh(V{5%fLB^s_J=ZfAbl0E7*y#b-h%NJa{S>2iQW
zatnTArwWZbWG3|{vArs*UWp6$|HUDFqywV1y#fQh_NPx#y81!%lSxf@3%6Mu>Bj&B
zt6;!o|M`Yg(VC}u&yj<h9X)HGAEulC^vIDq_>We^@t)BiEC8M`n6I4J)PN7SYkO8d
znzb2JCjYv!@d@uO$pfY*LFyNR`6WGqW;ldIfH8&wwE*^|aC^2$WgyWhoo9gP(|!+A
zK8$(q+&TE}S>93&h(c1wcUVZDofu|ZD#*8CEqK;XN+$1nac_St)%5BO5*sILlNRnD
zGLJj>$7zW}BW^a9e>w}gCuV@S*4MJ$smfLXsMk4EWRb}DS{OjUeY*#;!IVyKdyi#a
z4bR(hA_L}x6=AB_W~jNH0X{;~pAn{bnW0$42t}n9`vG@b%hZAo|D&{6G9EXsxAFPW
zA9*Y^-ent%Rn_m#DI7L?yk?(OV;7CQqr3X4BE<2io(FYwmC_r~^WyxO%b~P&DhFkx
znuF=g*<W1%AFPv48!&sXTY3DUd?n}FYh%-h;7<TmXfJ*7s^Ea<At-qW1<!Tsf6b~U
za3!8^nnsoMwlgzDms!l`PF|lxcT8sFdHTl!hieG?hW`|WP@zR_7zP$icd_}vF~PE?
zN7Q59qrkNxMQ2N}ER&wMsqbV_`Vj#Fi^c%;4elNUJ0se!@@mj#IZ?wt+NO&!SaGF1
z`}%aPC)VWNazj#&1-AcXC%gBSkQ}QWfy=+xHJZ<PogEB5Ejq{MM5odd8R=2GvxU+0
z+i8n-ON)A0Nen0<zsUXc#3;(mYQL3U5CE$RgfE;#eGnpmyq+T!uTdKyqVx;Rpl;H<
zUiYF&TIF2Il3T68aeBg@6RC6#>rhfLrMSP!*&^n11tQB!PL8KvFE=+k^xA(q9&_Y~
zTA2Bt{&TZx<R;5~2y@D@s5d`5ZeI@EJ&Kyv*EXGQB79MU8$}t2TQDgg>+}%OsU>Ac
z^~O(;`!5+n=Gz@dkkFok!4lO2l5RjULp*Z*iF8zIwL$rVNtd-L+k_za>YXfFCk9>W
zvEOVk2-FD+)PO85?~tl#@b4<|<_EYR8vFnWH|yh<yh|B&gWO-MCv!M1FXwEYG#Bkt
z_V<8b7D(H$MYvQcb=i84;+q}&BK3x{<)mb$==d)=hrQ1`PIy||Q4h)1ke$;Pls<X>
ztPtB(N3cF@l0aw-1z)ENHy!|Ka`9iymExXM^YwehDlg{qM)9QI9VP-m6CD6t%FM!S
zN2g*sfc@#@AKdLFr(iXn8kXnUl~2F)r{88zLw&-cdtV?eJTE*gPykYdbseC5=(Zz=
z^DC^c#fg)KPFTI=ohHrJ$yCh8R@72B#Q}~~xZQ6Wm^QSc*?a)TX9)ldl;O<r{(=}@
zDcX-Q4!_y0Y8%FwHQxs(%1Ht?1**+a)(+ql5SskWPw5&B+R80ri;1@Bkbl15MB>4N
zo>Jm^-T_rcfQiZ%%!XJ#z``l2d$Y8S7^guT_)?$8plr(4ySjYN#B}t6LNF$a<`wN(
zS)pp}{-G)FHgzUj)gR%PyMI%1&`r7dq>HWH;zvbd%7(Jh9lMw54%@!3xrSW(yqpF?
zy<09qm3KZN$Ej1m!MDAV4_3H)^UV7}h89Mu<+x+E@PluK&W73YQhvLRaI?sU2)#7<
z_64K)Oh!lr$%BF!=C)7<Y|i}K!`i0J7_>&VL5!Z?G^UI7_r$?Pg{&X)0RYva>0elj
z6UQ#4%O8SGDc$_RBQ;`>$?Eeo&*HjPzokVvTub+TZ_7gzfT_^Br3tjJ<|N41oH7M$
zee-pHlWQ0{F)*tpR78VCu6U=d&$Dlfp1PbZ!M`VK;gWMtn*oJhcb1+s@dwDxU|sI(
zM$^vA#j9+yWn2QNp9Cb0j1Y`ujFI>sx^UDz0g@YqrN^Q^?4D&&n|`6r`|1xXJK@`&
zy4-G|1(?q`C24KHTeEEm53@Uy=HskAK8%0M&Imjv*e<WkbtA6v2?JzL$*fa)RX{Cg
zYQ^1Q>3WR(qrVU|d7PffN(_rXWN~bOVY=T(*Cx@w5o#CP%sf}oi=_3$0oQ!<tQzxL
z5dT#xN?i&+g|aZ!<6JPX4HO5GQum2%+~;wxP(LOktyw&?KjmABV4|m+OO-M`@u{pF
zb<!dM&gk=Y|CQIzTzDSnNYkZJO!x%{3{IVl$Fh}w^t<P=xHn54pRBFtVg(gvDKDz~
zOeH<u!H*q)g#gK#|F+gV$6RxIEX9&k+~~KmI)gc)vL!G4d}iFJ^FeZuZ>R>q8HA{V
z?9>8k+?&91HGjbaipS%A(C@^JD~0XJnhKtc#c_>@$*WK95bs9M4~F!Eau}_%oM&yz
z>c{b^fCF070%?6V9f_&POH!=5nxw5~m?npYDrfN_C_<M65cc1DB6`r}PDyT+X4E)a
ztFarp+T}$>Tk^<)UlfP+d*!mtSxtL=&+Uv$B9>|Nu#m3jbVo^$!!mhZe9TdFaA}B3
z0a*;tTRn$F>h2X!TrdBbSfFrOI`Vr3R9IGc7(B2!06Yfzm;dTae}DFT2@(;ITT&oJ
z{rxm^DO~BrVN$e$N54Y2cLm|_0a(j$SRU}Y-e{P7#*YS>1S_rwHRuzKeg8w9yo;}e
z95X(nfk~_g0cO^2t~V3<n|(;};$oGfMhvgx-cW(2NgwSm0-9!RFo}aqE64^+rIULn
z)NiYxn*=~Pc*nudVK~e~7f_~H^p!h{x623K-o0|i8B+6qK#fF`4V+@#c)crNWIT}#
zsUkAuhxG1J9eVjdJ7Tg-jtvDA45^_`mCN%yFblZYIYi%79;q&xaoTe1yE85x^pemy
zX$Gb6-~2k}!EyU99Fh#xOzUWY>sY_j%a#2q$p6!L;>B@A$yxal@1fbi%Lz>9I33V?
za{fweWO@z&Yix|mfi+6MNqA9JvgnlFxEZ&!Vfz*+JdNLF`K!+Bw|~?Is~3gW{erGp
zAN;Pjn>)HFR&{mKO_C$>wss1;ui0wCn=wZutKmRZxS##Q&{V+GQ)2+{Yee=uwW!lJ
zE&+fMPFpT-0ni93+aLa^j`0b5ign``ZlH7((IB|r6rUgz2nJm|DaG^O%r6qwqNSg$
zv@FAY{k3H|$wT|Ov{cN-)~$K~rt|sf!9$c~vW%?}Zx3#qzLu-zX&(QboAB&5xl`sc
zS|iQLH^D{~(ZDjFNXg{aY|u2JKF6b?^Xgx)@1--AL>R<Ip6FGn^&GGaGcgebDp_%p
zPQ?OW6NV+4^^DipwmllZ<rV*Gbn=RUGs(_lR=qFVMJNoCg8B#VXG|fDQ4o_*C-I<F
ze$5~i72M}qFQJdCKzRy!?!K872QWHV!zF+|MugW6QRjxdYlX&r?_X^z`}Q(2d-b-<
zmNTJ%7zGin0GQjok`?uY*k_Lx5*^oU{^ijxlp4!#@Z*GwYAmBI_IItfUVz7itA}7A
zEOdvZD1QbPJ?;%1S*igl(6hDlf|WRl>^l|3iyVfsB#Lw((lHV5b)V+*y2`Q!k229h
zj3-e4xyAHm<mMyVpDa$AUbFRJDM+hNrBBUABB}>8$K~GlCgEerKd!dUc>D@<xZPl2
zvd!5FP8)I}wq;(8Kp;@ooA;1i>5>Q|qt~SVqC7B}4T<+&Uh6t$z{Gzvf6~GrY1v7)
z6VVC@KG53QPFwC;pqTzh_4l2Xa(6#sXz9^J^d;nofO#M1LK*NySBb&E4t1eZQLz{{
ztX*^X)x@s1j_B);yOY(iN><44zb4EA-Hupz-`5kgP0(x`YU5}B{wZBC5?|xDzElS0
zC4xp`O2xW)F9s&S3_W+;l;cR%+aN6X|39S{X|0pL%zme`*BfKly^b9Idgd%Yn#;X5
z@KxZ;tnMbwJE5U|Ki?VR7C$Jvy%w6+bz<a@d9o7~896O5dTjc!c2uO?P2mX}`71G5
z@60XdoN7q}9%jwqJ4(9h)ugRABX+^o6?fgW_yqajMb-X=#GEZAL`S6-e*^hj(|yM*
zdF3<y=Whs0e5eCZ+kby;?U(j6p@7{Iby%6+2Q(?9{EQSSR*B`L{chu8W@fgkZU)WF
zXdM>2Z$Rp89?T(=!_b=-9n3REweM`O(p~EmTGQJV@&CuXoiq2vz*XujLuP-IxkJ6z
z8R5fB{{!Yu0z%$>6t=s(?r6A^)v`>vzmkFp3`iE$=_o#>8;;+_RJaTkMDPU@dEr&0
z9sdD-RN7Mx>8MD}8^UWJ|GVGK>AI@RH%xYKiHb6Fag~FX$Ee|VR^aXRa;G_DJiZkh
zlvF+Wde)OjK=+sHr5?;1o|MnYVV<^{WoNPZFjt(h>Y+49&pMKeHD?_(?0xipVxH$1
zm@pm6`4>j~+tG!REh=HRP)-(?|HbS{|J`M9u9N|V;W?#^FnUJj5p7@Z=pEcU2~Y1F
zh>DE<zc)v&tKx4nVzrN&O_lY=GBY_6^1t%m(Y4%I`7zk@HGwx}^OC;m*DZ8Xw(+N*
z*6(Xis(xz@@9z!X`xc)Akc7<7jF)ELh6+)XJLkZhQ-{bKsnfHqwD$GoRYR7YwA7oA
zv69n|MfQo{zjvZBeDy|}%}jgJU{80ZEQ@dMpV6*TT~&Vi&jMdkk#984{QS}z5|vuY
zdjfD_LY0DUO8%aHDchUPHd$WHfn2018g%gB)oA~k?B<?7W`>|J%`JRuIxHBC{W$$j
zB)-HV=KqFRr~EmiuQgZZ0vaoqW&>EQ;2)o$EwFOqhzMS$!7Eu^^r9?ku_vN|;ym;1
zDv<Z)657G0auG(Yqz9d82-jtnz*cDs?1QTA%NVMjn~YZR97m5(zf%zIO5k&nZ(HW`
z5$#~}l8p85qM1WT`I&}-vKI3Bg;oAJaYs7y+K1WnlrjK%+H{s8Hq2T$kR(1OJvNJJ
z@J83DNQ(5X>I4`hNZu5d_z%fw%&?{i^-b!Im5C&oHVeoc%=3lA;icJU&YV#)FZ`l9
z^t2k_#ko!Prk<GAIvM0CM~~T~4fKgcDjMqziFwSR_r;Z49rs&;{&Nezg(^o;zQ?}M
z%i%JeuJE6G(4k+MQAX%3v+{>$i2enk|3#!@R^(O%0@!(Yc~wF~LucHa;6z=4qHdRR
zd4Oct(6a45E)0UrigX|6>O?I++h!H=As%nMJf{@AqOGY}9i*(HQX-{Qt7o|TfKXQ_
zW$>i(ifnP;TW0Q{iP<k&B>ne$qk``ucK480pZ>!h&I=3?iR#JqR>o((DM!lei8{C2
zn8WKt70!&6ij&lgYGdZg<Vb3dy=UbnzQ|GQ3`8<6We4wmXj{!n`9IZNc|6p6zi;ov
zk<%hc<vDezlM+TVNk~pPAyRhAmJwq~L@_88Cqkmk5F-&WnraN$w>opmjNMqrR5F&y
zI<^_iJfEM=dG39ld;htw`+7aEd*`3|@$y@Im(TY5yx(st-D2i&^z^m%>n0&1EstBS
zm$cX8{F2|TkeDhy#*vuG{#Y#O5SQRk>ZolsplEznd!S-tT%EVUX~kA~+sWl8UTJh3
zvbmZ%Z-l39O`81ck&xjhr~e@#mOJwDF*X`>RQMW~8molGxb_#j4w{Ds*G5Ryd8zJu
z@WnFh40j<eU+Q6$a*JF}A`6p<tAx?%G<wcH-Svw6w!z4!(JIiPH~Pn)_webO7Cv+>
z#n21RwV#HoZC(1YqBo9huJ)dhe*yuLJ{(d33z%pWwomfx5Z`~Wv07N{Y15=2<ac)$
z`HbbidPS={_%-uXy^f{8Q@)O?KuYYk(hm-pIz9$>wedg?#(lW*=&MQjb$pB7tlAI#
zzx@MZ@E6`73;)Abrr)PKvip>je(&1u{x0g=xwm^v9$#AAek8GA_imjd#<=dd=I|a%
z?5$RmI-S|a3fP*pt?7yDq8K8fy>7m=ZI`Z3S1XqMSV9*5@UAVlp+i+AG?MdAkcOm5
zJx2}GUw{2gG?lGu(+}LWobqQm6Tp&-Ys<A5Zpn@-@gF*CqHi{F^t!8Cxy67?$Rl<G
zG-5`%W9Xb*zO?pr*FBV3NHr2;W&%Z~IQ=deUPR7yd$76mtl1U+dBrYaD3V?eTt3ne
zz~O{tW@qR5a4KxyTz-NeKY*qZ2YvdM<tJmd*}inVxeeouH=)E=3Yv$|Zn>8L6g>rv
zfXOs}+6&fxXqKexHAp`D_!Db?)2R|`*+BPfXhO8KzAQNKC>o{ZKX`wdnsM-redj++
zs5D~wCl}{iHQjT=qpjU~G8<Be8A^M%ZP_`Lpd;M<uTQ$*Yu}aVvOng}SOCcDd7zkk
z&e=HwyudTPTWj2>2AguND7~5v;~%zcWd=fn&_DMV4nzCq3$03>AwK%pvFiW8k|gQR
zZ=|^jwInzw(<hpH$ZQj4jR-msn+N1%$LG&(7}vpmbHz)}GotEJznRU-r-Hf99)JG&
zFYAN2>wj44r60aXfAh9v(8pZ*RE@#=*l&j)1L1wZx5IHQXvO+=IJX0Ejo&^<)7PJe
zNRi{u!%6@veLK9tK?Ks4KL3u(B8d60g!}i?$>jYYh;s6w8HmtKqf}KJ+t2GQ|7SP#
z-;TrsICqWIw#2$(qS~-)e0;pb`t_EsG#C1Mp2F8V|7F810et@2eecp1oa}e)-rbgY
zD&dM|QSFfbk-C1yxRC(m1T@Gz-i!2Q|GHrQGU0z=g`Dl{r2t|3ZNUCV!|Y_Wgjt0%
zLnGz>_p|f)@qzOt=9IF@C`2m-D0WTPN7f40ax{HE->z7kv19wvcX%{q+^MOl*(@jb
z9D>3@!2rq1&`_ebZ#Sh<R5D%KOtt~hg137$G|Yj{wv~zDkl{Kg6?A-JV&>f3HC{Ox
zFj^I(u^dEhXWqxqO#IB0G|E#E(r&Gl9tLu7nyCJEWMrN#&11Nym?{#sR|-pTp#w<7
z*EeP;(&fu7>n*xA;fyF^Ajp*PTeoE7<@3NQ@IWj)v1RDuulS3=LR~WPySzndfESN%
z4c-)t*5awi^*fx6J?GfIJ#T!6L9sg{BZFLtf%~$`uJgAlE5sPVrtJ-#_hJX}@;%ye
zAFf!jf=o}TG#F>T`NHLT%zW((0*>(3EF;+y1_pLxUZ;~an#yN;^G3RhP#W2vE>E^^
z9T?2bd(n)L2pejNae{g<loVjKuiKZRYwp!u*f!Be&zF`4U+>ZRIxBR31fx8@atw$v
z&v|&{b`|+hO0M#3y}&EAA>f{aMhQx%oBNX->R-+g1otta3)grd3_PLZwQDq`^h?oA
zGyVlczR23)w#f|0OPl~<XZ|V9LaHEL=kmv6Jf-6)Xs@0yH{f#5K3^K}vzAtO`}rwl
zd9>%tio-IB5D}2@lXopda0h=#AcBhnMI%69&zf#`@QJxq?Ca=VNKBF7*5wJb<<y*S
z>nu*4a|mo1BXI6K(T}uESjQOn441|MD2O$nwh2$r4Xc>mG&46khcIr(V0vGA*GO$u
zJvKBnB!q>MKVS@qy(4?dv{b}`hOi}u=foKsD%OU?`MBt-#<602k$(yRCRWVts;Xn4
zJ^U+VQH3kATArOgN4ZeGH7$XN^g>*?-Y+wNNZ%}o=EqWlXGgC_L_{QW&Z^`}16^+Y
zbx`xxYR|W`$_Z&m)2=s3Jz~@6S1W~?BZrARLGQZ0prGJf7yX``ON<dbc`B$6=nTo*
zhYE-G;Px}d?h86IPi<0(iJKZ~p>Ml|Ozj%<m5)`+-R$ijqjv485dbDC^$Pw|%^jT~
z*(kJEmj-V(Cv;I*5B%CH39`h>fr*I;*0gx4#Z+<!iqr&N0J~!zhIp&&K|_eBbbN?7
zF=UKvws)xR&X6gyypXCJ%kSMiU7-a}*K!27{;v+e?DvfDxlF%^+qVz9xVWSm#BO&g
zD?6&f9TUSc_be|W`l?l;xDx=TbKZ~FP_ZlY^aT}aj)32wD=Q2prKOFQO|$Is2M$4;
zLnIR4Z%w^DDDwf@7J^X<yBH}Ma@qIpeeV#sb~RzyW4V-v%2rp-<G;MUyNPwUz?<DA
zyl>#x3O&eOEg`dPw?%J){E?TH8+M<x?wg+Li<>V|4t0Z|n?>`1Br~3lFx&FxbVU==
zlvySzWMP6niohR#_Ghg69>{br?r?bJe5XM;Xj(tRo_JlSLX8yzXSdGCSR)W0Th^CP
z=_)Ro=)#I!@f00PBa9tZQ&VI4g)L6EUm3DH@%y%?H%MxL0+f@Jvy}MhYi(w;{Et8W
zSTP#K2^uXPDDdh=0|r#=2LwTJ1qB+)2fE32A)rL#>+V^<pZ$Ooj=A#XSBF6Q7=gx)
zLO^o;y|SAxNW6VBm=R6Bx<OJsY#t$K&$Bld?kf{x==*~mzgN&%NbD1MfnE{z(hZbq
z-5Cv^-kyD9ozzI&)d%Sb^2^M<l?D^U)eZaY*9XtRkkEYlPU6lJ7HCc%&jT-gGa_52
z+~I<L*YV0_t-j+X7^0h3chm7V4=D^Yf{XxkJASojp&785WLhp$XwKE2k=9*EC!*YJ
zdF8}c?>UZZW*k}h=;|h90ps@8ltP^2nSahpR1pTe<gB2K)fkZ)MlRPfKi8=?LQUhs
z#n3(9`;9bg&bd&0MX~R*3pbE%%*_D??s!~9^3`CzZte2J+Eld`NRrsRxD4PPgHe@C
zk_YPKeKW>u63eX|LfX3g-{TKs9Ab?-S8dV}FZki&J+FytYk&pWePr`OLzpO`&Ig5z
z){~OXb&H@eP$;S{WpE86I?E_IQp+JEb6x$~2S|q_eqS?*IqzJU<3p$%Pzafdr#;W;
zT<qz=qcFPC+YdW>Ra^{j!)AMVn+GSYdo3r>3s2}D>%o`wji=qdy^1$5gsxHVl;l#o
zLCA%i5`guSTb8ZPQDbs;@<r`bH&d0SQviEd_^tC!J>KaM^#qg(MtGxhG&vO3+Tjty
zBw1-MXs+q=q%D(F&g0pKDyO(9J{}XF-&s~AC!U;Fb&tiOr@?sTr`}>R;$<E1W_o&h
zOC0_cO)JOL9CTvFD#aHN*)4*a3t74g8$nxVol-zYl!25j$&S`|&#~Te)(fW6VT1Ip
zKx5k(!17|5JI@z-5-S!ajd1N))XIu5vB*-ZOkDJiaO7$(_)GIaLT7O&BOGI#E>!`t
z?aqt$e*5k4h>P*%R>!g%8H!3u!@$U2_yH6|jwU>fLSTfOz*;wgmdQm+kHT<W0WPKn
z^UYKl-~Tkr2`j?hM+}vOuxg&V0io;X2|3`s>_g?%6nYu+kJfGfLW#ME{Rv!65o^MY
z6vC2tTU|=ci~0K16NeYg(RFR9(hTMfeo=oHj$&bH`N$%|hnV7}si|o>9#f#niPeWV
z#sY+f4%okGl$i4DDtIppcER4C;k7py%0$e5zg4x$uo~^+3u0>SU=1v<ixvcy?6OL^
zJrrGuWim1EP0EDBdHE^Flv<!4cx?J=lIPvP;3{cCDM#sQ@2XFT-iG#6qkhHc#!14I
z0yQm*$i!izlUp58ej9rIfVEy3g=*=#yiR7oXaw8{<*7lO?aejUOwG*`OYK{^MglKv
z#CCkNMi8gF>^k+(ts^QbCg+|Rzgm%r4M-`L6ONXS+5S9(-7*AQF@$YV`T6o;@^oN#
zfxAn7N)KRMl~;FXCMC;_bDwn+S%14TE9Mf&@zi`dBcQ?~6q|W@Tc^xwQqg5Lylp33
zV$9MXXyNBx%KW0r`-ymvOevp9rj*{^Md+7$Q7H<-Wt&r}+|{!7RaYlB@?G0j<(O97
z@<1oNuYA=A)b4o;?_?cR`5%;w9joz;sG*wiohX!sZoXPrYDG9=DHk=WSI@=Tlm>wy
zq2-xs#t%1P|HyHppBHPMAAfdShiXF<$X`@9fd5H{G}T1n)G;0?aPa&XE;Gf=Re^Bq
zxs4=i)oH17kv{!C1#cjbXjyZDdHU?8w@RuKo9oBbFkFTb5vqd)6%NT?l{X`ho4ftl
z-w~PWjLpK?-r$B3qxHe+D8qXY774-3)A2bv?C&v~{>IdOq_F=^2&;tQVE28mQve2I
z{6lr7IIZk1saVc!v&^dSSpx046u(GpjN?DS_pkMHc6N?Bn#M^Jhprh@=UJq5nsXiW
zl+Jj3;cUJ$R&c4QMyTbYBcCGQ24W}&{CgO0&=3HPJ>9utW~yqXw6#$&!8M1`y9K-P
zJCiu`p!5go4%QHx8sgZQH&?EG-F<!aeFZ$OIrA>1^s^PimU3dTj`NUp&mh!J<av1R
zks$nHfIpgX#CLr3>kjHknjmEFF!p$;UFb5IUbo+sbkE1K2Sb#@ysS{A<$DE21LH;S
zbY@1n-MsF(qn$M{TRz%hBT{T4+vkS!C?=ZTzkk>YA{FiPYdRiwYJD0h;uPvoiOesb
z`}#uIirv7nVSXG-T}@p%a<Fp2Ip4wkZ20lx$MNg~m6*U$dz|dR0@G-csG&twE+Kw$
z(OH(92t-~)IW260B0tpfe&-^-<E4|Out&zq{t0*}0Xa@I{EEJl8k&55P*TO!vH2_$
ztG*_Bem=I?-SJU_8Y*vcrNp?D->ojy=aWFTVDiL8a?Ae4O7Wsk-ckJAWztjwDc^?5
zP2B$js<!<ev6J0XmJ}c0A&m`N)dwmmFIgi@H*}pkZaSHGIk3k!Qabp%jz~eNGn#)0
zmI$^|P-pg$@oN@cGX*TyNieQ2QcfG+8)cW4b~7T>flmIDNAP<)pK{lHVj?NcD?mym
z%Em`SH$=X_0Z%~j%93&3Xj^sa2FCiEc~+Fda7ia8C-7j8X?_Pjjxk;^xwG%^FHzLv
zOj(6ZU)6Zy$p@*}5e)U{cV#|rf7^gmeWxKAcn(X06``m^>s>`XU08#}{DvO;$|{E*
z$n6Pen>oPmb@l!mp}~$z?Lf>lhX}f()_Obqo=(9AVPz#<8173GDxj3O)Yo!PyJ$E&
z-mV5BiXJ45;@B~|@Gt3s2K;#^bZiL7DUoR#L7Bowo6fk6LVeL)7}syU9ipnjEsZWV
zOZ9;Q5zCZ+!79s8CeL#xE^X!5z35`SMF_gzd1%1|ke9iejlw+OP)gU}Wiv5TV+&3B
zay6P|JoO?RXVJg**J$Se_D`zA+9ATJCUDDS^A?LdOB+2iR6=`ZBe8Rrw9Z_5GTLkS
z-OlARt^w=NDe;6#MJ0A?8HG6g3o~igCVv#2!0glFMi0USUShHY5T@r(=bgUs33Qr%
zO#i5_l#@WR4FZx0!E5C|_^@tmG14N4G;J^eXz!j&UK?F>HW5<3Q>tCt>xNcDx$~8+
zUKFSYF}T{;1Tu&~5ojm8=GYS;yb?D(%P|(IE;r)~I#(H=KK92#X!U%bv#59T^fju$
zq2kd2J9Ui<+hwV4;l(zNgcKjHgBe5k9%}b~hxwExX>dqN=hm_QkJJ=8qG~@~7N_Wj
ziQE-1PBp7$`@q=#q$NZ~P=sWA6{ASO!UW#4!B^ol1U6|i9eYUlT@LcFXl3T`5OamF
z5x8X{^qRp}hl!(OI;^N{*zadMJ3F(tn;IH6gDY+;_H!dmAs{gsg>Qe^44F`le&l+0
zAVkUDj#}OVbqcnB%W23u;IH=SEY($BW+BnF`|yb@MoM8$&R#?p!tE#>7)@F$!@?}`
zZ7pB}A<6g7um#^8+Cfu^^kn~Q{2(RmPzc0JK1V5&2Tq(knQKbY0b-X6Pw2BF-Bv~H
zfE0^Rh><1oV?648U)M%T^D5>?&q10fvu#^$p;tGeO`G)wq3GNzspooS3ml~1Yoj<g
zfMjWWg;*4vm6>UM^NdS(p%?3!@os}y^Iv{>>rN6wl?&IJV<sUX@p?syudi=1yl4<j
z#Dxta(iRXoy#V3Lw8=6>qep{~q**~4s{!G?SI5ihps$Ka_8IS@W$l)qc4<u4vrMkk
zbc4*i^_7dktR`##+rh_5KXgAekmglB4IJxb8C(0+YmL6qFD@=dbS3M?KR~G@{V-vv
za@DQ=d=hG%jZl3t>AXK=>^`M*L(qE8)TX*s(~modh@?Vn_XLqmh45x6ss89@1{2}3
z+QKT|)>Yf>U6f4F+^5KgX=yLQM10aHok+|UEN22U&WB{hWHH5xa^X%rlJnW{o+PJ_
z-d?w9s_tOrrO$8gvR*YkH6Zm_K&|YU`%?AnhL@CrPLHA1!8cmvKd1Qnqi*s2dxLlf
za7tW6#m$>tQryifX1p37zl>vDa(4dwb3^%fjpX#lThd!RP<ocNjLH2m`z&&;DYy%|
zq;=1dJF`KKqzgvoc|9~x+-L?r12fbe6%*5T|402P$n|iXiV&7@BP71V(qVJAXnu=B
zj5O`;@|!L1!8aXptXigg*`xWRDK<8h42}iT1%Mo|?Q+GjD(6eA2M*gnl9^A+(ner_
zh5$8yFHdGBW8ljdYxfa>yjrRkMu-?yUHL;E=3gcjW<a=zbcGB_>It1aAWRFXrQ)c#
zv)=vU#fyo<WpMglZL|Xn$&Gxeoku&8HIG2iLiuB7u7xtLyxz|#AXYc^#*Nn`tus3Z
zpcAXA_|v9sOZOz#xucD3EAYjT#fGsuGft)+xk@I1#>@W6Yog>dBu41#h3lqgKpP{R
z(JileC6jg%vU2-)UPKxhSt<<>H!mc*AapMG<WOXrr`V@iej7G!bY5iC*Xv~S;k2sx
zrQ&AQjBz@@@rl0W87gE?ZXpYxG3Ap*LGto8$jP9gI_3=ZT!^i0@=_^`;vjx3e5i|R
z^ZX8qq&K4O975`KXNLSox-1|ZWr0fWb41t~%G4~+b5zL?C?vrSc&6s^`(r-Of2^0?
z)gOv18Jvc9Plv=GP-Gez1~ozA0@ApWj#mYVOy~k>2EU-;`eF0*P>Vsd>_HZ+YVx$9
zLhx5L2)@r8!m*AHw0|cl*#hqw+rTR1TfaIE8nG>F74Ydmvh?tM7`&BU_91Sm2sweY
u_9GuhE#O4?cKH9TvionWL;t~9&^0nKzW-)@Q#UeLr%sss^5VE-_}>9wenIm9

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_classification.json b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_classification.json
new file mode 100644
index 0000000..b8a9b90
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Meadow Brown Butterfly",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "summer_peak",
+      "broad_season",
+      "moderate_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.48,
+    "season_end_month": 9.33,
+    "forcing_peak_month": 6.64,
+    "season_width_months": 4.85,
+    "season_midpoint_month": 6.905,
+    "season_start_label": "April",
+    "season_end_label": "September",
+    "forcing_peak_label": "July"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.314,
+    "DECAY": 1.524,
+    "OOS_DECAY": 4.427,
+    "POST_PEAK_DECAY": 3.26,
+    "POST_PEAK_SHARPNESS": 5.68,
+    "SEASON_START": 4.48,
+    "SEASON_END": 9.33,
+    "SHARPNESS": 5.997,
+    "FORCING_PEAK": 6.64
+  },
+  "fit": {
+    "score": 0.054
+  },
+  "warnings": [],
+  "summary": "Meadow Brown Butterfly is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to September, with a summer peak around July. The season is broad, with a moderate active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_consensus.json b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_consensus.json
new file mode 100644
index 0000000..d9834f3
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.314",
+  "DECAY": "1.524",
+  "OOS_DECAY": "4.427",
+  "POST_PEAK_DECAY": "3.26",
+  "POST_PEAK_SHARPNESS": "5.68",
+  "SEASON_START": "4.48",
+  "SEASON_END": "9.33",
+  "SHARPNESS": "5.997",
+  "FORCING_PEAK": "6.64",
+  "SCORE": "0.054",
+  "SPECIES": "Meadow Brown Butterfly"
+}
diff --git a/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_observed.csv b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_observed.csv
new file mode 100644
index 0000000..76f4ce2
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,1
+5,1
+6,15
+7,12
+8,7
+9,1
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_parameters.csv b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_parameters.csv
new file mode 100644
index 0000000..4985c64
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 13:26:25,meadow_brown_butterfly_observed.csv,2.58,1.985,7.962,5.897,2.56,4.82,8.22,4.054,5.04,0.1223598772696910279358536966,
+2026-05-21 13:26:25,meadow_brown_butterfly_observed.csv,3.4,1.345,1.617,0.612,3.86,3.76,9.09,12.135,4.69,0.1263905086605238823612929360,
+2026-05-21 13:26:25,meadow_brown_butterfly_observed.csv,2.691,2.758,5.863,6.814,4.034,4.56,9.18,14.571,5.95,0.09989290169867236386410584422,
+2026-05-21 13:26:26,meadow_brown_butterfly_observed.csv,3.881,2.437,5.618,5.837,3.923,4.88,9.13,8.799,5.24,0.1442523851600127126838189247,
+2026-05-21 13:26:26,meadow_brown_butterfly_observed.csv,2.623,0.822,5.031,3.734,8.699,3.38,9.06,1.421,4.99,0.2019838285243475383119157406,
+2026-05-21 13:26:26,meadow_brown_butterfly_observed.csv,1.278,2.138,7.385,2.0,1.741,4.52,8.94,8.549,6.31,0.06496396138205421049227631589,
+2026-05-21 13:26:26,meadow_brown_butterfly_observed.csv,1.68,0.662,2.945,3.997,1.709,4.37,9.91,8.603,5.75,0.09445151975101912579365322325,
+2026-05-21 13:26:27,meadow_brown_butterfly_observed.csv,3.572,1.85,4.433,1.338,8.567,3.41,8.02,13.848,5.14,0.2061686174461726029529414098,
+2026-05-21 13:26:27,meadow_brown_butterfly_observed.csv,4.546,2.805,3.028,7.3,5.027,3.75,9.83,2.925,5.91,0.1476815959954445218284164267,
+2026-05-21 13:26:27,meadow_brown_butterfly_observed.csv,4.797,2.227,3.2,0.584,3.413,3.65,8.2,1.185,7.22,0.06211857116861818955804837961,
+2026-05-21 13:26:27,meadow_brown_butterfly_observed.csv,2.16,1.423,5.242,3.385,1.805,4.79,8.58,10.657,5.55,0.09715972689713770252653766734,
+2026-05-21 13:26:28,meadow_brown_butterfly_observed.csv,4.247,1.148,5.613,1.875,9.75,4.34,8.23,7.176,5.78,0.07552833653427956745497719177,
+2026-05-21 13:26:28,meadow_brown_butterfly_observed.csv,1.23,0.675,2.761,1.985,4.846,4.23,9.12,12.125,5.64,0.05558914715485987039712616468,
+2026-05-21 13:26:28,meadow_brown_butterfly_observed.csv,2.222,0.954,2.522,4.358,3.512,3.84,9.77,6.802,5.14,0.1649769289288175952984603551,
+2026-05-21 13:26:29,meadow_brown_butterfly_observed.csv,4.077,2.211,3.738,1.914,9.614,3.87,9.12,9.709,5.81,0.086409511241903767178555633,
+2026-05-21 13:26:29,meadow_brown_butterfly_observed.csv,2.217,0.642,2.458,1.333,5.192,3.48,9.45,10.293,5.55,0.09898815161892696037837223850,
+2026-05-21 13:26:29,meadow_brown_butterfly_observed.csv,3.849,1.381,2.42,1.39,8.78,4.27,9.61,8.055,5.5,0.06078958861959364264875267898,
+2026-05-21 13:26:29,meadow_brown_butterfly_observed.csv,4.683,2.028,2.164,4.628,7.179,4.69,9.71,12.13,7.08,0.06816887717847107106236893323,
+2026-05-21 13:26:30,meadow_brown_butterfly_observed.csv,4.968,2.067,7.231,3.912,7.826,4.96,9.31,14.437,7.18,0.05805257455147793845274651788,
+2026-05-21 13:26:30,meadow_brown_butterfly_observed.csv,1.848,1.844,3.533,6.514,6.927,4.38,9.48,14.273,4.56,0.1778844422913494069360834619,
+2026-05-21 13:26:30,meadow_brown_butterfly_observed.csv,1.086,1.063,2.997,6.223,1.166,3.1,8.1,12.622,6.76,0.1754573120699308628980075123,
+2026-05-21 13:26:31,meadow_brown_butterfly_observed.csv,2.879,1.448,4.014,0.114,8.754,3.91,8.53,11.936,5.93,0.08313327213398322572311691975,
+2026-05-21 13:26:31,meadow_brown_butterfly_observed.csv,1.471,1.592,1.853,7.194,8.729,4.23,8.88,8.31,6.2,0.08836613254896051247204164080,
+2026-05-21 13:26:31,meadow_brown_butterfly_observed.csv,3.422,0.868,6.738,6.652,4.793,4.05,8.01,7.722,6.75,0.08532670445665618639423592676,
+2026-05-21 13:26:32,meadow_brown_butterfly_observed.csv,4.137,2.653,4.967,1.604,9.07,3.69,8.91,13.402,6.16,0.1061018025912808371577783701,
+2026-05-21 13:26:32,meadow_brown_butterfly_observed.csv,2.206,2.926,5.776,3.571,4.135,3.49,8.17,11.443,6.82,0.1181799393522141839907880987,
+2026-05-21 13:26:32,meadow_brown_butterfly_observed.csv,1.169,1.664,3.4,4.665,1.131,3.36,8.51,9.041,4.57,0.2541725202439495793906559273,
+2026-05-21 13:26:32,meadow_brown_butterfly_observed.csv,2.274,1.309,4.327,6.734,4.716,3.25,9.0,9.508,6.44,0.1249690841173849106457941940,
+2026-05-21 13:26:33,meadow_brown_butterfly_observed.csv,1.898,1.158,2.497,4.644,8.129,4.32,8.26,8.46,5.6,0.1114607118058230835254982381,
+2026-05-21 13:26:33,meadow_brown_butterfly_observed.csv,2.765,1.775,1.411,1.074,3.92,3.67,8.31,14.873,7.09,0.08815056244430345460477566159,
+2026-05-21 13:26:33,meadow_brown_butterfly_observed.csv,1.211,2.465,2.318,5.878,8.251,3.16,9.11,7.532,5.52,0.2273939614628085421658883144,
+2026-05-21 13:26:34,meadow_brown_butterfly_observed.csv,4.533,2.519,6.646,3.154,6.651,4.08,9.5,11.237,6.64,0.05396093916328887302038310151,
+2026-05-21 13:26:34,meadow_brown_butterfly_observed.csv,1.524,1.184,6.065,7.455,9.931,3.49,9.27,1.89,7.42,0.06427845729643611136872178008,
+2026-05-21 13:26:34,meadow_brown_butterfly_observed.csv,3.549,2.565,2.919,7.555,5.067,4.64,9.58,13.263,5.91,0.07864059507797033281028818278,
+2026-05-21 13:26:34,meadow_brown_butterfly_observed.csv,4.79,2.173,5.82,4.614,7.537,4.63,9.35,8.918,5.92,0.05882293187266849124074463822,
+2026-05-21 13:26:35,meadow_brown_butterfly_observed.csv,2.155,0.964,1.446,5.946,5.589,3.37,8.23,13.485,4.91,0.2845547714637372102839131702,
+2026-05-21 13:26:35,meadow_brown_butterfly_observed.csv,1.129,0.579,5.66,7.512,9.372,4.57,8.51,6.789,4.98,0.2015153911649514772554125510,
+2026-05-21 13:26:35,meadow_brown_butterfly_observed.csv,3.049,1.123,6.72,4.49,9.137,3.2,9.28,11.131,4.53,0.2790574152330810761360380572,
+2026-05-21 13:26:36,meadow_brown_butterfly_observed.csv,1.435,1.916,6.974,7.743,4.289,4.99,8.45,2.767,7.3,0.07676427284983963878091552264,
+2026-05-21 13:26:36,meadow_brown_butterfly_observed.csv,3.152,2.741,5.519,1.411,7.744,4.38,9.08,6.047,7.2,0.05972252194391583348607979664,
+2026-05-21 13:26:36,meadow_brown_butterfly_observed.csv,2.132,1.098,3.459,5.893,3.225,3.74,8.13,6.937,6.8,0.07681006401771216911958159031,
+2026-05-21 13:26:36,meadow_brown_butterfly_observed.csv,2.129,2.632,7.513,2.479,3.747,3.25,9.82,13.039,5.23,0.1983487565147852640196524301,
+2026-05-21 13:26:37,meadow_brown_butterfly_observed.csv,4.204,1.264,1.593,0.46,7.59,3.92,8.39,12.608,5.11,0.1205957558970085281224050479,
+2026-05-21 13:26:37,meadow_brown_butterfly_observed.csv,1.443,2.195,5.515,6.91,2.905,4.53,8.7,10.288,6.49,0.07556540141442518801886783486,
+2026-05-21 13:26:37,meadow_brown_butterfly_observed.csv,4.211,2.377,4.903,4.581,8.854,4.79,8.64,5.45,5.98,0.06641079688893874900825416782,
+2026-05-21 13:26:38,meadow_brown_butterfly_observed.csv,2.506,1.441,6.583,0.464,4.274,4.77,8.91,4.664,6.84,0.05900057530444190610217041158,
+2026-05-21 13:26:38,meadow_brown_butterfly_observed.csv,4.628,1.712,6.548,4.627,7.359,4.38,9.31,12.163,5.13,0.1593045591275072953348789381,
+2026-05-21 13:26:38,meadow_brown_butterfly_observed.csv,3.099,1.556,1.648,7.367,4.408,3.9,9.0,5.575,7.45,0.07202010077539870914311241806,
+2026-05-21 13:26:39,meadow_brown_butterfly_observed.csv,4.742,2.8,4.144,7.095,8.748,4.28,8.05,4.926,7.23,0.06293667108747358674593326610,
+2026-05-21 13:26:39,meadow_brown_butterfly_observed.csv,4.551,2.684,4.683,0.828,6.356,3.56,8.59,10.844,5.48,0.1779191981375727792748199857,
+2026-05-21 13:26:39,meadow_brown_butterfly_observed.csv,4.89,1.581,2.842,2.392,7.064,4.48,9.39,1.792,5.79,0.03773867228073321302783796297,
+2026-05-21 13:26:39,meadow_brown_butterfly_observed.csv,4.531,0.84,7.181,6.364,1.871,3.28,9.25,9.39,6.41,0.1657976769754332658849665821,
+2026-05-21 13:26:40,meadow_brown_butterfly_observed.csv,3.446,2.604,4.289,5.433,7.097,3.06,9.62,1.289,5.16,0.2416043677054616776672601851,
+2026-05-21 13:26:40,meadow_brown_butterfly_observed.csv,1.542,1.877,4.198,2.881,7.793,3.87,9.48,13.761,4.67,0.1875405868725194857528267335,
+2026-05-21 13:26:40,meadow_brown_butterfly_observed.csv,1.664,1.171,6.341,1.028,3.591,3.75,9.71,13.025,7.3,0.07524617716318948436423602119,
+2026-05-21 13:26:40,meadow_brown_butterfly_observed.csv,3.369,0.936,7.048,1.102,1.692,3.75,8.01,3.623,7.42,0.05482681366912124633396278405,
+2026-05-21 13:26:41,meadow_brown_butterfly_observed.csv,4.174,1.194,6.226,5.907,1.27,4.58,8.72,9.38,7.48,0.04416466674063893554541177092,
+2026-05-21 13:26:41,meadow_brown_butterfly_observed.csv,4.086,1.261,6.963,2.709,1.901,3.7,8.87,11.358,6.69,0.07843225295342601160034768179,
+2026-05-21 13:26:41,meadow_brown_butterfly_observed.csv,3.904,2.638,4.71,6.421,1.138,3.46,8.02,11.165,5.39,0.2706916135480538884097906909,
+2026-05-21 13:26:42,meadow_brown_butterfly_observed.csv,2.718,1.866,1.29,1.582,1.878,3.42,8.26,11.915,7.22,0.1135370280418230124535551637,
+2026-05-21 13:26:42,meadow_brown_butterfly_observed.csv,2.65,0.92,3.534,4.569,5.183,3.49,9.92,6.721,6.36,0.08468914568500855659498903605,
+2026-05-21 13:26:42,meadow_brown_butterfly_observed.csv,1.418,2.788,3.327,1.55,6.498,4.11,8.22,8.884,6.58,0.08176783159137258558993107923,
+2026-05-21 13:26:42,meadow_brown_butterfly_observed.csv,2.4,1.929,4.555,0.458,3.278,4.03,8.38,13.747,6.9,0.08688255854664759209373082268,
+2026-05-21 13:26:43,meadow_brown_butterfly_observed.csv,3.399,2.415,6.968,6.958,6.525,3.29,8.09,11.075,5.23,0.2809611733006229413269367946,
+2026-05-21 13:26:43,meadow_brown_butterfly_observed.csv,2.598,1.438,1.957,5.714,7.709,3.12,9.11,11.433,5.07,0.2652386316322054724198344726,
+2026-05-21 13:26:43,meadow_brown_butterfly_observed.csv,2.06,2.2,1.638,2.126,3.961,4.61,8.68,6.118,6.49,0.05456048895911574123903371686,
+2026-05-21 13:26:44,meadow_brown_butterfly_observed.csv,1.907,0.66,4.818,4.051,7.14,3.63,9.97,8.185,6.93,0.05131708929758073131802270905,
+2026-05-21 13:26:44,meadow_brown_butterfly_observed.csv,1.449,1.75,6.286,0.803,7.43,3.53,8.17,10.872,7.18,0.08835460460175305112458274649,
+2026-05-21 13:26:44,meadow_brown_butterfly_observed.csv,3.57,2.177,1.41,6.713,7.748,4.24,8.32,11.839,5.48,0.1623901591449460651447662957,
+2026-05-21 13:26:44,meadow_brown_butterfly_observed.csv,2.134,1.563,2.47,6.545,3.154,3.76,8.75,1.615,5.95,0.1603765518709055498339365740,
+2026-05-21 13:26:45,meadow_brown_butterfly_observed.csv,1.107,1.862,1.999,7.041,2.279,4.88,8.19,11.531,7.48,0.08303678433159860862064081281,
+2026-05-21 13:26:45,meadow_brown_butterfly_observed.csv,3.57,2.643,2.085,4.164,3.414,3.5,9.63,8.401,4.75,0.2336788386899784691012823305,
+2026-05-21 13:26:45,meadow_brown_butterfly_observed.csv,1.061,2.236,6.792,2.729,7.402,3.45,8.8,4.202,5.18,0.2013719088846963264069577265,
+2026-05-21 13:26:46,meadow_brown_butterfly_observed.csv,3.922,2.158,2.507,1.254,7.439,3.68,8.5,13.836,6.9,0.09740673449013956899974436956,
+2026-05-21 13:26:46,meadow_brown_butterfly_observed.csv,1.098,1.086,4.3,3.516,9.011,4.95,9.95,2.037,5.86,0.02411188952241096173913637962,
+2026-05-21 13:26:46,meadow_brown_butterfly_observed.csv,1.341,0.991,1.027,3.149,4.242,4.71,8.86,1.307,6.36,0.02572535132322467691275671296,
+2026-05-21 13:26:46,meadow_brown_butterfly_observed.csv,4.85,1.915,2.024,5.179,5.702,4.49,8.13,2.62,6.31,0.06918670813719458268091590571,
+2026-05-21 13:26:47,meadow_brown_butterfly_observed.csv,4.246,2.628,3.128,2.09,1.136,3.19,9.6,6.515,4.98,0.2187941407634793264128764908,
+2026-05-21 13:26:47,meadow_brown_butterfly_observed.csv,4.166,0.891,1.275,7.004,4.94,4.09,8.11,4.735,5.34,0.2020509683304180486540789663,
+2026-05-21 13:26:47,meadow_brown_butterfly_observed.csv,4.849,1.78,6.963,7.883,5.163,3.65,9.53,9.991,6.6,0.06935269815401465811897331842,
+2026-05-21 13:26:48,meadow_brown_butterfly_observed.csv,2.952,1.192,4.976,3.629,5.549,4.49,8.68,5.382,6.35,0.05312287307517096881655056019,
+2026-05-21 13:26:48,meadow_brown_butterfly_observed.csv,1.362,2.289,7.455,3.28,4.874,3.45,8.34,14.288,5.38,0.2147428595542676033424196441,
+2026-05-21 13:26:48,meadow_brown_butterfly_observed.csv,2.659,1.552,2.53,4.308,2.87,4.27,9.03,1.205,5.72,0.09818296360683069900289351851,
+2026-05-21 13:26:48,meadow_brown_butterfly_observed.csv,2.469,1.246,2.049,4.977,3.713,3.34,9.37,11.725,5.67,0.2035608583942494270299471685,
+2026-05-21 13:26:49,meadow_brown_butterfly_observed.csv,1.748,2.315,2.049,2.765,3.244,4.44,9.21,3.903,6.97,0.0307591377769156494120407583,
+2026-05-21 13:26:49,meadow_brown_butterfly_observed.csv,4.327,1.586,7.492,7.454,9.068,3.0,8.01,12.664,4.58,0.3297036342649564329283848701,
+2026-05-21 13:26:49,meadow_brown_butterfly_observed.csv,1.784,0.522,7.789,4.232,4.316,4.67,9.55,11.692,6.46,0.04192421380749403629722480225,
+2026-05-21 13:26:50,meadow_brown_butterfly_observed.csv,1.305,1.878,7.902,2.611,6.275,4.39,9.71,6.284,7.01,0.05125459070885122452148703869,
+2026-05-21 13:26:50,meadow_brown_butterfly_observed.csv,1.807,2.239,1.292,4.306,9.209,3.85,8.05,12.702,5.61,0.1685389847959907538542163838,
+2026-05-21 13:26:50,meadow_brown_butterfly_observed.csv,3.423,1.851,6.971,0.864,7.534,4.21,8.04,14.932,6.71,0.09274953413104798376413458058,
+2026-05-21 13:26:50,meadow_brown_butterfly_observed.csv,3.604,1.692,5.623,0.804,4.989,3.04,8.91,1.531,6.99,0.06351373903361132431339026850,
+2026-05-21 13:26:51,meadow_brown_butterfly_observed.csv,2.347,2.648,5.1,0.178,1.803,4.55,9.54,4.023,6.06,0.04446825381185317896303929312,
+2026-05-21 13:26:51,meadow_brown_butterfly_observed.csv,4.665,2.053,4.642,5.388,3.368,4.16,8.18,6.745,7.47,0.07651777515745541973427702698,
+2026-05-21 13:26:51,meadow_brown_butterfly_observed.csv,3.59,2.003,7.904,1.68,8.199,3.65,8.94,11.783,5.32,0.1790147009562937327936366886,
+2026-05-21 13:26:52,meadow_brown_butterfly_observed.csv,3.95,2.483,1.37,7.623,7.184,3.48,9.44,13.897,4.77,0.2860205741730111881487014739,
+2026-05-21 13:26:52,meadow_brown_butterfly_observed.csv,1.003,1.1,5.597,4.81,9.797,4.1,9.08,6.526,6.13,0.07816092529258160352802780128,
+2026-05-21 13:26:52,meadow_brown_butterfly_observed.csv,1.361,1.685,7.228,7.572,9.285,3.2,8.77,7.653,4.84,0.2796608799073914840650887471,
+2026-05-21 13:26:52,meadow_brown_butterfly_observed.csv,3.575,2.16,6.424,7.887,5.712,4.47,9.86,10.105,4.57,0.1727350841088931744161847590,
+2026-05-21 13:26:53,meadow_brown_butterfly_observed.csv,4.753,1.746,2.024,6.905,7.737,4.62,8.82,12.673,6.97,0.07088119643327507232403920458,
+2026-05-21 13:26:53,meadow_brown_butterfly_observed.csv,4.754,2.361,6.67,0.965,5.36,4.91,9.22,5.938,5.88,0.04111337152418472787097145119,
+2026-05-21 13:26:53,meadow_brown_butterfly_observed.csv,4.119,1.346,2.733,4.329,2.567,4.35,8.84,3.334,6.01,0.08136368860164539077919441338,
+2026-05-21 13:26:53,meadow_brown_butterfly_observed.csv,3.197,2.208,3.214,4.77,1.771,3.25,8.65,14.533,5.71,0.2171955734764715928228550631,
+2026-05-21 13:26:54,meadow_brown_butterfly_observed.csv,1.763,1.155,2.22,4.458,5.521,3.92,8.12,3.476,5.08,0.2081817745609725003368854865,
+2026-05-21 13:26:54,meadow_brown_butterfly_observed.csv,2.353,2.784,2.283,1.286,9.256,4.9,8.58,1.435,7.2,0.03785615022035304868787876156,
+2026-05-21 13:26:54,meadow_brown_butterfly_observed.csv,3.956,0.919,3.493,7.052,4.865,4.44,8.62,13.553,6.6,0.05743017993088065520324288960,
+2026-05-21 13:26:55,meadow_brown_butterfly_observed.csv,2.543,2.732,4.354,4.887,5.787,4.87,8.24,6.589,6.58,0.07423211785230016427002571320,
+2026-05-21 13:26:55,meadow_brown_butterfly_observed.csv,4.372,1.79,6.011,1.257,1.747,4.04,9.79,10.619,5.78,0.0765168316809949471372071591,
+2026-05-21 13:26:55,meadow_brown_butterfly_observed.csv,4.24,1.375,4.554,0.424,2.884,3.84,9.44,3.244,5.66,0.0578518627868197400534185451,
+2026-05-21 13:26:55,meadow_brown_butterfly_observed.csv,1.781,1.729,6.909,6.226,7.282,4.71,8.84,13.961,5.79,0.1125165891618749084181726701,
+2026-05-21 13:26:56,meadow_brown_butterfly_observed.csv,2.212,1.019,7.808,3.925,7.258,3.42,8.35,1.677,7.29,0.05511506892046667255369556481,
+2026-05-21 13:26:56,meadow_brown_butterfly_observed.csv,2.687,0.732,5.172,3.21,8.935,4.17,8.73,14.783,4.58,0.1759428637117521920315092138,
+2026-05-21 13:26:56,meadow_brown_butterfly_observed.csv,2.283,2.875,4.533,6.22,9.95,3.37,9.75,10.383,6.68,0.09785362417290351688341591850,
+2026-05-21 13:26:57,meadow_brown_butterfly_observed.csv,2.08,1.938,2.84,8.0,7.539,4.43,8.06,12.882,7.18,0.07916825426029249129138379720,
+2026-05-21 13:26:57,meadow_brown_butterfly_observed.csv,1.504,1.67,6.251,0.255,3.552,3.55,9.15,4.055,4.84,0.1382015350935582956874796701,
+2026-05-21 13:26:57,meadow_brown_butterfly_observed.csv,3.608,2.912,4.383,6.688,4.296,4.51,9.68,10.898,6.15,0.06955375291735313703728374372,
+2026-05-21 13:26:57,meadow_brown_butterfly_observed.csv,4.838,2.742,3.043,1.822,3.456,4.14,9.84,11.797,6.9,0.06037556939256310473602082159,
+2026-05-21 13:26:58,meadow_brown_butterfly_observed.csv,3.296,0.886,1.605,3.994,4.931,3.41,8.48,5.16,6.03,0.1319971334208858360765023816,
+2026-05-21 13:26:58,meadow_brown_butterfly_observed.csv,2.476,0.572,5.786,6.115,9.358,4.35,8.05,4.407,6.47,0.07558227798081942993729905268,
+2026-05-21 13:26:58,meadow_brown_butterfly_observed.csv,4.505,1.738,7.429,5.857,6.607,4.26,9.07,7.682,7.48,0.06895921318469677724708751615,
+2026-05-21 13:26:58,meadow_brown_butterfly_observed.csv,1.11,1.049,5.23,7.076,8.825,3.84,9.89,1.132,6.88,0.04597518883796925545134603935,
+2026-05-21 13:26:59,meadow_brown_butterfly_observed.csv,1.267,0.893,3.874,0.751,5.21,3.18,8.44,12.342,4.5,0.2008588457763311722547877512,
+2026-05-21 13:26:59,meadow_brown_butterfly_observed.csv,1.439,2.605,2.02,7.833,1.258,4.66,9.46,2.116,6.64,0.04009652296487448917973833898,
+2026-05-21 13:26:59,meadow_brown_butterfly_observed.csv,4.421,1.028,4.867,7.309,7.994,3.92,8.89,10.133,6.82,0.06134852184279885518560774291,
+2026-05-21 13:27:00,meadow_brown_butterfly_observed.csv,3.198,2.269,1.997,1.283,1.732,3.18,8.09,14.015,6.07,0.1589300765380583434730316048,
+2026-05-21 13:27:00,meadow_brown_butterfly_observed.csv,4.856,0.896,1.941,5.735,1.466,4.17,9.81,13.127,5.91,0.1180504977085256550547447838,
+2026-05-21 13:27:00,meadow_brown_butterfly_observed.csv,2.579,1.598,4.942,7.385,1.746,3.15,9.92,11.683,7.02,0.09767253687892217565048274642,
+2026-05-21 13:27:00,meadow_brown_butterfly_observed.csv,1.234,1.022,2.815,3.768,4.74,3.08,8.86,5.12,7.46,0.09498950100930347633071412224,
+2026-05-21 13:27:01,meadow_brown_butterfly_observed.csv,1.694,1.527,4.988,4.59,5.81,4.84,9.42,3.936,6.71,0.03495363172373441752912371443,
+2026-05-21 13:27:01,meadow_brown_butterfly_observed.csv,2.298,0.867,6.4,3.483,1.55,4.15,8.26,7.572,4.67,0.1596863916827400962429888708,
+2026-05-21 13:27:01,meadow_brown_butterfly_observed.csv,3.217,2.043,2.316,0.467,3.618,4.11,9.26,11.854,5.72,0.07110836152247979126481555028,
+2026-05-21 13:27:02,meadow_brown_butterfly_observed.csv,1.796,2.833,6.205,7.135,8.644,4.76,9.61,11.832,5.8,0.09309812975428373250708144770,
+2026-05-21 13:27:02,meadow_brown_butterfly_observed.csv,3.962,2.172,7.194,2.66,5.105,4.0,8.77,13.84,6.86,0.06913522962643380976341640269,
+2026-05-21 13:27:02,meadow_brown_butterfly_observed.csv,4.238,1.695,3.136,4.568,7.68,4.53,9.72,13.352,5.65,0.07780475263759676236402462773,
+2026-05-21 13:27:02,meadow_brown_butterfly_observed.csv,3.436,0.743,3.914,7.196,4.694,4.38,9.78,7.116,6.18,0.05722450832285066395464299118,
+2026-05-21 13:27:03,meadow_brown_butterfly_observed.csv,2.511,1.483,4.746,7.266,9.806,3.95,8.86,12.692,6.69,0.07167416160174424284392088369,
+2026-05-21 13:27:03,meadow_brown_butterfly_observed.csv,4.576,2.957,6.608,5.449,3.817,3.38,9.45,6.772,5.88,0.1719907154964908991605592338,
+2026-05-21 13:27:03,meadow_brown_butterfly_observed.csv,2.536,1.391,5.758,3.321,5.276,3.43,8.21,3.979,5.98,0.1378766963705160769726177127,
+2026-05-21 13:27:03,meadow_brown_butterfly_observed.csv,4.625,0.601,6.625,0.815,8.673,3.01,8.21,14.876,5.07,0.1763078053398595881409762017,
+2026-05-21 13:27:04,meadow_brown_butterfly_observed.csv,3.957,1.886,4.143,6.114,1.88,4.04,9.57,14.533,5.1,0.1566602555726071602834121476,
+2026-05-21 13:27:04,meadow_brown_butterfly_observed.csv,1.262,2.633,4.19,0.741,3.74,3.13,8.47,6.12,5.82,0.1585759693884672133291292162,
+2026-05-21 13:27:04,meadow_brown_butterfly_observed.csv,2.016,1.857,1.22,1.65,2.774,3.36,8.4,9.83,5.66,0.1824458572885544141877613343,
+2026-05-21 13:27:05,meadow_brown_butterfly_observed.csv,3.474,2.803,4.279,4.857,3.407,4.86,8.15,6.468,6.79,0.07382919042549834486411479764,
+2026-05-21 13:27:05,meadow_brown_butterfly_observed.csv,1.8,1.007,2.111,2.669,5.613,4.78,9.64,9.509,5.31,0.07759106749519408844326051559,
+2026-05-21 13:27:05,meadow_brown_butterfly_observed.csv,4.496,1.172,1.37,5.36,9.84,3.26,9.52,2.783,5.34,0.2127847107595616917202994907,
+2026-05-21 13:27:05,meadow_brown_butterfly_observed.csv,2.534,0.896,2.545,7.373,4.208,4.67,8.11,4.492,6.45,0.08030659546768248782574012003,
+2026-05-21 13:27:06,meadow_brown_butterfly_observed.csv,3.747,1.719,2.446,3.147,7.205,4.54,9.13,13.35,6.32,0.0384753132956826376439732395,
+2026-05-21 13:27:06,meadow_brown_butterfly_observed.csv,1.811,1.291,7.922,3.551,6.641,3.98,9.48,13.157,5.87,0.07962124234701983556757377518,
+2026-05-21 13:27:06,meadow_brown_butterfly_observed.csv,4.591,2.735,2.886,2.281,2.909,3.6,9.98,4.693,6.3,0.1068554886007991955518705198,
+2026-05-21 13:27:07,meadow_brown_butterfly_observed.csv,1.759,0.994,6.268,0.793,6.727,3.46,8.26,11.279,5.21,0.1645611512737462593807132445,
+2026-05-21 13:27:07,meadow_brown_butterfly_observed.csv,4.947,1.19,5.352,7.611,6.779,3.93,9.92,9.485,4.89,0.2178950139361716486414248345,
+2026-05-21 13:27:07,meadow_brown_butterfly_observed.csv,4.065,2.15,6.642,4.569,5.189,4.2,9.51,2.102,5.34,0.1052311255324970562869923518,
+2026-05-21 13:27:07,meadow_brown_butterfly_observed.csv,3.292,2.459,5.669,0.31,1.496,3.15,8.66,11.26,6.56,0.1284254266712247210820855825,
+2026-05-21 13:27:08,meadow_brown_butterfly_observed.csv,3.258,2.262,1.603,5.13,2.778,4.52,8.95,5.793,7.33,0.04830694506707957937328835434,
+2026-05-21 13:27:08,meadow_brown_butterfly_observed.csv,2.24,1.899,1.91,2.385,4.639,3.02,8.77,4.068,5.81,0.1828973621776194223284127845,
+2026-05-21 13:27:08,meadow_brown_butterfly_observed.csv,4.209,2.683,7.523,3.713,4.075,4.5,8.71,9.046,6.57,0.06477587450047165425750879489,
+2026-05-21 13:27:08,meadow_brown_butterfly_observed.csv,2.19,1.625,6.328,7.433,6.354,4.96,8.68,9.416,5.74,0.1034300936505003207695914320,
+2026-05-21 13:27:09,meadow_brown_butterfly_observed.csv,4.6,2.094,7.619,7.996,4.246,3.44,9.79,2.392,5.26,0.2203965130115605899131440184,
+2026-05-21 13:27:09,meadow_brown_butterfly_observed.csv,2.035,1.156,3.222,7.319,9.173,4.48,9.58,8.549,7.21,0.04115919276438141151093046221,
+2026-05-21 13:27:09,meadow_brown_butterfly_observed.csv,3.533,1.521,1.43,2.052,2.652,4.57,9.67,3.584,6.68,0.02568719067276685934024458368,
+2026-05-21 13:27:10,meadow_brown_butterfly_observed.csv,1.92,1.147,3.844,4.289,4.161,3.28,8.15,8.451,5.4,0.2440954605070230532431657033,
+2026-05-21 13:27:10,meadow_brown_butterfly_observed.csv,2.839,2.624,4.5,1.538,9.613,4.28,8.03,5.272,6.08,0.08668605468585056601457459950,
+2026-05-21 13:27:10,meadow_brown_butterfly_observed.csv,2.266,2.625,4.37,3.804,8.398,3.44,9.5,2.09,5.74,0.1200960227549839653292132685,
+2026-05-21 13:27:10,meadow_brown_butterfly_observed.csv,1.896,2.344,3.683,1.12,5.161,3.3,10.0,4.729,4.53,0.1901875109099477983972722877,
+2026-05-21 13:27:11,meadow_brown_butterfly_observed.csv,4.051,1.408,3.578,3.788,7.764,4.92,9.69,10.084,5.9,0.05772509294220560021772374836,
+2026-05-21 13:27:11,meadow_brown_butterfly_observed.csv,1.544,1.499,7.078,1.886,1.836,3.86,9.89,11.212,4.57,0.1430626277173449366628834541,
+2026-05-21 13:27:11,meadow_brown_butterfly_observed.csv,1.278,1.621,1.576,5.114,8.197,4.08,9.92,14.19,5.59,0.1275991727239094103908803060,
+2026-05-21 13:27:12,meadow_brown_butterfly_observed.csv,1.252,1.613,3.402,4.667,2.271,3.32,8.69,14.376,7.45,0.1052453817805319003528046235,
+2026-05-21 13:27:12,meadow_brown_butterfly_observed.csv,3.86,2.648,5.027,5.423,2.268,4.73,8.94,3.468,5.16,0.1159822483553777030614266471,
+2026-05-21 13:27:12,meadow_brown_butterfly_observed.csv,2.837,1.833,4.509,7.975,4.756,4.36,8.09,6.437,7.25,0.07737002037399006737512059596,
+2026-05-21 13:27:12,meadow_brown_butterfly_observed.csv,3.916,1.724,7.943,7.964,4.55,3.16,9.21,10.384,5.1,0.2719061509963311941597074831,
+2026-05-21 13:27:13,meadow_brown_butterfly_observed.csv,2.134,2.573,2.982,2.997,6.956,3.76,8.93,13.207,6.53,0.09036076519101085515332035667,
+2026-05-21 13:27:13,meadow_brown_butterfly_observed.csv,3.574,2.438,3.082,7.429,7.649,4.26,9.87,6.008,6.45,0.05668752463609458190640983795,
+2026-05-21 13:27:13,meadow_brown_butterfly_observed.csv,1.462,2.979,7.135,7.516,7.181,4.9,9.21,4.661,5.91,0.08975906624008819727637840754,
+2026-05-21 13:27:13,meadow_brown_butterfly_observed.csv,2.852,0.505,6.983,2.536,1.18,4.3,8.73,1.061,5.73,0.07067791914728034155377129629,
+2026-05-21 13:27:14,meadow_brown_butterfly_observed.csv,3.597,1.022,4.951,1.61,2.891,4.3,9.34,13.793,4.91,0.1027957365383586543570220907,
+2026-05-21 13:27:14,meadow_brown_butterfly_observed.csv,4.583,0.558,1.657,6.164,2.796,3.69,8.31,2.601,5.11,0.2519021067338316907501454560,
+2026-05-21 13:27:14,meadow_brown_butterfly_observed.csv,3.56,1.888,3.429,7.146,4.1,4.87,8.34,3.974,6.0,0.07447675517699491895860236950,
+2026-05-21 13:27:15,meadow_brown_butterfly_observed.csv,4.201,0.765,4.904,5.755,8.214,4.12,8.69,5.986,6.43,0.06068549131944707180392747579,
+2026-05-21 13:27:15,meadow_brown_butterfly_observed.csv,3.334,0.93,6.148,6.676,1.965,3.85,8.32,12.03,7.25,0.06293723171538058263389747922,
+2026-05-21 13:27:15,meadow_brown_butterfly_observed.csv,2.396,2.792,6.537,2.835,2.861,3.89,8.2,6.857,7.12,0.07510591758369478287287607959,
+2026-05-21 13:27:15,meadow_brown_butterfly_observed.csv,3.007,1.729,6.074,1.718,8.392,4.93,9.67,7.167,5.12,0.05804772534973897769828390840,
+2026-05-21 13:27:16,meadow_brown_butterfly_observed.csv,2.958,0.602,5.495,5.252,9.291,4.44,9.08,13.408,5.77,0.09061435054855537530522654573,
+2026-05-21 13:27:16,meadow_brown_butterfly_observed.csv,3.434,1.965,3.939,4.262,1.487,4.04,8.1,12.529,6.43,0.1068019623787623743886217400,
+2026-05-21 13:27:16,meadow_brown_butterfly_observed.csv,2.212,1.443,3.639,3.925,8.288,4.55,9.27,6.351,5.59,0.08897071091074053301027922689,
+2026-05-21 13:27:17,meadow_brown_butterfly_observed.csv,1.066,1.318,6.06,7.836,1.298,3.39,8.46,6.462,5.43,0.2316887115875539716814069966,
+2026-05-21 13:27:17,meadow_brown_butterfly_observed.csv,1.796,1.319,2.622,4.897,2.1,4.33,9.04,12.209,5.81,0.1292669499064520225022789679,
+2026-05-21 13:27:17,meadow_brown_butterfly_observed.csv,4.31,2.073,7.904,3.486,4.646,4.73,8.05,5.799,4.74,0.1549043507788999887645117847,
+2026-05-21 13:27:17,meadow_brown_butterfly_observed.csv,4.937,2.798,4.11,4.383,8.329,3.01,8.62,8.576,6.69,0.1233363753017905903328889149,
+2026-05-21 13:27:18,meadow_brown_butterfly_observed.csv,1.088,0.919,7.854,7.349,9.399,3.22,9.92,5.374,6.85,0.08790879590747697851802629711,
+2026-05-21 13:27:18,meadow_brown_butterfly_observed.csv,3.462,0.707,4.984,1.569,3.393,3.87,8.9,13.599,7.14,0.07098060291783878062577009525,
+2026-05-21 13:27:18,meadow_brown_butterfly_observed.csv,3.891,1.865,5.763,7.944,6.747,4.9,9.57,9.827,5.31,0.1535938906650624567570566321,
+2026-05-21 13:27:18,meadow_brown_butterfly_observed.csv,4.548,0.925,4.118,6.879,2.553,3.01,9.21,2.754,5.97,0.1931065583775843164694693822,
+2026-05-21 13:27:19,meadow_brown_butterfly_observed.csv,1.223,1.418,3.273,0.784,3.228,4.65,8.11,11.85,5.2,0.07283317165747358550768060667,
+2026-05-21 13:27:19,meadow_brown_butterfly_observed.csv,4.705,2.888,4.741,0.28,9.595,3.99,8.52,11.168,5.95,0.09952620469015102298197091165,
+2026-05-21 13:27:19,meadow_brown_butterfly_observed.csv,1.459,2.379,4.24,3.415,5.82,4.51,8.6,11.615,5.23,0.1374909258881170817440128808,
+2026-05-21 13:27:20,meadow_brown_butterfly_observed.csv,4.538,1.058,3.114,6.566,1.656,4.73,9.83,11.075,6.13,0.07930661544897913436486087255,
+2026-05-21 13:27:20,meadow_brown_butterfly_observed.csv,4.935,2.14,3.723,3.366,2.375,4.26,9.03,3.929,7.34,0.05033113111397773067460350515,
+2026-05-21 13:27:20,meadow_brown_butterfly_observed.csv,1.586,1.407,7.865,6.984,1.943,4.53,9.75,2.749,4.82,0.1129635340093937032723953796,
+2026-05-21 13:27:20,meadow_brown_butterfly_observed.csv,1.996,2.569,4.674,6.545,7.124,3.67,9.22,13.255,4.67,0.2668037482242096698227317083,
+2026-05-21 13:27:21,meadow_brown_butterfly_observed.csv,4.005,2.288,4.34,7.431,8.362,3.53,9.37,14.649,5.68,0.2076985712327769316345288437,
diff --git a/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_simulated.csv b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_simulated.csv
new file mode 100644
index 0000000..2a75bff
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,3.68582E-12,0.1,0,0.01,1.80407E-12
+RungeKutta4,2,0.2,1.22868E-11,0.1,0,0.01,6.01392E-12
+RungeKutta4,3,0.3,3.32360E-11,0.1,0,0.01,1.62678E-11
+RungeKutta4,4,0.4,8.30950E-11,0.1,0,0.01,4.06718E-11
+RungeKutta4,5,0.5,1.98250E-10,0.1,0,0.01,9.70358E-11
+RungeKutta4,6,0.6,4.57348E-10,0.1,0,0.01,2.23854E-10
+RungeKutta4,7,0.7,1.02785E-9,0.1,0,0.01,5.03093E-10
+RungeKutta4,8,0.8,2.26171E-9,0.1,0,0.01,1.10702E-9
+RungeKutta4,9,0.9,4.89046E-9,0.1,0,0.01,2.39369E-9
+RungeKutta4,10,1.0,1.04198E-8,0.1,0,0.01,5.10009E-9
+RungeKutta4,11,1.1,2.19226E-8,0.1,0,0.01,1.07303E-8
+RungeKutta4,12,1.2,4.56223E-8,0.1,0,0.01,2.23304E-8
+RungeKutta4,13,1.3,9.40381E-8,0.1,0,0.01,4.60281E-8
+RungeKutta4,14,1.4,1.92200E-7,0.1,0,0.01,9.40746E-8
+RungeKutta4,15,1.5,3.89873E-7,0.1,0,0.01,1.90828E-7
+RungeKutta4,16,1.6,7.85508E-7,0.1,0,0.01,3.84476E-7
+RungeKutta4,17,1.7,0.00000157294,0.1,0,0.01,7.69894E-7
+RungeKutta4,18,1.8,0.00000313220,0.1,0,0.01,0.00000153309
+RungeKutta4,19,1.9,0.00000620535,0.1,0,0.01,0.00000303728
+RungeKutta4,20,2.0,0.0000122360,0.1,0,0.01,0.00000598906
+RungeKutta4,21,2.1,0.0000240224,0.1,0,0.01,0.0000117580
+RungeKutta4,22,2.2,0.0000469707,0.1,0,0.01,0.0000229904
+RungeKutta4,23,2.3,0.0000914912,0.1,0,0.01,0.0000447815
+RungeKutta4,24,2.4,0.000177561,0.1,0,0.01,0.0000869093
+RungeKutta4,25,2.5,0.000343381,0.1,0,0.01,0.000168072
+RungeKutta4,26,2.6,0.000661706,0.1,0,0.01,0.000323880
+RungeKutta4,27,2.7,0.00127035,0.1,0,0.01,0.000621788
+RungeKutta4,28,2.8,0.00242849,0.1,0,0.01,0.00118865
+RungeKutta4,29,2.9,0.00461794,0.1,0,0.01,0.00226031
+RungeKutta4,30,3.0,0.00871794,0.1,0,0.01,0.00426710
+RungeKutta4,31,3.1,0.0162831,0.1,0,0.01,0.00796996
+RungeKutta4,32,3.2,0.0299179,0.1,0,0.01,0.0146437
+RungeKutta4,33,3.3,0.0536069,0.1,0,0.01,0.0262385
+RungeKutta4,34,3.4,0.0925824,0.1,0,0.01,0.0453156
+RungeKutta4,35,3.5,0.152140,0.1,0,0.01,0.0744667
+RungeKutta4,36,3.6,0.235386,0.1,0,0.01,0.115212
+RungeKutta4,37,3.7,0.341281,0.1,0,0.01,0.167044
+RungeKutta4,38,3.8,0.464698,0.1,0,0.01,0.227452
+RungeKutta4,39,3.9,0.598401,0.1,0,0.01,0.292894
+RungeKutta4,40,4.0,0.735318,0.1,0,0.01,0.359910
+RungeKutta4,41,4.1,0.869902,0.1,0,0.01,0.425784
+RungeKutta4,42,4.2,0.998463,0.1,0,0.01,0.488710
+RungeKutta4,43,4.3,1.11891,0.1,0,0.01,0.547664
+RungeKutta4,44,4.4,1.23033,0.1,0,0.01,0.602200
+RungeKutta4,45,4.5,1.33256,0.1,0,0.01,0.652237
+RungeKutta4,46,4.6,1.42587,0.1,0,0.01,0.697909
+RungeKutta4,47,4.7,1.51073,0.1,0,0.01,0.739445
+RungeKutta4,48,4.8,1.58774,0.1,0,0.01,0.777138
+RungeKutta4,49,4.9,1.65747,0.1,0,0.01,0.811268
+RungeKutta4,50,5.0,1.72048,0.1,0,0.01,0.842109
+RungeKutta4,51,5.1,1.77726,0.1,0,0.01,0.869901
+RungeKutta4,52,5.2,1.82824,0.1,0,0.01,0.894854
+RungeKutta4,53,5.3,1.87377,0.1,0,0.01,0.917139
+RungeKutta4,54,5.4,1.91412,0.1,0,0.01,0.936889
+RungeKutta4,55,5.5,1.94946,0.1,0,0.01,0.954186
+RungeKutta4,56,5.6,1.97985,0.1,0,0.01,0.969061
+RungeKutta4,57,5.7,2.00513,0.1,0,0.01,0.981435
+RungeKutta4,58,5.8,2.02486,0.1,0,0.01,0.991092
+RungeKutta4,59,5.9,2.03808,0.1,0,0.01,0.997562
+RungeKutta4,60,6.0,2.04306,0.1,0,0.01,1
+RungeKutta4,61,6.1,2.03679,0.1,0,0.01,0.996931
+RungeKutta4,62,6.2,2.01445,0.1,0,0.01,0.985996
+RungeKutta4,63,6.3,1.96904,0.1,0,0.01,0.963770
+RungeKutta4,64,6.4,1.89202,0.1,0,0.01,0.926072
+RungeKutta4,65,6.5,1.77630,0.1,0,0.01,0.869431
+RungeKutta4,66,6.6,1.62191,0.1,0,0.01,0.793863
+RungeKutta4,67,6.7,1.44083,0.1,0,0.01,0.705231
+RungeKutta4,68,6.8,1.25464,0.1,0,0.01,0.614098
+RungeKutta4,69,6.9,1.08473,0.1,0,0.01,0.530934
+RungeKutta4,70,7.0,0.943606,0.1,0,0.01,0.461859
+RungeKutta4,71,7.1,0.833674,0.1,0,0.01,0.408052
+RungeKutta4,72,7.2,0.751013,0.1,0,0.01,0.367592
+RungeKutta4,73,7.3,0.689412,0.1,0,0.01,0.337441
+RungeKutta4,74,7.4,0.642786,0.1,0,0.01,0.314619
+RungeKutta4,75,7.5,0.606045,0.1,0,0.01,0.296636
+RungeKutta4,76,7.6,0.575164,0.1,0,0.01,0.281521
+RungeKutta4,77,7.7,0.546842,0.1,0,0.01,0.267658
+RungeKutta4,78,7.8,0.518082,0.1,0,0.01,0.253581
+RungeKutta4,79,7.9,0.485760,0.1,0,0.01,0.237761
+RungeKutta4,80,8.0,0.446406,0.1,0,0.01,0.218499
+RungeKutta4,81,8.1,0.396650,0.1,0,0.01,0.194145
+RungeKutta4,82,8.2,0.334899,0.1,0,0.01,0.163920
+RungeKutta4,83,8.3,0.263949,0.1,0,0.01,0.129193
+RungeKutta4,84,8.4,0.191934,0.1,0,0.01,0.0939444
+RungeKutta4,85,8.5,0.128758,0.1,0,0.01,0.0630221
+RungeKutta4,86,8.6,0.0805508,0.1,0,0.01,0.0394265
+RungeKutta4,87,8.7,0.0477358,0.1,0,0.01,0.0233649
+RungeKutta4,88,8.8,0.0271990,0.1,0,0.01,0.0133129
+RungeKutta4,89,8.9,0.0150729,0.1,0,0.01,0.00737761
+RungeKutta4,90,9.0,0.00818975,0.1,0,0.01,0.00400857
+RungeKutta4,91,9.1,0.00438625,0.1,0,0.01,0.00214690
+RungeKutta4,92,9.2,0.00232370,0.1,0,0.01,0.00113736
+RungeKutta4,93,9.3,0.00122041,0.1,0,0.01,0.000597344
+RungeKutta4,94,9.4,0.000636343,0.1,0,0.01,0.000311466
+RungeKutta4,95,9.5,0.000329710,0.1,0,0.01,0.000161380
+RungeKutta4,96,9.6,0.000169851,0.1,0,0.01,0.0000831356
+RungeKutta4,97,9.7,0.0000870213,0.1,0,0.01,0.0000425936
+RungeKutta4,98,9.8,0.0000443458,0.1,0,0.01,0.0000217056
+RungeKutta4,99,9.9,0.0000224768,0.1,0,0.01,0.0000110015
+RungeKutta4,100,10.0,0.0000113292,0.1,0,0.01,0.00000554521
+RungeKutta4,101,10.1,0.00000567728,0.1,0,0.01,0.00000277881
+RungeKutta4,102,10.2,0.00000282745,0.1,0,0.01,0.00000138393
+RungeKutta4,103,10.3,0.00000139881,0.1,0,0.01,6.84664E-7
+RungeKutta4,104,10.4,6.87045E-7,0.1,0,0.01,3.36282E-7
+RungeKutta4,105,10.5,3.34788E-7,0.1,0,0.01,1.63866E-7
+RungeKutta4,106,10.6,1.61713E-7,0.1,0,0.01,7.91523E-8
+RungeKutta4,107,10.7,7.73525E-8,0.1,0,0.01,3.78611E-8
+RungeKutta4,108,10.8,3.65960E-8,0.1,0,0.01,1.79123E-8
+RungeKutta4,109,10.9,1.71000E-8,0.1,0,0.01,8.36980E-9
+RungeKutta4,110,11.0,7.8781E-9,0.1,0,0.01,3.85603E-9
+RungeKutta4,111,11.1,3.57135E-9,0.1,0,0.01,1.74804E-9
+RungeKutta4,112,11.2,1.58937E-9,0.1,0,0.01,7.77936E-10
+RungeKutta4,113,11.3,6.92628E-10,0.1,0,0.01,3.39015E-10
+RungeKutta4,114,11.4,2.94886E-10,0.1,0,0.01,1.44335E-10
+RungeKutta4,115,11.5,1.22523E-10,0.1,0,0.01,5.99703E-11
+RungeKutta4,116,11.6,4.98307E-11,0.1,0,0.01,2.43902E-11
+RungeKutta4,117,11.7,2.01049E-11,0.1,0,0.01,9.84058E-12
+RungeKutta4,118,11.8,8.3410E-12,0.1,0,0.01,4.08260E-12
+RungeKutta4,119,11.9,3.8089E-12,0.1,0,0.01,1.86431E-12
+RungeKutta4,120,12.0,2.34634E-12,0.1,0,0.01,1.14844E-12
+RungeKutta4,121,12.1,4.23821E-12,0.1,0,0.01,2.07444E-12
diff --git a/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_simulated.png b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..3cda5cab2571c8eb2b20257f16f38b5bed9839c7
GIT binary patch
literal 31336
zcmb@u1yodP8$U`&w}^C!B7&4iH%Nm>cc;M6jg)|Zq*6+E58d4;NJ<Y3okK_rNdNcf
zIp;gyIp4bXzwWwcE!SZUo4w!I@AEvrcqaVSOBp<D3Tz}KBs@9U7ph1|C;>=F$V-^$
zz$e^e^J~EW1YD)GUDX^cT|G>kEs&H<TpjHkT<u<)(z#nWyS#R==VIgJVB>#EXYK0h
z=pw+*4*Kf~HV0=bc1G#%I>2499A$M}kdO#W5dV-1MGIadA$d*6y%1OTOx;VvdZRu$
z+qbw&FDUl~g&r$bj4s%hNJT~b39~$SvKV~71gr_`(jvXkc&eK>X>+ZsQtalSF~Mx#
zkR66y#g2T}9p#}Irukyhx!(x6y#N;0Lwc^W;l`1S#n{h+9{gvG2dS4(7w9n!ZD{v0
zp#&y<Frg{sn;|wN;0FoJ!>6uDScsqO(5c0K{W3)yBNlO4kL4)xL&PPO<p2L)qS({l
zFLU!FRP+ahXP6AFulloR&vJ{3zS=(b-_A>lPupE+p5DzSWH*QJOge9TwvxBDF09JI
zqvR<Rz&H>b9LtfJ^t;b)xSLpYcSHgs)-!l_*RFBpJ<G#KkEGrP1?4Gch&Xqmk$zdc
zz40&%R12UKWwu>i-`srs_3PK8ZrYny8XLK0@d*iEGj6Y}8qc6Uz0+sy8W~xzC|>By
zhWqVh`z@s9rHaZ2(7MRkyo=t9iLr6!32a)~?|jf`;O6>L3Io>)0w*CQeY~0Gk^biD
zu-^d6PL*Frb5dMfJaLq#kn~=#u)I8p_V#DL^X?4iIn3ymxxDS7xHza;UQsdfB5mIP
z_Ig40r78XmBX!bD*!o~n3HH60gG#&$53#VYcHSLcpDhmFUN7E$b?`f;td7_s(f5T<
zI*&<_%9)wvtgWqm;TjRjv6mlp>IoyVBpo?w`O$?lK02D|YKKQ7e{-C1`{lc`D42>;
z%h3PY4eqO?6g88UoBQxHuS2@Gk(SnDy?XluG@Sci3NrkP?Vde+_`-Fm6N6TL7~H)a
z+Z{^4(ofjlN+9x6jID9)BO8Cf@#ctVCsr^jpU3{ZB}Q}eY^`n5+WPueml5IVebkp$
zjprLF>kj^xDR0i#lbmnPH$4VL!uf%B$bNG<ls56p7uiV?A`+6xmFBK43By4AXEqZ|
z=iAEub5~v~J>ky4wlmB80G3N81){F0S<FWH;Aka+ow;@CTkQsh=+D5G+ndXQthU{%
zL0zGi-Pvjxzmpu=Cm3V<OCGy6K}gZ#p!x;IMc=bDn@I-(hpOJ!-}AqI;xtPZy<H(~
zkNx@66V5S8f-(A?OqUXF3-dm6B@^<jz@-*Y=kIkzYNd2XCaw=E82$F`8xIS;YkAFv
z(d|W2B#p4H_sJIh*x1-nT*lQ}Fk8Mu+qtwGC{u%ziAnb2bdSYj!7WK$ORHY{U^Gke
znahUaq;nwrE-~>WUYnZ`iLT!(>C*4b9uAH0DZRYh+}vIPPYIdcP)&jw>+D)ogV`_^
z7c^D|myK^Kn*o%J%q!I+B6@8XJ1pBTBL_(F-`k!|P8<2Nw%@?Z6YBUJQ2BV7Fb0Te
zXxK=N-c;JnR^=&pyO|q_-ky&<diqrH==j*8FOq!6x7@IGt-k#lY}4zC#_45^H#{()
zicc{Wq*iA+l>8DRttXbFl*02h{)yV$70vWvs>|?)X+s}y?~(uQ<zlg7!#=3ed0k%P
zrM}fncdlGqJi{8cuCb#qIvz#tK$QLS8GAiW-%-M864)}u)nSak9k1b`I!}ZqMKDeS
zn-6dn5~98(bC-CLm!Xx>H}y56=$-_&-}*y{Bgwd~G|L({D7I&-3sT*tban)5x<pP!
zC7&60AZeUVOsJnP9QZx1t*sq`<h&WhVs%8{deR}{WQcB^*8NQA4zg?B%5jQATM>;=
z7X9w)qqVP9E}Jj6nG2g8mGno(_%vbrdJN{M?J}z#0aKz&bG4Ch<4q)RK%eupX4m|@
zK8XOTUcXnzlir~BEPL1cPWm$p0j(x!r@G{o&>zd)kSlz5LARZW`-4kcIouQQ3&MjS
zd^#t=Fn*n8cd#9_<vbpiJ>It81bZkfY>@7`g4K9DENJod<D;F8U2g^-7`R^j>?>>i
zeD(^aiuf{nof{e}??KyTnX`>!cgyuDB(J4K|8x&B-Ga}oKQH7&+>3V?k}0*<g~P7S
z`Mm5NDQO9%2(v<I1TtEKQ&S%X{nRcHp9+fYh+N)X)ABpNNT?JvJ6+O7oo6!WR6^o4
z<jXo+@W{}8H$%(!+Og{uW6uv`>iKvB>JQOdlViT*!)U{l7FUBtH`(^jNB3r}GC-9y
zy4sH5<u7I#OuY7<ThRSdPz{>yQKaU?X+X}~6kRDPsp=dQ!S16vF;cSVDA;ueD!~_q
z7@_O|WDNVsVvQkK);eW>Xf^gGnt?SF?=C9O?#`RlP86QE$NlH6M*}Paoc2mGcK7iG
zQu`g+uj_h)h*xM2r;V>K;5(^KYy~LO#7?oE)Iy%GUI(}+D=4V3j)MbN16_i7FmI8z
z-UowLbm`decmnM$w#)*m80?4OS=rz!$^*TmYi0k7xGFOtyKm{jdb4A-(}pb6c{Mfa
zX$*e#OsG5L))P(eYKE&Ft#%uG@?M92&(3o$Dy^Plib3}FE9Y9=e&N+fF7;`FUF2zU
z0)5X<U5&N*@B^Cu5Hq|Vf_-g7BXjpfFK0(4P*q_96m`wMm#4(TlmsRf@F@b{o<T>#
z6-$xJU9QlKj0|t3PaK_2Bf@8VBG)HsG6n_)5%AOfg_0?+pUa_oPe+D_-G5$Q)@vJT
zXt;GbZ49Ms{y02z0zzfcNN;bir;wY_>5SQ4BDkVrl!%OMs{shx)KO7ULxUOKJ5Or&
zaM)W$TkOVj<!okI%3H=;O6%&TKE%c@{Tz$&n`kM`$`WVwK(h#siSd|s?8akFH1j7A
z`Vp{djtGfhUXOkK{tpZ?RH69P&QA@RCODnfWNWX001=~m&`WBho-rZ-d#ZsRbadn_
zqplvmnxA5CQ)#sO_}Q~6FE5#sovpSG__R^^>Df{cL7g_~I*qWm>+vSAgsNbV%f0#x
z$Cmv3d_)Afx;bmt>K8lL3tF#-dY7!uRGJOkH}r*T)L!Mph^U?ho2^oq2yZ#Wvj__>
zZ~}*F;~9nfY`KwWKN_k2sHu*vW~sK*Th;}y%`}_Yfdm%4na8fZ&NJdxcJ~*hUc4w=
zOi|hR^oguL#{bGJFE6W?SXpTK2OO?3eQQp3x_H6u`NOz>f1z2g)OO1aJ_*F%Hj{4j
z+N(ZF2fNBEMC{YW*W(x_%E<7$cnxpN&3%zTWYK@{1&N24ntI_49uQ+oHl8)!px++c
z-YBz%wx;5)@=jck+`G5t38W(3Qd=q<f5=6vsS$cbd7XWIMZxJ#z}L9Pf>l*jRNUO$
zLxYa#R_R{(RjpGN_SelGtgCtst&<yY&VaVg&dz9`gVy?9?@`|8&nHw=RK`rtkJbk#
zPjN`u>?EaDSS!$C8>oe@%d{&cdW}Hy4JvM*vo$am?8_F&4_c0+Z7Lgpla!)I{zHP4
zSl3s-`PCTpD#gKDc<c_+nM;i|8H_HI*5J8yqiqCx+fNC%+3eb0H*+RkmIn_WtO1K}
zQz@d`s-N+$^44j!?<=rKDM?w7Au`#3V{rv^-MCTTYWsyIHdt8V{Td1}f*P7EG(xb2
zbVQ)-tO|P2i0G}pFxc!zP)V7#)z#0#p(ghi<<a|tBsHFmZ>OlWS_$<+_n)L1*+#09
zq*X?pj%#IJ;!l?gk1B;v8T5D|yJB?b&rxuPYc^2}x))A~??RXe?1&bk1`}Cr_nX{m
zHEM=Ud}}^s>5Wa&aJ)id6{&cPs(&!WszqI^^Ct8t=P44a93PKv=nuh8hjD8uNm37)
zm7Y-p9Lf$HFjQIOJlBR*@*9=z;7hl?s1y1!gV81bn@#@-qnuqnhng}<3z>QWyWRcf
z1I>lDQ7Dt3Zn|E<b8(zHm@&-^m1AvlTp*j?st}QTK%!2Keiyzl@(ylISr>E+#bJiD
zjCSW`s;C6Z%hToqTuc+OLJYgbttlzngRT%9jR-T?jM9~6K$=W13<)EUFowf@S6jnt
zr4Q{fp#j;}jrbcJ`+UiFxGD)0%(U~PkOy>hndiby5632vF{)~--%{QcdqYI^a9*FV
zBPxXjrC}_}x`&lsWH8Ld35_=fs3>{;9Rg;Or+6vV-))IFt*<8;X&Uf^Ej#T=OLx4{
z5^utDEn4o2PN^ljolKtU=de%QL$m9Cy;W#Py^s`0G%~HrK5dIGbKl@|n2Sx!@J!z}
zQYij{NkzF-#QikF#cf?0$7}d>eKY$E{V<7B(bh^2-M#r5gVlUoJ+umLzA^A?P)b^*
z4xh*tn>6{-Q~G>jgK|uh4lAM5tO&AbX_)|qB?=j=P;z`S8vD^b>=e<@tl4%IMtmJ*
z9c{+n!GrdEkxVSnfuy^4GE8y`73OxbW$YaF@D+Rrc))?g`vRDE2!t49qSb>8exz6n
ztF|<Yw>;RrvrMv=r{9T0AoRjRW&!1gU}!f6Xe=)p1CI~#Q@EzDV!3SX?!&1-e7ZxX
zLcV3(6>i5RF?en?A4|<mX73#mY~A~F-XFPj9e$X<rzB1PNaP=yh%*1l(M4*h+ICb(
zS1w;Uqs)FoRwHoW9<P~@L5{@1(>-C6X6VG2X@K+6S8~?-m;-(8d}T!S(<Dn*HN0V+
zB-8gF8*c@Y(RF`t>E*7tR`+(ZG|DVty$jwh1l3@e5{_X<Ox?rvv?i!g?IwC>7AlUl
z$1nX3KSuaeyZMP{<TH~WD5;{>f+k&eCg<L|h<{6ICRXj{??%Pcy>v9=)$RI0nsFHL
zHc`;bON#?tkR0sxxLPVGnh&2za6Bn<a+pc5uG{%dpCsyuZOJb6d73*qAJ`i0g%D$^
zztEdn4}35NpBq{?8)5g1H_|(C+s949U_tC?)B*}PDV5k&uR{x1px-gq%*;#~_NhmI
z3+e86j`Rv5MSKosLXzj{=F3#+Pm7+T#ElJX2yCG)aDxJ`vo(P71KMDclZQf*I@Veb
zg78dwn+7DxM^f#Dbx$VOFZ${2;jpHc@rKtm@d+aj({>Q;eK}86EFa!4$ypDo#tLm~
z)$E9#llEDnM_x+Cr{pPJfIAY0tVX*?)m!@T@=0RUc&5u^%%D=qPfu~K-Ln&RM60u|
zdD?^mv1>Jy0o`ZS@!Wdb9ZX6ii)8=9v5bSP_vagdj%`l#kyPAx>S4TL;_Vl>qvLmk
z^_wAh{rK&+xY8Wx&$CL&gpe@^3H%(zgpq0J0-VyNOH5&~nWkx^n$4$m_45s7*0cL%
zi?c-m-y^5gBblX@k!VmLFioCk1Pz9gE501)KpgI|s)etCTo1?$biynoErQ}P!PEU#
zJ?%(263zw~2YNAyJzL#VUwxcbrEy|EIHM%6*vFEkZ8x=VX80SrjhNKfTD>lLBTH)9
zqwhr_G~2DxDf?|ICpnO)d6KAAps9Q~fT(nIKsF5aKFdS~lp{QPgsxkV@EWJ4sY6F}
z)(*o_AQMlTr+)os!%l#6JsX#FX}$duiENWdO*d-s$ZI;1C>G#cx_0K&Qdb&mO}T@R
zU(|D)1|Ew||Jc52%M$l_{X#c`L2NgZg=`W}e-Ph_)*uy=BoIuV6RF}}liOV>{Ye6*
zY2^{H>VG<GCGXL_9a#O|7Sgm%oU^HC)-zh`em|;b7M!$-jN{ZsHVYD>%h*3CWyowM
z1^bYRzo}9g`LYwBX;c$@_aKBdpl2@=2X`1vl{)hgIxC56M4%_}orD}pvL)%@7Asju
zfa?S6@WA810;L|@2k7{`R=cRM72zh|<yd1naoA6qn!69^Xcs)gID4W{F2!wwfb~3l
z%|}Cp)5Dd8L&(Zf*yFUiD?f+PgP8><*o>g07>Jp@`|4eE%|}<>Q4Chb!g-?G5SM<h
zZhEm%Vf#{LVYqrIqG%C7ZJMeO<zuiW?{X7kA<`}VLA_EYU_-eVc%KB<RZRao9`C&4
z_)*6P{sgWdHu2mGaTa>}w-qLQEEO_*FGjJRSm64ICGp#T8YLk>VUmHJ2m`1;MwejI
zzn|KJsQ`J~dC9t=@00tK<uV7o2tmKhOUdrejv&%H$p#6Tz@YFcl^iKtNH@)>vrWxt
zn!H}kyOoxu6FM|pD#MzM)#MfLdbUeShnB1XP)$SUekR^-ZR<VZ0vriEU=}@dCSrtk
z#GBSVjS|W|Yh9mZ6lm;Dx(P(>xEfo><ilN`dWOAS4O_%_4N}TvdojqP+hJ1RX+nqH
z)a<lx9Ug?YT90|j@3<83-hbDga3j!+;VDM6z0d2oQRawOM14r!{FVfgj2Fj;{j?<~
zkIBi&qbn*n61pC+vJM@lEME0F{rs^^JSC$`ocmnt0=cDvdYs7)QU~@*1MAfb<STy8
zJ|(53EE$inn{TL;x(Lb6eo#wY*Y6km(hMjMqInnJ90!{{2tl91!Nh#^n$f;-J&}0a
zlnzhY(sBa}@?b$uUS2*z9WO@cC`|X=36ZSN5kLo|R~TA-??`<r9APUEHd&%oe=e*l
zK?lNe6&naeMn&iI1NaNUsZyQquUlW%vP+Wg7I1^rULoa{cbqTJRKyszdh_QirEF+7
zyMqdVGZnjk=X6|vHR1#MhI!3PRI>`dYwvy_gO-h#Ea|RZ7<#QIL_bnUd|r+!n9T2z
zU!_Jx+qAy1QS6rWfhC0pr0R~Yba}G9>baE_N(B@^Zz7&^0B4RN4X-XVy^M|oC(-Pd
zI?IiMEcc5zcA^4%>q#(dBHb{vt<5m+xkM9He5=D^Tl8$TRlTf-DTn{fn_Ak`6qcWR
zW{oAoj}?5zHEj~3^8-6;$v91eS3g^&zy5H9v2+!S!u;@I&sepUa(}rWoTVQ?3d(%<
zcPZi2yA(~0bE2xnbgXxG+uVFBY^T}!-KGr+RF%Y8W_lha>92SKwYcC(^MN%5nHG)j
zi3*&0r=sr5*RLvz{)fG!k0(EB)6!m9)e*~M((j{#wXCH&zZgDDXADlolz7cia#wdw
zFD4(I>|3zCgDYw^+GukYsw`$D9;SVNnEtm<OUaTkge#E+QoO=l#B&4SaBaQdhsMRi
z4C!&6?7z7{%Ah+NUy85`2y(g?eGY_4^yE+8;nN|gMYGX`2$gBsz9{|>&I6t?T7dur
zhe*#8B+l{255KOH2pckfu(f*3cK_bJ!k#Lssh0?1vRcO6Y~NYYYpX00%@s*1{&>3H
z!KfZn5%IfmlGB4lb~!n@75puv_l1d~lGbL)v@3=jk6{4K!&Dub2~7{u^|`;J)asU7
zTB^vcNPZJ8n28#eH7X(^kIU!piX@DhTw7GTnF*cH)v|_6=vlpqzI?nN5F{4%q=vhf
zFbgUm2FZsCNM2512n6)ptE#Rp5`s_No#TN|k<ZnO{EZI{f0CP@uj;h}epCb60dv(j
z_-3NYDrRM61rDe=ux5eO9MZCUVW`w%rq~$xRGCK;dJ4ZDXuWtL_9wmilaFIDY)HJT
z7of(Tu(Dd%3lOLn8L=ZHBc}_b?q&ULHs4VFu=J3^pR8?c{QH^3#qa<1OcN6m^>lAr
zEKrI!40lhD7AOPM$T*CV5(=QY5`Ui}kNv#tdQpAiXkAhL@Ms$xsI(AdaM%!HI`sVf
zpZ{^|zZl|AU2VRXh5vJP5?zpzSoIjc7bqt|TYVy8Vq%`^))aO_`~a?E<=}vwK|0dW
zmi+5B*PEY?16$&SytPv#z!Ebi^93X%B<x@a``=u>1Zk<NKA1M}NK;G~ngv-fEcBNd
zG&2=oWc{&sDXw__m1N)ZmDI|IosWlj2f3&98T|bG(rmaNZoC56^X<RQs?(V@z+f4G
zzwryr9)qX^LdNbYvKRo%nx#n-?5$>NfY`8XIUHlF*-Ep}d5=ZkqaohK!k_KYuk`dv
z4ACttEbO1szmABE#Km6y&wzPcktiuCHR=!M8(l1xIs&Po_RtnDn-m~!RZB}qN?J@5
zs(g%#W0;(rybDlv00$BWux>?es;a60*DVLU&gCLz9bbpj1U0Jp>ZJIm%8km~6y)Vq
z4aU8^ympQ&OuEevpsfSTxcK;q-@Yj#NT>_^Aj1k=*3ZUUqgl>N9mpgQGBUEl=xUou
zX1IZb#M|Up%6_yU41z>}!5yqL>yIZE@;<SyEdw}RAZW^sqzhYIp6=N!hzFq;!K118
zAGEc#Jp+)88+7y;Bct@n%F0Az(8-CbhUPA1B(1376j<*u91ge1U^-4@)l1$CEiEqo
z2;9GT#H=s!!%zyZ0>CT3kd`i9%bJ~?-Dw6WJU4(f^)4J473AgB0>vD6wMA~fi_FcD
z-a+mOeXxPyz510lL3F@;E9yA3kB)^!0i>m?TU-;8&!-jp=~H1H?@Fj6D>gQEZbO4M
z3JQw)XU#JGqBh_)N(u|Zgjbks8E9)W$;8lTOp|UldBbfiNJj+)1a#{_ko>6-VdIQZ
z%An-FD9VB|FG<NDU4l!Vla~O`wCT1rN)IQ8+0Rsn@9gY6WM-C6qkWEceR-xem;DWC
znra$l@Rg?Zu1z%)!E+=8P&p0o)Z2<$UE#|Fg8KlQKFA$dJXJ%(vNF=)h0$g}VHn^!
zY|Y~JBdwUt%%rPjb>+0X-%cQTKri{O@Hm*YZi<ozGllb{kDHB|S(Uxp60a4g$|rG7
z&1RmK@s=suri4J5`hoRL0o|t{^EPWA#U%(GrPL+ki4Z`VrWX}$pS6UPFgW79!k;24
z(2`l=eJk)o-R(|Y|3Rc%&-Nry0|uFQMrm}%X+um!^p-dE7?EgKgH|IkEk?_oh_{p*
z%?E8PT$bOgkA3E?m%^49?T}QQ<h6ksFyrg_X2xRHeKCF6dA=Xrbo&^*KJ%&JR{sc~
z!eou#*$;Q_i-nnbE}|=oUe_R){i9Qe14~RZ>!?5=DJOwY(cK*|!=Ev*A{8}^@l}p3
zai$NJ(#TeuIB6%qN@)<o03s{9DQFbDiQN<vxi4aBAV5(rS6E*!{%0&2j6#ua=UpNA
zfl_Tbq<XOV?Q@O@gI}=Pn5U?8Doqx&=|5L;cc=R7H!{B~7dG_X&Wp3Z4Hdl-Z$)GX
zi7--pl(8o>A8YR9oPTN`ba~}q17<-Cj=_TFhr-ioG{s%y=EI`;vcH8pPBfuO!oSS{
z5%@Y~<rNF-?f<%pGawTAIhuKzhtiT#VLjU)p9`a!A%)j@nkG|9v<?N-0cq#mDVSgv
zg%OeG5TaT5lZT9q{|eZF{7C;8L5M-KyUIUu$uF6X3lX=!eEXLBkNojTLR=jAU$Ojs
zM8rSSRX!mhq1b=LcePF@W<Ep|*T#H_CR1avK9FEZ+Nt^HN+~s=HwXNs2by9Z9v=QH
zk%WbX{WGC`>WZco{NLFCu?)C0LZAMTNKCOqLPGv^Yd-H2rhm=r>gwvhZtcj-2Mist
zKscR6OJQ}ThOKkE4`#4;l)!Ewz&6ND8<TQyhUDinGAp;%2LHJ+h=H8!Oh)``Ab_~@
zuYt_efhhkmkiV)I&X7P<jDKxwRzt(T=O`0RmG#fPdm9r&@L#uniPm4V^lQKA`ADe7
z5^HUzlMU|ZiMJNjB3@M9Z3^I>${!sa{qLQ`r{hGkj4OaP{gu!M`2zr!EpGdJfdY^=
zG%B{Ur6OK7-3T7EFp%my1}0~4Ja{0%sQ8Hv;6#i12Nas5-@FmZJEogR(S>0Hr2?@M
zRmZ@9Jh{l5hHn|7?cMkcR2{t$q$S$1fXboF9}Al<_wdn?n+7!0tT+Ejoa5YAy{3vO
zJW8zs198eCvn$7dVDR9e^(_6(k4}td00GS#|65URu1rPsY<kYkE$8KRF1LEm#@2Rn
z(5->{@agN<uj5nyR<P8#Al)7%waZFLh3Est`(7EB15^l*v-hzEr%QDhfI<r)A5MZ_
z85poGFE5V+yz*?#>p0!Vfd0$>`SR>QD?=udj2`#{_5Pl^Pmjm8{9ek--xU=V{W>_P
zmJy0a$>?*ouYqsn=vZNHX~|Q-A@+?SaSz(6=Sw5tT1ds`C<efmha4QQsI36mW2ZSd
z_zo5hj@p0a)}F;hBk33#@RS=L6*Etj)ku1k@1=X~ex`WPg!h+?eHe_ztUp>~b75wN
ziIbD_E-C5seBQ_O^s<5XzCnkp{ew+zuv`E`>=9c)t1Kce>^lOGRW&poVGz)$XY@ys
zGo<i3Bqk?QghxikudSJX9Uj(P%*)R&hDRPr9sp`qt?)3;<y?bP&ILXs5D+Yi+A#@c
z09AHe5D;?#L0$bbZmZMHD4Ds1MbVzTf<i*w=)FyBgf@9PL)uZx#KiRKI~CfUJB81{
z`i)imeVB)Ng6_N4Q_U3>ucB#$i_6%D-2nZ4fGv}kM&xh#l@q+$7o|2$#jssLa|+su
zdQb9ypIsZ?y@OhlhYHipqj;}2@ZoPk>dUKev{DwTtzx_jcgAu;1w14VM0_upAU$XA
zpg#>dEQ8*@ov0h_t<bp=!EFu2CC?rvuA9+yn4z=l8>O6XC@hq1#ZBQpiH?fWV4sOG
zscwKah=4)&y>qAlg&S0-V{N<@buGaqL?z*1Z8Gz82T4B^2q~5+pz`Q|mopf!u<s=d
zKPbhiJ&OfU+Clo1zq2ik@s@9u05Hh29)SnNgKjTmt}s^(Eg&yO8%)|R_nV&q^$$My
zcFwl^D<IkDHU$(YejYFSzsjj&`Di}?pFu1@2&h24Vc<9ce<U!mClMkn&kzBra38z8
z{if+#D!<xw>(7;lAvXMNq%G*f^q{|L)o|1>5yu`1vP1MR_AVcWHnY>+S?2|}>DsN+
z-pzhme|@(n57IH%pQqe~nd%!!w7LcT83uvsoakp5k~%}kAW)`GT=KhY6pmoh@uZ6X
z*sUHZHeLpF3=OnX%5uT|hVB{{x&rjhs-C|xsnYXsWFdeWncSK@{iTz<F>G=z!jPA0
zqKvHi`vB!|=qfQ}wZsbRqyI{yh=|3YMe_G-{ueq#{LZ}S@r0ht-*D0=lzfH<|M=)F
zr|6^qb%*YLr>a~Zo=)O8wzxz(uln}(_3>9WIPm<b-vLr}1GzmI;IHo0+09D)S4u=Y
z8vU-C!!H!@7i`<L`Fm(Zz(G|twSVQ;ir3%&nPvW#J)b;z@~_NdZD;qdblwFdl>bU`
ze<96O>}a*l&k_a(X?M`klU*EvQsZ}4sE>{Z5_vWYq~3wI8ME%~pKr!E_Y9h%Vpdhv
z$A9Iy{{;$V6%=y*nV`Df;ZgqY(fmrGdyu4m-a2~ueEg)aKK-wq_AoKU1|ZBoC;#gO
z$NiP>6tkL|5Y`Hl;Z6|de>SNPNa$ri&Dj4x5;`DR{wtwZTqb${%3Z%;E*a_<GBGuT
z?Is`q$pznD@=t6z_2F3`(p>|cdi%6lsS1)m6JA_dC!6tqAgx4(i0?lqo=-?d_D_V&
ziMFwy{kOdP=S$q}jK5T6F=&2qvONx1K7iWk144XpP66CN1BEI%4*|=_`1tr*UXtOF
zEFzB%3}pW;k7kFXYU}7c0f1Z5`SGSl1OEl!e@R57ULLy{IuEE<!Mx{c)X{c9MpJ8P
zE^K$PJ>$rW@IO`057G!u(A;zQ4inD(r?Gz57hhLnM9V}7XoR%eu21!TIgr!}Ub>md
zecgVgsw#mj{MW+2AjYVuE(PRBfbJVNC8rXtxl<<t0)f37E$122(H7vr-adl(p_0*>
zQ(xQ6G^!4)6V|A~A6qeO9*#J)<Gv?II{C?gg>`aaGc{hpmIckV_4FNb1rQe?Q#(}R
zW-L!=02Ud3hvgQpWApv_#>Y>Msx6~}-@PmL>`G0gs`d5sY_Ktz|1*Op1OGKsOaD&b
z@$cVb*Y0%$qFNwK1kHeh>G1eCuBAl??ln_kQsr@As8P4HWc>Bpw|Jm(Dn1}Q4zp<X
zIMB=hByeVce0il@Pv#!8TB=(s@0%1GO9vc-od)TW&E@XUbwIR6FcLX3F`BTIjfoO1
zc7!p-Zn4b(ENDGSR|^HC^q%Qyt-fgLlHumcN)=O6(}!$qFVh5Nm6f$DdfPgG9<FLk
z`6{*s`(}UBtFu#C#3SPn11w-`OPxVG#{e;9e!MXRL=J`zA3l6cO?~<oNG?ra(JKBM
zNCudg!nSUA<Ha`L9ri9%_r1Bi6MQVJ50R0P8=sLfd538!C@aNh$^gs5YaAt~GCEF9
z6;O;XvVO$dw<u58*fiB9vJ|Dyjg^Urh^m0H!?G0z2WNe2ENACpMPIAj5WI`xEh8f{
z2;}jJrV5N*VsD0gxA_LAon%0yE`(P&NILYCue2C{M}j>l%_=K<nVp?IaW1Yl+V1b4
z$2x%PION1yfol=cSH=U79*{R8zcI2S&VOO#`zH54A<?uyN^Q>KJqqmPiBbt1rEJHU
zd1^l}bH53Iwu_-zXR-8>6JA~S^<a3E!9!%;s}!UpBt=Ok)$gEu>@CKk?}k>qS1)Sn
zbhe_L?G~D9XDzb=vv^N&hJH9=wq}KxR2QN;QUg|}ysyi#eOrD<1JnFfZ;TSuCj?&>
zDnN(aYz|PHcV{L07}3AvU0*-qVNP{>fdRw3l75AeUL4(VfO2V0?d0utXCL_;^f3Ui
zajz`3WnR?k$&m5*2>1m%l~?WQcl;;GyH5wc;<6f!2k2d1cD)wQ%J(=gEXER1XEbr>
z*dE$b{WKvw3rZ2TAMW9Lb@1KFK_#!H*1i3yt`Xh&qe<2_g-G1QwJk!qaI6pGW>Tul
zl*|x(4Ox|5f7s`rVRWBe<ns076Eb&r#)U`ggmK_gR&2)Q4#+*ktz!}v0V9N^teXUx
zZf_URgJYv#X=^elv(3`uXdNW=F>W3^d&af{f6SB=wac3G(MR4fz$k_HOAbkGmG=SX
z=QF3W9hx?Ht()_3hvCsu-sg`Llmj?on4Ea!9!QTBKV|A(>7QR6k4!q7g8I{5Ik2c{
zs<Dswwd$qcy2q$b^A=lJ74#2im|YIUcOJ5)ww>AuGCq~{<9MzzOnvXMGW)_KoW%W)
z7Lb@PA<ArVXrk1QHmz!Kjp)-t-NLQ1pclsc7=*q{(sq=9?rlmy*d9bi<O<J@xlYhB
zR9OT>gQ24dHRZ2>&cXmlGeN(og^d)40l*AuzM>PW7RZOO!e8joFRuR0e`<ZOn--L?
zQtVx8r|uj-&kL%Egpn>h0xv%uZZgiiax|wszs|Nhx8GE0T!rHu?SqLQv9gt_O@B<)
zbyyK8tQXN{BcMZ}B?@>?`ia{%(OcANm<m42Jwr-Yad((T_nJctY1{bbe8m45T4XOL
zIx67~=+UT!&vE<IfWzWkVQM>atHe63C?)G{<N7yze*c21J-^DVqm_~VuMHE{Ps%~D
zMr}>fwa-76bvN}?zjE-c(8pP7+)OV??||fhbwnznIFAwuC7QZErgl3Y_*YGK;Q1TT
zHp1Qp9+kLUM6?^7i9E)*xE#2$mHC>d?90*|qds8ZU>CbtM#<3DMnwkj2~NKXDpZNW
zdXmB-hxpk8^Fek)!<^LilLihQSJ;b2cuNf%zdv>5p5d~1u?5la(#LrTuOl3*WX5qX
z?Ih3pJ75At{w8aj#)R|4F|5}*!(A2!VI`+n&#LD=HAT;tc&)yUihQuI-!qX@IVu=T
zb1}W$8%#U;YH8&sv_jJ=cP7?~Ac#599wISLKosll#Sd5jgN2<X$iAp(ZxM1yy}J2G
zzZbpl778*FVV3iA(iDZ??AP<i$!RRSriMiSP7OeDlOHfk3ydN{nTPfxOS%p{S|0bf
zD37|^`2*1m@;YH3-FM~>gG<Ee%S#=HJ0#`{c=?49o9N9*nD)$`SfaEOAjeq!ufFhK
zLv>zPKD$j;xl3+ZMtpeFhthZrhmUhT6l-ffcr#3^7&i3eIKZguK0w6xwUh&C3|k0x
z1Ns_mxp~lp_2g*$Tjj$3m0NEe`>=fc#3#Z8?+v)d@VR*S<q4xfs5gSamk47`ZSNOZ
zU{rpyPX+Qhn-D)*vXE>R?p4q_JcfTTQliL&iq_lJPw?<r(Ey}`he_02%uIAc17CH7
zG0Sc#Z)$s}$Tt<W%D_b<A?-ZR%H*k}m>q^gB5~)!QtA8Pk%Lp`?e}RQ2re+iUu!di
zF44N6q!uT+@9$9E@?(Jpex5b>Y`w4gQg6I2=<0ecf7L?o2i*R(U6rqAogSRgAn4af
zO|b#^22eAQy>FL%GB@y6uKvXwQ3^)UlvtbBkT!4qsuv-5zNBZ%pMUZ~UMS<;7Ml1a
z4M^0i%~~|CH9DlS`o|b>>X%VLv`SxE1Hr|AUe5QT#Nct-{WwC2m%l_209OJvk~`(C
zj*l3PPHGAC_CP9V{r#Anp&3L}luJVb<=Pz9`AnzjTDCqxK}$R7mBTnUg2!TFX3hr2
z#`>lf{A&Mvgb{v|Uw!#iX|sWMqr4f^Y-OFfgN<HZK0mFLH%>bBXaZpP5mmSLYc&Ut
z3O}RDs|zF81k!uj=v{{D0=!dsNMD$7g<U^UQJI-MnFmZs03ZHKwxQ}i&f8Ww*w4$%
z)wO@)6$ON{f!x5>wK0}=;pOEqo;e@_xyV=%72(|cHn}!S-U<kuks7hp{`@`nfJCpb
zUgS})qPED??(GJq0+*@{fB!xm{ShhdqmV}^=<?^!FB9MHz;CL-p-oxp7hO%k-f?As
zW&Tsw&SVLI5BBeKsGfQpSSq;t6(uX20YL*S{oT76q&yU<<)5^6Pu|x|t$tTc=06K#
zZL@+G<?TVh?pLn`)k!MPS4;69V%nypejqS&`f0*C91Aage8*d-c2oPm|1c~nD(`6G
zvPP$^M3%-dH3xdTpWW$fsawiZhZpKTU~I**RG>G5w`<=j*PjVR2v46-ScrCfo7R%l
z2SMdv2bx2l?iXhxN6W7v=>ikmNPcze70FZ44O$M)Hh;W~u_-XcafLz;Eo*DLkAj9q
z?ETCzbL$Mu&mLZh6nt4JpbUOGO$pTNwO2Y(b_48tb=Nz0V0U)_9uaYJrVl5y1TB;d
zD}&L_2f3!B6PJ)g$B0s=8-rFReB4oqC7Os4dp!RAJ7VST+Md$HwX@D<L2sS<UVX>#
zZGhCV3yDyC!q2oiVSN1iIGSST<?Rk<L(>XM^9}bs&4TEt@SXg*qy?<Ljn3AM42H!a
ziPFyc=Bm2iPxOGbxdpgkAr1%-wn6~kIRGF8(+&>K4(v69L@%VzVlmhUYeGOWcQ6XI
z#eQrjb}uwJP#YUa03;$n1Y;gzLk%+64;-Gp+Ez(#vB?d_zz8$2PA3W8HpZl12#!IG
zndB(|w8jSv3>sPzFJ1)C_R<H}aE=^=_!}^i)Z!h9lH$fMD%NSuYngaOMf#hEXV%^L
zotn#q;qo-g1{1QMDa@eADw-@bxdB+oqXp(MX1RV9B_I9KC?m;I5E6|;kXS16Vdwg+
zImZ3+rj`6Z=VAv2L#!Dgt(^dq(Z+rG%#8A@bD3^+(h6#jkDX1;MYA`1LCA41G#B*8
zRuWS0wR{G)|Ji#MnEC#t-o&Neh(g@SPe;fc54G6H4nS@1BjOL>HN~}gJaK6*bh50;
zudDMIb+vmf(FJ2>uC71#RNcRxwk-Bzu|PdlH>Js+E2U@xn*sw<$cQhmr~TkDwTWZt
zdHFr&om^&nIT$3!^HlcY3|r%1dY9FGkh6v8_cRU)Rj}ymva9OE{mx$2dEXv$sadF3
zRl^7OBbE4RFh2G3iAj9f{&ltjkfCE~1vt?BGb7Q(vb!Q@;XCy0t&Xvt#QPK8cI~V9
zOEdxj>7yyBn7@O-J!TdbV0rB0(n3g%#*bQeu4(=G)FpzhS_d@eUqe=-W9|$OvnM29
zNY_*Mr~I|yipzkBADBk{=VJm?QHo@$XZ#E=hbixEy1B2sg!J9>bXpcyUEGSryHuEW
zr*e4v=etGU^9&Kz@NO`F9Di6ede*bMqK!{WOZ)2;M?<{ge*_ks9g5_&ECQE_OG?Jm
zIKRqaqH^fFW?;kKyNG?;5sJQZ3T#-ywTc4>p+lGe`X*vDOL^-)=E^F0@*d8R^QrXx
zAw>ue`rFb$mc%|ri1PYyQ%`rr{%_41pi~j_&aY^ZzNs@W@b(`eK$r7$449q^Z3YQ4
z&`Wd$T}{q^;l~*4*+-<~7YrDVH&^E$larYN-|92JD^HzTn@PE8|D&&uEk-lN$8%%|
zwgHZA9`GLkFlM##=;JUk35nFKP}n5=X0QMfFUj@viE0^H!b50eb8Vmgmz+p@<6#^-
zFUS-gP;vlt6DgZM6QJsR#GvsML&%8;fLo+iAP)es6j=M|oUJp^wNV6jadut<bSbUN
zpFj)1=3!M_G^$LRCq4_TmA_pbs_P@x>Tm3w|MTJ^jCU0a+)sUgz7a_`RR^N}U2Fab
zf1DnhV&5cZIh^_g@L_%cT3cjgWy26%F`%;cH|Nfu`JA%#U52=eCxMUH<4b^UoOtlN
z9{sB7v}z&3o$H@gke+42Msw}#ND*k&`jBT=T|d?I>q)2?vs-i;;#Chv$2SJ3m{Nmg
zO$1PG`368kU&BgMsT4@6*T!cX%I;-It55w?!xn9}rmY7t2`Pl*+@m4qlXVQmddL1P
zc6|g~<WOFDl<PO^vR>d_K}`#HCro<7usqdW00SZVdVs#DdhO_u#>PgFeNdvPoyU}p
zRng<+ckj><{WZ#SXpxyF(;drI&(KwUk^zkGb@j=;?>)d$Ud%j(OkA?`KlB34k#g1G
z<Nt^&&6U+j(Rx~PN);DRCS3Eqx6bXIH!LWRs-vvJbz9YI?Ssr3z$R#-O1tmRKk=A%
z3KarcF`RF&&*~e8{)yBP1cthhiJMz(aA+t?5bwLTg4|qLHMKZ^hcNP`0h}!YmH=Bn
z=MD(rRe=2lZlJ3A@#p!uoS|X*g^=A0$857lxicSU$0IH-wOYfsfHk1R!n*U0WGH?D
zDh9r+oLo3SaTTwUfl~ot{_g$z`O!G&1T;@W31|}mI2+#H-j3+T0Y^~U0o^URf0FHN
z=!3?s02D2p(pYot^6EZ}4iEnT)Lw4;bU=$n0?8%%D5=xu|3?M8q?7MAIG>-_2rBd5
zbpdqV9j=piK{0zyhBMQEmOSY(gTD)@SH6}~+yZO}@lZ^>FJHdAvUqmVcP?obn~;!K
z$HL00F(;vx$|9?%s17kRLYmIb%oGD8xkq$#VhOJSnQe%G?k{Lg6bDdWDsH|`WhGkW
zn(oN0IXO8N5S{`vRG$u!EZ&blqbYe`8n_4*8Vm12Mg>_}mC}+ptC6P`DolcG$Yqwe
zhY6D30-j+Okcwr1ZM1Em1ry72_gWpQ#ZjNNFCPYII7059^f@_EF|=X0FWXellmU$=
zcvW4El-_6C-(_a=D~-0I7SZf@07eRgV}P5|d(b^fxlB!4I-A$Tf%-<uJ|h)c%4<i+
zW40A#8yPCp@)yIticG{40R#2mHqSjhk>;<nUzoG29_<*VybQ7Q<O_z5c2($1AUEKj
zpPvu$Kn$q^k9**59@L!K%AcH(NXwy&ul=OvCW%G~-Ij`WFs<KLRYvo*3ZPI>Ahc|;
z*6_vj$2*u;JSGufn7KnagQ~!i4A~j8$I5EOD<rI*Ag5NKjRwKJZ>$52QLWED0lj+%
z!JuK0OFMp`!DFqmpT^ekwA}w%0nw?)%xQv4{TjI^Bv@rBRD7Pm@5|3+BA=awiM3dT
zO@Ee@<H5DQ>WkOhu+V~<8&jA`<6#2#$NQv=M&FVjy7$`DfdwZZTpjFzaj=)|J*u1m
zo~j*c10NqLBqwz$^lf4hGuAZXrDN&|dU<A}@156q9tC8Uu}g$){xlz?U%v`Lzxc|!
ziJy65V643;3-_4*fL&Ay%6u10c;JSFtlEJf(vOY?*-JLQ>)AI-ad(=kb2I?WMdkpR
zKLi5|1_tR~8{}TAQM~G0$AH_ktjVu(-tkU2T<n;yvH*$~rDU_l{<C-X`Vj!kUAxqD
z`$I4kBwkcdh__DmVP%2MA?^Xdd0#h0DsS3hCh>U&px()Y=(a<Ijo!-`b45sB@5&G8
z_$rxUzLHuLT+vy&62AJ;4KRNEB#!$;x8l16XU(u<i|G&Y;n-NQlp|B@0gG|EW^`Y&
zz}!{aVnvZkZX4(|l$uo_K>!<eI^)wd?A1XgN?OHf%jh!6<uVT+Kv7Z5!mm%HVT+4x
zuIToQ&t3<-@H~un&>R&gQO<qS2Cp!uWg==eC4to80C42DNG~l#bh&-KoF7zmt6lpd
z6n$WXF*hvQQ`NQx>Fw^7Y9)(iC8+sNG`jJzDg#P(e)&z+>U}6BW4^p><|9G67J0<Q
z3sMQHhHC8YJ=k@i$A8p8#%q!fPRA|>=Ot#{8}z&0UaeaZt4e7J6}j1I$DTyH;@_E7
zH6971)2sjqivL2q^gVlYkG@~!4d?cV3NuJO@Yy20w7M_N`@@pb11Mq@osm8idd*f@
zEL5_X631et&Bz=ac+kedFXbPOE^68HDJ)Kja@Eiz-pji&eON)w38~vdhfjstJ0X22
z@*aqPV)LFvanMpRL_*ewu9LSi2C7W!aNTU9Xq3?Y(n<&n9~C*J!88S!J48lZSV3ab
zt&!#Tm7QyGT$bSOU#fZieInlelTl3U6qyU%-D~);$SdZ>U8cLDMzrVa{MS+*Lf~3X
zLPP}-KkG<`iKx#Nqmf^rSbkdx#A@QyqGOD?nH}-VXGCp>l{F_n1~CTD;N-v$s+L>x
z99+X@d&lr|C**c!C0nhi=;(WD#OV+c<@d_vkfIqxq63u4M8Ng(1!$R^-WQ=dRORT#
z88bQnYA+k8kz=*e#uc}uZ4L<`80;Q|D47@q0=71;NBnOXlJuR!u?c;F#<{g&!Gm~!
z%H%FM0D2qgfi}y0p`S}Z3r>95$budMdLdy@@AjVyGzr;jZ|M)8aX@LXe1=BnhOx4A
zenHHpN5r<KrrFrItw3jw1)$l2L_VYer1@Qvbt<qlAS9znjp`qa7khhIrMZaBun$)$
zR~d5E*xMu5WTAcmP#iHawV3PP&Ch<(#HFQEnX}Gw2w=_hpo+E@1DcN!vVrARtK*PJ
zQJF)0WUwRoBD?PHTXJ1Wd}HVs^SY<ZyP3x$4}LA}E=r$qOdP*|aE&F94DU&qwNj=~
z9UUDB!TmOR)B#z5sM+`(NG9Zt{LvvYPYTZNBsO9IfEw``a3Yo(wWkl*mY$LFhdyf0
z)%AXN=ZgiyMOYfgU|p1^So5P`%Rh^5OsBym0!Mg*ITrqpoGzLGwJstFfnT0Oz$K|}
zsMhL&pIB7182gj__+}2T+Ro?G7|JK32kw8Bt(<6UVGq4`u8)8M`GDXVajr)^mv|-O
zNnA040hciv3QiVjGid(-9Y;s0sCU8)y}J)RJ$(I+mk0z+6G1Ykn6UtL0?7;d3l3mz
z^B5YnD%(&dBd{WQ+IZZ6_ou9WJ>)%}yPpWhy?*%-dF;p%rWGA>{m!Sctzgq5BfC~5
z6YRjrHhcIZ@#<M6PN_m6V17W5R=W$ZNMeSItya5Bq9;t?4~4Nvh&pYCgbM_TW)1ky
zh4Bfq1tDE*-tCp%85ch1Umofe_;G%(<MNTY@{o?*@vcPu&$W&lWUVJ`Ps=|%;t$!m
zR_=q72%6=C%%o#;(}8waJ-hKgb_D@IBrGi%6Q*SkJf_waB;zEdAIW^}_~}^5WeGVQ
zg`U1geXi%w{5w`~h5#yrs+ZD<J0De*Bis*u^Vlq|cmERzGQ{<ECKqkgt`%|k0WKvt
z_PgnNx>;30p(+AEn^F?oRA5U}Wu`eJ-<1#`KzK)6ea`ZalD9xLHwFUPF~R8P5eq=@
z;EM4;?tW5U2qIkI{LgdI(CuMa9<Mc8pAL%@LT}AWTQU5#d+U5cFyw%oz(+Og_1Ufe
zuZQ>Cb3cG8t#gn1jJ<oqeJmp_(SR#R<74SjY7F@lj%HUU&RaopQb+s;L)0Yna}};}
znXGraD{vf2!g*JM3qO`{oCdKuKo52NfKMaTk<FPPK>+}K-^gYQAZG_)?asQrc<erG
zZwS^O<Rjp#2tZuwQ09bx^NHuV_#-;T{qIdBtO0`9gLzG5Dz1OOIzB%Bl^6R|b6J+0
z$lMy$l~eCluKhxNy%`!LItKIOOoiBM=dd-J@n(|Izdhp)dR6b26u4pCb=W<v$r7Rh
zEBvs%DPJE!AfES_QGf%Q2<}wAg}T4}gEIr{sF_EGrM%L&Zxuq%?u#1X-#8Xb6;NU{
z=p6Hjm281X|HvB^fX9;gAkRB#dSY->kD%m?OWN^As9^1WqB=*iGL{ud>mJG<8~gGQ
zpc0tR76S~khF+pq()2~rK?sr*KtWJcaZG?AN3aoqqXcm`cHNA{`HTK}|NY4eS6Lv&
zKJd9C>zgB4M_Wv2Q28F}9{9&N5%Mh*2QH$o$uQ_aQgoJ7c{vT%&0upJu8s_(qwql0
zlXCboCx)a6dZ>D_Ph18?p)uEf*@{p9NJTu(dO3l|GV7j?mmggH5&Ek(ctqU+XpIUs
zHpR)V-hiFI09QcDFdJb30Bj<Ufa(w(pNc7hl>JoO3#$^RZ)=g9!8^s^-uUMa9cbP$
zcNl|RX#g88(AOBRQ*HV6EgDYz@!49O^1wuqngyf|1Xx}?x-Q(@+z?;JP<R0Ky95F5
zq!^$VRt{)BeX{<T+U&<tXZ*n62~<bBO!fWG%Zo3)-CIaaYOwvTEtFw??fj1(W^*D7
z6@QF(-6rU9x~GJF(>CL0z{rnF{_F++TY7r>BLLCWG>RnB3c4%aXVra3{P?9hYiJy!
z(nmn%^J&@5U8NG)Rb-H8kvWip;Y=*bq58<VGQ}Mr9`xW5<BMzwl=x$e$FF2cbL*)A
zuFUue1|itXcDgL#iCX@1_G6&&G()RYdu)T}p#8Q@@e_x*8*+bte@S>Tt=AgSYdiBf
zR2I~NG|w0)e&}lZLOa9f%aJr)k2A5@Ww~J}z!$(%pAE@-Ly!@W*cmC}{rmV;beUn2
zHzKZEuTmhpfbq!f+ElRTdI9)Wh@+pYF@uONj&P4r)6-)C+{dhjJ=H%i_1G@NY+q^}
zz%Lcn#GGn_f$}oGlhr>X*Qa*hUixGbf?SgfZIT2EF_=HUl9Ceh%>iKcBmqoM<ig%H
zYnz*cW--EyK)0}13glY~ukyxlnorjex9yZHkl-RIxaFOlopS+MzN@=C&#2w63h*}6
z0<Nj|0viC-NGa&;EG$H5v8?EsK#nr>O^T1t9SHvPg5#gy&ht08bF@a*eMUgVmx<nB
zye~!7Plg*Lq)7JOA+k?G5j}bR(EJ_k<L4bs*0tM{B}pf{vubq?i)B;P&#hy1559b0
zD0Xw(ovGYuSr+T>>0x4Z`VHtNt&e0BH~v2ur?OILHY<QHHGq?QZvvek|AuzcH~(+Y
zt|Nfn?r(}~B49GmV9a^ri4-0d77KK{K8O8pYjSTX$_(l$R_hoAm;F4S+YluM#f0}v
zeU^u=Zn6OTstLv~S8{D6Lq5qShLZU0&2>T@6ITa!e{ILJcoK@{xzZBoFSYfRj!w}p
zST_o^MOcuQ@ibeF(0G|NRx57e?L11E66Ai-!fHpnNa?-mft=E7{M7Dm*p5$m#?-de
zB&dR1(m~%$h-$@RrZmgL&aTwE(+>cE@ILr!Q1vL~`b?9XZS{}@s-(j%Y4S2Mk+&pH
zx1|ckl0c?Cr`@T!+nurqjh!$W4L6(FVuKKQGlwF;J=J;cmK)t6q9c<EAU>GwmM_9f
z^?Azeg_l?3$<~<UWQ=s$H-QHQg9v@q`LPK81k!zE5<nHU9!udglRiFzmA4yeI0L3Z
zC>DecO28WnbT(&u%>q`Yr=$k1ABw*~k{c)n51)ylq385Pp^D<J_&FX221%Bd^A?9y
z-&`diIPJF?(I07Xm3B{$wu2|_nj5NKN{gH{dbgVlqunLR*1F1{Jei{2*&|;{TI&3g
z<`<sV6tG;n`~>j@4nu=Wk5;)>uI5lsMVI)^gi(bWGeZh~iLWSco7%#xDo0&HS^212
ztB(~Dj;9$qlo|1aoF0m7i+~rzM@Gfugwv~4`t6NNwgJotz?gL;l-vNX{l?8TL?iD4
zZvDJ-gw4CYLSsk3rS%nXxTH+?pKX;jtVRpQubz#`&=!f)k=>Ih#c4_l^Vn+TgUm{K
z`$?ysV4lGGRJX%PKzf^eVk|(b3F79YsGgG=T17K)2=f*n>PZxWts6p>B-{*axQFVx
z;CHcI;0!cR6lve-q3R%S0Wh+X5RNl5A?*ubz0yxbp}Uc@$%(!ES_?(B&D0%Il-M<{
zNZ`WyVT5#<ii&C9yvGB#i2!^n=@qyO-HZOWtr+ssO*l1E4~$c_^$t>l)<1gG$iKbv
zU2hTJy>Tm;+Bbhu^<8eRq5TCvoGdmMM-%9-0rIAH8O|p{Q|id6b{7oz$5A>35%!Px
z9DJPm00oxUP;AJ50@!L1x`e6{p)D*bF*~Lz4Sz{Whw2>m61<=k+n#~Dy+^g1uLo2k
zKoia%Wduh`3mgtr(WVD<(&9u0TqOGa?{mak0)#!qfE(x!2AE?s6c}l5zuxUIIT_1x
zC$c?LLb~>3oeZN4_sC8*vF4<n*6+-|L6$x!Yj3L5Dk_qGV?jYI+H7E}T!*xAFJ2B5
zB;t~%rvZ4wpcfrR_?&2p>{6vAXTx3C2<(V*^@i`PJf-&Z-q$huyVMj+Zc$2AwPG3P
zBjDotGGHx#naPQdsXms$uD>3RwG)3gee^7Np<Q5xN3|VS`TYbN{^;L_e8^W>2F<YN
zFTHt5Ij}aeKQ$K@xdl-Z#26j$hW$xx10IyZ7Ad%hwk~+%R;q02Yfu{355hBR(3BWq
z8kHCe49xJmYEuh~Fw-R}*=c=P@amd6VP4I&`|Z3ovv6e<h(J_?@XpuF7>%iLd~F>E
z1c!={ha_IU#80R%geo|vF0{vC9QW<mgN2pMW01BNS!%p=`KT+ZpaK%VF>&tafjRVZ
z`)L*U4T}4%P51|V%Y`=6>Iex;PNF|Wofb6sjit<o3GU}b@$|2qOzhc{qO}+5`p+UX
z{k5n(PFkr;U|`BWM$5$V{V~Dkm)?{M?P}=#B{lRtzPc&BpHWRyFy3bNPD3i2fHr{N
z3Uo+!Xj(LSWi&KO3IF`rG(VF00Ab&4qna%jLN=2V_K^jObj>~Zjh8F9tls|jPGG9o
z%@{qEVSzmqnlb9j7ih)`PgfLzVizj#a?s}<Bcu-wfd6K8;A|CL+_AeBba<6|=Vzr2
zPz_qTSSE9MK#vThR`xuDpaO_t)CzHixWT4Wydt)TPX14AXC6&;!}fbpxhq2`6p^`%
zMVV#H6e(jFGbUo2GHk;pBoSo{nKBbH?#vZ3g_0pQTNyHwVN<kuub=ch?|IjA)>&t*
zbN;*6ecx>RH(uBE{eC}}P|D|_yWDFYlKw`A+cPuUYgS3od;cF&>uqkLc~NY28}xeZ
z5$_H!ZxEikk_&G`g<ur$`r)mM?YM78fB9iOJjlHN+YhD4B)dk@+D{Xk;mR4`ynMw<
z)jvc%iwAFkqa$Y=d4pddL5Jb1_r@T>Fi_R;Ix^#+vGcwPGg4fk_sq%X^h2zaKmG+)
zaPL|)2Y<LOo*f;p-zSzsmhf(7bU42vRy+e!e!6cQE@}xVF7c1B(}l<=2AVVr*Lu9O
z(j<vS<PjJlPf3?3VW3j7wp~&sq<{og!n#}kGoJHrH&R;4!bRj@+P;3J_ON%j*v0&n
zICHC34TV%wyO)-p-tkzhKVDOl>L!%tXw2dp(^_uF-l0bt;)^7H*wtL|bDUp}EOXc0
zgQ3-*<Qz3i<_i5sCa<rLcxO2;eAIgHv`&q+bGUqNmMIUjawXq-r^Ieq`QIOMlxdaV
zetTmn;Z6zdbocBV$DsY29jy~*ikA)|m1_S_&|$()C{7BbZS**FEsm<eqpPN0UyFP-
zIX*jZS+uV1)ZP;YSU(BvNiW5E8eW1Hj!%_(xQtos9by92<%`}#tg}Bp8;gZX3$a54
zC!SpDl*$gnk1p~@afjrdeH(>-@Jw6q)Uqf}nZYTNME3ZR#AGvG`~&RF!ouE}U=!|1
zz=S``!9Lv%&OlCA?4gy7=vCq80&iHYy+{2IqdwzsfA2~c7vWg3>nJyZudg(*gVTMd
zTF)N!b&P+?%`U8r8f_x>N^Ewa^Y3q#l1ge%%H8M>wAQ|1T2Q_H<Z#eyEqfG+fd5<4
zdfww7zW)|p=B~YtLV*~7_#5s%{InTDN;18VbN%4VtuEP1bm3x%aP_AJ&CAQv#Vgf4
zUK3&_&iNJA1&5W=)|E1SF(Rz%?=?od(FDz&8W3drze{{>&^X!p3j=Q!u>g8GH?k!u
z{Vbb@%k;H+C{*y@GmB&*xo3zY5$t#Fx~T4axuzCjzRBQWx8N}HW{Ps9-tiWy4`=k}
z`yWku`>8<*>v&5+bqaE-8s-qI)5Y(vGs?t#TSGba4H?x01pfBrTFTvUBl9l9<NrP=
zU0hxBY7e28B(>Sduh=7_xUT7?=ljB6tJtGBFHAR#ys<s7cChv)3Kg{Xcj@WrA-}m{
z@OtKU#FfV&S7&3KbNcb^mm6yfn7-f$>!Qd@t)KL{ET;aXBMUP#|9DGeyk3F+J=+>F
zyr-g%kB=2xVva%_Gm_A-#dPnlqa^<^zjkAG$)>O_wymWmV1uPl`%q(H1a@x00Z!Sg
zOtRN7#!CQOlJt)^WTlQHl1KnUBUw`K@R4NK_{tWzu_qCr&2!)NK^8u~nUiD(DbnC-
zM*8CVQD0r(OJP)LMiuKeA1Uung#5ORCe#GfnV?W$3JHY%?tk`6^!ztY|LvG+G(mDQ
z_FkwE25!*IXhVZa#}&zLP(02ig%C`!#W(V2PjZR!UpvU7bPXeBx3HkWy7-*wXXi!o
z%*yoZFT<(O-pGW2e~P5Pudi*W!rmIDnVlUzzP^1^$NBWjYeoX8FP(9Ac3ufH`#l!Z
zl3Q393jiH@AqBT7-1rFcK5QNsXqg{7dPL-+h&(O({jA&<`j@`g67}WaY%eo}UDwsk
zG+Z4UA2;G}nOaw7^@ZT`3b@ufz@#kc7VfqBJumLv-@s+xxeaiW<`osi{rKTDGf<p*
zcc@&gFghxV9lD`X%#I(y3s`vwGAu7Q_Zp6hS^V1H%;kTNhGbXgeRE>3JP$&ZL`|B<
z65ehQAUb_h>53uwK}lR(T(n5!(y~dOo0BtFoPwDF@=YN3UgB?wI7NrSV32Ohkb!i#
z4o!$kk@0Q^;#XgF;6Y05xl_RKlIY(Jg-~`{T3E!;J$5CZnVHFd`9(~QpSyZuZf>sc
z()I5GMwJ&lj+_?%`Bi?Z)8fOk^QB&^HgG3Cg{ZLF)vJyvO3Wq6AMHR@0-@@CMf1A2
z(0qqyd(&V0DCw?!RJp)OS@{8PbUI=l4Se~Mzry6soxC3U#4%%e7?lpOZ0&nZf8f9Y
zZDV78NFC=R_EGPDYg7?V|3Rawbg(noZDweaBzK#cr<$yD=A#erkl>lEr8*^<dCAh`
z%LSH4d-hR(eMj3cVKQS^<0JfvH`7ZBIu!;Y<0bDUd@Rlx(z3SBGK?5M*^mrjV%{33
zia{Cgb=AF=A-N{q0}R<Q4rAVmsNaIO%H-wc?Tn@^AU#=?E@rsyobsx<AKiG+T;u`%
z_4{0gAHsM0KT3&;>eq!=lOhsTP}uALAW_Nv2Z^ftwIJS9<@xA<fhmrCr5ojbMg6mU
z7M2GwjfQ77f=M(@Y`sl#Y;E?RVKRz3NOk4Srx!}@OI=PfKSk3wDft4jihuf=Fv`{Y
zC1dYP5xx1Gxx(rSWEEBFw>Rg$Ck2r@YUEx(cvK0Z4vB{AKxj19dlW`5V7JPc`xR+z
z9vlf}BKKo#BBs52K&LFNxR^o|UKrH8Z??5j#&bo%>RgrwUG*1tnDIS7j|xSMP4;3D
z@gkpJN;s)9)YTpMZ>`N_wg2*kNFIyv&>oW1WnJ9K@-tsUy}+41+eTk(VCr=lkJ<4h
z;BB3q4iwTI?Im264qGn2D&5F4w{d0)b<2k_Syn6~%s~aF&&M;Od$*<<?p3ZB(wMBR
z(<4v7E>b0fgNga^{5N}QDKxWw&JVHM`Y*Cwc>BU@$kPOJnJ##*sk{x_L5`+HD~A5O
zhTB;ZDju{wG&WZ?^uPv1-@eFk{Mh58k6#&6oR&NM3~B$GAD*U~ZR1JRE%}G>I7Ly-
zqGX?D_>D^(l^w^Mmi+rWLhs4(vo2FSTxmV)PPHlSop!Ni*-e25w>ZkDF?k?}?B|$=
z_hkBs{sNtQJvb(0h*L!`=LC&Xo7wgXLxRZdh{F*|SMWTkK0VUs_G^ArK7D@q>d<T=
z&m!p|-y`RUNvXx*OAML`BjJvf#IUl>yarUU%xNyYt~e{c^d!7K_>Tg)j7Z)BXENK=
zp~P*bC)#nV=Za8Oo^EE%8(W^S6ZM16O2kviJvs{e1h%3F4vyUQe&^5Frut9(u;S#(
zP`>ZVoa^T%_33PEAH3Rbwb9GHkX3!FAl+EH(DfVhoY*KbZG%%aa~mJ*n%FGn?~dMl
z&s{=WJ>zh1?@jCf7Dhy0ZJ@?;zbZ-Y@3{}WKAS(3W{$IPhP2yFRK)h5yjPHc*Z=co
zw>YdUY(8cxIxqC}(a^y|)N4;a;59rZ4!M;toW{sj`MOl2cfj;8VcU#Z%}sn9fj0Wn
zU>*AO3>BfZBU)}il7r#MX}&lfWvyxv6w`MBxPg+ltJ#7O3`FSJTkY&)e)YH+HxeF7
zJBbQ*XV&VW%GBaWY0sP4=mw`wzrO0b2i*E_`FoWKX<7Nv4UpqTeWEXAq>6}fJIhMq
z5Qkfpj}`01f)8X%4sqGstG8+UZld`9bQ#cajj9ZHfc;6$GFnmFQXzAlan%NWc*J3=
z{>}+n`UxQ>>X>#T`{d}sq|imQ5h9QQq2g2RR{V^ass}9t4Zp`#XR3d^)}kG>4fV7F
z4lOI}hH4>tvEumMsF747EDO)lL{;faOvpo|U+51eO1fP%1;S3PRnqRYCU4yQntYjg
z3!j3dH8#f~oQ~lqte<v&wLl_k=Ji8+%Kr(*w?T{kb`pcdE%Lg;{d+AaWbX26$qjc(
zqh4?dbNZvbkJfxyhvIal!}YmH&@i!IdGO{9M|Fw$7g)W&WwMjgx!4V*-)4psg!Oao
zr3>EKR8fbBmYJnR*ZqFY8eUu({`^G^#rL=Bhj)^;m)JKa@kApMp6q6A6tyJ}Zhd1l
zw!ut98{VhZ8&B1%whA@dx1~dq*DCkzeW4p=Hk7d*bU12*)~73mpdZD4IxCZh4Jk=-
zXnAm;?K8N!N&POZw8bf|L|WI#pnYm)97O;8?28ki<-YbiZ%1XIFx;6tk+Sl}Z7S`F
zifmgfmqf@}NjCc3@pe;_67N#_PubapoAY+Kfe5WQ*2t^08dNSF4gGBfRlzJ0MJ5E%
zBYX9BP*Bh{FR^O_A2~;tE)B77N20yyYlbR;9U<-F6{o?Jcp6&kl>&o-_8x~tk9`aI
z*qeJ7mH9xCi7uY<*5YV>wK8Ire0zwd7q@@@F0PgOC$>PPomx2g>S^VJm^$J^qsTkA
zA*%hS?7a}aqZlD-W);BQw4diFM_`W4`vUrzB-5MY?mQrE>}pi4AKVUxM=ws|PN`gd
zxRZfT39j@VK2(d2F+SHcvmgI+#qL-45LvGg*&nXQpIr8mO}pK!^>{!J-Plep_IA31
z)S<PF*k1$TQDJ4YS@oaTc2@h9z2-j~-+6b2W_F?C4|d~x@Yt9I?`Y@CFZXm$CNU#+
z=qPk0MR*Rv0l~WMgW^TCYN7T5!E4)~W}<(fU+ta=2Vq_N?<dR2k;E?9)Jx!r-tOp*
ze&o2@;soURXHhv+Q7ss0W3I4m&sDan*}>y3x#bVg-fRFZ`Qhw|#<LvJ*4O6-3yfXV
z+{1@E5zjfBlAf)7F+e6f+g>A#3BsIssL)*YAx0vzx@zS|1+#q=>{=!w+FjG5!ltoD
z*;$tV_!yxe(XD4{lQPVM0@;jJ!tzb1nC|R?MDD#UFzgG2IVPVuap;@2?sdL_ZPzU6
zn!5vcI$1U9klX_zh}pgolX^a5rku4F^XfFFEKE_gCbKE1y`~}MOnl^ghJ`*W7>;eI
z&KBq8*adkWMWzg6<AaxHB7Qcw4*fkpcIf?(d@`Vlm+fNY4e+Z+E@GD%ozb@S#>rmX
z*xu1T@ZQj!6&w_$J~^(N*s{;w*HO{w4jw+UuTxW=vP0Nd9<6e)1H94+=Xa!jIq6Jk
zD_uu*?>&@)Vc2`^m!rja04?JE2Q~7<5Kk03iNc}AHGG<hixuxzsi6^e{WBweeF*Jk
z<s5;2m5%QZ1UvxpaN^viZc8PK6PcD3UMP}HP9}^`d{-muow^;r5SJ>`piX&=E$H>G
z*%}N`8k04Hq|!Bg^Q^r%W?P&|<7l_RVp1Gix3QEu$c9$Uiy148IStV!D!jSa;IuvH
z3=*!dXF5|@6c1L#-mS8s6C?_7m>ss(p2fwUSsD?&u5F=U1?}^%Pa+-G4*2u44m5jL
z(z{O?UGhgVld>^$_r}&xyPuk)WoZ1m*0m!+xE2)?qubYUvAZw^%=<6!^!~eFD)cN^
zy{`Xq)ZFP=pEjFa@Uq2?C~DkzQtS8GGeKDVDk#AdahT%R`1qwPJU0T^*-ZgHWN_`u
zFhe3`E58YrRx7u@>vL`fe0t-GA7w8t9L~7}j%Et5Fm%0T51Lj#k#nD;x)hKfWnpQ}
zYbd8}n7>_>NaZE0Gxt_+k%vf2Tjma5v`*U$Pf(;Ua+eJ3#jPTz+vH8tvBX5lxbd*^
zZehz!>_iGJ`q9j2E_N!de^KqEZ%d5ZufELf+0}WE(#hyf@;vOJzxSkR-Bp${<*S_o
zxQLb=O6iKYUYzSS`wiz&YT*eU%PsY2#fkL+u~w|qqg-srU*Zn}6xhCiq%@Y?C5=eB
znU1N{3G8>k)d>Vp@0`0L*slJh`aSor$pU-M2JSbHRX7X({v=3d87n!YQ4{(DV(J!F
zuPClk<lyP=S1y>I!*!Y!pJanbPJZ6Fqc4Zi;SRfDA6*MMIFucd2%I|}&?|=k6oUlI
z^YsdbOg12Z5{>Yr(d+YhraIXg5;L1Yo>FGt#p&*(#?#~&UjC<qPJY|3^lMHA7YCbh
z`z*7|KoV2tA>uo5D7pXde4CX?0X{Q5SuOxw?JzL&<>J$S`2@=M_Fx9nGhq5+5t5o=
zBqNtpS$o<w?j%0ZVLXL0cX^*zgULglh294#e9*Iy*I@q2H@YCr+wD`=p{P<R1`i|X
zgnu^CX|*B*bR=+vI7&cK<b*K0spq#~(Se<fhMip$wl#EdQBR+;?fjmS?NiMHvX>`F
ze3rmZ*2xzvB{~Iz7;xoDL-BKoG$L}IB_LX*Vrcwq*e_dTXOb=zB|8)2oaqfWOW-8)
zo9b#wgse0B{vyJcP5o3oKm!3j2<F$1-0B+|GK{tQ1m$tZQ;sg0mzk^lZ89*O)d-7a
z2{@H>Js9mxWw&rsneZ|il+l8-H0On1m*?Xfxn42AHxl<+IY$S%hp6}Ol|v&@5(T7}
zKznkxWrcx!@f!4$!E`h2|H){{$-|?PUr@j$Ep5C>nBzeZWpe-z&+TspU`;`{?L8n4
z<>>0_<~n?muK#PcOcdo264LTz5xx5i@c9N3&mTGf&0M!jP|mC5?#ANC>?)X>Cm~1)
z{2}&$fPh(XWn)V~1_cEN=Z)Wg8%W;qKO>PZ3XUqS(=b&1n`-crrm=)Y%KfDz%9e$W
zjsrUT*<pD!x|)}7o$_c{sGyhlz!#qOTI&va!iYa9S<JZak2Ddnf&ZL?lxlLf_yy?S
zzT03j4EtXdxhaj`kDUAgjB>W_6K^=ZSxnnUrYY*j^7{I5L;pDgNpNF2dNi%wDu%j}
zfrf@{mt?^7?Vo3KbN~u^G?DuXl8WTi9M?{+`}-=Onr0s(7RyyI)>a@8gXFll?5??w
zY*Wv3Zg@04pqx#I^M)XTd{KI#pV!C85<4D((UR2U`Yt4>2p!2Rp*^Sw4QvlnOS3b{
zJDyv6dfZtdp?Cy<<SMqd2wHckrVr}hUQ2t<$HARr8|KrG<9wg<+%2iVzmoqFo-S5&
ze)hn>J(d}c{*ZxW`o>-)dZg}p1aSC7ar_s~t-be4Kf!V|U99}vUHW?@MS(Q>E`TV&
zHOAf8)!jz_nSG-JTp&TLrfSrZ2eY=oc!RHf-SBxyB@?5XewsAQ&bGQyOclq!vX8H1
zBD()YH)y1CxOkj7{J2;g>>}t0Iz*QkKMHXF72rXO?R*^?M*!T?o6{M*f=9*DD&-D5
zjwgN2Y^<ug4-$|TdPt~XjaAmb>m!o9nxX4!oM)%8I8+Md`DC{b58*M@uhq!XiTskT
z5EX^mr@~TK4}|1+NuNJac=h1V@SKh4<@ko*mnHmDeb;Z+bg|0K?caaTm!{jI+$XAQ
znXt~${;P4irAr*M`v7)b>r#IdQ<Foby|lCDTm)|<uh*RG$g2qa=AW{Hvh4;)ncw?U
z4bZ>sPwQJs4`GP{&!f^sES-JeB4v+P9AgHC+~e+=5Mf=q++lUC-rPd=#4%REW<A2n
z&)Z$E7{)Hug?d;*f)NmoE?afKS32^kiE&1b*Z<X<CdhcZuWn+1Q#iT3wPcVHL^I(3
zbARo})T=KKm9=@KK<oAko%EShS~kNvoS#rhg?tWDn9CX`=HYj|tyAuvJwtH1vlfE<
z)o!~M&AwzQuxK7<4*jZAK7RuAymI^fw1I$`Rz6^6>fC&s*J;4hoV6*joMl4sYUfa`
z#o2;8Po_W0o%kg72yJw1sIm&J#dwq>p5lsbIxWT%6Lyk91;TU7ru;J`_i>IjnvaFw
z-J+!U{l@kZ8O0BT-;gM4sl?znQD}zw*~qHFD<g6IeXeMabNEE}6xDoIcH=C??(tqF
zY>$SKUx88f%{uH2Jnk#=fh))_zREvGLaQ+3PSU+(^_!K=o#T9I$gsO#B6_EFj5#mY
zdiW$;Au_Th^~zFhfwJ(d)Dga>(E*jNt4o*b1SlMEC()yx?y_o+4?TUiV)$!|_O{<8
z<j`**o~wQ2({2&eViK07-P5cbPi6K&eUt8Bq__mlYl4XHL-fvXthd$ZCtm7!4XwT6
z<^I#Q6t{3{QOWUV+0<H@c=`|s2-KZ7+=dbC9b1>yos#1p7tnM|_knXqe|zhjOPh?Y
zAkygsekhXg5Bd_jQ}r={d2@t7ZZ$xYeUPKc9|rsfKA5XXz7GK<k(+X!>nU6E(smZo
z3OESVJr%yw{?#*<{(GAc<B@4c_{$Nk<No;)aR~|4+iP!^e>TiCdh4Ks{3{(~>Ta8y
zdnFOWK6NXBTs=z&UJ!^rNE%wxmN)p^jNAJWFPHcmg9?jls5wPkWeQ#qtpaYC=ilfs
z#OFFqRYs_>Q;0})^mt!Y0{?tFc@iShiHvbwXl>}&+T{fr=`7V`XC7I}!Bi4n-IcsH
z2GPR9d;C9Db@dl3Ica%qpO|+%Bu5&0ab+JX3-dgnvirdJNu>^RztG=tAn67W8=H=a
zqVO7%T5pGZo3*bQa+u3+yDX-4@nEv?-{o+XMR*SlHG|J*1V`MJ`sZc7_y6ldES85c
z3^wntIQgeS5~^tqQqQq`E#gM6Sa!lo{G0H|pN|B}c`>vnPbOJ8SGuk(W#tSKuOPK4
zZU{Z<?pNKOS7otr{btErF0MU`Z|@+bXJ<cXPYps`wJ#n?&YYk<4Wr{cEQ36*vJ&t6
z0^O?hp1WWJL$s(-uTX+3vqTUXP#ilZUL&T4t8F-MMofmfm((w3M+8n?prMi3l3A*l
z9H`LNePF?R{^zSh7%k{VIAoiC-O4E2+9-9L-sTD_=Y)&eSmaWbm(n>S($G`85(Ib}
zbn8#yZ`7IP&oLpz(|bZ#Hs18015RqKesY+Uc4CRoe)Z90(y7ZMrh+Da>pLI>q^~$!
z8~ws5Bs5xpA9d1~1v_Z^-VcJQEe^Vm7x=Q{ABkwXx!s$9EEM-Wx-(?r)}6;q4-U9@
z>{ZwJjE&CdgSmI;#pZ>sSCNK#6S(`~qCOuCkUZYegF-%76=I#ck2?1IHngq4#f-$)
zy$hV!Jd`&pV?;VqELK8~9HGo?Nj{Smv;GCXIB+ZXPAg^DKSF!6mOCu<Y{gHl#Xpgg
zZG)Ut^I%AIp>egs9vD;9VMuAxX!#wstH0rj%9_3aT`x`wYP)#+d2@M}&x2i7J(2uf
zPZKxaJMt!^{Hdkc=+hvOc?my%*Y`C%ZK1h)SSZJT3yNICx#8O3o@BzTAiWQ9J)S)~
zf@_{xsI9dqz91@LrLe<zqNird^6qZIj?eLkl#@;H{d9}4J(E=f$K{?_%)jn`1xt>a
zn-rj0Ob}wX5_KA`p_U$0E+nJ1SmVxEYNPX+pJO(~u}1589D5hmH>ihnx5bg{WxL%;
zPOyS;-)_2&5(+_nieu_K*=Lahd19luYo{TcI2T8pJ^1H#vS0^$Y};tVa5{ceg3H9m
zw}xj~1XN@zuFLJQ8C&@quCiZvLF;T+Ee}Rc3xFhsOuatHZiZ}NRW*I19}$zzzn~`c
zlMGdQ%n@;Uft=E<W?8{r-U8md!-Zn!sgb)73{j5Wld?GUjkpPVb^p{z=?j*&Sj{cv
zy3XLrg%LEzfzJ!kpZm5#7^YeS#_}CU8nA!arI3GfDD<&*2>jrSx#G$`RQ~$h221yM
zv^TBY0ugP7vB{@cV&cl`Be=}j&t(;*=iws175?pdUY*;Jl-8d@U2#{Hzw?-rFwcff
zp1SMc#N$4Ii@s*RG#~|9T1quKQwglUkGHN^;aem|{3uYtd%a+0R@R{YFNcu!$zS7T
ze#khmUH-e{{7Y<3dOv!4L`+gC<+Y3Fswy$EjJkSK9KUx=b%5s)C=lCnL1&|`Obtoj
zT@*3x>VCM<>I?&)6W8p0*HWa#P5mymNoWqspiohDmnpLTbi4}EO1_rS!_aNtY$#TG
zEc{$VCVGg@!g;aY=}9;Uc`IO5AT$g(7u|Y6iCp(<3v(YTtQnqY%|krB9kE)sjv8!x
z5gC!f#j*vPgtt*BB=q2*+1_?1s3LQvLh_D@DWRgM(nNI0-ec**d1*5<qscAruS9`T
zTg3pxz9<5tv+=DK&vFX)9^BpB3O_WD(!mb+w*v4KT_G-7x=h|jCNRqL|G<^xX>dCG
zNqqcmrb*T<x1`!l-;_j)+0X)IPyWU3B6JdEMZeCHGx3G>x8kmAUi)0BV>=>KZVE~r
z>1cM`yR97ejVP6k4srsJA?uQ?G{+UeQ+PnRjb&M_N5ptIO6Y91JW%&jt1vFPbzq8u
z+cYeajHvTBw2CZHfu#{21S14;K{aEMk!B#9x>NrJeZ#N8wv3tA)t!#`rvoR`;ERO$
z>LI(r20TQ7CmzJ>cRV0+-Jhu`KAFT{Cdim;NPZ7WnaDp`d+&Ae)vq(}KRq%;^7t;}
zeD*P`@h9onQNLFxbdqJ036<=<hM2kx7=KhG!Q73=9nuOYg0`wiU#``Lp*-Rla{%t{
z39W$IRR>NRf+N*0G`!bC7)8$sv_SxC?zXjc+gNj$jJ|%4S9=E`G+CZwvwcKmG6gHv
zE)nU+g(P<i_qDRFw<S-to?v15kzNCHd_$b#(i1t%MaiF?W|~jT)t+kK9LOE><&oX4
zaM^#a^Mooq<}f9v{|~O#j(DMX$PgL=wwVWsG1Nkm5rRn+2xJH>(Y-OQr+Hd%H5|(^
zsjjay>hXR`5bhS*iXeKt`}sDMW@U=iy6siwnUcf!BCMEv;X;<!!4UpUf)e5D#*~(e
z-rdv8^0f~*m7xNlwT2qw;wY9ig`$qR3_!UpB=2UJpbL{G^y<vILI$s0W-V#-w=%4~
zsHf|1n9VQf-QUOR_tSi}RHRE>5kNZW&s%lgGRk%9`~eJ)QIbhe#r4A7U2!Z%w<GSp
z@St0ok_&ZQ!Jst76PB^DmrB1rO>>?|8q)DOH!+~#83t(N!i54c7K%{_M1$#|eZ@p2
z3pO?U1EXX4Lo`u?QVJ3ezy-xyr{UxIN@?u});ReaC3;RHf!u;bU|`=3SU85*X%R?v
ztJDSS_G349bCb6u3@J?H!@dEkQ1ae<H<l&p<2jk6g~I(T67KU~*gzZQG3&PWow_~6
zG@wFX+blv6_s#qF<z!rDoJ3|x+b@>m=b0<tXLIMF+;VS9z?exl*x`3!?wxB?W?q_s
zXts|vFDk!fI?HivDYvbCtFyMVxv%nlZGqR8vL*0%dVjS!7Y>O^7PN2`Fw91FS29OM
zmQuGT)-`LJjGkfIh|e7e#r?`B<)nE_I%_U0EiU&ikf@hTJ3YlGPg)Oe`JAX$j`%Z%
zw0&l>X3MK@Z(pa%EJlB;dq}-~YUAv3@;6gaA$!xY>X%#&zcO*yr6&PoTBaV+pL0sz
z5z{H5Spg?-CUAwu#*MzKH%<)?4~t?Y5KHi!rI%4}e}8^Fsq|f^7Cycvu``)WUH9D{
zqNu!suhG2S?&2XlJgpXXBtE^4!x};sGpG78e&yBGXKT+2JZGR6nDBhT*=s2F(hm2!
z$~1;1%hZ!(#N(xQ<tg5HaPPs8Bmwk{*hcG%+WMbQ>s7FO9X~#H(Nk??q4PqYWaFdZ
zK{a~`@{e?<^__NkP2HI9Q`s>gH&O*`82o{>x&Wxo+}XpG!DNg~Ond-dcKPYl!9(G5
zRaMp2m5G1p!{)T9`+~6G*|Se$VvY@BQK`5f?wtc#a}Q^R8!)n~f@l(CE?fbmm|i0T
z5K6ctByPUQ$QW^_0E{I}Cxii8e6!Rl^kkbo#lE*w(7hCPIsm*ft-b+}SV{4|uwl;5
z%V__B19=AaUw@ycDWCH1?*-oVKYP&Y$f|gODUyBVT_zYJLD=R4;|Vdx=jvpE;*lT)
z<}Ve4zKD3yXWI`T$ybfU3u-Kw-_BLQ+nYq-d|-=ih2fd~N&<o}54u5pMbck&&Sj#N
z22m1Ewg$KfruwX?t;$im^;M&rkzGLT#Eq@d9aF!Jn$f&ZS&XC~nE$ZPO~**~xouPq
zOxA#ANEb(hh>?DAk^kaXNJOV~I-2(ouOXx5J+NERey=w|C06XVyI?Yl#;QL&)`#8*
zkO25176=vg4@phZpIsPe^J<!!u|UAOm@@%$zYq0-hWE>5z+(^#CWz3mFdZ)zSm|No
zUUK(s>h>DXMTcbjB8{Fp#10M}y-q0PWno;Q3WF7OmCMx(8pqKP0KU@TM~vwLqsfyH
z7IbT&j?G}Gbw^y=+RW!H@I&Nx$thDBq=^W-0pOOG2;{>T-`#meiamUN>xN<VQNG|I
zN=m)C)0C$2@&Rt-l^)0}F?WT^qMVZZIP1UMEk|lD-&!#Paoir+jyJir)L;-=Z9dFk
z>Y3iYtUBBRK#fVT!G};ViG~Z;gn~YTM7a0w-`|SZf&uQR=cVSoKCjkUlYnf%TlpZ;
z-KwJ{16Pv7>?-U*;zhRE<=qqW-(=j7zYt!2pnMxQy3LKy(Ez^1+p>S-L*mIJS`QYp
z&<1*XXB%Kc&Ce}}q2($^1LMEkn`-fu1duLWhk?=9nF`daQ;^4T2j_fuughQn&?KZw
zrI5eAEbN8A<m6-oV6$5wrn&g+!ksAa^)8;PQ8h#?&5~WPbE_=O{D@%vPm31VMDfvL
z5M05Fui=fM$roLe=7*rslVrs%UX-AvrDaA|$*h(}MbWBUyY^%p8NcMkY<@Ics=QHQ
z7i%aaB(zi>d3%oj@8Htzov7UXJ3f#@56-hL>o5*^lk9qG=v4V@3wLG%CZ3UQIIzVw
zf(nA#L1N)BwMy|`lu%zd_~a+64#p8sXTEqqi28u9Mi}UEvkNwmKF#31?Nq3BE|^y#
z$FqBF*q6?v8P-^Ba^GLy4;$imQ<|QcH<6^ey1Hue#h-ffyX&EfBKE}XyUx_lXlX_c
zPVeJhw1$CWz7g#=&S#JRNgVatTCj6;)v#Bqjs$e3R(pFpCkKZjP&jo@ZU1Pb?tpD>
zR}w}jp38phm-+lN;x)Bf83*@|*@9yI)$^%>mF^^=RRTIdL)F(>%-kAmz%(RsFqOnH
z4l51s$OY2BQDN~?@>M=^dY;Ky+l{0q9(GdbY!jC-1v9cDA|lqvIM1Axbfq_OS{<%X
z1So5Fl!`^PhRn!=wB`N#e4bWd5+JdANS<fMUhz2BJQ~94cgD<@5DN=M6HJ%|<Za0g
z3O|O3#BU<8??|B2(b~rwwinq($d#3-P6%f<m%{k8z^g-T!v)S{f&LrV70F}gHqq_3
zE>Z=NO5HfpG1KrZ_N9dH;uwVOo?b6yxYM*qb-MaCLXaI(GftgY_Iej|C_7G5<;TRn
zsihH*(O6{dT9)(aMRQnm7?qq{Xs8m-V3_++^TCGa5BO|_6NWh#6v7SF)el=Q+ME-n
zEg33$lXBgIZsWcr)77*&8M={WM#>M~+1|;rnM1#TCa9a3xA<<|<juoDc`T`81YF$F
zV29AA>`0MtwZVpJY~vQf9Ft%=tu?vtf`#%?rEnkZ%q{==LQB4<MWnIhmVz~`<#Ogu
z`>Oq~-{gp&h6iMUX{NV)*M+9vTs%Alf?o-910ArcjSZMyWLb*`d3kxQrn-^^4*Gpf
zrwJsaNmSz?*CMM9BV(6;p1#;WveY`KUTuI{<2Od;TX9TvHq%w-7n6RnJid|Bd?%8l
z-@jppxD)~STNT*As(xe@wxTAPa0&!eRS?jy>Y`IHQQ+1|#*GzNT`K;7>QuhAg_V_+
zcnVAr#aKV3z>3#AH|5;2z`(#$Fgo}64cp#|Ghn0M{EItpLA~g+k@1DKSYkQ%t6;t8
zDQL#q`+2ld=7Im5G}zp)y#$7&a_`Y5_na{5Z7CUssNI)=CtYR4-fmou|M$Cbk%#=B
zCA?RoA@-pPBYNqTR*ue&I3Y7Zcr%t-wb9OA`KN^W5>-f}xjP%I>c!mzE*;p!6eaw?
zXBI`nq1<X6Z^Er5y&N=nnIq^4-R`?%q^S^#=QZ<L4h}ydq72(Dtby)Jd+eB!?;*B0
zAmp$GxzWL{0%52>kb4ZlT!2|GSAeZ43N|GHzAO~x@oMl$2ZD1OxDxaD*qTaVmmU0<
z01#1-_v<5~BE?sLK<8BljE{}w3b8f0z|1G;iQ`wOP2-SFQouPp1I|d{J3X8T*O*%N
z_mfRp1%7e_J3evYCeUQ<mc2n+;sRDR;v?Kb7Oo;W_}#C3cki&D_}4%D|2+QxcT13I
cyq9;Pw#${i34RHHrOza4m#-=nDcrjMUz_F_Z~y=R

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_synthesised.csv b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_synthesised.csv
new file mode 100644
index 0000000..3b634fb
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,8.96792162e-10,5.7493425837020065e-09
+2,0,1.24500738e-06,7.981753465478288e-06
+3,0,0.0009674148300000001,0.0062021051408607634
+4,1,0.199301424,1.2777232145296662
+5,1,1.2467293,7.992792710022586
+6,15,1.9111249999999997,12.252239494124277
+7,12,1.713377,10.984475294773587
+8,7,0.6592384,4.226383287604578
+9,1,0.19331545,1.2393470815956085
+10,0,0.0017409857900000003,0.011161475494772534
+11,0,2.25473345e-06,1.44551163449869e-05
+12,0,1.42309425e-09,9.123469984282122e-09
diff --git a/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_synthesised.png b/modelling/data/abingdon-all/seasonal/meadow_brown_butterfly_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..2791731d382ebae5ba15879886aa2ee2e10961a4
GIT binary patch
literal 71689
zcmd43dpOg7{68#0CG_cla;!em!J!gzm_yP@P8}R`O2|3J#Eht@6gp8k9|}1eW@Zkl
z=D6i-hAD?RZKK(SHM?Ky^S!^<{m1>seO<qQZr9ai<-OTn@7L@3e4L&=wYIz{zT?0S
z0RaK=%a_hy6A%!-ARr(}+a?13<#utmKlr8>YGxmLJ;*CG+&#ooz`{NBo_|oNzt3$Y
zm}dyoCn!);{nSZyT~(#Kp`rJndKwx5|9gdcP>8q2kqi9};8nKYyW{{B5Rl%@|FgwA
zyYHI776F0F=S^<h&sZ84eY0nfgj*rQI{V;steD{Kwxpx1@{#2r_CE0U+w{DntR&%m
z!e+w7{GY2=Lg*1kuD)`v?xIy=I*yPDy1MC?kGxNZs~|P4XjrS~xT%$G;Ft2h@-F!o
ziT(FbK;YwxmZSeYeo$oUw)ek>#sddW@>c+SDJ|@h5&rMtuCQ&-1^;{aL~rW_@Mig6
z=j8?S|9d2mClPD&KM!pZ{{Qx}Iqy`R>aLzTbqe1@%MZ1td*T#h{`}-5z1fH0u);by
zlMf|7t8Vj@cakT<%J7{Ztm)~w6Nb<195&SjJX>kwm@qPeUF?j39d~VNq_61)jGm#a
zf3ir|>!LUFqKguD<m^-eiw6Jr>C-}w4tbzMCA;+d3t4>?$D5yT1Y0(gH~zlzV!vj5
z!@1&jC*9-9>woR=CYRhOeg(b;ifj%u=Xy=kT%*y@yylRZ&PuVZBQF$%JDaNOd5=p1
zNOkK?vM{3q&XMyUn{pnHZ*tjWZqp|ZT#~NK!ymk}Z#Yu2vL&5wPn7r#mp3qnoNA-i
zLp~Iz#0{2=|C*Y*iS)9Nk6!y3$s&5!f-6!KvQ<a!E;cTI5!)e6$%2<FAXaU9(sc;M
zNWHLyv#3Xp9$8C^8}Hw%xF9HCd{#!w_YJhQ*>~_b*#q_^J2iDSBa}#`qR2x}RkDgC
zjs93``3`LJiTLNefkJX%!~7BK+ONbW+|ncPl+UB}!THD-%lD_v=va1^I(qt5<-+!r
zAEuJ)>Um{_7YZsBFOSyvOx-HD&>%F<D@`gbFU3!Kwu-PZ?pw~4bh#bBQ8YQ=e5R6H
z7*3y97n$`YWI2EK{IcoLQXI)#XqtKcd}jc$+N{6ODm<_P%lgo?v2cQ7u>JA%s@rDD
zDk_{*wOtJn3@<KNF?`PgY;~^p+h%iZ4o*ev`DmoYhcmsCtq=G4!Ynu2B#q9pjW|o1
znNYlLuKMl=r;`-&1@f{oZ!qa(GI}oPM^5ZS1Vx^5Cx*kKT59y6p%gupIF{IE`^&?b
zVh!T5+UF72+%@t2r@u<S(PIu=*9sgv>#bPB?cG#&s6J0`;*@VN7Ypm_&wj|+8@1dj
ziZ>f!4!bI@FcCSN?7^3VZwL49C<LFcN%7~Qx5C|OKLUAB_7d@R(B#1RK1tP=Iab+*
zj;O#)x>u~eAI{2%JFs3gLURr6HB%nKoO<PuOloNuM?(v>14avQ3h?fAysC4<4Lj$s
zn?;HHwY~5e^M7i&NjXO!{4!3q5wPir%Nn|VMpN^8re0Vd*u>?IwZ1d<g<!K;woKMf
zCH2o2W|x~KO3lZKss9LS=1NtE96k+Sgz)|_@CY#j1c!>^l=hc8Xi~g5{?W0*54e&)
zzeA$A>y&Iu!a1?LnOTuhRhiJ0Z_<lD6BH#bJJ_6@>3j=~KjTF2jTI8rGs=4|ub=9Y
z|E(o1I-HC^(M6BxQ)+UMO!XHq?dGEGOP*o^qH+9tFp6bQEM~Y7<sx09R=ydU^coM9
z3=HW=8FN=~iVOt(v6!@;>FWd9{&S7Z%vAKoLP@Px&j$ln53Fs#QNIKU`Ha`DaA)oY
za}Wy;r>tClePm|c@dV+$ch>xBWbN?H5?hOla>0*WVz^-+3k&HwRnMJA4A^5(yg{6H
zMyCSmk<t*fo0c8?egAs&#J5Cg&Ma<Yv7(t3F%kdEksG!+)bk!Qs9y9zC#c-yp$Ij6
zWO`w+By(c7HX#?GUDDsBj_KZhP5NeVRJm*P`nL$|Ta{C%df!L48uo+tPwy7<l71@e
zi8Wn<ez<O_>)E_WlB+K-EmbYtY5Tn}J6exCOcYKn^M+n@tk`SkmM2JZ&5D@aA2#3j
zjVM`$O)}iL%l*S3MBo+Y^cITpL%QFlx>jiT8HxQCsaxc2vW;9J)89J1O~nG7w4+E1
zO@ZSLmg$Zav_|_M-$rLrOeKPw6t&L`G%=_oRCs*6Q{|_V9cfFVZ&4GGT@JWTce=MU
zQv2W0IAPo2h$^&wnMwm<nEDGJe~pxUQfK0RzHO=fOF9MR@>tsCelFwvIK5X~XDo-g
zI9yUBaff%}(wF_=Mpez<S(<*LBvh$d5`<;1lC#?$rP2JS8oGp}zb*5|O%`7-6j4jY
zk~dkXyd%C{cswj=oyU&hQJ%}(Yo-qkT~vrDn7BVBPFZ`OKKM{r&>3d5jQPjjO89cq
z9Y{wYhN?~GiDHOcQcyF5P)Fdt4}g$xrK)xGk&GxxX1Gf+^G59y%&p?b*pmL;e65gS
z=jZ@N??pvjPCP=&Pnu&%I<@xN$}l+kUT2AV0I%93zUQMKCym;#=2RCtJFM1j9j!k!
zBKe8M>uYL*HP%c8RU!_`_%V<KLlWDFlynd$2Yr5B2X>Xv(=;`d<eeEdWJn-tQ{M#=
zNEAsH+Uo4jt&|9J`|D%=SvGc8u3UME*Ahf<nZx)fdSLpftJCIedQe<oOv{5Uc#b`x
zYiy|8d66SAqW!SSqYk2Yzgr@Wp5%n8tH5k&ZR~uP=Jxc-j>xEL4vjrD`?3e3=v&Eq
zVWvy&LhSqlj&cSM3Tv$8mDwt=W1e$j{tb^9!!d4CPSWJc*E17k)5*0;^zBOL?h7bg
zDRV%6-y<vQXD69uu7RyFt{{R6Qh4p-6}+FN!OB-Tf|_%~K*U&JcJxMZ5O#X{j@A0_
z83f^Gh0D06XXhKl1RRv_EKumzhY}MLp{X9XZ$~9Nhjb`&8Uxw1@hl`>uM3qle%!7+
zV=4>_XS4i?)t=eI3K7#U@r>}X;Dka@)$rW4wfkfk?)m<y^<Rk^8Mr-r_CV5gg7C;d
zg{Wl{Z!9>@5!FZ})Ii5~;HcH$=bMO`%a<-K-zc^3MfuYq{v(w+bic5D_8PWnwuLmx
zpCu$Air^r-cOW*pJV7Dy=*3LCBI{N=b+#AN&RSO6e;G@oVd$*ALqd`UlZ|zt0&oUm
za$K;Hx{F+T46keD{_7(a88~oUJ;{1Qma*9#tf!zx>EISO>AX$C^+HQ|@b9*DOB0c+
zb3dJi7uuYIKx=7Y*U_I*!)Z{k``M+Awa4$Sr>Qy3&i}|YO*(zE_?q%XtSf>!2$lwy
zB%h`3+%SDVllnTARIAs%sDGO&dsI`iA37F{n;9v8d-&L~V>pl2or;DAxJa<uW!#x7
zT^h|>5meA`pp8QdmAB9#crIvy5%Ci8ALw=FzC5up(K37p(jyJN6H0d)$KWo9uXE_l
z?1E39B9n|Z?~~b@%l7VMWXEe2I%5+wWS6V}nI)M_j{QINL9=W<6dp>4CMZVNLscb0
zH|7iBzC)$+PB@xqw9e9coIm*ws8_m4xwa~?%-dv4^XA40ay4(cO)_h=){nDr>Yh=x
zM=@7&$M=AWJQwZy3KaK{vhp_{C}&ex-$fCz+KX>cj9QMZuwaaq%cGLd{(6FFdKlYP
zm=W?!MNLhOOt{0z<hn{2NZF4^t<R)!#)rq9Cab=7h7LQ2&#XJ2)EN)$H^d#{WYZ13
zm~OaIW3ZTS8Mj^>&|>L+=YbBd+o_4zSd}9b78dFU&=lZeZ4i-Jro)(rqYFuW4jo@r
zrw7V9g6>JVTbBec_d+oUM&xya*ep0rmx2a`amGm-o?YgIn!P`<Ib2WBaHuY@Z`S8b
zHC?3fG-COnjU3*15?ABKBUANnj!eBCM-k?RTqpHl@Y(m?&t{@DmSygeA@EG6W|k42
zb&zBmJyXSa`Nt562wJ*@SBRN@dGU8?1%M74oxcf2ylJ$;gLV_Qy~YC@Yg5Sx6+_r5
z7i;gVh)?uiXAd7fJh%O`b4D0#jHv1UWh=Skov_{koxml7pcts@svNZY6do!nADZI*
zXKkfPOc7&kU+ET0A$n&s4Y;fQoHvxbMD-At;l>Ck;i4j9n%IQEFxIjla07s3Ga2=e
zm{Fg?nTV>}+1~<Tg7Yq8L8CPt=;a!v$FlFDKxJZ-rlqPm=`D`M@VL4P*{3|>HRe28
z>vf^CXHArm0ALbohg}vimp+{Fxt28SC@(xjtZ3d`C`k*R`mVdBx@FJum#r5hr=bq_
z@K|fi`fNI+#IAw`K?RVsRgB%UPuL5n7}2(4ge8`cQt{4XXz8H{=QT&C`mnbcf125&
z!OIUt#0|*NoHF_^=tN_L<-PH7yCuz8+Z4BZlaG@FaB)(wEx%|KscD#yr;w<`7=<Zy
z!-rH?#)u*}Au`=w*5+58=7W_cw?#3H#+0dA*gtoYodmuL?xZbNS664Skj7VOZo$#9
zy#T`gh!|5J`3vtZ?(yJI08oRt#&ByH56uFH%0U;|j0SK=pHqtc9%xJO&PLSHZ~tgg
zjI}MlHIGr+Y0xy{UHQPLEnXZNrMP3!nAIF7a-l2=W^kX;ql3U5;Eau9!o#z`0vA&N
zatI%t2OBS(Wl|zba&@Y?`?C}}mz$94>o%~!{UWBZ`dsGJAzbp&q1ifTv1!tx>d4J^
z0aBry6Sk$x;GD6jnM&{cmPV?w0MJ`wQOAsqZVe<iL2bin!9$xd4!ha}7Xt603WV~#
ze&m>#G+(#16?;WAYy!YPN+_RY^pzV3qmB-)D+X2sC-0HEA1vhXP*ie)!h{)ADs^?g
z*F^AeRQMUcA=Sb%YM4~_c7r<167RE<I;Y8zBSXpthwi4z@>HE&B|VP2Hr=$@d7@&q
z)EP5mM>}X5zb05JrL^-7CyVot0yYkcKnYHkWercLq;RdOacVi<6p?THWNN31xb5~O
zwrbw;9FxP%>~{LCwy}^dHGCvXmyV$uy6)<a9;sFIAB#i^_~ig_up#J)j+qN(>!1Rg
zz*fq^{T{<5{aT~RU2+>R#9g<7%;*o_2jwYI>!jnmVd?3$$Q%kh7H3SlxWT5=^^H!#
z6mGryJ<WWd9rgP%nfIYF`g|Qj&#4elsP$+UftL?kjy@;~BS6?|mS27^WJ*1UZ@G;E
z;8z&ZTB9H@CD+koxtp5TG1MVH9cpz%ZPLyfX5(K`C1%Y2r8;7U<@h0JiO1Nt!Aa`P
zPAe&I=yad}WVL;x@huUN4e+T5b;}*d-QTyHf0OhIvm$+yaMZjO1(Y7Lp{qyzs1W?M
z)RB{sO4(i1kE0D?epbOdmWaQyR-GRFh>IHXYZafJ`4&fJH8Ak{8gmS(dm#_$5zgmF
z9z!R;U2;o4hw{#Q%P<zozbGH}X3vv$>c=#fkSrA4bW&1s7C>*7a}I@eYP$MC0g0o$
z%p7XduSo3rGrdm+JNv;eD)vQOHNg)O32wDaccSp~fK1t-##3|J4811%6dcv_`WvO8
zSXzwm_UE&;ypgIi_eiagMw^=)dJ~0OZ|fM_%dHZN(n(3xpSvL!YqPk8D&jq+<mj@6
zu~?2#Cs0YrJJ9gj1Ntn=%?jmzWWwM&vl3TFlC1)bzfDWa)GD4HBkWyDIN;G5DppD4
zCA*Q+{$zyqU5;QKM^4soBI4xR_^{6v4ULg5-Bf!(Wkv1$4iORIZ0U+?VbwEJcHY5V
zhmV!DZ4nZgzCR)V)6MAUzEt?m8V_?fx&a$HQf8BX0WS$@WmUvw`He)pliiD7jA|9P
zcX03@NbVYKRZHeB?^_a8L<I)c|BRO-xWb5@CKo04;ljOR#)e0$4p#;W!TX#vMjAI=
zA33?L8spi5$*~YPYgPD0qGML0Au_Y8p7PTO6dJ<{Bo7*B<;YPNd?L|(YKM}q!-bn^
zJ^SpewI%H<+1u_wp8`||&&CC)YlcUkG(Y)I`|M~4rS169a6{GfgpOICo!@7@tI;y!
zx~CpiMJ)Iyl{ea76V{CWvzEh%1pGY#@0zapWA-kTm|>THF&Q=s-J#7+>w4ucW3ImI
zEb4>PMQzFSLFYhiT;5=q%|0d+9pDKKmGTyG@w>?B9`d67aj+FhPy7woci8Oh8r_~x
zR@n-x%;8(m7mVRqcckuND4{|(YV95+I+_>|z^g&4Ly-}Sr3&58_iKjcs1~31Uur5m
zs7=Xsa!D`L0Ywp%H+^W5FcfqWUFfw@O7>~b&Mk=M-&0N5JvZ&GwG%!ej_Aja7{qfp
zhFhausRu@@BPiif^CMLrKh{Of{dgy~rTY<I4bKeanTe6ZyJungOO<Ub2iz>91}&55
zr>Lr~9h6&}ATI`_7TZ#K0Cf}4OU~$cQUuxoj>ff)@$3Z0LE$i=#6woT?#Yah6GB2n
zt0T6vVV|snD-p$jo#A;2r#!x&O(w!6WwpD}K@16cGF-LNBdf<<=6R2mACKg3c{^NR
zIIQooif#-KY;Cz@QnZdYUXIe#lMC>X7vo=2V{Ys716rLr?9fW|{vOczN&xcGWgBg-
zP010^ye=y5^9ePzo^?epD1Nl6ceF1_E0$+IPM|k69rX{iPWSG|3gdGF7+*%Kxjk0V
zlmpt$r9Eo?3>(mNGEIi7^iUoT-p&Akw+acQy5SPW!aQ&%yXGc7-#kGM)>>YV8?vxz
z)))4~CABn&XYfdPO)AgUgi<d4RtQ2Cy8}Ij`}XbaC0**R@3T`n+86H!($-(sqTor}
zlz#ssBm7{u+f!c_JHy#cIBU-F_7;!JZcG1;oo3Hw-8DkRY_8+NU*47Oju>CsI)J^@
zzIaZ{h}9^p{#^DJlxS8cTN!M1ADTvZC1M|!-q`8wFfyJfq%-1AUv#;<x4<wluPD0&
z$QG9Oy3}pKqI|S-iTHN8#ab>_$b8hp;cm>vyb9&eu;BUB8*SoJj_*}>F<7J^I>XU?
z>+Niu`WvIQ$%k?TqS<s^04d|&gRO$s)j0+cRp;G4oxJ>U2Sz?z7LD?F8au`v-hFnu
zR>Q%#)nfCX`eqDS!><IiQC9#FsD`amUn=itq`q_i`s5${w<_gGqU&i<Hpi`1h?5b4
z5D_b#R&RD5!!T{GkrRN<wBw6Qx?S8sbFbSHhHH~K1k&SbPTRmxnbXY=OZVL_r>Yhw
z*JcWP3%-s9)S@-bxZ<pE9Y(pRGZDdlA#X(0dc2NzP-?R<u$LoK<L<pi@08aYSoiBF
z^N&F(wy3t=j8=X38}P7=xWsiXJ>4iKI*Z3qZ3!}I$7ky68-23B*Arj`H?W6WW*HFe
zyro(szfY*x3s$!blO*3u$>IHs!kcll4Rv;~`PMm+w?IcM92mGk!T6fo_Vd>NUT?IM
z2$ebu`O#7&tS~Nsh9jvX>yHP2>eCyi{seV%AKID_w8jX&<QTtXw<X+uo!DzGVS8lO
zLg^$ZtGPG&UDdP^jXl_OBCs#-&%&pIW_?M6W#gpC+PYeSV&U%rL>5$^W$zSUBBV<`
zv7|d68xnJA0~`zX<y(}^Abm;(G|K3K;FBmI0-rByamkCw%n;rqbG4(S(8mR9CYX)P
z`X^SUFSTdLvRkc)0kjEyX<JyZoAee~pPcG-l<X5?mB+=T2@!M<ts~SWcE}A&2!Y1v
z66B3*1fC%z7PZ_>-nz{o_ssn1l(sJn+)ss+B?&I7%AmrXZ1&ASi5=C#UzXz9)vHyV
zDxH6j%+ftq>)3iJ6Y@i{eQ^P)=wbB-YB@f{dbPvl&QBb$_EyDX5cX0WAE<=VC=$2O
zki)7+eOr4Q>rE=%{7IkAMwU<4{@rJLWI}7W%FWyk7HW)xK?If<l^kBY84jqBKGhrY
zv>Zcgki(jbeTmy;1!2BH#@K&yg2#}o)F$0cvfUs9V}uk8<t8m%b`@z{(1lIWn5VbJ
zF2xAjq;N}WSgmo@4XCL~gxBJVx6u>(<*v9IsqWfz614IxJOx8i_s57f9kD(;Si&8-
zv&Fc}Fp$?grpgR#Ib#I7Ri_y99AWpHqmIs2Ve<?*vC}yZCHjB}Mf)S*%?np6nyV|6
zeb+Uf6*%rl!eG<H7?4ocY*#0dCc|(ih2XFMSYjPAf!x^<(G3}@k8K^>a!xG65#b<N
z|0jCw_>Pi7k0jmi>oLTF%X`Xhp-+?l*}k6XCwF(eKDLKXRw92>%G1Xnf#VdlyB~&&
z(ygPym+s#Vo7sHgO{y%V!m?z_C8nb)j#3IlzcgKxYOK|UCPThokU(?JM{`a+Xb0AU
z@j&(KLut;d(gOe%QvTFVzH;8SS6Zx&*wG+-D6p9eqew&b_t!n>0YdE3)_bZl((Tk!
zx240;@Q|$-VoJN)j?;HK#Ff-t8b^jTmG0G}neE6Hx60qd$6h9#-YC!?KA!=b1C2$M
zqMkClYh0R!42R&~Bb7$ru*D&@yC*S4(wAA$8jZ_w8ZACyviHx?tKExWt$`5xfU_T~
zIJ6XNoqLW$TP4s)F>>6Jd74Y4PZGOw1F3K)*=VzV&l-}R;k*sY8uhcB?23Ob9WTyC
zBHY?j4&rx3W8NVZyjT#VSa7=Fq2=2|?oO$UqjT(oa(lgaiRS@reZ9v3sraQdAz%1{
z+Ffk$)CCm*4;@q?w7$ln9=W0S^U<D+$eOHr?Wn;`$$fX`d?%~irrTc%Zzu>$IH9Hz
z5W{K@JjlII_o(O@DLAGK23T=|Ps@?|1z&2L8N1!nsI<E?NggARbRX+4Vd@<we{i?-
z3Yte)I9$8dmOt*k5m>=!X({B&%!-_6d`=gdzwFef`XC79cKyVo*S`$NCpx(QhF91u
z&M!q1#yQ$*FZ9E9J(x58d(ZZ`qtcRl0&eaaD)}0@bHD5b=@E>Yb@Y}~Y+ZN&b77FN
z^wcX>b+MQ^9!>^0-4ZWcAdD4E;MOyGX0*;Xoz)7O7}II&5I->bcp9vuOlW<C+j?n&
zu{->l!+5<4PPmxR_ve;+dVi1lwA!vZw^l)wqh0~t&;m5%a$@>hT;^i8{E-9gk*CoN
zZ#4G8cr(m|>T)AZD;9b}p?x!uVLuTz>})BivUn`e^r~8sk4w~wnfKi&cOe6*J5?=7
z2%UguJHt1v)0<kNYudT{pIzH*Q8=T#jyU^+t8rt@BRJaBf~~`IKPfd*=kg*@!*sFt
z9X!iQY@1wr%}(I}_MiB9QA4{vY}vC!lKyHFhX&njCMNG|owe@i5gZ7FOV42Lkj?!x
z7iWU7xPUnr?SZ=sR1_2DM-Avdv6ls(Yl@D!u3k?N_3LVJNoK_i3SwA?lVuH%#oLzj
zeT`Nf_CrN2&96*Kexog~emR=d5L|e&lCZRCRi~7uKL)8#$X9mO`F0b9F6`K5AgV_5
zaCMh&Uw1h=!mHk~@Az4xXQWLxTqKGifHjMq`|p&Yw~e3IfCb-3NsL<DKWq7njyI9I
z8vRsZjN)%u-nhHHUbV%`6ge&i)n5_6D)Lig6(CE|w<0>1?sgb2#dU3t?t+MYCuSs~
z(KE<I>qX*q8Cb4wSWWXrcjl$sGlq69{@ZextXkdMFJ#YaSW2nZalcG!z3I33a%YPG
zrX`#rtJX1*M{9hkJlNJ5nObkET4om*T&Z|L^@$tv4wSI(VmdKdM(PQS&23>r6_MH<
z5Tl7rKsUSDrdKY<C`yF##Dr0HDDjH01P6+?`<F-Onk$$)!h|G-{Iq5Ck5Kl#*>)9w
z{SEzs8-`?%5fMyzS(lTG{iIsS3$S(3X|Yc!F#o<8G<qx53?emhFR1^cd0I}#Yr#cL
zo$zS$bjvRn!nb-rYyw80(G{o%nZmTVDqb2b++ZXM6L^mh-%c`g-y)yR>*uPnn){Qq
zw678k6ZEH>3gBiUB4?-<+rI3`&_7dQoW-@5J1gxI7#mA)GqI9Y4>C$}IN6=lLtCad
z&OQ>C4ji8?A8zSYrA23^Q@w42L_?xNhP#3?K}!`APS<Pubo`|D?k|}^1JO6?=kgNI
zIU5Lke9kAKtoFmnXH`sK2LntOelIdTR3eiNH;U-fq#j4v=i=f!SuRphVVcDvcqboe
z2U_Ek)~#Nq;s!6ngq)FHJ)OOpYBC&Qqh<wlVfWX)PA9)c-Wa`HKx*qdeN$BI_vms6
zJ8lZ7UBsY@$73C0V|p7vZjBQuSKD?w43V>ggZ{mvaXPS~QN7{evAeT(PGswgek7S5
zwXg74RQ6~+P-04wW~YVD8>6AWXTrAF%8eDAPxbH4?90pHT#F9yYBfaR>`h3eM>!AV
zb;i0EwGH4gWLyiuE!LZ4#n5lEuUl%l+Vj{ZgX4PCKBWtL4>f^7J0zdyxR)H|)XJ_(
zY8QT%$52O7$&1cr>wzP6<5QFAK~4K>RPu$xmvpCG=F)^&nMjvWmgy^Q&h(K>C$_O;
zvYCJCoZORy1Et{U3J2|TaGS%FeIqrBi=~Cd5ldCLxJ`21ywvXn=H1KHW9SY>=ary<
zd6A{K+Cq6UmG_F;udQ~e5*U{ceth~_g&0WU1x{A|JHk7_7QIEXP1g?C!Bx=iYmGD>
zg%jHo-If@mRl|nO`lk=2I7tp6`!W{}S2R>*b$$ZA8D4VcXD1#pHlG!O$`!sczV%ha
zi>PYus&TTF@H#IVC=$7o5{0OUTjT3amm9X8KPD+~9u4kp`yOd&Z@Y_G@#3<P69~35
z0RT}1fsk!PhW1<NL;wdjGYptZGzScfYDh<h&R?TMV1S(bt-sdKj_~#Ao=gf5$07L_
zUi?1e)Au!^32@#l;O0>7mtpCLlMQ~o*9-fsa`<o?du(;SAHp}hUF?8AN|^0Qhx)Ut
zyVRjsiBF%d>{KuqLEc}vO@<a17iX<Z;oy8@#R}-F1}E&wyH`fRYxPA?fo5(!xuLgM
zip&@erB95rBUG-wOQCFNdgE9BRZ-DjtPLOyF@QfD$yy>#!J~m(pCxIy)&gDay$A;y
z>NB~DTD@xRs$rmC4KRRXqZ{S}9Bo&tLd#48AjLD^wk=c@?O>o4BIgcTHAizZLPUp(
z2iZV&o2_ZaZUR85vCImmjm<ZHazX`W0S6oJ!|v|BN<jnHj8N^_WdMF%PT{%7JMfWj
zPuQ_aU9frtHXKOGi0rmNKu<iINa5@r_5@sm5C$yi-9Uv(C*>w6EEt3X88;HhWBXQ_
z9^ap@yaf`aUR^W|yxs6-57vI2fYE9AL=(!0yZYLDvL!Z)MI}-02c)Sx8|aMPd&tNF
zqJ0ytOacg@kz{Q^tSEwri=|vD#+xK&;4;GQZ^E$<HN#jSVd=Vfb1LDg^MfU6$c(Hk
z8hF`e@U(`)i^&Rj&Q`~!DD;0e40Y|aPv5_kV2<UV-(4D6fDBO94EJ6LUW&23$jTUW
zaA#$HkxTwfvXazaI!QtEX(`SL_2;#U6${*L+;wau(;#`@IyIff(Z2hmg#io!edbRE
zQj$LHtktz^ub}?;l3Of2IG)wq;sG~71>s~+&ibKqlYnW*L=pJTc@|g^T>_DUobqwu
zrTx}7oVBY6B<*8Xw;~Xg+(SmTsf~4h0dR2G^a#pFj_8r!ws3o!rhrDlx&^1!;;Rm&
zASh$(zj_nzI#nyEaU~v^OyZftCl-`Z;8TyXH=qQ_Fx#kQvw|2t%o0Um;}Ekg9*moI
z&NB|c^Jdh`>j3lD%<9~^I69W`OCe}HothZC#EYI}sAS#GD=ZqLd%93{;4FVaabea1
zX-GbN>?H-hM87qa>J+$=N#M)aO&%p&;3dNu<MCY(@5=N{5;(PLI0j!7Olqh?D7^!c
z;!-kavvuKH(!M%L3^@q%LQXd%n>iL)#ho3rb7d|~U`Y{C-=6Ku0#>gsCm%khzOdr+
z^ULF=(<8c;mow=5R{tn1kL+6FIE=uy8&Hs>`rs)R1|jg0ABnkdfbZ}EMl>`-j`-~c
zI%Foq00vY`xHh1f<kxe2PhYyF^7VOk!9XCabz0<19Ciru9+h|tGYMKH=db-uvM@J?
zTAmbg4I-7=mVHps*4D;Np*21v?v{~1b^Cl0yXG~STb0Oe2wR+8i-P@hXo^~wqrc^x
zC)zs;i@;0O$M*!4c<5i&X#Zv&9IdV+Fg>vZwTGiyPhyDQu2u>}x-8|5i2tBWNREkl
zvTZT200NL}7ziV=<CxY17>9dB{|e<RMz7@tIoY~kMylC0Vr##4JU<{7y-FJ=p^^sC
zR7I&GvC@3t9*A(GVk@?nDq@I|O6VD;e6V78P#t&7v(gPCdtPi61ZCEeBm)sdcB{IZ
zkSlL4KbgiD1+RS&7s)cDvD*dXOcNy3mcMxh(_?Zao^P_rF}kBIN#sD;;o|E!##FM=
zY(!~$5V?kKIoWiZNw3QmMpMrjHHSF-P+zWPwY@7-lvx`khl2|@m${R-bxv5hz4woi
z7&`LufJ|6&unM^IhGf%{#1@aLTAM(=Q=BwR^c&-n1(gGrPgk^bLD*xjr<g3>5Vv&-
zI9=>905{j8z4V8+DkKZK2BGqk^g5A1MK)NR1?aGA1<~Cjcq<n74jA{N*Kg3+eMv$r
z$c{$gEYe61YraJ>atFNJouUaibP}DrBzJ_3e$Jhg@t0NSxOY3VK?-St5+Qb8G<6+F
z8<G)j15I7AOve)2GC4|2U627#86!4}JdL)B484cr?*w?oP6|N`-vjb?1jmzi!UdYf
z?>v^uz*-AmAcL$58Kw_gswW2sJ-NE`qo}}Tu=5z6g>|~h0qUl*c+a+45GN_)?_+2f
z7u1%f%YPUi4ut^<s_B@%cq-9a8*U}L!@rFkBAHN4QJqf|uc+0P46sjAj;wa~1Px{w
zECyv~nh|IPaS|76bj1UjPIY|=X#4D+qyon(t5oJ%fIHUwdhhql{1s#SxaTc;M=wda
zr^7pE(flw{*w=q9o_%`A|5B>Bd!74J?d*QOQFR9kk~*ChcRglM4K;eTSC_RLyEFaD
z&lshNPu1ua`@hQ<cR+3b6TUR^vzzUC84Y$XamTAmUp?vW3@2h#4$DF9@+*X;Y?2pq
zpwit`B@rnOajw6Yi_H8p@&g67Les!2bqCqey<4@r`wbI4mFvD9<(L=P*rzVF&xZb)
zer=VZyMv0k4V@=i-%C#j1)jVmH(6d^8@K4M@Dtd{m-uGCrf7ay5R~C?O-%N)Ka`1n
zUnKTxCe0NV4<B9m62EIyt6V&w_O}Dt-#*`B%Rl~io0Q?zQ$2jYd8t`@b)ZR7JM*FV
zb`%Tsb261_sFVJsjir`8+uB5C>8gq?gJ2N-s)qHzx^g0%C-%798KcK|(h%m+mJyKU
zrXOvYuHB=XD)o5qv2uOY!Bkc>t10y{DV17}Y4(@|OpH2^F5k5j^9-S~gn4Nfm+j^+
zak=YLU>lzL&d0M7fv1rp7t8R_pCd<<JCcI6Yafb#MA0jI_V~AzQt!L*PAsjlzwWWx
zni>C%8{=U*MTL9wGy|gDoXD@Fh~cM=w9Arur~z#?WpZ`Seu>}^_35TAX>c&|e*Owq
zWhDa1uAG<v&Kq$?UGADT@1q(;`CiixH)z5r+H`W$T8@!8y3&{QPpl3}lKRerteYO!
zl7!@>>qCregR&8<_nOL2xK?#OqW&)79KSB@TjbM73hG4*;ecxKt3ecyZi|n9agVl1
zUpQLn67YF%i5N+RIueM}&^OxoopqCw&3E1O1Kb1XmRfEd!es%^rq=ER-1e-5-X=-=
z%VTB~Tw;^}7IUKv(n62@>nxaO_uTBFsWS*jS~o788;=u8jToOTJ<;*i9K;ztUvQuJ
zwA!RgkIk}bjnyB_nS$_?z@ZdoQB6(})9ZLg!QZQ1zSumeE%+qo=q@ZjCb`R9O2cKT
ztKQGSj;*5#a+OLSM&4WkfS^!w=7oisfKueQga+{HIrm5YWSOU_hs}y0(PV#@cAzjN
zE`Y?P4V@gr3!8PWT}O_u+kj-7W7yn}gA0oyPrOz^B2(#{ec#sf!(Fe8Gov@=4`_Pr
zG;ISf_peITXXO{w1uh`X7yjzB#QxKd8n)!gb)@}IF7v#6<o{`g^QmOmmOP8`hA@yM
zROd(B2F(5^3i@Rf;K@Oxx77=oQ+XrgbcOtn-En#Q_wRpp!@<D;FaGl}Y`ayB`TacS
zFMFuFv+kxXpT|5>8C5puRsZ?)zaKq|hY@T2(!ko?Iz+cf?!7k4+M5Z1*B$Bw`c6i(
zmfz6MFq>Tu{=d8qKXmaFs{{Ez4XS?qd!NAiDXApmrpEGYU@%xx^EOHFL5`bKckkIV
zHTGru{{&yZ7~9&WY6ne}X6lC@hd`WrkApzRx?foAvI*u<VfB#u)2B~AgUqMzKv8ae
zeZ95x{~eS4xofX;)$PaEu3z6r{c_Mg4gr>=xU|+hGO}UM*Kx2S!1tH?{kz}eZ$kIM
zE~Ig+u$kH=Ymh^^S!!=nRn_}m>R$lx*V9u{b}i&734rzOyoR~s?XAD17lcvtar*kS
z!E$H)0?$MLMSG2(5SJr7OnQ&s{CxBSddttd;yV*gfP3-wBkbvm7fgBbP^rU|9Q&NS
zj5yCxh`)W5;v8Nnhg;e#9@`=Cvh>%)RE9kJT;`pm|4I5D+$$q<R1DiBFloG1f%3mm
zVdG;{h5wT<7WjWl1wX0<39GqQQN<g{3XmIRj#_UuTwQuTX!R?n-O2+LL=<5G?EHOu
z_T+nZrM``f=&A;mOItAtgq6;Kop%Lzj(_*|uDWO*H@w!Lcuf+rnzCow;Lmbf*g|pP
zXOO1d0Bv=k&`MEU!N8tKB<89ge{lMU;Q&9^Y)q^U_Wod)UUM#{$F*>Lp7{C0ElX_r
z@DE+cfnwW_1=iA%0@f{4YmYuUy?K>dJYBF>2}!d0aON_X!?wF{AzmSR&3zm=I9EU#
z3Bm)-ZV|AP;Y5w5B9QY0*a3P_P2)lJ<G*XP<6o`A=8^~_Cs#{{kIz-DS~QPs`29SB
zT_y=;4q{&_$oz1b+5M~Nrod56T=3(W;IXNdv!*ls{r#Elt87rz4HxBLBkmiZHH7^z
z5%mGmqaJ4oIfx0Tr@WCiCbn5ef)BKJ?)Jv3+&#>WuWvcGu40x}td5l58$vR-2>i@f
zRlr?Lk}C#+?&oOkMgxb2Vce<!k>&<k!(xW<0ze#!p_xD15=!7~+Gp$BIN#xN>egF!
z6)sppBufDVcwX+gS9ZNH2?UJ`FT6M~KjM)*SW?k+Ae3umxPBhA?ix*Yaaqtzl`#zj
zrWu*+RnTl<arJMH-@FD$pjOzz4GJ2BtY+37_{l2oOu+4RaZ~T#zmEiYld$%K31_eG
z9FYTA0@xskY)l$RcP|l<VSICOrtb8}USZ&}LbFIBhyM9{)0fhiC#w&p3A-;sR=IM%
z`vksRaxh5Zfglauby4`h*(k$z;8lLC`(ZCa30fN<6Se@<4%?8BYE2y<fZ#LHm(`A<
zL3B-SaRPWq4M2uD6Y={F2v(YTX9UNCIPAy$nqG4tCfZR|9)PQZw+c(2HQiL(<<qtq
zP92@;PKX?^x#&a4f|zu1K)bvP2;r5hSN}%8ljQaFur8#!fD$0u`mX%?X5#8?;^g5O
zO4Q~Dv77-bas+7|2Aa>p%A7H_e32M$!01LSd^OB2<KOOL_qKS;{Y!|_KYZfT6efOt
z_ur^}`*3__F}||v%UVe16>kZB0pq#1gHvmO>t!~lK8=n65$@@&`%yvUa-e+8-ly@?
z=pf;e0~W7;e%z<kRP3&!^(u&=u*=dud{|g*ubFr~bbT<cbf^RhGHi}WuNQ{k@W|2q
z81F|p4jMl|e8IQ--Kh=ml-j$!hr|z@Y2SX&@xd7xvF=e0_@F}(lIbV3PPX`wdV1nM
z?m2SxUR<Hn`LJ<5#Ha(2id$+9)nAXXpZs$;Bg8(ZpVkZl>YS@KDX(7T0WRtaWP{L7
zx7I$u%gsQa8;xF+eX{rOd_hVDL1hNAbXucslk(c`8dAXes_MI1gw=(Yfr`(aTneVv
zM5ogBMWn-!rxl-oj;9~vH~6`h95w|6lY>9K`afCdX7Sys41wIP$ZW^zBeJ$ZCT(v|
zV0jg=rIFm4nls?@oCC#%MBxS$p}XP>0k7}3r1t|Jb^{p4Oo;auN3qIL52=*yai@O!
z$yK1ujZs$q2<8U{*@Vj@-P=U4Tows`j|WJl6$tvTfM-mApy2SaWN~CTKc4(S(>sZ;
z-E6%e<WSN7C;qq4%lK(NVraKBNpP8E(O>m6(27zA)CKlFlrMh2@cT!_N5?dcWS8l&
zXTBRkxRNXDe-c{K;z9HyC>sYF$IqQcJm8-q-cti;HnO&cU=V>{fEs>xp2(bZKdG%)
zB<vQ@-q2(AA-!kC2l`<&RA4B*#v)x?H_K?|&GopZ3gJ7P)%kpWN{h5@Y5xJ$lfEW+
z5Tgfef<W{Nl**_r7AUnV5`T*d+uT^xprAp7(>yqsbA(vkP?=S1d?p9SFX+GDzLGNV
zF};kH5D?J0@1q?!R!`nhrH}y>nK0Tgh=t>zz;D{V@qs@i5fkvP(Ql;E-BNN8q+dGc
zb$u5{Dxv0E_qD%Lc@NYo-Hw#F@iE<NP_~=a3t1gJ16dzyrL)V|{~g9+i<?P*%S36Q
zZt3t{mzm0c&4=LOU8!oihV;z^;U^+|G$df$^y>95b7q);fQ)(cDhSq{HEC_RW7^vN
zLCbu8ejacAd#r6ztgX6>G?t;QQtWvbrSKlC)VS)?UNCeqUrLck4kA{6lz^=M5EQ;I
z<iOf!9J!SXVo|X8Ij1j$BO@a@STmt6_ovyVO}}5idGm(OFh29ke;-(f^@YLGhE2!%
zprADF{CE^u%tXMr_lCMOeW!)SGZap}_k_m|qklK!^PLu+wLO$n*0}p#@==eN@6!jW
zGCo_r{5jo^frgAO-xvE=gs=JNh0_`deoMjE`MTFk`7L6{nIIho@RAom{Ti}!MSKKF
z+>T>u;%J@JZSz2zu?wy?Uf8aZF}c-S?W7;{rDMu~VY9G>5PIe;h*D%kScv8EbFGFk
zfe{di^M~U5Kr>fzrO1t4+8%uB@n>ZxUWUSpA_sw^M?lDXc2TvH`peMbS*Tp|TFNK0
ziBIFD-J-uhaSIhp2JyWikdb~*iDXa+;nl??7C(!H$O5F4z>esSf9u48!Fx6%qgb?Y
zCy>ZnWnR@1Rg9|a*B?ARjxilbyzaL9NS8}<;JBWO{Ra$t-sYnGO!ppNlN;%NHA-Xu
zUXz*=PnGG6t2D0RkJ1P{h#D-vVd)*lW?ec~M6>u@Y^xl<w8hu~l9WA&wP{bD8e;Uv
zS321;MHTKF^F2Dvw7W{?*Y0djQLRc5H$o|S1@hTM^!ki6xf+YJ&>1fPon;>IJ5~=H
zef!&vLN*2TDQKgimex(6_65_NSmELJ8$h`%2LNv2xhDR{D`j&Qv0OOR2vo#F2o?yM
z4R#z4YVFE3O%Rd45Om<o-5ikF7<=zG@ajmJYjbpVn7^+8T+xmnL43gY^(~PJG>ut%
zHopk3txP4}@XArWeG~%r4QnxWi+s(Usd7Q@qU`$6#OQRS3$Bi=b6rC~sWEv<`*Ej`
z(C7&{d%{)o+o5<}${djGds7aYW^6s5>Wlz^$Pb2y2IK@kYY&7`?K!wTEMgH6$!FAU
z?P^mSeILy;53UaN4|qb1G%!o2ox{h&7JBm&G_Q_>@*GvW)tdEA*u*&%Jpqa@0SJ7>
z;N;@}e9|5+X5P*ORZH^`nHu0I!&<jA;)bf6^oN{PyX4#2=f-!~R8IP~TBS=5&dS!h
zRlFVVbc?ltm-W0{5Xn#zi0VFtJG;d@{c{eGMevc@*^B&~=v8-t^Fn{ghg)-}@>idc
z8Aw<(;d`gwojXzf&pW@ttu&C3zA#0r!AHvJ#m)lTkW=?v+7_t6@Ckrk+P+oc6iPrN
zS^zPG@JRpB#&mu%^!4M3xFo6isQHg+toKd>VT)xbJ*+xteYC#`Yy6_B@qu^p6V*SA
z01~rIzOo46qo+l1nqbu^C*z^`9?>HwL*O;hpx;_n+!U*Gyw~UA(eaiqd%Fe^^0qA<
z^fkFAmMY?roGhn%4dgqo12A+ZoOVlP#K!~=5W+lAjr%~q$ehxu%VO@7Kk4>>;c)S}
zOfCqtBS0h>ANAR|=E=%^gDh+5LmxutezdOZ1C7!w&mz6?>3$He-v2*n{eRg|quffj
zOxehiyw^yP@2d|(pQrzItkyNtS-LtH5wuy7=`)d=^!C*+=KM|UU~cr=U1@re%ZR_c
zYDXHZDng+wA=d|VzN{@xzy3no?8a+6bz<q8nybnx-#AHAxeA6sW9ZWi^SVcU7x}DY
zM4kB9VD{}D)fc&|U|$|RiFx3H{$|7;74xpKVGnKoYYsEv;*}wxD?grI>FS0F7NqUW
zEYc{a<$GzJxYjSQOJvC&F>a%lDJyVZ^KW^{X_+l09t>}^`S#Ub>$7cOc37lVMXsI3
z*-ODy6S*JKul0rX>hGxugdf)u2gke;1fan$7S@I`VPvj$?TO>s$=ffg&G+?t!&qt+
z6LlA*B{OpZF#W{=;Ic=;e^JoUO5&E--ny{giU(r6*zpbYJ2AFX!i(2KiJaFp`s4aM
zevjI9<u8t~E>Os)vi8VmJ(TeKB%8z{xU<R60vZ<Dj$I*ie;NYxb=S53E>s%ohpv2o
zb58g|PY<qk=rQ&HCza<|e_1ES(87TTS2@Aw4CfyF2j}n5M&(01-tXHz6?epC$B`pP
zE=XpN+Ngw;1KBxYzh4+H9624Vsmo`_d}|MU+i_?1IPc_!1oH%^8ZZ5*On*9~T(9w_
z1=&N<!anz4zLYfwT(xccf1fbL!4I}Z3omm0_@g#eMzKUk6lRC|eiM<5JrnsdeiQpf
z3S4YleE4sz6nwug<$m$?hhIc5SUmoE9~(a3>g%jRWRJ8Nb@vWmx9jB(bRNC=_hVMN
z7Vmd(tZ&T*PiV^%zF;x9<LSoaZx>(d+D3X6sVO6uJX>0*44z=^`<KY&7(Y!LQ~f=&
z`}Sa?SL^9M%E!RBAqS$(GzPC)hNe=n6`cE@kEoBI^8-)Gx$$>m)HpZ37gb^Buo5g9
zeSlc%WrmG$u)2BWS$JyyX{6R1_wonq_hvQz^#y;gZ;9?vjbAr=I6so}Yyw@7@ah+~
z@S}eJ>9CF;PaPY4q|3nQ>4V*7e|HK;%P-9M!p7~L&p){I_|3f)lel)v|2eYpn6k4F
zIWvc;f6ZsVz=QA4_vdR846XybYJK~5-shVopMc>s$8V!2DjM^sq_&`fRxkvb`|h0#
zf3R|g^iTUwfMn`=E|5?`Pa9*vDavF^UL2CJ)%Ht!C5311^8Ii5$Y0IHhUls<74plc
zMu&U<+oq!p7p0r^ZAh@femw!}v1{6wJhERJp0$Xi*we{Xgh)k6O@P8H`Quvrxu4J1
zK0dQFT)!h9^Jj%WQpy<NS8_njQX|n5F+7CIk5#~0Q#a~j$67r(tvLm8T`%$axqHBh
zrHG0>^P*Waz5#n8wf41nK{<YD!kWaoGxt()_G}kpm_9H=w+eZ6=H{j8ntcKi_TLqJ
zrsex;l0Pmz&mgGnKg?Yz7@(djCSSjH4xM7R_U732j1~`ItQZ1%l?fa5(amxNmP@>(
zVmVl}_|oT|mjTDgRH_z!m;Vja&hqEaZ*d~`<|+LCzW)e#KRXPX?_wg~zO~-@H0}54
zxk|6mh7-;e&mE>!t(>bY>?E^4hpW?mZuQ(EAi8U>d~|BfA9~|(mD~Iq_D74vg2bjb
zyE_wV8p<vf;ih_ZDH%vB>w$qXCp$2I=69*nR_bPvwF$6kZl3Y!%`+=X+$B|%&=?Hc
z4z`1!cL9AMC*<kykQxp(B+NgoIQ5aDbffG~rC6-(76CIih#5odnMgG=x=C|-un`1r
zC_!b8wL5B}9UVXLhg-G^fO!O|&`drWHl0j1_<f1&F?3>30r_(U@REUJg&DuPJsg2o
z>J5QgD9Khw5k1p%*^0oJq}0-SCJv+c>ct1YavR{X0a#c7=#cN+kKBmpBw#!)@U#AL
z4q)o>I!MZ79@`p{c6eFSVX_`fAmTYrEhCW${PgFQ%a@6CxqPXpO@I|bN8A&NEi?7-
z+Ok@{1s=%|+X^t!YDhvdjn=34cs~;=QE_SpFvb!>o51Q52xsn18W*aSAsWKzv{jbc
zLbQ8!88CRSSX#m&Tk1d>OxiW7>WF1VJsGVfMA71FNdUEZQ5d7EJNd&SO}tGwxdAZD
z$G|w8SrW6=;g8)Ff`IeV^&@a2l5Ox+%t=1S01Vku-T~o|4)m>C!!GbLAP~LwaE4oP
zmSzFq?yk}hse?vCpC>6Axd4p+ImoFlurgp~Qx%LY{1BGDHQ9(?C<orA?m~I#fACIF
z#bv?1c{+hi+|E8+2phPZxwx*tasTcJIeWVfdP+p#XhG&8wv8e-)tr3JkWwUE(#^-e
z;<7APDY1oHV8+aHvQrSz+Q_G1WN@ZKvMEQbvPvhgaQ#^19?P>P;8ynm?<x!+lDpvT
zHZl1FxTcbj0W|rexwLmWt&D%(C;A0z668XjTmWqwgwMtz#v3CTXYT$`!UED|^6&;L
zODd)2*j7uu`F~YXHUQk4dvZAG2LN5E9tg4XM9wJ3X_5)RqBSaTJi~1XV8oArZc$Ma
zs@uYQ&7^g+$#nsA_iO|xNRhx^4k=B~%q-(86WgBvhIAR+%$vMTZl*xK@Y7^4!HEz|
z;0wZnwNl$a6t8;EBcyS@@ab$YqO|Wjh>vC(e?(}DZ76`*IeZ3EDhDuDD<(i7`_{01
zKq{)MMSL3_4+Qhj!~FSOfRZeLClqYx{qf4%4DP`bC(QYCm;6blw*`FRo>*7qRy$ac
z$!i2;&vN<HNjD#6(2SN;z4(|kwU(m^(%|GxkL^9BR4V)qsamOuTGBcaJ`HLUOt9BB
zp^iWtke15f0a$hO(|zmDqo^SI*r7pSQfJD35&M6tyrF%ks}0I%n;rerNs1Yy?wh15
zWzPO2X)L26hy;VvhS!zru$Nldf92p~w?>suoah2aP>$loe%Og;-G>FKjZ#qwkSx*T
z(wi*KVKXwHo0z2l>wJu_wI2gTlzV8l7|5%XSLW&~{9Ta+5^0gAH8meL!8ZS_XMsX*
z1+02jL?9TV$pZPQ`=Gwf5|Q4?^cBD%T8Q!E0Nj3)tJrUFzml=m5-S8X*qngVb(2Yc
z4}lc)oDL!A(+#YAeLvIDK~3x5BS1y@&UphcVPqE2`v}WF+rWq-aO(@lIyySCz)1L-
zg3+%hhcnn4z+Ph?YXeyg2(aWv3a{EGtCu7c6#QElou=yWYKjSD@~kQk+(v4dMb`aa
z+bNI@7IhH>KFa85pi>ZXOde)XXkaQ^j^1D4YDD3W0**yk4f916f-gZHj8kUC$>@a^
zAvZzIswRYgTkxFiey^+G*H`cq8Jz>9ppDU4P+wRD1qDm}<@~YM1=7NJZ6wpziaJ`G
zNeLkDypv3<i|g=nt%6nJ%A5sXC_qM$U?@&5ndprG14<c8z$2=`L@1auYYvksRREK}
zKckvU#ewmOkt2n$ISP=-tz1<YW+v4sq^6ZmR&b!_EgN*%6nVHD`_^};4p(IMS*<g$
zmj<#f8x6aq<HKabT~R=T+kN5$05fM*T&@s0VKkNR-#&+BUinxTkbZsjMPfsV-{F{R
zFVdo2i`bhEj=r7%G`?(bj{JPNH!ud`R1@GhyO9^zA80!(<kpr@cCmmdSDO_F;CerQ
z{<%;kUHm=jCw~B{XXSvbtv^<(jFQc~yK@!jGy103fJ-QG9=<0MI%+*{41}Bt)ba00
zYJJ|73a=^}e?RLNBY0vLN~Md$&FZqk)n#3Rvb~olTP-WPjfbu;^CN+gmqjE@!a+`c
z4NQyW6C(9zy}^7Z9{7v?%??N}-K@mq<nYKn4PYl`Dr60j`XjwZQxIvMW~hlbtP!Um
z?98gFmU*gbFQ}tS18qQur8gG(0o#$EvAH2bqtv?psjAX7b<{2(E!5^LF^4q!43oPe
zt45pnf*haOSz<8@!xePDv^<)musf%Mx!LVJ#8=k<`neYwE+x8H)#y!7@Ro2*H#~ID
zNy-XI@WVdgfrtmf#gEeoblR+ZasLg`MKpL4PY)a1_3VlGbHm^5ha12g58tT23tHIY
zXlzfqn*(Nt>{S4SpA4*<kp{|cENo9Xe&pLC)?CuIWVE9Rr?3&7)U=+gShhv!z{p8w
zv1<;8J^`6{bo(>Mdp+?*PS#!VyFs|g2<PXIZE<G^@4pb_e+d={{u7CNvuoY*57dsP
ztMpAA)(LlMZ()ZeC^?B%xQ!`!P8xh*ZGMl#N^OG)y%N3&atVc+?|b}w7%)dAO%1@c
zvNg{%gJELMR@(C(O`jQJLs*HF`mH$w7LesRpA;+6#!!8rRfyemVKYW|#fae@TN;b}
z)h$r+x1{EfXh)DdP_++w)?l=E02o<JaPa3rbR_tbbLILuYU<0EKMlOEE6WvuvDdEk
zbp35XswpwR!=~74r1TJcTbGSl*qR5$PT#8!-4@E%PDtQ>xcxGe<SrDGd8}PyR~>_x
zmJ{s3`^p1|sW;<glgGnX*{)~a`R?1p{Fwuw_h7dC`jCd#-PK0sK@bef33U+oK5J8B
zT=YVs)(?gW!uI>qY!-{9+9U5c63onZO&?MG0AgKGq`e9F9}eOIae|Lp?JK(SSP#1B
zkQdCMP&D>p8O7Iaw>;YmVr((lm^<W0m=&(gs?|;|WWs7DVuoZ-YH8IPdxGHc5UFpL
zT9cJ8b+ShHIPeJGdq7Z8AWyc#(GbH0g1T<!96n)QL>Ah0!rdl1_IG+<Lq~+G*k{Kd
zqqE?sVb_Jj9#&1Hwc4L6Y|IMJ7V}5_^5T>Yb^$}2wpv}A^>ye13`!Y=q&%qX3P}GH
zQ4`C#Ux|-@Osr_jY?g#RLQf^>Kl|gj2ms5XE1arDF&71-tjw!y`=!PkJNC~ruA#2z
ziZ|z_;Uf_l+Vm^orw3d$qdxCBNhOv>ws#5(eEf84-+a=H8Jt?5mZ+Vv`Gizp8X_Vu
z<~+OGy4Lq*A<#3KwdW1_Do^=OH4?h2z)b2!bxtnxc+DN%z`Vn<&$83TOp%GE?i2k~
zs!v;&P{RMk)>nr`xpnPZsHm6-2m&f14I(8Vq4Xd%^iT#!gObuVQi8Ok!VDeK(gujq
zjC2f24>bZqGw@q8ocI0Ccm2L|UFV#CnCIEg-fOSD*1hg^Z}-XWQhTFepZEu#Ur9o7
z3I(3*dBnTHXJ|JsXb4C&SO4OfbFlC(zMH4V)bSgR&x-_T*Y80<@o)P8*G#<8k~(d0
zOxvSxSoFjTs-yW8)7(B}pdtJ+)3klH)!Y(Fv!l`YyuG&Zrrcf61%9)d!5Fn|kWqLT
z?r8X=+jEq0CfC*;#rTu+{^GftCZ~s^Gy{4+TWR&({5-*2@L_F56@p;d;>I71-Ge3D
zpRLkQE;G1_WE*OI<0oV;4R7c}`V<xYF8AiQEBGRw6Iz=aACC6#lg<2iLBV4uq3I=d
z34u?hhos<H?G@24n-wVzMYIO8Z3d+enNWm-ibH=EMKw}rlFOP$+!7s^i~)ZtKce4#
zv@MP5<Hfo8u!UzIFE)#gbTMz(e-Sx)%;;mM=Tp?@hkiK@IZ3k*?2?q35F}tsiNC|~
z2~`ZJw(lzvCEdB%nXTWZpLS=_)7y{tIT>o3AI!1LX&Ln#urI?yAkFpgPVsfatGKzu
zgaN2C9o>@F>*<zU?>2Jm3K7G7YFm0acQ&4N^X^?Z(AAj^%qYyQoNUduv`4>AIO!<Z
z3*qe&d!azNPdRL}l)kUakm3_poL+~9Jepvj5n*cGSz(v*c21nX-O^bv$6?c#X7Yib
zanFl<gey7^_eB4xYo#V4FIThQEdTn<_|)-|vWsI+?WRh>&qz_*$1VfkFR`3<|MT=i
zUlYwbPM<y-1D4ymZd;B#{=&!2opvtAuqcqo0zwCF6MQt@CsgIlmtLUqJD;^a@_@*G
zUE+gbO8Q`q65(l~Jc>@a_(G0a(eLA80%~y5=?nD^#&u_xytni1u6mUPxHCZV^aC|h
zt%jQ*Cp5d1KxJ7A(mLm76u9@L?&bX!qfj^ecr?W4%3HEG7A@*to1`zXBdRPsI&z3y
z!_1~XkN#vpIGL};WnD2fM2)IVz2ls@S5`-2fh#jWOu59Y)U-C8)+So4&T}s`Ry<Cg
zw8P0UsoUGBx7_LZ>u@>^8hU5l8GN)n2i^?^B*Q1NsJ=3ny0KrVvXb}jGQ=Qbhu!)u
z0XQ^iPx7DF+}z4BDENveS!<s<P-q$}s&MnSm%%(;Q^UO_Bh<5uJJs~LCQw_F8!il~
zD@n?sqb=z{5pbWcReULXwgE+rL|jgJ-(V4)aIv_oeb!5?8??(y_>q+Z&W9QqRZwRf
z`KoqM1VYmECDS|A6`RfuE2&SG4N3?qcS!T0?5^ZQ`b>h`<SUWV;UU;-t)jV;i`!{x
zoHGoF+8DL3TTuU#ICHF0lKAw8?KR5*E&F`~pMQq41(1&T|CReU86iX^Xsh}(s_S<D
z<Q9A695&Z2VP5jXJC^hKYEGjP*HHe)wh1`t{A%u)pm}ZM8UYG{;SZLd?)As_`o_iy
z5gp~`6NI3cR+4-{>b%x0QG@o3xj{9D=*>QpR{fQQP}RVQYexi$H4Nonpt-RcsGVd&
z6jVuhfLGCqXSUkQG(&CUYO!R3dgWBfnsX?PYT1sni0ZL~+bn~Nl)Kl8SnpEa=gC<T
z?`!KNN7S(|g^!FX`?kWOfB&4TwzOxOl^S}Vo;xY+xD?pm?y4$m0YGM<q1~5#K6J#Q
zoWG(LPpHn=bC!FM13O$e;N5Q1Up@O;V+FtcJmMG-V0XO~XpoKO1TV;V@el+!OGnVe
zmp)0LV$EH}NQvJ0yvNcfoAsyz>grl*sI*gmDuh?+!QVU?_zgbFI#0Ih0-M(b(%W_E
z8K~8db-ry`viYLtrJ)*bzgO<)is2<b9(P|?LLq*yUGhgK6qYM~-)A3zP2=uAEfe3H
zNv2Pm=1Enh_!XVfNhg`)o*E}Isb}*UR8EpR3VV$9c)?t?S{5IFTyA#8j`cb;e|FXQ
zcv<2MY&8aAc;CKl*|bUSiMD^!@wu??(YI%9bc4mD_hg9s1eGXjX8otdtV1*7AQhA^
z;rtiHG_V0BP>`r;g6ioMP(+&+;z-bMm0c;j(r0ht#VT1lI4s!KUDRfHdP=aO?3umN
z$LAr;4*}b|&@%j+klCK6j#IgCYkcf@iHr8|_nPtg_!X<aJxe7V)xWFR_gu)j9I5ZN
zGa2Ra&BbE5TB)yPgS+zPiOGDvfzg$!ktVM5WL}~Ao$nLX#kjy|^GWFJa(m_&{ec7$
zTkU9-h{c5c9s9WEuilwq)=%J-wf*Tw*3nT*mL5{kF}EmrGWPW2v6=2iP5Z*4{|vm+
z2xSobitn>du74KvR3#<1VG3}SQQ}%L4h_*uw$Nk-dsL}uB%Nk!=<-ytX$ak?;ys1S
zKhBFeB#;Fr>XgV_iu8FCy3d7e)_aXNXGN#GUu_TA=BV?^S}j!^EWGf6il5KG=Bdf%
z4LV}!GVeF<yS;yXy+Wv#c^_L1K&`%*8faV6?wkgD2BvY-9V>gY#j=fTW#XT`f6x2g
z`l;^GU?U$?e!s`k1is%kzl$uPmGt3@!Q#Vs?yqUrKeD{<RxF((l|xBBVXp6dVJY*b
zuc71Jff}lY{bzg>vKTb1(S=9$m&zGNO7%AQ%$H9lm>H0%^Ony>WLKK})#Pmty}sjo
zgSLbN4-|s40fR}G%O~A$TKx~zD8&R}_CT*xLV7I-DO6Q`uBN;+v_d40E_!aUSzw7c
z&9HN|iOr}7J3zlVc`-y3_Vy1lNeTYn?bXN}ZZEZ$jce3d>yuQ=;*ou4BdLz^S=mS}
zl36nc7*B1u-CW=fnhQ7iao<$sJ2qw0s<H>7P=ZSdi>O^Jq;~P66Rll$`+DvAe4oNe
z_1Yy!Y<`hS!Jfa(ZTYL%%w}#wSqD}1mXy+t@kgyPZ$Xp3KCOjKnLQUyh~Dn?<m`WV
z?^(*8X94rnvHJ`(uv-=9DkC=gy)VL}-a2&K>{NN>+HhnW-+Fx6^vHML-@ap=Z~AK_
z<z!loXKt*Jhyco8ym=xK`^AH0&q-!po=+C$W#vNl42A5Y<$!s}negtp8~8b6?DoC*
zm=PAl2>^oWnvWe0cC*t|_|xiH0>wo7Ipvmiv!m5=_hlGrjdgi0Pfv_ioip9L=WW}y
zv;kocQT<f*4+S3A%A*g3(eLsW${MWFubpHNf%D08G-bZxcOrFMjZ^$muWGG;i{~3t
zH>)BF-R4M+vvwpJxmWYpCAT*nfY54@b%Tb;=tjeS)*>kK?g`V@D^+stp8w0|Zg;X~
zDQH4Zkjs={=J^rTt-d0)(!T0Uob$_;L-E7kzDRyOCs+Z{pBf17CI9yczp!dt{fSBA
zgP|c>1{|hG(opsCKG!qSA;PTEa~v4G;Wk76OSjy+>WzaDM`t}$O=V+W_p+o$U;bIq
zHtEizd<jDak7llMKos_xu1IgwE2uOhD(6Um1)+@SsoN;|rGxS8nZ)sCyU@II(z+4R
z_SCK&FrJfFE{Reg`~4bKI(ifIG-)2W<}{U6>ERJoPlt+|?M$|}FSi(up4i$ad;K-E
zWel~owjQ@O1f-mbWpZDr-v{W-gXdUCu=)7rY&n_@$^|Uoe&G@`-&H)GlII();^|b_
z|K$ABy-g{g^f9t_;6mYCzgI%hsA<OjR0~IA@{bX>OW942OlcW*?@yfwqZ1)Et`E7i
zC}}6wA)!3u(ouPa*wy8uQ|VMrUXt^`;K4#pRN_nWw1moOU|>i{$TZHJm_#G6%YzF~
zOq@HQFht>m?Mg~|N895tP<5KDAw3!X;M<3&ii{bR?CjFEbaM;8`VNZ4R=+FHEU)YO
zXCPjJ-r$KnI;n~@9CyOv;<A9}C+`|!kaXhAbdot`+gX&DKr}cBgfu=0KVPT?eD?M4
z5X(2zI=kB1c8<Dr8mGCM)Y)2g!;hqHB5fD$mhQFx3)FueJ$hs__^IFw=R^N4rEF*q
znSAy4)_=Kpt&dvYxVsG=E%_n-3qq*Rd*hk!ew%Wx9QixZUkDgBsi4;|sn9z+B3Jq$
z3v$olvqw*N=9vtX8wy-4<1i@hE4GeUDg$k*5Bx{=wF6_1w?y^!?c2S}cI*_AUGlr^
zOKh-64w4^2O6ObKInL-`Z}Q{sojO+F_h&FKFoY&Q!gWsv&-wj_G4+W?BB)6N8hr{u
z^7t{ObFfO+b1bnrA`sg9Z@fLnP$K&+HQiNbN8QyYG$gi0@r198q>Yy)oI&zzlpXdk
zr?=2ZQk%47?`C!KTtLjTfS{0$Fz3qYkI~zAEm?!j^5}hy7_d(8i}%Fcs*7|$Ok7t^
zM&tM;Nh2?$cLMHwuZanx?y}U%2;u1Rwv6iT9*R7^`+{cFoJLjW2j8(3IvSn-wdH>Q
zd&@=M_|Km+ufs4h^#rw8k56YF)NR^iDKfu(f5QH-H90`nEToi|KC4Iw3nBKWrkO@9
zsy{4Nte3YG7aB;-_Sfh@TNvFk5r#jFJV|+EdsePjF))DYEYWQmOQ@foJB3LI_1&tH
z>-uJduzRjwAbj5*`P~u!5Dcz)w0tBBd9m<}z&J+x8@J~sc(mZvq$`AfQh@adN(!)N
zPvAKUt<0*M(eF<2{pVB4V6k$j&UT(jcWt|1caPClVH$7u6wz5_8p=l245o};R%rh<
ztb1@F6tBc<<V>VI9#{@92J%%VCZ!IzZ>BTBU}XCg$y@e9qu~g~szo_D+1XPVD@7Vu
zkDkmO$b{nxn?%eBi#`f}S`SJz@PkOBN-13<H_T?Vq~hHXOw|_Q^+ZLQ<I&;8$Z;cA
z*r<_jqnIfx`TH~IJAemr658(>B$|OT?c%=js`$pAiIp?`Q(H+P-c5eZ!x=`kv3aw0
z8p=)Zr%(1%lwL113I<F2fg-9Wu~=QA;J(T5{b4nuRR5afx!ZCuk|%`$yF)p8ELhP?
zaiglP{`=I+rHbkHXc6yF8m3xff$f^B=yBMLvK_l)xYs@UHke2iLCcyhc4$R2=GC^i
zf!Uh<hgTs+diUnQg+2-2eRZIH@4Ga}N@~X6n4{bDosd<y%AE9F=l%J0--bi~bhsV4
zwiLOCvg}%Rl)@=^)yxM@NaZGNI-UI3j1z~JT~6zkJFI(Gd~Y5&xog-DDT^Xs@Hv=B
zq~rSpKbd)c6RKC4Kbu#k;zHA`77O{<+Y#_=PHIXyFQs=@1WL&p+vP$9etb6Uw!Ico
ziGP-_h_D&O)XJzh_sqZFfWL11XC%BI;TU^mjuyyKr^%k03-aO=#Cf5r*+jIVN}Vwt
z?|#-+lDxszcBcf%<d$YbI(}M!IfHCVP5+-QN&QtM&tL#Wa`z<WLH^2#^*j?Ul@gw)
zqt+gcg=Zu>yCNus@ZQ1!ym*C=yW;LDR{iq=@mC#UcYHhcyQ+sOR#f^K4KG%?N{U$Z
zUY=8FllZ-Q5FWljsS(4&sSYSgo@C&o(`V_p)kC!ZW0X|oot;Or3cOZW7-R_xw1-o4
zcT#lj+=*mKt)C=YQPp#%_2`EGu_8eSu%bPO0x9M}+n*4gCNe<!`SfrwT{1xIQf{6c
z%QKoitG({Ox~D!6ESp9zUWe-QN&elH`Cw?f6%b={g(FLS932+TfhF5j{Zi$>?21&w
zNwKRZtmGZ}gp*ZqxZvj5^cc24{aqg=XTrE~#)xL!{wbK2qAm>l#ok>*dA+Wns`MXw
z>dcz*ntghzXnCl(3!?+myl0F;#g(OvI~V)5rlwYjEzoQ^Fks`Mra)IdvURnWFIl4}
zcAY810bYBOLX|#gQ96(40k`Abl(_GeXR3K;KFXB!*!1`T6}1PYN<GJtQ@EPSG{@oL
z7jNzE^5)}!TIJrl^(HBpQ=HG1V}{gpT(7?Fx}`YTrmDrjrZxu1lZ~P9zh!Apq;f1E
z@zaAJvv4(N|I?#Y>3<}VLaso#KoxknbHyBhzujFHD6!tk)(DF8#BVtShAi+q4!%nZ
z!X>_^k<^wmz6OJy`p+0p5k(E02(#KZuFGTR5`CI@N@u(43F@6IQs;yLT$AP6H8=&{
zzoj?s^ty5EOTFma`X$7rC&1pPX{mdz^X#`P)*7CAQ%7L2Pb%!L-P^vs)e6~>8k*m1
z#^q2+R_<MI`COLY@_9Ewc+&;!9bH8|H;Q?lq}lxiek+BUNk{K?GcJJt)HQdaZK|`E
z@FHJmQrXQiA97gBf`aG2Kd@`emxS~Qe}^o6JO1AJf^SeKWcV^qZ?J5-^)pIseLL@Q
z<A4%uEyR&stGFf!ThZsVz{{YuPX^TwP4$<pwZ5(PZjMId$2)><k%PY{%5-E6V|anf
z?CqBJaJ9<gHx`hM2d$^C>YA?k-^04AoXtk4orpMIVSvap@uqrn4Jg>e?s_SgF9SO^
z-?<(4Y_4k^g~fb!kOeDD2?JkW-(8BjS&{9##HhylY?Y8BFTI`zOJRRVqODm~`_3Vb
zc{}`Mz=v{R9Ox0Gr0~;?XN}5JRmf&pn*$N%{e);c;=uv}tDsR-6US6%9u2wwd(V^C
zU&$QqC!Dv*XY9o@0*0C{Yli9?T2R8a2-WZ~WAsgP_n}n*i)EC~h?&-3I2dCe*I^``
zoF_Bk_@3P95J;g$KjAzUOy|i^y-aJe?f#{^1j^q<VHmmh8@f&44674%o#FH!ZDEUb
zI&RpT?_(+9!0XdR-L!&iq}FBJpQV=z!%DbvWi9jn%Yv7>*9T6)yecSBO#a9$qN#Hv
zgiGNl^yuBheVbgmH={v%|1kfHw1ikrR++&3hq~(o>&-Wvw@tR@<#T(h;`?D)uFLLD
z<>!PF$%Jz5kY!mrz0`YO%&KOSQ|w&~_xj`5%zRMYovM@Wy0bX0yFh~a_4&h@;=7jI
zB4EQ0_w3r3$q0r!&^6VL>g_zi8pWyL!@Sawe_u-Kks`<N;$llBa7a}8YtqA{JYa@?
z@18(M$oUMN4MVlcZT^16(I)yi*Td6;&zWZO&J1isPv#AM;CV$pmU(TC!So!4kX^!}
zkydJbEJ9*5Scu$LR$o_lz3dJ&UPJBE4-e>-KIom2MLyx5OpuPNAnOpj;IT*n8M1%3
zKsy?gKNN8AwCWJ8ut_0qe#4Eaank8C_uYbj2g`0)_vx9eF6da8TWEiSnSDu{e|Q=A
z##5Dq8lLtFa(U>K()mAw`9@`VWD-ezeZBQaU4SRRBFj+6nt_Hx>|K9my{{PX_?*7o
zsSi6|J*iV&KH7J`c%UB3s&Q6&ul9p1VvjTSlRlb%QpLw1%%+rk(CZGX`-*M0edRS`
z-&j=Z;*<xI%VvyFLPKqAA@cuhinwe8n)Me@`%=k8bKtAyJU=1bTP|YXuVZa(eY2+|
z3EjZ#o-kjvq|WTxsa2DNDXm#%Ad}%-|GcEP0TKr^OK^^B!1_P@9S~Evdc~AG`DFS;
z$q{kk8YFY(3>CKXE|s5}-7}f6xTp!AT#HP{UuF`-9rX9=qxuKeddsKpr@MESO5ryw
zO3TFN#ddPL-GAwA_V@89`0)**A;x`QR3U~1`Xpq)=S3hrJBgRW6F!X|mjV_iBT)2y
z9Tk=lHQ$DHbM*{7c)YCa50R`L4y`#UXL<Cj20uN*Xga}091-yf@ni7W+=x1>A6uuI
zSL5#SJdvtn>?%IZ5L<9UC2E@L#-FznJDfC9H$5k>ThFhGrfdCa+E?FDKV836k*Qxa
zUDN;L9PM(`kHx8o03H`0Ga*{;NF&L6{X{Tb%;I=cHd&#J1R2kZitFTM7j@SCyp{4&
zt!j*sG_~!IH3Att3|7GmUWV|eiFQcfPu$4TX-XFUA+|GRNw1R6!mH-1(WuOaDo=@B
z-nP@JzV);x`J+n^l;P9^qT%b`^9J;OAlBEP7UF{vLwRj&QaZfoRLol(?}ka7=wPk)
znmzKCI7Z-nYAn$Nkzt@~;~DGHUXOH|OUMt=2(K`?>{>315=LxHvRkhYZ%>K|g!?k^
zhIrhb_K0%%dm-~#E&b)i(z}*fLf$o3YZ3~PVyr!J;$&BSICy>-SOzIj3D3~WMNR)o
zKOqT}KTd7CDdN}9b*eN+-o2IPQ`qqR=vQv4pGinW8dtd$*LHejKvuQsm)vWRxlD~4
z$l}6&qOX?2OL_TY3H_WQ9y%LduU*<@GgnKHC0AbZ*ha2<V-c3IfI@8~YnW!vys<I7
zM-EImd8P#8LV=27^Y;$n<&zeD8|OE4I^=qpbPWg{aGdG{b~<f9spIOZ^3ApP|7uL5
z9m*-;YV4O>H%EHsWPMLNJADH^((A9|yLn`?hC|eJ;ElJAp-~yLL1m=vC1z69y~^Q?
z#b2+o1_uSs-aj|1_MPAQE7Rg_ZzDXPM(4c4j<(+18-)S&7e%v63W9DpRN_FUO+n0|
z_0j8e|LTNOkgGJeu;Aj)Ge50-t-*=~Xt@}n*6ZKOA6}m;{*^FGgoU$csame|UN!2;
zdcSt-vT2~1q~Z7j?<pgkbGvS1R$pFkW3&k-z>Rr5tkn3LUge2x8H<?g2`~Qd5g7DK
znT-C)^sL3Q{ZSvibH=!g2|tv}B&8~K%*gdN>nTA-d1z{CmEN>dOS)m`&+HZ}4FY$!
z^k)G?Tbffry}xK_VSx6lDGdBq3m)=uQ|V@elAAp;^|!0l&oJrgws;j>=9XwyJ7KTx
zM{&8JY7-ko2+P|ym8x+oZ-uwdTF+b?E(*y0E-u!E=UiTw$s9e0G=7$1(lzE3jtnG9
z)Tn-t8}k2GYv9{K{zvScMxE{Vg_R32s{G~hY)Wr*dh$$`fdMc14iBc*=sAM9Wr1eh
zEH1YGf_uq;@6@jfh(sXoQDsi<pqbJTmbC(1GMtl3GnOjD#$46Cx{RxVk)_%lIr>E@
z?3vR;Rf+{M<WPk7($%;oAmjbMY-}@BQ9`DV>*h9YLC?l}JK(=!pDl0yzUvQ^Pn4wG
z#wOK{Q+_r^QA*e5-YEKby6O%SpUFmQ=k$w&Hi7{=$upGbeaO0VKejccrNpp1(fJ`8
zd)--Yn*;Y}l7FRY1w>Ky=f$gxzoFdRWt(4}2Gki_xDX->XhBmbaOJ=E@EOF6G@+7!
z?bq$fJ-4G^_zvsdqmsl+aO(Pw6%<8FAGmi9o#wAX@5^tpncum5i%ay*VV{0CDDI)@
zB|Ms{9@V6%%pt~I^j2TJ^lUL4VuH@L)AQ?)ZfYu?WEirAPBKr>ZqR`;4v=OX)gO{`
zRV45?vyD`!A5mRjW?Bs|c6jCI@mUplPvNEUoEz3UU*)-_vOkWKor>t&f{58>;;-)4
z-dHoXUjLM#(n<XM<Tw=za=6CSLh9;!pMV(hXXd=_9aDwwy;KnYJ~iwFy^Tv{aH&I0
z14wa8CxYl_oTz=AL-{z}WC84c@x9nPWSSDkIp93X8eX*xk-6Ic;lfgo1Bw#}jDF<<
zvYGW-M|h%UR2!stnSHZ`$9?d_J($Gp1KOy+MXTNK{avPZRO~fYj<<wrLR2R_yO`uT
zwJE*<ZBu3^{@fWExfe;RQG0mT7eo7s7PKz)PA+_IuwyO)kz$XP6>bI@-zw*$X^z7+
z<UmFConZD=II)T_r^J*Et#RXH71)JPZo8=LSsL&Dt@NUr#TA#Ks|`C_(?7A3^r~I)
zs{Y0TuGO*#PS%1i9UQGw==f0E+%}H<&R!4O5=p6npVGr0Q64_m9$|`bz=&G@7F@#E
zj)Ch$Am}(r2SEq$Qez~_o_&0h&P2)b58&VR#g(~Pe%YTIF&w3LVC%X!))~2eE$qcL
zX{~9`n$GbX)*X&m839Do_M%L!MF4TM1smIdNz(T$!s&COL{}eLI{TZt>!>CU{2XwA
zW5;FNp)V@W>_NW!yv*{_4d&qwZ^B2|%IJZcD|=Hg8Z7X_KEA<^+IYjhn%iT!)0Zc!
z7fa7#9Zzh;@UeMUM(Cy)q@?LJsKjhvAUOti{yD~V<+qOe>J@xw17>nSRc7dly-AwY
zBc<BXz|iFf`DRc&lV&Kp(WwCL`S4Ln{CCNl!6&{VYH|LeRqBHpR$ff{<CrG>2z76i
z1?u^8bkT5xL+tb%J0t7W7t+q5!V7$Oj02WF29cf4jTOm{$_ermTi~m`;rXF-Zl$#r
z(CU*dyMf_*!)$k8Q0FAKUERPZBZB-^1y;QfP~Uy6S^cha=Nx`Q9ILgee6~uii8;y6
zdPNL7prk@b=H)wow&UIG4k1=AD{?GR!B)v8&6K5@b9c<*ltlBC)dShkjyE1H0u|2H
z#HGaT@#qGX#5S$E0&#`VDw7K9Xcz1f?#1n=cIw#B)^Jk-o7$#9V{jENvWw@+bbl&p
zBN~A7+f8DGBi8T0tKXuarm`=7Hj}IQk}JuNt;g(<)1m}YojHE&BCcG5Ey@BT^Ek|f
zWR6cbfq8Xk(i>OU@8=alyho2ujzR1AF)Kc6I&PnJP`CQm5p#17BC%~r&g3$fci3(s
zdza4swiYT)Y$2R|s6bqCRnYQ<@TBC<;-eEPx=dW$b>CIyG~ONz3FqH5wDGyuI_aMG
zR&j`f27iI%nOuB7<kHRZ7uSc}ZZQonh6?rAG%n^|<RfoQ&fV1Qs*wJ=e@9uC_D|~9
z;~y=viNA8U$FKM!h6MCG3vdN$$KUd==~OtRblShCjhXV3w)YpFXUD&6#g_FTm?pAv
zBr&Q!u6CMzWm{_+&f@{U%XPu2FYX5GUz<(OTo1;v9#~o*H|4UZUiI}Bw+3fq7nw}g
zZNrwh5h(mP&81fjiTq65-**nE&gdRbRn|m4K2mn`6&paSJBG+;8x+FYin?DG--ZeQ
zaC+SGGyGpG`muEf0bBfMd%VV7MTDf{kz$Iefane())uY)*f?wOs$~@KmM)`PA#tSx
zm$TAmXpz^rQJj%^f1qoHPiB4T28NL634^^5x0^&=FzjP#p@zVN?P^@~B_EmITI2j|
zmmkX*<FD5)Wrn-_aK(oFLJQ%dr(K%Yx8gF%rYyjES<TxBF`QdC)_P`uo4-5W%65HX
zh;f^+s7X(Do}Ih1d_h$-%}V1{8GUMfb$=HP143rwl=bEj0;%^gp?%@g+R3Qm;Mb~Q
z63J{Pq%xO|9^_ID@J}n6CC#$gZ5Wq6728HMK8r5l!B;&e{VX+QtkxV@HGe^wklm}G
zWM3Rlb=0j4Z{z@mdGUyu_1F0Av-T`46^XYrzg|no$Q&2M)(@-bheSyvvDY8CT+&~p
zu(8DD_=M;mk7)@yJAaUM0CjeCo^`;@a;iiSgw4nnh@=qrFMv~QQI1j^ykPD4^?jT@
zn$6*;7B!n}H9yvnfY@10?wn!d`jE0y-mGK2Scz>K!n7SkWMAPi?#hZp+isNp<*Qw7
zyOukMEKMULBG*sudXFEoT~C*S=9v{`R;;amJ*y7={@B00f#YS`lecKp8GIcFCjNnn
z(lC#1&e^|cr8vo3o|6pt>TT>+GG_L#>O<kFj}uu&<q6I*Qana&Ti0YL+niHm_u=wx
zrAkFTYhJ-_g)FJImdbv$zs)jxx{#?!AGq$IvowbW_PhV(wf-E042c#`Hroy*{w&AZ
zR%0?*5$~*z(2I6`1#bEZUnt=9zw{lBQuaFHC<VYcT;Q_AKZj^rR14_KQ>VgL&Rh;%
z71XuoWp*~RI(qKs=|+_yfvCLr%ZZzBJ2UiKC&gM~6paO{+YKT5E#|nfFU<0Mr{>)B
zdW4JA$}eM&8(!%qFfFg|?2f!H=gGQ)Q71yL{%5|*%!4(3hQHyF3|CpNAQbI#I_J%;
z+w-yGwFo#M)$jgB7;=zS-V38siA_@272S*W0iSvqhJMv1I(m#?`4~kkeUzJE&NUf#
z9qa3N*;`LLQf(b#wjX16%*%q%bV@JN?sVil62Mo5qGvc%4w+o4r)r*ytI=lM2_(Cy
znQXLc(Jj5^Z>TPvVbN`IWb%1&jdO;7#5lOYi9FhMQ5PS~C7KB<_EmT<Eg`#c<-8Fy
zhz1$D{;vv^ak*%1)5R+`5?gwi#=1MseebZr8W^$TQPMZ$P>bob&pyn$C-$lrcuAJ>
z_Z6!qs~c-gTflU1s_jk(`vMjhOr)<TrBw{<EXjC~kIg5t=WlV8m%1nQ#6M6aB}HZl
zx2|uE3}a5Hzr{%)<JK{eQHC}Ow%TRkt@w@~WjDskUiQC@)3O<WXqnS~_qm@J`6^3<
z__S$?wcP9cru|aB;c@Hyr%c1cF}NOOFlv{HO5{*0*oLIZhD{jJNes3Waw8AP)eS91
zdh0K)Pi{w>;5|n}>oJ9}eor(h?D&&{0Wmi`Z~QS~Z$Nvp@|vkhEa2f%uJwSR7>Pu7
z6A?YewcO5;sf0F1ql+O`CXCpdjHHanLP5eRqVGb8k7879rMzy<b=8gE!q&4zxQ3${
zZsSfB(?2F^#@%;JvqT0~+Fyaoy0q(7_Ruj%v8@O&pQ8_ZiF;);&~E>tHkQHBDd*|1
zvi=UAtF(S#$f``OW%e1O%Rcn*iD=P7#IfdHwvaU${Q8ReU*SjN!w7?&<YMz+;f+&-
z(cxiEi&>gjLc`8+$2?S2l}ZZsTG8@s{!$QW6wdt@`*+XKJN1ng6*7P1cJ}jyE*<RA
zT<M&<oVXC}GU|d4o59qX?>I+m+BSNTJ%NTmWb`&Wjf`rX#O=n``_h_T-i@2sze3eF
zJ4qR_wE0GFZ0Fz-o!Txhugd_f%F|KaV37blC3ssi%`OJQjYz|VvzQ3~$6gmxX0x!G
z5`P38Q_}9UgoV!>xPgB=LApRAX@~;64A<7Zx!$@j*V8Rj(MCHx++CFgU%)yku?ZzP
z*~=8zRP(!i+#2RhPi@UOF_kqeYojPAHJHatS7Pgd_21k0NPTqNHZI}i%CHhuoU<^$
zsG|F_<BSnYt$ES+W`Q+h4A`Z`UWyYav}@DTWps{leB^286-6M`hS5>8UzS#puzK$@
zcL2Yof#D80y2B!x<2!wb3bp*ByTrwyDXwOm!#6IyIcN5(BOJjOZc|o~v&pwye;ir;
zu2EZxdZTn95y_kW_*6@OSxW#igigVWRQQahIy7Kmh0)d0+~Cti1xS^3i|xtlaj`Xy
zoI+*Qr(&$X`2@*bYeObJV3tE&j!Yp&p7t~G-_UiLxJl#F)E0_*A6eX-VowjRZKj-e
zoIzM5`jprPou#?hFG)jESAlO-7~N3}=T##g>YDlJQKM|*XRC#GwGnZ+4d+K4rI2@=
zd_eIdkqW7-Z%gwZ&OdlO;-d6Dsu7tWA)0Z1I{ZViuvGEue90Wm?4E3-ss8!y!LqGx
zGgasrwCN}X1mUFO?gK=4wxh08;f=hdY@bYc#%0_sS<FIR6hte?aZS4w(8g<i>gnA$
zWMVv}W-?Uv(&mcSYHnw+os^7??}uS9lM92ppP+gTNsj3kuLs39iT&bvmoB*~DRPIw
zM<-K9Y1;GVAJboRx46pPK8Qsn(B^+>C|%+66SRn$$Q#m{T7`)_%t7%5jo}4t%JFow
zCa*iPqYm+y;7p%0QwJ+1pGgjnqkU*qmD@weyyQ3y<&;c?+`v|!P$kc;^l}AX0oe5q
zDMkJFIR=nadcAh+_%*}rQ<nME@!e-DS_G$n2@%st!fyF@_24;8h*6Q6c|YO<LxZ|Z
zI7*lJc1j*bY#V<p_(33N@w-iGjn8s!lTQ?lX!mlP`?)e}qV~9`d83yfh+5~*GyhF-
zSvrrO+Kj|aUA5@MU+J<MH?y2Xab1~sBIbI#vLCYH3di+;<Oyz`0m)pLC|N^FB=(+{
z;lHV1T!HkjvflSL9=iF;BbbZ_&i*WqvfUCSZV$9=BP&M4xN53a%ZK7I;={~;uiU$L
z&qZTrrDoh?#%(&AEBpAG56s)Gr<4-Xr-5S4jZu{yC(1cu4fWT>c<7PzPqRC0HlB@0
zY$Xb4c$OL9N}+r!Q62Ah#NW~{F@FfZeE}M&Weq9qqZbk^EWL`_EioQ3lrv*uFtNn5
z(oy792U`Zq^Q~3=ZJyj@6W+6~O$)hE420^)-j70RgsqZDNO1O8P;Rb#@=$c$#Jc|R
z&Z0`2hu6M|Bf;U1sc(v0SI!#F?ez)~&C$CV!`k0mw)H(Zs01MB5cp*yEyd6Lu^Bjm
zFFQnPn$w8rPn;bb`pDLW&z!t;HE`cDW8%WQ$kHMM?iq;sGf*!NOm5E;d1=m-gej6=
zy<5z9IJTe+ZWXIt)ij>1LP}nck`j7fW;N6}u9J;Kav}l>-;cgSBF_?h29h86YVkT6
zl^Z{UP^-Ues}Fq^^|9vhvpjejW_Lob$8Bd8uet9y)pArDHmt^#^h2xX{r#r}F0uxk
zMdwX!#&FOqAH)THfu6Z+!<N8Sl3gfq?1zUi;2)eql%4e=K9UC8=DrbQ#KPe!E!M#O
zR7&xjVkl|)QTfjH#yf15N<Gq=`cXkesu@%q0W>DIrKkx*GR=ABpWi1tL?O#O2pm^b
zIZnL2ch4#3mZB#uB3Bgo>syc%b%gi_IcDa;;yA~3@U7ef6`^E5w3}P~F>gI=-RizQ
zexEfmOSG||@q3~*s_a|x-UOCZPM7?SzG3CcGFsJoK;Wn5x97Z@fC<zNFmM_a3uSwE
zYn}WncFQYtt|IdhLaA$}K#le9Fv4OaqMD-gsI{U?qztn@xhM7K2;*!2)UR|8G3x*N
z3GHXm$t2erq)=ht90|-5v5(@SA1*XiBO5&lq%|ijmw;-)W>Q|u@dUGC;7(}DE(Bn2
z(!+e7h$<`!%H6Qb>wrSXc7>Z)7LMe_r3PE)E934{K0YoM=6iq0Y`78~$M-ysF_zq}
z%Z<^JkPn=XK?r&Y>@DSwiVo%~EpyPRe#VdgRadsP!5UP;#h%-XV}%sp6UECPE-9w9
zt_#^7_cTGv<+V94Q*vCPTFxW&6WR8zw_4#w#i@-{R3>8mz@#q%m1eqSe~|`ax36@R
zacDA;UKjhkT=li9a+%IX8hf|vmdzr1rtP7?c|h@ztV--eXrx;XS1BR~dGV&$`8fi9
zYoYEes!9;EJB;hQ!@!(9gQj-eh&fTIk~P59)@4a`EHz(CP-{6W>@oGr&P9eyoBISG
zjc8#Dg95!jpXK5*fQQja%CQSgIxil21y=j+F25kd9F1VJ`%%?UX<QWIQfI$jbNQjK
z)(juxnKRm0j66CZB%;D>!Ym2S{YK8xGL67c=hK4aiY<oueld3ZrK{vvjGy9vZ&}O=
zVbiF*=<lJm&EAegEc*PM6?ytp>l!xobp=i2y=v#DHj^kq*v7riT5S_oTjMTDvKf_F
zO@7FpCs%hp32k?4*fz_E*}Q8>XU3$jnIhP2&=?B2sZDB%80PB^EJ<o!B|1(TB^B6I
z)+B3rJHLakp*=+L1Q<RZ?TvW}!q%Jb6J9qqaHJZ$&G}=wgCi8)OjI~8`=y~T;E!Uq
zF4~(K=Qs|hTDvCp7UVgu<C7<OMD7!$$@s;=|D)bCsXz0q`O7j0Adqj{fCf)J=*a1+
z_45P4lsuhAK#WrA)?zTOLR(GyA^Hqo-7GZR`)w*)Pnle;Rn2<w`e4Y3w>Ilut~QJ9
z_l94zh%mCwNF6e(whtxqGiC>13OKX=kFFmo&lb2O)fITa)<AERSn0i=xCfu1mFfao
z6H_4H%eQcCKNKxLT7M9pp#H~+pPj;#`*%b<ran|BL33b*F>&Q><R8LY<MVOdIT^cn
z&9w(_p|UQ}Z4d9I)vY_IctU*aB<LRbFbdv#0T<<DqtRPu&TRo8=?Qm;>H;~8On0Sz
zLDv6elyu7(85v1<f`>~(5V>1$lJB#yRAqArE5uec{dC2Qvhw_GvIM#V_^f*!>*u*X
zJX_sP%Eiu(5RU!zYbZuyoEBP1K$-KjCVss)42OWMmb~2^BFHhdLl0;UTql&_V6ro)
z=-~k(zKONuwlI);h+_Nfx!k2Md9%ZPm=C7{xU+0z!2vOz@0&3ip6c9$wn3BF&l$@M
zRL2d<xsmBb&hx4DIiB_MCVo1q!;Ai-F}C<LllmHFFt)FO(93ZbaCIf}RX+2{uHA;4
zHwe-z0BFZ}_Q7~w^p@V*n7g^-wD}9|#zDU}4wQgmyCsKVr-p-3L6t9F>plI3*H;Vg
zKG^JMbQ}DI4o#NlWL*o;T)>phZi>RZ9trxKfnHylgsW-PN^H8EPK%7Yfp(a<pJg-W
zc7!}w8r2OJynj5JNK0^9w?Xb$9$BU<BG=&ajrmPOvI)%F$IfSfr#UEvDDJT$13<X^
z5J!)(9M`xiJJkY5*f;O59u7u8i}XwFb6=jNqyalH3ssT@ojh4UDyPeO298viqz$O#
zcHq=1I?}jO^DKZlHEiHL!>bi7y)R-m_Ak_1$WCrd54Out)!mnAiE8jAbG{CrBJfUW
z@w3+tc%|NYS><JF@UU~@T*+rE=w)5mOk$RBIlQq38Y^AJ*4p;{#VT*DHr;j<n7$tR
zZ{KNp;UK?YrC4VF4@vJ@#dI-oq~tU!+u23qJB?UqTja}Pe^p;DZ|D%CtcP~X^m>uS
zp{r%r@5XgM2Kl`@yR&tFP_<nTGs;ZgXM%6okEax0^ysLIT|8spL2t8vi5R9^S;YXi
zkVDW@g(8k5OO4oGy6O1wXE>HaM+Y&igo%y4RogbWylpOGKcmOneQjT$Kzgy;cKJ$E
z%f=5$DtW;fTt?v=JHwW;t;OCbvMdEmo2+vC{Z4*^@QB35-s*wm_6ubul~wd?RCqp{
z2W?4-jvClF5nJwXg^fv`?EmVA+=wc7dna@Ybpu<*;58_hh0AgNFnoobPn)MSZ6kWK
z*ghjp<QvCz)I>i!g0{lsc%@$41mxVlO}DxRtCek>lnY{JwzZq^YZvcFMa^|g&slF+
z-wn*WUR9n#HT-YMMy~Jy_PiIKL5!Zk2r|b~`y9yBHVSdtfX@LH@89Im?zNLwDMDsw
z+RR~4Y5LUF(EAsg4U4|@cnFAdnW`yQy$IJV!gS95I1QHvpgIxVR8rNG!xKQ>C<c~O
zfE^?X7i117vX@x@QdCh<>4&SN^`O^QgIz6AqHBGi-1(2!W7tWY%m19upDyDgV=%ob
ziJmRTl*tqdi~8?$zMRsUQ<rZ$*F?BQH5-?Tu?#d)FUHS#T_ZNez7#$QKF<|iK~^0k
z3)pF2gjV=^=_n#}u1WYEI>w;cPv)&Prcg2?Qj^lq_*{s-e37#S`ViuF{5I0bgh0x1
z!PlNpH5U?zh;UIGrmGphI~r|UKT(xl0_OsmWwu%Yg5Qa?WFdb#e&WtODc`NfWDRig
zMmb2s-Tzk%cA^5LQ3OY#K+nu2W~Xm^t1a$?cBmgv)CwOtjh>HLi{Yr{u!y<sgudx7
zqFv2Bp0Ejsyyr%Y2YVseon!#>0vh$Ehbqem(a;lpgJmr?ca-d`T}MO2Y?dZkru$2>
z)g|YI;W}$G@^#11jY{ru6#qh|Sb2x|%J-Lk^^y@al~~s0%9~o}cTcypS@=#nd`(JG
zYvg!^d|+Sv*qs3<>jeUP;X5blM-|I!qBY~J4|2L-V?_Tbg$<j+ebr{^rF!huFYZgT
zEe0oH2xq3q4Q>10Lyz$<I5QG(DRftv!F!+Kgjn-OPark+g&3*Hf9P`8oQrIfsQcV;
z3xZme&P74>mam*lQkQh14kF{vz`={S0x@H?(f*Qr{auXMXL1f+$<7DemT*@~rZX~X
zxTTwVr2;NDm3%h^z4%#g*_5)NA@t%pnZj}GCm@f;0@jY2=?`r2uLq8=*<0o{zI)8|
zrcM>=_x!8FW@|yk_7(wl-%ke&c_Af-7lC}b+%#LQ(gg287{CcdjtRSZEzxR6SNQ8F
zAS3hNfmY+{Z|=!=iJT%Wq2XB~OSn~YRc-&M-n5P4oXphz&P6_QUB$vYs<|o+9t1Qw
zu!{2;B|>OF)4u|%6)2m|B7<qymAEIt#O0sLp~%xrJj<V&Yi}&?=i*7N6Lr_$adVQC
z6BsI1W!31F)PQVJmYM>WJ-kqOty*rXNT|9=mq}G=*ofCPF77SnB@^)LBt$M>4McV>
zU*d9b%%6;0##XT+?6h-dbg<=z#8&ufL3DCXnXg=y7Z#raX*|5}y_PpOao&stV8Tda
zURN8abgeuv<&HU-J#pFemUWha-1I|K=H<KB#F%>;RjxiDQ<`n>)5T1!z-Ljuinc55
zB{r60t7(Wo9CcpTZdu&6#E+rcV*X9&XeSLOr{Tg5$-+;CX~@GR$c$W(>^cS1F}WSX
zEL|h_m|pU8u2;fY%o#XqXI)2w)QfW$FMs2*m0FLA5dzF8k@0FU%f&m+<K6fvv!olv
z@?xvCY;l=x?1aB0VzZsps_jpzd$35mgQ*{L$DAD{HE~D@MCI${xQg>!VDo_}?eNQ3
zhRlZX?QuM-DxSS3sOZ+cDhH{W5XbfS9X(qhnw}t|%k{g_>0NuHi-3&!m6NQIl@UQD
zEPM-40haV>A~GoaaFJF*3`#mWOuJck>$6vs3ss8g3{*sUH-(afl~_XE^T>GKh&-7h
z_5Lca?9w+i<Oa@ep<A_hN2uP^f2n6qX98EJs<KdEqg(m-w8Y+*(K<hw&hugZ5FZr?
zR%H8u5!R}fPOX+RAzb3Y8%pc~J;CH+mhTc2vyi}An{~Zz8{)V2&<OIogz&4m@3?c<
z^X0|d&1X;)aiPUCY?ItVJeBfgP)JBQLCFH10ZK^nPWLMxFF;N@tD?8}31QuBG|S~n
z_tF{+y+Nj$ZjY-Fq92bB4b>(J)n^)3J&KV|EH130JYyHXezt)Z<#LT*t!XKLym%Bh
zCd_`}>H@N1!yK&?3t8_vrr46;{^3P&w!WdIyW^CR@1HWN{&#U&DFZOS9lJ!#o6zYM
zx0LI*-g^j>6@oy|V}*(m#T8AMVIw?j-`2_Wb|sLSrEu2lh+cq8waO0=*qhQKU8>h7
z!%q)iffI&>68f)Lw&~#;jJBFWHpgbA^qYB^d^T|Fv}Z=|byd8PkrO+4jd~pIKtF!_
ztIpTHkr_R%be<EA^G3dt1a?%Vk4At4z-aO(C=vYT(*HhA!X-nFK(?nggg^vOM$+6(
zX|UMdjGs_#+U8$SGxab(3L;2O^XU)FXUfg!BiBSBCUp7D3$*VGGC@kJzg}&|gjT3#
z^%cs`*gcTF6M2_-m<I~Od~bgC*%rS5O|F@VQPgI1ZCnKc>I}7PV0sF>)e-?~F6^q<
zM$C-s+vDXQ>SlN>6+K~zn~9%pOb%9ZF(JGoCW%%VAOV!PDeAccXw6UUuiw_-{bQ6I
zI4q_kRCz#eR?0RoM%_m@Fi4<dgVHQ~J|Kqsm-JzQ+)b4zrpE+JOJ!{t&IPsaz*?H$
z2KJ|)KtEcB-i~)+Zr`3KKX$3>vHwZ;n0dSAbVgiD9{L1EMB(ZhzF&6^-gmd&_x$y#
z(>sfx=`)*idU#gL-Ueu@j5Xs8esS5&)hdnfS%J?eXph6WOzi6!`}REda&W{y22?Rg
z52%_Gt@@@SMn<hzUnD>0kG{7uA3vavII0x2b_H$}cX8iw3k+D`7cfXp5lGMB-W}NP
zER~Tlx54HfLEJ^+0xqYQJ!D-$>xxbuM~T$W+8gUb$i5tQHp%K4+}*A4B&HJCO6)aN
z3&?dYEK;Dq!^Li|h;2u=$4&KBLp-BV%;P_lhr{Yr58pp@VsW^PCDkY<s_}uN_=gZs
zq>2$_a!<q0)ka4)x{;@u;y8adHWH72Xu}Qc&$YRapYl@8^|h<1E4OuDi<a!>SUCOF
zpok5_$hXS>xXL*s`WZAq*tXwo@osY5E|+I=Lq|83!lTT0AH}#+SnO6&D}Atvlbt;V
zMdHPMQq4SvGrtDzz(zmxGw0V>wUs{7wVlPz6PRWqvX3a@W0V066O-FX!Msv3jfop@
zxV-;Oae%R)t|X|jHj^@-fDB4iEpgaKuFodsI8lQ;kDc*+N^92Y<+pmpdj2)C&ko~6
zU9r%sS2IqgCv3S&?oN^uWs-ihuD}-}mbw+3nDJ{$s@10ZfSekB?!v5Y2EXg|Z?!i(
ztTOF4pxXfS!4xKaOO-tDjSV6PAO(4SjIuv@Q&$2Pwmq-oJu<yZkookGk~eeQMQw)`
ze{k6sNyd?u>Pl<IfyUZtc2w-2IiVCnQU?BE8w@00DUmGi40;PuX#$x$7HdXpA^&_H
ziYpiKBA&*Z64QM-fLfBF`eAl(yw7%jAJf1_dKeLzG-6U}nnFsZR?&)fKy&~EH|c8^
z+*!jShu3-)ew7Mx)a}g3Xe1*3O~-#*GxF2(xTEYLyDfydhmSE8l8&GwO_<G-6B)_N
z3e>>VEp#hv<N&15LOHz%gRZVl_~oWtRKr`M=5DQ{o9>cHF!G)6q3SPMRf3c4$rfco
zJGd;K|3ex;B(~8QK6;RQoI%kn8JEI&|1=N6q;&}p&z=Fc%E&<|xU+xv5U}r_Q|_wt
z6W}VL3@3;(9Cct<%=JxIC&%(8Zas5Xe)#&p3IjWvR3n-tW|NQ~e=#=+WfM<<lcb6>
z9oLs-=xj$@i;)A;aK^@yjpWIc(5jbpYuP_o+Y!S@g>b;d!SurUc21`<vGY@?pT}Y)
zreb|&qg1Es2z4vT1aIgGt{hY00|mjA-S4UQ4A_1g<kz=PTx#Fxh8Ld;TPi^>8$Vd4
zp3OWR@s`Cx=g#RgLo=1ivdI3lY#rtH9p<6NvMoG13I%N5Onbn$BBjWdBI~lgyj$Wo
z4tHs6LfTnr1c2RATD>Ah<WMZ{fArIYad#4NZMUP+{E%5u9$JJeHptXx&N4g$sT@kJ
zJY5j6|D(D6ngv|&4$Z0nt80u-5$2Y?=(nj;Tq6<a=La_cv*YW!d^=#_9}LscS<Gs1
zL=96){;bm7&$<ZQ#BIeLC#X<g6yrSKY&=d7><<73)9qT@eC6d|+;EjLYQr+qVY}{)
ztE=W{7RBMsG><~+62?S6X-`5~`jWlTpK4Yn0U&PD(r;XxVF^_#>JEF$atg}RnO%?I
zq{YO)-~#=?)r3x5*$vy}<Ivufrb7-p8xNAtqzj9=u@}@H|El$#x|8X^@$&guBR5;i
zEMRh2YmBhVKl}XR!ICe4c6?ne?v6+`4%e(nBj1UbbwtY#?k;jyz+VbYTfQ_{$GUF0
zTkID=Z6z*ab4Tc({-^)z^evcL1B1{G?vScgDMPFuYqV!Q4wC)TBUN%6`i=vspuD3;
zsi^*;P*q;rfxew6UvK5fQRZ8Y)c3x=pjmQteP70TNx?3mleBvl@cOk)VcXG)3N*7r
zon>47u?o;FqL*a>U-r*ajG?B!Q}ufnY)k+8Gv^6QD!3<kyjy|0v{}*plH$KHNP(|3
zN@Y6ZPPl8cx0^bfQt6{S$+fsON)&u4Vp+ZDBC*fQE0bJ1_sRbn0IiMZ5gK=BPho&h
zJoF@t{q8mBikb!u-t}nzol0XMQAB!*!xJ9wKH(SOW+lH!fSW~zho4o~vmZ)@1kt;R
zd0L;^+T#hNr+}tgH-#hf$AUJ6wE#{_+<e!^BDK6!g%p7F@URBObjSLNl^K^_05y&5
zaL<zctyrGvO<it4L{FvR?;=}7x5s}HqC8K9kBqu_)q=wV-c?T>#t2b;9#(nRH@sz+
z9FTk=ZR;2wH6}skmz@_3W;rErMG>HPzxCQbNJX1W`unnzp3~TjEO2+p6B62nu*OrA
zgIYfNCjs#vJjzV%k5xB0ub|=fFXojEz&j<;5||tFq>Rww!%?0V4FI4gkpXm|Cj2@f
z)E&J$DU`G5QbTDJh2=Gn94)l2%20r_fxu3O(@b~TB@J9cdl+r1Wzn=mjSus1VT(vy
z^t-d+g=ABs6td(GGSO{*yTj$<_}zMjy?^K2%j}W??Gg+93deFleopeK#OjeNGR)!k
z20iW>)i-=!3s3gB>foW=2=V*Z{gkb9?t%9ezKxdJL4pcbdFfZ(-&-j(S<(6>fdLo!
zPH3hup1<5h0AQHtpv+wbJ+vmh*#(a4;~hs!?8|lzkvon|C@!v0;NQ+x_xgPXsg#PI
z3{u$JQlZQBYqj@LnMh=nv)?}~ugl|LogXM0Cer7BIao0!w{z6NZkHEMr`&81!Z_(x
zt=cyRolEvdGl+yoxU^_NG6P+fY0w1r5)Fyfh2q`!+ru?L367+u25C-Rd-THx0WlBq
zRzSP3_m1Po!>`SuB*RZXcKfTj^M3!&<Nl)BByx6t&X7flw6ql#3HJ4Z0^Mu6847f;
zIxYx^%||$Ya)?FMvZ+C{E*Z8z1?S&<Z7pakI^9za)Z)LWUbbvIYP9`m0;OhHQ`Q5v
z{+f|uqkYRWyTy!uz>>c*)zs$|&GHfA5XK$>V@GOdmvj;z?ktYAL#mhVW*v5)F$ki#
z8R7(-Uma{)`CzJho*CXiZ8(1NThAa@Gn(X0s2-rx%Q#_Pr)C{7Ch>B};9ek*K=R<&
z=NY_x!`4K(5h9aYl<r1OuYW@w&l>~#Z1?R;U4CaqtCcqQ6ItJn+cdNW64x!gNNGNs
z>DW@Qrc3yr$&*}CLXzg=U>{nv3~&k7ul^F-5{o9fml2?+h)-~C)q?wtqQb)7gR0v!
z+||_MMW}B0%LwN5Wl9NS&r`K}e-xu_7Bw=Ws|V-gTxYvXB>n3nlnTz|?XQu{6?eu=
zNI<?4{a#+{z2x8{eAnX#dDJNvu5N$;4Ot*L%b*~IQPeI2M7z3H2cdx=7wFk?L3Dga
z6gr5Yc7qR-JKh13iyz3>uvv&ty?;(5Yj=bCTaN<032iv^-kyx2XoG5v6Zo~F1X{yE
zBNX`W!hc+MB>ay@PrD%v3xG-=;r+8-(^DR^TN+ZJl!mAcwNTx8=%wQhV@AFUt1tU&
zIM^ujaf*?lrLhr97W}i#D_10|Z@^W7EBL2<Aam%mIafx${6ME45FgjMk{*fiEf9he
zhIW?p^ME~f!{zQe)t;_Ca1j}!&=nUB=zWua3EfPucOsG;3B==S#_MILyLTpOl5Tsn
z)tZJxW8ao#^S-P0^e6bvAyl$VGL4m+_P>ztQbcB-aav)d`2ZDia=+W;cInVLPy5?e
z64u}t4j&J$0g?I*VEej^1aR1_FOJ8FJ5NZ@6oUvq=+Sk82!t;A3Ym0rw*V+8R{VZ;
z)ai!hP2;k%44M)^n%No1@}a`6v60ourbg6fFKhJ0ow(X?b>m>OKp>~vUqBbuWmE?A
z{c|`=xY_a3Y({I*!<&}x^c?z_3m3^lI2H_gmz!B|hsCd>zqThZpp>cpySNxScFtN=
zGm6+mJ_b+v8pTEki{3H$=-Sf~=3Ap}L46MYv>J7uP1k<5+EM0VZ|KE~F7<y}bkhr0
zJui?+W7`rkXtG_NqGL#u@v9*#X*To4v3mKAeh=Zchnor9J#$dv_CLHYFm1?yd=0>(
zE$@!QHi~?bID@ek-#J9+@niLvyu`=$;1H3)!dFYa1X>?9Ew;zGzM*s4TjmU<1=Y(~
zhQF6>4Hb)kYJ$;^M(_)lK)e4OPFq`hwGtP2mPZGgkD^LJh!7^Q`R6S^Xt&9Nt2`tK
zRZA{#_hL5Kg?dT`+$%Kn&K4kv$R|6}y*q!`2kl6itdRi|y}ON^ledmxlsacbH3QZD
z>d7@qSo`8N($7u>KWEIcH`#Ih0r>n72M276*XI{7<psx?C9YG4xXll~v;6&QVl4qU
z+@7oRxtiCB?Q+X-gP=t9El`4)9=r`2yyVL+()F!x%Gh2Fq8HEufn9)huPA^PFRA*@
zN$LM$*u~reTXF#kk4-kd3ifwwBVSf7sFJGNvh-i;8*ixF_eZ7_1`^=@9izF^sbh2`
z9fv=wt;mfvvEo#><gn<ejc<%o8v>K!s~r48Dfw4;b%vw6QgcjF{#6&)1?<y>?!O}l
zN`Qo_J+8_S#6?R$Wa7DRJ4oKC!?h~i<U43I*FZ476K*vEeL7`eh-)GcfpokE??Kc?
z2QIfr_~j+c$H#ZsV*j2C*m^X9yQ?Rvw0wp%ZfBI90;~rJt1g^JyH&Ki%RCyF2^=aF
zMvvo%iUT)<mpK%@JZ2FV52A7}JHlac%q!T`V?2s{BWuF%(NB*?UA|ItTn_~R(?ksS
zIF)=$FP}+;P6Ml7l~81LF`x0LcIqEcCmY~Wg)2>#9s~MLoQQX{f%`04N8#GME|DJN
z2!dBjl9c3d5*nD^I+ufpZTfoul|Xr|lY>IXu)}|^^xOT^^K<$+-(nLLaE)Fb?fphs
z`$0cOQ3jvyhW%dNdT+UY7{PIa4tq)JA&Ne6ZN$LB3q5Z1|HyjluqfAPeRvEE5J9B`
zk=W7#O1BBpF)%}esDQ-KIY=s^q;!MAj5G)gAdM&>Ekiemv@rBY|DJc;`<(M#-=F((
z^UfR3s(an*UT{(CRy#@=jFn57O3a7<nVz9(UAe4#zgAwQwk6y99kj3DJg>pK^@55C
zr|ZYS9c}@4DD50_MDRWCt(f#-in>k%{-+!vA)!8?ZE310@&l5qIRG%RZB9HTz_x#E
z{a~+Ky%kFa_3@=#vk8RAGY>_j34jhw%7~iNG~*OeOGy0iI1|Y54$3v9;Sb^&Knn2i
z?&H1~K3#PnqMHi_kg(ly`>N3Dc1UB>`_FU`v~r<WxOd<@8DBK8o<D)X`+vapRh2R$
z@V8-h^!rzeX<`a|e>9Q18@gj{`jNh$va}zZ%=FWkcP?12Ao?tc0opiQQA%=zeZj{0
ziR-*zXn#5E4qZ@{A}GXfQemld@{s(g-aEtOTwv16^+-KUMsi^@np4f`$YA3JC^b&<
z_D5Eku&Oa5*9Ki6^)cg*=ny0rZ{I`Q-+XY3I<5^7CzZ~x<~dm{vuI2xW_`7!Bap=x
z@w|}U*L2}#{XP+H+*kc}Ntd4mnt=Bc8ha{|l8Ro+sr#@2R%@ce=b`1QlvjnmRr(I-
zTLxlYK>q#zaFTeydqsklA3?KT=xw~;7%7!N10VwZefj&zOyEi-i9oa)qVJLT<eEsY
zP-sI8naSWBLoK0hUnl9J)B-EC?}fC~4+=34j(~<Xp(98NbUMtz7OL|YpjR{m=LfVg
zEshU0F3qEO3T6%sBp4Mf$jT;@ztX1A-L9W^D60VRu4F$&ka~_a_q2pPvqh$w-XV3G
zFdpMCjBLiYw^c16pmurVL2}MNlV-pR-p@Is!17}49@o_3x<`N<fzzmD{=p>%(QcW|
z&^@r~1enhQ?T@NG2fLfld?qB8s{SM!$ZXd40aEMTzQn`WJKRZ{_ZD5NcsZX&M0-yt
z;hs4M$N5ihdQxJ!vQPf{5_PN6zvrr{VvFogW($`40MCS!NOOVU{ImGm5yv9BEXF+{
zCX?XJ`oSqf>p;8s9!o`90$7_1W_dE9jU)>|LrWXT2-5I^NzE!};Jw-2r2@9=kN#!r
zl?8OFGbAKpUZPY^X#D|ZRw00yY~#nY%i?@>&G`f&Hzfc)ppOJG{j@CfdDVLrz2*eZ
zP0CQi8huFLA#)_IfW;D2G;csR#K=jht{b@dLo}pQ$VL=<#td%k1IJTLfeKOJo1&~h
zv=HKBCxkd)Uj#5B|M8@FH?PA8K>Ox;fReB%U94+-9T$je+$%4{eg*TllObY~?E^Mj
zYe>=5_dEbQsBT=nvkUFX05YyiAfR7#g{U{&r+4U3-T^vgj*0d`DPI?qYEIKgobPR}
z#0Rgl72QgnTP_6f;`(qP6MSp;7vh5e9S9=0hU~?@oaiIKYtW<zZzZODB@aXP&tdz3
z_RW(W7rrZYA7nK6^gU-2B`_VdL{Tqk)(3Yj4E(4#ILIbbR^po(A3g#4jAmCEjB7lK
zg@h$rfiGQB^)%gh=0(s&v6o3GM6%xc#~Z?>&yx4sxOBP0+nPUR;|w*P7hpUH9DN^S
zL~2Fdl(ItrEX~ew3+zorjytvUL(@oLgYng+pCEI<$0Q1<9kN<Jz9E*cjtG8cY5h9R
zZe-SwbN#X=47I1y>RL-I6~<V7{hBedgy1PUW}bi;i$hHY6|$lja}X`fZ|uT1=Z>P^
zjKSe>oad&6r_6Pz>!=~K{?LjJP#Ry2)UaS;wkP%-mEaZr!KVQl9Mq%BOJBq(%KHi@
zb2pJXp4GMfAt2imHhvK?a^kO>A~?Y4uu;0I(TC1zd~8x=!Th7n!Cp((^RC6<b6kp9
zN^An#kT+^jlXb>mi!&Z58jAvTVrUHqHHwpJdy?Rgq*MHw9mU`sw0FbgB>C_6DwqTb
z!Xc_1+f*MUKa1dvfB&VW>_58W_Av}RNn1EL;ue;c^PVbT6YWV1v=##hDyx+0fj8eL
z))5_dNb9H+?{pTBFQ{nllNxwm1wi+XFr{Fvm6zc>ITM-2ASp=V*~?S!6$4}q=3gtn
z>=MOz{n~9;Az{!)0A#fj^6HJaHF~Sjwolm&uRiOIyFLN^kRdXr?fHN;MQYGLBquGO
zJ68Z0QF~lRvoFso-M$@s8X&x7H(1v%`)j>_m&C$>u$ikRw8nj`VG%=kK-@;KujfB*
z;}yIR@R+xh>qLMk^C|Qpn6TEeH3ylTne{+Cd}LyG_cEVSY8MidQ0f*W+%ce|8me8&
zIPswZM*cmDU%#kFi|84j<-^MC8AOxLu)!Pp_HB<WS6MGl(ZS5kZo>*~Q#F08^F=$F
zr3~;pK$-;TM-EDwap&ge=Re^GOrLYYbfPI+;l7p2yKs03ds7DjATqh!Vq!w*#*^6G
z<v=_rUGhb&2G3YcP{CV-8#69J1NFUC1A`U40}}1sVM#^N)qUE5-!9j7fN#@;d3gL3
zYGI$Hf#$_7+4bMB8t<6eJg?xVZvy~RiN~}yip=WK7BA+~qa{>NX3h-&fsZWx<(Ra@
zf^BL1R+p*DHsHsQlTHxOiz3vs$T`EHmqe3bUe#&_NBIgxziC&T{N$wAelo^N_RQ|7
z%=V)wF@bm1Wk`wVdIbRj(zu+71LwD;5K+?Aq+0>15VAu+^|<pAT7AVT;)aT|@Le&L
zlPE!ltSWWmGbnk05)5d5QqkyVromIgkIa`v85IgwM&bRuHzbIl6>arBJMe?RW#D^A
zIxMUrA1UKY@U=v~fw+;2Z?fY)eN(XuSR#MxXl=shG^b9coT}DME79M)6@lFvH|wQF
zv~evo`%Q1As~LO<Ty}pAjl4WQzAwc02dn@Rwdh~~`IM%#`)W*!+8|@Y94CltwZmKx
zGT++OH9V8I&tVp6UWNI))WQ+i%0<<AXN(q6WswI?YX9Nyo%;F_DY(%8@N2W+AYQFH
zg+(5ma*YRqvJ!nw;L}XgFqC;dvaed?Tp23<N=zVAI2A2Y35s{%zBB<$X&CQGX!!=_
zr4X3&7l71S!!7ib9|s~zDxFVlLR!4|kTSF3`I8s<s|$k)V5!2=O-MuI_~r=afg#w6
z*#it-;sW*<IAut>o@>DqNX;&TYSi(%FOUdu1@fvnK(9<)6WaVX_~XO0s6E7eP>7yb
zpS1VR(7~F0LlD4uxVuhqO}&2Zj#ZiXxvK)|3!1vJNjjVScaD0E%&VQPfh%0N7%B&?
z)6wjE-E#*BL|gZ_NmF%0Lfeo!LK4{4d4}rx@6+-ifi_8!2Ob@3K1yyiEqE!}r4?iG
z%*yQXPwW}si-YC=_8HA9h|d!~*`#`@TLVg6twm5>YPl52Wtv@PNENY)g31X2<Eqo%
za&mGeAc4yVdkG7GUi*6y=u9cM#}GL*%85Q@7Vyo?e+pM2NhPrU;Tza8l*<9~nV-E+
z-yI)y6k%jX8*|;NMGHShOAUf2+H8L@-vSO4^{jK~M+_z#NV(U|0!8-uB96z<l1}G4
zVq!?J)&UPP)_)&_P1rbT?_QT#aWQsJ8kIwpX|G#U@^glrAbgUo_ef`PUK$IawGLVQ
zmIii0Hwf`^%<;bAp_ErDkiItnf=;>@lJi4DT~^e)kzmvrkgQ*Wxe~=PUeBT+@cEv{
zEa{`6#i{_)m~^T|Png2#Z|c2!Dr*S%ezI77K#9_1oC|;FhT58lPyu84G?CkK(hfd7
zkn0Xc+^<Y&32%MC?`5NhaGGJHburWM4SH8kkHWv2l@@VE1%oAJt&8#_^R1JvgM-40
zYUDsX__PAFqYx}s0@R?b#hDw1q?DoF0!Sb*%A#>2fLZnT8=AozUidM0zvI=3_>QLf
z4N&mVt-I^Xj)})dA9wL3^<Q)2PzwhgqS712E$C<;A;&<0t5T6uz_mv*Fm!fJNc#?%
zaHYCL#R(Yaf|ZC;?a&ToNIU|pBY;C9<(CB@wFt1X={#t~zF}RSSLAEnji;)+AIZ%x
ztOE9}Z1KC_xJ6D=ztoAPYk7sb{PEbHAlHzYyKx-hi+{k#e_D~-|HlIgHR{vV*?A|Q
zoVeFy;%4mbO01|qtd<`?L^&G|me`QxKR#9LPDX|$PN<wz%2x8*+PyQcE+p*#Bf8Sv
zVxnk1k&D=&${FOWXt7F6+dPyz_@c}|Rz<+1NxN^F$R2#jMH9gNtvNsLJ1x!PF?E99
zq-Mw(QsLbLWn%tM<pC-xszJac!h{G^DSCQ(4r~IR;ucses5H||Ha{Q*Ft9lLsSJ4y
zo`Rx)o+@Mc0p(l&NC_D+Cvy#rbFfNm6L}hOd#7@4>8iie)ysFMTa~~PJT0f)X6fVl
z4AX)AQTq3cjTy-T!Be34o(}eY6oOS0NN{en(P(to6aayIasvVY9n#VU2$Jkg9v@Eb
z{RWxVT1C`-tHoqd-H_LTWV14T+%<jdT3R$FCzl?zs9-Q6L`U;V+)&o1<gkgP`f+E+
zU(XWf>&qT{)ougYzz{V9VDlBO))GxXC8-K(O}xGDz9FPlJ97UH$SLv|y+upmeKb#l
z-@M80762hs`lgo(ZvlET!isyFff={?iM@r1q4OD&tfntJJ62BIbCkj~j+f7t#j#ZM
z$mQU(l}0KNgsdS3hLuU6QSo9!$%Z3)SjZPF%gF;f%J)ER>jJ!(K4PgQ^y*Vtq?Xxn
z5Cbp?Dph}ZZP6+N!fm+Aiys%a$;kyz9QDpC@Z?*YHTkdL_XKTO4l|;h>U}_y$-x7G
zE+yZ>s|fZ3iB&sPkuOl{hIC1CaX1~Y(&1xa&4x1e<Hx1>JI9rC-RXn~=uv!!<#gMO
zr%}YsRtkn^%I$n*7Fq6(F3>LeqvQJEOHP%U!M8ZRJ>1*g2jA!Gsm!{LxLvTjcDb}$
zt`r#sNhq|nwZVOS>eA3lJe1cYG>xlVdeV;%EPdTU;@20nE9W1)<&3dN4RA{toTtsj
zW#Fa4gU@BIU7jMat6DTI)bW>x@9VE5r3?@$Z6|SE`yifNqhr`M&+Ucsd}x&@V8#_d
zyU77?)(=wHt^LX4iLOErxT_o-DsW4+N%HXl2?VjdF8<53SCm#=-cOV<af+^J_B$w1
zaE(eW4DQ&Yj2R?p=XM8oY>e%_!7p6A5Q-FzU4XW(E|*(UDYcw{ons6!jpbDyZ#mCz
zZRbh35xixadG_GOP1Pm$kc!#`L{81O@@WmF(Ef$G0`)~N1tO}z;_dD20WKh9@Tp;8
z`fHFVz#WZ&sDiSJN+~kDD_OkT;Pzf``jHN#3}9>w;)UxMouD25sy-qo4?Aymi<`Wg
z|Gb27*@pt}6Ze&iZo{AD@BjH>XSIE{+-;sp_gUIj9D1|nj!{p+#6HO2!{-JsObW!S
zKr3xbfRsEC^YxPQSbOhkYHORX0M_3EKX3JCZ8|vg#ySvOIbr`*7k`9WeF~0Hw;H*{
zEN!eoZ7&mpc@y{4BS$q%hZY_$UQ-$76<UrWf0D_*wZVUCYwc{_R#)Q+Z=OT{Ud{Kl
zTe6~J?P$<bUAt5Nkd<D*=sDQ~H8Qkz?8NB@UmF`mToyF*sCyTBGGk+6enmiY8or6g
z8N|<<Sol}m`|JCZyYjp|MO&w(Rl~JlJ_3z8%najVkJ^kmL@Vq$KAv|wGS{Ix+{jQz
z+kA2BG$_>$Qs#@Lrq7f&B<lMLw(%LG-Ob8Z<;1_117S?+wk6S9*1YXN=XcovtPi2R
zAX??NVomnI{`2&iGCQ>ZM*!YO<&f7NZI0wAoXwe)uGy8B7Snh}#xP}X<&CA2#TvJd
ztprA6+K<fkWfI0d5Yq<l4Q@YwRu&x{y&cg#u#jjkX0Y<MRD3y(ZIQ+X;9f&cp+~Fk
z^}T?NYORxQTIq!K*-W0KrXho|Cg>wR<duhuwZ0ok&3im=7+Lp-QQ8b<7<_Bj<dwb@
zf|tkX*TXRvx2lYP#<QO626CY79m~g!Pr_Jl^xHgkf!59fR%0w!m;-PxBk#SfoNg9?
z1gA9UyfoPgu0Z9=2aO^LJ@&|79-AR<8o**6hg=_2yp5peR3^vJ5+t11RcH6|_C5Fp
z?}*z(^YYnrKLD`Ml16PBHUYKuF#+yzF69ES65hOt_=_u!EXlk*wJm23f9U8`;ef#1
z<N5`UoWbpha-K$=SbV#c-JPt|vhV#vF}|9ng<WOUAf0`6jXe%PJx9R;t}H8sbj-iR
z=I9q4^aEY5UFUQ~eL<od#4KXbqS5vuULXG9%JeQhZHzCF4?|=E!O?nBgQ%+1CJ=Y{
z$iBK>!;k&pMu?lLlFrM8bB6n;Ug2U2;iF$fb;G3kQooLPh11)OXOS81jEn$ZcApaJ
zl4-ir0fkq1=@=s8L4#9z1NW}{iJ$^TV@WlsUmbo=k;%=BKf0=OkA@TT8OdM`>3@Gw
z%ZQcVt9^8JUYl9!dqKwzf6X^Bbc365(Yv2f<1MpIcs!3&Zgr5kN4Q#A&vs>C`OaA|
znM%@@>kBitSH{Y(&J4YV6Z0NCd8Wp(7%MqJn<<;ENHruVq_8ABF=}$Fr&vCrYh_F|
zHJJ-N(j5%}&h@0mVpqy}iG+p+WfS6xJ&tU*OOoAK`o6&3r#ZCEstkGg6iz%^kp6Oj
ztcoDoz7y+?xe^!{xETIn!YGr#-#Sous;PYEJh&Cos76X9>W-pko^>~Y{?`lL5DO6%
zO(Pdf!Qlx_tfOJhjQk0$SBt?WIo89s2BZY?9IWuaJKfyDU%w;uC{rqT1<?_sl+jVr
zuRF2@Ccl6;Q2fG~xoB6BcZi28IQ+t3!GjUck)rPLj{!f041ssK%T3~xbg62k;g-DZ
ztB+A^q8W9xi^9VSR1zWjw?{se?GGW?_|fv}u7`eN%Au}B5`w%ugG|m9!{Z#l@~%Ul
z%)vtS{f823bL}T8Ih*Ee!Wkde@VVFQ<<TH=UA%IgZM(L0)I>r*mplFnh$_|x4drP&
z-w5J)n6cD)5b^p*JhiDU1oHDK%Kp8HoAR&J!#fMSsB%7iV|vz#VV9kf(HB>qM)<~)
zJ7Zka+j8u#r`VzL#5c%QM4mc^lguld#3anJKb*(=udL2|I+qjC-Ih=NsnL?jd;gb*
zO%pvVNXb^fwYCv_OD*--D2BYeecT2vJ+-XI0P0;Voh3cW-itgL_evvW>#HUHJ*)Y2
zU_0Zv-sU1qZSpUjiu7J}GqcqhwcWGZvr9(R)!+sGAa&f;yC*vFuLU2JFW@5s<G%}%
zOX%%U^Hi2r)IN?%$^C00fmw%RH|Nhdf}rC96-f<?`p-{NAPi-a-C{;4DRUxSDvd;u
zp%x!GhJiJ-n8iKbscsrIIY`n${vKkhcGmOiUT-Ye$31R00hR>2`|0m5r=I7&iS8d=
z_05xBqrP8Gkj)QxlHRD2Ly20U^1HI&T1!JaFDF-{Yasfy_(5F%$Ko?Mo1a#9q@y8&
z?IR8OO!X!D1)RUh5J`zKd3qns<URV)(RzrrZQuwd;eRF!v#RSgO7X(!hV&0(xjY46
zK$M<;4e0U1$2hv(-CgwBm$Utq&X%Ijf7}Htz_ilkytnd958IA~Ps9AKbo%yqjXlLl
zPf<TX{?ha~e@>!qbg`m4)~(>3cIqgPd}<Px$6t%`lX~=c>l_8W07(j|+xJLYOG~S2
zDK`(=3b!&|t$VyTSij^0s-$xw((y{tbNyoqECDYzL*U@5)K=b@zI;DDQO4`nKT5y0
z@EGZ(x8$p6sPxnVul(U@g$O+!DbTE9mV2QmY|-%pG?+xd26w1UI8tIB0=7#%om4#m
zo1&@ne}$_PeR+Y+z#~U`SKhy&r+fZMS4jot^1Pi^eTi<afmmo+css9A(w{>M(jm}f
zyR|e!<@@KQ8)2fr_h5zv+Fl*O2u<DmaR%*2hqRxkR`1?Nop?<hReStthnaU1SFIg+
z{oFOq?&r3MVjMmr$+!0!C&-&CE?Ui7)yugjlLy!OdI6W3$ac%1DgUxJK%r?^Sc=YH
z;Y^wS1mYqlu8t>`*@>kk={{#BO)zj5<#zbHVLvmV@2*YF%(cz9j1o+E9_KIZcCLu!
zhr-+9$N@(!rOJtf>dsY=1yYNg3q|UKOpBa?A~rVGoYn|R`M26lkKmvjj(|D}v%h`~
zNo#`~w)6DG7a;=XVbK|k+%yH>1=g;WhFw3m#;#h)hgp&HjArI!<Al$gE#Jm<y6r`6
zkdu7NC)QgA=3uMAz+g-aO&G)N`|-wZi3r=p`s2eQpY;&aY|zw65;6}?btZ%P)s}a~
zxfK=2exiO7w?9X(mNybb!RjEgd;^<)g<3u#H2G{6pH!pwQk<?{#?=sg96&OR9SE&{
z0D!U#YXnQ4ir&0AC%f4pTs4<u1NPFg$$~|4kP4JbubQ|%?K0>adN*Eb@94<iJ^}+~
zyt1<6ZRU)j7q6|QaW_gP&|5w+NqOrjS^kZXuBF=VXtnIDGiA-ayLi~4wE2WwkbiXb
zXzVdgN%Kct(OG;=Lx`uOWRGzn0v|`ne>xbvI5K*CuaZ&3@mEd4yM@_AHBoQ<y8feX
z@nsh~bbjO4#-&d|AKp&>`zwwgH51~4gUR`jx-5FP4X`C8_&oy?lfp;WJ-?0Ip9H(c
z%TS{Oyv@%7Fy`jw1GfQvgY);}x(speRV#YpT5C7`lZ{~IGJ->8)_9p`4Tuj8XysAk
z?6%L(mL>8_bc*vP9k(<mz~=SbukQ_a=$5O)_ED>s04Nzjn~Au5`LfJQxZyg7^CTE{
zD@YW!OzUeXG^*VA%%>C`J<ie?fcSL0f0B0dr)o!t@NL0IdXh@H`Q&Ffu{=41GWf%1
zie2p)W5#JSI0eeS4{9obQd}Jr;mtKEuj<5ACS@&{n~Qu@*6EKF$f?}H>#(nu5Y|mE
z=qMY}rkh`0@@HQD?EWF-e_zGpwD>n@1AgmIPjJEdSFOJ_HR<!oM?5R9X9Cscw%Aob
zp@+*?;vAeh?*>rb)5_9|oZ+vDNlbcXV+u=Q+a%u1Uy6A?X<^kX9)2BP{Tf7gdfWfa
zDNZu`_wasXtabdeW(Km=YoeOqAjn#q1JIw%?9dYa<s#A11JgIJ5LiMh7Z{I*+>>pX
zfeN$WdO5vnOtg8KRsM;U8c)si)XG-i4`I{`z-quk;xNz@H>cIfMpeJq_U=ES1Jak~
z7wOiW#y;#E<(k}iT9I|Mpq}y@JVp}MM<TGNhMh{PUzZWD`BqBlGHs9pD+S*pv>`jf
z6gahkL9l8Gg6p=%>Yue<KHN+{#)T8AmIZvf!DrhUF4Y?O6I(HUT>dUCtR~>eEIryi
z&P4;LvY)OArNAhx;tZS+${{9k(SQA^mwU17oe;>urwE+Plxq%W&I22+l-lD3b-^5o
z3n&qn!O-C#fX@pGwm`?S8j*S(WD(QV1tOKDF>((-bhwv255ee(s)QDo-GMFn@s#&<
zXZ=}fjK>BGwOmAbcqFVcEOm-Xc{`RnQ3Rt_0EFNl+^}$oQ!NPtdgLZx`yaIbM$~>n
zW_z*sQ8brE`RZ91>$4c<xVRb<=V~jxg!{w6w)WH5RVz@j2Ph19@W`}z8{yh(u@hek
zf5%!Ir`&D>9#+DuloZ}sFEPm8*V9WV6LR?yKnB%6!NI{IV4b232lOe;XI&Q8<cN+s
zDSgZ6z$(UFd7hfnrz8G6%Na$K%_H63FMM|xm%^lG9X3ad>S+ERLx8G9f|itTN>4W2
zjj+M!ZCJs9M~-AyO}1377XRK_$nwL0<TK5bDnE9NTe!!AutU<yZRl}|QyiwKS)mrJ
zdX|u(QvG7%Pw^9)b3&*yN}W~cQ3|f%;p8jIp<(zx{s{TZ8#dD3N}hoQpaf<8LE>RP
zGMp+kz#)8d%)8&QU}+^MK<2&x-^@Mmfd#y3{qVcm+GX8l)u{cV+vb#u{G-nri%t~E
z|C8#xCtX97c|wriYjo72EZe;4qWxpsSrDqG`ZlF_cqhD#Y9>={hQGisKXrAT6w%nP
z)MrBIFP4;P0Nv%w5Cil5N31q>BNqXuOi~<IxOM+gKEq0yvOJoVyNOdtw&;8UyJ|CP
z9#=tE&B(M#wUj67NlG;RNNK7ENK`6%EI~9F60*w&(cl6F_-)n!0v(~awXDWDC*@|Q
zet^L0z*w)3-JAj`TVW;T$~EOLxK>Q&QN-ki1;r7sPddZ<wUuYihn~EbZ!XAFV0yQJ
zvDR7d^}NTI0dIp(=0(7@!B{m(&ug-2x^><Cv!*pZt*00ng0AQh4~syyzs}Df3rMoR
z^l{c+rD>x6gnD0=+EYqJdywLQ`sn}sy&ah}wx0$4C^KE-G3z&e;`z{|{tUDJ^M|n0
zSsjsZ+kc3T!)yRga;lOJ@)UgLUCay2G}xA8rlbYg4u)I7zj7T|#BKRqt6oLsl;A7Y
z;EaLse(&k~8&aQEj)3(g*E%k`natC;TBl7})i>mV+*th$#B6@Y+lCE{uKlM6U;r`!
zkvZl~&m(ZJLn)}O<r6k^RYrZ@MF$22{VfYfS<CyO0XdM1kP<~d-0GE_TUkrJ_hMpP
z|H*`#AAf+OCYK>EsQj4b+<7%&%+CB7ol772ys)|QQPO9ftmLtrT@$v@iFFVmeQt{$
ztevj%+s>=8ynN2&GEaNB1(XXI#UI=HX-+5Gc=lh&;WkyLW4>Bw7=+uzP5yBN`A54g
zWY_8t4bxAv!s{h&(a=6QL#1V0L1UVO^_5GVj<W5dT;a`Vx_aKMYM;9{9L)*_ErA@f
zNkZ<)kkvL6L&X{OlB!mub!U|_s=K^YJiN4#>sFf>n)Tbmhf3Zr;2}3tZXl4fInLSN
zhPcC+h6Z}YMi*7uQpZ8__cv6Z`Dr52iUu21!22P2ZgzBCmz27t41WLgcBK+|9<M@$
zZ!&J0PjdWKX)i7Fv|N8XKX*?k2SO49G6YH}&pv0)m!;ISKi;CX4)0$6y&9RBF!sW5
z=h_AioIAE`vm`GS?=rG3!N!;<nmjFUyv)kHB?@kiZ6|#JkT*h?s6)hgnea7n4i7W6
z=qIj#cTdBVGoZ#@bNUs=r@|v*(0k5Aa>=2B3Pl)(ePSz8G%ac^g{o-@k`%{%#11=;
zrB)|uOJYuJZxy(_`?~v^nCAZe31fU?{H)8>&dV;26?17j&ZT0cVmO6#Za%cROFv&O
z#n8$A{v9^Mhfi+c_M@h~ZsOd(kfDp&fJ=_2eif2w*{t~8+gRX5iYe-lu!*0hi$^-{
zfElXj+;*Cak-vZqX>!=4&|I34lS|+#*!{8op!a_)McSEUDGgSn?-d+Z!xl?l9Wj%n
zJYHB*{U}^p2VU4&O@$tT?%T-d3Xd}e6gC+rzmQ7!dc9biStfvV+L2zBXl$$~lq$xv
z=OOQXd5Tc?H$up#TzSIYU#@g5^VBP;$(1d`y6BC;w#BaHl#Fnm^JzO2rFx<Oy%&X!
z>Z_zqVQg)`yhJ0$=Zfv>yUooIi;uu+YI19Y{eJYL{rYOWfSVBYtp*{;_}>te>vjQz
z=AWe7Z<CLgGPxnDUQsH3LMt*2wFSFrW(E)kfkgJ$>rMw#M*Y%i{83K|X7ItvYDu+C
zP%b=mj&$!FWRm!#h+0&zK&sB;nBXm#4BCWGUKgb%D9KvjF}VKn%6}GOdhD1-9`dh+
zK-IUOX33g)D`HyCZb)It;lsGB6XpSSb|ito51|Zxk5n`IHmgQ-r=^FsPZ{vt7Q;&k
z+~gUI@f`iV3VJr>(16q3>}>96I`y4$HM^d*bJAYF78+Gz5rOePGydrlkemSb=@4~P
zfsSydQyC8V<?^;zi&6YjLDnIjn2dm%xPG_*B>tfpB0tUIou@g^<M$<G+Kj`lbB!t3
zlMBj&%*L;1E)l-$f1<+LrEz#MINTxq<Q!eh^X8~)P!;1>Kze<=bM*_dUDwz+L`s3R
zmdjK(ICqGlVPzZqjkp725M^7abd=%w3foGXxb*ZgrP%)V8DJszNH36VcNx=JTC?IK
zH+t7GCRP%pRB$Gt`>^nV72ceCSBQ?gW>$-Rehk>rpmJTkgnf?(CXsa}(Uy>>`b2_%
z?tck*J24ZZniJMdr`e}zg#57WInk&hYXItd&5&$89vh?1`ci@UqPmXfaqmN_#E7``
z<gy+pHG2#+|3Q4K#=pcziPx+gReUcsI`>Gwtn@A|!cgUDW@7>CNmySSO>thiS1N9H
z-;W_%8bXBT?T51h4T&VP`|ENZSNt^2!C2dPxCDTJTJ81gIiEMVpsS72GzYAu2U8p4
zc&~xhY-zN-_zXsTy^!(W-0(4JG1O_{(t_TKg{bqv%{NAd|7kH?y~3~(*$mzx*N;gq
z%grS!OyigzLy2?{lnoY34Yr9x-yVvOcW<?u+*mO(*gr3$t`{j64XpjjqQ~199mHa7
ziIKs9^4-v3&s6Qc+Z<n<DOZ{Zkky<cjhURYsLPWdP2m^q#+8cuYkBZg{OGl40)HO-
zCT4HqH%jn@er~?QLBqdM29eoIXU<pjZ<MhoeLG~(jxt}C=V(5i?1!>ya)b%OgNIXS
ztTc%n7S3l=Lqj($C-=$N;Mnu-g&`ox*(bx(EG1Bo-S=(SkaUK9NN4YH*)P|e8tZM1
z7s5Hqv~I-j>wlq4t3=HAb8@^VB+e`GV+G>9MmJAop3`=D_SudZ-_`4L*iyiIQ=k+|
zQ2ty=-vI|oAvP8t@K#h;SiVY^Y<dU@`a3b-G*3u)*5z%8zu;M+2<?x5dIqQUL>1#|
zqz5nL*(@hPQU|Z0fcxcnuQ+~U={}<wy#BnHJNGTk$m<POHsY$*BOh|7qv+HxzWJgG
z5;V$Fqv#Pq?|OagY%B!C!F>OIhYe%?k;Th7T1?VjSEyB48-6hq#3hdW0LSdyEwefH
zKK_ZF3|;KTWwHRnGg*99ysnCN_ug9EY%Pa;{vR?Zu?*<+XU302)PjQu(m}ssfeKA?
z+SNuC&bvQyJTpLiq<)SLi)4Q~-V)@dl6OawRZ%IpKU>Z!ZD+GoET<%w8jzg6gpwY{
zV!Ayl&zk93W;wi>%#FxB1u#{+$mg^iC;YT84?bM-aRtXw$c|-X!eGlfznc#)ZnH`H
zCfnf}2f!qvH{e!1?Gxq016R974|C?|SJI&Kn3a>Rap@z<88e1BaXSVIL0W?#1eFSl
zlWgI@Ul@Y;T9c@-8Ae3MhqxHguGQ;g&*jm;&eXLHSaRgMN1WxP$NqmYXqz-q^W_`y
zw2U)`Cf(N3{-lDwJQlf6W3rSM_sqr@cKTK+OKp93ZVyO9qu9v;>QGF1zUZeQQ%y`J
z<y`+>g55q0H!BUL9b71HyGTUr#GBxArB0zI8?2Tc!)UZ!{joSrgCn<w3v;OtYV#E8
z^-}XFJ^e5Bk%8n1${Sf3bVI}lY-LOK;3nLdYI77=u3R;P?%*>C2^T$<t3H|8w!do(
zhs;V!%-CmL8X0yH7C=w>i2lPLD_sCEU+##Er*A%A@O_=9CPvvu3+CEDQ=eCElgL=-
zUB*}^Yk)R?C9-@w=X)Yz^6S^HE-gQH(spq2!)<)r<<P0_`|BHC(h?Lo$W~_-9umdW
zQ%vOdkiho({F@iy0TpdtIumgDS%Ek)?|-}xv$s6N7hk5Un0HY~nShYh8T};xZ^$Yo
zg)B`$lDl5$Flhm>?`Um{;_X$`JBeZ^Z4WC;|L$Nd0KQ5*Fb~2GDyYa;w)m)<C*mAR
zwnq9_=cN_@$L?1C*Y5sefv2mODKN(EHj{O4uZ$%4YBrgJBYSDuY-uD4cq8Gh)?-D(
z`a6~LN%P)&Of8hV2`5l73|Fj}>FMHa+G<dwDgmH)APU``uQtG~Q1f8(QftpIfC^_y
z(UvAK9+u+YXk^vOl(i!pV(M<x)dTXr@mv4JF@x2*Hvm-y&=K&4tkRz!8Ay(gu6A4Z
z2<IqH%7z_ez`B0?)EyiBr4i_Pl%ab~eCrCZKL8B1B^YXETvaJqfx@XPX_b$^ZL1Aj
z{_Vbmocxkg;J7ULLc?<iYVPWb8_wGG=BnJDh)CjUvVMk4$~rvASIf<J86E+Ry(Pf3
zg27HA%(1w~85QH8^C~pbb)76FSUDa!_lL$r`Ja05CUgvbO#<a2knt6Lx<y>yt6}#p
z9nd#CIsuco0<gxXfa0L6q@)FERw<VS2Zd9Vu)C?Ff68$7A^Q?Hjh4KGU%m(yBM9K9
zOURccWK@?1q6)TPU79WdzV$_Eu8K-O<c*WPM!Gx4Aaj9btAK0H_@BN01JHYxT^dfn
zvg0#UQUzie%Pbta->*eU?%GqUf$(I>?Y(B@GfCZY@$j!%mjCVts4>Z=Tmu^xZodF}
zKWL~)48|x1haaDUX<F{sM-TYUp|o8VarxhOh85D=tikzaT~^?cS?a56k(tCiaLoQ6
z3*FUcA|;yOYR~yEvdHC26Kb?UyS^8!&Cs)a2|cI2guWA^DuSsZdL+GjDs4Jgix+<?
z`^wu+?8H-z6)%JB=*#eHvM1axZWl5hzCaX;%}EPGvZ+}C;F8yU{+L1PHxM%>BSU@N
zS`Y@?E~wEl0R6FX0v%6E#g?`?FJI9HPfcGYE$FZGMXDTgmdOSdtb;lVsp`D7mOjbR
zq%8U5vk{)6^g9$IU!=%0n+=zk?}0XW4uDV>z;sQqB@(3PY5fG1vzy~Bmu|xcB$}5+
zY=@mS<vC^tigP}X6>!ilf~#kr!GCrilV1-nE0B|c2M2GKXN|L={@{zXsYyt4IT4q|
z--a}~R}7W-Q$W0OTT5R*XVk7*4I(K{0xFU4b-=$~YJyUm)lAH1&I?;t?K17tuND1C
zP;9<*cl^wwqCXW|?FjsCy|&dd8?Q|oN7<cj>*e@7>}Y)?qt5JV{>|u#Yl5is`62z!
zx$e2(-0HPpX=9T_EJL7DYbw;?%+yRyRvI3Vf+0>MSYNUgdPYoGxO8A&+-@v;YisL$
zft&A?AMwVOt}itbR{*@Ho*w^3)~4TM*;d2Lx21=d3QvsLON-xSa`OzA=4?5$;^oYJ
zT=$B1uF0wqYbU;ZcSJF-|C1SF<YMWNkc@uh9Zx07Nv5n%B@f`kY=}BBgR=^1TJpVJ
zP8rMStc6zn(SjLW-y!fHBJle#Q@x+Wro_KMD-X>aHY4NyrAwE#H%9Uq3QB-Hy)2lo
z0Fy`wc6GaR=&QCcSeMT4V4k#@4U0rx`-zZyvT8O?RG#70A`zC?P7F03FbjVEtzX%g
zS>Wc;dV-_#v;Oqia!Drzg>7Z67r6ajxNOXQ0)L+J%1PK=82Olrm+NmJ4ui0=%0W2f
z2;~0<cSh581RPG%XaBvg*2qmb{6>LycW>x5kF2O<QEl#=JWt0;BZFiDW$4A<F}c5f
z36Jt$Zo9U-e{zoFosVf$QPh)0Ooe@vQEae8Ocp1L`a8Q_Rb^W?uG_UNcestayT+cE
zWeIfk%F>(jN(p@$99whm`0p(w%yVR<Aw$3*Tiy%6-ACH>RIgU$HN$A>tFHuGT3RlT
zId_+ZgK3joI{uXH6J#*zlX3MNv2;}tPZ^bE6-LK1{mM`THd?xB3c;)6Z~%EVSd16C
z%-`@nwp`t*<HzS^V$QR8ZoZTH_Ug+b)UDv_UMLKBQd=+bD09EOq}mVwghBuy+#yUB
z0UUThN|W=h!J(e(C#bpUSc%yc^n?OSkL__`NTbS1)J!amS7>ezY)Zr1F6JU3zV1(I
zb!r71JtJjx;PU9O(>{$RFH+wM?d&f-xB#*kYaL_~q7p!hcP|g^GcUaxhU<=^fOOBm
z3;+nz_Ep!xyug9=z7damAY|H{@54`Kj`!x0e*j&h3w0Wd8zD))$CFiByn?aOV{*9K
zc@JZ|$U6OGOUNZkFq6{O(;)Hf?T$>6EH!X^ua{^%CAr!KavOE$FD#fkIWjYlE2`CN
z=jOlDc7dGgc+&qm)xTG8sCrqAMNDL<EcqsbNabNc3?c;gT+e49n-VcI!_P*jj4OB$
z3?<d}{@io7rVaXRli=RJP{Z$4=CCXWVOtG3P$$l>m){4Gn>}(r@yC6@paJ3Lx%3Y6
zfd5zXG&c)g!^IO4njWu2mOOc8UJ$$~IF(J0mDGDGP*=8XmiaH3JAsUYTJc<HnqMoI
zH8Re2=+l=w!eE?TuoQ()Ij6hq6-{&R!+YW4M$5A2$()YX3@sif9kRbOELII-kcYKI
zZ(@STyp?2=F$4#s7q#^_AF%(uHz<<&MWg;GkJNX1U!!B&u51NKoJ@JosdL;P84rgl
zFfn!$`*O#=_@9HnPS3k56>o$wTEriROh$qpH?;(mWlTLIfp2v>)(IAt_5qE-*8p<c
zfxBS{cspDig>OadlKQd>h;>9?&Vr*KJ0~tsQS~y*(JoCIClu5)K7qPH4Xvb?q`flA
zTW~xEwJX89Cg+q5Cm^9V@i_)i7BEdlU(V(IQq7BX=TuC#7#SBf?w3aVPvVpIw^nz6
zlWs|ef-6zjl;{|JA!oc2%86&MaSu$qL<HvFaLrn~>~|NBsr8x#-L)PG?F9QJJsz(Q
z1>?bQLx1qU90fh_qtA%IrU`a;aE?eYa7uQ~LxZhc=opro_JD9tHrbzH6~>tD_yPw|
zL_h6;jB4rm=g&^LSK}1XC|peaz`&Pl&PX6;@DPArO|wZ-_SF#FIQ7ioHRxwuDL|V_
z;YPi$UFF-pZsQ&iaB_6v#OXk>Q{(+hUo*#6zItJGA1UvzP$+OVDOmk(5KG%pnY2e*
zd16tdi$J++!=ikAmFbE=jlWcZ;$&*03hbnQ3k6oITZ!Dcf}#XmKv90T+_lv<D+1K=
zPgZ%k2liE*ZI>xvFfP(ys`|e~43Iu=!##4m3=rXRuyZ<djl;9YTjhX{V8X;f>vcS^
ztG$WQ3+qrORrFf1v53l&6EFu>sGOGQ42Z93$<c=!n1WJB1mMuP>hIwFf)wdXgOQB%
zF`K>DppaD?L(cC{{Nt70&q0^EYK+~xTA(}52f&X)q>pu@i40#-0dRqek>TX`KS5$>
z{#B2I>)R0MbY~0C%WzZf<y6$VmT&Ex&S^Z3otDPjSje#JlwGm3wA=6k+z<(U$k-jC
z%<ZfAE-)2Sj*s5ZqS}=QGzHc-uL70mkCm3ZUlQwF(-nn%coBQ`Fud{CnmmPh)C4Gt
zcXn&3fTz1adY-^`4*rA%RPvRv1qo>{8XZ9LU|o2bsVl?dy8D(`XReLyJ{mkc`uWIv
zR7|VBJWO_FULT|o4&0=_ZYpQN)F39@>J5MYR{NnJ`9K~GyC=X7uiE3_IlM;jc21AA
zI2tDyS3)TEpHf6M?smPkIG}M|Byml$5(wHZIpeo@Dl@_H=k*M1Lat-2ZLw#maT!mr
zx3$Nb_H(`Weeq-Sha+JWRT%C}{Tf$Wy8OC7%$4BzyC7^2#>L$hjqF@2-=Bnx5wz=-
zpM(OWA4<yl@)8~{zIMm{QU@lzi|G96vwc%WMwOIkc>`9JYa}2GaX}@n-<6xdUFGLq
zPZ@$Qy+{P^ikGj1LZ(F)K$@&H-^62^HR7WTJPFA@@wiptde`aPd>v7Z;Nox<K3-AJ
z9lH8M5Te!3K$-Gyq&^#e!Y>rDb~u&mqU&pbo85<hMdHH<N{+3o<$3qf%L-P@*Xj@c
zBz!+NF7z36VU{8c5jybI_;gC(7)Ty!e888Dd1zJcV#vF_vFE^Ex|Gukwtmr*QNva1
zmK+JnJ#SatJd3xQUGZI5pWXGRUDlc37>G@EjX#~#QY$(I@6ZD`M`}-0lL!a1PCPvQ
zT@$BMW#u{AB&RxUT99ZM8&_F{h+8g=eynLF<}P~0+N!%5ecYo2pfu@EVSk}C0~3A1
z|6WXbW&9?{^+rK|rq(V~L;cPAuj*5N@1o=$R#}vISq3=XG6j{N3v2a+FK$?!h4zvK
zGeJf(pDJ#yZ@>FA@CGD9R;N(2(~95!Z1pH-Tyrinyr5&94l0E)pmb=JguP1XidX*U
zXa>bH#91q*EQPBu@wNRQlT0pyOp*X(JcdZ1up19w99``aidc_ef37<pM_4OlFlUnW
zdpEd@w)!(!^YvZ50@@p=1J^5h;0)EFGp?2Ldv3-i-!*_w@qrBKQ+w`J{B$ltibVNH
z2tofPv#O%LGn{H@sK%Hb&oBr54#f8{VK$=BOvx8{-d26Gan{%$PE1Y!%&8TURlmwm
zkyTKkWV}u9YCHJ_zB1%KB;5g_h<>wU$FXO|rkO(lmg{aG%iFe$@>`V~1bwZExmp7p
ziX|G{1Ih3H{^Xp9dujrZ@$A9=47Hz`u_K>y*@a=Rq@t^uY;y>XAguJWD6&ilRxWWJ
zTTYg%^%bE2PT&dE=(Z$@2<e+1tzIbuy2_nTt}lHdbrm~wKuozyIX%7lL>07hCo29R
z7DFcc4IQ?+%&w-*bR$>r9}n0$$zYF}AhZ5sxPHQFcyz+;4l-mQo^}}E+<r5`Z=wnl
zZ<byCRcqg+jVB)G#`{;lR|ytMYBFr$+}Ue%Pflco`JqT}!d_)ErtKog%b1kLAKgB?
z{j5^sG0qFLAy2$V_Bi4ba^NA?C-&>mdIq<0y3YO|lkB-TOG_tw8wN8Zos;yA4Tee7
zmi`PT`%K3@SqX=1)zO{n8#piUuYOO3$zUyN(McW@Hx|E|D)MCw?q(au#^%O+V_5!-
z1IiuU!;Kv<m@UZ&d`F}V+e~Lr#OlEHA}$EN6t$(sBE!z#J=NgIfl-_Ru~s{8)j^3c
zA%OamtA191Q|Nxh1&DmI_Z3MS8zT%f7V05b+V2izPbrRdeSOub)Z4m|bzY$B1)IW%
z*ztv>3y5atUN_a}td&$Bkt<R^>+oCuUqFB+-e#!=rAiHJAdudXU|=PFiK+&G>-~AN
za<q%Bg5<C)R&0pN*J^l7wPIA;MWrIse`X7FOU+b+!|+4?D4CV`x=CA9-r0X?ep7-W
zCXu{(<>Z`LrPSBLJKJx7t8qAEupQf6!zTZ*dbDXD3aVbqg~10P%JcBDcSucmzSm>9
z*_l&1c;-K2Wck~STLE;1ORM~^vb_SE%tvbW-)D`>#zGft8%gIgK8&J4x{m1KRM4)k
zbUx>)pDFbOptl9q6O`m5-0?i{b1=Vj(l=un@a3faosA}j#q5oJ|2&up$b+aY&^fjq
z6$xKI<Ja4>qP!T)RlDMCh|ztd6h!QA^_aN*UovZ)Y|2$c@t+sG)8X6dH8#rye?rkb
zt}(hGtPPTS7}yQ&v6%6wcBLj3&oronorvAd%6p)kA@F+ybXeWynuUGTfHNkEYAlVW
zh2fivAo%<C+;%7cOf*~0Omb1~23FL17j6xN!95qR)^Gidj&>7yO`}T|qM-EVBK6w#
z${nJJ5)cRA)$Jn7c5h@T=!wIYzLWVn%zrN|pH{KjONE;^U9GjP-{OSuZ@_8mP_x_u
zTV7LcLYCB*Rq_=ilF-j9o2`=9WV4)AX)9~}+bM;;S5F`owX?)mg{@6gI3;bZzr<gq
zQ>*Ib8eFi<bF<R+>A6~a{lDa8+iKQp;v}t>BfMz&Dgj+?ZRtOMAOm<tD@o15b1+Ta
z#(ywcf{It?y$FW4wD$HiEVoJkok~HNIBByfeh^3yOSjShXbjum`+~TUUPk{km7t63
z_$Q~w6(;#bm8Pfje~|e}(O%^@CMNae))VUp*Q4iTyhjABj*yd*B42xb+({<-_fmjN
z0Uj|vg#*45kTklWML_=g^NU`MgPIby%`RoaxE~jT@AR6SKQ6M^OVD;fAag-n2B_VJ
za;=P|it!de#hyZG@Lg~HwJ73Hey-JUNb!z4KmnCPCBcP1bK?Ij!ZXV!_9u=LaeH5T
z(Uqi-2@w~TsGyK(LN7}Odk=wzuxzRzqDuS34#)$VCHB93z&oM7Z_@pK+{6v*EB!_X
zh2Qg?<0xJ1R@Z5(&3tgJV#~7PjR#C*q-535c!v(=N7{d*$r7g?+eTF#!6cHS|Al_r
zV!P`;=*gM{hlFeHTbvISgY{K#u3#N|Ydmp$%2=MKnBVeQ2XGKItETh+O<eWm&7ljz
zNL<c7QEl}>cP8%v2_D`!$DK{FJv)9-zyNq^ErM<wTWqfqNjbKHXJ0JK!yc4@OI<lr
zp{?_(+F_#WR1?})N!^$TE=5vhTpEcZV8)k0>Uf3WDR9=~y&yq>`Sj1-bT8Xm<96R)
zGg<79#2>9>Z3*!+Hd{X={G~h03ehuzcl4C>rfmLl2Y%ExQTr6907!i(Zzd3*J%6K8
z_eCzNA!On)zRH5m^S20I^Q7!`r>~CX-+aQaO6QZd!Db{V4Uo-)8o}+nxQVPaI297a
zIoT>xe&Ztzd#~;@i)C8yVt2&xTTo{91sdm(ODUm&X;!TQ44rfn+K}^VA8(;F1h}1<
z-{G^)!utpvgh_B1xvoN~NAq>qZ~QTG@nF((v^uVmLMRqN%PDi-eK(&mwc4|Y&VE#P
zu=X_Ul?3=*aQOenhbc{83N4}>U8pWsg+DvZ;tXp*&dad=pL{ywH>R%E6n$kIH9FMm
z<1_GaZ-E2G`pU5xjA$9_6W{9SAtVQB(!N(k7H?<LO1~f%!~!}c%$A;x)A)cZhe#<p
z$!B?>lbbJ-6aU#c8`Qp8eC}48t1q{Ew84Bf={y@J9!C*BFVn&^#KjqxCP97pI0m?$
zsrOS0v>M9BK0j;ihjkW9k7Ly{@HMT%BXzu@!Jc~*lf~9Ffbb242Tgi6`*&jAAYj#p
zIc{eH4q-t%{}y0Lf?G-Xhm>H0)al;@`|#ByAbBF6_Af|NxO3Nk!qlMw$akCcnkgta
z(Gkh6u_I}npZB1FBrw%bBm>CLx-E0(L+`*Olyvf44w>NAal|_NV~wQ!gY)&S50Od#
zS*luEX{DSOxEvdFISFlS5Qd{@F#nrP`NhVxMinq^A`i~7L)!mMv}19<3ub%`pS`lX
z3N^E~g9>=T07Q4%N!b0<{#q<S7n$)uyC(~X>>$9@5fTh;{G6HT&(jr@1@nfyyu2m$
z9|7J~=9HvUGwFSeR&cupG+F{(9>;*@_0;2aHSBsX_H{umQLSFZfH>?}kAi|MHH5nV
z4YJ$g;7goi1tiok@rfTmcSh9l=R^624;R|_iu!=|L?)1IS%&zjdqhG}O^wXH1qBR<
zPpQZj#XgA!g^Z%XqP7R54=Z5=^7cPO%;#tBqX@QI*G!yi*X?=^9x-L{l>X*kpT+%7
z-aLuQwjD681I&{JqUX+pOXIBjd6##9q|joo#+`m3V+8o5STI+$0EXc2%smFLLGwTU
z!x~?-y<Mle{WJ%Fgzv%>S6Rcnbc5AhD%wM^;)T&}0@8C8stjZ5T9;OJM5U={mS18e
zkCymhtcn0ubp%|_#mf0K?ZHB0n+x#vIR5Pp;cmSaAiSatkUd|^^ROu+iWkU`ayb?2
zp08aKuWo3E)q%TvCu#O^?K152o4yJBP!5>5sWyhQf=qj)w0Iz^;yFX!rP^M=`>?Q!
zYM&LT0r|!v>n(JYYMNFi2J_Hs=eK0Rmou=_iC_0Ivjp_$p*?7gv$X>UH&6E#8F>+Q
z*H4j!-B?(kJa2E*`@e!<AZwBo<xzGY>Wt$FMc_09Q2X~p<A6j=x7$9T%Jt2sfIdT0
z6c2pYjOb{j4ajP4M8yv#9&f>Sr}mRF<qi8&RN?(N*=u&;L+vBkvZtF5jfX^=0ISMk
zB~JyM&a0;tH1L2=Yrnj_HvN_M$`$7lp#6UiX|bFJMx*lA;Wr3WZhDab6zft&Jy!vR
zv}N|7D}Jrsb9C1RGx$h_W8xaVfAw12wB(UvuL=KfUHbG{SW4XY-u?0)8_*hVY`jSc
zGDL1~A(LxcHZd`=Y@*(AMgg0Z1r6hoE1bRPp}W%Xmp^;b%Os<`8~Ih1DgSAFBTn$?
zE8dq|_SMnz*cv>xU%ED;EZm)J#Vh~H`hO6p`u(7u;N|p!&$}8`qr()4y`?hV&p+jP
z8okzwjRX3GMensc1?TTXrx)QTi<Z9CoWA5^3Rt@T@n_{9_GwhzL;}z(=iwc@F$umL
z;+>;)Dvd%dFnk(fd{j06Ie+CAg0rl=?9K=4&9tw)Jnr-pZ_ZI^2U$2mohpYj7b!n$
z1bKxLahdKNT0br8-|@EF$Pk)O@XNML=1*p!_Jgmw!y0&=HZ3?lv$QlcoF}e~W|<ys
z#P98P`}*KdRXfeL%@p2H1KTTZQSA7dz9-R$&o_ATe2*0KU9?i5stfYOS((%gmyA1)
zfxa)^z+<!Pi|-%lxxegME;Ee&Z3A|G-*)R}+db9WcMg=QHh2Khsmfj_`r}^r?`x>G
zJKWBmzf)=Vw|xKcx+Qq;^<VNV&wuc7K7;J*S})=f5ZW04S}&qzji-S&$<u8yFc|_X
z{r|F3$o2WGK?kd(Oc3TLb@{qL*q?~L^~(frFa-y|T<MmI?U-BRi`pNKQUj%9O!XQ8
z+@OBmzsG<EkXfN2Lm)*aV%^7GyVgiSo>wJw9(K-=)*Rp13J{U=aF0XdFW*{qF@!V)
z;3Cg4UedygMq|Y+y$H#hF<XcAGM$(7t*qk~x?~LuOmgDqZHqIrz%42O&OcDBBJunI
zVbs{El>^Yim1_lt$zZ1w%2-t7tH)ZVwN|aSKFP~tRr1`>eE2J%9%8-1%oUc(TeddL
ze%${RAD}c~rV6>>v98S@e0OYnzC<NeDgq<9elqisP9>wTMQGj8o=vKAmn0;Gk&&4h
zA?*h!Gs4I61jo5^JRcGPBxA+28KPr^Tm-$P0uBJ$vMziRi)n_6u8PiOQqg4?^t9VL
z^A&^pVrT#aJrFu&0f_Nd^F?b5aDD}gy;)vS0~5~OvSk;OTE!VVlu##NE$`~pM`XZw
zk~`mn*>?vS%t;*FV!_PUVbn2~;h1%T(v={UK*=bcimlZZxM~!m+vf)IaJf4+(c69T
zb)y)jvt<aK(>8t}Ggf%q7nCDsS|D}TAQ_zX2oR%KX#k!jtKJ$jashBZ*djpOrM}Nt
z0RcFil<^k{(Y);#@fIcVE`WS`S%Z-w5D<Ch?-tAHC1q-P8w`&>1s#$pp^-}`G~(M`
z8x6r8V{hRzuuqQ`?}0Y$gxj&<4f0J%i>Bx9kjGwAS!5qyE2N<%*u^tPnba%r2a8*Q
zq^r9(ExEE)%Kj8=>LC=*9fXiIe6c!YKQpdi(gttaiGl8_m3cTQ1gN0PJb&J=%eeWP
zMhiia;ZeV}q&VI?nyhaA*H_w`vYddOAR(AsPmrm9=!}K#^&~uO?o@zgt3Ke#mxpeS
zt;7KqAne@LmG0O=AHW2ZO64EHy0J{Y&yz;K%mjVY=cdPC9P;l~qG}aKD*HxPHF`Lz
z0rp~-*$v1;pP%DDp1P~J=!SJ^ik<-d5;Sgss0@$nKltkkC+k2n_atd&lKQhRDibqe
zFEMk8p^2RUaXF&^php;6E~zk+?fmR*vyJ>&-*>kOxxcFq4W?aVfuOPQ`5z|kK0Vfl
z_D^fB`GMjR);_h5VXNP|pb%fuzh~c9Pm6W(E_o7P{#)+*-4n2Il1O_?Dd5nI)owgo
z@5B`9-ZHt!U4v@_DX05J$jQ6UtEY(Y$@6J*m6ueuJ^FlU=5qTeCQ&72Ho&<<^?F0G
z4pJE;L8JOJ*zXL@?G}c_>u|tf&Pr7RVC6Z~NAk(p;~1ew=+!FrpO0iOODfq5jujp>
zUN)>g3v(cqIM>=g+GA?_`P2XhZ=#>up;>Hir*&QV%?A)eU)8Lgv--6OZ{AJ&z(Btn
z>+?~3dn1LP?T!r0Zv+~`n$iQaC~j2`t@~aVJNd=R{T-u%>4b#F6?&;zi#9k9cC$}L
zF9&70{;<pf)5!g#{4e>GG^UKjYm~;==@+SA46}X{9^YJ-6a1?%t=b2xi*sn!zCZ(;
z;wGheosIDvy4d~CT82C`C!1SO7zxB9|D0A3?u~+4-3|Uflem9=B;o`)`<(};5E0og
zX2EzZ$a-XM%mQL6Kv3yw^D*0#y!klIk=hYyfkV5<#>%*b)1$=e$a}@^(l>zd!^)Ix
zKa>>r#)vz9hBxl;-H*-na1WpnSF;w6xpxYt2i^C5!(p?<=;KJhnMB0#RF%*FDu`<f
z#%Ajs6RBFp6w)U|)IpsTN)3uO9#r*GI`a{BRBSBowOJ62mOkfT%x&`O#Zx(EeCZS!
zXR&`2;Cs|L-C^+i<o}Sv*dTpzR@}>sqOiDfAK!y{{^X@DNvTz4o?QQWbdW**_jORk
zzPo)Ac5N`0-V}2_&!=E8^H_tjQJEHLa6|2yKqW7xZ6k^Pp*SFv?CbI@p8@dTXI5}!
zKW~4S-w$(Sa2hwa!T+o7JAj&8|23n?Q9(ryAc_<f1tBykA~k{{(t9YOBOtwlln@k=
zb3i~qdXp+8p+lqu6a*9qNDI9vkWd7q*O2>$vv=?R&fb}wot?Qm`^`9pnUt@*@2@}4
zgO^$DpBnIuc01X4JU0)y9}|UV9L(*!IHA8yA759bfr6@_-#^0uLlPR7H&o(d{s35J
z>a=F?cfF*gNjVhX<))QxMY=IMp*@$p)r^jCZD0~7B>5kTLIdoB@~}GOv+nXt5C!UH
zdhpEnFg!s2YoTzD`KAhT>kLm>@q4`k20s#78uZ&CJXz*rZBj6d4!LD0ZS*<ybH^~l
z2hT=D4#b*PZ(%2Mx-s3d^O7zTxi45-2aWmYK_c7S+`QQ&z;Z_l{d3^)YkFV=H;<oB
z9B<=v&uYt6L>%e-n~F#dh#Q|2o3Xz?O&hH?<cxz}-f76Igm4l2IWJz<tpy~?OTl#K
z439lt5I|3<r}N=c(PNYp^{&ZNr<$&dy<<`a-ZJR<W2rLora2GtiRm`o2d(Gde4(<`
z_XpLM*%uAfo7lqSXf8nHsTJGnACvjkJu~BoO?Q}AVU<I4(XspEh6b`N%3p=}ds8>C
z3&r}<R5%Y%PCajZ6$Yw7s+|1J`@{hye!KF`Lt*=AoDT5`Z|orfa#4+XRWJKj&i65B
zDy!x{VZJTSNgw^r-vk=Z@ebbew$rIxx?9zcqo+<@<w+qas^yMg@%I)^^Z-be3ee46
z57ZN7_tL3Ab^tL~FW0_wjukS!TjBDqk(^rpzOQh!Rxc$eY;%q?_XJiI$@9cr{fax}
z%t`8|`)qR%Xur(}Mr4Z=QslB3^MWK)?Ir}o)pXagZaR;DR8G$8j6R6vzEdYs7bYTj
z2rJj<g~|7(a(DNS;{&4i*ckcKMO;(w&9N-ZA^y0?2CSsHm1q18Th7<prD<+<fm<{2
ze+w|1ee6F720{NNdxEvjYWYeJ<2UvzevmU3)Ms_7u|vgvnWyi|k3Llv6-PPrRVMXk
zH%xbx7FeLU5tOI2ijiTkiCk@3hWW_#4gJL;<X~3ql#ENp&TpR7!!02?d)vJEwU^nA
zT^k%n7W%lIvyh9s9D+^SFu0GbWu4Z>N54tV(MIkGS*1l;jqu+i3g$jv)3ZqnL7?=e
znrc^@QwRwTZUGDY!8D&xOaksU-cM%~w=&-zC#`BnQCsxGFkRK1$pUT9oqNuTOV~N=
z!rHo{m-811)+>$1XD!3@XB{lknQ;2<89v2XTe7SC<0a;11IqY69UCt%YHT&6(Gh8Z
z`&<>$Wg#tL!YRF+H_dzJ|4I(OP+YL}a$cIb1%2IN?x)Oz?>Ab9dq1x(G{ZiIWD$Ly
zX%1GJ_SI>QV=v3*%ERJClw!h|AScgIx7@U3gSqj2<^46I!e>Lh(b%iE&L7o+z>l|K
z8-K|aKV`<{n|C(o=!4ZOZ|Tb$hvtpdk7&juFsZ21QR^*jveiT;S&ofE>}97R9H~70
z668H&!)oRst@d7HQxe+@i4135r{7T=;iPcQm98BHn|9_c_^O!e&D~h`rT2Ss;yQ#{
zDLoZMGqS=M6Dp*d7pf$4h1<J!oc*G+?DQ)k?+Qe9^yb9=1mS%5`b_@uL@N)u5e29l
z9g(QN9j<TTlovg7s@9+jVRpHZ<^h}%EKW^9ReTH!SL~-{bv%@8|A4SjhrT}Tc^K4U
zJB3h)BL31n!$)rpzF2?n(I|v8uQYS<4RXC_j%Qn=fX2Gi^UOPU1f_j$_FZ79b0vC)
z*Sa~vW8r$p#yc>65KuKHv-5|n#EhPo4jSZv1W!>t+x<9RtFpNO`|YN@^X6>i=T2OO
z6z4u8-#RQd{S|;^;SFPR>?10x{fA<p8k!m&3UB_fDT{BE!}hHTN^QOORyfCL4~Eky
za^+S^FOEp*Hmou6`IV#M+RvX0yucGDa*Hz(1b0KKrf=I%()ZoSoVdLN^PEcY^)0==
ze0RTKoCJXcxLpQq(1Z>;`>lh%Up#qfib}A_vTCt;GhQ&F8|T)XC=F&|H4T3C1*let
z2ei28XIS<QpAG3BsW6SsIP%AF95f^-81p=sG=O|sOL|XS$ZalktKB5NTqX!qTcS%k
zRQe0hV%|;}&o|>3Q<O<Zk68no0um!eY%`li51y~k*|*8|C8FMe?oRhZ)}B^4q>K@)
zuwc=59I*)vD{_AiWB2CUQ+M1*40twBlxN?`>wxlYkzY@wG~P#KmUa#PsK_bqX0^q)
z7k*LBx!LUH+(h{BoBh5%And@PP}N88=!EZr>}3BrN>Zo$g%x>cERui;Fphn^snH*g
z(*?-wfG^i{(F1l3@5D7mHzN-!@vnt&(VSgzjeBvM6V{+yJW>24)!X*Z6QBN|nyqcA
zk4h<&mtw1a3*R$xI9*XCUfW0zzqI2!=R9hwZq|RId)?S1MoJnh?`IYN{uM3es5%as
z@qJ)AU$d?lOv=D3AJsGt@_2ek*11B#?zA{K=oBX#+dm0=s*ZSvStXE$hP|!iJd?&K
z$OhwwQuq45qV-H;M-<$9<vt7(JtOuGtz7&Zi`L%)%q~kkr-V6+hR>9g$!zz-(Ic7l
zw<m)+sq1UldewG^F1)q0mY!*sF5<0-l1j*Gobk5QO6RX(->)6l98P8fOp*gqL&qss
za5cFIpj8I2>eiY;WiXSNLI6wGEK<OYyxa+c)}?neUHtI3A4q?Gkmq`f>!A1e6b!aB
zbj>V5;9sY^D$q?>|3#BQO14-)d+!kh1pPyq*~D2adb*z#ef`UAl|J7qrX*0OZhB|s
zr5ZOwp^>C9epXik`%cX_xa#29P6wzs;pjY*Z{Pc!+SR4DwA2v~4e=Q8UG*U?D{E-f
z)I)!RDKp)#-KyPIzDM8nSCvaTQlb@Gm60x9uDp)p+et$1({9OfW{v%Hue+t&zD16h
zA%hZ`mS$%g1bM-nM!}X}s|~aNZiv3W-H&Z!>`?O1U8thE)<7EDXIN6=r;8P+cD5)#
zcW&bC=ac65W|@sM<tGtoIlstCCgT_@pCpqJ=-@tEY;sC&8J92aUE-6@DR=W*-Nkd`
z!i~uT6rVy0MkjEd969&TSQ=fZ-#2u-ArLo(fhbz~RWoPD116mftCG*ohaIMtK^y2C
z&S=$y?z&F$4_JvZMo1gvu&zTyBc7Y)m~WM%)eA#4<&U?O`{!hhi?mHPm3{9vl|6D5
z7%nk#^jXxh&ttv)#h4bUrlDQaGZyCOUh{Te`tpP0xwDt6<h+W$ygkIWF)atoq(&Ev
zlT^!<TC2R=8u@~j5$8ol?Z2t=%a?voceIhyBzg1kqIdd1w!4Z!DBXV)L;%^@XOQju
zx=4q*L!<qqOI0zs>ZhrFx9*AxTFIf$OzOZ+2e8fPg&1$V796eVp?jUe7)1{2a3J4Z
zj+?=xW#ykyNX>V*8<=~WlnD9q&xqhL0{FA6knQb73CDFYXZITK8`zq`0^8n#k!)9Z
zjM->TUaVF09q#0&?({IP1twPx9rLR!PeN8?Eho1uKCMy_#NAAE8?i>wFSNnjHe}IE
zIjd@(c_EDQgjPB#NCs0Xwi{H~Ij6JRJ2r4{RnD+lQ2+s&o<&<qVv*4VW}FTt_*p6Z
zeDq{C!2M72*pA`O`lO6ChUD$L)k<?NfZ<jL{tIM~vMp`bUxj*u5q9`nuV)`@LCH5U
z#XGj-xq=kMx39TKCRed`lGDm(DhW|p()X!8FJp-6AiFP89pnUWS3FS;D)3yHZ~HR$
z?|HFtQ_IHX5haY*u&$mJhEDuM@9nXjq5bu{F+b`G5T3<<^+~d)@^)YgKmrp?BNi1+
z*nQ!Q86(J^#+c;xv#fqkke!Ucao_%~)ah%CZFASoh`<?PuJQ6W7K&{etn{cs^J}pq
zB*C4d;KRYb(>u!MvNyMy@af@qZnS2g_#vn6Q^RXfYyeJ-q-?*SSD0NzwEm&3)8jaS
zAVz<Uw5dr)0wi%ii;W|(E-*f|uS7|BtzUjQ)fme6+SfJf3l}yWoZ5Z8vHZ3Dy-;@V
zDOz?keG~EI@6)QDRXseiZzY4~!Y~8@oP8RPtd_q=!$80r0G_q)^j(20)M?^`f}UZ;
zHcI<;qU&Lf=Nk+hCh-}lJCIY<Ihf#ntaAwn7DuD;f0U<0x871ly85_osi<JI3#Qxg
z0qA9$O#Z37=GaksW-pfvL;Zs5`U2ND(ovwCbX_ay9n8p?6@i^1=cd}0;D<JEkL+9N
zyF|W>wbfr>G%vxrAV<Y21kX`&?TT2j*Z7iCYp;-JP<gjqpUj0#Og$A;5emX19Z_cb
z9DVe;ZaxH%Yf$5hv=k5;PVlS*&u`Z%!7_&X*w2Z}_YS|#s2`fU>@b?`1pG55{j>w`
zo$G~uI&bvL2hp+f2`OJd&pi0Oway9CVN9(z^p0TvhfZH3s4_m(IxehgG~4+AGseYP
z(pRRz3+Kz)sIM~krOA=ljd}tCs+5BUy{gUw_0&f9saR>%kd?xYhaI%Gko%XZcPUO6
z&My$q4~$38KJYt))^z&fc5$7jRo(_*Sa{Mr#hUh!!7_irmd#8y7g}IFr^47?>#?rl
zE8Rx`iSp_X-Q=UuBMb)7ebkat{v|!y3rs(fB=ehb%Cb*gK!driK}prIo*ewSNpJUk
zrZV({DojRT*_ep@G2xiU5VQik%PQPgu<r|T`;hCzr_a>PA!_xvoc-rV_A8#^&>Xm<
zv?1%EXJLyXApsL|dv4!p<bvZ|%dhkG`l_Q^&|N=`_NR^kNxb<?EcmfY0RHS;7|A-n
z;wkDiRJKi^wTTNsw)L?ACb#Dqx`rktg&SA|7O(=K-#z526x3~(E{(4V6e90(f`EOJ
zNhxgmN#&6sKByVF<`06lh?Q+JI4jHhjI@ve7mAPXg<?ez8cyodyIATBLB~(@!pVAO
z+J&n_t2OJdgK9(!!aDgJkl!*etj1%r>T`pDi0h3EV91EctY~h22hcfn<W(C}3_YGG
zN&qdY1+BszQTX;z%YF~`8V0dbb!$nK5D!bveHT$#3_P)5Jo`HFhPbmQKn1aG>K3+y
z&fcKCxK6!E4x`o0;HkCN>&#sWjk#%+i@t_t=r7@3t`_<5pkL0=#yN4ybk-C<-HEmp
zhCWn!npgBt<z^1xK68uh5=_lXPcg#6;uDrO;%ifC?jxp3drHfpc7XTG`=BY>!0}1D
zEo=N1y{XJBiV6Em-+ppK=ZD5>oJ5b;REm!mDRfo*ad?!q2ISQ(u!<l?$wv}B9xQsJ
zyMw)4eecVG>$3mEKB|4$Jf7l^aBr5qHg*6%+qAFTlfarhs6rmS2fy$45bXW#zrZ^2
zh)6*IpFe3Ho3oSf6mg>0f!k2Z(X`RKa{Z%SMrll<>4(pGQ_#b9yWDhDoX|6mHq@r-
z!jjU2-;>khg12id5+JXrn(!ApK*w=VG<QT(MLH40zAg9qMqq<41cw&ls%cY>_W!_7
zG++sU)#6M)K&YVyvq;{`+D>|p$UC6vaQ#%?t+vG)&rt*xa4*4Kd_8}RI+d2%)=Z=h
z<`ENOhxH7$4@+I<6ET}xam+PDYv4uVG>_`r$63AxyzwF3a31MzM6p43F9BP9MltVn
zUTbMRG-+kZe{)8_zbNoKa-Tc!ZN5<FU?S(?`@Z!KWAh@{u{OByfZh{lw$&0)s)Il%
z^TRUQO&pVo3})j-8#TYG*JFaJ0zc>%6dIdZ{%w|qQxsBJ95~dNxIgU^dB@NEZ1E&@
zrYBR+h+822XJcL_*ZDew#ph>1K670AxTtbrC4q>W?iTmnosZ8fd9zX7*dpL>V}L;3
zw@%#VTpw|n%Q5w6h@YN1^=M4&HV-qfGZSiy*)M>R#=^{!3rmM)?SWZB*5A{dlRK*n
ztkgo5$%3yX%i>{8;$q`tSb@^EUMLIkxw#Xt%8338a(+){miNL=JdmY!U9&7!xvBY3
zYpL>FD<}d)Xlb_>Z<>W@`&&MISyLi5sEXy>`V)*)c`NoLz|D#$G1rWkb-}`zmf_Cp
zwE;zVEbg@GR<B4LryL@pX1O%R>Zn-2W?zNO#5tnGP-UD`tU9UNf`m2*RoR7X_R{nj
za5F3jtjOdl7j7TsK;Clzs~c>Qfcu^f^V&LyEhfUB8|bCMKScF0DzeOP*xc3MNqJvj
zp!W2m;38q%_^Lxu)?>w22jv^!Y24Q({@mV`Um!Slu7topb2HwWsB1r{UA6H0$T8BV
z9$iq}9X*zNnz2c1h-QixEyZBJ2D*>!d6Jqc6Qy89s4wGZA!nXb>)*pkos?^hUOe9=
z5bvY3{_NM|Y&Fe;kuLOQR4cjuEkZAUy2i062H7Xp5I}#s_3>We4EX&5&4q7kb(Cg}
z{XJUt>gNYRP|gLaXI#}X8We5b+{!w)MBsMH4a)c(Us7;r+{>&lKhWV}Ka#qF7`p*(
zLHg^sFs28esL$bZHUOurl^m!9O%~;FbVs{jDDO;)Brc?3Vri6ElotnN<hd%17m6ke
zRh$PtX{LiPCb%j2-4o#DYFrphC)GuV<`D9ILU58lor{a7_z+E~^;TI)pZBGy`KTnJ
z0kp`}!A(Sy?^H?^H4~IgkjaIdq{7P2c!9Cn?8H3IBd$Ged}+l^bX*2st%*6)j((nl
zODLc%EI*mW?fMLxpgemX0JP8C?bR=g>stQwLj+l8^`Uz3s9k+UA)PjSh@KhNoBOau
zTqdy5CHl}1*DOKkvY~+SoS|qHPy?b_dCQtVvcqsPSeJ@*KB@m%!+xa_bX;`4y~yD>
z%Fd3?fKvXx{80)qmR;1UsAPzkRiFG`DH_XsN#hcje}FtWf9=si-H|gI0qk*#<$8=@
z2LT|a;-Na6@C$umc{GDOPB@o{L&L;JT?Vgs7#2=Y>r4!qs>xg+m+RjbMnl-B)wfeA
zht(^~>tNcBuXsbgHvZ$yEwk2(vgYo!_v#u97S(@kq($MyiZoNIS+5JGz(4~4a=!+6
zB(I)YcCVeXbC@pPGI&fk$kQhjZyV1p<_2^~73%wCa6byPb*|Pt1KlRxFg>a{AP}AG
zzsu^7I&*)Yd3`N-#?3bHRZAGdk`QVyA|K!}oX2Vkfk+RlT;N9z<fe9BUO77?IFdHL
zhCDA=P_+`5!y)L_y08^aFIE`%aeZLe69woV2>14&{?&RaR_IJ=;3|SGzABB%VzRss
zrc~>nZMVt7<@%_JdsGFJtg)P#<~wtYBUfYZtFJu+d`{S%R4m?oiuHrR+zp(3xN_M>
zCJjXVRjmop>Dps=_wsJ(RT(m17IYY?$m^CQu{n=aC<35`Zlx_AeE_5jP>)06lauX{
zrnMe6TIcsyOvkE^`t6t!H*&1_E)?>Mn4Lyk&<XqD3$0ajtgmOONJ_k(lnAN}%k3bX
zirQ1c!J~@*=1wp#Dr6=VK5@?|KH#d*5zqEbk-De3IRt|~`!%_IB%GO+=HzQI9YW2@
z{vGQBNR^Oa25f7u$TX$q4x&=x7d%fjTq{)YY^JMo<tk(2k9pT{K&gsTmRiy%v@Fgc
zg>0xOfi^1dJL2t14r}{UkC8F}8?+BNanOJ_bphxc7%03vP$A4j!%6^c@&mxvPL<sV
zcud3L^rH9YLq+55pQat78|B%}d{O=lUCddE>OuykW10F+A<q%}SHh1k?&}%*1t#C9
zd|4$_fr;*jaZjRo2?Jjb9IymjxmMU2P*t`5dRx;q+im@I#yyR<)VA}#UR2>VKUy%V
zWFJ*MG3it<vHuFwFA$SC-}l=u{7i8zM<?^;tg^04eV+pI;7Cc7`<-rRIxiFHcHF0D
zWFTIz4@6fku-$*J7;%{w3N3D%q4F{VYWpgS&nLH*$9Aev8p5=X@j^3gJg=dZUVCRV
z>!~Hx6^dTDyHl!#nL>ZzVdHG5gh782og&-z$ZNg1uy7aulAk>LH5G~3H=Dg(NKDWx
z{ve@leH?==6m)wz`%k~Q``;5g)d@r*V!m6c?mj~Dbod}2zqy2BVEz(Uqqf!XkDLti
z7=pQEy~kjk)!13{)D0ENkHD#91#dHvrMn52%}AwJ-UG>YXIe#35s@gma8{tZRMQv)
zXyEQ`b|-f+(`|G<&whH2=)TdACp5WSS`sQoy#1SWJ5L1rSgWd;IiCUA-4}m5+CgpP
zA>T9a5)Ss>hZ{iwS!N&0GX<A=W8VV^H-s%qcjFPc=eOYg5vqIW-Pmadw<$S)k)O8b
z`TSI(-$f2>ci4(&aK^|^(S>`ME%2uqNHK2c?A&S8vsviNBMiwQ_Xni31_3)lj&Lo1
zjZtR}vu&(9C+blV=V~R13wru-*<795pP+s~Y`x>7xQGeg*tBZ3p>yripxWy~v|hC{
zE8Ex&a4HuY)Eqv@UscD9wHVke77zM?VwNdO3GNZevC$>+@DaIr$S(t>LW-Bh*7iU(
zH`VV8{Bt%iz!r6vc|H=3iPC^91E>WCv1HG8vU6XPk|SR|TXCNw?!an_-oW0|>VyB1
zL4l*mM~!bE?h4TgnPfSiy(+%Kuwhc+&8xOzz1kkNSksC7QocXDbAa)|w>K1qHk2+P
zqk61MW@LQ6IKokd%cQ~iPWOF3J#&rv%<3J9d@mHH)?DLh#S%})0tHHzhN|Nb5*2(e
z0U0jjMO$uQU4xzKQq7J<p_~cfA<8W9?~?Al4{eG;-YTUwat1uGp`12kJb}k;hbN$g
z+2_$1TUh8pphIcUIJ-Nhw?yt?!TzshspO#&;}h<`hI}bbJ>-m``#<+A8}07M!KV7#
zx%L@}8yiUT9?}-RrzB`O=SV=@tbTvb(!tBE-#*>Iqj9xsgM2>o$l#j<#T>T<{eI~R
zMn_NYDKav`)4*F!C$J$P6mDtxgLe*gzppLwT0D?~|7OEjpf*_9-&<~#Q-!il-#KlU
zk8HJF_+<OK*Yb~6C;ids%eJDp?O!9-zP<{tm5Wc3EUDyf|FM66xf`{gG9{E(*1+nO
z_+T4D#TTUg2ND_=Pw`^hi1(*_^Z$_aJSq2wzP5JOUw`cv7RpCyrzIqXKYYWc)nmoC
zCrbln=YBg(OVwRr46ai=B<=zlx7#;9o8~Qj&l;t<bee&qs*#(Ud+{k-u?~DorEhlj
zDQ!i1%$n_`G2YG#jwQ~Rl7eVKd7V^t&O7+{fDY?&E_7&34abiW9c|pzaa?>(-EzJ6
z%vVy{Zh20|%t(qy!|Kk2RM6&5KxXNT47}6R!6{-5={yz0zDMR+Ta|6wu`BV@NjLe>
zcoWMnA~#KepAu=C{2xHWf4}s^Pg12Otdsg1l}C%}$T^YBI;dlA{kqFJ-w%W9K~|-6
zlJI&W@j1I+<_FXCpkn`c2mC<;`S+fm(&py_PtD(K#mGnDqL~K{HICbzaU$rpnaNDQ
zr<{SA{Vro-)gH@IbAD7SK|1*CW_DFuvsm%`$sBz^xo(Y|D7RL^(C8ykfSrBGS>&X$
zc4uX-K!nELK@FB2BR^YHAOTa0(iu&lWUTKjKMSb-LsV#s81`)`w?8Q{MBwzGDhjOF
z;0JQ0GULR+37^*5tv;Tl4VFaX^tL^E(m}V(6sci-cUZ+d&!E(dFr*maK*=#dq5ue6
zQ#dy(Yvy-=9#N|LFPvWxaB@S4%ufyXnVSHx7y`+RqoE}U0kcS@A=L*||7f5AW84~(
zz;EO+@Bp{bEln7LmRMZ-7&D$7d07J2CAG~&lzY9{&LWO8`6ggIG)FOKdqG`XAi{!7
zdwRT|J_NomabMn|O2x~oDhQB48@B_}=2D&y1#7@XI|3Xs73jLZy^PS*z4Y9FavKeQ
zyi=f2_*{)@FwL;ArDKCh^`O+N?)moO<pz~Ha1pSrax%znzU`J;;>Rb8Dgi~Q0q-Hx
z4=-p=F9K}17V!3B?mxfyC%yc{d@b?)n*-S3IJW_ZCjtjrU>R!>JxpWQCs&c@6pzb#
z|M}{1!ih_du4O&!1f14eiA{%!t_^FiYh0&Fz@XYQz%T6&6xXQZKcYe8#iGsjB4f@1
zpViS4>fSx?LA;ay^R50?*R5S~NyQPlo`&G5#0M1tJ1$F(?+s4TiuynxEcVKe<n>(6
z-8=s6|LKMzD&5Q$sIDorui+`dnm_VWK_;!EMHMS2|9{%D|K%SFmdF064Iq2|Ic|i3
zAo2JJetV3SqP~9c^_Y8%`tmxJ2Z{Oum~;<nrhj~#k)*Z>j*nMt)Rg=9P&j68I)3@z
z@U@KgzNZ!NHO^ytaCkl_sMF>Eg2*MuM~_}jn7&~6muTugtk}QY5>UJzsc}xF${Prk
z;={FJ5z)~GdV23(4kid7(AUyJ|Hb(I%g2s~)sDXq+(|H!8Xps*EmX=*^r$u2TJJcc
zJP5TkC^51BUqib8;v^D9sZG&;j{l?kRiHx6&cShgw#*6?2&u>a#Uo2A2kH-tr6_Xo
z<4D##ppnMQ4~FSJ%l&VMaIO5E*1`5fG(o|((gQ&y7^lnu4`i|Jn(M&&TxT*%*l?v?
zG*CN2H`%aDd6m^m-=HG2w;DbS_#ABZYc8)?J?ZS}83H^A&u~3Jwd6l>;jWZ~rnxqe
zw?8&P2PHPHLXIR*M}ejR%hf9C>iXbO0ky_lFq)<Wl+?fws+EdUh5wergj>sbYDmB3
z$1f{u3L`IQR)bAN{PKbn1vnK6!6#_my?twen=<hku}KlNyWnZl-{1tqktkp~(F@3=
z6gv);&@nJzGh8R5EqWTj+FGn%ZR`hk#}R~?27mwkH({#g&6{%*z>17E_=)Ozp0gC3
zjC6nf_|289tD?4S-Y`n_uMIF+xCrPRu~GPI`e5u+UrWmZ`TPz)zh0uCshB5G4f>mg
zqN1Te_#AS25GV`g<>eXeU`%RtmI#<ijf8yl)cnlDSst|rd{<b5ftg?HzO=2J8WrQb
zA{gpqF>r{f+g~ikFlKSd{{BR>*qak3fTZ^(hU^2qLMzipU%R?C8+y>j)hg0HzqI`P
zY9~z3@j4RF<r--YfFL+)$SeRa1?b^Ry(j%hd$qn<%M-p+gW!tn@FBHs7J@a&5p=}a
z!NZI<?9y<cAXhgraZZxx`y(7$Qg)d!si&1nUIEyE(LL7OyFh0ZW@!H7jb}UHlr;y`
z4NaH`Hz0so9v%?^m@~|crhrFSH7q?#>F#9Il*uwb{K=v;LBUH*8D>sRQ~d6dptfs~
zz1fQNO9~2L_fqvgfBkZTYVCt*TF0+%Z>aUes97-GXGD>g%uSmPCRR;=9!sMmsXM(S
zDe1}vqT~JOv-R0;CDJP&TdExfi&%F^v$G#7Dk{)>;DNkxCezyhi3A*V-WU8Xb^Ljw
zuffmLz{n_B02wltXdYyb58Y!IF$a<P71q>qKsqxe1k8Vnp1u&9m`DPT$)~lowbr&P
z$$el3C}>vanHNj|GI}R6N43kusJ@ZWH{rb)KbWSna(NqNYskEGEotu!Ay=7ksT|zA
z6u-5ckkbstnb@vj>fPBHcMXDZ0I|BIqX?nKBuV$LwKL#$S;|fVTQmfO8)SBRl11B@
z+1ZyJ1`1*TuMDy)F_YBVK%ojf5T@>l3K4zVWGJbwjh2E=DTzSp^P^zh{LLYtUa3Dr
zZv6Oh*c&Wl#MDr}`ZWW4dtOhkQ`rUuo~ItC;{*Q^Mls=K0I%!t1pBV=iTk1ws)>R&
zCQcrJ|JRWN{J1UhE0?f?(8-)`FCZU;Xu3vxc_Gd9*Kj!@kW7?lDzAs$umifSgkj&6
z@mfOrYW=F*(pnRF*)?btaVG#gZ`lnUFylURmr?kMrY4rdyyEHK&d77Od8B+BfanIM
zow8MmV&CwcFK_24CYim?(3SnrG#jgW=8e>Sf>pOW@bk}*s~|Z=2qEd8&R(Hac=Juv
z;oZA;hKTDw*leM=OYH2<z6J^eu<Fo2>0)8TE_18vG^7+18xUg^>XVCrtVCGsf}IXl
z&-L>)SWv^n#92vh?AW(wz}Dk-XvKA3Tmdx7)$2F+MOMk+!PG=Kjy2Lznn+1ir`v!;
zL$rUxej|h2ZgAm=sFvKUc_2;aofa3@V#t1D{i`(Olmz2u;nB3+pNTD3&5&FA7}I(}
z2fc3kwLgxkokm2CiD+NS=HF=pekAE+*z<+FL^Qo5@f0DjKy)vG8r%6|75ZM%(xXiV
zxnc2pZ^_?yGUvfcC|k!R*A@y2)7T076|1|6L7|-;S!XB?Q;oRz52FoDO>1q};Bwki
z%`oE4hd@?V+++4hep__c>MP5(qvtOc^HdW>gzkwpN!#940%45<e$Qcj8;*KS<K~nv
z+z-+y**zs~FnMtOOVXFQHn15q{cqDOPEzN;i|1qa+*~xGy2{UTt0jxHs>GhBpbS4Q
z*NmZ6KBFiHQ&)q+_NWRSInI1p6d?3a>GE4h*W{aU>wyFG%<r+OBLdyi=&Pcy3*Cbk
zvsKZTtHb<YR9zKJc6k1NZSAhDU=VR`&Zsp}t!z|pl&DaRO1_?|&3@~?j`tkVTJ{2k
z>WjCw3`5JhR%kayfLa}rpeU_t^2ev%F3Ehq)w?K4x7>l#>-jSP`K|C*p@N-;A>N@E
zsO$`^th}lM#5Y}1Mk4WI>RMHx&_uWf2VbzfV*CVXV15t-UIS`@Pk2lc9%I8hECMcT
z<M<GKM+^+u{O~t#27m}@Ku;*gZnWf{*d&UAL;}r3e`2y7nqky7wEC=Js&ll&gjXC0
zZ=0)zoq*Ya585)OacMboRtf|F5_H01FQ`f^0E1RlbT5_pH;buPj5q9%GHDeEBEV5x
zfNx~G+MI1A-K6k~d&9*A1z-1BSy+6#NJ-NLp94=+k2NCeSDGk6OS>^j9G32S0wBz~
zVTDf-XO(bC`!?W2iz@PrZ00Zz+RGDX;r=S@NZ@y*{Z?k#f_~3%*u?rHD~zL}jRM4R
zY<Jne1U?r<Vb!MJOG(5U#q0tC7o%v(S~RNar2FsHMTeY*hVhilfR);IW2A-PO43dO
zRW16MGW(Z}U=8r9hMy&B@FUU;G=H4a0?tU>cf|zyz0zeuYKh#2zAj5S+`wR(e`kXA
zIz0N)nfQ}B;@;r5fu7+E+WqX1+T_|6v!`_8`uC)XzjGc(RtTO<PM7nY@J^gC^|*C3
zN^|3r3Hcs^q<(P)1k8CsM;n=A6Swv5j-k}#R4Y@4(3iy#;L#}V_5jhA;=Vqe;^{w6
zl5%Uzn}SB0P)*Fwf+@Fd-FhD72yN6uW*Xf%9Z()Q8MHK1iiK<O@bD}Fqfm7+*VY^K
zKleePVT1s)+kHT6YII`o?Vpz~+s;klySl2@xih^9Muf{wl{i3uFTpYql^DWwgzC9l
z|5)RlXoB<R19h-OYb~6Qx|7F$a}S9-C`D;s{|e~zhv;r5$tV+FZ2{{A$Vv-Bm0jIH
zBw!S;qi%ygA|Hrq1X*do)r0rHLJRVf)V4xH!C3o{RECr{pkHEZK6Sb4v}~p6l_P8T
zYq+Z;y1SnQ1+?n>4ln7;qQ9Bqp08O!3oPJ&ec~X>wxlJcMD#bZFc&3T*$`#F{$i^=
zSgChju)aeP5aosCYi5>6dJ+xm8Pwhn%)S(t*KMh?EL~KH03QFot=53aEpd4#Am)Z=
zmm@Z(@y3qS`?@Y2_Wf#9pd!)b(f$!{c@r!XzBd6}0zu#7ew>lE)hvlLHWB~UT27DC
zF*Nn;TR05P&L8UOVG1W*4nZX?5?`OanY7%bba_pbW#-N3%Ll(X<5Gu&SIO<2_^^F_
z_AdM3GD}Rf!IU|9=iHIax_;`Q9+B92N+ohJBD+iz>>SL_)s2y1lL8G@)#9~}M()m=
zzef7=IZk$OR%VjBROYPuw30_J+g>^o6^Yq=@K%HeZD8shA1|>Gt16f^>IW&f&}j4Y
z=`c7+D-RsOr?^DLk(jgJxH#xmmMAGN!km6Sj_1OWDbCtMFLf$xRFGS5%7FbrC<PeS
zNkJuX{{VfGk9hHzqi(uX*v@6raJ6Hi{*`_vD>0VK7DAQH_}L%glR*c|IUEw6HYV<^
z%t5QyruFiDno&m^oJ*pqyxfVgu~xo`Y|)?YTzsWgPOJN38;D5NtQ({V$oKa4`uIX;
zf!gv|(N7c8hTN19Tf3s{RAxCM&HE7@hF4ORR_#niBB-9g<V6yfQdCt<k13FQ1`$g<
z@R0gVM_Z+s(tJ9cD<4gzz#voH-6t!qoSwa(a(nJVi;HOJ%ED?NI45D&Ddbg@qs%ra
z<}Lyz^h9qN|IKHJeU=V5+R%MK@M2~2P*-xHi_1|$`SQS3HRP!oP1Jr|JQkb6n_%Oy
zl@jlUo%An`ls%Q!(omXY)ks|)+lch2lkI@-A+0=GZvP4RSMb3(Jn0I}=?k0Vc61#k
zK(6UcO{NS`2!MCzE-sJcJGeQkHTEtpj}@SZEot929NNa2j75qssfB);>r6y^4jmpg
zRL_tZDKepdC8b+Ea@d%};A5*_Ah~w;Ge=z5P+C{YxGT5pnL}!9u@AV_w}2#cF#_uX
z|NLiV_2j8ayh|t`+b0)b3V)+|Z;NW`4b~*?joAoZPwGJsD~CmUWUR^Ev$L~?^6Z{j
zn^Dp$-$Pl<o_T6Mj810UFdFI723R*t!&hqLw<Xb)h6NPHZf&(Wdt~8IYw8_D)cz?1
zqNb&QE|vS03PF9j%1(?mmS$bG5w%*T&cON-3^uTWyu9C}?)8XI(NMY~Y9Ek4(J&b9
zP$kdk-V%s4V=k59cRxpby0iFH)!JGA1#*?kE*rH+EGoM2me8g*aZ7j+MlH2db<!M*
z7eKWd{l38Hn`6!Q<iVRDy2=DRchl`0C%SElPNiDiBI3R{Nr<C{)a0~1b)LR-A>M^=
z47aEKb%8@>*ch_`bRCWNiq(UEfN1*GdkZecfx<~+DFEV<u7Al#*=>iRBTiEp;JhvE
zmPf1MF;_N{KbbrdmJXao<=;sjx!2^ipyQ|%%{yrw{&WIFlCzh+r)y_GL~e<rq_%Q$
zUw4p$r3M$CJ(D~ow2Lz9I#74+k!Yn9c`x*Z7Ou@SB&D1sTD`CoY)nQts~tT(nIj%r
zTciYZV2%%kQ<DGBD+2%2FQR~<C)ScdTGAdk2>_&Xer5omlQs`lQ}w<th>XW3KwlZc
z_Tsqk!L|efb{NsR6t|u7>z?2GQ|Rx#cGywx3ZT0O$|lqyLrCz<qeqVll%hHO!Kd}j
z%z_4H0K&1CDzgVF=EHq3@YYju$7K+=+-oi$<*CZ?K$6dAz?$2_7*r>K;Mho?#J|3)
z+`8R(Y`}3$#C1jW$&>H;z|4&g?Sf?5yH}BgDo_?48L1Bp=2q&|;p2myRoG&!Ezs%m
zvkf=|iM97!yn*o)3lKN4Y<X?pohB)sfm*30IW)gIOIQOw(1c5($S;zMs{i6Ug~S@y
zI2D3S$$NFul#xe6CNc(;ZXTHag^n|z)^HXLseT?Pl;J2x2UKY7$*eYzfTFY2X4<0-
zOiae_Hc_Zuyr6@zDLxUAJ~}6E9v(+fE8YijUp_!@fyC0tVX|RQdkPDhF%tl{+wt}5
zcaVu@13;@`4{rJ;{c#NT-u@h?-1sQb)vOYf92Y0*u_SS@1GHwu)vx<}e=kpHnxT>m
z!kbfu8ny@skXKO|0WlYj*BDO-Gqud*#$Ty_^gZh#z@v?7(<Vn@BPUM@bNbKUfF|ve
zcczv)g_;Hi3U#Y3TmCTh#ETnaUDBBk(Rix0pw&+lK-eOCVsEQ@QOG;RA3qvWLtEJ%
zQK)7yO$yiJH)Zg@;Zv{AUDcTpx9du>oO>uPKLKo|syT{W4H9McrE(B(Zk|&DqehSq
z$1o`fo8#tuFQLYBYH^b|?4%?Cy&pXX^cQR3R!6_=VEsmR>2tMH4GDhKJ{+N_cX<p9
z7~nwCK|t<I7|h5qJ{9lc>*<eq_wFg#WMiW^*`mk@SqHfNKsR!(%8Xjf`~Z9n_>Zkv
zJLhrT;d&=ErM3rXUV_SZV2Bn$5|8B@;_L*^nZ!Hol?#MpOo8|>e0sns1QzS}i>d~w
z4=N;8AaU*A_uT~Q!~T(6-irg@_WkPsjRu%ZqjHY|;FWDn7bt)kj*S-6-%T%IMQUh7
zZHddu;t1`<t3BP_a*O4lG&Hy`3rZk-0s^vgN15~Dk+HF{{r;xl<7sl?LSQw0>J_a2
zCE_?Y4=ru5qLrx!!gF&=GK~2ihvl!rhRCBY_MZdd4M^Hmxvb-NtC?x&3fr&!Z0*3~
zWq&wmbBT)&?t?UxV9Z(Cy^x%c0B^^E9r)lqmGTGzX{RQ1@j0TBlC^|}EF~#YnkTvx
z2)j!zmLDDlBDY8E2u0eu&lc1kDJdb$J3Bjj=DoqkrcuY`%IW9a-)liN2wDKrjWI?!
z3J8y@Yf522w3e!$ND7MM8qh0(1@4wn3t=E*%G7QuGRRMPsRh2{3_nOl!I^x&Dr^x<
zZDEs}C_5CY(r!A4rwI<ax}iZp1AB28v>*J4$)ZP+z<E{`jW<#2;XThl7RUS+H<y6$
z0w+22t%+Jw-TG%upHZRa&s#sjI2}OzlmbIFg6(HJ2PK0{8B^;?D)QSP+8v5oSzB*`
zjAtP`La-04VKHE<a3G@wOWZX5@EZ6!EmSkWbQN=$gZZK3gDvcM&ro0g_m*b=e<~zH
cLQ^OVjuLUFCl2qLQ*V{BqQ;{V1&f#e25tPde*gdg

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_classification.json b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_classification.json
new file mode 100644
index 0000000..ba0185d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Orange Tip Butterfly",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "moderate",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "moderate_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.775,
+    "season_end_month": 6.2,
+    "forcing_peak_month": 4.295,
+    "season_width_months": 2.425,
+    "season_midpoint_month": 4.9875,
+    "season_start_label": "April",
+    "season_end_label": "June",
+    "forcing_peak_label": "April"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.76,
+    "DECAY": 1.771,
+    "OOS_DECAY": 4.252,
+    "POST_PEAK_DECAY": 4.613,
+    "POST_PEAK_SHARPNESS": 5.042,
+    "SEASON_START": 3.775,
+    "SEASON_END": 6.2,
+    "SHARPNESS": 7.278,
+    "FORCING_PEAK": 4.295
+  },
+  "fit": {
+    "score": 0.038
+  },
+  "warnings": [],
+  "summary": "Orange Tip Butterfly is classified as moderate spring seasonal presence. The fitted seasonal window runs from about April to June, with a spring peak around April. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_consensus.json b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_consensus.json
new file mode 100644
index 0000000..e52f385
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.76",
+  "DECAY": "1.771",
+  "OOS_DECAY": "4.252",
+  "POST_PEAK_DECAY": "4.613",
+  "POST_PEAK_SHARPNESS": "5.042",
+  "SEASON_START": "3.775",
+  "SEASON_END": "6.2",
+  "SHARPNESS": "7.278",
+  "FORCING_PEAK": "4.295",
+  "SCORE": "0.038",
+  "SPECIES": "Orange Tip Butterfly"
+}
diff --git a/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_observed.csv b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_observed.csv
new file mode 100644
index 0000000..6e7154e
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,25
+5,19
+6,2
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_parameters.csv b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_parameters.csv
new file mode 100644
index 0000000..a5c3c71
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 13:27:22,orange_tip_butterfly_observed.csv,2.076,2.336,1.987,5.546,7.91,4.83,6.53,8.321,5.04,0.1235368363405105883598016652,
+2026-05-21 13:27:22,orange_tip_butterfly_observed.csv,2.275,1.265,5.214,7.31,4.216,3.17,6.0,11.417,5.36,0.05383690418273586589039566846,
+2026-05-21 13:27:22,orange_tip_butterfly_observed.csv,2.43,2.211,2.283,4.47,7.076,3.67,5.11,12.126,5.09,0.05748323871939874991567591198,
+2026-05-21 13:27:23,orange_tip_butterfly_observed.csv,1.747,2.454,2.962,0.26,3.3,4.39,6.19,9.212,5.49,0.07871710721466717926507504565,
+2026-05-21 13:27:23,orange_tip_butterfly_observed.csv,2.114,1.67,3.383,3.404,7.148,3.55,6.23,11.446,5.29,0.05981700154020780335086707086,
+2026-05-21 13:27:23,orange_tip_butterfly_observed.csv,2.125,2.559,7.984,3.284,8.363,4.5,5.41,9.233,4.62,0.09608220741072268602221036820,
+2026-05-21 13:27:23,orange_tip_butterfly_observed.csv,4.554,1.475,4.342,4.029,2.536,3.01,6.62,2.242,3.95,0.06704758843888227184339701621,
+2026-05-21 13:27:24,orange_tip_butterfly_observed.csv,2.742,1.092,3.231,7.483,1.901,3.1,5.36,10.304,3.32,0.1101823346042765049150602738,
+2026-05-21 13:27:24,orange_tip_butterfly_observed.csv,4.999,2.154,5.23,4.686,8.231,3.65,6.51,6.415,3.92,0.03291025470595075788045444002,
+2026-05-21 13:27:24,orange_tip_butterfly_observed.csv,1.794,0.601,1.614,1.822,5.329,4.03,5.92,11.675,5.32,0.06509272410637034411788324949,
+2026-05-21 13:27:25,orange_tip_butterfly_observed.csv,4.882,1.619,6.086,4.433,2.389,4.02,5.93,14.233,5.29,0.04366369052146042984633254185,
+2026-05-21 13:27:25,orange_tip_butterfly_observed.csv,2.121,0.556,3.767,6.226,6.245,3.78,6.46,10.954,4.31,0.01292751759626052641769669112,
+2026-05-21 13:27:25,orange_tip_butterfly_observed.csv,1.458,1.768,7.036,0.368,3.175,4.05,6.26,5.704,5.14,0.05840133825957225148179126999,
+2026-05-21 13:27:25,orange_tip_butterfly_observed.csv,3.723,1.78,7.266,6.081,6.79,3.82,5.56,3.868,4.67,0.05535854220346959092032452434,
+2026-05-21 13:27:26,orange_tip_butterfly_observed.csv,3.316,0.998,2.598,3.472,3.53,4.49,5.32,8.585,4.54,0.09144087938761002922571853403,
+2026-05-21 13:27:26,orange_tip_butterfly_observed.csv,4.928,1.523,2.78,3.888,3.616,4.4,5.39,9.192,4.92,0.08638051210980620986027097636,
+2026-05-21 13:27:26,orange_tip_butterfly_observed.csv,1.33,1.77,5.972,1.605,2.843,4.89,5.31,1.623,5.31,0.08567028221969002075938691981,
+2026-05-21 13:27:27,orange_tip_butterfly_observed.csv,1.786,1.432,2.677,6.112,4.952,4.24,6.37,7.367,5.04,0.06351973200084067614608632567,
+2026-05-21 13:27:27,orange_tip_butterfly_observed.csv,4.224,2.834,1.031,1.192,7.74,4.62,5.05,1.828,4.75,0.05341270794014979851464868425,
+2026-05-21 13:27:27,orange_tip_butterfly_observed.csv,3.523,0.514,3.511,1.294,5.628,4.95,6.26,13.846,4.96,0.1396582721684538691209856742,
+2026-05-21 13:27:27,orange_tip_butterfly_observed.csv,1.032,2.467,2.135,0.092,1.846,3.02,6.35,8.314,4.51,0.08073383405906910913223521994,
+2026-05-21 13:27:28,orange_tip_butterfly_observed.csv,2.39,0.896,1.346,1.521,3.969,4.21,5.12,4.117,4.64,0.03868500321167522806300152911,
+2026-05-21 13:27:28,orange_tip_butterfly_observed.csv,3.12,0.643,1.239,0.627,8.816,3.11,6.66,12.104,5.11,0.1246194801266185608394841357,
+2026-05-21 13:27:28,orange_tip_butterfly_observed.csv,2.211,2.424,4.475,7.769,2.712,3.75,5.02,14.368,4.97,0.05132258461298689901689074025,
+2026-05-21 13:27:29,orange_tip_butterfly_observed.csv,4.377,2.562,6.586,4.647,4.108,3.56,6.84,10.359,4.09,0.03035756228537656560111407206,
+2026-05-21 13:27:29,orange_tip_butterfly_observed.csv,2.387,2.94,4.617,1.019,4.487,3.73,6.11,14.144,4.86,0.05028269514635546897425751916,
+2026-05-21 13:27:29,orange_tip_butterfly_observed.csv,2.945,2.915,4.87,6.398,4.515,3.46,5.51,5.995,5.34,0.04838265040824047295881686540,
+2026-05-21 13:27:29,orange_tip_butterfly_observed.csv,2.027,1.599,1.832,3.398,6.594,4.76,6.77,6.364,5.38,0.1243979384133471588019557421,
+2026-05-21 13:27:30,orange_tip_butterfly_observed.csv,3.753,2.432,5.417,4.987,4.885,4.54,5.08,4.034,5.0,0.07110825001912842290895808568,
+2026-05-21 13:27:30,orange_tip_butterfly_observed.csv,4.654,2.548,6.724,5.81,6.001,4.27,6.19,12.871,4.88,0.05650400141445646398513812906,
+2026-05-21 13:27:30,orange_tip_butterfly_observed.csv,3.678,2.444,3.793,5.939,5.597,3.06,5.18,13.449,4.2,0.08744563055284461737664942703,
+2026-05-21 13:27:30,orange_tip_butterfly_observed.csv,4.885,0.869,4.479,2.072,7.129,4.74,6.71,5.881,5.06,0.1190391689923497718163242564,
+2026-05-21 13:27:31,orange_tip_butterfly_observed.csv,1.263,2.558,2.899,5.258,7.017,4.96,5.24,8.201,5.01,0.1183553842945328341562767961,
+2026-05-21 13:27:31,orange_tip_butterfly_observed.csv,2.071,1.037,1.431,5.854,2.143,4.36,6.45,8.553,4.49,0.05727738599169372613512907427,
+2026-05-21 13:27:31,orange_tip_butterfly_observed.csv,3.749,1.82,6.133,0.56,7.606,3.02,6.55,10.844,5.02,0.07979476248601563503342886151,
+2026-05-21 13:27:32,orange_tip_butterfly_observed.csv,2.209,1.667,1.144,0.313,8.643,4.88,5.84,2.28,5.47,0.1105360011210347347002761251,
+2026-05-21 13:27:32,orange_tip_butterfly_observed.csv,1.565,1.225,3.083,6.963,4.777,3.47,6.99,7.004,3.66,0.04800824893777997965568301315,
+2026-05-21 13:27:32,orange_tip_butterfly_observed.csv,1.209,1.513,6.0,6.177,1.005,4.73,5.58,12.885,5.49,0.1144577046229691765317291129,
+2026-05-21 13:27:32,orange_tip_butterfly_observed.csv,1.111,2.144,2.071,5.65,8.232,3.53,6.19,7.683,4.87,0.04906912889984542970325046867,
+2026-05-21 13:27:33,orange_tip_butterfly_observed.csv,3.701,2.586,5.142,5.739,4.034,3.08,6.38,11.649,5.11,0.06200435790578422986484683666,
+2026-05-21 13:27:33,orange_tip_butterfly_observed.csv,4.838,0.971,7.34,6.63,8.994,3.56,6.3,1.541,3.99,0.06334682820158548577572587038,
+2026-05-21 13:27:33,orange_tip_butterfly_observed.csv,1.989,0.66,3.584,6.599,7.078,4.69,6.01,1.898,5.15,0.08273485396774816550084332856,
+2026-05-21 13:27:34,orange_tip_butterfly_observed.csv,3.14,2.31,4.536,6.129,4.687,3.69,6.9,5.378,4.52,0.02807315351933835422528470648,
+2026-05-21 13:27:34,orange_tip_butterfly_observed.csv,2.161,1.934,7.987,1.335,2.537,4.2,5.16,1.77,4.97,0.02944054483070199964206370306,
+2026-05-21 13:27:34,orange_tip_butterfly_observed.csv,1.184,1.679,3.578,5.151,2.723,3.21,6.62,8.123,5.26,0.06011173002029200966665818954,
+2026-05-21 13:27:34,orange_tip_butterfly_observed.csv,1.904,1.01,2.829,4.579,4.694,3.91,5.75,11.286,5.34,0.04582853982986039242793263861,
+2026-05-21 13:27:35,orange_tip_butterfly_observed.csv,3.718,1.576,6.986,3.141,1.601,4.45,6.6,7.583,4.94,0.09024018396201038583899650267,
+2026-05-21 13:27:35,orange_tip_butterfly_observed.csv,1.072,1.94,4.279,7.921,2.557,4.36,5.22,3.973,4.46,0.04572004810101023944848639434,
+2026-05-21 13:27:35,orange_tip_butterfly_observed.csv,1.524,2.976,6.131,7.933,1.407,4.58,6.35,5.094,5.12,0.07640466533249378457089451837,
+2026-05-21 13:27:35,orange_tip_butterfly_observed.csv,4.135,1.591,5.938,3.619,7.316,4.98,5.02,12.868,5.01,0.1307307631059861108379526449,
+2026-05-21 13:27:36,orange_tip_butterfly_observed.csv,4.546,1.228,3.031,1.207,3.008,3.98,5.45,8.613,5.08,0.06196711828047396609454106325,
+2026-05-21 13:27:36,orange_tip_butterfly_observed.csv,3.464,1.936,6.624,7.146,8.606,4.63,5.36,9.211,5.05,0.1069242185885598827743183764,
+2026-05-21 13:27:36,orange_tip_butterfly_observed.csv,2.1,2.929,5.701,6.658,7.336,3.24,5.71,11.506,3.34,0.09384177044039918119907614644,
+2026-05-21 13:27:37,orange_tip_butterfly_observed.csv,2.711,2.491,1.901,3.392,9.852,4.75,5.39,9.55,5.0,0.1105991381965975741415328562,
+2026-05-21 13:27:37,orange_tip_butterfly_observed.csv,4.795,1.839,6.893,2.894,7.861,4.64,5.92,2.85,4.67,0.06433265403515960086811382755,
+2026-05-21 13:27:37,orange_tip_butterfly_observed.csv,3.682,2.655,1.471,4.616,9.46,4.57,6.88,2.44,5.46,0.1160492749745270978201152147,
+2026-05-21 13:27:37,orange_tip_butterfly_observed.csv,2.708,1.754,1.762,0.324,3.685,3.77,5.52,5.423,4.23,0.04843657674762950121192534849,
+2026-05-21 13:27:38,orange_tip_butterfly_observed.csv,4.55,1.999,5.678,0.506,1.584,4.0,6.57,8.331,4.63,0.06497580657801816143989831418,
+2026-05-21 13:27:38,orange_tip_butterfly_observed.csv,4.14,1.218,1.243,3.248,5.388,3.79,6.62,5.696,4.46,0.05452872791751046603794506706,
+2026-05-21 13:27:38,orange_tip_butterfly_observed.csv,2.811,1.209,7.147,0.105,6.745,3.71,5.58,10.061,3.91,0.03018473461651441143603227076,
+2026-05-21 13:27:38,orange_tip_butterfly_observed.csv,2.998,1.044,3.824,0.544,7.65,4.34,5.79,2.54,5.44,0.05655062409845829665060318691,
+2026-05-21 13:27:39,orange_tip_butterfly_observed.csv,1.36,2.07,5.205,1.972,7.831,4.77,6.28,1.427,5.1,0.1107126121466130220150276759,
+2026-05-21 13:27:39,orange_tip_butterfly_observed.csv,4.872,2.693,7.146,2.608,5.456,4.61,5.96,8.161,5.14,0.08533465747508654247442272558,
+2026-05-21 13:27:39,orange_tip_butterfly_observed.csv,4.99,0.544,1.604,2.363,9.734,3.58,6.36,9.362,4.13,0.02971248048069449951227607526,
+2026-05-21 13:27:40,orange_tip_butterfly_observed.csv,1.971,1.372,7.36,6.296,4.259,4.81,6.47,6.868,5.03,0.1214811258624470341286622885,
+2026-05-21 13:27:40,orange_tip_butterfly_observed.csv,4.189,1.687,4.244,5.731,2.623,3.04,5.63,5.881,3.29,0.1037267719227195620260850436,
+2026-05-21 13:27:40,orange_tip_butterfly_observed.csv,1.152,2.974,6.253,6.195,2.121,3.65,5.46,13.787,4.77,0.04997732257934154505960199293,
+2026-05-21 13:27:40,orange_tip_butterfly_observed.csv,1.196,0.532,6.574,1.084,7.337,3.12,5.49,1.782,5.46,0.05370222984103958567825144913,
+2026-05-21 13:27:41,orange_tip_butterfly_observed.csv,4.5,2.41,4.372,4.686,2.035,3.89,6.88,3.852,5.2,0.09367141602987472748481716019,
+2026-05-21 13:27:41,orange_tip_butterfly_observed.csv,1.385,2.994,7.935,4.786,4.871,3.54,5.15,4.829,4.83,0.06880181487920044149865082366,
+2026-05-21 13:27:41,orange_tip_butterfly_observed.csv,1.916,0.631,7.555,1.845,8.493,4.93,5.81,13.09,5.37,0.1252153893749481973607368565,
+2026-05-21 13:27:42,orange_tip_butterfly_observed.csv,4.154,1.855,6.122,6.148,5.189,3.63,5.69,1.266,3.84,0.08069298340779842484792037038,
+2026-05-21 13:27:42,orange_tip_butterfly_observed.csv,2.209,2.267,5.282,5.677,1.837,3.9,5.8,1.661,5.43,0.05350115690805100036628270844,
+2026-05-21 13:27:42,orange_tip_butterfly_observed.csv,4.349,1.3,4.146,6.504,2.605,4.2,5.64,6.708,4.45,0.06473934305284404187985145353,
+2026-05-21 13:27:42,orange_tip_butterfly_observed.csv,3.433,2.033,1.513,0.921,3.823,3.61,5.31,6.134,4.63,0.04847744602095195275605766459,
+2026-05-21 13:27:43,orange_tip_butterfly_observed.csv,4.053,1.603,2.686,7.836,7.022,4.64,5.04,1.152,4.65,0.05777438568576153457246767594,
+2026-05-21 13:27:43,orange_tip_butterfly_observed.csv,1.873,2.738,7.385,3.331,9.716,4.73,5.46,11.778,4.99,0.1158660396170844711814975421,
+2026-05-21 13:27:43,orange_tip_butterfly_observed.csv,2.621,2.145,2.07,5.958,8.877,3.82,5.45,7.265,5.25,0.05076326164024920181684952358,
+2026-05-21 13:27:43,orange_tip_butterfly_observed.csv,3.911,0.501,3.328,7.651,4.115,4.4,5.59,5.948,4.49,0.08218586824842791169975401652,
+2026-05-21 13:27:44,orange_tip_butterfly_observed.csv,3.077,0.995,4.667,2.181,9.329,3.89,6.22,9.007,5.01,0.05261238809674751186649687781,
+2026-05-21 13:27:44,orange_tip_butterfly_observed.csv,1.366,1.235,2.773,6.22,8.522,3.9,6.03,10.609,4.08,0.03788511353955298279717133645,
+2026-05-21 13:27:44,orange_tip_butterfly_observed.csv,2.444,0.91,3.368,2.756,8.489,4.67,5.73,7.423,5.37,0.09028537844089653098422936255,
+2026-05-21 13:27:45,orange_tip_butterfly_observed.csv,1.693,0.681,1.783,1.569,1.324,4.26,6.06,12.433,5.02,0.07436583728320430994841269605,
+2026-05-21 13:27:45,orange_tip_butterfly_observed.csv,3.752,2.317,4.61,2.873,5.919,3.43,5.55,1.896,4.85,0.05369294123821902702133195258,
+2026-05-21 13:27:45,orange_tip_butterfly_observed.csv,2.211,2.459,5.295,3.259,5.384,3.35,6.14,13.196,4.61,0.02758279957686098326922305094,
+2026-05-21 13:27:45,orange_tip_butterfly_observed.csv,1.303,2.105,4.438,4.43,4.186,4.54,5.53,13.54,5.12,0.1000641678012101724222830865,
+2026-05-21 13:27:46,orange_tip_butterfly_observed.csv,4.13,0.89,4.509,6.525,5.518,3.34,5.27,12.843,4.2,0.06599914121252570321965834353,
+2026-05-21 13:27:46,orange_tip_butterfly_observed.csv,2.659,1.742,4.379,0.567,9.026,3.59,6.68,4.465,4.55,0.07113687212059470315313195313,
+2026-05-21 13:27:46,orange_tip_butterfly_observed.csv,1.243,1.068,2.326,0.878,1.653,4.95,5.35,5.461,5.28,0.08894235997282052246119291275,
+2026-05-21 13:27:47,orange_tip_butterfly_observed.csv,3.005,0.744,2.223,5.394,1.892,4.6,5.96,6.521,5.05,0.08174412019233506516679671344,
+2026-05-21 13:27:47,orange_tip_butterfly_observed.csv,4.198,0.856,1.807,5.814,3.196,4.51,6.15,14.65,5.09,0.08445234637271243805263363741,
+2026-05-21 13:27:47,orange_tip_butterfly_observed.csv,4.934,2.06,3.076,4.629,6.12,3.67,6.98,11.022,4.87,0.05531030355485201347679804521,
+2026-05-21 13:27:47,orange_tip_butterfly_observed.csv,4.846,0.688,3.744,3.683,2.418,3.71,6.28,4.259,4.07,0.02645201484820374651819564128,
+2026-05-21 13:27:48,orange_tip_butterfly_observed.csv,4.041,2.336,6.173,3.538,5.509,4.23,6.58,2.079,4.79,0.09493470854894430109241184174,
+2026-05-21 13:27:48,orange_tip_butterfly_observed.csv,3.295,2.608,6.217,0.071,1.753,3.48,6.82,8.902,3.9,0.07597083927232954828814546430,
+2026-05-21 13:27:48,orange_tip_butterfly_observed.csv,2.772,1.726,3.123,4.766,7.965,3.36,5.57,12.602,3.86,0.06801681477707255681540814108,
+2026-05-21 13:27:48,orange_tip_butterfly_observed.csv,4.835,2.334,5.418,4.088,6.243,3.73,6.7,2.281,5.41,0.07568947779070482826464738084,
+2026-05-21 13:27:49,orange_tip_butterfly_observed.csv,1.004,1.788,1.896,4.015,2.425,3.43,6.74,7.817,3.8,0.03493862027628437601162488431,
+2026-05-21 13:27:49,orange_tip_butterfly_observed.csv,3.749,1.691,5.274,1.988,9.291,4.06,6.12,8.206,4.14,0.03904097220369889635391805057,
+2026-05-21 13:27:49,orange_tip_butterfly_observed.csv,1.329,1.881,6.071,7.911,7.446,3.83,5.11,4.398,4.05,0.07797863556064976850600394283,
+2026-05-21 13:27:50,orange_tip_butterfly_observed.csv,1.591,2.916,6.107,6.99,9.543,4.04,5.9,2.67,5.2,0.05868867315506427854024631812,
+2026-05-21 13:27:50,orange_tip_butterfly_observed.csv,1.696,1.271,1.106,4.653,4.448,3.02,5.43,9.964,3.35,0.1066873286460225259343358267,
+2026-05-21 13:27:50,orange_tip_butterfly_observed.csv,1.807,1.02,7.969,1.011,8.405,3.43,5.31,5.956,3.89,0.06286749957623815154242388062,
+2026-05-21 13:27:50,orange_tip_butterfly_observed.csv,4.066,1.012,2.176,7.594,7.921,3.59,6.77,5.796,4.65,0.05180777937285435118260055065,
+2026-05-21 13:27:51,orange_tip_butterfly_observed.csv,4.404,1.927,2.401,3.539,5.342,3.94,6.95,4.848,4.42,0.05941581046360177382292078978,
+2026-05-21 13:27:51,orange_tip_butterfly_observed.csv,1.381,2.71,4.396,5.961,4.396,3.08,6.78,8.377,3.76,0.06351753458542472093120578715,
+2026-05-21 13:27:51,orange_tip_butterfly_observed.csv,4.031,1.183,5.993,3.416,6.135,4.96,6.95,10.214,5.38,0.1856139365309876379309802828,
+2026-05-21 13:27:52,orange_tip_butterfly_observed.csv,3.291,1.279,6.628,5.093,7.69,4.18,5.18,8.457,4.63,0.05856541423352385411317042404,
+2026-05-21 13:27:52,orange_tip_butterfly_observed.csv,2.587,1.627,2.577,1.274,7.339,3.39,6.63,3.99,4.31,0.05723200066842103139970525246,
+2026-05-21 13:27:52,orange_tip_butterfly_observed.csv,1.273,1.791,3.964,3.056,9.874,3.15,6.72,14.979,4.56,0.03608301604321020222969520905,
+2026-05-21 13:27:52,orange_tip_butterfly_observed.csv,3.044,1.802,1.074,1.127,3.507,4.95,5.75,3.301,4.97,0.08510775105870449329753068375,
+2026-05-21 13:27:53,orange_tip_butterfly_observed.csv,4.2,1.931,6.484,5.952,4.702,3.74,6.28,2.877,4.8,0.05512269671649957437493737445,
+2026-05-21 13:27:53,orange_tip_butterfly_observed.csv,3.61,2.785,6.546,0.46,8.746,4.94,5.33,10.467,5.04,0.1472979708345173008116460151,
+2026-05-21 13:27:53,orange_tip_butterfly_observed.csv,2.566,1.868,7.835,1.626,2.69,4.75,6.32,8.057,4.87,0.1011500155263581092765542095,
+2026-05-21 13:27:54,orange_tip_butterfly_observed.csv,4.223,1.095,4.304,2.016,8.268,3.32,5.06,4.281,3.97,0.07454431644240552308513188941,
+2026-05-21 13:27:54,orange_tip_butterfly_observed.csv,3.011,2.007,7.669,0.64,7.738,3.78,5.46,9.784,3.78,0.03098759905892191931884850939,
+2026-05-21 13:27:54,orange_tip_butterfly_observed.csv,3.362,2.727,2.646,2.153,7.465,3.92,5.65,11.0,5.3,0.05303344372839417464227385054,
+2026-05-21 13:27:54,orange_tip_butterfly_observed.csv,4.175,0.952,3.927,4.235,8.266,4.85,6.18,11.191,5.0,0.1241603622744674977911421566,
+2026-05-21 13:27:55,orange_tip_butterfly_observed.csv,2.365,0.622,2.075,1.655,9.709,4.8,6.27,1.27,4.88,0.1110737774298719905728675926,
+2026-05-21 13:27:55,orange_tip_butterfly_observed.csv,2.822,0.517,6.147,1.257,4.517,4.23,5.88,7.833,4.8,0.06891730384407191099576839581,
+2026-05-21 13:27:55,orange_tip_butterfly_observed.csv,1.007,0.841,2.57,4.718,9.721,3.01,5.84,10.292,5.31,0.05692157109250136802503922554,
+2026-05-21 13:27:55,orange_tip_butterfly_observed.csv,4.254,2.627,4.413,1.452,2.717,3.06,6.55,1.441,4.41,0.09074845973257003784322570371,
+2026-05-21 13:27:56,orange_tip_butterfly_observed.csv,3.848,2.014,3.649,0.115,1.359,3.22,5.39,12.899,3.85,0.05626052845490168164841501557,
+2026-05-21 13:27:56,orange_tip_butterfly_observed.csv,2.253,1.734,3.424,7.958,8.748,4.43,6.4,7.344,4.58,0.06802378632057691551892205476,
+2026-05-21 13:27:56,orange_tip_butterfly_observed.csv,2.881,0.829,3.979,0.545,7.432,3.01,6.91,9.818,3.53,0.08037164733413543436639022637,
+2026-05-21 13:27:57,orange_tip_butterfly_observed.csv,4.36,2.063,6.062,6.277,2.771,4.06,6.75,7.249,5.1,0.05088939184416017237399818695,
+2026-05-21 13:27:57,orange_tip_butterfly_observed.csv,2.089,1.396,5.588,0.378,5.525,3.01,6.31,5.976,3.24,0.04212716082406577412345517304,
+2026-05-21 13:27:57,orange_tip_butterfly_observed.csv,4.203,1.38,2.304,1.924,4.672,3.83,6.14,10.397,4.54,0.03442618896352729739419455454,
+2026-05-21 13:27:57,orange_tip_butterfly_observed.csv,4.049,1.487,1.071,7.105,4.898,3.6,6.41,6.718,3.65,0.04414338094062670602946901481,
+2026-05-21 13:27:58,orange_tip_butterfly_observed.csv,3.99,2.809,4.936,5.387,4.374,3.7,5.48,3.308,4.07,0.06054371998767565504863458088,
+2026-05-21 13:27:58,orange_tip_butterfly_observed.csv,4.225,2.842,1.461,5.85,8.399,4.7,6.76,13.102,4.81,0.09495413810034434811439172309,
+2026-05-21 13:27:58,orange_tip_butterfly_observed.csv,4.438,2.236,4.467,6.136,1.577,4.36,5.43,13.922,4.55,0.07649307380168106447374991448,
+2026-05-21 13:27:59,orange_tip_butterfly_observed.csv,2.661,2.25,4.989,0.34,8.899,3.68,6.86,5.18,4.9,0.1101816059044138311075340334,
+2026-05-21 13:27:59,orange_tip_butterfly_observed.csv,3.11,2.253,3.458,7.013,9.379,3.6,6.43,7.399,4.48,0.02552859031354251325321446959,
+2026-05-21 13:27:59,orange_tip_butterfly_observed.csv,2.14,2.596,1.702,1.004,7.886,4.03,6.87,7.464,5.34,0.1103691610026362600118509609,
+2026-05-21 13:27:59,orange_tip_butterfly_observed.csv,1.555,2.052,7.64,4.779,3.338,3.08,6.22,3.039,4.0,0.04237139934551608515216618657,
+2026-05-21 13:28:00,orange_tip_butterfly_observed.csv,4.802,0.574,4.712,3.365,3.772,4.57,6.27,2.596,4.7,0.06821381105374839974600448705,
+2026-05-21 13:28:00,orange_tip_butterfly_observed.csv,4.131,1.839,1.768,0.774,6.34,4.4,5.65,14.18,4.47,0.06653895213030658055083900321,
+2026-05-21 13:28:00,orange_tip_butterfly_observed.csv,1.371,0.894,1.18,1.85,1.948,3.62,6.81,7.028,3.74,0.05952705988714140416303968793,
+2026-05-21 13:28:00,orange_tip_butterfly_observed.csv,2.101,0.583,1.852,2.652,8.105,4.23,5.86,9.945,5.21,0.07270080231030299025940744451,
+2026-05-21 13:28:01,orange_tip_butterfly_observed.csv,3.051,1.988,5.377,4.327,9.235,3.0,6.15,13.046,3.27,0.07976127895423983357884635817,
+2026-05-21 13:28:01,orange_tip_butterfly_observed.csv,1.726,2.516,5.067,1.115,3.255,3.91,6.37,13.801,5.13,0.04705255395645475906692993763,
+2026-05-21 13:28:01,orange_tip_butterfly_observed.csv,2.88,1.783,1.886,1.648,7.418,4.88,6.01,13.024,5.24,0.1261272512520475688465159747,
+2026-05-21 13:28:02,orange_tip_butterfly_observed.csv,3.261,1.132,1.056,6.403,3.668,4.12,6.0,11.677,4.65,0.04276053803738169145471252001,
+2026-05-21 13:28:02,orange_tip_butterfly_observed.csv,1.034,2.841,4.225,3.849,5.186,3.77,6.97,12.851,5.11,0.04725282225652894603088543711,
+2026-05-21 13:28:02,orange_tip_butterfly_observed.csv,2.64,1.74,4.94,6.745,9.73,3.57,6.79,5.193,4.93,0.05607115725087508615688383503,
+2026-05-21 13:28:03,orange_tip_butterfly_observed.csv,2.227,1.572,3.095,6.184,8.944,4.8,6.18,9.454,5.04,0.1197677338177895333783780810,
+2026-05-21 13:28:03,orange_tip_butterfly_observed.csv,2.888,1.89,5.981,0.44,4.916,4.66,5.57,5.707,4.67,0.1006339092443368683465721307,
+2026-05-21 13:28:03,orange_tip_butterfly_observed.csv,2.606,1.719,1.123,5.413,6.237,4.57,5.84,10.532,5.23,0.08459678141099355927457177159,
+2026-05-21 13:28:03,orange_tip_butterfly_observed.csv,3.684,1.848,1.845,4.315,2.89,4.15,5.2,13.228,4.77,0.04888090514476889003617442711,
+2026-05-21 13:28:04,orange_tip_butterfly_observed.csv,4.242,0.974,6.567,3.941,7.29,4.04,5.17,10.138,4.76,0.05403997050608857334111984813,
+2026-05-21 13:28:04,orange_tip_butterfly_observed.csv,2.41,2.684,4.138,6.524,5.731,3.08,6.45,14.629,3.42,0.08032257475757362929421095848,
+2026-05-21 13:28:04,orange_tip_butterfly_observed.csv,1.421,1.443,7.638,0.198,1.899,3.44,6.77,13.079,4.23,0.08666442485157327575504345497,
+2026-05-21 13:28:05,orange_tip_butterfly_observed.csv,3.811,1.079,2.218,5.133,7.701,3.98,5.96,4.722,4.53,0.04123259513179376710584091581,
+2026-05-21 13:28:05,orange_tip_butterfly_observed.csv,1.392,1.614,5.855,6.486,5.28,3.99,5.11,4.482,4.5,0.04798462354543878127283189835,
+2026-05-21 13:28:05,orange_tip_butterfly_observed.csv,3.938,2.351,5.484,5.459,2.673,3.92,5.55,6.786,4.05,0.03419060605121888004763418274,
+2026-05-21 13:28:05,orange_tip_butterfly_observed.csv,3.405,2.932,1.519,4.084,4.895,3.18,5.28,5.315,5.07,0.05992994094287902596503519697,
+2026-05-21 13:28:06,orange_tip_butterfly_observed.csv,1.088,2.489,1.536,0.187,4.408,4.17,5.91,9.624,4.66,0.04941568681196351808269090002,
+2026-05-21 13:28:06,orange_tip_butterfly_observed.csv,3.533,1.243,4.99,7.875,1.057,4.19,6.39,2.817,4.76,0.06365146049905494663823781426,
+2026-05-21 13:28:06,orange_tip_butterfly_observed.csv,2.528,1.862,4.468,1.947,5.388,3.72,5.19,2.267,4.06,0.06002691436868654288510682178,
+2026-05-21 13:28:06,orange_tip_butterfly_observed.csv,3.613,1.663,7.294,3.06,3.618,4.91,6.78,2.944,5.29,0.1363552086143414945317081911,
+2026-05-21 13:28:07,orange_tip_butterfly_observed.csv,1.701,1.884,7.945,6.967,1.902,4.54,6.71,5.611,4.61,0.07978304202847030106180225655,
+2026-05-21 13:28:07,orange_tip_butterfly_observed.csv,1.293,2.039,4.692,2.052,2.469,3.61,5.64,5.229,4.99,0.04782714438393430916449368385,
+2026-05-21 13:28:07,orange_tip_butterfly_observed.csv,3.013,2.474,5.278,7.687,5.835,4.59,6.17,13.02,4.71,0.08059010719732176503347643549,
+2026-05-21 13:28:08,orange_tip_butterfly_observed.csv,3.145,2.796,1.453,1.825,1.187,4.9,5.93,10.796,4.91,0.1213278057102735263764376757,
+2026-05-21 13:28:08,orange_tip_butterfly_observed.csv,3.444,2.63,1.709,0.121,7.211,3.58,5.09,5.248,4.36,0.05751382423928287928575543988,
+2026-05-21 13:28:08,orange_tip_butterfly_observed.csv,3.033,1.472,6.856,4.436,8.74,3.68,5.54,14.439,3.79,0.06491210176130463562861911609,
+2026-05-21 13:28:08,orange_tip_butterfly_observed.csv,3.488,1.369,1.278,4.18,5.679,3.34,6.18,5.496,4.25,0.02959116513437111861464594158,
+2026-05-21 13:28:09,orange_tip_butterfly_observed.csv,2.531,0.665,3.545,7.034,9.743,4.27,5.61,2.929,4.89,0.04867948723879511619199613358,
+2026-05-21 13:28:09,orange_tip_butterfly_observed.csv,3.898,1.886,3.357,7.666,5.465,3.94,6.57,3.451,4.28,0.03300071510622296100556787568,
+2026-05-21 13:28:09,orange_tip_butterfly_observed.csv,4.928,1.228,5.895,7.07,1.574,4.45,5.72,13.311,4.61,0.08426684709513158683019504349,
+2026-05-21 13:28:10,orange_tip_butterfly_observed.csv,2.357,2.493,5.966,2.695,9.581,3.45,6.2,1.661,3.95,0.05849611163552946905057793344,
+2026-05-21 13:28:10,orange_tip_butterfly_observed.csv,4.343,0.884,4.831,4.998,8.152,4.16,5.32,1.066,4.31,0.06615974815415368552514814816,
+2026-05-21 13:28:10,orange_tip_butterfly_observed.csv,3.28,0.694,2.743,3.992,2.978,3.27,5.76,5.202,3.81,0.06120546890573760300443673617,
+2026-05-21 13:28:10,orange_tip_butterfly_observed.csv,3.38,2.757,5.518,5.4,2.403,3.51,5.39,6.258,3.75,0.06761760242314894149339084598,
+2026-05-21 13:28:11,orange_tip_butterfly_observed.csv,1.618,1.524,4.164,2.458,1.311,4.53,6.65,8.28,4.84,0.1051012080952346297417855992,
+2026-05-21 13:28:11,orange_tip_butterfly_observed.csv,4.151,2.8,2.255,5.509,9.401,3.91,6.68,13.961,3.92,0.01518194910625328534152193438,
+2026-05-21 13:28:11,orange_tip_butterfly_observed.csv,3.108,1.485,5.815,5.411,7.923,4.48,5.86,3.253,5.46,0.06634046855474206488820804992,
+2026-05-21 13:28:11,orange_tip_butterfly_observed.csv,2.337,0.97,5.675,4.332,8.888,3.13,6.12,4.214,3.94,0.06283111056417918316873517870,
+2026-05-21 13:28:12,orange_tip_butterfly_observed.csv,1.789,0.885,1.584,6.47,8.594,3.94,6.09,13.868,4.65,0.04212655252163769670587682494,
+2026-05-21 13:28:12,orange_tip_butterfly_observed.csv,4.096,2.942,4.058,1.148,4.139,3.54,6.05,12.017,5.24,0.05091710258766676293228211273,
+2026-05-21 13:28:12,orange_tip_butterfly_observed.csv,4.884,2.459,7.895,6.028,4.216,4.26,6.97,8.222,4.59,0.05565328515290448167631197329,
+2026-05-21 13:28:13,orange_tip_butterfly_observed.csv,4.147,0.742,4.603,5.701,9.911,4.88,5.18,2.324,5.07,0.06676353955160631623378484990,
+2026-05-21 13:28:13,orange_tip_butterfly_observed.csv,4.161,0.706,4.408,7.024,6.388,3.28,6.04,5.94,3.88,0.07161330997948325135344606560,
+2026-05-21 13:28:13,orange_tip_butterfly_observed.csv,3.931,0.88,4.272,3.898,8.394,4.54,6.41,6.177,5.28,0.09898255360703533586481972425,
+2026-05-21 13:28:13,orange_tip_butterfly_observed.csv,2.163,1.107,2.452,1.62,3.483,3.93,5.61,4.056,4.02,0.05148878734892433421497018363,
+2026-05-21 13:28:14,orange_tip_butterfly_observed.csv,2.545,2.521,7.744,2.363,6.993,4.0,6.24,14.181,5.18,0.04571848622775323165465065421,
+2026-05-21 13:28:14,orange_tip_butterfly_observed.csv,2.663,2.438,4.149,0.972,3.755,4.35,5.19,10.022,5.18,0.08468911610538367027658448864,
+2026-05-21 13:28:14,orange_tip_butterfly_observed.csv,1.527,1.558,2.734,1.14,2.192,3.9,6.97,10.234,4.85,0.09907722774389730947645033528,
+2026-05-21 13:28:15,orange_tip_butterfly_observed.csv,4.516,0.931,4.159,6.186,7.174,3.13,6.11,6.164,4.01,0.06720281218397741802874735380,
+2026-05-21 13:28:15,orange_tip_butterfly_observed.csv,2.301,0.932,6.455,2.511,3.961,4.51,5.0,6.104,4.72,0.06777226929158750436009967261,
+2026-05-21 13:28:15,orange_tip_butterfly_observed.csv,4.517,0.957,2.357,5.674,5.712,3.24,5.49,12.317,3.54,0.08658643472127275768496082146,
+2026-05-21 13:28:15,orange_tip_butterfly_observed.csv,1.454,0.951,4.696,1.201,7.281,3.97,6.38,2.099,5.33,0.08387005320437163739198692536,
+2026-05-21 13:28:16,orange_tip_butterfly_observed.csv,2.659,2.598,3.848,2.824,1.793,3.24,6.63,9.953,5.4,0.07505667118820131647848211354,
+2026-05-21 13:28:16,orange_tip_butterfly_observed.csv,2.892,2.255,7.427,5.781,8.544,3.96,6.83,5.088,4.24,0.03776107607825043897861164190,
+2026-05-21 13:28:16,orange_tip_butterfly_observed.csv,1.526,1.462,5.616,5.729,3.401,3.55,6.79,7.156,3.86,0.03434415611284199383666512649,
+2026-05-21 13:28:16,orange_tip_butterfly_observed.csv,2.781,1.305,1.283,3.394,2.126,4.63,5.64,7.648,4.88,0.08087188045720783538007024302,
+2026-05-21 13:28:17,orange_tip_butterfly_observed.csv,4.843,0.577,3.592,2.937,6.734,3.22,6.79,11.465,5.1,0.07312875185687669929678325306,
+2026-05-21 13:28:17,orange_tip_butterfly_observed.csv,1.407,2.441,5.424,3.904,6.725,4.78,5.36,10.463,4.88,0.1173268270020924152830523083,
+2026-05-21 13:28:17,orange_tip_butterfly_observed.csv,1.486,2.29,2.656,5.987,3.152,4.83,6.99,4.889,5.44,0.1397502175137801596415057446,
diff --git a/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_simulated.csv b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_simulated.csv
new file mode 100644
index 0000000..8b87929
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,2.3521E-10,0.1,0,0.01,1.99733E-10
+RungeKutta4,2,0.2,6.44845E-10,0.1,0,0.01,5.47583E-10
+RungeKutta4,3,0.3,1.48176E-9,0.1,0,0.01,1.25827E-9
+RungeKutta4,4,0.4,3.27284E-9,0.1,0,0.01,2.77920E-9
+RungeKutta4,5,0.5,7.14602E-9,0.1,0,0.01,6.06819E-9
+RungeKutta4,6,0.6,1.55288E-8,0.1,0,0.01,1.31866E-8
+RungeKutta4,7,0.7,3.36445E-8,0.1,0,0.01,2.85699E-8
+RungeKutta4,8,0.8,7.27132E-8,0.1,0,0.01,6.17459E-8
+RungeKutta4,9,0.9,1.56792E-7,0.1,0,0.01,1.33143E-7
+RungeKutta4,10,1.0,3.37364E-7,0.1,0,0.01,2.86480E-7
+RungeKutta4,11,1.1,7.24389E-7,0.1,0,0.01,6.15130E-7
+RungeKutta4,12,1.2,0.00000155230,0.1,0,0.01,0.00000131817
+RungeKutta4,13,1.3,0.00000332003,0.1,0,0.01,0.00000281927
+RungeKutta4,14,1.4,0.00000708760,0.1,0,0.01,0.00000601858
+RungeKutta4,15,1.5,0.0000151032,0.1,0,0.01,0.0000128252
+RungeKutta4,16,1.6,0.0000321262,0.1,0,0.01,0.0000272806
+RungeKutta4,17,1.7,0.0000682157,0.1,0,0.01,0.0000579268
+RungeKutta4,18,1.8,0.000144591,0.1,0,0.01,0.000122782
+RungeKutta4,19,1.9,0.000305915,0.1,0,0.01,0.000259774
+RungeKutta4,20,2.0,0.000645925,0.1,0,0.01,0.000548500
+RungeKutta4,21,2.1,0.00136052,0.1,0,0.01,0.00115531
+RungeKutta4,22,2.2,0.00285612,0.1,0,0.01,0.00242533
+RungeKutta4,23,2.3,0.00596480,0.1,0,0.01,0.00506513
+RungeKutta4,24,2.4,0.0123468,0.1,0,0.01,0.0104845
+RungeKutta4,25,2.5,0.0251526,0.1,0,0.01,0.0213588
+RungeKutta4,26,2.6,0.0498038,0.1,0,0.01,0.0422919
+RungeKutta4,27,2.7,0.0940438,0.1,0,0.01,0.0798592
+RungeKutta4,28,2.8,0.165541,0.1,0,0.01,0.140573
+RungeKutta4,29,2.9,0.266779,0.1,0,0.01,0.226541
+RungeKutta4,30,3.0,0.391686,0.1,0,0.01,0.332608
+RungeKutta4,31,3.1,0.528309,0.1,0,0.01,0.448624
+RungeKutta4,32,3.2,0.664500,0.1,0,0.01,0.564274
+RungeKutta4,33,3.3,0.791418,0.1,0,0.01,0.672049
+RungeKutta4,34,3.4,0.903912,0.1,0,0.01,0.767575
+RungeKutta4,35,3.5,0.999375,0.1,0,0.01,0.848640
+RungeKutta4,36,3.6,1.07636,0.1,0,0.01,0.914013
+RungeKutta4,37,3.7,1.13343,0.1,0,0.01,0.962475
+RungeKutta4,38,3.8,1.16834,0.1,0,0.01,0.992120
+RungeKutta4,39,3.9,1.17762,0.1,0,0.01,1
+RungeKutta4,40,4.0,1.15704,0.1,0,0.01,0.982524
+RungeKutta4,41,4.1,1.10339,0.1,0,0.01,0.936966
+RungeKutta4,42,4.2,1.01774,0.1,0,0.01,0.864235
+RungeKutta4,43,4.3,0.908382,0.1,0,0.01,0.771371
+RungeKutta4,44,4.4,0.789986,0.1,0,0.01,0.670833
+RungeKutta4,45,4.5,0.678087,0.1,0,0.01,0.575811
+RungeKutta4,46,4.6,0.582788,0.1,0,0.01,0.494886
+RungeKutta4,47,4.7,0.506429,0.1,0,0.01,0.430044
+RungeKutta4,48,4.8,0.445225,0.1,0,0.01,0.378072
+RungeKutta4,49,4.9,0.391944,0.1,0,0.01,0.332827
+RungeKutta4,50,5.0,0.338140,0.1,0,0.01,0.287138
+RungeKutta4,51,5.1,0.277070,0.1,0,0.01,0.235280
+RungeKutta4,52,5.2,0.208493,0.1,0,0.01,0.177046
+RungeKutta4,53,5.3,0.141124,0.1,0,0.01,0.119838
+RungeKutta4,54,5.4,0.0861822,0.1,0,0.01,0.0731834
+RungeKutta4,55,5.5,0.0484634,0.1,0,0.01,0.0411537
+RungeKutta4,56,5.6,0.0256964,0.1,0,0.01,0.0218206
+RungeKutta4,57,5.7,0.0130907,0.1,0,0.01,0.0111162
+RungeKutta4,58,5.8,0.00649027,0.1,0,0.01,0.00551134
+RungeKutta4,59,5.9,0.00315769,0.1,0,0.01,0.00268142
+RungeKutta4,60,6.0,0.00151561,0.1,0,0.01,0.00128701
+RungeKutta4,61,6.1,0.000720115,0.1,0,0.01,0.000611500
+RungeKutta4,62,6.2,0.000339467,0.1,0,0.01,0.000288265
+RungeKutta4,63,6.3,0.000159012,0.1,0,0.01,0.000135028
+RungeKutta4,64,6.4,0.0000740877,0.1,0,0.01,0.0000629131
+RungeKutta4,65,6.5,0.0000343595,0.1,0,0.01,0.0000291771
+RungeKutta4,66,6.6,0.0000158682,0.1,0,0.01,0.0000134748
+RungeKutta4,67,6.7,0.0000072999,0.1,0,0.01,0.00000619886
+RungeKutta4,68,6.8,0.0000033457,0.1,0,0.01,0.00000284107
+RungeKutta4,69,6.9,0.00000152782,0.1,0,0.01,0.00000129738
+RungeKutta4,70,7.0,6.95137E-7,0.1,0,0.01,5.90290E-7
+RungeKutta4,71,7.1,3.15107E-7,0.1,0,0.01,2.67580E-7
+RungeKutta4,72,7.2,1.42292E-7,0.1,0,0.01,1.20830E-7
+RungeKutta4,73,7.3,6.3999E-8,0.1,0,0.01,5.43461E-8
+RungeKutta4,74,7.4,2.86642E-8,0.1,0,0.01,2.43408E-8
+RungeKutta4,75,7.5,1.27810E-8,0.1,0,0.01,1.08532E-8
+RungeKutta4,76,7.6,5.67167E-9,0.1,0,0.01,4.81621E-9
+RungeKutta4,77,7.7,2.50397E-9,0.1,0,0.01,2.12630E-9
+RungeKutta4,78,7.8,1.09933E-9,0.1,0,0.01,9.33518E-10
+RungeKutta4,79,7.9,4.79718E-10,0.1,0,0.01,4.07362E-10
+RungeKutta4,80,8.0,2.07948E-10,0.1,0,0.01,1.76583E-10
+RungeKutta4,81,8.1,8.9482E-11,0.1,0,0.01,7.59855E-11
+RungeKutta4,82,8.2,3.8193E-11,0.1,0,0.01,3.24324E-11
+RungeKutta4,83,8.3,1.61543E-11,0.1,0,0.01,1.37178E-11
+RungeKutta4,84,8.4,6.76335E-12,0.1,0,0.01,5.74324E-12
+RungeKutta4,85,8.5,2.79920E-12,0.1,0,0.01,2.37700E-12
+RungeKutta4,86,8.6,1.14346E-12,0.1,0,0.01,9.70992E-13
+RungeKutta4,87,8.7,4.60177E-13,0.1,0,0.01,3.90769E-13
+RungeKutta4,88,8.8,1.82057E-13,0.1,0,0.01,1.54597E-13
+RungeKutta4,89,8.9,7.0634E-14,0.1,0,0.01,5.99803E-14
+RungeKutta4,90,9.0,2.68082E-14,0.1,0,0.01,2.27647E-14
+RungeKutta4,91,9.1,9.9342E-15,0.1,0,0.01,8.43583E-15
+RungeKutta4,92,9.2,3.59557E-15,0.1,0,0.01,3.05325E-15
+RungeKutta4,93,9.3,1.27952E-15,0.1,0,0.01,1.08653E-15
+RungeKutta4,94,9.4,4.57593E-16,0.1,0,0.01,3.88574E-16
+RungeKutta4,95,9.5,1.72926E-16,0.1,0,0.01,1.46844E-16
+RungeKutta4,96,9.6,7.45462E-17,0.1,0,0.01,6.33024E-17
+RungeKutta4,97,9.7,3.85647E-17,0.1,0,0.01,3.27480E-17
+RungeKutta4,98,9.8,2.31886E-17,0.1,0,0.01,1.96911E-17
+RungeKutta4,99,9.9,1.50038E-17,0.1,0,0.01,1.27408E-17
+RungeKutta4,100,10.0,9.8517E-18,0.1,0,0.01,8.36577E-18
+RungeKutta4,101,10.1,6.38377E-18,0.1,0,0.01,5.42091E-18
+RungeKutta4,102,10.2,4.04364E-18,0.1,0,0.01,3.43374E-18
+RungeKutta4,103,10.3,2.50024E-18,0.1,0,0.01,2.12313E-18
+RungeKutta4,104,10.4,1.51143E-18,0.1,0,0.01,1.28346E-18
+RungeKutta4,105,10.5,8.95447E-19,0.1,0,0.01,7.60387E-19
+RungeKutta4,106,10.6,5.21205E-19,0.1,0,0.01,4.42592E-19
+RungeKutta4,107,10.7,2.98720E-19,0.1,0,0.01,2.53664E-19
+RungeKutta4,108,10.8,1.68905E-19,0.1,0,0.01,1.43429E-19
+RungeKutta4,109,10.9,9.43758E-20,0.1,0,0.01,8.01411E-20
+RungeKutta4,110,11.0,5.21818E-20,0.1,0,0.01,4.43112E-20
+RungeKutta4,111,11.1,2.85841E-20,0.1,0,0.01,2.42728E-20
+RungeKutta4,112,11.2,1.55277E-20,0.1,0,0.01,1.31857E-20
+RungeKutta4,113,11.3,8.37197E-21,0.1,0,0.01,7.10923E-21
+RungeKutta4,114,11.4,4.48337E-21,0.1,0,0.01,3.80714E-21
+RungeKutta4,115,11.5,2.38617E-21,0.1,0,0.01,2.02626E-21
+RungeKutta4,116,11.6,1.26285E-21,0.1,0,0.01,1.07237E-21
+RungeKutta4,117,11.7,6.64907E-22,0.1,0,0.01,5.64619E-22
+RungeKutta4,118,11.8,3.48417E-22,0.1,0,0.01,2.95865E-22
+RungeKutta4,119,11.9,1.81771E-22,0.1,0,0.01,1.54355E-22
+RungeKutta4,120,12.0,3.29602E-11,0.1,0,0.01,2.79888E-11
+RungeKutta4,121,12.1,2.09938E-10,0.1,0,0.01,1.78273E-10
diff --git a/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_simulated.png b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..c31a252c72917501af7dab27aa3db23adadfb47c
GIT binary patch
literal 29018
zcma&O1yod9`#(;oh?Imh1A>5oq;x6>A}uA-B@)BXFf@oD(jWp7Dxh>KLzf^Sjg$-w
z-7$2>e~<SyuJ8N(ub*q(#a(C4?Ahn+eV*s}#B+jGmF0*o&|bj8!XlEtC-VRc3&$4=
z3w!+hIdFu(XJi`u5plZv&`BNk*vZw{!5mA;*vZZY=44}O!sKG^;Ajc6<>Tbx<`m{&
zdgA0{=P1I(1^smfC(OZui%s^M4j2XB?w*b#78Z#y=0EIA$qY*@EW0LoncEs}Nh_oH
zZW{fgl52)L;+L-kT;ag}Om_b8I;ZB1`}&1d(7X}?O5HK566gI=+dP7jSgo8Ag0DGw
z!(Yy7kGS6b#C%v2c;*h%<;#A{9=xY>9?^8{m;KD*%iGGwx;6>T*glTzceb{}I)!&f
zm?D~|NSVPuhcKfYLEq=#U;7uFNbsk{{2>+@DJf|=A%PU;gg9gDdonUI)4Uv5!Qf-P
zz_U!?)2OyWtSgwW(@^??Ph~h8{$IZwb<W@4e>%luwaA@MZ|dX_9haNSVF`tnxU17I
zB{_Dgu`hlfF0r23`lb>WA5Xn4SY!E(ZQC{c&0%(KuHtByF0A@Xi#(WAc(L=6*8V_g
z4J!=|4H*s1wWsHZqBpxF4NndRYadlxB1(Nuy|?R)lkVKPV>aLYZbR~PQ*!a?Gxv<*
z;s+;dL6R+brKs!m^~qy*tgWo3Q6A{nU~=~RPEMb$T)EPsW0A~y3I=MNS})7?N}dl`
zIzXzch&zu=rKhL2l+UHyfYlx&x^_eSvnsi?OG-)>H!j`Ky2o^jpTE^SPM=LK0un2E
zyr8my_Bqw9M(<z0c1_;<Xo|5d*%h@gxN>FgLWw)>bN3}MVQtv#)kpa?2UhY*O0oX_
zIQx?!T+>}XCm)ZNEhJ6jtL?sA(r&p+rGMq-&6~xJbIS0o9=U$JD-KCwa9%#KVD=QZ
zJFgQHHN#OaLPBP$Hapc5yyry6qLvD34HlP{X5PmcMBgZ=dT@zMMe_L5^(yCEMs--4
z>24lt^>{Pm^-r^X7u-j8Q65}O$o0grBiTR_#{3JmRcu!Ydr*cx$Ij)`(FzBiK5nD0
zICLEJNT1`_^`zcioRiuzo1LA#@9kY9cCt5>ZMPX@onJ0{vJqF?BFE@;#qfAh``F>l
zv>pdmE06bX<yaQv5@E>J(qO?i^!@wyIgp$g2_nwfo~MUnXd#~_8jBV%&+H5Jr-!wt
zOFIJd-#@RB28-=a$6V*ylJby_3YtX6Y8$B43LYKJNyZt1-`QxEJW>0gn2_pD?BV~J
ztl{g##6)-q?Mg$Xe!XLtID2zAgXrppRK?n70`r5d1%^4Ftu)5gIzQZ*?-p;iv#@R@
zu9rTp%5e575WQsD93Hzq)tr+Wf0oJqd^|nw*z=DcKUR84H>#>=pYC`0m<@ljB)fEp
z_4sgCyP9{NXKQC6<4v|P<<@ms8JU*I%hJ;y5^bX^Dk_u*MLqWlIrPd@&yhfK^W$E<
zVlxE$D1z>*`*f6CpTMNZ!oq^XsPmva91hP|dRvMG`z-3RtSbJR`g)_Pz-%ns+Q#N(
z<!Xh3I37jKo@$-lWHX}=$BCKe#bsn^!8g@m_BWo)n4P7Ga6_HjqBIdL6t}mxcUb>I
z)wZ*O^!l13xVzoJc%o`zYC6;XPMX)}#B-a^J<@wU#4yu95q34Dn@-I5^BK*z6YhqG
z!-Hm{70zC^bfdRrbrCjE!j7{}74+2^=$ga)VJ-AzSE1Xw2@Sv1OIi_u;a5CnFFvnL
z1Tns9Z&!@HG<+9k=z%_TTP|uASv746rCAJlpv_ga<{wHYsBHdJ;JL{qq?pZ6;gmz8
zz`L7M6<6PSZ^XRGG~rZr#Nv7RVy@WcJ8$_^xTpq+WQyR%a)<Rd@+!k|XJR5E@ztUV
z;xStIBn&H($o=%~(nWz`%C}VAWh0ewc7yr)Ruvb9sd#174u-7@oZYKZP6pP>EZ%q_
zDu_{U?2=R5Y3!@zW7wPzD|t+tT1LtpMfC%(@y!$Ud)>!LruP6FlKa%WKU=dHiWJzM
za4tsOX?Nb=DXq;5R0*dSPMyW~p1ENd6-FoMLJ_qm)u`H8GH8%9+mfsEQC6R%L2EC0
z0z4-lt}Al4hmt6Giu#-$@6LdI#lV>2w%Htn{Q`GnY<09!vw&9OIoRH(_a8od*nB+k
zl;T;dV9h#FNf=knUg{#voe6&kp=tj2vC|V*{=Vmz(b?J8_racihw3g$KB3LOYfR*J
zf?D$nAQ7fuo{z;MTz{8Afb=yv_kBV*1wNZ_U7IBYHQkRq#G!C6LxIU@6m8byF=kHO
zr4VZwt}Ml4%x<|@AnM+yI-MrP=l;wcDd7G(&}b{wy#en!$HT(6NaVY{y;axRoMF6S
ze^=~a$X&uqr|8p@g6k+%?yc<-pV<V9K4;bRcMt30@IU2MRaJ$%?9L{_zRtuM<_}X}
zc<|}=^fN9-{R!_#mKSbYMyYGZ$gz_T8w<m)j)@9LQgBZo-L|UFnYr54?_PH0y>#i)
zgGZ0DFVK%b3ZTx;B`VdCE$<2oRZH~I6VN05w|S{6#>6*^&$S<)`Q){g%YsDORw`X8
z?vgyMI>32)4ZEx(_++4)(jIxZTB$M<;Sag%=IXunlrdAFciW2;E$Xqe9EEw*lJg_D
zE>TA}3#2T2y}UJd+2J_|Ze8SLWU0y@ExL9_9NKQCxQ=-Zej6GZT5vzyMQac4kD|Q?
z7dG;AOWp5CON;6o=<0fmOmP@g4Utn&Ot*G*Y0pJ4hz1sXO~He>y={ixxOQzlASlR#
zvuqqkML|KKdB*1uIo1b#<2D%_-qtB`Xyg37_GG&typ5KYRxB$kD+T7gnaB{wFDRJP
zR&A_%j+lPFd@(ymL_hqn5?qcrdogTG!nyix2qhfsz)4{cLM*<#xRi2D{X=G(q5A@>
zb2WJEA0$g|w)6E1P-kaniya?qZ|Zq%_b0DX?Z!k#cH6^Y8;dJm^&m=St)c~M_mwi1
zOe!;!5(n&0(jp`t3?70o<~=f1f<Ww)L!IUZYfnnt32kai_c!Nq+SW%rHa6P0a+Z!}
zxO^72+#8#lb9SckN(-v(8Rg~WQ_|!jT=Y&Ba|*KCKu*{WZ(~!8AEyy>v&(=sFGVbw
zo0&Q3{RoL|Dc%PQ$`PlXqG%_N{a`)M^)Jb*NV*eZJ6_MD_2$JBJR;iZtlZq?vZMXE
zH`;NS;3_d;O0$Aky2i}>d9zPl#knGX{o&qNVifyon;nRhS#1@c$5d5(T<4NqQ@&Q#
z)YPcci5+i!6Hk*36R}OKJjsK@rU<yIx)&V8Qg(M<#>IIsv#^MlqTH=BmL||lY-~;H
z`ud{_8(=Hxje37CHXlvDXZ!iGkpm&2{#(3@(svRCVOrJn^Q85H=ID2^afaSHM8@xe
z@Wip3@TKol2W~=SH&@l_1Yvq4ZJcjE+<^tzGqksUwo_A)Hkyz6TsRsgh#Io&QuXAE
zh=|ax=0b6YE{wAH9ljBE{IFQWV`PDC%1NC<vU5%*g3`TMz-DONF&yl`(nY8ggj(wk
z36uMHr~x4wx{ET#u4ba{lr4DanqNljJ{zj%5u*)5=PaFZfl-rfcM^!-m>2%Mx%Bm+
zKpGb`E#v*I?!=(ME;{!ytcD?R9`7KOIBfnVe;~P+*GkVvP(BS^qvPJV%|*HMR*vNT
zF2Z#0qPRb*do#?~;;0&K5s<<%GBBoovEs9U``mM54aLjzD;uoT#di-s<4YgMKlV#8
zsM>j4XZ<Xhqr0h_GxVt2Wz9P_CMN9zU(!4*k8ACbvHRIsA=-wDd7frf5qJ8^&Qbnh
zd_?d_m~`FrRq6}%biyxgQuxI;1WXWm-ZOfBelv0HT!`Qu&$q749(xz0qp4kPV}CDs
zSg%TE^pN;$@9Ck>sR~g;lFP8A6|b;Frm7Iu&H&%+h+9L@-g8nG5pP(X*qeN7_(T}Z
zW?R+q=9^Ou>Ew8o0Q1X)Lv20U)K-mE%oN$wtG8x3T>7_pB5!Qng3~{<g>8ZdgC=y}
zQ-5>AyF<0b1jQPt>d_mA=%JFW_a`|@35@i(PUhi$^KfI>l-SypaYI%@_K;54VcNd*
zi#h5pEAJg7+SVYCMpVz)3%cg&4_#jA<=JDNsU|;PV`el*w;UVhLOsu5v$HyyGfe$~
zX6w`R1>P-)yJT#wMco+X1qnshx;37fNE4DLge0!!6u~vQtoPh8HEe*OJ;hU@Fo^i0
z4$V7VXWf0eP5lK0myNndORduI&WuI(wE4l7<6!~Myw;&KW1T$sNRKGPt>unHL6uir
zhWTuVQ(+97nQKanjGSKm-%7pE!Qbbr>s-cl#des#;PKi9HS^D|>>pqwo!J9doswbZ
z(|+ZuvX|#NJfe?VHx}Ex{Ayn*FF=v=__Ok<?8IM^TrUSz-&ogEtDC|t6P2}(;JSvY
zNE{p(9IO#s$>O4!ST8hFa;>18bP3`TnLpdudHbsE`m>CT$&4lCyEWXy0xl00D{uqf
zSzksamWQ$XH`mAA{6zOj@+hJ<XZ55rjO%P`Yiq_<{In-14A(<phj;JZUG!O|_9c<<
z%#pPpA}0(sj=tsosEQqJI-e<8X1HZF5kNww*eFLrgt7@c`>1FN&;5vSKCAJ}0g6IT
z-?;hW2$j27wPaxh-Q+FY6v?+j^BtSQY6f1_1t?p_7fKXc;@dbo2<X-sLo%#_ES?F*
z?vDYJgai_<+E}TDb>X!02@Rdtk85{i4`t9A+WK75vh%k;yQEkdPZFfL4*3oeAm@`^
z4c|S%TPB<wl^%8`InEc~?p7}v`Zm)vCg~n?+>cN>XNXl8L+Ube8!cKBx^*kpW_cxo
z>*lm=67IclzjC?J?I+ZZPeUiP+szy37<bB+-Mx~U_2{`#^wkAV-}I=D6M1BqaCPJ}
zM$cngJ$a%!w=NrDAkR^}=;bryNZw%i5S3m~fvoAz(awQKYDsb720kvbNZpN0$M*QP
zBT#@sX&V}GG8FSt&TT(78$u#_V!nU0$T_X#yzvyC_5^n*Z5Ko+p;edKgZ_fPxG-JY
z^7q<zV`~jP2*XSxR46iKNzXj=K4TbAWxPszL5sd8z4A`Bb<Z?xNY=D$<Z9shOy`hj
zO+j}};ry)=iLg|>vpl>8<qk9UZ9>lG?eCTjs){_-UE`({h-L>&l$53v7P1g4s5(0?
z_uay|jo=-3gIe$E*MiSeR2>9&u%b<k<Vh*09^Szg=b6`UD5j4;^k<dkCbXfTt36(U
z&Fmmy+M9vgp@EaQW1c(~7ahmB#hxD4Ij{2tdZ|Sk$@%9yVz1YSv51X7C2eq}PH8+g
z3MU$f;0ye+=602%u!_J%<2H;*LX}%_rHzbYUh@vg#T2d!_iRpk-z)SBxcNL!JiBkS
zK;YSJL_;CwDh6v$YgFc(=lT5La&>D?>25z2^=!lOyYq5fWCnPI&Bg{4-a*1f)lfR|
z+i2no*R~?{o%=PLFLAn|;v*wa)XUHP{HY2qyF9NCr={*JSuBw&3WG``_H=KH$~C!3
zpmu{9q*Z0!%8_qcae-=~Kk=C&PX~@+B=?+vYPUzod*8yaCwvdjos<4B-?K<Wh&Dx~
z^9&M;7Yw;@G@G>Fyo((GFMP;+P8|M(>gq^k;@I<KL#(!<@eqOwa-Xy*Hr&M5PM)I7
zYy^uN@kLX|g^lp&Yy^jiQV1@%aqv9bZ#xOhy5we4C41GWl2db9{IlNz4cL=<=K|@c
zR!YaT6pYNw&EWtk^cUY?kqh6#AkIw+Dk?@-FAi(}nM;KfILc)VubhUeJzSfeU6zL?
z68J2_D{7~w%}S11W;+r^Z=O{HMV)OBa>~0<u@zLIeH#?|#^0&*xHvczZ+^F5DH(*6
z-a7xPrlqq}Vioalwb7%Mkb};C%xgERt?=d9SK{!gFv0Lj1H(8!;hqf+l!AJ$ekB4q
zW(t2%?l_lCUw9<*`0<CiAjzY578t0~xn#C$KJ9<FkiFzU?fd@L+R@t36Gq%~gll?k
z6VFn%mj-vsp<C1Mf*=o8-dC~)6gGYp-yKOa7|YDOs-mZtG#AR(soEAvt<bYIyFI^R
z?UQ;qpRXjgJL0%lJ}J>0!H9-~IrsHSm*wU(Lp&63el!&$0XO4)+yw#xaX-Ctvl#d|
z;(fT1^719c_D~s#sr-i;PTZ#g{O}F4E>LQ@>zzDoI@={KA~GBkA3wj}s^UHQ9RWq!
zx7EE>nh-w+#cz{_mkM)a`G<B7RLmwPCNAj|8u>j!;iK^$qGqENIM=K8CPS(ZbeC3m
zxlyaNfW{F0l)Sn;Qm%e{@{~kE$TB6pmg%TLB>s7(D|dPXgn>gk;MvP$Vn@E7!{Kiu
z+8^J>QHYn!*IzIrN$czu4Pl{q=UTaxGSSqjL%q|)&Fz5|><HML1FVLi__p0TToR{Y
z^^sL>s?H&r&z19^?aWkyXjtZ?42fsyP0!a>PLgcu+B?xG`Wdau)d>T>$1A}6shtB^
zyW^Me>+umUlJ9V<5N}>6(z`c!7ttzQ=qo<J^F`TV=-phuw&99BKFf_+;ux<YKo~h-
zb9nhP&~_69h^rO3-f-dGKSulbjM%?z6<&K}lEK0u<=xESn#s`p-2EwLh8Vu-=imSE
zPIkmbhedP*1O)y5g(IRbz$v+?96GtidSYFn6lbPFEDE(RV*rrjka1&pDy|C`E|{&2
z*OQ&+z`Co^^@jA5eJ0Zd4tfP=zzKwYztWBrYaiBYPlPXJ0$Rvfk!D*SjM13ief#!x
zLJA)atPVe0=wm2kwj<a13!<aSnX=E|%^4h5oXZMMr4Ph;U<`#&K3H;**V5CoOgcC>
z2FN!DNRa}Y12o7|iQi0GabuxzL%i7L0NL-)qFDiLlkoR3Vu)DFbVBK?Aw)uH=TOad
z{eOrxe=#A{^ETu9F988(vNAKrhn?6gt*oL83%Nf+I=ACX;qfKq@q(KJYVYx#@d3sq
zt8`g0*=W~QutB!#TG)&o7-8Rgm6?}k{`axxVPXGutfjr(?C<l2s^EMv7N|!i$j2xV
z)58J0-~8Y!Y7wWa|JP?icH>z8>$4(#>@tU$`w4=ul=O@Y1y$8Z4#S$N!BVgzPH((>
z_l_67G3{&1l3W3xJdZ3n5A1Q?4Fq&n={1EfKR^E>iF<1_t5=0S99|B<tQ5c-RlZQV
zeHB|<&Z%3Zn~w)7FcY0lR4qyX*g!S;VDYteeiRx|QDkIfy%`45#j?)M{Aqt&P|%7y
zme=}pjLLljgOm}k-BB&rh3yAUPPabt{u(b`p2Wy-W_r2>S~|-1#`_@a_30oT5fRa%
zS!Ql7;W*_3*W%)0>d@eL!H)x%z*4hOQThVf&T7aNkY>E@Tk{5Ew(FB$76tSH*i<$#
zF)>^0%fgU)Svff|Wo1G%5}su?-;3|+v$L>BKho8G|Msm^ax*cz$L^};=w#VVgy~dM
z*rMxGJQ6MG-u?ak#iPbxa`V%Z<LvR!(9oC5%QiY7*B&sqxYwJ{w*~-CtF8ViUjInb
z+M3<Ako7>WTCIYTk|y4C)70moBGdO}We>w4;@L08Ex&!pT5=bI&~O|1USVVVnj-Ge
z=iD4hla}u~-9m~_O#F(5?{Vf_7)MNW^c7atyW+0YfE60n8WC)N&94A34U>|R(xOCB
z2eK4~7LqW7Lh~ptUCP@0mZ1^{MIz+Ays81Mn)yY#)OIx6ThL~Rdz)HKO>I$Z165)j
zS0SE4wb~{$5?M5#S+s>U8)VW+ve6{yQ?+lJ7+SS{6vd+$&wYC|KQ;A^d5Ge=-sPJ&
zl}1tVk^zIMfI$F6ADgkUu~nj0fkB?PpxwAsFu-Ak0-;q3_wT0z*0{RHE#G=DUvmWq
zzKb3+bU~x?@<Vof4`on8S(dZy35)zNTU)Kc1}{2z1ikPB@q&gRlAO)5)elOE=|x3q
z2ir>-DU7_&NLgevZHhX42k8sWayB5CP0<1&E4R;an}4O~hj5Qk!l&%lg}BXHF7|U)
zA(v~s4%4%<?^heRt;(VRH~j!gUMslKG<J5_Mn)!};-&-7Fvp2RXjO9<T}BG~u*qOm
z&$*t*;A&|BX_y_;^Ej+3CMKpIf2H}!N4M(r11IRm7CK}Rpen-!LI^{v>}y*H4T+-!
zi@Aq6P`GO%^de4~X&pOT5WhhzWc}`Qb&rU;vGXWgl^uv5ata-aCd~l<*M-G`Ca;zo
z-`S&|@CZPoNvpG1Lc6l1E^NHLUwF;asAl8q4L}(l+4@9~&{8n(T@+x_5M$Nb0rYsQ
zHmDyBwy`FkHR9o&a9>?pGmap!;Kkb%Ao(ajwF#mEVCXdrLveKCgeveZzN79horscy
zL`6s(+%xc8zpH8QidRi86y?086dPX}{xiTCSK?gMf7{f}X5@yi-$h+hf3Y5vCixW)
zPqzzvvL=`am*5R+Q9L7ZJN?N0*Ns)lflv^wLsxVe5l8~+DO9|VFZqb)X2;?jhBZxY
zJ|cy@Xxa~jyEj%jH((-m(@q`<(zyX>3&K{!hAJuUi&^BT6QDq-v10@dhjC>l5hX-=
zXQ3eDAexutXXp^gzV(i?X!Ig?Id0H;LTUcb`GSDV;RoXfqc{E>ozm9~-&D=S1XW@D
zGdRv+IS{{PEnKYH#X*5n>;E|wO5BNk1)5+VPiKPCGWvOLknc}rMThz3&9GKJ*v+Cp
zl8V1I7B5Wy&m+u&f^mPH^;45kFtf1WgU{x%f>4>qhk$tjokoFzl9KoDWAvgfp?{5`
z!_2|)?_)v!Q}4zxqL8fHRiWO2#r~W;)ERAKRQn@skX8~s8!j7RZXre^dPOZ{$Mjd6
zFP8E26#K7Z%F4ul9s50os0+tmpB2l<%j5soF&!P6|2lT>-uZtWBRShFU5~jhVQZ>(
z>3JpAgO955^FLQ5lwj6Ua6eGG&MbIfK#Q%bs^rh5493Pi$Nl&1+Cq=L`TKU6?5>U~
zrogR(e{RU%5}A(4)_l)jpS6+!Ny7B+v?}B<{qJcLNEOSds$Ts6yA)95>i+ko%+5ak
z`%>`p!I6LJmLE^SCEpv``7hy{v-0ll6|Ze7Joh)q4Nd`{`wAnRF}&fHkT7`Mm2wk9
z|63vzYG}Zkrt$re{jeXZtFy$gDMhm?yxOWTlEK~^(1m4{GtH%V<X>kJv>l;dgR+jT
zjFiW$Cp?GqS^wC!8%mi&?a!zTGL@^h*BVG%MSMW@-<nfUbG@MUq(U))mlaF*hsJ1w
zxPhgjX>FaOp{bc{mjbxhry_8)t<o&5u)`IWKU1~K*>T3xJ-Mv>{8uo*y^0%HfUH{l
zq$hQX)3DSwxv{aar7ugpzwnN}esbfNFRg164d!jHZZ3)dtuVWV<LXt_Id+v44oq5&
z2u4l{1vjm20xgX7$`zT7&CULOpagzBIX={^2j^e={{1_H0<}>m3ujwfoBABU2wZq1
zke3@94)`P_+7TZgchGKE_VsB5hlOcI5MZ>V$w?Do_pQu;z`(DcEWh<Ri$fw_(<Q{m
zUj-z!+8_hp<IoC-mLti}tUB7;%M4i7=;-KPo^)QTzN;m9Ww3aD>sLTMx&8X}>pm}&
z#8TK;zIR+g!Zn~ZKG4ue?^Jmsp$||6+xGT$bYvuxbP#bYs423?i0A|q^}B|=r>m_8
zIh{SkxJCv6Q0qtAiGoVZ_ki&mu7jhaCaR~WCptFvJ)*URu8WbTApoDeZ{_;+>l%m_
zimpq&y}f-a_J+Pc(ksL4Re<H7-@wx^I!kTrZK<rREQexcWqqKf^})bUY!EzI*)D!n
z>oca{fmp0~LQ<wO9VVQ|XVIxqAiR^_ux&Rci*hslvMB<1ZIOs2+u=|0v~+au4Qss@
z_b;nc^OyvDr9=|Cb*w)c=e4=PyJP#&jVP?DhcA4`cY(5nE+VAa@3M4Yrpv_W<J}cx
zMvVp_jk4x!r^TOiGxZCsd$7QOe$WAwxJ)E7Ra(a+x}n8mq|AO1o_f=zgARHT+SEc<
zU~g%eB|-xoXb}|_)=BR64iyL)q$^Mv6bPv*VgM4{{F9F@buDzeA?<537vU@fU>tF*
zf`)g}K_bI8DrnLc{N2B@YAv)%z%xRqWcR%1IcoTud2t;06gn79dhF>PF|Wj6?5S1m
za{0;coNAzdnqZL<1vdU8BJ8dNz6=#{U$@Ka^?s6s7sNb=rWz93>#I5%ay!0MC6tC=
zzj33VDotvDb$AO)0>IOaDaO->1_0xdQ~LO#@RLATem>IT;(>iQ2@q-QGXkpYQ=lxF
z<Ol}2V>cw4{emp=F*p}Z$K$Py+6C*5n2&7Q(PhUwNb`FCv&n&8_9s9y(vW@;-}RKd
zLaDVTbTBTy)b?kt!{laiMjq_`ho5JF@}ng=<~*psD8_b??hBLH&XB29@ftXg!L~z}
zL1$Z5Upyzp9@JX==T8g!&Lug94||lbtB7xFWNhBh%H=lBX&EbwV@(M986bMo@ghgC
z+b&)F7j}wf4K2xj4qy6}@Bav|I5~a)23paqc0$Z1D3L$VNpXO^=lwr(@_zse{zlT1
z9`QKtskd!?G?Zv!qLNYGm%}FiNou-sv21;;%h*>GY{qJm{|@>7<iUTH0`>1)W`6*a
zU)h$BPT=2J6aYgL5Pbeh2fuSZ3(M2Le<$_*`)7Y2n*;&se~$4ZOLO!L4P6Bi_<&d$
z!B4D|mv$d=A>66Nq6?BESg-jDl#JP(kLOTRS8w<WXmXI!(Y5`3jK^X6-rsp8SSe9}
z=dTorDW!lL#4H#*s(+_XYgz;DM9Ag<`A_t_cTMqCOIMf0U)k`7(L{`bp5&}Wa7Bek
z@QWA4v-SGF5($Im2FT<&UWYq6|DFDTeERn^@rh6WtehONgz>t`08SyJq<q}*wDRKb
zQg51Gs<%Ioh%Wd4E^lr<`FBpn<Y_lIp?~FRaO}+BD%f*>Y{MVL&Hn_uN9m<HMJCS_
zlSMSaNoLb6Q5!)1N+`~ouEZy2<Cgdv^YU8uUePHwlP{=D!#wD~#^Y%I?Sqm7Ake->
z_#BzScSl`uYrwaGiKNMb`6p%3D)`QXkIKO9oyhh8;6Tmy)+RQ_pOR#6Vlq{i#G&HJ
zR)%CNkjZh&-aB3Y+SW$%_BVc2a>qKf0$Mq*MQ4(7+`F}g8F5R%Q0LfqylK&+&SyW(
z&V)v@pH`|E==rFMK}a?c=YOuT%^>cOb`S~UD?eO3mkPo;wZ8uTerJ!7&tF2Q+EVX^
zgjae3LXV7`JZ+YI6>wXl5}cgM+uXK)z+cfo2DX3FbnN1yl{2y@O|GpejIJLI%oQA$
zFJF#+^QNFvB}qta2R&ARxXH`=p!nlQb0Cc_y2fulZ`;_|=-dB^flGClT_T!wK0XdR
z(6_S6Zft7GZsvCv4*{l``JOZ~TH5R2UaAk?CFKVG7<om-m*O5fnM>g`e6srJmM9i7
zdU_7N$L*?JmG9r*1)2K4L2zD0gf!R0KM+{EwynMW<?!&MYuB$on9ERk!-+&dV-617
z<?r2#1S#d~K%Q<t8f>@^5bN#5{y$-`_2z8HqH7rgy^x*Mal`_4d3pJD^!)sj)~{a|
zg~+frnl|N{nnsvL{tbp9yJy{Q0)}!1p!&s&&O>abhutZYQ&X($>=`WR=xDNQH*TmG
zaHT8(Z<S`H6bcww;zlc7bCy!Y$0ec!XFqi&39DDnc64+sx|hLNVC{xqHt!^!)1&%E
z``@Wr?_odlQnty=7iYZp@80LFA=NcF4VCh>B7y}HlafZ(Ju$YNVcZY8OfWG{2wor|
zP3rJ7*TgTk2<WjOJ_;B>{E&nY`fcdOMUXLZpp=YcW&baDc)iN*&LM!!2Cym#eI&<5
z6JVr^($YGZaamv^Tqm9DXG#A@;x1z_psJBe8umDIBD)50E8abSq(3gP59!(TI5X~u
zjluGVG`u?}dJPu7QM<t?mNn|V#0d`>$v0yx?&@;XZ#478DY+%84B#`D5+r@RBL;7)
z5>RozM8ayTr;35htk6Nwn0VLqEE8(np7(7_JwY%D@sY9W_(TJQu@gLvX(bL_*2tN(
zQC5?qOC$;}ULBj4EY9V0(Q>-#-O@T{;DK#&TRZZ=W<k6r4?nxS2a)nj6Lilc6pE;;
zxN(A2O}^a3#%^u7-NJvW!-XV3e&9-qi)EG+aV%@^RE+lViQ;mtuF!{^I=#77;x@es
zpUOq)F*6s_G*kHk%Y&A<Hwxu*>g6o_z0!_-OuSme@RHAZ)Vqxh6_vQCYxWGay4)V|
z0ng5~F%;OuW=M>2Dc#K5n7WpnA+I`K2u%!u^TB$}*e{0qndbZPjA3nttbOFE#g(om
zpyZe@JK-PHOPlQ&1-1&S@D`Q`F=mWoW5ns3(kpR15#e@6rm>e=f-SgcL<i5&%m`2N
z3(1B{d_iB2$C9qzzI~OFq=f)^ow`(h2!Sbk1T7z6nM|^<y`4NGIOh5BU_ZZd^}$><
z`ymdSR?YrwV)h`3=y@aI_}bHBv>r~=Y-loeCYrLgL?L@I(fsJG+x}{9D5Svk`_|=+
zM1_z2U0u22>Fzk!)_#u8d&aX<c#gg_;92Qv_=X>n+5<(lV6$?Pw$U4i5Z_)sK5)aw
zCl;C5=6b`UadKoF4(9%~x$^$BzYTFUIcXFTU{)Cl3D0jUIV$9glvhE6gV62N%<6$`
zDO&;)@9H-?vYvup&70}bZm&Z?IcGbnS_Og9N!B!M-RE)oD3+^|SX;h!p1XX;TBo{Z
zbcQc5^Hh78Gb;6kh%Cg&2007r5P+*O9K%`PEE0JCt*>uTFx~dUSLHgrl5Bt<W#D1b
zYGQkKKSyr*nKQJZnL_Aa-%68IMOPQEM{4ljQqZzWqCHv3A&^C^I9J<1{XV6VrTZEq
ze~>lPbQsoxo-N27J+s3gStDwldFG8-bHu8iN2^WA<MDSJBKtP5YiT4*2q<Q6D%D^>
zK6m)xefH8NyZ4W_ggLI<n^jWWy;j^oH_&>jNYmFtaL=#d_eBTWtj-WY@u*I%v|e1<
zF<v!vRrp-zAxf;EvmMv`nT?rw7c=5Ld3ocFYQ2NAo2TP+D{bX_uXoF~+!AgH-DY4M
zx_Z6!^gm0t4~(Ze%)r~)x{EWr#E@kb**MQF?5g<n+8lHXN1}444xdVoeXQu8{klPf
zNzWLj0ev<tW3^X)!AfmTz2mUAb%Bfl!VH(QGF!R~VHCRf$LLW?ngfEZl}IFI`^oIB
zu^^x7FR}q&7ZT(b=eRb$9yz=LE?6<lTI%RjOGZD_t*$P)NBdgW-0Xg?BK6Dh(kcrg
z*bOZ0IeVT}DWgAba&Yg1{JXBaTzN3MlP^V{PyPLmUhU?R9`~PG?=Z$va$Z<*{c{ED
z1y{&LRkd<1-0Jh%%t$}vN84MjTU{;7uF-L!)J)m%Qt#4HALoIAMZu6eKT0c9a8*^&
zN(-Y!xZ<l%0at5h8EDBkzVVXvcjfHbQxA>(y2>}7&4K}u%e_zT=BN;LFec<4RJ$n<
z=%?){cd^#=&q)JN$GZ=q(Cm{}mM<BPtQ9(tW7-gKIaAN=cw-Lx;1UvnksH{?F#OUd
z1OlAv`TCnckj><{cQ2QS7!zEDK8Z=q`0@h-<Q0$m*?W)nNdNrG6?S&M{TK>gLz-Cn
z!m5U<Icx`E>ROXOW`JK~=}OX2^k#-$P4W%DyOh*s3V)RsWL$#t{EEt-H>?QYT(+^W
zm1nUIxd{22-+1BoYJF$Ltz{0y>b&IOdPb6e3@am0TwJ{ib9o$1`++E3UYhI*^R0*X
zbLd!i?>S2`hCF}1{0vjB_hqUn*3i8{Q2CxDoerv_NZ(!NHGiVZHAR(#N8O!!%`U#Q
zJRT$PM6&|W9PdfRPt;K?aT<THpR0ze*jhPNR;PDSWL!txi2LV4DZG67l6#-CkWW@U
zL@sbEB04nviTcKl!NuXJ^)-HcqX7!)cBEdrE+c?BHYPJEz2T@@Ci*i&XVin(?z`P9
ze5t|Ta#H+A9TEd1uVxS+c&rCF*kHX!wd6AlG?b|>=ddA^oQ41TNx&cYwR#9^7_gVi
zS@lhfJ+@#=d@VSK{W^|+pK%k!0gQ@METgVY9<yu0aS~c`N|yRrvBN|5(7&6G<kO1p
z9ly5MM-gz41AgdRsXnKO)ThI_Hj+n)wYw)PN~o!CQ~js$xDPeECRrnOVorbUONI0g
zA9(j&ZstMu(WsrN({N=0adi67d3lBB8j@&^?8zmvy4=>&-}e#Z^7?5cR8-^gOo<X1
z73uYubGsj}pqF<Hq-+Sz3RrJ&&4PHEM*<Azl!wd(ipM^W9!Ce9+gpQ)w<@d53sLfr
zk}gDGf&?F5Olv99?XBLiq&Q1Yaa9<kZsplBHlfqNwBgTN+)4&SBt-)m1}{_TLsTgU
z;E!Ip?z}}n>XM?ZvS3yd*5qJ%wZErF%qY=5eK)-@)qvp{%PpaMY@eu%wWgC(E?x`n
zF}4bNDgI@I^a{8GKELijad+Sm0##dNxlVQoV)ET(yxTDe@1D#w1QSC*DQUD}uzC7{
zc*O#aO2T_$Ffc9odvd^wYrHX!eara75Vi>!ETSOXJwpuU|Hmmnb;?(%c~^ed<r7yW
zFMr)xBiIIHOajk-aN<5cRU{5rVv-+A9CVYQ4$yTiK!LmhD&)r<uUUZ*Bs{Ur=)GqQ
zf<dUv-Mg(nEzF=q{f3A;$TzI5BZiA$yARXqK4QJbrUy1`u^4(no(B^?x0UjuUDHM0
zBGdSO(#%8oSb7MX1Pl@H0ANTPC~eJp)8%<xSM{!4ySA`%&?UARI^u$aE*^-wuD<jE
zR`^AU)v_t#Z>7oZB+n|4&@I}NFUr(fa}4zK=`OO^oaY&aa$9}=SpXYtEQzgdX@~88
z?Y7U)2+RSwQ|z?xAUHhy6|ldjBA0wl_U9ZhE^^n}L;ZehxB9bGEtj<Q?0bREHvnpF
z{Zld<jweWLv-`fTSPKfMDfm61Z^dk<MktVQ4+=H0ff@8FFsH|14A6R%^z^x%1&>Oy
zk;o)qXIvDJt&fX~V~165ztVH+x%&Ys7{w)k;KC-K-}mvVe{Tecn9CYA>7PDnJbLuV
zY`o4dnX`FcztY9ogKq0+!o?y5{y`-Bj-%s8J;x4yc6ywqD_ZE_+}PNWr5+m~HBkwQ
z>Zuh_`VkY8B?t-G5lHQVm~Rji&@iU{Ht2)%G;l8ofI>q4DNZ*P;7=kk23QDunzW>$
z1y$`a6G&$p>4C1+UIpHNTi8cn*w*><q{lw4;J3nPC1Lyz5t=1PZ92Fc8cGN{E-<|Y
z&fXi-t&2Q4IXV4M(6VroPS94PmQKvAFd!h{9`N>yNZL=ze6RJXy)IPrRKdjsu~;3j
zwdLeY<IZh-w72fCHh%jW7gyX5by1ef;wP?p24t%H_Vz{e;_e!N#We@+`NfJoEXF^@
z#iEadKeWaE$`|~}YgKA)?5wQv_wT=OU*-M}11eP$ANRelFMX99Sp_hE_>}a(z`%Vq
zwI~ruuLCDwsYo2AVZVI&b|5jsFprb(JNJ<}AiDLzr^9d<OPe=8dqGiEI>*GNPjT^x
zGf#QgZwU%&&xB=R>*(lM{ok_UpGXQ21s@QW0H84#O8o>=uy*;I|G!x3MHVp0WDg$I
z?n8qJ=#t4;kOCzoeo-uP*>mQ(pZ=jgw?j=Q`Ts9Xu~~2<h1dLr6^T$f`9{;!q`e06
zK4W_L{RcW@95BzS`?KvSskYjhn(tkTKRXI;KyE#Wv`TC`X8y&3?u6?BcC(g*1*V9u
z+mz8=el0l6G#nZwXkhBu+R*ysqbv%z@D|NHZ_6ZpS%S9HU>H~Z!vAJLP4j^cxeoCi
zoB*8!3{XVI?s+j4PtqBW#;j^NCh01?lw}O*d8|+hKJd{a*@afI<86rJ(9r&%Llef~
zZa(?z;&%?VAU%m9pPvNzQB2>CH6lMx61Mb(%J3!d9=qy!&%|nHlf-HpdTo~>lbi>1
z9EL43T5(Cly6wOFoNO}gkDVSHUSgBrcK?R^T+pKmf1Kng4hbx2&(0<15H)-)BCkCL
z-9dZ3_V5ip;_KmLt!K6ij?Tex)<(&?CH9!WXjwHhF${nh22CxkY%W>9Tm>6`yo=TN
zd#^S?GlPp>;B}fgi>{Q>73f-6p><RcOs`uV8iK+<v*^WKJbBU1<@KrS5$SCqe*fq9
zv=P^_uodbsJue%eM@QZHje*BXNj4p=$Jqw|vjo$?y@oD3se*4#_sB8E0$D`aS-ST0
z<j`uKDvs_M(|3}J=F#k;a!mvzn;S|pUNZ~jINyQ8y{7Xm%k-aEG)iCB##O7=@vLkq
zzp_sZFEp%nvr`n<&y8vVT_eT{e2%U8VK}Fz%M6=0RF95<f&b&0PIv3uvgQ#|!C@VZ
zYeXG+paN42WN#kggh9xMs&W_l{z*z8NC#lrf|A{b7aHi;woFK$B((^0^JtCKU~NTu
ze^@a`##McMFm*OjQ|~*ITsEzll%9-Ksgj_rEmF$}0FzrZIBc$U25Pp3Si|ig_O*(#
zF>A<v+Ep|WroNyz;I#NVUyf9{44x~HuKNyR*#dME%au~|?30kKnOOw%>~B=$e$Q52
z4SD6P95V1cdwe0*rvkXed&IWMibT7(A8s;#GVQOV&o->qr=?1?z{rZPW{l`SUBz-`
zcuc}X8Wny7Fyp(~*c;jhQ~52dg=7_p1a+WhMs$h-s?Z@qBgfqOsvWq&#y@WGngaIo
z*zCFXgf!xYfQDk4pgWfr@hSIQ(im1kZbT^X!S)8@s=kpkvvTrkynZAWt^J6haHTg&
z7l{A_>LwcjLETJSTuv%Uhya%^LXp7~^cQhy1UWVE2nAR0hWpJAL+W<YphNsH4wY{_
zgzXHsabEwrjM@(DMx1t`7kI?oVWxbO<2{ml^(1}ub+C$s58+SE$jdJUKG=Pwq4NOi
zz=UuPn~c=54K3=2F;X-XO$106>4WTpX?vp)v`so%Q1RK=ZHSVdIL~DpqyFH1AZP%=
z3w*eeB1jn!s6Rq3G_Dha{%1ijcPM@r(+Q@)SuUe=(QD!v)pQdb?B(arcbpZ+NF?^8
zQhZL}`yDXvsfZvJqUF&_?Ge#aF4QL$-=zB}L(a1eKbB)Z{6{I+z!l^V+8)%&?F-5#
zF91qSsdVgOr}(bk!eCbt?pVyRrgkN)87F7<bpQ44{0>fGW~xD+Vf;ntn7Q?GV;B^9
z9~iD;K%pJz!d1D<8yva}e@O6U3<U3^b-Q%G_;`eLSa}IvH$J>sF0l2jx0*v{l`;`-
z7i|<pB=lPt9TE}yV=01si#|37zmQDLmyLj|WCQ*&;=Q<U&8)aU7{Q&ySpNOMe=1iw
z;MTGkDeKW}Wfaq5*WB(PgOG6~;F>VR?8bTEY)0Dob-wm&r~(88#%|SeMixDm=~qMs
zSxl0w<k~$m8_pynBVymlPHJfmtYni-`#z>O<4;|$!#&XWBg2d9n_3I4P$<$0b5$@5
zCMc9mPkiW1IIiB|;pPxZi^zxCs5J~xl;ySx{;u(WeJB6Ecg8bO%q@O*x!!7s*2Mv0
zB=wPP>=$UbQ23(aLpX{rC(u{rSrN;5ssJ|TUQEs22z)>KgNK4bJog#Sby~tBW-d=C
zw!J?1XMr$YG!x(o%9lrdJ^S`JYBx@y-cDs)%0kJj`R8SFsOc=EIM3wjVGT3FElRk~
zRo8x!U8L1LD${g#P)8zge?6tPA`YPp?pP|UXzU_VKtkvhUQkrV_rS(Y;NNEWjUqsG
za3dOKW4m(ob?!2@SZozQx*`L()7*AOA3xOm6WuT-w1>c<bR&99_rXo2n~>lL!r0r#
zsq~4i&0=-TJ6PvLtQYBiKl2@@(kidjX*_VyoU=y)%*+fJxC!iHl~(xFIfJL7{g~oD
z`L5>V`Wjfp_SXmhS#favpKp=}?^2W!C4|!qX-Nt5qkC|tt_a<mexj5Hpwu3;(rNk?
z0!sC3%>Y@f$A@<@v>^+eo4Iz8hKC99&7gxKJ~s>YGpv!Fy=U$f13+=k8@Ue;k+}0D
z-&Z_%=r(DCpSP4_7QPAiM_;3A{nkleG2nE*fzvHf7vq8Gu8#f%3l!+Z+*A*z9f#*m
zjZcz@|K};7hsFAhr?R~+$#@He_1x+H4VbCQ?6EojgVFBgpuFA~x?w~z_fJyhJPFC5
z#J>27be+pQ_Ldx~wTRS8h%TpYc~Y#-_pws-?<MB}7S)xQF{H#9v9IUEeNVoMii+Pp
z?lK;)vrwx3^#E`b0Yy76rXU*@{dq^+SMIwJiILAt2gB|5w%6`KKf$0H)-INEa7bjp
z6YE{99ro4pcVyD>F!~Qr!nK#NOoH}(PTG<4*dxwm_h0Ki0?nWmJ=IVo5ikn<;GTkq
z9xly&Ir~6aJ{G!zwPS&jK9o~XbbEeFp!B|hWticrx?n{qv=W$2{^7%lT+s%3F=OgB
z5z=-0qUiDQx8XBJ2r8|;842e!4<v#PQzEC~*a2H0FR+(6N1{PsN_OhKHsDvWTCoJW
zXO%E23-D!Z0M9}KqFP401N&3kMLQ{C{AN=ea#CR}U{feIZ<_{6=d1S$aoLk-Os^ww
zA%6w!d_eD>DO(a05cmrEmI}OgL6h#+x3`~Ok(4w9{xFNy9d&dlgQylVv+&*q;Lea7
z*i-1La+c?Coo}r_voGEnuq8)h^j}I&y{o{<r~b?c^c#z<H<FJUFvc;0Y8f<ja9SkU
z2QCVW9WH+~2N3E5Omy1-)Y3cEKDd+2>4r{aF7OBiYeRy<!UtjxFTKWj#h*<7575iI
zAhk7{XIN_hJZ<0Xb?od4MQVX~0~%mJqh#yy_mBM-*Fd9Uzh5@G5-nkAX~|>XmQ|qo
zX~~<=sB-IMUli7EO^8n%ZCaw_P*x1hlfIxh;N<X6!~%5>2>F^5fp<FTIvIgY5s93h
znaO%*I6}O60-%R79Mex+T6+wQi1^ms%@i9Oo2+b>->r)5kXTEkr|Uf3v_M4}U*>g?
z(zUNVzIf__lkjWeQ)5}c?AU))i*a0I`n3UIaG3AD3?KKyn_jI%ukHwhP;tEi{c#Mg
z`xVYhz@aGnK{@$421;Ud!jO=diH0DcvFi3Y^YZfcnNm_vIMGw$dA!rq*3Lni;JpOh
zoWL3Z5qk(FpS|+=mua$*m=m}=vYW|!zkTaBzxo7QJONlcG(^kBheF)wO)aQ%J)XTM
z39TOEX2%`f*n1o(sch!EWa4I9=ZhWvFFywg6!;qG#ZVf)zD-%|<d-kgiyIw-)Y4?L
zp!^j_JnW7QfkeH(z>LdwCFr5e%FByQO=WiW23}-LGip{rK^(C6(f}u)&1i+@F>%9|
z8*z?yf!18qZoYnH-wF^w3^C1WwGAr(W#TUS5U$M4&SqEf@H5@Gp#Y7E5=@cg4Fuw0
zCQ?&FBhx18TFMQhpvxowg=t!cBs{T!OENAgDJlGa*d)<HPKx?mpLU*CNG3(P0&i~n
zPkE@f*2l*g_&GqkfJRr_Uh&f(b`F4NlyCeWcxEYi_vJNp4Uf#MEVch>kxWfZ?Q@hv
zU7H9i)|DApy%}AW&9#X!N^-a~eTGJb00^>cJRP>c;Fj_vM1ND3P9~9OqscmyD@f@7
z&Cl_NEQE{F4HfW6-92B$`HywuC~RE3P!LU8rovt=_x7fVf#^7212LL(kC1yq;=9Kg
z$f+5c)K_?a@8~mnAHq|m;vCRJjC-xcG)-RYN#ovA=?K)({-!8rEig{@2Ym$(xBCc`
zdyK><l+knTcC$I=H31mXU@@$!5?6c5A&Ky+LwDvnn=i)nL6PaU+1o=?dwOr>%*K(*
z<F@vR<GamOrze&vM>`$K8zsvcItNcJy(<kF=0^}KKnVXAh&dB#LNxY3;%KcQyiJvL
zN^ExD8Bf&vtwYl`;ohu23^sZR;}pTb7{~AP9zllvLv|$NQq!aMisQ`0*mxq=B0T@3
zTHQ;&zN|(NpCkMIImy$kit2*uok#sdVb%V|z$W5wxKiq>$5`9U-Ag1m^7cY4kY?0Z
z&iE(aX{q5ROx=Xkfs7MPZ5ko&iyKv1M7`ygRsyi<^x&b3h&~dbk5La^w_{fwZM604
zJ;%5-JNW8`_JCviTaoGcS!*LmB(`)Z#&d>|jjT9vX6fHjS8WgI-t?q&;*FQi+$3gl
zSv)3?L0z>4h538H!MR-0{Qfu-N$dngy8MuhdU4MW8v0bfHhKYfk2ebm9ti}mV`u?y
zZ0KJ&poW})Xx%rhr8ra#`px?qb&I)7Gbr@qd}*LD(sgHfVWzjAK*%^jn(q1!-=u>@
zCR~kYmmc=Y7ysq*7UJx?QphxqU-0uJj0}O()-(Skf{4nGSOcXVh+wd_Z}3By!vM(m
zIRK^>aMDw%K@{l_LvlWjGI#rZ_4pczD7QUqvwEL<&}JSxqTGytTKp<M3ezHNH^Tce
zPY;^|a$;8D>@q>}v%b{Zn;-lgYR78T7lsfkp<w-gC>sI0DI*mv;=KZ=T~}X>MDF&z
zgI4>}pCk4h=o9~EMQhZfSnY;xj!q+Xu^uBB*$0W>DwbSWf)J3)-+uhC`nw#7w@;E@
za>p{&kJ;@DMKIhJpn9pGa3jK(v?Vvo<9D?xv{shyh$S~<cV0*p9&tZ7X6U(UmZi<Y
z5bp4blMT|P35a+9Xf)tW7dg|qy5i9mQ;<5T83r=?D=~qe^6*;VzJ49AD}GlaQPI(<
znj1l1m(t&rYkt1tZ)Rumvg{hnRPJIYE}`duli1HX&@4Dv)YU51)4&qBhAvE}#wWse
z(M0K890t(V?Vl;`9HuinydBvAfYbiO@GT9&9aCa6I5e$4QCdc(x(-8^16C<7y6Z*>
z`lwcFE}5E~vmpj~VJuAV;-g9g)b-aw0N+)~eTmY>8f&cAQKbOE!F>-(pp~XS>ku_P
zz1$gEUl#@(Vkea0>Ujsn5#`d~1CS-BW*@L!%d%3Hj3~4OH=9P>H<9>d4y!$|(V{T>
z0uZq8M{&9_&&<V3Y_{zl?R7%I#3WJKfsel<QFM!1A|+6E4BGx70~Q%KoFj6@Dw<m>
zpn;n%BnCf4QU!Fn?s69@Ly`EuBpC4Ck%dy+d-rp5HfR02XU&xiO@5$VOu>Cm(FSQL
zl>w<ET~T;f#t%!wayq;`;betWuKTrU;^O*=)5+bqPh?RsNY^v1*Ro!{c(l9YztD$B
z_Wil-8o>)DO77LX?`JvuI!sVE{ZM-@EZHa&9+|Uo|4W{eB~rQmKLhq$6LQK`rcKmk
z6}$ED9II@(MB7JMB2}8)c6%6jpUm_b3<sW&knrdxmbln8**pGE8&}|O#4D<?MjU0t
zAg=j%nF>gk3%?);Fg-rH<ePA9XB4}!y~-kNo@?TAy~EnW<mDSsI$Bpc{b7XquX_0E
z_3ORN`y(tn66XrP!{vg4zHS*qJ?gy|dyS3$JkjaGh7G8EZg_sNrj7^7PcQ~GfmHnH
z3i>5Pif>cGTBG>DN7Eo-_;wTY&#Tih0d9_Pm73Iic_1D2bu~b%&VTw2k5CHJR`}c}
zfM{{2f>0_4Ay%&Z+Ew69EG0B24AhL5?W2rMEFRASni~kFWxUN^4Rs=)pzOcu+^ERN
z@xAF}-XrU~C_|d$<zcw*zdq-2npbURN2fDLwRax2M?ppXZMbrmso7i!7={rsziz@%
zg>#O8HCA}x`sMN5uO3o*0ig;Z+LAuA#WO}uPms#M2mRxDjf&U^y*y5FNad?F?!YZ0
zvjbiO#K8j!XgT(=k>2ZvZK1-xJB&C8W^{qm^7#jg*$tnCtD&O5%XnZrmSc~QPUbIh
zyTZ%yu$MfwaW%KaW4KTz_yU2NBZl}1))o5KS3vuU70)Tm%^~;E4(4Q0=36q#bUkCv
zZS{YiD3if`+68)<kj9X4IZ=gN6a_Q$#%Ij*oEJ52x?}M{z0X|C*-S}H&OR|r^wD^6
zeX)@!357@w{Iy|0)kL3M^=$_WaUH$ot;TEmFx7}LQm~XFnC{PCG7AP)9XW7Q`LXgk
zJy7XR+owyM*RYcRGgfadmR>P9r&{v2ezMTN0$K=!@h@D61}r9?Cta&+QBmjBqzZKd
z<W+P2u<+NoPs~wN;VR_I>>tbD>Jh(OFr*hQhl&C>H7Z>V8?^cGmIFt_3@C430nctr
zx_pcout7a|;4m3H4PHwTXLvM8<uIUQk$}jXP6X9rGb64Lzr+I*<~v{TbKB|U&I*fv
zgeuhymQuV}O&UQYW2%GROf1j&cR|zOO%1PrBlK&T{gl~4?|U)^hMOv4>oO6gpy-c6
zd!apmSDKjy7;m$X3SOn~&BvI*`M%Ip`?$1#>%RrAKXIE2+>Bu;Cd4RRsB3DH#k3Z+
z1Ka9U@%Xrrvo~;siKAA*n<m0AuSAOQ-b#y+kOh`)4J|Df5z=if0OHbSPrqaDoFgW{
zkJb;$xsov?9&(4A^n2_|Q^9=zCSWK~#ER;NZ;G$1Yy%T(tK`W#$@fo|>ID!};OEZH
zD9mwQ8US9b&_`NEbDhZ#w6)p6yKZ<r_w2x196~CTWn}|__I&^LZ9fr70Byflx)x|)
z3VzVj^hm&VB-2~aZOsTDA3y5o$kW+-vN6~yp7t#JtiWRniyRZGA2mOC4bLJ_GN$@*
zGG=CG$RLn>NOL@1!t2-Bv(@AF#=v0oKu?bY^E#*QZq)<<=<5nj;#&UyX%WjVOyMyN
zbVs#_ffRVD$L*JpQKzR!*eb}+pLN(M02`~RHl;onQxx)InC;-dP24L&Pef;3m~$}A
z-kZR-eA6~!?%5%4P5+dO-FO}Lw&VxgX-vuAb0g{h&A$DsJ1TTV8X5AV<fnJ`b~Q#C
zcigd3=s%t)2M>u>3BmLzsO-O2dz4lX596+q!%b}$!D9DYho@1EV=Q6l9}0%^-kPy9
zWbkfcQ(UU|@j=#HkRo>VNXuXL?UsHw3H1+(YAf$Pe2~=-Z{|O7`Dp?hErq=S_I`N{
zjh9x||5szwvLy}vhNVF{hnGj*$Yux4zn$DXC@MSN;oK-!2Zv%28Z;56KPqg283m<;
zn*t;EP*2a}D8DGdRjPyu0_F`_O4-CO9#{rJz#;Ga>3a%_#ST(HFvg<1B97z3(!|`w
z?j9k9DpL^!T~X*W&_d8J=5<bJLLBD}wk!&KRtFdJW&)<La--?69!dQ%7G8HXIqDVe
zNPjT_(R=K)H)uQN-uQ3=qt$BJ(JNisC>4qQ^fYYh?)mQL7?rLZ5XAlFl1CFHnz*_(
zp77ELKPnP-+!yp!kxwZ08s645&<UW7lAm-+ziB~5TkQ{O@`+N4AVfu{t39VKm)n15
zqluztVLYk**dLS}z8qPS2x5F*+Sjl5HK)%Na~A27FkN@{H05<q27a-xRX03!>q^T(
zi-)sb;8)r;C6ck?3T3h;L6W2vk-dSHMv~UqS6Z!Hjwm&$<;dOrsdL$;?55|vJdEFm
zGQMOIDV83v#iRyHUc8H=U*@w<K*NUUB_|>DD9aP6L9Pm;9&u<AXZ6+tjQg~|YyLaS
zMx4K?b8p|I+A~G>I}}e>aF=<!3<jhImx&Z*%q$Q~*k?Gf9WfFQoIHMN4GfoK@3wr2
z5SYhQ8ye%=EZUK4fkp6ncj52<UukC^4)y!)ags(06$;rROR}Z14ynk#gv3~~lVpjI
z5n6<-A)-j6$d-M{TFSl@vJIo`+gL`{Fz5cLe1E@l{m!}0b)A2i<ulLB^Lg&&{eIo3
z(FqAH2W1>vRdu8VH)9Y^($|<+gRgRQ5R4EPW2nz`$zzF1Y|nMui<EjI+0GS1Mlk})
z*H?X@Lci|Jg(c!W#^OU+<-UwKs&VnyoZ?xNQom~Zi}obVk<9`f{8+GZIE1Z;9%5=g
z3mt0@w_VXzTVs;^cVFavp84lMI{ebxloxxxTnVo<b>!u35EL0DN!smZEFA`!1t;9m
zqZm5bpIF)LwXDhBOkyszBpgPLc?Frf$+80PzRPP6$n$mZ1F=1Y`K`=`dtO77aLXbk
zqklV$+UbVBNi_R@inWvCT1r_84T1L+sz$|2C%vrjt$njVd^ew+_;&nfCO|*QHBu1b
zoc~5^Lt45ABXifSfq9DLWussy{5{WZPsjZcsT`e7hrh9$7P}{@jh6FU1kZ4(qZ%t0
zsM2y@rD{XN$@Gc5JdXtggjF0taXiaP1;_k-2r=%J<4y&q1HSG}r7N|{L~n;&5-LIM
z!>l*)2hUB%EgvGFADFV4s>|h#e+<P;{ga5?Jn6=}L^h~js9{kH0;t({xf!-M!n?$$
zTr3Zutus&mdAUbezE;K^8aMF=vRTb+9yi+Lv!>1W6kw?-;5cAK>e*mGVTrn<qnbYa
z^qZ9P!E5NTjb_^i+#oW8gru=0N#*N3WAN1etsd@XX=zp76WXcblCGHa@dB6NS?#!*
zEDzpVg}T+DUYhxpz9XIvuY@pDfq!EG`HK(pqBpw@wfl26O`Mz_ON7KPh;{C~<1xem
zdXIxCc`lt&+v2-}OcNPb^W&Cw98k=5;zW;mjn-K*bqK3~%y5KYe{t}ZTZ@6>c5sJO
zeN%^*>Gj@{6sd#hcynFw<65F_yF4@=h>{cH3PQKT^bEtI7OnbOJ~1p=Jcg`SX14Lo
z{=>l;@9^&V7LIl)xt^Wx{|18NTm}X*tafBlu2kJKZL~?laUy(^V`E*c`B;~LfP6#&
z6doNt8Z*4mcs&_9ik#K=t(463CBo^5Am}myIksTw&}EG}1K#cHOnUW-ReT+Ng1aT$
zlMKy0`_B4xs+Adpu*22y+=KuASTG5(7E=Vc`1`~^cGp+RzGK&Gy10;A&|<9Gx*Id)
z`)65`t{%Rt0YSNPu-SLbC6@4yL@6+!1SlCI0X~%0LY2>^SnM|)TOyO<b`;3>>J8Xz
zo3wqtcU)eh-r%3&J1Cb~!=>F6>i9RnH>o4Z?Kpevfq<dm(ahAHtToD*sqM}438V!q
zc_=3kQJH^~>-c&iu7S^^x~nEd<&I@4%ZYc9txM5??Gk);tlOb5)!w}>9c)#{P*U#u
zO?gMCkt(E5!_mbBqPqVl+qfqMG~3?~Xz{-tte-vGS3#i^=rTr<<a4a<;!Q~>4dAW{
zEUF6*a%nX7PHaCs<7#>D!TPZ$<2k5o9io^TQ$(s?Upn(MtIrNLnY+jHGvY)4t`lBh
z2jRQS-FT{M!c(;y=%kvd=Rp~G7EVqA($d(+BJpLZerV3|m#SU<IQgv$c;n{h9b)^|
zKeU*CqZ_B!XzH!sepi5V;m)ply%ufjn+z`wxCD|adR`ZJid9N&W56(@?KOv}{ciL@
zIuaswyxVzecx2>IDpWftC1Dj(hWihls!T3tm|JXa!5Fqa!l0S{Y%O`2?~pOLPb3$5
z+~s!(Rr-@eCsQM}eOP>{RMeNA1yWpuySu`hPxamTw+k4T(KwnQItfv`l<gg)rEN}n
zEptm^S9T<EroL?HDg>$$7L48Xn5_u-cMBjl_mm-T*k}LcrxUP(bi}ja9(1@-@~j5I
z$cQv-4w~17Aiw?Vg}U&K_&fOUBeshHT=EZ<Rg8Qk;`<lQhI4GZvLZhAo?N_b7qro}
z^Okd`#;3oDEt1dCNbU$&SSEA3fai62n<Ji0vFBWh4dKl83wLH2PX$<zO=VLAz$L^6
z@xIwTIk&i4o1B`YG2JwQ`Ilq|?4pV+I~;BWF1VB3gx5QL@~rloeG@6(n@%a^?zv9b
zPL1mAw}u*Vp~lrBQ8K~{cgH5CF1LV!Wqa?-2Uv66Xt!^(AjB`SC+a(`RDCsAbaBJp
zAFpchSni}GP##^{Rk)CI&$X^sdHbuM#+Ty?>mASPCvLJw(+lqYYL-NS9_u%RW~LQ%
z8qXBwH#Ep7e#*M_=Sj_b{)6;uV*Y)Y>}D|{wSXFSs)oyG6R5!+X;`YBFIn>${9Y(&
zW4XVZ*|VjaUU46CgN_FU8Q3T5o5cqN5O5h{OXN|1#^o~BLb&;P8L6~^*ouSQXFVsw
zpg;veJx&HAr+eT?uls4Af@hM!<`X>0cnfB4y+p2-VJu8lm*kV5F8|DMx+L$R5C%>8
zJ1JWEBDcRDpdo^YzW(M=O+ENkxTT~FUI19n;T;K>u#K8NYdW#g9=QOnsYlR>1vcIO
z?B3Vb3Uy||(%clS<sr@1b0<3!<<w>>1L=q4Y{j$a@Z%uT)7I+ZvRlS2NKQl)Y!wTD
zBoPu4lIy*J6%DqdqM^Am_O-N&8A=UMr|%dV{_f|u3nA6r;&fq^G;ftO^5>r#QPO?j
zyAx%bM-dReFvDLaWYV0wjIVlcNub~QIbHZ{4T;Tbu!!uUx#1Zp{(T*SYpg3fxCGLn
zZRvi3vt00Mnf_rxgIj$gQ=ORrh+&Kc4l2TSnVg*D0tXE6SA{_Sr`1(oS9hsAh?0_W
zQX0z&&Psl;&rB9FhISX<e6`jOX0UH&f&Xq+eN+;HbThgsZwUWqtExqlof<%9ySw!l
zi%+^u>+=Z-MFZMT<=VAWwdZ2$#th{ceNOTP&gJQzS6OK5CPr78GTWqoO>4BZwLAW_
zH9mV$jGCJ(v3(Z(EztVi)6l)maOjY0MoZ;?>Sws1Z?1xk^czUDx(@#bi5Bb8Es54u
zv!5&G{|ALuKfxdO!c!&VMo)3pE5hg6TGcIUYE0-|i^qeDpItti=U-!}V>Xcvel&4y
z|9Ij#d`z{N%c$DoGjSj>PW`9|DN_t(dHbU4N3}if?p7nii*K^)T>{p-j$R>{G4a$V
zF^a1$WrvIR;R1upaT)IT?W|@br1tX=*&EH5#<z=lK%J(ns~ZJE%KyQZdL-y)(v~lk
zS>_kg#Q<DI8Z{%%Uo1e(0@i|YcCUmPu7zD({%Wt&C46^`@Bk}w)+up3^B3!REOYzC
zvj66GSr<Hd8q{0(x{r|j?5~<KRpXcZ>bcV)tn1-#&O_zFzv8U3&5*+kxO9o7S9|U}
zOA%bA35W>X&^%$C?OvtTu~}d_x#qTe$}0#@QoUl`rTrMCdq3o5PSV#qps73shUL&k
z$C8o5fa2AZI&x0a8<3`r8_NUlMk$kSx}t>HG<MNT-sbpve9r&;j4KIUIvjqegc#2x
zH@rMBU9s`F;QEngRt@E|sunKkWu8NNmTGBicA~TgJ-WD$J5ykub~{ipMoCqOFqLcU
zic_@m=0v2Sy5uVWoLJOfC$I20dTEv}wsCwl|G6LmeRsSNm2JGRbWu${HBRyrW@G(>
z#xH7$sV4<=$Z-!ldR$0BuV9&mrG|zTFLU2Gv1=9~JG<jO{81=(vVD%->UL94(RbB4
zuAvT;j(VMFaWtV{lVNV5=n%BqD)OF*rJ&N^G1|cY?(##HQ3+}2u3Tqf`z`P4I4Lqp
z{J_3BhbjSa)-bqvwHA&9&tsd6s~%0)hNdsi3a5vstyw>!qV9Ci{~GF%5V(-r+ey)9
zbV=xQ)Z(Q62e(ASPPbYl!GewjkS0rxv|QBkuMdy86Zk^LqV|AVuP6^~HBh9|cuc&f
z3<tF7+(YPQ9!$TT(m3mOWV2Z#>}mD^!%f?3QOj?Y9)&%rCrq93F3$V4cs?`f&nvIi
z6ec($&5+(kDzu$x?f&Vv7F9HCi2t_MWBThuFU<QFGbLkeL4_|gYP!>#H7Zy(zu9dj
zz_JdUbTSO9G#-yBh~H}39J(uSUG2oFb|k55UDmj{*@2%-cEFJ58+Dw!qI?Gf665LX
zHE29DFtCCIvJg^}MjZPo)Tag{3b|n$rRj#VnYUuiEBu=Wz~krIG?wV~l;vE~KV9@|
zm`i5-8q!Z(LJ2(c^e)`+yXV@}+p>M!F?wFdIc`+$1pW+df488cPl>4!uJ<K7;e^&+
zIo!Q04DN42AP-vVTktu0o^Wh%Ns3(%9LU3(#3I%IVaBb?9QdjsRs@QLwj1QvN=FI8
z<C%nR=G&z*haYx|+LdmHEoLnGeKeqg>0mh*(@{|v=P>=GsM7e$+5K}Hte+>Z30-NI
zv_o${`rgA*g1M*J!~A?KNacK!d&dK4-;WX;Q*3yYLCV0AmGLywzZdJAne5W(wjGls
znaKY7nQt%srDAj7`_2NJx1q?JT=ey;lO*{2dAgS_qD{x+3cwfk$92O9f?WFulbjU7
zCG(UJC0gSizS(odFNac(cD7P<$k_dhNCNJ<hFm7P16=6~p=k-N%;~ctMuZ6WmvPUd
zIL$cD=N2U!IEU$%(j?4awxt-u*AqsbAc+)622<%Ib?#W|EAAI^+r`0|M2Dn{h(TX4
zg5;zJ-4{LF*yD)?ArDj=WsiN(g-V-w>2u<i_W$G<Q0NxaWK;Fa=q7~j_(J1>>Rlzs
ztuXIxcwOA~er(DwgYY+X$dxxUOB|`UsDIoxsqiR-DvGIkEvRMsvHQ!{Jn{|s!SeIB
z<)a;?EqmOGIqcAX(;}lr#!VS0%=`KiHP54-s@vfxmRDUV2hVc@LZW{#g$-j4;(=&h
z(oIkD02w7$8~?Iqr}<B3pcozAcT6-l(aTFQuY}vKbUVY&@%rVa8Yw(4b^TL`#ZRQ@
zi4%Y#z4KS!Gm8s*r}hZ+>?*SSM<~S4>)_K@v49HQyeC&R(K1=q{F5+YUtRUiQRqo;
zjdeTwfI0?8{x?s3w6bzrHIh_!vAWW&4ySe+LR~ZEuiEY1oR0RQKFW;ZR`#gvKomst
z))*pnvmnt{<L%mNnSfW=rrFc7X1^gx6EQEP+Loi%E;^lVe>43pS9vsdrS*W;TM(GZ
zRrXBGjA!PYa^%0`GHJS-=DKI*a#Ux`TDL=E@3uB=>P~T<*Zi0WA8qi7d-+CmbJJfb
z1p1kL1L|6k<`k$W1U!r~sBNan2BTMfu8i8hb}ZUYQJMea<(Z=VXG_HnO}$&{y)B&^
z$lV1z`baZ^k?XkzaMO!Et;ii@s2^1n)xwOvv{vh@decg-Hcs<&v4|c2_Rm@3_S{SE
zu+rh7@<|fEHI1(SU6;M-#6sH8nNvPQNXy#O7t}qC#I5bQ|3=B8Vk{Co>BI&uFkWPB
zHc&x|sW#V-k?UwV%04X+?)oe2lnZB)8?w>ifEL*hVPBQd+aSs6>_XIogFIJ;?NP^c
z2Bk)KY(iW84GVjBCdTmL-^#!zfL*D1l^Of<k35L~OiRz@+$<S8C}uro&ns?n(jci?
z&Qj-mNm<3~<KM%^Ml&+E*FWh^O<zF|oAKAqU+!O5&eXFU;CHZa!@EV$GVpc9^<Vi(
z`av+(9-!}zKhqaiaA^Cs_NnHXp6|%hZ>d8cKNbj0Z=6OuqTjD&9E>=^&Ij$#;kT{J
zsGm7~FA93LpAyU>*_K~xu%`SXA1g1oPuly^{o?Rg51iKJ+X3t5GteiF2wPIYxXM+r
zH4-pea_6m1@h4zdsd>Z=Hefw$y>PiKUGY=+{nmNJ!aPScrevB8y>DLxd^S(=nuh)6
zPHgprZ1;NJ+1w-;w{^FjIPJ&X0IGycJXh`knqSN5LA7ZK30J+&6|$y%pE@s}wbd@N
zRKm5f-1}J<Xyjov#8E)gM=E`3ztWo7REOKG(W(}`w}$#j^p&vnx%z_Z-l>%$TW;6i
zjzWmLZ?t<_s3uC!%{VMB$UL=fv^^H_sd-0yQKYm}4_CcPNMzgOuGLN1E9tg7Ha~6A
zG2ki__E<hzUthn=Ha|2vCZ3+a@IplGa1$Gk14CU|JP*eSwavv>u@T|)f|QC=mLFt0
zkvw)_CIPc$XGNB#P36N^gOas`DWrHZ8mt~}Vj|r#sm}R4i+Ux2y*c7ZF;$PT5x1U9
z!IkUG&ol7?oSf}Qs;(9%A#zml*UFDbyX1^FS_H!C*sNOk0X4GZyTgQAa%+l>l|E-w
z7pWX1E@feNfSNafxN+)VK5#b_zz1g1-zQ?cf7Q^GtOzG4&x9W-_&zI}6~`fRFwxs{
zUkXU2q?jU)@M^9*`AJ>wd%tes{3AgxO{UiF$emeg%g!yA=ox;prveyG&=p12)hWdS
zE(Y+MqrP1}AnxS?Igqi>N8jDQwQiXm?z+0V-k8ymX2FZj_y_#Mvk3$pPd9HtwC>fC
znOn;00mF@hV`Z+Qg2%M*6+Z-4!LtcoV#^8Ml2c=enwN3cKkpgz`n&iw(Z*aLwu*f2
zSb>QaGENJugcMAFv?ZRu)O|J@d~QQoBv8pUB1s{l+d@RgfUIW%_jCo4J3_t8vEJn+
zT~J^kk&pAvQAa6#A@&)8=w)~M#utNy9B8%iT71P=sAPrL<5`c=iwfGole^bV6>|iz
z7NxzC!|!dx>Z(?#Bz^kMK|qk!8!0XQb9f*&c8h?>GqBU+ONjaD<7?JUF&tZ9_EkvR
z3p(3dy_Zgx5DIajrJD%Co`z}@B+$2vfHs{{KU^QFd(h()sMZje4zTKJ+1Y2uY~=cX
zLl(2?{Mx_taiSWobHB@1SbEx-TEE7>{3LAzy>I2*=7eOdb8}BDEz{wT*_s@V*L4Ou
zlCb2Y&55(3<y8m3%9diqQ$Kz$CqnY*6{wjs1d!*@;;hoh^ZsDd5YU+Mep3sJR~aDQ
zbEw={(wLHNjy<h-CDY&=!QM#{yRSU4)@hYE;)R`Fc4vu>(I*M-o7&m$MLqY^i8ZXt
z(TS;rY2a9Ii)V6yZt}Mwt+9C@IL|?L`HjSw*4*!NPFuVEo4>u6OHhYsp~^+$$jcp~
z4LQ9$eDCZdUWrmqGFBM>c(5`pLUFmZN%EBr7ss=Q&Gj$ESxhp<hvzO1)=0h@>2*0}
zrRxw|R$87}#AG5pC#!+KM8;F&t4tbqQV!nz^vyFBrikdI8B|JY_JQ4dsUxz#n-=J3
z>nlC>O-;B6LtnV`<K;KlJ1Safg=)iC$G%ApxyKh3mG;NIzp7~Cxink{7={e|zAo@&
zrM{(E&u7IQx(k^!u!uOpz%zYIvSqfnARUKeLBxksL&TXgXU?QXk{=T5n|r5A%W{z5
zZ*#s}2is=%N#0jUfyBrJ1roVPb4#p3l3KIUy7Td@5{(o5Q;aLhFa22tj=yz$^X6hh
zNB+K&#dJBVg%8fIE5%S#17n-QMwm<sKl7ZuadNv#P)RLgLF`$A(G$7_xA&cX28%vN
zQMUGaWY5T5C>gf$cz?EyL~fiMZ>Lv}ro4P|5mdEA>8AsCoCMGi6s?krix<SD;xyIO
z2}@$dWx`#xbGgfpZvwc|($caH;21j&pYhr)qZQMRxpb*Y@+l82fZ5g-H`Ie4;wk9&
zPYhK0RIydNQJUVqU5sSvp!t$3;C+`vN7aJx`1|qJOVd4*%i@4ps<oP}BvrgGLj(G3
zvg1&o?95JcHp^xNDb)RkDJs!fK-hEc+-x5V3*bWtjfi2%%Jiha?T?QSCzqi$^Z5LO
zU2hYOihuYq4^QW{Mx)s8ToMB2hzBGN$ixt0w?!CcT@7InP1i<K9*uSdT6(}%8%B{v
zV2p_1|EI_AB^u18tw7aA&yKVK!*rt2GsSWWAxB;>k&PbNnj1vJM@C*<E<?SVrJplc
z+$aQY09PWV-vbbX%{cf!{Ou3@!_w^3_1*3INRZ(^SjRaz8QAuMW+NbA2WZ{@!tdbE
z2!e()*Rr0LN$f_9yn;g7(CaKrUd?3JMOFPm8yHeT%fP@3j>PNnwf&{;hUJ*7xnBdM
ztE?uSo|$UIchDoOU#=v1fe|eNfWfgR&F&k72Cnb*-%}1I90Z+mVhmdGB`{Kg0$V2_
zjwx||-2^Olq?PQs>q^I*UtG=wMFWFp4L$(Wh=`1|=vkVKbJx*{?88oFPL?CWRby1+
z_d|yduZ`pwn~*`NM=cW_P;QSPG!d{G$c<H$l^>bxcq8mZtmj2W#ndyH+(|q<sW4RW
z{r=vLBVqIs0JDrjCgnr|r|i@ynWWovOx(>HCa|mVAbLY+TFYgsK8uN|YucFJ@3Zni
zdTsm_5wyALZZmyvTLyec8$_7@5QX_gjt`rc3<wRMIXYDdqaP4cC8iu(a6)Y^7Gq-4
zy1o(T4kXVs)wzc#QYCcT(%OgHRD};!&K37Tb6BR!*xk5xH9GpRCh+7C1Y5MjQ)amT
zf9Ee9i_|=ugVo80b7uq@ATtIvgXK7{rJffEDQZ%^tqsO6O-jN*i%k4Jy<z|!%jg-q
z>ZUYS%!fGMu2?Rg#T2T)|M+VGW*4>HtSBh>7WwSiBq9iw65<yYUItXq?H684n4m&!
zcH@PamS>`N9g9#7(_Ec5>ZkZ)=hQRq-X(A{WFh@ZX6`LqpL2#B)o>0?KaEV5gjA?I
zGcO6eTU{ODLD`4--iQN;?jj<ARA433Ut#y(?8~zWld1%5#47B7VQ~3a;>in<IUP>B
zW|!$$E*#QHS&6m9kMZ~g{sKbi?1eAZ#{~s-7nFmK1v5H%!<?FE`=`v`S6X7i{LD_X
z<#3;LQj*`tY)Tcg13rKzwW_()?ob8aCh)i=q+2{6%8nkEE$VlB4*Cg|D_5eyftk8I
zHvk4NV)?9Bm<Wn7P<DLgbo&Y`C5>N?2=81Vf7Yd1i?g~}LS*&5FWv%W^{wN~un$r&
zWbBEtdldit_?*eLFBG>C*7m|Ux%{shX}-gEHy76zS{vInWix3=vGMVO&&BMuO?X7k
zzraLh0c&m;X1Emg?nar2ZG8A9SB3ZlnJqzdk<xhctf=U>TtXWw&HOSPoOQ@tB2e-a
zVqNlm-%@vn+XBiKFgj@(-MdkdMf0bz>UBQZio+m5kuny8Vxw!HGw~fVxhaid4n43M
z+KVQlWLNI>A)3!9@;w4WF5wBWo%B8k)>gG#7EAgBHE=&02w>lgM&9;`tX&1Fz2SR%
zsgL3e^gi#(h=F%t64rGl)Sh72o0^3Hmc=Rt(_vFjs`(|%fA(KT=`g()vh|g`4iLZK
zp4My|uF>nBa-KDw;*^K+d0IQMKGx<EY@QSgr%z{pW{>V&1u9a<DV@#1H4f9Jo)6jN
zXIX%H#J68|J-b)X6K;*(dt)nDmOf`UgUUCpbH|y{U{hL=&PYzu`3mE)E9ND;$~>G}
zUXv10d(gb5RE&<D`l>&3YT0yniNYDNev&?LchQxr0*~zze>SXA*89m53Ir5Xb#vWk
z@fv9F@2bb#I^{+g9Y_R6AAXo_qD{#Wef+~5y3>`LG#V2A(9vtk@Vbz=Li0&yi#ra3
z%j2J<xKqm5b9Nyk&#+*FokW0yjUQp?3d0r0i0ChU@6j?)xVz%`jNgeVrV6{U*d;Sm
z8>Xjf4&`$XHqYrCGT9_FVv8IJo_oQ{#593ug2n*!8kLfm2)nfXBYew!gkL}5r0B_^
zZ$hS*0TlA(^(kZ+iw#tzuQ(P)d(6UUs@hidzM0FEKN58KIS{s4owAV(YHOlg$Uhux
z<j#%ILbpI)|M1-Y+YKE4`@c?<yA=piayVhGjx+qUU5%C?)>MUq@y^N*|E8w_H+buY
z=5J@<sW>@PJf|{?EH~Fz)8?4L=&trc8dCvtc^c*R%UCYHIe3uO9}bW31S9u;S0Zrm
z>V8hNTR~Mm*NtERAHlRj-V%*m<a%;emIef^!mziHb^#m<JMy?W4F_3ZM4oJYb8{5<
z=nzLWG;>btapnpx!3e$8^AOJ=viatXYL+S_K&GZhNlrd#!kNp849)YNYc$!^M!>i|
zWgdBeqiO&Jlpu(eh_Jb~9z{b=cQ8H)x+|${l|E2*g^*PE!-o%(V=&0=GMm>=tx;9^
s!fLiZWBR}f`Tv>A_y2x!aU%(3s1iY$*OQ+NV-CrbFKWnVT`;}>U&Ch?kN^Mx

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_synthesised.csv b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_synthesised.csv
new file mode 100644
index 0000000..b608d91
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,2.9145917499999997e-08,7.798722725259091e-07
+2,0,5.78972783e-05,0.0015491871889394462
+3,0,0.0624494365,1.670991622110282
+4,25,0.8834949999999999,23.640129133532273
+5,19,0.7581011,20.284900197819866
+6,2,0.114790766,3.0715154376392464
+7,0,0.000287069282,0.007681260105320791
+8,0,1.2677348879999998e-07,3.3921433012528727e-06
+9,0,3.63196178e-11,9.718226530682545e-10
+10,0,4.23993123e-15,1.1345001589652044e-13
+11,0,2.62694328e-18,7.029046951670902e-17
+12,0,1.1399305499999998e-20,3.0501706750189267e-19
diff --git a/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_synthesised.png b/modelling/data/abingdon-all/seasonal/orange_tip_butterfly_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..e33a651958877232af595ecbe5abdcbcb441cacf
GIT binary patch
literal 63812
zcmd43XH-*L^zMx)a1^l|6-1ilC@M`+x)en$pnxJJw160TKnMXLQtbuMqk!}#y$6y&
zLbHJq2vS255>$i$X(EsSA@D9d|M!mj;T`wO{qklE-CNx5?7jA0Yd-Utzv&ZO>x(j5
z_H7Xp6O*}o>HKvuF^LOeV&dGtB*9N^mURb$jbWIDQ<z<_cUXjHC`|0CXV~q);IKfy
zoBP9Ip$Na=pi`PBPiPvb@AnN0yNxi^(t`i5BQ%3UeYB2T7=VDYY`%R7f)Epv`+NP@
z2A|x1@Lh|wm(QQQaVLvSm%8IJvCui2+pN?{A>HP?zu0_v|Hk*nQ4dp%w-j}wFZxkL
zxJqryV-n8%qo@@0=6?=!tD^-Bqoi@TC>N2f=0-!0Ye1G`aypZFUsK%aDCA+KY=N;!
z+Zay{eEIt4<BP`IdjIW;iS64Lf9-$vPd;it`rmHc8*`7{|LvM}A2_i-DB!bya>rhY
z|8{pE{(3I{-|l0BO&2!&xBF31yzsw0v76ie|8`olLk%}SZCSc&!t5=67jw}M8oglu
zO{d>UF={H`8pUg#v(}OPKH7;*W{1FYb#%X*=zS0^nw@svzH^>k-#e3cZ`<{H?;de-
z#zp1GkC2FW5_0-;d=;^S65vMvx;HxNYP|IGmEr2*_)w9RTv2gxdF0&W%vf8SX4B8V
zuV(4L98Zv(6$!>zKb~oYlUnBI!w##eRv?%p!*6jL=ULD-=U!t$mP3uZ(zS~pT949H
zOt+klNt|7IcEc!~{a3SYpy4oQw8<`3#DXF}?z~v))tN+U8Y;I}li7Frk|Q)4Q+zd3
zmV4wvv~B&7*q1v_RFsNBLPD%-gFnAGfdBqbp&@jlD=Ofg#NQmu8N_7wg@p_pIm?aE
zCgd7T{QOx8r(ylc)!F_1{qO0g#Y%0@eX0->TlikzYl1L2T@9%}Qrm6f%bb|-dzT<V
z8XK@Nt@27TxS-X#Sm2Bc>WMeYo)e1jd}_eLRAI7YDn+hMR>RqMZnB58<QKn@xT3$d
zGM6o8|F)4;O%R8=6OgQ8Ur*D2=Q%V-IJMzgLj`BaNBEha!a4Q2w*9e?TKnx^4$(H_
zwBHXl!I%G=sKttC6J}%KG+8Hap_hP5&oD+|=L92O$<w2V-XYVqB^zev<v}HBGnW&U
zl`AWE;bX1z^dJhl=-+?;?V@+Y{FC&W<$3dF!JMnBgoFgiKqp{Woyk*KTYSWbVrekv
zoTE2g(D>!g3z2<X)f3Qq!1!1DMp7(FWW4z89?4`=+@*^hN5xL(k=;>OJC#wDb46p?
zPOA$wu?8w=jrvdMOU&Nfnt<x23!67@UIs&O+JEpUxUnZ*_YDQVK5UmtxUQNV_HVIu
z_Dt5ja1-hpjF>t-wzi5(GFkTh)Y*yHw69%StNGi?iO`7@#|xs>>i;z!H+moMJS1-V
z-r^9^$%vVS$U>As+hU?b3*_v$Qi-2zsY}w0F17TLrBg90cU0?TkW3D4Z1|y!LYIj0
zJDT3nqIv%P!mn@lwrdVyt6Xq~%&yqgIThx`fJ`hx!^p@e5dQohe&KLOqC)oc*vh2d
zCW{TH_uYCfZnm*5uLSl~R#w)3O(Y=8LGR{2fByVBu1+gN_JscL&xep*$4Y#^{Cn7t
zRarm3#LPux*_KeEwj0mCI0cU{i5QE<jl%H}Jnjm`!0M|Q^2yxxg-;Ljo2H91v!*|6
zGrFR3_gDO@1FRlPW!=Cxuj0>mckflb<MqM7=~s{VY<uh5w{NE$+m=&a8T-q3%EslM
z_PgG4D^XV$#b<B6q6ep*u7q!ho7wNRTWsHF@E9*L%?lF|{0@cS*V0d;AP!}8hLhOB
zhwY}7^R04P?(DF_nZdGGh_zt}PQR7b5FW`oKH7nHs8VCK$8XH8%MB!ScVCfFF&Txd
zjwhQsG*)4l4FlHF&uQLnKfu_OsOH>xKYbimb8ZX&!FzO6pyFB9GK^TY|1m6yGGA7b
z<2*g*h7a@e=&t$lO7&5<bFD}(Y|6I8B`5mjbYI~kP5jiso@^srztEi!UKJyxjTw$B
zQW5phQQsfP8J?ZVD1XLW_@bJtPjf+43iD;!JbI@~3zI_e6_JGJTw<z*OBU15`poRd
zXa<AU(@<La+3y}^c2&r$2{V#DJ;DiOf3B>oY!7Aa^CfENdorIPTNKXRsYNJLXVGyT
zohq@e+||(n8BOB+@1!*c2rkMfM)v1|vZM6VMq&QJVH1|7Uoy<i5I%+r9%C33rw+O8
zls-ZWsT1GLU#{ie=Vz##@Q8a=<xSVBunYVcV;ebBR+2??GGec)dws!YP}AnS5)5@^
zD_{k*0D5bsbKd8e`*k6*j#bX~({s4zRbU;VMUuFzsq%{IEw?0w&cjJ<<-4KBT}D5U
zP8n?r52Do7o>bL%@tuwvuA){)^YLgJMd!}){PY2umjG8YS5++W`{}c1*#WIcbByvv
zE{mSDaNv>Rk1!#Y<paU0upezryNZG;Fhn;}epsa{MT{rvNitN}y~P?+PJMM+!YodB
zcoM{gJz7^i<dYS0p~bu0ITNlz4d{vTy>qVsMj63|Up=9F>qC|S!m>(>kn7$3=6ka&
z`^^ZemtX^rr5M~IODJfONe7IAQ42E@XRKj7BUmq4Z|v?sQ!wj2oP!G*OttXqtw5_N
zj3(%Xw_rL|3_{-`dTNpO$L@Ibj&<ns=mgwcV|Z2Vtkc@BN2dBUl!p$Kg|9;8n>>xS
zH4!g6AfJOEnB?63{l&VSU=m5dxm*Z^!7DG7j{k6{jm}ze<}Om|tSf{WH5_3&Dwm&8
z>wbmo7Lg6cX*^4n`x{L@AB^Jb{7i%)2m+WqBc+LhrDf45sF&F^F<aFYvA8H)5Zy4=
z)io<RVGerxorFF0h?*KPHz$W1i0D4q`PvzGcPZ4TNhD&Lu5BKz_8TZ(9UL5N$2(Lx
zFO^))bl|r7kg}$ODQMWY@Y&f}Qgbg;THOe&?nF4wr&oFH{^nicxVkp)o{SV~&|vAc
zRS;NGX#5xE+d_uN?#}hB-rH_6l5TzJ(qCt|AD`?J1vk$=tUq(?*q1gWYj}&GCp&^M
zJz9+ta94l)_;H<OB4nS6eI~0R&bfT$%6v&tk;EjYH8*y3>4hLb*hPQ_La8RmTxLK`
zi>#ARXI{C#u$hZzRbLl2Uw(BYKD;RwyH@T$P<%C>6V$Tc5R0UTbSjasEhvE|Zms1)
zlH&9zSFdg9YT1MvAsm@%${+EHr;UXCHc>TFT@~?S)2Q6_xYGvy7W}*p9Vy_&ZQS<P
z=rI2gilEiDqJ4Xe?_4)Wa!X53pN7_ZU;WIlajJW7diz`Zb+|vHIkHR?GhLLHN(&-a
zyRE*vCzVDekuLMbsV1dUIyZ&nirU(*u|Hp4OpS64xELB5S_aE+p6|CR3i26X1l;E&
z+n6l<^AoEQJ%6nX4p%9D`&NHI$uR7f>0I}z6qE4i>{tfkD<1+0=Y-aHavL}(f#EbM
z_SZY9RUk*!u3c2xb0<2gW)I&`I9-z4MPCE6(B=Edt;j@8RMoGX%oI42JBMbDj?{T&
z2h@>|m1O-024nS2SC<nFA6YIx)4DWMQDf<54$r+Kc-F!_Vw2<QM_Ut)tu52AaD|a%
z#@y%XBEItOr>JKC-+LwqyjJPJ0CInMtuBGrljar<DMK<u^OKpuhUB9-5#R7v4vG;@
zYl87w7-WKREFrlor(V?d<EdJfU%)HD-jT6LX0}`?ieR!b<Jfi_*;42A)1>B9@0t2R
zulu26(E^Dep7JS_apN36D%T_$--c}#hCz9dJ#O1ucn8)aPh0R<YdpC|NkOp6S$ZA4
zz3jN4&fE>!Om+~|fmhPrQ-Kq8?WJw!M7)&pZTEWaY%TL=v<3}|gwA0iO;2%`OLAij
ze<=snY!GBD_vnr36V?2a1uablh(5QN#qW<C8{62fypg&>1Yu3swpQ^gT+G%D$ltsT
z&A+?U;<rEJ!<x&jjW`YMY2yhA2``{#oO_(Sv-eiUV%J*gN#gdhQ&as#&*~YgE_oe9
zlRH$r=ZA+&Z6ZF+?6#VgR&Sec-@!F7L#Eo+R)s_i2=}BAEDOYswTUz+pEuex0Lgjv
zYCM+LBFLJ+uKs*wQ~m4NLt{B%y_PgLO{n35)!$$)eZ4XM3y4<*??wF;j#^Az+*k~%
zY{GPH1+jn1>s=$zr3NZ*d%9B8L}}2N$ZyYB$)>AL{w}nOjA%Z1Q6%}q!7{sSt=$Z*
z@}bSohbJQ`Y4QT;ek9qA2_=NXJ?KeFMp<GHjB9K+WOX_H8j^WVK~!y%{>S+QUB>X?
z&Cd69M;L7~#<L;%CNz{0EpUsCiD|750?N_)Hr?2fZIEi8qBYFW`o`B^zs%Uxm8JN(
z(S%WM8XnPWj2q<>B6xfOi`)x|oyvb?`0k)lQU~=G^fTRqbtw7Fb$=R)+tdjOdiN5?
zh*GO{yLRm*V#WQ=_XnZxesqa%0GjmXw`Wsrs|#Api@Us-Oc1_B!EGY!+&v3OxGQJ0
zZcbF385Bx_&^lHFO><+Gr{lF4{N-QHEm6q*pTD)Vjv#8|{7S5|EnAe!D|DGq`;CRe
zCIsa(K;Op)BpUO+e|TiX0upwz4LtPh@%d#|jS(}CqhJID;$(W%dw!}<X5U_nD27k*
z5rQW#x^7x9auU~xF>8fKa4=*C*2#+H#R`Y2EsEp~8zmP@uB89%r03WF)@(-?A3{;t
z-JBd;V?c}GB8M4m?2BsBwN3Bn_-)TumwIEj1sZ`bIUdZ++0Kuu@inCch=2%|aW#M5
z;ur;;ll_YBM2=N(FxoyOMdlr9w9{=0N~9^wg6BeR_f~6gQ57wE?ssQD#fO96<R-9d
zMCj_@PQkpL*u*+vZS)UGOSLV}sXCvclVk&(+hSVkM;S&O%<U1+M+Pj84$mER@bC%$
z+*o!Kg+-?G_^rI40CKCX={E9_6aHj`u<q2MLm!$FMYVrhUfozYL}@LrS)w-Q%JW$5
z)f>W<sY`HKO;@KX{*C!8x{5CQ?z(3B4CmmdlpO_UB;xR9Ann}OuCn^;QTwA$PtgPC
zLN==Naksww`$EOU1sBBGbg>JqB^A_hk+Q!;;Y>pu)Si-dlh%QbV-pca`9+K#^^B8V
z7d~t4<NK%tsr{yntqwQ!oRw1A9omASwB&wzCYR>SjENV5wH^9h<T9L3pM3ku`gqz&
zFCsjb(yB%@xsR&9T(N6!RnJ^#{S6_At2I`PKsmk7UK`E{uiv7maMOyPI{l(yjmDp!
zI#-R0d!=x<W=c92b}e$F4CDDZy;FTu2(5i;advzo^hfh5AJ+y3ZsD8g`@7L-0X<%;
zBj_tuUHTF}{Un2<@qw1=Vq0K%e9I=MBbgd)KmWBVzYFEx)hHxm>)Smn)I9=mP0KSC
z<|f`2WI1WECiyU(%{PbmD;1U=4Fz+Z)kTcXZ7CvO=n8!y+%2HAeX7+duTKU|*?!$V
zy1U$@752R8EZ#O=D!6?Vt)LclSNi?y9{&YN-E$l=Rq_H|?5*1e^A?6$XrG0ggt#_?
zTo+-QxcB72Ux!?-Dn^WkkVGS>C|GY(!TvW2&6xdul(;n18Fu6izVqfi&(SKI=w^#R
zS}KO3XsX<C)0JNzRxg2<XN;K}>mJmSjp8o!ic^OsOt5a_&5$?zdvU_XY@>+qnA=;B
zITxKh8gzL+9no8j$md#uDh6`8a^_wfFwa8bMnkPW!@-ht$49g-tUVRP@{a6X*ZFbw
z+DM91h&{~9>;ZnemV#9S5Em1vG<~04N3Ps1u1Y9ROJw;C*Fd2Y*ha6t)V%?^)?P<-
z`5B3B6G>0xpC;Nxyx**PV^QCsyZx?^gFDc<us#X0*K|`e62~UdCpoPvzpW1c^Uu^n
zg`m=3tG!0NGt9O<4d_{IH?E1HXnr6&+A%fp15Ai7_Frxu^@5F;4#6f|jFR|SoHz0c
zz1>s~uWL!l##H%deH|OKbOIbcbF>I-ZRVO0uh}kW#Xtc%SCr-+S`2R<emb(`=jE0P
z8{bHcIRVz@dVkiiOR&AG>r(O=-RcaQyF!WH;8KuR8Rbqw{)m3K?vWzn*orW>OtK?v
zR9GLfwW6!zYXkEZd56OIZD@@Yk2TaPMO%EH;s)i@g4@~`4l9C{Ys87@&|F=aV~mn?
z_X3sy^69VFu<=N$Qv(vYZFrAD8YStGo3uA63sNG0chZ%{dXorlb6x2133n-CYt0?E
zSkc0P&W9Lr9o_2ubYoO_(}J$@IOAiYKW;2KxdEX%$cl#Y>iKW>Bn}07rFC?6Rum^0
zarK#NuaDUsZ%%Bfp)P*NZ}gf?HI_3K&D(LP7-BlM&P>fvc26S4-%AMu(+~2=Lb<j@
zi_f$X)J(ch4rE#w)i{Fr0rF-o+$hP|$h)JXg3*NVN#u@o%wg(6>889TPl4Z@P7Ckh
zjZ8s3I@fD7AUyiEspAMTkL}c@tBEn%<`2tN11}D+smu=fJn-jZNUc{QO>Zg3uFR5R
zg@1cPGg?=dS=Wcon=b)@BCb-)kw#d=%HBR5^gYfNdh56sOXIfZ=(h~q?Kp+nkd1~g
znvcZs%J!=kociPJ4smI&oF4%yu!^$h`&=EIj|9`^{nC%1v$|@<vx2rY`Z4$Gau!mR
zzP)G|aUN*<-lg}qHXKwN{Vpk8byfCp<nnY05sm`V&#+fjOUp*9`PaEJq{Eqyt${AH
zNw)FF(u{MTIvqG+mtAmuC|Xf)vdbhXdIO>tsy1TZ*EE=K{>ZFPhPT9RZDl(_%)Zkj
z#;WXR|5n>{>(dcN>{_&H?L1I!4$e+J!l+s;4*!f=)Ha8>@<3sl7F2meWnm$zl(Xcx
z2Mf25cv!jPg#j=-%&T!=mY=A9zhCA{wUooHFIy@ob@gIZxYDP4Ohcrnh7R*WaN_oR
z>d38itP;3gHaSazGWz}=a+Vr&R2Vg;E&H);<u@@q!9vyp{jCz!9k|q*l%D-;Pj(H^
zXLNB-{-HSBj^wnK;>ubl82QQ49Mf^RHAX;>02^gZ`z8~LPr}nJWt?XsvmcT(bW=hx
zm8ob%T3aT!WeKLxrj-`|Qd@KF1xQ;3e&jonqj2Xhpp=ecxZsruiRs49jkZW`FmqdX
zD`na<4?AC*^f}7#u(U`oc93s9$Th6Mvqk4%LmxHj2TV4Z&VMzxUbrqi=o5e6h}(GR
zR#A}N4ll|v#@46k*rui?66g4qhKF4y6-No^K(RjYqx>`K<DV0b=Tm*43C9C+BXaTZ
z24O?=Pr6V3psroPkzOKNLSu*byG<2=fqUL*6b_*a)SrFks@+JLDMzz+N@GR9EE@Xx
z<yCfEarBc0|9;tzwW6C4Mc63;Te{i)gf48Oqr+y3=wGjQeNP+D*4nb`uEKL@t;(Iz
z&(X=_GKSQp>y)LR4o~?xJbp8LjbehX#M@aLd@_h};4D2=t1dmEP;yZAL^H2dm^JqS
zoy%V3oWX28RpE3d<j2QQT4Qg1V22&WRBy^B{!*I4oeCb=d_4y*?OGbLWqR0CT5+se
zV`i_3uzTt3NAW<}w-}FVQ4{3_GW{&qBpjJch)}4x&2|(R_mif(jyI-FMBCI_{?dsY
zL#vzxZd38PL9+C+hv8DC-HhsHi;&RH$|J%+U;$3V{M=krFh1?B%8n+WS@$zj@HHy7
z3eNT>Yd6AkhVLs`5wBweoN70M|H91B&g^$iG(r7LOiYE0u=zI0fcbh^(X-MmXt+Z3
z#<6evUt+d)e-yWqWMPG2y7VdU?!WFjHEjQe{FDF(7OD77J$l%yR}vo3W_1s*^aHZ(
zbskx1G|p)2VoFcmUkg5N`RB?kBhKr^HHJ<1n_YN@BQ(K&LOf2~5VEa&?WsPobUf0|
zy!;D@|2XwiMD0@=L~>Fxtjg)a19}Pa-qt<c)tja9BO+tqfyHYb!3O6>^C_XY_2<jE
zRS%J@K+-`16)uO|Sdy3+@mPZRw!Et;4A{l5@!M&!(sG)Exoayvs=s_{3>40NUw0sP
zEuuBYhdk-$IEr^bl98>M%$FEK_p*`R>DP2O-PiN|VIoBwt(ajQ`1=NP<=F*bLRRf^
zs^6ary9DtVOc<6Gt5-iRMBMXu8QOi26FsaQ#JTu(rnQ&Pq2UIT58FqNp#$!><Y?US
zs`;Q2v-ocFY3I0MV{iV(ThYq(8In&&S@%Wz9a94C%RugV?5Bwi48&xWSLE9roE3H3
zXMX>uoR-aq*&Eucr=a~F?ZjE|GnEuKb362BqM=XG)m0P*Dvqm<e>B;PAOB`Q|DXyT
z_l7{i%A{-__b!0!Cu(CDD4sC~<TNC?5a}q0WIRzRxcUITe_^Wc&{r5yW*;@Jd%Nk%
ziCYnfV4?b<0(|-nZ1Cvz6?;mq%u=(fpP!%gjzMux-~)sv+ze-5zkXdj{VlSGI-a!4
z_iQU#{TT;%b!sU(Gpo4j%st4l=V6SxJpqVTnttjZTc!ITaW`%jrcvsr3{vTmfV)U1
zvu^Pdy44jey70$aBUWq`TH9k9jtUk1`(uI~Y@=J1{ZXqAo}o0t>&MN@zBJyG9f<*g
zVWa$GS+S!=q!I}O|5NJb_Q@!iTWbqz#^_$9VYAm&hlS|jn84c`3w4zCy>~~2yQ;q$
z)Badx)ohehUST-C(eaUy`n%SL!=+Og>I)ugA-|klvTSJ6V(OG8vyV(h9(3jT$b2%n
zr+oL<yCU>?dhZ@x%{!%a$s6*p>tSqTZC&Q*IW7LDvg6R-8mGFqaQ8;sMcbZ37HSYk
z9q-G1+oRJYMk)ia!cU_n-6&~`#tkiNtAaNFzk*(TeH!m1`9g%7RoB?-<E5E8f$eS0
z!*85-Oo@JiiEgM7`9ZKUqUPhQBfgYY-3yf=_ok3v5<Z2y@5Sx7YC%zwRjk!o<K8J;
zNY|M0zBuH_Pl5eSpr0TnAsp=ZA3m2}E6ftz8s9Md>14gu3;u&XV?m36safy!8&nGH
zSuyafdV)u<mt%|v`76>=dKEN0lNzA+n%B10N)-e^@`HAKLVKIn1%z6}%Lc#8&uG?d
z?i4-KYAyX0&eiWv9dhn#O#SXb>Ep(rR%SaZcAKpZ<gV@>apYnu@s(;A`7?KJKd{Ih
zjdmbc3R@L^l^@L<h`CkeySPnY=*c>yGhU}{zqB&$ollnHC2!)7!%A8AQ8BM!@oinz
zJ=~@nlz^t=HA~BPOe=!90e$F6jdl)}P{%*FVaL*+fp22wpt9Ji!h>)+=eV%nJKk9M
ze$qP=zXxt!cTg#xOH8Pdy?>Gsq6Y77?dpKeIsDC!nF=?3K}tVWa>LvCXlk9`**5Cp
zgjVeICUf<|ev{n<`BaB8!y7Ni_%xbRSrC#D4ZHbT<K}m6p&sMTp<Cam3Hz}%0TuY(
zih_14%D8>@@$T@z<HB>(XnvEIEgsr#4pVY@5Gp-9V$y&Jfm)>b6P0Ru(OIl#F0Vgp
zJB&U@m*-feD4mk#H&Jfc8++>*NU`zX9o%tTiZIGJD)*j54(Ci2ds#b}(cHdJgrE5h
zo{Mx`Q~X~<h6Yia%Xw6lkwp&rYC8C)Je*Tq`n!?PQgNh41{EkUTm-hm!|u?A?(;4_
zqm~mdfBrF3q{2y5#B5TwOKJ;N<JZkfR;}o(?JnKa(z*jX&PkN8MJp9Gt=FS##of3e
zI8UQ<b%?rxlZQC<k7edODP0a?Rp|X$(LtrX0YO(swoBymt6Eejjh`lgFnlnl$jUH&
zC^Sd6Fe$cM^Q(7-C;o+juDgJir|K(yn>Y@U@4^|q@86NEgx^0^>+vD)Nj6V4H<a3}
z2a5Quiuzy6JpAK#3dLdaTlq!ZLeF9RC0g1p;%LLScw|cqD7hS0GVL}w;rxK461&ou
zj@$k%HTx!1Qa$gcgtKPLe1AKKbFWciCnyl9yr37Dci<=S8^>Ju_v~*WDGf&0S9@O6
zc|5a!9ZvBAIbMXdY#~ys0$#UKcn|>+4*h}HB_dSZD-=H-_V72z)(xPxfu_#kIWjWe
zdaBXg8>P=Xrx7!QTbo=TChXZ$$Mj5LX?S&sw7n=$U6K!SOVr@d9Gd%E_d*edCOq6l
z^`jKa{&gZn0%#5d5ufN>`=z6`ew>?R?%msmP6qy`rm7PwW+{{q_~?gh&h1Wlx?^7v
z6>U}-xipc+s@nS)_QN^vBS}SC+nMYg{QWeF?%e)CI}Tp@44od(CZzMSwAc(!CAL+L
zOr(cbVn(_5UoHZa0`<LeFRG<htCnvVUN3BB#v#WW@`^>cZ|@pI#<OUVod+=F8hQtQ
zl{!-5uDdBNG2dsy5khNY`c>dl&obCqf&Fiv_!m_7wmtMFZx)_yA6cMQ<AQ`5bEN7$
zI!&vTfR3JT^+L>ZS3!oC=_Sh2&CdKl?+gL;hxbFun@UCi%AOv@ssc%A6Rg(@lyl;d
z;Z<l@_%>(nX${<H0p5FqCGKC;)e#K6x}t-ho9)H-N&^c355;$%lzbN04JDqaI)-XH
zq5Jkpiyl7yFpA@{Bl7+I&3j~RDm9GcMg`hLWt;#in62u3(h@rg%*X?s)w<!8@H0@H
z-ZM9IwuofRW49$*`JKHW+&W-ue4%{TYwUMd_QidIySR{QPUJ|euo*U9Ox6*4ey+CR
zCYOef61_15Q^k?hdX-eVV7uBa*gJortHZTAEuJvTSWh5TkkL9BFc%}c4XZ^Du?B1Y
zZZ~n;8sOARF7#bgSvqy<l*SL)#Q;Wglj-5ZMT6+VB*U&YV9UP{)ZJbB-OgE^%UxR>
z7#PT&1_j{d%+r2<JCO@4q}SFxz3*7QoQeuBc&I$Z^w_auwcW*Icg7P#lQYxOm~D$c
zo>{?zlYx_O1?mB=WfK9zmB%og^`eS;+jx>ud2<a&B}CT+lp1JTbkHeS*X~#$pJQd*
zHeBT*w6n9bqNf=rqXVH76GX6=us<jFD$OJY*jwVPK-1wH$ec8e77q@_WcK&c-FTQt
zC=h@XwRR=vW@mHQX|~L>H*el7n*b^Nf=$NhvVI}02~lFIp`lURV`D11G0h=_b7n@l
z6rbFxU%J3jXhkRpp~E03?7gEN5Zsxhlr2;=jtcvxyGzx2>u9ky7tZFxs@w>}rv8Ja
z?eM@{+EQO7r2e|F)Un3>KyGe?0&lgh4O9xSqvQ7T`$EzPvHV3C?S$w1O|jRmU278F
zWoAc+lcgeJDXaqq22F$f*yVxTE;z8eS8;<JcFZXG+M{hsE4^ptuB7loqO)STtoQt@
zNK*EUYw~d;8=vks*Jk#PEYOTQK$bff3zXa*ceUe2dK}ESv18yGp;PO?fp=@~rL}HQ
ztAT@AGKgJwLxR>SprUfi<lxrj88xQymzG3KC+&z)uDQ}K9?A+v?(CxSlnK-ri^$a_
zrj;9!gY@OuF$4xeBT#o;0Z!?*NEQ2*hi^`i^a}??R4)Q^@z?hcqGV(Kn^W-KmLtpx
zPQ_EK*3qN4-PgEYG*q3jqhJ=G2Ci%1{bpWS0|u2$<eJTy+4E)5Ud$vn)vi`$Xw>xK
zSoj@*Uui&)J+zQ(0J5d+OW@%v_|^-WF<z^Kb~Zz$+2C|@IC8z9S13<hWn)rub5(xF
z1dgQ{YmN3=I=Uh4i#k_XHEr9PdueqI0oBGlG}Fx9{g2ZQLXv%x<c*2Dde7vvww;M3
z@a>tWwu#-4lP?te+OAIcSY-{DH{%DiiJk`2OMwkn_)HW3`HR^yh&|#D_8j-3_@!Fh
zYMXcA--m4-iKf=DQq%n@C)}~5r>#yMB`|yHVu`L~IxH1p4<+8MW&cAAJx0Wfxi~z9
z?WEK!8Kd}N+C_mVwIB~S3h;)*RX29`+$@zLTF!Crb)hZXQbS<!h1*RQ^IjeHk>8Ul
z<C%WQLGgq3O^t!CJ^#+4qbFn=>iD$QhG_qkZzVRl)jJPe7+f~67eqpepV%|8>|MnD
zb?U}M{kpCDiR@aYC%nS?tT<u28pCTmo{GR6yv#oXU)(^mN!{rq-|4X5clO68VfX&J
z=O(OvimgQ&d#|%(6^uhc)YZ+Z6Kl~yPjoy#C8^VX4>>}S=td6aX1Y)6tnWA$GFiik
z)hql2OLqi+rUVR&dV_+~Gg2?Z=_n1vK-G1(J*k`F>Co_&+Q498j=$Ues_0=&wbNdZ
zkbL~43%1NHnA<qMjk$uUJdZMVx{!oiXc!N6Gp?G6hNL24%v9I~3X7I=5zNIf5GD;F
z5jsjxG+4rK@72Eb_!Wf7RUlT@ha_;84FFVP_F#Sn9qnn~13$WvU`l`zM=_BEE*BJ~
z<#VxPY-exYF%SyK7m!caoOoiy(0cV#1aD^rc2@ngLQvy7h}@ITk3`0HjYCxJ84Yt%
zb#m%EKW2{GMUEoYU6$`|drdM3*~mMl>wsy&vZMR7=SST)ETo?e=Fx{y?NM(>0!AMW
z*9tU^qyp1hNTXNgp5kA-@C#t3)L9HG!B~pcL4^yv(z&`1L*B~ddhqV?qw3f&1p+1N
zx|3|NTPD1X0C}eaBf|*}k!$P)53&h}5UE9OJhgov=uZz*S$)-V;jV!$!sj<TS;4VF
zm!f2NF0}GQA<T~!Qs0Rshf>5X?W23h^CETEz@vL<!4C_p#AY&k3knxj0a>-*pOSV>
z`X3ka8J3}C{3fx-Tlx0A2@hpY)bIDRkMVdOCi}VmTP{*1g5Y`x@8m&#n1J5jc6dvp
zX{)$d^g8JvHuw~l=VUvmeUVi^^|x4F)aY!PM*SdqdwfTGM;kV;6qZEQCyUwUuESYz
z`&{s0WkCcE)-0lXnXSD=>}W5((dDJGTIwXank-<Tg7b`;WVAf!CGnShKA1z^Y2kLb
zU42%!!OZ^fjipooa-k@TIm9%r2t0w(=%=gs)?Qmm?6i7BrIpusDb?wfu6GTw<37f6
z%Ixj-mmcPGjpK#elne*uAMF#HQ2-NJERR|lFbPnLtRHeES)oslSZ6tTdTtjp6V;tF
zaoAc4igniC|4}RVl31;j{tYs<;F52dGDz|B+Bo0Wd#vi~yfnT+uX(D8m0InF{ts=o
z1M&I)mO*>9gDd$l10=_4Mn*260I@m3?muWP?lBh0asW==IgpsdWRK~|7s_-e6aZf6
zse^@u1xe+gbmw915Z8md{tp{Fb;UF`J5a+7-{8*8eBLKH>HU<HZRFVJ3n&iKnl7Ar
zpK$Egx5o2FlB{n1_&;o(J{Z>qb>t{Qu=f8gU-!>_!heKb-f4gVu6!z3udT1`l-JjM
zS$0xMF1MGtV)6I?pnK=z3JO4;gSUr3AYHw^j+MvN)x%b4t!6*LH5Ye;y8@u<bxuw-
z5CLi?CMKgj|APmb{j<pe;2uSw^85*Z>95qhGvNOG13M3!nvQM$;qBv7VU?!o8Em@#
zUVzX2bcrqMNBz$xgmb9JG&HV;gw#P~-{$4DFXg^@vzJ@kesBEm^nC*%$22v=#S0Yl
zg2JjJ!s!8^?(9T6{~wzeccPv<*O5@rld0#Zj@bCVZr|Rd8;WV42j3)F0YUR^84FMc
zCSH!)?)#Ic^XFR&-t2*dcJ9VpxhD45+YeQP2&YR&yfpZqTfhHO@5I-==vJ{j-DdLt
z`$I7hj~0*p4*~iA2}AA#5(bW+BN-vvH%OHNvdi-7ReOM_Awj@q0V`gnsVD!D^6}i>
zl09k;r|+N?>T6n;yC}hOuD8!NW{M9IO1D1eQtB@P=dOC46IuXJ98hc4pDF+_z~T~k
z!(2Ln2=|h6LVb6fk05H`?oTxRxt$%v*2N#vz%;Xppd-_E{Zupxue3It{s+KqSAe6O
zu+3!A!wu1+b6it%TZG+))7qP#o~vp8{WNASb4-5#C^GUB)tpiQH~0ZHjR%@<-8G&8
zA=?4m5fN?_HSfzza2W=ALg6h(EbiAxR!Rvu#<l2+w4Sd`Or7)Tt9_-)RSU$8hH8h5
z(?5VITEIp03Wzwr2>1MqBdX`w%p8zVU0WySwrtswbzarV+49Pjt(Cdju%{%Tql^J7
z_cS?~3<WN4EmqEK{O^?bYlKVgp<fP@v@Xc*MOH!E+&h&bvesdo%6c(>2;k68PX7?w
zVIC^|G>j~TSeR_kIezpvYM4Fz^OMW`XXdlho_BocA@9YC{^@vBR|LjsVWH{b&ZVYK
zp1{a$Vs36O+dT(I4|i#zJ(oXq0hE8s*6qtjDltx=_>aGkxNlD?U)=X@0a~raO+Oc)
zIM>f!8^|}8G6rZTX&yXJj;reiu{zPjw-uk5uN9`1nu3XT7!fM+OhFhCjK##vyaxB0
z3hvJLUCc0zZPh+?3dyR%IovT4a$`U3anz3=e54$8^e5aMh^!J--&aSjW-$t7^_)Ou
zy@^JNZU!d0bvp(;6w=qbKp+n9yr{VIvFhuVmIX^=cI}6(IvWmuSXuff^+aq+BFg`Z
zv+T#KHa3pH96KGo9Ogs+{PK|6-RgDyhsXr9W%c0i_wUac&wkuxIF)xV>wsk7*5L!@
z52s#UR1O(_pdG<=&0fci2vst==ijY^V&A<s_8mRGu`s1B<ib^V_Z%>b_Hif0#NL0_
zK2j+Su^-`Zmp$BDaGSyUZgRS#*BDre`Ez4vvlcqj+(5{#&t6M4b`G!XlTx{B3nX<;
zhAw>O`Bi_NOM!vcr7ZzVT0963#!nx~Mvx3Z86-Dr@g1o1l`~pUEFklTH*P;;JA>ux
z^BaA#k*Na{W8yD|Ii^NNH2LkwmBrbvFJCrO7;P&PT84sAM9S;eZvn684$QgSR}0h{
zsHq5)jhxr3${cmyfJ#8RJO>$*B>)|o0FnChObs9i`loeJAWxZDHw|$%>?I0k-Je9x
z41V#uM^DDACF(Is!=M}c{y9$Qck~7c5-FBYiuE5VA6*8_&-GJ2q#Hp&)rb)N$v0km
zp}WNjz7|)ymMB1w%?5BxwGrCpV`2;7q<19dq5yO<v4XRl7oq{sVRW_wJW&6o-xD*G
zdLNJMg`=Phy~f%kdY<U`9|zc>R@2;nj1j25%|kvt)z~i?ZqIW|MJ@rPGd1dpLhm5j
zLPL6Rbsf@!1hv>{Tv`GrplyBuuD@l18W0b8W~vza`9M*sOWx4Kt+j#uXmcs2+Ib<b
zEh3>r_B@h)`-4n|en>&gLIu>I7XwHT((lSj_3V%i`6xhnE&yFW4e&?}o%8W~idzAe
zlC6tholTC_r{K&gA2&U}rtpHI7(L%-X{{L>AG=;VrHy?0sCh1YL(U1$bDu5wVsRa;
z1r;^!1&5sk5zDly8m9{)&y9}>5F^AE|9Qdt!4#e4(Yg0HHUE`2d>?qV3@***!i5f#
z;LH~<zJ+bpbHN54!*J8uR$%*&&K$9%2x3?c!Dl}VRalvfLHfK|ZvJQOgKY;}Vp;xN
znb+$Hsx^Na5Usgpwu4S_!{U|LZt;I%^*TKka&9*?kIwYmm9gLTsYezW>;*#aTQJ3`
z)7&)xbW0`_bci?0W?}eFdMGjgsEfd8lwC|#w)Pk#isMs|6H*0NufU$Kf)Pe&ZVBJn
z3`{`Fs(Q=$RQF){0x&;^fP~QT>;FeJakUD^xDGHB21u!nn+^k_)Lat>y#thw1NWSg
z2AgbfUinY7zn^BGTl3_y^f1d&h%24r=Y=-A|L<zTqAR4XJzauYS&oOD>iCq>>q$+q
z%ljUiGm^)NViOOOpjWRFkj)uI4h#vC-NIG)XnQ$Ffu?0Y!C=rC|7Ldu1&`mRHs;Ij
z#hB&89GpFdqLQ4o`W1qk`;L(U-+i#HWHm?E;Doh|QW$ScyexIdFXS)jbAJj22(%fz
zlzA&Tc>KO|csa66#W2jbEaW=ftcJh=^OAeT#W4!ijTTVw$N*KwNfbX&^;dvbGIdU8
zUE3kJDKeu}k&Ab^hJcZaa@_&hH~uGhyGsv;qm&-t0Y$`NFFUE+JmM9$&XDg_#E!#V
zcSKZPORFM)O014YyBJeWg|N42{Qk&;kJnj%OefT0RK#p?{GW1qQ{iAGFI5(52I&Sf
zT#GzP59>$b5XkBN!#{OX8*T-vTc;higFGxhYz;|6DnRGSZL7$pg7Xe%zQ|m0zTjPI
zD*ZIWcHye}hx&s)Ig!P4V|XS37$(Jl2r)Wq7p%(yIMha9bSlZd!8m;ept+?n)M|@#
zQNe`S>8DSgU#mFn<HqD1^h=>tgGBv!a6k$h&fZBlN`3HEQnh+Z1=j&`#4l49zPqPD
zw4~zzWXQ*m&B?M??f&6Z_k}Cg|MDEW_`fN>ErO6b_A$LX-o}dNFq^~oHPw~-{{DNH
z0CKua+o9VRgkx(-ri7epZ7=VeF17@Dm^V<8T)(|4ig39yPl+3Yy>dFD1?H{^L4TBg
zHF#4j)y*$GgYRSUoB<fi>ojNG$*I0VHF%~yE`m1(e}zQU_>MXKn|e5?1q?MwznJe-
z)53S&Uq&Qkqhhf&T}R?lV4q5wnQ4MZ6lAhYsAyhQ({s{7<aedBsIhUxAcEss&*HUe
zUtp=ZoIWC6$ba_OZG`Q(Tdy7B#+SZEfxZ+IOQe0~R-KLvS$L!)KU5ed3FLs8xo_&f
zd5{Q2`$BkbPQ#VhTqlv{tfSJfm0Yq6J*BxEEC8&apign?d;N?})udM%y+WyiHS}58
zXHr}Doh}{K4Z^~_y}hTy^#Ue0sd9RqczvLvK$rLKMVnQ*4HE~Q9Hs#?R)W7JU(>eu
zNh|AHrGz(J{klTuU{2c}r{AHplYlGtaUCc>5*L{p3)!O~RdDS_L=i6GvaWY&QDSb?
zOc^QeBe&+*(D&kT7de!eS=i!4e0IuSXp3MIL8P_4w2`(8+(>jC58Y$8D_}l?@y;z^
zzKPj<4?nbcl2dbJtgVGDY?e^2lJhO?;#NP9mYV@f24U{buvLRPv3YCC`2`T<3~6k&
z@qwtM9N_$r<^f}zwI-!}C+}7E@&Xwug)b!^4&HgB!oAJ&gQTjHbNHLM+3`*zN|@~V
zsu}&tpq<C0=N}&53Onnx-{CymWAONw?6CgJB#%$wv$b^w{{Kb=jNfjwNDKUS3tYc%
zW=_H84^}arHRYQ>7y)J0#Gq~x6SGy>$6_iISMCDhJS#+-2hx5K0LsEU{$4;=^FdR~
zTL7Sj_2`iAE3T68`LVyhsK!SUl7V67K%r398(TJdy{LA^bbVPJt@p7h;~)?S9Z*}o
z?se~os;beajCwRW>wG29zbPnJ=_#O0pXo$#WqWJ6eA(u^lj%NP_Jt8h_DG-n#-WZg
zn7Ye)L8DGwUER}h^kf$BmyqHl2gPNZ*k!vinh8MdtiP**n}s<>RXD)pHVN%N#cYlQ
zVLn^h&mwTYk5FQ|d5(n8Ji~ZCu<jj{bqu#gqnJ0P#2zb0WSy`j>iV#R6ZXQCwbBio
znU<?y_4vLz>SewSNW-|t`a4q7m%cwzF-+-S2eGHX?(jP)74{8B+(9Df@(B%!7_xV?
z*AHVHPILWnD>q3&k2HNDXlxen6Wp+T+!ebtSPXT?T}RiD2ix?&iIrsHC2TYn{X;go
zOeRW?h7vWb71S3gZLzT>3C(*hpzEwPo()CSILpQ8(HacdOOT;E(pz05OFkV}ciPug
zm~1iwx=$AU#tW!-3T4?Ctc!yB34a=OZ&^?~MZ6to)5cx5vH4p7*kj5J2OP~S&9;?L
zpT9Qlmpu>j7}N|5N-dH3;jcAg%P#O^ac+jJTQzbzgemHSe$A+X5}OFg_MpCk2Z(&%
z{<oJmn(hMcv*qRI<heHGe1gfFlC_ma%b3^+T-*0V$nviUuc6kaJwagl`ex;#7+F|n
z35(Sibf$*gU_wE-@KOk9KhobrS$7Vn0fBM5gWlj?;4t_(AqgPA>2_5u2UCCDI(t=m
zzq9S&!!Pw5^^HSHg#+_!%D}Pk`A>3C{S6kZcz+zmg9*as%qAxdyN19EEC7zrugec0
zLBoFh1xVH~Z7TqWcZ7N+I6Q(qriv7#|8=fCz1w9K*y7UwhaH~lHRbKDKx2Jw-O}GP
z$!W>~Dy9f4519K`^8W880RV0wUnBbwBMRtEZ$EnTL2q#Mr^0Rkn3oZ__<&qoJ@he%
z(35Xl*T&XFxu^2bqH_S&ku9OMxUE!Xv=oiFL`AvXuIP8XfoZL)kCxkPuXJtSf0;kA
zFZphjgo0)HU_@X}r80aV`<&H1Lmje3@7mjy_y5kOZJVNAuW{G5d@_5@Xy4WIKNkK@
z2g&vmkkf+AvFl0C66bv79~J`#L|FON)g`n3_x!R=#R45&Ma_0BE&j5Z#8g(WG9INf
z6OA0ay~@!_(tnb5<+LCE?sGGzQe{)*3qh1`D@VVc?~)9a6g!VgD7dLX`&-d!rgax8
zpu4>~eu-eMSUT2bOiN$&n+T^1`ou-Ei=U_5K}Vylo9s&S&AVF6?P53Or!~dm-uR5e
zo8<EyYB4BQKm9dHzqa05NtSK!tL7MSp^v?AvTbZV<;**|UiN<+IY;JgVc)B+x}K6{
zyUgih&P}gbGoT`>l=M7(akAGL+w_(NQX%jUX4n0J$B~S7-&}0IG^gmuCzguOc0|WF
zZCz#ZgqDq?b<DMHp6U9rzR%ZvtDB57!5*g%g?S9lfA%exvQgRn23mW-D)vqUwxBlY
z!1{sbjX}m9_r@{h`89H%5c&0!7hY;|ET`3>X0_IEQt;=P)4J<zi6`N94%JvTX?wST
zbcx2))l(U;kqQrxf73Q6YRYKw_G!WFTtB0&;Llf6R~8`g)4Eq*4H;^L<kJ4>=$r;6
zdArQw%cQ$8*XlG;ks0CKW2I#5A2(`dy~ok)%3OG%$_q+m7Y!4TTF{nla3iGk-z6Oy
zB8<*DW$)U3=a1p>b?<ub<j00cRziH=s#1RihV#ytHnm*1EIHZcRD0RxZcBqTO=|sG
zN>%<`dDV>$-$&&>&+(c@Z%elE$hs%i$To8RGyNLKVUzXa%tZUwhZfQ#Vd0EDY;<C*
zO)|c(Q9oCCd143BKYga##b$Y|#n4<Kd~(>&<&Ob`d<Hr^_j_wF8eJ?<otv&&KDJBN
z6;@wTv79^dB<ctIyX8}@NEgg;fn%$-n}o$DB-Q=TH_`t*M9ADQZ|fBSJgxeEOMFkp
zNShsk9{HoaeZ@u%$7)TM9mFTDA04-R78o=;>L+V@%R{~w*^(6dASK&ad*7^)Ur#LG
zAuT(PX@RR(&jg7GVC7GPm~id#<;(t{S#O!osQ~faEfzExU=TjPI=Po-f#v-Lyk7~@
znznBrf7Go4{S|%#z)*445{y;3=rLChy;PD4$W%&Omi;0;F#6{?4xh34UX)+8<?ZF|
zr4$siVo71wTRH30BgRKLj2jce`t1s95x-Yw$R>Mlwag~wVn$CT9Rrs%LSbfJ-v0V7
zV~M;Iq$vZo+*V<bQuv5x6bL*+&5;NtKo1(ulor0u$e2+l%#>H02JpIMFd0Y?=3PDk
zct8p(b@AwTFyXtr)&ydo=7CWe;QK1B#I)JHG=VJP4}Fgm`FHIuYc#veP|(Oc8jY+u
zJs&tdC4Bqwbu=T`|9bOk2>(R(q9C}zsKyo&`2f!@@{3~r?jsq3fvr9E`K1XSlCku3
zuIVCXWz=pANZ83u%DZ;$S^y9_3lv8*F)<$=%0z*tlfeRuXSJBRlkz8T-rsc|D~6~9
z5n1bot?i_1@>%wyr!P-}m*;W-mU+}PB00wfZ{u_L$_-bFmXxN83CCc%Xuz`d%8j$h
z&x@lx-siQiB*;LP#|elm4|On5P9w}WX-6&%<Z7wxuKL8xS-vHo&tIBePurUEO8v%K
zTY?(DOD?d;TI!sDz&~xA6~G!k>Hwm^tGRn3+hczw@GVL~>M_IPL9OMxt6dE&mKRfx
zkFA{)MtrsSGodqDFRU$vAba*ng9+-Addxr9XXZP?CYsV5SwClb=un|0u9rx(1FAbq
z>>KDwILGi_7tV5v=GzSZsqIEzho>Wxb3vmhXq-Fmqd3seaGDv8O-w^VT7SKl&YlKg
zfJhk@)eDcV`-*rrnwS-LD>M|n9%hX}i_IRB<e>^jR+m~$SV9zV<bVT^a_YVrCHzkA
zD~Y5(<;gaQ=Nd-ysV+f%z@rlwbd*ZuLSvR-iNIL`ML>jd{d$A%kH?4R7srzUJ53M)
z2x4Yyh==e?&=^n$KBmC<D|ych<2Er3JNuJ*fz_5BIF^wk#~+p4x;GCzUPJlX=;ir7
zkXe=hqs24VD<G;<r-wuuUT?=Z169cJ9I5qO2K}AlxM<Mxb~^OuC8ld_^c-PKWNlzD
z5qr8;Sl?Ox%u^0PzGay~_%D=;*f#bX{#2j&x+wx|T*nz~crJgmhYXE%n{l02W_ES#
z1*v~9vj4KGgfcNmVWzIjB+b6UVY;%O6pF2njsQOAYidN|dgrs*73ZeVrXwG1LW?WT
zY+ZVuR-wZm*65rc*x=?OImx>dTRmBs*!%-53;VlZaP?^usL~L4aaGivVC#*yphuR6
zb+Toy%=JcyJIYQ;PXMhPz6u2f;KVQhu5I?|_`lwzFZ`qxlMf7{03crs0cWlQn$X%g
z>&>%?fVNIo2Ca^BZ@ADJ_ZCZfiG=TV!>RoMeG={ierP>CK|(qV0PfSkWOV$zKLs4{
z5B#rq;C7NWzl{MZcb{HRmOC(nuH$fKujw`PHVJnd<AobCpp>z>g8>>@sX!K(2r?zU
z0~k?}xkU4#MUNoXK+Eew`^N3B@o?Z>lT3txs{8rCit-2j)`p;uEL*Hl;z?(+3RLrU
zBWS5pwGD{>3fv%rv-;Afo%hex#EL4)4}sRZ%{M?BXdVyPansKY0ya?BR+y&Cpycd0
zAq4h&L{e3@TKFg@c(@W`IPuzUz0sBh)M|K+PgE2hVX}MAp6R+y<pCh8Dwo4RTaaNg
zT-^ySBq#KNlJ5OocjqP5;cG6aM2VmlW&xa_rPVTj{o6`if_FHZgS?dtJA2c}(Y%iQ
z88AFkn+iZbq=An))G2Oto!ct>aq-?h(DykfR|S%8_R0bD?LW1TW=8b<zP7a_@1Zr}
za=gDWX<5l&^}FEi3@>UfHoL7)5c7TPWi~XpSIv1g>dBQqx$vLO?qi)rpmo(Wm~jR)
z;hP`V<O>CXHIy-C1euNKl@koEoaFRUT{kW*Es@6hi>yRtWo5%no$K9+fRLXP0WP2+
z7W6u<zJLGz1x?en@hfj`Y2}{Oc1>Imla#%B<Z8wuFp#Eufk*g<VaV#NZM&!v-7u(2
zc10xCuYg{04a^Ea3XrKZZ2pxj{gbzIK{Mz>Q$0PsS}u@=A*m75{Y9=q!?3Au$;rur
zw)JkjVG)?U)&#K5%#1bo*?BCj^De@uxgI?t20V+HUpy+N!ZkC{6d!2%4@iZC5x_Gn
zTCchP0%XIn6TzK7wPKf^Ayk0zTN*1`UWi9VMn<l#SF|A!;4EqQT#y1#A*<kj0iZV7
zkbzytJLBjQ@%g}`#fl&6cymzfk0+|BsH%~ebq2o-2HYoP5D&8sfYccPQ+S;N(2Q_h
z?@MI|(|FaG0P=c^9;*_E7$BxnydGTdYr5I_E|nHCy9}D?MGCrsM={+wEVl^y#ONwO
z64WsuKd=yvKFa5RD7UZ3BBv?c0~NxWL9ZsJXoHmEj^9lqV<1z7&g?w{<{#;IomZ#B
zNRq$X+`gl!7eH(L{v$B%8;5!s#~XFhRCi8h$yBh<R{Jb1ee5){ruRn3$?-%`lJx&f
zKSn2GyklRfR8p$3T?;zVSA_Mt<OHM&_W32EBIe4w_2!YbrJmrdE4nQ0V0ttev~&0?
zup9y*&r+9s<P+W33m5}KG<=wgfQMGk9Kc(mM8Kj{r|fxU8MV(o4R&e0b29?{%Qe;B
z2a-3uhoa4M9d2Rd^y-jZ$8W)+AjRL{IQrzR%Ta_p!Uq{AoB*v}*o#(Ds}CS+`uru%
z!j83|Ztp$%3OJItcHy^3OJ{GjA@Up8S6FBsx_m12svj{YYUY?~{h+!F_6jI))YYpf
zM@=1Inz*TE-A*`i<xSqq?c5sVc=9tfrGB&~9Sg1K!s5Cwp-eQ1H!+9+&^3==?|Kw*
zySlr#DyC)RY`6Dh*1%#@;VfYFR)bh(NXbUN(@sT%hGw0-3t#+;=LH!qH--`qu7Ylb
zE_eX53sA(&>z(ZnV{5zVpmap~(g9chBYvzMg5rNj*9TxjVs2*@mm4-ZD!9eo7;9gV
zlh&QieU&=Qo&{p?=40dlW`D|_n|SbwXXlklkSm|zB`}q0v+o~BTfx0>bK#jamU>ZM
zZfK%E9gjKH;X@G%w5RC53|E0Qjh~C+kvR#0^mOx(d#@QGr#Y*M5-5!wY{`Er%0WF0
z#Nk(`s*4h7e(~K;yWgDrFrBg9mzpL$DzD(vPpyv@hHJPtk3e)`U9a1JZPb<Zg#cU5
z8$)H8Kv_S6-$A6`kY6VjO)E>KNh}9e4nHMHNe^ePj}r!%s>YzofColawx?WRv#n4K
zz%9cR+szoA$lte^v6TJIb!Mv|j=0Z+yX%@%NPK8vBmFkm;S&FgSly7u16Bl4nGQ|A
z%r8-wz<!Zq*bJq$uiVR39~>+aD$jw^#{OZ5SVzaT2D8#cFJH(#T{y*0mtP7ikAz$(
zhG{y-@5e2Eou3}aHdWvuzO~06Q0WxEpYJpbyL#%|ae|E(B|}pWHK^^_Vi7iKN)*#!
zgqUjt^ma&Kx}6m|2hd6y!d~<SV4zeCULbzN1X?NJ2DC3~c=&qVhyit@q97)g2by)I
zDJDW8sApJV`joa0$mpipUwc>3B|fnZfFs&uZ(#B;i3a}ZEh!R6^Ex)swldGof<;F%
z#vRD)W{l|f`g-yOjk$8u=mMXagmKA?t0fxi(vRy)a({y*VtA%GDeRr1H+UIJ4~icC
zSluUQN?2Bipb7R*=70ROH2+oW(NtsS5hMC^m8yv6o}IrvR?mTxk;3Z&<qca)OT_f#
z|HIZ>21M0%ZNno9D2Spos3?j`gER=JG(&etC>=wWbX+KsN=k|hLx%!G3=Im>4Z=`@
z#E_Cof9D>q`+c7KdtZJJd+)Q>xz@3cb*y-PEQ<zXfu6^Klb`}|{1p-Hn(o~U>2PXg
z?OeBA^fPh5&T_?kH$c0XN{6%Onmv{5WG#OwZ2#%*N|^EcQp2*9XKw3*-FxNh^Hb}S
z=8((CjcB>7>#+!>T0l*_e_F>c>U-!0U=*iW7ARRwhdVJS1MOmj!{k(v*D+o-Bh7u>
z8ZyUlbT5fw^|u_>(vr49GE!=&`feDcMiwdMON*xxq-}dggTh7@FhT-uZsM8`!ae3Y
z;sb5Aq91RCYWQ>#lqW>mvKx#>S+{@A-tE+RN_BYPRrC)j<mGfFRr)20bBSo`Jg7z8
zGgjLbP_}#7l7M{>Vk2SyZ|o$p_BOABi*+Pnav!r5kMo)rM8?rFiZOBmhgs}%@2xxz
zn~Jqic$UMh_%PD^dZp(t+uiwnyNFEAiJ1;J7unV^(7M%hVujw0_)f8gWB+Cf^vsv|
z?XpR;b~cy2I9CX-!J5~y7Lt~^9lF=}88~(mv{197*;Pqt*TX>)KxNO;E>&(t;TV*W
z3CB+rJ;J0gTLq4RtVOW`Vx{ksWQNiw&2k^(!k_~s!O34odKQI|b6&t@TrTb8EO0g{
z=hWk#>Q?5o1^HyHdPeMMLYhwtncxyg33FD~WAwhne_^Bs)tgH<f>rf~>|Z-dC!za;
z9A1DxoY%oOL7*UHik)8PI8tK2Zf8WApY#4_|C|NP+}Cq~`;0nvqsNR~x&6Mt@My|=
ziCW9aHx_ifPUqk!yK<iL%3()X8M|y{L7m&3Kc&T3fnt>Tb$!7VkSr51W$_BmLH~>@
zu_AoC+yQw>NB$tGXyYcaH{npfZ(-@xlPb)QiB?0(2+t*WZM2YF8x#7J5U)SX!`T+W
zf<u@m<!UeGv3D*Naj<2X2TGAPk8_jSdu+cpi$=`Zyrwr8EY%04be2WA1sE!y@hT_N
zw6yT`4``61x2blcPKBImg-K5RYf$(em-(`R+Wz6bs=Ln5{SF(6QX7WWS0Z{{uiyuZ
zwAOAog&Zxnkx)(%H>=-?qd5<_M%!GLJzyRn7dRJHt+K5D?M~pTyX<t1Bd8%uAgpq=
z-p`B|SpVdfBOs7%G4_mmib)aFLHri4=^wp^?TO<!(q!24DWr`t_w-_`sbT*ONrc3a
zxR1MFKfjRt-X&RC;A;+)8RpIW$5k&FC4^W@QhI_Z*wW>>%`iPcA{EkMR6e%_!akw}
zM3;J}89E~uVLMhgC4gzF%=ZFR<utpIQoB_>Qu=Y)41u9%lA^!fNv57c#76~=N>dzl
zMm|X;?GT)+E^BplRsC>S>|<vsBO$x#u+f95;~FmQAr^lA;Y-RjrY-cM8<51pA`gel
zE8~{?eD1C&VlZJ;24(REs#|x;8WXerahXo2KMLksd({cQI2qaX=>C;@eXmni>-njx
z0;1aTy+_YPR<8~$*&;I1Y$8Xu{c~1Js#n~tf40U14m$YES?(gH6(_NpkJAAa>PaMX
zw!&g9i?2^O-`srP<nm;%7&WER<x|?F5&nIE5e`Fj^cNyP7&T)?46@ELPz}Du@px-Z
z`4?KrFYD9PLuJKX32Q>GOMN1?Ddw8`<b$o#<s_5ZMH8)t<(#VmSIm@jpY*nNKmPd-
zMe6N5!Z9c?%=sQiC{g4YM@DA?(8h@g5QZsNWKo$c18t93b5S5G#GzmQokh`Xh1E3a
zBaM;gr{bzv5=%zC>`cO6kN}XG@%SUsAWY#3Mk}>)#`5&!I1R7}zjL(o1$_n8QiDJ)
zfM6`UmBf5Z{EL$j#}6Cntis>XTB1;O-7auMbzU)!{mpS#*8OAeZO1^+SjR=WG<I^4
z>RyRM!YA9sptSH28Pbcr>0(&nKdZtgbBw3C1IN1WrZH%2)t7bMV*7VqAVlf$D>t13
z@+CpN)Dz{~CLo6Fd4wH_LP%p=ahVT3`V7zw4)qAv)YTcSJ}xsID>f8;@PuIv;$D4?
z0~nT}Ck8FAVWY2s`$3HQJ42k?tnHh1YYx?7A6uOAAnkYV5ax~R$>G3X3Ay?@hmR*r
zxbPYjjY@*M7S|jvKZ}t{DzBnaEZh&-)xkDo&ZVTG?8o2s7~Cqk%8o<gqdyiI4pU7(
zdWhWAJ#kUFa6vlKEwB<cA-tG6XU3-gyE90I+NX?UH6c<EuntMuo<u}PUp3nrHm}J2
z0xKfSEIh11H<fZiw}<Gt_Hm-;92pkp<VX+nD&0C`%AIbnRsWc~0buMvETs4$0xG#v
zBUB2Q91KSgUHyPFp$ygIQm_|A5dJ;^<%c3ohMl*3q1?k|*_9}VvE04C6&nCRMQ18f
zH=-BoA;pv%>e$x3x8{HKsoc0o=?!jUTe;AU#bS(|w?TE7<sZ5#j?N&@gjY6nH3Eu3
zVioA7pqUZ#$#f4PUGBkFSM;&fVx#3p--T5Jwm7rEnf%g#?6gGz?ff+rworcm6CXpj
zVXYoteG99H)HCHK<!<wpo33lm%S|h}Ap5@U2~hLeZK1sbz>aXbHC^gh7gC=Y-#bl?
zDkPt|VkPRaK9M`Y20|mJlf;|Tgg?JILGjq{&zp}=H?`zF3g?L2`sOUjVn=#o(%I=8
zh8PobixRukQ}*I7KdN6A#TA94($WKmQpyvQ{hlpvhufeR{mVvIwi0uQ7am;R$RfUf
zIlr95jQ#({xy>=vhNVThihNo=#g{rS@KX^6=63{zQ1hWVmlCu-q^BFnazrS(xjk2{
zgc8QZ3;ZSGrq*A4(O{#c?ym&XA<v8Ou_fs;Tvnv6z&&8T;7@fmuk#^ppk4ixBDizU
zF5YM#wbRd`{=z68>#}-s)3yJ@df>ibPEo(Dgm#@XGe91mm2r+IeDVZzEDB0O^6Pli
zBB`O?OtE($u-`h+JOn|kwHBprpwQs+DXT{BnT_NA9~HS%k>}&3RUHV-{0Bdg4BO7e
zqqU9R;Z!t#f!9@F&^v*r45IGUh$K(I$P)VIxhets=NSZi@>ZBH+O`x=H2R#X(jnLK
zX=(XKCVl@B4lo<bBj6YhA%QMVT(ZO*a~{dvk^ex<E9Egx%G;#jZeyK;<t{3rnHRx_
z=f2ZYtlXr63a4{~dI6tihLVyXKo#%hmooTv-hXQ|%C6Ue<v^q}>Kgs9cii2mLP+2Q
zjpc~Fh<3St+^zEn0e7+bdVQG$R#2sXy5~lIRh?uw@P&{o(;xC?U%n;)kaKRn{Uk;>
zer$VdE45=v`!X?%6+e*JK($V4H<BBAKbifV+MBansnAPm+pHyRVh__c732YJBDFHh
zKkB{qX;p6x?PNhD#C<V2+1^jt>6K>=$pj;S!TyDuyGXS>tqngj)IEA5=d_9Te&^RF
zpXhhj?Iy+Z3e)(VF0QP0|M;+Q*2$wSNpIX|Kg9X%tA3@b8i@&-UBD~=>g!EBWXR)S
zh>Pei4M`kw(w%&)x*avJzX6{+y}iFzKYS3L#kHPb^jL2kUEi!UH|yiIlo&jmXD<Kr
z!HWE8jgF-i($Y>7df1aS{B?eT&8pmWdmTu>y&0W6ufKr1BPdVfcaMML#`Aign4Pap
z1I^KF6Xnve_m1aQUqIM+%2cVSu}<A1NkVDwnxpfufZW;38)Z69JR5&tnFe1LMHcH$
zLeArNm~N?cB}te92_19m;ZOlWgT)&zFZk!+Vgv>g5yP3rPA0@s#cr9hvs{uDZJ$80
z{mfn<SA%rYX*Qto=qg(UE>MMf#P<+<>kmDX+dv>Gsi&vsiiZm<!>D>xxMn>>lslPx
zM3xwK`*KL47g|Y2{aI>x7jM0lzCoUzto6zW#@~^x)%9R|U}q5(ZU3IcMIpieRK<E;
zaKO4(j;<*aUR);Q+FwqE-Q9~o_Z(@&CRpnxCWv@7?72<LfDNvV!{Np;ZUqAN6H8q{
zc?mEvIkU^!zo$pC14IWRSpwXPg3=97q7=k04qNR|gQVAz{m$;bEo$=5Z_=zDWR{>m
z2O`;^)ThM`mnWHJx}NwtT_c}tZw2>Jc}&G+bZwwHQm?0!Vfq8Aer<5LPD%e5O$CGT
zRRLsD^c<wC2vqAhv!es1jR!g(OeC2-jD(n>D^4I~;8g7WlR8C0;vDRyh^gxn-)JuV
zq>AILX&;uzs(V$1Ceb@5@yzE2C(=;%Q}<Y&o(frhNWPzVl#mp!liO*OoSk~qQGf-D
z*vc#}ZUmUXP6UMZl?S?7nwr1Pz%C6_QBLrl9=9HdeM%|_F>!e|+42Rsmnn@(jkQ;h
zOukz8vgO*uZ|@3edTo%fSbDc_RXf0K{aJDP)BBB$-QE^_!^advxUEDu=7j6VI}~;*
z1qtk>jcdbY@aizVcNrjF?)m8J=fvCevKvx*I|ZmHASKT<0V^GetNQCxA9{F#Kaslv
z>m7r8VuYykNKx$s%BRleR}g<+?}{ofb4z(0Ubmi)i!s-}yqsh#_vZL1y|0qIo40)1
z`t;L=Ta$*pK4lY0{x0M6H~Y}29@>7?Pb|nyynGbUr#kUP%hWAmSnljv82`z79v14g
zJwjZQQ|XY9sckKfDw8(YeV1HLqB5845!d5yOn)ldURlZZwn6S-)*kmQ7G=0{Uhw$%
z%Q0W=|5!>?&D445wB^5svQEq0#>VPZxvoD^I5LTPD`|GNop%f<($fe3b==a%zWx;w
z^BdttS2PxbT<Xgl@8h0S69JHQ0Lerfyy+`s@}(u^T7xI54WMFC=N=Fy>Uo^%_%r*u
zmT7*-+3VKWspNgbYVXjC(ZcR69gJG$RS5~S-G;s;AejlunH7cYBz0$HKC_<e`c4{=
zJd`ki>xDmf%*vcaln4$9&iD;Hg~r;oL;$n?T|7|hWAAkCg9jX>D&9~QE#p1@88+Tq
zq-Y<wJ1|Gxq*=|WF@#Q+)DMrT)C&8W!On-*$BbXO%sI_%;I&L{eGra0dY4W=EqM3y
zGC0^vSd>A_AU?Nd^$#?r%<*P2y{(Nk^Yj?n9Q&d{1rMZy=o5t<GYgrR|No8-^FCw}
z^KriFW~Vmbz9R2GT)<mytz-Xp9HdDA3+Ey}UZpfz#?~jzA{=|<ZWxy{y=58ra#hZ<
zR(+s*ivJG+?deyWE};NfG|}l&Q5BHx0~YPuPg{_f1846#lz{vKY)Qs%^$S{ACHenl
zti61>pO%n)$QO#gAnC9BMG4qxZl5*4Fo6Zg1mW|GtOHk<-f_-vycg&uoywTw=BMu#
zRak7`iabUB3g^;W;2P-r=0Dh0bW7a;;X$o;CtGE~{-OguMR~g!vdmINvmns&BtR<v
zM3G5|Hc838OpfbUiBx!A>-s%%AmlVQ+2acPdYL6g99}2==3Bg3%hc}!_M+dEY52@+
zoD6gkqqQBTk*i0UCJwHo5ngRH-8a;)TiHeYAM^V;w^{<;drvG^^m@9Ekx>*#?_!)u
zgL)aENg#(<=HwJ};qHh@DWzD74oV{%smUeDFE15yB)HOk3$lF55~-`^{z*}n;##vM
z*fomS=(%J|0qv06>Su#^weom!3H#<@ZQR)R^T^i4*w-Jqj`wWyCjA1xouAcS4$hM3
z5Zsoo+iU6gEP&5LGhKsLZz#D^ykO^Vrgw!rHc_xXY)9*TzYgXvsr6UpKxrkPR~U&+
zYyRU62Y!b!ptT0P5g3e#41ejkqBb0;aCKvuO5<`In1}giwkd5hKTJcPh?<e+PmzAT
zXO%lw68*>m^rcVk;WN7mfSp<HE~{+f_rxNp8J@slGuek!YcQqq*w<XM5`6SIH`qT`
z-B?8VME<J6H%c@7Bts@Yx0f0L7+z5v>L|BCWEq3+!|q4Jvz3fEY;j^<pYfJEW68_?
z`dV49pZBasF^-kw(6=^+;qAeB<go}}Y%Bx45*4n1iPPwA?`inD?diLbzt{_jB_G(u
zc=YxEItdxzlj1L=q2<^O>_4aNX}xH};_c!JHf9h=cNYtt+8M@eg`OBtuIiVhA_fW?
zVnC9V^*fp6*<#>P(aZrK6=|;r+{@k6h%qGv+alfmO!=5wLLP<1Z1pmNG)FSRCs{Kc
z8>cMCD;KS|Gab*?gZ>77Jy_UTN17v>8m&%C1N*HQjrsn0nx?<BM?tiV&fF9cKRxAZ
zsDeArw~h^HypbC;es^@@C;(VvKwbGV{{QtVm<{$rzV*2Jq^i_m`Qt}=LaXg}%+th5
z!<BEv<e^TYM1)W6#dJJ19nG6=;f@QSTXTN(q9rfh;5>!615&$xGsVWUSeT6lFmya=
zJT^Y!A5VOiPnHLZ^S0u$L`k{&v`$hq<0c+?BEb!$5*4p~O5T$VE!C4cJZnQ_yEY{8
zQHp#DjRN5qGpWy}`kSX=T1qk3cfJa@#3z{bzr+RC-Vu?Qe?bNOvfBPAtpQ$Hc<imX
zu<+(lU1&JDvXEs^vz)>hQblu(y9dO@W$TXcBJ<Wiatm=wn48AfBfO$re=x!c+FFh8
z`M!$YX_g--cKd0Ix8Fk)_&rlBw{bycROxE*su17f$T03UvgHg?Sr5{#1_4AJ$h}Eo
ze&5Zj&fy*mYagIMqCyzo<a~nOuBw7Jl^qL(j}c>OG#@sm?}#n14e0#()3!7EnUjNH
zyRuGD)`j9gK2bS=DD_6|iyi^ou(3SjBs<lwk?AJ<1we#9*XWSMaXuw&EM-HvQ}N5X
z-|7$LFFAP~t-i2{Px#ffNJYI;nwV{yGmtg-F;@9+O58j8iJ3!xg;SAd<FyZcA_0R2
z79fJZlEITw?fS{eP_xZ3gw($}ml*3?r8BN{YwT9?zV29LOEN|yqU}9R6OIIUk9=^I
z#_+X0Qv1(N6+1(B26kxfHMp=rW3!6Gk4?bTH9*6&9hlw)au)GBkIBMKOuZ`m(Xu<2
zy8Hzkkm;%Ag=Y7WC9az^1EJGIf)9a@?;pRjP=ZRm`NE0^deYD>{FWn<>D0>Vy+NHW
z!%v_SwSkg6w79Uq_}A=Hy+H-q>^_gQ$etgr>r^hUD2Sok*TBoUu>9Z+cR4Ne2pdQU
z{I<<6YD#O|!fNADK-Z(d{-_HwY}aWP2U{9$WJYl)v{G`g?ycklr+Sc6<qN95O)k;*
zt{VfxnLFP<kVTA|&BTajLC;flzz?o<HnJuyAl*PWS5`l;9AW*Nh|(xuv$Om^-u1rc
zXJIyQ7l}xQNPlZ$;O~s<@m3L8jgH}}H%kJZ#?~!dNNkqj%JR?e_+34T-_;%VJHF%m
zTFtFVP4OdywdR$-`3kSmO;m^2i@tbba`I*#yVICM3ZH(+X+-aVbp0u-zRlS*&vqZK
z5|KddHx$5uU(95@9qb9)S(9`{dcaGN>WdMpnXzxoh!#E`c_oRb)qFZ4tBHuiJMO|~
zjyv7JseKH|<H_H6o8OE-q?XbLU5}`6I2mJe@sBG0;%@#ARz}>88Oq9?Z5@wB0*0u8
zt0DhD{62GBgv#>YpYnKLqth$}Kcau|j2;rdh6cq}D@^%9&J5Yb2yJ+5)&()A9!C^&
ze8k=4c!ONHaq>E46>Hlgr#ER2&MuUud4@$fm7A<e{!Ld@$)Z@HX&++5AGgo$vQZSZ
zE@X084s!>RsoSw(JHx}!nN8u&)s$IZ+vv{o434ND_+~73*N@@3_Geju$>F+5!Im1f
z$2)LCH24Q``}=B}U`)d``LTO0jwq^&Hp$o0U-LV+UF{emBqk2mt~(i|uREDr4il79
zd>>V3EV3=ZOjz>VW%~Vzu(tlLuUI91d;RMVw$iLk-;w&sJoKZeZSQ}b-_f-~ALReq
zPcHF0t2|&oWzCWsZsG0WIsEl%{1bHrXHI}@X&KCY_&$z2r>*x^HgHyZe2iXv;q-rn
zabKX+tbb9ah^zgR)pGK1U!j#X9@<7K1Ede+Yex8=tl$@p4?j3n%x`rK;1A9y5FpVb
zpI+tP5;G0euxu}!z{m>L^K`O!Y2{UUT2BD)gE9WH^^87`p4ZFr^54jD!7I>Y+XR3!
zlhKb&(^<N({5)7)0KV_tc4POO{7s@aB~EH)b{m%sy`?@j9_4HcEa%C0=2ti+zCZI{
zi4*7TVvWQk52lsWpW2I^ok3Q}h3Q-3m>}<>R)UA=yjiVoil;ly`j!3DT9*>z?89|)
zTu}G>@`(!d@}apwL4}hIDQ;&mi-Ixsx_WS@zo+`a=+A+LklntQ(C1x@#D8AOVxHV|
zi6rm0qLf?D<$t0?sQ%|f6QoFg^E2FEzKj^x`WB(G5-zd&_+NX)IV~jXwXAA=KpIo&
zeX_2k{3Y9BBduh?LGhiDkY4hRNxL)jl3YS)DrFp|L>#2ONVtY86RhPA+QwSqXpJAu
zECI9qKuBL#^ZBl5`x2YsQ3&7Gz)We7*ubHVyo1rhwQ<1N5XF5u2Ogd^tPxk`^t#+G
zb7x+Rxl^Jlne#970-FfPFy#aP(k_Jw@qq#wf)`Jf3+bfa5fnCeR^pmeXtXwzuWNuv
zGq&d_I&Pe`%4c1402!PGT>NiTn)Q|QgXytGB1){^^KgUEL&;kp>qO7L(oyFq`I+tb
z^Dq7;6a8mlLjtt5l9M8qnmTEG_jtKadrK0R%U&@Q_{;i6zvn!ZSr!neDtuUCgDp;F
z^7Vo5GD0{0lP<_8Sq*91cWWy@RWte9vHprQhz)x+W|pF5wCdsF_Wn+y#vh%Hil$lZ
z(K_)#;rqiQ>>45)V%9t8;c55Q&In<s*f3)p|54~y>GnI5201L&EnsJ2`bTT-%U|-E
zP5r3=5A#?kb0&2ggAc~n2<jSgIBlvs>+e>UU4Fp^(Y;}?FSlqX%PgZI0aimmfLX>?
zmH_3XxP*l4|5aDWHn9iPZ3cnH{1BivplyZ~pkh6MQ;%n?5yOV;d;nQ7S>85>Q0F==
zg1l~AVAz*}D4s-ndUI+bd2%ew!KP|5E*Sy&Xtyn-%}sXVb&UFfl5i$S=gI(qXc16&
z#_ztW%VAvq94Jb@x$^k;6A<3!O}Imh3{D_>*PX;GD|^G~ABx+@pe%>aenRL$9|+MN
zZ;ukU(cDb^8C$`51$YYVz*Bg7W@#W#VQ<g|SexbLX*IuZ5=JAPP<aUKrM4!K3?Rd~
zwKFGL0rlmcX;8~p3@KqivRfbphBj#;cyMuf7h=(X6oJ;tND<Ts-~qV}Rxz2c{Zg@h
zqbpFBc;T%K3-Gm!xb>l&sfr0zJ(N#eQ*>_9%g&!{Wq^s>A6w(X=P}u{JSng4SUW&8
z1{r`SU11%KOW?sJ06kX+wUu1xTFEz8yntR&8V)G%8URvDpc^DoynPz&e}we<vwl<8
zukR@_RB+`MlnE&{F{}#1V0#E}_xh2IF0!sa?7Es5hB__NXTkCcp@Y-C^#5(%=BYK0
zl`)aUW5FH_8f9zH416sF#iZJ;t#tf=VFIByylJtqNRUb$NP;S~su2_BKzILXa0L}i
zb=R(+TIqUxy_>cp^IZ6AX^U`8F|XElPZYi8N5n8cclEXokF{!oKP}2Ty&d*etvUX@
zoj;9t19><W2#}zhnbftia#o=g^TQy6@9tg6G!Zw}%I?oEm`#U{0ila*LLc@-i*4YK
z!?a>Onm34zm(G~)dFx(JAOD*_z?~5R?o9ggt&<uR+*;NhORbG_Z$Ls2VbHA&-G!lU
zJT$auC#i0*PDQ_dnOS;)W*0rDs!!ESsn!h2tv&&9Gd4Ch-CyTn<ia6|G8OIdr6Yto
z>Yglx#Uh1?S8%b{J~V91g&g?l$*V;AiY$od*;3WCV%MVTOI{a22ZX%yI;A9-^;2O`
z@l>%S_Gf}Zx8B=Bo*4^xM4DAagtCZKHPVReoScpAFGN>v&^qq}PSP;ooFc|brTeWG
zdu*u3o&=wja<6q8)p2l(<yt*8!Q@&KBYNTQw(|Xp=BtL%uu-dpAuAp>lG^oQVaJ%G
zd26rz+T$UM4ce@Dkp+2_QoSt8_H;~1)e$Yq&p6eY_(*-s)FIJ*{7^^>*Ah7T|0omB
z))nFe73s<^b`HpS>5$rQPavh}Rw3`1Kw<(@z_g*y!Lz}WDL!l%QnJ@-{)n>mxo7o0
zIoDfdwdkL!m~*m~7BovER}*qSSCPy`-p_jIeROJ#CDe!$TlQMRaVv!6AqWacMQ;5n
z)OjYqfe$fri$8p)1<a$OLANPPvoR<+#sF<vc##7*&fESV;Y2kh>+W8$-M~7QX|X<0
z9d8j+VNG%5OcVJ(B~f{=eliO-S_D=`y@C_0#MCfm{n9sjBgE-8*C&8*ZL`N!{85;q
z$th_ca2c#vPB1;t+Le<twD<7Rrz}j)T-f-y!LBqeq=C>ENSrOu%e}N4^#7b5D{;=v
z-8c?<3OXd9K@9>WbW}W>&N3i64S}p6s5*hbzLOGAirSo!>xP8n?BmaatLt@v+_Wh2
z?d(YR<zh3R{!r(h++q=HISZ4MkH%cXmfHf_hkhiFuD+Z7V-ZSi2DkMq?6kmdRvxvR
zwCFFA(ZUO~pd4K#C*3PQ-S5D9--mf}zZS5XS14bO1J-J+q5cTO8aWLnBC~ntejXh5
zDU6AU>+=;u^>opSD3xXIe++4#uGanO1-Z{D1l-H&!-~<zJS_vZ^}K89;7&5vbo9f0
z6|sZz8UeZ#=)nHk+Q(2a&;ekg?Sva2J%bY0A$gU6Iwt~^3*&&G7;@qOYE!W957elJ
zTnf&?wD|ocxw%DHUr9Sk%NVnu=tLhiXE8rmdh7B!PhP#<+ezF06GV0gMb`NqvSL@r
zl(`P`qYMBq26j8)tF$dTAE>fx0H!OdHR@&oWZmTD<8>O*Uu3&Kp6omT)E=SFN1#-C
zI95eG57gZ*WrlO+|EU1u?Iyu>8-Jwwuwihc*1llQ(f!3g%fkYOf6}N|eR(`4IVbo1
zmUyb!hFp9cz1H|x1P=-vp$X1qRMYdpL3LG7jb-CZ8KhkP9XsZUT%Re2ZV!z(9F+3~
z3c{{HRFzdi!WhUhCT$bq$$mj#X@6tm;&TvV`+@rrhUqi<3w^)&NVJ@rXB3qTsttRU
zING<4d!q~ZYi;3aeoq$jC!ZcRsoTI=ENgyo#b_(OKe*X81zmEg2sJud^zt^R;1l`|
zKp51^w;2T`#j_WrIX>H*Qv+Iu0XV=e%Ld!5Y6<|XxhH=!Zw}7IRav_`GSeZiZH$;6
z+KwdOO#Wi?hWE71W6{dQ!iDU6VKezfCnxnkl3A}dh}!6wfe!(E03xUeo$xV7r;9P9
zO37Ba21)`mK*@T0o|MD6k!bOQ(2R#LsSmHx!**mVrkJSKx^G3Q#Eh@e)W80u5OaNY
z=dWJN5Nnayhm_jpmxd=>d}|#Xxqco8=9DJTtg7;Y!2o2TazDLssfmRxm~H%O%ym{q
z4f^+Y%B1lgun(wZpfdQg^m^1%SmOD*##I#)*OlwmZOaF?P_L+fTnLxx%LQ0YSmFg8
zR}gO!eUkYv8-K$8YQJ94ZcNK&OiW0{%?tb&j33hZ?#uo4i^h6CVYShxhF#?+b1MzP
z6*AqeyX_adrVlp>jz9Zg>jkq!p+b@XeF${5(xkTUQs11K8Y!Z1i7)qca%2wdmwCY1
zlOyZLFO}4-k-85U8pS^57y<Kn?fMtdlEH(W^$B6&E7d6Iy_tBF47n!buh>bpW$h5h
zR}C(A%fIxm>C2cDL4Kg>`W&3-#w6G(P~}93bo>R;n&?;`Z;95`F(yQ6%UQ7q2ZVw|
z3UG^H+Vf|^y6z<S(Wc9M8hPz%{|Ot#NdDo}eoWwaw@jMK;oZ1;#|`>a%TzV!^}}(h
zlK^wSn1inZIp^o_6ZP|_HTiN^H4?L&12Qoug>F4Z6viA{B@x;B4ZO0kH1>VzM=#M<
z$(d?m`YVaVuG+8Na*Rcb%;wA~Q2h;aR?uT}AK~3@WYv!nLWWX;?KO{H(&BsE<4d5~
z)$#n$F~7qxC&yShR?i*8p&b)8mG`-(GG)b$vltHDhnd%B<26u0&sn~h6@o@&FxU^8
zgB#!ii3Alapa!8Ysi*G>vt^<gwaCQ?nUL~d7sL(<n!?!V?8~1KO8bckl~g<XwlkBG
zxS)oo1?3o^h)RkW|2-{_E*ZWNG@y9?KAnYsg&fQfXnS?cO0`jxr<LTxyj;`l*F-py
zb_;rGekeXX`AsC#mi>x^%MHJedJr8Q!zqK0pKkbmcwTGlXu$%I4e+NW3+<kVYy%rQ
z`M<9NKyLFOx**MdOKVqY^Q0+hw=7ExyPWd^`e`P<MCb11h=cefrJpFPo#U-#LIIk;
zqPArX`%}UV<wq-C)->RU0ZUNFv%ZI`T`Z1aTuJuzWD4vTEuvXntia|FnWrAj7x|d&
zSu@CW7<LyrIvEOh|2%{c_~&<Hb%=Dz*EvvCbir1uK=(q^JH>(45^A9KgbYFj_%NH&
zZTy?mM)bG9@i2;5oys4_Dza>uMXc+xAPlrC!Ho_4k@&Mm?yr;)3?3c=tPae0EYNG#
zd%Ib0gDB&#k0deJy~3Gsb|6?GtiXzL!Qo*$t&-}eM=sRFI^?vGtcXDkAc2u%gWv^1
z7|c5&>{TYXuNVg?@(##_21&k25*~&&k(6(>GM=Vqrd*6K428#ydt=n@vQ9WPH?n%<
zRbn9pjl9LbGtKj{S+ki3wzu*B4jo(a%>;*bZNC>^c*XA7TRVmjN>jwNjB*c!$9?q_
zJ6*XZ;v$tuQZsz$<2-_0Tish0(ck)(SlBgrr|4sQKeRp0ia$aHdo?_*6)6BJi|Lo;
zAay^1cIs|Ii`yL6fsNUy#qtCb?F9!cpPs+Cc|%M_ZrM}byurXG(SL{UiyyvbNFveU
zV>;vo8KjYnS7|ZrG(7s_l<}#Ei;2m8YvE&#$yCFG)~WTKGlTc}D*oi&H!XkbJS_e(
zqF)yjdZ`_Y@{x9_=+##5ka>Z_YIIx|*N}4#k2`04!Q(=n+kc2;{%mvTq$;%1YpG*~
zFdm)^uZaYUJyIHXfbNJwN%`fMqFjn<_2tes=PU8?fGHjx><7hXgA0W*tUJMV0DJ|>
z@7l<3$vnW`dURG0g*gk)QlRWjgSI>G3plQT$$|0R_d#BO@rBu`@iJMzawMD!Z_PSi
zgI0Hb*4~!5dc@SNi>})t`*(Ly;en8|qOv<qok46DBU<kjJd?=uE@(W8V>ZVO{`pO5
zGA<-LUYGapfOwz*Sy9p<i_jW$(hR|DB3DR_k>uK@Vw1QB@i#5Yl^j^ac!e5PSBUKB
zpha)}2a35f!L2=i#P|!q=i|yYBRoEl&vYYk@z*}2*IB%AUv0lyytCion)9!r`-K0l
z!igXzj>%eV(ydvJTC>R|4%q7tLnXc#fV{eAhaV3Np@3VX+_1{lzTq%K4IKfi%g_;E
z8i`S=(Xx8aB`*mll)=d`cFxZF&<_^4nfN)6t?!6kxum?I&xX*O2q=Q!sXkpi@>cjN
zFl@(<Eb5PDR_{G-`jytbEABZTYdy=3rV9JA5h(XV!bO}i<jLN?0NJNduG*ooO8M^N
zrsW-Aqw8hvFhy)qn&_8_$+A_hv-k$zdXun@|2@nc{{kNq*U;X<$a*c6Jo$p({3O>t
z8J1D*A`*>QZOfaTWD->p!bs>pyMY(L=+EQdU}lJ1EMmJ9afQ>s^U}juetrAY{$gVJ
zO?l?QeZ7Hk+$t~hV-)`BS#F{(Xtv6}q+67g>{UU{@E^8?54aE328vkOS+A_8Wbx%~
zf1i0g2j&L`dl(F@2~+oU3I}}&6Is|cr4f@UrFZ1&l)n5XGoyLw774#?cT`v#ouSD4
zV+i2Ppu~UCE#vZNhe-7}<5F(Ur#21#U>AqJPo^w6k3nDVQqkAU7WGx>6++tj#W{-+
z)<R$R^)db*`5b&hH>I&;ao06kMjuM;2q85R;x0wF(=wsTA13Y5$g?$A&x}CFJJbw1
zW7pDnM7|rm2iEbSsa;7#<4)JGXgS-chOaoM(Xu$FkctQ15x9l_?E_Hj2AmtG>^GjI
zT;}-w_@2l@Km!n5dR*1MOtUm={uDxX*4zBo8!Ve%v+p0P=Q|I#Rf<#vMX1GH17OyY
zQPcWPER934XKFtODJso&><u)G8~7KA)-OGoCSm>?2B*HCEl=m$g5{RVa;giS#O1Ja
z^7dF2+)@uOZrYzW7BuOE{!0pfvxeR@c6H3N-;sp3MqFTJX)J%aa;s=c^s?ml^_>V_
z$Wt@nf+p$Wl?X3VE;2IXVDkP)23h%*GWyVtEmU*x@M5qWYPE(QNxqHW;$c*MfQH_g
zbW2g%OS50s!Q+70yp?XvFZ7;qyX)S4>%qr+_`Cr0-0!8%wiQ4GBM;@CXFHKSLqfv!
z={j^?8}v$tFMTHFvu1Xqy^)%OzZYPbf%7n?ZcxZN-$tX<`3@vX!SUXd*|UP;zQVpV
zVZ!7(cS~k)+W)mUQcU=NarWtdDh@o77cmYFI###;0Y%94BWQCIzpcz}DjE}gVJ+4!
zQweDI@kBwF^)*Uxoz)Y4>ZirB{YdlMig`r%K_oiny1GI(>7HDHztz8s#fP7H^K=T@
zT?$%hbmSTZdn2Fky!%=Y+vQ?K#rK$7&oLr+7w-c;Ys&+y$>>2^_3|%lra*m6mzr$b
zi=TGX^ly(v1$4HDq%1L?f0S$_B8sX+#m-IxPc(EInoFe-K58n02MLq#{IK(f<c!c}
zC_29#OOuFGo^H_yu%5ikVkvqE-OHgb@L#3-eoD0d;aFxahNmtF%m^2!MgYjps>jyN
zy*mg;&Bu<R!H=I@#wQwRw@2d5BCdS;eci^&Zo}kUHY%kIZ7-|rX#PBPXztz2<4GLY
z{{d&CP@}@lX%-&)bOw{=$wk{NP2|7DpzW`J_^1x3@+gY2%Kv%pMUZ*d2V^0y{Snsg
zM4i$;8ZI;=<$Cs~_jFiMFth5w=1mbOViVz59ln3}C8X9C5c=75+kT#gDiNIOH5d!a
zhht*RZ?q~N2M!5#YEEAys!F9T^V~{ij!H{@<U#L?z!Mh=H>K;Sa4fa|&<o{S+U7i~
z8>`QG;_@fm;7-jT1@Kk?jz$fokiJH6>DMzI|NhN?F;crMPKpdS!Ne``N*-*TL|+an
z8bK5Mg(XFT{}zxONQj9q@vGNr3b`PoMm!8=lNHS7;g6V2TcsWW>lXGs$lQ?!L;JtE
z2dHrYZl5n(+zd9QF7X|!`3|YaAUPo*<gr!Ss`$NdG*{Rjc<O-}giJioTWEz>fm3g7
z>+XlM-$|0p`umTg0BPip8D);R^ykhex@urkI22Tg9uK@Fn*i0aFxYztlE1yWz*GNl
zS@)Sws>VO<{N_$c;06&R{Gjdofa;gyW$?2ATD(^TK%`u`Xc4{&6&Vw+tyyR{-@475
z9j{0;FJDk^K8^nlJd=fqgo}UF-YptS`}~72d#chiN^k^(dX_RHYtT+Q_KxPyVulck
zj_K<=;OS?QaTjY|t+?B$PL$3B4QZ=)+W)k>p7~^SL}{p6%Ldp8^GO^_BZNueJLm>{
z?%;Shu*ETEj_JRe=u;2Isn)o-ZLL^h;&H%YUNh)T%8mG|*TG341g#eNFn&gDe!ga>
zI@H22)e*`Bif|Wud=@>9V>ZyVdyvA0{1`WNM@VG^3fagt@CGR3cZ{**#fZ#XHzvv=
zXZP+iI*g@3;X@D`2isT*zXI^|z%gNgj>!usfN<**F#qdLMB|?I`}(pBD0vuf&<GDJ
z7)&IKI1r;di>{zn!cTti%D@4n(l4z*>h4dpj1lz>3G7cRKq1nZOu!>ynP<QHd+f)d
z`%zlZYp4L6y}*93crGM<gjtn|j}C|z6aCuzp&!4zfPZA+SUR$>_8A!~kgv>@l&mS&
z)K{<NO*7Ul1f>ORzQO5p!GmX(`0Hh8H-1j4u}_=@=Wi~7n8xA}SbuFmkCWN8y7}Q_
zZIzve7l>l_&GK^JNkT9A3d8?T6xVo5r82G_FnQ{Q@>)!yE-p{#g3EB80BLwNVfH#a
zd)r-M#ljI<rvO^KD?HM;MDFmDnPG*ennm`4o4w*jg!<y-LSgNUg6N`1^u->ol<)YE
z@g)pDj;`s?@L+f(7pSWmicY7q?yyV0{^2zHxtmuj9sc0q<5S($4vxNMgfKni3A}53
zxcs(vaqvS2aOQ;ggz656SsVo0AUhoDj9;BECis(gQXk(GqM0QtM!$knmUy*kv44Cr
z)6w-w-FZ6(H%nkWuNj5kE%W%@(%kxLb;AHEWoZxkhca&s7Dcq&y<~*=wH>eM(9tnC
ztCU{Y_xA!gzW?z#)bLi;F0j98su`{wDemWB?wE0_Tme4dm*idcj9E#)yn1$h2Y$AZ
zr9|;_`T>;95WPB&bVbUZ{~g6Eg0ef8o&JU}N3b`sRKQUYn#qUwMAr-ylQ>Eyy!K=p
zuvCA4Yu5qtet;fE2it^bT(I@9q|KBt@JiXPKp+(PH)s&_6JbST3Y=Z)y;ZyTp`WLn
zLZj3v=F)HzK`#NWBUUv)bQ^`g7Rh<f{-btRZ(PD&&+(~3c#NG`MmqC@ueN5<+JXD+
z;hpX|jK(6SLk87QNcuz*?<hNNkE{)tOqUMKg=6NM1HA;Y6D?Ew0SjdP&4nBfhj#*8
zGoIkrFf}}<<p|3BMicQBLpG!blQy1^#`rvGM8-zqp%B<f&|`=2HaMVh$uWw6UU8#B
zX}DOgloug3-@sy!mhJ?O8@NL7@JI#-9b&m`>&6csOFID5MD%NWpD$a7+tzh!wwo%N
z7xOYqbE*9yeo^`Hi<-=_>@X#-;LxV_B$yss1DrHJhxaH>;Bhk3p;*5sjGTPMM_`%c
z&~DT{j}$MJzD9%u)^KF4Yj~i0tSSC&o_eBM(>{uVq3X<&C4hb!oZKJ|5B81V3j5t5
zr=op&rJG<|gLOr@0m{dL<%rA#U<l~RI|+)dM1YFiaGu5k%f~#21>XTgMpvbj+hAZ{
zje3f`3hTFN!ra7f?0{zY#aJg`Bx7lG)B~&m*ymw+z5+7HPbB43<1m2Oz5{gaw7hHj
zk+KCq!+SpADx>l@Ggxj>Z8H-U!l=+fUbv^$SbYD{o6n}#s3D$2Y^*}i&NK%$9}owb
znOBdytBy@r(D89)N?SDW&Ij=0=tVimM^(FLa~?^2)Abz@8GRNI9PHZ%nV^)dt*yQ4
zNvM>Xl(Q=1>G(z17mLl-N&1JtsSxl*{n~L9xWu#CXkQeUN}dA%HS<Lp>(=}=`Z1(i
zdq<T}UfZ342@i#ZL|+IK1IP1`8Ut+|=q}YVc>&f~4^Ryz2F9PUF|;MuCJhKN{VIB;
z%(S57YY@OCXU0n^CHE$f`6W*ZNqh~+Z_7gLsom%JMtFOcvYh84yhykahD>X^-M65t
zC{u38B4T6+;GlU)yq2tjf}<?suAqY}cl|@y(EE^;irfZpK+lCFl3SR1nd{1PTYBv!
z-yHw)z?dWXUVI^h#|=x4SFi&I<45%iI}Y&30F0DLc?3|{{4#U|VVHx;qDoLxav<QS
zpCif$d--;HLud1#T49e$Wc!<we3-2$_eA%zh?P-sLqzg@+s^gJREMZMc;)hsW6`*E
zWyXsU%J=X{rqne8q_-aP0idw=wUYy7gn|l(>0+SJ1G+)m4;VPqp@8UY-FDBEQ)|A-
zOk<z%ULvRAGG)+sDN50!?%@}pqTnca?hYtF*C@Q1NLI5oRA%xiPWRErX-tFr#t)Pn
zg>4(^OK$I+v&mxift8<pU~8{MNq^`SZxwZUc{<|Uq;#k3@I=L-itdzqjCZf`e|37=
z{eKDhLejn9J3v3~(N13q+Q}7=RAE7zf}ZHEBYKwBKzwo>=nd`yMb>4|>U0n^Jz1WA
z0((+!Q2R<HZ&UghWctx!0k&q93kOyw+Li~0RHA9C7C>FMi^lZ^a|4&Mxc`?~=Smj8
zP68_P%O;EXod_&}IH*8+3RMclDjjULG3p3&i-3X+1zve<`6X)aP?`RdBYHNV9~c%t
zS86fheshhKNJhguO3mhi#2;N@&PXNS8;Pc`1%}fY<6RStE7?@W>hCX)-0$|4VsXhW
zcTeUWb;e%KJFOCNkTh*u`F|)FYw$59{`Kmh=HDSK2m&$-qNh;RwF5EWrA}_4SB3{G
zIjg{N4JBVoM&+v1%m~dw0aler9hC`m50O&=l1d;bBy=wUDdPzLNyTsbM?J1jUwX--
z9d191SVIis;EG1iEp9lnHU5GEiSLNU1ZecRTo+{iG_}&XgmaQH2oz3Txd4+YTdjSD
z#@@W~GVAj(IZIUKZK)`px?scTdP9sB#0!c~la+g`1cD3*aSZts0v-cfrk_?|MoiV}
zfn0A@X=$m#TIytt#|kKH9Q-rwUjp<ESAe!u(Ka|ZUra#QNVXTjl|0}krHefu$6xBr
z#{4bOhrI)oA{FwB2C-4Zpo)>f+pakf;Gg+yh)4$1<VohJ#vCSo1PQ1=oMqS#K;qf(
z)qFgt-yVAL=4Lk3Sy%R^TO1IS%7*g4pa!fDbo9u(ue4_o4&Y7mlLJHg)jYY46~0ul
z(9i+EMsKO9DAb2y0fx`!_%Xnr@mU7yXItt`nY%L#0+q!{pyhV}c3U~<3agYRGMwi*
zT<7g!2)Z_7_Qq|8K?yz)LINfg%U_VdGFZt`bvyQxJo&5EJ!_;xB7*FKOo?!&ile!T
z%DHSjB${=<sJTx8dX*b9Fn`p2<qi3ADk`IOf2IsJ5Cj3b^TwiL+-YeO+Sc77|DeU5
zJT&z-U-IK{&9*F_`eay5Xp<15TUrVtjiREsy7nF`>;2JzMvWiu!4sd{rA8Zq@aO#}
z0755-S`aU6W68*Dy#vB7ciCkpC@Bzp0_2jMiy8sFviQjVb_axd3>Cy<_pF|5#x(lq
zUnSwX^XS{ReLjrNXOZK$Qeg0E1~mep>)vVyy55$DkK9DzR7MKR&bPg9T(f<?0bqq+
z-<VC`zhQ4IH${~r^!~j+@V%*WbygC4wOpptXM(!!tU5^*f?Y(1WUE;3Uq+<6RO)39
zWji>gFXMf5B;<prmV{}mkSaRB*Y2bEETiwfG_R1;>WwIGtkufl3ORG;hal83SBInG
z^u~uC1ia!Q)3h!KxLDw<IOPVP7|rK^PX<|MRe;@sFYb;K+h5lE{E&P4pJuq#g;p=j
zpnsWJfyO8C3@mLsjq#(j8cBT#-pd@2PpL|C_CG;rZ23nAX_NX_z3*2MQnl~J^x5w8
zEGlkvvGlE?MT6O52T{uD1TW9-3_g9x3EZ`4nZ*ISEHoIR@UG<e1p2@K6~I55#L?mL
z=ui^;ud}UoRRVF5N?!0w?W+hr5>s!&nn4vK^=z0%^kx%ocpAPxM)u<o_$ZiL2)N=i
zrm`H!sEx*BpZ;X#yJdQKfs|XxxZ1F0n<SV`^h#{Z06aT<3l%^8`s_H`Kr&MqMwFCP
z1-4T`jXpM&=YI@Z@$GH=cn&la({Rl%8|sZK_^Td?t1XKQ2sPNfq}9I&-i7aT1zY~M
zg=QEsuqD_=95QyL%OJ1)Pb9B1kmfh0^IxB4WT*SLZq~=oQp6xn!3G;G7Aa$nkCcE%
zM`^O`Waa2Jcf<Nm_P=l@zQwF67l}3@DOV9<z&LD<gE+GD$5a!6B3#hYb}}k;rbD0(
zWpOijyR+W@48zFfs7Ha-lpf?rZ-yg?z9jZ9x!Mm)P3j9?>QdQs&-t^jU>W(S2Xck_
zmhk&pxM8}aM|k`Ew!Gn0GcKeW{aGYmy}konyhP=4iiUFrcvueV>;+q%NFXbS&od#<
zI}YeyHRn?>1y}+Accj04OP{ffmJAxyTgl=G|JNn6fxy3v9>fO;e(pLwj^TV?!M#WH
zs9>)Och;elHE$BYO(~w~_%Fzlj}=;XH%<rh&%X!qhfbL1cnBg@|94P7j4L|JE6Cg}
z#3z*@>1~iaC$$7oyIWy<0uV-<ECQ&(QXYsd-siw#abQomexuCG&G>gL{e&_=Pm=`*
z=V*eKZIA>6P=R{gh=KCMP)0m~UGI8S_BohM=Y~#>SW`3nt>G1uk4!cM$U$xU(e$I{
znGQ~3_<zt*>lapcz=Q^bUX7pzDmQT&%KhevhS{KRWP$(biSqo*5{SkGI$sV0iOP|8
zO6P&wQ`-$6?gH6mhfxR0L+Z$JJUEa#qqs;z1=JwZ(>djpvU=`9D@!6t3SB@_J|;W(
ztg`op*iDx%9w26fvgl1WTo(W>LNtM%5Kv=a<To1xD&nf1*3}Kc828oh_0q@$fG$zK
za8}ZLp8X#bDpEa|NamyWx-d{y=xHZHpHk5Q?HnjX=Mxw1^uMTBqKI3$5FgNLZ}$;z
zxKh||S-N&ds~6`u<KeH+;f!f*8qVjr@9)Zrn1*Y&jsT_G1voJ*Lrre-277IJ+3?Kg
z3c_4Aa9RPdTkcc|s)5LgSGlDW#tf>bjPDg4y}k+I+k6C|{j`#zqNaWEVz?9`C=f^O
z?CcO(Q@}E=P*LUj?lm{sJ<IvIY9tj>T$GZl(K*yNiJO~6t<ME*!~YK|2;goYYyo_~
z<kHe0Y2l9Xa_d+~Lkft8^Fb5h*4SX39uvQ)Nb`4YxMJht9$RJ*h*N(|X|4VzF6g7>
zvohHMqC3N&n9B`ll7YOugxT-`TXEGh(8anRu%)K)3m3Q+-f&fs>$ivYv~tsW+Y?j4
z3Xk7D>7`}`Vd2M3@nVky`#Hk1(ro`d0Zby?UV!4Y1XM$ZfuL4?z3-vOIdxvZ<TCW#
z9bN`fxsbNh%~!wPivXn%hEi)l*8bcE(oOO&jrrm7W(`a>0QEr6`Y;a~xG!2a5vg4L
zpgoDAHiUMD&0k2l78W|uXyxNm3-N<+kRJhVc1WL6xD)jG`2;v}U33OJf(`qT5WOy^
zlOC4gBtIp@%Uy>Y&VUxl7I@j#r^+0U^^oyyIS<afV9Y<S{Tk!qC?P3%sA0e^(6+Pw
z7Dfg1`L#j6aX!BzPoQ=y;2H~N_l|@?(I0lQu2v1tOKMinHw2Q=UT=8CUTsnvJ}S0!
zG>?`<S@#m2NBT98Dbr^s;6J&lF_#VSuz<+5SJkasFxAnK(?TIC(b$?}78`7EgqqYx
zp1Sd+FI<U2gA(l1*&sawMDi00SN%fctxF%7sRP`3?s?v^-%kWLbn?D0DO`nx8db9e
z&xQAFdW;5iCA>gfRb_nbZk<=274yUj@NE5_f8nSqm1kpdk^2weC1u+e(GMKtnvO~|
zkBkFoK;nhC3d>kG<2roG;+?a&?`131sp-y@seFdX6me18IWOd}Pi20o<5lp;F&0Fc
zd5uZoX4qPW@EPfARDcL3%`t<k<f(k-NXj|p1+ay_s(XkDhRZSKMc@3wTsl3@t6A7>
z2n04RWq~#T-WwgD7@g&6qGCxZE7gMhrS=!r51=7kB#96QTjEZl!6pjQb_0IfAfUz|
zp&dzl!|{ov02xe`Vay;ty-a|61^N4W<_}tx*GoscHRXVsPKWaj{+K4Ka4ApyMU>`e
zS^eYSAz!<{kUkykHb@l!?IJ(a3e-<%5)vj)JcM&rXEluz!g4`%%=y@q<L<aIlwb{|
zT7jiZ@}ra-tI3|{mM1C92CiFuQOs-<8d)Ga1aG+P{+|t#70OocI;bR=r;($K*&Q)x
znWTh0p`t3;XW<qrsLDC86tJAWV>9L`0fJv}6&cl{cE}1v>%s{jWaY`%Ft8!Uz?bj?
zl^sXH^DtFu;m%+xod4b*&1rYss;CsdLlde!TrlyL#3TuKbs@P%&mNKeO=zNI7-#`U
zDi4SswM<?HG`_#b3O~4cxodcQGt^^e$2>x9klyJ2spR+LfGhDW#hqBE0;^(EDu^61
zX6N`wnJxouNGot|0ZnfOXcLZhCGqmV{2J;gNDNb@64hoA_BU`8cX@b7rdFb*AG5c8
znU2T0e_^Jhs%k(FdFFaEsRvUVFN5emWW{}BstDA9iWv5*YiR5Ook7%{6e3t|9(s@<
zmMsjM2hZtQg@3)kVClLyp4PJia8K7w-QL9;q!B%@%FMiQU%Amx>Cuy~7i4q_b=7`i
zzJ8T*Tc6N-bHh2*9>|E0(Q;?tpBUV@#O|*`w$vBl`}PBOg$IM!=CHcuL5;aVypC?x
zuYc-V<aR(ZdA$Dlc>Ob*F%CrzJpQuRXyxSOBq@FamT``<@I?MCVB|D(-{TJZ!3`Ki
zsQayKIT>=*gx``YoNKPES9{p?FQjFS)S-&PLGI~|G5N?I{s7PLfLl6JQSH<0NH0kj
zr^<Rk1+M)C;(DJdyQu5GFjZw-eV|9G+8Ho@4XV`0Sg2sv^ihlA)mw^=9pB*kXpqkk
zdd}2qt(zR}B-2SGQwI=xe}thW{aK{ZJRa`{g!ItkeiKzrZlHbaljA5ZOy9Jg7%#Ro
z<(dW{;Jg!0-B9e+tJJ`jZl{IqM%kO*Gp+?pDCY_|gN1yOWDC{=Oec(tf>sRl2D6P9
z)&ze!Yv*7?raw`$>GX|%GeddmumV~&7VYCzY$|>YJKZrHA}<^*+B@PF)Z2azBr}49
z%O&9afROAOt=LBG_LBM~m|CId+D_vKcHUz#w>wn0Yo@EjGdy*Vc1Cvidyam6O9>8C
zs}u!7IcNe!(-Kk*ICO_YcMRY#7xdN;!~W5D8s)>VNMx~?m*Zu@M`jxv;7E(DQM%1-
zGZ%3H0MV;0+5xzgLxpS|-^E({xDOqH&=)Ylz9j-yQrU^+zTK*ny!TQ2mgSC)I)MXQ
zsMvqOV`*37V)jl<RO22L9SEGc?c^lWCg))2TgI*x4K)Ym6=o_-_sz2&6f{`UzGVp)
zB-UwtpkOFVya>po;7zdp>G*mk=<@semICd$`O@6nT-dOuqm<JMYDyxMObp8na~lL<
z&hqq~wBy$w_=`Olx{Vt;lhSKF!#Qau>j0`3F2Ryy1cfZ%ni^}&jTH3)?JR6Yi(|O1
zW)JB;Pk#mMBYE|aZBBcg^Xc;mNlP`)OFVXp8v<U=1CQ{VSxZ&3@ax~Yn=W1vSEn3X
z>{z_R<EU5t@Y!)9%m8SuxrhOzz0?dyqd7nLipY1p6QC}-+{)kpc}1xiOMvH{2Px^}
zPfe5<_7_(B`UPjU0q>gY=f5mKAX%+P#N-)a;cnF<WC@gka2SSCWU#N=COeP-A_XPd
zeg|~%hz4ZnHTKhP2R|eL5Oo0BGYo09U66irm2nF1Abe&x*7nDQ4Tu()>t8=4=V4>!
zF}jPXB<WJwi{iDZds!$_7k(C@trE%rkyhDAdVU2U40xql{LY=HP$ReT3Pb_u^o>0G
zUNo;lG*|Li>hYTof~^{9Q>}Cy->_+ZI2{3d)vgUL@Qt^#36MZlPa6PH1l#TH?LGc%
zjg(fZ&r@ZhZsfJcJ`jX_ApSzR)3OHQkVKfgskh|?V;Wm`tHt!789$tpoTJw$z4eOv
z9z>!bhX?ip5CW1J4cxzSQ=t{BUv8zAhaE!z&2@UnKglmu6a-0$Y>oHno6>=Ppb|dY
zy8YetZ+_Ox>MA2vUfy|Y0sqM`{ve6iTNzb>I_Gr(Hg}Wq7Zjw9weJ9E`}vS;mha&n
z;yZA(^KBOCS-dq&_7=gB1eh}T`Vvi#1NnK(pm!U{*-${AHXPUwwS(G*+Uz8785ctx
zqLTpN(ZX-lcN>B)mw$XgYB)mhSC6~)KbK(Sfse;B3&MEgVt=R`8svna<)38H&f%0D
z2tQ0P`gKO~Vn86Q`J?fSoM95EM(S?lf4rN_gUpg^gLF&*Z}B@z@vq08&r`(#umbsM
zkaOu$19;a<Kma}#=xnAQ*a4sF3hO}c7PzeTaADEgUnI@}=-s4sDS1s;zuHa3vB6bL
zHw@06)PrR%BBkbm;%;*D!2U=E!DS#6)emF~Gk}h%3Z$qBb(e4h7_a8<9iY)U0(y;?
zyRYd(Jnjad60=gK2MZY2UAYtiQbno?H5M$OsL~o_zORGW{#Um8;<ct%X9=22LGFX&
zKhrCq;kv4f%<F~jlpKIwY5}mx1Jfq~JPTBQzd?2`m1$UXbV=`h5bGeTay1iD2xW-P
z)IBfd=87Eul1_nd+yDuGkOg)EpZuhpNaiZ2ia1_#@OOFiw5aol&NB7W(2%B5s*oB4
z#%iEWx_EnCN2sW%hAlOKYxts*iN(K?SMS#!>!^klB3C)fX@Xn$kP#1&rSpt>0}sj8
z@7<PykqUSNEVG=o&OGoIh;O_=2iUar-Cl{)+9;vfi}Q<%E9g<9L8uK>SC=B>Jwpg2
zL#8|+T)HETe{B@rK;=4k1Kop?_mc)JEcL(cYHJ&PvM3t6_I&I`Xxv1t8Kz2Af1gYg
zG994{jk$?#NfO{lLrPUbNm)?6!|N+I^8qP(1=1-6nCTGIq-Xl{*jQ2!_*#)+J7r<s
zxwb3!ZIV+P{mws5zQ=6kIhyeQk@e;AP=?*#6N(nJ5D_WavlNn%rNzGQp|K|Wl6}cm
zO39L4_UsI!?8aI`D%&u|PAO)LCF^8t?{!Z-zvuV9?|<qu_kCZ>xz2UY_k7PeP(TKR
z_dEGiCcBQzrv!DhK-+80Ber0RB~&!bu|dUQq5ewyf4byL!PbHU73bQzx8)8jxOWw8
z#jQn0ytvGm=xm*{ufL_vE9`pv!Qo$!O<ZiDQf&j!XiL`Xz>|<ka#HOUs``<ZWpd<(
zLPzJ;v9p$G4FM58zs}MaZ{56dquIZu+DW$YG&IM8HhV3t81tY_Lk^J80v(P7X>vQG
z{Ec&Y#^(M7Eud|QyCgmAWaME*7md4(&vz24KToUfb+aD6&6YZ<A)J00KKK_4Qvh@m
zkc$ZDCRHpzEryEO_lJE4rJ{j_Dh`?st3w64l0dW6E9$DMl$;vSFi9CIXL|ZHYXt-B
zQUm+m{SYZ;!CQMJDvaSw6!MG9#&ouN<t@mXwm9KzQHhyP2snSK$L}h@`G22VR0T80
z36oTz@c<`IOKeE6-^?)J_;d1OIdE!v1wKiDZm5z@oj1H;{eH(pHw~&1X}q1|*oJuz
z#W@4KO~De1Jrx*loxgA*%JdL#YwKl8i2uR`r^+)j*@vp~gX)o)mc@kW*48s8pgN7%
z2G4o&V?R&=?}$=4d-LAs!(7z>i30(6=gB<m_*Stel9%T=I`Ej-(iE4AIake69|}Ul
za(To8#$D>94?tP<BEU8uBnZkokGvy4RsqcmK962>L7Yy_B&?LQgAPo^1|WB3^P9>b
z2w{aSY}iFl$kf`KI+g5kIkfiyIuL|?0EVYP%YzU7P*EsTki-BL?0k|7$YbT{r&1@D
z-AWDjYatyuQuMz0DHia7jt*o_fw(+$U)|NV96}G6T?MUB0)kj!3e-M%2MzTRhOq;o
z8lBINY}u9-$?Qp~*TR_>r~~}agB7WlnCGhQKp#DF_tR<EJ2$7Ilm(>=7v}XVYBfha
z+vK7a2TYGX;;~s>{tu|vc>Zz+Uy23`lvVH`1TsqKDV*4`XDQATp8&UV>-;-LP=`RG
z3@WhkQxOEtK&%e;^vOS*nvDqx)cx`)7b;0>#`OgXVW^AK-v4E_jOqmx)XD5szFdU-
zsT@lBq=B@VS9EK1Z86|IggUa0^W6(|Ab(i`?FU%zkJ>yY;7n0PND3|y0EM%3qFpzP
z{8S%AQDNVObj>+trQtPL&hBjPRhEB9TB21gDOW4p>%gpaFPcH02!l{C1E<HjcZ>sa
z7Rv68{$t_<q6fP=Q~`spcaTE-wHJf-hFM4?8Khi%>lIus0LAx{;#%tBuZIer8>A46
ztO0;s`5%IW1S=F*js$_QUrQdmulD46R(%IUHI9iM!b;ZqzJoy`U|Pq`=XHoTum{A-
z7$B65jS_uNLJx>;`5M&fVO#IO15Xqe_Lip=n-O`#wgmt|RJc*CT&;7(yZ`UFPD10t
zvRQa3&|XstOJf}$AIuDX$tUKBr%(bVZcv5+vM5tCeii*bt;7Cb$Zj8?DZtocpN4qF
z3e8Zwm#$n)drVA5Oa@sW0ciO{d75ls0Ac?iJCK!-R@d@i*Ib$ODBf+Qt5VjiAlh@J
z3wm4@q8`!pP>CyU_ddvy*FC<67^*{{Pyg^I!W?r=)N%po{8Vc8&vLEovD;tHpZ!NQ
z&zV|XItx2FHfAYBZrDc&>QI4QHU%6?O+1wbV33Grer|zQX5kzpHA%-sH=#)g&5~)T
z^W@7%P#L?qGhZN91+pdSn8)ZiWhl^0M(jHA8iE*VZ)^9WvufH}?uF~GA~*NefD{1R
z_;h-r2Fsipvel*nQrDXl32vIm#3U<*jb@XK@>i5Q`E`V@D^)N9@NCPcNLwWt9mDWX
z7>bQSz%&y8PRq?C^Gwj02Z9hmm4o#<Q78<l6vg@$6hsH*iH)EF+mfJR+YtwG*xe{^
zah~nWZczT&^t)RTC`Ez2DS355n3}EmeY4OxyCGoLL6ET^7!cQ1;>NGY+mOi#wM=t#
z0nHI{cmVMkIy#odz!&&`&CM-9m;iuKN&zmQ4`MkU%{45rOa6~_TYo^Rh8r^U3Rzsg
zVLA~Fp!`<B<Nt<NMo5%(dNCF?08C~TV9=+74rM_Qk_s%yq^W(-vc&gEE^uT)Iq#|s
zD3AzQBl)TcOcyRxfKsM9GCqs;@3yEF?v)>p5rsRsNs$k|>G?Rq#TDQM%8+E57C!G~
zbCFSS9CKZXvM}BEZkK}G+83w(MVh_AjX?}Qqoo6SHIw{zK)vbD+Xr3p`?}46BoSsy
z=u*kd!9ylbfD2eT>+c2GuL5rz(0Zvb+B^-#Tix05t5V_<omxbgz?~BRk`V%+B%_7T
z-Q5Eq)=bdQP8EAQ5#T!tg>q+Hs6&s`IW<>1ximy>><Ki{3;~vddTnWa{R0h)2q`hN
zbM8-486_ZMM;A5r$NV^pps1+!xpU{V-WFDZzKe6aP#txmYag`&H(sf=cUmnStLLD)
zx-e0xdN2L(-GrxswMG+DX|E|b-Se{kumKKa{?b?WmN00kPjHC|IzV}Wy>!e>k^ppe
z1YK^R&~n+8J{A_(i#14Tb@!Z&_RPBhb1Vmiyq2a*6fJ|lK!)AJH+tzUAN>D1(wmnY
zL8q54P{lv<0A&AV(A$2{1)NQ)JOW{d)6NYl@tY!wKpTKGoWW$_tlP(RAApME-(9J0
zLv2x2WJP+69v9^|56Z95NBOwDVXeWHcY55nMo4g`P{Xeelwo<EakQp3Y85fqbAmEk
z(rP7UXW@hX>+-rrqy(myxvTYessF!*u%HF39;ijdq*TEO6ff+_Zim_k)A{QU=B6Sy
zn#D0A>Ixj}qmrz2nGM&~0k{wbqOLYngD;(0K_#`3189LbxNQvd1`9PaGvC|wWgYW1
z`2Q31uAl*Z<6qA*CfzREucrmvQp8ObNe)_%eC^0>QyfEun(7_#FW@3CzRY^qzcNw_
zw2P};f0byA$E|^CnZYaT>helt{#$|~2KT2#YPv1Bz1dJI%$i+1X@3jG|F538{}XC{
z5T&+&DR@;S4vvDpl@7RH>zqd`zW{Y)zxXUAnJk`Ez^fIO8oZSLtj0t^LJcIqf?lK4
z>-uK{L6)9Y3MdWvk2VTdv^3D0ZV5`t$S4DLrW2qS{PMwU5O~6#+<JNhyEH``s#4`+
zYPn_?!Z;sNcillvv$WL$AA0ZX=aWei-R!KAvYoU=DM8rKa_HK%2IbpS|C2q(u?9Te
z#Bo(nYPN9w0Gup){46!h3cyMm2Klr)@|_#KbQ*mYt?HnI&l90QD0^TtGtuH&8DtKJ
zqHkGxRe*Yuz1s&x@_VX~!?u_M;6Wp8x$S&lu)YN);EQ8?WMFr5K0bB`0->3*W>DdV
zMky>{P@G#6<TLHJHp?7}t-MK+-%nqB@a&2LRk#A(?U7ry^f}(sEJKbpBG@cbvl?u`
zuG!|$SeC1gOi{6HdE|~B5rsvEE~b}No}oK*n(OGH+grB#xOJ^-;$cTmsyv+f_E;V#
zIX4-9^PA1XhWUn-@#a=bB(8KoZZ^Mo?zEidCMHJl8)Sy{hdsG22IUqyehfdlY=%H&
zdQa@6HWYRM7cCF;GE)Zl1)FR@HB{sj$}&%bdzZ4Yu|c4}$p>8+o$1c7YBUP#=pEUw
zRD|5W7N(oCe&alY=Bipz_I#$+1<s4~pVt@lDZxp+&aLsJsiEVD$_L%LUCps?oSOCs
z+98!saznPiT5N!d-hzUHUyh~9t$pSOJw@UzI_Y7Ds>TQX9D?*iumYGd-Xu=^eSc|(
z0GkHnp`T5{JRa~&qqZT0o!6i;3N#^wwwFWDo;t5?!sC_qI*xQmLF}-Su~Y+_=;n)P
zgNjdh7{f8T-~`%&FQ0B@YB^Xame(%IlznJU)5ljevxzP3nZld2BUjG7dk?+p!)1GY
zU?1{L`;`>56q^Vym^U2B(ZAfK=-{Um9~iRyup%ls@s^(Tg+4hX#R6r3h^AavBNZO@
zNzx}rzUUNK$Qnu<KHYdIVcYU!{$L#xUWUQEAR`A>;#YII$XnY$&}ck^FnoPe@zBBN
z^<z;YQ$~ej&z1UASG>r(qo|BP@Bpj`B4W+FkRTuOxGpaXjIUjr`v;s0XV1C1;D)3K
zNRD4w3DkxDwL+2km>vxXukJqtMIKGT^d)gD(I<TEb^834IocR=xj#w<TUG{!?4Pah
zBL9&n!O``}5hzje2xxRSa=Dv@#NfqtPjWB$rNMS>zi?^8_inDV6<>8XC3;a<{Y6o}
zO|X*-3@Zr?%Qqc6@ckR%(89{<(-t+<wTi%t_maF@h*4+1rLYnAZbDpLu0LSRp*r(5
zrqwsEm<0Y(oA1%oJ~5LM+Mh5eZr*%4uiRzO!XeDpm;6mt&o9xb5tVDW4NU{a2O*&0
z@C%!Y^lYMs_J6tGkg(NBTY=~4zSnDA%?iRm7JR5agqGdTG`93I*@Ka;hv~K*ta&sM
zqmn;6B*&1|ii!?FScv-<uqF!p;<r*RRdlLr;UWj7US3s;anc$;JR_9=1b~^NY@imS
z*4G_2C_CPmtST9i3c))wOq9_ZwIE7Gd{<B|Z1zC~tEW%0IvgD+H*)G5zyCw}jhtyD
zVR_8wIyy}Zaw%>&00WaN(O=ShjD1u)g2~P$L5XpMJ2SY&m%8wsyTgpczg2G&fOv>+
zzad-jX>$?*+)__tHbOxy%vWn)4W>ta%47zQJIlwO0I#GI`TNSlN-PE>U$-i2Cb|sq
z%6Mkx?*T83OmM|X&uDM*(FRCb3Qk_(nBWLKMUmk!X!%Mz14{g&1APq>oI30^9;8<4
z-51z|?TYeVyFW{Nxo$ygCHbbpLfo%WK8khxckl*F<6M#kX6c$SbS~}>O~;EiwG8}H
zx!ayn-yUbGSl(E#^~0W%RH3kF;1G|O&d}UpqvPsmsbOMGCJ}pzUBU9_ul$BO+#)>Z
zso`eJAfYExw`j004>A~@Kvgus6JY~2Y(J-ZHMQybLt)jd7@1oot0+dHv<%G0#}$To
z)P-t}=2(Qur6oic2gKLOfRcMomPQ((rRELM7(65uVJv6o?31+QaWa{5*G;~#E{*=p
zm2lUi>~|?LajP6O&?vt!GsSsZP}cIeeiMeENzGg2`(-zdBKxp0sD4U#?hkByRri?l
zix-A1;_YM0*{6|z@GoGD454u;vnE&3$R<;nFQt#AECugzNe+1wK|8$!6`Z==ysEdT
zBPl7*abihxmZwc5fTz>my~2;Q-&Af+*m!d$|Ai}R>A9oBJO&m8nRIxl{)YnpSo6o`
z?V9#MznA3P(4fXaiY%QvCA^vabF}C$;lLHz^-so8y%lS&O?Q<8+O!J&3I;{Li0a?T
zL(+8W5;nH0_HII4jvON7OaQ~n0RFDMS*9^JJ5WaIsR4MRlTpRUpq}{4RMF+B(F%M<
z`pptHw8Xx^0KxfJOb{&4ZhV&@qf-r-1v<vGqF(A`FZW0uKQwaN*&w`gbLIO~c3lUu
z*S^n6&-rVlUQu-r>VOs^b$CIk7F^+jc+w}vgrDzfBl7vae0O)Deiz&Hp`?X6&&n#F
z!tpPH*!tmVm--?HHm$Nc)f));1Jpi=QlAGy9k9LBa0C4nNZ8N+750DY^9XKM&WgCV
z<j@3G`CXCKxt9y4*d1J?u1lBmYRIvRCAp=1IZh>Z8=Acn<iEWAB!MVhqcPk!oa$<p
zO=Qjs6@K<iTEhP|A9VEKL3$PfJY7|Nr4Uv>6AseYLUn!sr6eMt&O`rx*vBvRj&$=6
z>KkIPu4|HA30m@Q>Z-(qDQJxwxFJPzhO*n$+<Q|rgMQt%mW~<Lm)fZ%_+ee*;Jwz>
zIb~`xB;#$ZqUrsDp`p(lkh;%+_~$2c!v-|1vNpyiP5_DZNgilUuN?gG*te)J?UHnw
z{7A7#%2wIYHah4dD2mRD>^xH9mlWu0r5QqkZik((>)=vt#R_H0@v1I}_f~0B(rVmq
zLy}a?Kgy4lDw>9W+*CCYC4v51p?kmlft-w(KJ+donb;*B(EvkfJ4(?uxt|l1EV7f4
zlSx_ncLvW;iSxqvoOj!p6vL&<mY!laO&fP|=6@<wwAp{RE@?>%JPRJZ!2r$T2?s&_
zjBIp@-fSLL{35TyQ!4k|A9>sowIPh8{l_cI8$sGBxjzu&(KVQuXA|$CPd<W_=gAXM
zuE#DcPCcyQ@Av*mzm`APx9Qr(#7S`cIP`>atIX6>PDC*>ehUQ-E2_uCZN6|YjuS7q
zb|jEZto+Iq-1o5~(}a!jhdcfcz>5`d&~<zJLzZNG)j$o$xgzNuSwg*pITbqQR8V~4
zkT7Np<>uwsU3=}XJ`WsLi)hvZF)WZR29ch^pG*QV)Fk9p7gTpPXQzLN)XhQCF?!ms
z<uH-<Z-VQ$dN4oSt8afx^zS8>;{+|<MI(#qD-QK+=^4X526t1B6m}kVw}g#3{ktcR
zXfP-f4fFoWd>2Jpu85&|J_0KS=mW*@bpx0ekH2)*5shu0Btf{&Qe&_E{`qbK`6OhH
zwGH@5oq&BnIkp<KOg1-GyM_h^+Ph)!VW>h2kFrWV>&cz<=0QTUaTMnmPtva)e=o{H
zKn?kxAmWNzimml)ioc!FdE3I@FR8g|DhYQ(8e2-dO&Jo${gan|(B2nz@^*AeMo_2Y
zUe+;^90wr`B_P_RZ|C)4SWi+CM=vM%zYZeE3#U?`!?MUG-qd53q+brw13!1L_KC#4
zof@$)DcbCaxXD-5OqDl2uNIxv>JJ74gVO%EQr~n60rkFHJUB5Pg!a|fbAAwd<j9P{
z<<7gHIPUWDUc=NRVMjauW7<Kj6Jw1CMVq!kdYGo_X=A>ccH0C0X5-lcFK}KEqlvdl
zTG+)DJ5={N1GiKum(FA8z<>DWR8x#5;UZ7>wFkQf+_vnb$+@G!v3N8}M3mpy8<7WO
z5**$xXxjl{8JrXvrJbn3=dxMw@G{oJ=vv*NMxl%Fk7Fn&XH5K(EwEdbO$D)>43wh?
z3xrhaMNC{vEs1rBAL+3IGN{nCFMf+5kLthj2a4gGO+NlI&PV@gwaqP<5~L7E*dbkN
zq#3QZDo9%1ve%w1s4sT6<?T9RZwZ5|nQO6oE46<tIOP8y<0TI|AeM$`lTs(GZ0~Rf
zTNim!$wk7;W5+#dT%BR?yXIPHfq{cl$ChLbW@R#g=zy=Z=~9l%5X;gVq$E#P=aoAS
zO*Aym_66QAjOV4VfSVI+2@iYzosM8mDB^GF2JOkc8pkFHBlbw>x9kz^1CCfcFr%{)
zx~U8DHU4A98c}wfMk)PTr^6r+5U{M)p+^qq=o6z{h4u9l25V;BRYnJ8Sxy5G5C$`a
zPQ{1f7NxPq-sVOb*Wywl`{euh!2muQcXt>ZlfTGRlXyZz_C7M&{K6Ca8BhY%&a)p1
zZbGmfof<fon)Ilp7p|uI>C1AGTs&Iubx(z{vxhQZWv{DolYM+w`lc7a_1*@Clvfx*
z0_JrC3DT1f!3Ks}R*0s_sS!y=4ZacaN{lp_CE&tcZ(<kgC{Q7A%kKQ=c5G{brqwTH
z&Q?U<VZNy-UMzZyCSBku;4l=7laPfCUY!Gke^BySXsuY8%YQqQ&LKAyr#J{D(2uXa
zk!50G1}67)2?vu8!9cCp`PUvlt3vO6i1i}0#`4f}BL*qzwq}!!w1H9mS$8BU2WI9B
z^Qpq4)cO;Y<15amcIql>iLB;;tNd#Yyn{;lopg>g3aD+|>_;y=Ai0u8R5rDo8D7Ka
z1pQsG=c1$HuJQT(ll&{tcRmwep{8dIEhJ=h8I(OE9AUR?)gVC$TD_QLFhmAd(Dkl9
zZphYJgwpG1(kF$?Xq8?y6JKHcj?x*8Iz0NKvQ|cCk!rC3`6s{g$)VZGkcl<I2<;26
zR#A0egPpvMGcpD&OW2I9(Nk^6t!o?=5*rK5XBxl%bZGQ4^EbwSCxs#gKXu}~{3-(L
zP&j*+$$1Xe0&dxp-`0S+HSZ=IH~9FTb@($?;HZe?Q;ZuZ59Ud2i@jdq8q&sa8h<S6
z?sJ*M!Gt#clizq5)eP0oeQ%C%tg)T80(u{8r2Gvqytaq;Kx@kn`S#E38vE{*i>?i^
z^k}^@HlShLQ4mv)d4>5Mb$NP{Kym2$QW%)X6eStj{F~t%>`6WM-VtE?7jnyn&ddYH
zaVq(A-^=AUdLFfQ*^~e?-6P65k&xsVhzl;ezW5eQz;UgK3cy}V#x8gAR=gl~60pYq
z{w~oaZXu0bSo-5njSJXP?jYAALP}veVyF;C?^h@4YLP_tO>B$@7(K6;qnr+;gl<DX
zK3%5-x%%Rm*_jgHDlOl+qgp_F`?lBJ`rh-e7pJmU5OxwmedL)>dWO792=>1w+7@N8
zI+ll{Q<{jcw$!3((<)(f&0b_9`c$-c%C*jbzrvwF2dS(N_0|$LWy67ol}v<>g(o*<
zNRYO0inM0soNh^4+4AH61OuX)(mZ``>JV$Jb_Lu6udmk|HwEzCH5&)JZ|PLBazx|V
zt9)|WUn!-7a>Y-c*m^81iEXTH&nqx*2U`&?7SaAz035pVg{UoA{m3X!7pWl?85Ua0
za4=nk8OX@8)cFYnH7K!^z1={^lpuFkQ1)a%VL$;ec=aw7nZO<I-c>b8kY$O7(D%@j
zP(<QMd5eAa`?2b}+nPOBU#ET+qgQb;=QzUkK!fwA$yHOYcS_?;a#tLZw6v*t!FR&>
zp|N>|4LmA`W3q>ZZhg0kX^T3p(3a10x6V{p&du}XJg{hvXmlV8O85Ti#FKttuXB({
zY5pYFtwqwgqD{rDHhb6Sd}35w)j$1l=YWYa<XOx#jr8y8rkIT3m%&&1vCQRb&Rv&P
zyQzV7TF}CO65T}oABS!1(G7}Ar0|)t4T(zGSBFc5(T}vB?SQN-F0ahEq_Sc<+}GwW
zXr=NiH)kjgUP*y8C02h4Qc<t5ER%-j<?S`}Krnz3eRv;6CGuZS?YeuK-HyWB>X7um
zr<Ddu=EZ~D410t{^`D$TDRF6|qgUg?&auGEQh#7GgQw0`!1G?7(;GY4Cr62QowSBN
zW9(CWuaticOdGk`G3BsPcJ}aX1m&jbK~cl+8Lmi6y9fMr__@NN8wyqS*{R0f+Ct#1
z6aY4=t-m<rcPg8V7am#txT`nqtyI^Sl*ZNoLF6Z|QB>^^3x`b*I6p8qE2|hI!iFcX
zT&j50txlnq(w^!K2rl1*_6<ttJb5=dg~14C){|oTvykryn6a~Mq%pkNq3x$LLE%Cs
z*QRW{=l5DsDlrO}AVwKKcIfhwIbn1~T#Nk`V}tJ*>q|p*%5`l~^r7WHfB6|jr7>#z
zBpO1d_*Ox-@)7VY8mL+fzI4ki!O;xfFO$D9P(FwcgxnPxXFu3tp0Rb*5mF?$ZpOiN
zlfA^uDt!M6*6^?XP_R77D*F)>_bOMoZB_^JP;Q8cABJ_Q<!N(V=>X|w9E3v|3ch6j
zboHBj*E-b(dTgcA7793yH!y-jfAVx1a%on@*dnOr$E>W7kSTaigv{|!Vd5(`VzW`y
z+(R7;rqHg$3<Fv5kj9#3{#Fh8Xw67E#)OaD`DHg91|v|%>w4lmdVisSK3C}H78`rc
zm*scc#KdGjlOA@1(1yP!^!dGm+q0d19bhi~z80)dnftNb05_5!Id-Ic%3EiaOmfdW
ze`E3tYfp9$R5Bv;wSu55%uA8p8<SO&wI?@Q-CV8bO|LoZntF$ALg=FVEVZQ!xQVkA
z>^*%0vb~i^<q3jY|CH$gbf{6EX++qZ5aZu<^(wxXWAL<v9YVa<ZbA>L`#%Ns3+CNc
z9orJGsi-XyN2j$Yc_B3NdW7-cfbURTR;FQPWyJ<syF%C^;Kh=CePA<pG5EmP*Ozil
zaV$L1oS}^VPca*2E|s;$%QtiGNN%b{y-YmMU<}_YO}R<f;I8;32driV9cVo)c7L#x
zZ>_W*1j_>aaF`xO<w}aoV-u}eR?(j2fhn^m#}#wFj}xpYHMU96f3^PAYwF!pmKQm>
ztr&=z7n-UNNQlDgOJV`xfR4EUdO_hp;3hFE3kCX=E%ZoDS5p-LW=rvDP=6AHtIm^R
zIIcUV_RWI2k4E}M7`=*(8ZM9DGanQf56Ov%evlHKJf4ES&?a=67Fk<uK=irbp1pEr
z{=`_<o8HdpSF%?{Ip#NlkCMFxgPnE;Yh)yAQ-}kf;w0`12(uV6l|24>T9TL1+8oWb
zZ@&1_|2^MaM^-9Jptbp;0MlH-`}exvzh~+T#<1ln|Jm*fL9x3v=~B}&7}U8=mPwF7
zTu22F?qa<6?c{gflp>Kbw%5SY-dJD|dVF9+3cgdJD~K$sa}_>P)Zt-A_1odLQG8%v
zH-q+320Q0cHoXWmiQ5-+sHd#0O$Yuc9K6koOek{NUi)QQ`QT-tc6RVLBCg!b_ghka
zNlDfm?FasmgCGR+`svH-l|fIBTGiL)oxyVNc$H6@&Tadz>cY!I(C72p$iC(?EZ@GC
zG`eeKa2`BptU=r}&s%tRZ&TfMU(EKmv|fpSRNN1ei1Fivy>IF)e-~=&Q`5+qb!+W!
zuVfFeH--CR9Ce>E=PkWXNU#YK77<x4+lGa1Nt%CQ<$m_e;i>T~kG@4>4u5Fv1Fx0B
z#p)ZR{oQhNTPY3d!n23h3zYiQAfJhA<Rq(0#M+t%(dmB1d=CwbMnY`CwP^?r?#{0G
zl!Updth$0vo|io1nK*xqp^)}_e&FQ6XwFgP@fGLi-vyn#s%k+g(eXE)RIo0i>a`mj
zgfsQDhtBJp$M9htKMY?(-f89$H2RV;(;yadopc#I`~+xfQBbM0I_=6ESL3N;$BudZ
zN-{33tkg?E_`HFt2(I{3!BQfdF&{Fs0`vOrVTYs~ow}_^ZzsI8ZJ1%dZT}w^9k{42
z;06QwrOCeKr!5#0L?XsE`now8+LM+iYizn00OiNHw4~%c8y`eKIzHiiNMYbuU(oB<
zB0LZ6iOWxyvF5tpt=RB}GACh=U&hAtk9^}aHGMZdmfc!#H*d$=H}kw-^2T-_0^p(Q
zk`ei=f0ysiJL{pZe^zI`L9;$Vz)1(yLI;5mzO888H_cOy9R^7kfy8^DXe70i8Ehu6
z1s_mB&IQm4^SRzTGND`G;-CD14HXDV94e1+8Xv_wegwh>qq%4l6>tvjRh;#Bt-Gz~
z2<&{HYXx&&(EZIA;IYg+(CAjhuE<Y1yHxx|1DtqDJ_1ilzhH9(Ei!Rkna$&rFNB0W
zVfY#e%R#!s&3s?<x*t};vG@Zei;3fGJIXd%*Ld3Ies&yA3SRTT?9F_>YLVNmOb8F6
zfx4FW8!k@sV$c6xw2O)xBs}Qg4^24DIoJR57El$Czc)pnswSmQ>+2~B<beyy1`0)`
zDrLuWdlON)PbJ|7gEMm9B6VR)asL$}|Ii`suT^e;p=vG&wLn`dljl0s*_$wU@p$V*
zCiZhL;ttV0`5#a~T9tzBJb~I1;Nv+6U7XlBIVtX|C-bQKpKYqg7#gXS1%?Eh5jGxn
z*y|_!wFJCGpz$+H46An_W6iHFFtc)~0nNuZn%U9;V8}4t!8hg%I3L@W)o!vRQD~Wt
zL9aiip^*EwvxeiWz$Tlk3-Ias<GhtvoP`Y`Pwz~+v!uUg9wl|?3DoQW?--pDz?gE$
z#;d;emduuM10w*U+qzRzGp)UgrM8TRYXk=#8Bj)l@-B2wryxZa)bggQ=U-<CA8*Y4
zh?O7J=Q|10GO*UjS0WLYr?QEYnQ}W<`g}f6mAp-sfv~1qkX`Ck!<=_cI66geBI5am
zmd?HPNKu%5g}_t2ASufQDf3AD+?Z=|vX993Uf_i)^h3c5ALGD#f}=B|MXRSn8LoT3
z;}b(S<=n@5N24-d*q0n!?t4bTWw>5|ZG$z6PvSE*QA@=%0+L;0`QVY5Yo%_!Ja?7v
zjeAFHnpQS{1AyVa^D?9_Xz0P(TKXyiLn*J|ox9|9>6!tdBxp;-Y^YB%UHaHw#;YMb
z=U+4!2+(0u0mCKIIvzY1+6!SbXoFcE<DdZ!+oV#IZvh&99>taia~E9m7%LVZ^Gsz*
z8E%?QJT~`88Imb}NTx(a;)0*z90$r0Z*(X%=vf|`dGPC3HI00MW}r~@icYi>-<7h>
zQeBEjoxBXzIW*HSS&jBsEP#@+xiBrnLE^p5rGceCgbfKx5C~9sO<AAXab%1AV^M+k
zu{8}-LSkv@T0y$7qTcWB)c`6Aabgb}SX<KbKjbS7hK`1;{eD9rp`GYsk>K!zURa1q
zW6skm8mvheGFIzey|40DN+CZUZ@sC=Xn-yGV;OBMC@Z9N$SX>9RN$Cr(0(qay=JVw
zOTX{lC~%i4(2c@L%4lqj9Jlc*E162!L&ACl)vIBw9HCr8|Ks$J>-~_H?iUh6@2QuR
z4Ezlnz#(h*9g<ome_=0cFY4-W%BEsD@l_f+6xOd>$QcJB8ImR*;f=M(uLVD_69h01
zJO)}Ggnz|Z&E90|gz_Hxj;tXg4E~T;^?$wp7JplNjrbvw*FO=-c?Fs8h_~E9o`7fa
zK`1HMKHy2K@?oye(cO!0>-lkC`p2I03XAfSGPPP=d|*nD<Lq@FTCrzrqF6}@2VzV6
zaytMh`Ui3^eUz}WR0FV2QDE(H7WGZ62KX@yeFYLJ<!E}nfzmvxyltKcL)^#%7v*s2
z#6clB9d4SFpVr1o#U1qsd1)7X*@#RgO*dhb*a`dyv<P|e(Rz2*)ym${m5^TK0rP7!
z%Gm3!CpQxeub}UNnHVR&Vl2te9j-aUDPXJlDErlfboLGe1tBPF7|0gXcVD0~J(isN
zGK}?H=*icaXN#ipSxNiAoCoG!o{z`|sUQ42l!2nLRDuTbWH5t%M-}GXZ=6s20RS1_
zDu6AHpJ9#WM^xnFL{rS`Z>Q~qd-+|^2ND-50v+O!7ATy!-~}&F96sAXP^ElH1Hjld
zp8`%)rU?tDjV_=+$5$XY7Fzx8lkcE5_GR^gG+|07z?Z8bAmUv*TF_yd3|44I(6Oeq
zvNtG|IS&RO1c0E&jr-$)j95n}-Ip7f6Am5gE+P8*%^TP&gaRbt9u%S<hj!7Y$}ak+
zvzLo<r>aAdN%|C0F_8DJ5RV)jT4SpC*<6V$?fPHqSMv@MeKIVocswV&7=5N@C{u@=
z?#25S5;oOLa|<^iLvlYEm!XwiNX=Hg)4Ub5{w1Y^QqbKD`ckcHlf-ayL(6AmOEFGR
z1ctxj|MWh6DvCZkk500BB^@+Bi)4Y@S%Oz9&_YK5k+T{PaA(;5brEC)h$KkJIk$K3
zg+4i>(F_R`6%;cWQN;$AJZ`j;Z?CbgE^N^qR~MR$@C2y+RXFS-FZ>b+;pOvB=>~bo
z=PbJ`GeQZ~c!+k_hC(XZ=oc)%8J;VYWp?yHGbk&E3kdOuC{WV?NW(+Vdt`L!XN$C8
zOI`$I+fbs?mgD5y*~<~L#W5Se_vF8n5#a{gcWSH7cffZCd3L78a6-io`$6eRdYF&i
zU7$U-t^vrP1@Du!knw%#VD49+n$vV*MvwXw1a`1PppcIh6|FLg)kO)cUf2&1!1Z#E
znR3o>T&ffLWa6nnp7+hixg`p2`3#=~&x9sGg%uZn%xINV{w!u1D&#G?&SYHA$Or<)
zAb=nKt^^PO%Dz7oc4ZSZ4vU>t;pA8R6tE=~%q1&rZn}O1sSI9X$qp@mNR#oat<Uj4
z^vZe=zp(K8<1=!S;V~PqUFWqN1FWE$6mGA`+~I~<?>m)gmbBSf*SO{TmnUmfzI<8F
zK#HVHq3;AN9VxMno$iDtUCoo*BMyTdIC4i%HLmKl{&ZD~a^U7V1k1cEd~wXQ-1SSq
z%^~;3kG=aPE$6N(dz(G{s%u>Gxqex1n8{(WuHa8r7NcLwUe*TI6H^qc<{g3Pk_x)K
zbdMkLhuz_)_cE_1_(*6gR9dldq<QVnreYw78FPt&otlhQ&R+6bNS6Y=9UAKH?Ev~p
zORK;Y4fw1KCdV_M6wL2(fYA@!SOVRZnuQT-d;(V|-438Z=NvBCfLYQ4FggyLRhzQF
zgidwXBB=HM9{8A>(VBewJ+fr=>0lf)O>`vb{Pga7<QBfvxL6hnT(we8k4~j(X@!@I
z%*TR_I5~ZSr#QfTxWsxts~H)D6ANr?5qU;uIqjzz#RS%irUipS;v{}w>03>EijnbE
ztGF-3A-FK33(1!Y<!wmOF>&L_$g1m%*ddC)4=xsk&`)=tJMD%(0H(Sy4<G3%+D=Uh
z%!4eiXYgeHPjZO5IG>7;h4m(sfxQd$ARD;_j98xw+H8BBKaP=nZhM83xA1c-afd?3
z6Cq2j!AwniKkF(|xodLKR5opozHfExDW=g^RkZIl!}44fI9v)vQ23yhsIt=7f`7e1
zBaNRr!4<j&DNZLJj{di4&-Hi0CU;b&_Vv+=qI%WFC9lh~RkgKV8#T2pK<1(s8_?e;
z?KiQQDQ`I$OoixLsi+#8Y$%MK62#UW_DRq;HNyKx!5!wPv)@apPFq}|hvPh(wq7F>
z_SB74X??QDE6^#4fwT;jOP^^;i9goxu9SdF@y-y4P~^1hfKO0ex$<oQL}a>So^p`d
z6UZvl<Or|r1U;|#dB1%YOv0Ihiiht5AUvG|DpEu<<_b*hb9n{7>71(GzE@4(@^g#=
zR-Gj+6!lJF^0Kt7w%x?1x~cjKCwugg&Q~B`Pqiustf~<dth)BKz<a_eHxrVan<YVh
zQmKZ$E@3im#XzW@GM`L8#HFz2aZ^ai_d*%A&io!SJ<BBbO;ufKer~Nzu&VWQuXZAa
zSzG<8Ia0Z<2hgw)`&TF@lES?R&7{gZXETvbY+885pz+FB<3W8ZKxWE^hNKp>vt3-h
zod;V4d&c!jr-Le06N2{|_NUF9%8Bp?n|M62U_~_Uh{cSwx$iylj56kUiux~^)Qe!a
z8Bm9plL|3F<n|wD3n@u4fpgO)r}1um&MsvETi_yfyVT7K{PAqqo8$C($<u=cM2iH}
zuDn2D<NTj3Q3O&sWe?%#QI3Li?id9V)%ny?la=Y(trvTRwEWz9rBfY5tLe(RrYwqh
z#!1=zHFIe2_w=LIi84+O?@TY;X+rg@n_Wbq0>+gD^Lh<IQGES0cpX4lpuOd{o?aM6
zD)yv@WQPsh4Pm5*O>7ws;d?54YKWZv>&Q$FW6x^E+iryP3Kio$#KLg9XOm^t#?Q+R
zgz0<GSqwb`F<iiVR@nNqvfnTFKt|O(vkoixZv|NMd*`Ag-f7M`vQ%<ircVgw8?6d=
z#Um^yhsR5tXj!5h+9F_I&*7jp=Aao&kq!>DBbQEwmf|u3s}!W$=Qxm9&tJfEcPG#b
zHsg~ku%T?)R9?2e+!1b$@fKAzmY)?=#8`JdCX{qz;#(^z!bXX0?k@e7b68$U+!)?G
zh7{a9ul>bYJbLPTk~Jf2->1Iz`_Gn&xt}d7;cvP+Pl?~JQI0TQkT$pA*&`kzY^&#A
zt2p8dh7$_4ADR&b2Px23J>+vz%b#bLUZvE?9pG*f_5uO=%nhg59hM!+${9l>moc-q
zxa6}w_an%)pGb+QAl<ap45suS(k(V&PMi22MSm9zimJgv4l7!uT`c!AcPu3ZMN98f
zOoJM4-<Lb?u15fhNi+QCka@|%l8zy+n0DF}`LdOKzje<qFOty+sc#(1(E7zNP=a)<
zZ}qt&VV1VQgyru+E2q5s4=x0~FqQd&W8M4Cw*E2#j-jTjcIv|yeg2&wO3*botl*pf
z>GZ|zA(6JCtlwDX%P+6miZ_EtUuh?xg3QqmlbO=NYSgO)IL24o7Y+?|3*7_Spq~e_
z|9g$z8=G#bHMaa(cqgrfy`}gpLO@2iW$^hC7+<d4?Wl)Q#Br1i@y96w+TnIchtjjg
zSm2Xven_)M><!&UT=fi_GHEaaa9*bP(RP#<kc8lx`FnSwH@fd&JXzEV%;57RV5H@I
zg{+WFmtV(Siu&p<ei<lsYPWL&R58Wp>pJvYzxRn4E4~apH`LBvP2R>I=Jp!=LC_uf
zX8U5GZ-*Dsu#F50Q#fOXHMf?25LJLoeGYkiy@5k#6^fkq$RTT1CI!@>i95S5O3?zh
zSyyTg<y0|Wxl!VlezG=<oC|a22H1Arv`-;QUc9QOI>2)xLkjnX7@hALhqhTz2-;4l
z+SrJmjX8!&HW*rn&2|~iw+MQ>Gj*@L!uP`BpAYlqbEUHIA8Er#<%7L<8;jd|-E%Pq
znLw`IH77WMNYRa}(e#+NlYHK89WtdLj@M=cG=s5mbbo9gN10Ue%Fsk~M`@{(9_bIO
zCTnW0llDqcb+~=@G&^wn54Q)J)p;w@N;=&Nn?fLdY86y~FtNPxVx_CyLmuLAw+URT
zF69#35&QUlq}S#&BKnQopE!etKJUl4Yq*7hst`fV-7uy()jjCOaffa|jvfi7(JCd=
z_2<=F7ck$O`8I7BWEvgp18zq!GQzZyjs{P84|5@;avN*1(-yEl@iZsCs$f=7=L%>=
z&*vJaoL%VXkf|oU=1U58_z+ASE((+i3bYOhT94A;=}_|d_KCjv?t*+bwj{WRh_V4Z
z3}9;zrxQ?qdTKJ|Ho;KRf^)P%01VGh>#Mqcz%MJUOC}mP3|MHv`5mvgvXxG3+?}IU
z=vR9gJIvVIJJ3YiJDlArZJM{!Kvgd6bD?;+V!uZBOz>tyFnP<=Wzu-yYU_>bCg_EO
ze76?C4$>O=+1G-i_4~2E9(Krsk3C@n&ftu}(E0e`R-&o5f!OpF7FjZza{W)|wICF|
zcdvWUIo~kO7tz+iFq-D#7h(uGbgZ|T$vxEkStfj5O^2hshpej+PHN#7&$D4+Q9i>u
zP0k#Lr-Mvq=Ng9zN7+5%5~V+Y>24ykuzA^g->L$t=ldD{umJIHi-8b`K*?csGkM>`
zccg-TI?jAopB68O!>P5S;^jg#Ojmawg;XCslv=m#c3n$<B}!xNh{ES{38U?3S+4<|
z=4!tPa}!gD(73$5UYlrI7gq8J?XQ=N;=~!R4xB2g4cPcngs4%TZdHaib$K`0KXckV
z*q|*?C8>OGat1Iv-SwuA)S+j}+0lW|gjmU&@&%=O)3{AmuIQ#-=98M;TjyJUOX-=k
zRJWH2x}@hxKihx*+>OWp+|%%PQ>s_d2fKqCPpfDN&4!8rJ|BEsCT3L&rj1NX4g%aV
zv;I6tK*{E1yJn>pd`lcjICxfs;Ib7-mfJ3=Ua-Zz?}QW9v!yCHgVYw1#t$7p$k@nX
z;8NX4UZZm8k<XW`P_;D+vKTCnkl1xJR;XS%7vHYzX!k&h&?$xJkuz$!B8j~aq<JrY
zic!XlbfLw(CNdX<b5tT<o~WbB#$`+yzp7ipc^<DN4$=pf_aUP|tN{vOFyD~1vlm6C
z?|ljr@c0vOMUHdb&lNLoW)y40)DXi`;b<;P&c^%<EcngfNCUu|&``(}Q!W)r8E#%$
z5VWZOOxiocxnzoX@Z{~&-lR)fIcJNH#+Z}s2xZx7LgqS?$)g@ahJx2njfs+qN$qa^
zldWb1)ZMi7TfoDxx1!2CQ>9-v-n(ZQ5Ns7@ZqcI8EQ#V(<<%h*$j!qpDl0UT*96p!
zqX;&KjmBMm`(sEfst5Ze)oVPstLtIIEUmxGIG1EIx`8sr|A4TA0UaTi?K&aD;B`LK
zhN=Zw+ozyA9jXuHt1V}>DqB!OBI+y)54(aSlTGj07!T61;*nzaO>Mbni8?Sk>%DlJ
z&EGr?<bj5#n|;iU5<r(EnNEMqpOF7EY`Ql$8;#!orZFk;z7>;zu31S*?fUc8POZUM
zZDm@RV{8fDVi&y;GFVU|AGa3#4YE8#MF1N(wBI)OwM>cxjy_1eRC;CyJ@f&U^p+bH
z7qGEX{oR>g?&p+Tx$nmkU$Y~jTr4acZ{4)NVWMYuh+l<yjHGrN($y#Czakele`Y-1
zo1Sn%Tl%?8!u>-#ANsgiqy_a#_aK!o)EezH8prl-yE)A6V18+<5x8Z(TR=ulFJyJ#
zuWG(FYUM2tYB#(ylu|F@@aF_>p+D+s3-P&+wWSw7xL#+%-!R7a!pn=i$I&bA9tuyO
zLV|0|u$$4t+s}E6<nHM^PbzI{R#N4&M5`DZ+#Pwj_ayZ)q4FTfLo{WoQ5jzS)%$Uu
zDZ$N7)t{v9Ps+S!!VJkU1b@7JTlo#EIaS6m**rm#JT;krk)_cn;$ikL(#GdaKs&k*
zYzlY1Bb!k;Q55Uj><p>96{4a;>&JcVNnwtp?SB^+p;dk?hn;T&M?Wi`#C9R*iF}j)
zCcY?E#iGZ9!^!b=%Wh5e>K#Jl8$B}rL*P&4yaM+nmmk(xJ$?U|V{Y}PJ}w=XcOxG_
z(7Mx!&+lLApeg*WtDm5szGYBPG6A<w5wE~?z3I%f@^N0qemnN9h0()@P0>NEJG(8B
zrhDH9d&plG%hApT&#^th_mnWJA@BUN#G*IKu%JsNtuH!eMG~ppmt43zVi=N$%>%Qq
z1>G?e+#MX_eXhJ7Zkk&-f1habY*ek!3R6tHPgqk8VzLLYY)NTv(wal%mZq{TtgYk~
z9pm8P_QCRTbna85yh2}NmJ-z4Zn#@Z%QjYo=rb4kVDh@O`uvF{+o0*Iw%L<S0UNpw
z+f^u=IqLd`Ru^zw^AoS82>^)x-BqxzPug3eQI`0$5I@IO4uO_Bi8VIk(#I>OD$lHt
za|_v<9r&qW_<Ii(@zAYx(B%HY9HCdt!m{$tD5h3SNUf(_o8$_VXb8eLps;4GT65qi
zh9|_UoHK|Nf%$M7w;DuDGmhO?N!to#di11(3?}_sXv&`&j~3igvuGuhvYR%IktE|D
z=`Gu$EQ?j&Fdk3g06dUV(X>;kUcoRr=E6ceV{2UAL27b&ND#ugV6<Y&zb$BL=<?o5
z>~&y6xDH@v$@pYd>awu{7q%M+^8Rf?RkrHa{bl%^bK;!rMHjLP`f=fqUD<_wTkv^%
zMlfr1GFr_zGM6CO>QejDtKfF+4?53+8!-~zcSPfJe?0I7yaN(1&|~|SXp9Br4%7X6
zhgmqiDi_&$PH;TH{J2d_PDyYC9M0=EG_9-{rjg2``$6jq0~b_ied=RY%tZJ0&O5Bh
zVm4?^AhX|+8(8Wi7W#SBd+H9GM9gzi0a<Mt_eQIYmleM2DDXA~9d8t-3oOsj>FAzC
ztI4hV5(c6oBK<<@#|+I4SL6VJwZxk}m8~e9&(@){zNO`BR_bE742xQ}Jg@MceBZ*r
zc8Gg9r(})tPSpBrD}=ha0L-SXWvk4)`~+gB(917&#VMYw%AH1hzI8qqg;y}ljAR(D
zCq=}A>OqGFWdxMur9)l>`}xF7A!^1=6)9AQUBIH>!vzvIKJle{EuGu*TK{y#w(wK!
z{>6b+jAE;kxokj+f%y#FymFu>zzZ{p**M@+?EJG0X%`s8R2%vFVG=VIqT)2=E?M!L
z2R^X*&~r$t0AvS@Jc84XPXtt8b5$oVCB=PWw}sJFr+#)v_$n2mWSg_kx(HQK<!8H$
z2o(u^HD|7&4|urmBim@%i0#-1_FCEvF-3+5<FugR#5ru9d`j}oCHO<Nwkv=1!7dc#
zw-nLNU4U48V8fkrYHyn!WFe8eTmEy1*#TU*q6)Z<ln{LMEeer~g_iH%j#Qn7EH|PQ
z7F=T2V!IP6^~=qyOp>xJ405EBm#V4qo*zvNMh91T15n_@vDay71-$PZuX>|IccUdX
zD!~ZG5nbw1>U|kPz)tiUzH@7{2^bCihVQJI6f8j`XS)jVp+EY9Dm}KPg6N5Mvc<nc
z=GQYF=3aP3rGT^4o4e3(*;pR#`)(hc<Q~&|IZFjuXdLgaeffh1qt<<#(xjN2zLe(Y
zO1*VqlLX-D0+iKsH<5Tpp(?=Z`+*8jW2LfVE8p7oX2GOyLxqF)ZIZD}0IqFX1_#Y>
zVF%4=f=YWkmmJTrArA3b(aC@CbjU-4nrFzwuRS~gu2x}lt|E`Jr8LtY_V(f|S|<vR
zE9aXbRWxn*6g$*dcE1=h%w?{q@2n%Hb!rs@=59LtKww50s~|VB4eI%ffBZ`(zs9Y8
z;d$E7EemV3dV7V3caoIQ!`qiLn*fAiw#DhQG7o?v7&_{mSVS)yW)KYwPb=)jAg2yj
zL!6Z9JbPM3K!|soH#@eX(KS7z;CMulkf7(2jpl94qJ`S4hu2eHKT><Of5~P49yr(!
zP~dK-06;mO1{Yorw{n*UBLwf`chY|IJN({8S=#sd>)kc@+@thipA9Q{-DLcf6~nKM
zNXCuVAS1;}r;lcD?aQfvnca&4LH=*EEb8wxGWvb_R5s<WKx(R0Yt<OBESG2weq5;6
zcVO$eG_V2)fe4ngiav8L%|9(po5d!!kWa4#VnYgD4#f$z!Gh(%JvBcH-uIHc3lnxf
zI~7<Nt4s!jZ=7%zDe-W#E9ww}=QfytT5;-Xk<mlGMGuL!-PC0wTYVz@{g|bl$$66D
z&;lvjb@-rns`RUpEq=KBj>NaX&EgUnN26GgECHAO6bLjrczI|~3QV3x2ne`Vvnw72
zR45)@m%rdKjVn0eQGSBMKN|U*|BBg`Va<XHBaDvW)ORaj9iY8;0!X)zx`Tnp$O#iF
z;8_N&BN3pk^r3FF%Nhbs8ve?(KZVGu6yK>+?L+WKA7pJrE8pi>hFn@Ju*o;1ZMT6O
z6~^gp`%L3L6{@vYB!i=58%6&H{dVbn$)~}d8z7vPV{-`R74tnPe&ds5-p0(cI~!l(
zZ#UQbMW_inPR{p4>Uk0eo6}v{51L%df)xk8Hi6msf6)&d@~VSeEGUO*=96J^gVD1z
z%VHCrg>_vXB{q-u$h^l}qk4XqN$%_!TJxublt5`Bz!r>-9iE*2JU}Y6B?3<)!1aR<
z;L7wvH$~8H!cxE`kI3b7*Y4LP$-OOJ6GkP>-T7?7qH4Dv;nf>LK>~89!@WN-9_7Vi
zu>qizprqe#%Z^W<_(4D%N)859tvK*+4~6MkaF+)v2W$oqNKXr5mr19Xyj7?R(MFXM
zt%_-@Wyq4#w+3tgBg5F=`)Ob{!0^JKLw?ZJ!q}+>r^<c*`OAoF*AU;WvdWGPV)t=Q
zXC!j}6a~nyrhCAf%qvCrkQ+mn9d?@9PJqJZTrWUmUR_f&x>s(;88qs<M<5W;yK7$!
zb#!t-$!#rAP$ta#G01lfOBZGrnyk_{lgla@$?b@AEz^5+H$!lc&$0iouV9UDs{*6w
zgUpR42}xBz0hBCs#W(7e+exYmIov@wtN}wap6oN$$~}_0(Tz)CUI48`C%UZjK9+lw
z!$SMN1C$?dAc;ng-<gVvjJ*YJYiU#I6x;&Izvn(}OHQ{*-Je);W9v7-lRMX_ATUUL
z`E~F18zv4nj=9ZLK#%!ftPjAIY5y+Kkn!#&C|g7RB^pxl@(ka?^ud1Jk6DE1wS(Ug
z@_0~}W3bv`P{OV^LmyoSQjZ@7A?jQaIuk@m!-$%>mFdCM%2+0X{mq5P&Eofk^hAb>
zWwMMkq}Yy(1e>c}Z@~P-?cRZp?9LHYR+|d|SXHvttgItdExWEaT@0W;JIS$Px0~d*
zQr9Nlo|`2TT19#cH7-vQs0*sAhsbGZX>9MV&e#Kr%2m<K_4}*6UnT=wZ-rf7DtEsS
ztJfUNx>~y&<)?khL(;v{tIuF^yLGTs+v3M&YR_-@=s#u;p!pQ(WTaSSvZ@0@QyB`S
z1&UM-fhw3a)*Z*9&xsdeIV2s2_{&YIl)k2j;_4sGYLOWj3)_mfZN4209%eJD+p5Q*
zUa`Gh43sz0C=(hv!QS(gLsXFWz{c2k`-fqRXjD|fb92GyCL>_;9OJgfE&G?a4fXVi
zVB?o|Vgr}{9O@3(uN6NUbA&F86XF`Z^e5bWxb!i1_nK^DjzYHE1hH3;b$O(a@6ti(
zMJt){J#l~8Ir%27+W$pQGMKl$$JdD|zB=ao;mKhm9SIqko#LG0t2Uh{h(xH4(f5RY
z!#CRe-!9Cq4xdk7pF?9qS_due9CujCOeub2lOKEGCO{$<-q?oRK`*#rv}*w(YRI-h
z|0I{MyNpRTE~nTE6}Y&!$+v?9Oo8}^@(wzs`@!pkG|vOCAiFOx5WvSf%_|^`NXPdY
zzN<;z(B3V$S<$uo3fKLA%T#QeeHADYXl4O;JjC@FM`>51=#N8{{ME@W><ro!ux!)b
zSmB-i(y&8;J?g13FLJgx1u_q&F|krAQq8|idDxiGe_f%rwNQ*slAGpq3$7U~RXhe$
zI7qx9>!FG|E4x82>oY30sk(%czkWZ@Y=QH}ck)mZ=lTV6zVUy2CW@GQF{Ft~3SIHS
z>MxGte5v0g&w?@m`1}&QY3<|Pd|q;~?V~G&TZ-G$BDk&a4-Y4AH@4sgUKY4>EU~G}
zbWQdWwKwGm=5H#7e0pC!8aajJ5ioXC#Q2Y~iz{5a+Jp$?dBd)Seg5N)oKqy{tA_pP
zUoze}lc%ZR0s=A6+fv$JF#oRdF>)W{FZWFcM;!6$yhRa`s}QF<pW(PaG(;RUBwfwk
ziOGwVbgMnT9<+CgCEaFu+W)7d%WhV(jq+|wZ3Su1?dH~>roOt}7MtB~a}|?}ZVn{k
z`{9a&fpY-{&JWF<UqC!Ip87dkVwbkSX7a&u^&@X@K<ej^dptsBV`m4O5c$fpJQZ2|
zo9Tmm9GO=6OJAR{kx_CZud%T$IwLzOqw_IAAvhwIw&<a4yF!p1t^*ZXOq72Y*1-PC
zd-BC{7^l+btG0%g@|1%ZCVoj$qdO)+s4;%-ilM1DE?Af?$}iIyVv_w;F#2`5&k%A)
zup=YIzkl}<yg_!LmYSChGwJ@xm!3m30d&9Lmi8ivVlbHU%qA;Hg5oq6J<l$rl-|+R
zi1sox+-CS=Xk=t+apv@CuS;VKiP*|`2}wyqgb7fkL;F!KOFkQVR@3UuG3Sd;7P43n
zbT~SUO^4ol&()8wR>js!Ab-1TdY-LYC#lk(dW4n{Et;H;IJ3U>Wpb>cb?*YNS8Oa{
zEtVN^j@0~jz+UAzo9&qWu~biGV!S*sz8<F>g8#@cmcC$tyWo!?I%Rb6(+_QJE~ng-
z3n9f>^z_M+NgV#o^K2Ha<6W#;zsY5pE2XiXv08iH*Wh|{C=#}7bpM*}H}!eSaX*Uk
zFNu9YT&uu-lyRsjzGYc$^6+8drZ-Mx+ToLM*A8iA+96>e>AcnjQRXsx5@~5s{?3^a
zmjQ>fJszbNAM}^@TMEAkkXIXqsu!;4erJ$fUFiY;2QnYvwl~4O5G-qiIXI1Y+|DRt
zt07j=^>JwavU%((yunjAjk&vN<RnD%Q+MxCw<UklI;Z`PE2(7^)RZc#5Hk7`{AkqU
z@z2k3`)TZEUmIq2N_}fZt=&);ygp=RUgs4P_3;Ld2GhBzmZbJMGC*;04mMOUub?K*
zs{d*y3X`(H6L9~o`>#FV;o&jqi39a>y@xn9=hEFwEkv6WH_md`_!b%!-hbe7p~C9%
z*KKA27NHucu&iD{L)7mJXYFCd)gh+EZSKp1h>7nQI7f&JeLMe`Y61W70_k!+xw*L;
zPcQ7YjkSO(0TYsn(ek_B8BMDmMuR#hg^y-Cy)gz}vfOSVro>z&yx%YB9)HhCa4l`&
z`fsy=l{oMwh(%v`{rEO6jR=tV2`$iqK8HB#KmFeegEF<07-h?$ub@U%+3IYU)Ax_h
zzJO{T-Z(_j(KEcz#i(y;nwAx`HL8{R1SQ0K-F%c3T*lL#QuD^hEhc?^RGxhI>g11I
zxlSEuh9D-F)w-mC2zmH0-C=XCUfK;Mj-!UTPt3EJ$Bv%<%ftN7^^93PuQk7V`t2Qc
zZ|@p_z*-QX{_wq-GElJw&}BmbD%elna<LFxe2>P|VQX5Df{@K2AFMVRc~%hp{>wtZ
z|EccGgPP8^Jg$JPsEBQ&C@Qo~gN-!1fo2OR+KNO)kgzF&2ncBwWs@Bg8lS9+Mo5H!
zQDjMo7<O4jL4^RaB<xG0i4ZmoTUe4gKYVZM&8wQKnVPDpnfq7%2;sNfd+s^sp7Z&-
zZeAe}9zSW-QoBlh@)+y=>rgJNW-BY!6@QXW0v>bvTsudUhU~JvUHUrT?fq5>JMyni
zLQH$*R_<#XP#-ed!mPczW$?$Ie>SrJs385vm9LeP#=QFWH*iM&Z5%}^#J`OLNE7DT
zh)hNbVAh85Tcn_2ZT$EVIRsi8+pmLv`|aZ<T?k&keT+t`fxeCZg`Yk6Q=8}}R7^}v
z9*xF&?o=-o4+fP=8yOjilHFXX{vX|`f1Rw|mcKNcIXPu%YH8_za-(1FYz1VX)Sf-L
zj^H*r4mhg)yTSZV9;wu3-VSN$XA=_>XZStao^^~(+$Y5+cfQyW06>-h$_4zuyY7Ls
z^{kEm-lM&U5CD)7y$}08e+_pm=YiTh#;Oq%7gUTNnw#vi-WFS5alj`pFK@O*fBLij
z5I^yZ{^ViA&sSAFL;gLXy){DM3wv1Vn0PX>z?nm*fFO78-aV=P`>BG}Wp3Y)pahtN
zO_klpY;Dtm=O^3^@e(qJe`%{1x9xa#HqhwVVnx`>m&PdB%O{nUls*7~(A%)pkIOs_
zSRonx0804R6p~o*)dS$%>Nc*}yO*c2*3HzoG~vg3aWpFc75*eIk7!4H`t)fGP^l?U
zxOz(DO8uV_OU%-0fP?#S=WJjb4WGFsms3=9U$<~1q|uh{ItF$4=K+E}7wY@rxU@SM
zj%KS!whMr7g1^2y=-;GLdi8T#7BGV81v;%KHZ?;mfN~$K3<?Gr`omuRzbX9uvrUp`
zPfyR%;6n8?AOUNkJbiu((r!?y`0I``!atJre<Umx;UEb1sj|^+xITk(5_0GZvD@~)
za4-O*?A5o)2bR7zsZnbsSCnDneDL6bjPCU(OS5Cn`|V4;(zU$@|ERJJ=2A=j00^$G
zvfkC<W7W*7EzHr>AdNzR`x#3rT@fX-3&+RvX(fZ3_KzWP!0qqlMKnvy-5hdAKssf{
zZh|M_Yt%{sPSeYPNedGblg!xN7TR9@SF5glMT+Uws%GyMuYxkrX9~ULEAR8sJ|iLj
z?8U$Vf2KjI<hJHmPqxVh9=mHLz2B!^0)Z@w8a5|83wEhi&063zqJl0yA`<hV_PICM
z(DkNd+%A<D)vsiy_fG@pY8C49OVH8!P(pv+(vl2l#{Q)YM6P`)ZDzW11pp}RN#V0(
zav~H<_XV$hCv1%is=2&tXg4sOO3)`aNlLQXpPChiEO;rKF9FKR{r!C<OzT~YqttIZ
zYXoz&^dy6?w|OA);k!#(TAxfNGcG9wdaPp*P)+=S>2Owg`05h2G49TtN6roLg=`MM
znkBmzkM^wadFc?gp4d;)_02}9RRzyoXR=ruul(V|pP;u=plaQOjSC3S4m=%+A!;)S
zw~+U{QTv7W5ZVn6I<&O4nf$dk9RBW}!umbZq067iNt7Bg{5xGDflx+Vd22vgnCR)K
z5Q32WCoHEKSM>4Y6>dK;FY787&$+lfoeOU2UqE^)mdp6dWkSI+brj0UWqmKFEF>cM
zMt`(|!kh9Sp6kMwm@U$J<j0Q@*_S~4!-raz!ZW0KD-rO3?UFoQ9h!&Y%fsg<dYX^J
z`~?nZi*KtTix23j(%@=ZZtk_g>rE=m1!ywS<BpG~lI6Eo9gUS&_wZ&Pj}9_F%sX#y
zzxVS<ZJc;*TDfgiFlxap^1PLmEiai!#8p8fmyC_r?~`M&`ilhG%^UTe*X;Ewt0T~W
zk)_^dBCd;L6%<b`gPanB!v`>WpPrC7w9+u`yv0SWdhv0H16X4FbglKbD3o8hE5J7s
z(QYumUb&EnXae~Qk|I`|i4i7e4Za*Zn4~#dv|zXj7Y<0mhQeJu*@H?-@0JF2ec68R
zyDKz3;zbTLbnZcU;BZu_lijhVPj$e@5HY-;JlE}<<PQAVU})1A;H|GES5)+#YSQ-4
z_pX}5PRS6pp4!`4%y?CdWgAN#{FvJ7b?_$zg{K{jH<?e3<Ducj&j0(WG>!nsxAuM2
z?bahg&OXce+EfVJ&T;G$tKj8eBz(4JZ+$adcZ)g+GD=hV^2hcC!J)R+5fWZHJljWi
zVgyzYz@&(j3U!rYr{PODCglUt2%y~UOt>s1C8fSW`wN&H8@Z3EI?vh1({oGjr={)r
z>=g6lQ`1BH;=I#ghj>3NUlJ}oM6b?T<_{9ni1_cco^P})?G-!G7{AB4%RD+lV&89V
zd6u3TLzjX+?aa@}2^^K<9WY6fHAI>zG*RJK1d3aIhvbyaVMcqf6>6J@5^bCB;_+-c
zJ3qIt@2ku<<35aY_I~|<GH%jilnB}Qwnj`-0yrzf(bk%oqpMSaHFSb%nly*axZ9&$
z7Y$uoU5D;T2y1N005?lLQ&$6>6y?jFZ0VZC<N0A7;;TTTE%cgE>$vbvov|E>61(v^
zE0$tBKgYV%+SzSv)}ern`|i&mG(ugbX5YzPF6YlMLKn+nCFS$)iDQXp`a;boFDbrt
zEfNz?>})SDr}Ab<uU;MH;_MTiW9DxLO=2A!yuz-!5t`QhMhHrB&j@KA9fIzpvbaQO
z;@W-`Bdy2#vx~9|*+fJQA0^KNoz=!0k2!ey2dPOwb<Rbjy!y+GB~{=6L@1!)RqS0i
zP)yy6BvaT|v6dVT$3FcQ<Ne)Bg0Bzn+`ipLPC}0hGB*mG2Sa6Gg=L@xi_VNkx*fq;
zo>&`VWU*;TC2)g_J-QBME7abJi=!4W6n{IBspo^Sn+J%TJ5+rYUXB4Muzx;|Zo58W
zs+?oj2s3KeDEO#|c1XT&wlCdwgLkU&UJ>rhNIjF)-QBHC)2KUli!Tz|SMK`^K?LHK
zIYvU=IC3cD^rCMg*k6Ek9ezNd4xcrno)c?uBZav#V#GC@)Ad<)M>Ij7PWiK_koNnH
z#gSO*vJh|YH8NHDJ?}4ufmd4X5i`%9=|6n|y}H5{;e?wJUF6!#^tcB(E31w`f=Rl}
z92ez{BnEkvvkAEKppNA!{~YXoLP7#|CZVXjwxvGJEh86<n>(00Y^EDD+c0?vwnu{J
zd)(}EU(Jv}@1gZnowo0_kr-)@vG%9T`NzlOC}F%s*L}7TkTsV{Nx#u$Wo;`bl7=Bo
zhfRk>$=*}>a#b>V9dE4EG+pONnVfL35s}3cG5q<k)|gRt##37c4jV`4bfjPZUf|2R
z7?@j7(Be@RUBJtp2Rtq-N^~Q|Sajte8a-Gwna{Uq(x8K<d0ZxJ7|6$O?2e=p2zkK9
zu7z`lE>CuS8?s$s?^M|yUjhsNU2x8UHzPhabAhptEbBTgYZPAj;HGE08DsMeURGbB
zNAfFStF9vM;|-LvDS4xvmfU%wB!w~hC|APU<6^xIn4%+ILcuC_dtIlgrne30#$SIk
zmJ~;)e*F%vG`&ly%Z~|i)>>txmDiQFsP*IWMn_PLD|Tp`RCHKH@hW&Og<sz*VjSx#
z+qA}B&B)O;ixjAZPtTA_5j&YLuKJ@7W^(+2vbEij4fLa8QBE0J&3i3*BSj0bn^iD$
zP2RpMnkS|zc`cFg8u#UzFz=EOAsVE=>V+gGv$OLi>WF3ig#2?m8I>teq+?{}@RK{m
z3L)`J)e3Fi=$mcI{``SVU3jRtytx{xZg1L{-AQ)GJK@`e&?!YnE5sV6?Ns>P)YLRH
zcE|PRxbYHfS=u`HrgFTa(u5`V#nY1AEA@UlI+*QsPlU2PuUkWRyDe@Osf)mPI@B91
z$mMIx=~<hpBL<wq$B(Kcxy`6q(t0V`nmXQ!<{m|%zuc+Soh<60aQ5(eyF<+fo}DFO
zA;XPxh9Gyn%mK%<h%-sGP|e=@V9e8LS5&6wlXlS~?<<|EAfHREFa<dZ^gzqYNc^yU
zKtKRoqy>g*eW?^*P~?iXODv}RY2uisb26JucN%|PSCb!zN$}t;40G$F@y;si&o7d|
zy87u>eAtLJ^R%W{3_QfQ>l&1HH)a@yP#RLRzbEq@*GIX)J?m9A7zw^4kz0u6nux<w
zlO*w6xkG;hj7*UOJ<atxq$#(~CjS8fqT8b}^bH+R^Koj`&&RC^_cL>Ha*QRFKdRU~
zuO0uZzrFHFj455~;s?fNIi5({lTOjB7D~6qX?*i&noh^+%6ny6Q9DQV<%A~q-8zoW
zTdjbc9XZ$Km$jhk;@EC+T5Hd(zXVav=)>xte4F3r;Uh&v>O+k^Q_u4e0iv$*H*wNj
z*iXsDhT!Z(#;e^ATb*N_aEVIYS?$__3H0UJ{N9^um@3%RpcejROTL%)mX2SWI>%AU
zBh|e0X)&MZ$got-&W>hQsJa_rwd6jzw(#z$B+GdK<c$M3J8+t)sMruK{zHEw#v~1H
zGBu>{EEvri8&ry2JN-1v@e-!$1Af-i56!#W(iwzWD0eTqf|XC*7KQi-H@9eLXb@01
zd{_CdP5#+9IzL21ZK65PoY&AO7J}LDz;k7GhHHH~G901P?{iB4C}S?T0@hw$1zpcy
zKVcFbOWtA2MiccDPo0ht5>?ZJ9_I%*rZuYa*53@Oa&d@5jPw#w>CmAUH}%-J+NZ-8
zUg~ik`HC2{w>h(4S7Nn&p`X>O>v)DyMD^Tm*TK@%-q7cbAt!hXPBM)G#8LH7$N=ge
zb0PJCk88{dcu^+^KI_<TDg!m-&X;zVT_ewR888(T747=ic09wG*2+}LoavX-Xl{4p
zdQr-{Ts2sOFT3K!fdKR2fKozrg-D1T+4XTm5G&6^JbCGIh1ZVVb0qhU?6Is^*%ub4
zSrl964aXU$98!+DVdMJ476xPvUrm-fA=dqHY{wsjyQ!QVDPA73ER5kfUiMqDfo5GS
zPb@J=UJueYxMB#0d?`y^inTLx!Y^`SQX+4~{Ov5vyeq#n7;oFafZHFkm6J69mN;{x
zK2h8A1>tonON?zImNFtL)H?kR)4MX>l~0YA?Wk-#{H|hQFeF#SqkbVVVyS~f;Y83E
z>&1>SxNbkFqt+kbEo?ws^Xf1DRqg`TWe8j_338k_vlw-`UAx)!I=;L&oo5x*dkOVD
z*IWM{ks9C5Z1}&CM5x8?+ZMZAa`nSwZCc1^f=)jRz>e<{+0ALr3DdAsiqD!u1nq;s
z)u70O3cGkY!xssQL_7iDi5=!aC$Vj2EMz$%1CU}ZXsr>4$OIy-SqLcdv$95Vc<_r$
zi=#=XfQjzNc%=L0qTE_GrMtbfdQRm59zULP7Ogw}NIVq+4KD2ETi<rWx7y~AmWOqb
zDgzK(VF?wq`$4|HqR|d;4SbD=1^}Wzfq7_c7(8o^!Nen>x8dUOEj^#%+H)*|-woa}
zCU~W{80X*P^3Zlj8nO^DyO3CxT0nx0#tYnE+%mA~aaMb~R^sKs9l8`a81$^Yqhlw8
z=Ogv8+#WZQ;om~w*nQpp1CLF@k(+C)TbkoOL;AoWu<C#>QH^s7J^Qrtl|Zd$;0fZb
z)CjF>mL4FO@#Dvi*+emb=nq!TxQ5U0o`vRd+*E%#%q`Zrq0&(P^#RDny>Dq@!fK|0
zBV)%3AKg3D_QIu!5}AFiZiBRqyMXPM2$~kqI~yR32d-)HQkvp+{cC?6;||?@_|T0S
zjWXgPsRuY|@>`xP4IDN^3bB4bnunkw3UB&=mY0Vpt@@ug$##DFfw+zhzSbWbEIF+t
zS}S@PL#vu6lz0u~;R?!sC+c{Y+$2>ugSFV4S71wTSjqtC@)#hKt>EA=e7SF^f~KW>
z)?S2Qec@V6@u{Lu+MqCmHR6F9Tk&`nA#)08^@Z5xD8fzkp90Hh^d<ypJUWOJ&qIMJ
zt|5L8wzoVmFqrPy4%WV<WCf1x3bB_3a8}m|eZvEdj8;t!h;F%3Wd;Bte{M)0R`dX@
ze`;ddkNHm6pp1CX@Zl~HhK62=Su(~uz#rZzCH1JY73NCqJEW2p=HU2X)l1dt#miyf
zTKCf3l8Sfu0S$MFtyAOfU*O$T8N}<Cc$C;lcRLG?Ul4Y<^GTiDyGQyKr%v6umy%+2
z;X<f|FcA{5wnn2TK~AKkI%DFWf8Sn9iHCTAb|Gf+*`xksHL$GJt}ZTogQ4r8&|rNc
zo!eJRYn?VddD8si#fvW+BPvPmolIuN->;I)-+?@h$;WZ3FR+Q#khs9s`a((tTh(Ie
zq}N!g@GE7Mwau@g6)LN0b4PZ{Am3(memX3Xf-Sg^3mE{}z~Y>{ckeod4HP=Zw(?X^
zhReW?s3XHeFt$coOQ9ev5ay&UO3%{LGK?u<XyM?HF^4FR8IE5tHT@f!|M3T0SB`s;
z-yw(;DKrTQiD$D&r_pf4TBg!5M6u1*&dy^43X=N~{oLsauBvj_YJ`9jQ3Mlr;hLp<
zr(Yhepnz#*eeo&yzv=B|cGzsfpNPHqY?p)N>>@LL*=cUb2FU_>4@*SY0@7NgSRz4n
zRzGm+JY>T_SuW^(jT=B_u@9HmvLE|_S5PGK0y!rKU69TLLZtE6Z`)c5@5f&d*`cN3
zTat&tt5>lv!9Wy?x1!BPZIo@hr(o6zdeN4G{ji%Z&D2Z!Lww-@lxSpU%?M)e0ioD(
z6M+PBeFkf}$k!yq8X=>ker>%VAOD}_cmEf&(UC_P!i@$g;r_i}S3HqNWqSO~v4W$H
GH~$SMIa5Ud

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/oxeye_daisy_classification.json b/modelling/data/abingdon-all/seasonal/oxeye_daisy_classification.json
new file mode 100644
index 0000000..ee3999f
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/oxeye_daisy_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Oxeye Daisy",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.47,
+    "season_end_month": 10.18,
+    "forcing_peak_month": 5.365,
+    "season_width_months": 5.71,
+    "season_midpoint_month": 7.325,
+    "season_start_label": "April",
+    "season_end_label": "October",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.634,
+    "DECAY": 2.09,
+    "OOS_DECAY": 4.01,
+    "POST_PEAK_DECAY": 3.995,
+    "POST_PEAK_SHARPNESS": 4.734,
+    "SEASON_START": 4.47,
+    "SEASON_END": 10.18,
+    "SHARPNESS": 7.21,
+    "FORCING_PEAK": 5.365
+  },
+  "fit": {
+    "score": 0.038
+  },
+  "warnings": [],
+  "summary": "Oxeye Daisy is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to October, with a spring peak around May. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/oxeye_daisy_consensus.json b/modelling/data/abingdon-all/seasonal/oxeye_daisy_consensus.json
new file mode 100644
index 0000000..782f8c4
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/oxeye_daisy_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.634",
+  "DECAY": "2.09",
+  "OOS_DECAY": "4.01",
+  "POST_PEAK_DECAY": "3.995",
+  "POST_PEAK_SHARPNESS": "4.734",
+  "SEASON_START": "4.47",
+  "SEASON_END": "10.18",
+  "SHARPNESS": "7.21",
+  "FORCING_PEAK": "5.365",
+  "SCORE": "0.038",
+  "SPECIES": "Oxeye Daisy"
+}
diff --git a/modelling/data/abingdon-all/seasonal/oxeye_daisy_observed.csv b/modelling/data/abingdon-all/seasonal/oxeye_daisy_observed.csv
new file mode 100644
index 0000000..007f6d8
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/oxeye_daisy_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,5
+5,62
+6,58
+7,21
+8,16
+9,3
+10,7
+11,1
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/oxeye_daisy_parameters.csv b/modelling/data/abingdon-all/seasonal/oxeye_daisy_parameters.csv
new file mode 100644
index 0000000..09bcecf
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/oxeye_daisy_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:06:16,oxeye_daisy_observed.csv,3.399,1.404,7.602,6.128,6.474,3.69,9.47,9.527,5.97,0.08046579718407790060044438223,
+2026-05-21 15:06:16,oxeye_daisy_observed.csv,1.435,2.29,4.872,3.809,9.863,3.96,10.54,6.839,4.37,0.1031475170282634704182953805,
+2026-05-21 15:06:17,oxeye_daisy_observed.csv,1.904,1.385,3.254,2.902,2.848,4.35,10.51,7.026,5.9,0.02809541538010802685260416215,
+2026-05-21 15:06:17,oxeye_daisy_observed.csv,3.117,1.277,5.247,6.461,1.08,3.73,10.36,13.874,5.0,0.1094494011232395875551025198,
+2026-05-21 15:06:17,oxeye_daisy_observed.csv,4.581,2.56,6.46,2.395,9.204,4.11,9.89,1.318,6.04,0.08648086505905354336919058946,
+2026-05-21 15:06:17,oxeye_daisy_observed.csv,1.014,1.108,7.125,1.92,3.142,4.31,9.06,14.703,6.27,0.06400638303568634820440629152,
+2026-05-21 15:06:18,oxeye_daisy_observed.csv,4.282,2.636,4.932,3.095,5.614,3.38,10.45,14.848,6.37,0.08752510778780591686269591711,
+2026-05-21 15:06:18,oxeye_daisy_observed.csv,4.12,0.979,7.67,0.105,1.82,3.36,9.9,14.08,5.99,0.1641289781950894482760348959,
+2026-05-21 15:06:18,oxeye_daisy_observed.csv,3.238,2.154,7.636,6.409,7.809,3.63,9.39,3.686,3.87,0.2038003236363551573724033476,
+2026-05-21 15:06:19,oxeye_daisy_observed.csv,4.419,2.999,6.634,2.264,9.206,3.14,9.61,5.692,6.43,0.1190619419860957940018191882,
+2026-05-21 15:06:19,oxeye_daisy_observed.csv,3.915,0.585,1.719,6.319,8.912,3.32,10.49,13.505,4.58,0.1899687094377150641248722882,
+2026-05-21 15:06:19,oxeye_daisy_observed.csv,3.004,2.948,7.069,4.565,1.009,3.83,10.61,11.11,4.66,0.08063886365930760759323895816,
+2026-05-21 15:06:19,oxeye_daisy_observed.csv,3.92,2.086,2.182,3.975,3.335,4.37,10.08,12.598,5.18,0.03566213050049297338367965566,
+2026-05-21 15:06:20,oxeye_daisy_observed.csv,2.769,1.989,5.156,2.058,4.694,4.12,10.17,14.318,6.28,0.04664730948249831290787215061,
+2026-05-21 15:06:20,oxeye_daisy_observed.csv,2.398,2.614,2.514,0.035,8.006,4.05,9.93,1.018,5.22,0.1348528288157728313219725787,
+2026-05-21 15:06:20,oxeye_daisy_observed.csv,3.636,2.247,7.734,5.075,9.673,4.48,10.66,11.244,5.97,0.04626147900151431389260273037,
+2026-05-21 15:06:21,oxeye_daisy_observed.csv,2.142,2.651,3.804,7.895,1.26,4.75,9.73,3.519,4.97,0.02821111384529170891634084664,
+2026-05-21 15:06:21,oxeye_daisy_observed.csv,4.783,1.71,3.673,0.382,5.225,4.5,9.14,9.958,5.16,0.06390491994821787855205113287,
+2026-05-21 15:06:21,oxeye_daisy_observed.csv,3.04,2.486,3.037,3.243,3.445,4.66,9.07,3.24,4.9,0.05089452556031024570358161952,
+2026-05-21 15:06:21,oxeye_daisy_observed.csv,2.941,2.256,7.829,6.644,6.468,4.16,10.11,4.845,6.4,0.05451880173380093902713066710,
+2026-05-21 15:06:22,oxeye_daisy_observed.csv,3.239,2.149,6.318,3.046,6.257,3.42,9.68,11.17,3.92,0.2011232376776729190872082425,
+2026-05-21 15:06:22,oxeye_daisy_observed.csv,2.699,1.168,7.668,5.768,3.282,4.04,10.19,6.109,5.99,0.04961309812852682903009580580,
+2026-05-21 15:06:22,oxeye_daisy_observed.csv,1.012,0.662,1.702,7.978,8.036,4.08,9.59,14.495,5.18,0.08443576110377863967368690676,
+2026-05-21 15:06:23,oxeye_daisy_observed.csv,1.145,2.934,3.469,1.812,9.42,4.26,10.71,13.804,5.51,0.01266778612363035393452882197,
+2026-05-21 15:06:23,oxeye_daisy_observed.csv,4.279,1.957,1.304,6.022,5.683,3.99,10.77,14.995,6.39,0.03708309033911120205494650981,
+2026-05-21 15:06:23,oxeye_daisy_observed.csv,2.426,1.969,5.271,2.881,1.309,4.58,10.79,6.038,4.72,0.02725698248710953907721934588,
+2026-05-21 15:06:23,oxeye_daisy_observed.csv,1.6,1.968,7.668,7.652,8.351,4.28,9.66,10.952,4.86,0.09268248457565672425669944343,
+2026-05-21 15:06:24,oxeye_daisy_observed.csv,1.349,0.856,1.025,0.19,4.033,3.64,10.6,7.938,4.88,0.09633792507322985176807017726,
+2026-05-21 15:06:24,oxeye_daisy_observed.csv,4.026,1.265,3.943,2.736,9.489,3.21,9.9,14.675,5.9,0.09302450658026644929531917618,
+2026-05-21 15:06:24,oxeye_daisy_observed.csv,1.418,2.493,5.075,1.723,3.092,3.51,10.29,1.404,6.05,0.09497815852653780167001137799,
+2026-05-21 15:06:25,oxeye_daisy_observed.csv,4.274,2.522,4.609,5.433,8.473,4.43,9.92,1.062,5.25,0.06201287252826562170223590009,
+2026-05-21 15:06:25,oxeye_daisy_observed.csv,4.008,1.571,6.016,1.251,5.076,3.42,9.63,6.861,6.21,0.1060827802419174888317667676,
+2026-05-21 15:06:25,oxeye_daisy_observed.csv,2.029,1.649,4.278,3.378,6.686,3.81,10.13,6.05,4.31,0.1112230485220506152872885640,
+2026-05-21 15:06:25,oxeye_daisy_observed.csv,4.752,1.14,6.498,4.145,7.278,3.59,10.16,9.049,3.99,0.2014593559627143089382073094,
+2026-05-21 15:06:26,oxeye_daisy_observed.csv,1.381,1.291,6.311,5.389,6.197,4.64,9.09,8.552,5.8,0.07506364670411545860380101909,
+2026-05-21 15:06:26,oxeye_daisy_observed.csv,3.28,2.049,2.318,2.352,7.325,4.8,9.88,11.431,5.77,0.07534654905907453707288776636,
+2026-05-21 15:06:26,oxeye_daisy_observed.csv,1.531,0.819,4.686,6.035,9.669,3.54,9.59,2.51,4.6,0.1414492796392731453083898520,
+2026-05-21 15:06:27,oxeye_daisy_observed.csv,3.448,1.067,2.708,1.056,1.748,3.78,9.5,4.178,6.29,0.08697288459909077583834433072,
+2026-05-21 15:06:27,oxeye_daisy_observed.csv,4.185,2.374,5.196,0.266,4.116,3.06,10.06,7.523,6.33,0.1410306837905553022819554086,
+2026-05-21 15:06:27,oxeye_daisy_observed.csv,4.28,2.544,6.297,3.341,8.127,4.57,10.03,3.596,5.41,0.05098213194060242824336115023,
+2026-05-21 15:06:27,oxeye_daisy_observed.csv,2.774,2.151,2.509,0.96,4.505,3.36,9.63,2.55,5.83,0.1045566672188959812513176044,
+2026-05-21 15:06:28,oxeye_daisy_observed.csv,4.506,1.064,2.301,0.051,8.003,3.1,10.87,14.468,4.22,0.09346602842708281590976443655,
+2026-05-21 15:06:28,oxeye_daisy_observed.csv,1.103,2.78,2.863,7.671,2.823,3.25,10.3,13.628,4.32,0.2278006906021461148550565308,
+2026-05-21 15:06:28,oxeye_daisy_observed.csv,4.135,2.674,2.669,5.333,7.326,3.81,10.04,13.55,6.27,0.06778614933867876517076810435,
+2026-05-21 15:06:29,oxeye_daisy_observed.csv,3.68,1.547,5.285,6.533,7.97,4.23,9.32,12.145,4.58,0.1021889838564632363183936239,
+2026-05-21 15:06:29,oxeye_daisy_observed.csv,1.187,1.859,5.868,5.543,6.684,4.48,9.04,3.304,5.45,0.05499898571598649810661011129,
+2026-05-21 15:06:29,oxeye_daisy_observed.csv,2.164,0.822,4.511,1.969,2.339,4.6,9.51,13.527,6.11,0.06736325263195689789153486098,
+2026-05-21 15:06:30,oxeye_daisy_observed.csv,4.637,1.864,7.128,6.867,8.378,4.57,9.49,5.958,5.3,0.06230190184189669159715932175,
+2026-05-21 15:06:30,oxeye_daisy_observed.csv,3.039,1.61,3.549,3.14,5.152,4.91,9.34,6.141,5.92,0.08426327963428012737990144680,
+2026-05-21 15:06:30,oxeye_daisy_observed.csv,3.93,2.187,3.43,0.155,5.65,3.76,9.35,1.198,4.44,0.1233645241974787089911930088,
+2026-05-21 15:06:30,oxeye_daisy_observed.csv,2.568,1.172,6.616,5.744,2.469,4.62,9.46,7.723,5.74,0.04959048648914388453176773322,
+2026-05-21 15:06:31,oxeye_daisy_observed.csv,3.332,2.352,4.274,0.894,9.132,3.19,9.7,11.51,4.13,0.1543302151875810073956905536,
+2026-05-21 15:06:31,oxeye_daisy_observed.csv,2.752,1.496,6.029,6.062,8.844,4.07,9.71,1.055,5.86,0.07902983613284153163550644967,
+2026-05-21 15:06:31,oxeye_daisy_observed.csv,2.43,1.923,1.731,7.477,6.028,3.54,10.32,12.351,6.1,0.08972833083700950040559008802,
+2026-05-21 15:06:32,oxeye_daisy_observed.csv,2.905,1.104,2.701,5.999,6.003,3.32,9.97,2.503,4.24,0.2085444749661226361665398950,
+2026-05-21 15:06:32,oxeye_daisy_observed.csv,3.14,1.454,7.976,0.042,7.369,4.85,9.65,7.718,4.94,0.1214927888510322838698996789,
+2026-05-21 15:06:32,oxeye_daisy_observed.csv,2.376,1.836,5.194,3.035,4.14,4.55,9.45,13.459,5.6,0.04630308921818091647194227421,
+2026-05-21 15:06:32,oxeye_daisy_observed.csv,1.83,2.016,7.274,4.694,7.571,4.9,9.31,10.757,5.48,0.09907277897215677455924619515,
+2026-05-21 15:06:33,oxeye_daisy_observed.csv,3.58,2.801,2.008,1.026,6.016,4.77,10.4,12.318,5.64,0.06242622478142364941332975523,
+2026-05-21 15:06:33,oxeye_daisy_observed.csv,3.134,2.601,1.968,2.412,6.759,3.25,10.7,9.875,4.04,0.2001392953148009439424165619,
+2026-05-21 15:06:33,oxeye_daisy_observed.csv,1.691,1.697,3.854,1.084,6.751,4.89,10.57,9.26,6.24,0.09498598662582438946665858092,
+2026-05-21 15:06:34,oxeye_daisy_observed.csv,4.543,2.439,6.085,7.546,3.958,3.56,9.07,12.165,3.86,0.2242899684853406130508446717,
+2026-05-21 15:06:34,oxeye_daisy_observed.csv,2.314,2.014,4.134,4.015,5.259,4.17,10.72,4.77,5.74,0.02795091309319747083774538084,
+2026-05-21 15:06:34,oxeye_daisy_observed.csv,4.108,2.347,5.174,2.208,3.508,4.86,10.61,2.128,5.52,0.07029238820342394143207562532,
+2026-05-21 15:06:35,oxeye_daisy_observed.csv,4.842,2.563,6.881,5.613,1.673,4.77,10.1,3.58,5.15,0.02852710252642156666506206929,
+2026-05-21 15:06:35,oxeye_daisy_observed.csv,4.939,2.504,2.356,2.387,3.711,4.88,9.61,7.424,5.15,0.07268447016795911957300980067,
+2026-05-21 15:06:35,oxeye_daisy_observed.csv,4.799,0.921,4.165,4.462,6.925,4.7,10.17,1.175,5.94,0.06489379445591513026252356437,
+2026-05-21 15:06:35,oxeye_daisy_observed.csv,1.318,2.516,2.883,3.374,7.955,4.35,10.36,14.388,5.38,0.02924452414162690117890725102,
+2026-05-21 15:06:36,oxeye_daisy_observed.csv,4.388,2.077,3.949,4.851,8.879,4.19,10.2,1.876,5.26,0.05946133533801494611368297297,
+2026-05-21 15:06:36,oxeye_daisy_observed.csv,4.181,1.173,5.501,2.532,5.535,3.67,9.79,10.094,5.14,0.05281062676911047078694265879,
+2026-05-21 15:06:36,oxeye_daisy_observed.csv,3.104,1.165,5.919,7.577,2.136,3.69,9.02,10.756,4.87,0.1712239858087119271219528572,
+2026-05-21 15:06:37,oxeye_daisy_observed.csv,1.716,1.004,4.034,3.535,7.646,3.83,9.48,13.599,4.65,0.1007703033490189110927877305,
+2026-05-21 15:06:37,oxeye_daisy_observed.csv,1.259,1.499,6.328,5.43,5.932,4.29,9.16,11.958,4.59,0.09038345185676193953870756338,
+2026-05-21 15:06:37,oxeye_daisy_observed.csv,1.321,2.034,7.538,3.816,4.803,3.13,9.74,13.884,6.03,0.1040120028257774369702728816,
+2026-05-21 15:06:37,oxeye_daisy_observed.csv,3.608,2.011,1.876,3.369,8.199,3.57,9.13,4.472,4.43,0.1643885970680998248396171080,
+2026-05-21 15:06:38,oxeye_daisy_observed.csv,1.613,2.988,5.756,3.481,7.768,3.74,9.33,4.375,6.35,0.09093877974558312716207650136,
+2026-05-21 15:06:38,oxeye_daisy_observed.csv,4.089,0.525,7.977,6.857,1.285,3.62,10.94,12.663,3.89,0.1938214906402320788318043133,
+2026-05-21 15:06:38,oxeye_daisy_observed.csv,3.819,1.094,3.543,7.456,7.453,3.15,10.16,5.313,6.37,0.08687756504936465478860136085,
+2026-05-21 15:06:39,oxeye_daisy_observed.csv,1.854,2.356,4.963,2.248,6.089,4.64,10.71,10.862,5.1,0.02871606980238082306046942871,
+2026-05-21 15:06:39,oxeye_daisy_observed.csv,2.561,1.019,1.901,0.911,2.472,3.89,9.8,7.18,5.61,0.07024426980338536519423344790,
+2026-05-21 15:06:39,oxeye_daisy_observed.csv,3.495,0.8,5.873,0.182,2.852,4.98,9.19,14.636,5.03,0.1666848065193422448116685145,
+2026-05-21 15:06:39,oxeye_daisy_observed.csv,4.026,0.808,2.697,5.938,8.249,4.6,10.54,5.81,4.93,0.08128605599109600017151505800,
+2026-05-21 15:06:40,oxeye_daisy_observed.csv,3.176,2.727,3.267,2.078,8.045,4.46,9.66,5.655,5.1,0.03012923152376939749969271262,
+2026-05-21 15:06:40,oxeye_daisy_observed.csv,3.674,1.863,6.109,0.805,2.561,3.17,9.54,12.856,6.45,0.1360328066079944613190075105,
+2026-05-21 15:06:40,oxeye_daisy_observed.csv,2.751,0.691,1.84,7.368,5.475,4.19,9.02,10.992,4.44,0.1167796349412553261567495294,
+2026-05-21 15:06:41,oxeye_daisy_observed.csv,1.164,2.753,7.417,1.067,1.515,3.87,10.02,12.989,5.87,0.07307451227585863619636546722,
+2026-05-21 15:06:41,oxeye_daisy_observed.csv,3.455,2.824,2.311,0.553,2.627,3.47,9.12,5.513,4.99,0.1022969128034545110926288296,
+2026-05-21 15:06:41,oxeye_daisy_observed.csv,4.716,2.906,1.986,1.1,9.529,4.12,9.16,10.074,5.93,0.07076030386672081772644729276,
+2026-05-21 15:06:41,oxeye_daisy_observed.csv,1.693,1.633,2.578,4.313,5.418,3.69,9.67,1.33,6.4,0.08549878859076241839482467368,
+2026-05-21 15:06:42,oxeye_daisy_observed.csv,1.657,2.972,4.784,3.998,8.593,3.03,9.03,13.655,5.71,0.1227708264861468188259538561,
+2026-05-21 15:06:42,oxeye_daisy_observed.csv,1.038,1.633,6.679,7.372,1.118,4.18,10.47,10.702,4.66,0.05712649643484443022701601548,
+2026-05-21 15:06:42,oxeye_daisy_observed.csv,2.941,2.692,6.633,3.578,9.908,4.15,10.17,2.199,4.57,0.06955719258682487458998315218,
+2026-05-21 15:06:43,oxeye_daisy_observed.csv,3.512,1.854,6.699,4.386,3.395,4.62,10.16,13.474,6.36,0.05568419062777717880135734558,
+2026-05-21 15:06:43,oxeye_daisy_observed.csv,4.07,2.957,2.203,2.778,2.307,3.83,10.71,6.844,4.93,0.08894257988722641915208852058,
+2026-05-21 15:06:43,oxeye_daisy_observed.csv,3.318,0.745,7.228,5.894,7.517,4.94,9.04,14.133,4.96,0.1000357578877461028342283437,
+2026-05-21 15:06:43,oxeye_daisy_observed.csv,2.527,1.318,1.227,7.912,3.464,4.62,10.38,7.393,5.83,0.05173428190210637535259884351,
+2026-05-21 15:06:44,oxeye_daisy_observed.csv,3.528,0.822,3.952,7.647,4.737,4.62,9.81,10.108,6.34,0.08315047230876921948997969451,
+2026-05-21 15:06:44,oxeye_daisy_observed.csv,1.521,1.183,7.486,0.646,2.51,4.42,9.42,8.557,4.5,0.05599041202815662805007968390,
+2026-05-21 15:06:44,oxeye_daisy_observed.csv,1.045,1.802,5.851,3.597,2.749,3.2,9.17,12.158,3.51,0.2177880224093194779201923713,
+2026-05-21 15:06:44,oxeye_daisy_observed.csv,4.066,1.163,5.284,7.707,9.357,4.73,10.77,13.766,6.16,0.08165866360301574183567066217,
+2026-05-21 15:06:45,oxeye_daisy_observed.csv,2.628,2.351,2.922,4.238,3.321,3.85,9.15,9.244,4.68,0.1065259033966072894373436731,
+2026-05-21 15:06:45,oxeye_daisy_observed.csv,3.054,0.817,1.848,5.756,3.859,3.15,10.49,14.831,4.16,0.2617650525446681794959196614,
+2026-05-21 15:06:45,oxeye_daisy_observed.csv,4.324,1.953,1.388,5.272,8.464,3.62,9.91,11.427,5.42,0.08347058771202757324859179139,
+2026-05-21 15:06:46,oxeye_daisy_observed.csv,3.508,2.769,1.982,4.089,9.808,4.88,10.78,3.275,5.13,0.03529332616625418835565574611,
+2026-05-21 15:06:46,oxeye_daisy_observed.csv,2.31,2.231,6.341,7.057,4.208,4.52,10.68,8.509,4.66,0.07832507353033238187133127329,
+2026-05-21 15:06:46,oxeye_daisy_observed.csv,1.494,2.367,1.793,6.691,6.675,3.19,10.74,9.187,4.54,0.2136025665917421406409818197,
+2026-05-21 15:06:46,oxeye_daisy_observed.csv,1.286,0.518,1.707,6.998,8.135,4.02,9.47,8.428,6.13,0.07846501978134800127293243155,
+2026-05-21 15:06:47,oxeye_daisy_observed.csv,3.649,2.46,7.986,6.193,3.955,4.34,9.79,13.306,4.73,0.08127653642544616652633844521,
+2026-05-21 15:06:47,oxeye_daisy_observed.csv,4.154,0.564,7.527,0.476,1.118,4.56,9.41,11.22,6.44,0.1854276262943100023062119959,
+2026-05-21 15:06:47,oxeye_daisy_observed.csv,2.571,1.518,6.632,3.214,9.199,4.53,9.26,5.508,6.1,0.05776392179804397586388553988,
+2026-05-21 15:06:48,oxeye_daisy_observed.csv,1.87,2.585,6.485,3.774,4.25,4.0,10.01,13.902,5.11,0.05527204863592044784313606297,
+2026-05-21 15:06:48,oxeye_daisy_observed.csv,2.563,2.08,5.127,7.275,6.021,4.46,9.92,7.786,5.35,0.03974201194046275501940144600,
+2026-05-21 15:06:48,oxeye_daisy_observed.csv,4.999,0.605,4.23,2.24,7.708,4.22,9.99,1.915,5.07,0.03279389312268058317953861813,
+2026-05-21 15:06:48,oxeye_daisy_observed.csv,3.821,1.902,2.53,6.498,9.902,4.34,10.04,6.88,5.75,0.04929546801702685301226931038,
+2026-05-21 15:06:49,oxeye_daisy_observed.csv,1.737,1.639,4.558,6.47,9.099,3.6,9.5,8.515,4.2,0.2076407247450692325711199447,
+2026-05-21 15:06:49,oxeye_daisy_observed.csv,3.979,1.17,3.401,0.455,9.34,3.07,9.68,9.368,3.93,0.1402031781340486514246253139,
+2026-05-21 15:06:49,oxeye_daisy_observed.csv,2.428,1.422,3.828,1.305,6.317,3.7,10.41,3.721,6.42,0.06487517312977408917675243278,
+2026-05-21 15:06:49,oxeye_daisy_observed.csv,3.686,0.979,3.836,2.159,4.032,3.51,9.84,3.652,6.0,0.08083999800152449011040861037,
+2026-05-21 15:06:50,oxeye_daisy_observed.csv,3.334,0.606,1.051,1.289,6.853,3.24,9.62,12.352,3.82,0.1705106210277718155266219152,
+2026-05-21 15:06:50,oxeye_daisy_observed.csv,4.295,2.929,1.47,5.649,7.962,3.15,9.46,9.507,4.93,0.1668018536961172781780685449,
+2026-05-21 15:06:50,oxeye_daisy_observed.csv,2.147,2.99,7.801,4.442,2.542,3.52,10.05,2.787,4.72,0.1023363946721187707777376549,
+2026-05-21 15:06:51,oxeye_daisy_observed.csv,4.195,0.953,4.348,4.015,1.097,4.75,10.55,8.841,6.0,0.05701684227581175713722166869,
+2026-05-21 15:06:51,oxeye_daisy_observed.csv,2.54,2.776,5.204,5.491,3.76,3.51,9.11,13.118,6.31,0.1177340450683883293337389666,
+2026-05-21 15:06:51,oxeye_daisy_observed.csv,4.545,1.51,4.805,6.034,5.817,4.68,9.7,8.755,6.42,0.08348876514314754736705024107,
+2026-05-21 15:06:51,oxeye_daisy_observed.csv,1.676,2.374,6.542,1.133,5.156,4.22,10.93,14.689,5.82,0.04441942837842621827168502701,
+2026-05-21 15:06:52,oxeye_daisy_observed.csv,3.445,0.943,5.322,5.38,8.681,4.73,10.25,14.952,4.79,0.1024712741577202761282299567,
+2026-05-21 15:06:52,oxeye_daisy_observed.csv,3.423,1.974,6.364,3.013,6.339,4.28,9.7,3.901,4.83,0.03965940459276135026853109223,
+2026-05-21 15:06:52,oxeye_daisy_observed.csv,4.569,1.423,5.209,7.744,3.812,4.89,10.59,2.722,5.0,0.03655546965788306226971325225,
+2026-05-21 15:06:53,oxeye_daisy_observed.csv,1.813,1.699,5.535,4.493,4.775,4.62,10.73,11.403,5.76,0.04782542751633517280533351427,
+2026-05-21 15:06:53,oxeye_daisy_observed.csv,4.6,1.261,2.72,4.172,3.926,3.42,10.37,12.857,5.69,0.07355268955510271649081245856,
+2026-05-21 15:06:53,oxeye_daisy_observed.csv,1.141,1.099,5.95,3.48,2.969,3.87,10.91,4.0,4.74,0.05738183208790255465255617900,
+2026-05-21 15:06:53,oxeye_daisy_observed.csv,4.776,1.472,6.926,1.19,1.253,3.49,10.83,13.75,3.67,0.1560620583880484960723630093,
+2026-05-21 15:06:54,oxeye_daisy_observed.csv,4.714,0.537,5.149,4.235,7.569,4.54,10.48,12.773,6.18,0.06614971401254247066391996386,
+2026-05-21 15:06:54,oxeye_daisy_observed.csv,1.924,1.119,2.363,7.17,7.322,4.04,10.7,5.812,6.1,0.05243543029944964157255203994,
+2026-05-21 15:06:54,oxeye_daisy_observed.csv,2.292,2.965,3.081,6.093,3.47,4.33,10.0,5.969,6.45,0.05412923526100686335503845843,
+2026-05-21 15:06:54,oxeye_daisy_observed.csv,3.586,0.987,7.881,1.91,9.294,4.64,9.6,3.909,5.8,0.06952315870545403742041848835,
+2026-05-21 15:06:55,oxeye_daisy_observed.csv,4.395,1.204,5.569,3.364,5.789,4.79,9.5,7.415,5.68,0.07879933349274422506305295411,
+2026-05-21 15:06:55,oxeye_daisy_observed.csv,2.783,2.608,6.088,7.061,4.602,4.96,10.78,14.795,6.17,0.05641472926032283564393004937,
+2026-05-21 15:06:55,oxeye_daisy_observed.csv,3.966,2.811,6.235,2.941,2.319,3.45,9.38,4.114,6.22,0.09979687436110705439256265577,
+2026-05-21 15:06:56,oxeye_daisy_observed.csv,2.527,1.943,2.864,4.159,9.245,3.12,10.82,6.103,5.14,0.1142312138871493053786171629,
+2026-05-21 15:06:56,oxeye_daisy_observed.csv,4.028,1.15,3.47,3.535,6.094,3.73,10.77,11.675,5.38,0.04630740255133936221974170401,
+2026-05-21 15:06:56,oxeye_daisy_observed.csv,2.531,2.951,4.889,1.343,6.563,4.55,9.05,14.484,4.89,0.05004331756383158269597420976,
+2026-05-21 15:06:56,oxeye_daisy_observed.csv,4.609,2.867,1.763,2.065,6.738,3.05,9.71,13.387,5.58,0.1090626441936862232430812464,
+2026-05-21 15:06:57,oxeye_daisy_observed.csv,4.729,2.998,1.725,0.898,3.464,3.92,9.08,7.052,5.5,0.05700587500220257617642700971,
+2026-05-21 15:06:57,oxeye_daisy_observed.csv,1.505,2.943,3.342,5.418,3.469,4.74,10.12,5.496,5.2,0.03239129439904613404075488854,
+2026-05-21 15:06:57,oxeye_daisy_observed.csv,4.254,1.868,7.283,7.386,6.971,4.81,10.27,14.421,5.02,0.07680430546103160531174245411,
+2026-05-21 15:06:58,oxeye_daisy_observed.csv,2.302,1.811,6.926,4.136,5.858,4.99,10.65,6.782,5.72,0.08514829560030473065174974761,
+2026-05-21 15:06:58,oxeye_daisy_observed.csv,4.012,1.877,6.82,1.969,5.955,4.7,9.66,14.468,6.43,0.09806498784550209889390416567,
+2026-05-21 15:06:58,oxeye_daisy_observed.csv,3.1,2.058,6.348,5.646,9.051,3.21,10.01,12.281,5.33,0.1068233921855617802880244613,
+2026-05-21 15:06:58,oxeye_daisy_observed.csv,4.5,2.608,2.677,3.362,1.326,3.99,9.16,12.838,5.59,0.05069354457817718145800376916,
+2026-05-21 15:06:59,oxeye_daisy_observed.csv,4.126,1.312,5.62,5.086,1.772,3.08,9.99,12.786,5.76,0.1007323352056143231935361520,
+2026-05-21 15:06:59,oxeye_daisy_observed.csv,4.95,2.437,5.493,7.319,5.188,4.54,10.23,7.569,5.44,0.03468010963743399872618578275,
+2026-05-21 15:06:59,oxeye_daisy_observed.csv,1.376,0.71,7.843,1.282,6.288,3.06,9.92,6.077,4.93,0.08106570838931595408422598480,
+2026-05-21 15:06:59,oxeye_daisy_observed.csv,3.375,2.824,3.611,0.789,7.218,4.87,10.8,3.728,4.93,0.06492877232013780525636812471,
+2026-05-21 15:07:00,oxeye_daisy_observed.csv,1.868,0.685,3.546,5.179,5.035,4.01,10.29,4.791,4.1,0.1414617608440792524346141261,
+2026-05-21 15:07:00,oxeye_daisy_observed.csv,1.873,0.679,2.742,1.117,3.947,3.45,9.61,14.217,3.6,0.1558167293227120764885451040,
+2026-05-21 15:07:00,oxeye_daisy_observed.csv,3.162,1.878,2.058,0.378,8.788,3.36,10.44,4.977,4.62,0.09930597336072503843034665278,
+2026-05-21 15:07:01,oxeye_daisy_observed.csv,3.846,2.095,4.078,2.082,2.899,4.54,10.56,4.471,4.62,0.02926453356238784382108723990,
+2026-05-21 15:07:01,oxeye_daisy_observed.csv,4.039,1.761,6.402,4.873,1.306,3.61,10.68,11.146,4.18,0.1757467456422628474103810975,
+2026-05-21 15:07:01,oxeye_daisy_observed.csv,4.18,1.955,1.249,7.476,2.539,3.24,9.22,1.545,6.37,0.08636234928132528201804687352,
+2026-05-21 15:07:01,oxeye_daisy_observed.csv,3.32,1.046,3.963,5.707,1.784,3.27,9.73,2.211,4.9,0.1397131848355039288474729969,
+2026-05-21 15:07:02,oxeye_daisy_observed.csv,2.558,2.785,2.807,4.878,2.093,3.85,10.74,2.483,5.7,0.06447311905238169404857024897,
+2026-05-21 15:07:02,oxeye_daisy_observed.csv,1.481,2.246,2.576,3.647,2.953,4.66,9.62,4.251,5.24,0.02831429138677196991480063598,
+2026-05-21 15:07:02,oxeye_daisy_observed.csv,1.936,0.534,5.748,0.274,9.129,4.25,9.92,6.734,4.33,0.09175938609299098718456536718,
+2026-05-21 15:07:03,oxeye_daisy_observed.csv,3.27,2.659,4.874,4.685,6.084,3.64,9.27,9.547,5.73,0.07544213707557341289608753387,
+2026-05-21 15:07:03,oxeye_daisy_observed.csv,1.495,0.787,1.175,2.333,4.865,3.58,9.96,11.353,6.48,0.07488425832134620944040086435,
+2026-05-21 15:07:03,oxeye_daisy_observed.csv,2.414,2.12,2.417,6.705,1.088,4.07,9.5,13.048,5.79,0.04629868398865093679434705859,
+2026-05-21 15:07:03,oxeye_daisy_observed.csv,3.797,1.083,1.331,1.607,7.483,4.89,10.16,6.164,6.24,0.09009409831625282791450958835,
+2026-05-21 15:07:04,oxeye_daisy_observed.csv,2.13,2.525,5.31,5.714,7.383,3.27,9.74,12.181,4.6,0.1985825250971677111362556089,
+2026-05-21 15:07:04,oxeye_daisy_observed.csv,1.486,1.547,2.639,4.2,2.13,3.92,9.54,6.178,6.19,0.05586910787757056552074061261,
+2026-05-21 15:07:04,oxeye_daisy_observed.csv,2.735,1.531,5.157,6.149,4.705,4.16,9.09,5.554,6.37,0.07422652679754491397734368133,
+2026-05-21 15:07:04,oxeye_daisy_observed.csv,3.992,1.686,3.293,1.702,8.064,3.14,10.85,13.991,5.4,0.07159104756520825586967219188,
+2026-05-21 15:07:05,oxeye_daisy_observed.csv,1.227,1.982,5.919,6.29,8.622,4.14,9.89,9.878,5.13,0.05553319066290622626285914735,
+2026-05-21 15:07:05,oxeye_daisy_observed.csv,3.001,1.082,3.952,5.926,7.194,3.22,9.32,3.62,4.63,0.1625363826940573991578951173,
+2026-05-21 15:07:05,oxeye_daisy_observed.csv,1.794,1.928,5.385,1.939,1.801,4.85,9.08,8.795,5.15,0.09627604229121773368090966862,
+2026-05-21 15:07:06,oxeye_daisy_observed.csv,3.662,1.316,3.943,5.935,7.575,4.2,10.83,13.333,6.0,0.04953076764764624600405865035,
+2026-05-21 15:07:06,oxeye_daisy_observed.csv,1.397,1.911,3.602,0.141,1.929,3.79,9.92,1.363,5.93,0.1016909386605020414894918140,
+2026-05-21 15:07:06,oxeye_daisy_observed.csv,3.066,2.45,1.148,6.385,1.208,4.33,9.66,10.707,5.3,0.03798431074531938273102468508,
+2026-05-21 15:07:06,oxeye_daisy_observed.csv,2.292,2.337,2.126,4.124,9.014,3.13,10.17,1.902,6.24,0.09244492816669776479370505362,
+2026-05-21 15:07:07,oxeye_daisy_observed.csv,1.709,2.165,6.278,0.277,7.225,3.99,10.7,4.155,4.53,0.04439098660078204509933090531,
+2026-05-21 15:07:07,oxeye_daisy_observed.csv,1.157,2.174,7.0,0.006,1.756,3.43,10.42,11.366,4.21,0.1062063632279403674920448784,
+2026-05-21 15:07:07,oxeye_daisy_observed.csv,4.637,1.091,5.01,7.455,5.506,4.14,10.27,3.26,5.31,0.06896451155371654955746685047,
+2026-05-21 15:07:08,oxeye_daisy_observed.csv,2.057,1.334,2.453,3.001,7.022,4.0,10.06,2.117,4.24,0.1112944658077906786654044784,
+2026-05-21 15:07:08,oxeye_daisy_observed.csv,2.521,1.802,1.94,0.11,2.579,4.1,10.11,1.683,6.06,0.1377865310501832574518650518,
+2026-05-21 15:07:08,oxeye_daisy_observed.csv,4.747,0.603,1.057,5.671,4.203,3.01,10.42,14.756,4.55,0.2347642792682172333678667219,
+2026-05-21 15:07:08,oxeye_daisy_observed.csv,2.652,2.555,4.741,0.715,1.948,3.45,9.59,6.755,5.29,0.1021020129746842194125611940,
+2026-05-21 15:07:09,oxeye_daisy_observed.csv,1.136,1.093,3.7,7.849,4.675,3.65,9.1,7.07,4.37,0.2028464317210193875050262540,
+2026-05-21 15:07:09,oxeye_daisy_observed.csv,4.319,0.665,4.619,0.164,8.016,3.84,10.53,13.014,4.83,0.08171933225980574839114233337,
+2026-05-21 15:07:09,oxeye_daisy_observed.csv,4.172,2.2,6.045,4.209,9.178,3.19,9.58,14.361,6.46,0.1055609133580690129727735216,
+2026-05-21 15:07:09,oxeye_daisy_observed.csv,3.82,0.531,3.994,3.852,2.721,4.12,10.1,10.242,6.22,0.05337465304151360494959432332,
+2026-05-21 15:07:10,oxeye_daisy_observed.csv,4.27,0.956,7.687,1.747,2.396,4.07,9.22,6.821,6.37,0.07064270837061949952245251044,
+2026-05-21 15:07:10,oxeye_daisy_observed.csv,1.883,0.858,6.318,6.606,9.413,4.16,9.92,8.832,4.75,0.1025222353431330976034472415,
+2026-05-21 15:07:10,oxeye_daisy_observed.csv,1.5,2.964,1.561,3.098,5.862,4.69,10.91,1.101,4.94,0.06935541886271783533684713068,
+2026-05-21 15:07:11,oxeye_daisy_observed.csv,1.064,2.369,6.522,3.756,7.284,3.49,10.46,13.894,6.04,0.07594928518607087072165474165,
+2026-05-21 15:07:11,oxeye_daisy_observed.csv,2.461,1.804,2.264,6.621,2.834,4.9,10.04,4.193,5.35,0.03290072912605691562439698471,
+2026-05-21 15:07:11,oxeye_daisy_observed.csv,4.56,2.349,3.493,7.738,3.66,4.51,9.71,13.701,4.63,0.08199379284150637771665273186,
+2026-05-21 15:07:11,oxeye_daisy_observed.csv,4.464,2.156,4.539,3.404,9.984,4.18,9.94,11.219,4.38,0.08692107757072350605563332324,
+2026-05-21 15:07:12,oxeye_daisy_observed.csv,4.978,0.881,1.985,0.519,1.326,3.72,9.68,6.899,6.49,0.1282391181104363103600684734,
+2026-05-21 15:07:12,oxeye_daisy_observed.csv,1.167,1.052,3.545,5.922,1.949,4.83,10.33,5.29,4.92,0.03108231833217431866681673165,
+2026-05-21 15:07:12,oxeye_daisy_observed.csv,4.976,2.872,2.789,5.76,1.47,3.22,10.92,12.996,3.85,0.2129873539732154779726233215,
diff --git a/modelling/data/abingdon-all/seasonal/oxeye_daisy_simulated.csv b/modelling/data/abingdon-all/seasonal/oxeye_daisy_simulated.csv
new file mode 100644
index 0000000..2bbaf0a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/oxeye_daisy_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,7.54443E-13,0.1,0,0.01,6.83168E-13
+RungeKutta4,2,0.2,2.13613E-12,0.1,0,0.01,1.93432E-12
+RungeKutta4,3,0.3,5.08328E-12,0.1,0,0.01,4.60304E-12
+RungeKutta4,4,0.4,1.16215E-11,0.1,0,0.01,1.05236E-11
+RungeKutta4,5,0.5,2.62141E-11,0.1,0,0.01,2.37376E-11
+RungeKutta4,6,0.6,5.87158E-11,0.1,0,0.01,5.31687E-11
+RungeKutta4,7,0.7,1.30832E-10,0.1,0,0.01,1.18472E-10
+RungeKutta4,8,0.8,2.90212E-10,0.1,0,0.01,2.62795E-10
+RungeKutta4,9,0.9,6.41115E-10,0.1,0,0.01,5.80547E-10
+RungeKutta4,10,1.0,1.41094E-9,0.1,0,0.01,1.27764E-9
+RungeKutta4,11,1.1,3.09412E-9,0.1,0,0.01,2.80181E-9
+RungeKutta4,12,1.2,6.76274E-9,0.1,0,0.01,6.12384E-9
+RungeKutta4,13,1.3,1.47349E-8,0.1,0,0.01,1.33428E-8
+RungeKutta4,14,1.4,3.20104E-8,0.1,0,0.01,2.89863E-8
+RungeKutta4,15,1.5,6.93457E-8,0.1,0,0.01,6.27944E-8
+RungeKutta4,16,1.6,1.49828E-7,0.1,0,0.01,1.35673E-7
+RungeKutta4,17,1.7,3.22901E-7,0.1,0,0.01,2.92395E-7
+RungeKutta4,18,1.8,6.94226E-7,0.1,0,0.01,6.28640E-7
+RungeKutta4,19,1.9,0.00000148911,0.1,0,0.01,0.00000134843
+RungeKutta4,20,2.0,0.00000318708,0.1,0,0.01,0.00000288599
+RungeKutta4,21,2.1,0.00000680668,0.1,0,0.01,0.00000616363
+RungeKutta4,22,2.2,0.0000145070,0.1,0,0.01,0.0000131365
+RungeKutta4,23,2.3,0.0000308572,0.1,0,0.01,0.0000279420
+RungeKutta4,24,2.4,0.0000655059,0.1,0,0.01,0.0000593173
+RungeKutta4,25,2.5,0.000138788,0.1,0,0.01,0.000125676
+RungeKutta4,26,2.6,0.000293458,0.1,0,0.01,0.000265734
+RungeKutta4,27,2.7,0.000619118,0.1,0,0.01,0.000560628
+RungeKutta4,28,2.8,0.00130270,0.1,0,0.01,0.00117963
+RungeKutta4,29,2.9,0.00273108,0.1,0,0.01,0.00247307
+RungeKutta4,30,3.0,0.00569351,0.1,0,0.01,0.00515562
+RungeKutta4,31,3.1,0.0117561,0.1,0,0.01,0.0106455
+RungeKutta4,32,3.2,0.0238636,0.1,0,0.01,0.0216091
+RungeKutta4,33,3.3,0.0470061,0.1,0,0.01,0.0425653
+RungeKutta4,34,3.4,0.0881188,0.1,0,0.01,0.0797939
+RungeKutta4,35,3.5,0.153688,0.1,0,0.01,0.139169
+RungeKutta4,36,3.6,0.245125,0.1,0,0.01,0.221967
+RungeKutta4,37,3.7,0.356165,0.1,0,0.01,0.322517
+RungeKutta4,38,3.8,0.475769,0.1,0,0.01,0.430821
+RungeKutta4,39,3.9,0.593344,0.1,0,0.01,0.537289
+RungeKutta4,40,4.0,0.701697,0.1,0,0.01,0.635405
+RungeKutta4,41,4.1,0.797215,0.1,0,0.01,0.721899
+RungeKutta4,42,4.2,0.878806,0.1,0,0.01,0.795782
+RungeKutta4,43,4.3,0.946765,0.1,0,0.01,0.857321
+RungeKutta4,44,4.4,1.00192,0.1,0,0.01,0.907265
+RungeKutta4,45,4.5,1.04510,0.1,0,0.01,0.946366
+RungeKutta4,46,4.6,1.07678,0.1,0,0.01,0.975053
+RungeKutta4,47,4.7,1.09683,0.1,0,0.01,0.993209
+RungeKutta4,48,4.8,1.10433,0.1,0,0.01,1
+RungeKutta4,49,4.9,1.09748,0.1,0,0.01,0.993797
+RungeKutta4,50,5.0,1.07380,0.1,0,0.01,0.972354
+RungeKutta4,51,5.1,1.03086,0.1,0,0.01,0.933471
+RungeKutta4,52,5.2,0.967769,0.1,0,0.01,0.876340
+RungeKutta4,53,5.3,0.887039,0.1,0,0.01,0.803237
+RungeKutta4,54,5.4,0.795511,0.1,0,0.01,0.720356
+RungeKutta4,55,5.5,0.702901,0.1,0,0.01,0.636495
+RungeKutta4,56,5.6,0.618342,0.1,0,0.01,0.559925
+RungeKutta4,57,5.7,0.547400,0.1,0,0.01,0.495685
+RungeKutta4,58,5.8,0.491432,0.1,0,0.01,0.445005
+RungeKutta4,59,5.9,0.448852,0.1,0,0.01,0.406447
+RungeKutta4,60,6.0,0.416825,0.1,0,0.01,0.377446
+RungeKutta4,61,6.1,0.392448,0.1,0,0.01,0.355372
+RungeKutta4,62,6.2,0.373299,0.1,0,0.01,0.338032
+RungeKutta4,63,6.3,0.357564,0.1,0,0.01,0.323784
+RungeKutta4,64,6.4,0.343970,0.1,0,0.01,0.311474
+RungeKutta4,65,6.5,0.331662,0.1,0,0.01,0.300329
+RungeKutta4,66,6.6,0.320080,0.1,0,0.01,0.289841
+RungeKutta4,67,6.7,0.308879,0.1,0,0.01,0.279698
+RungeKutta4,68,6.8,0.297839,0.1,0,0.01,0.269701
+RungeKutta4,69,6.9,0.286836,0.1,0,0.01,0.259738
+RungeKutta4,70,7.0,0.275802,0.1,0,0.01,0.249746
+RungeKutta4,71,7.1,0.264706,0.1,0,0.01,0.239698
+RungeKutta4,72,7.2,0.253541,0.1,0,0.01,0.229588
+RungeKutta4,73,7.3,0.242312,0.1,0,0.01,0.219420
+RungeKutta4,74,7.4,0.231036,0.1,0,0.01,0.209209
+RungeKutta4,75,7.5,0.219734,0.1,0,0.01,0.198975
+RungeKutta4,76,7.6,0.208431,0.1,0,0.01,0.188740
+RungeKutta4,77,7.7,0.197155,0.1,0,0.01,0.178529
+RungeKutta4,78,7.8,0.185934,0.1,0,0.01,0.168368
+RungeKutta4,79,7.9,0.174793,0.1,0,0.01,0.158280
+RungeKutta4,80,8.0,0.163763,0.1,0,0.01,0.148292
+RungeKutta4,81,8.1,0.152867,0.1,0,0.01,0.138425
+RungeKutta4,82,8.2,0.142127,0.1,0,0.01,0.128700
+RungeKutta4,83,8.3,0.131551,0.1,0,0.01,0.119123
+RungeKutta4,84,8.4,0.121134,0.1,0,0.01,0.109690
+RungeKutta4,85,8.5,0.110846,0.1,0,0.01,0.100374
+RungeKutta4,86,8.6,0.100604,0.1,0,0.01,0.0910996
+RungeKutta4,87,8.7,0.0902484,0.1,0,0.01,0.0817223
+RungeKutta4,88,8.8,0.0795067,0.1,0,0.01,0.0719954
+RungeKutta4,89,8.9,0.0679999,0.1,0,0.01,0.0615757
+RungeKutta4,90,9.0,0.0553987,0.1,0,0.01,0.0501650
+RungeKutta4,91,9.1,0.0418735,0.1,0,0.01,0.0379176
+RungeKutta4,92,9.2,0.0286055,0.1,0,0.01,0.0259030
+RungeKutta4,93,9.3,0.0174474,0.1,0,0.01,0.0157991
+RungeKutta4,94,9.4,0.00958358,0.1,0,0.01,0.00867818
+RungeKutta4,95,9.5,0.00484095,0.1,0,0.01,0.00438361
+RungeKutta4,96,9.6,0.00229638,0.1,0,0.01,0.00207943
+RungeKutta4,97,9.7,0.00103871,0.1,0,0.01,0.000940579
+RungeKutta4,98,9.8,0.00045226,0.1,0,0.01,0.000409533
+RungeKutta4,99,9.9,0.000190542,0.1,0,0.01,0.000172541
+RungeKutta4,100,10.0,0.000077878,0.1,0,0.01,0.0000705206
+RungeKutta4,101,10.1,0.0000309168,0.1,0,0.01,0.0000279960
+RungeKutta4,102,10.2,0.0000119375,0.1,0,0.01,0.0000108097
+RungeKutta4,103,10.3,0.0000045006,0.1,0,0.01,0.00000407541
+RungeKutta4,104,10.4,0.00000167565,0.1,0,0.01,0.00000151735
+RungeKutta4,105,10.5,6.3299E-7,0.1,0,0.01,5.73189E-7
+RungeKutta4,106,10.6,2.55453E-7,0.1,0,0.01,2.31319E-7
+RungeKutta4,107,10.7,1.17451E-7,0.1,0,0.01,1.06355E-7
+RungeKutta4,108,10.8,6.33233E-8,0.1,0,0.01,5.73409E-8
+RungeKutta4,109,10.9,3.85736E-8,0.1,0,0.01,3.49294E-8
+RungeKutta4,110,11.0,2.49020E-8,0.1,0,0.01,2.25494E-8
+RungeKutta4,111,11.1,1.62580E-8,0.1,0,0.01,1.47220E-8
+RungeKutta4,112,11.2,1.04898E-8,0.1,0,0.01,9.49879E-9
+RungeKutta4,113,11.3,6.63232E-9,0.1,0,0.01,6.00574E-9
+RungeKutta4,114,11.4,4.10245E-9,0.1,0,0.01,3.71488E-9
+RungeKutta4,115,11.5,2.48531E-9,0.1,0,0.01,2.25051E-9
+RungeKutta4,116,11.6,1.47750E-9,0.1,0,0.01,1.33792E-9
+RungeKutta4,117,11.7,8.63778E-10,0.1,0,0.01,7.82174E-10
+RungeKutta4,118,11.8,4.97583E-10,0.1,0,0.01,4.50575E-10
+RungeKutta4,119,11.9,2.82923E-10,0.1,0,0.01,2.56194E-10
+RungeKutta4,120,12.0,1.47948E-10,0.1,0,0.01,1.33971E-10
+RungeKutta4,121,12.1,5.56668E-11,0.1,0,0.01,5.04078E-11
diff --git a/modelling/data/abingdon-all/seasonal/oxeye_daisy_simulated.png b/modelling/data/abingdon-all/seasonal/oxeye_daisy_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..0717a0dbb4c5b5b7e0d5b195176d45d9c3b9f4f7
GIT binary patch
literal 30453
zcmb6BbyQW`_dgCFKuQ`^x<o)4QR!|(N<g|nq)X}$f*@c}k_re&gLKEC1q3PS?v5kf
z@LR`w_2Rwn&v!h}9}XO_Ypu1{obwfPzfx9|!MRFy6#{|a$jM4Rf<TacAP}T!3^eeY
z`@Q4y;0OORDa~i9c2AzU8abLl6pWtPTiZRewlJn~F>`dXu(Q3(eutBtkCo=>vuE~B
z{2UxMzmH(Ib2R5*knYn0SHZNG)pCMB@Qe`ukTOLwEFcgUBRNSiHMjVU1a!CSX8SEl
zP!4<y%w&H;44B_AM2diA?AgF|VhugL&!3$yqNQBThF;{oE^^UxmeTtYfT|*ix<dI5
z!gTA(cUkztdE$XQ0|Tw7qZ9laY|86-w-c@F=C^UXNj}%bZ?0Xg!W?m(Pl&`ZX#MeL
z@3`qqKz{z$nEe?96Z}eC5S!lz{J@~4LZcM@`6oO-TpGk*f&#_R!w`RIZc0Lt{dvAo
z57I5f!CRcm5JJSkZY2NzUS@?$UtfQFsO~)K!H4FQP+{g*uU>uc=@IRmXbw^0Tew!a
zmRB8LWGBAv3!WmuaH%U{d(GfN`}hFP;p^*5NKDMQ6z>!wxby99|JJS4jEo%e&s*DD
zTjAbk$6q<Tx3EUaY{>W4Xz1zbx4WO8t8Uhw*lz9HdSP;KaKr>sduvLEQn58OG!POH
z(3;0P1k`M`kQ*0|l=M`j;T#<wKRDQ&Fl+S3bX?0VZ~rLd(X8HZq+MkCih|Fvc{LsX
z(~qJRM|GO!ub=g*A3ymPn;ajVlV7WCY;1h%?p;;y;}u3e`)Qx`sk$kXZY0|lJmJG>
zOb?}L2rdbyD0|(hBj3g8PFiiP{{H3!OSi~HjhcoA3uS8vrIls%M0mzW=mU#{h=>#_
zaqJ)G>&4xVKb-HE*F{<MrOT<SN1ei-Uqsxu8f-I*(POZK?L|A*OiT>^=(+E@sk_jB
zgP6Eue`9O`b}*@m%Nak1igjbS)NUCygOEeUZ&F*3Q{Q#MdAmmfkI(bM{}~ytkAGN%
z)A`ZT7<7N#f`ye;aIrW(o+30FKjs}ewdW82wbZn<tUW4^^}@#;BIk!DrKiVh`68QT
zW@cu%Ryoyop}SAV;NAz-Cehs=?sqJ1Y}lMEr-X(at%nF~DwAEzQC}2P3h;&;?JQ9j
z3yO$LaXYW7?H!pXdOdNHvaMQS(78B2v%$f^dCc<?pIoBe{~7-7b}-2u@tbsXp+~Iz
z{Kv6ocC|<8R~1lEQL{L&L(O_jhTp;KF7&;3;-)h7zxen-R>sQn$GuNB9%*TfSPJ<E
zFLuT;dL8eotbJ)|X{V3T{RAD*-X3@A&f+#sn1p$BoF46@WoBj$@b_gX#e~zzWZRQM
z?-4Ldc3;_U*M6j`N{1)-!-pTupHM<vT#a{Y%&yKkvoqd#P;2#~q~zY-g;hQ*9qL|t
zvMF%Xmw299^2LGN6U<;X<x?e1%~)Og2Gk;t1KaA|)wWvii<2q&r%y8}_@BuxetVyC
zzBy8yG49YxnN3`5!_i%LzQ;j&-!gJFp$WQ_;QG;ev?Qyqte2|iDR>vSoEE=5?&$S6
zUWhTsF4Oni`qFA${<Qa|oUE)e%p|}jnV5ifUOne=srCU_65{92pAY0bDeyjnI#U#&
z3}ZowpPz2EE_NFc@tRY6AI{vFI@=$!%jq7>)fuW`Wnz*`do(?q+}HeyXkji?BsvfO
z`gMAE%}&TF?BrzX!ZwDoyc3C)jV)@-wpw9!ZZ3+l;YROCg;_`R6P&Zt(_0)I@K`S~
z8C{m1oTolEce%J?w?%c4K?r$<KYwO3S)=8$G3xx?*#Sj7=qk^|mp8;YaTvBG<{#ak
zumoZo<-C4<wG!+&b*h=qTE+br!)5e!#{>EOo!1p{;%jtlE2Splaj67{YjACK?GL99
zg|?cBEaRSo*>v2jTzX(*W0P}s{l<-K^5fV$CjC_;%03kIypn8Ao%+xf`UTELhx&7e
z6bW+5_r>U~qZPj8SGuU<)y8Y!l}l8m>mnCNp^o3D{gV|Ark>YnFYWdz*)5DaOXi1c
zV%7IHIiv)Kikw$C`Xr5Ean$r!!bDDI@K$x3!dr!VZFza^d-$!$TjeDnbFHCvrKb@}
z!YUW#rQ|5QQX0ArFZtmCb1qX}2U%ePqu4f(_%>n#PZbN?G02qXPOv5UIudR-U8vxv
zQOs7arT`pE%3+KUQrg8b!;vI0KhxFztW_ZjYwRG=OtNE98D2B{yfG&l0TilKd)p+Q
z(J^&_+L-`ywb#h&m@Zc`s1*f9ar3HHnX__oBEY(oj^ZjVoxtnz%dAM#1BtF`^LP7e
zqIrm6u8<gb?L~FAw#vZpEvrCSwKniRO3O`8PalA;tgKij)LopxbEDzom3@nAYh#w~
zQc_>;OcjGyEiNV|hK-I+0w&W|3G1<tcXV>HIX^!ybLtivdTd}YRdYIGo~S-nyWP&x
z*^#agmmUoRi`v<dos(m8=gyrngR@nQ&W_d9)&A}1BsLgyuSn0S^S(=<4>7y$(~gdg
zVoDHB%b<IfV-*f_{oCL%o?F5+47}7~B4@jO>g3oD<mGL`!^6wKL+1^67bXS;1uZU6
z_U5FVAcMn7N2et4g!(P@N<2WQ?u6GJEs~c`vXzfJemfwgt?L?=_851a@>&(>IgkGK
z{;mw09fwfEv>%?Z@|qyHer_$Xi_=EwP`1t7?5s5rqhiUx;2?Lo04=T9%NU&iHluPB
zH0*)|r!KzEj!oEszK*D<Pc8@?QF^l#+M_LC=r-hF^X6t}XGaNxpq+ip?jcc+Rz3;M
z(KbKX-_R>F8E$-4i#4syY1SU;QhE;dU#J!}bjocmn33;+cs!m51apN3V~XZ2h<%MF
z81Fw3BhB<h&*Xr7A^H-T1Gf9<Yj?Muw^0uU)Jr?yV^5r+&lQ)?uB%xY+4K9kI_2E?
zeqrOQ13Bt=iXNV4dqdenNH94znSh%!f`Wp&!YAv+kJnO$)?DjO^maVfpKs59efQzR
zXbrX>Y5~QxTL_g<HdFvV@2<GvzK{Mbf9Yg&5MEJ&KE5|N-;T*0lo->&)zqwXOj~tt
zq<I%zWt_mIntpF>lmNzGm0t!EV-q7OOw%W^Ho^|Dz>0Pq<Q`2)N)p{$oH;FRUT%;e
zIdLONBo#7&WI?cq+0}$h3(QIu_J$1XsIK@@6?vWPXH80YmiOupGo!^D+P_kHjRp%P
z`R4bL17-JZ!xL;BKb&M4g4R%O@{^|8t+PXR|Iz9f$-&8T8tWvqy8d;=#l@l3xFO_g
zBtj$7`HWD>Uh<J>+li_y6NY9>3X%R-_`&b*S-h)y)im;gC@5?IY}Bmn_x8mU!k!gX
zuNr)ta9~1VcTIi5ZZ+E2(~R-6kW65Nd0atX0o6kB?&^U2%Wn3XAL7n)zH^W;jVl4T
zl%tl^6<atIyah*2DDy3(igF#~MB5$O$mS4Q{(0+CY&w&B`7j!utL~xpY7Tz)9dC?%
z-xo-->WFVBtMA>&)Tf+?@eS`DdYm7<gpCVngtu7<P$d)wcNy}!+CxV>RPGB~RpvD$
zxK3s{F5!1cxe;@Z7r`JYlcDJA*R*MZA$54XA{Z<vr#NTmcvPP!O;QCzsApViM(KEX
zG=$Vf<U#to(`u1VIY*1viffKLqw`ijkaC8{%%^w2?MGwbY&o`&@Y$|vRL9sp51Rey
z1{-6uH7MVV(d|Fm7dKh8h0!t(VIO%epNVmxu>WYwu*#ng=#}uT;o4>XB!hh9TH$+>
z_^J?%?4q64JTXt~8}=&MXbywC?GpPPNn;VHYD+Nr(8@k_{x#W-Y-N&69~T-PEJb9(
z=|aldax*&_bKjjl7kmkil66Yd0IIf$yA+ktC9D$;TrmD(j_J(rOq8X;bG{UkyZR09
ztyZS7$+;g=vQW6quaySQjF&(A0fFAZk->9jA1fmk+#fb+W$W!L>a-704&`8B$*C;q
zF76ig_;wy9A4pZV&lxY}Ar``3azDO0Z}<+Bxwr2PIxN5T_`!-#AeP{ju8%@GxhPA-
zcq9QRK~%~V9vxKs(Md~{GNDv@{L<nSFEEXsh?k(bs~s|(ZG}EpgHwC$s_Y5#@g4b(
z*-TWa=OQvLb%a&WLfcCLDkdhTvgv8Vu_z7wtjRi%Wi8{bvpg=*#;a6nGqHR>7D!P~
zKqpO6tTbPhEcvnlR3ygay!O*~=vl&Y1{`5|(Y_XM!cjm3Y<b)PQionCg?mgwTCRS=
z2=OyaOiaEfd?Dov^w%nl+a_3V-{#${<+mhno$KV8vW}X1@&hFA?1krtP1K_kxbF56
z0oaAkYlFG!lT6!E4#MFVM=^D$Y3l3@!v#iu+WVk%td`i2u+2zJOypObhtAruT4}Lk
zo=DUt!QyYD<GUBP@kyR%-d!izkoh=ok&!TH$@c(msIz?Eqy;;QdX!2_OUn`lvUs{g
z>w}=XMxZpOymF+qF`!^jXe^cUgT-;Ar^#nLyKHSvXgk5D7p32k@-&$1CR@Ypndr1z
z5NY*K=omsc5FyLuD9_`S44n-)sBRw9GQD-#VBILit5js`aF4}=zQz9_6<f5C`NS}C
zb~y;_91ZjOAf=}-cP4L0G=+?|Y;j6|FJoizt5F%Q2ZeWbW2nth-NlKBoSdABYIy0o
z)|cC+Z&_QOKKVxT;>=L8Dm*2ifU%^h&77_TdNZM?_~pktyH&|D*mRvb`!2}`IPQrg
z3Eqc4W+FE8?<O%)@+B;5wQji#gcMTK;iQ<I5G?Ynw?SIp&Pl>)+KDOi5Af8lK%Rj(
zLxRkZ>NoDW)7f5G-*1L7bQ2GsN9k5oiXus4J%s05-PwknBOG>+?RXPIsNqNyhsXb2
z7)l^M$-b}i7EfcXy)0)~k_|hJ?YL}(4DZz$0e{9q>Tjn$#}1Gqi$h`F8x<?YNe>(y
zi<tF%Irp|~Wf_r;*!-*PYwT%y&(q{%vbjr^uzAUs{oYaBhWT>c=5?Xq*}i?JZK0%3
zQFW#zWO<<1%Nea-t@(V~pDy+Fj!zh)rO<3~oNZNBQ<;Ncm`8vwIms?a$wMW_*nO~>
z3KclMA2)uLf65D|Af!8O>Jk|JkhF*RWHN5oW*k${=)_^S8+JCU;n{);*!aGFe!2?7
zyxTj5`EE2XLZmT2L>n2-HzV^#*)%+Rdb`w5`xVKupGjk-uS7tPL&vdSE6NgyB11es
zw&k5C$i8}wSugkXN=^Jn!dc#!h{;j-S0$f-7@{t0G&Zg<jBkyG%Sh2Xha)VWMdtCH
z8^eKDal_!2B%ScZsgpYQ%{zB`Z;+8?xAS3xI?-jPlc!vO2t(WgLyFcjh`3B*Ios^e
zuKS}<+55ZZ*=Kvpy%JH>Vs80n7$kQo3<a!1&uCKL6cJ&Vl%bj#6i|uV-FEVIB(jnB
zdv@>2+prNtjTW6;gWjl}2*BK(wfEPNxkW8-BI$i`0r)Hv^Ftd!l=frXHlzI(FvYU`
zE`Oh3WtI@UDV&q~Z+D8#yURcgT-gUE`38sn=k+ugq4;gQ9e{S#6Q+`qXmkKjxT;aR
zKWddLp7eAnRW8CBAQlVtGSpK5av!ypT8|VxUb$L#y1-$hqN37%!~Psm4UA>0=Y&|G
ze8<JN3`mcPirS!R@<l<nc3SFEPc|QBZp<ducT3(lJD3t#*-Ei#!MdB66pv?3v|!)@
zpY-~6ygzy;WUfm9UJ^`tS9&FA$G<MoW3$p_%*?+-<#m=2zHMl5uzH#&h65@uF(<8m
z1p$Wqry*=Qwcy^eyenu~G!I|vOQq7dU0r@D31@;D_Y#fY!2T}Q&5HKX@Cljt=KwxH
zAk0b|^531`Hj=dL2%pVErl6ePrnGxZsMmnaj6qbMYi{9lDw>Mab3~Vi45}Ym|7WDw
zpGC7s=g*8pB{g2ZtR`ynZNB!REyLe0kU~;?9O)-1QH6~bVQ7ffm_+jMMFaCk2%3)(
zK9+QJO5XgdCnmJbQNL*k&i@b<1^CbUP9sM~MwngwBAy}WkLCx;(S%>xR32fXjwB#a
ziV`fG?rn?>F(LotMusJxJW2l$-a^`gbj^aQ6gBxyDS?A<Y{#?N=2wxUw=&D!m93nT
zC;N3|9z1xU)*5+NCaMpqS@|gk2R&N62*1ywkFAZR4OM@f_S#jOIOy72jfm&7*t{72
zn#c^2jNr7VWBoejPp6JW(Ze(wyAlMl1os9BN4fU~Nk_|tFViX==}I^Mb-cKq9%WR<
zq_+52`Xs-^$sjtvPcvarQBmgqyhe?6tX*@HSi_f~APgpU_9r&{5t+HU*F{7`ifg;(
zk|!6%aywr_RqZI5?lf>1;n5WOr>5RwR)UrKmnp!U1NL+Ao<UyGtEs6eyRYWbm)NZ4
z-Yv270&~qud+%OkyQ&>qvW==;LbBHy3Z<wqrXL#4r|o_n`9B5-sEGe_fbz>j`PBa!
z&Tj_F7!wpZssFm(UnG=0AG&?#hx?AbQp9rbN!XW;4tY?AOwQN<z$>%0w-;4t(#l^N
zoVxaw^lkvx2aLV+!79XzNfMzK)YRynCB?96eb3r>{ra`(=6I#!{)o9iu1&K81+Tr2
z<3C3?3wwU~5-a3U26c`mx2+J%tC+pIwY9aPmQPz4P*lYA;POPV51~B81NB9AYI=G*
z02oi5Rb|mJadFchGl;{oO7nWkvUqw^(F=;#$I6uef~7h-KY^>C8^~nl<vr%`d-slz
zu`H}a#@P7g%R2<C3c1cN!4kXz%e%L?$Gl!`KO;`cWhxt3u2b?fd^DXcj@#y4SQtL3
zh<DBUM70Jp3ky9f>q9hb5*h)Qb>+2P_>=(|85x3#g0=cYoShux*g9Chaj^!ai`QU=
z67}_WU2Sd3a8T~B0RY%OgN=<H2}+bUz?=-2lkC1QTmE{5P9`Ms^Jmtmv1K?szt$X}
z)z#wISd#m+JhjA#+RV|>aelcsr5*Dlr_l@Tp(n+1Aljzsl-s_0_wLgmCI7QbZ9ugt
z)xcn8-&5sQE0WFB)FLHiWO7W<K~a;PJIoWyW%e4xIVnpks{!HO#ffTHo^CuX6&2b*
zJnF}AM#cEs)h-+Fva^|A1qCU8k#OA{&k}wU8mcixaP3;^qy!wit))UCSSMWR<Xo>q
z$kNcms9(oZF9$O|*FEiJkg%f=xrde_9sFqQIx#VeO)^u+_2!nA?2X`4+W0r?>()%H
ztk=L^7)ak+8_Ma1?yb_#%*?DBHT4L9div_stNlk`3T?+LR7OyDHz#4$w-_07oQ?2?
z8FyQf(!WM9<~ZqVXk-jF)#AVq<#@<iTR7dS(BMRwO<aF}zpSZgD!=g4t7y0snI%$j
zNL_qgsL{!}fL-kTB-8_WOU|P>g0gLs3?_35<#>N1XZ=%JXL?$ioP|XezX7j{1iYex
z*DUUEyobCFYuFkf&(RxIB;0SN0+SDZ%rp%+G~O6n#Uc0aB!SLREG;eN#26I^ObS7F
zl{tn(jf#1vctvb%Za`BgJpip&ruEctIrvQct{{cD-BY7s);uI$yg*z^%d(L<Jvw{b
z9$bC8Dwp7TyDLNW5qfk5Lf+;z($6-?d_8=U4_@UF3{xEt=+mv&Nk3~2<=j;7YVJVe
zXpm~a*=fQPiR5!yEIHw`y=O0JPsHt$$$N|SWHl#${&R8Hsxlsp;w@W>LnHhpzc?Y=
zu4alq!)L!=_}w$Y@=YZF+W`kQKLADdm1oM64zPQ*+ZAIdFd{dCwfYF=<VpVD0WZc0
z(u->8&yCb5zYLW=M5BG-0f%Wg7uEvaftkX;KwlnTn5)sN*?Hw@Ekp9;CK@6JV{hnC
z>)Kx9oSkeFsmEf~ED$|At4G1hJZPhyQM<Pp8lEAOS#AsVXn9vp?Oww|l~KA<VxHq+
zNGqWFTpBknj)&^9i4jydhC`DW4L`lkyFtTy)N8Kq(SOAj{zt|y3}zi^4QEL?-zvd=
z?%&@bbUG_Q*^cs$U@5I)EDm$_`xR)vA(`SP(I>5Xb|6psL)Vc1dg?KXSQOckFK;bu
zG4{%kf8_|yD-VBj@X`3><njwy<<Y+$9+2gQR|X-elRqQg?;L?k!7KW&!+taSnvFpO
zbpOsE(P0S*3jaEz(7&-!{6G2O@aRb8a(<XrvyZ<Tf{4`YS2AAEjTQk$GAC|YMcK|W
zmjxsdg>^q#Lxg02kI)wi{q<qcKhFP|Ujzl?|C3(;qmuGJ^8w-vBY<zzK0>W9f2}tF
zw(@PAooW9%LsMK#4C!Avr<u^x)ANrBuxI8~M3q52Bk>E>1_GOr3Wt;dg&(&wc}fSb
zgLPooZ@}j)^bZI?`_FXju8&0g=g~oE%lOZOI689u>p?ChKY-(s|8s_s5$(UuXeQj=
z-u~m!K?M;#y|5tl$J(hjI56`f=DY$Qtj*I75a)AkU&x64N==1$0Y0zj`v(U8vl6}o
z^I7GH^!4}Fpr}VE4^qT>w_qLzkH4mO#Bhkr90Q@iHy-e0mfnp&e%Qa~ch2@aT8K$6
zjTx57*N5Fsc=dbn?>RsK?`QTc_D+%M*LS!AZ|xx(pEZ*m#SkJ2MH}F>_+h!t-ar?T
zKYHj7RkhMXY#U?h+F9do0JOvS+f|i>23F5NfqoN!@^H`XuZ&!_<GhR|e<@Tj2R`(I
zoO}1~$y!*fVD4N4Oyoe$g1wb7yB|7U`uwHxBq;&q@Ng~^uqN+yp(|;vdgi^Kq>Aik
z8cm|@MoZ+x#l=le54V^<D{E;n85tRI8P-Ea3QYpFGoD|Zw}1Wi?VB1Lkn}7k2XKw4
zS2lN)J`s3t_GN?~9v;d{O9wzjfG{Gbq@;msZfKbFmgLT-N`E9rszTQL_tjz4e2%H6
zW@d6KD&dDGCpqvDfX$Ct85pF+B_sw8UKlk6$SEp@PzXWQJiWXSDwL&OTxYr?UA6NX
z10WkLCz2%sv-gxcC&tEf7!*FFhExM7>C>lAxA^(1_)<Y-kTm+*%MXxsZP9Exsbyu4
zH;8P2@KJtj-IFBt=zk~JFobRf%FzLHP~=z&rJVH$0FA&Vbgr?s%x)@AxXERDy1{St
zc`7=nlSEf2DJWQhV3(~BFv;uv6k9r&EUk=%o&E8sxGDup5P%V5CI*nDn*stl3QqG&
zOBtgj;QEUcbn`KrK&{b&kB{pz-M+27MBG~CFehzB+(V8>{q^ftOTA%~eN0$*AHVyy
zsdLwzceratQvs6|1+x_)6nvj1O(tx{%H$Ljf+eM;v*-NM4X5jUALx{jPRGyb8j_A)
z4b~ZD?MhDOfwmao$(H*}9_oAIErS~ty@}?Ii;hmG%6{?UMSmeVwDrpurm^OwfXPF>
z`X?yJ$o*wKUkbENg|T6v_{a+(DjR-mH%w#Q(nG$)D<Wb5!;ZVZyV;u(2yO7jj{9=d
za%5pu+(W)GTx_mX+$oMCVYg2FVP*y&DuLDX!~v(?o%h+Ya&adWoD3<U0Pm0N`eUr6
za_0Ugt09bW6l|E%vtaO)LR(}676<n~(Ruqj<Zlm)_f!}G#U_x;yel3z_X5zy9nM2~
z8RGSK&AZms{(nlUHc-fv`x0d(K$r+AP#}2+y+^?JXATQuoOMj`*_Z*WfBv^P9;LJA
z4XDJL6BOT(@F#CA{*DQ~%}A2i6qRVwwMg4<ew2q#IRGM~eZ101=cU)y`76ec%Cu7R
zJJT<1RcEV6mSU9cCX)U}1AZNRKC+&Y$k{55W(_Y;SK;VXZlW+5<iZ*37XYA&(PMQd
ziWt!EljrN$!3K&<Xc*DI7Bvh04z3^OA&QB@dcpcaRQa%d?VN)gjePE8_2yo~NcuZ?
zzpG;gA)n^EqLs)XkNyEzNJ_IY_6Bi&rOV5ZN?tSy`tQRH`EUOFS0p>CgsZvamk`fi
z3D<2zQSDi`1gFV&v+rcr;QM>dm0XddzY6^FkjU8Sm;wZ>+nlKWH|mM5mo#4enE-#I
zDBon4fBlA5Soq_Ak_Ra1lm3+o{=z|syq653(SPz@W`6#E)6L_@H~y78{!TX;FXq(j
zqm_Z~38bAt&r0-50|JTg6AK7Ak9itWk|z7LH2}Da8%CF?ZzgQ-==jeV@yW;@{E>JN
z3BJJ(UG;K-@H1VHmD&9Ju@U(RVIz1&zq>IO^Y3X0o^kKn%`E@;D;4>=8X04fl9K-K
ztAH%0+Mp$FW|npZ6;*3zf$BF1<bTwdH64@(RBf$^E1@s`$uQVRMDn-U*#1*6AUD<Z
z>mbJc6Sdb<h%Q33#cgbILEZE33sZ=GV$mtHF08_&Lj6@3HVXre5HZs~trGG<Z{Ga7
zh|zpeS10nXrD-PAtbPOii$OqCufJUu>`Rb5tzv2Rs^yz26V>Hz?(Sc=7dn)xI)Msg
z2J#glK0Xb|bkRfl9-Wb8geO2<zP51pA4ti7Yv}G?34pP5GyuUfo6A`26`~;b(t-tv
zKuEoLV8<P8cW@+3J~kG4|Nebsx8(1Qxj)0g-m*SYJdl&Zs#m3kz?({fTmDcH>tW8L
znLz6KuZ)S2TE$QJ3e!?qu3f*bB1#09lD}S>r?U{3XuwQ=1wxz-o8MgE$ND)HJ-u9g
zHWphVC$Wl;ZXYKX2AsE#^61{_sWJ5h?nkOP5HJr&FzQNKDft4LVm29f8mRTD8u|LU
z(KABvRqgHVE=z2>01~t6R{V%v_!|{RDOI?_^-H|~#kOiR{wrkzYe^4<3yFZsXW+^(
z0H^ksff_3u6dc*z$Ga<Z!otGu!o!m%L#c$czxVa2k0GO=m^B9x6uIv_*(3c|=FZB{
z!LDvSupTZD^SVJqM3<bLyy_9G-wm7-e9+y@!{g(2e@vqOD(*N1V5?x7sB(^ojJ#I5
z*^?|W0CjhFpWWDCi(pWA)T(D-zybI@LQ2Zq5XxJ(Ze^AkPZ_pHGG(s{r|UQV1&VXJ
z(QwFaUB7<a@$iSyo;Tp3imZm%v$C__0bXZiC_iz1yi(Qc1~qklt<~A_-m1{9;)4f|
z#^x#t@;AoHbGi#CdEI^_9aFC$q2p30L($RE<$+IS=OLtrycI7vc$~&sLs$26$;))!
z#{f;_l(p7Ex};oO%B}%@ooTg)A;qg815|Y*<#q<ela-Z~kCc^@x;R3d=URf>*^^v>
zQHGw6Pb(M8qh2_fha%xmXdGVmdhUe+%I7yF0Uth)y?XmrtrcCNq23oIs_g0AdcM}m
zdajb|WaT9zR6@{u)ZIV?i4>xlK!(nFYzZaVP1UxuYmc&iXXQi^^p*#x*sdSN&xR}o
zIhn_sxIk+>vXJeWFXf_K#piJY1_Sy9dG!Q^+&VY2*UkQJ9V=%q7DAVTV^UT;`W^qB
z%Uc{~P*3hy-&i7F%E;{$w>xzKIQf)nnDid!Zi{y^DHU!qPYI{>jUh;UphO_<{jv2e
zfP-<DUJeE2>CyclZ@B-%bO_^=y+G-&<Sta-b0Rr};fd~jH>5_I<lz3eM6lI10;wNN
zdk^e?Sl=89I;Z?W_tqn-wF~tv`693&-3A5^zD<67%gGvdgi658p;Ku5vK_1W%O@f9
z0vMHOyetW-H%ar+bl_WRs$Lzq&<MTb&hzp%-<s`3vn`bdu6qm*2UF+e&1}4Owy~sJ
z+xzM$8HFb|C+KAVCJ4>h4a?z3{^hp2%B0gmSFE~^P~5f+hkfvuiVo~w=^lModZeks
z(r_;9*pR7t)Y)9i#Z(&yt&re7T!Zm#f8Dp%N{DAn+~8#`obh#>dfDV|3HZ~m6)+TD
zVB;B>8+sSTqLIDOTuSNsDSz^-%!7sYm_e2$yN8Jw?sFfQ2np7QEEB>Y29>7P@z92&
zxQqQ8?kj=!NGT|p>k`IEj$MDVq0^3LhWIEldA{LxKI2HIHuJ7D{Q`jTS=_U$m_du;
zaUIfg%_6w~#sfxp?MWWO?h{Rk!pGO<L<3!gi4b>9DLIzZNaJj~&Ed83KerJ(JlKCP
z(LZ&-HbpOzb|a|zGJ_C)7<5Igrv3#gR{s>j>jRzQ8X=}B+y)AwD$JXN#>bHpu<eBM
z^%cC*pE!Eu;VABAjz@3S=<7a9OYh>wT$~yeNnS}9KDt}6u-@P}v#gnARq!>~&Nlk(
zi^LtY3Cv%$M};ni8wf6z{nJ}d?V|ClP2Sef`)f*QIVXJca`&5$dMt1JFt+9>kcp6V
zeQIVSocQq2u0?jS_v*+;b=K!@UJ;%@GF0gW3ruit0W8Y1iFE5DQotb*Y}eb->@@{*
zc4X~@-+ZoBhHQCQh`@6+UvJ^<#_?B#L{zs=oI2(!?I!XwVt-K#h{Q_b92G<bh4ZVi
z=ARF1uC3WQNz18ao_z`Pc!}QL<RqP4H>I6Oo2FhmtN1(5A_#?R2e+WhdQ*lGb)FTf
zWY#x{gIC!40(RH8g}W8sMvDnaq?TkWPL53L?@0Ik4HbV95o#`s(B-p4=anM59L+{#
zuZ450Kt9vN$w~d~*1PCgbq43O3YM#6&3eB|$Dc%UEJI*L-K5OxocXPMvJBFiwHnD+
zxLD7IYdJ`VbUrm9&&$e1G2hr=|Kkx&6lG>7p&X~C<z#09Wp=5$E7P-`NVURT@Dij|
z`15=|`^HsB-jz%AfcX0CSgP)k=McetSNJD`kVi&3GEQG2y$Q*tS(y0DEUOTRIRr5d
z|K;VU%<vXy3eRR%KDk8Qj$&|(QDN8n&lFOrGgn@uO;yUsk^EY71OUe;AP`%a(1h<<
z$fy@CLJaIGji7UeIOccYC2m`L`;Vq7*@|U#DKDQ=U^gX<xJO+9gZkM;4yISC46)_8
zv;S}q4cI-peFs(E95k1op8rd2{G%fVCXJdJ$vgp*B&Jop=TGJiXqNC*I|;-wR>%+w
zev5(Okvq@8*z%cxs~ZPt51r&U!>12p-)<7ol3>(W+J#hbU8-_fX+=a5+pCi&`RLV)
zJjZDF4yZHucn<Q}?0FkBJaos9QZMuUH9-{_llkYd?4^6$@2^cMv>dE4JaOC%BH6pZ
zJK0g+5Ys@A*uO}y`vFS|eNH?u`5eoI+(fSasUaSPz9$Try~%{s*FUGf)QOm_x{qY>
ztIVnf^om>rgNi#(-$??_`$yV(jDFC7wvkthLk_#!+m@TCr<Ml<4(h+^vY%=S5D&9z
z$XE1qrfBj{W7E%D+6>IU9rwN$tXG$-%vQ+5xHNyjm1o}>SDyDw-OgVZk61%aEvW7r
z>5yhb_tloYH3lK^vo!Ed4`xtZ*Z2cn>@N5EwO5Bvc9fgtTyRj0=^&qZHZya=e|$4)
zd1^R>jq=9^(3c#SvBN&+blmhdGJ+>IRMLH*sGs1oR5aH3&HepcCwh7?)ZUYh3BE^q
zLo_HJ{%x7OYfJXR&dPY0TL<BEU_o}23oFPjtri9!E%p8D-qM@Y(zDt);yrzV+#%xU
z-(Sk05Qzt|NB|rHI1J<{R}|Qtoz~D3@;9>Gq*h*s<uJ~I9I?v+((5;R9M3ZD?ysJK
zfNxRo>Mfj@>Fm>sFY2OrN%`e5>m6(n{WV+;^q1#a+}4&Iap_?9=XypzWaMwYI5k~O
zx*ZcwektH!(ry%SWT?4NGOGyL5Wn5raAYPe4kw|t1RIMo5V5fUN1^OaJOtj)IN_3v
zXLwu08gr59RP~*tFWK+2{IOocMP^u0u0}9&GV3BwE0e7ydEKYr#sQLna;61|YW@8k
z?8MCI5|;-CgoUgctTot?VKO3E_CTf<-}C6=e3KF6tF1ov@cOX!5KHFr301CkH4a2W
z{T@eyEkEGybSAgjrmC{06kFzz6mShKeJieBntxVW28Mw4>deVleH*jBwoxpZ*4Hdf
z?e#5!^$II5AB95ivqLVwaDXeoi*i+g9Z;}`kAJts+}^QpDbS5FDx4v_G0l=T;EYJg
z708$FfMM~aTrT)NiV`_RTDqQ-nP&~m)Yy|JrUM0-uQh&7AW))J+=&NH#^we0F5af|
zd*pRRrt3e@_=@t!UR_vNP@6>EV`t3|&qc?I%g}K`PrrwAWhBg7Eh@i|>~bKopKl{z
zhQEO3kHlmwo-4e?jHqa%aX^=Dk&-Q_3%#b^pIzyj8}QH0#-weXzo?XlQ~%i6ipD$(
z78D)AK)iuDh&QkiDBGDeZ&rf2n5WY2EnMJiFm3u1py?-Co{8dLzH5O=D=stK7;4wS
z`mXV{HYV1t&8CVIF$3OHGK_aFY6EvlE^DOG%6fVV3wjUX17Cw@rtSvrUNfLRsJi!d
zg`5_tcJiIUW45fLL0ryHzX%C={RN=;-2}`QAqmNC)%1tqION>%_GbvEH86HDi;0PS
z2jy)g@b08#XSbK^zw06*C6yb|eF(Svuzk_xm~txO2Qi=~9m?M#;nCE^3;Q*GfXCQ%
z${yZe)uaKYy(EO3)$*2<uJ}pkyYcasI8~iV?-QHKrH>x{#~ufpQ85PIS{rj5&yU`$
z*f3I}hwwX4!kivto4UHpJtXTJXT5;Oau$5qgZzqv(~h{)vtQmU0M}-O`_AH5P*9q!
zd`}|;>|1`#_JiuReBeJ<6xg^|Is2MLEq?~wi3Qx_NX`T2RVly)5gGL_cexwuOpYaG
zLwg_&GKzQ5UTDUn|EdqsV;mt?mX@YFi=7C&@uJz}<mBpEmGj!@#A3gylKL14u7Rax
z_GisP@h*`I&%RNGpz0l)cOISRy;O6@&O{>A9DKUE^ja^Y9`gj^i|djZIM8nI{Is?M
zL2ba2Z<3LozO)(#dR{QGl98DA@px@@bv}UHme&Y_MD8;ik(T@eT@ylgCF6P@Bm~L8
z8$Nm88E3oc+;i^$o9ElbU5xF6Z~_=z|I<Y_bgVSH14H@I-@yw!{Du*@&2}4IXd5UE
zGtk~5z@05@@3A|e&lZ5jYUdg!_2$Oc#+O*3TD2B^3_yAe-<oU9@oa2we}IXFrHW>U
z?FFBzt3y!6K>3G?xU6gLB>;E3<ru9*KpSvN510dM1_3oS_18Z%(`HBvkW4ct<$J1K
z?MktQVh!ip!rw(j(Mw55%_1bz*5!q_uU>`s^eFGa41qlHE+T>sD6ZEH3=G~QBvWEs
zhs%oT7ems|z;2rX)llifY{h96U}k>sDJ5l~(9hrh%E04wa#4eMv%$f^Y_Ct9)vj>c
zkJLq<K8fQ}3xA$eisw}UcIz~>IY~)L**fpD4-)7Y115<U78U>v2Ka?;IOq-!0V#gK
zd>EHP&`tR)G`<G~9rrdYoGdIhHgnW;Ie0Fx#jrn9#j<*K);Nvr-j~7`!^4`TLi?!p
z>_x@JX$1w!r>CcCafA5=Q>PF@Dk^p$$5;)L^JM{F{_5$hCXelS<~lOe6+Wp420Bnx
zfWA%y^#Jt5{MU#9zE;1h|0ty$nI)ml<u+sK(3Wtw;Qxcgt)1%e7_V?>r{YW_+GYQ-
z!frO;Oh_<IuQIvdI4`Tt68FU=EiKJ5?0U#Vj{rNn;z)X-!E*2vsx>zaji?Ql9$;zV
zO+Dl*l)Q?=#yT(~zXDPTyLc19`5Cj}&&jR;=J$8FiBjC4ygkMxRXZGe>&}2yuJ!*^
zOy~JYx!+hpx|#s({=sJ7Z3u&cv5O<0K(AU_R6-X;$puij72aE9y`@%H?%mt9^$4yn
z#T>fnv&P`<u?Y>X_rf{wA5V8ceXL8zKPy9Wz-&HiR$TS;F%}Kg+cjX;i2)MoJ&wBL
z)tsmX&)r^`R%@pgQu8*ZjQE?OLi?IKML-l)&8s_y(lfkGrW5kv4d=Xi${DoNfJZ7K
zXbhWF%6l08Ja?3lICO<g$w0U(SLv(F81C0xxOGIK7oFMBX&<Wv%3qmijAA;b{;PAk
z!R#YGAGb&Ks_np0^dY7}zU3rKHKVK==Oe}#zx#3&QtOV*);yA!PA$fk+S?)~RWxqg
zPxj_5dp4|wFve=h?6uWgTU?+gv9c2*OJkDk9?}Z>;FDOMCS%=5dC>q^V)b&a#)|1r
zZ`dEv1@@ZR`1=qXe{pOgxRr-q)%t1=N_T;G<j9tx>STWGg7<Ed_8fuU_<Tu7jJba$
zKw$IuQPjb%dh`H+(Oy^6ai4!7Hn@j}E%s5SgR1Uivs!84@yzq)$#6f^B{;&__)<np
z5zUb<>_Y7GfX7nu&8$2tWyQXvkIA;r`R&<64~eC6?~pWKMZX-qUjQ?l94v%qIfY*K
zScc$fP0)!?vnH5T^6z9G7Ywbg8eI{%Z>?q^+DN~Wxh^w$m>Vw1b*axo9unGfpGhO`
zVO)^CwfR8U1^)6YGa$;kg6POS=n&7ascMz*(Q~wvlY9I=q^Q>)Devz*eO~+r=#dt>
z1-er_@M2^woD=-f4%-Vfy`&put{i<$`bfJ9-_Tk-K>q#@wxXrdKQ{xlz}D6v-9@*d
zwJKk%4SFsnBJs-b`rIBXdeTWIv;Nu*Bhz2;^T3!rgwg8S`F)b1Nc4(<7lNX{QZFwc
z`O{Vr7CENJoNRG-u3x2XMM157<qS=cJr3ASNA4lx_qmN~f_=r}DW_`@-Dp{*vfZiz
z>oZ6UaQ?>ElH1j&0F5bqkt7~CWj=hz*;ym_e!~P;(l~e$eY;()a2|jk((6OZtSgcL
z>Rvf^m$y()NL`GHJDw=9LHMZRG~-c%kiW%#K_Pl(k|+9*%4<MfBkOCu9Wc@^%Ee*Q
z4i?ukoeI<%@N69na9kfALJzU=Pg^hqJVcbkVblf4h((SI5B3_>td|m>*CM#E06c1T
zCE=sgl)8`#rr4R6ni=I?N6%XWe6c#u^bsQ`0ZuE#$YT#cM@gct+ssR5v0b2&{3Jj@
zv_rVmWAf|HwI_ia*L^uTkYdYO5{1+JZlSc@{6((P0MA8teJonnI+f_J35mbT&dvRp
zepcW6XrTxQcrJ<f2v#*b{CI(k;N&(7OUknwD+%hFOfnC$n}^0a-c>qwZX%6)RH!jq
zt<twmwMN3zY~rx?(kGk6(eaZfrcM`mK&|37?mT@8;vC=XS`eDQ|GgWl^owgY^B2LJ
zL`EM}O;HO8d<iLU&{U=k6tPrmGJJ{a8<QL3CSC>Rp_jCV*!#TUJ2J950obJCDy-kf
zVlP~`eQxJ=`^Ll!b-Vj8-0)BT`<}wP<mWQuF8~{=4OsC350k#rx(M`T^7H$g;^R6B
z6d2-vU)2l1+h)Jpd6`iq=~ZsGkx~St@uv5`8Rx`-nw}jM;R6HNGI{&PGHg!S<aWt(
zwE{`B6RYRA(tEG)IXJ>4q@v#GXq&aWelPp!Ju{|8?2{zvTXziLlv=?;Mkyz5EkUO}
z5Cc*|$|sfp@{Z|d@&Lgdv><AVOG~3gm5ahR6z*?H^K`zO!Hm_z|4?Sb-X8}gIsv*u
z5c-xAUeXe;kI4s0QAJFk;G-cf|CUPVLwnq3S6jdvKsGk$xxS-#KwM34$V>Qju1v{X
z8d`MN$B&8&3WFXVs_?1lWo1mzw29+ZZYZ0t4C?jp@2mWBov!ED_x^r&htUxO1}%na
zlcq4&C)eHkA^0c;)OMr;{d1L_{=PJS92d{m;t30;s=q@Od1203mgtTm_H=9!s4YB&
zcnBk(^ji|K1qD-JLoRBP@PIVL3NPYZN&dA$2t&hgjr-jwo^X!ZsoO8Fm(DKD(Z4DT
zcHR;!MCV+w&r%y06xgf2bV+|V2>R8v{);B#Ci?oJo!9mUAsCTV$w-fe3?n8+;%@+#
z2I8vA6V*K6s&u7DR2mog^q?)XbHT8T>X|J`?4`M7^?fzA`0kxS?m0E(k~@fIa~~S(
zTMS9e#r~MT4<8;ZD154IVDJdJH&{nLF?81hqJwwEVN=%d@4d2)Xe<2?@j-(@-I-e*
z+ugofc}s2j6zcxUlqxs!MNtct3Q$Yb5Kl(J=XfiM2a|4|kBeRRy41c}Bg&bnas)~Z
zEbCUt-K1YrBY0pd%1Y0|^2WUWmSE-iltWX!;-9Z<w6fa#>5H0FXS}405Qwd-G(IEl
zpHute;2>k0L0NT(#-mtXd(YdQ%OvjJ@JFp%+;N>uQ-6$+6O@R|cF2J4OiQm71IRZO
zyydM{AzI4Fp0KovqQ~E{nBza8Uw(5N18~SQYcSV&`$;U})PtJXBYj%{E`>V;C;!Mr
zPf*1TxHQv2E$bFnFK~l?lvXjZH~F7W^k2kr#p~b!hl4ID;za@UJ>p_Q<I9kcO=>Av
zT<lX`pB0&ePnehQDgHEb>BcSYHvwpIw<wv^pNDRaO{^|f=;9eZP<#(?9IxlaAFn5H
zGGuHkG87kxGh42HnHtiu45j)ssUZ0ht*suBg4h(>0I2*Kqa^9j?Z3XGCj^=U!_h}B
zvv#=%PZe~_^V1_ja&i_VBqT1=Hhe8WW?O8~H%B$qNkCt|4&_1jDKUL?(L&W5yz&ho
zST~0MCwLln8OqPf3J0zd8KB23AnK&~c~keTFU0ih>|MKM5g~Vh?9{$sx=&$?eS!N1
zGh@;wmIPh{lG|TN3Rq2uIrLcpah!mVxe-}GK88ICbZWRSL}`rbQFnkMkQo?QV)_&X
z6!s_-<G2<0LYkd{4FM>4qY?f6D6u5uim)+GrrJVudyglDhz+LZ`s?!cklwg*pbov~
zb9%DFWoKu%=M99O4cncqR_c!aELC-k3LsTk8vl@?a+h3Pqx4W=3_(>CaA5Zc1!Vx(
zlbNpM%Gau8GV7S%!Pde|GG3<qJ-aCAoWOIyXKO#N{o+6-gu=oVSPIpyAAfOaJE^`n
zKUo0kdl;g(p!MwI>Z&EsXD#+_F3zrXR6XkgOzdN>(8t_?K3T3-%GW%MRjHCv){q|k
zG%d#s2aZj>BnQ?|etvCzw;5D`h{G|77}`K(J73sJrRwg#Q3(3}v?}ap?sV|jjNYQ9
zrRDNIbsMR6%~yN;_yN$=ut5v6%ldHg;0i!Z$6de(vuF{-c{TU*=Z7|LkZuD5sCwew
zN}o(A6QXgDS_oRwuI}IT3W=Rg`mM6i$0UFdEJ-P}eLj8z?$Z19s7`vb9&Z~sGd*5@
zM{il?nXjk8e!*y@i=B)#_(eBE$YVbeG<C^6c<@@=b-5?m5>`_qI8e=R@%@(bxP4N}
zr%#d5ye?q~%ZsJICMONL`}@+;Qp?1rJ3xaUFbAIGcc9gj&-1VVD&jCJIZ|pBqo%Gd
zCn@Q_yEdfcg0PfI#8R~)+Gh8tpa869{TD0soCA}6<fJT)?8Ap@He9<cTM{Ommi@O&
z^&A`uzu)*UtBHh$ZRD|zHLYuEZZ2<Rlnk`tEN;?`CKOpWw+dkS&DXM<PrY&NTIS9h
zlL_D@E5cfyfO)t^y}4?LFq8)L-T7&E0ob@7I$WN70Gu`h4y1Sjnyx^W%{CY0;(A0$
zeGe5tHnq`DoscDpCFG8t!Ia5hr%4yQ-RRZtDY?5;Jht&gf!o`TY5&Vp3S{ss6P{h^
zk8IXNiR92ZSERTvhOE~AH%_9M{f(2b_DzOayUN4wj(>lW%rjbO-u<y<XZWsWEq-{E
zj;fiiVeKe~_mZ2a|71^NftD_cJ(a!99qWA{hs6{BV|@wHr9+5i{I0=1Eo?S74j>Y6
z;5Gd*w&!ov44Pjf(OT}0gbxKp91*m@+TXj4#NVf@q7)SzkL*q10X~?;1w_LqS8S;8
z@p7z97#w}>5cFWh#dv|vYe(=eC!&8+az-;G1}UE6mu^-s_R>!xzUld3TE`jnMl`8}
zM|;i=gDTtw5!Yi_k5q2@otbucEd`bPNk8cOt018SyGcbc5BO4Jt|B#QHT{E-Jm!x|
z(b2r?om!x1ZjNGjN*-O*^%3Y-Y>vR*6Yr*khC)JY0C@3YZSn||4@*RFW$mDQF3>{h
zFQ5G<Ula^wWHd8f{pV-S176U%V4iGt&9_(4K>tP*u(6iAdwGVi&jM47I-hr<*ZzC5
zD=)-oo1MinBY8tp=|n;y>606COLJ@{C(`_afP?z0@KJDta8$2zMRDvQJgpT1#&ZUq
zTT(mq`19^GEp|RV8-NgEDxdPMZf6wjLW*ywhS!cYrqD2=@cB2ptJc%=C?N3&a=(Qp
z`p9ifnCe;jT0azFj#0Ax#<RivcY*-o{a-j~)CABit*jDmhZ%|9T*+q5DoN!xzLqy{
znNrxqBeT~J>CC2(WeBEBZrm-*qMBwv@4^uOd+>4?vG}vG$UPD!jm<-WB3ndv@(fZ9
z*IOG>uD?@#B-Kaf?}l9?fG;n~M>ado=R;&d28<UchyJL?a>frUBs_pNaH&?(giX~D
z)c2pvyZacb2ADj__@hp$7p0yZC#Ywm6kYY&78J$4;&7#Z^imz!5kB7R5UDos;PFhi
zYP||P;%?Sgr11#7n_sS%>ItL&PK)ryW<t(1Tn9lpg_)^IP-_#c%fJLgA4(=+uUu!w
z;SQ(XUvfR7=($|W#@^{pX8f*yNURJea(W_eVzdo^M7D&!arN>OATv-gDpDYgt3f_M
zUEkgf1PQ_F(RQ_9DajuhTutp-6pzIfPSAQ7f&NV6WpQYv+Sl6gyiTl#my0fZN=k(V
z%7<Ql3Xeic;E+dfBBJFbx(sY<&)Y}rl~#29S*1T=8=~?m^asYxNABnm?j_>PRys;Z
zGO!H{6!_W)6xmCclq7oO2;eW;9`<$WZ+6oBUrK0&`Y+b{LLQjmIH_UMLjRE$IHfnq
z9(+)SccHZMv2)1+Id49r1i88!<&Tlb$;~}gpFO0i_t(#rfvCbmW)>Fc&AIoG^W+Le
zu>TlMSVV*b7|nx_UKF>_D6%jC4ZH#tT$<9qU=0F*NJbFUqi=^$BQsFW^*0EqozMH$
zIDTdRoMi2fZ<CC00|N_%+N7`PwaA?DQc)4Rl`*zh=$M>jSmN6?@)6x@qg0ow<YvM$
z>k;vV1pISKpi56~yan5A|Jzk#1Cm(nzYv))q80_MGilqnrUreGFxuYM#S0a?6N-B3
zgC%(zFNut9)IUaBZaa}#gCb|ajMO)YVYoWMC;dfA7N``FkB7dNefy-Ch;^wJF7yZ9
zOjURDT?myq1Y>WLm*k40bl=lyyLXNPUhJ8dmk#)dRo&55G^S{>+!tEekR)IN-IYxq
zSr;NBAKAF$a#hDJ!75A#Cs2r{f)e$`sb~Mg8>wsGC<f)lPrYvC6g(=UU`<W+$KUvA
z#saQTwaJE=DS!P9M2tybY@3pK5*(!R{CNpm^&i(nv;!5i<)z5i-=Z)F?`2u&n^x|{
zEbp>8`wVFyeO<zIpwBwCT_7lOoCpt+Jh|_1JWWM-eU<}t;XYt@Lx^AghMr(@KXqbE
z&mBPCb<M5Ku@Q%as6T%`{*@Eag2s=)Zx7>n!`lTQ{tSKF9dS;Ota6h|H|zN0i;fAI
z)S~oSiLpO6;QDCkn|1-8-BZV`-101f97Zyvhp-J3&pO$aF(Fw{+nOy*#^c&Z{1un}
z0-&HKP;r;(LK<gzSW`1fjW_}QgFaV!A@Pqnn?U{&oIjRVQu0caD}<@j2|_J$Di5n}
zp;t)p)nHtbGji{g8_M_vOMYT2M2nLv<it^c8{!Wg!&}s#q9SK^#^Kf~T$@iB`eS1z
z2)I6Sml=czHbC%KH!Ae&L$3WXOS9?y{r5A)Xrwu=J5V7cc-g}7Fqabd{`+8}?jk0t
zxwTdGh#gtxiqThqpjRjfWMK)i@HU$F!l@a@Ctu*IS*2JFR+zuwG@_f#wFeT`(3{Li
z0me+(M4fTJ%i!#Mk@YK^(D`kbKi*PMt}(+4NJSOnFJ!=>kw_C})>E?Aq0cv3pIL6)
z{Glxld-anZP#B3B<AwOE*1t!AYS}$qMLq3SB7O9@Q{P%V=tLZ$3LS3EW!3nJ*He;0
z#KEP&EBv*diuRGVI^%`j^Dymd2uP!#PXH0E5G`p_0|fP`*H_{G5!ZavCqtUX#^m!v
zoRW@D7O21XyC)3}HvTgvDXEkl@pU>_lJ07pG^F*TDR@g=SnEir8GDV898*&tM3>(c
zqWF6`Kk)g;N3*IlouB}-7l;`M<_6d10JKPE>LvhImKPS>>@6;#G-)M8aThrjDi94s
zpvuKv;3yy-Ono5X7p$#=kx$<r_jLaMAp?yQ*~WbQ$nHAs5E$>!LYiJ0HQbsc7W{R$
zS$LoHuFo?X@D5RSUspYr)AY$-?`Dfom&?tU|CM^dmGx^h^Qt%b-}Bgg#HJS3jb_(l
z245}$AKl2OaE&`YhE{_An$0x6<gzz33Bh&H1BPu|XQFX3UMkA>$X!0*v44n)RL(}W
z9DPnaWY)4=d)|ebI`}i20+;V+fU-K{cshVFFD}O2!z1Sa^p6W{y5I@zhJk*q4(jtC
zff3#^&d#Ngk&z`(f?37&j*UYM!&!=Rw?&#)*!vNwbZLyAvA~z1@`Ca!NREz<vU&1<
zy7cDGwxm7Iel+2214m&;navpgF6EmWY>$Lq+KiM~MELvrXBHtNbg{q0m<S{kw6+jR
zfqs6_vK9lnD}c@Zx63{T^xTzhgwaZvg2!7e7WO(03Jnc4H8ssVNRbJBY-GtB-)2K`
z$JpP|MGSNW4ixqGw^*c0hfri)jlXgI`l~vCR;cLkxPZ-m0XFT?P+-&qTDoMwM=+Rc
zYiqfT8n2Y*bv}sz-+Fog!uKtDdZ}CiVB#(XbjU}?&x{D0J^2S2DJdpKvQ}I|LP9m2
zLOUPbhyL?c|Fo|K8il>}`rj@+gPqikwhjNsYeV@O@MNAYwz5_SBZC%Ip)wS7Jnram
zQGQ^G11Mwpy5j$ZGQ_N{KaWzKAoCJ~cGgFlnzy~Zy|WdhPYgXk<603g%RPaGhbaHQ
z+<A_B3`!qAckw;psQ(9NfN!u!!dj~eECjDf{pG5UJ!iY0?;t$7y?$0yds`vFDIRM%
zxJ-O5nj1?mc#iZJ&?u#tvO0D7SM%E6KqKVM8`ZK`-8itVYM)NDD_1gYlHY)~G+?-2
z9%=ofd2O!B=bzrSxlssk*K>cD0<OPZX@ULqkv{9<p86j0lb25}0}Rl+MzQO=|AbQZ
z-4rfPSelO2!q+IK@73o)yBPZ_L)gQFKjoQe9^-57!oByAp(cqn(x;xmkRX3Co#C6j
zBlnRJ0E7qt5UM&-eY%@U(BS3Q)JEeu@vmZV^j}~hnS2R0+ZZk7a$fCUTmYZUit#*{
zaP8#5L>Z5@PjLq=oTlL6EJuLs;NeW9UF+#yJ>`ofsE=mvXn)gTt{%^ims+=A#y`BP
zSfpI-3A;WWFxeHY<rk}25U$$bkU$(qu+~gXpvl<;hrqH`ViPe_3L3v;<>X#LIURvM
z16s)hJ5w~iEIV`6dkDhHQH8E9Z&faTdZPx%)3>YH3h)G9cUrYeX-%eIPVh-$GicU*
zo8kPu6p4n?;XJc^$LIWc+}#JBFxY&K5MPm_60XgdsT*4|q6rqCmj0P~zIJK0J89K}
zty;6tB&0@(<rh*1C0kX8vv16RfW2zByH4<F?wY+{%KM9@tJuMq5mwz#DctslLS2E$
zQXW+u@b5y75Tpn7x?Xz&%raNpm6e3{BHN|vGYvVxhsdroNV6w~j|~vc!+pv+Uak4)
z3V$D9n&#J+4~GiG=yXxBCR%q#12%ZOsrTvo#d$cLhy<ek%*6w(v>5CF&$xr}E%>5S
zDSr)L{(3U|hT{WzKvKt)>@9{(Ige!b@0Em{68tleM|Mku>u?r4JudOHv-VN!k&jyQ
z^LDq;eumHE>32dt)9G=xkMj35!RLoC%e}z&e&YL?XK!<kzIyht>NsGLpdK>;14-3x
z$!Whp-|;+?M5}No=yXdYZecD?DPp-GLa9%t3JsAk%7rWbzt+w=AgZ=q_wb@3Dy^bO
zN-0tX(x9k>bayBqlB0l9(jq7+-H3Fm)X?ZFjijU?D9ivd5)L`!x!36XecwL&{B`#J
z8=W=tthJu!j_dl}meg#0tTE>7sXWv70|y2~6kesHn{FM_Kru|GH!|{j{p~d<`9Y+i
z`WCT47PbDbLov?xgGAFF?fU?Ui*Sx4%j>^Nue*eL0ohH*OsK5zxu#}b2ODzaDEVDe
zmb-YTpTOvAuD}D)GHT_VWCEYs{^Jxk_vbsVH*)H#)3_p1h}Ax#XS|77>AlNclEW9%
zPe1Q-8ZK%vT?}Mhic8l#>c;p_Sw5jO*d;Ay=4@{&jx=jx=FWYukL7+&eF+n`^9{I(
z5l$njlSv~-di<b&MLfpid<_g0X7f;Q+x_ag<9#zGhDNT=czdtvWm;)I5jkI65M5|$
zD0rqnJZYS97kPMz6?i_<&l@khUp}XO|A><A8;;+r=8@xZ;kBy~afalC?Ka%7a-0_V
zEk$>gdgI-WLk6`nlTAZ&)X-V`UB6ETiOBqEUg^|Rq{>Btbh{l(JnfKrWS3T&&eT_G
z=<>|s%V}i!0+Gl-BU4Vpoj%7mbE4$V*l+10#U*F`a_wQ^wl$P}9M*{1pjUkN+kbpD
z0<CARFK!$OuNW(tzu`D~OvJ8to%Fvuf#x6MruHh8?^={)dL#0XYJjM@S2`ykkb_UP
zG}EHIhJ+rAHe-7Y6ZlWqY3xkdp~4MNnQ=FIy4Pdkb&^M9>;HWzcA-e;tjBPI897s%
z`!iFq!3sp%gza?6q)TYW?K%2C-P~?d%a_MaS$jt^8{EpN(BS!Ptw0(IV7<=5r?Nqq
zUSNAhn_9DRF*RL25uO_P3Tc#O=o6REHkaPY2U{}ewZBO-yU<fS@up*!rWL2cM7H*u
z2>@J*n^=kKPM=9=M2|K|r|yqxqE_ZYhXOJ`S`t)p+ub?tW>rpbM|i*Fi{JB1&6<su
zs0b5BgcVIlvNLsvlUYDxpE`sRU30$a!&CCD_Lasnf)V@oLXp-aJh6$pZ<erK>6e=B
zS)kb1o5YB!N5qRNaa~i3+WfBaEb`nAqa8jm;&BvSn2@pV$b7O)?fUoIaZ6DbOpOKe
zRmvJ^T7Rhg4D$HR5BTsQwZ~$`GL+?g#$$2cficON*TVPQ+;LydJ53(^I1nm`(>#i)
z%Wa6yZBTtVU*i!}sm1W`H3Mz?D?D=+fb#m2oc{hv32*euT)_}XO`R4_lUZRGK4U(y
zOX+mI&uy5<{rhh_>IaNs@;DW7a^i|Ttr9)A@9&rK@`E?@)65?^2P>|I9ElsARf)0|
zVC9ke_!p<}8{@#IsJ$iKc7Xz@tUPt0_*c(HLZSa<`pSOf1-W{u*2;$sf{dSy8cc;$
zyj^e0eE6|%=~<bw+vJM>DYC7-^fve7zk}7skFUlqS?-zL4c+DN%}2Y7-oOR3$q>d;
zH1O>zxt&>?j<%6)(`MOiVrt$zW{c8OeVKtE4f?Z31O^6bH$)4QEHFdtzV>e6<wIKh
zB5Q6(qql^vM<6-qh;I|7eXe$51@|~>%cPt=Zka0O{pmG<m?Q5A`KV`Axe{_^)5@^7
z%Ul-Im}D8Xc*5mF`J;D)QpW>(cGz4S8*ex%6*fixez=!Q-JO2EdJez>#FQWXA}FY=
zSKuKtzO%q;YO+DM+N^d@TuJt?C&i9*4=<J;xqwMG<18G%=1T}frARC6J=nTNf!}yn
z;||W+HKh?GRR_z0b^{rw2qnpfokkPn>~c>i7Pck7o3*^}D5=x39u|X7YT0>TmZs0o
zYTq7psB89Q4$%_|#L<UP33!?kOtD+r9^@mglh*Jg1-9e%?^C=6%Zrbz-P);37q5{v
zb385gN45;aYfMn>BI&Q7Az8aheW60m`&+YxM`wYIT6ArXQp{Ttv(ZO+H!10=*Vj~>
zu6?w@{`&#@RPoc8`rBK9bvSZX9vmzt+htrK(VG-ADG|?Z+;sD7ANF*{jPne)k+CjB
z`Ip-E9n|X`i+(ln8}!lOwVk)42)n7`ZPj7q)##~M$m=C>ck5Ol;43d%&b+;ErG+Z$
zjQkN%9G5-G-1|DR{KAg~3UwlIBRC|=R9#>Yw$!;<{@qO3B1fu+7Kh}6+LiRwqR?+r
z&vJMKDS>WaXL^NGIJ2#FtW2sV@(O#}5o9+3aziGbnTb>~OE2NbcMa6W`&fr<D4Pt}
zpH<tr7uxicyd&fF?P_eJ5tgB+I9BC{d^7VyD=^jlc`w28q22IN>-{4yNTse)>kWT_
z{L5Q7BjSl?tBb*dZW@a9jh7CIxA3@ZoaLU85yt#_U=@8y3EJ`Zm*>lP<!g0bT%07U
z5P8(9t3n(y6;}DJdD`YBayn5wYbRVT`BbjF{ban8%4hga@5KeXX66SB^^g4id;w|c
zl#KU9Q0*Ht9`CBm{78mng|jyOtJAX->8c<&h1(j3vpPas^*W)_t7PI8P<3fB2VHxk
ze$9_)e4g@;(Hm|LCU4aCK{cRq7`qgM%RZP#4z|1FH%@q3`8Zm1y@wPS@568``t*%V
z_rDHbqyYPOxfM8EK$DiO=*YX@f0^$+dp9fme%B$!z$|M{xlRUj8auVwCE1#T+vnvU
zOcb86TD)*3iJZHdZm|e0Aq!V$H@{0kNm;_ITbg7^j#S#ZZjcvydDUSH@_&_Xb)R<H
zO(bjXX;lIbNBd8o;+L>By5!6Di_a~n{<CyYYuBF0BK~%l(gkF5=p=l^;0}Jq)X`q-
zH>Y=B$ql%)`)d$Cm86}YUp7JLS46q`{#iJp?VQIP1wC<#oa)yTGZ~pf=WaHv7Es{3
z*K)6%j4CP6a`&H=CZs;8*bdGP%z8917Mt<=iIqj{=`vIaC3eFZch@$8MO#IYJ=tYw
zE5=U){|k1f%tppyyw>NVyqK+h`?w2chJv2S9>ra9*7YW|NF0YF5ilsd3FuHRAtCh~
z<;1gRuG)(()(AFizDCmE{$eAMwIoQgDTaBPV&UCCA-qO6wZuWu7fwM+4*}YRuI%Wo
z0@?l*>tl32W+(&CSJwpGwmhph0#c)vWC?y?h;Sx}=QrX$dXg^^Shea<#ye}#68aJx
zXw2xp2;hjrLfRP*N)la=@$mq0Fcw6DdQ{BfmQW0AJ$1?QaJD#ALM$oB;YYFOzvZC`
zZZ8~y;DAdlqq7?Hw{iL~ryt9@IY~)w)nZYIot$KjgmXvh%lGphwMQUAFzzQcu5){5
z4C%oo)P&?|APXYCIRAhEXfT@Exb6Z9QfY5BSEhaBodws$iy8=>R9Mqyus|mVo$3+_
zIECAfm@1j=T}WEjLtGN%V1Xr7aA4}NYCkcJ{VJmx`|{y;MEf2htrq2+ZftSe`&I4_
z2Vvye-Tx%+g+e8MXf)a*Vxm4=9n9U(|7umyEe5d6t&>I#!POWnRs$csN)nF4iIPWp
zBnRc%O1WQiCAjVVz>mB+vqE-Rxr2IDyS~`p0~hc+f7b+C8idQX6--OfQBmUM5zsR*
z@&Kn-$8-Dk*SA6}q1e#MH~Bk-Z-Z)%6=d9i-~De!`2yFA2!uxd&Gg>xb~dp^xcKWI
z&s}Ct*MF5%-gKM>6h%zg(Oy$NB^4E&CFp&g2jZNjwl*htQ|CQH>skOo1Mig1<WcCT
zbBl?IIjzoVAj}`=V&*;ig$ZNdZVOQc3LFk@vvzS1>qRCU_z3c+pUwQ=K0A`?gv0G0
zt6ToVWtYXY^f8FKa06JNF($Q-5!&(}MWrS1r{^zY9^WNwt>Fee=fa#r{(Ga)#g{0m
z?7I-kVpiTxwAX#e)5sin+}zxJ+vxrai-Ygpy|ewNQCOI3gy3foe_j2*{B;WQ?^6;)
z8%1@G%LkfVLrJ=wdfrczQf9U-5|xy13JbM}o_NINnUdMeORheuJE>r$<aX}Gf4J+O
z{a1HgoJRygoVfws&;B!$wGLxf*G~8Im^1J@T;=Ci0m>@ZxpNB4wHdC)#wn#LPaOZP
zq_jI87T7hlac3?pZ5QIwb4K=sBK9;_Eno#gaetXU>tgiS0JvIxs2v%&>BbZoY;6A1
z7++3i-q?GLI=J_YA<%0;L>cf>*Xgz0fy!3*UjuecY)g{v_J+Yv+=cY_(6tI!^0a-3
zD;X?aV>hNVvr5msxdA3Sxd%^pKx&CHc9q03`b}T5KZ%<{<AUuDbiet7r<v@ryP5TM
zI5>Qh_8GIsfc66+-EsY)5|ayBxvCDP-XH;J2M+A;PJjf<{${HTrca(#$K9_gp^{wS
zl-ucVe?6mr9zx=M>ZyM7mtBHWvl5OAIvL(|vwUfXr-ne466y0KjWd10{)y1Bqsy^I
z-Kvp=YGHZ-pf6gOeyR20yA6w)atnPn>BMyY`c28b&FK!(9f073<90|_Rj>8N3EmZu
zdvnO9Ye>0u78(c684l=n>N=-7zRUCEy8Fg553p%WK^SsP_{+o=XujEGPtO%Niury#
z)!SDp|CWDl%@ffxhX^*Pe_d#*xb7B^5Di7xuE0t!J}tum>Yub<^ktT7M6R|knVJeJ
z%GboPD!^aieFiH&375J0*b+$E^e(O<dOhq}b8Vpn3D=Tw=s9-b_E*yPV*nd$7Dgv$
zN`|LjmX%Dc;x6L$;hUozwGAbC{1$pJT>*yaRo>s`C2~8%K9fIhj6m;HHC~ii7G(Wm
zCIfrQQHY}BU5I_i6Ww0l{K&PPIHT11%B+tayWU@NafCz?fakmf1ovKXdtBIbg#4k(
z7b-ma*`OD^gDSnlV@lvJP)CWt55jNxxu(aTE8LS*>1G`iZCoD1oxzbeyv<ozBZKGx
z4#o%7*V$^g5eAPCwcN3&bb^a~<@oBl?&%W@?CIlAYHnl`*=7>?dbWO&t3OyqQ@@@%
zvdDUZZ=;)qyG(9XGxKgf+V1-HRq_a?1G2$x9;EllgM26+hU~mQxkiR^b1vIi4@^&*
zZQ_0^%7O&>>UuBAW&UzY2|xljxOroVtfKGU6g61Xj9;;MdtlR}bE`blsjp0?Ep^Eu
zJ|&8Ge&H;DgoqY6s$Lrv=ny%hf-ZYN=K|<)+Y}Vbu@d(vbqIclVpl=k1LYj|$?Zvn
zWW8;=_7GF@pL<92!pU)Y_AB&%*90kRB%J=>;Ckv&d$D|><a4gkTS+g1DB+u0ZpWtg
zOHB<e!4SQiHUqVyxP6E2s6(Ml8542Wwvl}BX%)%XrK8E7`{GfXs=+)$Af_ZthUIo#
zj*rkPn`ROyiIQnVn+TZV1BxWn%^$5CerP9pBq7t6pERK7$K1{*f2%P}KyeUesEi)7
z?hGs=k!O_)Oa-<$>>%rBt9CT(>^1KqcRt;z$E1zkuzKK<5Zw@49=Ps6#dJ`)yg5NX
z<;sumS;Pajw=(s{tMmw7wlLX#z0`g)N+yB_Dm-Ny!&vP@5U4$>7~OpxzB7WOdG$cV
zCadbTuI5VT;H1U2Xe&~-xL%xkG$+dQPuPt4*>qn=VM|8Fs%^DZw{YUa`k@yzt;h!;
zx9u#40j}HJPHT_#kdMpJU%3;GPy}P5S@$ArL}Sut*Fb*totJNCB);9YX}LD}Qg%c0
zHQFiBKWskPbZM`=C-jp`oqGFfKPSUH>`0&pB#?6DrgWN5jpU<IePMOPi8#KtM<v|4
zj8?4XwGI=d`VH}mdkYqA-pLsCdhpowPyM{pH(*2tJxAOE$Pb-cn)A2(e8gll{wDL{
z63f*_N*e+`zj#I`Vl0%HGDZ5x;GXG&&DTj$FptKE6(z=z!P9e)-Gu2Jgp2`}T_%??
zTbIdSG`>Oa#CT{67~nHM`PhYI&BSV$$tDq7dcZ}|HqENuSc<u>VSDnx{K8&uW%01Y
zr4h3|r#&IUOwVUb{PgsJY+;!(cl~a6r?4ID$J8iK|9q^%>>BqX1(G=E=+u#r#k?cA
zoO)_6dtyd*>@jow#mu%TrPhuYM%|HRbeV(iBhkaGF_&4lb@vFjq8R<um~urP3L=fK
zw(jnAH|)_)J4<J|>BHvZDS2p?-bxd-CGb1pk+M#$Pf9^fTw#Gj<g6ZR<Yks!xiq7C
zGhSQ9qe}Fxb1LJ+HE2S&R~I}p0O|02KHF2#_;#|I!hEc0iiF0q^&`<y1>)|jA(n~j
zBew1qCN<C<TRu(`@jK{O$}23SH#3{X)>V@!+?F@(@3N+hgX+sb{^TuWJF5+vI85$S
zw;Rc4ns_!*{=#6X^jCjOW#SDC!}QdEGDp)xkLd0XfQqR6IZ<yUd3yEAllZ9IJ!wyU
z!Cas8T$}^<z!$_@u@Umn%W}~F2Y#80Bg<Of*YbpJ2Q%yf&gna<x<4iPDEYV-gzBH;
z5Ma~+H8swO$j91U#=gnjb5)1`^+ENka`_2`IW3(@64q_?W%OK^M$}@hw?0EM_1fAe
z5<0>9%3u6E=!c1JR0tL#bSF;jdJgs8*J&CWb*q`UCtLhgYl+Q=l`vi2!sw4qOJ&O-
zZ77wfy;<V!5WVB^Lma~Ahb=5>L4T-@&?y8m9IIk?`fesyS`m6w-ELz@Lb6xQQN}vh
z>A=3*%r%PD72V9WH*OE>jekw4m151O+q~2Q|NQ@-Bkw+1#7@Q=<wSMUdWcJ91f8G!
z(e9B<Suu2D36b+J5k6|)cUv6TLsY7E)W_Qd(~T|+H#8_lg~tT*$o}4!^pEdJIjF}R
z*ml0c%wD4G;`U0?rCour9{vNLOyPCl^qEb{p1t7>r!fg5uFO~C^W1cI8IV3F01hWD
zV)s4N!fi5rC?yS0Wf?;r^I?Xm5xe(7pFG;WQf;nXG-7`iOq!jeYEO8my~~xLMA1zD
z>JO_Du!=1CJBvT>jyk<nSUdaaN*^f_0s9)_iZ?*^Yv6=+BdpGR#zM&`yW|7+n>W7`
zb8Fp&&)&MUf8O!P*jVh#4w;Pw(zX4AnVw1@3$dBR<$D;BR;(YZmv6b%b_U9wNP3<*
zbynLTmq$0}oc!`vmBcSYG+D$iBCCAY$1$;J<dOcalurxWylU{F6!EH{Cs+2b5Qb5$
zw<i~`gIb#3wZ8F&_pk8?7MZ&VRagJ8O#p%f@Td@;U$d_0&izWu{N5#~23%RImC`^J
zz8Xp^bbVw}U)ONeB+azKZ0)eWS$IUWXSb4efTGL$*wvxL-zA(#u>0f=nnGRs-BUnR
zL}*H{+z;fNe5|nR_1PdmW#3!v^VsdYirIOjS~{FArqEDrk;HiMnDmH~!ad0b!wLQP
zl3V&Cv8&uB#C9#-sfRapc}bXj0JD-yy~qwyrKG*xv>bG-y4^f8^T|B9V;omPCq1D6
zEV<n0NLcHyh>FtUUHk(%Q94XXxpoTctW<#csuK2me#JUra(mXs!-%pXXX22>mRtw9
zNE$Dab*u0P9U)<m+^y%^<248j`TEaI5psJg93FY1Zqus(_JcN1&thWyzVh1y@F00p
zk_Y;LvzM8$u&J(qs1|mAXlM-c1GV0H3o2c;R3}1e|2aFLS2;u5!4NmxW`v_IXhbDl
z)UT_n<Fg6Mom)5pKjkaSJKF2`sc{PYc<gkx{C(dnOiX(UmrTd!!gWQY1ab5?Dm6Iz
z?Wld}+)6!iK0}qJb2URMUznZc7z;@c>xm0yU%hiav7F9)p&$s`P@{);F)#hC;6$XF
z+6#ung;<|EDg_<8H*zPX%INuVyDP`*O%B?s)T_yD(D)3}Zw^>la7p&+Ra&1Y9Dg6*
zpr#YhZ2X5KJ9H`yJ(07~T=EegAs7WD1T!JyZiTm%8)~lgCKT`)5`VEAo(&C&7DUNt
zbt}xVLwO00?pg0Znd$TVAe2bhro+2lcY#K!t*xzBmjG32r?FB8+tSTK)gOW@sv+na
zMMK<zEwUJ+<JXkWZ?p-@DF!!2*eeUhtn5|DnQmX~;=&#3Ck8_7R2X%Q?49pxDw;ZD
zublQ+>h4!%XPC(b;{xoOp!MC(fQIP;<Z}7ARx_DV4x}jU@rtwQG?Bz-O#!T9y5q+=
z#otNP>N|Q`CnKKZrUW7PrDyqcC+B!de8W9zdExH59$ek3uaLgMV(^kPwj!+JFCQ@h
z)kR5E-aLOf;}^6T!ZYFrTiolT2`eiZYU_D5rVsWIqyQH95vOO>MCwhLVQH8(L>>&L
z=e7&NNo~by?~tNO#qlhJ*S6_41P9+r*}riq#VI^_Qg`6cAy5rySwe}8$9NxckTf;j
ztk{E`&$9W&325}Yr1fiVq*1k>TPeLedq-^h`5^uX{t*BaLSMv2pu|n4&KCP<4y&MC
z{S38G^1Tw56w>PKi;`3w@9sPD@`Wb(MY9@kp#{gdq0dra7deXHDfNsaVcJJK&?_v#
z3fe*NgmDm-Lq!HrDJgt?eSNJ(jgJ=$t9S67Rsghf`X0#80TXQa!QJ_i->9+;D5d;j
zhn((?3o|{ZqlB=~3Y%tZP(2&W)Mm$2JS@Yjf6`P^HiuejNZN$db#RP1V`yNk?{hnQ
zs%3LG2mU8|+iK}M9pM3veT{M8@=b5ChKQ6)LbpNS6x{e`W!nW=peQll2U`H9<Lr^%
zF7lY{?R{lS{S_eTPCZf^Ol5m8w<w1@Zx6<<B*&*Zb)3HhdV1{58rh=M@*IHG?d%xy
z-2B3#Q?cf>d_NF^8YM&T>YttGV}-ZzoQ*$cX^sh0i721p^huIdK+N|#56Pic2<vC<
zH?|gDbeFL7ECBy&-CoCXf~~j5sAX+|JNl4I{L?vg(EsRfJwB=_OwKGu69(bwy-hA?
zH|hiWDp>>-he$AWzGi?Ms)Oi&J=ED}F+#U`O2Dk4PHQrZB{fogxVSNk{`~oE%eKg;
zGaCz1&&o|Ki!AJZQN(>u{l)ZobAp?a@+{@mWRHk_jfbrDuA8i%1@1Ub6x4W}(Dlm<
zvcyGo7@jZ4i~air<N1=JSbu!d<FOMb=Pq1+Cf6wjDwy&NDX#HAr`>RJkB`61Z{<}u
zx<xsBe0d{+&2-=OgAl=T`wl^XOD{HD%+Qnr`XK{_T+mmhJ41Vp_PRG63ubuJ=T-Uv
z!nT6%8}#P3o06~D^uF|j>C|-C{;l1m1+J+DZ1#)M>DupdEF+C(hj@;~wYbXFChehC
z(ni$W6JbCD)RjK<^u&Xz<i}v4ULn>kJ!U{(AI(pcp?mS6B0zAycF8x0($UKz)s6gs
z#J6(_L7UR8*uW!{%P;pd*a7Fj_e&$=Ql(jza_ADbca^Mv((Uv4`N#Fhr7&)<IR^|y
zBu6U+nNH@Lx{;`M2}Y}&4lLa@e+Pk+g6^GcOstNQK}DOi{4B}-x2<7E*W8R6+1;g2
zY{ihu-t#s75O|b<rEI5nr4gMa)l@NR_lOMPhH-)omG}5hS}Jo8^+RwY@8o1CbLX3v
zva)jRn7O<4ki1*9Ra;eFo&qvJ41m2ZNxc~B<?`?pP_Qe{7$+h909&G<7IzzD-H1B8
z#&v12d<krby_1t>+{y`Tg}TL>9PVM)+1z|StB6$8c7e)&a2EabvC&E?5rnfqOGER@
z)WL71^*Y-OX>q>D+7Rs@s~wB8U~LN7;a&;XwL!g3n7U*I(^v|Q9m7ikj5Aj{9rE#}
z=H`5LfvUA3BdagvHuxrbwYGx{#%#z?CKwE*i0Ji0B8bqornLu(<TO?$0RO}wEpjq3
z^=_m(aGzz)Pu)T3%_idAuGj}qzciuKZ0{_%o^1~Z+5H~XR`s0hFwLTrX`3ri%e&o$
z^3F6}_kFMo-0BfW{RB~#d1M{_@XK%eQg}aCI_Xbjn6a}E!SDzNm+JpD?~T>~Mx?>&
zD*^K|Ny`bgMcs4;{_CS@P=Zqg?*M{-7LNdfg|0{^2NYuVGG_4h1{b15<AAZ$4r9b5
zp1*hz1$=yDC>F2$EvBP6N9w`wU<K~*+q1wrXb0l(&w=x0lF$DWLppp+d*D8Wi(Fth
zc$TyGLC9n^+29pdp=VtW;v6h2gYGcG%dVj6_-18oErF?(njkf<v`;LM2=2R@p#21J
zq?hc5_}aU=9tFS0SR<po5@mcEc3_JtP!|c^1~RdZFw66m5zy}Mz;vv*zD#+odpsJT
z!O2a1oCI?Jb}%0bKt!$aND(NVa$U@yV9J!5I|$RUFefM$G`9sCAYIQR&a3-E`pqMB
zn@wEq3z;D@=&01?ho(WJcfFJHgPx*-g4cUgL$%=TCUCiZ`>>C&Rp+l%gD|6+eMB+^
z@LFRtJ?WD>AX=Ij0_*u0)MNP^;&~#IlSAYmk3pTw`jJ+7c6s?gTx6uV5sdF~fTyVv
zK`qX6+q8dmopg{uh95aTlZQ!V3?n7gGfBFg-te4!DFLKF=a;MtRnk6CZt7YBqli5+
z#;KLXv&bF5+%Ngr*xs*C?(Yr1)}6m$R6k|`ci6T*G&EGeCtZGnWN2UjL5S-xRFWQ1
zo<=YNd=AOEpB^1f5gX3P4Pepx6#lut<@q!LxT}MoZspy2vHA?Ap0vZ0tB{{ca%A6P
zz6XNPHE-~i<Ka%X0c$QF9j&OOq!oR+ye`fBh)$O3uQZzpFZztBwl)Q?qt}zKdwVx@
z@Lari>f-xt&<b{b!BUueTVpcW?ORS8rI6*^yg5PwRAytC>!zbm_k%Mb>~PYgQzyTz
zqqDM|B2%l>#yAHU_@WXL&H(~$o^fxZao+@4h>o9@-*)`g7ZY2oo7~wxg{Qpl6l^r^
zY8}^+{6fk(w5|;5ASJ14`qt>g#Qd2yxe~5JBDAwIy|2iZU&^y+EcKBc-j+){&U~#E
z4-a4mtbcaSKB7;vAFEW6Qa*b<&5+(CzqmM7Nw8j<^6w8Hb2yggXdWQObb3owRaMw}
zS?TF53~F7-wRXH<RtkOrJ$W075=D;TacmW&WQi>itb*_q%m-c<RhVd*oD*gbC*wE^
z{L%?qAj*CmsKYkB8+V^gEnrwiH|`cQGP{GdwjDmDq~I9M?A>t&_nz_=LMKoSsMo^h
zcInkzNodm$G(iWC4S_Ra1B#~=<qqQhJPe{fFhMQ@PH>TeP_l<qFuku5G1{($pAuYE
zXIFmK`0LvZCUVWwU*fLFh8w~}zw>1QAKDZ!w&(-vp>`q<1*-0Sq_B7Ixhcw$>F3_#
zQnC`HDPiWbTfuu7drngNKxhi{Q_2U<DU$A`l4}E6w)*RJ?kh~(mk44%L*91DvwCIO
zk}`^MD4dm(IzJ`)3N<!<JI3yPbAVWUIJuPisT5xtA%UShuC2e13g$69<jYHZmI4%n
zt$dngX#80Hnre1}5hv=l<m$S*++cG<2``gThn*@S@1k|wADi4ms1P0OH=olzozxhP
z71c%EJn6lQGb=Q9yxB!leQ_~)lPOi-<aOtCu<*A;>$G<OjPIEN#6!p5$PS?^qNrr<
zxKMBEwWd>;JVX2TSg11r6Rl<s<#KJVi*)q#4uW;d{?Uznml1CXHuOOk)v;scFi5I*
z-DiKprxH%o!sMKTlRyfo9sU91Y-*~He*(W73O867U%CcVvaz_76#GYI6$29d{0mhZ
zD)z%Vb<1kQ#tLA%g^?SoZZ3Z&b@G6`_Fr(&-_TOXCH{q<ME*H~*!=$-_!%h>6(7$7
zI|2gSxFTp&`?wfV&`v-I<O#AjVV6rs?XMP|xqg^^vHQh|3zpp}VjaKEz#xE7W(i$^
zY7CtLG|L86IG#pYK#l4!JJnq<4C0|MO*{^v!BPq+V2Z<sUo||XiAPMLPep@47<w9^
zCEvT(0XvHo5Gn@ZXr`iwb3T}wKrzV)h+$;bfs|Bg4V|p<$#pp7g30ng(~5uy$7L`i
z((pv_9%BNJgck+7062Ex^dfPcaL=uSlLh9GJ%)Y~akeIy!jPFn1MxIdPDIGMi6xwn
z1+7cSz`&<LK_Sp(+uDXwc|2_PX<KkLD&%U!HU0U&x61#pLjQ+13qFRnXKJ66_mfny
Vkbi3&OrRxEyrp`xMAqE@{{XkuJmvrZ

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/oxeye_daisy_synthesised.csv b/modelling/data/abingdon-all/seasonal/oxeye_daisy_synthesised.csv
new file mode 100644
index 0000000..dbd19f3
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/oxeye_daisy_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.1666842530000001e-10,7.796907436229368e-09
+2,0,2.7834238e-07,1.860151765020677e-05
+3,0,0.0005206007860000001,0.034791556749247166
+4,5,0.200052911,13.369461578009588
+5,62,0.9746923000000001,65.13832360695714
+6,58,0.7563906,50.54930225268064
+7,21,0.34294020000000003,22.918565916068694
+8,16,0.2253444,15.05968237382771
+9,3,0.11606469999999999,7.756560699150283
+10,7,0.0161727522,1.0808190096697472
+11,1,1.2801634090000001e-05,0.0008555284411832065
+12,0,6.7991664e-09,4.543857597118083e-07
diff --git a/modelling/data/abingdon-all/seasonal/oxeye_daisy_synthesised.png b/modelling/data/abingdon-all/seasonal/oxeye_daisy_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..1818bd765fdcf56dd8b8ebe298563c32c31f372e
GIT binary patch
literal 73824
zcmd43c{tR6_&z!*RFkwKLYq{!N(kAKC9*{JoyI<vn2}|ON{f($EMrZ!u?=RdLn+EK
z_H~RU%h<*!%-EgR^!a|z`R81}f6hN=uFGYb-q(BHukCs6`+n}n8+~03j>Ei%ArJ`1
zea(9Y5D2R}1j4d(kPUodpV#INe#!Z&nfe-fI{NzAJ%K@V?0mi4J$>C>?9U-#PkdZF
zJtW0%To;!WJ?HG}>*XUSAp!rtuMqcq;v{idy~hmP<&c-AnGXcQeS-P3&nd0j0J0AP
zxqnaP(bJSgGJDV|#O~f7Ki(H70)#Ud;^%A|*{+!q!|KxN(9?H1()^Hneog~rCW}@b
zN8i3h7x^Ceta+FA{{4I0Ub9pD(1*p#$%J2o)aYi#n`QDf^74}M$vcabt&Q*gcLbur
zw=-Yo!oLr!GDpgMDI+dk|DX5gW{&Z&{`cuIpM&pM{(Jjc_JBHgK<4ZFS(dE--a+h-
zhCckCw>MrjT>0<qvrnqFr~Z4Z+;;x|Z?{#BG_4D$`2G8LN`%gHYLx9*@KzyB!NB4y
za?p;rIqKcapU>g?gpVYRrBuL;NxiG3W<4F8k3I%&50@T+<eD+3VfsUCY?f21zj`yj
zUy2-J{xcf~Z>~$vmw6JtSiEl4KnE=sCl=v)!=dSjRnVUw#L|QhA2K)B7DU9vbQ)iA
z4y5gEJJqdrYisH0Md#Pqsobbp&QhkD@I}`<S2#2u9Sdyy;y@;%<=4iabGo*Dx-mak
zn&snO;oNoiIU7fJ#ej8ztj|pE>b3rBOVP(e6V}(CO1X63%gf7?TW;8o=rb~zt7D8B
zdU$x~6pKUBlP(z#oZJVQkGg93<+jbb<jtEw14G;qb%Bg|{8+G$c!vTbr74mx$HWF@
zBxZrbbgik8r~W+k-B}x0=+Y2evvRWWO_p-|(w;0M-<-pG^s;VB?n;N!*dcwj2zgp<
z&xYGjm{qm!Ln}L_535ULi$e1X11poR$qrl$T!iGfjJ3_(8m$};gQmdGXf=j&py4J7
zb-SAjo2@pxnQ#(rqo|A;lbD#t3gx<;&@2%6fRY+mlp4J0LTSE#uLxW~m|I+QFSNkx
zx(yWdmAmw;PQ~iU?cqm!Iuxq6|F#x9E~{=X=5K{OOHymP0!e=`8oULM6jU1B==MA#
z+M%>pyYi#`riEyP@2?L+)l1b2A3uG{y&rqor8oECaJkD#i!*Uc6R!m6tl7J(IZAVs
zv=C&Jio5`o))FVO_6;gA`^h2d;oZ9|f$6-pe_KR|oEO1NA<$!^rxkYH`G#;<csTaV
z4f_`~jmqku*n1tal(Q7m`JSBUQGW`*@VRQ#7LvlQ39Ym!ArJoXS)X_%|5f3h2bc&#
z#LnJ_goK=p6^cBG00uW)jVLIp{CyaWq7M<H&&9PX1XE4fAibhD!KOQ2mYxH9J42zk
zjW>jDZY~t}RU;PCVT;-+tVf!n_zPln<?h$-?bZ<G7DQ2NeJ1WMk9fB-H#=21WqY`u
zZZ0=+Mu<7scu?(|MOF4cx*VnS=(LEcPmhj_Y>&oS?-z<2Q?cooyRBLRa=y8-p+U=E
z*%v-&i+i`onx>Ok{#+5<`txnKxHJOx#@e?_EnuM#zuLs->D=&a-)8;ZmXfp>r1#-t
z5G^jyJ3@911L=$2^C@*(OEo{jGDAfRdgEodly?@(I<$for&|-`RfP+Q2?_)bi3$l}
z=~}U~t>zUOn4K+#NtSwK$`)d_Qw7YAPf?nboAKb*@Mg-BmaBwnIM{&$vt3zhy@q-(
z3&pqwO`EXVqGjLb4-PM@<KKkAqJ~y~38z{9Ua%^)e_7l##HqBczlh{}>qhdd-=X`s
z;x7ve7g*puhzS*H5nOTWgVJZ0v901h^Jj<M%HRPLFS+GZ=Ktou8(90nZF8G}U&}Ko
zPBjevYTfftgFl;H;ORN%pUy5g_o3glx<20y34g2(8o%BX7RKVl@6J!Fp%G5doI=?w
zh^`t-qje;|I*t(hg4k`l=GGm?Sn=2A?DEYSR0*i_gVZ}!gOfuy1O~4+-K=9-AjjRp
zjMCFs{r58pSk*?T$D#_;I5;XO*a;GjN~&<9EE=}XA8ii%g|j(&dmKX9iTU_(s+O{~
zwm^AYP`9_c1#=}lR?5AzwOB^Hi4&kdmA32){|HXdoDdrV!&LywBn8%aPd4eM{|tUn
zDi`6_kGcA1&B8byh8l81j%f^7`b0{5jO6~!|M`de{)!Oec4>W6lq880={`g#Ns1i{
z*+X^WD(w1@OJ$5WF(=BnP4I@$)aKx19I`eJuVQUym*GRi+l@=xH=ycC1jW@(RkYn0
za#yqk_k8F51a_{0p+1g$`+4I7jAfVV8M1;>9Q^S`Y?jAkj2qRCOW}9Gi6a*Wmlq_7
zx3jb)jo@fF-*8~Ny7R|dy~D1gVcD;yzrtTaxi>w^-f1xI`2Bt(99~<`FT>97`@Za5
zpIF5MiZV_>`tw+nP#_g22(MdA*_lc9<ZAs~PW|mspD5`Rzb;pJK>2=qbIZyZD>L`x
zdJs2=l;REMUR_+tt8Mnb)Se(JxsD@w_^^!AgOMFWxah^b3xU=NDB|Gc;1%?TU7MS)
z&OXuX^k;>XM6*Ml9mH7Ri6;dGJ;%cCa9et*+#|U&mdL3eKc1o}PBukCtKoh5M#MFw
zKR7Butx_H%gFWdg`^Vs7=H<(6iIO>k4jpLufu34_pRp&04jm!}Sz4yhszG3_AKalY
z4oxOrw+r(;Q*+Cu`_gPMI2M21Nw~s66sN+fK80Stw?j+a&v~aaQTM@vRRvmao}mJb
zuvO%PstZ`V1GYFv4ScC`@~Bf)kyTB=VJP&uNAgYB+Z?kpN5a~DEv>(|Tzh}Yct-F1
zZIyTxWJxj(CH=r<!wne-!VaB8Ah`?P%g-!cAj;E@49{@zNv{?r1eQ{{^K_D>H<tWb
z#qdvC=IJC)za>(cQ-?iCsq<&dMf9|I)zpXd1$n=vMa#WGhv<#?(w$T5NsFJJf|C`t
z#7L;${?UVjTa4Yr6}ykt9T8L<!DHZ@epQ}?jV8t*-MVy=SXZd}>S*e_ckkXW)Ca7&
z>h10BJnzo~xmAV4d{zl$y;Tj;pN&)Ctgn*%<^5>`IF(AqYxtP*#>Pf!sY5fHLUEzS
z&gR<lBIq<olu&cxm;D{baSDX>-x2Q_=vyuZohUdThy(IHR1%(13qBT7^fTfQ32jb?
zmt`)FOs6)ExRB^e{@v(3kZ115%F3o@Mai`=c8}aK8QgLQOY=h@<oEYCb_}~*AKxw?
zweeE3?wt|1_39`2srRZWKHljd6#weUHxe1UDb2q=T0*+$AG|`vkFlXu;mHR)xC6&_
zKr|LA+R8}_o(DsV^ps~4&_Ie;bfoK#>=>mMoAu=AF~|eN?3fY+QYpE(^7mVN($_lb
zpJqV`<XFh|q#&W=4TxZ@WJk(ISC$5MU<Vs9&FkBtRFKre@332f2yHhoq-aBCOe_@F
zTf3xn#SkbL$TCZmRI9hCt*wD6HQ!K6**Q6Z0KH7rkm+gs#dM{pK&x@tM#cKYmHwi7
z5V{))@j}}1>q~n*dP-`moBPfgGm+uFsYsd8<sCz~P18k0%hjB9!mX+4>6hCEb~cv*
z4w_25;Sf#}L_vKkZH_J$v%0eI`%lFX;b2+U9wbY*bB|ypTw3GBR_*|-k_x`1cyKet
zhbT+j0qJZe=sc;)C&vecMB*q}(TY!s@FcxEf4<u@5cSJLZlw{d+#?bS7C3irf~NWV
zZyXO4K`yYvYex$xq`*9CsJQe6N=F(Ex@mgd<InFOy86Gi!JMUv6xVihpGpMDgt_>v
z9%T~s+ueAp;N1-;VP!5J(JR`v<rj)u!+e$!R`@(Bzm_4X=3{Vq<f0eLDSGu?RxhpJ
z!Dq^CW9s^`CCZswYCU058G{5byipgzXMYw>M-I6-y8)I|p{lBi2nVSqdF2OL!FW+h
zeKY&EzU^{zYIE2z`gFenQS2v`t%az-7_nz`w6(3S&h<1`?UXbg^$EL#6O1hEQRP&a
zg5nha{=BHdsE`<3;yg*K-y_h1Sy@?$yMfbjCU03Iv=6@{Y|a-D*SL=O?`}}gf;#W`
z)A(dOR+%|l_xk56q+$?E{{%BrdozaIERI9#DXcxR8UH>isJ8zIvW_h9G`MuYc3)3#
zZ*Mw7)y!yWJ>u4N*99laa{y|a{EA8k6x;`|Q|RJW)lZ8Eo32hubt^=9;tgj~Q`Eo`
zxkkSAtZ%1EA1_Y@HJCo+6sWknKAA4~&^?W`Vt#IH$qyjMggM!Zs9h<y{&l)reelj5
zrQP)`8V(F*w5P_;bF9>AmHlM{1<y!<%QNn{rP<K4;#hmh=_W9C^}V&?kd37p+pl4-
zX%qoYda%TNzlG;o9b++ttCEAf@)vAJeqX_@Ht(@k)$k+UiYsMUY!K!2mK~9U*T#>G
z08=L@N4E9t>VOY~>}}aNCB}<cY!b!d{+zKI3VkT=NbYz8##7uKwemr6zi9d*0bjp4
zFEU1{->K*@*xIfTblSf|QQG@M79QaQP|U6M2+#F%nFB{5r7r-<Id{Rs@r~6tSkBAe
zY^IBUw`ldRwpm<lqC{^Sd}L)6+uss@m3PYb`75sFh>xhNxUE5Mxvjrv-=c=RB_o2t
z)TEO}B;F!RB~&LYkwY-zP4=^1%0EePG`ZP~5aizpXQDBmoxPp0y_cw<R=IK*6PB`C
zh0y94aswpkGPp@E;1bWV_ghc!6#iUzQuZitZGJlMLHvE5PiO}f0q8OF_Z>Iw-v&>J
zw-8K8JH*?Q@807r8h&vQxTo3F#Uk1`jJevc_)2EFD~Ry&C~Pk`qMun;LY~(NvV=Un
z4kj=`VtIxQ9)W%KIT_9UG^BMIw;-l($Th)|75~d|z$RcW`?ykkoptMM#g>`v^|MeO
z(#-+uK=@C}5x?NlhFI7}yv%E(u1Sdx4bGL5&BW}`4*qLfe?TOnlRYRE^M~KXH?c%|
zjJJhZ#V9&`?(jU*>0#SL^jBkLYb&mv&oAllRB6&53Pvt*;;q0FRwyS29_3sM=4|Hp
zVrC5MT6xCWE84KY_LeF&#OY6e9%beC_m?nt;GM0BMlxGQ@Zb%uAUvfE!4VWPRMo_h
z#Klor&35$c?1;zL>Xz+yMT-r&-W@6#!M0au-qzht%3}l+dV$(Jt2so8+^X-M`V|`i
zp7VkXA4yRX0{NPI<1pm)>pl@5Gmb({GqJDw(Z_$fI#z(dJ-CM2qW8TxbTY-oE$rCO
z`GBOgg#nFPaSsmF0vTrnuWG5BopD50;hQsW`|{+$A<@R59lz)#b76}p1;vE<?TVyO
zg@Dy%D^DpZVPl3b$9NFLRv!AF4td%gO0iTqHXu>lj}IL%pGU-rw77m8!ig9EC5Zdk
zm_-sX7*QiGQZzjYo|XtsSECtwftm|q1#=nQw?9S3)B5L@MYG)s016#>XUxh8Gj7Fo
zGY>54`n?v{%gqzi%=i^aN1NpMO?t)fBbn>#zxQxvXnj9ap{{4{<W4xBhu6G+xP1kC
zVK}-jc)`~yhGBAlq`9m*ItI&|L{C~gYhQ6nJ5cEW!A5M!cI}L|T)nC4X~wp}$!42N
zn0~BOu}FR(V~N1{)W=bN`Hq?yTD73v)U4SSR$ASLQ(CmV?zc3eg>om+`oEING$c`^
zg`N;7Ai7y~VzxMB$L;5E2>?+(u8K*37QVoYRZDDqZd;%Qs}Gl+oZqn?reGADy39ZI
zKl;ggaL7U2x^^%x(G_vOP`wCsRB>;6<%d9rg5RKQ_k3Tt{hB+qtaBb^-gqSe?S|pP
zl_q^t(@9e#<H>-mcVF9hSM&gYGOykEY&N7?)XLwKK<Y}<d}%moX2~gqzhjAV8`2OB
z4t{!*Syoav$R702$RknmOSi!ig_cT`jG-9l9-jP5N;|8uwAKWa-BG{NXIXr+2Y-YK
z2$hn=yzEBClUfP)s`v59q#OF~VDg?zRUX0z_rD|$a*Hz}$`y*XV3HrGW&+bFtBdOI
zya<&f?z)(Z8uK7|`6c;&6!y~pC`C1^dXf!><|7Po-gm+6;}jbdj$VY$0~TzuNN{M5
zLRfc<)&;J$h!h_n(?<hoF3nN=x>;%Zp;r^?QoS(8P5lY_3Df=~lq;KexK_QQZJ-7(
z<l~3&p2cl#ZT8JITf0~kVkXgPzL8T&l<ST-)NRyWM+wAs2jP;(krrBRr+yOzkxL_U
zwM4Jtue|!Ft@exxj5lx^Ms<SM0=Ct@E%6n7eJ|B`14P7-pCqw!Gi+^`L~R6iB~&V{
z^s)kuCaTOgs0q%E4uLHo?y6V4#q)fx#X8T$Z5PJX)<9x#<r6+m<EFqGIn!rk1vYAN
z9Vd0YWTlez!TzCWI9IJN-;20avnt=Y?)PbNT+8JRMN)g$h9PZMoX`=A$%_2-cSY^Z
zRe?)&8#Bphs&jiBk~(ZOzcXUHC!7{!fT{Xa)2=5^y=60g8Zxc{B&uUE4WeCMiD?-J
z*bKkHlFSE&yhccvK#%bR{e{aOW*517{bw^?r4VuP8;+qb0Ebj~oZ}&L%)#d7VuWgC
z1SwI*GF|Es-Rz-<v3eIIlU08aVcHbKYIL_Sja6OSyuJZGUzDZr1)kLa=X#q=HnyJj
zx1y`HvDk4vFfDhE={Y`f)0_&eLagGNujK`Lx`?X&3WIYhuBQjDPp}K8yVx{|Nw$RX
z;H*Sf@|<T<QQip2__u6DBN#sDTXU~lXJrm@y;Z>H{d5zd{<o^3DjM?ET5_q2PelT1
zNeeit6X_>*URQ4JlGEPW;*g<<6~ag#>2gWb_9-)&G`~W1;hXW3z1VN!waeeq-<4$+
zf3-Hbzd&Q#5j{5dWd8}Ho#0%+3EyZ&70=7DU4)TFiH-E6oCk@&x6j$D+=O<UUmp<n
zkbVqvd|%UH)xRU~G)-Bm)Qa4pDgTAcfL&ryIyrKrIa4&Nv;EpF>1$uBYq?<*@2%3G
zR?#0u1D6&gHqC~zwYm9Gt6e{C@=(hLcJ_%qx*QBcsheD8>_uhn)j#U<-o@ANv>&n^
z##M9($>Rr|W*b8Hqe&ySz7KH{RCc49vF~qAq6SE_M;Y7Z-LveF*D$6=cf2&D(n?KI
zS?e#zJ8~gnmAzFy6fM#)UF~Z)+Tz^rFUcNHuxF^P`K<0h5)v1F=J2&rd8uS2CpDl&
zrnmHS1jm~rKW@S=aGWbLE&Z0jdh+(j2=?w>*gVhH-P6A|hkg*A8Rz`16_*KYy;&wI
z*@F#&@0ngshv5eumVm5w{`t_fosBy6kAVNw@v(#_BwVNsmzDJAUTl!)^S*EozT{nS
zxK)p?VZ>OpMMcf9mogpZ!l2>@1CEe_=|bB!dz%Tg)+*GmV369-&z^Cdk$`R)cs4hH
z!?}250x!rT8rw4J6kp{cbdF`e&XQY6Tb<?@XIHvtvyBx~x|1JT;L;5E^Mf1xEQYmE
z#&dM>qd`eT^4wXmEzw~`C$W=V!S}8$P%toCwq4T`KeZ|<6XTnRW1*BoCgX_M%Q|mo
zQBH~36IyYD*MnuQ&+3v&y}^^bLM^=wRyX0=n&`XvEmGb*Ge6pAE8|C4v-I{ZlRFb5
z0a@(*_7b|*u%GkxG;~qp(+8}2;hnIpl%?{xqu#AG5J=c@CX4uvl_W2|VvL0-{gyZ#
ze}AI?E0poF@bj}zfyrc<N0;9vzi|u|ZSCEh&5BNGJG>QUuTtD_9_CS3HO~_~P-r1D
z_C8R?*?CAN4MjKmIWZHu;54KJYyXUePqMjR97^rmsJ4vcm3k7EPKP0furOWyHoDc5
zCs>Kta_rD%C4xm2Hf)NFPF6d8ySKM6!zp3-N(s(hEy}OJVIyRZ5u&SJ0()zLGK0D%
zX$Ycv&wQ}p;<{4uEWfX|jPWJzr`N(O^9>g0>r*I>X|ufs%u;@k(xcV&f~!kagYC7@
zAHkJZM4;{=0FV=I9*O6$EGOo$)?YJ-Ki|D$-Mu{BK)P^dpT1Spoxhr6zMs>|=nl{M
zcsNXWzhUDGFNITktm^_~mDq-yX2^bHR_<od)v9I<H6p*UV&lzkg}8Ey);<ONaP)PL
z9g=e2#u@%YtsZ{QE2OVw%SEpMnTbi;dk1VnsN0?nD)83B70nfbiFaY?q>ZMqTzX^n
zj+gtw99#4+F4kwuOo9J`eZ@htx&&QF_=Cho{251^w{3AI)@P7a`i;&Jqtecu=_MSG
zExByVGKQA8xwg7#j=N`M(iw9(Y58)MDtF!3?9V9E2g0wIUndf7aZMMcq5hOUKx0eJ
zx8NeRNU3yKUbT(MZRy@VEUHi)<NbU#?pN3kq~#}loA3K2lSQvPnJIeIb>+8lAr{n)
zjha$mCu&sRh>75D4su=u!p9R_Y@aCR9m-M3-n8Vq0)4+=M;(#=YjLQob+r<x0c$(&
z4f<%W-U@_BeQlq|O*AZ(%w;;ZeR??4T;VP&Gw5nomN6(RYpE<<GNJE3$``stX3?6c
zOpN6^P`-5!+8Tw#lTPa0IsVX=ni{zD2QI>}H2xTuP+FbAb*n7kEB*P$z_Er7O^38H
zWA5rq%29bb*(VpK%ihn&;pb7f)G_;E&?y<#%IBs$y?gG_nPz`8v-IJx8T$UuXbtxe
zcE`PHcLg!Xl7|m|G<WAVpt_VtE!7ZZt9#58bfZ<gG^B(YQO*%4Hm9A;N?+7YNQMV2
zmNti5^(S$^2oQx5%#Sr4=r1f^O!zQg%!)j5bUTw8e5UNYOK74?hH29m)Q$Xu1t%SC
z>_xM>3F(z*;`{UD9=#t3PpC1wy0_k}q}4unZFs$rtPTVskDm<{tSasnCXdW)Oe!0+
zyLOD?#oN^6&%bh5p!BDomGgD}2@_oy3_mlRU`h%{ipKZ*=4E08ib@}(=l_-#!m3~P
zP&fPBY;b?8jYYu2WJ!}@<{!0B-m?-t03UR9p*1%Q*oHdE>oW1+D-VDNjpO{c`wq0K
zOLEzkE|N1vCr5(^uXT7+*>+T6<wI2@B3y_(W|YbZSHK4f1OfPwk{*yN7mrN#ey-Uy
zwYx?08)Zkf4Z9t}pe;Vu;o&^^<d-f=w@$&D=R$T@1f7QId3}DkO*}o(UFn+{`+8=3
z)kud{>nXhUeJxjISmc;!u8hyj1B$|;v=tW9r=PziDR-7MgHs@{e1WyION-^tdRveB
zWTTd<FRFe+2a+dNxgdD+#qclM5dFiP5D07;XzhU~PMi=`_z|0wH17|@tUDyUCxcAz
zoipfI8?d3>fAGLJey+bT*$F65KLnhZ!XFjsGF+bL^z;4sRG>e~;ZJjM1$+UCb8e)n
z%qP&?JjsbdL<6SU%oNELfF2nkEFsb1N2>K-x$}x2`N^kVJ(AZS=RxLOt>w0Un&D#s
z^g&AXLeUBa<Rd=|UEL@rP`ya4-=TV@0)89N-P7}YDG&e_IYu4O@Gg#8pS=9QYe^C?
z`LPA`4F~nXX>L)|ahH+G(lX05MbsU^;Pnh)d3lmwpt^cE1)TUlXT854PmPcu+@2-i
zBHhylQ8m7Ezc=O!ic{b&U-Z(J&fNA&|4%|Jp_*F5{H^>({c|XwJmTFi@0C1E58k5U
z(L0_DrIj|xi^03(8b5i)5Rl&QFhNb(*viTZnsoT^;X4H;#q<$SX-f^~;FD_wwX5$y
zaTzX&W-vuV>sMAxSbidHOhH;$H-!h8$SgLQHSKaCI#t+Z@n}#BNX1|<?-^-wh<s0!
z)^Bl#R&KI7u7k|@RM!M5SnD2m1{IWXmSh<tJ_=w-pw+bTug?{jI`_(_#Kc6x0-Vnp
z)JO=Flso=U?$M5u_UNN!6zCnB!L6RrW_ob>mI4@p3Zu+nP$A*nS=sKyj`sF7vIlL9
z2@fQL*1ag+EIUkTi7EFIkikG(iub9j69zIPR4+#t9X84ddw8Zf4Sunv9cN}1g~p~t
zYsu+?d9bD6=v0zC#lmmLsUwvt3sf)#z&;KJ7G0Se^cBPdAfH-XzdJl6uv7(K94t)*
zTwk6t<Fx=|l#v$Kp?B~ao7>1JZ-yI?Miu^14xC`fc2^JH(}p4)h(aoIFsdGPZ<Kzf
z&M(!x4Qj7uj0U2j?b7zsYFBhS{l6(P#4E>H#<rTG_Vg*o1M6!@D?sNwS`7!doJjEN
zPz_x)<&kuJ=VJk+<P?VS_#ZdQ3#LNr1LP+;O8kdG2liBpv8R)fClZQ(I{CVcFf4OX
z4$XP|S@htg;fexJS$U=Ew5&M)lvnbecsQxwXQf?6zPQJ_*lpwQbgH4ALSL0$P*AN?
zSEibsjng;<%T(ehH{rsN*HTRA29pMwx8AFx{9(I)a1t87e*IDz;79a6BqkK=v(!H$
zto2(EAmOa6WZN*SMQ9OU=Rt%`jcIy6VQQHBHbX8sm_hc7P@n-agnni}zC)EwmhoH)
z8ah}@m`#}Zdq5qq<;nEsa*3+!QVAM$xB?o0q6?L%JZDphHUc`By9Fy-pu0tNs4=OD
z>ow+GgR_~n$#}xUn!$yVo$25_d<3h=UDnRV(sR%F(j@}UUJ?>wwHo`P!`A`OjLq*!
zGyS2R6K>qlqed{>)jkuOHHC!2VpJ8bx%`<6j8#37RT7-+X^SRY6~7=?E_6g4NB{>n
zHd$yVD^ZK~O3zN6UQ+mNO|xFyh$wo_N+OTnO$Ta!2w~-UP2J*-ZRo3ptua9Qek^T)
z49q6x6g^3Z7QM3iJ3=B}<h9Y6W*Z%L^$@1cgtDc0`UzTi&6IU0LjUcra)$1BsXb|o
z9Ktn)6V%i)mw<j_9UTbfDVx><Tj_P`SP(eE1VPJ1`-PL0y2v}PhK0LM@JIo@^hsyc
z$mlD&?CEt`r-U-1oXBi*gtBmoS6JCQcq1s%o~|LY{9f{3A96|)L+aiE#fP_bo^Uiv
z2N|cQZLj25**d%>eSMHyOHDCL`{cUW<L1i1(t$^-r4|*g)Bc-tIgN_OYSAlR6lw#a
z1c4pkU$2jYZ@m%>uKYf*vAxo<6)$+*Ryh%O9P<4_c=vut%OZ$7e-Jsiqz}feo#E$6
z*IoH8I5ko*yM5d?K^gsp78;LC+FcKtQ?&|WV2z!NH{e%F5U7fygQ1JkZkzV1E0~##
zKBWqEJ?Y0C)tlC!Y);g#J#_N&sX%c)7I!I*5TFh_<)$E#DkfeaL)^aEsSXvM#7MpL
zcDrT#0<m&*gw4Z*@xc@=<)-_X-??xojANqAE?fEqF<iyGumr#_@?3z`N4N++BeJj_
zu1)&Ve`s{RrmA8xe+4nLtXbga*k}y@S>0C!Dtrlsl+L6lLklGck>T3ROLQJ%`S$tH
zVYiCQ_vvzl+t1)Ry}gf^EJ^oyI<tJ*VR(X%*T46nhLJ^&5b2e1SVQ<9l3Qt1Q@_{e
z&*3+w?b@R-{p4g%!d&lI1*0WZAu#29uJNnY^~q>I+#cAbg1$-x7u_S3Fh%G-+w$qc
z7!8n(&=YmW^?x#63A}x(AP~5CBc~_>ErEIb0=0*q$j1fatoxmtw3J`)3b<D6ECx9s
zPEgk?ZnD#ZOTe%%jnL~k*zw_))P}t5<Z+m`=XLc|L^+&f42tCyk`HjTYeFJh>jj6H
zitYUCYEn~6tSQ=7KEzzZ9j_W-HiRq5=#dT@5a<w)5fb{5h+pw=p)^={RQ(w8K#G@j
zoC?$%47}J|vhL+xN&g_EowE4@Ni0W{I1s;h*8Wka;G9Q<Ll;*%<uXZ~0U{!H6b(K_
zkLFag29+lj#O4(<+eqqLEN?bl)`gY_#L9LP6Y0)RHyna!d~R<YNkYph&e`YOuhi91
z3X4iOR&Xn?P`JU3zhis5etBz6h37w7Fr+MdvXj=|;TXkMnD6gUy2JE}Jz<P)LEK<T
zle>_VC;$=y!~~n*xg%u!WKWVwRrV<i=CzbR7Ui*(e~DfnE#I5Q1Qpe{Bcjwx&H~d7
z8fLRj)y5&L@te<$hMpdR*#Ah8^$Ak)Fh3?`iF)`*U@PNSSe9|kkn22KzXmJhlm_rO
zKwkUDKXg%f*!m&A1>EkKwy4EO`&pqY=5?eIb(dqOSf6z>2^QoA{KwnV)gV@)_)+j&
zX-K-gI}d?lQpWfj#HgdCKL`X#-9s-yxg%8PDCD^2yT|7tkZ09R^MOU?6)kyI&TA7G
z@y~t8{g98*eJ?6}3i>XPYyHc7$RKZ1db8F0J}IKA4MhfB&syxjn5iK@WN+8~3FI||
zX$d-3W;0&6YYyr>=*uSHn*<w=?n`IE#KcIoVrP`-4zYdJwE*`FeKGo(WHT&{Z}KEp
zBYcv?%uh-}lpi}24*cgIIya;5@c+?Dq-(EJtc-CPC_-bgSWqU-NwPluKR3^ZldFw@
z-qzVH7-BgWt<&TzRhI5-ZJj!w4{G|9u-R|HZ*&(EX21U*ew~7D35kekix^{aKQv!<
zC{L<N%#7d?Gq5U$wQ^BB3yce01B{M6+c|+Al<0c%fB1Eki>?hadck7pum7+1t60+>
zk^hDm2K-)>6A{e%@9qV;5}Qmz_^^bxw>MEJ>3>XK=MJAbb;^06zi_xN5dXx-=XAke
zfYR!5V#gG~1LxtW2?1;KSA~Ss0Iqs;_wHSt;{UaLWuCuM?byycJvDWuUrn{-z>iYq
z?MV`#2Bv#V2FwW>z_UMV!v8JcGhW9~79d-_PY1cewKq5B_oPFam?oI)6`8A7^S+p{
z?qhzRG&SMdx4XbJ<2|WP338&;NyCSGXXXBFXb2=dd}!I<L8S{w=-1+__Dz^_9MKS=
zYy0NwYzZkUj`{_I!Z+Gyv|z5mdDT<u-xSPWcf(HgpQ?E95R%)<OO@{!@-P09-1fgW
zWMgGxb5-r<hCI4A?jQBP4mQXm$>6vDV|@F6^S~)TBH`f4%=$WqprR#krI-L;R&Rxy
z2^u7gBx$($&n>2%>}^Cu&wO7&0Se_-22gPSkO$Kzpi_KUfBJuXb<c9w0DmaZh!&^@
z1u677%K2AkGnIDc^jy0?zp?h8KF$AhJd|l!dSq&9+EZ{iJ^nssj=6mgiulB?wzj%r
zw=I55JKm2>x^HzfK0H-e3iyilL(<Pm(?$#MPK90Xj7T4=WNacAgk2xu<K^H_lgx8^
zqx0c%ZvCRbB4zFG?+++NjW0lGB3G~e^4p45+Rc^hxMLWtxS0z$&nj@B_0Mjy<XSPG
z_}Of1f|$-`%`FB;-gUh-7EcRVqfNR}cd(Oo^N5I$(7;Fl3q(I+YU=bXQIBh`PWDWT
z$TAS48~=(0OclVAu8Zp61;_M$-9MD?A`snt=2}{E^1_j<dJv={#C({JqgILf-p&lw
zHBd}l04|@t+=p4Nk5T)26^~@ILm*w;r%>>)*sHE8UGEn+WhL$xqkmfoKp-D^PbuvE
zNDT0C3@A;{rCqFS$dYj?@{TW?b{qbDKeqhwuM<p55q{)}_Tcm;omx;(RNZpuGt;MX
zKEa<_F>nizBq{enefV&>H%k$4Vu|5W6q<l=xOBi0EOo)u)Z^^zY!_g~3jp4eyW)Gm
zT{8drVw9I_+VEeTBG*rHnUmfdgdRY}9Kx@Yf!oiqJ!uZ)0&fpK*(Z+&2Q~q-k!>CE
zYUEHEpin3ac{!=w``FKpf8;6Q#ekI9bus$R?-8z+OtlDK@C|Yc@C93;!<Y3^&(f<x
zt6wuW=4<iztDDWyF=B45I)tkHfrF4|<{dZH;Il!O+^gi3%rHry6q_a+A_l$XwH|cE
zDGh~N8Ng~p^z)*|L)m?S87+_L0fKh}^eJ0$U+hX^Ow94}MI9OPXP`-F03Sy`AV~-y
z@)ZDLlB5(uSORvkbQslt(Z2(D%A9`IvtED?h8P>i8*(xi$OMU;74%|4(*<C~GXiYE
z7mzv^;0V+0cLN0T7NFgQrll9Ac0`@s-1)8OXEpc{AB$@LYJphN=5Ga<P9GpQ2mn<V
zJ{sy?#px`r4LuP=t;QG_8ln*;&82H0Aa!Vu^ebE4WjadlMU(mJ8Y!*62L|dYH1|Q2
zHItE)+sqH@Wao6nx|42sj)JloB2%KBDG{HW1QyB)*S`F8QmX&V85F>nn@csclto>r
zfVpx{SSAyhcvhvPoE5&<gB2Dt><h!h_iePxj5&j36aXxA&jkkN6Ne|wxMu%Ow@M-A
zAECe=-2`SXM3)-3>^@!S`*8bEv%nE%S=;|eK^!m7cm+kQB`jOgvCS(ihwC1K3}_P3
zCk<G!%t7_0Y!ooH(lP<A+44E&`k1~6YioNzMv~y>CAOhuN4Z2%z^||d=vaJpU1)XK
zzhxJwC!7dg54w%pmMDJI$GZ=5?6l~o3Q755%LJ3)-HVIM8(!`kCSMB089u{5`l~Jg
z$zXmPWHv-z>*dRr<y61519c$GL!MgRlLE<T#p)HB#c~wj)9nHRs(p5VJ*eD|W{seY
zS^+6djJ_`2I|6I$0cJKu;jPs|{HQ?<k{X0Jd)Ci_L84hNML4?gLQ@0+W;1>iNnE`?
z?-)_t`U$v#=Bg;EKH*z>DYqYjf31-n_l*M8;;We;pCfG(IE5;n{;@|a^tT^+$A-o9
zd<g%$AHmU{05H(1>5ic+jgfV0v#G_J4+6<-DoP3BAgr{yqKM6e4RY1Tfm%|uK@Xb{
zXK3+Jrxb7X(gkyz``i(wJ+KE+XlfxnmqR2?-ml1mu;FM0YSX&Q*H0C&yY4gP!+KO`
zMqqi<jC*=p_L)k%0804WLuum0$-9b0tdBYGEGzE-W<m5h;20i$_?`KCNeKzP=CeNU
zR#Mc=y!y5FnHuME#NlDgats9rsKJ%<8Bb%yNL=xWhrhEhJ(<d@Kie^*Tl*l-a$#S!
z%lubn3=%4i5P`Euz6aP~4_6oZP>APgJ)p)xDdvdvs{^((-SBzf&RuvMHGETgafDZe
z6+3g^vE}1cUCGb-+<0}@t|P`h0H%}_|KJF!4%K&P94S2Tj8$iUnHhPl1k>fUV5bu=
z8t4bYl1eeYoXYaQPm()O89)O;GBaLE32gPWlyqC5*y?kMTjq|8SUO$t@3LEl*^#FU
zrE~f&RUD<p$GEI1Q|)!$fl{G@ldRv<AmE|_whnf+Q{x<u$qS98<{1N4erU;iW4ww#
znwwv>adB93x@|uu6<h*kZizq0b6o$@XjfLNN_R`%bmiDrqf%*bOd~J<dPD47{rhxj
zD=r|&b?DW18=rfeRzaGx8B;MuK5C{``fdjvf7OH@i|<VwE&S!uI4Sm?XBMQM&UBUM
zZ^_L?GW>GB2d!zBby9R!kT-xEY5)Yxd?vk43)!tIvzDG3HNE&b!8+i6+%J|qAkdee
zOsQzV^j)Ypmsb}IO=5d8FbOgjaz05t6O`yxitBT|2KFP4tIjdkY>;;6D&bwlPxp-s
ziqU^3%3ZU(Z$Y$Ux^}<3$kp>j4?3J$)BKbZo+#y5xuZqwM=HH_$Gw46un7!<Cy`az
z+6i*xUh0NN<wUqWz8>W6A4O$$)BSbiB}4Nj3dmZ%OI4K3n}+Q`z@$CSG0zF~dmR8f
z?EVc*tc?5M_yO$*$20-3v2@Y;&`k5fF3n1v&!U}t`8PhY+J%~`{1@&%;<}G{BGtdM
zp)X5$7#g`9fG8IZToy7r8SXC$y(nd8%FO1Aoo=n$<>wdsjezRsIZ(g5CXo~Ge9q0_
zF~@sM>3a?({5i*m0Dj<@+SFLBLK8q7#lSqk?>FL22uK5FP;aafV{z!D?;Z$+I_P=+
zE_?DA*=|mT>>G=ujTXl0DVm9x6p7MnxjLD~;?}j{J>W=@wVD=tx&c&&@U!ZkzyX!3
zw71crTlml|sT|}P`&LsINZ{E4yI1@(2U1KhrWt`tRl?3gOxHXRnnVWV_E-G39KL7#
zipvo%SDC3Tt&V)yeF&eEZw-tWu7#v%T5()**)0d7xuM95HMmY{GsEy!N!tTAd*5M~
zoH@b0^;cjL?Q-_TAWZgv!;YB%oT}W4s??c>`)6~>(%*QLT)?Wc6HgVw(x$>SPV&X*
zO&zQF4W^1apI=bay*$x~wwvd=Q!!p3^$fcpdT<^~T*DpZ+Fk@^elVd*IfT4ExeC$#
z9}(R0s_SI;9&E{gU-x}s*-*RI@$z$dtlFynt6duChFn&qLh<}Qz6#so!kWV8tm;&P
z@x?xl+ZK@ZpBJNjS%}8@wjenYpBQ&Ai}b!)Jdo07p2t8ZM)f7B_e6g^UZl!8>^IBq
zOS8?YRjc(01PG5>x>}vBAp#ka8or0+F{8i_2bZ-_G=FzSQoS`nVgQaO&pdWFC$|Hu
zbLZS$PZbTQ<u0RsPt4e&7cm(rBWIQX?3lhwc((y@N-)<sj>V&%R<nXZ%PPWI-B=B!
z_3`~XKornrAfdo<vC+V$?xDT_&ePQ6Li3Wouvny^ThS`B{+a;X387~)xh_@Mx?Dl-
z093UK?3iv-KV!_XkKdeJEI;Q2NCbj{_M0bcEkUcJ#hel|0I#ZDF$Z#+gV5#6^I#u&
z&*!m}ULa2XdFmP<WPcy<9d!Nwi7lyNaheQ2M*9qYKIi*ocwJ<Cc#0S*C~|e{)ZX75
z!lgB(JjZ@1^*{d)LF>ZWV2D{To+P0Dz2aClif^xB%%g|qk_b-<ZZc*Hym#(J&i5PS
za1?J$tTYwInHiJ`JyK$Fh{&z%l6REa{CC+mJ_1a6FK6`(;n%nD!ive&=)Qb}+aC3#
z_4`!8i*U0U^xoKMgOwtKSLdZlun<VE0M~Zy{IUR%6=HwpUx@KFmn6$14g^<LOmYwu
zs`7kiEDWAV(t?6<tNmu(OTTqMoCb8}3bT<Wo$G-5tC!YaV1Be?o0TX;C$cbZR8ga4
z%tA-x5c4YB1!fOTrk*vfe92_YJ-D(VcP_Znx2=9><&0#uUU9;etfS294luP-<<-)3
z=M4P&+7G<f>W#)eBnW!v-C7OW+a4LncF}u8m1EMH+`fNkK371!II8jU3xjHR^PR3g
zoSJCPzcw<{#xDNK0|DSN$U)_QamdfMyk}nwS-3RScUZ)rOn1~@FJpByExUcIx_>{o
zOc}x)$GPfLTv~II+bd{w_24n}!q1YUA3yN=Qy5DhM(?P$j9PCj{2Pw(zfPmf)_9l!
z@hHvLvi74~raQw^Mp<sdY;PNPy1Ry3lXWAmCYAXFu2TQq8k0Da=FwxL<zYZ?o()X#
zU02#!5vh+OY->zo1i^LB<U;?$$SRGq8gYBx>SI^dl!la)CS6>Jt*0$ynD;`k{Zl6D
z&SafF^v*nIQ%T``h2Zb{rLuahkZsG-HRe$Cg)jC0Yl>Q596blOp(c}u?Um{_+Mn!{
z_&%pkapjv$KK^h2=ov12+|2f@4B*I?9DScEZ`m?(<@C&b&$NqHH;r6J6FETX2=e{<
zzsC>2BrYY7#Pq6XrCR3KvgkFiByQSma4G!lyQ#wy{{@7(oT<+*J_we%Xw0n+WG6($
z9j0pq;<P-`LOUDKyx__FKr!YBGI{^)u1EdcJBm4hG3mK!R(msTQgVR%wEPmevg6%D
zPtaX24hf#TI~S60|K-a#>@e6E^AFH+MmZ@@-ZG;!p!0bEr_7UU@VdYissOa`;VK`e
zUidD^5yn6ps0N)nr^GV7(Z<ErR7?*D;KoAHV@w3|Co6`^ZXrXGFcM3`tLpr>j#$Dh
z=G$ntxS~U!G<oCK@1FvJ%V)YnL;iH^(eqZR^(_@i;Dop)CV!^U60Bt(1_Zxj&={Og
zi=%HcorY1je;;I`YFAJ!V_K@1I=^dYdZ-UsYQQoJ*pDA=1u$Esbkpa+f9KLEY;V~T
zsO-=44~q{V{v(CwWwcY*R;G936>>^U?)e3J>Q;O3kVLRaSq@9@r6uCxLnhF8iI?zA
zt^K-r4R7~D^tGp8+OfOh?WjfzKl#p<yl(tn3|-zrZpQlRRWm6#F-2B){KnO*_d&%Z
zN*CCV(@7v_rvuecr#(rkpcH}8QGdrXaUe#l;j9Q@chhZp`m}7n!!gqNJO7qj4uj6R
z9qnhj?V-1SXJ+nH7unr(N4~5F(Kn%>Wpi6mMQ+;P6WJD@J-VP+Yv9_YGhbr!(pV6H
zNY1weX_d{%=H*t?5?`Wrcl=nk&uHui-rUP(>bcF6T`oCjW6>+F!xe5he4e$X>ivb%
zu7f2Ro2zqKrrp5%on-wow*h%DI%5@_$9Z0f9rHoem#}pi*k(&%jFR4ylXGn{*;A+?
zp$*yYWT*QzG9O(K`yjbSqK4(4)1A**c>Hb8cLCKB<St+la+%Yhp#dmZ=Cb=5_~nr=
zEN7U#QQ-}O0R0mdL`C|F$|n9mxkNh;38#$r-hcyDr!0jm{GP*%u>1{*o?|wLRTT%8
zHeYcCXtnzHTajJ@DzLBE#%4d;kxo!&<e?)z=j1Ga0wXfa43v3XyE0!I-c6qkI6$}z
zJqrwiL;gWf9t-3w;A9wJQZsOSXTH1v@XNqgc0mjdPLk_LjF0~U`s`-k2&Z152jRAv
zn)k=sCDg~Q3@T}0C<-(p9ok9)j%!ONo8jFv((a#PsTQM?->fZwE4jDQ+d+6g&ZO8{
z4lFg`tKb{l*!rc~TUxp~WJbnotwlPn`_Ag404XNGfX&Y;64U}^x!g(H(-I*Mkw|1I
z0^3|h$$y810-)aqxb&3!MUpj6uLiO31-Q-)Ku(03_Y3q`*8oQ|EiCFs!;YmvWEb$j
z&FO_~#?q?Xhx9v)Rx2=OW$I37M7)m@2?;s`Ifs!ItpB1FBD70$K7!4>RMv2gba(Hf
zfI;h0w@b06_m<o+&04q)f%}+X_=Um>NjDy>>yi&5hz6tTn%ttyOIm6{XAn45tBBHc
z;szy+cA!YKle+~}jwsvA6BR+04y3ySk4(#<6lQ5*eyA*mu(un?wCkH!dS!T4IYh~-
zGh1vV6`n5JQe?@%X8-k~si<;b!#?)e$!Mj1pjQ1Jp#is3j~chtXRtXGAHQ!A=wbO_
ze0LlO9tf5^o1i~0)uROp!8P*E{?L0vlf#o1<4lIz4~oT<0}jB4W(^<0X7^GZRVslF
z(d@rNAEEQmhk=j37#InaoQHrQ$ZUwyRd(;knDO3x{JJSxkamDaOfv}d(s4u2GWF_1
zz2@i2K~JCVF(OMO*H5Ms-iWKlkA`H4qYsPD0xQ31&J2dtc`RT-3<Zjf$CZpdJc`OZ
zsivhn9tj{G&V7#6?FNECHmEoa`lGL2y-NI}udkoZ>_-Ikq|*FurrUs070Frv-!i|x
z3HZp9u;|cz+N50^p@{__+MG$o-zu)7C(+hR!yR!nD(Z0uOvPT_ShbY#lgR=OWP+xq
z8&260qRM;I2{!rCc2^WYD)xWLYEZq$y*reOWmO-b{_Hx>(CJI>{lcqMQWwQPXze1#
z8y}S8@k(oQDNb=r=71;FeJ<85J2n-Uw$r+H6WrmZK=emL;?ja-nwYg=`7K;6nf9!}
z$m5re$ZDeNzDnSLAJfHUu$~ojcK9mL`kC*R^ZOGg=sOK(#+kiuVOm^}I)H@3JpR?8
z3VOqw`=<$4pz4aidZlZez5v`013;b11aiGzaqZu?K4_STx$z9B7fu}r(`q@e4IEm&
zO=p~LCnCALZZb^;C)=vQ#m~dsnKdK&0E;nw(~7IS9Fi{PnV96kMFo9J;|D~>0%>*j
z#lKh*fEpy~%}1G<y8TrVx@)Fi0`xZmi77)X!_Sd$@nWt+@$>=QbH2yrqK!;Z;m~_?
zuMXINg~A|{as&X+2<YgXh0a&2)M*Yalq(m&)^=$jdxk+lLHd{HKx^y8V9`K0PRyjp
za_)d@BvrVT4R>S=G?dD<nqKcVRqkea25Ly*Wi-)<vTK7k+?z94<*abgv?_`K8SK(c
z&<ZfudK))c3@RK%T*=Kt88_n_OBsFHTfyf_CVO#tTb3a^3pVJ<QEU+P_O*Giy2$ua
z#>*N`cmKfp!GPgXbBlj+yOd{-{Z&7_WFqa&z{t11eb1B9N_(odow_|^Sno6HO@}Kr
zlO(;z_SXtkP=)z@;Z-&O_!)f*%VZ#nMkC#H4pR-RL-tf%^>>>zxt?Oj6It^`Upsu|
zso`;}^kq7CL7xQTrjV61W)RC&4-DnP=?-Raaj5f<z9&?Cc$t<dnk;$!imT{B*gnD5
zvtpdB?}LEggi?7Z^9g2_9{<uc(QoOPI}}-HQ$Kp>HY=N2Br9dHVz|T;nq&^SRx<L8
zBT(Yna>XkL6;lxvTh)pE&oi4?KE><s@LZ`lq6fWTj&!sgCst=#JX-@b=N|A=z?>P~
zhPJS%SYbURuJK=k%iAOnJ(%{CEAgxrCm3ty%Kx6q^sLJes{;eyrYQrSF=EX#WGgv%
zZ^zGRtVZQwPlhVHQ@yFzVAQMp!|#Uw@VQ!f)=;ILNajc<SjoF-&>~DhO|hwwDcA<w
z&THF!{#*MR+TSCGN`EgoB*cYO0-5_3YSUL(-=p~+yg?rT++#+Kv)qBzS1e-uzC}jI
zR+nEBSohukIsSgYwu91qo~Ma(d;f(-s#pYUd&hwCEJNMUBO$)8=)5ujG)B@72Erco
zzn%ju$S<5>?$sWiYoXs7enP^kx;W#vBF=KWWJ5E&D_P&nBi`FZN>R+#Ody`jd(Ew<
z5PD|4a_QLP)^{8~I1JeOyULqoJRH+tTXAa1((sSKV$@qv{=gLaIDCa^T~%EHT(%)S
zJ-2oK!SJU07{Lk<Kfj_a;66c3vtziNA98&Zfil*HkA*;q!=0OdvCqnD1TDE{%ghTW
zqS$44%tt5B8^jmNdH=pAtmy&c##rZC{r&qlg@k!@SB=?;MjXpjdFl|l4V)QL&Q;3s
zH!N>0yU?_upQ;y3|J%3^PxFw;O<SCvpLNITV+nPCyioo-&Q^hs_12twDhF>u`<Hs_
zVncdnw^R?@Kl!0{O+6Vgj4#&+*t_83vz#CbfVHG3#6h)4?3gR!h?raF7r16^pFqWf
z3S}Tesn)`C@uZ+xrd}>?OzR03cxAuuo4)&}Dp*6D#{Fm)QHvhfP*xLmg(Z2ml3Ql~
ztrCx17}d;5zZFv<m)alHg54A4>kR*;@eS)G*3&(YG;b7!@|Z`qfQ-N@MkyNmc-8Q3
zQJR&g!!0j<a=<5#lG0o+jtH&8A3?jjLJ_Nxm@`~TL#(FkbGpYBfOL-d*Gc&v_NxiB
z7!NLRM~)05OS|{S!`u?TdjRvL8~(yRyM!9g>K8-oOKTul6?S^_Q+c!i;Lp5vy?Sr<
z53g+DOGnJLorL8WD~nnB<d$qt-SC&(fx%N&O1Ol0_();LOz{8(+V8e;IYh=-MsuD`
zi`~~f(}5l76;AS#TM?Ukne}<(feTH1E)s}`gcx32ZW#9wh_dWFVi+iE>l-)bUa_|X
z*LQ^!JdNzSX4^O`Cej-&ZE-OTNQZK&Q-!3e(l2UUkFe<(u+zhx{`jsgp#;klbnl3x
z?L|jm{tskGJ>d!LM`_|MuJ_rbbFmXdW4UqAScQ;_wRqnvZoJp!`Z(U$sW&{^!nlY$
z7G7t;2q?&L<u0&rMJVha=$NnL;y1T?<kDewoJ+J^F2$I;C+QLhGp(5w18yom^w%6(
z%RH|wJiVgLMFXPu#KL7yp|hBccvfdIz5!EQ5!KMG=~3Trtz1sa)3msxfBJqehJUWR
z=*XCRT@m~IGy$jy!VzozZBp^|W)BSRrd&Rv?Gu*y>;4ZuiF>@4tSXTSKHkqio6xHb
zC%Hy*ZwK~M3qJcv03l^8+2}AtSqFPg&3^$ARrzRht_v$=`&RGoXfcb_-GU_6)prOe
zK4Z<pwwGVr6LA8*UW?$uZ)O@({;u}unUrHi?}$KcRfoyvCu2&^w@ELO_&4ESrJzSF
zN_w%%Vz#EdBxxLa(H^7wnIjtnC<a=W)_;cFenM0`RuI2iP-u8%qDUeVp<h4uB{?Mm
z)@06aQo!M=6MKQ<o$+O8Q_avXH8a$R<`53II0bP0!vSlH+8LBtnLRMdh>BWO_YSdV
zU~|bwCcF|W5NhN@e?aMN_$n$qq}reRYBu`hV(rR{U9AVpdj{k>qy7BdWpTSmU(cPO
zm6%P&ul=fQYO1XF#gyfy!&RlGH@m7m9_X#PS_D<rv1%5lkgXXM|Aniv#wcNwx3*BN
zCLr1RS{5#^WyVjJ?hxa7@eg&biHQ)gXUQ3K=@)n2bC7Y>@$vVa8!-To&-EG{Ig)Dp
z!osGD_k>YAXt<RNDQtYIHs}UW#@^Bci|09id8AxF8scv)-@qJ?={r<`>D6?z6bLH8
zN7cYG&9ibqHvm2p6BEyRLhPU$jB8|KrteoOY2GzFztF|3Fb2DcnF!CfXv~S^lQAAH
zo$be<KyfmH?D%!aZww{lTvh${AJb2=Th-#5PPVMJ!~Z>ehj658fXJV2BEg$iaFmwO
ze|48w1nVk;zb)eH(YCP`RMgyj{55U$;n&bz5l6*>yyCH(J_~HiS_%+)UV1awWcWni
zi21eE<-35U94rLrl@AxC3j&=R^CJ6tkM!*$!M{DW`mW8VZj<URZ&?1vP;GFb)KN2j
z!iC%%ar7&$VE}-{<EIwO2XJ<c;qMb)E$MH40HD6<*KWDNflyIskJhOJis4dIrH;zR
zW8J*>Uba}5@B9VKXLF{|F%O0{*Y90&8>$Okm}MKgum=7dh1?KE&5UXW<u&Kf7pc%E
zA7%D^(?I9wN#8oEHh!Pcr4dJcCf)?LhA><~;2mz5(qYr4{5m}ryr&B$&k&TPQ^w0J
z`1%LEnGM^wJ6sZ5v*UDfsq@?V0b3Of2F-<p@VW_jj>SGRkwG`Bwzt@6fv4m9a!5&~
zQGUn^xN4v(r62yxzU@Q$CCGzLE^U+{*XXDU2|Ze(Rq4L>wMk!P=tz$QKbIT{o@*jk
zU!@r!-jLG2{uvEf=d`8^qRXyZ*N`H6OP>$ROWm(2KWwuF1spfFS6Pmt;PSV<ySVt3
zfU##IMa-}_Ec5=ad>83k8{iL)AP89&4Y@Y;!MaFW;7kQh?g`&|TtI?x#EnyYyKof+
zz83ePDBx4G$u3NWJu*MmGw*5s%45OU1HlbHSko6O$_bq{BewyJF?#5O`Fl9CA{l!X
z8f?CDMdbhD>aC-qYQOhk6v03g3j{<_L<9+gP!K_p?k)iVsUbzWu@DKBl#+&_bLdbJ
zRFIruXi!jKh7uWSsCS>?`Fz)Jy?;E*XDvN*&biON_r3SEuYGOihs>F7_0>qV-A>;2
zBM$1eTy1Wnb)HaDio?GD=5Qt0!p|5Q)}aqEFVX%{+-t_S8<0IEdAv5Vx~mpTZ&Vq+
zv<nWGDHoimwm5C@)&p9NSs<zw7{ckL^A26ond*I7fWP0$vZGhIgk*ux!hHYB&^Kc8
z;5E~x+PP{d=xpdQc9qQ?<B>D&<(29Srx9bcXX9h9d-!SZRDW6D8YD<Eq??StD^2Hg
zMDPWFh_pFDhndIiWQRloXO|8B4m?e8JEM1|t*~rkuz@~XGg}1-gA?Pk+<pxFTk$KI
z__1OEId>A3y^(JA4VgJ6YVY(rYd@c<kcMAhANt-lx;8H$6F5s%@vQ5}buspQ<KWDZ
zb5IaasfUPD?Ypy^JS)?S!=W9DtNUd(DzDrj)n8w>j!d)tO2RSqy}|2>gyN&kX{SfC
zDs9rgCOm$7Qa2@=D4uV`>eshr!rN<l)F*H8&2|b`)^?%xqlmp!C`~8QnrtR3qoV9E
zkE_@Ng^{t1zR5YSTJb|q(^_7BG^Cn`Ch*6lr})+^K5@}C=<j!HYe^7ucj#w%1>y(|
zN)4?)7=;*9Fp^Oqs^MCk-$qFU<aC}l^YW%x?vbM-4-~t$MU;!aT``#TYzbwaFx)Qr
zdKSxUmH6wCj{%b>6a$519jkuPwkLyhO-#&}y&jA=N`4k{Mk4T&%FA^6ua#B7;*Iv+
zu{8b#+>ta+bC@E82_=PEEwMKXw!lk^zoiM|duzX}$X9Gz^!2(Nu#@#rKPxWNjq6Y5
zSj-yKwR{-De|q{;_|b^5yK?cvtX>z)ob}g_5Pc-t+lEE(GMwS2vmSixfYGq`Hjv5(
zbZa`^w(#*;teIh|UI6xKw{X-LkuX?dy-_HLh~O;wFs_zPm8?Rgy<%yTQIpP&q^;ZR
znVTN1O<!yxJll6s?3P~rJ~|KDQjxbwaz>2wmDB?&?2N$@KLe-}XXXMbUe)z-lsx-#
zVdc~>#&V<b%Rdz#vXxSpN!?_AwEq8*n@}qoeLc1tr3?`X@*)MLJ5@;oB}aXyY-3#d
z*5+BpinKBQ4H*J!cjqK->IZ*#V6|QOSuiQWJE-*c++iZIuOT>6UexcQw`*9clE&!&
z5uLaVRzfUls-;Q`a+HjSYY)!G97KJl3A|vjNJSSv$l%h(qa-h%lOYtU9E~wit42-u
zaq~{xD&jG>ab2<Vh8-?;&RO_DgS8rNAEY9gW`=yUc>_O@|DD;HIJe`Zl2LIO65w2N
z8i()Q?vY!bWZ$yJGOHaop%ZpWtRAn9tNuH>Ks=FLIK?87cax@X)1b~THd5Yejd~0<
zoGvlF=on*b@sUhT6+pC-D(910glaI?<wNXl(CEBk>&n0)gwiq-e<A6RI)D&EYuoEP
zh;QI5&dn7N?GdSdIHyu=ZV-Qwi>JVo{s@89CElgWwPApI$!a?GndNkmxp$6g?RXrQ
zB7UKV+Jql_?5LmY+mloQC`+kefrd4+Y|C)~wq^w<N*bvcZnVed%N4lFi@`2UvQ*Tu
zYC>Jp`()5YB@TsqAGY72TTdTh1eMTcKXiQXFLm^kkLEoyb-e@VJI$%z^2}vhOG%p?
z!jqW`B;}(jwpnXcRq-RkvZI&mx0MZq2jcASOkFd2(#l};WMp4Ke_~GOR8gN59e$>g
zzBYtLenc{dM!moW3m>?*-nAF6L_@`{qtE-1c*USVX2Z`hEFnLYf$EFWL)@WjtTPOV
z0E?(}AoYlI8(&B8zaKX`T_#6T(5_x(yjZo_`zWa;zMG;>KR@#L(?hD{$;v3_>Ah*>
zBsR-by4dqm%aJ;R<y10z(q<y*vwF`YC%~XJ3aD=F5wRm!A=wodeqo<c(IJ1)Mvu3+
z$+>?&Pd?3{qSA^6HG-Q-1AEvlsnenT!hPEhQdbow(Y!0p#GGu=7qJDkbz5eSgk<u~
zx89zYii#r??7<hCHWj}i&??RKWy@8)Fby#PVW1~zZXrH>LimhB-9i5&<Z1Xu#QN}w
zI9@Mmr<xm%<NVIwQ)FAQ9y2p2cn7tjxOq)AcR-Ab+i&3rw}dQ>V`5HH_O|Maup!Y(
zk>JRV)41X4%@RIC6TYFWqF4uPY5T_BkLRCeh#LrXy&vTh%F?BCwP7B{aSuwj`Q5z=
z)h4sX``Ok50{B;7$OiqZy0#g|XW;wq>`yzo!719?vZbM?H@z8PI^(cd($nEtk(hKY
z?_SdFp+Q>Vl~2x4l_x*}Q47GuUV!einImcB=bBowp!(A;XCU!aB&pBuy(6%p3Weua
z+yaZfw<xBb6rRf%nK&EEHM%k6d=D>^sZ{g%U<6}twKTPnU~c;8P5+e9oh5c7Pp4cj
z3_s9H77R<5Nvh28S06WYc-S<2NUqSytF+W@n?Y3I%=D9foW_i|7OJ(!&elL&ri*~1
zUH@X#SyXglM4oYSW_m=vP-EmX&@#J})5}}XMkLSV75pCsQv1itD*Me|k)h(%W2mZy
zvWeI*R-Zn1>-hXTMxtvn2KSr&Y+UQ2+>1y9CP@PsVM{n-wpeCla`b21JxuRe{1s&p
zHm-ufh(CubckH&kvJ-r}*$E4V*Apde7Am-Rp);I{_~8AO9a-hz*IQ4`{<}5Gt5MJS
zjS&5Hd3pJ3$=8Ub_JPw)P(8%hG@fK+<l*O62@VeKSg$M(?apmwEGP?9Z#(Q7)MA)r
ztu7ojVmDa+eSIiLlWUB@hc4h{?u~e$P?7o}Oxjyf6mxxRk6PxsSWjo$0kl9oBh9k3
z)WD9J&4iiF3f<^B&4Qf$hWvgL6QWUV1u6rg)L#!24n^>fR1H<%-s~+kICYVRDk_QQ
zz+P(Fk~>jnB}a6s95dXzmrRt=kyeJ4Wj=5Stbn}Q><Ta_X)Im~+v0yPo!MH}^<Q~?
zMO=L3yH-icWi}u<p!Y!)4$J4Q5N7aVPVOA0W#o$MtuGQgy-7Vi@)lkPMC8cpn4sw)
z)}z?5@cDvmw)m5V9rSO*J*U0dmjAjVOg)2!Yo#?)!1uEX+%uDQ_NKuxDq?QF@6;`^
zg<hA3<tmmymU;5`=cjlP#}79iY@^e|57msY-CLklYllNO51M2Y0NDL-1VWCKKXal_
zV5jP~fuB{IDu6=X{O?XiK3>v3t56v!S+djdhzw1W7^t8PE(Z1Pe>>W!SF?5{M|teJ
z#DmxXr5=dWNdr%pRfGv?uAkyE+Jr4p11*2xDgO|AD@sHnT^@Qb+bLe+rovh3RJ6au
zIu2KL$5p-yEs4KHw2Y*&j82`TFjEHwUc7jrqJ|Uilr|_V<!ScJr`KXbG|Z+!mJAPs
zF+}tW4Q!E)WdzHACwrFgD69bjMHP-qWzgxBy`9}FvIdL*Ar$WN6d7pvGXc~`oN7+-
z>zCe#77lcmSGAB#Q!jhLTv{&e8K3_%_TJyY6fZ|OaW?klhZ&_paK9YqNZSE65@!Xf
zCai@DlTVLqSYVG6)~{(eWVttZG7%zjG@2Nr|NUjWxaE^7B3I*N@AOtsty4J6bvA`a
zA0e~s7i{|9;oV(sl0Wk=UdT2oQnN1AB>!>KNueb9mk;5uwG3Akq31QS|Fry87ZkR8
zzlW+n!RuQQ5Sk_Ym+!YlCP1UE%S${+CUkcEB`fk*e_=W)1f?Xm8r&Gr6-7bPND$C-
zuFSr(P4lb3hp+s67YN=DM~+mkKTFHP?rHe$Nf3Lw*O&2Rm{$y&SL+f~mb}Vj3jBy-
zQ}R>WoeA0ocL7rSV=A85cFu4sE<^fRMw^I*sD6f9iTzZ8{Gf6Dw~I6Z2A`f%GhPIO
z6LgJT5fRZXX?^;o<#_D>OGCaDmj+mIeovOdyIeNIf<#1!@YxYjxz5{5p^-GG?xj?z
zAR=JeScun6?A8H18$IY}5I_P*->H!Gj!%_C4dD_(dlC8zQ7-z~b<6c^)`|!Nx1-Fb
z!-%FN>E*LrY@P|E<)qQ|UJ1EK$Cz;6VvXdiCv8932~%{!H}Ce)*lxM%kFXQcO$6Ne
z#d#y6*um}&F<!I=6{ja9yv3rTAIo$s{(XJ}2MY@87aS52Qu6~Z%61wPW*?X8797=k
zEHehkoW0s6E>Z43Ht#&Sfs&udRLke62TtCRWlQ{$MuK0@Hk0;uto~cl>!up9SRupJ
zwd?XBwDSG}$1l3tMi}_^SZ{oV-qDdg&xzxBov>b(yzbYOlkAjcHZ@X;KU8pVS}u9g
zv94UCQBrX)3q5^~eW3crKd;aJnFWoCGk%N4B7{ph+5$PYlB;B%t{jV|6!x6ni(7Vn
z)9eKQM&tPhHI)t-=KEdQ<zT4--b*7y0IlTB`kujC=VwB;EBq>*>FP!VXE<B(+-u_(
zH1sXy>7nBP*DZIf-k9e{?C7n&q0k)ZK9oKUU4*fpwfodKtvp|(i=U)$p?=A&D>vmt
zi|bpCqKZcCH5J;`2J5_wMn7O=BzQ+s#H(MR@Hh3-YcM#QCM-@g)9+N{JvekyoGBoB
zuhrJ=oQDeyJNF_oSDyKbw7323V`A${4URaDBK)nsG?#h9IQCL_?7t@&vvZ>@N=&}o
zoFX}R?SqFSvK)sd_Q^@mF<so6bf4-eaOGfQx+E7Lsha})*^Jf6N0*D(i|389{PY^6
z-}qpZPQ1({0D8xLD`zr<fY1XtDRQQ{o$-Wi0x&1Ocr^@E2ZqI>hOUy+W-&>Bt4N=k
zN7vgGGmi2v(<)8aUV8W*pO(rmR$hxhRc>**7v*Y7<=*1#hjG=?Qbt!F$5`eMGOpa>
z)gwb4-=O-IrofKpzE6mz>U|3HA;ofU`krO!5VwpXS2$0YU2@B9N=Oq@qw5xt8IJQY
zEyL<qTOD3GQ5zHG9<{qY6vkx6MJ|-Pir@V=j-RjyG1x!(cJXUt<lI(!jByEN0o!-I
zeU{tT%So2(>-OjOt)^<DXPPsT4{>K6=i$8T{I|abWv&CcL-rtiJJFijJ2m8oTTa+t
zH5NX}Z<%Y~(MlUFw9C7r-XUa?ZVDcQK8r8#?bO-v89Xrd`)Pnua~6FBuG*rhrbKsq
z0y(({NlPZH-MtzzlGM4@ha-$#)q?N#$n_VK-7T|q$rM^j^a}*pL2sLq3N{qz<AVwW
z3=DKh2AO`ZT_zJWo-vMk+TK|P{!F3kYs<j9JzKSFtJ?ZXCd>>65IRlTVWeQHwiVbN
zU`lExhGYpBczb7nFD2<_uKE5Mxgp~5EZuV;m;N6ewOE%d{}ac7mt)9B?G2{f_N*x}
zB;J$R70uy$6Ug)}V++Y9t9kBv^}WVn&Oo5onc0GW96+RSVzlaiw2!i+pWmC#>NaUT
z!S5gW;jU}uqQ>Q>9o{+r5`Vv6-rI%C>UNL%d@ZP2t$}+V-M|l*OIqw&kTLo2j?09b
zMp*~!CO130WPv8JZ%*9#hkpit(ArdEgCTkDiF6ruMO9Pd-T<*-@Lx8)YF?=;vfw<s
z3l7V)r#*UaQ1{WCyryYt&WrNd^%sN|Y8DQ?A${WPX_0=dW3LebBtcZ%{0&n*gOQ`o
z@U|)c(QmRAds1rpJ-DM@@@3o@iy&rtOg*`gDbo42G_5jZ19*0CJml*6+&31ta($AJ
z_kPWeu#j?NT#ZdcL>@gXFYZcTXBM0B1LrkJdUvUg-Ns~PHe9F&oc?<CYZ>79d#!hJ
zxJ<rM;XIPJgME9X!@1%%{18Jsg?p5XSz*e#+9{TVlS7Ghxno=T;#!9j7Phi4s<8B5
zlesQqR38r3{VREALe}Qr*r@{E{`G~({luw+H#j6}d6$%6{cuA@LFM&Po*+pzq)7;~
zhhhM}%hH-b@&|)qYZA8Yx<A-!;Lr^_74IK+VR}-4o>XQMWqBvt+7csGBw82r;U=c&
z(g$%#rZdxc#pp|X!)oa>h}iS}-9>I8r|o}UARu~^uccJl2>*%*AVzr8Rv$D$l>Za!
zWt^ZbUsCQgs8>#KUnuBaM)ueR3VBm2>GM4VvAtvesH;7YjbNVJV686yy@$C-k(;e<
z>BC;a$Wo^L6>U~MY<_q<%T4UrH>BnZrNH2#V%XYUp|W)mZmTh;^(qf;SN}2PTb?uq
zrGBxFeom;v`(>0B#2lRjuMLPL*Bg0F9OnMo7?!3D9pd5h3!N-UKb)YvMTOf-VT3K?
znCypuIyIhvf$pZjuW=A>6phYl^q*i0QsBBn7&~GZqp)DYdy4V?Rt2*}7hruA&UqD9
zf1vRLeuXM?*JL~5nUD2?qb<paIKEc-rS_W2yCc=zjj1vI=Y4&xaOX0m#DsJcqR1UC
zcT;6GW9;$?+K9C(d=UYPqnayT=}Kw?x{<^8$I)~F;$MF`-|(f*9THk_fls<@&Eq8&
zF;2JLTeTD}_k>GqF1cj9dEis$(sM&2VS9V#&UQ%DHA76M*w)cD5nEjq<FG=6W2JT+
zA>E`9XF`OPBjepj?eoKt+0lljK1)(&)v%YBSrx4sxP|NpNdo;>>Rn^XpA@9^zAEIy
z)tN@zuwOQB)GvkhBZQiEAcW!w$mBHXm))HvGerV}`KA$~80&Aw2Qoda2<6~N?l1UE
z%D~FIt7<tEeR=M|*4vpZBx>`E%wmM_&{8f^mb|x*X-<&GZh|vUfQ5<atMP$sph&On
z-&~rRQaESA=XqPby1j+QC40wVz;f<;d(p1te5SlT&)BGvP1Doj!0u|op0L={GA1>@
zm=rkpmpcV~OvvZi^;o2j%#JE>e;+;EmsocXdi0+t7lDj86~l3g{jcLYVs6un63EIK
z!dpHf&;iy?|Lrte1U^cfAvk@9&s7{JvC}Tz6QP>!Fx0CU+SlJ;@4FPq=z#uzpCY%S
z!J4?O;q%ndZL8yq{rBOSgmX~}6Pd3rUQ__$C1!fEasHWNCOzFL`|yL)Dm(2FVXfbX
zm@ZO0@d3(%G%rgZJz!`ei1DPxpdKWPGvrWw%|FXu@pZg}_8Xb`eCil_*;Q1*%jLRH
zfAfd;ZWZ6I!6V=FDrFV_@bJF9Zn-ffM&q85oN%nmBbc0K(N|OH(n=SxB9uQ^E#tNE
zfLlVh`@${myFsfq6A9U3K&hZgJ4U&GwJ?8#v-`q^Du+7pCa+z~G{ej8Sk<ERj1u?t
zslH8KUq5p#*W7awDfN!zyk^$u1QWgV8RS4Xxf|^i3SqafbF}iyEbEqZhr|uu-jyXQ
zJpL)v^Yg~mQez!&yN^ouc=2d~wnX<v(Ij*&C>vH|{<9=XJxi;Q6!6hHTm7yGAT9)4
zqRaNd;7D4RVcjbyESQ+M*j8UvR!7?c5Z>yTZe}Z-n~aw7#;mlf8do*Q^dSp*dDjWm
zgmzyD?EYv<LW+o{_4h0Mq%U$RW;gN+5vG$?Ps%MM3fLPRJ2m7wEa~q~7GSj3^4rq{
zi69k&IK`8+mT?#jV(=2lIv209ba~hu2#e*BRWKxkie!AD9bHdkgNR-3)^-Gq(4SX#
z?4zT8+8@X8UD3Uv>zKE@hkbS((sxGt(O%Yax~l?7<TUNHCI-S6uB|1*82JUGi>JKW
z7;#Z>=)0)B(P>!!PA7uf^&WwgYf(7@NSMVr<Gwz*AN#Jsnf|6ei*Ka=_9}OeZsnEu
z8mu95q-gGbfU5spQ{%D4|7U^jH78edp6*bK-FmBA|BgJxb8NmBTn%Fx=`i2GXg_rw
zj3~ERHQtJEsNY>VCrW2RbQ8+J;las<25ZTQ%s{pTo@;^rQanbxE@fyBxRh!gh2)(0
zo;r1LV0C^L*;(I9aYXE*f5V^!RVzGHAI~@<Hj+|}%hm1wc)4jhPi?DZ)KZDw&})j$
zIkU1O#?2C)bw=~i&HArRyH1zF0ZjQ9)SVqhvJ{|wAA5Hq6NRlSb0OPm_(Zthv5f={
zu*Uq^-skBXmD-8!g7x_MZ}_K}ZFA)GKyy<}Ke~@;q=ZX1uj0}AWKf2Xd7dt&W52@J
zJJZP~5~}2Bg&f*ap`nb6wmTi$zethODzIq+F7HMr5AJ@5x+Z4l+r7SLAdQcuR}-~F
zYqw0iI_qQe`_J~e^iE_$W1~#P)-~$E^(<z}mDamg4!>O2@T+haP5po~Z9Gm45!Ox=
zD`e4LK<{w5iVaIhEbqvNNECK|L|Ysc7^$iq>_Z;-03u^Ur8R%mi|+L$&ix~|1vuER
zwq7L@qu*Xm5>-cakNA)5@J9;sqVc`cUHNyr8g@4+ie=YZg~jgG+yAecAZVPcP9G1h
znzPrDnAADMQSX@*Rb6eMYyP0iiM-rP9)_Dqs#8{{S?@-2N{izDeIs=aR^b(o=9k-#
zszCG=W<8=9|2OSq<-%BF5&=RHh4pHo<EM=(u4!How$d4Tg6wW-ifNoG^No(eaND(5
zKlJTZ;bRePk5!ZM3V+u!I+tv6Lzz7L5;dbWR&BwtY&&)leeeWasHRCV%h&ohnj}VY
zV{vGUwH8GjQ-SCH2b}b`h9q`o@_ItEZ7<ro9H;C)wP(Bkz9hft>Oh*M!@F=2+Vt_`
zp2tV`FXRb0yz|?sG5FvId-kEruR$Y)v5IVi4@_{M|91U*60_+{2;)hw@`nYDi#-h2
zWzwb0e1RXFaVck)f&Bvbp?RA*-sSS@Z-m2qmmY<|ft!*=$&&t5S|yaPi|qIy?q{cg
zThrT_E|Ktj?dI}=WQ#S<dRRtuiJm(r)%}iDHffSsqe7yo((5Hw(+Y{Cgq|S>;pIkB
z+&1B5K?dW<XFSu~h_Ez0k+T?+F2C`qCs=iTs**o;v{8<SL|c~EdTmc&w@Ke@7ddG_
zo9qKWA$fV%h2xkocItU1%nu!C!(!8ncTQwVIj(f>Y)1?Jso?Qdm{Ec?mhunQq(nYy
z)RYxd$Q59@9ok^sGW}NYWw&gB)DHi$_$LX8xyOXQzPwoi3~zW^Dzj_4@f6dIQr$MT
znG-N&75D?ar+{huE<LlUJ6VsU9v@-`kC04O39dcy0UzBtL4vW~(QA@u4=JZ(v^cWh
z42LMDcxPr(fo9{We(-mV+Pil}1Pm&%1O-PHydvN(+;#+OouYS@%#ppXg=ngKhO89D
zdh&h~XtRa2gR;JNlz-*$t$u$=34RT2ylbNn*Pr3%#M9MyI*?VyNCDx>Nrj|W&h4V|
zR(1T%T%J>9!itVb+<z>!zdMoBsb6AMvpQhasdAYqPjhftS~f<*q@3BXx}w;i<g55>
z@>sDX`R}2e;^LlU)TZQ)6WQiU1?uaEVFiDL|IdDg5(mxN%`U|gz;fa}A?(yV7>ehS
z>Wr2#A|#t^z9Vh<MsEu?i3;fgdA-BM4+1qt$9&QhTu!wceY85XIdgjtHN@TIcHK!y
zsI>Y+d{f}<v-FH0XR;AmZ%FjZ@ZTQt_omK>zI^A7itMW6OoG)-<kZbQL3wUB0=OOE
zTGPkBXlJzVt@<D;Z2M8C(Ej-G%!2|7eBNtC8)JWZ$m`npr0t+ThUH>hMH=Uj(CGkW
zfXL<A6jM_AYj7heixKqcl`>-J7rZ}xp?_j4YjnL%9F8glRwl)<v7$@ol8UkxRNexo
zoV>k<`-x^;ve~0PM$~B6&@6XlirUzw&dOKh#ab!WjMjT7Xs`8sS=y#fs}@7#2H*60
zXw`9|@Gv2VI@57py`FR~x_nXB=8qO3p*Ay!ET8<~%AY^?H~$77Tx1#Qlt}dJc}lOn
z$OFF^U`Dai(vtj-_E$bzhI-xpkP=SXCo>apR#riF^qA8NE|T*L&z{8Cj6Rij|4KRh
z)*kN}Av79Q$a_04T`8@A-;lh&`y2AfzmipK1cYWzx;$xFv9oV)MV#4)$YEBD;lrzS
zg8rMAl^br2Hy<S;F<)?pi;8h-gJDheZQBFzD^c=EM?%j+uepkHnN#fdNUor|F-3v;
zjAI-!Xz0R12-U!rEke5H2K#_vZlG>bF1OVMv4oL<uvXd2<=iK8YNy;Bqb3{FD>gRC
zUSEV{0n@Qn8VmSEqTAhKxl>y<4dG&cqBIlPt<-@Y#p^cW+GmsvZ9-b~EP`FgYy_lp
zEbh8A%mv6q+6j|9#)Esy@sNV_kkbyQ7kT^nHj61W@Y=1L7{8MlJKa70^{{pJ&Q=XR
zZrkg-3~buVx42Vp+tR@+-M@HgZ#q!k0%`zsB|4k<E=Qj@iBN>0>pu&WOh5y<+#(q%
z(RYkNm$i120W}rF3+Gk2nW^X;4sl{YuSE2cpM=br)8gg2wnF)_04UM4w(@noX{)qW
zlGMBe_ed%2C8UxpmXYBY{=gyiCqGS_1T?n`sGEiGhSM*YjM1Nj_JQI+!A5iPt@lWl
z%04~0`Sc#29xKD?Ob*|Xw+Z@xR?B9)n!GC)+ixU7%Mg`z*vIKR0|NtOXb(>$ASJ^g
zwRzWMpMUbv3*c8#%~#2|UmExR{*3&Sa6LLn_oot9%hw$Lpi8~=FVTmVS#;aBTIlVj
z61GvWCZ|ruEO^2R8*t#u7d5Z8f5R{wWPD<xH&0g}Tg5tC<rAArEWc4MK()EhSgW9{
z%(rqHMAlumJCY?D2l1?c-aFK}NCq!UZ<MR1$~-da{=;tb2j@Jz@bfyK19STFi3yBI
zqncRRlAwLFPS|{J&1@%S{n;;FmqEC%;-IaLw7a`NgM2O`QGk$oV_<?n*pi5r8V;Et
zki&;eH<=r)uQfn!h}O`%oY_h0bZ61Gd-pLMxB>-ID`KjzRe6Sdk!H(i0)H5hi<agd
z7vBSuiYY|oqcugvDm478xB)`4J_1d97{@VV0)e1n<w+Mc3Z2o262ghgLUD1UEP9|V
zd3eKv@eD>Zo$<7?ygc_}^~UPLxqswSS9ETMrNCg0v>NLv6@Q~!_mA!t*|=5|Jq{Yi
z<gObpc#fW6Dzc}q`L6kU$*v=}pn)*oe*DVZQuvkz_BgJp^SgraX2tD@aRun45U*X}
zZfy;Yb#8S#d}g@%T^8?(imGw3aUa{T@xet-agNvH|EnDSpRk9SX(LE!Tt0t3RpD$c
zywoV{5z(o{CpZwR6teF6$SmUzG@NPB?{sl!oCp_7983d4bdhJBT+5;}SdPw?+xj*;
zytkmg^sC5Nqc4ZBEnCDbvhW|*)B0v=xc<3{2l(@q(KDVh?vC@gY@wmDrDa=M4(Ji2
zQWGM&v{>Iny6ayaJy$qTW@QTm2+`T%CR|m?YTL*M@ofPYX$uRBTmFh|j6%?G$8#;R
z9JG6L|9@q<^L9o*6O?AXoJ#BkZI^{ld8~w$qGMBj)%Wm-W8Z9PH1TiB#ru?zW@a=@
zji)VG%GG*aoXgSHc;+nrf=zq>vUTP{jJ?}rcIHC&HK|(dM+N4L3;%!l6s_1*#e1hL
zLh$RM-4UeO0qlCMUwx%p^iU`_2M33p8t!E`h?U+>Ln07Y6*4JeCWKbdnC1Oo)UQt0
zcQj&e{IzOKOI*Gbv?`0~dD^c=YRIm|ejmM5ux!N?`*kf~o)pPsuV(tI;guM&G{I)V
zS5eAQ!!@Z{?hB*2CXEfkj-&Y)+df9aZG>;SeS}329p494`OC$&N##vL=&pCdx&0TO
zQ14BDhK<+mi%-2I=)e)ypkBL8Ds}rn{@}8BGH1widnj8%J2mLsP*IXVal_+2<1H2^
zJ0u>C=Db9m&bYY=6s|-96eNHjM@u*+d*+uCGE$*=-ds812T*rS3TA+#sHJz}E#F{y
zB(B^%n2ivWar|`Ht@J{Y>ds1Bxvy*Wxm@XVFO~t!3rD}6y)_hs<X`W=$7z^pG%KiI
z+Myi?Jz53Gv<YSwf0##eSxBhYeF*7X*~Ans15J3<NWy+l5Ye(j;q&A8Yo^msJ|G`*
zKbXY4O;BkrldiO!*Cq@5OG#aqF;{z2q7gE`VR^gf#}p6AX@Yhw2&-yPb@%Mi-Eg*=
zX!p<skx~U<DH-}A@;mNq*s(#Y1v2&u6b`tu5B5Ciq}ge@WBKE>k@p-18E5qJFmoD+
zYpPFteS?hdiB3)~3O>Ol`U#*~vyONhPCQc*aNtEoL^B%(MU)E*g`~<~y@{1Eo=o2P
zbIQhXU99!oNMq9Y%JRHHEr%gp-+b=#XvA-rv0oK+{w-(pxcL;ZEA<&11eqX4C`-r0
z@3Qv;A~*QN2*}j0M;4%t_jqp#qhu0{KZ)c+?ZF~q4F{w4QZYQ?t-_ez{S9zo0(VE4
z_4$g!w-j^7zKGSk#|o~tJ4<LKT>8#3T3ro`e{UC_a^}npFa0=)G(;C}7(0EUfsRiq
zxz_i5o`>oa()=``XbI+;C1g?7oJ;2J@tab>Cjaf|^e`CQF>@5Qxpn47O1)*litvxb
zI;Up{W%KDgyb4;-RTvS;(You~UA~pM_B<t_U}fUAXit;SKMih&vBvj9I&zJw+^ZG0
zE~Ru#xAN&5R9uUk1LjMB0%g)#RBD6uqA3aQVzcq#_Sj}hIBp``roC3K{_DmRSm}Ha
zu|GeMHk*9ot;BBb#X|u|7>w^WxL@{_UzVnR+3jxIE2qqQsYKd*<XhVo_DZ%wLQK>~
zs@=`{Hp;tG?Sk_M94GE^yN~_-vvxmcqS!3tYUtT!ms@%O;Yv7SWZG;Vd~_mbvbx*;
zvHWkvD9OmXUM719z1+Uy-yf|%7F&HOuDWTXC5fM|tIQN1YF$<{G7!=jTTuoRj}$`6
zO|29N^?9XbjeiYxPqRbEmCLx#u3`|>W6=VyeQA~6vQ+$2nX*!RVw@Y5ufBV$Qp&AT
zJ#T*s>@I)T%&1@SxYGIGp(H}a^Qx2|cfM3*JhE9!-dZaA5PN7-xu%u%v{A8Jc2DJ8
zPADAoRFa{Te#U!4ar|?}x@NLuPe6~=A*bcyEEf7zxg)Ky*<ksg7O$Xqhr16?7!Z~o
zF%<dN{@(*rvXJMD@A(GP5^z<@+{@C;GH)(u49ZihtaPgS=ME=WKag}M%hUCh<$#w^
zGo|DR*3hjQVue&40J<iIT!?zNNBRAAO9k7hC|fbM6IT<rV}-=ZO|6a$fiMQusa+A2
zE{`0Khk~|_4VvaSp^IVRqywoFT|dd?*kt}bOX65+FaVa*2|H%TMi2-{?Hc7yj|apu
zltUB`hw?wD)qHVw!DWIROvLA2Gd!LeR`Xe+ewx}wcOdBV*XCv#AyYF-Jil9JxXf=J
zgUMV~5wSjxA!?6bCEv|aK6UQg*O>d(zTvU)8D80ROPK=#S{^sIerOMsb3PF;JOj`A
zM+QL!qBKlgGBRhP``>*ar(IURmnJxVd}ni(DYLG$?*N7t+G{U~VPgt5|D=W4dB9as
ztdtbu0Xg(|P<KMLONOleVR2OjyPrv;W!eUR9pWmJEjZ7OB>y5I+vW`A&5EDi<~DZ=
z4(x_TZ`544-Pk6BXivHzy`kK*&cB_o_x{aZ=~JVf*k7@#tZG=IEw=i*WDZ#v{@u%$
zmohhf?{+@-(%3lPT+y`|Ku)ty!0FcdHYEfe533uNsDGSVP7b>6SZtb<kf%NIU)mIN
zl@js&p=`i?hBw+JMoiIBTDPZfy)h+Sek1IgF)zCYyU%DcNY3dcwsIL@J-wA9tMK3f
z6qxsE=6*qAqTu!4__&0-6P!`lZ&x<4iW0FE1-wgAp{zg8sqAc(@(m{KqDoP0$jbb*
z5;{jM*5fXk(vM&CxP6y79mgacM>@@cnf-NE8QgYj-5yyt+f+;X$V9^M(|f*4LzmnT
z5WY1OIZpqU&DQ6)Z?Bh+GpGC8jie_HY#*)<%uybAdb!CzdGQlQ#@|!BbwE3d?|l?Q
zQHd{g5Z3V_0>`HOKynqT#*cR0I`#EQUqaq9ffahs$e<!-+lQ$y2(KySY&QgW%{$o4
zvz{WV?9BDFw|4M7L@>-0rQJNImx<o4E(#x75LB8srpMw{=<hdqL&MZG?(F!-vwYDS
z65Vkf9ap;C+fGv;sZz=!Z7SplpkT`@TpQQm<{vfrY`Pw6QRBV!Wgpu>Wtijk63yXk
zxQXNdW$zn%SI8U2MC+Ld7Nw}s^{vm`J)**Ce)12lt_(M&x3fv&YTIP^y3ZxMl2*xk
zX*ap~MnQv&fiYv4rp}rpU1?@$Nq9NZ+P-?kvoMyS=+2yGzt`o)ce-oYy1rcY4<2OI
zo*T@=uw3N4iH-AKTAujFHwz>;s{6YuY;c3Gs=@lf10?EpvmQTeMcZ1i6sS=fxV_G-
z8cmo71ZDc~odUqycQL!`l&V@Ce&3_etT3K>z}y=O$0a@W|N7#hx7XJf<n#^ONDLEz
zN~-GDb#o);Lv^2`3-tD%bB1eU)TjsdGr*M|QLDUTnQJ5e=zQnrnWN+`QK!n<t4P{b
zti2(oiq(zbD@OckKLyx^L`i|BdX(>7za&Zm-LF%^5)OO}^5p*PZjXb}>?I9?n-_LA
ze@taQt$VdFTIH7}vr0Oey?b(8p!~wVJ|<;0e$I=hhIr_%yR}X%s$^f}%C&8ivAd-e
z{>wjRe3k7<Z6APzJlK)1^wv`eA4)x*9XhnihK9$NJV-H!3kbe(C-e>`ZhRs{#A<IV
zXJ&!BT)k}z)}m(PeS>{;)q=-xL|mSJUS$afT&Bi@z#Cs`kg}Q=0nRKI0eY46#p65!
zXgIH!%Q8X-j*Ve#nl7^8(xV;yu2Z}p!=BxX3feMf=Qb?IGs?FVkA`Mxn4FBxZ}R(e
zcb%Xb?R~SJM&`d%R|Bylc6`CXZ;VLEjQ<0Djg4+Ne(uL&`_a_J<GG*Fut`HCqTC8X
z)(Qc6jy4=IZ7Mv|PJbDx4O2ZwJam8_)9KUnh9)lAjy1m6M;M!k2W+-4^{^XyIX3a`
zHCIjImwmpt+YbQ9?`BU(NG^ZqtDS!yt|l_<K5Pm(E&U$<=c`^?A<ysIeBs<)A2^X&
zH~VVgjzfz7&8>_VtiKn#l8}7!7h=5ZF%}LH;5EdrvVfm8C7~6hI-zCUE4!>xerYUt
ztx$FqNZdCntZch$jI>K$!gXj4<P$KoLGd`-<?m7RBM+7BrsdwCuqoAoYf3wtq1l-S
zZb%FX%j5rcv?H~l>lA1A-|c8%hLEA4gUM<<6)*yAbX6K|*oz#U)vLR8LM=zecs_Zw
zT+d+H=!?7fr4+HPjQ_T%2jXsDS-itB(VvzXOLsNTyvU{fHU4}IW}b8T^h9#<woCQi
z^edH*YzA6>v>GG9JMI|e8trQDjOC>Z)^)!Z<RmU*^j-6r*~98SH=c@7j;SboWu2EH
z?1;Xbvz@;ibL`?^Uve=|GVU!fc=p=zVhHD)OQ0AW+I`;UaJsAz!S6XPx37Wujo{LN
zvqhMSaaHOe9RxyirBsm3v;h*vZDl_HVixjyk_q)#(#jEzl)*1w6*&Z;W=XDzI-wuC
z{+N1jBg=oN*bqQ^?PeAPdW}Is2+91{DGk$(tZo28b;a%aka(@W!9An%r0*N0QBT|z
zpP0O{&U3NvmGd3UT$|i=L~4{z0#c0`Bz<tv@6IzNFkKC8FbTSp8~d&C2wG;DMP90N
z6;8B4@7b7Zwo#Nr@W2a45!e-J%8D8F8}U5NoN_r$QvAXqDT_UC1z7}AX+x{-1I#5b
zv(npBDsZ7@s48$<G=1rY8;|eMhg<_GWR*22tGsMVnxmCl-f9Y`21bol=#i|&<EVRO
zDjLZXn@iZ_&}j$pAwiu=e3;LY32zz&5T^`sV8^oxxQep>zEJD@uiWfO7SyMCnA6ec
zku;`g`|e<IF|PJYbF&R4{Bfap>)p>PZEG22VB%uhqT+dblmL=Z#GamH-~C!wY>(jm
zoSX`}uj84MmcF{#4@YaBvIQ?6U_dE{l~_(0*i6N10MU}3MP^KCaq)3)iJK%SSA5b>
zUmAN?S`k%~Np`nRD`%wlS=v1x*eN^9*;hSptUp64hm8Qy8B5>J#T<3k1(#38HXUCM
z1YtMIWVrZJC>ZP}<zv`hKntKIX<RZYL)BAcIPtM7jo&0BW@xx2Dsi=JC)BK5T5<~p
z<Etxk@lfKX!cYh(X1A`gWHn5`Ou9A5p!Vjm6ADYzyOHt;cp;p)C6xtZ0lsZCj!*a^
zCT>tj-YttxyeBq9q%;~LlAp*~AjvyWYdBa{j0^4d1mcgFpt4SaZy;xijF1Bd{rjJ=
zO)`AgK7TGAtP0dmrz~dxrD|Pr(LCliH%Wy{B-&t=yS@QRRmYTNjOLS#S3_3c^EX!o
zK-$>o*xe!Ssf}@ir$tLs-cb?%<F9IVc(F^3#toT+p%-$?&+)q6f!Ey1(O9@%r$~oE
z&9XgBHkt0$RivEE6s?ypF+$i)Y?9222N?(t1Sn7%Hg(T0-?+|hiz9~4KQJ60Ke+f<
zG}r$ply0=EDfi?2hBzyolfM<2%M|HD3x^{zN4%Gk2#^b~hs843lh0fcn)#iya#F7B
z!xgL(c_G$OeX_wEi6%>SU(sx0FSkIO7+dm1*V6_lU!ZodfS%76qJb3q^~HlduN1eI
zo)||suSR*qs*f1t+B~~xB?<`F*k(m=0i4kc6T4e%S-L>Qy#8foACtvt@w8sZ(&WSH
zumeMxGz(Ex9vb)RT2^dl5|Sw#ih%dXpr8P~V|RVkrDVNuhv?(wr8@pWNN@1ZL!qv1
zEfDH&n*Kxiv%^nwA0XT5{w<2F?WH@N*?C#$Y7G$ZLi!f|wI7v-!z!)+TiYf!Ay)26
zBj4l2XI|wRtqna41D-Twhk?mlW6Jf{DAzw_v&|UUlT?Mhw_heUf2^QxuOr^5{)@-5
zL#&38?SUwxybl_k>B!FHdAvvtJ}8>z$U1hLa_E^+qG+>E2uY1`B(tSJkxfP-Me0O0
zKL<lE;-8JTUzEE_e*r*Rzx4a}2%x)2+Kmr^11w?p^?C$HE33e@(6gAks~j0R^;=6f
zK5#!?gvzw~vy6RKUaO-%TcnMc{~nf`@~{Ri*3ZLYAx<+m&#%IA>aCFIsw=mZRev)p
zPO;0hev26!$!LcrQqrub*Kr@GL7lr71k;<Fn{xnI<mBJzQ53NG^6D50h7%Z+Tc<8g
ze4PO~iNXq35Vp{;aEuk^<Hj^h7bf0@O8TFKbBPKQoVer9I^IUCvK3XwK_^*s)ml~H
zoG%uLCtAjLO|^@V6E#ik$3B@Ia$h5=Ev6?(!3YFrYCxF;<MiuZ81s#mgKt#;vrd<N
zg9nDF9v=e8WGW<E*c0lp^adWR_~*s!P01F0<#!`QEA768OU|hkr3%i1mJ*zgpZ{W{
z-b`a#Z1^qRX1`-e(S~{Ee6WcbEX*!kC4)rC3_!_v=(*Jxr$E?eeM#yVy8(@*$@V9E
zQ=u0g4{CNr&!6w(dRSu~<o^mD7gO4RrWZeA>fq(%tIle%2gkBua-rGNHVE~V#fFek
z93otpjP4dUT%Y9PdxWHDlDxS~f!)yfZUl1#iG4-M4t0w_ne|16RyFQyPD%8ZWlJRd
z57(aGCv5_tIgg1IAklRV)+kN4y{K4A8;!AvXJs;qPCuxiq9g#=+1+0a`6yVuFQKC6
zP9uXKG0uM!#J5OT1qB73YXM~FS-FWtn)lsmy+@GAS}y>%m*i~gjK+7sS3;+9h@<M&
zb;;SfJM0C?=iItWe1~|hjV7F`=e(g?2Bd;;iXoiL!3K82=<6BKa&ZAs8Ru{3Ir(AW
zgvQ)RtuBZ&=%7%jk|CG^K=g*P8Y*mgDP!}@g3CSMoTj&LL+tzG(!*+3AZmr66{9|Q
zAg2k22rzd(H!4SB!2V~H<FO>agI0!)j?NY4AmssaT>~Rf6pZ{p#iwIT4KxMN>Ks!g
z6^>(tKsweXlR>=p5BS_8(Z^?E4NS_-%V<$a$GvW`=js~`Lk2L#RCmR~;YjUT)t)&Y
ztO@U6$}TSSCF*{!`Wx|;_XrAwpj+)x3XySfgiZVYt3LaU>B0??)agRAGBTppJYdH4
zQO~W{r>@{YQ3<LV(yrYdN!#Hqug?BQ=XSMk%-GznA7+^Pp!2Mp>&H|l$zsL_>pLX)
zs-`oirox2y8a*s9cSJqpWx=UNt1_)(U44n$g|k~l2dk(5y2+PzlNgU0HQtaN<9kpL
z$fmG;u1NS*>(<^C#i;)Wv)%=(Zz^{~TM2Y>%&OX^xPaLZVFDGJ(7T5!#nR)pf`P=4
zNJ5{VN53?a{kMP0tBzw;t-AE+>j#&k#Q)lj**&8vQlzOq&tyM(RemFrOr1K$JJb;l
zo8Z-X*X!maP}kD{krk{Hw?-JNcjLbKfikYy>-zem0%4gJA@Rrr?)UP8xzUYT+D2M^
zCMNdHyE1NCTq|w(QyLYGsY=*w^Ng2#ulX#Sf@1AR{@ZN*wa*MNJig`9%IFgtnMYpN
zY&n1H?U{uMS!j#!iow6n1lLG!Lp~InaJ9>?ZjY_ZwX(sy_pOswQvYTG&_e=Fpn-h?
zT5O;r0QsZ$&sKz*^gx=c@Kr=IQ*>DpCLR1snR((|*Up76G|Fo_BK9NB4<<O{3XQ~E
ziMa1^o!`D4U_FU3C4uboo6E?F9Y)FiYgE6bp!KUcH6bfZvSHP^onnrKlPLuy=)gyR
zTRDCs-rcW7vnK^xCnOhgv&LU+WV=M<YJ3BqVF-S194VkOa1b9o#OX0C!60!u&jcE|
z5g2lYXqIX>`uW<A)(sp?gt@NQrtcubVwT)ND^t4x@I$TFLO>Jik$Guk=TOtguU=Ha
zjnZoD*!B+4yH0cla=}QE23aXbb8+=<ZPs@de0BBY<}WxAJb%$5&YS95nhO5(vd8W7
z0wDF|>;U(xT@bZ>{s=l+Q#itJevaE6r!fg~EmNC_Tv*;R2GTL^z;2cO&yDPiC1uH<
za@zZUqFD#&qiW8KLx}R|{s=+Bq-u2i+%dR;t4Y$~(3n07EL{(6jpaV;&ST3U0*M8o
z>50Rgjnio%C?|Tz4%G0BHhDW`yjod_w#G7&4+X<MUM9YMx5pwn#^=J^VWaEcUt()@
z96EabDaS#~2fvL5AdMOkLj-ZI0?@3=Jumfg`pXGb+}h%V5a>SsnVPbNS<Na=aEPO0
z?*MV5ssLAK`>h#}!SY92{9~Ix1&JYPM+o97DExrf9QRwxJ50_c5IPE7O{tjApkd9m
zg(sszxEzd&Amey*PgjHQ1`5$@tw7T#fkLu3ml_yBLB0S>R$B#)^wOcark9bC<4G*(
zl1aysAyfGwAu+|tEpp{|+Sh%Dvy;o6d|mU|;Mq}nN;EPBAJDy_h@`OMgL&9|T`<)u
zNreRcZG9lI=mNscIzwLImU5WWkKqxPJCHBUh$hruo^Ex#BMPmkOwGQXY&1e8b&m<p
z;)#5z)JTer7F%1Ph6z)Vu@iHj+0=d2{bjx2Emag8c<67nL2PF;gVVPwaVTKTQx)@X
zA!WRvgvsa`BtTN@(^D&F?*nG88cO7HX*fyH_#UsI>0qgr!J_iFW=asqV7U7)5m~<Z
zn@S3DhpPJ_vNT}6`oKeuhn`kl7BkDge0vZC_y})9!dSaTMZ_h{v#(by<b-3W;pC!6
z;2p`NLIF{pS+k`+a+!33h?0gu2(5O#rDQv^>kEIc_1K=6Kh2B;X!5DSpnm@^AQJ_f
z0GpCGH3jxMP(P)Ey1%|4JUEIwIC3P?V09T1q^$l6D`yX!QBg%O$P@=kQf5?Y0W&2k
zI8+oyBxci|U;#dW7{@h<W?L3&4aplXqvm!Ve-!dVGVDa5Aq=Fot_5%?|3}9lLbzE$
zUB^}}_1EKeJnP$QqR(3tU(q~MiDeO7RhhDoZ)`BIdk3vlmoe3q`Ok%l{)fL3DX;}@
z09sU=_$&PW$5v9HXOpBMMuB*sDbw1N)$J>%elxMENbo<rxiv+HtSu<aAZZy|@hLIn
zECYN(+ZtTy<1G+IWfz_G4?Y<Sm}s?(0ok)e8sT3`nD^?~)2|%^Q>Aj<k6?ww*CVW%
zb9tLfHotDjOj+&|G)`-{Y$lHl*JzYjhdUbCz1!-E&#^zT@P_8aS)11Ju-<A4HgJh@
z-zz=TrP2v5QSq75QP&iF)xRXF0|d6SCT}1iFg>}pc9RV|hEO7QPe7bB<)TOsUwmPd
zpVF01!@P%$04af9WKARP@q2$iuf_asgahGkTp|r6=Um%4cv3ZGiWxCcr`!CZP6vt>
z&y~uLaVoFgJgIS_zQzf$B=cLLn!n;e?&!L(;ck<v6E<@T>q&FgxBfZhe0Qa%yz0~8
z{GY!*ay|;}K(K{8``19)$tPl{)86zl+t)c(`P?lO+-Ocon3H{0vPA*j)M63nB!yp3
zO!l8gnWVOWG-^oVGdWE;&wLJ4?)6kz9s`LVPp9GMv<jL2W?(m@BRZ3#n?y>GuSE&c
zan+`z4aLQSrc6n)vR)r;`(J20t=y<96_yX#W-7NhGCiuH%zE(_wtD?VJlXKClQ+CF
z&ViC`r;^iv&rP=9au~Y}$q$wV6G58<cDSAKdvVP&^7yz=mZRa=<|9hc4@cnyqUR87
zAPzX#M&%B%|LE!ilWFA-5(ly#yXK!~sF$G;G%Xda50tnr$0E@MpN80@+&bD<1!W>C
z%sFJ4P_@b-nZv&NDUT0o5dXd+h8&sg*9tzkc_rYq)v`w|;<*>Ky4v@z+GVyZ*VDIx
z+~stwMM9o8#Q{pM34{EwJ=6PNc!w0NB6Y|UZ0h!Tgw^ykaw6VYZz7=}`F#opxqJ~}
zuzo0jv_ef5!P8RsX=KFM)W*{S5xkmah2UC_s|#@-)V$p8!*AzKE{e758TFwQad0#g
zJDTgUTFVv-J6zizE?#X=@A?KIy_bRQr?|aReJk?-DGpk2i?oS&TQA@hRQ_!b0hg=6
zZ`;>aIiC~Wmxn^3LX{;k_jHh6i9$zaKOw<k0R2HDK?DtUfqH{@&rFZ(CvFN$qofgB
zv2ogwnLp=LB!YL%YA?mCfW>H;lzC~6<E+d%CMMlp+x@t+-<31AI#$5R$nfxz+QaF9
z`ut}+48|Oc!TSabQd&t$^h}~mNs^B__@m1g_CMom%Q!W*=1@wjw0yj7M|7b-GMo8I
zWeE-JRTL#z#90!s9JvC-MUQE@qfsCPo6~m<!Hd@~X+}i4$aU&8c<!!_A7yn4DC!Kb
zEo<ClD=HpMk|$we$mi3p)&AtwqKx)7pE3mF-ZATzId#&jKNR`?rzzh*FH}Fm$|R}j
zca}!pC>U+*yki~o=tv1UY88p%8PL8pXL&G$DKLX_M`ydn3Wd<sBbc#>YTYN>{l+H{
zzEMC8!)XYWi||DzMfOAJZm@{B%+3SzGUv{1oBJBmE=vc#($g$`w?{u6pL7SRR`&Sf
z53mn<+)q$y$f!z|gQ0geX3GXaY!nC4cV<==5n3=wBP);vOe3;@P@XkDkw;4<Iagw7
zaDQ34efR=2wMIScvOzk42*3anC|Yx1p|JS=eWvHx&4dcH3j(`gXiJhyk31qYiHv+$
z1_4ML+GEzxr%DEut7T~2)Sb%RL#0-G5*p^8JiQ^)^iAM0?&;wjHS&2I<vg#sfI+^T
zK*7y>2>PAz)W_-{dfOi32n5}Q9|v1okUV)#1MY*2i$TT|fU;aRh#O0R1m@)mCD6+3
zO_x2Y950w7s!I>HVA1q{aK#xGx9%|!D;}{TihI-CIkHbCPy-r;P9{$$jmGiwZT*O|
z>#b^7S?IZN*%nSMDvTzERt6@mb7Jg=@ZV`MjlW1UeVqprL4Du=F~sfkc)Jswx$(!V
z<U4a3QHfC>Eol_68P9MF_o2*@?GrfxwN$9xr}iI!!;%Vjq?hHiQH@KEO!yfBj*%~T
zqyZ!kQHBCwf$qNDf19S;hXWA04o&Mr+^J6s)vk@Akze=Wn2pNp-!K-9HCsZR8~q|z
z=xTgaR7PTAqDHJC(10{FG;%GH;BQ=c#q5=V-pYC42Q(T$Zq9C&(}eWN06gKgU2Yqn
zpPIC}z`1M0D)20GV~vfIKjPBCmV%5dAry=U{eGYdXe8}^d0$La_4%~WZs5c4jZE(h
zLlp-N_2SQ~nIo(ruGu?2pS*-&#Em4M7JLp+wA6*cFTDtNYj}A0t<ek&k>{BkD3b*U
z!Oyi2`rR;P4c2XEHPUrV5$BnG=urLgQC1*!0&O<WoIbE7eJnX6>c}YJ^KF}zkdEKi
z_PEOE+Ci8ZaE=|8PfbkA_8}-{3iN^)ZkEWHk0#O|yEnrUWMgVp25k{aRy~MqvWU4M
zoQPTC10gtnt$o#Zu9AUuE@}k!d-q<1;J6u5{LI*_SFr6?qZSngF$^d?2MlH!P^W{)
z2^m^&U7JtoQl?M9ERUoanBt}@zS3{5V&4sox%Uxm#qsgAao8Mk7C@-~<ya?pF^rrh
zS$()xO+jfz#mau=NRGhu#1BY_BsmwUH=_DJF)^R(gU3DSdJSsWS}`mzt~Y=_XrPPr
z0z;+n2-^xh(x%glU@QW`H_Zi$7mvd(c1HEzV{wTmwOtv78j1X~PM4S1v7Kg(sa&A&
z6W$c)6NgKWB`_nHH+tnGIu96VqCgk3B|^;^oz!DRhQ?YF{xrQgsE6V0h9(lYt{&3*
z2qn(IZu+H62|t}x{{1=bLnlq1-DqQ}-|U*VvqS*iG=m@*?G|vz03=6G`yR}+nzUFe
zlQtA8EIOjRN>4+p<_10VMn{n#FIVqGmOKRjMQi5@nUe}@=U;p1=UwxHWKD+vjZ12I
z)Sv?{BXO~Sd$~67HH+(ua-!G*$uU`eXr~LXBGPnUTm3?HXc9s!VM`EtXb6ERZZB9T
zrY4Q?F9|XtM|W2KfjPwKUcTU8R6Za3ua`+VbMd&EsrZ|ic=zavqKMlsdVW~-ZlJw!
z7;O$jk%0F)BvwW)PP)Rvh=HnsfdVA(vTih9ATvAL77_;}({$<8*0ovt`>VGake2(6
zyVyp#>o*69o3m*v9Oe&^fPHT?`yFEz&uYQ-g;5|*Y7d+4OdZblCk~zJ(2is(ge8Ty
zR77kOEJt8*Wyqmc83v{#-}t=^##&IZyq78kPoKVURZAfsV3^Rk0hJ}rKF}7`u6L8P
z>tC?5A?`%3%tx%uM@`n}EK;j1(a2cslo-KO6}0jpAzwJ4(u{CICN&^q2C{^?FpVt}
z1~tKVg6fvT$E#kflSBEY^|=pju)E<@K|%Q|BDhUI-KCe)UhgVhV1{D~5ylUb;dfG2
zXl0P0EX#;&ED7G3L7aCm;!b+vvNVh#=IK4aI`F$7tf-*z%KU1Ps}j&YkdGm(&V1Sk
z6gxl*)Yc33)T^_Gx^mtXYg3x50*@CF)<icHIrc>7O6%sVdLX!5;ykHgKzrz^f<Ek9
zc2Q~Vhb|i{bL1J5om?3IjRJ^Ks9qFS{0)L%BVDG3&y55dp<0aZ@i>UqNatTwEn1V=
z;B?d)x-?qT2$8X}eqA7vtug$`#jI;oI*fcCjfsoPLDWNyTtG`T1<_aC{fw2Qj}Yc7
zK5!XmQ36V<C^mTUF=*q+YZtLGc-Ne{fMH{|e=z-{rPD`77SukAls1~;ART-Lnu?nA
zMHk^FX_v0nfIxR~B_}5*Hy@vJ&{;3^Ht6~1ff^R&9=J4Ud$<qec*l)PFd6{eDnxCj
z`5;m7pEF@1uYPH1v}cjaBwcrf(|w1u!8rG$Lla9YFH{o`zx^uWqqS+Oh&Q<MsJnQ^
z>`x)8gWtZf3S<I+hQ3a%8r@K1G+3tH+KDeNNJd+vZx6;t=hf|f(_mbx&UIAT0x9O-
z&q3#21FKVjR-j=O)M)0Hc0my|hj>_Q08eBTFa1uLqp%<TiD;II;#eI$rPxD4)axbf
z^8`>*9!>p`2}KsH?i-UqUGL7K4VnZZ##iY-4@Re!#q<9iA#Ihmw+<$BBBjk&&8eg@
z{~g~K^AcX9X$3>z>6@iCOn=7IYE3VyhyW4_*{kki>z-?c^4>W+@;y)8lLi{{Of(~Z
zvtq7rnRqYJ3AsYIzX)1Nxd@2~bH%QD^_vE97e3FA=>ejq77_6gGoS=MGZ~ZDF#R!H
zIhw&_yVI2F7>nl%fvYUZ*EE@2MhbWM<rnF*DSM6KSztH7p+)zQXv%D~#w7Fe?FCCY
z)I|)d*7&73)~<JcSDU5-iSI;}6xhyN{BW`C<lR)->1FO9;l_lyxr!vAD;8l31n3<K
zZGZzsd;Kq1xvy;&&3=>P$2mGqv)z;RN+E~V-1F*WJ#8O*M?PsLtnXa4ayeI}<QU&j
zK6DJ3J0jnKIbHw;0ku<#H(@-FyZPe0qf5kxL{wWYtA&xz3P5L=Qp>4H!X#c|!y#VD
z-3xAtMmlu@thM#@GB|v{1NOS7X?iFFs4kbjBPE)>&_TRmGMgZNVM()BxA4YRFSPWv
z3q10M?fa!ijqJ2CJCF|Qk|-GBiVTap{lRzc3ALVmkD+5d=911);2RfP<V5{{biH>}
zQ{NXo7(_%t<fBrQW)}iNlp-B$^xh#z6Da`!DFFd#Dxy@8CcTDUq<4ZMq97%qcLXU(
zXab>^xi5Za{bsG1`B#CL+;{J}=j^l3-sQcLoU91Uvf1>sYp=%%s}SvZ_FU^0fe%gf
z8tvWs2aTg{%8dlCYaSKu^M6P=%*JjnR_-o>`9*)jGoi?F98hgA1(ri=CN^N?4dJvb
z1s40BDt#ehqzW57mUWsem#8<JKy?yhL62G`;5nR<5BNUjEQF0cT#RE-GyP2Q0l0UI
z5px8@_1qwzru*F>aLLhfJok4!0Ekm2<d{svWd@yRYTP9jkb#4VJ|!(IAcc&~&o=<x
zavsRe*zT;kOg=>}(}e|_O{@CVzIeSx{}1~p55Uo0df9U-c;xmjfa;8;y*J&8v41|Q
zY@{CTD*$#a9x#9BkIMxyu<KLu88@3yFv;Q8StUJE%H1t0d%F^)SA5a``N&309p`dl
zBhO#@`ISv+&xBGt_EE4sF6&cgmRon?fsKsti`A(Q)!e{6BY>7m6EGUxfGQRxi~Y~U
zy(rFo|E#k)6pDAjX~;vp&dPr*3A+K{6Q{Kw+r!EsqYJ7a3rtx8sq23Q0XSeb1!0(?
zAe#8hmx!3J6=}X~06AeElvz-c)`fFJVNIxnKH<u5t@AX1cME6;Y1ZTme3c8!s^2>@
z*UvY(Wn&F1v;qTL6T?B`a2bGzz!#^t%Hi<JBj9`FaVP-foNdL8Z%RtmQ~o3m0C~##
zT3-`Gpb%^H_wRk+xvH_P9~NB%QMS4gmPG2ng#gP<Z?*-lVH9+5AAH*d;gA{t*C$~i
z)%gLCb!7re4}<L;;5~IE`Q_SAb$*aHCQ4k)PnPr;@SIQ1p`mAa)A;`}{jgF9f``b*
zJ4jH^H2?ztV^a5p8@K5m1zfRFCMSwT!JUUCZv6JP@dEQ5A`MTVj}i+)rN#64PRj^s
zeSnJMf5i(W?*I{OZ6K<M2S8{}IH#lpL);nJ{pa((18?#&4#_2cD14TZ`t#nDjucsO
zaifx^-Td{(!1)VRx;L~AjVnN+>X0zqam5_f_zYa80ts-z3s)sTMUvkb4@P3nf>xj7
zP*LN~ME6+M8!@s&>R0&_cE|%J)PiTzF#WkE%_KSz&);5V55Q-H5ucm)y-J4UmC4}D
zNUX=^p#qfci~mS@zH9(Vs8ATEq(0a%F0uB&App1$aU}zJb!Okg2$@|)2ww!K=>{me
z#NvRN5fRAeYXUDu0ia3-Ak)2A=<sX+Vefpaj#x<K=lscJDbF%U9{$Gl>ta;BoRa$w
znL(;|&VF7o<=9GvRZ=B^_3!Q7rlrJO-zUc;PrN&EO(1f*;mFY=WHPN~dLA|2#R2gO
zUVwW&E&PPMsN-0!0+;6_Aa+0KPer`}gjb<Uj)=#oXs-6XiU1)14{Q!9tvXl^CXWux
zFj7bNX*vHqeaC`^yhgpZmb-TOO&i2)7aDgUeeTm(56<V!RCT~$D>-d}9?_r)2Xp-Q
z4DFA-#pNs`TH`ntl31Yt4X&yMTtf(uxd3x$r=pUulpOM10GMjDgG_+!#_KB2`!~$S
z8bgMTHimoO-k*P6hcnL36|pS)^^5o+I{MFkkwHny`e1^zk%Nwq#n(4aI_d`@kAVI%
zUzq;|{kLF%ToSKi#`I1wvv^gF>*Hrl=@~&`kQe@|fXK}YKoGv<2wd#yH**={WoJT#
z`qJ)Gt0hbHU;OT9LIi>~s`FK^UimycQ4r97q4EkjmYHb%c4Qy2w7%>JHOBT%b4v8>
zNc#ES>jVT4USo@ZXc@lgX4|=mm;9rDj?$eKkvf~F{!^2<biI;uA+hncMcLs{or221
z-efhj!&^)U{Pb?X*UAgn?<M~xfxbss?+_0V-hr&5)Wv=uha3|jRNcChZd=e$377%;
zngGf(l;$U2InXEdmFY~rTvs!DO9a|ON!avP8QEHy@(|Blr(F1UFEd~#S2{;V*RQzV
z6u3_mEBw}4#NIgCh5-&dX#4(8oW~wT)zqXF;-b#`Y6>m6C)|e8MC%*+TjxhU?0}kX
zu-32zBRcWoAtZ9@yEDrQRYG1sNh<l4di?>gep0|l&4a0tbjU4TbP@=mHLkVusoQuN
zSX*a19egdF%I&{c*=(z<{FBq~|BQ)<=oiJ>nN+xPcOK6;`>zwEqqY+F=Z4u&28X%I
z<&xz3vZ5*A6X|#8knB|FH2QV~7(fy;5+)EQ!w$}+ZwBSby=DpSp2+@FBb6L~TQBvO
zL(%%%s=|*CL;ineLUfG?opwJjFtpY6nt>K{g0y#4>@A~dVd=8)Rp5}@3rw8!QQel~
zbJAQ9QA;S!IsR4Pun|N&I=~(opt^yqo7F#Ax5=hI&$P;IAI3V>`PIuW9>2_XW5A%x
zzx-wS{0-l{4TpGSrO18+ls@IYzL=SAxcLXNBYs@vSX8IV%1-C^<4VxNdbg~HL?`e;
zD3T!NW+owXL2qu|72NITHxHrST<ZU`H>bzfZw34r`}P0VoD``tyW2%pySsq?#1>t~
zg>_gPY~t!Kc$h4k@;`yMvlo2Agy$~;d(fqsD#E92ql6Tk#@?2?CHC8e|04_u8Q~Jw
ze3f#)$}fq;-mx>8D*8STDThIEH9k|wrprxG9z;+(wN$R2$Z9$XJY=D$&XPB3)daLo
zyCy?JLqFfwVwaz6@LYcfwXvdy!`)B@^54SZ?k;uVMmP^c%den1hZgQtD5JO;#D+z^
zEvBEU0YpR|l6ts2plAO*m*y%6#M6CDkOq3Pd8SDmsFlGmg%TLr2@e;ay8uk9^o_6k
zfR=sNBsh5mKrO3l9|WajbBD_X0d^-C*mP$>ka?#C>8*9vzo3TS_>{U_!rfP;<Wp&%
z@HobvHZ4QmRG`yuG@gS6`&fzH7ne}f(wAqo&9((zlIBv^g=8U{@M7$t7x$3uID!8*
za5jZ51|VQH_?Cfv1L*k^YG%R<V$*VWfPY95762w5hj(pz?kR9MzY#hB{|4q*fSsW0
zA(!9&-+%F^!a4!ePgKB?2VoiH<n^3)IOAR)NlaInUGKVm^fJVqMho7y>kI?tn>k=m
zZ~@ZXJ(lLPyMcqu;~<0ptZ_d`W^6>jorX`{%SrXc|M?jOGRF&UKH!?*0_NaQ?xcRZ
z?`>Z_Fu^-PQ6|m=nrM5)sdpU`AivEVc>-_+(Io&{g}<d57&;#Lp)J}z1|$&xHz{Dm
zqHnh8r{#=|?QTO4n!;2k=L<{sCa}i?Ul$@IDfzaYkyApq|I4vNp!J$A^wf9gvxWMS
zw*6WKP|1ZH3NAJsfjSq?-)Xk$3#?foC?@&xGSGg61j}aU<|JB<9DW>u_?<ij@Q@e*
zo16+~i*FY*H*19vmv4inMq2EGYr`6who<(N#En*F+lB0{O2;-swCzAz_8<VxFVE?s
zz$KdwX|eY1NXs;N?MZQhqge-Thomd(>+{_nuQJHQejPA~Cv5Tc_yOb!16&mUH+J$W
z16Uf?od2(K&#<}gRRb;83-ih*a4DVs`N`_H`ih&2P@Z1NIaV_Oa03;ly*XMSSp-Nj
znitQVixDFV5(-9>hs)134dkrrllC9(l|cnLQQLe2uuBZo2qTpRLeW?$ftsmf^T%NK
zDvgAsYuJ6@vOFiOL)@Ll71cgQ<-07wbTeww=iw`fe(=2KCCKkf11aK8N<kAp?}D5#
z*SbIPJ2(!?jG=%Mn>)%@)l+Pmvun*b`M2rrQhPBDf`;Dx>+PUuJc0Jt?6RT;Shr1-
z^EZ(ug3Mn+!d^>`NSzGWQ>7G_S`mkqmvE<u|64?WwYwA1mw~Pa1H?M0(<l4xIy>wx
zY~8%(v(C>dWkykZ_%DRg1nPxqnd(bdZ`_Eh*~T-}Cr{<({o`NfdofVy27Emmx0k)u
zk&>Q#QDwLbJg@(M&+Dw1`mTcc#16=kPJk?#`f2rOw4QM_H-95y2D@>F>Vd`sT7p{s
z$qfIrCvryr{nuJtP`o^e=C{9ZU}9omP+FMrZs<QgmgtPDc<(6Fk3A37P7>Drx{|L8
z1>B>H{}{hA?>QG=>)=uo^mN&0K4}ZB*8!{1TsJka&0#Yvp{9N|BD$y71ukKKcBrS+
z9QEuj+*1p1S-Y4ClC1_F(2pCMYktsgi{L@35B;r;CMZUMHwhbrDr0|c&Itj`3ZH?T
z*L<^W+wrxKV|qqQGNKEg`0-wx79E;%ct)vl2phmshGLw4B9H}vOw1nN$9n}`D`xL`
z;RFM;((ELw<z6+>HRRfgdwgNn_DxY31<>LYg0i%MYazwM=)MFWr*Cg)3zUj@Snr<k
zFQB2NvD4_lwU^TvcHr8gFrBi_)8J!`f%6H2rRXm2XDEc2dW1&knWssAI+jKx;xOgD
z?XuOj;!a;kTn>=p1Quc}`sY05_;}{o^IP1Tyf(gCbO@@ZG>>vIpL1?TIG3LAT6`0l
z%K_*o_{;wL>FWshhValRySx145B+fU0Ne}cS1t>SX;yX-aw>PiIQdu`2|sUw&$3Me
zh4vT9YhR~(7pS|W_<fH`RhMKEj4H<72XFXyU%;maOmuKQu6SlFtta8zlj#8V>na)o
z>{g?*qK;)^3}dE$AdpzE8lo;e<xLFl@J|a%)<m2c$~Wqu0@Sgxtpy0#VEy+p{#Yy3
z$4bVYZ`XeD9<||LLdSSYJJpqq*wR219-}f5x#l7@d<*<|DrLS!W2jNPy`v0!=1d&X
z;}-dYUe}IXygcJ}(v>A5sb!3+y^3boAZsadz;B6Q4Sk<ml<y;fwQVWZe!g(gqr1CW
zE0Sx~nYALn$nuMbh%~m^a`vmJ)G+kIDbMid{b1(S_GLyQHr~GRu1La&XyJ1E0M)90
z?q_p8vE5>wvp1KJyf+Z(vfwu!Q{LUObvZL*XzUGaZm;m}TxBNnd9LYv@GGlsyXdN$
z$Y{TC%h{{)kXA$urO!3Sk1ltc*8K9oKf0%=@1gz;NnU)E8Plo>YgKXPhcsB@yp&zv
zpNrCU9Z{Xo`YKV@_o**Vq6qVj4Z~H2ue~ZA7zaz$<Cl8mlhB5;_BFr^O)v7TyDl*k
z!PnNzgSO$6qf!V*$$78nI&XK!rhye1{faTT%zz$0_0)}C!a7sdmMg8ezChyj*`(E{
z<>1@Aq&Urw@uLD}&`(OVJtjYIeJWdDD;iAy5@4r?_#RV4J!L^X+NY;!?l03>fA3<|
z?LFlvUrVyChA60_n{%M%V{<Z|Q8B1WBKEw>r8{-)C^nzb6a9tYKA6<I#;e<yFo3@!
zM_O-K=VWJTvOr9Lpy;psC7BtVfOZ6%j#;pSF7XOqGCkr>7}qNO>(T!56z*A*MMKXi
zM$}$O3e>9ckAS!g{*pKNZ>5+CUrqxnh!K+yb<bEmH^q9QvdI3xbI8s<*KAEf;_j`N
zz5mvb($QVjHLp0mBNt&cXG;p$$gtwYQy-?QtJc(s<f9sWMV&rdwq#$#-_LP_IIy`C
zE5RBS_qP=`dbQw0tBE6{wLc?Yd}bRAcC(<SdNJd+Tf4(qA#}OPyhshXFB?$>#<`mf
zD63%NjsSv)izN>;vg(#pq@QAXg}sE3!fB^<R;af1&2{N|Mu(|6+4WT;1vzVjpm#=@
z8(aM*yu0m+Nt<%f%i_lJOqsELlV>`ZNF;8=-@miTFigM)GfIz&fsc2IG69F^MA#K(
zT$P?0e9IKdCY}D=hf}z@)Z(u(h)DBnU~#9YDO=&p&W?8bw972(xVNy5cZ3xSzlUP(
zGPFsxACB}Rybjt+56ftd53`<G`ONwRY`S}al-SA%;>@4pr%y&t*T;DM;LX|3V6ePa
z$lDLwS9wyTSea+m>D6fLJc1-0Yx^GP^rF}Td@`AThvGv;^WQp0NqFI91M`dPA?{Br
zcrN>;syj8ri2NwEXmi3(RHmSy*U3l;Q<B#aE)D97M%fRO6hhrYt69ydru^PkcpR6P
zmHe-yP=b?#o%N0#`1!O9$~Rg*n`w12bZ&mMVx)Fe`@WSO>@deO`9fvxd6UmfX_NL0
zuFoDH#JfrL>!^VWI2TX(CA&6v6@`x+9j7p~^3@nF1EhX2S>pCRyU7n<Rs3aLQ`C=k
z1H!d+Irkoz##U@dcZ-0WB#jQ@v-lU>;CE{%PT|pWGA!QD;3t0L;k`AaS46EzbJ{&$
z9V<LrgO?ba8mjrj2^Sp|Vt}6cmGaDi{S4{$RI_OCgh_i7S@|$KIhN!gr-vt0?x$}C
zZZzU|OAZb>zz&FJg<#HxTiAs>X2MSd-FCgdKa9aW0W`elIPwlE!#P=+1cslbpuq0D
z$4r?EGH6$h+brfc@WmC5Nfk}H7TU%KZ@@xTlCpad!_JC9Ba?r`?$pPrz*WS+pN7p+
z_Kd+urEb~muvw5^6tO~p{6Tgz3(nmwv&MHzOtXmC+M@vLyV6w0_Fdl4=IiM*2Z#3@
z@^GH53KXpy%3Ru1@mG~o<Cx|&7qv{M!OwLMUTxQ$Fi%zYb2e^s+r4PNr7XSjJSl-Z
zsi>eMrU#yD^(~nN26Lnj)xV6jmD-V`5<87rIT<Q2<gOVsL#tT&ev{eStu9X!y5a;+
z35+^|RUcb(37OyLv;2*T(aoZL&SrAnKG$9K)0r$QIASt8o?QoRvSo}(<*Hoyyvm?A
zTB=DU9<Qxi*jE$LXBEn1666X{^XKQ}p*YC9H>fmBph>OyqTN!A;d0q{6kf$CW=gr!
zU`fYMBoH>xAsRVO9z{%=w<oTM>ZHTznaZ33E0%0fT`vfjyZ8<78|QBU9RJ=~=su~j
zWb-))*S39{7gVSuj@*#AEBNTWh>Gk9|0Dezvj$J#VqLFQHk)$jzYh$yuA|yTw7X7i
z2?NMAjgGR{MQ2&jDWHXK&umNuvl&n9(+&IaABo&T6~&Y!g?+|tJ1>R${xC@uEC)qV
z@HtIl(F^m6!X3GPf$`p{SFewW<f=*c51eJ7PcUwBt(blY_mQ0kVU%+C1YCrTlt)d9
zn{zv@`B*M2MQe^jTeX$J(M)5I<{+cTzhRBjHoG5@x|k2$le+LwD0DM_WDz$VwAIcI
z?g23Z8Iw(qeiwmpf<-ShSUXD~o<3~t>I(Nvf?g?Q9Tf4$+DP9_tt6ht^xERK+0F)s
zoN<-wfNlHtOx+WCC-(3QM(C${$>JRN1zn~8JtA2?^yVf{?-jl%PRce<6UO!1=`LOm
zly`LjABA#ej&X-8?hPdOzr(4kX3}Z~6Xzdmmb&)UFwTR0^zR#fDC>*XF2jcBUg@{f
zB3|*_xmz^c`c4aG#p<%m(60A<M`L)i7LQ|67Xde@w<?Af)*Q1Vciu}m0OL32DEXmy
z<Cb?*b2BW@q{VK7-d`vrufQa%q|9`Lt|<f_wS-j$KdLgxHy;2#dlN+`)ilzq?@m~g
z)%XRuxBBKx7hu@)qKmS~r}jnu{(_4fT%;Gt$v1txQ#TGZ2|afW?w$pgfjx!wBse?E
zq>4e<_~MvA1U;qxg&rpMI(OlMn&X<2PqcS>nZx}XD@+%zqB;4bKi{vLM#CHGEJwp9
zvj)9Y=uP9+*2M<F-zvGy0a}6W6*iU8-d_(Tcy#k8^HhV1K=k*gW9uo6JS_Wd-5Bj%
z^j-c}KR-hh)2FEP54nck=@<datObe9WJxoG2v%`-nF`fXy@{T48i??V8}Naf{7ulU
zXNF3heM)xnIL55vJ}dlsL*GL|*R_qd6ic}d&OAlNG!6l&oZ<(sjzuRJm>^Ov<j<LO
z;cDOaGXtj18r2<g)^DA~fS#2jjdsP#5)GqUjl&AWEm1;)Hzw^rs3W;8oDEvdn(-f5
zV<oW*yV7mZiB1Urb6n?gW6_y}^DrxY>8p?CMLdq*2h(4VckkbXqv{JV^(-n&CFsKL
zj@Y@-xQV77nPUKLX%3<+YuP7amr_WuK^Ee*o_b&$$kd9bF3Y4)MR$L2CkLDQReE8+
z`_|}Zatq+!q*gE7Lk<uaL-TK#tcMFvpND5RSsqOE<3|rL!!wvMAr26HGy|Q1vFAOj
zJ2A--D;~GFH+VeEqfr~M_KvI>!<r>coQrysn*A2Xpi`m_`D+Aw|6c9z?jEas;emQV
z|9^z8z|EIgforaqNz>>FDKll$2W?>Uq(T$R{_P(Zg^|L=7@zC<7Ymg^(5Sn{3|I=U
zPq|O5E<f?9eKLsJ`uVe*Fw?3u;A?X_T>hJK9F{liP&ru5tx#i}M~#E0^Mzr1SDGI<
z0Ns=*!bgX=5$nKq5E=T+K|>k}XU#nRE-zemCHO~{FYtTaw8nDhlpuWCtPe1fEQ->O
zqCXYs^+&P-&u58xDUHtK6~IbzQwU>ax|gvFb~(5Vk<16oX4hUF!ZdI0^$LnO7%A6w
z4OCeDwCNH@^4vnQtu?syp3c*!Z`*B=%-RZ4?p=uzjKJxD$fitTeOmnxdz$Kq>^hs-
zx*no$;Gf6D0JFM{Rw@%wYm)kPs1tWH?f|x4y}0SAor+bYx*tyNn20i6fjjKJZvt6|
z9t(5@@=9WDbsh4odj&bGcw6DO+l9Sgvzi0&4Q}I_CG(v#Cr`zlkh(H1Xq-RVReCri
zK*+SmARNp6#6bn7*}DDIT=?3xhmedB#1{f?x^O9}$68ui#G%s66fYtiumVyyhk#RE
z9ssq2!^8E#bOQS4jX2xG{T)XKSy(geT1c$LpPWwX-u9=URLcFdQ8-4&>9P1oz17$J
zbr+srR^{MQ<gtewBm=*zY71A2j_RJQfYfj5ip<3e2ar1_AR7?IJtp-uH9rVo_g#|x
z4tGYHeCh#Y<P3-#Y5*LSovnfVJptUB3DMrEs81MD;p2sD@|`A|^wR*A+x`ntw`ZHJ
z-OE{fDDl0`<rP)5k(=T3z^;M1@wSbPYElTZFJJkTX5Qp$yn`#|gb4>JVkIs+JW_^}
zACu~p3=;CGu$O|j+0LEI01ZPu(qKt77X&kbHbjN<j68aI%!vK&v(K;6x}Yfv15;1A
zO1pl1zFtA$y<BnY<*{1*=l#c3BRHH@J%B8eqI!0P_m0slt6Jej6tmee|1u&j%Q{e9
z-?2$;<=1HOA>uIO&WgamFY;b=oLSRjO#Y}mo2U+(m?_;EkHVuFcGLq8R6n=1;mg1g
zQ2tE`fTe2u{g#5b<$*P69T)^Q#bC(gv#B4L9cl0C5*XP8V3ScdXrJUFE1v64EcO?~
zIbsjo`FJ2_#p(kf(V+JuB}Uuyi;eR0H@YPccjyt3W=!|QO$PbzU%78%@Y!KGo4U?w
zO`Ci$*qyMt9{VJ7NQIf{R<cKgTiZ*J)P$3{&#0J9-1K=-<R&~@NcmvO;Dbq@kFx3e
z0X&Jnyx#n_4qS(NlEhsL2V34UNX~xxitf$P@URCrx85WCgErDzlO-Ls4)a+haGuko
zh~M7W8xC%}a9VEqt*uqrnR3?+?V2d4F9co^&EG0_b(`eot9UkV!N=$l-)DDoe6`4p
zfW>I$Y>f-*B=qPYcZ;J_&59unftuHoH1gFBqx!<*6HEqzznHww^ArIqi|HAS#+pTZ
zYl<uiAYqP<{IIlk8u<>funARTlkyI&7kTHe$y4bz&paHB^;B*gULo*}65dXPiL4`h
z$T)s!H>Eu<Iy$#diO#N$K?6PyQiA9l34hep%N-IG9cl9RszyM7c6A~~l2x%&z@@NT
zJ*w#-M0m%A@ZmrLWS-5&+a~6Hf6j`WVB{+N{P{Kst*!l${8(GF?>6(2rKKf$d({Gi
z!PJ&k!eAvf^7n5bcs<PBIu6~ep3WPUsA*<6P=ln52fO;=a-*M)N7zEjixCvrx^dWX
zQ)rK!ii(OjeoMW?Y*G(<wDe%yTZ_K`eW@8cD-t{ZiEH;snAg5*RZ3Em`skUgxQVo(
zN2tDee2kOgZ*{*x_x+oV6UNBf_uH$FmO%c!S`i#mR+s_x(D*cRFY-(H?r&$1353m%
zh95tE^m5t1%DmZ~dn)w%w{OwA<)G<cJiQB8Ciy_d4Y0Lh5E5Q}cXm%ry!QR8z7gWI
zq0*DipYJ^Vfjp88;|zXw)A-`y_wKzGt;$-X$8W+fNfy%e1#PnLH@)EAZS|Jwsc!o2
z9@aZ(ziE%#eAxcur$OaAO|)8WHs8pgR#EPMm`l=y8@*%yf!R%+YZBjxar{B#;dUQn
z?Ba#fA7bMRwtOcoq`idmv+X7O^-`@xm==Zc8%%#+Gu_UJ%JB1fY%%IvR?;DT<zV}>
zi@tC6Mo5Z|Y3JM;_rK>$;t&(>!RJ2gL3nz4>RY%OtR^<+<~@=HP8xg$c&J+!4N7VM
z^0N&#MmSOflHZEHKtFqCU<v)^{^$T-3W*WM`}Mf26LDB`u%hZnEzh*^<u%-Ekaec%
z@smnLL>~6)FAsW<&KTYwco5>wRnCRBe1Jx`Nz|2HUO=8R*5$-7c$yd)`+Yu^6+mNl
zHE_{5eMsXiZ|2^(1a3zkp8ID8qy&#U5yvt?<FPEeD=}{s%;#a30kr;PG&6IFHR9sM
zi#a|KGi^(vpRF$P+Z7sDFNa=Jnwg&d)A90P(m;>$74xPKTx=b19aA@b+Fy=+r}krN
zTprF4IAY|jH=EMm2w5SAh*z|UzxR^jGcYS2!Z5Nd_GJ5n|IOaRmyy2%!OC*;xVIGr
zCAda5!kD~BA$&I{S6bfAFHd*|bTf4A_3rsrWw115<#GyP_-=w}ZJVBB*nexg5#o_y
z))0l*Quz=fAF?YKjss$FC@>^6QtO%n1_R|Ax2HpL7Nb6WvX#!s%1XM+W0#E^1Qdf`
z;EwZ8RTS|1jro-%<uFA0lsyvpRRz|d>t^^_e(PD*r4>?vhSO4>iew++ZlDZzcea!M
z(m<t?K+gvQ-`=1Qcj62EQ>_UZc1nW{{9)U=!Kf)itVh@e_7K0Ala-_@dQbrJj{VEG
z?OcM+Toil+LjPdDff?ipUjNOh)VR{liunn!i}Dw#+jt5@tEy8Z-4>=|-Kk;u?=}uv
z3!ucO*Mj7JsWKnW9+`gMPAdp84tpW$$}paZ;#a#cEVq8CPSfvVk2bo188Ps*Y1Q*j
zM<sEmd)R9_5v?Ctt5d;tYrImE=<?b!nO|dfX%cVjgZXpAaT}zuux%iw!^fv$@Yp$!
z1z}nUT<HygU+G^|(1iS>M+;x+5f!F>fQ*^*4C-r;rGOheYc(586LVcWj78*HnySd0
zpke%?;)jW13v>amG)$KnogYY=pyC%^abhKgk?M0j%8{*AIaafF_<c^cReTBC&gO$o
z!+M2U&u}S>e&ue*5ntF2GT7mdVQQULf|zE)Uk`YqiyMe-<YPXS$o_X{uL;|9aX`2B
zE+DHgv9Wo5w^Uu$ngKk*fw|7akO73@=X*|#<k%;cmLiU0VsX`+Ab0!+U|77>jUjy2
z`>7CY>hXk4+Mk#AI*;bVk-<TQ>W#j_y*;~UE8l}p@tJ-#KOA^n=hN;&_B^yX@Yu9o
zlARMaX(G_zlj*a#JU-pYqv3PFe;ve#dZ~=g*KJ(_$<2Pa28)>&PzT%q)LWJtsnD#b
z%2@Xwc79cLN%Lk{0Z%V*Kg>{1mOxE42Y@?t0PrY^ls6%3AZAcJr2XFoo6Ma8ZH@q3
z_}`aRu-x5*!S}fHan=1tCS%HGMZ&EK?kpXchAqQv(}dcebm69B#VOx6o@Fho+3{W$
zR%TmE>f2N%km@n7X{edbtbCZb#0v@+hL`O!?GQZkaR&_5>82udFI?vT2`P~k+6@Bh
zn`bm~YUcgNA9eERoWJd}SlZTC@8J|z%?=jssg0tyeherIe$Nb#c;3#mt+hNRx(9oy
zplkTKcm=0;t)APC(AA<3jAbgl3$LolgPdcsXu?t&*&l|>H4Ssqn|~X8x0U3W%6+ig
zu(8Lt*#NwYmGE=%cq@boKdtBHC6IEw4A)S{h*D_?wU<{Y%zO{i5C_A3rAR>1)_Xs3
z+|Y0PH|?ton7_^v^5!h7uIZVuSYj35mMyMkK~p3&Y-;h?>dz-?<7|U{ehO{_D~u+&
z*fVx{yZtR8OXbdH30!;ariFw{W+nY|55@8RZ5ZP@rlUl!XK@?2N<3?|(#4>$qX-c4
zWIDJZ!<d@KWjenx5Ykts_SJA!_r*`uOwljYuvIJcldtHlK>m%<*9YW*g<@jw*d5Cb
z#qRe0KQxjetFo@-oFo1ok34jYkYiQf(OLNIZ>2LtjVyr2pv`KJE`dk9{0P1%D0hpP
z3493<?gZOce6E=$;Aq_K^-TIhF`VARZlsI}W5p8M6j$+l^a@Ff`=;u(I<q`n<_Wmt
z=E0`c?)SgccpFhg`yl1GedFLfQmr2lT*zI!0Jw<vJZI;XeyX%5oAqTmI~Oa0p)Y@|
zoxUV8g3+Nsj?pa3ro^#ifLy>l+9b=bQu1q}kZWaez~pQ<N?|a_irzgT_^8coZvhu`
zDN(j~`3SrjSSo}|`LB%}1x4%Kz9Dn@hfGY<Y3(zqJzr*qLGd{QZ#dqJm3w=_{?XPW
zA3u#tKE4W0Cc}9F4_<Rr^LS<(_Kr~3O>Mceu^*Og4m{uWPV{`VOLQl+*kdx`DLdc^
z{=AeSHk&B33R6k=t?aSh1@^&U-DgjE=DA>W!6Ik}-G_*yyz;rDg9itbtwri^^(}il
z5%P#@YD)X1oWgrK4#w915P_Jrb@5cN%_&Hjrs+S3J$C1IHjerpVLGG5&ERM*Vb9#J
zQF`t%*}<sZHc>6WOLXrlx%-7F_7B>PBN~7Nd#tFnS$w)fk~OGUDDz)p1z%NWPld9S
zC^Evt8q=C#49|27qMV4usYhM`j?2A|`oAt!T6*xQTe@=fQ4d#>a{2MjJ^vtrb+hvM
z*C${wF(9D`V8k|@2_Bc_LM!jOzE)`+r(+%sFhNagwdstF1uKV&h2K=WgCd-L#p&<?
zrnK($J-d4Y^a+uJodm|^Q-mCar-@>UBiMj)0DY=cWFVM35p0P(diI*xEq7Nm2H$h+
zEnudaVU-S=4abClpyt{1`*p>}ud*k{70f1vjSV~;b2IN(x_Ni`)CuizVMaLojH%uE
z^(NSTqQ&>b;fSDKP%EiZnrou-tkOBYp<f@q5?g^iXK784;2!8vX^}*InMCwWo~Rxm
z5)VXflgxGnR~j-7UOf}1J6bYY@=XV#UGd#J;48OM%2%n6EV{R_xjJ%QpqqDZHjkMz
zTT;L_+w2HX8ykK<@EPAYH6Fe0H)2^}RH5<uSEq84d!CHnZ+$hhDz)KS-4d`vK1zFw
z0|jmq{e%i9hd`i<1CTaQOu!y%7ZNfC&_!)suN}y^71n~kYc}XGYva+^)NAO@zZ#XZ
zq)E5YEss2htpGOMH7x*-FM!f(p9$pPFrI?w8y}0zqqPjtdF~`Z&e+K00<}GSaI7SR
zU&Ptz@+mVuo=}UES&R22h--OMlUN+=xoV8hyI#@@o8%fyo5v0oMa2=TJ87d+oiYtT
zPAf#2NYeDhEo++(%g7Hd$z(UYVqgBzb6KQ-vs0WFCVG1(32{M6mCS`qr*?4CZaP*-
z4xqXlMt^vJGDs?`g27eTYx)Vp3xa`KQniVKhGs74NBco<!#`LzOJh+h{j16nyMA@H
z_c7QQkFauO$w9<1r(G>ikwn%aN2VIHOF=T3ekZV*)OobRhofZT-)<wXh4p@9^=RZV
z0FiD3F=4O?<xGpC8@`n$4Hf*Fcff!>2w;?{`|qWh+}c*OQ}?XsPx2zA1z&{w(s^qh
zP#f?Fahs*yQX0S<CFc~F9hsOFD{ARGa*dw=?Ewm(+2~V-ig+8njPz?z>hkJGrtD|H
zri`xq2BDVuc?U<H<6cHTnfeT&v4?d-`v)mFMjElPmUV5nBd4HmZ&=*R_xlM9N7t%(
z3q<arKov&U#nm!PCY9*IZuMHw_LfJ#TzCYvc44dM7$lUc4{wqEbm{2$kv`}ise^NW
zMHx=H{fUuzA!Y2eU#91CL@syq^?UC-{;2dO2)Xw^=YVqbUVjH-r2JP<k-GDr+>nqn
zI<JYpW5xwx_vB~-6%P(I?0n)k$R_w=s{x|n=-I}zyTJpxq=He#u)g9ky8$m91*d^a
zdqoN}$Vj&S^2oR7FoS1V*FJldQKO7@-IPB1j@B4l9Nq~IJ7dtDUFkMndn%vvy!<2;
zSXj!)L|CW(%Wt+|!i|Ex+=GD@VKb=@#UGXk=YRPyVZ9>S{t{vGaOm*?OC!=XaiWCV
zy<+f8&PABy8S4eY%3%+^tYaT@GMlYi_jkKXW{tMq*6JxxvDF)k;o<I{+i1a)N9S}K
zrR<~LqSbmpfypEFEfNx1u3^*xj1r#C$m?*22utyFh1RtYfLRn%H5=2MP-<L>Rdvpm
z_u(iIidc9>KI-Wvb1y{w{>#==7oLQjX>acw?8Cs>c1NU4#D9DEG~JR@5G+Ht)Q6D&
zPXCE|m2t-Upe-b-@IduHfN$4OMk|$Pq>vTXLhw5E_^x;W)bQq<&HTek<IkI>FGP4t
zz+(_f={UIp>Z&g7?n?qVNe6xVWwSj(7kxsWzU~6N{5aS4vzR(rA(fD-OT4`iLVMEU
zK0cTuA@B|f6a+eBKO=hq|2s4(WA==?&MhjK>8;zE#JlQsuIYU*{Vjdm>o&#@l((&G
zxE5J5cKooK2*#Bxf%mO8$DgKJM=uamjboq9UIpi28EVw{uZ3RVZxh~)QSV(y{3e%N
zDhBRn`qrC@gBnrAFLmfV=zN!xxEq~QzOrD8`6LH=Sv^v6oQ}p6{D`q>Q_XAhAMf@O
za|G0i$Ev`zjy4oMrc~8AA~%nI8>%nr&8_P_W0TI5qe`<AJS8U?_F)-$tCEXo=tL)c
z01SVeKaj<7AX}F9P@_#At+5XD{q@y>mJc|u{!c9M`AxWrYL(_5>0N^M;}F4A1PG)4
zjPLXK7*emA>@_ig_KNSIHle5qUxHBd6mM@YGQ5HTpjf*-ABdSzQ)Phf?4PQP)Re;J
zy27W0e*Ekh92r*#i3JxoOeSL~Mmwqr9~zX^pE@!)Yo#J9%U^Vabf9(|r0eGykycj_
zky@}JpWJ_lqvDQs4C(p0Kah|xXqM;lCnfyM%mBEEJZ5@XVg5o&NZs`PjKob0T!?$}
z(1QI!+Ff#ia|%_n!J~ob;=|OwWj55VkM@Y;-mZ`RM)b1Q!ITPFf7!~5XWJ6=NeX)W
zr!y7zP88vMzNFeCO=YFyCFPCi^uS?~T6dy?HAmcu;ez@1{_L#Mh%D6f)oQcFfkXx_
zb^YD?X;@SCY%AV`9#d=?qEExC;X&h<DQDqf|8%uG=eQhwJo(z|`Gtd?d1lV&Oj4KH
zb4w6u{3&6zceoze-dTY?Ll?#7mTwOJtgaGhVxKAzVDOP+TMuIz&9y~8x>xm#2A;3c
z_H5<icF-Z``g^;!H?>Vg;1yk<1k@XV!yusjeAo$TfDtpuikRh~_Ajv?(Wr9`=(Boe
z@v}+0SDV#w#c!J1=U|U6P84(>m?%<8y-G+!uxf4PE=3%fff6^M8x#8<+l|)md}$3q
zG=EU*j3uNtw6{s$ZIFymyq%I9eKTFnD>!!K2A3uBUnXX@KkpsEC0W8&StWf-dMw7N
z4|`H&P19+N8TGxQz?u08of*xK4@a{?b=zDXY|(+n;N<7JSI0Ue-A}?at*mkk7CtZd
zpKtH#9ORFRvr`Ms^uGl9bDWf~_RX`x_Awv4%sP-4@9~sP8nzwR6Wn=D?CgIQ(mB8n
z;q4ZSJt-iV#t_8rVG8nJ@m1x$bO$<IUqUZy<&m5hY!wmKUC?9E$tJ4*{LA=o`phuf
zLD$tK8J7%~QIIACQ`8TXKC<fZ-1fT6uTr1n`1B&kWqq^PFTihSjRp0Oiko1$8`9;e
z_6ldm6@)~*rmylrPK=K!UIyH!#GDnC$92=20ZP7~0djQR5~SEXD{Nm$)g-U?2OTHU
zW6~+%{9n;=_Kn)F(M3hH;r5H(Aw>i-c!6t_^LqV?cbp_k22oKYA$o_S$R$DENj~Jn
zam^Q}VEbJk<}va<?Nv^%1++8QLs(v~m6PK>bdxO?Cf)8&DHo}W=Noe)^guW!jnIRm
z23?8GO0PT+{4&T2jxU`t>M?I5wV=PGqxeSHE};*-NXY3=BwO!=$tqgrsI*MPWRRF0
z964$<q8=P!L?0YxE*XmwCN%VUL=lrdM_`He?@_KWe*?uy1iznI|J|dEsYX5y5~+%R
z-FWC()e{|p<o7mxcRql7!o?&unDdUV;n#k)PwbZ;D~sT}&Z}=Xra%;w4=$b=!j6k*
zuLs}}-AW-7(a$!|W;}cqo9i@X*I4%3PI|YM-^<;Q)%qIPZA#F-**ESwMF_$w@yUK%
zb7k^c+pI+>qP(-dbgNvk>0(WA<9Vnc=n@<|+GgOPmI$66bjo-0pdh^RqCNlj*4AX-
z$yGc2l;4PJw6BMs)|KX5|69@=Yo&LK;tLqpxp3qbg>z8pd+s(k+f$SGaqyPH$c&pj
z$c+8R|C+O#2i@iv9ba5_Wu~rl#=hQrFdxw9jt>*c;=B2S#i(H6O~vUkj28QHU$&@%
zGHR0uz0+yRCy%=buX8mW-W1vEe6bK(U#RTfj)1xq&BG^8M@vL#H;=2tj1x}Gc0{h!
z^*61=94ND*a7S4$g9X7ew4h7-@Mmbno!<El%hsUH$5}b0?c!J-aBst6u9RgzDA_Lw
z58uDfPMye7bf!}+&Uagu;K!;6SC^v(M<E{CR@*tuQ5v#7hi<<PJGkR&;M@o^dk=B>
z&~xDbbhFv`z2R$JwYvsA{1Vn7ZqJ75kzO|b!Uv}Cng6&sVg4>qBWYCw9O^0O8ybz1
zHKJ-pwL1f(4{5N<;!Cb~i>P5!OsAah)U6G)p{=I)cBNKc=J4P3mRU5YAHg<vRQqv(
zC?^EvQ>z-ogcz@+b>UqQli|0-ax?hBFION3!f;q8j@-6m%L8bm2$ZF7gXPTohj>xH
z*oj8Nk@~mgCt>&Cl*QDsb;EE~x944z?p>gQ759mkzMWtj*W)`jx`1EwBgQ91wrkc{
z21U0*XwoIFkD&1c=3$dgKyaF$-AhxN2$GJS+-^9a3&3iIcKGc`v%iyLSpO@mUKi*M
zj7KcQrA>r$KHI@(h-M9T#SEwd;^6Lan12)$5w~-?EVG(FtO4A9MQ|><pI}rwQXyMp
z8-EsLvmP}S4}A{S^EU@bjro|;wv~ZQoCa@+{P`TlJRki0OxDjh723PFJD>!E0?n$%
z9W+LwsKY~bo`hMD$SJ(rzd%nr{p}4+0qU{t4UuzT$=GqyT8w8L^(v%pR0e*3)0C0a
z#He)NBAm0jJ7!{mztc;*U8V~K`n`Z0*zCl=n_A(49^P{5Q()VFnYSY+d0p4Q-29$Z
z#eaY?QJZNdG(J*|!mX`H_M*M<u-UPudv<qzlv?_R3$NTjJzzw&c&LIZXImQLL+p3g
zm1JGwa=R7Omg0+SG@3*g3KL!7-|{}Uq9{Z(z#IcO{O;ZdS2qU(g}~im_D#|kaa8+J
zZw`Ky5o4#`Pl~vyk{TK<!zREvq7K+g`}+Tahq1$v+U_)qPR!S)$3^MFj@e91SNT&5
z7dvJ7F7MSm$au087^|v|JD1&^TD7YEps?TwWJu8$ID9sVn-X4E6=aJhZHo3>S_N9=
z-!5E=Gs*V{y-N@dK!qE@A#(SK$Kgm%;)n`rDx2rzZGmcoit>%xCPX&R3VIHQM`mO;
zeaIKBpq1S_)N3n#VWv=$d^2pP9Vx)iQzy%>Qy-qhgItE@@}{nQxgW5*@~(^6U!jky
z19*G7!Thtx2boz^8j2qK0wOY#&YF(d8|y-NQezf>xpePy7)<I7^g3iYCg5td^6e7V
zW`Kw&uO358a@BXLA3;^vHroBpH!k`^*aV5{!xxGl4n?yIKwsLlVi^;kxbfu`=VstY
zQ5Ji)iUIbT+#s6cg>8ZGtR0HTfXA7*vA~)Ul)czAL%SsEP1wu}q&pe?wvqeBrWmPO
zAl6Lyi}QJi|M~4rkS#uJysyGt7gy)^vRvJ)<kra-Cypy}7RM}`UM1IzAJ!V$9vI;5
z$Fp`yls##5mH|PN5^tLL_i7+W>I;83I<E0nva1rN;XpYjcmrh5uoodnoJE3QaS)qs
zb@$WH!&$W1#rSUaElGDekgRx`){zb1O^KF1UCsa}z*O%lOU`?zfoNC*3E=pz2wpS!
z72Ryo!9m)Uy^3y3*PfWLE=R@am{;gXK{0J2^Zv6pHzP>t30mm`E&#;yP&LZNNS<My
zEcK-&WT$3zn8jSRlNeYrLo|v$+Fd&XKk!d926K)iN~F6fBs`bsoy9N2Nva#aMLxhP
z@12Dz7ei}DT;VtOzYxdcMcf=ZqX<RTO20qgVy)ifm{9S^ZxQ~Z)`SP7?}GBX>w<Y5
zN@kafcNM*g3Mv3uOSU_#2qfc`PzZY2TgbgA>Jo@F6JXehlYV8Sl%x=Hw}7+A?)R0L
z%?Utai9PeT)NAjpD>K_O?17LOG0fAW)SXMpm)I34f`M@5#2fwgD~73_x`1avNDc|^
z{st}!3WID_ntt+wuitR#SZ;(Hc~m>ir$W^V9%}|w#xTS{y-|`WC(bB<W|EOhu>-&G
zKBV%<(E2Csb+;(Toz_Fl6GM@<-EqFGYQ#s-k8_*;?9B#NCWNwIVk=WsgbtSti+lBV
zdxNy!HEut$aw%4v1e{&)r#+lUy}Xta&d7Br1ql{TE#N|XbyFGXV!g(0jyLMs`6c(B
zNUYc}A@sXqm@kd=4uX4`hO*${4p>FAF>9=aP(HU}rcB&bUM!C`L?vBv|6`MRRT`GY
zTeCcNT-rs6lrbB&hj*LFYHj~fHUCRMOVxysP>lim+_{K@B&3ZgS*c*P9jWeW<){5$
zKD7N-x*$tKUTKFW(^OS&T+2+cpIHB=&0#Fjnnoe4C+%LcPB$vy3Jhkt7~7<Vo~P*y
zj*a8y#Bu7xvicM!>w}77X&szZ<tvflWF`76(e60kmyg<&T`fAmnA~INZq=JiU&2RQ
zXuE&uG<^O>*d<@L9@F9bM>z+z;lQTL$7>5NQN2|^)@u9@uJ>{sSVxI8S{Y+Z!@hQQ
zD{YXn&vF!~qmo_YEgShYkgEwBNKw=hD-=g{PmQ%w!Sbs%sPWMSn3=t$4yyZj^vY<6
ze9Z?}xn1>BF|v9fy)~dad9r7lZ-ju~43B5-HCP&$nJkPcx+VV5^8BKBgM#nPe%nRE
z)GCDp_soqiG1^2H)=E%+wEqSJuV4(2P&=Q}3-xWbw_lK6Pf95Zq43wyD-$L-94_Ce
zJX@gl&$-T2*-3tf6R>C<{W|Dar#paSjpeOu7@Ez&i{Ga7mHc^mcy8ZAFs$UR8-HUi
zN-Vprgy<a8-4sQMD?;V$$`v?I;fskCKnih9i7gZ2t(^rs{Y)xDX!s>rQ)t?r4B8EL
zgT*FR5_3&^%e`Tu6S=_9#je?(O5fiN$cjLIBu%?SzPRd(FwHZy!}vZNewjHO&3f>V
z__DD>!xCv7Ud5q^KrUbC1{AG({Y)$zS)vMPz4=FNHp2z3RkqU&OIChSA5P{SO;Q@q
zv|<DERw}M$A52%SIP9l?G(H1zs`cS!+Y-~pjUmejLZVX>4tP^BvCM5OS)KZSF&GvA
z%R$&<`7sR*jS*GvH3g2$*Dx4YbSlEfC$0h=ZfUYLnkBPUKigI^jMfb-KV1+=Ti{&8
zQ@#Hfr2JQSZyBzHEoB2<QpiBqk$a<zS*&)GXnwzHoo|BMIIVW&+i<eN$E=8>>poHs
zBpS-kQ9j;ZU=%ZXxG4(RII&5%<r0BR3Goooxbcy^4^4Ig{l(T}g-{cYnJHP!IYVXi
zG>j+H=;*_MD*9G+qcYomlG3NSSe+W)9a|hJ{8TC3X}9ifK+Ds6a_ynWPBvF?$yu$6
z<uBa^_H(;Fv)<R%jmG9&yq&WrwiE-tggdZf<8E$zm}}wz4tGyT;1FB@uQ0X^h+zoZ
zg!}a2K3lY?51ZCF?rsnqo!DVh*VoOW=CDLVN4!BDkssdUa|s1t8^JJ;CSN1!F%Hts
zc<~5G^davu6IXU^Ygrs64G%@>Lt=riAn3G+NOYIVY`qb-Y1oi=LXo;-hQP>sdqi{Y
z&a}&nJn%lsb6*<KPtT4*6Y#BGrj1@`8udG{G<;zS@4?19%UVZo)OL{eYJ4w7w@MG*
z6&Uve0Wv2}2&Fz$8)rUmeTfjCoLFK!VU}N6&ryD(9iwiKTJ*r{9Ytl>Ne)~Zds6aP
zcIhTzC`H*$8c<swn(G32oR4ThWx8NC!1f6a3+w;g5)=~~tKX$_8kWmsY^`E8{@XBI
zEm~eJ>T5wQ`S^-tY@W1&P)MxgcLNVnH@F4*NABhpzqhQ1-x~6*{}dZjz&>G8=%5}*
z+acZ9H1nLWjL`<9Q&`Su4~V!W=qQ#3f!SGoJQj2q%AA$Ar?L3nrAw=kk&!v$ZO0YV
zQnb!r2z&n?PL>}1|6mtXyqdh;f>~f)d4!ENS#9diKkVnB`7`SDX|2Vc_ye=TE6Zot
zu8g+F?pMuf;z)IO(&>Jw8`#;=I5BCV4vuxFnKhh0m`=_|VuiyZQ`koy`yJRttv$no
zrU}~)mL@^0ER6U)sZ}*>*-uAvMuqu+Bnw!rF+L{l2^%w$G4&fh7_-$Z7g8#pN1olm
zG=lO;UU2&@#5FWX72K}lyZr>DN&Uwn7BwrK+TfSDTaZ<OkBCD(@7qgo->xkgRnNb`
zk*dhK@{F)mlX=mCbndspe8`E!*rIyb(X?yaE?q>Qbz(&?&Z0Nk{Y!5<qwBARlQK2;
zOH&yQHWsn)sYf(x2>>@x54{k>#L4N992$ChPt8Lq{8IJg$vCTu+)~H!I-&6EVId(=
zh;_1`nVuXLuq$Ry<2RKi!=lugLh+|h>o=n>@l>@2a*^UXX{%WpmnRwo4(6@@4-X<Q
zpWLy~<lIhA*L%Kq(70oi(TW)0R7Ge>^yaC%%!mp!S+&U<J&78a!3V?T3R;dnWv?!k
zXHi9{n0&9pG(XWJvHIPIp4%$9<AOb2Yg>`~<(-z&`}gk$ekwwiXxHP@a^vOAGUdYr
zX~C^y17H8N@%uJm^-NnGpbYSzc(K?AXzIbNrhuslYi10UE_uJ)m@9`{%l~t&Zs|1!
z;GdFvq7lL6eod1bQM%R1mOgW538PrW^R$Zf21y5C9yRUwarqm7o~3MIVF5Mn!O=pu
zD<PX+){@77<<-ZoE5KoI)><hw{NrY^dm;OFbl+bMF6qHhM!<2mcGTj0zsY2J47UA#
z??gopLn9kA|54Ly+Vb90%-Whm%sTZsZ^i0EUIt%vIy75onSDG&CGhZzQ5S1U0^Bdb
z|G@h>do~@k<~2I@7t6cV#g%{*KzRz#3P!>~9r^sk&dw%rebf(KNb-#9+vAEzy({z}
zTQfugXCoU3N)+C!moMLg`h$EDB0R{gmXSuUKOG`v!@O`YHl|zThKF_D@B17-L5av8
z2STMQMlV${hP)1g`9?I`2JEe1C%wQpYEC5((aJcw0OY@V0HqBxG-MdYF50zn)B^KY
ziDyqv<%%5eT{av%M520nH?Jg^GF`9&Xj1d!@e?N&TJ0r?uk<TJ27Jn{8+CUN8P>|?
zB7IPRLG)`-o4<|8ms9q#k7uGVK^v7SJr9S$Y+7unGbeqvlD#$;jW&LCbyW>WmI&=J
zvE4TJ2Q(E^PN^4~$r5OMjDcw$Bo^hfx2XrzcOf@MJ~2Aj^YlrxNS3B$Lr1RwH_)4g
z*J-lw>4bv~`l;FG7_9l|&2buttw02{li-2I9g=<{xgb-_0&{1O3X~rv8;o$Vucf~8
zD|q916<KLsD~!P*xD2)#Qj@7|*8&BQ6${biF48ZVE>qtfD?Xmx5&IGpxQpo+7%Got
zL*mF@Tgyv;)Zssg+$nA3bx7ak#QfIDn$q;7)-j)s7;pPu8)`f6UC(7Tj#0IiNn{#>
zcW)uO`|$Jq(#R`p6P>0*RrupUO7pVjsYuzG75w*CU-)-w@%sjtN;AdRsWC{iW#)1f
zz{3miIQ_*rpwzMrS?k!faeFV?Z43wt6e({6F<u&Al-<9l30i3m>#Be@z|kR+0O8(W
zlY$X1hTck}+PgZcO@mI*=IcqXpg<R886pBlwV@3%k&$ww!^2iKK;CE*k^L-x4fRa{
z|4svAm@`ExHNp4Y!AIL?y%xAo32qLQ3_ApQoP~ERiV9ar?YZbWpf*^w-8em?^x)z9
z8B1)s<=N-JG(a~*(QB{a%0GYJnm_RvdFy3^Hr7cAJ<jMLVpwNi+P8Hd{sX1|b6^-x
zlE$PS!Do}6kAur$n`xN{rj(-U<aQUpu5W4LU~{+xN0#RelG~N%zp4PDI;{DlrVyS@
z9LYbHg6aHKT!UW2KcS)LGf{lw_WK&1lRhi^fRnUdhA~U6rd1R@c*IBrQ-=BjQx{R*
z7`TDbMcSo~fGeQL&N`9YP^OUNv<lsd{w?C<d_p68J>S*qKaesh$vLGf`~$HEoBNpp
z=La9N9bnv+u2cBTzd1J%rn0rB5+79!sQ$HYn-2sdly%-Jfw31-v6qgWd%D5q_tIY+
z4${vX0MSAUuohv@2P(A~8pZ1h9=uwl`EbVOk8Pi1NQ_I3x&FI?Pp?!QN<KnWWt}nI
zXIdM6_NJJdZgF!53hkW&zK?f(QOorCn`DOk!{OVgwHW*u>k`O4d?DDhxzR;%>6+MP
zk#k}FcB=NCh3V*dd+l%*zPrC4+X9B;5ZT_y7-2G)mn*hEVHwXR<Xo!VTmINDSoO>I
zkkm-WBQ@p4Swkm0`IpxNukwfrpJM5w1<@@<L}lchR8h|#PrBji2P2#1AP4a|*zjH&
z1l@>K2=ktj+4023RVz#Sx)zdrBKkV=t~Rnth+}Q<{pJLDIghn%+X*&5x%!M*hrBjW
zEu!MZm&J9^qspR(mrZuwGF_a9m_c5Cxf?FtsGU9SL)3`n03z{eiHpWrZrG|PR9q}u
zlq(5weFT$+hJ(K~@c!J5O|-$YtYIa~xGKPJU6Ln1%K{7$qlyOi!8_yohuT(ie`<56
z=IDQ^U&F{EV!AkO^u?+;Wi_j|hQzyl$B%(6O!>QiN3odJBiCD^^@?@VBJiF)*<gK)
zW+W&K)@lm;T*FAcS+<^lQ&_i`$=u%A;W7C>H1~?h=0~@VXL-ezO!o0b+aHoLVN)|e
z3xo-#N#;LlPN^=?d@X=SM*%9nXMLlBQ02;}YobV6KyC&$KT+;;kt#@1g1}!nlJ!BU
zhTq=Hu(frEW$D)p^~w&#JV(yf$b+??#kOZ*%_>m6Su^nc;^x&8fp&MJijP$3LW<AX
zOn}9089Lb?ernwosIKPn9;2q-*cVw6Nkflkpi>bVIHAd-D~U>_GwPD_28%VE>%8?h
zKy7+%kpQsgmxgOk2<4?8i!SFFx|u-7Hd^P-8(!hCCY=X`3Zr1yTJJmuQ|_R=`vAj=
zKvi}x`}uhXgU(z{`?|)_r#baoV!A&9DsK7IU01?7j1`0~zHF5bDzNEA)`9Z0De1)2
zIcQ~zoy{{haA@u2Q+qD9p>7AldGa&7=<lG>k5)}v1=BgR%v|TPJRHRgu1%QQGCvVC
z-FD8*S9oI>m@sx#c%-o{{jsV=F`(4<R#?H?f4Xw1B^6KJ%^}VjB?=eXzv8+y@_qN{
zIPmSu+W<wJ$Fu5<Fa7xUEt|7xngoqY%4A91ymAMZGyvu!E5;&0{~D&NsQTjF&G8`<
zwg0QSua1gxd;diQ5l}b>2}Ow`g3<^KD2+;&FoX;#-Q67m3er7v4Gq#Tw1_Aj!yt{)
zAR%2d+&%jJ-S6+lx@+Ba*SdGz_YW86EQMjedq4Y$Pb}t!qeYJnVM+#d)1v0JzdWhh
z5puJ-ljWUqlB#^UCyU)*9}-H@^`Ax4Jk&l<#azk$?Y^hZb?ZikQ=|(=fuU4@%eao(
zn4iYBqP>EWme;?SZ4)uL2Bx~Yu1gB&yi@?ZQn_io*#Wkg{csa;wL-i&qenK7>d{#W
zK*9|_KijSx{iUu|+rN_<n;T+DEpL3}?R4hVE^dy;Mh<#B63bt|CWz6qZn+~3>GoPs
z+Z$}2Nm?wz(h>D#ck_yPc!$AIN8pF`i;ZB%Sq&!Me2WJQTMQgy)ft2}in`2*3Y4Wu
zcNC;)G`WQn(@?{|Bd(?_31>{N!&s)G4^H<|>NzHRrAY7+aiUV$PD`tD1~VMYPc?w>
zRXb|2p3OTnVwnbar{g8&0<xbq%-5tyRBP#7y2vcQ<vW3GCFiX>0tRS-4QRdZ-HeBN
zhvKYgRw66(V@vccTr&)i0SD=lA>#&$dQNBS`-R3wSxEj#Q(OE616==SFf*0(7)alU
zBZSeeNPXlQgT~oUA+7u!SukS4V~af1_4V#=BDq;TA4e}5n>TWchIQRAbaT+@zZ<#~
zapy;M6*MQy24}{8%ott2r<ByzDCO1MUTX{nIGaShLLpca(gwP+gL=>`#_dh>oe6(A
zg?Ug1-hKe4f+W|As?8@J99<emw>niw{{HC`o&$>q^M7ZQiOhY*)^bGpxyM3UrwTe%
zog<wtz1BbWBxDTBJarXTP&(J?LwnVTe##`$=zOiV(_G-K2^e{7^e<;?)Zi|~2fwb9
z@F$KTd@a2!S6DbJ3=L~}h(z$xIpYeh;0+Fr9_Jfi*I(IrRN!uvB78!!mbb*=)XH0c
znqBJzRw<wt(x~Sv>h0={+1iJo_XdOS;6k@pYk6{sOye%>J~9e*4D@Zy%Ia>@(73N)
zn5^Z4FIipNC&e=SFcZHERRPSS4DWcC&gW|CtUJqLHUen^TM85I)<<jS5bs)3|1<5@
z`HHTGwTBW&_;^%BtpNU?b)stcF1+4+PS;lllVvKD&r#LDmI<xW*iK|4pOGK{%?NzB
z7M<KElclvu27y<7caIR3Gx^MChPvcZluQ2{(n8YYCzO)nsO7{(?-y{e>SqH|!szL-
zg6PhNXyrp=sm|f?=JJ3w^wl2rt=56HAA#JMl0IR9;Vf<|$pA`;5XWR9yrPu+kkQ(-
z2Rf4915?gM*SPbGU}BEaU@rToeU3MQEC(HVbS3D>k7k6qu7>p`#IF_*Mu9YY(QL~6
z>k}G_UgdZ*an@F^irNimJNvLnP|n>WdSFLriwa2g8}H^G8uwqdVSW5)3Q#e(+deb}
zkvg*`K--kgtd{NACA<KOV9<+_4e#<3uAg$cb@}{kO^CIDk?7ScR{)7uv&kJwA26a?
z#|_{E`b7Cp?$Hf=8F{Gild8vm&O^c<W0Qz=)_X{($>Xu2#**wcU7D|%EUPeAwW>SB
z(dhRi>AtULY3;5nNTk)`_m}%Rhe3buV0J?k{bktJ{Pvxx$8AV1OM`i@2dMY8XgbBA
z(VmDtebY7oy`A#rs99U3ye8YOUpFllbnubdN<WPC2(LF3ccy)!5VFvUSYA?T^=lz=
zOk!~x^@pi^o*aBy(`s}yhZ#SNMW+D6>q1gOA|SJ=q!m)`_ZiuWMpkNVYudbco7vb>
zUN_60im%kV9VZlp>vnKrvl6lv9}OR1O^+7V10EJkaV`rpJs&Ic$)O?+74r76(Ahkx
zRxjEa$w$o5O%KRB9&ByQdYK-r<Yw8{OkTG8JO?lKDehuR(EI$)dT?ohaWjb~fh+)5
zL$(*8=8hQso^D^j&}2p(?A&_|+T99(0Iz>%L{3l%mOI~YuNK|fZdeGKG>6H7`t<4?
zn%V1emKZH&N(-dw#&Ha#o{omlZKRh<6?d$Pnc1}NR9j|fE&J2k8yq4JWOwFKdMcoS
zZ`l_Y5pEzvN=!2Rp@P`U$KtNF|6;iEO;_!(YXJG$UL#1OG~rGbL$)<6ajc8d9oT&N
z;?|$RdoRoC8*r#uUGt1*3%J3Rz1zgsXlL(LMe1EimjezgISDD*s7~I{_@O;FNAIbv
z^tI1mzVdk={$*2}5a=v{#Vbmv{#Gn8CVVuLw|XhH;aNCAW5L@wEPnJYIA=vwyK^``
z)o`^&t6>6jRmW;$)MQ}xgUtVcMbb24#3)`-yLB(44UWeeFov58KGM^#XdPDDd)9+&
zBbT4GJNjDFU>E%d5Qf*N2O#gb3vi;XF1x5G>W=CwCSG+dH@jC5uTN~l2l2j3Yh@4f
zyM)t8_(hpHJ+(kcRy(&Y=#Z$q5em25n^qtW)kn9rh1OOUp3p9nh9-R?5Z~FD*X^2~
z9=i?PjuO`!tFOrp9C>ruR8YI#ktFGe0=sabzkhtm-M>oZ3OgVRqb^@(i8!yA8P3v!
z**>mL?qITd5rVtIAU`7sr(Bob)NKb2X%@p?d;k<kyYaO|UMdSX<4v#6d4zD1;GFsL
z$?~0vpQ6S*DBZhyuy>uqy-W8PA(DEx7&&j0r729Um%8Z$Lh<wQNN|1i^vR*igd`O=
zjx^G9g-hf1;p2aZMyn6j;~os?H^>n2k&v*+THU_8J>mwCT|*mM(I0~HCfb@Lh@#Ee
z0rgoJ!GUYd6?w<QOL)^s`7uZKmLodKgmBGCQvSMo_W=;wmJqJU<ATXFCLCK*AO|bd
zN$`BL^mUoL$|d)W7&yrxOMpTEWk)J*&!=bJndCV(h+2L_KMJ{3z&L+;@}>XlSp3+8
z<y3V7MLfpfY@-Dlhq;P}cWen0o?;u^2MA<!kY7|g?L+KFDSVxDQ~(yV)yg%5b=c(>
zpIU=sA+^QSL2&Kq!(?g;Ht?c;$gwaY7Y#pK9&e?;dcs?4MetmKGzRX!!(Mnt(yD&m
zS(UWTBwTdC-Dh=>8t-Kj+MmhySgXfr%Q^q=EZLkni0Ot+aIRoW^D6+?650}Dd3E;d
z#{*m87`xeozrk?712Y9Fs{onX#Mz7hFe5J0-8?jJIM$4BEGn5`4k3ic(I|+E{TRhp
z(u8NvhA=(%6~FC;#9JSZy6GY(8Gur(n*T}3h;geE&0@Qv)^YiJU95UU)}5iRiVX=&
z6|aJrdZbDw_US#PDD)*Nb#jQ(mxl@puAB4Jjit)SpSjb895o13A;R4H;FA>G&D(yw
zR9^}@|G))zxa#;fe~nREcqv->>ot+^Q(b$m^kFAVEhtBi!niyj$CH0I$8aqbKOcR4
zw9fmWw=C{z{)+BQ-*vS=^FYc5`;3EMvcQV1?Vi3KEha==bgpm^g{@VzKJ)PeNVBqY
zqWW4k1SqMF?|ws6U|p4nO0UPqI-R`v+|n!ywcjlG_GP$al36nl!Cs*GJfHa%s6fTR
zasN#)kW^7nI!j``Z6z(W{ouA2EHLnj<`sm(RN_5GPDO|ze*UrUw`b)Ws@?Rvzb!Jz
zK<k@zLRMRbRE+s!!QWZ(uCVhNZ8-8l)2H-Yb0b_zrR{!bzg-RXZvbC2!n!3Y{maOS
zJ?Omw=oWy*C>(qr5T&Hj46%1C$5(Qf&ybdNHsHvS7#j}4S5lF$)1e{_g~vvTmx(&_
z)LQ4!YG&KZHhYPQ^VZ(KGRlD79%ru+)V|D02dkv|q&pLjb-}x2x9}Ryxa?k>SR+h+
z+Sq^$H#lX7Y%Iq=M3zC<RO%h3C2?RQk8h1)N-htWbSeiYjW{b6#f+4y1U+TDf=WHA
zKE0(SB!t@~fs48Pe6-4TjJ(<wD;G9+r<j~c+G;A4gPHFBZP=YFqYA>`f<HeblD)}C
zGVzp%6>J%I+?J7@>?w$@h$pjiOONcsGG#ayt7K-p|Eaqr;?eS~2X55}7$*CQUTIx-
zCgIgQUtw5V=aTJ9mqe^^ZcU;>b#Lk93#40|M!?sju{;u4eUoys56i`928K21X@1ic
zvhf#sxg1YNuczyPBjhVOUOD*Xr51rKx23@lNlYfR62|QI1WyHr=)iJu%bfj`W;K0h
zJWEKfpx4tok<z=jva()d`c=NK>{S3Cl1*jgD&SEQ5D=_=?VDbgm5zcW&hSW<TK)ac
z*{a4?*_K9XDoeZBgsN|YfV6nNSiZny`$o<}^!O8ptU6Jag*Ws!QcF}jYxv90l)|?K
z)Se6RGv0=My)t@d^9c4-R&ZN^eF}?#x1xjbSYIAGx)b4H`yZ&l{jzFLWqObmg7O&p
zgvu`ieG@-#o<o2*m-PcVQ}s^(4KUaF{)X>5QW;H?2?lb8<>wxbaaJ!v*E%~_i+Zm;
zCnb5r%pjy%%PBVt5pIr<CK^DAb{aeq=ny+EknH$p*7>KD<*bU@1)tjC7>&iV)2sPr
z2U`pE=43H&;4C9Kg%o3w4J^T>A}2LZ7Yh=h_xe_KS@h2Ay<Jgk+Y+!OF+DKYp=P!`
z9_feH%Y<G7P(zi|<)U^<3d(GN>noZG1s7@!1?{~eL21{KB6n&_&$w3j`DVL~M&y^5
zv!e}`<HVtG`8DeZqURZ@eKpFFR_r;LtG!m(qS`$T%U_rIEjH(5-dZ%27PK5UeM*WX
zZm|hUoaGV649=C^^rpL_#<w*may<rL16OeEY9U6~?JwPc)>BeN>LWtU*&xD|&qja^
zb7t77T*_-Lr?IMojzq8NM}lcusMkvK;hBe{Q|i3`s|f;7jh8NI0>Eeu)g9V0_a3*g
z-3Dsv$Tjbkb8&T1-cRi9DE<kKQfL$`@7ciGa6(rhc_=(R2eCF3b9AWD0BbZhRt-cH
z=DQj^LEFRsvCU+4ZSBmYXGPZE#Y$msF+wm7j$rfOl7KMDPV*ZQur6$YDk?x6b{=xj
zHGi+qbxM{=Ea_P~SAA*BqIMHVUAfp9H+&pnkDl;I0BN7GwaiFVtK2|tx-qUdY)cfC
zT>Q*8ngw!rGAzJlDGuN?-c_+VAbEG!+h4iJRZS-MZG(+7Ju8z)Y9M${TKF}K_4ZV`
zsuH{ZGHd5B1u1{4IhDnzO0+CE#wLC7Np0-qSj7$JEMISn{0OWmmW~l)iP3KrDfIv`
zzgdtRKR@6Ym!n|K&UM%Oru(UCe4Ah`I55n8O^tyh3?gMz83#wUWLA%;)Z)}-@_w+P
zGE1Re_$Dp<U;I^o8*W8#DsVZzDNYr$mkx(#7fpf|lLz;{r?{yu`Au)<z(mcS{QlE@
z8Fv14gdJeF4l;EPYY;L$@1wW@A@uK0ZZf|Sn)Dzi&1Ecllwn?$k0F`NzM*nRxu#H=
zS8|k;AztW)plYl9NpcR4gb=8_Zd!qawWtK&W`!FvgRq^hNADwDH+}ZX3K3JJX`i~A
zE_1II%7BSQ^g&<d_^5aCH}1H|x3otQYitR@y_8V+VUHNlZHDeQ&~rFu%?(&tDppD(
zi(K_W2okq`%+H7@>A}mI?jAj25;mwB`L3D6%!i3u-_Puse+))dzXu^B+}nph7y`Ln
zPN=EM!o<ce%P>C$rTby5H^&{)IlQB}Q%|!0Q^+aQ&|(pe=07DNe6I3PPzNTYdUoi!
z{^|RV=?&MIYoeTxt%vrS8vX{L-E?M&5d+9_=)0N}z*L%m8_m~Cx@t&i)EW3>h#x5E
z(0m@nv5&AncFESeUPonH;3oQ3iNxXC;z`9SNe^_o6OQPG>r&Jd0cmWVwo+B})_9Au
zV$=Nme`JI`XBQzLz_bmj6ZzZQ2u8viWmBJ?3jJxPj-aN!iaj&d<S#v0ZX<b5WjntN
zj|S%?r^e>kZYDm-TP`CE14VR<5LOO;{-c->&SIb($dVkzSY9Y;y8*kR79WfvSSQ6a
z+GQOUZGamg8FwT2JBVnUEm*PoX8As4lm)>(VOVdjf5wDk&QCU;W*Zf4eazPIhGK6O
z6)^&iu#0J7XgJBDF(8n913+!W-0g9VhL&~|GW3ayh>kG}*QmMsfu_aFY+R6<7uYV}
zRgB#uc;1{An^OVy(5L<zY|ubNyTXX;%ovNfDjKhN(r*V3?DB_?6Xym}<jGZb!*UKa
zVyDlT+4Vqsv(~%G7>ru;2lJN7M{Ar8m&5ho)rRJ(rjzmeeq@$f^CWNK^5r4j32ayY
z8`3KnJ3ck2oGCaL(<}b?!0GY#PNCQgtsgWM1<TZeox@aM1-+s*d}lU;a?ImeUYxC~
zvU<M$b(k{(&gC{3`6;y>of{#(4PA68R&moaa+&~Z4+6{P&^gf{)Wli0*2(ksT2nyn
z%zg$u*NctAiKLW%_;TM2x0_2wkW+7?X!_i>J4fQjE9omX!I2b#DzbhiwFB_wfQjZ@
z=yN*Z*u0*$`c(vbzc7pf`t}zP)tGW)oMjuf2+AAme90%|ay$Zso>5+V?#*AddZV>b
zPjshQvx<a&AO@SlHQ=QyR6EcnCaec26F>!ugulswpt#sj{DZ3=yTn;<*#K;Zk`a<8
zKVY1FM-oN|)|dM=n82N|@p1eBw8-)r96;%Q#$`Z@oU(qKAFM%zfnz2oWST6oQ6+1|
z5xq7XF<6|pz)KAU8QUX%q?WNSl3&W&osM%%PP-NpgT44g!i;{8A~(MtdJP_%Gk5O>
zC#%;qg0W}qD<M2;D-IY3z@A9b9=r!dT1hXsF`l^~H1dl<R4e1d1+{bB-ZL<j#xKKu
zs+w6LvHY@sL~6wSVdoV>L-y<Y-fvk+uDx!216xxS#K<=DT=;m!#eF~n>hS-m(uexo
zTB!V5?AEPpAw8a2nRpm7-w^Jj?HuPtwTiFQj?sY~B!OK9Il@=s<Vw0G#ytMCXRQ42
zDa%b1BVSN$0^WK6+SPR)PdWy_0tdA783~#wm^X0b5EL^&ZuqM$6gO4Rd{va<!(BQr
z;~m5*-^}PE!hfcK{V!E`E&Rr^F~D7?w-zhJm0RvnE#K-K9;33LJ*dr-7@HcRo5rC4
zQ(0Y`BsVU32;sW-7&8ug{BWEU081i}HOEv9dHuyms2e7%jJFH1M#za{XRCA@G7bvK
z3;r5X+LG_<uL@`N{a{!K$ZX=K&BZsofgl2!zk%yrRU%9gw+f1pm2Wpd9@HM8qdk`8
z%W@kQM;lr2dIy~U1V5ios@Y$YxH-L5VEd^PR2F;8D^n8$GDNi%Q2Bt`C@|SAnCgiS
zrYzzBeZ7ukn+zsj&t~H$uUyb@W}V@qQMr2zH<A}VSl-hEp~t=VD75Nt+DRtWu4d*(
zTvK880$>-*B&wsTIN<20(W1=ACBYv<qRxQ`<{fz&Q5M(R+rLs}+vpiHZ1MAJ03eBL
z6>r^d6ZEEvL~uV)>!&`euMn(vsES(#l_2f^k4EVZ+RS8i1qbmjAIXVuPY@AWyr6cZ
z9V@K@)ofHy{|rB%VA6z>k-BX<YQU=Sm3HLY#a15;C)DelZID@h-#lVHQR3cpvGx^^
z5Xx54(^HoZKvA-^x=Y~Xp$;v)155hJFMF>Bkn_&3_&@2#+P3{o!K!zeN;&b-R_UAb
z!5cAw?u4WVn-av`2_+#!n@DG+#|6?>6g12AphUnsuuy}x+bVM&zgwHEO}fk!DU}%8
z0`=^i2&hn~)FLE7)PQ*->-_F8X0*O;KV+03QNIUrqoR$`V+96XPC9Wz1F{=Q6=^nE
zB+H>j^59;pl@1%c$Xha!-=ftVOUaCc)EZxvdc(U6Hdf=j>nz1V@6Ul{whoZf8TuA)
z9^W@AkX$UVTa*X2T70c(5@-szbatsJ>a~mORglFDP8vGJ*rDNiG7<H+7zx>MEd+H_
zZOfzB+^_~=v>q0YGRju){|TmQxNHF&_F`Nv^Gb2On(PpQ)M9d#&rSjJh21it$KPqu
z5Pb%2Wv>0lT}YM_x6XnZ*5QM(Jhf5$LVTt8pM(-a%_<vGfh=0rWVx;MCgf#Y5x>K@
z6esF&AnTEYB}lO(G!oM|eTC$wYI>{eI&P^I{>^nByXnqQ6O?06{;lBFQ)U_{FCj^V
zu%Le3BLpChw|oI)EttVtQo*y<RIf{rUfEe{B^sMC&z=O=e%G;F5f7)aI6JkpTz>%?
z$v>gHtiwxtc<V!Vx2}wivqs?+6T{&|SJbjyz!uA9>m5pNYlBW5MHuTv3;&!SZO%>^
zCAU6)HMX3*%^}<3ujYsK<FvMR8Ine3Q*|eR4ebtk$D`+ht`nfGU_Dj6L;=VN>-%Q;
zMa1E7j3ey|{)fYt#ogVYV>V^nuB>+w>PzBRgH4yF0gC`cr_LILoC9k8OQ(?T5(?HV
zGyypDy@Uq;{$tAl^QdLF30a!UF~3-toEu#g4fM=JE>3NXlwwQxUE~e$-y5+-(*Ih9
zEMhk?(6^oy|4@M7QbNz%^iGJ)sQk9(P&ypfRR8+ShnWhX6s6A=<cm)wyaN*OmF$RP
zu+_f;^fT+^O4IT4#qC85ML}|2h+|-A4D4JcQn#!C1eFSM?<OnHZrQw$_&j310b#Wl
zlmW-|h$X&MkfZxis+0Fz=`pjk8d!>wFaME`Ov?;|4wWZTPE0L(eFc=hWA~=(`xEL1
z5fbrf`1zQj;yhB=xR`MO%0}?1tnfp$gG>!xB~AymBu*pi8!)~onUJIvlOhpo{)i{T
z=frR887{`(ouH=h2tj$TD2I;L0wi`19EorQ9V`C0P$dqqzrTRoMbn?<kd<Tj(|e`{
z0$IUSymhm3c`>!xSpua2P_E&~*d<Y%HTji0P8>Y~aTQrCAzG!oIu*07>QKeU1&PfG
zsqy~3N1xz;rpTu{;imL5vS^s(5+|B@5_?j?47%G-xiA;+MY-2QqUGsiD7l9d+6-XW
zwh~*c)D=)97riQWWH`4NTN9!`UsYenvn&-tW-q5+%}3~Wv|fc3^;t^C;6Sj23ULS1
zpIh@Y1BPCI0%wk}ISD{qV)vZ4`eGeH-@PCOx$IX8qz`@DKkF-kLTvG4QH&haiYr_C
z*ec(T(~6zv!`@yJxMe%YN%=v@KI^8m5L!~tUgxs>o(96&JJA9LEKB)?Z10e2Rpnv>
z#zwq;|8R6+wIIfU924vV3NtVzLoY7jS^k>}nXX>Op$7t19byAoc0+>>SEjiUHOMpQ
zTVICGUVj${hN30oWxDq9PEVdQaLMC-4cE1k;_d{i6eIar3jPuqCT7(8vNAO2sddbg
z@*g%TZSd&AkK<Zl7;wRVw3baJ)Ywvp%QDUi&q7MkLX=3}Iq2;BLL|<tB?DYciLZ>d
zaawO4`6(UZl9Ae0#uPpLTO1frDc94<PJnY(h{Y>;0NNc30{|+;pv!D}ua=wWnnIU&
z46Pfh^W%c~`uvSxLScUME-Xa^tE>Fmx^Py#sT?sHK!C(^&<jKas>rQI3D-%Cr3U2=
zx(&vgiGZ<Gh`vxC-a29V#w(^53M4Uuvo0N835mp+VxR`fY(<J<g4n`9X!I!UHy#a}
zkd<*0LZ@!*4{);`4l~`EL?_V1ivwld_t5$<LZS`O+U7@^8`niw>Q4etFwn&29zN&_
z9tAn1FqB;^;Y|G5;D|g3zO(5im;E#991<}4u_WeAY#^tG@XF8dkNDfTqtK#imvpdx
zI64Q3at+Q*64G`5+=b4+H%>(AzP6dzoS5is1@4-<`{3&9LVji!h%=H0KWo=85Rnwz
z$8Z}mw&CwBw{e_JsoIs<M`_+oAgkn1Yaj6hBznWErFE+oW=(TlilzVRX(`)h%i|ax
zb1dQpXL|yc=ej*eeRqY{OWhyaEUahlrN<U~A2Yh+ifDKz!f7&$!&xEd(}Bg`F&J;>
z!~StNUBlYVb0(e_;U%0>6G^!n-(+H8eXb-)8E9}_<6mVzH&}?jGHO<r*GG37BBq^g
zQm|4&MO6YD$tkhS%==ijI&3&7+HwoG=U4>N0FDpHJ_w=f+LdXaU=#G>$xSVKb2C6M
zPCJaxNqN$aOCr==Vff4TJ4#%x8F2hnS-g31U~Qy!_DIGOKPbPbF&-aLNL&QR;0G^N
zMwzc_t~D-oJ;V{ane8Ho$+@nlOkFKlsXM$!w{ifNV4DGWEMn#KCpqR>zM5G+d+*}n
z;?!%*ly1_Cyjtvu)&de)v-3c3qNn9jHe${NfEZpPjh>A(Oe0d_<YKU$A2ZH87ya0y
zysAOEMLSy>3x-GruRF2clDI9vO+%~Kd3E66l!EKc(5Iw_1v@q3M~UCT05QXpz-r`d
zO6}!aA32v-%VFW8yw2q^a);#d6t}2#`8R6K)Kh+h>(h{DQ*U?qlCy<(tjY26@wt8v
zp|Se@F{H$xy{)402g%mAs^>T{6r3@iwJ*T1vHN`V)!3LbvCVue8QV<5#=-sEJ1Ebk
z#g7}p;1l*^gV_V==@;Qw48x4pJNkBC?ByHxT+1lf6pIOZ?t0=;pIFoL{x2mlmmdko
zH^_-mi5aw3>O<026EVNHSrI;M)<fI#ri-4`9}2Ud<<`#uSe!JI{0S$+BW!xI-XMcv
zJg?eTbTv<tvI0p;66MRAN7x@PMBylueHz{6(G$Ay-R!J!rd@I=qV$(Y&S#|iI@VVD
z{sp~`J0lg6knv*bir}6a*ENqMGK4uh6L8A1mF?@TqhBV@N7v#bjwDJBbwAjUXHHF=
zsxc;>V|xEKtV!gb`{FNpwwC9$l4_0uPKp>{1rr`s?;m^!^w!pa5zxzaKg<D;Y*9bK
z0NkpzXr)eravLKblV0h3lU@e7Uu8@H^m1YOTTpEax?sbjFO4Mn?Vjvi%-<L_$a(h#
zgsYd%pr+Ub_+h#}c@a<Z6Lm1&oT&HgaRG~?swR)it7H$2=!0_m5>aNzxZmGkM!dR?
z=pY7A)_);T0n&1Wn?9*t<xEBAJmI98*Hdc8z~HFlVCBB>{+cCzAv1xxvkKjtm&G4T
zlEo6+9egeFMPB>E5QE-!QTY4S2OhiUwAB1sIm|QdCeuOuoRwLb{d9R3**pXOYq`*p
z(KN5?EHAxyMEmG@lmsQo-rleQddeMgFC^8+YzpXyoV;ww^Wn>jR5$W9P1MVn$gMiB
zqt@aIPtwA^W^8a?{PJrrCp89WoeUFm^HQL;Bjj~Zl*DaNF_<AtBdkp)?1lo^?>d)t
zHP@{v4J`d_Nc(#o1NyT1No9>16=OXMZ%DI!=tm}YAr1V4h|7z%CAL@M2d9em_SeTZ
z67mXd$Zy14tF5qBN*1rY1B&mvg0jEWy#6Ro;V{2zG~BxbqN97qeQo{|RindNx?|M0
zUO+rmRD|)zJu!hbL$R<V^{WMu5}dmBN1U{#jz{!q^)Heuur*%Su&NtvW(RBTboyf_
zuU9h<hd6KK!x`5*gH#JyJT^o~#<5fMHm>H3<BucTmsqimgr`uwJF<rpPZV)Ym=yV)
zC7{&R5R?mK6NQ-{S>3oR&`<JSIZLedW1y;mQCrShW-H?4Q3FNF)=IM5h_HK6k0?W9
z%{#w$e#K`PihD7owFdg*8#8GUwtNgoKyWYmTa;p)N8saOB!B_|l;D^B(a!SGLC=Dn
z>7r=<6VHjdZr!4=?r#ir@WeKMH|cezm!w%W%5=Lg&&~^{8NwQp+w2`);QsGKm=-tW
z?U~1}2_X?y6>&~;OGH%Aq&mNb{5?D%w`qcP6B9)Ye%E5i9=~Ycx@#veqs_K@9RLw6
zH3}){cU*~eDYAi{=RFG!r-D0W4jOQ%SV?Brl?AGAAF~79frr4Fsyee7yx1RK*>vrL
z@~~X4_HhuK>7{(GErsHbTY6-E=F1(7tB){0?Ai9tc{$d!aEh#nHLEyrv5_3m^xS`^
zi<9q`h>f{!iQ)$`zd+GjAyd;HG34GhM^AZ^_&77(9DxiINV4MR@|{mt^d3G?1i#zW
zl80o;?VK!x9kCD2^Y|rS69$frDXx=~sP1k=m+AF+T~f4cFs<jx^kx3Yj!OwJ3jTI|
zQ*};agEj9ZsZ24ojbI<kkfl^gY*`PvX##tU6?vSH()VaG4PD7t)_tLi7bQrFuwszl
zXQYrENc;Hsyn9&cfB`#tc}HN#L$6i-i>V_E%W?PjhRWfilq4?e<o43odO1g`wPa&^
z14RDX3QL2us%sD4WEm{lZKZAi>uT63u)6wj>q>q65%*N3p`NPzB6Plat+ih;t~*L}
z-F!0rh|{WY42zE67kh{)qqvMz7Vq-9<hu|~_w#$V+R19`{Jko+=??RX-_u+1U8{3&
zQj{x-&uT0i))WOgd3Ytd4k*QFL8-(f70siSEUFk^-G5Z8)E33mk{{cVH);so8je)@
zATA%D%tWWcIc=d{lQo7>O<gjT>rwj|-D`wD1%Q#RThPqbMB-AxM;_@P-%CDj&{u9S
z@DxY`<IRM`_{uWf{Vz4*t4~_FUS(y(SEgT(B>j3ERzM{p|IOv)=+i55BsV!OG1#O#
z_K)m-inF7+#3c+-a$ZPLaaj|Suf$P#xj*Hs$42E(vb^9IL=UHtuBEhscDf0Dh!WoM
zTJ~J2InDJiXnA|`LFKU)y3rB3bZPFff7~NC-k52fw$o@t$`#}9JpYfj>%Zba198IC
z`|*)bEp3JIQW|xUA%1fIW)`y8XSDK={>2;3%d4!6`ycT6z}<4|Xf?p758z54lCgEH
zd`wUG)|zAx`}9d(=}nQM>4$z<TJH1(nksL<#P-7ezCP&77;9y&Kvi|wSNfBo!B>l(
z_zi)T#!FW<jIoJz?B$CdRZiqIxRNRp4(^wQ^-d^$NhgsYTXufJwW7GjN)bN%JmuWH
ztwba*uRPfqow(nOR}`Q?EZ1hXscC+f9c^rUqG1Z|SoJf5S?Cr?QEC23PK5=<17?Jx
z*7NB$r>uyC0I#W7!?whmG36HYo*i<xHb@(&l-_eYUgp|fDOC30p3+Y!T3NzGs2DZu
zs9n5T#YEKQt;tZ??|-%BKu7WJ7@X{gH~AJ~)8wbx7pGRor|PAa6K~zqSiaO$H%<5c
zcN6>HQB}7y|G^{X*4ZWY0$cIq%W|cPaWelBhdu|h^Oe?0q^I}AUK{ThsXVEh;Mb$L
zb*p?eAt7$xhO)vQRTO)n=Y^pkjapt7<7yh=IlSKx(#MfPnHwrR_vqM>HL^mL;jG(~
zI-fJyEkT^e3*;8bwYY2tPq`G}{7B!s(Q_VR*dL;$>bFEnkW`KHt8IJz_zIKTT0(9=
zEkwBu^qo2?9ee@UerX4GqYe7BeoyM>0Cs?A{(H4Rpx-aei#FVME8-Q32BNgR?(Zk(
zDZd8wIT)<dg43MtKIf_FWDaGtT<%RQOfRz>Lud~@596g0snE~WL?J&3F(^wlDyTR5
zdX_6tX;t2!I(hl}_f3QQrs{V9m06kT50%-1Pl=)8qi=!rU$<Q;XlYA;7vr>-?}VN^
z)iNbSA6RGOoQyDMhfqKj(?ii|D1@cWqmaW#A;t76eKvyUt}V+-?vR1X-^z`k@dJb*
zZg}cjp$cuz;h1Xxw?Q3vE}zWE;}s{v;Hxg`bufH!x<8&PMS7D#Oc$6wqOOvQWCJ^>
zO(3o7s-&VW`8{^T%5DAzXNl*j<!`wI@0#|DqTRQT8X86z{?ku+^FlTcA*c6;?rdKl
zeWpu7?CwsAp*T)V<nAzIx4mC``PA{pn@ry$ZQp|t8F^)8oG38FW7jYeP~d+3`elAN
z7oxGQqE**cB0rl}#>qGL^3(PyNnhWGlFU?sc9z0NW2@^lyXR_&`3MATNTby$uQKNk
zKj%LuHTo>R?X^DD)q<C00Y4W>-i0U99#^eWnx3`voIvj({$v%i{aRP^LQe4Zf$S(w
zV)D<0|3BNcE%E=FjDXfY?rni`atGJ?{rxPs;~<T{pIu=b#_;!Z@>_D__m>yH?LK~g
z>4&S^{ygnCx$56fz&x(h`ThLg__jf!vv~gTzwOTN0S|V~wnyCDLtbPgBzrE<g*U%N
zSpQe6u@~kiCoivNWR$Bgm-cs_9W@nIK}^hFrzIdAdqwU+^E;{h_ksT(SM@8y88aK3
zJb3TUU%iRG0Z5|4+#SDShX+5wbWLQI^2z_?eg5~~FS(`*;PL)E|66NX^zRplV_p4z
z{twna9oRVjH~djT0s^oI%F@!IIG!e8%_x_{>eM_u8gp}VQB}q=IL@NHib|ok$WlSF
zezl(#tkxn2B(dxq9Ey>&kkORK#<gYxv}fH4_W<n$c$!vWlOXnUGh+k4bZB%PBuC8U
z<)ZKKnRy`J`E3E)X`BJHmG9t-7cYtcHxrmlMqqa?u|s1@`@-$OG4hVT774=&E#7v6
z$yW+JV9{qaoE`Y=*)z(!cT0g^o&l~#vk|zf_v0U+3>t>BYa0iWz({)QnZ~N^wsX4z
z1Y-1|zQ@j!e=}mys{_o*y1A$Ot7BU98_7#cCau`BO`JnKtii6lqeH^lf8Uc}=s>~G
zug&j#OHlM=A$S8=dKnoRm9^V~w?4MjFkb--RmUKOe;Y22-8NtEWv@g{82J14dSR_S
z2ZeW9@_?^xx0kJ05ePzs#ywHmG~||+mO{Y3?f^J~!U7o@wRCmU0c#f6ybBe*?g~YN
zt%C*;R|!2ZigQlv<7$3y_lw6lR?u_LWOFB_Ddk(WX+&Y#QbVBXe!~Xbx}wVNjq*{)
zRq`T0C!)7ZYv-fc0ROP+kog%X#UjMa(Uk_32?><IY|RTSwJE5#(UDNOy}dnt(_YHW
zL!eWQYWMdSY#40!#h$Lxiup8-ldnWv-8W4;RqLE-fzQXsGRbTJAJhXEFx5TPyA6n{
zkdzKxng+`;Y3qrKx{4mf-PfH#glN8&#kpTNx-XCvHS#4Ev>0YIH8ZmU#)as|IQG}v
zt?jL3V0WnPf7)lDtbGaIo6dy2gMWL<IThc@=OW<Pc_{S^D4^q1UiF&Yv;#+X+AsBi
z>s^kwvKf9}$D{`^NwvW-m9_wzw`yy$riYrE+RRVkX)!%Nc(K#v4RcmHz&W?-u-Sd5
z9tf6CZe#)bJdZM8tj%1DXZ<ap%w6sG@eQ$NJE~k~A}Kz8F}A+b4qc|LX^=Ai&;CrA
zHlK22*umz+&_*!s%@XOGTw*cxAO+DeG0EQo?@Y|}JXb10WRxr6Ct#U1_(fAtP}rQF
zo~E-1@@B2#_W9st7=zy{o3tkBQoy;cvmH!-dJu6Jm)9WYcvrDFTg(x!{qtWF?bvac
zI9Q~!PYT;~=7Z^$wv`&CNw#3Aq&8QFvg}C#F{}IY=P5D<G2m|8WYE8Q>3ckDj<My#
z82Op^W5q8o_<X<T_)UTxVGHD2>nCf>Y0g`Q`ul5vvn*PO>+$1}q>KzDhKx6BRBWK@
zxMRk3zn?*BOhsE;JJXIVJq0g)Jx!xj(@|gK0TWZ#Mwo!@)GHc5RuPTpC~`+GMhTbA
z-`o!&YnlHN%T$iVIbMRW)((u1X*XvYtj0?|Z5_`zN7rG18KS%Q^u;7FU4Dte2}pO>
zrv^v@$<*>KcCCtoS9dXTmd8=gLvK{oUji%Gr&~M2K*e|Mhvr$<-rSgh&#!I*>DDJ`
zqix3$tx7w(bI?j?%(vCJ^HlnZxbfb5TJU+%l(HV=e2H_{Z{9p~fnK2FRm6$`l3{&7
zaGqm>9FGjV*$)WQw3cxokk3^3xi1yP83Nsvj;7yQUpb+RpDyPBpLcn$KHG!sFCaD5
zrm6qJe5K~HWq+_nKbhZ`YWuSPu_gI?a0D}|TODQ(*2mUq7j7uhh9`0Az$)E$<_4OC
z<aWQZ<DCfHI$&+t<$Krnolfjz;i~OS<47+lH0AEK?K-bRE6n-)Wqpt+;?ZYdl(~k_
z{TL|EZ${j6zG}_2q1aaN>C+1p!9H$IJtV4E!*&mv8u1f2J4*sP&Dy=z)HYTQo~t{C
zdzxtr7OR69<@drJDuIJC%(G-*^&F%)Cd;>6xh{;`On@kKXa#bE4f#2;f9K8XK};(C
zI4Cu94Mh4cwo^Lq0kS>U<JHoy(>fkEi53nNUn778Gxaiqlq0y;#f>SF?*<c*bM4Ds
zQ*Q&#jh$>r6RyF5fml!5AYve`T$T9X?sogD#?zIwa{127vx)X682uHXWz1D?!<GXO
zzQ*XQ+os{{cMu*1a)ejt{Z3x9$A}tzx{mxzN=dC}R9j@8GPDnB{&}_%i;}D~?)m=Y
zEMQ^K5YC-ySXW#-Kr_B=8e}8=I%dHnBr#2;fo>aI<0hh66@MkAwi;H<f*o(;YiS<d
zhxa70sfRyHbY;h2XRh_B)Wg?oq6;#LR6@>OR?-n5Zq9-G#9ADClIL1u!e$B2wg9Bs
zGV-zty=E_@rQbRbLl}=^RwxUAKxtdUQdcabq4u-L@sfKs(orJ&{d^>3WN2~hujpKE
zuLZG{m9dkRG<$yI&o`7(csh~80!(E}9aD<lEx>l5)@fND+1&+#nX!hgK<88Z@l0cc
z>E+pGC3<ZHxN2^WsfgE=2&DbJdzFZ+7Ttx(;{5DB?^}pMp^T;#m(BP{=6C`HJT$$$
zkcao~-0__9RdhgQw+F;AKYX|ef@Y1rIJi-7M6q27RP9i)`Sw8)M-NVgmoKQiu2A*(
zT&7)9*2W_l+T^?nW0D2Fpyq_W3)qqCII{y+Y)=$j-}>?Wl^+8av%G=9A7^CEUi{E9
z@HMsd|MBi&nZ&&rVdT`8fq}ZSRd6lUN;9NzyZ4*-)lKM^rl;TAgoyO{OeQ5Kn-k8b
z2&_)}t<AMIgSb{}F>;@MxW;mfWpn@Yd&bt?kEG?rA04tJgRf~rKPVa808-%*G~D(2
zK;60nCg4B+K7KzMjM<FM9_srZj-!($%n(E1lH6Wr@nptMUG?kmIkyGM?Tj;+<M~Qp
z(mgSz^y~^Bre~>!KhJZ(LX{8l?Y-`s^BLgI4z#H2Nw{)0W>A^l+f71FOK+(x0?uE^
z$k4QM6`!bm7vg(Hmf6kkH8kDgSpx|Y;^I=C_d74A0x*l|{^T5-);6Sj?)`lbG2KOH
z)!Qll`pa;69z=}tM8PJRXnHiI4PPtjeSn|=GJ}<fb>=eF*eo(3i7(0WK*Dh)!fHRH
z?o`;^sVhx);t?(mF}SY{|HJ;)aPL9tT{O60N5DrXR`d!6iUB%_YD%U9fO+niIrC|z
z432mBbv_$z#2aG3p$qJo(VHq_r*C4l^gj|%_lIPra@{z7%mlD#5bBk6XLO^Z@#Z7}
z&B9X__rq{1_Ok4tJOAJh@nqdu`Hb>;x^+?T>>p@Zzt6SQR3`Ts$1s_xwITmL#olP(
z2CW9%O&iP@QY4DM5?Ti#LbXH9si<L!a&k{?U!r{Etb)D~NC*Dl^XaE?M#!2KDrc0P
zEAX9@FarSF$%l`u&k(Od?>xIanzq-OkLwan{hRr7;8h}AfH&qUQ4#z&Kp+ds=xYk!
zMVq)tog+F$6<wXX2>$Lrn2(P*N#$OA9~UIyz!0A{!IOnC?;RkTV7sxR4%9Y2ZG~)-
zUS@W-Dz;hi!Fxs0QzeR3PYNE16oRV;z52dMK)^s<5bW@8ZhSwc)`oL}!(i7v3dJu^
zhcww};zN5;^*q564qiZ=$0wobb?c9C_Occ^u;h=&2TKD!F6e;!2lpwBoLZ9(9+k;k
zpXE8|eYbexk<=u~OO<gm{vp{mU8}K^dfI$gT$|z}U9H;^A?F~rrgO<ayoT8Nx2&Wa
zlJj|7$+9@-j6qn@e60w5JK|G?H^j>{qe!p6STiIhY}&leZVWyg5WZL_SKN97(z;os
z8DIC(2C8@w>}OH@JOE$lrdA}Jdg{FL>XdyTA$xfEB?#_27+@W)Nwxa%2Xjb2zc7?)
z_WkZ-ngBC-(S@D<w{%dGuNR`uW+hn$z{(tb&;;%}T~II5Tj#ZV?RFBCn?pn9o+bvS
zCRv4lz5U?$_}+d&pj?)*v?kRx%7r^Cq*h&uiT;a`g5kD0z^xv;pLO}FGVJEvmDr=x
z8W8p~c}YLL--Y;^m87M$n<@$)k|D%`eu0L)j;A+is*yH}R^=UHVD0{dy#B9U`W5GH
z%6*7If2vV?$oeA(GsS`)ZQwGq!;f>mFok~lv<7mD5g{n>I91?YwrT!qUD;~3tjLz0
zX<KqF`4iBQPj9<9!AIlFGF19>6)_xlC(@9OphCOmGYQw5urTY<d^yc!SjT*7$-v5S
zx9+!8)tr^jJp|rhm7V#lo!V0m7#-Si`6bT3801rxxD13)p&#XSt6!jo%C2cS35q~`
z#7HG8imPf&*YwYG?Gpwy&GAkc;hbOm%-we8YzbZaX$l(Vyh^X#xV`W_>5O6Q;R<Z>
zKov9=%3HnwZ|E9qXzDq2d>Z+j<Bo-&xZ?M3z`UlrH}Q$Xg2d)+K8nHjG5(-{NMZRI
z==b=TYb9di8P4b?b6_3`k_PR{fwq;~jfDpNG$?YB-GI6Z-~^-@Q2Rh|-ls<6Juw-9
zv??o<R-uICC%~=0+g?sDE#Z*>Ff!Npj-qprOR4}m`v=Il3ou{Ne2IF$1c9#gTf~B>
zCNq#G=x!W=w_{pDkY@B?rRI~OAjE${QB2htY7%5;b~n#cq-W-BCTPf@Eiw%JPP=;z
zZ1Hb2%(~sZLP*Xlnenl>0NfILCeW7)AvF3Q+C)6|2L#Kx-307rEU4Z+o*-CJAmHmF
z+BOf5OSRm`^`gxVQhtacWYHij%GjxLx48S9E+>}{`SYE00j2%J8sZdqK+Gv7=={9f
zXD*?(ofWIKmhL>5V?FbY8(|i7THV28(3UDAr-(HHs=<WcNQQ7jeB5(FjHCMfe*PbK
z4_f3UBqT<RK}k|LYY&dA)H$$Rcr~{MN{^~3L0~+sB8cmFJp9wFs66~0#*pbYoxloR
zvW#a@s>aV!5&89|Fby~Ubi$!FfGy1}O3M7Bt!dmP4<sA5S%FN3ND-)BixiT%=q&+!
z7q3JNM;5@_l?Q>MRSgO~T#OdatR5gxbary$2PP`fwE&}ur}0~h7|){s?0MK2N&(Jm
zkCu{=*$ii|c(Um2bBQ^oed3U9g(}L~-F3jpcaV!7#6;bD>eSn2Ce(83Y36kShgiFS
zcc#-LB_&mC(C!Bp_xG#9a08F&S&zj?^yb4XpXyh3>ihH$fk#KocH<%$sDurG3<%I;
z%9sQ1og^KIAmXWqF35Y*fG@J+m>)bS0vYic$bAwrGwleUMS^Qm8`$JV)0hADy}1Mm
z9vfhlG#wm1P<?wJ5ithpvWnF#e|@kg3swd*N<r0{>4Xz-05`XLv389a5?Gnkz3#eZ
zJs-h^lvPOLsKSSTUg!)ix5Tc93cLL*0z)vWRvB<OBU%fIKOJq1_no<?1OE)P?5q7u
zP&q(B)os^yx*{*)3_j!|Qk-fZaK}q6-UBu-IFk)!)-Nsy%LA5xQy`TD>qG&i4@*$U
zoh`+y)SC8D>v?b0P1Rb)Q(bU;eM5Y!47ekYmzEoAR_GSvY_w8SQ$bpb)u_$7;|aSx
z+_KlpUap!O5-sL?M(I6N*^Zs+4YLYD;_R<Lh0Jd|#cw@*@@sKu4+uNsW#9kZDC@Ak
z2_{)^w{6{wxfX%3k%8-jW1hfkqbxSXAH?PHJela+!<E+l`nPYdTca$Toc36IaAz3_
z%*w;d`6M;F-tU#Y#YGtLiHnP8EGbsfSuD)VmLQp<@-o1^BOGWAK*P&{Zi$}PdI4P2
zyZ&f<);f}4w$U*Udr&B@ow%v83Iw9q*%n-?g<Ll*fSZiw0!lGhJay8o8dhgj44NrZ
zHRdWISUONq*Uc@OaO%|8X0o5*I>1Fw{_I&RvtA$I84oFM{qPsma(oR`JGP?Wj%dVP
z<?cA;nEI2G6N+e{V592h=GHWAFy)P_$^PS0b_1zCp!<W97qebk12**K0p^?N@^YUH
z^Dgx$@r;g+UIyWX@MC~0>zMpbf;$NM153;Ngz=hXuW~@&B2fs20v|o_u*G?GkfMQR
z<p87yubCUD!Qa#%{IdwHBY849PlbS;k9_}KuWHadnD@e-EJmwLx-E2E!GN#OMXFGX
zb(=S#p|GK*rY7@4G4RhF#Q*$`UM$0@aJUsA<SxWYeFF<RNXZaiO#3CKGKotMRy((J
z9g?`A0&ohYm2EI$Vq)|0ijT3y2u56Mt%Uk_XzN&Y0a|JRv@pRGEs_fas@8)@xjsmz
z!PySJe*J1Sk{iOJnBssIFEk&@)J#0b_07fez@M5DM~E~#HIQkrFVEvb<b)x>CIJzH
zQP5Q>vv0>}f}3g#lqm<@GzPCu<r#c-B{^ZWvY-<rx|#JiJ$=Pa+qp6*D^R_O>=4lB
zP)dKInkHadlHd>UKzO<jJIrb(bx*M1YuvNoii5rXe*SNCVgLW?8UNQ$8`FO3|CMvp
Up=Iw`C~mFfq?BJ&JTnaXFXO~^ZvX%Q

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/peacock_butterfly_classification.json b/modelling/data/abingdon-all/seasonal/peacock_butterfly_classification.json
new file mode 100644
index 0000000..c0f3261
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/peacock_butterfly_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Peacock Butterfly",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 2.53,
+    "season_end_month": 8.25,
+    "forcing_peak_month": 4.125,
+    "season_width_months": 5.72,
+    "season_midpoint_month": 5.39,
+    "season_start_label": "March",
+    "season_end_label": "August",
+    "forcing_peak_label": "April"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.639,
+    "DECAY": 1.88,
+    "OOS_DECAY": 4.902,
+    "POST_PEAK_DECAY": 4.002,
+    "POST_PEAK_SHARPNESS": 6.29,
+    "SEASON_START": 2.53,
+    "SEASON_END": 8.25,
+    "SHARPNESS": 7.768,
+    "FORCING_PEAK": 4.125
+  },
+  "fit": {
+    "score": 0.07
+  },
+  "warnings": [],
+  "summary": "Peacock Butterfly is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to August, with a spring peak around April. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/peacock_butterfly_consensus.json b/modelling/data/abingdon-all/seasonal/peacock_butterfly_consensus.json
new file mode 100644
index 0000000..fd0e08a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/peacock_butterfly_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.639",
+  "DECAY": "1.88",
+  "OOS_DECAY": "4.902",
+  "POST_PEAK_DECAY": "4.002",
+  "POST_PEAK_SHARPNESS": "6.29",
+  "SEASON_START": "2.53",
+  "SEASON_END": "8.25",
+  "SHARPNESS": "7.768",
+  "FORCING_PEAK": "4.125",
+  "SCORE": "0.07",
+  "SPECIES": "Peacock Butterfly"
+}
diff --git a/modelling/data/abingdon-all/seasonal/peacock_butterfly_observed.csv b/modelling/data/abingdon-all/seasonal/peacock_butterfly_observed.csv
new file mode 100644
index 0000000..5905e97
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/peacock_butterfly_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,1
+3,3
+4,10
+5,1
+6,5
+7,3
+8,3
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/peacock_butterfly_parameters.csv b/modelling/data/abingdon-all/seasonal/peacock_butterfly_parameters.csv
new file mode 100644
index 0000000..42de4b2
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/peacock_butterfly_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 13:28:18,peacock_butterfly_observed.csv,2.537,1.335,7.205,7.345,7.987,2.98,7.55,3.888,4.93,0.1436794736536575516750829547,
+2026-05-21 13:28:19,peacock_butterfly_observed.csv,2.155,1.931,2.334,4.987,6.328,1.98,8.79,2.535,5.36,0.09912984956757247531401916666,
+2026-05-21 13:28:19,peacock_butterfly_observed.csv,2.954,0.842,6.581,3.48,5.924,1.35,7.88,6.391,5.34,0.1251310494367387839916145589,
+2026-05-21 13:28:19,peacock_butterfly_observed.csv,3.813,1.278,5.228,3.501,8.381,1.88,7.25,5.415,3.34,0.1336103526180620130613766422,
+2026-05-21 13:28:20,peacock_butterfly_observed.csv,1.293,2.114,6.764,4.038,4.434,1.41,8.86,10.279,4.43,0.1038548235876459179154870581,
+2026-05-21 13:28:20,peacock_butterfly_observed.csv,3.434,0.839,1.854,4.611,6.05,1.5,7.72,5.781,3.82,0.1056370319233276597400707237,
+2026-05-21 13:28:20,peacock_butterfly_observed.csv,2.489,1.821,4.807,7.794,9.737,2.69,7.77,1.114,4.57,0.07786921823724943285489903703,
+2026-05-21 13:28:20,peacock_butterfly_observed.csv,1.648,0.975,2.252,3.037,1.219,2.18,8.42,14.638,4.53,0.0625714519876604756515536866,
+2026-05-21 13:28:21,peacock_butterfly_observed.csv,4.259,1.274,3.565,3.12,4.597,2.14,8.6,4.498,5.25,0.09649818030932872546463967524,
+2026-05-21 13:28:21,peacock_butterfly_observed.csv,4.905,1.073,6.793,4.56,2.489,1.08,8.13,4.923,2.68,0.2452626863114636808037381903,
+2026-05-21 13:28:21,peacock_butterfly_observed.csv,1.211,0.891,5.686,5.249,9.288,1.44,8.28,5.124,4.82,0.1284264568702783106770275968,
+2026-05-21 13:28:22,peacock_butterfly_observed.csv,3.021,2.504,7.649,0.241,7.704,2.15,7.48,12.099,5.38,0.1455667318173114061436603859,
+2026-05-21 13:28:22,peacock_butterfly_observed.csv,3.841,2.414,5.64,2.215,1.346,1.79,7.04,14.986,4.08,0.1467517266421233435378303256,
+2026-05-21 13:28:22,peacock_butterfly_observed.csv,1.617,1.104,2.186,7.143,3.179,1.9,7.04,11.161,4.61,0.1071947310586297073012409509,
+2026-05-21 13:28:22,peacock_butterfly_observed.csv,2.229,1.897,2.992,4.222,5.978,2.28,8.07,14.178,2.83,0.1325619772598468018939175783,
+2026-05-21 13:28:23,peacock_butterfly_observed.csv,1.25,2.435,3.341,6.663,4.265,2.74,8.84,4.667,4.93,0.06207608879208818925633406545,
+2026-05-21 13:28:23,peacock_butterfly_observed.csv,3.419,1.876,1.983,5.853,6.004,2.17,7.39,10.531,4.58,0.09175276381356375051176346396,
+2026-05-21 13:28:23,peacock_butterfly_observed.csv,4.245,2.313,5.505,1.029,2.302,2.41,7.74,1.651,3.23,0.1102235487866423400165537037,
+2026-05-21 13:28:23,peacock_butterfly_observed.csv,4.572,1.532,6.369,7.481,7.769,2.62,8.84,9.636,5.16,0.1198522822771645243444204170,
+2026-05-21 13:28:24,peacock_butterfly_observed.csv,1.332,2.736,1.315,5.504,2.698,2.64,8.23,10.596,3.0,0.1133167499378824741308496196,
+2026-05-21 13:28:24,peacock_butterfly_observed.csv,1.104,1.36,6.42,0.298,2.477,1.24,7.15,1.799,3.43,0.1315557040532119740228170833,
+2026-05-21 13:28:24,peacock_butterfly_observed.csv,4.547,1.979,3.047,2.975,5.418,2.25,7.78,5.048,4.03,0.07264479079699348618195833560,
+2026-05-21 13:28:25,peacock_butterfly_observed.csv,4.557,1.7,1.215,5.234,1.893,1.31,8.06,5.391,4.51,0.1285203416600493110351421695,
+2026-05-21 13:28:25,peacock_butterfly_observed.csv,4.869,0.553,2.313,2.322,9.072,1.9,7.12,2.147,3.42,0.08925366854195009395228537371,
+2026-05-21 13:28:25,peacock_butterfly_observed.csv,4.633,2.73,6.695,2.045,7.552,2.09,7.64,5.189,2.76,0.1254495494253471537161174512,
+2026-05-21 13:28:25,peacock_butterfly_observed.csv,2.904,2.19,7.59,0.419,4.664,1.12,8.5,13.312,4.66,0.1384958107373167048558793282,
+2026-05-21 13:28:26,peacock_butterfly_observed.csv,1.997,2.937,5.376,3.888,8.035,1.24,8.19,6.971,5.22,0.1402768906420664753652352934,
+2026-05-21 13:28:26,peacock_butterfly_observed.csv,3.375,2.619,7.063,6.531,3.179,1.37,7.5,13.028,3.6,0.1814125493898426611402942308,
+2026-05-21 13:28:26,peacock_butterfly_observed.csv,4.827,1.756,3.28,4.626,9.785,1.25,7.01,9.107,4.18,0.1499623948372446808764794006,
+2026-05-21 13:28:27,peacock_butterfly_observed.csv,3.47,2.683,2.627,5.48,9.901,1.09,8.99,13.374,4.38,0.1148980020184678439676031130,
+2026-05-21 13:28:27,peacock_butterfly_observed.csv,4.193,1.476,3.095,4.965,9.513,1.29,7.0,11.081,2.78,0.2337635718782791524555087429,
+2026-05-21 13:28:27,peacock_butterfly_observed.csv,3.059,2.537,7.147,5.619,5.005,1.64,7.63,12.954,3.91,0.1494121066569470651022026880,
+2026-05-21 13:28:27,peacock_butterfly_observed.csv,4.338,1.639,3.794,5.902,2.905,2.58,7.67,4.093,3.41,0.09854685283796298823131248173,
+2026-05-21 13:28:28,peacock_butterfly_observed.csv,4.268,2.053,6.388,6.054,1.942,2.08,7.6,3.324,4.94,0.08519295304204288986846270272,
+2026-05-21 13:28:28,peacock_butterfly_observed.csv,1.425,2.32,4.385,4.429,6.237,2.01,7.25,10.389,3.58,0.1168036536818528003898579700,
+2026-05-21 13:28:28,peacock_butterfly_observed.csv,2.587,2.801,5.47,6.114,7.07,2.92,7.09,14.604,3.74,0.1016912204969039799991155820,
+2026-05-21 13:28:29,peacock_butterfly_observed.csv,3.654,2.191,6.048,3.904,7.636,2.74,8.47,12.749,4.12,0.06001543356883151358358095512,
+2026-05-21 13:28:29,peacock_butterfly_observed.csv,2.544,2.289,1.035,7.234,3.12,1.66,7.78,2.88,4.79,0.1182704059865905497517230436,
+2026-05-21 13:28:29,peacock_butterfly_observed.csv,2.604,2.08,4.546,0.679,7.889,2.53,8.25,9.111,3.96,0.06289485837900168925877811105,
+2026-05-21 13:28:29,peacock_butterfly_observed.csv,1.736,1.769,4.773,6.441,2.03,1.7,7.2,4.212,4.0,0.1459224825117694100038310893,
+2026-05-21 13:28:30,peacock_butterfly_observed.csv,3.604,1.975,1.989,7.986,9.937,1.15,8.83,3.591,3.22,0.2166578451337204921746359601,
+2026-05-21 13:28:30,peacock_butterfly_observed.csv,3.681,1.845,2.006,3.763,4.501,2.09,8.61,8.145,4.64,0.06910835249774340294903216039,
+2026-05-21 13:28:30,peacock_butterfly_observed.csv,4.407,2.888,3.101,0.774,3.587,2.28,7.41,13.652,2.57,0.1207498779975932428320727093,
+2026-05-21 13:28:31,peacock_butterfly_observed.csv,3.683,1.953,3.565,3.191,8.327,2.98,8.32,6.252,4.9,0.1105675870655218482887770640,
+2026-05-21 13:28:31,peacock_butterfly_observed.csv,4.371,2.083,6.324,6.252,2.852,2.8,7.9,10.398,5.37,0.1350606627711679102188252121,
+2026-05-21 13:28:31,peacock_butterfly_observed.csv,3.891,1.144,4.057,4.13,9.161,2.53,8.56,3.04,3.64,0.05153265170846613003392083333,
+2026-05-21 13:28:31,peacock_butterfly_observed.csv,4.228,1.281,2.797,5.032,5.851,2.18,8.54,2.905,4.82,0.07049397456211618907127469083,
+2026-05-21 13:28:32,peacock_butterfly_observed.csv,2.901,1.853,2.692,0.682,9.309,2.1,8.4,13.627,5.23,0.1173238243488118501533059584,
+2026-05-21 13:28:32,peacock_butterfly_observed.csv,1.928,1.313,4.076,6.972,4.761,2.63,8.24,10.357,3.73,0.06461283208971460587251109939,
+2026-05-21 13:28:32,peacock_butterfly_observed.csv,4.404,1.523,5.471,3.644,6.19,2.41,8.39,11.999,4.77,0.07049309194372003164622537994,
+2026-05-21 13:28:32,peacock_butterfly_observed.csv,4.543,2.829,5.702,2.429,3.194,2.59,7.44,8.937,3.4,0.1000537885659800174100300290,
+2026-05-21 13:28:33,peacock_butterfly_observed.csv,1.427,1.979,5.777,2.57,9.647,1.93,8.15,3.261,3.57,0.07542093396368201311384961754,
+2026-05-21 13:28:33,peacock_butterfly_observed.csv,2.733,2.48,1.337,0.223,1.415,2.56,7.46,11.159,3.46,0.09966031391560274302774506108,
+2026-05-21 13:28:33,peacock_butterfly_observed.csv,2.383,1.731,6.774,0.866,7.136,3.0,7.06,12.321,3.68,0.08957954852949379467288700980,
+2026-05-21 13:28:34,peacock_butterfly_observed.csv,2.805,2.556,5.326,0.227,1.203,2.28,8.81,8.862,5.45,0.1388806555041061103176350541,
+2026-05-21 13:28:34,peacock_butterfly_observed.csv,1.178,2.595,6.863,1.342,3.07,2.78,7.74,5.998,4.18,0.09876794772490855800716990078,
+2026-05-21 13:28:34,peacock_butterfly_observed.csv,1.622,1.591,4.374,4.75,1.021,2.81,7.42,7.943,5.13,0.1040678036091280255411444265,
+2026-05-21 13:28:34,peacock_butterfly_observed.csv,2.667,2.309,5.564,4.64,8.74,2.72,7.55,14.611,4.24,0.08946656801199153494635123158,
+2026-05-21 13:28:35,peacock_butterfly_observed.csv,1.462,2.76,5.037,4.278,4.009,2.91,8.72,6.451,3.25,0.1062071885035188770205314799,
+2026-05-21 13:28:35,peacock_butterfly_observed.csv,4.561,1.303,5.227,3.756,9.787,2.36,7.82,5.642,3.07,0.1101756816604455572143791470,
+2026-05-21 13:28:35,peacock_butterfly_observed.csv,1.967,2.228,7.477,7.074,9.079,2.42,7.57,1.659,4.91,0.1185150766754822548086484556,
+2026-05-21 13:28:36,peacock_butterfly_observed.csv,3.945,0.894,6.149,6.573,7.252,2.4,8.63,10.398,3.39,0.1230730163950406592606291584,
+2026-05-21 13:28:36,peacock_butterfly_observed.csv,2.442,2.003,6.307,2.813,2.526,2.31,7.86,8.106,4.64,0.08855943119992623782285648441,
+2026-05-21 13:28:36,peacock_butterfly_observed.csv,3.225,1.292,4.998,1.223,7.423,2.71,7.68,6.21,2.71,0.07459756318753539131404243639,
+2026-05-21 13:28:36,peacock_butterfly_observed.csv,3.729,0.653,3.024,7.239,2.858,2.78,7.3,1.119,2.83,0.1819506037392824515094675926,
+2026-05-21 13:28:37,peacock_butterfly_observed.csv,3.06,0.637,3.46,1.017,2.163,2.22,8.26,11.01,4.67,0.09570959381186144431341126821,
+2026-05-21 13:28:37,peacock_butterfly_observed.csv,2.92,1.691,1.416,5.837,4.348,2.94,7.16,3.412,5.37,0.1419252903623254530843302256,
+2026-05-21 13:28:37,peacock_butterfly_observed.csv,2.414,2.338,3.909,5.401,7.556,2.94,8.44,1.239,3.05,0.1259220495425378655625925925,
+2026-05-21 13:28:37,peacock_butterfly_observed.csv,2.863,1.899,3.271,0.762,7.335,1.82,7.04,4.607,3.07,0.1299349439920104031315945365,
+2026-05-21 13:28:38,peacock_butterfly_observed.csv,3.094,1.974,1.947,0.611,6.886,2.27,7.81,2.725,4.71,0.1032106454753990886020594992,
+2026-05-21 13:28:38,peacock_butterfly_observed.csv,1.822,0.742,3.986,6.056,1.183,1.88,8.98,12.989,4.35,0.09174933389066945102429095762,
+2026-05-21 13:28:38,peacock_butterfly_observed.csv,2.611,2.064,2.997,0.877,1.059,1.67,7.59,10.928,5.27,0.1540149458241689058600787446,
+2026-05-21 13:28:39,peacock_butterfly_observed.csv,1.696,2.968,7.342,7.804,9.645,1.71,8.88,9.301,3.18,0.1862628223643359661821398818,
+2026-05-21 13:28:39,peacock_butterfly_observed.csv,3.389,2.169,7.595,3.862,9.045,1.4,7.69,6.976,3.42,0.1644633673467151456763259678,
+2026-05-21 13:28:39,peacock_butterfly_observed.csv,1.256,1.633,6.867,6.997,2.667,2.71,8.59,7.756,3.52,0.09466079930921970299524880772,
+2026-05-21 13:28:39,peacock_butterfly_observed.csv,3.762,0.72,2.213,6.102,3.626,1.95,7.49,4.877,4.81,0.08903979315993518154994387709,
+2026-05-21 13:28:40,peacock_butterfly_observed.csv,3.31,0.806,2.917,6.154,8.046,1.91,7.6,13.88,4.29,0.07550223635746344803436845096,
+2026-05-21 13:28:40,peacock_butterfly_observed.csv,4.782,2.647,5.536,4.333,6.964,2.13,8.46,9.965,4.18,0.06100238576646088896407918327,
+2026-05-21 13:28:40,peacock_butterfly_observed.csv,4.112,1.562,5.163,6.133,5.877,2.41,8.28,7.682,5.14,0.1204696389344506453600794717,
+2026-05-21 13:28:41,peacock_butterfly_observed.csv,3.841,1.586,3.164,6.689,3.739,1.81,7.66,12.269,5.23,0.1279309735620407325384553105,
+2026-05-21 13:28:41,peacock_butterfly_observed.csv,4.227,1.13,4.792,3.62,1.893,1.31,8.37,9.01,4.14,0.1476564390626557278500877639,
+2026-05-21 13:28:41,peacock_butterfly_observed.csv,1.634,1.604,4.545,3.203,1.228,2.42,8.14,4.901,3.49,0.1014366728815271050469649812,
+2026-05-21 13:28:41,peacock_butterfly_observed.csv,3.799,2.091,7.932,5.449,5.327,1.38,7.16,2.273,3.05,0.1960141444986294433193692990,
+2026-05-21 13:28:42,peacock_butterfly_observed.csv,4.135,1.383,7.11,6.447,3.531,2.62,7.96,6.803,4.71,0.07455010210402623335198227367,
+2026-05-21 13:28:42,peacock_butterfly_observed.csv,3.235,2.735,3.3,1.877,9.148,2.11,8.57,7.169,3.87,0.06475088900534681310535608245,
+2026-05-21 13:28:42,peacock_butterfly_observed.csv,3.504,1.327,1.084,3.505,1.346,1.97,7.17,12.86,3.87,0.1225768432166154249217193080,
+2026-05-21 13:28:42,peacock_butterfly_observed.csv,3.624,2.379,3.862,6.049,9.336,2.49,8.92,9.097,3.97,0.06443589478687931125648495541,
+2026-05-21 13:28:43,peacock_butterfly_observed.csv,4.693,0.821,6.343,4.732,5.556,1.27,8.91,5.369,5.3,0.1017679780307203980648820951,
+2026-05-21 13:28:43,peacock_butterfly_observed.csv,1.134,1.684,5.507,4.509,4.642,1.35,8.58,9.743,4.6,0.1039845192075038126315873283,
+2026-05-21 13:28:43,peacock_butterfly_observed.csv,4.834,0.508,6.912,1.128,1.733,2.23,8.37,2.305,4.69,0.09785338893706352074008296120,
+2026-05-21 13:28:44,peacock_butterfly_observed.csv,1.66,0.587,5.959,3.744,8.936,1.92,8.47,2.445,2.79,0.1503394610491670257064007037,
+2026-05-21 13:28:44,peacock_butterfly_observed.csv,1.087,2.667,2.425,0.306,5.169,1.44,7.04,8.819,3.18,0.1908983163278932497464426824,
+2026-05-21 13:28:44,peacock_butterfly_observed.csv,3.459,0.752,5.126,1.043,8.079,1.27,8.73,11.388,2.94,0.1521260107439112219187401648,
+2026-05-21 13:28:44,peacock_butterfly_observed.csv,1.089,1.91,4.076,5.348,8.77,2.45,7.13,12.35,3.77,0.09085036981756060254913613837,
+2026-05-21 13:28:45,peacock_butterfly_observed.csv,4.827,2.752,6.596,0.825,7.92,1.98,7.41,6.166,2.97,0.1289688628551811797082156884,
+2026-05-21 13:28:45,peacock_butterfly_observed.csv,3.782,2.531,4.042,7.382,5.995,1.67,8.81,11.039,4.45,0.07932056834291639881050794364,
+2026-05-21 13:28:45,peacock_butterfly_observed.csv,1.767,1.701,4.344,1.173,3.404,2.1,7.13,3.659,3.05,0.1143207369387937765831436820,
+2026-05-21 13:28:45,peacock_butterfly_observed.csv,3.585,2.819,1.288,4.07,1.465,1.45,8.94,5.966,4.57,0.1182821944098090195011993067,
+2026-05-21 13:28:46,peacock_butterfly_observed.csv,1.876,1.093,7.041,3.89,3.798,1.23,8.81,2.236,3.45,0.1389976440346779344845434166,
+2026-05-21 13:28:46,peacock_butterfly_observed.csv,1.514,1.741,6.429,1.37,7.964,1.33,7.37,1.649,3.78,0.1075530939801912326832931481,
+2026-05-21 13:28:46,peacock_butterfly_observed.csv,1.862,1.733,5.9,6.24,5.648,1.84,8.16,13.889,5.41,0.1270973391016299432339775335,
+2026-05-21 13:28:47,peacock_butterfly_observed.csv,1.933,2.727,2.459,2.589,8.906,2.47,8.99,3.25,4.17,0.04704914277181993137936214342,
+2026-05-21 13:28:47,peacock_butterfly_observed.csv,1.655,2.285,4.589,1.933,6.571,1.57,7.89,10.749,5.08,0.1412199465661538426097041585,
+2026-05-21 13:28:47,peacock_butterfly_observed.csv,2.6,1.123,2.916,5.637,7.93,1.6,8.9,1.216,5.5,0.09812531877964238569567708333,
+2026-05-21 13:28:47,peacock_butterfly_observed.csv,3.725,0.556,3.166,7.599,7.285,2.72,7.09,1.611,5.03,0.1503604847011100759532581059,
+2026-05-21 13:28:48,peacock_butterfly_observed.csv,4.473,1.543,7.73,4.559,2.804,1.93,8.56,10.827,4.46,0.06307352802490658264944007372,
+2026-05-21 13:28:48,peacock_butterfly_observed.csv,4.409,1.567,7.156,7.788,3.997,1.75,7.61,10.59,4.48,0.09036018154927398489296633611,
+2026-05-21 13:28:48,peacock_butterfly_observed.csv,4.35,2.092,3.05,2.409,8.478,1.06,8.14,2.868,4.71,0.1162635697393972678810308262,
+2026-05-21 13:28:49,peacock_butterfly_observed.csv,4.103,0.799,2.972,6.838,5.197,1.27,8.17,5.363,4.54,0.1113882759151099975950504934,
+2026-05-21 13:28:49,peacock_butterfly_observed.csv,4.432,2.047,6.332,1.615,3.565,1.59,7.58,1.36,4.98,0.1166833346802008371066446667,
+2026-05-21 13:28:49,peacock_butterfly_observed.csv,4.923,2.721,6.372,4.075,5.825,1.88,7.39,4.471,4.85,0.1101517008170149702203334668,
+2026-05-21 13:28:49,peacock_butterfly_observed.csv,1.396,1.247,2.424,5.889,7.039,2.26,8.72,8.977,3.66,0.09273835591130917637610487810,
+2026-05-21 13:28:50,peacock_butterfly_observed.csv,1.031,0.827,1.323,4.069,8.768,2.73,8.24,9.438,4.36,0.08901886450703348229163257118,
+2026-05-21 13:28:50,peacock_butterfly_observed.csv,3.187,1.501,6.95,4.084,9.947,1.39,7.65,10.283,4.96,0.1598893424426118992140841943,
+2026-05-21 13:28:50,peacock_butterfly_observed.csv,1.855,0.544,2.18,0.752,4.981,1.07,8.26,14.55,4.78,0.1287454295340110401031055777,
+2026-05-21 13:28:50,peacock_butterfly_observed.csv,3.374,0.9,2.731,5.626,5.782,2.27,7.16,7.129,4.96,0.1442257949458602751935752867,
+2026-05-21 13:28:51,peacock_butterfly_observed.csv,3.707,1.203,5.315,2.723,6.391,2.95,7.41,7.483,3.18,0.07819248337071623082480439949,
+2026-05-21 13:28:51,peacock_butterfly_observed.csv,2.054,1.367,6.484,3.861,6.267,1.42,7.7,3.812,5.47,0.1280257173149284778986089693,
+2026-05-21 13:28:51,peacock_butterfly_observed.csv,3.672,1.181,7.106,7.982,9.006,2.36,8.1,3.657,4.84,0.1189480355725918135911614209,
+2026-05-21 13:28:52,peacock_butterfly_observed.csv,1.994,2.906,7.895,6.109,4.047,2.56,7.18,14.225,2.65,0.1451242287246992344176598938,
+2026-05-21 13:28:52,peacock_butterfly_observed.csv,2.434,2.514,7.699,6.122,4.494,1.49,7.95,6.611,3.64,0.1616014260166888872631100344,
+2026-05-21 13:28:52,peacock_butterfly_observed.csv,4.959,0.695,5.305,1.774,8.265,2.76,8.01,5.654,2.83,0.06517088258373828092346964793,
+2026-05-21 13:28:52,peacock_butterfly_observed.csv,2.933,1.572,1.823,0.472,1.381,2.85,7.02,13.406,5.3,0.1547972532733154510086035368,
+2026-05-21 13:28:53,peacock_butterfly_observed.csv,1.289,0.881,6.105,0.216,3.714,1.83,7.73,8.498,3.94,0.1164008246889497058754353508,
+2026-05-21 13:28:53,peacock_butterfly_observed.csv,2.92,0.895,6.72,6.023,4.571,1.37,7.69,12.787,4.38,0.1102528424922863367623254254,
+2026-05-21 13:28:53,peacock_butterfly_observed.csv,2.59,2.918,4.791,0.923,3.734,1.88,8.17,7.909,4.64,0.1004211247549506433267659608,
+2026-05-21 13:28:54,peacock_butterfly_observed.csv,4.704,1.208,6.607,2.578,9.128,1.97,8.12,2.217,3.18,0.09578358411237869576875300925,
+2026-05-21 13:28:54,peacock_butterfly_observed.csv,1.476,1.105,2.497,3.911,8.916,1.88,7.51,5.685,3.04,0.1569561112492095668435554095,
+2026-05-21 13:28:54,peacock_butterfly_observed.csv,3.848,0.586,4.342,6.632,2.041,2.81,7.35,12.525,5.39,0.1329869520419099255365683535,
+2026-05-21 13:28:54,peacock_butterfly_observed.csv,3.501,2.32,7.192,7.145,9.879,2.33,7.55,2.257,3.58,0.08585899669647850858251552335,
+2026-05-21 13:28:55,peacock_butterfly_observed.csv,4.817,1.208,4.496,0.897,6.648,2.15,7.26,4.841,5.35,0.1291236967326623207773187217,
+2026-05-21 13:28:55,peacock_butterfly_observed.csv,1.607,1.5,1.281,3.199,2.764,1.34,7.01,3.437,3.19,0.1972352712099191771260539274,
+2026-05-21 13:28:55,peacock_butterfly_observed.csv,2.169,0.938,7.158,0.309,3.088,2.47,7.76,14.307,2.98,0.09341739605808787614727626267,
+2026-05-21 13:28:55,peacock_butterfly_observed.csv,1.74,1.905,1.254,5.228,7.89,2.36,7.73,9.731,3.27,0.1141229300251009200461580051,
+2026-05-21 13:28:56,peacock_butterfly_observed.csv,2.65,2.196,3.451,3.829,5.087,2.89,8.25,12.193,4.69,0.07929650424612744135513069841,
+2026-05-21 13:28:56,peacock_butterfly_observed.csv,4.868,0.692,3.118,7.093,2.363,2.53,7.66,6.752,4.84,0.07323998649323351280527620380,
+2026-05-21 13:28:56,peacock_butterfly_observed.csv,3.615,1.34,6.074,6.557,5.013,2.5,7.35,14.346,4.97,0.09875077125312238840721195028,
+2026-05-21 13:28:57,peacock_butterfly_observed.csv,2.437,2.199,5.201,0.451,9.356,2.54,7.78,11.616,4.86,0.1372516171597197445951839341,
+2026-05-21 13:28:57,peacock_butterfly_observed.csv,3.748,1.872,6.733,5.964,6.513,1.93,7.7,12.169,4.88,0.1092990273655367492549338532,
+2026-05-21 13:28:57,peacock_butterfly_observed.csv,1.366,0.698,2.425,0.33,8.884,1.94,8.64,1.962,4.9,0.1107518086426897566369166667,
+2026-05-21 13:28:57,peacock_butterfly_observed.csv,2.483,2.618,2.556,1.759,1.347,1.22,7.74,7.74,4.46,0.1594919205682479035802721721,
+2026-05-21 13:28:58,peacock_butterfly_observed.csv,3.32,1.109,5.092,0.414,7.059,1.6,7.87,7.293,4.03,0.1110374311495586743318635888,
+2026-05-21 13:28:58,peacock_butterfly_observed.csv,1.691,2.815,2.007,2.757,7.39,2.39,7.95,5.574,5.46,0.1082172821125526255362384747,
+2026-05-21 13:28:58,peacock_butterfly_observed.csv,2.341,1.466,7.064,1.335,6.445,1.86,7.01,4.066,4.96,0.1303212588701292504518420681,
+2026-05-21 13:28:59,peacock_butterfly_observed.csv,1.672,2.39,7.331,6.679,6.04,1.02,7.02,5.517,4.48,0.1593164377847538492582718899,
+2026-05-21 13:28:59,peacock_butterfly_observed.csv,1.392,0.77,3.231,0.678,1.007,1.5,7.7,9.535,3.16,0.1439085047494178002186491169,
+2026-05-21 13:28:59,peacock_butterfly_observed.csv,2.199,0.965,7.681,6.544,3.667,1.35,7.4,12.798,4.8,0.1216387266791972643051715283,
+2026-05-21 13:28:59,peacock_butterfly_observed.csv,2.825,1.48,1.907,0.727,9.367,1.9,8.59,9.969,4.93,0.1124028751237346011952416525,
+2026-05-21 13:29:00,peacock_butterfly_observed.csv,4.521,1.596,6.535,7.007,1.155,1.71,7.47,9.346,3.38,0.1526669863491215010862287185,
+2026-05-21 13:29:00,peacock_butterfly_observed.csv,2.448,2.635,6.155,3.196,4.069,2.18,8.91,1.465,2.82,0.1425580186589143646537037036,
+2026-05-21 13:29:00,peacock_butterfly_observed.csv,4.564,2.338,1.952,3.491,8.775,2.58,7.62,5.858,3.42,0.09121770612286389661611473144,
+2026-05-21 13:29:00,peacock_butterfly_observed.csv,1.975,1.023,7.611,5.902,8.981,2.61,8.56,1.863,5.05,0.1234319753013056860895631841,
+2026-05-21 13:29:01,peacock_butterfly_observed.csv,3.88,1.769,3.095,0.024,2.175,2.13,7.23,14.165,4.34,0.1254014815104896888366278792,
+2026-05-21 13:29:01,peacock_butterfly_observed.csv,3.789,2.342,4.514,3.08,6.758,2.99,7.57,11.47,3.46,0.07595441220893842833127408904,
+2026-05-21 13:29:01,peacock_butterfly_observed.csv,2.111,1.438,7.426,5.171,3.898,2.56,7.82,3.774,4.24,0.05848208360561956114027863190,
+2026-05-21 13:29:02,peacock_butterfly_observed.csv,4.01,2.694,6.182,6.743,8.827,2.99,8.28,13.32,5.13,0.1170043016359962862454648633,
+2026-05-21 13:29:02,peacock_butterfly_observed.csv,4.363,0.513,6.074,1.293,8.038,1.91,8.15,11.413,3.81,0.06700863719631636427949257015,
+2026-05-21 13:29:02,peacock_butterfly_observed.csv,4.559,1.347,5.38,7.056,4.482,1.85,8.08,14.747,5.31,0.1262818114470009359100731017,
+2026-05-21 13:29:02,peacock_butterfly_observed.csv,4.484,2.912,5.501,2.719,6.756,1.41,7.54,11.063,4.42,0.1420083833380741263594477764,
+2026-05-21 13:29:03,peacock_butterfly_observed.csv,4.102,2.85,5.101,0.879,9.685,1.94,7.74,6.519,3.42,0.1275093139013951864492254745,
+2026-05-21 13:29:03,peacock_butterfly_observed.csv,4.268,1.235,5.056,4.819,1.18,2.69,8.62,8.054,3.74,0.06956890567721844379470985932,
+2026-05-21 13:29:03,peacock_butterfly_observed.csv,4.262,1.641,5.352,5.061,9.18,2.96,7.38,5.492,3.51,0.09513730019800240349405275519,
+2026-05-21 13:29:04,peacock_butterfly_observed.csv,2.164,1.552,1.782,1.29,8.182,2.22,7.97,4.205,3.27,0.09707549708125514211064322836,
+2026-05-21 13:29:04,peacock_butterfly_observed.csv,4.156,2.654,2.097,7.105,8.99,1.39,7.71,7.808,4.55,0.1365555093738839209262928217,
+2026-05-21 13:29:04,peacock_butterfly_observed.csv,1.51,2.247,5.218,4.099,7.029,2.68,7.98,2.009,4.13,0.05612526853997078402142364815,
+2026-05-21 13:29:04,peacock_butterfly_observed.csv,2.467,2.4,3.298,3.197,8.082,1.8,7.03,13.267,3.54,0.1514777191677813504801087385,
+2026-05-21 13:29:05,peacock_butterfly_observed.csv,3.304,2.012,1.965,5.393,5.366,1.57,7.3,6.734,2.56,0.2391651792970065945365276140,
+2026-05-21 13:29:05,peacock_butterfly_observed.csv,3.22,2.552,1.081,1.481,4.391,2.57,8.68,3.704,2.99,0.1008672048741245625533953634,
+2026-05-21 13:29:05,peacock_butterfly_observed.csv,4.305,2.437,7.005,1.287,3.145,1.04,8.59,11.835,3.45,0.1641863959175964925246914535,
+2026-05-21 13:29:05,peacock_butterfly_observed.csv,4.528,0.546,4.4,1.867,1.267,2.42,7.1,4.896,4.87,0.1165554974801018756785885681,
+2026-05-21 13:29:06,peacock_butterfly_observed.csv,4.501,0.89,1.367,1.527,5.102,2.61,8.83,13.818,4.82,0.1097845858558687821799062258,
+2026-05-21 13:29:06,peacock_butterfly_observed.csv,4.574,2.545,1.042,7.671,1.1,2.76,7.61,8.665,5.38,0.08748904893672185862005503549,
+2026-05-21 13:29:06,peacock_butterfly_observed.csv,3.803,1.469,1.885,7.611,9.561,1.97,8.52,4.888,3.69,0.1028645623143219843375111562,
+2026-05-21 13:29:07,peacock_butterfly_observed.csv,2.255,0.761,7.4,5.682,4.026,2.71,8.54,5.32,5.35,0.1396454023182560483028548991,
+2026-05-21 13:29:07,peacock_butterfly_observed.csv,4.428,1.916,5.668,4.48,1.56,2.89,8.6,10.048,3.66,0.08330902038338242318930343394,
+2026-05-21 13:29:07,peacock_butterfly_observed.csv,2.779,2.709,6.383,2.783,9.015,2.78,8.53,2.058,3.21,0.06279061203893208920825000000,
+2026-05-21 13:29:07,peacock_butterfly_observed.csv,3.901,1.741,4.245,0.234,7.591,1.41,8.32,1.207,2.82,0.1398801675761957008333333333,
+2026-05-21 13:29:08,peacock_butterfly_observed.csv,4.465,2.139,3.34,6.634,8.305,2.9,8.11,5.153,4.78,0.1081575544152957502362077574,
+2026-05-21 13:29:08,peacock_butterfly_observed.csv,1.578,1.377,6.939,1.085,5.709,2.83,7.86,14.056,5.0,0.1434876249173760962995547605,
+2026-05-21 13:29:08,peacock_butterfly_observed.csv,2.419,0.755,7.6,7.682,9.057,2.8,7.51,3.031,4.38,0.1110009192459879568372782608,
+2026-05-21 13:29:09,peacock_butterfly_observed.csv,4.32,2.997,6.774,3.388,2.157,2.45,8.03,11.129,2.94,0.1124998461779019918330363286,
+2026-05-21 13:29:09,peacock_butterfly_observed.csv,2.594,2.068,7.804,1.362,4.576,1.03,7.21,6.432,4.23,0.1489579172491763835599674528,
+2026-05-21 13:29:09,peacock_butterfly_observed.csv,3.005,0.53,5.422,3.276,1.82,2.87,7.67,12.569,3.06,0.08524191418597104757228230538,
+2026-05-21 13:29:09,peacock_butterfly_observed.csv,3.785,0.835,7.408,3.867,7.147,2.89,7.04,1.73,4.37,0.09769745922450443205663464038,
+2026-05-21 13:29:10,peacock_butterfly_observed.csv,2.896,2.468,2.44,4.761,9.19,1.52,7.35,13.02,3.68,0.1585461752639773618904119560,
+2026-05-21 13:29:10,peacock_butterfly_observed.csv,2.727,1.35,1.143,6.685,2.177,2.52,8.22,5.059,3.94,0.09186880687938732649429612964,
+2026-05-21 13:29:10,peacock_butterfly_observed.csv,1.513,2.837,5.944,2.323,9.066,1.34,7.38,2.662,5.46,0.1569594677047997840459655821,
+2026-05-21 13:29:10,peacock_butterfly_observed.csv,1.924,0.961,6.126,1.571,7.174,1.83,8.5,3.217,3.81,0.06590760891239255153256114712,
+2026-05-21 13:29:11,peacock_butterfly_observed.csv,3.842,1.119,6.878,3.101,4.791,1.05,8.62,2.817,5.31,0.1028901646391022082265340978,
+2026-05-21 13:29:11,peacock_butterfly_observed.csv,1.813,2.329,1.356,3.9,1.352,1.83,7.3,9.93,4.94,0.1128962414194118410679364449,
+2026-05-21 13:29:11,peacock_butterfly_observed.csv,3.584,2.977,4.034,6.379,3.466,1.72,7.62,3.574,4.83,0.1033020107985286830659077160,
+2026-05-21 13:29:12,peacock_butterfly_observed.csv,2.831,2.06,6.39,4.456,8.275,2.12,8.57,13.717,3.79,0.07737562047795057929099843143,
+2026-05-21 13:29:12,peacock_butterfly_observed.csv,4.736,1.59,1.599,1.403,5.087,2.83,8.76,13.191,4.33,0.07247056211723001621378920205,
+2026-05-21 13:29:12,peacock_butterfly_observed.csv,1.114,2.298,1.676,1.709,1.132,2.7,7.9,4.968,5.03,0.08161194668076899248169626514,
+2026-05-21 13:29:12,peacock_butterfly_observed.csv,4.892,2.624,2.25,3.305,4.953,2.99,7.37,12.829,4.33,0.08847573509722722972088251752,
+2026-05-21 13:29:13,peacock_butterfly_observed.csv,3.373,2.561,5.575,6.092,3.632,1.53,8.91,12.163,4.0,0.1308828245810299776864472077,
+2026-05-21 13:29:13,peacock_butterfly_observed.csv,1.957,0.768,2.791,6.219,1.858,1.69,7.93,12.427,3.87,0.1285761712152785128455403309,
+2026-05-21 13:29:13,peacock_butterfly_observed.csv,4.998,1.283,4.255,2.615,8.404,1.47,8.34,13.86,3.46,0.1447316844816453425922009683,
+2026-05-21 13:29:14,peacock_butterfly_observed.csv,1.922,1.912,1.632,3.491,1.971,2.2,7.43,8.522,3.77,0.1105730350056624919926760243,
+2026-05-21 13:29:14,peacock_butterfly_observed.csv,2.959,1.759,4.253,6.908,5.167,2.01,8.42,14.767,3.92,0.1039356427519762573548486051,
diff --git a/modelling/data/abingdon-all/seasonal/peacock_butterfly_simulated.csv b/modelling/data/abingdon-all/seasonal/peacock_butterfly_simulated.csv
new file mode 100644
index 0000000..3dc4e57
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/peacock_butterfly_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,0.00000139212,0.1,0,0.01,7.59112E-7
+RungeKutta4,2,0.2,0.00000389900,0.1,0,0.01,0.00000212609
+RungeKutta4,3,0.3,0.00000927730,0.1,0,0.01,0.00000505884
+RungeKutta4,4,0.4,0.0000213501,0.1,0,0.01,0.0000116420
+RungeKutta4,5,0.5,0.0000486861,0.1,0,0.01,0.0000265481
+RungeKutta4,6,0.6,0.000110587,0.1,0,0.01,0.0000603022
+RungeKutta4,7,0.7,0.000250491,0.1,0,0.01,0.000136591
+RungeKutta4,8,0.8,0.000565859,0.1,0,0.01,0.000308558
+RungeKutta4,9,0.9,0.00127435,0.1,0,0.01,0.000694893
+RungeKutta4,10,1.0,0.00285815,0.1,0,0.01,0.00155853
+RungeKutta4,11,1.1,0.00636922,0.1,0,0.01,0.00347308
+RungeKutta4,12,1.2,0.0140337,0.1,0,0.01,0.00765246
+RungeKutta4,13,1.3,0.0302803,0.1,0,0.01,0.0165116
+RungeKutta4,14,1.4,0.0628940,0.1,0,0.01,0.0342956
+RungeKutta4,15,1.5,0.122633,0.1,0,0.01,0.0668708
+RungeKutta4,16,1.6,0.218555,0.1,0,0.01,0.119176
+RungeKutta4,17,1.7,0.350533,0.1,0,0.01,0.191143
+RungeKutta4,18,1.8,0.507410,0.1,0,0.01,0.276687
+RungeKutta4,19,1.9,0.673525,0.1,0,0.01,0.367268
+RungeKutta4,20,2.0,0.835803,0.1,0,0.01,0.455757
+RungeKutta4,21,2.1,0.986326,0.1,0,0.01,0.537836
+RungeKutta4,22,2.2,1.12159,0.1,0,0.01,0.611594
+RungeKutta4,23,2.3,1.24088,0.1,0,0.01,0.676642
+RungeKutta4,24,2.4,1.34496,0.1,0,0.01,0.733396
+RungeKutta4,25,2.5,1.43520,0.1,0,0.01,0.782603
+RungeKutta4,26,2.6,1.51314,0.1,0,0.01,0.825103
+RungeKutta4,27,2.7,1.58023,0.1,0,0.01,0.861687
+RungeKutta4,28,2.8,1.63777,0.1,0,0.01,0.893063
+RungeKutta4,29,2.9,1.68686,0.1,0,0.01,0.919831
+RungeKutta4,30,3.0,1.72838,0.1,0,0.01,0.942472
+RungeKutta4,31,3.1,1.76299,0.1,0,0.01,0.961344
+RungeKutta4,32,3.2,1.79110,0.1,0,0.01,0.976672
+RungeKutta4,33,3.3,1.81275,0.1,0,0.01,0.988478
+RungeKutta4,34,3.4,1.82746,0.1,0,0.01,0.996499
+RungeKutta4,35,3.5,1.83388,0.1,0,0.01,1
+RungeKutta4,36,3.6,1.82925,0.1,0,0.01,0.997475
+RungeKutta4,37,3.7,1.80860,0.1,0,0.01,0.986215
+RungeKutta4,38,3.8,1.76401,0.1,0,0.01,0.961900
+RungeKutta4,39,3.9,1.68513,0.1,0,0.01,0.918888
+RungeKutta4,40,4.0,1.56311,0.1,0,0.01,0.852351
+RungeKutta4,41,4.1,1.39912,0.1,0,0.01,0.762929
+RungeKutta4,42,4.2,1.21120,0.1,0,0.01,0.660458
+RungeKutta4,43,4.3,1.02823,0.1,0,0.01,0.560686
+RungeKutta4,44,4.4,0.873652,0.1,0,0.01,0.476395
+RungeKutta4,45,4.5,0.755990,0.1,0,0.01,0.412235
+RungeKutta4,46,4.6,0.671872,0.1,0,0.01,0.366366
+RungeKutta4,47,4.7,0.613201,0.1,0,0.01,0.334374
+RungeKutta4,48,4.8,0.571920,0.1,0,0.01,0.311863
+RungeKutta4,49,4.9,0.541761,0.1,0,0.01,0.295418
+RungeKutta4,50,5.0,0.518385,0.1,0,0.01,0.282671
+RungeKutta4,51,5.1,0.498974,0.1,0,0.01,0.272087
+RungeKutta4,52,5.2,0.481776,0.1,0,0.01,0.262709
+RungeKutta4,53,5.3,0.465732,0.1,0,0.01,0.253960
+RungeKutta4,54,5.4,0.450217,0.1,0,0.01,0.245500
+RungeKutta4,55,5.5,0.434874,0.1,0,0.01,0.237133
+RungeKutta4,56,5.6,0.419515,0.1,0,0.01,0.228758
+RungeKutta4,57,5.7,0.404044,0.1,0,0.01,0.220322
+RungeKutta4,58,5.8,0.388417,0.1,0,0.01,0.211801
+RungeKutta4,59,5.9,0.372634,0.1,0,0.01,0.203194
+RungeKutta4,60,6.0,0.356709,0.1,0,0.01,0.194511
+RungeKutta4,61,6.1,0.340667,0.1,0,0.01,0.185763
+RungeKutta4,62,6.2,0.324530,0.1,0,0.01,0.176964
+RungeKutta4,63,6.3,0.308318,0.1,0,0.01,0.168123
+RungeKutta4,64,6.4,0.292030,0.1,0,0.01,0.159242
+RungeKutta4,65,6.5,0.275623,0.1,0,0.01,0.150295
+RungeKutta4,66,6.6,0.258973,0.1,0,0.01,0.141216
+RungeKutta4,67,6.7,0.241786,0.1,0,0.01,0.131844
+RungeKutta4,68,6.8,0.223467,0.1,0,0.01,0.121855
+RungeKutta4,69,6.9,0.202908,0.1,0,0.01,0.110644
+RungeKutta4,70,7.0,0.178386,0.1,0,0.01,0.0972724
+RungeKutta4,71,7.1,0.148087,0.1,0,0.01,0.0807506
+RungeKutta4,72,7.2,0.112148,0.1,0,0.01,0.0611534
+RungeKutta4,73,7.3,0.075167,0.1,0,0.01,0.0409880
+RungeKutta4,74,7.4,0.0443242,0.1,0,0.01,0.0241696
+RungeKutta4,75,7.5,0.0234825,0.1,0,0.01,0.0128048
+RungeKutta4,76,7.6,0.0115189,0.1,0,0.01,0.00628116
+RungeKutta4,77,7.7,0.00536182,0.1,0,0.01,0.00292376
+RungeKutta4,78,7.8,0.00240670,0.1,0,0.01,0.00131235
+RungeKutta4,79,7.9,0.00105176,0.1,0,0.01,0.000573516
+RungeKutta4,80,8.0,0.00045001,0.1,0,0.01,0.000245387
+RungeKutta4,81,8.1,0.000189107,0.1,0,0.01,0.000103119
+RungeKutta4,82,8.2,0.000078179,0.1,0,0.01,0.0000426304
+RungeKutta4,83,8.3,0.0000318175,0.1,0,0.01,0.0000173498
+RungeKutta4,84,8.4,0.0000127477,0.1,0,0.01,0.00000695122
+RungeKutta4,85,8.5,0.00000502518,0.1,0,0.01,0.00000274019
+RungeKutta4,86,8.6,0.00000194721,0.1,0,0.01,0.00000106180
+RungeKutta4,87,8.7,7.4074E-7,0.1,0,0.01,4.03920E-7
+RungeKutta4,88,8.8,2.76257E-7,0.1,0,0.01,1.50641E-7
+RungeKutta4,89,8.9,1.00907E-7,0.1,0,0.01,5.50238E-8
+RungeKutta4,90,9.0,3.61147E-8,0.1,0,0.01,1.96931E-8
+RungeKutta4,91,9.1,1.27195E-8,0.1,0,0.01,6.93584E-9
+RungeKutta4,92,9.2,4.46592E-9,0.1,0,0.01,2.43523E-9
+RungeKutta4,93,9.3,1.60964E-9,0.1,0,0.01,8.77724E-10
+RungeKutta4,94,9.4,6.26413E-10,0.1,0,0.01,3.41578E-10
+RungeKutta4,95,9.5,2.77971E-10,0.1,0,0.01,1.51575E-10
+RungeKutta4,96,9.6,1.42810E-10,0.1,0,0.01,7.78731E-11
+RungeKutta4,97,9.7,8.16313E-11,0.1,0,0.01,4.45129E-11
+RungeKutta4,98,9.8,4.90511E-11,0.1,0,0.01,2.67472E-11
+RungeKutta4,99,9.9,2.97633E-11,0.1,0,0.01,1.62297E-11
+RungeKutta4,100,10.0,1.78744E-11,0.1,0,0.01,9.74677E-12
+RungeKutta4,101,10.1,1.05427E-11,0.1,0,0.01,5.74885E-12
+RungeKutta4,102,10.2,6.09655E-12,0.1,0,0.01,3.32440E-12
+RungeKutta4,103,10.3,3.45908E-12,0.1,0,0.01,1.88621E-12
+RungeKutta4,104,10.4,1.92879E-12,0.1,0,0.01,1.05175E-12
+RungeKutta4,105,10.5,1.05889E-12,0.1,0,0.01,5.77404E-13
+RungeKutta4,106,10.6,5.73352E-13,0.1,0,0.01,3.12644E-13
+RungeKutta4,107,10.7,3.06672E-13,0.1,0,0.01,1.67226E-13
+RungeKutta4,108,10.8,1.62257E-13,0.1,0,0.01,8.84774E-14
+RungeKutta4,109,10.9,8.50198E-14,0.1,0,0.01,4.63606E-14
+RungeKutta4,110,11.0,4.41636E-14,0.1,0,0.01,2.40821E-14
+RungeKutta4,111,11.1,2.27623E-14,0.1,0,0.01,1.24121E-14
+RungeKutta4,112,11.2,1.16492E-14,0.1,0,0.01,6.35221E-15
+RungeKutta4,113,11.3,5.9236E-15,0.1,0,0.01,3.23009E-15
+RungeKutta4,114,11.4,2.99452E-15,0.1,0,0.01,1.63289E-15
+RungeKutta4,115,11.5,1.50568E-15,0.1,0,0.01,8.21035E-16
+RungeKutta4,116,11.6,7.53338E-16,0.1,0,0.01,4.10789E-16
+RungeKutta4,117,11.7,3.75196E-16,0.1,0,0.01,2.04591E-16
+RungeKutta4,118,11.8,1.86073E-16,0.1,0,0.01,1.01464E-16
+RungeKutta4,119,11.9,9.1915E-17,0.1,0,0.01,5.01205E-17
+RungeKutta4,120,12.0,1.95358E-7,0.1,0,0.01,1.06527E-7
+RungeKutta4,121,12.1,0.00000127211,0.1,0,0.01,6.93671E-7
diff --git a/modelling/data/abingdon-all/seasonal/peacock_butterfly_simulated.png b/modelling/data/abingdon-all/seasonal/peacock_butterfly_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..d19026a8596e8b0b3d165380479b3b1c5a50258e
GIT binary patch
literal 30749
zcmb5Wby!qu7dK2OAq~<Eq5=}4bccip(v7s_(A@$O(yer;lyt`sf~0ge($X~`Qtv%_
z^mxvB-tYR}KfLgo*|X!0wbn1z4pESo!n#3r0|5a6OGa8k2>}7g7Xblr0SyIw!Z|pz
z4F2#rKGJYhwt4R8VqkBAAZOrcYh~kTWo}60Y+~<VZe#s`^*%c*?>!nbM@L%+J~lSU
z?;}`k>`mEjOAc#-v!L5bYdRnx;26OFA?6C_m?I##gvdyUs<@_Xr=q(OuE5%#9(%nA
zu!_2d_CjPrT@g<)Aj`1SDX%iCMs+j7XPoI~<xrg=VRe;7p{inm8KL@3+)pKJ23XqC
zXt!<!d@ydhTD$nD!$$k!-bvq#=gEa&zuXSTgOg;JzEoa^#>3S9p6BJ00k~plv;nS|
zb86haKmPj~gHi<k5iX8DHVybA791ps8U_EVtu+H#8vf0q!2sed_z(Bl*Aei4{GP-S
z0Uds@04AUBk5f{i{6C&%(ZJQstt<WV=uScMm-_<yZ3Hn13AeGZuolgawkDNX8}`J&
z7hD3T%dtcCE;jr7`_Y-=K~tP{t4Wqq4TXt%-kLEnF>mYYrmnLvq#;m>WU(Z3L1JWC
zYb9c0V;R`l73y4eS=Uls(gd!~57oGPw<qgeitTTPqq1t$Oz3#-e=767a4$$6H^0lm
z65n(QE4H8aIti&h>Ce%Yg6w;XiTOQAdMJ}{Pt(xcV>YC`U+9b{_59-EoqF*z`=xO1
z$MW*>_0?zJmLhvTzQlOydeuSgqrxpI6+wZgzBj6_*9AS9V>V5(3v9UjzL`%+i70O*
zCl}su(9JAwNxy&3v(OrWwg}<QAv(eByE!X?<knF&H9Ss(-@fLgFW0W6#ZFt-hkva0
zV=k%@>l426%quQVEYz;<mSuz9O82>}9U2VQk4kXct{i_`R3!g(;^s`)lXM|nE3V|N
z$#SV@p8Jn@*HRpo!EMJfD!*4y!}~gz9rQVsU)>zh)U+poh3NpclBmbzfr*W6T`q6i
zU~9w!nW`Y@BXwB)tQetcZ2Wc@c6B^$6JLJS?{lflTTXeMyHZ`xt5V?b^Megflsj*t
zszgwu%(~LA&P_vtgQHXn)KYCZ*zVpf`JkH`{-rgjXV?3L|IAW?jkRu_ZUwFCrdw`q
zZd6nhE`j#fMw%gHsBNkB<M~Ff$YG+v(H4Kyo(8wWbp$HpCIhK(ge>3cIroC|y;hv=
z5N8)AX6E?pSBLTn3Q@`_!u~z1^-tcBc%IC<Y^=VBs%mD{&tj-|-i|psI(ojlY-DIC
z@48!9Jr{#VFPTf=I9{Z?!rgS*i$42g-scLc<Noy>Q$7hUE=@>Ci2b;(OV?nwRHXLK
zLW@6#Q9C9fwAmi4wSykLOC_fQKEGg`sbG_V>#jX4)hPoP0oElikWuqHQR$LuqB5At
z?|4b!QoiA|OqfE|dHBUQoSa);mn0>`E?TthM#FwPInzOj<5#8AR_e=)icj9;G+M#V
z8G;4|2KFu2i91(&lc(RQTUNbXmoqcV-I{OGd*r&;pj~Z!;B$52!}RJan*9MT7S%(u
zDEonu88+{I3{9xJQ!*r*H)F6poZMuwEu?UWXgfF}qRJAZ3NrmZOZD5c3cKab=!331
z=@iv-U=l_z4ZOB&TwQDIX}GN>Y(KiFsH)~!%k!j9P*q%x7JI+*W{bc+pLLlp+#>JD
z)@$-U7*T$jCvBpf(YrpF9k1*Bb?8wa-{!s1Q8x~-MSMbvi;HI*`UQumaC=cF0+;Nh
zSap?4iX)=$3v^s&Vo8p3jD50~^jOd*OXr=^x7=#}1})Momo!JzrSjYptz?<OT&NF+
zEL9K3&DOgV^rv|pPZ9`;2jHhe5BvC!PX?$eR+b`#t%G9Ph7GPonV}zCs(sL)ee>qc
zMu2C&*_T!v;SW3Si<>Upc^%iIx(V9QJ!k8jobMc5oXo4c9CFWlmP<T()YTo&JZfKC
zTf6bVU+?Psc=vtLYE0J0HHTN<H;YZck~<E)$;z{C?dRaT4ViD$eKd+&Dq-B(-{0Q|
zU0gI=dA%SO&gH$=g36SGN$i<jfLr_g>RX4fiaLE=Lr-_Niu&+!SF9?3>Zq<I&y5Km
zsfF{F7k&h<LMgtTG+h<e<qn`Mw}|p@Exj>K%X8$cFbjWHI7{T49kkLOMw(5LXw!Hq
zndbf7Tt-GlQHxy1W!7nf4in36W>6L54)yG`ZN-!!dG8C1D!fM!ES^5sqp!nK(7@Zl
zH6On;U0t5VFP+VK>@s#7H(gy6zak-%N4B4`bwFBU5Ej;ZWZDr)U2IKZ>tL|%he#Sq
z%%;}YL+LV;xphrz$py)4VVTx2gdBApxn9(TIfb5QG$I0hi`d!o``4Tv`bdE+I&D%?
z()<E~)3DzCje_ECIquoFDOnv<9$Rrq8NDxGzT9wwKngdGQw2S$hR~)e2q*9&=u^~|
z@sYN;D`rcLg6xY*B5m6ct?CM$6;xE-THPR{cPAw$FW5pqi<qbL&OxZ-ypAkUqIY%L
z?=#Z-j@}iATd0QD{@U?N2NYUJyJT>nCu~%mi<+7mM#As>VH-SYrPt|7VpUR7(o(`S
z2;f?)ARHaq?b=LLbggb~dd!@~$H(9C?4PN1fINHltZHk^3RYKBLt=nG9s5*h(s265
zjT=^%mzPyCv9~8THaE9-oAy3pSj>(;^XR>t`?kL{>H+5C{RMPm!$Mm}CuMuQ>9X<y
zT35#hYos@mwX*uKJ!M%exZ`DIbG$WK6<ccBPgOaS!s}oagiTpSDd0L#W!!~7U1HEW
za&~pG>oaN(R%e~N*XkS7d@ho>`1naWdU^==jBTsk^e1OJI=ZdhYRTd;YYZJP*r<g^
zq`*O^T~F35y<}KP(<O+vqxRMF-e>6Z;{yW&&!^2If~ef3y-=s-Z#MYMI*l_z3~;~{
zRe>F-4!t@Wep+C%=RS}jT9u!lzcl3x=5bm{S$TW+i-QzDM}(e;NV6SZb5Y5KX`0*n
zPhQVzY%{f1OFO9ecMjosa`Ln<m49^e!-spx)z#J8i=k{nU%>8svAk?NeVte*BTe{Z
z#=(L-Qs{ebAty=I{Lx^OkI(eZY<;9QQ3vJx=*<bY;T|1n>0qr!#uCwc7~2%)p_C*L
zZ!lp`CxjXa=4WqKOqU84Hypg0Y9A}q2KUuKNJ%+sRd3U<FR87dFo3>GV9zvh{Yk~O
zTG3zxx}+CH?2d2fm;%gR84*tfQG4gsA=#NmO8f7Na4TC_Y}o1Mu7AHT5{J?Ag_UaD
zK>{(%1Q)%<OkTnv2^o*kadOUWEwv*Y^U*T)tP9Dt1++RC#bHK?mjpZR>HX%ry7bj(
zXa3fr5*4^^8uiYQdMAmB>x#JRFLqcY5b$1zKODlVpoFlCsG!eI221m8yfVRk^S}`T
z-@OU+!5qAPMMhFkTv2fsvg2Y#$wUKft889ebTMv*2t5ZHF$~BcB;rEkrs?YEH{GnZ
z=eRPhF7%I0J-MsU`TM%NmGF3dt+iSsaPPNre3N&a<pZ1Q0iAX)mM_P#+hEqC$K%sB
zO&2x&gAADbQrrR}ZFo~Oi<@Sx5!3e9nuH}N4ES*bkD@AwB%JNe_nTelh0ET)m3TCP
z`|^Q*)f8d`suI~0MkDI%VemInnj4|JR!KPM1F(pPHzhuyn`3Mt-JasG7`f|o5LkZw
z&R%w;kkTxFXPy{iEFv;WE(Rm36;CvGkdgYmx?6TF{>YOfnk|pIcutq-f-r8^dCT)}
zKOEf-988nkQF3;!`W}f<L2nx{aNXF`+IObrJ+W%aQMBGF+CkF5Xh_3-$3)T$?Gk84
zGNx{5O=os;Pp78U<KbQ3qKtQKjy!dRqXm`I9P9_DNgFG!pBFl_EN`AFvkVeVo8hc?
zx9X!%Xgh9;Y8&l+hA&N*>}kBnRS|VwYqKyN$>lgYpMm@1gQW#jXPC(jpHnSwSmD%V
z2u2+3&d*=gma<G-^A^uRI?b%f6P*&%KD^8bGQwt1q8-?dBu{QSUt#N>)0NZSM(B7;
zk1V*ypUmf!-*9m}eXyP#nSZi?X;|NTff6?JBm(I+<Rv!EAXQ4(7tF;M%Pupi^rkq2
z)H(uoixQ44_x()tC2VXJAF1F)lj?LTOb`>_kuZpo*wI)f#-m7S#$#wn<!4>EYw{wv
z4@8BjnakCw>lCpE(HRlWG{Ts~niBCPRE^{JTbc?Nvc{7{F(U>Q_19mdFt<iKv<;&3
z#y^8hj&&VbFc(&aC-@$|ynBz%RgRLWwbVvN+bI2h4KiNSD!cu4#j$Hix*pq=-3GqO
z7;Bhyb>jQxJXOI9i{CCTPnvcIu+Z62_*k^7K3_hQ?Rz@>LiqWF=<vLlM>7^~pJFHd
zqarqIzG&0whf_Cfjr?0~_kDY|s0pfks+Z9-J`2r=uz6|Ejz{QyU%FmBrk9~m<Vs1w
z8sHqIm|)G)a;5R}HFlR^UdT1@z0ur^BXN$2n<sHCr!rfTvZWc<3Ip$HN2q~=Zpw4t
z3shSP?Q-Ee!v%%Y7Lc<AtB;vBj5j8<rp?f2ZXr-8$GMne1nSb%Ip%w{mv*4pIWqDi
z<@Atz*5ATGF{k01Q98n}3c306y*zVPcl%m<)dGn@R97AfNhX#VJ)O&1nn%$+y~Y_K
z_IJ?cQf4+bVb+h+I*4oU2ajTTLs_8niu`6c!H#sV!aJ#lkO!b1qpIqh_4l@Vf(P)2
zh+ZR0S6p-B?Ts%KiHJ2iVYZ*NRgc6AmrLxhTvkS0>YKMC6_6TFrsq-29+4czKx2L1
z9w%3mLC<tr-E^^Cv;74rqR2Ro+nl+#5{KAhSyT%#OKm;rkz;o$|5S75yahaNsA)HM
z8kxOZn!739IyNOK8%D{mc44EX_MWqO@=+gy<RKY1Gt2gasfh}&U@B5xzlgIifimJ}
zu3rMSNjJ$KH6^q9kD&8Nx92)YB;kdBT%Uih*uLuR672l3RHBHC?rYA_j!F}R$45L6
zleh2r-n8A5P+x25GqW3XC%wF(k|!R+{d^Xv+lY#g<p#qMZpnQ58xuov*A4`d$rYb;
z=IO&rEd1FoIvFY`boYacGWktf{H`;V&PWfnzeHZSOXa$NsCtM&%*8`pQ_%hinb&qb
zu$8OiUfR;f8$s7(U~&$KcnlJ8$RRVGksm`SrbW%M<6a`vly{tb@$=*N!c-A`h|8<9
z{@$8(@Jxlq276F=i;Y6Mg8ISj46KM~{BmERyTg9D*Sl5p=S$~1vn7N`9_u!D{iv7J
zv_;x5r~L^cg6SiWDM;g9w3v4GS{6c5?!5}am$3C55S&(9?N2YxdS3I*C<?0zRd-<|
z`zT6r4X1-Dg2aj}0wHTOn1WX_5s_{jp5V#M{OoU$kodPeF{7>{j*bm3a^1S3zWOFr
z*>78>FplH2I`Ga)!f5a!%w%9CY`a-TOz2KG32mL}=eaLvV=Yw+6Cd-Wh<%37d*3(b
ziQgp2;Geyl7_cKB*M8quj)oKYI1=%m<Qp1^tt4zeF=CEm(g$W4g~402-GL{F#~9P%
zaW~x^N3f?bB8ayLu-OiblaXO4c%Q7b$O5C(?7Hnf1~`fdU7b6qUfyD1=_Mi~%kM4%
zg<psBG^Bd+;PCLN29=4NLiaTjvb|>a>KXe`$l3Asu}PKHq+v3TUDg!UV~&jT&Oj`3
zl`fPxaYRt6SqOfJ+|GE?_4>Y%)h@uI=<^|EY#M$2{ZHd9Yfo2`RW)x)DX7s23SI;_
zB_}{dzJ>z;s{;)>puX#I06-|0HdQu@iN3sA+NV;?&-tnaNf+n!yN%^?X#$#GaY;zb
zWMyPZbsc&+t40gdt2K+2A)ChUxRRJr{mM8eggv>pvH_B*0@!n6?1SboC}q&&bY4Io
zvd{)p>67Oe0#sJ@bvUP>Ot>T#R20*2yg!Xf?P;q+`WjqjnuwaZxcfzlT{~$NA+y@u
z>6TW!ils=O^Xx)^zb!l_SRXemcwj12trpeqlrh}8m20A4kHW{B;9_@=1zFp_*9ia@
zulaF3pIIwX66ClBbPSC0RHre`-UKy^JWR~TosQd6qt1hmh*NFD!iJtAqhhOclmYxx
z1;?F}OO23eF4*kAjdb1wHPH|<voL&aIoXdD?bur1p;hlN!{{f7reczlr?=Js3QcEW
zWXzj167S60`<Omf`w9>uQ%H0g!EKqCH*PQ!3=y%T-Qdl?J2!jtt#k%Aa<oF+1nt{G
zb~wwTb4{`U6uHoY<=CfnpMrIU+(dTncB}GY^Eq5o?#WE9Gw+oZ)54&KlPtl>zUHS<
z(?N=RBo+QhtGN)F;Bo+x054-lpumBO?9RSO=|C`iN?+uM_lwf`{hwdlPK($;$Ey41
zo*v~-g1nhra1Q6gHNx-g4D_$!xw%m*9%LZj%}Qx%Ym-PsdjcnahN$fA?MGBz75QRk
z1bYoRpn2uzg#;g3=!8@7#@HuagK^<lKv+kT-8ZGp&GT+NA-xP?&Oi>%9C-HZF(!|X
zBSJ5t0mK4AHIl5gc>@9t3md<G)kbKGi&h%&_U$dEr_joPDmkcA;Bg_2BSHv+)l@}D
zx3UdOCPdjLHPdSo`43*HG$2jTL&<HUkf8#yQTU+3#tSf1_cDu$BL4LYLv(=tRMOln
z(cxFb+}5W4O<X<W`pmufC1b%*LLwk8F0O<tRc2&t>{WVtx~AURzJkqR#@MPDG_N`$
zE@>f=9ZCA0!E_bm-=~tz{qW)K!HBl3+4P9EsoDH@K!s?CnVH><&zaK_n|?pXCw?}D
z%IDjLucV}uD*zkApW=dzkxo?$fgGCv$^w*sJ@;=itqmWrTL1n9n53WFo9slj4fVgS
z0soSgDsY<D7tlJfdCEDD0d)oE)&MP~4c);JKBsAHY~*lUS4gaic1)oa4^)sO$ebI|
zQU^DmY_^D?rlOKdeRO_$I9)LpO)q8q{phRxPVHLV2S}US)>LJveG(e%{a79RvEF)p
zdzF0Or28h!jG24ZG4}kpx`~jQI-TngRtRTYVxqG9A9G_{kEZY8dI1|ZIoX-z@Hn<A
zNEXwQv9)Ed<iOjID|C7Zraj~~UUOAUd_2R+yib$o)x`<ZRWYZEx_Uv7C|FGx+R{n%
zEG*$4U;n;?He|}?@88`=xA{%`D85ct+Z2o^^Scyj<uDeg7bgIAiB!n5#%i`sHG)cz
z2{0`~1?p^*HFnurw|RLr$;ilV-MJ$LZTF2$<#)+1;Te0x4{%A2&?X?qHe&kv`qYY1
zaj5Qjob0G#o9gRlyv@n!N#e8|F(o<jJHhR`2Es(#%#2R_^!n~@aii%<cl<^<pzSzm
zxf_W=6{-g!^~&Ct)^2pF`-TBpW6#TFs;y_=$|kaw8FgS+S~YoJjMxL*h;L(KL&|9p
zH)Uf+N=V3X|Nec8c~J|Cd<*6(EWi=aTaFjSPfcl6%2l`>uJ#_E(lRqMuQb0v-hg#R
z(=$AHpbX&NEjl_eLY&zO^VshnO#9O|`2GC+Ml9E%AaGR*fsDiPo}A-V1lc>(DC$=!
z)a&8=J}Kvex5aI?gdd{#qhKj*#>d6og=8`w6Sj496u`pIX(>V*8Uz?wS&4*&g-73q
zg<--p0sIXJ3Mxp(65sXnLt<oNQtBW+tFstoG9ezQ2X|TKb>>`oZwqlcV2)(uq5F}U
z)91~NjS>5as!W%3A+Hf{0FV`+?PZ(e#feEtWFcW;Drcy2qPug@_$spp&G$P>n?1~!
zA39fPR-lsk8ngy7dWbZ#9JQY;dWaYrW|d(`CC`?dMgka}xAfAB`)FqlT3;sTX}umk
zf8C0UhDM|iLl-mo({Ag4N3$=Yg|I=W94rv)<8w@?T^I%i#%ODarugpqx*5#(f`lt{
zDST;o<as9dRH;c1QGKr%vbc>EanhGnTz7Gd*5`KE&2|$_K25XFwfUqLNHQn|q#U;>
zUd*HQy~yE{()T*=bB$P^;6)lo5Z{eWr7saGq8E^=xS|*&6aHAER*TO@-f)fkI`L-!
zm!;p!C68^b)eJP_wLF?Y$TCdan*-b_17Kw33+Q}#qH1gxf<$$2SdVLX2plrzRz(YY
zU%D&XP%^TxsB%jd9m(=JUBk^HnX7IIWox_(2!TRRKu2{iSz}Aw*`pbI!LKR?b^0AP
zt=ACfu30!jkQ~`)kHU7y9q|PAnvt2>zON?R<nPcpZu0u=&}Y|2*02@!j^7%oFBkn4
zp{mKRhk4s9Q!gMs?@P%`>rdj8g-Twc<z#(5CvkHRaNk7v6+dTKF&&O4O$#U*6I=oN
zEnjyDr|w}iKcY{nEpD)USHiL@dr~B<{<FWkvZXFOep51Xwy@dNv+6IBmXN2r|BU~C
zMPu1!U98MGzJCPEu&lN}ulX9elR`vRWYnz#X%2jj^z&Y(Dd3g+r!aGCG*}hVuee%*
z@fscne`pr>XoZB*{*w_tAWB1j#GK!$1|Ho0br@XS_@RW91{@tZ{wqj_Ff6aEDE=q?
z)YQEG*I5kFy}iBvku!J*DRTVi!C(cGx8yAZR~Z`{Ys_AY^!qhZLqdQB`K`4i;F6Qe
zuH;oG3{>S+_YE|{USQLd2JG$G{^y2_O-%lMLw}!T0MIr6`NhqfHx>T#2)Vhz|9J!<
zA))`zNBE#s*}ZYw_2#d{9(&xvs&9x66r6wj3?yFJ^|3<oe`T#U{5t3D$Nzc8?dfXe
zf8E_5&r@xq_uuCsCjR#??tK}^6#vgn>>V6r{h6|x^A^CYzzd)mH2LdN6(+q&oNC-H
z*%`l5V+D>gB7tmfK|%JPKZ9p_q=GJGn;$D2UZME^Gxa{^(yg)mB9nLp#EX@N!#?Fh
zg214lo{3VUl^(XHhlS9$UTy8|N__v$!JSdG;>MTfr-jZWUl3TeDx_EZp1fuk<&D}L
zD|B$vmN}cOb7Ee3@H=(Nob3^E8+FGqZVYMxDZyoC6JEdzU4An<oxi%g(;A57Ad2y$
zuHfSa5yCkxFc5{2nVH`_P0Y!u(wzsp`u6Hj&Qt2g@_$rdQ@p-U1z~X@mG_t=>W(dP
zIIQ)>^E#}i>|Jh*7JxciA`pkVsE+V|Wmn!eyu7>{FfjHeYkjF3{H3g`G7sz0J&xAF
zeiVvHO)Y$eLnWYbyfa%s(bwE8BJ=cVbt1b+AN|}k)T7#6&~`zjtG73vUMeEEsj2CE
zT0FCQe*fa);;n}dRlL~N=bM_A*VcM~sPSohTwOAZBr~CM(u#?@?4Rj1cXelbn<ZN^
zT<J_#PmfJeQ4ybjz-U)VMovx@@~Nr?;34DfsY)en?SiThE}OXqO|OKQ7&^cr+rxPe
zcOaj{ym`Z@s;Y{Qher!I`ZDw3+c3@kG{I4O$+OH8Ahe8ppJ21H1OvSB-~;OM_H@oA
zy`Vk-G>>-|7W8FgWtAZuN9~v5M(kz-G?mX}WI~3Bk_`1kJv|$=sHc&5h}_)VERyJd
zWm%61yaU<tva&6A;+r?66&0iT8Yjkqn#Ne~J6Cf$(dbpLMRe>75wlsY0Hdx&=@9m|
z6`o+Z<v&am`=jFIk83zze1`$vmp(c=+TtpMaecPFdWZ;u!n4Xl<cb4%*&e|aYGk$^
z-pR9t_?2jYd_Hs+5r|*itP~Ju@LU`3neN_|-mcGd0d-nDWYIy~=A2c(91#)GLU-M8
z;+{8k;2bgvrotJzwpBj26)u<2dbp8}hDI(`U@w`wl$2Bf>Q+aICWQ?}`g<-6=wJk(
zohBeeWF+oJ^#hpPK?CGkAo)5VM6_OBoNaSW5Ah=L8Ib=YyDn6R8?`z}boAlXppdwy
zZ&4sZ_dOPQ>B?r;g2%q$wO4i<VTdmIoeoM-cU71VYgL{Dwv+|1>i!!@X*_m@$^XBS
zYDEY_<JnHVJt#?g&UTx8l-6))_+FsGLqPDIMdxha=~n*T2KoojKPz0Z)hr+tB#Uby
z)^UfpDcD#PG6TpV_s|Yu5H&&vnSLJO^pUIevI{)Xa(I0|TB`Hf2kd*gn(nL4wH9Op
z<;6yljzk5U*^Iwn3_M6kdrBbXD}FQq4DrV42hH*k%UihQeKf8>@=z_?W2v6W!aob|
z0D6tVq)?Qyzp<v_Z`4E}XO93BXe&<lN`^U*fR~=JX_mDGsNtFVD<-rF<Z@Sz5rR~B
zJ4pf|#MIaRI!Kpjzfw0m0<&AF;%yX?{{fr+4y(RQuzw%k>?rZ?kJwjpZjESj{{eV@
z=G(op)DP=vLHg})dzM`l8m7m`x4RWAFn%EhJ|zo3y^m-hef1`D|0htt2x%M9hU1Xm
zAPT8|DzCceA9?S8VLpSU_V9m4_+Q3^5C%}>|L0Pfjg9}U3I4ArG37>ta*L)IQ0%{*
zooOGgQ2hoVd`jIQffsE}l(znl>_<pQ`0v}2MZ>~+_wNiM2CCzKqr8L?U`Y5^e)|I#
zf-si%FC;lelEy6;>Av|J<+>8yPKZiPmHSs-{jtJ>K;gkdn8H9I=&k~=!iQ6PoPb~D
z2PNZ*imik?P`Heo2n25YLT55(`o!#|0cB+z|GKRZhLW?yKkB)km0E6LAt8urmW?yW
zzwo8D)Z;hE(vBt|;{G?c{ykxiyK|}kDL{Z~_n)!U-)7zTu@!%z|DVgaCKb8HYLep(
zp!9Fux)q$5n0Qa8W-o5@o@N<5VX=Z(22XWvpmKd;&TK9W08p0aZ2<Et;Y*EsunqA8
z@FoCg+zDW?Hf2QPf**$Q#{hJ=MWhxe(<?wYPGoC3A6kJhY~Q(aC+OhK?*;J(CT0PL
zlpSr1%EIMcSe?(+Wtr!xy&I^TO%9g3Sgjbpq5*$Mrtd$lY{ks1_8}^S;11OZ6@{<_
zl6F>Iot7X4vo(Q(s0%blS$&>{A17XR^-^gvTJJWVsQ1tVCW)AAzft;o18xuA{bnq<
z_Z3k0fQtd2oZMr^!xbxM2PpWxecC)OJ34P3nD(LX7C(b(iHV7+2z>#dcl0|z$4nn<
z?3N@epV-@%J$(3ZqMkAko05s&Whd_7z`oKNDCH(VUf(FE5_AuajEpokH7yti87Bei
zagtwk9R=mFyL%moW0GEhDN+s99w*i?_l4#cfEO#+vA(}WHD7MO@))KGRMmjM!2Dg#
zthCe9Q~Pgw2Kz8rJlvdN0^v$_+#HjubNouj@4ThZbG$kJl*MIzfOh}*I6*O6GVh`Y
z_+D~z?}Butc!mvfoT_#yg#Gzv5>+Q^Wj2FkGk}kiM@<<S8I?3O8Bwt*6pFzJGXlea
zlBy~L9v)syT-+_-3sOpl0aKBex};>FI~KGWm?g$KybZL;xvUh@4FpSU=7nI?UlD<c
zM9Cc$6;)PCE6M9N!g}~cP`jix?ie#8qvDj9@)k1~1@%oMZG;XwHnyj)LPJMyI+?`|
z3QZ^jhXp9bCt<92??z>1(K&gR78j@$Dmf!U!8w@#O`+cNk*Y*)Jv?PB&D?(_B+@$u
zhFV~vXAT`1nbxY<ep}RHui1n^O1fDHN(WKp0bqH0$1;U!``PZ^9@W&1a7qXlAKz4?
zFsM3|k9{36*25b#-#+yPJe>(KNbe6Zo*+cd;~&oski(kwliPDeen4a*Vv`SlBIJ!~
zjQ^FxjhgoU0LXSa1HV#u1|`Du%jY$`VF0-QNa7+OA_Aw%ymdJXfWTA{82xyZ{8A&M
zqj?Ssd3|`_boG<#Qs^ZksS1lQCVcJ%LCDvP&(%ux0(%WL&z%jDOC}>y=xwpskAx<9
zk>+3QuKmvOft2oBI?dnidmar+aR4h4QQ`{)kcp#Esa%^c=dvD!syw5SC+g+(?R|t`
zM`MTIjN@NJmBM3ZcYL#o>TbM`XOooBWQm>yWlG}!f}YG%w8V-UcE*DISm-0d7+n>{
zM}(ZmCby3^Z%4|L-xaL8R(*CRC}+c*IrcO6e7-*OmEN}|o10Dr#TBb1$>9<qi(re3
z=6O_Ylf>osPh6)$1p}9JxoNt~uLfl}?&XEva={|9u_-1PW9HRjF1{*}dUkG|=vjRc
zm2&c#qt-)7uXgn)ZE<tS*{B)>DMt=IC^C=pmImRz!}4ZvliDu9iSvxp`?{iMX?hLH
z&$Q}fH^{A!sBOA4Tx$(<Y)F$x+`3`WIIe4LjrLy_T;29spJ>*eln5M8s%h3OMK#<v
zs`&PB>7jes+|ISizX-=_42BFGidq!OM#O{Ay_wEk5%pc5B5e1}I}Xb++3WzOS(TTL
zt?^q{!^xZn-29|jg|j?D(=V#dwM-G6*Uy$n+&G<=(u9HXsb|RJcIWv#woUxunsoYW
zcDIxE;bpcavRf^eLQFB=&a1=SBq5@v&{-^tzt~$i4Y7}hp6luh!cG2K`SV_-V#-)A
zM0{r9v#ke&F!2Mn?w0c<>MMP867CM^4`UFOT>?F;*igN5QRn4ES;yR_2FDfKH$E%2
zGFwxZ=Yo!SSI-?|&QBL#Y{2G;OuL@ehqevFoYiwVe{!icy2N{vrs;)}#Z?jx<(~SK
zM$0U;Y6{PE?^HvfYAc&B^swckCY6WZSq3)^H!dw22rdVuK00Vg(y2Y1g_W&G*vZcd
zf!x^NvQ6jP_CSObSC>b@UWL`m?WO%Ck|%WK<ve!mn)idx41JR+p+oOns&RQWv=~kr
zn!dc{maW^^-chjpn}%-5HG0>2ci#NaN5SM-mN>F;%Wg;aOMe2LV=r37#)FT9t)J${
zwTWz)qsG0>KA5gDy1StKdJ;G*?2FW#n#wSZv0SFEChcurc@&Nn|FSv-kV9141|niL
z0-mBiuyeL_oA_Qg2C7UK(-&I58FEAP+_&>@PVG!HXTI%nDrqXSEh%NM_$NQzRmfbe
zI;bCxF&XmJP*wT<j-kF{y#9e`;ZI(nrO*^<FmI7-Fo<*Vll`dhgSbPNIbRL8{q8S|
zrlNMwB`#UNP22Coj$^2Ig{2HXBFotz(*{KKef`0Vx4afFFGtMTOd408qW2-$GkAH3
zIz&KcEMZTaXIau!UqH4NHzK#&hxTiI0<UOAOzQO&j*E2W(G)0sY<(xQdUzCq9<?ki
zS%^#X!iV1|JzpGdI;}u~v*(6}hJ3ntiSrlq;;)!2jP*}!-5~9E(T}Se!&cc)+GSLN
zo0u>Td&id6+IBv>yFCBLc+Ld&JuKdpvnf=SS4)4b;C485AD?QS%AX1M#d+_#1nhiX
z*u)ZyW6+=DsHq7_?;m5jJnACiY_gGvN^fw6-K|dcS^~R%aht&+0oPI4#Tm-aKa%uY
zSg^;R)2)3vr&;^7p+Vx(`4hX$D~{q3SxeE=Hx5IFqleY<_}Ah7Sxk5(E-fqT;IT5k
zMiH$^ZKKwIWuqiaI$xb!!`!YPbyd_A|7xR7KChbf&y|%~QZi5&&vvgkA$eYlo)d<Z
zzi`mIq}-OuTmH1-DC|Z;*#_UKtJkxfVeLDAj=)0So#;T6<eAeQcU}c0257eU^4Ffg
zVD6Z$8IlT|a(`cL^{x2#u-REnfK&d8gK&Do$aQYV(*3HdGhu}vgJGZ_)Cw35v3N~6
zi$i!Ji@QrK)7S}Jb6MT;+11v+?sGx)g~rER#q1fS)0EbDj*~;k#;I46bnM6k``3FC
z*Uq~3mZf2yZeyA9nbi@$egs!<3`X-+ttVj~{ix(44{fqNoZ<^Qj^p~;Yew2%FwL71
z)<Ng$#Qs{YKWMN(l#}GDt->&?Q}Yu8^n=6bJ8Yy|$8J6>SSX0h&cu}5oGJXEM*L%b
zWP>BD9aUytdOeEga8WcG-@Q;Cy2Z;R!AFl=FO};z`nuS4=@P$sRNM5A(Odj_2QPc`
z#0&yW8LKbQak6>{F>ULZmX&`RqST+r?}%I<J69+E=Z!(8$+96k&GiNLw~YD?(2q}|
z?|5%tGU&;FdXqPJhsSs4ZS|i4Lm+7=U(0QyV0+_qHuih%ii!=yL?^xd1&!qip{(13
zaz8k}f-7Qg-@mVWdBEmbuZ*oeBK^1;_sr2Em6E4aM%VvcQOj-8`p}ujHcx&3T*V9w
z!Z->gub?jp55D7gj2s5BQqXt{eLtt@<KZGBxn4N?$mZ#<@Zm3{E-;jL7Z`Wz&=0<4
z6)I`l#O{05cLjLg&mve#T1Kq%pG!mfdkeSG!{dx+C4*jglGnQ5WfnOJ`qm0VjH&`F
zs%-uTYitlvxq+9wG~m8byT*G@FMm0zQ^!zu@0HhY<vC}yEkiJm6I*8Kw`QBwHnz?G
zu@(SKNMO90+n|_qE_w11*=waQ#Osl|H!G?`rxH}~ccy`l3J~qI4xsUzP6tP&Wo#}_
zwwQIr&%v=&XiB#@IRTT`VN}vxB}lj-2bDSdArk_<BEfTan)K{#NrPm(%-7Ekyek6n
zx^zbx+F!1WDs2#2I5`NQ6j)6w1N4$yfddaffPQ*%)t5iz?q)J+4Lip%%?WNQo?E3}
z*rd<);N+v{@Amv)9nqox65_!DG|<@N%oD<>8bE+N#Qw-0d%eJZSwXYXF%mOI4{Mh;
zt(nw|Z0-89I^OY(_pX>~6IFM_p?Tcq)Zlrf6m-?u*jOgtrOhuR4hs9z3et^U%}Vhw
z0ERLueLt*##*QCoiBB#XamJRrTZWiIuyCSerCcSCaNfE^D!>pzBe-&PM6%K$9(+G;
z1eo|W#2!6*X+E#2J+B{md2#vSCi>A~if0WdkG>L8W~JFo^?zM(EQg3edw+?q6u{3|
zvHRU@*1L;Eh-onM(*D!>t^J26l+0+UZ)8ywxTkNAOk4fbJI&;Dz5E-#&C0{h1MQ#;
zo%0S^K5~>IlJLd=5_m#m2aYr4#<k&aRAU>(caG@CvGeB7PIlw)M4S;VO{N3fwGn>`
zv$7LFpzCRBeO}%roWMPHQGXov3?F}iIW3qBjgHQZL6rh6D+EHY0U`XQ_|{Fq=#|D-
zD55`KyvtwiiKimFc!1*97R2T3RZgyf1HVfqaF+`S*b4yAy#x9fJ_*TPqxP_9Kq{s=
zo&s4-28eOD0Ph80^$PG1#N_8Q4Nu8V$r~FRdGV<qtVVi_UWEqUG80_0v0Nu6czfwU
z6HHYlms_n0`1qD>istJWM4g}CJTL*Exy*T6i<HAS_zCbv0KaLH?&Ws%d;*}D^jMml
zHq}nogs<|d_80tdlIEO;+!u1|@jrjtpL~zJae7pmMt<>tBp$!u@&VGsDI{3|l%zi?
z<$i&~Fkl<Sg1gd5+4X%J&JTL<DJbq0Lyxt}d#*s^fqgrvX{U|PnKmJ3%0u%Q9lKA2
zIbme@mXkmfl&!wn>Gp!}<;;+1j&BoIBxz3+R5QQ#zo1E-uR@1a;R7+cCLUP>(1w;{
zAEE*NoSHv8K2|GM|DZ9r#g~)rU8mJy`^|ZGjwO_cCFZbSc)r4!;Dq_&AU(`$<8(CV
z!FN>mN8fTuMR{;RZbP#zFo*`W6D7d8mX?Oks-n08DYEMMxacy@W~$rj8;cQBUES0f
zP>9~yMv}xYFru>r3NOKlUq#?EsC(^`+~Vrx0`vJSvGbL4(R~3LI*tsRS4Z8s39~^=
zD%^V@8jZXonBvNuQ-e$E)%FO}tuYL;%ljSFiNt!IidZC*wGKHmb{&*(KVLU6iqCBE
z{ZI1x06p@jG~B%qp1IrA)ipFQK=X^a9(74bOe}B$<{D-|yDO)|)(6EsJw0#n^J_z?
z1YAqDX6w~?Q%DwK($b2u5@~2@MWI1xw@G+xGnQ9ZyMcP%Hb1ZD6^XYJ78)8mFrWZ~
zW&jo-COw@k2#1<TPfw2&E({Z4+x@8v-$UuquN4o%&Rb`);4^6Y;wts%k<61PVN)(q
zNlE!ruOP_lp$(t^6oh$x3c~FT_280^pFe+37Dn)stv)V7b{sWI_Bh^BEY9Sn@ca;Y
z@v(}_Y9d3Z)m?wSu|1f|Ud&~C>fMo~g$O{o7O|P!$5*Fp<V|bit&1l8efI#A{@+;l
z6R-|dGSbtxdL!dgQL$=jYC1!sW3_<IJA&=l31snZ)(jWGf}4QBv(TJCu0n@G8ybv{
z)(1CUFG*hSF_;dV15BynnTg6&2V4<WkG8w@%;^8ZSMNsR<PvC%2X3_v6;_GJeZ2<V
zhkm1?Z$fqcVph&0Z(?F%5k&~#ZavWIySc)bcmUT9tM~0ixppnrDKpfd{F@hvJ3SQn
zAEb3yvVZ_)GUri5M1&g75(*xWgdxkA{8RUiB>CZ1s%lL${q^u|u?I60Vm4+56ZiTM
zd9cq;cB`kYWY^HP?nJQtfV(2%DacQqB7Em~d@5HcUL2Mflxsw;1slK1%sc_!juFo6
zT8C>7KiPoKI-S$$wU(qv#+lR?P5cuVZi@(zj02k!&G37<@+Kd^{1$|E1Kq~+BOhQi
zV~6GW<<dM4WX?Qnps<7)K=eL-qQkC5fY|n;O$LGZ>7u)BX~(C@Nh@KE+p%jb1U78Z
zD<`S+=+WWXdV-Ye(7gA_aDe#cA&uIzRH31b+vcGKRv@Oh_#Q*B_hfC2mLE5@71|@<
z$%))D+F$&1e6ql>1Ow7kvM#DifLyA8go%i3BTE(m?#RCA(Zaki=iKB|GF+*(V)PU|
zI88q7jF^25lg@jcN`#oi;+z&UT(LzT7)J6p(PwM)H%9U-mf6L|B#GJUy!RWwpy8h&
zf3Y)FR#RoBE`ne-JzZOfBseOv-Ydho#>iBhkUM~oLyf#hHhr5#910ZhA5t3V?5gcn
z2d;~R?q1RPZ(ws9P?Pw1Vs!-1i{l8swJ+GC_S)@i@jE;LVRiB&lqLtM7OxY};dVMi
zfF_<37Bj>m(S97UC~79T`)rW*_yvur1C4Y}DadoP*Wp1g6&cMM3R8obnGXcfORqn|
zGZT<rLkubHTWxg;A8gW#T+g(=(HY{NO|HS~TkD9x9}9BNHY+^rgP{vq^Ho&ryR~Nf
z?!%0OhLfE<`P6LQ^q7ndJx<gEznW*3hS($1I=MfbK3XF&-(9_oj&>`aDN>x<;X`?G
z+h8T~Nwo?#8*)>qlp==cl7hEPeFx_xPj)}Gl3wt?nfp3RA3=^LHZu)^v@`e5RO{%@
zwVIIIP=%mp^M-@HZ)3HFGZV3Kh?z-3aNgec!2+0=oW+}{xF*^OEZVDKa(Fn1@dK%!
zq&l*EVuzM)-5cmPpB`1+^|muO&YEni)FK%FYq*suL{##DfRdFIh(26Ks+@^CgnxH$
z8`ENweA$PbEJyrol->ENO46nkaYhn#pb(y)TmpboOWqEFm{lh?r7_v2QIqJNM#idL
z3Wv$7q#-N^Tl}G$M%Zl;WmX-ujQP3I>k2-kiDYt_+L<m*6OyR5QbP2;J60h5*VBV^
zZmWe&bA#Q82<OQ_crDU>w<A?`-FLT<n>LH;w+QM97N3N*P%8)B3NFS`*3$OJLkvLH
zm|x&henB9Hb{{WC?>-I%4~?GBMWwqwQx(WjdR&mHTR^OeGEMgyo79uyV|@MPU3Q$>
zX!p4G!RVnL*5;Q0HMhXIE=5|4<|nEU|1EwUbMtz~Hd1(MuNMQUC5Oj%eHC<aTrmS9
zZsucLFW^dA>Eqvx1MZkp&>g}s?|B#w=T8ng=_7fTHiJ?0`&J_kPTwOdDUZ|S-OuDG
z@u*RrT0wU|bM=t1u*!AsdqGn)np8uz0eo`W)F~W<IzS41j0s(Q#cT{LM7?vgaG@9U
ziKOm3Ng#Lk^zb)?zuY|7s=VTXX-^;R5R<dMIg^b?{)UmzXU7jOZgk-_0+>9<?Ps8!
z4b(OhiyXF>pb}XME2byI#UIiLErL=M<wl1IKH4}PX+f8_h+kVzeIDo6Wy&I=ZYigO
z0plXx_%V<7C;X$T2C8l5vC*qsEgSXEKl*+H1Ps}e{pnm6y)h(5ZTJ;`Sn-17@MSfs
zt#yOOuIwF_79wT7mdaa1n|_5zAe<1XK30W59~BP8M!>W5&QF_1jJ%YIT&icfleA!Z
zN?+dml=u@3Ux{m{c^vHg7_ZAE(P+~^<ESCJp!?Cf!v5Mu9g55bnN_55bk)~z(FYMQ
zgb<Gj_}Q@ksuV@SJF#7^u!C3D=dsrz)My_Wzs$75cZ$m|6P~lPbN$-oCj?yfH!HGy
zZ(Zh%lt0?Z>z|Z>{m+m5vw-9yB(2AhHCIhdI&*PVA}&ZC&ii4c6d;Dz{3tk7Gexk*
z8Bc|a^a)|LUNh0D;%dbktNP~gaVld<k3+#O*zH63Rl5SF7BrEXl}xT(g1d^?q@-HE
zgN_&eX}TIzjPJm*0!+<c-p06uDle2*;b*cc6-;gOQu4b5D>2S)NptPe3)`r?^uYy{
zw~Jo5Cu6{VdI#mXAPaeQKK=5c(Fl4G6^?;(7mFW9eIyYIE8!1=@mDoWD<}x<-Sl+&
zjA(pPd<d2casFlb&9KUUTpG~y@8x=os$S^^F}3w~$O0yGwG4jk3&Ym!clw}jv<pmK
z6@2Pa(SQ0BQ~hkJIk7KElJQv#UU;i<OOY!XijA0Ul;!iq>&XDG4e*Le-=n3a&6Ml$
zNmtFiOrK306gJ%m*XagvcY_y0Oxp--bC=scr>4e>ZhtVzy=%fjLr^#rJ7XAj>2`~K
z?V2;nlNfH|-!RPph|q=4oLA;r!FI~97<=bv8K#D}_BGYn>TwOFBZ6Et{MpHWKKo4C
zt_y|IRmVGL0yeh3%P&@8q@q<r@Mh)6A6x-w)~s@$G|>#lrm6SQ&33smszh)hjFW|U
ziK8~YOnGd%=$Ts$qVW$ODJ?g5wQ3LLy}TI8(-ptwdD4`NRtEQzb^N!_)${Ufq6A+O
zZeQWsKQ0V8%$x%r(VwmyU{|PM{LWn?^;QDqtiDDyEf4fkC3?|xjv=SCe~#B8So;}k
zfsfS?9Y|UbrYjC1&Z$o<2UgJGMITl)Ih_JdJJ#PhBZ1v<eL$IYctAgPrGw6QN#pX<
zJNFY)MiS*8%kIWs%TA-#euXiy>oaroVz(AL#$G%q^WRtWD8s6x5GJp0*%yX5{Ju#$
z?XaEsQbxtaHF0Gp2Cv9bq|eNGF)`g*iQdEjtZ#l%jn@#<(V1aP)U+76GCC>lfkmJl
z#O_3kZk$&6Q=lz^NB;Y4r2(KdE!O)Ppjj=;Lq`wy^HQ$HN8SA^jNE*|vF>1afTQi#
z@Bp7>+R<UUGa+Cr<bZ0$z{oUF;p~<_N5e8_i$IF#SUJ`P^mTChKhc^+%q}1gQaHZe
zbPBPqT_FmIj7;?PMF4)!;(J;ZofXIUYewl8{)589()?WXV5sk17e}M5TVl3u_q&c^
z3<UOrgB~{KHDK>><8V7Lo&+w6wzjsE5>KFCq`1tvZIt5(eG`Fqh)+&V;*)kMX74<?
zy1dZlL@=h<yn2&Wt+lFg%~s0$4O5Fh(qJ1Wm`2gRDwIbE>29l}wO<0sje%E_L%$he
z1q}riwa2m;I<|G-dIkKSWwu|$c$dN+s4Ux_f7|CU?!+CQme+df?R_be<I@^vyeBL#
z8<O>bb!<ArR3-S^nY*ls9CZ1nx{?dAg<J~i&(LhW0vh6~pZAiz0r~kt5LiZG?w?)}
z_7)w2?%qyNv#Ao>0)J*w?sqr_0-jg`ZTYDiDaQ#KwblFOM*(Q)I7itv;2O>29opa9
zxv=&1xl1f7Z}<8Cj4%K~0gGh(5{gtGUW1V9o__h})*MvZ>B3NO`9cu1ULSz|!XBeY
z!Lh{?;K-FVH~(sfW60Xr$YM(UVMh7wW#rE2Xd97R(OmBeqCHLUCOGxa;1wkA^WMVD
zOySh0xbb`bw{PD%gYoE%!SKRe?%kk2Jz3XuXQr0Jv@eBVP7mr{84wWA35LxCKrZ{E
zbw%LSj|G^p3p6>8asYs~!S7&izcsw5ucG4SR;xvftnk~kYe8U--vUHW6JROr{?dk!
z2wZ!F``6IX(KiHnDiESS1Gg?`^K}QdMUSu+_T1Kh%x~>x_m+)m?nUxHIOoYkgnNjF
z3bnbv4!sKnn!Y&8bg`ar<qUY$fQqBjNUowq(-#o{#~4{kcWF2|RVzo)PU-JB{J$HB
zNbA0q!do{tIFIJ4Ajw+PXYr*4gNR#7+Gg`}jb3LXK91YFQ<bt`!$*88DjtshPp7Va
zGwxVN6+*<LXV21Z5)+34)4BzaA7^}lNmo`)EkXBxyL6dM37g^K<Mzr51L$>E>u3P4
z3}6A;ocjsrE#6MFEB7}UFV-ujTk16b^uNW&F~!{<?p)Bqui(Dqu`l>IF#`d1)xk2!
z!Sz97atnAg-hTM-1nxm@BzLEuC#nkR$AazyKxW8JH1?7;uy^sqU_JZ@d+Ux>Y2I9k
z=tNj1cf@^b?0t5tu>pQQJ}p6gVQ`S^(zl0|n(N`tR+D9)tjh<Q2gu<9q-ek#P=KA2
zKk*`TAg&R$K7Z;Q(QNmHH_K=Z?Of6p+iHj61q3otBI*?gE0Ig1=L27JHV>Q`gRfcl
zlI<Fb_9<u~LQ*N+k?cjPMQuGOY%OxWt~Gb*v$!Es56{lvZ#JmQ^*rD2xbwl^Q&>l&
z@pP5^%me<Wg%qF5(+!EanYK|^Y8+%9UUmx|p1oF@B2;W9ij?>8BI`?}cVSww*EfN$
zWcG{u^nJtij6LNyR$Q(=N2MvYlr5*B$4$Ki5kv$YL6VWr@n=YChuG{2SoL`<Yh*PW
zTuUzmUAtVv1)5etJDqEvMjwI;Yw+H~wR1#?J2bgV{;y?aPbdo_R<3A?!~4=VVb*y>
z`o~`$=j9eT7-9&Za@XY?qvdkLZj<r&A~5J*f(F1I@InhVLLn%;(T9XA+ph)4fGaOh
zsY=))`v=1vfywA@$1Zp|gtET~``v&Vwsj^*M7#$XrO4{ln`{?lAYY9j3t@J*;EtQi
zr6B(mkP?wyL2GY;XP##H^E?6Mqi~=7PsGPBXgd!@sG<<-teegcWNSg;uEL6R5VL?e
z=Q8g_v~!)8u#?s*0`m+3H^Jw=_-?`mqIbG#;rjscgpuzs>FLVbltF(5q)-GuZ5ya6
z!)v;yI3Zu8m$@{`j6>kBQRrZa-1(C3{auEkny%}-1(jN*>$J`5KFT{DB`sBE?E^9?
z<H(&Zyyl{@GZhCU8{tm03{Xn_J};nGP0McAYmixGtzLzPqE*!KQuXvJe=HTirwv%Y
z0Z+_#rG^bJsk43FuY2Xcpjk(H?gs^-^4A$aRS3!NazF^Kb+48HQqunZaZF5hrF}_7
z_shZ|g1$JBzx!A8Ga~7wEH_MycJN@Hn5e!rI=iuWfG!5=%ZP(Ba=n`6klpW^<HLP{
zpy(NWUHQ_HvFTf^0t)!`DEqlJ8oSETX#=lOU)QF)`4){OIb!~V4zBO%5`4|8wKgt4
z#hJHNx~IRQ4T;{k`kvCBd(SR)?5)wyMEau{W!Me-&6R1<T%i*J_cFy75nN(RIX;x1
zGYRL<^%w2@lj=}3>x(r6sfR;hS2~3*mL#~;tlmP;lvEVyYd=Zp4&Bx@FBto~gwqgH
z8R>uEWi_Qor&@_+v7;9z!ca6?&w1_psr1#ib^(!}&v*a#^WCGpeS0-vXI@dTp8cx-
z8dSR{ib~i8nPA*PZVKn`djb6#qn9)5my~Zl@8~@^vUZ?aC_NBpbJB`E{=0Z$d~I$x
z+bD@@<Z7SYDmvqz*#Yp+;P@!F#w-O;O5_9JlEcV|3XB>V^F~j>sINcBfmB$;o3lg;
zn0)t|)mKcd``H|1>K)$-Y7uPAYG(XsE;2-a_b&W;;5cOuTdOZJrT~Cy^(?L)9$gD<
zk~yB@@*x;n@9u05CV`S4>95+Wv%g>cYMgrWlG6D@eRPf5?y)m6sP#bt-2N-Kf(4_*
zew~6OVdSOMN38pjNaZ&%!BV>pUutj`dZW&L($lJF(m*B*p-yWzLIT0%W}J+hQ);X>
zxY#KCV!!YO=u|JX>SB&h`reK-0E#HLTRI<HJc7}2;sSz2N+%^aP9ES4#DkIgS)cqU
zGb<}AkF6g`ylH4?aQ$((T?+B*8nE)5|DKslV4FSu?n8lK7%@lbgzyG+-Mvs|`ghG(
z3Ucx_Y=rxoyT>1+n^(={rm+8>uk#w`*kuYKru9=!i(b6(Qb4CW7xU+O1h{&HEXS+J
zh?>VMPrsw51fyo-67(1N*%Fv}eP=XBJ2wFJ`~KaU`#=<rAtQL7R!$C_`$xX;*%Pml
z4Dwsi`%KHg@J@Ua=l=6+T`MBE0Ip8`v2d+AA@>+RA`Pr6XlhPo!h&vdVOuT4*%pl_
zRbc(xCO~E#&a)}$N;q#1y+!Z4Y730LYZ3?!5z;`hhy~M02}an)<uB3Wt1)4mjB2W!
z*tyqMtw|eHCKMyFQ(u^|pvZ^{yb#F@yjsYRZ!>cAihPD%$&<Yyt|kSLuFhs&6gdyh
zBnsAgoGI*;3Xa}pgGIIdms$Tlr3a!}-<2g9Fd|XTwQG9S=UvHuMX1xU9CH6X1y4-D
zzW?5jNVBS_I=cVeYblb~m;5BL^UEu;I~9+gretyg;QLp-uMC_l@gMvSmY%<+DY`?K
zwe+dVs1=!kh4qOQS2R#*Q-@e7?E=A8t!Ms;jGiz!_~hBsEYc&r)z&~5<qiS8b~#oZ
z!APvLeFAU>K<lqE6U2f%tEu_dSBW<bvk#tcG@8dMR~aoMvi9)Z;&MG`Gtr72`+I3I
zkw+5x?ht;JUE!yt_i&D;5vJx<QDf1@iPQYC3%9{8ydVGhA{=|+tNCnRLkM`6(=g*S
z`W`GA0FdLmH1IIx^gB$wmXt9m++wjvLA=HJ>eT1ClDhg@1tc}T+uirMxtu)K?<Hq$
zyviwg6;p>IYyL%)$%YOXH|3|tzIor@xXOnHy~|4Ki(sz2ofG&QJRhAmiOy=?&VDfb
zfJp;HRT&6W&U;GN*vSEIE<gqw6n=yto$<H5FDi2qDS6evG?)_aZuOAe^txT%*z(BV
zH`(59#GsGj5*Y;q4MjHsyQ;ZkcV9;Y-6Bq2-ru<Gy@HM+J#SEC{u*HL-j<cwv7_Bb
zHQfx4Zf=}=W})!ZS@ETE_3Y%YwnqPHKHtN&e)ZN~WMpKM&#&*7*{^h~6`t(W@8+}S
zn-9OQZ3ur0v*H`O2t6+irV$2x74JN6FIquckuKl{3s{Px2#BKcf9*=^uL!IfB_g1U
zhq2tWKcUicyc^z509=Pk3JSJEFkrf81}_!5x&v6|2Ze=iA=nEURN;qL@87;v;3Kem
zIk$FfLxI&`JL{ceQ~yBxcYl!Mf546#C;=FFcr>1Ymk$t)=K*^jb8&+bKwR{|706Wy
zT^_OG<3b`i_0b1bwYXjhoy?O8gV|3&IUn2Mr{h21Wex^2^#|Vz#M-j|pd6N>6Tq%X
z0}%xNew>{12=ICq&>SVWBl`IjLfN%2*0zA_-L>Z7ip@Y{{h>KWaV<C#lo1gT<(oaT
zvf8rSU2>Amj!a<FW4$_G6E*=3`NHoJwGM0f(gw<E#m`s(Z(;HJ3;>B0V3WirBDxKA
zhsA&wIOUsw*M|WnU)0{7jLj9OGVuVyK8E8CK#?_;S<mvpG=YEwn&za+%F9PL!JDfJ
ztSxv_Iw4P<K2`5ym6n!P*xd#|3Q7f3A*LF)<xaf)lN0rMqh-<dPoMGxFg^coy$t^w
zhr}5P0wJ|>en5bU=`ru%#BWh(*)U7Cv8qZ9LI43Uw;ZaC(ADy92V|A6!lchzJA}@`
z2Fe)fA#L;c=;+Kj|2dv24eGO(5K@;npu=I~>IVRMiwqi~007Cg{Ur=hllhDKqvXLJ
zKYkonHE{Fn#^Tb_==TYt=F-ldo>=gzr2YR>+gV3N^>_cC6oV8MkW@;gML=4RkVZmj
zEL1?cTfqP+X_Z!#2I-Pe5ExQgY6uySh5<xiV1E1HqtEyEtlz!s-nH)i&$V#QoH^%H
zd++!Awb$0b>@Y+&e1wWB4mdJZ=qt)+{&z0HW({U(&ti$`jQ8P~4>p&VWqh_Xb|u_D
z6kHLFeWLOG{h9OUbrxAKkOn$lHZEoufBD^DT)O!9R#BMf5!29J2GIvE3!goIet1Ks
zX5iN%2N&15D*NI=X|JDG3=LnAkdkKp%Oi+;V^@wS6wt;M*KH+vRIpSF*F_nrsZ)N3
zA}=9CDGc9z%qQB%C`wO5b8~>PiGGIkAGM(og7`11qTPy2HYYsaG8>mZC>Z9wAh_P>
zn#y2Hohnu=$W_w>vB*vQUgOddxB*vAHa!8WLNdGk$5mso^{2a&Vz-VlBO*u7+ws4x
z4%QD-H&Gol?xADq)}1uvz7tO06GFzGq$jgS8c+PYLZnn@aPxxf-mka7is;|lLnv~v
zQ<pG4Bn+WcS_eiCIDT|{y#`F2LeGDA0&IpI=8Nv`^mV9Dj~-tIS7AbH<RYnK`+Rm9
z$kn!fE*158UA$R;h<$qeT=o1M<5WnkFVEJyzVrC9dW`=ksrSV;kbCI`owk}<Ow>G-
zhZZXzPGquY-BL&-UpblNp=)3EFtD>XQ&)eTEF1t^x-wf+v>PMk@%AKcEJ&HCtrbt)
zI4U7Tc71kn{ySe>*cH9bG1D)%=Tvi5*8Y{*aiwJY{N<p&fZ4}ydo1$r+!yI-E?oLS
zcgo;#dT5g(ohb(`m%4T*%^-V!VFBvkjW=|0p$~AOd}D@ZD!$|_gB~oAu&kAk<P4z`
zQZZwqnUVuHf!0R-Z9T!4GCq}aTuS`O5yO~++tYGAn?WTsmzu;MMzkuo)yH^pE0VS{
z_`KOy{_V|~RLp;@nMD2Z7a+pFamW<Kr6+l+-fe&VE|Q%FwF3`%f%r1Dzv$7RATM3*
zYn)_i*$u5~9MTgrc|WHsr-SD0OVDxQR!li-dvi>gcJ|rDw|f3A?8Zt2pMXA>#nN7I
z2NfBWx6{aISDvAtmV1X~es8gdPfwo6S5z#-_4M?FRW&z7puX@&I5VL(4WCUd_=aL`
zO40oBG?rVCy!cVyI5IttPbE1bM0I_h`Ns@99o2kZl9#8(r9b}-v=;AY@C*TNfgUeY
zH!*Kdk_C8IbB>v9cG3R1DL55Q>YQJD?M4tPpW49G_O;5-yF6r(nbU<r)B_tl9bD=~
z^bc={i39-&slO1xorm=V)Ncf+lE%z;&C6x9KqOjFDGqf&BRH-(FvM?)brd9Y^Xd8T
zhO^o|J{t@-@J`H8+RufTZlyEXM!$!~^W;A-+xULB-3?FF)-B&wuU?I}bCiXHL2Qf{
zRcl;)cyd=0?H{)ca=+N4f?*qYazP(fAu8bw%|P-<#>Nd0%we~#WoBAaYx)0!8qmsI
zH+}k{f}O2|q#`1{1ii_}4c*edc1Uk_lfY)rc`W97_M5tt3PLtS`;X<iRf>iZn&W0#
z<JpNM;{;CSbJh*I|NQ!+=hse>JzNi?jQDV=mR6?8*|$L|=j%>kL{PVYsJd!ce@m3P
zEuGe*f82%j8s6x~9^Y9@T*AwM<4E}jRZmB$-HDGX(2_BV<4Gd;hb4z@1}|cc7Z4PD
z(Gnl1@0tASBwtx#kFs<vzBYcrHC6bZ&&`PF?hW}h8gPJ<>3Gl<=qyWe|BNZxafyO@
z$<}V|K=Z`m>NP^kf7@s-GIQW&POwT_(yf4P4~}65nPQdx$yMGjIh0AW#r^I4?j`p2
z%^RP5`j6Z1K}m@cU(p%35p+<(f#Be()M@|SslIF_)fdU(yf78Dd@<qy5NS0qrxIUD
z(7cPzoX3A@YSM)h5n1)lmnW#GILd3C=7yEVW`>n&&JE1PKRJ-B#3G2n91Qo&J&zDy
zx&-$B7%>{RuAR@H4ms{rWX^4kbe5q;Iyd44zL^&PJofhk67j}D#Lao8o=Scr$KATU
zragQxkIq{DyfW^CAI;F$Op&x)JoKlII;p3cZPmAK&do@u-n`tD-b`D|!izRLy`0+-
zBa6G2tJl}BOAi&pLogIF>0Qv3$_G^9sPQM_)U>qHv0Rg3p5~(Gu9|I+9$ekrh|MpZ
zYPG}fL5O4f(c?#3`P+Vpzd9{lh}%e3P?dgiW@aqNFX{7g^i056H{M5*@FhE8&0C#5
z0!IcG<2pjBz%}+qi&g%fU|r?F!-ueG!tr$}XY*V18AIo$iwqGXiY;05Qyrx9m@v12
zOlSX&KuPOd_P?J?BWbJCRUp{K8L)m;A2D5S$oo_{4pQvAARqmSAK?QtsA!KdWX<m$
zw0FyO0q?b4x6H=}m3=qvlf8TQ4or-xTosg5vK~{<i`5~*B;W3dBMLU!{i+Z|Ns(fb
z)}DjnkCmj$iAtysEkda;u<{gvSWx9EZ$2<5$W=8~)aVI0G;gb!WjgLbG@&(%v$%6d
z+k<vi-SaJvd)MOkscm7ep!~8p?;;U%E}1I5q%F^9Ot}vDh|h^C*396h{Vk=le9$J{
zowZ~xuc>H|k}TysL9m4jb8u8jJ_ED)MJ-=Pq*D^Su)L9U{ZXKo6cE9yvdrnUbS8Ml
zrIh42`0bkkJh(*tWl)rQ%vTCwCu8dMEmMg(^&Rog;_q}9wL--jo0j@%_q>5bc7Nhu
z;a@^y<47YR+hxy$A;LR(?<$<{BD$0*5E&KzT3W?^CEZ2z;S2mZFNV>E+;lRvCN)Fe
zUvu9_&9@o3Dg7OfhoA9S-5D!5T@&D$P<aFdIKeP)DLu)yx0*M;d$tyOac9g<X-nF-
zKGLaJ9kZUo)$+wD##5FnDrl4CO49y$pBF{&`EJgE3M2*O2OOA@B?u-#3k|M*@a)`1
zKk+*&i3-$OEUIaKQ&<_$E}Dd}5*`zsy5NeZv{hWE0?0%%d~cZN?W|8;ei2-)%ke2p
zpFdnON1ZzpCy6!{n31a1+lz{@LE%12SS@z^oglpj$6s6{Cm<vxP0X*eyQg%onmu4w
zKW>F;Gnw5jdEh$c;A!TGa8`?!a_*X_>#<8ZBInxW@8yny-T1eDQiA;GiWrj<0a@8C
zf`f3zgEe&Wkmob9ZIsQ-`>a5=!^&@2FsX%BuXeUX#eJ4;dCavg>KK?UVqM++`<F;I
z5O@geRLorYX{v`?t@XOl>yP_GAFi*iroxp}Jjr%;T1xKyjC{AL{(_sIfw#Kq$rY&3
zeq0&V6#p(T){+x0%sKPzA?NjR6{9NR{l~d)Xft{C>4zG}c>UJS!cPb0F}72hB<umT
zLy;h+9OYyT>&t5JhDA6mF1|7S3f?`|=G5bII&k+nA08UoJ#sDA2=n;_&D^dq8f}IR
ze&kTNLY3Y+EEW>sklCd(b|Y$ke$CXxG34h*$9Pdn=EkzwfVu-&)#}R<=V@*=1!j?J
zJlH*EPeGB;(yE@}c3W<?NB2!1yOUqg$B)i&&&~Y665>g&^*mZOVN|(8CHSf)d&v?L
zVmq^BZG#6w6cG(7Mw>7K*ZKa?miU7kGAwP^cR$-bYb^t^P%U#5$6gJ(&~=QaVz0gL
z+_`dl(;e$WI@ZXkZGUE^U0#sU%Ts+ovbA-^O8tKJ!2D1N53Edcqf*kK_+AYr%Z#XR
zCR4aNySQcHIOD(J_)}MHYD~7II+m>jL;!!@Z^P5uYk0~97XBKUT(R_hBR*{^nwy)8
zS9>Wr^1am|v~WeT!joTWwyRe?+;86I`*c07q~^~xg6{rLQp?iv1@NM~F^JhFI0KML
znoBdmy&Ds>wuXONoVpW7?MB)|k3OFo&Re_8wAIr~7-^pqJN`YmH1p{BPT%UwVS4=r
zqw4YpyLt#sKHPZJmLRTsw=;<k!J{BvJ)p1}=lrSx{$>S8DW(7$6$PxQD*z5b$jv{O
z$Lu_ZrCkoZ_>`MK*pLFz8^0AzDw>(Qc}zJ^{B0a>#XWziAS3^-Q#y{t*WeKFj_FfH
zaH*=C;qekzVt4*jw8C47hk?IBPl~7ll8todjKD>gvQgLg5kLHHx=C$KjhP}*!5(DR
zN8g~s!t@6ET2ltiRWy78c&qODb10IQd5!|*Rt-v1rb9CF)rsQYW`o-TvR<zD6Nd&Q
zAqErd)gbK7>e+7T^UXE9zXw)-gbpq4Xjw2pe{XLysG#)3@*Y7&*)#NqnKe*{qKAft
zPDBM{XJ^Nhhf#IAmNK8w?J$qKA*-^my+-;$gh|3VFcJpQ68#w_pHJiNhR!>$utOs3
z`ly$1SnzOCEDiCSl&n||2nAD=TrS^3H~<83xge!LeG&mt(Vyj;tDZnS${lL-*&OAD
zLRyn}L>K~&h7jNB^UnVPWk-<%%5}Z-P(o_~h~vADA5C(DmjYep`!hR1<&paSY|DS+
z>~K3W_Vo0`6dn0$_VHPjq2PaD09e@bh4}e3<u70E+w=zmxtgzU4U>$wfwzy3MMEHs
zl_81S)zgGsUzsIcGc0yC=F?;ARcOORPUn8JyU+3;a2*?kyIq`AGbe{lVg~4?G%2kU
z!fC@c;Z)V@1!er`wl?+5tSlWjp+ByF21m(N-`|!&hX(~RKY2Jg75}ZJ^qG_GCUix#
zl$4Z|vHw}Lo1i@WKUxO&Wt6D<tPiN%Zv56zhCTFYT>Vn>hMsSM$n$$+{T20R(l_G2
zGP?Xgd~{(RAe%L!92Q+)>PZhD`iJ9x?%&aJlKf>PT1IFF)z3=hZ!5>U^m={!aI=Nw
z+_`hn=wD{uRF~425$PldLnFY?d+6|CogLdBqt#w+7V*DEzB1Mx`S#$_rH4iXXS$F4
zFMv7@W_5pgI)WV(h~uB#w4v({P-lZ-f&7o>Kk%>TpSW99USVo<UK!=3Hqctd7=C3s
z)yVLJgfiL~u$o*4nzyRGIfMj2D#>r!>p|ga`C~NJiNu%vB3aTL)1&WCY_LpS1x_S+
zgiq1jk_d(8u6tPEgH@)R-ySIA4t_VnTs5r|yk=tHi(6G@0A%p)F3{Aj$MTz6)m|xX
zFyF({c}xazgLjbsQu`y?11tyZ9qri$Nk>GNeC+~oZZ>%%zM8DB#52tq2e=fd`tPvD
z($$P+K35?Y5QtbKYi!M(S)aJz^!SDAM1*NwdAzdTmp}=IagimoR->+#^gE_Hq{OX=
zfCLETm|4>nb2`u3IuYI{X2+_uJ@Tvy1AhT#gW)ZvXSgF8HCy0sJl848tWEmP&fTfx
zfyA|QLFEUAN)ZK$y(Ag6sp@}^kslm><BQOD0aj0!W&Nl;_A}OM&?Q4?#!|sCPBcG!
zi5Un1!wG|mW))UxQXZOVCKoTlnpBI96woy{$eU&~tIA(}8g!BFUtdwhbm`$yL8R8{
zIQ4=|#11VL6D$bw@(ppNpKs#nE4;_^{dTk4fC7Z}-LZ)oxG}ZP=0-?0>3wZUJZCTc
z%M;|#ESldrw+s4?_S^UK=_{OdvPKNGxz=ijIa%|^?2_%=O{|JXd~LHr=1{Nf6G)Lo
z4K$bUewPl@JTAJ}PrqObYEBXoBtg|&IUwdf`z}roi{XqjaU5~gR$kHa+m4!D+$4cy
zZQ5RPzhsu_ycqM;Wkj%MJ})D56T5)9j0tnnwb*l$#MHa&V0LokH|U2YRmJ^p>ke)1
zoZ_C-fF}=9QVOC1qJF{$l2J*f=OnSM7|a+&oH==j-P$&NTL8`L2BwU%4WnhAtmwGd
zrD$+fsM`2^w{&yP&vTp+Ql@^}5VW?wFUJZ{rX)JGq;=J!#Bs0ghgrxC>h6=;XMC3O
z4`dH2`nnlK{@QWR)_Xp-$9|dL%i;-d=Q+K1@en3~-7C^{2EP$Z5tX;tj3>_EQ3Nzn
zRe1kPk*Na9fIBGZd#&pQs1_QNk}?C|%}(-)Da>(1H7Vh**&BZmk>@!RsE}dtL&?oy
z{&7HgDBH12q-Nj<$2q3(R=N3`IC*M`l#IMyxb<ppNOh}EO|}K%0B4fK3^4~vP#VJb
zi$*!{5`9AxvenUNB9Emizu$r85jH)z8?)oZ-CS~ST_<e3(nom;Jbb7x0^KyurD&v#
zhzO#F8lVyZMx3^!I?aO)ltL4a&RfqBZ0*$?a@>7Y%>ll!{+X{d9FNNngb_`j85dnu
zoF=T8%`NE`6V<D!wDzu|ph7J%ZQN(+ty;76$;dG>Gc8ry+tn@A>l4k`e9EQN(zdpp
z<>`;xy?EWOTOy-O-2RxLgQV}!=<1UB4Ru~kxL-G!+^Q#}&8!0SY-3|yVIzV|Gl6W5
zBm!X3#Fa<AeVPcTC}#MnKu;P1?T$KGYi)|Xm=M+6s7HybGfBQ=k&v>zi)+C-*0uQS
zeud#Jn|cWK4l(zn^&OL(!iUb*9lSx!z@UQBfI6pd?!-YE?+JpPjGNKnpC0n|Qh(eo
ziHQUY@P1ZiKa{l;;n@^bI;nG8o>SsN%H<ZY2m~O<wtnULZ!3*g>oeGY4GXDE&M$JR
zxiLi^NjB&A`_*}J&~V();_Bb;UL37u4%vGII}QXjy~eV+SCv=bq=uTTYHIybUwNca
zj(5meTchXKxN>|i+fglKo8GrEsk0IQ?~w)ctNRlnSh6E>?LdQSfX38fh>s&!Y*4sm
zS5RU~W4InCK<TRcT$tWze15Ox2HtaXNdx(n^Z72d<$_x~>k(KqSX5uI(CA#%70~jn
zFy)deQIIjKH6J!q{ClVRH_}e!v7Q~3=iuV~P@e@{94LXLqLbc=*nXASu4llG*gehi
zct#bihhkpNi_6}t(D`}dTA-~#ZdtnAzDCaS_}GK?>v%1#AlK)&fPDkymW;A{mWzvv
zoV83trWi7`kC{0VcS9Y^0{hV-%eee~UcrZA%5pHCk?d<Br=rJitt#IA?j27@9+rOV
zvGY-)UGJ$<CtXaoWM`!Cwt|X_X~5ixnw70(3*EeXv7x6PU-*pRE=JB8eiSj!+ZnJ5
zI&|d4ajFC!88maUYbFR_-~b`{kr_nc6mBIpQw01bwdO3l&e^Yf7+py4?s9&wWJD`;
zwcbtV0q0^vlnfA2BmQ`s<|1W$!UXOS<R2w1B%$8MxMVeKkL73SzkH&TDPQTxK(AQy
zf|h72>t4|{$P%gE`(nD$e;npAK)AU{IXP<3-7oQO6XPW5nO_ucA*cAE6t%$GkDh%8
zMY02v!{fY@JhWX7*|kZZPDC<+`(sZ0?3fLYHikp+wY_`f+WYduR8)|*0Dgr_&waM(
z<G%R!J@1s`*iho$di)+9PrOSiga*ol5zO0u(8Z1MV`QxI6JTOm?v+a2=c&Le?5z|>
zCgHuZ@F=IATfH~(<MBn;WDKH)GkxPB`?N1m?>>#`bHOf_5^Z?TQO~&G{h>kvDJbN_
zoTvS9Q!&{}&7ACjs1MNCTi&I>hA+FR-9vI>`-4?eV!JG>RL)b0RLzs9>cOF|<L0b(
z9+LwB7|0o94ut!Z>L=kG<4cR4QOm<(6}3`JLADSen_$XyT3r0q5KOA~{kdmZLJI{q
z)tA!EI`Ot~QrOuOWo|@}>w-zFM4(cX!rRczoHx5iy0MXvf>zHEE3u_0@2awpXZ65M
z%FS)e%P!~(KPyM_X}^CFFFl0;*rIx0YKx#g7NOb~O@gKqnE`n+{MoLF1GSJz+`E=u
zGjwV>XM}qRA(ldEo$SShR=g;Sz2SN|_2gdL#kX-I5~<;ydrje@D7sgnGbHkXED+ps
zf7sEkz<ntCYPR>~I60$e2(m7`?_Zo)Qt`n&?+WU^L0hq#xKViPdPF(G;@Q6;M<Oln
z0@Ij)i`;xlo^D56g5&{(k@EZPdN~oX?qV*zN<d$98KJPtiv{cVq~`C~(U}0{kc0Lz
zsQKotEr>xpttRg^6%|R5&`%>*Qs?w^#Ta>%P<3V2P>QgbIcLR}m`VOW9}QxT_Hy^`
zy0(Es5}IQDTLH4<@|R6%4LN#;t(=P&FUhicxNKjUrDNnGwdh022~$@rLd%IIpv3)q
zcUbU_@X$s|dUC!pjsqS(rdiN`CKQE1wpEWGSt57IJ$xF^1RbG@2E(`G_jv2Htp06B
zO>oWU{l37lk_`&%fIw;Hj9AD#XTiiHe*L>pr9)N+u@ct<ha%*#jU{h6K)7*jNt#!9
z%vgYe{?x5ge;(T#ckqfY@MT4Vzo5dw`>;Mtc{L-G@{i|z9>a#*`bLAy;wN`JpBvGk
zQ#Q{i*&+(TZENcgt1}6nQqBu?1DGtRAN?N7L$4B&j`C@liYiFsH?;;G$Na>yS_rRQ
z`q%tfx3{0!OV=tzD)Y0Wd<y)m7Gbxi7d3i>Y2isHwkuvfIyI~IEaN%hay}{svPe84
zE)=&!f8S~TXO<<L^vVR+*7A^v%h6<M5mTIZn@|ums?e=@rfpZW$}zmR5y%4hELk_Q
zx0>T!C!NTix<{gy2=<pgmId4>enJU3GK>3ln#t%jZZ6(+DT0zn2pndj{LF-P^r;Mh
z2%+xBclmiscCPJ-Q&Y#>2eonS^-wX52@E_4maYhZ2X-+}&9U8^2@na5sP(92cwgz%
zHigtaj~%-+=jI9aRipT;3cihu*=adhnw4PLzD!5{0(`4^cWE5}xC=|w_Aky50#AC*
zm=dhtvYmEEa(G!>){0%}8W}<k+Wvi!s@D<HRV`k%tUQ(uH+4)5dE9Di<=)qp>ij%j
z;o49AucN3jnLV)Xx{K~<9U>=>2C;85G;PtU#DQs2z|zvvY6}XFD4>3*TU*~F(BDbk
zv#Lti8nDB>b=e6Q_q%M7McTo7hKHwU$_ugh=C-FmK?Ap3DvUv!uSbDT25=qPT<yl^
zI=!pwEqa=|O84zW#u5*YoZx){d<sN{icpCVaqcTAk3zsAUZ}!_%kG`IZsPC+DLNyi
z-dCbFuRZVFz5ARy0PQp4BfEtW6<^CAL#>T1MT6;HB(Z0HASCh#nelfVp(|d;&UDpz
zxbadUlIf}WxW+3k&8eDY#W-abT+}Q61AF~ivsbpG-t5_X6SJQ26!3b>+6WaI>_BFU
z{d`0qV*uERS^YgWWushx!^IzJHHTIjR`M%avb()|Xv_3OE~Fd{{-{BAM*^XYw;6Ag
zezJ<6oBw&db*}nLq1EzD5xaE4%DYP!#q_z-n}Wn5@w{nJAjaWvyfy*ca)3KJK90rK
zhLTMshWKE6l1>Zdi3U<a&gT^IWW5D2Cbq}8x%A|Rt_DPxf>&jjscl8g#C)|ZwD)%|
zVhR+57xOxL8iHso_NB-Hn>0esBsBF<hb*0~szp0$%ggf&6>I8l4!TBKJZO^nVl5@?
zz1%n;YI&bJvuv<;XTu#0P`nLM5e;JyglEm4oVu@(7=3*J6wrx!dIM?>7NJa_!1pga
zSMop?=l$`H!7aK9TN45Ce7_t_STf=1D*N?A8~qeRKRa&_9CQp>t!tnC?6RYO`0(^m
zvnbOXmN1f?oh#1wAHI$_hzG3%NAsAm|E>>E43tAJG>TK4<*kuHBZsp=ugxpT(Z@tm
z+J{@!LWH<~*-DkvUdv}PPYw)j%D(?8jM=ce%r2|1{cF;5$ANT}ibP@q1A{Xg8yow8
zr5&)h8h<w_(GW+J)2-ikr!(^Mu2B)Ye;W@IyB_Fv>4Wn%d+c+{)i~ePo9Cr6gUPiP
zP7`}6WYBV-5&M*4bmVktdHtz<pjtcaG@oN%ApO?pifv)l2YE>8#Mo?E6fRzR^*~np
z+%q0)(!Sd*tu1%#j1|qhygjKMXvSuAjp%x`M_&rhw`dxbIT5tq_$#O$!*`3s7B{_G
zxJ)9ifG((n5}5qKS!zW^#Vnq0>`Zll!$q2@;c(xV1y>~a`SS){R(y?Pl{X7-$E||0
zi332%05zOBpNi^a!#+#sNJvP~jCUG*^#_b;d>!-v9B0p}0Ks#va2W#EuV8uwAmb^d
z;Sjq=s2rQS&wOr~XjKQO)ca;YZlAte4Q+9Zs>hgs#5LD-47lJ|+K7QzFqg{?%OnEx
zlAf+~g%Frc!VOBit-v|90O#m=Bt*R~jD)CLkY{@bX3s1hI>hCB-WTWY0mMCw{}KKd
zAT+&>XgZKs{EHWY6{DW?g_tw2kRNEvk%(ON5!0C&>=!!oZ)Bb++5KHSGP~<N7{sNG
zG}u9UQz3jv_J^RKxIbZrkQW}8bAzac$a%B07gGg=Tv~M1dbe8NTj>-@dd2kk`4e0n
z`?}SCk+Ca}-tae{jD3=_PizZ(ra`KV+=jdfxcv5S=%4NNv=yLrfdI%Bq5*>`BD)An
zU#<+lk$<5ya4RD}d=Nx%S1v3dII(pplJZA-msr{AH5t8Xs6g6;`EFK?sp#oNgWv&`
zA{U@1es0o4Q2z&bo_RsUq9c)>meveCUgo;b7D)wJw8o;Kdd~?~<wRlatMxQLLJl*-
z08qt)<y#d*;}(m3hRa|su2`<w>8${KngU<IdEke8Xl~htyAjZVxo?j0Rxt&a1M6Rl
z`^B=fBEw4O%n`>{K5UPcY^MCE;1YCL$~+m~-~wP+RWlFFaRw=OK?_%!FJHbOM)g1t
zt9$Ql%@hKASwF5AG!4BYC>*pDi-|MyR6+8qz&FkI+-;!MY6c^pR&F9eM^icFX~Ax$
zuiId9k4OCPk)U2-qBRlD&dSQDjoQe|$<gyYWb3|yhu^Lz7ZuE3c_qQWy`BLyCX2Dg
zwgt6-4=V#|>9^^QL~F|`sYgJu9w{6~(nBt~#qV-*+G1b7w%P%@o6Yy8@Ul@DSl7f<
z)IfwKGYs9kEM0`9V0@L=xk8^kmQ8fN?*`9s%ylzM!+2-XnHfmUH1AcWrhYm>M|aN)
znyxJ_GmASmoS>$@;RTHcd9B{bT<EJ3zm{i`8Qa>?v9z-3;Y{-3{d*<oi11ea+krEJ
zp##8v`%r9?bbjEJJ;vl&66NW<m&{FFjX`VB_fV_1O)*39`TA3k-lLE_y6Pg4_Agdl
zza=m#RHHxK41n$@Chyf>$yb}U!KuD?iaczFRz3B3?^!e9_A1*q*%v`hGbaD_t~Ss*
zu__@9O5`g@ayPc5m9`Go(X4#AjN#q`2a1<RX+{tHAmYkHNbOn1M`t-+h8}zk*y%+p
zTPJmEm4qhfuO<N1M5IL{uw3Vu_P~2<nD-H@+OlwK9QSBC?^WZy2A7n0X7NYJ{`oq*
z;;nlz@s*rVb&I=qvn1Uny^$^gOoPoO4dYys+l(g_2w44a4jU(FE`1Zjru`t0hyzEZ
z*4|n&K4VrE^1+B;YwqsRL)hNeKU8gOa!p(ZEv%?1ZAB9wDZ3FO&{4@|*w?<Jo8|$)
z-a7P7^5x_*jKmli#hQ?2zUksrOp-}K-+aOQmp$<2^r^@{%V9;6*sbIf$dnW)=>^Bj
zH@7#J^QZZ^J1|LJOINSfjp3%ntemI7fyxQ{e_Yo2OD4e%rc)w4Cualz05IAs$-d2<
zv_$a6>n>!T&m}jkYO>@vg)v)O4m*>$@!RjoZ2w^2`Z;W;&p<YLvO{{)1R*gz52L42
z$oQ)9bf$duR0nY;xrW-wQ_6f0;GCCa2nkWhD`o$1FQF>P`ja@LX3BRF+R;^diZ<)_
z)`_ywL!jTc(|ZL6hE>zL=0UkKLjEvtaKwV(HuL5n;L+?~H&4yjnmZ38)`hGSDG|c{
z9JhL-PInM*i?-(~R2)c<dg(OlP5tQeIEgdi_dB6RZ;(aOlX}MgwPo{`nyRXfX&u;Z
zqM$>VQXY^cR2NCWfQkTon<#K~8tez=<(!<$WPg6U9SJM~Ci&<ya+{KKl}BghLX(~#
zO~f#cZwJVw#Ts2`li36NPDx0G84xG=?RgmM=tQ=|z7X?d3%IB`wvn-QBd@)XW|+{6
zll=w*{Qwp^*ma6Rx?le&K>pi*LdUtvUyRaG-Q7C+9S3I?U~M#p+KG)HFvD#6`ueVk
zX&gcLt#><nkQ8S1u{N0X4}wEO^-F!BU%^o6{&HE;>jg|(J~OcbGv(FK$zc^Qkp1se
zn(#!I`0rMwNeBOjB^ha>@&BgdsYEkWJ~*Ic!2$z(#|x2i0YkKP@=I{0z^R7CmBPUX
zqS=gcaDY!#3_gM2Y@@$}`$m>Q!Z`znjjN4@SJ624o<_d;5QLPEskt4X_hd6Duh@|q
zg+{z63YxKSu(3VdJ}N&#iL_sx<UnxDNN<9K1SZ(*Ldj2F2podH9-W4Et$|VBO0466
zT&{BYascov;ws@UClE|a!y)8c2O)s|600M@OnZEK<s;~xnStCU<o`fZKMoTk0&&Vg
z)q^cHH5J))k!GK8B8}evdLU%WUm-IDpT_fFyE|j}Sco%#-FU6D7Qg4^0jb^ni$R~E
x-;ek2KlU&G|EaSqvfaA>Uo@yykP60=@oqU8v_xeqLZ@B=6-7;jJoy{`{{>WJ@nZl0

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/peacock_butterfly_synthesised.csv b/modelling/data/abingdon-all/seasonal/peacock_butterfly_synthesised.csv
new file mode 100644
index 0000000..3f2a1f4
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/peacock_butterfly_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,0.00022858916200000002,0.0009753368612724593
+2,1,0.198909137,0.8486990881920884
+3,3,1.3382759,5.710112432288349
+4,10,1.7843550000000001,7.6134283439729264
+5,1,0.9230056,3.938250514435601
+6,5,0.4434568,1.8921271666498722
+7,3,0.2825011,1.205366578928257
+8,3,0.060193388,0.2568312058525124
+9,0,7.69951494e-05,0.000328520419305794
+10,0,5.61173997e-09,2.394399104808392e-08
+11,0,4.20877108e-12,1.7957848653303597e-11
+12,0,9.0405422e-15,3.857389377694649e-14
diff --git a/modelling/data/abingdon-all/seasonal/peacock_butterfly_synthesised.png b/modelling/data/abingdon-all/seasonal/peacock_butterfly_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..5160128d3fbd962d0187d825a555f34096744019
GIT binary patch
literal 74889
zcmdqJS5%W}^fwwsu_8KR0R@~<Q3UBlLK9ID=|p-7inP!n0SN>|92pCsqV!OOP!d9q
zgs!8AbOH$-l^Q}ogisPfz9-KAeCJ$!7iXQT^RDGemd3p8dH4Rcou}re215JA_Cp{L
zA;VkOEg_KIHzAOni+csZ-`p$e@BuGS<PBRS%-<audN;@oVsaN5;Ny?<@w#^=#4RY;
z%im8~PEkQlL-vd(5*ZK-m6!MZ-=C245Au+gx=FDE-?A^@mR&Fea^esEpB)}qeU^|N
z5QyP*y*m#w7RL5GxZ_4`UQWDyZSVP<qll|7U-#7ImXgUKpW<DX>XNKzC>ohlyH+tj
z{OOT+IPs$8JHvf9ZhQW@y6cZW`jjVv#{)bT9~<6E&EzeG&9sdcEsciHn$C2Dbw3Tb
za{3V15r2Cqbxx^A;J^0}NYq&c{%M0PyY0{apT9L3{2X`c{9k{4$XL~~T?$yInCWUv
zoXz=Bm=~`!*)W?KeokapkT?U{H#>kjj@a4YFUa0Jk~Zl7h$i2(_16U~@^zIr%``VR
zw<DahN-<NXHL&MP+-nUIB%&pxAP>Z&Eg*aEe){z3*VamRd)tL9*)cLIabx3w*Ff>x
z(~%qBgQnlwe0?FRyi@zS%8`|s&ct^4rqPA)r%#{u;q8>^!__4RC3PI-8dfb=@-NBA
z7(IF__-Xaugq=C^BI`{q)uBtyv*G&P>NifnBg&QMymjdwKHZtx)1$%NZ~YrLrFuSI
z7t%#OfU5eBJF-{lXJG}#uQY;ZHhjh~Tg$EPr`aSmGp*&vwPUZ(8$G(Gxy@z}gE|yj
zza+yWr8P7(UcY&BP8^DSspdPp3+)N{7TntywIA|OK4N_=bmjmr>9Rvca<$Kp<?Y+I
zr`9K;)N$Z2EKIeQuZK;>sh`u(NEO;a48C$Yh+?ANmT0C!uQzUbT;n%pAHp1VTkF2@
z{CHb`5v=osrI7jV=iy5Yw5<W3mVmF1dL<3nYfKs6k(##wv_Y;J?NzCalSg50i#ekq
zXU8?C<V??OLz>f-=PzEU3<W2RjykUBKg%2sU(&8!sA%t)m9?vEF^EAYef@g7l1U{v
zc$gBKw#lQI^)a2cV%ozwZ(@Ucyt;Lbn@M!9NxE8UcV<h>9;0mfgRkxFZlmu5f6;MS
zY0VcQD#z}>*m-p?8l3I4Srj{Qvu`5b=tLMjKe<Df8x|HO^&B}+Y!w8~^)?b&6~P*?
zQ9`eJ4%G&GWXHxStZqyuXvSFLupwz}|Mp_c*A2LJkz91x=5+G(<D;euu$6D&?0k6C
z$y#vPKSrX|LwFR_JH~CA=)A|&mseeq-#@%{7x$lN919z6ifU@ZQ;hHDbEv%S^`@)B
zM<oVH>D#<KU9s*oRih_Dr`$_v-<sr=4fIWJ-h8qdJ{~rEL}Yi*)Jw(vkUww6WTr_M
zH!TQ@soVl<ZV&0j@c|-S_o%{^#rKm_FO<6!ME^M97!V!7<F4;GrT#(LVX3@TLU~s8
z=akocwyEYo;$r2E8#i{GJpbVsM{>&~%ICBy;!VWzrxOJ}F@oQ+BH3QGi)6;&Nj=l3
zlf6E-xEXy9N$jaav-=B!<<S!M<~`X>h~C^A*|9qzkp`bHLLR3?ZLeg_NZJx|*0(uJ
zk|HA26uf0aLm#9#GPR_0xZ1n3zwON%k(CW-!|HqqF^S+nqCSx9v>zzK3kV*3`S|g!
z;HECDW;*_0LqyA?-Kyg@t-(|~k5s%(Ll(6H`s>Tt=^>A-w|#wm`f5qiGBSw<l9>Mc
zOLIuG2FFvHo--+#x+@*Z-k65e)YLAv>o77KihWkX@c;7i&w>zdN5_oS`GI!hEXVSD
zHwXz>EcUXE6YA~e&H|zdjeb7a@!q3;q3JkUK5BV&8=5&dXbX$fgHx7UCFK*ee*LqV
z3%98YT~Z^$u;}@s*!l+QY~`IhcTyDRPD-NZa_pCIc6Mk@f_Sa}gwE_Vbhm{(jowRc
z(%Sm@@pWdV-<tlIv%Nf%L2N25kIbH)%S#9;xnVO>g&vC(o2vGw$&|kTP%DARouqUq
zVdSul1V*E4YrK0p!aCGMB?Uj?){&w(!##5JsO$I&m$R-8Q`O!07K2uW_etJye(-&F
z@G0?Foy?@69_e0tbqgBG1j#OQ&t-%=HEA*KAh<_no}BV~*_p0RW3yFDettM0uR<I`
zOL8~6qmslmLvHD-y7NkmR?d6t_BP#KR~|b=_NUieSsQe9o9RgPW2_b7GL>3&FmO6^
z_2kxwe^c0LGpDpvl`6eVQ*o;6HhlZn31!!2bQ7Z{Q{nC-t@Tk*j_k0dd$@mo%$;Q}
z331THMn}avsdX%>12#(--M2y-3vq}WX=Hm-N9Z~QuDuuo+%0cwhcn7nBP4(MsI5uK
z&M<KUJ-uif9Zi)}EdMA@`su)bkMuQ!hX(6%eJH-*^o1o>wNwX22D;P68^Y7q3m2cG
z>w6}xO;8r7nl?}vF6hS|QYF#WpHV04XVSclsnznCl~VQ-mJ=RiE-Ia9S9!DEaN>Zq
z*PmvLN;aplbjgXq&8Ez~-6lBC-tl)84@QbL^s%hDA=_I~MeOB#_Jc#H(OwM9Ka^Qb
zqoOsnCFsm5ts72j(vY7rdmv}-`;3tXj);oVdp@pzIstdYaTZ2M-LFzoJQst1JiS16
zBHjHc7+jkP9%S)ZrhS#?_kR)+LY<S}yqU7C^6b@1Xt>|@he5iUZwBf4vu8@}M~)on
zYA-NO4eH^pEln(?TnWrwQ9~n!D)L9THxne7UphOr=NgYn87t6uO#i6h7vh@KjD-03
z5S=B^eoikn@fvHj)YPc25))yQ<XX`AI+*CS1$rSKkE~m)TWSoh@*5l0$V^E&X>je@
zqhLEpPBqPWW#c`$bb)b$mR|~Epc*-gbzKbPseUV0IIUrQoKe%2uI|5hIvLf+va!(&
zT||yA#cM7G^wY*dCwv!2aAsLC)TXgQi@XkI>H8o1N$udV@so?1FT!PzdYSj5Ovq;S
zTff@<);aC)?H_YJIWa40WCC&sDkP~h8s^|6No7WEEgQ_bGQw}HYcj~7Bxu(74E+e)
zI;HN1Ja|%}+1Hq0UmfJIWCO>r^w!(EyF=gMaCKv5>xP__d1xVBJC{K#t*;*q91U!(
z)h5R0*;TsxC5I{b4y%wx=wTeiYqVDNiHOPNM(_o1M=&Vy&!0Y}u3(|4p!#25WvX>Z
z#5G-xP9Xyi)ef<1RbbSYhBK~sU5;8C@`(TO<6bK$3QG}D!wJXOIu7pxzUw9EqUQU>
zNI5uHB+K=0%mkhpNre&{yT!qZow4-^{VeKnWw^$dQ6HB{YEoZileL=IpdF3I=a5ao
zg`Nm)+WKWgaOD9!A<i5jg_as{BHy)Iau5Fcci35oTkJa4RO1`WAdsM0XEilPWU|Bu
z61vyAk7%=&CML>VTMs3y53G|UMixl4+3F}MhK~8zujzJiX=&*$&RjU9F@XWi(!r2v
znUytQ-Mr<pS;{nexfyTP>kFs0hFRL`#ZWWT*}P9!;-o!5FLh;VkJKCBUDLO#n?hIL
zk-|2<$99G>qBO=5N+!Cpc=C4Lc9aKd0Deq**T75HWn^XXfmm$#V(m-_TXYws<q7Ds
zk6)6;(e0ZFWs#!9lFBY<`{wj}JicS{ggN)u>!hTa6m|d1T2lclvAH=aA-&d_hsgfC
zC>*sBQ|kxTM0{=VEHuX9{Q2|os@~Kq5@AzETJ?pskv$KjOw#Tz(n@UPThsj;>0jF0
zm6J~#JEoztIdwF+);S7XSK3BGW8-mcy6!YJnKM=wn*K0HP#Q1)rdx;O6UWF8T^gTJ
z3mroxk4(2GT@Dt+sGKAPP2XPGZSFf<)fNbzY-p2<tZi8{vymLXz*qp~4po{A09Fbl
zm1`7?*_js?=EVM+!u}Dw(y3mDc{NcNO5A5Y$M_}ETofk=Cp4!tQrSK7g<{5}NAa0+
zHDy#QR=HiYh0_HmGBPj%V6^zYKFi=S@Ob()%Gz_DHGZC-|Kngy)Kl852CE+?USdrM
zTAUS|s(G~cgcGt?Z(aW4#em3O-TA^i<FZ?%ygo&3P@2137)Q;tzK2XiaT)L~NhzI;
zZvwO2OP4Nntc7z~G~xZnX~$1u0FKFk55m#(^DB8z`?#=}%aV~BIh#A3v3@pVp~$Ev
zX3a>4PRV+2V(DyUx6a7sC))|h5IZ}&nV^R8$cSEA_70fPm%#~P)<6oESQ>31o+Tli
z8MPfYTYeM1UUv6m2TL2h8sHekWw~pD@(}JW*^kQOcq0(SwVm$+C%42-4zMD>|9t|g
z!(D}uBrTBXj1|Ng_);jqj{^)12761)xV)xBaK*hdZMxnM^qcrb3<tW-oY%cLm<68*
zCNJVA@sW{U-z)^?tpn7}qb<CfXpqEXhY=kfvC!!^untAHks9Bwc4QW1y`Z{lp~XuR
z<8M#g>@$)_;hh_X!>|(Gs~d$aMe|uU)bLvgIq-<(zr*}52|*oN&4uF8`>&}_X?PF&
zC&@X@kIE<LusvsayT|vxm=Edc{&wW-%@l^}w?>a{3F7XXjNmBFY_g8EZv>ZT>C_6N
zcvD*|x8-{!Yqf@|y^}ZfuKL4ZFU27{pZ<OV_-(8!itYW?bmiauWpiGDCrC6sl)7*s
zyyJSWd<a#yY9J<qdg3a#!or4~KghPc=l0hFwxz$@psaKK;G`}a-6zjgt(`9}>G1vh
zLUeK&EndmG;!P_>)h(vD#w#ZCxJyyQ<z<3wD#cW@llg0pWJHf+DZ`lNgkt|q%iMh@
ztJ%}lIr(iqdhl+nM!li(K4z*cJKs>?vDg%4;iOE8%~7rrZe4S!enrcfxZ{G%hBKCR
z!?dZ&q2=qm=-<|B@$r@A(H7hazuiI$+nfnr8iU1k;eFQwwI0*eoPMl|U>YM~9g@l2
zPWw(so`~Xc<JpDM3g}K%T1q<+R8y#KQloR{+yKYRrA$gpfjTl8@KH!2tFmCy2w>W_
zLT}H*CFLBr)6P6qrY>5xT9<@dXa!5OC9FY$wsq{JwusPII(PL-$&Mtlj)zkgTsfQ2
zT%i4BR@x<U3`HB**kb2hW8tmyTes7wCAvHF*!qd?Nc+^d@r{KmBHRv|D^~Dc2@jI9
z!;ldxFJw&}5D?aKS<G9~!^m6XqG3W?3|~_y{TxvXhvVLiQm9Z$Q~efExb6#%Xbs;A
zNR39+V+z+aN~Onl&QM|ZO)d-E`OmNs@5bfNr#ew$x7M#mog>v4nq<X54&UlOx%=Va
z+-j1nbsV1DWB({q;-jheQ^Z)+d{xW8|2{q1xfwbh*2;tuVEHw^Bi6I!wyFoK$Fm0@
zEifSk!lyz+u~`9X-c)1yjab%f?sGY%sM#(oqr7zXlz;u*ZNz0|!gKdtw7u^3MxIwi
zVEbiK|Hek*1v9m%>YTUK_9|P(+(Koy8lx0SC@*A?bHvzWyl=iL^uU1wpB#{y^WIe7
zf-1kXcs*|mMBV{HOaTj$3|9T}w*5y_%xbSef%|<HJB?CcqC8ve>}`VN_1h;8cwIJi
z5(c2dt<N@eG%&U(!5T~5SN*vJh1O;+fj(MUG)r#-?aUAHi_U;od0OO+!>h|B%osY<
zx740~+Pl`5fB<j3T-w9oSh;pDHFEq2t;x{>d!PyO(SyACYu=Z=SIG00Fc@}8k+4rA
za%&^TFOQ{FEs;%H)AR3z#*npFZOZ^OBI?xmt%DlVT|34~vBCPuGp^WjgFh`2qqrrl
z!(|sTALJILB9;oA8U&}JcO71qB8V3Yg;$m54B&50jQm~^gv&*$Z&<2UO9iDY+3HgK
zHavTb%J_<onh!Uhcs}6e<U!a|Qgyt7`j_uQu(djdjf4@cBsqXXt8-#lnO+A8Cf-<N
zogKrTl&)jrI)94uylESbkYzOBRfDt}B!5?08}Baas>WVO^mP{zh>K@ln!XbbzQ7dH
zGzCp|#U{OZ?!;hL)b`M(Te(!FM|a5fM<P7M8%j^U>85(I5Ij-Uy$scW9Q?Pm8>f!h
z!uJy7iw0V8@Qtdl>n4*FxrN&T2dvBNBx!6*^JLc0VIhpuS%Y|$mdipFUN&ybcX$*1
z`Xg6*3bcofzk@5UqPJ7%F#QBV#<tM4?`p?$`Nju57}e%%BJSP0>&~EX$22M|jn&aq
z*vld*6?2TDr)oQ4EU!ye6SL)+dF&NW*E8O{fdUy-rV$?^sqH9VTB34{NCTU*S^i{c
z8(|4rtlG}LnG=9B7VVR5;I55St65hzNvgceCRP^EvV{tZ6QVvo5$a-nFIm@jU2h`y
zaH#!<Z=Bju1j=jw;Jy*|T?9}#ewd-PdZdhoZB0m6!Sn?atB}P}x=;43$r`g%s2GvE
zgvoC;YcRu%2a82ii3y`88=Q`gWic7XF>P%9C)>8!?ZX$_pj5S)%8$A07yy@yl@*1)
zc$*JyZ>`LBufOlaUo9$y`3~NpaX;>-(%dxZg9~y0iv7wM&<4bD2CN|-kJH3c?rhiM
zZuB3vb{U1z%Uza#e463C?bhXus>t=ZA{16=Jfpb$P7eN?4{H*y_OPF)isV)6T!5Sz
zJj{Rk?{)t{kY1r24Ohr7Fot#BEP9H<hB(zk?Hlm>!R{^-L`j4%C{lJ<DNm@p3;-%b
z_(H$$?t8yhR>qW|#aYjuKksBB_E(|5>Xb;=RiGgj0vFj(mC0L8Z^Fc~BKP5aBi2xe
zI15P_?G*+acF&EZdPm<m+5G_GjB(7q;bV51kGyY|xcAeO12D2?PQ{Gdl~+{;3!MB}
z&tD3vu#Bog5~*jNl%D83M98eg!IMhsf89=i7gmLn`?3oK4ZQE|Zqe$UwT=t(jYUf^
zG>UZ-wC4&rM!uZHMgM{IP|O&48!7H}d_dGA<8Dn>$n!>^5sX$CF|G+b86L7<PXMCK
zuvX(DF74?%>^~kIDS<s0JT048QnT!!rz@mmi*HURP6)>h@#b^oILS?GE#y8FvGp#d
za{{xD-PF4-U@G=*z@;=34|$`m{Dm-Ex)eg1XqD?>SkYcpH?F?J{$LqMb^17#xkPLI
zY!-0dTqx`EerQ=KpvzfMZu|OGDd8<(QxTCeBc*J$%8F)G1S&u4nDuct{Ti5lW+l`q
zfi1>*P$0V5_^xFHC`9QCH?)%w3f7w44BlTYUjeuclkvX8OD_BD$~#Sipuw`l=p2H0
z?%kOOIebm!z^8lNqgO;aUz>|LB07>&=E1dv?NL3PLt(1O=r!RH%`<>7DepKf^m)h*
z{%<B`Z74<ws)a?~zHgFhixN8H?(Pm%mS3QBs-86yh{^nngI{AP>1ea&diA%8{v;aF
zll?k7`Z|m|(|VbCsSnxb9VLT-fFThxBqVfkZc=;s-=kgfH_3iDQ!Kj27lp>US9)1L
zH661?M^f>2Gxf)=2&t}lRR9QCOlf=v?`I;p1m_0(#U@_l(GALaMw0o)1aI48CmiZl
zujALivaS@?+TNIyS}|!-@Lo%8>{bbe8C@L|Frj+)bTp6~B_HWw)|vv40Ij7iptyf7
zytQ#wjJ6Q6XS}&5<VkP)iaeC$d;G<!fq*xLZis8|PFL@~uXgB^T1QEic$#97uBm5I
zVWX}p$4tPOeYTLbWi9B-^0kKDtdtL%)VN@hHnnA8tQ))a>8oRZw=P#t(ROo%m;brX
zrE-zOKAUQFTfdvpkzl@kdQXqa@5d{5DAhWt8vq@19LG})=YG%*^>bm!H>7&^zj(%K
zV_JhHOe#&VLIq~zT_z-^@+IO3Ejzg(DcQ=uv_Kj@-Vd0=tca3~XCbdJ3W!}2xb%@$
zoSinS^Iadx6|<wLoxM8Cs5p1-T*{fk$Y}dY_qct}=rt4{F`2~v5u}zi_Nve?E1aE=
z2Nsp&KrLk1#0U=v9M1XR>`<=AsiT%}0hHv|*zEoCI-?z74%6P8N_0m=U_7rH3l!Va
ztR~W-SZc9kG5j9O=mCq?^KyBl@=e5Mr02r+iHp?o!AvJBY(s&ola~wUqp&VA>28nD
zw|SI~>bJg>ii4=J#cC4@2|k<fLJjT>;BNzU-YIm<Z9EJ5wh{faynx*-6qYrtOBAcX
z)-T(YqHePc!0w1yJGRq?{dm#u(V~0c4f3ZxfMu?l<gV=9c9JtodaGSb)b}WWTrK+x
z7z2M^_da4D=e%lk$Ek73d*-Rys0GbA+&7N2q7qlbMtOO8#mZ(7cc^jq46^T)@<bd`
zqrUE+^NN#?Dtq)ettA`YxJoq5p}1sF9r0aaS%QbEhOT4gMBJPVV(qii+!#wVtE1R!
zMMI7DXRYn@kp6x06V^iHv^0dRNs5XB4!%u5=QVaHl|MSv_%(&%qu~9lm{gIo8vCj@
z&mf)kF8Zjyk23d&e$y9wP9t|2-;PX|b$nmuoKQlMB1l?BaDQLPz1G$wQ#0y%>4h|`
zEj;ZQVmC^~n|f4RiYBsAPJ7_<CH!OKSQMbOV*VZjH~R6^fRuY9Dcy(iVYA*N?rDVi
zqVJhvnj!d=1_y_$#DeY;vd@Jv`6q|OhYM%%rjjt_G}fLwLUUQcT^gwEUXtQMi!-;p
zhr;O_mSADv_Dfm%4WaWvno+!_ep_}JfoPN<4>kI*|K)swvWnBr!yS8p1pUt@t!dk>
zB5U<|m1#KPGQ*%LgA3M9h<kb_vd>U;+&Ufk04*!jXb;O-K*?0QXIY)-JsN)DF6V@=
zOiy*hW)P`E#Y}~9GbS=F2VSLeGFSAiSVo1CY&EPJ7uAnK*HUj=@itm@52cD)HY~?h
z$B#$xFbUD#LXYOiet33cY1&Tt0g??y3_e#=borZG@3NihMJ60y;vw#BbD#T&z%XC`
zq_66PkR`;HsI(8!U~1K2PptZKOF5RlBgQcpYnw%~U*(ep0rY4Yl*m|J&~K1r67>YS
z$ywBp2)o*#{FMz$`1mMqr=I2uhv*}n;{;RXMOG}~$pX!~X98wor5(a3C)98p#D0zU
z%+|!mfF@htDr-Q%7Sg1BWse^c;|%o{Tgj}D3ZU;v6OrL@3Hj%*tfpj(PTNn^m9DN_
zqlcU8CTe$H>9zlHJ1U^^^I!_NJqhae>oA^r&$q((wzOwVnc;6=bI%)UHON;#!Q;La
z3U1*gBTuc=S|*Qda(L(c@BcuwohX?pOj^mN|MBqUHwff$20*oxBgc;AdkMw^#kv)M
zsD;5wkAxNWK#7f}ADJ#?0K9=(6QXm&X+S+S=K|Gy23<;NFi>_+$LtXf>B!QZaI~?r
zqi+C}?KIFJ)M=s2;el7l$+IDF%qX9+$4^9ZIxVcNXX^dvefjZu@zAfM@_+u>0<^lx
zwfbbopr^HRz`_ay1RkoStc;}{J8?pD29SaGKtmO8Yio<g<7G)4(-ei4(RHww(iL_Z
z&<AU~0VmHOhK|>VsgCQMJ^K+z^ap~0N5R(6+1_w9u&{Ww!oKWKa|HlDRI6g^>B;v%
zj2l}lVca4;9VY>gD<0?)<9H($(5j(=LSj>%W8~`K(`1QL#X3X=@MBOJ0U!3ckFKGL
z85}?ZRY%}UQQModw9U<R=7`6l^8GJ|Tk{fh5H;apVYRiTxw#+811E2`YOjw@dXCrE
z);a;zMSN&zNL6PXW~MzIA&w>k(ajqZ={=DF1<;0+s^s>pHg22X2V9#OGG98fu(h3A
z-d1++2#Ck2QGHj}257JRf*INc#K85%u`UJ+!<kNoL*>YGe;M$$xnqmznVE|lD_J}r
ziOTHk=CIn*kKk;^H#6Yiq_N{?$y`<guG>S`d5!~{Xk|zCbF_i>=C@A43__D$h^c;+
zO-@RJ5^3v8KoVh`)QNZ>cDfFjN*aG0J=%$3ZB)3l><q4LywJEgbIO3^H#Ryh%=#Y3
z_q3dG47?7<6ccYy&BRT%CaBYZGT3(7pRg?N_`XLmWWm<J($X@n_1W;62_vu$N&f+g
zkYoqDEZ(<OJT!x^RL%@KQr@pdqOprnYp&sd@g^uzL&Oza9=fhA40SR1GRYO-Ds-aQ
z?9~VMlvzvP*4ANaNi|c9ZPiL{(lNlO%v8Gey)&GNWJhiSl{|xi0gB(ud;C&2@cjDU
zH;qMdm|e7pA-7}=fEgy&YFE27m#&!Va*-s?)a<M#Un1UuUrP|8HdgoyDOC#3qsUFN
zb`}510NpP#uk|tT+Nh4Dyoq|S6yw<y<K3#hp<LZLN!~{6idvpQLP(^J!`k8)WAq7{
z%U8MNXs(%l-FzW;A~|y{0T_zCj<^v7@Yz)3S$s2sL_uYwr#nnCw^+Qs933;(FLM0_
z9f0Ua-OG~+y4x?ig&@&40hzki4@6(LZ9NiCpg21D{rmSZ+tOpT!MN7evZx&c@(R`v
z{U#CHmR;KP6OJ<3-|3Ci6QbOT!>3L$>W#abc-x#k+Wv-yPd6<+o0@cRk+1%F@d8;_
z&rY6svg@WUU!ZF3m&eEE!pAj37UtI2tIrK0BI-w6t$0BtNT;C~ZL%Ce-kuz<dYB&9
z?1^zs<{rq)Tt&^TRXn<j?sNGY2SEe7#&h>v$<iK0MMb}4lK;fGV(?6dy`)*wEr%8{
zZLfeY$<e*);}1S=IzpX=1nI7b=6;80i~N==+(*7+H)*wtl46CG#5`bWghyc3ID@o=
z%+)<F=Mm@x+hm6enC*Gj9+$dfC(Aj&M9OI017H_NPe5vo!voDjXRZ<O%Gwd;Y9N07
zmEbOT*z{Y$-R1S=yxmX*@`L4jB;V{-fA3SFb3H8p{J{Gk;0t{x`q$$z@Lra`udYy#
zcR*=Ppx48ZNI3Vdv47NJ?JSkPIbf#Co!V--VFs1pq#&c#s!XnFC=7#sDKy1UBbCya
z_u)~%Dvly>(gg>Ib&Jr1tP*OVvt&0+fwup#11B4k)z4g_2iNCxhZS;f#w=6O6jvl>
zP<IyTG;FqpD!RaJDK3zlcLp*gsrx2o$(A=VSH1-_h0;J?&l!)p5N5_YaE=MJ*i4mw
zyfy*x#CGQptrGsGGIuWXUXy_Avw4@dkfwuS|Cx0PvNNt|6>>P&^vd^L9-#>AkAmuh
zD6tCDJe`HIkH$wL2tsR}>JzuXw;tMjFwC^}-iu(~#>(L+msyIaOJ%09#X4igL`s1?
zw87e20>Oo0LvV2i*y~I3G^bE(>b7d&kAGt_jc^ceW)WW(raveuDk_jmABU%F&LOY+
zUd=JNix-QF%YoG`Fq-G*olg;%`JGSsBDMx_F-_D1u)hFn5Z2uapqQ+KLs4-emQYY`
zs#U$q401oJ*hC6Eq3WU<LHG0EFbq7|w2iVj3iY+Z;njiY4ydAuwyN*fe4>7<b%UXi
z@2X-|SOQgGfL3hsdKEP<V(DZCr2k*7y4$@fd+qB&2w|D}CYSjzpG!p=l5&#H^muKt
z?W=-GYPE%gBZm5(m1haHYilF^>FheT^AIqmQ`ZVnx6CxAMJl&Fx-#e?x`eY4OAYH^
zCAWX>fyG$(6JaJOa;~WrmHaS4d(9TxnuD#X?oE=AM-CG|2cyU}@n)_0)!eFGk8wqt
z!wZH9>QFc9b@=7r?4>=IXR~2uC=LS|z(m8bNk4lqMz}BY90z!8h<qck%}v6hpHP!m
z*S1gW1-(>_wV!~>n>MU6EtAkqmbJSVpD&cdxVOEvS@0%WCsW7o-o0Eq>f~Zhd^BI3
zvhzpFQo2PjW^>_r1v9#t#-KkMYf{;t&>j7Xb2_+L|Jv!}!A=T(iJuX39<hx?ma?sG
z9ZS2YN^KEDIec_lt9Ll~t}a&(B}sV8)&IN(i?K~OLGD87_O-I^G{JO*tCq(>FLPZp
z;2xw^oMPAFDLE{tS=MA+Sl95@dJ|8TXEVp!#ZI+@;aK{;t})zqt&ZFXitD3oUJhf}
zzI%ZFzB=_g=)A5v$*anaJR<sA^q#5NtSFsAxgu<2!F;*n1ckjxY(0xvnrm}@ZnZ9i
ziFZxVrY@X?-eiPC11qw8b!D<cxm#t{i@fX1o$H=Rm7W-o?CFu8WPdXCrh0Mp;A+l0
zA&_yL5O*~;P-uoP%;N7s^b%fJKp=-jRProia?^4q+Y5{!kY-LKn||S_$Uuih<mj%$
zmjE_}Jbc*R(eVbz!judeJsoOw3V<TP%X<O<7)e{PkJK~z1i5<A<&ri8viBrmsTR1J
zusU<^!w9Ea1g{cR8U%7RfPyXt(w17*q<w-FLsZ_0T-CzL+tEDn<>YP%WJjKf6UdAp
z#H=#{KZ`24em?jp7wlrM&_DAYwQBi&?v_w&X7<I0=GQ>5;P>`WDwcojzc-UZAc6D$
z;;kt%drwb4a$(S7|A7Pf4kW*5iT}w&9qtbb3c3#h8vK+9np@s>lBF#4Ea~lA!}rC7
zg$fsTov1MixL3F9!vEm~S5W2zzW2PcGUY;o$>+i>yVP76Yy8WAs_=Ec6%r_4V0S))
zaxG7pe`NfhUeZ2<h=O+CEs_5J$r=B5p++@M9|}f11979V?Z2*+IX!}1^iBTfpS{8R
zrFPx?ofzA@^VqRtuM-o`a@LrMz@YLf2FaODxYLQf5<bb_L=YqA)zqv306MRsVF$8N
zJGD;(Nrb=c(l<wfl#`{SqpXRO!Y-o#1#p%2S2Hc`?GcaO|NZyheIV)aFd^%I&Ss~v
zz-}>-firrshs4kQ`KR7rXVcvsURG2nt*A>$N%iPQ3yqw=@^@cI5gxCyqZgzTQYNty
z>%$~}$sWZc{KW%-oM}d~>-(}j0o;BkUAgmviK@bBJh-INZ)%M0-+#BVQG;Sw2ag^=
zx~Oc>#Q6UMa@ROr)=u??Doh0O!R|x!WQN50&awOPz^37EJMIe~e0+_10;2MSd&L0Y
zjQ_T+7g=Cg{@zqH{^v45ApiUARrB`F&bPq!G<YH`DF@ucS0DsNAF9L|rz+jxL-l1H
z198-w>({S;0f98G&bav+h@z#kLO|=?gTDB%`)^+tB*5ptngxWvq<Un6qAfjRLcr;V
zfz**3SdD!EyBprV{aTkxH&gQHI^Fa_^!LHM=K#?74j7q1peCoCnLT1~`cHl&sS3ol
z__$saP}k81lW~@Ic5TH1=JLIN6l}AIQJ}s>SQ0sN(W~H{N|Tm&)YdZpuJNU}2o95^
z1k`Q~?kWYN<_x*&!W_2wYe{ZUwh2Ej$1#%0M?JqHIwoV+B|2_3d|u6U1tbj1I87eo
zPaLH$N+%!h%#B&&W$r$3JmqmdxS6#;=AQx`B^hK3W?7Z)ov&BAbtfW{6P`VL4RSjw
z*^|2u+ka3~fVy{_G&C|w<oj%}1PSeTVEa4*%GLVJ)wGNZpT3`*Rl2JjZ6z%-s_lGo
zN)uR1Ym+4q$cBBO-QS~}q5Y|ip3mP{UGbrbe3ADKZ9h6eeD(Ar`Rf>NHTiwYMYX-4
zMt$UkpS#Fg3cPaKy*R?lt0?tm)GRhs0-3%%*_wX8AV)v;D?piY9$A>07ZTdgGvL_J
zA3`p1C$`trSG@bAaT$Msb*MGPlmyc4%6b-W3#WV$vD=o|$VLnS_m`h%&=FULH1ptx
z3hI^M<C$5go@9aN&f9BSoiicmaB!{6MV|52`Ejxe#K0x`Xl*43Cy1+#FaG=}oXjY#
z>)K^WSXvtZB*O#*zobA^CwYxIlK#*;BxFsGL}`5hyk?W;YLIC8<HU&zPIVz~K})dC
z44V;6AVq<DH_i70tIb$zPzj-_#fhdSDjDbBz)ITp13Xk|=kR>C>8OtAFBF3_0PS+~
z`)yu3IXgSc0bd;d^seXA9oT)E4}Q9Yfuu?YDid#8{-NW=Kp^8})%6w{Jj!V@Sm66b
zAAvlU#hp9n_y&}QE*}S#lH@qRbK25TgFIaF{QTJT&yoWTV+~n^`yl`N@a6Bb2J3x>
z=pH?c>kbbBR&ZKVnznrdb?$6})?a+{s^NN-nit5Q6qyw3wE=GWer&B~#4ph>QL633
z-v`cXYmcp7?wu-fYfowen%F{!14aTfen9Shv+*YF>N``8ysWGW%baiA9`*k@rOVq)
za76ar_~X<m8L;3h4xYZ!bH8DYK{K1_&XNb&Fo`9co<qKC)m*TrMl+x?)_?@LI@7@I
zxB$p}V!9vMunWq-$55X(>NH@J&h$6RLIp9W#d(~iCOCsE_+ekP#Syy(bakrxM5&Wz
z@YO<7Vbj~fk0B3#mIcGhQ*T;JQck#~ra6LVHRs$N-jW>|S+rS#ofCHJ$<~wll9HT!
z;gp(BK;0t1vB^O5aE#pE^hg{lYS9<+M3}DvuPJogl=H&#W`VmIqM%sNPPGJfv<URe
zOaArCPevvY+Axe(=T5K)2p|@wue0@2-;U&mbqpDDlWH#7VQHqKP?De-JY&3a(q3jj
z;@iM1aB1^FiB@ib$(ZK&0R*%%3c^68czDzJ3l6ABs*^oeahXxz-W<AQVQy}IhM$kP
zfB$}pqG#DEXo*RDqdC@b;_CY|3YY!@`5!fzk1+E)bfRGzm2Zs?k^HlwNQWWK7segT
zS5zv}=9m)>DW8sm#uABZ!Pn<j2x6VHDvR`Z>-9RJt}$6KGw96cFKum#QL0br=DB%!
zoo@oFL7yZsx-@1_A3am$xmL7xve%0xrqc1Xn9Y;Z)txwJl3!488wm2k=m;#rua{02
z)?R)2^hEtim!{wOEtRV!JFFXw1zrzSs=gI8y<nUY&@)}V`zFE1f}w^0HtMe*&*jtT
z+c2EzTWf;729W|GChh89o>K{L2mI!oj7{kq=LU3Yb0O9pOI3R-xmW$}NJNp&s?8ty
zdp@PjwU{zqAYASU%f%|WG(!@S8S+}gdyCo8P{%o9@LnCzBmWKAC(G2CIIJ8sAvJp_
z_efULa^ybK|NephA|g9-L%>7KlTtcAjL}y5_3d=QR<4q02=8E1JfldGmI~9qOrG@g
z5`}X_9++LaR6L(<A8qBNPIjLEN^U?!T~4s!ZrjJg7*D`)2>cC7Smr)F;zK{k`A$(C
z{NDnZYIK*dc5l%NyTMuVth6*eyOnme*c}xK;;B-5!A*jbXz!x!&4`9saK>ZAS<lWZ
z;!5}balqb@>G2-3Ic3NQ!`>!#+i?}ETaZiR4JOuwf|1p0g^kWA5MfHe0H|s$30H=(
zf;f|QBfDG9i;#@m-15WZ=LT7rDSC<rjzpQvljrACJzuXSTeDe_;29{C6q+vri*-Qy
zWO1bybG;JDpmt7TRJ;s<v;5rM7V)H*dVWBfVGmygkqzxa=~rrI6+08tUeW3A^en<>
zO0ez^s8b*tr5=Ss*SUd)=}vAGG+_?mK~gR#zOEq9)5SW*ytcO1k4Oq%UzEsdDrk=m
zxc<5DAL(Yi7V1T%=kk54WFL!?ItSm>cfS+J#}|q6cgmd}9UVEZU{Csoq9GtemK>1{
zuwDOu!n2(XPAcJF_h-^o{LO}7y_u(;@2Q?kNzqp`DUMT9PE+=XZ~Ioi@#DGhrg(i-
zRlo6hT|h89p#6)?O9f8?Z5ejTy?BP|iluij!o*VO2_hul9Wig1e$pgMXN=jH7N-Fu
zF8kJkF(#pv^!Z)+-)Yo1wO}>_&btKqdS;PpaW@Mnd(d>bp(PLP%u*TO<EX;HSPZYC
z$xpLWtJ*ma$2e7K@?A5h$_W6w&c+f>nnaZFTgCYjAB!6<{c8*hmLGC0yU;X`R>dX@
z0-V?4d#C%{rkgLfJ?+KfbY?WTJ>P^cPv*MO$6D3r8s)nj<;}Vad2cp!B`FSax*t~V
z{36HKDk90Xz~Oay7xI{R`KRl^RDZKO>&$a^tAhM|aipZoNJa2$*W#q#P~WZ#tap)I
zmW>AJ3DYscItq5#P`MI=r|xeXL5BW^N!l`-PfK@ss4A3H->Qx;YK-(PyYCU_y0x)f
zQ0nD`1Zo)*<O(U%SFhZ=)bLLcs~1G(6Em~0SWM4tHj^~b0XN%Y3AySC^|)^H^l35s
z?}pOVwb_Hju;HVi-w-`RtV%Xg1hG;H%<*hqxKskY_uFiL;@i$abACKvpVs{P>K=&)
z*`G&%EjEmV(Pry5XVQhq&dTy76tC&w2B)Rq!WZ4ZY-qo6!s&jOJiKvqOI-2Z<2KU)
z({-u{%D+PWZr>scq*T>g`sUqs#)Gz#XoA!0CsXfMr`__(romh<3VqmVvKw>>Si}au
zFUw4E*C%v6&)XIK!es<KYa$6lnhl08d~W;qu2oYRZQ$R#PWevvlxy|@tRkJmj!JNk
z<P+fn(-|PJUIxlaQ_*<@4#rH-T)ZNE>C$Tu2I<|U2#$AdB4Q;D#5N}j(*2Yw_4ygT
zS=l}S9?}=O=iSzTnd}B~Lw?nIAVdUOs<Kd8x7LcWT~j1iue)T&7?7dz^oZOlim9@)
zwd#Y-uQJ5b{c+=cAP^4|u=37C`1S$Za~gT-vQTz{s|G)R)@+xq&sUm4>X-n~`HSi9
zFuC#gBjV}tnIAuX0PObf(2i2*<rMrL7?*WJc&ELK9X*V@`(_Ldbi9{T!YSI*!D2;w
zm{6ZNZtUMjIX8tz|9c95K5M^p|EtW3+xU}Fs7XT<v+va(CnoFIYK5XpzbotiRYzMY
zoK(EcDkTV_ak0gu6N|ic+tdVVe;Bv16x&x_``WJr1R~Rx=788&C+kG+AD!ur+OE_B
zzNsI>RN!G+Zy1OTrAluaNQAvhy;&+wV{sZxb7)Ij)-HFvQxPXNW;)Z`e}4bise%&9
zMEtb!NSSv7@Ks6A!n@9k2@{G${Ip&wiF;K=E%Gz-MZZ%vV+EEZ7-mf%w(lfL!wOQG
z%lgg~32L)YHaNYzLhmAh#sB){OPBe$dGEe*#z_^0Vj95Rtst2R-S{ZE?c%5G*>gtp
zN<en)7(hGIY2KxZ45O?GXQ^y<h+e?nPfSa@Zr4nCSFgM2ifo|SrNE!z6D3mKaFrV3
zrUzXU-k$P%-y%{^jrqdQ;LJani-tv+qyZ&8FD4iA@LMi#fuYO2fU_E~`*jYgbgfHr
zC@veYp1sd`;j6r~w1NS~bjwCmLL{6Pzrb(%ZG-*fbPx}_T4WkXYo3k*cUvq*hBO-V
zyp7xe;+Fitt@=9UTXush2BiGFLf*9)bxLpnjx{-Rr>+Vh!%3-ZuiZD8qJ*r7Ur!CI
z`do1C?(-NG4F+gZDEDx+$J+X<U_jyLNf9gbCeU-w6C2jjfb4!7v}HH<M#RfX&@K4X
z<|~MNPK8J|U<Ln1x#JtDpiTFyeAonV(^%UoyJ+vo3k$B*<ZC0jB9@xi0)BkRbO~2&
zxOz3WX~Pr30;0A`)2%Q8(LB$uO^-i{kDPyC%t0k?txOi9EtVBuSz0<vzuluFp4H$|
zm|<)5O=P=;bN<SI%aQ*AgMB?&JyK1)KJJimzNxhP)uY!zUcIuzDk=T;^U;|)lEtC{
zCOi0K^+!n2!Q2<UWz5^e9o_SKX7F)g$YHWOF&Kr@#h8b;jW)n%{JYfK)7Re9Qh+YA
z7bUh;zc@EOvkPKkH)xu_2a+v!>5{loC?-BQ?EZREUz6*j;IN^j2K+5P-`lGXZvB49
zRVVytntb@Wjfw8lXD?p<DgD&a{(G@frH_$>445;6Kt3E6%>!d!z99wPV%%?~1d}+z
zj+z&}m&2c(Bb60LOY%Q+CIYzV5EZXAcJ8EQV&}x6r{%9R4m0XA=&SsHJ{-xHf70+j
zD)!rzDbi}SN<*y-hJj9CXyi3ruNCt@p9=Z!Qxj@SuYOeA4%X3;y8Q&{Jz4K(e%pI?
zGygxTd}iVIuIz%TL*(9d<JW_pwAOoMZC91_uK)Js_useJfn#YXnSX9CIJ7fQ^Ow<m
zgUE7tD}N*p^7As#7#>PVH@)v56uq{B_xI^2nnJ6e1<T31LV@}OG^1m`KS8H;oGwD%
z!J6Iv=j}($8m&3C81nmyn{;Dg{)fK*4S0UGVOk=+SRN{+YWLUKvxmqgXd4>=DW%`y
z$C>)yhid4@x&a%*_0rxb&Ig>nrTANHc&zn%4+f{C2_tsj93|j{#=`TR)Q4W(+e$+f
zxG(aPzlZELB!DP&HBosa>2g}1lr#Cf`uc-9YNu<y!)pe#fC4_VF#$sPQ~1iR*K$te
zTRuMcDlf`S{!A2~cWMFN{W>}M1TuXZmlgRMT=7}}EY92RnoLpi8}<B*?6)x3oLUZF
zox3Zcdy*c~Q%(<Au6A)2{%wo&Om#RX2Y>OgFtf{RuW)i&0Kog2b&Kh%RN?3Kk>oE%
zt=3%Z=B<HgJ$^hT(KTM<CZ9F%2i7toezgUGdSnEQj@ku&t;E|`e_fhH1FCA0P0tKp
zT;>D|48*jvW1@+V+P}*|`9p=xSyiTm+O9|+@tt{D@+0nD^6mQ@eRhEk43&}jV{_jB
zFQf54ie!VE{I~~SWl0<s4a)hlPx#rt|L%_XBxhgsWtW8Oy?aw2FPsS2#~70hQt$2H
za=b%%+k7<c_W|06)IazgGX+0lB_n}0gy5i${);XY{e6imB13b0y5&RU5==}=S!-U>
zrBPMM9<zpS`5#^P@TqpT@H5l&ixpnhoupnDdalil5aQ8P6{mAj&N~g2udxi6z_y>w
z&MurEEYBMaYQMZg)ZromSd*)OBc{FX@9)1V{O83o3B>0+XmCgGbsuNa6fK5pJgphb
zJt1D_tu-<+=cg<F#P!hh!5RP5=@cPczKFn)IPA5D{(pnomD<DvLw*#d(e2xOxG4pB
zA4;74;}-CN6k*>0G5J<+TxrQt!b)Vldi5tR6J1>7ng&{gA8x&zBHhmSel?=_$_~f=
z0_MehP;fB6E4(trLJdJDy8o>?8W^U;{takFMa2|9nb?AV|NaUPij>apDo*&gou(2n
z3g%>1HbCBXp$FvGo%ZkFf5^`DPE0qLA1rtwsp||y&bee(f+TU!LV4>~<!-Iuo)tP1
zhy=c{A6IFK<J+K|t1|+DnX1}Y@LZ1k#m8t&2SoUkhZ=>(<X5Y~-~k-WuiRB~5!PH#
zNYx6f0G2oJWwk03Wdg#c(=+M*YDAlM<%8nTJA5B+))z?77*Q}`Hgp0xwlysu^(r?v
z=2XS}Bt1ARZ{Y)<!tenK;}$L1j{;~|8yG~90TL~$j-XS}7{UTzqmKD}jp^tR*9&F?
zzIx%XGZAtP1l(-#wmld{kmb+1)n=8}eg7C+N2oK`10r6}eSy5#V)<fwmFG$QA(u1S
zMIBO1K|#3I(I{?3nPs>xr|%$Y6t`Srwd|4n(uIwccrJ(n<2Ltp+KA1qOo3jj62;Fj
z$CQF8j~t*34e#pO28oK>V3^`Q2&(^z)!oudl7}zWkL|mVac1&!oboJ%Lg@^)#{u`Q
zPP;(Rv-O4OS$-^%Kf5#&$;Tvomi`OyoUntI!27#uX|y*3#66^5vVjlu<&}YiG!V{8
zN0_RI^Ak!Eh|x4~Z(vUjir#xvF08YWy)e#XPmrX<9;d5#y$<8DN7*OY!^xK&q=1=J
zHsUKIBQwqSQ+JdDA@0k!mYCloj{6i4FE@Z&sB<ykJ&@{;77kqX1SY)6VN-!Pu`dxI
z_nWT+#3qlOZ`s2tbKyXkN=>U2%f<kLIR!W+e#P}|Qc{|43Fnz#sP<(i@|~_LlLt4!
zjNddEgi$9dD=PLb2m|r>S3k_G4H)rqjjKS>OqsP7!&6x$Epwp0QFlo)cNjVGpw9Wx
z4xGlqb?rA^lmd-)Nng)`5$6d5wxifNDrVp)CgH_N#Sgo3QR4GDxO{n)t2_YtZ{G@R
zCIb7--}F0zR_ZkK_}hmNz^hO2WQc{xgJh1k!Fm(M&s4W`*aF84qG&$HuGh{|rXx=)
zB1Yu)YW?4u{r)7TrG>?JTM$jrpob+~k`a&RhKq%;w{>DC7n4}J+@HiJy0}bahmbkY
zu1$ef6b}^L*e7y8_7(?Ywt;-I_g`?s*?DofvBZWL0@U3reH4l?Sx#QQySF|pm_NUD
z8cbGpweyqCE2q)uUu_r07K8cTNxM9VD3IDgcn={*<DmJ*$E<56h=lXUie^!gnAKOc
z^<dTSi6a7;BEGQjVk@YMqoocY?kF1i{P^Y5{DCXy$f;KbX{~&>Q_nR;H>&Zht}ZWI
zk&dpKLwi#3sdh~a8Zopk%FZs;6)e*(w=pRmnDpy#J&o$OhzA8pgD4{{9mrpaGvp>N
z)88*4_`|*nDedz7k>r#lKFq4OZt(l?cwapE0T^cPV47*O`eVjr$j(YiN~3a&@rJtE
zhA|*iW{k`Lf)gkrB67OQ32<*;DycNoC?upN55rlTL6503SHV1^8DiK5sW~@Ic3R+%
zcC~`VHYP`*q4_m#1Rm6O-j7DGtDJes=%Jto>%%I;qUdTHVAOOpvwe6eR#<Xzxq6Py
z4|$KMJpiq$bK2l^;Ptr4LYiW?S-A?og_}H~?(LM9Q=iQ{d-neQ?sw3!?(x)2zT<HC
z@Tai9ghTuX>B$CSYZ=3}jXB*#7sP|l&aK|<{HMReqEjRS%=}C}lPOh5^?|xM<2ZgJ
z)&u7#xs+$B-WJL{mAu|X0%=?c)_}TAGUb(;R%)P%tHyxL*j;R;80;S79OHfq47X6E
z4s_?*q0)92!(OSbbmdYQEEZpcmy!YWYB!j$Fikw~mG#K)?WrEGr2(&-S?-!tDIjaT
z0d6cuJA4gUCkKTN-#=;(Y!{O!IQMWwNP+1P$<qeeS<v6kAM#AJE2a|R@*u=gZ6^$D
z*OV~hcD^=!^n&Rdc9}ELbTZ)uQrL_B#?Og}%3r5-+`?!d@4PpF@dkq@L44Z7^5ZMd
z!F4LgsKNtdQL3Cuw(Sy`AqNsj&)XJP1v_m44pmZ(sE&BdtyS^1f)m}30Ktuu&6#fu
z0-AiCufSzqc4}SIHoK(lv(Pa<&@=fgJEFq=bIji8S|yov=Jb94<|<XQuQJ8ky#OdY
z^rx#h30ZobEhr&24)405`n~|xuUeQ7dul^;X7aH;W;nvBpjQU_+Q}&>sG?}uP8;H2
zV}HR?G7nlJ_l_G#kp2S24jq-b<weXZN+7BXmPEVAoUyY3kO2%%ioj@=j1a_`N~z~3
z<kes+t?}aF=HE=cu!iE`z{Br@Mm$piQZ*Xw!k(9V=DT!xTj)3%x&itL9#bi%;D3>j
z@8!GaxgfjB+S`N^BgnAQUymh!ZEJf~1jBuW^Vl}95Ix4<^T3VjaKz>RA;th>^omg>
zd%nLF{KcOrBaIAsVXTFojL<oj0tM8Q`hfQX)S!5Qa_pqIO)NV%X$RKfc7L?#>L<6i
z6@JMj|L}2Zgpq)Py@7>5j(w|nr68-`9p}Zg=)6-&d12h?*e|GOy^_OM>@%vyXCLkm
z(9%f|+^gM-Z-3(6Jg}B>yHfSC^;)5O>2Ug-?S)Q=)fzb`tr~~YQ?0aSJV4asx%0f#
zTml0Fv7ZZ5->3N&p)^&4?+84x&-(>#LQox6wGou2uE~wnRnX(!$MqJ+dhI?{Qc`r+
z!Z-RC(7)TXN(HS{JqfA?s+FXgY>=YF(4VRyi|J?vloPU|Hs+6Na75GdrP{5PpQ29D
z+ls44QXZCl8dlRr3<^@GLAon$m>A<UX6XjlOW-HBV-+rwnS#4-PTtF%Dm(PF0^!hT
z=bZHR0vB4d+I9tiRV|)=-|Z>?bg`PC8Lfdb`l`YBC8f{WbGA#0oU05f0Vt8Ctbv<4
zAOofVo2nkE?JKw;cBd~p$Nd<h@^ne>E7MOzLsrqyxOrA<RfRT4KVs0KC=h!J&ZH>`
zK*u&)C8OQ|seKeFMLScJDS@8*lhV-!`&^7QHKO4i8=6eRX^SinUMFi{QB*s=6GmG0
zijgkaykl~Rl@XWI@}Z=Ze49UINI7SSLwg@5G&&1inonsc_pPti?Z5Cm6im%@`TgSm
z@`6`m{to-j&sJ%Kl98%ne3Ac+{+>_cHcM}>@_%{5^N-`c!)NoSt$1(F{d=?RTWKkM
z8TBf&@9VLXo#QgIFAC>h16TUn39)zo5GQ!@re}#FsoZzB-0a4dj*7xiO;2=ilAc%1
zyhs69dw(Er(|_4tu)uYDdjt~Xi&1jj+Ut({tkeF+x$QvSu2XfZmqYHaH09J3M0y99
z2z(Ti9gsB_Iw|q2^puks+7dixILoM?Eqe+mbs;xN6}wawIAAuP>gB^9^@wjvOq0_U
zVP;2;_>xi+-9ID5X%7AkR;9HwY0y148w_KXtwVxPU|J9rdD@AVhK&FdNneE2M+16T
ztj=eIxb3nsGz(EFq~&JeAo@Yojr!#I&wa}~A?B^@++n1&RB@zabc~NsN|LXa<5{o_
zAWgRy&M3XV^v%jcUrxlU*Lf%1+%7O}+S8<(COs7bML96+5mGs(m0duHs1{+iP(GK<
z%OLds^49>rdeAWeJfK30gghdbKQFG)6tVeBQ2X;-Z=T7RCCAnC>|cbV#dbv~LLiti
zdaz=nY*F0{L#6eO*bd(^5_l^1ctGg@6&W1WH%ld_Wg@&0*4|ED7;0KUvG+$D5W*h#
z!mAL}Mlj#9#|hUm1a!FxX2|zvzqw_K>wy<k53z>xW7LO+$_7SXW$M+`zzJn(F6+Ho
zw9+fq?;FAX%-)q2a+fCC+|khyQ%WJnLb3K<CY|$fE(<0p5<nHwH_h|ERf8=a-zZXC
zWqB%}>-<?28bb2?#sI^vfd@k7y+;}`b*&xx-o+SSfO>r@bgM<8vF>*fPj`Y7)R*uT
ze8;+6t@j4EaAQo4?-m8yc_$&HN(67P8q>zSCG(C&l$3x#-QfL7Yh1O5s%N3<)$0C7
zO(q~Fv&9AJ6=q1SpHayUD<|8|>;jW?DPZ6GF$RXSN+^=MRa~tmF08S_FAn!h>*$Q{
z!V!kcZm-vAF24V$g>#paEcUrp=n6t1XBMWJ@`-LkVR8FkAmVxl3vWpi3g1-hkHwES
zn)Ug#fZyGDn0@@Hypk9B3yt(#Hj=VZg~sX-Q**^c;+`g6r4+RRCG(vY$Vy4M^fyIC
zC5pdyYd@X}CWh&e1eRR&@w^LAu0sqO`qr*eJocdIkLq%-oB4u@)!PLjb5y@+`%nv9
znYZ|tCp`}{shwJ2M%4J_ofsd1J%?0G3RE_VI`gXTKXiXHKRplftg1t=haVQ1W$8$@
zhk!m<;okYb==#dAsKTz@Q4|vqRFD!JLXlER0SSd6MM^-1R6<|~rIZef#v!GVZlpUb
z99mjHK&3%IhX#SO_Tcxu?>X0X_^C5{_I~#Bthm>`?nU4ITD~AB$jrk4LKBkTbWDx*
zr+*cT0RDA7ErN$FJG15n9~nGNg!HsRCu7i0PvE$ad=0b_LoM6hEcTLhc-oxIT#e;h
z%~*MhG3I$E4~Q|4JWFHBF?B`7G4adH@a8w{{sv%pPtR=rKFzi!)b^#<{l*%GDTVx*
z06%|gT}Htl0N)Jb&&fUgE1IW2*N83E%VSxAsJ_jm$J#ifK>KM2{kNWNBj}f&<gYET
z8H$0*iZaritI>UDO{BKA&d@=!+j`)Q^r2Hp6pumo1oeL8+lt8jwvU!WXsu1B%-P7h
z%!QqJyC)B{Kd>Vph1aX&!3o4vLK_z*xKbmvzZ1>Ln!PhyWRTx~=mr%0PCub&P>vC7
zGU2lPt@Kod-mUw@ub7~6lcrF59E&UlBO<U-6U~ziwK(sK@jLm(UvgW(Uk)5#V_<mL
z>lH)JA~c=R-6y1^J|{Jc>zopSKIZsxL>pins(1o)iGvt}j9gq>Cv0~eP@*yONh|F{
zjUaSlpXwO#O`tu*9G8m^E*Qw%{9CoaL;tro{T6*gZ+{&^L3(*-F=b9hz^yc(DxN$@
z=vCf|lF-|n0yzPBq+5p2VC_i%vAb2H?Q1Xpk<D*FZuXfAcXS{2PI`AMZzg+AZOt2T
zi@Cbi;i=x=tGc|>7pAaWn*ABVAF-vD5q}|s77odZev@GCrSY^=G{SIhX0|SKXh9X>
z9WS{dwPxpY?w*hcMNjo}>$#>BJUsK`w;UJOHJyXj+PQbBB5|f`3)xxOy>rzpZ%GWG
zpOTL~YV=0dOS9i@an8g~WG%fEG_U^3JQeqYllbMMLt+q}<0$W8#{VmYNshMZ3%9bq
zbm}%!BEwCA8=A^DlB&9l-jFLh9<4Gv!@<$F`}xrm&+3Nin~$pR^ew%fYPpN;mKX$F
z@7X|fJ^+8N7p|^9>N0Nt^x`DHgMXRX#oN*R&jA$<$poD7Fm8zGZ?es+{exJTMbUA%
zu>Z7vb+MGcA{U#4aCWCLg7Q3`zH>isEi>pzNo9!eSS6T5om$j&wDD=w$v(4!mPZMT
z3E%XpID~9}8?V@m-u!8tz5mUbh!Z-MZM|Qh%7OCEVCpWd`w66eT+EUi=qjYYIf;6L
zu)SDv+YHKwxCW9T5WPw6WWjk%c;QNmQZdow?pmsB2o-#J1gbNX-O)^_Ss#e-rM`A~
z`p<iJ{;6dcz57lgUV`->Z|bln5}w|}4Y%(fs4Vzcd7Y#5M^MytAtP*+sci}~2^l<j
zmh_pH1fIcq4J8Fd-xbToOku}CZN0wf&+wpt+A$;X+}9XWT#aCz%2-Bc&VoW4`;~Uh
z<X8j@O)5mA(Q#9dc<a1Dy~n1_Uwa_Ab8tWMox7I`GQ*wc^u0R^4PMI@0O<HFz59XH
zn|46o%^4|<e{9rhv*P6DHgVj4829{8u)PbySPIWy24YPKx0uRmM0o7d6*VgUqKvhw
z&y=%WSTkmVtUf}6Mm@O!w8!!BaY8VYSgRdyCuC%0g=ehziyk~Z_8<Dx4Yj#z8J}yV
z5bdwSO7>POn3oPX);8nXHGGs!%US(MWik$+4L*Tx0uCcpU;;tvY2B66^W)*`dhd3&
zr(y_^t9Kq4Cl7*Mz54_`J@%uX)#{WrOs|iOWbs+jnH&o=o1js!xtFEQ4Dhm`xSE<8
zu)VIHy7)G|_o^lwg@4KVn=<|T#>Q=rZihUErzE9p_cAg|Zh8!jH;*&+4^`L8I9V|9
zH61AowP#_;rg+W4*w>!Z0U<%mIST3$U{S{j9&2qrfU|U3%-{5`w$@$TsR(MkSA8Hu
zb&wZyQf@>ID8j;=bfU3pjp*{vrWfOh!6;!BaRm}}9<OnI(<(WSqbE#tT#q31#<!F#
z>j9d&rCEJ<DYQrhdJD#2e)x9*v2LLt52%s)`4M+M$BTc>4oX0F0qP9`A+!8yE$gLa
znwo&9zJ#}o{FW~148i{*iWe-ozc{%g&gd?=GoLLLG8)7iqQ!^-?!@b)3yiWLFM-Rx
zf6BKvBgs0z%<k?>8VTowRi3d_<Cbev#3G(s8HeDbKzc+Tq_KNC%zdz=AwekSor4Q<
ziNl<vz50oH1tWe?HYya3D*T-%-I$ftK(V3l<gYbjqn_Sq305%`#y&=*_>PkLLVEiQ
z_I(rAI@YXWS@f}=x0W}^2SmH4Xd;^<#W51@637R=)({N*SrC{Ai)CYtF!vodYwG)H
zy6X1jxg@%!lsV}Uj)?}jm+=@o)P!Vo>XKLX(hbi=O_7d@APEA$d$%}6%854o_0piP
zM<6r5tY($&1DAg|`yJA6Jl83+Stb)J4+VUDn^^O->MQ+a>!z?~Mf%G~5GZwV?}zNI
z;ONwDhw)^C9kAfP(_0s6H}G0xx_pXM91vtgP8oqKCo|lzf2+POQ!y|AZ(w~YuBC+p
z^TFD9Bd=wgXQ)W~s1jG}21FusBjQa39f=7)V{WS;2MN$XGSX#YOZy^tL~~sk{6d0=
zb4x>F-MCjY$p4@Gi<BvDj{Lf%?cVvwBbU!oq1ZGq|7#52#F+>WW)k?HL@Jxy9Ng)$
z)2VR|v3HJRo(sTkKDOjk!)r3V_HVvqGMvA^J_LC>l&U219?x6v0CO(q;p-*8wq#RP
z+WrzJ&(5r^myYrdyc!QkcjiMfJ@T=&?XV{uEQ@614o;@<w9&juLre$|FG21AJhrfF
ze9oV)iaWdgw56$zjt6B0%Ek{`F(RMvszNf3!#W}d*^BIS>+GG~nD;*Q2&`bKbz*pA
zw-;iLQ9dMSoe)z!62UVlQ5c<ChNF60xIF**V&S3mKT%qDnrG*?_6w61q~Q%h!+eHu
z2a`LbC?li!U|q^LC^-CsSS9^sp5daaM#iM)WTYoq!5&(sA+d+u(>wsw&n)-QAw?Ch
z?}!yU8Cqnw)-w5RyM5wOEm{AQCjN_`dcFJ*)CP9D4QZ7mgX*-a56tvjGT6^E9C@Y6
z>4Ep@2(1GSq(kKuL%Nexo!;31@~1scN2r-knYL@+5jB}8tC6B4J((&QX^}K^W?ofB
zmu)6zy`wrC6zm`Ft&bIrin9Kvh4>DM;#tQ3*10E+pN@=K!c(D*T@KdOWg>6J!38b>
ze<y25JE1-97WB&B(8ns|OkSbp?y9bW#~v!WnzZ-WJ%PxjQs)AKkA-d~uS(^aZZF&%
z(AJ~*@&~yH>N@E>a;8m0@Ow(zd?A;0WxF7MU#~=D@u4qwM?2;6E7Hf#kxoiDyN;`=
zr^R!TQEpN77ml{9@7VbH-}B(Y{}tlmNO#n11qjR!@j-dLTj2*{OHS*OrCW(2B`1{B
zWu&L`@IZt4TjiAU)HH;e1Ap%j;wy{E>G1H_tmVi@S?`$7wl(vFia$@=$3*gr-;GGC
zZ@lw@k+Z<z^%6o6Ny>|SaCxRn)F71letgS6WA$Acd6E1ipU)f?!>xv=q7DR?_^k-G
zVMUQ1X(zlRokKQQ63Q+xor1c;b6q@wMo<Ywc^Q!|K<zZog&!?nwC4?>SZ&D66L2So
z%>#djMM*bu?{+$uZiz<DwV7Vw8$QwQm$p~`-XDlIWc;_N-$)zbnFzdKV~wF0(S&!o
z?k(45zVf$M)&%aEufvy+E8Xb$@sPmn>fR~QM17Qephz~V^WO<LitN@eLvhuHMQb#b
zrhzYf99)eAW65tJw{h|ovd}&W;<_a&TQptogfZf;DT;)Qy0VsIHb_f)_yp-jH4Po~
zUOi4JSDO3Te722;+p)z3+3=_XG|1&ub8;Oj98)RN8q8y#-JOX!y{MPI4|pr^|CGo!
zO)7&^`fI?@tX)plH*hwB?G0Pr;GXrDdPp*gmc`a9nC|Mb$jC=ms1<*8&-^QKzI)n`
zdFU7o_baGv$%#H*;D+|2t|~{I$WLEZli8ju!FCi%GB(~KhmRgTJdJ~UBeV;ok=_o<
zo0e&M-+@@DFG#fmdXSZw`3fkpF<#U8`qkqQzT*KuYl3W-52{CINiUC}ly53HKW`m9
z850!6O;%kJ?t7TZTE4!ZLQi<|v|@o1&wg=k<eAKggtMibe0)(zzZgJ&>y_r6XlLL<
zOdx0s&^Z;<)kBdUGQhzDIqJtyUXt7+HQK-gY1^oHEl)Q%9N|uPiF)jQs`k)<|8YX!
zsm_*e0G-AZ7=2y9Xsi70bL^W|4`c?sVI0bKw@VM9*30Xrea|U$af@DJ)2?<G-R|Q4
zcYu!{4jhC=;N06>JR%|k+CyY0RcRx^)8NRu)b%J{^B1j=JCJVO3pR_j%gQV}boLYh
zgdt!$Vgv1Jh=dr_ErO7)1)KhTs2W?tN73BFKb!LznK`^WCk8gu4b(KxArFr_c?~WB
zMEP;3WC`d`^Fc2Oov_vGI6(UmIZk;jHU{`I1Ss4XSqAM#x#31O^|G#gc~|SWbarMm
z%ao8$+=<63+%b73Vt7aEe023uGI2KK!sf(jMMFee327P;)_GIEy&5Z$1%ibL269Ww
zLLbpc8=HXYMHj@$1GPg!;(~GG6KZ07XG!FSG^bI%4!Z>A$k2<>pSiI7rb6F^{d3Ep
z{#M(@Ku(#wor757b(M;r+y9?71?W$JEpoXjuuiJcT*$V5yDX4VM7_#s{t{43!+d=9
z!*&VM10_i!)SO~|b%usgCt4jxdA0mi-e_N9t$J=#mYL=$r~P14Q|#z|QIb#bdUeIJ
z+-V+*^nOCLXCSfr*WRKt`FUjxB<3WYRgnB_n}BMZzn*=YQ0amsv{qyag_T$jeaVZ^
zrv0(AdGibezJ>ZH$^`1~_D!7@iBdWHO?t3Q`S8p<Ke|*^qUoz?d%=MIdna3#5x)Os
z`TeICgEOvNDLkYIbA~QO7y$d=@Q8>esO)_|?mrk0=W24XHCn*E>;?*jw&&OHo~$kj
zj#_AHllCZ0%_wn7F#K<a3JOq}ZIHpXj%wxU4L_aFZCU#@FcxA>hEnd!b<7uS9do&$
z1io`DS+%d+IQgTjru(nRe{S~QYwm*03e75=fAyjI_&K5!nodDG=E6Rd+Xt{=jO7jH
zPi`IYBRO7naAl^86w^<T{gIT#dfC!`&>}-5qZw2&ify=NfxjIAXYN~EBD4rgmQ$ew
zIT@U2oBL|+PZ7WN{5~9*eS<Tf?nq0~`+8T>9y=hgKSdbG<`KF!m7n73R|j#XP<Bqw
zpI-knhN!8k-@SWL+rT-E(e+oM_n-ml<f_@wER<(oU7V+mRj80J?xln5VlTkj&ncSJ
zaqihUkM(<W(3pUzLl%J{Kp50)930Khj+{b@FR!4&EBQtGfY)1LSL=1eSq<>Z_W$~N
z0h4xynt87JL;&(^h{s>~j;NbnKzVs;f~Q~DWGrt~`jPs$ng+Z-JI3_PWNH4lNWKqM
z<wus^lGa1vJ_1Ua=YEa3;EXYybb})mID5vxyK@@i!7r6*K((Ry7kMTjUiU!Iz?|Md
z@>8&~G;Qx~??0_=H*chw1qT2Q^?yI{zPv6oLo`LH3BCb0=0%FMj*_r$<9vH(J<BJ`
zDQl<C>epARuAb43IDy;>YMqwk2G*^+&v9}V2u_vW=zL}KV<0?J&d!JJ+(oMI{~ZG)
zDIBf;X$=vcASo*`fvhBGb;<VeK{1Snt1>o!TLG<j3`30#SU$_g?@%Nkuxj8MLm(Wc
z3-3~#G|}qSXd{ep8NU}4BOS555Kr|rlE{uEu3%dHW$HF#38CdOms;5RJcc*v(30XT
z{Np$Ar_P=B^IK}x7$i$kvS=WM_WO`}`pJi|e4+PnGJ<7~i*|jIyE*)=Vl<bmFSW?f
z)LtrbjVGkeps)N1@)&gZ7kxCSA&9_3ggm7v*SnGW?5;?SvC{7KLNot98qkLwa(A!R
zPH<AC)h0`CtK2eGfkg5gEwWImj}dpe@9Km2oVv`up&rpViE>-H-sO$WyMN6zdAej3
zEl%0)Z-@;1RU<12Ni1x8QVhP|CX(m!Z24w#fMG!lhat1e)~JE)vWA?DOoeF>Z*c?_
z@=?_KA>=hkS$A+nw(38J@H5NfXrN8paKl#bquK5AsTp6%QV_Td-fKM)SsduG(k(OZ
zPkk~2!o-p)df4xyTbcrdJ}*S)4Y?jEQkQCL|2DsCrFLfMef?SvM;nBz;`Mi(CTU$K
z9+5n)BPrIoeB$K?$e-fsX9Kd&jnO};|6}01c>>Zv=@zqg(;|3m;Mde6@y32xT)+Z>
z?-9auSse|djOM1M(yZT-Y4klF|Eu(T>Oe+!cQnb{{3XS&M!yD<UqaH+#G^+SE>Uh#
z=9`l2u?E~5WNR?oq>rCLuFYaZx^|;AeXV3MM%$g2_-<mQT4n7I`oi_;-g}Tjm<F0z
zH3_7V0vFT{>D8ZvWM_|`rpGMVORK+>N7$mRF2alr`Yuc6S;n{pp=EZK-^$;L(|*ZM
zh`bV`are@IYe3EBI<h`qF_?ZkCKO7d*bP_ri;K5l^D;2l@ZzCv^<@GNd~3uMQj2me
zMe-vE;VLqsX#uByo!*#t<kT0Fh8@n%@g{;$mWIZ-mMDi4;&%Px{=kofg`eco5Btf^
zRZfT&is?$P)J`O&V&CZy5}cPx3iDuI5S!rAA6rL;2LUzib@HFQ%~T5g&|wnUNBuA5
zF}aNMgnAC*LLaX>;F}VC|NfE8-{N!CX1mZm_d#(E^22%urG$P2)_`gZDLrZ+OEGrc
zs;D#XbHkUnQ*laO))eQsVbbM*55HGBYWrmXt&pWT#T0>-lpJ4qla^KiaF5C2%H|$H
zj1>3(u11)36$%-d+H|8sFIO<do~NRnBIPY^^x8SZ5e_c;Ixx6TZ^>c;ZdJ6E#{Eek
zER-5Bjj-q%ISfQz&&o~Rix$_BoYiZT=UauGVhdN>#<Q;%70MkStYy#Bp>5;NtA`qv
zGM?eG8;M1WhvaS<ACJ2j`fVseNOb95BE+mQIk9$Yt}A~?dolsp-|NFj4Ogu;l%1pb
z5VM?^C$00gApR#=cQ<ParrlXOb**s4m9dRpyemOyvrfBM_7oD7RUh~dYJu`Z!qeZ?
zBBUHkB9pHQ%)wlS|F4cLY_KnN^t!+N=qdWuCr`6YgFu?Z+(i*rzL&$GMv;W*cTVk=
z5<BbAnZFF9pIcTi_E&vtoc!hA1(VUr_{MGc$nSR3@4UvVp-=5hVhtqpP5SBod~)~)
zD>O(VJNoZz|BA@ZYhMgAtpo1P44v<ErL4QEG+wHKS+#c5cN!GXq)QAE`pu0Wmng%g
zjI_`zFU}qf<n3sWI=W~5y*fx|J-2T9Yfl+971fXUL+ztl5u7pQ1C9etD!#`nzlenx
zisJ;Oi)FQ4C*Ev5wq%F=e(p_X?#;e=?%&O0h{ZrzBDw8%ZTmi^%q>pzn2T#xo%y@=
z?3iR%;R;@{A2;wnqI|U}u4|-PkCGibflp*!ZvN2tSymx&6(~x3Y1O|qiOq8jFoEoG
zidZpXkjaOAt<mf5QJyzB^=Qp6unt?(ZW1&o+QYZ2YBIHG;5=P&+BIJ7-=h?eUTYhY
z7($4`o~FFiC~nkw4uADF?LcLh<3Q)`NxH{R*IT^=+(Lz7%ocCi;%<}9`)>*)5%D@8
z%Mj0ljpO5==f=;s=tVI-3UHOp;4|-=R)fXklAs=_Y|f!e$tjyuvT!y{VJ0Opst`3m
z4G)G8@QZb8848wCd3T2H$6xKBX)+kEvT9vHfBviSH+gpkJ-_KJge$TAEaMlHy?K`x
z%0oh8t3sPsNLx~fv>^gY#g3Wu*HPOWFm#3}SR0L{6`}Fv9jBT$dmRUSxnzQOANP`N
zNw1t(;gX;kxEI?#ifT(vNj1!nnId-axH7Def+4R#(n7e?yYJrSVdp$wwnM3|#Z7E~
zj%M(Dq%Z7HMDU~B;JY{*DdbWC`+B~6M&KW&CxJm;;~HR{FM4Qs_|7=*-p98x>qVu-
zU$7&Fq4E3HuXRtA^waAPtmk%?@aB`>QbMprFm@`WpVV{4r2Vau01j<gop-0d9iEc+
zl+IGbT+zM<{&B0fjC_(KKd79t7#%JByF?b`Qc;qhAE=gh1*@mknfaMy%1B5;!<67w
zVN&Y1xPEeJR+o~jt#~dj8HqZqNpD7e%Vs>c-Q+Q}S|_zCeRwI{%Z49eb%Mg9Vq_i*
zU_h^&Jtj?B%c^ay@giwuNua{|H^zU2jis-m<bqsW7>Vs-`Nl1{93vn9pELN(vqz4;
zOuW?P;f1TDDwR!1L7N&q_^+*n#7OJka$#8<ugTO^=$JIc=C`;ovD>vXpgY^x%<mKk
zWk=@?3DEz2NGk5C?ZH`Y2uRwHu^JWG^0Uo#PTTO#(`3V4eUr{R{ieg8{o>Zjz<V5s
z_sH;dI6EDY+qrxiq5`Cf$VBRTO(I7k0*O+iv2##P6r9opR-c2etVz&~&c#KV=(XIr
zqHsK#wuXy(==!yCtrcuaj>M^fvfNI(6v&<8N_9vpFhY8(5FeztvPX-?ly1&QqKgw9
zcpjfaLpf5uSmuc3;K}R{NwN=uR&U*Y_0g=e{p=sRe@^)V$;@aOI(&PR-r3>yQ9LQr
zyHSDJ|05H+MbO+bXk-Dqv%N%a8YC+#OK9L-6;0U#IZ%cq;~4$zy}C{%PrZ$Ir-(|x
z-*vuzyJ`<~m?Vuw!f8?6%uxk2leJEYr1+PlmkM)=2s97uQX%9>B}T_a8>c_baq??R
z1^gkw_S!B6Z@c>gdwYS0e?tTROw{QuB@Go7T5fx|v}W@d-dbsH`?7^Tl-8&BD9{p!
z7ym9$EMVO|tr5n4lk8<LkBjnni>_XawacA@m{VfUCL?FIF5rVLf|}`-ivhm|BxH4g
zZ>4V<xewGK(pzu+B@NDhGnnw;YDJ{3<C$n;w0sWln`+Gy&Gg&qCUc=K;xdY{Pb|8x
zH&)*2BgIBfkl4se#bjb3N?BwJcOsB?S9N?0SF+~PYj^(w;(ALKXf}0I7yZ!jT?}!s
zbxKJ{A)P}y0*9jtNY=nlq|9Quc927Us_#!e*Iv+q4sOn#c;*CD&M=J+#<)8j^!iH?
zguYJ{3AgJ71NKPf->pfz=8CI+@Y3I}BTe~SeQsRDolods|LlqN)a)el>JRU6N{miE
z@)_?a+UeOLV1+-o0A#PuF`js-+c^CMNAEs)9RK)&-<?QJp3kM!(SHl&U+(-UKZ86q
zmTjw?+%(Xpg)1_C%fD9qCh~oANZ$6NYHU`5-HWP|dgz!Lp>^71%nA$`ZPvxCDmANQ
zLTbo2+@lw<A9gNwIm<sSk`*fn3_HOSD-s3xt+T5Ga+xowh$(q8oLic2)rlaEb8+lw
z+jv%WgFBA*ZuubbHs^=;uJhXP=vzUANDRoeC;hi6(%$=i9D-d7i2b7e7i%2sd;}+j
zwaeO}`|gr^Fzw9sp3=Ye!^N`Q)?fh3zU)C_HAr;ZkkfqWlIh51cEj`!s@U=OrB{8!
z$F=q8{wKV!62)yN<#yU)%D8j8^$!7szol$EdN2>Uebgdp-)E=kxTd`=x#=Qjg}-XN
z81=e~tn|wN1{TV;L2DwnQ(NA;^wXC<PVaykN}lt-b7PAnRll=!=A4u|e65LEzqUh9
z7Z%LE_q~YsEAU+we`Aq9KdX~6S9huj`;bu0&i+vmb{|9~+$6?5%BvjNwNHAhMx$DE
z3wJNfv*xlGJR?N&AwjD}fkj*RJb%qdDLgj9oBs!;jUe@x??PLTZNi5h4_}H$+v(FL
ztOgR2{Blhp1R8`8s8+u3uS*}@zs*vElwcafh~<7Y9{#B^znl#2ICq^wOY@pg=&J9s
zgz~>HmGIc?INz^KPw^UAmIjg`p)WAXfDlP>$)~M7U__zrHd;>a{a{{RpZR16I(DkJ
zDwy2qk!j!p7jIOM$d*n9^3CrDk?kC$@tT#mX@Rcpzs6Tp|I3Y&&WRn@7uI7eqb}Pg
zf-5oA3tYC0`mSfT*CX+Sl<j;tGf(9_=75jqil-IF3ac4pUc)r5*tEptDdlyp2*?QU
zV&|$9iy=!Iy7|xckRzeM3(j_0*fxY!)AoRbOOpBt+1E5gORPAu%DCn3bkCXN^HXNy
zAcUB^m5A6F_^a`O^+?)LJSsDCU6;)jzmyzp-4Q0&(jh!0q$_w+fK{y=n=<D~Js?<q
z8@NBVZDIb3hj64Ml^)r0Ngj%85V0r7M_O;L`ErdjKc6!H*ufpFWJ<q%ennI<b#7YJ
zH0Z?iH$^n%$LO^vE&0j({i|5yr_I@rTdv~bqH$iki4Ur;;AIfi5e})6D_T7*#+O`Y
zPG%Wov#w*(%@}euC?qKKgD4w7CuZ}e1*9Zi7D3B1V~OhcH9nfAznzXcgU;v+lAOi;
zQ=)ubgUL*~p9;0+lBW*fZH(u_g)9?qC*nypRQP2CWAu{Fxk$V5ogXh`Sjo%qFr8r0
z;VUECoa<N}PaBfK;4Y3se8k9Q4KM{ESD8$34JF}w0P`1f<i(ce<euD^zJ%9Itm2(}
zT!d^?8H|!?n)IaE<h25NC8H7#mvfw5?%&QMM->UbCLsJ`cjZN%U653DZo5SC=LF)+
zfBEy`3QO0zahgai_e>ezz=eobdh1(#nSHjy*XEL9SD?ysMGeYSf)}gIK1=io{O`rQ
z9-MedpuHNv?c7}(wkcxkD|6M}K=6Tn@Q}lz)*sD%8a-EW4mG%qj6)}?6pE)WiqvQ*
zO%eI`&Yn~X>Fk~G_i(Q!BxmKfI8?1U+Xj5BxT<AWz^7Pd{#3Jre)xCGjjMD$pM>H)
z25A0)2FA$u7#UA*FYw}>J1TjV=s4}(Rig{rhHbJns-|ooI;Jv54Mvs@sEUW2oOvXZ
zr;{=Rwb;FUU1|*Zc18E3r2WnucHz1VlAf9Q9m>o46uTy`rt`0o;$-__a9OKwI$cLo
zf7Y6Ofc|pcNTG^9WiIrO0LZhAn9Yh-H<|INL;5XD<bJm{RoU9lyef{ho|BbKmJ9v(
zNv2SkA?5RvHHa^Evzot)CxKt4rqx*K)K{B%6){BA8AY!2MGASXnv>Ugh-3A7xD<U!
zd=qnkpi1^5iZ-N_+#hSPZ1AXORDbGf$D<Z{q%gHF-r7;NI8%UBRiHq^6&C(~-u_fm
zEr!GMQmCpu2n_)6TzGJ@vGYljm`h;Jthz0qwGrer#mb=S8~=Ia81nNJhyZm=6{f(?
z%{c&9sT>0S?*2>cV!CpagJ`+s8RoIbro*;oLG5P-eiu(QOw%C22HdqO+;tMC?*HrO
zU)Ie1as&d2u?xErfM^A>1Iy6;+hy<b8Jl8J*1imJR%%k}^^>d!X5{q>5mJfCo?!NM
za|`lie4QTuRl$UK0i9RfJF@_tR$HouJ#)cz9~>p-wDBvF(Z%9nr`QU0N<<0@yC(jX
zm&g$Zpxl|=AtO<7^P`$hY2255%S|^s%lL&l&|1hHDeS1c&MP#a&1zj$6+|=RxO}5j
zmK8YQMo_lfJpOMdK7~Eum2TEnj$SlG|IEz92CD!DP$rh!PI=`j6#VP#p|CU{{En9O
zd2OG0-*t%dDYFHt9FFY)CQ0YPnM-Meib#(SE1)AxHCrC#$#8gbcfIkfJ=Z7^<YBc4
z>EaD{wZv&*MYff*{X`YY*STu0@tw!hyO2m;YVQW_k8%I=|JY#V)6vU#`HW>3@jyUx
z5pK!V70h;|P?c$&{3N9fT}rIoYRkxWS{)N96?k?Y-prTNRtXn~lOpH|jAqM~Bj~X7
zfYjrlsBOW*>uQVVG7jHNuIqJ7m7itSYXK;aGjA+adFkvF#sta>|2DPP!>H|8LhLC_
z^U<8hlrb6JCmGq5DrBui$|;h$(#I@D`P+3_G4VyRwDK~OA^Zg4cn`WgpOrL%EW)*+
zg!9BkIyC!+W{X-Oda9PaYl%QEIUaXQ*S+&jdgm6Vp9)<Y;>feR%&f53)m2#$xM$x~
zZDC8X=*{b~BaZ9Sp{htZ*?_pE7xK14CBIy<a~%kbx^ga1#=VFWbbZ6fRN7N1zo-4w
zgT#-A<*NJrYMinOJ7hOn|JVDgQC1`MvSGvCP6=QO$*w388_m^dIX_@rn5Xm@OBQsj
zpPRPZ?nP!gA+QK2RZ8SOzKz?Qbe=zre;=>eLWM^^sAK8cEs>QhsjUNGf=eOLUI^vm
zSuAT@#uwRrO6yvbz`x_Ta?_~iDKvOB@sxi<Lx)2Iw1*%9J&1w~^ax<<OOK&;%C6>I
z(r_5n>Nm|0XXQ6f);{M^#&cOTA9=yNrmy7_$KnI7%D8`Tr8nL4&pnjhot88_ST=-B
zczts^1=>wm5j`JhIl>~{U(jY#Fg1G+CD}ZR{VzD8u7QivP~G7CG2uzks3U>o1hsOp
zj#X}b9yvMQD^vfF+m%!L9YZhO)2ERZC1^{5W|Tw%%yXJ`+Wxz-L<S_)Oie&1Zgq+?
z=tTiTmGE1srtGK3P|1Jla9w#q4D2VXAopj+^m!Q5*aq%MnT4MK?DaZG>Htvk&I!q_
zyhK@ydnQ4!AQA*mTR^GBO;z<y5Ti&D@7!tB-<-=C*;{Vy*nZQ`!x#8BEej-q-08Oo
z2~AL@Yt9J?d0`rqE|(u=jHYc_@KGO#k=u(wGP(Ar95RobhBg>PEQ+`Cqbr>j>bnNU
zRc7RxzR8qgzp31=w8=LL1JCRM686+&;OW*Q9rXtNGXA?>Pp(>?P)wmIUk(ZQo%PLH
zJ_LHfs?dRQ0g>mVhyq;#t_`^9)QXC`C!m*2WGc=+732&Y^$SqnT|aH0yW6P;>RKHK
zsLFi-lbchCFx2BvD%QJk6*j9v-*ikt+dv6{g7}g!YBCc!V)wq`w)Z(w!usq0+<LB_
zPK0%Dox3X{tfU;IhOlL&4LmkXML=<MyFLPyRQ3NNB;6P0ERkAZuB8XBb<AgZ04@eN
zy!)Je<wqs`a(B9-g*J^MbBsytuSre^WGNA8+Knyf{#LwmC;U1{+1ml3u4QL?YXXsO
zfkt;3q^V7`kMi90^^-Z8CJkQu&hd4Cz}q=-m)F?z9~b%f_`XPc9kPnLJj82?=^`$*
zunD^+EF~x3pjG(sg#lw{_mQ@)gYZ8!!#d{#qmzn@QJKp*scqg3(@BJ&(2@zUfl@9Z
zZidSs-DRQppPJf#sh#~R92SZiCN)m)i-^#Sk8EjanLs*H5g8ts5O)EQ%58fsD38_B
zGHWN3Y6y>#Z{aI=bj+V-O;YY?NR86Rm+#&lj9rSKl5@DAD|q)#3G>CR>fLvhZV_Yd
z14S?Y85>%Yz;j<fJZnnvPmh}dpDVPkOhB<TzuR9Qnf~^Fi-6p8s}7IyuX&7@@8ipF
z>1q$F=uV8NkRRP{FJ=AjQX<C%`HExFYb{3}2VCEMDk8>W7uKq~mQu3aefo&@`C|Q;
zv;U!K{zoe=<KYOennW{=Cfrg|^qXwwrAZEr5>X(>BGV0ugZ80>vXPik{XsF4aYHm3
zY{t(INtrRmbF!mpjx`QSmhCT&a>RF;>ID30|Fl4-;&<)D>1QOUuE)1wdY|-*<5xUk
zS{T%l$CJ)P#KyX+nsK7mF{aN6a@u~mo2`yI^<kKHw;OEDYks@MeO0r5!HdJf+;iG5
zs#^E;i*-Ea#&Qw2rv4E>p6!QCi_nOnr|r{^hfm^oZS~C#s_tvxE7|#z;Yp(-G3=<5
zIELY<LsOp_TgvD+PDa{*7fli+FU%Iq{YV*~^QUSz{j5THXI>03xL)*7u&+d>42?o9
z5d%|CCTrZ9LfJ{h;U(z)cWlF*Le(f_NP9jCBZOYnkAet)JnpJYa_okwe!-~z#UY|z
zn_FZ03)|rs)xLUrr48Fp(d`qyOf60Hq@Z1z1<IZ84$>0BIW^c=S)~!7PGpEDqkZcY
zWOk!K#17KjH9P|kaig=qmR4sud#-3<Os3scmyM&{mcgi9RJ+W)KG?5|w^MSTPLImc
zSMw|@N!7X{)1ad|q=-lr%uw&Gcu`HH4@*H=IRctG6%aisq(%x4(W`d?<#EK{<8c(B
zW(qLEz|)oA_3?Lig(YH4j|B$LDVLdFX6Q+axUS<7Ip-74CF4=vyH{VS_~YImd@@BD
zBPei31-jJ)7HFfF4Eyb-&LjR^P-%JYG9nFdwY&F;1>*|lDHhw`N8CxaA)0=Y-_YoB
z)9y2`*N{PPFp*NPYy>RX(R!;f4oW{0gNba(C8}(1O65cTprtRwwwO*z=MOoZW#gZb
z##d;0Fi#SHU2po|wmB7gzJtXjyqa5tu!#p%(2K9_pSyX-q+!OJiNq#5fCM4m`Ajir
z!);}gCS3@HsBxqYZ@S$JKi@i1+xDxN5I>{a!uA&hnGIESQZ5W)v4Uf)tglz*!Xd|?
zDymA3byK^de!IvgMN;yj-Fnu)*hHu`j|}B`5R;*t+k7~Wd&!N#RaG!6iZHH%q290E
zZ!f%pkyeBZW2V0_O=Qskcc)lZ^2oOaWP`EDBf+}oms_36#j_q;ydPw!#pIJtM`;p#
zf?VTT1PzW-Sa51~&-7obYA(`}tIl7axq(;I{SM_Q2#O#?b+Z`_&YoFXDf~H>jZNKG
zWDd1io`R#PLLou?8Z%U)-fAnk#>r);bFp7b6-_2Sdo!FxzIxz1a2gx>Y3dD@mN#Oi
z=RIBZeeNM1O@W%B?K9@0ywanCZ|jHR+0JZRD@T>|nVVva$jOm!-te`pLVd?EJh=MX
zW97BW;s=CJ>z!lozd6%g_x$6hJMJY>+M*`Pqd0&i>H~7ueKkqR011LK<l_0gxJ}P#
z>ltlgG9?oAIi30}#hFeuJbzL#PIUY4`&Beqhr{sqsh5Pk<3R>-n^(c7GUQtpP%S6P
zB;59m@L)Pc#(zSv74V{l=^`FywA{#KGyQOF%pP6pnipi^>)4P-6g8tyjyw|~u|n0u
z*!hW4subtX*XD>{uF_6*m&AKNsI-yFBayW(lYWW<%9L~(^;^^PFK<Umy#}7(E8)z5
zoPFI@`UlnTs`K){OAxA(HQ9LS&A@^z$AKfrw!--_$&eeW)^8oJR87UW{wcS1#uRyI
zzp-~_42rsWyP)hyS2E-V2uZHrrEq@J|9H%F71iG9MBd`xpC1ols`?*U){HDXJH&o+
zkA)uDgRsyk3D>?n#BLfHMMbuoK49g^6QY0geeFwJDY`|{NC*kA&ASj?Qcqt$T9I8Q
z{Pa3V)lpX8HR(EpzVc|_0I$7O_w?tL+b0NTzdV^iXpBmw`@$?Aza}(T>ZF{R$hAS9
zLs_d=PYguxtP@E1oCI23Q7q_{ufMvVg1LULxdP6g+-S1~jA}(Mttq|xG=2C_%ZBhb
z6tB6lIEM`fD!DZI_Nr{az3s^a<dF*=zDzoA0U4F;Yhnt--QUkdK%j0Y=_@%TS|(F<
z)KkRQ1}1?oq#LIj<F-S~>u+I&LZ~c;<V>Ix*)rm28f5u-^WqL^qkmbx9B~fy_swNF
zlNIg!iFaW>Hnkntxn`RA(X2GKa&urOCjC$!{HVl0@l2~g0Oa}1ZOk;uIg$Giya6$D
z12g}~sVwds(b43m@{7h#;p^=VLIwb-m<Ra!zPe%KC=1x(&?*g`LohBHOR}0V7m){`
z3>bBYSCQnKPUnr%zSCR)@b~xEBOx!8=I$2=Shk!kwG0w1mhBHPsp-f@&c~N=B!xE|
zD!XGMC#$NG(x270rI;-m{#gb?fYarDj+&km(cg#`H@?H3;h#DX!`tTOdtwE-)tERh
za#@gFFoA^%jg4g>+(UWo7GX4GeM`i+r~B5ebgx3I>Y)76*YC~dnC-NI^e)>ru1Ni|
zMr<R#++Rip7=fe4ds{+%KlNF6ki;{A`75B{!vgA@AQn-6tzZkp5hg%?H{5Zq@8EqH
zp{zf_zOXOj9WD6;eL`)!aF9fV#qy6N<D6?2iPM%z5%~G@xH~PPcRe_8h>@1+{@LGP
zj=?-fSY&oEDUFb=nKKU8q<#6}hg0nGvcm>U8J+;?r<JKMsD`Uro}B6>8MAH<HG~F%
zr#8y85n6;~<wK1Z(PLX|ha9f|?seF-bd>GImxJQTn$=02)e|{L)mkd-M}NaK=xgvG
zIy`Yte)<(zbaONj-u8YIV-XV4bXi;AK?Yz-z9dK0CCZNO-oanfPP%lL`&&3y+L?$+
zx0_bsL#M5t32&7xpFOKQ%O2`chjX6%fIegDK~LILf^Qn8p`-K?jFY}RkhEFOfsCg0
z)<7M$*wDrBdmi4jST2U91GzQD$k!J)iO&OW^zzH*baY(~{+q*tb4Vem?-f=ADLl4U
ztAS>R2t;J@U>RyXpwHiffflv?jQlmDX7uZ>s#y6DRv$Y|M<JjlL$RC5KiKjDxGq;!
zC&`peoN;ZZXWA<_c%^?X@a_cBQBK~~-)XrqpoOIbtrCWf2T&4kqMeoCAb0bf^gCX6
zs}%~)rW;!Qr|140ko}-&7hu+v=I90mz+Q;-Wn{JEN2?V~W`;cI&m$Y_K(Jwb8s*u`
zQb?W#3b{FdgrOBboLwmrky+Rl5k&pY&)q<a%;~kP2G+3fUlsWL@uB7rO&j#P0w0p?
ziH?i*7QCnU86E}kEFr|6CpG=S87;$*x6rsa#!8S!O9Kr#<Ni%h1HBF7Uim<9;199^
zs%h$fh!$u}4=o?wgytO*Z%jt&Gua|T&!=85PS)xdfoeI@wE{SYVqo)pCAsSNF@|I*
zB!U*S{1ZWkRcW-&UD@jnqTXOr@q=6hgzCmYpY7FHu-I+hn#<Q>!%+?ABWV0{*9oQ9
z$CH!vEr8;-g87`LZYao@)}OX7tn2&s_hWi30?a^sSeLtnEXrY84~jtO`f37_C}+Q(
zeGtsQB}GW~8$Uk<OdwN(OECp71QyxQP1yY>tF$~Wsbf_g>vWXxA5`#0;kD)R!oPSO
zcthrZhsj9sR>-KC>rxm{fpB$&V1h=>@M(Jy!ePThb=&JIdU|oB1P8iY2_RFz1|wm^
zVIsJKf&w0z#IQho{k3?0pV#AoSYC>2(rjhUs`)<#pmHQ08e1(ib7S573^OZKkqDb)
zH-4w-5>s96e5M%6XL$M7Z{kM{?7?D=y`8=*8BFr<?*%VgTJ-0~$H5dQZx<KT@1SoK
zNZFW&GWv80Zt&b$Cb_GdZ-p<WMF?Dm9J3%UW~6czn?nDsfSb0dC0kVTFZC`33D$o9
z2pDM3#9cqcj7vaA9ot!p_@;q5I2uO+UzC<Wos*;OY@X(v&BDHI!*gk*x|!G8@&3S0
z7`|K3Uf$bI0M=-R%4af^fu;^;(Xw@a5qXqPNy}CY(?O^&eT?frA3PJmIDP)z%Py$-
zX_-tZK;btTjT^WcvYtb@-$u_P_DV=p*<?M<iWPZt_dXSPtL1TJ@9T&W{W<HXSa9L;
zQI>J5^~y`Wspw>xu8uI(*RqmH_DU9EQWQ-O(}(VkB}JUTzwbJ#Q=cQX=^%gIp>H}l
zOB1$3UbZ;>aI38`V!FNF9u0(6yYI)ega+L>VYEHuc4E=uu4Q_lEXMD){?PLT1*&Gq
zA#1G=?Z@=gDNo(7#KPhn1CRUQh2~kNtybuQaV|Y18?Tenon0imRPM{|A#L(;Vu$WB
za@Ws*2GbnQS!&=3Li|l24rY@64H<EOSPDUGrvc#Rm60#?&X#bM<|eC8S`!?3LzJu;
zzWizM?4E%>tXjLix8Z|}U#fBlUz*Uz4D+!&6Ibx(Y4N1<$YOOse<^Lqrdk<Bbd1AH
z<HO6UsHBBRPZo6pJx2)%h4Htio;uB2sOBQ&_>ds~a4PXoINIx#?bAiSqy>$N7#|hO
z_jvOk+ZaIC*Dj=Vl2DP|gZf5yU=o!)Ozt={eGet|A-yvro{O5PMo4Uac>1N2Ezh4q
zHAuhyjz)V-^tpwJxXI_K!_)J`2w@F+OGrTO&3MC%u6|83v-I#NZBv1LKvdtTmS0VN
z1&w891N3}Bi*16N>B&HT@bmM31+BK>;o8kHOj{;W54344f*MElA~>;Xmx^q0y&HJ#
zbz{Qe`_-!vgz96$EqpoUEjwL`7Q^V<vS6s~Up$U*@)Mi^$WY4sFjW0OMPYn&cc&Z%
zfXIN@;j|RxA=Io{lVJZwumzgw(7}0-@WAp0TwMg38vErz6TyJsP!A?u#YS(7WoWFu
z?cJ%RFZ1FymCo;E*SyZx*O)`jzRRr0y}7V$_57A$$)^JY`bWp3N~<UQ7W)aHggCLF
zv8kkYd;lpsAGQGlvpU<G(>MnbMr;=@$U#N+<LA#UFlwF|*-P~4$+t{qs`Dq#hxxcD
zw~xM>J8s4%901)}j)w!!TOC)ln4mc;?rFlbcx{IRIpH1jOqj5b>1R*J6Pw-2C#`#D
z{!Gko#F}pB?{@~x!2@#e&QA9H#Tq++oR3ffkw{EMRFXO|v`sz-kAXydm4_~w7Ye%-
zFaM)GducG$?90H7T9HYUs@Z_x*$D1VwHrE?^b(;qpn_p)JG_{wlk$PriKoNmR_ZUQ
z;wyr5F`QUk)t=k7j~5?sxl3@sL$a9g%W`qeeVN{ex>-7-4j_*p<-&=@;=aMT0FFZr
z+`sE@=mR-j%XahuKWgs!FpMpywdgbVBh*=I(xs;46Ninc?l>)Q2_uq5o5|dj8x<ci
zMZm*&C1J8pq6F`}<Ar+E%T~e7J^sOH<@MmrWaajIOj!Bi>FkglqT<WkqIt@fJw?T?
zP!*!*;Ud1fNEJAu`${t}efkaPLg~JqC?;`pf{=Oy{iQK+d^0h7$uC|;J><x&qsWEs
zy|$rcn^APqnD?&5%rj8E5RHOaUXJNHDQbsAgK4b_nprSms{NeHz1vkInsubGTU}!Y
z=1UA@ZZSKL;|&;&p`Jv1IA8P?La6QQc*6IEhU-wc2kIrL>_~ln+90oF!BcOYpUqb#
z$faU(OMKy5Q5XQ0GLzy{*+QaL{_?kKY{>(X)Kt|M`nQnNcb@sIILKDguY9V8K}0!Y
z`%nb~WilpHNBfE2zbC-iDX=#U<PWNw0Zk2~W<oxoj!>H{@DHa24q~RL<R<;%3F;de
zm}2vK(DVa3#-YTWa#3fZ34bW+S;nVsy{YP88jB%aA04d)kAb*qWNjOjltqnuifo`$
zDKcE?rn`@}9~0(<Mc;I>W=rw8f^2ccKJ&W_y#fjzg+jJDIi0oUM6jJ+9Q0@1L37Q0
z<2UN$S<_Ewy2Wb5mZ=XU*ABAFXK3AWx5;)XRlcm_Ci<ze>wM9DTwUO==sWd?=sZ)9
z`dV)1a}7+R-dxUk*28fE$vM|IJ`B1D8TkhXzJfEoGE)J!@70*JL5=F^pXHPBrxeWd
zv*6|b9++hK5@;cyd^ZHm4~KIR0`XS}EGz~h$!}%!=XU;xs*D7(R!;;z@OL-p?{S<^
z%IbHI0mj-Lw$ec4ydZs1Qtse$S0t5Fb?&Pcd}vmD+4`pLqUGz`^;SyaV%@rp!z|S9
zEK3y+GYIds?|#0wu%JOMUmxr!IWj>T)xxeZwbzJtgNx<NpEU@6K<MLDDXza6W<h^^
zGaR4OnXU{j@Bzz<Lnxt^A#~_Q3eNfAZ<Q3oTI0Qrt(Y327crj73AOt)o<h&z{X=-F
zD8E+sDof|pQ|J$TXZ);3#`|q6`~&<#Q=fgs+MYUf=DfQYM>Fx4TQQ()33@AyH=QSb
zQXz1(3M&FE`G8cXqns^F`)cYa*nFvDVbn8HJA&l^PdUx)t{bARIi>rUc1Gg%&8)iV
zB;LGK&862~!H2w~`aVTmsk-u@etez}_toQ#PRcO@8csfH&Ts5RzfJLlo~sK+RDzKY
zrkWUab%O0*WDwHzH;U>@)Io??ASkjV-F%3q(5@qcYrM2Fwsjs7Sv<q24qC<Va(EV!
z<d|1^cfwR91K#Ri{D^`dA|%g&b6EIRi8M+mfsa5Wy*L68A@QhtA6{(Oo1-3@#|+nv
z^Yjy6DPZ4TN!<@bRt>|`Xduw0LA%L7b$x4YFu?hAqZ#|QWCK=vi)0h8zY>aRusk8n
z*Q&R;%G&buL7Kwt+nPzxaZz?ixq4Lh4o4#QfMsMowoZTNkJ^jBQ>`~_Bwrw>+8Y*n
z8Ij`HcyO02d3UqFJ{7t+CW&166*td4`Myu5@cwf|83|FbgH-RNn{daOrqcanROp#0
zrME~wr!#|He9PF8z@Ji;^b}S)k)~H4if%(?@3E%oEA%gfO2o%sCK6SU@Cu9b(uj2v
zw{xmu>@AO9Dtb&~(j+~aySi}~Hl|n7@j%|YZ>3~I&hgC5%$zF-2@WRV;V?~t4<=Zb
zBdN~{uBr#;BR`jaqrNZFWIkd$?aZW`l|$<Bxe=H~ar2dY`BkH4OCvH4E}X;oL_SbJ
zczCSFr%zfLB$VE`bSbCV7cg4h3&(#wA#8n=!88}so(TI<Hr8G&Y1({DK)_v83zmfC
zB3a78g9nk`=qWo8@oP1-ZWw1&HAzKePeGoW7I9{l+UhJtKUu*vDV#5C{M9`zw`^`4
zlYz2)mA5bKcA9N?;Z@&{jOJA(p5+9esJl(~K-Tllh|b%AO1Dq=+F3m=K?z|+g9QHf
zd9mBuhC95AJgvm0y>*}nbb_%bcJ}%jqGFD-COi2$#f|e$F0skUXwom26OHjjWI7Mq
zuzrjlcJjGbfFYOFL;HLxu=7_f213l#A2}HqF+7z?(2Jb@DVuPT?5D_it@d+~Fj4|%
zT+q+QWWle@Q||fpR-I1a@SHK}2nk;vEHISp)@$O2(P!P>J8xc|<M-^16R{shTEO6N
zZ^GtOU9(tz+D`2!qN;Jl_e^9s&;#=a@$l>VFC*Jh_3!t#QbZJ{;dN5Re(9u$pqC6y
zp1<@??mFsh-7Y&t3@;R?4|g7^GmX1dZ53{x*sZhS>ET+~+T^hP1lf(xG>uA%iY`?*
z*mWsfXadbL6PO)jwn6E+{xmf$t!a6tJ54EyH~mLfryR5OLWc5dcv<5n{#FU6?7F9?
zYzYxWGNFCCjhGfG-C`ywhN;w{^lrZ4E?@Fnm)_(N2wZwC_B*<oKKswlZ)0?d9(YEJ
zFhd^-ZP3EV_s_G?E?^SO(TIti=prgs5?3%ml+DOZy*qoh*Juinm(r<uQmB&v0*c6N
zi1f-(XCgs<1C;8=E5?Gu;>8}v3<<%^rybDWZ%I{nL-hpp<p8&Hi(?%y33#R1d(wd$
ztDJAIEG5VUil^z_uI$%@R{79Zj(|Tn2rsLM=&$JfCu*gA!d}iHLik8wkW1?avC?pD
z-gD<4UD4e2p$QLf3C~($x2L^<P|lv|7&(B37V+aL6#}RrBV9klZ}uGupahu)!vSsH
zb%RI}7DiC9i;3wvEspRY`oQiY+^Edz=A-yD+v><eh8L-+==U`uG65AMJ+z<RbyW=t
z$S%d1TGvDhiRu>1>Qm5AVe7zd6xroi*3D6JMFlO+M0{rIWNmWD36c1193=cW<}cB0
zpekyU2={b2rD3|pd1<_AE<X$gvNttHa7{pX{t6<~7|vx7%5$8P1@V}{K+a44!A&S1
z0<^Mh3}{ZVLL$>1p_&xr;4!)&+DLu&`2~wI;?b%OP!C<T=`&a3EtQoHCvQqjjGobx
zV9yJ4C>2t%%uU%Ujgsq7c#K0ib+#<sdWB#%hXWd>eW_T->vy*cnhx}GE+OLkNFa(x
zx)NLXuIkT%x|Ex}KEOJBFZZK@Y^xl;GGnO4o_&mo3yU7RK3ZrRw`}RkqI&Qvpluxb
z*lKz|o;Kophs|ducs1=oC)pxdY5X~9a0_Bl1=sm|=Q<t@e&@C8;M|UH0l04>G;67C
z8PNe?v8w9A(M<bYNVtfoc}5%T4&n-$3O}FYN=r*4LM5{q^6pEpb0R?)`UVa6-R~ji
z_cgo$_SeStF*s@G@82$k$lUzUZ#F>D06xG|yoPgC$fLKIvcdP3DBWr=35^{g*K^~S
z7r%8~=&=7&kzn_Md9xzIp<*)#qpsdgIf*Pu7)(mI9bG@2954=YEmxvb5lOn^bo?^#
zj@UskFdQjgZ?4Q;*j@A7omzae&#O9c27QKIb1JqxulXzm)xruUj7*f~Ksk~Dr<;z<
zo*22VVA7+RKOv&xce=WWlIk1cCHZjrpI_yK{F>;Vs{Zp;g5UJk<MOe7<wah+f3s{~
z4av^%T(-;@o&mulSsiGW0|i^f9gu5L1VOo62$x|-b-olBSeeML>76+1&dk@Z?sCQ2
zueL;r=W}rM&|>rjWTTu@_Jx@OMZM4uIKxu|C(r+U9-V)C`Ds;2=#{Lx?ME1a!9@vE
zFG%tSoCl)lh9(l3A3U-3M5r!4@bjIwmqD>DPh?`eV)o}gsfJ&7&lfos;+zT3&qwnN
zR=XdY`NGeeG<M@5gE_7tT>B13to_>7MclFlymu)G9yid&vGyC;M{577`?K=%-#jNG
zrXM^z)b2bmv{XF)!&YnSZzZ_2FAfK}FJoZ>3(|LqD2F0q?O`IKo;z+~S6sGN`di?9
z(r3bAyLP9wOUsBJKO9{OY<v)-8?CmM`t0+)|B{5P%V3PXv$bd~y?s0vuH;Dp;d+tm
z)8Uq4;cFRhACtV<G^i{DLvP^&K1L2`rF&$sTA#>2fzc)Bg6BP1<gFHeB2DKFOmB%i
z!6ZsZRR|jgAdtT;x*a6(HkP|pOhL3QJ*?KL<dBzF=EYMwt2Xk&`atuj5Hg^j8{>R?
z`18!Nfn|e<X;5(8VCi+B-q)Ue@?3iYBq_v>3BwV%mYg9Yx3PA0dHw4}XVd1xGebY5
zr1WKW7F#rlJMX#cgAp^T{M2w~NWa7!{|yFIa|qn2?pA>TIxvN6g1{OQ9%bO7P-Z*I
zi?nhgGRM?RO!IISq}ux2Sc`V09$v|g22$tw;xaAkjwtc1mevizVSMKSS+zr0xvmRz
zDVEEn=(ZCMf){XtnYC9Qhe1s#W~u2&q2225{C#wC(EU$rG-XZ0sn;wO4N11XvemYt
zBs@XZr_PQ3Y;QXe;Ls>Mt6X!KiiE}fq`^l!pqUyK#BjA4u^ONO8xhGv>2`0wml1>@
zi){EO{Uz;2S3y8Jd$>`z@wx1WiwCq^`ul8{nra6rzV*<v;{?B+0q_@Re^oRpBXAxJ
zxY|Ajm95A}{PRU>U1b=7;@qwA6<fZ@%IKbCAWuvA9*{+ZCy{>X;i`^;yM;Gx>bIR{
z28Ax`97d_;xQk`;%SykU35}_3KO>k_cX2k`Gb57Y!`(BHT7(zF2S@asjlncHqw6I;
zHy+_frrKmJUjngjUixA2FVdk4O-G2EX{_v5@-2ncES%Hy{%qbnRfDj$eIzcsz))C3
z{D~9P0EwVe-}L2;wEKnw$jxANd(_k%>r83!268W3vAs#}{!&!7PZZW>@%dLNnA7mo
z4wXOT<!d9_eOD;Xmops0CTs=D<7six$!Y)(PCPf%qX=$i>eL)$`$+x?J3m^PR%7?)
zumz3&3Lox<Lgg)I)4JTziHYwBMIweRkz5wWBq)pgcy@}7zpMWF*1n`0j3>Yn&P)Z!
zklS3caOWARk@IiP_NjVw1<zliI~|Ua`ff3EQ0WC9Kk-&xCt2w&C8EqEUWlH1&uay=
zZe$V;S6aEL9N}PfVQVT5d!e}OT{0Q>UcGX9Vxx$sz_Jy7T1uL#@Bm6_)fQdt@i;H!
z9qqH8s=|KSUa6Zbb7bfev2MN<vj;9pZgWsX+GWKF9=^tS!r8+t-F{=d<aU=(R^@?M
z<4wm`a_zSt^FCPQ;eXdDekgqx+4mF()0SH)y|NEeUWjhWI$vsIHWU*YI5#YuWPHQ?
zL0~>8#haed9B!&rBuiP%?KDhW*|ASDm^7IrK*BRcjF4MBIw<sH^A)e%8scH*oM;H2
z3V2_=4<&j9BZ$)*gaDrj9XElLH_K+a>VER;gibUQ8KOXCXQjKqIN3hiPQf`Xcc8H2
zs!qzFZxb=cENJ1+&Qel)!qz|pkBdxV8B`>>?5~~G=g-ghJ3;9l2P#gh&Ar_;3JM$E
zgI|yZ5=SaMrL#-f$A!;?0S9aO6_#(%AuGA-UVFLCIb-@r6!g*2ZaOMD@IJ8mqc*ju
zrXBE6M<->&B#8Wrf1We31*?4|7{~EUHuA6X=T&@@ag|uqiqN;e3+hu>PQouB^dXcg
z5RJS9WMV2s9bWqAAQBNS?6KsRq}(ZHkv6{`ZErOV+_GqY(d`U4>MRDYXJ%z2GnKgL
zK+ob03mScMLF9kzJ}uqQcp@|3RUr)|y{JOy!mh<KeY=cB-P65sj^Ikh(uU|So0@DT
zfj4m|%~iAhc%Z(yd6*AW(kJ!mEN}9idU*T{9#54{*Zu6npa`F<>yDZ8_)zaYCZzB6
z<}o0<-Q6r(HOt3RD%8qU1s%z9EJB!$WxY>R|4`FgzT&yOxmD(_t~Z%d6-0lUY3Tt_
zP`4}VoOz!t6LTrrv!;eaV_J@oiN5$2<Bu5d3ltG=hV`P`J6Z|hQ67&>-y>weQs7l4
zS>)uN)*+_joPQq_RnfTFqzA<@-n_9iIlCpuW8chyQfC);)vV!D0Eqt94IhF^WlBD^
zpV-MSmw>{xMmH)>`wd9N|820JPu4$cGftU^2#}K>J(0gzvAc8s|4{W64o!Y-*aO7?
z5rdFc5s*eCq%FEfGeV_fbdOR*f70D0FuH3r2rAMtnmGmtlA}AnGk@><z2El->^VEn
zbIu*tecjg`2T(rNOhRuQ02KSq-x0OJg!`x`sy5r6zn4Ecyoa*4oJh_KRZ+QKuvC79
z_mM`FeOO~Wd~?S2s4o7#X_*Jl03y9uL)y!9jg5o1NN^$M)*JKL^3q$~1|ku0V|?@+
zAdO8+IK>B=Z{dUS|Gvn-+BqsIk}$#DJ5f3uw-l=ff7ro(BR72~FS$xw@dZ^}>#iQ3
zk$^6NEzYO|Vc_%ge2;x1|E3kCyQYypVjoEYy)(|aG3Af(PFvrR**QS8$wI&9qT%`8
zn?tu|u53c*Z9Y&^3CJxn%lOf)_Pk*U4GOW9LS^Ii44g*Dn@!c?^(F$cCB=h}%)*X_
zc4YJ|IGckbK1G9bs#Lc)DE!R0)ivkAf764LnxIMvOec{ac<y@wojkdeiuqG4-a{yG
z2@(CC4pEywI&PbBhvw(z-5sO{Q2H6ebAv1EjFX!A!3DSiB==p?xA5CSuR*i!)+`@=
zYR^LWA}3IBVokN;_y@QQ$I)&cFszTGtT$n|k(5|c5Uli<)sbBK4OB@2`>8*DB3o)(
z9G@}^$=dX;h2Oh+IakMaXp5j~)o7qnq5=DObjbG)rNHR~O^b1bk??}f=^aWc+It{`
z=a{hqE$Txh#wOX_pot^IIGqm&$^B;$TEcd6u`4et{oHsct~Xon7`$*OE%BQ=04ajZ
zZ)<+*OzFHK@haIEL;Y-*E;^ubHM`(%ylyBZ3gU7V8{V1aL_fy4sH&mV9?(~8w$-z3
zKJZq6aFzqWEzGnw5a@GjIfX>^zj!eG@0^ST(LnuVRuaz_2Emg2%O8(I`)+{_mj&z5
zd@g#rFcJ30asqZW!etVby5nV|k3Z!603!oEc+0T*cN3Z#+V<z~foI<k0MM3|Hz(K2
z_?F*Ot{ho5-R2LI(w0aW$N{$nNRtqYF};rv1OitG{yqo&Z1bRDy4}hJzkb(r=`1xE
z?av9Slk1iVp(`BzqPZv+FNIO#dhf~mp!fgEA_0)Q!SMI_0{)Z}sFGzLvugRt`dh)P
zpzt;r#w68!2V35#z7<?35aU~@PZs3_YEJ|HQN<d3`V~TIe)=n7#)gvjw3DM#!o`(=
zPsY|4ugw1ONJw@jh&WhHUI`t&4={5A+5sfe(2XcA42TI}b}6#{<5%xr{j8f(1%P;<
zm<H-3*)0#7@`2cwHPw3eQ{%O=;=!A`{|Ktpnunc@Ne|Hf0ame)N32{)i5BzKPk!+H
z_nM?zKx#B07$z9Sezo|N$s)q44Pez-f>`(JluFoRAc{6XrGIKJFJc63g-@{n5#&EU
zKFYDzmPQHaN+L-#2r!gR2Lrmg=@?-=w$-l^{L{si%>l$SkihsOk|wGsTv-T%D)<x{
z8YwrRn!rL~yU?^+;*~N#=rDHC)etOs1>6-O!W?yi)JhCMnc7=n7Xuv3oA{tknOsiK
z5m8c|L34B&RsADj#wontWL=(o^q9DiO?zh5W=3lbx)9Vxtyr2RYy(}o>nw;fo|I<`
zYI~>p*rU~HC;NaP^b+mL9MZ&)wuZ1jg9A4FGYyR>L$?uaG!Q4PpO1%~v}!{REa`lY
z>hEiOo+!792SnoaTp=Fnvq$+#w&(7-sIP4Qgf@PuX_{uOl%=-<ItNXScY6SCb5oL4
ztkC*=WlTcYz_{M?{SH2Iv1t`&QXEY|4Zr&D8M!k^<UN(?P8f&-(kTLwF+MTz=e1<W
z#w)}J(3eA?b3Atz0zhh)0A|=?Ii#Hih*Am2R_#-Ft-ZTtjmb*#*V+50r>Fr<vsTzm
z=j#w%?fO#brS)g|=eAKyzhyqCQd<vBN&mj8;c(KR03xA=GIrLl-JlqAK{6-vXM<O9
zli!5A=*om>rMX&E{c0^myh6{x9nn(%k54HGu(;oF_0S~=y;{2@0(}{%rY8IVGf8hQ
z&OkPDzd1DYd(g6>TTJ9jaVC#lzS`s#e+dUeTCVLx-uNI^8|p&#-r_*q)^(?*biS`u
z(QcIc(?o@y85kVGe9pS1=N~m-e}jW-4_EiR_!*|iMVJu#F5UZEGt=Y;S(R$8k+9-q
z?LR_22KLhpD8Cq!vBvIL@UQNk0O}zS?v4dR3=9oW_B>!-p!#$zDP*0Cj|yZYKfsv;
zRc@1CojGhNx%UH5)`97+ur!TU)jU3~Tl&XvJgR{EHed_>sIDrsrx01^>x~8_6wAO`
zV85$A6fO}Acq1_2!bQnXwGE6pben3`<1LS!ObD^}(?@Yre?Tf8O&G;6T%gG+TJI!u
zeCgVq>CLU)UgaeqVma>KIMDOE=OzD}#(%z+9vc`?&nNHB{A0sbpB6za7l8Xnj^&j;
zZ^3#=HNP+%XHp{$+7D5(frg$qPM@^ziUT!KVZVt>Jbq0tW&wn%5?ac$>QIUkR0@`A
z(IAaDlWq;=p^ViPo2$<l1#&oy<2szdTjnT=+0M^reoHsFw#I3F=Z=<Il@#h<0I|uQ
zxdi{Xgns6`*vYR7`J}t}Tc!U$jrU*vZe;#LT(94K)13got>^(V_-aY~uip{$ex&p#
zAjItUBd!aF(ZkZg+4@$h(l~8(PI_k}&5v^K6n$fFfBtMWC0jU*6DR#P^F+Pl%g6hq
z9tu@B>0&Yed<@e8J!<*Fr||)bi}AF!&aC2PUsEH3Z`3<_vS+}{9Qhw0krIxI%vGgY
zYiG{&Yp2>EFw*|c1HN=S4Q=*iLX8>B9OeYvfK*+b)nF<vo4yACtuA?A<>>GGxv<MV
z!51SVe7<TJO7B+im1M9Xf51Jdequya6sgj5Z7pp!TjO(Ai;3O$PS#+by2(_~iWsvs
zPK_?mZgR+QogXf=-rBvPq0iPuFHIx5MQyz-=y^Iii%aWaN4mvV5A#a-PpSL2rViGY
zJb5!a|7Slwc^-a<bncL|oj)z=Otet>%sGrws{0=|m@rP7bOC>BKASMFZzq5tP(DoE
z45%Pj9d#!sZ3`VRNr5o5;m-+}#mxdFsCOo0iKfk!a5tT_bkZC~v~w2TM;d*r8mkA@
z$92XQW}hq9Cw&T(Ry>E|rV1Y~Z?`Rep8y0tU?A@UN(yjzLIP#UKYMIb*nXvn3d(@~
z-k4)46YKb~HSWleJl;qVK4#XdmzN`fU%lJ3VUpel2AKeZW2A3Bav^8bO{bjl>6M=a
ztx9&-#i0S3PodW)l*@rw&QMS%K-ZYBEu*`s?_jz78K!?TUs57FLA3I3|LWcC-<I34
z=DHx(NM|+kla~>v3D%7}Khx9BcKeS*^s?@Dw5G;4DihG0i?UX-mwhN5H(V#nUkBDp
z2?>pOB?+q$-?(4PePg2edyT{a@m1{=51Q^hpD~KZrkeC)53c8jRG&MnOSNSeZk<Q?
zqhF8;xjyGZKVR<)zW*@z3fJAt={M^u1Lp?rBW^~=lWuYMp_Dgeo>dG!OOE{sv$`r2
z8~NP(Y@j}-SNWl$LT-!6Kn%OfT6Kq{*`KL($%W%EHz)I>pAW~R20q$N`a{W3j1{Q$
zwUM@x(@mWS!y&y6v9Ved4P31@etcm*!7tnh?4ypL`PKsOd(eq*kjx3*ohwPT3^CT>
znKbxwEw;8Uc^;4IyM>4HwP~R+GE!xYC)ji9wQ8KbMin=W8ZY$e(}48GilC!!qQN?S
z;nJCw7WR$`L;{2d69%BSaEZT|d{tx*x0ckJ>J{Zz^wX$w=J354<L`ufgsD7&4q4Pu
z-f@0C@F>DT-0;i}S8>gk#=mWfX{hQg)pW<VtEAU{(gzw8S^n<cgKNgGkI+ktmplbe
z4;TX^;x-TXnQFIc4fc9id@}Z-gL%ATau%mdLzD?6FO>KGOE)f=am>mswb(U!S>5K1
zSQ?emn5@Dd8DU0EJuSoHwQp#5t)E5xP@<w^$fx*Nqn$Dtu0OQii+zo^1xp-&&QkyO
zx!XcLx$djwtTUIVWk$t#vK{<lC;_vz<{pO(`(u|9%$K)B%X(#5jg1$jZ|N2tI3GdB
z7R(F!Nw~vsRmx(2TE7(jUYa<1GcScWE@j%KV)%N`SmB>5<f8{sjKg(>EFbY?Rl-X}
zxZ6r|yC7YgHf9jIu%XhqFW*QlHVOaGmBQn0AnRbkC-Z@%u||4>&#8u?XK4)2HBXx@
zD^F`Z?plET;lfu$AxPCumJn>o5XD9wiDn4;c+zFrv$v?Fn(o&4#w_0+PP4Mcdl<WQ
z^K-JNCHqLB`u7(6r?T1Ip4=DqctTRg%SiZK)_BTJydpVrTy@Jr$wQ1dn>+iXxMgVa
zM9*Pqen0$Own!7JWP?J(7Oi=wyRPbpF!YqGxRwcff7gF(^T6~fI`$b<C;3FdLN%R@
z8w+=cScK}DKUevAhqb_<-qBaMFy>9x^O9Nxm?JKB#2|fI-iZ(#uLH@Ufc35cKBhZD
zG6_v}S3X_!DgNdAYYLPxb#0Bai;2n3-=nLxV<T7Fr?a~lC%2u_R?iEd_G!H2=ihB$
zm_Fr=qI5S2_j4QTNk<M5*x76k?zS5@c5j{M_N|;5qvg6rC8;7~<s7Nzs_ZN>%T>$y
zKeju0Mb%ENWN0Pu4>AdwuhR&3zG&#)r2XZKiY4|jBFDZ1PUZ`LU?`Rsfx}{>j}R1&
zBry%2UsK72e>-?dL3+{6Uu*fv_ra;dq8<EcE!hL9{$7I<&)4soCF@=kbH1Fk5X^EF
zEYncU2(>CJe}%c{YNJys8w&eu)U~wg3|8d>osR+Q`r;E#jbF5(6U$q1Ct10R&?_?9
z)0cQ`<M(^p@{`E@u>LuJM8s>q`QJO86^t2{>zi;?M?{$Gp#q672o@qFJv_SjTnkMU
z*2%4H@h&W)Jg^Qa{n9{=q_s6V!iT*<_^_;xWhQq@vauHVO;~7N+rys48QzjNj3kM(
zw~f>TmY!d{q$uM5U}R-!ymp7tx<K<flvz_<J(GfFwHkF?TU<IGeA6BuBVFI1uiY%h
z-#?`)=A_us$usup+PT7Su*x(U$PqSp=q=>y^XyPPT9L_yd=Bx^QP~F%I#<DPI>&@~
zA;!0ZVaIBm>;oO~g_l1n1hOlQ7>L!L?!;0`tF$bl(&TEUma1mTBv-&eKeKv@G4QT6
zd5l0{J_}+Wy+#UDx?m^yz*4CMMOhyYTHl^$wXZ(W9P`ZNlai7Jq}cpWDU@w&RNBx~
zDN4|GoI$_VbhS9XM^SvnWUNDX6sI*+02vh7mlyYoD?9wjfwGE_ePlC3S@&V(*F<wV
zQ(fif=4Olat6_($9tdMAu#l%PVWG~b66maAhJkGBS8H0|giDV|xjD(N*Xeo6M<#29
z?ERYGk;y7jMEUc`d>x-WtVh$JloX2QxrFi31wokbag3?Au%oU22{wC7aP+5Y4IVFp
ziP>GOuF-Mg{=aLu)LM<iLw9wy+?CwHrNh$eINO>8)ETIfB&NnYAyO5|b3PB{M9Ra&
z*^QEYid=`IVun&q9X|iY4Q5&ByZx^EQbJ5jyyJ6Dy-c(4a7TpeEFe9t{!2Fr0VNv%
zbeI5#A3brSzH6FQG88$f(Do=-M5AqBJFR0t%GZ&tX=3HPq6t+x2@TR~wKb2UkpuSe
zP>QY;R;GcU9-Ehg`>2K9iq<6*sGon&9Mv%hydRUWK9VBs;9}bfp1;va`1IuBeo<)B
z3ruhC)t+P-+joU$?_u0HWz?PMn5gbxz4^71M7_4G$jjo7TGy>I##vNaWV$6d9E99A
zd5>@5$Ais>^JIiPJgx>k54^BDh{q4-)|y)EVq83|e$5)KvVe6c{_aChyvwOkftjN+
zT5X=jy!N5Qv)_e-q-3>>Vsmp;Ry|*|yqa_Zk+#N;)fA-(EqB=FExIraY6GJSTzeB3
zkKO#T>ATnGB@|v-m4A;|&HS#Ny^2ZCs8M*V!`@J10#<n<9-d3&*}9XB9u*CDPkFuN
z&c>JK@~Rr~B7U&r^!YpDkz!eW1fn^QFOLt6e^$_Q8opObf*$iwI-JrLJ*hHBxE4Cb
z+Xww~13Sq(iZyE2kBzu8@>N{CKqp9G5AL7BRAwUV<v~XPpiKz(e;+2T(mhat4KHL9
zs#Bb@@0<~2RCVjMT0yrRTeh`}d>wJ+&NE3^{6dnbYH1NBmN!2B<i*kE`XA2sO>Y%o
z{I8en5r~&#4V<^>=0>Gveig=%jag=kaj<a?+obGV-dE8tp=u1Tz<~86t^iXo)pt>7
zRGG8IPB_1OJebA>sLD6V>T8Eqrx{*I*Glqh79o+nZ~=L?u0USuY6m-eTRqphb;;x`
zJ>PU`Vidm-`ILMeItDhDkxz5G;HrnKmTMwjoP$fmB%7^x`1`5xjt4-0r+*U;h5hAG
zg^$8dCQF+AX`3s?3pSu4;4Qu&<A+P97KW}GdWB7^TmO7n;BDJkYjVa>l6GIs!h+tf
ziT}$K(=Vy`5LV+XnLg(uvzG{j{nT)=Vb~oMv@vD~ixmR9Az19)QC0U}r6U@Jzx1Yf
zMfgm5ZeIy)e>_sgfc(+U`YZRz5%@nkGm_i}bYez@dbkSspHp;g#$3T4yC?b0odU&}
zXK#t<upI^K8=h&)x@g3UNdr^M2YKe!<Ky#Ut^z|?Be0hZL@!vXSy_8&*M#7cyJ^0%
zBlW6)I9w*gEg$v;Yec-N?3h>Yl0N8b3=Qbg*8;!4#!(quVid{lEBai~kX4QQ>)y<}
zv^{rR{0J57QG1DRdr%|6mO3k?Hm7->#D0h{`h1(VcIOJ%m?J@Ew`pv29jVy~M+NrC
z_g(%$!|m41H(BdWBJ<wczhCPhUPl##0qkDZEnkCob6yW2e_8?K@B$cz*e0X&In?{?
zZ+n|22m#nI42v#}PY1I{r>49gYI~^aEg3C61grR5BOC_XupxmX3lYT`^La9AaT3`s
zK2o(|bOA)ONrdW^n9;5d+JsFB-08gnQ?%uUoS4gV98w0;KX@jyHA3U6ZcW*0?Rz(z
z2Y=YxTW)4|-Om~6?(g&XYZgwZ2+v=d^Rr$k3wO80>B;(YimMgvKZ$3%eJ3by;0`t}
zwKP^!bjx5Dp>RPe+N|e1Keid21Iy7|Q@dGieXhVW?*8>}BnUeWjNa5+|4xT4sBLa`
z#N3n=gO_NV5sX_Y!6<kbh-h;@Ont4{Qmcjf=<}r;+Zmf?dF&w*L_$OMlqfyR{o9o|
zF3l%BQ1m4SBUO`}Z#-zXbEj$whgd1*`}1|EC;jKtV$LDLWg0qII$(SK)ddLl^f|Dn
z^t#v<xXuaD={6=zM^zsz`8Tkg>P&qi#+NNpC3C^|_iwu{)lPw<{#`E4CqG2aj5eCv
zR8uv7P8B5#(Jc9(hEH$GAqH+)f4Ab09^k<$NTh#WpJh}!>fEt;h4(m6y;&u4xuzD)
zLV0L6!PI;hVmV(2GK>wkRHq9YQpfR1oeYl)hL?p8gIQG%Wg3MYQ~58X=OQ&rdk$Xi
z^NI7_)IEJ+BlLA}>LhLF6lX_cYG}7QYqW<Psi5jvJfa>koVpxa`g8iJ?~~#*gHAE$
zy_VAz_b`*n5F>z!Oy37>GoBejF$}1c-B`}yD847@=_SBTPhzlX7PpAf+4^-!`9&W;
z7I5%^*$iVU;3In0Gq$|v+y_42{tao9B-gU<cf1qwGrKHQc*`8O_sb(?XE*sJY7cy%
zHWR`%HL4s!hM9;@mVE5eJ&AW5mU>j;?5bCB+q`Y)2_I4o#1e8tm2<b>J<ox$%L`$|
zYx|B9c8>FSSK4!cJ>~4Iec$^0<v)ZVwsQZ&iuOO(Mu3GYus8$;HNu~^tR8m#5uu|1
zNl-Okue8pMO|xiZ)X}l=4)k%N^+jEZ`@w!CLZ{iV?oC$vD&Et9uWgQ75K1SYQaJph
z0zTS-j$c<gEqUy+CHVhXQ?2E7vi(9GUc(q!4=D17dJ!D`@YiGO8l6?K?}Wlo?0v#D
z4RIMnQeVjVdF9Z|Z}0;MmlLR7O)k86tHDwk?RtETqmUnE`K(3o^t$zWCDa$Q)XKhW
z<z4G0F7ZIUqj8vLWIu3$U`N%~SMwLkUlparrIcx8ln%4yQF4Jb9_kZ5PlRb>j%0|h
zGi`Ih)8=EV56#%HwuemtF0WjDqa!F^IqS643a)Z-6mQ^?QaDs-xf!PnIUOu5uKG1S
z{A);csK_jDv`bg#>#H(HSUFHx2tXgZ2>JXX#jC1%c#MH{d~Ojgt0^J+Py7z$$zupG
zwqFX*{$@cgx{!RK=^lRr?;{x!`}`^6<-(ds`;_}6RJr6oB<`s+$S86g&OUJwW*AOy
zCwuUg2))R(t8^kceJD0omb3q%T08Pk?JkEXk5b2X-m%Xy{|2Q21E93iCO)@7MG;!d
zWK(n(&l11t3JhF%H0+o-wG70HaZ3?77E3>Yr*Cs@Xuu+2Qo>g++TmjqYNxGayXO4`
zpUwXpoPHlsx0AssP`x8_QK>5Qo{xWm5Z^rDAZKoT&Os}>st9t$TLeGrF<$djO#jIX
zuDkL!yEKQSw{Pgr3Yu2KE^LLgi))2n*9>!>+1qP)$!rJ=guZ{lx^4Jg6c2hBlas2+
zy0z8H$}r-cN33J&4QwjzuT5RU4F79WmGwRYXZG)TPavFkUzr3tBNiDN>X(~D7{EbL
zVkLikwN~kZMQA(X>xgqNol(Z3De&iGud9c*ugW2C0@g=q&?)5Q!v7gp+gtoglxvMy
zZ++#8rx5LhIvHsx1N|UHd`Lt%6D^wTIXqRteA)Z=LedHcQTZCG^DGZ*iPr}!_0lz%
z(;pek1-B}}<(^E!S`#d!-{kt4>?qkwIYL3GRDtT;alP0c(1{Qkj07R6c>9To*J_Vj
z_rU&_)E00Yc!4@(zyf9?u7s}oriOxzPnu5`A!`^}oPisN4%|`M8YEWk@2y^IagbLj
z^{|6UY9#Nkhxm1!^SJg>!;Q1Ky*@Zi`qx96f3^l4)fU_1_OK17M++YGzUS-YAl-@u
z?Xc5_f75AEdD6W!+PHeJLxcF~Sd-Xxr40d|w0NJ4A3p|LOj%=Gh5#v1=|ZPMMH&N!
zy5)Y!$=o{=&P~q`Ek-CDa1TXqsjgfIK20DaAO$deYwBR-6L`egagVz@AVsyY0(Gyp
zD#j^p*3&gB)MknK4n0LKm!$YW10%@#ue)(IG%B@`aM0Y$YKUVP8TuV_@=CP%CRDZo
z?^3X39uBW!P7wA*JmY(8ziB^D#rvsL`*Uci!;JW0j7DYqyTF~9a(5f5l|<y}Xc<Px
zuZ!0mgeGk=pxV<`RgyGUXVe_0Rf6>C3YH9iBZRlnRR?JU?D&FVXgu)WzkQn_F;)Kr
zqsz;3Duu{IDCJGU;@$bA%JRVGLBzU0`QM1O&(S{W^_OJ+%0N2pPn8acwMLaA3zb`q
z;9UX>ZqgeAHoE1UbHK-dAMNmY)5)yRho<4$w;3D_oOHa~*V3#4mvg+j!B%1uSLMt^
zw|S-x!jyW0+UdnQTVyXK2cJ^1*vp3P%LO*u(mu<Ut#}RDnb1wroA(-Oe0gZx=%$LF
zo8?Q<k0_vg%C!{O?FzV<&Yjb`<FD%U0E7s~M>}!I$xKxWJfOAuv7UDLbr+AZ)A;Ru
zDNs=juq0e|7x=lpB46<^10`n-!$XJoq?o*g7EC^{hn(!|z3*t5d6a){hBBP~{$SC|
z5H$9O78~h`E{tcqvnb~!P$U@lK{<wP4@DK+qZq}8y&ra@z`35!=6AI4<vp?yj|V9}
z=l$3Yfz%9}`S#t3{P2d|4xFo?B&`0Bgzj{SlS>+|VRI=(kY_Tz`24I=<pSp0*6Hjc
z+;J%IQR(k?4IoX~i_rxTczlWXX4l|9PF#X+-&(3J$&kAUh`W6=UUB-f8Gy3Vs7lo?
z#>)3}Yd?2xI8nv-quVy2PiH=BFB2_Q5kVWW>yjVee)x!phXt5-mWEL`bBCD=%evv{
zJP&s*vwR+skWU|}DT2ik0Ssy)v5v@aB7(G?5+Y?~Yq=b_3j<zwsyTG3_l|zc%D9*0
zs6_u<=!GVZ_17KU;i(_}P^m3H%*T{Y&sMCMvAim@56o#OC{w0KIzw));=kZcwI2x#
z$4LfJ7{xAXwW7VG)7NRnW)Pswavd}u2UrT!%WS*AQQ5Zg<fXAFvD9SizUz%QhWv4s
z^A9dG$)vVYgNU#3CYnl3bW))xhfi+OnT_Vi>Gw0dX!2{UFzsd8{rvUt^!Ce%>j^R#
zGR^)}_7)RGX52AIl_{e2i8driNWLWuqK-l+7n?^W^GYQ41sYr)MP$_4WB^0<x?q>=
zp@LIQ_fpZwr!z^@YWaay1?!JFaT(*282{)NU-gD1Urm%TGtaoSzZI^IF1X~*OiN39
zk<sdYkEuzi_SmII$WcCjl&hS;-!%y>*%AY1Lg?3d$hne_-6?77w~mH*l%4?khcVS1
zo=T^4h50}8Tu*+e(c~t+FY+~xLSI)(X{~|7L}Y?X3(a?#ev0MM)(}iOW$C$}ejU%m
z(Ob*EZ)|LP=rJ{fsn4s{%FdGGd!waF@*BZYAExQ+f5C;<tVhMaeBk1-e{dIGThvn=
z=oJoOE8v?clcFm^h$=+K9WJ>Cjui*#8$6-xAWH27^J3Cj*)<K$k=a=Av=BOt*I#&j
z!Q*D`J+p!GOeXW#6sw7Swh-z*+JE)_y^?<tcUY^jSkvI7;N19S1L`|D`iDk>xinQW
zPS(78i2H1uT4~E^{)23WiSv!&oT5C(?>y)UZ>5gO5(|;&iPwi(%m@rcUMV>2+j37^
z)*jBn)3lgXY?ElwU6L>t_0@Pa%uU1m>kC$L3u4}_)X@_CeJ>um$H|}h)Zu+oS*3YV
zA);diixodu+V5e+E=Lt2DVxPT8jX*wF(lFv>%I_(VFYpqA_0Jys+62^E3d|9jBoHt
zp#!?|>H(K(B6w<~h>%7gpOn_kl{T7K7901k45xaj-}f^>LegWIm4qSG!((9j0*>#`
z@$B=BQ|QqhfI~JBWB}7yST!a^2lC<v=?jwTNgLYQ7Teq_3K<x6Y<!6oUnu4IB*Cty
zYw6fCi8uT_7rwO8zseq~@#?todY4K98+mLv{tfd?miDLXV{Ps=yo;hft+7(yK}fw0
z7)b#OdLr7;w|MuU256f7miw_<Dte=WtN4u|O{L%#vxp$qh#wL1%iJAu@>)iNznH>X
zE%)l2+q4r$KJ&&UJXZO~&P-Z<Pb1;2In40{v^Bgu!*TG;>4nP*;<wMn>1@((C<=P<
z@5i`G*v;q6rv|^PLtA#$Ii}k!^u3coBHiG->dcz<#2hzT^9<?2ix9*(tmwfqrX~hC
z%`SMRL}oq}Dq4G3N15T-4$ynbn0R23YvFsVlN;gPOUEXiX`Q!nI8ciE)@v(wo01P(
z_;K`qjsw?e*69)e)k<H?i?h?*7v!$jDNTr{Y4^C}!fALo$RiD~Y!319aYf?a%YOE=
zEbYMuu;YfnP>n<lbF08=)W}c_>ay-F-Eu)N5*lSyjrf5MOiiJ-s_p&+an|M>t@eL_
zU7R!sUbXd(r_cpvOJfUm^!sH|xmaH8UJxb2a_Q&5gv&F=bU&dH#zTqgG<>u)G2Ujg
z4vlf~ae39N63zUGs;T;tu*OC(a05qh4%@-JBdvy<>&-zQm5skON*`kjyN%{%is<#9
zX>?qaUT@6$d<j)eRru-CCnuQ6+vrg=XIph=gUTzd<TFH8^iXBV=}o3v`M?W|yKC*s
z<y5~wZ&ASUX)eg5eFcDPl2m41ruq2y?IcrmFBX)E=%HF+D3id+F=&Kr9ClI{0y!a<
zn}Ylr;J$}F2m?52Vw1M9-&>}`Hzm~T^0f~16E&qw4TVv#W0E@O?^aRxkD75&X)7pk
zoDY)^A<P!8YUh%nqSk&~@VwMl!A7cW^Zo8nPDX~)3pJv;4mhJtky|m3o{hwI-zD34
zQIO;_0_*k5VMqk3IupHJ?u<6~oeu;3gF8DSE4!yhfqU>%*x1ji(`1geo^2%YLXqG6
zLz(xJ&U1fg<mvY_b}(uCzrP1gx(IeOFy6Tvwr1RVaG|&NXNq*}@~*SpG2X~}Nt}0$
z1LASz+O?k{BB*jH=1{EM;~juPTmzk4yo8YWSd_-d#w&ypDm%3}!i=(64))#Kn^)mn
zse!@t*`)$nuaI6-4@nN!&pvBNoicoQ_=BTuP^9#Ojc)Lh?YCcEqo)<1HBUNgGt%Qn
zeP^=Li5>I)2z6VVjd}0w9dEna=vJ~wgRMR^0s(8?*kBrZ3TfOLdiFc$syCPie+Av5
zO5)33ou-YX-w<*7Mx1@7pX8_CUh&53L+6eJyf(jTqZ0jd33}LmlKs6Gfn;orb><`T
zd?$wx(W$AN8O5(Q`ACYp1iCqayB#alKThPSI*9C6LDIqJ;mXJfnpT{hgNY80fvKFk
zdQ$uR*MQbfF5O9}DK*Pbzv`b(pK}l$iEpZ`1~?lEU6040FJC{ZJuzGgnSr9$k-sz{
zYt&TK#g-0M77lzMY*?SAsH;%}Wg#-chhvvkGY}scw0}IT6Zy5r`HIw`c2l!a<D2(v
zQxh8V-S6vaOak(H@2JSD>UI|}9LDrrR<$`BW!c+HH1_9*4eKK>p?~rr0iuhUGfwv@
zf?G&JGDZOc%0;3UMPmU+cPXDAtzLw*F@oU0G2^`#blDGs54g)=U#=VW-9bEJ`E7x1
zG4W&B`9*#ex)B9!(u5A8vqDwml{j*WT9gRe;aIUoj6t@1)v|dBZT3Qm1<ZQG68dW9
ztmg@*uX|OjcRr;zX`5!^{jdSt`199aYKN*=3iQ2CJ4@EqKsUHl1jwWZ9ySag7;qE@
zkA;5!kVA<Ta*C^T*)DN+^(+_C+$sL14Uv}k5>Yg-r@EeMJ2VE&8PZ`4&nFBUUX36_
zZ*VT<QZV3eBXYV>@=5GU<#`Z^Fwqa5)7=0p0=20Fc)A7fAp}|4{U1-*;7Ry6nS@*6
zIo4n6s1$p;YbIyzy`__`3{2MHTUje5Vqz(cHx)fSdT=gU!Q5z-;7pbmHO6fs>kHFq
zt)mI1f3WK}I4D(TeDo$iHbwinB+2xrwPk&iT`mmTIx!+TuVpH;DGLdtLNdP+at|i@
zmgp@~wG9?7r7&;AH+cqmQ6#3b^ylD?T@fS0ombi!4kjp2)Vt(q_sSJ3b)NXh`#uXS
zqwJTh18yWc{aqmMjC#?^DRk^I1Kx-XS=K3kSevvA@ln%rj68GGBtsy4p}}l?xZk5v
zM3Cto!dHwSfGjHZgLen`bX+AQF{HuC$VwSw=3zx$!#|SXpXoXoD>|H6gy$ZfDR(OL
z>^)=wS&GrU`!55<z8W8e7@sx`J4a?WZ`v+(p0iW&2VUFIHlqK!_(xa>kJnwW8<~ko
zvd06B`xe5SjWO|R4YBgkL3_#J-*WdPxpZ0Bi-*HItoPvOO`nsFQ0}R95XXFDUc*Nk
zpZDCGB4}Q9_jV2aFPI+I2w2V{xukfCi=i_FRiTp?)|)8_XOj?#QCyjW4d0uD<hUaL
zzNytUUa-L!!Ui1%!OhDl?33`OtaRQM{8NRivCm*pn|+}xg#KZ_`)iV~Erpc7WPg)b
z*`!2O%h{k-a(!ci*G+NlTi^@ivy2HTzL1k6!_5IGL<;HbnwVa<CV;?Dy1}YX|A8G}
zgaq&r(yAKgD&zrQlSOSlhv&u*8rvFAxk_KmKfG=`8zW(aHR!90mwr56?um=*Tlm^Z
zc6$~741~rUoW*9i2i%HuTS%>n7E=t0LLTGCJ+V(T{pf>hami>!IGOT5|1YaPRe;R1
zek8oX$+PTOjXP%7NMj7H?~LDk`0(M+A)MXM{S}Hy6n4Du1Ht9n3Nr*qk8+NR@-H_&
zmi3?XRBw#1&_i9gkTZx)dzZk<QCKNx_kmJBajfpHTC(u-NmQll6h#1x<kBU*pv2yV
z;0i8LBWB+5u6!W-_>S-vc@~fvD#r@uoSv&!n)ZftRE%cw`F*`&y1ntEI-{RR1Ej|)
zb4_!HW`?;Ll{cGb@BJYTcFCMQiXYK#guYyAe*MiGUA_dhsxC=GC?-1>xthV2n%N;J
zYmmIiy1V79dHJ8Iay<pD*NTMkb)_-h@{?yVy4>04W*YCNQWmbbR~KnMW4;E@`}s;r
z_$^sily0_Rof;odY;{y#Nww$*Uz*6=!Bu;6E%C)5Guvl%^1_v3F3Gd+C!8TJIMx%a
z^GIdw4#PzKp||^=ODkE|Kve3QI&;C1F$OlweJa>J8oO+=7KJ$P(LN5=_HQmWsQw<d
zm?`l287M_hhZ&4+;pcald0Y*jE{&E$EBqY_3UNvehb)?Zx<^$f*a7AwHjnsX*@gr7
zF3j2|m>XDU{msk2CPAd_LqgcoYYX9GHv?JRvM>k#4;B{^DN)nrW=2>==wIu6|2g59
zz(jR(Bh<D^+7|y@U>EW)%2wRLHX9Oba|jVMBY_d$k&-j;QC_qqp%Sv;;cK9!S@t~+
zk6*9^#<`aPwRaWNZwP6X?SoTZ#)(-g6w|B|0=O>?th8I0_Up-iK9LUPXryT&i%mKB
z1ITXc+I?TVnqhFZWcaB?f46dZivRm=+M=NB@>za%v*jlMMa8Pk+q5MlW<?C_JCv5U
z$4bdTt9HJt%~4;1OhXAqi_Vr!)P8J<P1||1w@|tQFc7k(jQ|T#Agd#gkn|R6a-c!Q
zqRAjtlPLE#t*D}epJL11rLP>mjr~zWF3M#`I@9eurQSL=lD+?hiy!Y29b9u!c0Q*f
z$KyY>;zzxil{G-p&IJ}!KXO)8ptta}8$`Zmv8H=uAB3)SE^+si&-@;?nwdM&)6i%e
zF!tE`;qnu0Ym)^QlEm*kQ^;TK6Z1kn2^yf(fgPj09oam?Q!rQ)4lnwyNM_<@k^zYg
zZrv*^JBowT!29HWYT}AfWv&3%q9L%9(I~I@SnVg-_Z~oPMscQlM{i>_L99&5s4`GH
z38)r2yN7=<8`}W2KeW3+6Dk1XOKx~m*6gbr;Z1todHbHWdb#V$#R8qnowZ(kimhsn
zmSvFG^784sr$zoDZ)EVmD0ldQH+ui?2LEMrR8dmT-$a~xde?$F%xj)cJX=8G-1VEe
zHsPR*eI4Om(0nY*&V$PiwS!$B*t&U-Zup)K(>=lG4S2EwC`)IpeuO;CqOnRBqNq3a
z;ZZ}qiVEU*L=@)sBreMqIJs*eWKbOY)C_GWmTL^tWReh39Oxclyscw%JR^8q>p%5V
zSwu9=3i9xfSeZUrl@k||;A`<`&iW+UXm1Z#NUEE3+z~hR6&id$P#V=$x85~L_RFjG
zNNPk}%Di}bdX&paZ-2b1(APcEY5})6Cx$rQ1g7Mnk!@b`V;2lQm^^1P4cpRL<-83_
zG`Je~4AVc8|BqGH6)My3R}8dHG;F!rwX~)4U+c`g3C!x8Q}<Z>2Vd48s!KU8kC7aK
zIUN^OAtoB4V#;cU9!bsc;4eH=>8pSJTo_?h$-_hRWLLQR%DvkA_w3C`DJ71+iSam#
zdEJ>phBLKHS}$<~+@b=Z)rUAn4#81&uLWoC?ZeH@_KOGv0XzyOjgc#yG;DwuQfiI2
z_EK7-d7z3}gsr~6wxkCGtOe23jHLQ6$s=G~SwBH|7il?gYw6|dX8{3E3r67fSPbZ5
z9#!aA-MzeuvA5HH0X$wk@h^sQ5+5U_y!oA#Juge5+zer+;k9hqQG6T3+I9bE%gU`0
zpj&T_PlQz26f(#o1;XnaEg_0eU%d)2ZYl`c^)g#kR2`EeW1w*W2ww)EA7$=58K5rl
z57O#yJ`^`Ow@%6B_Rxx68>y?*w(CmO195LjD%TLZm&vPPL%l=CFRF;+f35U;3F9hy
z<cf()bqq>T^ZdR!hPVmR1Pe)?7tFFXLL7s~RbxVi;sCg3148H6@ZK17ZW5EG>r#x&
zRd0`}>xf39G}5D2da$5N+mEi)c>`^=Q;zPwp8Z0`R-ds)B}%RrT|0N|?v@R{jvZb(
zXTbaRz)6y}oUs#J5Z1XtTe>0}eb{8^>MtK#x6t}TkSCro+$4e^O@EJpbR;xqV+$Iy
zg00QVJ5SH|?{lYQw1x^9{FZgyC{{!VMA+&y7r!I3w6y#)XA91+S4>2zMTontUV&cb
z7?<JMd5${^BOWd-U&SP>`TFmYcf}-L4(!?5JETY~SIsh72ZA?P|M&j&EW)NZgWflq
ztDQG3MV_q}c_IkBEER?kjd@_F(adcoK_4#`IE`2##H9uir2KGEPv~|n(`NrfmW(pf
z{EA6J@{XGwY&%JC9k;eh6>!Vhx5q{&IP*SV?_^F)lISWZ>YrT%hlG{Ss}Wvc5heTr
zTbYmm(0pG_9avmWSR(MQ?w0J@JS*vUd8XG5zKL1re;4Ob+IKy7;j}<kd+YC7QL>a#
zQgV|saE+|Zj@NEbS<kcoUF%h_ycDjrzMWL_BBN>_nqC@iiX(<>5GE%)#7<;sCo7G>
z8h!X2<P`^vGD<6*;k1J@UjPA1ZY1oJtCtC6yt-I_YK1skfn9Y8<93Y4HzGz*#5at&
zazb4(S_RIUowXAYGy_-3+qgywC<~6utgIZ=PT;6fM3*I?l&*mx5Kp@VzDbPw8aFLQ
zhXh`^Du)()^NSQ|F+m!VIC1;8th;&@ow?B@1?1Z|(fN77o*`fZB>ZT?U`<N(K~?>>
z@qF1WJViY#aRqnDj}<v#MUF4t?u=Mj@4pf8xYmX|vMoC*G?{R}Iqu^sx!dP`+znKN
z9oY!xY_z`~YV*4NyzLc-eWcR<#+O)Stdx6Dc&;T3pV<Z}I`aA0Kt)*D65v|~pM!cN
zT((H7=bskJt>?yuGN>3;j7_x^$w`u2KK$`nvpyM(e{A<{GqlOhdKr%XLcX>}8=!Q9
znjy!3*FnS1{VaAKF`fs=KY<Yp*b5tXY}rNaMOsvYU5$8K05n5@Q*4)PqsHvRhT;;m
z-Sn9usW5r<OzpH5d7o%YzRlEXp9q0Uc$Gnq+<Pnak9vo(-6}cvhH|Fcn|k!wkqRjJ
z&Z}9FsbbrXJJ{id56!3DsU-j*UHWU*3JBj*l(sXcM4Hk>cK!a6em$M2AF`HNwaVeR
zlf2K>B_#`)1(AS@`kqJ)lqhEaaC=k9eF8%ONdVKtM-{L7FH(H(_2e^aG=$?cAK0_$
zTM{Fvq&O2Se?gFOYID-*RY;rujXQ49QBj{k*R*W5Y#0=bi=|{@D*f?8zQ$%m5pZvt
z&}arC8i-}ZnG(iXnWZv#c!Mrsl`ST3V@;vewnQ^>{!0<vQn>x@9k#X(P-~)mWw8F`
zv8-jWDwGg#tNk_URlJSH%ljsB$BWmkyGx+%4dMur>06)(HgtQ;$iiX3u+bz0#a^XG
z1bIUKR)Zagybbn=;EJ7of9H7kP+nxpGuwM-@iWjEUt&H#_$cPOnA!1>BBO<Zh*F;b
zbd9{?$ltNlO?pQhp$f~BQN4VO@+i%gE4BYx2Vs&jb;W$vGB?8n=Xl-PuHV|s`k&ob
zvlV&XFl#L*zT{y&d4+?oGp(7}@hTxc*Qp2((HQ9c^{Nkut3bdQ<Fxnh-!Bq6IE3Mo
zW~a)aqt@k5?;se!I+CkG51*)%0W)jMw>2S@qBr;$Lp@d_Mv<+dEt#2ZVm~q%P4re3
z(BvgHi}my=TzBsVR1it12X<=&Um>rwPkG*zvX>E?cW4cOZ^hca_-of9W%oB?CKe=_
z6U2VaTdg1HAMHKce!bFfOjIYI3z-iQsVSH0ytZAxH%Qzm1K{?juc{MovdDtTvQp5Y
zT$K=bnQ?Q&6k=U+We+sf#-<t7Y269v06r2Ugi+FF=s_v=tVqL$V&}ty2b<}1M^{j_
z&{u=trbS3-IB0Y{vUN4evgFAVp)r&)EFYR$8>(zr)(Va_;iri`YT_1JSs$;p58mmK
zCfM49Ou(3-8>}g9KAk#YoHX*B0q^U^9Z3haf&8erIApdQhdhKbCWYslnoBk28qY4{
zPFL2&W^sp)&DdIZFJJ!RlIMX*S13G(oR4-trE3RRAC{VadspMJZ+Ex#)}05~6X^m~
zkIq`w^SF55X~HYG2v9yf?Vd^WTQfkGEQ0sS+$Fq%ohH@?55^NPy2W}?=i&iXz#-&?
zPuO4nsKjH>F><;+vi|8PLDOx7O*>o2-t022_zw9&W_*9#k|YR}<y5O=8ik6rip%_1
z9)M6FSgR(;6qCx1+#Mopl7{2|I+Ui>sxfi&4UmHlBpSG-PkFEKtn9mu8ReDpGxN1U
z4D*Fldlpls?gk|o-<?TN`MC2{H{39{hBJ2Xs|KUC)cxw=soPJxZ05C+r0$6tu|Jl~
zZX1XXWEXN+xrso8w)RoGSx9w$R88m}ako1@vgdf+LbxmUjc}F8-omAJ4$|jXHl+6t
zOTbKA`?^!Oy#d;oZCA%DM(qY^fDUt$yWRGm@S@6oAf#Q;;I_gkI-&6llaQ0+Ioit{
zdscTbmk}DoC|&fh$Wrl?K2}rlyj6Eyyx?-n<Qwf!VNThLD``YwRIzEfb8~`T^k>Er
zw|_&A?vs&HGE(OZbHm)`SX1^2U*MhXnG-zxoI&l?Q1rP9*AL6qvH`V!-W`Q$*Oy)5
z;NPx`&B#6}co8S?DtL>fh|_0?CV0F`>#gWgH?O9usE{~E)x=$@mtX4|fBQuYJQ|o=
zbMmUTB<H~-6|XiC6I@#eu5{?PuGm(@5tl~<S%0|GrgCVA<<>{1uAUxE^~jO{TLsha
ziy8cJiyz79E#_yufKUj&UY2P5J^WObh~%)AqG&O>yI=&V<=z+nV##}M1>W6VLm~sH
zwLAT7J(RF}sh=TD%79Lutm8r{IO+QHH0bH|^j>r-PdLMDhqw;vXlZ?mb9k)FFC+hM
zUFgX5UIop=B~;<;d;4I+y$|=Vb8C8Tc?Ye*ihr1w70te13r^h!ljG;tN-sQ7DcPE7
zsB%$3ASRPvjBZkah#-_U+aHLfb{UBIpBy+zf`%aP#m^u65uNtG>NY7XqrZPW*s~)w
zIp6mxy2VTrQ|FHv+p|!|ybdlfM4I7VpiAdmB~Nzgkd_#Wgdmd3HYbdXBNgcmbI0@R
z-yT2WMHU$~cN<hJ<hUUgHdD8!a7ZCuW?qb0MwoGx4=rfR)4TV~P`VbsQ-mxZ$l(Y?
zzLOxCOA}wDjm*dvpqJK7s(uNm-5g)3)q@ZlqJNTpiSkD56l7-9GNI6ki4je@3;3Z>
zL?g$;NU~=q&7N%E35%w8C3Ldp$6AEYF>GdZRG4-SH+neWC#vK;emQ+KM&N6p^cUM~
zSxaNX?LDet6daqVCyCJouQRxHfoB*IzPz?h0bhCiOry=DW-F6e`M;T!WP_aKyR1B0
z*D$SPVx5bt`gUC77u&MmlU!ah5fLRVDp67%1m5{?`u*!u+oC>DtSJCmN|V*rF`$zu
zGeY_-ao)9UqL@$)M}5@#Y__eH2I|`zPCaq1v$4LIq6@!WwTB8rFHg@Kh*7;FWUX>T
zzfe2g=q<@T+NF7x=YoJwjX9dFfKn(N$D4S*ZmI4-j<7&z3jXJ=BS5kx6a!r7hSEh@
zwHRROz-$5AZ^2XzU@o+f+ww3pt&+^MWc8YL$2GaezVchXhdY2!$j}PKTo(=Il*E)J
zU8*k8&RW0FCTSB(rmL)#-`p(KC0Qj)pap@#J_6yH&=7oub?7JUsB(2MpV5u&gOS@x
zuVNvw)p<w4nyz*DDqf+-x_tdpy{eZW2du=|dD`_2KvZ7PW6f}PaqtC@3sbks|D8h~
z5YvZKoG7Tpd>(`j(JR^Q1H-vOaNqcr+k0>d;|X;S_p;6#5UF-bVH^FS)1D>ZzAN*V
z`42<nTnm23`*}8Dm3X(jLX;ZVL52b_U`Z#e`QBb{&2f#HoWL<PWZEO~*32AG=N$o4
zwc%<82+)_8?v|J2liiX!OkFo^zQbc5|C~k9tTSnr9XRPC84Tm)1<)Td$}%Qs@e0Cx
zTeqm`4_tD#wk`j#>CjUHaN6^Ii#cV$uybbPd*XdH0~gen366QGXiwiuHq5eRB9obE
z?e+XUlE0iUw>O0YG#sRn>3xLeE8^@8hfWWrMjFw{5+w^--)GO>0)Fzds#%J0)NV*o
z>4Lr8vviZT%ipND+U64Pt#L{_h~)#8{3u*Aa)Q#RUG%-I(XUbkh1fmr8Y+9z%w?fz
z1?6WwG!FI!^f)6s?R=5AWod)R%*$mqa{w!bObc)$rFo{Ui68s#X`<}As1u2r`X>v*
zF>!PX6^u%A=C}i|6gEB&tq*Gxb(K?hh9|`wFHa*3#7JZ*@(8S>F{*QZ+yXPVV=p!S
zUvKL=ag0c7!1Atn6<p5Q^vyxRl(x@J8_O@XnF3x_e|L%D9M(&`x^d$j7~*jTbjbtA
zVlwzj(f}|-YjD3R;5+XW(&NvXW0M_z>&Wrn%#GxrkaKXR(3tnvl>5B%5uoW>r)e_%
zegqistIf^Olo{x&AK#>L7hf*4K4>0Mq{EHHhqD&(s|i6+-o+lKpukzR;N@=tFt*vh
zi~e&VfUFAfITre)=<!|k;Nu?F^)IwVw|Co%RrcI}7is`F{X*PlBI)T;fUoh6Teo6s
zp0RS_IL@BBY8UKAl3`@r5Q@8H{3g`jQ0w~KeNAfKB^83Ep|Sip_d)Ui*vpR}7bobG
zCopUS$E&;H)v}-(A^>s$-ri&o%K&b7w@z!0<N@d@Il}CCA{qhXnb2(#7jebh3?e<v
z5a~J+I>>WbZ8AiP*3?_bvFq5oS&C1|tsw(v+V}f|9|!rlthZUV>xgtt;!yD7yqWxF
zhSKe0rE@sP=}}Ycs-7sM&5b}OLh^HNop_|gCMR_O0R<l>klroufewcg(Ba^{$ck^C
zzbfYjI!tuTtyn;%JR@v5$3|7jmgrzCR6~~=cY=E^XFmw=t3u1{M5w=7#to<}ov@LO
z$kwl(<vw?pbHK-mY#-Qi7D6&bDDIa;%ARx9FtY|_2*21j%c@><Tf(}d*~jFIzANMz
znnaRq=n@eTd7pj%vqve*w!RHwITsHUsC&7A<UO^O{Bh2&_SuK#oboD1hC5T3I%xuI
zhb%V4Y;^(3pRYGa2SYv|T%A@k7<IiU8(}&3aPy!5>f3rs$O>!zn-vn*1xzoJJ19ih
zN0<7@PE=syG;6}(T_<q^<FzTrA@8#Kd;LmBKv@4_=RkOAR1GORrbzVc8*@V4^W@!s
z;031%9`YFf_$_DJ`<byI{~SKm6|6?FpVh+XqYV>|LA2>{#l5GIcth1TEq<_*JpLX0
z(-Ge=aCCrm{k%ZG_BOU0kVplxnv=&IFUo`Q<T1k8px{IxhnT1`!yaV~PdNatem74l
zlHlZwa9e2f+k=vPPUt|VTjhj&5$$c4w^jCi`*PbUcG3kOb9PN8Nsk$)7Cn`X<Ex!M
z;MofcDMjRMgkBad{|LI0X%@DmZGtOSfC8>fuiU(*N!i$cT%J4xg8K>>6$=YLbU2*m
zS^2W1T?I5z5k{qR)pkYj>(w}Vv<~2Nzj*+Wo|mu{lq%SXSIaY-vsw;rpLL1`G?u)`
zyVrvxvdT5bj**CXc~fe|w6&=Fs>iDG;tzOy<&H8#b~N~`59Odo8XmiMHuPVAdFDNn
zOAYveUny0bj(&m4+?b;<WcuW<Q!7DgNv^%y|Me-<j_cualh)qITc-xV?v^FmFfB<X
z<HvI~o2SIYuWNX_gLW*Rm;YSy_=l%vzg>o3315VYK01-}wkz66C_tN^_V-$Pzbe`3
zxQ$*>0r0aT%tFbF@)MDwBI?7VW!%4sDUVpHL82nSpP515R9nX5dhBegBXH=A)6MZw
zX+`3IhF|*v6nX&Sl1l`)eMB6PVY{Ri&^1@p!)Lf`94+wIp@FUe&jm5y(6S>tNlBwX
zMtIa?28*m7D1wFwe`AixV1XyG`bvGJesDUYu+%2jMMBa9G1=F`<py6z`O4;6{8`3T
ziGY3^P<tf>M&RsMxQSiQof5UM8wK+vG}U9ER_F!@;RaP>6)*SRa?vmMukDT>Lx!^~
zL~ScGUprH*izOS+BFw)pKVZ!>pV+3OST{(JT<5vZrI2>UdFs~Ux-L+#5(w3*nT_ar
z!pU>~^e8`X=a~qm5)so#*(OtPi?Niw6#mA+zskKeepTMWff(XLXgc(_FBuZ>*8DV;
znv<T_bV5vEi&NW+zrhJtYr-YHRZRCJAWB+#<#bx%mFr=<pI94Hr+lva5~}zufbRC~
zrIF$0lREvlT<AJYj-0UKi`M95ipY1W^h%m-OL=)nkz~b~%L??Z@y>det{LXvOIyy5
z8wx!mxWHmVnAolVR3ZGiCG{u8ItT4tj=k0^-n}C}{f!|{rt)uVDRD4#lf<<K5eMgf
zBnrrRk{7e?_K6i1u(Y6ZxrS>(m~4bn2S6jfd-W(X(s()}9;}$Lw@=FOdMnf}Z#IJC
zM@;ScLtjy-cXNf{iUx-hl@k8#_UU85fCPp9YAF$N&4RORlJF2^V4uOL9LSm8i6D$g
zq=VbY&T$_67ZLxdT!kKnIAw%j@L)=y0qpW5WSYCbK)_d_|Beuim6W4c)cU_}&urm1
zT3{Zz=OLf%7rl0Fw7glTwO4&IlEi^7tU$BtDy+LlQaAG=AJi9h2IwNiXs5nKdH=@~
zJ}1;737*j9F$p(l)ToA?eiK$&kO&3flfwY^wF9ca$e0;BrTY1c&no1JreSfm!0Cs-
zKqg-lw)zbKGBFE@Z^d%it7Lo)lwT|rTIPHlQ|f4qn?1W9^peuQcMy**8&Gl(PGFld
zYlI}G&6F}-U|O%33e#p4>rEFqn{W^@ph*K<dXkq9A*m?^YY3~rZ0w(t!a@ILHjROS
zNizqLQaa=&i?})wU7M&-k+IH~psFqq@zwm6H~6$#5<x8npiQ_spsg_w=^d1}JuUF#
zvu=~CMed#A5|&-1@y|%0?Go1CjnKAXfNY|Kh_4)GdZOa$`On{$3t_L{ttS4Frxzg`
zR|(D_W!rAhfDxG}>kl*lus-sDz3$*ZC}ZDVU(Er{nXA^21xlt{IiN2Ik3aBDXi4>3
z`J&Z_bsi@$U5QwxBigf&!Y`2G7D^N)F}&xET3;#z$D`9YOAeLkaB|*_HG=2T=uPa}
z@}p^|qi@<M=zS`$wZ<^TK5pe2P(h^uu=Vt+GKoo5(+06cNHS~DzN#@?J3tt;WeQol
zvTJkE^c!Dtd<OagV|be(L+1e5{XfOMXH-*NyDl71R6s-pM3G{7K#DYJ(nSTOLuk?!
zr1xG!6_l>hq$?156-em8f(W5VFCl~?HFO9a^3C`>@80kGopb)|ALnEYhjEOUl{MF#
z_jR}Hx&ay3KsrNhX)0gk!S*IGp4Es4yAfLY@p-}R8%}~`z5D!%PBrg;>?RJWy#EZv
z4w|>z{*ax*zwPuwJ;MFIh_cgBV;2@n4w-xpGQQ59pdI-h^(ne97J$`AoXQ*{!68S9
zwr&|O|8w_e6&&NenglaWSMtfD`}}TksPE(|XQ65~a|TabG8+6uD%6(AqV`c5`Nac7
zV+{0=EbA$7SiI<Qa(-8oh1RNgYqA6tls@p!CaatnwqOPT&cTw!s*$qB^#JFT%ANr|
zoK;Y^YsuozaT+qE;`i&8wkV2^1;nC4{W@LAyZ1E!ThmGB9z{@8ieUYIi=xHsobh(|
z^*=2KR^@34tgx9Pp^Nt$ex2i5)wS6Z>$`m&UVL&>M}pTwMJ=43SSMVG+SX0q##8t8
zW-M#&Wi;@YJE0aFWX!S-e4Ai!;IK@*0f#~;W1N2_9dDgBZa?q5@G>tvh6G=Ci&^Ne
ze)M`>t&@L{I8p`Sd($pxP^}_#r@W=(lCL22o-1ffHSzOv2h}dh>9=R+KN+bOw&nC4
z^T2yiN-Iwkr}B+|E05j*bF+Q(OSjua`ieIC3YFE5A>N^&24<%Sd*>0sl{&rcLk$KG
zPu(SJNf}a2q@qfuN-BpXDK(4Ux%XMbf0>G%RTeNgI(S{`!SvA`?jUN*kZjQT*z|jL
z`wx&I91u49Z!XfTUPN0@eoY=5w&f@IJ@U0rBh}t|YoHG_Hrm+B-dalA8`=_QS^9Re
z;8K_+$`(BjC;FW0hJzJI)08UtCr}5*pJb4AQE)cs^)zmjx`3js?+1GCxhL`po@J})
z6;MN3aZ7jU{_+$@8@(uLs>$pcSH6}6@2RTwKQI=Nle)Lw?LmKusq@X`bl5A*raf&2
zhjhLE(s8yn+-IZhw}s+$tEcg2m4KB9@Kum#Oli81MQ}&`K`{gg#ac(x#<A?6C5j4Q
zN9&3)2MbR}+LaqM%`4H;2^neSejKGkOHHvKTY<wgPyjG24Z^3WoIn1ZQOJB7FQT|J
zz{-K!STFOqb}1o!p$Ph)E`>5nyr+i20b)DAYB9&8Z<DBat?eqsUIK9Z4=^>V%PUSp
ztHXUP?SDEq7(>Cvm>yDd9WNX1M<h%{C{_?hlJV8gF_#VzH#2PUz_g9VL-_QIpFOcS
zSb5zKxQ2>H`vO_&Z2T$}NGAtVWkJms(Ns!Sg)o9HG>iB&&hg#JJ^A{QEc&a^BbT#7
zO0q{?h=G%>Pkl+FP?HO{$+HBiwKB})w=z#Gzp*oPo%*Nc=%-q;Xuu4JU3Bf&=;`Sf
zvT%+AUicjhGDWF}gEBBkT=8^}^1w&egj)|omxH@i&vpk6E%c;a;JPV}{ih)<YvaKp
z^@T(}JkPPk=j{>Q!X6$dVd%d-i^sml_ZDB@fuF+LFWN!)EvOuuy|t9_TSEd_D5BwH
z?R^SJkQk|Z|3$wFmt>cxWJ!s`PE@>D;AmM-(n=-rzrgDUMB{SjykZnn?6s%(oeWaB
zt#;p8PLt_kp?cI((RI4^k1aJMui^)A^q%hW#n;Pl%4g`l6}YW$a1y+&slFKM*w^O;
zul^QI-v~t;%nCO~-L`0#-14;U(Zo=2gRWFEur)4p%O@L*-wIP0Nt;Pt?!%xQkx0X~
zq~X`!#`JY^$v)<)S4V*!UR29Mq;XrdXV&etjSnWBSHjYCY`6&la=tI)h2851{DbJ-
z4QyY3yAIFF{M>abL+a_+UQI&$B0w(2*<OHL;sCi`pNytlFOAXxjn$`aF+uEO*`NAd
z$?~{%JZyKFFzyv=n-f#?*yiZxg~;<ceL_L+=hLeku|B$a#GioHJbWgRUJw1QnBKYg
z<MYB^kv^c7)`nC(o=C9uxO?&;M9Stct}ppEd^inM=n^mMRSvM4e6k0CwE{STqCN`%
zuzr=ofW7v=GzfWK<r!(N{$2Q;EuzY?8|(T9u~5Z;dUas0eFreHEPBW|8M@`VUfo_)
z>N=V+6EURCvt7N?2K_DA#3XQUT?I53udG!c|F!lO7@8p%Uxtdi6vx)9YTJ^PJ9(9W
z*9Lmpw9DqQP|f=9Q3qOySQ%3?4kz!IK8226g)7cnMM{My{gXHVX2aDwht<{%rT32A
za1Po%KLjH$$d=v!feUN+wH!$9k(AAfc3Y;k&_GeGT~gizplazrS_|l}6)EOOlH><=
zn1Y~MNa!ojEztu;UH%ugU2heTSoasCffr}KV>RKY$>M4~mZx&bt*HFVDLw$E=37-K
zyura0keZO;GG{lNPHI*6%}Ej7HKoELpWS>t^ptWdw~l`V5x9F1y{&1ha;ba%5LuD`
z3>1*yVgVCBSkFSd0S6wEYfQ~tr9&Q45?`fysBSxu&y$##=Hw82fqIBU5Ri^cfjEDm
zL~M~V@ADU;SwT-)ie3CNs0xZyWYT)a0Po{u78GFZl~)c?cLo;&#zLv=<+`tVDVB>Q
zSx)e;=-V3FI)!A%pD_@UPYjG59ke`Lqsvu9j<C`ukh?{Dug%6@JIvz4meS0p+yUYM
zUL=J*?_Rh<Q;j4K;PaPi*jkp=v>P20y&wD46fB<8h6EKS^|uk_p1c1Y+6_8FVcRjq
z-7PJCVe%MPf1IG9uXTp|J`PS58;MI=*0$-g>f4j)!<52Zh8cP;ojmEBnUm7zHa;84
zr^aCXSd6Vp9o96_ya|Y|>YxX8-3xRNrJ<_C)P=9*zA#Vb5$8qQo~1am&~(#bur7dI
z%=0p-YqS0$U6%U}$VukA3R~<0`~$R8fPcTv$b3Ehn4c)S_@$<gMfRzKWAekCDA~C^
z$HkU0YSdL**LURb8&ZEgC3z!G<)lO<Lu`)?U_#Sa(FUOa!70ItI%F=nF!vL62iHce
zc?uSd{JxlKse>JngPd^k4GEgN<0`cz-nq<Oo@z($a*~Kc#$_s`2+qTXjVxK9@aB?x
z;sMIe&{lTRyzqo!E;h<fx~e3A@csQN`}5%@&1lep@NFW%qWcPqVhxKOI9E2HoOsf0
zbM1IJh;_{Se*Z*3y^|J=y&hVX<<w*kNIoK|ni)p@Ih#g~0coBI>5XiXZd3;28N{hX
z$z-^MAA)YjzcVG;l_#xD-K$$hzO+WU`G+DkoBh{0MEawu#47p8Ago|c{bbJtr=*>7
zgcwe8Vl?2enTN^RJuXUWiah8tUrY7I^Np5;VY~OsT(Vz7PKjjWZG5hhnd+70(Yw5}
zas1q`R4?{GP$&Bv0f|o?!Qe`;<#5UOqafmo1Ci&tl^w^ZQ&~@WF)u|;DF*3LQrhMx
zdBKvbg@u&Hb<GsCrSkD7ak>AFszB;6FbET-P`BgLLUDDhP_2^MNIkGhPQMPZ4LY~H
zK@b^)>OgDC9Wn0ARX3tbaiF(z80BdDqHBm8;$=JQ{;+BBqj@;y56p~S;iLhDIWH?u
z$s=v7Bjau(oge(Kw#Z8#g+GvI@=px(9i)qP&hHSf+~>0e89_?YqT3#-Q$3Y6!*+6?
z8$$XR4+0YN#MSW*iMJFGFS|whtJ3e2a&Fs<a)VC4*VLY4$Xy#vV-NFN*nvkaU1R5y
z$sh3@`LuZ|v6<dfWx2&NuE8XIYB_5L6gSOr*Vj5RpQN8e<%3b`Eg9fq0k&)9#46m0
zII3ys$50<Y39h^Mf0iDTL*|)12GL;{OxlG!yV=zlgNC(NFbs*SO&@T#zG%P~<op5w
zCVq1yS?Sw`%Ac)*u;#;}nzPo1_3@x*1N1!Sc)X(q2k61RZp&+y|K@si{Os1-FL3rK
zGgZ_fhr0Jq$wQ~U|6=bQw*C6^g0}maNf#!)n7-fy75okwwG4GU;X8yGFX=&nJHZNV
z;V1a$OVn$Pxv?hB;oalw$M5iZ>q}I0SHfn7LH`L9E!Q_o^x7C)4X)z6&YEp?AkrVI
zHT-Oa0u#G%NH{wvRwi*s4VeVfe#zJp{+-{|vmfc7dc{F~sNmx$6=fwmO14DFcfAZ%
z1W09=18T_p0kcq+zWjy!S$e<dLIo#QM%J$?UVD{q?}1LnK2Y@&iH9Fe2j00-HQwB%
zu~?rBf9qV>P5>@UUn3*@TbexxiIb;glZOIr{Oo(~<Zf2-5$9XPuov}=P0Plth$?{r
zLka|Y=A4D~sHYTUkO!1zT+)-~DsP{IUSrTbhO?3Dy+y%9U)?f6We-a$()%dE3+Xvx
zMiWB^leU105~~#}?N40j|6cv320IRHZa7!PNOhL`?q!?F`=pjIJBHti#dnm}suL|`
z`7)#?5rJ3yUvn+(1C0(U8bn3_t3(P38|GFW!S4ZwNyIXIaMQT0+b7WIK}hOpjxh|K
zn(<3{Lx^+#{0E_}+WBUl^o=un4gaLmi1|u&9`(XU*NYt-WYYjJ07`okIyX%wp+hqA
zHz&WL!G7hoC+HN;&lNWOqA+PT7!@(llq^>9Pb35#`2>L=&3<rBKDv-^X@H(5{wxJG
zSH0h2y-%*&*F6RLr!sA7V#m8M|5&o*Tb$2qVQJefYlsxMg`LDIx+@{TPtUhFaT~t{
z{jqOc4e6d+HKEZ4;Oc=XIp@8UM$>Va0|!lg2_QclM4N)xG(yiid`&359-1_UF`XlP
zW|egqlwl-Xgz&AnE!*!gpHh0N@n*m=ce}-w<S1(E<jYpO+w|fQkj0~9cxU{wr;$KB
z-9cEI0g!as$@n$E;0HWm2ofOJ-dkBi-!Vz&#14v=&yYe?U$<c<cknx(U*+&EvO$hg
zwu~PJO31VYU4H5M&Xei3bggdv90gbQ`<dpF_`ah+Wv5ofC|ttl{!v2h4QVEwA<!5w
zg5mEO{aO+T3BmwAuRj>|yz0ZBla(>7xXA5h(sK%;S2xmg8+<49BGXL|KMfKF&h|sS
z#oJ&2&rnDGqM_T!U3j`mIAne$rCF7M<%&I4t*dhog~D}CoPyMXHr19V>7WWW72oO>
z_JdP?mjad(ag*OhcL6te+Zk4A0c2&UXjRBsuzWjPZ+Zkj(uc__OA|Sy>G=u%52<2Y
z$CCpdA8Zg6osjQz18&V)3eoRr>2!qSH|)|zFs9{-eITe<7Ka3(LDb!71b923cR)+p
zG$lWmE`Pc1F_Gn{GASHejtW!J>iI~py;N&RMuwQDr++F&!3#FLd)Zp`;|q}S0<ES<
zMuL<~8-$Tl%cOpj%P^=K^9WkuFdM<{ff7CxT+Hz7Tk6S`(#@HSqrn?J;kA>nyeTW~
z77BX6M;suKWYDzj&879FpI)_ox@P~Nht?1XYj~2Ig=A!fH<#S}vPIA2yc4QScZ21!
z)UdCSwni*qk9oMPkxee2@pz;2RAWjfed{G_&-~TNhwl<|?J|+Pm22*C^z=)${1)Xv
zd8yBj1-@qkl?mocH`X9^>(zxFe}w^!n`0+A@&;g$pui&WljMwmP{85=^2%bw;)cZA
z>7R=XEUYC+w5ra0OV?1zFWCSV{kZFf1RlU&<vET$)#6hCQjEbXw#L7jnMU}MdIVco
zfYcA{#GI#Z;6#n<7Z<~i%8b6~hFscur8G;W{r%`m-4{XOEF1uW6AH9c>@dSWGJ=`~
zfCH14T@y10XkyZ0H)U}(L8A!fXRYy3!K*x9epgs)Exm3CkzKqt4|NZ0qmzAV^IEwE
z2XVd$TFke$OrTDzyK&c3D?`b=xb?J_cJshVgyKIzgZjCC0E&9`R3Fh-$#8z8tdm@g
zwE+=vJguwi*bFLcy{W*>3gQ7<xbeZ)cfwf7eJ||M36vM-QS!{$?Lk`V0in{wx877J
z5qD5WzUjudP*d7gp81Tb=}b@*9mqqGWC<`5Lo)N9eXD?(BiX^0Q`!YQ*zIO_993cK
z1Gj{!+O<hvo2BQA@x|~AH_EqP%Sf@r;(TpO4G3G0E2eJvor6qXPRKqZH3C>>O$59s
z=>6*H;94pHs&2lU_2>bhsMGcXR5Vv(Jo%G+Wdb6aD1zRbhh*^6SQkDix3QnqGO3*n
zy7zfYM}~WxyZWVT<oh$H*EIxVa)Zr5g+_6U$m?*@?PA);y;zk7m%!%oWWHbWbhA>Q
zy6O0)xXgxU*T&_A#Q}+L%o<}x&%!!QDiZoLgEM#vZZW$QNKHp-g0XnX$Zznx$V+B)
z{+@^3Rku01s(!vz8vY$0h(?FX`WA4WY@N}Yx{@4oce7v+DXl?Ez<}yIsp)GBRK^6l
zk0U`F_mnTmM`uu1u4EY>)vDD89StV6g<)mKYY%~z82(rL-KPC5Pif^MddLGVa{xnf
zuA7@88%S*Z(V&m-;qXdpNOld6!omt>%z6%n?PjG{JusGNKAfJoFT8Zw7ZASJ&)QZe
zg{#FY9NSaBl2HD@AJb%zD)m&NA{M*Qw$%D~Dbs{zd4*Eh%jOX@lEj->hXMT>sUSrG
zS-)elrkxqx6`54c<>ttDpM2Ll!hxtt?88v?hNKsl`<;mT2AfIMRvWEeA02n20{K9n
z=Kh-%PMRzm<td?Ed7Cw88_ZI)aNou^$GsH?=T;rf4_L@VU$>qc`wQ<q^75T8F#V}6
z>UtCuCyF{?-ZCE$mT2h;!1!nr_g_>Ev0p*mGU52^X^!7Ozp3AltPl$7h^T&1U;W!*
z@#mZ}{=xG%1D<>ECcsc@2{U@zG~;J@DbI(0Ot*=C^r)2gjtx2(T7C!qA$(a+7R~RF
zG=Kvwhl3`_wO4s%BgHQ=@U;zgpe_PLVVp^ntEE|SL*YRDJ2Old!^RgDGs3z~j5gff
zd*hBpW<o&L4c@~CO4z`;sG%j!Fa;&bt!~t9hj1lL9lo6`fL+d0<m9>GdO!y$0nt_2
zbwj$kdA*z5<~X@8{2H_vlWU^>l;K?TeiUmAH$GffWE(4isa)l8LoAHV4RY3=g>W(e
zyThmq)J>d@s#S%C{xaa1$}q+>7M*ymSlB+BtxnInL;Dmh`&Kt5`LkN)ezs~^a=r9l
zgR6HzjLAVGg@O}2>XnC^{3D3Bz%f=n_f~ZAwn+UDAXw4cC{5Tll-~d(G{s2bLtDRw
zff<)VBUR5DHt#$qtuCDFGmy@dNJ%LU3`FTWU2t3>`5FE|3a&+7?d41S@xG)8kUA+I
z%c}zI^b74Ws)J=}VbkgopLIa4s(O{0OE!NGCie+C{=5)>3OdUXyK>WlBr_zgu4KoN
zwcnUMyJeYIKp7dHF3JP?X<7!!Pr>KJ6jhzxiu$v61u9A;J#Xk?Mwc*INtW3J<`2wh
z>Nf1%ud-bN@U*~&bF3aCK~(9AU7=lQ75xngU?G5&Qql)F#c&=LIB@|Vi4+nN+9sAY
zsOX86W<!L`zY6p}-952Hv(>M>7BUqmNgtR}E9}QY-D|2)g_N-q>q+jdT763q9TPI@
zWTT5z5qF)?cnjCa&;B6i>z&#H$a8N&`lZ^jsCv?Z%OY!~x$!QBDs?bRiDm75z4Tpq
zZFjFYO(hkRULZ<f3j+otA4O_vSo#DKr#s?+I7a$~ihvbrS)w)o<j?v~5<1Oxb$GAm
z0V7pnI5q@z)_4Km2YCpzJ?4Dx_e87a=cB36c|W-4?c9omE&MCWfE|CMJ83c1se*z=
z7N9ZD<Ob&m!hhnlqMmvJsf@x}flZFT$?KzRAg;FLA2%>7Q>fzOwR@Gl^EWndWA4fl
zapJPw1hD1qutov7UDMGwFd7J_;Aw^6%enyHd<<#vvup@k{HFo4UHR7(_)H$Ah1fEJ
zHb?ckt(RJ!gTnVduUvD<9{(@gUH1Erx;i5!HGY6dVlQq|0JHo{^qW0;k+JEf#b20J
zv|1ubZDa3elEKfCJaJr9+d35>@8fs6J%l%q(z=Hkb&~Gp#i>QcTwh5tS$pTma~@EV
zf*F&8fU2Z530-><!a1%%pX{3UYB1cQ4ow3sv^wVSSvJMRR-S&trJV|j$Jb39ctD*B
zGFh&YdP7L4dgYu=E74v^K}daM6|M4a?nK#OCm1Lw6&`bPCA6fJ3)BH!aAyrbjY$Af
zIY4go*DFbh`+XW@5NA?|$NpT;wcg~|C92spuwum1t<h5ppE~q;e<U*O?82QLB~+7>
z;gzI#lcO+la=7I&yo^>!1anUm{DAJS+4il;649S29tQfUcSzVY@Xr)%_xB@o?&pOx
zDayXIO#fO8*p<Egu(YL5J;Mg1xaV1LAKp;+kA{v6sB}3~b|&JHf!MM_o*iy6)W;E+
zG*c@$UCD($F|G)jv(paykHk9PQf;aoD&I9XyfrjyQfLMPW1k_Daj%l&`2wL!dwPa9
z21;7E>L=4ZpB_v(A@t!*Cmc1b+!SFIvP~l~plKDY6JgN!ElFXjZcVfZU}z-OjQbUc
zv&|j{8Q((#-Lk}^;~9C%j-Pz2zwI@vN-`VE3hTupD|J5L#CtrSX9}!!GIDEaE&=M1
zb27btL?yWS+KYMI$AiQQh61BaQ_$TGb$ro_j*sZ`q9wV;zS1^4zh4$je8YdR*dmdW
z@FxvVM}78zLK>*<RIBz({OTla0dH~goED0o?dV~kwzpJjiUir5h7lM^hiYR&)%}qX
z4Mpm;PxySyg<rH~vRh#t!<7t_0zy}R1_J`GvrRU)@^CY!M;%W0%gHV!G$3}Rd8PsG
zw3>7U^&-t;Y}t}a;H~tk1xZgs8bmU&-(pB0_W+Y>t6Amj0a&Yy!Qc^OCeEpzXv9Bp
z-|dYCr!)He;3+-P0U&e3kd$Rp99_RGZOGT#ujAyvQ!uct!1YE}mZT7*gQy?a6)D7o
z_I=d@;U)`L^n0XY|5`#(DrAuu&xcnIR^~S+&k-8t&~KaJh#Djj0i*ruxdq-nRDlFV
zJ$iX&j}EmWRYdF@&GtB?;>o%~MN2ubuu2fg(}T&+XTH7C{L--5V`(pi-;5ib7F19u
ztWKc{uH2{7jBuZkgd$(VDfpE)`a9u{7}#skr>5r<ZL8mvd3SiG|JX>;J4Z{|w{>i2
zy;sYi>j&DzQtMsI!##^;NRCV+eX!;vGlE&FFgb7}+s81D9>WTXNPzW70F+2=kvob9
zvy?#D^@&XJt>7=vs9*&9)}TQJ3F3@Op{HzGh`FnAN?WGyMPW0wPDCb~%?DhFcv3vm
zlo=hzC?KCqO1_rtozlfHm+w02swU=q8wV16L5#q)Pv-#qGT_pP!fGUXi!y$fcmWZn
zY2efe_(g4hGwz#PW3Hl&e5IhcqM($q_O4^l4A7GxwT6l4T)8YIa3aY1N^z2_7^Km`
z_8CkEE8UG!>}ZB`tB-e{sSxjo@8f@PEV&t1B6bF8i6evXT@BX!sG+0~JCTKYG?Tol
z>**L!c}!xHAERVq2Knp~h5g=ETeYVg@)i{hEIJk*XFyXnmjTBgqOK*a28cxodkw;C
z@+4upLm>J3!`RNyz$s~D*dE`VIZdn0d%dj9S8PZYg?U+HRifC}vQslqBX|Cg2I4FS
z<OSC(=6-{Dd<}$&MwTH4D=QlACrj;iOZcU63aSssZ`@y^Qx1!vw+%yxwO^nD%A{FK
zQYNLIfZvcSjZ$<Yvajeb*E+TFBeKv3qmjbzF1O#tPQc5W4Ki{Gid?!Fdb5M6Ppnkb
z7hFlwTqdttIFEDz=ro(e=ZXc46&-W6ZiVUs(7EHQGpxEV%d;@w0M|CWkYi>hi6PI9
zIeZ!%T!z07uBxPv!PoawzYoY$jx)j^8)~uvSrA0l+$npqzK)ntJnQ%0$NvHqo@1T=
z29=+G4)Z0@wI>OfRH-P!8<Wf`dBY2NR~q;w?mmn2h#1m<mA|E+%Uzz{RVD+{1tdFK
zBUx9C1DEBb$h!qQM#FuZa#v)Pw@%nup3T<=&YU;w<*1S<7^Z`^9-I$-{iayQgv1H}
zl*7s~pt<}B6a}?clrE7(Yg?2rUJWzV2VR}Y!HcRSc4i)g^k1A0;t(Cf8NovIh-n^@
zdqNlb5Uv~eu3oCe9_(a@Da~8aRbG+$AD|U;0tNquU{2!xnG9+U)A@=H;ff%1PK@*L
zio3a3Iib1@1QwLk&`?s8bnF>QQUZktWdaQdASts>4HPB`OL2xGe#eW-)70D6GcU0W
zdl?<}2eX}b!jt32;@(Tdyvr`GD{26jb!Mc~u=5Qa$Sntg1%+mT?ypyxL5YQskGNse
z@D3W+c3;80%GKiGwhAiGcVVkW7gKURt!nDyL3PRMpTi3Y*4(Qmaqq2GJyrFa^?+j0
z&Ps5{@FNkV0a@>xCPZj~S;x@(`f;8b7QQg~21GyUs<QEqnr9yrj;i(@*z_F{pWd-o
zMkFTlmhNR$`(_USS+V0wT<;?nR$a}DnNorNPSWyy+nTIH$9P}ivXTM;H7_zqV6+p}
zUM^^YC3U_iwPa>ySm9Xn?4>na!W1aFbW?J|&LX;tgh?)G&D9$eVYPp*ye=j81&Y53
ztOy|ak&Go!WIJ>fg5xF<fg3A<<Mn_&;MV%Ix7B~auu28(m{lIM?9TPMQ5)H?Lhi54
zfIN!#kI@$;0&T_mRa8_$Msj)R9U;P84+gA|<)5ej?b6jS_4fZj5lnMaBh<rmz@LWp
zNb|+D)~zUmB|<gu9*isuWdL|U?t@C>8180GeHS7<V9E}9F!eR`7b$<#7pb1hx2u@3
zR%!f_I7Q5@(JDD2eCjSw6zCB>Rr9ZG;tqkm$W&a(%XH#_6R{p^8)y1i`PA5u_7>CZ
z2oe(H1`J(Rp)m1Vc&ILGFKA5NS*an9U1+WlXS#Y{{pMU`b5+m-OkaT`@FvD;n@LY-
zU54Y0&1Mg>&e&i-qIyqtQF|(Ew}js21O>NPQ=XcI(>3%QOXQ8rg96QO77}Co>9yoz
zI{!hCr2ExbqX?8e9&tnsX_-3xgEJAdkf17RsW#6RySvKwi_#`ci~R1CBhJdFon7wp
z`?O~JVkD<tRhIKF92X~(kpgfe7J~;t?T<1N*xSjkplr!kA<N8fyirX*CoCkm^_}gk
ze8vjs^7MIsiIWV-5DmRQxMjBsGHZ!`lwUPK;^6k8;$u1OQPTZ`L}B9)phXY>Eh@DE
z?o1g^HE`Rx>Bs3F=xz&*mCViT_X94`ymA3A+4Z~_!R<Hyq+ePlh!xIQFCusCWyP;C
z?f~|(vYwQDckkt2RW25!wqHQnF4;lL+V|FU6$8E6lD|w?A(Q67#NwA_NkLPiDv60I
z7rd{YUfdjv7Uu9qq*7$UKSIOm5s&vu!$-=N0d*0=-bHU*ziGoIYie+G5GFl*w^)o}
z)la6oHUXmLZUa;|fSkl&d#BN{-;QOIV66z~k9G#y?(0mT!`(OV<U)*Ty&)j0M{4Aq
zIos7=Fv+IPb7Q~r&VaR@;RMM=5ctVr3<A<1)F|p;Iup4-!?oxI+%`-YYzuRg5S18m
z-=X264jQE1CSnLZYohuq*X-U4SHO5Z94@-Kn4f~I>-&HEIs;(C28iGQ*vL>4Pt3Ur
zw|=}HS1-L_l}PJMZ}8b}z;Nl{qc&2KVGfwHNrO=v#$73`(E$9el_Tx>BtXLD9^g5j
zbmh2=Ke7Cg{GnTIld`d@X+{B!;+@hRA>fbD(h{_-1uTFw3;0n}m7AN?K!)?Lrj35x
z74>%Qrl3;?sL9cKcI$Uv$z8jpp4<BrJGA=`&aEzy<ob_{t+m^mO#;f??|#{-+8XX(
zJ^!|2=<fNXAvdbbD`zxRPqbtifLFojWLpUKo*5iB=JS^^8^6*on4YjZ38`2CQc0<S
z*6ukcNi%jOoU4G2133ae`c{95rB*4JjG~o|nTfaN`c04KC)|2yW73*J?3X;_FV7k8
zO;`(R6b)qyoU2FgxZT@O&(wbI7rj5)w9wgbn<wkq-I}DO;rLtJ2S-aqx|OpcC0Z;n
zM5pfS$rV#1KD?Hx$T*@NY=!IKsdAFC!^*PuLz}N&8egkb=y}}@ZEGpDk`X9M9oTm)
z#IgWqV08gh^&!rAqTk^A{1__kjPjO?psvteqLdZSl`%3yf0s91+}A(Z-K^X}bdgO_
z*6dKx$Yl=pVm3EYtxhE)c`40&<pJ)Q>&ae?>NYS7|9>=Lqoq0p>81_V^nQhHU-Tv9
zmmY`*lpmbs?L|GbDts|{BE)vJe<Vp(*zqkr^IU8hNd|xZim{HZ^kakL#r-wV<kfRN
zlIi9Yh`kY6{j;-5T!+lTP`^p{<kF0^{kFA~#9J)StPaJEov-DSYlNY<qeAjcbk7$V
zrCbEvGKH)M{-uMWgG=*3=vaogxPg=wp`Db*S+6V3b(HG&ZDKdOn3&h2u7q`I4hGR#
z$y9hU7J|HPjvZ`nNd){Df9<Sfc#b4oI*NEy`F9#(YVAcxyu2K`e|BEk<}8blN>oUm
zJQ-ji$z{8BNVBty+8>JB2^L7ShQj5^v}t+Ic>Ev0=QUXiZbQ{M6->olgeRNyfnh;q
zO@6yYX04I+U<~T^S8DzO%dXVbYwT<ZnTf^fS62Eu!+5rnk46oy-qY(P%UAQ$4szEw
zHGCk9$Vu}BQWg-SkN;LI>S->SxSJ&=B(JJbof{fqc}s4T36WKgjlx-RU$S84X}*gS
z_fCE1&)WLYb1b0y;&b$&sXf9*bA15T`myu#KH~xMmj}@}7w8MINTn2#+9g4;%S|~D
zXa(N>*rHt@%q}FPrDx<4mc(nAw=`H>45ki`HTfZROP+n|NaQiZ;D^ft75$2R+zeZ{
z!7R;#0TXqZT6N5PWB!|CG<{O?r}W9EaJ{wc@L_Du2iwY>w%Oma_^rf4Vf?(Q2&Z4T
z<9VZ^w?U0&<vJJX^MZzuipH#O%?g<GZ_UKpOSZ&BL~y+ue$@Wl2++Z%Q?4@he6J;O
zfWGCjB<ZSa@9g+c{Z!L?`qIa+;`7RS6@Qi&vNPW5jB?x>;#eld-KLyHfA+4BD)p%X
z3+@D8!2(c+vMkjVDmtCJfb$qG*z8RV^gbc)kt#nuLry&KvoVRR6eiD6%M3WMY1*5P
zTIz#G1sp8ik(Za($KbqYXry;W%)u%o&-G*lDoTzIljo#dvxy}BcB~OUIKD=vc02#Z
z(_$WiPH``r^=fSV!Qx@LyZM2;@wJ!ejhT`gjp^hP<Ln+xGbv{yOrq)j`sZ#)jHZZx
zcxDkU?c(e#{CCfI_^uDohjQQF@}F!BOO_ORW<dWSrcC#iTz_Y}6ahAKCr0V`>8a2w
z+}m;8rmF`UQx>=Q_oX$z&L>7kDU&EtY;ADy;NHIEjEqulogz+lcKKqxa@{mhhe#~0
zNQbAjt<7$*NXK@#3@eX{<EK#QVw>qEn&i)o;)&apl2o?bO*bBwl6z&jm<Eg*P%ZnS
z2If4uI<G`4v~Nb7a$)=XLHzqq-v<;q7y8i8A@DHykC9_O`i#V}o0nRX=OyPwL|Q+R
zhjt$xS%3}0&FAzjOUBdOT3N)~JNE1C`?4FkTS`A#J;3ArT|U#-NN;ZQ`zmks%l6AW
zoMRv5LWM%If3yUj0s<yrO1zh1u%@Y5nTC6(i4&abAcwkk?j)Q{QMco!m3U$rPj1^c
zD*J#cdV1*6G09!hQ0m<9@3rr#VhB}|cHT+JoAdHqVncbVg}Zylugu%m8K8${4psW8
zJaQ*1rsw&6u6N^)T2Hei1-iybNbikOtei<$^<kfxmH;e3Gb1I|;NFK|m~K@7(gCwm
zB3WeJKpFe>_vaBiRgCDDZdt=YSFjOkd^x8#pV0SBc0hY>gPaGXrAtMyz*WRSmf)KX
zzdF#{@0xmrLRD3e(~y1N?Os^vNySy|675Qmnbgy4$f@FAID)VAj_O{JHAN53uYgBN
zJu_Xt=f}lzT7f!+YFnYypr*S%ClawXT9uy={<XnAYpc0FojtiVE27+`cv>M4$_*nK
z+DQwQYMy&PcIYr0orgkN-9|~K^bb_A#5?>ZH{i=P0UgiQJYE<J)g3}*n&temnT$v1
zdPc9~Qs|)?59y4!a~-uhDKhm^UBpjZ0#_m(jc&mpGt<0$J8Kqg>9q7hn>Zj->Gb4z
zwT6K~Dnatrt?3d;?t6Vn6`~>p^(3G4B;usIq}Qr8w%%h!JiIZn(AQIt>b;luF$#M<
zMflRX)Sor|kE1<%`PI<-qSUN@%d|O5ZcdBx5VcjE$p~pGB|%xgQe1GMB2{gInMN4X
z@0IsZPvcGe$Cn}<7_N-_n7c1(Nj9Qm*>s8E@}aR2Xmn<n$}CcY6geaNUH)%yP|O6r
zjakUIM7_dFf?IeaGtYekdd@DB?Ii9i%vNW~*CoHdIJpWQu%;%0+xXfwE81~*e!d|p
zCnv{4rdx-r*qWmdsh1;lk(tZ*JH-gFY~@6xpU_Sd*cktD6C{ozpLR`s?#@sb0gcjW
zEup53<~XC>pE+`pJe~-NR~~$F`U5=$d#>j+vPj=~AtWoAUPH&v4y$2y{J^D#4rOlS
zZ*Am%^8%f=Qk6Unc}^HOrw+$zDk@U=Sne^Ce6<Yd_47{eb(`X={RkAY{7t^e&_$qf
z4(ia``^sh+h66F<{_r^@<(Hzm!%*sgiDrpYgJCXQA}G~!FG%10=G#$ai)<avsoHk1
z<DkixFp9bxg=lMSt*bW8Eb8^x<<6h{dTVEHgQmP8f8c<$i6K_sfMol>ZZ)}24m@|H
zBUZc2NWA!d-&l=Z&xmG!zB)1h=X|Q45c9#drY5hCFtj3T$N+UGE-Aqnw0IGJ5lLAQ
zAS*I`^oPm$$L=XF-ViY06c*Or#RZ}~4x0~GtLEuNCV;^ORti`x6L9y&Tr^?35!a7D
ziH0MzAGEN^c7rP2@KPDA@gNDsA)Mh`|3U|_`s{Hn1@ZY=0R|Zo9(`aa_h5nMZ5mdo
zXJ8Qfka?VR9>6ZU@md$S!08Ddsar}kteH8p3{FyiSO0L6@7NejIQnK`e{MVUKfahB
zFza7;%p?Z=3)2(0w5pwOGCC#CG>477G5{5t0@zjjds9>a_i<g(kYDld(8Fr;?z7xg
zfrVc;@0Ao;aeOIn=jzz>*;Q6kLj?Hwu}heK`-5x$W=_F6Q_u7N7cS(x`~yyWbH%~E
zx0u&`{-MJD104T)EdRC!00Mr%eYk$~JyZI#Gr+2^fy6#(v4Cap0y*Tr->yr7>doJ8
z_effef4`1M1e3pC0VI*Izh5ZO4)yoDKYEsbzx}`QwINt6Szwjdn#t_%-vvHfbDQ!$
zK0ZThA3xsk@}f}tFUR0N7x3SFhQO=IB*)8hWemPK)_K*V5(rI%y?XUiZ)Kth1GI2o
z{I4hYUu*x*(jL7qx^?^ZAiyK2&q`1TctL$E_Tbqm71zZa-M#cCU;Pc?|GOvgUk{0o
zM(BUE)}Oeg|MdjE0Y2E@umAaTacK`A9(x_n%MyEo$WCb&>+({ZKK)GAIV(E)JZ!5=
zj7h{cAywEWdwtzmUO}Nqr&yOXKRhuh>Bo9)`*o+r7ssW-wgXRRI}){?J^QdUP?$6I
z?X}(U0U<i-^?l#%f+B4YHYSPKkNm=7Hw?kp@w#KlS$kO^T;bxycsvHCuy60p#2Mm*
zEIJZ20d;v0;b3^Y;uHwPw2!)v_P2=ZPVj{`=2I;M-7=#>xzIC(3NcJnl$4tLo3n#C
zPiSM<WKBTA?tDa={Y0bwqt_R72up*dGnGJhU<pih*K>8fXFeS~A4|ufqR|%1!oa{_
z0mB&u9uo}e-MP$X^IS%ePFWLyL|6>7I8-%FROk8gj|A^6*y-J9<$!?ZE4&7|cQU;n
zu8h@axw}^rMu$Giox;L)vB1bNK61N2M&W;b<}wycxla{$o4bbDFQ1jk^52XAE<GO}
zv7c?*n;oW>DP_YVm7ABh^cl_9A3{N0(n4#*!@;4jxVRV@6{XdcDpKkIcFq980aFqW
zzb0f^V2TPjAC;C8+89B1#{ei-JvRfteRcIc?u<g0)gUi&+$`f<#%g67s}?$m7uzQm
zXmw$rylKY(f9v7aT-ORt2sn38GqY@0H#aPB>ONbbui(Eg+HY=d3fuJkh2I&kbMt6r
z(5tQWI$0?$Z|<A?5?bmaz<8mvRn$%MOL}7}D*oo9aO=(A?W?PKIKe<_v2o{6k(3r@
zMlrh~mFuGR6|rq9>r+TvKvlpup>7tofV~$@gdxKr`C2fTkOxExsFQ<YLi%EVzF|4#
za4b5IcxWoU`SZ4weU_M0rpM8l;kYPqQ^9zrXxqUeea6e+3{{)8Qn9nM>j(F(p@=5f
z1}`gbH7ihDf$#MMo@lLi3iZ(YAFd!N&R$^VJV#9}6bN6|7E2X)@$ic&@nARvJUa$V
zb0F~~1gN7tn{mT9AnQs4PwY3QTPXlYN|+x4Lbz3oGO)<huCA`*ePSa=n`r)_XCF{E
zw;I64T4oYk1P;B(nFh}lv-46v!9J!oGc%*Qb?X+DWp}#Ik7IN)zn3z~*%KE?Y$ABk
zU%zhnHY=;g(e>sQ%ml8)U`JHXl&Twn&0Q@8QQZ*CZNA&W$cR%~8Y?kz@9<>QDyzmx
zERYRo1Ju?ud96)EN4!p#JUQCx89Gkn*5MvOIHbW20YXtfeDsLABbndS8OSvJK)24A
zH4{k-jIZj7j@nNXi~~!^YCZ+FZl(E?FCxQ6TI=|7)Rn{Lp3cs@SH)d(35}%P`O?Zt
zNFo2GZ`kE0&j+efLeFh|vi`xv!-K|RgX!pkgv>$zyu?ma+RK+OpUwO#(HFws08r_7
z=_)~Gcib(GfPBHX(6U8y?cR5$@;h1nKxJ=362y4O9T*Vk>Gmat(#lw4iC_sE8l6s-
zt9oRr;*?EHOezmmT0S~r>xYi*hRZw**^b+@G9-5v``hY?Ku<?%9{0<xyh*pCX<L@j
zS1oX*X87_|!sN3k@is2KvUI}u{?>f560Y%@xB{81`DQeezP|p@<)_{ksuCv7(a?B!
z=^YKZ^+@NxdUYBGCJXOuKqj4+2Dt3>5$%SsHWsf6JE?R<EVTOc+78Ca%ggI1wtdA@
z21GsDOE9?&?HdX`nbM_=Z@N3Z0)fL)g0V7erWy{M|4@CF6j$`rqO36>vS|AS32e#z
zWIbM6>ETB_IbJUAKb_S~7UU!(mz8}=HolfQa|+yWKak!jZ4{8NdogLSv9aNMOc*YG
z9>*0~>9^|`-ts7#MRKVAt-0FsF1d_$q;`X+gO?YYA2{qC9Xbx1S}CE+;Hk>V5|649
z*SexrHG{8tpNU6~oqmF;wlSa8cx5+OZi?&Ba%jfotE8CC(s}S5ne*M#F3^w@!}$w6
znt3?q^i|;SB#wL#gdyfe<DEw<AKIA{dGuuLy7l6b$c3vHTIy21s`%|JSI)D^y8vvL
zHNTvE9rz|#pPrWw+WmlFNolt7+~jyVa|(vzgMi19HjkpHQDB9D@3wU@be*TX@$2fY
z061Q#$Qo7lZL3V59|ys9Dbq^fToYc15C}NdxY7qZ4oK{eU*194*~*<)JZQIICyV)6
z2J#H51UI*hE~6tU|Gf$w|Mt_xs&EHB?S>@E&)4MTLi!nW9A$=&oihL$8=!i0&Y??8
z1lk<i;@FUUV=2@3Al)y!1-rcB_K)ymH9QRq!gt|kkKPnMv{HN4^+#yt3qTY**^|8-
zkIyf;ZBjp40}ro+zXSk#U4vb~Vusg5FL3TkgG7{>q+jdLSzBtYjo0-TG22_lHiD3z
z>cWK~@DS}#zfKJc-pTp_j9D?T;R{W>6IB<gyUyFuRfwWlpG05%RAV=M@2;cgWD8lb
zZ53trr2<d3s=Iz)LMVoodk2g4@KOBD6-A<H*Vc!P++u22%7~7FmOYuJzkmNW+fC`{
zvb@sxg51Hmyt-N#@AdfccX2lJkeo9!6zSMz*x~m2H(EnvR^W*b$CC_Fhorha5OVq!
zP9v0(S~{t&S*BUr#*aEOiwUE=ch{))SE^iJu^vCq!l~gN1@D8!{L*7t*WXV)QD+6u
zI?cJEPhW_1y`6F`0_VRK<3S|pQ1DzlJKS9+3Xq_5qi%P?uXOb6+;r@|V;wNpiShB~
z*l@p;C<ov|>8{6ExUI6hj%AVL78TV6#tum?jX^k6H9K{l?*m(*&w%^<@FKPWS#uf_
zEuSR=BUx<xjuYzGvZiZ3&Bgab6VTc$J*I&pQ4;mQ65a#EI968qeEyPIA(MSx7LW$t
z;yAYpB%+o+y=HawO4j&!mngV@x69r{2#BQ8hzc=IN$g_1vOZT;m4+y<XU321tYGlp
zBj|KLl9kZ`<VL{|)5`Lg&hz56jOYcd)8Wp_(D|hgAFcujMN_>^9d(#9TX@0-d&yfV
zR`s+k=KB0<*+F7Z5QK;52yn5qu^nuY&q>eIX5p4+8tWEzo`^r4IsnyL+uuE|KR!pZ
za&{XPh%%OR&8N51IJp|nEdLaw+N(8hi`ADq9e<}iy`mW?tE{eG?*5u9c2&x|LWgTm
zduaLBr&EXR@}2EPlp0w96od5fT=f;s`?JZ0NN~8_EKPjQ(LED5>uXsjVAR%mp4VXL
zSwen~J_v<NaU8XfUBSBI;Szmw3Wm<}mug?{cMIIfo13oQk`KF;_bg@q!abfRt9A3N
z$nD-NS+q(=Tsi8*KslMOMwjiwgTi(SyO6wan{Q2#RJ<G<9GOC#wtVkXZ-|0w@g5bM
z+ly}cc6)4njYoiuuIbb=aP(zLtRvoXCB4Y|6?nAKHl*X~%^{TY{l4q(Hw_KbUY&A;
zI?LJ=h)pj{{tMJwtqh$#Zsts*g&h}=J6(0OyL~HQ&Me&papR&<+wVD%PA?+c?A)V8
zZmPKi9=+9)T}B7~1F2BE6#qd>(ZqchOLDkEue@fhIzWt)wQFwn_I%plR;xyiEq~Np
zVq~1pV<pdA3_i<R0j>KWteuAlOF13lM(PmE>7=v+hPSj)aoEI<cd)zZf#!NC0O{4$
zNK?T&lb#(d?ZlzzC%uU5QD<j<w~&|I64yD@nT;g<+I|;^2GUwJe9)*a<qV=424je;
zjbd%LS9KCFgPo4DY1sqf{z&iG(6h7#VS=hR72IBsty+MamTLR~+*1JamL<{G9c#bL
z!cIvg7G|siFVe8hKJSAO0BJy)jC%q)*X8m?LJA*%goY7MAYA`4JrmQ?s^fkWyK>Sq
zo%E>4WO_mLvWkwo(6=^bNGdxa2qh%ssq&6}%V(}rTNbrHmsUFKMv{~R&d)4D=Aan3
zm|qVZihfDv-xEMXRRynw{yteX=VSV?EpBP4qxpbr^#z~Cb<4t|vuyqv%gq+(q(uOx
z)sD2x_kZyoZ&?A4?7lg}o0KWLAD!A_Vp$e<B?;&AWI{H8S{%9qWB8pOeXq{9OQlvb
zN1?9rb<n&3jwkO!d7Xe&<na}FP751YbH35#(JBJSLyutc-bD1)xmg{GYH8#-;hL8n
z7=6IGEKOIGM^~v1PF4x-D?}wZ<!q;fipS3nF1u-2w|6QCFpv+In>tZ2e*N}M<i*$1
z#jZeFQf1I`YuD_;a%YK#+q8LzGzV?Dc#23JPQ~|P?Zn%gkGA{OWf#F8ohr+&k`Q)F
zn<h%jv_UE`F?{%%vewi=wz6e<LD7oITou~rfk2z#+_PnpeLk_=S;IL|cyxyKp-u?p
z^`yz%<61=XAK#gI(gcfu^jspN5AghktUic43D)gTUYn1dTl+>I3&WQpON=5&hMK@E
zMAzN<mQ6N53jGQzz&AJEYE;1Y$5lq|m+%-ON<1)9LsDnUt}(g=9{^vw3IU9L4@uu=
zp*N@0OvU+zK;&ipK5s-(OE>0c%7Q_6T~Q=?u9bO_<K?R!8757>i)(?zhMECk8JP*7
ze4f&1NtuztyEz$3TlC^vIN$Q6$vTz9=UUO<{gXe;=FPcvfx*jn<T(~BSItG^4nNTK
z0yj#($^)dBoo35L$-)KAe_YgXzD+m4Wnds-KO*4eNfBlOBk16#zr1D(ur?kUt@kL_
z`RfNW-G``imSMC;J@o8C=(*uiL#xsS!B#(&cO~F+AI7s;y;t{e#FOEJ6R~(%l?MaN
zvS~qul;=`V{Ivl_ox5G5tWJ?chPvg?=&MYOu~CI7&-t!gotsYE7r!1ao6=(KLPjC)
z2b5_4ypB!-U+wR=|BsUftn4>#w47{VoKP8CE<l8^O12EF;O674`5xqf7=THTAOJr!
zAMhu@UvVNno4?&A#6Un)hj~RwSJDE4;C=PKKf?&<>fkd{Y8o1E4G{K){LOn0>+0&P
z#sjw(G`muSo`CuF9?C@Ukx9}lBal$JO~WFg-QM1Qu+hfWQ`>V|#m&`K7(688Ht1i5
zOpt~PfbZ)Ad%nbC$;$Aa69Uu{3PHRQxW_~aD9Y;Qm~?<|H#Ie7+m{=W>A$I%ao=S+
zx-E5feeSq(bB}-@#{anPRGrCq?OGw&TsDh+@K)A9fHU}5$<+!+S>Uy|y5^(~-^T(S
zH1{6q-2z|25*0PIR@4<<VW9CAH6jFl0w?7c_DxbH@Bw91OpFfjhY2f495*j-7u72!
zN=iyy%{;Jx#+NQ#n)g3Z=5NYH5s%k^uY@2^6BHCQ`1~@$Bw*hH27FzETIWwix~0B9
zwscDk;D@UX>NHHkziNg}ig^tY&*GYvii)dUXO(z9+8BZJJajK`D-}4uP~fbtl=oJ=
z_-0maLtbfI?_PPrBJI0fVfi(6m>FanHn+A!fYj#YaX0WI@3VnEZjh^OyQe%Wbnl+9
z`HyHJs(Z)1_k8JE{7LT5^QGz5C<2-vwXoGAI}CgmcW}aOf!m_HzGY9+pX4cEVq<fX
zwgM5nFNhctQ&I}`Onh2T?h9>IbAI&cR~6H*dK?u{4-!htB39k$HnWdJ<ghmVc{Z!#
zb*VD2dJh~mf1`7R9}u5`kjU!bFR39?5yE1=dvLMKp^6#XIVqJ4!iM40i2asRv;`m^
zxU(`>(+LAPjY`WH(CD=mJ@1JhQl*vIdtT|l@zeH$ekNlMaP)=_Q+N5zLJBQ+7D3!x
z<F~sS<!cNsU__$Mf`*D`v*=_!Tr-RS0=y*<qz|e5Dm6qd@dxfl>C~MVf$YRf{z><G
z5Z@GlfKqpI;BKgFM%|h_fGQ|Rrg%)Y1V<fsRoe}B`^NN(IF64Tz$(i@?`u#LKrwIu
z)~>rLJ!o`QQVk=6*+G@<_TlatG5{EiT@se7D=A6LG#k{|W)Q@CdwV;&yPGFZh@*C-
zpp21F5B`6xH<+~pzV1oG$pOAJC5P^gS~Ynl2*qnQJxr*y#7~UKPbmkiKCo%z0H5Zg
zd16hvD{Bt^e6A1GmR(FNKu1*_OokG%9jFKZC5(A++1YL2Ay`uGg62lZM9AOkJps0;
z<Lp9oM1;8A#IJs!Ecfj|8VKA8tx5vVCE#e|iQP~ESG7AA2%SrD;GiaNOMw6GEdBQ~
zdUO0rNl&+@5Wx==Zso_J)|wAXX7RvrMSz`afpc_ym8wJlNrFD$xq`6XPw|*LHN}?d
zAuww#4R6g!D<zW;yg=WnFvjfxE%id+f7OHRLFs5-9@R1M;s-!d8Q_v%@{tV4D<g`=
zffgXvH|~IdHzXUCTx-+<y0N_P0>R2dl+OOi`%T85ob00PhD!8FRYX#53*>#C?JH$@
zPgC-mHXDINThs5|bF{R>0F^zuM24-w1_s%VkRP!u#lZL^{zQ?CF8t0%(u>}d4g7=j
vlDhCeODq0u6Tuh!-$>#9KTkMsiV@lHSS>_`j~=N-5~3)t_PFff^N{}!q^DBI

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_classification.json b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_classification.json
new file mode 100644
index 0000000..f83413e
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Red Admiral Butterfly",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "very_broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "moderate",
+    "peak_alignment": "central",
+    "traits": [
+      "summer_peak",
+      "very_broad_season",
+      "moderate_seasonal_window",
+      "moderate_post_peak_decline",
+      "moderate_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "season_start_month": 2.855,
+    "season_end_month": 11.63,
+    "forcing_peak_month": 7.62,
+    "season_width_months": 8.775,
+    "season_midpoint_month": 7.2425,
+    "season_start_label": "March",
+    "season_end_label": "December",
+    "forcing_peak_label": "August"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.76,
+    "DECAY": 1.809,
+    "OOS_DECAY": 3.538,
+    "POST_PEAK_DECAY": 2.807,
+    "POST_PEAK_SHARPNESS": 4.59,
+    "SEASON_START": 2.855,
+    "SEASON_END": 11.63,
+    "SHARPNESS": 7.073,
+    "FORCING_PEAK": 7.62
+  },
+  "fit": {
+    "score": 0.076
+  },
+  "warnings": [],
+  "summary": "Red Admiral Butterfly is classified as extended summer seasonal presence. The fitted seasonal window runs from about March to December, with a summer peak around August. The season is very_broad, with a moderate active window, moderate post-peak decline, and moderate off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_consensus.json b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_consensus.json
new file mode 100644
index 0000000..f231307
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.76",
+  "DECAY": "1.809",
+  "OOS_DECAY": "3.538",
+  "POST_PEAK_DECAY": "2.807",
+  "POST_PEAK_SHARPNESS": "4.59",
+  "SEASON_START": "2.855",
+  "SEASON_END": "11.63",
+  "SHARPNESS": "7.073",
+  "FORCING_PEAK": "7.62",
+  "SCORE": "0.076",
+  "SPECIES": "Red Admiral Butterfly"
+}
diff --git a/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_observed.csv b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_observed.csv
new file mode 100644
index 0000000..5877cbf
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,1
+4,3
+5,1
+6,3
+7,7
+8,3
+9,4
+10,4
+11,2
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_parameters.csv b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_parameters.csv
new file mode 100644
index 0000000..afaf165
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 13:29:15,red_admiral_butterfly_observed.csv,3.398,0.6,5.166,1.054,3.067,3.37,11.55,14.105,6.02,0.1350686687054727584233976930,
+2026-05-21 13:29:15,red_admiral_butterfly_observed.csv,2.531,2.079,1.032,3.211,3.398,3.5,10.49,5.051,6.55,0.1510051953475639451197383927,
+2026-05-21 13:29:15,red_admiral_butterfly_observed.csv,2.183,1.295,1.219,6.241,3.672,3.74,11.22,13.41,5.67,0.2809896447719309695805236523,
+2026-05-21 13:29:16,red_admiral_butterfly_observed.csv,3.178,0.535,3.485,0.153,5.371,2.66,11.65,4.742,6.67,0.05997777137336024127139387872,
+2026-05-21 13:29:16,red_admiral_butterfly_observed.csv,1.058,1.025,5.729,3.357,9.974,3.64,10.31,12.936,8.26,0.1304946541263541948697823788,
+2026-05-21 13:29:16,red_admiral_butterfly_observed.csv,2.793,2.586,2.756,5.34,7.997,3.82,11.03,3.321,7.66,0.1142167092422511566180576455,
+2026-05-21 13:29:17,red_admiral_butterfly_observed.csv,3.332,1.88,6.204,5.92,1.971,2.61,10.79,11.607,8.24,0.08012987561268832834816993201,
+2026-05-21 13:29:17,red_admiral_butterfly_observed.csv,2.121,0.712,2.293,4.64,7.73,2.93,10.54,3.013,7.37,0.1144589869653865158413283486,
+2026-05-21 13:29:17,red_admiral_butterfly_observed.csv,1.335,2.046,6.774,3.242,9.965,3.36,11.03,1.073,7.29,0.08397073613765197052827487244,
+2026-05-21 13:29:17,red_admiral_butterfly_observed.csv,3.817,1.353,3.649,1.614,4.014,3.44,11.18,1.837,6.67,0.1150777400514374380033229214,
+2026-05-21 13:29:18,red_admiral_butterfly_observed.csv,2.185,1.281,6.936,7.217,6.247,3.54,11.47,5.881,7.72,0.1163011051122280205114676085,
+2026-05-21 13:29:18,red_admiral_butterfly_observed.csv,2.661,2.473,6.273,4.898,7.191,2.8,11.75,1.22,5.99,0.2030186121124704766242346937,
+2026-05-21 13:29:18,red_admiral_butterfly_observed.csv,3.888,2.887,4.646,5.01,7.572,2.54,11.23,2.024,7.8,0.09049921120623691318154206821,
+2026-05-21 13:29:19,red_admiral_butterfly_observed.csv,4.535,1.304,3.595,4.295,2.399,2.4,11.4,1.118,8.34,0.07834419329472967039266061980,
+2026-05-21 13:29:19,red_admiral_butterfly_observed.csv,1.454,2.542,4.559,3.66,6.052,3.01,10.66,1.527,5.68,0.2546534449761547265709823129,
+2026-05-21 13:29:19,red_admiral_butterfly_observed.csv,2.663,1.675,2.669,5.839,4.415,2.99,11.18,3.995,7.79,0.08942927926863089257550635393,
+2026-05-21 13:29:19,red_admiral_butterfly_observed.csv,3.524,1.115,5.044,1.034,1.291,2.0,11.21,14.625,5.98,0.1898089426195133304088821211,
+2026-05-21 13:29:20,red_admiral_butterfly_observed.csv,1.051,0.525,2.405,5.766,9.446,2.51,10.68,11.028,6.21,0.2093162040217527615298841345,
+2026-05-21 13:29:20,red_admiral_butterfly_observed.csv,4.636,2.074,7.101,4.13,6.741,2.05,10.72,14.621,5.58,0.3014061567714605793862221932,
+2026-05-21 13:29:20,red_admiral_butterfly_observed.csv,1.876,1.084,7.633,4.754,7.298,3.45,10.32,1.099,8.13,0.1121477535261712784682931595,
+2026-05-21 13:29:21,red_admiral_butterfly_observed.csv,1.726,2.468,4.438,3.434,5.457,2.92,11.57,5.506,7.77,0.05985203706887298731538210119,
+2026-05-21 13:29:21,red_admiral_butterfly_observed.csv,3.501,2.34,2.481,6.667,2.986,3.82,11.71,6.061,6.99,0.1606002923169252796325686395,
+2026-05-21 13:29:21,red_admiral_butterfly_observed.csv,4.258,1.885,3.056,0.602,3.217,2.61,10.03,14.858,7.09,0.1078487348596287516427894176,
+2026-05-21 13:29:21,red_admiral_butterfly_observed.csv,1.536,2.271,1.392,1.629,9.816,2.95,10.01,9.941,7.94,0.1158670270480946357707642472,
+2026-05-21 13:29:22,red_admiral_butterfly_observed.csv,4.274,1.761,1.395,1.788,6.61,2.11,11.83,7.047,6.36,0.1502489273920182439223010215,
+2026-05-21 13:29:22,red_admiral_butterfly_observed.csv,3.651,1.614,4.937,2.909,1.127,2.02,10.03,3.294,5.72,0.2768196905539349397904880405,
+2026-05-21 13:29:22,red_admiral_butterfly_observed.csv,2.054,0.798,6.53,3.3,2.842,3.36,11.7,1.398,6.05,0.1574961992995187864835352229,
+2026-05-21 13:29:22,red_admiral_butterfly_observed.csv,2.581,2.721,4.792,7.215,7.43,2.16,11.17,14.031,7.62,0.09299877252965383270245487691,
+2026-05-21 13:29:23,red_admiral_butterfly_observed.csv,3.063,1.511,5.686,5.331,7.25,3.84,10.94,13.386,7.16,0.1222174452099130623612616667,
+2026-05-21 13:29:23,red_admiral_butterfly_observed.csv,2.496,0.766,1.86,2.072,3.483,3.46,11.94,11.315,7.43,0.07708419836973819569051998290,
+2026-05-21 13:29:23,red_admiral_butterfly_observed.csv,2.43,0.848,2.988,2.461,4.484,2.06,10.5,11.309,7.75,0.08452803363545959909251762107,
+2026-05-21 13:29:24,red_admiral_butterfly_observed.csv,3.02,1.032,4.26,6.261,9.136,2.22,10.49,2.148,5.65,0.3186542160598183576618285986,
+2026-05-21 13:29:24,red_admiral_butterfly_observed.csv,4.287,0.926,2.737,5.639,7.442,3.04,10.23,3.542,7.64,0.1411652437464944829625924567,
+2026-05-21 13:29:24,red_admiral_butterfly_observed.csv,1.867,0.934,3.233,1.03,3.822,3.18,11.9,1.406,8.44,0.09209119994739309438932397958,
+2026-05-21 13:29:24,red_admiral_butterfly_observed.csv,4.342,0.59,5.074,5.121,9.714,3.97,11.32,1.199,6.56,0.1437271179215649893457087349,
+2026-05-21 13:29:25,red_admiral_butterfly_observed.csv,3.609,2.909,1.77,4.569,2.085,2.54,11.48,4.761,7.21,0.1036396625743708797350141327,
+2026-05-21 13:29:25,red_admiral_butterfly_observed.csv,4.618,2.863,4.447,1.335,8.489,2.9,11.68,8.737,5.85,0.1780117514694703610400821563,
+2026-05-21 13:29:25,red_admiral_butterfly_observed.csv,1.556,1.883,6.771,3.054,1.8,3.0,11.66,8.325,6.94,0.1114746554574902068249409354,
+2026-05-21 13:29:26,red_admiral_butterfly_observed.csv,1.251,1.066,2.641,0.929,1.462,2.06,11.27,6.459,7.89,0.07293225329269184575670506424,
+2026-05-21 13:29:26,red_admiral_butterfly_observed.csv,2.41,2.705,5.895,1.447,8.601,2.96,11.01,7.22,7.53,0.08402379063574025748148474276,
+2026-05-21 13:29:26,red_admiral_butterfly_observed.csv,1.18,2.496,1.78,3.444,5.263,3.96,10.26,8.954,7.22,0.1233606699994103284289116384,
+2026-05-21 13:29:26,red_admiral_butterfly_observed.csv,2.375,0.852,7.506,3.018,5.853,2.42,10.94,12.399,6.92,0.1003863039462509383292649938,
+2026-05-21 13:29:27,red_admiral_butterfly_observed.csv,3.233,2.26,7.132,5.577,9.895,2.85,11.8,13.646,5.85,0.2667994402751424438966782074,
+2026-05-21 13:29:27,red_admiral_butterfly_observed.csv,1.949,2.469,1.421,3.122,4.848,3.26,10.76,12.222,8.16,0.1216527257129176102394827615,
+2026-05-21 13:29:27,red_admiral_butterfly_observed.csv,2.854,0.674,7.945,3.771,2.375,2.58,10.42,11.925,7.39,0.09694404616422810488802651339,
+2026-05-21 13:29:27,red_admiral_butterfly_observed.csv,3.026,1.363,3.023,6.209,3.552,2.16,10.57,11.38,6.29,0.2476465432342775141416396022,
+2026-05-21 13:29:28,red_admiral_butterfly_observed.csv,1.354,1.844,6.685,6.325,5.001,2.34,10.85,6.221,5.57,0.3067313914400674768990971609,
+2026-05-21 13:29:28,red_admiral_butterfly_observed.csv,1.932,2.513,3.312,5.863,5.705,3.64,10.8,4.848,6.02,0.2198845946434264861270094703,
+2026-05-21 13:29:28,red_admiral_butterfly_observed.csv,4.003,2.199,3.151,6.885,7.406,2.72,11.71,9.097,8.08,0.08737074613637479966343650368,
+2026-05-21 13:29:29,red_admiral_butterfly_observed.csv,4.685,2.435,7.285,1.806,9.156,2.87,10.14,6.903,7.26,0.1032052788605864866147428540,
+2026-05-21 13:29:29,red_admiral_butterfly_observed.csv,3.0,1.89,7.422,2.938,1.615,2.68,11.52,9.761,6.38,0.1676261093662671608193643014,
+2026-05-21 13:29:29,red_admiral_butterfly_observed.csv,4.576,2.684,4.652,5.392,8.267,3.78,10.17,1.936,6.37,0.1796797415144510281778561198,
+2026-05-21 13:29:29,red_admiral_butterfly_observed.csv,1.865,2.985,7.494,2.975,3.674,2.13,10.88,12.752,5.87,0.2477404508335629642187820101,
+2026-05-21 13:29:30,red_admiral_butterfly_observed.csv,1.433,1.986,7.808,1.17,8.235,3.62,11.73,13.246,5.79,0.1635147988384307507765406774,
+2026-05-21 13:29:30,red_admiral_butterfly_observed.csv,2.757,1.609,6.616,4.844,4.098,3.78,11.96,3.204,8.49,0.09903642680384044806376973850,
+2026-05-21 13:29:30,red_admiral_butterfly_observed.csv,4.054,1.221,4.437,7.712,1.807,3.48,10.57,4.964,7.72,0.1232067121742175741676679901,
+2026-05-21 13:29:31,red_admiral_butterfly_observed.csv,1.524,2.315,4.594,0.192,4.657,2.31,11.8,9.003,8.3,0.08244005003054418013191802721,
+2026-05-21 13:29:31,red_admiral_butterfly_observed.csv,2.102,1.434,3.841,1.167,6.722,2.67,10.99,7.456,6.91,0.09018106961018094119708656606,
+2026-05-21 13:29:31,red_admiral_butterfly_observed.csv,3.046,1.69,7.034,3.37,1.293,3.68,10.06,3.572,6.87,0.1907788130789102011508144616,
+2026-05-21 13:29:31,red_admiral_butterfly_observed.csv,4.045,0.674,4.299,3.885,9.32,2.88,11.87,9.487,7.55,0.06709042463023814983335977317,
+2026-05-21 13:29:32,red_admiral_butterfly_observed.csv,4.75,2.922,2.761,0.01,9.82,2.48,10.25,8.291,6.81,0.1217260072574845669655311524,
+2026-05-21 13:29:32,red_admiral_butterfly_observed.csv,3.7,2.68,2.307,7.631,8.365,3.13,10.28,9.03,5.83,0.2719217230708534259572147584,
+2026-05-21 13:29:32,red_admiral_butterfly_observed.csv,4.26,2.169,1.273,5.836,2.172,3.33,10.55,11.022,6.67,0.1674270281501696300815561926,
+2026-05-21 13:29:32,red_admiral_butterfly_observed.csv,1.841,0.707,2.402,3.444,1.069,2.33,10.97,12.893,8.03,0.07801724334600911505637242655,
+2026-05-21 13:29:33,red_admiral_butterfly_observed.csv,3.382,1.992,7.998,4.392,6.07,3.49,10.83,2.185,7.28,0.1155235129610627235814984484,
+2026-05-21 13:29:33,red_admiral_butterfly_observed.csv,1.55,0.905,4.502,6.631,6.753,2.82,11.3,11.213,7.65,0.09392985840662981010139265676,
+2026-05-21 13:29:33,red_admiral_butterfly_observed.csv,4.265,1.385,3.523,5.412,9.574,3.1,11.34,9.495,8.48,0.1010450943410012329478665458,
+2026-05-21 13:29:34,red_admiral_butterfly_observed.csv,3.648,2.926,1.849,1.635,6.916,2.2,10.22,5.195,6.44,0.1784117273185144696554746324,
+2026-05-21 13:29:34,red_admiral_butterfly_observed.csv,3.415,2.965,4.22,3.459,2.527,3.01,10.58,1.171,8.41,0.07924073943041370217238284201,
+2026-05-21 13:29:34,red_admiral_butterfly_observed.csv,3.911,0.832,7.899,7.43,7.103,3.16,11.2,5.637,7.31,0.1185875600731385681735211492,
+2026-05-21 13:29:34,red_admiral_butterfly_observed.csv,2.212,0.583,7.915,7.249,5.31,2.74,10.89,11.339,5.61,0.3011536201489271828005385958,
+2026-05-21 13:29:35,red_admiral_butterfly_observed.csv,1.208,1.584,3.07,6.32,9.412,3.19,10.73,11.378,6.71,0.1503405794301989408009245929,
+2026-05-21 13:29:35,red_admiral_butterfly_observed.csv,2.349,0.864,7.984,0.974,8.602,2.98,11.04,5.437,6.3,0.1239826010604416062910321454,
+2026-05-21 13:29:35,red_admiral_butterfly_observed.csv,4.098,2.537,4.364,7.507,3.772,3.55,11.84,5.632,7.03,0.1367948184621045996933698747,
+2026-05-21 13:29:36,red_admiral_butterfly_observed.csv,2.691,2.473,3.505,7.128,6.982,3.78,10.46,1.675,8.27,0.1347771347540282143708923658,
+2026-05-21 13:29:36,red_admiral_butterfly_observed.csv,1.755,2.494,1.83,3.526,7.204,2.36,11.73,8.379,6.81,0.1324122404867335803922115601,
+2026-05-21 13:29:36,red_admiral_butterfly_observed.csv,1.351,1.782,4.529,6.27,7.349,2.3,11.07,2.994,7.3,0.09952981822829929908711564624,
+2026-05-21 13:29:36,red_admiral_butterfly_observed.csv,4.195,2.977,7.097,3.051,1.026,2.5,10.05,7.804,6.56,0.2171686288964382666026826478,
+2026-05-21 13:29:37,red_admiral_butterfly_observed.csv,3.141,0.972,4.974,1.0,6.604,2.68,11.68,2.254,7.32,0.05304567559380380183030238568,
+2026-05-21 13:29:37,red_admiral_butterfly_observed.csv,1.776,1.621,5.612,7.06,9.512,2.95,10.22,7.375,7.22,0.1286174327230028063169854218,
+2026-05-21 13:29:37,red_admiral_butterfly_observed.csv,3.908,1.029,3.669,2.825,6.182,3.87,10.79,12.663,7.2,0.1105369079682014137399966742,
+2026-05-21 13:29:37,red_admiral_butterfly_observed.csv,1.684,2.237,2.668,1.64,6.613,2.49,10.57,13.616,7.07,0.09615983258976213626115317232,
+2026-05-21 13:29:38,red_admiral_butterfly_observed.csv,2.057,2.031,7.355,4.321,3.401,3.09,11.85,9.1,6.49,0.1629266832466724125357533424,
+2026-05-21 13:29:38,red_admiral_butterfly_observed.csv,4.258,1.056,2.688,0.304,3.035,3.51,10.14,13.414,7.82,0.1300449592123435310777157790,
+2026-05-21 13:29:38,red_admiral_butterfly_observed.csv,4.268,2.922,7.149,4.01,8.636,3.28,10.09,10.733,6.78,0.1657144300477309616248988508,
+2026-05-21 13:29:39,red_admiral_butterfly_observed.csv,4.09,2.833,2.644,3.205,4.586,2.91,11.96,8.82,6.67,0.1186558072307535331644230902,
+2026-05-21 13:29:39,red_admiral_butterfly_observed.csv,2.856,1.598,3.488,7.108,6.946,2.41,10.18,9.284,6.1,0.2650516278372786381454326501,
+2026-05-21 13:29:39,red_admiral_butterfly_observed.csv,1.464,1.767,5.866,4.199,4.5,3.02,10.29,13.681,5.86,0.2524779464952199637387010269,
+2026-05-21 13:29:39,red_admiral_butterfly_observed.csv,1.193,0.784,6.674,1.72,6.933,2.83,11.24,14.985,6.47,0.1280891524461371336774959287,
+2026-05-21 13:29:40,red_admiral_butterfly_observed.csv,2.22,2.745,6.057,2.183,2.513,3.79,10.72,4.143,5.83,0.1878889033980264570466748589,
+2026-05-21 13:29:40,red_admiral_butterfly_observed.csv,4.655,2.997,4.857,7.937,8.736,2.53,11.61,4.628,6.79,0.1497807905839867741187910682,
+2026-05-21 13:29:40,red_admiral_butterfly_observed.csv,4.628,1.897,3.868,5.537,1.282,3.41,11.78,2.602,8.1,0.07889342244191933621724157218,
+2026-05-21 13:29:41,red_admiral_butterfly_observed.csv,2.489,1.552,4.045,6.724,7.057,2.12,10.48,6.974,6.43,0.2265191491878254108263140887,
+2026-05-21 13:29:41,red_admiral_butterfly_observed.csv,3.859,1.104,3.749,3.507,9.429,3.32,10.29,10.542,6.34,0.1821994295103234629290036066,
+2026-05-21 13:29:41,red_admiral_butterfly_observed.csv,2.538,1.173,7.53,5.275,1.67,2.11,11.92,8.387,8.16,0.05447419511927913787319447396,
+2026-05-21 13:29:41,red_admiral_butterfly_observed.csv,2.882,0.528,3.853,2.189,8.456,2.71,11.84,4.87,5.75,0.2082145695632562231753971194,
+2026-05-21 13:29:42,red_admiral_butterfly_observed.csv,2.063,2.5,4.772,5.754,7.139,2.63,10.21,6.403,6.75,0.1747024788448906744124007130,
+2026-05-21 13:29:42,red_admiral_butterfly_observed.csv,4.328,1.956,4.252,3.344,3.658,2.44,10.26,3.899,6.47,0.1877092429039997736603349909,
+2026-05-21 13:29:42,red_admiral_butterfly_observed.csv,4.753,2.41,3.765,6.271,8.009,3.43,11.38,10.139,7.09,0.1053522928656254690219606382,
+2026-05-21 13:29:42,red_admiral_butterfly_observed.csv,2.241,0.744,5.95,7.333,1.222,2.5,10.67,3.842,7.19,0.1637841188877009984957480766,
+2026-05-21 13:29:43,red_admiral_butterfly_observed.csv,1.588,1.961,6.972,6.363,5.361,3.51,11.69,13.342,7.8,0.08978853254677031104582826151,
+2026-05-21 13:29:43,red_admiral_butterfly_observed.csv,3.027,2.33,1.705,6.01,7.723,2.62,11.73,10.032,7.69,0.06872921230909780231501649662,
+2026-05-21 13:29:43,red_admiral_butterfly_observed.csv,4.614,1.283,7.017,1.696,2.577,2.68,10.16,3.304,6.54,0.1694415271253026914200754654,
+2026-05-21 13:29:44,red_admiral_butterfly_observed.csv,2.637,2.936,1.95,6.912,1.147,2.77,10.76,10.023,7.28,0.1421952988155842524658852750,
+2026-05-21 13:29:44,red_admiral_butterfly_observed.csv,2.6,2.705,4.193,0.21,6.595,2.58,11.28,5.019,6.23,0.1501570014447892613633060454,
+2026-05-21 13:29:44,red_admiral_butterfly_observed.csv,3.326,2.46,7.536,0.039,4.277,3.9,11.66,2.049,7.02,0.08708659957571994545454077785,
+2026-05-21 13:29:44,red_admiral_butterfly_observed.csv,4.619,2.45,3.288,6.118,3.878,3.48,11.6,4.502,7.53,0.09067272090339066159294169246,
+2026-05-21 13:29:45,red_admiral_butterfly_observed.csv,2.908,0.885,2.927,1.987,8.357,2.35,10.35,3.671,6.21,0.1792460452077541254588805352,
+2026-05-21 13:29:45,red_admiral_butterfly_observed.csv,1.884,1.414,3.777,6.851,7.699,3.87,10.09,7.695,6.87,0.1863568471839775264881130402,
+2026-05-21 13:29:45,red_admiral_butterfly_observed.csv,4.352,2.592,3.789,2.234,3.43,3.52,10.45,3.004,8.34,0.1268171512461696268970954915,
+2026-05-21 13:29:46,red_admiral_butterfly_observed.csv,2.27,1.073,7.055,4.902,6.728,2.5,10.34,11.421,7.33,0.1188740149422719036215687719,
+2026-05-21 13:29:46,red_admiral_butterfly_observed.csv,2.282,2.52,3.098,1.205,4.749,3.72,11.31,3.901,6.2,0.1419181309393655073307427347,
+2026-05-21 13:29:46,red_admiral_butterfly_observed.csv,4.124,2.203,5.685,7.233,3.402,2.85,11.58,6.999,6.16,0.2299221335206143488768592546,
+2026-05-21 13:29:46,red_admiral_butterfly_observed.csv,3.026,0.502,5.846,1.322,9.063,3.88,10.17,5.283,5.64,0.1982107425128210749530168748,
+2026-05-21 13:29:47,red_admiral_butterfly_observed.csv,2.158,1.786,7.993,3.388,1.779,3.73,11.6,6.274,7.29,0.1170811539833127545812440802,
+2026-05-21 13:29:47,red_admiral_butterfly_observed.csv,3.752,2.989,4.463,5.404,2.78,2.08,10.08,13.279,6.68,0.2119192448606510882489256879,
+2026-05-21 13:29:47,red_admiral_butterfly_observed.csv,3.524,1.836,1.882,6.827,9.031,3.23,11.65,12.306,7.45,0.07379951013037596597231299013,
+2026-05-21 13:29:47,red_admiral_butterfly_observed.csv,3.397,2.548,1.638,0.605,8.738,2.69,11.41,3.494,6.9,0.07539489268074111548352609599,
+2026-05-21 13:29:48,red_admiral_butterfly_observed.csv,1.837,1.921,3.384,6.707,4.072,3.37,10.96,2.393,6.02,0.2436925297211172953107788738,
+2026-05-21 13:29:48,red_admiral_butterfly_observed.csv,3.623,1.754,6.195,2.462,8.488,2.41,11.89,14.88,5.61,0.2566197903959365974938468790,
+2026-05-21 13:29:48,red_admiral_butterfly_observed.csv,3.826,1.942,2.145,1.098,4.524,2.58,11.2,11.332,7.12,0.06587024235962841288279748616,
+2026-05-21 13:29:49,red_admiral_butterfly_observed.csv,1.195,2.27,1.518,4.33,9.013,3.06,11.84,6.697,7.77,0.06486587007497335931921817832,
+2026-05-21 13:29:49,red_admiral_butterfly_observed.csv,1.201,0.878,3.959,5.787,1.535,2.66,11.64,5.829,6.68,0.1793856606623773592170493732,
+2026-05-21 13:29:49,red_admiral_butterfly_observed.csv,1.226,1.702,2.326,2.499,1.909,3.43,11.42,4.138,7.3,0.06953492875496388710200235622,
+2026-05-21 13:29:49,red_admiral_butterfly_observed.csv,1.658,2.607,7.467,1.544,7.262,2.13,11.8,2.293,6.96,0.07438741639740626036404034862,
+2026-05-21 13:29:50,red_admiral_butterfly_observed.csv,2.496,2.779,1.232,5.705,8.807,3.51,10.39,14.127,7.95,0.1391395315764938641715661054,
+2026-05-21 13:29:50,red_admiral_butterfly_observed.csv,1.92,2.299,5.81,4.392,1.483,2.05,10.8,7.824,5.74,0.2663640364995785710559931307,
+2026-05-21 13:29:50,red_admiral_butterfly_observed.csv,2.132,1.793,5.413,6.28,6.303,2.35,10.37,13.853,8.28,0.1331247774754562737234708191,
+2026-05-21 13:29:51,red_admiral_butterfly_observed.csv,3.166,1.399,3.591,0.739,3.994,2.14,11.76,10.528,7.8,0.07115121825578375214595554421,
+2026-05-21 13:29:51,red_admiral_butterfly_observed.csv,4.111,1.477,3.388,2.639,7.377,2.47,10.62,13.27,7.92,0.1056464323098067712256479499,
+2026-05-21 13:29:51,red_admiral_butterfly_observed.csv,1.916,1.998,1.347,2.635,3.026,3.99,10.66,1.839,8.1,0.1011600448659708547318916714,
+2026-05-21 13:29:51,red_admiral_butterfly_observed.csv,4.988,1.561,2.023,6.668,6.103,2.78,10.72,7.844,7.48,0.09658587619640608130725434090,
+2026-05-21 13:29:52,red_admiral_butterfly_observed.csv,3.39,0.675,4.526,2.765,7.486,3.34,11.45,3.971,8.33,0.09870726265542459654555392138,
+2026-05-21 13:29:52,red_admiral_butterfly_observed.csv,1.013,2.07,2.25,0.213,9.249,2.41,11.89,5.366,8.46,0.1256476569094640531936130007,
+2026-05-21 13:29:52,red_admiral_butterfly_observed.csv,3.936,2.408,1.652,3.482,6.625,2.89,11.31,10.524,6.9,0.1263159810284861266955549876,
+2026-05-21 13:29:52,red_admiral_butterfly_observed.csv,1.293,2.422,2.554,6.065,4.959,2.74,11.69,11.303,7.3,0.07555205748074565355641491999,
+2026-05-21 13:29:53,red_admiral_butterfly_observed.csv,1.841,2.404,7.503,6.409,2.232,3.06,11.09,5.123,7.22,0.1327297704849489724849472866,
+2026-05-21 13:29:53,red_admiral_butterfly_observed.csv,2.9,2.511,3.73,3.524,4.027,2.06,11.79,13.988,6.12,0.2142510969207137142964616264,
+2026-05-21 13:29:53,red_admiral_butterfly_observed.csv,1.925,2.021,1.542,0.164,1.721,2.93,10.73,14.352,8.14,0.08322159686049990645944199027,
+2026-05-21 13:29:54,red_admiral_butterfly_observed.csv,3.859,1.912,5.768,5.976,8.832,2.82,11.03,5.603,5.51,0.2756030320265144203456703003,
+2026-05-21 13:29:54,red_admiral_butterfly_observed.csv,4.599,1.026,2.648,0.984,3.931,3.82,10.75,14.356,7.77,0.1182924280099026380079880887,
+2026-05-21 13:29:54,red_admiral_butterfly_observed.csv,4.977,0.679,5.165,1.898,5.639,2.22,10.51,13.926,5.7,0.2383079801399440202539310775,
+2026-05-21 13:29:54,red_admiral_butterfly_observed.csv,4.683,1.802,1.58,7.628,2.886,3.1,10.64,2.496,7.28,0.1327527093382844235433833381,
+2026-05-21 13:29:55,red_admiral_butterfly_observed.csv,4.109,0.547,7.534,2.44,4.643,3.74,11.47,6.195,8.26,0.09857960801316040473517859877,
+2026-05-21 13:29:55,red_admiral_butterfly_observed.csv,3.218,2.224,2.032,7.219,1.635,3.65,11.47,9.569,7.35,0.1329748726530702806108769616,
+2026-05-21 13:29:55,red_admiral_butterfly_observed.csv,4.866,2.502,2.469,6.125,6.392,2.97,10.49,14.94,6.77,0.1501531796330519544969375331,
+2026-05-21 13:29:56,red_admiral_butterfly_observed.csv,4.966,2.696,2.257,1.904,1.511,3.5,10.87,8.937,7.46,0.09211184023001029333866058145,
+2026-05-21 13:29:56,red_admiral_butterfly_observed.csv,4.87,1.58,2.113,2.867,9.703,2.01,11.81,6.926,8.06,0.07592039116075981320176032218,
+2026-05-21 13:29:56,red_admiral_butterfly_observed.csv,1.404,0.839,3.001,4.752,6.522,2.24,11.36,12.102,8.4,0.1019996405719226518361768408,
+2026-05-21 13:29:56,red_admiral_butterfly_observed.csv,2.858,1.782,6.234,5.161,2.206,2.95,11.39,11.502,8.16,0.05547697635677592349673752796,
+2026-05-21 13:29:57,red_admiral_butterfly_observed.csv,4.299,2.764,5.083,3.573,5.077,2.26,10.31,14.349,5.71,0.2862314079434118707394365076,
+2026-05-21 13:29:57,red_admiral_butterfly_observed.csv,3.485,0.917,4.069,3.284,6.719,2.19,11.77,10.242,8.44,0.09614260218252720643230741746,
+2026-05-21 13:29:57,red_admiral_butterfly_observed.csv,3.165,1.083,2.68,2.344,4.038,3.54,10.63,7.103,8.25,0.1220451836207959277249304021,
+2026-05-21 13:29:58,red_admiral_butterfly_observed.csv,4.631,0.857,6.439,2.635,2.391,3.7,11.74,1.206,6.26,0.1263450714449411006509641912,
+2026-05-21 13:29:58,red_admiral_butterfly_observed.csv,4.62,0.552,7.671,3.43,4.06,2.51,11.62,9.527,8.11,0.1013842077711617290037026147,
+2026-05-21 13:29:58,red_admiral_butterfly_observed.csv,2.697,1.505,2.621,5.904,9.884,3.77,10.08,13.848,6.58,0.2002710182152906493313205720,
+2026-05-21 13:29:58,red_admiral_butterfly_observed.csv,2.375,2.628,5.122,4.587,3.009,3.71,11.57,2.13,6.1,0.1674518400682696247605570152,
+2026-05-21 13:29:59,red_admiral_butterfly_observed.csv,4.669,2.378,7.14,2.728,5.492,3.18,11.32,7.368,6.32,0.1575169695393984840473814267,
+2026-05-21 13:29:59,red_admiral_butterfly_observed.csv,2.655,2.318,6.325,2.847,7.372,3.03,10.3,6.983,8.4,0.1306642858723057830580894073,
+2026-05-21 13:29:59,red_admiral_butterfly_observed.csv,4.853,0.769,4.969,6.58,9.682,3.85,12.0,12.82,7.24,0.1169960044461179577937232571,
+2026-05-21 13:30:00,red_admiral_butterfly_observed.csv,4.478,1.643,2.011,3.988,8.085,2.83,11.19,1.295,7.43,0.08934319017016411303020030233,
+2026-05-21 13:30:00,red_admiral_butterfly_observed.csv,2.13,0.992,2.219,4.665,2.692,2.46,11.8,4.074,6.97,0.1383093518437016751897651871,
+2026-05-21 13:30:00,red_admiral_butterfly_observed.csv,1.735,2.56,2.838,0.258,4.111,2.56,11.19,13.779,6.0,0.1837193741413127541111382112,
+2026-05-21 13:30:00,red_admiral_butterfly_observed.csv,4.688,2.586,5.012,4.504,6.35,2.72,10.76,2.447,6.55,0.1560588080698804321187689094,
+2026-05-21 13:30:01,red_admiral_butterfly_observed.csv,1.366,2.616,2.551,3.967,3.722,2.06,10.55,7.869,6.45,0.1930662983530001997745752719,
+2026-05-21 13:30:01,red_admiral_butterfly_observed.csv,1.614,2.314,4.11,7.756,6.529,3.77,10.37,4.324,7.84,0.1241337533874515872810869474,
+2026-05-21 13:30:01,red_admiral_butterfly_observed.csv,2.578,1.863,3.337,4.105,8.017,3.91,11.84,11.614,6.42,0.1761120406125005074708293584,
+2026-05-21 13:30:02,red_admiral_butterfly_observed.csv,1.384,2.084,7.206,0.03,3.79,2.48,11.62,8.603,6.13,0.1501748325315183011171258541,
+2026-05-21 13:30:02,red_admiral_butterfly_observed.csv,2.102,1.228,6.976,1.235,3.665,3.49,11.79,12.966,7.78,0.09191614944098876766300799258,
+2026-05-21 13:30:02,red_admiral_butterfly_observed.csv,2.476,0.978,4.352,3.827,6.088,2.52,11.67,3.852,7.28,0.08961903560742907587210059788,
+2026-05-21 13:30:02,red_admiral_butterfly_observed.csv,4.669,2.943,7.249,1.02,9.446,2.26,10.34,12.448,6.2,0.1894166311952718273785534604,
+2026-05-21 13:30:03,red_admiral_butterfly_observed.csv,4.386,1.036,1.078,5.41,7.187,3.89,10.4,3.067,7.61,0.1182362660963631177411294967,
+2026-05-21 13:30:03,red_admiral_butterfly_observed.csv,4.201,2.439,6.538,1.285,1.175,3.13,11.58,9.06,7.21,0.07470043690844705333571958013,
+2026-05-21 13:30:03,red_admiral_butterfly_observed.csv,3.131,1.905,7.572,7.305,2.515,3.04,11.64,10.939,7.52,0.07648074442941630174966504562,
+2026-05-21 13:30:04,red_admiral_butterfly_observed.csv,3.393,1.767,7.854,0.113,7.548,3.03,10.59,5.211,6.13,0.1467222986893751241316339249,
+2026-05-21 13:30:04,red_admiral_butterfly_observed.csv,2.069,2.708,6.526,0.214,6.037,2.64,10.79,14.321,6.39,0.1468924600939528872474311808,
+2026-05-21 13:30:04,red_admiral_butterfly_observed.csv,1.612,1.284,5.615,3.372,3.145,2.85,11.43,3.611,6.83,0.1338142501600160868334471011,
+2026-05-21 13:30:04,red_admiral_butterfly_observed.csv,3.987,2.955,7.882,6.378,3.437,3.11,11.34,10.959,6.82,0.1480577093459179662954714658,
+2026-05-21 13:30:05,red_admiral_butterfly_observed.csv,2.403,2.043,1.926,7.336,2.02,3.45,10.65,8.114,5.88,0.2514469969631212747906511190,
+2026-05-21 13:30:05,red_admiral_butterfly_observed.csv,1.671,1.233,1.282,4.282,9.737,3.3,10.94,8.353,6.97,0.1034417674479387059310891747,
+2026-05-21 13:30:05,red_admiral_butterfly_observed.csv,2.612,0.999,4.02,0.819,8.466,3.25,11.41,9.328,6.59,0.06688878263053626829482794732,
+2026-05-21 13:30:06,red_admiral_butterfly_observed.csv,3.426,1.944,3.927,5.664,3.164,2.11,10.93,11.657,8.27,0.1018102980371073113961752456,
+2026-05-21 13:30:06,red_admiral_butterfly_observed.csv,3.838,0.512,2.306,2.495,2.029,2.62,11.88,12.952,6.41,0.1566022760549860599450255347,
+2026-05-21 13:30:06,red_admiral_butterfly_observed.csv,2.576,2.435,1.029,7.959,8.873,2.33,11.72,9.784,5.67,0.3133624860555537284950574085,
+2026-05-21 13:30:06,red_admiral_butterfly_observed.csv,1.717,1.501,3.169,0.925,5.237,2.53,11.9,2.467,7.11,0.06025600886321334230185883672,
+2026-05-21 13:30:07,red_admiral_butterfly_observed.csv,4.326,1.757,1.129,0.687,3.928,3.51,11.62,6.222,6.98,0.06598031444559538951054440195,
+2026-05-21 13:30:07,red_admiral_butterfly_observed.csv,4.284,1.373,4.617,3.724,7.555,3.57,11.86,14.51,6.25,0.1683601096283798643849904759,
+2026-05-21 13:30:07,red_admiral_butterfly_observed.csv,2.355,1.926,7.239,2.156,5.735,2.42,10.15,11.006,6.43,0.2007239785451398233857590561,
+2026-05-21 13:30:08,red_admiral_butterfly_observed.csv,3.256,2.195,2.928,0.516,7.121,2.58,11.88,8.009,6.63,0.1044557281480474925306388796,
+2026-05-21 13:30:08,red_admiral_butterfly_observed.csv,1.228,0.626,1.147,2.747,2.034,3.39,11.22,3.732,7.78,0.07730520591838448194715600471,
+2026-05-21 13:30:08,red_admiral_butterfly_observed.csv,3.084,2.336,3.369,5.174,4.851,2.67,11.61,10.058,6.01,0.2316324119661080782523043353,
+2026-05-21 13:30:08,red_admiral_butterfly_observed.csv,1.673,0.744,2.772,7.32,5.761,3.22,11.62,1.33,6.83,0.1537591049079143029026483182,
+2026-05-21 13:30:09,red_admiral_butterfly_observed.csv,1.378,2.693,4.31,1.723,4.965,3.48,11.67,10.03,7.82,0.07571653072191279901191584675,
+2026-05-21 13:30:09,red_admiral_butterfly_observed.csv,3.423,1.993,2.675,7.423,7.422,3.14,11.09,7.613,6.73,0.1533900616939993871653601398,
+2026-05-21 13:30:09,red_admiral_butterfly_observed.csv,3.778,0.951,5.503,3.398,3.758,2.7,11.77,3.827,6.27,0.1721415381170549308555737150,
+2026-05-21 13:30:10,red_admiral_butterfly_observed.csv,4.335,0.585,1.185,5.404,8.544,3.72,11.1,7.188,8.16,0.1322587274353816219213997338,
+2026-05-21 13:30:10,red_admiral_butterfly_observed.csv,1.351,2.906,2.609,3.73,8.371,3.32,10.2,3.482,7.81,0.09910960544063244582781411185,
+2026-05-21 13:30:10,red_admiral_butterfly_observed.csv,3.098,2.335,3.392,3.988,2.282,2.01,11.53,6.814,6.85,0.1648512887227888614653431606,
+2026-05-21 13:30:10,red_admiral_butterfly_observed.csv,1.82,0.621,6.198,2.011,3.274,2.06,10.68,8.197,6.63,0.1332578723852636274974361332,
+2026-05-21 13:30:11,red_admiral_butterfly_observed.csv,4.659,1.653,3.839,4.533,3.5,2.7,11.1,5.82,7.46,0.09093649683075271047391334753,
diff --git a/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_simulated.csv b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_simulated.csv
new file mode 100644
index 0000000..3beb852
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.37351E-8,0.1,0,0.01,9.35557E-9
+RungeKutta4,2,0.2,2.69113E-8,0.1,0,0.01,1.83304E-8
+RungeKutta4,3,0.3,3.92956E-8,0.1,0,0.01,2.67659E-8
+RungeKutta4,4,0.4,4.80803E-8,0.1,0,0.01,3.27496E-8
+RungeKutta4,5,0.5,4.77769E-8,0.1,0,0.01,3.25429E-8
+RungeKutta4,6,0.6,3.46155E-8,0.1,0,0.01,2.35781E-8
+RungeKutta4,7,0.7,2.78305E-8,0.1,0,0.01,1.89566E-8
+RungeKutta4,8,0.8,1.44272E-7,0.1,0,0.01,9.82699E-8
+RungeKutta4,9,0.9,8.23890E-7,0.1,0,0.01,5.61187E-7
+RungeKutta4,10,1.0,0.00000346214,0.1,0,0.01,0.00000235821
+RungeKutta4,11,1.1,0.0000120831,0.1,0,0.01,0.00000823032
+RungeKutta4,12,1.2,0.0000375839,0.1,0,0.01,0.0000256000
+RungeKutta4,13,1.3,0.000108096,0.1,0,0.01,0.0000736289
+RungeKutta4,14,1.4,0.000293121,0.1,0,0.01,0.000199657
+RungeKutta4,15,1.5,0.000756081,0.1,0,0.01,0.000514999
+RungeKutta4,16,1.6,0.00185574,0.1,0,0.01,0.00126402
+RungeKutta4,17,1.7,0.00429836,0.1,0,0.01,0.00292780
+RungeKutta4,18,1.8,0.00924756,0.1,0,0.01,0.00629891
+RungeKutta4,19,1.9,0.0181408,0.1,0,0.01,0.0123565
+RungeKutta4,20,2.0,0.0320708,0.1,0,0.01,0.0218448
+RungeKutta4,21,2.1,0.0511848,0.1,0,0.01,0.0348642
+RungeKutta4,22,2.2,0.0747256,0.1,0,0.01,0.0508988
+RungeKutta4,23,2.3,0.101564,0.1,0,0.01,0.0691796
+RungeKutta4,24,2.4,0.130671,0.1,0,0.01,0.0890057
+RungeKutta4,25,2.5,0.161306,0.1,0,0.01,0.109872
+RungeKutta4,26,2.6,0.193009,0.1,0,0.01,0.131467
+RungeKutta4,27,2.7,0.225529,0.1,0,0.01,0.153618
+RungeKutta4,28,2.8,0.258739,0.1,0,0.01,0.176238
+RungeKutta4,29,2.9,0.292584,0.1,0,0.01,0.199292
+RungeKutta4,30,3.0,0.327042,0.1,0,0.01,0.222762
+RungeKutta4,31,3.1,0.362099,0.1,0,0.01,0.246641
+RungeKutta4,32,3.2,0.397739,0.1,0,0.01,0.270917
+RungeKutta4,33,3.3,0.433944,0.1,0,0.01,0.295578
+RungeKutta4,34,3.4,0.470678,0.1,0,0.01,0.320599
+RungeKutta4,35,3.5,0.507904,0.1,0,0.01,0.345955
+RungeKutta4,36,3.6,0.545565,0.1,0,0.01,0.371608
+RungeKutta4,37,3.7,0.583605,0.1,0,0.01,0.397519
+RungeKutta4,38,3.8,0.621952,0.1,0,0.01,0.423638
+RungeKutta4,39,3.9,0.660532,0.1,0,0.01,0.449917
+RungeKutta4,40,4.0,0.699264,0.1,0,0.01,0.476299
+RungeKutta4,41,4.1,0.738063,0.1,0,0.01,0.502727
+RungeKutta4,42,4.2,0.776841,0.1,0,0.01,0.529140
+RungeKutta4,43,4.3,0.815507,0.1,0,0.01,0.555477
+RungeKutta4,44,4.4,0.853966,0.1,0,0.01,0.581673
+RungeKutta4,45,4.5,0.892124,0.1,0,0.01,0.607664
+RungeKutta4,46,4.6,0.929884,0.1,0,0.01,0.633384
+RungeKutta4,47,4.7,0.967150,0.1,0,0.01,0.658768
+RungeKutta4,48,4.8,1.00382,0.1,0,0.01,0.683745
+RungeKutta4,49,4.9,1.03981,0.1,0,0.01,0.708260
+RungeKutta4,50,5.0,1.07502,0.1,0,0.01,0.732243
+RungeKutta4,51,5.1,1.10936,0.1,0,0.01,0.755633
+RungeKutta4,52,5.2,1.14273,0.1,0,0.01,0.778363
+RungeKutta4,53,5.3,1.17505,0.1,0,0.01,0.800377
+RungeKutta4,54,5.4,1.20622,0.1,0,0.01,0.821609
+RungeKutta4,55,5.5,1.23616,0.1,0,0.01,0.842002
+RungeKutta4,56,5.6,1.26479,0.1,0,0.01,0.861503
+RungeKutta4,57,5.7,1.29203,0.1,0,0.01,0.880057
+RungeKutta4,58,5.8,1.31779,0.1,0,0.01,0.897604
+RungeKutta4,59,5.9,1.34200,0.1,0,0.01,0.914094
+RungeKutta4,60,6.0,1.36457,0.1,0,0.01,0.929468
+RungeKutta4,61,6.1,1.38540,0.1,0,0.01,0.943656
+RungeKutta4,62,6.2,1.40440,0.1,0,0.01,0.956598
+RungeKutta4,63,6.3,1.42143,0.1,0,0.01,0.968197
+RungeKutta4,64,6.4,1.43633,0.1,0,0.01,0.978346
+RungeKutta4,65,6.5,1.44887,0.1,0,0.01,0.986888
+RungeKutta4,66,6.6,1.45872,0.1,0,0.01,0.993597
+RungeKutta4,67,6.7,1.46538,0.1,0,0.01,0.998134
+RungeKutta4,68,6.8,1.46812,0.1,0,0.01,1
+RungeKutta4,69,6.9,1.46587,0.1,0,0.01,0.998467
+RungeKutta4,70,7.0,1.45706,0.1,0,0.01,0.992467
+RungeKutta4,71,7.1,1.43953,0.1,0,0.01,0.980526
+RungeKutta4,72,7.2,1.41053,0.1,0,0.01,0.960773
+RungeKutta4,73,7.3,1.36700,0.1,0,0.01,0.931123
+RungeKutta4,74,7.4,1.30639,0.1,0,0.01,0.889839
+RungeKutta4,75,7.5,1.22807,0.1,0,0.01,0.836492
+RungeKutta4,76,7.6,1.13472,0.1,0,0.01,0.772907
+RungeKutta4,77,7.7,1.03271,0.1,0,0.01,0.703423
+RungeKutta4,78,7.8,0.930508,0.1,0,0.01,0.633809
+RungeKutta4,79,7.9,0.835910,0.1,0,0.01,0.569374
+RungeKutta4,80,8.0,0.753867,0.1,0,0.01,0.513491
+RungeKutta4,81,8.1,0.686013,0.1,0,0.01,0.467273
+RungeKutta4,82,8.2,0.631492,0.1,0,0.01,0.430137
+RungeKutta4,83,8.3,0.588170,0.1,0,0.01,0.400628
+RungeKutta4,84,8.4,0.553570,0.1,0,0.01,0.377060
+RungeKutta4,85,8.5,0.525409,0.1,0,0.01,0.357879
+RungeKutta4,86,8.6,0.501810,0.1,0,0.01,0.341804
+RungeKutta4,87,8.7,0.481330,0.1,0,0.01,0.327855
+RungeKutta4,88,8.8,0.462911,0.1,0,0.01,0.315309
+RungeKutta4,89,8.9,0.445810,0.1,0,0.01,0.303660
+RungeKutta4,90,9.0,0.429502,0.1,0,0.01,0.292552
+RungeKutta4,91,9.1,0.413652,0.1,0,0.01,0.281756
+RungeKutta4,92,9.2,0.398029,0.1,0,0.01,0.271115
+RungeKutta4,93,9.3,0.382495,0.1,0,0.01,0.260534
+RungeKutta4,94,9.4,0.366963,0.1,0,0.01,0.249954
+RungeKutta4,95,9.5,0.351386,0.1,0,0.01,0.239344
+RungeKutta4,96,9.6,0.335734,0.1,0,0.01,0.228683
+RungeKutta4,97,9.7,0.319981,0.1,0,0.01,0.217953
+RungeKutta4,98,9.8,0.304079,0.1,0,0.01,0.207121
+RungeKutta4,99,9.9,0.287935,0.1,0,0.01,0.196125
+RungeKutta4,100,10.0,0.271353,0.1,0,0.01,0.184830
+RungeKutta4,101,10.1,0.253957,0.1,0,0.01,0.172981
+RungeKutta4,102,10.2,0.235062,0.1,0,0.01,0.160111
+RungeKutta4,103,10.3,0.213552,0.1,0,0.01,0.145459
+RungeKutta4,104,10.4,0.187937,0.1,0,0.01,0.128012
+RungeKutta4,105,10.5,0.157038,0.1,0,0.01,0.106965
+RungeKutta4,106,10.6,0.121640,0.1,0,0.01,0.0828543
+RungeKutta4,107,10.7,0.0857802,0.1,0,0.01,0.0584286
+RungeKutta4,108,10.8,0.0549799,0.1,0,0.01,0.0374492
+RungeKutta4,109,10.9,0.0324822,0.1,0,0.01,0.0221250
+RungeKutta4,110,11.0,0.0180442,0.1,0,0.01,0.0122907
+RungeKutta4,111,11.1,0.00958983,0.1,0,0.01,0.00653205
+RungeKutta4,112,11.2,0.00493688,0.1,0,0.01,0.00336272
+RungeKutta4,113,11.3,0.00248196,0.1,0,0.01,0.00169057
+RungeKutta4,114,11.4,0.00122495,0.1,0,0.01,0.000834366
+RungeKutta4,115,11.5,0.000595517,0.1,0,0.01,0.000405632
+RungeKutta4,116,11.6,0.000285830,0.1,0,0.01,0.000194691
+RungeKutta4,117,11.7,0.000135655,0.1,0,0.01,0.0000924005
+RungeKutta4,118,11.8,0.0000637328,0.1,0,0.01,0.0000434112
+RungeKutta4,119,11.9,0.0000296658,0.1,0,0.01,0.0000202067
+RungeKutta4,120,12.0,0.0000136180,0.1,0,0.01,0.00000927581
+RungeKutta4,121,12.1,0.00000607358,0.1,0,0.01,0.00000413698
diff --git a/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_simulated.png b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..889ed38741ef02c2a79cceaf359fc38482b1187e
GIT binary patch
literal 32920
zcmce;by(F~+cmmqMY@#~6+{FC=|;Liq`L%!#iBb!X+Z_)MnXyH?huehy1R4H;hD?W
z&wloP-|u{Xoa_AI<+@n$n|Y6WjC;%(q@*B;jd=?b0)b#lONl*&K#+YP5Tw~_=-@9L
z{gaE}KVAoM4F?t2a|dTbJ5z|fp@WST%)!dSh{nm(&fWrM{g|2c5i`$28gmB+8+%?B
z7U*A}V20V5vCv5jYJy+6ZX=~>4}stsBK{#|3uReAAU>$lVj|C661EaCJcwJ5+7;bc
z-pX9NeHRt^`m1T8FDZe6`{lPu@Tz;mh{@9wT{+<bB43O}8<92eK7<WCxi5WRng)-6
z<^x=B`-eT9Rn05Z_clA*(_=Fuy&tOMnTqQLoR2oY#XfeTi|7yoO@Kfe9*tV+{(J>V
zVYY!FAzoskQwab3lOGZW9^yrVK?4#h;>9Df|L;Fyg~i9m=eE~MTFUHi=yG{D!obTL
zck9-zk99KvxYQ&oS`{{_tznhcQ@plvS0nEyohG0}R8$HQi*LB5!FXJ=v$07*LO~C7
z%tf;t&?9-MA#7-9_)J$9`uaU`EeZzSYShP%cdNFmHnQE1w-?vfWpt~ZGGtk5Bd0x&
zb@M_p-6I1k_vZr8)Zssly?;nnJ8cbAxp0a~OJA=&8n=WGsVKgyy%hSMQCW7ecXX7=
zYTVXWP=6((RScUERHnP?CL$(&_pWlc>4svZVoy)cP`V^;)%kWc!{f)r&F!9t-_<R~
zicGWeW=bp~Y=-kP&Z)gGL=**2?<P7=yTZrJl7s9LZfvp-4-NHUP<t4BVMCs1RNg>_
z^bzR1({tz-Z?dS|$gjT7&8_ilRJ+V7^~cq5J$%*=_ellkBhyZzs`+5X?7BKVZuFh{
zAA*-h6R;<e8HbRPo~&dq8AnIQC+*9-U0;VjsdSjIDN9KB_c_hC1U;FtU1+nQ+fdi{
zyywO8`t@u0<?+lQXwWB3P3DSO<j=XeL}Aftul)T75_s%eoSmGGwx<}i>b!njI`75X
zI6K3RS;zL~qX(rU=n~an-AMx4+-h}obtV?Wxte$M!~{<l2}8^~S*{Oe%BNS_uLSdc
zNHj5^n1vwg?sqa4ybTY>ZEbH)R(rR+y!=9qS=+cTMZ}?tshpk3zN=AHUH4wXhvDh7
zuCA_*=4R2>r|YEFriQgAB4Y`9wQh-NTcsm<vYzKh#4Pu<cziZPnYBs+t*h4PcpX;p
zJi+>j<Mr9hE%~Tx|KPy`-o?ODw0y~LJA}=7KDhk5kW0|hrgtNJ!Gb!+m6es6L#cIh
z{^VjY&Eut(Yx5y2WuvyfS0bd3`tD)iQhkhxi6NOuLqS2&wmKx^cPY%K;B(%V<C=C^
zu+Zfv=d%8|QBbc}@}R1sLaE$(YPDaInwW`b*~H9j5WY4j-h~7k$&e+jI$O^XFaON5
zQ+u3r{|=0hfZ)mTjQ0-<U7<-dVsdguEy@b<2u9oO&SlII3hP*xx!0sE9J?qXl!g82
zk|8o<@9z`y^I>4MyYFfLI6K@})BkZ6-4|7$?W<i}L7_v%!om{w$PjsJtT;>5t#nCa
z(r$ijO<FRXia3w)LV$+GhsyiHwm;Ycr+x8D@%I9Kp*fRXr)YgI9_UP6?NnJmL9Viq
z5$zjFzB2joqqV_+i_6Q`TXD^Ms>RQ{(~<<-ImalS7dXPJ=S|Bb>u`nxD0_2rAHKld
z>?_>%cylpUXeb)eZop@nH#U62)s`pB<f#4Nc;V~2I}S@9)Pr}d>JL_WVVHvk@$>GT
zskb&gl9<qyPUY|3y&FjK<Vv3Z;M?PQSXVR)sZ(P;{qO@ew)c8or%Qv|mz7OSA4AjA
z7c>_zD`iJ&OhfArWCvD~y{Cstzn$+pDe~`$MfiQX=)Q37Bhj{!rxqlsf4f`x!ML2L
zAT}w9`RWL4h2$eH>(s@1&x39*`Hc#G9g<-xvK!n!!qL0UuNWH^7Z*88N$k{ho;{0P
z?Q~guCux4T{ylA<-8<X!c*=QR{;ckNo6z>vq)hXV{kmlv*`9$6+1Dz~3e%#v0%92%
z8S}TZ8$Jl|d0eEpZRC}=2u`LsjhRL(L!ny??F;$bPIB|}^DSlkDL%%Xqqo_@InGZO
z!o`<*S<O5yYHIkEC1l$+8G3?}lV=z<#!ijtKP2{nO{<lAzTd^t+8jfDrjrT!t7m0@
zb-I$guVfjb2NfV`#&xf=W?qPg)iD@tXq4j$UF=3~ZC5Pd*cObX&KuiRj^QtEZyk+G
z$nG{jwGfBiXl-qs*K=MUS|g(WK*>{wvrYBf-MBr9x+j8OQP9-e`jh)gqVp^4%N3y?
zx9REWQ#IXZNrar@{BbBB^tAW*oi^)P+%v&Q+__#JdU-zcgG7Or&zGt3*!bdP?}?e0
zts#AocJJt^K{XYdNnl@cqS~;QYb7@!8XDSs426Hg$Tt>AEb0iTNn7a6rb@GwmPtB3
z<Y*xwA$^Z9Y9Zz-W#WJY?Usof8*M!d_1|`#uO{t#1su9LM%Z6t?p~^1wc&WWL%-bf
zJkjt_5G=Q|nl9(z7k*U`0!`(q3ELr@@wOjrJ6%E|!y<(6E`|$TJ>uc!4(tW1PacHW
zk85C`aeW^eN+_C|YYu4TEU4M<WY~y!|6VREEG#RxAUm6Ti{F0v8|&EESS%YGTZ^5c
zVQP>!39M#MBFD6=yPJcDk1w9NdXr7X)6;YC%=KV7$W!PNKA7of+!l(zQFk&QlIi&U
z`}fS*S%X0kmL^K_^YayQxdOTfh=@$8KsZ*^>}`+du#8%hqu_Orvf^?-vQp90OJd;T
zn<xR0HrU{c(t1Yibs}PQjKG4WgI*#1NRiZ%lA*<o4a+JJ`W1MXsoUGzvn)Kd;V(A6
z#8?bw1})UW2V}FXx|XQ;U2F#T<2Wo^oNxu;eHJU0=H}+*(2^D~jPyN?OE8>*`h_sQ
zS7lbX6Xh^2U9h*ZEcTY7_2V|Tw&Xzs<2U_*c7r4k`s3;x_NB&hg!#)wf%oM`<Q9mi
znVeHFe{XUxFRx6qWY43>%Z2%Qg)wUYXY(-t0^J6A>yFbU!$~&A=;CI=0hp9pP|nzM
zadGWcpMu>NKfE(j|D&WRU$<H<cfmXU2c3rBatWNgb|uMOZhLz>^YiD=DxKeJ-H(f3
zq$T8>W+^5MX2Ricl``m7jE6us^#>{{Dx>q|-P#rC>9LuDyVaiD*)GrNWcQq1eDsPR
zt{`6fXgO?#;b?AWXU3><r|#U^R?+v1@C};2dlb>dt_RQi-HP0gt^4;I@}5kBX;T#9
zfF3V|3k9o@gc&PO@1Hj7@?T^^r(btYF=I}?X_|O*i$kU)aC5S<*n&K)V2+v5y4xa1
zHAgLoS=-Bxi~44#pQ;PH`N6xC$uvVMzm|4tPOF&J&&spPRWdrb`n^Gf^ewX}*1BU~
zj3omc7o%{jeGLRE9N%d}Dog#f8NbaH+216(x;Rkmf6&NuYq@HlvpE14Hc-msR(hzh
zJn6nuoAuDXE1*&j>}tQ&&iM_?umRl>stNP!*01N7pVWCXHTs_9GC9W|c+L+~Y>zJu
zGajg!ZQoi}(?4Llue&F6Q!Q8H_SMp`3fLConC18FW4keO!LGWDaV|ZmJgKU<r{lZR
z8jG$L+m3G+ZM!pFD_+iGnbWXw0$V=*#8E*Uq8%D<d_}&bW-=VSBTzmGW-yr-xm=?N
zdq03<o`l0XZ;6D{+Em@|Xxzy1tb|w)x7<Iz9C<&5RM70eMao}0kB7+L5xot`PuRzL
z&iY|K_t@Bc0Gab+yAjOrx&>=xoC-x*Swb8N^)#l&DRa!pdmU5Ko5GyVYA3!a&uTVl
z1dc|HiHL~A?ns2<eNmirOmD&73shY4HN)WpQ<!$4>ubCa7oNX>8NJZ;Z7zm(dwmfj
z(Ups>ozRg;!MV{kd^3B$Su;q}O5wo1FkjA6WNve{OtqklN>(Ij#WFwoRKQp=s(OaU
z=@ZAeF*&7gb$<n8<W>X*<K9;#FQ2%2BAc5oA1w|xECf@6p#H}T+uHVV6Qi-SCv0`$
z9*Q^=+%&^`dllp{lt}kXuO){pu*dV2<t651oHu^)V;bWqfNhC4P<Xwww4g!Z``jyV
zoUod?R2UfLmA>_wQuTmaVY_U(55;M`GAGg7emJwXY&1>~`r3Pg0=a=TmO`|n5PR2F
z`;3y4^Tm&Yebi7S3gHy@3R)Ahw?h2;?`J|QO<!w!pX9|cGI<qq!5W_`QQ1*owB!X(
z7Paj;PtrEyqElHlAWbeydsTja&8XOO&<g9OC}^{|dy>j-Guz-4U7ukWt6tUF9N*Qr
zXGkH{lP6O{om_sJ^75zwH=zv6=n>4-kVt^LN6L2b8!K*-P`ut2&u}dK1q-zF&G0Ol
znDy(WsQY2@FL3yTgUb?L1Yr0SihkYGlDWYc?Thir=9{{#jZWe{1G6=NT!{Tml8EJm
z%8j0P2lr%nTT*+oD(|SxhLN@1eg8%y$ieR>s5=Q(q9u42N6EG1VU^8`uwmv|7zZKU
z-zsg5f?Kd$5VRfMZ7%}LFNCH2EUrG~e&Jvb3uY8IOCcplC*xnvjNimretvSh5tqXH
z)L^BM!==RN#f#78rjM!NjZ;sU8rzrDn67pw_%Mv^Ws&$^@C(0|mX^k6^1_@XXhGVA
zQgXb&S+QI&whhTT^~=s+R^U+5N*l$8b{!^27aURL<SiMSMNpm%Yava%AkS-LxsEk6
zcy)Q6?C4H)t$}H1@@4Dw@>4;(n-zy=?`4^J(hpiWTNRM`&X<{Nt&E|*TmFec3OmhV
z**qRt%!C-H_FbgOA=Nouot+A{{NrxSmW_s}ldro+j07uEnfzpUk@=i*eO(#tWl{X%
z%2yxfO?3?qC+9FZp<1skMrm80E-2lwPOLi|*4Cbk;#gKfGkA!Ha?Rm-drQgC`;-<L
z23%=ti#e_r3U%Wi?t04@nCUf+@v!C@*N>?@I@0@oC9X@|Ou{nbI8H_ts{7tQ&SyZT
z67y&~^Tp2B?%~dI#|<@nj8AA3uns2HN$9A@v&ZQz3Z>#;`{W4hel-R$!QGw+8!-~B
zc8gMbu!9n|yhf(jO^AJT!TYCv#$PHvoTi5h@<QFiD(5wx`7iX7l`+_J>*X;OrgyX8
zQSf!#CRnCcNNo;FBEW6S`!HG5(UVsB_~RiKAJZlJNk*__ly<t8;YzsVa{L6-53g>~
z$0y<uqKa|NwHQo1Au?Crmc9AZwKuO>g;StZnRF1aR>f%}X}iChQ&S5IKyO240?D0?
zFfSkJ<ohNj)(e{1{Lt1A(vTGEd%|&yPz7UF`(?Rz3a_e_#!hFswDK!>(8H*GJg}yt
z>JLz2DG8{g`uO#Nw6BA3O+86r{Pn|qYLF92E^ZouP1oE0fv4W|K$zHCU=D-WS*4uF
z#FLZTI!s&e#BI!XasR*yO$Yrz4YSn1b5vxO1VsVAainLY+cuK_>+3<eZ}D6O@`yOU
z<y)<J>azLBHssC>hPB9oPWT1ab}%#tT7u5^EFt_2#^t2f`4;p6sq=z;0z<p_{%J+%
z1>|{qXd+IXno}8fPsE5lBVG9m`w#}9+%f;r>vI9D<pT^~Jj~`tzZlPtc4NG~ZzD&;
zH#bT7)y>vfAlgqQr;yoWX7q^nma!SbNn9my*kJ!|sg32W0PK<s*;Bb)$1i^03KzQS
zRm&u|x7ih0nw>gyyD!KW59}|SCu~D>4}3KyUw?CI)IFyN>11-B>}=bJ1sQ=FMY!>~
z#*TeyYgkh)rAP0W;3%E;%R#8EtlPoRqXvk%0M<>PsFSVo8L_j7)m8I|tgI}l>VaZ2
z#X$hx=A9iKJWzK9%cf6q+~UaIF7@X-^)r$0-w%{@PuIH38@GoMw=XzcOYkx|-k!?(
zSogKJm-Kw^%7a2dh0Wu{X7K$zSp`1&EYG>EgoFgKswhCZ6+eD`6rjS}($bPp20Mr(
zOsIOL0^Q{$B_(}#v<Ntl1uKWR`#?higFuMut(cRO6Otc2YkX~Q$mtzy9345tB_!gk
ztG77c9eo5ub4$Za#=igQ0~`h2rjhoQ=jYe1U3>I~T4*}*?b|-<3G+9A*<!j|BqhD-
zYHBwRBGvcUiyWd)@LB+gAfZ#kahXb%0&NC%)+z%tv-NmEQPI<nrE|}ib$URW5XbiT
zaj#qbjN1m&m+tlNIoeat=bBy{#V>V5hb+B(i9DEBKK)|<=!oRluYL!lBdzR@n5M#q
zH{+m=O|Pz-$)gMo)L~_{-efg;B_&NjKrj$__34zAHxAujWyE27a?Ihos(RvcdYQ9N
zqoW#ziXg}0L`V@#<5XESm9sBzi1D1lmOrTiu4Sq+lCLX%mb}bhIBpbTHjtHPVeoCv
z*jBTss7UMLTt!j96!XRnOPOTUP(R8aik9?55D5HQIhCy}P1f!CmO;qqEq=U^1(Qng
zN*;>LMu7*D1ZTU=xRy@^Qz!$0YUHCf`z|eEVh5--g{$|UL56%5)Ok$R4#vWWTwd^O
zXIdvY6Oy5nK#+mFM9`>WZf8Xu-m<dTn~)H%vJNr8(fX-L1<jT`<yQ)moI23yv$+zM
zO+ouDO#SuZFNI19)zdCXLLsv=h==tiCqlI<dG#2+$G@0hUXyVe&xAzL5D^P!;$YxI
zyytW8>$h(o`}&lM&}|?=VqM9!?26iGLmi5(Dh5c7KGW++dEe38L}51>7#Q%eRf4^Z
zuxBCrO6Gigx6%2$Z6M!$<4aRZ-GpK0OpJxlRi?*I^p}K|J|Z;2giTFNDg5v#f>BO*
z)XmXye$c|Ww~>*kOR43N4P~k2-x}(ckZ@>zwxZDo<r@2KetwEhQ5b_SR1_BL>)C|@
z(EmEnaFnRrWUpJ1yLDl0YEuE!lmFV;`EtKcTgG6bPy4yS%s%9gOg9?qQit!?e4W(O
z!y~(*f~<1wSz1|H6xbg_yoqzZf9s8MBZ~;glV4q)AB(!KGTr;x_ClB|q8+JeX~_R-
zM^aMKzuFNP8v5!V?J#fJo~lm$N4F7OL`a9ebgy2&7Wv2H5N{ehLUfDUZt+@V!1Pn(
z3IAy}l=CPIZXd*(5Oh&zoLPTta&sVE5drnY$;qk2YOIKJ=N$06i1hS3*kq3yKAWPh
zDCp==m^{N@#m+NDE5ok!y^CYu>RNds(wi()uX|2ROxzEIur+|wU$n-2mbhJZX%_$U
zX_0oDyNRq`7cP4iEXULCEK?4H@{6;xefeslDcGi_rf>f~3l1a5qxgd7n~!A_6|*#p
zpIhh>^+`-lO{IPa{<9RY?^+;Pu~=AGzya|X1TjYZLSH*OKc9s9_51e(j8S+cVh#@M
zuay7OTqMedvop8;Ej~aJK}=AOKaPKF7B-s21E?E4E-vmZc5}R~iSqCVjEo&!T_JAp
zRgs{eAftFN;wqw|D5lS!2b)sa*v&Q|^*`)6x8rfzo@BTpxpnJ7)yKyOa{J@za&336
zxoOV9(J><?hD=6E3eS5%grz1-n=KZ^iO$YWf-i4?hB?naQ3fUSzJY^7LTGp38Y}2|
zrlg>NlgMrRguBrX1D9kXPL2-q+O-sgL|$c(ZH<;W?@Sw215u->ygVyaG$456In(9E
z#r;Q*lyvwAiHYxZcD6tF$E8-_bJ|Q9AJ?*#V?F@VQrvPtZgzIcLVI|~(rr<HB|AGd
zRaMn@;o;#@RB@4!cdtmOsF-`^mY3<GG<U#C4Y@q6I??EK5S1BFzIO;|53u`&yU`81
z(mAz{C8|9=(=^W1ulF*lpPx5MWwPuX>2z2d5Z^3l!QHFncG@H(CLwtr5fO2Ja5zu9
zb>`*EmtQ9)v}>&HyR9rQKNS)2t*H0N+uPe~V%FH{N#s+JkqI7++VTzWa63rJG;H<{
za@SK=r!QMDW^_B=98=LzcXBGzScW=pjf-<|Z~(f_m><qzN=r-os!Zp({|?X04ZU_#
z(>LAFsIKN)k5Djhh>jZe%5u4qqkEejHiqR#UsrZh@j3*`$jY`}&ReR(x5rC!3gxe=
z)3|;xk3QGc(P^p64KXUdI9GyiPm~u_D3rA>yA@*>b>DY85a<DDNZtCJxc2h$vNd2!
z@{4BOjE8sJ#KVp5rO|3<SVVUbdhoP|&TyzcjwWpQ$rsIhloLS;0k@Kl=h``UPN-~n
zlq3_hDI4qY^HF-$BzLba_(UmftsPN?P>5=KpCSH0Awt=|$D79F^=d!2h|Y=bh`<3;
z=utGYu1o}-{ENMvixfl2SJX|I4<G0g6r2NMy$TdmYn2-`Gg4kQySOMC)Lx?p%{Q}A
z;A*($dCYwvgh@$D2f45oW$GIZGWk3Vp7&&|0h_JldH1cetMi@L?NbDkyp7Z;loy$p
zDdnMm!lZ~Z4h@&@1KoHmXBOMR$Idf0q>Z4AAx^jfQ1^C~Uxjur#kSzns&gMN3(Fch
zpXoC6Kk?Fm3p3`tmgmYx=v(N`$1TUCdM+Xl?JurnrhV~@<Q9O`nxcSEVTyjlgj;3l
zkI?bOvGgq;>QwB8p4S6?XCCEe46?Gp3zTb&ntkTNPQCB^2?OpwT=X+eJxzP5pH|Im
zV1U*42DkQS-1+%qh-kN~jqNiH1pU9lnJ{7G#}<fN*I%u}LkT1kmY>Z%SiW9^1dl@d
zjTO8!=y*~gw+1I6t9fXDLbEXGBScetequ$cY&7$~;;}G}@ak_E`W?#WW*hzf`7y+g
zkYNECl+eh?=wAqBvpLFoAGbCG_0OmvIzmK3^5h?3o4v84<NAN0MCQxpXEul*@57J5
z#F6R(yR4M?Wvb6~pOzXxDsl%b2c(~a`Rn0e|NZOXvs+u(|A5E7S0yFv|7g%(RjQQh
zo@a31e?rg`Yis6z;D|6GCMM>;A2&M-`LD;RG#WnOMs#8Inj9L&$9sZ;dK<K4n1298
zq#evbA1I5U|D!>^bf~DP!v7qhRQr{le-6Gp*Z}`*FyetfOKfp{IqEF``sx2^@NcuQ
z;QrU(BT@x`i~sewN5mAFFA*c|6V~v|Mpz5vi6#G<5c%w!9KU~#AaYTMC`|KD9^$u6
z(SS|P+1C<8$Z+?r7-~GTcG+g=#19~6JFI0y2cKTAt*y0K{Q3?KGWZ-dy*^ejw={`=
zLqb~!DCU4PIBdB$dFFY*JIV%PMzuhVw;{|`QrvGrO{K(5Q>1;Y97esU@)sWd4Uidk
zY7TlBx(e#f9x&<GC3sz(n%&~INg<ZGh8R18iPat?esxeY%q}T`huUHSMRwj;aPn5R
zY;TglZJxj7U{WiPy3^(OXKHE^T$47UITIj?1U&Ce@*F<{$Qlt4fPsCBUCMzGeBga_
zH0j}LzaIf1VJqiUwKJ*0^XJbqHK-mLKq$FwgcBl;ms|-xY_EXa5mAB+4aNF0S?}%5
z>v2+O!>y~U%Ron$$?zJfoqxXy4tMxMK~65Ksj2zw*)y^KLRdOQMMYb^OrU*6Mns6x
zD<sfJN=n`WwWiTw6Sknyum1(Hd_Bw7Fqoof01okpuD-q^kY<U<$VP`U2>w@$ZJD9H
zbLUf9+DnAq9u<If^GQcX$1_z`aX~>ru(Bk88Zr-?o0~J@%ecrr2GU0Bm4~iJF6eMb
z{hrsicXuRP>M5vfc4tLW%d4yT#3dy|*cjXn4vX95>b)*oyg+^7iS}@0!H2bhjF8df
z@YY=f*2csvf9>dyj<nbq&XZ@ApwN$tiW>gt3^pb)5mDfI*T^kuYL?BHhs)97k&#4S
zm?luDBMz5ihJV6r&z&_FKEbjyF7;dwT_DXH#g<Q%T9N`G|7}4*L51LOWKdur-nd=t
z&AJs278lCs4;-B3nsoue)01pHM-6i%|H4?QnrEQc7xe!##%j<DqOS+q1F+?4a-1Do
zzjg&Zs1^A;#uiRrxIdwso0$6zvTRng=3WNOx>b>M@^M3%Tck`{V$M^J(W}T*d`?!?
zT98wTeLp{MvIao0lBj!xDO1Ybge@I?r~9-eWMpJoLf&y)5?E+K>MxJ9s}6ej)~a{v
z_|gyBZ8lK75jzDE8n`Wi<opU&cj^z89P?G;Bg2=&tw>OxYA)ZuNDTH}TSz5tf-!ca
z3rZNv{Em!AJJ==`>qDQi9M1RmwPCgQs)%@!0)!^5FySF~-T=6;|BxK86BipKafDT$
zR(y+L74`5&R5RHy@ECh&4(0-=gAL|DjL=6tVoVO8_R=V}gqQ{Rng0FJK}a<KgIia>
z4{KD|%rSI<1*DSttYKjHzHACrAGuZ+CO~!+X)TB^>#PGBz|w1fkRCxHl<ZWIR+-5E
zKqg=_h+hAq7qbr!|M~IRwLl0w3ja^z5ezNmo8tA9a;ra?$6o}k@Npu;T9Sy8@qnq#
zgM^xier0Ei`x$^5TK<faHyQpgDgpPSe<1;qZ%dyx0tEliHFM;u@znC%zdfbz)$Xp%
zzheJgI=X)X?|(Y9I$g{6FPvN7*!U;?ihKLv1KNM#+#l8nU?B!mf$+tP7hlK5G~*-4
z@%})a=|@zRMkGyXdHL^E*Zh(HbhD4O4-JbwwWj9ZMD>3nh^u48^#5w1)7JR^+?t=<
zQ@h;yzd#JkDio`iDifo2>93T;1rtU7>({S7|9~yT$TS!jJm8i?%ewyI!-vJ?<;?C5
z>}&tY)n0y@^~psP;{FFz9~gN0ui;NQCw2R|;C@o?U&&f_Ufw+*3PKgEg;TgnqKFZT
z=N&-{1X&Z5eFBEX9})dorG8<)%m#=?K@dh7^Cv)P`PbCUZf;`zV`}<P7q?$d|H>}^
z-&t_+b}^_UBB)^{a3KJ^vj9TU=SX6Q1h3085kX=Q8-Ar<QuC0g=x7x{k-GsM?(Xg<
zq?1bl02~PBLp+>+|Js!6N+JTmwQF-z7EGQ$fAY64J77r;+yp$0G`XzEpb>e!KOLhM
zsL)200Jq>H`riE$uzLB0wl~E_(v6i$&z_+osiOW_Gc-Xcqk5dMX*r<i37Asyc})_G
z-uemANw(zKH=IXMR+;W-jXR0@1%;8QK6R2NHYHV8R*)uMic*WHO{6?^=T$MoHQPUM
zNEK!wU8h_WKRR+U*+^mboo-0MF>rF?1l8umqOj<(PdT}{R<_ekJod|dn`6a_+V!62
zPW!vNczdtTkG2TU-CbRSNZMLj#J<P_N%2!^YU-y6!v-HD2SAwtsU|!>TK^vMhc(OK
z;NV2Qdv`nP{CGzZ;Y2dE|2u7tk<^O@K7%M@V`BzJM%kLF{X%!a-ZJP!%gjqZzmCB{
zl>~K*!*3lOsf6?jZxJE|6~Bg+C0p!$V9DThTo?QF>66g}5IRG)_V@R{PERKxO78j9
zb#+M>{{wSoF4{gAlJ)q-oBwYyeO?FbCgQIDJ6PxHMs4_s>oQh&JL)<*4@*qtPqktJ
z7zJLQYGBQTfay~P_3@aru&$4h;aeRO6Y&EB199-4?(PgAS=xG^YAq}*yw)w8PULgW
z{5P!s#h&di9_W)!us2WGX^6_pW1pU#1#cM3#{w@`DpPdqoO{pl%Mn{mO=J7`!{cLE
zRgy0X2B!P0&5hys-mVqHD#s1F&8ErcJl|f@`>f0m=mWmIf?_=JOaiTF`l8w(ekp)$
zr>p8dXIDM0_)eYYdGLmbwpBjY1kFTf8rRIi#f8V7vXxqYd_jnil~8c^{^j!d;N){n
z7;`(Ajd-gl4kh^VLecXJyRUA=B*EQwlnuvotNrQnoD*7<jpuuw%IRUV_IFK5lsbdZ
zJ9BN*>s9PO<qnHMQzLQ&-mI?6Ef~LCty#t6wRsAw9m2mLpX1%NazwTK+Aj7J`e*dT
zcOHMo_rSU8P6^xHvZ3rJ5qjdPcGHR3;6Kp6&iQZ%Scoi^zs1ULAd0&4$dyIr9Y|K6
z(B8uC3UQwVAm!o;ZJrt;4I#O8WgK2@5}bLtlQ7MAhVIM!_|!#aCh3lO<V2iIL#>Xv
zZ<mTrs4U{jK^*yA$xD;NG$}h}Kkh8k(`CXE!#U%eWnFr^r|dg31VL1vrZwp_lpV^#
zki62>rv-^!V$m!+PK_%Zk*9zIQadd>%|B|3UuI_KYuaM^k5_pWykmoXyFKi*P2my}
zXUg^Yf{Tkb%X^;R9S`B^T7s8xE(uqY@pr01R|*8A>hDrzapi}k8w&8|*oZ?QOkZ3v
zYyfdcYwb-C`f;I>i*e>O3DOCC*$K|}J<l4}#JXv>R}U1*#(8)~`$q*u9HwTKZc!4`
zXkCu`g`}hC4$w<^e15TEaagBwc3j}jke>3A&buPknw(fcF)W0R%M4?HFIzT+>un3t
zqM*&avNv-lv|$3XCzN6MbNPDP#y@~y(J}*^S$c6?Fe-u5#R!M<t@1%&s4(w%e-94q
zT`ydSXRT}!P?T_2q3&AtTw5;>G1jWLG@q%=&<u-Xxc9#it?vJhQuUM`w@WT-b$wBo
z@XR^2zxHD7gZ@$f{8lV{Y$m{>`${K{%M|bM#^G%N6fn%f1Q>5osClxIn-HQzJ@Cm9
zUQg=w^Sp_ZYhtzod}J92pC7I8ArMt0Fv${|{gAj_sD)u;-0Bm|_j5AK)iVaTCfGhD
z`5n9X$hgqsCv#=0`vkrzL!Zu9fR8&~T6okO#GM+yH^;77ipYas*4|-w@HGUExlXW(
zNbgu`cAv1im2zmsE%_ZQOMFLy_%Joux+cST<#zIUgfmnfjiy%bd%Ml1C9(52DVEyl
zjPkwp@`fYF9j$SWyM7GJ^s0K}RRJS<eNslDf(<E@cM!nT$n58wea4-44fhSkI;8e6
z?~vNPXzc^>xmXT4A>q7yuly<_x}&+cp)0m-xd9>NH^!`NVa2oU>3548*0I)RvVRj)
z08q0k*%ctILQN)mnDWxj>ts@@>*erz^nIdl)OzW9pRM^Ga5!F(g|S}Dht1K7%V}BP
zoZ35e`phm%nNF${Eez{pMP!7tV#N?Q^6zDp3rp2ou?}mK*l=w-PM-0Jeos<~fvR?v
zkL3OicQ6va_4R)rc_UcwN#<J3`}B##ZGn?+oX>nbG~z4>q)9PGB!>;fLXcIc*u?Uu
zaqj%>pdG?b6-7}-)oz3P7(MA(%;9vnq*Jd=Rdx(m&RoWo>}*T2RL||!Lb~4+N3Eg_
z-9u;~Ef89CJV**bg3IX|HDN0au2VKuZ3*d=s~4^vzwG>Tf!*&>SZ>yuY`{h}u-@LL
zlv18EERHO!B?BtGCgQQj#KN#UqfX-TlmdsIv{Uuw0XA3Y4hI=CR8;cEVL>I=SHff2
z9)_L;oGDp2Qg)x_*>0N(_*9{~`GpyhbKpWCqxU-`L)JQ-e-K=c;(0xDNh%(UUy6^E
zWCBX}^Ihug!Im0T2lt`UEPYi{5FdL84yY0|GzcSdqw=lRJ;~L$V@_o^JsvdI>b?<Y
zoGkh_@npw*y;_2iZuJsWHkOBqnOc-s*F<!YYem`%yS1*3@+Zt(6NYI*<0E*5irIsb
z&TdP~EpV18(p(<xqOm_1I5MkuwbOyEFK&x{;xVPQEgk;Ph`)`BLPz9BR`QdITwWEg
zNuUC>RkGCexul*h8+hwhsg>@f{t+TV0)ko|-sio~I+^naO8605e)XqUx#5YGkjKj;
zJ?*=hN(+;&$<v&XR2AI8n~v{CdY|eDRghz29c1jsxy2n!2<C;LKvp3Ly-Q4ztBeM+
z%5<a4i7F#ra9pPKJ6$l&QCc!Je=_qrlUZ)gWe3vjZ@tyw%F97*44Wko$Lnx(N)*Ic
z0enG>m5<rs$;>*to5>zC{tj1F0O{pPf%4E)ub&BBSq^UE%wX~@IWc|fer6ta#Gd2@
zp6itB*(IsvSVKb`ea16enU&s|!AtIKVtw`V2^~|K-jCfh{MJ@phj`adIf*Uu4k7<q
zPzWJ!bIZ`JZ=#GLKRe@7vULWvGX*ivzTRcM7rVU&wVi_vO?rdw<kaQlr;ne*yhd%G
zMX>!E;h(uO2E?4c@}8=Z;LPP%#^Tz%)B%i2%-9W$>}k8=4_+~r%c5vn6n^vXp{yqD
zqRB{*6;z-q4G>UM7dYZ$p~1^2ZlWzYY`v6kI=un6!!LG=;q#UlJUhFc+H_qoMqPn?
za439>BW_v?rFIGF(ngr@)~%9ckp?MYSXbe(#&zBEtLL5k$_!P4_4Up~himgt^SoM}
z#MP?C)cJEWZ|bL)7ZQWomMOpLXR|x7^T)KK1byd|L111Hv3|en^XtKOCT~Np?Y_7`
z5c!$k>lMg%q{D02o)V6hRSEwpY9W2N1~0pJCHPjc+^gt=OwPKwxeNW-(KbHO>eBdp
znMBE!jW=%9iAj%WX;#4Fv}rA5&|JiP{;H5c39Y2M(<eyVR8*lTx}$tPbrqi6rxiS<
zRkg}c_cK?4miifb6J=@Dyca7RpQp8uetsL&9-GE5D;-uyCq7l>`?eij|A=c%DQDf&
zCVenK)w8iCsqC9%<i?#uj0Q=8A;MK)a4@2@H<CLZFM8||OY>epf0!$9y4v+oC3n))
z>Eq8(`?Kf{(dwX``c1+7ao0DW%hi7OFclR1fF?M#-=1VuwX=cBS~@{|`BFSd$gI6g
zHCm!<i}B16|3{lyLQ2B>2dX_5Cbgx25C1GO0&xV8u8sGO43+SPw8UrHu(TlC+wgjF
zjQ0_u6FD+>CY%Bb$gwdG?nMNxmfv;MLVA;1PV(!y5D5L415N#xiSjyMI{3yD*bJUz
z*p|%|r2o~`?I-^Fs&=4)ONsJZTE&M7c|4KZQBzi7LHDTf?wWNfz3`O?BUK;x%46Ab
z%=DNg)gU=)a0vp@!T<!+;xA5h{_XB_;(mDV{ObcQ-p=IZDfaB<p5*@0?fC@>(JE(x
z8TITwOmm0Y@93aUdN5zQq2bTb^jN|>kKe_q$bdP2Ba^dXE+%GnwmW=#aeZj-8A~B_
z8+|)Xi|Y|wjdYa>7qRg{?ffPf!|sj;xhbELt<vW^wQi9u%Tg<nyY;wU8BB;R7*_{=
znj>JtT+>j_Xx%1-4^#av?cz~TAedYxQKagP6_)Cc!ER`-17_ve_Y_In?FE^w;>9MD
z2e2=+?aI)$N#Mgbek=5bz=Q|J-cmx-k#g!tlRsl6T18!-i?uespt@K*412=*m8A0H
zdOE7&!2CXK>fbfv2Bl};hX<$ht+GC*w=S;C$>~qCV%<^AYdG<GGu6NsM%1s&=!}8_
z8OKG0m3Qynfk)&h0ER`ST@=qr`H%+J3`2|ClS~}dMGH<*xFzwjM%TjJ#W=TsBjSlD
z3@A#7qO$oDS63du-#;I$2YVWse2(y=^yGHD2C|qhCp-odKWvsd`Wx!+YV{($nqL32
zUpB2a(EU+XrxJRv1jVR-I7)eVADnUX7G%|{enTz0#Eou853!!rjTMiy%&7EDE&shi
zA#amDbd13VSl*z7C)Lz&=?bI(++#!a)yp3$ury}e@GtQ|1n5UUgDj{q0$n5z6ZCYT
zd1m`ASeBV{h7L1i8*Rx=Ws0V91(3a+vmyRfCZylve4CXOAIxk{gtC%?vsYc>=Z#yd
z^Q*#cYoE!A76hdkkteLjkS1fIBoDFaR-p^O#<}m+`uYnH&GRsOw{6dxTzHlB?o{2L
zNo0FV!N*+>bN7KJclub@EiSD~i4&I^^_Z?gC%`vFqH$&~P7fIP`4e<>buCVI=SrXx
zWsj|Y^ziK{f%)#}?tTMkj6}HL*?m=2P5N0f4Rn2deW_2h5`)!cb-q*@C4M-|A5=)G
z)z3`E@%9TF9#TUa&9#!TovI`yPqp*N$=q^oz@spxczi-gSu$@ve%_a>S!~`OMoC0U
zDhYUa`sCy!Nx6QBIlch!y&9c^;}ZS!$sV*}d*2@SX6rfiIgKh~tQ+2~m8T=@zH-Hd
z%5~8@n_+;g1rHPMq`Gw>F`$KO>(i&L3j#0D^b+`-nWr2_blE-69M&hwS(r2meL%T;
z4OnWSw&(Kkoc%yNkmQ<jh%o1<*(~ZZ?~G(HgL0sbzmJT3r46agYg&oN8C2H}3xwa<
zk)sl3y&cti=uBrYk!9Z~jbY>b9G^I9L>NZ?vkYekv3&93{_WeoZDEuXB|X#AdJkdK
zHI=QN5^rwZJ5r{o1A4mF7b7%X+g9SwAIKpoxWk!?oEh$}XZz+=59u^EXpv~wL0G8u
zs|jrPxp0K689@3_)=^ta-T`p_Tu_jel9Hk_e6SDHZtckc?JJjhgzehla_IZ_{#sCu
zY-2XSG2*~AVPatTGOOxS)(6h?T+5)9=sOp-z9~>*o@K*kO-3N&tdEx}%@dm9C`mTR
z=kwG~Mx1N6r2;R6lJwW?=<@hb8ctO?!q;;O27tMj9zB$T+s22=>%`FQbSZib*!p3%
z$^R59QbhdFgIt<AJ7s__K!9F=<q1{{9|t?T((m$v54V}7X6$IWdVyYv{ffd~`Ttmf
zaP^UulM6MkHF@&nNei!aqlwW^p&}$WI2fVzB}iH<Vd3EX@70GW%6T6j2+({9Gcq%S
zp{|8ku;}P$dM$OHEJA%QzUg13hx_@7LBYWUrc1_;b6MI=hlhuQjqPGVd3=yv$V6Nm
zjZ$cuduj0PZPEKYJepW-pt_z~SXh{ukFx!F#h8kBh?@~*qZ>zXr+1{aeZ1Da{Dgd`
zor1?s?4pY`6&%1Ja<exVc5o=UACbnTFJ$=*zA>V>`M+xuw|RJYg4m!_Ri$faEq~;R
z<(Q%WqdEb<)9jB;c$}dB>}S!z8AxcYjtsF!t`p#(SWuKLPR;WFqE0LwFuLJVa4U_X
zD6X}*9k`zI%Xr{UfU5q!7dRba^p+S%6V5>NdkuZiZd!Zl+{n2xKTmsPs!J5VG!u}<
z72v$<Sj5CR5)XX~mFSP(VXa@>19g0Hn76n0p0w1YY;QhG=D@n!I`yW4x^o^;J(7LA
zX>BD1FmsjR6(xT8Ki2noPp{I#xJ$#x@P@eYOjP%k#|QGBu6kzjzT{Z^DM)N|ACms8
zPH2e!6eM(D`>@{O^=ldULCKaEa$f~_@`XeGyZDbB(%yE6I4bs0IwEdZF`iSN?A!iQ
zm*RvOe6^q5sO6g5!W*u*VT9An0i2+@!8%4ZK7jm{>;0RTKWi4avEDAilqSRR_FYqZ
zuKanj9qD)=#H}?Rbj%Ej7w><~J*-sHRaZoL{zLjh>0!xyYX1;d3!5Vo0-*D7Hlqt8
zEamIP)LDHlG8<qFIqC)0TJ3slEa4P9MXjDEZwf0T+Vj}tEbEx+T?<o|sUbel{k9#3
zrc-;zqAc7joc^Ixl)MEH_0wrDb9ouBK^i0|h5c0;JmCG3aIhOgmIo0gLiWb}Y=h@u
z>9d2gA(>mCCMShBT;~atfwb7uUZEdEy7e`Bwy3^Wv&*)S+TIUK)nNlK58voY6zEPQ
z8!7hi<=iXWdfbl0wxOb}uz^;4hzpEc4x}jDuKOnV1@NXDEP-Cm+vNI{cBX?3cwq;R
zV0-S{l`CRa#6P+`cPRW?duA95YSQLZeTo}<1lqkJj&GHB7Smhdi^p$RIRMN1n1kVP
zPk<(UII0Ju;?m~!2i1{xS!nO=e<61YAI4kPSznBntWpu`Wt%=Bdf#Q-LQ3vOB*Hsk
zO_ht=r)(nM_S_A3AZ|uFu&EeAt7^xpb62H`WIjsf>=b#7eWv%B7{3w55edb(Aw3NO
z-(F1#52%}xmJE6DsXCeO^0>`+(Eyf3ZvPTm&cp!sXYXo3dh%E1fNUo%vJ=L3+)KpT
z9UmWo!c<}U2&BvJk^p4J9=LO6`i(ghLfj^3e#5g!M*wPyv-^psB4@Y$1o!HK(8y7`
zpe~&2C3TtSbAQPbe6G>Vl@BUTw#4u<*595t144>#jOp!B>~ud8z4R)q(LH^R8kx#E
z&9}POVn}cx@lFsP<pbaxduV&#0FRrH*Jm1<QBxJReaR*gN<m379h+2{7H-{*QRe9+
zk@O9tVy&Ul8Rgd?8sKBReXJTz$)_gwrD?E;K_wN^cPn9*JUf7Cqx<?)vTmH1MWrbq
z4^IxPsiYKe&bDd_P4m7RJu@+;m|ce3J41e@Hic45RaRqcb8y>%WrP)(2faO<nkCa=
z;q(w<9>#`2tAwFFe7=z<X+D;3Z1i#GA|69IC7N;VruMKFlfS<+t)x3&=Y!mj-w26U
z93HL$7mYU6!=qc>*JE5saFbHvS1=bl(qXlSYOFU;fc1Ku-QqD|9Uoe9Y2DUV+JeTC
zt7^Egv3Icc?lw$~y+iju4c>{zp~b<2FcrE8b?z;+w>nr|%zYZoub9UKCB!r!m<|9j
zAG$V(ME=^$1*z{`j!1Q=&r^RZCGHHpDi?+~#lhP|Cx>1(#VH}7MMsJCD|;pZHN*I0
zP}EBSOZO>ipce=L@UM5m`@R^rw<Of%sO6>Ila1;Frhk*5L8R;4HnTp6T1i=^v#6hR
z=*f~vuVLcU+MA7qmdNljpFE2^;yZT~a8P+PXy*C(Fn>QI7Be6CUT7aVfb;^9QjyHy
zF;}h9?jJ&}_Ayd&bFpZ%1M}7{8~q)$YK5W`D7V&X<1yBl$BN~&EYX~is=3Ei^ejrH
z_68pp8W*F8{9LVwiLQ1+oM*CggbHxSC)R`Vy5_utFfu<sKf*6jc(1mcT2KUb^^Uf#
zo|`q3!7L%qKvv5#C?^61`}&TUH}!qIJReHOzb2gY5$+Lp!~uq|z1!hBn)0(2H8}Ib
zf>ez9F^1*y+6T<9GO;!!%KY=p^RgTst-Qy@`?b|B=?0OX76U}j3o*EFB?1dWalfdZ
za;T{Yb~|zJ%Nc<e$5sew4{E`#r}9wKw0k<C{#p%yHbNX4+sSb`S}(h+EofY;H10k@
zTaCHW^=$EE&d<%LZI>-!#)0@FBj_wh7C=H9KWh8&t)6zJzK8c!XB`otk+!Y(azoif
zSh}A8_C|lqgsm)w85%H*{?6)Ad+@KPaH;4h%i=PROFLrI#q|~3m}2AqmMM=?HYF&*
zaDeRmh??d<M9Rd(1W^T@ze>7d{lYLalVAybyxmJN>eN0DDbFNTf_k2>DEt5UeTeYm
zy0Iwf`g>*}u7-&8x<(gDKSN!J<@vI<V`M6*({i1GHHWMSIfVeh(%?HY)ScuyJ3|Ri
z<1P=V_AWcR+*NeAcnDfIlr05}VKB)%ZYPf1IKKxLp^)HE3t}x{=Q^uG1q2GsF;qu5
z`p{~TS9=bi#!33xL*pc5-&KN8zQK;`e&xIfwNL5k%Sc>_;qxW^qo*$vZl1bV0b<@B
zq(-CJ7e8Faj%RW{_vCYa4s7Ia-|>kx4$V34TwH)34&RwSpCq5Z-_Z5i<cXrz1m-)W
zq$ZpSahH{MX--==YJso#7yD*qWmTH?aieDZ{4vW*ieP5vCgJTWZ&OhgtqB7DeRmVF
z_JKy>zalHh=a3`0Vy5})cS7$~x8&kpih8bok#&y<T@|s^-bSCE?BN#v&&qf<=ZB49
zA$xY+&e<vD$27N++$p+GQ?``%-cJ5E+Rxda{2oCxZVojF6M`R3squwRCu)k>|Bxb{
z(XV;n4_4mWT=Trryn(!8a>ql*^l`TcGOPi$ls~kM9hA1)`l~@urMfyw{xqFW{qUH-
zuW-vg5M{HW#O6PP`8FvDX9+v)I7DbGwHb|=XnsMa;3|1b@z9CWU}C-PKhOa&;P8^?
zSD3kHf`9G-Q=}3W+>TktE(sezj&Uf_z#>70XyE=duNfPs)-1YFv*dp?i{i}mI30QY
zj{U+U4tLBK>YTtVXiY0v(kNE4)pvb0PxKdHm_JcdBZ-XG*zrdv6u6q&&WvOU58V=%
zKq`aAsx@>&Ls9<5W7E=(OwTdOGLEynsnhCliQWPft9|SW;o%|6`s@qUro$=BJ3#&o
z771E6S24}Z%n)05Xvlr%3xS)bY4FL_<Ok3Dv<(rVs8;8bWVUS247{Bfh$B@+VTnjT
z{msIJ=vZWsrF%owpUaY{G;1PWtdpBtB@0(sXpr5+9zCj@+gW=8cub440tHU(A=+;P
z_-GlFJTh7dW_>E#&2YzC(d?|Z^fE*7bbz1`dZP^~Gr9H;Lqu4pLw41*>H;r~rz@Bh
zN){nD%(gyODiFxVPlj(}^C&V}YG*!Ji*-G^($$4bmxxkI0u77^i7<ekcfuD^B53eo
z{NFg;I5?<*f?_gqe!A2Vsr&SvU4;N&D(=mjps5Q>>tcRQyg@q~gZnAvVLrbN>=-x{
zKKt)iYduDk&n%8v?F!4&E4f<URTtj@-zqb$NQtgLaTZ;VrTo2U9o8T{$wJ9Z&CRVJ
z2f_JBA<I67m3vj-fa)g@`xocupVYb?rUCz0wwfL!6tnke@1n?L@6tEKZJ;3{j}wx>
zND9X^m${~^Jp&OzdOL-rQ{%$g9mDGPygN=D;XkgZ;J(FWO|i7RTvp);>W{i^YZ(qF
zyM_n@D#N{duLaLm@2mqW?z$-kG)s}%*qN|1rJQX-Qd*U=_4QdF3h8ml36B*%XnP>`
zUTP0j&oeb$Nj^5r)N%#TXM|Y}91I!Ib)FI*%u>uk;OR@W8(*iU5(NPjCn;Y!1PNt|
zX;&12GSh3}w1?ijLm`=>Z)a!s6K(vb^{oUSK0mhsIcp_){MLe8Lm87_Z7t=SFy1k2
z5C1=#+d<XX-ck<)1H{pNi$q|-)0nPtwGTPJ0Dg0Ja6GFYje>~iF5PD@kdA)>S46bF
z_d9A*;49Rv#a)c*PnbCh+3D5k51_^7oM?~rfog}{NV`?-%k{A=2?zZ*ffcu0Sy{Q!
z{)Upr-o^FDRa=0({lMU$MRy#B12|J3QXzz+bU9LgC0<%unnqrE?{iL0t7PiOk1b8=
z$UXk)>G^VsZVx|kwHtS96oml6MeIg*-kmD#%~3YUL>Wc8A`YswpxVRC*9Vrj%kTce
z4$dD$*5>9Zpx}TwMbgpO=!=d^B?oRZ$N;x4q^n}s^d#`GyB}>14#Q^Z5&=S+gS#V2
zz*QXJ&WgL>Dg=Zx;T|1bFto~fhq)&<Hg=4i35PEc`1g(UseFq5@MY!9KYl&@oUb_a
zxHiB@kI$4OCnXiA(T>B^%oGc}dPY7sdTYO~D5E#qP|;BZ7lgLW$6#4Ut#CcQvMoZd
z$?Gsl`#VJj*NZTf0iPpbUd~U0UUyh|a&mIt`+{E-SvBs$RT!t;w8*}@eUWWvtXT4b
z30!voE~!{O*;_Dj{rdKHWI}=*Fu*S^EQo?TOd=5u__isy2llTjJ{R9fjgUSmwdL`4
zTY_B;wf*8({5=-uEoy!jrPc0Kr2hW?G&x}TzRYDE1lK%#(YLkz(ig?CWNGTsfVb1z
zZgiqY!RHhTPV)c<pmd}(19iQRi@UpumX=n;G)07#k`m1}i@v3YM@`|4;cDPrr6u`b
z=ss&)G|kW0R%qDVB2bW%LpZVbg}4?>07E__AD{NagEDYo3IWpsxcy`POhbi^miCEx
zm+AA9q=VX7M;*1{(aGoChg86;Ss1Vn>d^m_`5mZX@;c{_L$1<VaxwQEY*Xl2Hpfk(
zbAP(vT_2JBRm_Ls?9BdGE#KISXEEHUIC%Q%>S{i{hNcJ<^VN*}f#d#g*=}>Hy1e7L
zCW<&rklC`0B_Nl}GIjLf2$BbNg|)KPk(?vy4CxU53UI!|UTrjN3*tm7>nMf{Z+<is
zabg<A_mKPb=3}2jYgyouj|DY*nZ$2jPA)Fy>(j$l`<W3{drd+<Lig*uzKj}P_YVxh
zz<nqjdC8p6IG5~)`gIp2p4`*n)HERXeW7&>lInh9b)DM}_M_<XtwA0CO&m4FMKfeL
zAQ9ck#s|8V7^5mSQd1tZeoGEMLypn+9p%wzr<RtV#PUU1xS&R|!U)#p10(s=^0J1y
z@4lA=UI-g~S`L}8)9?wCDY&{qeq&U2*);6H@;cQ?W71<-Rs)QAvT5-BPygSI7gtE@
zY3au}q6XJ%b3n<w?fq2KX*@{dbcsog-W7GATTK*&D$hd(_glZ(uYwbsFxS2hC|_+b
z$rKj$5#*Tp=LtJ@(SyH}<I|nVH*m01Z?x|K8xXOdu#3{QK9)&UOe@(PE-yuVKOy8A
zoz<BLBk^d?!m#04YV-hSS}uBwPL`ZZ&#|m_%iol>nyjHCf<DCM6T+Y0a?@t!r1Jw~
zJi5P40!BL$gU!emVBiWsFU<}VpN&CrLQi&EXTUB%PQVVkjart@MZa*lSkT6uG*Ymo
zn8>eXt&33zl?6<nW*J?tSV%n-J?#1(&(cn|><~!0{I<0qu^3b?!l*HJ2~-&V_B7>9
zK#nyB#;Gi;-l=AA%?^HJ9)-yj&`JYmJyO7h3=G0Q+@jUK2fyn57HK%Onzkx@BT7!t
zU?OVeW%h8^Yrmg~ERcO^Ai_cy=h2=HCE4$*9G%k5=;7b1xEmS<o1neiB1_*LwMa1_
z3<#r}?_fXVa-;USHxAQuk~GEkahs#<;#yjDHvSaSL>a%pg~0ui2=ed4@nYP_@L`<a
zMFt<M{j-tk!W#divs6}=iLI5x6nuOywfnIi03>j6xvLgURvW3^$qzW6z@UE+n7<EW
zReNV8njVlJjzcW?NBXwZ*5NoUzv9QtoEjJBE7KI8bAHfok^YswbNZWcz9(N*+|efp
z?`H{W?`WJ3Tb{;~%vT_LX3CT&GC>BoGjAoIvY|K=l<z_@g!9)|vp@OJ?UrZ@C%dgg
zsrB1;-O7rn`q3n{PQ7l~`o06hYJ!)WcXTkrlYG$kGU-C`@0FKq*52FZ_0tJU-pjbs
z&z>pEvfiGCH?%6h{gT*Fme;;SU+wEX6EVonc<rxN((Se^2z$GEC%+ZXIbL~R>?cs`
zC`!S@mlj+YHJox88Vo1B(_bw6+1yzTA3h8LLzv=(5jVRMfS=(u7;k@B3qR1?yX=>B
zS9W-`{Iv{x$JplK=l6jgOG$0k27jf{^4G9htO(o&;;RRf&II2f%18z=EK{B$uU?o&
zV2_qLR`M^KaM{?EUDE{T1^<*mfZ{IVO1XA<IE;0+AuL!4Y%&P)&|lxctL10E&@_!i
z%RXl#f|juyDFXZO>$D#POF=?}r?$$d{^V+Csh<dc_LJi~h&eGXX?td+uX@}YbaY6`
z&*V2P?NQY;T(=RfnAN=<Clynuz?;BTxj_m494+RXAURF81>?o@cLD^seM$`u{0d$m
zO5|PfmOp{AMW_B~^{g~*xWO)Ti|}p}(Gev}s%Px!TQ%`N=`uL<6*;1@gHo9RZ=+_I
zKQAUcds^PJT|uula7!affvP91HSUyY?f#-F{;vhv;IpgqIh<)sp2HE_L8Jf@$Ceup
z+zTn9>AvMudA@cK2M8i}2S>qhmN<sa{jk?c_;O-ubST$KEzjR2Qc7HE$yyrJatnuP
zNHON7i=HmM)x7t+HBDiZd?_^&ZaV^MPj+%;06|G06V>&Yv|-8p$Wch;JDtxCJTND9
zChm0qPib!+4(0#<eNTuaB!#j@wuDMG){r$>N?EccCCZjPW6!5-*;4kMELjsH%b<kH
zP7ShUAI5Hw{d%41^ZVWR@BZG$bsX2#UydU)<~-+pzTdCq`Fy-GbgBP7FxL$YX~r+M
z$5(oAZrY;ZaUyh9%R9BC6nvmZt|9rW0;>YEm+F@zcWG-k{%!hz=3d^7mXuV+r|}|T
z24o3^TX)V>c;#nbEV|6BLKP8~OAgw^u8LREss&{K_LokbqWG4Z=W3?Q&~nH1`k5MO
z!6-7Ekv%<pxa(9&4EH;IL`F8voXB&@{te>aThPDKi%1Oodg0zz+lb$8S9V35%)P}0
z@nqP1k!_i8pKGjEC$()KzW!!`=J@kxeD>)V7e1vMi;AepqQQAM=Ye>;*6bgQRA<WB
zJBtp>qjX~w6e;;g_ImjEaq4j$?vtYw+b?wmtJ}&mIh|J@KVQ|Qz~)yEelrc{U5ved
zKK7P~@4J6D3UEkXH`#yMYI<sM{zxEap!7(z$_^QktWWpOJoUE1mw{g2&gG_u?#ij(
zc+WEZz3^d(Uf@+oG2ztL*_lUL@A(?!9FO_f<QA4?1@jp9?v9y;KN+Ja!4AsNL9K#I
zFrIFr>yw6m{hB+a+sm-{NLV1Xj|2v4p~;!md3wx@;uk<HDB{lE|8iKsPU+iQA|Y`8
zNd1~%-6ujTb$UvfS}nG;!~MEGf6$?Yly5&V2GzuvZ*R`h{rgQwNF4uW7@_Aia1Cme
zg0PDsDGEs!BKAv|We+@>eqN;7yW||Zn4kV_JJZd*RA1+rhcVvFMoq-?ef~MR=@#Os
zqQ}ua+gjovnvTe)TyAmnR(s*q0G;>P!CI^@?BE|88>zk-`a<S}+3;^D7y@lZSHJ;T
zLjL(8n^}^Jt4l^-8x8Z&WWIzPEv+i`Jq?_%4e;nJujuQuyecCT-Kp|-P<t!*X~-{$
zjhPmA5rxgqAH1pZEHXNm=goLj2dBH^Es>C|e-|ZC>;&xY>hf81btbBO9SkM3u#S9b
z>D`C1LRlLc;&8@^mOsBV=+>@V(Q}<EdA&l3r2&lJDXyBlxFqAB`saqk__SXHP}FAk
zdx6x*(IEvo$0a9)?+`~&Dc9h8(KtYF=b=C~NvGwx(%*Uiv_N4h!BiA;-})#Cf4B#`
zidmKmkAIGKp=~pa%ybAGLt1r6F$S7u@@_OACE9f7zVboFh#@`~cd*~eB0?98-rA58
zGvp~xAtBXsb8Gm@&p4A5hn%tfe_wjv+#FsSZfv9^dd9A~X=Q=;#!<%3r2{gAe2#Vl
zP7IY>W#@{*mHIU|EBb7s({6uvN$U^9wH(ePh?r&MiYK9(hNo2I2&!Ua@LU8`q*YkE
zmL4iRN`fatPH%4=S+;Wtc!xeNo?OXs8=J8dt?*)JH`tX>uv_uLZ*)`|TDZnZ7Tddo
z--gn}bOq+vH9r2oOX)6HX0PwCiECe%-`#O8{Jrzp9G7E}0$qRVA{)=CZNeKIQr@8(
zkM2@o?bH#9&inV<3JN+XFeE?Cs!satTA7oUne=>xa7Noi&TbpkhmRgiU|uMv_KY*z
zC#ID$_bzj=)}=k4T-<xd<6M9Lj~}lQt1MV>t-8F1yf*V=j(T)vT-6ojA&7&>KD^M+
zW25`zPnX{mZsJmV6)6^eLO!Qy-$vKw+Yg6N93NKEDW$!zIoS~9XetAXF6A24<HeEs
z3-=lhfv}Njw&$H6kjX6jKiI#Dk9Tj_hT51qu(QNNIAjb;i=T!v91q+_!+!E&)~mta
zGD;rabKk1D8>lfvnjY*9X+qgIn!i5a*45nA@%Gc|3>G?n|H52<xl^~XYX`_yb09Y>
z0hzdit812)>~_fyPjDqnO~l(}_P)2csi^qR+wuLg79hb6&rkf0N4G;AD?78=S7e%9
z4ox>piE}<+ZJ3O4OqfYb=ZTwWF39`nbJ%K{mJ|lLbzIyD@GYl6Rryl>`?50Trg*fS
zt#eJZ2_}$?oO~)&YEGOe0f}f%M#k7HdK6}I;3Ad4x+V2`g;a-C_bPM#36u|Zxt&)=
z@N?tq;)6m{i9d3}=~zyHzI}atJ?)~XfB@muN>%?)LVC^4Mlgah1T>&teCs)jR<;i9
zo`gR>F@Khc>i?W|YSPluzKV?%jG{WkA_v8fl;Yy^@9YXqaF&y;i6eF(ItN#|-0|bb
z&C0!ZchchH*fm3KUO@WUDgtOgZv2}pbf|W4NXRj2G&F1f^lAhBpjXRe&*JePjbc&D
zpZ8NxT+h->6u4OWu9ygkPmhSGsFpbXPaYb#xxP-#ANMy8g;p(F@K@s{$k|6?j3&UY
za>1GA@#6)g6|nTDQyUB9o-d7!{y;E@<71fY(ZoLj8;)7*%7lB<=CbqRyH{oEgJBX5
zV*$UT>-N!cNDGiAbcccPaf46EuG$M9Gu2&~+*A1BgT7@`+*0Xz;|eE+&E<D2)y$w!
zNdNTd3e-A|m}`G)#7+W*3@q{*7)S9d|H*-U5B<j)_Q2n!r|9lTlH(=M!O*aL!T>--
z?EiYh%;P7b(-I8y;%YL_4bPUa=oRORylHNhzVXL|jgN2ob|M~p(Ql2~fVTEb=2dib
z@QR1Ycv)AzA^I-!#3gq^`^nS7!n|lS+I}`@5Zb=SuwT9PNE1W*`|^T=gL|T#Z&*jo
zm#3l2W|sfo9ouf2EksM+H#Bs|<5h*PP1JnZ5fL-n_j%~(d-H=0EN8J|c)5=Fu%@_0
znlv!4wf|2a_LJCon!g^gv{UStZ?b>HET8K$P?2_!*TXDL`jI|vIGtb_xjHN|uKk_C
z`n`u|o?xBK-8>sZ;sGy80ZejE=r8ljveO5K=(-tf7I}_JmHaVkQ?Lrj>R+<?smP-e
zYHhGP7OB+<@W^<t#|O7eN2pprj-Z10Ifw}FWbv>8*7|nv<gbHCvIl3z7DC3<e2|9i
z<7X|$&WKC(>s%Zj2ziyHr^z^ag)ksUo>~^_YeT#<KN-c_0h*5M{I2{PE2$kvM~Dwf
zm%dWY7_#?>4m0yuZSYnQ$tKF&yzXfmBp!VdJ2V(yXJ^qrB4$6L*s)QUEL#2hsn^C7
z|Dv&*yO_Trzy9@Q`s>W&HtY$B-MVwkt#`u9kRay}2`^D(vrXLY|EKzB-;el%LXW0=
zm829sgo}~}<&qK0nFz1#TY!T)cS+iw9yecRlHYGTILW7Po1}YL&)E5xF@RJ@q{?RY
zndVxnH>E#|KT%n7r$!{yV;~VZIxdAlD+lM=WxC|xoWZUVL?|5!kKtgUAE-y2Pau2n
zv*aPS?bCZ~gKm@T48gVOPh)d#W(C=rg^u4Gxzs$Ye;{)mlfo&kNtF<b1Op?L4KWdh
zDo$DFaAYZEv{34z#no-~PeDvUND^fvjMmU~gfFx@xy?-B)N9XU$hT7~ndBZUjeRA-
z7THN7TE+F0r<~Vr{M%~{a)l4n2Gpl0u~)AdFaNsrVEdJNFR#w`x*@*@CJeMV8;Tz6
zEI~$uFJ?|!BC?fnXg;$fK^sz2O^BIOnwaD!e5p7NCr9Z6o%HycF_3g$tL;CtKg@+J
zf7xop-T+HvSv<vQH*i>Gu61(t<}(BkVsmXit3jo!wV7M(i$I2<Y_IarfK+h{H9q73
z(#7s2J22+oCFB$JRWK*bBKl$`(}!IUi3{X0lCURD`>=1yBK>4MrJWBb?Z*T$t-<Tn
z%HQZP2_;+qJsK%Es>n6{-=CLR^yEIK^F8QB5WNZ8ew@uAxRj}ZuXVB2Rrkc7xj3Xl
zm*B!mqzyMEv%ZR53Oy2{TtD*u>CJVAYm_#sEj-LB?ih<Dl!Hr2v(`~eE>#Iu1Lx;y
zG?gp$JQAYg**1|keX?O$L2;77Y=(S)k_c4dW3I9nChMi=Mt7SRJIv;^Q9hV|Hr?B!
zT@Uft>8UU<K56_kd&}TilpGg765TAkQu@Uy&M=!E?0Uo5m^>tODJzGkF10L#49;iV
zrqg0(TP8gZsOf$tn8-!S_B@S|6M}99B2uGBdb5A4ZdW(!MrViFlD%UZI3IZ2Id*7p
zHb>xEi83GD5dmt%*!+~bdsuXP>AYPUN&3D>QPiLuD{{5JrZ(kx`hQ&Tp53>&{bQHN
zZx)eKHcQqQr7-W6dYM$`nVt=ecyM!M5SgqqK~Z<#>F-t23g#9t8rRVBrR}ozyyhd>
z4P~rC!M|gmO+nmuyJDj~aOp(c(lFD8Fm>c%l*FF#4#*kTlLAb(9@4W*+>kf+9I#yd
zajxBv%(Ty8swMqt4bJ_afR_Bc{H)FDL3u~rne>Vc%JbZR10~<AWid&im!Vy2)VIyB
zVP*XETy}c=xrsE$_Y$RLN6)OXF@sHYTHDWHwhmdJQxm_TU|~tz3)n37kTwD$B9}^*
zdh2yAEH^gvUY@Hw`w}81>mSR<jqNV_;vJ@E38q>|xf-Of;VdVsc(*Bx*XNYgzKF{!
zll=`RKU5farTFEyx0|LlR`)5@zb@s*5{9o~Zf_?j;|*<6O8YT)Itpooy?;p~nM1<M
zM-{_<!lWUchtH>uJcrVKV&G)bd2wD|UZ}wG3|d#=aHS%lC$kF+`KhR=&U16xsb_ib
zR)qB@uo0sDTeH5Pv~rWXzF=}`OD;Vhl=dOUaz+xe1{yyv)t<d`&Yhl~Edt^Gcu|8{
zmCt&pdLaDUyo9cLVWB$1P;zB)*y+~fh!s4UrOhFnj4|6(4Vvz-W^!~e&#bhzqTZG(
zk8ohyQAh9}{<%ddM_ylCAuW{cg-VE$IR5!Fd3TgG3*fWkE))rEuYR#)Xf!mrsin0O
zuIlPhod~MhN5;~q)&qzJ)VP90bZ8(~Xf<%%iyTUFkZ%Y3`x~&_u*>(sH*`srL`r!&
zb|1iCJT5@6-W3O`<=%eU5=$Zj!?F+~rkz!v63N^_^hf(<>n%=#G#+(m(Q}U0er$3o
zZF)T<vn)!^>fZD$1mK83<qoH0GGa^64rMTkQ$%}KJv)E!+f^n~8d}^HS=#{LNxA!~
zO*rSsz?J62$+eV@8~ffye^kX-!Og@D-jFvjTMeJ&Bc0UacaIR6C@w>{yA$cI=Tq=J
zTggNd#DPOzg!vXdV0I$svT@Z^V3WIo9qN?7A^AKTyS%sb`RB??8}PvTv20x&_GT5_
zDSEd=Nw)p;!dX@FbZY1Zj7{aV9?+M`@URDy#vKmnJ0*0MzBfpC^7a#$_&T1a(R0$L
zr}ud=+~=d8QWh%=;Jf2$QGC&KXxit(SviAHcB|$@UNOW-QTlqber>W~CO3B3;wWx~
ztmOIN#DZy|73H(exW<Nda0dlC2bWoND%lmJ*DqqxsuZwV31pOU*Y))UN|&G{NNPt*
z<zNRDqgQCt44+%YFDbd;Rw&?ogg@qc?v`U^JzeKj5!>UlW2L0;^jDn*o@$Jkcj*3`
zwQFi>Y76a-Xt@i>)Ff2={?JM6&WT^D55N$qEopIWpTV7FM#;r->XYNad2v`-Et|m)
zgteHu6sFl>bpmPRoKNkih40t<HyST<PExWm3{!>dLuExkS_Vmv==RGeMrStN#Jg@r
zt8_X0DSRC?>5EoQ5eB$dXE6W+Uq*m5g)|d(b!5|zdF6Y^GJozMhQdH$9(!bFRBhSz
zgyNkci3AKKMqA!3MD@6H%VxZQ;I-s|Pq1|$NE4=~jvg|kS<MKP%i}doQakUBb|%zg
zT@c4>32~gzXfx^P5v~#f^>f^AwCXA2Ck|t0QBjnLlp!UBYwA_<rp4Qs!-Gww_Aj5P
zP;GBj-T!V_C}%|&U_j&_1vK22Eu+kxyR<WEe2jrPV<H}oi7`sqCj9Bo?!pn7%zyOk
z(ZRvNQ;e+I%Y<#`kmE~kNq3T1Z)ttWEKBmmw{IF9SaNv-`&kO_+KUWGh|irJTQ~oD
zVG*1+m2@vv>-HF4dytZcu$=SLj$d;LoJZ5srweUN*%dp*lJHWnqzs>e<t=z@QPh}S
zVXz>yWbFwxSfIpYDxO5gm}m?A*|vQgeIh@!>Q}`tH9h*=x3R3Z`YZ{$x3zaq-Bfwr
z^|Mj*=+z8~_o%khpRQ)e_CF4PG;Qr|dpCt$mE7;b**IGJ=v1M*J3q-uAbA^`7?YEg
zeZsMF=({bJo`+yV1GmIR*u{dWBQJS1K%QG&(TA#~`t);UmHpX#k`S?lQ&Os413p8q
zB=vFr&$aZ=h3?`cy^9GpLVK?qsaWp}TMIezbzH*26x=@p8(%L~tTj=9H0iq16Ie$n
zG%S`#2(Ka3mUEoLsO090=1Pp*0b|)yuShTQi8j}ex6u%nC($ZY1a^GtYNO$&a+fkF
z=Z_b0vy$0%)j6T_18=yp_4h#e2>%|uM#t{u&r|yL$DVDLch&IMKf3%Qz8TYZ0`6(9
zZ&*BIOB@T&5*6KiM=T=fp4G{5n(8A?wc#Yvl8Pyj6?TZr3?(nMZmA%ND>h61(pNul
z?wzq`%1Mx%^z@ESjhU=FbDAf!o%BHDaQ0@0o^87SYVG0ra|kE^-9k5bNEsoe{r>$V
z{?_G_>3?N2!{4eejc)b69mF1hNA*#i%wY(QEm!W{BOqmnF;f+y_7VZvw&H8DuA7I9
zS0L+cuj8)ZH~U6Z;B9uQe|0Y+rKu?PW{y~H(=AfM*&Kr>w)9h7eMAxmr-l$`xsS5S
z`b`Z_@)kpPpN3XrEuqLT!wf@~zXu)#MRqi{_NBcy)VY-UL1VKqb$PBWY6WYaa*>3O
zgY#))Wc6;zuc(jTe{^enH(c{7^~>~R(wcHJpLDYRTOn;PceIGt-boLcDtUCLAYe1z
zwTlblU~a=tc+#IYBHwz7akD;~A9wCKN7V;@I39upg+#qAcyNoGUZ5Z$w%h-EZNSWG
z5#aRxO@YInub&v%vDUFOq%u&jlNp|vkqa}%$0HuX6J0`bPBd+I+`~l@D}B9&A_wMd
z@4}}c;P)lSdS8C#?;n|)D@4nAIRWg{_-QPsCy4=S6LH|0K6M!}k&mu|!fmVg5yrG5
zG}FTydvuKog*pf=6U$*zD(PeXt`p7BvN_p6_1UD*quG&)CkQmglK($Sd8>=$>qzql
zQIxsN8vLws6LTiwLlEe<B!-lYhyc<-X<ZQ=lvu4&J)k7P`{TP<d!)&>Y+umk`-?d9
zeQ<fWPb=LYVj66RH$@+@30Ga>4Qr^zB@Nzw{WJ4aC#=GDa}GJ%MOH~Cffm4kKK#xg
z<xGG1Hy5JKw-~5_-h2tg(hlGve<)S6KR!J*HFcDMA=T>k;Eveqok~fK=H<;U^2r;w
z!o9LEk@9x8eemsly5cc<%I~A*Q)}qPg3UR8tuAHsh_wnI+SH{|nAn$>lau<-KNKAy
zxu$k@qEY3}g~C9dxo%@)ll$>4c<-+mL8cWAz&7J+tsgsg4I}xgYcLvl8dBcalrnYX
zQN5P_tfuN73r@<MYd@yEefa6Yb7g1!abpSU0t0ODWr@FRMSz^bPvqt0v+^d#w>McC
z7m`A<k}yG6u3XWy=WdA=v!H{~5St|{|9gI2Fw@uOX7zW{rnM-^$G=bjZwT}(ck}qS
zVq*3);opA!AHI$R_8cFdvUug8=;-dnzGIC41FoZHbPsebZWv6^@_8Ucr6we>N!pK4
zNJvU{0uZYn+y9|SVYU3?g^L$;tos0#_Ktlwp!eNGly0>xzQ3(43@S<WrD8X3+(^sw
zuzq76RXNsMKJiD`&a=aG{J0?7{QrQ~1(wAW6`h49%MtI<9!--PI2hkGW0rB_d&s&<
z*Lf!I(d`(>#RI%0*nYu>xMJt(>KYUp%4Duhnjl()!~(7%aQioHQ0afP-Jd+x{j;mf
zDmb98L6q9{jc?-gKM(#EPRQB<zph0WzK%>U2JijWNGgTedzpoEx9#S<jsu_k!z3Ui
z&7`naO7no+3nG4NZDneznguHR=W7vvc{;;*X?%E7^McHz`$yt$n+Sxb<A{UemB0+J
zK8y%0ljF;0`#W1*?%KZhr(;h8R)&M4BV%^~0l++ZcjLEQmF#wmi&|h1Mu6w*jCa=m
z4`?0!2dE8te6%lP<*~=1Jk)3;y6|5r_Z!ocSOC|leF!LTDIPQmML?y!XRJ~PEsf?a
zzxPM1JP-!4yrj>(-w|C0(5|mdZa$S9=?9cf$Yb^=SV<rV-Ftgm<wDu*9roq<R$XF1
z>Of_e9(pAW9MT<tYd6!4__101(1FvnA~RWbW$xGygly;G^_`)by@2QEh>C!VWwwav
zC0(x~>z^fo%Ast%B|BgFlQUL`-RSLK2BWgO>-4yt4I;NlIH#QO$77V<M|-{wvj&Qo
zB1(0%N6|AlRBxyUptm0n2{<@^lCD6Z?uC1l#3UI<otc*7D~K1}o{aPQo<;L1{rl%|
z<JzrDZFcHvxsha|%YB=%Pe4cWjQn>ar+3Np);VC`J&p7BsSprO#*7Zt%rG9~)GBGc
zddu8?hxE4W1@c@rJ&qGf8cn#j4`;-t<S7nu$mgRm(tA;5g(Ir`T44NJ*scajLgUrk
zdaIO*B>Jb<V4y@7w9}OwrP|T`xKwo1TyvUe+5N-xBu_}7r}4ds_vOPN(SU;t8|sH+
zACOFw%EwqA3JIfS>bg^1GnW!$_@vuD<3+@Na2y@V@)_>;O7`9<Cn(eabYC&A6>7fq
zLvHuy0TUFD^@ag01P}}$rQchhFFy7l^Zp>qPGH2DM-C+$UlH@Relh-JVML%pKr;OP
z6+6J1!rv`EJT|K~KXg9ka+UMh{qB{W5fD@^-QguQcb+<(|Mo}46FICrSM%7{NF})$
zq(s6dK^Hz2C1Y-SfNIv^?1xVPE)jhyT39((aWk~ejRIi2N<W(DTQ!&EFB@oU>s(v&
zij{-1xEa}szi1$LZ+qlmF?oJ!nY9rUqdE`Iwjz1~Dp~Dmpu_f5ONwFKergh9(XZPv
zz;#$yjzex`_@lJ+m77*4PN+Mz=~0uQWgfx4J4w}+1^Ta3teB3z1MuYtizROrM=;Ih
zziDQCZMNQ!IzU(#+I;CBEYcTg9d(3<j%=Tt#zdhESAs0?88Gt`^4gNXWik~sBTslZ
zUdP;Slm4lGscbRUX}r?=hMDeY_FYpcq=iwto>%e!no}*tKVmo+hrp!mL{*$dg$qH_
zjp9CZ*(&ad&LL0twFBULQuAMGn)<nh?w}&l2bml*Wkud0Wd)V^;;94XcYGpu@3KZ+
z9pQQEfa-%1e4i?^s*Y}QFbu2I$VkVDgi&Yy#4xt3+sJBcJF$*q&j%l9XGTgP0<klt
zDaDydU?1>RdpnIZ!CT^bqVKC*!-Y`7=TI)TgCq&F8zs+u`$AiM>+(Uz=!I6EXK}9?
zN@&G>YOgQEWMz4)XCN+PD0$2eNyiwmjjOI60<UN7&7J}AGwO%Zh{wjRmcRLNVZBb6
zq;O^QmX}<z>Cv;w`>ZAc?BAqb;<QoC($k&cfj-m5M(Z%J3Bq3Z=wetIAZ`k=9x{h)
z>PuOr<&Wxy-m1A11Aa*yLn^1DDQ&3IeSAv<7=v@aKL0Kqw`@3?F`a;|6=+R{*CH{O
z`GocA?9_<B5f#}d_M^4$!!B{8f!UX)@i2h~sD&E8J`X&i-*~bRpZJ;lJL3Jisp7)V
zlZqWwri9}^y{`=Pc``1y?c!X!<Qzb_2c0G-BEO+hr)LT$lI||7=!lN1xq-!VTZ!zL
z9=;P?gJv%s)1Cd_=9G0no?-al=e;4lRr=I=*RWHZXnusTV7vZA=$KwD^>-TN_5*hC
ztpi8v)s>!?1Fv4*RP!|vfl#M`jg%TSh%(5fwKg2WIC}k1a;0Uyy2|)I=;1dNLxQ3N
z<`fBq<o}@gdYgbWLoCOWtQ}m6vi6tJF-69+GL(`i+YM}>d(<t(_u0R?-0Gh%RYj1W
z43IjQK&69KTbJvDc4x+TS;i;{d%mkNL;u84{8cd7p?pqGvCk+C4a#VfK0iKD5HI^v
z?M(pn_oGOm063_5m@P1^AkFQ??bT(Bs%)1(9z$-Kf2_!+ucOi;g<rTjtAl#1D1nM;
zHUp|j!BO-j?8s~1zRg4HT(^CAY+$?I<t>z)XfXTR#q<;-JD^pDGO(hy?!%JihUevz
z)mcwJpdIe`2qyJzGjsCUJ##38h_}Z-=#++ZRj~^dqy?bpF|Oa_9GrY&4X@cfmTWfw
zQzMibMZfzGCQ18<AFpGM7qc85@;{?}sr~Z8eF|;!Z0`pTU#g;i%}%RwYO!;70yY8F
z&J4~~NP^L;t&fF%#chX(`J-0;0<@;5r@tWbyT*i?RTOT~Jt)Qj2}LhRo~})6EHlqb
zMf>0}D6CB-Cb+!UTQ#k|PwZ=5udmndZUMjwV86VxNdzYF61d|4UAwf34dt_hXST?q
zjU$+2esZAkpXJ6X@pqyLvO+{!11baXeqxPr5+`N(Cpe+oH-2%&X}4QSal|Wy4pvGF
zl`a4Mqn-DLw#7!)@DamIQrI(G*EtY!S|4@=*vVPzX!<lRJ7!66=Zl_cY<g>e>=33o
ze6u|Jk2!UNS3PsjtDXkxrFUQK&Fc(|55QfgweDM8nYevr$8}V$xQu7xt_qW9a=7`T
zqfZyo4nHZq)o(cUMDyzuO<CZ>X9yKzH}lZpMekZkj30InqurFcws1feTFRn}+mJ*%
zag{Znp4_*)mlc_rjg)7(uRp3JoF|Noo?cQbm%1132aD5Y?|P$D<`GT}7`GJZx?#N>
zUXd>1KrZ&ikSUULcSMmGfn6YwAe-L0NP|KZ*UE^4(UfcA(8ScpgWVUWI`9-o%>Y=*
zuHrVeGs$c1K^fK#4n^tocI@h&3WtXt2;<~8eesBZr&FrEuT=0V3EdakUKrSzkGagV
z*SLovK>m)~_7hJE*d_+g`Y5lE%AWMz&qzlWwX130(o~Ct(L5`oV72V_J#MJW7Hvp`
z>=oZ`-=5_hFBRW8fLm92`+MipYtM&fMghmv`1sj7Smmq?QCQ)u!7!7b!Qju)eyGC^
z>=Dhk`F7XGtCYdCQACY&{l%_D)~{`fyvUfETtUzrC{*4*k$yN;TF_mqR-O;GoJ$T7
z-K}-_%RfVq#4|JfnKpW}EvcK;nklfU8_SBnGN~!3`NBn?myQ-kr<8*Ex_reX!YN^A
zWrc2WyGiQ#@dr^^M*x0$pZ8*^jh&;_O^5oh<iwiXkt+n*?oaFQGY5b5|G7)}%^)vh
z#CAQh3Dt4LSo3x=`Z%&%3W$oz5-&j?9_e==o!tg_a=;1^PUsE7kT;<aq<T{!y3u3p
z;8F(UaTVSjbmx{C|5OGSNF?deAvAk)mXxer!pJP>bx1XW<X=1XO*|6D`HuVSeMQ}U
zKfd}-3|&wi^Biy?P_%5FyP82kK1rFBEysvio#~w(+UbeZ=#mZ2ny#R%5SI)GV8C?>
z3UVTW_6$u4*a@NNn*OxPa;L>lQS@*d^VVR6U)(DNzJ*)+<BF`h3z)h^e`5Zb+diH8
zb=@5f>ah_*3TFL&`bFHn60EanUqgpGc+4@2Z&?<%Lxye=qCek@d#ywXd%baO%er*)
zZtR<@-%YtI?y6?TjQhp!AjsMYJj1}$YUIP(2WNUUz`1@UhK>x;gFtg8uDbgNIv^%=
zH(!&niQc$B(xehAYqpb@fi4o++piW$UM^QSD^5vX{~Ry`yW&sxJVhdR?<sf$K&&@p
ziD?WvJ(U@T?S$yzzMTr`+ird5izW<DTk>lXC4TP_x|B4?M)if9{N9x+!J5411$T-9
z@pElID)cY;ueu&#c?lWTxyr`hyS5oN{#xPw@5yoAO{NuYADsD5po?MK1=3<)495L~
zcxRfFN_)1d?CHXsEUC+3S)!LX@$fGD;h2%sDP18g7MwrVlMZAYP-j@y*QGx+Qa?Kf
z@F<^4!=rPGG+FeF=SJD2c0Mi1kUHDkbCQ^AZ-3ka5&rPy$Xy%n^wyorA}=>L8<1gE
zY`+)1!e^mU6|5f#j%Y|a-cL)QO7LVr-J7tW$$B;%@v*sxBXMe-+B4@)c36w<HC})Z
ze<9<aud@C4pkg_A_R~6XY+CM4|K%4COggAqlMf>NzmP7JWxga}B3m5mhP-cRMTp_+
zJ4~eQ_*yrEIo4hH;o+6TeLq-X;}ZM-sYtjq%+_qqNg=sg-x{$y4Dej32Djy#9*b>d
zlCNLbesAMcM-?v!l_I0WnJG}GOtoC|AUri`i1}_v|0*i#kugOb3PR6jLT`294Cj?x
zPF96obWyIp3AE#km+%<OcsEW1r}>MM?W+G7ld6~p%`x&cOlJ<a4oS^dDIo5CfU6xm
zbV%A}&w2k!@TMiG;*oiKooPzJmY@|Wxz|V+6cX}d?8J*1Qaza05NXxW%dlVugKydS
zto|<P{vv^J1n8-$tADS^eoi(}^M?}Hm(Z>`M_L`*=hV0^L-=uQ)3WO$*@orl$;GMT
z1i^{dlTVgo4%^jP#J8It;*#<NeZd=KDB3t6kt5s*AE`JqV1(U9$t=HC(iy(&9c0iL
zK7{4mQ*gO(C8)}fN}CQ$ntnTzcUU53l|z(amyc68^XZauR@kDmYue&FW5OH_cea0x
zO4kNZ;z1?QnLXA({ud-Tk2hU=V64XBS-pOC+mkE#5pmbvbxS%S$F+zVKwLMSikMdp
zuBL&bczR|yFPN?5(Qn=gtA9%&ap1ETbn^$Kz%@iMV$W&PCj5Njaqw`ldDBnlIoY)b
zk^UAEz2}9?mop=Y8e7S~%NG4p^Q<hn9-WO<BpTcJ1x^!LvkN|+%Dk7Gmji7@3`8dB
zOVb!oN@Z4cHfY^dvI#a{aB)6rr?1!WEa2pZaLZ^@{`(mM`G3!mm=~+3G&#yHaG6)9
zwB*5^0##Y8$VI&iw;mI@yfp{1IwVMIP7JMFS@FXc%;)%b$8)Z($4-n{s<dtu`pNY6
z^#w{}>0Dg+YtSOg?|xTmM>W`m5bJCBySLtN(H}F%&p+x;B#%i>)>>Ivfhk%}-!LYF
zz$6adgprhGA7l#c0)c0-c*B%F-tBjA%l-KgTi@KXbRwFo--X(P(<&F@UqwGjpYE&A
zdT6R*?si-UTf|w`v&2ewooY{!Wt@U0*$OeMU;?#tY$({j2*3G0b6%}QI31eKYHdP{
znkUgmCUkYK&*gZfPG7i%rZai>fIokZP440^{f{91NyhFFHp?Dra~Mvd818<dg+0;q
zHh{Sm^@>ii$${$~0V%_<3Scw9PfdYO-8|i~lXK?FBBN<(+|z(TV3%<C{OF3G_pd0~
z(5dF;X2s?=2jvhQ7aZHbQw93PO;Fc4!vvH^lkJJ*gqaz2m{*Vq!xVxes=jd@Ht_;q
zv_ZcGFy}_*0eY$0Rk6pNv!jL?F^doBq`X-u(m3)il7NKwFSq^PoH>&9mbC)rBIG#$
zlo4LQLsRkAdmE&wk$EWFy@6s%P=V0|0B-l@!vY~!388D+)oe#$?S?dAzF%sC9x~ws
zl_CrNCI<tg^oBvuxN>xwlf@3>-!gqU`gN@4j)lPly0IO^4Ni!)NJ`Dl7C1-7BJpP~
zul47B_disYm5K~Og)$L4w?QmqP7bXd_z06aAH6eV(dR%k%YPBMO+mp2y#hrT<^S;O
ziK(6yR>%iHrJVi`Gkn7XfXuB07-$%fdwL>k0BaMEUsF;Ow`prnRX~PKKt)U`sS);_
z{9y9~JIl$t0p$WMj^<=d4kW^jit#8zC<cZBbR-+v$lUD5iq1&u5CE#7C4(UymQ+zz
z?rajRvHl_W{>A729^}D2eW*42E*-J?xMYRX6gP=e%H<4z6CUcC#I6+N=f8nkqS|*}
zWC$Rurk^Wt>4Ovc7U+JB)CVgK%5&J%MFut2*LQrd9~D5OySd5yy!C6mWCpx<w@b{M
zm?E;{LpF<>L>MJFd{+X(!m^;?>a(#nPam7Fc=zr}Wcn@)096E1GVAO>rQR6tETAqf
zl$|Zat)9Sv+3bSdp!Cl&yJUSY7%4k7;5zgS&*VeA=SAmGr+Tdj52LeoEk8cpUjl``
z;g|)n_ix`G+%VLi2i@Or^a2h2E;0@wNI5dMpd#qZ)33h{v0iF++TC753wL*S$3ulw
z9oPaLB}U3zXms?QUJYV*VRwZ<r?!E?BOr8~--h}LvXo*FSV(^GDPAp^l~+?+%Wd5i
zEYD401W+c}Nw!}(cN;l|Ai_F)o_g`8m1P)E8Xv_9MGEMiWFm&ChsHN<M0|xV2B`%-
zWO+-?&9cDt8l(Xl*3l6W_N|j*PBf-qf#Zd7tbEq{HP5ynayop8wQ?*m{N03+zp}rf
zk(&#fBP&(ZB<$=*#F*_xwCU_v#2<5c0yH7~=fTG#-bou`P)I!kn38xXl!=~@^^%4}
z5$c3TBE@35`K6zo_SYPa%^7rztPFw>dR&7dpAxio+)0YDcNKl3*XD-`Z<oJ7waqs#
zTK3yKKW>;ut`+!YfU<x8p}cDtOa&oo?D3JLkbsNcgjD~}{S(spyhUtKT)Oc3)vN0;
zLj{@nDY^Ap&m<Mbq8>kQc-&<tCMqfR+mO%7FI$&T>V)&=K`~+LM(0Y%50u!%s%dI6
z+0E510pd1DqF4g|k_x?#SkwNP=2vcE_35bc{o%9mqZz+Y22qG%9b7HKnY*CROGR)X
z(O2oh{qb_TkF2bwp0nB>_Iv!>yz2-{1x*hqz^ddY#>NtglcN3n{4NSb&nz7EuGw0m
z$v3Wyx}u-}Qi4~HEy?NcBdlJiL<iB+e;WQ}v(uW-SL?74@CA&5NyP=g(={7(Fuk4h
zWQ4lo;1l3!1a(A|4Pu03HVEn5O{gM~Z;lLY>NW{A5Uwq1+Xdof&sUIt84yFpvMipO
zuv@B<2JfFn6Ccmk#HZFFSP_U_k2{3Ch%Va5fg1W+fp~`TI^kRW8Vy71^;G(Fbmo>x
zodNg0gJX^^R`^iZi!ps0$DX9}IZFI9qO}WIOLA;Kdt18iVslBsa$}B*ZoUC;r~2)K
zb*}pyo9SFx7wYUmn@0k+QNZ0^usoK<eEF4ZduI*`yB_6V_Gf>7@%Zq$$w;y&zZDw}
z!>>~(J}k*KzZoB965vRvHLf+f?I_X#b8N4B_?QnTJY-vDW@6&2@Nu2%zX~3-H?Ypx
zwGDkhL<x<7T0wHz-)|zQi0>x)2X^MYcjMF2(*9BSBB=IZGjX|stZBMMh6Y5ai2>si
zCSr5tH<F+<ZTnf0ztxTH9YqzuJu;z6ANl_MdsUkEut^|KmbI<0Co;(=Kls6caLR^?
zEqKZ@VH!@v5gtj&pCs7R4c1>YWMpJ0W{8bQ_CfOmnlpDXtGyN)@UsE4#zB06ai5ut
zjLpxI%v)yx4^ky4AfVc_!5eL4rgrseM@5hJv?rlGRW~`lYN*_-aaRh>d}MDc?m6;2
z6h>shzq8!`VN?D);tG=Uy<cJZKmL{02smyI($Qt^&1fCS)QAUJX{>Ic39aWoR7G7Y
z*Z@jI;E(i33hCyhfQgN|u@ENuT!3y2GQ9dBNP7*K;k4F-@(K#29{{!1WLO1C3eOLL
z+w)XVSQtMXp9C6IJ3I0jYp=lg1Z`{UGcb`z8w{#YN~iw`i~?%2z5isBei9B=4rS2E
zBDPz?K~%dilsix;n(H@jDj<jJJ8w4f-^hBh{RKwQ|9)RG>BY~Cd$Y<RjR(YXBuo`n
zfH?*vI9%lJpnT@`Mx-S0fLN7L*z1nhI<K3%dn7nxe^=X&Dq~>#O%+ASx&GJ8u>bnu
o|Na*Lo#63*`9(pF^rC*3yk}&JY2oBpAo6Zkl{6I#u9!akU%gj`VE_OC

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_synthesised.csv b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_synthesised.csv
new file mode 100644
index 0000000..aa332fc
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.2064072000000002e-07,4.421643371296136e-07
+2,0,0.003475288714,0.012737396880255996
+3,1,0.15213832,0.5576072441776957
+4,3,0.491106,1.7999690233146484
+5,1,0.8716429,3.1946875407593227
+6,3,1.2161149999999998,4.457223753707536
+7,7,1.431909,5.2481375593160235
+8,3,1.2142428,4.450361890880674
+9,4,0.5630382,2.063610134966459
+10,4,0.3589756,1.3156934757990941
+11,2,0.16137813,0.5914723807903882
+12,0,0.00373882206,0.01370328175930545
diff --git a/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_synthesised.png b/modelling/data/abingdon-all/seasonal/red_admiral_butterfly_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..03b819e3b76e49c9c31a46640aa535e17861c46f
GIT binary patch
literal 82034
zcmd43XH=7E_&3Nng9SuXKv0?uP-!BH^w<?Mpok*97lDLM5JJEK5v2+!2n0}RqO=f5
zAP`~$q*s9?1Vl=JBrvo@2qAlCX8!xW=j?vivu8hS&e25EpXa`>>({P4yKQz|OyrP=
zkdTm=$&D*_goK2z2?=dm*ts42k4tGM3|#34U$qLh@bd@`bq;hFGIb92hxrA=yj%_=
z+yjHW{Cu@Fv`%a2sU3b09PA&Yuc-<DKOdpt7wD;}d~LuQyvi>B8`eQWLel#Me}41K
z@4qATn~;#nm5X;DqM5WE!FRt?T9#CHz2S@@HSZKYd-po}5ixXMgUjNu&+x5E`%0G0
zzOs?4N+*s!ecJy=QOxQX(u6;Re4-t+U-`%`lVV<!kGuQKpVXl4EN$&YL*!yzXJ_Z1
z;2i{)3%j3*hy4EUZK2n7<}$+n-rgH@B5~WlH=pWBUi<ISU*$v!{(G#;o>=q$ZfeDS
zKJo9(N3SkBOa6QFLg$;)f@23Rhi7j8|LtWT_byL&NJ&f6H_2XAW2xUC?~>T8Ouf-p
za!av<C=S`II(qTMFsA$%($3a1Re6x>@lFwvarHBjGo9(UP}8#|jRz;ACyd#WB&&M&
zC`(t)^jgxPqRAA9!@c)+%_AZjvGTsewV|hwnctr}fW!CWG;^Hf=-0UP#7u8m@*HgB
zwtM>v^P-zC2a8Q*?Ss0`9fCv}GNhYb+FzU`%)kGDMpa&l6*+b9{fk3qAH1%xZ<vo)
zt?+MpS7B3ostor8b+MY{uda5Oz#;k9qPPgY&lj`Sqxg53yq+;v7LmO=aBH|EKk_{|
z&sSqsdLZL`IX-VODvqG1rCGx3*=o<!tVFOVa~q7xVYFUQJj|Y~HIV!p`}Z5ii7Amw
z&C=bB0b~9Gr55`A!~Of^Hnn##F3q>kiwOnZJxWgy5~@FFfGAsujar-kzU9vTq^YN8
zEqXxBe`_q9p)Mw;dwY?@Z+d_4LyO4OH`vb~;dokcrbBoesk5o^UWJ`?jt)GK-E&ae
z<H1Ok^C82BRV(hQc81H}j&(;tlOLb4zB^LpKk)vZDqYmM#$c4!Gn87cYU}wo#^oKC
zQnf9qyu+zIL!D99@W8_hd+40EoAr51Cp-jNB&KL==NP$OWbriRt}PDMH|!Y2g822!
z^<7uIcj;2}(U-gnFs=tNd`;4n>lhwRz!GP=a=;4kG~@<swyRdEt+wJ^r!`5NKhfRl
z_6L0z3wjJ!5?A<4Y|qfseaFy~l0uIS_7@1<7CLr4dGPhc7_=sj{fW=Qj}Hx%+t#|a
z?oqj_AGH-xLcRTLztW2rFADRFklvFmNo78g1ZjtdpB!IQzi63iOV361vafSV!E<+r
zE8PZ%PCH$=64jS{obBElDO11HA}ht(6UxVixG~y?4lb7<ISX5g6K`J@B@b6RF7l~(
zzx<UgZ*KNMqwpGqsLg<@)#Ap#E}T4hvfDG>qbu91EBoBWM4X~zTesoLpPnSS^S<b}
zUVN+~lG*CVwHvPSvM9M7{zdHkV^bS#xz0QzD!*XQRdb=#Xt0Z?(orX|g%50Ovh{;!
zUuS81>U;er3vK&O2=OU#`n&7=_&c|@v<-TGRB+!_X-tLrtQQgdV@wYos{)mm4;eJ?
zHl};`7e2$1DAM)!9l~POh1ifQYS3d;?uU>9Jb#83I)3jsR&h_Kd!~IcRFinN<ILmy
zuV1gwc|&Q$mUs$#OC+C&<mmI^-+mK%DhamE;rs;>Kaw7kA421TGf^FkZSUTH7=dza
zdj^)7@i5n+@gZhK70KIJ%jM!1iiYh&bB8MIb0*<xwchsD@Xil`)9rfr54QM<WW(hf
zp6fMU1A&d@wXFmL>-q1#p3OAZ6eG(@(iUOGnSWd2P+@WLd_6rcsAXTxLLP3k<xBP1
zlw4y*88#5r1kF%eN};YXDoF~#^+nn+UdX~Ic`o}tA=pc$$T@blK8QXOKAu6SXH$G~
zzs4Dzw=KE+WOqRPpzuAJo{qE&2&7Mn)M@xHVWb(4%NfS@7&DHumc3VIy1G}+mgFKR
zM=Jd$SL)T~T;NqY#=O;m`mye&Lh2ffc|%sa)1AhK)rYKOdCi305avi9SsacePl>v=
zB(?=?>f9f1LSYjpGHgRHP$Mm8*L;URR5npa3V|*xB&&89-CDgs#Vz;@SFm6MqfLW0
zm%4BXQfStivtvB#+&B(yTjEofRFaWz0%7iWd44=%pgy_w%R<i+a+Pn1PPdb<@II)L
z^?sTIgIzSxuWKnsn9i`R0f*KupHzg`X!_+s*K4RO$nhnZ$m+muUzG3OqPN43CNtAp
zM<P9_pV;cu11fnB-zuA-U%AtoHkUiPF+C3V5k>~v`Rnw2;k?7euhW@sZf?4*n>l_>
z<T<S$O=ECd#n91!jdA`KT@Hf9t~o(G>X<d0+6ntxVObGvcYH%>A(?#Mr!D3xSXjA}
zxSlOED;$?%Z3`R6EN#=Q`w{(I`5xS!veZ1noy5VZ(GHrUW0$M398c(oHI-@Q)@*LO
zI3CF@A7Ecz|ND!0$ZFqpgI14*6a}Mj-PX*@NyK?01eJaeDNp(J5%DLcN8IwYJq~7_
zF}z{K87;_Ax7Dw7HAo(L^;wT~xt@rtCe5&9yceU+`3waUDv&8TI!{V+@o>184HAZg
zQ`t2vZ<feQvt0f4TZ?1Fh70KsVS}xDMmOu4pZzp8CCIz7Bf2q#641szXrMu1j5u6p
zM|v>$ps{oZkd_uS*>;K%e_vFQapLAu^O&t~nXEQb=Lm)09(_sMCG-tj>oe@p(%MQ@
zY3=OLBpKeqlWTqMd&G)Jp{cv&bWeA<cVwssWl+ae@*{qd9M+eowL4y%oFtWbe}A8)
z?a`?_+vM4m{nEPVrWAi||Ni~xm4JYNE%%rm;>NQGP=>k;>FA)%VGJo=O4Xy@z9-K}
z8}CaC?}eurEa=jgkqh-I*!z_Z-E;euZvIjX-Tbwbm5*X)VH-iw$O09)Er4dY`S+LZ
zwd}KAX<4bMsngXM*H#b93On+6-q){RJHc{V@1df^6^#vNc@)BOg|uxZ&WuLa3!J*a
zcgKk>&->>OA4@SzbI;9Gw;dYS;PebRI>1Nk`l1@R3k{muB!%$VBXpd)O^xmY9&&BA
z?@RsI_xp~y?qLPjlF)+MUd`9X<u>-Tv7d#Gg{gF~e4Ey1I&Esb*DGDA?cEJg_6>+N
z$KjzkBr!i~iySr1w!!eaiDkYtLe_`-m3t^#(;b<fIG<q+XpW#gyAvJ38r(tirFZ9M
z$r~U#0}ZGu#1tRK;gaE}<&Kp#H8q`)ybbp-JD=;NcZ#ajL}y~ejlTsN8L*75jcoh^
zg*tjn2NdrPI9xtM!=9pNUt*Tq89I(SKisPEp4ZbLPSNk^PPSjr>NJ8g#*EAebP|tE
z?F9A1lf5`T&fi#7P-TYbpf*-x7NS5y)${%0)H=&-6<KV`qOwLq@=*B(Gp}6Hu9)F0
z&%7*aVt5EYM6ijRGwIVyT>$x1%Uy=&J{(RUE=2OyhV7_ZU@y53m01sv6o}kZc__>1
zgiI(>YW2etBzF|owKnXy7?o(6qaz<2rrQ+f77D71LNLsTJ>r_{-ebhEOU7d-*Pb7_
zTrHPVMqHq$i)z#z?qH}Ga7K7P6Er;#v%R16;H`fwYBeW|u}3r1tbaCU)^i_~pXcba
z$H0O}jv(S1E7z%hBqJ!7rJcyBo5Kyj^HB$uBh5;|`kILr7LBebKqr5Rt>v3$pKTjY
z_G?-%zL28G{N<T1%&PU}e&7<;6n<y=O}D>X4_7?L&T6LN8y6vCE1<~QcmxJ6Ut|U2
zzkvFiL#}p*@)@ltlqp)bk6))(tAeN7$>d)b`r!{y>!XNYvjr)eiW|(1hYq<YHhD|4
zwY0SKBIyxj$KbJK-J?MOuyq3n)GHz{CaV*yf#+MkThgC+EP?JI1ka_da~DZm$e)xQ
z)T;>x^b}q4BRA$^C_!yXnYwr%N{!b{oMPlG-v#S8ZcP8ZNgdzOqdS=>2Vqi!Fc9vx
zsmS{A#xU&41T|iAA+sIe8Kc&<{>HE%x;|+6P8ritd>)=JnvMFEd)_b4;_ew$%d&5c
z6HjC}ucmqp6uZ}#mmgcy=PtD>@)+*RQ*CB{b#mSHAdcSR^f2pyZeG8)<M!b)>q!!f
z%VwGV^*Qf;)iyKVQOz<-wQ72{qUDVm&9}aNS~AoF3xxJD9ZpADxdb<Q11tc~;=)4R
zOmgNu)rtmgyiqH2`Oa?kfhcAGGl9CfzQW_yOPv_KL@olbua_0NIF?HW2!g(BjM~s`
zK1xk)p{#DM^l(KLERX*k&cw8$r`hhC37SoRk82ni(a4d<t|ji=m{u#%{3<|_e9<ki
z7Fe4PTwwgsD(A~HnU0Zjn@*{@@cYzISQH8D{9M$KuWJ-8Pq6%=KD9U~I()D!56qxW
zk4+{R?NEI+ROtxmU>qUs@#J^-I1f@hTVu|TJ^T_?hM}XTQm^Z0p7$NqU1^c^3&srq
z;5^Ta!TG|X;6r6uLAeDf#sn+T0^FEp)32YM<^|W>*Y`E!>WwO-mRSfq4Po1)pk0~b
z7b_9k06NUj$)9y)Px}CT<u~Q>b_g#{QhmCIa*^m-j;5-vO<$+_!jreBy(>|i5I8p!
zF|ncWv(~dmf$uY5`x>X12Fo%sGjj-^Q{qojn-&i|VZHKzbk;+D%Dq4BJ&YMnF}iM`
zJfdGcaL#+sUjwq(xN@c;bTN-yYN0~ceu5d!ln*Vx;XS<0A@S{Be}0D?tyQ#UT|eO3
zYK5!}wnvcNvlfXQhm6T=I2SC%Hm^+XdWo)R0eh2$&EgvSRcbEM37dwIzOAH297J=m
z0B29*V&Pu-j&Od^_%YUwZJZs?ZT*PnT6xVlYZj$eo3t^n%109A8Kc~GC^9g-JB}On
zhtQrKfE<3?!QJ*F@<hkU+yjZWP8d?u*1F29bT8;Ndd;a!rf6<X?>C33VA3ygW^H4&
zW-~&TyBFq|7lRQe_*Q$&bY@v=1VQYm`KUR_-TgD~3X(;_>ubrx{N@B{&wA#s$&}Cx
zKEsjUzO<#T?mVmq&=OWHYQD5&(`&nJD7oAguL0eEg5>Bey3siLIJHP!BwcA2tu=`B
z&HAt2_y|x$b4af;B~&9Db`>}=p`m7u#xzZ6#?hdJmkw<AVN+!r19ALm3f|9=-ho62
z=u>V7YwbBtbRH~-dH(*H$kdK*ku+cZ9wZX_kh%=O%~5Sg;Kn6}@@Pf<Ot#^8rjaAG
zcZ5}T`jv#L3^l~JemdiIO4h)VJDW+~a=UXe-YTwvKV5V>dtl48_0FQ}4k#p9_I!6#
zz5H<ehtuIFEEBO*a==jJ^LB>o%-WLrZ>$44tXG-2cqilF*<Lxt@%R+7MR`jyPp^FV
zty&@hvc0ZVor~o}Ge55zeRXd>(Lj`1#7cY6IBdw)ugTX`@|KG*3mv)p3?Q$SBvifB
zHC8}1i65STWqW!-xP96UI}{!se!yL^kqL=9u6BZ(`pNXfb|g#sn)6`f^W|a%meFU^
zGMl9lWAUj$<Z-k}0sB}UH+&EKSP|w@fzf&DB9?T&j+-E*!3W#>i}x+xo^^lY6rqn3
zPKjVW#Hrije%+#41%$b~?%LiUt|<#0Y#C|qZsF+zT!9|Qk61Rz=z!VX!h&vVh;Nqv
z(%T|igBgg%VDexQC(;L)bvkCW(vrOF$;rC(8=G6)#fz<ONIs8~%h&O60w|i-0WW(G
z`nI*w%@@77p<`K-JgOCJ2JGm-mXg4F#_VWNPsorxLPsaNoDqF$b|n!1GU=IM|4AL7
zCbQA-oGd9-OI>&s<^-InC!5gM^7|$L`_W@tfGLM=MXi0mzawebW73C`*w)fQ>3GJ<
zU$}C@K?jjlzGH<m9>wqntrOKP6HKnxzH5twqsN@MT)+<(66ps!4|<{}5^X(uqFNFU
z#;t9%Cn2MB7F-?3GTCf2Q^v)0Lw<hk2Z~4u9ZWrTeI`7@YrKib|Fu7!r>O}mn|4Yc
zCclbV@L|4kO*RMEQJj#RME9D!d|=4f$_i%ZK~+Ggy*lS(`DP3c56wY;qb(phJGyb1
zNV(3frk^3L@}Ymo%OZY!{A<f(Y}EQ45vKO}_umq~glh;2C1r8T+LmeMD$#Y2+NywL
zV$|@vIGpFqR%MP+v%9MbrEFo0@sJ1h+!p2?ysXt}0aOuB!|#_dS}nvyi;8qJ{kEu$
zY@do<8)2=)<fKyj=bW<!8PvKWVfRTjDueoG_F0pwpIWAB0`Afv$P|B$7gBQ^<9a=>
zC0guUD5RQ$lugi)k<B3+50f8`PPV3qhs);#x3`3<pNd@q1w}+aP9N_IJ^E}^1FOj%
z+hrioQRpPoZLW?^@T$nrYrW`AHq~!SynRd)P3AK@-rCOYY-xHv)1ra@92)@XBrs#}
zwp9Tnw1;0l>Ii0+Z=iQR>cV+;Y^S;ol}B*wU#T`0efzrS1Hidv0Uhx$or_Pp_WGq~
z%K1)w94Rz{W@>z&?JLOL_FC#Gv!j;l{+Z$y`w9;fkJnT-W4I^GxUH@2ke17pj1FV|
zW)OV5iMGD&P}%9}YI?dv&bKd9o_9(&jgz@DWW`qHTLB!$9GFrGsuWOxtv2mOZUc9t
z8XhtcE3M!B>Pr^$i*jR?$uXcQO-p9LsuM<)EmxWpn4)z?J?Oj`(+e+&Je{!k2IKho
zHUB!Uqr(V1D7*2C@?I?(Aw)Dh42T{4xKgz8?8#FI!zz;un2Q7zVflK^>{@le<Td^u
z;jwKEG<fuT^oY;+$kKp8pP7S0kY#YNih^3=Fv3C90)bxMy6v(U#xA&aoERs=HSbcM
z!SW6xod;33LKAAp;{zqP@)tJoiaIe;=aQsIWxXLM*iA2}j8pjG41nT{QyqucPLLrt
z4%iQRtui@hJCwy&nx2d*3W;#fO?eN#OC^0=+#(~J1!~CWD!5{fU037@vHO;*0<N=}
zZZyrV_nY_}8@E=!=r7em-zRipCy*YWi;oRnF>C8_YHWUiPAk^YjxZbTfDO4XX5P*r
z4y5I>FY*AF4E4~d)qG}o<KgU^xajUd)&Up9!f4jCs3)5QP_w~sM`>?%rsmlN=_aP|
z71h@xD^*`pQ4_m{nwXAHvHY;%QtGvaTejE7LJlP6_^Q5(Hq?ZQ+8pVO-=!m4-L=!#
z>o|0foH&MX{Nz#EtqQ$tgJB8uf+l~e^v;|lsz*BR=#z43sH@wp1#%`7`bQQsRyBt<
zGLpHMdnQc+zw<z%5l#<HN4#qdP&~$+e3+1oBTeBT<gE-;6rK)e0KE(K8%{D4PCB4&
z^I*33jdg!fn6vPglDzPCG6WQl$x#xk#PUZKxgw@0c$Dtcql#xYT!pA!A&h>uH76+u
zKu$s<)3Lc$eCB02(qIoYNI{_2#XMD-D!bt$ti%l(=!wlb9I9wQqSBDEmA5PJ`#HC>
zkEo6qu1}?#rIN?^#z1R{@s-%Mcx17OTd{&J>va<*G0R@VQ~XN5GJE=Hmi4uomGI6E
zt#hPSTBH7;=T2%QBC#g#q@_^pPoh)>%V+>4R$n^uIZ|x8B_2B@0ib`Ae|!s~46AsF
z#(D1V%B|tXL=$gKv9ta0lM@jO26F#vt53xg-LhjBK`K4E(Q})4@gVlq$|@^N7h$)}
zk)I0<i-;ySa;6mcyc@FxX1}$@2RQg<eggQI_xkviDhOkLmc@S6O5rOEZ+h{=Mp~D8
zs;6UMbZt-5>QoVmJzN*yDpdkbE2pCZRgXRXSScFDwc7tT0GS~R1B7?NsvgphrR<qo
z4iQUN`O+e`_%Bby3}y-U?E+#g9#sADA%v!bps@00Bh8<k9b3Sx(0h6Ynu6D-Gd=6Y
zZKE>YhW&h|g8rOOoKa(~QG6=(Vl^3O@)QMH1y;QA@6V!U(vjS^US2B5Tx*do!eV&B
z?uDSLDF+8f@rlC_uH#t(3r9syz2WWkxO!SO(WZ|=piyp%u<6RVU)*zI4Ujz;XQ{HB
zU$TCU6OyM{Bkq-~8{y&@Hqbvu0kN|3+t$y+(&w9`|6rIYitSlD_&E=cio`I;&wtY?
zd@A*;td|b9qVt7IONXivWO198F^OWc-1q)bihtg`**?JdlvX6n8x5^{ySB3P(cjmA
zqQCs9Kg+khwSQZfvzHlkcm3p#FpC2Y^-^C)JD9k8A1u4Ho_Q$BsT2QE2rtL&>6Q-Q
zKKC*a$}||WGqW!O$jf=O;=XTR?|#woC_bupVP=eNovlJTx!3mm!VXSjS<lZ12f(PU
z_6>?SCmc`@jCaAY)YgA0n~3Jrw#uvYvQE+6PwL3}bm#Q@^KC;r8-v?+UmwFriF-!j
zHS+lz!zA>TDy8OfYN6D*E+8vT1t;~0t3I{9_`Ss(J6tT5I+3jCO%rBaPhj@EIn3e|
zBjcC<DV^`?T3yb|D<<;%Qyncwww60Id0$RjEgk3T=3AEOqMZ*e6KFvU7bdanUAj|j
zSEQA`faY@Qm=LqaT;x-!l0D}hKgs0%JtuEKrdh^$Up6OIBxD;5eUO(`44c|V*F~ce
z=Qb0E?Iar^!JdlAZ{H<ruDe6J>)<Dodr)zzHjosdoqhtDQxT?iDfF#0w>K|Sb3J1>
zcENw<iLCFprEonl#3GUT^jPw@fNcjerAEqpaNOom;}=L3Wq;9d9pC!_{t1tVq`C>8
z$Wc(#NSvc=kd^@+WvN@G`F!2k{smlK-Wz4pj;qVRZ&qedScHNnT1_746HQ0;g*M0$
zB>JY#&iy4d!|W(FXu5A+tUVfVEa4Q(_2g-MLupZ<XbegVuQd%bvJNjljmzRab#~kw
zMU5k)7S2$W7e=DPz89KE@WoGF<%R2x@-!t!@8UyD*~#{E=YYczF<x18iRN;{OycE;
zmR?EpGyE@$=fh7z8&YJ?YqT=zCvVtJeD#&^Dzlm~yEa9O`@%E&YWj%ME5{}u#*;Mc
z3A)3zgP4xA`Gv1{hkTC6$evOmT}C~YMMl;WpD?e}qZ^Gy(>ble0J@GWHKP<hO$|kI
zbp7ACeta`_ouyr1kO6ZhiXW)G4J5L?RN!b`FedM=%ZRMj>>pyC!w;sQP9is#T6tar
z>9>saS{an%@}Cwu;w#w`y$@T<YkVKqCwWchnv8I-Qh82#p517*wi+ijxa(EYmw>S_
zx?b~M=v_)&;CW{+?Rz^^mu)zKvZ~)Vx#N6ex3@>RUlkYhs{_c<QWfPpT^Jkw)10vB
zyARu%h|yhyy!26zl(lMhz3Xj)V@*s^GW<!P>d=UO4GQy4MbBTw^yIg%@?q0vH{F_d
zhTceMT!7ZYwN=^m*g$$nj+C2X)#MX{Pw^o=#)FJLt{hVo%POgtcNF*;kfy2o&I?g*
zdI7wOy7;NTfoy%KFLLD6w@B6j)##*B?^a&}+%y7t|DuB|dt@P?mw?^@{ci2jr=hKb
zu{vJOdFDV2*DFzc_~Wmq55+N$>$nAlM#=K7L0oK)ObcPG!Tv2g`VfBBBma6dX6Zh0
zQtbNCQ1&XiMF~e=*qW6SL5%*r=iUpWwpj(oNT6@MZgW?ypzC;9IE*W<1R8OI^4G$v
zNTZU|Zr)*1@jb_cTx11gu|(iU0jP`+Ii~XjU35^bYl3&%+rAKv@PPW-EPW(6L;-D9
zue*$iAk}CZ4iuZNM9t!^q;y4i3rpp^o+dCVI@0b|X+E-iSR0*U;QSa<QJ-lS_zcqQ
zKN`@wu8AF3sI$`fD^bc8cFil(D5J~C`{Xr-a>hWR9H1j-C{w#yl)L;}r*`W|R5F0e
zhcNzw8eS8eCnom8^uD$9Mb#^L{-1Xd=y}LJHxG>zO0W%KL(b4Y>rF(Uo+G;Xv05gV
zBJ(ptGVxlc%4uUSp4ATY7Ypp8AY=T`Fa*wzT=&8fR^5h&H8eQpvGi>4deD2;m?7S_
zX#{!C4CoReTMd)pQftR|u$x;Wz;V+vWBb>sJ@a|?CpD_<+XMR?qC^RqF%<c+>W?b1
zkO}w6@Ue)MuI$s!mohYQmUpX<h{Npk(uW^cg^=)X)R{|-t)kqc-j%NBX>{6-GSNaQ
zXC|p=cR9DpzQ<rsDKV0zue0xI5^CQ4ve3xXNp^F8vZn9+po2t44Hi`mBUhh#`gx2W
zpChjVU?*m>R^E@swxx6@O9|_3k$qZB)hRri-@Y2njELXCkwy^T@=mWP*p3!rliKEu
zaP*g5BfcD0ZibO~&Q+>=>nU3g?rS9|ytDhWhwB<)(*1xEGOr~s-}J$Og~cNo5m=TN
zBznYZFz)A8m9y(0L0G+^+;%4}x>QW*hr)o`NpIoHvJzxm)NyQxpPH%Pq+|m`#QM#+
zG2UwFd`X*HLUu?F-lc$eUPg7yJ%4uxE|>Sso!Sx^;XlqPcY;&9_J8^G<XZdI)&r^$
z-g)2hvaxsm4mhcnH=-~+=GXW|Z-kozo{_&R#&r7uk!D`l9~Tlk{t%M9ap%q*4*;oI
z)HHtOouZprMbOOd>ar;QR+j8}-`(MgKu%wATm-eFt?c%j=paJG`f?V~*w-8_>jS4d
zfdn`G(3T6mapPMVP?$a1(v)}|%vH~P6ry)hSw+RuA>{i#YhS+<Ah^Hm{PpXXS_e=!
zbEk2Dtf8@+Z{if%R|vr1yqm#=(Fkit{ItFL3p**bKAvHb-{0TsP_rohGlN@APt6th
zqYEK0d&&xS0GE6{S#FNhIplhAnjS{pSaulBi-T9z)#>u9b>I}Y3LuR1q>upT^(6j5
z72hu*fmN%t#(K<reI^k^BmoWEEkpHwcT~>YKnXpZ2RMk{FmQCNl7|lht2RiUn@<Cx
z=3<nZj~}p7(Odxp;|(8#L^ksE>jNrXhkJa11DR!nWUo554%M?10i*7$PR>5>r?9#n
z<~L~%VTV%Tc=^?bdc<p^(+l}Vk!&4wP`6&z+}zv_8vVW_Y8ql($LMen2ZyCSklU&l
zwfUMF38;j1g(qjSDS3XdG<_X_z!@)j>E<nZlLm}7<vHHgvvdN_3l```xWD8{G`JmL
zww(ftu+{adFSnS8XynG1M}=}<o-jWe^!4e!dK?4Os?ZTg-7a=WcNhXBi<Q-19-klY
z>PDs^<$Y4{rZ~tBs`3~oV>CIXzIL335azv~7#mZVysaNHKV^rv#rrz*6<ikgA##9{
zY|w+B>n}<O%F*uD{X*(Y-UqbLQj!?E3BEYKz*veF)%doymY(Sv>f1VanWcgt>A^{(
z4l52+9DJoxlcPt`2^iO|B(f=X`K}j@Kh%wKYg=n3A8~q+aySwYPTdwp>$PWjhQEHq
zSXcN|UPtm8s4GAM=?Sn`v#I&U59^1=mEYpp)_UJ-8oN&8a4Y~te$6?&s2`GYOPK7q
zOc<XE;nF!PJB8%-02kX|#%p^h!W$}NZS!&e$)O|ySh$4ccGcWJ(n1Q}n-{bkS?uZe
z$~am*l^t>fd-oZwBt#hJ_THf4Rfh)F#8FMp`I(F?f3Rh=+RYk#hg`=k_1vj$%DlV%
zBlTG4ld@3uS)ZX!lbd7~++_#j$ph?1n{8@Hk++A{Ue4I>s4u!|pHWv`(<AUe3#Zh0
zF1u8q^Ej`87LyBBmp*$CySs;88oWuW9Um$xx5%lQ?1AuCQ}FlDJstf@8R3|zr%Hxu
zMV@mCjQw6FSCI-sIA(gyRLjB_f`^SrTi%C|X)N8#{yN;qdcJLctIoyeremo_`?7MC
zHa0kmj<9sO5uKXBj3PF(-s)8QohS9CG8TJv$Ur45rxp~|v1(n~4nYr-bqg~#Yu6T)
zE$noXtCSSf?|HbMrmU%#dYO1bcUq@)rlo}eSPI=kUHaTV#+L8zzdU5@lW98ZK?{uu
z>B85P%KHfnDNlawR3cFUrn`et?L{3Y#8AsPWb19;+3HYV3WJ&#*ENEgOggXcwGy4I
zX+6SqJP|xU*k<w@fzguoNXM*79s+E+X*sCq=b_lHJMdDi21tV=bb%6Pu%Iw6^T6bW
ztsg=S%aKHyj`$pdq<2{@3guvEcLorhH98~4o+UsgHltVjk17kBCfWFjE?#*s!B%iF
zvCpxm=KRqm${`F1kLTX#OWwyOU?E68Ub3{dub-NsfLAz`3M3?=rP@B9RxheAd%eXt
ze+1Kb`pH*4No3cEK4*)(G>{C}8Qc7pdMx)!9T69U;fNzsuyD6s0bI0utDH|m((n0H
zwMDjq^GP$LUscb+48vO2N4zkLsW6mcEhkiV=<EJ>>@9a!H``N`F;Tc8o)gL7?bnc)
zlHvf`k5TV_U+~8F4<VtQM%*+v$LCDZS4og>S9S;qJp$O_?ZIath4iCJGFj@Xdg-U*
z;J*(`{xaP5TKAtMlTEeTv#3krIa3KHdqCDHU=k3TpV#h(g8<j7B&dfrlQI&klb4;8
z>)}edwvpHZo*no%sQ&MsgTT_^C*(iGfL|V>{FnYpr*>|e!ijhgi2{1&Q{m(PD-i{@
z(!ZDgw~45mj|sn}mI3%f!Fr|~(t*j$7ytK)=ANLz%mbeo6ybZb98;Io(^lqZ&z-y1
zcM8}f>z5z8a35>pOn<ph|F2gMUH`o=J{FDzwO-x2y70zA&evII|Ma&(^zM6SDFSDS
z6uvh9##bcT>HpCS4S*oh(FVW&PrmU#U-9q<kWiv)W&qpYZ9V1hPq<x<sWtGQKYyZ0
z{+Iqul07>8JTI>TD8~<mE9`HYn3$KDK%qffRQ(GNovDv2Z%}oVpc!|8#eKKj=A6>;
z<Btjd6Ia_A_jb1ZrD|;yKeG9~|B1B2y5La7*TB=$(tb(?aG2zRCt|Ws8hQVn%bi-P
zl2+z}@qg5Mf4>9Tx1^$??Lah0gXr@mBqT1=B;CIJ`|-}4IfIU#1<yrK=E`%thsqB2
z>-?9SJN&hb+lYDl05mSigwad>Wm1oi{YF)exZ00<mXg9z90$P^h8*XTy^I*YcDvvZ
zT#&??WQ=NERX-^r)K@n8*Cbk=bIGVp4nShT<<d7>nWv8jr9sJF3`qW;n4OTMcBEh_
z3NHV5LA?uBR6@uHg~(sdAuP&0K_V^djQb$qX<`b7RwVuwvX{C#H*g)8`!-DxVHo`R
zG}Bk7KUw<$UoGri&Nj*VUk{>=D9$f};FMU1#Xs4<3wuD+tpxB3M(TBifOvGPTu`DJ
zgcp3T%*q_Nb+;=Wh{23<{HbHdVnTKvcD#Aw=JyJF>iYDFSF5YRsJ}n$==L&rE%?Z(
zE&~;ANod?1l7?L+@#Mkxc1<<mI_1SH1fAPSB7iL#3hfJ)%c_QbK&X_IMwIS%M#^RB
zz_US<E*u=Zt1=P{9IR7XT76OLg(m62Krx*MF5?{_dFFxq!E>DS1-ECE&kq<w<!fWe
zMPZ`a$&+m-6LlW+etb40$T?2<MtKty))5uP`52qhxvV@Wf-&5jv-a~=LU4Dg*lKSn
z{GPtnk;m%7d&64y#ZCtt*VZ1`Wmp9KPTH)16vb2wG=%yIwD5V*?j0UZ2<L(~o+o2H
zZ%{-JFJFP*-x#g)>H})m$efutc*n;`E!V#rEY_9=@9mJ%w!>{sma675$ZNkH?oT;(
zz&jff)igg;{y~smXl2xT4O{~PN{C1)Xm}CHA&)@X;ST7`_W-8Kjb>z@^VvhlqqPcb
zV@W%o@9&HHi=YN?-b>svG_P#h@a|<q0Y0k_+@4&_E!M`6g6h-)t>OG|z%9te?6H!k
zwr?&83nF;Hiz^AT1}T@ohzda{A}Ckjws$Po)SM*(uS0+ST><*YcG&JApij>=OFIT@
zh<X70p+A|ZjYinYmR)DP(sB)qfE_;6Z08&df*>0+IezE?0C~LL<p>V5T$)m2S%;6q
z$Qn4-3O-U7zA9dC0xOSBD!M?V(PJ<_(lM(K*qCb|AYv^rCQmswHEQd4fsKd8n3SKW
z2Zc#(m<SF^2r$bZY^=`Bk6;SA^%-il5Be?%eDA!lnJl&8+Ez>}arSKjT7z%-w8ocj
z8Ctb;8@SmYP+Yb!Tma4I29Mv&P%8y!=qihf54}@4#0>!m60`=BUaEE9kd>@GTSkz^
z5<5ToTHw<6d~hU1+TeY2eH&Oh0?&U(xdbv2Ve}zou+nkdD~6U*%Lk~XBgFpqzT-0@
z1%k+7(DV7xdMpJ8mz|#h-(IMmQs+Y&V4Z`2Rn~s+@?N2%>$=N8pVZ^Sl{YTW^}dO*
za2v(A#(@A)#&k8XqA!o5IJuGQ)6yz5ujb3D4{Xd=fg8Q*=*QpUnH?SIPtUkpd-OvQ
zh!?JVmfJU20$dxJ!L42TleMKLOnA8DlB5V3E7b$G8{{7lx2;6#Mhxb28Ep~3`dn@m
z<_=NV0XfPnv(k5Omn?bcef91zFv#W%*+4L_1iVI{rEt#s#lRlbV9Fdwf33VeB7#^P
zE8n3QaU1jx1jVVjALRM23IOVn;q!adf4bJn8hHt-)RpL4CDWs<b1Delt&+-9)jGeO
zh_vjaU^HtlL>*JEJkcBA_I0sCbn_M46K*UAVn6{~!|%)|pAV~>zkNKQGzuGQ)a!7k
z=Z5B491gbL7*zJD_Fc0)YggMI+BjMtRFamS{=Ljv`<z$*)N3xsYz#&l0N%Bi3TmTG
zC0|$KLPOaFA7M*d58*bZm#J&)z+|$)!s}^ZZqjPrA?2~a@c>C&TeDEU^Oq+ef^&1L
zqwFKM+h9?bh4E!q?2=G^FxD96O{pohkXfr9^zyY||LcK7ZMvqgtJZSBWQ(5mcXC-s
z7$|2AuRB=7*`N+82KOc%U_)g;OH)-MFmQ0C{NL3ojJ+QHs?I65d+~OCFE!@!WQau5
z=MbvZM5hRxZU5cFF(n0}`=utx@qKcHO9TeTn9k=1Y>9ZcpiuWPe=gYnAodSnlYQn7
zSi)%|;ccp%jRjVZ9vvOy>o@67se5B7Q+sJbSlaG~q-DA7dYLsg7~~!2-hZeFjF0<d
zH5~RqcmxGH;o561{?hv*{p%?TEXgB)6TF<(vwov95>(xa4-jmhP?Z30qCIv8v8<Od
z#ugZ)X14dkk)2GAHRz+~{KiI2Vr?ddTNG;PKL6xM$2%PAYPoo~_v)dGnq1t)Ur)cn
z(^FF?8V{7Q*!m)f&XsBgc?omk>s^<@w-dNC@G`N*N<FYVF4R$S(#*^7zd!PKzG{R8
zq}WjEG9FINm_}59Cc2%NB%C|C_hrZajEvj00Vd@gge1-IW~uvfXHTY@=1m<?R!=?1
z?1_InHuWJ>$uQ{W_WH6X6WLm>PX_GA<BP}6GC&w@lhs`+Z~3bB=pYE<VhzUuUJ^!a
zqBDN)J5jv9Kp3R!v}>m`j+Z+S32&`yAfy|u>|KtqoWGkvNB{RKw|yE4rP#lwVrZ8V
z))bpQ!>Lx`?do~f=NFykO80+KIUw$%v|mD8&+E?V1vu<XL0h_t!LDwQvfF$<PPMpm
z2VF4*KuYk?o362iF~=%I9fO?qU|~9=u?C|D|MQOO6B|Om_b#?)x(sS-oo?;x<JAdr
z1p31`GLyZ)Yk*h#F6foZ=5)@1)!QqGpd`9_r<@by-U^{()OwC5qg^?nJ;~H~nnr5u
zp?0K|ECh8%hF!#|#9u!S&q++&?KxhH>Pl{nyP0_4p3T`}kpdn6<<2ba+}}R|=Xu}1
zbt$aBz~ml}pv%8}ehrp=PD}W3^*uHFOHoFHqzibI&(Ax=Gsb-TpMLsH^%eTc5AQEG
z;@17GLW6R4ev41lITqm?s~GyHnJUafv)bzYGSH-TXLWoj)xfW}rrKlPTA*tnD}b*H
zeD?3sju8`u7s~C2rfF91SBac43+L*u3=@^yDM`=r(>|`L6y0L>COle66E6=UzlfG|
zT?v3#yM=9$r)%V%Ueg+QIhJd*P=@Ue+-@ZROGiJ2(GH!^`jok|UA18=%syzLc-P@&
zE5iFbSzovD?1w&>|CM|!Q~rD1#}uz9-)zk5?R(^AB^5xzser#phv+#79K~+fJo_OY
zL_RNO+Ag0lU|9NM@l^Ppm%o@~Yzc`z2jcK(KG1xE`b%{Nh}5gZ(_t#k)ntYsdo2mY
zic9o@M2L#1=heZ+<S+APN8Mw`oFpz=?>q2RO3PfP7ISvgG38Z~0{FP8g&wi}`t%!)
zM^99C>s9~defPvYH~6-_)<@TLUD|r~9lNGG>1MpzdpTTS7h$dt%RUghj#Yyw7%iMp
zZnjU`fbnGOi#X&LNJNezsBi&25V+oanL^e36~X=af<$H@7ql)PkhHXJ*{%-qhzm_z
zUy#e`*yW^dPgs53S{q#<+uvR}a0^14^Yv@)0PzIQYx1l;NbU!<T&UH$1&8&6;F?^p
zyzHTm3$5P;0}wx85;p~b5$g&r=s~&?kl!#zl?nZPkby9h9Ni-WPH@D(U4E+LatUsr
z-xPV)ojhb1LX4Un#FaS<nFq*W+-5)?VzKkZ)?yUjR<rT%XwcB7J1d%;K5YXbL&xql
zU&5TS=jTEvkd-;4f)b>_^l9JVEo%Vm=-JPzd(Br*(LsptZ1C)DfMUPT75g?@s5Vjl
zxQ*+Ke_erGBo2GUNI|GIUXz`N{UnZ&tx7UnYE4qgM58Wlvte(-h90W!wv8T$FSJw>
zn*k6pP^7?evnIeC-e|7MwxO1bfl^AP$dvkiB8z-fLHkEr_~YJ)fV|J5ogaW31Q4S`
zAKCrLYOf+RU4#7VaNMC@DR5SIo-dM+IJ+6Y;BDV<sbaXH%Jz49I07ZK6Cqb$h5RDd
z@SPgiU^tq5Ob~X~KE?%U&)MTT@X;=iFsEe2j>RWi)@_1gk~7KS87wvqnAk6jV7}DT
zx^oS3sn&lD8n~jc9$o0RWHocIxjs-{?xZW526}kmqsxHES@?i`g#p_0WT9pGh<CF|
zgDKFQLO=^xAIKA)Fnwy1Iv8K{X=J&u@VH<a!YF*zf5r;qQX-}2Gx+Y!b%n4iw*Y9*
zppLAm9SjFqDgB<1!FT4}S9Ap#XzjdHdsTm)DbEj+gqoQlBKKAQUd&6AgngWj4)iSQ
z@fzB=fe%}msX}A+8N>4bx8f<Nq0Wlbl(6tdOFt?d?Pph8(|%m}!PXO_Ek;DxWz7&T
zE2YQfk0<_Zh9kNu8K=*JsghI67kY~A+cttXPVq3o3I759?#FN)oq!V!Jq@mI*ZP?h
zOf+1g>1Y7eZEEG!{TFNacZ)auNHdbn7rqI)OF%Z(ql9$AdnIdgu~Fx}LsOye#<C)>
zDL4UZ=mi>6fzY0|`25RUozN|z!x?>*a^Oi%g-n8m)^CNv?>3)|&%P+{jjX_qnPdQZ
z@}u|Pu_x#5_}l`|9U=w4Q-+uFjZ5v}Di^)g%)Q&d7?_aUp?}!f;ZAic60`%)T+3JN
zHGaOo+!|ApemEqFeH;oX({t^AMx`#i!fGs6B#WK;;4odLErFCM)agD!n*$Hnlk^Xr
z+dES>GIwaoBw;)BxlQ%pegXIYCjajnB=WEUnFstvSrABX`koN$=o*Wd_KOmNhwS{9
z4DM}7^VkuOX3bmP{o?H&<KXvN<=njKEAUMY>;C)xGAqT99U;29>W9=!ymwhZvjz8g
z{xi|_=yYwwib9tyUVGN+E!jG4aDUOKG{KAO%KZEO+xp*@d*8c_Jv1FeY&vhQpB*5O
zJp!-(!_0SDxXzSySlFB$37M&+&K)-cckTU`w;tYIK8Cv=RX&zlvIJzl6SZ!o31q={
z4iuQl;KN^bHMF0|89GstQ5(2;ZSl~^8$|Edli;4}xBm={JwD<`33B36;u8`&23U>Q
z0o$L0X(d8?+gef-D*^Vl1?9^E$m#b$QXSCso4}Q+a0r{0VvX#(F&viwFr98I3-o5Y
ziKBAVnuztl5>t?mKAFb#8?6h-8;2z1z<2oMz%$<-=w=)l{O^=|@RE7i7#G`K7y273
z!I}63-txx?(LDQC;@O|O=U5UbzKSu!R>4C7wQ4R8h}H(Mi|>`*QOXT$KRG{6B7rRM
zq*}vVan9MOtxXrdVNj&#lG%WVPq;+E4kH7|k*80*{~1`Lx^G_4&xF3s$JPJk;t})S
zeXzo}*|72`_pR@)f%~nRODeZ2^@~q_ka_fiaO)=FdiGlCi`49pBsF<W(_blr>n>g&
zE$+C?J+H)oDJtFARxm(=+L$X5(6eg0rbu46fN{UKs}KA}kuf2JE-px>mVcB}6;SxW
zK^QlDw~NtK;=jw!<66(2L^1t$sN9IqDD2}>TbbIaQl;BI_eD^tzh8Ko@KzChto+rB
zl@P!jCXKvSApJ`D&}Z(FH#2s2b#@Mh0o;Dud~mSB-WKHP0R=wr3=C&|05D871L(hM
zgQh!0%i_>|F9jWO=dm1wk`HCMd~4-*$_{0Vc2(#roBp#_+oUceRu?|-y=t!6F!l;5
z<t>;H6Oe>sw}x+-nOTCfoxAM^n?;Rr@B}gD?i5pjLlTu$bO)Xll9F$P#F-he&U(rX
z2qt}ovDAmwnbSuuKhZ7u$AZT#<kPMrfLQ+>^qoq8Fy7rQz2gnSbz>+FO)kF`45|eS
z)Ys-Rz@<Nccxw0FZDi^M%FI&N7X+1p_?D+}!LtCre4sUiDh4K+s~SfEe{P=EfCmqr
zHuQ+uE*1=0_&gXiFq&OrZUDamqy6=-a+QWi@I}yTbszvOmp=e{&^!!EH3n6<FrBSF
z8|mCr4yWP-#5esBoLpU`(ZD=onybI|+|?(%^&AbfdtVX{L0_l*z1yA;+y_7lgR}tL
zqhi5u3OBku2h7P>1FmcE&J+>Fwu;qaeije{V3Zgzz71u<fk&D%4>AP3z%s(x4KEDj
zHGqtYV>L5jjD@Dk6aXctL7?IAUCALaMwV=Pb>Q?(dobD6&4STD&pp>cNDxe50jc%$
z@?_&$`?uBH3fs~e{d3=<q|LegE+zv`yY32UJs95Z$XVZfweI|_Rj$_M<vNJ^)C5ev
zp}Jhn{S>pqAXZg%Rd{8{)=!UL34*aP8ac)&LO7c_C)sVLKX+U}=p|Il26w5TU+V?U
z{Hi?f^ifD2wc6J`mn?6fpE9=v=!jtl%H}UN2m$xMGcO44)N0iQX+EdFDjJt>62Umc
z#e}<ve9PxGNB%G~UUw^bz5#I4?1*d1cc4pS?Z!pS5hMiP@}UtJ;~K0F@+^_z4qDvu
z0*TQ$J3q_E4O3}QG~F)+&T;PH0cJg<-D8+OO*nY)AmP`~gxu&6Ffuj>BGzJu&VD<2
z+9tKmZ@g)T)E+Q`G9&3-zSjoha<ycqXY4gqH)GCdP<slPA<>JyiS)HxWer#6YtNKP
zJ%FrFNhB#4>GyD60{IbUOT7<kppJvUQW1DB3kYvDU7#e<!z|z3{zO*n9~f8zwS@tA
z-5v9do~W%!LmbAXw%k$m8VSfVW=nmxRW)mVtaFxiYYPbo>gDwxG2)xt6w?PD)G;tK
zWMz3AhdL*NObTWUb)CFI1+jweCrwq`cqx#rcTdxvZS$ex%2%Yzfgd=vdBhNd`rjxl
zV6yS!N`CxQ@@(EBnsohIm-^qhtopzleq{D2*M6oYmz(ge`P(Ay;_PDv&g9mu9yAy}
zSn({0Y5(@EbF`t{DGFkgowa_ud6S=nEc*el_|Qzm4HJ`qEjutj*9Kh6MBd#O)^9Gw
zc7oO6*#yXWmO$3<u(7e}<yzJGJA2sK*?F`k%Zn3W;BSGW+EoUK`%DvxyV;>AnDEhJ
zE`sgU9+(5d=-;g)=ZZ2ttc_tKr#<UwI<J-{Te*uX0>f>T1o7X!HUFU!Jq<vv;X4#i
ze%k&7e(WYVUe$Ks>z^&5fq|YL&=v}!)`1<!7##)!jghxyK_V&}jPrHJP}~@O?u<8}
zW^`|WZRnLjEh#ScFhlEVb>PB4(aq(~f;8j|A%w9xY-(oK-6-(TIu<}AP>rJvR<h^1
z)P1{&(Gmc_%)5hXI{?3{>uh`oc4;mnA3^cjL9~Ps!5F4NNA*8mE5`;0%Zj4Pf&P*O
zvi-&n8gu{~w;soh+4~HYwSgU898}NBalmydsJ=q8rKo#wqqu}&AQz(R!K9H|2eaN-
zFiX1@xBFn)bTv@4<OAim+lmV~gM%YZ49q*_sHIFVaKI`R+puFUf)DhqT1>F~JlC~a
z<<eaZmP0yKi#KEi){4;KKVj7Lw{1||uO4ycbH49tMe>@e-ZKl=U3Z~xw>@>@hTgb!
z?$pS5WzPYo7JOzS+PIi!og*F-qKLavsB~TZq;AA7e|yy0ceAuELZ@x$cnG6f`DeK;
zrs#nBy63ZNl_|y>-{$7w_JndU4v{faQ_=4Lm;=f0-k)fz*L0^{Z9sNvHkqhbyXSfG
zHX|O^W{??DiKhnvwOPOPPfe(Z@!ubRH@n$S6{gAiek2e*J)apv4Q4#RKvwtOKZf8W
zlXPWk4OO5ur7H&)6&20RmE<G(^D???G`Jc$QndaTI3^fu4Nfca09g8vwnrjXAunnx
zjBacX5|{70_2_cbaomV<*{Fz!p|p&UIow+IeFPGEjj|G89siwO4%Y5<fn+<>@B#4P
zE!Lf0-Vse0zjoD=jWY&r?fd(cdFcykyEClD!04{_lS(ng36vVNoU&3Yx#R~bd@mgC
zD2NPJ!+w|D`jplH&U{>YOVa<8UM<Ad_9DgE>yFq<C*{diH~(7fAPk8A9bBTQ4F>NY
zeRHJ+m)~%g(6R>sLo;At_zYd8#oG+Md<fXCwXf^&3L>WmdOqCMz8VW0@oeoDPxdyL
z16el}p-8TuycE7T%!-E5vSI=fUW^5tWo;!%A<OqN4;){452lIVJCd5TD~gh+Ua_6%
zPPE>@T=qDagNqRfZE4A>VZ*36(*$WvM227t3$pnrNjRGpEA8;Al1=CtCj7Du7!sKg
zc6aq6P(QiH8q0n-SHk-gzgGO3d)WbWysIErIUpZ8I<dRKX)>1L=<WSJC`;_6e;t@Z
zyHAf|A8o{3+5#IXXFA+L$M}QP7a}vnOV|RR^v|p^fSbx`hOU3*4OZZOPOhAnMIpw%
zmMWR6r-}%rwuqe8Nq#GJ2`+aTDn{{wmXJpZGVZQaUny3ShDRR`U48=$|ABSvk}<W`
zM|w4&?1D^Uk%nmYqYjpFQqehk-|)e-4`U|5qY&t$LyL89GAP)9i|W=slMihuef?1x
z+eb-JQF)XHCU#I;N?mS-Ty6B5B=amV^gSK!%WX-Pm#smuIXup|r&oc2La{BZQ=?>8
zLZIr4alquec{b+X<A-!+-YFr2ROh$5&UHA!E|s7)LN!->@t-}o<>i^G6?LCY$Tn#s
zxKv)fD@(!b;>fgbPKzGw_t15L3*bZA6Z+R~ZLmWhJtt!{@1<{%?M~2U?K5<1r{-Gh
z+syWdFdN16D|7tLNC@pK4py4WlM-%VO=XG><!+5M6c$t;kYAzA9KBs1=&mB=ZI6N<
z%?E|kz<vsj3vx|AU~S$O|0Ls7O<UmTv*a?>NVDqDE{)ym^|#Kmyl5RnS_9UHMyTc2
zh-o{~as}lZfT_^#&MC{|wGal|H(gH{S{81N4~9-tSmo4)E(eIq*PZl5!7M!}uz5u&
zolh?e*6*6_S$h@tB|di80a*?zldNajamGCSqz$sk@@|cebPMie8Se<><QNE%{PIkX
z0zXZV+lB{%ua}*xmp!$($=Ni)(ryoSMEbjr(%t`n{13XY?2GIL?pupmJChJUyS1vt
zf&C>JhA6(cqn46aHz0)<3agJ^&1x5JfOC8b#~sqn+*ygt`E_NSC9?6V`J+g9i-#z_
zV$Iiikfq@_dEAB*mSa8IB3&DxA#i14RiP8)Dxskw8tY7+^iV9BfNHQOmDhR1I;&>b
zhzyE6iF0AJ45jl9%Bu7e?g&0~_n(V8+=iU}HJ_P)6l9j*zL#3Gju$%x+C-kviP-=t
zdDf=&nW2^dBBP=q7ziZv`qMVA%48Oc)3Jg?N8V!VP;F7Vz{sZscBt>L&l|rB^JT`x
z#)?YoQx99kQ%rZ#Uz8;s=(G4K_yv!nBeUecv@YE8z7JK}FG4RMoDcJUb{AT_?WvZO
zw@Ge<aHSz50&};i_|n|%QeCJX!JbtvTAvw0!v(0Tn>?VEg)&Db5{qWl^Az@kMqJH#
z{;tYusV@S|zr=+=*rSW}bOrh<kjg}Y6+zG^xJ7+!EY9?b+vH=LQ|BsO?br)6>bjrF
z-JIEz2GCUnjhq`DBF`)z*E$~<U6^TZQ=qnd->riyF0xr^Z}IFZ{Xj7NRRh%dOH^r^
zmXAPsiqXLSWCEz0F&*9)|1VK-X-FSf?KnFAXM@LU&;G(M?rj6!(-Dr@YN_6B0ucJc
z;?6P0)cNPk@Za<9yd$eIGq%}PyR}`+B-h0a<x)moWs_B+m&`t|eiqe~tCmGw>_;eb
zzut=bl9yuo#BJBD#m)r{)d(IK0=JIOWsic1LB+FSvxwTBE?^?(u9k>h{o#J{PuaI0
zk%~G;Qk2fZBcM5lPg#Zc;W`9)D2ShHhE3Y{__sQ#&x?>mcyNMW*cu=l23|u<7}Hwy
z5Jl#-&fuj0(ETUTe1O9qW=!MMX}jJnf6m=K4^*OF@M96xW%om)y1OGKtG>P`nl&;w
zw_$fm&bYVhHhYD_tX#P?u*v9##Y&mt=U|r#3sjB3sov`{DGj@OGka0gzv#>}{rA=r
zNnIXo16wTbxyjNGn{9*I20QZ4{&qnUs&>qNx&G{o1DHDf)bQPw69$d9F+Yo`xzt5a
zCav~E!`Wod+-P$_m?!wh{Pzza!7J&>_K{ueZ*ke}(fj(MnRyT4j4cHNU{UOl4)m_g
zzJZqUnu7#5E>JeKk5EO`eJ<=QY$SVr1)%E?puD;H0Gg%U_Cg8*Up^sw=Hvb%+^FD(
zKFn<Tm7To%-o~a^^T2#n&4a$9o-Ril)XryY%AIk0`ecv%eAzMRDVvMFf~nPw{tWAV
zgYL9VX*H`KlK)74WfnQlM)yClJe~)zXR_|kol%s*kt^0XGZ^~5Dvomej?Pj_7a|h;
z%Ec^TWnC-!)l0YF`Be)v_K40OkC2X*z1X#VWj7oK)!z7Uqge?<*Hm``7n4fnF!h?i
zk2i!76jhgP@&5-`-x=0q({0UTM@5jTAjJ}TK&68e5fBKy6Pk4CB1P%)2r6A#P<lz|
z9Rd=XqJVS>9Rx%~2vs2Tl5cMC{oZrVFRx4E+*9`K*|YZAYdo1m2AMks;9Ac>+-Mk8
z<y5!0gIpa6O{!vbC*Ye6ZK|<ONwFY{F&`l^@uWo%>(^cEQo=CS<7hMp2zp%K6d=72
zfKt7Qcu%9aM|3bkgar3TNEw_Mh{;1~oTkcZ?$tJnaZcl4CcWsdEYWF9T4_wFp7Hd$
zLMtEP5m<fVJ1oKYCz`Hk+q#*9r(xvcBB~_`RCz^Ova#Q~wH@ml{GMJ&FC8lz=MhjX
zY%sqDa(b@kV_q9Q!Ty^F6DXRq9Up|l?51T#-O5_UR=?033<ZEYpvR}v45A_GN%9l8
z!m)Q*;AUBSc(~`1W01(i^8*MQxT(1g;g1rVu}><Ow^0h%)@qNH@}DKD?N+CaeU<?&
z#jWK!c5GO@EU2U_bJ<$nlE-Rn8>2UjowX##gRRV5{v;`dZj~3f9TO(@Pb_1jkK~^$
zlsorG&=$V4v&4;hSNc6#94_m|VMAgHsgm{ezEvK4Z&Ai>*wI*YrAeEKjJwCWrJ*iT
zw46`Y3$H5P7fvl+3aeVWG=oR*d$6p;X{))iw3?cM`>z|zq}GRtkcLcMV;ff$YdXyL
zPj(>sD|lS#RpFx7zi5eNyI1;uuQ(G8aqb>oj)j|;U0h?mz=s00$JzxN)vEU1uW(X_
zu>rol3H*zN+7i3Cz|23ZIC8TooD(nMw`W_Gl69tC%j|yXsob`_?N~EC-pb58kNed+
z=75B9e#YNY)7*vW%Vt&E*V#KIoC_{xUX_qXZu-I>CcGP#IfIDTSfLL#D=j;f57RUe
zmXIWqlUT@fB5wwlA#K{zRJ4{y!b{iVei0M`WRnuPb#G)Sve*JNY}dENewMg>Iw=`#
z|2{^3-GGdWdoX^u#iuglx#LsTr0~|3=2I^oDIWj-m}FG3>$(Vin<H_=ka~bRuZ21v
zrE~hlV@rYTvF%XcWwQjtdLU3ih4U2ICy4O`_$F5PpIwI`Z`)BS8fkh$p`a2l#M>e%
zao2kg8KC7MbD7@aA2wP>5$DCu&P!xo_bra#yy)JFljC!HRrz`N5cx6exY0Q*Iv=J7
zfCCG<V<hpE7XGfFr)m0a@zMuNHv&`;Xyn}i1FZq-0`SqYzaIWXBma12%AVi&93uYB
zGwLk)F6z9A)>ZbShA93v6k}7eo+ednO%X3~`;M08I=eQ!%)U*RECW(=l1_>K<UlRs
z-tp(!Y+Y-kM*0z&NLx`!ym%n$@}SH!>zScNKXrZ!bpguwG!;_s3Mb%2xp{-F?|6w!
z)2Zi}e`9jRS`To<$kN}bnpEi;ZJ|YTXlQ=A%O)Y4H-}Lw*r0r)ci3O~DQBsWblf`M
zKoY;w{N)PPu-I6vxwW;`Dm1*`ar=m!G%5^01Q3)<c8|F7{{<SGdF|95Irdm0`!$;J
zA<etnFU9*;85EXC)3#Q*a<Yzek6t{{21(eQN2P$e1SR{+H~|M`hjsqc)k`f92MOn-
zoWQpPctjEE(x96%cfifN|6NUB)7*>A=AnoQ58tFjHLU@Irvuc5WU@ThuiuBX3C^E(
zuHH3>O-)_izrJ7U)TEDgN{WFY#9PHACZOIO+fDQ1mUgGnN}iD|^LtWi2V?YRBHjrw
z9eCdE`o9r}ryNRt4}{e-la-g>xDQcMq!EENN}w{!Yu#oR$U$9;YNGhdcM1!;P;13=
zv});BA~rh}0(2_u^NocC+ioNBalx91QYl}g1nkS}p#(ZMRIueg8M!r<`7NWv`Oz-`
z;6E(<`gIls7@bD)_?+Z)*d<3Z4y%QUn0%Ch5b9A1z-hmZ0w|m6{4qdfu{Jcngsiq~
zTzUCCxxdk5^%+=d$i9lvVu81Kz$Eb=8$-||;oW7`{Cw{nt?MRR6JPRShVWh>R7S;f
z96dIFWY=8HzI)c=oC!2=y>WASc$<BQ9*DCI?jNDooM+sImizOI_V#B%d?oQ~VH~n1
z3e;n;f!=uj?amL?Fi$5Pc`P^TQrO0_YB7=tJ_3E^!tqz+J3}KtegXgP<mhWD0L|Bc
zFCePGc)pxChV3sKeK1czIZaGUOW(fO!r);Dtz~g<#rqThq<%T`_eY2|w7kS%3EDfp
zBWOT;i`~E}SrgZH5_DDOxT`Iz@}IfjjD@NwM{E!@3zb>NTOtG09uH<x)E>;9ebu|2
z$%iQQbkq=g+yqiwY{+9aTj;kd>c~o`lu&z}B4dMM7ne_iNl&0L>K%{qhLxo!?u^Gd
zaD10G<-&~N1ZaR=e+OvQjFL>O^~@pdzu24-X~^w}DMUS{K)FK=DEyry#jvVEUDGZH
z6y<`)l4@n7O)@|nsAm2ygvJ$$S<tj_w^4PUQXQBZIiA16HmLARJ49k7Z$J~1IS^Cy
z>3l7)l-^fIk)p<_mgk|Nss#z!1xUIZ7Lt@iv;r6Ki7y`0Zv^)O-4X&If9Qa#uuith
zRox<_E(ETE%QM}4Ht<+%p|Gw?DyD+zeooEJ&0N$MiMNd4tM+aBzyKc84g~iC#61@@
z;tdd<xOeYzL1xtiguoE-U;{*!K{zkalQ&vSp36hw@nie5z>r8#5(Lb@L+LMQ2?V(^
zIMqTgUAZj-&aOU?%**OilYn>3Xy>R=7><GeO*QWSuGaMZ`-Z-af;i1u9334O?}$D5
z&=5QCDu-Fg;`pupE-)RO?wUzg{6LLsCD?qDfT4PpPF{6udHeyM4>Tgz*qiE1MA1jY
zITJro7x(Eqx>1)xlf=$_Aqz!)001x@;IAmI-UY3Jam!pBsgp3&PH@^tt0r2b%Yq7E
zCiUb7(5PwRgL^?S0HDH}KrAPLDNq&>13}Z{Pd-z4gWC-jkXJQCE`!!J=UZ!-;#||2
z{8E%L19|?|@{EWN-r89cr+6Xbd((bLVHVO{0|f`!-J;VMZNoK70LM!mTx=rwKxrfu
zmI~@4x1HMH$lUbw%>t%+2XOLvyZzLft%N;-lN;6h=4psr0KWN~oVB_8nDFGqbRg{m
z@&8QyHgq8>-e~Q!5-1rY2})QYbvXe`KOm`d$twWl#V_D|LE6av`-d_Cl%3!xD3Qud
zdSU#3gM+o2hE0s!S`7Sfy`C|StGp*vzTRm*zD=j-JPd2D9~%4O;AuN`%0QV-w3JQd
z50KRy7M_Y&I{Jf$zDgBn%V|&YoYx$Qm%4fL^G+HHmHm*_ub&`mmZd-elsmq@4{r-a
z109)eJ22YxQWfKJRl?cbUVWZ~+?(@yZ-(QUSQ&DrjdV8BNM5dwzUx4%KouX-3q%X|
z)XygQwxIwm&2|@n`D^Y0AR6xyQbGb<ANh*M0shgE#~lefa-vgVPO&15d}hC;B}*SL
z59Av@h^}+$UZgLHA`w;V1f6EoU~zf5+%wAbBh&IsrXt|?G!w&8&>sz%USqdtHIah$
zG+C&NLI8#JhyiKBt!IEz)neho1iGHt*L{$;>#@pC+PS}UGL}I;|0a{JX2kghS9v(O
zgy-Qa4H5FcOVw|aB?9bS8`9oMZ~^5k=~hs}?}?~?YNKWzp~0D`+s>Zv6DuP^RE(!$
z&50cySW9CSXiZ>&JjNMK!z)h1r5WO$i@89(GJSkz+}imcC?79s4E(4~mNZDw#w)&w
zj2Z<zA(#dHDlic$ip=RgBo&}MRIii3p6|zb1XAXK>^k19M{+i~VHvj|J17O(kc*OR
zv)i@q&E}mBQ@DU=(38AfocrHKs&0D&wL7~%KRzXbR1+Zi6#!bHAz(q&K}igE4A4L+
zNIA-HzW6NUKcxW6u@=qYLGfi|CF+GG#@n|I9XdIjR&9Y?Sa~iyJQ2jl1OPeefUXFd
zH=P1GpCcaxr3-lhgPrXBgBaVzE`KM70;`a@-FHi>ACY$lsmsB?L>C8T8W<ZV$6mxj
zCx1HUB0_0s`*h&)%*nB#NF1FLxdEbS`Fq;$TbA(aKJAx19*l#H_u@0PiL^CD%WUqX
zj`PvRr}Q0%p#xdYOa><gV@iwBBb^Xg^#<$Ff&Jrl_<NcwZtL5FLJ%32dniYQ+#y60
z(GCsa?y(pC2bP0zNVY|7-e=A%VXE(lDMh^zLcPVJp`Cu~?=kbuh2%I`e3IsJypqZ{
zSGa@160Y*rBDs_O8P%h<Zv1U4Vlx~&Qtd$z&vi9reD0-3PBpp^W&_;PjpG0^olL7w
zK+tmnXvGCCEyx{sSIQN_EF)mn@H@~#=N%szr~mB5zya}aK-$4)a<F$SV!}Ga0MT*=
z(FygN@$a{8d9@7R0|6xIi(GGaQaJWYA<P!~(&gg_GYyXyAWj>*i0sa#L`X>>T9C4X
z1{Q-c70~p*IXYq9s%s~>44@>rx(Q!`L{q+H>va}BfPN@!@RS}LAu$?9!StG4XY$A4
z#QG$CeQ-0sgS`aKf?HN_F$Z!aSQEu#snoBp!^1mygL@6$MM%|78x1{;DQ}6XK&3-g
zFL-=T`fj_;00v3?VzSzsDDB3ovOX{{azjKrt}fUDYUwyG`T81!;qo7W(P_s&g;_p5
z@QN)5JO>G-qpuy)>Az-msw^n5zH@w>Zd=%8V5ww?=uA|tjS;e(sXE%LY-Yz(=|vox
zXGYdqHoA%Psm)IcdxAqF4onqKTPzyt+NtBN-BV6vRt)oWG1e90jteDt%&K-GV+N_Q
z&|Lj{JXdG+h!tgmCNIUmOh7jgi%l69Zw@7gkfUDx?fJ_ZhiCRPgY}2&9N4gNXCfb>
z)6>CN=y4`Ao8OPak+nzR9B^-|Ebe@hJi!IH(Npjl_Z+ZY{(k7mIlV=uC8Y<K9MzG6
z2GGBv3jaq>9~e}cSEHPvfa*n4ZW_!Met$tZ@xe0?=Tluh9`oxT@J(jT#+Z41t`70_
zKkScVZTg^aOYS(_`gq--tVgI+vZB{^R`naQe2}^d40Gz3i19WImgMO$^~&UMJ)GbB
zHsYISp;=o%>M{`wfcmdFh%)&liPH^y@D>}?r#g903F*=VjnDXad{3uTr7v0FG1t6e
zD^aCbG#qRr(c^9O>(LCV9^$!>_CH<<{K;Bgeya#({}Sc|%(m&T*;3l|(hGGIcy*mG
zEHHjfg9To3kQr*?m{IYItu5Bu3XgfP&Tc<jJWjaf4E^7~x3f3cu`Rp7{3Vc<mpH}F
zAo~QBi?u2`qHO%93#X=-Z&oO6JheATawd9B!P$Ihs-e*zhg?)aB1@vj5mQ;}+DD0B
zFJR7aFKA~*9#8Fv<M$df5QD6zvG#+o#LK!3i5SMcgJw7AZ&W8N-Dy(NsWM5})osu9
zs}C*Ax>s&h1amYA7XWePf4Z8~TT#)ipf0kzzsl|i_i`XN1{>hX@mBgXTn-`_l+$V&
ztBlC5Z$(fM%qarq0uO{b;(Xi@7U}M>^l)%nb<pQ6>ZahX@Ly}Au9{GKS9jdfu|fV(
zOr+ubIb!gBb+uE$j0(&OuFvSiP|OEt$U#ST{p4e0eO}^zj}2+}Pc}=mbjrNGCv|lT
z^#{}!V0Gs>j`zpOmhQ>)%996k1qu9^;)sHB=kvSrH-WeY@yK+if{)vh!7q9odbn!U
zB9+sb4$N2Co#7$1elF+t7(r7^M@^9_)o$j@4>bom6JOr5w90(M>*~;EWU2JM?5HJk
zv|KK9B9jHZOoQM+?^kX(<q^4!$JE*5bI)Aj4zCr5hH-H6Sx4y<m-m0D?w`4v=c^h_
zgZPeI+x*PMld=xjJVP}mOhGtElKRq-uY7@qV#tHBLA{Wm+Y83=|K+0O$4qpfA`{s6
zAI|%h3I5>X>J=eqikAK=0`w8NVwf9GoZ3YX$YahaLnRQ4N@{&U!Abi(7LQ(!PU+Jg
z{J6%!WiQ{G?zj`ag{JJ@G?7*@SR17N&_Z2<>V)R+tof#ZDEOZm`-Pl|$-fsA%re}`
zH|+H!>x5sz<n>kB$2^w2EthpafN#Q{yo9*{bCwM`noSE+e6mbgvDp}s+wexX6#L5P
zj|C|ZN=OqU<Qdt)I`haH$ufYA*WWZp!+P|M&75po!h~e0-@7gaX*ap<@mV*EA(C5A
zQ!wlaJj8+b{Q@(z*V&FU3~bp4<&R@Gv(XYc9q}sP?!cQ0nGV(_&p)rd=ULBx2K5np
ztJtBEBLgx!?xV${>TBsVT#@$kO+s>~yh|^QDX)F*qAypc^nLY$u(*;5uwjj(efr{E
zJb-P|emngE8%3%U#7wXbhLxqzH!xRtv;zPu|JQGYcGBRZ9*=IM-wh$3@5|3_QrkIE
zl{ck%o&)toGDEc}{rJ~M7vC4}guFc;6?RA!+2?i!%2^r=SIO>f%Mw<iPuCupu_6!w
znxa?dlzt(#hNz*-RL1dvafeGt@`2^-SzIsWA{Bc@Zw?GWlNN2dbRB-p<j>wnl?tP4
zBC%N)U;J_XA`I~hd3VU*|1>~|!WdQhx#R~75~qz`-xt}1Nh3<OV*LG$mB$ziCVp_{
zInUOOKRnIzr{#2a&!LJpra*8;mFs3DxhmA2h=B!ItG~+RGAfLc61Q7s%Ha07pfo7M
zp)*nlpYsy4)e~2>Ph((Oob5hngr`%&zr98H+JV{r@?*=qV`(kPR%s|aVcwJ67*(gO
zj6--AlvH}Zl5I=sJaC;j!%+h*)cNcCL@4$OQt(#D_D`;rnj21N9($`ph#JC>lcKe@
zPN7<x5#uG%yAvGo#lMVD1`6UEu)LK<jPyfJ>(%GYm_<#Cns%+}39W>V6Es4GIAVSp
z`s#|(G)wg6${)DdRswO8Tx;k$o}5zII-hn=yUMB<=B|yuTWM*QANyT0Tb@lGI64jE
zBS*#dTLpriHvd9TnYL9#iwfTu;z0^Nd&e+gXoW9jKUrt?&5!DepR;Ap>}|(7QYwI0
zH>H35_NlzFc&(&9bQz^`fS>!1e^u;uYw>lOTBKG?B!i-BYVnqQXG{(1+X3O@b}{NZ
z20{d61B<~?MfOI_^7pBhs(Uyu4_)r02V2C<M>N;{ydsDbZH8f)*7?dg^}Hsl54z=h
z|K&7$AinNFSnJh_7z~{85kZ)laZoVba_ZDehFiQ8KShm0eaD{S2S<?W(JA)gT}*Uz
z9$M`BoI+YEyQ<e`k<0kWo01G)lpbD+c21mHxWsBE$J)!p3O5l^5?{T{Rp$6;r@akN
z@<vEYvB6gKTtzcf;T(AmyfqHwreMeXJSG#~vHqR!H2Q&OL@Whd8~mNZGH&DS6N!4P
zTm<JyImKdeW=uhgQceSBd=Zkkq^KC@J;_ax!i|-JmEOClnz(O97+}HgyI?vqRiEf_
z$IjjIcnNzByh$iRhe2VFNXYu|;lni&kX@pgX9r;<TTn&smLpPEw<DexcXq5oe)qQm
zA%zCBQE{@vNfvXzM_E5AVV*V5Lcb=^{nKlF@J&oR#mSCm#V7^S8-DH$l^%xC!k?1*
zv8PI4UeIT>Ra6?>!ELSphzFd7mjDF-#ZeHdzxehQ(Cgmuj?XR7cAd1gQWSWoC@smm
zG=|zJk7Q6fVA+T`xN2W?Mo~2~-rrAccL~OIbD-LHl@ecWhPGUei)=9D*3AFLIvRu9
z@)K&kYSvF(7f}2?yEr23x)5aWh~Qq3VAG3W61n67rID#D0!k(_gvPeSa-42#9xjCf
zpbT4qURilNsM3S0vyqr|T#ty<GT<`Q6QBBLa*;SW$p=rGGfJ&8V<debZgDhtiY#g8
zQUVu+SUlY9p%1W+gZwe4n&$Ws`|l6q($$V~qv`y7!wmPSqIAD8%*smK#C#H#6Iov8
zj;Fz68-vU=`wP4;5Xv?2BP)tClBcKPB*mL*2~v$(qjZX6^k-ZwhGObabKr>J<U4k)
zvEy@R=>{E%dYwrdWiC}ab}mZquLgFEroqQWO~mbUU4CXgvAr{TX;x80Ef#0S)9ls2
z*STZtjY$%mq2Q7%(qLIedty^w3!;8u<&MlXB&3)K0TNY?BbnRV&#{gpTDHlquNZ}i
z7w>}8>_x7K%eY$6aQRSxzl?b}Kh8Y0WNg2^%`idV;d;uxW5zRSe&Oz48tRA?zBP{$
zGl9?5_q=lA+^YrGPZHu7(7Ps-3+A90VCL4d9KNx6bs|9CYHp_jTljdrS<Zq8<XVS7
zQmhyVA?Q|re;Njq6N-T-AMX+9BXeghTfSDXuy8c~QWlfn8Xw_x0MM^Z!Ez=(p7xNs
zWg;#1G%VB9LqbVEa)a)Ek-<EYR88Cr!B<x+`}oOs{kz8g?5Hd;R9lBbAxd)7zyyd;
zfMj0+sENx0QceU=LH6uC2I$MCbL$n((JE7708!|E0>5GTm-qb;WiC`f!t+}^SMvX6
zjmdXZl{pi$Y>GD1q^p#g|Mh#-(W%oG(4b$Vq|RyH^NN=NCbE<xS<kAW(Cm%hObN|*
z>f07<Ht9#quuEg`7aH!B-qudMqjGh<p*PiZi@RpSu%UQ+r@!9$QHu|PsFvEORb-FS
zz7>WVQWXRR&mvXoP~CHh!LTsUjZjup<c!&ioc{vUdZqFad^K_aqSFOcugT6tz)MJL
zINSyDv!H6yU~hBB1_sPWhKR&jr|CJ4uSf^@cI59gL<Kn^bY1%&>F!UVc;$PEp%mEZ
zxN5A!H<GV>FK4`A70xqlJG?4wrwpH8^@l%dvRap}WxPn)%p^Ameqr6OQHUq5|FTEN
zUQd*f`*XmHBzsX8I{)Rd8W0>P0mWnXpr|16u65`xv8_I-4-~e!smAD)n40wRj;4Vf
z`@agXLy1o7Q-#fkea!Q^_{&{unjck0cvO8A68FpFq8SZRHI(Q5lBm5W^OXS;S70oA
zmo3jv8k|&U=%n(Su3|4v$>zSP9_u~9#{4Wwhg)OuUYxds(6>p4S&1AD-jR&6YAfgu
zC(!DjRnd*knODcy>;A5${CbrVXJ+N&ehvk<zRchi{bi4Z!C)K&)o@xUxt&PcIpdj|
zvNiI1Hh`mk)FhGUJDB-+-5>u=8r?vOku{*DcpoH3m@`6WXk!L*PN8f;kuHg+e)K^i
zsmO)-_b0L*(JX|>Qt!`*+OW(4(5m4VM*!nhIdzks&fM_XzXAU0mop)I99in00IoZA
zoeGT}?}@!T_^)9Y=7JL)Jc9|{BpKYcK%Tv}p5M$F{ApHY20w0HXIcYR34O#({%9%j
zo@zeIjQa!S;+g)Bp5~xO0z)9|Bve_2UO~iZ6b)FH17hQ#=21fgI`QQ>+XR^W7Dnm%
z(cXO0;W^6*?Dt^xgWAab2amjbGy9xOMbzR)lac94uQHJxv1q2lw~_T7)y2kP0mPyX
zv(#vO%z8582D>lh&6WG<6*$yW7gfrw1oXY&W(~%+sb1MY@D&1iRW}xfC=Hpw?=*-l
z&(CMQ6#o@NZ?Yd-@<wEeoC|(iGdA%WkBPLQ_^Nr{t@?<kI^~7#`v-W6MuckQ1>R~8
zu|rqFhABQ~RczvW(l2aK3Cs`rrdGdN1C&AsSgssUfcMnOi09EC1Z8o8mMs^TCL1T;
zixP^eC(e5aKwl05m4yW(4xWI|M?_N}cow2szArG*^cDCz5zwUA(KJ<ALFxSJw|sjF
ziR;0{&wlu2iiR1Z!{`a=&(%`u-m>{`J&X)uhN$b8OV6T+%%jy_4J_cE!X}+5d}lQ4
zA*D&c!A3rKZ2_>4vq80qj@$1}O#r|WK~0!g2UIRUZv)QJ^mAUdRw5;arf_@RbH?vb
zH&ngvdt;1%H5vcg@0RO6EtvONj8^_a(<{bO58H*(Ru8S@S%=qjDrU>v2dmOtlJJhM
zx)9T&Y)2+NHl!DjIp?rLrWcM6Gxq5)8>KM5Bu>A8oJueAK_<aDE+}HE^}ADbH#ENZ
z7KN|!{PPUr!4f|4YQqdyE&9%uVue(kn%DjO$$`d*RMy(BVv@F9Y8<N$G|;@!2Is0m
ziB-0$qOme{0e$Bl@mDj&8~9m$<<II}NLsj&iTHt#og%e-Z>C0dtow{Qo{L`@!*do@
zLNfB+lOv27q3exO<Vs*ZCTPH^meD*8_;b_T^9%>H>??lynK3MjrTG-oad^}!<Lq#N
z=FgQH)hgdI=met1h(3%OgAd==IGZ|-dc1DpPT(1A!BxRkaFlBdZ~p>@{316_a7<rE
z;;wUs)SzT&MaYZ73)KbA421bKKa<%G9deTgma039_^W5}HA17OP%Gm%`~-A{;I&Fc
zKlQ}Jcvl_T%s?xd$EhPt+v(y1WVuC6D%YyCpXU7Kf$w|jKV%o$ou-kd8?ibi2+pLd
zV~iUy#e2H*Tkqlwx*I<%?%FY$%u5{<e0j}Xa9|kI2zFQS@ue&ip@2iN*B83NR=(B1
z*lp?y*I{^70d%px;wpKD{dHsV5PYu);%KKa8WdhMG5YCqpfj)Ll(Jb9_r6UWL`1>I
zNK0mGqBN#jU8Bb<s^IDO)Q@XOW;Bm~oLYb`x4vW?T<&)KJYqJ0&4l<~rzSeUb^JpS
z&T?;BnZ>oL(t~RO$bistA6;(W`1({UPmZ(Kd(>5WW(TZxciu&gOy4IYl52ftx$bmh
zE!{f6ZjRQP#V0{ar>XHnf4M8(;h|FFJvatd!3`EL<M>|nH9mT((`vc%vDAUd<i**u
zzVZH*e4IPw^J(t2aa5e;*E?Y-&F`yQ3rm}<kF~sOKdx0C;I~QZbczZ4*V^epUW)S=
zbcnV)aI_mHvt@U)Raiec8232$g7#t2nAYojpVw8PQBfD{1T=3;;x_tWd0T|+I410!
zil;yREkdBd?MI5~#*%UCJUG`*A4kQ})+9A9f+-<l8m+5+qJyTxZqk*K@TH!VGb!M!
z^!cA9hu6g^qP!_gI(kK+m<=Zd{*<@-h4jJ=2BGV|e((1%L}d}^>O&M96b6MVBF9s9
zQCMJSGHnOfrS4_Yu0m-%_*>A{X1$jV$X{Lr;o(3>f=+dd?t>xIYxIa+kg;tQt4COG
z$hFKglvylzP#AMrCjkBtp-2j!Z&&CFilq3DW4J?Mc-*TrZa=U1N*~~K2eR=nGsW4)
zl}^W0L5^=&TtMw807m@e*4h07_G~LWb?kXe#Pq~x<n!ET3O{q#xn&B@+f2#<EQrkO
z*nFpWys8B^??di#&Fo|cA`Z2CXoNd_mbVkqooTYCE#%s3L()CNtjKiZso~F|m_~N^
zO>N6rmr~BWevdcqeHZiknhjn4%sw&89A^Jj9#R9EetNu4QzK6P6C(Hm$s^+6Jxj%^
zYitxLH<+JQ#~F+^ZUgdRe9SV>D_yRnTozS=0xN-c)kmvV#@;=g<8tBC0gQlY?5kT!
zLStu8V{*pA*M~|2@vmx{zgvJ1T<Q4kSLbMW!|!<{kzkGQ9tfO?XH;hJ<uwu1%Exb~
zC&9W*SER>FoZv9_Kbj(pAEv_@5vPpqiiRoFqa8Su4_KeE|5!8Hcuj1yM6({kVJqA%
z^dKXw_$fyoj3MZCzaM^^13eTObGXA*dM^X*-kH)6_juv{eHWYvOqGV-iI~PZ3{a-t
zrkF+)nK0^HmDQj7)YKSL5iy!4Vl=Kbj{g=<nnjxumJw`5)K@{x9NCd^oU50Y-o|y2
z*5cw)uNh2KmbhH&rD1uijOtqbO+)XDKh!Z3**%Xz%+1*hgk=qIo&nNIr=FC8#<>T!
zRKIwv&Khbr*ADJde?`en;40r3T?Cl?=_5=&sCzRW-^!rGn!@2^cG<u*qu71f2ahpR
z8c1SYbB_7_9M@Z&hlzo0zhhFZBY%WAV<ao858qW1*}o3LAAZ-x@>^>Kk{EJzrM$hc
z(q`bqssDsP>B?q)xMAXUVM*9})5^(?X~Zd<T(yLDXqdz=lO=W4p&ntQoqwQ8rG@+M
zKy?om7y)|;zwWCTVvTOt+M#Y$-8+Rcy5ZGCgI}me!=xF^3xHeraD3bSiM6UL;oMla
z)EaI0xTf$BF{HYtnyH;Ho4VrsGgEamHfA}QPyg=y)~Z5H+9HK>h9`z&K7s_lWJMoq
zC@hly04Z+!PG>?}a1tlyO;RCLbYN0;K7gbTmC%uqq(5IYUf_|f4|r8MllF1#sSsLV
z@+}|9G=GGB@|i?SU&P_IFjhzWPDUv*{PvQXwErgs4la<cx#t{!f)3YN3g|rj_PqqH
zk5g)FWXG^(hDiYc;25ydsKjey+W7ZE)%Aj&8oK81VW9&klHph0n6D?7-Brc~f`as0
zXQJl9JNkhXxze(rQdsbMk-NOz$5^~jqvA&GX;jW)jQ@55(T3G-pkLNe2!MLWWrrH>
zdMc<1QN7(&e=h51kG$%O@j^7{`|1d5ZiemU0Hbol+RZ&Je+<p^Kn~sbTvj|R5Pta@
zFITdQN95b$ZA}Pvsk9}H-8S;hNfVrBw_6$f?05$>|Ln+_Xl#4B#5Lg57=<-PMfpqX
zRCEdbBxU``_<8qxi?5Z|!i7e1tX1RTgrxMdy=_V7s?epdR~LAtOvTrp60)yq%_7Q8
zH)qcgW^Q7nCll^ong&hF7#uHZQ*1P!svp9;rhquqY6w()hxLQRpO%(zdb|VqDdO}!
z08C%%RA61=z3kZb$WqB1agntOZ23O3_*dc4_Ei+T;MTzCktOK(qSC*6N*bI-=Om7M
zEvl!UFfq>)(V(q70Ze@F93kHoZ%2x6*MnDLC9Mg1PLoOV$$amrN<fl`w{lP6c{xzL
zefbjhiqa@6>v-oUP<Nb0l_dUTy7Uv=3fpSWudIT;e?7`Ce4HvPyYg_Hx85(aa=GN=
znpQmee$Q?Tb<rgD+tAvaSYYOG8N8rCmheS3;9?M~%iUq>&!}sBg5)7uB}u*&L)DU!
zrS}9(b`R(X@yqz{C7906CLa}Gj(0CM0d=kyKP-a|#f<3~)HRITS@Mjn^ITo>I;^#J
zPKHP_`MCbx!>d#7;h23q>NMuJ9{<1v^Ge>-mhPrdX%Hy&W3I9YFSUBoM!nj-or$_q
z_3OzB{lJAS;22`NnXbcG77#KnM$1MG4n@R~M|mUU_;g#eeb*WZ2jVjGmq(!Q39T(9
zB`AUeRBl~-t@Hl}r~3&Ogx7oMfxhx$Nv5n`t;~ohK0H?3X-Cg#BIRc?-(}Vu8p(?I
zn>fR}+r#t&8-4o`hrga=FesQDI}laxPg@DgW3!c3$;44j{GDpV!%6#Sd|kcsnR_r8
ziZ2ncc3$`%Q*lqo_fmGdQoHDVCvQjfJXiP5F$3{z+nN@Mv>wrG@I_uzz($P??(M!l
zpRa>*CYF6kqN@5;3VRc#VsSNZ#joLnU0*}s451Al#DN*|R&+^uTRqfu)^^X-7WgdQ
zqcqZsDA<IaN;_%v@iUZ*N{gw;Zp&j{i>p`PE3bv~i$mF|Rz}1*BduYBr^D1=<hyZQ
zX1nq3-M91VY||>7H<@OCFG($K2>qV8;Q;PhUs;cQ_ghb=KOQH$OWY=6yP4T_3ymBd
zTp?7gRNxp@J6z%nZ#imK)ZpI_ip|YROO*Rm-`39<y(R6v+sSa@1$EI>Pme5_t?OE}
zo5+vvjwV`*4*YhW>E{N4=7cUh!CLO&mvb&!pjW6{e8LzW<&&v#IFoqN*yzGy&t>^u
zZV(TsA2$If6+Ln=_xcAn!TJhHSgyQ}XgCQ*#*H{{WHD^;?{LhQX6Fv+%d3zDd^)o4
z7jZ|Jx=h8;;<v=5z5V(`b^BIFVp)4klVp+}MI!j*<+cCua~HjxpLHhxL~PPF;)L?^
z6X}#07N&33UHsFj=AvYQpk*jH=QR%5^^v!gvG;ZVG$=bg(Ok7zI49I1!Q^+A-6Yfl
zGS<?vTV=4&Fx^vi&S1B7|NXrm^3ZlTQaui5tmo+9a)>iQHdvRC_Q`sFNxV@#vhh+m
z*Rna^_bVP$EhQjz^S5BU%y~<JuznrY);YN(ZpIs5lK0a>AZm{lXKp=^r;|O*!Zg*9
zbgjw{ZBW~%p9}NAaTc110P8sRtrjEQSiBDh0xa{2XM{HbP~lzM??OU7r<5+00LV&-
zo}nO6eaDp2t9NeBA^;j;^3nXg(H+xQ`g}$yiQzPg*(0`pW-Yn)?AY2({sg`qS!Lda
zkSKbWVN8JV8Jjhhx%cj8%erDdqu4H?c=_nTafp!Gs^_~jP;~g_Lg)tcp6FBkpHvCp
zPc}v;6K)D=lhLxfrG)@2w_J%4Na|W8p$@NQ#5GUTC6qr5nc?1J4=*db{NNkKa1#BJ
zMoA2#4%}$bNoJd|zai45`1|st{_@;p{&rYaPQx!B3hRLJVGTOx8+!>kXi(>70&+M(
zM}_Av3@W_J1ow695;zQpRx|+&abmV;+iNjpbY%1CtRpBRrc(xa(b0A^;%oP22#HB@
zQp~B%0&%4}S2tr@U#E1aYtS0cGmZ||v75EGYiH70F$!yR0wE5YI|kga-oTiC@8EiT
z!ZJ^$bt7ph1UiIQdjH)BbiH}ijCRBjGRsfYE!Xw2A^ivQA9u{s5;mPFtiu4X_s@}C
zTQuVueQDrJBhMe*Pj+t)(~5GS>#nm@s46zOuj&v-Y3D<gTBl^;(j>||Oht#eMC%;;
zOpzvy!UHrx21P<Iu9SJ>O7`{}PAXwPJST(?VTvEnF2~sT*k;+{VW(zQsg0V3V_M9!
z9CZor#!k%UG;lc?v9!~JU2?R~?>uT=!M_neA4vGlPE(^RCQ;%hxlgL?7ficMD{gA+
z&r@;w|6_`}RVC;8)h0(ej%7%RZed4l?0MES%LS+xZ@i8t!Un;i$eIkpT)UDbAf+kp
z64Za_DF5%B)Uq2%1DrYZLIj1VWG|ZL3AC$0>HE1TP=@K>J&RA2elP-@js?rnSRP}a
z7ZRtuwB}7Gcc?L#3(~03<V?jW)dPxo4M>~rx)Wv77@K+~7!XSI63@eA{sDVdQR&V5
zTmk}d@DpTg*~f;faG@bVszF0peKSR!mj{H&_Py%S7UPkAyKXa^>9GrBpDJ^8KPl0l
zMO=Fw43Z<0S%K>v0UHM|z^up~krZSq->+jpwB6u(QMK(nboWr*<BZw=!DTO$uczm<
zpmPzd%vD~)YgN<XiN86(zuKrq*q~pRgNXVI@6pWmS`D`18T6H}+BK|Wc$5<S;6n2l
zMS)T6E7(d<mKDt~VO0i;gnM1{+?BMbNZ(O&N#yU^<?M&X!G1gr`o7mnW@h}>Hrw3^
zdE69-dij&O(Kg@~o>=8uK-y>PL5s^c^BOvmPnRyKxy-v0BShvINda2Q?;>8G2mHOG
z>nIgPcHMQqX9eh!G&OMr*G&%VOUP&fK|bq~G>2+^yS2OAfpUg3^^G7{SbbhE`U!7%
z;xq{ki(5;Xz^d&|V>PPJk^Ozemkocg858IJ?1yi#IDRGzgLI<HtFwH7k6_uEQN3cc
zHcb81Jm=|yyjE=BdaP;OrsE~Z)c?K~d?Q|-JHTsH#4D^o>!jV+$9W0}`TQauEn=(I
zaf}qTUlvpbix^J`fxZ0<9jh3gJ+++0wR!-A%ak3x9ZVHcI4ZELIXN6u%&m&PuB0`P
z9cpDcTcq#(s)W@KTwD8V?#Bbx%H_!vsf)HbBG&netrK*j(g)0T9WfeJ&_Irom~7Nx
znbO}mRK2B23%wC$nw3va%8ReOdwX(pK+ktSaHKZS_YZpnJkU|;S84x&y;-$)Y&3gB
z#nlDS6W8NeRl0i@WJ11*Ya+Tl8$wXr3WuFb5}Voc)d44_c`rQ@_NILci-5a2@*Xv!
zlNsk;XDb@+HK|yT9eiXZ7mutY`o>KYMvvH%+M*7dl*WAtkb;+gnfBX7!yZ?{<cEC<
z8>m+rfJW2~*}P{&Dsy(QX5XRXq{E2N=09e4fp`fm*Ktd1lB&D&NV~zafz}(fN(m7$
z?F#Cv-^L;uj_=BnmtKmv-t%g+;fTJ5`Z<m9k2>95vTuSE6+hZK>_@T0xo37<_}K(R
zh4ckp2lq;Mg1*-KlLE+xf#Yp<i65TFlI~UXPCqgHIULj467v<Mc*#gLDmHQJLNe>#
z+m*AI0rF&Jk$oEo2h#(Aw!Zfn<v<-K!x;p%G85?K1d#9QA_<ok+OZOT_F%N=GVS4q
zb&s+@B|vgtd<T2JZJ#}4iOH}?_4d0GepjC5h#WZn#GH(ca5CiWx^{UUxGkyyWlja4
z-_AT*CwBWSxc$fsBSv`qo<>)?`#v%ZJH&gfAVM&7PDfP%%R|{HY8s2*BEGa4flCex
zS%B8ihf=Jvdb*=!zAKcgCjl<?f!76Eq`5pq)wy-0`r%>EAw`N`mGQeCQ{GFeZ5lIc
zm=spC?uAhqA?|H<!ill7GK=JW>ZgJoK#4e`l<x;fuBaZAP#=x+V+L#`MhYi`yu(#m
zxWR=N`;4Y;DE`!I<)WO(&P(*nq70`Xzjleo-|&Rj-h>WEv}4<^KJh_{$@tMNDZB1j
ztx<ow9tFadK3Zz)6;AiE!+*6YN2SY>dYlh%&nry#?V=(5C>C*SkunE+P${M?Wa%VZ
zf99d>Hc&Yv0PT2P0HAvSC5~4(F>q46t_pZfJTwFeTVV(AevZ7gX8(Tqlh{p6wnPq3
z9CwCk7jVx_=53Y;wzCNK*BIpubgIayZqlZio&J@m2*%&?)t^?>23ocCt$9Mv46jAy
z6uTGO4xI&a;TW>pGzTOpGXZ)&A3)km1M=Yy#(`PB_`Wm_&Usa&q)=%mZZLHN6-QN{
zX071U;(xEq2_DaV|LKL`)+8C0#wS^^8kZdEUE<qWwq4mgqKF*<vg4U=tdx4WI;wsX
zaGv!K8&dRtImwcN?}@&dZ<+&7h7<vX7d7ydZZ9ZMr#X@``{lgFZnvF>#~B7%g9Ngg
zk9=s<glq<;(top)Uh1QO;U$eL&~CJvJVZ_1iu;TtDC1qXPIdQO;d4ULw$sZeN7Qag
zjL)u5uU{=lE>qMb4oi_W$@fRzNsNxpC@97$Lm)a}cQgO}+^o3W7XtowaG<qhal)B<
zT+PhyFyhK1q5(cyz9t48s3U%35KigMU6f4Ktu=jtp>3M>lb`*r8SQEQ0!W%u2fEYU
z?)y!Uuz;3&y3bDRSz1qs3F&tf2|~@n3QhjJukv*Wtm?_>)3<v(`MXeoESTN?LKY;@
z34!T=HkyaTerC$b|4&9v4rFg5M@N=HwdUn{b~c9psxr|njIsL<A$50msbPx-Q)X4w
z9Uh}&8<*@lP`Q)BX6k0k(thr-%A@s`NuCTlSqcpX0pq`hdL!EB3jptY`ghS#;s%p$
zzMQXtOHz!avwrg(k)3YdZM88HOI9V$<ibotR!WzY85JnmnFk6Is>Y>iv(Iv`&D(sr
zHR0Bz&+C{3bYEe&XjND8au<~wfw0IpP#qKp#gEWCIp863V5efClVw`*4Rve?O?UMz
zqspyZi7Y8Dd*~+J5#t27fR(rMf-`$7G_B*6h<*nnNr@TKsMjQhwm6%U@yLQKl5frA
z;Z5t`{MHNwo7q-DIC9Ptj{0Q5aBi9`P>`>ytQ-os>gMkxo;epQ;X#g*CsBTHJ<R=o
z%#z!f&AJ6)Aq->UaI!<q*I>qbGW%(0gp+{zl){qQrbiZk%9RrBT4C*)la}{yRF1JT
z0=6frVQ)-?=fH($Yi=<W-V`u)(O1jc<*nOY*Uu`tlY)l!KD$$sE^!4w*_Psa^2*pi
zzJ_w^-Q<VSNgp1^3e!Hir$1JFZT(1Q@Gr%>Uv4I+8$7hsebtBvJ!Dbt3uHgLN#GUX
zT=g`mZi2eh4#?~Xd;|`V(}rnw&n9iM;!dgK#{hKdP-}m-Vj}b0vb|-P7OlJ{<8VV{
z<85(3mBpZ~bFD6W<nRkdM4^xrG4zp}DI|jV<WA5RjcVS)jmKI8R~tne`4$G=-Qf-U
z#3Ri=SRws8K(;JZmD1(iJ+e0;O}QftezicAG$B0!NR!of!Xb?;+9Zzv#7f%rrHyb_
z@AeB?Lp&DtH_;f|xmGVwft3Cv?c&+XCF%u?YIjF$vL~_9s*UiG!iFMy?!}bt(#pr-
zaqq8#J3-fT^?84fTqC-wO$^#$YS(0^!Nfu~8F=1w#nGU`?u9`a{s^Pw67qLoUxv!Q
zBi%#Ze*gaceG;g)`fWS`1VKr6lkP$6^5MeN>lD&34cdsXgzo2(ze6)^+RKYZt3(FG
zOzvJcZLN-caf0qfA}j{}evxrniT5>@u?WqVaJpN4JE}6kmeYu~3KZI837GAvPO>PT
znQaw&cqBy}iZ=P0e<b1eb$15|cVs1#zYc0AfZ>|kL1A<s=HM*5UkKuDw>M(mJ=&rd
zlw3D8-+|{B$lBq~WX*ZSwxJBFem#|&Tj%F0D_kK?bm3k2gK_fa96*>XWq0is{0~~b
zW7f6PV!@jPbce%AJ-#kyXpf04Nb=)^^P4vR(YSSVo1}e>X*>?Mx0_hfI8#K7=bxyl
z6qAVIDhIcpy(I0+;Ci#(8QdMAZf~LPKp97#qq9fUJD*P`9q8KS*#4}#f=W!yXl+Q!
zS&-h>26fc?9VPSQa*d>g=O)AT8GRHISB#t!C>t|tl{x6gf3b+ZD{?Vfsc~Y}&$723
z0n;xB+#(<eQ3=zNZbj4?C`;U~@{;8u>{Fsq2XqD5{FC`zwSEHB2@pM57%Mw|>&rO=
zyOFHdcTh6+Ypu8IrWLyxPq<ou{%D1g@)$=%fUNidU30mI#3rF7%ErDW)X7jQvnSat
zh;%lAqh~&SY!BNHIl-U*dI0gzsZM8Snw{ZyneJ(nPOgGEOP1fsD;u`mBD&{{)mtmi
zT@3z*EciMkc$u0T!2@xq9O-@e{XA>pQh!RAWrn*?wQ5x~+^N4D1Gr6|ivx8y?syE7
zWM~v!=XX%Jl)x%kUr+thO}#KUSc?vv#LAPCQxeh(4<L-RXn66&;lfW<+)S+DC~o%S
zs;(Bu6ccx05Ay*V7Cgkz+>_y#w6K3EK4pEN;GyE3dkUw<q=Y-0ua+ESi#hmC6DIbW
z9S@$5m313@BGWK9;zMfa{Pu_Wc^jr55ntLE?wHYbfeOAW>gMjC*k$o0ryfe93SD0I
zs~q<3rb5CeE$r`xK4HXxIwcQ%)OG%YN`r)Y2_b|g@%zn%g#xBXsa(#`uR1rbo2sXc
z_mYq%pgbyd$J{(O=`>sWQJ}|pKEUsWpMP+i>!Z3_fczmEQH-q2>kB@=^Oul~eIkV~
z{3e$s0V2g|3Vr!$=_$8igkqc;k@f)ti4C5VYhWJytz$ANo53G>t6Jbu9<`o~gltdp
zn5MPzUA4!8c1G2i&U1a80sh-79XA(VUnDb+f?zor^Q1e*yYu2^i5+oyHz-(OLUS!R
zl%S0o;1;o{=I0@Iv<ew$C0w*ds5?=z;a7^(qZx_kKzNzn%t^O&Xk4S3v%jUUYFx?H
zfxc%p@eMKS;XsA2%9y(-*-(S*=Uqvzve+Is+b=rEBNRR*3qHQhnJ4a|h)Z3Y8(q&D
zj423fD;QjgK~HzWs0s+E6=x~tWkkG#Ucus_(!NiQO26M+X5iTH;eF!2q+++65c+$%
z#itS8x8t&3jFq^gV!=TG{2=0zYW+a5Gv;j-rF?--$SFy`?#qWm3qbmki2u-B=t&lB
zb_J;a3<4RTN)H~*=U}s(_TMWJ-0l9jvxdcVJVanegUfZzo7sCyU4MQb?N$Pi+6_V8
zJjaTdvxvJ7gI-CZg>z1KNBQU|BlIdqQj)Woq*L==H>TwDyH8T832P1>a8&n__{6m6
z5CX17ymQ}6LyJXmA*B5zngsjJdFJa*G%x0;Vw&cFDp(#+lPm!8Z;*P+a-G1R(?5Y2
zUcaGj3I-^3aL}p(V21M@U@o*sQHh%61qxbK>SVzj`YkJSw)?S~bOVJ3i5o9V=KvCB
zgJ4&PqhX2pN!j_W-Y-~iiCI22c;OkLQlFi$*Lbou0!fD;#5#D-=UXOncl(>%@BEMz
zz+*diDmFDbuU3kL;IiwL4m$OMlRG>+CugBkpr;>FVcS`sEdUIivwquiK-L>#=R{l+
zD;G@yvUnP|Hw{~2kkhP`yao7SecB@WcehV8ESD-(oID)~ia$z`R9YwlPX`B-Rh68Z
zT;7DS_*2Cn`(JV}ewPJr$?!GoyJ6J=JYxEsMm^lu?RO7<TlN>Z4!o_R$S|jIIG8QG
zxj)NLIEf)0lm~VF!v<tQOX}7_A?*>0YoZ$91?_J@36>J428wg~!Bg8X7>v%g4><kv
zdb9_t{)C~~6CL^3w;+QT&s45ZQN~|(tN{5#Y2lxYM<Lb-zOx9yhvC!9(aO8**}V-;
zcr*iTo1<1rfS;IAb--@IX3iP>3lY{y<D12E8S^TG^nH=`da4Xt=js|8_SY@oqoq7(
zpb|S0ioLxH6zuc#ijZoI{fDz?pcSV!MGGJ`$B~QQgj45MN=~5$92XFwdWB5ws9?AY
z5|W3^H>y!l96M>H&Nn8-=sHg57<wDoAoS!AM4(Frv>|%VBLx*^X@wxBC-N5<3u}IU
z<=(e+U?gT4c4F(2V-YUi_jBp+hl*zbht+*p7P6*>+qfrFvKw=~pRXDTig@mTKs2-n
z5SGbyVxsx{d}0NcmOhq`K2&_!7~4K%W&NAYu6sA#QsP9$FI7IH%#oO`%d@#mzOnW1
ziB@*|G@*i)vrgaI_(}OS4ktffb$8SlA&5^_)3xfJ(&0?WB}o*3)2vW;OlYy%y6^_s
z6xdWMD*cBCdz4=FARf<`4L;wDX9w2}UnTX}2Ap2v&izM*Ac6ElQ>*6V#i6hBX%V%R
z&!?S9UM&prfEx}R=u24AO@+3nT9bPxW=XpS$bdhk)>E8t$p`A}T|)ymvmJ&G1xafi
zK0<@GLo68YTOF5!=sJ4lje+Xg2rGmA&hL-UE6J!(!M&i!(GJi+N3lG!X6E3%@Lcd{
zQXVMUY#tE=9eRL3L`$*W=sM&rEu7MXl9SdarfGjZ0%mL1ySc%gKNa{sIPl5s+y_hP
zZNJ~(2^M(@3ny*wV#+AFzB_^H2!?t|d6)h2{>DP%wo~=K=C+ccJUX6Nv(QZcvN?+=
zrYJvwpO9R&`gmpMr;GJB42z5u-GW3HkU`4_!qamgY}8g(R{mzV@cI&SKG0LP2lZ;l
zUHgt%PLQfsNtEU;Eo^gz;4KVK`Q{~aci`|l6{7z99Or<KIFir4iPex5Uyc5_1Dgif
zOdexZ({jU?hZ0IqQ7FHIVL@F(O<A?t(pS+g(MnJ;IN#ehw%4O>Sf$JA)sl1iMJZ3X
zsau!Od|ytK)Zw-z(B*9BdYcIJ>JSi%5vZEwfd|xO4|X^Dz=HzD$&eHJYS?Z{h`oT3
zR|>T5+EZePAbOa~7Z>_W?|THgo&=!kR5qY-sl|vHG>K(a-cz#gmw4j8__877XVV+l
zt|>DqiqFd@RCq;glV3VZ+r&?j_*kgKPzt^D!0Kv$M&y~w3%43bv6V6o)hie5lE~yx
z7VvPOoAH=9*NX!>dZ2C<3Ekzp*WL@*&O?vBwb0jtVm?T>g@-Tl>RA8)T~VBX`?;GA
z{?aXo#axhzqkgX|$zNv@Yc!Cbo-M@b%T@=fTZ7!>%2qTESSXUKT@`Et@}HFXxr7!o
z-ZAOfFV%34nvEe}-E9;YTL@m4$a8F?&TzhQ<6D+(r8X!F>m~rO1-DW#(%xx>@+R}r
z22an&@tGjOYYzE<9#{n4f(AOhsd!Lwm<M#x%peB^J^X15@MyMQn=5Z8q_vTU4v!3L
zE70q&5HRK7a_h@5pfGSZDKNF{THuqPs&|c=#4I?T<^`ZvL}wVc-nnqTrP}k^@J!jC
zRND3Wq(CYMB{y?n3qFLOED`5g(m&ekaTc9bw_A{wHlJem6LO<)pp{7tTI8q!kC8#r
z-V_6$!Q%aLUeP1GtUzN0PIic!a;6;S)24kK?Z_G!+niq+kl3Gv)~`LL6ZO~>)Urzx
zeErgFLKQjgv2~I3+7;tHi&5DP*O~ngiis9&^_1C#{g#v6+REPPMkMkghxwg#@jNX<
zGd!i}HCvCo9L<2D0U)3uHp_b8oEmAT`9O&K&rS9h-|ut*^k2r)M;P&0y#q<Rbk_i|
zutGC;1Y7!GHFgnCyMJ-Zd{|>otXG<Sqm9k$U&{Zu6VkKezsP0d6VvBD_SMk)$AZ{l
z=40Pv_nsGn-V5c$;1c!Nk+XrLdp`Xs%um|bc`_;gwL+IU#mRFe5Wm#BrMB&J;8NgO
z7Eb&oaD>;ahP=%*-PfBwmM;$}pG;een0$RAiXTX-GUGaKEOI>cTFq(hwnK;;{jBki
zFAoJEC9G>#LwSM=w(=HGx5Wvh(4{HT$Optwz@HpQ?$=DO-j@q<0n7u1$TIB7vMke?
zySQf>OgU683O%MJ=#d4%(g%<BACaB2Gbc{HX7!Z1I4ek1E-@8jq6QWI)7CN<V5V}E
zjS|kF47d7dSTi`0WDCz0hr;QglJw^-Pfj&yh9%CVSgnHyW<O-MAkr@XjZSf5|DG^_
zC>qwaC*yEta9um&Uz7)3g+jYS2^Clo*mz^%!`OT^%}N{j-?1{iH6MH)`0WiLRZV^)
z6s7-k8Rt-$)i^5YNxb;RpzxZ4iQe5yLE#lRzc6K%t@A)>r0-kCg8{%${OJhzf^R&=
zP<x@7WBO-M%+E^tXH7#hPZK|XmqAvV50u;MSN}A3VNd5Y6#X32RT55WO?w_W+>}f3
zsux^xvYTb(l9b=waV0EPhb>OU^x-$QpRI2kvhtMkR+k}H=7zLj)K}Ul<awl|)YMb_
zg3i>5YPQ*39j%iXx$4s2QgQmlTLy)*lq|^$GZ4`^6+9=A({Ug)WUTGD1a7!@oPo^k
zn?B#>lSAZ`O0C~n+V$k?AZkW$b&0Box7;a&a4it9xM#Fh<B2(^D#nhAj%+mB-SwW_
z8A(%mND)8p$wz!$ZhrQa|8~ydno5;knLBw7n}@|1GWhVhj9Q`&e~!dnHJ%g!6gEj~
zJwoDGOOp*J-PrguKiJH-V#k3VSkdmr!a~E|@&ylVVBoyNA7s2;GzK&0l+?9oB~>8Q
za(?Zj6@U2ZD@F4*8-!?Wi`?2RmEUjHG03HpvjM&zTljeTUtei_l%;mKf(C?Ua0boq
zB}HX$hQ9rf`HaQ`9K8XDlV;t6#Rqwg6wpyC#4PUq4e)hk#{u<*YH9Fbi6?Y<g37>i
z%?+<95>&3MIo0a5aDYv~#VZ$B9_10<&Mp&CPc8`u8pwsJzujfNV%yJ4(%qfSk*!$(
zw^PZz&$1L=E{UFt7id%XmU}hQ%!UvY_fFfSi^9IN65hK-YFPa1!V-&>*j&iFb7A-#
z*^R8*IIA|04#EWE0Jn%OvFJUx+{=&F&V2k=lt9$SIO_+0Fz>w%^2+Z7UyRIMHm@VM
zMMxQ)5YH5nxNkqo0i6$83Xd$%|CV|@B}i!Rf4=k%lt+0V)<psrERpMO(PTa@{p163
zFh8AXuj)@4=|@!ju3yMrDkYh@!IkkUrz8MUT>{!B2q5=M>EQ-uzY@9gT5#Xpjuhye
z=1Sf`t|V?oJ&%$Pb^`f~J^aUnp8L!|@;|znx*O##jPk8I<t`T%7P~9SDB9?n3Ya3N
z8zhoe_kNKM^V?EyX!kMB5W6BCE)?=@P*!7QGRi_4kwe8lqyttG0vycRrw%yD*l@HC
z=0J2dTkH@Z>)N2MXXpZdT{=(#n*(p2@OA^CiWdfDi~59v3Ur)F!}@9nzGg*<xtrXh
zBeP}Liz%6}D%&PlYaU;!oSSs&SFJ=nEafFE{ia?@WW%b0i8LuKu3W_IS@iq&c_JKq
zy}>RA84;<pOI#28dvlq5B*-P%lH+(Um*n(_$*wlAY#__5O8_DEHmE?LDhTccf~m9H
z)t0T7gdTsBfnGTTF`)va1Vk&vq`&gn4c#yK|ET(^fU4dnT0%ex<&e^PknV0!JakD*
zH%NE)&!9oNLqfW{L8ME%Ly+!nxZmM_@56oYRrcQJ`)1axnOUpl<QY}YiOBcaw60lZ
zm{eM?h1ItMw+j+F>~~F4W-@QJaQIhdFwb1(IT|OWm34<t<g77AESJ)M(1^1fJ{%gX
z@(4R<3cy2PEQ@Mpo+cJ)9Obt9<U}|3S-P*;DEpvhb!s(w#wA7;(AVL+r=p<|KpFkp
z5l{#~a_0=#K*z=)2#tex1?LVPDS#2l{0Tomdlh^<G9DF4uEZ1fmox@XB1ppUL=!xW
zstxT~9k<>66k)cI|CFWtdeO`eWxcd)3Zb105PYvsXR|o#)QxBiFuqjI$y??BoapDv
zEiUoB*zl#}3u8V*_+=FeZ_q;7E*Q4PWO7cCgG!^;a%6<#lgNhAS&Ua7n>;LXYQ>L|
zgt5+{fbll7HSn#Xc}6x8UjLq6XU28*8(!k2Y>Cc>NMeJMS+lSPLoI5<!iBl&`=y0(
ztyCgvWXLaSWY6ss%9Ot@gFwCIZ2OYxhYf)r>*LTPthQBLI$iIzN%qxHd;zV_b?kVZ
zYn~QCES&c+++8Y(lYVn(j~m&q_3~~neNZ0CzY?1dCG#{}zOAawVL~GewE8beK;%a2
z!iP@_40#Q)Gte)Ll;$jw&C99wk!?o3fCbuw6>e9gh23uGkvv2I-FM)9hWNA@O7_%r
z<#$kk^Nmr2P|Y8>FpuG%bjoZ+9<BXe*F_~IHN4^}D$s6`eiZS`lmnZ_LeWzQkv%xW
zabAlRG@VkST2Ov^Q=J2sYOwuh-YvZpA-+l;J4CYI>ISv}8vb^ORO{dQOKm@Y)27#u
zQRz{eN1iE;9B{CYSPY-p(FB~wC_B3|_&oq4;&DVtj@=Pl#X6g-klsOTOD&Yj25%lA
zg5fRVJt?u+VrHH5FqKB3!m7Yfy|R&X#zGZpMG3CLt_E>f<!{Famug_w6?+eJQo$3)
zm5~9U#oN95;I^qWXJRbpTIcL;X~$`p&{sgjsSYr8nd;2jnX|Fd0VRWPU(>1=d`S~5
z{LJj>THxq&o<!!cGiB1yqQEi9f}I5($z#SOo(&s}Y|#2d>&5vriP*JxS(_iy=8H4b
zh_elfFTqDUL6cQcU;pN<!8p!{8f$1U(ezyUs(@O_!yI4oQOBJ}QCB4~x4T$ep^mpK
zE{#d|4$;WUbR3t{e&pHNOz6bW6(DN<Vcv}viC=x-!Fu}?Z%g1B$V;flxPk>HyE1s`
zFG9|%SKd-es~N^AsaSFJw43FrQx?UzKZvPhj8|6AK9PWxv5~k?VUU}|nl9b)AB;dw
z^fpt!D^ZmJ;%V8AEu#529_#azoPMv_u)pq$)E84T&SnEOfz+w9W<bhBPLZz3HlV($
zVI_u77Cui*9IflFAP{5ViTW1$lU5VcN25ydMrrI0B{nOW<N52%&s0=Qh-8dJWJgKo
zBa{68?qvH+N98y%CEU*R+jGet%6MYq1uEQ%5$TYZnr5@d)*cTLMds!R<^FK8DG->e
zJEuOJ&9qfm4Ca7#acmoA6)pe&<UxMO$;Hw~wrz`#A5v#95m`Uml8gro1z{KSXeR?I
z9pzYjlqGqqngY+6ocLIsM?H|Up;e-(E-Y3Ke=3V}Ii7%`S?$bXNfyZVnuyfwV6mAP
z7~T@F=oW!i4Bc4EfU!|Dw-68_{_%+%Jjoj(BBjxV(W+Xcev7Ijxhj>{-;YH{X3~>N
zz;gC!dhQNWW*Ail)3as<zCkH*Em8icixZ~CXy=_C4WOoCDus0>cFo3L`x~}VQRy1~
zo!zFoJ@Ng5Y(|d|h>CaT!=~1A$py`HTkyJp*j~(aT^i9)vYb%ddVXZircqA7b^ny5
z@>ibgxyOYdeAeQ7VW<;)0U_}KEpB4}mCkjTN;uI-NPl)`@*T&=c&5Y*uojFrXN26@
zj`Jt(%ROA}O_W~=Ba1`LYAlT6E*~(pH}T$@f7w%0*~N~)fZ9IR=s~Hp_x>|;0soZ`
z#a?vqYIWhbmvN)%?&IOi=>&hN7BV*iHf3-%!yVWH$z~{R8m04C1Y#_Y=5lMcO-J8=
z01GqRYKks+(QP%%11xHVRGNdNKboBjCLz+nUSMqq=cQI~CR{QN%zrPz<wzoJP6LI(
zMn3wFxbHRDPH)N&G!Eo7f1WH|3V}WnTr6lKjswqk{7+k~ucy>3nWR7R$Zl1*v$N<<
z()~$<w}=9X3#u-#4%I3r5Ks5q=gXzF0M34%yKF#+{+EUi&^X-@dAN#L2MU64b#c02
zpx1B94Fkdbb9Sz@o;KZ`5SV3prvNnX*;PLpboQ8@kO|m&$3Zc$!@?~!I;3DEGLl+K
z{7SpC=><Q)$CGGH&aJ{+Vl|~&Sv_r|vp$>c)KMvS${fE@%Lff3ETs!c+<V+vapcb5
z7I+V?rf6n$n3a~kN&62T@_$}GAi&Z=*(#sREeCX_RDdA*XI<S)*fY4iQ2~%q0tT}`
z{s*Y>%zH<3<E2hoo-<l{g*x>TDs2V-u+osd_TD1cn?C?M^aZe{>l*ZI8^2G6QlDgC
zXfo0Pl_)!|+g0j5{p{~F_kwe{j%U*vDqN%6zMFzEmTvckVKB!y+r;~X2{l-6PddkW
zsn_~;qZ^1Q9Ng=6|3ol+3%(-oHz)=onAgMc^s0SVwz#ZUBzP31z@=alSl%%`q7}*S
z73yH!-2CrmTg5t!G@&nbtYPN&50XjE%rcoJ^ZviFu)~^yKFLUH8S<xi3ma7rxt;Ma
z%>fa=T`*yMb~o7UY@CI>^`R6jjHnXd$eaC?5fRc3Ek+UD`OgMxyih~m>o`DSaAH!3
z4o-y9GK2!FO)X&haF$-G+|46DoGBJkp*>tu38ecUzt&UN-o~7Wq3F0!F#EtI*|1DW
zS1wDdMNkQse*t9(y7hN6Oz~I58qnFOk*=uG==d*Yt{x;0r;9B2ld0)<Id}OjE5#`9
zZTWtDT_hP@NVKEQ!=cK-6%@K4@S-Wc%}UV3`VyCu``|bUp?B0z*<}J?v8UE?hVg9-
z!{nnuWwo1qhJZM5&P=fvfR`W-mt@g23X?!$xCj(YkF4Wc-nrKI*UOCN^|=yKa~#<x
z;*wMjm;XgTd7Nj|KoHnYk(Uh|JF?yskJvN?pHIB8>x+TwHNMvQX3-S&PPBR9ZGS<G
z+;~}k<5rCiQ!KV`#*UZ#Z0c5W&(PT_GPk2Lq~_&Q3arA|2^|^~3&_%dW+6}?cnT*=
z><l<5DJ`d>;9^HW@DuKUka_|)N`mXH!cENJ!sejCy42#GIydtM%mO3KHmVZaf2*>P
z);A%w_jfuMP!feQ(0&mge&&=V@>2|J=?U}Om=o$OCN}HdEjxofzO^-}q*|L?UyWSU
z*t3Pf?mPwE?uY76<`3OS8|n(N>%Lk~icx-zE$fC&<QSMdT>1J6X$hQP`8;`o?G19N
zMduLE(|yljHsmy<2TUXZ0p>uh?m#XmtP6$)nn4Mb3p(WdQw&-)MdZG>_Bsx|RAO+t
z4*S`;Rou69>f$?&vZ8*IQKC|rXQ3uU(pyA{*9JDP#5$}_1M%ZRnG=_9h)sgbW#j`i
zfiP&=OCi0f7Lkrb#W`p9(k?hCR4H{34j?g~*RtSawOi~Wmdj=RGOeG#4WRR{2mYlp
z4h@CyG>UCg#K7Ob;GVIkz#F3gD5=5yNA53LAMycU1#)EeaVuNEQM1Z%L%vv}QaqW*
zcCz*UtTfXK2*d<FX`GZfNM*E6Ap1CZN4ymizdJSYp$3!N;4Ju2sZoOv1eS3C8zwOf
z|D($C1ki|+j|?3yK_>=~JwW(pEDT`Ppj3NY<3;+UJk^WPpd?!wVa86fy1hxN7L9HH
zmm^K4C<_jT7!U3wNh`I!zZ_)^5CU=~TUBKf*~Q?^^e|#BPGG|UDpPNZ(d?kHuRhad
z1{$VWwb^-cT`}L6Nj6`CVK~19lANI7ycM3$s#}$gUOMYE!VJZCGQ`}HvsJI`7Ib-}
zkkfzC5(C}#&Wx-iRpqq`s`s<x8NBYeqj4!UPn>CG@69Sf!CDGt-jaPa`Zd?Mwtp`2
zuLU*)xNdN1$)vJirKBHHnEPgg2xIS+@YUqcPUdg^uXM7Neie!JiXYG1pbFgkYv8f9
z^X6S~|1EG!gjY_VfJs`zc0pl^#x}4c6WypdJw45|0^P!=H2F6Gsmcu3#sX0aDs?%f
zm2Zioqer8|5mL5b_MEmpyjcsZxY_Ose9;ycH;t1rL#;96_V`Tz5A(Ah9cFRHJMW0S
z);2mD{-x3ZlA*KpwrJ?=^z2X81OQ;a+%tq9qHy}J<qsAZ<?e0&&a+@6;^3~NGN0{#
zF)6IsAL9^VgsY|CRe(`-Q@TI?$Y|TZzr?9w>ILxdg8PU8!97l31(*u#BH){qHuY-+
zpnFoxn*=8BMK$1ZDqF*UmBh)riUjs`w=R8^@vtZ>)oiC4$Zk@{&b`Zh1sX;uYd(t3
zMva0MlaNw@yBZ<72E$8Ep_^4`{X5ki=7)b8WT*4)WU4jBuftol%fp?<!@yXdUZl%6
zmraBW-s)0ysVR!70pI)P-hM74vCVFL)DLdK-hRwG?7qN$V;k&N+eKxA*ww`Ex?cpI
zZVT|KYCu?ZqQTknZt3Ap&z=X!dEy0RduHQDAN$-b_!~oiedb}BZ3fffEPC|Wdx)a#
z$uTuE%S@db<EF*4`vd%N{_&v#RkeS!AFz|Z_ObBQ@$#>;Y~%XKUn+B1r*r-d`sIuH
zDs;g~)RC)nOUA&=R2ts7IL{qj#SbKSom$@p%)x-c2$%P@6I@joFsQA-@8>6Q#n@^`
zqrfx)ot?Le)79^i&J^!$I8NR#eawD}0p<)eM(scI{|O^6?~NKo^O)v;W+9_QxVE!@
zw-moK{~$LBA2IJ&uu_&;T5t=EwqRh-p_laD2Z!^@zbcZb0U{tBEBQy+jN&iFpjq!v
zq3eUXPI#dvibJ5>Fe`fsSKmFU1(JG?E68}UiIm5a-i!Su4;z7*7La4}{n=E_=0Wv@
za+V;PY7ALX<li_l(ifkUm_9`{u<ijhox${hQRJloRf`6eSPLU^Kmc1dJI_SI(XrS*
zkUl9uYrr)#l>|BRG~(HpNFd8M@?BT%c4H}_PQ`I@_c6e`890I1eGQz9osWBI3U!-3
z<Q;(Ve7?LP+<SH$*cd?y;7mhi#ceIpA~S`~fns)(`3NP6nj#p!)L0GFKo%GuI-V^v
zHZ#y{GKiP=G>K}tvn=-22t&^~9Z?l>+Or=F{<-7D3YI&A(hN5<*?>4j$VRz8tNn%)
z(?r?!L!~Rl2Ssh`mwtL4EJ%hqv})M9Oy`Rv7C4PtBd0&Reoq@_Qu{V+v6a)D>lz-E
zGdwjsK>00N+IW*LfGmJ5^Ta=K!8_fNcQ<wB>yCDO>ec$<L3Bvu)+wsFly{tbsY`8O
zPYhDl3hdngIv}@bfkD@2AhT=){2i6-e}cA>(OO?@oy%U5O0TX;6%7;$<%mwyt|-ld
zio|Qh*AffGk3@gP<@gB<5e%uT6BKn+)JU6y)0Xz);`Y`plx8q2b#24DVq+5vsD7Hh
zXe%urUF3cKhl3Ut_a2WsnV8(dN<vTJx5C_T!7L4wJ+f`{$NPXoV1y*a@m|dN8raJ~
zsi;su_vSY+2Mi|Ru~`Q92L>cO4J@_3sNw|$21;t}>d2fst7OY}QUCR7!pYv!4(Z?Q
ztq39-GhBC4RLdRinf%+a7U{M+oF&<>yli5;^J>7mgw1O~B`Jpq+D1mruxBaZw`sC{
z`c;xjLFK63Pu!>LoF{o$lA|%G#|ht3UqvPE#q;OlKt%Hpv^``HKPcMYgOuM6oCV69
zchm#{%(QcLWf`);hCm|Ko^Uh#+espHR>;Gi6sNBgv%GQ7{4W<bf>NWYi6gf&bh}$a
z-uKFd{`#(r(D9+(cz*q_alq0yuC}}(E`7@^hoGkqUB?3>+R4;NGej2WfqB21m#V4z
z*0Upf$G6xlq`p*Dr3K0=m-|$N17Q+2HnyvRVF@uYgMkFL!xQEG3iv~OeY(Z)lMH{C
zYtrRy^N-F6N_xMu?${YS9bT=N&9uZZL-Fba4V{<C3coXNY8$Z=b2DT<ioGcEDdwA<
zV9ZL*TChRVH=z`1@r3a5D({g)Vrg9^1iWx``=^B+wwUjy9sRT38fOM`vGN1^9#G&B
z08JLqvhwl=7MA!MrIg^9FyU4PPc|{Js}k%wJEI|%v~*4|c)-k7qU`C_de8dWXd`6@
zQV2Nm4tOfB6^(aJ6Iz5(hX?rszf>`<p0~^0mT#{8JnW}C&m<C7^+O$|-P;@UuWEe!
z9@WK)sLeYuJT)S7*q=jcV^la`#{BSy0om7Sf1YS^lAh)26?g{ctqOmtVZ@CZ@C=B9
z{zGHIh3YCjGnuc~79h)ezg8t;vMkdyvfP&#9;le<$Ughd1sv4Up=hV<S{<H^IUm{|
zeBhm42O={`YFV-K!{)XA3wrqrl$kgeiV@gujngs_W0j{bE8iTKE16?Q^1m#91BGU;
zP!$lAdXVv!OV6lP5`M5vXp+76`F(!f;omNUAP|cl_CeU)tlhqbR?$btg3evMb6^{z
zcJ%%Pdr!a>W1(f{tMAYPw+#mU-hZ*B-0w^I@vFQ8I~ngyZE5#>eGqU;@@BvTY^)hZ
z1T~9>?lo`N7_{H_lRksu8cq5umV1c^3X%emlCJ>)Xr!d1*x1;9;6_2&*_HP8ArMHS
z2%Do}$H(POK@+Ws@V85P{%K1Hwi3wJ-LJ<=`6~LxQRr(UXGhP;^*Cq?AnN-+DX%?N
zyh8@DA<GAQjDy)j)mK$GySF@SS-ahPW^9L3-gSxDc+A_1je=?|v!ts1b%|ZCt*_CS
zlcH}p1<0nagJy-G^!5v){XdM#qL446t7+_n{<hkNVn@16{|fa6Q5E=Jz5Dp_rRe+j
zIo6q%W56=w5ZIp>0;i$P#pcG@g*VVlLuzKh2Y$O}0t$<7Eq;=xm4ts%njul(K74P^
zgGT<aQsqrtc7T>c_6KuQ1f#54-IT1_i!i9YBj;yC#Eb6tpAV8lYRAIn7;bne^PGlo
zG@*Sw(fr#<UdRTMEtb>H=leqGJkRnq+{{MUtoR|8Ua6^J_`=)dq3v?u8mP9dI9XJ<
zBF=`QsI3i<3h`5XV#lE^#LIcj?z$p$V}GD|xiQc5=BF7YA0-I|qd+*g%dEv09FZs-
zJ8hdlW8y=rk2f#>y54_qvzygeb=`I#AQJ)1rrIVai(Vi@B0HsrM-5gAXc>i_P&68v
z_|l`wPn-l>W}VRQwr>o)BJ_D@%{e2I>E>>P%J!6VbV{DHE-SR@8hwRrLY8<cFlv>K
z?nfnCYy<DlTKMdB^2O7WawPtp{qsua*|UggKeBYSUz7J}`6b7JI`KYLurpa!I<@_H
z>H0F-!Jt`gbq$XeM(}%T0kYbFw%XhYQSy|LB?VFZ+oCg98qVjy0be?};p+agV021}
zaM*_r*oH<%5Hhl2>7~HHyh|3PfWdi|HID{8I|=ML!rj(4LJETE!G9v_+rC}I)+li4
zA1bveYFJ4BylNRCX}iE0@m}Pygi>fbNj0TUN-Xpc;#n&<bE>sY&O3e1{4b2@k3r_B
zaOE>ztv0A9%rryqF8Gs1aaFmHfvQT23K1+@$CT`)_e%kR`svTj-a|^lP$)ZtVb@&C
z$%~<*xOlh4->OZDYQ~xBNDO+)v*h<}-`D&?Tu1Jn(-U|tVdEd%P)~WL7Od79U@6k)
zW>!lTPHM<UM_I1&)^CzWqCooBMYfbNn9q;Vvm5g@63W=6_iP{|lx00_c|B|%$N!}A
zX`?SeY&pS+k6~s)W)AEOU_Kf0QRJ;8`gqHz-&0TPa)k1Y8BMS*MRw=1<u!fcMOavM
zY>eah?5ynZi(tWEc*Y@#eESc|<q69U4$etoYmmV*(i(v3`QD;Re3o2ggtA`Gn57$B
z9{$~2Y83$%ionK`MZJWSfbk;&3CVg4C6t{9<AtCb(c$O74HiMS`sr(92=gBDJu&8H
z<-eLNG*)AxWwLCS;Z4Y)_j?ug1CrE5Oc7i9Ni@-G+C8Rde?}^6gvgwi^SlUQNX?;p
z_6*@NVpD;Vjf|Pwe?SRV2IR7h1YW&D0KWEd=o~`9-@kvqu@Uh+XGB6qhEPzvaE$r>
zJ;Q}?^EI#VY-hP*dS0f^O98`@)%*{*LuWss$(Oi?AGxt7HS(3_^fyAk?6<z2t6@BR
znjY=7loxS8GS+bsc755R_;Jb;D@VTQTWlR)oE;IJRx3=inJ|OPYw1%mU+C~=4L+OQ
zIhnCBN%n*!1v6jhk&f&Gbva*XSbfEp@{uj4PVVv%sA;IpY}GT=&xo%3^X<S5F?;O<
z_~!nKp;I2;Cx$@qKab0L2ek~1YAgx8h`{gAPmQFl#+p2r+`Xo(=$}+=v{XTW9}ChY
z9`t4jgi%W@&YINc-Y*JI8*gpJ2x!{+pRoulj!f&~<3}`aT<N|Vr4LD9OX?pR!)4N}
zY6HHJBUR?gp&%2J3An(3TNlN3Ltb89z|fnsqa%Mljtk%P{ME}(gx%soAZ#H-VVv=Y
zYavo;BdQ4@XD>v}sZEw`i{O%Td1kP>-A;h-vbAy}F66azE0cTF)@$-sJkzOiKw#T7
zBbu8g>(D#P`lqn4t<&+ZbH|{-I_U7f<c2F8?k4=F>S$vx+7qs)6F3~nNs<j^Kbu21
z#1GUX@4;k5lxbv%X0`O*J~l)VVyP|FyQhLJM_*~-;h+5*xzbZchC0k+5CNSCkIMPT
z`~B~WK_kZ_)TGv&s*4BA`TCv*O=Ej2>ms&hy_dUI|DcxY2R{w2uU}R-ioq@nBK=32
zB2PgzUa)`<h0+@;aG!Fd1q#z2c_~sQkSls1vF5(8+o`H3KH<y=uLzBj#aQBjc`e}u
zQBxvZpdTCQP?xP4-A_S7RI-W$z?z?-)$pPx<Ys8CsO&X#uxz?*6PTLj9K3t?GyO?o
zVBqnIvm-2`>==cg5yZwHRmsRN*0OqJQPxFJ<^w;}RFh+Hx+iuI|6bzp-l5|gAxBx_
zG2Z%p^Ha~e#rC+|5oy*dql%IcX(~MKavIybox!>w!-I&&$a7#+GTUrRWe*pkA*t^K
z@a4x=AEDFh+pnAz6%~hjwM&LWDSUPg4pDLAxRA)Jku9u<+xeumdDa#QyYlmHD`PVx
zi~ywgbNacYCZsCj9MjUg!101*-He<IaJmpzJ--M#(4&XAFOB;UAI9#mNpgoHV@BN9
z%NjH9TCY)^P4ZzR4t3`)_lM<<?-M{YMD<Tkx5hR{b1>k59Ly>j0dt|v@qAn)B&0*&
zGTyPc2-un<wA<S{tEj-9d8@FXj$osy(7pNS5i}|J;csb#Ru6Ke$Z^e2Q)cq43I#qg
z7a6FQjiY1>@!*WIS>H(+&27Inr$OaB?k+MTX&))M#QBSxh<+rDeSmh<;`V`<FvN4|
z;~WARHQnBcfFDQl#4aS#!s5n#<%%FSY){W6t)slZNJ$|Z|EC_#9-?No#aA%GAT6^F
zupc%B1q;f1WMt%#QauqmUd^1~sDsaefdlWAJP5j&LpW<J)lb_L-ftWA{w<t_IFjWj
zdgKS&QP~m>EVx1p4Y$?=%rBRga#>3nQ3h7%7$Lm6chuO`vH(ue{8=SI6&v)UmAv|U
zEcqtKOvaiAP3!hb3D-)%onz@n9FG>a-YwDPKUxvU?k%Svo~>)%x36d{C*G7Q=4dJw
zC@JyE2?nbYZ$FUmeUdgdShUc?@|9R<`>K^cTEDSL1^IYo;b<;S2g&cZLe7e%SN&fc
zL4`nK%kp;&?Sx)0@V+<mXq~0q`TJ(g&4YfNLl04yP(tgrY_I6lZGHb_lR)kH*{zKI
zz&;@!e*dc%!)i4s)hO5ZeHhvt<;T-p0AH9{`Ti-U7VYzt)O+w*!XEh?l#F_D(^M{L
zNadfvb?wMdPezDBdV`xMAi0+YiRGp7B$3@A`IhT*FJaL=FZt_YZfJS%e1ex4M!&lE
z3}inN&*8;iP2TaxG)*jpZ<-!zd1h6`)<&7TrkC<MAw4~&qPL#Aw-jX?S~+`DFWoGd
z_4^G~*O%2CP^n9TxoeVDkGhnx5-kD)gWq29zuk<M)>6qEmR|iq6*68|!Sjvt8EZ}J
zoC7Kw4~{ChAZ)DCFqkQnNjZQ`CYFAStFOVpc!&O>{?y)MiPgwsfWy9bREmDB{DDxv
z-#ABy8t-Ktc3C`fpYb(yQE=B@jO<o<bSl=*Zy^^?9J_E7A?7!)^^I6W<Qq_LPmo_Q
zX%vm<SY-T{8-2>FW&7Qx&ur(IFqAqos*@-S1~VpTnRde=w9O$7VG2Ueh={7qf0se{
zjSB?r)+HAL#VMTN>Qd^}X}z{t*Vr0$Y*u5s<u@!4s<B!&euBbdJbIFedj8v{6!?22
zCMqGm%_59FFJbYI(E^2qBv;Avn#(tW<I~}FQGQD<sT+aV`GNk5;0wD;Ffa7FDqV^8
z_dPAV+-z^W;8&ICR61Vp)EQd1VU%h0q^KnLC@gB;sQ%<z34*rw#4bMm4^YZ@eb4=%
zap$LWWrKqa!A~SOKnN#4UJZrmcbf^;8JBCS0y&E_dg3`fE5WahJkj8}BB_k@V*&$Z
zlX{-fBPC}3%KgyWEmm-=fzAB9X7u>4Hh9OQlW@nfj~lKCA>WX{rFaz%3Ag=O^P@SD
zPl{HUOnIxV^zHQHKna1^>!MC4OK4{1`YuXUPbJddw$e6hjQbR-5S|iGxy!n~`dN;O
zGf=+ZT+c^qK<O1RLvbLHQpx3OnDX6pt}|kG691kv<*loFAF3cz9bTNRk0}i)hB&Ta
zm+2#9L?fHp*~P~X->9fInyGwoNoxseeXcvC9#|Ay$`HW@!KWxsS)|->R7*#(O8cE9
zN6<euLr!t=oUP_UuP)5}h8bS)%XGHUf}*5o(=td&{*U(iWYi2rs#4L1rt$@g%+N-!
z3t<keh!GiRcFq|AB{y-x6k*T6v!`?Xy<g+{Ce+}6SBbqMCy}mRw6AfsGcMLWG$_w)
zh7ZZQn{F@9q%HQd;I?r&{}g>d$q$pTJ@^e?3r}H550rk63_nd#Fcbwy9Ui_AisD~K
zl?~#EGY+AY-9vj@s@L~FLR?ur4^TcnDbKc-r+Bp&K3`LVoR);~gcJV0zlG=Qa6lrI
zim)y&&K5Os;TEKNlZk^pOF>)cHDtId;n)73&0Czi{@-cU%Uf17Lh`-ifA4Z4Sr3KY
zsbsnl$iiUMTk)wI5O>vl@&|LbJe92zd*`RjpVO-QN#@3;(toebnfhD^AMvv`@_hGt
zZ=<Dw?CpzKP@@k2<Ii>L!Zh6fyQ9=Zd!6ki{|*mSou<}UP6<U-Ec>YP#T)iCA*!>3
zAniOMnG;axHahyjP;eg9Gs+6TyVM)IgT`L<TQTJetv+H^MQRN_J}tcO&K%0)$#YG%
zSWV5pTrD;$G-C~HVa*RlPZe}ey_KZk@)YZQB_tD|DD(Tlq+VxY3cs|b_?M9!jEW%-
z3wvDN+?MpkW(6O*ak<A-z908Q?8$U*VHPAlp~NCRkn!2$_f~>+4vmCRW|L;ryUvR2
z{+u^wL0>F+p72LmDzNotfa%uxEuD%H_b9G^{ol61mnK@>5&j<U;dcpF@x$)?Al_Da
zEIw<o-b+#|4BfoYz|C@J?62`f|GJN8{IeY0KlB=EXlNKnQ<$tN8+vee74zD(@T>)K
zetW#bbkL2B_7FaIRz$D)Mgl<x2M+uka)Y%$Ev7_9o_$HUb&>j@O;<VUCxQm>0qvY-
z3!30jQc`oKA&xs0qR0WSnU%;~5zh8i{K^qE)H$XYWt=Fls@4a|xR1vskWtZHfu?Cm
zwKul)H9dhPrK1ulM6ulP@hX4oIpg#0kTPo2`pD;mu2|qsaJO)yY3CSout;NKyxOs5
z8ilPFkHYAIT34n#Gr1|2F^Fby9vmE$pmVplV)SPXkN)Jsp$kkbp19#gHh@CZifpaB
zx4dnUh!j%s37PmhOUi`B$n&;uwJtg;AO5`&AHO#a?5&c@w(Q`z)Sl9iOG1KKy{A3x
z>VDvh#tF_Ep47mOKBFo9(NhootEbE3{3cq{V{bRikFPD*1w?E_LJ~-%y3WU2e%MuP
z;CMil5+%ekdY|Sr-&nrllOH69<oC_aqK{pFYafw+KK7f&%y4x3Q#iUJ+yBDXuguTt
zWjnG><xCEK*LD1OHwWGo{uD{-M{G4TCBa?A|1cBYumOegMo<TtXr0--EhTcu(PtOP
zHH<#oiyP}Y_Y=Q&gGydK$ilJ<)@>2x`8fWuNBi%M@xC%1L2A-DF5dp=@{hje_iuO{
zaqKPxe9vgp^lv9w-K=>wTlEe?A<KA{$R(z@abIF`^o<lEms(|ZHiOup#pWe;BHqj7
z(UNhTO&;8`$T5`f?hu&`38wJ3aq_yNdP5y-diU&5=meh!La{jA-se{2qrO2>sLZKs
zrF7oTfw@(Ljt6PbmInMvr97s?Bt6lG_KH<W>EXCpo98u3Yx0mXMmitep_da<^`5QU
z(_FV?CWg<BT)k0tZ_`IhK2W%M2<yj3FNF;Z9W)NFZmu<Uozr-W{@wq0`n4}GkX+{T
zhM$uEvC-$}(}Iy`F^oxJ)%ZUzus%13k(Sg)CWI?Yb>%HEK`S5Qr}=C_;Lfy@sD>zK
zjh0-@8SRz+;-8=XpRhAjj_&QQ?B8T3_AGd^A)Af4<?NAQVrpXY*5%JI(2EnUC?8%e
zN&l!2c4o+s!_p&ngpQJHd1fp~NZ<UXUmg{PSEvmICi91ybM#&3|J}uxZ4^Z*1qTK{
z#?NdGX#B>PSjDb$+;@v^4L{O7o*mtMZC_No-wc)MYl{)=zv0@s#L+*~lGYmNBdWl(
zQ!7Y|av#~jdRfVdw58#Zzqe`;5z&BF2wo)<4PzfUrZl&TCp`MZ5LcrtUJLDqDW5CA
z<~WL9RCM2o!NdaK7kQLXaZ~c&DIOr{Sh)m?VDWz*v_6=tH_fyZls6wP<L?T3<0d(8
z+v;zH7+Pn}yD*?(>LAv|!lQQR`a$a#IK5Uwb6)gSiTPY`9ncAx2>Jn1(l^J#uS~0x
zgrG`*{oxYcA*5z1CS+ca?|iry&H*g>!2e!ZDml{#j^lvSsQkp=gFVdZ=IKm!3)LRq
z3t_7FpIr}Fc2NnQBcAek<Er`wFsdKdMQSv-@L(xV(Yg2Ve~o!J^#S!)P|p(;3q+Nj
zqADIa1SjgKif?%dpjz-J)KcTFG20i8=!oAxbi>7ejVc}#DCr2>A9@idK|FVME5vsD
z%=*dcV>M=LJ-t5P-0H!Dm2UmPfzRSsHD%jvuHUXxz4ZYqrY_QD1+>1Nke;NG5vP~W
z-@{cxOLkvXW<p~U216P3LDG+P4D#5)wA*|^{<gx+wyH3=FGnYP^%c8ps3xg@s8wnw
z1z~39FL-`7AIh~<c*V{3-h+|eL4LS0R1)LA{zfA}q#JooE@JT7z0+tYDoCdBulM#J
zcvEk^^Az(IH}5-*D@kIGiA0IvoD@}chlG&m@{aB?{B)xa)>40PEgN0r#_#F55~Qs7
z5bnY~8g)H?lLGkRqrG(w3)heytH)%ORI%eEcrR!-GwqY*t*UY~p?h|!KCAXlRZo3&
z;btU6tehnFU~#Gb>A*f#_F~lBWX;<Ljko%a&NpJ6`=&~$)WvGS{?!F)#NIoq%aJtD
zu`v%u{hc==@?mH$zF962fhy`EZ5SO%^o6-T(>`zn35vkTdVP4{=6wHe8*ie@5hdPn
zI9^>!hSbVBJF%!9S7W#{cezk5cVg#*5+iFa&-a+*_zCpQ6Wk9%3N761TC3{h-3uyw
zgy|v8Si;X<tbypsF1HU5ny%`sXDc#JY2gedRL-qb*;$2=YKimD78ZDU##CKEG$jf?
z{^T66k|74y(d=%+t){1f!NDn-s#C3aY1V4J)AuGDd@x<bzx&>^Wcu<H%jbM1TD1>|
zKklSkSX5Rf#dN!8dq}#@6PUR^v~!r%;6ozmJXW0BW+Z%4V$rQ`Q~;ZwKh)Vypxn_B
zx|e4ebm=aU<|qQC$J^7j2Jlae&+TtbOd-cqe=+RL^~I+J0kT5Mwz(O%i~Huz?(c~@
z|G6G;MESel`Pb2!Xf+<a?bwhmd6Aven4kEvR+Q*QJhq87&mKYIOQ39WmcSp6&{1J_
zw7?L>N(orfpQeHrX%@?%{%O9digAnyM2~=9Xr<JiK|aveh$&RgTiFSonpOKsXID|%
z>v|!)E{@|f?^9#!<L-ibIQ43|579)clE<IGHh$oMW+JF5^QhP12RoXUB`A<kEwS+F
zDWUXL*BywZDWU<WLS^PiFQ_4Y|HG1>ofv-)UMhw}Nbzh0<=MS_Nd+RjcjXo5(1L6v
zc}Q?Fw2qSAE-CouyTzB&(@WF$F8$^y!A$G)4GmWMN0n{$)_pbC!w7rse?QUHq=j~j
zcBqH#)e5M*r=lQKy@A10jIDN$eSfBEqG?ZeBFhpCcl167aF>fb09<CnNph13d<Z@!
zJS}Gztg7Q4DyQ8_4ht$iJ42RkA8%U9LG5$rm5!)%GL-U$9W69Z?fA!*BC-|6T3289
zxr>PzCl2U>@>%#JvANY$$)^8C62p~EP~d>*Ao<%)ap{`_dsb$a*A@C?|Mh2>?Hyko
zpXxQl762$9i~smHi4~<dY!OD5`iTx)3QVIYSJpq#s3HwJ?;h(6%saPi`bO5hnm-h_
zvudd*wxFp;YOdZIsL1K&u=d6*p~{wt*t3HDsF*FAu=~Ld%@l?3-0;h*%}zZ>R_u3U
z4MGS#fMBu^dTxEpHrYD7XOD~v=6N279&GjpyloOiZE9!GP7uHnhaY(7=8|>;tMd0l
z4jb@8_l6&YgD{R9g8iVC*7Riu5^xIN%^|Mo-*?7eBA~OeFA^WRr#`Fl?ySNFWZS^J
z=}R6&3n%s2WE!NIM8Rd_qb40P)*ohpN4&ejju^gVbyi2+U-L2^e_hp-aJgT#T0<}A
zkcqGU2GI*six2~fyQ5pR#WOv!xEqxFe+Va{uA7&T=W^-y9Gv|SeUV(`#ZFG7PDa_C
zL1FZ3x<qjji&9Hnv04EJ>y-aTT-~REZ@+<LXGi^lAL93a;p1v~LdE(Mn}0>LuQMe&
z;1M&Hx7<mW@yGD^R*s8?t3=aM^-qmZ7#*Rf?6zwE^rGuM_xgdl=>`65Wc@MDwYKmC
z=nWxCTy#Io7_&cCxDF118XI`@m9=YIq>x0u^a6+2YwfvQ#I0xWLKU~DsE9R3fvJwK
zkD(-rz2XRvA<X$S^ayEExDdsl8}AEu(q^xzX#yIj{qXflye7*}d`{2lEUgrD2tQl8
zj-fvwXQ}se#yPlOBfpPFW?qb#QD&!F5jxRIYpQ0c$_t(KNqhX<zpKcRr|Wwn#%z!q
zTUOd>kUn%RKqy?4sb2yfBOtcB<Y*dO2nr8bc`%)(Sm@f~z(k|GdsTnslOAo^Z8D@6
zG<?&^DUo62{pju&_XDQ-M~;5)(sVEg_4Ioj+H~?^((5dgS^?l%zUE<oU!|src20~~
zz}p5Fvi#Y_%DEf9c>7D0To#G|Z}*%C(&bYZg^GGPphjSgP(DU!>CmT`;TkwWr;L0(
z8+(Qk5gxQstAjzM$&{dlV`XJ4;EvlLj(3Q(KPtRj+U_STV<X_v$064IIk>Ji+nJ*#
ztuuex*hq`<hig@TZ><E(m@cUWscwB<c2FLz#wQb`2+qpvd*%GVd@mb28ZH_1aGVj}
zN02K$01#36#XOUdr(r3!TYb;h-~mOqX7o?0#h_hbugbX+Mb7s6K1@<y*Y}mo5Dgs@
z1!>hwTB9_7V~;Z2DcqwwwVV$#e|{o<Qt1r|2n}S6_{{K!U!i3$>%{LPs&C*E5f-!1
zZIuN#Ry7Ij?j=PYH@m=lWcYPffx^NE6(-YIYXnf^-_`zcF!jB-k3RfR_iw&gL9+kX
zC4Ph*BB3v8!Wddl4;`a{(F@Fk7nfX&>*Udspx64cnipw?&vKK&jo$#2y&&5LN(wm#
zAPCpz!!X;rj!3aGNkJ{1`R*;<>d_@YkXyIWf#jj^U`-!MbxOe)660Wvz8_w5S?9_`
zXZL9z_R3OL9Td$Ct2|}Q$Jd|rzT2TBjFCvz)72JR`T218_Z7=z)Mj(F?(;|V6iTm|
zl*<lHyekouff+|yS^1yi#-1mJfe;Hn+#E&4#qb&r@S-0Sw3SeQ76qv_YQd7a;1>(O
zaZRGsaHlu9Z((P@{m|L9DuGfYFVeRqXLwZ&_SeQ@y;(uF<rx42Z?x5F&XN$vcNIm2
zsF?UXIfwwqVq$ess0U#>$u@ljt@t?6h;Xk!yVu%{c%1_M3L{|7t72HR(wmspbvs0N
zNmCo@2%;5vJlr1_Wc$85Sgu<rPN3cGs8=;LUU+vbe|NmlRe6?Lb*<-mFox>~YS!Yh
zz8dB+e|}_XaJEo9nrT%C{0FSAL|Xw--Q}zt><)owaF(xRuNvogQzG%Ud<1ord0z+<
zeU=)EtC1F-h+MBmy%_B3v8d>jR{7nOOuxa6Q_tP0q%ZSP^uadPOZ!m1dp_k;+h~U&
zfpyCKBlk_EH@#+Yg81i>3g1IolXW9KgxBtGc)3u$I+GjkTs|m}pmO=s2v7Hmt9TSp
zE6B^+UPmTYR+o33wp1HfGNn7}H79@D+A#vub0qcu{<i7e5y{7Bn)LNe03^y|Dm%%K
zHj>oEtwj`!Ja<O{^_q=<5r6;)Zw0Gs`aj1)&iqmZja~xyW5?P}P8bXUL)Cro!VD^B
zaRJd!bsVGpi(|J;SPkk4qV}}~whHI(<wBOFbz2@<6T%R4$m5}AggqYwttgT?(3E1W
zv-cCDuqLr&@S0@7bm2Z;xS9T<qJ8O(ZD$&NoZax*Kb)e!|4A<tBQ{KjAZT1Rb)0$4
zDj-PcJ)A#}<aS3x#7bA56%a;NBD#FtcP2eYpSQhZVHKfE>VL|3Mfy3=7*2O7mM1h_
ze~Hmk!LH}ZJ;#c5u-0s_0QHUqNhJ1?pMsUI*r#7=CT4al8QnaX!J1`a0WkkBZbqJ7
z5!jb?{CSUWh|9o8Iv?w`(Ae^!5ulvE`j(%!?tXpuME7A9M$xnGiylr3geRoT%-TI;
z(m2u<L#x(_AH?+WYWr$h4Ul5`RmTW1w^^5D`{WV_tyi~%ZL{JNEs-88IAcflX_?yA
zmY138smG)^(98h)BgCZE{Hlw)C!jH7Bp#Dh;!7tuR}^*Rc3W{m3N3wec!|BX916dv
zO1(rgm->knUxbS?(b8;7QbHm6trr-l{U2=v@z72u4n>AvAZiU^R{ewDXp!*WPW6UG
z$)A~ip5~iGKEm{(qo-|58{$#SxYPV!(IROhT=~@`{AyD+^m2KYAJJg(1{?H|;|QLu
za%NLnlX>@V6tCYEW+K~Heqg5G-`&*#$$8P{n0WBFyP3!C^jL?S8l#$jg`Zozn|SWP
zwK&LuTppfjdW@$9kgY{N%tCw-ry}y<_}IRpwtf7N)kpvi0;gTn;O7LTR0X7(o?S30
z;drkYR~lxegTmFf{_hUD3^-r@oY|(uLUduL)Gx5Qx3&o4Ov2wnt*C$3az2*+CV=p&
zs^9@F4`p~dr_Mb`Xyf^4{vaeT+pP}Ar=y%bB%g_INamKTg~FnFqTrPP!DAI7CaO|L
zTFE&&U838CRa%w*D=V476syeZi-X`i!!M6bhfwc|oN|OakVyun9lmuB{F2qi|Efio
zIBG;AK$8D~DE<#F1pj-_$bv!CsBkM8Z)0Kr_?~Ql>23<hI^~ryYs;g8jE;IhW&RiD
zf>?OceqCMSU3GM#kK%ZEYWWOE4q2lSV4-31RlZC0_WRL~s35|LdHU-QHDcH5<y}o>
zU`t%jLo9*eNzlh4UXQ_PpW5gi#Pv)70Rv^#V$a{^#7TRuy1gBaeF>|dC*5PE0z|j4
z%N4WfKL0Q>j37+C2nIWy{w)=oXP3AGnmmeg!_g9Ibq?4cS>H0FzUFm9cprx(tQyvB
z22w`eGTlb>z$6K)ht!h_XW2m8eVnn%V|@C;jf0@S3Qr!del&HQ{=ZZ%Vo&WM9%-1k
zb-@j^$p*#f=A>0&MRe#NDpck-JfsT|D2_OcuRNub_=&x_7g{^3zN(0Cm<2B;i&CQH
zv}pAIh-PT-d3AS#swI8B-jl+e3$b<g--4&(#nvpK?Gl)UYHG{lOf}{Lw?J{L;<mPf
z^y4nJhSn{City_j=u92R6!z8e<YvY@ImyQ!04ZTS@+LxYL|Vhk#zj$e-kM9S`Nuh(
zjo#1UX=^y2)7BbIP>Ar*)?w-WScRtfX{p}G^u5CvT}pGJ)ltBR_MR|q1j-Ey$y{k|
z;eYfkkLa|=s_G8AEb_CkWE1-CjUuSD%%%T-%-5O?eva|Sq8eXwAPh#wnq(;%jlfy5
zJ4l)2hLx~DA{ibV@ims~&jlgh#msxJX{MJs3#6eO_T7j3%^K2!16>I@kS-THKG&vk
zdP#64Ac?U`{*P^pAr`;?wJ{tUzQw)Y_+D|PR-xV8KQm$M{uq5kA$+WzI3AI>%GiAD
z60Z5}S#-=z>!*nOx+>vf5w?Ecg&*9l1XK0^{k^t-=a1nE@`#{Fz`!pv68V*5>#JYy
z8B+;mHutRDq{U$>*_utrydFIf960`D=|>2-cm3ImuMh1iqRDfOw^?1x-(aGu<<s>4
zs<Z>4C<ZiBB!0&}F}i_c6#i+=^ATBvC+lY@HeIxH{PKv~SnmHQM(DB`8v<fEYI2Js
z+Slgt#TJy6dVhq}9(AW-be;DXgB<xa1;Z8mcl<-T4tAVV{(7%->R&@C^>`$_#)YP*
z7k##=<H%e3C}9L&AE8Pa=%^fZb}4tcEP3FM6lj|F3rA&^ea;j1-3zQJUZY(OQpdQ>
zqCUrbM`w1m?``q(`N0YJ%96vQQk6xHG=@)NUD_?J3kv`{1wEPAq-yI>@F^Nbx+i^d
zf#0!Qo|m3-Y}&o?)*)rK`Hhk)0Df0Pt2D*o;@VN#q)|OMkC6ifO0O2&7n}KC&hqNE
zpZ$WR=DFgy2_op+5W23lzO>}1`2hSjClGNxzP+4l9QtiE(#{|@qO3Ght0lj>`+phl
zW<6`(+42uWAYGL^KG6(QnzbJ(Yi+`CDVOkb)ba-d9W4L(tJ)%HU_Oa70S)UYHJ|!_
zcnWflNKg^LyS(53dl+`tB{8}S6Xr<Vu`#~f<3g&@9se~-Kjj@zW}+da=Jt)0if(H(
z3eHX(a@Ek328mliS!QJ?jtZY$+Ba5walFL!&!hMt4L^4pzb(Rze1&iM45_z%i1^ie
zuWjIJyi#P)msK~(?D!uLY$))C($m57><DF}0}cMzB;6Gls<eo!j<JX%kSGe$y<x_#
zmz+@pOu>mj+w67u!J@(zE_!WBQ?b<63><k<|K@q8!S}V#3H$?%yF=aFZ8%)*xh*Ea
z(w@KjG>l&;JQ+c^5ANDzhWI@|(*4uqwNP|dC3etEQ<P%uZ~J6nK_ADW7Y+mxpMyQ&
zfUGP^ZEfujjV{)*Nu1AmdwVThBLjQ>1)|47r*iT>(z)@^t!eFBM{+A5J-`21#ZZlO
zeUCbgCkH90AP;{zCkF^!csG&K?P78Kw(5>Cvy_H-4$vvfR<?iPc{5l`iP6r<r(M_4
znA|Zus<Wb|=2umVfn8Z_2kfYqD4~g86EHpa0+pDdL+K(E-q)w?1Bo04Mn<30ggn6#
z4gs(4y<k@aMFg0{fij0n)dU5i8-fnbv^)ReH2D%GJR&e&yxPA;pFaCKTJi_M&7&n{
zxag_S!k-s|1#TpBxN72m)f~hl@1N5P=Nd&H4z6=N5GzoSJAgKki*ZepY|E?PCohJX
zOTb6dh1XnT<w@nur#-5SA`bXV)_h^=1gUKtCz-7OYP}Q6&oFJMkGx_AK5L+g@9pj$
zg7pk2KfmU+W}V&Z$x^)tu#l5!v(OM26x0saRdV483X~PsHuPu_=&~+|7eC;~*Drs5
z|J;hWw95Ol|GN+bv?=I=s-aYKg285ta`uLrG&Oa}%7UlztGJ;EO&ovORPDT?BF}rG
zHW150nRl80?HuDNy{ULR%vB06OuNpLeaSjEeA9omgaidPr7_CITv~NV39>m?RwXeC
z$>_?78y5_)v+`R_v)-PLDdYhiyiSRFhc#B<^|W;~nj;gL*y}|EgGE$)(fwB=D+@S#
z(D+r_mw}X3N=AnGPuSA!DaHD|?nf}AqES{nIdK?@k9Jrqx17c!)3R!f2=1crWM1yc
z0hE1=aP{*3r|u3Jm<kSiG#EpMnf~gUMF+f3yKm~2*%s!<vIm@RgY(17w27SH_ZANA
z;h;A*HeQ}A*0OL72$VdTgz0uKx&LPeu#o?8ntYjLE;mBIF3w-W`aQMhFB_2T819i&
zI?|rPgnU6%M(d}H{I1qU^`D9%^MZ8e28lfJT=RB}L}QW(FA@w!)wx)0tS4bCzJAac
z<5_c)exBMoI3a61%E-*>u|LnZ>fp&zx{|!`9%lU9CfC^THkj6^(cHuq^V8;w5S^%6
zJKBtRv!P$T7%wYGY4JZ8x*p_SV1S;(?Fd<Ng1^F48g1l~97?*0kg55TQHQuV_r_@>
zuNN3BDj*?@A|>PRJJ-r1tG~c^wuK)7r3MwPj8_B{4Ff4z#ueZZuHn<uOJMa96AcZ6
znOGEd`jomjILbj2J=|q7VU|aw;G?;H2^k_7<}uFgxAx@GKg4OP6%TUB3N9sC`~(WK
z`;#`4UEwUe-%xAp)ryUx3VIXKVNiKb7s8Qvh_WlKzE0pN)iZTJy;-DwafG0$kSsG;
zQq5tTiFu;eyZ<*V2UAJ0GI$5p-$IsrZsd}f_}!2HN%-hU_S~7drwDlx`1|_@M(_-W
zjDGp@q`L9#i}s@tW=EoA9kT=ds}akt^FUMlzlM_Uy}XDS&8@6#(*3(fa}81x-&A99
zKbPD*$E_f{MZ~|qzrb?o4yGL9#gC`2mSEx!776(Jt5=tK2prEfZ`|Y<{|I%4$|5aQ
zy06r0d$QNs?b=;kr1n--Ax2p!+;+u~=iQsF*;MT>8jC%b?z-1Iu$xKq&-BDKQ#TN_
zx>xp?r7jm0mxiKw(9ask*rtwD@}kazq{FG2Y@PVYtgM1JJh}}{LxZJHKcl^fi>vhp
z4w_xsfIM(2{TFKGRdLi*PNq48uQ0`MFPNlhl<I~8EP2}b@50BqKh8nR`!S8xKNV@F
z!+Q-ajwa^j&30U`k(UnWryXeM$yZ2M$HEA|N71SOaCI(gPdN9F(*g}yNt0eC5mB|P
zt_Ka6_%7kF%;r5qMRNh&T&2?A<6%Ntu2RZfg;I#`W=Qie%tB_6FM=+A3X(qvrue{a
zg{mgM@5T^W)7|+TSa#(>KfTVQHCgYzGmW~wylhKJylEXCxA&^*kLh0bm7#>hGZLOd
z_?TMV8p!)D8`?9wsJBqdEO@_1c}~rvt9kqUC-F(-(~k#A&79T7Vzcb?bP1ab+bro%
z*q^TJE9I`dD{p&LclmQwemvw!JhecL3#eyZD`#^hCD~h<{?x|7;CE)^M|py9=N(KC
zyms!4)?RYL={C)W<a~n=V1}rbi;(Z2iI<#RXt#98Z?~e5agqzhXQ&<y%2>S)^18=V
z2g2o<$9H&bw%IpUZIxv!#h47cHuvUgN6L*Pw42-@!-6N6!Vf@;tr4)K=AIz;x8KWj
zodd*?VL^2AELb>de6B6UZaJLYl3<|~ffE~V@JzFjK5vCVeFz`-qc~I0TMzki3VL^V
zQmK=!kDSdccyT>d+VkTTR4F+X_s^>3^4_P6JznE$E(x{7hPP|nN?Nnb=OGz+`bHR>
zUeDe3SpS@=w($>ZXUcf`rE4Mg>mf!Ns@~8*@N>Ij(Ot8erA!W>2N)oW?zDY!aA0q6
z+WK#E^V64rfYo?CpT7>=pdyt7m~<14Ne3PF-Rhmcn~+t88tdOjztv8gK-!~0z)JfX
z$2&c%4-odhl2Kt-4wNM;;bNCs#>vZA#ky$vVVFZrZ9C|Fx(~gBWmA>3yzO_5oVFyu
zxn@EA#vBi3(QoXJpYY2eiti&AIQLd|AdseFcxk<uz7l!GkjqLLndnyWgJRbTJq}e;
z@Szvgr*o1fbH%vEe<U;%^K^Rx<L2T(0+{QS>9_x9nCbx-r{}^;cIff8{hhI}=l#Ri
zU)zVetVHPdshDl<NuO%-Wms9>$KB?<1H}B_L>hXcIgvfyfK~NDk*kJDtH1_-E{OEn
z%1EkZ+i<@I90(~wj`EQ}!|P=e9<7e@Oj;tQRoat*PfuW_`uB?LBrP`Ko9b<<EdLu<
zd|!SRl*g-)Y*}4^h>WTamPS8~WTM0|>!5pjdcr3vv&{pT7uyd!V{%qms*6H3@dfqS
zoMzghHvCTJVyzA1J~bZwsc;og{p>4`EuYJy4+<yat%Tc_>^Iq_V9ljFZ10<Y4r{j5
z+n_ri0F_^>&LXlLAT{_r=UvmV@VbDO+0h<KxGrC_Jx5FYdL$%D?k?rM7fk+giL!3`
z2BxAtP;og578nD-;uTT!a5yR7amz67mG~eZ9}{FGtFLF$;56!~QTas1D6?C$j%q)j
zpNCM{F&Ai^Rurp=T&+l~;&-O*S+j8o;vxGk&{SuY(yZj}nH^bZVGxVp%jx2VB});F
z8hL`2%^qmkSXw`%zXlBjoGS^E=2sh}OWatzhZq^daThxCD7WM2c|5Qoo$Cy$YZ!Ig
z$Pj8}n)R2U!p!o^KPJXo4$L_F?~B-RJ2iu3V*xl3JG;`ZM;yILWHms7^GOIT3tp&Z
zEC05mq0f1n^%9&!jUh13k1B;i+<G%=)wq8)B-&;<!`pFHy;w6MTgyL9f~B7fWl4>G
zh9uQrHR%mOodG2;=WMG>zh#U%yki7&U`Fyee$2{iu~fdk2r2ghW&w!2f+V~xvO{{a
z#!vM7*E)@pepk2U{{7+B_@0Xq3}}O)Xi6?+7S;3%hw|>=tf}k`vKA-8$_w4LLsMxF
z8mO{ioPjswkn<(x!xjF^mw7JgL4hiS&P<3RRw9;GFD!`zuMxi%iknB(c%$z={2#Ku
zGN7uhTYJMMMM|VoLb^djT0x|wJEc3NTR>8fk`C$aZjest4yC0-K=PX#&wK8@@3(&O
zZ?Wf^bIdWu6GOrbnF~2J8F6N&JqBP3Nc{~1xQ?8TZcVk%UutN`cEJ<~263;6=D*_d
zAHGD>!NS5;j~Scv5efAXk%FZC>OUK#)*E->z1s>_9u$&%Dzk>+nJt4mxTTBJius^D
zd6Q^$CwC{qU5$6uA;;!<@IbAi@*b`Hy96T`97^`7SB#fI7E-KFPunz2KN8$r|0W#j
z<bm|J8X^ZwrLt8Ay?G_QE3S3d^<NMu9>nP_8~1*=(*<?YmvT?g{<&_^>?4#CvjF^I
zt!74ihRW)iC{VcD6B1%a8Wqfu5tI{eagf@cD%C94L$0|A;wPbXU)M69av<Zle@u_5
z<d3A_Rt!9kdo79cJxCfI_L=c^H%T|K9GORFQm1$xvS1j;7|}4ItNnR#D8>f3#WT7~
zh>bH;ZS}=%U;2(MN44~G0`s2lY+)!)*1RS>Em2&WxxGG!u5)1&n-omQyxFudI9m$s
zKI?s^ELWMlecKAQCnbeSB9|Ac%MHqRPz5r`zDPym^G(x$6fQxcY>sWC)eoH<+x%0X
zbf1-Q9;v;TlVBG$WPlaj6><R3KKz{n_$=e-H{XjwB3u#0HqW3KBk-r{nBFCypfDvz
z7je#hCfSoiCl~?CWSiX>^<W7<`;@6(PQAq3NbATvi9zg=FDR(jpVu8uI~PiI1`*kd
z*+UWl;Qh+HTU)A)@2)hryMz+8+Z0QL6Sv0+Zg!ZA^yVl{G_2JSiTFrr6IS_$Dgg2i
z3=ZumDk5f94f1^4@KA4Lnhlwf@U~N@fAQ)cF;T%;Uozl_Js$2EsI(P3`m=pwE;YFY
zw06fw#c+UG@K6iEMOC@Rgc{!48^vRpAV_`SI@56MFDON~V6Otko|vrq8THg>rAj{-
zSqlzg`d%b}pY<TBKIar8)?O*`Q<mC_X)41>#Lr%SUi^H*Ej$ejQojL$`LrSdUklzp
zZ25=b+AX2FPRX1#X%;%Dj@QR)QGi+8KhXamZwi~B9)F7;*Y;HIY*7&Tnim3kHbI|$
z+EGO-Pkm!wMhKOm)h}oGd0%~^!20)0gV~z-ph)QRkkXsmM9oMDpsKuc|8w0Myh)yl
z?ojW32UI+^&Q;tha(8-!aT7w}gO<%z{(`x03E`Vlj+~G=nLvsw+7<0x)rYcDO$9)2
zxI+H8ADcCBLeG#@TG6vQPqv~Z9?{pQq5vVXj2dA8*yf<Gxg`(lrW=ZgX7`@QiBT|1
znP@o)w1~3}4hJj-cq~$}H1oi<?1vLfYZJ~F)7t3&87%~hALH4&_fX%OdYw^e!!Rwk
z4A759y|L>D8*eaOTzTZ`Wp1xCk-ecU`N+E|?O^4jc-C`22DbOT73671i3$b*a&jMU
zl<FNgw7nm$9alJ<(&~*YLnWg!GO}j-q*-RC&6HX%aYsR4%Rn<ZeM$P~;?;*2u2iT1
z3}dfB<~b5y?a$H83k?cVQg}*0P$A87y@i`)Ir0YbEDX`h^g*)L2zaZ)HCP%QS|jcu
zz#=Q7e*tUI3Ou-9?#@sC@1@lpI%f8<w2%Zk`rDai8^7%CaCrcb3RFx{oRvq`=3lC+
zg2}XN-bTQ{KPlSMudD|@g226chy~gOt6p!Q0G^?`g9Gg$lH)b<W=ABo!^dnqBteS9
zi$PV^GoTZ(S-Pfsr{_xjXzW4!Qb?Zv{aQbf+7b)z%L=p1-`g-{Tu*=O%USt&rs#92
z1%`uSc?{=kXL)#63(8Uh0C2$8dT_y$tfzz;Y(4+Lj-liS0DFvVu-x;d)j`w|ddTJS
z%=>n<QqzY#5zb->QNgBgRw_eW-@qyWwD|RGsP2TqWd_@FEeIEAtzej7FMLooQ<6bU
z$j)j5VrEz))u75dV=s+)xZfW;NYJfGd|vzNbf4AX_C$W}Z#=(S_waaddwx!Dz}KXM
zSXHvGX}Ky2BHCaV^42ZQ;n>@B1u3IO5oD4J#ETq^!x2oM@U-PDD`k(x!`D{@-DhdY
zEC$nNcz9HMuqJ%(U>B{)nx^0)EDhwzL#eC=6zrS$53MEp6m66IemYZADxk`Gj8Svk
z)6&cN!WA9or%;%VP1_cXBt9i&MXrkM5tAE_3v!xrI!!c!hDU&<CRY$uAs`?k*!ri1
z-u9Obna5Zapeelu9Y~mJ0wrs$NQ-KW2=>_rlTkvJ`VvUDEN%Q`FZ~k_9$jkd!dWa2
z389_JBXA+VkoDs&)SANuoP1+TR-kp8f6GuAMBfUy!1{NHMzcSAnqL8~?8rB;1YNSp
zxszK+O%<41Y=pLQ@X~dTMDfey@$>j~u2GpHiH0Ty%*^@tQab^FCUZE8bn8uHb-xB-
zH>8fxLaGwt`OFu}foXA^gW>HE%LI7Pez0^Xg*4Tn=Luc6!zq+&?~*qmlyR<3!1Jbp
z2=fj%_9q5Ry=S=8+}ab%mml8%`1AWj8h9xd31)!wKsm;uiJU&W(`FI4euBGJU+!rf
z&F}txk8XpUMy5cy9ZIEvNH|}4rqkBW&yx~d^#Rs`<fLH`_Nu$CD_^8YfBf+oy1zP-
z7>@^JH@?IYM`|Qhot9O6=ZO2ziR-%)3CB$$RiU(Yx;=3|vladoGX)(3jNnyU8Od5y
zvLy4ZiXTom3Wjz$k<cf+*tP|2s(1P$8vI<KdLWw~JO0x@z~|eB_va*H{|@z{hOF$s
z1pI45uEpB8N=HD+R{?9Tz@V?tH;k~mi9=CwN|cI){*{}hjm0Okn~p54Xk)Qbs7f>3
zHRr2Ym4=TbkC}1PEph5!X|{xR>QsLI?#<5jzJB7_baDo!;=gj8Kbw?iDUI3YX;p?W
zJ%`<|oO0&lkS|USaxj!dG^*ljTbXj3qJyu3tF=?^BHUCnt!f!Qr$jJUNBa~KAdpJT
zKJj<pQ3P$OanRbMBfsBEpHX%}{?s+&Rp`l$5X&N(?Zk|utRB~lK$4nm$*4+9(1K^X
zS+N=D3i1~v)>UK62z8>q#&gKes4;feYK52r$KPXHinTAxug?L|hv6~yyMkG$i;>WG
zFG{^qk5sDLtYr810G3Z}rycuv37361h$H!=Jk2Tj8)$Zd$W6z3|8IolU0eWdr2${n
z2V@=7$lQW_-rivd9tM;WpML(DXrPi#t7&pKK>~|2s0$F-P&+qQ6%W_D70XU(PFKH>
z$0^96fZo!EHmHq*q=oKGPk4N%G2k2n*G7cgE^St>p0-_{ug_+QGPu_&a$jst@B%WJ
zi;W#Z#d|kU4N%{Q@Ih%^a;o+4$CiL;zRpNln>7nSUp#*FWUWlg!ifh2fLE#X0B!W!
z<k?B*2{QxneCsZMph4V$#_l^!Vpk|}hW@9$d!#8h8uVi+DKBNMjeK;L;aIJZ;S=fS
zfg706GIV(YdUglDRpH7e!99Fd6Ax47r`4qf0rJjz(C4S|qp=*=*rau~#9)VWkp)E-
z`(bG<EqY)`yJa+q?(X6lX;!newFUSzhb9VeO2A|{l7h!}<Dvc+p;Vs}tX!QB4zfVQ
zNithbJ-T0qV5V0WRy$$i2F1KJML%4#Y~vg;QJb^U+iPr#7&=K40)iXbf(t!iDj|cb
zd1e#a7texMg$wROtTf<_W#Wqy%qx3pA4zIv_lEaL0kZl&s@7blB^oMnYN7$V@_J}u
zW{ONp<2kKCG@HQ=p<1E@V56rc(+fCNRRXLiNgH;iIlL)vq-<GNVxhu~5s)kXKkGKB
z5P*qn2%&dsE}00JeY?`O$S7*`SW3+wmy-I`1rR#!`)lSYkmnL@{#4BBq0FJOe-k44
z+4u=P-bE&{Eeu=O*GoSr_4$+n*247@qq_mXcnmZVUK?0bcPPN5S`}1)Jm$;?&{Q51
zav&%}#o-ClY@*sEFXjZz-%-V#wd+h`LC6>rPXI>#x5ZJ6H2-Oinh2ei&}HYeP20}}
z_XijX1lp3klnw&ZO^<$E#(hw)b0@rL=ETZXLK9z&^Ceq`pE7=Qp*#zN@So788P_aP
zFz1id`1oH)Y^xJAO4BQ;^o-z)aB)_?Gy-af`h|Y@W)ldjHR5#=!~Adcwxt6fn;kf0
zFN0fo26-!s7?Fb)>!0p9TcNdUeWar1F#b(%XK?c8%wwiksHaZd^P~mem=<23T`wWl
z6(e|N6Jn+0!cSeJFfu40p7BflqAH<Ysny;9WR-D8_PW&10J*CyhZO*}r~&}WN;-D*
zHJO6D@j~VYSH4U$Vv#HHMLvzKbz`CcHQLGl72Q8Vg2qimzi?5O5H<V>0Af6Lo|w*c
z#jB6)eM=9G6}n#!h>ZFV^goMamGTHC(Ey0me~E2|&gc$!i6j18u@KIeRu_i=+#e<Y
z1eYK7=G*EHU)6JfNF(eXXMG9|jXJ5j<9*XYFQYWrq_xXlt{PO{42VBWGijU2X?Y0u
zTcYFb(wh!vO<Cf303riMK9~>_DRmlAB5Yq&Q9SV8wT2Ei2>?JHJ(D7C$&t*<&C^Nm
zUS3ZOT5d0YDSWNY6J|;Zg9n3xB>h42=2(FD&U6p%&v{o7k}((3Eg5nat*vmLnj;!>
zV0gPx*dCz&v{g5n@&8i#dA}Rv^|!A9h}=8Y=UaFTfQs>KB<ZED=C-0#;W^TJD<kyN
zYYfxts5t>n_tfFDi@Mq<EbqI3`S`{I%E2K(at@HHRm=v2(`%C(^KZi+b3yDj6j>O6
z^YlW{nSsCH9!~RqKf=>i``h=GH^eO^v6-6F*vN<`#kqlRPI3>{QY;IT`jx+S#NZRu
zD>}5`NY=x`I4PP7ORGjZ8LQG39}J=+bJ!PTXwLV?ZtkGVH=5vOIuuuokzQ+!Pj#*I
zlkx_cVqoYt_$9a&q_xacaJ*!6yQf%CPAcVL@;Ab5T@kO8WKD?l%jiuKx5*a!obd4q
zD=~R2lCqb$mz6jFUXx)Ga*GvDl6(xS44-bj^axREXIF)BvJ@8qquZF7?M{M%kru^d
z6~fPrpEs$xm#UtODgg2hCS<^Yb9C{}cU@=(mLU=W{q}eCu~LmIpPZCIIt{YI%Rl0;
zuHZ_^AQ};fyUDSh<&kYg`)#^@zVjQp@sW}`|4FIce-@Z7NcXSE$pzoX@6Mp)h|D<A
zH@p;xkvPYh{LUIO3Tyg*{59j~YsEx-M9_SHX;17Yh%xMK_#6qu+$sK}*kN-7Sd1T#
z({)?4Z3DWIsR<GcUJ45N(9HSWjqC822*qyx_0`)Vcw;X3XW__W4k~9@xT8^*vX>Jd
zq~0FQ{ME0A^n8)L=bb(^Ub>Z<alWkq#GttNMH9?uN0(=1Yp!jdqrdgHL%}_gx1a&m
zqiV^qlgSXE4QrF5K~mCz`5`S|g2-#=W1RxI(MA1)Sz&Zn(JTovT%W@<-_2)mxI}dG
zUFf@ux_y7dyZ#WLL?~eAtMwCRo=ixp;kc6SL@ciyWj|_%m7=KifUmAN4Tx)v6AYm&
zuE!#Y$-vb@r3Hz?#HunHpUskHB`p^PlJ9ixC7A}W;$GAvobgI_>n^)!Erqn~abQr;
z^SL<gN~b&qXK6=C8z5<bpq`}rYNh^@@CB=nrmK;=WU|NYnS;ejhc&nR8)HM;RR~wV
z!?;GW^V2M2K!&P#2ty<jP_RD}HF7ER|DkhvKKl+3_~MI5)1W&&bXL<9ZJawk$Bq-b
zxa;yu<ERJD%KJ+;K_OjpZ^j$l?|}L)s3C{x>I&#fS$N@e!IkQUVqrnCE3s1TCtS$x
zQyg7!@EYMzTvhLf+{!Q_*=skZe^YP!c*!-wl%}VN;;|v5_nTCI8)Qvhf3v2`2HuXf
zAi}_;rx4AjjPv~0z9!RfEs|K_Rqupfd2<!-T3LEm{d{hnySDa$8;&w}YdQ&p8(Hqd
zSD^)xArRPqf^fznoOHepF*CipzRFOAEOWy@lR@B!a(SNrogvPtOOv#KaGtW~rY72s
zKSQbLK6Jp@No>bgY1A9c0gycZQFGtuj;~{;kG3wud{besh<s_k`B~WQ>V9)(ibuaK
zBMnZpO2X@x9@=leRtzS;G%{KsWdp(!So>1cuz{Ze-qSlaZYHiY*K*nj(%AC(B!Vn~
zHthr(x8r1p@kvoeVEGM9EHm7@QJ$p_<I6^(60}l2KsB=uCyhKg0vrK)<SYqn)JxSC
z(DYKD-5{o9O~a?1%~FS3VsWX>jEZ&uFwD#&9JJ!3=5u%q?Ir_D?*%?3Nf8mSF(dj)
zu@A3}(??`|G*dm!flMkSvW?ZsC)C|FKELf>A$w66H(pM0=#R*M{)O)1Pfg*Dt_2+7
z+X_%z{*yIl4#e4nwx1@xnI|!z@!Ebk=~GymD3B@sUoxOMnIM>*Pfn?jndNz&HW^@G
z{|#D|140^CW-F6^!UOU?R;iC=rz7B7osj^CXJ1F5GS2XWd5mLE@04=b9`Bu2XNyBE
zxP21t(@w74w~{$A<Ls)dlCV^X{3&Q?U0ASTHEYe{eSZi;1yvYiqiSZ=G~WTu?aX{{
zE(Q-Ei*3&l4B;`jdz(>@Rjj=<(qTD^|4yZLe?k&ykyX?8klPB8eLf$8eenfunH!<T
z<DnsS;p8jedsmhJ;g``u*dDtSRb;AzwYX9YY-5a-^}&)RCj16$Ub5WZ=+X9qi4X1I
z`Adat-TW$;^GMlD*;lqoj7RdY3clEVv#^S7JV!gz?MSUWO62>3hN;tC!YSF>eU9?6
zw$SfB_vCO-y%oM&_BG*wtpB2$uN(*L5%8}-!ddD--m~_6n->N`8ORIiIoas-Y#uvR
zyg92m2AQ=~+Q||9h5af$*k#7|qTEk&L^y%j;w6Ab_C7CMm>fSotg5jsS+Ff2rN4$~
z(H9O4;%>t2{yO5v`jkkX`dd`<2*47aklv&2Y>oUJ9-*4XRx>|+DmF5=4wC}|>BEr?
zd{Y_j)(vz;LuEGgJ*nC)$DsuukU<$4jrLCijzzY5_F0^BJIfi0tu<qrQALyIB(bnc
zgZUkaf-GQ0@-M%n|9&|z?C>1WssjB(?k^#tn3&Xn@&U?|l*jz@O^>8sOY*Z7^4S`-
zRxt0<r{6KPec?QpPWZo)BY^9g8Kd3=0<<?qv3_D`RE43=(EdL74?ejwP4NXqs1MK*
zKXV<vD<MTPc0$0zK)&6=AW22sBL7^gWhr!u%vM`UB1#i_qH<-9a{7f<c?-P_CI%mD
z87VTzcnPbO-}vQ}gtq@i_%mFW*Bj4+mF*fl?X%nn&lA(e@=FMMdW&6Fu3TxNBx<gF
z*e1mczHRFPZ(8YPqlOAu<3}0V7#e4Cr^4V0GS>$pz;sH!Z<E~WJTlpvtIqk>b9BI`
z5Se^$Q)>aSh+L6Lo7&2uqBe3Yc>M)ol0Tqbfg{4f3X8*LgG-gQY&K~M%_r40%JR&z
zKkZ~19k4H&(XdLDpyK1IzWciUoXEYFO-m&VA0!9zNgpEV0Sv;>urLnm?q3bN>QQ?%
z`nA#yCb$mP<ryF@_IPX_%yKHI_PD)~u7kYhUx`%Dx<3Q5Tn$QC_re>cYFR@;msm;B
ztS4p(FT&J`-dRr5?R>;8_S1XxQx?j}2X$rv8qikE_tyj~3dWVIrY2N0og<`k;6A=^
zs&sQcpoOW~AJ@wz05!WHI!q!-NjZdSiPTglGt8$er>}nVW43FQkpnKXaY7hTmUi3j
zZ~i@HCm|pp2&*o+*1WybI=g`PfI<2D+e)wM?Bwu7=hZrXMXv3{3K;}Z&4_n$6Je8>
zhaF`(zTIb-^COhMG+qXu8yLK2QXy5mJ^1uXi_}Yp=@10oEQzUS!p4$6bll&m%AbFf
z_Am5f2I3>`n!h>sCfMT%$T)R#Pbn)N0yTU4;9`H^6&f=GRaFKu*Fpc2l?ZF${-I=a
z72#S|pj1+<H&A*6E?81rsXpfeM_!<el|0<{e5rva*sGXV<RzT%(XIi0@mTucT9hYg
zLV(JoWTs7XNcR~&vFwipncKAVp8L>_6toaVnNH2X{2<m->(KbB;5)zFw3m}C#ZAdV
zO$E~BH42x<+r3nIR6Dz}t_fQjRkev~(d(vFtzgnSdW#I~xR@t^-dFu4>O?b15>~TO
zN*Nt!RFqOxf}9Vi*k8Pf_*caqN|*5xR+GGe8e8)EjoTeBzKyK3(`aR*56sL-Swa}x
zD_p3rt$|*Sz?%ydJB{S|bC>?|%Oz$A2ya<>PXv1PAvfpyKtBjV7kf?DkUv99lOA{@
zN3d3Az>i%TRZr^B^=-?D2=_pO`773i?gdYL*t$N0eN81iPiE|88$JumP@^_<Xmh&R
zD5Ec;EOd6;ejc=}4{5O$6!%giCA-0y;n)X!X6Y22L^$RzQ}}T)VU}heg-bMW7moBp
z`@7DrK$e$>GD*s?ti+nPD&@2M0x+%Zo-?U!YOH_ft|}@Qu+n~5vJkn$g@t<`WEdXB
zJ{D&U{>;GmfKoNHcQ((g=N29hJ&w_DgT;)f2_bJz2fR9Dfpm{88|3|WhuMws)tfKN
zZ(2s4C3j9XnvEG~S};l<XcE`t$iaFQL6BMw;S}EhzDKGU5Kcarxk+tIAEKf9)3YK(
zSrgv6)TsP#S5j2(RxI@y5Ol!#&)@n-&i?ZT$k}5m<ts6U5xz7d5WKgaABBQD3&pa;
zY2*!b4mnN)gxnKER@Oy^%f@qLu#82`lHVOgcPJ3zoLP^TUx7=!D{p{{Vg-BT$-p$U
zz-hRZ*$t5`lfCTLlj65i`TNMKLKva`9OYS!b82|c&sUNmG#TPBPG_X#@RD?QT+&;@
zdD&-qL3qki7S8-m-q0d1G~wZ6QxkH%3!-#=Xtn!mBFeXN&04$JJ!a}Jnp&AM-W)6e
z?1jxd_#(l+v7nSu#|m^7ykI?wSS&tTy+i%<+e2j5Lj3uzTTr6<-A0WF3`{GZh2l!z
zd0=`dBF~&Ke`dxvq#pR*_!hA$zeGz&Mu+rMU1zeAu4u&lg@qf`9}M~y6r7r@)t-wa
zhax=d;kh|MC=*k%zMocOtoCtzOs1hmvDxFIA8HGsPfwK|{XF=qYSJ=9-rO0=wc9tA
zY<X#fQ9}fy+=z-|VuYVv5V`OXnet&Icnw7==dj4tf13DG6MEwmetgo!kiA(8`Oykb
zCiz1=ixvVyYo;MVT7&R1cpd%y4-_x`JGf1{wEt@5hiQH*QNSW{zTO!Sb-Emdm)`(b
z<j|Hu6#g;_B_t$za8EJTDjR;i@k~&8a+lCdEuzfcRJSs$T)=1uRZI5siLYRIFC*%O
zYY(r%)vR%>+(_$$!JQU3Kne*!&2y|xeU=#De;exibs)Q@>Snp9*thH!q$EK90T;->
z{eE8u{tG|y^&CcBU9IRHYF0QPM7gwDpc}ZqQev8Vy|iNcoeI_g%JbK5NeS78k)Ia7
z^?x-8Qc#xXJau#3zFs<ru>xW$lPPF6{KPI{Lg)X{*&9VTpX&^kc-b7W8)RQWY)qQw
z<yY@-)x3)!^{k;~1RbFVTyCgk!_m2Szn-j|4}<DXJ-rVe@S`H0#sZ_P2o;hZ;9vp@
zpd3HY-_3YL4gV@bU*9}OtLe>}esa9YY`O7Ph3`5mG|)@6CKer<s*Y9{r&wuXNZDV<
zr>~WIij`#Wv+Q`L8hBig*QSXLexf#TH+LaO-mUjf1qk2IdKV}R;X8-pZrBtep;dw7
zB!aULhoi4$x|K^{v;c<`C>_Q5csm{M({Qo;MP?3c*jI~97eg-9n@+g!2rw6Y`&tHD
zVh0}`N_neLqil)rP!qB4B5#(HgZ(D^gMR;A0xDxBR+`pf2FkyB`?l^|Q=&C(!yDjX
zNXfaPi0I;$ntUvwR6deDf^>F=;Gu{=bHn|)>nHyPUE4g(vUvtj;=GfRE&_SocpEr+
z@~FWw(miY3quowdi7i{|jZHP--o^~TD+H@jV^$@f24+gOmTx@LD;hW9Jx2R@n3t39
zAj?>yee?s?|B>HgA2`b&zX2x?dmZNx0hY@j*!bkORtQkR&0Js~YQLh;k4%0RGT6^K
z#PGGG)qaS>Y1<AM@PXQH?EYevG(`nexo|3a0ZsEp-kG1POJ5aM-f#k63D+B+%A{B;
zWj;74J{(2~C~KtS0Z8!LQDJ|nG`udnHIq!>$?bn6`86n24ZP-MfOrdP%s{&DkLP4r
zzE8a4SXueHD^-WU<Vki>&20OwHnBO2(inybd42<!P+)^Kb<XN|H9P<Csoedi@lnQ}
zF5mXAh*|Zs=9ZuOCePO+`1=`KBfc&BNZ&hKo0a@}dwute9=0ko3L*r$$yFgOFA~)J
zJJ0jmmmUuU?=<O^rgE)8RIy9@RRzwy=()iTgv*`OWtHx`3xZzC=Eg4|{wCM<MTGjg
z&=_GR)cm(*zdvki8J5vA7}rK|9y60$t8@{|a-WV5+sTGQLFTB%S7cepi30OOs8$8r
z_3b}Oe!;yUpycmy9g|#$fFVUR*l$Ln;_Cm@&8=qcOR@vf9c6|%@Rxa?@Bm;nV29nc
zL|ga}e)8o$fTw?$p5XVtRs7c~I`!hGHn1hZtpq5g9UqON+peJrmGb!1;G;`_#<l}(
zpE`b5a^hwb(5xym?y_NcA(E|q1ajE!vy4}&WvdfI$b#Ot|7m07t1`#fze@)PCy30?
z8S8L@WMvjzH~^{N$q(cCVW?KR*(ScQ3K3={YGq}4w+VnavVV7E&*xuwe1p{yL`Hxm
z1f09y0Y_gHOib~v5Zr7Ee`9!TQA74;Vm<nR^4WcsH$0i09GYl*MZ#8zX1fzsQT#_!
zIBwfs=V=Dz*~?H#l;ZTY3pY@6DRAsJyL<0h6XldB9*a0)(1(_MU4KpnzLpZ#brNL6
z2LAE}!v%?M9#H0oaC~iuAw9SHzE5#f3IViWsXjY%>p9{|(%>RKDH!=|wnJJbm7frd
zvXg5h27Nf|r$#HK(73XbHS{dwUq61X`K+qOX0QW}(mS<rVbhmdVabYIyt3HIHLE^f
z4hm)&IUH)9O~nI3gh1<jfMqir%(U%iKi!2pAMr8|8B2Jb8xL+DFPtJKEg#TnW;jg)
zc)xccC|D6RK8Y56ZdxIHInZs?<CadwwhDY-Z(|5)E+keXZ&8!MAJ|KEeas_%4!B%M
z&@3()VDXEAtXUF9g@zLL%xdoOyLazQXUe{w0zyj=AYsA!0>*T}ItG05vWxGyhT9Ka
z&!~yXgOy35-6x~$nG5#k<n^qde|D3aopNRPZs?!bOo@iAwM0s#iTopp`B-{AAh6_m
zhp_+ZHLR=Yv8V=tr6?ig!s9rl@Qz6Ee1gblcMrE5LPT|hkOqHYDDA+%k4K3q8Ggt1
z<gc}Wm(YGJeC9vy0xq>UJ&})%8&&MVl*4!~vqx^HTfP-W0|kqulpL$+TV)AX<$8DP
z-iTr+<HVvRqjcMU3L2^~<0m;~<t8MDY5UXZV$(M@ls-f+W~O`qq-o`wb94|Q)L;AN
z45vX#_mMxiZ!SBVlOB31>iwP<KK66SiawjbJnXMEKM342!FFUeF=mV8MFv@;<OdX|
z4Q8wpwx6yUSkdOgR!{&xaM-^^D6;ZxX@&p&F>ji-;ti#@sm9xC*P&J$@Vk2}T$GUj
z3y8lK`_Lk}Rd~F8c@17h-`LE!00biVzrF(N)B;o6=rEzDdV@G0KFvuFEJQ!)qREyT
z*hB+#@&N^wu}9AKq-+PEAu47)KLeE=hI@Gx>!I75kuY)f5xj^gPM50Q?Iya?S0OfL
zFF^tjXxg07eKOJ1()$qVp3mr;yTq51Ix=GebDUiBv^RYB5hg1DnXJVFSl*uClQn5o
z^ju#&g6VEqXv+*YA3oGVnb^{(xS`<4zF)FP5L6e?V7T12Vq1QUz4W6}_yJucFKg7~
z`C)@>yP?9%m3$<x?z8Enx2w`xQQ)$%Vw?XdB}PxZb~|Yc%+nch9YZ1_0(m9h=q;f$
zuU_QIDvh#){pG{bN`82Cs$XaANv?wAnjf^Zgc~g2^{PgkPA|v1k?i9E@$ZC=tB=R4
zSFanNKLbXVqb%W{YRud`3ItIZTi@Egcn*Dw?Vy)E5>vYzgkXFwYAj5g#YK#sqN*HE
zB@;13<yIfeTGP4EHnhfM`0Lc=YUJC+`nKMT=~v;BfQTV)U{P6CUM^w>)8l2llpLCf
z+uC{1e>B5XXGK_yAVw<n<m<VXVVs2=WougRW8jMj9!!1PQ(^Oy@;c578$+eNRGYM$
zuHr+j@3<_QLjKAH>oUS@h}PjX1mijqp;&gzglG{k0~`f%lQ6*#|G)1fprKA;3)_Fy
zQQcjwIq_~A2D8Ph9~K3c2-7boc3rv4AT0Cz8a=)GNEXtg`@h$~%R}^zVFX%2g7C}(
zqID}i$Mlr?xfrw0__nezFkr|jg`5qu(I%27-F=_#L7pF>H2}d<;p$3T^?RX+(S>``
z?em1o8GdQIAw1mY1|Vho++P<8k!|PB-_`c$S<r(#lZ|S%cfEicDS{F_ra?E=>XULm
zAckEh9eFbl7pG>e2_>b<kyyZ{ydeN+wyhyq`t;F-dG7^T`{6%MRfo3~D7YE)A0QB+
zF$qx-C4x@J$LiFuTI|7_Ql2+`4QLwbnq`&c9nr2)UikFQWNJdMQ<)P77~f!oxFO??
z98fc)(-L1w96*PfU<WIRtWj7|R&Px(ec*i?{fNv;)()(92yli<P1j`Zj(eF7L$x8G
z(*(3)lzq?5hP6@hATTQZ1v&EJdX8ei3+sP~o}=UrcKB|S7Huu$u~seZ_Hq-^a5Q5W
zK&*6Hs4GwW_qS%~TVVb}EZaqIdz~6d7yJof;}mJ*462{$I>?<auEtwcs@^@53Nsj>
z&H^-d1!P#)IAZHCn{VrE=<V)v$ML$M<pESc`6F{hEmy0NUwf|(_@cg44zX513HNOp
zV%;Ao5UBz@8jgFVeueIN!U`-Ul4O2gjA$QKOrVuJIpC|rz9=UwJ9eblMv7<+`Nv-%
zpCbBmOynobFJkr*&4?WHZCi=l7GVA%&Z?@haZZ)M!LuV0%8Wb8<Du)8EB@4LJJyoT
z`p_BPEGCuKCHPPs>kzn4*W`8lYL@s{CIa&);Z9=7TrU_&FDy{7s+DFp?hx4C)2wLK
zX@!e+$uwbhUWruSM+JF1MqJ404X(?(P!F%vfplcRmji4k%OoVj99t%(BEqA0JlW6p
zHsYTf$Um(hG1iQ|-55%mskK=am_M<`8F@nK7N2#>6bAZz+>z6t<^gifmIJ0LPB%rp
z&y~OUA74lV@j*v$pJp@6W$1<Veo|u^@adA6_yE`TXRp5|y{1j^WU%CtCV?D#S84t4
zvPCgWAcLenSqshb8l}$h^-^jqyyX?b^XE9GS5M?jDD;Ms+G%8x9ZFs}kpelF)E>yR
z0q+mfL(7%SoWAHGQ?s(^lPC5SOL=*8@tGGce=z+bA|mFrzh13eJZ_CA4kq9|XB+Nf
zbhaC)<J0SIb2G)-%HE#=)!Rub0?Qph{6|S)S=xGFU4g-?fR6i^<@8rHpiM$-#d&pv
zO<#s_17~^l_)T-HcbW~#cRLQbY|^UU<erV=J*D@T=Ew@1jtY%{<>|pwMkXD=8zCdn
zxjg7ZF93K~YW7<X+(u?nSn1}PLNKSAmVSN}8GRIKj}|{k<t?YQ#`^0H*)IbYsYEr5
z43N3pL_kJ-&D{2M#Q$R*9k|6|ey^)_iOp5d@9nSh8_Ju3-uE_KA45$F1_8;FZNmy~
zF8Bkc7avcVnyX}rzIX#BG5z${Us4RBQD;I8@Y50W^S{ucm)F#3rm!*qJF*6NaRD-U
zDJeonYJcm&F5XJdMq7xgk0?zFK5pq(8R#fQdQADvkK@%hZw7w8tA)Ul%ymHOMD+BY
z@q-C9BZ6})NxjII<of+g4Lt8C*=aWRY4nUuR*XSP*T*OvQJN3|ivdBs6E2s~A3{)8
zOGNm@&DnR5@Il0uVr0u3gx)tQ<<Vc-?`_XuHdh$YT{K2|{fVX^!=dqk@qL6f7)EdA
zwSyYInDUcV-|%N=pA;8f6?ljJ9O)Gq<=c$4Dt--3$>~+p0O=NZ6_;`z@<Uzphrlnn
zq`-1S60t@$8k$APldm)EE73)D??+Hdau)z9yG=8^y=TtgXGMw)Ol^Z+KaPvt@DpHx
zN?eQSO^Fq%V;=G#^{t$?<>Nzle2SxjisEn7=|gHrV)t(v^o`$@Yer+UXZ^nC?c<R8
z@&&*}3V7CN&T@I+k^B+`xGh*~@&Mg@0dPg6C?li3YSBjhfx(wdDq8w4kZvn50S(?{
zVME`>?*M743r2P|dR)-phH}x&`1w(;<<2E9u<HOOf%jXZOJoAw^rA^CJ->_3r#Q2M
zl?8Y=Vgj0G9a;OT?!$W!2IgOtCEp0}!13u#38UA>;!xEapkcBZnRR)8V~l^MTW7VP
zQXIyp(lkc`>U;}>H!QnI#=qgm4*IPaEz-|1?P;XIg#p@gy5akPzu^OzHPy&#%g)xs
zhl)~qf8J0WC29z8Y5tGjz=0S^ufyV-4VXN%g3hfO4iFyOS9H&x2=acbYnEMnpmr<C
z3CL0bPm^asvk=YjX`ht^U;6R^XoZ=d!*Wgl&W8XWypf2u(0M?%a&;o`0cIUGzu+_l
zkvQy2i1XewjnzCT*r<O-()=7)oDCkChr_a>P&*!OoRJa1Akc5~7o=s5Xa*i*+c+Vt
zsYU1}?wY0@!INzt;DntL7w`s5Qd2SgPl3DT{ZeLqJa+VXSLox51_ub-PIg0OtDGxI
z4Q=fSKH-1ZLO=KwqvxEXy&4X2OAeK7S5110-#7Bq>i)}hln*$M?j>o@Jjz`Ab$Vjo
z5rr+Qr)S`;W|m#y-uV)slfnRk-qQx6JYRFt$$eOvi;bNxp;f80gAg_YeSi1JmcDpb
zsvZ@z&n|wTu1p}|nKHmT-bnob-JLL)3Gl16SpSTR(X1!1jj7H_@G!pe9RBjIPE|5F
zrO;DGx5%p+5uo_OoInA{<cZC;#x!bs3IP_W4C~q)uzLuw9f!K{Ob?5|URigCL8q*@
z)BvQ{bCLxj1#WjUyrpe5Qn;nzF@uyPpL0C&SH?BKC`%q2cJ&UbNWOlybiG5@T^#f>
z=k4ubMR`pJaK1V``HXaETjOWEn*vwlr8taB{rn07E<#-5yhYCYEi*=m%#*$sXz!cz
z!ml$%!D#spDeRs%VuhlrPV8n&0I=e}%m?I0@83AKJwtt(SWe6s&Y(;r)yS*2bn@xQ
zzK}v~^J%Dj5}+EUVOSCrS~@Ud@>gQe5f>Pb-0zy+$1X|`H*d_QDrnvW!w3e{))MZ}
z%2V%znnFOn>uq8Q%yw!5W;<oQW0u_1uCKZQBM@@%F^21ijT|_E+_%C`6ELULPTU;0
z@^{gPutY{bkpmSH-8?@O^bO&%3-f3H{x%No^^P?qt&G<q+eH0myYKZj??8Qk>}BMe
z^Af8NW5E61X9_7y<Ixl5V%l+7VUX}C%#yU5Sty+6mOrGbD49P6^12G6V_}o%+qBFr
z#W(`UolY>yHi?arWVu&ne+%ae17z*~^W}gKXO6tGz6c^H9KNoRu6dIO`td8pm9-aO
zvp{&n`J_=Xhg27wH%d;#UcAr30Qp%jlU7R#1Fl-)$%xqMGvG{j{j3P?wQ~uaCNcU=
z{kRd7@ijcMw_;7O(aE=I`2BUzY`ou^2~xf}m*3XmWr|<l6$+2j>$Q)!6_K@7Q<<NQ
zW&M|_6g?pEk)?g4L=+VbsHAxc6jX}=L5!%~Rv=L-+xU%Vs#+OVgJI$HwCsYAcUrb2
z1l{*tA!K?Cw1n=z*x)B%#$(KMc=;}Uf8`o6k!2Ub%NiZ*;X3y}x22$K^54P-*G5F5
zX#oPklC!bZFiU~gtie91Qom$~K)PmFQQ_$3QS$_8<kk)g)l9v6kCOc?BQB|9WPmU+
zDi-OQ7wdVs!YtklJdDi8ko})clN=mt)@%#`0v?9izE;+sto6d<IjF*JAME!kjvZG*
z^?<|1|IvZ3?*U0d#n?Lu$@&=sg;I^~vzC)ucJDhH(6NkwxhHZ+@I-R}UGELh^%mJB
z0qCm5tpFqE6g40-1)YnA3N?Nn^LeE_kjGH5nPRW3<oxGfQ2>6Y54AC1zJf@M^NxgV
zC9L2(xVIv2e1rluoSPB6q@e!QUm-X}0pd2121d%Oexmub5&_>rXXYJ(cpS}YK4DQM
zxvSyD4hyt!3Ksfrb<BBHXkH{*<jMni1cr|XBrrxkTy0yG^-IHP@%y%I2;0i)&7!RQ
z5?QZrZ}vIVh0}B;1Y~&d$Oq?->7??yy(cR(dI0=!mr~u(W)5#N?~+3sfo^Z@r7WJI
z!U5K<fU}fFeLTP_X0jtMRuev!J?bj$&9dzVTmGS6yH8q8T34Iy`8rz289?qCb*)Nt
z<W5_^BzR2IdCOIu38x=O|8s%95diR7^H&(~I&}bb3Xm3aGED7SC;9E@&?&wcOISNE
zyVwal;Q$<j3v-GzeAJmzhrdbEk-MXxJ|JOjWnvH@(fsmoXxwq-r(U6soDx%{_Y4P4
z?@eq_|7XhDh`dJ<_va}q0BrA`UfkV*N&1VOF30abX3MyK{ANg3=Faxn&w^2MDvFW|
zH(>e3SQBuP`@TA_Jwrfhv7pjEjvA`t1rMB?3L3TEEt<Oi>CJq^u3&My4JfeS`DDka
zd67|u|G-wp@M)*x7VVF(w&k_#Z#M{ADZ!KrdAOrr$w6GrK)QY_g>v@}6S!Y;Tia;g
z&*mU;yyjQlBahMtbO^Mw#LO?XgZ}sDL|W9?zOQAtGZ>Z6pka!uW}39s*D-P$whl1X
zQI-UNSDPxg2$pn-f?=wPp}7YxwFcaSBvV+~T3m8fTfMu1OljT_G;QOT_Y3f}ZK>L}
zw9?T(n`ok!{1byK;XKUR2{0lGJTt^$(aLPNKB;d@z`(g>Z4w-}_!BLIrnwr1A~Am@
zw0pfclT8BZ-+<xMW*p$YxbA76SU$h0XV&?9`>zuJmF2%m{81`cVCOQD>2y53w&nq2
zqzG%dA2J0@mR1W_G6;T;F{Ifv^Htm8!1;S~)HS?<vuOO#`Zf-A_X_(WhwN~Z!u3(`
z6IpBxPSw61!~>@yYfDxEdt6O}_?JVEVa5xI6ki5pfha_EgZ#Dq>l(YOP-aGhTQnKD
zsaI4|oE2m1O&LP9a6dDooLnFL-QITgjL-=}wX*4%H5mtEh`tKc`#qwUHKHgJLItyd
z`k%@n#;;DPF9;0c#3<>Tee$RCI$<2df<|C9Dtps}@4Z{Ex3ICH7fOyi-7{0d{mvxQ
zS4i2J1>zk6ZOKDrB8SuB)4E8*ooS-`Cypz<Z;*z<lN}|B@gJlRq|e_$O4F~eO30yK
zS|A>zNWee-v)g=;cps3rr~O9rOZk+1x##xs1)vbfH)@`eb75IgP)gO@Ovt>yGNujJ
zYOq+q(;6l%)UgP^w}Rr?`rWqusjZ3Dw{!>M-U2svd-G1G%_CP|U9$PB*zDg#E+fNW
z6XBuG!wK@+6{Fw!jWa?ns4KhZTpnaDzbV*OSkn~-u191VFo3|)gAl&Ri#SNgpe9qf
zIE+}wN^x=~wf5lAS!y$&qHq1MyfY92Oin<jzHmD+^JrXu-!j1|%X9h-WUjVVmGTF@
zp?nGAn}FR4-A`_HZcX9Dn$x{K6gp(Ib(zY%+imcJs4i3PvHblUk;vli9_UqnAVBVy
zkXzfqz=`O@l6w5$Is5GD@-+9<l<@E2<7r^@c5n{-jD^!Glld8OfyeN*GLRXb;_?QW
zXGi{Q5HkcAXAz$lDLc<v1EIl}*LpX^%s&iEe{!=3V1cuu^wXNgWM!x|Tz_-hW%ZeS
z`@!l`_4iiaG&d^yJ(RLL)s+i<3cj1An<eEnJ-`k1iO#JUT$@r~`B@^aX*}ktF?ybK
ze<t&u2d$U@87%?7migrczrM&q#aH1pa-TDtwLWS}g2Y6VjkRs`W7Px=;pj+VQ=zu0
zcBby{OH)MSR{>wo!xq02`-Fm_LS5a_7wMX1bK03#D++GFARb6lU)S0=fpCfB#%J({
zacBZHBt&1b=N7@s4EcJ2==lpCZ_puK_`QqtP#vks9%9Pz5;X+RI3YOYb;v!S1JG1a
z_S_nBh>chur<~MuZ>!MR^D=$vLnCIrtM?RQ^>4Y1-r))y0i*ryGn>ZY)!uAAaFOpv
zaJ~-C6D4?v1mrq!usg-lZk|azPQ!>DIK?fHl4B_`u{g89Bb&gBZ>+UCBn-?V=LtQ`
zyL-5@t$I2jeZML}OaXPqkD|puWjSn(bT$kbww6E3?F2bguUKM7YK%$b<&;0YI}jXL
zhJ|$1UpzM3*aDOpwHr5w=QE%I@&$I3yIAN2q%N`4oUcC~_w>v?fO%M%Bq4SbWZCxz
z=}T_b^bV}c7UTbzb5Bz&$Ns*BNKvQS9%uj9>7R%cNrN@*r93yFYe(zj-GUr`gSf@9
zcBB7$>BsD`svKYX_M1PAs2fj!th19koz{DfadPrGX<Qhg=J3j1_~hh1(K@V%#w`T)
zf$a86?~)^A*{vCO_Jauher0(1sP>WERPnWq{;{`Cn%~@CwAn%MUw^E~pxS77c^_Ow
z4f{I7zNaq3TM0#}o{(N3zNydO#pjgjic|AqHU1oukfpzok7`D+74TICp3UMwEdK^r
zOKoWtk^slw!bR@>`?n{FA+rM8@}9`ZVjgP?;EAUzpp3j!Li1Ve>XKdWj#W5|E+@w6
zz^k<1o~>$FxGi7l=sfW6H#l}+Mz116=kiu;al)y5Bep-P#be;3TnYt_p6IF3r9VXX
z6>!)K9ME9~lZDRXSylFcJF7R_ORHz`twKlxhBV^VpE8klmj-p{BC`_L2FGHS))t3M
z&npLfa%5-m1Nw}NF9VgYN_WArrpr+(=KOxhn{Kb!mPr0LV-+pH$p;`o6m3cJGRE$W
zPKj2U)WpXbcG8&}To43O#WZU0s$dqmX&(dix1|4Eavht)d(FC%0lWSDMQ+$_5i%EW
z@i;8rSxw_*T478jX^UF}3!s;4dmvx$8@c`o=oO20OOyOKykw6}Eiav~Bz*K63_yWB
z4`c@m@)tC28(bgEoI`Ej`&K-Vi$f(zq4icaN9A%w%$t)RkJiypVf=Lan^AxCE2F~I
zfK2Xp_N<2=BpVABxkG!v91JDHDe_j|b3D>l3g9-;)b^GgBv8X#7f1=ojUW4C#oHA#
z1&3tR*CHQ)1pan|I)#fZBj4X%lni9qg>Z|l2y@|3j2o6*NvVdCU7^-jx5p*$T!e5F
zWRRIgQ+qDKUA!=>T<f2}K$)ZRHvuSR(R9rp?EKV{m$;K?{PCWWgHZj20B~mP9&o?}
z;XrVl3Cp{ArfSPC!_0Zz2$z!x-r*8LJH3V(GWP=B5gE#A4b_=>IN_Bj0=guyM{ykt
zrEo!Zp@K)bTVKkkuN{V1EWx#)AOW)Kqf!wIU_=F|Dix=9D_wl?&F3FL<9~yICZp#)
z)f3XvVIig)`H^+divZHpOii`=41pFNN{0}7X7~z)gGJqfsARsXVTwO~(SH|xFtE5;
zD@A9Gpt(+*W#Vxql8?wzniu}eZ$wbiP*9VYzIa5Zi?1=te(yl_?H7vc)Xph7?P!TH
z;e{(N*!H1a*{7mPri~+=tDl4-C<J-O>x#kLAP=EBozZp4zF~w6V5b_xa_5jntJe3&
zu+#oex>MpX<KF^TR4gWtt1RK#afhkwfOe%<3*aqFr6Wj``2D(YLu)T(fY5R3SpoSi
zFfYuq*yhVue=~GHECM7pRBFNAII+(`&6L-6>IP^{0#r0%Q=1F%I2}96Z81y0oS*dr
zW)gr-+n0U6Rr<svo$osz!~a5uBjQJkdEjxqEdKZ0=k)NQY`q{g<y2|$S~%zYOoz`K
zrM1B99gO>t5;I@z-B!BJD3y&Wvh)_=2T%kuR6C~x_W%$7L&H}>lb42lpox(IUmqP6
zT#HB6RTC`<+`FfUqTN2O<bU*vaE=?$gA7|mn*^q6UHRxs{`UPiGB7}?CVk&~3JOA?
zl}(=|KHmL~!?@n?SQT@lK3)K`h!_#*@+Qb(jEh4hT7ub1C)Xl=H*`Rd$T|Zw0#oH?
zuKv18JzEJF=Ywo^binzjzv&wQE{9+ZZ^C8Ff<R!8@W7iIcyDH+t@&&fkDu??+Cg4k
z^}&rk`2Ae}?=OGv{me<YxaD|y{RXCJ!6}Rh<{?A{qUrTEGvMpE%_!W3MB~QQ<)1<C
z`Lg^jbWZ_pHR}|p8Frt05o)AK{gNU8ck^l5LnNs2L32>Vv?!HSZc)kskhZ3sm!f0R
zHg=G9&Cu1yD|Ei3!I#!ag|lbRZg}<YkAKizioL=^T<3s2bH{0GiuXBz`hauGColV0
zwd=M0*Bl}NNKzDPZ0v8_&KYa&Y?9259Gr4BTs!SV8A%#g&E}Q|#1-3^zYD;8r+Lew
zVzvTB$EKMI`}PClV0}q_b-#F0H?sq12)!eOs0E^AHlh!Pe88Sl7fD1&N)8xeFd&wA
zb^}>x&f0CQAXlp*KRiSxYNej8wDky6j*Qsa{^&JUeU@5Tn{@{4{7v!JnAe|VN5Mk9
z!1w$a>acis6cZbUN?sUiX%V!fmHG<x#94kY0R1^Hp_Bb?^Hqu@oFno;S4<OwgVNtK
zmuJe`FaU<Q9&#F2HznU53%QnPvcdu11j{4_Wbv+(kn)+*cvCKJ{)Z_obG}tfq%af(
zC?`BP)2+*I-uA<+!5d0}eZ1c8*y<Shrj`t&`|1vy<I2v)#a36$@Bswl8om=;x&0#?
z47#eRq#9C>743hT0wyYW<c}(9B2Pj?N(%$mAZ8OB>xs%twRfBDddm^QpR9$WRUvmz
zDWlZaw2#i6y1_U=12DWIzZv-YoAG*Ht#F9lHg4&FmX^FAXjX4y9$$O9e!+#fWXoW|
zCPo2d{m!!!ut^NO`v=xnWtUpxqfq=qd`!D8N#Op5HwE#4OX1dK9}FCa<IlHG@KNwY
z+n>tUNqEGT(&C#xYFCn9$wxtVr^EtM)gOS3r*P%B9%-u9S9tiFe=AbprN3VgQx`D7
z+qzp_@(__f3Ut{xL;}d}r#p<0?$^-5Wh9Wr7r7rSrRVid12_M}GgQ!&d>HcR{?|u7
zb5TNgAq~G2g4E#UWfM|s5eS=usymJ3<cXTKNME7L{L4l903Ycp*<ydD^Pxw>nP}vV
zha1~4XjS&*Y^gOhAJPFs$4}zaz&q6VVG*(r>n1WejrJFhbLl~h=DMrf5p1!T&Rscq
zB?%^V*r-+TfS#Ia`Y4((7+s;b17@1xJ26}Vd>&{S=5wKrNN_T*Axk0=Hx`8#4L?4e
zDId)uxqcW066Q>IHCL|EUnes{N%tPZXmQ2ktKNV`8fay5Vnsei4Iy_bMMa)RM&Q6H
z9guq1se1g${XF!6mt!CZx*;pCKK!%eI@L6x+ztJ@(-D2HZz5RXPSuZZi<Ih9KgLrl
z6<0P53YPsbSbySKZe&yxTo=Bz6RZGJFk8A*(rA$ov@o*pSBT;<fjO|HLqZ=sH*JV(
zdFSU>#t-FA3lx9cg7Cf@b$5}b=6R<txo*DsSn(IyjF4dt{r!pqmwl}1`X54l`9DM{
zPFHMPzl;%sRah&n_-g<4shxnOh3<;3!M$ktfZKrQy&JS-K_c4t^V=;#g|$2CC{Vl^
ze!b;&Mk{50{sB0obOVvM_R+U=w>*t*=DTRlDEkol8>EFM*;E{2cZw|8x9r(ST?+Ys
z5sRQV%3!*H(<+P-j_nP9cMa)GQ#b>V^_NyA)@qwmez`mKwys9u)(jOy%rH}2|AU&;
z$T=Y76g~$8KCCU}i8~^Y)$|^3{YJX3S|t&j$AUJC%r1d|Y?fo%LVsz;e!R$r{dh>a
z;XKgwqEBkQE6R0xjOGOMpD(Wvtwu^;60n1g{7+(S1&ERF9Y9aq$pZsSyn_u))xL@J
zzP8va(DR%?PY#y)f@d8L^vKnvwLY1o7EX`3!Pcvw_&bDE9yTOx;c3CrrycCD_D?tO
zXpG%JnZa(c=3}~qFz$+29cvP(veWsWIA>Vz`bI4B-4QM^4ZeAZ8p;;O`pxXNq*XWr
zsZS1-Z@<;8Lu_{5Z}wsvg3Fsa@dsh4jR_xYo~3nziOZ53%SIyLa;w0KRDHyzzx0G&
zT%rU3DHmRH0uyH^2vOFMKx4Q-FXX6_<<@wGly>0#@Na0RE9H0s2G<BT9@!JUV4tPq
z)|vG-&b(eHW*VVD-@}~Y6+9%E!lVl@NzL<5XdIEUDnG6SR_tc^0=T3*l-KH_St4L?
z<;j`0=rZ})8d^wA@sCjMQtnq)+K<ajpC1~bl<h^k`(;qNz6buCwX%>Dp?7k?hz0g+
ziD-HHK0AQgh`|Z8LM5jMTZLGN)c!CWDl_Zt<O)|*WSlH7?J1$(>e$O0$cJr%xvsrq
z+pfEzutL+AiJOzyhL!&#<`+_N<6&}H3r0OlccE({61Wj{D<6Qs$qzt0YmQ%9@KKyf
ztjxCh#yP?N4um^n`E~Q^@B4$KgX7UPY)}BA#AcY#6eCy~lhk&We@vZ?TM8*3J-<c)
zu!b}`;GfHC$#zD}4}TFoU`C1?!%3iz%yM08di5MP$#P+;jRs>`h1cKyDh{k}l)G4Z
zJEw5-JEok!7nta2ov5I^eC{icMSl9tC%A~=Vz=@lYg7Ups<#CTM5dPvVDQwi?t>Lz
z?oaT&7ZYetzRWFK^ZJ37LxwpaPq+*=%(+TKgGlh^RPp-HW?J3*?MF>bP2cMsOr!z7
z3YS4iuF+jIfGTH}JQeYLd|od$0lv-!-ggMhom!{Af~b%-egt^f=cs%?^!KJVo+zaa
z)~`%A<X6@_y>c#A8F3YVJ)DXEord@~1X4N%^`8o~AkBFpkR+n+-XXpTS3XOdf9m~5
z37QxN=}1M|O*!(KPMjffzyXS#?8$U}iJPb=%6bm(&t4foPnU}xQo?;Dl$4bfPkLr`
z2xgt9Yt`GsETUMn>U?gl&NJU{kBy!6$1(~{9iX71Mz(;--|fkr%XMMnJ0@*^=7em&
zXHyPLA=0lWW=L*gAJXsSI-N7Ast}b~b3GK_{3e;^IAZNrO?q05{1fMf?YiawNph7X
zwPyB%Z;hth@UOFGp%IbCibQnyipTjH9Ct`)*yOCVGiOIf@{NqAtbe`Hz%bMQ#T5aL
zY@r5<(iNOOt5PtY7!T#a;=vjsmkXZhDSVAqbw{N)i9eKseaQ(gwPGHX_*H6*i>p3V
z1q=mG$rY%oi>61V@4iTyeT#l|u^N%RVltj1b9BD!{cUnmdF~cW6<<klUTUu#5e&7O
zugPDOk&%#<dEHscnz>(GZEBva=oA!)k3qE)NM1hDNNnDENJWwoZ&M*^lr18Z%UZ;`
z_i+-MO8FuCnYi&2tyXl$z5evf-%n;XNqe-6%z;NZa!0D+lH5O^uX^SM#1RQnorVO0
zecWuC7Hvn;@om+7+wce&{heu5+~Sg{fyUK*NSdgY#wNJFoE5ATc<Xb!VWx(u4nM;i
zyCu{&5x*WbIyfkOad}Dk<Oy6LCi&~d2FH`VQtifP;5D{~D<Tu6x~<<^dy;`WU;5T;
z=?g0A6G3OXTbh2s$09Z*fti&gmN`G;ny<NM$WqXctZ}y`$ku$X#MrY}bjGxwUT}L|
zV1DiCZp{COvh+XjKg_v~xJMj(9hxoB7XmFGfKC=oTnVnr8$f3r1KVq+dDtAEbP;%S
z4iua=Iv;%bkRc)>a*iMt;B|8;v8-CGk^S<ZN@DOauE^-!gXqwkpRPS#r1A>dnZU7U
z#$)^WwJQHf>J6Z(KO=_+vFFAMdY!~Z_fNu^rMx5}Tsz`hn+Yi0klN#O{`E)$C}kbP
zub9t9%-KRtyYZ*Z!07LMF|AR1kccKy@ieN+L#JreYl26$S<@m*3(Wc=!IjtWBm4gU
zio5P`xVLUSN)RGA5}iqi2w@Pt$I*MVB)SkS%IHKdNks1@7(_2Y1ks6Ti5i3GCHiQi
zgwfqSIXU0`zQ1mHzWdz$&+tt7?Y7?auC>=*Ykd(-Fx@h79I_!awQ^LqIW;;1Z+T1O
zKYQkHx!mFVzC~ju<|59Rg(2$9{|WD34sKvpF6a<jpC=jSNqSv!U6%?_>yE@dBQlT?
z)H*+6gl#HN8wjZ(u(`r6dA&932*Y;dY`!C$b%MK8wCVihR74IMh)BFzB;_GrRSA8U
z6;drtc9+JK6!B%?hJEF|)hArdE8}pBZ>^#$4X3B#1MwO0doIqH6}z4@*hNITJ(+Uh
z6Uz;fqx#yhl5MM(&wuZ$ArLC@;-GD$PpS=ii6nx!CR>n?=b265;Ns#_R6}Luo-d}M
z_RGuQxVSjtgr2$C{tSumPoM6amyv3-77tLrYB>jo9C=?(WaL;Rj>^7X%<}6pClcCF
z{<9$d-UapyP_PRMxh0m$Iywn{WrDN|Te3<6DZGd~r9Cd5HZLn%y$=$H>-NG0`fU=M
zSKvJ-q#^?sm_6s^F1pMTyPBYWNAy4)X1`8KXr*VY{IsP!XJ1<9eY5VIzg1Z4W#bNK
z{NILM;jK{H)6dOO6*wd$5%u-mBS>v+G;~`<Nh!9up{`B>IpF<Zq-5$%uB4<SkHx6H
zQ9w{>Zn9w&M|5Q%-jnxn!7q>=cSXKn(Dt2O%yU+(&-}j5UNmu|_x6tt^jb|V;`h#Q
zq}Fj-G}g5H%@qfPxNHynUs6{tUq5s!Fj~tl3k5UbmVaK;n*NUn7_12V2B=PuwlgZy
z>tp?}^z@4yDq8yY?D^x_mh?3H7))}rNuBeB#Z28K9xkqOm5F|$VHvOE563_g4~Z<Y
ziL3OFIDMHrRHw<GZk<scT>65SX7gU!c^kqc|9eUKVs!Rwo^B!9#_m(_HKAOhv)nf)
zkeId*G<2h9nu&_)VfGoaxEP_p-1Ff5YJ;a=Vn0h*sYdSV%sW^ToxW1EoYP6j*Xb6W
zSvrY~!nQWWzf|5+0vh@|OqR4X_TS&pii?Zq&MPWJ&xrMT?#y=}F-#I(h2O+Bci7jX
zS!Rq#u6c@WOp{7loGE8{EUquVE_`2cs9-|*@FAHLlUa+WvCd}2oz3M>!M}X~|M>0d
znwqYX@@5VRzoo=S5h8LgxtkAh0gtsFDZaioT3&9(UCp|21f{Tm9xDb4?KDnspFY+y
zVu3(^7Kfm_H9Af=J|gcOolt<gFyP-d!lt#|+P`Qp#T$xFg0Kv|Wt!`fr`s}ipftDl
z!G`omvF>2D90@k-<;lUO3<{aY>$0p`-B8FL)n7*B<sxx#CW^c7P#QSxyQ>$rv}cxI
zNE9Y2T33kFP+79J3O32K4Gb-5-06F(_`>`yz}|ooUAj0@btLCto^`O`zRZqov?=Q7
zH*0t*3FgoXth1Y|YdgrayMrpoG&?^%dfe<I0+c_G&!OWl<$w2~PD6O=l_)_!->dU*
z!_GJRQlC&0Ov0;Lu@>t=3C?PH>DiHWKE_Qu6_u?ZsbB5*TRJKxyBD;)qp_()Aq6EY
zsX7Op#RPtalGsc)pgrvbPu71((B^NEm`iy1w}O7NBn?7TlbcTt4-2QS*ONs>|0`nu
zr#=<@>#d$YI&bIFEWj<_fY8am+v*c+Aj#h?9DBL$@21Cq4SM|DzRds1_5D|eWT~(o
zgumMdVQg5`?-tvE4HEggasDcA_xnpvo&LWbWnSV=s5+jfk{pwm_%bGjJcR|J&gNTF
zQ32?OEA$t%{Vm;ph3ozc>RBhVM)ZL%&!N#KoKk6g^3dS$aFUIU4bw8fpKkcZ3jQK1
zIUrE(pJ3v5-0$zVl6VARFc=XrF-KCSy#)`=m5$x`uZv6lFCxRjwEkP2pzd1U!JaVx
z-Tt?$ql>*!`d9lPoX-1O$ATsLH?8TC%j&nAstD2RKYsiud|bf{f<AM(wI2Of+0q%9
z6Mc6&sF5f6&qj*3x3>d=g8_u%^0=-(kd>D&o|fo#TK~=k*pIURXt7Sw=Y{MKKnCfh
zthO-KerF)9k@b$lOk*fWGWzIv!^zn>C^?yWZKNawGvhrlA00{e(SGva8%A|2Sy<?X
z8-uVTL__lER(CQtnV6WEr<WHtLHgktX7&jWjW8#NsM9<?0V&-J=cR5Xa7r5(=(#`g
zhyn^7a2nipTZa0d2Fgd$wE`x2d}VE-`tHHTcpI;_lO4>YIRf2s!PFK)rqGuv@WkGp
zOTxrQKGw@TXLP;7Wko%LPJnoSeKaI3E$wFw?9Lq`?v~SgAY1#ukLQrPcv5fKqi34D
z&B28c3<Kr4kmhK4%Xt{Jv8S{br=$;<mY41AvZ&k}?Ch5Xo(+G(R<I8sD{AZNB4lT0
zCn6z{c}aXd*IrXoQ`l`S!SzX%D@w~1J%eb=x#xr{<b7a=f~N{A3A-#uOc({_5z2SW
zmNomHC{v4H9Q2E!Z}9W$BsRzT+?y%VW<$ODQ&I8tP9>YDDBYtnLuq$+K{D;j;h~|i
zu$V1{f}tl{Q+3D%E`yI*YH5P3Q)2obo?g!IT4T52Y$wHc!c(6zB&RN(KfC8RcfU7H
zD4J0D(!9iAjsls@hd^QY)vH%KcNV(x_V_96#u_}ze<G^f5J$^t@cH%fmL!K>w~a9h
z6bd!g_`LFGYDYM=id4L^pI!6u+TF(e?*<sV*?PAUR|kc)h{)P9ig?!-;EIK^&^0?d
zyZ8PVeug05GjT$hQ3F+9n$QaQSsGEqA4{pCZpBZgYMovs-hD(@X42x|=;%m}7G}DU
zc(&68eMN2JGf2+Jh=89|+m2pwTmPQeY5gexr+7d5$}6J=cUmM8xg~Oq&$2hBvq1ID
zy;twvaWZjSx1Xp|q9fTc{$n;cC`g!z!*--Nk)LX1AoCH{q;Ya`B7j1n!IhPjPkyau
zrtitYPKr(MM73=mCO$JWQ@VV#WSTLYMRLK{*Ef$hMF?)(>^pzj*VCgiQDf0VHF9iS
z1hPKn?(sOCN*%AVEV%DTKF3UZ<ZUvFx$9I%CuL=gzM&U#NH_pFe(BW_q83xlRs&4I
zO-)U$LqkK3EB%N+)|#H*T^)P97bG<6qkU|^)+yiU-@aGlFs+|`_7VRQZ5p3dKaHsC
zswtRkm*%~IpFdsOwtuwcjUJtx(BI?ZQ`t5#rK8!&4ly&;IcfhIc*w%m$-%-Rv$^%n
z_cbJ)Cda%hYUi-<mVkgRUC7*=DGEO-P}APjRHs2cg63wEMtdLQJyJZvs|lTUy(zrU
zJUW==<mHvSTD<nxFw+;u>*XpZ1!`#z=Y1<(U6y-!qaxJ{dTKQAiE#1o^3D{ZnRH8|
zlU7^G_!?YM%$paxJ>1YkzvI)rf$+NIq@pa|05ED^p5mRuh+3-M?d=%j24KsXq0-pR
zqcoW**>)p{X=!PZ&I(ATiUi~LH8o&msBGukLxnxI82nB_K1xsW!Lz))JSCM6a<Fx)
zjOVXHzT&^ufz_#OzPdu2?e4)D_hsSWPGeJ3coVlPT%Y_c$X~1lYj129k*>7t%k9D#
zlqs+IUJd<8_-BjX+17YwgFWCRtTRH)+P9FJIwcR)ynHq%1gaZyL_R+A2zbpDO?0rB
zF&6q_F_#Mrxb<s1Tb>Vhorp={QxM@g=YMgMd2Np35)V)-pKg9j!KRU~uV8^a?odkm
zQm}|dmtzxLw+0jDosKXQCJM(I*Elc=I!xVJa;IE~H+cN2N@lTws&%m5ZC$yJvS?Aa
z%uuh}h)Z%0>`Lw>%07di3R8A>bc?SY|3tO@V1F{-bo2GX#e38J3iB>NR)3n#``)_k
zn*cL9Zmu(tyE;4NBF=ma&*m8dQW$xpz>ck2rkbv(2y@+<I*PTr`(Wp2qjDfOTV?*1
zp&?Od7jpnehmFgAB#?Nj^l5KEid*+mhNQ13S&O{y=}y<tL^knpt<yp-H^=kr+PE9U
z$J5-Xi?IsxJkx^!96Vuhx>y6(&`P-xAQD!6sjS!auO$w2kcv3T@WWv09L=|Izh~DA
z!p)M!DGVu{gK;mC42q7VPl^_e>RpwN&$EIao5=+W*EG1SM7gqPTuZ!}O-MPKJ-?@T
zD&aF9%H~;k{!#@Ms+v;B!3I<Bup0!E4+IeR{gXBV)MrJV?rYM60Ra$Ha3Qc+#U(io
z4<_MGbDwb7P5YL@Cs>jM!t_S01~L*kE``%FYv-#5mX>l!V&yUt%Aq&^r}pDIXI5<C
z3R*r(MYbWckJUu_;jB?@uSnYf@`>=%Ii4N66)9H|_3}P0g;m`028<QCF$h$}0zmn=
zV*c>)ZAMYon2+(InF61|g$QyeG!vd#ILv9;PQv_2ej+A4ozvID-Q91_Mb=Sgu9iY#
zYN;oA2jHf1G@Dv#`&S(dI9iDf4FeT3=30a0mMz#<<I`*thO2FcZriBJnm*}@Vno`-
zJ}lK&YGvX$8Yh7I9lmuv1)hZdwsPtDMb%SA%GRK%DFrjZ`Q4?Syfez%sxd*1I=g(O
zFE=*qY$D{N7})!G$c4PxSJW=f&tel3StV}oho-?r5$eQ^PS4Yi%?ArLSq_hmp3FA;
zYB{b97ilA{Vp60hKH3}DJm*P#7j*$g8_VQzj6xv(8K2+vI%KCPCnZhCJ3O-_&U+Y_
zMDvneXF^Uk9{2LP!V_|%ERu<rUpT{hW!d@fDd#ro5T_o<aAkk!{nid0?BFCrd-P8z
zOy@W^ZU}tLAQa>)6R5P@)Z2PfJ%je1t?|D|_hRf?SSu-4&-6XeYi@b^HSQFB_>QFE
zJM@z9upHGw%uSiytOrkVrrk!3EYMm;yC|}dESl-4;Ul8vX_o;B)K&u;=AAqymy3~=
z=t&u&uask96}E&ST{|Oa<3Bn~r_#fmR*l+?T?gfCK+biM+WSM##y?oJo$2=_hgtCQ
zMeQo(l#`kG9a&^30cXuRzg2%a!;MH<d*1uUpGmkEubrgGiMp)~fAFYw1}mPlzMTQe
zDb&4k#%xWythwdJciJ7&yqMG`)#^TB3bTuA8i`7jC#&wb;eG{F2r?dyj6NP6&hNa#
zU?vEkNe?E_BxHxFXL`<ue((sDczushXvWig>opyM4;W%*=tq>HBtt|G(4zO~NS}t`
zyaLL9`DCa-LujbDUzX>l`XaMhO8#{|nec0!*@ClCpkoPemaO}A*-86gJGhYFv<!NX
zamW-J{*9(~#>w$5xmwS>H~R-A`DiAiZpnvdE?nLIy%`c>T*i&URxGkv{A;c9-}u{G
zipb>fIsq;6tC1e05sx(e`037Y|9NO@y>-@jsX>hoBi*>(@NFLAkQnAmcj(O96Apnw
z=8X>0o;5pA9IJIQA8*hSaY8mW=-E@;;QD^ORco!h-$GL+BA*h`Cxd^LdDCOG(~tK)
z^|MRhKBH!iP`gNL#<Lx#?dv${=Ft)#mygY!?~Kb2g&&XbdUN=>UkgM&xRRvR3`oK<
zIz!kaDsTf(DRh;jrAf$MzgT&$#EWA=_l+^b8P;wcIkJcp&d*y)c_A{ghUr(C#Dz!Y
z=y*&6U@M@zhu`a5Rz7&-X=Q)6EzQh6v15of)8oa9Iwq(7bFf21)<`(jFJFDQG^!<1
zACIKt19O0~$UF!Da;hIpE-ysW@lD&ZccTuQi@50p?Y@xm<w%=f;duZxvosi9B!xHa
zKg`*8>it|jYCO4kLa-0>;uJsGs66t4rS<@s&fhR9_QuU|Bzm1sJZR$%4AD9Vi`-Lw
z_)O!*^n42ymwtkn5H+a^ajX`#(V)4!M*5tbvcz@^t?1xWcF9@yYlr~=Jjdy`g{;42
z4ZoEkgzH_tt(p=8&mlRBTDrn~T_E)f{-x8N>%oMY57{iWuH)c$QwERT)LP2)-l{`<
z_uc)<hWg5u*^3Fe%BbIct~-t8QFp{{Ssrydg_kYw)ZOl@YL<n*+}>^@TcK-yX`OoA
z&D)${>Psw(%9Ko@)Q%CQn!ovbSSl{H1^XCZ(a(*ifL7WdbCpOhqB>dM0{u_glO5Xo
zDG;y8Ma_D5@oU{}t=J?+#vt2JuN=7vK{Yn@@7Xi9jhI1ec1uRtl@{HShf4u}hEs7N
zt89jxllAAMvb9}Kr`tmfdWj=R(usCuC1z?pBlY2$uouo(=mj~OF3wL-iI0qxtPpMw
z9kl)^+Nbyyb>-D0yroG~lw*nCD9k)B&HZTJg_Gcqc|*?rp?uXhaTo3Y<}>j`cs;$k
z7(H_DmN$ObFe=RzhB?6)yNUo|tdrmU{E}pEMbB_jmP>MNU6k+qVRq}rkcJe(_SV7r
zD7O@w<)@B_BT(!@&&yG%>vkF3jJ)AJAVog(nZBj^)!mqdiXDbjaE3a!--MY-OGY?%
zvy0r<?<v&Gapt>yu3(xVj|#6Ag`jIy5$*Xk<`Tu=j*yD$$Tb>!FHrbNiIPpd7nOJS
zQCY9_V9Fpp%9)q%Dd4|FD#<X`4cg)IRbmEG#rYFfE!71V*ji|3hX($X8Dd;)DJ;An
zI8vA1h>%cmei0~TDRf*xcn~uua0ZFUai9P-?3rOaUk9XlAeaaoBls{a>Q!2*Ib5M!
zxy+kFJ}#BOk{T~Jak`S}pTXywZKJ{8O(*5oIFaq<gE$)2)>zsLO1bq1&Y*BhRDcbB
z&^$cSIZDlkaKy`pAD=Vbsgw4q1|>9YwUj)V;3mQ1d_huS0Vhv=rR8L}$5jYuS<J&U
zm#}|uD41Tuz7{eBYGPlroblyxz-vG^#lPhPSziTgzrXuo^)-&Q!FMWxmXD5Uv`D)^
zCz^`$aSR5XWZ=N={Rjd%lp>12g*+%8HSzbYSvU6Htk(GmBy;K0N-&w^<AX8?#1V2C
z`-!l&t74o8AUCK!p;^_*kM_1z=U|f5(M=fR`nezy<#8zp<a``Eh&z4YBkAD6djhz8
zIBIQ#uX+I(FTc;>w$=eDB*0$~J7Q%%yRrA_`NnrGB$KM`#_y3biF-y*dIIx68xT<>
zSfEV(D(l#K_svwG#G0!BZ<UXZbUpNJQj9jKex^&uZ~ee;W>5i&08}uZirctxXaNwC
zG>4}B?>-lALzpIt1fSWNKS~pVtLG?0t8Y$Jt0*uy$%?L|yC8vD$NWIxK;}%vPP1BY
zA&?DuKrM!rl1(yZp06N&_Hef>-nTvk^xj1~pMpg`Hz!K;Sq*xYC0ac0wt9NXRjJc$
zhA}&!5kVg{y?zcV3~h{84k<u=697|~Tzw97sfu}Lgc3r`LmiLcieky5^8V<i`LMf4
zP-e^JKA)l6h^|PV)W_%NM=J%ONSJ_K4%pdZ_I$V%65a>BEehzFrajfMv1I@?L$m%D
z2w<%*UEo0OGxC~Wg9K>F6`um=OSSAv9Vxsyl!07j2{`(MN499X2IO{#5b6_?uaTJn
zEY1?wHd3KnU==RUS#bf*_f>iXn2^gW?|@$;5-KHmc7B3JRdg}gdK&hMbK$0r8hIFH
zu<D;0x{q6k+3#)E%=Yg;U?~&>gW>l-KjjCUztI5z+{qCP2jZCZYikt0l?hp{+GA`O
z>N*2XS=#glK2SGGoYG}utfI&pvqjotZcwrHg(bSTQhv15V05*v$!lMEp)+#QMh{<4
zrgwLW8Veca^yMb6O`r8jo`D5N0(-AgWAYMYZjKztLzWHzDnmM9N7G|~#Y3O~+^*_3
zu)%ZF9O~IU%4QMKQs=dA1Bc2cs%+wqG3ZRZf>?r<lE*bAlp5l^2*=NtQC(2~se;)B
zz*>4I$3}qXGXsusYk)u)7;tkSkOY|4GS-|+|8C50Hen!i44fP*lfXI~F*M=4_z?o7
zD_#HgR;F)-!KIhiX8n8V1?C)WpY{VhcdTF&7vkt>-HZ>pk1DHMP8E0gIr7M)4`+aH
zK%8%MeF{1#;^%R`UydgwHD_u^2?+@98mEUq^1|!W2YGCcc9%eB{3h1z1|5+~Y)b&T
z&w$3y&bI>FnQVIo7qYE!gNGP$--w3SOtx%r9MG^-HyMu+a7yKK(n$~J*ROF}=)`JG
zaa(>muFYs5bt{v=j@%q|2l&E`9p3OuB3FlrDt1Bv;51rnlJo<{tcdT~8><W@uvKjz
zGYR~eqkRURoCM6qI8pbFT9XsqUe(A~4<L|JmqK1*$fujAI2D*u{B1R5a0cnWHePA9
zHdzDDu%|Ox1&f-jF1A_4Z_%A_=7#{z_(d2780Nj@PHRO4%K;nqHPcD3rk_Z>T`=L_
ze)fVDor@80ns3MQ$>9QxOyKE3@&mjwEO-6<;xY;-8Z|J0Y4j*K;+0Dk^Kby(cN6^z
zGr3ejdwnldUNRDRA;`X<A&~nbsrG=Ydn=WbVqx?FG2g!xM!`@1UnBMZ<PnOxdvIj3
VsMRP3UIBKvN^<J5Wq+Cm{Rg>06{i3I

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/red_campion_classification.json b/modelling/data/abingdon-all/seasonal/red_campion_classification.json
new file mode 100644
index 0000000..598d003
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_campion_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Red Campion",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "broad",
+    "window_shape": "sharp",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "broad_season",
+      "sharp_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.135,
+    "season_end_month": 9.95,
+    "forcing_peak_month": 5.16,
+    "season_width_months": 5.815,
+    "season_midpoint_month": 7.0425,
+    "season_start_label": "April",
+    "season_end_label": "October",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.963,
+    "DECAY": 1.796,
+    "OOS_DECAY": 4.592,
+    "POST_PEAK_DECAY": 4.028,
+    "POST_PEAK_SHARPNESS": 3.958,
+    "SEASON_START": 4.135,
+    "SEASON_END": 9.95,
+    "SHARPNESS": 9.054,
+    "FORCING_PEAK": 5.16
+  },
+  "fit": {
+    "score": 0.037
+  },
+  "warnings": [],
+  "summary": "Red Campion is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to October, with a spring peak around May. The season is broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/red_campion_consensus.json b/modelling/data/abingdon-all/seasonal/red_campion_consensus.json
new file mode 100644
index 0000000..782694b
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_campion_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.963",
+  "DECAY": "1.796",
+  "OOS_DECAY": "4.592",
+  "POST_PEAK_DECAY": "4.028",
+  "POST_PEAK_SHARPNESS": "3.958",
+  "SEASON_START": "4.135",
+  "SEASON_END": "9.95",
+  "SHARPNESS": "9.054",
+  "FORCING_PEAK": "5.16",
+  "SCORE": "0.037",
+  "SPECIES": "Red Campion"
+}
diff --git a/modelling/data/abingdon-all/seasonal/red_campion_observed.csv b/modelling/data/abingdon-all/seasonal/red_campion_observed.csv
new file mode 100644
index 0000000..873729b
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_campion_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,29
+5,65
+6,45
+7,12
+8,3
+9,4
+10,7
+11,3
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/red_campion_parameters.csv b/modelling/data/abingdon-all/seasonal/red_campion_parameters.csv
new file mode 100644
index 0000000..3376e5a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_campion_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:07:13,red_campion_observed.csv,4.371,2.078,5.603,7.113,4.805,3.28,9.95,11.733,5.65,0.05615334464786834501154184776,
+2026-05-21 15:07:14,red_campion_observed.csv,4.756,1.575,4.297,5.959,1.151,4.3,10.08,9.826,5.99,0.03671582824871091528710241777,
+2026-05-21 15:07:14,red_campion_observed.csv,3.789,2.21,1.811,7.281,5.897,3.27,10.4,7.331,5.04,0.09635234565496780880604610096,
+2026-05-21 15:07:14,red_campion_observed.csv,2.301,2.049,7.077,6.777,9.402,4.49,9.09,4.188,4.78,0.06277689790481092944686698189,
+2026-05-21 15:07:15,red_campion_observed.csv,4.233,2.893,7.314,7.758,6.477,3.58,10.3,3.572,4.42,0.1229335992370550441560971743,
+2026-05-21 15:07:15,red_campion_observed.csv,3.041,2.156,1.961,1.713,1.787,3.2,9.74,2.797,3.84,0.1510437234313336569151307747,
+2026-05-21 15:07:15,red_campion_observed.csv,2.803,0.695,1.148,7.385,6.506,4.56,9.65,9.185,6.4,0.1093988777468349259740352988,
+2026-05-21 15:07:15,red_campion_observed.csv,1.299,0.786,1.392,2.211,3.143,4.11,9.38,12.036,4.86,0.02692735512639850990338864000,
+2026-05-21 15:07:16,red_campion_observed.csv,1.935,0.523,1.384,5.262,4.605,3.38,10.62,13.017,5.56,0.06574763227965196703323628410,
+2026-05-21 15:07:16,red_campion_observed.csv,1.177,0.615,6.126,6.326,1.613,4.14,10.79,4.461,6.31,0.05997723146856522044918807218,
+2026-05-21 15:07:16,red_campion_observed.csv,4.87,2.57,1.767,2.327,8.457,3.92,9.34,7.344,5.84,0.06699635116798422840511440615,
+2026-05-21 15:07:16,red_campion_observed.csv,3.576,2.696,2.016,6.496,5.469,3.18,10.68,5.673,6.34,0.07209040828901765180155627648,
+2026-05-21 15:07:17,red_campion_observed.csv,2.848,1.152,2.865,6.023,6.855,3.9,10.43,12.853,4.98,0.05677298614185511583833440246,
+2026-05-21 15:07:17,red_campion_observed.csv,1.968,2.69,4.81,4.782,7.674,4.2,9.13,14.758,5.09,0.04830431878620338780409352051,
+2026-05-21 15:07:17,red_campion_observed.csv,3.152,2.326,2.891,5.864,5.26,3.17,10.26,8.56,4.75,0.1316152833545480606053333240,
+2026-05-21 15:07:18,red_campion_observed.csv,1.395,1.783,5.888,3.455,6.294,3.46,10.29,10.065,6.06,0.08541670058850853928370930596,
+2026-05-21 15:07:18,red_campion_observed.csv,3.5,2.684,1.791,2.528,5.747,3.52,9.15,8.981,3.99,0.1265685001104834109620101256,
+2026-05-21 15:07:18,red_campion_observed.csv,3.834,2.64,3.19,5.976,5.501,3.28,9.69,11.518,3.59,0.1887936716524493861408852893,
+2026-05-21 15:07:18,red_campion_observed.csv,3.156,2.899,6.957,0.951,8.166,4.44,10.58,13.405,5.52,0.06459897844417161267414104805,
+2026-05-21 15:07:19,red_campion_observed.csv,2.021,0.995,1.163,7.024,5.414,3.36,9.73,4.746,4.16,0.1820004394694819309411788828,
+2026-05-21 15:07:19,red_campion_observed.csv,4.62,0.629,2.481,5.715,4.246,4.98,10.93,5.943,5.39,0.09460791153373719681885113157,
+2026-05-21 15:07:19,red_campion_observed.csv,1.59,1.581,6.528,2.853,6.239,4.24,10.43,5.11,5.43,0.03329496888029384346217344497,
+2026-05-21 15:07:20,red_campion_observed.csv,4.581,1.201,3.54,6.434,4.84,3.9,10.62,9.898,4.17,0.1094220100657733534302186881,
+2026-05-21 15:07:20,red_campion_observed.csv,3.143,1.846,7.715,5.408,3.847,3.27,10.9,3.751,5.19,0.05724323725528832828556838154,
+2026-05-21 15:07:20,red_campion_observed.csv,2.788,0.648,7.064,5.57,5.954,4.67,9.06,2.007,6.18,0.1187458760896568174763992122,
+2026-05-21 15:07:20,red_campion_observed.csv,1.353,1.44,4.847,7.373,4.469,4.03,10.73,12.91,4.05,0.1096176542131383113566851067,
+2026-05-21 15:07:21,red_campion_observed.csv,4.495,2.919,6.36,2.152,7.998,3.75,9.41,13.468,4.81,0.03928980996110662059376541395,
+2026-05-21 15:07:21,red_campion_observed.csv,1.814,2.249,6.665,0.626,7.142,3.16,10.02,1.018,3.86,0.1332622019070511815845386807,
+2026-05-21 15:07:21,red_campion_observed.csv,3.827,2.793,5.178,3.546,7.217,3.89,10.47,2.271,3.94,0.1058181740556049475412694499,
+2026-05-21 15:07:21,red_campion_observed.csv,2.046,2.661,2.861,7.463,2.093,4.8,10.52,7.596,5.3,0.03892525570407413859970635333,
+2026-05-21 15:07:22,red_campion_observed.csv,2.653,1.186,7.79,4.268,4.049,3.71,10.34,12.831,4.0,0.1292467406397352034956084633,
+2026-05-21 15:07:22,red_campion_observed.csv,1.588,1.99,3.531,3.53,6.301,3.27,10.83,10.077,4.12,0.1427078890094273777248053302,
+2026-05-21 15:07:22,red_campion_observed.csv,4.619,0.659,2.299,6.907,3.328,4.78,10.21,12.977,6.03,0.09782324071021400552695819147,
+2026-05-21 15:07:23,red_campion_observed.csv,3.24,1.309,5.681,2.633,7.204,4.09,9.92,8.396,4.45,0.03174310140942386836560886901,
+2026-05-21 15:07:23,red_campion_observed.csv,4.106,1.605,6.719,2.895,2.078,4.24,9.29,4.238,6.18,0.08138341491753699649643482826,
+2026-05-21 15:07:23,red_campion_observed.csv,3.154,0.81,5.802,1.055,4.376,4.09,9.59,5.268,6.38,0.1288293807129532949094456687,
+2026-05-21 15:07:23,red_campion_observed.csv,4.989,1.936,4.398,1.324,8.079,3.32,9.86,7.525,3.98,0.1208416303123619591141233328,
+2026-05-21 15:07:24,red_campion_observed.csv,4.549,0.575,4.394,2.269,1.682,3.42,10.12,2.994,4.36,0.05759068455056475740592751616,
+2026-05-21 15:07:24,red_campion_observed.csv,2.535,0.568,7.081,1.576,6.762,4.16,10.0,8.489,4.7,0.03233272479105774938686833650,
+2026-05-21 15:07:24,red_campion_observed.csv,2.662,2.454,3.578,1.525,6.151,4.7,10.44,6.096,5.39,0.08124551839235095621658206208,
+2026-05-21 15:07:25,red_campion_observed.csv,1.777,2.232,4.838,1.616,7.078,3.15,10.31,7.423,5.43,0.07779662613864311058086206434,
+2026-05-21 15:07:25,red_campion_observed.csv,2.444,2.904,5.307,7.092,2.251,4.5,9.54,14.177,5.84,0.03308377795019215769161625838,
+2026-05-21 15:07:25,red_campion_observed.csv,2.224,2.813,2.924,0.789,9.813,4.07,10.24,10.173,5.99,0.08712095954962025214608137791,
+2026-05-21 15:07:25,red_campion_observed.csv,1.116,1.82,6.099,1.076,7.021,4.81,9.36,3.805,6.09,0.1316529690778622349037076010,
+2026-05-21 15:07:26,red_campion_observed.csv,2.793,2.093,4.02,1.167,4.163,3.64,10.98,2.715,4.78,0.06154849263791390728904589222,
+2026-05-21 15:07:26,red_campion_observed.csv,1.358,2.107,4.86,7.326,7.28,3.01,9.2,9.688,5.14,0.1010651478256669557080333596,
+2026-05-21 15:07:26,red_campion_observed.csv,1.686,0.783,7.79,0.327,8.086,3.5,10.99,6.082,4.25,0.06265533985024533206252035134,
+2026-05-21 15:07:26,red_campion_observed.csv,2.847,0.657,3.776,0.254,9.214,4.71,10.92,5.659,5.25,0.1950227307430188951019962911,
+2026-05-21 15:07:27,red_campion_observed.csv,3.534,1.706,2.867,5.147,9.658,3.83,10.84,8.112,4.87,0.05791629914411238664434123791,
+2026-05-21 15:07:27,red_campion_observed.csv,2.874,2.637,5.396,3.911,4.628,4.82,9.84,12.142,5.02,0.06495228819015346484281543536,
+2026-05-21 15:07:27,red_campion_observed.csv,3.421,0.934,5.035,7.231,1.589,3.29,10.62,11.112,4.13,0.1524582269671948037369303091,
+2026-05-21 15:07:28,red_campion_observed.csv,4.158,1.694,5.821,7.067,6.504,3.38,9.3,10.458,5.63,0.07136062903597372195943152638,
+2026-05-21 15:07:28,red_campion_observed.csv,2.704,1.977,6.048,6.39,5.394,4.13,10.24,6.425,4.24,0.06889974300846383376768791611,
+2026-05-21 15:07:28,red_campion_observed.csv,3.607,1.691,7.682,2.326,8.051,3.52,10.98,5.65,4.63,0.05778327225920275909967227261,
+2026-05-21 15:07:28,red_campion_observed.csv,4.386,1.392,1.879,5.894,1.1,4.56,9.53,10.076,4.98,0.03318712593193936155694883467,
+2026-05-21 15:07:29,red_campion_observed.csv,1.946,1.422,3.156,0.666,1.819,4.32,10.39,3.774,5.6,0.09836374276687622932173606470,
+2026-05-21 15:07:29,red_campion_observed.csv,1.543,2.965,6.695,4.852,3.417,3.7,10.88,14.847,4.01,0.1301221650412064732439538839,
+2026-05-21 15:07:29,red_campion_observed.csv,1.977,1.405,1.626,2.219,1.755,4.83,9.17,6.319,6.33,0.1423451465993600640117770968,
+2026-05-21 15:07:30,red_campion_observed.csv,4.018,1.491,3.886,0.643,2.789,3.76,9.18,6.561,4.57,0.04488829126164042736487890178,
+2026-05-21 15:07:30,red_campion_observed.csv,4.722,2.079,1.194,5.385,8.542,4.72,9.38,12.948,5.02,0.06342395352903057847655810626,
+2026-05-21 15:07:30,red_campion_observed.csv,3.02,2.723,3.696,6.892,9.693,3.25,10.96,9.14,4.29,0.1530000483938885028956658135,
+2026-05-21 15:07:30,red_campion_observed.csv,3.802,2.542,7.894,3.558,1.704,4.81,10.12,14.087,6.15,0.1171391031114985799210308881,
+2026-05-21 15:07:31,red_campion_observed.csv,2.115,2.022,1.108,4.265,1.186,4.88,10.85,14.25,6.29,0.1025142141447563361827492704,
+2026-05-21 15:07:31,red_campion_observed.csv,2.83,0.513,7.65,1.952,7.815,4.99,9.88,7.547,5.05,0.1177223480480114551124331183,
+2026-05-21 15:07:31,red_campion_observed.csv,4.666,1.729,4.421,5.526,9.659,3.41,10.47,14.628,4.52,0.1262597511324342275210618104,
+2026-05-21 15:07:31,red_campion_observed.csv,4.12,0.897,4.88,4.3,1.058,4.48,10.11,4.57,5.15,0.04028490085995969014503124845,
+2026-05-21 15:07:32,red_campion_observed.csv,1.949,0.756,6.431,5.768,5.285,4.78,9.12,2.743,6.03,0.1140359965544207641978925369,
+2026-05-21 15:07:32,red_campion_observed.csv,2.005,1.705,2.17,2.261,4.398,3.01,9.19,6.981,6.07,0.1016441663162647108283495441,
+2026-05-21 15:07:32,red_campion_observed.csv,3.967,1.031,2.487,2.187,5.475,4.21,9.99,9.412,5.41,0.03408803547412338090516873441,
+2026-05-21 15:07:33,red_campion_observed.csv,2.456,2.845,1.095,0.449,4.227,3.6,9.11,2.865,4.62,0.07465527714188301492090865077,
+2026-05-21 15:07:33,red_campion_observed.csv,3.118,0.712,2.976,5.087,9.081,4.71,10.97,9.856,6.01,0.1051865150465985854992636020,
+2026-05-21 15:07:33,red_campion_observed.csv,2.195,1.186,6.741,5.348,8.127,4.62,9.52,14.622,6.02,0.07525954661241472919300260610,
+2026-05-21 15:07:33,red_campion_observed.csv,2.241,2.913,6.205,3.918,7.091,3.43,9.95,10.097,4.51,0.1212938275904311839295252939,
+2026-05-21 15:07:34,red_campion_observed.csv,3.093,2.98,4.842,1.37,4.669,4.19,9.14,3.459,4.27,0.05418957714741821100531128810,
+2026-05-21 15:07:34,red_campion_observed.csv,3.668,1.544,7.672,3.632,2.167,4.99,10.23,9.421,6.27,0.1323486181001807893585690182,
+2026-05-21 15:07:34,red_campion_observed.csv,3.621,2.006,1.692,5.999,8.489,3.51,9.04,7.056,4.92,0.08832111642994984587469066622,
+2026-05-21 15:07:35,red_campion_observed.csv,1.845,1.642,3.841,0.196,2.922,3.77,9.55,7.155,4.08,0.04826348378073974028743679549,
+2026-05-21 15:07:35,red_campion_observed.csv,3.402,2.581,7.59,3.395,8.004,3.16,10.05,9.28,3.65,0.1586556297069776756809815301,
+2026-05-21 15:07:35,red_campion_observed.csv,3.65,2.131,6.912,1.69,9.103,4.94,9.66,12.747,6.46,0.1609341841282256805665944670,
+2026-05-21 15:07:35,red_campion_observed.csv,2.487,1.724,7.712,2.732,7.312,3.08,9.86,7.051,5.44,0.06230563515118049063090880205,
+2026-05-21 15:07:36,red_campion_observed.csv,4.871,1.613,4.258,2.711,2.142,4.55,9.79,5.334,5.6,0.07233787235366682262272176187,
+2026-05-21 15:07:36,red_campion_observed.csv,4.827,1.248,4.515,2.309,5.083,4.53,9.92,14.227,5.92,0.08158068277086110549110676129,
+2026-05-21 15:07:36,red_campion_observed.csv,4.079,2.156,1.053,2.349,8.216,4.98,9.39,14.432,6.16,0.1317279229478249707448512321,
+2026-05-21 15:07:36,red_campion_observed.csv,4.729,0.73,6.796,1.156,3.132,3.79,9.07,9.861,4.93,0.05749911327063138654855884610,
+2026-05-21 15:07:37,red_campion_observed.csv,1.903,1.156,1.737,6.453,5.217,3.35,10.1,2.387,4.58,0.1252935310319421419088254328,
+2026-05-21 15:07:37,red_campion_observed.csv,1.325,2.9,5.203,5.226,9.714,3.35,10.25,13.256,4.24,0.1435849793922362248465825160,
+2026-05-21 15:07:37,red_campion_observed.csv,4.513,0.929,6.985,5.504,8.046,4.29,9.28,5.917,6.14,0.09369588320549523309180904619,
+2026-05-21 15:07:38,red_campion_observed.csv,3.255,2.795,5.407,2.81,5.595,4.66,10.34,10.692,4.99,0.04011384518354212704189499788,
+2026-05-21 15:07:38,red_campion_observed.csv,1.502,2.89,6.803,6.769,6.931,4.91,10.92,11.423,5.98,0.07751867195232781815698460161,
+2026-05-21 15:07:38,red_campion_observed.csv,1.433,0.649,1.995,2.114,2.534,3.06,9.47,9.54,4.12,0.1290778120859281887269919179,
+2026-05-21 15:07:38,red_campion_observed.csv,2.46,1.134,2.033,5.75,9.864,3.16,10.64,14.492,5.21,0.07967049288505710976334373399,
+2026-05-21 15:07:39,red_campion_observed.csv,4.747,1.619,4.994,2.394,5.93,3.77,9.3,10.789,4.61,0.05554684814358070183384428402,
+2026-05-21 15:07:39,red_campion_observed.csv,1.043,2.976,5.571,0.17,6.901,4.35,9.06,8.589,6.42,0.1468345732455832748970179926,
+2026-05-21 15:07:39,red_campion_observed.csv,1.414,2.851,4.56,2.36,9.719,3.13,10.12,13.235,4.65,0.1088073434194965410945276338,
+2026-05-21 15:07:40,red_campion_observed.csv,1.262,2.402,2.822,4.814,5.133,4.27,9.34,7.708,4.98,0.05039310799670671534159241155,
+2026-05-21 15:07:40,red_campion_observed.csv,1.838,1.767,2.104,6.474,5.132,3.18,9.49,10.065,6.26,0.08426401995284950108634276361,
+2026-05-21 15:07:40,red_campion_observed.csv,3.316,2.549,2.203,3.354,6.509,4.24,10.44,10.619,5.91,0.04149203925909694093441644101,
+2026-05-21 15:07:40,red_campion_observed.csv,3.276,1.142,4.186,5.939,4.585,3.68,9.64,6.461,5.56,0.04412448359557622867797933311,
+2026-05-21 15:07:41,red_campion_observed.csv,3.613,0.887,3.936,0.836,2.473,3.68,10.2,13.455,4.24,0.04097681450874609273852121221,
+2026-05-21 15:07:41,red_campion_observed.csv,2.506,1.424,1.611,1.368,8.024,4.12,9.6,9.874,6.03,0.08858103836669292431599430196,
+2026-05-21 15:07:41,red_campion_observed.csv,3.038,2.976,1.309,0.129,8.399,4.08,9.34,5.474,4.96,0.06249130623237933564329592826,
+2026-05-21 15:07:41,red_campion_observed.csv,1.403,1.577,6.933,6.482,9.323,4.2,9.98,3.996,6.19,0.06848329076210134303195105099,
+2026-05-21 15:07:42,red_campion_observed.csv,1.457,0.547,4.846,7.449,6.479,3.94,10.9,9.408,4.12,0.1391369861725382973409538968,
+2026-05-21 15:07:42,red_campion_observed.csv,2.113,0.662,2.849,3.424,8.251,4.16,9.83,8.251,6.06,0.07169209180144409159520972344,
+2026-05-21 15:07:42,red_campion_observed.csv,4.311,2.307,5.814,7.623,3.062,4.52,10.06,8.258,6.35,0.06884779088782501839490963427,
+2026-05-21 15:07:43,red_campion_observed.csv,4.506,2.409,3.232,7.798,1.838,4.21,10.48,3.41,4.46,0.07322115128381147077973738530,
+2026-05-21 15:07:43,red_campion_observed.csv,1.009,1.825,2.532,5.158,4.446,3.91,9.27,3.92,5.36,0.04523042590718008556588883844,
+2026-05-21 15:07:43,red_campion_observed.csv,1.866,2.464,7.752,2.761,4.734,4.42,10.36,2.714,5.23,0.04283560829875107781977809041,
+2026-05-21 15:07:43,red_campion_observed.csv,2.377,0.75,7.099,3.903,2.426,4.25,9.78,14.856,5.8,0.05565329702963671290057141061,
+2026-05-21 15:07:44,red_campion_observed.csv,3.579,0.864,7.928,3.234,6.667,3.8,9.77,7.033,6.09,0.06538390116287660357140009030,
+2026-05-21 15:07:44,red_campion_observed.csv,3.275,1.053,6.714,3.204,7.852,4.54,9.82,3.347,4.98,0.03927938040614914672619898717,
+2026-05-21 15:07:44,red_campion_observed.csv,4.233,1.781,7.37,5.598,1.148,3.06,10.45,2.821,3.6,0.1686957752072216455351245069,
+2026-05-21 15:07:44,red_campion_observed.csv,1.022,2.103,4.873,5.303,7.312,4.36,10.37,12.308,4.73,0.05849483808762689339316883435,
+2026-05-21 15:07:45,red_campion_observed.csv,2.2,0.536,3.844,1.319,9.006,5.0,10.72,5.993,5.84,0.1363892054560630131620093316,
+2026-05-21 15:07:45,red_campion_observed.csv,1.038,2.787,2.178,5.164,4.92,4.04,10.94,3.847,6.05,0.03725979420381769596387148926,
+2026-05-21 15:07:45,red_campion_observed.csv,2.186,2.177,1.92,2.584,7.74,3.42,10.92,4.143,5.48,0.05942422649066575956455833880,
+2026-05-21 15:07:46,red_campion_observed.csv,4.642,2.5,1.692,2.031,2.739,4.59,10.61,6.771,4.9,0.04145507086754299906425873947,
+2026-05-21 15:07:46,red_campion_observed.csv,2.595,1.667,3.076,4.88,8.985,3.67,9.26,13.689,6.29,0.06628485237335176862916764737,
+2026-05-21 15:07:46,red_campion_observed.csv,2.486,2.612,3.206,6.482,8.926,3.98,10.77,11.077,5.48,0.02377490264932708364138559552,
+2026-05-21 15:07:46,red_campion_observed.csv,4.503,0.891,1.148,5.073,5.919,4.93,9.01,1.062,5.95,0.08858133598766414615475812512,
+2026-05-21 15:07:47,red_campion_observed.csv,2.536,0.955,6.221,6.667,6.429,4.87,10.78,5.676,5.12,0.07030828984541574829637427590,
+2026-05-21 15:07:47,red_campion_observed.csv,2.721,2.527,7.728,1.608,2.225,3.34,9.91,3.986,3.94,0.1158082857820457161943219521,
+2026-05-21 15:07:47,red_campion_observed.csv,1.012,1.367,2.582,4.481,9.088,3.12,9.3,3.566,5.12,0.08006673210662954009576433401,
+2026-05-21 15:07:48,red_campion_observed.csv,4.094,2.414,7.85,3.931,5.028,3.47,9.47,1.8,4.9,0.07375214490856257088010761019,
+2026-05-21 15:07:48,red_campion_observed.csv,4.292,2.402,1.299,4.131,7.027,3.53,10.95,3.099,6.04,0.06340391447505473049445130978,
+2026-05-21 15:07:48,red_campion_observed.csv,3.349,2.689,7.323,7.366,6.265,4.27,10.58,12.214,6.23,0.06100690350264727257541163307,
+2026-05-21 15:07:48,red_campion_observed.csv,1.151,1.393,7.059,6.697,5.844,4.74,10.81,8.494,4.88,0.04790381615428567671257123551,
+2026-05-21 15:07:49,red_campion_observed.csv,4.484,1.83,5.985,2.685,1.228,4.3,9.57,4.813,5.96,0.08472316843165633467658340707,
+2026-05-21 15:07:49,red_campion_observed.csv,4.651,2.688,3.287,5.22,2.681,3.17,10.3,10.677,3.77,0.1631890262786402080030910290,
+2026-05-21 15:07:49,red_campion_observed.csv,2.0,2.036,3.419,5.406,9.604,3.7,10.2,13.475,3.9,0.1494285455746964342353850462,
+2026-05-21 15:07:49,red_campion_observed.csv,4.599,1.043,7.576,1.674,4.864,3.61,9.93,7.958,5.69,0.06303585605617099398128767053,
+2026-05-21 15:07:50,red_campion_observed.csv,4.282,0.615,5.618,4.837,8.134,3.42,9.03,11.458,4.87,0.08414114840244681275846682440,
+2026-05-21 15:07:50,red_campion_observed.csv,4.977,2.55,2.694,1.359,1.498,4.56,9.64,7.337,6.21,0.1232537791622146239523955927,
+2026-05-21 15:07:50,red_campion_observed.csv,4.171,1.787,6.316,4.377,6.921,3.39,9.38,1.89,4.51,0.08580818167272733905039822486,
+2026-05-21 15:07:51,red_campion_observed.csv,1.714,0.804,1.49,5.134,2.482,3.55,10.15,8.793,5.31,0.05123902692137017731874743885,
+2026-05-21 15:07:51,red_campion_observed.csv,3.465,1.698,3.67,0.395,2.08,4.87,9.84,7.514,5.79,0.1815780259192379378425101411,
+2026-05-21 15:07:51,red_campion_observed.csv,2.929,0.736,3.21,2.568,4.372,3.97,10.53,10.233,4.37,0.05263723906599979596647870454,
+2026-05-21 15:07:51,red_campion_observed.csv,2.865,1.609,4.857,7.661,3.165,3.34,9.54,11.07,5.86,0.05135940355431716148569160079,
+2026-05-21 15:07:52,red_campion_observed.csv,4.419,1.624,5.872,7.217,7.065,3.46,9.04,8.75,4.9,0.09222324564599807317441215895,
+2026-05-21 15:07:52,red_campion_observed.csv,3.005,2.578,5.624,7.977,1.952,3.73,9.76,8.972,6.13,0.03303675705294602145591321824,
+2026-05-21 15:07:52,red_campion_observed.csv,3.679,2.998,2.253,3.928,2.933,3.66,9.29,10.985,4.22,0.1214169490032136586649609174,
+2026-05-21 15:07:53,red_campion_observed.csv,2.458,2.641,7.319,7.543,2.315,4.8,9.49,3.66,4.87,0.03723477114110475971297791254,
+2026-05-21 15:07:53,red_campion_observed.csv,2.182,1.291,5.231,1.873,7.958,3.45,9.63,8.581,6.42,0.1174738917555476625338147909,
+2026-05-21 15:07:53,red_campion_observed.csv,3.335,0.883,1.063,3.756,1.352,4.76,9.75,12.96,4.77,0.04439552267802807460748450145,
+2026-05-21 15:07:53,red_campion_observed.csv,2.91,2.869,5.045,4.757,5.43,3.07,10.44,11.842,3.6,0.1968002809485263352304131857,
+2026-05-21 15:07:54,red_campion_observed.csv,4.197,2.507,5.728,5.574,5.479,3.6,10.33,14.541,4.88,0.06773173997451800624777045892,
+2026-05-21 15:07:54,red_campion_observed.csv,2.659,1.045,7.101,6.2,7.744,3.13,10.69,1.177,4.85,0.1041422611053725587483040653,
+2026-05-21 15:07:54,red_campion_observed.csv,2.7,1.239,7.024,5.024,6.532,3.65,9.36,7.176,5.47,0.04450466398865568169705288367,
+2026-05-21 15:07:54,red_campion_observed.csv,3.882,1.766,6.67,5.012,8.791,3.85,9.18,3.86,5.68,0.04797085793158730321338298334,
+2026-05-21 15:07:55,red_campion_observed.csv,1.625,2.555,1.859,6.183,2.857,4.03,9.7,11.809,4.16,0.09278195656815387889481692549,
+2026-05-21 15:07:55,red_campion_observed.csv,1.934,2.754,7.273,3.029,3.158,3.99,9.85,14.252,4.74,0.03232314797893449233911865080,
+2026-05-21 15:07:55,red_campion_observed.csv,2.457,1.063,3.588,3.429,2.063,3.8,10.24,9.629,6.4,0.07242632470531946750200702790,
+2026-05-21 15:07:56,red_campion_observed.csv,3.195,2.343,7.903,7.949,7.204,3.12,9.48,8.048,5.18,0.09465988192400201932876745777,
+2026-05-21 15:07:56,red_campion_observed.csv,4.616,2.071,2.452,2.144,9.942,3.32,10.55,2.906,6.3,0.09206284239663211679640065594,
+2026-05-21 15:07:56,red_campion_observed.csv,1.994,2.654,5.221,3.389,3.937,3.34,9.22,9.371,5.66,0.06645726820360438138850340801,
+2026-05-21 15:07:56,red_campion_observed.csv,1.697,2.139,4.26,5.905,8.009,4.4,10.41,11.09,5.41,0.02818797161396492341240815925,
+2026-05-21 15:07:57,red_campion_observed.csv,1.494,2.324,1.092,2.261,3.521,3.64,9.89,1.092,4.37,0.1019788671902845430757993645,
+2026-05-21 15:07:57,red_campion_observed.csv,1.096,0.62,7.922,1.334,6.755,3.03,10.02,4.894,6.41,0.1293430112936103793373523073,
+2026-05-21 15:07:57,red_campion_observed.csv,2.136,1.819,2.855,0.047,4.493,3.79,9.44,1.205,6.26,0.1366483662847616219903829115,
+2026-05-21 15:07:57,red_campion_observed.csv,1.843,2.831,6.412,5.551,5.027,3.58,10.98,7.289,5.06,0.06097744755605902813060493981,
+2026-05-21 15:07:58,red_campion_observed.csv,2.275,1.245,6.273,6.923,2.586,4.1,9.99,14.827,5.17,0.02981100559368010153114875138,
+2026-05-21 15:07:58,red_campion_observed.csv,4.412,2.493,5.12,1.789,4.57,4.83,9.25,13.437,6.17,0.1326887001238463587372908550,
+2026-05-21 15:07:58,red_campion_observed.csv,3.41,2.684,4.386,5.422,3.298,3.18,10.05,3.042,4.65,0.1261422215980150306169266615,
+2026-05-21 15:07:59,red_campion_observed.csv,3.068,0.813,5.567,4.43,3.469,3.78,10.91,5.068,5.26,0.02438684998739650536789503486,
+2026-05-21 15:07:59,red_campion_observed.csv,2.872,1.121,7.214,0.761,1.537,3.86,9.72,2.928,5.95,0.1237365151475236145712285626,
+2026-05-21 15:07:59,red_campion_observed.csv,1.919,1.983,1.752,6.36,7.56,3.59,9.03,2.786,5.57,0.06745179614449343105839178646,
+2026-05-21 15:07:59,red_campion_observed.csv,4.482,2.836,6.717,6.83,9.044,4.76,10.32,5.497,5.75,0.06792457072262783174939823109,
+2026-05-21 15:08:00,red_campion_observed.csv,3.658,0.606,6.056,4.713,2.386,4.82,9.93,2.559,4.88,0.06679522009771066730437648784,
+2026-05-21 15:08:00,red_campion_observed.csv,1.738,1.405,7.876,7.097,3.271,4.51,10.33,6.538,6.14,0.06674244852118378394461345397,
+2026-05-21 15:08:00,red_campion_observed.csv,3.092,2.086,4.087,0.934,5.753,3.58,10.0,3.42,6.45,0.1257354068059401615590318775,
+2026-05-21 15:08:01,red_campion_observed.csv,2.288,1.241,4.54,0.458,5.86,3.92,9.72,14.295,5.3,0.09218163018328256096227758573,
+2026-05-21 15:08:01,red_campion_observed.csv,1.695,2.408,4.222,0.082,5.608,4.42,9.13,1.584,5.83,0.1438654568965501437265950374,
+2026-05-21 15:08:01,red_campion_observed.csv,2.577,0.944,4.299,7.182,7.13,3.91,10.85,11.864,5.13,0.05396350041517293388440695554,
+2026-05-21 15:08:01,red_campion_observed.csv,4.67,2.901,1.67,2.425,8.042,3.15,9.84,4.576,4.53,0.1070732832081507005400584504,
+2026-05-21 15:08:02,red_campion_observed.csv,3.525,0.919,2.569,6.226,8.635,4.38,10.72,3.32,5.69,0.06099973475746733319149290024,
+2026-05-21 15:08:02,red_campion_observed.csv,3.986,2.313,3.488,5.679,6.046,3.9,10.05,2.004,4.53,0.08192371435403936886465784025,
+2026-05-21 15:08:02,red_campion_observed.csv,4.717,1.225,1.027,6.991,4.45,3.16,9.65,2.428,6.37,0.08183643921624747081667503151,
+2026-05-21 15:08:02,red_campion_observed.csv,1.581,1.021,5.227,6.898,5.118,4.07,9.69,13.574,4.25,0.1013460093720764366874689514,
+2026-05-21 15:08:03,red_campion_observed.csv,4.919,1.398,5.528,6.683,7.52,4.46,10.21,14.162,5.11,0.05869900710388709914113631526,
+2026-05-21 15:08:03,red_campion_observed.csv,3.98,1.108,3.953,5.109,8.973,3.06,9.21,7.576,4.28,0.1497750088923404873839448486,
+2026-05-21 15:08:03,red_campion_observed.csv,1.319,0.702,4.845,0.53,4.807,5.0,10.09,10.603,5.07,0.1715599476609282459138848110,
+2026-05-21 15:08:04,red_campion_observed.csv,1.103,1.804,7.756,5.156,2.598,3.97,9.81,2.141,4.02,0.07866611829142579114743219922,
+2026-05-21 15:08:04,red_campion_observed.csv,3.219,2.196,4.76,6.057,8.918,3.4,10.57,6.367,5.82,0.05459076394177652772655993910,
+2026-05-21 15:08:04,red_campion_observed.csv,1.74,2.985,4.472,5.58,2.381,3.64,10.61,6.883,5.03,0.06351351398400390497838192238,
+2026-05-21 15:08:04,red_campion_observed.csv,1.537,2.498,4.305,7.558,1.171,4.3,9.64,4.994,4.94,0.02764220408296220366420794915,
+2026-05-21 15:08:05,red_campion_observed.csv,1.187,1.618,1.273,6.282,5.799,4.69,9.2,7.458,4.99,0.06316418585961674125035485857,
+2026-05-21 15:08:05,red_campion_observed.csv,2.921,2.898,2.434,2.923,5.06,4.69,10.41,9.146,4.75,0.03941486272533131455371306823,
+2026-05-21 15:08:05,red_campion_observed.csv,1.997,2.204,5.718,7.679,8.254,3.66,9.12,6.526,3.67,0.1780842811666153586983170756,
+2026-05-21 15:08:06,red_campion_observed.csv,3.588,2.835,5.257,1.105,3.322,3.9,9.74,10.59,4.12,0.03720058266908064911438506129,
+2026-05-21 15:08:06,red_campion_observed.csv,1.273,0.829,1.702,1.142,4.697,3.96,9.0,14.348,4.71,0.03291861206535494092791005335,
+2026-05-21 15:08:06,red_campion_observed.csv,4.261,0.85,1.368,2.459,4.351,4.53,9.37,6.543,6.29,0.1015729676357048892449863299,
+2026-05-21 15:08:06,red_campion_observed.csv,2.775,2.779,7.424,3.544,2.061,4.24,10.73,9.135,5.54,0.03444366434379608002111097661,
+2026-05-21 15:08:07,red_campion_observed.csv,2.265,1.668,6.381,0.89,1.673,3.62,10.16,11.551,4.07,0.06468662298700469470723547957,
+2026-05-21 15:08:07,red_campion_observed.csv,3.438,1.104,1.484,2.358,1.548,4.28,10.49,2.313,5.52,0.07286158826885913541432500547,
+2026-05-21 15:08:07,red_campion_observed.csv,4.232,2.941,6.986,6.699,8.128,4.05,9.98,13.977,5.4,0.02424057803221915192126432881,
+2026-05-21 15:08:07,red_campion_observed.csv,4.902,2.453,6.744,2.996,4.84,3.79,9.77,11.966,3.8,0.09760619930988280447166631399,
+2026-05-21 15:08:08,red_campion_observed.csv,1.681,1.13,5.443,0.343,7.422,4.38,10.26,5.787,6.17,0.1473899476363380824812434881,
+2026-05-21 15:08:08,red_campion_observed.csv,1.369,0.972,5.065,4.387,9.486,3.84,10.6,12.519,4.35,0.07233813612906706998056674932,
+2026-05-21 15:08:08,red_campion_observed.csv,1.505,2.777,6.586,0.425,1.145,4.91,9.61,3.483,6.07,0.1671789225044642897661893464,
+2026-05-21 15:08:09,red_campion_observed.csv,3.273,2.851,1.139,6.109,2.268,4.11,9.26,9.771,5.8,0.02821201464046981070612703746,
diff --git a/modelling/data/abingdon-all/seasonal/red_campion_simulated.csv b/modelling/data/abingdon-all/seasonal/red_campion_simulated.csv
new file mode 100644
index 0000000..8799a6e
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_campion_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,4.02222E-14,0.1,0,0.01,2.86883E-14
+RungeKutta4,2,0.2,1.30463E-13,0.1,0,0.01,9.30523E-14
+RungeKutta4,3,0.3,3.63805E-13,0.1,0,0.01,2.59483E-13
+RungeKutta4,4,0.4,9.84410E-13,0.1,0,0.01,7.02127E-13
+RungeKutta4,5,0.5,2.63855E-12,0.1,0,0.01,1.88194E-12
+RungeKutta4,6,0.6,7.03500E-12,0.1,0,0.01,5.01769E-12
+RungeKutta4,7,0.7,1.86780E-11,0.1,0,0.01,1.33220E-11
+RungeKutta4,8,0.8,4.94022E-11,0.1,0,0.01,3.52359E-11
+RungeKutta4,9,0.9,1.30208E-10,0.1,0,0.01,9.28704E-11
+RungeKutta4,10,1.0,3.42056E-10,0.1,0,0.01,2.43970E-10
+RungeKutta4,11,1.1,8.95796E-10,0.1,0,0.01,6.38923E-10
+RungeKutta4,12,1.2,2.33910E-9,0.1,0,0.01,1.66835E-9
+RungeKutta4,13,1.3,6.09087E-9,0.1,0,0.01,4.34429E-9
+RungeKutta4,14,1.4,1.58186E-8,0.1,0,0.01,1.12826E-8
+RungeKutta4,15,1.5,4.09799E-8,0.1,0,0.01,2.92288E-8
+RungeKutta4,16,1.6,1.05908E-7,0.1,0,0.01,7.55385E-8
+RungeKutta4,17,1.7,2.73081E-7,0.1,0,0.01,1.94774E-7
+RungeKutta4,18,1.8,7.02588E-7,0.1,0,0.01,5.01118E-7
+RungeKutta4,19,1.9,0.00000180381,0.1,0,0.01,0.00000128656
+RungeKutta4,20,2.0,0.00000462161,0.1,0,0.01,0.00000329635
+RungeKutta4,21,2.1,0.0000118179,0.1,0,0.01,0.00000842907
+RungeKutta4,22,2.2,0.0000301611,0.1,0,0.01,0.0000215123
+RungeKutta4,23,2.3,0.0000768273,0.1,0,0.01,0.0000547968
+RungeKutta4,24,2.4,0.000195306,0.1,0,0.01,0.000139301
+RungeKutta4,25,2.5,0.000495383,0.1,0,0.01,0.000353330
+RungeKutta4,26,2.6,0.00125279,0.1,0,0.01,0.000893548
+RungeKutta4,27,2.7,0.00315319,0.1,0,0.01,0.00224900
+RungeKutta4,28,2.8,0.00786429,0.1,0,0.01,0.00560918
+RungeKutta4,29,2.9,0.0192417,0.1,0,0.01,0.0137241
+RungeKutta4,30,3.0,0.0452280,0.1,0,0.01,0.0322587
+RungeKutta4,31,3.1,0.0985558,0.1,0,0.01,0.0702946
+RungeKutta4,32,3.2,0.190968,0.1,0,0.01,0.136207
+RungeKutta4,33,3.3,0.321473,0.1,0,0.01,0.229289
+RungeKutta4,34,3.4,0.474396,0.1,0,0.01,0.338361
+RungeKutta4,35,3.5,0.630945,0.1,0,0.01,0.450019
+RungeKutta4,36,3.6,0.778197,0.1,0,0.01,0.555046
+RungeKutta4,37,3.7,0.909985,0.1,0,0.01,0.649044
+RungeKutta4,38,3.8,1.02452,0.1,0,0.01,0.730735
+RungeKutta4,39,3.9,1.12216,0.1,0,0.01,0.800377
+RungeKutta4,40,4.0,1.20400,0.1,0,0.01,0.858749
+RungeKutta4,41,4.1,1.27119,0.1,0,0.01,0.906672
+RungeKutta4,42,4.2,1.32457,0.1,0,0.01,0.944745
+RungeKutta4,43,4.3,1.36448,0.1,0,0.01,0.973210
+RungeKutta4,44,4.4,1.39063,0.1,0,0.01,0.991862
+RungeKutta4,45,4.5,1.40204,0.1,0,0.01,1
+RungeKutta4,46,4.6,1.39707,0.1,0,0.01,0.996455
+RungeKutta4,47,4.7,1.37363,0.1,0,0.01,0.979737
+RungeKutta4,48,4.8,1.32971,0.1,0,0.01,0.948411
+RungeKutta4,49,4.9,1.26438,0.1,0,0.01,0.901814
+RungeKutta4,50,5.0,1.17896,0.1,0,0.01,0.840889
+RungeKutta4,51,5.1,1.07802,0.1,0,0.01,0.768894
+RungeKutta4,52,5.2,0.969173,0.1,0,0.01,0.691259
+RungeKutta4,53,5.3,0.861409,0.1,0,0.01,0.614397
+RungeKutta4,54,5.4,0.762649,0.1,0,0.01,0.543957
+RungeKutta4,55,5.5,0.677849,0.1,0,0.01,0.483473
+RungeKutta4,56,5.6,0.608572,0.1,0,0.01,0.434062
+RungeKutta4,57,5.7,0.553792,0.1,0,0.01,0.394990
+RungeKutta4,58,5.8,0.511113,0.1,0,0.01,0.364550
+RungeKutta4,59,5.9,0.477785,0.1,0,0.01,0.340778
+RungeKutta4,60,6.0,0.451288,0.1,0,0.01,0.321880
+RungeKutta4,61,6.1,0.429579,0.1,0,0.01,0.306396
+RungeKutta4,62,6.2,0.411112,0.1,0,0.01,0.293224
+RungeKutta4,63,6.3,0.394774,0.1,0,0.01,0.281571
+RungeKutta4,64,6.4,0.379788,0.1,0,0.01,0.270882
+RungeKutta4,65,6.5,0.365626,0.1,0,0.01,0.260781
+RungeKutta4,66,6.6,0.351941,0.1,0,0.01,0.251021
+RungeKutta4,67,6.7,0.338512,0.1,0,0.01,0.241442
+RungeKutta4,68,6.8,0.325198,0.1,0,0.01,0.231946
+RungeKutta4,69,6.9,0.311919,0.1,0,0.01,0.222475
+RungeKutta4,70,7.0,0.298633,0.1,0,0.01,0.212999
+RungeKutta4,71,7.1,0.285325,0.1,0,0.01,0.203507
+RungeKutta4,72,7.2,0.272000,0.1,0,0.01,0.194003
+RungeKutta4,73,7.3,0.258670,0.1,0,0.01,0.184495
+RungeKutta4,74,7.4,0.245353,0.1,0,0.01,0.174997
+RungeKutta4,75,7.5,0.232082,0.1,0,0.01,0.165532
+RungeKutta4,76,7.6,0.218882,0.1,0,0.01,0.156117
+RungeKutta4,77,7.7,0.205786,0.1,0,0.01,0.146776
+RungeKutta4,78,7.8,0.192829,0.1,0,0.01,0.137535
+RungeKutta4,79,7.9,0.180039,0.1,0,0.01,0.128412
+RungeKutta4,80,8.0,0.167450,0.1,0,0.01,0.119433
+RungeKutta4,81,8.1,0.155085,0.1,0,0.01,0.110614
+RungeKutta4,82,8.2,0.142958,0.1,0,0.01,0.101964
+RungeKutta4,83,8.3,0.131060,0.1,0,0.01,0.0934781
+RungeKutta4,84,8.4,0.119328,0.1,0,0.01,0.0851103
+RungeKutta4,85,8.5,0.107591,0.1,0,0.01,0.0767389
+RungeKutta4,86,8.6,0.0954675,0.1,0,0.01,0.0680919
+RungeKutta4,87,8.7,0.0822337,0.1,0,0.01,0.0586529
+RungeKutta4,88,8.8,0.0669063,0.1,0,0.01,0.0477207
+RungeKutta4,89,8.9,0.0491960,0.1,0,0.01,0.0350889
+RungeKutta4,90,9.0,0.0312807,0.1,0,0.01,0.0223108
+RungeKutta4,91,9.1,0.0170425,0.1,0,0.01,0.0121555
+RungeKutta4,92,9.2,0.0082065,0.1,0,0.01,0.00585326
+RungeKutta4,93,9.3,0.00363447,0.1,0,0.01,0.00259227
+RungeKutta4,94,9.4,0.00152352,0.1,0,0.01,0.00108665
+RungeKutta4,95,9.5,0.000614815,0.1,0,0.01,0.000438515
+RungeKutta4,96,9.6,0.000241182,0.1,0,0.01,0.000172022
+RungeKutta4,97,9.7,0.000092506,0.1,0,0.01,0.0000659796
+RungeKutta4,98,9.8,0.0000348267,0.1,0,0.01,0.0000248400
+RungeKutta4,99,9.9,0.0000129099,0.1,0,0.01,0.00000920794
+RungeKutta4,100,10.0,0.0000047265,0.1,0,0.01,0.00000337116
+RungeKutta4,101,10.1,0.0000017155,0.1,0,0.01,0.00000122357
+RungeKutta4,102,10.2,6.2043E-7,0.1,0,0.01,4.42519E-7
+RungeKutta4,103,10.3,2.25192E-7,0.1,0,0.01,1.60617E-7
+RungeKutta4,104,10.4,8.2819E-8,0.1,0,0.01,5.90704E-8
+RungeKutta4,105,10.5,3.12262E-8,0.1,0,0.01,2.22720E-8
+RungeKutta4,106,10.6,1.22160E-8,0.1,0,0.01,8.71302E-9
+RungeKutta4,107,10.7,5.00303E-9,0.1,0,0.01,3.56839E-9
+RungeKutta4,108,10.8,2.15041E-9,0.1,0,0.01,1.53377E-9
+RungeKutta4,109,10.9,9.6533E-10,0.1,0,0.01,6.88518E-10
+RungeKutta4,110,11.0,4.4806E-10,0.1,0,0.01,3.19577E-10
+RungeKutta4,111,11.1,2.12562E-10,0.1,0,0.01,1.51609E-10
+RungeKutta4,112,11.2,1.02015E-10,0.1,0,0.01,7.27618E-11
+RungeKutta4,113,11.3,4.91483E-11,0.1,0,0.01,3.50548E-11
+RungeKutta4,114,11.4,2.36456E-11,0.1,0,0.01,1.68651E-11
+RungeKutta4,115,11.5,1.13237E-11,0.1,0,0.01,8.07659E-12
+RungeKutta4,116,11.6,5.38803E-12,0.1,0,0.01,3.84299E-12
+RungeKutta4,117,11.7,2.54503E-12,0.1,0,0.01,1.81523E-12
+RungeKutta4,118,11.8,1.19299E-12,0.1,0,0.01,8.50896E-13
+RungeKutta4,119,11.9,5.54987E-13,0.1,0,0.01,3.95842E-13
+RungeKutta4,120,12.0,2.50500E-13,0.1,0,0.01,1.78668E-13
+RungeKutta4,121,12.1,1.25537E-13,0.1,0,0.01,8.95388E-14
diff --git a/modelling/data/abingdon-all/seasonal/red_campion_simulated.png b/modelling/data/abingdon-all/seasonal/red_campion_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..52f8bf8c3984a7eddc4719eb7b4265e62c5a1ddc
GIT binary patch
literal 30127
zcmb5W1yq#V7dK1@sFaFy3P>o8bSkCNB^{Cq3|&Kq3et!Y(ug!t(k(E6lt?plOAX!e
zp0Tdi`+wi{eRr+9aGiPjoM-R-i~YP*Qjo#DOm-Os1qJuPeMuD*6f_?c6x6AUm|%pb
zcWe&)5p<N&bX2u5b98xZZ;B%S*wNO?#?k7j5skB{y~9%*Yi>494mJT6nkSBqwhn^q
z?2zAEu-Vv~volEdX@R3$vc0e6fP#Ym82LYHmRROf6ci`&2a<QyTocyDFS)7>9Aa*;
zAJ^S&!@ObTTZo{s_DKs2dS7NSKqQsxl>6w+$&#?8Ooh)Pmq~r)17T?pxpkIL8`Yl3
zg^TpQRwk1%hhm6Jd<yq`IOrV^3CCw1v~le$E)xRW+g+852`lrq{1o>j!GC4bkUh*R
zSFc`;bT2}or=_JWCMEJg{=nOW77-X2*k-1Qat-`Ef`cs%ex;3njCvpZYQoKe@)G=P
z^#X$ixpP<H|L2|AHn+B3$xuO`eXDFIP!ztw%*_1t%NN6k3(n9wM!DD&FTt;;`;+X(
ztzm0lj%fsum%~_O+Cg+U&+g6q;K74yBqU6F)y{9Q*($`7JomKBT&^AOBQ&1-Z_dun
z(v4TU#3Y}eEEe0%N-qpa-@JKq>tHs#!*hR}abiNO79wOGoV>ANODg77<8gMlm|=rh
z9Vszg`jUE$jO^CkyLY*se4!~l9T^!ha`8TBqBiNvkl$)&OpdK(HZiU<vq6b`ldoBH
zk3k_JD=0eNy6VBq%*@<Wqkpl*z^%hYv2*77^HW6Egk-qw?tn%|3$X#q?(S}}aVs8l
z`Z@7jFngVn03JDS=W16;jfOr{YI%8CEsS-#qiyF~U(2-ZeQD_zpPiTcvu{ndM=@4=
z>g=zN-;QFCe}#^P*G8zJdxLM%qvYWDxMQI!eqQYSFx+FOSEkr~-?}KLp#H3?34xBF
z6FVO1naj>hdey;Jo!5j2&*A|yr7&gVeH;(wt!=c_@+KEo@yMjTgF~Dic_<0zJ+IRh
z1HMGjmAsOEEb5>)-si`Y`TChPHM;li-HR;>tT|fFy~VyGUfy4BGif$*HbYz=fr^fq
z#m=<OhN7IV?{zr;Dk_RjHku`}q(}5Pc8I`@D<7vNM@Sbs|0YLVx^XO5gS~u=F_L>7
zjX}_NXUCD0-*$?#g}S-9nZjX0$ENlsolKZob&a6YGJXBgK!I9#Y6-R1!QI-;cN&~D
zG~(9?2<F$T5z(JNe>RH|@;E5$jOCQ5a$3n?Bc`S<aKkOs85r5_5i2OW8uQ@({Rp^C
zy<SjI&|5uB<F|#_*2jBmIWpY*{F-Z@VHI5FJUl#HmV+$2BuWQqC_;+~4s*wddYd6<
z`w8e`w)g%TJoC(Rt#qiLt@FKX%x6gXct&x{EN==QHr#jZ5;k^}EL){y83ewdq7SLe
zUn!{9U#sf;{Q1?>zKrb2YR7N1-Y2uv>g*ZZA?*@HJgyst>M7Iq#CndAc{=6mui?^`
z5m()MzT^%PogVMUEG<15a86X$(CBEw7h~}}+Iec>vOnQoAXq;?|AlIkKLY=9PiJQ*
z@A&@t*}hn*<#vzv**17^hQvHU4XU23Bt2MegzU9DD!W3Xh#Khj+ZRt$<fjE%ltNu5
zpqV4Pp?jrPBV32$2rtG&A(uyRzofoTpFTx}p*F|VlH1fM8yOo9IE3iI!P;@lZKC{=
zyFU}m{tz)yJ77#E;`Z?fZRFLahu6twE97%@RxJn*f~X#`=@}WH2lI6l-x7!pZ}`4S
zNMLbT>{g%ks5{-$5!fGdh$l2b)SuU>sj0Q)mrvxtuBOFcp3hWue~I!RH)XO=nj42M
zCaP#_=ZIdwC3zk0hyQ%CPf;xYgFjU%HhYbdg{5WuIF;y<QtVU{c1+7Nw2=0Dcjtti
zSLS039#Q)&WjC%Z&d+B<ta>=zrS1Iijm(+Ol+x2KwunPrx4Zb%BVXWqTJ=fbi=?yp
zqcv4lSjy@{YFWio16o5N%>jb2!5e%Y6+#k^eHO`Du&oK;p|q&g<%*>c3L6r?-r!N9
zmX?;~%CMjyi%02c5lyoV>yJP3T`xO7Xce2w$^BsAd^&lySH9KB-IK+;vtNI%cXD!~
zW(Ij2^7OdN#;Y%*qkOm2P?%aZLrz&>Hdr>CN@OlfXkDp=a&$LK`JLJsleV4bY{zqM
zT`GwyUq0Byl}~!<%=?Tlw)z`gFTnbkXjxGED9K~%!S4J;Ddx-P(MldOTugV)kA~`V
zoS*CWMi<D8VFoo*d!H1^Yh5iB!n#U1G-Tktwz0XXEH(=Zbr^F;)P@z*9eq|-Rqb1~
zM+U~2L-^#`;OYshP8q+4r)PYkfwHn)=V@mgckA^0{Crzmn^Gn=HumPrIad(r!mA;b
zm6dqj-rlXxiS?JV3JPol&np*`REIq0-)Ow;CI^925E05Z@kFqos%rEqG4bL-3%ggZ
zqrRSAqTnQH*-c*FLAxegzB@wH<@*~=_(BRMlXafU_9f;$&U5qg0(jJ-tD40oFO3g2
zrk77ZwDexK2N#?p=(#syo(ti49UU!5OGih^H}0rf0&iIZLF-Q9WOU7_n~v?c(@-|t
z9mKqNJtDY>{ajl{-=yb$V%1n8Sn!>vJa_IS*u$T6`QwXbt)s&yuXWdN!pPOjp5U(x
z<~!&*_DZ#yY%avx2-eirQi`2yNR+JfB#Rm7?X^;St7Y<8k7X%LI>RAdY%X0qLm$5#
zN{hA?=Z|h_+j@yoxvv&wY;PoBVPIr;)E%!^%P%6vDz{@HJfp-(LW@J|Ad{tbpMz8r
zU;Ajo*mWV!yx(-fZ6!Zr+m_r_>>@6%)9cr-?^v#Y7txtQz&`z3aRnsd{99%+)wbs5
z=-Onxcl<W3h2knIc*$@I4Jz&5FN-vOVBHZ;i9xGQPB7o_JeUs1iNTn4+uGia_u?2P
zuNCdCRw}~&0!<)ia{=ee(GSEW=e+~MUL;3Y&OF<#rkR%D0XCf-27w-&78AnN2@3&&
z>$Upb#x1tT#;_1&;|QGC_m&~PpJoN@=K{%wo=?2lT^Xt#dsMh`wfcG_mYeDq^uP(S
zoe=(}GGlU_NssN&<r__NSc|%Lq%7|q&y9Ycly2+F`DnAuqLpC*_SLOsYcb)vXxp>w
zve3cn*RKZ_6co6fY5Tt<Y$K}f+7wPTzgq2V-kmU#mx){bqIYGb1{e0h)tH=!RXhDm
z3X#qIv8YTOpUZ7(G>5g|d30?QCQirFP(kwOTCf!^KfbqvR}xNagddeWx*Jtw{$_=a
zfBkf&eUgtqTwL1J)YM|wk9#LeaKA3COWYFf-!aWe5a$~u9;kq3?7DFy%m`bG#+ln_
zh&1{|qqQ<lg`%viDz)~3xJ~GG0G{&$BVxwOZP6{4ohMOYc&Xw?_2<W8JnKs#+}%pX
z$%XLC)Y3kr$uO)W?(6qR)T~d&eTwX)m1j;+pKY3UbCg}G7Iax38?h=^?@1ETv%Y;W
z)uPFMJ?Frd7sgW7za<)Ro8<XJStdvLTMZqX4#SW|%ea_rhZpyVswX)!5UvXEAr)w|
z6h)Q<YXrt!V7YOY>I@vpqL!gni|U9bMH9UJVrDC{`qpu<IFu5f%PRkiKvG!^k;0CL
zA)kfi8rfp`o>a=bgHIZnv6RmGnac|~TaiU!RE*M17ju%HrA{VH9XQp;;AptQ92+PI
zMlU`m47z(_xNsBpHq{)XR%~gykz4@QC$Miw8Ztp1VtlWF)@_jE3{Qk>sj<NXJ%rg_
ze~!48jijK|cKY7oa&AGtYpH<4LYvE^Cu36pzS#U?e(4(8;-+G3md{#4MV9+|rOfWF
zX}5~W=%~vI7^32Eu9uCKG8aRHInF*a%_XGnXXHZ@KSL6k3RDLM%j|?n`~&qhL(Hx6
zU2riXB3YwH8!ueB{w#LYc&E^aoZ|t;EWVDvozoiX8mWj&?3jHqT=>n<r<Y0LWgjhF
z1mCRPRSsMXZo>h$rt6~zv0eIdW0&1cZUZx%isgDhtN%!lCOU4dRX6&0k$W*uh2D<E
zG*&IYCO3Yq15-c8T@2^7(E%&cOFI`Hqj>0;hYB7~`Q!IPQd|2f&C^Qt64niOBvY?I
zI%Wlw^)uacAmgIf<C%=YhOmc`m(CP|((^6ihJ=C}R8CYJe-{~lh{j;sfe>-T?%`sx
z_a`dGkIdKgnf4OhPrtxM(J&4`k!A2^A01!V_ESgFvSq4BihK$OuOTs;eiKuI;_FLp
z?UBI_>@;p|q4m|5dzcwaug3WrgE|hy_?`Cgf^`TfmneO2pP$Vc|Iyu!j@dgfJAr*X
zegn+<@&x%nJy&&g^{(!w0Dd>05K|$g<`j)BgYzSe5_nTA$Ev91N~gSeK4fxvAa{WO
zKDS}bP3PN2<z^jPuYE{AL%MSF%bjj<Y?EkBLv7mI3iBbeuCP$@%ri)3Ugu^CBLN17
z^C6jRh+znY+n~PNxA%|CD~(Pl4Wn68<OQ1Yrpg)$FYeqi8g#IPVAjTJ(k`g!W3OG}
zu1HLF&y#pLp+0L@j@fb}nnb(M@NOTp0?+LByM3aPCOzLFrpu5JC_NXtJMundj>PSJ
zldkVHr?}vD*iSW~bSN3}6)Ia9wqxzM846!@PE9*#;PVI}Z6@K*yAc3yFx?aqjZls-
zq`lj*d3TBQt_`ke1t;tZ^>PIzOJVTtEXr)Etv3@(Ar2-(PD&=GY>FXY>GremvQHHP
zJ7?3IX+F(+$YcOPcat5%J)Dvt>j*L=y)Nu5Y#l<`L{H4ZbUNnHQ_5UWHZhnjZgb5V
zAA`UxW<xk7^WqA8+Gdy#j$8>#ku79lu{#bR|9yN~U5HI+yu!hDZ9f3wfvDZ@Pbc!o
zZZvLT)7&wd_Si8>(;yegh+XyJeTIh7a*5#$03w<4`@x$bPs9%F{cc)scudvViVkWw
zUt=aA2tX^!FL=K9Y^b1DA!O)sG>TwvFaO4g;nSNYK{r!3s$>)eqHXRz_P7<LpD=wW
z*%-{3Aer%GNT5aX?IEb@`nMPX&a!C7VyXU`sYu<5@IH5!QBdgSjA<=q(ELnKPcL~o
z<p!#eYU7~~dh#(Nb)MD6U(+8f@1?zaH?Tz)&kIqJl`^cn+}6{hG1RncC#0!uygFPI
z2I^Hr>~V83dqqNWa<cY^`9U2Uby*YsreY!hT7(y>H1+A2nX^Z}-qf@}U&Od@A<I-m
z^mw(zn9U`pqaoo5lxWdZaPWg3e0j3|{LH;|u02W}&)3&CY@*g(=mRKBOIO>o7o3XW
zT=tD?AD^|tw;%)^gHxN+b-kihj^ActxlDuTczAYS!(p49i9#BsG0`0vhB~(7`OvvY
znf}R5*U<N}RNg0c19%%_(o#~{rpkqqigtE(eY>}A-ySID)$G0i7jRluYi;z$g70{c
ze>pSjdOJ@d>{>_%K*PK+z=N&eJ)PorT>8RXiww9F1$yuD_3hhlwtg%CAVJW&?$B&^
z*e-cU-#!0bO3G9$+)*DBb3;3s)A+@xv~a7dZa3VexNJh(Swqk1jRn4>+2*J7PG*sp
zfmy6y$ODqZStOo4&-~VJSoCCP&^Y=dr`M3&@cR(XR7Bk|n>$MT9SZdOk|uVVgBL81
zr!Nw)nzz1MZ2Vvx@@8(`fQtaUErItfAFZI$7o+X{gzCsKBsLfMH<GWoveP?jVrFih
ziy;Cvv<7INi{Q~xQ>4SSYuDaV`W1>4p<GvPF>t5ENd&uRiBJf;Dgm6uK<SH-a=$Ot
z<H{X88A(d~R-So#ob{%fxY7^9WpU+U4<9~MYki#?KxTza<P&>&ZT|fy@y%AWFCt&^
zyYj{Zpxl;vMG$VAL?~sxq97WhZv=Cd3!-~2t~?sKd-rhNZX;TR91`L)^wg9#mvz-R
z!S?d;|Dhq|df&<5|Mi<mP*s)Sf5tjH<^CE2<)b9;?0mzfv=tsUo3y0leLFkOp$vzp
z(NXQq?QMsl@e!(RXKJ%G{myvkN>($j(<Si8uM4@Xn{0LJ$XdZWb<C|Mj|@@oXJln%
z8U8&63Om!k$Ck#c`J&7xw2k0q6N1LagIL(&TrC;$@v*|&gV*4^+k>R=a?yWS6)q`&
z^5gz5zqR<HWBsrFLgp_wn07?B_h+l#ym8}hO-+r-^rz>Ly7h3eGp4$_Ixef>LcDQl
zK~ISQJkt>C=AV<r_f!QXIwmHUcn82mg>P<BQc_%=M~(vLC)+|+@T}AH%uH?tKBI|F
zZ4Gee@w&6OiMUNaU*C1e0aYGR<-%Lb=GNB5*KWA&6rkJ+NrGCwgn-8uvZg~Fy@Kl4
zl3P%B%YA?SO#rpm@Tz<&?`1qZvqyiN{VTd_&eyMB=gy81F-V9XdTtrKylk;+%*4$6
zt${UtFg-n;gXEtJu+l^s92&|UuLI~Iy3X^s?9k0&p;LM2>C^ElC$MU1>7+v<D21Hw
zo0`6V_Wbz+P<okeFLW()0iFnuN;FvbRBD-=(<Wd%M~7ml#Th)7yQld&<<=H4j(}_t
z6ftSLGE(nde~TX-9o=-Q!S~hMw>f7o9<cM{i^Oq&cfY-}Q_YzC^z?M#G*7EU`jnN8
zO@T6kd><PL;1d!+DL)r@%TFeZBAac+mOouKhV2?5;mv9n#G{xsP`Fm<>gy-Dy1REQ
z^}ZXJm5v7Ge{^gt$?otC0Rb(@ZEJE^80GDip@JB&9G&8a7a;I59!l!sw6uG8l!ECB
z;bc4y%dE$5fqV`~xKtwi@nX~9BOL%M`#moJDAL#FzSy0(eB`QI!8&Uz0ZV%a`-)CN
z9mFZtMm~A6xeyNF+Jeo>z&HRC;Z!>_WAuiVtHt>F!GWujr}4>^q~O(6D`pm!>tbSJ
zrSiEN1&_RgLqp#Her(sYsZEHFPvi3C%l+HItyRuz+5>D6E}066CLlj77eB$Tke>^E
zAdkcmJx~Dsswk}CZPkj&qRV!aq8^%wFjIi1m;l>yjg&N-ikj=Weyv-!RZ*AEB1I2I
zcT*Xy@gi^V+FeWzj|1BQDvk*v=&YBWSVU}W*64GG`0;X^WB>$n7O}&}+o~;xKIA}V
z5YiK_dMRC)Acd^Z62I%3*?l}GV%UJP%il|+vk=M~$ZI?oy2vjkW^hUZ8Eg|06x2RV
z0skcG;Y&)6h7duGh01IuC;H7IeIxm-iQ}d_Zfr>tNyoRiqa+37<>h7Yy4UPq6vi6H
ztCLBXaKE5W=ZY^p;(p;n_z>wNodQAxEg4mMg3&F!VRuvD)BeSwNxD%L8Iojm%JvT5
zTa9TOzK6Xs)a@Ui_GzCAi9S&ZoRS#!QQC~Kod5`(burOJKi&;xQ*y>1ogHV{^`Njd
zfV&dwkI<8zF6qg++*Z~6&K>1ykg_LvlJ^<(5D;H;pq^ABbg}#*<V($kUzdGtd+_S7
zFv6mNl7`(sTzYA^_SpyX)w)JDKP)O&ai^j>fP5`nt~jp<G_BJayHIOs=(Jj1+upnL
zE20&Su^6uI!w%3-8UPhAfG9ERQpx1>dKQqj=>g*xF`B4){4;(9%vU{T0K_b8gR%$k
z6V9Jj#J1Y#mIFYJ2o$!x7O3FQnk~?|Fngr;XHpnbiqW(t<`_YDndP?mkpPN3SNt((
z;?O270--B`zXAsf2)D4b=H?owreC2y40Vn~T-9&@x`<Kp61w8|V^g>YKW4<o`LL$3
zE8D#2zn(w^b}YCKBu)K_d1iL@uR!{WxdM}Bdyw$g*2t~C_VxX>)h~jZtEIsg{jc9%
zF&CGV{AcVkHuitU02TDFQ0>aZPjxvATpY`@06#iNzJBfKs(c~gLRX$s3%JvEo-qtL
zke!fJdi(XFq9VCJ!zprXdV2alV^5zx{cG$O4Ih{0eSY@WZ|&Csne(493=E9_jERbh
z{%cJ5It4z447fa^PZEuhWuQW{++!HNylpmEh0JSnWPr?7y>sUd2XrC-W*KB5pS#S)
z6Nmt+j^DmMZ|AmQ{hsoF&Ul(?roz9Dj=Z~S=QX3hQs?id;d#9GpR~%v!t$S#+}6=y
z{MRuuHnz6@b=;}cDKHaAW#bB%j*oBNzP0%8o%9b3aQ=NKwme|u_OE->{D7icW)&xw
zD5wq+PrqT`b8O<IjV+MHQgv+`F_sUWf$8G19^*%X<FT^Zxwpf^n$nBXo$*>LL0|z#
zF<=-%p_Mq4f@*-hA6oFciZPWY72K~G@sfZs2hG0e1ukV>{#+HvW*nmbWWe7kxbIPq
z@U~n@U%1F#tOwv^w*Ytad1Jas$PgR30)*p1MbI|@a^Cy*?-?mFmGt!Ty%I8YqTF}C
z^#w%!F(DGwXd6g<ptzW;a_jT$aQ8SQjtAf)T)_LEtg2K^2<qdTEG%+vd#lXxd^V3_
z9z1-gBDDa@<biLGn_jdhiMaQB&Q$R$q!k@kf{Y4YJ~~oT(&Zh1giX%RPIIPkaByCO
z`h}PEu@7fBzYQRkmv>U``qOiBs{(?)d2-TVyyq>CW&b1)QRwg7Q5$F9K};Ih+XG@R
zl5S>Y<u+0mh;iblu&^>wQ+vHSQLCd@W>D|7Y_Hih4u|VVhg0QKxp;ckI<Ajt85tS9
zb<U<|WXy%MK$?b&j7?9Ec2#tAaskO(1A+7ImIFi~D<$=uLeTMkA{CFtYpd}p^_-j>
zAbQ;c1u2_OnU%8lO7FXXs)VA`fAVU+d^~S<{j{6yR0HZR`wJ{kBIVZj`}+fBNeU7b
z$wwu|^#VMT+!aD%;#{jpW~$quM9N*6Eko&%a&|5g?2H7sXf$IWSA#E<^V7lCj~_o~
z)HpaeyiZ9H7pZs61IbN&4GlWm(fUEJy5F>y$~L}@+*rFcg!EmKLuY!^ye%9gKI4{I
zL7;pHhIUwwRVZ6nSkQBEsfdW0T&{K7RT(jgN9_?v!cGW)NWr>6!b^?hbA$C#ag2fE
z{*_gaR0ywMPp7JmbOCu>9o{?{TC-Ut9*=wRqSBBQ8_0$$O>OQCKB&ufX{=?P<d7>6
zSQ~kdotIbL5$9-Lq>H2D$D_N)oTDsBHo{`8aF#8Yv(;o>ZFUzeI-SiJ8&^||#9Sy#
z2ygH{iZH&GmX<tZ&lPdC?NWK;eqf(_c!T8ygfAoVFL@8{zp|?MgsaG=2<_MT{lK#R
zt1$C75Mn<V)`ASRCq2;MEc@msp^KE2-!kI+*`^*uF(j(s(<I&Zu$_8-mlB_P@4%K}
z-*95RDQ`R&%56jW=Jo3=c4<njm?wSc2Ox!h2J)8<^!#*RQS$`Vjd4Q)8EIsq<1to)
zfV5K2WemgFMcj<hHQHNHA~)P;sKoyj=+Ymc26|4BSQ>`#H5|~MScf27r+l$Yj&{Cv
zIUmpLAf*duW+P#IuP=~?gQmjuf2OexLLZWYK-4VQH8yVZZnb)_*ku!8C`Ru{o)H^(
zDB}_V%>+Ks;5EDWp?aNbjq^+U<3g4{PTfw@aEX8+Yb3XId(^UkN2u1M{TiPYVJTl{
zG5!AIUq$+zZ>aR{4fYt|%zt1flgq~WxBf`t0EGOKZ!;Qh?f$(nMOa{LdDx$L>@h|1
ztJreuKZd@i*%}H)ZO0ylF}p9O7I?uf$4A=Mqz@sSHfBE}<-2Qq{Wk%Lt!f1?3;jC{
z_@TdyEB}ree}TS6y|qpqB-Ho~vOt}T^&jvA0_I=Y_IJjXQc=0~_x4hro+AGlGc#lO
zYwY{;nEsv}RQvn;1MBPS1zfBpeg*86EM(f&Tbrnb|0iu{FtM|n|DAaLCl>6>#Q*EG
zTrGf3`@i0fkrD0R+h<NgOTKa1i2Tl|$)8MuLPBu<7t(E#Xxvn?&B)5jd!3R(<FG#V
zB9^b@NBN_C2_*EYQBYZr#2eoJb(c|=pn#H7*4F;~Hz02uum59irbxuYQ13`VAo&M}
zhj9*zyuTnN!2h5ub1d~bbt~a(eDv#d3`4fW9KW0as*Y=;Z~k5lpC%`h{~q(Rbm9D0
zvH1N6|4zNl9UZbnY`U&rS6H-)C8a}1ZlI!~B1tVM&~3+xK?()onEQ_udWRXMqoV_<
z@pIWs)bP5<7y#~u%Wg(;q{8mq$uz!q#CJ_^K*PZ4pzPHO9+hz0!C2rg+QL4xK(q5T
zvueMhP8Z+@k=amD?DV7Hc)ho`R-H#B(0k7#fLiY|75()a)2&-ZK7Zg{6_li$H@7uD
zr$2~#n;7s3U&Oan^?PF07-QJ~wC=VwRzrywkZyMUvx|_!drP$loOQArr!$}E8-`?7
z!+urBR0b$i08;_EHa;<+k7*esW*rgh=>!1>lfBiE)`WWNaluQME-BAma#<Zt{Xk7b
zl;K9gXETw<7WMiyJuWV;d^P0@Tyh5Yz12vN^_|86lKu<^`X`a>4ygQIMMkD7;FEGm
z?ja@%%2+u#lrZrqn6k68mu*P41Go3q$8#0%$?n|e;^rPG*O9Ak{Ra!*laLrVC96#m
z5CBNH?ds<4?wd$DnVgOpiK_oM7XDCB5YwF~Br7Ku;<g%*kdRkKSdI%!AL_a5vtMK@
z<gK=W%-%ogw!h9wNJwZ82z@8F{w(EUr<F(9IXSNa122A?sI9gdDV93TmkFm@u6tCV
zpRYiN00=v0W!7%Gj2AMRe)eLe5mX@k^(0ggNl72J@bK`Wfex2Jhe~53>}6sVg8OMV
zC^%TXtnGR@At+!5cI|Y07HNfqbU=YWaAUbp9=4Y%@;o3wR$E(JbpjOADoRQzNe04$
zrItfE&b~E5z_S1fS(O+m_XY^9O~_M9ZnF@#?v>@`{_lyKq&}$iIWKMn%L^V5V(y!m
zq`P^vU3c4EeqY?ei=N~lOw5lD4+=?yTRA#9_RW%tdQ@28lUV!K*wt51-<Ok9Tl-Ym
zWfY5nhY~)dGU>&<HM5vI*Z1+^gWGwQdq<nQd#|V>&$udr%XPWwA4=m<=h%bPtWPaH
zfsToz6ixssGM#wh|AZS<5MkTf+XLafW+2~JZ20dPf7BA5boJ6M)0zui8?N(oSB;m#
zl%A;2GkL)t&_=EWa5Dncm8!V7`0eQG<^-Lsh%mcHIDhT_#Tw}iD%WE0m(4c*$A||e
z2{d_01a04Us1t0uarUH!(YQ<8!;6$VU^6LX2t#y8>HbWWvq$)S3kk}{9*;)$G#d^Y
zPL|$<n~Z*Z+FFa__ZD!a!W#|f@{6q6AMb}^H^)m^Vi;PA__)&cGHrZH2@4?R(s!LB
zh0a1|{QKqN_D`us43tv4xA!-r+x=(Kv(lu?%m`&4OF{bP8TVFbdklnB{7%+}=-Pf_
z%AO)0kvgm^1692erVURo3~Fy;9V|3jTcwq`?^TO%?Z?CP=K^WO4!cMnaGiG2zr2KP
zb?Zt=(5?Aak;APGM)=&Z9@KvPw&mRXip&Go6zX>jw8bPHU1*}}Kz5I^sXr|nfg%-B
z!Q?!>iYW8B)33#~@-35zi@T9;@Dmul6UGX%54hb{s--YG)ZbNikn@GSDMT^QDmf3-
z-Tr!undvyYd>rprwtZZQcICK%bFhKL#-|AVV4P&qSFg4&Q_-gCgtdGu4c0Xdbbbr!
zb6|U62g*Xy81Oe`h+ql|ggDTwES@gp;2gr!V4OkTHH8J8HHFC+j+0$m8)K6a=j!>A
zZzM{bm|8x1se6ccW1m%_vicKW0}k&t3g^aEbfr!7f9e%ys#R<f%|jq#<?4&cU1_lA
zV6Q*nit#DpH%?*K;<E`kbbs=A)@KXOuoErREo;5)gyj?(v2RVvc<HL|t0WD!dT(?8
zQF$w@Us=9z?0Z?0u;HIp`p#oY5Z0+fE9hxpEkeKV^@YE~9;PKSm(+f$aLDWCa_J35
zJvk%snQ>fR2h;1Ga*9{70rVT+ZqOE^bnK$M5-|)C)8a;)6kAjxymitWZ`kj~O2#>T
zL*aq-5WY<Gn;*PXJAiN?T6>){>efs7CkYVZ^rp=XdcIq-rlPBL8=c_OJi8eAoc*SG
z#kT}~3k?plOXud$SvNyL<3Ctj45EGdmHAT%?If15Sk?)BS_d|2mO9bQb0XhT6h!>1
zG_O`cKY^R-Y23e1BN7oCnz|G}ns~#ryR{fj#^|Z*Vunxpm9=<${k%B!5?76Tx>|pK
zN0b2%)lI42rBLBcq`0HDU3}Xz)wz9UO(DJB3?15heBA8KJ1L%vfe?NrCNXcX=SQb~
zLfz4g<Fuo@doKeWm1ka5JrnUUxjY*iW)fQCLdB+xE!wo&fm!ChiPcms)7}%{qFyg{
zG{OssdH##uK~{$GmQQTkl10a8opABuggG9uQ4HJ3JgwYM^SU;-NN2fE{Q2uRl+syD
zQqs`~iQPFlIprp3q25&jI)l_qDz#oE?BxBa@T=5U=`}(X)auza-IW~wRgH!~XtuXu
z)|w&5{*#Gt*%?|d!8#k6N_#b9)CyObu;|uHW`8_rDQ#`CsB-ZMS?Bro?xy$GW)O6J
zt-H1zWjOaQ#x&~DrI$^lMkn;*{xhT3Mq+!9UDik+T)Vnj_a6E|xQhJX)CsFJ5$B$y
zi7E1$nVCbe(W9Wy0=T#2;HntyndpT5?1;$tk(!}i1B!voz;T5@iKgSHUnCTfk4ezU
zi3fv?{ls<*@7|f7Xj*Rb3zw5&G4rc;z3h8aU?VU@exD`R#ec5i74rduk@ZA1Ud-ni
z%1XbclQU}%8%}>t(z&S6k!2?OD#Jf+@_Stu7gr9hdo#uL8!08N8Ocy?iDU5PS6`O}
z4=v!2dog|;`hZz3gG9vbP81(A!e8drT$FrhiH!|s_C7xFvdjfV9_3&973qL*ViE+>
z6BjgU%j+<pR%LQ3!r|3Bc`+&kyR@@<b*jcXYXmw5VH*0Mi}X8{L$JkG@F8knm0KQh
z$_=g~y5v|gcT(*Bz&qlIU&RRWQTFzRQXkDt)YOl;Y2LC}elN3VC{W^JF5B$g(%Vi$
zZQb_ONM8KUqi@JJC)9}Xj~?#_Umb78KGtV7R5>Tv+~1Av{Pgfa2P=VM>z|Ju<Zv!1
z-(sScW-4qnb-midgs)?cdKHmtcA*IrN-cfAOJNL}NO_M6QQ6aAqg+dq2+ejVGw0}a
zAbTbG0H%>vKp?KYS~*$NbIyB(+~xf2>%CfUR_uoUkbBG@vIrGnf1Y&4s5b1}!bxmh
zkcAY35G=Vq$BVqTAFN(yY3EF}fWCeI6gt!XD?lR^tH}5cJ<s)>-VBN5$zZJ3Tuzrq
zCOc?ei0NwIk$;4(`wslw>p6L39qVU2a>CjuY$I=S-OzycH;ar7A(TSV?bVmUN_4aq
zBbpWNa#hJNb}Wc;F+co-=J~!b?GY~(%QZzLUHDTIGYJA79d0NeCxf@)niz%mP|k@*
z&HPxMp0F1m$FJ3bWH~J?McgwoGuzm5UeCL4#a|ZB6)H$xWXJkVvLcs>LSkO^Z5763
ztItFfz%`*8@%E{u6Ty*_GPb&nm>O+BaBeffAJ00DmaW@OHgahxeobI`G8uQ}R#J+?
z6CWJekewy{e@!^x1QOd_3PEJn@=j4YO`^e|iYm`UVE*xv)5?36)0Nxp+YDX&Mlna1
z^hpzM0VG=$bsd|%g)3K|z62AP=7N}ztMm6Pd1tqeNIxs0db8i~%=RTNe#GZdH?3Mk
zpevc;XKgGX-9=d<Z~AjbN1O*1``JlTuSAX>2hHHStv%p2zT`>njvC`W^>|vC*^-jO
zW<mY~urX)wdmL~?A;d$g70J`V;@Jtu->#@>-CfT++ij*2SL_(=<NUd4dTNV&wYRZa
z_}ffUc&=SsO1@T$ib@L)-OIpHa-_TmU@JKBQxHXGC_}lQu#;R_jD)tzTzH_eXxMne
zS9PDS+hp&0Qgmsi@dVJ-fVWz%2)b>?FnO2Pj41o2;U_c?Q@I`ms`!0U5poywg3%QL
z*<n|U!K4sCXV~L{Q%E^E@kAk}T9O&ln*-|$%3Bvar4b5LS}1NtKeqasg_6K$leDwc
zD}e^IEFjJo10|b4|18ctDbnlo=z)?_1U&=8=W&-wR(16xC<$|QV2G9QD0*pq3*4LR
ze6bxGE;5Q<!BZ{yP~-_k3ZvOtdo15JgZ$+N3~Zt{AQH?^2T(_Y<=62gRl;;@uKiU!
z{74xU7-uOf&(Dqr<^lS+aemn2-48kWrs!>dT&4<7Rm$8e7pvF(YTwa31eax?5J`KH
zxsZ5;lzv<YL)Oz@V$jsJn_pb9b2JM1tlwVu0dCSaNMp5GXY377#6}!$FUs257S;f&
zGGE`TC5X^|P|LiXXGr&*8!mgz#=S~lPgWeYyuUD7Y>J)ihnH{~to0EDXsYD>;djO)
z8i?J5c|&0yOU0I&IKHP!D1)F3x3I{OdwVDQo3M?Ijg#B_=QsKKi@?&UHpF?kuGW43
zGvH<CfN8=R?o6NsIiU_aOZDe=gDyy3p{32;Cd6*<>4`Zya(fvHIh%go2c%-FUBRWp
zrrmDQV=Fs;3Kb0v#_}=yj!Q16#$O7z8>U~qdgbhKy`M<Lea}Q`Ew7@u?5W1n4zw?-
z+q{G5W3SX%Ob48<kr`%}=RJagDGx$UdFbw>yrNP2tD9TH#^LQqdox1_;Amymt5(<!
zI}FZf@kMr&a);u$&BHpAM2=&(hw^n8Z``=SWz>9;C#kTwSOr*p`^iI!`o&dLUV-S|
z_KUd9K4!UnTXkp+US9B94gD{7+k7Dg0H>S@+57kJD=nsC5n$qy(Z|Kbsi>*ZpPij8
zdxhwCS5)v{!o^kpmlk?(bo3dpw*#iiS6se*l}bxXGXe7Ua&at+e+O`zW>2W+r9N*B
z{ZtL+85q0YQ3?H|Y|*z`DmwpELBmV_QbBVVW&v$?9~>^;dB9LZ#M%LAEWNWO?Hm3-
z03X3yB;bR6@p=9FdZ|1BKqqY^nD|tAA2f7z^NOW1T=T8~_xOi!IGQjqu=}fMYBG6w
zd0E5*7&*R!K`$(<3xw*oTd>%EKR>kHlbIqw&ps-}o*U0rWgIEBjHzN7MYkq^8sA;u
zG=^m@QW&V&3XGLSx`1TUKg$(n<@24X-3>8L5&D<>>CxztZBe6JZY%Z@Z_8rT>!a3K
zedInM^3~lNZhVa3TPNN(4#~V%ZEIapq5t%0_FI$Zt=4nnrIs24yrFQZ|7xJ2)0D0W
zPl8#urO74ZIkyx7FGj4+SU`_+-*C~2DwS%{A%M?(*VyB(WPHmuB!tx2x}=R9UIZkT
z4BlXzkQ%#c*TmWXt%WKG*Z)9xCV~46QMEEOHZ|UxA~SP{tFCOeR1-ZBMca#HTz9ra
zd)+Tg@NJHke09GdiuL8{GwNA~uFr_84<K1|Aw4-^bMxYF46k0q4_yILW(4rc^CWsB
zy}X#)o2}H;4v7xk0y5qFvp7&-K#uQrU&$|@12)}9kJC6mzQ?+vNKb~LPtw1+aSw(a
zKH9UYSl*s1wjN{I>Ks#l>QTrGJ>NW)-@0p&F(#N=KIWnvq?yQQzV;Htu0iDo4_@A~
z7b<2e>L(HRP;DrGjYMkSgw@*lMF5fhsKDRm8Edfc&gX_r3muPb@sw^c$s}u2w^{y5
zZg-hr1+TXkKiPq5Vssr1c8z0cvuPc56|ITPd&#dQ&oEZhvugPf%vv{A&?)DwKnR<q
zF)@ep>5Rv_EA%UO_xVec{faF{pcQJTUa(#}hpIV<+=Y<@Efzu^r)#S=mF29E;yual
zsf%S_!EHcYBYX29QiVMpFS0r5V6V4&OX6oo)h*(MFM5zdrt{pp2tjFFsC06=X5-Dh
zsr;qg(CPxrTj^NS$uaKr>k5u<6l5vt69D$S2g%HYQ2n8WbZSD>m{eY8RLPGMF<{V)
z*|kzGFS<sFCOrNkM&t{_hvMOcyx%LK6)`v!`ru;Dx(&0M!XGlvo;S?XM{#o-OnL#r
z(N{wpnh`8BsmNp4In-^!oI->pp||g;X;M;YCLp4JB(%oT>d~I*nOh_A25bNu8HXvv
zeqlu<!%&GHn9A2`#$}qXJw+yzA!Ol0vT~#Mn@%Oj|A>?iSG(}eGgOh6PR}bWZm~jH
z%v^Fmud}aY@6ONEehped=zdv&|4b1pc8TX!c99DK!CfHxqG8ZPL$u1QwA{z8k6d_k
zFLSRb4R_`ITf}}_I@2zq>U59_D@$T9=^3~Qt|FA?hXbIUMkPSA@$pEAMCuhve4>Ml
zK9`OA&$X#qhR8)sl(iQ{a%9w0@eL*XP4NuVO@HsITVb1e>&Uux_mNhip|2op3dsrH
z7`OEhNsA6KrcpU&Ip<>GRJn)dQQBSY?NM>z@bLZv^~BZo+XT5^Z&)gR0_i7C81o7?
z$1D>Szc^o5SD?Sl`2t_PG8TG0FqFsRjmk+<79DF$ZhB*iQQN35eX2U8zyi*%><2Uf
zc$BYf>JFt(r<AOKbWnt(y)bb|XpnsgqsQxQ64Mvi9o=m6EZ?C}xV)M@Uw&0yMDD8h
z!l@N?`BiDAA($dL7L=m+ec(Gy)&-_b3-NW(_ri{BaiRxom%jI@lU9vuQ4O&3Z2?-Q
ztaUsR)3(!0P~;nQ{*{I{>sj3d5~;Fo@iO>nLKzC#wA?Q*01dlYqOk?YUA`3>2A-wB
zAd@j*V?w~F@Vc#y!25or=j%6GE;uonno!3RY6kBMM~B0-ASx)&%-?*atdtrw$@aLF
zYJb?O%4CfhxiSc_#aBmbXM%3ib8u`_#N6Ek9Y=M06+&Od@81s`iJ#hhv}QSmE4aR-
z%(WWf;+m4Y6O0>`7$AF-XEspx4wHVKbWENI#<tmn$qbvJ+#bL3rcA#IND`!<pN_hw
zYzC6hg@*-~$WAO_eB6?}l32WV;rsG(rN6?}0{GC_lc#OW*(xjN(+BkuRZ^q3Y>aE0
z`q2kjP@F!G68tI~=X`l7)=pQ*$r(}^HP01gU^k|b)RQ`-b|hXxaxM~ChXP&|HmBJ1
z!auau0O0NsHUy~cEw*GJwGzDMM8N|~uS*$`lk&X~^yQ)bw&RYXSauQ|26cy?It~ln
z{(zOGI+*11yZDoq#*A`N*7NkY>b7D*k@;AJ($9*>*hOLGzbaXtmml_XLt1?Qn@Twr
z<n%0GG~A>Df+$0md$XU?-k0!iTJ5?)yTy-0ZxSzX9&fRY+7=e=<F~f#!tNN7FNkp5
z&_z3~d7qW`Xm3Hsa@usfxJ(c^!JvDr{W@qPF-Pt()z9Fw6kDDgUXCMDbrL!-h~Cd?
znftq<RaQ~?G^gl*x>Tls(#wNTmLYD?H!qq+TZt`w^Q)51n2I#kRRyL{_w9}WMAK*?
z%ExXfUnu%VP1G#o!ACIgmQ;eC!Z;(~#gd!AAP?_8TO*{TRladn*6l92&$PL9Z6wBk
z4f=k-h)~cBV*0!ES5Z}stHB0Svqt88x!T*QONh2j@u=lR_M|H7N2-)CEge#@Fy_dB
zt&oZz{Xh-eN#0Y6lokfRD_6BBkp=d>duUN&QksYlPtoqrWbdLZzb&`Zohl_F!^*N8
ze1t3?zh9Xjdby&Wn||EuM?=}W2$dN!7tc`<n|D~YI**Ff2K$2vm)@4D|GwSfY8Un>
zm(A}BDyX0*yVlXEs~W`T=I2-sDcxkk*Qxm8KWOO?{=PP&rn|<dORDhGTyA!D_DnmU
z!MKZn!f-;)gFhy&(H7et3ZA0y?j;(*MUh+W+SvD25=sewpRcX6(_||%C9g`sdH!|P
z7<!h&1kCTt3isvrb&Zer7M>*ju`ScBVwfwdV$sbKO$xloXMy4`am98YU<xjVUgErQ
zCTii=x&BV7IL@(qH0XESJ~%EvWg?<4X06t2;mESQux*V>U?feiWlll!C;9|$6L<j{
z_atsEPoiF$?yM%HW4(j-FA~9WFz@kJrlGsDF)BYtV=0yR_%@ZNBSi{f*u^yW!AHPf
z`u%xFwx|yb%4%E39eJh%i}+NLN0Ts%PUyc<S7RQLdShmTcQtYzw5F*xx3q8`@;>Zf
zRxQz?^FO5*{Z#r+ZYjy-zE1&8AbxqXwc&V48QJe8otl~|cXpl8CuJWWo0=OD6@q>T
zO8YM+2S_VTbMPndr(x$HWIQ6pdJ>SAkIW-~04>TncYw1PDd&QnQmpGwonMBB$N2c5
zd;_&Li}uGh2wZk9nzTX2#ZF}<MB>w$urBRQ_0o`+fo)O$4^R~kU!J$Lu$c41W{UtW
z!wxKJ4;r8`yo%9xdjO1h%X^T_vX#ktu~`fBkW;wbM-<`2OEk`H<k%*R&X=!I;Lr~=
z+xa-RjXp$98bEKA4vU}V`NrwF%{q~dn{6kD+c$x=Ss%1#K4K5w4yO>H#U^HZUD7Qm
zyGs#9Ev8QxW}*l595Wj~nPCGZHbS1=YfFo)wN(|O)?eA6;VT1Lr`5M=8$Ln`Wd|QM
zf_Vb4Dvghwhew@3{%yZwQh9l~V6FZ9=SKzGpmnyb!fqC5_P`C}WVq2v<u13pvNB#V
z@0g?XQ5D{L{=WHnuBn2qX$(N#)+{I*>pTT0AAcUV5~jgI4-9>T)}Ui#dI!iwI<?)v
z#xY-wsEb0j%7q>``AosBtK~u4;DGhqpqhq8F15si2eSbzmEi>i@82fP6Z<&tUZipE
zaMvw(vWpnZGvdMH5dPA$1~-h!%lAXZ&Cu3*RnR&H)RvH%gPC9?76QhT*Lis?$a*wf
z2c<iXTgI#>$+Pni^pQnHL|h@|G<pW+T>=Pk|8dCdLpP=xGn!^nmcGNRmJ6>zS5{WN
z)5@ScMD>^Dl;_b^3`T|u914D=U02X%>nDhh!J5Lz4V*FZwv9!^c49CSl05h4*$1#y
zz7XF=>nk1vu=pEX4W>XY1P-fza1}7QsKx+!Q?)ktolN+naPsFaz!9n*?fOGg8yIf!
zyCgso^Kyo){3T?f3=)5&1AI8||AJOO4W>87LH9K16U?fA%qK$CglrIbIv0vYJ=8k;
z2?81Y_}~<G$RF7Hv%HHe#Y9B(=0j6ak!=O>AvK!^k(@YG!kT&o6&0GM!E&3Ls01%;
zJ;#WqD%-ldqd$GR2i(@Ga1$%)I-h61^fZzv?f=MW>991kAIR!b%y(o}^WlSn9$q<Q
zZX9U5yA_~+Fi&B&IM>-UXYyU`?f0Nh+4O(8U<L&c(@g=ndp>Z9iHgZka=x7Un+yy&
z&eLONpv#vLxTLQAFv9S`M$&$}OO3dQJ_PFm`^r#2B;N~{seid(IO`~8TA!3iPxSWo
zF1H@|1@gjKKN)ZZTh8UPYkY?Ebwe!vhE{Dj26%LIbm~8Rrh7_LwJlFdkRH<QPyhH~
zAkgpz$mp&JT7lk2d7#UQYE05?kQ&Z;0+ns7p0QqL>abfxu%O}4p(_z_l`)qt#CbTf
zh9c`43)=KFMnF3S(jX&vUbXT;6?b7aTugL9kOUC`D{|eO$=I$tn8B_D%X%QHf7CZu
zX9cyH;H9)LF{YF7^(@!zwAm(EhkgTM*}KqCmYP!*r;peRp7!`26;fx_3qE76&Wg~b
zuc+2GMnBb?b>FHBQr0qqH>1hW1C4MeRge~zjBTZxpato$6q7(qNnq9<)5D>$ynHZ7
ztbq^z!t#m4x@jtcGWv~<c7Bi;&glv<xwCe;X=Y744E61utIY~pI;bG~rQb!psELNz
zQBiYtw32hYgX|;GD~u(?0kT&N@U*6U+d2@c3Pb?@L;b)LwC-D6yU6f7!s#*J#nQEl
zG_}>w9!AvTZ(G0PcH?2YSUYR`^16C|MQz+K`m)L17^R?U`4$h6(O{mIMZM5osQ2M~
zj68t^hd%o80q(HVF>nC119mJQMqt>98q^4i@}6dyyNv#v&m4{5#R}f1VnPd)1Vl`p
zM)yn=t>f}W-6h$`<|d4{N0}{eBg;8p#d#*QULk?Y(ZVl+bJR>D-}LIH>|E)PzNIsC
zl}f+V;tknY5Nf*jQD1U@gHAD<vC8GdlZ!N&4j1{W7sf%Ea;c+nnANfbna;@weI$4K
z$b2%ZFN9FWiQq*9wk;!T%R&lVO6tKvA=~t{ac5LGD}p<04`ux`^Bce7WV4fM|M6m8
z@}Jd&$>k3d-bO-UduL9eIIr5K2F**j5wk1TXV{tTLb)?J@xCMumwk6keWw^P7>>TQ
zyPWTZ+a!<IJ9omDFmx;VCiC|#Tl2br-Q!33^9jnpM_G?z6%ID(g6Dxu(>W^ly$U-}
zkjiMd;k0z%OkptzGE(PpNK#@;hb+BFfv&x5&X_Ye=Fd%$_c3OdAfc$PF-haT^|>Db
z<1gzoZLOj6J2h$O)myqfUO^E;S;9;3`%Wla6SQOO((hR;lhJ?a(Yf}{FRnZwAFHkG
zd*{Xv`d84!`ou89`2GCr9PeY;i<f+O7dmV7oXwJ9&Sh3Eb?`9Kjz2dCmciH)yH&xl
zieo;33{U6tQ2~TqZQ9L-A)Vr&TQ^zDIfuf`hVr_Q(CtT2+8RbFcgF9$$h(KK7mRH>
zk;&XPDbp=1NPYmPth9dWU<F_QRVPNatcs3lqA;|U8Q`ZRCdPanrrRIyrYPZi9@xf(
zynpb~ggB4e9EZjRUX@3+20}zW&fV@ay=WXf@05aWSqPq-ttOO`{w};g_wWY?nXc4>
zTua;gnmz^1G8ecI&R<w>X|iVaO<mEds-6x1+W6<~+1pnLec-7M>qb!s!zE<TGwQ5?
zmlA)WoJAS=XVPi0*--lm5{Y~=q!+1KQF_q>pO?K1Tn$5(;2_1x)e%<Xoqq%#YHKk7
zWFD9lCSTVW{CtEiMLD|n=h|sG+Fb#+<1ECA)>Q)!4=<0ATY^iSo{e{hjpKIyd08M;
z$9Z6@m+mfe*itH^aM?s|AGKDQ3XuHh!TB+hfH#cwz;?IqxFB;o`0`%Vl9KnrcsGpE
zMOnnR+TruuRPViNx<W`b@vrp}^z7LM25-Od`ZWRcSSVl6#l5J=2cZVSb&~^jNImAC
zRo()8C1Bd4eZB>fHgr}WT1|!N;=R!NeJDwyMu~<>M4|2NeWLqP@`>c@k%4V*kuwIo
zC|z?p4Z|PzL@!WmTYpfL%c6I_tP(J$Qzld|F-ik3bN^k3XJsu_+&xIj0);qOO9Kc`
zV+r`_UYrYENPf)|!-S*LD0!{5B<>PtF`$$Elp`FMu0+|)U!>uDjCzf9td83!&c&hc
zg^T(*+eBn8(F?P|q)^1oAE2@A9=8wlVnrAqji~OLS*!Jwl+J<Fv%poPXkr9xGIDiq
zHoe<9DIIVO7sfsK3VX2+dSC2K;&%QpNPd6aTfk==;yiLieAdLy!lBfbqZ=0*Re~+|
zD4*_2rT+QEq}0_3qg;wtY>iQ4$56p#?HA3^`I+bzbT99R^Of1K|Le|yP0(;lhETo#
zzV*}6BN2fNV>cAAhu8W?@?l@&4Nl8&q%iygSb}=Pe2W!!jtozQ;$jPH48*uWQ9z7+
z&~rP6RjXyqx%!V+D$b}QnpN&B))>V_4ne(bO&PR?9sc3c!SvA{{LeLZEzU~OTB}d_
zR$DEb7|?<H<VRF=CL0c3w()+S#+{|cx$uWQD+g#1(DL=wxhLN!X4o<2d5VSeJ@If`
z|9C`FdU}*mF2?v^`6mL@D@XY@#p}E<aqxo4;O`ebj+UD{s-0Q{b0c*IcGK?2@muUo
z!`S_oKrgoA+t7gH$xif+40nz?Y}7vcE>m5LV>*3;FmQb0BYDB46UR`n2q@YnPmIz9
z?~IY(-sfhcEyh5Kb64r4IS$RLy(MDHUk1FWo*&a+-sjUWy)V`E4Oh_+?#%uh%zW=w
zV?r6{Kz#;Hrik|c)+?Y1Ldbk=DOOx5*0lSjpQM|b+DF8u2JpcY%C-{ubRIW*)YQ(w
z9LU^J4fN|2mlcd3{CWw^Fs49<SpUvhLxVV}kaHfA+L0e}-ye4wU`qr9uG0bUtCf2a
zl?#d6Bn_gRlziaK<z0ky)ekbSc(=3Uy=E_?G8?4wL$235w@`>#G--gP<TdCE(;O@?
zU<X}kZ-8e`*4ldgQbD=*xz{0Z(J_Iqv4p|P-stvKyV$^G0v=$I%G??&#*T$1>!u`!
z%TdRqd!6qWJH~|L|6ImMBqrqYVa%~l9%<nv<uLT=1Rgy<e}C|;3VnffCjd3(fpzxH
zNQt>@fqrPUeOnc<h0!~g*Qe+%lT%zHo4Q>zjY{ce&{+-12w%D3>orl#lPmcsgP6k-
zzX2@M2T^E+85z=mTrdUQu=0ygclX@B+ZrE)*LSHrca&egd>IM8q_Ua5udJuX3M}DW
zUV)ut=R-maYPdQy+mDGi-n_dufH>DL8$$9g%N%t^oQH>pIehHAyk#SY{GK%<`W-Rs
zG2nwmV&IEKFy8T2;ObLTd@TDDX_V$Qgi#8m|B!Ri&3lrHfokX!m!3}l^vRP5e=KtI
z%iw!LasaE+frh;0D!}T$`HeR`JUr;>=p+)UxJ&{^<wN}ljLEU^D6)d|zH2&b<M4x2
zZsg~V8lEaEM}p4^<sNgw?!sDHvhCO_43;MA>*wZ>PJEf>p&<=vWQSX@o~B-vV`Nqq
z(@3p*d6iYY*J=O!*4CEVV-dHVC%YAqP$c%a8rq82-rjDZV+Z#siXFab@Y{r6mNCvj
z65{#4y?pL{cj2661X`d^MmrJcHP&{X!fa#FoB32fF$X6F&3DY9KmGqx(g|6UfMet1
z$9%Wmb5f-K+j;M@-2VWy|G#Go23SFIf@ur(-Fi<^Yv?3B%Lcn&@X*Nse49r(d}U)A
z2K+%Rqj&1AOG!)Tv<Aqb){eCi!Es!>H+83kt!{H6wUq%^Veml&jkQ#OOcKM7dGv+A
zD#_8~FCPJu^8hG1$i}_jlFp_JolOnf7c+D;w0@_^;9j%M1ajy*bLxM4_crT%sNZ#w
zL1koQa;ax)QGv(5oKv^CvTFv~_;3F`IpL!lHqe(W<B5z2@6&gV;T!5de0*f#MD}U>
z7ZYH=kw>%U+@U1!=98Ca&$?e=3xM-ZL<w#E)8_VctUhs)E+;oveZsZ=&gg1(jm*dQ
zVH~56Wwz`q1i!rZPbo_4%>!S<0)FNp$Fth~iQB;P39&%Iyd!ug4Se=MKSM4qt-Bi3
z^Xlk26}FFa_k9`h#W1f6{5JLRS=BU-jwGIs(*O%X^fBARNF7GU)!6$Bo)*^L?zJ9u
z^AU2()O73yd~daMNRR~6KZ?#6o1xnB0nB7akkpp!4OI4^%*Vz7G#aT-u5N6@$Zgsf
zlReVB`0C{On|{F%51n#u7Yg*@h8o4Labo)5g7O%aiOAcs&WWyDq$Rw>-~@m$5qBhh
zmwN<0BLxw}*L%;uHb(bEe2BfuuvY|fqU$_jinI>z3c2kC=4GTd-f-U@*FgE2-B>I<
zlsF=BdbX4a9|(ca(k5zJ<Ioshie33otq>aDKoVe{1eIP3X#JrZjmn1<dB7@g&4>B$
zS$h~)8u%%NI&S3vpBm;SurxMjrQp?zRWGguRWsb|XeBQ(vGJ;`DKknQ^RR|H_i<b9
zgC5=Qa3l9a)x#vWW#%{@%V;u+mq|6iomc$S=pvwJeVgavwBbB9t>g6~?<AUsGG`55
zIQPH_r+vNb5mL;{``&B{QDd)ic=f`6R6ps;_&@ZaOdjwxFM(+%1NXI3ywO`0?6GSm
z=Ia#aSYUVcdWv5834Kp-UP_i%_1=}L3;F`9=|hiyB*drv==YDBwk|s_)L^Cv4U5=l
zfQZ=+9B4U{V!FvUvq@zX+$jGn^f;ic-FtJD<yc?Vp~+#7Uq&wTH*NsGW%~aq?Ysl2
z{Qv&1GAczVB%=t)CRs^Ep<^Uj$zGX<lXc9Nl}+}lkj%1<aO}cyj0(qglzr@T?0LU0
z^%=kWd*8o*?*F;Yb<Xv^-tX6VJ|C~by)O*663YIGs6-f#mvISH_m@(C4)HpELw0JI
zU4&6YpiY;KbAcn|9Fw*@`#%?^uh93^4+Ej<@$fxd9_%P-oy@S|@OTlHDi1&9lkVGU
zcZ8l!AJSD&(CAy}-dQv@d+-VLCq7SHpHFf3N|d>B)7R(D*xO^)HRUQaXLM1X(*ImM
zn$PJqV-;e313aPOG<LMb(-W#k<GCgz2={yo!l?co8#G8USFvSPA&)UbfBMZ_b}@+#
zI&~mPT^F8JmOb)cfv4l-!m;z+HJ*xrEn~IJ?|l7CRVuy9OE#Uc!9mv!K{Auk`miH}
z`IccjvH`ipa3@TpN8)uMm0jQM!E;Fkv@QRNTqtO!td+8~%McsW7rqWvQ1=xg-B&#7
zmVK&}Egh;K?GqmMCu!$*SpO@IdH4DAa^sJ}YCmu!($kGkp|;EHM%Xa;UW3Vf&&<%7
z?<#lm2o_uXb`~0rd?jv>#_@OHdi2DJQcI$Z5_R2pf=KzuM?=!W<C}ZeiRrUSm`F!D
zTdSoq;g4~@WI8^(@uD2S(mk-#GhcZeS<U<Ov-A4LRFYdD2>*~iP0Tar&Rv$~?jgoc
zd_}x@(=gXweDd$l(JOaM6^zlq@@en$G*_0BmD-Ig(4YAw3?G)#iI$<l);HYU+$71j
z1|0FXg2xGd0?+{{(B(Wgcldoc69fCD#a+jgmC%)_=R}sxo{+q8Y(XHi9GyNrRQ>n%
zM$boo{E!pV*3i@#$X$hG`ou=Ms$lQ&2JLiPURs#@PVOwrIIg@Gi<O@{6WD0F_TDB0
z^7S1Ek3h)b5by2jSg|E3(``I2=E5sG=@2&^B!XO)<eHGQzIcpKQ|nu!u($FZ$kz)b
zy}C;OiGpWlW>B!}g5}+>LDt+pD9|#{+ibwT+kXSO6uk#}WkkFLmBj#>Bbn!r=Juo-
zaM?n{gcdcay-p+G{2wo$TDdR&^80KR$tg$G$E^ZgyKvt97(>(y6zu{f|KqChE<~$p
z;vxH9bo&pn*(cj>QMcXGxU5%a^21pWom9ya3l!(FGIMdI4&BF~P4J*aYhi6YD1>C?
zZpb&R1JwY50?V+o4e%imorT094G=k6{A{wXa9R-CbW;lF8~niV_j9@=P}<94lR)M)
zs_btAtLqbli?a#ao%Su)nB$^$ysqHsLZj3CvSxYJ713LDu3J;_gAeI_c>Te*QvEqK
zRWmmFuzm!MuyG1fq}<L~Hd(MLN4L8a=PRvFUo;+aEd;xu@bVh{riVG|k%)VacQIeG
z`4QRka9iUx0}dk^p?e?_<Ax0LG?&@g*&WxO++x}CFpnErUAS|0nCtFH?SyKHWT1dq
zS3PIN`iu7B*=ahnj=5p|cJ_rv|At`ug1;~jz!Hy|5q;V&eK=^Cc(p6XLhg#_{p-8C
z{bHo&HT0vig8V<I$KP4|Mm96fM-~$*X@=De|6X?P9b{Kc4<FS}25PM#q;Ii6nzWG+
z^C^Cyu|+!f8%Zzba1(!SsoK=_9pZfF)&wMBbmz|5VQ;@_*E`%4j!ee%<TJ=pU}0TK
zn7rPIxXh0FXoH7>;`qUfU1|H8xCQwi3xhe-fB)*Ay7aI~m6SjhZ#qCP;)Wfx&rV+b
z@|t;*Ks(i1&9oZxjm#L5ALzCj^OaYpUZx61aoN_QXSzjx8+S9avif;8cPS=-VDuix
zr1Q^b@9kft60aI~S+Gq{ah0o0bK&=$pFa{uRV4|cA7f1uuej&zOaK9Oi>3L11l(43
z@&MZ5$g&?eBG1Ym`k|omB}I$5JcmHYf{ap!N_bq-7UgCq(Fd^*gU9Y<&Di>=aB}KG
zY5?H-#QToztEP~dWux11bo$v}{ISWB;jxmA%v`%;jaj9+>U(=%)g?5^n;GxWmK^xW
z50cp1j*f*6(HgRq<e~ZuH|FBX`(?!JSaml_@acjY#-b1CIS+GJeZI?P;L$1{kC7aF
zVqXz?<?kg95M_Nln{sNfx`YzSH{cN)C|QRowC<W&NNz4fFpNLr;{!V(FH~`OFNw>+
zaJnUnw*8&G0_O}$xu&q@=Gx@`70Pb{ZkWO2L$MM(uXcdySKn<>vBLEh{MZU9&h@N+
z?osq|Sy}Pez2Lq>2Oqz5&&g3{{CK|>XeFlXuiQUIBt<!t@P<gfe?ss2G$r~n(#kmr
z?e3y_e)62!Ih^)FTDNYcJB`((B75e6F|7dTk>;)*>1+GdDTFk5rmx=|K-HRprNT<O
zr}M|32xdA#wewgZE=ArwxNXZLZ#+&X7&7>QN><fV%xT~XLMi)3P*{--^1=B<WM_>G
zZ&{8=aE${&xelzk8z(y+7JF7~FPNLyty`7(xmd@=%x%Q&_tvBOJqyNUaItpmp826Z
z$qqEwwps^|=SQ!Og57>5!QGLCzmc9Rs~BaJw(T2{vi;J??&w2qc$LZToqxJJCq^(D
zA7_}q$M*V^DZ#Ce8_xgfA<lX&JTAgfR%>rJIm-6ZVNbH6fYA-!+IV*zj>rMe&V`#L
z4@WA^e_x{yNU+v0@eg{gvK{d-d0r6{G8b8{ttV>7`pk-0C*>OYlh;pLvGNY3in>bK
z&P;|N;-`EZCOf$}t6qUA24x1wEF)W=><>x7N3P8P(=RzCWh-PFZcmbEuAYMlS6_s(
zQAGd@N{8I0OGL$mPh3^bXK4ib&Yk(y`3>Wur?B)&GnhEc(TvT9Q7KQI@`D=Fwfl>d
ziCaSm{Yu%+xDXYF{wQwh|4l#HY`E+L6n+Q@6}yi269#$Z>n~pvE0!9lx%v6A^MmRR
zUFC4&`HTU#QZiN(;(~G2xWk#WNY|$yBZi#ZH1s_e70XmrA3yzQ`?0sW_)ej(O>DmW
zy-R5g3`E>95-t#Y^#8Z{x4$+B#{$MF4=|qttJrBID2Vr{W&w>94*GB{y=iF<k!%C9
zr0VTnu*Up(EyEfX3so?-qBHokVXYk>v}Ml-7h;pdKRzjmQ+cR9c9Dmll!<n&L$3l0
z%b(1-$MMk%s3jOSQjG!(oydWKfiW7Lg2F<b5CNI}NG~7@?6*1`bOyw9(AP_F1tkRJ
z(vL&LT{(vFR?T5@n2v9?oDz?GiR#|Q9uG#qo)v3*J1wD{7d*nHGa-M=F~c0(uB!tq
zV~JY1GvGq1fW}%0=a2sX?vslGg_V~7C9CeK@>m+Z>B>?a{+C(K&?N%?7c_<-a{K>v
zxPR$uf>e@bOrNU%XMcNyXrU+|#vHihZUIv~H!m+>#Yl5Ph#thava5dRMEz@@(2${j
z^64ecJO56nLDTAvoSU+`y3XLMLCVmtUxbjSd;e{ZD>%Lg$|*Tr8F#{>0omrRwsx#c
z>s_Fd1biStVBi}JCg~nn<KWlIKVN5Oa<l{OA_Dv~JFAq_jopx+WFY*w3|~2((abbx
zF&@?&5o!uLm;_I$2I~KmNfHJNAUivc`S!Opr<VzTGU`Lk=f46<%&V`DzY9f5)_B<W
z*OcU}U(B!3)A`tO@5u6jnVkfHO|Jh)B>!b+_u&I})&~)^iMKu)RX+&mv#NU%K6QA?
z)F7(pNwRB)7a)b^%Do2Iq61f4-O{mA>Zz+$aQt;XLBUvHb6xEVLxTo+?f}o8<9Jvv
z#en^d8&4|>i<E_bd*P=0o5vIl>=Pvi&JTn}Nv4^jg-8GC<9WbuK*GoqOwRuyj0D}g
zQ&Ez|A_D>=N0zQJH{MlWVShF|hFtDm50Y0S@M?K(VM$nV%lWq~o98987#&+)Q+rXi
zp0sv}tx-AV2-<pf<PnP&2RZhP%_3cs#qm<AA)b+#cJGKf>!(rc!N6GOGbE4a;xzP)
zcno7REmbgJJ5CdJhC_f~CqEKYgn&{K7`$44WWkb+oSI1xayHH5*D(p9Q}Fi%_2(#k
zPk0<@WWXrYYkGmh{bIb_dWIs!HfAeO=pKAdG0m#+*)8NRtYI+%{!E4q*k~ky`Nr2v
zUASyJAxI`bkd`74P6A1^cgB^`D>Xf7Em|6KS;y-D5qRtKSB^LCho3=j=-FzPt%&`Q
zPm0UgUL!j1v~ZvmkmH|;M>~g}Ag~BcNURb(8ue7SVkfpUD?4_+X1cZx0=<+EFz$XS
zJmI1(t1&9V<07?w6!p@mwsvPim<VXTxeIQ^SLa5)CB`=G_g{eXe;2g#ekRRZ5#o*5
z?kAjj0&>=IWn|d3t$sHUDrMO+IadeU9VNt-_lO=`nOxw|i?UrvxmHHI3v~<4=|uRM
z-)p1`(Oz4+(KP`exz5Pxw}IUPrlEFq8{|7Celq$o3wfCRQu0uV<3MhLqBksATU(2U
z1$@Ewf<qH>bAj9kNK0~ff>k%C#5O$#O|@{Rx+UOwAZhtDem)#Zw@(J8f@J&hxX2B9
zIj^QKr%nufHF0VL@ZvX=#(Tv0T6;HHJ*A~6C3ffSwJuCq%6JCDO2FJT&l4tdhf#-9
zNhp@#k~PwDTwb$Fd^+vo<&On@!omV7@x#)V2vTwmq_cxmtSR5~N(NC%>*#_2<ZL4%
z=7tNKy-K^O7_HR_!eb4`9Mz;M)#p3j7PE60!Zfv2moz-D$N(pWS_;Abn2^V=t7ton
zIr}%S&vUM;F7UpnblYJ%Up3)yb#k5^l|p_i6T5)lTQ-fmv==0EUokR$NL>1M+_1PN
zNPFFZuk?Q4>#CLh2}HB(Y|q=tpcYRkm-tlpx)5b0p-$$kw5Vh-lTzN(Co!9_bYpY2
zw4OM>9~N)ZNKYPvmml<2=4m&)47HJIm~>rRc0qVp@+ZukzIL<uZs5}rg%KU|_52u_
zz!vdZ7NPY0Jys~k3Jcy{OgbXAhgqC}r^9u{g9c-UNp6w{ktIMHaC;4#C>M}ep6a}{
z8`1fapJhY2!w+KPb@*9cb5ECOLM0_~CeX+BWIa^dC?>4w*Z3nrX9r@iy>okMDJpV_
zee6xNxk92~|Hw3Zszv=`N2IQGXxyRYpSerh&A*0oPkBS0DQ&wwvmc6XU-auzDC{3<
zB%TS6{611M;HKxhZj}p+BJsi?q|Lw8i!KP#=P*`yp}^=MckxN>h@e-5I!!P&?Q48G
zUa62Z_Cs8P=?JcAZJs@aLUlllMxgK<fA~IlR{Ul-UL)159~X{+!<5%oR1pNK6HY3z
zJDV8=h`lb@MB{3<?*qC?(A_lP0HC1vbq&KZ16FNhC?J$O`0g4VAWJM{O}&K2i{E5V
zlezIuVRxb~>UiSj2v6cpo0xv-L?l7bVg%QC0MoO0)zYF|?L{UCR(}W5fUd-`ip-cJ
z(OCzC5uJ*V)z4O~UarCtF*rDDNqB;t7-W;?l|!?VK%W7M>n&b64p-X5dmGu54W#<N
zbz?sAm|JGjLA!0M+n;=+)q!EFg?3%-wQQ$G97r@)EeTD%y_nJ|-4Fg*5xPgk;D4q4
zeU+|xZkUhCox1yLAt$vsOmyCvkLY~OH)LX;<`oy7=Ep9iUaCEZhq0+UL;2Z4tOVlg
zPHeH6#+Y3wGC2^S<{*A8hFID}n+-Bq)Ax$mZ?%GIuZd*UUM7cMtIFQk_QY0(-l~|K
z=t1<<>bB-qQ?$iTUx7qoD})|c-guE0AuxktwBP65S6dhCU~7Ww_6$Aad0Io68@`|2
z-+@NMMPLpr_Qca2R0(v23t#tmQ74oq|AjNk%{33FwvAgsi%IO!%AGOybfeGvE(qs0
z$IT00y><_z?&tLpo#enw9OgfoTdg#n%cP5GUv!L#otdL^VfsT#0{OLFEc*L)pn?&_
z)@D%8bX<9?=xlflFvs{M;`EO0ZG|rUni}IiSKK;5h}Xfy?i=yRFJR<n@=ayrelrQX
z!zo6kF}T59Sf=@fjb57<mKZsPiH5Xixk^s$HC%{!Y~DmXNw+oHutI=5Sp9k6^Rc(1
zs+z!{Qd5IV;+xF{3FFzd>E8RATEgjgB<h6fCmhSu$_WS8wt-#bRD3T6q-n&Cq$7mY
zqc5uNw9GSXxA-41>!DNruuGiuQfUU4Q#KexIWQQ4!1Kc^dDiwfeko<Rec+tRGsi7-
z$_jDbW3RA(BT(!9Zf9*S&2}>ZwDk~JgB-+nkdJ}NW@ceckw|7&XYxv&VV%YCR7(1D
z*xHmH-hpDdlQIW4f<~J+9GR$xQME*@r}Mh2&T*L@swtMuR$cIP&q!HcxsSA7J(N?J
z=T2fI_#Z3}2%UwS<9qUz)&?18xOcl5T@bFHoGyu@+Zh}8E#BE9jqeLh^J~`o67(AV
zwjPJ1kT%wdzlvS>@(Q1j;t0>cRalR-h(7%bq_OOB`;3Ixjxhcx4|}2KsCOBE>nj%w
zIOFVQCk!>Ucoz$$F9{0`=Ed1PU%FvjvCzhj*iDqn1m3u06pmEnQ$^KG7LB?J9}$q*
zaMpNsc`w@hmY~7T%<FPq6C4gJ+lSY6l&Z>>DQ;n?W#$AYUuI^mdfKjIM9S)hJ8`Mm
zU}7}tc)9(@YzQameuyD8V8V;VeLpRxt+5uUR~c<<5iakb`hwACx0feo7%ym-og{9x
zo=9Bkrmyg-zXMzdU*_5`BB%?gZ@yQ)dzZK|UNkyaJe*dvmrjH9I&S5#i}nE(oz_v0
zipTd-@|A@nnc_0BMBsh@9w4y##OQ7)WUdHZFs;tmN(lS&Bd@Ne$uq$HZu$eWL2d?J
z=)C1T?Qu5Z+G)`2gnW1ROV*c5fVgy07#4rqfCdAsn?0S=?3##XBnIJ#D6JF#FVssY
z8wJLqfwn!i#M4<#%=(E3cQl`fq+MXVKq@?Y0l$kUukciLcXf#>+oqnV)Wx-QPVQbZ
zhRX_^JbA5+^*2tlVtUp=nqVBh&-H_fC#bE$`_qmSUL)i#yh9)^8Lt`}vcLMmyJA&@
zR$S@fsF=tj%BIr*PxxzbQ8>-kPN(S6)*Pa~vJ<u^r3un(Mt;%?TJBg0j(-uDIFJ*~
zKE$n8q3_F%1oGTzt&Z8wF>H2g1iShp%7D@`Fo0v(LRdgecVC??$z=1FM&R#%h3C_G
zbdI0iT&`)#2zjIA1Z`()U{eBbrNtAgsJ>(1#t-N#Mn(%om_@8`yfBLOel1?CrrhJO
zM#o^6h@BiM{OFpN5>x%d=X%#zVroCpTxz2Fb(HJtnKCn~KU`A4omuT0cfN8clp?+F
zW5`OxdZ<D^5;2k%pg)`H9{-69IbQtCwz#F#^qB1h4_5OHbas5p{(bQ>4vrRZH2j9`
z0p%p@#?vV_U%u?jyKJ!1_cb?1YAsWm^BE>{kY1ct4j<9F^Ma97OpdYOkRYr8mO%H#
z=n=z}ogbE<E&!z8oPgDG|Iwo%(`I8UTA)GzTm<&S9e(V3&M)|b`>&f%`=zCn^P1t-
zTDL=uQZ2uyPPO<jWqnwF1{4QTu)Wn6=(5WS*pVA0r1xvUANe6nq=^bnc$z_eitcP+
zLZerMq<Cj6WJqqrzSUiV$}#$16m`BpM%;viX=hArg>CKY-fmcJpNQ*+OB%m|kzSXr
z9Pns}xBzGiQB=Y+9~q;K&|JDa@}w8uwfwp+rdjBj6{!9M2%S1zd7${K>o@e#w^`Ch
zLssB*_5?6MmQ|CW5D}l&1-o7|Ca`KLTATmS3SFtgzG;#CpvQCX!r6j2$%^pKi;0|E
z8P2-7ydMhl;tlW*Awj_p!OO}*Z1louO)<nZm$oG25uKwq=%mK-*$FFl{A<|Gv~5i{
zb|E^AKfGJsdj|OP?&y-6aSI(<N6`DuJtE7iKd}Kp>O$W-mB1N)&nQ{+;X8#R7P{&=
zkJg4Fh=hpk(v<VJ()_V?PG_059_Z-Y1vXDTec-GFyW<OQ)Mg~h_%2~JLvHPxMp|UK
zP=W->@uV9Cp0vla>8qP2BZso)g(QArAM9Rw(4*k%;MK@10G-O<ScxlA<7u>4bAHkC
z@9l5*a>=1KNH5W@4f%<HMR{bSbv0w+d-}=OK&=5eaaDaBD~7h~c`$+n^g#GsK#N_#
zCjF0oR50Bq9uyl~H-RG&3#^tyr~((lT^LO8+~C?AeZ@q<gH0!&xD5|4Oo?tpWH9^H
z+1?l;?qrG8Nb?JfIp6?9!uR25nQ*DK!?oo?T0GY)6w`LEsuAxN)LNVXuatm3nULP6
z8&(}De6;dApYn}sjRI)cF30d{#0?GMvVVL8Ez821E!zr!$g~8N4>5;<E2|}dD^m`a
zEeq>$Q!=~OQ9O(!ChzCR9c&t)_<*if1bwatLM*3w(>iPc@fKhwPy$S(xt_)ezw$Ib
zQ10p>-q-LeF=)Du(yONOiA>_l(#Bmwi9k0bO?gVr7szwtrqaCBQym{azGp|f3%FzP
zz=N}&fHijQ(I$}fq=R8bT}bN`=YSKSr9au34iEO3?|$?Lxg=8}DVVLgy5<0U+5A69
zmhS3fZ&SX_x-XA<Yz|jcUvu;h*CwGDtlH5UuAf1nt7IaUV;%ec#cj1Ib4k(gtKIU~
zRogE$(b5P9F1J{jZM)IBcXI<d0@woq^Y${7GnKdo0s;3$P=*4ARw)j-fR1nGpPha-
zXjLx4Q5<oR-w;gYDe7MrhHZY7!x3FGxS9Z|hdb@h_F2QG#=NL~;Z9QB7GX_(w+U=C
zIR$o+AR5on+{eK{!wG0H@0#8YJN*k!WWfMSdS$?*JImZ6S1rr1q2OR-AD><x?`gT2
z4YS*A4<*w^P(_ZTodK@e^4lcrM2uR0v6Fe+Tswa}aI*JA95Pmy_1}P5@4VcCWk-?)
zA0@`#Fy=T$T-PiK*OYpvys}25H--zlvhA46+)v3~=*nBZ;t@<*Y%fC%*<jZl3Ct6g
zZ1VQa2nrKl-<s~;UYNbTeF@3g6Nndp5g1r83yj#OI2KKC8=`L-0;)#z_(l$S`Yag?
z&`Q4_ksFa(E~qqql#uzwA5(!5rKbxuDwbKDhw)Bd=$#kUKLgfjAz@q?u{*6-;rJkQ
zu7fYOJ@G36KOBe!uWj&aZ5&M9vSNJa0mA^XdXR=Cm%qD~ts(}8pm-w-OxAyt=K8{q
z;H_(s(loD*Dh1QiMQH<U-v`5b)FrZvj0|A8QbHh-{2J?KK7Ynhjg9SSRa|oumR%GR
zx_mhrh(n~EMsEaCsL9{dINjvJe$6A&Txj?yvWm9kKs4m4{pgVZB=uHLm2vHZvh<bp
z^>`rkXaxZHJS!qg%nhe4Ft+CLstnk~wfy!QIrhG}jDX=&869vnP+QruIrf!<_t|IK
zVylrh1EoLOU{6-Begwt&H}1frTo|L7aR-wiYCaC!=bB@-z|H-3?>azD&kU614a8Er
z54*;P0;@rq@0Lx)cr<Jr=x$?yMjiu3WIZNwU4U?%>@dcsdN^)jVGZD8&*DLtNXH*E
zx8G5@^~mUc1^x8*Xi|qP5sYeRP2XGLRRJ|J@uyTLSuB2KoQE#J11|7%xVm|8qRIjj
zZQfA@oMqh+{GVi*L)6Pr1_=WkP;&DJ$Le}!G@$ZJH1$n}1Lhdb0sK^vE$~0)n{fh)
z*k2{%T=Tny`Xx<sQ@3GyC~IK7r)Om30dN%C)Mmpfx5R3F)Dl#&0ZqE3f>@P#etv!!
zG;Iq8RvP!EOUjTRIWFVfn!keo^_6c5KT51MVxItcKA3d22@7Nw!>Y##8t?#3Lo84?
zuBJUZBaw2!I{zCTFfJ3*uh>L`mQ5n6T4u`7z<?h}v(i0<Aq-f2y_g4ZG|waOC}Bu>
z^#;fG#r_=Y18<0ch9p{G+S?uCpU&_Cu|_O3EK8^0VHP9d&R7koJNK|ebUOpsD?fxq
zv}}pI5L)r#G$UiHzI7@$utyWYM6;H)`N5vbOifMAHgu}o-o_ZQfm*obNv9mItlQkZ
z>~v6_LV{5~iLSDB+oIR0zKi}~vDp3Sw+jP1nlQwe_CI!AJTEsl!B2L|P*d|Qf!_OP
zeJ#XMC0wbPE5>FTO4&Pt5ntip-l}I@0N#`9!i9QK>kd|}ax4uPTeciKT;wuyzeMu3
z0Z{RWkB?h4gQYpf3?>teK_Er1m{J!|{*{L8_$88!j6xOT^vx$FhrZ3Bfva}NdA_VS
z38hxquuTGR$!?d*w{PpAF-FkzqvQ_$%a;-4<m6I&+xY#Y(%7xX;IIRF@eHB(s3_-w
zb?aI7x}+o)6*V<&!#+v@kuXRMcExpY4w0`g-D1u*z~=eL*@boLs`~t5jK+0MC836g
znam>)<r+DY70>KSRoAdDwKBCZT-7rJ$f6kH1lF?kHD6oR3t-6CU`wgr+$9gZ_w^f}
zuT|yZ6Nai+z&)^PcyxdbjQ#2HpdUNRMVT^E@g&=3(2`23M!YG*wES#D-w#nIWyQIx
zbwVZtJ-}bruHqI=Ay?wMH3<y@lR-(-*s07<LD2Q+XnKG~2MdT}m3^<gc2}*idhKD;
zQ2o7~n|A4mP52LECX%vE<VHTLJp_-oY%C7wNe9Ktz~Q*so;rYs7y_cjqB#1P<PT%D
z-`-Fy6*aSKWdqglTA1^F0kXkfz@_4aJk~NhQ-Gyx3HA>H_9A7AxZMwJaF9VG;cV$?
zYV1)|28)No!^3s(=bwO`EH$DFjAVH45WnCQR11d4sn&p55Hq-f<o@Ig?h_7mitj<q
z9vUXJRezE7#7NWPw8Y!B7iXgYAmXu`5vZ&8IAe2shQT7tWm?j$-HJ_O+f2sq+*zpE
zb}VZpa}^kS5|y4fdD;&u-@|;oR`!C2f!8$cESSW^qVa1-jXk?L?3^_LHFFgI=-!SG
z7%@czJ5r7%>j(1`zrD?3Fr1)A)@<iZ;PEQVl5EY!z3uvY0dX)E)6j<iKxyu1op3g|
zXrSX;+VY4R8}(xUrNgQ6;zhFTCC@e!`-{GE#0^09+J{!T)qTE9B29B9<%h1bg0eUl
zfcl0e#mNDVx*K((FPL*Qd=;AR^^p1-v-tCyU-UFy4bT!Dq*3%(iP82K=0bxUo^M2?
z4^=%~whAj#H1=M;y{a%zZTH@^%@~yYdxS=T`mbfE;>kq7IY*Q3`8WCbkT|f*{ufov
z6|-V?vF3%f+P&3}U~XIf@mm6#&xaTFdSeG9;dA;MVAsiMLYRL%yEep}p1dI|Q>2cy
z>Ey!Ifw6wG(*U;Dh{qcXQkQ^Hhb59Ku*Z%CyU=VvD|nKi)7gaZRRAQG0hEZ$xG%~o
zD$bCVip@J>?ZN%~@8ZN8yxdGo-eiDAL^zmR*clF>|0R-Y)Of#rpS;DcUPE`ouKOYY
zX%WeF^{P(UD&Sq<i|l%ZN+b=i==J$Q_n}U;M~g1VpMKf8w;=Xs6mQWg^8wLR*6jZ}
zkn%Tz`!9?(-FF*6k%<9p3*=l;b5e&vk(oa<auFPjSnuE#1e%p5uyHQzJSWj5gi-Kd
z@L$7603`+!7eqGuJAHWo*h0dqD<~)&Xf%R8qz?IR&lh_vo1KM-!@#x;ZLR=V*%lup
z0G%zGvN?d&dGiG&2E1F`z(NPkgf{!&mS_Og1pf_a!!SS*hWH(OyW5HUboz|YaF2nT
zYHDGjXT|S??KU#k9Vp8v!-IoOYZNV{L3J!>pk8i$h>OE}>6txnZGrBS<<7=3_}wmm
z81pQNn-lv}$b|D<S1AC>_Kd9q*1}y6kIx_p%ES9@{G@_rRVE12>C^l#b431`U2%X=
o{Xb6x{cjK8KgWrh3GdT3aGv(*Pwb}!vs1}bZmTO6-ZFXqUkASF*Z=?k

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/red_campion_synthesised.csv b/modelling/data/abingdon-all/seasonal/red_campion_synthesised.csv
new file mode 100644
index 0000000..d33c38e
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_campion_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,2.094806502e-11,1.0377407603346252e-09
+2,0,2.951853322e-07,1.4623109618210307e-05
+3,0,0.0032326086909999995,0.16013936359562897
+4,29,0.5596427800000001,27.72399854012786
+5,65,1.33217,65.99402414376208
+6,45,0.7679322,38.04239409953108
+7,12,0.37597369999999997,18.625263618922176
+8,3,0.2389599,11.837772514011702
+9,4,0.11172755000000001,5.534842123920659
+10,7,0.006268392959999999,0.3105282931944332
+11,3,7.42200197e-07,3.6767663076276275e-05
+12,0,8.56435637e-11,4.2426742912508345e-09
diff --git a/modelling/data/abingdon-all/seasonal/red_campion_synthesised.png b/modelling/data/abingdon-all/seasonal/red_campion_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..18cf4770e6bf476e553e6ed3beed3e6471223a23
GIT binary patch
literal 73593
zcmdqJdpOho|3AL!rIS>zmm(CZS5!#I`P^BKr5tl8X4sI!$YB<pb54;Am7LET<~XSw
z$Cl&F3?&vbhp=I0-^Y5tKcDOO*Y}U#_516$>*}&AYtPf;alhYA_nuo>ToKtVxf=q3
zh?rcxcmo0vx(tDAo!hw`{LS5hE(G|Y6LiTg$lA{%DCAB66k>iS=pMo^2;p^CHW(TZ
z=;i0Dc1Gpw8Er*b&!C`tfjY{{KL7iPGkyUuWx30J_TXD~-MeZZ2!V+IBlxogmeqR$
zvIPP$xoCXzK4z9K^v3bldfTGQWw>=nNQm-{;og)R4#kfjw;+XQ&tMhH6|wER>lR>(
zk3YmzTSc9&Ja7^zJ~KC$-N6s_laydx^>~@K7MUq;IoI(Tg9%SgYX~K4pGjz&_!}Hq
z@OpLZ`uEcRyoEpxsBg{w@B3><{(t`V!Fhb>l1J_BGYk*nNy*CaMU}uQGk*BTnqQQ%
zEbFl*9?S3a-p|z5!OQH1L5~*mnzHVDhG?(WvBb|Sqv7+~6y!u}obXy21fqTP>~4rw
z_Sdf$8`q}NB{dLlz@L09lvsEp=bCq4Zk%ruFSz@S%0rurNpEyRN_`twY#76)SFc({
zL^MdA^L#f)uV+rB`vns`eQDK7A4pGxT4q}lwzjzVH*6jo`2OW7Z(hXlOq_4S;$`$V
z%~cPy8_SP%BK7tMvLXMrbi$PuIyl(!_``jLFmh($t)i44KYn2N$A_zZillsNjKO(Y
zU%Pg#rf3)B<m0=aowh)X+|xCD-Yz{xbJ?uTw$nDn`5!<2%UfrbkytGJ*x+Mv=lp$!
z8&(5_w}j!S>#Fvy<KT)1h{{c~=&r3hUn|%S5>Q+WGw}Q8$CCPCl}jgRTW==)crKrL
zZ%)av{9ovH`|;dcMK*=bjdj=RqMgx$mj`VIJr=O8`SXo;ww#9(i(e_&lDz6)DxN-l
zP2IcyDn&!g6;E4ToLJf9&ckPiDlB9PHQK?mZ!X74=2#l6eU%xn;=~JGvdqxQ87Q*V
z#qTp%HR^t=-q$9BE_QAVD>zrKQ4X&M@4lDrhP?82kKGEvu25lFUcbJ*C#6Pm+jvcU
zUfEu0z5L@>;<fBQvY}I%;d9r`%wpxt-+mlz42RE;HddZIKR3qT#2cQ3+TX;%$ibz?
z_0p_JaR0&>86oG~+xK6(awTy4iw8ogvrm)2Cpjkwjly9(dntQI`}CuJieJ8Qj^8$c
z+PBq*%(KTLwp^$m?81*l7Ug9{I<$1Zzwop_&r*grkLCw<+BzX$N3MR~!O(YO&PKMy
zA0hF@j_3yWKM|2y1~)ptvSt=b#4y+E=Ly0gw;=Cs9(OwcNj$;5;gR;CprByp+xv%0
z3E}rH$9U1}szlEoI_H_Vv~P2Lg}Fi-+qCJ+v&_5ow`vM>`A3Yh4pHp>I(WEhK7Aie
zL>V5GVxfbOQo{qbDc8NwE+tZ^Jc|s>I29bJC@(YYT1$sI<#slB$U26Z4)>N{D3rEW
zn$zo$NTL#6D~s;eu(;i=V=LsvVTo+W14aGc?Z<UOe}C*l&c`Sd+7BEM@vzUSZmfXJ
zXpTiByA_o>;z`pw_Dzu}#_C{Wf88)^q*jfFQiKoGVXNU3i%DW?2pgw-6C5B=I?E6p
zS<Q7oU5-8U-Mw)*@>b!^>th7e3OIQMZSA#KQQ}YyOu1npS}pz^l2h5{bACT@s$vq{
zFTFMj-2N<~Vj^;5vCWKGqEK4pl6uAoQ;LLkzPjF*Yo4JT!_HBaPw`o*ALEfaw6GKp
zpRhi2O>N_ujomHGx2n(=xTb-&)|a^N;<M@^(t37ab2TJ;r8;ss^C8Z8wW~j3$Tf{|
zWJYpI%2a>z%<3$TJXMng-Jk|*1b;;Gmn-Jx*)_<7YUX4uBQr4iVDORQHOaHC59BN}
zF|5@n10I)SsTuETL7!o5*uRrqZ5R!v`D_Na#}CX`QJe!aiFJOCG)k!xO*=1TAmfOz
z94)kB_DneXYip~{eCXIJ+O0LVqwl9F`(dY}U*jagZKZsIdRA)CXIZmpEv|2nT2W!A
zBuXD;9z1>XUfm7H#9wpu^MivWj)4(8F(a&NY@^2*_t!r3>O=M{HGAW9`$}qhM`{G+
zIbEurG^;mM1!deF{}lCB9d1)sjhcLIiy<3?yHJDK5)Ga`A0jLlUXGarkND!3()ewL
zn?2Ji<Ka!TT7&t9C5(}+&BSE~-JyLF2Gxf*MtAz=jhGSK?NiX3OIbX$%&Z4-pWcE|
zHN#*6Ud@`7#MKQ|xlOn_JaN-fyH%pZT51^@yF$cvUHixrQDKKpaJxchE84JoUTnuL
z-D^7%qBW7SgI4L4oEbVL!MIY9qU5N<7&H){#dR3S2dtaz+>FI?;&_R0A9pUL*xowT
zIjkV%jML26=q970YlO|B>5|<j6)0!wSlvhi9`Wm_luf&VE-Ua;sj+S*v~|jZUpy4(
zSYPSc^I1E$kx?JaDwNNPxN#*xx;r2%c0O%mQ-8~Y8(+3TjJE5B%q?HMbcyQfnknVi
zpkm7koE=iJJbykKM+Q~%jW0ddJRQ@<Vo&E~t>cTV-bd#lsMt*;D26MFw`<P!RirA~
z|0uYT^8#J}>z8NVY(VWs0{z|>ku<h0*hH|O?Ma(Hvo;lXTY|VNb97qZ!g#Y8H#1~3
zl(fD>CgNM*pgl~RsG_2>$;eP~d%^%)?w)i)Ow7_@t$VVx>NT+Urw|md%M)lU3%u`e
zrB`O>YXvS-R7#3@%7xI-glLQ8^Ef!Y(yCkc>g^mI($}3Cuq@P+3ydL)-@RU!dH=`r
zARp(_+uG>H2u*m?$Z&l~8M^7IOyp3qZGz!u4bCq{Oi8s0T@GrkHjNIJ@U*mFe}2-^
zszO=AkFi#g^#U9V|B(?gYJwk=;jdn?EODsXpbgbxvGaqC;UWC$L1_Yuz~2n#SFjrI
zQZoFUz}DBN;r+<i&2&vab|sv0#wp|Ut-@EO^eb_auf3YGuOx)&AZK3r8rI7_%%Tj-
z)^na!`IYzg-z2{?e%PyDHgMd)z<};%zxFFTq1OjSY|i?7P}(}ztRrB|Bv~$pMj0+Q
zOH(BUWauFE<_TQic(Rin#brU=(<dbf6})EfC4xA}CXh{BLO(y+l?nPddA#`{Z=O6(
z-W{H$WLGZRw+Plk21~nZMonh|c4?t1tuK<GLB8Le5k6N-g87#d&(wEWH-;hk8iMs-
zzET?+sTMfZ6_oXUP_CJEcfMW*y`j=pXNl43vBr6rqjk5tTw&XLqaR{_=(?=&u1(Sm
z^8y3GQeVw-0|hT_@XC*|{c1tKtoY%4&=oT`expdM&Zbq~0~`FT)%dJ|HIY%uD4vmp
zj!c=C3U6FukU6tsO=EpIrs510?#Rx~kqWpQF-1w6fOkf%+~V`aBn%B%HTJwL|6ERP
z6?&n{Giz7#<aQCs`!*#G;3ivbfHmIx=+jAvY%(9Ts7*A6MZE7DcSz+k|I+ajCr%KR
z-?2~Ry0yh;)&??kn2J`=sCdw<beOEst?JDYE}nJ4teLgRRF{qB5`ZSi!&Pv7K?!Am
zF5G=H3trYZNG<c~%gqF<XejV!``?U3>pY9l);KAKo-b3mak&@KWJQHnq@$u1QMGtw
zE3vbcvXAFYCz)kUnLhRB{6<HpQx$E}rkquPb~aoHiicn>_Z0KpXHAE|YMb8oVn`hC
zI(WI+M*}%?6J6hxsZZOLD1^2r5mSew8_o!m)(DlOA!Dda&}LUDM+_o{*0#dS6pA1g
z7K*Dg+`F(cb>-QZETKM>%RjigjL#Gs3Fee=tV4Q#ku7;?h2j$aGC4T|*|fP{Bzl|U
zq`;O`>oh;BwHi~bPi_%+nYC{WtK#e6mD>qMR3ybI)e9}GSLsV1wjV2VF_gD+XY|-*
zI7cjA;-^l43U!K3u+(39#ee!-#jSOfV`^#|NE!oMJn@tr#@coH%Ra;99panZF}{xB
z+e7sRoLTCGgl=&0(!)!agPmE!6--{#4(WTP_Ov$NL6Yrl|Hp=|$tqVXd}taBe@B^(
zwYz1_TXR>K6iZHIdr|albgf9N18;U|yjyc@89g|}oEt1j#}WJ|S~CSWh7`KKu|&>*
ze;aNsrFe9|)uv%kZ0aS+Lsh{|Q*YsV6Kx5WoZ~Mt0>hn!8-^k|qv3v;nQC})6Ow7e
z5A~r{moNav`CXQ-4o}Gg#cmU>>jpWwy2jFn`7pScswNk)dzBCBlxw8oKjk-aQ1kG5
zg4&DzrlW(A1af-uC^OWbLl4n4zQT3%n}>}pvh)oA+Co22c3aS2RqJ$qDs+=|#c+)4
zG1?Hi$=@>DW+~iC3-8*LsbEylmZ$sl0f@X;UBT3==cEYrDara|T@N;wEK1<<mW5Ow
zKIBPo$TJ&`--hF-!(C{#8aB$|O>3p*;qzPrw+kzrzaZD70NZ(Bwz*DeTIUy#Of{mE
zKi$QH+Xq_{>L+0A?)`h5dmff{xZ1o`Hg7&A3uRAK;@+4gE-#?2cg&bJDhIkR{%E0k
z6bz*%&Th<wGzC^q0}PhJEFlpliXHK1=yhARZP!ZRPb#B3*sCc>PulH(juX?;=&3Z=
z236S}8aq2&rQjrI<%~o9=GH|>Tvl?dUViiv`p<eMnRBU^@XbDP9&C5^jwP&Hvmb4~
zu&A^%piu}D(aedBh`P>=W^x14RI<ONrg^R?db(Dk`J0;%qjEmCi61yf;~rgox?|~Q
zvgP_VKf*ho%VLSkP=?UFpTsD8)o^ohpQW?A_@NbO4Ly>}sx?SybSD0);wheebA%i1
zN3$#cw}{a-w*+1LJ-I1+Au`%dsBtqu^icQQdIh<6oIyIR3y=n3sSHo9`mj4T^SRIj
z!Vo-knU4WnOf4#s_<${ho>f!M9)Gar6heQ^T5?=aDf;vl#fDKzA4?os;T;<1j$qSy
zO6@0a@SptUf<yDUWBQL<qCc@OJkw9$$tGW47+X|p^qUP-pBVFW)87)oREw-$A9W;f
zf^D*B?1@A_DdE;BcH^}0`tZI)c?(Q?Wn|BXOPjM~MrQb#k7!HCyUIJU*C9r7JN6!4
zP^KMntcAMm@<7JAYNX`Hv0h&XeCS-j&#SPtK1)M$JgIf%96$k`NT&$5L&NtUYLwd8
zATUZ&F+G}c9yW;Ba=^)8Ts?|YNJgNa+O&td91V2HUn8_PQQhg997A8XVH9Yyq>l$U
zV`y}B8>kt~jPUetovp;>#j2z@nukwnQe1_nPln4H%83vNbqmVW@<0FnE~Cd8m!XD(
z62<cNYP61k(#eW#@toMQJwaT&tJPD@1-0^8&BMKQQQdI;*KruNb(k3Ml%+8Uy{wUm
zsd{K%jY!))^Zlue&CQ!r=$;6*n~o?S%xG~bhdWnKmLRJsXk=!_S;ETDfVl~Up(nqF
z=t*%@@Q6L;;pS|K0A>k3bCI`yBeH5}37~?M2}Vqu#4m2duC|p_DUCs_xpV4uoJaS@
zd_^Ex-<E+1w8-^A=vhkXp1nzN%^#}i3O1O<xpurfaa6xLBP1Qu9x}>OQ$DWiLLfKC
zqHUvj)0XJY0EC^Ca&PO}Iby0ZIUu&Z@41{%m=dkpCvaxI-ri{z*Q(iradMN8cYg7+
z>1Z>WUu08K`1zkBM_94?-jVCmc?dj?)0H-=$zI#Pf$w5O3!iCc2Wq~FTYNjfsE(t|
za7WswCHDlcF5Kb6FmW012}PK@Th4mx7CzVj=hy#tyC0iOzj`bW$!;;Y|2h87mnYgB
zja{**C?2?f7?XbjelL*?x!W!`yJ)G6&JsT;e@i;ZJ^xnJ(JxAPLbz1O^3jCw&?*7r
zQJiJ&d^h>3yRG3^s)4ZLDgiO<k8<e^?8{tB8lw#0V3zVVP~&QVm!=K*YYA$hCdS)#
zw8}LP)%a%<cx*>`h^I@C&xe1<Qgw@xh3<}mEojEwD|xOxRNutJWF64@-V*L_qH>1v
z2aTgwY@$xdgzHl)o_{iPmV4dFTw2XMKCv|Pmn4Bnk#p>rb11aVi;tHv%$yG6G&arN
zc0#QTSe%t}ThLNQ9Ft97cH3B8v~cYpR5H$0I4p3#w<jGZF}vo}haMf3VEQHFR)@38
zNB0Rf_!oA!Z}idho$brNdXCc|N%Kz&X61gJQe=m^CM#0EdI!%bemkI-)C<TnPxRO0
z8w;WMU4>Y;d6ZjLR<)(`XrNfovbo-&7o6bW+4%?Nn?LKRjGOmdiJMc@1j&|ZzpE#y
zKO;4?(}ZGJfjX<}zs(C%`&OXnRMIk`W3F*Be139y6wCY?S=s(V=maYHIRIitwRc1d
z);2w+riMwYhStWLnGhqdi>`neo7_wB3{K0k-?cZ_J=M!w?F+08Px43**}Ot0tlD|x
z2_Xfomtpz@Wm0MMc_P6ubF!<DU=-UuEV=PmZK7M#5fL0USd1lOiKShKj4B~78ut>l
zu<x$ftPocpYfUKCn4^%DZVpmHczc@&`_pT$vnWt%wAfCZYjpP$gj%$t#!F~FHFh+(
zc$V;K@(J{ULpcjDf_nr-N25N%#bHD*d$NDH1$#lwV~#5BIfiJH*k-E{URUuhA2m&i
zSKgU&Fx=NVkrJHCSk%AL%GkA6XL#jh--<iMv6V@8##d!kB|*<Q1yiA<H5}*#b<ENr
zYEJE)Ef>-+4VNZ#B+Kiz;hFuac%^Xf)>w%&_G07qa3}47G4VI$MjsQD7i@;+p9*k5
zQaZCJzqEM-Ta72*3Gdc8j_1kVjgl4Cus7=PB_OJ-JQBH?x@8Rg`&q8veJMbISyQuQ
zNn$_o!Rob?Z%3f{1i*#OxEFtqC5|`og+%J~SH~aD(C}rWXg;dM9@n~-?t`|Bprm$7
zqjQ->vhyXg1|birD|1A>?iXcoxcbfAVLq^ptW$Qz&f<_)Vt-xU0!g!DKTkkSlS^7+
z#C17hx3S7$@9#EiFjYOHp6!sn|Ea^H5<R2jDrjLkTQIRs9T863UC=xvUz~*T9Xz30
zANz7-`+iNt&^Y<Wt~p;{iBR^XGezrE@%oW|vTvM}rp@(EGV?dI#?B)J>fw-5mLWs@
z3v>2Pbf6h?>zi9=bqy7N-E9k>&Pm<aVgaZ1WM6>|v;Syv4G!CjkaUgeS!VRKFh)$X
zneJv==A2Ok@4%Kt+jH%|eFrS(spu+>gAsYZFbpr#j#6f-W{MB;`bwh&jm$zkk{i{m
zS~rXGu=gB9X|57$=GE<jt$oM#CCMsNTug%I8#y{@PsMhI0}Pb$DPO3B!=f?v<hW|O
zcsP8-;I6{Zfe5?DPo=}I`VrQ0MVGPUGvR*XsZB@OoH5Sv<avJdM!9Rf^6_Po?tD<G
zIx)9O_TBtC7XIxXY769di~!S%5=qO@wO9!?Ia?)nDu#Wc)h-n~j(Fs%E%Y^li5M$x
zJ+TD+U@uEltpbQVZ|@NuEtjvXm~3d<>S}8`u{0*)q`J>=|JdZH__@liYH%KM#JQ>F
z6&xb7!Q+NKZFOsPtrz)2gp)x^i<_~P@S_r^`oUc<sI>~#xv_@H=lY8c2>x4@+EZ`Y
zke~g1ycZg`K39)qPK~_C9<Mkk9MDKx4MVRHT`;k(!~^(6s8YU{bL1K{4<6xcXVkT|
zP@}Y{QM05z&u_y@itq{4gjLDk*8K6}xz7=X2bR}`#m8V3%DM&$>@Sy`?Onrxg1C9-
zkfM~<gjSYVgF<`xo?88RZDjUd=hSp*NYd9xJ1oM4E0wy~_WbIm)LjZ@fHuSzTI&{L
z$8~s3L=e_zib!_N66oSCqFw9b7E+Xm<-OeCF4jsa1+H7q2cmE71wq+)9(U=N)SEHF
zo1asr1n3j$BV9sQ{H*&xoW?|5{1IIb-Kf|Ep`l`U^?Xb%YI<L0M6>v}bS?i6FQS#N
zdL~B=iT_)V?-CPkrM`)gSet=GJp_Dpa=NxS23ysWHr$6r#H=HsZFSoms>|a3hDR7L
zTVa*Ef}P&X)~T<{-NAmspx(3NG#%bhKM?$n3oB%IU_V9Bm6Q}T4*-D@6lPtPI~D$3
z3&uYFMCb#G61lJ#kwDe%U};4dn7=)@xI<_+muK~jseCxXo<69rd4IOkHIPB-Uh-E`
z=od#+6;q3cU;)8fsN=it{9YQ}X)r&A;y6{))>@OQi*0CmHK9QC#c&I(^K$E-9OwBx
z6Z!I8xQ@18t9DXq?u+KBTNad5C(Xw^0!f58QzflL9q4I&rk;Yzl5(mKUTHE62=ob=
z>7S0}t8IZ`uLy4FiS#WLY}RZ{B{IDG6tj)+N}spfw~6SBIa7C%=Hv4+zBnG*Y%Bcv
z&A7h;OZduycus6I?4P}xA6UXcC3Y3ZoID(C6w^=SAreMves?NlxITm4bhy`<ddExc
z7Hs8lOI<2g&V7~X!VhbWEs33Yx;EV2nn^r;&&PN_oEhE8WOklec)1t>RX6nwo*ntQ
zJV|exVMsmfCD?hiVB?jT?a}IkPlA;)y?S$^f1AI(YfpOIqIoLGTq8KQv`C^X2SZ8|
z;zr;C7;MZWL$aJKG8X%7P@Qcy-!@Khje^x%1g=NeS9!nYFP$hmAIf|DP{=%DizIQh
zyB+&C>uJfxZ3^KX+QzML7=}kxPgXWrMvh9cM+jtNW<chxsdsT-yqK}(iZ+L-W6yCU
z9in~Ya?h2R?y>#c?_F{~RW*K^`;MYD4qsY0^zHTOTLE)8DI8@6Ci>x0G?2gN?KjKr
zx@E6#ZIEdDNs1SN-nGY00j-i4uqOyE>XMN8Bg|);(MMU}X0+b`@OK$7L&~n$p&I9u
ziaT!YLg=WfGrbzRIH<3~!lycCKG3m=!5&Z-j%m6Ha&u#CQ<<5v;_9+h@!eg~%2-MD
z(@wT3+^wEbw!*8ca<OLz)j6O#u7uD9lHmpuL9Gj3SG83f`e#F^GZRk2Xj_P7$30D<
znfx8FeoQT5^&X5W*S!$eF)fv+2DGK$FGOGAf-7hBq$Fjv>O1Sk>}7ug&Ke^3uKmrL
zr>OD}v)ulvQqk8`B$Vo+L4sLqnfx5)H0U(inqL{VBV<cum_u~|szXg%h^&T%6I*jC
zU6Y~G)KE@b8LX_Q&c)H@wGbS&McgHoRs4s+&7me@|2$``QSsX9L;^13XVE)FQHrW6
zYrR4?8|kw*Q>%Lv&))U~3V~ttsjVv;6Egh#G&NW*^S8J038~+oS|!zMyZ2YmaWpC)
z>$@y49t(NQqGpK?b`!Q2E947l&yHgElt`8Oi0kbwXhi!+rRxv38i;sYfDHY6T<ky<
zS=?o?piy42k5t+bFxh#^@H~olP@Rh@m-#Ce<xFFglx=EQ;7~R{8B63*HA3+v-BRe>
znnB>~j#Kr{vwEv?Z5=bXmegs48+JRonvv2y<l9yOCpx#yQgJ-yEUr@;2mhvO>eEHC
z!c~N!aM|K=;Tf&YS>~QLw>O^*@waKLWo9^X7k|8km-?$JJRGBFoGB67=W|k&i`biK
z*F6KB#eIz|UO^d9wW}5rSxcwtpG(KQL{$$lQg}*>JUVX4HOkpVS%~?#57;TUW%>*h
zSZ!Ch8&&*-S^il!#@8ph6`a&6xPVij`yi0DpIacZJCfzhfA^O-QV2?Geqa^<es#)P
zj_&qw$3FHfy<U^(h8V8wXrcqXVaDX@)q5!lH}l6&*_L9^PLrLl^??#b4tA*rMooC3
zP07r2pp6=O5M2QH%Vn5fyY_n|j9D_x#xsh61}lI1^lAD8kRC1Z^P!9khTbN4%#8K*
zLxzzNb#B$Z^z~To#&Vx!CeX6-!co8uTY9DBs6nroMY_BDKz*iYt;4;}SxSylXf_qL
zi5!eyd!0&wvJN(sH15@PIg?7{+W}&!C!mrmOIcd}pS@CxOCJsm4Fx3tp}J2EK3IG>
zAp~e)mVjFGxQak(Y-35Od;dgehAsa>;A_7>k;3@Q8e{`E?i>HM%~;sVjCPwIcNWK^
zb-hvf(qwKCK^tOAu!btW^wo#>@ihjgf>Ae%?Npqk)cr>Fh!pV#%X{1*7O?NSmm{c+
zS0WO)zU&PN=2<{?Egc*ja@`_V25dLUJ6yu4+@k^+b<@(27nF+v9Quu~u5SE1>SmtB
z5i;QS=|vi6Vwq$Pp}e|-Se2Yg&c>AX0l1c@yMw*P(rp9c<nM^3ZcS>W&Cej8;c)p?
zhYB_)qv_3?Lu7%l<<^)PHd7G9)$siGiMk0q3-i*<u`Y~u-&*=lTI-DHZTb34oQ`}m
z+A&}~qN`w&5SThvc9XzkX_G#JrbMdN4_iKIgT64k#O_omGvjD}N@304YvmuG^}DdZ
z@DB*UGDZT)-IZDM^PEfKPCr9`CSAdz{0=Uo0&~euw6>5<;70IQU9tyMR&nov_LvDA
z8JLdm!lr!%KQ)?9so>nZmrmtE!E;Vy3%87kLQa~u9}<H6Y**EYz*##!iH5G)$vuLq
zRwAf3@FM{+$x-K^od*W;uTR95cu~DlF1e?{2hB;U(z9;{4-TmwQ;lziG7-Jv#MR2!
zLsI;HxiD-Ow%UiLLw%Q$0px~uGcwfaL5X7~lxpXZ0JX8peZ}%ima^0Q+9n;|)d5+8
zo;mmknj?fawxE76Nb!eK4gQ!?Cty^|6cM+yx)d)riHa02Pn<K%-DfiWTkDLUkC%_P
zXt1I~<w;BGsrO+{8jqr&9d;B0;;Txtw?IkPnK<l_`=N1fkz=cgL%`j(@{VwXo>h2B
zioJVTUtPR|uKi##w14O?W9DE9@zvjHNzmoBy8B`+A5DYzD#3|Z_H32ilUGoQsdELF
zBZu6tq*N_;$Y*KUkFcF9_S_=guk^pFv_u&mOFhMOo7m~tnhkwTJrrBr2o18At3vWB
z&9Duze|y>^QnV3S;wdbju_h(qt{K=0b}kEG<D$~F6d&&_O@Y%8$aB!ZG|C{fb};|(
zWsKE5q!n`{?6(&>Ii}Ql&HIHP(QxB{78EW|(`%YAeX_nT{FIcTt84#&P+d{1CM7>)
zU??zKB2uQFR<$&QE@2Qxx|v5Psv#wata{k`o=UT;a80fvuIUszvz&9;S+2igbc=>t
zJ=B~A%N=Mg)pi6f1vdkkbl>84y1I9xQndW}m}LOEL%Beg(VjQfm0@FoONQS33?`Mt
zvm-R5Yk2$iZ-gS4N)t4LeY1QK1zK%Y7<Iq);9d!Nx8365%2d8F+b|hbO)Wt(2T5nQ
zY9u*DsyeckC~^vwu~uAu3pSjEmI*hc!K!)lZmb=UlZR3-T@k*&2LgF;_Y2{+!~Rco
zZ)vL!A8RlE19|5j28aXZX!z`vk3e;LTCW3n5OEB+#E@5~fwOCTo#=kL%Oq8h=eVdL
z2y?vaA1c4|5bXg=|5<ca-f1iN#eV9aJOJduXOD?+U>9{r)PHN0t@J<YBL^ZW5J-+V
zFnJ;GzT!-rg6Br2&9)+`&{QwLFG>HN5d8j{vYd<Hd%(+TCQ(I@mI1GK{encq|BJWJ
zcZCRDO9$1K`SrP|H#pmxqW^yT#ma3v_U40lgCwZU?Fr_so`2)sd0xBr;#y&4<vGTa
z_Rpcu%`mC$U;i&ZZc37f&qd`cfz)$eTSFrIQdjD!x`4@RuP+KL-nk;%GU>TO*`16N
zs{YQ$ME@^8ti809SwOC>bW8sK<dXl~DWfpygtpq(mwoZNbp2!7z~K+(E&T|n#W?=^
z-@9q_*Hu%~zNl?Gf`I3ELSDY8@|w9ha;`*azqXcgQbA2dYE6ySiGTmicc}7y5g)%d
z1i2H$Ai!(?F5{jONBn6OmFqc9|Ndo~C?WWE{L)JdX7(?CU`o9QM$VJQO+jix@No~Z
zljZO7g?4!l6z2S%Br2RP46+b@`SRtDk+#;>C-tXy3T}4GbVCi@S6;RbMwVtQkqkKA
zgT)eqI)8(L30|^Y#oUI9cb+-dUf+DXw)Jz4`q{$;g0s}hNX^eb$!E~OUd<pk-rI5c
zc+-I3UqDVaBVL{ud-EaX)NaTL`?bETKz6P8oXOPxT*T$(sHh)_D?$*Vzc;i6WZ^%r
z7l#ZlfxML9b@G2M`2X?t!L#6nabpnXL0fa?=(lpN9el0iXamSkkBH{TJD13{6GRk9
zO~|JbbHFAN4@Je`0D{wD1y96jf=e}efBe5o`Pd-vj`F6u)0u*tOEd-u%cW;(fBti;
z*zUSa#6lDacw%%Qiw4xwzn7kVa92)l<RCbw_QA!*-VdBx{&ch2mzGy26-?vENp;T3
zxAINCY=I>1<Hnzu#;rN3hx8dAvAlNc@#>)!Uk7vBV83^gyB7Z*$OU+Y^6mYF*Dqgw
z5O~u2^p_Lwy1DU~==EuNfwmV0EVqM4j+BTy-#=QsB4pLDU+@5u<R@R9n>P09;Qt%)
z;zu;a2XnN0Bej20(yLwV1|n@?Kok^|e^pMHTbkJwD2w~rUVAG~ualv$D5iZBZ+HCm
zu!#GPub;=+)P(9u=M_bO=Gqsx*>gpvyRuuGfyoApuMkctUFS6MLDZt=d}BCguPJKF
z0mGo29pLEV2Y8+zlTUdY_b5^)gvXK%B)`+8ArOqp$*?c=OUoS%K55Y(HVvD-q*1DV
zMYs$f8D9YUdS?cTZsC2M^fwm1P<<)6=2CRvqglwV0C%k`AU(lg{VK4Et!o1&Zvqch
ze!LEtk!CciioxcpoBX&#k&V*pQ`VP7B+q^O6t!(-rl`!LmIv<H2Z8hAmNm?_krDox
zsTZo+=5NUdC$4Qg^61fDw@Po@14lbxaAjsdfks&e&_atg0v`3Ww57TE05Bg*4N&V^
z7xoMtD$dXi88lUH{8>!w1g<&~h($Up)jC7_g_7khN$lFFm(PII0(qvGa;k1JZ^Q>q
zGmp$KhyMjJs(__^7(^OqBI@Pkif`1Q07@b?LZh~aWRW{T*k)qHk?q-9aXAaU8R~@Q
ztrUXXfSQIEz=RnUCQ2u3QCxNq&0yivwmSAOyvntCD{`jaB-JId)}hk#J(QR-4M?0R
zzC=Gkf8Gzxb<86+2^}k;@j<P_ELwruR%V@t-Q2>-;&0@Y*3ap*w6u7E+Uh+<XiQ!i
zu0z7X!nc&tK(q%K3J*&bWhdyj0sk8bB2V6+%8{5LqLvuU8qNuyZ?rvrIkvrDj=hek
z2i9RhByZi~$gGwPUzxCatgU+cwSNSCMmFFuZGvTxB_3nQj=uyN0k)E3_n{AEpiH=3
z(=8Em4kJisjL^)MVZHA!?2vE24-l}=aOEj_9mot>i^^N{1H3!#9^$a@ZR=aH13X|y
z&ySr^QR(Suubed@-mH=>f+7VuhT+=4JOi*=g4(JU%~<zSgz9|hIv{Cx0j!Jxu&e(>
zmbO?3CwjDO#RZSp<2<z6$}4U>+}6NukgzWgnj5LLSm=+=Hvl$G)6z)OTDM=N|HS3I
zQQ&um%-o5xaEt_&h^ol-dmF3%`s^V$2SP-x^$y{bO@<-A2Uyy{t?cdBcK_$16*pzM
zb4%0;mN?4FPJJsx_L$vSW_!V_2)e<W#uKzZzcO5f1`@LRd~F!fTKC2u1iEBjj#KlM
z5*3{Y+NBAelqG%+EWn_xj|@^!-pT6r_%LBfkO}M#-T2j$4KjQ;08{G!Xp(H!hA*8m
z7}VzhB!a{O#J+4j0FpyZq^*@=u2pS{vS})geRku^4ND~A@_mb_>n_##ep0xQdFMtR
zn`RNh2LfjiNGEP0#l}(KL1WhKG{dt%;R7ZAmiKUFf#@NS<I2-UPVTrS`KQGvxh;{`
zM&{)U=6UZ+MIeyBCp_;K>gcOfUCmm0Jx|faZ#b;4y52gS9w@&0;oiV4TWDA@=tCBq
zrLv~YVMAPFoW3``69BRg0v!{C;_5~9x?aTX@ZMs_#QM4=dAPep48O_MIQ#&bT<tw@
zn!XOQEn3702P1Ydj?@bnYX)N{X;1g*v);y}SFa9;NT_}dCB-Ug!7psFv&l!k#`}Qi
z*A*BY7#atUWQ4v{f(sMPgsyE<1?sZV&#MN`mE0|m2hX6*rZ~Sbf|@T}0`qk5k$@D?
z_A`B*z;nQk<bgF!YD6Y;Lc!X~*fRjj3~lW=T;)?tt2O`YV3(YwDhQGV%3bK3nUXrL
z?zX*1u#KwATEthEh0ezz1Mx>8ik^~~?wO*e&^Qm<ed+EU*pPkFdT-`dG7Fp@^gaL%
zBxJw#kJATOkzkwLrT)BP$lt(;9@vwKIH{muQ*0%uv#<5sG*=tSsgphk3#sIO4^Moo
znbf|1UybKIV9!q@7)<H0hS0zaV9?j@Uf7PKGI4Hhk4Hi4u@Fb4FPs9TmWb#X4;%Vw
zIq0nYJRyPXuWu#!r!OaEFH(D3CDw-KF`x4V4>9|0+MzsnSY(4fJbP2^_`K5({@Hi6
zzWSQX(x0^@fyP5M?==2S6gsYC^ro+CnV_Ow65b&6&qE(7_7X@@bX6wk`_6zM0b%r@
zf{t1@t-C8t?TR3b01#rfUlVVzAQf4wsquF&C>?oLSfd#s@!R8n!IaLz-I5#<`<<JF
z%pb1J_>;65S`%-lE`xkdZzBkEg&#io{MWU85XiABsm#geoisal65FXvx$^WDfMtqJ
zE8{3>S+o_H`VB;-f+ZP7a~aF?|L?Y{S@<lR@o55xughg<o&t?ESZqJhmFr6eC7lCx
z;IA>VU}0T#uW7TaYI2&YK{#iwgjrfo%1ZMFl>57T-mn>maAxNH0li(x-Of$n9AA06
zw<=tLpH9+xFLtr2;&R{@&F8O#!f<a7bw-yPc^M0!$i?_a4sTsTpW*K3K1ZOKj9Ub&
zLMz<P(>owWi#OHY$6gLz@(`OEZ1)wpdHiUDQ<>6IUtKw^ct${UHWw4nT5iv`<4j&4
zw*H%L*It+9xL+-sY``@GA*RJt)*+C$D6;@C4ItOGHtt9rvM8As`uk@`5LaGK&bxJw
zUxHXVk4{k%WJ11GxU~fVPyh$9)wE2?);gKU)jI@dF31c2=sNA!OawPVljysg3k=CR
zkXO#Axa`yWQ9qpRKHU0bd-=rbGLu5yrR6tNZY)p&>U_o`mdts;e_Sh6vpU@K8uamt
zv5js2AeS<e*8P^lR^lBpCaO~&skYHC<7Xw_r?tKOyg4ZXd2p4zx)3~EGyiDHS0^yo
ztxWFL%IZS(i@#FRypj(&g-*U+2QqA-z#$?1by1^!9n^`!9Me=C8t?l)^fzF>W=*Of
zf<uW0EMP75#f^B}9s?P`zQ?1g<|xIbrQCGiUXUip0pV#~dcV?r?`GR{2vD?S^Aoyn
z`ytE6VL*E62YD!1gtZj2A8Th@;xHNXodZpudfZ451h#hVaonCKWTIsE_BGg8)LpR-
z3w^DZsunLR4Z)Fk9Xr>4c9qHv)E1a91a#&#i%--ir#(T_#AU=W1c6|k3x^;%TLc72
z_HKj$Iz2wGW#-Ax9aXX=(0JNhkS(%WH%Y9BERImX>THEr9R_%6kgLh*AJCWbpp}eD
z<5#Ky@;SAA@8Ntv2d6={DNt3zXQW$DFw-87M#qcQY&3xYhnZW<`UslOvlyIAI(`Mi
zi<j1)nT2iX9jAWx5nBhquel??a<&IN_Zc9H1$g-39~2|g_ho)+Pwmn19nq494@8%U
zVJcCGfE?iAkv9?Kjh&?ZRk8&_rntKamT%9Q%s24~KwJ8gt!}mu4j9b8e!)_2@lhry
zGC|y-;1mfRAjmSRfU)ch(uZ$>ai*4e+RC9uFH;S9^TNq0IE7T}QX2q$ju--}iY^C)
zwD*PF+W%<jpEQ8_pD+F6OlefJH7s4)R9gF&?X~jUc~a3Y(3WCw%O<wBU&T8a&0R{)
z?AvaspF#UjXV8#iJ2d0uuo(Hjq%JAI8G*S%JbMnr2|G1DiJu0*S=;b5iF)6tE&0Z+
zqXw57({1`*)4z<NMps)qyS%U`4(O9i-A~6eS~A+m4WDCk{<C)Xa05IFf8~d5N9OR|
zI%O({`aWM48~9oCv|pz){b-om@&Wy~VK}rQ1ai+qY@?wF9mv=Y$&qlH25sbPdF(;8
zvtdaeoJK8_>h*6`e(jrG7CY0JK9zy#h<&zs{UCCrNk%|Leu_m2YP|{qyCcxJKZ5UO
z-B(8xT~;R6RN|1|tefr6Fs}99>QTeYp#>jL6c?DFMqg{NSGL`Xx9G3EPUIz+`-fQK
z&0qdl_8&GvueH7@sKdfDj+MxR&p-H)@CRxhQWx#~73D!YF#kJVB5cUoIgsw7>chD+
zBb#%-0XI2_JYp5c>U+`fXTsx!<{zN)VI%kRKm6YzbEVh1@0PYV7Jl#>F~)r(hc@OH
z0`Lxb_ekIXfZBWQ!w1R^tf73~N_%i$PeGK)n@XSfO1JBGD0{)jjCP&>PvJ8+yxP&0
z(Q>f`o>HHUyIpppL8rgqU7+Jl%83l7PJ+_PIm-Evm`{Yjv7MF~0;YDrG>w}J-aI1C
z?AmOZ@6*v1RZ0_Ah8K7Y5DUO6{C!_fC*@7yJepn<Vy%1=UxOSyViWs%yZ)&Y{d;X$
zf4<_lfU7=ePfR&ovNq^~c{!C4N4V6z+rp~9Z8Bim?+fjefm~-=MPy!HVaQ|MOK<rW
zJrpUySyu?+0+5T_rR0}?Zh@&>QhED*?uX(&<}a3xO!1wnfOQmqiuBb?=HuSI#dZs&
zY8I!!zk*<P{dt`J^k1;Ns)6gTLsFDy?Bt2veuiZQZ*MA>S@v%K^{S0F=`7DNRUjz7
zT^A7PlY;{4`e0${{zsRlMREE1MqCfRG~?Zrx`KPHX@ps2X2Zvf`26VB+zcr@6^6+C
zqTo=nJN_(%RhGlCBh)Fyy2;+kzKNK<^RH^9Q00M+{ol&tk>_++(VrfMr<kUrPmlcP
zSnNN?dNy;p=@b11_g05JA^*Z4{ntZ%o#K+<Hub^c%DquL7!A%^D}O;CmwZ8kmQ=a>
z2r#ZZAR62%xN!;WtKNgQx8L(O7=}7P9sZi}T0n$FFOS}zh<kA$$u1Aj1YP6|rOf61
z;U)o6T0EYVv7;zGBlWXb2W!9Ye@?q3^Np9rI(y}Gp+9n7D_gtZRz>Wb#L)TqT#-e?
zsR}A<pYQ39ouC|c9T`*T4zpMvzcJmkt&xMv<QPcb$&C1IB68@g5y0<&s=q#m7&<G6
z;scI@l;(bs*?b4;ig;)vkhAsWzb)gNcqQ#wQtgLsSIg|#tx$8jx8+eixbyE`(eO6I
zO|34NfUt<3VvlSxDGsJS_(q7~`Q?2=zoK{Q?ceSC9P>*~t7Yd4R3VU-8=a@TdLQ<_
z<eSXBT4rjH5<NCeX9D8R{ggOW9sAh_q@^szRWvkgKp&_*1EQ)y%#iuf5&<Ixa}s+U
zkHjQr>WAwXy9=L96$3aU<Hilu+svH(tVI1k@bf-T^4I02Uiwv<zIq@%Zd6`Q=bEL{
z;PrW-IQ6%6<J(RxdOlMSh8U^reGz%?hQo5?)VuryeZqqNboSq)tS?=v=k=u%N*jK6
zni*fWt`GL1gKpprxUk)f?Z}@=nj#%!0N>EYAGiu?rTd1DUinWsiB;Co?oL-4E-;3w
z=R2ISd^$Z^Q>b^OtoM3CNK;LvsE!VUx8GI_XaSw7m+(IW0?yNXe_z;*2ZU3b10t2}
z18fjM5{&VPLi9ibNTCT*wbNVCqoIs78C>zr@UFTxWf#J2ahHe+wfH}bm4(Q19fYod
z_8gFsb^pgMn9Epqd{R&I!yQOLlz&Ud>gxR}zcFV)5WBj}4dlMo1^n)>mCjeEvcd3@
z&V`-s#aBRx{F6Tb<(LV_Pea%XGGV`t9x;sEh;;)^dJV*P1_dev;1}9t>O13YB8RoC
z$_VS;xeOf3aP6lk?AbQBJdI$Uu3@1oVEi;n5RekI8NDP+ye}Pt7~60bXAcYJqjn!W
zttC+ovX=cI;9C~DG?n3x=pOes7l>kl%v@-rhTa7*l%am-{5ZM~(A@KlVJiWpLhy7D
zn@rF_o?c4W9;_E$YPF}n+`Z!;eL&JJr0m0~+JMg%%rz`o2*zFL)xl=rtSJx?yc(jk
zJ&S>9J;Vb+>7b4isjFGU>h76ZRYD37=w<{98kbe&1eB`2DkuLx$np{SyH78vC9S@P
zan$kL5b8_av;t*qGoY7TX5t&N^Ym`8Y=RL9cy5HV;-=QDTf9SgC&+nR4(DXno)PQ+
zV<CNdEwqmP&8GS3ascxR&qWH0DO!Pnr;JZjfXLs8DLHron5@I!SgN|)vYQ`#;mMvJ
zLH1A)xbq#M7Govg#!Sb1Z5akqh$je;>2O8@GkB4_6<c}$QE45h@afRRPVfN}sq^C>
zV$K9?Eda>%&*%>LnjG5b*6YEybqPYw%1s*q$m!meU9AR7U24NkXubrkJNh2QIlN?P
zomI;^#2!vna?BNkHtE&Act^_Zz&O$U>4s>6PRLv_7@*SGa#{Ev&it66_4qwN#w^|q
zZhe1H!6qpBo|tE)(Uh=q!@CA8FgGTeUrF&W9y5NpUE7W1@PG|sode*~)0u8SIMrng
zmLAld4|c2zDmYU=t7@KQ-~>X@O&OH5#KiI2`@Foo!od7X5a9lWXL$gn24sQ|?C>xp
zx(8shI?;$dd+i*!j;J^x--l(FXdE*G5XR)MxQV`{*5Wxy`l&+CSq|MV8m|Z##a|yv
zL|AWe@0Ase3_&pcpn~*)0)YpFe+dK_6iFoM@&90?8($+s=@X$19|CC$o~D-BJLK<6
z>TC7jCcbq<WTlqDHh-9)ieK_;h)vv&iKq9C{=roOcy;Oq$<)E&EevpXQg;gOXK=Wl
z{JzO~4W0>qtVNGb2tUmydubL08vF~c9WNrKalbP~iCOXO5|~?IJdyHUXaJ%>=A{_1
z&>Pm)xRDSrSSOuIoSg0lPZ4<~{_vup##jUClnivg4M15|CrE)qEU<(v@ML|?$b?=b
z*j_o|5g;i@nyB`(@#uQ<-Eiubt<$85nb~p~7ie*qHlQ%QDToBp)#629&VpN(9mJd>
zXU+H5pMShN6DWx5GV=iG2Nr`xqH28vD6I_buw~C&9edq%JKe8sZMrOh=oG}w`}pxb
z$f!>$)3n!s4l{i?+odTo6C_I3C}2(@)VFq03`T#r&*06R7Ffvs(oF)E<F+0vV>lXG
zQVljGY3XMxFf^G6^kR!REUe6~UeSf1M|X>pR1c`$SMAj&$FG$DlUochdXYwgFHLo4
zu&aYP)C#w!dEmgLuzHP$R5$i*dl0v*SaMCEh3;bWIAh_#^P?GaD&Zvp<c#B)YtmnV
z_<t3gJoLoA>I)de%HX7CJOr1J6Mkk4IR>s+(ItkyxtwR1qr2nJ`fC&1O$0M3kKAzV
zMNX2yT=>kOd_pW+XCSVp)~OeMsC!ME;wF9}vvO(|VQWMa!=}QI{gqp74?-T4U(-9L
z-**y?m&qcJ1rB$utf4IG?K6Zw)$Mb<{1F=OkUP$uZz`kt)^~Tf<IXG%(nCODn`T$|
zwxm>frlC`M4$T5Kmen^vs|#}E%*QIG_tjn75e{tB26Gj-4Z-;#^r}Gk^2aVjC>D{h
zMkNYZ=;)dqCoCMCc3?vCYl$vZAsN*2b$L_O8sR#>nk`IrCNL1~tKBRFq-Bq>E1jKw
z&g-SG6BxWqHvg6U_U(-OeTV8iD9j-hC6j)Tjy=Vyz>kIzI~3KWG=2Mjb|hy6-v>_#
zJik3M2DicR=1u2S=Q89(!i#G%z1TDK!O~hN*U{r+qqGe1ZWSEPTVDau$a+jLr@#?k
z%5V6|32PUrk5uBSxjD&%&#C|bLGGB_BSf?_03$_ePs&7O{@%EqQsrGn!9D{lk733g
zuKJyT-Z)OzF8?m07#Jc*rfB&7w-~oQ=k=z1GIX%+tz(4t<`iGNRC_agL4Pv<UkR05
z@=;;-Zi7G$51Lb=Z)*JAmw!DQ1B?_(aZH_1Rk6Y%n62xrO7RgN@iEY(|B6F)kOW>0
z=}?x$w(?r&#KmD1)!%W#5)rpu#NC-B%t4n#)%%CdbqN)&WkS)YEgd6;_PAVtz~*D&
zUK7C%vTC|9;>y8wQ(4GC`?Regt*vR5>xXrMt^)5iP?`&7&^Es88?t*RAutL;3(MwL
z9K_MWB!^FWO$bHvvCxGIqpY}rxAYa)=CI^3=286K!&>ivGRU+<uP3X`M#qVJ<AKx$
z%Mf{OWd(M9c3_suPCvy&bjv~8kF+yy;>h033$AQJ<%5E<_!gl*5Lp^7XCggsIR77Z
zWTqjv@onq&%jSK)4=Zs91+=zDv*U1>EVBb3T_blKBsMPFGs;S;?HhJG5S986v)73?
zg*_zFQffU#|5}ri0Sb3gAa2osRs~O;T(Wy`Rv`tMHnyh*6Yr(y*w>b-@10iEocwFm
zH)V@=bel+3vA&dezbf44uq6>>g$#+?&CJZYZXHn)rC^nOMl6Vjs~)_MyRPlk`!R^N
zHlqo;v?3FR7sMHzj-V#)tVhR5KsE1Nw}|=;BrA$`sn9JYPan`zJ^U<;>BV+zs14$L
z-s~WEP$&y;g<}p5PYOb!ScFpY5Gjcs;l>jCS9W$nS2GT$y@SveGCOqr9aE=QDBulX
zEuYUx@%k(0exJOiFLmn{>snfU^<)|`=k&JClc>N{>xQo@*_#^!mSJlt##B=KE{M@Z
z1#6SAd#0Q04BoZPx;_pM*DsIyrb0%Z`3u0#VC?ylqB8TJYHqE2@?sjggMAUb$AnMY
zfBS~r?Snl$cJa#KK|@`MdXJ~)o#Us8?8>>xW_rCEz>QUC>Jy3bIno%K-zaB+`PF6S
zYkZ?#AH+&X?iTjY;_W!!>6F)St|LAqy>Sy%(tEx@_x}b&lC;uDjpkQ=zYAtD)7rwH
zqaQbM>GS7+#sGWyFLTDnzLFiLl<$e$+fuu0U?nkCaTFk{Rai0_SS6SayrL1DTGNU}
zvM^y!)s=3S9^QnViRE0Y`D0mKQl5TO>Hnlji>e7GlA~cU>#tY=kN?Rt%vCknabW)1
z^@rvzo->8<b?=;9^%NnH7b3zpUX@^)P~oFzcpKQC79Bi;>lLHC-(1Y4Pg}!UJ%sV4
zD}+z^W%Uhl$)0qEkB7gMOMh$aMz>#N_Eo6;eGSD2NG}djf-J)PjGz-xPEATR9#MCM
zQyj$dh4zrY4z~_>__nq_uPp5clehjJVfeHjlzp_=8x*kJ18(8LNa8B<)$3VlL(z2O
zKhs#gDH8CBn$0ybdhkfdND}jt=Slmsqp2B~9?<XuP>11gqJ<z+fCM>Tm_rt&cnCAJ
zPZ)%N{7J?(_WguC-)B|frY~NK{s0zUOIuyRjkkEy;X9V0-GO+USEiD^29J!1Z|=8n
z_PRg5Ev{ycmcd_?Pqx0mISfekj$KtBNuv*JOOdsg3$3ib2jv!P5d)TyRroVMn~Ry%
zad5A+M}yt#g22Dsi{|FO=!Lj4PtkuKcY+~G3>U!XLZh|{$|jgM&>;dXx}BmD#+hTq
zI!Z?DNq^Sfx~r<Ve<a>NR3O%JQl5K@>O<Wn8ik;uUiPv*(d8Ol(Pj0a*RhOhe|4Os
zV;|Nbkk|_AE-k7vU#$ebeWFtgK?M%Ld9oQ(QHu*Ky^plgkH-W`!;8@w(Bk^&^jC$4
zR=jVRtBaoh7H9CRs7>kj#ZbO|F-zwosSP&GCoDxi-wGz-YZoL6k~FU(FIUqOVF!FQ
zgzKSOe22=9_UTA*zSUVvNm;8+Ts+&He3l2s=M3C5*Eig0X|bY)2Ol*`r|;=d)q4mF
z=2U#5fLvLxkS?o=HQK04?7HA$%f%q*bpsunmG5^(+l%FjT;C5aJ+V!08+K92Cpy0v
zE6!?&SpEKV6B}pmomLDIdMKrO&6;?^xT7zMw?eVdfM3>N7Ym8_?6H#aexDD<5<^Km
z06jD2{B=_ayYd6RXiD^7kwJX~9@j^>?br$?iFeXfqKIv<%Xdtz!X!h0%l^tkxqXqW
zpOXf<Ekj!=aLw$C+<}lk#_A=76FuoFZ|`WVTLouxima?l_a4v5;Rn9ZY%}X^mmv>6
zD_!aTkP>q5K8R*K9>Vrkxm-(@c`1g*An{>L1HZHnVh7?xSP8G!?l>g_?;ENQAiu?@
zd@#Ug5j+kCrPV{`Zo}Acsrla4yIn7k{OWg^NN6>p?Tl01qhen{s>DnR-RJSEn%e0z
za*6rbcfx4usn9ZFqzg<$=^Eb<#sX?Ln&#daouv`_N<_j{B8UB-kTAj|{XqeMm=-Cl
z-W=1aV3q^y?lH$yQQ}6!bZ&YO7^TwoaZh_8mYA*|UY(5cO0eJG-&R*ji(L}iK!E>4
zqc2xOv=(~EA@M#yxido**@m?Kp^Nr|avG!}AxEEoPNlE5dFVDRk#q&l?^InJV#B&#
zt~ea8j~Cf8uA3sXT&$1X{Zd?m_^k@wTzaV}Tj)`$vdi4<aJHmNIIHURk+$fK!4i6F
z+)CW!jPQ++xe=<@6<y8d*%gNcYIJ(=ks#LaKxh}cDlk0*#3g3HAZ1YNxhgoR8qbMw
zf(4&}4-`)R<!P$(hw=9eFF$-Wd*tEtM|o%5$dQ9bCVLY<OLB1`<CGQBb*X_KoJ~SR
z<A<x;OLjnHe?(`0aY>nTJRx%bruVQ*;n<gOKWO;K;1wgQemn8|!k?VL30hQt5Nc9f
zb#K;8kD_B2QxxrAvJO4#>FL=tBUpLFND6;*knOB%ay+8Q{0$bK|JIj6A~g<1-CGmI
zmT|t!loMVPM#Jz5hJ@C=cWADybLb_(e?gJF=!I){OhrlsE)%$OePFT{<LYIh_<-|S
zSXryti6{+hp5o;1p7cc}se#O~;nB9}CXG|cLibozeuB8r(|&e^M#UbN^h^40gyNJE
zeI`;JTq({8&_n?E)?=e+v5L=NX?ZCX@Gt*@8T%uOJAIu7S;(gkh17h^Y~fexw}XNC
zsmc=bSME{cBiIMIP7Dp3!m2#;XH{V<-U27!Uc6V@d;1DVo=|p)LQ`BGobn-~UafYn
zj)`FiD8-T<ds8qSzO<3@SW2(Q)@1VcLdm<UYuhWGY6EhvefT3sOSFX;-~ZoK&x=nr
z^&eYCU9y_YnFYGmb3L_6h0HIGVFyP;CH@apUmX`!7qyFpEh-`^FJjT9Qqrh|bb}0K
zP%{Wf3?1TY(MU??5JO2fsE8;iIxqtQ4oEYk#DMf&XL!Hw-ust7{kiAtv(MgZul1~F
zJ<I2HS#w_q`WDJz^WtcjCq*m?i;j(ue&c<Ac=La-?6^y#b$7E8ic~Aqd2}PJyxSSt
z_KNiE^LJ`{`uwzTxxhq>{+n<)hu3#*2p%XHayR?svGJAn>s=IOs|*ag0x!QlO6ZGu
zVxp_3=vwG=uyqOfgu@wQxuM4<C=LdYGnV?=ei-Z`(^R_M*+8*hkN4cvrZd{HmF*Sc
z9m;c$lD;I{e0%Jstrn%qe9Az~GsWOGuJveA^O@MbxHRAG`78A|L|hm-04e@cTKEw>
z>O3K<q1z17BWj->uF!=u(fD8!`N_Y{6KCv;9`a;6qx1|%ot{hG@zpCMc1k)ItlBNP
z@nl@_xnUg?;~=Y3^&Rqsfx+M2*bnn+BuS9s60M<FzWv!PIxU_(8KOb)N5^a*o(6hs
zS6uWrtBI0b{-qDt;zd)7k2*aPW4X~yuLr_O`z#_^3z8=UH5^ltLmD2E)6u<!-O7$k
ziOsErj5T~~oYm4Dm(2wY<M|Q7TM+^>?hOJ2s{L#Ka?*J^70Y`>s~?D>j!;wl(OX`C
zpWG0tW0i9M5ogMu0Y%ly2o7cSJ-MLtyNvN3`Xi66#7lds5!&aoQ4yf1J(xD(V<pe>
z)kq7dt4<YGO>iB>80Xm}H>$DcE;?*BCuDFMml>#5vJtWuD^IJlB6zHP@R{h}YJ`io
zUrazed``?hk@3$Ft6kskiL%64#(ZjNu>~x3vNJnu@h`-B;D}pO0G`B#b_3<`k`Meu
z)R{*55(Q>=6sC~}eXng2uUB!v`p2}0O8iPp>Ca1;m+c{_LN+ohb$Udk{YEy4_an2Z
zDe~lJ`T^h0_<){Cx!<-g5@7*pCJU}oN-IRjB^@0d!Wbf#pB53Jqxu0%5e?DQBM3hZ
z$uvwvb(Rv$^?sHTtn~`wh(o*m<|}@3x7UBu*e+6TJZ<+szkehc6*GZcNI>(N0?4kF
z1Z6t%5c0>Nljg3m_yJTt($pZ*u~oh`bjppPxmg~4FX7UpB3u3n>sE6^VKZj3m%`^)
z{kV3_PU7wobr)TfC(xb;=<O?OiIw}GM0{gi5@+66Wj@A!{VHY;U!R(b=$<6?Dq(cT
z6*43uYrtM7Im&~mhVQNgaqquxE9|ME{8sB0L_qcQi_A=oD;^ObA_<zt!sk0#s$f{f
zVq2U2VyzON_UyXC&yfCXv}~>-i{E^5pwLEJm~Z_pZnXEseRQYz4<Gs1+$`P(Jm%EZ
zT~Rii8h-6P<7QQRGT5Dh2~eUA0H<vi5f^JV8GP;BG}L@{NzT<}<P|maa<4y42jv;Z
z617qt(5=a~ZP=$I30e#jML-~kkbuP%o_n;!%tU&$bhby<yk1F}adx@uvfYdG1e^qZ
z0aZHwraz_Ls4}@vSPHv`E(&$<;6Vvsdw}f9aMVmKT2C+Ft7R)z^lVQl4g3l0^l+>t
zL+WBh+&aZ;(BRUZ41}35+Y-iB1R^2zP>fVF6v*qcFrsYj3i)e4GcXDN3O)20Z%@Jk
zF~xcviUTaY)Xd)zuWLJJ01#p%({R6uUc~;_&x0i~$mcxh#uUB}vSCAY@*M4|6AG+-
zxp>jbK3ZaHf8TIn3r{3XHNLzkD@disW8!!MRirW}h>@NpTi)c-`jpbi=3HB1wr?GV
z{ptzb*D1`;_U>>abu*Kg+Y(hYG`hfZXi8RK(m)uDg5T_p2kh_>nL%gl*MkRj7r*@S
zW_v5{&(~mhM#bVDk(s^nVB{76Zjz=GK98<*w5@G`Oi|(}AWJubMfTC9js*4HAT`zz
zOpR@&saW66Rvu=<8{5A|RMgJ0SJbMEo^F^uC8&~^!`Zgf{a!vyBddx!ch;C%6lDCY
z$d~SkPD{ycC>ox$(Cw)^d-?!Zfp<~;+uavGvmyCF`*C&&iC$&3;Hdn+C(oWK0Irpv
zc;1)T>1&6BxBfISP%0{eJA^{~!ux~=Aj%qhql|eN6Jx=?No6wpUxMlJ-g9S~obi2D
z8E$C#uurR);qc_x2EXvrjr`TROkUpETSZg$rjmV<XNgPY`^y(nmB!2SPt=U_zISg#
zz5wzevhGL;Hss?wKF8iX9Wag)9)^D!axpUzFl@MPd{}7081?~zNX_!^271bvpm0|-
z844h}t06U?)_AyKpIqrVYhumyy=;)!8u<XgL|4z&&`8;NjVzmO1Cgcy@90ToJHgim
z!H$8}bK54SEHZcnV+P65mX?AaBVKEGwMX-RsjPHbB_m=_v`+pl`F!bO!jWCHcjSI^
za+P~H!KlB6?Fu`)CCU$UXk6mbVLg`jD=`Zm3-%u?1*r+n-3~ViflR!ooggd6b+gNx
z*Q4(Cujyqyf{vzc(m+;B>x)vzTJ`%6x|$gK5uC@}Phr<2C&u=0QpXrrnheDdGxr=X
zPp`=TxhGebGrP~fsMh=Hz{3VQeDy?nP~tj*1$Hhsw7g(oGkaA|PnWtEmE<ex8I~@b
z|BzK7c#VwnByTobvB-2Bwf69ed1Gi@*d4Q{f6xW_<tRSH>YR7~y=#06bj1Mes@(_^
zG%ArtB&15Ez<O>EgAu9}vU(3<K5634V}IGqEA5kn{3E}`SoXmkWTGO)W0&~aUUcoy
z{I%C&_SSQfyW83ti79J(I^Q~lIykdys6VTsajwD0tE67xE%ql2Y%N#TK;cH2_o`F5
zU0>Ii1FV20BC(VUu5qTK&jrwvzm*Ooe6)~iJ+@vJ47&(e7gJ9PPGgJ$^j<`>3lE6<
zeIIp*>v*TKmC;|?hc0UFgD|iwwW9oz!&eO!YvHs)x1OZ*Lv6Ce%T2v&hTCslQ?l}Z
zu{NwB2~w_8?4nmOiecvq;O<vNl+u8jgOr3|XL|J^eobC<S43DPpTNcds6PQZYD8Fy
zY+zH^!o9u*xwhjm-GI?3Pbh9D)#m9iF&dF4e9|A{k}K(35BC%PROn+}7cpBelM~;n
za7O4f=|aXFK4!XnyUN@{p}$5}IglIpbi$Gk^5BQK*tJn&BIHL)2Q44CXar5Z?kOYN
zNBFuMsHjJ2Oh?*|-j(+F(tK{AgAbSKQMPy|eQRzVyVmyH?t`f=^0OCp(uI%&`I|>;
zH&tY2`I7&9oKkYzZ~CLKV(8(ee3p96YP?R%z}{A8Gu_h3QEF|&w+)8+#bJ&DvNN9)
z6)r`(<4&}k*hInkIrBuyZ040_O8T8?#T4=twc1!!W2>pct#A5`Dn{dJdX-Axn?DVB
z1EZdte2OI64-}N?p}$@6b5ubw=nF9CImav6fYTLkmzlM>dsMtA_mN3ia#dB*cA7`R
zvB|t<$qzfraZv%uHb3j?GS7_MpV(}nS!PvLYjdZzH!wtie%p1aLFjGWm@(yt6>?bU
z%L_*R{;~}ecD;_|9?V5}1W&@b=?AoswDp4RJ<+wE*=30=r`H2;?X6zOouoJ_NZX_P
z``U+woBHr-`6~lin=O&l4Wh_kK07k{I4zTZt7Z7L!T#MDkz{GT0`J5%;Q|9GlsJ#d
zqzI3e*-~1RiyAdAs*{br?2qgQ;TJ!uV)L>4<N+9e;R-FO{G+G(u0##l$i>SfKDkT%
zc5k<Vn&X7xT<0o=yCL08obsv+Qf~7V&Ix#<kcF+kMd}};#+ILzX2DO;9ZEgpqY69n
zgadW&_Rwxk)fq$FP$#57Wo}M-`lL#&9Q`t5V4@b4T$5S9J!sh%HsQBe@gh5vHZ~Yp
zd#<Q?1v}BTNv0uEp7J#c_#WeS5mQTz%KOFcOl6A)S&I}Es!DWI9hQHMn3r$6>r`P5
z!st}Goyq^KRP1d8ionopS{f^cSE5ya168H+Fqia0&ZFIStGV%*UB<J&XRKF&&$zWZ
zQ#6=!5k^1RO>?(z^@sRAuPv_d!r0txk#n^y?pzOjx9};hqo36N;9H>OQucfP&Ad;1
zy@k~*49_xN&}RLFwqrc*xu~GrNcb~Fvmy9X16_756?(O|Q>DhS+e78`EV-uSPDWv6
zPnTbZaGBLXHUH00uBxWKOjFg3<}b6!=X%pZ(*qxhd9uZ-PWo7<)=djhMs8YPLlVg5
zz5P8O^U2O88GikzvH}sx!Dj{<#UnFPz|N(+OG2}L2(r!Dn+I~ekIp$^(#sx~`RT{L
z(09=fd$F|uRB!b7pzdG}ZLfIK_R1l9?2kuFv*+=~x%oB1IVKy%q8w(EzN)EGbB#Kv
zz{bDt_7&)rdncB9Ul&)`R5xJ?MbVxM+Y6Tbp2l=+Mf);yb|&?Q0&9?m*xEg^LrnUE
z`nDEVmAp@@hWgxW*)Ly|Eyr>e{46+YyZj;}23fKN8gZKIjmUt?`MHm`Yo+wdiJfH@
zE*UGzIqcXoXSu%nTqaMxCQs%W|G1*-$I_@1z>QWgx{Zuom7^W8d<0vy$D5beNpuzI
zm7vPIbKWg1uXZf&+e)|m)GMz>$QH7w{O3llnD5Wy|4n)iZLzjbhN-YvXC{Pfr60qN
zE~s~#=@4i5M5K7Nk{3N|NOqHYL|_jr$C@Wp-%MCZ;c7icd*jPHgS#{%J0g;rZzms$
zAGa^K&pH+L_4EvDlt|5_E#-5lOWquCAIf<?Nw$5-wU-w4#Yvsl)b0kUS2{TX8YOeJ
z((|dGqbJHxBqt`-70Vm*^|T%KwO(!-7<Zm;+YU7(Fqzbew-s9p`Q_`v9?i4qg|zQw
zLffDVoQP%phHURawHm#l8p67K%N=Ql!%@r)oa`xTm0uKCCntWLCT)%a^}J&~lbF6^
z8vYw@J*>vPT2<=)fw2fe5EpIb893Ke3GRwIw^iaz^y)apz*y^VKu{mIK<~O>*K9_>
zTH{>T^9<VAZl~?^&nf16fEQCEnd=+EgE5s%v#7M{;n5i%pl@~V55FFKxwlMlUx-9e
zZsSI~W<r_OO7Z_pfwtoo1o-vWsK$tC)il+Ms3q*5qSn4!Xdv}}?Kv_#Jz#PaAA^nQ
z{B>S>f$GHZ09pG>N03xQxSO%xyeoU<*`Lw`Ao1i6ve&~sKs~J!^xl8rm)LbX9S+f6
ziq4#n-{Qp(qbT3gUdVPCq*>%sHZ)_3H_nSe5qSoICqq5Qbk|JMNCIF)jy<UEj^7pK
z8>4={wJ0TxtW)|&kvlbU7wxfPqFG}_jGJ&e&$Ih=;DY0ihT|&_MU6Maje_8aLtaTS
zp?$%h@r$SZWRZeCZI4>h_UOpBc7+aYhswv5EjS9AESz7qPtlH#)PK_`Lscf`WSB*7
zzHhYC+VCp>#%S2MJ*mU)We}crKAip=KPgu+;jPI_%I|y^7f?^6xJT<{mAHwoR+atD
z;1jDIP2|9sl|Gg2S$<t)c!TjeGU)??w0$}-9HgN>Wwr+U<70GW4f&1lNe(yE*tZAi
zOGNgW&CyZG&<Q{1%2WFM$RLY<5fk>g-p4j`&(uaU_w0FG5%_V*mC6EhXVN9=^ihj;
zF$q+(fqE=9cU(|b(lTV3Rh0+7V+(fEmdPuxWt|zqwLBH_7zXYgirsq^Dz1WgKkN$N
zlQkZ(D|mMOTKhurM?LEpPk1QZAR?(iHxkcj<4yR2#z`3yvsaS*NBL!yYhx^{jlMm*
zzP7l}KW@53pg&EVh2fL}?W<V$)8?Ag)Hl*we#KO5O-Hi9=IxqvrYE^0Oe8+U)>A}h
z-IHl^RH@M{ZA8!Qe)n;BmfUID?eJ?=B%HtIy{XdZRJraZ&!~+wm|3h+Dr=12Mb?1?
z%UXG*>ZK(dYoh7bn)(*%?Dqs4<bz%~LK|%|zxTW1+-%|fq{$8^8E~~vYFK~IVplz^
zXx%58#G=;)OwYA8K~3}Qq?eim<V(t(pp_G~Pk;19PYF^!F|+pi+b{WEbJPhl-aWdy
z9j#NEg5B~zjLOBV-mqTPQ;7%nDliY3G1mjce|Z;IuxcO>=EnEcG#MXg`$HYe8;cu#
zimg=+<Q_JaDK<o{>Q~I@R+}VlIo-GQ^H^vl$Ish#k>`-ldg>T$FKCh{vNN&W3Q3a$
z%-QH70c_PJFm>@G^A>#?mutEV!#?S6K#)+R_dw;`4B+#0r%uquSqCVM_FU~WPn?`h
zJ4{hbDeu1-d36TGW0w@UDSKaAKpKnovcAPpO8u=|FY3I<@G=b5lBcayVnG6)%dMo;
z{j=`P<QLYt2F;zOpI)04xaveUP)Ze@f7G}tkiA_W`mKh<v6P{=52BFTDX!f#mn~E(
zk8>?HI~z;-p+Q9#Cn8?c#*{qeN6bHBjb8UuNiwW98XC@1#g4oqU(ycCz{n>*Xtt#!
zHiB!VHy5xAO@^cB?~j(mF^>LvxB#~vj{Nv-*U$vRS7C&QO?_)^vW0y`4zY7%cwooT
z9Xd<f!Sx|ROi7b7y*^+ZiJvxsxSf2uZN4#&E4MpG&SP-DPRIN|Zq;vn?5K7|P3FE%
zLn=_gg+nNgPj1mzh8Au0o^^g6S+$Y$ZbyP&2K?hvtr%D|VX7f<iGTA-%a~KOiRaLe
zYhcjwmTkqjO@vu;LktH!GJzAc36z)V;R?3EcNwGPUYxP*L{*<ixqz(})k<D}G2%L2
zr5ZUoDuOo`@>?aRh)s2qmCz0_I5nJ>Pc!P1FfLYpNpm_iL?z7i+gb>yYSN->+dirQ
z+g(Aszq7%$zj}(|&KdBJ^JP~{dyeEWIn~C!LYybABea!|`IX1{H`dR!vin^-zfEpk
zPOm&hL>M+p?^!o)MwS9j0ra?_;7_MJ4^P`=lW8wbvs4yi^IVn+_q+*|<nuMDtmKJB
zz>EAxj}EAM`AH88Y#Nh@;i(l{<C*5zzZTaG5sKw;+V+;Sl4R!I8nL$~%s5i+4!_6i
z3B<&-=6xE!Q{J1+W-H8mo~7SlbSOP(^k2>h>U5Myne_i1%P|}6|A?@fY#>pjn(8IC
z@NQHkMWkj)mooBRXx5<8$%yRZdvD^Y=9nF6sGxt|3^@|d=xHmh{Gi5uNm?Ywlpn?2
z*c%qrs=p$Tog8txJ|&NAFOwaBBIf_*^O6E^vgk2~1#$-+KSx_3&-JdHUxbjYA%Y@v
z&V#cxgmL3XXLHxT`7hK};>x0g=1#NXvIUR2G?`Z~=E%gCKF>oo_JN%Pl|+ml-e_wh
zhhPm>1j@8-QmYgKC0I>lYHp*XFB;ZTF(~y|w*s)Qve=O2^Qt4>FqG~hZG|(PozNGq
zt|et>w>#VxTidOg!(ZMgg?KE5ZkrG{=@qL5mwNME)8F1${wmbB2L|2{qMhR3e+=}c
z%08G&b-2Ic`RMhp6IbeQ<u?`IBP#^IlI%rJ4pGMsqd<v=zdy}f^q=3fKzbi-JO9NM
z9&(xQ|6Q12Pxk7RNYkkdB3{Um9v_pjU8<}<mwUTjWosd0*nmr%^sO3M+(R_~;E!a*
zUtZuFPv-7&$q=l|Cq$boE4htgDkr#Ng-%4ajq(=_c$v&?lyQHIM&_x)jLh@h)L$9>
zUgn8@pDMyW9%d!6wQ!8I8lL#Bc3LBPY+J0m))k{=)V+k65ZoScn=0G<@#RMsl#I}E
zDIgYyPN@|i5ExPEwXC73kDVZd#T+c3IFmbW=fCiQpwpUbGPgDUzCa(sp;B)iD1+3v
z+boWJ)`bA%HhKIH>ePgy>}_dcqq-d`>#9q=Ss?$osf>plYD=Netw2w}fPukoSWwfn
zTxp=7U-wKoVm4HykcrEwNa1<Btk#W(w3-g<afrspa38VEyOUISENZ;&qK8y9q^KcF
zSL&$mw>m%1i{%mLC;q>~mGd}xyCR3mK0?4>KIyTmK<ABT$RWNtQ*OKX=qXcEf!O4l
zvib+<bwbzdWL;E>zL}W+_jqC2<M*Eqp0E7CFj?qq+?}R>NH-)#XVKq(A+dY0%qy?=
zU=274TMG%YkBFaqT5i)^=+uwMr6dPwjvTzC^;*z6%aJS=AMFXO(mjtE3(C6}QXmq)
zXq=;g0}WlLc;m1TV{Xm!H6zH!!m%RfN2U6sNT>d%$O*obKOgfvQU(VLbtpd`J<+Ql
zr94%NUol8_6=Y+}Xn9dijrBt{nh)>|Fb%07>&<Q$a4dKkDo)P6<gM)kx=-mZKqvZj
zzb8xUr`_78Ux3oT{qh)Ty2t+@SP3rW<*(}<jT@19LG2iQ*?cOuNP0Tl@-=@STA$3X
zJJZon(QZq##UFTBRhL4UAd5nG!TK7{K15M`uecB%q`R_OW~;}~*KaJe@fcU+(=(jU
z2gP5YimHPo1PM3}xlrO+_6l<pF6%q0`lOkG)u8n$28dAuw#dRIE;TA^vj@57UqyMV
zp*CI<$J<Tj>}8i^933T(`l4eZbjiJ5e9D6A=GjXBUROp=LDbN@38-c%0$r^X$6AmD
zmApxSGCK-9N*gLq6I+1zqUlgW;TUfK99Kch77ot97iwwL?`11)4vz=KobQ&xUfO}Y
zg4kN^wN*<8kNyOmq5)-XLbZ(i@Z>1gy3tBQj#ww=RjTMxP*j2CJ#A2c*y5A^QQ;SW
zvYPI^{rPg(-+$AyG*e{GiD06RvB~5^YC3!3I|L%nExHp0H`*3WS&4bnIKMmcuc%e(
zPD#g}o$sAadc_^4nAEKnf{%8lx!@A^&wttPIN?sW?k$zUl2L$E<`#pb406-F!_?ng
zz1Ttz5bn=E?s}F}!hVjL^)~}U#?1e{WLWJ_<godWCtftZdff6sMv?$k=5Xad9kGWi
zU*eJQS1v%0r>4U=W*jiEQ%p=aMCW_>nJ93;$)Z4#(ALq3zz}oN)~G_75`=PF!*So9
z5=#XGxbqHm&W9}OiP)u-CXPAg-b^_m>|V9ha2rJ}ck@^b>zHNInOXLbkZ&{)5h=TE
z=TqxlsSB46=^U{l1|Jp18+;Dg%FSlEcMf}iz9b?yKSeS$Cqagy04ey+%}!RS{Du(t
z*7G3+<Gs4j{xcmQ`VJ_$3C!#V2Pw<0RCZBN(6L;*Ta+LD=P~++D!z|hD>-2$U;AOC
zKy(mXyRt6V6~1d2G2&_QBfCaG`x&IN3F!ur1Zg8gw-IO}V_*3k{5wGZLk*#|?#7J)
z2eI9!+NpoOy5w+Z?~RPpXVmZ9`8;3USAN*V`fvr{{MMIpAjz3`1!3)1<vrnhyrW(a
z9ltm<pVKk+?ruz<ZDO|K%VRt`(JvNH4$Pw1r%k5$ykdL`|25sZpjkcXA)%O`*|$#Y
zRF!r2`?KlNZ*bJ!>?Z5v*oL2~FO1Ro=YMmj|09fmXdnPjHZZh(b0pJ48{oMV;O--d
zYNUJ=;W4;m_yJdfO6~41#Q3fE4I~yroj#YH#`Ky#w$t@*TeQSc=q_=AU4)Itt@@mX
zZdFHwzSSt_Dkdhcrc0-E(lW_1!Ixs*DaISU1I2YjUyDxy9(f+r?4jP?^B-$Z%7Y5z
zT%eD(*FXujRqX&$^1Lo&85F;R+@tC}`>)FdCPZwl1@iufx<~k$xvC|lD`v+U=H<3a
zPd!plsy;<gS@X~?>cgG&b35Huv>`vbe^Wp3%letL?SBYHh7GGhrFB+w%IaorCSu8C
z`RBNgDX|X%|A)8xziDBW1&;uM%twTiDc9m7fmD5C1(biBW_=>B*$p&E_oe1wGm4<-
zwh*z?@+E-@9ILTzU1#s|Jx#~ms!Yh7aGzV4m+ojSTEM<ZR>x!HyWdq&1l3IQ>XjI8
z>#M>RO_k>=_t#F4{~~6eg9ZS3Xm}X-7BVwGPfVaDN^J<2#v7n=Lcs(u(_2%&L#ddE
zl792T9@{JG|8VmV!zIjKL)aIFef7N-3BLj@>yrKrWyej<4HO=u1%6LXrs)9|{}*A{
zOSC~E2|H_dqywp+-%(KVdDOuH%3Oag74Xv0rB%$gXl}M8=xfeMETz7_tXu@xxair=
zit1GfHR_>x&wF<u0QnV>6kp$9p|OPkiX%z^M}ym;gdoo1i&f#F3TVKBC|YWC|Ak`T
zyVR-uHE~E*5b~6$MyTZ89&X%N2<nIWL!?R{6n9ilG(bFZtLWD!APh-j7_{_U0yf=J
z-SK2IjJG{tYgBKx$;srSq+DNiztz`{yitjh0yapP2ygb$ml0L#TEIwG{%#!ffii6i
zs}(`QHWWniGoY@cCvGnVnx6op8Po$1hSn7PIr*!)6zV;6j<QPVK~aQ027?DoeP*u`
z?Bv4bnf|OUW!{ZZjI`pja+%MHbE)|R5@Tjl-vUWb)OETu)-`-;>39jtO45%$S^LZ$
zWF8U!oS7lz#m-g@A0rhQ8zS-!kkKoI!+vAecchljBOfTnam$DlWg=b9KCNuvM_2@*
z-njrnUnBJtlzu%T=L?=1T?jR*Rw5DcssoP=4;rDx<?$UqYp0bX$FjGti3v&&i!!G?
z#TH`CSACNzSf!L}!NjE!7ehar?>4%(2n{FNx*Np$-7}o`(4}T_mu|6aFI2>D>htnQ
z<Wp~oPS-7MBngiS_Ah)`$y_`iHB=X=I7UjLuk5I7b3<>>Td+gQZRDfA=la^LFarFm
zl%GsM=*k^^rEW#N?ELewc`n&3KJrse1*c+vn`%g1;y<buA8i=j`f0L=xqLo0yP!9N
zlDGUUofZ}sBdE+1od=|RL8dtsYzzbMP4(KNhuosWBd;^z1iAs(9|-@onsS5E(M~1i
zDTD9iz-Tb3=d`8_HNkW{!u51G`Cm11VrvB=?UB3^qVOI9OLe9ll(@*{qG(a?lsPNs
z>PMHdmIDJ8&O5B9>3U*6d1@e*Uxgnzkx{$*R#>&hKSFH<t}ymFd{7+bTOH%I)vrGF
za_Zgb22bt9D+3xg#`2H$zMZ>~jf}*dq`5!-OtPW69)=O6-YS;Fx9bXng(sczkcfxc
ziSw~NOmy}8=f^E9Z?t2KZikfTqhE(WRihoLwcF{k6t(-BZ39)%p}@7mq}Z|v#Wr#?
zvO(vYE2ZTe|C5FJYo3qXf4j>T$)+A`b9GdKVOo<&h?n}TuVyZ%hGT0;kkh4F3f}j8
zwTaH0w*NwhW~T1TL&RX_vOL^Y0p@QTAho!R0Pe(dFgS__iCnk_Pj4=T;A`rJ?{M%c
zVrv)}V6hEZ3&UIW7X`8tqfYy1rHYmXyn(Dn{m{d@?L)JYF`%Q(dzaY<ej~LC(WH?(
z$h<ivzr7I3Q$NC^%MBBd`T1i%*&YGI*m1biIovD;yxFyDVk@x&kPzo}J3qLD3??GM
zx!l1D^uRT&X5x%s?3|18-Kl?fPdMhCVgeMS#`Mr3_wnu-p9H)zb)mha@3Qn7^-#4P
zd}%taeTaLn_4M1eN6lo_F^M*Gpw741U_sO){rt=2wR}hj<j-KlA&Sy8`RC0mG@+|$
z?ZIHhZZ>9Q@Ufl29tQhM4!Idl^64K?tNQmrPB(liJLgQ+phMoD8~AM}(nGNT{%Ne~
z@7KJ-{I?25%4O1g<b&nD-?g!_)Y3+itYO^!0)|_uzGAt)-{m}JSuUcxlmsz(3yuK)
z4MuW%x-Jx56c>Q8$G^~?dh1)Vr17_O*VQ&s%|2|C;yg)`%hsj&F6HO!ZnhFv-1Qna
zEmgnO&eguM$8Bjl6Mkhu`&Rx^=fgS-LRVr}3~Vmz+n?!@xG3LyB$lUZQJ_{gb9L_7
z$Xl^Q(%k}E&cAJty1JE%o(=y8DR+D&zcapTT0EwZ#m8hl2zJ*qEth=aVuhT?`&u29
z2mTB!ED)m#*v$zR^<(weHcD{sTK2)%OH8!Aoys=OulF+N+m_R4;a5fTbQkdFxTj2I
zs?AaJmUoWzWjN}a5(*j`H-^f}d!5UE-!z1=7fvGJcIsZ&3{BLv_vSJtg~fUq`gf<E
z9p^RFpLEej(jb!a7sZ!uGglbkN{ZVT<}>v+Hxo$ztr(iNVjuE*v3k-c0bS1MJr-$F
z__pid^Hc=aPiE>EOS$Fr6T>t_{T<%5weS}wNnKpqyeKY;the&cXz#{*&poTU{<bmI
z{s?K1$M>Kxq8EI+Y+jj=GW;b(a;61k!Jm!L>AdBNMAjEh?i?y?hHUwRr|BmB_N10!
zTV-tRi&_*HU;W$>zM@qFi7M_ZFGB*ID08tDhD3_|aLBsGM5FABv7hh@ay0Esxq~I%
zEhnfqMEcBK%hOnV0=lNXb5V<(`@)3h3c^`yeCkzd8Z-gw+HNq;w%f1yV)`#KwrXd^
z;wo&C+Cx!;$e}>Pp}2LLDcU!mpunaQpmf{y?>c>@9^9?%PC9sF(C#@~@(?jYgNlgx
zJV^}MnpkjP8ea(A7k9?k2;**0mG}HZ7X{LE5r7iEDI4*-DCyFCz1VXkU36<<iR2|>
zM@kN7MKX;CIB7QUcu*y)h8RnI_ULhL366a1trM?`E?{eAXpqw}vb=JvOJQEWdfr+a
zl7&IY$2)6hva`k2%<7akGh+U>SxTCn?pjMdK&>-%O4_QN{lS4I6T?}1p*WYK+Q&P#
zq^2f$ETzM*!JMsRnDz>{&H?bm{-ke)@P1TRzdw2;N;kcYy8_+#*zm9d&gph8^(va`
z?f^MEoxH=a5@RBaF2(~{o<3vr*&AK?M<t>ovh@2HCM`;gqj{sW=dwsHmMir5*S}dK
z0ad1Z<$_cUYwhOy<$0(6X$_$^fg$2S+p}^Ft_SsV2lyP~*=G*U$SeDu`C)?P^(e~K
zs}x=v{}x|6niDf8QHUrbIqP;!<oo$#HwK#)evJA7(kSq=hYr&Y$rEMOO7y*@OMc=F
zo6TSrKBV4f%hkw+4CB;AY44~u+#yS+*+)?kV+78{ipdvl<0t-sBPO>KcwdVhTej&g
znbU8^{xS{?j7A+f=2osnG!e)J_<Nz`JC1Q3-WSq0#9rxs+i5k>Q^<k89qNI*8{#(_
z{@whmPJKU#7hTafZSS3|m-PV7+Euh$oL)ngn>fER>W0LXmt-$KZF7NN$=N=j!=t_)
z>d{h1JLfd8F|gVp)~<UW;qb=j&*fNfXAWe%anEfj@L$+)%OsBMW?Nod?Mt*@@VMXS
z*Kp6+KLs%_TzoY1@=2%jS8vINHOZ0HrPY4Dvmavv8}IR?Z{#UfKus!CQ6h!!UX~Tk
zuU@kr_TMdwa3!?v(soR+(L21R6Y!AM>N6KeO(@Q1M$hAQUh*PIb>-wbOD`)IDem$+
zE6AG$(h>`S#Q~~r6HjyCnm$6FxDVJ!Srg<{mfwj)urUoi40J)<kyI|)S$?CU>})#|
zxDRu#T=LJosh|%=?DBxH;S|R+zr)pPrj8%8ZG_#-G~t1G5g!nk>&XMm@{2u_ksCpc
zi3YWide!$~DGziYwwmNlxzleI&ERSoMjsgBI*MlN+iIOXy0DoDkCeMlyCJTLI8ro@
z1{`yF9cnL$+{w?1m8-n{oj_$_ZpNDpZ*}Wz$h3j1=6djSmmHvNi~rwX@K?JQqT7fv
z80X*bMVVigs=N}`Cg^-0*w+d&S`nIK>yN`29Ac*gs1;<$`H!tv!;_z+Baq;e2NT)U
zbr;vxfBbq(%d2<H?Exa>@(Q22iO;_+o9=|it34{~Z>-KPob9>VVox0xE}DI0O+yD?
z({k<2KR)7Wg>QKJH~vG4d8BQTh7cn~06h}B62>{8Zu!35&#eDuDVv13UqfoNrwBgh
z7?vl;N-K8tda?FiM2Ag_Z)fF|)s#Ea^=*kw<s5(RCEOp(KY7VWa7x2ZqRDyt9J*;`
zpG;;5tEb`im?t$*^qh~nWc_1H&h45w+huSsGk41(hfC`xZI68YimKJD*B$3>9sRc9
z%t?%%bUo@;emoa15{WW9j^u_%G#w2}C-J7m!KI0l%QhPkNf-SPje-lrogYv$sZeE>
z-)EH(h7mGxvXmXWoNAV_JLIiBzRb_`4hy?PD^9hRxEKqWC5;T&Y8QrR#`q03Bc;?c
z63p=l_aD16<TT=!BQa$M!Mi!TuzZdna{P>G@o-Mpw9F@Qcyl@Voegk(xVwHbsYc7O
zP&j*<+gKm-lk*qpR%U7N(0`de4c0>x-LjnM)KDt#YTHBR*COCJKlx0v;SVf^7EEg{
zcqTVaW2E&0Ll4>}X{otvgjo2yL^?rb`2Ei*59GVownmFi&uL-eB}cv^PSLYNh!qM9
zi2Rbf=0SC(2BFTmzZD@*yjCr?#Mz6{w=VX_bm-jf^=^_R=|3uStLv+8iC9{Eu_qDK
zT<GNa5YvB(5s=KhS+uGiVtb_>nd%-Y?XD&b8*op$yqJGo&=K!&tJf8>2)TZF@mmXT
zp1WkjH<BAc($I3(=G9;HOqlZ1D;HaSKyjWDqEXLarRq*BWLHV$NNz?&*JAmuvHv&U
zos;Z8tehKPZWT+fD0oQf^P{EDVf}9OF_rBxt^x<qlFJUJx1-ydCEAp8?bT5Yl9?^Y
zp1AcK0ce}wx#g|oM0!Qzt3o9$HC+;k-dbRChH`w}a(%<(JnU^s6^9?DV;!?=wiaT)
zY5*|&<Nz(kcyRAShv~VKOu{VnA^a$soqUjw_!J9*xQAYc3M4ndke1K<{t|wkb}jBh
z)<(YSa<<OWaIf^af9kLPxj>%KJ}%mB^MR7D;TBl-n;c$YoxK)K%vbdA^O#O&y(o>O
zppG9xY~!oPorW{oEGwQg+j!nEib%7KLwphjlODFIb-!7;MYt_qx>cJ{N)%!HL2FjV
zoeMFIcBl`CIreCn9%mJ1@o6gEv5--8K%IKf>K>~(9cd7JkTNJZrK2ej>*mqsABn0O
z)w&agz~HA&AzR|o&%wwqYmQ_Y)8kABg7M$pJ~lYWuJFHHsmNPzNJfwtNh0OPH%h&j
zMZEJ@S84OUr)xN?&G_9_B&3%W_L9H$vpWd)4WUZ;9z%DA9+=c{i2DvSjGedDI=(ZC
zF=j>$+=oe*7#^_$*3nuK#7CD!W|+CYdq`)#Y)mz^iw+8MjR|AV!mLe7|9?ZZz}E&s
z$R61IH-F!>%23Lo((-&_9ckadYgzq!#`I@HXrq+X;Bq)C?egKGeVUvvysmkn)<wNa
z`}W}v1YaV?GeqD;B~Aa_S?oVX8B}s97&lKYw{L_5$`Q&uV&*q!TlUI#MK&pl4mCz6
z!~m?5N_x&tUXK8Iz2b1z2DeTOkYK=|z~zh>6iLLj{O>j8Kzs(>{%Oy-e}07|E5~Zx
zmDn~2EE<8t9uLUdSiB4c2eBkIU)zdyM0UKwz43JqV)34#IWKM1f8VSjWW4=o7+zxr
zOXG9fsTMBywtua%&FiOf3}&Rx?YMQTv>kgu*s(|8Xs}rhS8U6=T=SX^Szxg6v`PtN
z;|n{t&z=8up&;dS$!)Pb?VFHuUIruf;3Nmk^%)y&2YgM=2#Bv-O?|O9Ot9DL&4|<U
zQWO^jFC2q9dKAv*>5itbiPN9YZF+vuz-2ubxQyhdc4$QMZy+P8v+uid5>xr5KNp6B
z(z$4aHOH(nH|*zQ(sd76n-#paslWWBlp%l0_TQwnF}pLM%aRt54o97;i9mz@rxGcd
zBSI$}{T!{Ez`Z7cqNRw}^7N%VUb<A5b*ml$Y8Wd2hGG1QzY{6*h0h05{wVs8_6UsI
z0hr?XlG}y?%-M^5#HHBAOi3i;_aUFSS8*FEr_tM6Le?Ch`z&1pWkhA5UI1DUKMsa#
z0G<zk4XNAQ&-4m*A6=B0BtuHaQ~sAOH(kKnFkn_8TpP?kt#X*9@Zt?ymmcemfIZKz
zAM7mC_i`E0Q~4YU)edwc`nd;!eE|yc1U)!xpIzl>6&ae1Q9%qV59)SNARoYZAW6!j
z1P~h>Fts`FdH($~cqvZ|UdlBi%&=rliT|k7Pfzz7dCxks{x1t_q8`Ek^SpC-luWyk
zh6Yx$hX7BLtBU&jZUQRom!Lzb29#uxpr$-!xZ-~i{2VBs+G<%}qGV`iD2m@CAQ1kK
zsUvh;<WfQkOS#FYiE{t`A)Y(x>(3!#QGYOmo2}g2y12!Qd(KfRBr2i8?1rBb6xvz9
z+>iSe5qS=~Usc-B()9(1iaH-jMMM?b7obE?s9;4}^!|ruxAOVvQic0m|76BIlFYyO
zo;+cE1o4|;4~5hW@F^s1HBx?Rph;EXtezG>rk6w?eH`25yyc3t$G#w_;&RUgFnZ6y
z=gf%$e?Zm2KD4jUs8kUV717RkG1<+q(KOo$Q2zEcKqT_*m#(RhR<(n6GgPFpNPoDH
z7DK!bF31OBp}j(RzW#gj^R@0u|9u(-KoV=n_GFNA$D34_AVO6__DDOrahbf-9HiH!
zb3SB_C_jrIUMv!%qw5N3uqGDaha_h0f+ud|u3k7tKS;3EyXVoe8*Qw`;k>KLL?Glq
z{If4LowelTo#^><&`HVW8R$KbzPdPWi-;Ros8~B~RIRAmfCy;``P0)3(e|8uii{^u
zI!T!U)?4E3-Spxp=2unm^4vgC!~`tlVBzkPcRQlQrwSKKHXo<Q%-u-me6ag{_Q;y`
z)Wp06#r?}h!fWO_^A8sa8+b@FX+M+tZLg!dR3%*Bw_Ow$^kIo62?=}|O6y}t>R7@h
z5X)~ihwHJ_nO|Z`d5B1B{im=Mr_$u13~dBC6a<g3Uw=p}k+s{6gZc_hfcYL)<?W$+
zcUIllSx%rDdvj^`_Cw`w^qo!z@^q8z7X(}E-sI;Dr^P8WC_cYI#pr!8Pp*pijX2VQ
zW&vN%)I&ji6levjRYe&y@wm6tK*L{)ioV1fgGvAVR_jT(0^xmes|W+A*I+kN_Va0G
z`maDhJ0*6myU2jETao0-x*+pAQ0G=9Z?snO_s+-3u{uSQ`W@4L%1RZjqZ;}o>O-7=
z*vpYR6H;w}Z%^Gvqb*<ZMQLYCrsxpfM71X!fh+%0zVKfag9Xo*arT<<5(U*q_gscP
z2DH1UW&qJFgq<6dLaPTrtN|22$N4}gHydwSTLC?}C!#7H29oWxh&2SmTpe~p#6CLN
zHZ=^R!0etsG^tqh!diK+!U=nDxgi;l8|K~yUiaFTQDB?zMB1-&zbYztKDJD_>)@Re
zYA}@o6qBOgScI>k;(U*I_xK_RynJ>_+IPoi%KLo>wAJL6kuie~+s?bQL0WCQ#hY+x
z?#O#6sN-9z*+Zui>kwnKVi86U_m*N@$obdlZP<=rKNW7yOx^vs(G*qkAsM~bmM@RZ
zXc?yn{@LP^wj$8@J9Jz+P{N`e))F~t2NEdlYhZmqj3*#m4UU?~y?1ohtAM6|cKHh2
z`HpHf8E^O34X5ekz961N`QsU_&K$D;eq-}f?L517S@NnT`LV$5+_cqmNcphod11*-
z&8cPdckMZbF2p8jbG`N_Y}9~QPvSb##Tt|a7G<}f;qnAh|5!6V0QxWY^DhF1Y*ah`
zrfXKb@S^tOZicRzOZxW5+cCQ+)HTz49s?Nk@YnD%t?!@o5sI~Sk5$gL=ln4g;(aQ-
zcxMw18NW&BA=m|f604o95ia~W374F;<(WKa^BQtqy7yq{Zo1<<j7j!OD&SwB7&81%
z7~w0!Ay!6ih=?Xdg=!a%*mr*vfQsVgi8wNJ3jXhG=%KM_1S1_RR0vXN`2PXvTE%of
z#M)f(4YuGs*d5EaalRG;?dW)IblR}GnR{4n^(Xb0WE;*(or@Soa@9E31zi45_w?#7
zx2onpu_S>L@|@C5ZYjGzaFBd5ksno$)5~B#8uqyp$$Uqb`Gr&hy*YRM-+eNVAWusw
z&}QQQ<@7m4q_@Egw}bBiNe`UF1H+lBV^3|s=ehRVNg3dXDCS^;=AuGvoS>o#n+eZ1
zPcw-IG4q$_Peh4G_`*G%S$$jkA<XCkP3P%=vDlg^zVPzoEQ;ms`@iY0EJVNFc1c94
z1FBe^Pt{r%LtXvSrfx@&9qyo;Dz`_1=@uZIr<jK~E0^8{SZuzvGQUqmzQvuFh;x1a
z-Y}QF%wwH@)0w$iv7T>Y1F7{w9eZALjYci4Qgu*H%Y9Y4na}5x*+Tx<r>Fv?kJ0Kw
zZIxgVZ-?#>3v#SJh_m?U{rH=1_rjx=ch74Z5Z8)HajGn^6I)G_V)cd8*7On*Z!~c_
zA9#l>?nRord(|bQa$bSaMaNp9;6Q#Vi}WQ@u{6kXjoPI&vyG#_5*qk1IiC9*#5PBS
zD>)Lk=3(Ujpb!s`y1nJw*+f}P@sJ6+e}9{P<hkWRlMC1Rx8C)s%LqPNS700QTzoUZ
zW!fPgE+P>_^LM#+Al3&1iOC_pcm6zDDiDZDe|UrWm0E&d`?zoQv}a25^ioje`K}i}
zEsHC4@IW~MT8w+3n%v(rF&v%mtF7Akefg+7eq>mo#JsPDiB#kIv~h!!&bsPl2LJy8
zGc62#cG^KQKS}8%NemO$S{+fx@JT;BKC#6^ZluJv?A0<$4}ZAG8fl2NJq)2>$=#=+
z<R?m$W54br+yv>kGknc4gHjiqL}VmW){`Q~O$BC63<=r-)*dZ`y78qHxvgZxFTO#e
zHJ>`s=DqH^D$vZOzbE4~y+PU8PvUYGQ%?1#m=Y>|9<3L4kFVxpIHI%%5N`0b!xUPK
z^Z}8adUC1cUfabP@%YSS?M8gb)U%cM6E_?_aUK715~G~t2g7SjF6-yS6=l~-*__N$
z=5?i5IAIz>_rSwPkPgCh3gi$O9-!D}ZQ}mEvk;Q|SOX>d+5)wo3~etS_23xL6v?sU
zXO9YSjM3!CMlS@CS7lDa;BZ!2AnGri&9Z4<J)$AoV3ROdCL8#2r;?p)FXddh#<;#9
z8(E)uy_j&Ws~F;em>y7Oq|-V;TjITdjio{j1o2C`cDd=xI)<9`OatbQEiSY7gh4^o
zm4XO*Df|fiI2X=<*<oz4$4#|(w62f+d`#9xxtylRB?wf%vn<;JD}G-A;%A13R)zsb
zf=iDv781EH<@aMV9Dv6!bM?y+tw%q9ruocu6Dq_cnkPw`<}C-YxGxNzv9Ufp*aj4)
zSI}IO07qT~Z=hj(EHSF(vQNFm%h~B}DGNa)X1@TP8lK#Wi64`ZR!mo7mj8A*-{#w+
zC9eCP{T!s3lU$m0hALmov$ESpJ4Q`+8)ZB^Z6DimDHBG@y`pWu@XeC>C&!ZS7^rr;
ziUjmB-X*+v$EETn$Hu|X%do7{`*DWw)T%ezEU=9>+E|v8ew558-O@(V$nR)h`Ie|7
zrSNMh!PvkQCnx%k)&nBt3bo;~*4C;edT!F26@QcDG})7hhmeb~tVKjPsE=t6K90L9
zwiaD06eidT^Zl~6sjx%Kdd>0cay5BXg7^yZp!2G3JmMmLEy$~0rv+RW*U+23tm4t>
zYlZa~=5qG8>D0%)tn7x~`_ML8%xjQ;X=WRl(z-24)b<WuG4E>P)Lq&v^4iIKN71Tx
zxa0@;+R|Bks0KPAF=dh}6$ZC6D`NMycAk$6-4{}vpbA`h?9JNVt%bWaov<A*(AcM1
zcL3uT9(560JDkqE*WfDUq)O1m?|0^z>e~X8GPxO;-A`sgErLX395UHviL3EZQJIkZ
zrhp3iU_RXM&xcyd*8#oICt>BurnY-{Q9>-zDglAmO#iU`t-K9UUFzQ#@3*7POhp)n
zl0bPsjDwGSwiRJRr$!x8y|)BKSURx+rg{zD9;703b3|?2j|`qE7SZVi#iGF+NX%Va
z{O05!wsw<n7?Qj0Z25NwBri*Ap<HT>@B{Ew#$>oxEs~F&U}OcXYHx|+&VhZvd`2Cb
zLRiL{W=YOg-3Bph1CYHPnNQqGcSmJwBrSog-4s+q^S0taI~ggPh_7gsOdbmVJ+Dx}
zQs1Uvo3ZpNFycicpF*>H+sn#3vQm-bO~DhWfyO$Q^%DgHUVKpqJ57#TFVmlZXhR|u
z&;oUTZXp`bNC($4bwraK1gW8?LM~SxJ)PX0O(;bR<;3CBH74?NqWzid-h`aTX#v?c
zWnh16srhTyqR*WdQ6vqm+M4VZ-e_SfLa0_3vcGUzujv&BK->{D9@@Upm#<HkK>^*t
zL;&th)TN|Ze719%1F<*{Ha<gjfYs`l_Iwzv+mCAvscTCXMt>kj^d-&Z6N*mHXvItV
ze7_98c;UgG41_yWWL6LS6Xyq0D>HqD7F1AYkJ4bzrqq(Wu76h?z~r1_Qh%7?63EMW
z)a#m7f3Y0uk4Ew_N5}CRNERPcC|<Wo_w9LnfkxDm<JN(t`1$iLI|oOyV=dBH<Ko4%
zJCmUEpY!c*sUc@%=cytK1cSSKQ_M5U_1k`x872DG0cmbls+HlmBBXC7yYVk}junlJ
zj=KY|4GKru&kr+$w8ixPwt-r=B2aiphb9@!mL$l|#09juO04)~#N;OOep$a~@{~9t
zg*tm?K{Hp4-9hpSYcz-Kn{3f)1Zf*#s!b~PhOPYM6+^I@8ySn#9zz>X+{nlXpLIba
zIP*v;G5K-RQ3WFrK-7lhb?^<_ScftDB^rQdW0`tO9sMKH-}SDD21-c0d&bE(As&DC
zlVsCoZj`V(DtSE^smi<X$e+;X&}a%9xD)BK03NUSE}c>riVoRlg^cMb!67o>Ai+n0
z{$bp-4R~^3v&Jxh+a7Ku@Gj^LeuSJqFyZ907Vx>D-dsf@Iq!5}SU}ew4eaJ<@eXP?
zbo@+6XlNH`_vIlQT+(fpXzWlwD%IdV|DYZ^`~efIlI)t$u(f7eZPM=#73f?V90F9=
zjJdPaJRS;ice%seMOT!=h5o6kqnBUlZIK|nm{M(@bb`E_Oz{H&VF;`;En&gJt^0lN
zDCDTcUH62hSX5ABR2Q;tCjtd*)U{S0O2Mgf1LoK%dQc37r-ZU+*^Kr2v@e9`tok#3
zTT`7^<2jJ2TUzeYF5QtoUWa5bSc{@2T_hgf#-g>1pucT*)@DB&TZ38M?MAjAPwBz5
z$XV=H^g&o{&_&~ti6#S`+-G&DD2HO9>XEMSH>vYbv71rupP#tSiEcha`K|b6IELdF
zKY1<b6jRbeFQf12Crqa(tGTvG3vU!8T>wvCx&dZKZp0NDaim^Zw~BK+`KG<_C_eXg
z|9(?#oxHTcf-}c+AGE17ZLxCAnecsEJXY?)5$l>eZeH<~(A;;7SrOsOXgy^@f0~HY
zr2i)8Ngs3Y&qPMpX$)lk4@4tKXcNVLiDE^&3LDNHJ!*jz;dhccIyCD>=Teq63=Fuh
zhT0fR8gggLsOO144358cxH8YSiKk2mR_>C}Rm^Z8>RspXyhU}t*kD8fCqT$t8d-(E
z3ZjJ9*T)DykoSg==tk*#O;y|MJK4unzO>*R*uo392F|+G*4aw?-E;ZSkp#R5W9u%Y
zcI3j)?hI&d)xO}E;Ee`J(Rfk2c;Bs6Yovk5B=o`5HUL5L-K$pBl`KBUbxE9k7udy2
zD0vqbRWy4vG_<zU*laPR%rl+HF+T4hIIX1wB-dPBZnQ)^2oW31k$xP*+5pjzPTuU^
z5-28qcHDdzCY=R6vb!iwe(N)p%trOFCtlqKR(fa6W}J0KQQv4V*?(7J*J@?|>{5c?
zQcNSrcV!kqYOX?E59F$$jIzrx$nC~xaZm*#(z8WwKFON`0`6LHo~TfW{<4+_{Hay|
z&Z8%nk1;xHPk(rKsD`ko+WIz657e_c_AeACbp$u2I98r8-6JdW)udE&J&cnuiR{i~
zf9+1_tpUw5H3th}pLt9wnh%s47L;)#*DmV#=b%acOy})WfIjN>o>+Q#`}CS{UREzt
z+l{v6J<WgFCDG3CGp7dLO@P)-RDAroSqxnNiu*%3(aZF6BZAC(-7<>$Rq%v}(|Z>t
z6TNVg4J)Ba@sBH`Vm7y*gHvkSRi2EPIM?2P;D?$8uX;}WxQO)s?ucMl1t{?QW5fM)
zPlV#@oGLps+%g((2vo87v`2oT`>d!|Cp?Xl^H_00&rXSpcE3t}H_@7;M4g(=5C$NJ
z?vm{S4q`d0+F77RBDM|45x_Uh^8=j^nn7Ez9MXY{^qfR~XtIbuQ?THn5%b|vU=gVV
z$u7iLZ`{T>7wh4)V-m!Q;!-uJylBeuWeo(l_jI>ejub_l0EOghHBf>5$N_k*+W*oY
zMdV}A(BcxwAz$k6e;5#7`=u|$S8M53b$(w_E>RBODP9-7C$RRWrt&D>D^^!SWuRZs
zL!+^!<gv$(D{7*uKA8AgE~GH^$%FhmdorNQQ=c&qS{W}Ojp9i_{7laW7kKr$N3(s>
ztU^)HF!Mfxvh!m}_gUn&qVsr6|3FrQtcNCb_t?wS>6$hxdJVWCy@Md<hlX=WcPix?
z!s-bnPw-AY^MqC?23H%nj-LYq6u*2pic^}4-LtmM8Y$fb?F@>bu^a8!a3ZMv=a*!q
zlOld?H?6Dvhz}IJI_h}yryQDO%D9goit+Fv1nH=qby)p-9=*m`J*gpUIcm?Ut~MwI
z54|82DF`rcp4>WIt6~;d=-wFBVA{|o`)knBl36u-I30scL$206X*wW7vhuxSMbo40
zaDTLfDZ9u-9J+H?fi2#t`Yx+XTzaNnB?tciZeYpgGm_MlBkWgPhrUdPyFT4jRbBLH
z+e>$$1oC*D)qtzEFYq19e;Zf2>sgnPUsQ}A_lz-r&lPLN*%)6j)xc2oN+YN!7MRsD
z1U5@EcbHKbt)7kU1LK+ct+lDcr{K6<I0;Q~Re~zcyT+_5^6Mr_5^66A+{AdAx%2Li
zlE3EI@h3LZP4G|5N@0Xm<E11o^DK2pCCo7dxA(bd^&Lyr`xieNSn~;H$~EIpKuYPa
zGJy5I>s|X*k`i%N+rBu;v*w4>+f$6+jdmTn-PErG4A18o^`mUbuX{~7^z9<-OCkT4
z3l-DACVS?0GOKof#cw2$e1Q>ZxN;$kLtuqo@nIBxQR*;woD3QK{vU+@IOc9p;>L9u
zaSpSQes2dl^D8@E*@H6sCrBM>zOaMgbhnWZPU@|FwQ8kDEny`PRZxOfs^?7~#-0Ax
zMm6<nbipOiy_WN6TImS97AIPpuPSYQ%d2$soid;kuNL9<c#=M&l9B|BTBMUW3Iq|L
zn?}rN(cfj;?Tj#)bD@*axT+xFCV8TWuTfq_+|;JaJWw-r^vQ>=Stn>Yl}YWaAN|4r
z0OOre{F+#<Zf<_Ny@9E0!N6Qp3zSOFhU}R_+>^I^743czkgh^XVae@pi>no+lU*W(
zS6h)y`Fbp26ryWWrz!7m4EZ)fQr^+KRT$S(=F^!o4ZT!zvojgjGbv%J%#E;+ZM9vC
z`xR&QhqSz`)Q$T&aaA87y7A1IQnEEu3XScnn-6*-eS&smdJ-HOa*;j=nEtwI##2al
zp&~>D0`Xnnowe)tyT$A3?)P(Qx;OO@cYkV-iMCGLVf4+^96dB2bz3#HZekC*ZQ3Q_
z2-@6ubg0h%$HRc!_zDceID&o*9u97R4kRGvQbUlX5_K_z50bYh>?+Awh(Zqv6seHn
z15U19a2wO}VV2gyj&WkfM3bbq!f(?FJvytHvI|;Ko&($@3>%kbm6D430&`n)^TdZ`
zprpZ7;p_`fIo|MYVq<lY1T8;7PnWxm3OyM-LAz8R`eI3gI`57dyxNeX^l!$5BEvI%
zmwe$3OY3`wTed_xzHi6cN1h;0uEtsy^c6uTkD!_u_{~@M6waNI_T8vLfKtI0klS4m
z-4)q*OIsU6;$xw=P77_m;;6=zDqr%<rWdKTTs@kxa-Ts(!>g`6AJQQ8iqJ*!$1^vl
zHk<p^@wsNBCGAe}eHrtryNw3m5pv+>Lf5bYXyv-rhMjb;6@xC}qGZ>KZ;<u4Aqfua
zygF2$cN?J2-_@?n)64aB=h-JGv8~NL=n}hHc7>AQWyhhJeTHeY!x9OJ%?19;2Aw)%
z2db7p&>t5>q)^)}RH1oFzOw@&1qH1w%s|_o2k}3{r{)y|gOANB$_B^m`2emn<%9L^
zQT5VHT*_KdEcWPLMgA!-lE&O#xa{cU(&!b*_HH!`2w52FL(u(o9vZ9Aa@epXl$8qN
z$DoVu+5Suwxc6?$rOKcd@oKNFD_bWNiYATH7fR!OFXd$4P6%o;yhi80a=-2Ho`P$m
z_bDHDSr;3H9GdKSTjEDL!*L(+*0kZlKUcG5H<b}R*H%bc)pMxFkEj)nNO|Z*HLQ-Y
zKv%OnKzqkl@It5CWZyM3!nA*mxbIFg38{|=EP43{@^j!q?tdDy_rtf*h!--P%`q!6
znygV-(v#*s9^LOAGY`j1Yhh3zvy3=+5=@wTE>LCzP-`r)-pdV$<Yq`B2vJ2xTEHJp
z)<~8zQVKgyg3}M}Z+tgL1^u|cVqg_*MTx5SL_N_q;E}Y7HldX-=;+yBIQkdz*&`1f
zDm|5(B)hat%2o#Y0g4f^B{w`KAr<d9_N$=cZG!k@NcIQ91sovecOh<ctoadkURnb5
zL1MTuk=LMk@5|{`q-U?G@9HRqkp7%UAD;=j@rWe-7ZcM4DVw3-BS;ef>U57T6OW!2
z#EXcAiuJTEogAgqv-_IeFTW2)g=tNA9}Dz7_Tix2uW{pZnG#96M*~(=xC8Je0vhB0
zhpP9Er}7W~#}ATs6b+*Ym1Knq$yTznS9VMGCK<=5q>N-7GLLbNJ+e7wO0qfjI7Tv#
z9fyPC@O$0*d>+5==TCo}+kL;rHJ;DsbzN0|cOKt)&b<1c78$&qwhv_{m@wOWM4md5
zNJty9I?T&2(uE*(&|ejznYwRo8(G3D%7g?31^@IMffm8v@fhcC8gxI$E@oS`$M%7b
zSq!(9bp8F~5ou&3OC0ABV_5Jw9bnp$6j<B-tXwd6Y9G{=C|D?iU@yS~pS6_#C)%r2
z-oWn4ApUYgD8;Xvl1i+HrGF&J!fQd>SS?}6Fs?V4el61qWl)CR`vzJ>v#3rrXX7*=
z6;Fo--(~xfK>^PC3HF$nm~GH(9S@qv7=qCNkb>R*@E|S0pU!5Y+EvnH@pDX#<g1m(
z3zaXsSfQR$YO1QPZ_09Wa}QS`D+$VxjKMPYgYJwe@;RPcNHP1kE!LaIl;-C_2AFmo
zrjH@gl=1PX&lfK<1y~f?i3KWz-D_n58fQ-nKxZ1tc6)>3ze49Yn#pnSuDmIs*Ke_Q
zVmd8B7Mgg+Dl|sb4u`Atz-Itz7LPEp&;dQ@2f+Y3$Oa2<xI-hYG~e4OLBu9#l{|mK
zwlJ(Qa<D~u^B0#U(H9AIpC8E4(bOh@28VnuAmVQM9?Gs<0Sb<-Yce!*4rjcB5Fp%p
zSaiss&a~_ukK@Ds@MT<%20-a><Eb(T5=#3;mHEx#mCrJ!0SwYBw5T6DrD9S!4_dcv
zk35fLT5<;?E+vVsu9KZX|EIXg)_3apg&U7}2Ye`C*UH$)f?~t%bF#ROG&9fKr|TOA
zr{%kUUqGez(6pQS$Hn=@7D<tt1w+dB2)o~oSE8Bq;&w^GB7kI;CP15I?ZqBzFv}p`
zr-OFe>b;2sA75JnZ=OH7Nv=!wxb6b9!8cq4jcXoSi0`YngJ_$RUoqIJR2~-GG@1P^
z0jI}lP^+eDXCUzHsCPth+!lm$fx0(um}xm&O1%4i0rYhH6TWKu96lD`3+%U4jHs~}
zN!uGZpK>tqGzE;JZhKT=#nw-V(UNujNiSwv<>a|mMjM(48o}j*GPLe5Xkg{^9z2*v
z+5zsU?8W#~5HGbG3oWbZX1*<>5-_EqHibPbqC+C?cE(0Ws(uWaOWZUvpWMDmcE=WX
zFO`IOEv5zuGBLHhh86&=18l$GhOJ1Q>8*h`8O%B5tqzxa!4#%PQ1Acur!QrE`O<6H
z@l%8hXrO~R09W9lzQZrGh!Vgh1)LsOdF(Rq^HP__lk)%5->fZK@Z+b;66e?Wuh9ML
z&b6|&*^<%p!dG11l4tm~^XCC})B7|66=iGmPxGJK{vdJRQ9ShisFyHF%xx~<scV@-
zE;oOByB(gNJi%cLssa)#Jz_9oIXThSH+$6a|974&m>>%^+LtRSdHf1(S?!X(R!_8m
zI*KQxOj2etGeY%ThoI@K9T?!S4^l5Nhmo(JX%r)@P$saUQW-#oEXzW(GlE~d;Q^~U
zyYrfW8+&`W34&!(ydEntCS&%yz6i`4F>=U?9$5M#Je)*Ab=zM2lDw6KIQRvbZ4)ND
zpE=YVpd0sd>jO=?M<CN3yNCNzTr<xqX45OL*oJ9F`mWXNgJBOT3G+}hc4&YKFl^ev
zv`op4nyG|t*<>cV`NRo8wXE$+SVfP0ruaXs?e~V~s{0OyhUDs(RXgljeW}mex@Sw&
z48piTtAf8N%KWK4)n8{oGt6s;b!PjV_(K0^9*sWb%B3ii7}3Y%6oaW^DU@|lK}M-7
zxAVmG2RUIh<3B$5e`f0HsmcoX1;+}SEC%V&Nhbm&1s=3)eT8W!-MCH5lN1Hb29Jno
zvn%T~eF6>Z?Z$w0wPs_ia3X-Vd{6y!K&!FydRW4bcZhwrnOC4=RKO3qApyIJjA%_S
zt&&H5^KU~NqG7aIn##F7DcBXG<Y!^qnS&Ayh`8&6gFtAmVP0Vhbj->Ez#hcj2_8dC
zzDbWusd?T?U%&f1?A$rVu8XQuRnAEFsXPOL77z(p<vS~Z=?K<bYXG!8H_Qmr{&K&M
zZ89Yr)RK4H;k6U`khpHCX^+(kCGOk;qiqPJF#R@?LUl(<UVM8aPyB?YcV|ZD5g0%S
zdfN#MG=V~}s<zmSjL;Xn{nC4&_h2#!khl^=Fz044kb)|C4w|RgzXLk-qTS{E?uneE
zl2?72kl`*){qua+uQxZ|X0q&dSaKf*_!22N3=oH|2jU3?%B!d9gKyMxX(XPZXrUa@
z(ODT8^7Jw{!c`PvS}Nij*_qg`g;LT|Qeve};05Iaua`4o7mkvp+8$A+U%#Hv)=Auw
zCMJx(l%AM<^m5X7a?7XZj4aHG@$yykooIUzS@)Eps-DWB1!v8n!%Sl{U2v=AX5r^L
zXg2`}XuD6q^YglVI>8&Al#~zdv<4^#{K#}#jBi^JYGl0p7x<<@fTWp|ScJ@SfQ4^O
z%mj0cOAL04VKDtTDqCa2{exVO3P&CDq%ui(!}qKJ$H=PrYt-5r6`03%0SNo8;`_+_
zN_u0aC7$9J1At`;Z2UXglyk~~o?UVvacUskM64whn#e2WIHu1ay%G54?b~fIvKGM$
z^XyY(!GELS)Ccuj7~p<@q(c`7HTuC?$HvEJgK49^w18jEYb=gSm4-K{{O!vKqZ?b2
z_m6EbiF-_4NTqH2zV1r!K)GRNY%b4R*^;3~<C1ZMn~<>l@S8PNCKygV005zvUF;a(
zT?J$&!>>hr{MZKsJjGx%+7iG&C1$*#uANLUAnYjw^D&-AFpE+2*SIg31nI&8o$ndY
z*2gF)gmww<>wT*kn$2*`MNHg*A^7uBJ^H51lfJKpiSj-{++Ec&YM#tA^Me*&H`f3!
zlM9BL`T(=uzCCgK`On96uqLkrwSjExSX|C-Ah~E2x#gSOw*}Lu!Z{;`{P?(qD(@oC
z?8~!QA9W;JWGW~u*gzY(D~n_Y<y%d;58o&6Pd)+PpHG`8pju*0kcJHg@}2e>?a&R}
zB2WB^%b=m+!IK7k5lNPA{t$++D+G~tjRX0{oqUm&x(@z*$W33&kgvGcNfioxch7NE
zIH!x_q!TjFCm~7H`gy5x5&*jb^Pn_!I=)Dvs^rZ|rEa8H<*HF_U<!C)+GJb8{DHks
zb=VF?&iu(k<2)wk!jogPgq}3w_Np7v7t&=mL;#+#NqF!h?O@JYgxR>OWQOZb8!IQF
zPL{!~N2k6bEwxgD_3?5hM%-{U=WJv-i#+##v@t>?q<xusli}bvA%Wg{-lYcI$O9N4
ztOKX^NgF#$ES%{9CmZsquM+WE_bqJ$;f1W!sOs*IRjb2tR8xA5yDDV(YpKXe@H89O
zAX-VY)v*JGruf8~7fkUWnQLNz2(sNm?YTvbRyj|FX$R`@O?8=8C-=qoO~$O82N|BS
zu&E2T{&=&ODH|{AR6e(>o?cINf}-QR<JUM!++i6UX?#rIiq|?bvYjMK?#r`b3e00R
zHVx_a#a4{+SO-PNJ<5RA!0$5j;sI*o!mW9yhVlvttdDq1_7Y<K({z)ln?zWX144#Q
zzH)I??mP&KO;PfKHtQC&Sx4n=bq>@uR=%Gk0$O(4?aslpN=M5}TJ_ppM+&=GC20P9
znG^Z}P(#?%zg@a4<u5RG!K<@)F$=bFo~nB}yNa&JW&QEyr*bbePZHpV0@Wbx{B%6<
z#rh3A^C%+^J=p7yk~--o;|>Lt%mY=Gj-M!P+u!Q?r)DRCCkLuQeE)R(`TmYQo?G`y
zGm<Eq!p!<IYdCspyXv`YE6V>INsnF!ub_WCQ@F8AP{O>w-!yK$?Jt=hBLS=XrRcb9
zXYOLH(aAYIDY0yfcgf&6K3V^s>?Lblu4g&N;KpPu@top5Kwkv%jbU~2HlNMoJ?+vK
z+?;#wE6@D*cjC0|67qV;_x>*64CJXHrgB5z(x`W0wO>^<leyc&k%UE`Oh)7E(!`TZ
z>Oi!w9ip$$Gymz;`h=*)K0Nf_|D=V)+tWrjipMg`Z(3hP9F4W|H_p^p@BGLjqpk`Y
zI?cjf2d`<^=h`|{-(VsPJMXRHXtK!0?UKLSvLLTO2?@@3&xCwW*J57taAa7YG~1b{
z0`>Y+@Nm(6Ha_0+O}0}_vkrHYlsp_?3>7?hBth%Op`z~AElvv-33<Gl;&BdgIcG>%
zvvKk59D%~!5%`0$`|Y+9S~Z@vYF$0?La!hAysj5LV0x1gh`iKSn7&<&)3Gd`vzU?n
z`p4Xsc&A6~G<X=(jjz8gz*E=n`bYVe+cd_x+LZ)gVxv|j&Ryh>*q2w1lnBcQ&2_!=
z62OAaesS4$V1AC%_T~wwb_z9t=Jj-rxP!gMrnq1Col$}8i@tg|^nJl(<uXD)241w9
z<Rc!%+<=!&@2}8(SYXXc(<BhF^b(7=LSv7(Nq31s<Ykm%i!3BT(-u5lo8VJnUVOz(
z60GG<J-!Ih;;yi(xFCB;7CmD0fkv!jC8-Z6Q!L}HIqh?Qyfmt1==Qgee4+FiWY=k!
z<4yIJ@TN}u`Xb(*^xi__h2=pU=^ZnRn&;T-ELT{ap}x&$AzRCy3NrEy8|uSYcSPND
zY-E6_0Zw{Y9=t>Hal>pRQLkB+JKM^1`P&W**L%%$>>!5pPBxsGS{oCEOTiO<MkbZT
z$}V0aeiIZyzf(1n1P9$N6tYwc5tfUZUiAff@IjNU2GWz&yWQt9VcN8MIfa_~A1a)(
zW_NF7SAj;&#8dqoh)?YEW8hTiD?mt?tRs0c(*!g7*`74yB!)J)Fu_A;P%a&n?!O1K
z=;3(MZ(z=bscZz*z!*ZK?vosM<)0L`^K$=QJQh;p1Zt69Ks%YOBsS<eb$wwXQ0a9+
z8LJE|x%or$65(eePPts7s#0`Ac<n-50Pm_vrx>`>IWHkeh2KzAry1N{$%_etHlng^
zt6jU`6OMS(4E^^(rDY$TrQWaa?MX>YzNiMGy60GpR^nz_Z2WA(NoeVh%fkGIhC41G
z5T;KGhiMtG8%^B0Ced4IGLI#RuX^sDm9My+k?%XO_y^$|3)<GbZ@iZ4!vE>d6q>r&
zrzi-lJ@0Yf8l=AVbT3cXD@<kaYTx5;>XUBB-lwsQ2E!r|RNAX%ljtBys^t5<aOJY{
zC-$KO)!75HcZsU*M}lalZ8I*gnA$gv7t?la{>AE}uJR!bN3<y$kE&`uSk9VZcjzfU
z6yMuuFOL<is@_PMtlm)NE8V!EZV^YA{T}^&CfyMFpqs~Qg53>X>&sxN%+1G~TCZjJ
zNsM3eBs}^K(>LV`V|tp{;Dp4MZK1x}*e-^x#Z-1h4f(JBTaQP_KkqIYc+@rdx~T$g
zO{2=@?}6;KPPS$}nPyU(=Ey#Hnyz#xa&F#!Y^+%#Y}}l$f^|jKb>9-*`If_u8>~k+
zr0fsu+4K0TX>`MWtNOo`+9LtgV5w&&DuqISZAdVEt*b$=&a9hFRgk+vac*71w^!tJ
zwX5BwL=+SMqC!j{5<&!$mQU+_n)|cdf&N&uYU=yrSLKoj@l^eK6y@#~O`4w)qk6Vw
z`D)rLPPcBW0uv4N{Qys7_2vcJR%f%9;5CGQ3M+t<l~C$a{ONK>#nAV+tE^T@+;b=?
zhWAS9=1v<9R22I5=4{HQTzz4Fruy&N7U9lqdtuqqymMAYu5@5aT(XXr<Nf!U-c~xV
z>Plsg-2AUh>or=7vP!hCXhdOY1;+-@esL_d+%0l@^mz%5+IP#_))G~E;_6$L^VfjQ
ze$5BDG-S!M;iudyGD~9(*=y_AsOIwhK>6H-lvMl6Fr=$NiO2pb-=!hzNcHb)+;aBw
zWM#Ecvlc;c%9|1(nbpQ6BqN*PSebD+>)~NKDJ_@PykDlB4%VIzjLp7iq^F}6KYz3S
zpEs@OoRi(#2bb|7a$l~lnz=v=aqJ^6ME93&&yHOm-g#RXsZtwXt+nW03^uiiCt_tX
z=f}iP<C?v-x9MW2r$=ti>tA>Z6Se>SfBbRC@J={>P1mWx{h=X__3D!QG#&BV&-xU6
zAx!)Jdyky#uUBd-{6z({%I;p~^?oouqr0q*8<#uMXjhrpht>e<ClzQXEZiuM6r7wJ
zYslC8K<R%p38&0dq|pER>$CisRc&D0x;AIA_%kAQqW7>h{wtpeTeAf4>p&K$m^)|Z
z<zWNp%v4&ieWg}o*e>r6?<4yNr)w28on>cEOvflO3N(va>y_$a%hXe~%c9&H`mW{6
z#RKfNnHk)SX?<uf^Xem6Ry+zVCyTPK4f)T@jx2NVH6^Uk!kBWk!X6J6U$QG)V7W)Y
z<<;|~zTh7iUjIFLH~5QNintqC$Z2Efh7OL+lWk3^1qUn0PdcCRkv_O{-BVkV90NCW
zx_^b@uK8%iOj~|G+x*YY4WsL(GsA0d$5Gx#xy{i1oPKfq78QT#aG8qZ!(rO98nZZ>
zTHHzj{TUeI#S3w-C!$Z+bsR^$2tQ(2J)(T3mM2q>N<E%X!J%J2J$?a06GNwu=S(6i
zN3M>iuXdjik<1@9hYnI>Z>eUiq<9`49LHx`cpm!weEqT#_xdYF`!iQ_)6znZuND^C
zP<_)Iu&Aino2B|(qT2A7MmJ7T>UcY`ZL?X}ZbTFgr}(A8yhho34}C&f;TrmBi|(SA
zV5}iC+YBgM3*=V@ms49%;xc`NW%c(8ctGu=Q7`hmY<kbV9?{c*Q<o-lgWjy%wU?0)
zG~KE~#ri*6zN$Okfg2Y|jm0wP>j*%13u;CcXlMIvNZ(PT+r`lmdGwa_<gJtLtVOEr
zMOdSrz_rIL<+-zChx0Fh<LV7iy&CM!Y0Vy$byPuX@*jAMf8U|rq8w&1+MM;PD@Oej
zbA^PmGljgt#lEf-%_H|_S@y1WLGlmQZ8ROy!?`$#*D=AE`uJA;J>G{DnUF}^pZg#U
z39&omXZj-{ZYLT$W<FE%lVU@Cp{gj;Waj>m&nt_dtRhv(y*3#qAlP(qKHB&i8)Hme
z2yUmm>+z0sziW{)n06_u%Cj=+U$w+A?9}O%O1-@R(>8cRMdjhWa5B4C)A_^*dZt+A
zZmm0ML(_JxF)s}P4i)bw;C|Cg+PXW2S=7&)k89mE791~8=#EHp$t4LM@2a76ihtXu
zw_^yOP@S}GNfr3IyR-0XjWMKl8}u#z^A7C;6{>1oze<J_sL%~<mbDD8YIJDx=b%rq
zPhlO@?~sfFjzho;xqpg^6Ooa0Z@A0jiXKNSEiHe|@ryv?lC=x{>YilVleGk2b@;ou
z&%|jg!6RG8s9|@LG`KKgH={JyT^PGbI*HRRc<fP4m6tFgE}$tG^2XPWR|5FzkP804
zU+qa_b$n}Y7fwe#Gku-)6sEnHS9HdzOk&uJy>p;6C0Gxh{3t&RMb8Be1v2_mYKF@N
zuo(PM<5b{q{nLHR7ZGRZ1>Ab1iQi<2K3O_2?MLLqr;^2r$@ae3(0)`uTfDSz@Q_E5
zH76oVt{rschvgi%V;pQw55Ej=^eMI{G3Yc_1F1J}3y}z%-}F7M+S-16z~dBD!Nh@{
zWo8ZrtEg2|HLMkPm;3|N;J|W@rM833@g3(8F$*`<u>8NjB(5B$|FP-Im@t5Cd{rMC
z)_eFBXQI{7-5<V9(mFypRjEYy)>Z`^WX8tme1wj~ahf#TA?&gk^URi@CHDBbseh$A
zSE*Cm-X5&!d-Gc=vGV8e;T>`7Xid(uSIz_&)Bfk?#Hkwl@~G^*DWt50{6(?2?{|t-
z3BOJg2D)Dc#RJYbnx1+E+S7l*1x;gY$?xyM#TEciBD+!3b4+bPW^vMj5EomXxJ(Bk
ziR1nPb(4_K8af)YNm)tY>yBvB&TVx}wZ8~Uez^X!#O@;d%R-iWsC7fkf{HAfB2wjc
zSIY7yKPUzIW;@RdRzto9G8C^X9NX}TRW-NH@`otR`>o54;7$0h4e4o61;)_+_Z1Je
zwIdFk?O@e-a!-A|7rOk9d66jiHTSXKvP0f<>k;(P=)9|Vd2&&91jNIlw6OLsnvG8_
z6VLB(NPro2exC>MlEj??YZRAn^*mSrCaBi8$=>S4g6(fNB5yv;HUC$f4zB6?*%82F
z!K~A~S5-V6&#wYAmvQ=AmwIYUvz^4SI~HvlFrNq<hW>FDSuEx~$bq(+GhSwYK%b+t
z37sSm3Qv=jUfKUKIdU50n44!w9=*Wz8}+RRQzd?Ig?y;MT@G}9O#yo^o`{Nw=mCm(
z2q0<@1rYrHJ^!_94^pJOhQPqALIQyhBTEEqvo4^hm@Zw){qp4^7+m@Y46e<=?oh!%
z#s)GaO#dRXfSgY%9dMex4Dbt!wNlM(CI>J7IZf4`zPhe9>%%`n;%XYCnyRjxzLjz{
z8xTMR25h!9ExtQ-!DG<C2tt`Z<D7;8omX^7CfS2>jeP*%7J-5?BT&S4Z^oNJhVU8c
z(FF)wO%`*HD5fhZx1Ya1dHUiLY7+{Wfpy!?+o5DXrE=`R?1m`u+ayutE*p-bX<0FZ
zW;x@Pr`h<_O<@Je`n_b4;4drRx>qxOQN}GwQINYS*ageL%c}zM9Ye*I&VrWkZ3Jl2
zRusV|o(G81v9C|xGMx}~n(s`2=Fu{;vE>7>*)&LdD;WZgz8PG&B?D%rv>s}}rk#JX
z2w(`ql3|RW<L4&+i}W<iqzSZp_Rz>nk{muoTvmCxmLONNBca<Ef*TK;irTqZJPrBn
zT^{7=@JUd`;j@t9H2`!d=Sj=M#l@gz=(`CLjOuiAb2DqT@WFF0|NYy_X#~b<n313o
zG%!DPoHi7iW@oSigi!&NM>cW(CRIHq47#aBzxMjzUt1sZ@pb~Q9e9Uz1XKBpD>+lv
zeUp~(eXQQfHwX|kC5ls8?ATZuwBN!(2RN0ya^Ou;LldkAesy;n0;I0Oe`Vx0ke76r
za024*R1e>nIH1}19R*;!`Tvr^r-f4&Ys}J(gZq(RJh1N0L<ewt!{4k>VCvN0ZW?5Z
zQ!1clglnsag$U+G4JesR=5C}5cN(wkLO3~x3S7F;GI>G`qNJ4~CUP|uF`mmWWk7*i
zR;Vc*?65UF3nYw2GjR&U_lGO8Bgg3mbTMgjH5>gFt~zS9@s88|AjV+AUpe>qYf73C
zjG@?ibECE?Cqa4O;++>C9z1wZux(zOY{{=q7s{HI0r&7I2Y4l_T$DeEQr>Ex?<o=l
zj)mI|K}q^NWG~1VyZxomS6^it&|b#q6s<ZNtq76APW%6q=qZg#;v?^V_~Y`a2&%ju
zrEZUW1ST;h@(hGC!{-yM%}D+I{e`U?8yhjQ!zYxxq%&{aVr7~;)b+gs0CZu`BS4Td
zadH-ek)C@QV3O)<%qd=K^6!+zcx=6#SC~DyN9?6qLicv^`+85&uMPTbNF*W5E5owx
z0$KO2!q@=zC%HRm#Zq`2-Dm!s@d<xV{C$<FMt-|_uI`8~IsD>pEkwT?FIo4@hW}s9
z|NZ6fl!J83&8@A%=0(IeXQl8&H3AUo#etB&@rdj^YzA!cdI?_sz2U0s$uo%~JNfSO
zl*1(jLRH>htza%Y?<*q=<ey#^#oK%`TodxWq5EoC0MVaQY%lc;npPIm2Rwo{hyU$o
z5S4AXRHqtz+;k2MF^s#%ap{t+%*&U|^y>VIO7Gn{azri(+FieXJ=yKLt(jS}UqbN_
zDNkU(MXFEO=_qBnXy8Dl3-G;6Ss#9uYe%dZsZ$tu$wmI}w{#OERmrBSL&Ztag{ujs
zSP#|Vd8@{0qk5tGQRViYIGL@$XW$R>ean4x;xx3ZEb9*&U-N+H@3}RO2-ueAScYGe
zdA*SawVVWYZfVHWc@Pq<UFZhmNIz~@1Aaf|q@o5Z9LN>A??IZ#B(8*-#5(MyixIk6
z@8`QcI9K3Wh?9yGX{F(dL%kKUo{rHVgNr9CJ~LIJI{GtdvEL9|jd}xxZ_{#q`$ky_
zU~W-wx=EvdJ!pWL4pc5imAdn;&<Ie24}205qpapWb)faw<H!_A&%EeYRDp8)KHeFh
z<|L_3RK4#q(Dt9<J?yo~?KqR_cp0Yu`P=Fe-<=-`<%p;lXQpI<_yz{Gig8A#dq705
zx>rL0A%^^=U56*4Qc|WyX0E}If>~Xt<{{{=wx=30`93%p|AtQJ>rf*QVO{tHMy&Vw
zTn6Q7+*Pcw1HJn}3P_<b+rn`~amjr-5MFU|Q7gYLa)oIJHNRQK{PXE^xxf{kRFAJ;
znUwu}MbNLF^53^o`c;?=LKEBp8lD?)beIS%7l8k@_AZMMbN;TB_1J+S&P8N87NG%X
z$`h#7jbN9m#E#R$4s9SnK*jUZS@vg^d5IFiTsf4K=u|JCO7NdQ;t7q8s(lSy#&f>u
zS@2}>$k0yz`}_FYgS%_Yg9kpbqK9g>YXK+%6;m%H8JU`mX^FQ8AbY}rB($i_8fs;#
z+at0S!K|U_3pfa4#RLoQIVLaxT@jj825hS+5EtY}lYw-=h8i@LV_J_1?(WO@$$8CM
zZ8Vr|wJ6pOL-ikQnyxz{QfKzdEp86!EXoj3;COK|UlsQ(Rx$!q8jpCbZm91WW1GeG
zpWSP!9K|NHpo+xR6f9!jJP=s4gs=}XaJU2dNMT*ZD}r6n<ofdlwH9FhqX4fRW&VvT
zc1j6}f%pqr(&-IwlA%v6MH44CN9RC6M0ejKa|hFbJHGX#CrGTb1BJXN^Vws>2|s9=
zY^(+vxfa%*6czRqI_Rf8jc9(J9Ml)X_X`BA*U=79N?NgRn!7W$!OAp%Y7V?cQ-AoT
zH10enXF#)iE6|1mzRMV~s1fK1dhmhnA!+9mY82V&7xt;nwaha+PMF$_q}Vfn4EkoA
zX5*ebW@uHyq=5w><a}1M2`RPi4FDbABty8i-)F6pQ0}N;=+w|)7H3l^t{r-EPS}I<
zML92wb4c{=1DV7j$=Yj=Y)Jq>Yu`ymAa5@K3Q7Jd6bwf0`EOgWcXw6{IWr`r!;~Ag
z<URCqyQ~POVaU6szM1EdApkrCUJEgsV!LVewA=D_g9FrfV*?0xC}12<vqUd7x`b44
z6x}p;My`Ua*NLx5vj?_e`(1L#$R%xSdG}lRWikfOxb-gXWvlZXiDCVVWy1n^!tTZ6
z7kHfTdPFRHa&X6z$?)@<^x4bYp6nXMunljq?{7q_&CQ1^`I_}_NCYF3tPCdqpWj_<
zY?3e$m8Zt=lt1nRoj%ml#TJ=h{!c-o3p6BbJIgLFyA$Lj?v?r-^-X`+lwknDSL<<p
zTJxveLBqVZ$E5Mrli;N}9tnmKN|c3H9~bOE>B!JEH0*TAkoy*UVyVwMc)(%ZCRv%t
zt&(INw+^W@WuY>!w03xnN4(o+ilWjQ{azcqiP0=?FqVU2TAXr~0#m9^1%hyao#efk
z+R2;LClF-0#DtshySn>-_-&^!rE-A6Xi`3Ym)yDoN_ge#_=?HNN(CJIskOK8pM7kw
z1B@g&@5lGCM8Eg$fl7l2%!Kyg(Z-N5cASh_UyJ#~{AmLC!3{2G4-D+)*GUME>m4SI
zGA@ZE`Qt>Fa1z$oU+I6wp6`yW;-%1AXW%+^W9yyWVhgyPGRCRK5zUbD%?tPnC+Nl`
zhu<j&Qsp!ssEbREE~oH_t;|s0RdXjxZMX8AE+uE!hB{ZRm`7ni?XyT)+RFgjPrGGH
zc$iE25|cfcM4sPWbVl8%N10}+3<vPFq|D0li0dV8)e-E(ZCiMB?;nmH#(<Tp<A72y
z#AuzI23-}}WLcc%@MbM-!0TZf-iq2csj%s)qD8Fs4s4+-y<WMrJZGb9GyE+W4;sZ`
zA#A?!&W)9*=Y%WL1rF8GzEOgMaY=e=;+>t$LyUEhD1iB17mzBjMAfM&o_Z1aG0EDD
zqXh6zEx3F8K|_Px$iH+cnTiUC!lbt^jV~p~rFyCDxG|okfN|<b@js;M$t^TyqklYp
z!Dz*BD$do)H|m!pHc;849Cy)PL}*R4M;uuzv;JAqoU7{yS-zpcCpYfxa3qP35kSYW
zsJ}%<EtLyS$pH$XDeU$$knD0}OWn-3<|DrL7@bj0+>+O>9w0OOPy|k~>D)~5-^ak)
ze|6_4+MhSk!z^-Q$sMRq!?DtpR__UhmQbFA5wQW;*0jJel<)(^<Qp3mBb-F*;oIv$
z3<6>O(~3oEnE!f4r6&{9(xb)p&bF#InFjorkD{CA_)o@Qw7?n}kWPEb*nD$z%~71&
z9dZL8n**Jp%qho%K15-bW$o(_&B+2C_f<aWXE8og3JkEoOVyWN3|pnJRu{FP5LP*w
zmQk#);+<0X%}EK2{mu1qJm!hp1q2@k+rb6h`$5)Y;0$Wthu)DN_ogs+EHN2Gr7w~5
zvM$|c`6@>uonRa8fQ7vIceIAMal1$K2cwOhZ-U4AHQQfd+{!zgI4+F_Qy;I-<?z&h
z&!RYfmU*8|pS#0H)+d(Bvb_ryMY1r){z6s3me%*C%k&|H)%J{YI~?aP-rNR1eu5Yv
z`nPec$i|hM?C;*OZT8gNyrESISjB$;JpW+o_g2y8<iiWfVaMtE!V;DI?SGJin`1!P
zvnnz6kFCLqU<(mzru-G0I-4U|w%DY4G$&`&9bM_c2Vm9i9N!E53(V{KK?<RR=ggUQ
zlSuMN*KU0c(96-t(=)r@S-rb=38!4QKsy*3Uv#L=Dy3&P&|g0lB`gRZHcqoWJVH&}
zJbtg~@Z*c0xKif_FS*`l!s&?2Jv%4K@Nftr8UCl8N}i9k^<BPE*+pPNI%M?U;q_UO
z0uf|m%>HxhujMK`I)LCvrcNC4(+Ii&j>zEgl6Cz<XmmcfdFV|)A_lpyyL6k<z<39L
zJ;M|9hE^(^M7`NXmKw<jY&AD_dI8m&xb|H6JX*C%echaQ)oi*Af)JA-cwHX7_xhXW
z@?SR+Wy>h7-hC<sG)I-|AjLG}`&R|oy;l~Dw!eeWtbQhtXi?mBHg_G~O{r18j-Y%q
z(YjOgS@tqN+%+>6GZ+IQ7WbgJG4klgWu&i$+#Gi=^dN3x2B0iIE}tHjeU^z81#k~{
zun*1O2k|`*Ux$nS@wT0Kmb*H~9qG7x-zPI$bXA9MD=iy}b+n<@N%H86jlB{k<<9bN
z#!lW_xK#0_?;$L(pWh;7GW?>3Mo$rkkzi%8$0`rDupj*%ha=H#qFS6)i(f@C*WH*i
zhzS6GVB;8VWm?l#`qW@qKWxHj>Q`<PMu(Pkto{viIk{gEu9uQ?)?TK#DV;AEnLnu1
zFWbGe%{3Koch_~jNAeo^pqj8>gT<%<Zsd63<RA`Idj`1Qoa8!6v8vU<;2p#o75t(g
zEzG+8e|ajN!h(}{LMz>WpCvy<gTrP{h-K9M4qpL~-S0vy=`H#Pcd7%((l_)Vv(Cid
z*p#ltBGJF7-YIBO8{z%~xE(V*0qAV|08Bi%wL~4PM&@v1wpsGdeo<B%xoUB(KA?m!
zD2V;G`tLa+$Iof+d|O58y{#yq!L_=j)-7mP=2}6KcG_e(OgH4cSf0_jEWO(;#P{TJ
z<FwpuG<Rena^+?(p??bXJmmQJPb(iEv4P#@z6|jZYrf97*@;UW0-l)n0%u@zw@OEH
z`kal{DwXDqd|eAs%RDMo2UiByS0<52E<rzYpNjnQMM1vejdiet|B#!UTjSCFVqSWs
zZ(_5Pr~+PbF5WhzrJYryl9w=>tbxcZt~DZO*U+0nz6N*pr0w{%FI?u^0lH_rU?Z%z
zCCNJYE(`4bI$tk1VEok3nF!wV=o4CYecW_yu#73|{@7czyYm7+cwUPVL~BWcTrzHb
zr_kP(R@Ae>5EGE#F%zTf5=$ES=7=>CSLLLSc_mDI0kGph28b}tIh!Ei4P^t@Lw=rQ
z7QhTZ>2G}gX_z$>U3l)}Pmy9%Qx<%O`(H2<jxq^Nv;hB#E*#N9nA4$%LZ5GZLeNV&
zH-i`_8EUT^NPF9R&H}(ic(ZXOPg-6>gX*4ov!}3o>MZ4jnTbyU4s7TIaA1v1oIR_t
zGG-+JD?^7ij0X<EDT83bVEc0lUBH!UcNH9sbI_Jrcg?ui95k~J`F!ll_)A9nu-7!h
zT;d*3uCh+nGyo8jmQy`jSR>^wHo{U>Jb-6VaHs0Joaz3mm32@S_qy6%&GGrj`3Y@o
z_ZXHvq#QtIAOp2`X}UuUlAW!_z_d>d;#nM}a(=u`ICOOc9V6HF4KTko_}bYo8@|jF
z-9Cr!lEuEyWwZfy!wNe7E<>_Hmj!+D;TTE>`i1T<%sg50l(6<f^;sLS$S@a2EsL7g
zfTEXy=1V@A9!GArz0Y+&lO%aP%Lpyo*w*jpdI6bHHE_whAoG}v_#e7FR5z=r@@Pr6
zm&9R>ehPN_>!<_kC{D)C1KTb$q<_Po``!aq0t@&qC-L~3z2(nS2?1|Ws$Qzf2T$_A
z2Dl9Ew$Q@v2>{!zYZ0U{JZ3F`jhmae#46}n6C^+fV_Iqd2Od{tzp!a3`hMsgk-4NA
z-*^KjV`=AlzwNnw!)J?SA@XK<Y|4BtK#c<JpvfL-6K<QdqEFj|MiIrggXC%$JUC}B
z4^qK$w9jOIAISDDuqUwv@HTt!dycD%!v!J^mGb(#>*a*i6N#4KU9C7(_PqbyQC(<5
z=XU<F>&wxBXuB8cd<PxpdAI9g@@WBa^RVRFBe{af{DKL;BF~Pn<V@v|Mt;R1Ps_;g
z7l4XWaYphu?k7-c0FQS9I&5yF7c-j6t`5_p#O_x{YGQ0|1{7)0r&qPLp5A|DPqr~k
z_1`1IhA}zvdPGwc$p~c6*Qnpu6svEZv~3>5@))U+hTMR@I1uVKmu5D!E|bSCMV}Yu
z7>1#70C&}0*oYCvuk%nPjp?%Bowlidd?d?xzLcXcW%7FQY#O8d#1c@?UPV%mX;oE@
zk%snk`nYj%`&^8oR6%P=kRDEojTp!JY9W+To?E~o#lJi2g}upz%h^g)_;zu0?Yvso
zNk*yZ&xUaR`XP-(vKF6IiaMy6Lqd0xx9k`ga4TlzRaBsgt7f=m!U)TIxISM3rU4C@
z^Z;-iNVIA;dGs1%Jhq6~GnT5Zg*cMC2-?!p!|<!+Z43S<MTS87bOtgU3GjMpomRIk
zPxWan+H$6QUP|JKF|(h8Cj$AOFhB_O+Fo*_v8E)MZ`1)R5wAkL`B@0AN*n3UsXoO6
z4`>u=@$V2ujM#&?ZyY+ev8w-a`CJz(ybsBN7-ZokMP~^VPIZ#xeN^VY44&8M&|@VC
zTk{-EV+hQ59A!$TlOWA`l$Npz@>A?i@d7BFpQeE>X8Vid^t@{Tq(%nc<M0!gpwy@f
z0p4w(R1+mB{^^yY-n-n>5A0P~$mSU5gaQ0mbZcd2?4+#L{vidQV?gjW3ose7&<V5J
zY->)T)eds1(DGVec~!Qhd;^xI7O^s~nT@QoE8g6s%NGBZ@X_gJ#I79v)2MF$)&z;2
z8XFpkHmX%?JXCMzt2+k_xF6JQvFVb!^p{*?HipIKK&DUz-ph*5=|215S`1FW7%u(~
zKZn!LLRN7H`}0P=$DwY^sSRs<erAdxF1%DJL%K8Dn23Gr<oUi$4QmQHzV5e0s&c+x
zjX0A$KWR%VG-%fjJu8RlTmjwKfUBdHNlA$Ry(CHvM<K+T`Smm8Dn{m6*|<uhM88Nv
z02Ruy(Jg}Fe{JJ+0dY%9A$5J<ar$lgT^u~E=U&kj*lX2uS;z}Jd@@pzhxgcauH+7<
zfUpJ5`FZ8r+H=y7+N^N=4Ko35=RcBEzywkIV1O@JngJ)t^PY&2)(H*Ib%$OJyNQmN
zE=pLVm;bV49uo&jA)%(dTcEe_!g<C^mva_>X>U7m<lFm*LbAKYMolYbX2CQ5N<iy@
zj|Wr7rm7<y6NMa8uX=KFo!QT4G)@AHioDp54`4-Y{}G-Fo*pXkG&gTbm<*seC}GlB
zO*7hND5;Ga88LPH7_6AHd*~s#UuhdY!$S7Nn%Mu5Yyb9$MP!KzzhjB|S&t*J?_o=c
zDb$JcWTSSOpL3uObs|J?-z!9X45@JH(ZOBbEqmh-ELUI;k&)kk#bUVgt=m-gaYh#n
zR?A1zsX+lLJZhDq>_WIHx^xwH*BtY*PCq}vH$XFy(9w@wUQn}dkSvkc+ou3Dqrq&g
zss7fo4t7@nBpI%2ARXX<#1$?kvn(sxIi;SNWENs~s+Z)#Q!3c&PCdQz<*!NKL?nlk
zi373Qh{+qsm!;P`HNLs3qtsL5A7tWMKV4UgS^GR$D?j!($^8VL$e<!z5%W?efBMHB
z?O3Dk*j>}a?Qr)afSiM9`Y;TfZhPo-XU8VT73SI#ZQsEg>_%youTuxB<D6&ODFSKO
zRXVUg=4v|#$sao|6!v%~qnn=O_S8c$YpW_nixcCTIUiiK^U|)_-xB@Lru+6^$Q^Rg
zvh1p?vfyhV;?hOUQV55hIFQDH)Mj#YPKmF8*@zw{y_k>wXqf0{{AH^VC}nLOH>GB7
zV?PI|5d|e&eG;Bq-;FksT2SxjER3B8he;30A@2Qex_=TRULAq;!M={V>%P@?fPS}5
zd=OBlIIb&DC+IJnRpY+aH|`(3<S9g&d%Sna9Vm3CDWEUq5!)h?)g+@0+{zav6i_3~
zW@3OmB&^i&!#TR;V<vUSXRI3aZxs5sycW6*gBd_{*EH&<@I>zaWK@&3^ZH;j%wDKG
zLC7*#+blTG)#^*lyMLsB<s8o;LytlEd1aQJ1CYXcN~!%N*E|Cj+(#^oZ+Oc`JhE`3
zGVM!p^Mhc6ZBPfR?F79QdjCbAX3NrtqH-3tJ*;)|i!#?1SQDL@yVG;((T>A}iS+vs
zYPJlt)XH(|x_^);9~r=iiXMNDN=N&kc!!sLIXvqDIG6+1metsm+$vyA>I44-uI&eP
zC7i<jweD3wX5hfI>iYh7kH8dK&4e57R})(us}80WF&!WBZ&d<BUg3o=N;KUr>(WGe
zzFS}NsbLm>*1wO(OQ2;zG{2B_STx=$-2W{+S<OCaYRRXJ@vMHsg42<K&(Sq}nLP?6
z#)P{AqK3<mCp~|eKE%KS4-%olN_Nk+)29(W6F(7@FyRZVFNRyIwg<Lll9ELWCs)K<
z<=Ds7x9#3xc6!EK<iA@aWVej#=6`MRzmiupF!#PxruBstW7QrHKIIT=RHf3!CQ$AT
zTm~fMO?ww?s#h^5pXelD;gJg@fhSrdVNIrQGkYQzbEqRNa^%dhCiRI!+O7LhOH=&a
zV|PhifBg%8i*A2A#C+9YA9g3QcVV~Jg|Gr5;sVHl{ZJ8tVy<nYh!nVG({}i*HeI0m
z0YUxE`cczFk9ZFkU+TMnh`bnN2Ktq_atcqRH&C3iWBa@~IZCn+IuCnYGp2Ku)yrSq
zeEjy<*r%{CshQ+2AD+~EsWa5e1=Lz3H{7q;qfdCfc=XZ<3$)rkdl;cSQwM#%c0S%m
ztTH-@hdJe&BDra?&1yGr4a*VO&n)OP?cA0<-L3oBpSIW)s7Nw-L4p<~W~s7#L(N=S
zo$B!Bpo7XVI879OuYN3oI-KohI$@h1AI^dH5K%w}Rgv5cs(MhVGQRwG?&yMwPf)1&
zh56=VZEnYtFs*U--7hZ-rix2|UZb*FJFovIWTo}5Y^Ch(9CmGY$-oD%-<YTfn5onk
zsPG59OU>3pX+O~iC;~;O$F~drze=>KvXDGqeJT_qrEDki2xFfrx<tiSi6A|`pIUyv
zg&!=!5*pR;5Y}(qVXYi4yVWVO4{CPW3CSTGJ}Sj^o1x9k&7!Y2o>*B~*@F7v{k;XG
znCtI{=H7D%#E=DS<0J$j)a@)iAgK|%A;uVHIgqPU?*BRsc_?XH=x-MDVpYBCSKk+g
z_@$ztuI*pbL$sx&m3yIi7mSrzH$Hr-WOK(x)$#lXQpoVwF^j8(WHo@ZdAyF_dhB0W
zzNlgSxqR4McZvqJQOYz8B6Ceyk_M=7llA%ik%s^z`2u`=s#mXG&6W-T#HyjT=-s=9
zpl{9)7(ONj-}mTBkurK!YYxVy=Yu&}W>%{-fq8K$@x{V%*W;2+%U`iA0ACfTm3NL6
zHC()&7ho}{b2VrUd2;;#qcL1pru~sdL}pC3(VD@7*$v}d<ADcFN8m*6wyxOuBP}0v
zndpKdU;fu8*8nc?T$b%3xx?}>1L~~zJ%qui-e+6W_Ylk<dm#gA`)0wEFoTb<WiS%Q
zky>#o;E1f|C<1$p1u#c@kIJA5sV>?*EcKh{b>O8_Oac^&Z|tu%Y(Zg>{ZYGlh$lXO
zOB9~sF3Km(d+V{JR{^0(4Idq#Hq)Y%@{$uVf6#yF3VD@@FXYKxF!zqwWMh0;>eVCA
z%%^lnIfB)*`ELeXFY8h6W+f2(0C+pw>1&Vf7s1vVE@{Ihk2CBrn16;wJ?s8q!<L6e
zq*4)3UT%62vjqr$yq04TN$Y((=`NF4+1X@+l`d&?x)?5gZsfl0&lmv4p<0f3=B(V?
zz!IFH%#6P4G?BBi;xJfbKF&YjQRjri7)OGhJrcO>6F|VUy2fQvC7=j!(v`{4=LK6d
z7hz4#?`UY2EHfpS5z83fYa<rF=SK~kg?cOhctln*1V6Y|=&imz&1&0(L_Hy@SfbbC
zv&gDGg|+3+>SB?tR#dQQFxXsetfE6A%G>t74j0fJ^!4>YC6ZVyR`Zo0McNoE!1Lcz
z-_(^Ezq&wQt2$bX>j&5A^)DuK)};`d{e1Xa)*^T#5Bs21an~@4sTR-Te2!Vre52a^
zge{VUYI?@B7I|H5YD&1iPtRnl0*F`J;(+@?_*L@5jZxWB>wY02AxOgI3zx;V!V{Zp
z^z{d9Ez3YzBzkQM<CzZzJ0YT@uUUHh`E^c9oC2L@Sr=19=$Lt4v+p$Mq;cAV#k}3l
zGXYz+s$1#oZ)gzWe_!>OarLXU>=d8$Dz+^&^2ectjn=AmtmgkL&lDTl8#Z&0_nKb^
zv#=S2g6VTHONTVn<qZ~3JEnAPn&V5E{zwuzC-^lm=HBjy=uQg;zU;jx^9;r9{`YHo
zg(p7(9`vwRcyDjd@F}6a3EY7V_o+e+!-Y3zmKeX{D%Kyzk4ul;fCYN}M}N8(DHJ{&
zP-KJ7IZI@S<~*<Kv6a1CE|Ks+ZW48+H1*C&S+qi?HGlppuY|)I(l>}kJojh0ufbNn
z08{yvQQORhjVTCaPljJaFkZqZ$MA@3{jprRbLUP$>;Iu}OVpxee+?hO2blofDm^N^
zM@<i}eHFnWeAh((FWDepBVbQz^53fy!q$l$Io0>Jo%&T6{7ck2yd<;DM_q5JSNX-I
z@d(>zv-ygZ<c(+Ak>(hW&gJfrblWqr$qQ%@u+md=7wdKLRjF$1-|OF)B^mhp=26JD
z0#^K(<Neb?epZa?%Q(rU#4Tov{eihy>$NUxt380~8_qLW4yOV#Z}!ef7kP>hFB=G2
z&=gU=1cSBO>I;}zPK=ro>Fs95;$w``T6v25t4|4d{CWIz>295}nSkv84Hnm^S|}{&
z?J)cRpQ(=iYot~i28T$T$g>v_1CVUy-8)_h31iSpSz_i|;p38KpOt}Jy+Ptxn106J
zuvbflBoFEl+J5{qQ?<gA?p+{Cp)I9Z>`@rAIdGI=V!5<3Cg-^-YrelEU8pAAiP%yC
z`nO@N&rV40it4mKC5~liqEPG&GoDq`Whn8V2GEPf?bffi%w2-E=$b*HI=opi@t$kO
z_B}8bEN_hyL^J@`s&MPqG<Q52tS=kJ>B0g)WlZ+n>EyA*{U-q_!*_-%oQdhrS+|EM
z>!rMsXlcJRVg<yOgm8pH(U*AxDCf54Nm;7S#F&N#1GULN(7)A2?{1qef;zcM4kUcX
z*m1IM)H8_rUmck;xVo%TuN($<=)pH@v8-Y%c1A<Xt&GP%9W&Qv?jTpoy}*?Bw`v>9
z^|nVxeuj|YO-(N&zU>u3ex0k^Use-6$$uz~AIilps_MQi;*R8g6g|1Zt<hj4S^iy5
z@B~N_0jo`D<qXgV1<U5@nwp;~8h2&gHKW3WFe(hPyJ@<5dV^?n7RbjzUKyx^((3A@
z;b8uqp$j9-@BT~8RM6Zc9YRTVMlq35Z@8q#gkbX9&p>|NKxcyQsNK);@6sMV9A%3U
zTN(5=DHj~fT>Z}X<(aXdaO~O_L38o@d9ydq+q*KV<jclDV9W*$e$hgR8`i|L=kR2p
zlLZ4BVh#Uxx!3O<x-PQ7NCZu)O(}YTpa*K=F=V52;TF&w6fyAvcMBnL+g-*vN|lWE
z<LAx-l%*fCZu)u)KU-~<sK}mAlO&7aq{x@c@4Z;?a|ubYT6XnbG%Dj}`~VSR-D_}f
z_<N1o8(YeN0*SF4Swl^Dk8}!np>9wL_xxvg$(!_SlTHb=j5Cl^7;^7}KFqd&;awUh
zR_}Si(pW{10f2ew9ci*Hf>$2HGd|_!;OB*g55G><qC--v3sT;!bWiwPV1Rqizr^iM
zUR#x0O2$xIw0GW~bdB{`e})egM<r@Zv~HH7f{WFQJ>vYmO(b9aiV+0aUNhJ%fJ9@^
zQuKTtM{1r7E<M==Kvz=(LYA(VWws8DFZbtD8|=<sSQ~4!8NYu9Zk0OkAl+oJ^J+&v
zci9GiXodZHq!P6~(ds4wq{Rq}wVUL9XFjPe=<(A9P&ta+R*9I2N1m_p>?8;+QytC&
zUe&{nv5=EvF}p)@&}&udOH}4<PNBgqy#OO8{~+b@5RtPNuWi>U_&h<2?i%w+55aGe
zK8TWx7yiRi7pvE_R-*u{22G#cJs0z{`Xx^C%$di(Cr7Q5q57%~9kB;*31i#l+sz+7
z(Vp@+T6t}~cGsM|^8oPl1RIje`#0awp#FlPD6Tuej5Zf98<)UOJ`l$vgs{<GXld(j
zrT~AT0|EWC@{OC5=st>mCL8xp1FjFnJ(<k_Y8I^vW?qgyoSGWeDqMPq*(p|&b}%SJ
zR^I)%Y+?THp(@qUb(w0lr6XlN-e&ksI1*r=)=VS>QVoLe_`t$KIo9q+0Q|#iUuS|s
z(O0Ww+Za>YufAYsVN=5xi&&=1^_9xcha1WZq;XrLv@){Zg{5v=AXbXK|2iCC(cR}z
zARFB|ODy54MXmo-b>4{{(u}430>;=+;{X;Eh};EgscyNu3Sti311)c+Rjgfsj51ID
z@mF)<PfIAHqUDSaPly^dkPU#sfuTPh`{|M&3k1*XWdpYyIgSdHCzcEdV#S}Mt4N^m
zBK9)9RwZbb69Zvt{=fUF$2|aYYcG{HE~smBCbIGrY&rm9W94LfE!kNyM<>at9{S%c
zlZqiA-DX^yUW`>Go~(rls2SKh*=D%HGaqyUAI1jy27RtPcn}B*EIgt2=Da0$&;I&h
z2B^mzs{DRngZGTj29;_XdVgKdK?jkwUwpDcScJzi;J~MX<IoOqr!*n6bS#%i*nB$<
zob_C?0e9r8`Bk{&gZ)Ka+XYIkinFl53lL@`cguf9^B6Jeo4=E5sHb%oyz>IU!1r6{
zR<{GhJ&n4)UKu`A71*)aUEZqjU)KQv(wsi&GJYu%RlA_Ra2oiQ1!ruC0$NK+#WxPh
zfH{mDu3dx$3QM}(G-5OAHgYDdgKH`~3wd`~=xHZQtyQ+60V-tiz-CHF0en1K#A7b0
z5&yAc%+{m$hM}jgzR0$unz-N9Rf`*4K1ySETj37N!rd(sIWkALbDey_l3QE{%5?}(
z@Ma_OiDb+7MWrv{qz#7&HU(okEwpe7d1@$`m38{PiNol~Raerndg#f|T5vdmw4+5V
zoW7sMYiFoKL>%8GVOnS+1JoHl&o(6mN1`)WlwR@Q&SM-@$>hLxO{tDAsFtN7&a>12
zChePXa_)B(+g?j_bsRXf(!2m9)6!7=+E6t=&mug8DDqCyE9iNzgJW9;*)pH#FY~%H
zux{pD0&My_Ap8^e$7#(uzV=oKH-$4>{W$|`>Nqh<MaWkFe|)JUn6v@;(uujt8liT1
z#sT<BJT_uVWxE!_a)&fxCl~qP;+m4>{cj`QWxvU&^85M_DXc0j#JluzC!pa)yl1Ke
zCyXBg7&o47RiYLT%GViRxcdinhB;iRsBMPK^fU@|@G8t@*f9c?c}4JA2KN3zXW;><
zMyCp={q)2;;xA3juj3??F*|y>uS|)zl^e=8_3#yIpq?%E(+%%Zbk2j9sKwu_G(C%E
z?vr|YLq<MHuw4eoHhgdR(s*BdEWp)~W~V{DG$!;v*oKp5#)HDB%m56kVuhl6PjQR(
zvXB4RN!-p~U38YUFXrRDahUD+3|6L5m1{EQSz>J@(;qeUsThk@h$4)QYOmONN`oye
zAncWXsg~|b3<JP9#9?mefK182ei>-`)vGGER-ft;O{H-+L4A{oe4xf`x3g`Rj7j6m
z9Q&i>h&I-pC27G4wWfkGy07XfMR7j`ql5x9@<vDCH-*(rHWCSHJPQ-3R(fCXb=NHg
zWxV$f+KwS96(k_C0LId!49B?CI+ba;JJNWt2?h^t+9UzVX}<gHbJ6XfLrjjN`EUcE
zTRdld!w8L+Add&%wk|cs;BMj?%~*l;$Kr<DRpaLm$1hz;A#w7Jdw*wXn0chP7+Gb*
zCawh2KMgJ5+fEdrHlCaoN8wxO7~)X6-OvhcS(=%h;)!KkQtfhE#~9zQwMT{Ge|wGm
zM+?{{%~5dW((2NNE4Lmld1e!u`0>B9)hBzqB(HV({7iV(2vipFvc*LJg+YuGwo4y^
z8Yh#Y;d_Y))0tJuX(Xi#4ls%>Bp_fiPZC!wm8#k@p*Pfapc4{<rHz%2I$#PdMeI-D
z;mG3N?tw?cA4FnIj;8D-mk)+KrE!n+-+@8{&_Q*rN-b<Mnz=#9isfYQooF=jaOqJQ
z=PplfhYbLbme=Nh=Gb2>Q@V@f`L|MkRi-29lD!va9|%`P3l!ifQ(2YGZ%;YGcsXTd
zU`;fQeut9IpC-Q+d#=(+uFFD(G%yrfqN71}36PW7S(Vf<UhNFO2Rx*yoLQa}jp#7f
zTT_91pMTs#o;6VbOjhm!JNAtcx@BFZraQ12yQ3y|a6j>=RCKXeH`_khJ+4`xA<Rjm
zyZ85Mu1Vc$+O|zrV~)zpAG?wE(FNS1yiFLsJ3udJ-kbI5n!<nXuzT))&tQR(#tE+<
zQ|a<xWM|5rjSGl2G(uKbKKLW;8EpQrXP>v=v+YQ}Q|;}7Uw4kCCLD)8ltT&r&)YL*
zu9oLGxXcL*xx{*GT|CNaU42iY`+10$TFiRfeB+<fpDSyz`fHmWVPrKxeIzlUSm@qy
z=&SAHsnWY<uK{#JL&G=)<)=JKdyC0>@~D4kwT#(a@5Qu4g;>FJ8S|0KBD;4d5hPEF
zT^i^VJ#R><Qi~i9aCZ#ZX`K4Q=~E7fEqx_BvZqW^j%mLMD{+)o;MVg3O=$=8P~*MQ
znD?FqJ;6loC{I+nFjT(6{K8}}SO4>ZbX=)w;_G~UA~zmXuDJ`%khHi@J_wld8W3ak
z0K#?2SnquaIn%+9`o;6Nmj-Vd)+e^)Xhvw;2LPXn6qeZH-vTxnk|*>JRFHsz1S<G(
zA6{w~=mq5&g)N=R6O9Irpteklr7Ayv(Iv|a=5h`C0)<Z8-WZ##!3W&loT$Kc&2)Ap
zAB-{hh(z}#B|M3=kI&^hwf`(vq&hkdk?kvIn%-BRwD?yYSlthd_DJ2bC{U%mAdPaj
zh#m5?MI@H5SPH=X3kMd>tOLtO<tb6te4y5CIY#Z|gD@H{tt^dt-fgF~({FYhm@`Ly
zeb((EfolG-m*~m=uet9GifZe&MFc&7%0UDqdqj~SBB9Aq1tm#NjevsWoO2dEf`F1~
zqBOC|p~=vIA|f=QfhK2Za%^(EtMxngez)q~AFp23tGoXQB^~zKd(SoJm~)Jg-t?%^
zt0=c*@nvH!`tRP9hR7p3o3NZB6->{{{)%H6ksUz$0jsVwzL_ZbsOm$1>9t+K8b8Ul
zCx6}{oqp|-NG79ZHd^iAAjy8`&cRP@RRx7ImbuwkiHRFG9-|IaQ4Oa`!SdbAnWI7$
zLBS`o0Wp5P>D;Tkrx!N<Yy8&*l{gy`r2;Jg5cTzzq#=jJoOrj}lA}Ta>j{b;FGB<u
z(m^Z#xrBKRHU9++d!y32s`Ra*13l5?h41k(pELfp<ZMbGSTkSvt|c9xY@Ffd6R8)Z
zsQJ)pB=YgyNzH7&4h1kT?ig_i64YD%p||S?dI*Gdo7wFr+!<aH0!J=d``>`PLCn<R
z!!@Bb2%AE{^Wofq53NhIk*1WT`5yS2;1W(TctOPxJApjUzb+(tY`^ojGJansNDL>S
z=MpWfQXB>Fuyr~Y;q%Z1)}c8s2a)QFk8T{aPi6l-Oz!0u&~i+eqy7yOO!A6r@E0O>
zSN3k`@CoPF$+`m{kINCuliy9(w)g$>uPYQ}>-Q)m2Z(Lyb%tkCoUsquv#A`1S6T;a
zsVN?L$b1~wl?UTd8XpA)$A*%2@Q`}Sdg9NW9xNK>&(Ap1O@qUkm2Xu#KCz5CxH))5
z{P<8J2Cy#&%b%bpK4x{L5X(J%3xz)~S?a4%zMzb6^aSiKSQS=uf3X86akW$dlsS6+
z_E(nFRNW~0kJZIMF&`tnqvS&jZvsM*|9P?rOE&w6rJ;~Pq2?q&n4Yr?jc~oBFjMO<
z+XnEM-{n82IIl6U@>m9Cz?k~%=!eD8Uh<Ffo*CAVQ;pE;3C}?8QFZP;TehjkDX_a!
z(pQ--=$(1v2D`DTyhX91#HwP1aoNhpg20iEL@ifMj(pEsmHY)L-Ji#IQO&PNeR7Lc
zFqLi!qXB})S#TpC!6LJWI}lmSrM{-2eT(oOzKx%hr<kVe7vWui{32y?n6e?5^^n8*
zO;V;3nD+bpQKlZ^@M?<I$@}NZpqO))D8C~Z7|@YfL^9SP{6b)9_Uv3rb7>f!DW$Om
zMU({Fn$fJ3JG-p9>4LA-5xl!rxuDim^iXHh1q6MbQU6|V%0%_d-0QZKY6;)^icJ(I
zVDj7&HQsM2yB2j~Mjhe_KuX+u_GfiHumsnQPxpts%%fXC8K&RaFI}iR#NNlCbMuZJ
z6ZLvuz{S8Hnv&8Z!1B{}GCgPVa#JjM?h7%@%Rp<a)fa7Iq63KLd+*VZ)7|C;ZlvwP
zUp7-!u~!Utam12NRt6F469Wi)O4dQ!K*2o=EBqCJD{5?SnE9Oj=*hyL>#X6J(BHc&
z<e$MRJ!4oLFh7-&t1D_gHWRtoXmry20g;t8z7GY1%$oZ-d{|%}YlrmSr{b0ob2E&-
zPRYXUv<~3YqWRi<lmXlf{S5Ppc?AeJylEe$%=l#t$okN&`-P;X@zQ9qQ_Eu(I{?T`
zwq||tcd~G3lyIq-Osr^QpfQ*4l-x25_8*Hz&^>iSe5|FK$yS~|PHEA=a9QoSnE4bZ
zg}AnPS~at6n_KDE>I7xUjcFF`93a8Ny)>6=f}2>Itc;JNb->Jt3m02ORPNow<@`-g
zV-x@MU6nczfzhdJ)OXJ^j~DSkud`vdXLqhz>!RM$++rRrYl05!*{TZ@Sww-VOv?q=
z={T{=su+6F=-SgNE!S|0UwKx8e1@b<)C<fg*X(w0Lcxnry_|ci6~WKgk&_?dLny~;
zGkkl-_@-8f;ZONpidr9qQ#^gczABm7|5cWT%C;Iu%ELf4TJ}nX^ztPw?U(|&kCl(V
zz_8o7N>E^_BWQDHDat0M5+Vx!TDuYx3GEE<pUlF#!3$ee*wsc6_OXQ3JOSmA3`E$?
zDY*D!eT~d;;Bg9^4dgRqr_eV2{9Vcbq#|BOJY0KK)K__^p|O`dWpV^n8)r?y8XIHO
zw7@KWUzJd2-yPFLe&>pJRb$*^M#@X2D{5J0c+*n6sd7;JQYRZIKoMP4Wc&rn!ZHp`
z-pduG5H6a?jX3UCOtGm#Z=;fu36S|)H^<03cAC6lR$_tH!GvWq1p}f>6qA|&^B(Q~
z<ActVp_Sk3M(Aw&`P!&9?yl%G3Yx~mIj87Omm-FF$6<(s;-$jj?|-TaQ`7L&q;U4I
zlb+W*Y4p@*9i?i~0HzP}^>It9=p#*})%j9LUEhpsXpox4peOZ!fZRLBz3zNQGagDq
z*T^cSXG1$~>=XX!5bH`2m(@XigTie67jNFW=UGIsLu9RR{FfT&Ko*_%jn+;PldUgZ
zgIRQ`kNgCL83;La1B{+VZ2cr&hp6L*ITu3tbS39C0p>7jDh}7~W0AUZCSf(U>MYUs
zSJBBpt)QgpvRlHykw%A+lXNziI&-E`<X_rq&$Ulr7rH%+C^r&(ny0X2Ug<I~0DrVm
zpAm;#eb&)i>2@q=XBZ7Rw{#lQ<ln)i6k#zU>|F?Z2l;4sd##vToYQ8%E^yUZ!q&2>
zi_QpI`(x(i@s%a^3q)#miK2A5Qp3i;uUcLpV9H@l{9}9(<CH<+F|TFzWnSC1JaOZ`
zU307M@a|y6c_dzVK?DBDbzLtX6z5NDlZ?M9PrXD_T4#UDO;cN3c+Hj?9-Psb+@^Oy
zO#Ux#9p4vk*69aYq1P$Rt-+u%s7f_EnnX0$&Qfc~3bO&J|E(UI!b-l)9F(Nu0xv;5
z1(7fLj(^Z)icVw3Rh@GyA>UuiP*s=$fHHT*B=j~W#|>F|hCeUl+N(YH4}t{D6`*XZ
z<hL5V4Rr?#=$DtwXKj-<o*CMI1Rq`X(z@adlUbeB$US}>1w@Ix6pwc0^5+J-)w6cR
z(p*Q`sBdy3ZaNTu2F08BT0k9u{&a5*NWcbci9b&kI4Rex-|QWS?y*SWm=x-S6oB;q
z<%c&Y!%(30h#V-Og5JDSR07mwoTx8t{t418HI-8_y!gbQ0ERcT*!=P<APvTmiA;DK
z38XTz!jIVt9V4a%@DkVj%!<!^R4fd8-zG;5PWIAe4-{d#f$(Uxm9*6`iqN9$hhWyt
zFtgR!Z#vf1bG`I2KU7ncUcnmSyARhyV&{}2c$K46xl#}_S`35a6=8RhOccPXLzjj~
z9u?$X>U+g7R+5BV6$d56^*#Nz<oHz)y-Z7N6I>sAmA)d8s^#%$a;wU2VXX;gEU6a3
z??vsZ*}{B*QS0U6HOW57fl}GQ8(^fdS=Y@{Pg8S!BbNY+dlc+JkFS~GmaC%Tmm<&5
zgrb{6<l~RYK^?Wk^5RpCf~oqa6B+?pA9>E-XgV{y7yaF+m0IFs@R^+hnx#&e-{*sw
zw#YVPRqT}d$bT*6qdCgh>4<;-w%@0Krfb~GSt?cxjO$EbVXxR}aW}M{*KSG(jGn|d
zZDE~n@hC~(Tdl_3frL(yGu@@I_ba!|MJ67aUat1Y8QTZLF1N(fMP<wg7}8*GNjUAw
z?RE{_zHAuXNlU*9F~Db^gkD;jx2a!j02}f4vD>c#110WI4+-8uuGHr%+?Op}CSVcO
zzU4aM`$oAUR|g?`Bg@R2^|$TXW7q%a&kU|Q;yU-uUM<Qunj2c28}sH8{BAT0A-}zB
ztvTidWf0Ujw7Iu5erjCMSXC1_q#4F?_2>~LsXx5qaA664^4I9JWhM^ER(Q*D1K0hM
zqhH`49Y`}VOw{KivvMqK07D;EXP-`MtDtUF#$jbGA1P&A-U-e85<=jf6gb8lD$jnq
zqPAswO<;)(p$s^(MeT3ikfb*(b8>QGO<yo+OEi+5&ib5ge+d^}DmR@nSm|hq&_3>i
z<b1Uct?pyp`iDeEpb|O(5wi-772!2ikF{`evH=P<@g>aj-K7L;TuBUe5r6l+h3^@d
zDp(xh7GK=Yf)|GYFBzsvc`CZ0wkkPO;@lNXU|V+NBed0kZj0Z>Cn#k>uk~J2SGrU?
zkn~zy0ELOD!h(Z>y1oC>U$DGh8N>17;s<Mb#$Z$7yi@wRw~6aO6Qy+zbhFmD`QpFj
z@)KzZkd0l3aNsS5Ec?b?Hg0nOOWV65x%RP5j6<rb=O3rZ^Rmqrtj6EaKueMD0X#iH
z#zsDqs?31@JypXSzlw<+^odRLGbyd88MMy#m}Tk5zCEnFeSQxzbr?s?pBhBY=DAP2
zR6weM{<dztH^Vo7R^7Z$-fY+pFGDhk#upg-Pn8g+cfh>c{7=!Rg^X7EUa(4&DCCp3
zB+G!~Q1~ee5H!#We>&3s3aS-rxx#~!xRkHbXxjWs7aj1ffL^kx|Ek4ZQaUr{sPgZA
z(-<t5q<GKh`N*sxv<d&w2=zG`ihaN1D&WLm%%dW)^sFI<&mw{L21tq57zP}>DM#<i
zOM(#E!jmhjF)5w(#v!#0wpZ*bz4a_p5YGx&GAX2~-Z1Mu=0)+Efh!b1dOV`=E)TaZ
zD4=>PL4oKqcfpK~A{y57xdS}0N}i>LKw`pFyP9>NjsOtgiOgEWFA*U=J+?|(uG-)R
ztDQwV#K|S{3)gC1Fa(3oVvxf8V`<}jLK<`|w5rs<IfPqT;vTip+Lza&+AlpJeis+-
z`;e_2mfN?Rm<H#KU+3Ci8NFz$^Qw3<M^6KPbNBBk^@!e#80o(Nq~e<jCha{S$GbT&
zzqESTY1mfx-6qrk{yAn<ec88N*VW3BhoJUV!Kbe|bk_>IaoP3$5OZlySH}?LZ!ke-
zq1rw24x~jxp!`O2{?>yFf!41_cDCw<amwf)F@`GdBo_($*|hNN+-<?FG%0VVQF*`3
zF?XAEGPM({Sq7eA7{a1>RpwSEG2p{5_L9kVuTo!34-F>^qb=Dnq=F7a_Im8^avP&Y
zZ8hdxQajZ((PtN}4&Q0WmmjAv<5R-p%meB{^@mw?3jX_}jE#|L1yg6oP)YJNy`??&
zH7T}s<~xwK*_@&=3!WUc7=;Sq!8Kl6gZ+UP-{vULs|d6fB+s1OV6CYVZa2!S;#2tr
z<eo%udT#&RbYC93trMmEqUcL#s3$>^q~JQ`%I-hqLC%m)sI=bgjHIFgSC5w!o*(<Q
z)}&zCBCVJZh9~c|l}qd8{g#4J3Kv<Naz=Q)l@y_FFJPxr6IOeT>(R?%;SogbsvCS+
zkNs@;Hu4GRYO6}lkH(~nwSOn253C9(l}a{q4GUI2mb_}Os|xu-7ELVo>)tLiX}OYW
zP}+xN_Sj;T7-a#Isv~l1%hsSbwL4A6jdX1X^}rsX9{5Hq>921vF;Jf$2Tcd_Z$L%|
z(-3hSo1~fXdlb=z2Aa=Ilev6f;9f~=vw0P_-^8jC=eR{xc$95{vaEZu$?aeoYN|}V
z6+XT9@A#3<Lo@uS_@x4J?b~R7t5>j7k2cI|lmfSu`vZ3LB*`-s$T3lv@63~&gXDZI
zhj>6>0jM(~-zKJzYd`0s=BJbsVw)z7iWA7oqHY^{i-<doHHMNar%qx`C!&{znXWx0
zy~jAMHCpX4xvTW-*=7etT=cB+Rz!F>-c?iW%IPfQY5AhDZk`8@$;Qvc@+s2W)jzwc
z$N0ZRP$ZaC-TA?rynD3D!*$mAL+gW3s1_h`R1aiIvwI37d`wUMYCN>6grzCamIBnx
zu2JLn>3`nm%M@T6QyeQIH=q1E{P)M!mlmbm!}QepmFp7bMNcnrbKTi|b7-WZeS|kk
z)XpJR&WWOx@P0La**}t9w0{+?Q3z{PLbGf1jAa)KAF9A4(@ia;ueP-o0rmR_3etC1
zt0yb&B}-SU;`Oes>8U1EmgLrak3KI+rpgB>doPHT1#Jt7sO@+AO2>*HvZ-zsfl<2|
zva?OurIpiin`3#%L0&bnT{r73#!F54LJL!ROLjX?8~&-Z31sST4h9-K({u%~(P@S`
z3rPqZ>lC)4HH4g$^qS3AJuBJn=nKym${y3#V)M!oe^S}<Ua@`~%ka~6O`xUw`!sn$
z`RR~?&CX%;R{^Q>qcoMBlfNSo{I&WZ9=G+chLgPgeO5F+cyj=b>CEITt?Z@m2yivC
z6BO=17{fHBS-&A&il>aX+}aCaIcEBjv;|J*-+=?aMq}Crx2U7_^p{2VMwStib1P;Q
z0*qm~$E09N<6pdZiT12ysgpr2n{HIONDNU5nLX2wF1HA*YfqcL^9_r>I?<snRU;Yz
z3UUdR$5N$+2BGIdQq#!O68jtmZ}*zMWx4m@Q+$IaKe|bT8+~S<zpIw6T(RI%=$zQ|
z2GrY7muMKV%4LiqWi;%<kP}sl;&WcVtbE<^XMx6z#-q9>FJp}diKgfI`zZ^)oOKkh
zO)QKT9svd}(WV&t{E;+Vte}Si6`L=1q}zFYuvj+M8P9ZA-icP#SQsu{U~*lM`p<kC
zqx+>^kB;iZzgw}`$dPb=XUSM@CJ|LB#piRbK%BfX_j4{KKexnm)-p{PB$}VU>JaqN
zh4`E+RXjaR8t@Vj&eK1WYG~A16??5+EzG$Ol&4-SB=x|`N#w5L)4UI6T@qbx3|=F2
z3Y=F0e3c|)t%`ERTL<<qK9Uo6z<A<yV_wz!nrfAnH-@NVxN|Sbz6?Z@8^zyj(--8;
z1&{gZO=cEbQdQqLGIyA|9ebcDF~&vsj+X~t62sLj3YLT;I-Lq*Tf|6-JF9fL5>Q4H
zJod`RBQ;cG%%{3zc;q2e03ZMWla1F2rV844TnY&rxZyDBx2Tt7+%s<Za3kMop}H`3
zk2sD%67b}E>Yv77doqk{%;}zAHVEkhyi3ml0fl}k#+IN9*_T99Iak`Fwy&s1lu}br
zwTRXYkvJBw-87WcPz!kk%xT2AN0SAQGp+X`eZhV;&nlW=elg{O2CGWN(|HnwdZBzX
zo&e@idELfZ84#lr4&87L&;NQDW=*i{^ejW;?=7bU-?5RLdZihn#Ij9D2AVmuEE4!x
zf71U!S!IBSrg43@lJ|tQ%8`hj>TL-gv-zZ0?Xlm4N}&CZUo2docp|ocEq_c!Lyt$b
zied2YLtoB~#@Ns?4af=d5Nn}df-765XNALNWN9XzWIQ4?!FkOMc5-a|ybipUN1_Re
zybb!VpB?&}xH&+TSSLp-TE{N3>QsDoouS4AN-L1XWXU-w9Aj&uScR<iRG+z|C5RcW
z6q+077Tq(r!g|gm0PJH;cs9^e_N01a0|l>06@7%G)O*a!un{cH$%J+%ubU(OI#LXm
z_85^t=MoNjVQb1jBu*P>nxXEhoe3T@W_1rKy$`48UqyN3jx3lfc1pVv;<i?Ww8bA*
zdwH8ZWphclpM$|IWPB9uYUy68rm#jMOq4<fJmGVOE=R4rzfKH!zL20Lm~0tb6z9Fe
zI6FfNhL`(mapT{-=M&J`Iug?Knq(6<PA_yzp_{5*oU%uft@rY?b4T_YG?&F-f<9Wq
z3&ZWzdjmPAR@fJv=AwyCCT7Pf$NfbF`bW_kEy%?yeHQXCdV@t&icuMgzdkh9$1@6g
z_k4A9assD=q<p;%RDK%_Q}fgSa{7$WC7fIMu)J;-*E?fiwYSpb6nR@x3VpWFo;`AY
z2hBpWCyK2$OF@1RElC31A_9VNoBGZ~yfvvJ07q3lC$T@T*d&z#mNhdgqkRO&+TggT
zs@0dphu(k05hN--KQs3msdJ0=r$;mKEld5RRTTzeCMlm$lny0!9rPAjpC>;=A00d5
z{(O2jXT+niFUcBZ^QrP@s%F**<$dJ})Ehycl--3y&RGD>#UjVSmQ2Gjkv8kwD95f=
zx0bQTj24?g0>BE|nb4UcJ0g#4eG!C_LYo%Zk@tSSO;`bkn3#O;WcC`NguzDW7aMu+
zN(I21=?c9xvb$v`xeLbSVKowE1Fl*z?$+{pNiTy%S@U)TkAW})$dS&QDpwyb>6K*+
z?HQ*k0sj61bJoalZP*!;KuZ@Wev0Nn#4nUtDh^4~33Tmqx5#kqnK8X5L6}7v^|P#Q
z0*cO~_G$tHao!Fr=sz@xvqcz%-W{T-v~$2%9@g~HqhM8|-PjuoBxolmr!;%=u+PQ_
zUDTb^?VRPF;{s&b(jR^CeM$rQ+6_-f7o$9XOMm=^#2>J`?G%^+)2P1`l0-?vBCjBE
zeF83F(NY^;{-^#Ok~;U%{%h~sLt3-DhZH11iXo&uDu`OAlRje_^ZQQEVQ5R7Jw|D5
zVU4p&*SyD-HO!RFXRR)d*&xn7+x!jG%Y#7!VNQ;ZejQ`QX#LN0E0}l{$x#p|)%@8l
z9|9<-uFABs=iE^aLVW|rL^C=sZvks0`*<dm{TkNDIsKXzvw8~E_KSodXo}@0zCg--
z*lfg?zVq>vX>6q8W9^kXL}o-m9~WY_Yh+V4N=t96UC*nClFoe|OH6#itrk{J=-3<G
zF+Ej9#H<ze>P?q+OfImX>gT{+M5LNMvJoHO#LIKOc*AN>Zg4eKmOrC>poBh$yH2o@
zcCNXvur+MId*GPB!0>#o=pC6;JYm5jU$l7(02p%&+M|HRKSCCpNsvpJmb=#DtxpxY
z;$k=9dgkRPF%E`lfvg@ZA}jpt!PS!r0knVL80O5xY7eyNfJ!3lG-cq>8;k{q^{>vL
zmIwYA-0Z$u*!E1Nr%FDSmd16oly~jT0@#8FK~u;eT%Ap@^y}Xk_gx!~UKX|ab6U?|
z&GEbBdw26@TI2vuVdnt933RZCBvQ;#r4P|(@8&S8Di?D1vvDCQgR2Htb6}DPE!)?B
z1G2CK&$pQ_Cf$sI4_t<*{XFu>0)z_?auf)Ve#s;M`dNne*CA(8MRB3R{9DA?{=asT
z_ovdRI}7QqoS!rDFTHS$duIRu5h9d%_Q<~5gL_I9Q$p>v17RMKw;(NAnAMpJeKRc#
z<4tMEn@=m8k+$zZYAu@SIxz|VA^kuDmX?|;${17B2KImgA5Cfwx11>tYb{Nn5PH=A
z?$<;2F|Dx1ZmL#@Zm?Fz)HFPL888Nkcoi#*#nquF&pQN<AB$(Dv&5Ju2_CNig$M<t
zflqncrVAKIa+OW4!)n|hK@w-1KUu2MDjM;7;?+*7DB!Y9VCf)l{uOj#8JiUkfq}DM
z8@&T7lwu`_Wi~W_@^UE1aW2}u7-^a6GIR4+s3GEzL^qA8bZZ@_Qh=R_Q5ohJg!i<U
zFB3e*hi8unM6pS9W&y;{upRoLD@CGc*lSq3%SwCp)%;Jovw#;I;w3T!MTPK6eX!py
zV?>~h6i;Je8CH4^*%S*18nV+?wff{Q&YEmo6u)QJA(1YRoWPkj+w`x_^|(BEN1Ym^
z29l|d$0>FdsY*rW8a?9A)6LWUWuRMS*0yPE2G8H#pyFu*a!(WY<-|htW#q^xuW6xl
zoUkUZfn4kS1CI>Xw&KS+FDq-n7?cf*W`!k|mUP5!d4K~*3r@kUc;w#vX<hJqkq3}f
z#s`f#Z}%LM@^?~Y^-flE-)hD!nG+V?g1xTHwNE-LC;+I&8YY^fy8TXi-92D_39Y}f
zRF^1){<GUfuv;`gxoQq<lAD+RP3>igMk}oMRy`>Gk+f{$yi<zR!dCn2r~aT%C>C#^
z7g)F$FyZ?yena9lk3;temrtMyGXwTMlR5*OWs6ToQ5rzXeHw%*@E+;&hNgpAinURs
z5`k#|l&sRcaP$N}i)A0OKnG5zdlH6<BR|D<8chQqtn~N6(S+yWN4j}H#lUV(OzsG;
zUr%jijm)xF!i_0om}5kx%UOqU^{pXM28dZWXoBHU7q$2`U6;l|f>ql?9!x88F*}q^
z5$&5zFM9W4c1}(I^4Ble?e1|q{yD=@;k+dV^-%#Sc~B(AdQ&HVnc)!aFHG<J@dE?s
z1toIfwE6z0N6S+vl>6%N=etVrdG2eY*fZcakZ`;^_OJHs_k^rfr2*WM1BdU%?a-eV
zT*40@(eEDT&42W{p<7axo4ioHNXM(`d2hVTI@lK1X~>DiN*FV590!Zfu*62srdUco
z=uXnOxFPfJvHkgu63s)9Nc~wiI~NUNTQEE;rBWcEaosd)rbNq<+R6N)xHEaK$R8$Q
z7nO|sgMcWX8>wQ#sz_dCVMBknOka-CRc^J>dan=OLgCuVPu}xkEV|PDH>yj%>M;cM
z%}D?v072k?AXk<36u3`?efUthhuXm?9nG<x=K*se>+TfM`KIY6+MDPf%0saIb)BJs
zeDd<R22GQnVyjRppM0^Yt*S>~@=8@u2W8`?TnDeSh}}=!M>Q#6DY=2kO*7AH-fdp&
z_@{mQk8+nrs55`6)t=H>$!nOOJ}HR;Wr;<1AHs3`#^vliQcb4Vn><H87<Ju2A8HQC
z6#b*X#97e4u+nZ2&fmwCxodsr?AdP@Q3l14Hru^>Pk~Wc-zT=Gl_qWEZs4~1x&^##
zZGgHPw8}QA&ST?20Obdm@EkVbU7la}Xn$JrpX2I0EU@BUM~e*lop4k~vM-8QHzI)^
z?y!D6O}THYp}3l3GfcOj{5{84$~*r^ZT+hSy%T;pk+(rSz$Ito{48WdeQ)UIL7w2W
zYIN$z1#Sq((NdnKs*_rlm2{2>ha6#K<64$JTp?UOF30?5%AT`O3G*w`XXw8*@OmXV
zK1PNC5nn0^mm~dl+X*mM(NU`ecicS^xd?T*ynaw0r)Ey9_`_wTF6OW_QJWr)Uen3S
zaDYfRvK(Y_B`+p`yDGNI7%JHUl^pcR{<@`|u0SW%ok|c7K6nW^_V1n#`3qAVY8DV-
zZ0z`;il~F-{>bAyJ|Eu-v;l_+mJx*~vRXIv4lM01D+S^7%D_8h;#K#@%b9r3rYOWt
z69OE}<-^hx)CL|ds074vUW+s(UxrnBRg7bVjm+6Qc`jp+d5%x=>GfeL@qVrI<MAo4
zcnAzfJK>0{x*M%j*=_-+;oWT4G(Z3GfwsbX*LtN4_yJ`b6=t5Yi!5(w?5&l*wd-`p
z1*O^NOG8~=9*n-AoBUdE)b`{n`pydJVKkdD*LUt0yc|_VwkVr=$8@BT=ekw8vE#VS
zeC_#I@k074O5HbLYe;g?>)x?LEQa=J6FL7iu3o3*TJuPY?jF6J&$k~ODYfkZy%(Zs
zo-Pku#jB>M1v61P2dx_-l5irst+`yXy0qnkBoapza$lL|{LAi%V4_U#Fv<07>gKQ$
zIZ!hxT9()ERB23x24R5MbMb%=KGF5(*YgCA9FTJsn%V3cd>7m}Xxw-V&eD{tmob6?
z!nJEcvo=-hl6x`%;sQdI(?vfeEa`Z*w_exMXFxO#`yfD<+b(AIM<4IVxks5$C`2s~
zE_30BZXlcS1+G#SyU?h%{iLS`oC~l8x>N_<k<ppX=UZ`eu^QC=gnS5$zS6un)$~>6
zly0w0k@BfqPMTiqAkIy?tdy>~qt$ho9ud9lo>xeF%tT#pYgF@sl}mI~EcR2XL&R-l
z{En@edA$QmW!ajBqp1IeL(*CN?6;GO>u01*LCuzYOG`^wQ%_INd^+yit)f<TQ0ORq
zPk>_sP^#pTlA44hsJNLS(&C;LoD^YZifATTQc~ZNDrm@GPw4A>oy}UjmrgVIDM^EL
z@;`Bje+@PCkQel8Q;nG?9C{^9Y^dwBGZtmQd8CI9Es0&Q?$0^LYP;Km$4$mY+U*u%
z%MG^=@1<y}?dW~Gl_~ttPDsgKzOB(5W4#dUd|8o=BEg*ICX!;TK4bK}xT~ipVZy#7
zc8L99m@`>N&(9y9TYrk%0vI*aR4tsxeZTI@p=CFxzy0LaF;h0`Ek31n$g!q}*SiUi
zjI;@X$GYD*-l#S1JY|qupq<)JXyzT@eCd-^qV$$cneQav5?F86xWPS!P+qSh<siAI
zG9M$|SlFI=rZl{TwCRil7v2r2mTQ?vi6QanWIW;VRXKpn3g^ndtW5m=Y~kTqR~IJ4
zpPs&3oKsz0J-4<HAcoq4(Si@U!==7<{>Az5(R@ejq-jBcVZ>Wq`IuYz9qXLdi^Ik^
zo3bz1XUWM^g~Z7dP$u>~3znj6#|e_F;n*ng_QQt2R=*&uOG*#L{qcoK<BU0D;bxnA
zcdKdqpQWu`p3l5nKfqbN8q|lTG8{z00(7)222Wi^b^kMx{Z?R{Eu-LdtCfXrZP81&
zVRz-*gsgx>**0g+-s4v<2a!L`=+-+Qj6V>IUwe^$T3Cr<8bsN&fl<k#4*{fi*3zYo
z-0+=gOG%73)z_rwR^tSr1GgSRm1Edd3fm{@Jrcaj!uEuLZ_e3+Mt@$b_Aq{F-m)c*
z-B<SEiWQsiTafWBouu^Yk|mnD1NN{Jt$5092aWDl-XDUj%8_4+cie|`p<td8=;}V)
zk>hk*Nz#^a7*%E1Hqoy9;gKlIVa}pnk&=IrY@XtSd!quw=ChIXcLL>h3+jVB?Hi{b
zj{Is`<J73X-g8?YAMt)smbnvX+;{doRjgwQ$>3b#%xo4uoQyZPRttP>NRHYJ4Bd@%
zRh+N5PLxW<WzNNrU$XL?dZ674>=uZcLxNkg`lz$lO;bpN6ixS%=isPM!H){+LeFwn
z(DydNWB3+4>TAoPB>o$^48-uZ6rjF}0Fs~Dx2yo&?%s>S_tf{GQD5H0khAEPyw~}5
zjaxIrLT)uXtYD~S_H3h#4Cp#)-Q&_COJyN6=5kXZ%}l}zcU}FJk?==|yio8R0^j}5
zie1muDy^Rkx;=MNqcwDhy}hEP6W+XWs`wb(gVWP50oBhBdsO2z_rfKNfwyrd8e6Cj
z2YWmMXhX&gu?;@U9h=g5<k&7izLSUt+q%0p1YH8|lqCmU*Z!5OM!jzuC<+A+F^NEq
z4E#DURlEqDw<DAf5<f_=mn1Uby1s>Mx~j4EX{*X;_Gw%a=e4c@Qj1{DYlthTeQuV2
zB^(6HPe3ir03MA?qc$blfcCQ6E`6pB%#5&?S$);WCe$QD-#$gOJ?=+};I?CO2m)xH
z;nF8ry`_J1Il!fXYN#f#TG@zLD?v`AVFMe6c1y->1cgy>og0;vEa<8che(ugRXXs)
z0f#4vCX?q~a6u%Jzc|%Bu{?JH%CC~=CwSPySHah*scERG;eS1TyO?B=26o(t?qy^+
z0+U{7?dKL(&Z};agUT*#q_`2CZlx_LKz#xel~YL1HCEGbhE@Upro39l=>O^m5Tps%
z{U#~0va<A|1{<B>C7=HtVJ66R_VF6Ap9TW5ptDd<JkPzyvQ&K<zS0XRnICYwHv__c
zrvgEJT)2XuzS}1k@c*WD`d^x#|LyT5OqUTb?@x+gRETgiZxG<DU&piuXnFkpaZ{YY
z2LE*&5L)BEj}rn0`up%FfPKFY6rqs%bp%fR-f6%u|3BWAFmW7EVKek#9*08!WMo?o
za00RL3H$xu4UB)&J^gQM@DE*%5@7v94**jxOT#Fc3a))0urFn0Ww*7(-B(L#J?Va3
zfM0Wj|0JUSE~N_IvV-;LE_e+Ov@$Pts0wICJk4(4KhfxWHVk^ws=}mg|6(it4=*PW
z8FxBIUI8Vk-^c&eN@`^TeFwrZ?Qs*#-2FQKA6C74^#8!~Zg$}p5P*1XzXlqm1legF
zOUu05w{H*Bx>!g8Lw7}0)m$HmpV<jU<&)e%Dpms|(KOeuX97?3Wn8iY7Fby>(eZwQ
z!4P6@%X;Z%JO))et}Z9o4B3zu0h)>iKwx@(iTw!q^XF?xV62IqN-8aV*!J~n9?1EQ
z`qR&TF6A7iin`!Zwi`7n6E}$Ryp<9j3_^fZ@1?5@96+ub5bg+-7BEzP3|7DH>tp}(
zQ;!MHxd?<Ys%h8nzLb;^Fdt3V(9l?<<~><E03K}l7CmW%!sTr8%5M?xj1q|f-uLg{
zd*ji<5c95^NV_qe3l}b64{;k*68*fSq@*xmhqSYk1?d71`ohA(%B9Ajm6o4@?6d)>
z=W=bHx8kNt__{H`MKph->3IFk=}F1FC=gstTd$eBW;1c}dAav<NF<A-wV&5BB_+*d
zA-kQG5)?FuRja6`M#Sv(>pbA^X+2!}8Oi(CU$Wr8%l+>ID_VsFLwEX#*;hEFNnkHu
z)We52GwF=yNwbfhx+IUb82tW;t%&te`!S*T0>-%BS$1dLzUru-(MpBMe*l?fkJD6r
zAh+wjF<Ar{fU3fMC7@<*IhxUeot*gk9WCWzj|%lGT!C4$uG7lNnDCS@+@_=vyL{PY
zu6f*6K$xa0N*6CxJM)%t2RP<=)g}42H_*MMWVOG_{%|UM3~7_=wu054YFFNTHPaf3
zWowwLo_kCwnWbyw)mBF){F`^b1k7B^(gXnOeg&eAJlzIdz!l1XgD+&q;5yj(1w0<y
z4?k=)xiocicX_bF{?724JCA<(6Tl)ZBhCiPqK)!DT}+!xYUXehGV+`uZ3oh@GY4nK
z8_Ws{3XvZ_{)vAupXuF8Fd41EcZ)Lv#c<xT0I*3!78}+>PhC!ThkOeC&TP+44kJz5
zBU4MyBZMbQkFo)^J92#dMO5Y0=K>bpl}D`&@48IGX?bb{S@<2NWeO;(9HySLdVT_S
zdLpy4vrIEHGm*b8?i}z%-g{QBRtJotp&M}EPb^MOPF|y|{ryC;L^C(i?Ns`Bwc>hv
zmq#TKieDK9OT3uC75nMaE59lJp|g&A>8@+S8&OYLyuOY~gEcz(s^l-;oyhk^jD?YL
zWw_ER#^yYjl!B?Hr6m%G1Gj&E{BE&?Yn=|ifByL$3%K``QHlE>L<9C#M|MKr9Rb~1
zp2%?Crs1tlUR3OXPkLP3{7nJ#54#P(wpj$o`Yyuf{%m{{%Jy)1qATGK{AbG}PI2+E
zezYtfJCVhaIau`<bd()kU6n_lft@Kf0ho29$-Nv9p8&e^Sf4NBy+Ql+;1(!6^WN!u
zDmifjRpGt{T^X$g3pg-G@HTWiX`?eP+^#yTP?b9TI!NGU-;GQPl=by(aPtLu42un1
zT6DsJa3aw5^L^BL>W<`2`uRz2w82uqkE7(XXr%{#JzQ=pqs24k0`Ezz%R*O@CZ}CN
zccSTyO#$;XbvE#Y6@%XFKg{2ecXTYxO`fez^Iqlz_Jt}AsMD$fX`&itarZ98P9eO`
z6tG8r!N6;gW6!DBQoodwEHS}^GR3)zQ<s&M#ZA)2rjUQV`S4{RgxACg=Wy<|kZMts
z5Z@GrI8Qdsk$ec;UjLCB_-qrX`LJIt#id&mdo<bTQ>)WXCgFdXXv#cTO3wJC>+AgH
zHG;Dw&<wCdQ)mhbUqN7jRq)Q#`PmTpUSj4=u#03+G<*e~$PN?V`J`W>6T}3jG(esU
z<|0v*wj=yD#nuASafi{8cB6u5a0kFP&^s#XLG+%N1ssrMkpMRuggvIxF7U$Ruo8nn
zRTek}6dpbar#s^lrU!})*#*UQVa556aFVYQZ2}N7;93?e(NPL)FbgEY!K<^o53O-)
zJV)0qPybYYl><n(bvRZz1+cSAo3cL;23EJu-`MEYw$6a(v4LDdSAq+E?t5YK%hrYT
z0DG0_2*i20BT$bvhzma7EeUWsZ0xG&kuoqD(|QyD^eYNUwL5R<@+)sOVaSOk_J&P$
zZXE+l>0Fxz8TG!q^5NcZ4}H#nP``m3jmoZz3my$5dmN_&wS7BC3RJS~?6q`xs9y_&
z1(URMBgTEp=kmnr-Pg)lRCWI7e9fD<VgK$LbGiL!(kwsG^Vj~SFq9+?Ujl5aUu4dG
zRHQth(hTiBc?p5br2{ZfRk*zbY)7itsJog9{UmZAgj%1rEKfGp=O*J4jC|H0Jce}x
z<a#lfMM-5CoL;5TZAGWRxs+aXd)%dm^Wj4^aO-BR$WtOB54Ws*&rkPZQhs%lo^w}M
z!mH?C*%4#e*S6vf?E4Vf1&g$lN{Wi*2%+R@rXcGcKC2O+AzlFSc5MrzIReqG2!S>y
zAv_YcYflHy?f8IQ{nPBMtXL6qF5zVL&9`KgEftu5#PQQigW;D>Nn;=I@u?Hs9gt_>
zECfUlHwf3L?A4b`5iF9UT?4kH0bw|XP>Ze<(f(x$>eq>YJ`D+eJ>49n(|cK4nqdYk
zb9M1~BA;o^iP2YIFM)Iec1JZq;b{6#B4G1gIRHA_l-z&5LogfK{hXiIKXn1S6BJI_
zg=WTA&jZI>9eev?<h34t;W2_f{xqYNOWN8yAn$^3n)?QA@GPTQ907r8cmLamTaDAf
z6op!^v{G9_E*o$T=kUJ0#*6?kr``&XG_R~eFC;sioPb%%iNw{fRBZBk!a>S8J)oFa
zTVnURE46k(`sKQR@_-lh8y`SP-v#RU-gOEbuQ35#zVYUQB|sKmBLw|jPAe6BGUvT}
z?OZi)mhtc^VE!%!{3U2CWd`4W_~2TUpyQiwnNI)L<(}ISlXxMAN!y4FppDZH{8L{7
zxNK3#MS$SUU8b>$=D+}2d~?6bF1JuJ8WvDZXrVQ90DY5kjZziweEJIx_I0V&*EF<F
zr<h_O&UK=u3h>K{{K5$IRU5ph1@5h|iy_<<&>9YELM~H6Wl027qYqn-Km=>=S9!$Q
zwR4H!8?DVbsD+i-A9tyJuKo2y4{~97ZX*L`!Y?OG3v!j$MFCrFbRQbFud|oFY+6im
zeWk@Lz+cHxRA!mhGz%m)ik?!x2wX_4Ezm7~VMR*Q^#_&b+r#8n{)w>U{x%1$8+>g)
zx~6W$h&uO3?t5lMoSo>K=bRh>01yeR!?}-}Nfgm9O4%)~6YV^8)IYa@IyzmD!`eO?
zc1tKoJ>&J;s9HXYu-EQOn6@K7tMU>xF=BWiCAT6Ke;a?-pGTn78>&;fw((j%_GU*%
zN1A=u6rV9dRj3tB@+>@(hE!=r(#4P#&GQ!V3X#mn{`X5vKosw+h5a}BY|<b#x32Mq
zw})c^h}uK7+OS|zhz<7su4ms_W{-dtkAN|fUd1eaRykvUqmGlj#|jAk?|OXm6&4ak
zFbdh~&DPL6*|{zcbUfxEY3K)%I1VcFCOMz^kvv_u{!C%Y-wBN3m)0w(nI*TG%mNDj
zZ>$#vWz;u|0O|?8rZJyOV|>*O?QF=YdS!{FAd^Jri3~qY>Qw<%CWQM=WD<O|fmN|S
zNv*PkBQOkMag@Vh7-_werY%@qKtEvw%glE<7@Gw=z%dJ&Z-SvW(GjGc@$@t1xEV;(
zFK2+{CVr6d7|q*VY>3NG-2_Q3bZSJIuNLI9o^=XFfYdM@qFhF*8RQPiW9&&B`&|wZ
zk>P&ywh!ubFIl^-HV-J>#h6<lGLxyKa1<E|`Ik>p>B~&R?kDwB%qs8VK?wh$m|lOf
z-8q=2&K8C2Gd?}+38-RGp*fn>q))8W(p3KT(m9}qPxxxrj;Q%-ZFQLoX|L?n7}>SY
zimE5MoNW6t<&MCfV^I{v0QmtVWi3{)MdE)^eEqNq@iRvxC-?AUo;QZ%N4=B)c?q_m
zQBJw+zJP8CJ(;lksvc$4pPMYWjWAA}jeQs3c*^ywPY*oHZr48sA!WBqpr@uvg^C*P
zu`yZfmy^*2GW{Qe#kWgPXLS$@4R!CTe1;bc0#laiM?zfbhx`^eFUZjN4JbdHN;$L{
zROrx_(B57(Kae@-%tM=}k`QRzsY%mtlKN-dyC|}~L@!Ttl)k`zauN%P_QqRA`(DuP
zDU6an(*v-41$lhpfH!rQ&<MH5xKle>etzCjrczFN9%4-&SJ62x^Kh!V%cG27598gl
zI#EAFzMROIO)#)|P`7xSvU=b=QHpOWPK9-_#CQru=LIrAtVQDCgb5B8;&I|GxIw8Y
zvIlbZGMr)q@Y*g~Nc`kz{^kVuA3TGVUOs9&apx08gcDL`Z^3joVEa;vMc3j)^I-mb
z!g=Qh?b6U=u-%)JK2vfbY?5t>(?E8WCK{s$)t;U`P82A!rb#bAaL7OzG~HsFEeGjE
z95YyaR{6LGT|t?oqc-s2Cxp}0yz=`+N{Nhk9s`|M;Y1r|2$E!zJ2;2;3c`?d8*?dj
zJp4P!L>Het-ZS#>FK=Mjt`BzuT2ZEGV>{w29usbK7f31jWm7W;Fn#c+KINPoI~xJ#
zV|8AeAT}5XyAzTVn)iHDWL+vGF*6|ui?HaV%0q&654~iLXB21jZtr7CzUn->Gk4#^
z`Gg|Wx%uWhGT<TJ!~W8m_z~_j6tMwP&zwrU$`<Oj-Du@!8$_wGGMdDtqWPilRF?*W
zKmdPGU$kvxCilO}Q6m3f(f=jbfl-@zMQwa21zp-sLrK%o4>u!_ls5FGh`JQ+MbHa;
z>sJ97N3+u})T7zPZ*Ronp5)$AZu*aYsiQ?U?#;uffRiu3{z!(N(4Zy?94Z@ITOKZh
zH=S%N&Ck!LI!Ztw+Wonzx*#8xzz`55t$<(1$#k53!<IbQ_!ohqme@=pSt1UHv))<k
zW3gfce}$0#1*&W+3XeO6#N`-4e>9BH0dFbp;+omm5<a(OEkoa}Hjr+_KYIL_U`i!<
zv<L?~;3nAu%+(V=C9t#wyn+USSCqXZFMuEjuHT?)P)w1w?7cMsa$xL{rmCd2iM<w{
zp<Ns}y@0kI3wRKWf!Y|M8kIVj4sm_~#D9pi-ZYbY(SRQ^f+6<fdKWKU>D`|SDB0O@
z<^I#!7T6PU{c!D95$2STILYb(?kNkq!=_OnW$Goj{npmDR6XV256X``kcjKJEOcv6
z)VYBHpK`NKLHltLq-Ecugcr{5g=~jkruxi;(pfKIvUOzo33fzrI0vH&@QP(jcK8aR
z^`<`yQMpwG#L=)QIPguuKGVa)K*gplD;s1Ff+=|e!I)8mn&93Gt^<Gmc2ZIjFjv8l
zktRKllXoCa1aYH=MmbeFpvk;DB_H_KKQgGY?HklJE>cMr(r@X(G;Doi)KPN-PaoC=
zz=_!el{kHU{i7k&*}PcK2MHc>OW=tThvn$Y%r-{(-!;O68ovVf7$Q3X?jA*;M~3<O
zp1R1iM*`oaZ*&)Yo!HC205Q)ZLif#T0hqNVyTwG>%R8oZfePO~;%ftNr2<bI?~p$p
ziqq56ON3Yp^6_oGSx5tc%6mHKvf`?Mtj?DY+xJ2Aw$?j0#82^>1m~OYEP?X15}dws
z;{)(HKM3qOFoLB6JewXg?r5BXL=#Yf(;?Sg=e|YMt=Fv-{@A@I;4mqndm(pjFkka2
zNL8wcbJ?$+dE$n*OiWD)xFrA@olnI<htt0C+g7*e0@F%aLkZ|}1#T0>Fact2u7SgY
z{I7B^^O16Hfjr7%!)S$1N~&pKPVRVrb;PB$4Ae()M=5!E9P>Ya#@3$Z`lx{7tp3IC
zcYz-OoqwVR;1%|z@DqHlJ*t{G4HRie+=>Kaj`K+e35nLpaL^A=Kp`heVQ%_Nc=!sE
zyhK%6vf{XPt<TR+bD4Rp1uc7<y~hE<l;0kX+X3<S6=^jsc*P(=S{wkhjmh?P9Wc1S
zg9pU}UXP=OPyqoeTlgMn=@~s|=W_p}rF%95d7PE5Lcn#WsJ)?~p~9OPyiQB<_Y>#M
z-kTI1Z9)nGMS}MzzCD7`BD(~2v|K>w{@S3D*aox^((bE?1eYRE+^1{Thso!_g4MuV
z<QajA6#Ofd3$P1sU~{!ojXG8FJKE_3fL38&P7b-BiAg3DX`Kx=rMbd$@kXEhD#SR!
zUFgU`&|z|%{QIQ)nB6i!jY3a=3J#H)=x^jMeFr>KOJL{eZ4SDKbY0Q_=uZc%WCuKN
z6|}rYg}@9fZ8v~TP*6+y>;V3t>A(blZHlaZJD(;4&iz1C&VO_UOf`t|B!u35naTS)
u^iL=*`2y6@ejooE0Neki@bU@z{9+yCF?}r6c^hG|6y%;iDSq@a_&)%4Yu#=D

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/red_clover_classification.json b/modelling/data/abingdon-all/seasonal/red_clover_classification.json
new file mode 100644
index 0000000..9545efa
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_clover_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Red Clover",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "very_broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "summer_peak",
+      "very_broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.25,
+    "season_end_month": 11.115,
+    "forcing_peak_month": 6.355,
+    "season_width_months": 6.865,
+    "season_midpoint_month": 7.6825,
+    "season_start_label": "April",
+    "season_end_label": "November",
+    "forcing_peak_label": "June"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.858,
+    "DECAY": 1.75,
+    "OOS_DECAY": 4.057,
+    "POST_PEAK_DECAY": 4.41,
+    "POST_PEAK_SHARPNESS": 4.036,
+    "SEASON_START": 4.25,
+    "SEASON_END": 11.115,
+    "SHARPNESS": 7.09,
+    "FORCING_PEAK": 6.355
+  },
+  "fit": {
+    "score": 0.038
+  },
+  "warnings": [],
+  "summary": "Red Clover is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to November, with a summer peak around June. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/red_clover_consensus.json b/modelling/data/abingdon-all/seasonal/red_clover_consensus.json
new file mode 100644
index 0000000..6d18fa5
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_clover_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.858",
+  "DECAY": "1.75",
+  "OOS_DECAY": "4.057",
+  "POST_PEAK_DECAY": "4.41",
+  "POST_PEAK_SHARPNESS": "4.036",
+  "SEASON_START": "4.25",
+  "SEASON_END": "11.115",
+  "SHARPNESS": "7.09",
+  "FORCING_PEAK": "6.355",
+  "SCORE": "0.038",
+  "SPECIES": "Red Clover"
+}
diff --git a/modelling/data/abingdon-all/seasonal/red_clover_observed.csv b/modelling/data/abingdon-all/seasonal/red_clover_observed.csv
new file mode 100644
index 0000000..c08a145
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_clover_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,2
+5,32
+6,37
+7,19
+8,15
+9,9
+10,3
+11,2
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/red_clover_parameters.csv b/modelling/data/abingdon-all/seasonal/red_clover_parameters.csv
new file mode 100644
index 0000000..7de2cab
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_clover_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:08:10,red_clover_observed.csv,1.628,2.942,4.895,6.924,7.071,4.88,11.63,14.328,5.4,0.1087218895972272253020983581,
+2026-05-21 15:08:10,red_clover_observed.csv,3.117,1.029,5.585,7.898,8.891,3.39,10.25,14.949,7.28,0.09704976382966560259947975449,
+2026-05-21 15:08:10,red_clover_observed.csv,2.19,1.315,5.428,5.553,7.938,4.35,10.23,6.968,5.63,0.06444072092541528463422303616,
+2026-05-21 15:08:11,red_clover_observed.csv,1.756,1.871,4.276,0.808,3.513,4.33,11.25,1.396,6.99,0.08022278674516377302951086774,
+2026-05-21 15:08:11,red_clover_observed.csv,1.266,2.52,4.525,4.634,8.254,4.96,10.82,10.685,5.16,0.1098850844114784363577128676,
+2026-05-21 15:08:11,red_clover_observed.csv,2.142,1.098,6.233,7.965,7.764,4.62,10.58,3.038,6.01,0.07068746105067487597762306091,
+2026-05-21 15:08:11,red_clover_observed.csv,2.24,1.58,3.754,6.251,9.681,3.87,11.78,13.225,4.77,0.1823501363823153715948077073,
+2026-05-21 15:08:12,red_clover_observed.csv,4.286,1.501,2.813,2.364,2.52,3.81,10.71,8.028,4.89,0.1137835207738442016175611650,
+2026-05-21 15:08:12,red_clover_observed.csv,1.165,1.661,3.452,5.365,6.738,4.22,11.25,10.916,6.31,0.02969924116731265633708469615,
+2026-05-21 15:08:12,red_clover_observed.csv,4.416,1.087,5.606,1.928,4.983,3.29,11.87,13.637,4.6,0.1713569723955324007830457936,
+2026-05-21 15:08:12,red_clover_observed.csv,3.033,0.839,1.4,1.246,4.359,4.94,11.77,2.436,6.89,0.1045011584456176301671468245,
+2026-05-21 15:08:13,red_clover_observed.csv,3.788,0.684,7.554,7.979,2.755,4.77,11.18,6.23,6.12,0.08555551995439418264140548974,
+2026-05-21 15:08:13,red_clover_observed.csv,3.112,1.055,5.582,1.578,3.156,3.34,10.96,3.811,5.55,0.08680854962363045580713015282,
+2026-05-21 15:08:13,red_clover_observed.csv,4.303,2.338,1.31,0.058,2.623,3.9,11.92,9.851,4.66,0.09742853296441478391518970549,
+2026-05-21 15:08:14,red_clover_observed.csv,2.6,1.551,5.169,4.934,5.999,4.53,10.06,10.96,6.73,0.05888369675161512188879038843,
+2026-05-21 15:08:14,red_clover_observed.csv,3.821,1.189,1.662,6.907,3.626,3.88,10.12,3.349,5.43,0.1582876725659694289309041252,
+2026-05-21 15:08:14,red_clover_observed.csv,1.966,2.29,2.275,4.877,4.679,4.03,10.99,9.92,4.53,0.1661429078916630424439448446,
+2026-05-21 15:08:14,red_clover_observed.csv,1.483,2.903,1.699,4.779,5.347,4.32,10.53,9.408,4.82,0.1131709113942465944652548382,
+2026-05-21 15:08:15,red_clover_observed.csv,2.298,1.601,6.02,6.612,1.842,3.54,11.48,13.825,7.28,0.04176613317003952265738748870,
+2026-05-21 15:08:15,red_clover_observed.csv,3.652,2.796,7.692,5.825,4.161,3.54,10.19,1.3,7.29,0.09174178751207912468694719487,
+2026-05-21 15:08:15,red_clover_observed.csv,4.804,2.89,5.414,7.669,3.996,4.79,10.83,3.138,6.36,0.03212426808804927810037330205,
+2026-05-21 15:08:16,red_clover_observed.csv,2.481,2.81,7.539,2.755,3.604,4.5,10.12,7.819,5.05,0.07756951034582151049001072699,
+2026-05-21 15:08:16,red_clover_observed.csv,3.389,0.69,5.633,2.989,3.778,3.13,10.83,3.792,5.92,0.08619036860048406046707640959,
+2026-05-21 15:08:16,red_clover_observed.csv,2.773,2.577,1.668,1.118,7.806,4.15,10.89,3.001,6.73,0.05291434839880769395082954936,
+2026-05-21 15:08:16,red_clover_observed.csv,4.279,0.66,4.777,4.432,3.652,4.33,11.32,11.054,6.09,0.05396534805438283502447192043,
+2026-05-21 15:08:17,red_clover_observed.csv,3.964,1.472,7.949,5.636,5.295,3.95,11.96,12.049,6.17,0.05768865635448732425965338498,
+2026-05-21 15:08:17,red_clover_observed.csv,4.208,1.87,2.11,2.463,1.675,4.42,10.45,5.469,7.45,0.08148699552226025980562760838,
+2026-05-21 15:08:17,red_clover_observed.csv,2.152,1.082,6.03,7.632,7.114,4.34,10.7,7.554,4.74,0.1649744548958535059797198367,
+2026-05-21 15:08:18,red_clover_observed.csv,4.553,0.505,2.007,0.118,8.719,3.39,10.52,2.709,5.32,0.09751067750128637377432919406,
+2026-05-21 15:08:18,red_clover_observed.csv,2.56,2.206,3.904,3.953,6.292,4.9,10.84,13.567,6.39,0.05238395399734508272182035998,
+2026-05-21 15:08:18,red_clover_observed.csv,2.508,1.423,3.192,4.323,9.279,4.55,11.3,3.119,5.39,0.06378684771811566821494187706,
+2026-05-21 15:08:18,red_clover_observed.csv,3.495,2.628,3.163,1.014,5.27,4.27,11.88,8.698,7.12,0.07105620165048185992428774733,
+2026-05-21 15:08:19,red_clover_observed.csv,4.072,2.727,2.403,7.185,9.164,3.67,11.14,8.928,6.68,0.04957529043372510524910745406,
+2026-05-21 15:08:19,red_clover_observed.csv,3.053,1.131,1.465,5.973,4.374,4.14,11.25,5.454,6.42,0.03271126467579450430315646513,
+2026-05-21 15:08:19,red_clover_observed.csv,1.678,2.734,2.906,7.877,2.073,3.98,10.07,4.694,5.9,0.09543809118830981431095268483,
+2026-05-21 15:08:19,red_clover_observed.csv,3.938,2.571,5.226,0.501,7.099,4.37,10.88,14.196,6.6,0.05886583712955273999422530173,
+2026-05-21 15:08:20,red_clover_observed.csv,4.422,1.05,1.055,1.976,3.317,3.75,11.11,11.55,6.53,0.03859288578796116210011143747,
+2026-05-21 15:08:20,red_clover_observed.csv,1.559,1.241,3.026,1.129,8.165,4.21,11.44,5.988,5.08,0.05028522171795133306412318565,
+2026-05-21 15:08:20,red_clover_observed.csv,2.658,0.578,3.772,4.526,9.755,3.84,11.62,10.367,7.39,0.08483873360176334327428326065,
+2026-05-21 15:08:21,red_clover_observed.csv,4.916,1.232,4.146,1.618,3.075,4.57,11.14,6.054,5.87,0.02591777705752414393187446558,
+2026-05-21 15:08:21,red_clover_observed.csv,2.292,2.627,1.167,0.141,5.859,3.96,10.89,3.276,6.75,0.08220197029341795082776324135,
+2026-05-21 15:08:21,red_clover_observed.csv,2.375,2.809,5.269,0.807,2.23,3.8,11.97,9.069,7.36,0.09733916283145672842773308321,
+2026-05-21 15:08:21,red_clover_observed.csv,1.297,2.796,5.472,0.862,8.022,3.4,10.15,7.357,6.71,0.09198292221539271501068063519,
+2026-05-21 15:08:22,red_clover_observed.csv,1.924,1.497,4.236,4.865,9.418,3.91,10.63,9.051,4.93,0.1585340105570740097941737836,
+2026-05-21 15:08:22,red_clover_observed.csv,2.894,2.628,7.252,1.832,3.737,3.34,11.08,6.006,4.98,0.1545797377253248773329064007,
+2026-05-21 15:08:22,red_clover_observed.csv,2.191,0.874,6.347,3.731,8.979,4.32,10.67,5.998,5.07,0.1005063050035164528522217251,
+2026-05-21 15:08:23,red_clover_observed.csv,1.376,1.229,1.68,4.67,5.418,4.88,11.75,8.602,6.21,0.05857691117011985160266829303,
+2026-05-21 15:08:23,red_clover_observed.csv,3.293,1.99,1.343,6.548,2.877,4.86,10.39,5.779,5.9,0.05380995053712312261816297701,
+2026-05-21 15:08:23,red_clover_observed.csv,1.599,1.824,6.017,7.992,3.56,3.88,10.98,14.425,5.09,0.1726173853576672419251571361,
+2026-05-21 15:08:23,red_clover_observed.csv,1.094,0.741,2.457,4.735,6.246,3.09,10.57,7.336,7.3,0.09889672117089865248116878095,
+2026-05-21 15:08:24,red_clover_observed.csv,1.242,0.952,2.939,1.476,7.705,4.7,11.41,6.3,4.78,0.06912816608158567252930575133,
+2026-05-21 15:08:24,red_clover_observed.csv,3.567,2.625,5.524,5.645,8.355,4.86,11.85,14.887,5.47,0.1027156575278781546927861025,
+2026-05-21 15:08:24,red_clover_observed.csv,1.955,1.181,5.499,1.693,4.721,4.87,11.22,12.953,7.32,0.1010164458405769425931781244,
+2026-05-21 15:08:24,red_clover_observed.csv,3.95,1.195,4.028,0.732,5.45,4.23,10.28,2.185,6.67,0.08215371161879742331643328866,
+2026-05-21 15:08:25,red_clover_observed.csv,3.112,1.019,3.109,0.081,7.26,4.18,11.85,13.126,7.08,0.1356151128409842154124706248,
+2026-05-21 15:08:25,red_clover_observed.csv,1.852,1.867,1.716,6.859,3.459,3.58,10.0,6.557,5.15,0.2001547487714940817209236215,
+2026-05-21 15:08:25,red_clover_observed.csv,3.627,1.336,1.839,7.087,8.573,3.2,11.42,9.862,5.12,0.2147220649970801793197299808,
+2026-05-21 15:08:26,red_clover_observed.csv,2.354,1.927,4.916,0.596,2.972,4.18,10.15,14.133,4.6,0.07879743276917838029769181847,
+2026-05-21 15:08:26,red_clover_observed.csv,2.454,1.049,7.228,3.227,9.514,4.95,10.69,6.582,6.38,0.07363572272459141017243080374,
+2026-05-21 15:08:26,red_clover_observed.csv,4.18,1.625,2.332,2.739,3.87,4.38,10.03,6.783,7.41,0.07943471186044339327859809353,
+2026-05-21 15:08:26,red_clover_observed.csv,4.96,2.285,2.103,2.733,4.783,4.62,10.3,13.762,6.29,0.02477305409464643268348644805,
+2026-05-21 15:08:27,red_clover_observed.csv,4.109,2.052,5.376,2.863,3.761,3.77,10.52,10.052,5.55,0.09755727205469482088508233009,
+2026-05-21 15:08:27,red_clover_observed.csv,3.024,2.633,5.824,3.802,5.538,4.69,10.79,9.309,5.88,0.02445714978340228708024151369,
+2026-05-21 15:08:27,red_clover_observed.csv,4.529,1.488,5.616,5.005,5.092,3.25,11.77,3.771,7.4,0.09669835110756179454295712406,
+2026-05-21 15:08:28,red_clover_observed.csv,2.095,2.242,2.573,4.694,5.061,4.76,11.19,14.296,6.84,0.05875483179115870671856175356,
+2026-05-21 15:08:28,red_clover_observed.csv,4.66,1.091,2.331,1.94,1.329,3.93,11.33,12.74,4.64,0.1003686794858199688224186391,
+2026-05-21 15:08:28,red_clover_observed.csv,3.523,2.783,4.625,3.83,1.118,3.37,11.22,6.683,5.1,0.1882802637292767574248373177,
+2026-05-21 15:08:28,red_clover_observed.csv,4.802,0.698,7.497,5.669,9.403,4.88,11.03,9.001,5.21,0.1282142455768673201618986156,
+2026-05-21 15:08:29,red_clover_observed.csv,3.565,1.546,1.287,3.61,2.692,4.2,10.87,12.724,6.32,0.02717974218596437401159254234,
+2026-05-21 15:08:29,red_clover_observed.csv,2.351,2.601,3.811,4.688,5.313,3.18,11.12,2.708,7.47,0.1014776094361460175266496473,
+2026-05-21 15:08:29,red_clover_observed.csv,4.369,1.992,4.26,1.027,3.171,4.37,11.2,3.465,5.21,0.02626801118134546938712967435,
+2026-05-21 15:08:29,red_clover_observed.csv,4.278,0.921,4.798,2.667,7.818,3.42,11.85,2.639,4.98,0.1349383087061620588917186147,
+2026-05-21 15:08:30,red_clover_observed.csv,1.231,2.148,7.3,2.605,6.453,4.23,11.87,12.445,7.31,0.05730794402780357041145581486,
+2026-05-21 15:08:30,red_clover_observed.csv,2.649,1.022,6.639,7.604,3.174,3.83,11.04,10.601,6.46,0.05897830353729494259845437686,
+2026-05-21 15:08:30,red_clover_observed.csv,2.042,0.702,4.152,1.963,6.856,4.37,10.96,6.065,5.04,0.07711432476488930048081881828,
+2026-05-21 15:08:31,red_clover_observed.csv,1.929,1.859,5.46,3.437,2.274,3.55,11.2,14.726,6.4,0.06846189428671065026875752426,
+2026-05-21 15:08:31,red_clover_observed.csv,2.951,0.985,1.552,3.628,3.919,3.24,11.97,13.545,5.4,0.1475777384495203004138359978,
+2026-05-21 15:08:31,red_clover_observed.csv,1.221,2.063,7.992,2.137,1.777,3.44,11.04,6.964,5.27,0.1398281497103283708660842618,
+2026-05-21 15:08:31,red_clover_observed.csv,4.041,0.548,5.567,7.039,1.464,3.03,11.75,4.046,5.14,0.2464908168750999210506563025,
+2026-05-21 15:08:32,red_clover_observed.csv,3.156,1.772,8.0,6.972,3.915,4.55,10.43,12.835,7.0,0.03878357570867380832778459125,
+2026-05-21 15:08:32,red_clover_observed.csv,2.576,0.689,5.654,5.809,1.191,5.0,10.41,1.701,5.1,0.05062605191401748339056793281,
+2026-05-21 15:08:32,red_clover_observed.csv,4.469,1.456,7.533,1.547,7.859,4.48,11.12,13.687,5.17,0.06931848199271508916147353114,
+2026-05-21 15:08:33,red_clover_observed.csv,2.756,2.926,3.205,3.706,5.089,4.9,11.77,9.226,5.61,0.04878740279902449030873224980,
+2026-05-21 15:08:33,red_clover_observed.csv,3.987,2.157,5.247,4.278,9.99,4.78,10.97,12.454,5.19,0.1090782070529491176217066116,
+2026-05-21 15:08:33,red_clover_observed.csv,1.57,1.619,5.877,2.467,5.379,4.56,10.53,3.564,4.57,0.07569127129296027468810600889,
+2026-05-21 15:08:33,red_clover_observed.csv,3.73,1.96,5.949,4.728,4.04,3.46,10.94,5.031,7.3,0.07284111203895571727471775595,
+2026-05-21 15:08:34,red_clover_observed.csv,3.986,2.795,3.451,3.573,7.624,3.7,11.86,14.931,5.84,0.09930581314535324920888328351,
+2026-05-21 15:08:34,red_clover_observed.csv,1.377,0.582,1.244,7.858,7.714,3.02,11.73,14.197,5.24,0.2231593573123518634297437871,
+2026-05-21 15:08:34,red_clover_observed.csv,2.616,2.049,7.814,4.364,4.825,4.37,11.38,13.999,5.59,0.07804038068131209223423643558,
+2026-05-21 15:08:34,red_clover_observed.csv,3.346,1.889,2.236,3.456,7.828,4.28,11.52,1.978,5.29,0.1037974138214827697426583044,
+2026-05-21 15:08:35,red_clover_observed.csv,2.848,2.954,5.311,3.543,8.346,3.33,11.61,9.705,6.39,0.07819234738213340972667828491,
+2026-05-21 15:08:35,red_clover_observed.csv,4.091,2.37,4.176,0.92,8.173,3.5,10.24,3.873,5.38,0.1194479774220626166853696791,
+2026-05-21 15:08:35,red_clover_observed.csv,2.067,2.113,4.073,7.188,1.935,3.98,10.36,10.171,7.08,0.03445042484472991468515446627,
+2026-05-21 15:08:36,red_clover_observed.csv,4.021,2.316,4.949,4.294,6.489,3.06,11.37,3.111,4.94,0.1844839039725981697179310772,
+2026-05-21 15:08:36,red_clover_observed.csv,1.351,2.466,4.631,3.165,1.984,4.24,11.84,12.208,5.14,0.08680543716765883605868021431,
+2026-05-21 15:08:36,red_clover_observed.csv,3.912,1.567,6.75,5.179,2.889,4.39,10.76,10.443,7.44,0.06991170239236016762740715782,
+2026-05-21 15:08:36,red_clover_observed.csv,2.837,2.157,1.533,2.243,2.422,3.8,11.27,3.233,5.57,0.08838566325575980819915622108,
+2026-05-21 15:08:37,red_clover_observed.csv,3.839,2.336,2.185,1.56,6.253,3.52,11.57,8.656,7.31,0.09671003475058917901060522342,
+2026-05-21 15:08:37,red_clover_observed.csv,1.1,2.672,6.684,7.975,7.387,4.47,11.97,8.519,6.13,0.02940782838119859914410568322,
+2026-05-21 15:08:37,red_clover_observed.csv,2.527,0.658,4.468,0.08,4.859,4.29,10.38,1.641,7.17,0.1572838645318401225221645709,
+2026-05-21 15:08:38,red_clover_observed.csv,4.822,0.652,2.359,7.671,1.032,4.4,11.43,12.968,4.57,0.1223871119201697813299373056,
+2026-05-21 15:08:38,red_clover_observed.csv,1.503,1.909,1.994,2.634,1.153,3.13,11.83,8.251,5.73,0.1292304981341630170189396360,
+2026-05-21 15:08:38,red_clover_observed.csv,2.668,0.564,5.935,2.323,9.667,4.81,10.04,3.122,6.78,0.1429708403232108574779752286,
+2026-05-21 15:08:38,red_clover_observed.csv,1.051,0.798,1.086,2.108,6.231,4.8,11.87,4.709,6.56,0.09491193189440352784824871918,
+2026-05-21 15:08:39,red_clover_observed.csv,2.807,2.541,4.919,4.428,4.075,4.86,10.99,14.451,5.7,0.05008751752735419106292641364,
+2026-05-21 15:08:39,red_clover_observed.csv,3.644,0.567,3.401,1.275,4.309,3.62,11.13,9.912,7.33,0.07700114892017627810788314752,
+2026-05-21 15:08:39,red_clover_observed.csv,1.623,2.88,4.05,1.767,1.777,3.44,10.65,13.057,6.78,0.08963540612069076310507120003,
+2026-05-21 15:08:39,red_clover_observed.csv,3.905,1.297,7.287,6.178,6.967,4.98,11.75,1.768,5.64,0.06302128607932404110373062676,
+2026-05-21 15:08:40,red_clover_observed.csv,4.95,1.458,5.824,3.605,7.14,3.14,11.18,10.637,5.81,0.1283929724512337706211649881,
+2026-05-21 15:08:40,red_clover_observed.csv,3.595,0.906,7.966,1.486,8.769,4.02,10.68,8.125,5.41,0.02948076347251071497170008175,
+2026-05-21 15:08:40,red_clover_observed.csv,2.857,2.883,3.892,5.963,8.937,3.51,11.1,5.542,5.89,0.1050783145745649745604439329,
+2026-05-21 15:08:41,red_clover_observed.csv,4.856,1.458,4.604,6.783,1.956,3.42,10.39,7.332,6.05,0.1327178244101629508234821183,
+2026-05-21 15:08:41,red_clover_observed.csv,1.052,1.451,5.359,6.668,6.558,3.83,10.73,9.769,5.73,0.09912749700251279385849256642,
+2026-05-21 15:08:41,red_clover_observed.csv,2.616,2.13,4.265,0.925,9.489,3.52,10.84,9.21,6.28,0.08004292064214525297595345916,
+2026-05-21 15:08:41,red_clover_observed.csv,2.273,0.688,7.161,4.462,9.65,3.01,10.05,9.714,5.79,0.1045301038523809819733883848,
+2026-05-21 15:08:42,red_clover_observed.csv,1.083,2.594,4.989,5.513,2.678,4.23,10.09,2.758,6.62,0.05006206975781025232190759680,
+2026-05-21 15:08:42,red_clover_observed.csv,3.23,2.09,6.241,7.65,4.36,4.7,11.23,14.105,5.93,0.05615918234194663342181595772,
+2026-05-21 15:08:42,red_clover_observed.csv,1.73,2.235,4.858,6.05,7.87,3.68,11.86,11.078,5.04,0.1751039586455178911705638783,
+2026-05-21 15:08:43,red_clover_observed.csv,1.066,0.76,4.333,4.334,7.42,4.17,11.43,4.143,5.92,0.05893855464960668899237718062,
+2026-05-21 15:08:43,red_clover_observed.csv,4.116,1.157,2.446,5.585,5.667,4.71,10.45,10.658,5.57,0.08707866063991230086112396089,
+2026-05-21 15:08:43,red_clover_observed.csv,1.918,2.045,6.11,5.363,3.533,4.85,11.95,2.855,6.9,0.07321857424139068110039130306,
+2026-05-21 15:08:43,red_clover_observed.csv,1.002,1.727,5.479,4.573,1.304,4.08,11.11,9.497,7.18,0.03718485588351537017316029975,
+2026-05-21 15:08:44,red_clover_observed.csv,2.556,1.741,5.236,5.739,1.286,3.33,11.14,5.904,5.75,0.1512261375934033623324603413,
+2026-05-21 15:08:44,red_clover_observed.csv,3.297,2.326,6.11,3.335,2.15,3.17,11.82,4.196,7.47,0.08444405676695175531559767836,
+2026-05-21 15:08:44,red_clover_observed.csv,2.616,1.612,4.38,3.067,9.192,4.14,10.03,12.227,5.25,0.09055566745401629008147813751,
+2026-05-21 15:08:44,red_clover_observed.csv,1.438,1.71,6.984,1.107,4.552,4.47,11.08,3.259,6.28,0.04157382944470683493872770495,
+2026-05-21 15:08:45,red_clover_observed.csv,4.826,0.539,1.393,2.634,9.422,4.97,10.87,6.803,6.22,0.07500809515602011392167616508,
+2026-05-21 15:08:45,red_clover_observed.csv,3.618,1.741,1.437,4.223,7.367,3.02,11.96,6.445,5.07,0.1906219323186670635607434571,
+2026-05-21 15:08:45,red_clover_observed.csv,4.862,1.043,5.18,5.648,7.151,3.26,11.58,14.344,7.47,0.1012516107941379804956238082,
+2026-05-21 15:08:46,red_clover_observed.csv,2.37,1.31,5.028,4.258,2.909,3.98,10.67,11.342,5.95,0.07993352307350931947550976973,
+2026-05-21 15:08:46,red_clover_observed.csv,4.228,1.946,3.903,4.186,9.24,4.79,10.43,7.636,5.67,0.07573765594928216673118629066,
+2026-05-21 15:08:46,red_clover_observed.csv,1.918,2.491,3.159,2.548,4.148,3.31,10.44,8.833,5.37,0.1495496110987816320414377611,
+2026-05-21 15:08:46,red_clover_observed.csv,1.985,2.783,2.088,1.325,6.58,4.48,10.96,13.211,5.08,0.07088332973498614994613767765,
+2026-05-21 15:08:47,red_clover_observed.csv,3.973,2.175,5.205,2.378,5.35,3.8,11.5,3.088,5.16,0.1138130658291385103389728330,
+2026-05-21 15:08:47,red_clover_observed.csv,4.016,2.732,5.817,0.163,6.509,4.02,10.79,13.41,7.01,0.1141574357839462195368030751,
+2026-05-21 15:08:47,red_clover_observed.csv,1.157,0.503,3.423,2.09,3.007,3.39,10.73,11.22,5.32,0.1203702915991552830646613905,
+2026-05-21 15:08:48,red_clover_observed.csv,3.838,1.328,7.621,3.33,6.733,4.7,10.76,9.386,6.74,0.08789726651542883627177733874,
+2026-05-21 15:08:48,red_clover_observed.csv,1.672,0.886,5.713,3.866,2.84,4.34,10.55,4.754,4.63,0.09711498503918874916296086273,
+2026-05-21 15:08:48,red_clover_observed.csv,1.753,0.754,7.525,0.13,2.252,4.77,11.13,10.238,6.21,0.1350969202316234696517206681,
+2026-05-21 15:08:48,red_clover_observed.csv,3.759,2.387,7.523,5.389,7.63,3.96,10.01,2.002,7.38,0.09833355137061079379528945941,
+2026-05-21 15:08:49,red_clover_observed.csv,1.461,1.852,5.751,1.405,2.136,3.15,11.2,1.758,5.4,0.09462681741982419654753740226,
+2026-05-21 15:08:49,red_clover_observed.csv,3.894,2.693,4.72,2.287,4.582,4.28,11.57,14.867,5.43,0.05416676266958099504819877817,
+2026-05-21 15:08:49,red_clover_observed.csv,1.184,1.235,1.162,7.242,2.445,4.26,11.43,11.959,6.74,0.02943267144519049382260747212,
+2026-05-21 15:08:49,red_clover_observed.csv,2.627,0.551,5.726,1.142,2.491,4.54,10.14,14.369,7.37,0.1328133134824447083502972379,
+2026-05-21 15:08:50,red_clover_observed.csv,1.809,2.939,7.458,6.645,7.94,4.16,11.37,8.269,6.91,0.04097478502271519465457856690,
+2026-05-21 15:08:50,red_clover_observed.csv,4.467,1.824,2.602,1.404,9.961,4.57,10.97,5.882,6.72,0.06894704774776062124129648758,
+2026-05-21 15:08:50,red_clover_observed.csv,3.388,2.018,3.475,3.634,5.149,3.86,10.18,14.794,6.06,0.06208911016907553954412813815,
+2026-05-21 15:08:51,red_clover_observed.csv,2.903,1.922,7.139,0.326,6.01,4.24,10.56,9.899,6.54,0.06201516965119870193000697478,
+2026-05-21 15:08:51,red_clover_observed.csv,1.411,1.525,6.248,1.173,4.713,3.62,10.91,1.288,4.6,0.1351702831329876021878652301,
+2026-05-21 15:08:51,red_clover_observed.csv,4.002,0.813,3.878,0.863,8.803,4.81,10.62,13.499,6.93,0.1227354111157672438806081416,
+2026-05-21 15:08:51,red_clover_observed.csv,2.988,2.738,3.274,1.578,2.157,3.51,10.33,9.248,5.96,0.1068468228942969884367930697,
+2026-05-21 15:08:52,red_clover_observed.csv,4.635,2.846,1.584,6.406,3.245,4.44,10.15,2.164,4.58,0.1349253508282737391070419068,
+2026-05-21 15:08:52,red_clover_observed.csv,3.692,1.115,3.359,4.393,1.464,4.51,11.69,2.397,7.27,0.05024656361401093964946603174,
+2026-05-21 15:08:52,red_clover_observed.csv,4.807,2.186,6.761,1.909,7.774,4.87,11.4,12.018,5.11,0.07138032047195558508894578348,
+2026-05-21 15:08:53,red_clover_observed.csv,3.802,2.444,4.041,2.479,7.043,4.14,11.36,11.529,6.54,0.03642021581440469458150615895,
+2026-05-21 15:08:53,red_clover_observed.csv,2.868,2.788,7.363,1.587,1.522,3.88,11.11,3.31,4.72,0.1134740127340219686130790252,
+2026-05-21 15:08:53,red_clover_observed.csv,1.127,0.52,1.194,5.405,2.579,4.01,10.61,14.586,5.75,0.09172663157281346271179276592,
+2026-05-21 15:08:53,red_clover_observed.csv,2.983,0.573,1.252,4.12,6.144,4.44,10.08,8.683,6.05,0.05831173400888259242647823598,
+2026-05-21 15:08:54,red_clover_observed.csv,4.702,2.892,3.267,0.569,5.029,3.19,10.7,7.881,7.23,0.1378179191768392627449652971,
+2026-05-21 15:08:54,red_clover_observed.csv,4.781,2.213,6.498,7.36,2.707,4.01,10.62,7.6,6.13,0.08312142045621387927036645257,
+2026-05-21 15:08:54,red_clover_observed.csv,2.285,1.111,5.201,0.501,1.905,3.07,11.29,14.886,4.61,0.1301565476618278183623864608,
+2026-05-21 15:08:54,red_clover_observed.csv,1.663,0.543,1.633,5.726,2.157,4.93,11.64,10.364,7.32,0.1064433288572087004686422100,
+2026-05-21 15:08:55,red_clover_observed.csv,2.737,1.311,3.588,2.513,3.604,3.04,11.04,6.404,4.92,0.1767466455960211625630438950,
+2026-05-21 15:08:55,red_clover_observed.csv,1.772,0.903,7.943,1.112,2.378,4.14,10.73,5.768,6.52,0.04546690007963781896002751341,
+2026-05-21 15:08:55,red_clover_observed.csv,3.631,1.135,1.306,4.74,6.328,3.39,11.46,8.382,5.17,0.1655975357050247426581122917,
+2026-05-21 15:08:56,red_clover_observed.csv,2.909,2.161,7.524,7.836,5.092,4.06,11.86,4.454,6.82,0.03639240911549985264477513115,
+2026-05-21 15:08:56,red_clover_observed.csv,3.782,2.133,2.875,2.422,8.629,3.77,10.98,2.323,5.23,0.1130244783802008332566447909,
+2026-05-21 15:08:56,red_clover_observed.csv,2.247,0.967,7.875,4.582,7.083,3.26,11.68,4.511,4.53,0.2226131030692228619738725702,
+2026-05-21 15:08:56,red_clover_observed.csv,4.787,1.618,2.856,7.023,8.444,4.45,10.94,8.966,5.85,0.06029893883454547658075669399,
+2026-05-21 15:08:57,red_clover_observed.csv,2.429,2.548,3.755,0.734,6.817,4.62,11.83,1.579,5.94,0.04804462962008123818565864852,
+2026-05-21 15:08:57,red_clover_observed.csv,1.231,1.774,7.274,4.458,1.084,3.43,11.98,6.189,5.01,0.1654747983827443792181748580,
+2026-05-21 15:08:57,red_clover_observed.csv,2.615,0.825,1.064,3.854,4.952,4.24,10.7,4.791,5.97,0.05415872480332930581331164532,
+2026-05-21 15:08:58,red_clover_observed.csv,1.29,1.577,2.73,5.383,4.421,4.64,10.31,2.758,6.0,0.05498499103560330856047390060,
+2026-05-21 15:08:58,red_clover_observed.csv,1.747,1.429,3.464,0.39,5.661,4.67,10.79,4.106,6.65,0.09893279449298706824901124419,
+2026-05-21 15:08:58,red_clover_observed.csv,3.581,2.404,4.663,5.282,4.963,3.49,10.65,2.362,6.93,0.06504225801006313011651906217,
+2026-05-21 15:08:58,red_clover_observed.csv,3.992,2.416,4.996,4.867,1.234,4.72,10.93,4.336,6.55,0.02785033638561068990956921087,
+2026-05-21 15:08:59,red_clover_observed.csv,4.655,1.864,6.189,5.44,6.995,4.68,10.12,10.298,5.72,0.05726849154999317092119320880,
+2026-05-21 15:08:59,red_clover_observed.csv,2.41,2.805,7.091,0.628,1.231,3.45,10.84,9.602,6.67,0.1072118336455327118416700182,
+2026-05-21 15:08:59,red_clover_observed.csv,1.21,2.119,4.066,2.918,1.032,4.35,11.44,14.765,4.8,0.07978527454257694534289815731,
+2026-05-21 15:09:00,red_clover_observed.csv,1.226,0.982,6.776,1.093,9.072,4.53,10.92,5.876,6.42,0.06904362181948713349417645470,
+2026-05-21 15:09:00,red_clover_observed.csv,1.849,1.461,7.305,6.387,1.517,4.63,10.06,2.013,4.67,0.09783913282505695148900729716,
+2026-05-21 15:09:00,red_clover_observed.csv,3.057,2.37,3.056,2.653,8.743,3.35,11.81,14.202,5.28,0.1517351426788510900890281174,
+2026-05-21 15:09:00,red_clover_observed.csv,4.304,2.099,4.579,3.703,5.013,3.06,10.09,6.619,6.92,0.09723399397718555782043056119,
+2026-05-21 15:09:01,red_clover_observed.csv,2.27,1.397,3.591,0.7,2.205,4.65,11.25,3.813,4.87,0.02866650004101849822716864548,
+2026-05-21 15:09:01,red_clover_observed.csv,3.702,2.155,7.449,3.921,4.811,3.81,11.2,1.641,6.54,0.05641543583166752380736568054,
+2026-05-21 15:09:01,red_clover_observed.csv,1.409,2.45,1.801,6.999,5.55,4.61,11.12,2.405,6.6,0.03507397358704020430964598991,
+2026-05-21 15:09:01,red_clover_observed.csv,2.999,2.03,7.147,5.217,2.685,3.85,10.07,9.886,6.35,0.06002849811976274782850524003,
+2026-05-21 15:09:02,red_clover_observed.csv,4.799,1.848,6.149,7.796,1.091,3.31,10.35,8.122,4.85,0.2253897109000432189784584225,
+2026-05-21 15:09:02,red_clover_observed.csv,1.121,1.088,1.921,7.593,2.994,3.93,11.95,1.874,4.87,0.1918188806081685062190870769,
+2026-05-21 15:09:02,red_clover_observed.csv,4.752,0.579,1.11,5.414,2.515,4.84,11.91,1.068,7.25,0.08661312131263640844658582099,
+2026-05-21 15:09:03,red_clover_observed.csv,1.371,1.976,7.66,7.853,2.303,3.58,11.38,3.27,5.24,0.1588200516571316521965754231,
+2026-05-21 15:09:03,red_clover_observed.csv,2.113,1.29,1.632,6.838,9.151,4.53,10.4,11.408,5.14,0.1362006364175915121308373238,
+2026-05-21 15:09:03,red_clover_observed.csv,4.801,1.01,1.644,0.746,3.604,3.82,11.07,4.186,6.22,0.04528743717631778344686162831,
+2026-05-21 15:09:03,red_clover_observed.csv,4.171,2.943,1.069,6.173,1.106,3.2,10.04,10.439,4.67,0.2315956972553663468232754717,
+2026-05-21 15:09:04,red_clover_observed.csv,4.417,0.563,6.913,5.157,5.403,3.42,10.77,4.457,5.68,0.1198210752114790268736257860,
+2026-05-21 15:09:04,red_clover_observed.csv,2.646,1.383,1.483,0.376,6.862,4.1,11.71,11.635,4.63,0.05651179648315663484426666436,
+2026-05-21 15:09:04,red_clover_observed.csv,4.408,0.667,2.047,3.248,1.087,4.09,11.29,14.215,6.82,0.03197547721125652732882764753,
+2026-05-21 15:09:05,red_clover_observed.csv,2.737,0.999,7.628,5.335,6.724,4.66,11.03,8.781,6.88,0.09718148688241916709825944281,
+2026-05-21 15:09:05,red_clover_observed.csv,1.425,0.51,3.927,6.551,2.724,4.45,11.73,12.189,5.48,0.09679319371244240501830269828,
+2026-05-21 15:09:05,red_clover_observed.csv,4.981,1.449,7.66,5.957,7.315,4.01,12.0,4.249,6.35,0.03242716249707403212236556794,
diff --git a/modelling/data/abingdon-all/seasonal/red_clover_simulated.csv b/modelling/data/abingdon-all/seasonal/red_clover_simulated.csv
new file mode 100644
index 0000000..de9c977
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_clover_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.08640E-12,0.1,0,0.01,7.14991E-13
+RungeKutta4,2,0.2,3.47467E-12,0.1,0,0.01,2.28678E-12
+RungeKutta4,3,0.3,9.27405E-12,0.1,0,0.01,6.10352E-12
+RungeKutta4,4,0.4,2.34698E-11,0.1,0,0.01,1.54461E-11
+RungeKutta4,5,0.5,5.78068E-11,0.1,0,0.01,3.80443E-11
+RungeKutta4,6,0.6,1.39700E-10,0.1,0,0.01,9.19406E-11
+RungeKutta4,7,0.7,3.32493E-10,0.1,0,0.01,2.18823E-10
+RungeKutta4,8,0.8,7.81218E-10,0.1,0,0.01,5.14142E-10
+RungeKutta4,9,0.9,1.81532E-9,0.1,0,0.01,1.19471E-9
+RungeKutta4,10,1.0,4.17750E-9,0.1,0,0.01,2.74933E-9
+RungeKutta4,11,1.1,9.53148E-9,0.1,0,0.01,6.27294E-9
+RungeKutta4,12,1.2,2.15821E-8,0.1,0,0.01,1.42038E-8
+RungeKutta4,13,1.3,4.85341E-8,0.1,0,0.01,3.19417E-8
+RungeKutta4,14,1.4,1.08471E-7,0.1,0,0.01,7.13879E-8
+RungeKutta4,15,1.5,2.41067E-7,0.1,0,0.01,1.58653E-7
+RungeKutta4,16,1.6,5.32999E-7,0.1,0,0.01,3.50782E-7
+RungeKutta4,17,1.7,0.00000117289,0.1,0,0.01,7.71912E-7
+RungeKutta4,18,1.8,0.00000256974,0.1,0,0.01,0.00000169122
+RungeKutta4,19,1.9,0.00000560734,0.1,0,0.01,0.00000369035
+RungeKutta4,20,2.0,0.0000121893,0.1,0,0.01,0.00000802213
+RungeKutta4,21,2.1,0.0000264030,0.1,0,0.01,0.0000173766
+RungeKutta4,22,2.2,0.0000569983,0.1,0,0.01,0.0000375122
+RungeKutta4,23,2.3,0.000122645,0.1,0,0.01,0.0000807162
+RungeKutta4,24,2.4,0.000263052,0.1,0,0.01,0.000173122
+RungeKutta4,25,2.5,0.000562304,0.1,0,0.01,0.000370068
+RungeKutta4,26,2.6,0.00119742,0.1,0,0.01,0.000788056
+RungeKutta4,27,2.7,0.00253749,0.1,0,0.01,0.00166999
+RungeKutta4,28,2.8,0.00533926,0.1,0,0.01,0.00351392
+RungeKutta4,29,2.9,0.0111062,0.1,0,0.01,0.00730931
+RungeKutta4,30,3.0,0.0226521,0.1,0,0.01,0.0149080
+RungeKutta4,31,3.1,0.0446858,0.1,0,0.01,0.0294090
+RungeKutta4,32,3.2,0.0836175,0.1,0,0.01,0.0550311
+RungeKutta4,33,3.3,0.145325,0.1,0,0.01,0.0956425
+RungeKutta4,34,3.4,0.231282,0.1,0,0.01,0.152213
+RungeKutta4,35,3.5,0.336669,0.1,0,0.01,0.221571
+RungeKutta4,36,3.6,0.452793,0.1,0,0.01,0.297996
+RungeKutta4,37,3.7,0.571053,0.1,0,0.01,0.375826
+RungeKutta4,38,3.8,0.685235,0.1,0,0.01,0.450973
+RungeKutta4,39,3.9,0.791796,0.1,0,0.01,0.521104
+RungeKutta4,40,4.0,0.889216,0.1,0,0.01,0.585218
+RungeKutta4,41,4.1,0.977229,0.1,0,0.01,0.643142
+RungeKutta4,42,4.2,1.05623,0.1,0,0.01,0.695135
+RungeKutta4,43,4.3,1.12692,0.1,0,0.01,0.741658
+RungeKutta4,44,4.4,1.19007,0.1,0,0.01,0.783219
+RungeKutta4,45,4.5,1.24642,0.1,0,0.01,0.820305
+RungeKutta4,46,4.6,1.29663,0.1,0,0.01,0.853349
+RungeKutta4,47,4.7,1.34125,0.1,0,0.01,0.882715
+RungeKutta4,48,4.8,1.38073,0.1,0,0.01,0.908698
+RungeKutta4,49,4.9,1.41538,0.1,0,0.01,0.931502
+RungeKutta4,50,5.0,1.44539,0.1,0,0.01,0.951252
+RungeKutta4,51,5.1,1.47080,0.1,0,0.01,0.967975
+RungeKutta4,52,5.2,1.49145,0.1,0,0.01,0.981566
+RungeKutta4,53,5.3,1.50696,0.1,0,0.01,0.991773
+RungeKutta4,54,5.4,1.51666,0.1,0,0.01,0.998157
+RungeKutta4,55,5.5,1.51946,0.1,0,0.01,1
+RungeKutta4,56,5.6,1.51380,0.1,0,0.01,0.996275
+RungeKutta4,57,5.7,1.49753,0.1,0,0.01,0.985567
+RungeKutta4,58,5.8,1.46795,0.1,0,0.01,0.966100
+RungeKutta4,59,5.9,1.42204,0.1,0,0.01,0.935885
+RungeKutta4,60,6.0,1.35709,0.1,0,0.01,0.893140
+RungeKutta4,61,6.1,1.27185,0.1,0,0.01,0.837041
+RungeKutta4,62,6.2,1.16789,0.1,0,0.01,0.768622
+RungeKutta4,63,6.3,1.05060,0.1,0,0.01,0.691430
+RungeKutta4,64,6.4,0.928685,0.1,0,0.01,0.611194
+RungeKutta4,65,6.5,0.811967,0.1,0,0.01,0.534379
+RungeKutta4,66,6.6,0.708444,0.1,0,0.01,0.466247
+RungeKutta4,67,6.7,0.622378,0.1,0,0.01,0.409605
+RungeKutta4,68,6.8,0.554227,0.1,0,0.01,0.364753
+RungeKutta4,69,6.9,0.501872,0.1,0,0.01,0.330296
+RungeKutta4,70,7.0,0.462101,0.1,0,0.01,0.304122
+RungeKutta4,71,7.1,0.431670,0.1,0,0.01,0.284094
+RungeKutta4,72,7.2,0.407825,0.1,0,0.01,0.268401
+RungeKutta4,73,7.3,0.388449,0.1,0,0.01,0.255649
+RungeKutta4,74,7.4,0.372010,0.1,0,0.01,0.244830
+RungeKutta4,75,7.5,0.357446,0.1,0,0.01,0.235245
+RungeKutta4,76,7.6,0.344037,0.1,0,0.01,0.226421
+RungeKutta4,77,7.7,0.331311,0.1,0,0.01,0.218045
+RungeKutta4,78,7.8,0.318965,0.1,0,0.01,0.209920
+RungeKutta4,79,7.9,0.306808,0.1,0,0.01,0.201919
+RungeKutta4,80,8.0,0.294724,0.1,0,0.01,0.193966
+RungeKutta4,81,8.1,0.282649,0.1,0,0.01,0.186019
+RungeKutta4,82,8.2,0.270554,0.1,0,0.01,0.178059
+RungeKutta4,83,8.3,0.258432,0.1,0,0.01,0.170081
+RungeKutta4,84,8.4,0.246287,0.1,0,0.01,0.162089
+RungeKutta4,85,8.5,0.234134,0.1,0,0.01,0.154090
+RungeKutta4,86,8.6,0.221994,0.1,0,0.01,0.146101
+RungeKutta4,87,8.7,0.209895,0.1,0,0.01,0.138138
+RungeKutta4,88,8.8,0.197862,0.1,0,0.01,0.130219
+RungeKutta4,89,8.9,0.185923,0.1,0,0.01,0.122361
+RungeKutta4,90,9.0,0.174102,0.1,0,0.01,0.114581
+RungeKutta4,91,9.1,0.162421,0.1,0,0.01,0.106894
+RungeKutta4,92,9.2,0.150894,0.1,0,0.01,0.0993076
+RungeKutta4,93,9.3,0.139519,0.1,0,0.01,0.0918214
+RungeKutta4,94,9.4,0.128266,0.1,0,0.01,0.0844155
+RungeKutta4,95,9.5,0.117062,0.1,0,0.01,0.0770418
+RungeKutta4,96,9.6,0.105748,0.1,0,0.01,0.0695958
+RungeKutta4,97,9.7,0.0940596,0.1,0,0.01,0.0619033
+RungeKutta4,98,9.8,0.0815958,0.1,0,0.01,0.0537005
+RungeKutta4,99,9.9,0.0679337,0.1,0,0.01,0.0447091
+RungeKutta4,100,10.0,0.0530129,0.1,0,0.01,0.0348893
+RungeKutta4,101,10.1,0.0377514,0.1,0,0.01,0.0248453
+RungeKutta4,102,10.2,0.0241002,0.1,0,0.01,0.0158610
+RungeKutta4,103,10.3,0.0138138,0.1,0,0.01,0.00909126
+RungeKutta4,104,10.4,0.00723453,0.1,0,0.01,0.00476125
+RungeKutta4,105,10.5,0.00353671,0.1,0,0.01,0.00232761
+RungeKutta4,106,10.6,0.00164188,0.1,0,0.01,0.00108057
+RungeKutta4,107,10.7,0.000731992,0.1,0,0.01,0.000481745
+RungeKutta4,108,10.8,0.000315419,0.1,0,0.01,0.000207586
+RungeKutta4,109,10.9,0.000131779,0.1,0,0.01,0.0000867275
+RungeKutta4,110,11.0,0.0000534405,0.1,0,0.01,0.0000351707
+RungeKutta4,111,11.1,0.0000210375,0.1,0,0.01,0.0000138454
+RungeKutta4,112,11.2,0.0000080435,0.1,0,0.01,0.00000529366
+RungeKutta4,113,11.3,0.00000299853,0.1,0,0.01,0.00000197342
+RungeKutta4,114,11.4,0.00000110448,0.1,0,0.01,7.26890E-7
+RungeKutta4,115,11.5,4.15907E-7,0.1,0,0.01,2.73720E-7
+RungeKutta4,116,11.6,1.70840E-7,0.1,0,0.01,1.12435E-7
+RungeKutta4,117,11.7,8.23693E-8,0.1,0,0.01,5.42096E-8
+RungeKutta4,118,11.8,4.72868E-8,0.1,0,0.01,3.11208E-8
+RungeKutta4,119,11.9,3.04060E-8,0.1,0,0.01,2.00111E-8
+RungeKutta4,120,12.0,1.82612E-8,0.1,0,0.01,1.20182E-8
+RungeKutta4,121,12.1,6.7189E-9,0.1,0,0.01,4.42190E-9
diff --git a/modelling/data/abingdon-all/seasonal/red_clover_simulated.png b/modelling/data/abingdon-all/seasonal/red_clover_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..2c490ba307db2ad024939680ab1f7b9fbbd43cec
GIT binary patch
literal 30901
zcma%j1z3}9+y4Lol~R!sDG^ZV933K{0-^#UQYum+jE2#IbcZxUK*1oCjuA?CN)1Mr
zNQ@Dq|JRJ?eIB3p`@X-&;W3VD_kHi$Rp<GOb3wOnsZg9ecM<}DP~5nF?JfjD=na7o
zOdKZxEuuZ6GvGziLFvAOCd|~q`H`IoME#M2%`=$8GmFQpP9}Et7BFjJK0yIK2_9B+
z2L~H_Nq&B-zpmhe*_rWkD);Gvr<}04u4@m0P(8x`CwMEDZ2^I}u-&+(pyiUXJVxrG
zr9DEr2CdpQyiUk=>iXN~tR2CR6?F&wSA2#BDo$3?I?>P?DCwB&X!RGDnluDcD7+44
zWh1z%&hB@%*A0f1Sv>*eWP1_W-d<(Da<nb|{E5(Pr`N3&r2UG-`~wDZ5+VZ732*EB
zAFA+wKpq-ig5dvfAR%T2FW#N6AjiOKH^W(P@B)$aB|HUQ<jrnF2*K+D`AK>30!dXM
zI1XN33IBiJ?0rL5SGPy*5JUC)8RyaNV9g~-$)ph!>J7XKR=F$|92m&TYiVJT&Zg+!
zZJA${wUq_gAOj!9F5$3n%E0Sj^DHy-t?=;hvuDm+jW=|?T(#cH-HhWYC@fT(eC0ko
zG<5s^efonH=bB6+QcBhu&-ZzGS@UUL2xhnMf(0dqR@-P%y+b=^=WH^*GVki6L$|M`
z&O7U~BG#kgc8-o5TwGkiVPP~VquaOT<LWy*!)f^q)w-my<f39?@2eyrW+rZ1A0V~E
z-$#l=_$n4I+$kD$95gsfPk+6<ynJIRzoz%-VEm}Zmr6G9)ZQaB67DejQs=Io9wU>K
zQ>dZWf#dFE0L!)T>81!3e>2QV<?3Ba%MZ<;xDEw`ybj%k=*eSaV%Q5(h0Vg7owvRZ
zn|6r_3&)stBq?#-N_oX-UG{vXde6F`v^3k7l&V*16{%?Cu}Smh&6_9=-7*_CnM2%k
zk!i=dii0iGSM+&r*>uP;0m8%n)yYW(x9t@U4UI1A8g4#5<;DXM+o@~2bu5S7JJ^lI
zzQrWVyweS>UWeE;Lzt$HjtU<iUvokr+HF-Pif&teTjX(lp!M+K;dV`SPo_!;)ulN;
zNcr`um5QaeZ{G%%SfP}KP20tnSA*PycnRqGN2i;r;`d9vhE3vo_Eu{m2v3Pn1$YyL
zPT(-pXQ`>}A7GmH4-PaczfVWVWtEkQW3ncfm(`);?u842-@k$BqLpDE{je}G!P-d2
z`=BWB+_`fV2KgU9-rkUY;qM>3L`+QFQ#@$MP5Hs8!8pc+aYyp==g$sD2iuw^CMKmz
z`Yw}xQ>R8jPn9CF3JVLxV>_l>E1p_gXT4F451y~}<EMKlY}WZYSFbc$(7+wjFm;rZ
z!-J8l`Lxc~zKkmE^VlBaDwv(moj~)TDbdVOD750+`wt7vQS3ymALO<hjQeoiCZ3+M
z9jQ_}?yK|jDqaUmMoRpqI?|jGA-RIaje&$=`OZ7D@tThxPf3)9p>32$-5RT&9tb||
zzqG!&Nn=&|AuEgXLCG@)3Km&p;h4<sLgv&uVsLt^xyu(j`9+wYKi??gpn=Zlww;~O
z!NIDRTrSSoJuoSxw%TU$D86Q2=@|=b9&~6CTyvH<(FY||I*q^;PdIfbid7hvJpFnF
z1O1Y(AukU(Sk&;!2o4UmE}i`psAJ?IYBgFG#i^cj(J(uY<yKj?<9uhTmZ2d!p9j+K
zLwKt8xXY-~-MeR)WZiK&gR@XE*|T&sG)mk$d9MRlJQKuVXf-fFo~1tD3%g`9cXwSY
zw$W}4;#XJROdjo&7}#o1vhYo3_=h0nj&{1VG&R{Nb1%ExmZfvo$5n0gs!oaRXEjvO
zNV`;Vd)7^VdC_EoafDwbh-jJedAl@}TRQHkcQ$lXvu+#o;X+AIg7H@DRDDxZHfmOX
z-!`gM=@N^bF^k7W)TQ3C<I`5I>n&Ujj%BqA4@Nh+@(<B;(^n(XpfGkiR_T&(dpB$c
zw9;TTTx#W1z9=1!dm3^~-+XOy+1`rL?419rjf^c7ZS9vXxm8GH1&xA!GX^_RS2v0-
z`*^TjbEFO(bI>eBjl<_tGagQfZH(G?1qs@u=z6(>r%oM#6D&gHl>Q9HY2C?IZ#Jh4
z;yx3lQZFt|48w*qNnPt1r=c^KZj21EB&Kt7cUy6syPAq>@;cfx!i;R~Gu}{FrwJG?
zADUirVnWn5NWs$9T_NUi1Q3$tCKfM|p`oF`{CAq!=a@Y<?$kAgF;aANbd2T2r>64e
zVcUhf94hy_(-led^ibCEgM))<TjJdJas=+{>N42b+0}Q^(9n#IJp#LcuCvUlp`n4q
z&CRXOB;LT(+|qIhx&Kwih^7>*ac3$1$_XE`dJ`5;+@pCDb#-<B+FJR#RnW`Mwg-B8
z4YLNAl4Hk?(OcIXY+1)+4|w%T+PmYyUa_s3ZHs5TdGjW@pP!$<6{>`RQ!Rm&?`SH7
zzkU;cYGAOT48rwdm!3X-N{&Dv{3}-~KA;ZP4_sVa91PKE$Xz$1XP<qDrw$RW-`-gd
z&Mt?Cge>jD+v0eqT=A!nh8uEgYs=o6u?jvF#8q#+wzXX!KW^K^bV1LWDkvz(zm30U
zzlcY6cY)ovxVU%{EXft8Jt*2mQGYw$$n&%ui@1&azWcbxwqqrlw{)~Oe=r$4$+H(?
zPf10!x(^?#aGbI|-0AXiszh%N8u1^>3JD3-cfEV}Zpt+uxqh>B3FA~*QQ>qLhQZD*
z;n%~mQxyfHSc;PbjMS*HW=UN^;W_RA+a))?I#2qF1Vl;Y=*Y;2xUp4FGaDx-S{P)1
zc7EOrx4V=tm0xH#dlN(Q5`o}DhgN!qofB;pupG!ST&*lAxu<Wox3xUwxkC{NLQL?~
z%KHy_Lb37j+pZ{4%Yi^tj!{iDSo^i*m6gui-^(B~P~|t5?&#Zhh)$_jLiM%cUcL-k
zo?fPx^W66)t3?<gJq*ULza(4(5op0_4-C>>{Z7AoUHau~U_-mqV85+;IPyZu-+l`w
zlL3cJXWDAbkte3Y{+5|gcS(8~*vm@kL&@lZ;=)2|7Oe`;OA~_<oSbt-O&Y4IOZRMK
z_P!TR&Bw;Z_8pS!VqH~~mCs#ORHPu{g{*?WbcaVrN5{Dmy)ss*!Hp}EStlhS_Oe;q
z-iEd(L-SEf4aApg!e!E=j$}r`wn_!lPA}=Oz))J8p04n$jy*!U_s3wW5fTVQx5RMu
zftkGA*o47x%C<KLymd)A%|bg%u)VmrIJI_)Won6nMOkx=?S^c9OF)}zxZ+fub7+$+
zX7U;{S%Yz0r_`#npllEo`?}hbMqyb7mJ3V4X8M$jVma9Dlgx}w)88wm>Rw1!=X{`&
z#mS%lrgr1TqEq0rh3<5b+tSprO)~3eIHeJH848CqyP78SE5jMSTdC=K;Ro<?EXG|1
z`)xM~lm1M0ztecPb4GupQGQLliImwzzDNU+vjGmrU^Wti_>f7fiQz$+G>xtk>Z7JO
zr>Ll?G0*YBu+$S~&4u2i!7ORmnNI;SO`=z7R$b|FFt5F2`s|kJLzmtYauIm}MLTfp
zxE5^M(Ji_8s}7@1BP%#N2)obWms_JB4V~|PgD^jw=XAvU^z%*W#^7;!7ip$^$3f}{
z3C+fr7~BQs>z&i9F6WswlqaBq2$ychC?jUB#_8gLTs<z5EUZg04fnn7I9@&TFE38a
zBM+*q=$0hQ5L{Q*oYrsx%+Ll{io2BOC?e)$Co!GeL1KL^(Q4)0^@&ezH`xYX=H^<}
zU?t=CzH#T<e;qHe<&-9gG8<fXX+-!%-5uf{UcW0PP4I&3D&pd2VY`=B6F06%XXQbq
zJ$vZOWLC#(jMS_J2Rslb=v-Cfcusry?vHrwE@nTTIupU9wT7J&Yd1c0?JHzm89uDI
zd(x|uPQDE!p9!bB&OG7LK%70Yk2pbhchtAG;gM0uP3$@I(Y67{-li<|WY;R$asKV6
z7`koKwO0-+snb`(xZYkO8Z2+p_$;F!ZC_MVs9d?bkL_yku#GSqL{ReCeSNiY4U_ER
zh0rj9r!IMHI`5SY&G;OuRe2v+F?!HwhZ^;LGHya_?n*B{cYB-WGIiq9gjh{Dl48`&
zqlF`WW7xOBDma9bZ>w@^*OqaKim&zv92r5#a&al0eVp9EMxR9k-?lP$jgAchgTWLz
zEkC%kW|urm#b@9a2j=(yb1bqtxbpC}X%2T)6y$-QZY@N)wk^$JnN1U%0EYYd$QyPV
zWZNri!&I(@X<mHX+|=XTGV%ubb>rC3x;)$|!>&TgwPc2x%U9Z*Y);ozMT4zxSGqUd
z;I#8m$IHyx=__h$dAKmZX%(&hbRsdy{eBdc<yOk478ifJAB#Gb3;}P~#Vny?q91vo
z8WYu0CAIg*?R67{ClP9V-aC=2gGOGwe3h6+MkRi%9<0i7WD~x_X6Wi?VB0`5<z=mD
zfXSISoOpD4w6D1k;btkUKZH3WXqLf4d-&}`zEfoi*#kcPm&;2dWX*-S@bvG!y}f;=
zB3SI)o*S5U4L6<@Z5b5#_dFL-2%2Pe6ViQU142kokhbU>Lbh^a5<$OWFm1wGHu!vy
zV!E#O<|j;-*P-Ty>zdt#QR>ePq}%7#5)_z;nk<_!9&3&}Zk~#BJ}(AuElJQux}7L5
z^&hWw31zE!hdo#$tZY3)=Z*_zi6A4B{oc@KW}`vD|NKk9yGlOFQ6p*VaJRd-9Xo;+
z)KMcNEYRw0Zmy_X@|3&FCv(GlFX9y@=R3QSo9?VHc9xk1g!moKd>!ADq;pSrxf(&n
zxnesr_}s1AC0FH;X<Kcx)GFn~cJq3L^JvW1@xt3{kKCEfTBk4UU_j1#YEfo;lwG!e
z&3^VvpxXe>&SY6?MR3;Sb{PdGAkd;OD`@s92uiz~WzvW!6qT3wB!@L_bE0Xg4W6qc
z8$%M2Dc$$Ld(^kN+%~FN7Za@{cZkcp^khc>*7YgK{V0XW%a-a{7s9}>BEan${1PN$
zaQ2Oriyp3cO0jAG^M|FR=N^-WuAY1{@qC2c=e4sCkn3|G!#mZMc1=YkMAuikFV-wX
z7B}JRpOKN#m)F&nwAOx&j*bq~P&%EMfqdpSwa}CKc#dm4Ek8g1zUM^=3Eg&qnc<H)
zMMYYp;jpglI$?%vwZzA`jXn(xH#Ng8zx<{`Ie0lOLbSCl!=a(j8&110Z2D-O=MmyW
zYrKTGcp$?U5U|HA2BijdYdv_odL3!k&{b}32M6G|q9`=$qLmPrlnfruDjjo5zP~l2
zkCjAuTrOWb*r@L+onLurmbQ+aZkpTrEL@*oHg!_*?%iIHd{>*EaW+6-`;7Xs-IMIK
zKg}|=z3<MzZ%{9sU(U2<*;beczrkpjk^TPtd(<->gv`?PG<%7CXNrXX=;)|t75b#L
zmuftpD9C4&+Y$3A#>U1J;Jgw{k%kvwU8{<@4OdKiGL-x$CLZ==WoBettClhQ$epE;
z##fTN6pBWm-LdKz{nV5ca%*er$CWNwBK*r46U!62Gga?$a?a*2qhK{-`SVn-IJpm1
zmM@%zKu99orpve@yGFl|Y52l1Y&M;UCS^(|9yafHkH}de-WOe*xYJ6O{pbuA#5B*V
zMKp!1f44wr`A$*s5V-yV@iN|cc>X`3_Rm+lvpb1&Z{KF6HE1}21h`*b9eI@{?KGFT
zctTFDdY?`JVdV9*URkni65uhl<;@)(Z@Rm03lX37zLv^GJ^yM)<n}{X_v*W{Z_Xx=
zu8Xleu`+CCgtxt|sCeL@c6l@C@+-(p!>QbyYxMg2=@1dBl>y~}IbUQ{aZYzhRB3z8
zt*=~J-ZxlZ1%Lb~a4`b;=0!;u(!_s@m+Gwdt6;?dN;dcmFGrEp46kqz4E`S~;uYWr
zj{ocWfq{GfYC|HW|7iO$AjT#W*sz83{ACLO5^HN~-%svTd+^{vb7yC#K2^3`Gs-=(
z7|sTp;mv$1+|RK<a7_F4>({J*bVj>>aFG4awz7(f3xBp<Q&#?0+eI#}Kko%S!}Bcv
zZ7_ax8gMUKwo~;d{@WMIEGM*S3TF~A>pXvwl9H2~oBKhjwLuMR4<yKuxw*VyEOO}A
zsN=p+KycKXD>pOhww<(Mg!^73erRBjit{zBa@~{|%PS~|p6g1}h}X9ZYAK-zod-ZY
zurD+cS`bGwBDU`T{1Zo5`BX4>{a|^;Ji=`uPS2W+kull+o9Hpe{(*rDu78^?^E^@;
zRy+o1ZEt^V(iZow>T<UR7~kgBzn({O!xhq{?dmFtCoDEV5*>o^I_T-|zgT_t>({TG
zqgNNy9UMe_1lec8a!mZd(ohH>eyFFHEdIUHeaG&c;NxpGu+qm3CvB4vXQ-)L8XEjK
zZ>3xZ!;tCkPhw|ppP8;0(EHh!w88O9UERB?s#MU{&?P;2k)2)9Ap~m$m)cq#=l7&L
zckT-1jrp0Gz%+2L>hSPz#)N}|!|Q|udH`+C)J)&tcW2msQZO`hzqPH6+L&>9dAVWw
z;>C-B<HRH+!PIux>4H0%%6IPEIsGy|KIDQpAKxwg!G{8oX=yBQIQ-6o2T5fs0HZf-
zg2y$Fj3jYtAb1c^v&HFY#lyqHsq(_NZ!dkybsvA$8hg12HZJ?r!s7IH3(9?_IjR$@
zI50Ta2eROXt{6`BjJg0SO=DwrxQk0*gCZ4^<V8=q)2G>(>snfF?6<?SU%w7SVX;$t
zcW*&o^GLquk*S?lgtt@8ccksZ=etm^XF9slgiVbbLr<4}c>n&)uwB-^KG^?}WmQ6+
zfkq)dK7{YzzGan?lKQ0Xw)OpV4cYPItj^BPm`92&m1SiKt*x!~OKn|_tLUl>0~<8>
z7n_uHC9iGy`DzSy?uI(ZX{JPBR#r5F(|h;UnPuI}Tnqs+oHDCkc}_(7w!A!1T1KV;
zJFPbS@loBi5@biHk-aA`P6&Okv&=Gic6pL~=*0=@Yi<*mk`$;MpByEl(33!OIs??R
zd-rI+_V))4hNM+SJ72#ZXr8?9#sNF5oDf?A^pJI1`6a8kBiUG_N(3`6f~&Lv0k>zI
z5zCzE$hWnyc!#??k`rAD;uCIaE3-(~vubB^aoAJ>h7QkEiEt{>?UZjxUX2%?rV2=b
znxz-%qDj}5!0e3!;;krRV$i#kXfN>dGCL0TV*9xnN@Z<%XO;YCi;R3rWxmI;am2XF
z#|V0yY=)fUi*-YjoA*fa&WHq$3)Jj><4%%tw$87aho0lRhEu=)IelGos?BpBqf&vJ
z3fcQg)Xaae#&(T`B!RhR7@I8o=Q-*wAY@|jxJSnOeDGZlZbP?a(UAfZGLOTZ`HZO*
zitSr#bZ-OX-Vv_Hod!EJj$x!!T0{q8NB7pwJO(q#vEn*c2Xzm8*b>c=5wclFC3iN!
z7x&Rn#~pWFVw7~`>o_LK8_7%Y*R4>pga|h*j_B}l2pvD|IKM%K)_(i6ip`aCZP}rH
zL^HgMzfWWHJjS^%Wc+81ah)><+vBU)ts`8MTs<BBsJcIK@l+y--c@JmWU3|SM5=Y=
zfr6_jWwg+HF-3!na>d$LRN|o#$RB(9_i=ynP>ZNpPuU#RtY>OIzAjI2{QYfO4wAop
z;zM%QM#y^~oz&F|ZzwBF_mvepEHT|9nY0n&Q`Byo#3+w`Dv$pZ#l1LEN&+I#5j;VC
zTj}=gQ_(8uyFYq>e-E?~4?wP=fA;BDO9N)QDN1@h?#%D8_z%T>TS-lg{Ld#SDJT&9
zt4&FX_|G=K)KsQ_wA~^O(EJQyt+)S#mJMsJjN8`RsuLAHzk(u^oc!-y2gKb!ZU$ZV
ztE`mzvrP#cqJOmE=K;^lzo!>{diIa^ZY$Z^3jV7N&_;i@`Gtj1{G;uU&R4l@zyGuI
zzE=Q`|HnxBT-o2>kNoH8`dmR)RsHL_yPBGRwEY$uZZ`y;X8+eSu3WkDuQqVZ{;Mq~
zC+8n+Hdn+`PEvv~5;>ObLuA3h!SU|jUj&d}e{{y@%Eu(|HSp2!_g-5W`s6#;o~Q`8
z=f@uxD;$@0k%xe>xB+B|cj9vCV7Am#C0~kJkD7yI?fHr0$K@SNU;Li!>vtgoU%&R0
z*-o2pe*1dBM_&%nukoy+C$sBOq6;FlJ32hz9KT0jX519cCM$du-TdGl*ddH0jd3D#
z!Q6SLj1G#QetmB(CkF_b4ZvXa0p?Vdno~{SGcA7H?u&KMc>8`uqi>0dih6`=nm>Jd
z#>gOB&le5|=krnQu*>N`H&L5n1>qXtkYA6CJg5NJuFEAAPYJBgwrNyK3kpW*>+73O
z)dx*|1T+s3&^USk@3=Ve*>_5Ea&j`GxxJ%<MlOOy4uPl7jMuGpq=Q-~=RvAi@aa=}
zO3HZ*cIcDwWhp7WvnhDdhMKys`~^V-e5OrESh%6<)2B~>>QZ_6^5qj4jGvi{jZI;n
zPe342-@u^Z@1ZpYBr<@;3|cxzP9iAQ+twBWz+=6mO8EK9c}*Y6_4M@mW?Etzu-2BA
z>?|xS>)YF_(y!0Z&~TKzTuoL_6!P0zMyc@f@=nRZlOxVcT=1l0V7Rflx#_Sza|45Y
zeIsUJZL+R^Xy`gKGxJ$mTIB#rrZY7mfq|z6HA~X4w{F}xT{=JCu>CS6g~zk0)EH<n
zr;e~|-ay3(L8hjrUY3-6@GK@8D(BUi5C&kvXx{txH=nd6uG^a^C@4&Axf_N42(h+F
z?7t)I;(6oxY1O{IJ}E4aTCxfXgfP47_G6XK`Q~&fP%qqdzz+}3Zq;tLz_AGfIGhV6
z39BYq%{*Qj4PCvz1E-;-4NlvsAf-J2YHrSSePiQnSA?)hoj(Qj@Vc0=XU9(QM4OAA
z#B`ojoRK02Y=vQdtG13;9OkL-d0y;E^Qj)bijrZx=#kzEG6-pBj@8J>Q$1ok+c(ks
z&Y!IYK7UpijkCWq!gJ(t2_C^L^FUg|Iz$GLGR;=XEy+gHy}fraZ;Es|U`9qpn1*E)
zi^6?Z>{4H0haDQp1Y+^>v%-|;(a>>zvqlz530UV<i$WyT#2}lTTuosI!h+?q1jgeb
zi(r|@v7@jx*|leT#}83+gCzfmt@9mT8bc~BlrAhiX_8mr`Mt|myZ8Nf0DIjtT5iAR
zcmN2}ZUg5r4oZTqB+;c5SICav43zS)4$?Obb@Q|*!OElOd~-U;;OsC4Z5^EuD&?#k
z)z^yz`!g{b3xFSd-6gx1(=`=gyL!wEuYE2=&6yHV)gK*h%RMNwNyi-lF7~dQ{VNvS
z8fU^^v5fTwL32|rJm<L(+PjGkv)zgd=TMF7-rvDiGHuPK8M!WU*j|rn!miOdC;K>E
z&gW-^4gZQ*ZHo59tW@qZ1aDi<@ck{$5(U0|99gw9m;CtS8VITUBwO4@R5BZpPrC>@
z!%5qGc35Fgc)39UriczDK(2iuYxw?E7!LHV$^)boN=*0}4LxI5!7;4D?_=WPBEd0_
ziP@77c-wK1?YEIH>oH$~DA2S%(Dp`}`2GiMfp7f-C2D>C&`<QYRN^+o=L*i@8o2oH
z$n50oe(Zm_-`HfqvPULWpy@_@x|AUjHE_?q?e<MD?3TLtQ-(o1Ih{{|iuLUj$c3*n
z!&OiGy-W1hL;uJJ&OcT8XM|R|cJ0_df)NOY4IsV$<B0w%UMRV^i2r%L63}4()n;hO
z{6`ypJW@Zun*dQlTLcP?sj8}yq{>tL4V&8Do&!Nc7YMHZC1`y6_U#{$20w=2B>SV6
zK3DvySi)zbN@IT@;qL0$=XiKGQA_aO;2j?N34;Cl$9u1C)fFoDDWdKEN^Q`73N#WD
z5`PTuPeni5r|#W^R!?`g{H<HJzDbu+vi(|40Of*M_ynB4Z?-rWPX5l;1O&v7k-vZY
z?w!JVv);|WCuX&iMl(Ma;tyQ@GcU_{^TzM{_wW618>Zi3N>BMKJ<;)kky2RNNb)Q0
z-=kMoJ8?<?4Db(gf%c0RFa8Crhft_L!LjzkWxl_C=5H<lgf}Ut@2@26=Wg5B2;e;h
zAOLr|CIc<1r#^_f<@4v~V4QCOb)#ChgoebrJwY(A>u&(`WNk%-<T<GI`CP-Qit(`?
z9Ro)i1BV_Z2QU$?xXFM;{P_^Z2u*U=do%&y<LNYp-=juBWUPA5zJW$3F#phXIt*$K
zGy|Y)@&~1<gq>58a$b221hjDxx2<Q?)|bhZO-wilMgD_iqY2mam(f+pK-B-bEX228
z#<ixFl$2DjGe}eV8HuxzVTIYheGf|?4R*cq-uiXMH_j_L)~_4m#Lm&oC{JINx%{Qc
zFDExQbj!sYHRp$nf-V$6czAeTdwY9Z$78zm`$a`WHeAtP{*2=FE?+<{5rnENFArjF
z1ona8r56DKnm`$xe-r>xU`=IZlCJ{;!KiS0L7(67_@<bc7~YZK$t>l>V`63&VrBn#
zd@LB@u4`(Vg_95yi(6k`ug}&)ICVwDL`JfD(g90EUS8gm?MuV1jEoCc`1!d&m<|pJ
zp&k^aC!YbDxuKz9Y+M{?o|N6pb=#`w=raW+C0PLPhRlx*3@FRW%Fe8=@*|`|f`iYX
zTDLp0)Dkb;8=KeU$9Mp~Ny6^hKA(_K^tYv@MG*R@=5NGs_Dt3Vy!-SiN?Ka_5)V%(
z<zFD#vI`+IW!5Rh!J#yYNTVCqv9l|{F^z|(irZe@@2VpTXOZJucXD#dT3A@<6eh4i
z@9#?(n>;%;{y)TV0F_T=zn!+aTM~ha0cqZw>}=;b1ATop;69kzoSm<5UN!9D6NiC+
zH~$^SOG`?EmoOgOa4b&S({MD4!6-gJ6o1xaXJ@;3rd(zedzR1~SDJ{i?93-NYDBd%
zI9nA~S68QYnE{a|LuSo}tTUM<o+W^SLFigh2#D|jx@#vUc3?pOB17{@8?7`GX_|p<
zL|m%tsX2$T<GYzWTSLXMig#|zw^)5LLywY_cU*#FE%hHfxKbS}_5rX1AvI+O07@IJ
ze&4@(^OAX%?^ntq?#xhf2h&ccdm`<9ad~q5!H-j~yvu#V{$Ij*>GUA+KcVtC@i^Dk
zX<q=E-MpinjrNXvk{_aqH$1M{+F~qLEs+{?%i^vZ=4Q#W<gp$?_(Xx}y6>>cMt1mZ
z^alqwzK5Q5`#?7^Ul}boLsF6!+e}`4Q1Il&yvfpFKHW4S+^k2BU`UUOwI*`(5{`;U
zE#fG0hl;9QksrP)YpBe!+LE3YPJ2hw(rtd$)0*<^!pe1m70Q{_mFpz~_Z-A)g2T^h
z0j07T0(Jd1LZ2kmZdQwW6`xZ~_#;_Jp46|U9Vcr3TG6ZcW+F}EBRW{FF-_WL2qMp{
z`^ItO`>t`(;sR{XXYw#l#MxcIKuY$7zl+qiYh_%C(@ox-bR*$5^UVSBo4oJSlhOOy
zqbo3-@G}h;Al{)o)sPfP$M*}ErKf#a>Qi>zPLq_)ZXe&Dd$918cX8t|@7Yre;mELJ
znlWkk@s1Fx%!G%|wrA7%ox}#tGET8o=S7gcp%csMO?p9Hv?5P%;E<DWZ%hPX8nz-^
zKl7}+<VU&_`GkR9mZZ~|A{Ij;?c`mf)9AdGj^4q}I~yJ$+*VFc&*6;)wxLJBMU$x^
zcMwa<`{4D6y?5cXE#*U5p}8u|bvA>IDKXcjd7eA_1_ECq#AKyo5IbY^ce+z^aZ4?I
z!-k_<$$MtqI5vb9s{iJ8?l6}t=_aB$4v?o5(PzD-*P=*Yt<&itT|VJF7kl4K&FA@g
zFi_>}AMULx<+Es<nwWiv_T01LA;`3Cl{b<{&j(YX4zZP)8`%-jZ;^S47Y_6ns{CRW
zeNodEWi_Z*L`>A*6w=0pU-B_A$#>)~I}DNrJw`tCO1Da;TUSQ2wy;f*@gr}y8_L9>
zJJ&y#-Z4cJdLvI>VO)4Fx@SHf6z+I&HAy0tIgv?ytEBOO$I{YRJ-<C!9y_l7>P3!S
z#d6iL-R}qsk$$==HwY`KdKY1wMG1vNlPbwtzl#7B!#Wyq?<$p7LE4pXdd(d@afZl8
z=R3j$m+$v}Yox8%k*n$LiTQf=+w3)?QK>M(P9ec-{yDrSK+pcheY95G^hWMY7uM@P
zz!~~nI()1+y0}MbmW0F^uY@~Ib=$p&5T4Z*>GpA^uD{Uhp@0(Op9w=gdWg>?Tx>Pu
z(Fd57P9E18tZ%<H>+V7Q?cIHZ#o4*Oy#l_hTFc{}4ozp*9UWiAemUoAsnYa#+03Wp
z2QOb&3&N)MTI&k<^e>s3hgFxu5W9KC+J{nR<ZtL;^s3=bVx}-jWcWmkPQ;n<d~}?`
z&Pxh2B;QC0o(!iT@)h(30sWQ4@-oRC9A?+^JAZumD^fmY&ra1!`bySWr40Dp=9k8V
zi^Y1=S}0mbq@F0?W^!WfB?;G8a=Rbwc1(6ot+LoF_xZ+Od-q^p&~txwus*Vwre{~t
zZ$nktB7acv_m{OfP7e{8Jrc|AYpOx8=4~5RJUTxn=5fiQ;Vr9klAP#O_nPm??2py2
zLLjOyKzcN}x*9PPwQX@&$rW(#AeOJ%>)XivT@U@Yb0aMoy6nxU282+s<)W`<Rjk3U
z#UdbpPll1zr&(9?#Lmm!(8!bGsXoGT+}UWtei0qMCY`dp@TpBDc(wdKZ=S{XL$@L;
zY&A0wIO@Fd1Nl1Jd1D>2Zt7k=Cg)`*&$B7SFB?kR5!~z0SH@<2JdAAf)I8bYcGij&
zgB1!H2?hK)-Y5BfO7WeuN5ZAfO1I$!i0keM{Z}scl(6DrnuCM)JyU!9+p~8}JPJpW
zk3np1;io(!GZQ3_v@+(~?kU$q!*WF~kA@f`pb9AggJ;yj*D`t(R{Hx#Zl!U|IU0ul
zp6UCI2-?@04@UORoO_jqgqO#w$Z62Zc!R@lW0z%0OLqqTsx02_us_^37#xzPE$N<$
zS|<LSWH6Y|Q^nRj_vU#%ArPryFYjw5YLuH=<T0^aT?sFV)x4*H>Qk*Z`IUH(<2g3J
zV$mc70*m%Qh9Xdr7pje1H_d~|wlAp8Jb@`f)y`e0J~DR>=PZn40$TwjmNe&Y5tBZ=
z$Mxad!nb(mySfI#22i#ah84Ccb6g%993P6p`CM(2@0Ypm8S!Tbu$UD?Pe6F|MZrx4
zBLE%a)5!-dmAPZ`RC&Yv!E&-68ii{Zje8nc7{4uDosU>!_f0qEd3CQ~fb7T4vB@FS
z>OlkkV^MGw>ip#H<6Fe#l0&^-ho`tG(_0@NzEk=jr{4Ysq*ujI6`i8ql1)N*8xb+<
z+b@HIbS+CftHxX(EM~K`Fb4$^nQtVuT<;Xg`MF4fc_L%VDbjSacTgg;($k16mBvrl
zN9rCOw0f>pk@+$KIK{i)WD+g7QXr<C1)k;PE>LB=64YpXpiv$5mK`ZUv;GjafWG9=
z4k7lK>6mX<znsIyLg)6tHgz^)Z>d8)CLppZSCol2=Z)fy_ET86_1m$MO_Cq|gCuA@
zc9J+S+q1>UXzZ>z79%$gck56Mh8xyGhU2Foc&`LlKp7d4NXqp*%cpM|(m1KpE>3S#
zD=w}N$wv><WFyA?>$q&`htxju3-ZtWRNmfSIe!7biX(KaGFR);<)ON$I0NCNC(e`C
zy=+Zmz8ARO<bJOWzBIw!8T_dL7R()e{m>bXu4J==>QZh!_oH@4<L0qDhr^$c$PRir
zJ<LHPyEyqX%AxoKx^+AO3lXT;aw3xXwDR#jE|Dt4P^8xgdbx?zIn;L4h8|dt&FS#q
zF7~o!B(fgvRm~p}ZFi-4810WhJ~&jYF&Ojss#Q>OLDID#$*ye)cw84B8TtG=Apyw~
zFvHPNnUR-xFGr5E+RNqMSz<TID8!R&=B&$#9`)OxC$4|><hGKkDp_>A$f}o>+MD2A
z+H<ETZjxnFambj;NM#vI(4Qv}(?CCzZT^Xzf#h-B@C$M~_3bN-EyStuBl{Klg2GP&
zCIj&e4m_kW4jDedmgl~rFTVTPp^Z{!67}Qcv2HTrGIJf&a&ev>3FO%W`ynjfa#1-u
zAGgbHQ$;moWhy;|MfZQ?R{(nhe<lIyL}@*G_Q26jmZ>wJ6H2Q0z|KTuQD$j4o7NBQ
za*X(u#5$hWz|-Uq-+`fCWqxZl>hW>=N3V;r-K6N^(<I4}+?lcO&k5Y3fD{pfm3%=+
z=uC@h>~>Sl+-*-2BH}Ws?q$goT#w#B-M;?i*727QP!vTR#8uu|os8{7KUaT7ULIwO
zYBY4)x~f7{(Y?le;J95uDVxkvQnB5Nar=*vas4$ietzPrK0NRvuomCvz|uiR<lv!y
zY0+RXho5om4rE1*{|!irXi9Gy4#l&==;?uXN#LQMcG$)WzwXqYidn=(Jtn@r-guDb
ztUHusR?LY>Cg{A|ngd?+FX(exg7Ebx7s2>^@VuGX80VC9c10;ZeC7WB{nZLnD=RA{
z%>c&~nwj`ep}&8^t6%_dF2KpUq^jQf%c{52jAIM<@7=qn>_yH{fDjwi**{WMes@#v
zBJ{gzBw*gbnp4u$q>e6KL+V)F%61}(uqS&}X5+!PJDQf0t>Ux+S&_SQgQCOgiq%Ub
zezsWe5R|!YKE>PBRa8`xgiKCyT)emeKhXYguLrOkEiElU{^Sf-Luh$38kJK#Z?pmZ
z>nr-0fuIwbp`p0wu=@t)AVXD!ezV%7&Gl_Q88KY^uDzZV$6V}(5`%&-)yMD(?Zim2
zr3GfHq3GGL5Wvzb0FH*6b|KUO6<THJ)sZB+ft!v9Sz-a!ax{FN$(F@y4>jIiz1;1k
z|JHYQ?qIiMdP>BsP?@+JM9xff=`&qyI>sWZ_0hvnA`wUQ!v|mnlei%|dHOe;#~kT+
z^~)laBbe1;NDPUDlvH2kYBg$U(|LJBsV`e2ThF>&Y2%!s)3AvM42>+@I_FaX5Y~(M
z+N;=3-u!Gw()EUIDt+lu^KEYXfxZCe^CW1;^V5)yC};xZdR#!($yz{E0)jq6x6stl
z5KJAfC-8PS=a(jmStXT)-CZ*=HSOKqTv}}9&KE&B5iPVZq9Qc)DxaGw@ATr>#AC-<
z`ZUy!NyHi{X>W@2o`<~ciW7NVR1`ZhGIELa)t=p%eS7fu{L)E;T=f`mYcxL;xNT|4
zJ!an}<H1Zgr%-1=N(t<Vj2K;cFLI{$t9^dDPti(W!!~puBXEa@A>Dg}<2gj5OqYAR
z{KDh=dsf;DI)z`<PCPPtY=|GID-hDhs1hr@wXYXcCUA0wK6&z_TailU8c3i;WOim^
zs?eql!8AqgJL`RX8ft16fmtR=+%|(=V+c?$!2OZ&nOl|OC+L=%opa*x0%?#7CIR?Y
zr%KqBLth>2ZHJ8e`TIu$@n!ZOs`ShWK0!gjjO}P*QqqvNGSZla#>TsVz0$sSFB(u(
zF6ZCG3;%Dtxt+rIzaj3n7!#Z;5I!=TUk-Lp&3E{fMnq8U?CpijcY=sfU$X8Y+!^0w
zQc_eDxHn@Z3-I~;4%^ZXq#Yha@Jo#jX%YX)mJh%eys5roJxom;d05-w_RoPA=U-%b
zLiZ1{9BwY};7~Ng$pP~`Oc7)hHVrK^02b`#IN{m(Rv#aq`sJN!`Wjl`@7KC>M*%?c
z$H|}yqHl+werznY7tfZ@3BLQ^QTF|hKiP6pnjdWWHemJ}uy;G3)eg$oOn5Ia%s*e*
z-xt>udp0Bx#S0Uj9!xPJs}3!FDZDabx`TO%<N`+K5u&u-AnaVzY}1{_ZJWvk@QxGE
zQ65Ks)fpamETmWz!Rt5lRnyj1Z~nmUzYylwHA+v!D6QLEhgBphG#XmdxX%_*g9qBn
zOH16<u~dPhraPPW8p#2&Pl3Xk05X?C@tD1u>DX>d!~`gICKuiw;aMfZIW~8#if@b!
z%KD^n)l|!DpROAlS#UYg(`C^xqdgeKzjfLStzzSkq>@I-`e5e{=zbt>8~>YVk7ah3
znielNvk{fG!#l%V0WV$zZu5U<AMGs118lXH)>>^J<u%GU#zEknzGXk(xr}tjJF?Yh
zK^2SavKYQV0^2DSVF+yGoo%v*IOB@Fl}e?AegB>`W_k25mXY-6k@q4dS*Aw9cXr0W
za8Ru;4Rw`**J|VNON#@@7&5KWm<#5x1mjrS=!Fxb`|)Jj!(t5h@MxlCV8AO&pIE@x
z(@!sd__{XjE~qOQg)`{1>|^`iX}VQWcwP9eJ7b$qE~RPJRz-c@e2^cqfU1-#yoP~t
z*8B3&PX?5Ao=!VmKN4L3=%K71GsHVdL>nSxNH~{Uiq809>3v*|cQZppx=xy6=ex22
zN$+6j1$<o_z?0p_mF9k-A`xmea*^_2efB2X@sYX!hg!S!Jd0=PR8A(&;RkiPa-A}k
zRAy4a6qr-v#$q2a4}YBmj6^Pd>d+v}P2dZoF}BAI;ruBWCAs|9#3S-#JT;^-FI<GD
zj^OT;5uc}~Rujz-cQCrO!#1{E#wxW!>vKUYqUyO*YaD4iL?m&W{nuGQyyF-kLRvq*
z^jL)OyJ|Zb{D)BBHu0RaelU^K!=b_V5PsVHkg)Bu@BC+>b!!;3o3v8O^@#Qs%gq7z
z^VB4<n;X}ScDuIJdWf18wYp;@U4EuH0dtfDzOrlWH$H|UOW)9F-qMvRmm2AHq*e^A
zFmP>iwR-^_M&0jgd9U1hC0BUKspaHfiQV(!*F0RS+n$RH2bB`Cp()Fv@b22j1x^K}
z=_ejBg_x~MhWC9*l!OV${>&Xun#f%2#z!~N4SUyj301oQN`+M$xVG;iA2DV7skZY$
z`)FGzem@`5xp1H<>}3{q@)aAp^Lp!XP9>M1BWn9AkzA1bP6W+lqN_un>gb(`B|meg
z`<7tyo|>ogM@x3P+oCp(Q$KqtTZlL{$Kk4ly>jj&^DBmRlIg4Hb%C1%&D`2R3{p+;
z57KDMO5r;(q2}@&2Kog+Qm|i|3Q1XzQs`%K-Ac)!yABVVrm#U0;^flze~s3ileLaZ
z13?)PbXJCyPPyVu6Er&dY_}F0=O>OW+>ju>U@p8`!lznev&s_3EoeOu^RljX_;2_3
zG(y%1+udoYWEG%k$x#~22TgK^Q9i!D7Qi8x%H>1~Sw=<QRV$yRm|1+LV&7!ENM{@p
zvPOHv_2@h+q*>_144%t$c(&h={kReowk-m&RRoY^yTD9r^*w-ytijBMV0rFf@*TP+
znJXaZjcRR~uExpL1p;Z15PwU0aC(*X*CJKE4A~J_r89C@03|=g^sKwXW@$aZ2BHSe
z)~S?gU`eL-0JhtWeoYOA=}CD)1_p+wFrT~>RWzJtvq(5o%iU`!R)E_2rDq}KmP5uV
z4KCZa2lCc$bW2q4{mkPsbH1HBd-fuUe`hi@;>?*dt_Lq{fOZ{~ZPrBi76O9WafM8{
z7a~@Lgs7+JIt$Oi<1abWU#c$E6exrerO1vtvr-Yy50yMx1K=t2E@VA@3}4@No{6c;
zg^BO5pr9ZWW5Y@SVrVf`L1#A^nzp@NSTBt^2#fJgaQU#2Dw<D<Q@0~9B}~2y6QBf(
zFcYv&!$cGMq4a`;&n*OCvN8<YH_IhPdS^d9=N#vgF_XEBG``S$Nd0o^_D2eS%Hy1E
zjG_31*Nl)r`}=qeON*tzss^=GoItsgyMV;VqxFExh0F{K%GQ)6c#i9`-&Z16p4#gA
z(T}S?pv<ZF-}KDuqOM|OD36kuw{c-qOZ0SMvkxJ)qj>ZM6!R!#<NBebL|T#_>at{a
zSmO(q1e3}QbO~5DZl73-bl3eqEB?sk-%p5MP|$<tk0qmq_X32y62z7eX2)){HeQ}=
zkAjjj|G-YSm2Talj2^s=4#0j`xUL{NJbb@r^n^GTbaN$`iU6BF;qzWuaEC-K`S%@=
zQ<g`c+LTG7OG9MN2vVE5>78Sm;j7lT#?J~#IE_bIK%S36Dz95Vv&hWfnh#lpCA`3B
zWwr0BEfEN*9TU_*3yA;9^M{9-=97pwv1qV@wJCVd&P-kx&fH&%P7qkC=JZ)(P^jI2
z*G>FFwOTsHW5T&J2Ud2^aYsp*&-X)z>UFn)=gE>_J<0pw2=bB5FU-6vX~mkrznauY
z3(l^&PzvP@PVni3AP=kW3mT!g)>8h`g+eU_N)EC}yn*M3C1+3`Eyu*2ku~6SZf^dn
z;Af_o)3qYH+a`})RQM;V&jaYDf)=p()$toQZd^Acf_o*q7Zh$&Sso>dEmf;YJ1R$d
zaNUL^vBT)af1F?tNp0P6HL2d4_1pH1#P6ykD#QeHGD&T`tT{lrY%!D+;sC+JDRKJg
zj{Z)!y2-0gt)TeK`rOK@>A-T-u>6Qv4GCq*fR^s~)x<ZBoWp#&{{g20k@pXfH8Mkj
zdvsM^SzWu&zFXy5JTq_Fi5H~o1_M{i_LB~HVrqH;PJ`vkvv@t$)K<Tpa9}x-)3qtE
zR!yC7;#oL=x<AH^aG{$j;ABGq`*eUy?<p9dNk{|DeS|1aQ7b@d$?>c2u`!s~V7Qn4
zQ_Q@?v;b{izwY*6{aScp?K>q=t+AoUGr7@pTO7br0xEvrUf}1aYWWcBY^YQvzMAur
zrsu1%;ND=YZW@^vRORHR-37$4P~vp;G=P<UO@j$Xqr|(H+uNj41Bb~%{dy^Wglh4d
z-c1B^6RUOS;dSM|7WT)|QkC^9vj=1E2u}rgsi$q0fAQ&_>tKv5MS$v5?NAmu=9UkU
z&H$M*wdP;2<jxotd=4f&VN?E6_KWEt)@5l`Qne&#iqtQP;>C+&7xS-z>E}Ij)a2(D
zmH&arkciq;<`j~(C^J=58(MPL)FSsz>F;9-z)i`5MJ)oC#RW()l-Tu=nX$UD;;mFV
z`e_J3?F;-+5fa(rdPd<oqD9^LiA*7KMv~`tl7*H&-=-v5t#kD@ZDH)B`1!5<K78Pg
zhT5Z1cS9P=y#n?sdv6=j&A`6okP=ZVfEp)OSk+bFylQT4mR~pRWDM}?h%Xj&h4h73
zg5A!r?r-mloK0^bv;mf%v%tQ2OH#(9HMWp)ebzB(1=L}kJbCg0DJdy1xE{+jszE<P
zk-c&p#g@txUvrPZc#Sm1*ndH$Hu!Xt+892BbgL4SfjW{0NEbm+mluk+xJ);OWeyjb
zfyC4{e-H-hT~+z3VnJ#2BCyzI_xEeLF6EY9x_GhvJBsoE3QAGyO_W7%DQNZe-vkng
zh-{H@G=X`k)wIAzIF@84SLOf2hC4v?vjcu(CiOH~gN^fsHlK+zY>q8ox$-R`?BpEA
z!!8f!HE_wRU``35&}Wq#zxc?#RaU?Q-R<=gP?baZFJBJAE1~d25HN7??Uk`A^jtEm
zIvo^01}oMQ5D-k&PXL<+4|qG#wrx`1wuf@=kpR89j#C(pIlzlI(+VttkfZHct=pD*
zm8VO7vkZE@k-(#Jr_7dZkme{QI=Xks3RsRTK!KqH7=&P3FKPMB>b;fBxHwu{`f@0!
zeVkIgV_;x4V@7CZZ293`7FTiI&R4C0?pvK(Vj{e~I?EkV2*Hu9W_hTc{YRRBWzCb8
zm&EGpE}=Nte{cw)4K-w?rKK@7HF9_-#}i{?MKBGqX=xh#z_GzVR{N(Qi?>xdd>;~g
zYHrR7DvZxbI$UCscDb$3B`vKlZ3^JxyoGJq0+4!XN@q`8+S^{Gt0AMHph5lCV{_;~
zG!t`a*nn!t(=rGiaq;{5jl{guh<0Fo7yRtk<=7IDspdcFnBcNVWFkfz@qE%6et5B6
zO0m;BzfDHY)6;Wic2>#4!eXj|T_ybNAou0Vr>j21aB0wXC6mE`jVg*m&Y2c(qS9Vm
zpFbfX%@-45S*?Md16K!*D=91A_3)5Ml^(W54F3<}Yg54Dj>PxjLKWap{_n6b{owzG
zg)U!CjU!e=FqU^fO+Kh>ePU+DRdQok_7F0)vT_R)1EvCtRR2F6RA3@X=|ft}WY#?F
z(17<j%fiBMhy`^5wldW)j#VHOhs<l=zkkVdZiyKbif)9uxw;0=HzgK4s`C$e1_yOi
zbNdh0Opv)LpL$K9v_p<XmyH;2qT{avhux{=^t`-VGaV6a5p{s$xiF$MD3<*4r4j&$
zGcz+65kQ2ED4Z>6snJ=Vt0A*4lx7Hl{bf^zyO7HL!%1a)Xwz(TGg*6m3zUT$wUS=5
z22Lt&WB*EEPEIbJ1|>GBR&m0&*XQ<T+i`Vl^BuZCrQIgjmt3n>vM2;759i46UG{NV
zJjF8qvp4)DtJxLTxyF82meY*9wobdJ4XKd3vwQ~9t`Wy-A^r`Lz2jX9%j})^R4%P*
zXFV~QknvWwaoNvmkCB+`Ohv(We2B^FZ>{`<fzs%Rad}UWDR#Db;wDKeKvvoijx442
z+aCD4fqBQ~IZ>AL&U>Z|y2Uq)jXkT=S5KGw6)o!k8Amm_cj4P7g^h2#)L{iyLU?lP
zN1@0MgLB3^L2vyWOm=KXGSu0yQCsM!eR|)uj#{qFZf@x^E{1G-ZR6g);7aO*e5L1e
zxW$5fKtEu9l`u_MS-$Ws9Y98ZzHcSPmtlP2`eP^JL&Nq+=mymf!b!eSwRTO2kHvlM
z`GRcKzp-GNS62Wxv+Dxe9h?X7QawI%T;n9c@>Jcehpuu=OX4C>&hA8{zUz_vv5{ve
z5ND%vi)m=?LGOB+_}*F3RK{n)kx$4cK%w}>Mg$KqOos|j7*7NFej$ba%e1tMey|VK
zm^CQ22jc3*#;&!pi+m(3;Abdk(uh+iBB%)aP>6v~III%;9UHv|D5sLrHwmYxZg%FL
zt@2Jc>{Ko{8h!|{vO+Xrq|90^(bNYhV4tLxg=D4o!PF!@YOB3pRvJed>bodXQq+^5
zXfm~TYU#=~tLIj3cgu8C2of}J*>gR#b<>=uFbe=-2e_{x56`<5w!QoGCKcpY=7E(I
zkBjAFDnp5mK?FEK{mDtgr-W*jP4DVz=2dor-e}dXkCYU!Iy}8Yp)FcOzwBw^<8k7r
zmi4~&+rb>;k@Mkkxfv@Us&$Q>pPW{c?r|JHu|b$52^0SntxqBrh_dVp-aqdRe%i3k
zFYLc}0Y+wxiU9;Z0d?V>g#>ok0^`rnnmy^5*h0~`ZU5jM&g<FR?E8nrz^wVHa4v|I
z9MFg{&<zTZs(VSiIw@OqHsNq>m6%;J&PxG3XZ$_qC37uN`OE&%U6jxE!z5%n>{sSD
zC*GBASX@%v*BRQ|iSZ);@xbs6dp3SEsi#k^ve}96cQ*CI6~}+&qPY6$hv!=0+K(IG
z2E;G{9Zw!ji!RB{$&oZ80#R`h>tFpVO~c`EtZ-`nqc1UX&#WX5>!V6{5-u#=$Q~e?
zDQ5Z%@;M->;p>*PaeI60@ECqj8IR<!K(+dG-;khrG9mh?_Vs_RIWOfz-jXbD;vvk`
z{^7gWAr)ND6BSN@VRh59yz;>^tG!n;bG(M54s4tsN^azFjYD(jsj%ZVZ&<0gK<XD-
z|9QZl(;ptZ>ddq%ULy>teTe_;Yf4INaOxq%h{q1y46g<X!8~kx-D~h20~#dY>CV3f
z2~^x%M>o4X8w%eTzjfq~oPCPw^LIY$T`Ao5Hmnl<`88Z|_1E}-Uy+DJMltcfdjo7q
zb{~tgTC!=Wl+o)&R))PzUq8oPS<+iDCkSQ+ORnl?`o|hHmfh&z0P?iV)Uc6cBIQQa
zT{VW0J3~iy=L4P-JhZ{*U%=YqGZUtkcwT^aeZ#RQ5{#wL(qc9x(UFfWKKr@_mM`8U
z_X(89T!dW%BJ{3kVJ0MHM3o>A+0hiM%T3J6e|)SzSomQASbI#rGE}_01I_5qIQRZ7
zjLpoA@f_pGC;j8=arsu*b=m4X%Ko9=TYGkr18)6Nf2ja|@j6Y36t!j3M=t9DWAFNE
z*kC&&Vrg{uCF*O)rXlJGXbR;|iR6N~IDJd<!+j%IfLBzhzLneVTKFKyDZxs0_|;$A
zndZ|MVHc5{qlg?$;)#!FGI>C!W_3PbAWcZoQ4$TKzxf<5+u{`_0-p2vCv^ITZUV4*
zmil|%)|_{cpR0ssSw!Kbed>bNC@6&dI3E5yd2%rt8a<ZCWcfv%VUBko7z}jjvPJeS
zvZi^@f&Y9HB@msXq3gIBY^M#54&F9c^3vA3Qb^L!P3EtKqz#G~&$KWqsOm{A%Q(`n
zsZq;EmbzQ%F)X#T9mV#GL?M0y7{dD>fd;8HII4{3bP~C8YWis7OViiq%A}4+^nFSa
z2nito5s!Oc-?)wrTslgH_6LB(C9*VpL@dr%5QfH^M!^Ky;?^Ergw+#%%&)6y*6S>h
zVQ<ygui-7emU8lT{(nTUu&}V}o{>2Hk3kY<EJt84pP}X{u$(%idROu+GKk>2GQ8*i
zLN1`fi>QU_uATKuaju;F4>C$Sl^0;C#a5(xj1@Ld032*&_j|4LTYCCgV+YH@c-6Vr
zOFWJ$JsjEko*<7oickq|e%L+#=;2>Wp#c<;Meeg+&h}ceJdm5=bw<rG%eygJ0;Vi8
zbm~Fx&$JK!Lr7!>N3f%ya9blyf7cIH60gocRVq7&Yh7i@$szNUcyx8)0$~f)m&yGr
zPt7gZ!QpexGY$iC;FXeGAd|Sf4%|5Yn-|mS85s$lA$<gMYWhB2X0uutegtfurOT?y
z#HXMHhG(T~3Z8F}{B?Cye0;zRDI42|tNSc+{bcYZq}5)zMEC2paHq9QN-84bU+O5~
zeR{(U9o-|C-Lb|ah3(;52;>02r3Asx09}-mXW%Htqt;taVrLn9YeeV47JM63d>6v`
zBwka=KzQ*4D0}!}Vt9Z3#tnsaqS(l<J$q2L_L%R_cDK1gksT^wIRP$GeE<zVwS;zS
zG;Mq(3j{9XpVk#%(u>+><?>Ex1NKoX*{3ER!2e*-NumsDc35?P2x)><<2^l5;2^kq
z;>3xAiZMJrYpT?lDm6HRI!-kI&2{UI>MQ4<;nri3hjiYcOtZiBfdu)!z3Yju&?U1t
z8PGqHpp&)5mV>=h4Ivi81t$1<I=sKL10j<PY=?VD11Bf3gUx)eH;KY#NmhD~9$sK)
zKRpIn6Jpsnv9tmva(3AAoex$KC+#xX(6{i$isXpRs{Gg!_@#F7%Ks*lxizASii>*y
z^L(={o<AETk%^9OlcV6*q}WRchTNX+8>t17N}x~|U=(*hSYe|gESvlSSAp?>qpJ3&
z)c4TdUKl7cJvq9ClKh1wCA4y&)NU`d)a~25?B?<Dw3V{y@IqN-piu%NyYn95$79lM
zF%2pkumid7_+(D1(;-)nQVef$wF-37LOOGf433-L1?E0iEFqyJi3m4tUbtgxq}-mX
z3Q+pM;`-cErZJd?`<lih4FDfzrlu~$(TF>Jrw88A$mC>33MR=|N@nRxdDP&?wm{Ki
zY%&US!fhXiiH(X<_+RBJZc0u2&n?D`#*ZIg`_u-Q&jypk#Kft2P(t~s)&f{zhf$~y
zpsFa4fC5Te{{6CN{crDRX=z=Xot=GRX{ibz(^LhC?{iQ!)clV!4;}DxKqr@e*h4!K
z_i(tt3rT5zc|%=zI9Z}$e=DA>6Og9g`|rNc9PI05>5`bjkwUWwT;l&L?Y!fu{{Q|@
ziAqMPC@ZOumFyfV5eb#-RYpiUwrnb^GNSA~QzRKD9F)Ch5r-q3jO@LR<9fcU@AbKE
z*YA7%#_iWXa>E(#^LoEt&+&NNpUdNYQRt42=kuzYw>$pj?6CXe>?qX%xB35-vEx6z
zlg(@PI7fhst*orHW8EY!>*>Wl^4cr~9*Ry8bvq7+iwB!iopb5$ykt;;0ZB_7Wjx4D
z!sZQ{JT?|aM#0(P!Z+U1_fxEm{n>BRB+g!>YRtRhfg&@(_8u{A+2)Jea*0E|5sq)-
zEh_l{!?~cf8#+2%0uv2dB$t1mko;qu#GiXuNJ~pQT9WX*``)G~q$o*V|E*PpHTfZ!
z*>>J-du!{NpvCZK$Q;lXpOpK=THKahSft&Hz~n)B4ewc%aKcB9fR&`qY+I7?H3=jV
zLy6naZR#MFy(tLeR+hbDwll+B`pF-UdwDIIO59*Z=JBr5E5#)EB|AKlmpILEN@&(!
zt(L%%<~TQ2wU*{=*uTgw4<A}PoU|AJR|<-BsyxVOM(Uf<eB~~)X;2t&F(yr>hjl~6
zLu&ZUQDS|qR9m01N635d{M+~2VusGSJe%&#n_d-qMAcz(5bw80-GpW#29jqrNIej!
zPT76rg*l*sJ~BM-v2<(6rQj<5WQGe4Z?|z~Xn9cv5zq~(3e2tFl8?GJiv_(+JXPOW
z;+Mu(&cWkgG3i11oYt1Pd49u^w1Q_?=U(6%2NAlHas6x2F^#f8h91Z83xCa-d1l$t
zAAXtyY?mi#E(T&(zm;qbel{e&?iK4AH&b+S%N?wHIp8)8wWYvunUhPYhvwb_G0qY5
zIMioufb-3d8im1qEkixceWHDa3XDchFE^4r*2q@MNbHkz>l;H7Jhwfo&dJM0Ldmb%
zgY1MLdEuQedxVspHpu7c7hij!_(Si@0}^p_^ny^>PtAH4=ejXh-HsM{sYiV53Gq+c
zS9jaJ_Us2SHNUynGU0-|EzZ8++?|JR6%v|3xkXT)gIX?_xx<H?del~c?9|<zsap3#
zd9Dff;jY3&E&beMZOS80EN-3KE4RB)U3qos9p&I&2*|Ed>jiE~^t5uDj2_0@tTzu)
zzwyVeLei%YDeXJsN5w{OQqf;xYmkgV(k`_ktvh@u+<~q6&%xKAqIx4dkkj8i(F08j
zuPo18T2SUXA61Rb9vKndYXeQE^qUL>AsQtNa{7)h9^vcs36^9H^x>khBeMVbebwuf
z1=*u<=LRB9&&SFaMPQ8omZTR5tW0v`Ofnz#r9iZ9b=C%=>oS@5W=96&q*<q}nw5Fo
zruY3V^L>oDkYEJbgSF)IWMh=NWT(-~UAKCdN2S^ieU#37O8e9K1;^`<s3i#Z5#bcs
z$!KFk1?cJ#9-tMv{2ty%)9QxXu`|X=RgMuq3zELuyPPB=3xM<XOE%wQk_xJr*z)v(
z#z)p4a^7$t>bGo-=-o7jL&%-{b@3UCv|_Bq-w^VPrL`YP<rj)5weaU<^V`hr!`{8s
zp!=CoJnPx=Zu1ozx0b&l>0^yys-4IfO_?_bPBr4NMc+$yJ)7)=c+54lC1+c?&&FB_
zq5tM3ogYSjDK+z>PuaW+g}iX@VZz82pO_;8w$K<zkV04lK(RZu>8MMxFi(+!CJG0d
zI^|o5*S!Brg1Myv<VZzRR)?D|zjJFj_$MBItT92glT3DmQRWjKl0q5%wt<c|zvJp*
z^uzgsuastI9ai?-7e(v+&5LepHI<%=EjXKa<G3%|1_gZpteY0S-6^87gJV%9C|LDf
zPbHhD`~(BipWuIFax#d}k(OE-5=zjaxle9Iu=Un|h+}Ja8NG4A<5zjQ>5H7q9tZqI
z=mR1i;-HWa#U;y^2|6lyvy=zzTvKicauIAfitr^M1AYO@+nkS;{%qT$DRmnAyWH^~
z<^TMd^7ZRimUawx!{~PP7dNrt7{yL^TuEU;)@$)l#+K>_YW%4h4313^*3#(yKMSk#
zO|7P-ZHz=?O%<6m<Yehp#$uN}cfVq;@?fxR9OVC4k>~ezbQ1HZ>=yQ&g0-sJv=w@y
zhFhjO{#P7sGC%pO!A$NQ)h2`EfAcaxCMZ|ZA(7e8_w&8B%&aq^SpJ~QB3ot~UiZZS
zdsu6n?et4{ffiJHKqi5o`fq_8Dr%gY-nqNt4}$`k3jMMCfoF?nK}or_t(9K8-hoz5
zt;h~w)jguxY(V)Z^$?LEr}+HpVK7~KzYzJ?!2xww?{MWQMbZ5%a#X)t38tpup6n40
zm)uP$%Smvb$*S7mP&J<4)EKNxW4NF=fGC#Vd}wy)r79}I^8YIVLyXe0Pe$XEng!l*
z8E@9<3j4yHr)%1)z9zQP{<uk`wZs45+mllz>qp*{75MY{ogKGr`kQK=KYxkVzIrM`
zJ!F^p#1ADlb(cn5weEe~nnOW0-SPV8;O@&AC9T{&B3fMXvKN#*QGeHAb$h#nf5?lq
zr1NB4SDDbiw*}R9_aKaLMU~w}MEp6|da-PM%<J~>;5GewO>PFK|6aIY2Cmba!pbO7
z68hHD#pAw8P+OSNYoPGxWcCT-q%yD>fX<hA)h6$2$c(i0-0@L=w3u&9!C#_W$>^+>
z=aiA6?<w09B#nfq=8f)3uLSc-r%_7|CFxJxw48>ft2!4W^t(@=SSmU5_u8M4#6%1X
z&>Wo^QRYZehn-`RsY7mesdDP*+!)d+UfJ$*)gxT;BkTNqTl)Hvof&S}kTqK)aiEtY
za%|~Vol^zp5|yApbqiFfLtDLU?(@-n7nzD22P9&bN+|v=r@6T&vK6tdW4q^=?TPFP
zP{uXrg(P^Ts=R$#m#-`@G0Ml|)k6<-{=NEr%~6=%zxQcIb~fiGn?7#9+9cH4oeVy|
z#u(9jhDHX3q%tw3>$Lr#ijU48kT<yX>?>Y`XSw&{-yQLbP5w7g%**(6ez+$<C`+a;
zW!6Z{IlMCaM3@_Tq0PVIrq<ROtec_(-+Zh*VNI?J%D|LoH`6bv%h6Tcr2M}81ClLX
zC@-0#al{exp`D(owJC+Vj$Ks=dB&=uM3D7muDL9S(Y%sI=l#8Vxq)rEBz-3C&hPEP
z-3kZ7_9CZtt1ZIZGB-#ao2TQZx;p5(X?FY7u4?d`nG1l5QT6YV1IR_VCnM_Jtts*Z
z^Ni))(`e_(9NT2^*1%p_kw}t@g$RW3H*Tr#GumnHSlM8t%K7lNiw~EQjV%VB<!{k&
zeLZE9>r0(3xjIobb4xSDv4BTV@XErJ*h1IIHJM!{e%FEANc3FL2E+{>j#G~rOS+%2
zhu+lkdalB5f_8fcHLjZGl+1mJw{IC4se!=iww9JZ&s@qg5Qle-YD8LJj^Xlh9(KYW
zyi*Y2&^)!tev4=1c34SyI{y%8Kx5>pCzvS7Z2zEZW`@ccn_Sy!o{sH?W89`HkXA|0
zfNbK`dAwM#66L3x&StzjHVWt49(hye;p5~*L+WP_fAzqRLlFo`4!iL9P(rz~$jAn4
z=*Ct!R@Hh#7S>bsRPV9&EHul`hb@n|-Q{F_Y%uk+ZR+;7I|-NR-N20TyG`p443r4j
zOwi(XKev&J_Lav+(b#T_V-vbSd}7@*N<F#zkWJ&Iw?Nv0K`Bp2mMq3U$;ju$v$s^@
zdKCXW3I=0M>#Tn|NwR69tqV#_XTtojZB%;e#`}%Ia^r32L|$<b{a9DItR&|(e(<G=
zaPsi^do-3&PM-TO;|Kl)6oS^*8K364)=&$+(ZIO(+;C?<$=w#9n0P^*#m*MTQ@?*n
zGJlg;jk4K@c#WHyqhqK$bA*s*1UQP$2meOsnXp)fu2?<ZmLM64#bRswAZy#g%J@dj
zT*BWZQ-8jq<)KN|dP!-a&?BqMa{YRyYT8b4U;4(P)!`k|>X6frO;u+=jsMrI>R3gx
zmCKR;lhD(v{#YXh*t*N(ZRx<O?S?eMx-p!?39!01y}c{@F|1pbwLyo2o+&5Dk9=?X
z)voBQ21Qf4k22z@<()*_xt=V=iJp+i%T4(DxV6ML86Gm~X{yEpO6+s(SzF`UguKJZ
zJ0x849UKz}nXUWkHytTUR{NXlKc3Ka1Dn^o7l$b>4o;G*+yQ%Yhr3tqUMp|N=R`m}
z*Im9EsNU_hJH!>$^8M4KXQVU|u$fCs)Pbb(%iM#ljXs7%VSnj_naN(ByG3{ODL{FA
z8hs479f1OU<PV@bnUQhEo=N8}A_X1CSCHQ1=VwPnMG4bt+XAg%#ARpC@_8N}dBW%d
zI;ZjO{fsGhWErR0(uG!)b4p*7igS_n7Ls<hJ><VF@%-{av28=0{^RGe(sEZ1z75A*
z17~e&sYSo4s;VNLv7DS7rezZWS9%XMn1x9z0kmQ0S>t={TwQrc*=1*!YHP1J*xRSV
zA<zw|zc;C=et`c%tes8^KjiHb7Z&WgIAi1EdA-?Wy-^nC<~M9@^FHyrh9MwBqJW6V
z?F2D^M_(nPTxN8e+uM)t;|jBV0j;?@fw9@2EgL<@o`-~FLTm1AZtfW{T`o#Af2s%C
zDnO@?g|#SwaTNXmhF86$q~s_gBiH+u#B!8HvWG&?KcoYnT0>n&4PIGv`(Q&uAP|)6
z94!GpWNNTk`8r8Y=1fPO=r9+0`6cJo+Ic8$D2{mjH@*S4Ox;s||1KzO)y_Y9z-3Zt
z*}=9bJkgfVKm2cek>vly7im?X24n!RMT*^PWwMtdQPll|5Rx8d9P3L<N$~|F2Y|HH
zA4Goi8eH38&~<lrx5T4Z{5pc0@&#pej9Fge_D!_0qh9%S53+5@NTS)+|7pxsBwDlj
ze?S|=ev<Y6%?`Twn;ldecv?e4V-Xaa^%dC(9RE$QSw1d(x0<4h4XoE!@PJ5S46FH+
zorwEiI&%Lc!2d}OddGLN<$pp43C%NZs9G0Z!-MT|RJC8+F8*hq!3lxx;(v!Xp#KMN
zAb&!;8?>6}j(qAr*2m#S<>}Mz53?AwBtlYjd@d<nRgIf$@!A~a?d=GCe{$|hIto|k
z)m#?#V_SQziHN!X){CNwYQdwuA3Ap)-kvj@C@O5&qy}qhk%AHHp7DR51n>T6CzMVk
zr6Uw-Q^QkL<f{R$oy5!^rvput!Qb5q=hVw~gM!%Hyr4C~it8-ndwhje+w(G9UG8<Q
z2dcZM)1Lqp4Mv0gT2(UBHT5+K!3&M4`eA{-NV02s%RTWZQP{_QzU8@KCHKM4>^{WB
z7j^7o_ye>>(~L3E-OD+a<-$_5yY&H&Vz3(!Sv<*AvmB(?aCgH~3@lD6u4FF<B5{C4
z)YmSCY1*Ez6JkBo%$k%HA4FDY089WfgU#?Gu38`~FI~Pkcm8K``P%-q+6r$(S8e<K
zgS->wNy*{}O$F}t&3jNcg*Fb|N3jZ!r0F~S<Q}LX94WKSrKVYQIg%Y`P*J>Y|M(6H
z+1Cb{kPaZ9?gzP}4ygLO-`;AO@>N&+Q`gPA-4kR#H(ua5vpJER4NUOvI8mG0Pm~s(
z6k$d`1UuO(^3Qc}3bvM#lJU!8T;{ei?`cb%rU~@!OXDL*-cwO19JzK+$0?K{;rNt-
zYdgy|#?S>W8#WvAC&-bbcH9@>(UDB_EsCs+jwrbZkF{6994M=3swcb%172uj2_&fV
zF0x>_1CBIZAzC)Us6$1@J<<R#2gW-j6KoH-bKkuKmk?gOxjZiX!jO%byOK8HBv+#<
z-(nyiY1IC)Yb(>WKDEyh@@51Yht9z>^rClI<(9{qP$&h>d>Iu9`7j?hVEB28QE2wS
znf^4l_@%hd=Pf%Ou{`*pXb7u<Iu?9xVH5s6>{$VkRR-&;6nE|1p4d-09NF*7#vSOB
zJ-UJ>JIBuTY2{ZJ;%q#&%D=J{btrCeP}`kQXnu{S_T+~YlQ<N`p`|hB%$2v>8?rqb
zWL-!Akz4#)Jd6SBReu8<dxi-%8?(v6bvffQs?7{0!s(t<?XfkJL~fG;TJ}Q%=npIi
zXm8<hwEOFuhN_vxYJ@vBY7Et=wxt;NcHCfivDk7+aX}Vu14UQ#x>`08?dpUcIBH`@
zf|4gSUM;2nol9r7hht7oaT@{mpy@ADA+_~uFK6aD8bq#=-{UMt^ra_kA2#Z5yFnP#
zWrL~jTDvNc=HJ8FSceaQ{^V4bAZ_=`L`io`d`}Mceg7Gp&D5VqlIvdH-6J;)2H&2K
zl0ro`O=njyyy-lRH8)q<k=#~O=RsDLmvc~Pbjmsl;i=x|n0>he5)#s(7;9^r>`&R^
zNT3B#n@Ak}y{)r%RuV8L!;628xA`PvJzEWAExSjE!{>qwkIZVgwz6E)4BVU~&F`PZ
zp)OD}Wn?Dk8lsPUY*t*Hm^IZfyNqgG`{dqcK+`zju#BXoHVuKD7`oOJjX9aHdm#r;
zz2_ItKH9^No=tsc(ywAN+mSxr>yj>=l_?MWt9#^6&OaJ?D803)-0&z<FP&JI;^f$6
z1N5xksATbV?j-TntDbP1c6(Hr_gJcwLOK(7JWnla!dp3YU(e~usErF?(czLt9t-@P
z=TXva!rNLlf$EP=92Ao}*O?oZ*MR-@IQM6>M@%xWw6u7Xi>&tn>5Cp`Hp?Y%+;nC@
zqD?iU0{<jKSKXt*?tXByydbY-lG9o!O#}nIvPOg>@6^Dzs-P2rDjLSuLS4pV$#eUD
zKV*A6-LALm2VeY_<nz$P878jAz+kt8Q~BcD+Y<6c=;hB$a^bxo>`+0AC0!zVfd0Jj
zxDQ+@{zm;d?5u6xR9SFp5vfDisx49T%18s(?VTyz28l24jPWYTTt8LHlTHCa?E)qJ
z=hl5cEQBOtFZpJU8CP1@c-1iq9$Ur>>ZL76fykD$rFT)fibFBMbt8)BE@Apt%G&sz
z1j;~P`~AAdpn{K(4csqnH{`y?HMQ4YV<9=a770&}P4lBgIc#>ujX+{(b40x}u-xIz
zhq8jg2D`b9JNgn{+#v@YxKy(<u@>6@8TTvB&1G4OBe#Z#n9B^yYVWo<e|O(ZT{7FU
zHp9nWG#<sdQAr)xV<a3Hyh<@V6srhjnH6hrvy3kKd5*t?mQgrOa$x%&YaTQcOY0s=
zt)oYePC9Hd7Srzj`u%zcdAVGl=15a3o6?$7Z-wO3e&7=Ilw5sYU16;F6oT)M1$zv?
zxixYZu*s1zNa=k$<xc*{^haj85Q$DsV~m1J@zL{qVl(BIovWBvM7S!L2B)UxL%UUF
zv$|L9Q$>94Q_!rtf@4tL5-zP7nHF@nu9cK*Z4kdm?PQv;ALdHg9mQL}eefh{Nt^kj
z65cBZ{V)@9ogS+4k31C{nAN=<>?2n(YSh`(S2rSy1L)||f%_KaM{dn3>F{(#jD#+E
zR_L?(3NsKcx-|E^u!4VQ1Z%ft-?h22$f{YZ=eIHWIkf0V+0M?DvV}U^m9>u8+gkZ;
zH8lunE}HDkWx>6{ZrVTcV}HI)*ii^`vmu8Uu_KK_aW?CC{(SYV>uR~<WKV5qP0cQm
z#8k0jcCsyz{_=8mfX)523&?^wKymx-TkBc<!cASF;$mhbv#s{}D#Z|JywtnLJOtZu
zY@Rvkle@^y7Djcle>f!dCHcdzo!v@E7OO)X?r^GME}x7i?6E(7q&U^9Wv?{kz`!^)
zI@2L#=i-*@Ug6{3Y(Ncfj;(d%uCau>F_C^CQcJ*npEwIoMn(Uz(H5w(jjOR;Ue0=Y
zGdz$Xha65+WX-UEmW*+Nq}G~4|6F$X2z%DAl1UD9o?LGujwvv(gLz!x9Xe6DoUJN`
zt?bOTqdsRv)&6YmMD4PP^fOy$(_bC(WV<AM8SZtU%3dc7nS89>b*!h1gy`FW(%13$
zk2&S%0<7|2`ZB!EJ!ULF$4W?&Cn17djQWA>X|8~Xz`{+&SgIC($R!W6u?aXYA-2Dr
zFOj3$ILkw@Dl$4C`4(Lg`!?FG6Gn5~#9C2wWiemUR5G?T;!;7@4~P;b<Ltkf1}uKR
zp%GcJANkOrv<FiRA}?*yxmar2l>3bax@$fN3LJ>%^up^u&V7l=L27W>??W=L3WjAl
zZ!aqf#oW^EaceHMPi0$a$T{q^`u&tcQK8T;vvj!LW?;GmR%iFQ4(f{c{XIgPW3)6Y
zq^2ZH?<pICt-yO)R-1#Qh0g2t&80RCRFM@S#S+V%CbFtoIlN*$&sH0_F<87+STJm4
z2(9`AdsGe>6)vDH<3tZ;d+#M%PIQ=SdKYgsi#J^4c%>n`p3EA%GTssEq~b)zpTH*H
zbK0wRmHao8PW>3nctAL4Lne1T!1lJ|QO*=y2uE)m(=L}IUjHe)x8n<2=}>8@%i;D>
z7X-u36<=QdnB($Q@${#o5+!x4hR6LhzxWja9ZgvY*K_U4;>7qJRdIE;%laHPe;?ty
zu0a>#OHP-{>eP5HNN;)6z66t6l%~J6trKWH;Amj=GfU+BJKIay+lqg;d5Eqvu9E;~
zs9H5B;uge|oPO-%c%EY8NjIA|J0Be(>!%$eON4Lf)<GBstzJwg9H5FE8?|K$qfSmc
z$R3Yqi@<uv<FV^<?^Q(cv0w#0{nKW6eSdgM+F(ct4z@Pfb>OIQZ=pEJ{7YUfZx)sT
z*JK(arYo(Oin}nQq+?s|_lq$-lyV+uIgNn#F~51U?|PxmYzh?n^)HAfM42$F>Yp~i
z>j%K2X8tG)BF5>dqvs^l4K%^CP9%4k+n{$}h~Pf?%VTS^rK_?H`Rw(9pmr+OCC$gg
z6=EeQN33idOaBTk-sRp)aQE`>>!3_JIi)bq{~~*yEkV9eX;ZV@Z?a`)Q^e+{OTnw_
z@)imhTnels7;i&4^=@agh;)OaU*DkXZTz|L$O?N#<9%coM2$a?X7@!-#ZzVVob4i+
z9$%bLaU1PiSZ2Njb<cf*kIj)PYrvtd_Cx(&8sELiwt$^+SQf?mtp4d+pI*AyWvJqv
zbThap6EY};QOnAoi$B+HUTa2SGVGEdu+gWD6#NbzqP^+C@I@JUsN6jMs;NaT0+_xv
z)iilQe$yq*cqKv`imREh0T@s+RAa4XhbFpk%Ur>!{1Dd_5pn5G(>|J3V=pfYt?c7t
z#vhYIcv8m`QS(IO?=ja7==~&^q7``2ELTg!26h}ju3-5Oz+QPV<Zy!MC0{WaPZ{a$
zav?Yn<=kGYArOzrEODPq1vfCRpFZ^1Ww?M$<n8;M*K;O?VfgRfhD7WGbx7P3WDID@
z<S2<FYjBzt&Az0ba^*~H{L-uMxska1OTED9x=$ZHh3%J%7j!9=j?vK2fW-1jRDi}?
z@4mp`SGRN(T*S0Z?Z3G#-pz21io=|}4DW7j4RGHp)d5HKT~kt)b2<Ce_NP(_hW?=m
z+&l<+C&C~2GhuG-VMK!*kjYN-z8iaSBFemP@mAURx5TuKF$Ip@@@dp_ZW5m;S`}HR
zGqX})NYEZa$+t39+GQj&(e0e*VDh$Rmfmu^XmNDCB1XjO$vx`N-`?qH0<TQ+(xq;2
zv2$~9q;^dEto2(SWo6}mFALeTK42dEOOCZ0si}o1*7o8brm$L{b!yo5nCiu>2l;hk
z-ANca^=y^Hcyk`Uv*;7B59LL#wFw6dn=omZ;Kf7Q*}HD;_l}F<>ZK<lrKC7%t`D9s
z0<0&@GmUbM%A=5xRp8+b;3jG3=_>*@Jqzkzz(kat-9j3uZp-6c(EFbRxK0*A&;yp9
z^>C%vQRa7f!WZSJ^4LT9@@=xvw1l3(a!2mM70e=kUxR<Q>_mM;dZI<%YW6DD0@-Kr
z1M9UH1h*E}9$jnBp;xVk)=1V4*ZI1>C3IM)g^-_!*(bU>y4BSE?3O~M6koHOK<K%m
zmV}Bm_FC0iboB5j*EN{_LdBi|18;~$)5FkZ9HsaM0C=Mbi-|;6HXv6UAAPAW(Mvm2
zTvQYeoW)-SMMcG$DryWrb;LTqV9$eAG6QsfPHEW6<x7yFr7gtEiY5eX>Wxb}7e`>&
zkSn*oW@Ol-JiRv2V;SuB3O{D|AvykuuE~XS-xI4VjJO9I^j<I%mXAJhn?BOEN+u>Q
zt_ib``1L+!;L7w1@3o}?l5yRgxiZ1yQ28iZ4Y<P+d(6<6^pyqP$F!N>C%)vAmQDoI
ztatg$p+4b+EwzSq)|UJaE>GkQ>$CYs=QnTI;&OHk1`d54zzdMj4{aH#V|&Fhw`?`v
z#e6Xs9#pa@ZZqZ5((dD%%NB>uq3Jjd>Z6K>t(rcGC&=oOe~h9TC|O%tb9Kxp?+D8%
zzek%+z@A^kmx;f-?D=V&Zg7|##Zy@ZQ8_2t(qqZ4gj0h{3ch39HcGN@y=wSs*VZ<-
zRxcX(6Lq`2M2kAr-UYW8c~|Dsx~m$ad1O~-oQi%~lox*$($lfox+@jup~K71pIK5O
zc5wgxNf*h#()okb)E*TwCU|C<SWzFIPu2J6ygtR}vR-)7^uSx-H2;r&EGoy$JcT*r
zz#{#az7kb=WT0jPSNB?$`&&|8sqUFMjtPxdzPUgi%$vmqy6N^LXHh=S2kOQp(7~y2
zorf(x%7OPJcU4+a^Dq6{*3qSdkq^rht<k?E4q7xnDS{F~n_t600h3B%QOmMPmD=lB
z@>Po?H-~#(08g&<U2g7mmV>>D<df6Ws(>uJefw*LYmg7^p+hsPVxF6&hRJk-uF~d)
zdU`5AEp-BvdgMNusu7JaRF<%~IHQ?B8`<xg0z%ud04luV-Me=Qv$kd5&H+*xpthQZ
zhAg&ttX?ZY>zv<02OVlb4t(oCaoX4cOWmMbKTI8|{aImeXGd=$ZNC_(a%#Lrj}s{J
zoPVLolI{HOOZSA^&kusO+6rWHNZl*SZ^WL8no;0rRkEy)j6WE36-sAP1KHA$(R9Xu
zk^DV$EK)-z6>5|2Fm+1H`y9MmvVrubJ>k*LJUl$9$UL)P7HmSxZv(3PLh8VKt;Hhi
zp4tH)u%S}y%%Xi53RT@GFZ7Zj)BHY!?+ITV!3(o44Z+Md>*yi78k$j?QyX>*9|1!k
z&3C9i5R34m{%{-hBx6zqx(Js$kta>5ar_Nd_O%9ODSZE51_Oo%Y3CcO9X@=RFgeNH
zZXXlw>v%b4k04GMO3Faa<Mi?IDQGvlfB&rt8+Dn-T<Juu<i+y$uMgC}26KeZMh$x-
zR5KG260CsHXDWIAf`E+HB)n@C7z1!j5+)3F_h`u4c5B|7YJ$O9R$$;g%EH38b^@EG
zq>~_=-+35Jh)c<$Hc=87DJI!@Fm$-j6g1RU*4EW28U{vx;pOH&W!CBS+bmNscdDag
zB+@YKACiL70VeN4uWgsIUDEaxj5s+)?d&*KIrFil_GH+dOE5JrbC)<FD*{#B+6Sk>
zejwtt<ph?RbeNgt7s@7mzW40v($eK|r8O8R(*we6_58}M^Dyo2I+2*~v-8~8?dLIb
zTMDe~_`3WY(-e*6&QgnD4>KAok8sxg4^&ygdOhvKIbmdCBKYeF>2uAl4-Ae=>mk5M
zK92MYlZKw2*b#tc%@a%W^4jQGSRUvWnEJoPWl{kKg7|Xi1HATPaYcQw9|QnSz6O@!
zAx1+xzY$nTw>%;<R=%5sow(N;le%_qvRX^W$l?<W2P`*o8FKDB@vvf5`&)^MHr59j
z(Q?V>AsQ`CK}mV?kLUY5FE0&fg#vbA{M>olOqBchP&~M=>?`22l9x?-??DzH9}lZg
z#py2ZBR^{r;@)}tFy6S`x$(N&dxeTIHXRu$^*%A$`t>&P;UHngMg0sE_AWr|R(cK4
z9QPT1`0s9hO-39jz~DDW<Y~w#nMPbKm_KWqPL$1QY#e=yaymF4JMJ+|P^g1JVoL%P
zwzPoXG(`nF1RUOnY)@$eE>q;m!?6wNi+6<+3hG2QUIlr6_oX9$Vhu=%XEhP1gr^-!
zwXrac&gb}q*hG*1<3$wA9RLryT31&W7<D+;MvxJYLtu{z>aYE@VOCLLdA@3I&q&P-
z>YN=&az;H{pJYz&q5nD?d&zU-!v=x2J{np9?JwKR_}v^BVn};w*2!d$(O8yq<b<`h
zv5XsJC;PIKy{{qHu5L;e<ZzRp{q~O5oS_T9+I#99EK&rvTz7_r^uhX2nGD4YZ~<iG
z!ENJQo`CFIw{6SK8?raRaX)VbTBf5XPrh9nR}KyoTey-1EsBV|yu6K36$#X%_^JtG
zh6`*-hb7%tCLcz_Y_V$z7?u~)FR!v4uJA=hD#oyGA}(aagrI$btmhV<aWN@JeK8ua
zjxt}F)7QgRjLDWpVqpxUP*TP;mmA6L*Vi2Q9AAL>g3$+=FKOHVQIT(qEXy879f2b`
z@XCD9Ql0c|&zKig6Ld0nP^ed_6A?-%C4Ll&MTq%C#|uKifRVk&xR-d$@%h5i{WDuh
zO@U)>Vi)kjY6ir`TT<XYj?}%^tn1{nKc-=3;qG2<#}{E?*#J)ow(f@=QAEFS0e9C#
z=D{+Mt)CZ@y%yp`1;zA5?im~L^a#x({5<(+!cQo=zCrp1O41LUukCStN4#K%tYc(i
z%#W=%BUM*d*K+&-phi#gYu>3f9Qx{4r5gqYs$g>-I_JF*sFal35W76GhRm8f3Ld9}
zmyOe&(p4>&y}vVv-E6Fe=M}7XSiUJN<B*O;FU^-S*xaC$4%6KO!{MHB@bR_YfkZ9J
ze-nNWm_I!Bj?=T#U@_73=y4)%`5e;=G;SMEpd3>*g<(3($P5?;*)$mhLj3c^qvYAi
zNh>D6JdVJqz4FwY9F<wM$ZD8z<1wTmsQV$sktYW9uif<Y^rr^4&PE%W0u5TrqcF2o
zikEl##eBSH`InEQK9o9_5#p`y*{)S4IrtBmG*}Pe%m2eLR`~7z-6Yq~r(VB$b>q&R
zQ^?e}#OPU=c{(#YYYpwlMn*D`hUPmLn7-oSDOEAvJMJ*-;5|1{DU?M81Sr`6NQu&Z
zZ<w=|MNXE0jFk0#Iq0(sbFegIyAa+sETbZzWIEW{$yJi2NFw87Ut~bf4P2`{;^NT}
z5fR8~(0H6o<bWCSGXe}Gxefj=M2wo47-C2+SJ=6CKiM4$$eEF|w4Suc^ch({HJ?c&
z67uq>kS9HiT59B6fhxZyjL|GDE9>6JXeb9=^_3ylVGa|rP8OCulw?d90F4c1s|u6Z
z3K|?5Y623v=Po!Vk=;DhlU&Xbc_!q#LRkgA{+E-F9=`qmABp>a_!QtH{yU8Kl-H&Y
Y$>yb;Fn6s7{1KUoqWYEhm+w6O5B5DgiU0rr

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/red_clover_synthesised.csv b/modelling/data/abingdon-all/seasonal/red_clover_synthesised.csv
new file mode 100644
index 0000000..6a119d6
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_clover_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,3.1638427200000003e-10,7.912397650966996e-09
+2,0,1.031633218e-06,2.5799930569123618e-05
+3,0,0.00212239616,0.05307862582627171
+4,2,0.33651084,8.415739389032998
+5,32,1.1920075,29.81070229349151
+6,37,1.485204,37.14320110326718
+7,19,0.8975002999999999,22.445424421926297
+8,15,0.3720622,9.304836990422876
+9,9,0.2402454,6.008254223887672
+10,3,0.12216011,3.0550803341003934
+11,2,0.014227061,0.35580202304292846
+12,0,8.737131909999999e-06,0.0002185053686893537
diff --git a/modelling/data/abingdon-all/seasonal/red_clover_synthesised.png b/modelling/data/abingdon-all/seasonal/red_clover_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..7190658f0d2b9233738c26b57dc9e4dc0fadaab6
GIT binary patch
literal 77932
zcmd43cT`ht_bnPhupr`V0R;uDpfr`<!GZ-Tf|P`+ln4PLgbo40_KFB95Rk4&lTPR@
zpdv^~s0kr7r345NY6677ed70x-?@L>JH{F3uahwx>=DAVv-h+1T64`gm#>WtZ}IOJ
z-VcF5`0w1lVFH2h=s_S{3wwFNJCAZZ+`tbt@0*t1rbuURzlUB<5QB%_Pu!5+ZZ40+
zeVx2eE=Uh~*(;Z2Ri(urdwV}YsmaN?|Ia66kzR1Q3wpg!u*$wCx1lHqMCdT*-!6Ds
zj|pTK1ajww?gRhixnUk}Yp2bYCA<7PlrIZ~eL2}&?w&G7bARJYt7Q13Yo|-w|I9zy
zku7{7ECZ8-eR^P$xv=1|w2?+Nq<5S%=xIIo(Xk;7HPx}k!m~!I<yShS{t=CCISbCq
zdF?&>J~QP%hY*OQ%WgezX3p#RDXxtF96`Pv47>l|!-uaLCI55ywD`LH(f=Ik44l5q
zxl7<BK6mIi&wmaN`R<M6`p@BB_5bUZ-5Y=)6`I|+@qDG&<sH3sHr_5|ss2`5M6aQG
z=N<YHBaKg`=?W_Y%dL1sfH^UiQ4SrX3cx=tl85u5^3*MQJ<~QfSqyS$lXH;~HeOz(
zdXdLJ@yXR08zd^+Z;m)-R_<z6jvyIU4tc!^+1`NP-F5!a&&U%s8&gRs2)WazbxTT0
zT!*Sk4j(z<GyYatO*>WDZQzhe=0n{pL5tZsWDCI}oN>7y-F7tSd)D{vHIf~jPlH!$
zPM)ZRkZV|f^j28$u4wcvr{QoOzSXYl0=aNP>Q}4E!b=Zw#)6|Ck2cg7)-I?SBwW^Y
zadF8^xd+iXanxpT9|RJMjJaUo6|#sNs_L%HzZ-Yy?wvc`J(>C`ElJ3R+!cbhomj~F
zCs$%V^y|#c4acxB)<Uh(_g4Z;87$;lxodx!L(4(x=DoXjdur(ow5`^InS(ctv^Ku1
zxRvu1FiZm;h9xPv59XK`z%J1v0@+Yes4X<LsXhGDLeO`v=a_ia+y}WIV*Dndj*eek
zNrfrrk<yJG(cqG<(Q!KsKi`T_cmHWm<lb{|nrMaWZ+(9jy~{R;ZfU#<4q>H^uUFQ`
zo(c4oI_aagmRe@}^DJB>L?Fg5jUA3cjNP<YbMkBS(b0|W(c*{K>(_`@gY`j`jCl&R
z?@YOvJaZ(d=yOKK+I;2cS3mm5U;|qHe0X}$#$-HN_hR17H3|}^N=mnhX4D0)xz@88
z6g7I?%F$!TZtjbP@Hq~Mo%I_DfL9afpKU`iw=fnMxa9G?htu2pENr0#;{{fgo1z|#
zU4@D(oyw!rGudh8P%NAvn&RDaXLBOPD0!n@4rh(q-ppG`E%9O0x%6J3*51rEOeu5i
zzhsc6RbLjv50P}pxw0Q3Dagp^aE-{y&dzgaiP~Ih5ySR9zT!@)@ZsWxr=crk>sL(*
ztgB5dYy&bw)_?E0%cJX19%&mma~?j(Wi;Lrt?isN)tRI&Q0pv{19`&!lwT?w$JlV~
zoL2W+nA`ngG=O@Fy^^-`0P59mX5rHP`6fOsTkzzmtB$Q#C<>3ebd-m^V^H*M+zv~7
z^8*j$=y64m7n=Ww?X15#D5f>1Ff5`OxOzpmTgN=FuR>W+hrLNFTG3!c9Ft1UiUFbN
z6@~27FUTDRUjjAU;#vSRB_2Gbmg6<qh7Vyp`x?Ytz%N6w&XYAoneeW3UBdzkN>Sk2
ztlDI(>FQ4rq@<$aS`~M@B@Pba;&X3wx+1e|Qc3*Z{;86gFz!858-WFakrcn7*o&r7
zP^5vU%ubE({H%gp<eN99Zv<tM#ojP7uF9EHrU;?iSkv)V+oZ`Ee&wOD-MM^H$BSqn
za8ZoPRZBZBB0Ic33x!v`C0Dl?ZrUr0^IaI4sWU`%-xNCK7eq@V#Jzw2`%6>L`VfjR
zS)JCuj-Ah^-$rbI>>U&Ht=HJuS}`pCR(M^iNFJ|p{fLBNNBNEp3G94ordU&5V!zb}
zG+n&ddS^9Tdt>>uGNyrK7dosOuQ*y!S7cF?YMN!9r>-n`ufnTj(1x-7@9Wo|BP$*|
zp<vHty2kVwuiAFDnc8p>{a2?5HRR$8-SIZQA7e<>B@LDZ7i#KB<KyEgS$%@%YN)9}
zWg+ZM4LcmqJL%&NMP#(tun);*u);lQf1V`CE`-<4tLR9Ol5YxBb)ekI$&(0$yDU%q
zf-W=SENnd&(2R!C`8iPyI6nDguS1La$eQ_puJ2WO`IMmTVZYJ&vg1!i>E^`j)WEMt
zrrUByZ@2GZo&E0A8%BTI7~Dn}(>HHlE(&Gm(N~&8mDu3<oPsgPc35{fDIv4D@Dy!N
zud52i*}$w_zZQ3#6<h|xsO~E#9CBcaFjH3s9HJ+WALVzPd_r-rRApm?o)3@9Ja*e~
zWC{oIGoVN+79pXI=zqjKtDfd#`c6o{(w+3xEbk=AC`rk{!VX=YsN_C7Q9W7T|0IM#
zhWjjzHJxPc3&v5>Ld>lykfROwpqIK?ko0#N5Xf#ah)B)%@81(oBv3)j5=dHm4xU^*
zckY}DD>-y~14=A_Vt+zCqK&lKeU&!B!FAb>nj;!~6kYok&z(Pi3N;t7G8OREqG*94
zd+Ac!$LN3mU6iR^sG&uX>5IR=r#3y?!>TB`6?e(3bdFT(ha@Zv*G7|>eWpe}L~W3!
zQ)7&@$RDGkq8KSmYFa2GQdDygYWwLL524Ve)~ho~BGvyJxe%NqwWFg$ns&h;aU$2e
zAW=^9%9SgrZE;epsrdnrCPSiH%Io%b2(|0Cn=*YkSKZ)a&bwjOM_L1k#`)I@Nb4It
zlUmX{%Lo=@zJV<oF!7I(uIBdoIKBboDXj}T+-tM_?c@cc&`nd!q(PFB4+gi~Ce`4c
zpUh<!V{-(FWBX#*3k@s}qv0AKG{q81u4CQ4cW>1lvGLo3*=wY|5#>%lR=Y6d!!N9`
z=r&Y!rDe6qrk2?I>G~^am#?sLS4=Pt<lksAa%Y>Jice98lL>{t8dqSV6AaOkE&kZl
z)CE=692T2Q>iI`RB*_VCsI@trAx$BBk7<5e9tRI;yXPqQ9!l*Em{*>jo_KHe=9(r*
z$cCv@*+QD!qHvi;JAT1tL9-*JqRx*Vv#<rK_{<$cLq;-qq#Ky<vHEW#aFBwvrq=1;
zN(!A4dNtKp^=B3bI}qB+1gsqjtcY4@4&&rgqXJlYFlE4dEa*FtO5K_QYyI*PDA(B6
zArv%f@bT(-LRsiqzeTE=&+Pj0l|{AEpj<TX<PVvmZ`<ckOhTTUNA0}QsH*SWfM>_1
z@z#MWY!;JQ&lC{Vn7$~@+(wW*eL>n=OZFXffi{R(+U^edslC|9-7@Fb#3Q6an`7yE
z%wfN2QQXv7`Fyb;?F@}#?O47cehpxE@S3WXS8<F%gyu6|ey^-~7AEeQCUsS97bM^;
zz+QW6Kn4E6oE!;>q{g$(kA{eU$;_Nw=k5zR=QG>)OWxt<fzfCIK5qq=o*z&oK`>{Z
z_tZzY8m-2MHuX^pT_aZ&_u<1IXhU!{^@Wh_q6Tva)$)Zpn^)w^Ky-h8K^>3QX3SA4
z3DA&<)_(}k_Z>-|tl0jbFZ)Yz+M%dfl;P0K_Qav6h7$IVb@wxGO^P7v-Xj`7U27vx
zm9&Vqmj*Y5^E9MK^Nb71+0N~b>i{R#s2mNcm6N=RAm&T6V4^%zWaelny*++3gw?t4
z9nZF<Y-{x3=Q>%|>1p16PRtXs43bK>{w;^Rs4q<BQVH-3O@|e?+9Gr<#k<)}uDUJB
zme8tzI8FBj0aSa;OMa2SpV4CUI|c?mL>Zf!zI}zYq=@>TbIV5#96Yc+5FlGKeTMMi
zynZmLnn!X-hpb4lMs;ip`ah;r6ktcVcm$<Oy%aE6@wS1#gcgr0xmjY+I~#=1&FzHa
z>c06%ZPpTUlG(IJ?Bo$?ywv5*-><~f+GQj+0BBJSO*~$!Rq0NdI-%@g9kpwpltr!Y
zTwv&8)1DLrkx}w$a^>CW>%qH3f<ku>7C(H39U|@-v71x0Y%IH<p$8oi;4zD($>GB8
z>!%G109g6EmNY<H7^$ztHh`L$s!p%#y_gL?382d4Tbm*os|xRmnci%p*SvZ%qeV5d
zmk2_3!S5%Hj!L1_i+GmZaR9*;=}<f98>AvTx)ce(p`a|olvyj~fMrJsl}TF)dB=FK
z2CkkeO&?<AqeGyL-CVOCPbw9-G8iL%qa<H6T<B}sX-wz>`$Ex}!+q|I1;2xQ+uKas
z&e};e?^bAoQ@bGHt@6mUeh`CjMR^RdYf&?ZG2w5^$}e@7Zmn_c|0+$}UWyJ?p-Crf
z4<d>-3eiDEgKLB32#Zla!P-5O52i5M=CTZSGuz`4U4-Qz3^BgUX&Q8y;3UJ$XJ;x0
zT~s}}r5TphUQSWkIv{FhcHb(+ig`1}e^&ewo$wA_Cr6iWm5Mbl2ney3l8><N(~0>X
z)%`r8bj5-OqPK^(!0!20sLp(e@v=s`_(o$vW|yYnRmKm%H%7M^mDbU8;@#@?KX0(o
zp&+B8wfD-<!3kc5DTeKbQL>AR+SyG3-}XuPhyQXt%uB?Vh_wrfmx+&-x%37%)eTuL
zQW&*c%k3y@<Sq&3D>o1Aj`>?<BKaM*8C?Y*AJ0g;+OMvHygAiURwA}tF)|_$7OIf|
zN@|;sKk8Wp8LHD$kRnut>tC#x1Z5wm$@AXIzOUf7Z@Wz81j~{USfE!l4-ab^vTPiv
zs0J0^O9Sq~jDNu=q^3BtU*yN7*|qqz#>XC{=wW?sLW=2pi&*GZcjd?e;{37WnxcF^
z$sxXJ<=S7CgYa9aqpmu&VFtBSC!yn)apO_yUYa-_F)Ybd(U(q;v3nzbd3O86*huBv
z!!#c9i&^;XF+~=r@9m~1!@5U9cZU6<h89kEjP)%9gptw=Y88`E6w-oSMFS|dP>hw<
zfS9|l7{1^_2~WyA;W%XnG!=xk#F8L2Nc!|N!0Cs)YklXJ4Xkh$8&2$?N$*G<V*KM2
zHJ>QxNTH27zo^E*$8B({u=&^!%}$Jr)pCkprNDI>vTM_@{q<U=Gx|ym`q9*n&0LYo
z_Bw^s>ZwFTGF;@2a<&#(Yisd3mArZ2z+866W*G}Wv1HwgqW)uH*3qH!<s>zNQhMB4
z=9Je;>*jrIT|0i$vaC)v|67A>Wqy7%{`#wf7cKKo&MR7d{OCg?s=5?6NU~OE##fsk
zvv=Xsw6$B<1$4EQ4QiS?TF;qow~`U9<&{-XR6jJZ=7P3yhNC@US_wRSf;l;yihEN}
zly!`7>eFBkg1tKBT@P*@+i)j9wR+-%ezMlZ`8A32=a0>><Aj+0M7l!=R4kE^I49}_
z+6OTv`_Otw`M?T5`xq*F^2ZUQ)nU84<D2aQGz6KqsJ+ms9n-+H#D%bvxA$VP+ZqMP
zW_z1wO^?`DtpWz>?MLbYbTupDYWWQ(Ftx)grPyUJ`ZKb&1s8i#F7#Ikascef=nS=2
z+Pdm;%eGat`Gbo+2r@`UF(J%{E+s*4)w_~y9LRfY_fHbuH4=7&6<u>ws^|ey<D8vO
zC2JykzT9b;B#PxwsJSetpyc`U&3^9HX)nT@JT@M4?}FL&s+NR&oexPO`SI1lC)NVE
zA+6egQh0i``PA(*MLvx0T2C6IK*QV>P@!u-w`Z;hw>^8{K%9`s(I)=mJlkU(+r?sU
zJkrlfFrF#MRg7>6{p2s?Irw~h+aDF0>}-_AZ~KUQXab|fT5^&u9@`!$8?VvsS&2z|
zaesj1#BF5xq&?iNK5(rkuc%@6fUQYiV_1o9ka>}90kUD^=ROGRX=}*Snx<>|F+7h(
zf>$~n7@7c#q>vo6{k1`dDNO^-dPaQ^Q;nNFaWuh;O#Ahgf4B4gt2qyJ3FE0}SpjZ~
zN12=DP3B&;m|0R0UF6WY#X!GNJ9BdjYtI))B7cc$$nF){+j?r?2bccYTTvY-`|?KS
z_Xad8ne>r@DBhJ*njPAisMxS2S;)M8zX-Qgj7EvrxAJmb1+7)9C;GvISbB8s5byLw
zSzqm9U5uN(qLeyc7w^F@j?adxxTkqc?W-vev+5FNLkTN;-t-+andj7S*q&!gBlx%I
zg9Bqm3*Q$^!$M;R;Hm7~`xve35tKPHHU-W?$!BYSh~x=&7td;(w^@M4PdYGYf53h6
z(mEpjRLy(3>*NZXMaL0VYMTKHOQQPm1<BRw`ayKMIqc4E8+)1VA=i+pbC(l7SQ(fy
zZ{4+}x%EvpihWW_tYWX1q~rDF>L(&C-LwzOyjxr!kEW`aREqpd#)XDr#FEKkzkdC~
z`&RS7P+!rQ6swGLL6B}PNru{7OEiy}*Ihe?*blN;Sio#nca%%O(FC}vC!+G0`9s_I
ze!()G1fC;q3XUTG422}a=8ubXQ=;N}CHps=%1_G-F#f!eb8U;gh>x}qc}vlYsStlT
z`KJG1r!9)WrLge0h0JZC6j)P|p2KqsHO|}Q^@yr;Gr+w?Jvu0Aj=JxF+Thv;(wZa5
zia{H;t(;7oeBXbjcC|-8Wf?JCQ@&6&9wl9_zw({yrP3v=jTmV5yrYn$-2S18?n2Nx
zP#qYacF*by>w4(CZ0SQYUfjrLc8Fx#TD;gsb;I3R;SRa>pjrV6qCz-;@#<fmT<P10
zChMRo-8_4uxF5l$%S&KL!q|nH_ttfRs8Nn+4R;}EtVAAhtRUdJGj54tjU+=~?he@&
zvd|&RwAb~BtqYgN*AHhWDkB#r0vH69O2OQ6K~F>@oZwfRy3*#y43um0<AdmI|J}2c
zel1UO^!8Swx?kanThn>gCn0IZ_aBJ|VB&uOi1BunAB;BR8_-zmGc|;?gnNb!U3iA9
zTY5>~1Gg1Gh{jtP<ZtmFvM7K}<{2DbA8&J=fZAWqUWJZ{YtLYBVVyf4eAvHIGc;&r
z&fVhb43n{w63g4SJ{fPP)-ngGd{ooix8n3Sr;r214;vualLb~*5?vg?uv<8vH&1a`
zNlDXZ_5pm5KN+JK*69#04gFArnBg>NUI*H7AlJ=|?rc{cS;sPyeLgLM_tnGX5Layv
zg|caODTpy}9^b@R*r7((1B0v%*H2J+VxvwBOE`bZHe^)bQ@S|GF2H*f%~VwskU7M_
ztJ77&?(@Ou10~;Q?ly^f7*LHbVvXTxs>FhC-vzYu|2eCtvg=;0A33NtKltSU6~~f@
zVbzQG4T$M3z^(03fh_rf?XC9Q6KMMePFJ_lwqh5uk=ZpW1A%OCXwgI7VFtZFqfR9i
zq4SlpDX-$!o(Wmj${5@3y5g5IpJa-2^e|B1bA%cc>^pKH2ekWm0Z-QN$K?vv9-*je
zMF+ktK^fS3;!v%2alSJJkOnCZsFlW5sC#NS@k?o)XXt}T32pslpXy5%g>zduWjX`P
zlkF+#32`Zk2HuDdyh)iY^AcU*!DOgRh3+$6r(DHZEx>mT2gKeCLrV!x23Ceh?=UKH
zs=B-Q4qEP%dT0j#hR-kYr_ghrAJXZr?3%%#-kR1YEUvNzzB!{eb48yn&j{oPm?hI+
z0q!faxn8KYd>r*C)cR;FPelvh>}W5WT)E+NYH#@Mn=_cxxXDxtd3K|ZQvoKGUE<w#
zF<T|glf09>cam_Zc1n8qXM@o0+KMOkP|>0{ynbjyCpxcILFhOKTYRjLy)rjg0b5~6
z-1j}dG0X*dr~MZR!qNZKaMxS*4sLC=Rwh1F8jGq13>|7%Hru(3Oagt*Mba)uYe9Q#
z78!H^tZq7SOWs3=u(@AqpU1l{Ubo_HkpDJcW9^gIsuNO@wD?X2v*s&#)Z!KIS7@l&
zhQMSfA3|)ZOQxdCDWuJR6~nk6?ta7Ws-%6Z;_jYM+8e_&m9LaU8GY<Y6!c-el`a%U
zne%nH8@iTzJ!{%NJ~Lcf8DnG~By-%!IrNdG_+UMQJDMtsz4~iJXl%(6Wyy?={S%^n
zbZt|L-=n|-arfkapHun?dFP|+RpwHC{1vbQa`FJ^^Pald<KDdpK<>t{qP4dZXuclW
zJ?44+jEjiW;N?4ZX_zq5lbq0(mdYnRx`t~Sf5}zWMvs>y&UtL2C@rwvRZYXmo78gc
zXG38tL)tq-a2irITibs)xRQ3MNLvH~InUwn(=7)c7n-wvh1|BnlImR91JR|~X(59a
zl+|!P*;XGbkuPVn9iWT-;g>HIkKRS-C6EL%8{a?Y4t-o3R;azbepbJ;EZNdskZ<$Y
z3;r(qrbBu6U79X3TjJh6NHKj!N{qL%%blW!?yx)&Zcg;<&d#&6AldB3avojjqBmdD
zi=-+W^%=`;?!}SGmgI@G@nNSK6f1p>SYQ=Ju`F;9`7{*L1rr@C_pj59k7zrk(Cn%z
zB;;p&M#OE--@pQErymgak%u+3>)NuF^NVWUxrX0SbsnAAXlBTPV17Y=-#xc~&2N|b
zFFhJ%XQqb-u;Y0BCfxY6VDrOs`AVPJC1we<LH<o@U-sAG+W8R-X}j=So$}n!0=g?P
z*~(Z`ohHyjtPU$IZPk)6)Y@=_Z+71jlaWt5&1m_^-|Cd#p0riBldm4Jb<oy1P4_2P
z8nS-PJc^>h7;wO2+3({i5SxXxP;=8hn0%GuEfnIPhXtn6_O8qmwDB!}=0U$kb%@TD
zWeCLhp4RrdgAu6pW|K<_u6?a53<@%cF-IP^!nu*J641<H>g%W|-wMFdzJRx5WLi$b
z0cgMn20bW%_4j7#3lTa#%BT2z{P;2TPRxY>4i%OUnEev?XagF`C?DSjEbl7#NJ|U`
zGi9Y5x*be#$xfM?vjA-rhjS`TX1)~hctX5+<A(nN5H$#ZSqr9ph>6hz4JC7HttfP@
zFCW^Aefa&QG%Gc5HW%Ljg3`ZX1p#O_yw-57AG3Z01o1=-``ZgX&84L!yf5IX*CNHV
zM^Jz)7~Om;q8zBTKE_Qr0Z;y24df5(93sHc=@Cl_LF`xo=~gAcC1i)~XVemPO0)l~
z*-Ga3<&xt4%Qc*6Cj?Mas9)4C8_D3b0kxmK<-Q|TSaoKUs{Lf_Db|QoXrswth)ow}
zW@hj;k&y=opx9^{X)Ha@Hp#q;_ci<aV99N;>>_Erp2KdD9!6VvRG$aHhBU=NHZ&!Y
zjb94(ttOn5Z6pRCPS<^=@#^5IHqV{3&~0*jYF!m&fI(hqZ5u*IlMzGJsBC0?JrcJu
zB|-pn!MF>!$rv<;Qm>{J)+RfMYWR0m4lOT&0<)Te`t#%UMqsq%1|^7q7xKpyGqdZX
z=h=^0Z;xL&(;ni>U(5VpTOX*plAD{`u*TR%0~JW)_3PJoPcFdF;bY#t8=FHg<3Y!-
z+CHzj1ZdcRL<N@*lWgNdO;y{{(QYY|P~F0m@S*7C8bd(x(em@`a1AJ&Pp@_m!;SDu
zB5f`gkOYOyh`K@pW);7P(&`q#Vum4A%nB?)i*iIngf^6f(vP2q)8;n$>ME(sE#GL*
z_Hxh!rMmQHZ4eDo)cSitLk3T&*Q!mMVpPYH*jI{zecB6)wSNt<=T8P~0E#G>x&dOg
zy#xO5@Ux+-#Y{F}lxIF_1bAVXYaFr_NM)(nR+S!jUpd^CSHsHaLT*LjwHN#GnuL1X
zAoEaAy~p5u!}}x<O6n|%uP?HMI>&5H)}jtMP&E77nw&^W;Krx8&#^iH-M@b;WDn%%
z0U$`~l$44+1l(im;oGH+`qtLg7$<5nDhdv6g{tV;#XZv?pUv{w4+y9!C)f+H{+Z%c
z@ERnE3g(oHRWAsfVBYGU?#_r-Mc%!87bA9SK{XGMy00T6J4!WJ(No`c>)`+sAl*_X
z_O-=9dxX}X7eBcMO|Jl)0W>O(eXF3PZvWPA*MOPr+Z7rWI*ymQGI#=PJRq&;0b230
z*RzL=VzD+=o-UMww(l?m&7g^2xNxC;8IXr6+I1_BcI{HObP(V>cnog83Lb&gl=dD(
zlel^o&%I~Ijw=dA(m*jminOC@wWN)O5^e!%vTbRNXW>YKHltWurxXOlA6Y*!-|ab<
zV*6T=8+@yvC1ouLc!ZEyO<ZnaEN%8`uPSdeS0#45ihh=FZ^H^+{l)%AJmZ^E^Nl$?
zu3YVn3!@$<NCj4;6(B8A1B+T|gJn#^vGPY7bW9pgwTxuEMU8ahsj4EL4{oe>*;;8k
zsxoeC`3+q_D9AF9tJjf)GITP*aAo}D+OBYq7S(L)0}+4(Pfy~cd}G!;N`=MT%W`WC
z(Z);dFc*fCCPN%Z$)}VTtpzj|8$Ekfo{Tk0&-eoxa(QTkt2J6{^D$<{GQ_F@j<c}b
z*nI}DnoYM%1Hm?PG`QdlQ>$JTT6<UGX)F2JBZexv9EGZvMD!a)QxBLw(NLN#TRZ)@
zv+t{U!K^}MnFGw!USxP+Ub(}G=GG;IutlInVLRDGh0es%a^&d9OiM>%JD_IQ6Hw42
z_6Q7<qx@w&sdOXv%tUuGD#MQFpZKg;j@5lQq$T|38?Wo$j%UewWu3XWt0KwMfFpgv
zn^)Z3SOCpceCPp0%)*9ESB@Tu&mobaw$<E&mYXtiGDhx=QL3n^93ai!3^CwA+Yn!b
zDZVOm&LcY3gY-0r3&r&kKJm9X6@Bl)px<HY2Cld*iqZu7Z1ea(I2QFLM!~dz@^BlF
zJ%#c*@AyAIr2cxN_}eGRAM+z!-~1(!Croj?lJw}TAEohBi-^LPbhqNOv|i7N*7t@x
zwG3O;;Pv9(<lfEGr!Lz+joFEjFv6Fnt(|paA5RUK`e-N?Sy9ig_2{g=70QZ+D-lQU
zZU9LVuVdwlE1qf)B$Q7LVzl(*`KO&b{ZOun$Y+{l_Rqwe!8OG2$pKbV4XXIUZ}V;9
z$sxUZ0={Ok7}1_MFvz0VzIr==rl$C*4f7qX2>oSm7n=D=KVH^Q`?JT0CG#AyZeSs8
zWvUakkon?az!lWgy=*CN_0&_!r%yM1tYj@LErdmDEdLvW^p(RBjs_VG1f9)xUaD3F
zok_|+l!Bc{wQ!j5Tq1U6kEnkmR4Bs9#291Y4CHDk?=`+P053;j@;*TVuz&&8d02_o
zuYwMlx4v35fuRQOqZ1)+F6FEkpVN=hsJ`=LYAw29KqrXE^AoTkp+n=lm69r1A1295
zHJ-%_yQJy)Mm|COm{DJ&VuBiNvvJ`*L-Yyj9FRlP_P&V{9A5%fiMC@j?%r^S(sIq3
zwq-K69LGH&sny3ZK}bRXCepp1_v=COGuglI+y1pdEW3az*YG}t0~xY&mB1f7Eq$G}
z3VyacWCs-j{b{DQYg4=|<aB|yIxSiN{6dF(<1MgYJRL9AwNXNj%pHjIoXLz=d**fM
zD93HlrsVp+tQLRI4c>(OpBgZZ0Gq&GWgri6q@2DlcVc=B|Lg8J)Z;rpn3<{>H2X%b
zVee*1?iJWKX~{$kCTsc9*|XmR#LJ9jKfU(aXArCZ__Ou3Ba?>{CF8qpR6oDac3$EB
ze}47bSQg}n9sn~UCI|YC%RKZj=)U<zFjr#`RM!>jJo5r@I<Eh%bxx^yOIA3T0z&cc
z>;Ke-V(9H6@t+kOCzt$_Z>h8a?QJ=-OQ-sIR_O!TfByLge>V2NwifZ-j*gCx0qjr%
z_`}51^jKj}Z*K~`o$vWUaEWo{Ub)7f!Ve!l`~d50aP#KPIA5>-nqUs?*X>@Tk)%{r
zp}%F1hM!jv1UIJ*R{bR_OHFqOl-yhZ-!fA}{=1RJZPLc}y7&1G_Z3)K#7SA0J39Iw
z<of_HoJPx!AF;kBhn|Al?38QG(P*DeSGZG>St-NJ*}h!UuP&V230^uEu~REQ!#|tl
znVYGgxWD}tK7P;)?93(o$-^g3%+%uCN9xGc^f+I8g;f+k=P#amb?`#HSVzkfKSPXD
z&9nm3uq;~_fvdOv<MerIa`gCdNxt$1NV+5!9rZt+p7iHS7XRIY|4&!YwLzeQt^o>D
z^2(L_z_4Kf>@ody0Vo^4VV^`TbYK*VBZ@`*`)?NjZ~7YbPGo=-{!CCnVX_;%vn%4%
zf9*$yN<+4mZUGC*U5?-6$iy6}C`}evVa#$(Zi)pjhH-%Ua1gy7?4R`f7cNPM&-&_r
zpF4+x9`RFkMVF*P?%$X_o$IBT3$@Fol$!*n^cbFkjH&pZyxk4Q5)nTWht(236s`|E
zUh}wbdi{t<p6@lc+moaDP;4I{uQD?;XL7SsdpHz9Lc;OU&0N#$*$An^E};A#J9aD+
zs4gWBdim1b{@S6QZrxEogJ!)`pdYy?Z*Yu@RIm-*oYXcU<$YO6jeGQ`)eN%t$}g7_
zfy?bTg=5O@yPQasre)<1<UZ7vCXFq;U0Z+3h<Nkb#AU@_!_ai2ukS(j2{z!H13Q$^
zEJi;N%ZfaPYi0oTK?G`2U#%bA<c{3a(pP^oNvoalYDSZx!F|4nsaA|cy#!jJwN?`%
z{w4e~sb1dnEZjrog5+%J<XL#3Uj=qvp8~|Vyz}~)9KaR?PQ1V6H4J(K-x{C{B<suq
zHZOKuNesREzQ&JU2&Cm)!xS~cMxWj+gBCY<%Q`@nDNg}M=5tI)C>t1fX!%%t52C0Z
zGtL0SXCDXmucBQkR)Ny*g4P#*Yp^ug96OA-$F*zWAP;1L5~)H1?vFSc0zDaLk?g*J
z+u4?G@9phf1748nFENH*HOGs!ENi`IK7&3)mF89YxciKa*RS)2H8T9fn@vAnA3<p<
z8;kzKNxO|pP=jtC)3_BQ7i~DZCb#Fut6$(&p9alXBA)unojDQz#%!=*dlNw=yN2;9
zr4fFaS=dZ!Sj~6Oq2D$ve&eeFI_ohpG5V?j40K7^NE5!h9zfr2uMp5$Pv=zn&QwjS
z6m>shV;FaTjSoV`vRH?py%UUapV#mmkt(X|aal%&-9|7%r@KyPYxe=s$L3bl#MZ6f
z@&t_xL}9hwu}crS0Eox|KC|xJHDJ@Q>P%KO1-Y-yQ=4y4SU;m3?}=BXP6J>~;xIcT
zA0S8}K>Jq%bZp?yNq1QOVVmZz{P5dufDc;lJUi9WqaC<9t+663Y4kVah$Ht@{Br1|
zp1*k#Zt7PLUuYR=xV;OK>A?zf%-#srjl45Bwt5qmI7LXKYfx^lw)B=b+>&UmLXK(y
z2gHT;8o+@~14_7uL(BIql#PAjQIL@g1Z91*Lf_EP*VPd=e<v^3RTnT58{h(6Kt<nN
z{4Rh!N!pYzABW0x9g{Mj1{McmmFIYw*W}${?_LALr@dTXR7)E3Px%4!3I0lcQC}mZ
zC`DPF4}(v*@_k<_>`?z&Be#GGwPCKby$pD;B!=yRmtMpi<nta}<%nVqHIgd+i|L|4
zb5~@ntGezy<I%T6ubI_vZ_-*ik?D2foYeQUu9L0vPqkti;RTkREYJ#t>^;oqJg@%2
zJf~$3uAseqBiO@@C6HAlv#L7(&_y-^gt{sLnDw+4D!RM74P%~QQB=G%?d8E!v%B}&
zn6vtL5v9&+f(k<%u{Idk8GvQ(KG+SA#8w=lkOrMLL=85O<WR0@A)7PVz#fu{OyPMf
z)9BhRE&j2-BCDj4lQ;r9mg~4OJlya5iD1zz-+Iss8=`gqg0%oCdaVEpp#u~;|D`37
zTpO}6DI{ZCXDI_Kd%~3wmQQrCHP{GSe%TZc()7FRJ~PwOgJrQsxp^1zzFib}R|`3`
zn-$aBzwwK%uOMf);gY!`nZFU8mhtu2iU*h7VOfCO9Wec%k#`Bv3fb}>ZDkOdIf_zg
z%E(mFkoAYdUhOi5i<c#UoWo;Z@T+F+W@5_Pk_$Q!<_9rPDgy=tDACTl`=+WWiK|p1
zEx0s<HLpxP8K!t0wLcQ}PF_aF07OPA3O^^Ug0R_TSzwH~grwa2c(oa-?7wJ#^X4h_
zR?Os!{(C&%c5$3!;1WQ)7e5^WfmAi=V*vp=?)-26*bo*TEpG!J18Eu{G7`tN0M&s?
zE%;bRV>3tnTyucC4{O+YpYk&?g`#5|=C*iF-lgXp{PLG%Q4g_PGNL$<W0={54K-$q
z>{TRo4A(%4(_QS{&6Q7?BNQsV2gLQwgGg*^UpxBJGSA*Uf1#32s_&Pdt)n`{>r8G)
z<G|Q0kk(M);bG7CCno^aVeIPqwKrBHNPa!MxO=hyX-JFd(|cSg{1MzMO}9fCR~&w-
zP^vq}t;$_9wa}XrQjH?5dPRh{YsUgX=c{J0>fV^$+S+;&@rF0+J8wwoR-3+?n_DU^
z?8%M4RW$&12>n?ttK;Gm+0N*NoTv#I$nKkQRgbe>0w30?29(>ftH%uf(A6^HJQm_n
zrpsGd)sp#k#z0vLe=jKBfp840G%`epBEx>@(1-=5z)l!NZowq+@(Vi}_{Ckq-(F!{
z2I;i+<$)8QOB`BefyvXe$H`#fE&ub?ks$iT1nGBy3)NJ$CMaJA%<hZexpERxw^zqQ
zZ4*!mtB6D~fLaL4o7i@DRb$caSWysv0g1NdxE_rbhAt-lfl(}03?i<Qf2VAX1Wjlu
zmrypl_uxht9!{|fGQnO;>lMXJeO3WRxs=9nVBlCy+u4#J%>z+)Dl*H1TD!B&iiT>t
z_T@NWpja=F`eBBu?OVb~eGn}XQMlB9PZ5Y=Ph7JHZ!?>_eeR8k-%|=?1ClVs-i0xk
z4LbaqUZWhI`vpbaTTk}9FV#UBa$koY65K2F7o5DyE_|DJ5xOCw@%_|O|9d}kT}Nw<
zsq#TiryE{N=JjI|r8|n6hB;M!Myb9cF^%|qSkEjJv~g>IxuneKE4<@3apV>!H(n!d
z4TUF=(I5+NF4WS4S9~Kmu2>F`1!;VmM&}rb4Ce`eM2C~L0mjqb*}}@ZXW(i(djK-g
zJ*DzQ2RK^$fL%3OwTQ=Cdu#FgwR#3X(E}&UM#AGcrlzRQX@l=C`Tv@M(QgOS?@%h-
z)tyCX!i`bmYV&2i$xl~6vE*0?;AGz)|Ng^4PM>-X#NJfM+ylT~p|2a|Gd9M<?Ai^l
z2CrY2_OMgQhC9pF*>;EPwM9YZr!Va~RTkKCy3-Q1HTbqZk<>NLJt%e5vh$wEkH^zp
zpEg;eJB7gXL_YDfRnNk%#ygi&8{GT=LpB30vUTaWQcYdImL{-hCOc0k{n<=ZL?mBW
zHSg_nQq)FP{pKC^Y&muJ-aYTcT&u;t@FFEhtPEB>r(LhGQo(W&3v%r2V0m6IE_cnx
zwcJt&_<$6C`yrA9pVv14fYG<_fEB+X-v?N+f&@p3;K~r(Dhs(^fV<DffDOv<3mz{=
z7eqf$9&_6@2C8W9J{2nq9^jVyj7?di1_B;m-R3yt_fuhxXT7z1LYw%QCc@o!Zdm<K
z!N-{HHkS)&NoP}!voEe`+4R*r<&qS*AnVP|H)hx(L9-F5243#w$aeR7cR1x$1QxHR
zFJ+$J<q)ko)i+QUqTB*(M3L8!y0`eOIhGgAEaZI>w}8f2U(HY@G7USr&1R*rrFDc=
z)au?|+W{h^n&PDb#xy8=3LH^u)t9dohTUk~6*(kaaOA?hC%_I{+#eoO5zSw?O2TdT
zTTrl<xe))t-t~oNs+LRw1609C=nfimVEXzPY0vN!!HImE+6oRIstKG~P)5mozVr0c
zUEIl}&1NAxNi{VXM}F!}yL3qQjD~1s(~-N^KxigYL0=Wueqi+fud%vo?i!e7yXD-l
z*;#WPov}3v9qGvoR15gm)g|qv9y@>Jz5Y=#&l?w0kDu3*wYYcVC3cu%w$Nqf$Cm#R
z^5E5x5xKw3-X{}TA|a#yvV!|y*)PRLA!+r4Umo|(@o%EnWKZ3@V-f6D7Fd~+`{{M&
zXz)lC+G$F0;P72hPW$ty+EH*Z)grk>A+d)WAUF6t{(22HhFpVgF@=VIZcnn#$}0>s
z$ZN3udgYGDYT(cF`0s1}tE`&SgOpGT|37w@t}b8nItIBG%cD(KsgGNMJbj`EI3ox|
zMJuiLzR)()!lrgSAVoxx5--KFvio|Za7WuL@@=;~xB6`5D?*<g!9By)ATP&(?cX0!
zlwK*nDK$LKc0EyztS|G|sODgacY1$2@5}H`NwK8GS3f(+IV~C5UFp*o8+=X_5KQCR
zN6Vu6qH<llp)IcXEwS3GKJ41u%`+>G{E>;X!;fb#&-~CG=}rJ&>gl2Xbn%xfo{Vep
z`#XIFi+y2zZrM!yuAaDN+SkSWl2gaZpC#2)%$mLK{dbj*%~vTCYrbt6c@aF~kcgL@
z;R~JPrAx}AiKQ^^(S$5Tb%B|mIY=L)Rh1oH{+hcMk+F}wM0Y70KX81`>x0a3O1-do
zB_l7ix$I$cEa%3gPydC7&p)Q@G4&n~!mh58^kXr<yWi#5ty*@x+U9qyj4KqDYQ8YR
zN_bYQ?3=nHhkhFRd+=h9UZ`CrSU^YeZ+CM@FRNfEcjc8)H=*5EWrcbZ-xvC5WEp8(
z@Y=hRYBHI~qvo*!i|fZi`8$`(?wdFxb|P}+_Q=e0mbm;EsPE-=Iq@;j<By3An{i-X
z<=r1?nn<;A(F1>j`)#WpN9`<Xe8V4P>VCpsQ7L)<WpDlakoTd#dx|nowLe=H2FpCP
z|J&#q<J||)me+6HBhhgAA6mw3i1LA%BX5JCSMILJ{+l;da1oYq^AiE3+p_uf!Rfo&
z&c6N29WQUi2YwlSx#zbTSP0T|lT(V*PqJK_oY%y(ZlXx^H5v81p9kOOuZBOm8dJ~r
z=#sw0+xN4+l0DUzTJ+SL?nj?dJX2iMy^(f@r7Scvz`3g8zgH#s>R@&j?RN>EH&p`V
zBYu9ka*GiqT7P0m?q=o!Q}*Al;x<dK`>Jjk<JHSv`5nrVyJ|#qHsYs$>rimnMCht&
zfu#;f|1Do_AJ1Dc5RFo%Ycu)$4NglX-NK%pnwnK?WQ0oDaP8$YCc;}$eSgZ*Q`Adb
zeBk0)3O8x<tJ~Yh?$GbtV(gv=erJfz{r`L`2@TO`t%L@1A)Jyyp6|(J8TwFF;)U(p
z6ud!=*<j@e?t635oq4Xrx;?sJD2CUsQa9nt`xEfTxIgt$CIWY{BL`=z!E#SO|3%ow
z2j^5{zglVC>v1?Dcu|o(ExGc+L$f^d=TMjK+lB_c!4sF&wgL!uZ3?9^Wd~-7x8MKM
z^RRhlcooZ*3JJY_SKUOKx*IIFKjLphpHOyKlU>`PA2op0bynt^2j^?m<z|a&<>fxo
zsx=wBO2B=035^LHg}Ke-S|}Q3CmT~fhG?^`GxdH1TAUoY*vYCI!1F;Q(>Q}RKoYnO
z#Eu6q_8)stALvu=(yMp<<$-R{%X|fW^Tj@3(UUWjil7zYY(Jej+FRy350fy+P7$p0
zKyxVqNlG<Dvec`%3|f7((is1$NAGWFMBXK|_O-`gXc5YxBn<l2t%UgG^odI5swqye
z|I2;S9a`3g->grP_w4oN)QZ!?_0KNPn;(1Iws*ZmejaD?GW4<};A2#(Y!bKXR-4ZE
zSiu9*ByeLkqK|;4b}_~C=LunDk7Phzf8~r2adeDJ=K0gowLn%XbNuz;un`IH8r0p1
zss4XnAJ$fWr&;9|di<!xlj^!R=BkVyeK{9E{lKc8d;)&=!ifn-z_J)|-1^&_B-~d3
zub~x{B7?wt{*ksM8aRELP1WAH7#0h1?u7fw$k`fZZ$M(TZzU4y?f6_&qv);20_EEK
zw%DJ;XA0KwIMevNFQ^^&Q(=NZjMV;ysIO)b-6P*!HgRR!HCGq*+zh<>rJnYsc|0@f
z*&9uM$Wym`^%$hshbi<Krz|I%%1!u8{LXEgqGjL8!$&M;$?>tV6I+JSuU~iP+|Tg-
zbw1t^iu0kFqgT6cfg1qJ%`B0gA!D<T+^B${s@B2mOB@C>4->dPaXo=oZ--3}rFDI}
z4lXxFZf_0X0nqEeUu^<ZloA?0H<~rKxjK^pRyl>O18(c{A3Q+J*4^83$P*Q=)nP@g
z<EE7hpm%oa>+<BgK4^%}(Dr=M{<-c~s*B;>vWSrW$a}q{`+m(A{p<Bi3e0`Aj~Kf@
zd%7<+tzIgdKgRIngEPBe5FH&3xzbaUTMd8BqaQO8<69V8D0;T}fpq^Ic63gucno~O
z=zS5wdF!j7n~l9Y*!G#jngCsNzXWjWO3$BrzI*xfy`&x^FrEd}-tNc~^2s7!H32Hl
zBH0FYZnTU|B_YiNH%knv-Kx#r5VniA^}*wESKkZva{EfiCl9vdMSbJd53>BL{Wj=&
z-TN!!rag0hTj~`m2EwZqN6kuiUJKk=jWR^0l0yqan~5)azKZE9$UqJ;^0OY>g1McF
z;UBN`HQRw({kI0GaDKjW)8E9z<UyXfj0B_#SVc}&Zh#@F<O_?$4}DJMChi~E3zdS|
zLN?y-d!t<@+u~B@-O_Z3jvE~DIIEyPcb=v-cbq&wQg2l`?3)A(aYX|ImMI`w0cG%%
zFyp4=HjvISF7I=0Zf?%idn;_1SvWVdH`qW>#bdB67ZuER+-kn-l~{=79w5tjh-C-{
zgJFf}{z{}>KM<)@;p0Ew`hckw)uos@H`e>Jx72J-T56FQ^MmE6<t0GCRX1b-X65Ha
zePBHDcP>Zs1=$QB5MT`M4;YdWE|y4s5?)x(fB~Lmr3#JUWguMRW&qC=LS2I~4*>3}
zmoqy+@m-zn1|U5iC1W`<1jKhWuZe-MbMyYbh4$XHmyshHn!p=qC<+aMeyn)heT`#b
z2Yh_8la+c_z3&RhDbCe`-0iAGT6)<=X@wko?<Y%9%0@Yb%FswfB#tyX2M>r(NJuzO
zZ;S9cb-X+=jltWA-#_4S8Q}fiKh1CS&%1-I<|%nZ*=4glsDNH&1&)^9J@$F^+dF*V
zMyc%Gf8Q+0Cac{`-24#QqNn+#T?_L$`ry+C;c5ywUm0t8D!uxe24$tQzqaErh7g@!
zD#e|Y;0E!j5bIfV6s)){@{~GpMwIR^or3~1LaJd>e5;caU|`KV6<IxraUgQYE#Q0f
z<$`l$Cs?IN!LJwzT8BKL5BQ0HQx@u0@TfohS%4wIs}A2{5VHl-HG!vk6(G?ZJ6s4p
z1ZX||2Fk-<Dn|mPTEyc{^>Te6zG&nTvL4%Q0<7rjDPC<CH|MZ~Qa5Cnq<Z10QLZA;
z8$AG|dWt=GTPqJxYof}d(tG{DxP^MrDBiuLnABk3#H9(kNN7c8M@Juru-pB^xic|S
z)}|&WbZ6V}X?OS!&<<{13HuI`xJnp|@40!dN%OvM(DZJuj~tJ{{y%`OGfeNXP2xcl
zv{-K01Snq@tbGjFK`)H9+y!F-ZN$Q3Qhq@lY1($c^`FZbtg8pr0#Cbl`}UK<SHNAs
zF%cL#)%<a^Q5md$%abP)Ds!9-I7*eKmd2-<lekQh<(SeUtPCAZ1x)R-jkZ$y$GH0X
z=s9b_a}@|h35MuQcgCwD|5j*}A@DT~#Sp-2gce<GK9U7EKw3#W&hgjb(NbXC9)dDJ
zpD9QQpj0C18f|%})O}S1o(ulJWE5*zj^`sf)Q;-15{=X_5Zi2HPHP93!uuKAQ03IM
zsFoG~V>{#JF&e4gYxT>mM^b7A<EN6+gfWU}5oaN*!EaC%oZYn(0Eb`8w7z=vs>T~3
zIbTtwl#Gsh(bUD%Z<-<gmuPHdT(sB@bR9MLy~lbla4O&(fOwS(=KR!fy+;lo*5LRj
zs33a&<1tB1O&xCl#MsIWU?)-YTL|u`0W~+^lG)dZT-*8@Dj4Bx`N1`JC3t;Nnl%JU
z8h#l(v=`dF-iQo%QIsV(Z8JRqJc-p3s;cD51t81$VU%5ZCK6Wri|j^^96L6-F`W@z
znxCYIz{D)9ulp0gFax^XNOkfk)zaZ-r0NBJc{qM`ZWOnZpa9jXkrsR8;E=Lq1AqXA
z-P_Zn0W?rXr`1P|l@59Q6+`uT1p-LA!8DNjG&qVfcHz@2(KfGSAeVz-7vRWHYw<=e
zH4EVp<vyHxDxp0BMknE{H(+`sff+H`4oojtX#~h%SadoFy!E!JNO}C?Ne%zS1TXjg
zuW>P>7<wV#&jLWf8qcpp$iI`pq9)H(BAVNpFjm#O0bQ7;0o)Otr5(03P@rerLcjAX
zJ3=diH<rhz9vW^Ghp+>wY$vD755GN^rg{~ze*E}x((aAs_A-c;i_bU>J9MPT4rkqa
zKRw8HUvp2Jk61=^iI!f$oq9I+qv$!nNJ?bSmhuz(a_*l^0Z!FbIndYKO;(H#bsV~e
zu79GBnN()D6u!bE$5+Q^R$44)@>p9d{Ym<yU|F;L!X9tW_?MeZW&OCs_qlgo!CaBw
zWxrM+QvD{&;xpU#lOhj7z8NlS&5*Os2N{Y~kBGil>r%^o^m~t9>C|`gvptCgR;F_x
z%tr%`i#(a($R*&>nC*-8hGHM(l|RPO3iLAiT~X-eUlN9<$h@U^Q<_O$r;9-*H+x)c
zr>pqk_vFNk7Y`NBafse*!PIuweyEIb-V0Yn`p|^|VqFM`x6O9D?LU2O2OJf7=F4GN
zWZooTRhdpR9*v3haG~`<6gG4xB%6;5v40d$w$d~(1DrDWT$UEm<?0V}H_A(KQ9Np+
zbg8C4YYTWw*Kj**!ikmhSFf4?QwR~L3n{_HyGrL13U_hyJ_f$0mcH=LH>|*d6Sz~_
z?-Xb7$V$GSjLO9Kj6iGiH~qXc+iI^&QwG?0z{06aJ}Ot84=ko(RR-3QOkrYxx|To|
z_`)w+zMTZ}hzk8IP3z2}wK<}nR|5<C0occt{&&9Q@;{i8_L@-t+1%_^;Kf!i_nc3Z
z<ZJUW4U9KqS2P^Uk2bE|7<l2KY)CtD_R^)XJvVj6yn(tReC5$|)Od+<cs-PxH3ce(
zq~RT!Z{E)0MbJ?zUb5&?CrQkf?3%~&-i!~Wp9&k<;I=cl#yvB*&m??jkG@N;ZFM-_
zgPwKvTH22Tt3}q!ab>8RF6a3n#=MsDHhd=Jgwr6g=k?Z+!V$z9!{IPu?7$^0p3-@)
zq)uw~iTaWYWHN_no*D1u!n}CMzA<>E6vcXRK%<bdo17?5{lRa-%gC5Hc-Woo2NNGi
ztP#2aCO?w*KQveE*qkrZarT(Pr_dBSwKpbWu)A;C5D8y0TYd&YOTMu-v;duA$K)mo
zJ@yrhmD<Z(gC)0wV~J%A#nR&Qm}l)=XrcwegY-<~fXv+5J3BCB@^?mk_pbs9&l?x=
z_n+-0K18!?_rWw@a{ylSxw2rZUkll@lFyNibruL7Wc6@mc?h>h6z5!VMSE_oXW*WN
z*0yrS0UTVzV0PkvhlH>9Rg@@W*?jhFcgwU3#Izqk<VY<-`2ww{WfE}LUL(O9Gt>;}
zK>%G`BzCE$|Bn!U)Nt~{`<d<_d1YE?uhOOQ$H~2`k4<hGts!#<m+nIwZrwnpW&)1F
z^hTDS&aaND*+Jzo8z;vHn1~IQUP$|7GSMt}*GN3Evd^I0>XPs1C5d-QTfHbX|DW>B
ziTEc+4C(Qu&w(rq2pPeS(m{W7&zA80WW+bso?f3a<(aEzJ9*U&R|EtT>=+dFcl?Y;
z&jiTdEsgtJvCx|rXhEw{>I+=}(a<O(o0Da`{>{G{yLQusd)3kyiBDEF)czoN02_=C
z(aO^~RyE{=z6TS(l#QNK%|;J}r50cw8q$Vg5k%$e+L6sa3S<Oz@&Te}xMg##tU;&1
zxj-|&$biop=6;VRCSUBFpLC&igsXQI=v(UONSH18`=8T-&w-wwbEM0=TDKQy;gf3b
zq7i`6Hayhrx+%=pFcm8Rx;pRF0>wZ>8WtO3POqklvH>0E6aG~&61y!U^VB2k`;e<A
zuP7x&%a&}}rNRp2+ZN6XNbYS=m1&=cc|IF3mkn!|8ACXXPnf9^3UAfQa!1FcX&kV|
zfmwXJ6BA`=l$N5nPqo|r^kYFqC-j4CT}l+J0_Xi1^-3*4wh)SJcEsDJLxN%VX$qwJ
zfWf^e^Kz0NCI}?)HO`n?Wy<j0Qrw9-y+{2C>b`S1OXDr-X5sUCAm1KxQ$LtB+g)Vg
z!g$GUaJv6bPZ~?1$465{^3qjW^t+t-(4004WvMe~n?DjFUz4_X(IqqVh+$%Pt?15X
zW)fO@6oIUZn)26h#JYRbIaVcB)^~=gHnbw@^phkt@5rU|_)Wp*GTcDgT^^wg79t{1
z@bYClEvHrXo2x;?h1cG!9c&bGBSwz6qG3;*!NfiOF-<V1v>X4HALjUsVEK-~m7_f3
zpMgB;pNEc58s~xU&k%3%=C(F>P$&-Y^HsWSXusI@=jdNvd-0vwLg~~Tqd3COoFbPk
zoEIiNRRWL;Tr98LwWWA!lTjRo9?Dwq*vvQi$S)Zul;>n+onMjT^U6NVo_6&&h%uCF
zJ4`+lu`Ai?EhQXdP+a&byzh@qrAG?#iA0d5xhH`u-b07T_1%1A#KYi?#SPIW`XB$I
zSWNNWNZt{Rc{_nx=s?oIwoU2R?iQNgcaI8U_UqvX`N+tv-FiYYuvoZ3512sC)sUhW
z73KdgE6Rh^_Q{s>l-0&*?J{cd&gk09{!6ns3vV-Kmg?$}8i(rD{<kKx-GjTkJtOL7
z<;@VjTmRhF&#>l|Q0k`P{6o70MnC3Y^AsNZ*fxl0y=VG%GVLx^!-nf3zue>o+XMqV
zF1cmx&0G>5y{3G#lfvFP#;x9r2D8NNh*;>;!KC+BB4*Kfpa1B~A*JP(|0wxX3_6;x
zTrJLJxK|EO?e3BmckS#b5KLV|xx}TFijfLlI}-v@<ev;LF+5p4Wu+Z1^;SPCQff!S
zliTCvNN1xpOwv6K-9kmGheSP|bcQzxDwKt2rUfljk7xY~&nC{NYew>n=3gu?Pb?Sy
z>^leKF%=pIYL<QL6v(^is^l@0;Gk7?Hs9*dg8$^H)|xwIEnpN<86JF`*3!SpTMzgL
zZ?aSTWWp_SHcCBP<WQN<M!mV)pzEEfHDN40rdQEEz@3fK0)xzkp{3;N@(AwUDNzaS
zfa6soT!r8}`t`tVOdP31Mmeo#nC?$P+Xlq5Q{j|BL?w&9#8uF2W(B(IL&#m0zXwE`
z&&)9du7^}TQ#j_Q4gND6@wzWx;M2e4gl4jsaQMCm+pd!ThpxANh^mX)KtU8NumA-_
zP?VHVKm?>zx`&ch5u}k8kg`QWT4@=E4v7Jz4HQXd=$cWahful(?mEN!ec%1z-ap{%
zv(G+zuf5i@p7pG{x{q0w?FzVB66T0-Bm>86J>O*$)`dEK;MZ)iMol_}TQfUp_r!Tg
ztQoZjXiJq;cpRst`rWXRH0NghX=TbcmeEofGxZQVl0UC&<<D+&#M#vSfdj2G*>!+Z
zs>kW^GG?-eUy#2dP_e?tS0o8iKJD%S)qh*UYFA#I@ojonPMvb_3;$DNc}XY=-VWK9
z8c1I5eYEP@Us1GL{mS5SX>dwOX^^L`u{SldN|~BdPg{^@kq&-lXk|i4%ip1@;O*j<
zDv!g5dFe_LY9Qo0G=QC4F_v~4ZL;byet^WE#^nM<pD&Bp4<%+wryB<dx7XyB0#d{H
zb()<{{O>YxX|4=gXYG0^(%0s;a;>kmkwL-RFLJYV73v&j=VpncY(G`vw^F;l5$SI6
z+FRt6_=+vk`4FWZg)n-1WQ=st;Abk-g<YwRGPDO8+9!0#{dBBeOfj%4HB2!)^z++v
zQ~QSU7O=)=GzMP|NQMQ?GJL*=ewipop3+uOPh8fvD><^I&$!~7Z>gU5+YTLZ-{rAW
zurS+=3nG1XMQt04t?eewv@0jxB|_qmRJ%%WuR6E?9#*8lC*ap5NBJ{shnr}xm5fhI
z(s$h(yW7@pj+8IkubAj`t<cZN_24IIi3=^WBO=uq8RvOyZT-zm9DYaH42!dpN-n*L
z#Yj^b!2VD$mY_8}Bqd@wOp?r6i!-1qTUA}z_F23;tfrrT3wJ=vRN|me^;~{WNph#X
z5JyqRV2MzE0-mlU@am9+UBEWRZKt^S*kACDLO$1-h9;M)Mrf|xc%etOygk^X{!;)f
z0;!77z7%l>%P)7Dca~u-_~EBRD4zN3_wU>7!`e+q<Wis3&$Yf89hxC2E9u^2^DZj2
zF7bD3{B5bJ9=FaF8AU{L%U*0FU!Aa7j=V%jNM~jY`*&nO&m`Y&0nmzM=h=(5yXyS?
zvb@s7TT(7rJr}Kfz3eUN*!SV|YQ;E_xvP}>li?tacIp5#!Xj)%(#%{QgK2U-r~48<
z4E|Dnc89taiifV!@EAkh$g#(4h*rPkR~G#lYpbkVk3Pp$KM^)|`T?>F(t_r*(%-h$
z7n8a1JsnvEEw8(`$_i<ms03QL@^WmcB}o;X{89ZS4YJZs5A4}o36E1Lph}n0xeC_j
z%;zm?9u@;_c{I<-p78JwJ&!iQmn6v3XFtqhvgkzG>7r%vg~Hl}WaXaJeDf1Mhlkpo
zhPf)gmjtDZDQhV#jM#{K%$j^~z~OC+x!L}FE0pmI15Sx=UAUD(0O_$S)H<|dofK3h
zRGiv|1vv^F_w<vnze@K>%u0Qzj1?^PFK~3XGUp0Cb?GxpS#zP}Ab}tZGA1C@VcL7(
zXPoy~`L{`^z)s2?=-;_h%r*h^n~|DVf|uu3WbU{;^b;MB<LGz!+9UC5*uzP`ddq9%
z5U>xTX@1yM&6oQ4-d@_esDN|umFQlR-WWZ@s3~*a|FZr-`Oo^9*6$f-2n-u7dq`)}
zQ2Sgsbb(+Yp3{s$E#c%R-?QUuwACbn;S_zsQGdZ~o>aeojURi}+`j9}rsHDyP|pi_
zovvFa9&XM$(_AohQalu3{P)LW7pRK&u>aGRDA6HN;-f`AUM0T%*x0n|R#49#-JY#s
z{B5j|lZW>q6=v~Y_SE8s<V}8d@Ov5ys*)tSEM6y10I_Pp$>m=d2nh}4{6i2rDc7T<
z3fx9k8E$&mncCfo`WoBl_s7+SejY=Wu3GfU4&g3X-Px_URiQ)MCOhfO4cK01e~WOy
zfcn2Le6?SzqA~w?(bn-26N%Wpry5Q*?GzM7_zg8Uc`<)2O~^8|>a9}!;BLx#alf->
zkNb3d>G@kCof{t5M`aET8was9$v}E={f<3wk6N?3U68?geZAYrQj*5Xn3&_$Is_g)
zRn|Uq0pAX=Mn=qDJ3nivF>`MdZ(kRx`Fnlh+R8Q{Y%kpd@}4=6f5dqoONlzwoXgnP
z_W9f&Lrh=pwu$m*D6jBv7U|K>HouJsL?NUc$9e$mCoCEAyqr!J3`#sxY@YpG66ieh
z_@X`2UGKk`A=>-=q>B+Z-Y>e{Q~Y1{X--W{%ND(#=W3Qa);YfZV**6L&JTE!2hT?6
z_IK)KM8>P<1uO_luRBl8WaY>E#bVsnNt5fW$z`~AbG=n@viTAw3Co$@*2^~dWL1=Y
z-xd3VAqxuud@ew8W#k{b%j7%6-G61|p%3f7k0SZkqxqU{Uz04p{eB;m`BioEYp67h
zbtuQ!e&nqDzszTu+h#%Mwra8Lv5VK8ccS{}QWOaQZe)Ux3<(e*uiOjO7a!Ogq!tt%
zd_8B{eQ(qI$79S&#8<#3<4N^8V8MKTv@T5+<m4?6eYIBWSlZzkhMXIHb<Jy5{TB54
zL!0MfbK1sF(uWHLmeXu?6FRGdaXA9s_9SD8Ji?6kdF|(A_Y2DIJ@yz$!)tLv66}NF
zd&3*JgjXjR_Z>BaGD+KQlI2eG>WWwN7N{xd<=cU%+wc3|gBi)zOOG@y<~aUdx_rHA
zv$dycamg?wy!j7@n?v8?m<)d8z_v9zt=h>tGwvtp-)L{!8<s}(%t_7E)aVMJJyu`Q
zV4f+{S-zEO-DGW<B+*dC2s!+-i%oIlJi|8h-Q*cm@_%7G6m<HTH~A5O_;>Gp`U&aA
zAIBLBEXB3BcDhVgQ#?Qady-DvxsgEP=r<^6j}u})tLVEqb@BDNbLWyw(1kcvwiqA$
z@HTz9P?L!?GgZ)@53V=z0~=u<5m=HY;1qe#GVTfbkPDJqR5~W8PSNF&3~SbZr0I(-
z9nO|U9rV)~)3J+}Or}RqW=s`rOe7|qrzgvY2(3pNK5@ET@!a>{rge$MzAH1b=`6~u
z)8`Lu6ef)h-yRUj>3+AXxpr@OBDV9rJ{2Pkh1t6ow_*N5{NC3kusR2EksA|@>`V0y
zRTILzQhx&R9om}{B+sbAEsb2A9J3e$axPPMk*5=JYqFm$qi%IW;+ClKK#acBD{u$o
z`zV>XqvubIJE3-Vv|N=^y|K9`iVk=$;lz2w-4h}?dbc_<Ty~~Yi~7~7e3KZBux7EH
zKZC}Xh+D;qbki#_tlS$CAL<Y~R?uAv87b{0115u1gq|R!XirStR;zMZACqAvy_Vk0
zHYfA1OaFxI>%WTii9E5WLKfl1O$Vd6llQSjX#3c^NmHX`8vfV^d0nfrJGAO`F<yli
zYxlxdNgF~0YN&MfzP>Ww8Dx}Y?}1k$mOSmVt#wm0BH!2HG01(>Av9dDzBb7Qo6)-t
zC5T`V;(=|=3+Jy$sl|KPy~RrUCvKw(PJ|2nQ>mvH#x7CIs~&XJee>>}>NpK=?`4`f
z_jP++gHTFpoAELI%-^{(@v0>(5#hTK7Ya3VrxN`(?BpkC*X8=YowplhLMerK%a-RN
zsp<m5u_{L(14SIacAsofFyx~$?H&>MWIa`Fvm!=ogeq;X@$IzhZ~=6^U|5&aqe{Cb
z<*_7tf3+6R5PF$k2L1%~tZdA*Sn`hRlo#>xrk3|$j-V&8pNE$_mug4G#q^^8H5E0P
zhf9OTic`6|D6-aAotc*7ErVH-5pG0qGubE46XLlSYI0<CsSn1@DzO29=28=>m}Gq_
zUatcO4ge`S9ths!twx1r#vomF$2>7~p!EH-|095>W&2T>+Pf=FRbMcWvniXH<+K^m
zGZ&*Teb(@c5Gh@@z@F)%uy;|UY>mED$#-cE7B2IZ$gT|UzL+0xzA6C?xv_nzQZjL=
z*L{F@BV!OVzw>+e_DVIXzFvhXFV^`wb=q45*g0_OJP(fp&^-^X8nR@TIYgZmK&bEC
zZm(XycAxXZ2wvL>fd9^$wiK#SyGFijzT6WEyS;O;tLLlV2GccOd(E$MH8-UyyQMjf
z@zMM0+4~#biVa&9HTi8zKgdppS|Tm5qgF|n%3K0H>WE4yk#G3s9{B?=LqbrXT$m&u
zJeV(QW_|D8e}MRZq<eQ*0bszZu~GPi;Z}cAzO=twR3(M?%)~IBV0!<e-64-{Q_Sez
zJ?fqJay5gddLA7nJ0*u+sIm*uSC?c1>?L}gEOCXuHbb{mVzSli6)HkbRnOwD^U@|8
zYJL#&wi2&-k&00iIQcnx-+gWgid1mls_g%dTtmI%akCf#O+91&_?ItVzRBxXLlVcF
zM~Fg0=`X$s{oEe)AePvO3rxidROMKq(OA|)=f;AT{@u3wetf6IJteNn@?`m#$ob-8
zVUdkLQL_V{B8uXE!~B|o25Q=I3{LUmf#)s|ZVjmJ3;Mvo8N*oN(*0o8N?e~(R>8+Q
zcNwk%$*WNb@9V=%vj=5UqA&1DeK5V@@9ACtd7olu6h^x!=E{Zj_+>wNsrAASLQnKe
zdJTv9i`zYXGnG?2hR-+l##LF&5^V<pF|8$?8i!%L_Ysuz{FRpSGd~-PG`pMLk^Ecu
zjb7qg;yruRZ&dTjmLCmszKq9Ql2CKt-i$YP|0f#GaGCL2`Z+GKY*Q}c*4vCQ!Z?~|
zcxu+Kd&ZbcFh$4r6(s)UKT^a)fAJpr2Kg;1^QCEhL88~scwu%n!|q=1)lQ5#`BU|t
zAFVOmLuUmy2kP@Xt?}y}#-^$ZmiS+D+coA@%R$V}13cZfLY}84J5uew<iBYWhAHpe
zM=2Ii^*fR^T^=z$$?<1LN6j}=SbMvx=;JqnS4l#5u36=y5_!Vc7npsi8}Z2x>OB5A
z^zbqI1nR#Y_&1HquM(D1>L5%ePr66QMU=P38}4YNfQ{tjUAw|SMfI7GkFD+wTw~NU
z8)c_z>dH4$m?!+a5m=vA%YXCaZ-GwX4i!=5wTZ;#=;t*&ij7bG>+VZr_*oH`p86!l
zB*mTWo<EPh)>)71x-$yJ*i?@nBWt|hl;zzS`kgz^gxD^bC$3)Dj9YawP$v=wwX-U6
z^vX_X1Zr+98}B@N;*4kFf~}a&UXe6S%&Fryc<Gku)Q~rS(q*x5(l0d-EncsdI39yK
z2s746p;WEhv1_U0s#<6xE-xHuiS;QPY@Te|FXLfh>i@t>yIYm_?q4_HIe15`O*jDe
z=L~Rv7-uWT-qPE5*IW5h?w*<xZ5wLz)%Rx|kTMV6bBHo5=ZuC)jpoFW)N~dHugy5|
zLS0?7i;QYTat|spQt|ZBA4=Lg3(h-_u-tg@RP|VU81v3;l?F}?J)^m<%v$9d8vT7e
ztma$K${Y-)&L4$w$7qpXcl1hrNAq`{t@m>NBBt;c*W->%4mGfN);XNm`6c(Pd_mc+
zRWoX0l1l5JC&qzC#ekKO+;=DK{vs>lU$_kAx~eME-LZEM)-PSg6<ouY{l>(r!00iD
z5KfK!ty>?-X+r*FiCQ`TWEbPcx4beE+0om6J|_)c9r}D*g>+vf)m+f}41Lu%gJ`(q
zx@~ortX{l&`Eox!L$<h-lpXqVLD7>Yl^kt(!J&0749)hZ5*R(`F@=lNEFSS4ty_A<
z7DzkTdo2OP1+V42$(HI3d)tU_S|Wu_<w7yCEax!nEA8L)S628;D*SN~>^8vE8ZAqa
zAbE52v|^R3uT6Tqi+NCX1RttDwc4vL9EmLYB67I}xj6*7CCqJmq?|cjEw7Bf{HUc!
z?&CYzdh$KE`#F+M7zf64Snyw%Uu;)4cvHA`(>~@@(w`UaHVg!EElC4)>$-EC8n|LG
zXJoeafZo&z7+Id0!Vnt64=ww7d<x8(Y*|nAZ^<<Z!I}1QPrrIC#Vf?kf0bvTLUrTU
z-Kn1p^N()Eh^?9DG}?WV40y|$FzKSTGyAzf>dm7vzsGaE>aGU0oqU^^{`vnlVbAXH
zA<N3^--PqTMt3qDzRYpejUf!wiq)j_(t%!j!ViYo7}=Ve1Kwpy=#OjSIm6FBNh`mV
z$}=}ND43jG?Y7?xsJ;E#ThWXu=X={WeOA2?=0ZG*AKBz_yW@Xbq4`m@lKjrsYXpTE
z43b%~=DA+AGjn3;N2+h0MR(<|<ko}-fnquXABXB^YVKo%jP}l-zSC;IWP!&h#3{Ue
z<U7o-*yx*e#A%h`E5c1;Jc?{b9igof$Le;DD~hmhmjoSj#I;h%>*t64Z5$MhpNieW
zhpTWEy(w>96_%boma|&$Nt#X!vEe79dS-FWvvjqh|2#7ajW*pUD|Xc0ZOh(6ysa&Y
z>(*S>wWL8Nks7PEhm8k3dAlpNh8R4T+hoXHXydS7DIzikteypB&Iy6<==Xa}Klvnc
zr0cx`6E@GXG5&<r9*3}$NAZlVOL;SM-S{Zsrc212RXjdj0jeOcBycb%ON~k5*8PU;
zT5bB+wX6SE(v;sbcP*n@slEHN=62){D>T>g<g-~%gCg#bm;3Ju>RMrse<$)6tP$$-
zTMY1$J5i7Qg|3c)4daqo?!L<-@vXf-o333_0jC>@3L8hgP{+u9^L4kM7Re!BKqy62
z3t<$KCi!1+lNSA_vcoQx?=9%WtsAxIH}8Bro@m&ML}FJ3J1fdPlOF<zC4tR}Ke~0(
z=Ni5@@E_fXMm04)Xh$tl>@%NGyoXcv{W|jzGdgD8)SA05+HL(js0w6P*IKMvuGuXM
zqgpy&3kt$}c`etNp<42~5U=mBw5Yh-_;W`ET{%-(|K&MwKm`26aVNc31XI$o*Z-;V
zO_}dJdfkapa8cLY>M%>P*Dw4Psx!|jE|4baPi{xGh;A)*K4)?;fpK-}D0cL0qkTyG
ztx{>?;P;z~lgoKkQ^a^L{l<g3jnUaT!hRfu6f#CsdPI0=_+4vrp2`5TD$Qz!%r&Ex
z+73A<aV3ckj2H~}MwnuWn)(7bB}r7$>yE$AEK$epX$w%^_<dmKQ8EMG0FCKe8<FNI
znS`)&`ux`o`$G|_75()k#&S6d5<4}^;^0wJjnYu;<z=O|=31y|!HdeUiu>L8ci#5*
zDahcG7sX9fC>dOfYZEuZ9Y0_chS}D~l{*NW5sF{K=zW=PIdmyy5wRgju-hA4DW~Wx
znp1O<hFs@s^s_U4jHsHr(?6ZzJ8^<lr8hMG_!ikbeY9_KsSsm&WHLf?lPoZ3!P)IN
zmb`LLt)3j84qN+w#`$ww&G*$@d>*zF$Z=}#lp{=wpL@(c%<=8~l|r}PlkQb>JaNNe
zI$Y~u_Jz|d7m^=U1O^az@WBP6Lhxk^lxXB>=vv?8@nK=*D-Sz(;#H@95Y`VKz>ELM
z7;t**&A{0F=4N04?w`8^pQPZI`jW*l)FYXB52aji*G3U%=zj*WXgehF5;e~({v<kx
zy#*6NtC~YsvxsxW$EK>$SJ6(a@kSkz64!y7;J$C5TNSq;Vce31T_D-RuScOYYBll?
zjMc=nyVTEDZ1dk{zuYrxHF!kR(QGMt-dx!K;VX|d+dxbt4*&B=hK>L00LQ)0x)0A0
zi|bsr-zrp85jh(Tm$kBH;%(~H+u?k08twl7?C7IepQxYAjDCk|KLhEr<+ePsmF8e%
z?RGNJht6fFE35D%nU?)IH~E}aEGxCjE$hm>%!nn6k>a##bl~=CFQyD_ehy|w)xWzx
z$AIC#Fq}as_j@G2nV$T&>CDs@b<A)cxkc!q?)244+wY3Sll?W%6MFJTHT<sO`!d3e
zB_{n789l{x0v;rm{nAqd$DK-&a+O_IGt-D6)E8$JPWE5z7+*A6avX8IKX}q)`s~!7
z_xN(Tt(Nvj*BlCNJdHsv#{=00*O1FmRA!rggoLpDI<(n@tZ5J95nFniLa=>$`j8i4
zs7Nu+dX{8pSl@$%P-Acs;b8+Gn^}-IA?2LE7q-kbGtfBIFC$>}<k>Oa12om*sIRy}
z+unKE{C5uC_lJLtR%g6KTe=r;|BVvnJB5t?gko=0RUKB>GEKYkvyT)?>T(de)V-4k
zxs(1OHW}(xE^&tBQOh2(?^Hg|YcI2ym$cpdyH_Hvv{XE+2zT8+@Ks>IfQU=A9}LM!
zMfu@TQ9bK4=wvqTz4HysoSV~U?0%fw1vP5!&6Yj!KEs&T0P*z2q4XzwQ?QnPMS;GH
zW_E2wG5cYV5{j9>j-T<|9>*oKeWerT-5|?leB@Y<$4U)K@A1EPEMW}&HF>zMFxN2D
zH8Uc^dXls+vD8_ozO-w^V`r=D&V{7wFwj#eipMpIkZuj68TQqGoBUru;vxb_6dq0b
zgZ>IaPA9$XekF3m)=Jh+fivj4+(AeHUyZ6kcX!LZD<u#^>ukmj+Upm*^bbj3;mSx&
zUFqm0oi|_4(SMJ^MTDU)i50uX6`nMlz53Sk$#|9ueU%OSd!+2=Dut}Oe`;H?TB4xv
zW%>$Paz}4!kPa-3DZ&+LG!Ptc)y)MOT6+2NaW{^qKME5YOwg}+RH_YQZzB%r(PoMh
z^F~zK^mds_T!3I${ji)RwivMtZUyP=Co%1N#)Gj+-+^Sm6xy24hOO1f#o?uAf5Zg%
zVV>%NdVP@2?pBH^3)N^Ne(04*?aSXEjO(sfLl?zgV<D_JV=)fj)D6g7324Xa42K(y
zH+>u!UF6=R{}AxHH{3wmJ?;LVt#P`Lq=qc+t~;A?aiGSMZ;D_N$drDr`@O>1#A+9f
zC?$)t)?fgw^3;qXqV2H<@7n7Qz*Uh}I?&yQEb^mgjFuhJ$&u&U*6NRIoQ2`8@0yAd
z^6Qko4<Vu(4}+a{5ddka5`T~X5C8=YzUz%(zvzE)#5s1(-B5n=yKwSW&Z-kAP`jxA
z*i;vJ21D&vr2I7%Rg;QAiR8X~rB6pb_=PR~#^58-)ICk7rWPVHxND!hReKtR1arwx
zZ{3#?{DKCP$X=~G5=Joj!fl-zv*dgr3vy{x@1Ijn3Co!X9`!Jsv*y9R`pIoUJl#ok
zx(eS3u5)k|sui>!bW=N~mX1Cr{volxXEM8=Ey;oJbtOM4f{nb`X&H~#Qxl0rrY8R1
z9acH<vV2yXZ|LRH3vWM%kU8@S%PY4lyME(2vyQ(fBn3?M&}dm=zfXE5GL97(Pw(xR
z2sC-jhlGIHe7(Uq;Mu7n<UdICBMlQ8zkSOE=^3N|7yID%XR}qHh^=;&-q&vY{yh&!
zqtnFtdMG`tIIbxTAf#=(Z=e${Q(Pct1vifS9_uE*Vf&`c>Q!LBq_+BSq2P1<bBx%0
z_S6e+oUuv~kvc}xZkWJr#1CV+5JNdv3BbTaI0OYCGu?B*8BxWk`t|q_Bh)b;k=xRN
z8pU1^824<IMH&Y<LyZ#|=*Ut~-<(7>1;Pl3u9@xD+CR*K6fDWf(%w0~hfcV%d-Icv
zi4$w_$qPnPqtzj2pY6B4L1Q1L^|r$Jhn?hJnc1ojK+q_R#pA8&kATJHycR=hm;_bj
zGUyi2_V&^Z;JUh>0a{Zh6j5iEm5B|5KBbzr_Nvnkl%CrH$tTyiG!v=L+IyWxD=8cJ
znF1h2e&8*X*;nXWo`6uw`1Vfv`oU0}3{@-Vm>#Wv!X%&99vj5hd@z@j9`<P=mvq~g
z>bUF@${r3DvvoW2Ve9+k<UHScI-5Suq5K_Q_&WgYUlqSuS`9L5-Oz9W_{*9=5^TpW
z5w?Ju^&o**ttB;ee%O~(prx|}$q1qMT{KijEf_L09HtBd>)*W6j1WENZ<8tZo58NX
zciTEyD7xLxFytlgx0rMKjo+2>0>5w6tpiHyPWaGKyKR?eS7YOLAOoUos`r^@bV`fR
z9OKV5qimf|KC+M|K$vXzeG&eZ<Gj!&(D>EGpmWL7*FL0G{zcoy+NYJa*uoRS>_bAD
z0Tu?_W?8vtIwU8m8K5BbK{H|PP1!He9qNIlc%cBzki&yT5=~e3cg8SDm-);`S}kG}
zPC`txy>9oV2{u=d2xEcBJ>aH9`{prC_Z-Hq$HXvp7n+-fv98zaR3pOK*Mx6<Nc-9e
z5{s4M==tvKsB`sI$_cBlV%~Aj6G5{F%Kg_Zqj);&^Nr=~{#K)6RwJ~Z7Fo18T&3|Y
z81(G3J1ghht~BiPy#B%)ZQ^D|cm2aGBl3Btcf#HCW+PKj$}T^3;59!Jl$O^NLdJ}q
z<?>CW;!Tv_AF2(--9}Zi=5<ODdZ1)hT6T`v#}cRy9A7f_{nZeBTvHAX$nBM?;db|Y
z)biKh?-`Qw(h9iK`)CzO-jRi;_!>_S`ZIjirWAWP#9$<Ad9q}0CZ<l;dhOX{Mc#eu
zz-v}Cu;`Kz(FNio;H52tP~=sv&T0mbG{0t)s}HJLw;ptDuwWZ(uV25OGBE?R_wW|b
zh{OOh*KVRcnLh&9nMMPu@(lkY1A_6mch6UB!Zr-|9ZfVs`@7$JpTD)lm|%wa$Z$p_
zawhmVQ|^3xXQENm@@bdeH{GX`#azOw#0%Y8y_lqk`TVAH9+@()zdLl~O2-;wbDFDk
z1mhnl|8I&1(H;ST5f&DfIw0yWGm9%ZmHFiH-Nwo|J@s*r4FodXwB^nQv<v~gi(8~M
zb7c=+@f%pI(GzqH&F@j~wTwO{OTLi@>sw!rJ<}^v%l8$}n@-#riC~v>jvp8~ZLRM#
zuA%(!vVrTI={-qUq*KTu2?4FJ$WqQ9bbF!P7L<&#p?3fD@+9sCB8PV6#SxBn&mEBX
zknH%LCuk4Kj{iUOlqhl6F{ue3+b-eUqmjC4{#=(k_1$NU@O(!Y^`>>0iNZ$7UDxZ2
zl1Umnm5(B}MavRI?a7xmh6Vh`*fDh@QN_6r3DKxW?6Gw3ZwUeIjA{OV#aCh{++Oi#
z4y51Fvl7cXHYHp=b2*DSN4ohDf~Zb_MB6wkBi3dK%0@bj5ZsdS(Jzcer24^lCx@)4
z;ii$96;Fc;?QHvHqT=2copfxMd?96dwy}3v>wboc=yn7WLhL_rhvgJ~XvTcsZzq%P
zOiea0=2DB$3r5Oj6H$2R0Gc2F@0dMQM`eR?YcIK;Nz3O}6g_BQI(Y)4UUg-uEg~g(
zF_qY!W?t*E*wOJwU5%iv1lI9s@CW)(sP8XocL$T0JOSL}Y2esC$W)Fv<KMahq+iz*
zy2Gb*(x>)PrPT}ua2k`m{i;hOCv$F9KGFZ{^@?UME55ea#doDj#ste1PvtujhMK{B
zdWTw3Rh^GSz?C~`L$pd+nu(dOPVn%Hii)-@fYC*`-iV?>^6hN#9PeR}Zf;)$p@Ra@
zHCT(&PL(z1QVM;r!CO0(nW**`%E)xKKcaDojZ9L^bDV7(w89F!5`gk6I+50^<yoU+
z)C+I`X#dJ~*l<AksvXEc5HAeK`zi^3@B#JMJkat$gswcGAIlUp8!>?M=D9lTod-&3
zNFjMwWpO?CC*%9c7$Em31G5noFJz7s&min~q-_ecQz!(|Ywv+@fQf#+tL@=9W!~%Y
zhLJ_@15Mw`a3MzJK`7#=t1bohvL%-3PO%v8h^-cnFX=MXbkbF*9g^iz1{baQqZ`{P
z8PHl<ZsLl#>i<IM)`teWGcH&ahpz1R(C9+_&`F^#q`ajck#g0dDucRSM3zp^v};c$
zkgL7+VBkWljOy8>LG#=?DFGE=ebiMJ2F^;yl>eIJF~N7!&m~RG(xJqx8{3m4G_vED
z2NG8-`9z<bgSYd3uesqFcLVa{P#3#gbbZzj$TiXs)9chkbzWZjp6Oq=KBt+dE|VJT
zRS?xPW|gs?>5o}V5hUD9*T`ex$P*px>Hex{n!Ju+_)Fy<_u{qdOx1iXqm&1**G)FC
zUEAqVnj*0DY8oF4kgVTz;%CiGD1da$6!>;C2eMo!4aKSHOQ`7R1!q|zgbUNf1l`8q
zYll@GM-#X2{I~+So`l8c;-+e|!YdHsaQoEs^1yh_926J*{Km=Ip~~F5>EQw5#lNy;
z!kb^Zq?J{fW0<oLg1~V7Emo1FG~R`=t`qi9cAhWl6ubuh+E|?{(U07j7?pw5YqEyh
z$Bp7^^NOodbK!Ze6#TYyy%$ktQ{uAH&@XIHd~*qp{e#gvlcuc;h>v~-t(U`OV#WAU
z%8>ozE0g@<a@}y3pZW+kPDhIp*JD2K(R1HJYvHzW(o=9pt65`J%P1GKv@xuH_8G7C
zbC1;st$Gg<wctRF+-le+VItLH8C_<ra48G9iZQ{6<H*b8;B}@M-)mLDO&yH8V7ZY6
z!M~zX?1O0?LK);8oi%eQ=)#-LZ-QFU)86d^z3>!OGo_7Kntm&TtrD?Ht0vbl<X?Nn
znJB~UU&IgW=*L`FpL1_GgoURfz7dP0%c*0L*q+Js4$QCvFZ5Xpa-(>yyiD$UHcvV+
z>zH;uP6r@hs*fMFsHb+;lQ%+WQs2_`5}~MmGdx3*t81cp&w{wg!z`J1c$cCW9STB-
zqC_32qDu)5q8lgLqtgXq9yIG%T=?3UO>sbAuZ-6fdlDZkm~XH9aH!LHGrCjo^C-%L
z$17GJ<Qh85O(tqPdU@R3SYn)SP%reN;bmtW1UTDp=I3~=vKz5-F%~r@rCii@&+glf
zE>fU6wx5C^j_grJ7a4zioY0*=nrtj;tR^XC^3X#OQp7O~k8_OxxJG^Ps|Dn%Qqrf3
zHS84>I*zBNE@#HL1szAu1kdg);u-rw>+C!g`)*6vKolBw5qiB{#ym+22@U-T0K%h1
zbo7;Gt7G_~rOF?Jy#=ZSo(r|guV5N6Cn&!9t3<>m%o3JtchcXn;PFLdwo9xsAwSaQ
z!jgg~+NvNg?cO#wBoUs+e}V8THFZ0oq6Misj`7)jT&<<4Yb(spfAN*`Z4a`?)L)@_
zk9%bvpFhSN4pIDK&(vLEP;e2ewAi)j#Wy|4d7G|W<&cstg2aqbf@z&}W*0&cWQp%r
zUDwY5)41G+n@mjQH^^7|k=A!ub?M0GrRB$hAi$Ke`R%}RM!V74L>7Jg<=S54yfzCV
z=PRvi<D^XS9VV#U_fh_I;Be?=_=0}PSyHZ=S(&K+dBGdRi+xe63_L`^Dcj9WbAb$N
z>S3g!Hcf*9YN!c{Op`1<7EdD(i#k_E`AHpqUPI<L^_A*3h+7ctED+us=H*jw0-i^+
z0nhQ4?k>I+I<UiHf@3n%ualMVs$n2qQ!8qO1P^=NI8H`)c34y>=XsxQ^?LzX`YeeH
zst#GqR@3mj&d~1jrFQejoCZ^)u-~$~t4z0^1#%_e&`&)e3+zO?FdBF?^Z77lJPY|?
zfp1;#)6*(<&n+H)d7D~p@=<}=Tl}*YW5n#?XEFQLpu7fZbXR*>*(L6y@uK0P*(l=X
zR;NJVn{uIx-x%T6OuM=}Kxe&e^z`>D=pv$GZqL)>3a>tvIowcG_N6l@8EA#Q3sVNu
zv@Eqgk%dCCJ8Aj53&kTc&`KYQ4?Tm)vU!x>?l>{u>E(fUrM(mKvT2}qGTjwFC*JrL
z38ENJQvS@%(;BM1QG%PLE5i2Fn1;-zS)p_>oss9<S5`E&AyZU+1T$WHqxv;wx~;Y|
zMZ<0*uaSanFw*Tl-b(yn^zO{O$92att?Xz{L2`4wLctZ(><M1_m`XkE?Ah6QLzKyL
zWuQAW`@P7vg~)1a(OoWzVUBlP9|@xRc31k6UqL;Ke{W_tlO0)#c15_^c8T`_K-H{$
z1@Bz~x@P`_YPnRIT`-Ux*efSvoFJKgN)ND_pb>e*?TLArvAo@2n=X!)`(Q92@}-_S
zST`p9>@c})s-WeC+?ClDzZY+>0?fa?{%$84#lUDqfi)Z{C#1NgY01|4SA#n9DSAgG
zOYAHCdeIBPsLouinkw;}@k9=p&8tsD-hEBXICy|CHR_MTZ|<((UN(xIm@#yeOQQh@
zLYU(iD*jt{xRa6#+Mfnvi)79IOgI_3nJ5vY_4B#^JDxECNx_Nm1CCza{qkAMGPu8T
zlZq`(L>ud=+a{0g5t`XGj^DvJPQAD=7+$Xjne6O?gejUt%rkU|Bqf$-ru>1vHskn$
zK-}1g3mv$DhgX6$|D?q1Q8T}87P^soizp!{CHF+cAV=7<Zb(kfsWRrBu?8iK->v0u
zboP?JU6!~{sZ<PIuM-lQ&Un<VZHlL;@4et=`02o`==n&GGJ%)LEf{O!e~U(`ahES1
zpg3$CD{ZT`M+FMDaFmH(_Z2UC|4p1<s`E^Qm~(sPpLzYfSc!)DgpCsK`|!z6p)(Ea
z)vpP--n`>k8-rOYEPRB0t_BzzGB5Sh(59yS^izbZEt5+rTYDuphbB@9Vx}e%1#eNv
zuf9zYFbFX~!HoS%r$cVB{tT_t4CLc~eq3IKrK>jbTzGk?Wi{!8&A!8D;_{S+OKI1$
z7zFANHVY^3?pl*9%kF<s!!OKl3D_w`9PRpGqPXm2&>|sczw&%*wof9hXR=up-y;`t
z))S_?|GyPJpJk2U=8qP$zFv$%9r3+?mtR$|gLCy*6s@-lxED6RnL#i^Zd=Psrk6CD
znyOR)8K@u~N(nk+;<LmRKEW@8a#jFUiw|!{2U?R#F{kD^CFHXuD{jabyn5}Gc_hnb
zGI5`2czrase%^|!i(~owRlAOXyBZf@8X=TaGjAjScvnJ<MoV0_1P0A-wsYM>giz9j
z=#eXAp+BjPd;zs=L$K3+zBHKENC8S1DWH~)qYd3*6L;NZEIx9W@Gkoxisatp^R(>!
zt8Ltr6IEunbhsByWc>f@Y|dWHq!^>!RlEE9-$SwcwQ?c@60_br&CFS<t_H~S;q-aA
zn!|f3Y=QN`;uZtc*Z^T_i3=Zk?7!DjlKMIqduFa>48K4nPwltP{S?QsCBPDP##$b1
z;q&twbaz;#@1rkYuJs=u|FO|N>zNlAFus!!^Qh|z63xD%n6;4FK-?h*N8Qm+=qJ55
zZ>l+MM3Z<=2+a=Y;3AK;FO`$|5^C-$Z+p$SM(dv?NGI1AB`gM9%0%F^X9|?K$nUnt
z1B~Q0ljf#MtV1L`Z2#^1bgP%=qeUy5iBd`b#%a_D{k9L=Q@&x-Cx{d9e%E^%Z^%|2
zKBB!`l*S^{{1z<A6A=(Q(DV!UI_7Ey%;9rZ;DujNKcsw8kK%fqqL`GQvocA!OoO%l
z{N-VNX=`8D;E!3zhodzl3pAa&wO)E=>WN+!zeC8}n!SYy?pk--*(&>uvaz{@L8iQq
z0+sF^hQzLaXZ*Jd>qcTTLI%r6Y-nQkQ7j@BETVouVrQc4>eVk1l3qg5ae=0XDaZN_
zC8eMs;Wz9|T-t{N-3D8wh|ByBJT@AkKL%{#g$k>J9%BbpZGYp1QLB3hXwE3TYe+W0
zQ!7>s!}qKim9fh^qc!XecofVN^%vVBRQcr#aCNKeSrYA0J!Ixl%3UWyIa6tfgHc0I
z$XuFGqU~ZX=(Nb~4jEE<CoYDQ+uykc<cX-1$a;3R3u<i}a9hy}Jf}RIw)?P2iFJKc
zXAMnj5{Gz8{bQRY-ar3i{5pU|F!iEwaIxMUak2&K;>)*ncfV3$_bbKy3MyFqWgw<%
zirr?~tEBr4@eOxgE&C%*)o9>E+<moWssCVb%q|R`o3Tu2n3U87JDVpFJ)NSWg>Gd#
zEwaCJbWFO;)6#9*EA-`?jlEs0WUKtL`{tJ@0pI%W9|`;ZM;DJ{MNcT&I4HRUpG^b3
z=bB8`-t0+@`@R{)?gvHo>usuM*lWT~c^J7VV-TQvl#Y^<5CeLM18Mu7L2tlvh}noG
zZtk2L%h>gMAo$|Fc;vH~?+We2k>E$KLgKXQTIA#=ZcP1bzpH|r|ApN=NkYGaw{*vS
z#Wr32uejT~k7RQ0ockE+W~H<Gyzbyn2XFSC8Bc-<ejUGTpMw&d_t-dQH@*|Xg9OS~
zDP9<-?RY*kzaT#|YzsG2`iRT+y|8TOBUZ_0*OkBL@MlInT_|!14EVO6Z|wFP%I&)K
z%Lrnv{j7PCCyTyJvwi$o{{}ay%RqnN)YB=_GgA-V3o<*>tChyNN9U8Z2m)>EX{RWr
z`VYlaKmNSuhI;u-?^NU>Bb%$3ihglbSJ@HCP`8O8hUJ)}CucP{wAvm#Mz7n<zn<&e
zoXD!@#$++yKz#o<6z7DKcigFu6pHtE)|VIExI)HcpK?1jrUeNuq3NLp36O-LR?3p#
z89u9c#@}Uz$V<M&-9$MBw`i4)aLDFE9TzDx(HR9`1_BL3AI3Z=e+M!AERVmxipf`H
z{(U_G@}*77{{SzDZ+4&tH%i5%Lb+JY(>`?LXXu%+zMnUDCYMBe=Xw&7Uo6zS$I_xE
zT96F0`nz`uT4#};Gvc(P*Zv5qU^hBbw?{Q99D217xrLQ^Vi71pX@V48rBe9m9Lqqm
z0ra|%v>^gIn+?K&-!IOCT-vJ)c90Pss<*9gdX{@Sa>V?op0T~FuN}`J-Ydzh2Hgid
z|6m^_u4=C$LQ0T!8{eVgA#$~mZ$V^StZyQ#Yd=`Ob{t4wK?@wG!a$otuwp13(D&X0
zp;hIM{pp8<D&^suL4tuwyc#s*jC(CPeog??e6<kj#m5T=(cftjaj6f&8BZwBy&ozu
zR5Wy0nktIFx@Z-BWoo;05bE5{1=3~vKki!DV>e|)0Gt&$xl}P}Zv8RaRiwhsm&dqD
z_9|)uwz&));v_o(1=q9ZPaXnD`EW}G$Ir-^d&x}iMlDrDeV+ycVx*4{@q5TW5=!nW
ze`5GKVX?FHoCRMswY#35`9%^=lJ0k9WMm+Ey_n?F5JYJ1q}QH{&o=prlVwKps}ywb
z&EBJKECj(BsE3<RvGY&>>d?>)`+;6Lx#cm=OeFlh(;Fiz40XUO;uS@@=x>)ufdE4T
zLZJ<9j6k<8vK^E^H%{&Y8ChUA<9s5)Aeg3{ZRCFAvj5PH<7}kO#=)d1)z=kv9q;uG
zip<XL&;d`Y%sJQFx6vD4u810DXpAv|_dIn9!~Op9Lb?M{QiQ7Y2;&{3r{Lf%y)9)9
ze|_i-z<TZBgK(~XNFf(VlDwvdvirAZ;5zx-WanfrEv~F-uawE%I;j7Frc6pNckmKv
z|1u2A>vhM#Y6<=r4iT5^Vn(E2-dQJy-Q4+nNEpz4*weXCm0$~koW9VYP~2<g7H}&k
zk(O<%AECG3y5%-(vK(kbfCw}<qoJNZ*6a8in*Wg^;Hxx$f!DX{*wg)LnAGZbF1@VU
zP}}G6nlS~HZJggK7hn24BiO#w#Nyz2C-HIj+wfTr^l|Rt2@OBya9oOzH*cxhjb_a0
z-{k+dTJ*CUA3<rEm!CiPRyg|=aV0>zazVn!1X^Arcz98fZhXNeRDGud!kh<fg|$Gs
ztEdJAjfhYn8YvDMm*nluc}!dYKs?=#+vq$j8f=&B=zW{@{`Jk-2Q4@@yuv=}Y$@mH
zDVbH?9Bj*q=^@8P{%m>|{`X$?NKM6)6zKI%_4G~{4vP0BH75#~Cqb*B2*5WU;^u(L
zip0=^Cwhq<(BokmvP5+&re(IeDdMUQ-3x&}LJ`fIB!RsD!Mrc*#O>5+_TFq?YBQR=
zmfg1y0Vs9M>#^W2%s<+;!CwWEGInDM%XY-F+bsR_7E_6INk2kfE9Z=Sj8KntKnaZ<
z{y!WSDKNYiudaWoo0%SvXAu4Ek(@|EL$A8^JxTizG1>{A7G{@4fL?x8I2c4F+?@L>
zZ0kqe|Kx+1STTU0TQ!<$svW$5$w3SxwSnd)zZ6>x{O`zci`dg}8>ha9BoCr(y9^>U
z{O8W4H+(Nn$o!Vj2OF<`wCpgpZ@tuITW7Wq6-#^X*k}B+WRif;x6NhW`QKvX%6opF
z7<Ar8b&(8rwpx#&>^~)p!gHKE%}%$)E?iJVG?H!FlXBcUWQ?Ht{i1%iDF|w^d*pxy
zLgO10oY6uEvpV~aZQCrlCJXU(F9AxbW)|8m2XqPu-{|+rsYE1ZyhR6o<LKvVTjzX9
zG1MQAgbvsmAf4BcBoS1eX(QGHB%s`e1E8-6QlaDlX%Q>?B!btVQv%dmfy&E7mlU{$
z0RnNY28m5!b?ezHG)-roVnMx$hWFi%7H?Zp-RNWXG!#AGKiZuwmm)P5I|WLPw|V)O
zdQsg*Zc$v8r>r03BPS}8mnG~;N7$t@K;%Xba)%#4jraHA%6p&ifPEtd2&9b?kd|^F
z1Qh#MfSQW4%;46)Fc)7xjA5=`sdY{!9j{ZZX_r2FnhERLam*U=1FlSmcbYQ&<*ZN_
zRZ@9phu;pvf4+o@7YGsfff%MdGg_r#S%ok*&bA+*B>a1?5_HAPfht86MDR0C*s>5V
zjy5|l&^&NAhcZP(Jh%(=6ppI_Yu);Zr$ndCs&L)<6Tx<)WR&JHosDx`Tw;}eTtLx!
zCMw5mhjx}Lu>Q31v1mYN+T)$rJl8yUmxT2uxBfmTqDt$EX@OP}*JdLvfuz3iKeZug
zHT@sFK5BKT5g!$td7>^ZBcJ`DVe&7BQPZDD#DDK6tz;{gvhI^sNv$Ra<Ji?Rn24%Q
z?ZR<Oa2Y%m*!BX{?^%h%%2ndhw<g+Le1@px0Tp}w+9)k&<Ieb#=tH9W^=7Z25)W-H
z>b;1pfOSyVjgQp2u_ydH1sqa@m@;xiblT}P9cL1^?LRTItEmdFDQp0$N%&h`=Ir|h
zg}_=jDDM2wCw6;Z+hCU~<fn&zC~`J@WS{0c+dk;f{k!Y1f9V7DPm5WuM{?{qcDBUq
z!(f7YPf$Yj+b>QA<nUTcbtcM)ccr^qx*gkp6w(;4r6m4B8l$%O!TO0?4j$__?FR2I
zu)ywDp*X2~q)TqsxNP(`S=d`h2b=9JVLARYDPVkHxLsajU(fW#oViyJIZ(J33cJyU
z#)7QDpj4Ygb@7~WNLrxouT#lvl)K!2(JJcTrTx*h6&pi;Qg^IE%PNk32Y;vG66H;g
zjkjyluMvXpdHEcVd2n6M?Pyal`Ho0NHRSaBGBlf;mKd)UNga;K75}GoKU2NalB*sb
zejG#rdf&7*TCQdCSbG>%jAMT&aGpd6ct9Dx?+ae1rg1U)mk$$@V6sPiU_kpO{`c@G
zk_bCSft%LjeQ%ja{*c&w;+w07&K>1^^LpSwu~e-SJMf4zt}}e@LVQZid5?iR;8Qla
zgS&B#5|}NxbZdub$c<>6`K#YW@byo^RZx#Q+XC<r&Fs`k_>uz+vJb{)SX69G+}}!#
zF?snZ3I5?P%1<06MhW{z%UOFF#M^8qJfL#(GD#fBWwQMAPOGh{3s~2O;tgb+<L>hN
zWkt+Hjz3a~1B1i}$PT!Na#K0@1sDI)6QaJ^ex1{!XC9osM8S$85o2>boZm9%c^BDt
zXKTp_6DqdA0o(o!Wreqlr4`i(6B^upcb6P&?(ad%%hFHH9SIcz7Rl=?enj<sUiewm
zy)tiKBJET}aSSZ4{Mp?#D*Y<QN*-<1$~8t;P3ynnS`B(+Yc8Q+&T0e!Qi^$#!rR;{
zQBvlB0ZVB#w`L$j{DYJr@@ie{VY{hb;{+U}1Qgn-_lcaxSvq)p-ZklF+shxn%hg)F
zDjV@@hS#MXrA+kCpvVoWvM=v67H>k+6X$8Aopkx&!;?eu#W+F{(T^c(3JT&6#XrFg
zsyJ<c?@W(A|GzKf{b{?@DLUwoIufgLo00bozw0Hbov*%-vVX?@^v4pg8fycp%C^1L
zU_sM@D6gyWxn{fvO|)Lop#XV_@-R)x&9l+F8yEdv_~5FY^W%r{Zk9Qi5`p;)Uha_I
zz<P>Lzxuh#GTe<(6<1VLdgCrnjj&e3a*eKS1Vnvn6CCB#$egd;o*E;n4aVyrq@;Zm
z+-_7bt=u*$3+t6#Rn-}KhBpR5faVCifB>Dzi#0!0&=EOZwhHMQtsHoUk%C9RnQzDr
zQ*t>Kd4{(}VR$PT2U?nZcEc&3*?G@hpFW}E;PKnm&gIyKAlwoAMJeI<oY%!@FQE>6
zeKt0&0(ABdX1Ru`O?T#ILKv+}dq>JOO&|NpTT0Y?gX|dsk8!3_)?`R<{j<cnvW+O{
z$>|RI8ZdIOX%<o|!f^!P7qY3i_c2TGR(>U^buG9wB@C>GVsoW@KOjPZ!1H=C$R_{?
z<uqlb_SplkK3yJ{?0r|}!dIW2+gD=}-n%e6^KE_7I(;4?FpGBT-&s7|=$I&gFc79v
z@#?b};rU2>6rU7~LPhzI_Lcl-;4HUkwO$*jw=JC>J*9Kg^^z{@&yT?_0UoHc%30dd
z=fbMAnpJ-IC$@_5P03856$rDitA0^9ZEodD0>shW)(w*>yGadihwHZ)_df?1XdFVE
znVx~<7Y760fC6BTW*e~_QJOmx0G{-JNv*2^qP|(>woj)GUm3t<_u~@hekqCE+#b&n
zFlq-)9F`ic*b#X44T5C-k|acp4;U#Y)xE)*JYU!Uibcks{95Ve%{Nx^NBjKvKJ;Yo
zQxd%_vo6;#bfl(j^w8(>)J26)D=<~wEXwLz32vH1NywLSm6S94CP;S<C-!hw1aVdY
zH%w8{cgL}>O3oO#-K{(A4p~fd84ip6OR%xhk|@Pg3yw-Vo+jy?p#+h0GDpp@C+>PG
z4N3uzzElEWfvzXdr0wp2Y&aF~eagG?!)GFUG*;RIqEjAvFwUxY+Uh(T+Vj{^WmTyT
zVt{hH`QKdt)qEn#*#$Ft0Y&4#{8p3wx;M(EO4R3kW|fWKz|~F&+4M9RE!l%^OM~(3
z4k`Mjk!5qw{&P(m0A$9gpOZfr6F<+wJ*LzCmjpNF=s;+I;n0ufYa5<tK?~IFATRC8
zi!T^+wvBORo-x3sdL1xLZyzVOmd|@RQ6n+Ajx5C*1?0TQh?QHjQD&bWNz4q?O<OyB
z;8gN906f@-i`#$ZV-VJq^(U>aWqv*aF^dn(*j38PY(e9flo<^hLzSQ2FKR)%x`G?z
z)I(Yhc%JC`=!$*Z%PO;DoMR`O_)TI?FnQJSEajz?W~5Y-SI|VAO??dCz&mH->XKZe
zm6hQAX=?!C$$3XZ6=p=e-fk9ll@vkDuj}VSX_y^F!Cugjr5pl_DLz7Qe0aif|0ox!
zVmo@b1H3jgQW83jWvit16i}vg{ZYO(Yx{qd*|}Zc{9_F(@_<#D1KQkPqJ%dL^Fo=x
zR-%fLK~6+aZ^92$GcJH0Enwf3(o>i89$5;5f>Y>4t^A2Z4sq$!wkh)-?@7KRwmXgU
z4*#WKTV$g~a(#QV&b-N_KjfARn{GEx)!^{sWL=VqgX?o<NA1-%Zx_Vss-9v6c&G^c
z%E17a)cR+J#R**yv~Gp&sM3`)&ms!JV|$Uk&S`C<qF%o;_BDhxYcn&?C`9+QN$igc
zX?v5p(lc2N^ZrALt}v6+YPT;M$Vwge2aIOnkfIzn{2ob)MN}bWslV`MCwm<&NWENb
zW2eM%?3jWO^@V?9*DhawLPL9pRn!lC?Tj{#!Q_2O=T`#Hl#E?RRXRIF^l7IlXS^g-
zsc1aQen2Tubi-NGPU%QYMnl8obn=UsGG}ev5qorxk<5UGoG26~^`~<n&xIlzL%y<f
zz!oyZq2(v-3D0Zme3UZi)C~Wy#(KE5B*4v4`s8PltdybD^4XoOtw?;hwW6F5%$fyp
z;({Jj_=J}QcH-Xc7cBA(3D2;;>V8T0*mT$A<jWo^wN?t_yNKDb=eK^K;M{f6qi6c1
zvEBpGeB`a7-6<U2ox&kUCF1D$w!ULyiL*b`a!2lNEmEm{^I@MBID2K_9c1vqWYXR_
zzYb9K5{O*@MKy7PiChVPz?x!hKG(94M})T)XNB=ILEDF&eqErtP;~bhuX!J0AR!9*
zB>7-d9aF_lUX+tzPx=F%VT=N@kM`e}j#H~PTAvuS$d-gvxCxFy4ht*d<|Pc9R4?k_
zj<B-uCI36JvjzEqs;U1z9^tzOJz$0euY!@2p`a5Xe#R8EqSKZ<?94O^roV2Ee?PzP
z&QWgn&mU3fl<oD@?WqD8FsVmv5VLc%J#McU+C@TMl^Uza)|;IzWiX<~V@}0*>{uiQ
z96m|5*hrSAR5mxCdW@sD*F8Hk4CD}6JLe2?nmEm7Ex4S_CsSR#b>kXrSGhqSE~Xs8
zS3pBrwAR|PB(rdcC5c8tPSM^qAuz=R4No3Mj0dL~Wa;G0s|)n=JbM~!OIb0|LR7Mz
z$45MT6TwE}KCwRik@W8^P@;$OSAiiEB!X<spa)ES^|sa2QZZ45fF*A->sm4Hr@yf$
zp);`FHgV;Q7JYj#n`iuh*&ENN8?B+gPP4(*I*e>d`KwZttehOtIcVHvh(xLvk-cK#
zG<_k)VuNZe30EF&-)Qszfy9>^x7t3nB#Ul4Cx`oHd0&iW4nI2q)nAmFY5A)M9WR>}
zywWd<j_TP+#CbcR+Iox52H}}bFy*LMi2)PoppE-R6?;bb6Y^sHmZ{niRG2<Y|0tyo
z(lbBNjn_%KxzRmzOTq&&!SO*lm!aavWdpI9=hFsXpOc<-LEVh;_U$mSn|tv|8ajN*
z@88{*k~OA~n?vRgMEQghSN|Rl*5%B&)yoWS{W20cTzW`X)Q_6>#Rdi}ETRS?f3bth
z$$68q+Cvvpd40keJ{-3+vhUIp@IKuIHKq3>v1#-8N|UL~WAZ7$obDLR=vr$1HHObQ
zqNZC6c|Ow&V;5c6pJ_t^@xeHd)^`BHY88-{x)6#MXt4r#GClOM6wx7OzxGh1*PrM&
zFS9(;uLtC{TwOFs|IH%+WWmkOBalWBN4xk1GqU9LQ<Gnp=NKs-aJ|I1=jdHp59hQ#
z+xgyANY5;H;+;N8KkQaQMI=IyW)T(jq|XfbjJ>ff4U?b)kq&zQ`oMJxPft&WrXnYE
zKsMB*)F$jq;Fc@Gngh*CIh%R_AB_-{1!Q24Bm?fK732Xe=Mkz?l05iB))vhQc4HCS
z>s~ZTSs6h#ORvPxbk|YcA(y1)5f@eWlcSc)20^${e?^O<Uy!`5^Z;q4cJywu^=&b3
zZl#JLx7W<jgy0&`iZQ_ZvhOdkMj8~v37JptRiGgQlFKUlsL~!H>h;A5>0q6~`v8$?
zJ?P$(3BtmH*xtQV@;doR=dCjyX8p;9oP=aF=<ID?fs2FF1403)ifbvE9VnNRd`K5j
zB)DAHCMQQWa7q1&n0fsiS|vRcs?55Dd6vLFBy5JrXex!CdJp~8tc@+|1N>`&0uANZ
zu76?@5~fX8LE%}lV`uHVTo*t*#D!=rDOE&;?*yYipbt+Hw1Chw1O}_qX+vH2(twYM
zBEa}7g4`kppB6@&_UHpWBY8@Ll1k-F{UtP?%FS(EFXnV>cS+`gafqz4R+}biwG>*0
z`u+;0dqlc;Tk^p#`2wJo-fDLuhgK={BW-dzmBUZtwB^X78X(iV_SS#M+A@IUCl8!a
zYfY1qvXRYeiMU?Xm*CkE(hddvJi)^9ez)$3$LY=YKL-d0_zk0xkTvz6+*Cu)?)EmL
zK?7q`i<pW?2ghAB9_gBF-BxVh6W<d`20d7TII(<-+JW970<F>Ip09*G7--ewwFlb|
zs8^eh#fRGp#Tf^vf{qt&oa9@cq<VTOHY4u-)o2Q1$j}_xw=wQN`uX|Zy-G&&S2H9@
z<oVxelb(6{AIrU^0Q_2i_UjC?IZxA|5lDwy<82yXpO!#K?*whni2h7yK5h>}o^?Qi
zzN`9Vnadu!yIw=Mjh&$A3q5ZRg3fclNr8#@Y=5aT9m8qfI1g$nopdy=Le@0oU(exW
z_M@j}dorZ<Q9rGOl=f5xvpA%cp2+Oid)ADS3w$kfp_XUX_~Z}-!&Fa$CZn$P!_LnF
zg0U1<L9p*_A^@BMe0+S96FUIMB?VkBD4&$uS=S~mJfW+_-Un&b7*buF1t8sf(162y
zmob9Y4{m04_TBuTN2&qpDf&KTF2p*#)*d(LXoqy-iyd_Pp<xtu!E$~3*f4QY3^O;B
z1Eq+9eUlt!9}KWfZ?;1DE5=aYbcHYzTjkwi{@4oBY~gVyJUdUf0o1#F5{MtC(U%E$
zo6g`IdAT!YYdBi!VUN3_ob#za{~sXkRT^~sIx8A_UK$ly_|Phb6%e7<lum~e7Y-yn
zyR|yWprA<TMd)I`Ic*j-6f+;vq@^?+RCDmE60N;Acot**up0X+EL<m1>f?^;eol`h
zTvZi62mRACS}k1>0*|lxKGM%;Sgje9V5^>SSDY0}xddxT^*J5LHeDK8TC#IqJ!LX-
z*vpF!z^c^h^l>-{Y|d3uir*fon0Q9$^mUCxc7`KTqMAa|UDxbQSA4yYuWABn*s=G=
z$jh-v+dQPW|D!-WOSFIVF+pv;Hrlr2DTCMK9T9J5GxKFqk1nr(_ZUh`M+ox=a_Qo3
znHB2UF7b2S%UR`zoc|xL-aH=axBDNTl)NK)mrxR|)==5^Hv7J7Y*CgOjV1dsXwhOx
z_K+oJ>`TR1##)l>j4iu_!PsJEWEj5JOZR<0KEK~z{UK&v*Xvy8JkRqy&pFlPYSom@
z#PYy|3yR4F%B!r1`E6ANe!qrif-Cp`yE0L@d-jB>4o+3O_FEn!WAUpX8@iY4WW6<*
zwO|bR?<bGC0M$%-=h@{!ldSvs{0#XEON$ThBu0~+=nv@5>cgtVr=hJOPq{xZ!ZPnX
zaMaRnkav^}kN}dHklq#D1>2K?+Mrav-IDRqv2t*EeK&?r(y*6sI%Kn3oL3x`%(riZ
z@mVKWBW=Kt9%%4{D_ByA&B>Yj;naB6ckE~XSnUd)6dt5ZQs_S%00*O?4zuy($xH@G
zw8Z#~mLq;0{raGDv)BjW<2l#ik*)v+cFstG>o6^S8Gu~BT+n7BO;6J#+3>qdk|1!D
zOu%_a;R=4CwjO-D#OVJof8VZAzN`A)j=nzA9w^zse*Sx^ZZ^@<YXp&tfcBbRB`{zd
zcXzh*HmJ}VSTNguVAv_6xUd9Ypg{zCxq87I>Y`)`r$r#5_3lcx92ouo3WjOWB(3g)
zhyS>Mr40s-SGK;WjF(5743Bm=j+Zoz`1kCoU%p5<=nz5wsq!DbEDG>t)YCkYF)@VG
zdu!dLe{A4;f$rS^?f=UL2IT0Bd|!h+7Z?Oy1o_df^=ePzA{h1ULF1%@S{??J4~Z6K
z5)DOj3moQF@4=L6O;F_O1J2##{jD&?&5!l!o&SGju>n|f2sWn4aLDTdY{?w04qtZw
z8-n5nw_GABimdMrh!E*_kDMc0jTFDnx==TnDzmCRSe~HpG$fY2D}kG`2BJm$<^%}*
z2Hz6qr?mOS#Pmw*sL%p|BXrO@0k82XzAhm#0L=sjlsOWNgpBF_4c0j?0`Ir^e^~8B
zAH6_m?mEs4=-5}tZb+P2arGW(etDPk9Pr5{>^#8MbcQQ5M#{daOi~#pXO;ksNRMD}
zFiv|Wn>LYC5p3~kJee=8+%P(0T((N!BQuMWGJjnNIXYn<iE0*i9bNGUZ@Mk;UcYIL
z4+``-U@Tsvvb$@>U<kb{vS(zGL(ml9%sfUj(Q`<gj_5ra7y`Wrb_j|kmNUQ%iWpoX
zq#<R4Oidd5zo&E`!k<2YwdI|E6@`A>yUK|gK+_iswXEJW%t077xS)K_e04{EFCL!$
zlQji`?uJ;-Q=)pDYvt;8R)8l5O`4&P&L=sNfock|MLk%*<$ARCQ2bq|^5X221QF+<
z_a@jJr^RpjoI>ZN;RDmZ`fF5m0o_~#xK34-m;r7y$yv0w(-Vueb*L@{PZlqAnfnwP
zl#AEviYeESQc?hlo?nJvM%m6}xRH+C>#%NU8B)E6)4Ha|mkn#<KjWScN|NlSq+EOj
z_^dq*fKIRf17D(x`{uWRpc{eB%`=Lp5cQH;@t~I_5&bJ|Z^0JO@)vkO5_ZmtA=@mX
zk0E`~$w_bQK+;1cD5HF0VOg#hm~U3d!(_8KfeDB?taQjA07$C6#uX%R4^tZs`}rVF
z^G3a^wgEE6{%slR6}UT@+@RfFk8@ihyuJ+89f<ABA&LM7yB~=hfvL%T{G0@a`cIKb
za;Oo>|LlIc(uz3%COCA?M<0olF0_fwXZZJyesHyh#Nblb5MYAhY{dqlUeDcU6uo%B
zSJAJ1Q`l>7z_K%G8D0z9PhVvZsg(kqx#Ext^~Zf^Gub=-O@P(3Utw9mTXCA?NAxX$
zSiNvMIi=FhEfFkyYD-^cik0F=+<#0x9anyHGXs6Am&T(+KaS`n#tPgXDKksiejo35
z|7SGBmuOw!u;&FUxuCtuV9&4yLVytz&RrIUb{7^qF?a!*IZ7$BDgShr7uba%FH>U1
zEp*7>PPQY;J*AcF84413Wu;X)YUh&%cDHOZ;s~!#?x*h9b2ALtIlvvI$a^CZ0>Fem
z0TSRYSo=mkFAp5>FzUr~(}=;zbD>6Yll<gisL8rlKX~z}kqP4}`LQUWs4^m02ORGS
z&e+GjpyVo~q*PZP2P|dS%Q*>}0#HA$de=;#cvB`@|Dl#dKxPq;%GzXYI~d|(`hPis
zZqX!6{1{UxFzA0&&vTp_2g~%JA>qywwf>94WljhICh(mQ!!n>HN#U%mKJu;ijV27(
zm^FSRlEJ|&=%LrE72nAEP3>z5b$u^<H5(d^|4nRLJ}1G;onuJ&r%cC?ppv!jr&wU|
zF$-#zi`C%<Xx2-T#)8$@+sjPd<n5h9x7Pau$38qz=+6qO1!axffT{wUe!^b~+n;^)
zX9NtNzzB)^5kmr-EhEZ}qCndx$W9aoPXTy|Dv1X5<$RA{-|%xOE|M;TSD>j`2B%uL
zu>&eZS?)T}3fUqvo)@4xP<%pN`Jh984{sC)`|PTUY(ub3#cev+M+6$W!qZ>ItwPL9
zt}#`+?>QHJpIf<hH3f{!CtbXJx%tSOda!s7Ia!a^<OgQ8e!qFsNUgvZZ||Lt$N+E@
zN`X-zkp<PT>|4t<_S-kDH>f(}>z^MMPkL9ay~?xDg@!}{i3<R+U-&>?an5QRT0VLc
z5Dz&GCpqF=?!`NjZwzn#31!oZqwUNOVp5)axnW+0YUNCdPvn%@?3#)PRqDJjW|0##
zF15tA;p+Mp)WN}UuE+w9aXAty#muUX97i-`tWtX|d+z^Eq(jXQ3rznClBVsm$h%QW
z-m2aF)zXEPvlY8>DwM&E+wx#m7tL|&{v|0T<I>$)Bd6N6LLdp4A#d59;}F)S^R9Jw
z2b+(SmGqPz0f%mNv|iGGedfY)2xw$H1kF&04=fB$B(VACqA>HExlVVL+?s409s~qs
z8&&2f8F1$xGC2CV*XgiNKiw%K6Of?J>jY8xcPaVE-yVzOSvf%MYqtE%Vv>3ml&RiY
z>Jvcqh0;-}U5*L~FAD<Yqw$ReMQGwrE|@IB8cjW$!uLwXkI8nV!LUsyE*NcwpYd)3
zCiTqi9=W_v&-l(g%QS{IK;|O@fK{hDk_FyfY<_Uo0-*<VJYcMsknpFqj9%ES=)e2F
z#7GvM$)(`#l#Gt}k^zO$KfFv@#ATQ-77Mw=r^GB2rQ&>|57)|@CT%)rK{G6*e$j6Z
zSgE#X<$}SF9!b8zyBhi3bwG9eguDoaB#V1wphXci0=xxm##k+-d?^*YjnrX4?YQdh
zbUN>4)NR9}3$*rRceRfp4*m0<@g<pG)C)5lc;L#tCY*iqKm)!6KZq;BQ$JCkaEN66
zn199{pnmQd+X03J)Otu)U8@emAq|b|amlMh{}l<(b{)Ny#~ovv=^OR1Aag&B%oT;2
zr(&z)R{A^T@Q|Vj2b4_Nf=Wh4mS%eeX+>gWp&(e4<D`4!6{~SI?J}EKD(X!*51~I7
ztOY4Zwgse1V;@5{A6W6}T@Q-Bf-#EPZJK2nOwTk>-B&zad0uB-zo-`2%zlb-ity=X
z)kIxIl4B9j^6;1RKUeaBzkVvm81Qgf7%eT{oMIEAHM*|;Uih2=H#L*oNukmTR<UQb
zvHat*1K@Km8U_KIa!Xa4q?rg|9`5!uP#;(vU~B5gT%8z8N3y`Mtgb@_aV@Naw~5{+
z4_>+)ZKjQ%#xK_S;}?E~X$_~E?rM@0t&siAIOSPQJs|pDvw$eIyk#CXM5n%bnp%bl
zvfO$5n_>7-)`I-O19=V|@mpsO;|TqGXA0T_rOX#PEWqe9Y~P-Ob@v|L?5;nxGx7Qk
z9c#?@sJL`bS1Z|4f)#{-HB3HvwzaK|0Ook%K>H*%H@EQnrEBufT6Lj*ubONCM*77p
zxin7u*xcA+)L8D8TY3}LS^~NpwbddRWGmjj{8vfgQ(=NF*;b{bC+nnwwYtsY+oig6
z?a3=61x#HFnJhI@qL${F<HJT)Zrg5gzlrRGw;3H=L3#?{<Ch!rS``97Zx?Cm^V2RA
z|5Z4x-K13>iqo%~7Wu5Zf9c13S>*Hio)vGjrE1Ar&j)Msd}L*fmhcG$Sju{D*B|GT
zON5X5@_g^Lw!PAu>nUTorCuXh=+e*_RH{O;TlmGYOzAAcL>Vtjg4`BXFQ2dr^kY3>
zp|%^N610$#vN}0AvJ1wqllFF3_aG`rL=f7d2rXJIZOs9QT_O1{7j`3p*Nz*FR4b9j
zj)a*+K1)1l!(ec2ZhN~~DFxA1cU#KG*@ZEwz@Xure}kAGDslJs@}uR>4^MNDQg`GL
zFG;MsL1Vjtz%Nb}KJMkR@%v0Oa>(gb0dhIyXhks&TAk7l?L-C}&XHqP9%crT=g+_A
zPdyB~v0Uz19bYkwoA|lY#3p1Nr7V5@jt6D2--HD7OMdz0#(0Pi6WwR?UfRUR7|)tl
z{=v#Bs!iz`ImaB`jDp|amR~+T#8N4qIH>bTKN|pb#q(G3V1o=K3<0}-6sC6@8*f1C
zWWuAO2B1!}l!w6U;EWe~vpmq4Jbrc2+6QV8iLH$Pz!LuDV=wV7UB*W54yqTQd9F~&
z*CEt%pB;4RB{?C@d}{l5$3Af^o(+5F1|BmN5Z{qUan8M8s(DYGuvbc9(CIq7wOt4j
z@Dw>uM_p;K9&2RbRNs8`$y1D>1=lgww{>}CERLlO8OEG1S!X2qI?Wes&Mo}zh%m)W
zr(O#*(-x`!2`OkMk4A!N-4@%_WzP~BgncyfZl$Yr@~@6-!^6W;!;&x<GNYg3lllHm
zOH*zyk@F;SxZ+@!HxT3&zzsqhTu=44wW$R7m(DqacQ@>rKMQ{J!<+GnaYiij#scsX
zQ-P0r+0M#4gS@1R0=8UOG$*D9uE>#kHFR|P<AsdDsN(IvXB1fOoE?Xy6|*TkXs&qL
zCgN_<eVc(kP>t{yaE9gCvtGPSUiw}_`&sdLarnYWH9c(SxUisb{nC$&qAb-6_Z3iU
z*<?~X%eH;1=&L_54Rl>fBS1PgNJHeN<$$H*$S=>10Mael)ExmD3<pU%$3aoUJ*#it
zT0#ontSTb=L2dOF!`e;jUs;sS9|vfwv*Sfi+*(z2$=>e^Z_(>*(+O>zHDe=c!0xl*
zrLT29Y=9@}1&fu6DbVU|un9TB)T)*Cb9Wc&TkMkkb#!^6Zd6|E$`u`buvWeVzbG8=
z55NQ%R7{0<fkkky-+BZ?-szn0qnDMYixw#NUsMdHs$Pt@d_X*hn$j5XT~*9sYOpLp
zC;NK=2e{VNI1e6!3>dq7z;`SXuo2L}WFXnp1ca)?lU&dwIS8h^;!vZ~AhBNL+xw&L
zEe$}(h+F5Sp$%Fw_Q&fNXYC37@kb&n0PCIUsQT>C;%=G3{I8l9E^6Z}X`?NNck=k=
ziU)f3bOv6O$>e8#SkjRI$PvzWDh(`jcCA^KmU{TZ0PLb5JUynI2gt(Klv{hCc{@H|
z%}p&l#a`#Yfdd1>mte43Pj2)AQlQz0>L4W5B*k4Qz_D<kN;62Os;g?@F2~{LcS)=}
z1WIM7t=HAu8_{}JSWnyJ{NWHRK?QjHK!$9vC~6Ss?(CxuNg2<TR!uVx<QuDlCBy@)
zGGq5l^ZBHZ@wn0tA3n&Zg09rf?>{bLFX0Cj@M?Am6<3F);N_-G?gPh;mAo1}&={lo
zRXB6cg1D&rIL^fU^x%ef&2_KYnhmdZ0nL$5;t>*{Xo<WNWpeLo_Kj}PUmeA#GLd4l
z*Q?IA0JguG+t{Sn@2qQE`~3_<f^|HAr4R#q*)#c508hJ&qdMj1`Hdh<B=Ql_7kLxo
zr<o(E_T_>w{i{=KLgghCNrJegc(bmE#1wkHElqy8c_H9;C9Vyax2*!OSpB@;gmTBW
z9WdIs7zl6&xHV~D&1(VZKpp`o+XgJAfjkS?U(sW%uVmV%dk~iCV?oa*`M=oEm1+VX
zXoCFe%m6%mdZwNdqA{&&zz#8qAb6t&%2dleEurY4v!$I|chy=&Y}|EL`!KMh@J44u
zjyxT(1m*5OZx!3r!H+4C-*8JhX9C`HAx53o!>JGaH=SVw;oCw>ky^+(1zVC&%_Dy(
zm|vq!TnLjX&)|Ac*k`-y{6+L2dD>z8<eAgciVs^J^Neq8*<0^Yt%}Ej8_~<aKijky
zKkhw|bAk>AVK|Bcg4^2{@R4g)q>wnCE$YUH!$uLi>WU9r6D1RlehOz}F)DoflKbH$
zFxW@qndCh05bevcnGpAg=bMpz@qsTE6VDfO@J!)#k~3=cxoYLL_jX*XsSbE%NSD$-
z(&+5tQ=z=K<C*3=;Sb$)sYhOr3wQ}hRIMSEu{n6Myt94tqZuNMhj@Q~z|5e#h)S0I
zaSeMvO-TnDQ71~`vZj}abB^6$dU5XY^N$0j-m%e^S3b+v-7ng3SC5elwh4c}>r|lp
zu1=FNtl2*id@@q|UjGc!_3T@v)pOiX{%3COod9iGFO==WCfO8#{bq)s_E0H2oElCA
z@HoEq3WClD9j)`v%Q?LV*JN+LC%oCVB5A9{QHwlFzO_6fjk^Srnn(eKz>tYl2rYR{
z3#V<iUAerQ0PiaX@6l%Ndy`Iqg^^LLGM#K($WWKB<;H*s4h{xt-VdfPAx<kiJiOpl
z4#-UdQGfc{TAYr&j)$|#P1`wM8kmlkBtpo5H-Fn1L2W10vl_+RPNBLj5RSF;TrWo#
z9WH;}+u|8ZA@GqBVqDA%Y->cUvnSJX%M@e=Rk}%ebCjkrvNmuIBSr9o**Tv;@#h!L
zXBqA!)e44y!$0>xs#&0BF6{zYOsMZ&rCv(y_+6vSLJduXi%*V-NNG<1@BC`6t49g4
z8#Z-~;R(j>nAW6~TWRTzp8Tw9zGmh17mQ3a(({|eUWS{FwC++D^1zqkE_582^VpB8
z@!ps+<5nn-T0F$mPj-Xe!bfD9)*b*_E<mX3P|#g!Rc&-kaSe78;2+_vbNX<Ft+xa7
zQJBsW1UW5L?YJOps#^Y761TTUvA%!7*zGfF&*!US#>q{ng9F)Nr04ps|GPc9>`AV^
zY~O+BcXzqx1@>KmMv)B2(boN$j(~Dt?_H2w)tav#71|7?D_%80deS@?)!5;KrN9H-
znEkV@ovS<px7{m@zrLC$zA&f=pB%e>L)>PtlQ}UF%xhEk4XU?D+H)&0Ljf5o_?*qd
zYMqiaP^7TjonrxMU|tG>T&y2=>%wb^tMKSDw#G7?f+cdW9k)yTm4hT1+D@;o=KfUr
zB}tihk9W{;VPyOxx7j&au1{=`H~xD|=1iU1LDny-{uT7_=o1Cw2X*AZQ7EuIaIu7Y
zJm%M|n+6H{ntO0C0TEp_DAOG)t*2Cyqz0nIV^8_{%9<DR<!m3jmS0~$?9`rQ4Gd0E
z*3zj6CxD~p*>7D*cWqY`@{FdBsq~1|dhukdrm7AZX6N;!IG=~Tduw(Z6L+{~a4%^3
zZMK@Wf)KyeYScpUu~Jg88EaG8=&=Vx5<tEE{-qs8)3*6!@EryB+e&Z<ZuHJMp`u-I
zpr=KdGtK01{dv915pA#IRrGF;wjkH7pHjL#72w&L+C}3DCB3U%eLwW$${lRYOmU}x
zTX+P4{j~><UriPo=M8gu&&+T!8n{TUisBSnaLN=Rg#-;o$k4uhE|#2~IFFY+U(!);
z3z)G5alN64hEii6o90PShw|HR`SAM$l%)qP!_9XvY{Y~>XEU3}W{Cw~b$(uk;q(@m
zDK+MrBK7%X%VxFbiz-Pzea9+UO`<t_yOygN+3MDb0cq4PlDbxSYgLZ7pTK*qWr5(i
z;#~j`JGZrBqS}?b77`B%OLC}R3S$CY4cXtJ(=$o?W{nZM*!G%Rv_s{6<<fuc$7)0u
z;G%b<m3-fO&t`}Z&hDianqpm{29?Qup{KstV+1+E$ZAV9uskof5vDwMp#RowzW5!6
zCE|7*wmBnx&62jgjkt5`T@Gjgtvre-&V;ED>$g&=3p?gci|<#HTtXZtj_h55yoh`A
zAy{ZG;Jvi0iSSjwUBhFxZ)>}^YMt5x28OT0@|3TkFudmY!CV!AS)xg+W$F{1WAFNI
zHjFFX$@PBe?JDzhStTts>wUL=pZcp-VL>mG)^316)Az?ZrXwlQCB&#2Ey{GeQvXju
zLKbjQ0pb8?BFjE+Y99DZ-5@U$zHAndm-WMs3<cf~AU%crqfV9Q_T!}>I;kZ=el_8)
z*4P_3R)rnBE?)4fu>NoanTwaw!y0(Kh$Wz@TYu4}pywZ0zkF{e)@G<?(5e31Y>xR>
z^yxumGbn{r>0Wk@;urnsV~$sAkkGGutxp)F-!<L!1i{(~(h7tMj5ORG`ADwXh~P*0
z%yLPoCS~1vT2ST<GoT-)TQf74WjHM-%+;HUs_@J9*vhcEVud!@da*}59H{i#pj^E`
zJG{*fI_=X2bKxuzJpCrriWDjU--sjmKdmroqN*ze+2uDnGxW_L@O%2wB7f3iC}3K|
zC{ZNok!eKK(SZ=L<(yTwGkGhW*4ZnbEIa|T-4yxdFa!-T?8CvqVQL9%^+qS8e!YRp
zQ*)bZ;cLz^dfaRC8{}A1mk*Df59`Ne5P8d=W)E~6Qf)Y^a6|n6+R<``=pYBMqX7jr
zvp|qm-k?AdgV0>f$;;Rdr4<A@P~s8pnp9tPdQVoccLf^^sh1W&XjHH!Im*{<ow?h&
zL#In#IIm~CdbS|-MY)kdC~2<0R(IQLLPUbnv)PVQktiJ*1!Q8uv3=9;9MOyo&qb;=
zYw8B_P}T?o^PTfKa}<(^FUx_<IdYvUvzxPu`1cByYXkopzggfTdi9t7I!x;S>xvfo
zs)e{|JCbNcfxC=huen{oo6nQCIde)^ON#(yfS~h51e7R1TpTn?2mLPn{v9!iOuT-X
zVDS}f&5q-pT7!F;2+`(NM1VTI_FyPn;L<H_uV@$a&ut^PR+RL6)24swRB|enPxV<A
z+kg4%sABlc7QyvEbUm+=8sP^~VVYqUyI%nT;fEu59P~JVK{csO6#|zonHaW1Bkq>y
zgq+hYN>LN%8U$gbN$zR!e+s<ZQ)j*><tT|*?*v52+_!jP!TOLr`xv{-LW0Vkk(%pc
z9J;g1D=NULq)Vy#Bd=m*_Vi+yoNbwalDVyzMsEjBAt8Zi;B_aDhC^ny2S|y>H32%Q
zU$K-m5_EUj0^ZXUv~U$)R#vvDuC8tg8VBGx6O^g?HO?G>$#&pvFTX&)FaB^UU$r4S
z9W(aimgsmuWA#K_I2l%JXpkp46O6F;sPDyQXy!)7*^dnR89zBl_wJh-#8;_HD9QL2
z^It-FuWb8o>CvkLDqT+#;P(%IB~{xFS!{2xXq$iP?&+Z92P{N;b0_y$?cp=yZarl{
z?rehaX2Wx;4iKf|;~+)Ud&rG`v2kfH+xAN7Sg?UVBO9?fAStJLAoW1ws287TXYk#T
z%A3NEG(b`*M(;s&z5<tE1Gv@%wB>y7tHN@xh_qF?%EtFedsd|~xhR7P!$;96_ZEm7
z#^oOR&y{JGd{2NUsCqm!2bk2%!PfTpU0M@v;`f*P^_PVF8#eqatMF#-Ct<ZlH{M7t
z-5jE|tzyo$&$ueV`}=(FGg;gu5R89CbDk9KG^q}GI9-5zcpe0&W9IrV-d=YI{}y#7
z*V46G70U5UzXH7gx80L0Mmg%n8$3btY4lbs033kfX{QYg%fs9ox|*;*x=JWQ`fcog
zfa84t9PgOK9rH~W!=FR?8YA|z7XWIOYIn&cm=6L;i;*K8G;0ll7B({Y7c|X$K`k@D
z{``=nQJu6Oe^ytj&CAnZX+NY!GIb)s8tMD2RBZhzhtkqLQ>|nH+`NeXzo)q|YKHGQ
zg42@C_6EL);!!_-s@?-ofO7sSyu&05tnMUwgUM2PK#?%g5Yph-@%H`pN{#+x&_)z9
z3kzl3ck=A!tL3rk{<I|{P@1{N@dRwOO^}gyZ#0D+N`D&sTZbIs^vJT|<Xpk-i0wOL
zIX3AtS+)0r%pU5t8zP^(JnPjw&ZcZ@ko`wtF1fbemYZxgt~Sn5?(zzkvPo)^_xtVF
z+O417Xp&JH35I^pug7H<)+(+2-V?{2q)#W$b9K+K(2XoC@<Kxwg-pJi(Ci_A4N5q?
zQ1<)t=g;tnh`#yWY#d->q?~(hOor^$fn|@DqF{>Kjh;cd_3ri$dUp)(<*mbc0=ek~
z)It|gbTLd={>n@CBaPczTSA4ClWB#YN9Tl`U9uEa&C;{gYyqJs9DO{yr3aM3t$oM6
z2b~FE9$q1k6t#HUgN+IP{V|wp*RHKQPV8<En1KVxvQ;#W+SH!*A{sYTI0@!xZrrbb
zFkXMQi-@*t{`0lrvhAO<E*ELd68_!|U#%{Qp1Fcbu`3?5UW@Ig--<pZ#eLQ;hu~zg
z=xsCZ#QWNF6?*PF4SxJ?D@mb9Zc*e_d$MdfYIHDQ>|>Mn0pQ&eJWhh?_@;T>^q*l#
z-^H05Ti(%LlD4R-gprKdBeZmr>RWzvxK!SH1%T<<7q15J=+qlF>3n2@Wwv2EVm?tv
zy6I0b6;8Yxmzg}*aXv{d!st>z5H*8zHYSW}Jlo9jWMoptmOf2%a-1~y9aD%FK5YQ3
zGeP|x`IJucWNel;Xz){fY|IMA^O|J4N!=;%T$(-;VN3uDKb2BT0gYn&3$k^vpzi!V
zFQv&kE%@)KF;VI3CKuVKg?I30RBZAXTel0apb$Ov{hvs!{ggL^?v2f@QJXjglsnuC
zK1Fk#skz{axq#t>v+vZvJ88Wmqs^qIU}KPvAn)$3bQdzgq)L9b8YLYsq2%u+GH;Ae
z90$I}Gc311*I|~_=1W}2br>xywg$w4Izu*?OZJKRa>5mVfB!)$VYK6#nxkWmYXjX!
z3N>N^ZQ?DdUDrwjC8+S|=pm3c7SGQ+>w<0Sc6N5IyT!nBwahdtR2BO*>mx%ZJnF6>
z%3Ms2Z>b*mQ~v&#R&cZGX{uW+XUO6Tr;w!J4L*8tv>F9rxKbWaHog?Hu)e~~RxaMY
z&dh_Smo?KSBUuMKqyVz2W2o~#nRj}@KX3mVJw43o1#~1XD`VAQO?Da>R#+TvE|BIG
z3-x({ElQRk!71#e9)tzm0k~0=N#i&x@H0<ty-37h<UnIB!x{o0v6XCq?|zW_GUD)2
zu}^fo{WcG)XYdAp+6`7y01H(j9E*nE7b(6lMNgcB<BQBar6P}he2p?IeJzzR5y>sJ
zOW)u|jc1^u6j|?qbB7Ilb2*sJpNUBPb^P?{e5Z8(oRLvLft+@f>?z<AQH%-(p~_)y
zm{E;^PVX08`5~uyps|p(+7?d5n!FXjx+QVe3s4$#(;E+|xSbhPOUih-SN!_bE4ih&
z6Tc}C<Ho)5IS4hJghFlmbvdH++j~W_@gi4#xQLH}04q|OrUmlImeDe`k;=~yd;2S3
zIP0W&aBr7xwuwNMAF~kbPr>}0QE5Xp0Cj@1iN$<V3vijpp33`71(sIU#0nL&RYKlg
z=Ri8ys<MI=R224m=JnsIO_skv+lBCO^4BnAD_IT}zD_)FV_9OJS17NF|AtwC<fiC=
zw4>JoQHIjDaQ2K`C5VzYnkL^B157zK0z{a##~~my=HT6&+sg-!sW)#AH&r?eE9E#Y
zLaA%UrT;02pA|MSw|tA(aI;OzbfHyxxk~hr)N7N0{o__Q55OAZAR%VsSt=^lN6fd_
zw|1?{refp9>k91f7V#*v_<<Wj2Up{7h394wdEcC{%}>Z}IcXKJ^reeNtUjAIs$-WU
z0#b9$cAqL73Lsy02>DhurDRxjpYeHPKVs%r?p!u6kF*-9Gfg_snBAW*z*^gcQ(i?0
zp_7moRa8`fej>r<%=qokkEsq2YgCD@(AZ1;cvCee6!84A=b;qJ{e_lEwhX7Mk8bt@
zz;N;0ocw5H;W4|pa|JQSf}=^MP2%#uP4<}g+TH9zfm%WoFWm#neD;t!z#7N*3oZyI
zUkyv5x$sqdo)@4$!E-g*-MX-JOXqT|@*9E?lJaWttgY>2<k?Js|70uCl1^o=yO%VF
z{li>Q0Mz16@1L_=lrlc7zl!8h*I~6&G8WuZJy8bD@sQ2335m-}8SZA;z$|nR(%1*^
zcF*e1Dj1AUhkNE}(e6{ktbcb|VI61i&?)ts{rygb0*Rvd8KSS1xFudnm$A8zzv=10
z{`Vdaym9}+kd>JRi0||g%H<5re3I!XxFfxP?cjdeXrilT-(|Os!RJb+|9-!HJ3tx@
zDhv4oZBuWOSZ#luYB|HfKc|>NA9?eM4!Aj}hyxt6x6C0Raz)m_&30THME-@b3J2Q?
zwS99aQS1la@JCe^11yujn64@;+{MJzs}W8z1}OmqB6{UvYrF?;5<Z0B2hD@Q^d^3{
zf2US+Tf`TOn7Wsz#u5_~O8>7h^z-k(yCF#$8&Pw&Wz%rU{p8sbr!E5&%41CYY4p%(
zh}NH5JBQiY+FHo@TufQa<7F00zxl>|st1)JN>GrHF35Ws4m!Sh_ES})mMgy8P76Gq
zn@(pBNW4hZnwlfos$SmZ|H5h`s<*rrZ<kQK<FKL|v$|sQgC-dhJ?7q|Lvoc$lnta3
z?Uxn@ClPxX22<Y`=BIqx_09iK^~l}XS}3^3qruDWlMATDsl|jddt1W}!d_?5<&4S>
z4bd{9wQZzRK6PvE`wFB@!)wn`bx&zhqJCU_n)$nW5SMtKL$&P{aG`gt6!ykF?75X-
zCb6d-Lq;x^P-c<|-w-yw@}pnX=0`ss9FQt0@f=+(^jQe^ofDSI{*wbVVSfn+sq-r8
z@I6cLglE9fO&u!dhWo_t#tYQC0^Z^3^*gp>{rb7Skzk@N{<3b<qy{Kx{(b-HFQLzu
z`W&g(CQ>iR${YvJ2pAI|PfE^>%1`d1*qC6LLc>LrkY1Lt<y5Cq#R$94j{~+BZSZ(o
zZDK_{`Y!ix$1G0%RZkb-@zx~w&2s@kMs>e=V&y+2d>t;ye*vSzCI_M|azY*HTj7Fk
zi;HdgnUE{qIH@0P+kbaYHutHgCEToDtwBLwMSSw-V8sF0lqRI*HyCGT!QkSoNN2^1
zdfGt*4a5}*sKkjMgBf^WMfz85E*Jm#=F*+DRaE7#;Zi4G@Z!nArS|$-h8M2e4`U|M
zstr|b-f96L5x$>UdXFkvwu!O19zLXv>IQ!>PP!&XnZLZqe4zLsY_j*ygZvG5$gnV9
zg8a)^@KOW0GGx<nd7sZJ?8nfL2uLMqkA%Ozp?*L6my(N`I0-uvCBKrC(yOFh$?IMs
z@D&iwq3qX}GGc8*=|Ow^h*rN+mG@}9f>O6{Yz9_J=E8}`*yFt0b2Zz#M7*Fwa~FU-
zpNT+RgKMXLLWx>~{q_M7S>z!mTA^p(uVV!au-E5uqWaP0E@+ykQSj@bi~{M8$7w5r
zj~BVkhpLx1O>4ZG6+FR0deZ*MiS54wy_|KA0FU=9Dk1swYL0-dEKohIX&x}uxc6I7
z0Cr=RwR%zyWzRFlFB&u{(B;_l{a>_)u}a$D`N3+`LZT#V$VJ05n-BI~bJhN8g@Qh)
z8f(cG|K+|gd40bEtPg5IHwIq1icx5(F6cQHqY}46hnt=pq)-Qr;0tV7{@TYbWFIw;
z;0Iw-Ec-9jS|==mumy@&Q4=Od^|XYnW9oxVK~5etni+`6yt?fV!q=+qR(K;UM9IUD
zi~j2!TNes(cZ-|8qDZf;^-BZ<gz|oO?tsIPR?P?XS8PPn`B_V<gNr_1WYw~pv)2@)
zEo-RbAB`q0tw?3I37@QGvTM^aGBR9w3GmX$#rIRN?N2>3<@L*DssX-pYNR=ElO|q6
zS7884cJ6gNVl-aGT&F11EQS3D*c$FT&rBRhFxY-Ti#R^Z`^K?h+LJi*#Z{NmN<o`c
z>b=3aPQTaJgBJs}fYJM>Q-ZL@8Yn(y;@>q&20Y!#f*Eu!_QxHb_zBP0OpLE@C+Y=G
znz52Qf9!@AnzvLhH+_8&MVI_v+!%PZ|7Gk}4<k0Uh5}xMGpWUCnPOH|0cV%Ti*C`f
zYYzLpUWU0VPMb+~Wj~Ye=5{tSE|nuXGl4u>V9iZ|f<_eq4;-`Z->a0ZdS5~F8VbC;
zr*d2H8j<npbf^QRKwaaR^~?OPUpBGjCo>dBKgPVLt<MF^7vC=O9E}x4aPO*RNw2iJ
zL#CR?2HDnHBZ91LL?}{pd)~S|h_}1L0aig7sFgNo8g?!b!~6+kCp7g?7$ei-av{5y
zX#-~$N@)9&<aFnq%Yb~UKMZR;1GU;@7M%UTkFxZ$-%{1q&6XLMr_<>L1>UgG+l*ma
zw^uxi#kZ`qtXIp3LRTAY^{x6<0WJ5r8WjQ@MV*9x!<D~|!XRP)=>|Y;Td9;wTx!wi
zXQhRSe1mfky#RR{NU6q4;}<JGWpHt5fe_Y5Z0qjUhZsY1HHv|ID0=uU2pPp7WYkE=
z6y!YsMhe57f+BXo$Rc0+Yfehx59e+GQaN+ud9T4sg)Nz2vazA(5c5w<C<&8V3Q5~L
z)%XvV#^^_AKGm?paN?J*w=>?A!=rVru(y~#8-jA%e#j_@uQnf190dt{7IQ<G5I#QH
z+*#?^+NSa595B{fup9pP$T#*1HG{c|t<|ypm8J&^?a@|s@?9Ih?d(5&3r@i-O?Qic
zdcnngXMx43Xsfbq`#)gMzk4fe@<M*UByAs4%4P~%{sR+?ZfNjYRIw(J__ZzPJnJt3
z!Fc(TYyp`<k|H0Z3Nc*m7?_B(>N*a~H2dosO|w_s>(Mc2hR40n5_PhfLb(S(DPIP+
z8}yD%kn_yx0&&;H+&=lQ^4+cbM&Sq<#gyU!7;=B6sY$}Sr-X0$0wz%t7H@TcS&e<0
z2~(!n4F#<0Abv^8V=RDrXQE#Ira2Y$Q&Avw(-HAC^_A90ZS=+=Sf1(rJ2V~K<L8(g
z?k4re!P$z|ESD7DWTOznUEXSu454SrxrLjL2`eDug_ramAJ`38pB974TwSQ`vURD&
zG=G}I)@$w+K=}&q?`a#j7FAF8Hwv}>T=}VQ9wPPQ@Flmn0Mo%E6#&InlqO-sR+jFd
z7n1>zK;pK&)}Ieh9ULGa8C;>U+BNpQngQ0&yzfn!w}uI{Nqs+VC6F~W-Uibja0;V9
znRBGo(8}tV9+$UUj(*8%cAmkuW9Dg#?HSBK0J$YW*z2T64h+V-A1qAmnoNXL`ht0R
z?DU(8o)NZ&->Myhxk?wAgwe(e!Q6+cGAZ6dx5C3_%>fd9@4voy)r$8HiUpMGIE2?<
z@8bkhrKtMlWFrITu*ol0iu*WH4?653P4oTORUV=pwzcvwrUeN+!m8_;OtH?acca19
z)!Nw;$%S>NtM@VAEX3Y6zPirU>Jp;-6I|xXocv6`5jzX_P<hGM7&llWyIK^D@kjS2
zDn2pN*Ed4Z?BRpF`r7;kz2$#NV-*jyQ=T^@=jrA*mkEQQe-1h#S;N*c%sa_#{~Is+
zsgdkm;s9Qin^L%7Q;z#-ofVYRt$U6QUx?=9J(0I(otD{)wv??zO{8Lfx^;-fi2-<}
z59VLPV5V|W^^|-gjhR<mHb}$h-~%xIYcs(@=Y9l3ds)`dzLnpzlg|X|TaT%3W{m&G
zB>>+0e=dO=y1;tR@(pU|a@o_>R^3k`47C6h4MNixVT!6=EJ8o!hiDyKn6ab272kgW
z5Q$jo84TD8UjZQUK#b*Ij}TZUU0nmzPZp4Ix?iXedvo1qxLcPEPbHcxqNH;i1x4G%
z=6@2M^s!7Zzc)8GHE!BbH;POU6R9h%hQ;ns{qGM=Ih>ibd@v#$BM=P7g4keU=V1eY
z{8$*|-UaNT^1<(14Lb_3E%ZKuWX-Y#sns3nSlYxAJcC{kzf2pATBo=S+?bq@ztNcm
z<rr5L?gEnE$j9b9m`OY(y>FsdB$lusLDA9!=?;I5SV>^TB><QGFb90WWZ-3DH4|pI
zw5moGr<VFd1MNEs^G0yaj!{W%)*!4}Eq8wRh8%o-1oX8MaQ~AVX*HM{<?m$Gfinno
zx?aX`c<gWd`Z$^<T3~8_@it{vmo8O=zD=xX76P#XxCN}^eyTFL-^SS{tOS=Vi9R`i
zF>)&tm(V}6Sta%lJM`Cxi@p&jIq$1<cYk8J_OmMN#i7MCmjHy<BnTIfd-!vvtR0g8
zhKKR*2Mgi#i1bEDnkrW8(ESUy`m=&PJV0tqJn}03Fnt_XzlIh<MJQOBkPaRGL&}e+
znXfM!Rj6F<ZX25SokOmNpM?y+v2y=UT?hUC)FO{!-=ZB!S{N2|3W;XVI<*lF!W7L*
zN!UC`>c$sE1g#8ui}#gDu4hNo{_7nOpuBp&MV#<o+u(x=R-tVc#z=1Tz7VM3!B^+f
z#DqfRF<9Qs{}#xV<BayQScHFOt#p!qQ_v?lxaW&p{(RLhB>(uj?<DjNzy|iKkqL&X
z1M?fqJaD{JXSJSc04(n^-d1Qpp*7gXL{N9Tvc}THW#1G)y6M>K{ccqGZCcUjH*q7q
z;P;lJhhb~3`?eq$r|r5uEqo*rc!<Und1nYqYL^Mp4#JR6LGbzkB7;bM49MD@B9OR>
zs0)<w;)88LY<f1;#{b7pGzR*EF-1Z`n%#;Uk<X9ul~h&9ioEFjJ@arIR15}k_4!oq
z+{p{3)8seDJQLo&wYZ2n4C_DP5)2~oBs_fCVxdyl`f;U88J_vbQQ6)>5G%BjjvGA`
z7^21J%5DmrlNL6yo#?l18j<mGwR{(wbKH$zSWYU=lLeOd2vkGR)2{@`(IGpxp}h-W
z=c|uZ>1i3)cO^9|^2HV(Z{=nL<2laJfksctZ|xo$a8Cmhj-XVWrWV4`9IM5o#y(9-
za|U$`sn$tb&|y79!`os+S>~Uz{|g+DZ^;7I5Dk~Dyu8{;Sd(FI4{`+g21l**Rlp{P
zDDA8@(ZF^S-2E1|uxHPBD1TIT|J)XD*!cuWPO#cZ@W(xXSakv17V|&<d|=2yAWC@L
zVKBagkCr1=NdB8GEFyF>RaI375ke(Yfy3!-dtx1r01iF6rcBD_Jb*NN^_Ym=)gmg0
zVAnS!X=&A9+UAS>mna4v9;!4@{``t2Jz)_u0R2qS{yP!k_0CGl<eu9=E{IBok-$(o
zdq!2zpjwASNx(8WEw;;!AV#{gQ$SJ5gjQU!(mj~&Wj-MZQ8A(q99iGdKDeO!j)HIu
zyq?HgN#{ydm+Yj{`I1anpyTt_RwbXE3w0_kaW$z-u(cE5I~2cMT6(CPe7!jUEFAgX
zL``~_D*Lg&UlSJUCJX{m(-u{-O-oqm@*3u?d-EM0w9i3U<82%irymvXZ9Plooa*BA
zkBY#{^tFVL3cvT<a2bC$*b)N#pa6uCJ&(d<uN_kBoXWttB&4PmK4(1x4@+Si02^*d
z9-skLzz=@_hJ*X0lzRju?6Wu%#Gr{d1Q|A^l&w}N8b7!@4L%@YxA@F_>c@lqSMVUc
z-Y%0_sQ4WbA7?ucWkX0AhU{1)Bcq}?4@_p>abDgMK#eX>HrOsKEJ%&shQYc&?#i^r
zxTzd-Ift7Mx#gBrKAcd4=L$;#q9vDJb7WxRe-c*clYIVOmHui(yyxglf<kd^cA$h6
z0s)ZmKY_|mqT9cJ|G?Yy<x88=w?pc>>4xm5q9P*|=K_6J#<pIL$~**9OaJ%*om<<P
zv$F1u<GPK<d&JXUfl`DzDe3!Vc9ZMFN&>r*4ojs$hV_wS48`OAfF}~xve_Os;P|t*
zUsSl$P^EvPd(_m8UP^6SNsyP_ygiF6iy-%kn@SWAJ7bo~jbABRV-G@X#I-d0noB$T
zMJ~$c`PcO@HwgSKOF;Cz?R?UgFSiP>26*553LJjRMHS1>LO@qhUEHPkext%(Jx9wZ
zTlM*&dCcLGg~vcIlmEd^V75Z3yP8*d^>Y3PznlXFcK}?lsm0WZEsXS3qqN~ACEE|N
zi6|!@K3JyxscXVQpzb4o`tIGkv*~#q9Xh1nergfiBIYHEiyDNtZ%_G4xb4xABA~R;
zD~`k1>hxlt@NE0LV-|fH448|8K4K^l)?2FJ4vSR0Covr3nCJ34wEv%79}V6o*fwaW
zvN7`fD0*Ampm}77Aa1(UY<LaX_u%R71_|z>BwBOheghn`?)POik|k@~zxSXI+CS`x
zG4TTflJNd}U-LAX`m@5kuUEK^!(9#fb+Sv%OD8;-0GzS0imD&KD{%6p6eqSyn6Qbw
zyZUT`1vYilene|r9l&%Iky)-ui`xmmH#YiEO(XNz_8Jkv#_o|sfF6GQ)(i+4<nNM%
zO;ugBH!%V-RgM!UvY^3&;N}92*WKi}a_8O)q>nB`B`v;Y2VfIeNa|DFR?y2OA6_oo
zoRCp206@%|*zJ|1#9##1l0ua(Z4s$D`=C`^+?Y8!aaunnz~-XrS9}c?Hv#m=Lej!_
zWI|#w<aZ1l9GcO4<yw}TPNer6@@<ooY@n^n{Zizq1e097vuR*Z=ireoutDUQf+jn^
z&Iexcs;RGH&%jMH0ZO1s*?j+ddHr)__JA6kLSON;wpwUI23{t*B;1T)A3G_m-L<E?
zF;86AzFEVmeI{4SIQ@;y(k0#6h+d58y&I%ckTN?(wPxMBK_xKG^=yNN+*X+B?~9-c
z0YrQs8$eUw;IBA+<$NF#RM78vC+A59%4-pMdH9fRNL^sS5!jSm-@Ii8f7p-ed=U{u
znMi|kF25l&iz5SoSqVE25ybUuzWZu%{AfY6{1;_j0gQDvKr|$nw=4JTn6&?_UR1DC
z3DsfF!{-33p5s&+5Vq1NB%;;&`qHr`s8(@VPlfI^?mc8ZQsY~S_gyUkp4Ebw9$0et
z7;n*&Ck$vX`Vp$FPTl7TBcy1WN=Hp-j4ZW@r+`czwx--LCXPxA32JdozpNXaiMO0#
zx6i&s8R(=-mDd$!{sa;b){y%ZvBt~xAp8Dv2gvMLASJ4&(DhbF%ysbj*g7DHHG`Fd
z{wNv<U&Xyy{P*PVe>*B-zzkcvX*s8v+?>I+``G6vmc9H90AzlpWNSifw=gxO`4={F
zd|=>0#tA5dl|msbMd5!T?4<G`SmWAAbs$&+^D!|c;4G|>DW|vPSnQX@jGobD`M38u
zo(cAfq=QoVlqqM(L;bkYe>``xqOqSh&CCmfwC;sA?4ny+!wb1`_IB`tBaS(J(X>gc
zx**kKY2(<BR19&kolz*I+9&tZI#2lPe@q+9SiSC+&LK~oo?fv9GWpvee1gp4h(sAH
zh`)sZ()QusBaMbk1sPydjImDU>)v36fZ2J7yq7MDGJUhK$A85%*e>P~3lDy_?-J$V
z@#5K0Hj7cK>yn=60vp=>G&O$7p$4&eOiyNL!NU`<#)JOLCZPRA?+0kZdo0>45^VHh
zqd>aBdFNG>G9%0{vo<mXefIU@G;b%lcakP}UGjs@MDM4YhFoRzjV&QOmA++C&IIGz
zpS`gj&kL4(l%5=}LT*G<Waja~{L-dgLcfprj~#=#sSI8dIcTWuqe~3tCkJKU@wwqZ
zR6fInoCTtCicKWoGFI7DK0GQNg{p<cGlE5noHvcUEZ(d$pXHF}Vvnt`sMY{?d>>n@
ze{w30$9DlDV252<U%L{M-)N^l&cecG@Zwv{yFl2Qv{FgT&QsxCe55tu83{AAJz~1d
zB4W{aM4dA5M6|1W>X$>#KnU)`B`g~tQXq<HO2ce#K41cqY9hY-tlQWq+=UwrXa%zY
zD_CgKtB04o`K-5wpxvA*W&ya|@+oT}m0V#<Vp&K3pSHI(9&QPh;BUxPT>v`W!+<~5
zY{jmFuG$uVCYYOdSD8_}@#|F!&oNeGOjpzLt&qzEBaG&zhPZFs3EPB6LS0@Lu0LWy
zk^yfsvOkyYMX)UInDDa2;z-Z$FYL<d5C~F>JORF^IH!p^9{D8xYR(RV;#e~rG9Y7Q
z^~7s|iLlIqT`||(En!}4`yoW9z9AD@31lK>shoRTs#f!k#=WR|z%VJSnS)tW7w=b=
z&tFt6&d3QZ*DdihYDnn+KtGa^4GLQci4Mewjg7c~aww|#q20+(lCXAr@to+QT8i;(
zQc`~AnzPXE$$X-e(Vd6GLto2d#DcB40~#c^IY{2ZSHyPX>hx1+@pX0GtVRu^n3vC8
zw+4{e^#TJ!Koi0dYz^$a01G;Yx*_wK8eK2L+OAZxSj(<+1kLZ#TM1ulFl8ADPi~3O
z?{lJjqBv1pXY%ph!iH}T!VI?GP7$X9y+8Dwa*^WapZihz%JqEOX07C(J&atbCd)+J
zy2LWte}Pc6r{y{MN&OvL)$M}OqLh$VBdeg6O<B(%6+h8xX}=_01!nUhQCzUby0@UZ
zxVD@*pL?-5CW~J%;EpPr(8BG7zT?#23FYo(h4Z%|h8Fg^@=af|zJ_n<o9AQVVT0bw
zBHt6|>JY?p^xt}jNwuy8!>?-3kq>TJg>}Uoc|SpEKC#^1@oS7BGzp@H)~p>d^K*Aw
ze2e5<*AFJ_8fs$IBB{_%@?L(R5k4?sJwz~ld<kE)b>GX#P&-)b&Dk+-uJJylb7P6W
zY`MHDa{A558-alC8L6%G`zi)&EQHdqKRIM;DtRm1LUE!?6@GJDVxx#B`?6pypo8Lj
z1Q+6Kur-OAL`4BrDG`MxyDf9V89GM1B)&p??h;=B?Fj>Py`4=mIGLHRvd<oKs<54?
zsTLEJ!h0DbbDlTE<TYc%f!C=$C<mf>J>qxEtbT@gw3IOMzKFS%>J?${^BnBQixOGC
z2vdPfPEb@<XECrW-aV~+iA90vypT_J3I3EMovZzHB>_$)?j$h3R#w`1K&MCg(2zel
zJ1xp?-}PrxReuH#OB5pwSOG<&2@nvVZB+I~<w@Rw5*w0>Y1M#I;FT}*yx%1N^E(2$
zj>&k%n%L4*)1Qs=UyS<Z11s_bRE!gOVWI3CryiPDu1dq<lsd^@{s{g2d~yigPF$2p
z>*-1iJVW^R=?B+7caJ{D_09^Y^L-Rd+$yT4_g5f6>3b#hLx=E4eB5e}Xa@g+Ezy_o
z_OZb4RW4X9%y<DjypVYIHyd+)K#A71(XBuqAN#+8X^KYNse;zZHpr3erQOalto{q_
z)uVA{dza*R-nIYo(gf?SysY_DpO4%Jf^3YsKnWpEr8u_9V}}DYt)xTbbfXNTdjEG4
z&;`KpmqE4~49HI0@69Cnbn$UnQ~aW3AjTQNzdD~}uI0uWpQ!(aC(P@c$EhBEHFnq2
znK|CK(?%!KaGI4N^#CEfyA8|hgou_P<DEvW`jvR*v-QZ9o3orhE_yyWxHEvgJHG$j
zUneDtP0mR!;4`o!{?TeRZQyfha{&uD8=sY>CyHIm*UH^^Am%GiPZwgoZ0e28>lO63
zugitN3@jmU`6q{WNMrXVM_`oP#LT0@(6H9+cisB03k%;ghKAEY&#~S!p<1s28G>#f
z5X&ZwJ26Ys{a%o@jv*#Sje@0#G(m3Fu*E`4nu~kQa|gm~q@RQ#;42=jfDCN^zUbPq
zV%9!|alX!PNdRsJD+17?CODkX)VH<S=8;LRX(DMs$us7QMr%`M3rX9UB)tleF(MBp
zwe9%v6M35@%UF>B8DH1Y_>}ygZkLcA`Q1T)M&5ThslnU1@%6v{M7#Nidr`|cXvcwj
zg}=2bxBzvwht@Rv#H-a_9FMs~sjXOAdexys;EUE0_m0WgwQPIT84#)sx}Va4oMJ_(
zEX{LtqC*kV=>=O>#~CxiaL|IL&{a*E2AIv^QfCvi)wkG5eRhp1`SqN6Z`iMo-XRsB
z(@uU!2;9-NQxr>0uKEk(IFm&MGv=aSBT1e&Qg(~TlVSw7W10&!W5Y(#GelzUs6MKY
zOPrJg6uK^!diA$uLQ*i%C*sD(6+uOiS#jbZs3$O|5;fvhJc?x&9JzA7w|`(Zm?_Q>
zZm88^3{xKsOVrWpW!B3OPxCFh6ZG_IGbqJ0gYL2$1Noym^2F1K9woxq5O!--%YT7d
zzoR4c+Y~Xex76MA*jKZ+L}=y>Xu~l6m1i)%qZv!^WHB+h1gUOE@G9D%@R+?rU(OVQ
zHA?JT#_MuXLXx@W>!3g-MKk=ggph29&Ed(yr)l3TYV7TW--eJ+LF_n1{|_BxeA35R
zv3-2Frx_cQF?03j9k@bXbIfV6OvC_P0N&<&+M~*oeb2iDr89LS`2k%+Qhr;y%=D-T
zwc0U;Sw_eO{QTs~%$l`!0p=&11GuN4+cr7mW<ep50h?q0B#P~s6r3?fsXVevZWIK`
zC=7Q42v*;0V}P@j$cVqdT}_o^#$3+OD&0)1uh$!?{*oq25nMi_zF0GQxWG70kXWJF
z?mJ)LOGJb?rbDcPARqL4HzhVk>KjZ)s>g84wOm+Ebm6jk4sph1S<l>b(&jhB9^o`V
z7t0jeLWu*xUtGi6vWm(fhXJ(?aEX;`ZjIo3z$cxG$^wX2lrB|e-E>_>6H<kA21-Cg
zbz=;4lzt7TyR{4JeTz41Oc(vVal79yTM}jjKV_(g9WKyqdWob1V%3Dj*zdz8D<Lfc
z6EX3Io9B91@VGdkCRdZs_7W-uF&Rm=gL+w3M{Mx5Ng`aNZ~Z!;EZIwQ1)TH#zMKgZ
z<ql#ou7qONgpo+kqw-mTx=(i^MX(;co^jBe!E3Hn*_oskd`?QfdTBSR4-?&$G@+sm
z-%QnK(s;_SL+N-K=iPmJ`Q0ehac&`eud~-p#1~>OLq9>jsCEdfrLB~y86;H#5$6r&
zyxozf4$R`Xd!R<&sQrgY!}_^)Wk<XkTBw;KRuj^$xKO5ztz^;`X-MK>+qwXuTo1Tq
zo!?y<Mo#mb?pELVIsG`Yq5UU_VG)GtLQ`qiH?=Zs&(CrZ$;_`})zEfa33-lTuP=z|
zdFUo-L$ce((LY<7%iW13d)D|l^##mlhs{+hel)t6tfqok;4-p%9Mrp(?m?S(L!Uft
zKN&A|5V1%3rKKc=NZ`3F=L>_mLUVzq(99dl5g*Irr&)suFE=sImtAIBO2?B+BCWO=
zu7XPZc&hr)_imu)5j{WvT@Nk-T0?v1aSAm{yZtzVuZ(snHJ-CxoMVP&B>?GtkKAX<
z(;PP-R`@!)5`c=|>^}r#Jyb(&+|~)cp_RS>SD_o`k0(n}f5jPD_020ty)v?Jr|6F}
z!5Wu=k5LN|8do%4^!kXt|LM+%<3er?HmOF_(<W&>s8B0#`&-O@jr+%?wrUh%{VaZQ
z+<zn^nFv^&P;p4zy(R`g6K5?6uCjF<F=Z_^@@&5`>WFBoIQZc;UA$Hj`T-YmQ5wF^
z;=Zgsd7e(ogn(t_o`xLLj0pD->wvk;X5W+#YuYHM>qIHUK03H1LU*MeB4Zl^FLlQT
zS9jwk%5%MbiclpRxJ?4S3PQK28~H;IKcl<Q)ocU^<IsPH>Wk_K@dDUApP1bst2Uhk
z@s~$g34udYf<xW(yHQXpSd5i%bZO-@4}Jt>?hqlk#s*p$#7h%-nw!sF;MN9l;mKmZ
zvxE;{M{gn;)Vv_HkYQem_1cXfR5=*!jbbye4hgj?33dj3=DjJub#q~gtyIPOCa8q@
z+%bo6Nf!#B4zK3Dxp|-nfHYof`)jFjwyw{~Th2l?e#|weW9*+~8S1*!3TdWVgI1S8
zR@1)u6xI%qoqfD;M%zj0a+KwH)?F1LOo@waaH8a<_rh!m;j0IgRbPA#ICBMkmqIR}
z<i8OT=%~H#%s(0Mb^l(OJPT7i0uJWJ@|^pR0axErFO)<d@mD}KR*v7?;#E3mUV%-y
z|767&^Tn>%h^0|qp5**BV*Xa(GWuK{!I(yMM0CSTm7iWbG5t4d`zqEyFBr?aWrqcd
zKBQa+Gb|Gh`IUaxzKn#yof$Zv`-}c%=1Qqt^2=Tu$ZHAOI$J}bplX&d+^rFVbqqMk
zq19gh#%9$ew{7@izf1Q_qx3aez{3!!{4<MV)P~b%yj%VsZ*LhE<@)xGB8q_u%O!}C
zD$*q)DIqEi(jYk^(k0ztqO>$a3qyA|q9W2TG(#yJ14v5m^JcB*dH(x-_pv{`$3FIa
zTI)cVd#<^z^E%@f6#fza^a*{+ksXy$tKr3^;QhUHY{p@JqiLj{+WvQuU3GSqHGr6`
zEzUy}mV6Q2Ym?(J@b^5F7H+>WPFG~Iy~D?7*#qm<0J&@f7_9KRYR4oYz7KZRu_czi
zd0sXNTP8D=5L70P6CCq&n%2~nrmB9bk_gEfrkyhtxu9M^tK^j|f(PelANWlN9UTZ@
zj)V_W-*98`GT2q;)OR#3%c!H+jl&qM@2nhEnykbaZ(oh=sFJ6nz1T(bMOlslV4X|W
zL}Y~5Y9X@@7dF^IKEq6g!5fXH)k?1o{P+WQA7ov|_ZxGJ=<4pvs6dHGd||@y3V{#t
z`Lp3w`iz0`^m<z#dQ)|V4w`u|ASW~?qM*HAtVtwI|M2z3Ve}XPF5~QR-$i054`(bn
zMnh+iv&jF;?;?RxHQAI5N{@qP@LB%ej$Bk7S7V8-b886#nfv2rZG|jdLVbPj{Db+l
zd2GbEG{<h#Xg!C_?z8ZXnfqotr<#A#><AzcdFg%L?j916Re07McK%~CA5XbTeXm_w
zTd!4Vp&lsXNi4DVuhLRhR*v~12QVdqBtM9hR*F%Fd|H(2#l5?|MSITq;dPbzZn;o0
zUfyFg=a~I>6VGxXoA|#n5@Zw0I61Eqe6~O;lU~~MV-Z(8r?ep*UvSPAZh(siCP~hD
z+m;RQ5omz!{{8udl~k&9P(xs=wgFA^CLBi7T^167wPFj;GXe7Nd!)P<Q+|X%$6NW9
z$l6y~k$<=G#GB)HAfZZ^s~=g>4qoJlKSH^aeK;d6i`0t)%ntx|R#^%)rc0^uIc!E}
zYT*Z!sE<zO@n8}X6l1Waq6y4L73<xf`JICt?SFzlc~xjQ*3+_hdK5z4;9l)}ZIDqC
z6^zekJWj9^3YDEb3ZDq>jC~aSck1|g9gky%`$J7_e_E_4(_trFC1jDXVN_NzMbT7i
zJl6`KohEk|*aJNjt2~o?C(WDddjp%>MzJfw(nt843ho*$V>ZDzp?I8cd<;>Kyv8W<
zl@muK-{XihVFQ~)m#FYWdPVGi9fZ3<4*z`+utnzHpd|9*n3UETX|J^F5$?%tc<P-j
z#J`(VtzqGL(urN6(BUWO%{ZNl@z)Pq*1ow}IdoX3bdyN|p?WrQVzbXVY18_$9VlEg
zcE|c+)9Hn+S-mE!l6Q9_4=H>3zE@g_uX$bc=1~Sj5OVJR$@^V6eIM>_F`9K!4wU)p
zN1->vnT8T$(xGh-zle-C2_|SACsXYc!@hGwogQN#lB(F6HjzG4PBXq|i8T7|CotZ*
zE4>mtpDTA6iRsJDy$FsH%VCBbw_Zsk2qjo7gkh^tx{K-idP1(L!tI~P0K<6tXM_3B
z^|o9*EbOerH(3*5>od~6hYyKAWc^{$5+0+s4?0csXR-35-sU#XuwXfWJ&|0bk1pHk
z`0;VbmT^g&zMLAvRnZTF*ZAE6VdbIyPn%P-H;9rU8*(++#3YkSd)j3F$-LdOK;gOc
zF}=%UpklqG%<T|sO}tTF@BDn0Vj)fO%0if6^RhK9K`-U;1DotUoA<@(Epp>AKUbs=
z6LtzqSCN(@!Rl=t3bkd&=HjVlNycyUUl*a5cB@O<nM{WCs6a*Ws7RZnn2<n#wX^2S
zDS|(F(4eHylqG5;B7Km8QBIUgj)*4IJh^tB#>mcX(~k*)t4~vNYsSc8kzOOYNFR%p
z;l}3Rp*i(5tH9>gMqt&te`8BC7lMcT+;f~j2EEdqZ_U<ydug8#)LV+!+TAiDaHOo|
zpAAGvNmeyy(;P=ffwTW211k~D`m9N1esM81+*Re{Y|!VWE&<u`QNH^$lu|<F2S^Nd
zwW-4vtsUQq&yPQLgRbSiLwSi~ods@4Q7-pgOISn)mmA26ygf}+ft<dHv%k)09G2wl
zYq%ZB&wD=v^|C>JI}xR@D#wjY$a^!a0_<`7Q=Z7gyKJe|4ta3Z;|G6NX(KE5y}I9B
zpMJAaCV>;M_I@;g8X;I!I_~T}UJ`L)|5#V8wQFNywos4Rh+n(=F<IQrTi!+w{nzYB
znXO_Pr>kLEq?IG)@C3oJk>|)tz8Gfwa9-P{8zr<&q-v+0kdu)yR{)J%=!i=2g;oXU
z4O+PAv*{gXl8I$3Z9(C;VS=P1b(PA)=v#_^lTGB$N;>t8rkC4W%eDXLnYQWtul+S)
zhV1?k3qYEEaa8#jpRTHGi#1A=e%U}f&I3~fivjTghpGgQ<1<p&;i_To+VY#mBIw?%
zVCEzdNV%ly7|V&|MH1=}1pzZG(wm{yJ!_-G47+wt<)z8g`UXr$^wP@__LFK-y=RKx
zy?P~n&myJ7w$Y{KnG-%uNILW)G43RGR&y{|@+pm3uZhZ|uiD*gzyVE>n524>Y4H5L
z4(=p?U~XmvIrN=kF_1@UQ>WsiESuCM74a@0nj)b>pCNvWizQ2IXuwK`+0!1n?8j}y
z01?`5a-eT){B-mryY#nd?mfR$-+EMXy0;dGuht0yI-rL91!9+_%Xtyy@(IF2A|gZt
zW8anGPrOE2wfIneko8g1VV8Fzl61cl2<@8TOVqU!M)ND#kkM%9ud9ZSXZZG-N0(Y#
z@$bo<k&ruYbN%9OwZp(2pr+$D#4tun;c21_2jyWKqfgBC{;tHq0m%6zADE(B--GMn
zU+Cbv!p2nJm1}j9z`59l>gR2+Q&)QQ=$ip9miOLN$8~}vyF(9o?IVC$u6nA>%9-~K
zvB#rIG$AcP?$!*S_fO1LYlQ~Q0!k?_Pi9Sd=@Js+S2&EJW#noj$HplAwo!GyeG=Qb
z)Obp9Z;ahh07Wd&K&TYaTPOqhij_~^-qV-;OY-Gq$a#S(f5BUmiCL&^UG?gT`;OOd
zYX^ZUsXj<{^x0uge4gbvP(dFQE#8ej|2Fw3Lp_~=zWhEIVmsuix`5~hU0+GH$l`QB
z6DE}uL$oqXFC~}SR!G5fP`ACQ(#gH`qldCT)tbg)YA$z@!fa+&%>uWtu!rCSEvh`%
zcMW*Q7ztkRBQ>#kWah~3Bu(DtU<a1LM((h5k={&379Ek^3i-7fZt$zgH6VG=J+n(C
z-4Qbzu`~PTuA;kAv`1<k23k7_#z$ZA*bZ{uv2Q=Rt|NTN2=|h2??hs%rUD;v;LsYA
z5Rsj;^)!>=3&lgl+scOd@=JEvaRJvD`M?~dWczc*(<rNZk3!P}klLc0x1T^zclb(&
zg<g1GR20XSS_nPI;UhPTq>Tnw?7|19<xNWDq#Xq;W!a{eJ0d5o4>@Ux+0K1W?g6ao
zc0?UD_}3?FEswH!dwYX)?_<OR3KZp(i)&93jNKAzBJoRGDHu37iD?y$T<Gg4VK7?v
z@3*&rjL^r|PcG!wp^0KK>d(uPRS}kAwZ`4{;w6mr`Ale7cUq(h^&QoIA-h8B>~@dW
zKQG1Gqgt0J=%x`w{_nvQ3%~uV=0G4TyY?c%#JRHpk(13#iR{H*@H`7Z(<{3|aGwZf
zhnH7E%NQ!l;@5K=uu0mktmkPYwBvrEttFv_MesuHV<2?Y3)qH1@BqD+R+0jbaFPW{
z4SEs^rJ~W#6bfmw4^s7qvn!DTYfzCwYo|v6o#b1GO3vLYb{yBj$6Px3dGXR!k#8XQ
z<oNX>zv*Y66Xw{|4~Vhexyy`CUSg$aT^~VO2R3-sL9Wk0wAbSso{G=1z)uL1Hr$+7
z+y3(8nUT>`)F)t|?U9LEV0V-H*;@A^&&2s!Zd({<r0}ZE&)*xZyCPcsjju0FFg3m<
zcf*f6D*lu^LYZGa9wHwPg01JHjML@5DymL&G-eeq(G%H3vy1s2)IQkJQo)|-52fJ0
zFF5+0Ie%KISuAN7-BXy5I9B;7WqH>)(8**<2RDYU6Q^><%y$>-um}{)@BsPmc*xvL
zv5P4vPy$(*b>|T36knJ9-%XBv>YAA##+Id;9>g1X2>LU<+vDCgc<+sFsfhS^J&t&o
z5HT~mW_|fP(J^n9AD`VOUh2N_5AV;)@GIFBT~7)&2>0iAb~2M>6fudLMO!EyJ*`^n
z2>KGQn1`>*8ClJ-3R&Cp^Tc{<b^CUD<6>FbxOWD-6D=L)msJ5`T+Zw6xc7!vC`6CC
z1jaGn-gi$r%*2>vfijPF#fxNwwU+$Qmv-|HC{WQl-ZGPy52%SLKk_OihlQ@GLIG~d
z>!><L&L&@~T&XJ}k%dt>O=G)txK<~=bFVaLb6IrbcAUjA|L>ngZq7Y;=H;~CgVj0;
z)sPRFsbj!vFOSf?xGiz1I6>uGO%(9G@Mc@wR@s<q<72ehI%0aMTHZrE23M>U1{6@a
z-M#~x$`BFM4|#$|8S4yPZ^GYowXZ*=)?=#t`cevcS6S}C&tgL<+n;|C+}|nMmO}-E
z+K~<~ivPrtC(4yx2UmE%4WN(%sPG1}+JbF_L#zBez<`1%WW6w)L+d;cpQQ6QLq%zB
z<R0nS31n@IK!<7`IQkYqa<#|(cd%G!$tNKgd-d6rXldL=^EwGBX@1@z0l|vWlj{l<
z`onus7B~hQnZW9dGMwjaDV?oKl`N%?w9w;X5fjUtCYWDSOoegA$tD{8%)@-K)Zg^@
z>+?0`7}hvry8jLs)smPr<Ee$U^4W#XzUr){Szy>-zwH*cwKS9h8ot_{?psS*@t%YP
zrQ>u*p?v%E+H|`~P*S<RPHo>(xRV0?7~Vjq>0j_^GgLq-fQJ^j67^P#$Z(lUhn`fa
zsO2#IIp%{kpAzSX5&KV|KNWbdHlF<Y#f|Oavj2(_J(aQ9Qzpl6tu6cP*(deq&1%)G
z9D;&cQMz^?Kqc4l=UWO^&JNyO2nX+BAT5|**?&*(7PJlW1r;zSQ_cZ;7(iDy1mtC}
z(g!Mp=fyLZigmu>(%W0dVq9%x^BJWlxx)D5LFvW5CecUEowq!#U+T@^v<$Tb_ThMb
z7ia^2{F;M^e*DI$^yliNLmYS<NX1_!`BqX&$^rzSWo2bm9zPCJ7nldp99xvl37>S_
z9n`K_oJDPSGq%x2_HfLe&iV#)BnT!t%(j>=mPNsIZr?doB2l{Xj2|g;X#bHp7v#Kk
z{4%4GG7S-mXZSO$9(sDpdFyRA5aNZS4XxZQc25JLuOE~PvO+#Du=x=Z^tHR^sb${>
zp-jXW65(E+zrx<7iSopdvuR|2PLLZcO^#JzVd1hhBV_C+amd7qcztQJ;3_0FOdAp-
zJyXcsc<UsLSo@tV+##rwLVG-ZGkjxP9cj06<6D*$_1F}uq}&QqHWtP3_stm`E&s+K
zSYDDq`goid$Z!nQ@T1NYttn2G6A+X?`)0~QbI+-l%BJRL-5A_ttYSL5&q~58ar)b&
zq0mS6v%X<dWVv`^nqs);`@$)rjE9#88bNHsN9WBW=~|l*H$5(^ICBa^?d@z4x85Iu
zPtyg_>s7snx|!n~D*M;nH_V9cX6i_xMzN@JuPW){L)p@@c3g=f{g`a;8AG>h*MowE
zKX_=+a6cm>c=1gBFpJJQ%8A|9>fVZLrjd94y<$+#bF!heQn!LzboDG_*U+w-*+vwW
zMn(nLcrWH-D}ekfgO#F?wjl`#6%Ai2V%?wzeF~)IK-t}+?mU?f(ul~NJ-&ceKS@wZ
zr0D<?GoHnItREoiMEQprPt+)3XFwI{_^8uni(AacnWTbT9Lx{<Z1kLtmerBj?2%Kb
z*HKh>*>uIY5Xf9~qK4I-<NNz7Ie6(cqiRK@RQs2*TE+<pvS^TA)-*8LcGqnOs#s3F
z=&!F`3%Ei~9+4|ehw4NsIRb&S5a~?74#Mo3jY-<-F;}&iI}DN;=BKT(ngi0YmxHs>
zwZJ%87EOsypc+ztdAJq6zqJ2gbhZ0IU}AYp&<UmEZi8CKavzqTzhX@@hL9l2>lV=|
z*Xe7c(df(rjNkbUO9b8xpvuET6&z1$cHKv7o$H%*%EYYd*NZchv^QUGGzemGuTvWn
zWp|v2c2g>W6Ki4a`RKh~-8bc12kX`3Zcb~INCVA90BH#MwGK0RipsXM77V<mPgO=q
z8;t1y9L2O7plxdWZTC)ohAXC(*V1J6HGj`iyF8t}eRT;K)zeuQrw;+9&*8<M^0+lj
zzIGR8pnM~TPTEY#Mau2zzo)N|X$*j*kvih5p7aceTlr1Wd;H`!t6`EgY>iGE3p_F5
zx`2~KWFtYIjk6@L_lR#kNMh^aa@f1@(Zo_s^iB<uvcIX9(V2<5*IuXE!+eZXHeF)f
z+L*-Rt7d9<gp|y`UnFp$JpM2{_(W{leBLIs6^9ciH%+)%Fb+?9-KD-m2&9{&d+Hrk
zy(Kl@U#S9x%~P5IFR7O$zo_PGc~YI<$;j1*6Wfux$1*xD&cQTqF`SRP!)hJeHs6>3
zT?#rp3I}`yO2-`1Ca!sUvoW2#O^`tl-*!2;Cg0l9gR1uLIei;;JapQ4PR_lGO0CZi
z?QnUJh5NL0i1&vB8+wS7K<}1>>z5IGs+opF*gHJx6qw~(r!oH%`$4;I^S;8t6@nKd
zNLdxsIU|Tog+hjL6bc!BBbnO63!JQ=2q*4R@QdoraX*NluVpHb&L!Pp_8HtJm_Oo1
z+a}AAX=3yT<;5HAf!MNJvw0Kuy+ypuG)En^b!N*%<}0iAz3uNhwp$C4_(&m`e}S@p
zCtSa%m46n(6)DqDcj>zB6V~Ig$<*x0hNqBE6P=Q!;R^Y_e{1xP+=6W>*&J)pb5DNV
z!-$QJOc>9|wK7S+-RXD6RCk)DLs6-oRDV#*!j`Wz;9YV*v0d)xH^S9p!*;2tC>Bp{
z*%sN-fs?N=Y~SS^^;A=9^yd9GYLPKNfrs*B*l~;Jzw5RG&>00aEeZ?tAsvfhFbvj5
z(AsoRveEp4ZZOEECB)W9B7FyIWO$+^s_MG2r-O-a)x&ih<@eSEcgB_O1EJhn!9GtF
zxqbhXte(au)yp|^L~tG`nRnMO9d6KIdzm2T7$47S_=rPLTYb!|-&}uC_3+It=SMP^
zCl$<q$O>k#98mfKq5m<)vW-xT&sK*X1k?CGJ%}jde|iuE+vm@Q3Zb5Hr7`!^9Lcb?
zsqG58dmH4HJg+HrFz-gy$9cu)p=q+!tCxs3#n^}P;?LM^)MvYAT0aRnKnILsKLwMO
zdZG8*axnh`PsyS3)*=`~<`5G<G!#o#wxUdV+wvYS7($zF1<Nj*EPle;3bdGfn#_hD
zBD09&ax0Z+MdsQ)y*<^L46hdI1F|7CRAWM}iPN?^`X;YUk7%F^n=+mLsD!OOt!j5@
z=hW;E%@_0AV*=_DJqaIC!E6`=z9Ks<02Ib=0JHl1(<wK+u6C$YzdizRI!=UMbR+>t
z0ZcH#e3KGLT1c}Dn%FS@D#nR<R_6))sk_o!`B3ppT?&a8%W#o<qEoF`9j{97DT&~3
z!wDP7)QK0O){5r|3Dm!D=e;;VAQe@qxw}sc#29^2Wd3!dFLT!3BoEOC;a{=OV=Bp6
z=?C>W;NiS%z&6w4jVwa%u5g%5J3EoP%ZN+3Qj!bwX*&si>XSCpFn1TL_Bpr|b8yH~
ztiHN_KwL8yf!@<2aNz|45rHo8Iwn6q0;}T3|7XZ~kE(3DxwwRbL#LW#Mrhy~H!&z0
zh})jSzIRTo)|3X=<rk{Rq0t}XoOZ4yNv1Iej5e9g62t`R2=DN-(b`FsHTi+vYr!)3
zj*TH6H8)Dn*3$;&SLd_R;1Br_zqe$+=&n@dj&W$lse}Pc*Yl+WQA^z3iFDfg5lFwI
zAm-N2`7y`%z`Q8Algk_P#j1eMI6p4O0H0N98an^hn$r9VJ$dgRN4WXdvK{5D8J}2H
zKzdgyYwQ3T&^7sFrU)~LV3G9ZD8iKE!7V{nKw=`v47vIOMr-~|$==hT2vS;t$EO;j
z2tE(s6(j3vwC%_S7cT`OXHnd7suh4+C2mdPvqDIFiXcnFSlJY#Kbshpmwc3PtA64|
zW7D7<+xp<=%^H1|+oMDi(GaVAxLVsoMCmw;C^TVCUHBTtNz;o!Di2F>`Rl=R>7?OC
z$*O7@_!Rm^o=^B4#R@9E<Xg<vE37}X?hAf<u-O=-%4_D%R&8p^0-f%NbI}RCw{@Ac
zUiRFUcz0U;r_G5ZK4cVA*YYz2dSt`3*i!r#&D0A0Wy^@BC(%o2$?+5;k)6FgCv7B!
z$%-8NO+4Mc^Qgh=ExDJ~8&r_wna8D(>OqmapI&6taS2PDA-Behg~Z#8&hfP-KfC$B
zK}CM>#tGGXpqV6)B<sabP>QfySJnTWEAa!|;HJluP!(MepE{l-5-9a`&<#EuXC&z+
z_fmb1eM`$x>)Cwh7$i`dX|HrxnHMe<zt6vDdlbCUnbf(Ny*nQ^lB})Ndsv{H%Amqy
zmun=RN%fNf-Fs1l{i&OZe1&!|sp^aCM%n~6$Y9o^yJZD4-wA!)xEt|@8TWLil!>9@
z)~!O^u;3H2QULcZLXWO@#OPjcr}w6EFt2!bWl#{hcas;`u_k7Hq$*e`71>Yg(SJ?P
zKWOiIdxIyOrcZVet@kPBr-^Cb%coYd?J9QWX+`V7qC$?KcWDt*Y-<yPH(paJc5{UF
zc=Oo&ubB(cXpEKv4bkbp?h+l73@0p{*u(1R7PW1<G$?lxraDWK|Bl@<W)ms@yu(o8
zzHaKg0hgc8z}~Ech~vWrp5cm3qreN%Uf;|%T_sMSl>{D%H3jxmQ*4I3B3z1jY&=x_
zSbO7R$%Z{kD|uUv{fm?;8V_(9MST>CV~Y3A^?NMzuo}Bw%EGJK?9P)bwdiV|#<$Y0
zqMw{H;)EVqhhDx;Yrw-T&<M<gjPnk?eEYKm{tv_q43{Swj`wBrAiXEIc1vf`z{3UE
zl)8`yi&fP|v_{Qk4zue)3ZKYmzcj(=y6<@QB5_ys04dh+GSyr}>NI6uX8&CG*?LPO
zvc5ve4_?^@l#wrr#%hzo96hdG#L2)=6y}w{eRn6D|DKt55aeOjx847XVpJv2T|f8x
zXujG}KL<%HcZmqcUV%@h>qwCpZWxuY|K+CDNSGOiFY&pJ^0b-QPm2AfJt~z7RFZFg
zteEbcBv8ATw?Xh(^Z#*fCfrekzt#Z|Q%IOI^ce?tHdez*XA$U`0bOmKvG4!DZ|@c!
zYoG}3#-4g79nV#W)H$CNQyC^P8#H-_SUx$`gm3`=0F5F1MQ*$b$d#Ws+{#cazF>|k
zXw#Xc5Gnyw4^XxQ(x;+MDS{+l*;-;G6X;TvR%3G|hSiNxkED~xZ<i8cFp@FokLjCV
zUb8vhIiZGNg;t4XaKoM3vMlzxxDF2$bNi}$I@8MkffBxA<rsL?s)zYYF33L-tdcYS
zam5wzRqa2&7pN>RFF!q&p<m-L{1w~fE$w|^9eh*oC|gZUSba=5Z?94RW~?+&cir@@
z>X*;HBHWLE+4^vLih|V$)o+j@-(GZ2WILn1?FUDfpVgV%X(iC_kb*6I-~730$jGKh
zrNiglqRDelPSPTHgg>vK3t1T@8_fl8<7nb9{BGyY9#F5)Atin2(~cQUUb+}{T+e1c
zy}~FwsLw3%+3?{+L#{LBa{f(n{$i0>72T%jOBkNSDC4^8rIhBuH?6!A$Xq<=`P#R?
zLgow)5K~Fik-6jax%ZS3Pk0T#9B_JqcI$w(t{obY2H+PG9L42J&lH-uXm0bWt}9$G
zWv$PTJQ5Ln$TN_>fD!8lQ7!vArW6e%_>EalIzWuqTLk&-^&^X@tqt3m*0Iu+&H<35
zYY|ENteo08n{GOpaKUq<TolnNAuvzLNW+F4g`FOyw?Z4kQt~u+h?}z%*@vMSa$fdY
zg@@mk^fS|$r!!mYb+*<X&?a%b&W4KJili|xCsN*iF68eM$;3-Ppnc`mikKw|VA~o6
zz3jPdhPL7vS2n+rQO}_;<6#N~;VaD<c;vY8<I0tHceOJ!DymGLt3pPKr<N~R_MyYK
z>YL3}0MW5%4G`f3Ns(*YQQC>-Txqv6GmY!#49!;D2DsCz4&nxuFpUK6WM=99sYycW
z{Q*@5;tRA_a+lljB_|jFb6CR9(@7j{%}#4(PMDTf&@)r3)zZOrsE-OlP*e=IU&o5-
z%M!^nxpLG#mrS|7LHA`FPCwxYTxnh<hkNp~&NOwnC>?_l#kdT~g^0YXToQbC&aJ{<
zmN%#^w3Q^}rH4P&Cw2$v%EDbWcKuWG-POltpJ|*py?Fe3)e5+N*wTcBnsU{TFge!h
zF1QBvR_t1b$Fgo3XVqxAH4ccen^rA8&ErGQ|4BQmX8XBUIBf}nm4PiuAN>om=9ahS
zk=GWt!iOlxo>C;RUNacJe)9>6W6J%G$MJO|N#eVKSHLFl=2=nHa`G<DcWAhVgO{h^
zv&Y>j+)dt~bfgZ^6>iZlsnO<wpY=OjCAGIo;}g9HhzGa@&!p}g6@vyJUO81yQu@Y6
z-a&aW-aIOEj+5F^qndNf*sT)F+3@{PpUi8vRYu-rrAMaYw(Y--GudH_l_4m_G1G-G
zr-=5y{~1)mtz#SHOni_$V?82=6r7)R`ZAd|Yh@PfQ%XEPiugG+@~h~-TfAC4${t1+
z{+Ra0Cbc2y{TGHL-aO=E0lRlwpYpO7bJcexbL_PQ-R7l#tnioP-b+hzb<3Rlm46Zf
zh7pw!m)PmcOIc`!;dpwOU?Mjib<oY+L9hFZ&QZH|Iw!6*Nxy@PmVoQ&tGM>Rm!@;l
zffYTRB3;f<8PwcavL5!@S4R_m+$Qr#Tn)`oRxILIvS{S=qVM%7qCcQHeAYs+^y^QF
z$hM7LEWJDvCoZpTBxUxF$lqZn9TnX;&C->!kx8mek!Rt?SA5>)JDSv=N5x@ndj%kf
zfG!nPhx)(2q|`l!H6eoh(ibTv2nCAVJ<|$ZJ?!^12VZs>p$2;v<(Bl#W^Wwe4XTyG
z1k0xHmj~Sxp@nSRe1I9NEo&*)+JB4{=eqn9f6z;}a79xS^j;T0`BA7+OK*oxW$@hU
zE#1)*KIPKm44$?awGgX(UrD(X(WnP0Qx@{ib`jCf`x#mwsiN7SyvC~j2mzf>dBVCV
zo#$P?8NV0j@ZAubMF-z~tV#72#f)rgeNohDtEFcOqmsC{3FaRFub!{=wB#E$_e{?8
zwAg@-MC!XTn+yZIA#a9W03!TZlKc6?@h(WZuDQF$IzPeZKFW2!YKcD6i*1LP=b~xH
z_gb_z^@Y)@dV%{Mr)JU|2aFv{EpaEZAI$!~Lw=8Iv9HFQ@&c^SFk41YFW$~wM$hJq
zbd(3DQ3Nsb@`2p$!KL|5Ccw`Qi(@s?-S#c>THW}|U!loa)XeKpvDfF8H;Q<Q+vIc4
z$>`)Vbd4+4{#w)$SK&dIC|JHxS0X;vL{Y-USk8-$a#+Q$3_ET0sAMOvIl(;AY++bL
z<Mv(Khgo)OG}E*?T<ky4Si|Kfq-Fzf4K(aFmA7u}>~l07tOIw1$pkcc30nNj*y49m
z9Tw<8Wez&8?=olnt7^wTa^>ze=r5Foxao5^)~jUU+UPr<1JfM_-s*GiYtywlbK_AC
z-NSnG{nv@s4}{Iu5AVGGtL;KwCDpc8YfpWSGNRCM-R!9UVvgCteFY?TmyV9`V;Cm&
z7H1wiB*sn!%1g9M#BN)(Xz#W5SLsP{B_ZU&O^Mc1kE;2D%d#9JxAM;m>3o<8PJd7v
zqp|`26Ti9wk4(TtewE#^Zcu;ACi056IoCW+uZddvBTNw$+_lZ!(|Xsn_qab7f8mMP
zNwAdkb~2?l;wUGvN;#>ugRUE+{dU_5Zw;Uou5}@vuZv-ovAGPlx=<&z`3vf*Nf-ah
zu5dHx`-3~d=_SE<iOO7lwj(~b3A+An(^`rOrRf*Hefw5X&BFZF>-R6Ookc~neQ8jP
zPkruxh~*U<Mzz$uiSgp`#M81}6*3&9#mt7I$VG((?x&Xo+Ma$$CGnPafNUSG0PLGo
z4yicK=V_g>A3x2s(mEH8`qmpBk6!+f9=wdq6|zv!E2=*%kouUnr_L($pmh8FcNHi_
zX*K0G6+_cAT2`77K;$Uem`El)Z#0)2M*<@XxOH>7QyHbvT}2762!-z*_}p{tJEGwK
zhCLh5f15Dn#TnF}hx1_vMb57`I&N$7wq*#+r<s+q7Vdo%pq9`sJn%`&D}0^YT9&3Y
zMA*{9$~dz7<@u{*MiXV}r_*T@OER5(n&-<+zoThdTI`vHZuYX4Jh$`X3%HQE&-I42
zVVwIv#vBNPQy<55#(9vZR$hItq+Lq%d+OIaDbn}in26lIJ9jPoNvK(T8pP|@D_@-m
zfhNXP>g-ht{|gs;C(177uIw{%L^c}{)BQP8A%3aM1^)5N6X(5|J@ZiVw>L(6Fujgj
zZc5P`<tPlJo;np~c1j2JzKtTqY;o%es;=cS^+bMM?gFmIa=3|Al(9w@_vPpx5yt<S
zbis13?Rwb?q$>14+{pGWvJatUJ<bc_8M6)CVWcueE>LpaH8DQc0dEbCkgofF{uz-M
z0_LzKdHbX?QPUPRhe!Td{E;(SGN7^1G{X$Qss?g0UQVwR4I&AJD^U=)mXwn%oODoc
z<nL^)-OZ#jR|w=sdC4y)ul^-khr}<rn5>Ol-yu2UEGPru>YrcP)^dmW!H~a9lo4TS
zJZI#qTCQ#57fJP}%RUrF`gX3Q0;<^mb*lSa=db$H<W<Bu=$PlAvs4fnb@;?4kd`+^
zy4~@WOeQ%w<y8MTQ7NfrB!Loce<!-+kbhuzVlTBL>PJruwS+z2a$gB=buP;qlo3(x
zIhFIcVhNGi_z7sK=RRMCXY<iK7yJ=qhBxc=WMeEKf7*#x3z-yRGzzNSU-RkRRB_Mp
z<e(%|R_363vsm?#NlOkiw2hBS2PkFC*TR+sLhPT2y!tnob;{-%<<Yfas|-#J{3XB$
zol2!x_T!1UMeWxe$aa6ITFJGRr8ngd<qlD)M1-wW;oLLa48$q19UU~!X;Z$|r28PZ
z{|hzazwWmlZrN?|VAt|7sllmwt$IyUv>{h&EVvZh2UDc01HvDq)ND<?1F@Ze$ALMG
zZ9+Q5JfqicDGb-3Fii0=*G%pCmy094k7^{rFh(GIWZS0C=RuahP2{O`EEPh%KvRzv
zr&Tp&<<1)9%gpTX1f|sWzRS#F%M_otkwQD3DHFclDvN*xSAXx{N0w^gk({S>xZC)3
zE0iUyl&E-1>x+15NDb;mZ#h;zS`d`<TQoZJq&7T8ydU5Nr6WQmfdId`>p4oRpkom^
zI-ID^r@7dFFtiJri5BNBt_}F~bN4$o6>ME3*X-O=`8&xDGR*r{nNN47BUB7*l|Kn>
z0;Wjj#-(NJm@Q+Fq?c@q$3c2E_w=!NWfOe%IcVN$-0q#aV5Q4nB8h_*4B(p>e+=cM
z*T(IHm#pbP?N;_S&v1<g)Fp@IEScQVo&&9^1-olb#_xtCMq{<)l2fGR%2EZ{MnTTE
zpsmn&20dhbB}Fgg>^&>Zy(gQNT8iQ)5_kqr@ggifm#Tg0d(7y%uP|Z>=iGaeMX?e&
z17W3~;^Lxz<M60<8E?DnEByow?w=iBWNH<&(t%upw&aB8Qre3-amje0M$0L;#GjYr
z;6aOwJx#HD#N8dQ`E9Ax#}sg5{!y)QBQrb4v(BDuBw|rH+qO0Ac)RJ^t@z{6@zy8^
zRnGQRdn}<&`D5}+%8|Te@>?|6x@7gPb9IRNyvv=-ws9^|B^=GA_&5_x*y%n~9<2RZ
zE*F_bU6-SK2~(}h)WW4xXa0cN%r2z{^@YITbNSt6Q27w(=PH}*p(i$^FnyQt*Ug~E
z<;Bz5HpR><chK*2yL8W#<)%j6CuOw^FyZ>5ZFioy^tNlg-n>`4wUvB3yS=5`<Clya
zI0FvGcO$%<!^EK^i(N{3=>7<?`MMfJm1Xt$hkQWgzR2C)jg7a+K*xNWq1t+`jiPR&
zcn`9wInQUN&0wg|Ho#M$5b)*U9~USg2(r|bXxxWuw6?4Z>_2ku$hVA43K;|FGT2)N
zxW`ba&EB*Ukzd=6*U~lqj;@sCZv8szjC4FAPPggKw&5xiUEc=XnN)!;RdM9eVc}yS
zYuzoWxW5D-9MIxGB8Pe~n<l}k+M-u+dPBJBF}J2~YtnA*Jg@VlKHPGScv{R-E9>?X
z`<@aLf49blt|u^+Gh=uNlTLz((-*bnOoTZvx=U+s`-}K(<cld}bdIes7f3~+G1m5(
zP3l`J{2jAZt!<{&oHMud_*ZWk&0Jx&{i^S7JTg2wY<oQ&c3j%Xz<(t}lZ!g^GVN^@
z{TJygPOlLn<;-Qg785|47X9TN&d(PGr+%JbJ>bS+i}3g7(4*+u8-22}`U!Id*Jnqu
z4OUcH`YwHC&^!Px?wx`2@tj3bC1jcgX|Hj*P1J(`;nW7IPVbDvJqokx;#40y$%n>E
zWs)h9xrvOxx?vF>?$9$&n;Tf0-!V?ZU5lsG@{i#yH#VuVZ#noBe!wbX*3p&}TWp(O
zy1zHei^v-CPJ5a9KH0SCyPqsx$3r|2izM2LVYMg#_=fA~%5XF5R{gSP5uSN7UX|39
zEWu*dLAnPmhF~`j;CA<qD%oq6xUaiusDRH3K!ts->2fcLgN7v*<vmD_A5e(&^E-bD
zXegWYLvoMkGxs7?I<vucY3TrTnYgxbJ?k_(tUT<`Ce_S_c_4SdYgvgWXW`o}R6ye=
zXS&P)bc`a>=i$B_P?)jx*6@m%EMIEv2PsA!InxlhZGsA4rOxbTLIbS)fHvbQ1jh*(
z$V$!)$hjZcSy3I9^;XDX#_en*^ESn;UnTSO<GUN;UfBg-JWtZaV)ZPC)LvDl&USS8
zhzQvbt7eRe8P_hEM{dMpLw|3n?Hx4d8QyV{Db_EE3Og+a6K8+Xk1Bt+dZVQ3!Z(t`
zccTE*c5gP5;seR~{{M_d7PoVTm4)A9qGMdQXVIhmYXzxWfj4=3<tuIIvVn+1c6DN<
zZ2Y8@6x3|OA7ldR8m0(Y`8LD>mq+e)-Z$mPZW15eps^OH$;jT+PY44kc=9RtM72)Y
z$0W$+I4{8$2_1urH9E2h1`x{E!_=Z@g^YVHxC`pXn#hFFg>brPjkUDJ@tk;EJmRk5
zju#FwoW8|7paWB2bq)RB%p=c?jT5wxP^1i@$WkRV#%vo;l_mb@J<f}iI_UG<rROFl
zi}UG;{eW{y4i6{m%SWM15<SZh;d!v+UXtcI;WMeJA4JPz<kex3Hz}{5)NtgiYZH?Y
zmJilS!>UsQ%Y~tDqL>6eqdax`%0;6U>XblZ5gvcyAqa<SJj65D=Oe65X>?VY-AcJj
z&D|x)v1aFf-{D!zo9p=}Og-)KGC6@rS{eoM@@#o&mwnZiuN}^_?e3RW;kk{m?_u5v
z%WKQs_mg+h5}2NvG6lOW^gZW1aK-v0{`xcvz#rCUJ2k()yO@j5)h3_CWxVN#zo!FX
zBX1+CIHAhkzhBWy&j2^entEGq=jG29ODxK&gEl+*dpl6w5+&+gqJL3~NXUtXCB`_}
zon3DljA<watioo!Y=abuHd<^H;-Juq3a9i~`u>--qd5K`;?lJ@=%;hQTF?l!rPeYx
z&)U3t+5VTHp0eY=BHRC&-^E6+c15~kJCB&~x*ER+_*a-pX&H&6q;D912!BP72inY!
zUsjh?p1zk^V6h30Lu&~?H7cL68cDDDvUYw1^4db;5%l$WBqUzbetd$Ru6}GqH?Z(7
zA;6dBl6^ONRTVS6j}CY7<>O?RE*V&P|8Ask>=fBH{Sk5l&1a>JQLHE@lC&?nQ?fLw
z(`&fWNxa5(&tU`<zPmo1p3TGs+OU+6q+sVL=pqw2nwaRP67TFq`(D{O)3VYps3Ko|
z2WS6Jw1pI5_PoMSl=`xJbZijF*%zN@Dh*a|V*IFa$CjE3^-Tn+8vd6Ruq_VeD)VPk
zXFB>^^s)!~9^{WWNRnt-lH5{#vaiYiN*)k`23>!fC{K3h6w|2d?er1DlOXwgug=T%
zH||NP^;NHL76Pb%uMS{9$g{S#Mn*-Ieew*6Y4<0Ih3*uom;*4%>nSp7Mck(tZr%DZ
za57~^Z1P=HhsJEpbd#`?(Q31~h;`9}uS@rN<|t6As|Pg1x@(1wm$yt4hZy$GyXj_s
z_Sf$|?#l!WdE?cc4u8^lFns#@>Tc>E>q#gB)VXTpN2RHm>fXCE{^u8qNVLNzHeN~K
zw9-q`{@Mv8Ii+%;&%&i`slmpqtd}vH<!(|{yrI3PWGFC8QIpK}6*|47J&;Z1UN?j0
z0U0IPM6qpjN8eRBLrx=>Vw29YSD$iq%0=0k%>$?fvBUw7;{*z^FO_YcEh}v_>v-wD
zq+L&R8ml(!+wM>_FZv(~_09eH>QqdkmSV6YeerYe?q9#Fo_#e#SMSYvr`_ZGfXz%B
zHt>DoXrtdLON>Mof(YYRuOlw?$@|gWnl=K=4Q3?Z*Q~Kjd7{p_Z&^=1ru><u3CCtn
z9K8DS*z%M`O!$es23F$@lk_y@emm$91JNt}+9LjAYEM62SzBYs!NU06#D9eAZu07c
zfotCkvdCU`t3-0@nTr5OYW+P^_Vem<LAzDG@htrXR$+hrb~z~`vi-Qo?x~AT-g(7e
zn+MN6EzLY!$&l-|T^1Xge7qkWH!a3ol9BYF-aLf3*M3D2o$cRhNqU~7zz$>(Kl01e
zBN<3i%Qw=T5w%^=YCb)#bLi#!u%*+ENJdUfTfBEerBjYD>kRm|MG6bCIt4n8$Wyg{
z(qlT*KXGIFwA$j^M+=`Or1g549|TpLwQ61)SQ8=P7)i)i-}4L46lzh*xZ}UTEK(m7
znX8q}|IllDY|)b+EDroK@7sI>ZrJbV5tidMuEidsyUjKkN0;ohr~{il3y<RcOIV65
z#~!K0yUj0>sebTk-X9knzBZ=fWf%SJ>sE^2l;(4>-KgRN>83p$X97~O??(dqIz^-P
zaeTcR5f}Bg)=|0q#9SJ{sI}OAbMD=iU}oI|!fX?B<N_neXyV0|m|*D10yv_)LweWI
zhSZZN;V(tRX-=`?tVDv-r_}rhT2HBwj(Y!CB(_)QXxlT6F<Mb3U61N5auFQ2JS+G`
zhkS?SbAHB`fjw^pFI8^CL%oJ~dnAM@nCH)<4MxEkVepcohD$|!37?3_LB%>9wK+sr
z5U_Wik<ZMP?<;OG)u|Ad#VJkW8$OuL58lMs{JiTHefnkP?iSkGT)C56TR{<rVkmy7
z1o~=33BLb0I{b55{)rD2IzBgrE@;kWapf9tNm0c;DH5xmJZm)bM^2EJX7RR|h%E7)
z)^jxq2H=&)1M(0zAo<yuj%^C~WrgX_oo&SB9BlC&g&O8!_HR})eflKc{kLNoQ~&N&
zH3NfWLc%N)pTAxztI2|T-@eqDtk}v{<L{-Bl!@jdVrx~4l|$A7LA$%yrs{s&A1hV8
zdcUK@=JRLSE|Vd5mk&CG`_Cn!R0cNFy&A)J4C}F5>N828kKA<XR3`IvZHeS=*g-)L
z*aWoyzUxTzL{3ELWDbU~K#I5xJ<Ajw74fIN`_feohMQk#JK`f8rw9;7fKBipa1H3u
z_QK?Z9{W6GwL6`9Cr2JzXf-r5AkAV+p(YjfG^^h#KEqgoyz_PFuK_ixUtHy<S1ER4
znpd5a@_*z{6}rS`ZfWj6aq|A1vL5|)dno_j{()}rR-uu;PDdxUdu);!FKm1>(meF;
z5yNP>SlyR=9lEiHBIY~ee#1FsNAX+#`bzxY!gPDyo;Z5nr^IFdV|rig{JKb<TGvn~
zE93hUG<{!EFBGg58Jmt~M`h^gH)a>jo_RO0dn9)((gfIZS^p~>IZY6;XpzHUGlYHa
zxoUMyVOO@<9~>DtIHa<~Dmk*+<49lkvhTDL*IT={%H3TWmdeH`gp6_3XuI0iDZL<C
ztDhk!VovE{evFvF5^SH%q6cUs<O%@4h$#2U;(f)<EUfJ(*4V*9c}Z?Xjftm%Nnk{K
zi;sq#K~wlPdMMSq^lrP(p#4LG`TpG4%?i`*k0-qtaMe!ug>{o0{7^Y-ea5p(?)DzB
z#Z9~WmD!J>=_2I)l+;t_?l;%3E2gqr-iueW&YyP3e+g1}kbNotqX@G4DcE5Gdk)Jx
zj_aE}=hx4ix1D_k!rEyP>WnJKMQx(cNOmo|!DjSrgIAj_4Mg%p!Db^5{Hfw}lJ9rI
z-O7??yPmZ-;Qtl0#8|+nf~{IK0|vxRaqTu+v6C83?n)QwgO&XLLO%6`eZ^Ql?I}sQ
zb0j4FaFtt&)Z@!=ae@+oke(^GMsoCo+;|us5~8Fqs$A_*`;#O0g6K{Kp~y^yHGiGD
zs=_)LbD8YI#CKD>$7DmRA+!JP4m~%n{cr#+n(eLMoAMoZ7I~jlUELK;k$-cC-f|lh
z10!RW6|Ssmf2|cVK(SH#P7(9Lg5)u8&;XlzH_URE{XuS%LVwLJMdZEQF-!hEo$-V0
z2a9h8T&O%R!F>-VJR8fKuS;rXCn<GT(Fv{f@;t<f{Wqnk7Q1s|@y18h1BuUQkm&(|
z&w5p;fPBO{8>>+NBh&G)`1o9q3e-;Y+=@XU<{$;NxK!NPe_2sDxuT-tvfD~%*2c7Y
zZho$cvvoHrY+NlK|ACmLttcxY=2SgnI&;tLJVkgZVqe5D@(G+?nAtj$=iVzJGK^81
z<{cZZq#<auxk&$3OW@eM|2+t~z-?aqM}<1gp7%Qz=}p>P42YZ{#r%7(|F4<MZ^V}7
z-yr6Zj1tl`WDm^TKt30|JV+2s!0}7e7b^XKUWo{f;P~a!iJ-iWU!P}@672XjVGr$;
zfBth-5P^^!zy44|mGjT*|A#-z)HQl>m6wHu1@xCSq1!x-nDpc}`S=hx^AlnIRl)n8
zPyWB8cfaN9y13w%%^@8tt>LGaw0Pp;Qt|55tEt@3u&`XB1ZY(M$GZJ*zYTwQ?XA~2
zQc`F;<z`RU9>9FjFKasfXPB(ympt7{?5Kh`%m2%}|JRS~K-cd7XnoZ|hvnZ@N3cl8
zumAJ!!tZiqcz7zfnMi*1CDqi`joaVf&mme4i-^Fi)F0_1I%>n^Hu+s$N^gCAvvta?
z-GG1)@$sYhc11HHB6)x^1H<VBSc;I4ze+8KR0eeI10%UmkLz9DgNH3EA7B5jPCwXS
zJM%Z0T%-}|-HEYFHCmej;@~Gm9C*Ag*KX@C+NV8^7s^7_*ST#iWghL-AK5$icyyGQ
z^#tvDW1e%5pHN!A!u}+wm9ttNY>m~GltMnGq=3`Wbwpl`m6i3A+{p9Ig}$n_7PdaH
zD_Y!p;^9$)nA(6qB9@8P1^)+FDOrk%qJHn+7l_()h-~XZ6v1j*FGO+Zl+6Y5k99?J
z8}=3&N&y^5rzy6Rz9Jn(P2y|Z5toTLL7h8y&MzRK<glz1)cwjw?ELwxh93=tf6afd
zXc(7-NWO`I%BKNtCw*FUrEV|Jy5_g!V&zT}Vp2>(D{SiNDy^uf=}SU$*K^l_ZS^&p
z{PN`#5HfVc537ThO>tQ+cy+>lD&~x=JJ`~R2S+Lg|JWEVS8z@(+;nd9i21XaUq3Q>
zEAe6gx?UX^T?L$PNRXOoZYoUCNe<@`zw^nfU&};`|B{gN^3r~sR;hUeND*d%1f4T~
zcY2Oi@%O41LZP74=(#(e-oMVGnugS+ydy&6TkZVgb8D?!<+}|d0=M~bZ3;y8zs(O5
z187CGC!2zuoq0TicIsa=5K%mNeXec$7kpJ_jeg|)+uWBuqIpb$HqUleI8lR|s=n8b
z(IVqWj7dUfTpabm&TL}81*3fQ(^@9;GL*jCJj1Bx_NcE_qL5?O=D|hYajqG+#tU`a
zl>F9~qta*3p6%M-Sw~Do*_3wIJH-~mRUaq2lNb@EeE#49)Dk~huRlLOAq!&K6htF&
z<Hn5{Zx*J$Kv7uvPqEfjnWlYN>PBT?2ws~3{=phY;NjC^g<m%+Hg0Ea>F5x(+=Df=
z-jqv`4D?%DUmwNt4IciPB+ce(JG!wxSmkK(I576YwL9MyUc(;iK12I_dwEm>9Ihn5
z`bgsV``w#ukDZNl`uW4_aK~ivNEzq@{?sIA(lbxTbgmB$K3UukrW31c6J4jt1u5J9
zI#}c`E?#CHo}S%0qmBdmVBudQ)`#9BAhX)P1?GHVqQ65dn!v4Vba*^T{PidB9~LZU
zVr0BRbmk0&gp?EosEZ~ZX8rWyPCNqL*5bpm7%%Q4leXVr1dZVu=>-hRre^mwlQ`uK
z;M7I#)O0pCvrzIF2W(bd;m{_Vo}TWO^1bf%mR0I$Z*dIQrJ3MQ^XVfay3YJ(Fwq2Y
z^Rb{lYo|YQi;b;y!56+(E!5iCfGUcY%AI$Cl(2a8t}^*#C%@Z<X?8uW%ftz1{>E8$
zRNaWsHXc_l_UrK8N=?u35pn^#;5>%FtnJqlNP&L2vnT)gx~S;baQ*Y<zspOzqo@~$
zf5+K(6mA`D*B^0gA9caEi)zo^5FxKk6I;vy89%odIgPrLy}3FAZg@ELSs1I*Yaq5o
zXSfzX3C?}}WYR7qJP~7ONl2WWRXzF*gGJJS#IcZDK4!Odh9C;0Wi7PJnsq!uh|$(u
zI8J6%<qpxxLUz8Bv%N=9Gu}xUq;{3?R^mfy*S`Z*EVt%8CZ_Wcs9)Nh!FN5$d5>ZY
zv9wp|rGkVly_?HETxP=ZLP~X)3_o02oB%s2-rn*3=ZE~DiOe{sy4Kivi__QS51hOb
zF#KiXl9vG&_#7~gn}188U+_vKjakyp?vCEXjWPEXkwwX%N*`X-f_xnYzLSb-Em5<d
zU*2lunTI8|cr+hQN1-<MR_b+j#^lGt$)aDH+;+`Ycu|6EU=oSm9F1IUE!V8}**)lU
z8Bbs4(EHOg@;pN`KY_Dy>hG$w(=kVv-wAF@omb=1s|xqB<yrS`x-bI=`{yP5I&@7f
z!}w2v@J=%0VW|3ej+k3uQ2*y@SjC9I-coU}`>m5%W8R1BblG#EJ9gHbL2dSz<^Sxj
zcjn$2%GlvL&p-0wwK~h6%Grd;4fkmHdW+hsGT$76UbD`5^GKGw=h44BrC86dPP``7
zez~NaBH7JLo0K~DcZ$U5SC0gQjHaP1p?WYf;=#i&=DadyMUJ}DV6JKwOV!8QdTJ;j
z^m;?GEGvIhIUO$(14E-5d;VXMF||+Ys$tiUSDBgkwGs%#RerylC^EA$?sMX#fQ0W;
zR*{K^^5jDH4d#;mqQAdgUbYTW+}j*L<@z(I%JiI)&?&Pt^Lz?jm5ORJ(Rpwc?|Vgb
zKF5bwl~TkvX2w)f)n>4uA&c5lGDvu{SC#m}g<j-P)^xu{8*+*UB0klKi#!r1JiGbm
za}+)g%e&WX4O^7LR<3GncUl@WP`Bc15G3qdHcT^u3uTm2qzdF$J$I&~H2REr2oD2z
zItt35p`#NZ6UNBG%Ujwes#-Y|@QPnP>Ebe6oCYHA-oA}+4>%V@xk2&bIXrN8h3#a{
zY_Qm&!0VJCzywdwgQ{yvc3xG>bMvxSVhoj%KWV-9fBW`PF#fm=(w-Klnjy2!Ng_4(
zy8GoJsmSyABk;6*u`BX^XU+J~I_9&ujP)&^o4;XOm2Zjd&ZTHvC*i$UHO$P+T(CRa
zuVYgxNf#Y^Z>D$}E61ho<yE&yy=-J%Mt<drb_0J}du2J@?#6ryF!(ISYFssvOrTxW
zKO1;W9MoRZwN>9L+jj`B%Ucka&HLMT2ueXKvpk_QhNnrJ-+MgZ;d(Gk+YF7FNa#dI
zs?I$(-W{=P<yf{3mHL%0GI6qP)P~1#?9|W0!|i%tVlCS_hbgtmA93%nx0~woXoDyd
zA3cS#y>&I74}zB#QIwK9r@8y)0;Z(oE?bum`tqeqKRvusf5|c6+Rh4AQ1r}=+8pd|
z_Mcq<72pGKtJm=94Y20ne>m>7XJz46dre~ZaBro$I#aZ<v$M0M9#?5^!e(O!tgBp>
zL1VYfYbR{1t7tgRu$Uk6G__F*YIHmSJ948Ks=k?br91ab?7qh84hY<_3n0|DhF{Y7
zt6@s!4n<C<*ilV&>>K*q^A|bm_wBM(vNCgqs-0~*R4;N<WHa9PoTE`wl~0@c{-rDV
zVeTx-<2Mm~zVMrK?9p6q##Oh?gRWiEzLQ&cOA%!TJm~(EbDW<&<(C&4{V8<BiFh8I
zS~d{nX?vSlDX6!b_TZdqPMgQ+m>7DHcy*Mc^4zhBk=gkTo|G)y+}&u;r-T?rikx$3
zN@JR3brn-v$RegsOSCJfT>i#*n>alFr=fLQ%*~k5YUlDiuJ$E1YA_M|>>nY2=}zOF
zw!e14D88vmj->OsWcXF!1lmG)4cbxB8#~K?`8vmt=HKjZXQ!&zn>pU04YFdX7~ell
zJEGP8);SWu6GV3EK|6P)>&5jU?~)OZ41I=%IH)mcZM~bfLhDU3v=~vP*A$E*vGPg1
z%#|#}+h%YxZweaLQ9%HJq=&6|JfMQF3QFFzD})L2LHCvmR4SwIs-=~^y>{x=8g~Tk
zs>;l(%}@TEMQe=lj{RC{_wtEkU)ezMj$8tM&6{qim{iu>`QT71hLoQZ`ZI*hY7Ttz
z2?D)Kb2MQo!~5O>*!DN@!xL(~!ae*9J<}PIVDnU|*FLvJ&mt55)x>{xu+lzV{b~={
zv%CCPCiIQp#5RAm@Hp5U@Wu0c8tFpL!#l?JSv6+(oK4N|cboC;WMTe+fsW2$!nCl8
z=VP9oPb0*Kv#93mM;Oa0y?9Yj9Xq{l+?imdZp+D{ukuB{m`A<4{Vd%&QI~w?8ISmD
zg@%6YG4&>xn1xw{0?F&S{N+5C8l>I0;koSP>J`z&Znb2t_?FM|a=eYtFNE$@2UnUs
z#m+{5RA)FrRN-4GZWW!mW>dFg9OG#}+tKHJw1-;U`SFo{6f24<d)Dap)%a!frMk3E
zc}M&8@&L2+goa+J+X)_PGHf<B=TzBSrxtkWf9BO6y78C&wMso>-$=I3%ReJuI3DUi
zCLolCoqVH!zAK|B{QHglC>b|5B6d7tOxzL&`y>uexi)N(uO%2Jn`RQ5)gbk3Eih7k
zTym2KH6x#(Y2Trc%)mq0pmtWb&ZClC_w2=seZF*Frs{b_9`TvOmWTDxTu#Pn8I`Nt
z4YXmt1G;VK5gSI4v*u&qT)GKPlk+LTqAKZ+<8xjy7@OCgGmaf1<{xvJG*DGlUYCfH
z7gJWp)wYdu+MjIj7{4>#s1Ht=i$`r+cwBB$P^Ge4j{^TZL;z=dInUtv%j<eW8_M8y
znN#xv^1q_PcQK1s!eU7iZ1JXt-qBwQ5&iuLw%<s!);E;=5_4&d&SUjN&zsRMu9@M+
zkqpj4<95o$?)_YUKfj`cSi^P;C7y$4)=J~hZRjrxdo0vU975X+e!@@54PSvVoLY1E
zcY1Xq&f37Z54_n9d0C+Z^B<$LVoyn0bU?J;KrTsD1*kTRi6q*k^?BZQ1YD_H@3@E9
zBvV>mny8eIc&Zxk%_A~;K5b?N-OOap=_lXSzGQeecrW^VH<GHPIKsa*p3dhx@h;Y;
zF2?5-RZP<3=3XpvQ^YHX7ar};iuJd@E+2Dittu>r%p_YnVCV5u>zmQnL^E8|m}6r2
z>K*1)EF^<j#ti+QLjn~v@(HPp;2O|MJThMOJ@+2H(#iPLobbWS5e0zj+CT(8h`;ej
z)?u#eWnN~37dP+awsyj=aHF?=jNWfPCE2>h#wvI`XoWg-g8s+<SxNi<c_(6(8T_t0
zj5^{3r)jq#3lI$U4-SrEg5eUnuMRFt0Hne53Y<EAW0#!YlTA_8D?N&05!IehDQZlt
zcT3SZI;+CJQ4&Aya!l9~5)wMBH8U-?a@GG|&7JvE6L%QKcN|)g4j!}|MFWlunKGi8
z0hOx=6g(RU0&-~x8c7HNDMzpr2qbC|DPSEft&z|m2}cq@NIZa~YN#>@gdz}wrJ)VT
zB~5BL0tW26F#R9;TYlMOck|ud=lQ(*zE4Czz~eLTz#RzDKwPSld!B}Jz$Cvl3Zg$6
z6_?Eq3lE<M8R2kGX@)l#3~0;#Lq4>DA+;-O1m%%aiG%O(EdjII#Xva~6m)5C>txj(
z`7?O5h}?TU1HsLPCnnaS-W$TY{b@8>A%-qca4M;SXE>7lv~Aqiy!lqW{wvE*-GYjW
ziV{j4y)$dkJd2qnkjIf&kNWJgK+x#~cx;@63*i%(8o!s=ItfF<8#{gigy4VDTy*^c
z$`b0M!N{P&7b_4F(FM5!8+cD4a#mc0hkj%!DEh9v6*xKKjgGmYEEX#=-W`iQ47H!3
z7Ue-9*xe9!N_Qx@s?9kgPcDDNc$IR$4xEfPD0>Nd5xsm7;u8$r%}pC_JylaHQ-Td1
zI<@$e2SfMA$dW_Ku*Ai{#cq8CQ5iFfcKZ^q?YA0gp8!pVD^&2dpMSu!P(q*@Qo7Lz
z#Z9AkyCarFBG<fkv-b<F&v_5;`{v_ExlmOU#ZQCDoqOh(KM8)kkCeZ{{}LyQKutBf
z^2l2lQhzF75HxyBV@&h8A~?Jn@Tk6!Hqxu@?u0Vm>tAh2$t6~MVnV#eZ@B4}6kGhF
zmqLR>7ln=Tez?W&JM+Yht^v}Q#-_qx667Wt*8+h|^s&zGha`sn!Kt1Mcg)ClqpnJN
zql{A0(XK7^L2>0omLZNps_<rrPTT>t=k-Pk#lQh*HjkljHZ|K*Zcr0~4jqc|Q<+Rw
z*dLP)R|=}DKlAc>7^Z`1ECpTYi=YTnW{ts!;dVg)GEf5%5VR6ANH-TZJow8(n4Xsn
zoMOs#G_w{wC>q@xIXZy9=yyYXq4q;ddo)#L7{~^nS$64?*^KYz!3Ltw%-!byzJB@r
z?8q<2$tSjM998e>cp9?Rba7X-aYGe5kxZtglIf{De(KI>i?d{>$XKI!)z8w3E9^wv
z)$8L9oi_9zny@idhP)ou?Xll;+VteV@d(n_Qy=wOqtQI4&&~(ndj!A1=W<4Jvgl7H
zG!eJ8ZOKt66qflfR4Us>Na@af-_t8<Z*R|?hIzsVm3n6cX&vtG53AcTqS4@36JulN
zrc~;yN$Dny$)sK#W`*3|g!t1<fiPoScrwpR$U0VDUjC0>-zSNcxOsX;4{<o0Z{N*x
zxq*R!DRLNgBDZ)9e3O`(kiegte52E)zVw(QWMpI{_<DL8n-+~myPBFBev-sqGH{j4
z<u=P@GHE819^Y5OUtG`-^+5%JKyV(|fx)CKuSliRx68{53t6XO^4)6t^tRaG`g|s{
z6!a>TOlVW`>6>+f{_uNp8(&zk#w>wAaF$NreZa$mOrc<HY;2B8Y5Om)E-W0tVzFnb
z)SB@bJb_T|vRGJHIBu`iYMrkUiNq4MT7B<xSOFD0Xbdh$rIE=_rDbJgCi7sgQmLJs
ztex9UB$3KmT3YPv>=KvkWinY>db(9{ad8@hVV#qcbGNN+yGo@>$%Zg2?};PgNFhU?
z3rh)(=nmRzj37sktP|d9r**vBzipi-PMNQP-GWTBHLC0H&0ZtLJ2B{KM38Hx>x}sS
cwfQa%>F9Hu5WmdUpgVc&P)Jb27xC<W0YFq7h5!Hn

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/red_dead_nettle_classification.json b/modelling/data/abingdon-all/seasonal/red_dead_nettle_classification.json
new file mode 100644
index 0000000..88d98fb
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_dead_nettle_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Red Dead Nettle",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "very_broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "very_broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 2.37,
+    "season_end_month": 9.965,
+    "forcing_peak_month": 4.215,
+    "season_width_months": 7.595,
+    "season_midpoint_month": 6.1675,
+    "season_start_label": "February",
+    "season_end_label": "October",
+    "forcing_peak_label": "April"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.583,
+    "DECAY": 1.756,
+    "OOS_DECAY": 4.49,
+    "POST_PEAK_DECAY": 3.544,
+    "POST_PEAK_SHARPNESS": 4.538,
+    "SEASON_START": 2.37,
+    "SEASON_END": 9.965,
+    "SHARPNESS": 6.668,
+    "FORCING_PEAK": 4.215
+  },
+  "fit": {
+    "score": 0.057
+  },
+  "warnings": [],
+  "summary": "Red Dead Nettle is classified as extended spring seasonal presence. The fitted seasonal window runs from about February to October, with a spring peak around April. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/red_dead_nettle_consensus.json b/modelling/data/abingdon-all/seasonal/red_dead_nettle_consensus.json
new file mode 100644
index 0000000..52bfd64
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_dead_nettle_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.583",
+  "DECAY": "1.756",
+  "OOS_DECAY": "4.49",
+  "POST_PEAK_DECAY": "3.544",
+  "POST_PEAK_SHARPNESS": "4.538",
+  "SEASON_START": "2.37",
+  "SEASON_END": "9.965",
+  "SHARPNESS": "6.668",
+  "FORCING_PEAK": "4.215",
+  "SCORE": "0.057",
+  "SPECIES": "Red Dead Nettle"
+}
diff --git a/modelling/data/abingdon-all/seasonal/red_dead_nettle_observed.csv b/modelling/data/abingdon-all/seasonal/red_dead_nettle_observed.csv
new file mode 100644
index 0000000..f109257
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_dead_nettle_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,1
+2,9
+3,48
+4,84
+5,37
+6,14
+7,13
+8,8
+9,5
+10,6
+11,4
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/red_dead_nettle_parameters.csv b/modelling/data/abingdon-all/seasonal/red_dead_nettle_parameters.csv
new file mode 100644
index 0000000..1841b96
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_dead_nettle_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:09:30,red_dead_nettle_observed.csv,2.738,1.38,6.338,5.218,9.815,2.02,10.84,8.09,3.87,0.07601664261037371274085058072,
+2026-05-21 15:09:30,red_dead_nettle_observed.csv,4.437,0.849,5.769,2.227,9.89,1.05,10.52,5.47,2.9,0.1742313490669575523945296939,
+2026-05-21 15:09:31,red_dead_nettle_observed.csv,1.645,2.887,1.941,1.349,1.511,2.22,9.8,5.992,5.09,0.1220949840037575775612366752,
+2026-05-21 15:09:31,red_dead_nettle_observed.csv,2.501,1.76,5.716,7.023,4.351,1.8,10.13,2.936,4.41,0.05036525612650576123121725247,
+2026-05-21 15:09:31,red_dead_nettle_observed.csv,3.561,2.825,3.05,5.8,9.269,2.39,9.25,14.995,3.01,0.1324473851268160655663064234,
+2026-05-21 15:09:31,red_dead_nettle_observed.csv,4.998,1.6,5.482,1.87,7.068,1.43,9.29,10.889,2.64,0.1811912549444735616658567339,
+2026-05-21 15:09:32,red_dead_nettle_observed.csv,1.892,1.201,4.6,4.678,9.827,2.98,10.57,2.696,3.0,0.09929621773341375053917280801,
+2026-05-21 15:09:32,red_dead_nettle_observed.csv,2.396,2.416,4.759,0.148,5.562,2.64,10.5,9.199,3.76,0.08733391751806005463248133046,
+2026-05-21 15:09:32,red_dead_nettle_observed.csv,3.421,1.385,7.535,2.919,4.334,2.01,9.23,11.631,3.38,0.1108185140403131122568809970,
+2026-05-21 15:09:33,red_dead_nettle_observed.csv,2.876,0.861,2.152,0.052,2.926,1.51,10.85,5.355,4.82,0.1711582271516862970937363001,
+2026-05-21 15:09:33,red_dead_nettle_observed.csv,1.451,2.305,2.031,2.691,7.802,2.83,10.62,6.522,4.6,0.06418968465310053373171601828,
+2026-05-21 15:09:33,red_dead_nettle_observed.csv,3.434,1.95,6.64,5.156,2.292,1.87,10.93,9.697,3.64,0.1255267682857280858921371826,
+2026-05-21 15:09:33,red_dead_nettle_observed.csv,1.41,0.826,5.842,5.603,8.077,2.23,9.81,12.767,4.34,0.06617838205661969361939297028,
+2026-05-21 15:09:34,red_dead_nettle_observed.csv,3.484,1.116,1.394,5.919,8.099,2.91,9.43,7.427,2.97,0.1429014394816931350148470027,
+2026-05-21 15:09:34,red_dead_nettle_observed.csv,1.071,2.975,1.969,4.32,3.136,1.64,10.07,1.201,3.49,0.1450344393902036361780517763,
+2026-05-21 15:09:34,red_dead_nettle_observed.csv,1.532,2.5,1.913,0.167,9.549,2.18,10.76,3.033,5.1,0.1349915558014537514558163265,
+2026-05-21 15:09:34,red_dead_nettle_observed.csv,2.348,1.161,3.529,6.569,7.866,2.13,9.04,5.835,4.06,0.06992347137055268712209947939,
+2026-05-21 15:09:35,red_dead_nettle_observed.csv,2.392,1.025,2.515,3.086,9.654,1.87,10.9,6.744,4.27,0.05181180339189296182079061520,
+2026-05-21 15:09:35,red_dead_nettle_observed.csv,2.403,1.317,6.324,1.68,3.959,2.57,10.29,2.711,5.47,0.1464977900225695809642906651,
+2026-05-21 15:09:35,red_dead_nettle_observed.csv,4.606,1.322,7.253,3.38,1.485,1.29,9.11,3.704,2.66,0.1815161871950901162097430452,
+2026-05-21 15:09:36,red_dead_nettle_observed.csv,1.554,2.726,3.415,0.98,5.444,2.68,9.35,14.124,3.36,0.05926533414641459058601088907,
+2026-05-21 15:09:36,red_dead_nettle_observed.csv,4.542,0.775,2.644,2.352,5.955,1.26,9.51,3.954,3.45,0.1358727444934594786809715771,
+2026-05-21 15:09:36,red_dead_nettle_observed.csv,4.26,1.835,1.348,2.451,8.822,2.72,9.22,10.328,5.12,0.1096438200065802105873657607,
+2026-05-21 15:09:37,red_dead_nettle_observed.csv,2.534,1.74,7.416,4.32,5.128,2.76,9.82,8.622,4.56,0.07270285477819839993724939382,
+2026-05-21 15:09:37,red_dead_nettle_observed.csv,2.564,2.904,2.014,7.071,3.051,1.28,9.16,3.682,3.73,0.1684584119538292067719689573,
+2026-05-21 15:09:37,red_dead_nettle_observed.csv,1.336,1.906,6.152,5.498,4.677,2.59,9.3,11.702,2.8,0.1275505242744801917023070288,
+2026-05-21 15:09:38,red_dead_nettle_observed.csv,3.967,0.593,4.369,1.689,3.704,1.76,9.98,12.18,5.02,0.08871282217440603056488387986,
+2026-05-21 15:09:38,red_dead_nettle_observed.csv,4.068,2.517,5.886,2.132,7.069,2.18,10.4,7.328,4.2,0.06407308289231186788912905050,
+2026-05-21 15:09:38,red_dead_nettle_observed.csv,1.587,1.215,1.403,1.066,8.897,2.37,10.17,9.718,4.19,0.04489013090491929792475097125,
+2026-05-21 15:09:39,red_dead_nettle_observed.csv,2.029,2.464,7.851,0.657,9.155,1.46,9.34,4.328,4.31,0.1293759739610640591925819478,
+2026-05-21 15:09:39,red_dead_nettle_observed.csv,3.359,2.689,5.152,6.748,3.562,2.01,10.57,12.375,5.27,0.07773462409986242863648654797,
+2026-05-21 15:09:39,red_dead_nettle_observed.csv,3.961,2.489,3.632,5.386,6.028,2.2,10.61,8.817,4.93,0.04840623002373845661823614255,
+2026-05-21 15:09:40,red_dead_nettle_observed.csv,3.296,2.771,2.88,3.069,5.046,2.55,9.22,10.41,5.46,0.1049303178094714547966205567,
+2026-05-21 15:09:40,red_dead_nettle_observed.csv,1.386,0.814,3.393,0.046,6.438,2.39,10.08,1.828,3.53,0.1429450765012210623553004534,
+2026-05-21 15:09:40,red_dead_nettle_observed.csv,2.518,1.266,6.271,3.227,8.692,1.2,9.7,13.961,3.82,0.09880612300216132657996653223,
+2026-05-21 15:09:41,red_dead_nettle_observed.csv,1.28,1.525,5.915,5.557,4.525,2.02,9.3,7.495,5.0,0.06561724997006938632104486429,
+2026-05-21 15:09:41,red_dead_nettle_observed.csv,1.037,1.381,3.587,4.215,3.138,1.78,9.02,10.618,4.44,0.05963590100927097095149915368,
+2026-05-21 15:09:41,red_dead_nettle_observed.csv,3.532,1.853,4.557,3.084,4.551,2.28,10.75,11.5,4.34,0.05429666648746957435715272700,
+2026-05-21 15:09:42,red_dead_nettle_observed.csv,1.854,0.853,3.892,5.517,3.741,1.38,9.7,11.15,3.75,0.1454856438206593373314867446,
+2026-05-21 15:09:42,red_dead_nettle_observed.csv,4.185,0.863,5.258,3.148,2.885,1.88,10.28,11.568,5.06,0.07228630349739562249174337103,
+2026-05-21 15:09:42,red_dead_nettle_observed.csv,3.665,0.957,7.943,6.888,8.869,1.86,10.44,14.05,4.74,0.08067812664374904499827994338,
+2026-05-21 15:09:43,red_dead_nettle_observed.csv,2.406,0.831,4.217,3.949,4.654,1.98,10.39,13.812,3.27,0.1210134293946120248924164921,
+2026-05-21 15:09:43,red_dead_nettle_observed.csv,1.615,1.06,6.458,1.244,6.334,2.5,9.96,4.686,3.78,0.05226552610507712658181426136,
+2026-05-21 15:09:43,red_dead_nettle_observed.csv,4.263,0.819,1.53,7.404,3.488,1.08,9.79,11.286,5.3,0.1138539444205879883728641646,
+2026-05-21 15:09:43,red_dead_nettle_observed.csv,1.147,1.512,5.671,0.363,6.363,1.69,10.67,9.863,5.48,0.1516128573938162522777086839,
+2026-05-21 15:09:44,red_dead_nettle_observed.csv,2.163,2.765,3.956,6.398,2.607,2.79,9.44,5.038,3.92,0.04726987442616527375633173801,
+2026-05-21 15:09:44,red_dead_nettle_observed.csv,4.34,1.26,3.188,4.431,4.973,2.8,9.51,4.333,4.83,0.1065056303253163766126893402,
+2026-05-21 15:09:44,red_dead_nettle_observed.csv,3.848,1.583,6.84,3.807,6.682,1.32,9.24,10.999,3.83,0.1227854421584838547872916329,
+2026-05-21 15:09:45,red_dead_nettle_observed.csv,1.689,1.726,6.502,6.076,7.425,1.94,9.91,14.82,4.86,0.06702959234842301880860754171,
+2026-05-21 15:09:45,red_dead_nettle_observed.csv,3.435,2.291,1.405,1.539,2.568,1.83,10.45,1.095,3.18,0.1700431645887870883834089191,
+2026-05-21 15:09:45,red_dead_nettle_observed.csv,2.83,1.907,4.274,4.278,5.792,2.27,9.16,8.234,2.67,0.1347497968408988327767738972,
+2026-05-21 15:09:46,red_dead_nettle_observed.csv,3.516,2.175,3.267,1.36,2.077,2.03,10.26,9.068,3.22,0.09789284653616801906136358843,
+2026-05-21 15:09:46,red_dead_nettle_observed.csv,1.512,2.066,2.101,7.535,9.361,2.78,9.72,7.124,3.37,0.1072140245081421533154323165,
+2026-05-21 15:09:46,red_dead_nettle_observed.csv,3.671,2.901,4.278,1.585,2.92,2.78,10.04,3.883,3.38,0.05455693245689191041354275908,
+2026-05-21 15:09:47,red_dead_nettle_observed.csv,1.166,1.61,3.917,1.972,3.992,1.1,9.46,2.0,3.07,0.1575471282054595133953136810,
+2026-05-21 15:09:47,red_dead_nettle_observed.csv,4.682,1.328,2.018,6.767,9.057,1.12,9.49,11.27,2.97,0.2403122133927600686046895946,
+2026-05-21 15:09:47,red_dead_nettle_observed.csv,2.876,0.508,4.695,2.4,4.564,1.96,10.69,11.428,3.43,0.09797271397615736662066282931,
+2026-05-21 15:09:48,red_dead_nettle_observed.csv,2.545,2.35,3.481,3.157,2.725,2.49,9.68,7.626,4.47,0.05861110515856103502562249127,
+2026-05-21 15:09:48,red_dead_nettle_observed.csv,4.379,1.486,3.679,3.962,8.086,1.15,9.18,8.961,4.95,0.1229943515150780049010648360,
+2026-05-21 15:09:48,red_dead_nettle_observed.csv,1.242,2.284,1.335,2.403,5.921,1.1,10.43,8.145,5.3,0.1313670974643965783923967635,
+2026-05-21 15:09:49,red_dead_nettle_observed.csv,1.518,0.888,3.73,6.648,8.131,1.4,9.52,9.555,5.41,0.1053459434006322077950009835,
+2026-05-21 15:09:49,red_dead_nettle_observed.csv,3.2,2.718,7.234,6.332,6.768,1.17,10.23,5.032,3.21,0.1954689543915048104695283453,
+2026-05-21 15:09:49,red_dead_nettle_observed.csv,4.485,2.218,3.081,4.667,6.848,1.68,9.49,14.97,4.39,0.07028824840866023790054392579,
+2026-05-21 15:09:49,red_dead_nettle_observed.csv,3.234,0.993,4.989,7.874,6.461,1.44,10.82,13.991,3.17,0.2141906800369698355442804138,
+2026-05-21 15:09:50,red_dead_nettle_observed.csv,3.755,1.989,7.541,1.804,7.775,2.71,10.39,5.163,3.97,0.05092977183860836032069776933,
+2026-05-21 15:09:50,red_dead_nettle_observed.csv,1.448,2.831,6.186,0.897,1.146,2.36,10.0,2.944,3.59,0.07517316000049071534464410432,
+2026-05-21 15:09:50,red_dead_nettle_observed.csv,2.488,0.656,1.514,0.389,2.796,2.92,9.48,9.904,3.74,0.1366803298961266808693884550,
+2026-05-21 15:09:51,red_dead_nettle_observed.csv,4.98,1.169,2.263,5.62,2.148,1.56,10.24,3.319,5.08,0.06234157701065601832101209376,
+2026-05-21 15:09:51,red_dead_nettle_observed.csv,2.554,1.742,7.439,2.779,2.404,1.55,10.55,3.998,4.16,0.09000334931819261419108428289,
+2026-05-21 15:09:51,red_dead_nettle_observed.csv,2.886,2.705,6.612,7.024,4.863,2.17,9.58,12.278,3.27,0.1324531624061398338172238140,
+2026-05-21 15:09:52,red_dead_nettle_observed.csv,1.748,0.558,3.996,1.742,2.427,2.37,9.04,4.802,4.23,0.05861536652748428913462849095,
+2026-05-21 15:09:52,red_dead_nettle_observed.csv,3.874,1.575,5.445,7.924,3.634,2.79,10.4,9.857,5.01,0.07902981336705024482151024181,
+2026-05-21 15:09:52,red_dead_nettle_observed.csv,2.98,1.313,6.409,1.594,9.877,1.84,9.61,1.266,3.48,0.07618044958159754707452003025,
+2026-05-21 15:09:53,red_dead_nettle_observed.csv,1.404,1.576,2.875,4.659,2.826,2.03,10.12,14.51,2.51,0.1701842529465719720051899056,
+2026-05-21 15:09:53,red_dead_nettle_observed.csv,4.469,2.291,1.771,1.236,1.814,1.8,9.69,2.74,4.16,0.1103355996903187276590438398,
+2026-05-21 15:09:53,red_dead_nettle_observed.csv,2.249,2.44,1.876,7.056,7.275,1.64,9.41,12.805,3.45,0.1698976953433187530973491701,
+2026-05-21 15:09:54,red_dead_nettle_observed.csv,2.096,1.623,1.122,0.689,5.474,1.55,10.71,2.234,4.8,0.1362673296929360315937263794,
+2026-05-21 15:09:54,red_dead_nettle_observed.csv,2.749,2.203,6.703,0.862,7.636,2.8,9.38,9.204,4.18,0.09542712802896681708926187380,
+2026-05-21 15:09:54,red_dead_nettle_observed.csv,1.043,0.592,6.881,6.314,4.346,1.87,10.35,4.765,3.09,0.1671453364622858548551152171,
+2026-05-21 15:09:55,red_dead_nettle_observed.csv,3.964,1.646,4.594,7.01,7.738,2.75,9.05,7.198,3.93,0.08873036097098791467664939777,
+2026-05-21 15:09:55,red_dead_nettle_observed.csv,3.065,2.329,7.608,5.97,3.824,2.62,9.53,3.148,4.33,0.04425664112188772707614335168,
+2026-05-21 15:09:55,red_dead_nettle_observed.csv,3.396,2.476,2.074,4.97,8.504,2.97,9.86,10.294,5.13,0.09941123612408848406211336337,
+2026-05-21 15:09:56,red_dead_nettle_observed.csv,1.322,2.991,3.237,6.849,9.977,1.7,10.95,7.282,3.48,0.1617633586204041339423266930,
+2026-05-21 15:09:56,red_dead_nettle_observed.csv,1.266,1.988,1.808,3.841,4.89,1.22,10.66,9.366,2.93,0.2022688943676255832132629180,
+2026-05-21 15:09:56,red_dead_nettle_observed.csv,3.288,2.102,3.624,6.928,6.888,2.03,9.53,6.48,4.98,0.08968559005228636308018631354,
+2026-05-21 15:09:56,red_dead_nettle_observed.csv,1.663,0.666,2.487,6.656,7.282,1.39,10.84,9.66,4.11,0.1002096993722891828238776938,
+2026-05-21 15:09:57,red_dead_nettle_observed.csv,4.416,1.583,5.441,5.517,4.214,2.67,9.86,4.116,2.89,0.1135090253921460922967602088,
+2026-05-21 15:09:57,red_dead_nettle_observed.csv,4.223,2.746,4.415,6.407,4.204,1.49,9.04,11.966,5.2,0.1264688923571261664305776726,
+2026-05-21 15:09:57,red_dead_nettle_observed.csv,3.398,2.319,2.113,2.994,6.324,1.47,10.76,2.718,4.03,0.09245499104762657677317082390,
+2026-05-21 15:09:58,red_dead_nettle_observed.csv,1.925,1.416,6.18,4.812,5.431,2.12,10.02,10.922,3.8,0.07748391182840935776682695195,
+2026-05-21 15:09:58,red_dead_nettle_observed.csv,1.667,1.946,5.622,1.05,2.95,1.81,10.85,4.797,4.62,0.07727417870871852775663066911,
+2026-05-21 15:09:58,red_dead_nettle_observed.csv,1.99,0.531,7.239,3.365,7.614,2.28,10.17,1.156,3.34,0.09168256989068351121674225246,
+2026-05-21 15:09:59,red_dead_nettle_observed.csv,4.015,1.197,5.215,1.797,7.694,2.33,9.95,7.762,4.7,0.07266417901976326607871568813,
+2026-05-21 15:09:59,red_dead_nettle_observed.csv,4.132,1.862,6.102,3.559,5.332,2.31,9.73,4.469,2.89,0.1178681205717237073094318368,
+2026-05-21 15:09:59,red_dead_nettle_observed.csv,1.138,2.968,3.909,2.27,9.058,1.15,10.16,5.047,3.09,0.1864063345113606757014090203,
+2026-05-21 15:10:00,red_dead_nettle_observed.csv,2.72,2.409,6.906,2.04,3.92,1.36,9.87,11.199,3.53,0.1442880125692760232015166517,
+2026-05-21 15:10:00,red_dead_nettle_observed.csv,1.458,0.836,6.984,4.053,2.992,2.24,10.49,10.128,4.74,0.05381279487299363217600441117,
+2026-05-21 15:10:00,red_dead_nettle_observed.csv,2.452,1.119,3.697,0.125,8.809,2.98,9.77,10.799,5.44,0.2506880290704202926809604819,
+2026-05-21 15:10:01,red_dead_nettle_observed.csv,2.39,0.614,4.452,1.849,6.61,1.97,9.66,1.725,4.67,0.09716242376443410000412518897,
+2026-05-21 15:10:01,red_dead_nettle_observed.csv,1.666,1.597,7.316,2.959,8.217,1.95,10.16,2.495,3.76,0.04823677730902048863280045353,
+2026-05-21 15:10:01,red_dead_nettle_observed.csv,1.848,0.931,1.616,1.474,4.627,2.92,9.52,4.851,3.68,0.07292872884102627632785815349,
+2026-05-21 15:10:02,red_dead_nettle_observed.csv,4.651,2.764,6.563,0.761,2.083,1.94,9.81,9.53,3.53,0.1115367167853193913562360025,
+2026-05-21 15:10:02,red_dead_nettle_observed.csv,3.924,2.441,1.114,1.325,5.797,2.59,9.55,11.523,4.05,0.06399578532715595018937421140,
+2026-05-21 15:10:02,red_dead_nettle_observed.csv,1.776,2.128,3.041,1.164,2.178,1.58,10.76,11.347,5.49,0.1229862070037714835845398975,
+2026-05-21 15:10:03,red_dead_nettle_observed.csv,2.923,1.4,7.265,6.366,4.717,1.99,10.82,9.287,5.24,0.09349326291343104717849684591,
+2026-05-21 15:10:03,red_dead_nettle_observed.csv,2.585,2.337,4.985,1.129,2.434,2.1,10.41,2.528,3.96,0.07399284665406754180117346939,
+2026-05-21 15:10:03,red_dead_nettle_observed.csv,1.353,2.883,7.609,7.586,1.772,1.27,10.65,7.144,5.49,0.08809961507261557982769218749,
+2026-05-21 15:10:04,red_dead_nettle_observed.csv,1.495,2.629,6.406,0.703,5.156,1.28,10.26,12.298,2.65,0.1864738041096186530239937263,
+2026-05-21 15:10:04,red_dead_nettle_observed.csv,4.037,1.564,1.523,0.059,3.848,1.53,9.41,13.692,5.29,0.1894072853426513805746512720,
+2026-05-21 15:10:04,red_dead_nettle_observed.csv,2.455,1.738,3.034,1.775,8.217,1.04,10.23,11.224,2.69,0.1977011883529175905432856204,
+2026-05-21 15:10:04,red_dead_nettle_observed.csv,2.121,0.506,3.653,1.429,1.359,1.41,9.49,10.823,2.78,0.1565810966925437314577292474,
+2026-05-21 15:10:05,red_dead_nettle_observed.csv,4.168,1.086,3.584,1.994,2.149,2.54,9.66,2.982,2.94,0.07474178839090112552646487151,
+2026-05-21 15:10:05,red_dead_nettle_observed.csv,2.065,1.44,5.633,2.505,8.457,2.55,10.27,13.445,5.31,0.09661897136668628801681476884,
+2026-05-21 15:10:05,red_dead_nettle_observed.csv,1.084,1.515,5.73,5.168,8.518,2.38,9.03,14.36,3.6,0.09866953885013759551277229302,
+2026-05-21 15:10:06,red_dead_nettle_observed.csv,1.866,1.495,1.026,6.423,7.953,1.91,10.3,5.374,4.09,0.0771009810187748247331116894,
+2026-05-21 15:10:06,red_dead_nettle_observed.csv,2.978,2.583,5.363,0.782,3.125,2.16,9.09,10.471,5.23,0.1352301852114481820036540380,
+2026-05-21 15:10:06,red_dead_nettle_observed.csv,3.815,2.646,3.902,1.238,5.006,2.74,10.35,8.01,2.95,0.09737434829121964349219362527,
+2026-05-21 15:10:07,red_dead_nettle_observed.csv,4.396,1.751,1.086,5.011,8.528,2.63,9.97,10.391,4.13,0.04425358357062930119504951716,
+2026-05-21 15:10:07,red_dead_nettle_observed.csv,1.813,1.937,1.532,7.709,9.8,1.13,9.07,9.537,3.94,0.1323802381389580288868913510,
+2026-05-21 15:10:07,red_dead_nettle_observed.csv,1.424,1.144,4.157,4.572,8.116,1.18,9.38,8.669,3.53,0.1554308812631499691264284389,
+2026-05-21 15:10:08,red_dead_nettle_observed.csv,1.113,1.081,2.297,3.142,7.473,1.43,10.65,1.31,3.75,0.09677130094167915954380574451,
+2026-05-21 15:10:08,red_dead_nettle_observed.csv,2.009,2.366,5.053,1.444,2.522,2.48,10.56,10.055,5.14,0.1103233463170249448829223775,
+2026-05-21 15:10:08,red_dead_nettle_observed.csv,2.73,1.786,7.79,1.34,7.303,1.39,10.42,11.265,3.55,0.1325029181266289909844023734,
+2026-05-21 15:10:09,red_dead_nettle_observed.csv,2.802,2.268,7.465,0.577,3.218,1.49,9.84,4.294,2.95,0.1384498474017989618199190740,
+2026-05-21 15:10:09,red_dead_nettle_observed.csv,4.332,2.891,4.977,4.668,3.631,2.03,10.83,5.74,3.22,0.1278928127261281548931933199,
+2026-05-21 15:10:09,red_dead_nettle_observed.csv,2.559,0.872,5.339,0.245,8.826,1.69,9.82,1.935,5.39,0.1962659909383475560460505858,
+2026-05-21 15:10:10,red_dead_nettle_observed.csv,4.455,2.292,5.973,1.729,3.599,2.18,10.52,5.737,2.63,0.05163171316329340707733253087,
+2026-05-21 15:10:10,red_dead_nettle_observed.csv,2.513,2.524,7.89,5.118,9.284,1.38,9.99,14.433,3.77,0.1566014015553010308406777765,
+2026-05-21 15:10:10,red_dead_nettle_observed.csv,3.746,1.49,5.645,7.281,7.18,1.01,10.36,2.004,2.72,0.2298056155939283685333956915,
+2026-05-21 15:10:10,red_dead_nettle_observed.csv,4.702,1.852,1.902,0.417,5.974,2.09,9.68,12.501,4.44,0.08974758221681759224992460195,
+2026-05-21 15:10:11,red_dead_nettle_observed.csv,4.905,2.457,4.922,6.139,2.419,1.73,9.8,11.717,5.31,0.06046572829000463112099517040,
+2026-05-21 15:10:11,red_dead_nettle_observed.csv,4.252,2.569,2.439,2.962,5.034,1.9,10.69,12.506,3.33,0.1291224099380636007821560557,
+2026-05-21 15:10:11,red_dead_nettle_observed.csv,4.611,0.968,6.892,2.238,5.491,2.77,10.81,12.43,4.28,0.07380407664068988116590565829,
+2026-05-21 15:10:12,red_dead_nettle_observed.csv,4.032,1.717,4.969,0.26,8.436,2.39,10.66,11.116,3.96,0.07281088798636014148562403732,
+2026-05-21 15:10:12,red_dead_nettle_observed.csv,2.356,1.886,5.846,2.677,9.681,2.75,10.15,5.518,4.94,0.1004156048877545465570226256,
+2026-05-21 15:10:12,red_dead_nettle_observed.csv,3.783,1.19,7.385,5.337,4.238,1.52,10.38,1.634,3.72,0.09912282611613742818765495086,
+2026-05-21 15:10:13,red_dead_nettle_observed.csv,1.161,2.138,5.933,0.036,9.724,2.91,9.07,5.167,5.16,0.1897808701195572506063458895,
+2026-05-21 15:10:13,red_dead_nettle_observed.csv,4.182,2.043,5.171,0.785,6.546,2.46,9.69,9.267,4.49,0.07047946617883198581491858536,
+2026-05-21 15:10:13,red_dead_nettle_observed.csv,2.389,2.485,7.602,1.997,4.792,1.38,9.29,14.964,5.43,0.1428238186889818374606340275,
+2026-05-21 15:10:14,red_dead_nettle_observed.csv,2.647,1.918,1.086,3.919,8.565,2.58,10.13,12.31,3.52,0.09528130748170106116681902266,
+2026-05-21 15:10:14,red_dead_nettle_observed.csv,1.177,0.616,2.434,5.707,7.575,2.66,10.62,6.519,2.77,0.1572075757820048452628010549,
+2026-05-21 15:10:14,red_dead_nettle_observed.csv,3.335,1.17,3.808,0.422,3.513,1.96,9.59,8.261,3.57,0.08427959998657183102088202076,
+2026-05-21 15:10:15,red_dead_nettle_observed.csv,2.809,1.992,3.149,4.812,8.624,2.61,10.11,1.143,3.03,0.1353110436018329107459486017,
+2026-05-21 15:10:15,red_dead_nettle_observed.csv,1.093,0.668,6.351,3.034,5.849,1.11,10.14,8.465,3.45,0.1459681197153929112902687521,
+2026-05-21 15:10:15,red_dead_nettle_observed.csv,2.435,1.532,4.729,3.746,5.802,1.24,10.77,12.045,5.09,0.1050728083188902914071730899,
+2026-05-21 15:10:16,red_dead_nettle_observed.csv,1.081,1.961,6.076,6.846,5.309,2.76,9.68,3.486,3.82,0.06740768456184472955304463738,
+2026-05-21 15:10:16,red_dead_nettle_observed.csv,1.837,2.125,4.993,2.219,8.858,1.68,10.69,10.989,3.6,0.1026767445966247712122827706,
+2026-05-21 15:10:16,red_dead_nettle_observed.csv,2.79,2.515,4.776,0.813,5.625,1.52,9.99,5.828,3.81,0.1208929364819854200211232268,
+2026-05-21 15:10:17,red_dead_nettle_observed.csv,3.65,1.519,5.156,0.942,7.813,2.92,10.27,7.569,2.93,0.07544947568289273762177505289,
+2026-05-21 15:11:11,red_dead_nettle_observed.csv,1.3,2.004,6.5,3.217,6.974,2.8,9.83,13.98,3.3,0.1163211970797522205588148212,
+2026-05-21 15:11:11,red_dead_nettle_observed.csv,4.047,2.887,7.374,1.077,2.647,2.37,9.08,8.848,3.89,0.07350485858976196952872718754,
+2026-05-21 15:11:12,red_dead_nettle_observed.csv,1.071,1.176,7.754,2.699,8.347,2.03,9.22,7.465,3.41,0.1011180166100890836162011222,
+2026-05-21 15:11:12,red_dead_nettle_observed.csv,2.979,2.89,7.206,7.736,3.51,2.31,9.89,8.761,4.67,0.05401918416270887124250712883,
+2026-05-21 15:11:13,red_dead_nettle_observed.csv,3.75,2.275,6.798,3.926,5.942,2.78,9.24,10.067,3.82,0.06662257467187699491324192927,
+2026-05-21 15:11:13,red_dead_nettle_observed.csv,4.298,2.344,6.126,5.701,2.934,2.69,10.01,14.703,3.2,0.1108265354376828375430017744,
+2026-05-21 15:11:13,red_dead_nettle_observed.csv,4.915,2.127,6.961,2.452,6.271,1.84,9.99,9.44,3.83,0.06971826991752926124542408903,
+2026-05-21 15:11:14,red_dead_nettle_observed.csv,3.299,1.292,3.941,6.174,1.368,2.71,10.35,14.347,3.36,0.1014052731745105494158594222,
+2026-05-21 15:11:14,red_dead_nettle_observed.csv,1.128,1.016,2.857,2.433,3.304,2.56,9.45,2.423,3.6,0.04641288025723401162660243765,
+2026-05-21 15:11:14,red_dead_nettle_observed.csv,3.7,1.452,4.217,4.507,1.845,2.43,9.26,5.176,2.63,0.1132513315720471515621265492,
+2026-05-21 15:11:14,red_dead_nettle_observed.csv,3.981,2.478,7.856,0.719,4.119,2.43,9.2,1.162,2.57,0.1217798689374591212273242630,
+2026-05-21 15:11:15,red_dead_nettle_observed.csv,2.477,2.562,5.561,0.417,6.54,1.11,10.49,7.217,3.45,0.1651969760400842017435157790,
+2026-05-21 15:11:15,red_dead_nettle_observed.csv,1.543,2.375,3.627,0.4,4.45,2.36,9.3,2.641,2.6,0.08792109978416005140963471278,
+2026-05-21 15:11:15,red_dead_nettle_observed.csv,3.184,1.818,2.757,4.077,6.623,1.47,10.07,5.429,4.97,0.1007248678259927860611273101,
+2026-05-21 15:11:16,red_dead_nettle_observed.csv,2.323,2.648,2.56,7.751,5.341,2.55,9.18,4.929,3.66,0.09960130513584817445319491931,
+2026-05-21 15:11:16,red_dead_nettle_observed.csv,3.539,2.163,7.004,4.147,3.76,1.73,9.03,5.741,4.93,0.07480542948252037766219516151,
+2026-05-21 15:11:16,red_dead_nettle_observed.csv,3.521,2.509,5.138,2.827,5.595,1.64,9.82,1.244,3.22,0.1366842008677257729359882842,
+2026-05-21 15:11:17,red_dead_nettle_observed.csv,3.837,0.65,7.892,3.898,8.517,1.59,9.95,10.618,5.42,0.1135355384949394355940174615,
+2026-05-21 15:11:17,red_dead_nettle_observed.csv,4.762,2.765,4.489,3.069,2.635,1.64,10.29,14.824,3.62,0.1400699407362681430126140766,
+2026-05-21 15:11:17,red_dead_nettle_observed.csv,2.274,0.733,2.406,3.263,5.856,1.3,10.14,10.504,4.16,0.07896002896327078759528330464,
+2026-05-21 15:11:17,red_dead_nettle_observed.csv,4.458,1.124,2.662,5.463,3.636,1.8,10.65,5.083,4.78,0.05660670466335625408479255012,
+2026-05-21 15:11:18,red_dead_nettle_observed.csv,2.735,2.306,7.974,1.654,7.646,2.18,10.31,3.703,3.38,0.07744850687526742139698987151,
+2026-05-21 15:11:18,red_dead_nettle_observed.csv,2.46,2.973,6.443,2.915,8.467,2.98,10.16,9.165,5.42,0.1302605636586507637210262622,
+2026-05-21 15:11:18,red_dead_nettle_observed.csv,3.23,1.923,6.585,6.891,3.143,1.73,10.7,13.036,3.5,0.1457029646221242338836406866,
+2026-05-21 15:11:19,red_dead_nettle_observed.csv,4.744,2.9,7.127,6.305,5.73,1.76,10.46,6.592,4.19,0.06880939188108693717828048148,
+2026-05-21 15:11:19,red_dead_nettle_observed.csv,2.991,1.429,4.097,5.133,7.541,1.89,10.85,5.375,3.93,0.07748638444963947123579249451,
+2026-05-21 15:11:19,red_dead_nettle_observed.csv,2.8,1.059,2.595,6.077,8.85,1.14,10.71,12.617,3.49,0.1846380567820665009790549455,
+2026-05-21 15:11:20,red_dead_nettle_observed.csv,2.461,1.083,2.571,3.522,4.945,2.4,9.04,1.956,3.68,0.06716498207324837185579026833,
+2026-05-21 15:11:20,red_dead_nettle_observed.csv,3.215,1.571,7.929,6.489,4.598,1.32,10.12,6.159,4.33,0.08738344835399410064218801758,
+2026-05-21 15:11:20,red_dead_nettle_observed.csv,3.082,0.637,7.222,0.718,3.256,2.17,10.56,4.49,2.85,0.06504321278131975714216874452,
+2026-05-21 15:11:21,red_dead_nettle_observed.csv,2.64,0.659,4.898,6.169,9.655,1.34,9.77,10.897,2.9,0.2260876190265985669938113941,
+2026-05-21 15:11:21,red_dead_nettle_observed.csv,2.391,1.572,5.622,3.828,2.509,1.63,9.79,12.232,5.17,0.05967566290163330682566661123,
+2026-05-21 15:11:21,red_dead_nettle_observed.csv,4.068,2.384,4.224,7.264,7.176,2.03,10.58,7.974,3.14,0.1466123438592625339362939607,
+2026-05-21 15:11:22,red_dead_nettle_observed.csv,2.621,1.841,4.018,2.176,1.993,2.74,9.65,13.393,3.36,0.05324351081742805877210280715,
+2026-05-21 15:11:22,red_dead_nettle_observed.csv,2.035,1.567,2.888,6.492,4.695,1.49,10.87,2.415,3.19,0.1739579234316543002556575964,
+2026-05-21 15:11:22,red_dead_nettle_observed.csv,3.351,1.155,4.569,0.165,9.584,2.48,10.47,2.564,2.53,0.03759474889196318359237717308,
+2026-05-21 15:11:23,red_dead_nettle_observed.csv,3.862,1.98,3.776,4.005,4.219,2.58,10.54,2.333,4.44,0.05073621958020398384491685565,
+2026-05-21 15:11:23,red_dead_nettle_observed.csv,2.653,1.163,7.622,1.51,2.269,1.54,10.44,5.317,5.06,0.1006964567405280269237618298,
+2026-05-21 15:11:23,red_dead_nettle_observed.csv,2.625,2.469,3.43,2.99,3.245,2.49,10.55,4.968,3.21,0.1015642136290949589707576599,
+2026-05-21 15:11:23,red_dead_nettle_observed.csv,4.203,2.076,3.056,2.241,1.159,1.62,9.54,5.749,2.73,0.1691338033676652329376800136,
+2026-05-21 15:11:24,red_dead_nettle_observed.csv,4.35,2.304,4.344,0.368,2.405,1.61,9.82,1.247,3.49,0.1158603379271475938582766440,
+2026-05-21 15:11:24,red_dead_nettle_observed.csv,3.471,2.994,1.204,2.338,4.026,1.08,9.04,9.348,3.77,0.1517245400178580454537764551,
+2026-05-21 15:11:24,red_dead_nettle_observed.csv,1.061,0.883,3.281,6.803,6.788,1.3,9.74,1.808,3.32,0.1780296812836994684760941043,
+2026-05-21 15:11:25,red_dead_nettle_observed.csv,4.04,1.241,4.422,3.565,2.735,2.61,10.09,11.229,4.77,0.05803384395914912600586528023,
+2026-05-21 15:11:25,red_dead_nettle_observed.csv,1.375,1.044,3.0,2.406,8.9,2.9,9.69,3.503,3.29,0.06777520799730346383987092309,
+2026-05-21 15:11:25,red_dead_nettle_observed.csv,1.454,1.789,6.974,6.443,2.846,2.07,9.7,8.496,2.74,0.1689945295021376535027702832,
+2026-05-21 15:11:25,red_dead_nettle_observed.csv,3.087,2.166,1.488,5.017,3.555,2.36,9.36,13.833,3.07,0.1244643826788957252029279874,
+2026-05-21 15:11:26,red_dead_nettle_observed.csv,1.863,0.541,6.764,1.473,6.085,1.28,10.37,14.88,5.09,0.09682162988072469280770704846,
+2026-05-21 15:11:26,red_dead_nettle_observed.csv,4.575,1.693,4.308,5.86,6.985,1.01,9.39,1.514,3.99,0.1046023423557031027940771731,
+2026-05-21 15:11:26,red_dead_nettle_observed.csv,1.329,2.608,2.281,2.351,2.628,2.92,10.1,1.647,5.26,0.1121165438020974080032898715,
+2026-05-21 15:11:27,red_dead_nettle_observed.csv,2.242,2.534,7.547,6.037,5.544,1.18,9.54,6.395,3.89,0.1560431718803392681599864446,
diff --git a/modelling/data/abingdon-all/seasonal/red_dead_nettle_simulated.csv b/modelling/data/abingdon-all/seasonal/red_dead_nettle_simulated.csv
new file mode 100644
index 0000000..d5dc32e
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_dead_nettle_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,0.0000140141,0.1,0,0.01,0.0000102185
+RungeKutta4,2,0.2,0.0000363628,0.1,0,0.01,0.0000265141
+RungeKutta4,3,0.3,0.0000787098,0.1,0,0.01,0.0000573917
+RungeKutta4,4,0.4,0.000163390,0.1,0,0.01,0.000119137
+RungeKutta4,5,0.5,0.000334910,0.1,0,0.01,0.000244201
+RungeKutta4,6,0.6,0.000682643,0.1,0,0.01,0.000497753
+RungeKutta4,7,0.7,0.00138557,0.1,0,0.01,0.00101030
+RungeKutta4,8,0.8,0.00279898,0.1,0,0.01,0.00204089
+RungeKutta4,9,0.9,0.00561688,0.1,0,0.01,0.00409558
+RungeKutta4,10,1.0,0.0111549,0.1,0,0.01,0.00813365
+RungeKutta4,11,1.1,0.0217758,0.1,0,0.01,0.0158779
+RungeKutta4,12,1.2,0.0413241,0.1,0,0.01,0.0301317
+RungeKutta4,13,1.3,0.0750456,0.1,0,0.01,0.0547199
+RungeKutta4,14,1.4,0.128126,0.1,0,0.01,0.0934237
+RungeKutta4,15,1.5,0.202833,0.1,0,0.01,0.147897
+RungeKutta4,16,1.6,0.296449,0.1,0,0.01,0.216157
+RungeKutta4,17,1.7,0.402228,0.1,0,0.01,0.293287
+RungeKutta4,18,1.8,0.512380,0.1,0,0.01,0.373605
+RungeKutta4,19,1.9,0.620492,0.1,0,0.01,0.452435
+RungeKutta4,20,2.0,0.722400,0.1,0,0.01,0.526742
+RungeKutta4,21,2.1,0.815931,0.1,0,0.01,0.594940
+RungeKutta4,22,2.2,0.900333,0.1,0,0.01,0.656483
+RungeKutta4,23,2.3,0.975691,0.1,0,0.01,0.711430
+RungeKutta4,24,2.4,1.04253,0.1,0,0.01,0.760166
+RungeKutta4,25,2.5,1.10155,0.1,0,0.01,0.803201
+RungeKutta4,26,2.6,1.15349,0.1,0,0.01,0.841073
+RungeKutta4,27,2.7,1.19902,0.1,0,0.01,0.874272
+RungeKutta4,28,2.8,1.23873,0.1,0,0.01,0.903227
+RungeKutta4,29,2.9,1.27309,0.1,0,0.01,0.928280
+RungeKutta4,30,3.0,1.30243,0.1,0,0.01,0.949674
+RungeKutta4,31,3.1,1.32693,0.1,0,0.01,0.967538
+RungeKutta4,32,3.2,1.34655,0.1,0,0.01,0.981844
+RungeKutta4,33,3.3,1.36101,0.1,0,0.01,0.992388
+RungeKutta4,34,3.4,1.36968,0.1,0,0.01,0.998709
+RungeKutta4,35,3.5,1.37145,0.1,0,0.01,1
+RungeKutta4,36,3.6,1.36460,0.1,0,0.01,0.995005
+RungeKutta4,37,3.7,1.34672,0.1,0,0.01,0.981968
+RungeKutta4,38,3.8,1.31476,0.1,0,0.01,0.958664
+RungeKutta4,39,3.9,1.26552,0.1,0,0.01,0.922761
+RungeKutta4,40,4.0,1.19675,0.1,0,0.01,0.872617
+RungeKutta4,41,4.1,1.10883,0.1,0,0.01,0.808509
+RungeKutta4,42,4.2,1.00621,0.1,0,0.01,0.733683
+RungeKutta4,43,4.3,0.897238,0.1,0,0.01,0.654226
+RungeKutta4,44,4.4,0.791764,0.1,0,0.01,0.577319
+RungeKutta4,45,4.5,0.697826,0.1,0,0.01,0.508824
+RungeKutta4,46,4.6,0.619602,0.1,0,0.01,0.451786
+RungeKutta4,47,4.7,0.557507,0.1,0,0.01,0.406509
+RungeKutta4,48,4.8,0.509544,0.1,0,0.01,0.371537
+RungeKutta4,49,4.9,0.472773,0.1,0,0.01,0.344725
+RungeKutta4,50,5.0,0.444274,0.1,0,0.01,0.323945
+RungeKutta4,51,5.1,0.421589,0.1,0,0.01,0.307404
+RungeKutta4,52,5.2,0.402834,0.1,0,0.01,0.293729
+RungeKutta4,53,5.3,0.386650,0.1,0,0.01,0.281928
+RungeKutta4,54,5.4,0.372084,0.1,0,0.01,0.271307
+RungeKutta4,55,5.5,0.358496,0.1,0,0.01,0.261399
+RungeKutta4,56,5.6,0.345470,0.1,0,0.01,0.251901
+RungeKutta4,57,5.7,0.332732,0.1,0,0.01,0.242613
+RungeKutta4,58,5.8,0.320120,0.1,0,0.01,0.233417
+RungeKutta4,59,5.9,0.307537,0.1,0,0.01,0.224242
+RungeKutta4,60,6.0,0.294933,0.1,0,0.01,0.215052
+RungeKutta4,61,6.1,0.282285,0.1,0,0.01,0.205830
+RungeKutta4,62,6.2,0.269594,0.1,0,0.01,0.196576
+RungeKutta4,63,6.3,0.256872,0.1,0,0.01,0.187300
+RungeKutta4,64,6.4,0.244140,0.1,0,0.01,0.178016
+RungeKutta4,65,6.5,0.231422,0.1,0,0.01,0.168743
+RungeKutta4,66,6.6,0.218748,0.1,0,0.01,0.159501
+RungeKutta4,67,6.7,0.206148,0.1,0,0.01,0.150314
+RungeKutta4,68,6.8,0.193654,0.1,0,0.01,0.141204
+RungeKutta4,69,6.9,0.181300,0.1,0,0.01,0.132196
+RungeKutta4,70,7.0,0.169119,0.1,0,0.01,0.123314
+RungeKutta4,71,7.1,0.157144,0.1,0,0.01,0.114582
+RungeKutta4,72,7.2,0.145405,0.1,0,0.01,0.106023
+RungeKutta4,73,7.3,0.133936,0.1,0,0.01,0.0976601
+RungeKutta4,74,7.4,0.122766,0.1,0,0.01,0.0895155
+RungeKutta4,75,7.5,0.111928,0.1,0,0.01,0.0816129
+RungeKutta4,76,7.6,0.101450,0.1,0,0.01,0.0739728
+RungeKutta4,77,7.7,0.0913586,0.1,0,0.01,0.0666146
+RungeKutta4,78,7.8,0.0816799,0.1,0,0.01,0.0595573
+RungeKutta4,79,7.9,0.0724368,0.1,0,0.01,0.0528177
+RungeKutta4,80,8.0,0.0636487,0.1,0,0.01,0.0464098
+RungeKutta4,81,8.1,0.0553323,0.1,0,0.01,0.0403458
+RungeKutta4,82,8.2,0.0474959,0.1,0,0.01,0.0346319
+RungeKutta4,83,8.3,0.0401410,0.1,0,0.01,0.0292690
+RungeKutta4,84,8.4,0.0332621,0.1,0,0.01,0.0242532
+RungeKutta4,85,8.5,0.0268467,0.1,0,0.01,0.0195754
+RungeKutta4,86,8.6,0.0208896,0.1,0,0.01,0.0152318
+RungeKutta4,87,8.7,0.0154213,0.1,0,0.01,0.0112445
+RungeKutta4,88,8.8,0.0105565,0.1,0,0.01,0.00769733
+RungeKutta4,89,8.9,0.00651838,0.1,0,0.01,0.00475291
+RungeKutta4,90,9.0,0.00354621,0.1,0,0.01,0.00258574
+RungeKutta4,91,9.1,0.00168909,0.1,0,0.01,0.00123161
+RungeKutta4,92,9.2,0.000720253,0.1,0,0.01,0.000525176
+RungeKutta4,93,9.3,0.000293775,0.1,0,0.01,0.000214208
+RungeKutta4,94,9.4,0.000131225,0.1,0,0.01,0.0000956834
+RungeKutta4,95,9.5,0.000074603,0.1,0,0.01,0.0000543972
+RungeKutta4,96,9.6,0.000053310,0.1,0,0.01,0.0000388713
+RungeKutta4,97,9.7,0.0000416544,0.1,0,0.01,0.0000303725
+RungeKutta4,98,9.8,0.0000323496,0.1,0,0.01,0.0000235879
+RungeKutta4,99,9.9,0.0000241841,0.1,0,0.01,0.0000176340
+RungeKutta4,100,10.0,0.0000173309,0.1,0,0.01,0.0000126369
+RungeKutta4,101,10.1,0.0000119542,0.1,0,0.01,0.00000871647
+RungeKutta4,102,10.2,0.00000798122,0.1,0,0.01,0.00000581955
+RungeKutta4,103,10.3,0.00000518475,0.1,0,0.01,0.00000378049
+RungeKutta4,104,10.4,0.00000329147,0.1,0,0.01,0.00000239999
+RungeKutta4,105,10.5,0.00000204914,0.1,0,0.01,0.00000149414
+RungeKutta4,106,10.6,0.00000125462,0.1,0,0.01,9.14813E-7
+RungeKutta4,107,10.7,7.57202E-7,0.1,0,0.01,5.52118E-7
+RungeKutta4,108,10.8,4.51315E-7,0.1,0,0.01,3.29079E-7
+RungeKutta4,109,10.9,2.66062E-7,0.1,0,0.01,1.94001E-7
+RungeKutta4,110,11.0,1.55335E-7,0.1,0,0.01,1.13263E-7
+RungeKutta4,111,11.1,8.99095E-8,0.1,0,0.01,6.55580E-8
+RungeKutta4,112,11.2,5.16390E-8,0.1,0,0.01,3.76528E-8
+RungeKutta4,113,11.3,2.94522E-8,0.1,0,0.01,2.14752E-8
+RungeKutta4,114,11.4,1.66918E-8,0.1,0,0.01,1.21709E-8
+RungeKutta4,115,11.5,9.4054E-9,0.1,0,0.01,6.85800E-9
+RungeKutta4,116,11.6,5.27172E-9,0.1,0,0.01,3.84390E-9
+RungeKutta4,117,11.7,2.94042E-9,0.1,0,0.01,2.14402E-9
+RungeKutta4,118,11.8,1.63272E-9,0.1,0,0.01,1.19051E-9
+RungeKutta4,119,11.9,9.02812E-10,0.1,0,0.01,6.58290E-10
+RungeKutta4,120,12.0,0.00000206012,0.1,0,0.01,0.00000150215
+RungeKutta4,121,12.1,0.0000130424,0.1,0,0.01,0.00000950993
diff --git a/modelling/data/abingdon-all/seasonal/red_dead_nettle_simulated.png b/modelling/data/abingdon-all/seasonal/red_dead_nettle_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..806039b3fd234f922932fcecee3906c2d0a257a0
GIT binary patch
literal 31330
zcmb^ZWmHvN_dgC33L+&S-5^S*bcck9beEKL_aQ_<z@SSB>F(|ll#-P0?uJ9he;vK`
z^1i&kzvs>47>eVJ&E9LTm~(z&o;M0lrO<B^-G+mMLzj`3P=bR)@PUJapS^_yKH==2
zTm(P(oE~X7Dce4Gay4);fs-?Eva_;vvNAWMa4~UkG`F?kU}j@w=4GTXb8@nC<YQs6
z{(S|rt%E7ceaY{d;4Ub3(wdHNaF_<LzwlYYndWeC?maRRqAG6jTM5W+xF$zm<spTB
zp_14L$;ZK@k2F;xopm*d-xk!?xVSKFj%%oE5^v;aj5NH!W#Gz_RusK;hYy9x4_g}H
z<-O2Plh+5{1|>0}BAxXd+%t8JE7cwKj;71r2R+q}z41GqD+dldBp8%_cf@W{Ry0qn
zBf<XTcgHaqQ5yEskYg1N8}`X48lTUPi@1C-C}5Wdb|?M+|B}|OE?F|jDkZ%Ec8Ks*
z)#3J(_WJrdW4}(o!4y`=ToCuP!q#-LkyLJF{qeMi$zYbEjX8et11GpQ`5Kir2|AFq
z^ziU-s+TWchJW}#yYk7SK;V3{RE@iPp*aN4yY78JNJz-N2M@XmUtC&h)<epNx;I!O
zBO}|5LIm$0PdbLUd0g*cZ{{(P&CSg@EPpiZjM4XA!&;f>?Ugq)G+c~Sej3(z1uZOb
zTzR_Z6dy8|8Y0BE?Zp%7W_x{gnLm9TP9r;b6o5g>w_Ptq?xnKalfY207|g#N%4s>=
zZkp(|JaCD9E`}UBilkE%fJt7!oWeb6=PLjny?;J)t#^6r8vLlJaVPcfVrkTw_CB|E
z-zpzje9KS}O749kDj7m1_n_#tNM&p+QM!?l9S4H-3}l0;`h2_AWMep=-F{x;bUDtp
zb^YLSJ-4v)@_2^D+}wQs@VmThqL9}jn6rrB&okFouJ$}6%=MqXePC;Oh|J2&{FJ%j
z#L#`e<AH9CzM;Nnz6~7Z^SyTJ5NQbsKVxHKX=CF>wjJENcXuVqLX*V<I#tzmhjz~f
zmF1(}G1o}zxy{{lUrUdPom_4YqsGR@77Kc`2p!Q^hfpF+efT8kL6*8@>wQ4HHc?qv
zBT6XjT_+W98yXkKu#({VNyo99vlENtp;@RKyDu`P8aHjC=l&ZVhYp$n#p=zHuEom6
z%Y3Vu23_8HzcOS=xHs0L71nWw8zVbBE10cczmipMHeO#Aq7idFdG+emJw84y@8jB;
zjso4<V9k{_@)s)j#!j!1ZrqR_DbQW&;ophe-`_VHo~X1<e3HPY3O36iWN&Y8-KN2w
zx$mG?xNtns8N9(Fm_;Gx&vwI_rZQk<O%}cevAb+)pkQFA>5jECIA-MJJSKCSg?C1?
z^PKZZ@IG5BdDe_zPXm^?;w&*D!tu$c?<tSoEy}+*ix|Lbv)&z2*UxrI5;QO{aA>}X
z-|ml2Jf5a5d*lpO_pzB-*5+8L)P1?wv`?<vlbToiF^$sJ)>~{FR1YwFhJD}>BYpj$
z-q2kAj<>iBTGqsJ@Ik``x(r}YmSGik1$|q$C!8}%N|eYvcSYCwQ>A>TC=CObf<}A=
z=XsJaNqVPhU1dE)Z{O_Uu*xf*YS!!5eZ!S(ZAM*FN4&yM75;jA@o54d9cl7P0J*o@
zq-pg$ft~lPPUXYfRaRr{&eMDK&Bv&^d&1WjjxFb_XZ0HewSxyXQ#G7U9K^akRdenK
z-Q2{{ElBbbvYP}1E(dFwi52T7DCW2Md|J6?r7V{^qe{Fl&+s0hW<L2ywYIj#ZaK^d
z_2qhT<;lD7o+H@4UFc*Mk&b~OBF?5pW(kYxvG4WhFrkFQ9WNhc#0NVS6E+b80|Q3;
zS-YtS0hqxv%JPEg6`~U8VbLHs7#+Fp&Wb`2U$>(UfAK+BjGPN-<sI1+zCI0cAlO5E
ze~FKWm%~-VZrW@2bXR;EEnb)>+fFR338OD6ker*xzznD6ZgG!!W`fIm#}Vv$tr`|M
zDa^JYuFrc-n0!tir%N#*nmcD3g|>EjMe=3D!Luxl7Xua(W(5;{fjQ-V^Yezz1*s`1
zMA6M*uW<YpM2=ZE(Sx@@lwkQN;J(i`LHz}Os=O%q#nnL~eF$c3^(!``uhPfcQ%kiw
z4VD`II|ya3ebItGxi1sqQhpNhs(BK}we?|Z&J2@~U4qwSl^qI&s&Xp_Ig;txqqVEo
z?=+mNoFQ+nOHic4uVBxR^Ng7h_b}KvMYHG^42$0FU;P}gUGzv`Hf>&*M4!j$>%Q>S
zUP!mMp5-P12Hitf7fBRz4h%7?&y_RY8@qdZiXmV)JlhTDHf`K9o(owyIegFSN%>u}
zoXOl5!;GQ}wJUq(Ha0xI?U$64EC`t{fBT5R!onhDV^aX}0`u-iLLx7)CsAt6Kuc?P
za(>Paj+lUywY7E2K8U_gt<T3T3ppA25592>l~hhcat$<1Owy^DnS1u)W-c-eH09)i
zw6@X42hwHn+nh&qUB5YO?ldElJH-da$CH##zbE7%dHwozu-Ew!FCMebDgnE3pw?Bt
z6nQpO@5QAv^sMarQ)O#bS|%oE2}wylo2of~qoa415)u**8ExO_F-_rDEyr38UR_-s
zH<Fh!j|*Cj7Wt0|U+ns7!L}9u_5s*IuoGoJ<8_?fD{@ZkyELNzqJ9AHsL1fk?Y2U2
z>K4k}&bKN_r>Ccb$zNRTec00X+<R2M-79>Zr&p*~uT_8bJ@Lxv8$?~l{!wnv@tdBO
zFZlX-!*tBdYK0(Z8%Rk@2O1qLcemxa?$jUCPq}PQj%~Uk&$L`!g6R@E-}E;r5I`C=
zgg|PH`jSM^S8yg4yv#6)NH*S+3pW^$rshx8I6KCBY*(Xq70Fw@>or4r=rhIn^~8o?
zqU>uhx?Rxf_sm|Dkhsw3rdt%n=+Z^{HBQ-YKT%-&6fj7<?(<p~DA`^J5mr;gTby|2
zl(Z*;&6Oh5qnou_!!A;ZIV@g@=iSS}!9hH{cYGZ48Wlgs?5VQn_2qF6KYIVYm9S)j
zyjT56L8(-Mcswg62G`V5!7A0FJ&Kr&$UL7?Qm8mj;1CVe^0kJZlVahDrXfNoY65Rj
zP~itT=JvUiHN%BbNhsanwI9aaNUD3CY$<zavDOe@z4w(k#69R%P^lgP&D(805`Ckh
zy7G$tyT}+M3SrFgjTucMsAlhM9OEBI;PsbpkO+zo66&@Dp7B*SufF9TXSJOcfRgts
zn?5rt_{@VLVH#8+sxHBpFyUVyD`9}oqBptdio8PD|I}*3Dh^EV3hgsT#D{kXXG%=o
z5l#9znv{{xY&rJuN|nz<rF)DUw)t21mEmI`P*xbW24byCk@Q6Olln1}MEW;>AxAkr
zf%icSAV16y!H<Nmx!3;%1-YcS^cDF-pKS^rY1q+DmyKbzXx)5`ua{NRKFdQO15Hvd
z)N9*B489XyA9Rc!N^HtQ(<6-5&f<vVF1@<`t+SIagP71=)_Mu^#fk5Fj&JH)&&SlJ
z#cV;sh&2c;ison}Q_<@~173s#r=CGj2O(2C<NnLw_=aV(AnUT5i@ehgT}+)qY#Jz2
zA**W64Rj*JT-M`GlY0-z`fkKEyR5Q1WfTXM2ebrW=3cjJbBrSq3usO>;p=-+UZ1oH
z4<7gMy7rG1=z5{4>$#^3T<o^wOb|{j2eED5_SKF>oUvSCK0WHw;zufK{5s<$HjY3l
zVkkSS(M;Hi*fH16DSn91Pd+)ffbh<fZ{?QSLKZR=Q6N24iT?$^gmGwVP&1PBnM?3p
z3d5J4OcG=Y1BmWI9Hu=gr;_cy7EE&Gs5}p<s4-EunlMSRhp|*YyPQmZ^}Vfy7@ru8
zW@s0@3nz}bC_oq-&k^{(T%~Y$b3+1B9vwX{=}3W$rKlnC4J|Xf*vQt*<LY!J7oNiI
z7TaiBU{MM>LE5W}mJE@r6itdmJQouldNbk%oIowEn+=v<XXzy7!z=?x<k9wD9=yjI
z*r_`Ro*1{3fZwY(v!Hlwpbp}g9}(~5-3R<_`N`!jXm;NbYAMp{`{3_YAnRH`+nKIk
z7fwO9OS{v|?p+kiKws~E@Eq5~k?e3T{_YOi(Yq`>vZ{kNOtch7yFpfwo5rT5<jT|V
zVHEF4tk<#>O<7Yw<=6V1*RW3oKa-F^k%R}0iT4xE+R(UHd6}0T*IXYr{!OcF>xalT
z*l;~-O)nAUYlM(6Da6n-Z{Do5C+kO&DD0<kPm#W3bsGaI-fJb0(CQm5MFPUP%hN|9
z6L)Y0#&|_t`BO^zCU_xe$bD07K1WphfkfVRVhLbTF}6B_=Oo4}ABv6O@%wMNLB>c2
z*q&j4c+s9|o^!)5%+&aziDKZDG`u$jQDMkPJ34~ojdpiZ0b3mvB3(CJT--L@6D)Z4
zng+W)DHZJ0`w7PZ@vKg~<tB^ImAAy*Q7`PY;rE&LTHe}pe@%^rm!z#!DU9CE<$Sit
zR`%K5_I<K}to4EfwW;Vr348a;TX#sFIh_(=F)Wf(bzXEb6p~a5bz)NLqd)n;DtZ|p
z$Lot#zI9W#G%%(4d5{CG<is<5Iotxt0^*cJIHJ!o4$LjSScO532b1<_l6UXu_6C^_
ziO>;^5=m+hPfc`>MJbMyWQWbT?HE&ko-k~y!fPUw{KQ7N^%_gWkl3aks<xy<5&lXV
zEya?yi_Nr$L`F_db*c$Y7%uQmlG9D^$iCONR}fvN+X*EwNG#e7$TjeL_k7=@@=_58
zIl^PnNR%N72e-4ehVUIlBqkQFN5C&WnLC)(NUB4n!U=Rp@<5v!3_{(jxUtwxc^0tn
z8u86h<H`KH9CW$Ms%qj@U&DTNeXnwQ-&aO$_S7NRzB&rbH%d#(Bz{a-QXKBNZ|TcG
z>K?=t`PG6}kJY!<ux&wAk~J47Dh!gO?z{1uQmF13?eAJwl7n^{uN#O4U&RrTFp$tK
zx*PJwvq+R<v3;3E7`;P+%!5v#@@njn79x@f#rkcg*+B~KeganC0@)Sm`|+YYszrij
z#2C0FN)laIVgAoo8~g-QP>G3*nr=EEn)ZImw?N`sDXv*3i0!&*rGtTT>Q9?+qYbAz
zzv}+8P=bb;J|dUn)0M<rXM3wz+ZX3?CBjYy)YkAl<kKy@U)iV%?_w=vEbm$8lNu#f
z^@|kHQf_5DGJ1{D?^D=t_Bcv-ZK}4C`r$*BC|yvt1}qF~+d40<tdN7P5StW<@|bV-
z<(5su>2oO;7nc@3Vs0C!_r%;!w^;7qmyEL3D19D85A_Mhd<F`13x2DR%cQ!NEX7n3
zFdtX;iEm0+G<pGSi?Xa<%ZO9aylbj}l%e0~-Ddr+1c#1}4!uzE>pUnVRJ#xm5LCt@
zSQ<{|tDru)ov(OeYTDb|&Gs*EqT*$-6ZcWFvi9}Yd$_ihkLcxgekxNdjM(bxyLoQ@
zUJ;>{F!FZu-dw2xc>=$y3)s8O#STlIY7>%<-(ops$7C1SY0XfN`tM>29)?25+bkoW
zxNjD>MUu`=N<Mm&9nMADZxm?^zqGWJlP8z?G(m;`!PEHF(Q-@m+@8ukk&kh!t7gv3
z8S;tK3d>n+wAQbV_oiO?pXkLqbkYSs06^(OxGb2-9Qx{4N8-Yxa>^^MxNUur-9#?y
zI!IqBI5@uBchJOS^-7%YdcnXH$-zpm@N>b)dYLCrR7~9CyK0S1On7^E7SN;=6hgIZ
zBK^#DkTN)3(C*8B%G(USqdxmuc*~U<h0?F=hD6C76bVAAyPxi-(L8e@k-%oVW~cUP
z#brefy(9MIMk(*JNJh!nnvx8Xe&R(z!$a-_;dy!j_<JzYpqTLe|8EvS<JQ@#=X-Z|
z_nah#2V?hP6hl;!82K`q6s7%LT32KzxJQu(rpq_hf6x#Qi~yhukBq#x?SqjN`1XQO
z%*cXl-kTMlJ|mZES){((S1S$`nla6%q@<LBpzQx*9%B_Qg&-v+1{<-5oK(b7L?ccs
z4jGy;Tq8CCE?aOO6t+huxgo|#$;<n(Q`wd&*;?5)A=zsK5oA6TfUZ;b2eoC*CI+=l
z&1TL-U~hekvh_Jg57D8qv5%LsE2H}=vMYP~8lW#hSoH%ConF4a+^<5e-r4^s9}{pC
zG@H})asRsY54I(4ZmG$WnhW_RJ~b6pT2<AD^0g-^H8oln7Z=~ocqYXEcpJl4`kz6S
z=a-kq_}A?tqoNeu*Yj!0tk?57%51#=LBmM-@L}Y?9%+aI0Ac38-bUkdET?6b0CX68
zoC`WkI9@3P-t6bv!A1^96Xk#1`Zql!J6i4dAS!cO>&HZjpARGdqKaA;NSeO9!|!T+
zgF{0}DOy)oXS_XG%`|<qlK28oUtgb4z^zDoLVCP6Nz|7%^^Jn9MLq)<yxc>3xDXQF
zl!m@i(_Wh)7eJ_l(<x`P^RC1%R8(M%6kAVlb(&KR#%XQbwvK~DRLn7uef2}Z8B8so
zbXy2=_=2k*7!o3%o8sR}gh4L!WbKc&X<nf6v7Q6$M9kJiWtT6ekeRcxG%5i08EW^%
z>a)uWz#?+@-$NMHs<0ZP0wh!6#mPbl{dFOYikezZfT)bj8)9wg*c8{D>APPgvbf8K
zalwS$=W>Fxw6s*M+yRIs4Fpc6X&V5QEaJZAX%vfrKgO$l$tC9B@6)lc#1s{=t_|nM
z<>}U{<wpRv%Gueu#BzigN`&~d!e%Px^ZY2@R{OVaDmyeZG}+8+lao47$ZXTg5~DVZ
zB|9V}q{ofkm&O28uM46<n%O1TMPUpDK$P^A{WCNAUOoFuT|*xB_VyNHHlEA?8-#$E
zDyyg%=I|;2oj7CInTKSc+R^mQ+qdD}aooAi9?<plVFpIVySBErglvX>d^Tod*~$;z
z1O=(KVGMl#uBu&Z%W5%5t66RlrJ}B$>y^??%w=WvfxILy@5#~jRIVN-xsc9qp*{;J
z60otblHUdtXjeY1kBN=V5u&E0m9F=n*3{Ir@F2lIGI_#ne3z8-F(!rZU0&fnV%Mvx
zlT<nXX&!GgG$b^FqzVRrn#RSHNf^Kas!tG~iu2%uh~NN_=H9`9vNc$gkB~x8Yh#m<
z71(g0)uZ0Ny$DLB^^1884tDlPU6CCSGCO*D)HXho70Is#iORv?%1T{EhGc$#7ct~`
zwO^ccq`~Wa&@!(U0=3A_$q8?7mv;8-yPKAtPG{Z!+{ZE4@ui6w!$X$}%`#*nA4+k5
zS`U#1ro*o*^Nu1Q=tSxAOjtdA8XOrNopbQoi2Lv<2&NTpj?wG)>V3Ka)s$tO{LY~C
z#G3$eyfvXt`oOBVc)Cb*^nEgS&mO>hLoG#`;yWKc5I}t{3Ao-J1RZ=IeV)ucUTnYc
z6)EmDlK=E5%fps#%0quV|L%DrpMxT>pOE6Lw~1al`nc>8^*31FXrQh_`m{;(a%)d;
zfiuNx<kkfe0VHu1_5uHAONog>ET%o`_cQda^GiN4v&pl_2NCi@VKNc-IZuVW&1M5<
zrAFaW=0l4%Cu|#|N_&NBA7P2aOJCT{z7w6q^xoWCc=GKfBo4Wp3x6Giue7u@i7A5W
z?<{M5SR#RjZZk*#{MG@;fVn>xKu#Z0OLr%s$yWn;TLlF=jP)yixWyv|-pT4ON9n8g
z>*J`g?R&)Pb>@U?=(Ukwsp5L41{yDV9M(T2B@h$6Y>B--)t~gAfa}{9gdo|-y^pyI
z_dP>SxtAOeZBU|9>iD-A3r34;SnK)3zardj73()m(}Z+~lh_474)e?%{m8UGIP6di
zo?8-`#<C8K1l?_Cy33;fIo*}PksoGb+;s3+i;*|KW={W%|3AZ4E4H1wcvfZbpOO4V
zDlJ>`bd4x1OTeyLhGR$W!&Y#fuJ+*upNstboC|!8ZOvvBODtBO@AE6@Zz90*7|4IH
z7~0y__U{<V_>vPYyAl?2{z)9x6BYlC;{Sx&)saH-e}&psY(Q!LJ90<cfg|%*f;c%n
z{jXcks@TQf4u;JZ*^SIs)Z-<9@5_yQ#_&6=S^MfX{YbYk*1y<~S+_>vUs-^WQa~X7
zuLPrAVU_%^1oKb2?8}rV|7&P>@813E)^p%wt9*i3qJSX3fwrYh4zvhaKwACRt(&rE
zd2mT!iiE(er#Gd_XsD@M*6)wrUYE;veht<^X5txGX}_8pzQ3O7v_1KErtk0X|Ld9U
zJv|x!_v@6J%Kvq15&^f+zh(t6S%2MncYi<S&s+cdbxc5@SL1G0`<)xdk!pS3&<qX^
z{xw}MhZg_XOU?hCduif&68Mk(HUNXw=CED8l5>jE($ZoAB!K;H?wJq6dIMZFPHSRo
zPy8Utmb$RoC*=*I+hRKwA)w~JeG;twf<aBv<bJT6trJ>o)JBiY4ywy7YZ_})a7H70
z|H*{bE$RaAQE={ONy)mOt!0L|U#_NxbY>=c(<i>TszxJZZ$)SNQCO^vf(S9H2MD;d
zva&-z_uElXQR{O8ld&IUL&yYadH*Oy%vRupP8TB_PIe7oWo)c2jE7`5`uct$y6~U;
znxmauSEuv&^XD|}N}CdwEv@pWj~~BvV0YabPuIgF6VQNVS0S7U!%q^a=e%@uGM=8E
z_qe&$>&bZRk~T++#d+g_a5PY;-{_Bx)b8F|0xE>uk<0Vr7*H>D0o|kZztSr<5mAm1
z{^8npsr`e4^sFptPcJW%(INv2-GG*42Wr3x8w1wQVoI+bk_}bpo|>4@mV8f;99&yb
zp~mODey_N=7+seh(BV1xqud0X7Lj>c<&Sf6bBBcbm(hv2vW{z9cbH8~OiEmL^q`QF
z-8n#_L$b57LIVSD$vk};?YuFZeXOLcJOq(EPj*#PiykLyd+n94St?l{u+;=sd+0?P
zveiU|+!`qf31hv-v6?me;nzKJBi3h4aOJx8_QeBuvGW?Do}P8%WakJ!60JonwXm@8
zP=-lYH0L4#WusG9G!r@m|L)!Pmx#!Nr(cSn8ynNs`b<}yf+O)O$HotbQA_1G28TIm
zV4iawetnJGR&F~Z1SQ%i0Q6{1PR>1cb|q5shc|&1^;o-%a5jEH=NaMn?Vto}yp_H_
z;xPMB!~v!xZXx_c#2S~aoXyW;&mA2c2IW)%DB*Jv-)U`?Fo|=U=_8&&9kmh>@fpXf
z0f}=bAlY@M!E4C=Gam5<I<a3j0c3$>XQokK5G{`LF!;?IMa<C<gHoOu9^oKsJV+`j
z0FYKinr6>dgD%B5CP~C>%?w5v3*dP$J&rcbi^i4<u=-HWXMdzqPboWefiX^m8S8jr
zJ?e4Spe9?N<l{Hs3gVdudel@Co<U}B$PF&k#wzYS^kx-4UBvnL&|K-=@C%@6E&3DN
zDCjo9<Qdf)cOGC1lbjgdIrb&@xZuHYOqyO6&F_8<QMM%oC{&SKa{ExW><wH4s5E~_
zfItfI#o>Da*N-9qi~3@lfgl^&paR;z047*nHqO36&9lKUhhLq(_dBI=_qW1Jkn=d8
zzxPC3#Gk7Un_&Z~_9MGVC)-qm+a(a{vY8((9?ZThqTADXe;}JxY4a=PfG{C)PlyVB
zh<1+Mdi){u;w3VfLSdMQ6_4-iQjES@$7i4mls?|%CIgB=tx226Q;cwvH}1c~(ZddS
zfsMS<!PTK<P<nF*yVu*ziQ#BH(m|Kh#6C!x9@J6?m?_Q-8~)xA+|un^e-sEX==5wb
zhiXup`+veJA9|=CWaHMK!N18#;@=;!E@$5RUw3fheX8Qrd;bI58aprE-JK&Sw2D1)
z{8x$pvj|{CkY+S!@kjqFDnFxQgZ?P&e<7jhrUIAsAK>I4WW~uD^;d|u94ScuGo1f7
zP7Dth`wJ(Ik8AyvJ^oLe*bGZ{@iZ!`s&5(_8#&2s#DAsg;V^8F{hUld$oU`Xf`r$>
z@2{~YCnx{);;a3s$bZ!rYK3}o{~Gsi2LNL-c;$cJ#uBYJE<>sw`WyUS;NFi0im&Yd
zyvvU&qzAjRtBZz~wmlZJlJXa_+mJ>9Wl2qVM1+wuj@8XyU_H&c2=#-8n7KLKUqc<e
zl&$}f_J3gRZ}7$#Ni+boyh}_>{MT%Oa!nToX@=yAaDP27qN17k*-u0+iX5sTW@t$D
z*Ap%-FSGvzlcSr)bqBR!`~1JT0g&IS-1ZDV^4O=`yLT@zCMM<^$iZn7j5<{c{ure6
z@bK^hsZyBk;M_bhXE5hSL_$mQ`~!uy!V5So2BHx?lz!g(X=>i?@Fu<vg;85@)KIQ^
z7pdzcB~ZS1mf~z1>^-z)CdSGw@s~KT{;7L*aWRcP`=PA&E9n8n3I;g^po7Zm&M+$g
z$j9L?E;sbqy)WFjD<aDR!~-xCMR1aTpVxV~ifABebXM6f1ZyI-VTLs=XXWLoV6MEK
zXw~V{wN*dDi;*2}P@-ebjTSdibtuZy!cZTUhFE3A_m`I5lR&Dz;MmHm98<9T$wjR0
zV$1^Al?Jd|8)J(lk24^><a)Gu9G9Pb1QMiumwKKCCHO<1Xa@=ki*o>yaSe28UGlXa
z(9k>rMFLR`DH0|bBS`I0Fipc61Z}#HA3v_wr={Hk3Vzt1FnOq=sYzsQq%bj0r&_5#
zAYO`bqQR>cGS&Fv#aO*ZWlimuA`j2sIQd5+9|?pk|AfgWXJ?&71}%d%7y;sZuG@@?
zii#zG>MyqeV&5PH)Nu1#TTIlF?-kl~wY3=%_?*K>M>U)`DFg*|%W=<<QYC|wRFB!9
z*hg=;Y)6Yk>qh{02otwK2F@7)Lyv)OjL1HE^cski(hd$KdB3r;<yeWyI_F_eXQ$G{
zLRC>A@Qh>~7m)&XCG#xg&<EfGx_Vz<-*iAdpmV^B*pdi8<Z|#W`rnxx2AMe@k&YXe
zVIJKjBVz^?xp`l0Qj!P;2~ScFOE4!jwfNZ0!{FfH=*>;5a^_9=^KXC!ZQRTb=lpV2
zB9OW2$CYq*ncBDJq(jvRS>{;>^ZyeokA3*?!GD1e=(8orY1$&Ti``US2u@q$s$;K9
zyQ#VnaGDls{Qy{&6l5LEV57eSS@3|5`x0`a;x#isx#tF}Q<b**(5cr<T*Jg%x8m3i
zzw%BuzG#FHa9OSfEqq2iG8$#<;qH+)iu>X&%FkspIr^-$4{i(Y|HR5$c6x3>W;2{A
z0Q&19%DV(L9V47?u8!Q&i3mFua#)mx*7_{8K}IX><-WS&wwa7F4u5eS!TkqH_cpB@
z5MhliTS~}Y+-kwF=ErAkK!cf6p2R-P9&@G`9L!cWIXhfK?^^DT%iKq>FE;Chx1vV~
z#Ch`$u7RNSa`y8Za?`1fNq2?kETi=AxbPo4Z(TQ7)YtgQWGcLPbNeW!{h2Vz;X#-x
zKW1mFZa`Yk8u94{<(vK8v@2|)z6KA@+SM(TUk7LzVS5)#WU`+aiypDg|Ct;wtVZxJ
ze#1}4m>=2J&=ZcSK0Kr7E3`M~us3_7+Dt*LbgFI@`^tR7TQgLZ)=_;YOrHIi_QC#G
zS3svv+O1CyL7-z!ZsGR<b+jUuuxZ2jHh+1%Tg5^F^-#I<{&G0!{?1ONw7E%;)=^xt
z%zhik_cYU(q6iyu!c7)@j3){qT~aPl6EoUO{1}lPG%Od4t|2>2BZ<Rub@laHQ_Q;1
zBZ(}|pIoAw4k5weOX`uPc5V@GtWU(Jq^s)*>?V&}&bX)DQaj^nfrCjkxE&a9SYUF-
zr29%jG$|r4Z@Xh((AMh!llfBN4&jE$wD?B&H(2}qa+&SQG3XXy2O}TmvisS0D!!YD
zUGofiU9{K9Ic#`*R9cyovNEa{#I^Vj`AW6|N41BAlI7-O{yigm1yf+x2eK8vi5jW_
z{2lr^S>)j_6fu^8X9QEW$&E+Su$=kZOe71w@Np^86fx;M3kM4!g`=&Is(-pfxn(0(
zv-kc*l=xD=KIWYl<hG{{TYB#1_Lm}*{2N;xzt(HFig~uQhfg+0&pJ5c`Dqi^*LH2O
zZ#Vj@R`9H%UU)TXKC5U^PFXz7^?z)oktB;OuFFQRSyv~K@uKeOr<41#NUlMVY*YNz
zn;bCr9csusIBX9eb_!C`!R^|;Mh25%S7^_SYHGw%0<mQ6;Hl%XD|JmLjW`Y{<g{nH
zBVUEz)?S-ZOd9^3lQdo_w&kS0qUwohym;qX%ck$#Ep!wIzaJul*g7-frB5e;K>qQe
z2&C<G$5l&|Ls#ubC1q_>)OvpG!PtM`w+Q@f@aBasbe&zZGE-yey!&*)?4v+R!?W^Q
zl>K8x-j`XZfv*PSJ+<|psF~LD6aClk(s+@^H@eyo(1?dmaQCH_r#WLpwXu+9eQGQ-
zt7V+l$;zK5#rnNwf;fRsaVuroGU-+dUE`gP_M0*{mh#i92ZY&lgc_F~4n2Bui!yCN
z`9GBS4I_;1U@@65#XU2%-0v#}PZ28<Bbb}7gi5^S-&};M3Lob)LtKr2ZAnmlF5Y{V
z^d*1Cm~7z!`qt9Rz*PM^-9wQAvWS#V!k3rPIMMP{paPEvR!BxlF0P6e+UwOiM$NKn
z1%%7GrS5EM!Oy20CoOB{*o!Nv@!xNb-PBs0>QDY-#t|Hd`4Dy(C+G?<<5NHN)>svx
zN$=;mP~YZRij0tg=YKoRCzAgM^~0oH;a0aVTd}2%$kdeByG6Hx8Hg|68i-IZrOSv~
ziprk{_@;k;fl@BC^g3|za7I;0c_s865=}dk>G7^cg38?@O8h&e;jH*Tq-cKw8-FrL
z8f3YikDT)__O@`9boBC<Cm(eS%Ci(Zv=BlSn>YgzxD@gGBA~<QzvlmkU@_A;V-)pb
zu}iLm_qxal12r@z6D>kSn0(L4FkbS;b?qA+5&2<l?ms3qdNvzB>@;qFX-nT>=pfUZ
zU)rz*Aw6|BfMZ}#r#07=G#uTXhE&X!^v{Vha-05S3b~n%>o5{vIdrfgzj5F6aFdY~
zMFPGJn$2>&zqT$&R#;i^>u}8$A{6^!QA@f-?mIhUoOU5wrmspz9lpVgseLgd%SRP~
z^dRRtv7jenoG+ja6d-@@LLlz#(k|)imx$xpGDpJc+qy5i`qDIw92{K5&gbbBV`D8o
zxS1Zc-*tpYmRs5L>ya=qCApxW$0)LQT%9V!D=PidjH@WQ%+5S7hgTWiA{-I)_R90^
zJ?VPq0IffiBQ`cRvhPrj9jT49oQkJCYorY7K?US86JZ}8@`zquLoS6>2fjueRv`W{
zMs0nG>F&{N$!>q7lTPYJve`Z8mDcCLK{J{6XyF5$L?0Won^OP#S7h5eb9Nlc!#@vn
z`WMUyCypr3Q}I3Rh{2iL+M>ZH4MOM<<RcozIjlha<2e)it95cpN{ZB%I4w&S=r!JP
zMCf&_wIUc%s+v<IFj^1^CVl~qBAUL@c*Fbjo?}Q-+i@6(7$Z`Jg<^$OtZStB_lL?c
zP93K7x}X&}zixhbHbhP856p30LbW9sYTI$OdV*4mwhANC{bBl;yjnP{9KA~QTS(>q
zAyt7@5c~G+b>s&c&9d(*x{fZT26Y-=5YDin3RT`%gs1vk?I{&zHCjBfzC4P=U_BA6
zV7o3i4jUcAK1NiRBWgv?%CY{a`e(#T3H5pESH>!pX3&cjUBI0M03i_>R?dG0>M-N!
z<O{D#%^Zt$W8+G*k32;U&q{ipkf;a~@thYm4#^dx14yq6%HX&%bl8}HugT=h^!W}$
zREXM^T5qQOYW}0{#^@*L$O;=pRe9rJI0y_@6Ft9&gEBO<%ug-v8A0QW5r%TPU@Ywr
zISPN*ZySp^C-{8D`aItzn5pP<#TFV6C)2E982ApUZerYXye`MLi|2AT=NGopp-mwf
zJk<52XN|PAed`&c2&L8&+y6WQXge8R(JgbKFTBfT1QP{Pa-DWa=w0T&=|M4O=b2tV
zMokH^##y)K`i}-^0H}xzui;AK1Cya1aS*MjUE_@!U$qmUY_2esR91;q+$E`~;T<>1
z_~W<AGBPTjl3mw$lTE^oWAPm1+wlYu!lh@L?Gvx+xG!;I=pg+10a`e4d#W~WpO*ky
zo4*?<ar3-`yypo{t%J+VSvdE*RX7Wy2|tK7JfLrZ8XRp0C`ILz7p3@C%DuK^6XF{w
zy$_7+V$S${x*Xo7)#VJY1A`M`g<Mvp>Mtb~nE$FTIT~~-)m`wSWSjyUb$IC?Z9WlM
z5|s(OrShmKW{ISzhF8nTA2xd2pYL3DBUM*lLxcP>4)QqX#_4%rf@uE+2ZW3Xxy1$`
zykbFEbbC+0_BsDtKU9}O^ZYSQ>x@*!dl}qX#QI)=bvOr#!1MC^fMEe#%})s!;9Td8
zt3=`0bJwNSyKin)*ls75PG=qlD!wjaqkVqd45;%ortJ!AAOQINNALxjVU6=}2yQj<
zmzg&0C~rzAMC!(AM`%IV<KQoGyi7V$Ww6U(`Y_oVT+b&#Z9wSJu(B#h1`*M8#jps^
zoyiMdmL0AS$pUwC8W@5DAebHl^kBY4lmCFdWE#sJxtC=!=j!^oMz~Y4!Biv8n)M=l
z3GwKq)(^5ttR4zuf_WX6+sn+qF9L66q-w5O2M}D1FHZK96cqXv&tO)lNspa+i%YpU
zu8!QohMc3lk;bc`!-|M#M5!rKt8WZpug3uHp>aqJ+PLD(tPDdwIT*fF($zM#&pm9_
zg)P?u5ulBPIKr8B$I`$|?J&0L>}ZPt7%Nh4AR~8K7S<0hp2<cth5`GoYC+ZfZCp+P
z@Z`n)E*4?)!BCB^8t0A4k{Nuwp_MCLR#s6ZzSmVt9DF6yh}hIBikl$pY1W>H4s{P;
zyN+=sPk({~J4&DvJ`X5(Q4H!Zph^_&?%|O;0wAWfL!9zc-bdC(Jf6Vn9Rq0V4q#KU
z)vA4CT67@t(X*OMUa)cPNzd25yVKKp>?PV|kOqO3r0f+~uvnR8AZrCeT{<9Y0VnS8
z&7rQRGbgdPoGtLep!WMyez_s<-0bWyV%xesKiwv2L+7W)OmuYibBdwSefe=4$fg%F
zB|6!Tf$^WnsJ(DLyHmyXdq`N6d6rV@v%B2wkQ0-trXGd80>aN%utG(}XO4t5419WV
z<<9xc7`P1_fakQU1yh*uc;>~6h>36UyvonNeXyV0$7N8H298oRQa+U>oamSsSq+U3
z>~2P@9)Rl}92$Z--v>9EeUWo}1w2oR#w&n$82<5N_O$Hd$JpfL<Q?7Js)fL0Nz3oD
zsethSsR~%><sY$#iiy3_^1pR|b*8Zquus~ch2b7>&8|DXr#02liTCsO&*{DCb#@qb
zap6fvPmc`~@42i#XyIenuk<9)(9=KWvYpNw{_>14PhCSJD<wB;&2PbfVd~#PGMraf
zjHa$`{!eh6Y~bBqQo=q~>skmA^gOZCZ1k=tdXIyJMcL8Ofv$_Zn$so(V}dPL(UHmj
z#>DY`KQM6^QD3dA?NCOJRzO{CU4yLSlg!7OKqy8dU=^`e*U`x<d!50fc88q2u%fL2
zuIG`S-X|c>C;)SXN?Z}<0@6JJ0UaRr4<vCrC}IAe=-6+X_A8)cq@8>0Q(r-gY{hrT
z1R+@q?DShkQ-F`jZRf!*G?4$FGO}kw@^NU|*<`zZ1#aiK^G3RQuM?D4(i;=TbQkNI
zn`aXlzcvb(reI@J9Lp%yUk%#1X~jiBA!3cHix&6gxTTMHjg;r<sG(84fo~C^xNW@A
z<l>ycXkN1GlPB*X1l)l|n(?;OrlVv3=*VBn)czkr@<QwB(hs8BEYNbc14e6)6h`P$
zzqe#B2&=*%=IXMPxa342B7(qN=$FrD&*AIst=YkKcV`6uq`#|iSdi;(V8YKgR|#G0
zio-bYmVL{DYRStiPayuZSv!J%y8x-U^ya}QGmRtAd!l}|8z4-}w&&X)ev9JiJ#U`f
z1(~0k^CrEJPPO*celroQ%=zLPq6*!X{tht;UKHhMh@w_4hXFl8CaB%S{lSTdB(FHc
z3+zdlEWMXSA|iovr{jb03-1<ow+=T!a8&MBHj^3{J-}2X?2EU3w|e7-vv+84_eA5M
zR9*o|!jqMqdnadZU44<XP?9N_#<>|F#p?q{^Gwfu2^ZGUpn7tc5oe=hVD|ntl5)nA
zu(j`*+<C&F!^VB?H9oABMp;)8n8p*<&%QXcVBPzK{CS}OAyso^lP~SIusm50HVIR|
zhw*y<OA04A!SM<d=+Q&q8=AG}^@(^OuXg$vhCw^KMQ2Wc-+YRd^~Nbt4^|_9!SYLL
zbHZoSVZJw4cEY5{ig#(-JA52NNZ8bOj|R?GXKo@cq$``jeX)HxO&uJ3qo<utDa^q$
zAaLbJP(*@7lpgpSm6HzdAP>1$TL|wRrrdf+mbT#2s-bR|mG@XkTUq$dd`>?d^H?V7
zA=xCS(uHSTT2h%3NUp`tQ;5s&Z@-2B>l6s)8wmH0;8Ig`nvoe?WKHA}4uddbk~`vG
z<)%ZB&raK$(jfKGORSiEIM#6rw(>u7o=iYKjjH-e=rwch&Q${Y{nt|;@&}2ba6vZD
z=J_-pbn9esL+@L|)Z`nfWJ(?yb?FKYn2|CXNrgHOd75dqN+PCH-wTLf+_0}5ZuL^I
zbxfXynXQ~OuFhq>=0;=#Xk>~Sr7}t(4{2}u7Lx<&K}OX4^-wn;qzC#*MDAMX)wvZj
zxID5#piiz0xC~%0F>txG!c-5=No4XXd%6=yA-qPau8+v!dw}5a9#jll9iYx=roo_~
zR}BH~Lb(<{^Rf5Y3b)KL?w;6SCKh%?#PS88J$@TXR{W&KHg}p@c>`69rI)v_;6U_g
z0jE9Y;Dk<ArBGEXd_2Evfy0?XnR`z>uLW5fOarBxVnu#H8N{|MV#PpSnA6x%Wo(B1
z#X4YGQm|=>A45qBvl!%mL73gDiV^wF%@1tvkngX4)p_|r;0$zdsYSe;0aOS&PA$%W
z9@k1tXN};O`Hd|a9Ax`lDG%1?H#z_m`La}}N$q#1c6MKs!sB>b^?UK$%k0q};cHJ#
z&=PkDEGVF3?M3z3f;93?j=D1LGwur4Jc)pl+9K7X@BCZ>3QGJpQ8T*rqPl34_`&J}
z;|FZ@V|aX4mtorN;%8JA6_gZm&)t`k_HCr$F)^9ThnH99J4>LyECxnF7o6~<zyo5|
z`nyZHGsed_%^kR_=VmGIv`ysegCIWf_^@JR1i08hDdj6`VG4{8xvhP$4mZ%XGQCLp
zd9>JwhCQ5vGZX^sT9fzbqHXvo&L7hc-cpl*lR1Y<lFcGBxOO?<`Be;pgS36?KPy(_
z^5T4A=JB&<&q_C%PP;lf?7y^Oq2EG5G5_vDUO1kAB~Nmf1-?Ou*(OR5O7=-f7@NR7
zN|n=jey3|cX?q~HifrAQc~F~N$05D#SqKjA3%`dMAYJC;ElHaMd6s)8LVEfe3%=KC
zKY^9CbSt*vdiJ@!sOHtft<ax4vq{^_5CyQ%`P0iA(DSsq8Z}-<@f!AoCRK=syL$(y
zt!QT-W85fig$<kbXF<Eh>KU&&bLr6$DzQ{{XXGg=vf9?7G^{8^{Nc2tDKGGGoKAMo
zEXnt-cq=2$b2c&r!IVAKztQ(HmbLZa#QiPbpGyP-C<@dioSwy8@<TbqV@z5#lE}6B
zx-LT=&y@U5+&pBwWzrXM)jtd~lbYv)y*?F|^dCQCb#-;V)(pXg{alk9cX|6X1o`~@
z@yv-GH2!AtR4%7I)6ZQE;0amp^t=NgF{ML~xEu82hr0XmR$wJGB}5#Csena8oAV4G
zO*S~3d5)2Lk-0wL-bhH^vdEnStGF`qpA!u8ZGbhF%B_9zVkog+*md1n0*-q*O4?o3
zI!?H2yX-4$e$0Lq{GcljFJE0li;j^0?Vux{&-M^M8#|0fNXzJ<v~(r6Xv-Xniyj9R
z6e-qEqhfU5z(=EosVe!PE7HijlroAWmm5#(6}9^Tbuuo4+?N3M-yfy?<r&nnAEKYn
zQS*ZLYy_>I_fD%o{u@i6&4P0IhkFxLl%Jdue5G=X*N)ESdvQKouej7Vho&ljHlVnL
zDpsp*IZu>TS*`HHWGN86!?h%9ogjYJ8X#-&Bygy^_$ENqu#*36u!_v~OMnc-fmu`z
zhW0{3L+u8f8?-9bFHH}7N$N#?3PT(a;5XoF{`;QnVO41<THfO|`huB=tKRhqr!yjV
z@cdjVhtn>9heeIgM_Uu}Cs&wpx6^8dDFqG1Y3gM^m~WNjPWRYR1iEWQ9Q{0Yz{ENq
z_RZ+H&;(78@6J8`MwQ15Ir)|Vz}>0*A$0){VVqZCN{t$xEuBiQ=Ec}0g!?`S4&f=U
zR4%^^)oNgZN&Mq(hA6eJJ2ppxk>1%^1raBKB5TC@!W1v7<aaWjaTmcJ{KtF;U~rOa
zYK5vMU4?9s=04A)*dD5-^Cu_0Rbq&Y{HjXZazN<!WHL6-%rtf^(F$Go&cPkM<*Wu#
zs+QM3Q!@AZBR}S2IqQTtt@H=^L$L}w!8bs*gY7K>0XMsdu1Z|8uqos&RknF$4=46|
zT^I0s5Eqn)A~=0sB~=E1@uq$pgke93>%E^IUX9PdEGa*F$xqLu_3F|~&L-;e&<2Ct
zmW6P<4_#+5Lv2mQvi$yFEw$(mS8HpkMril8zPy2iMLpt&ur2`+v0ME=c!K%)`Cx7T
zSjR5M^;9|2<L6h2wNN3#7NrzoDxdc5d)wb*%Sit@3%AhG1#QN9wU1@x62xo1_(_9J
z^CR^EC_Ey)2R#bE2!9+EBQu%FY0m%qBt{nj%f~`AQ+p1})wlk}<y9~CR~KGs`i6dx
zhVZE-o1x#&5Ey`u7xbt|%gD%)$&?Bravn%i9;B%Oy}>j>LVCdP4zsATgBGgq<FezJ
zH3Y=_*AUl?G_ucusfeQNJa<4jRQCD*i5hoE9>RKHdjyYl#)^#sJWu8V!V?mh3hVaY
z-n)N4cG_jY0Z1c`-!=f*r=*}o2WVJ;vb?ql?GvY&Oin;m^d7E8-*SNK=eqCmAlnV+
zX*#r^bGHLoCEa$WVSoM|%VRscqPnATOSyuOrALn*vAb^T@B#@_b#eC_N3TjS^_~u}
z-o!CpJ6MDepzK16vs91zYs(QuOAchytLnzT<PSttSjc6$O8LM5_7WUbY^B4}V?u5l
zofdZBc7;OL2GZqh4#rFqJ3g=(so>kiFzXIV421}tWepAw$BsG-Xw8=Kx9qbluTLrQ
z1>BUj$b8mJF{{e2iSZSjhKiqC+!qv%=f^wh!NerIrn?Z}Ns+TD^*VPMg1*}dJ$411
zbX@@Q(!koTVlU%6J0An%2k)}zw=W~dFCKk*2O`9B!P%+u$LkgEdhK^?Oe7$_fT@A}
zoSM~L^&DVc19sdf(2TALJWIyFWK?3>OXfcR=79>Cf%5;vhM*bj9*|hE@$l}0_Q8m9
z%aI&sV1*wv-5xK`HP9k?|CSF15AhHcfRSs+Lq<j>M-C)~btnkvss&UePtojP0_t10
zSAKps%F!^GMD95PkFkXh>at$z3W2YILI8^RUQoYAdxwYynd|ct2QkFFcQ0{4A4GIk
z7VTJ_dnpKUg?bkCpFfM?>XQC27W4E0xl~DOepD1RJ6hyo?YH@mESjkOHWe%EIPXmB
zc6N3e!@8}YyK^ljAXF<UDpF!$VTH%XGXh|&yptS9)>Z_Zicm<5eBE1Cnt*fZ{_QPn
z+&*2fg;J+mT%G|)x-MLERB1htaVTja0&b=nhgNTY(MRy#n9v7aeDs&~>6gct>sc8l
zHwEbbF99Yfr24Q3;Jt=-_O{O>BqZ!)PI7f}D(if7vj}+;=SPYM9q&WDh1uDP8wNA}
z(}Ivgg*KDP&1XL$p_{RB8lRBaZP2|OSz*S}#M@Tg#9oF=#6OW&IxX&xrg#LS!%U=3
zbUZOu!Mc>7n#RfP7Ao}OTaPli#!uCY+AfZL<^m9y=<w??0@u4{jnQA;C+-1$yZE9n
zUm-0>1{}aa-B!ih`rBFD-q~sKHzxe$Ek>vM?Jf4PMCAcKr<K<ufk(R3yQIyWz>u{<
zFwye7m}SNC#!-i*#CZYM2|DYc5X=rm2tF%-Pft(BzI!*VAf!%Gy7uzcLS<)y8?Qjt
zX9nh?6Gcf0+krG0^sd6{Wg=+mK4=Cft3=<w+(q06<svuZIVfuvFAjRu@%J<C7kqUP
zK$~4`%Gzsr$%14rY^N|c>tpVy*46gWWAQ6TZC5=GMA@5rV@j(6k0jc@6i>#durklX
ztnTC-qSE$KO$(IoYkdvf@ZKmk?<dz{+y<jadWg1_mU|OtiqQ1f^{9Ib=~#CWKXD9m
zG$o)?3H($|Z>?WYEE`U`&R+LU9ObTLX147<tkT@6=&N^x6?!rN>R7cixR}>Ewfb&n
zTf+mURss?EPSOpu&Z;^PMCm;t-{rWoSszN?^o8{$01qJXaNGH+WX<K#MAX7DOi~o3
zAh;_gfbSIb%KEj`;1ircdUSp*$6$~jD|`wzuH{hMUQ%oi#+Lo31QlRLw%cFqpx0lA
z`LEoOR*A1c&p9!YKSeL1y9m;1%_aCof<@3=tx|ofUG^1+Td&};hTGjmV~T(~jJ!mb
z#GkNfUV1ZL&)d{b++K(GZlu#!Tg2-?4__{ES(EkvIcy>V^s@N2@%qe0YuhM>WN1{`
z&DnSL30{CY{6io6JpG;gN3VpIuQ}JRv5q&U)FermZUx<<sF}QjdvCixwhZHE`VuHW
z{V*B;WEI9K7ZE|>bdLw1wt3p*(<+U!e-MT!m7}6)28u&c;vdCnFcRYJ$MhEW7@O3Q
z?n&-G0keGML(+{UmAQKEZdw2R>0~OWIq5$c&gUh+FzMD6Y1FWcr<d8=?cv&b0>$xk
zsROPz=VkYq0)E!LSL@iaO(KajQq(e;N6(H62_cm+%C#da=FAg%_c+V18EPeT3OUVr
z|GBTi!fyC`QfL@92AsWc5B18#;~77@H@Eg9ez1xGP`Ih=-`DRxe#F?E>ljPVILXT>
zGGHX`jyH*x!E4DP1en76`9fN?i)P1y_94S*OMld1Qo;qc?F>dTSjP)F?leK$5P)DC
zhto{{xMcj|top;)r6tCP)hXO~hcdl|&IIK2lyT1UL3DL<7=<eKv&wLKOrK*ikxT@Q
z$4KIJT3?KP$z{$)iH%Q23&2Y}UQf4HMD#z^6(7MPt(7}6TXz}Xgoz3u-oHakyb*qx
zR69+Je8ADwT%~F`!2Y|sdeZjcs(bb6y=|Cnmw6(_ema^Y;mhkPc}oX}e=aiZ=x+~G
zR1bDyeE*VS!-YJ2e&6Cp37duvO4tk~P@2abVCJqE@mv?0r)6f=TIug$iPGcWnL6pJ
z;JCf|G{2)G`ByQ`hMRigc>EL|n{-|tDwmR$)|!6KzhrhdbgF54BsQMlcUh#Y`AK;P
z?kI3KW&eJ7V&cxgCE?Vuq|gKV#Nox(f97!>?r3dMYKfmU^}9lowy|up0Ud2N5CA~Y
zqJ;tkAtD0SB6EGO<5Ap|;I#ew?4WfeW}Ah+RsZa3K<>&Wl1t&AxBKw5bCSxQB>%e7
zV?&bOmMT{*-{Dk9o?i>&xq-{euH&gN`v6cddffi0D?BlB?-7N*0NPP@!SmBQ9QFaz
z3ui8h*Du=XL)XXoVs;u+|LB5heHgtm7=uPQmLDPU=#ip34!B%AA~j7purX3)Fl$UV
z5bWyi-xa#y?IqRn5*ztqh!8uc7Wf*HthzT<;<lh1<vljLyE_qduG4TG3~PD%<%U;o
zpLABpu_T4<4c$~<W0;q5T4FN&*!?n?&xd&b%gY<`ViR11da_yE=EMMAW-sYWI=#bV
z8N{U2vU_|?fO2#k=0$^xj->|<?I%nyed}lx1aJtzd;D}su2uI3(W6<<m%B1!1?qah
z56Jx<?z{`Dn3L)@CDe0J5xFQY?|o-nAU~9BhNU2x_(NYsxBm$CPmONgWq5}!dVgK(
z4cbuzS%Uab3GhNGf!WBMHif>$)wgBgWN1J7++yhZhlTD#%ykSA)AaPW>+eB;v?2Un
z9|5_Vl9Yr;p-iI&jL?T=IHIY>XTTQ?d*l3Lcd4#sR?N@}Yp%Lz1=|5GfD0;>)K|<1
z;9lKIYCeN*WP{1n-f=u1UV(qU&3Er64X&Z-AJ40b+PqNWRKD@}^`Y!7TMa!$1KS79
zR+IUzIuc1}>qObhkSp(q`W2*%|8%Lq5S7~d)tRD5+CAuLV)Y{l2?ci?HgVfj;?eEW
zSHJwV08QF6bOkS88=P^Q0wW_B#fRkMlho2zjAIayw_Ukk{_Os+XUKKH%(-q+N)6U*
zu$kfm8}j+;6gAfqh%-t=&N$zx6_l(P)*|=Ig*qt-n1V5F9ZFbms<ONnRRJF%<)nH&
zqucP#5fKL{p8%y-1w~1vzVKRTp&6Yy{s8lg!$y&Q4BR4LW=6ERwwa2zCY%1e>o%Mr
zoV1aJg$3AwAJScoiyEJ-l8@ZESw{WmRbO)wy7_$o4$RoUZ<sONNUSJ4d&AvFihgTl
z_4_|9E%vA;s+=X1g=w0|p{rf1WoB!5I8;(O7EABS-G9il(l{Wh*cfyd7-r`?N_$Eq
z0sA27@l{{4IBcBRl`%2uEzd$-twzzG{A$7h*(HCfQ9SO=6>!LdgT<!31E|3_i6Jq0
zW6siCTlpb3CT{-fL;`o;CWQ;1EJM^#Q<DVS+N$123~_NXmBY8L(lc`u<=2I7d5An7
zM^>DZ0{=*Gw*4;PYdb!zzlwcm9zHQ49h*_mWB(bRf&w&F?tcu#g%JCS3Uy3U;|`S@
z;{V!Dvtbys@w|@4<7MXiv%Z*}IjXtF;JZCwZc92^p1peqKz#{qyjWs!0Q`8|u$qIw
z#4&l8xXBRq>IxH(jN&4*0F@WnBazp4UPi_iei!#14K63U?UY_I>aP{pmHvNXrfwT$
zU{8d7xdZ6&5C;|L6KfW8$XVq}nXvhl?`3a5qkw-2Z2TS`9vzEwP+w8KOS(2L4&Prp
z7bY9#<j`wYJEViQ>jHz1m6er{dZ)F4=auK+TdJ5r|ANCMbR_YRgPwsQJuPkV12S7C
z+{0pg_28#rz!#;8y*d$e`eT9H6@wEJyAVf#q3`Xo^O{nkh>g!kcaRWx`NT!=)krWy
zYvn4(^Pc!@s@Fl9#fGo_{QR;Ew&S?0!}s?cP*71L!1oPxjF(#u@d5Cpq^|y;)@3NB
z65#$KtEn1Qz#8UNY>ky>8b5!Ya}4Msz%WWVI64k(fVPDk8w;NJcI!=mW*l68=v);5
zoIz_|TwmqPF8^xl2o6Ig#K+IvXWgw%l1~%@`G*A{&iRcE1`tz~H>l?SXV0WcFf<U0
zdeC0{0QL<^4~Tv@O#0|Naq3Y24Q$L-@kAVUr|UhIGB+W}tTo%AjM^1XsHmv!@$yz1
zVB0Uch%wY5Cvo>MRkYa~=zrC{UxCQ)I*fTwgs-W>dLnW<@HPNn+T|U6#BG>C&EPAc
z23@{<`SMuX?5)vF;C{96*hHPxSzKD`0LtGN(Dq*5VMcDn@>|#%!1`hP+yRIR^hf>M
z_~|#@E=S7ikjA%?l@aofv^5UCBnuMcZ1BB`?(O^cDs7dZ{{%{wG6~u|bGqSHNLCQK
z`qa!etxEfbcs~7TljH$*Wv$>|&IW$nS{GH9Ijd4$US1_FEqYN=(e+XEdK?^_DC>DI
zaa&K8XQjaXY%#&K!Ld}Q^5WFkv07knND_r*igH>{kG>>i!S4?z=vQZW%$Dcq^+tw<
zgDq8DP0#Hcf}F5S<6cjnY+FrM6*oUmewoaDgxYQAd#gVAwLxhW(yRdZPOZ%5=W(@?
zvz-55ZRZ_M_5c5WD@2*0Y*~>}AsJc8F+yfGg@o)Gq9S`|m5hwCl|8abSsBSlX7(P3
zgA?(4y!7t#`F_8@>+`#Q*YCQ1|GBQ?ob!6U&g=PnJ;wchdvuW&Q+ArN<J613wfcTv
zYmnFn6`t{tyGB9AVfopg%!k2j{$YkKfytD_R37*%J3g<``_hHmmUImU$I<Rmes+kL
z*l_mLYd8^3qflzmMs-H$?v0OVU^p4l@*DJ-;SgRBKm8TaFH&>exY<!uw{2i)<}%l1
zhZb@~uU~ld%%A#rW+R<{Sqg}yFYT_4=g#G?O5e)3wx4W7PIv#x?PkV;K8DLqzsyOq
z%1RVcYwrXbUAZ9Z8u-UaXh*iLGBI5Pt*$BoGtb4~ywe)opaQiTJ3YeBIw=HQDVpC+
zQ-zgdvE5R8H?E4Va=mOyA%d0{#b9*xX7sN#TI$|{O``Bxw>xCIixJqz#nN@jUI$w{
zhT4xEQ~o;Lk?eq&j$Qkz-@$&MC2{;@xr=-c&MVUZGs@J<%yh=CG2u)Sx>r#aQAsVK
zBN^1RkGQtsplX!lqtov5U*StD%w0PR6~#MD%!&BKH}L?yRHPwxw$<MY7P^kK<ezjY
z$NtVV`b@QPSGohUu!)+a6%Mg8Hu!;Fp@(OB+WyaQ;Rln+_pv)Wh8B~J1RHjD13XbJ
zHiavMM|v60X&O(+lhD)8)Z6jNCDUWsDckn`$&?7}IH;(*U)5Bob>fat5xvbVdN3&^
zDZ6H?uB2m)i-=TP^0y-Jyq*lWKLP(uh6Vw}2tafezn+5jyX4ObXy*qe8(deD9~jf*
zDK3hCD`UFw727PNZdOKpkzBn;f}`=4y`+#Tb4nuTVQRy5u9Hfq{7j?X6RoTp3?B!h
ztkQ7L+M)`d`OMe-2DUbhJmU2bnd7u~m{T)$`ZKk%UGyF;i)jl8^7jg9&hi)xA3J&r
z=*o;f=Vh`#3gQ}^GfO2tF~&CglgEn)yVpA2wU(JGz4?)LsO(n5+2z!Xa$_*m{81)Z
z7W~kc#<94EZbRWPJe3O(^Nby%BUg)d*>jIsGzc2O{G^YU$fHipDrfrFdpJ+U>9(%=
z&rHs6UaC3<C=}BR>>w{&EpGo%Fs^l0P@u2$d=mI5&%o1_v!K0j?Lal^qz<RF8sTfc
zv$H>~y;=f~wTFlOvL2#Ywl-KI`>S9QU@N5=ZNMolqu5-RuS=<Ya)^E`W!#jSQ~qyV
zl-B`E<JQAwNl6WdxuOZE3SRPV(*267-e+L-w<BmR3h7OWyT?P^`Byw&4%zLNNEGZE
z9YmKiec+zLbH!1rl|9gf<UD}rm$Jc^5K<WiDCazasFQmsqG;kgiZkpZoAaJ`zU9j5
zFQ4AXP;T2o_CACU02S`4g1t)4W9cU^q_DtmIly4t6pWWTR9gB%Y4(@stsJ?pOf>2P
z2B^Qs;&dB#K4IqY@#N$$0rNX#sYR8=QI(P&pC}N$+tciL=h3AzAe`f8qEsI=5dHfu
zYf%W_D#Q;3FI<RjPgX?rNbvQjo7B1oGzT72bob32+4svApKhIqOfOgaE9dGJfDBpN
zBZU`dw0wpPftf(i<9e!&`mBE(^=Z&*N!t$z`u%Fq(bO<L&lD1wQ7-WJt&_3)4XN*L
z^FH~esav2YJENM#zA!3%Q7*N?CI>1c9UcsuGd~6sRji2?$yOB&mT><5U`1_*=2*H(
zxzF37@uF`c<9cvRv6kL3MjP#y#2l+)=^<_mL+;Di!ywAWLN+O>ROD>>yl?ENp;u34
za*8*b4y^DbjMtZyT?;2$4K@H-?LTc@Yg63$t0+>L%3j<P098P9^=e?4qffE1j9gKm
zV)wW3{z+LqjZL%s6nS>TLOgGPiRSMr`0?d)9cTOTW^EHlb_;*F4_DYhWDokEQHda4
z?h98hYok?oEzunft$w~E0%Y2e+cM%M1599efrW=0ZO?Cpp-H@+fHF7N^^s)t_z-`p
ztcotcT{%A+*&UB(s?Y^+soqH@nch`6tCfRezkl_2A1Z&5C91oI=QHzs{A5Cq;3~JT
zlnJ^s(C7K?vO2S<+e<P74~~DGoX~T-B;00JLBS}v>jb>ae^lkSWVHv0re>h=T*%|v
ziqlL%8k#b55rgOUwI)-hF83(yQcC`AXjG(Nkum4t=-dJKEu*9!%T<oq^yD%B8in@6
z%9Mc~&ixM`?3{m=N{h&67s`tkUS;}wVn3QgnK07M4<|qB6jlsO&JCh7zGnTN&q2a+
zNpCF0gN4Q0RMhmWhNNU2*@ApAsQQs}C|+AW+r&r%?@LDu;OESG-z!%xC;*>@N~(?K
z#`?Nre)2aq&-HH@^lYzD^>&>0gZZ<wl9aY$+Pa*6hd!A;FRM{?k)-5t4JJJ(F0$}j
zqo1M09&_$uli+QF=&}$R6bgr2#roj^i(bY3Gx4I7qZkEY$ARf4^sjPu4l!}P?Rf20
zyS2ORYbFQROLpR4{Gc5z-xmJYr4$J|Z)@>wj0)r9X*0|yBRA6Yee4~2CB>>05k5cm
z9V_8`quAv)i=ufaAg+1+>v6W}bFc;EBYuiS#tenqpHT$mN=-+Wbn17{#vc1hIWLJV
zpnsPMA!Yy(MS=wqE2(;!leA7d_ijsAgOlPP$!PB^F6&Cj!NtK|qvaeAP3^bu9s4gl
znA^$BGL@@}(;dihzBngYt_VRrzgtz96TW-j59NO!_Ic-}xjRg$^rLq%AR3Z`Y@*96
zt(RQ^QKUb28)6NKBG#S>TYXuoAmF*ptsiYXf##W6E-0t@*Vpsf*eubL$dEfs;ZVqZ
zA=IKVxg@MayFbHMZR;a=oOE61L4lTO_e~elVo5J8=o`924rxsT?W^p9Jlzj?53|9A
zaXEhwanU=R?c4LiJ{FByVGCPhKJRyhU3LFqo#g|ynElzO+2}n{Aq#Vp-xFLmqfQ82
z0m+JEbz|OT=0G;eas$6tfrNwvQoNgM<{=~-i4CdaDB4lCgnfJYTOygAJIN${!9NYh
z^f`w~$hDTp@SyN;w3n9U9+-O9`hiwTW=1u@OZ23|yTeUU{Fz#7tM;e(Q~f1^1FP{a
zR{XKGQhMyQq3t>4LDwL0J5syy6SkqxyO;Ul5FZ)&!R@AgW2fsCdW7bh<(S=@jw-2l
zd0)OF?fxNk{<yu_qGu03(e(YehQuhnm%-`(=85ga;J}v$yLd>S%#A!Ek=0M!Nq*cQ
zQT<`9KGH9(Qz)9y$<&;FU0S0u_ZBBV8Abf{CE|{h42eh8`t5NllnrA$T3a18@`*9-
zSFgopPB%2LaIXEnT^4>LA|daE_=A->MzN`lW9aVUlIe-#cWGYP9l?Z-jE80Q2Wh13
z4WPAyyz|wVow=(4_w&t`ujm0cc1sXABcTHwot;+9y8gIb0#wdy>@GsicBEGB{dGph
zXaWZikk8wbi81yPCMG7%3f*0ocGTar`n^7pSikYpMrzq=)*<E_%bqOa8-kUbQ+^$i
zvOhaXm`oNsbZ@V+3`FuwoXE%=77Y%#>2RL0$?0KjD_vzOm!OfDHgrAXV?*hYK#GRa
z$8y7+r#LU$F8M?;=bz{y>yy$((#7-HT5sXORAE>S4lv|a8ZIvly>XgC&~(%{aDUIk
zKO2M(r<ihMQL}cjLaBPJhpCkYytX#RyCKu^P~Sn+94+FHfYFoC*Qb5_#ECeKOocXR
zs3sfl#NRTB`KB&yoRN{yXFgKp#BG#TmTD=caKOUu5rA__uEEnW!^dOp40<;kpA(w<
zBr4};Fy$zVWopuyx*3V=nuO}20E+HrcBcO%UG3EMF|BfZW#o&ULD;+cz`R84W(a?D
zsMIQI!EP{~6V-A1WpCXxmF+=bG$bwu-E_#`z-%OR1bXOfo{*NzZEz*SB)*>{sot4#
zyJSCb7WD0veHm|Aok-s&Bppeh3h;x2$05a=uAWP^Jw0>m%_>03;z275HqOC;fjmXl
zinL3Xp{Ty$g?X&swS$8~-pIX<Ef)@fjNitMi1xIsOgOPD3iMHTzRebvWHq8vP2cK}
zG4j)WW52BZI%QbPw_i}rjg5M+$u<P^1TJqanf|8Ti=Rc-x3_hRDMxLOLzzR<*m(55
zvm*dhsRpsKFXj?gh~hRA2gI5=yI9Wg@nucJV(QGCp1`d>D6=owU47@gQ|$FOHb)|e
zOB>Z`(?JD3BKc%aC(G;*X%$FaKZDd&hX8@<wD7eo6%-WEu1uwRuf{+MZvIly3X*aj
zp}SwM*kb`c3^rDI#JTz(5_8_O)d<MQYki`r#BE7e?5M-|bK}dG8yFK!&Da;O&;57Y
z!r!bM_eYpzRW08CL@h+d44$T=;|8DdqKhoJRym}lO+!ONn+FGP0YLfnz^AAa${eip
zHUD;J?oxexr;tU{a<Wt64`E^PPpfgMMcP5DSbc>#vu66Ik$Kv^P56L5Z{RxIirj&;
zynpHE$Dj@<5@u&)$c=tN5aFOk?(=S4X+}dEFn17|VzmFe0M+%snKJYKE6C_0)2aW1
z>@<A4Y1@&g;!lS$@{yRL6EqmlDUc#)g^deT*|*8Rb8me<*Lwt3FwxS=9Qas&vd(*J
z{#B$c^p_V!28@ATUh^j}CsM`Dc+*2+M|frK3Y}hHg`BxnvfF@nYcyLsb0lE2j>ttg
zXII`rcd@grEvC0u^Ee5KW{drNN>WnJed;xaBQxenV&a>_^w+)q1G?y95veC)#$=+V
z&Sd^vjtk@>yR5Ku(WbZh^AYa<F$+I!%?Ww7nfFV&dl&f>r}u`{WArz5JGdECEUuY^
z80~x}Sva$D{@EU3M{!`5wNpf6J;T!I7(zI@QV)vMbkToWkXIT4$BsV8$I3Gz`2MCy
z2B&YphM{G?fZ6HuzIq9K`e(t%XszeFGwRU+=xusmju%sDhx>0N4|b<`1u5vhy>2{)
zPmXWY=y-PM*obhexg5dNr~JV7;$JP58(*mII9$-&&AvW7-I*<sl~Gf~_GY_#4ikG@
zAg54?_-hcAggfq(J+nviXQpgilc}O@c}W10wBzn?4?85g9pGe8Q}n@_<Z8&06Z11M
z!IYk@B4N*y1&Weku^U(xZb&yo@zvWF7zuG*2fd|5TLnHknJ%H#&B3BI@ckWX!(4LY
z83Ew4uknv>V)n6{3<+%7p@UtNO`lm8cL2520Xosb8roo6J<x@1IUEKMLp9ywdBHs7
zi?VfBQA^*~Wu7}Z`H9%<mi$!8d-;W2|Cn==kaSz;VWsk@Bjw<Ns?pJw=7NK(+?ZZ5
z4!-f+Up)>r3taJG7u*)LF;WWKYH3n+w|}=Vd*4`XIP^u>^V%l(XzFztKXGdoX*;p>
zgS6g{ZeOJv7k`6P>Z<xuR*u<&{a)F;$cgLzRN8UBJKVfy-uv;#N;fnpxYNW}*A<E*
zfF${6vaDuEe-jsr^fx0JsW>QygrK`QMAz0vDENN;iE{n>tzMO=A@W6HsjZ%CuPaUI
zqM2>vaW3LC#|tx0UmGFCY#SAR6Ax+^N+gewj#v>u9{2UbNrEheKlsxMhuER+9dFpJ
zmMHME=*+`nq)@FYe1_o8u>$<>!o#HGNIXFWZcY8oi3e2EYg3mxFD4PO6NZR^jwlne
zXdE=1>rgt=!jBO(#jPK6#>}6pUMN`Y<q>Xt%HNNVRET4!BmfYc`muX>vDPn$169+9
zWe*VUo+yezZ(}m2>!iaID04M5^|iPUu{@|QPoKxmCp3~$DCB;SGRZjiE{v<K{QR+M
z`lv>;Su)3?<r{tG>iFT*=?CVE#Al*Uvmq7nA(o2vg{a@GV2_Dsk7wMUP_9$zNIz1*
z3M(0>TuZPoj>1V@oWx~)gzx(0sh7u%LJi4%Fs-47_}}D-zr0!-psaK~LUKd30*R2Y
z-BH8Ypy^sZ@i%l6Zi6JtIj6utZvUZ$nPygp&ZWDitiVf@s2Ff0&<OaQKinPdcWD1M
z%bi5`Y4+j9442qu$T9SGFO#OexjHKPh^PeF)(h}FjyB8(qBmbXr<gpRes|)NKlM=r
zXx?y!6*`fzrkXrEel@aPzRodU+P?Gjmt#u95j*0<IkQMS`&gc0{=`qoq%#MkdwC%%
z#wQ8W{;Zd!T#*c4mrL$#F4FhopY;A(;HPAI|Inz$NcfzFSa=N*NQ!HI&}eKXiPnmX
z(VDK<mo~e>rv@u+Dc23ObT`gC<3(cO9pfI9_|x5vNPJ7@xtAh&>05KQXl<$Du0NsF
z@-TbL<6q`8{pD0Fl;^;cU45PH)GA{5!3>D^bfbLzyk0mHtR3hGB26pk;ZF~E2w8q;
z@QW)RSm__2%=#NnPc=pzOX`sxvoqF@i78^ylY>64S+-pe!ESq6*CLzr*j3#FAA9xV
z<XcFCse0j1w+-99f6lac{7njbtL^bWYG^TmH}kcs*hMTBe{$rtnx-ZdWK@fGf`uRP
zeoqg$^v<++cO?vWDJ6oK4Me}Zq6Z$?Mv$RGruvZALybsM)<FUe9Wn*6Ku$w)MeFMk
z5Zbl&OrNXFErq)6QFxbXfS8ZUT)f+(cEVw;tg^krt<P)z#xicgLnoOT#6GX&HH^E6
zuqxXwezBcDh@f_02xsMJCX*-J>qzTf%B~3n&z5ojjxb}>W*Szh-lW(el9esX8qx~F
zo6^g}5g0Ha5jNNAJcqCc`Oahm{~QWGNNgOi3#p|u3GXnJO{(51)1MCq=7@bkw`wDi
z#IE=^IXH=k3RHzzs22s<H8V%^Zd|{947m=fg$xo;zzwM4EB-^|{xtCzTJ1G2%cjz-
zeeMG5v21Gq%pi8XtjEOzgC2*GYjktlcqPCMg!%#SQKU2mFPwei5w3D8Gf+c{(2by_
zGcQd)EAMkDlPs+3BQ?6lg#BUi$<OnqJMM>6a*|=eX42K>M(SAXSm{jBMjgkmd$J4O
zQU-5k>3x6CG4d3b%o%+Qm?wGjWJ=pHl+$phgXU15OQXp*cB9g1a%mRpXKP~vamrv}
znru!b&Aiz#w7}3^B`Ik1<jP5{FSiq7meiKGZbhhRWQJWm#<aDn2%#T<P@08j#oP{S
zhOzj-SajU8qFA&$CjQ<1ZG*$dFJ}*v`b<HOIo%k;i-h)Km^A6uFU6OYWJ9c`Hx|=9
zP*1?B26Qlb%nruOMd6VCf)i-dMa%7%PPqi{^6z%&Us@`W?JZTwVJs?$Nu;$){Kjm^
z`c2w|TWl{XIR4MV2v4Tgf0wDa%~GU2D*ncG%_8(Hh@t*mNqcf%sWIoa9uDxXYWPCS
zn~v7*S$s9o%;=27OkH@2v&pys8jQXcdZFI=M8e1Z?mDd_{TOy<C(4$mV<-M}A8$I?
ztdQJf^fek6ScH63(Zr}qb=Ha|2iL;$gi1&(gPQs?sAM{MbK>Ivs6b@4W^`{mWntUa
zsqNn!KOy9x)(Mif7u)&)UdbWG_ZiCNOzYeOkc`54Xq{tYXG2#*_KT>`wifA3M4HPq
z=(&f7Z`0LXJ$7_=+jSYLxGO>>5gNNZnKjSHA6_F~_@3o){292>vqF`}U3ER;m1Dir
zZ!rJz$qY{wGi6SxRN7|bt*m(tgLryy%Pv+)__<gYdHGJAv7Vf<92;qXzSQf7w6DhQ
z-nlg#d6GQN+qd5^K~36_xxOmRHSBmyZz#Qv^6XZNZ!`lew}$)DtYks9Z(fw<kLe-{
zSM1T{yK0{WL@*2jeRG&FAxx>Qt-f}G*HXx+9RsHYn9_M~MJmUD$sE0?E>>bOjEnX9
zD217aa^&F4*gV2GFgcd(Z7vr9as{pyLC<UL!GT;-A(`F^{o})gwH||WOjHOtapmyj
zX|XrzbPwhNzoI*ttXgR@V>w&9QJrGp=!@(uzfJD?)XRe0>h%~C@sYT?jK{Q~Q|p1)
z#a9RL)5{||kgrK5PPftX#YC-w-@0QOQpQoSnf^LE>r2vWH(kg~572_>nICn`(rXvk
z!~t1!AJTSbN3Q)nlpA;C18LYoK5kw9hhemkW_t^6(QS^!MaB|Ol~?;ai7Du7y7hfb
zs-(@XE{S9+v2E-%$_8^iv@2m1AlDyegimuK1)K)&oFI5Mi|8#?@i2hk;Kv%(B6z1a
zZsckG=XDQUIvueaM|;jyj>~*9s-io+lPk{KT45Gw6&0P3JaiuQ-0s(-G!~!e@%LyX
zXFn8VdCo`KG;m|lcRINI8*1nz>^)cGn_F429lIvZEmf`}9j)GHYArw;!q>s08AT*D
z%1Q^tu^8D?FYJu~{CH$2n8*1Mz9u@`Avhe?JUFaUBvF`bxk7x>PJf3CH0vj!wz-bk
z(CsH)Z<Wv%U@7>{&r<Y*6AC5qTERrTv}RlDS!~B+dwIY%i<lgf@b6_ZHbNQX($Dd*
z88iLzeaP>e$Dcmrw^e~;kbr<dZyW3G@1?aA`Qm&P_@sTRoGZT=R^DoVS>q3JN_%k-
zM|*XhxRQ@+Quaz2HRQJVE;u0_IfX8*DK5I_=Zc~3HG;`ENytNxs4CLq_OLuhHC&FN
z-nhkb`$;HXI=HNM*Z8ucntBwac40f10pJ?{YQ9tbtKaexxA_}J-ux11&wjKGk$Ow|
zUEzVBN+nCQnIFr8Z8RIz#P9)L0Tl3Q*>LNTy#sUZTw!$g;BtKRb8m~$)H_(G4qwdf
zF!xft|CLvM@57gduV-A-vwjpk3v2#l&7+I5dzOOyIvS1K0!-%`n8x}Sxs<@d2dSvu
z=!sz{v6dI{jVH06!Iq=3FC-C+yT%8NQSr82Ut?{P+j17s*(-g=OjNcuR8HgeG2Xzq
z57$0#$JTl}KA~5dJMQUSN(iVyYS?8sP(*F5^-g)IJa=hiizY-Fw%Y>VQ$Y{8<yx9U
z98_j56{#1zNU@N)6R>E)RTu=CVpklI*Hr}u2U}grB2%crc~)#o)<H}B&9|X|BMJ!<
z@;JCHaSe`;>3%Khe$I%yT8-B-FRxbQ#Ng6S8>qi5r=S4pIU7{i3sSSL#UcH!`5}F`
zGbqB+{3?F0XOU2>Rz*BMexA13%Y3{*UT}bG`ihG7o@%GG9P!2EqOVQpy>H+8rW$`L
zL#^@Lrszz^Wam>vp~X@#Qpik9Kn7c!RhCDBmUnY2gsR|uVJ69t{({?gfrw&re+<)P
zfE28<a#)cva<3qpoMZ^nawoZ?Mur(62mk1jvA))MFsH|{2kXaNo@0@keRv{{A%>p+
z&GtNpdGDPp2f3=<x3yKBUew(f74Umc<0R<xw>C74XS~+LdxHtqVE4_GbmSQM9Kn$7
zV7jzO@dH^^ZrODeb(K{{w3c-3>hJ*VwIk|tb?piO;=y{~xies9QFyJOa@b6Ke5=%f
z27bUVO#}Wi0K(!&1~n`XSE>`9r00NkXF)ilSjiAZ8fFMpA0F&kwnQ?;rltx+UENN4
z>34v=L*&lF_pCB;HcuIQdJFf!Q{lykNPS{n(OO7c!hu5>^Q$p&+2K_^uND+R+nNGb
zJ`st!6<Do6o!=2_N5o-{iiy+hYyGe+hrv0J8sp`?A}ppH_*%X_diosr&$p8HZ9EVx
zY?Ld`+?VI<Agg-@LpC%J12<ybh8Zp<C8edDmoINuVG<!r1rc{OqSzLAzb*&fE)NS(
z%a+*m^Dcn%cD}WVT_^8-2P)q^Uw%#;^&34sZ&vLg=OE@M^WO8)vRpbst6i<~GPiI{
z1GA3IDr+7$YZ|@r=Z*?Go*)X!5B;@dxh=NRgAPGn{^#CCef{LQ6-uf#ct^bs*MS@)
zZ0oH8W>+2py($_R&r?^FpZ^RD!|l*H<^=-bn$wbcs-(W^&EGJ>MwpM`s#n<w;AV=&
zFjbRQK_1Z=Rt>ZO#IHBo<!>WDy#0Z_r69;BKKG65vv+mo67u!RZf@nfSf`sLNB2&>
z*VG&p{*vyB<T+@J<sJ?}4f}Hyz6V~+hq5j<8w+QHxtmI%Ct{m(SP{$TZfhf%VR+iM
z9a+UPUeQ0kZV=Z-<w^+Kk6eKgpY^k0GqJOQU95Mmz@#kQhua<uJ4%Z8>da@BX&KZb
zEF%LsF&*pe>zPZY5?MuRSzQ_pTs1T{Ok{4N){=QPOIal~ML+$ns}?dA<-il!rhn!U
z>gP{o9-FwRNhm|JIfEpw+Qv1sW@=fHRh$%+cGF=r-EJvgwB~`9_|u#g*hxi3vOXSf
z4(DJ%hg$wlrP7I_@L#`~^rQMpxll}#FBQ#l@d1ixPX$`y@I+ROPK){#CHWC3BW~BC
z6f=q|6TMbfo)VE5dxv~o3U@zK`CD(h;Z~QOL(@jNj6d*Sa)k2-R+Gyj*@H&YxMrNl
zCjO@pz1_x{Vfy&xa;XGS(dQz}gzImcRvh?g)*hK{2tV1c(@9kZ!P-_-RCH5Y%%uxF
zA9CH}uZ{A%a!|Zmxo5Z93Ojq@`Bbyv(X;Qf4dvsE`b3rMKC4Q5*;lMdpEV>^wzSfy
zo~B9c7`wJ>`pW)S81MB^GUb-(7N2~>^s8?1mWvG%64qC{aE0-wNxG6QPF2l#n^X<N
zZkGjgq7J*?RWX4KllWo~J`q_?k(uF@M}R+>oSI_CVq3;;Pq?}Cx4e5VvXtpPRNb))
z`YvQxpM=M%YjV%D--JDrSW2z?3cBj03e#T@o#Cy}urN+BG5w6p%+c*Lz;XJux7Pu9
zHj9IOtPMx;MPh<thw7OGu1XMOgnJ#rtUa(9k9v&f&ZtsSP^2?QJl;eFHA|+8K<`uh
zuQbzq)e=YrxEU^kMlKO2fL`8zaP7?L=?4h2pibJd{S-1E!MJ(?iaUuy-I7|VUW+`{
z0Ny;Bpa%y0R?tk}--tnw#sQwpKyJt=P`Q2kmE?LOz6~o;d$kYfqE6yp?a^6Urb&ZY
z4SCz(6dvV9fP4MKoZ&bF<%EA`D7ure%6K@q7}p~T1p6Tezdb|DJ<@qH-}NS<<Yii}
zq9eugKQjtysLY<2PR2Y<hj|QuDcI|ANTo-PfWlc0#E!^c|8+=XdN5FX|KcP%d8&P|
z&iUP83F-H{p`6XZ$9Ln7xw%eC3zYuzlPyUPu-$%nSh*BiOR7P{TT;E4m!GBeMh$fS
z9DpUfIg=A?+ob&pU<3`WO9QG4BLKB~0H&W&am$1hJ+R!~czHzw6svtA_%tFfA9v;S
zP=eoni$&D_<qMXiDwDOvMH?ugd-s(iCFDZ?OP-LPO_JPS!|8f1gz9H%zQ=HbSL$95
z>lqji2rTF-c{8*$C~G(n`sh9&BJysEhVQ-K?9vip4%q{QPjsS*ml7cvqvG??X3#v%
z0OOPf(6v~w7gzx9Bu~IvTl@FO+h#Y(?eFGju&}nebYJC$y0vC8O!0DhusvkOQ%c&1
zIo;q-94>sU%onCTPQ$Jj2Q^uq7J`Q7pmORP|KybzAJ5Z3AS$_gxY5FrpWb$z&X_}>
z>9&hPB;!IAcmWtppba1nXU+)ojmpZ5-P6<4aVnQ1uZPj<kDjvQfyrbbkd{E;YAw&L
zQWvVgB2Z`_n=k^06A3Jd&c(ampO6YvH9C#D4KkH3$EpZ889kVZPbgQq<@oRbbT0HJ
zgZ=$tU@$wHwDz$CNR47(;bKIPu-6Owf<AkRenOD{USQu@Igm6&;pFG#A@c!v1MD8*
zee(p#o~Fw1-Nb6L#}aemWfH+vcib7R7`Th(0Q{~cME8o8r<Wn{#F?{T-Xh6%$3M3p
zl`Aa@GzXJnU<t!$L+<AnZsTFxg+R+?<4icWbo}+r>x-xSggW;|<!?EG#ijmfdM6@W
z;7w~zy4{RZTv}2B&1a^@{jOHjwaPPA_npX-s3=DX=kd5!E%&xp@(igKIFcfWUyQpC
z+u7K=+^|(LY5_<6c^G)m3n&K=v}p{kqnIDa7rjR-w=dtF*nj-mS14j9cuz)D!Wj=H
z@HvaHxOl%S$5$+fxKU`@U@}@wJy;682NBd|Xa0*-AytQggp`d4Qln0RfMPpBl1Kbe
z(UD>KaIfJ|>zm&;U@w4cT4>J|!>V2wQUs9D4$DO2*MvVO?tY{BUPF2Xrp%1W0uz#@
zl(BefauUvH)hx6Da3*rJe0r>4n9>zRsYL&H^!Nt+A~XQRz%;TlayU$hWpFjSnaNu~
zojyu`0J^jy4q{IH9;0rFp?C+Y9t~QV>@c&%rh2nWLMI+~(j<KR`oUd;sr{MR*}P=0
zTk?m^t7NP-R!D~ft@Ltjdcz9@oCy`GD91Uxxiy62kBkD1cVb=r`O>8;2Ejnj2XDv(
zkc?V*Ml!HWibuEiRAo^*_d&P+TxnQStKzhc1its@^5iNyqtc%Q;)i!LB$zWFW0Mz5
z=E$?%>kkjSb?&z7e6J@xEhaI4xiM-AOieQ&&D8x^0z+vQFU7PS);#=bhYWViGkB!X
zMI0Nfp&nXAHa~o&l4^$Dal@=Ddr6jn#Gkt7Sa_I-O-Mbg*hN_*Qk&OobAqsWyWv{h
zz1v=(Upig0RFv5#FabJ5Xb=sU6Z%fPru4_8i`5JtZbbPhf-TIMSR;dAbS-B|*(hJs
zi&mg+OEbPB!bE6m<a9%_CyQ)>``1;cX8QHz(r$6kQ!@djB#-Y4+!A-(o|O^I4)jgI
zaF5Cw>xxH~W+NRiXk-;(n(&5vg&V5{_U+|a^)f(;a^}6HEE)pdcO+D*TE-8yMNyDT
z^{ak+0%L!KAEeZSc#U4UX~ggFcO+;G&KXM2y>ww58XD3SHB_ksN7jqqqs{IspGf_F
z%*h>XzR{5Zg)TTpd-F0e6F5U*XHEv?(Z9g=$deJ71aR~(_kmsY|MoA@?wWdf=YRo)
z26O&pKEo1=5E#7J0WE`ELAK_pb!47zK7%ZHa8e!s_a;l}S=`iM{w+ad*ou+Q#wTR@
zW`42)F<Z;g!5K9J|DA8#@30Pe5DpX?a)Z&0ih@Gs;c+%*BIF>QD8WeBi?CD6Z4(iq
zDopB-v4dBSBd6PZ9bt^a2!gDlA~pBr@3O}53Mo4b3!cOS_P51!YYguWx!5Bl7+xfd
zjEKmt51@!T8X{cvsCKnR1p$ZX!!Rdc%(TM}$pZovG;G8-P33}Hj&Quz-0*bNrfdKJ
zwc&@4A3p&|{VK8>&%m_3^rH`>{O3|O5&wCt{{I+F{68MA|JPsiJ?xOEu43zU<Kv1k
Q825~$1Ome%IkPAK3)){B)c^nh

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/red_dead_nettle_synthesised.csv b/modelling/data/abingdon-all/seasonal/red_dead_nettle_synthesised.csv
new file mode 100644
index 0000000..5013873
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/red_dead_nettle_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,1,0.00111114597,0.060066050180067436
+2,9,0.23118084,12.497115870482922
+3,48,1.0422765,56.34312164269926
+4,84,1.336965,72.27331867026783
+5,37,0.7858044,42.478817181974556
+6,14,0.3691786,19.956964171869377
+7,13,0.2379096,12.860857491045728
+8,8,0.11872233000000001,6.417861940564412
+9,5,0.032011248000000006,1.7304560162285283
+10,6,0.00066066541,0.035714085044375246
+11,4,5.0520879e-06,0.00027310450067646066
+12,0,3.63180572e-08,1.9632724278501047e-06
diff --git a/modelling/data/abingdon-all/seasonal/red_dead_nettle_synthesised.png b/modelling/data/abingdon-all/seasonal/red_dead_nettle_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..60c3a721aad0959949cd757c2076b13a83895272
GIT binary patch
literal 75998
zcmd3OS5%YR+b5!+f*keGL`3X}R6%;PVFLjRB|rdyP!l?#2f;2)QJRFJC@6#$NGPF*
z3J8HjI!P#Mq^8hA31xQ9`Oi1s#jLrQxtXlx;ys+K<SlzY&#yf^voO0VB6LuQkB?8}
z`nAiq`S=8`@bU4pcL{>uIDhJZgCDv<#x_BBeBFXV?gha3Zr%&>gZl=-J)MsrVF7`j
zzCP;8XH}JT6pwfW1^ET)s;D6T>mACz0q!cNuJk~_r|kB-1_|Wjll+_aZ<~8g_iesy
ze0<k0U$`5JW)AN}i!H6T&dpdRjzrAVAGh?hvcL=)m$jr0YD6a-OgLNaZR&jPnOJ$O
zfLPh(^I{gYhm6B#>K#Y77#T3+a$-HbePnoqHL(%SVz?pQ-J<o>^&+^;1+KxZ!%3~j
z!PoO%Pmgpp5C40}$9LLm#}#k_yw~MJ{CWQ#@g4gs=GK1>_dof3`rpI*PcJ!%{d;)+
z+fh~C%>u6@zxN#w`1f$1|E_rce-EE(|9|(fyS(Tv3D2KD5Ae}Uc-Mqd(QzZ8ry`PG
zi*4WeR}hukYP5Ol<OP4W3+*bW4o|-E=C`3%9C!7&RL;?wuR6B#MzVZI?t<$(FQ4-I
z_4}%ka1%*r(944wUhlCmVqw5oyB7^#?9;e`>`XtKSDpEE*W3cxh|zE78%(NyF0N2$
znxW=3SoSu2aq?}ZZv(`oCB7?F$xh6S8TWR0<yP(=g=Z6v)w-dxxij_mdR}_;e!SI?
z>-)3Q(1lgONj6dLYL$&vOlr+bK6F>4?&OIRAFYaQy#`9MN@~Ur*3Y*qQ1OV&W0p=9
zeLgwSn_-DWEzj=v7W|1OsfzyiRjPOCST!0)PSu0zZ98(iSt4XRAK%+$R@JDk<4Tp!
z@HC<H_J<oc%*^^r8#kwiHaBLXy}!RW8ooRnVp$&^{MYu2B>wHoqtT5H(Hp^|QJk@|
z8!2a~74AuaC}sO<i@d8z{oh|6&*HPJ4qclnh>|+T`GBu1`+SqpUu>CoMI;3&V6X+3
zr8Hop1XY9|*UpFt@1r*C$+xcwAT=m-zRSzAtZ?fz<+kuMk(v5o*p@_@B6FjS-re8Q
zE^~|?2t?cr53gNVV@6d3jNOP@?7ABM=jGL)r9NxDnbK?3*?<0&w;t{(yZ2R0RP@e!
zvUkj_2qR6OAscY^j(8&Ed@t!Lfdmbo`e01G!gqT2_X7g=Z?`m*?UB*#UF~*kL`7{(
z7;SZJZg7Jqe;k#I>uu;AH2P6qUj9ZC@g{tkT|7((kqoK0B~-sQUDS~K8g{EQL%mgJ
zCo8hDkugv@5WU59g!(lJ7;ipOyPY7dMOwZ0Cp&_D%hUSD0-5uYr9gB4o|$bBv4(o6
zP^`!Zogig3(4L9Pp~=>I10B7e?kq7Y$c68*%ZXg7;*mGW$?sUSD#j~wLx0p=oYNF{
zrm>WirFS*btzITXSf8Ko#woB(E!sDAs!Y2oE6)Wp2XDnms`M*W4ZSP0ELuzT?8#3M
zRZTzVnf#kh$01p^(2(KaW~$F?65N2{<Ec37Dy0y$w&+jNvF^#gnYGZzzX&d2G_D+X
z8lk;q(W@v;F?1}JuHVp@sar7nq`NPe(cd?g=E&X=#kx9JU9Bx=6aMRwr0!P8<zvz%
z-}RSz?~wK?^W9J86^hr#qF27k2Cc977cfR1?iN)GULdw(Zy>@JhC@a@+h5D;_(XKR
z(J&im6BIe9O{-#m2pRH!vhd-wUMkKD3ZYf`md=k6^%#9c*5=^8hp=;uqEUE;ZA3}+
zZy`BGUw_3<pRLV}rSVK(-3)~Sg+njiyeUj`L{X%!{-}+hZfGi}!xjcBqiTq4wZV)?
z`jd^>uX_vheWcFew`!5B>G)wUmog3S{*K+3RU8}iTM@KDc;jlPFFO8s1OjjFTRU}1
z?pl`P+fb-u^aie?0oTf(-k;L#&=WS1RgmTo-qu!0EUu4OUTeuEto)8MC)CkkJvOJ3
zaZS{fFTyH+s<UD1lmJcSpO?q4no0F^)?THp&i{^6(apGtJWQQCs2^I^0G1KFb#IW!
z!E>j3YyxzGi>m1EF(aSp;WR{57E;mBd(>!a)qJ7`V^YZC>IP41xAw-iP|Ejc=qXG1
z;g_EX$TJOm>3p_n*NMz_6Mqq5c-;nvMpEnli<T`?aS!^gn22F9&@HDbO@ksztv^~c
zP2E5=y#)=$I#bJ+G`D1D^=oOsai-2~IckwMx@ko~vTmcq|Ev>l&YfJ=FK=uisq6iP
z^r4h%PoM+OdG}*Xxts*85x<fsP6Kv~d9co->s>CZoR!6nB>KM0ijUtj@n(xKx<Q&c
z`?Fz`WwZBy>iMm;fkrgL-3l+uY~7P~b7zAV|MDFlA)3vp-(U9{F}aatnK$huS<J+!
z{sB0VqT_}r4=g~ksH6kw%^9D(xZNcxErzmt4{7fUs`2CQX)7u!sl7oqSVpVYJ2yW+
zq<+esoLwyKQ{6N*k0|YND20g|ZLKfphA(>j2xdlS>@{3DuQd{yR~t0-+nzSGbrho)
zYBtdFr4H}9^i9-UdqAHX-8w>FO&Re1Sih5*o_RA<GfPbw18p2yej5R2`u2~(GwN*c
z@C<dcC}OHomZq(pUhwpLP=$wT*!<_8{n^I%S_mxH<;z#E+TnJRKi<j<z>&aH*B4i?
z3hI|qbG??|stF(bIpkZl*J%AmmHi_jaeWvub;$r!ZVmF6N5bY5PVz|;eaj-NB_&Bw
zQF_N!W8+n}v`)Yud4`M;YDhhD#cxy%S#<Z)?ffNBh**@y=q-81Uk6k_hpl&Am0en7
z(FQUS6B3pTX5yvP^+iva`mvLel9rjYDivDP0_bR6kP=W1vg709O_QRytg7rYmW3-+
zQAx=OdB=u2-x0h4k~x@5!$pZ#JHj2QhQW>#S7oFAM06xx@DX1OHrQC~$>4<51dK(p
z0(|jX0p82(;fAHd5zMpZ4hFo9U#nz?*N1KGobD@1s~AF54W~|Rwj@aFEjP}!NH@Tk
z+5!!y^yD_Vqg!saGa-%KEZ#E)zqg^(MKHSZp7=s&vh0AK0`p}AZA1Y%Qj-LBKDh#v
zoLtsuwSQhg6ql1hy$jC3l)I6r$JU0`e|@qyLN|ns_B7Cw+nzJPxqzJ6Piu_n?(Wu~
z$d2&IpTHqs%ilTG6V((iYh>6HpeYlYP_{7#R{TzA2({8PqaPQQ{^G??(}7~Ufd!J@
z%%7E^N5Pu{*$?n!EY>?MLL{&NF-jP?9<mvy(lC4C<jFAbCjC*a`mF7}nF;}62{d-2
zEAOg%#GVJxyb1>eesU+eKX5s$Kah>7AO(~($0!q+YUT+CH6n?FK|dqD9wv7#WM-(l
zyVX9X8txua;WTi6J&_H7b3x&n`ea#@>T4vJeHE#MBj-8|(NjiCFR<5iWHR+;>Ux$B
zMR1rpV{?A%d)jKFS%>tqMCHs@NW1miu{X@kLrOkD$XeX!&so01wYWf;4z|I*P-rFn
zP<8Q6*+^9yUc4W7lCg^5cGO!9`s?`p{47r-<XnZ65(H`<QzJ-;RR%s=T!98j76;U*
za5r)`%al+`+jN7HQgwzW9xzrXa+Wu8rW$6L_Q4Z~MrGT|(`2qF-*agI4^N*QiQbAD
zH7el1^s9K~c{J^DZ*Om|;|r$n^#ZdjeXt=b7SaU@nK_GB5)SGl(Hw<)cj$7N6<MvI
zHjiiMg_NjNr=ZbHNPReN;zOFleBJC9;eyJE$I?E2{h;h*Ow=!rEF97e`o1gx?|y%s
zw82>cZwqg)Wg9JVY?*G3m?4$rh-G##|6_^wevNk<R>w0b>@*1_TWzBL>YrB`Y{%N5
zPcy=C0(2{k&95CP9r-si^+7vKQ#q{`y}546pc)DdxsOIJB=|OVfUds#g#ZddBBoJe
z>y){-r%{x!pD{c2X?Vnf0dn@|1-bM0N)>GQ<m4nGgByD(-krk2Cu$wDl_n3w%Ls=!
z!VsBU<6h47jkP5MfWm6zPM&NIV-7e*2gfqlHO{4Hi-vYQ*xq=EwqPGQ*PNZAV7*2P
z6t<|2!R|kP1&!SVi^>2&t@J-EtL>L7s)(g~U~ZPy%|BQ9IR_9N%y!v4dhONBlV|3J
ztKX`!1&%RS0Nh}|cJeoKj2w+xhK@>3Y^_fik&;fekjPL1GR$ye@y^7~I1ICzTH`Xo
zJ)Wfh8(o1<9EKY?hK;2(+)t=C;zv-h&CAV(vun<!O|b_-Q~JJ$`d$=^j;;}jx8*X!
zX90v=Ez#iA5<+I!`XleJi-IaVL_buJWVAV`vlB5oxJs=H3v|ywZLEoVI`wk6yxx+b
z9~O`=dyAP)Td+Mc+E3Wp<Ss0tYoazgGqt#h-k{^?8*Q%S&6Gnb+;n2pmWN1d4=(;(
zphb{4SrJ({vWl>_t=}oadFZVjS6KBk4W+Dg(iwZBOY@=!G_0Y)DJtpSIXy9(vrmk)
zlOTLt*{zi)Gm#a`F<HmKbuVq?IL&a+BRf%(Z=awS=!4}h8K@n2*?GluID@(+01@Zl
zPI^1_CYk^!5@pmeep1!;g|~-Ki6|ucd)sxhm|I+XKO=SCy^H|$@z;>=L<y8Exc4wq
z--p}3u@10KED!7a4Q@g8jO-E<+Y{@*T@h(VKq7vqTmuy>B=$IjBB`rocf|We&&F?e
z$Nm6fgBZc_9g`TS%6Zh<iGkFG`u~WYX1O`8RV-wVuD3w)&2tPd$X00*XyBgQ%x@iv
z-rSnm+Ek&j2vTZk_5p436bZKEHChPx<b=<rxpk;doimI8^>|yH*Vyip#903v^2WT|
zwu{2^kkseW9mGU|Mnt`LNzJKAx`baq<6ZY<<6br2AtzXW{6(#}7AoY&=gHg)56o7b
zeK$E(jbMXvkIp{XxzM3bUg7uk`Jt&Ge2uD>nj&7^01KsU@S3lj3YPnu;Z{A2;<9Q+
zQtKUvlei^C)pQx*12nbekqF-(6CLce<n;7OVbmYF&|5ziRJ3Bcm?T+3s-R&=8MAe!
zflFGhh7LSGqZ+O&5nr*y)XmiRA^!aHN7#8n%uTK8WT*v$O_(8ZR+U!LHH!KMaYlp<
z+w_=QS}(>Ns+ev$0+2@w?$=QKc@igtIW^8StZWsNng->R2#6`YaATl26!$Q%BG_eW
zIOjOr>QNM;?cf0oKx=AeY-LyI&So)Pu@0Bw&Zv5|wuzjG1|;Ib0FErTyz{NKW0Xeg
z#J2l>Uk?C$eFHR6vKGRnc`P;I<N>&J3|z4b+~}-;XiyC_KxcMe130E*F+G9d3D(F<
z2EN+m05#o76KSienffN7c{1^tRD43027Is#p5y-Q>3-5^P2hx}%qtc^!oi!=^cW@E
z%J1g{2N$P$#HFQ+o*WK8O=Hp0J;nhV&rx^CCk|h=b_n}WF@weW|A0GASfd=%A~5iH
zl1po%{9UFt)f?|Jp7_8GQRd&fw#1l-Z}y;X+ngt=To`BsZ7r)YCyGOncS)nHyrH)y
zh2$eJ^~}N5DT#}_UFm%kl&VRZvgHK>&Y;WlM8l=gGgTLHxPg`_5oCkW?C0&I(Cnr`
zn{drjAL=(B2}?>$Zls8YL};>Id?*LraNaNv1~7`NvN;?3R#3RX3US}IskQF6mv)XW
zeb6Q~4waRsJ`gYU9;vIDF+lc1+^4{j(uYY&lY3fB_w?x;IHRdtA+whtp$NgAcu&LA
zeVU&Q(R~K$FwD@JfhJ6jLd@aF*`{2VueQxWRp0HLot=No*_oeuA~uPGgL38B7*T;A
z#I*=@O6j$3E*2QUY~_YPZO8);sA1}}|3`$89j$mJJ7MNfe1ZsKpc-vRu5b~^86p!t
zN8J@0NOfY?z%h1&{+-fab$SPWymO^n%Ib&yklMSvzChkv8=uuP;1Gc*$BXjK$AOLh
zvvTO--#P|vj?C@C$m$f^;$87kF&mrQnJi}^opOE=pU<afh28rzqaZ=sWts*hyU~Mm
ziE33JKc%vLiQEtE8*0h8D66_}LPM?thTLNwie*0qGZ6%K+TswCy#9TLfjxGB)7%jY
zuMb}eIP=Y}>v^o;U-9BBNF%ELPV*rDeTgGjm9H%g=WR0;_btqT_3=6w>_+>Er4w>;
z-b2;?8HY2q{ogGZcM2Kp5H_u0F1fZo4^6KVOKE2;RFhvWg<(RUM{L@br!Yw;i}+a*
za=Z0MhnLf26u4?$P3f^>4P_V4TRnA||I=pX)b>34&s`g(*$qFyh9`pEmJee1Ec-dW
zgJn%sMna4Y3*MfF4>N`KK#m>>Y>{%`5v70XRLk<$yGVg>p*ZMX%=ct*s|pwQZPd@P
zilAvAQ!8TC-in0|6`!|6GV6VrYo3fhV+QWq4pz-NogSf4%E{Xle$z*oy5cLBo<)sQ
zk`A7nQa|x}Xke{VYxK`bm?6+i;6`Lbqb)9kyPt@f#knxD^YB~o8;<)|HsuSwO{^s1
zL$?0{bTtuR>tJfIP=JWi4Ie%068j8#dE|J8`*U0t-wQ_|N#(xY)$w<y@`8H$XQvy;
zjC?C8Lp`>ORj|&i$wy1kstz;Z={lgMm^C|dlRaW~aNmhyZdXY^)d3qmUj+^Ey?*^V
zDS#qi`vCUTH4U1fao=N`ScDAcWNYl1CTiM}uz$bZPs3oE2dy$ntePC_UqPE!Fe)Wt
z1(f!=HSH*R47ZF>l5SI*#=NUSDA=S-4`Jcggz@$3^Tag(3DNiSE$MhK0>^lO69;?Z
z);Uz6(rC5O?<!&sSqgHwa7#GRtyLsez=ezunx~pA>$3x0qq0Be=4GkqWSJuyU<RYC
zVA^Iylq&?B9Wo<u9dmmYl$$Jh!Z|HPClB#=to4=YqEa-A7Uq>fvsw*piI*zC&>I9J
zpgOow5nG!h-D83yLfj3D7vL!e1fs<IbkgncGb~+r=_<{)F&MS49PTdMZL2!q<HHF&
zt^R#@g2eFOYcFTvKVw}~#&*l5>bN%LHm;AUn7yDFZk;ks_iNWZ`AhvoDZkP3_N^y=
zjzw9Qbn2~^4-wbGd@^!VW4xR2IjFU^u*1Z5963bq>h=i2j_d;CFhpB>NoJ~yw-iR=
zkWp5w{iV2Mni+Rgp#VwU@)-{@irs#`nx{g3c$jH$k7*L^qvTLGxa!?>lKW2bj0C(w
z`GLgKP#_ec;a9j=uWi!YcP`rw3AYFY5Wdy}oY<g())~eWIUqA^YDA8d*j16zMD`C3
z52?*7svf{ZaXu(&u`29dow|AV_54EZ5L1a*S>9nvoX62!Ac~HWbB`)+GA>Fgrf11Y
z1eLSuIaKckz5<q=R^aI$VA(Qv98`SJS1WTcb91g$Hp^4X&$fF9a-&iaJ%l#NyOPje
zDME`*O<5cYB<sW&MUW}`gm`cx>vLML6glpREDAs?ho~jXf`}r4BZ@9RM%+`Ou;GyH
z+i$YH%R1_Z8f3p*a3D2yPl75GqPAD*DJ%maaR7Ip2!tl|TQTOio9+|hS>X^)hRfG8
z>zm7s19rakV>?t?RM-qFnIn~K&E6}7%=&B3<=WCEz$H8T7-*fqd|xOytKGgv&OuY%
z&8zpwu|AqZaRNV?hj31x6zoZNxNqBI>Ek`-Mtx+XEi`@p<k-P!d=Khw=S^wE_g#Fa
zum2;E-lJsrq$VZoOp#9Q^pv{9)((xKAYuZ9p4KE$YGYgyV4asM&ZkDTWdMyz7s;HA
z++U@V2=>reqL#JTaM>FT?{P-JjG%~;f(uZLE)X(z0%jIA|K>W3+afYJ?iMXE#t2AJ
zaU9tlYkLH~G~H)r(UAzfcrjMx)wy1b0b4t!srIm~)emuN`<L?Gy&JUph>!`ZzXcMD
zZC)%4x0J6pZgGv|{G2j=r^3b(Da&h&Qavbr;S0aBgaytY%BuIg<XY`AN|_bl<Qex5
zyvX6~bPJXo=f2IIaP;>tZT3M%s&c*>J3yRh{F-dlJ*gt-V6?e#teC6K<DtXL=-R2B
zhN+o{`F?#v*-Vc%HZDk|Eww&No|Q_LM53sBbMr%HMo8|)r%U!CWdH(NLamOak@gxv
z)E`zz@2#mWRqD559CcB&$bR*1J*VKvjT=C;ZT$Dny6mrg<bd%;_%!^nb4!Ogr4!h-
z3be7<;JnT?8$i0SN=N8em7Dz<v<+t;$HJiwBf8)sGtT0c--Cx%d%m^!Ry1mwp#|vh
zj%Lgd2lCSi5aO_KWyU)=cQT0EvylvWU8<m$y5T};(7b~2e=zyh)iH8drN`&!8|HIW
zh!d${4}qQ_;fDXH=i_=0HfbY~o(Y9PYTh~-#oPFO;k<&CKKh+bNjf0$6iMFr%&J+Y
zoQ0G*UC73J8{Zg`z0E5vKNd>0t0BYvO4@$R_VWeAE5a?<i^EPuuuegjfj>-sY>Yt5
z{KCjCeKwEO;E6T#Yj##e#do^(fgI5=r?H*<D|ucj*-pYf<iR9FojN?=)v8v&7ma*W
z951pr85$D0d}w#8H_>rx&3d8~)-)c377h>*i8RV)*Qe9Q%m&ODbE1W@(R};N{<*2n
z+qdjEucBV!eM)s;8-qp+vLP3vLhCJ_Js2-OwF|E#++e$}Wk;f&=kU)V|NRekV@@1e
zF{X(G0qsNaj+?D&D#GPLV{G+wVG-KtDeSJTUwda+<&D0k*t-7uq0Sv)>vOH<ndK?C
z*(Zb~IJ3qn##=acutE7_T|)_zUj>q6T~^4Tl)Jp@NxPkfBg+^S+g15oNGr#<6di**
zmLO!QHKDcdOa#UxZk8)feEBWWTjuP-ej!m~kQSipCcz9W3Yg%ek4+pZV?4GC8?JTF
zVQ(B*IjA@bpYSvrNCSG*N{LFCcsuX5Th=MPxJMyCAe!$s%2IL`s3L1SrSJ5W3?mUl
z&nRouh%{%29sHvfy_2|BF}H_xmTpy}?8yv#=R4X!S`;<czxCVjQovV~UtnujC1XKE
zYv{$4KV!dh2AMO0_ir{|Mg_-pWVEL!=tU2gD?EUSZLxf#g=>qyG~oX{4o+wUjV{ZR
zI7wDM0s)N6!LUGREzE7poNA$z>hELB3=k@#ZlNBn*6ikc6!VXq47Bip=*<OLIaOzu
z?~p4m5{^o)m=^}W#7D!G0(&-hSCtIRG;X2rDJcmX>Tt{033AR%2hFHCwb*}ibwY2O
zxWbQsR+$jjwQgreKBZZ&ZL(EP56eqx*pjCiwFXX~`9@td5m3DZ@fYPPLRPn^Ffxq(
z93qjI@Z=5jR^kvgdhv;f^tdUl+KHWxW@~3P)d6A4%!0(pgH2F=@WoJ6`whtaFWqyZ
z@alNm{*J2(D^8_f3;(ifdCe90ifx3W$!PxeM@zLBLS67y1#&0y9u7%O8<lj7?8+d^
zhi0c_*=Z_&5Xi)=q{@VZpw%K0`cIOvg^D%|lz$)rzVjb)xXMUW59h4`nB!t6PssIn
zbV5;dKuwLcUas;zHA>t@yK|(9v;8rQk7gkWX$;+BhcpJNCG!*h*jltb)-Nl+a??ls
zVKKK}K#jS|Un<El9vW%&K|21_ak{WqSbxxws8-4Tinsr%{hqUlgJIMN2~h{X^9%MH
z^z%z1qx{wLnFjYVkVvys1#7d_{nHDjA1T3KQ2SJo^>{`x4Mn74y^T>N(VT4mibgmg
zRb#>-khxP{&ylG;h|?i>$7MFTyI=(!Xo197PrQs?6*HKpw=Abai<pLbJCztSLC}{A
zU)7|C+s7ZZi5#RdDq`JuFi=n8JN~dNQl{)kas2=*vdrNy<jHSOz${cw!<#=cb=@Y?
ziKMKPCaKykiFSTJ@}WpJO~<3OGZu|6jj!L?u({?fSB>tOQ|RzE@u3WoIgRNXeC1&a
z<GDn!#e>r*Gs;R42a+Wdq9YAj!z4)|qLG^3;gfViZxh*2Gx25vHy2d=Icr1K_HI3j
z?})2D-~HR}plD`?FHKXbPL37>=P&!=!-uBJSs^1~*}${dIo$GCL^_ffwesspHgNuQ
zd&JM&oqerfO<J}|Ib*56FhM3Gp@imd-$H?3GyV(+w!`i{K)lr+3w!nIl>x98z4Mn?
zIz?8+)6WtUNkLov#dhk&dSI<iY!+mPpBdnK0i>RRrvNdlr(}ViWE4K#`{~uxl4YsG
z@EtsyVoJjfyiDO4Pi!^33Tuf{$)YD2u6<ulXSJ@k6B*bI@oG%{UwRI=Zry6&0_Tud
zeXf?|YyqK!gxZZf{H?heR@(@$bT*J8#;WTtJ^3rFJxyiC&b=vCKt~w}vo7v6JPDN0
z!SnrKOkXQN>`P{9F!f7}fe<{U)X`{EP2H_yR_T>!h?JdS5rT#f<4M?dEu5MxS#TTL
zE0b(1J@zjy36zLdM>COI8_PNKk(BzYL)_s^gXn(EJ+g*Fud=gI?V3hhruyho)3754
zb^1=eY5o$A*xu>i09039$(`mudKJjUOLc(r)=*m?`ES<D2-CE}bVB9>4BDskp+IQK
zcX1l<T|O{S0;Q?L+F!#<#dWeWIU~FEt>IgQRuxUnes!Or>O-`p0;3K2o>~!U&7jmq
zVABLHt-FnPWRTpG3Gq0&vYSZ5oqDHYa+GwSvVmTW5zKk6#&_swHa&=EGbly?GW7Z>
z`NiiA?}_XzcVrQ`dHH1Ds?OtA;%EQS<XJFR*U;?H-_J~QPI3;iaBfl2KoDL8W>)rm
z^nI?8DbS47qFMwZvK|E^+QLy2l}Ww?7T&b<D8c)}g_5_R${_OxJSIL2^RVHl8h3dn
zB=Ic)%`yt90ph~=+8bEwiCO(J4n(iQ;ZAFkY)-3z5MOg#JWy*NDZctvY=)3JpW1a#
zO1?j#7WfXeW2tuNJtv5DWoPTmTCqKf^e<|Ln7B+>_@HL7LK!UIR)Be)lP(@r9&b*3
zT0Uo9oQZ}RS9%YS+5~YOFMoY~k~44LFEH40u2NB&$SlW*68|n=D*hM?d(M+z%>-?b
zE=gmLV2L}}571a+XsSO<N>QbLG5OW6dla$MU#^s+U||HSIV<)2=q%gi%57KjaA8$N
zd2)M&kczgI*9;;!inHGB3<mb-9*k~PupO@BZ{qv%Jz~-mKh(ro!8SCkglF3`#Mj#M
z)X-dxZSl3_dNYQu7q<<Ytw<jf+EEOt7=IoA9ix~B*da*)`_2TpN6DM0md3;lR(qww
z((g2-ua`MrO_g74+9|6I8R9sU@3AC?R{CF4S{UFoX38_L7#Z;27&YlT<kTv~<HYxP
zQ)Qwq*0gO1tEfplgl9a0McC;N)Oy=-F;J@?owYN9j5ofNd}Mt&8;jhu)kN3J!nJoY
z{`P4dt$kqE$Hgcvd?zUphbot=>i;Sli~>|%n=-yC<EYjP@MW3TP-@B;TN>D={;{kz
zPf9RSsdFz)a$&qPP;Cw#frk=HD#8ftZ1zEqj2HM(rmb6!JSV$s`3kbxFSdMSTk1VG
zNDs2JQgcwpy=Sk%;)?|v?ZdCu-4bkl<33;X09@>w;r5{tCa0m?yA0P^qJl(}D_)C;
z7Eq|2#A3{dyKo$;_Bg(w{t7KSs$tM?I}%#9K<acwLR7>Q4tnIQB5(R{&6LH562DZ!
zxo9z9F{o^=v>Le`)IF`o^A%q3aT-%MeBE=laU3e`oW>hj-rPOqQTMn%IE@5*hn8rZ
zi}NMz!H8Zej8!pF&Y^~RwzjmqRsM9ziSMcXEeRPVHVEJF{rOg#NR`xOc=^!xO1S+x
z$qSaei~&oTZy!f7uRHc#D(-H&aT@Q}m;d4=SB_u+a3WcM`&v6M?$-71`yZ4ng8!jN
zS;>~xg!{E9SDxL4u)ikV)89e|5eUBfvBz9Mq~+mBg=uUQ7g^x<4VDJYmr{4zC&tUP
z>{E07UxAkYcKCmnZF#1|7QFlh7`l_7&U%4>hrbr@OTcTFH<!b@L(VqP2%G=&!Z$O%
z>zLbxuHN3eDOOWcQzVgJkLZ7AYb*bH_J8;x|92v>+@-bBXSntvMN=xzxT8}H+7MZD
zBM;csy3yX?`-W~_;7c?K{ayV~?*H(k;F`8FKwT=8h*xL-A2U93_-g5YuTX6vRG*~u
zH>iKEYjLxm{db$6oT|QTY^+n|ck$m)(S6ky+1Vw)?wbNF<;L~vx8C0{F$vtHHk@Di
zS^cme8EFsV43_22#-PhV&z?QoJp4c7N)Int1cBXg<Hn8K?}eW@?KW%XeLSoB{rmUY
z7lwdZ`sr5QmF5wY+P^`k({2){%W^*o><00fVh}b^(A8BV#=g(b*NvwC{{5UFzw1Az
z2hLS{TNm&XbO!VY>^{(}ZD^PObF$8E!xISt#tPOYm}}#L507i89x4G3=+g<Aw8=@2
z(Io_Uprqi^>g{>I8VCNl1*e;VFs7IP5%!$_yr<RXpI}l+L^ISi5ujY&tNFC5s>R>f
z2EN=Q{H1~awZL+p&fWP>=IVbNzxqN2xs@eecF7=o(E^;KB_0mZKv3@<zna)PR1^51
zMBVS_d1GT^PY`}G9vMl7^ZFS|TEpuuSbe91{_{oW2iJh;-uup2m}mK#y;uN7X7|Z7
z`*$Gc;|T=DX<Ah&c!ME$eqteaw!Ky@|0hBAr78P(+nUFw+eVpJL1KaH#~Y7!EcsYL
zt(QDLz7Z#ig)D$8ySN!mCQEY|9szI8ynZG^+lm+`=ajy^^yG|&h9y~lAsz+NCko2S
zq~#Uhr+oA-t+(RI^+5Dp1RY+|J7U{wMc!%dSCZF&nn#!0i%R-fdezGPe3`d)uhXHP
z)7W=#r2cL8!G5#d{%4y9L3r=}m$k;L_g15mTIv3^?FC>R3{U2OwtFX42e=zcK%e;t
zC{{QS|AWU;tP24hZ|-*BJGmD+1-@ou%;}Hb!eUdMQbDASA7w+fgT_>JCxUYE`tr%S
zt!!YZdyciI6k3;N10%c~p5_gLU+f01kKBv3c7@U%P`CA!x#^L50$@P}K#|tjHUOGj
z78Z@513NR2zXaz!U<JgAgPQP<fh3))TcCEvDsO@I<1zcQi8NS%uLG%*8qmGT{zE+=
zbv3&CH*ha+Sr*>ydS@JmZUx9Qh2<SZPtZcc4u}4XF<mbB@L>vE)ZHAzDD+W5_?~`c
zXze6!z#;Iku-oeVSnXoBNfy#h8vZo4v|;TGZ9?$IaZoVtKZQw&_CHe8g4Yx@+T5B%
zfb8DsJ-kblzmu;Wtt5P|j2o#6?92Lv0qoU^M2)p>6P2kJY2Ujb%78AvP6UWB{-)Q3
zHc)omY&kEl9_|8sFc%o)9|I>ywSemNVPPgp(Av8y4J*$1Fjg2dtdzjkEg&`u94n@6
zfog@Gv)Cze@ICOfcOYgQH|Hf24xGI>H#b*1`7W*(_z7|h90+E-(elj(7+5mMK$v>a
zJCB%62fe%p#F{<;t4*(z0YtREL>avxfFT*r6-u;WIfIOfu~RqSyyu0C5M?YIuAFK5
z3m|je5dG)6E4kN_dlD2?PAL!lj&B1+*dqCL?^XoRVI(I?E#Dbsflt%D&;nqu=hw#~
z8HXc)*|7*BP}3lc6@t}M3ia4_Q~3EvAlaZ{EIBzD9dAm^t~9k2#@bp<06PZ<T1h>Z
zO~}A|(=(_XMd2XeGrl?N@|fqx7DEYERYL)BqCYG7JXIyqaV*js4I<@nLdwAdKXDVC
z?Xe$t#<{3I?noiy?UTa+*<7I5_5+6}3u&IMPw{*rpo>@o(LF=h(^!zan{JcKx$Erw
zu18Qfl^5I_0O28W58F4l@(2(|pI(zClN+QVNcd`!BwW5y6J$MITVo+l%-)YPG<`_<
zksG7xKJ1oAqk>^fr$D*ysNsY!I9qc991h3yoE%~f6SR6<c$TZ^kst`?lejn5XG!AR
z5Vo1SH4FeC@b59>otZ^oR}{cUYu^ws5o^LKbw6EmP=Nmw-YH0&IV=3b_I@9`;=XG?
z{H9Ax&$jJ?=zwV8vTE7&LR*+4^>$l8pv+=#f~&CtJ1Z&)a(}sTYooO1FvD%;4Ui?l
z@_*~r`9>$E>wIePn>*I1+{(8rfAbwVHilP#SQ!<M77%vgc7;WNY7-EkEq^mBXEXm=
zNVjy)fNs_L+SsRsyESkU^k>``jRE_>_9&h~TMG>O)rp37jwa`0u!1Aj^%<`WF*r2e
zkk}_pgQ2++_i@S$O$kpc&6a`$Pp_}rY&1PVo>AQZHP<Y;bGSsn6_ofQoxpKz^8R$G
zgNmwN7f7IE^OAt1KsQ(uL|W)G_F{2Sozem@3bm6&WDV`lo-L4|V59D3d^&&P2ml`Y
zUM8L@5T6PM=lxw;*x?O;yJ#eY_*38S=Y4f3kcmx`G<=4%Cv|VWIp@D=s}(i?kVDp<
zzKNXZk+wsCrqgP~V})FsUv*TCq8MVAgph%)*E-)cd4X8!YnHeF_8gxhy*64Q()^!e
z^J6F&A3a6ya|EQ#%ag>B;l}9b{DFwt4gSmgyw14))5VOzW6-_eT*6$MlXzK>9Rl0q
zL<B0}6txeaghJaYkPpbhMasS|fz<T(R&R&Z)DZd>1jzn8kY>~+)(q3_Dm~tU7{J(>
z&(hxu2i#j*gn)I=MJuma&C2WQ>U!Wkob)iWuUMsMUP7m}HRjs4Dm}jQm#6zG-=J&)
zr%RU$dI*$HTZ5nyiQ#YTE;k!kTwhtnEUj_l>q4Gwv3^R_E@6H`+X89hv1R@jiub(`
zIIeU){SGWV#MF#&*f-|e`Akj3Z6Ji2L0Z{bKpG|vv2UcHZ!93yjW!lvmDJ7Oh?;Mc
z11PMpN0|}ei`mzme%3|ohQu`k5Fg9>i4kx^DBc!MrZTE>J&#n$xMzputCx8C^cLG`
z^)Se12;7+NrvOvle;U*$B_b{<no<x9Uo8qhr}&?(RePBhnzdRpJXq!5usKsxZvN^&
zTkEXr_kD7+)d-sA#!_i?C$a|cFP*+#)+(=r-#NUsLQgWUA=jqZEg|hDf~0Z)YU_Wx
z|9E7^r}21ok{|X?ad$n<*x)sPoGN5#ElV#%x2YRLDR>|#640_6)QSX+H_|@)<%Jgo
z752a`*c`ddi)CMaZ!0c(u8y!Q$r<7`NiVDS!XSBm8ggTL%OG{t6FOL2xOT_f-~&ib
zk)%w{y%3kj@?W#E`Cgl2w@<wYhz8eqIY<x`^XC;;u=;qFIg%dbGg3!s+tf#`hvqN6
zN=`oK(z3^$TG&V!?v@SvvtLFh;4;WI)%2G-Mz=56o(D<X(ar(y#y`m>=)!r4y2y#F
zkXU4%77z;tcxFkwhL`ax5DW`$SJOOqAJM7-FpJ#JI-g-(0}vO=NR0yZ_gn~jC=w@i
z`q|`-y?jq?%tgFQmm(6!3NO|N*GGHV5RQ3D^6{Pjm;&m!qI%Es1JK|;%W$B)E`jQ)
zEASLky9Q82p(ARw8N#k=+$eScf#6(P+4OvB6cucR0_hq{`_Zy{4|*PrsNIC7u7>s8
z)S3dA$13Tt0orF;LLc|DNc=vQtGH_#+rHE<D2&1*XjT9n2DfP8%FUGGf}5X<n@OUy
zXy;UzOHd>QX67`grmb|%tEt<Gmz$PT^=dMgmh5Yh#yOSZhN(_5x9kR5t_5!=N$?r+
zQc?FSL@a-Rrsu9BO<pP?umc{e@*UeI#cR|l`y}%+*RmR>$8qlGdIvKjbpOR8oap!s
zqd)}t3I$nI#bwR;aT`Holhg$)l*K=<%yp$QHQD2!TCnfFt;)?4P~HMLk1RF($A20N
zR(Y?C?jKCZ%IrON1K}5fR!^$VEUGlFV_)6!q~rll?h|T#?rK3eLBO?`7U{I@xK>^;
zNMV`v7Yf)ZX?rqk{6FxFsx(%HY>d=9i4!;{PgUerrDxAMB+~|LJrjVAgJQEJ{$L;#
z`Pry7&w3E=%IGg2Q&bNcEW1bY&H`C)XBU^HW=ThF`X~OE$J*(0q0b5XU%m%4fHXQr
zOe;D^B@Eboe-H9w&BJ0l01@CZmjiR7IZ?*xw*7^<Ua-7iZF#6dh|Gf0LR(f;U%h{y
zGyG&|<A0|(LTPkoy1wn>x1Phb!T4<r7L>pf5LuPMcRBqtJzam!S)LYUh^1GS_r?*p
zb^fjG9iImOetx+1q<+dbdh*LwZ-;v=-T$sS?-1FxyBV7qCb}PCu$h@hja+!~IEFT1
zYJPL*0*@NJJ}9wX7hxehA;|YK{+~Lbfh3(84a(FN?;}7oM%P~?21oVu{2lW2F9}d-
z`7CPx-KLl1ZZEaHD{csr_C9x}-Dsp=fW`QpHH<oa-2{I~G12Xxu?nHxAa-~D@|!ZJ
zxWt0@dOeoy%~Q$BOXgF~{T0uQ9t2UbS;iwg>dbfk7ta}esy!ujI3bJBrRCda{lL<p
zzU)<_-p1<>K?OU(d+v8X1l;4uZ_};dDm>HZmuc(etDcu<S}vsN8RhD2;2+4nu4Y->
z(iG)=pv6;QmGB)SO;V)Q5>DEd-k{_X`$}Ht9!@A)8!tG)KAp_@XNp8f_McOP;1-_p
z?n|a@U+MKk;@-}?Stz+afUf!Ya$o<0OHR9tue3@a97}KK$Nz9rp0sGyst?=pR~kiC
zThMr?$9MYRKd7Jnb51M@A6n##x;uL6dBD#7omYn2VSNTiLUmKvfZT&~JM((_^W^&K
z0@(4^pB(DLpU1`B0TN>nNS=5uPIg@&T+A;hVDwo#TDB(2@CZ^L2GRqG22i898^w3t
zBT73uF8Q`PdTM%%u7L@xw=dQ@am2fqKd;H~67LK6PMUlYiARCHG2K&;1T5`bkYAhz
z<ir}xPAmd9bP6bV{X8$ka}|W4p&(lq4swH)!3-;C=&wg!qYd?^%+MbX8-#m|)P*&3
zY{7U@T59&&kO`mpPRD_wmw*3u4#2Tr-1ont#nvlH(M$BZ#{1gbhYBe%yo~>F@Bq|I
za1sdr1t5$wotI?T&4ZaiQ@24Axe5G_2Dgs%Uv{9Xj&uQyFdqz-O!H!g{O{D=NkRNY
zfJ+SUQh9JmJ`1%C-!Wx`Ug#H)98T<Bsy{dpKD=hxUTE_5Ov9=t@uL|J0q~uKe%cdn
z>l6s`zFr_&3aU}9X%Y@W>rYeig0i5zRN}(&BS{Af78Mt@?C9StUJK&zylDdfRX%-p
z*v@yP@(Ot*U4DC|+1Nw<;^=$l`zOU}dw8PD`DfN=w&wvIwyiIK2gNphK(<8cYHy1;
zPI(amaMI8!7nFpD)gSoozblL69^I(B*XX;MkGeTum+*Odk+FQJXBv9-QokYiFjsPT
zgl+e25V;hWl`RDvUH6%V=An_%t<4Y_-JsJ<WX{rg+_4;hrEXX6YSlyxRd;#ze2&>J
z4CCH>gKik~@-L@5Au8y%2fu_FiB;W}I)DJdQ@}V%c>NhVz8%5`rWxi)j~1~+<v=zU
zumE%;_+-E5=U_0GR|gr7_wt<%Yaz|K$02<zAkgi#%@bB%y~cV!T^KWk<neB0ch_(?
zM)HGy+KnxpR&GeY$q4r=FA$a2^k63gtR73S5QDpnC8q$Z3H&>g*)R&?c+Iy}!#dK>
zn&nO<MX$TOG}3yZQ4KdbAZF!PQyFI|4@O<`0DsbzG?kX-F%x9VUpV%X(faHID$aYt
z{u>-~t0HW{ZNeAegIFJOeRR*M=&rx`&bO6q**rIN#13m26*_K4E6GsHOHzH7+)kL9
z487e+LWpCLJnU85E81Oo^~1>-6RA%bvUWz7-mF@GVk~tFkWKu<q>&$0ZR+<4>)Z18
zfIK|LM5X>*4_z;W9rSlj;oUZF(#Xq?Af0cvkHX*a@;70o;f|MAYM=psx$H53k^zw^
z04sK+O$b`)@iI_d!q{keC@>3id!Q?Cg#7~C3t$)WW<a8o4z)#zI~RG#c7W}M78?hM
zsPLRntMVSu1{6kAj9nJVwAab0zf7%FBnupZ>49~E6G8Uj1Iv5+ux`t@I=R6WZ~As^
zQeuAm-uUnGnY?|X$(1XQ?=T0FBNd;D%0PEz>D@6uJ^r;wygtnAFOlmh5{b83vioi{
zjvtpV!90H;ep}OO4~0Ib{gp;33xRC6*VG>YRGwif89Ylw<ZXy>hJ5DS^zgs_POspr
zSSrz2^?b#BbEysSL}ud4ATJ2szNr7}8%bo@Uj7<)i1nv(?^lEoPhMi-0^1uhv)FIk
ziIk;s)z|GMi{lUW8v3C`Ji)9OYID_HZlxxC$;*AuPT~>V-St0z{`~ei#h1J9!v}Yd
zFTbG;s|vNfw<F=3Mr#M}Ubo1kZl0eEDcYc?f`|C9BHj0JVC=i>9!2*gT0qyRVaf0D
z&2%UjwX#?89i0PYhT(eouzslOq#EGs!GGtI01Po5USc))(_7@vp6$9`2KH0xt7l$B
zif#-^XX4OsIHQ=fSV1;qU>GBCX$Why(GfhnBvEvs#oJh(39{(iNdnaeecu=0@Vh{*
zD>z>XBf253{`AJ4wE_I#7ku>h5zyZIT#^jNO?IfK>boK8fDNHm?7QuZ^y443&UQ(V
z2s4vYgrBj(|2iX)_;r9YCii$caobX72Fvp*WRql#vRU5PP*aeYL(_YTtX07Ch-gm&
z1WLQK_)dWtN%fhASFc~V;Al|K&5Y-8X@&v3RL5o@P%jbmfF9lmO5F$$w{-m91H{u^
z#r*b6H0zt5o+Ny9D0*u{*Z=o7c?6b42^4Udcxd3mmD5U9guDY)Wtn7%-GH_Bw)Eoe
z9mo4FFF#br-_$ej02oItD=wy0XAtEFBs6oL{1HWl5d|YkFs04mj!6g3eu0oV(3z2X
zbrvD{-Cei%5=g}rAkzhn<RUGYpAYI)`_?a|2Kuo!fsuF>{41E5V~%|0Tsg~eBNqcO
zG?9MY%Xg?7Q`y*%{QMs!_|XLM0}aRhxNO~3oql>)_hW+BUDMM){H6Lo03H^eqQ0@Q
z_I0f>u4Y91<cP|Dmye%wt8F;F4N=@kNYqjC0Ryaw?b=)Qu-a{phFV=vtLM+U8y&U$
z_~Caqu=*xucs+$T`LddrBT5UA5Do>Z8M<US1mrX1iSdUGsH<FFgxT8VTjyoFy3lge
zGGSB)k^+Ed18QT*+Fjc)6MsLm@8sD_kN5bi4FYai3`W}YV$9M6%HV|Z@)18GkP`X;
z43|3}2D-LRlY_7mFJnxaHS@Wzq59pEQoi%ALw<NzkHoHZ&}<h$H`8nSR#e(Rt*R4$
zhR^*ZprG{8ecLTzAv^m&U`8N-6C<!Ufp$u-k)Kgy<MbmHcd@_UD#B<`RY2kd-k}t4
z&QG=!_On%c(|jAm3xC0*fwO7$Vvy?D{1Cp!CQZB!|MMN9hyR7diy<&s>C>?4HhLBt
zwI4HXV%7g@8I<oJyyrG2#(sDyF*XR<p`;Dx9vQ588BE2>DXn+|1D17IT45R}jE*{`
zTRds({<iJtz|V(ybEdxzWin%Hn;afQpeUoCTZflxa7MEzlW{J9?C8%x|J1Van!~ic
zlGEc-V_)Wj0SB`qqa(*9&Q}f4vB4F1IR@xR^enpPM1{<8T0uXZn#};irXh(Rq(em_
zl_Vzd8*qO$?%ZciV-_KG7|ax$lk><H)k^|#eDA6SR?tA*mv)KZ&>L?7y=_7LnI8%u
zDqWD3)$&0vtN@9G-VqH_)TDJOcl7?CRWP%plN18_{AYwW7&r}7DCRIJ^r3wY{}>Xt
zS4vhU;O6wJjX^%kQPtWfT45X6c?}3Eg2g_56n=I-!rnsve_0p2+6#s`-2qo3b>=^4
z|2`X<DEobs6-^G+H@9r(vIs_FTRJQ^1nJ4^*J2ZRKmpAuSXkB!9mH4`;}7X{^YX8>
z3XiU1=C-!BKZ31`ZO5KHe?A|?9$J0f`WGNH^42Bj0<XTpY~G{{J9_$40eYg0#wcyf
z_RIpJ9JwYMgt0T&vIgOmfsMt|9bj}Sl2$o*>Gtj9nX_7gU0{;y4iz9fsJW?WygRtl
zAYE$|-O$4p5<e4)oEc#ez!=sh2@fD$=nZM0eNBLL=q#uf8<W@#i+ocl_pK7gM#G-9
zPoF;V{PWduRyv47M*HK>0$NK3(qd%NNjW*avj-xWyyRVFmaua5=bA0BtdaPsH-Hl@
z*s{ujNERAE2Y}8$wUIYy7*;xnx^8OP5#$Jj{H(F<2!NSF;Jldx9k71oTXDv55~NN1
z2AeksTmY<l5*_Iyh~+YCV%ymE0OKsv{CA&=S_>kBou@wRUb-|@kb_KZoXXEsGr$8$
zxrhDLiF*(DC?qa1vFZKwS84`n5hKf!UB@TA%W0q~rB5BG1D-f(!#yk53eWo9qfz?Q
z+4BQdVFPHhS&bBt)65ayTPT;t*>tdE1Y~@hWO91nErDT)qyCJeN`rsuNtw5zG9S7U
zZhF7Arq!lIE?7O>4N&fnlQPNKzUW5UUX`&Ko#KEfR8Egi|2Tgc^CIzSCGc3qDvuGX
zhLM@PsUg=49vG&UA79vVF1E#Wg8_y`qDmvWyO>%VXJ>wkv6=b8&r9VPF<rPL@f>d$
zwT|H2kBO`oWH_$_RdKkjB?$7k0G4B$nib4ILQ1V741he5bLX1w3z(bX+&59P@lUYT
z8pX_B8wocnceH<tXGDYTl_HS~P7o{*qdOPDgefGoh}Z(`&nrb=ouN~V-cR(1j#_Kp
z%o{1nw{ZjSJ46K9h8`siFRS=!pwm_Z$jE_edltS#)obcI_bXnK4ruC}?i8^beJte1
zXit~+t?SaM>MwyZTq~%k5J+l%g#CPk;h)D@z)8)(6@!VN_tOKVGp-4bzwpvf?l$*%
z^N=7!<exvW#&F!4u5%!o;W{QUO#3i)&4ilFc4_4=*eAu_s2ew)-*^sSZSW`>$@jot
zCDCd}n?Wwmb~k$pbbd6pE<yfRgXcEBlV2xwq$7Kv(w4U-9=|QJ3cq)C%P8i~-yx6T
z1OQ{dchpYVzL@4^KV?FOe(f+;s&*T0R{97V9<(l=|10nhcB})4wlk*7goXYDgLJ3i
z=;F_Ja9(|8yFZVo1_$F2uCQ(PqSa8wV;^{3tJBbtvAVDYHN>b**?_Z*&v~^fcqqTL
zUXRQ`H-84D{H-8{P!s%?bg){zKWc>Pa^0gpWpo{gWF$w%ZyCif7MO_Yyc01zz~xQX
zHc{%t+DPrr7uo)PkX*9Nm!pHLKPBc#GpjG`G%FvAaA$u$*sJUE$TlQ|08z^^aHIE2
zycQ9?hZX#lATW=(7V~+GpAuRLX;s86e`p>U(o7Zmpr#t$b~0_{*a~E)5dQlT=rz-(
zJ2%zlK5yTv9gSFj3Zgz-c2!)dF&%*x3L)^_pT$pH!#1opZ;{(?Zm4aoK`k!n_AlKm
z9rCx4=7hJt69m*}62jNga;tJ?Sy)mz2rG!7Vtbfe0<2H~8*gfoj`dd^{(Y%mwATj=
zXwUU+esAZ0*kscWL#h7^pyuyZ6k@q0*^U<`G^Q`PN#({Ee~O2(ASyOQ4DRd|C0ZAD
zOHo=?US8fBQE6&V#76>wJFDZC@Byk#v8I*lk*cUs6c_P>L+QM!8AzLynDu{<0IAvS
z9k%<m-L@075&=sk4}|e^#R{#0Tp!icD5-e6C#MGKY?nun4jRdhrlKiW1f$rVDwjD<
zsF^E_-SH60F856CJnJ`8HRmK8;P8ZS8xq-ux)9DAyJ~u%gc}iT#R<WXKM<-mT!CiP
zQ6W=}Dp4O0RwCWUX_jH?Da-`8C5>sl*TizK>8c>#!_vLu2&)^l%LDV&ly;A6JEI@F
zpFUR#xlrtF-CGD9iN2P9iv45wf$hUZ9k3+Tu76ZCsFjb_gOQ|H8D^tf_dc1A=elIm
z>~~=<R>L0IT05FJ@qCva;|B1z1{(O)IWnWMk5er@1QHc3JTM9<<VA<YGfA|d3InBQ
z3S|)?Rx!<f@bqmAB|T6n3%*x2t14des*-dFZF&~7gJ>h-I^3<KFwkG+Gh^k~T9`!Z
zEF31(dkk|RztaVL0|RO&6n6<r*v?_DzdAL=8{_HeqhUQ*OSTqW)I-l*L<<*=szB-h
zG7eC?)Cr8vaj{V>U$I?BJ2se=9{xl_$sQ!KjMp6Gl|N{9yL<K_zpR739e}!p?G2B!
zx6?RF*ynb00RKSu-j^Nqn`;cSb0f;TkVmmvy<l6ic35rW`=xSH=@LD9KH9VTt+h*Y
z^TW*t5gx6z4WB0~VLUnI{LzXd#+1mvM0yvHo*c&QmQNZQSaF#Ns7fOlvO_V~9rF$!
zTpY4JuO;~{9DSK#7!As;4n2;lofacL{51jg3&Q+TTS<Vn1b$7f#?Y#0OSD*Ti3512
zPp}x<&$B`B(Loe8lSb>Wy=@m9WO7VeH|V2^$q)Vt@CPs2ENRn#ba>xUr3^>w0@n~3
zzE15_b3q&$007?xKwkHf?Rjrqn?kkpbQFqyX4~OQmGmgd8*G5??;Iw3TfxnkPag4z
zdFv4y30&q;G}H~@c`N*4-36P%4WM|iTv5~mJ2eF#Ko4N0za9f~DO0z7jnm<Ex9rHV
zA9fgT%l%V!WQ=`$q(pk|Y*#JbI`3jw_S<drcx4*WCUaRv<@E&6s7{wX$9+&9xo=$(
zT<=h5QDhUcIfebLNbF*H`9i;MhYTR32fEdE7iTU37aLtJw*5hYz^}wo4}oVF$AA|Z
zylHFRA6quCIhmKF+aodhJ!zyqLXVy*=<`)*KSld(YRVhhS!LjSn}T%mJKMJfAe~f|
zi+PbM@VC+~@2`qG{z|gB%dA1zcRIOv+gf@1)EIwx5NuiX>li>`;@H40nF<c*$J%3O
zg-N#hihecSg?D#?XZzB95grXA#}Rt(BnWK^<-YC3B8_pFF&UTdrqC<Fz-8Lk@>pL*
zgCqFKjF?LJ878h(^u-5q9}q#kv9r?4KWgttOW#rVKAQgdn5j?JOLT45gdC0Js<eK0
zA154hAQ=`aXoU=c{3Iqf@;}JpP?78*sdEcISYA1=z*wgqB}Y^2!V!=PIx56pbx$A+
zbKpgSucyGfSeOdcKMXY4s0B^8PcW>lMQ=Y2FdNO<rmCSeFmaUy@5f*Y$^=9Zdn}~A
z-hPD4xGsRdiQ!f|n)t!){u!+yXA4a<9mpMOEbHY+QaehlEZ#CAX9s(<r~I8602{%v
zJu#2Iv+95y--@27>=^42$+YNBq4EUS?-ij7+mt8)KY-%lJ0ciJHs7DGF&d`eV+Irt
zJ;8G-y%Ru``d(Fy?G_RJP>NDfLaBsSg)<C&Gu}yvC77J%WFerh5Y>7`vd-I%Gdevf
zG5>?Bw+?7>4gbbbj&VfLqlAEfg*2$7AfZT0NT*0MYJvllHc$ZxNr}-g7$uFPEI>d&
zHo8M%)QC}ovG;z4-}m=@fBbRIALs0e`?=$~u1{QmI{@h)mWZb-*MwaKn;#eMRUg|d
z6ezco0U(CBt!w#vbvo;zon*s|VRYQ^S^vJ^(KnmzXXxe!YZ9SI;AJ+m?c(o@S9-Q>
zFVhU~w7og~>Ai04_`vVLcp=!akET^Fc-uip%4Z6c(Rv?$a<+%q1&o1A76SrUq`z%q
zD05V@s6#}IKWy9NY>%Bqf6-LkF?pa&TwKyCxbMdLhWXl~QtM#AHTu&oA#TXqz7-O_
z;q=u|;EJ92<HDiOW-QmMUH0{4cnW>1Wvl6rOt`fl^{JA7d90N#*=~O5^W(Y9%I>4z
zLPA11KRcAHrBU`BimPny1}yfuO*dm~K4b1K0E&UsUU!7%CEt2xzp9B`<OxIXmX&hP
z<pFyX;M;&oL3PSa&E=HxnPsx|Tp~w1C``#58Nx;Y2A4wqO|J-fGvfQ}2E7>plc#qG
zm>cQRWD&D7u=W6`NEmeEOaz0kh0o()v7LYO2QTG+WgTmjfNu{^Tb*ST?>jbj^oiui
zlUFfCj$cLS<V;pO_&=FRi~%==G7j4AH|<YFckd+%ISDE_zu;XwaC7}s*bYI=S_)<9
zM~vw5OlYt#1NvM?%dWXzRP`0wy7MA9d;Hlny~WcGajj;Q!G~&q{LbdlpRWNGRvzP|
z^K=uCLQCrjpg{l>QIF?)H)h&Q0xjFP?3-{bu!uM2*puZ-NFm4iwx_Su-<q|-u$nvS
zSh!G>>vV$Y<NimHc2N<WvZRU^!-azH91>CSrOw~44Lmht7d+`^(YNf$a)Qo&=y!M(
z*Yd?306`=Dor9wV&!(6$|E|~=X;!Z!!#3fD#pd}?Ww291NL1_s$X#y?Vb+JAVZ4Ng
zN@b8hK`zzh4XTK@yKD#|?55b%@v<khbpCOM4^uOF?T&GID-44gLPA@;^>kTM;dE{K
zGk5cE=UccdytuS<8|P30;-h<|Tak+x{5LI6y3LvamHELEKY+2-jhb_E4H;H%!sF-W
z?mI@(g)#tW<nYILg4^9oA4pbfR58WzX)>h&2KQY}ue<3ZWsftCX%^98?3hgN+A~tz
z?>hc3Eal3c6CDk&cr&GLkcF|x?DpNc>Jp3jE><RR5od(@m1&4{_nK}o)0H(86iBY|
zp1Q;f@ixwh+!nGRQ0iJG<ukQynwl9qR7Rp04!-1t!!gSfAy=M10zpAa8|K_NRHynF
z0)?YU>pNR4G%q1Igm*1ha5SS{MK1+^tF#+4`(9aTYs7WYP(Nm2=5H=S)AXG`cX%fh
zas<#znFIb0PfndWqHqH`I=Pd=H*Wh>HO^ymEEWn(cQXs_!$$FMk0VfNRW1%6WF?`9
z#2K3%vO%%(@F>$891fkNQSgFr6ZHzE<TJeP!<WbR^8z$O>*!y+=nhV1aGcA?z5<6z
z;xw1whyULfm+r9+biV7Ty3*L2txf*?hm}Dq#P<2as{ACx7EAvz<UW5tw|Fs&Bq0><
zW$aD5%(1vLi{i#2IiX8^<A5NT5b*<)rh3<^6mGL1w)gY06N{Od@acIi`9NI2vfKl2
za2iDIahX`Kva&8o(BzmZfAJJvB^h0$K1OzS52Bv3VL!hAvmu=6yoDbZnq$$(@D<t)
z35!%AIo*Z|+n2lrZ=B^K2ys4N8o24j9;CZG(7Kpnu^lRNgUzh43ly8>G!N`*87^vj
z=C(IC%`b3<hk9CKdhz3_m1Bu%Wr(+KOM1lMbPyG{LX|?mIn)Ne03Ne|S5z`TKmV@t
z`c+?vx+mt}^wgw<!E<Wq^wf6_0#e<70NIX};*3<WIT|W#(O1;KpAe?!&W_E95V;`@
zpAJ~Q9bHJJpOu4a|EmKWtau(r0n;vU2LUXlU$hCS_U0GF*30Hhc>VgHIgHWBm5n(b
zFlZ9+?*T;v?gP+S@yyoV3udge$<HH&qatR{{{uyL$jRcx(P}gQY{-AZ?WD-XgjIcP
zgodAA-BV=wA`-kmJ1aC-9e!O5teOYAP@ci^6yfD$iI$}ih3x)HR9?vatuoQge53=+
za_-lFhuDjr84;xW)$vc57-VK~&<9EoHOVh&pi4(bXz1(f57<?mgI=0<m?8Cd|B>ME
zZ`@`*;uSU=mXC?3&AkeOV;R~gT}BqfF1trwXHG>FvE|zoz7e3(JQ+_Lv4VG7Um4MC
zlS;hPoo9NR-bqhmGTZq(8m-qlj2s)<-Si-QnSy3d&?>~o)Ui%cRqH>oA+a|LU&0yR
z?4FEM`;UVohfca@twY<aD$977I&DuLPRJd<RtXO24+{?x!Xmp39K`gcFrV}+#)&DO
zdleL8_0lRTp!bBIx`@Aqo_U|REP@fM^QARVf2Sw4FqVgQG9X3>B&AMvR}1XhWP*VK
z^O%-8k8gOB<%)(pe@F(}q^<H}Vk>3HQD8~vo%@$c%{|nB^8TlM!ZvIRZlEXRWS}F(
zj=c#G%%OVeXDNpeAyw%`^KC4i+_Kpicd!7cA#~#|5Bpg)(fP{9;NGN)(~%7(ccB;w
zuyJ{y<!%KZ83|v1R)+)CivFN@ai$gPlm%j?{|4?{{@>L|#ZL=4G_-JUH>!7LRkmPD
z?<Y;ponD?GXi=uY?GaZh{|?mZRj>h_bWRf<%e|@w>qG?KD#c{_(#A2$CL8K)uCH|>
zoG>bsEa(e@t&biWs82I%&&2Gvj*suh$+G2H-%C*s9r);o>>sm41`OT$3#HXSVCqS;
zKC<6vs!b<CKh`tr3?);;#NvVuGN5mvUOMGIwA8^%ouIyy^RK1w20X~8^3}rE`C&fd
z1-a;%I+J2PJZn;ehqt>VD9C_C1E#>)Vu=;mTztX)-5(GAH6B&vg_N%lm-k2UD4oCi
z%u#5be-iUrQGR}B49{H2KVKLxuCGhK{0F=~c|le>X-VihmEp`QN4<H=(YNQBT{b%+
zmxk{@l=$iRZ*TQ;PXl4!G8uo<Hw|W=3u==8fo}g_Bm_(^`IS8>5Gg3LzE>zrFty}P
ztd{Y29pA6`fovM0ZgfG6?OI^4V&0#QZ2q;zVu8V^D8`BC{ljIX;;j+ZjK(G<hN|Db
z9#?Wj{I=eLSC)Q;;R{Lm3L6Ve<N1!4$Wo{32yPTp$0BvM{nI3Qi$=kCH=u*lb-?#m
zV$~R^Vl?RFq(<e+@(Vq;Y*RJxo3L4QP!*-{gRB5E@tjZi^0+pxM2VhfZ&Ot_DH?Yx
zWnx|lxez?X1ib{!`U@!h{B+B{3Pd_7Rh7M;Oh1344~^hju?;oV5#y~5oV)<rXBwN?
z;FFUuo%^5N`#3b~2aK!d^7JZ4J@u>{!c24LbGe>Y7Yc3n66lBs7B8X^D(zs=4XLUo
z@_UPVuU!@Bi%B#edoMJE@lx7^J*r<#UHT~u-`=e=-cR)w#QI5>+tC|H-7cOF=|Oau
z$5C7l@%lH=PzzqvQt$l{(-iUx98ZjPuii7qH%*rj<kC3I0=jGb<n0m%E+BDzmOo+Y
zQxSe}I_RD{)I-tA>f6gAX|FQp=QCyQm<kQ@H~(+p<r|+L3D=Iz=^*7k$@uH?j~)X5
zQV`XFv6cuv*KtHvW3Gc@TzDkk2#@A%(~3o8Posfmoc!)k1j^Xkhw>2(-6JRya-7sz
zaw+WS*o&0Gbw9+u8w;nSs7(tnF8lCs|7e<Ds)CkeeD~p;45jWFrR=i9X+k~$d(uui
zmFAQ3u$X{dbHcBq@|(XSJpFLvMcIezjPV4t&a5l#`~M@?c$H8Y21*-0Ea0)3^-NPw
zg`~9>ylh^i`8-}U<p;D+GN6i(KQ&WG)R9wq1)asl;s0JRs{qIK!eE7I_no!UQC)pb
z`Qx>ZL=0Aq;zU%vNq1fMhZCvU7ucLVpmoqR`+H5_ALEz|Fzp6SMkXeM9ql^b9I=&i
ze6rlzi(+zmn2Fse@yTyN3&io_ft){L=tJE6;T0%~k>C;<C_JA(7WBAseGOBiQU5Iv
zTko7*%A(P-jjX$B>Ll@VSX0jIAvTI7yXJM2xXt6mB=vV20jIgtv~Wv7lhh?f6AZ1f
zbmMG?XJQaRWxrCEUE1OoUGKprcED=Pjo6IATCTzI&0RSs3{_vH>8O7fjWew+=y6Gp
z)!F<L%874DP#lW&SSw}g85&0hv|*8#M<G0(=8^;T9j5{XykWy%&vzmoAY$F-M{Ay>
ztxnj(bLT&B@DScb3-7+|aj)_2Yi3xcL@`+2GJIQ{!aFLZ#zuM>NVZE;l{v3Cl%0`?
z!4dS;O_f!vsicIToY2}Ry&yVliNL>P@YJvN82sj2rZ}8^lSS=q)eeDuE2(D&lhVKV
zBv`+^C@_GOrZ`mi)zvBgLE(1R&J*1v`;xy~EF%;2>916Kv{-dm5F*z2Mn_82CS?ad
zAjeiVPLM~p#EIPbdwIALc8;s`0VDE_K1mgJ0Y8%r8y*yj_T_~w95PQ3P`DI2GI0CA
zr8{C%pup^^w_w*<8BEKte*i_A;y)+Pvsov!J?!}OgMLW?^gySIWXO^NUVP%nzvLB0
z>Lq$!*zl2D)+9iHNSzW)Bp&GoOE&M23hy{dLwQ;>X#`olY&?8iell%*wZ6j2P_-7<
zlD4E3xcUq|TfE_brS4*<&Ojsdf%N2nnLADJmVVZ~I^l(-u8*e^&!4Ef+dbM&-lpG|
z#}}ShudbhcmD5b#-xw#Wtv@?8rlrPoeyXR@PQjaG=jKk;Bq&%>=i4n9p4G>@xRIUg
zS<hDRz~zBs+BN(qv4c~vIbDjsgWM(hXJVA$UrFK^&(sQ%b8uTQa$zU8@liwjpf)ri
zg1#w1i`drXbjR}B=oI|GJn!i5f`^W2mv-}rV^3hi_bC4UD<3)ou<Rp(@0$Iyndf%q
zQ1SwHudfF^_Zl7w4O^>%Q%V^D3nWmrin{k4PJ|DvqR=w8LSfJbe3udI+P8)411l?L
z94P*>@Ptm^s)@S~`zPdgP~P0?0&-_s?FG1h;0vj-1OD&?4-SVGfvVuJm+FSZN|!!@
z&sH}k`%Fok1bM!(WLOpda!!$jQQQ#Ou-tU8%i5)ehg~kwqHLBS)w@o1T*#%q-URgn
z{`d&Z0b%-rJm)NQ#^4jvGGaG9mXvs~hcOqiASN+doaB1?inIEzN<D6`PgO(yRI7a#
z{k&FV7hX&IFz(=e0Ii&0H$u0q<|Dw+2-IslYZsP_Qa|q&-50RfSTY@lZGtm`Fu2F*
zswZYhUVfuwY{KP;fiMdyK*$M70agT8A%-^%%^(zS@FKW6hYMq4;`*Eo1+y-5?2k5Y
zbYMOOdW2Otg;E;45>yioG(s8NbM^|4A3O?;*wo@05)@)%iSA&a9}uw=LjBz)A;Zz2
zdvQsCu@pG;C%F--EVeMOPV-!~Anh~2nyyj&i{7dm?Hh&OX8k1ipf^c<)Q#BH<<o7p
zpC8oeY-v{7J+?yhjkxA~_shpZ>Y)9mPAz?0{Blq6_p#zxs2W#nl=af}##P0neKS7y
zmy`zPId!9m57txqwj_DMrt8m8kt@-&l-e)Jg}TCz{F98jDhSZEXo9Ibu}*km{Z~o<
zhjSP$Ba+|7vuwU?4UMsl@qU+d#AdCo%aN*NuDAs?hmnOe%9;Tm{>ckTUn>Pq60F^e
z_toF!%nN<WQyn5^3{Ks%uNrofL55|lgBZGs{dV(Uk8L}qcvm4*pupOFmaOY{j6e*b
z#f}6rK8u;FEXn#9Gm00&d3Ddy9viz3J=TOi^>f-UrGSWQCA<J_^Qvw4OlZKy3E0>$
zxY|~9@t$g^2+CTo;Z4t;Fs1I8GN9<2|8|<0KBNl9{@^%v80lP+qJDu=AX{iK#!zR*
zb#N&yN{rYx;b3pUGp0E0Qe1wXb^kUeUq-06^vt_z4gVwbV17}0%aDKhe)piTPKS4l
z^1NIZC)<fYs{bq9=#SiYo!?{0=6bZ%)sMdxzN4@H(_ssiXCgxyT}(^chU1@nExY4t
ziCoew;dmQe@hmJ*in`S(I6}wyYjbteH_eoa!NZii>Cg1lmNF3sxw*8G-bZX}pY^NI
z-_%RSRcD-^qi|ZP@^$*@9ld!v%JoUd^-+K4*XxVWru9=(a|9&kF-ZK*fTP7z<?nUy
zAI*#V<6PtoaZ@!(t?0Hr+Ba5L8|n~!uMT#DZE|RnPgS&LaFAK6z$}Vwd2=X}dVLzY
zn5qd4oVY~au&W{6ueW*1ZoTTi#fXDVn}c1aj%;=w4JIdkm(3bAbk7$V<OhC#ir)(f
z?|`?`q0)oM0B~rL>=rZ5iUFcD_=?a(J;}#@M)bxzN&XV01m=hjxpIHfO0dRkyTSUc
zmQlQdP4OR&%YkV%LksI#@Pii{HvNO_{$Yts{hNH4LKES#xc!#$IHD`Jx2NF|XXrH$
zQ<A3SD0Oy^O?4{PTOa&-(!VR6Z~Bx_!E<$ECvW!&G&%V~Wd5f9mm%fZ*;};?JfIqn
zaa%}!>(c!r1e;welsS(qF*ah`4A!r7Z@qo*W+^s3=rT=w;PvGl?(yW>^jCo?-9;y~
z90#kuA9KA-eWz>Cbc$l7;I8M`J)=$jTOpWpYhsGY)`oA}o3ItEx+P{xR5_~Q4m|P=
zeJT4y`8i*`N&)UXm1%Th8F(M?mjO{;&z@7u$NNy`IvRHW^Jf!~xX!{QT9B)D9v*)O
zKep@9oAV(ihfPRh_CrWS{Bg=x`NmmiSbLox+|3ajHNXnua3{`yvd**TEQLoi{9ANW
z@ULsAa{yOTF&l_&kyK}ejqSeX$A-sbo4RUjJ%q{LM~{!nQ$|I1$9ke74pxZCTO9rC
z%YSFO4wMz~-T-#l-Q|)yvm%S8mVhfeR|ocEtV+KIe(W*2O+Q-M?|LuZcs){8KNeIO
zDf`V_btRHq3x>i4ZsBO#Ha2SN!bqK*FN6jVm-Mbr|HLs_3`v>!P}ul{T4lH_?_wtP
z@&l@|PsNhxW0O+iZaeopE&HT@1cL*FV70&L<Pm7JkFtyUX2CJ=jRhw?l<pSY@Uvus
zC3g;TwX-D-tX^L6J6Q;hkV2EJVP>Bey^gn+kG$xn_l?B&BUSEo--AZ`og*}jj+K!o
z{`If)LxE^jYcP}f;>Ez=SdShVuH;J=dl@}7+W0%C!hO_)y0*KzcFJQve3<L#DbY1V
zvV%GmN}8HpGG2g|$cy(BSPWLQ&f*8VzEDB=a34d%L_`j@HbJeGr*@>}hem%Lk2t#y
zCQ{*XFv+4ldnRqxS(N2Cqg7J0>fiH<T9otCP}e-H6oC9U^W%J;9?MAOJrKFXBIf^~
zv{MkhwYp(X)hS~o!)i|6`GEn=Pj!7vQzb>SUjZ^QMz*EGe!I2M40=O_253w9Gn~ym
zjF@<a7PXKNRyIO*ul59Q6~;GP2qFgv$jHzS#TSJt8!mZl?Weco<i&7(-s@LutV^5I
z6e~2;0%fYL4s8?lzfX7)8hXFAXLr~*bP)K^l}&@sF6OhrTSYO=3^5VQYn^6KRzm|d
zT;D47Jt`SgU+^mmJOG<v#h;@FpsM#CL<iuH@gHcs8umf_k-IS87cLh=%U*xCJIl=~
zmluzf%waIPKg-Frn&*A;$WzC#iYE_JC2xv7PU-Hgjc{6a`y0ClKt-!R?SMb+hjXYb
z%!scPAaUKPX<}!Tt?LLJZ-T2LOF~BKEh<ZU{IdfC`ZRRgO7FO4x^J#KS(Ze@1DrD1
z5dc62vS=pgX;NJW1I<BlFq7PvZ>dl<KgltcK7Tjx;dP6hvL4red`X3Gvj_em1V~kx
zk#>uYdZN;jR1XUQKSiK1xx)??za6M<gcl^>z8F^4iK=+}(g|^_I>aozY*cp`X?r9Q
zx1cTy-ynnymT2%W%)-V`<3U{muE<(Au6Q`SKhIDvbvrdW7vQ#?VpX8^K`g>04P-Jf
zf)nN2+#R9Kh8Wq4dE;c={Z^|J(G2QODIZW|T%rB3%KT}rs>lDgjuAlp@~sYG)p!u5
zi(1IZDS!7Bi;5s5jMd*Cs{htF0Y0`U!G>UO(17WgbEE8QQ(_~QJ8%I2Irv|k_I+sO
z{}cx+|7N))X|`mkTPF@-&KCH&LiFZ_aS|=3RhNCs(JZ?HACz8%x_m<t%3u82r5hOQ
z7Ax10<mxM+paA};ul2FqEv;{9D-w3Q%-0hn>e#KOgJ9Bu7Tf-bEoZHB{A%Q*Ww1H2
znRK0O|6ZX|(J3c`+L!Qvg<FTa<E0W{G*9zqXg<iLd&AUF2Uh}*uIk(t`Ms!xA92Xe
z<K0@o6YDI{I>R!^RKX6Po8!HB6!)!8>XbYD$i*&0-VesfnD#{BEJoS1br#shMaofG
zw|L<ly1U&Yp&~q+fdlf5jwuy^iVa7zLWUV&8x7N+9|0lEVGSorV|vyty5(w<fWdSd
zMbp5$V^e-$^Ehn2{U4<b^ss8a$5jGCIf+OH345i%a;R2<PrumT%2H|+P=8Am*|fq)
z&kmTI_%tc+d@bs+EW2Dwh)S^~xULu%-*aYm5qiHK`9|VZ*mlY1NB)j)r5o`1|Ffw-
z|5|NK^92S{-GT@np2f|Y#>J73LFtaQ8aWyVd`c~!ST+i9;<}shV=(PEV$)rpA9*_R
z1bUM!t1kBR(f-}bN1y}v=R@T;DmD%!xB_=d&+m`V4^9l3U$a=_;=3L%Ykanfa-5tN
z7%*cC+lw{_JRmP6@q&kAk`yK?|C%Ps8QM5+1F^8%=<|64i;L%P<T|!*<V+G&Z@Mql
z>o|HR>ept0<gEO&sSrOuzutej;M|p>)|jF+px+L*|BPy=F*5qGKhapS`xuXQ*L7jt
zGS3^>DSSnlNVD84s^GhH7WwKj2N^)gV}3frXHq9>s9!-Cn%Mu$t<A4GY{R~E!y0NC
z`c{N2$f=A8Umnp_8qR6ZcdmA6Q(~T;)<Ri~symt2r@#Z)4ofDNjG%y2%kIeM5-y{h
zAEgbo@l6#5Gs!&aYX_Gu-s9z0XWM@r7=UwujS}y8qtcZBE^%sdtM@8%TvmuoJTq<)
zCTi-qn@-_JKTz5-v~rSAaFV{%Ws;>RvqPIjC&BT%Q&BCrmwL$XibHq2mAq?&Z!z*O
z4`J0rXcMQ|`pU(9(Yz_->_DGAYkWT+$|6URtnOr7R0uyPuw%4>BEldX1hT9qZ$=Zz
zmj2}eqHM7HZ4~^sR96FGxp-LvMmA!UDgD~vu@pdBAs#Ww(qna?hHYAq&E^;9PWG|l
zVV<JSyplydPTXW(C|h^!P2YT8C<Cwe4X#*<!4;pA>YU#X->cla@pp`<)mm&9Ty1>+
zYc-G84~gHKe38zL{P+<sP;+BDmJq6sjL_X{CvS+R#$ffHn&;@fYC~J*6gGPGts{d+
z)uHdi+YR1ZA=~VRY0}m^xJ0F{jfD?!dnk*)6H3U#O5Oi+`8}<x|K6MQ<v6U>_j8_>
zWs9VI@L}E%1*xgewlX*J_&*1fR}aPdu?ePSU2%shO=Rf8=r5V@D~4IYJu{}1{cRD|
z{M+7<T<3lx1IFHvhn`;he8cP{^aR{&U|)Zyufd}lv$EA?REYZC@0aTxpR>Ed)>|DC
z6Y|db*2F_T=}sB{XUP>$5D{VCFdZdN0RT?0{#_{-!4VUrTCx8WUp_wI7(2Fmsxs$;
z<@|KzP3hFBqM%1P<|)F<rj5^rS@CGGXrGZkX=$6$v3_F1O<7r4V%GowTVW@2sx}yU
z8Xaru#Wofh@iAuCA|+|i9^xQy7N|FU3JHp;2SB}u@AAr@3kke(4zkype8TwgJCE>l
zfipGFCZw{S_Alcavi?5TyVLJi2Fq0-D-zRcw<4%r3XsJECP*?T&<Llu2LeGY+l|LT
zz?=Th$Z>{?d4QJ2_`LQ=x=!JNGU-`%tb19l-yr%h_!A@dj}DblUO)9dtSfzdb(Vp@
zFW$$*i=g)O;5t(3<MPxfn}NZyx}D!BzR{$#fY+2-)8^L7XLt{FD*@EEUceYE1f47_
zJX*OIMr*6L2;(Kd{&zEW#?p6L+ya<$CjoRFQYrw62C%Vx4yhiAfIV1m43sUe0TT|Z
zBB{!n4`R|b?7OZUX^xb^n@=Tnm}MLNU3*JBZfX42R5D(#o2Wj9&sM~yNP3JS1Naa1
zPnXJ$X2tXQd_Bf84>;#ZzycBQ<#R!c03ASE?*-oZ$O(sZh~ko%10*utfLAUC_`Cjq
z%Vi2g%D{D?7>Lj<0TWlKs-G5wgKH}ISBu%im{Ih!fVw0IX&0w{6%ReXU*5m6Arzq3
zn7g$4M7KDpXO0t`nQ(QLZQI(N-=MPiv~L*)icZ0!hwI*5-SsgsAC-y)T$N3TQfHEG
zvbi)UirWXw*<vCQG3wsJ0m+{T2Y_6P2d0)rrlv{drvVU`92h-Ts}3Z#F-GRk@oz$O
zU#&DKfr@;j&``r8?oCJYN-5LO6k>xOzgdS2(&qtbEzX5yd8`KQWJvTvX?Ly8oBcg=
zZ2wUf(tzYP{GdC58-_1E3C=L$e*f(mu7Eb16@Q5XV7kp~#-cv`)|VF69J*t^{h=qX
z8vfx`iym=ss;FTX@Jo65`O#9QVJX-2qdV)y<>e`j*bLXZER{E{-y&97tdi~>?vd}_
zf0=)Ij1KYV=YO8dL%n=8wxd&A&nAvQ?9xuDOwie(t70E~{Ys#saTw}rMO%G;gMOIx
zM#6O{8+0IG8C(Q0{b0j=w!p+#j~_BzddiqB|9rejBJ-XjD8A*`OW}IkTbzyOe3o{e
z^lnJxPqn(OO9*}|WGS-{dy>*U=)Aq~do9MM9ojl+)Zvd25G8sXEDStwS?C2iP^7g6
zykR$2)X*`ESqO3`+KKmml?i5sXW4^Su;1w~Hu_(JZD-3%IA*NA$1Jbqev6t>WJ1!J
z&I)5wpEu1No0k2>i@mDA6hmp$^pByrNj^pKV7F;H$A9sq@K8BSyf^PG;Q`9-8L=Z2
zx#R#n$H}t=y7NFC)j1B>=K|NSD?{cK2*CDV0EBZb&s|`?uLemL`1`!^SS6K6PS1D|
z;IdmajG)bp4@qJN2<sUi3gGGX0H1h=eH?cFcSg+J3$K|XG;BE%K9ZgFcgq(U{lEDN
z5%0Gw{5%Hd%`uhaYp--5Es%%2R$n*ndA5h<Y?1Vx#zey3pq-kGn4a1e#D2)lE=lX_
z-gp@)DV_eD$$!1w&A|to*}>M6U8s)!Brp8mp&sIYD;xm63oLOUvibROfzvs+Y{ag9
zALi~kbzK%%fM~IhfJ7DzbS_#quhT{60`nIfjZV^iu7UKnv`8Id2)VP4hu>7C)7OBn
zqmv%9|2Ayj<h4UJI@gq`p7qU1o11IWV;kNLgSQHJ1nkGr>0v`RJ;@boQ4!a2nAFZg
z*>U<c-Z<7Q$oft5gg}Gsw&uqhcgI1)gxndSEHRmui05<(`h~_fja-cz{GLZ7W=q(^
zV1`4MmTFDzd^0U}l;g1VaO|2aD3<H?*ue{QQ39`o8?5)NgoYNnUQ#;J`_K<xIT0_*
z3kPS67hy#xaa+Z@v3JmzoiwaC0a-Ti+@K(TsAqF1P_PNF)%eUiNtiGz(x!hdc+)-P
zF+i4o0F#{m_g^`?H9r`2s~qz?E>!-~sdlcj3$?ei80=UX9a{+oBBpiEuimujCa$9x
zaa`4rONAFl1jFl%rO)Y@uS7R$4F03k@ev{rBiZ#0tCbB-)yAESo4)}24T>(7jj>fi
z(src~emUMy1+tk#jt3wDF}%mb&1k1cWdLcD9_Kh@O7Nf?>QeGD3v@M-v)dIitCF%=
zG0~|29jbyyd}w}VeIL##{hqBjcF!Xs>`@$MENYoQ{_f81xxllY`i<8?hcD~?gln!M
z@e7FcF6}^xd22-(QUR{Zv|L3c`mek(M*^~I08IGy>9rk9`w0)iQ`)>)(7*?App_!E
z7CSS#2R!@?-xVDX@{=lS2T9te?!a*XsBlWo)eHe#T!6bnhVyCoDZ5+8x^(W{SJ8Nt
zw%S#)r!^$C7u)0`Sy0SBGnE39nZ*TeZpA|@D@YX*J<b9pi2H#Y@wehosm)u$0q`xH
zhtzwygqmrFaWc>_m5ADZZ9Lc%fiy%7d;Opw0Qq@@hKGB`9|`*8?ouMQVhtNN1<-=5
zz$QsEq97;N!Es+Z*>9tN+bR22X|SX{-KmG|PjlYX?{DBJ*Ph==WIjZ0r$e<&7AOxO
z_$Nr!(1|vy-@+TI9C0!K$B+BKlBTouBnRkD1ex?9avGPbh5_1L44C~g1`9=tWD^Hu
z4j?-&fW67{miG4YFba6nD**?4-oE~SXyjV9HKv6>Z0#>Jc9osjJJ_m_!7t9pR8H$e
zi*m4>&sp^KeS7Zizqa4Gpb#=(!yLBkjS`f|&XT_&{dAL)Lo@fVG7&rUC65*8GR6Q;
zSsXrQ4%DkXfFur?FNCv-Hh-2cfX==c9&JP5bVCFpu6amZ2n6~>pckF5Zj|-^bc81K
zN60Hs#!#<~-zBiG=JilA%!}mgs~U&N0G!P?Y<m68kvmj9Ml{F%mB%l(<>9(F{M<jJ
z4=ElrG$MrRY~8j~A;$K3qaN+e|JeyXq_Gk>#5-C<4)#c+JoNjG=0&MBn^DXz(i1@8
zT&-qRaZahDEV#dGRf}MJrD*@2lXod$64Wt~{S6VoWM<))HXs{@$@EW4L0iK+#~f+k
z{-GZCCkwl0q&CdFLs;}rKy-4|TcDp>LA(*ier1E6&sK5Y9Qi^`U#;jm!~eT$8BBUl
zd=PdT6m{iodfhm*GpObHpr6X1bf*3?b{c!4|5-~E0_k3WIC%P*A#?@MU_=52SD+FB
z4!TnNL`zZ0Yi}O{KcD-(+_!s`c^RQRwK$#}d&lMy-_Wc$Xri8#fFj`<4b5md%%h>5
zSCj@fNp;0XzdUt%{BFR@b+JGv{g<45{IdFsq2-*2?;y0MT**O^?Aw1d&yPTetX{%H
zDk7_33jq<6f<j899c9=kg5r-Xi4*p*2<;?ukDOY8YEbZlH;=-ZSiY+$<lESEC^tPr
zopFg}ZcN5cW^gQ$a#1BCMd$evYpH}2g=>>$H)&oAv~MLpi>a7(rucIdM+xt$q`u6w
zA1dP*^1n8i7!euLS6R;%jHx_%qBmK?qGY=(kn%Ft=bNOjeLEXkr+FB8aNh~jU|C-)
zbr>32K~}S`vxs7N+;FyKBXPXn>my>&OqbaD{>z;UvJl!hCA<m1v_zds#>rgDRow@5
z-lU%lu!BJVGY|+3(0#uRpp;-%p@Y8fB|(t%1wFCp{lPQJEkyYhXjyO>%LHYc&&Nil
zI!;vBw%?@!efN5GUuW^t=Wt5y%?0`?smo0zb42IMkcGK(4(R|2wovvvdF`qqY04Xm
zjojZBmp8*W6*BtXqPr1ERUM~xXQQQiN-l=RUr9l3rZXCW48bprh->saL+@yyH#1#t
z($b<^C?k6qe%_~ckL!t8iMOxMQ;$(bufLwe)@bCIh^VP}sp)Y=Ge>TV3|BNFI(&6q
z4loS_xs+_akb{M3z&4|A5>Tiq(9u}%d>a_h$&OtkH>?m}(V}tMbW-xr+_@C}OyC9$
z&8ak|uZdfE6@UEst{Nn+%lCIh+3%aI+wKsYdyFt!ihRW`4QU?xUCD7tEAF|AhFZUO
zm&r$N#(Izg<~S_HcB8f>=HS@dfe22vp^S)z9lKgla${UAKuno$Kt<Ug)qBmnG>is1
zi2Wz9Zet!^HvPvs6#-}Pq{y6|_1%EBKNS#t4WQcZ<ieTQzuU=M#}@H#l0k8AuDZ^o
zHTrl}aZVWzZH7t=jyRoE-_(1U14{TQ9uLZVoS2y$@Qb`IZl-3(&pgkE`u~vz0VboK
zKIW}DgZ4$~Mf%d+H2Ebar~GPorvRsI@izni0QJISlxWA6uWURoMZAOv80(-4Nu5hr
z;Z1`gzk^W8jDN}}Fih4SLeEsBYnl=-vgsfXhM8(pPTN3(`R*DhJ*0mU;!N=0-d!44
z4{M&;<707^OaI~e)^8(=B;LARrSomGMhR`)1xiR)I()t+UhK)uJvUWHIet-19hXwM
z7g|nT(>i~kHElI4C6l%|ld<T}{9-V(KG{GIh_Ke{g<_w$|BDTJOWp_@kJ&2H`@CaJ
z@3c(N`k(Cf3WTWey6~xlA?i8aYB>Uz32LA{OW1wrgW$MqAe$(@q?TZRXYK*RzW{LR
zSVyX>(ectytCcxW`JC5fjVTmSza21C2*@9z7LDpAfK8Id^zJ0nc^-PdU-FGh=VARG
zC>lM#!fneJ-}{gO9DipkWbCLjkVI^s^KqDc9tZIf<>BS<gJ$Z7&EbreW=L?Vy8T(;
z4wfiia4*rA-o*e{?VHO@5)G$DVHMNEw}6*Wv7~yp`*X9Fc!HNrYMRr!$Z#bP!c!~E
z{VCnNUBe1|OaSTk0Z6}7Xoct9+y$a#$v}P&;xIFLcbfVw3<`xjKMTVb5kM9YRV}>w
z|4<OyZ4{Vu%!aLWM}-e|@qySuS7*KhTf?=l)A=OW|E#{_(EBh#Ec{Np{%2+@FXuM)
z88;+3e}{6s^#>m{Rj`V-CNneptM<-z3n>v@GtILJH~8+|umAT!&O#5u`y(#S?IUm8
z#)<ToUTFk5b<E^>Ku7A*zUc$_Vu(iO-d?m<(|#3mj!9T~j<P=)L;~3v91A=40G8K-
z9p>d{k64G*9-%pVlL4L(u~!g)>RVaZ4;Qd(GIMMN)LNVE=Rj$~lM)oa2v{nLzaPgA
z6?T`WMJb<I>xA!`%x$adn?Hz!fW!-x8xl)K<IK1JS)&d)BUFP`;&#sr#2CtOV6ZZl
zS;}8&bqJlK*{37DF%K&}*m|x99x=QR!2X<B2aUysr}piXofJ~_Gn4V6_2VnRPXxLI
zh@pG31Y~I#k437er%a>~r0&=z%YBG0J~Id3>KGqDm0D+J-K+AC)rE?1V~KfY1w15s
zp*^Y5@Ct~XsK5si4?@31aAO<94|W+c=-vl3*e2^~j>H0*A|TbhaT(@qTJVk;GXImj
z{CUkXG;-^>;x^}|*I$1WsQ%CBDM@-$pMwrpEHn9^s`6WJczT=N^u03I`|5pplC@Iy
z6gF9XhY&&r0FxPQzC)`weHAL8e2f2(di%x@zAehtXNBZ%TDkZRn!B3!s$A~}nY!j^
z8SUDa$gDL?#m+v^Hv7AI<WRe-xv&SuMx+*A;NlRdtQE9PX86UtJPz`Y9`xBV*Q@tV
z@7HhF#p+M~kg#Bv`JOli9Bt?%Ie2HAp-*sV{}L>;W<#kkI4WW(do6jij8fBJ@wpwa
z3M|W%KAh=IQnP@sc8qb!tNp9)m5aLm_rSqJV|Gf<DY{~cj^fwy+cS$x(mP9UX-ur>
z;Uikp-qV9s|5=gbuQbKFUoWs<>VNkU?mzwB{*V)RIO3;pN$~7Hievbib=~BQ%Y#d$
zf5ae*6?lMcT61W`7IXKJ^+FGS{ChM1a_?p>!($x%#ot>^>w*vAQgt3^jeI=Evx6Eo
z=WR*=#0`0~I!%@6IwcQaAlb__$__N7?;bmh5$MOv2&B9$%<WkL2cI@<%=9#rO)Kz0
ztg%xX*vqiZ{>ubq0>q<?0KDzh6?*-fmxZqlEB{lVqqpFXf^Ss~@S!uW9xezSC+a6F
zTc_h2HT$7FgVyLc5o}v7Up!h+Sqqdr4<BNALxnHvlMW2k^OhbMzL(CBv2N^%P*gK5
z+q|@Q0lGEtum!hn#|AkOmqlW%@5S`qhWLL7okde8-K%1w8%N@bu58x!S6@|b_A5$~
zPKW7JC!5YG>b;-XqAIN70~@9dz_2yfw}|=ox{co%%slz|5jb$1rDN=}bP?W5*8o<I
zKRpR<NJEnYnF8^iZkH?VR;b4ru&L4ezOgNb>i+C$PLIm#I-N|eUK>8<SEw*xa)xAI
z61J=L@U4V1zE5%K8uj<5px-aK5e*To$7zMqvsz)0!4QBK8*@WXef4^whiFto>yIbC
zk5um`Sj+YH*vSk~n?tKZW#+R^zWu5)@vrOH$UJn_3#uLfyt#SVFu{BCcyUlvm`2p`
zJ5$N^SM1}@1)3-vmR@q8JD#lk@$UhCh$F|;m9DN8qHuQpUkc}Wvx()Sg9{$@ShSeu
zb(_pPn5}_lz!~Tx2Xv;S_duINhAnN-@#D%e3}AXV6b)u=`bOTy_4!g4SDD2nvzzXr
z9Q!qJFXLa@N!z&XB@mW?v4Y5zCv#lGvdN2zoEJE#G(oN5At(KMb3iTnllPrz$g&|A
zUeyuWe@GGfdo#w5LPIra`k(K<ko@e{_0Yf3ClVs>*@k7lgL1!plPrH6i{tm`#H9f0
zeU3u+i6e@^26-+6rnB&4mu|yKfjsSvh0BA&QS7}K%Uto&BEOBBqN#Q*(2C_{f==i>
zmlSS}VgL07HlE7b>@Uf8Qex2|bk(F;l}%SPFS{)xFaN`brnt#~ahK`ubbm~=`yjL^
zC>rAOfl6eM8&Rk$uFXJT^*WE>0NRER--&=|nT5{eqww=T3$(~0-P)|K{u^qR^2<VE
z)B~Cu0)tNm1HYFxk$a{HKH2YCrAJ2ROYnm_cGEVe>MSmmu;~kwbfL$Vl0|BrKU9ze
zyr6j#bPnQ9y?%KtL^t9YYFa?G=nWvkh#D>T&5~P?_<3H)N(wMxqAWWw$RbuelI;B;
z(6H_2<G0Wf<t>F?m-m_$QM>vxAi)?-Xh!_|lUcUJf<rvdbk+6fE+DsC)W>?oQ6d2L
z%#>ED2#r##F?9N+Yh8@$^P5g1=&w2voxM1^&p2<9X5kC{*<XhLIhAQu=@DAoucU|d
zB@t5AQesn^BcPyB=L)pKUYg!CQP*D6N+{tI=eU4%>8|n=$alcKWbrt9%1O0F+J}2t
zJ;yh*&U?vBfV_T0h8g@)Aq3)HoZ`Qk&gQ?@p7U|wsO!rA%i#39b@muz7C2y?kf;W^
zE-75#+;*1+thH%S5d5CzCkwQroqb!S#vVxQ@)mq1NdiotZa~C!z&L%DvKYyE^rHIT
z*Y{%BW_pX=xa;G+KI_Wf9FsZY`hhvZ?gVs}@j|WD748b|-H&dOv8W8`NmqFxkpTGe
z1D_Avi2a*R*{^G2j__VOeR|ng#q3VyrWNTD1u0*5E$5<0r#<ydNQK^C$1|(irTeJY
zbIN#|#gNa$Yf+B#969VhlCwLPme9ClNvyD5G*74RT(<?bt~#vR3VQx16)^0V8n+6g
zy@csulBApE<iSi91lV}v+L@mvEAWaJnA~+;(C=|G=&d1c?4Q}+LB}HAA?d+y(|=G`
z>rdt)oEmx%qp-K$k9;fcO>TIglo0f!lg(e$^<%`M?W!C;U2L1HX_&fBf6{^hi{j$c
zp8ev8D!7*<G*lX3=Lt8Dvw8K2!=dM*4mVk5`6z{!`GV~1nHB0;F9qe9yQQ8l5MStR
zmDM<kd4C7oc_OHkCNwq+<>(=qr=%Y7=@^6aGcUf9UkXQ2tJP5}jjKD8eKF3yu`L3U
zDCk^)61RQT{Q>#WKM(SC>yIwCfMDaHhv^$&$4TW<E~8Js7O0jX{}+dQyOyxW^${?n
zRwJgIq1~V6&pEJ|eilIM9(8$9IgRS^MXK$#>@WY&_M`cUxz3fNS+l!ja@?chT<_~b
zYDt^cYvQM&pL&FV<@Bc)5LDLc$M7GY<u5lK8+tolIFR%IktS<zw)|sNVz7J)+Sf(>
z@BK^4KhQil!4gh?!HHT%{-)>R4rEB`DPJ-*gt}td3|nyvfOfZ-wVS;89gUPujn2>n
zJkW<v|8gc{i;kTN4u9cnk_CTYx%jKmBR!2|;Ks`_bj2=PO*Ab**f*vgV%}bI`2fJ+
z=N~-GNt+rVDiC;D@1*O5IUwM27WVoHM66`N=0@&!^$~adw=r11b|4<{j;B>O^(F<I
zMZzeo+k0H*q>Ks&gEg_kmxU7UKTYWTv9{sd2i*C+yPr(~Bme4nA_@=*9s+ac7Prl+
zi(enc{sX3!K8_902WQKP<=G2Db)u=KVa-pQ`lX;zlY*2IQ7j?n$vD@yYVLMVD~E8F
zg8jg5dd|tjYy~f32*&&#2G<W%D<%ypY&(Gm#|-_1mv?fWu~9WCD2T%3vA7ceTdsb-
zqTC1=cA#F9gd*Q@pJa9r)V(x953wE^9XIYSJ4)S0kA7|ZLUag2QP;&2$f531wcuVy
zXxm2sw&jw+{aZGkuE=q{7ox1a6uQX%y8cka<pFuCd1<`j+!pyX%MRP<YQj-p;O7x&
z#uVio>7AD`zpT{q$Ek9}E2C=xh<es5Idv}f;w=EXEz0!FhlTA`5#p$5G!I;!0eW=>
zD`>`lc7GC9@jL=V46EjZ>a5lS^v3fK<C{U5%m5~Rsd=KJ{ml!hy?-f3lLKP=x+cCr
zzdR`bJ+@^0F-8k?pE<f;sDG~rc)$8BPwy9>V623A%y$jomv3pDCOZvk<qs<4x0)OT
zH|(81gwwx4$M;WXaUTH;BU9WWxvv0L34RM?Yje)B={2=DZMBg}q|}}o<=!xhT0ySI
z6X>Q?P0JJMTEJV5pZUyIzlauP;}^cZ{X*ZS-Lg09a?5dU<;RZ^2hC(q#8Gn^&~tj;
z5SW1vjK6g&6!ikSLew#EUn%5|piGTTjJmk#A6Qy1`eXX!DEl8668sZw-*oFDd+Y_M
z{!HcvlrT$?@frWet6ckZ%a4SGC>0+~sX%KYv=62jdzt0B5shY?17*bv{fldRhCP6#
zXp8&ZkVP$dKutP{>&XGNvHs<2m5sj|C*I3z;Pab)--90HCzKcbv0c1_|7}k|=vVYi
zuKO*Qyso)G-o-MYmgNG0A19mdQ*DRm>DjCR=slRD->cYmEc3RXuo>Hq9Bh1Kx*l+|
z@+@?%ectD%X>Oa4N&_*l!2C@4tHLF6W@R0c7M12HroDm%(|oLG-OFG3Dr{{+vHqOg
zCjD;=^ijGmy*RaW-{6n|sA58|F`CL;s`w*Icsbs9$+JN@)UJm5s!dQC!nOqi*rkHw
zN(o0nt$2R=n3?~E_Zg=QjbTHNT+kNa>rI9Hvq0MgRD_PirSMLmu!(u`P;}xU;S4=%
zK6bJQ`?6b?AQM{s6?)(+Y``S_lFVYR2G5o+%BD@#_3ezWrGK?Y_148TF9E3dHZ!_z
z`2JtskY4;;@i>ayqFX0wz^*Z>vdgkR$;~%oe6xc3>UGeG=7#RBmbO&SOCk7gPVUD{
z$Est}6*&w9xVi#V@_XtZ8uX&)m#?IOgHE#Do5Zz5iDFzVGB2_5%}%2jJSd`S8Ne2B
z)_naTpd}paYV8&%!>c%@iU~%9wGK;M`DI^@oLU)wDwmR{0LRXrRXyi=uuJ7MF}qXC
zbzh+VC@1ZE#rQUByfF{#@|!;Ij%jmsjbDjukr~bQxxEQ9MEXa(!)wVqjLLC5sl_FW
z5)!5ad{8kAYELPTP76_M>edYJuY-1+z+P;qk@Dw40L@w9bF|>~YK=oRe)ijAv7*H8
zmqHD@&b|`5K+?x+dh&G<Cslt2C@*lMm34Vz0Ml**n06#kU4_ir3k|mpnl=kEl)-o{
zqk$=2!QEHKA$JYGNPiL@1$m4C%f+E7M>ZPOmMwMXMmjY~5^KShW4{%=I|o>TS#%>a
zHF(L^Wk96LHh>%>Hfa1`5VrS<+hyn$jP8%cWMwU&evvD68(Kx?pLGF59@nyL>7zT>
ziQEJ|z!!nz<kSugFK4@a3}AKQLp_0XV7)&7%-n96FtWcmLL`iVcliy1ctY8sWVArB
zMUQ;uI)uM=0sK`S;IB#})Rpt0Sd}&l_+pHU!?4%rS#RBk%$lvOr})~%K(!yB3BQ4R
zY-kybW+FkVTYhx%6rc2UOJ9e*uji9WoxH(%Rmh$n%uYflfOfWexN-za(qZJfLEbV_
zOB<9kjZahO!`aqQu^ZC%zb^EGc0Zs`P2(U8*jAmFIu>-r`*BRg3=edGZPe$35bR-d
zYxa(EZ(Bb6DM;)*el*`-+z0vqT$vXt@-Mk+#{x!qbHxQ3DFESQzvu=4Y`#&+qt1cM
z+odhrOBrWrgRDOZUNWmt7RYy-^K)%J)oCp5(=RT|&M%#msqsz_uxtu&lu!003_Qoc
z6OSsZ8)(_<I)DR~V)}zRb*N9w#=-&`6=dUts{!I{P-tALIs||fiP<&mzlr5a8zy&w
zoKJQr;HPhW81U_U0-pCMXtkhe(B5<#2h@8cVP|jBz%$qv0(nD2KH959aLN#h3Et@|
zv0ZQl4y4S&=6L|RwXOZNGFn?{+j`CukImstK2C!zp24ODr9Wty+#M4joM5z&M!C9z
zo%IW+vaJ^iP5_laJA9`e%L1ZOzka5bH4-qjl=>CGwQ2q<0^bvKH~I~X<Pf0C8ZS3D
zw_`5}fHG!~<tS+65e7cyCGLQwak@=k)!w8T=aQv6vDx^><BS#yO5NP|ivfXq6b~hE
zS51JR<%jw!&W)~;{d+?VH7BXOm`l2#sW=g6;`;$Cy$Mk8Jkab(E2sxdeGv@6%RtKu
z0m#u?8u$=;k~jNV>~J*qG4D_Ft(~X%p$fnx{g(~^i0_kt$LT^Lvp68rrr%${)nU*z
zqj=n{TV%%x+=_0#mkOXbJA{3rl3%VEd^oObV{I+wxu8G#d=5F(;9m<tQga7QVJwT`
zl4DPrnd<>UMg&VkfIn@TbVQ-SB~^f9YylY&`eDd2zN7>6c_Lap?#>bA#k~H>%yPbH
zW2hGpQ#(wNV<2I404g5KJ$V=|<%-kc%wjU@(f$|}l^(c1%|)8#qU0rtIyeERueP5*
zb%2GZnB(tDz$&#Q4+ta^fuAosuR&g1N&Wiwp?U~5rv~u?zGAk7D^v7%V<Rq+)q~X=
zPkT9mHdSx;mdU{}*z?q$bX0|Bs`o*yyqctDhxZXN=nI~#{gPJzto1RV>225|{>T>*
zAtlp;=d(`4UE<fSgG`NA!#%plHb#r1B=M3A;K(kW5}W%6NFCmKcCIVt9a9i;Ml9VR
z?9blDVhBLF^NIEdxN7V^kUpM`FC2Em-X$PhUiNHd`nlR~PhNw(XUF$FW%)4we1zb!
z;Z8`*T6Sp^uZcU*#T`j(VcUGxvPdoRpF`dx0iV4;J|^ro#1NjN&Fr*6-=d|y%8&ZI
z)6cbTkPx++G|WK?V)RQqUXrTOtZ3$=++#rDM{K<U_x5SOAPab@9&2|G=x^_-;pH8C
zQAN_^5=(VgZTk<<%1}_Fe?L@{$-GLmjUi7mo0qi!MKSNWR+Vf6-2MhfNt<_fP9!8S
z_f%GN04KyFhpNJiP&;eSYqvGk@>x5L0e`Mf)^l5I{&FQJe^Jr`=sMs)xC4!9?4K|5
z^W9mm#^6l}pdVW%*uf3U9lH8}4SEr90cM2eDB2RG3LCRlQ_qVgteu`K97a(kj?8E3
zLo+oLuG?ALAhc?SAWfJ<08m{{fFpT+Ek@q>S+=Y|PKaba_JjZbR=3(Tgk?iRukhi7
zvP#6o#OZ0sGwji`$z!N?GUyiZ$aeYY*{|`(^|RoC`HbvoB^`b@x-1beP?$m+<+$*g
zo`~gVKIuuDB^oda@HRX@JJ-{Nm!8t9%fcTFQv^e+tfOz$i$X}wfx&`LJ>u(z?nR|e
z>dU^I(ulmX{*Fz|F};P;x3DJpXnKVV#>`Z{{7dirHm7DE(7ORDZqEF<vppt4&UyD(
z3GlKOJ?tjX2!CaHAbXjEct-O-ePwjTllMSYMp%cgs)MD?$_2f9NPuY+R?AAGUOSVf
zmWm)Ca!9&a4ZB0XK(&cqd{oBE12DbBK8b^D@-eVcMtGS8Zg1y@4C<rO00QN2wc<6E
z%LQy*x)`Vlp7hZyV0WVjtOMO8X%(&+WD%YOGa|P&GMU2YmXrfMBj1FE|J$x1aF+QE
zVl`5LG}>mNt}eSf{d)1IFsya&`SASIb{*>k^n_6-tTva)U{~^4{dxl0Pyt=4ye648
zU2M4V(UA1G{5W4=?>rO&h40lVC1e)PV_E4Hd+(*|m%U%`;Avr!jgKxi0lS_E=iKu3
zG?uFUO!vz!+~CSVsyf+C34ovyzib0IHoahXO<5`cytxIDz+H`p67&k$YWqLrEy~07
zYZV(LHoo4WNWBBKS^Zb&nS0&R>H6L%u94jM2J?kwWqH>@EeM4Ud;w&+)sx}!>SV4{
z4+Ws9a{uKO`uCvk-Ob^asi~=+PgaWb7j7s3&;LAN)nXK@Nqbi94kzE*^e?3Z!BNr3
zEiR4j{`P&PgyP#-5A#e<#*!9@ZjXt9K+FhiIqa;p4N=;+lN!Tky{RgL{|dm_09+fC
zb`dmZM>=z`W4#Bv5#Ki|QF0a)Kz}v1Xxb5KcZ(_RNK`$fM|UxQua%v<2nvV+=H*5X
z)kVwxHyZ98cv%Dhnj3(nOTRgRMaX+jgSJeGeJdI*(YkTnWgv2!7Oc?TtQS+fn1BAL
z5AIw5)&@99dG1fr{y_CR9H!Z6OMrg=6YBhOMMD__NTk0;=QpeX`_i;=?jt-EL=|JT
zxY`DbQVl*Bk8d2J{$XfD`*5?%uA8I>HH?0(ZA1b_j!ceZ&}`{#p%Bf)fS8%I$1NEl
zer2aXlLoI}CyoqeLahEbz0hM+%J?S^IC7)x=7BEUzGQfD1O*vN^{a(7&j#37lqB%q
zh^20EH%`50xG1IbaF^F{3fM`Uf%$@B)A@awjHW@|UAE_Ad?zANj!p{QInKVih<|?;
ztlL>573PiF>j^pe8s5)nv+RFvU>iKKxm?<f8K*q6=~CywtAbs<<jXubri{};`2Skp
zw5-Bf_eE`YAdnoF48y}utx2~CvC&@AeuF5S2AD{>bwa8}*J?yByOANrDwEht$Y~;|
zvE~oL|IBN_z6<8}K40>OE<1Vt0*9#m11mR9nsxh*YF+GQ0>b=u{^oB#CW})`%JOx-
zicKxI%tfQP3`54o<hK;RXPnPZ0yO&L71AcLtuM2_KT0?*D=fr@iWL`SjPrQlK2x9?
zPErL?<yIk4SZ0?KU!0ch(JMvG4?M!*8#Gr`tQEw4=tAT3qvkXPM-U3mUR;|UmOvh+
zQ_1j7imB}fi8doT_n0ASTS#AH;eTm~cRq`)KE$_m>poy5+*0vYvmAprnloB0QqL#E
zf9EfZR>RXE>kY&*ygRcACTiikwUiG$KJx$vj}5q%fks(+wywu?PDV3m6f~@Nd1Lr3
zlXoAFF^?n0XM20Im3MV27~UC!Ltsrau-*@)ivue_9tlvLa)=AGV{W>ocA1*$D8LNz
zEb!$|_jlYoKHgMx?knv6a8)IxIN!vCW&@mT4Xcd5fuUC(Ft|?j`V1_dw4nxAZSg_{
z8=W%RpyfOX#6M8iD#xiGAy6|X#lGt_N{%xux;|yz7#H#U-HAK!DX1j*8Bq&Q1;@ub
z46fzA0Jp5-i3rrf+~%IAeY-ic(xQL$_K7pqs<_w_b)!oH{d2#mlcn)Xo}JAY<a+G4
z^NAow_x?CD%wtZG=>i$Fzkqr<Ku)|qd&|}37Augc-Fe2MNA;N5PGkXKu1aqY6Tu$n
z3A$z64lK~mKNszFgg5sP{g_&>3+YO5(OYlL)aY$%S*+Uval|RK?!6QMN+<$h!*F6+
zbj{W67v1xYcx<3Ld@D{j!l&hIDxz9!N^~zc?iI9hFZp4xW)o}iW^V2;QzK=!K9Y#|
z=@Ckw85}?PmdguMW2Qq)^<C+fA=I6Zp1b2d^*R9b%*_LxIiO6*!+a~w=#l%u!Q`31
z)niKGl^YQ<E58A;a}$_3OI}+(s`ENxDO$qMGTn)YVzzKfzg2oO!|C$b?l)eAi^&J}
zyIMIjRWkMYL&lhil7rn%(d=EyzlV8atTG6#{Xy?;WO|-w76q4f@P|%r%xl;cGUP-9
zvn3geK_T8D@KvMk%mIVGB47y${tGDq?6w}K)3ws%MiV*Z{C4;vYq$LY2l_IMCFqLn
zG=q=UaZ`TDXtu4kjqC9)xAQE$IYBC`+0A{)wi9M#=6-YRbQciGiNU82>Ri(o>2(V(
zAMC<Yqqd5sPeQZ%WE!;_LT{}%+;e5*_WX2dX(?!Sl8|ymO<Q(T|3w-cME+Vg`Y>P8
zJo`*;3)edJ@&iL!C=7J^o&J?C(tEM5qgs=OyN2DrMWAjJzQKFLtilNA<n&0Cz_fhi
zAEVDMDV;8p1UY$eV^30warJH(<$7Gf3Q}9<vi}x4pKQ1VRHC|c=P2mt#AyILbNn^{
zm)ZTm^vHF~SD9HLk`*DZem`@}=l_uP9&Al6UD#+Wh~h@JO4)*ljV_=9(u*QB^xjdC
zE=_s~!2&1<NR4!agkDs74T``<dMJ^O3PM6Jp#+kgd2qkyT;F$oKqfQutXcJ5_bLP9
z5)Mhl{j)_H*S<KRrW;2&wobA#i-YU)tM-{`d8WBc_xJA`E>HHag1D{GBv%2{L_|W?
z>7C0K=ddwHPDWoj0&w2u)o{Xvd{+Bzy)bj!2RvodVjf;$Gq-jq;ITj9KE$B`Duue@
z>9ZJ!Jr3ko+5jJ5(OzH8_7!li{&-vf=()!D^AgjtO96kdWp$US$58u)suo9p%JrJC
z2BV%{Okn{TF$i4m1CAaeCvSjk{poh}`K#Gq`o2@9NeWUK#!Xdc+K1vdcByH#k5Ryw
z$qXi)e>9w{ZK*cZ8W(K&<w6I>-@BYM|J?!~@8x=s5u)yNo$zrt<#+GE*mD^<B2vy7
zBYt-W0vC(kW!o^YXC|wYPxAjH?*5NT`Rb2abbdZS=;qBjys35?Q~^q5y$9g(@cfRC
zE@W)uq3OyO7Aruov=?%zi&}Y9<JgJ6`T?=fJ)AF$`)x<=OQVF~iq2Bu&JG?~vUg#P
zdG&>{=J0P{SqYf)uTCa)wHG;DLtfr$7!J7Tu!XjzWElq1tumGCU2rPeU4Ef&{`B85
z2v?uI#W(auZ?V_S>X#MZ$$Sr}8m$2tpblVS9~yPYD%H-Ab^=<f$OhY-aJL?el5&s}
z{E}z`sKaaY_4U)A!|RORKlf{F`PC5%rU^qM;jsB#tm4LM0{NOacJTw-!Xy<8g_LA?
z*3Yt9DE^G=R!{P(_`SK}Sy!$blYzR$e*5L8C3f5~?Bd!;#($$;$p~{F@4zfr;Y#Cv
zyJ>poIh4s2V6Dxp1_ty3WQE1iT{Q0KP3qt08j#V>HxLHWtE2Z^B*45F!7|(b3qD*Z
z#)W!!?;ERlSnBrU&%N|q!MXsF>igThaa{!>0_HE9l@0K&%+pNC0h8cN8vIs$lPk)W
zpy}~$wLijx6;{CvB*K$<NZ|k#iKuZYt7{Jk1}uHe`+z!;Ffkv408r_XCoggU)eJC2
zbqsHgo~+1$N0T*-*jWmIzo=DIWam0XQ+y~@j^NCfX&Oa9Wqz)Ir^8bj69Xp+Sy`KY
zPQRA^u7Y}%6`k}7F606VEgVEGIsu5FivcU#Lj7Wy0U#X|rPBc;jRkoP2HTZCWIOR)
z{mlCHfV#i>LOwY$aW<$sFWP6a=8-Nif}Th7N6HkVSOcPJOv433&t1M|Wxo9yN-+Z~
z1Ex6g2tk;_YF^-Se=#f#ZX}BpmvP|(JJvD)r&q6|z7Uc_W}e?^(hs<Nclg4$_Be5z
z6`12lze6V?u2ff41qmh_<XZ%RL334)+8E@vzuP*GRThHLOOaRUjQwi<(pl8tip(wm
z<SI+m4_i;nuLGLx{gsM)YI#paKd}Rts;Jz<dy2`U>LZiWe{tL?X<0s|d;Cs!e9X#*
zwrYpQvPjn^50A)b*)RU79C*^XN8)1H&UZq;oZXe*2Ptj4*(&KK!LkzXQ7pP3fo1}L
z%m|9<t3xngwiw?~%K~6Ne~+asyKA4w^GT^GTVf4O2Q;#7O(f%d4GI{nxF~DSk{3CC
zj7fIppsMWPnQ{(f4#DJZI5eeEsAfX{jnMJ8F0ZG!L@x^U#(kTUTU=`01C=_IpG)@3
z+AkdV<DvL~WtT2aWAFJN*M+8@-lR3;h4>ZHS^+|TRiilXV=<)4B_q+5pX{EU0jaXp
zrk%{erjVuYAEm*Fr}U%hT!^hWVK7(`XwyFaZZRY^n1#(Hq3YpuGlGc2L<u)-=`(Ul
z8&dXnpiYg1Ip@y+$to<aZZ0*dFundw*8S0FwUT)~>8(38HIsTp5yqU!&ho9muY%aT
zSNK|nq53nGNu5+rp68_*OaERjIxGZzVo`q}_7>d9M-?nIT0LP4SXVtTSUcmR97Lf=
zTA8$P9jhFG7$aHeIhclzX5Zl<LeuFUN13;HkCd2cXEQ6F`taL@fA52zbXnt2pxU!Y
zVILPmWmn=&;VZg^;m1L)GP$<(0-0y}(NA>ORQ#j!jhh|YYBp02zgAvmV<45T@#!kl
zn-ibz!6E8y)*GhTNrEOsCgko5s6Pf=$RZeu_}AX%sDIA(oHL-VmlBq69^%W_GJZ`3
zFERCwYbtqrnPX!c#&;dAu&q<m1ZvP(`NOe#-lzDC0UKdy0Z4JwaB1M;pM#X0xCMOv
zU_b%8aoUNXN;l2}HV}HQ-1Jy(8L;idH1}ptw~=U0*v9hLyG}h4bVL>Rqz|Q6n+i>N
zjM;p17S8D=IvZ)~_5n-?sO8+)RSBZ1I6qBBh7enE?@Q^Xg%8&&{(dx<S3A8QsF`dq
zKv5SOq<&j<9?;7_egjRK1o_^q$YLj$#%&G@F}XGwtFrK+Cl4|u)<YB}$nb^{le*pS
zy48OxUMe0Ok7c1FYP;v;V&Kz>-_kF#wuX=I9tiVad-3Zq?kfOs-x!L$i=hb+mK!zr
zx=wnuGHOfs2m-i3k_j|i9?EzbbWRD39aGHY)?U-8!FJ0uKe$x#Jw(!=W)ftue_n>Q
z%>W7>&|_7@Df>RDA%-P5*N7beh1dGrcdb)ttIyq`HdMvehS!~R0onBsG_inT%Q$K3
zC>oF)YghRReiaMe^)M>B|L{DF&fCAC@(2B4#;)--)BJvgvW!GYjxVY9&XKnFzL?{n
zi^vGT<UD?JWi+aYf9og)lV<asDMoVaP}wJ7+GE}YLhep=*XU^UoKP3H2-{@=e-C@L
z&{ANOj0BIT5_mZ_Y?8&>ZlC)>OOrJi@_wT`pZ;&BWQ21a$Y~2iV@?Eg$tnPRSs$zW
zW{*wK2|QnR?R89^pj_)TBBbL7^E?mdFu)oRt7xSo082y~`rxbaDyowbF2v~beG!+O
z)x<&^j7Rsmq1^WF^j-K3Z9t>?9^)H`Rvz${-$5={;iawS8^B<wcRHso$8(3I*Db`4
zGfANGuCMgRT?a|~jrCjXBX!mV7AG&G?heGQb`R$CjGE-?XzeV#2uQ06>C=mDs&kln
zo;&BF)=K3;_?P;HfR@Y%keZHt8Vvq0^rU`)?Hlu(-hgHsngw7TFvs#d2gcBsIgE?3
zVHk>@dVZq}UO!^8cN=))k*)t%y>ynMKK2)As+a-IfzK;l^`>edA3Xc3z)%Zta<O12
z3$ts|gCp4mk;20SzTqbs`NJm5vN>UCjkXt37eVyP95tyLFXs7UM7C5E)KCEzWBLxS
z3{6CTE`e_3HV)ml@>XAG79n$ZIoGcy!!+bMS|xAZ9Q*iSG>4ODq8~v{QW}<q(Wa*m
zp{hn0<V70B?_7L;kjVR!YUj`D@w47P`*Ekao;WsARpMf?XzuGXJc;!&Vm^DC)$sUn
zLK8~&yt7*9R^~yLm;3Dm#iQ!)9`mHE&Ik00?sPYa?%a;JF1nh&**tvH&MBu#vst=(
z-5{CUnC5fF?Yh-LvbwDEPJ#p+D{n-BsGwoGBA{HTOItP*=A6>Qt;Ypg=`RO|&qWH~
zvS9W|D-wRMFqX5-FD~<Ne-QKDFF7Cw377djvQ!5hZwM;14k7IvqEaubJ}!2aJLvG)
zPfX2lca1nfCfth@KH`=TXQ7)PTaiwx9YQx$&`4b9^r2J*F7V^fKu{zPC6|6sG~dBg
zOb0!x%6hc%X#Sk#dFJSoXFP_7j}+vsv9rn*6Mo$|@)_5*s@BZi7njP{vkULZf^@ZF
z6X1JMq*VWs;NQ${TIRS+x@c1x;jX2DkI(4EG@vTpT=FRX%$eh|ReOcgR(s{EkWQS6
z?9x&>`Tp4MWTzZ2bc9&YT%g!$rZR0;$&9NtXQDlM?N#j<%NjjY15$1<zf`dg(MJz7
zBCi<5Nrm7FUA3vR`80KB@s`o7kk~}MjW&p{Df9%WLxz$CMc`wSlcTF%PE}FDh`L8L
zxyZTfI~(hT)`}-WUBshLj(j~*T1<NP`q)^3`u+aStcgCG`dx*1<g3X(jp`S<ZEd`?
z320NYXFw&GgipSpZynym`Og&}PK(kAT4f0KjKioh>iMx?@n#!R<eei0oH}o!iZ|lP
zccPWHzSd@z$pkzB6X6DXslQh-Mp^YMd(ap5{|jV>*xPTDFa1J?#+z9ii3O-Xw+*t)
zN_M_Kz}<4~IQ=f6m4luTdDm5^wj>1U9OH|5T(^BxyGflWi5sP@_u<aYuO9MJF+%in
zB!iJF{8SXXN$zyWO{J)61MgF7voi}`=L20nw>m6-zBMUUYjus}cDC$?)gw|zg|y%u
z*?wtZY=P+x@}tIHm~xp+U3s|}Rg1si`n-pA{T2|4t8AIjGYlQyYuG;u%T~D)e2rza
zYldaSka#l(e3jtBiUs`|`?JL9JCV;|vTr*%1LyzktuLveh_Z8VxJ;gL#GB%=*r74&
z8eT10W|P)V`e2(6Z_E?!4B98LW!46)S7zm|kkdj&nam+BqUKRM_+n1WhV#DVr+fzz
z1-=RK4Y74)fb3s3FlejkqoswyTni=lY2{|?<~6*-RlEd5;gDBjg~Fyfzf*!sA9S@X
zuAs(SfYkScH-z|Y2k8`zv?5166eDhLmMmXJ+E`7L2eN!P;vcTsxBA{#&)4n8^PER=
zYi-VREVUkW4Y9G_)M9;q(FU7$f(V~tL(|(9oM2JKCP*eJ6)W(0-(P3+i>czm_1+<?
ztdV~)ddz`WaqaBqBY{8S<zuLM6asm^e7#Ig-Smz34{SOGQH-e*soTB?R)I}Chh)-0
zE5&&W!82M>U*u?_k@wqO%X6#zpNWxS6Z-5k8B^TGCQP2xi&)b5ol<StpJNH$oYzR$
z-qEc6PnAJ+e-4@53uy@Kb=Sl*B|=%pKCsIR8h96a4SHmZm3<T}KNHGvFgJ0@nS;~W
zmCf9UXd=jq?XTj!uvx-9+&d*KT!|W*xBG8TL}o~Sy2fr-C|jgoZ8L6SsOps4ZM*I8
zU<*j!oI&(x9!%E2^exspb-_{}E6%S}-a7$ybzE7E4QqQYc8ro(itEPyAFHW)dhWG2
ziaSJ6>(@i$MVE5m&qA70`^%Gx%l{5d`)lQ&T#oQ6zb%@KUqkY$^wL;DC5HfG!}zGp
zMogt^_5Y3ta8bI*>%ws{iLBZikP<A7KmuM$TwPOIv8QQvl*r$qGIC;h4bor3&Bm46
zJ{1i)%-8v=Q~p)O<jG}F+*cAmS)~s`z5a?B01%c<<&&|fZ1pJAixN-}Th~nvnNGEI
zyC4@D&V9XKN5p1KwVAtk((k$h5tDVNVf#Au?sk0OG^`=3T9v$h1%LP${wx&2*Nqy{
z@%kfN3O1>ZrC%ka+rynaA{^OlF2i(gW?NOdU6>jeKq5b%5t_;bw^g}tE&3p;0{h#`
ziGnYagXBHb91v(KQa&JJ5{=GHtes8_d{exkw0Sy845K-K>7uWCzi_TUl;UJ);^W5d
z=9(sQ|5AFrN=hAFnOx_GAk3W?8I)D(bqtrsGBlS0HUu%<5+lS7(#Nej)UN0mg)Ee4
zscUHTRaGB52=-Q|jZ}Gt!DR1ygl17aoox1!N(yx(6EXA1iP^D)U9vh`6F1$<G0Kt>
zZmVHg?FO_#$Qr=<P$+&^a&vpvf&!2+CrwMQwwLsE8$_6YcC%}acgHL37%Gi*8Fz3y
zAl&L|UV<3;f&;SaFQ+!u{~Z&+lSAjn4{{T;oZRV^HLO%j_TC4@Ja*|#ei1`W0uDiA
zJ6GRI$x6?)i<F4GGQB|UW*42O#Ay9_uXIY*rMNT8|2rZBbVL(zawgE4Gwdu@&Rpk<
zfE{uEarB6P&Sj(lrn&q8o;;K$qCus$s^BxfcBs~`G4j`5Z&I}mhjd!bJ$&Zj-FJca
zGc$VI09`7YL774s@4cr3lBMqeF8)MylDm57@ld~oVF7)=jN#FNtj6nlUUzuwwy#H<
ztFblyT;jd)mbIBM<^|omhZNY9?09%NCMVt*_oD~1-CBImKMm+asFfF8#=HMXlLY9Y
zP>Fi4#|~{(Pi7Ys4(7};_6`2(h;sOnvGd3v?iu5stAe3G=T$cKMy|wNdV^E-kvu5=
zdNJv;l+^pWK%c7|327#Gpqm-iDjeRViD+h~TA#k#wP~Gv)%^Q-SOBil0`puJpLKXV
zICwiVburh~PMyx6$Q#+HU`50&D(*<3x~%U4`%>)VKBWdiyWs)a(>6ECryrp%I_KDh
zqLHnm3LlKg%K?9+J+$j^nGtOtw+`=Q^K|{W2yL@^3uSI))Y$z9N7MZ8=Cz72Qm3nf
zx8d|1ZsqvvavQ_uoW0)bZ?p~GQ-{*hDbqGd=TNnOw4ddn_B;E}vRr2w)sikuxs4oL
z=yicI2Snh(Q^quI5^7s78%x=qe-K!fx$E1sXp=Ue1CN&ZKHjE`GpSJzNO=Qk_?d@5
z!>?)5kHFRKj<PoKf{*9*i^<u&$jZC353h;>WedgEy;|3{W)|FH@V~}~gGj%|5M>C&
z(N=WSbX>5;ls)H|Fy%nf7W#hv|3KewFqOY|+4vaxoi=zkvu(YjIrCeNMS0QBtq?vi
z;ztgh)og=tao;Vj{lE<U+fS{6;;Ua^9_~o*cTFW#_j><%g6YiAQaXBZl`C)utlw~y
zFsEAAK)D^L7HJP~!&GmHcG}cemOnqXRCAX<CBWFDvbOg6t&hd&du)Yf?hdrH26Tzi
z8|VYhT!D@#`#K6ebU$ePhH`Y8?p#F3#~TCRZaG&*G7Ma>N*x+8I$F>HbRVJ5wn2uh
zP&QspaItJePbui8uEor<IRXT_x`OP&A1N)k1#PWwOeB4rQ$_7;Ptn$goSa99>dNcc
z0)$V`TuV|O!gS*n!>jQ#X9i-ZHdwQKw6~1H$1bs`gx<jJQ5%V>gE#)reYru;*@6Gx
zgc0Q2(oTxuTm-dQ+^m7g!D5`}k~CrH4y0z-Puf(VLmt_LogkZ0u9@uxJ~kJ+QOFgD
z8rl|fpf&8H#n}3^p>mY2D{xo+lU*y&ORd}0$PYu5=K>1e8|T17tf-eT+EfD$t7LQa
zt@nYmjhAAm-O==7u5Fj_%}<&`aLTmgqpiy!y=MvI4cATRA3(BUcp6x<OgmR#VXZne
zK1YLdz97_*?OKnh(ip&61v$khYK93Jwwx5KmQ6XOP}o|ZYw|Aprk}&KVSx=*-WI}D
z)t-e`xhA1BwxtwZG@xVEY(WQv-u(Uvm-{BrD(qZbTunDW#$J7XP#O}b{fv4r$Bq{%
zTt$`+*}bWt4d&{9yAuwjDm|bQplnCpD(0w+YQghs7~$L^J@3xCH&e5$q@7=Qj?f|(
z7M7e2kp;p6t$Hpy?}itvm)9vSF2Wb2`W0@vtc?nE`Rdz9h6@5<wHC%#7h!AN&RcRF
zaOz#7!0%s{`Nxvt=Wf)Cz0HBcidJz37A}t^=AUflW5)|7BbKLygwGFX*3TF@D0qGp
zqxt-2#gd?Rec|?*u`rYdsVq>OtkcD8bsN6W(=7rk=!_@N^K9wmJ_u4rsJICU6~;EG
z5xr6>6!uqf)T;lK`gx$KT121hnhOY<X|oULJ4=*kFu^<j9qwD)ks*Tz?QuI*^~9n(
zTe}o_vnFrhS6i=$jpgqNw&iIb6}@J$<vWF!@uWY|4nK57t*N(%7lLfA?inxR2T_8)
zg4q7do?)@8Y7Rc`<`yO=Ti})x<w+`}C%+dIc3M@q6VZzvDR21*IT9HZG-<p0usg&j
z92l$}nM$RxCiK|wLeIuXCp^7PPnbguJijtCecDb`P_d_D=y2aR!J!uhCKh2+mPLbR
zxNM6IM1qSq9#{v+<yFLh*XM!tF~}JIIEns^079fZ&g7)}G%xpiMWG54tgQd~RW+UH
z)wu<cDNi-78{Y|Jww-id%)4Ihj7NmxarA`uA4S}93tCCUVCZoV+Z+hV_#9X?g@G0I
zNAWnH=QQVl&K12lu0Oxy_G1CNJILdz@a_ljt->|fXsR3Q75kt+RzczSe{cA2AeAe2
z0=IbGeSz;$f@?kF@Y|_f8oU)jdJr0hF3O3^Yu|eKY{XYPB<|AgqbdfgCUi3i=Cn)c
zrEV~xg%le8XyO=vKn@Km6%w_mBwgmOS4xT!o?~G(8~^y@u5?30g)RfERzuVOZDvz#
zO)mE8k5^L^M8l%ZjOe9A^DUokY!m#O^elN3+!V|MI94r)$Vjx0&B%v^c%aQO`PIgu
zT-aXNP|U}sRF?yOAx;VkIhC_}Ot|+Lk;_q}aOd=={R{NyRqEq>4(QG53ck7y^T>Kh
zr$2TnXnYnQ)ljR!WKqBQp_;QYO85eb=`nE9#z?bap2l~1u9de~>)YtwcA2zG^+ojt
zd>NfytE#Nl^pu9SBMdspLibBjeom~2=`*<NV<Hg7_SFmEy$=iXl-wyh1G|`W?-=Re
z_<THhxWRzbJ7I3BudsWjaFWnVW!ixka@$;nw&VfH<V5aeld-jE5C`igUGlvys54zU
zIlo|YtH9OOk`s2Zb@q0qWOh|9ZLAwK>WK7Il_!>$dk<hSEhihY5(E%lyl^5|E7Tl>
z#Gye?GWh2%eypJ=p;zXO2oG&aCv1gm#WgVtdJr%vdqp<nu1?jfzpAT&1L#9b9RB7<
ziYK=(qrI~Hwrl#5lc`yM+~QCm;Y<Z8?$2}Xa#tMclI{tHt@(XUm=Evm>xz9gxQ>D8
z4<cIb-D5=Z`HZJYL(9PqwD}Iqthpo<q0h9v;)4|gNjc$ua}`@fhbVt}=qmO0$AXOt
zcp`2$b6gUhI>}C@HyJH%qwBY?%gf_x@tA(o2Aj7+2%j`V)0wfu?`{q7$f5N$grLI9
z9aCqVZum$yXfUNUULW`<S84l3`p&8HQo-Y)zXG=oE;+NXJaT1Y9)%OVPBU2T7o|M+
z{$=g8y>lbsH}>1VhhGg4aVkz)Smd!I`l7DWTF%Q~7niY_E*)J2xBU(%wh3O@e{Dpx
zyoC#=gD+dr4#cNOyu@4D#2`$C!hC?!wDX_WwssH7eUxq;!);6ThGZ2P<<jhjFU`%4
z(`mCuoN&~<2(kyYc&7|opXGkv7^;O=wUf~!bv-GQ+hOmnj(;Clrh}ZQgLtzYXjjgM
zN35a>7S^Jld*zPkr(H1;sNW(y0`Cn@t}%X#wQ;rPh8cFY&ik4)ywi1QC@`%@eiN9R
zg?u{?G!TUh%8N9#nT{v~L~T)rR3@TpAxI}NSm(gSk+fpyI+nGvU}K%Pa0*sy;FxWu
zKaDR+di+G@U7<<H=uh%_A4w(l4SEOUk2GBGv=tI!hii#~!XiKYYW1LGlLmImEQs6a
zeO?*Q=K-ZVBh|f%;fV0@0HKw8L-MlhED!;T34gVVdcG-{e1@O5=a0^9gy<!G9H3Bp
zFjIfinm1Stc-_rbR=^3)j+YIB&D_0oaZroXwzXvW=Oe;15o1A_zBV}V*u6s!in2_N
zJ5I<~wG4u4u79>9p^1L5%r=J_F!?M|ye-gh-NxpzT4?X`a87mE-!SJJk}WzSIz++g
zcy5x6!KbY+Z?wvg$`&M4um8WJHhTb<$W*3qD4=veWfpMk8>{oL_lA@g(Wxj{5G_>{
z-XjGCcVV#10_1pmJ?RaII_OXPIuC3!<Fg!h5&B)!Ug}l@ru*?9QE-G9vJ3X@w(`y)
ze);l-{JUaUI{vFW%a0DofPZaJA0bEBZsW3oq)*jtuhW)6=diFK^(N$p$v#;=Eo?_-
z3bd8%Z_pwL<*>P9xricTZ^9rqa14))i5uhX&sKT*z-DgS8}ADyXvf)frjoxZjRvlC
zM3*7M(!7&;18}3$TN#zVz5d%z%i&ToNYw3Z)WOI)D$qLkOT^<@)`fASpo<9msG|iU
zfi*Eh84l8@A!H-pU2F&bi~i2t8Vybr$$bS`K2CLSN&whX=!r=1^2Ta>BfT01NA*p+
zPjTHwkgV;J4ZUMdZsYfwAZ<deT`UnM4&=n;()x#nHTpXJmeqq1m?)|co$?rELX426
zpr))`CI=m|UlB?rG;DaG83#cqWMrX2GfT1CI!~_BSGx=@Yl!O^6~rAF#GK71bcnli
zOy*u0Yx0n4b#iae!07ZX6Y~wO|IQc+ozZGt0bW<Q?W<TYL}@%P|9CRfuyo35;~#Yt
zNJ=Tn4OQ4(n?(4ssnRy>UZ*zkcY>Gfl`>?T4w5*h2s5nzE%o4VDHp7Vo1cOW!(TE#
zl;kal=|X`TX$4Qa^p0f9*Zu0&CQcSTE^I(Y<d^C>Cr6=%_IE*a#uFx9wNEDn;suQ`
zVfn)owm?rN=&3$NNI`19i8o{Iidg_1IdINem8JpRe8<s)U{b6)f@Q%0J16}%xtKS<
z+>i45%OlKb8ewVGioa(+VzCeM48$%&8YVM(5c9<{NJdPBD7NvEY0s@kzW8d>*-NwK
zr^!(8K^dtsdr1{5D$Z4Kox4P748bny3@w96TH?J_cM**s<60^N*;G6R%&_9JnE}vy
z6K(M}E#OnufzUsSTxIB(jdZo*gbk%wg!_Hae~}nCTkIp9o-$89AHCPWJUjxDIEl^m
zTHpG7|C0(}7edG4ny1TRETiqVICd~jc3;k_(l(xPbFCc7&fF9+)90FX$C5O9{~fl$
zmWFYYK1ZXYrf$DhT@Kk`CE)Wd57kTd5hzpQTe6SSH2GB1vjox%+PiQ2zJW&YL23P_
zZ_GE2gp$h)5<KK2^U`t^faFm=_-29QQN2MTua}yGMA34fHu}&oXhY>H)BE}j&KsVO
z=UIrwNkJDWf*@U=eWd=ODLo??+c<z+TJ#xN(nHBCdKRiPInat_mYyGm8PHHDkEYpD
zU**|P&j!xltjNPX1$m^0&qCPoHQd*ZWq)4ZBn`mN?+aXS=_7J|>mIbVDK+r)?EEXp
z<kZPzp2ll?$+J${<3g0(4}UD@kQemrR-O#lH(~PZ?1hZpFW|!RD=P(X#}t)@<nL%Q
zWsOe`WPJ?5Hd{5}NxaSjCejs}H@!*uxOT!H-K47nr47vOM+V0rZ&gS3hf?)LHT);5
z2u?)uz%j>#vI{tEC7E_fGLmB76pwpqiOhM3j5lZU-p-#Ew7dA<6ApX@j5vO*;huD5
zllilOPZi3)%<t&CgTTUZCK!R(`uSDfnE3ZKU;~jU)gvT0k#c|mf$PzG%OS>}#3*k2
za40>~a+t#~clmZB*Ihz0@(E(1)obIlxU2GB4qTp>Z|FFT@ow6Ju3TV<jw%hWrB43T
zy{d$I4fxgrzl}~Gyr?9e|MS=i9H6_-$hqe<i5eED7qguVamh=37#a6QAq*Jb#txPj
zV~+kPQ&n0gVX;a?e4NC~?q4zFiLP*GxWzd&_s0_?odhPOtO8{IMGI$Z;Gsia2dB6;
zoPa9%MXuJp?*Y4Zw8iD!g$)r)oa$L_x_O)za9c!N9;!E`yjB2-XGz@3JO*w<yDK2@
zboo%z1-^tt2&w}lGJ_Y=TEk=K*cqb~BM+(Y++@8g<V8u~$JJS!Ay!~smnrBy79=zx
zCHEUbP^{Sh?Fuq<WpP<TuIbjLIq)nIpI+AGDcO7Zm9HO(!Td3=kC`tnt!Qyl9Gb_o
zCnG8>kykexq*fj|Ab%(5<5d2;AbRM6qJ>14FexezYKKS@zb<83=oS=q`5neOGs^%4
zDF43Zs?w78)s%p+Ku01w3(N4Ac=D!A+?TXb$`?zgu~PlJnJ$M)Wat<W#M<_;!rtW-
zHnnH(JLC@XN%Y>5UBdOuv#Z76`9Hc2^RKdxeh&G(G1TX-{A7PmA!fDPPTIo3t)tUe
zmDK(CKMKhoV(Hhm-hRkWb#TD;y)GWmv0k!NLEg<ujxp1R&GfWq;q+~PYS?>e1g=DA
zfnbpU+zL)1#@eaTtQ{t&o!ftoxb^_-DZP<#S|g0R>t<`J8fUNU$`6@%(JBu>(uACw
zxdSL#6K@nEw|`DWo;h7<9lLaJPi|KkMD-FX3WDNp?(S@C8a9(WbHn$n4It@M0#C(b
zV<fpyg-hb@#-_r`kE|sA`k^YbT5^qRHy^0deqXyRC)bSnMKb-g`F6_Y!yu_#N4M5{
zU54kP%Z@>{hG^CUC~H0g(Zfng6$YU*urm8ivDi2A<=JWmD5)r6EBOzl;z|s#8SjuR
z*7|In)2g(#3u%?h55gC1a;lZk4|gQ@;nZucX>GdDmIQ$v@OV0ca2k0qHg2zOzX+&w
zc11YO@No}X`*JO;7N4R3>j`5Ca1It}3m=CZ*2t|Ewqhew4meR&{;IfFukJA3Z>%mC
z^6O7PbI9;Qxe^u1Iyd*dHqOo8CT|AS=o%JK-gCipGdo4eAl#H83!aZzz;0GIQ0+FD
zJ^>?@%={TXElAmQ2!|{RBQ#$|+|Q$;5~-Dh8sJ4gChU}U#!$hV+aMlm@q82GQWmu@
z<uHQX*ko<vQuCv@j5MOWM{;|qseKrdjp!Y)h+{t_pgm6pek0I4lSP)^g$4;X8K39?
zmtHas8y#gZ`0BEYO!)^jQ0*}XiMKN35A6mEXVLGYv=tqFa>xk?a?HpI?Zm*+QvT+c
z1J0AFPvizJ@wPIm`-vXVOf9dK!%r-P!O4<j7vFqhsnob74Yvo<##kY`m!nYHxW;cB
zyLxyrK)r>gjy7pZH&&p3T_e@c)<)0{3jt3{mlYL2p+dY|7G^l`?~0Z<!Ek=H2iY5m
z4{vfRLsD{NG;A|Hw|^nyjf4M-FfT!tE!9k>t!|R)U8vXf>ymtcdX8<-lk(rjdS_vZ
z!*aeLa(eS8aw_E}1<+M}K!>z2>d))-Qgve0B7FZ?+t4(~&q0LI;p&}?tW~o7`QRXH
zC{0E&Iky&{fejDwNh*qHLLo*i6g^E5$@qZ|Rd!l9vwl3iw1^ULp9>56N%K$}#{_gj
z;<&u(H-SRoRW?3S?OJVwj#=`8njT)B#}HV6wW4E+jDM}-?wc^WEiPcCf{I60w0$Tp
z7X~b)X)F#358qd=G5&da9uSjnQTdYrkQ>6hEzn>RPfE~wP{|Cm+|2C3T;nC@Ny)Ec
z!Z&Wii6;Ct*{t?n+o_jHsS8Vefhy7;rv5ne6OgVXc6P<zLCi1hG;h^L^Z`m}dK@sB
zM?&Q5AH$&49>1jDTg1FZa8iWmZ*Prt?~VoN^&!n79Ur>0{Z=1zOJLY=p0@<&Q{;4c
z`)r`31VEHX_<BNK8pMW2M^7(!<Ax?;e|y+KM-KDm%^MA_eb5}`*q?oufr-h)+q<$?
zW>r?m^h36GIoFz_MM&jl&xO0u=rY@wpxs&SQ!&c}a%rIOSWsR5H;ldUea0hiiqkSD
z#V=$$kL6T^74m9=gZDvNFZEd!E`9!wKhna;{`di)B~%y&Y<nf3_ev)uB&2@r%V}|d
z<5>RwQAtO3{UyZT3)<LhFZlt?1u>k%tsg+#ynChQO^@JgLiUs$(mlgj9O*7QX#r~_
z*RFnK`)P0Fl2m-DR9eC}p<H@cZM%|fgIPdYbk3hxhZhSxTt9gWVCE_mXyW`2KmO6S
zLmy9E_=oZ2$^O!ssUiU8Fm?Tw$PW$szT-Ys5<($64d!VX|6N%E8mWjRyp4&b<{RU3
zYgf8^J+=U=<w9qo)v^T|)ZF$Zj$FF3__mUS5)jGF`Xn|${@_*_eP-Ax19(TUvUBVU
z<tUM57nV4QYOd~~E(O=J3^xBE1ATARpoUsC@`k<BNQLuOk5A;mqnxb)W!wY`^TrnI
ze*%0uS)&(!y|MP2^a-5L@EZbH*rz)+jsy4Ho1H}HLFZ%Y#zwl-C+mQ=vPSZE+t@-l
zN;qae;tXfexI1=|A+i|&!F{&fVX`==o^dotrZHvc#~UD$ba%h8TGa>Za_o_lg9E{h
zeJxzh_1PqFUZnWVulD0IA}ndd6XEJ0ZKdD2x;}K=X(ft5^T6r|y|Ko)1H2+L*_yzw
zg;o95=SdL<+k^>^Tt1fDVY~5$y{@iKLtXu2bwx#mxXZ{5m!O|tZx5Tm6Q?A=KzivW
z<Cb3~8N`VdpVzaCCWQA`S9M&o;r@${*z#B&;B3R3+bFpWkiK(isC}%CFt+YQnU)PT
zqL@dCyB*AP@Ggb7^3C@lNBPhH&iXtX0F<#Z$>V81HNwpvxgW)7rHbh-j&vAzuS{dH
zJ`DhqEZuD0^5UX;qHhl<A#?3>-!sb+_U&br%U2Zzn1QmM;$yIKmWwkELWLq3iC95y
zxJYjSaH$ojW*U=LRknT<;U53*Bs_G`+P8Q*6|GBpwg5%P!0@TqmiPL1qY6QWNcOxO
zgrQ;L87}#ft*tHTM(~fo?XKgTRCjhlKGcn)6iTI55khm3Z4ZF{Rdgldt3SGN4Rj9B
z9(>jo`kuU0e;&>C))-;l)KPNqGCddk*P0`B<Ep~J+KVLKp>9^FU6*sm;qhbBn)mO0
z?eO28=koLwoO+{j|9<+KrKhJS%M{ji{7#kov~_2v@WF?lcl8YnCK0C!FrKdgU~m2O
zwc^3OZvyJddT~swE1t|&&I5e9a_q&QsaXma4jTP=+S^2L3G@1r_y@>Nlh&^AYSagX
zwLJl?=H{9&M+J3)^o_1`O&Py4<FVmX-ureyaka}LM<mEA6h&mQ^?j}VZ-LC$p6i-Z
zH-*E(!i*nojm?OQs%UYOi_4qM+uGV74Ee=6;F`R%`DVYD|K#bGSG~3WL=Jqq#K)Ms
zxj@HYFF9HB1Z*f(5oseA;KmEpHK)^(i}A<`leYAdP&v5sZf%>e6vP#%%hC9#eIZjW
zs06cV&wqf}namGbsmq_BuB~}2-Vqcm#?AlR-CgNceA{Bk6dOYEbck<nZ!fyyvOtqB
z=Rg^`OV?Oz8+fChC0&ws@QUBY%$be<Zrvj}cpE&qwh=Y*tv1{EmM}PvRP&&%tq=ZR
z%O<Kz<8W5Bv^pE3W4UPk9jQ9DX2}{Arqefi?Ybvk{r|3kF~IV`*{Qm~r28K^?}fK2
zv6o6gPXPf^X@EXFxcipt_}Ctk-|Cc=lkO1k`zLBWlaA#ozR)u?Y-UHSs&~i*13zR5
z4b@IW0Rl@mf92w+nVf~#(=8e(QDEi_y)GOK99<TPD_)+lclzaBSg<zR3kAtT&rfjv
zBVMP}C%0qi`u)S*^E{gUpz*?H&+r4f1`HoJzLNKXp2@rd9$O92vy0U_S@J$lCqq?7
zo9=4}o$@8`YBcc}20H4S$Jo1h3+G~={tYZn3ny@lZxxmwJy_b2-PiX5a?Z%RgI<mp
zUh=GS!p)n&-Tz8VZsMIA-_wE8t~&h>j^zS<z^)L|n0&)5=ay}|BR~cwX*V&RIyC_J
zVC`HX;`WZEEa~A)Aqmh&X5Q@Fa;y}}_j-gg4>aPGu%^x9P?7A-U-EmHG*~D*0i;1z
zq#EFL(|r|pI1BcQM_0`|C9;3VDpYEbS9Ea2P3URs#7}324-WBDZ0oKC!$oDaKN$c}
z7!Fvs@t{4N`JaFMCpz9u<hG0U$>#3*%ZQ*pdi=Q81X^VP^)F6KV$yICf5t!YORy8g
zq&H+0E+|)7P+*!R<RhG$1<*>lu#>Rtl}Y)W1af7J_ZAoRX=%*kQK{@=p_~-&Z%M;J
znmeb_nQWuQj2d>_@QSP?>*$0Ke>LDg*&jBd)hfQY(Y)2p;l2Q##nbCqlvXaP?hj9%
zX-B80V_v;d9RlCB$cyERi3ZvO0B)a%LgfRy*H-kH2Ef)9pY>XbpQLfyp}L9dr{e<+
z<y``))sML^eL|_F`Y)gj#)pQDj=}_HR_BY6mSZOKv_-!;7G{2aITIc2>1-1b8H{~7
zzD`7qe;jRv&D#C$n-51d3ep{iM^wX4(}YS7Oa=JNG_ta|g#uK~$u=_n(o1f|wGf_6
z7X_^MkYSdH5&PxRf1yF*PmLO^0o}bIpYzdTp3BbmDXF1^U$F{hgW58sBjp@xk}h57
z<OOLJ2H##;Y3l(@++=EzouQhm4JT~oc)eIuKP9)GSjQz{MkzO58TfA9BhFK{QOTFY
za5AneQ=rG+)O_!?q2b-TycHA8(?+=OY)jb%XD9WfX?BEetQwrwcjlEn=KFqR6q+=+
zG!jxPwq#wnIjT=5^#hVWlTH3RgIDw%K(kEAH~_;+{A(g7B{f<v#NnYL$BCNwi!dj=
zU2^Hyr&z&^TY)#_Oq8<rjp(@dlxeGD20q$-_QJIr;nDwl)tKL!EA#Ma>ui=&swE*$
z{If%-gC~_EI2C&OJ?*Zm3(D(TA3WKcwG+5}L&F(aKSVR<ZzQa9rJ=Y>sfOlj;oklo
zANSMR)$=KOL}2}p=kN<{y8-K(Z=xI?S<0UO^)uxkw!T@$U*}AsK31Mcv1JZD{e(Jj
zftfKfQ98D0t6#)q$@jQ&nm7Y4WfJl$GQZ3Qh3w&)8P0r|-sX0gC9J!TWK1Na&dgt6
z;&VNS&}i~5@?ORp(_Y@yyLQtMI6qq*b2xM?+BiRXI;+x}O!g&^nsEn64JjvHzfy2t
zirgUXDENMu46$CYJZGjifVthZAR<#0orFIFn~?&A0KAfIy$pG}d^CS`WXWeyyc4fO
zl(Mc5$n$QE)yI2vt?GbaXrtDufPlhkIPFjPKwxXf>{r$>Nn`s@l_b1?QLas;oU)9;
zQVNELI~}UOtpS|Fi1iEU`!eKMWK*w3*iYZzv8oM&XhDSp>IYMzU)8LM{V9Z7Dkymp
zs-|#w<lFc=^_$M%8~2AoL0}09aGr;4``$k-<8H|<4+>%4_whWy(M~jB22i$gGkt}R
z<@b(JN~k|dg5}7=<^hKFdwG+Xb$5-OvLrAAFXI~~k$)ScPzcjXXdU4s-)=xsF$UJx
zT|HdC3e*nscEik8OrIsbv7|IoAv>O3-IxlS`8?MCk|;6{^1QUhAEC`=bHBMsEUz7f
zGd3j%%_Q7AEIisAHO)n<*!n?-L-u{bb_)vZ-G+2@0mS6_O{Nj9VQGl5+Zr@p(zAXT
zS2YQWkq$oP_XZeYp%zx+wHe_)F`ipAa*s5CAH=CLM7|B5;-9S00Jui|3hTL@RjVrq
z&!(+%DlVQj#&Q_42|&P;Mjt!-sCM5Z^R3b~mfLU<UX+=N0%2%`0if?-Ls8r$D0TDW
zF4b5;C|?no^7|p282g*;GO0<kp5jL!I_Y<acC9Kj8jyb+Y0w>9!j9K{0v8f`9x4%b
z2J=~OD({Wv<ngJ{v93y@mpfBpsB_26z}F;&b<$J5@5x=Hn5D&UwQWpp`2Tj-pRd5U
zVB_4<1WBoUdx`2h@d!2YGM$Vfc@hDN>weZk;6h{}rdMqM1flOT++UXah%?DwdNKeY
zj>9~F1_P#>WqIdAw2@f((BPni<7(WKVGeuc)~|k;1`~}Jt8b5fN#AF9ind$Tps`;@
zghW>crO1>+aIs4u#SY7_0!XS-?W7zT<6Yv#-tNKJ#qGmvPbj&gqeB%G+APj~-i{}4
zO&q1{b%|$!O6%3=arJq55sFiW_lT{&>1Z&%4cG3Dp~+YT(qx@B|0?{qHyYw60}}E;
zl#3Z3LI@ToYZh%KrBpwS-C$T^O8)rcnKbY*t(9Q~5$5;97u<jSyhsUH?<7}tM}`J+
zi<wLRx=Wa<f@*T_dcl`W713(eB=7v~)J8);xAe2(hb{$5c~!p*(>GTSkxD2RTKOr!
zVwEbH9S!yg^gL<!CAHLBn`!<=mjiaX;Hwg;wmwMlgV;<U0W?g{WofvECr)QInvu7K
z303mA)pCtd)jyBYLp0|C?1>8m6&Ma_?Gje@Hm_d%P|af}34-V+t%4_Eq+oT*H1C$N
z;r~}+FD@v^6e?6mEiWIU1QYVI&>YC*dYcE-s$R;4eM}0n;<Pwrt02*wDH8GkTA<4N
zTZRoZqYbKD#pX3gjp{5i=Wc(ri?o8lh?u;yp944UfutX(#}klIzJ;G1WlZZ2&J)To
z+fVedm*<-s|8n}lfm=jioN6@o@pYRT(3^~aR;{K8*l|_coT5D_j7Tx^Dj6yXMqur;
za-l4VqonW>sKReMuPi9ge(@}8_8Pu8H{RB(;LISN5{&+=*NXtfL6C5%iBP9Cn2yPJ
z%*J}o4})Alb}~pSTrTA|h;AOQ)7QNpR{qUI&`+=iy`b-Hnyu0Sx;tR(xOj5D2+@ub
zBJpYSH0dy-G>sZE`HGIZ#j-@Jv}WIb&OBOuKm{<E*mn48`jyfQ0T$NU#ly`<fz3||
zOIVE^<bqN(&NEV&Tbg{Hz7i@xT3KF!WygFCrzea?1txU~Qm6-<j5{PI22}Wj@MM#I
z{j61?^7O|3PI+8&qdM6^!D+xkzf80PN*WOrj^>8ejBhm=zIAm^;||N{D_r}K^jfuY
zPqF^brM&B1p8R5NYy$xzQG)gO%X@q9CSHviDv#BE=@4OQW8dIB`U2B<SZWBu{F~ZS
zd=j{jmN00)WlOiowNclRL8s;hctm_zt=K27m~*DR#J3F}flah9KXN|zkd5y)zhQSg
z`T0GWB#jrpe_ivrc*ROos~*ujH2<^{KV7FV|4MAtjxcNua!c^e^_50*u<dj(NHSDH
zRMcA2^YwYdT%E2?{FZnSCq<B+D=CT*)}JkQ=Je3C$jb6UxrS^Gt$SR!9M^~v`@u;7
z%?SN~;qvxg&1o+T3zr7)J$Y>Sxo<q3hxVNv4(<C1#YErpebZz?($ID#1Jl0!98^CR
z4FjkFF`izts()bpH=~K8n&-(iPq%FLxvkT7WDJV@qyHVjy>nRB*q)c=4?|HnOmDbS
ztpnZPY^^vt{qoa~W9u#fXeY<Zhkvom*1K$tQfqEzVYMPxf`SiJP4<8?G%Xymw}iEO
z*g>s)lOf8R##WrT$_OV4o;$~#5mN5G%I<WKrk}7fx5F!(ERWR)^vbSWLhvheSeby5
zODLqo{fm{xF_Ulr`eQN4wW*LX0+k>svdLf025ctuur*lRmH%+c^>R*uF1>dG#A%lc
zr-yNzr!j*0YRlRpSOvS{t;r^w3*;8Ze>zilD1;tIL3-G|Y8yUZokGHun1n@WS^os6
zqYnsMA2)NJ4t7}fXPF8M11tIdJ<N9nWHg@KROr^k6Z^o}48WHs*P6UHZxqh^cjk9n
zEOx)ZEjcXR(*n`5bYoYB34pPOG9>a>oN94lW`n!rCyLZR7FfT;Eyrs!T?Ry_{?TD9
z!2v26Og&LLBbnDm1^5I;<PuDrEvJ*s|3)gB1t>={Fpa#8xs~ee%%LhCRE`S_6(d{=
z5^w(^fl10zqZ{3BKG1Yp9|tB+!;?)te^RJQwr$enFCb9%Z;o0!gW;M1QBcQ2SVT&;
zqj9EHdZFG2Z13V^P8q0P&)mKG{Mgpd`#|xO(u<Oa-Tp#TNqJTKw@b1Ka0S;9r#@N{
zR@0(5{UH8J$P`a~t~XTy9Prwu<a;?8`<fqHeQY#n7p@>Awa26fsX0*Nq+6?gU<*en
zKY-x$JSg<s2eMWIMBx;u;={`CWLw#a%Y1&)fAHmzAYGTws?hq>Ou<=JL4YCN$|vCh
zM7Z|-d^;=&zu@Q^9h5PWhvj#};fHDj6TMo-nUlIr`5WFeA9eA|cV52aaHg&cN^Dy%
zg947vWw{!S4q<>>0^YsuB7S!Ls1oLGjT+MOiWT|&&?n>`g?>aGWb&J)On?)bn6^?T
z2xNCn1CoFWm*&LgzNzi?grCA?Yacq{0Gv;*iPqow9Ze)M9D!Zp;g?f2K&_UI*yaiA
z41E?jq0b>}v$?Z<m5^+PBTd7t+JSKafa*OxLXso_#fz?t#}0z)C@?x)e*5&iZ+^wn
zT!?CCw@|-?;Ep7OC4;Tr`G5On`e?O!U4EP+BWQ2ITH<imBBQ~=2MPgaWPnz<5wBfm
zzQO3R(x;X58_Ux)VnHTrgT??35kRS${UcXEZbpmYDTZ-cav#BC<p15zWm}*EDC+xf
zvAwHGzznR}+dBno1=l@_9sb6!v163`7N#72+%$|*G9KTIu<3Mth4sN!a6O=CZIDQM
zFZwGZya&>7X0fA2izpDq=8f)0ZeWbK#!DAX8{!cSgG(($&vzH<vqZG|8+-PXl1$JA
zYY!L+|KzIYSL-F5pN)VnRs}lwIa*YrLA-?6WkaH`byx%f!nrF`%=yLM+OU8s&h4kC
zEw?S}=#-6N<vd+WT9*CCRj(;^9oOtSuHSXStcS8)E!x6<afUZ`upmr~s16WcxJV|9
zvim4}5$>Auu*Ue<63i*qa~r_4yEQEnj`?nH_|)I8@X23Q3EO`xcunelRP|1OZOS$A
zr;6@!x61MznxSl>+r7$TYdkJph5(X0kiBMm#tbWARD3>Gl6(WCO<&RvFA3SIg_eJL
zel#&TqrCA;PD03)s3=Tj`q5(b(czGTb^GE==O6eSH(qqCcJ{bNs8rB+;g&F>lkl5n
zpkcl`fpw_cYV*<mbq3cjgE1)k6e*LEz0kATI~dSlGnhd2Vp%YdxB7e`#Kp&b9hF-D
z=%t%>y$Q{4kZ@cT*mVuyNHxCHv97NSXg`G-Kmw?j<MbUp;%Gc@{$`d>_`Mow+?{n+
zSShQhU+9g?FtW6K(!;FP(_8Z#{d;7rx6{NqxlV|$rmtS1p@o>1ypnUFxa?i2x!L7m
zy9y)9F-$WGju1`&jzbU9YU~!ij<$A&5J8WY>QjH=He9?<zfjf`>+*`$u91a14lm!z
z!o&pa5Jugn`UlVJlx|}|2%LQdC}pw77t}{SHL9$8&7x8-vm^)q{a4JV(;}SQg5`=f
z0ORcqT9SMMs$eiCai<3yAZHX@#c-2uch9s=h!Fry1#dc<SEzg*mPbC+`-t<>d|R2V
zIkUB(=&Zbd+S#s}xYFt)W+6@%6HgVpcQ#_A)9(is4aGOywB!<IK}qt1kL3r5sFFn)
zYX<!a<f~PcWlM@5=S9(!!<^x9m1ide6fDS~rKm`!^yryqs;d%hoZU|nK8mOv>18Sa
zk=y*cr1Pu``KQU1CF6@HVE$;}h5?7NiU(z8<Z<;peQnuHY*u+Ju#u(4R*VkSL^~q8
zm^pqyCc1Oq>~q`p=I;LYXSnl2c2AeGW@J>kL`*Rp9e<U5#zJQI;lp;m{=Z-3aOoua
zQmprG*;jW0sN!rXZrA`5`uE~WC;Z&Sh&QWvjfdjh{PZwK|IB~b@|WpFiw)mT-Dr{s
z3z5C6lv-MUgZEyScUX@1v$E~9LYV`s(K{W|(NcRe#BO*e#E=UOSXF#sYae+@gwH%#
z%B{T>IMG#3$W-I&lAw?%Rp7d8bq$t1b?aFhllw(9Z@zo~(A;Yl;bMud`5w)Ia6`((
zd57XldM~H=8cmggB^JD~x9L)g3S35toE5-R$-eSP`k(%{Xs!>aK9i1bI_S7qVg)xn
zryt3UrO>+csudCe8Y+5@%VeeXTkJ#=i}<_FiTe%8+s(1?3&@%(Nw=FyDO*(qH(x1O
z9xc-I+Q1a$BYgOJd-`*2N{2zBqtx^C+GZ&=0h~k(20mK&<2hAh?Ez>0Zzj}FOrY$~
z)nNreY+xQ2d3K$OdTd5yz7adx+cyI19#%Vl`PObvcB~2$urOeAALflZ&&<M}?G-3C
z_`UYGbQAo^ixdJd!@4Yo3(p_0%PsYj%{00`dVK~EZo-#lNDH?NDtAOD{uU|Q{#C!X
zGV&$6K@78|iHJv3=Lz@WhvphezeHVYkQlCOGGFL+)B0B&fWz1UABUn+JW4M&0&~fe
z6?gOQz^fS;n>7ft3K)MVxfy<bj+(Qv^c2SZdcED*zf7Gb7-Lt(^9#zUCXyQ1Inppt
z(q=;cPMbJ*yFTi<E-tEZO)0<~Tmt(gXytSNSm#D8_j!hVuX_$2J#2{SY!ABGM59>#
zlK_5y*D%D9K+SnqwxKmHH0NNpvrlGTyn!_`hVwb+=rHsRBz`$7ZP~AeeIofl9BISF
zxXf(ZbDfhDule!EY#dO|jK@+&o`s_WR@vpA=;<*nR;xy-5C@^y5;nv}oyQjBRJX=(
zFpHODJB~lxXhLLqPpddBoz~YxJ?*F@0TPJgnj<+g3Pi3W?gZwnQXX^>=r)6Vm}}sp
zW;-}I<77^gfX_Y_biKis<_V5f_2vRN)<>6TRu7v~H|FyB!>*Ms3({A86j(S41nBDJ
z`_1@Zevs&D6I6)Pp;P`R3UO?9a8+P0^?{?}he_b}Gd63Dt*2FP(a>57YHeX7>vzB5
zxkENfs_$}=La0)y){=%&4ElN>D<5}UDVCE$ydYP<20c}&7Vwqvj_|r4;MlMN(A1)c
za2RP%VG<L)lpI-<WxEvh{H%sC`cJ20v3cEnATCiy@1Z@*yBxqwsmRzwHU$g$fE0$4
zQSoD0!dX<j#t*GnMEc(C%3mqI@X2dJv=+A%^%$i<=LTzr-PlZq%#w2NJZgeZo-b>S
z$C6Ek|5s;V-PI@4R2@NacO-tltmn(#C(u&u4+#+>IqMq516#RaJCA5SqW{ZRKhliq
z8@zZdXt6WhrF7X7VP13=_|UKdtmfM08~VhN&A?&~4h{=ahe~yPZ=fLvot*}~od^xM
zvb~teD`A9s{XrkQes9;<i#fC|DR>rU+fXm1+cIrC-(tBcWu5pphdrHokEVV?UIYsW
ztXs~5NRL=t*#zaSgOX)dqa3ejk+VRlN$$najneW5>KUgp^L(?=rvz2_O`eVXd5y4L
zdW|OGkK@lszM<Yd^Pqe5R~6x1y&4jKRqn#LMwD&)Vpc@BbLU;`)AGrfS<NPKhqPgH
zl@l(Sotn5K%j{i!s7g8T=c2&Y5p!QE<L2>+7R0<eFEHv{>SueFsUQ`gkvvpLs|xgT
zi+ox&DP3t%agyZDF_(t~-tC%N&rkGe>$u*%G|r3Sg+XWBo-UpF_j~T3D7AEuLe(K4
zg!@GvvMs!LnP*<XTRJhgq}4O9zv*Y*V^}GXw5(-~1N~LZGpa(S0Ei(Ev;*0GGziDU
zl$3Q!dgcUSg3YdHqu@(?{lxQoT2{?tp5Iv@O#w?f<#wI1UKykiD>rxIA8AcXd8M)a
z=6}>BrqwT|<v3*#(TCNZW@Q}Q;V`K3#$OTS3@n^|V~MDj{Ok-u6etJc(n(np{>X5K
zPhk-#i|lIX@}r(x0{aVMx8y$FKx!8bCbMQ{q)@Jqt&|cl;`<g`F1&&t8-@Z3c6Ni3
z!d8z4%yPwa!n;RWg#Gl6C7a^*eXf3=yK(g^iGoQ_SB6tRD%=wtS;l{H<rlbVw+u(y
z&o6edG?cOeYZo_}W_}k3^3MV{Ud4jXpS`^vbF6@=J0g}JuhD>#Ts`e>KY!j;rglt6
z0&3pfKadw<zQ8_H1bNF-*?Ol5-4U1{JMgsT8i%-*^!bUbGy$Oy_^qgEoDrwWLeZex
zKwMYvNOw;}$z{UC?u&1Nd`~ZCrkE6fG--u-HnzNX0r%D1&D}n6LmsR+#0tXRe7NPK
z`SU&BR~ySoiZXo8@`;9ny|bF282EF+1~hhoCutCJM1Mlr7e01fD9FTI-0U0N?-BrI
z6)P)O4t+In@BexV&wp)=xo0X7ePMCOqQ)#BET&bf#rt>rG2_i0(m=oVtr1NeDAX6L
z-~Zbd{IMnIshH_ZM)Dz$$i3hkN_kRmkl9B0DE*7RWFF~i83{&w;WB%}&;O^n_l#<C
z>)J-KARFug7Nl$oNJqMWG?m_aFA4+*(t8)&Hl#?0M2bLw00D*2y9x*-L^^~ny_W!?
zC44LH{XFmcKHvHEoiolk8DkIGL%DNj<z92mdClv(Ccr9QR65};B-hy&SMI4sh}QG4
zqkPu@x{D0~k}~R7#47FSGh<oqM&}GP<zwes?kxjlx`^ku6Np)c2g0<BjAn=Gfq)Lk
zG{ldmi-QdaaetRS)&z*HHF)$N>d2=94_Kd12;By<PZ&ba73~?+{~|R^(A)o6^>CJq
zXb`ZpctJ<~O6`<u=|tIG-nb+(VDF;{?=AJvjwF#<(N*MRn7E^UMyE)@Jl8;AqQZ#Y
z_H+#iXoEu7?S~|~&+C16Z0~w(7`Rk>erZHf*Cw$1b9fHRvv1eIKKiXw(uxmh>beK3
z`r&V7tmoLHq+9#x-cBDx#dMM8TzsR`qejDffgp>cVidM&fD!p~Q;Fg{GI2?b0*F<2
z)_8QYB@3Z*BBvpl$88cTneF78)?NNCy*fV`5VdXjDvuq<LRK}fT*U1{-#pXRS2y5&
z_5Od^a5w^ub<iewrV9YaV^YOOAYP`iCdhjbr1U{qvG>@%^O||JGl)1aU-j$30nL%y
zBX9&>zNiW`@pz$c=?XQ$(VmU%D$q4y6v@r06=_90D^g_>*-s9T*Fp`aL9ut!zPM!g
z<k}_%9%vl)qIU5ZKd0S=l&ZObz%&`u9ojf>@Th|A_pl}6SY=}39;0M(<YGc0f^d9`
z`t;xe*TvlVB?5vLR_WguZF|kZGmh~1G$jzrr4b0p0p`|~Gk#LeKRdKmxOWli-hsVe
z;cBOfD`8sMSC>XOI-sGfBO36FIcEK<8p0>KOMQR<cXgt|1Z8LYxiuv<#~tepJ#^UL
zk9!12N)NzojH2#a!8Wf2zJ4+slx35Vd}iD{J19$H|5bp;K>!FsX8W&N7+DF}0%=Kv
zMnd?hBh9%bP%J<>D&C9iN-P$&<&^8K5+5B7N)qi?l0yP50hx|PS#<q9{$eHMg^%m_
z4=6<%N%t3Cz9)E~2hb(~em1|3HU%9V#T~SL988r6q?nO_n`Q|pV3V3RRC*GYbN-_4
zI(%fa8k7aPn+seT+S@h6B!|uD$8FLsTX9c-t_KP7$|r6hmQ`t4r-)2Sf{@*_hUn=z
zrYPym74*zGo%dQ@zKnrFZK4w~sW{+L=0%PcmNIe1#Xjd@L((Sjk9q&#9@6iaF%frs
zrS8PAQsNmP)(g@t3OjTB><Ow#3Vga&3W}<I(b=<?&@1;WcE2zT*R*OmK_b#QIZZp5
zi8I^h16&@hGg15+n%FVisbViz#12dxXO96Au7>PlUQ`|DCGBO3^fEZrU@pXoz4u&k
z0TMMJfwUHl*Ik%D@AJWHs)B)$K_WZHQGyy)0jg!tDiJ9S)N`t?uReeA*Bt<GjE6TK
zypSq7(1(ST=%*~#m8>WBP?sp5xFs5b&)H^n+7I$pw@A-FRP;88f1AmaaShxJ;wxPF
z+j{)#u{$lt&vCcMBzvo6WqZ4{pr#|eMb9*r+&|5%^YS{5kC=ldM}M^K?BZaQis5E%
z^(IZCk@n03ex4F-P_EdQ11>;XH{zYaScrZM1ZecFfi}>g39OBGn%4GwTTY9s)H-1^
zzV*n0Dab5p>s^wlo#QivgaVIEbVez!j&JlzknTK4>fI!)WRWA)K5D~;x<!jNT=Q=U
z*W=@Upg-sC#s%qpUd-<o*ZCAyV=L!WXg7D&VR!DX6UX9;hDry9$BWtiWUjC{>t`4s
zswBSeJFTKbeBPA|^e!TD;25omOMO01Kekg#X!v=3vF9S<!Z!<#h<{mo07QW5h5dU#
z)%7=I+RsOaz|b>|Jq-q3q*N83Pr3fbA8OL<1<Ka_<^-)CzM<Y<4wvCWK|IQiSu>u4
z9J%>t-%3!MJ7kemw`W@@y}KiM{`oa$Y88#dz%tv$0!$nkm(1ZXK1b^4;L+9h`~2D~
zvKzF4FFmKGYQj=h>FK)aVp$;qEz~&*C&uz0KZ$@Ym-Yg+Lf_&vh;K{g*7<$w(Arf?
z7lAS>B0^X}$2}IkC{^3y#m_b1^@`z&H%5<|X3s<+MZHsix3qy*Oui>$aJ@1@G*L+5
zW75h)+wwfXw{1Y(K~W*O#%&{H4ZfeY&{*@0pUXdrNI%CjbO1zEl%7TU^}+aGT42wB
ziBp*sD6%>%Bu4+kbX^I~4%Ba2+!+hqAYed=Q!7l;Nw)!^GSd<&-Q)t{K$<*jT(MZ(
z(3~d&e}c$22&;^^04pesirF@D0|^NKqIGKYg%tiNa3CmR8(b|b7+nX^_juREx1ith
z;}?@Ln1ZpeipDZv3(LsJ82;YS%)X*Av`Lzlahae3-JXhi`A76gs>w6p3&rai{|VZd
z=!J<{!n^1YQ>Lvq@m=>!xq;6BS(L}ps(2{-t5CmT;Wu6igD}7HQ8wbKuiE4FxC#<f
zpiEo=uD><TDXV6>`Dx7bV%(Xr+dIqx`$pzLJwVY68l7gVCD*q5U}H$wm+@jZ*M>-b
zCqkH4A%$OpZ~MzsSf!E;Q{)kG$8$8kSA3zGwqA?u4Zf*<psdP2pUTzKw~S!%Oe4N}
zqL$p?I$z@vcFIvAz-GWOxI*L;o;taMZiDc}!yJUkzQBeC-DDjfVPU1@dI8j)atA+s
z&S?F27h&@4okm5;o!04GF(F~O!-{vMc+lE)><l~S#DS!ZbHQg=t_`JenFP#NuJ$*q
zAUo;3C-RGDn5jXB0)%aI=Lx7(h66O5&@fkz=#+_Ns+3yH(*kmY5zh)rF9&cN^G6$e
zfD`788(FVL^a_rGI4VJKh_DCM7FC~F)QDPkdP3LHd-Rl3;MK)+yDpMRJEcEGuu86p
zj6IY3Ov8S-xqte!O08(jXMFv<S2-kx3>;b#lfAru#WGnH?8gOmls<`gdXh@J4Ls(>
zXrF>@tc9+8s(D5|hw3$QCqIMR72UF}oeckxZSqkX*dDx<IDN(X!<8=B&&KldkK`v3
zDAn_8mz>#;fK1!r^T}|45shFOzMCHulhRS!BpBBKdRD1cbnVacbt;mx+=2dN+LW(q
zl`#vp<@HLXs6Q7A8=vc#YVMphgMHNkfyO*O^cHv?Zh`EsaO+)H&?D2m*8~|hE5|-P
zpW?#!ANQc#t&PWr7fANwJ_xoQjuFiE(X>gL_i&RKKq$-B&ThmfHciYF2z8cnn?hWZ
zaC+2~iYYCLl(XqNBr#zW3^hW_>O&R}r&xM$F)C&0Um8cn%9OD-1zUYOw<to4;M#x^
zLk|7W-35>b*G!SvBb;sk$b!kF5_R*9ahd)JD!EnA!~IxP^th+*X3nbTN8&4yB#wrA
z-jao_TJSWZ{9`^mvU2Wu?^Mx|$6?mDlit7;q9#CD>eXpHIMKloTy&buVU%c+^k0a_
z5I5S^Bce12XxjYv2$s$ZX+4utIjd!>COMGS{8VWu!;EsFOodtD2_MnJD%#zZUiv>S
z77QyDQ3~kspr260?Z+n>276Ac+(a4`Dlb<&eqLq34B8+cL9y7>KGbM<u)@9ggMU6)
zV>+i(Ha1JDZ-EO45O;>-p41Bl7GB7mPa3&)d8K5eYaxI6jdy+z+=c!~M6Hy6nZ<6$
z#>U3UO9MQ1=i}P%;rE}{vZ#DW3jLGs_-B`_DHP{X3woB62x#2vK0cqSuR!?K`H*}U
zln+kL6%2)mbhI0KF;_1~%OO)u@IVW6lEj0H0{6xZTx9Z*pc!B_VIq^^Fxt|yCyr?P
z43)JAc^cbb-e3l#jh2CWo*k=a&u{leeUn^BnqpzR!PJxjc4id}sUEs(g}5A=Bo^c(
zP^M)*GwRAcBCwZ-p0x7m4-|fnCP>7&?)OW@pQ-3xZfrG5>B<)(H^>C|>sqZ!d_;K%
z>XwJN!meDfGw^%v6Y|OMF7p@DVG$LM2lzs}oL{O*Q}9Vghd<efAkShY>z?d4(B~u_
z<XANKH7iNZ(>e~-_jlccMzCvG)f<&yN3(#Ub%Kg!|8NQaX|?Dtvfz|HWuR5QH(6dc
zLv6LfH443A;fQ76YTOPs{laiuHkO4S7FIsAxbv#TI1sLQ+UeJe0T_^sF12wRB=2Jf
ztS6%Ai0y`o?r*O$?)*&n8VleCZw$~AcPr$fC383C4uX;R&*Iq2ykkE1A1g3^H`BN@
zup+L}xpIhs9!6_?UA5ceODj{`j{}xHV4$O%H{o4~e>~bbiO?{qER~U;DyV&4L7~NP
zwg<>7v-WZ#Jq|IIWY8RQ;(O^ju<*UQ2z=w(XHB<bTkBn}^_hzfrz^m&tdF|(aHXF7
zSa!_61GC26b{3Tb7EgN5dTymv9*Syg!wcmyzItc{zMe20TRukQUXA{F5w+e=KOMm8
z38im(h|(+S@0iP+sFKxKRy&DU-pz$}lF!XDCe0}FeLJlUR4vA<aDzY=B0O9Z5!TZ)
zyQksbNK3V$3r>{+$<LMtE2@-ZELbC8X#a_gq`|&p#Cwfrq`Rc)dA{As1G|(b2lR)P
z0~8CDfvCqfZi3ICW!>-xn@6q4o|t2sE5IFkFY3ChG?m>qGL;^7;nUP{J9gU9X=2zv
zNH&QGWuWJ+?+H!fzlcdJIg`5b>0aGAJ+CsLvNYrYSyj$nj#nTcO#=BOJU8mFCn3>D
z=DHa;aGw`qjT;-yEe|Z&g;fI+d0WI!=x0ES|2nCeg#5Cx-*Xx}QkU`T3)K>!BV=+9
zgz^QGXt-p1{jG4DJ$s>Q@>2#E-on1`3mn&(@N~}nC4>p=I(t~rCvEThCFvn}+?!6N
ziaWF5&}K{N06<_<PF3l$*+s=QSRo3M9&Kr)2mpp{daCKE+=Vz=TUf5%$OB!`RpqX}
zgZf>Ju4k=_7R&&HEVb@i!P1}%3v@n*R?8u)S1;Xk368y3WvUtSDg9%EC1_R2aLc;B
zHo#zVSl}Sv5UrJbkQroYMfKnYSbq9h`m~+M?L!{Bwe8rh5OYaV1NS_=MFrsl<0T6;
z>8IdfYpdvB2FPJ6=PpNrVp%Tu^02Dpvd&^84ML+Afmm0qof}-KHVnBP6{Jt+x)i4-
z+}zov@eL)`aMu^P9~XkVtT)<zA;DB_lbFNJC0+S-Ub&O&C$M!e<YBxrY0v1*Z4vHz
zGB<Z2p0?}cJ$i=vwR(2by6GXDDnk9U*H+wVP*{BWyRi7}*1{bhY<#eF)p1#%>o8nh
zrrUQ_HOJsHgm~Gh{m9kq<3vL;(=h7Y+Rc8Adb1G~B3Nhbi~Ii|ROfrdeN_UJjn*YV
z7mJZi#r~nTnUN#kdvPR8{pLtv^)wkI?mWt-6+iU8e%hjzSF@YH237caxiAqM<r<!C
z=b5zY(5?I_EU52Ee@bdr8*os!iw^WSI3q3oNnAjHDtWSmQ9Cv#%15UA@kkm`bdleJ
z?3lRq4rC6wMxn!583Sw&AQO&27I3^!%=D8VHV6)f%v+8FdUP)OWo>Im^@gXi6CIf@
z7v+wHi<ZJYD+)|J0DareKFLKY<td|AfdfZIy}7K0Uec-$g!%3HvXcnJt8~nYuAVj>
zXXoiT?AHELO3gzZ0KY?LTd7~f1Gj(&_}8uo;IOgPp&zjx66UozqWg0*xfYIKDZxfk
zm<0wweK*_4&e_{d3oeqVva(W6u)&y8O4n}{+Tes7ry3D1Hi(62kGvlrs3`bxx$dz4
zD}2=i|AsBK8u6dKewBsbN09LwX;v=`E`yd#hv@x8ifEfk)}kG=CnXPkn+fVBFh70G
zZhGN1pd-nbQt~M-Up_f04bl_@a90?{sS+&t39!AP{q)xp0{e#PQe2eGa^I=0!Tif%
ziffNX*1@5YZ*QsvTzi-vEZe8EMNe;GN4*yF8i%k&`b(0AOFqSY0hu$)<Y&US!a|lN
zD!%lqQh1&+Tx02iHTQtvKi6@(K?F1;4ELBRelE_f2c+mjOpz>)wkd}-^khC{QFf^W
zAbkkCYsO_Uy&hYuBRxra9-%%BA;WGfbhQQdV``ypW;}0k$Bb0>UN&)B+p@*xj&Zjf
z&jd+_GpW#%okE?g-T`8JfQ?U`Ovxm?3qZUmc2=8TFaqEZP&JvM**Kgtf<18VZt-KF
zh5M>i*`jqwzDLtuMPBq=-M~pbuXf&8agDr+FKax!+yekGZ4(OebfS|<l`~cVXF9ZN
z?xi75Kj+XyfTnPB=JxNjK)=HP;}3kgGX3F19-b0qovCJ~9zn%;P3Lb{oSnLqzX)y7
zCBO{CKAUJ?8S*+KsTV`%m2~Ej=T=Ob%8F{?m6(NuybvAGB{o%hQ=l<@sa&+u@T?9z
zE~thh^CDFnFvNLKWdaL&<>de;l)qht&eKP&>P{`ke~c}xoPXX6+_7|B<o9I{R&5@k
zxCz&`9T$7VDJ_hAnga_Stba3qzP>>Nxd$n(DmAA<Bc3#ooOl~W?sEwV(><K>`Ot^{
zF|Z{vM{=Fdoie-`s>-w6@axwzU~=h9tt_4*=cv-OEobWT3itG+^V!NgW0bz~i;MvD
zTh43uS9^HP<;fxa#V=eUNGWwmv-iYo9V~-NE#cJ)fI-v^&ZvRIj(LOBaufay6Amg^
zdc4(BO%tv7bTezLt{CbzFa!Zf3}N83?&JR3+{PzD5=-b#PqO?G`L)*hz!K&IPe@*?
zD;e<zR*?EB4<_o|_i%O20ionBo1{O=flm>L=G}m9HiKgW_%YQwL$|u*tg2(n8-q~w
zMgSmLmR4R|{ZN7VAa=~T3KL*td=SHf0sU5JB^&Dp*bYB!Tr^-KO1UiE^A%D{!>&m8
zw(deLi#MWE4Qf8+G{p~VK1eW_^0fU|90FC0PIB($S;#+;h@5yvp(N0?-JK^BZoLR3
zNQSE~K(L${n9R?^;fv@%%g3oYFuUjK%K8G_On8msPmB0@zWhfs1L_Wf&UUHC;s^|L
z($&~ov!`<HD&T+7v?ssgmwO3(+s5Hq+m+XHCej5$k5fZqyZjbX#1rRk>d~Jgt=Fxp
z;<z3Z#Myr!`x)A6Fb(D6CyXhj=?O_9HJ2S6y-cKM8(H%LjiRm)FB-=mEIz`E>FSpN
zMlc;3>k&=2#%%0VSuLOn%*2Wz?IeHQw#&M5Zy#FpzO@!zy;=k?X~{KVd1-o1K8py~
zllCJQAo>piyH5*>uc(#5Y>mXkkt$NHuO%X+hO5=?fb`KC%OGv3jpqHY;xJ$U;wV=p
zVx8*aCD;4S-uX4nzS#+E&txv+&^i9<^P92-R^$-jUZS6boQ7M_5TUHV;6?lC@AJp|
zyvzRd7wt`USk>1|J)MYU<wWIO+EaOu%GCDf_}eT6_YMAP_ciN&uGf37k?ZIEOV?i!
z+g0L$R2_fxlF-ofhvQc%T_T~A1zO-5f_BRrCp*J0*e6<DU}U+PFQw?!)BhMBTT7uH
zXmW7+@8~;%K5d5<x254a@Di=<xDathUpH0yt|}lzkI|jY`L00O9;J?%k&&cbUNA%H
zaZa>7zDz~q@;%}A<>~jEbAigN$Z%JBzm?<@c8|vx=pxK^?Kw*}hHk{RwDeTGOf@`&
z^jo%(_-?;M9Z>ZHI5}%gy7qneDN+aaJNgv7jbEq4VQ#M5v2s+xsTci+l6Bb;2HSBm
z?Q%1@yoRakblbfP4k*y1E<Cy(zm(~iZLPFfTuR-n%E)llG1N4g5x_A$V}?KbZahTs
zMm;vkts2?|Z(8`rzDC&V=DeZ1LGo$u-oGz%87#4y_|s}<#y0TAljqNi9_o73Z4W2v
zZe5)Z7ED8Q-c!@4Njil1Zv8q9$`^R~b`~#TZn8pHa_QhHOOdPA@~IfMYXU9*LsS#_
z{!P0wP*Ud9?G10Wck0U-Cjgy3z#Vm~JacWM#s^^n2jaNTr*d1`Xq(DcTyb|r)z;uU
zrFjMeo*WL083``e{J3dTV5!+kd9_eZsE|{c*Tg%BbB&pSE^`84^x@gLE?^|E>N--|
zFpDb>%I)E>kvmEn5y*G1QzjA`1=8DZwz3yrwQ)SHxC~}KiwjK@!8-`mc2_*%u0QV`
zDbYovYk>Kv;qBc}5>rXNQgAji=)6$O*5F#}4ty<0t-7gecESHsDirztTC^G@0=;uh
zO1s9}aQ|pu>HTw?MjA07U;5E5t9)Jo&?EpTBnj#nGrf&=%&3>RR(km&?MjyM%_5T;
zMm|bUf4P)1NySE+=`P9v+0gDED754hqDOA<<8Zy63^di}X~6A*?C&s6WPW{iUA+2<
zhNg~{)v`ukWg&3^bO-T?x-wINpygC7g{l`-6XB=}X>i|uZI!Td`EO$Wzi--7hM(Hs
z$3+h`w9avfe%i7*^$nqEKU}6#8=3U=W9Q&ax-z*Q%(=R`F?PeB+qU-3NoTmVuKzs8
z7upDd)HVZ6ucxS;N!FYTKCh_mw!$kKC*`*58j|Hv<<H0U$XW>7ISB|HAEpOR8tFG$
zA1Ah-JmhOc-bnrj<71WLAIIDzueJ3*vqpy$ojRk*k+Cr7s|;`8IX<)Ts}jLFU8EW#
zJh0Zw)A+o5AScqMA+gRw+l=(o)?SpS{V51sRDL4Ia#BN%co36RZhll-Bl7ZuKDT_0
z-ZZP--&1uylZ@ezHi}rq|CuxjpVV1y{bcw7$r08K9P<W3OQidGAkG0N>1}I)1EK|B
zCD@#jo;yx3;czu=q}zhSRK$HkdW$^NcIcs8jgIirO7`a74|1~Cx@Ig~Q3brR@#2pO
zzv6cQAm}X_e=Yy~X~k|gc2~akdo{!UR$fXx84m98F0k^=7vxPsQXF@ZW=Mlf4H()p
z=51)dtU=*(YYU_{LCPM~rfp^>gvdo4w_k{JfwME(O2vpusM24>JI~SY9?lid<3R`f
zLgLYq5jQfzLk}jW=^eE)t{?U7q|+?y=lxV%JSyu^5d>l|pcv8%Xy4AG$&hk<hpTDg
zXbFe0BxnKxwWgcOno$!tAhVw0x8k>F`E*?h2n}7?`a$iXqM^Q@EXmKp4B1&F=7Oj9
z8u+|%5*Gcp#ERBRZh+g&*T|Ku=Q^-84XHre6idVV>U=dPjL1WP(W&5y$IeWzKkP_X
z!S6G3eNV?4WvDX^DV7{FSv@6pbfhraLXh_-RXO~IkSbOEP@YC4*PqYv9e-_Q_!q`c
z^kEoKs`9+wnC(5j%ZPvSO^l{_2mn<PUJwH7k`X32STun=MRam}BelJy1m`}Q4RI-%
zJLt_XUc&Qcxs(8Kp33dbi%ZDm>$RyLj}DEJXV^(P_{Q9$FA~U}8l(?lr_%mIl3}&D
zu-bCizt}+nDn(m1m@7}W?qwA#oTkaQSL<c!R}IlC8^IWhI>%lxNSQ$U+kUvB*MZ?I
zIjQ$xxk1NbKUKaS<WuLBTwbSX_01@AGhWKIu&>K$Z1wGSZRC}hy9NB<proy}{*Gc*
z(7~YcW3jSA+R4^N1wBz6;{#MT8Wn6&&)0|ZUjSjd%irg4Q2;PzyXtaKG^!2hwF$fL
z+}#bkS_?4Y!fNXp<4-bg&4}}*IS2eH-3C+h$~wxW?LQa61QDy?`e^6z{p1d1na%;_
z6RtS!f{WK^;$VInd3?b=c%#0ZKH&4{)Hlhtg$A85k<76#q3Ym%s7kI5n}WXg7-r@r
zK(qctns{V*>!)|Ugs+GJB{8s!5o)~<2m7TZ&nUp?Gk*mVPt(o2FIqOjZE8qC@6^wn
z7j1NOk^dxGi1w;L(x$BOmpwmrW88wX;((v)!MD`3A}W4ut4r4vNY`Zb4z?5n-)X%&
z|LK%>OS4%5OuxY|j`pu{*_uMl<r)9}^Ps?^im?fYOScZA^0o2x>iB0#qc~1+uI9M^
znPZC3Ki~N<ncx1>!7wUy*x6HjRnO2eHtXw4lw4dpSI3sWh(5?9mxk_+LKA1jMI|)W
zk8EF6+_N`4+)oAo`Yjv@8a&R5=Tgk`j`)-*_z>6{^jSg9HvxPW_?q))ESOPWTS7dJ
z*S~9zs0ZNUBDs6a3o^(N6bQ;@s=mKWI3|2Pj{%y3m%|&+c2e>FuF#<_WS>-FwYvN5
zly2ELyL`_V-S;88TfyQ&&01wM#L{t}TgV|}4oxbKM#q?|C!qZgaumaKrsYhF8%(R)
zpo$|4+B|ZS=$zD`#uxW)-H$kE=Uv>N({%hc7+qT$@p9Xm418@J-cC3CE<y;P2)TTT
zax>;!H7`YGF4WqweR-M5q0DsbS>11*bjoQ}jHtj>S8cJ~&fvE6;4A-W>L!~M=32t9
z7*)8=W7;>RMZ3egwHqeMxl`<6J;s3NiOT;em;8|?AGpcohhoHgIWio20@^HS6*Rn@
z$Rxb}=)jWi+w;8us_v!^HZ}D(1n*AOm-T@YImqtAgGs(}H4(!>k_R?1M_+(if{_i6
zm3^}0mkVM8gL{NS>-`fhV*fA(U-|p-*lZC(j@x>{!HuLIi7R(AQ+-vYIUO%lv^(|H
zLI|l0TxL9Y>)HBbOrOgCh19OxV|#O8w_L&v3&;-gjDD~NGaEAVou5G5iTE6+KH=$e
zO=Dp~l^n8W@!J*AkG+wKLaB%fQB;lgonzN9zsq<{B8Klr1u+$Z{&)5uWLGt|i=(Pb
zG+C2zmvhpve1_X9qSHecIS~{Mr5d%)E;j@thYeqNkp~#~Mw5!_krHjTZDy7Cu+Zbw
zS_^<zQrfmQijIvHI);|knPQj0ldf%E^s%~x+ikaZE0GY@Cq+HK+!Ef&NPoE?54ZF@
zxXkW~D&?HopyK#EoKrXkI*4|;%4VTo?BiV0*k=*RvLWkqwb&5Fi03xA+oFFb3O_84
z>6(@)g!_?;5Gd%>8khzg1IPBZ(TUqaPXNKc!qnaU3-Dcc1ek7HWKRO7&ZF%b1EbS$
z@i)W6`63j+-}{lPH>Ds6yN-<Qr#Y*D8p*G&C{llQf8naP%0aukm5+NS`D18d$VCag
z&>OufMi(91#8tqJzQ{ZKKK8)Ur83;yaekd$ZOvX8Njn>(p^=b89&`zt(gh@Fb|NT!
zai=l|Qc_`T;}0lw?M%>A;W4Mg33zH22WLQ5Y8q%wLD_CX%6Vui%TFTAF4!8&>(cXD
z0Kwd%1of=idj<xRG7SykuP={8^B<$LQ}klyqGr^V9#Ui!8^#%9fneP@WmKNX>sM31
zg2~u_3OEkQt8vVmCXcmzIf%zSmh|iczGmp%ncv2UOLv4%p$Wr2QbdKtrh_<kqO59Q
zQnIX=z+?O#YAh%SG4N8gU^IiL#mBB)TKlZ}X9DO&QTjkI&{zGhpdy-M6UmW=SJb!-
z6^kD^t@^uTbN-uT{^xw-Wnyj;hEt=vhviK|nw9aI;Eif(SUFcaR1wIEUi(D4^VYBT
z-HpuZ%oodeMxU$nuk_jX>IJBBT>NT>H<&#p8WMf<^>*-==apBxj&!wV>x)`tZbS#a
zj|g;Z$u#onHz6_JxH1{%w0oxb`n4+7|47+@gd3T=eM<L83-r22o=aVGv;)p078)PC
ziu!!=)26qd2*nls(((s{-uPtXi_e@$(xUFM6JjH`zuvU!x~xDtlD~}|xYQK-vUP`}
zc6$yJX_XR;j5%c8sbPwzP2_dUw#n!&K_EEPA8)!DV)+XynA94n<9Cj5z8kpbEtFeT
zIOyZ`>*tP<M?oLm581K&MuUY`{U82V-<zdWM}B;IY2&B4G&*rfKA3Vs9E_cqTM%rL
zyF|(oU%krA<;`k`ySo|`&2YtlY)mi*QVY`^q<%t4Q|Vy^E@|$ez)r0yMRjz^{MxZD
z72_Y<#Qvt;Zo}I7kNh27JbhahZ$uky7fJXrC4H|xk;a^D^Wb`DNq=NT_orw(Vs2`d
zZc{fv0ak(hc?Xba0%nu3c+ZUw>1X$3Etv05e36~Fr)^?m)t}jHRJ$WdIfbg^<=*yr
zM~-y~#O<QE+tm(UqC=hcZ9H`m-g>KZ%dWUT`A{Bg-H#6ZvOs~{fip-D;5(L69p|=?
z?w1j#sys`(-MeV<3<b%VopEa4eH{Hv6TZu4@IyoQ>nGkq(8ugv@^xfdGxm|qu|a1&
z>I@b=DFE<27n{-tM>T>f$9s0~#n#mHcv$-SnvD882UE4se`Y0~EZ)<P<<oka1MZN@
zb$*$re95&kHbxm)s}`Oki!W0>+o@m8&;7xtt87FI#FKbflcPb(<RWM&yO#{&WvS(`
zqI4I2N=U;^u*$&x_BM|;)TnME{i8p|=GQ-wcWX2D7l^$2bs+M>4%jV$y3qU=u(+1_
z8<EPmf1`}{EyY9`VBrdYTyIP~zhhA%ev*v5o*^``g=XVFR+IhkmB}R?5RpJ<<5p?8
z$Ofc#7BbX11s=&xE#0IvU)-kx`EFgn300I)?b69)eM@_>XFu4~7(0{<12_@t2Er`9
zTwFA7bTb#<1;jswhq%$zE#i(2Ak0T2h@=s*iU_SwQ+Mu1#K*;3<pT#i3ZpmC%2=#f
z={1F{Ri0`l;x2cSq7B$lvjaX{0sHgV0Tjwu`~ds&4msn;M4tNX*=Aqm?2Ka5UtW|u
z{evz!AhOI%=Mzv?mUWPtHTpw?F{KA4IMr|KWyw>AWh+<n1%S-a;nDGcp>TW|(1P_u
z5YJY!^GIZ4Ry@i~%kzgio<i}B5a)7_kLh5vfz4v@#6av8k>EYjNK+0bd}wlW28;!&
zp@%NdJWTrCnYU(Fj6Qe1?+Df9>ijYxuaV{`gMX7Je!5NIhh?!x2V*2<5nsSIcjECE
zDn=wi<HuR<u=5v?2}OHNE{eu_NF6n#PGQ_gcBNTdJi~?@CBR;z2Lbj>IS8;2U{|Ih
z8EO`B)maM|)yr46%>W|INo3E}S2X)h+HV}dLBWc>**-Yf=6uXi1%`(7rKEBN)MYxD
z0DLuZxl+GWCVDSfa;{BkUBs1}|8S`58pUy%s#w?DZwnWjYAddHgcQ2f-A4N{={Y<V
zMK#LAxr*og3LU(-ocT5D8EOK)^v7TPWA4hs`?I0;fRo`ckbAfAhR&xGOnAXo!E7|J
zLRt3LIR*)0)Lq29ap%0#FZ|Va0S}iIsApiVma1rJ4cPXr{XojQR#{q~e;M0w0_a!^
zI%I4sPdV|(a&VR&@#-mUpw%z+Geq3}ak7tA){1S%k;SfjM9HfZ^1gUH_{rG{pd2>h
zU<Lx@)V|O-z{R1k`A`s%s6R@>a}X^bfkC`bzz*pB^!-Rcyi=NGKt(*O?+JOwuNj~x
zll#aP39Kz`$eJ?0eVfa(N%w2->v^Z`e-_#1=L*h9sHn_Ym00pANpNpEsMBMwM)t_}
ziW!Ee%MESXr@=;kI)vxR@!j87ps9$dz)R12>G)WFN(=-D8aA>=v^FMxA)k%-@1P~t
zeM=H$Q>3}fY=h->#&f28+0s6(7!#M4hMG?g)XWIpO}%pE3IhuZ3d{mr0yD1+3k^}D
z!m6zK1!@bObM(Qj$I==@vV;D4R+(PSg}RM}7NKF3<<l;h09HlU3d9e4fk9#@is2Hk
zg70TDJ30blo78qjz0(Cg2{lOGp0`)!+Vm-mMB>~=KjxuwK6AtgP}{tSzkFpOuebKQ
zDOS0&y)tPenZJIbsw8Mh?#`xmg^X-MJ}#NvlmyyEYLJ9h2T=7Zywb&B^)6lKyL0cJ
zl6{(Y(p5gw9PppR(cUJ$+A|LfR1F5MCcXnC7AYUE2?zg6@mASI#)u`M#$l$FTAeAG
z;SSCV-C0?zFx>~bWbU6MVI@lp6RTY`Pta(>y9!oq;x$T9)l~aLBwn*x*L3q~KU?p5
zK|$WZ*4YnP_#u=KxCKRBl@I9fCdWmer~A<1L~cytg>~?ugGj45%QmwbwsG|>!iS$P
z{DTdH@+q2^_++kE3M#8wm8bd)SkB((FE7$@d(pMlje#nvDi(|SV;JC;ReTB~@xn3w
zn1P&gg~4dI<V5y6#ddevN&|(3`x$%-if2ggA~H5}9})R=wVx*K?!VzGYti;*4Se$q
z&NlCRxnq+{Y_`hUf8|Tt_DUHJ3MOS9?9XQ~vbxNF@&^OPypBmkr|)ks!-Va-RO&%u
z=RUA{u(Q0pQy7A+eJ?5?GYq3W`0Mx$Y(d;8Or|a5&_sKsFle9admcu-%=wLKa)?8t
zgnXK^re=kUjm@fS)#MFezVL61=eLJV<a?SQxFnf$&ea3b_qGZti<$$qzzPQoAvRo@
zF1KZ|RZUur688_EF^S-y)yaiTk90-!hohJJg*Jrg3@{tW@L}N~W?VFE>5D)gDaB8?
z6`{C`fS8@oby8d$um#jmiM36T9#cq@I-3okK}&aGqi}ogW6?R(e&a~Lz$^{5{-rnV
z0=vBtDTIDvQY9nvmE6~V{*Aw>&CJdsfj^b1hDLt`BTrw6RilT1KA78A4#6_<nN_Ht
zI@1@FWb>FdvO$o?^7z0%P3ByX{NtdQ_?z>bPG*|=>o+Ijj#9-ell|_jQH&@4x6e);
z0C~uZI?5rRnN;5png6lrnGQ<|T-h3rf0i`MCNPhrO+WK`K)xxUfZ>vEcIe6L$u*F<
z+Z@at9=x?yReUDxH~jBm+<`ivH9CSAY^ucFgd4ofFt&>~Zkc7tYchMc6IS29IDUif
z0_y3e#6?~B7m<sp0_!1!d0b_9R+^-@BnKx{{o{jfx=1kQmXrfPyq26WX9lVHTflCF
z%x{FS{uP(Cw&d2*NE-n-SX6Eo>9ubXYecqmz_5~z_ZiN7!x!?k)GDxVN<OsuI6-L6
zawo(a>WUP^eawSM9lG`7;Ql{d4h@Y$BCB(!XCI1I%3q#k1Ck;`c1~!@w7T_3<Spp6
z>0ej==aI3ga$`VUm!6Z7lRHYx>M_p!>%^cwa0DlY(_%0Y5##7Lj;C*ZiV2~AXmJ$k
z>##9)?1`1l4ZD5c^w|#dFgfs;OyUXpq`EHNtfQ=v2<6K#Vgxfhofaw$$TG+QiX$Ny
zee^Ho!@+B~2X_@{6nGULrPLK=hvzY#*3r0+E>O?xN1s~emgUHg6*h*RL@qZLj5l^-
zc16RSwJur@+Aq?qpwIL-SLsV=Q-~}5#cTueU{D8zcA>Kw0#5yoE`i2}GQuU=W#Vjo
zHP}rUo5<rW33ujPuh8R!b(DF|3^R&3toust$@*^K!bWG6-*f1@iueAQ-21-hNSWL+
z+t~l$^70-dn~AF&xM!d-gd{bzd6j~w>7f>$*Je_a(J+D0Da1=)uN=S3buJhdg){u&
zdLj1fGxfc;2Ha(K?vWDfj5{e_S<~DB4b!Vq<L(~Kp8EC~XUTjjH@P)M-5<{FX>q7x
z0}R&PExT;5tXlNAyicObj_`iKqouM~t*Y9oqY6onh*-%$t;x_b4){p0#=rDhj;v$|
zBuzLiT4^6&zRnjL8~b$Z^=reA^z6JCO=Ea^x+Us}MhQ$(h2tw-*MA7=TcvV`iMC&X
zCKV)v@Vu|F>3PybxKFWv`VWhi?^XH+RSX0DE_~cW7AXP~MK8CoLjn^R(g4aT)%lQo
zYKyC2d<Ld!mp61iy(P!wfn@=;K9@F=Sx*2=N*$^rRqqh>YQ;i(-9{UDWNi@&>;CL-
z|MPwXlc2xf(iTND1eAlb*D|x-CK(p$yT=BV>dqv8!Ck(8-h`ZVBox22rFx=-UO#1a
zO>M*Bw4&NyZ$=DiN=v!P7vobMX|`|Qj#g!`c-O&gm)La|MU;51?y<#mUj@5NYOH6S
zE+_s^znOn;d+(MR>eZ>0wR9fm5_xO1KO10Ht4X$WL4{{43O|>qwzX5^bmEt_`Hsvq
zx0%`Dg)*@h*0sw;T?BTjiw<HQCo=Dm?uhb?8m$`fOvo0EA4d}k5yM$$z_a5#Qc><g
zF}a#LYY-3$hRZ^o?=L0pegpI{r;Vy!r)lW#&pf_WT{`cFTwcIe-M-GzzffdfaBR9=
z`x<t;+~KfTM08}|u$(P<_?ZLBT<fuWTq+$?bVKl=X(f+gQNCN~A_>^bA$ym%j7i0b
zL8l6c*FA%dot%~<eqVcsHiJhRSnR~sM3P=^y)P8^>|vhpUtuZt(Kvqs+#(omt7mJQ
zW5Dd#UtrKyr>&Q#S?<ynb<?Qw&J6N4OeN3Uq`qytR+Ua%?cVPTTE^fKDUXKo7wibs
z4&%=V33y<-NM;nA=c(|AOIFn!yl--N*VH68<~?XJu$$&PzW9R+TDR4~V_F7@QjEO*
z>BOlsRrWa#yMYtaYC)CAIJ5ZfD}2Lk%GKq9zs{>tB65z5cq0nL$yu8o7Unm@uF=bZ
zog?1fjyqSwx`kK+R|L<qJ~Tdil~+5N-@<FyF4^(Nhg&tkB&t70g}xrRE3Vz-(qg!D
z+d|ra$t`%ca|ug=9QRwPo@n+Ce)aofXtn<HMw36?ylZ@4UsbX)UMvmpY#g3g)RN_T
zaJQ(d<V(XQ7r#vRY4i1eXILQz$Sd^pjQ=geS{^`Y9qg+W_81wKH;i}uw>A~J0B80p
zNnKMX30G_3;Zf>sHo?;^D)K*EkN*7>vcCRjS=$fk%e`C8=!R?M<X@Q>?)d9Dw9ha&
zJ9N%ZgW6ir8XYY<)Z{=rZv5X}=l-v+`R}e3FM=|Q2fQY|0T1KvA2%c^<m}%sKNeue
z^Y^QcG9B>mmnEo5{`s*4AlZNa_+s$ZeZc>tyqcDQoaOHy|KGSQd98uUHU7hg%%h_q
z;HQVY#m&o$b|D=djRtdZzWm=q)qgC{)@yeaWo2y;^_*s_Qw2@izJC46aOqO!Yv_De
zn&C_Pr~fvh`uA7z9|5rLsX6$aKBQirslQ7GaMt=|>JRZl^rU`X9xU-CA~MhYwh{b~
z-};XPLqY=cf3|1^+kY=LRow;Q|NGxti;7u8P<47J*<T~&zC6mTGASk|rhih##KhzP
z_^)~QYKS9&S03Gk3x>wVDPY`hVP1NG>Wv#W&c(nfTX_Jd3N{|YjT^|!%s<PW1~msQ
z15pFT7M)doZxa$2M4j<{2Nna>p7y?0(Swo%j4(^69ye4Nf^j3V2b2T<y`?Z3*3aaw
zzyA7*Q&Q3tj9DIhc~NFzO^qPwIfs#0!>Kw7ub<E+Ch=PosKj$1?K+d_{`f;1xJ<sj
z$W~082(<!_z`1wu=c83RMi$<Qrf7$!^=wWP4fSg^%lz#3?g?|S?hS8(YXVQ#mkg||
zE~I*i^*RFDy7^>lhsJbVN=iO31)QiMA1wE0D_z__I52I4H!8W|su&m<9mnhZ0~S8L
z5wUKfQh4&jxN$_%dnpGPi&{wetXMm6Pw8Q-Y(D0^=dV$o2qItwi3F?8VDkDgS*vo?
z<9)d^S$k)xU(M0caRB~id)vz!8~|V#7@ToWek>v?$^Zh%J=k8%HU#>7BFd`K(yZe7
z7a3kK6kX$*x!Z|vzaVoO<4SD7wj@?zSB?sov86S&Eqqh{zJ+%?d$KXxU(r6G1}Fr_
zic7VatNnO>%njkzgDbcA`MWlKAt0XP>jNw4=;%g+-&xuLAJ+kzya<M?SC@c0T}6dG
z7KVtuqcpJD?_Vj<c%++b;gc$QVeb7Yf*pKcw>ij9RQ8^cr9VPue}>-IDtAy&_Uv?P
zR2c_-3bBPUl^$e5MMN8pz0bfkaQSNb=J4it;ClaZNux_Jt$4t;!|cq=!k|@XIjgYu
zlK!%UPUZ9#-l=3!EA*gOkcdl{9tk*pUBh;b;NPO&AP5t81tiAF`T0C{wIm1dw}zS9
zZ`eY9g2J_HgBc5Wi}9OB1l%=Q^4@gIM987@COGyYUWSKbw73KcZU%2O)3kuG;ZB>c
z&)@7AYXmFu3wYO>OnbI48da?x)D5pU9$S7)OAE%3TpRXtMfrgfB2O0%=i6D{Eao|<
z?!=41eW+gTL(&UG!6UB=er0+I%FX*{SnqOiAs>i|RXh+8LGOVP)e?~7UoG#)JS_5u
zF3KKRlbFjv0aBHp|27$UA+>QHe0AlP$67M`IioTJRz68dJYF0az_ubT*g+ts>y;R%
z<H1I9zkB2UzTadRP0^uJ3@bLp?}vRG#oQ3jMo+I-XV-bPjRX!f&I{+x@kU2PaLWYk
z-JdpSn|?+nPXw;l53Gv`^UvA0GRp?;K5zZ1F<t7tJn%~=Taob?Y}i@y`25TagH<SL
zXJ8r(E;jp^oZNPu<<$bCd3000y|C+TjDUi$CUB%&YhX@zdeRN@9QgTSmw$199Y643
zdu6ycAYRG3ul|q7fLy7ys&5Cw_pKJ12o|8^9PpDq+W5BCz)(`=vue6rzCM65dv&<p
zaOmQ6OqsPkKRAaa6B~~uS`nW=e;$>gzwZF{VR<OXCtPY3T|KgJ(Eyw%E<f%!vO;a!
zFU%%e70(uK%k-1fWg!?aw2qb8Nif6x_MJPZwysp+Ji}s?%$+vQNjvp)ojc;<gQh2G
zaZi(aZia=0QEp;qCSD7AxVsu~xLV0FeWHm=N@~P3$$86g0?gsA6JhPjapAHE_r;11
zRvmiOMYpdSG71U`mWS|hX3%|qFdZpeRQJ{{wUGoiN?8SuX+uQKG2Ety^*a4M&4-ZC
z#o*pNEqjL-)At=YYbg2J`dDr9;1VZUY2rlYQ(^gx9`O(kcZrAJj>$w>=kdDXj<b5O
zn`gY8z@v50CQE)w9jLAonI`2cbei?onD0b+!w*3=Yb;zc-W3V5!L<h767=(7As(ah
zb}hSc+vC0Im;<mNMM18R=c;EhO~NU4{eZ?^VkOJ-=Jt|dTQm#mVgKCvVO~ZEbe5ja
zY_Bb-{b!ZCjYZIA%Q+1eAzAv@{;M(9@-6EFM5jUIuy0eJbLh!Yc_m?`F+Scybfe<7
zrxON4+&g1K8D@ccr7lv%+$EAls-i>q#$<p%{dSyzS9_g=I9oKPf|f%){o$}`TvSbH
znHvEsZk8Bs6||{f8FCRsa9qMNTy-HvmR!}ZU8(NQ{*7V1F#pe{J24NRQJ0ngo6*;;
zrxLDOJgdkLOlh2F3)%Z*px>=8D{j@0Dj*vl2igp39LCPv&IASTF(G-eY!PKQbWaC1
zaaCyy9L%3xczFJ@GZaW6y1co_R?&bKZn2|c?hI-b2@S-oHv(79sN@AskjK=$MLx2Z
z`3xJ*(vl^iYX#a0Nx)Tm;0?Q;O7Cffk#Z+{QZv(i>ld{GSRT@{)p1V`LJjpoRE<gc
zjmew?M9+1k0$afR91{KTaHVXENF1~}J}_##CY>)e_bqR8wQ>U58hIlCe0Y>N9`d@J
z));OVGic$P2BLM#=c-{4fQkyR91oN-@c;o{0YM21ldb_qvccs2dBc8)@Tri#e4PPO
z{$V3uD>$c0W@ctQ4%KHN!e__thly1gDJs79zRAR7x+uu;0D9k2t_7r%-oWkKbVN&f
zhao<j8w}anxB?8Wd%$*a77{gU&ge1Ec8dW{+@>~9!_Rrnca=jvP=XcRLFStMork+a
zHUrCG-wzVD0xuEfut(!UVJ~||l_841Kp=KrJsz1LL#TggSC$n<g@>PX3L<a3ku@&6
zh)I^3bL~VVTNZ$X%IW5sUBh$WijEF<<%N5$KRCxEqU?-EcZ0BplEWqOnH4pPL(VKx
zoNM_Q6~}H!2cXMOk3_aq&!-oH;B7ntrqrVk=7?~2FR~6*zAI+wJ1sqjvDL}cM48Ho
zklI>-_B)#+tQ#liMqJCh#!pYJ)vn8odE%tk8tx|C?+jI!Q4@v_Vy=p+y~JV^`qHG<
z>-7Bn{SBMh`!X(;gXE(inpxr*HIugQ*KglgMi?2bxa)D44=)41M2?ewO;4k4^nqsC
z0k~=r6*6@U(r_*q*oGIe??SFFg6KKFrnbXP5x<egs;VCFxNc20zeKSQLHv=aCtMr6
zq%1G!_K_x-%b+t)By50{V}gA{zL=FUe8Q7Mysq6lDk9c~!C~?Oi=-{}W%cyCgs>g3
zX?=+7pH6brH`^s!Knzqx6Gdq*F#lNASHiq8pwE;!xT&wFp1b}26>!?^#ghS+m*PKr
zOWnG;u3NbCm5wh4^Rve;3gLgy0R`dG+bR648(VyBz-&jNp>{LoQW)4pH|Aa<_dRM>
zlIalYUxWzaKZ=;Er=z7tJ)*{sYB4!SdrO5Sl#Iq{CyX`$X8xJO0h%H+T8RGnYi+ES
z=X?ZAKt<ycyopmg<W<c6vo41AhqDQKMYv?h4kJat<Itp<{734u8xT4Y#UOdv%)^gE
zIQ#npzm3dVftKYI@%}`toA8OAo?t|?uAgRcXV2)f{F}Ko)lb9!fb6e#D;!~x-4zw&
z|LkLlhY#KlJ&Z|)Uo0;aNuj@S!(@uwbEp=Y@yR7Ms2?Jh=xCQJhtxShaE|7IymDaT
z24Q?CNN23TpwQzG8|jn{T$o*I9yJM*He*83y45Kn`neUaQcs6>d`Vz+$i&bLY)-eC
z`NxC3`M8`AkSVe^fYiI^YZYN6SZ&DzMHo0@{SwBFByV0=vy=HVHKOZvJN=uQw0av4
zeR#&3hz51e`Vx^B5jFO$xn9-G{R?A-B9(=yW0tW!eG*5`o6LvA^-4M$*rUj~_taI%
zsZ)@x4JHu!S_BWV#y3C$R7h|-^)L~cwy_?1JQ9F|M6^><+_B`DO;Asr|G-sY&Hb|r
zCfeCy<(PDu`plV{!_vC(qkRI3y9?2xrkZN!lgnL`I%P9X1!LcNQ7J6!qaMpnI4t7T
zBOU#EFHn($v+$dG1s$s?A1UrOlivRMcmRcbWF?juW|9PrXup1!=*vbxgsEiMKnxSl
zFif(}orQkmO$=Q|Rd%eJp&eo^gLe!lhV$=Ss%2b3&RAn(7?yIQ0fJHY_9WCs+U2D;
z_bJ^^_n*7L<Lb(#$J;rxBq}`RQnSb*Zg~q#Tbp3i!wd!q+DDL*a<iK@!K&X|JzQ@b
z1Op3J7vQ%!T0h)+%uGxT7n;uql_~LI@t=+oFZ!s0=q%IdpNvQe%0_fn>KtO=67lo>
zb#u8t<5Hunxlb2c)DF<`pQfQ%2ATM0?!lAeUHZ;qvI28aX{n4*nY|S2nD%c@G8ovX
zD~I$SOXG<~mdK1yvI*t%2-sb5WaJf8Th_QgQe;>)n`9Pk0*j~tmU^x43h--oA-<^s
zmoSGwa<_sNpFoE|cGt$7sJ$`Q5FjNi1Tzzu#jTJ;L7QjeJa9p1ch;-KYx^J|SBAVv
z#qn{7vpt+H%iiC=|H=j=P2N04zkuCzQCmu?8|3v7_~1C9r{a<C_g9`Z<nx1Mk7Ie@
zsMx75KepUCS~Ny}4E$C20kEX5TwDJ6=_MoZga-HUoY5wnK1>Ig_uD8KgmsQ9b$zcf
z5Hm7xe1X25y98*2HNwxn{~^8g<IaF?uc*_2vAm9O{2=cq;WC9akWG27jaFYM`D4R8
zSM@WO;xlqm%53f&5!QYWD#MVP2_J5I&Po(yd-CS|O$c@X90$>fjrh~oU20dwPSUy9
zhD##U)Jhr-puU!Ls&(5vY6HnMu8pLMotCaSEF5)Pa85dG|4MVwhWwbYLOZ5(zrWDP
zj3+>SlU48TGRWcCEAweWe1cZX2a6hyAzN=~-@=GEidf>&-27Q@S^l|o4TU!NuTVsd
z?|RqIzNxAd80}o=$!|gX5K{$pvhB(2*?orO29JNL)JgUqg8$#(1pkR@Y;c0OA6?-#
z^;I<nE@T%mUA4P9(n*g^6>h6(0ENr=STaCFUS$6UGhVbEfb^1kjJVmx);T7#H+hO@
zW52SIg#G&;L4gMv_<%9fpkx`Z4_qeTWR2wIn*|T`bah2+TF>pQPfYL)0<7i5LCkOP
z<YAA2kp*IA#+H(#w5<rA=mm$ZMet5PDBZw?`a*x-?PP3m-Il6TYJh^;95#4rY6{rK
zAGv2tQ)(gbSoVQ@56mnn1c5VPZ|aTr%#T=`Xwl9o>^^2|4;0@^U(X7lS+8BantS<<
zqC;~y^=z~(NZ7o;ofkJA0ab}@^=ST_M6}Ps&s$^eZ7h_%5FQ@hS7;<aLCQq^?7*E&
z(vkW7fw>@6QwttQd4#(jJO;T9N=QhkNG|_N@S#s3XRqj>dG^nrKULX|M?G<iu}ZA5
zjg5_rLy=KY{UFrsfV-f$y7!D$d-fNZl-aOWf<$-Be?D!g4@n8!*`Q1^X-f~@9X74;
zLNfjoX^m!a;v<OThAUmI(mXo2qURUD?^e%?gbjUq{KoV+dg|L7GvTLL&vCC_4Q_7k
z9<aw&z8X;`H5xQWQeY}S-ZFg|9v(GN<x1uL*}Iw44X2v3iIIj->xCYZe6b%T^e8=1
z5DyE~1nTuEg?4xbqdz6P%UptqIu*4QnU<@9MJVy`@Yn`{STb5zSWE2`?3#sFtf(3q
zofdMiIGauYCE%B>Pq56j1TH-hP}ymuN%rH3;496TDFjXL7cihI2DcL<>i+AA)3E>W
z(l%s-S4mv>0S^Iq-5U!F9`CiuLN_LxqYts3slm5y-5MzB{{H>D4Xf1iq5ET?(>V)t
z5Qg6{TSe~_qnJ$QMdt<V!jX_&$48ICebz=zvgZNPCWi(2J9xJ?id8@836_A!Wk5N(
zAmJ|KbtcJHA=L)e4MHFX^ki_8GzE(y3Mz6QH)v8b8+Jv?6by06%FYH;G8&jjQfJOx
zx0Y_}rqnoN1Ka)p3Dl;Hl><*gHzscX>(@t4CV`H(a_J4SCu)65yhlLdOGiu|Z?wmy
z+w7Ku1LkYnlP6C&1q4d)gP~dTA|9TePTO^05%MJ>1i)pQvH|kzKY;0ukvaH5=eN7i
z{jForUr2p+uVe3^CS*;{`5^^Q*1WL(6Z|pRt!}BQci$0YKay^fO|<s!DXl!T3uw3)
zfK1|JI?A-%WAnF7al=1rO{wsVB_x5snFn(-08M#TD&y~I$v`HWU()P=bIYVmQR5RL
z{_^$f4r5mt7(Vt9z#C<*{j-L`VO?Nb^5hSLGm4%y6eNqLorA~wxKQYDsa^D;Mzppb
zQbtP342+M^2HCjgQjMy8E-aifek<SVcWirc#vXu60bn-C&O&w!rBO=(x=_QpxpcwL
zo@Lc|fsxJt9?HQ9+y1yz*g*owA<ENhWvH9($GG2gl;kS9*L=$rES21<b?a{}UXBv0
z|C5PeVj2Y{N2n!3!B#YE=y}5$p#1)tfMFQ~t9iiO+}un#c|@UooM2H@*@8C0#)F9#
z&cmg^Cy~Oa>SO&IoD2#9|3i6gJorDv9RGiX|NduOr+l*iC(-I3BS*64Y8>}QY1$!_
PYpW<|J}G`=9sa)n&z(S;

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/reed_warbler_classification.json b/modelling/data/abingdon-all/seasonal/reed_warbler_classification.json
new file mode 100644
index 0000000..43367f5
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/reed_warbler_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Reed Warbler",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "moderate",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "moderate_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.29,
+    "season_end_month": 6.115,
+    "forcing_peak_month": 4.12,
+    "season_width_months": 2.825,
+    "season_midpoint_month": 4.7025,
+    "season_start_label": "March",
+    "season_end_label": "June",
+    "forcing_peak_label": "April"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.24,
+    "DECAY": 1.618,
+    "OOS_DECAY": 4.096,
+    "POST_PEAK_DECAY": 4.075,
+    "POST_PEAK_SHARPNESS": 6.19,
+    "SEASON_START": 3.29,
+    "SEASON_END": 6.115,
+    "SHARPNESS": 7.004,
+    "FORCING_PEAK": 4.12
+  },
+  "fit": {
+    "score": 0.06
+  },
+  "warnings": [],
+  "summary": "Reed Warbler is classified as moderate spring seasonal presence. The fitted seasonal window runs from about March to June, with a spring peak around April. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/reed_warbler_consensus.json b/modelling/data/abingdon-all/seasonal/reed_warbler_consensus.json
new file mode 100644
index 0000000..ceceffc
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/reed_warbler_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.24",
+  "DECAY": "1.618",
+  "OOS_DECAY": "4.096",
+  "POST_PEAK_DECAY": "4.075",
+  "POST_PEAK_SHARPNESS": "6.19",
+  "SEASON_START": "3.29",
+  "SEASON_END": "6.115",
+  "SHARPNESS": "7.004",
+  "FORCING_PEAK": "4.12",
+  "SCORE": "0.06",
+  "SPECIES": "Reed Warbler"
+}
diff --git a/modelling/data/abingdon-all/seasonal/reed_warbler_observed.csv b/modelling/data/abingdon-all/seasonal/reed_warbler_observed.csv
new file mode 100644
index 0000000..fe19f0d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/reed_warbler_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,1
+4,4
+5,1
+6,3
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/reed_warbler_parameters.csv b/modelling/data/abingdon-all/seasonal/reed_warbler_parameters.csv
new file mode 100644
index 0000000..415b328
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/reed_warbler_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 11:00:19,reed_warbler_observed.csv,3.425,2.444,2.797,1.932,8.212,2.32,6.03,5.336,5.45,0.1178140631057952985746418087,
+2026-05-21 11:00:19,reed_warbler_observed.csv,1.064,1.467,4.174,7.243,4.234,3.49,5.99,11.632,4.27,0.07005402155749088372014894167,
+2026-05-21 11:00:19,reed_warbler_observed.csv,4.695,1.833,3.187,5.4,9.579,2.99,5.17,5.514,4.96,0.07182174117284942567604735632,
+2026-05-21 11:00:20,reed_warbler_observed.csv,1.439,0.534,7.205,1.3,4.073,2.7,5.69,14.581,2.94,0.09197445111965366164826599664,
+2026-05-21 11:00:20,reed_warbler_observed.csv,3.72,0.768,7.878,7.443,5.403,2.29,5.83,14.071,3.72,0.1184375762916935539147088388,
+2026-05-21 11:00:20,reed_warbler_observed.csv,3.82,1.793,5.72,5.992,1.418,2.88,5.5,3.65,5.45,0.07233273516195261358673312198,
+2026-05-21 11:00:20,reed_warbler_observed.csv,4.918,2.658,2.237,3.692,2.835,3.11,6.89,10.539,3.34,0.03650746324334366388948086832,
+2026-05-21 11:00:21,reed_warbler_observed.csv,3.872,2.033,6.151,1.118,7.07,2.31,5.43,13.255,3.18,0.1566440250000395510498997298,
+2026-05-21 11:00:21,reed_warbler_observed.csv,3.389,1.71,1.005,5.796,5.656,2.51,6.92,11.271,3.4,0.1192333093549865169591301047,
+2026-05-21 11:00:21,reed_warbler_observed.csv,1.36,2.677,4.292,7.388,3.935,3.89,6.46,14.829,4.89,0.1072941817998912179647455253,
+2026-05-21 11:00:21,reed_warbler_observed.csv,2.577,2.812,1.377,6.298,9.036,2.47,5.82,14.839,4.82,0.1398889515129035436725778371,
+2026-05-21 11:00:22,reed_warbler_observed.csv,2.967,0.805,1.111,6.452,4.227,2.88,6.0,8.35,3.6,0.08080764522839548909487147456,
+2026-05-21 11:00:22,reed_warbler_observed.csv,2.856,1.25,3.967,0.682,3.625,3.62,5.4,7.172,4.15,0.08063614826568076516648247034,
+2026-05-21 11:00:22,reed_warbler_observed.csv,1.167,2.891,5.936,5.594,5.465,2.61,6.46,11.405,2.97,0.1389168259755253456418981684,
+2026-05-21 11:00:23,reed_warbler_observed.csv,1.023,1.541,3.971,4.225,9.3,3.79,5.0,2.478,4.78,0.07012667272210226606987661863,
+2026-05-21 11:00:23,reed_warbler_observed.csv,4.659,1.773,7.671,4.396,5.202,2.77,5.19,14.417,3.53,0.09361951710922816225974649012,
+2026-05-21 11:00:23,reed_warbler_observed.csv,2.977,1.157,4.172,0.994,7.118,2.27,5.14,2.523,4.82,0.1037410033649523755113297214,
+2026-05-21 11:00:23,reed_warbler_observed.csv,1.662,1.644,5.871,7.277,1.918,2.35,6.4,2.716,5.04,0.07835162412454916171791989432,
+2026-05-21 11:00:24,reed_warbler_observed.csv,4.488,1.152,4.481,7.041,6.739,3.86,5.52,8.607,4.14,0.1010089263091853112247060199,
+2026-05-21 11:00:24,reed_warbler_observed.csv,2.761,1.666,5.855,4.654,2.578,3.41,5.89,11.731,5.13,0.1175742667956736364429805608,
+2026-05-21 11:00:24,reed_warbler_observed.csv,4.895,2.931,4.518,5.891,1.897,2.29,6.9,7.366,3.19,0.1357389973022252591348976470,
+2026-05-21 11:00:25,reed_warbler_observed.csv,1.683,2.322,3.677,7.12,2.99,2.53,5.72,6.346,2.71,0.1737203207993338335440844737,
+2026-05-21 11:00:25,reed_warbler_observed.csv,4.205,2.329,6.938,2.661,2.909,3.99,5.64,4.717,5.18,0.1422196880829482988511656669,
+2026-05-21 11:00:25,reed_warbler_observed.csv,4.891,0.884,4.829,5.105,1.723,2.39,5.07,9.832,3.8,0.1511538938184724947174996108,
+2026-05-21 11:00:25,reed_warbler_observed.csv,4.557,0.992,3.483,4.24,1.459,3.39,5.26,12.51,4.91,0.07163515243315864361303189273,
+2026-05-21 11:00:26,reed_warbler_observed.csv,4.378,0.853,3.913,1.022,7.876,2.46,5.18,14.594,3.73,0.1038664812218232729068896271,
+2026-05-21 11:00:26,reed_warbler_observed.csv,2.359,0.682,2.373,2.815,3.516,3.06,6.48,3.465,3.92,0.0379695908650585747210479934,
+2026-05-21 11:00:26,reed_warbler_observed.csv,1.098,1.8,4.976,3.117,7.471,3.8,6.64,14.906,4.95,0.1090468984220193297968967750,
+2026-05-21 11:00:26,reed_warbler_observed.csv,3.445,2.181,4.822,2.611,8.269,2.63,5.28,2.485,4.24,0.1012306188831233737293950273,
+2026-05-21 11:00:27,reed_warbler_observed.csv,3.601,2.776,6.243,0.861,7.518,2.35,6.07,10.119,3.78,0.1125230001982918721899531498,
+2026-05-21 11:00:27,reed_warbler_observed.csv,4.939,0.849,5.955,4.93,7.365,2.91,5.31,5.362,2.98,0.1244787348900890614489724272,
+2026-05-21 11:00:27,reed_warbler_observed.csv,3.001,2.06,3.892,3.091,5.352,3.78,5.57,6.699,4.79,0.09224005301736612487617611475,
+2026-05-21 11:00:28,reed_warbler_observed.csv,1.633,2.631,4.831,4.426,4.194,2.19,5.2,12.876,3.18,0.1850398379738293497884530301,
+2026-05-21 11:00:28,reed_warbler_observed.csv,3.888,1.033,2.227,6.724,9.159,3.3,5.66,2.468,4.18,0.06773965157524706970998229833,
+2026-05-21 11:00:28,reed_warbler_observed.csv,1.687,2.573,3.478,7.126,6.355,2.43,6.93,3.345,4.01,0.07625834929456781138911438751,
+2026-05-21 11:00:28,reed_warbler_observed.csv,1.701,2.51,1.334,1.931,7.614,3.5,5.03,7.07,4.22,0.06835778517600126165563048968,
+2026-05-21 11:00:29,reed_warbler_observed.csv,3.076,0.774,6.187,6.243,6.698,2.97,5.88,12.868,3.02,0.1277648791176193780291488407,
+2026-05-21 11:00:29,reed_warbler_observed.csv,1.319,1.665,5.395,0.379,8.181,3.94,5.37,6.836,4.47,0.1114426900867309765334445475,
+2026-05-21 11:00:29,reed_warbler_observed.csv,2.351,2.839,6.977,6.697,1.225,2.89,6.15,6.606,5.16,0.06568049795621757211243611026,
+2026-05-21 11:00:30,reed_warbler_observed.csv,4.117,2.131,1.221,2.738,4.875,3.65,5.62,1.508,4.16,0.06472935551238319995067584259,
+2026-05-21 11:00:30,reed_warbler_observed.csv,1.2,0.744,4.643,5.055,6.426,2.43,6.58,12.699,5.41,0.09504267134286611007043402915,
+2026-05-21 11:00:30,reed_warbler_observed.csv,2.558,2.081,4.386,5.244,4.372,2.3,5.57,5.515,5.34,0.1149095950521465847078609237,
+2026-05-21 11:00:30,reed_warbler_observed.csv,1.572,2.328,7.967,6.88,3.701,3.13,6.16,2.828,3.3,0.07348286591580544267097482875,
+2026-05-21 11:00:31,reed_warbler_observed.csv,3.878,0.76,7.727,3.721,1.897,3.43,5.16,9.542,4.51,0.07004502430177244328180577827,
+2026-05-21 11:00:31,reed_warbler_observed.csv,1.685,1.249,4.42,5.876,8.473,3.91,5.7,6.514,4.91,0.1548507539342625048630550864,
+2026-05-21 11:00:31,reed_warbler_observed.csv,1.308,1.793,1.584,0.962,5.068,2.99,5.79,1.963,4.34,0.07168057015812848868755582620,
+2026-05-21 11:00:31,reed_warbler_observed.csv,3.87,1.696,5.877,1.534,7.535,3.2,5.1,7.514,4.33,0.06856213475868527975430510802,
+2026-05-21 11:00:32,reed_warbler_observed.csv,1.028,2.784,4.555,7.596,2.856,3.03,5.03,9.643,3.08,0.1261108578057779853444426675,
+2026-05-21 11:00:32,reed_warbler_observed.csv,3.323,1.682,5.764,5.789,2.507,2.29,6.6,12.832,4.96,0.08728312747354315322718765691,
+2026-05-21 11:00:32,reed_warbler_observed.csv,2.807,2.804,4.249,2.015,6.711,2.48,5.87,3.469,4.3,0.09019048367995967619603034125,
+2026-05-21 11:00:33,reed_warbler_observed.csv,1.854,2.772,1.14,4.811,8.833,2.17,5.37,11.422,4.03,0.1370779935661393092045062748,
+2026-05-21 11:00:33,reed_warbler_observed.csv,1.339,1.517,3.898,7.585,6.684,2.97,5.68,8.131,3.2,0.1238015791012894392621213254,
+2026-05-21 11:00:33,reed_warbler_observed.csv,2.123,2.409,2.381,6.199,6.691,2.63,6.33,8.918,3.14,0.1368848232399877973145258552,
+2026-05-21 11:00:33,reed_warbler_observed.csv,1.211,0.998,5.978,5.516,8.733,2.54,6.97,1.89,3.32,0.08050293086172735980856845370,
+2026-05-21 11:00:34,reed_warbler_observed.csv,4.653,1.352,1.907,2.658,8.618,3.71,6.35,9.422,4.39,0.08007621726753494621162401288,
+2026-05-21 11:00:34,reed_warbler_observed.csv,2.18,1.827,5.77,4.071,7.365,3.58,6.43,13.994,4.88,0.08890283135294427980573922151,
+2026-05-21 11:00:34,reed_warbler_observed.csv,2.787,1.858,3.224,5.238,1.813,3.33,6.26,7.422,3.41,0.04098693538124859993058461568,
+2026-05-21 11:00:35,reed_warbler_observed.csv,1.747,2.064,5.739,4.966,6.399,3.28,5.83,2.933,5.39,0.06028666589548994747085829791,
+2026-05-21 11:00:35,reed_warbler_observed.csv,4.166,2.045,1.59,0.382,2.175,3.49,5.91,2.492,4.69,0.07400374650300644972435139861,
+2026-05-21 11:00:35,reed_warbler_observed.csv,3.199,2.475,6.847,6.368,3.277,3.67,6.49,5.493,5.21,0.08814386173162230161310476402,
+2026-05-21 11:00:35,reed_warbler_observed.csv,4.417,1.297,6.635,5.134,2.45,3.51,6.34,13.787,4.61,0.05084907460233489486065110446,
+2026-05-21 11:00:36,reed_warbler_observed.csv,2.899,1.188,3.431,2.483,9.102,2.35,5.53,3.728,3.3,0.1385569676550508037202259719,
+2026-05-21 11:00:36,reed_warbler_observed.csv,3.895,2.986,4.612,6.776,1.325,2.76,5.28,7.174,3.67,0.1456211338681861600440893155,
+2026-05-21 11:00:36,reed_warbler_observed.csv,4.095,2.755,1.166,6.278,7.506,2.76,6.21,2.632,4.9,0.09080358005653128471310348468,
+2026-05-21 11:00:36,reed_warbler_observed.csv,4.438,0.503,3.079,7.697,1.801,3.81,6.26,1.338,4.34,0.06348168395443595009753334259,
+2026-05-21 11:00:37,reed_warbler_observed.csv,1.361,1.551,2.309,6.92,3.061,2.83,5.02,6.79,3.9,0.08760876687670870960725827917,
+2026-05-21 11:00:37,reed_warbler_observed.csv,4.46,2.93,3.347,5.28,7.811,3.31,6.02,9.788,5.4,0.09225981594355279534003912589,
+2026-05-21 11:00:37,reed_warbler_observed.csv,2.272,1.136,3.361,5.851,4.613,3.34,5.74,7.236,3.61,0.06943523194635611248843384660,
+2026-05-21 11:00:38,reed_warbler_observed.csv,3.502,2.652,7.298,1.814,7.41,3.6,5.06,5.213,4.39,0.07080188982633589798385992253,
+2026-05-21 11:00:38,reed_warbler_observed.csv,4.037,0.543,1.885,4.355,8.151,3.07,6.37,4.263,3.11,0.05539801417478927817119702758,
+2026-05-21 11:00:38,reed_warbler_observed.csv,4.607,1.815,3.446,1.733,6.267,2.2,5.61,3.166,3.72,0.1169562383399569769034095296,
+2026-05-21 11:00:38,reed_warbler_observed.csv,2.85,2.99,4.031,0.846,7.382,3.79,5.2,4.533,5.0,0.07407692832719288719678048555,
+2026-05-21 11:00:39,reed_warbler_observed.csv,1.526,1.754,2.744,0.398,9.207,2.21,6.47,9.856,4.97,0.1084531166656570943936001115,
+2026-05-21 11:00:39,reed_warbler_observed.csv,3.708,2.261,1.21,0.939,5.078,2.35,6.7,11.604,5.41,0.1226998561800566000521786267,
+2026-05-21 11:00:39,reed_warbler_observed.csv,2.02,2.338,5.262,0.341,4.919,2.51,6.93,10.405,3.96,0.1022566144932799977759168985,
+2026-05-21 11:00:40,reed_warbler_observed.csv,3.933,0.692,2.151,0.919,9.149,3.24,6.61,7.691,3.39,0.03114027296379895662254212191,
+2026-05-21 11:00:40,reed_warbler_observed.csv,4.27,0.819,3.138,1.476,1.462,2.93,5.68,8.306,5.41,0.09134832329735789876294142776,
+2026-05-21 11:00:40,reed_warbler_observed.csv,3.741,2.926,6.457,7.346,3.314,2.83,6.44,4.179,3.59,0.07985074282776620381815605832,
+2026-05-21 11:00:40,reed_warbler_observed.csv,1.08,2.229,5.065,0.302,6.968,3.96,5.07,2.55,4.27,0.06910905459359433384025723043,
+2026-05-21 11:00:41,reed_warbler_observed.csv,4.173,1.395,7.642,7.274,5.656,2.35,6.53,1.109,3.91,0.09913695997556646165960550001,
+2026-05-21 11:00:41,reed_warbler_observed.csv,1.815,1.214,7.706,5.282,9.892,2.68,5.7,6.131,4.82,0.08763714034902909368634011771,
+2026-05-21 11:00:41,reed_warbler_observed.csv,4.362,1.964,4.529,0.049,3.132,2.12,6.26,10.672,4.13,0.1126926437714631373706908048,
+2026-05-21 11:00:41,reed_warbler_observed.csv,3.898,2.77,3.457,4.387,7.147,2.01,5.22,9.747,3.13,0.1998488389697786824120889611,
+2026-05-21 11:00:42,reed_warbler_observed.csv,4.038,1.86,5.334,6.274,5.88,3.9,5.84,7.584,4.29,0.1066268174472639535442763771,
+2026-05-21 11:00:42,reed_warbler_observed.csv,3.09,1.538,5.644,4.888,9.751,3.81,6.43,6.732,4.34,0.1027603671438843032203336683,
+2026-05-21 11:00:42,reed_warbler_observed.csv,2.265,2.57,3.705,3.027,1.848,3.65,5.77,6.505,5.47,0.09467423590374260883172105920,
+2026-05-21 11:00:43,reed_warbler_observed.csv,2.335,1.232,4.699,7.292,5.162,2.8,6.41,6.505,3.89,0.04893515043656144065878524165,
+2026-05-21 11:00:43,reed_warbler_observed.csv,2.374,1.818,5.57,4.234,8.484,2.46,6.0,1.295,2.97,0.1615002102883792147391787037,
+2026-05-21 11:00:43,reed_warbler_observed.csv,2.042,1.759,3.522,0.816,1.425,3.4,6.14,3.745,4.47,0.07954533178331132698285007512,
+2026-05-21 11:00:43,reed_warbler_observed.csv,4.907,2.545,7.394,6.957,6.616,3.88,6.65,2.888,5.07,0.1026470004341098801735149822,
+2026-05-21 11:00:44,reed_warbler_observed.csv,2.578,2.197,7.651,0.555,1.435,3.51,5.81,10.275,4.99,0.1194564294885347856694066985,
+2026-05-21 11:00:44,reed_warbler_observed.csv,2.392,2.525,1.849,5.673,9.614,3.41,5.53,3.594,4.31,0.07009830222380811745114724145,
+2026-05-21 11:00:44,reed_warbler_observed.csv,1.336,1.936,5.802,0.503,9.71,2.87,5.34,10.11,4.67,0.07794520674519091706211450091,
+2026-05-21 11:00:45,reed_warbler_observed.csv,4.449,1.335,3.631,7.247,7.448,2.39,5.51,5.127,2.62,0.1898286473535121749270652915,
+2026-05-21 11:00:45,reed_warbler_observed.csv,1.464,1.095,4.656,4.595,9.643,2.95,6.93,6.938,4.27,0.04012613393424824468299451301,
+2026-05-21 11:00:45,reed_warbler_observed.csv,4.412,1.584,3.067,7.834,5.327,2.13,6.86,12.223,2.82,0.1768459891139784438843816206,
+2026-05-21 11:00:45,reed_warbler_observed.csv,2.636,1.613,5.103,0.793,1.951,2.17,5.06,4.019,3.27,0.1534348125342202262503716901,
+2026-05-21 11:00:46,reed_warbler_observed.csv,2.543,2.018,6.135,0.428,9.479,3.5,6.77,3.654,4.67,0.07667244309367305444303000280,
+2026-05-21 11:00:46,reed_warbler_observed.csv,1.946,0.706,3.34,5.879,1.036,2.62,5.03,7.668,4.07,0.1188892505002690644451776594,
+2026-05-21 11:00:46,reed_warbler_observed.csv,1.762,1.192,5.253,7.337,3.819,2.11,6.64,9.05,5.35,0.1093327589738131420338800513,
+2026-05-21 11:00:46,reed_warbler_observed.csv,2.447,2.04,7.218,6.476,6.413,2.77,5.29,11.847,2.77,0.1718605843416073047380819117,
+2026-05-21 11:00:47,reed_warbler_observed.csv,3.669,0.625,4.376,0.53,5.414,2.92,6.5,7.346,3.47,0.04411827944620321481709686183,
+2026-05-21 11:00:47,reed_warbler_observed.csv,3.939,1.077,3.679,1.836,1.31,2.82,5.4,9.312,3.35,0.08593911042620279922834337630,
+2026-05-21 11:00:47,reed_warbler_observed.csv,3.669,1.075,7.25,4.559,2.866,3.33,5.05,14.389,3.44,0.07274943680546806281102827779,
+2026-05-21 11:00:48,reed_warbler_observed.csv,4.591,0.981,1.627,5.607,3.482,2.35,5.95,8.042,4.39,0.1078116786908896606744906510,
+2026-05-21 11:00:48,reed_warbler_observed.csv,1.331,2.151,7.497,7.059,7.77,3.94,6.53,7.426,4.33,0.07868837767590457374415384255,
+2026-05-21 11:00:48,reed_warbler_observed.csv,4.505,2.186,2.405,5.323,9.264,2.26,5.65,14.397,4.53,0.1318992459496819928282460394,
+2026-05-21 11:00:48,reed_warbler_observed.csv,2.818,0.935,1.127,7.376,6.076,2.28,5.17,4.168,3.84,0.1159113423595141864546975612,
+2026-05-21 11:00:49,reed_warbler_observed.csv,3.437,1.983,6.307,2.176,5.384,2.58,6.77,9.471,5.15,0.09958056778460573131469630408,
+2026-05-21 11:00:49,reed_warbler_observed.csv,1.997,1.36,5.608,7.006,7.285,2.51,6.91,14.869,2.67,0.1551706005877317320730110358,
+2026-05-21 11:00:49,reed_warbler_observed.csv,1.421,1.857,2.189,6.046,2.647,2.28,6.21,10.525,4.93,0.09845147154175511978971994273,
+2026-05-21 11:00:50,reed_warbler_observed.csv,3.53,2.506,5.517,0.648,4.352,3.33,5.83,1.74,3.73,0.06775890974584656574233277370,
+2026-05-21 11:00:50,reed_warbler_observed.csv,4.814,2.56,6.064,7.799,8.396,2.17,5.89,14.91,4.72,0.1431836492108840778793636451,
+2026-05-21 11:00:50,reed_warbler_observed.csv,4.329,2.619,4.149,1.304,4.24,3.25,5.4,2.967,3.86,0.06836171694900703325652933162,
+2026-05-21 11:00:50,reed_warbler_observed.csv,2.773,2.802,4.323,7.753,4.168,2.76,5.04,8.701,4.63,0.08404022119110786092695671065,
+2026-05-21 11:00:51,reed_warbler_observed.csv,4.009,2.924,3.183,5.237,6.631,2.36,6.28,14.626,3.19,0.1463638216780331819841494491,
+2026-05-21 11:00:51,reed_warbler_observed.csv,1.242,0.55,5.644,7.458,3.894,2.76,6.18,4.511,2.82,0.1594864560584882762994288422,
+2026-05-21 11:00:51,reed_warbler_observed.csv,3.013,2.862,7.657,7.276,9.935,3.58,6.32,6.918,3.96,0.04007932267178871770370280769,
+2026-05-21 11:00:51,reed_warbler_observed.csv,1.94,2.496,2.726,3.545,6.828,2.16,6.77,12.679,3.4,0.1297636487619493953921716973,
+2026-05-21 11:00:52,reed_warbler_observed.csv,1.176,1.284,1.363,5.065,9.376,2.07,6.27,13.517,5.07,0.1219975896193943594698208822,
+2026-05-21 11:00:52,reed_warbler_observed.csv,4.735,2.671,6.993,5.485,5.981,3.13,6.22,10.957,4.07,0.04420817636260457728221136142,
+2026-05-21 11:00:52,reed_warbler_observed.csv,4.033,2.605,2.616,6.058,4.979,2.42,5.92,14.82,4.96,0.1160584041803410475602206454,
+2026-05-21 11:00:53,reed_warbler_observed.csv,2.467,1.114,7.828,3.925,7.398,2.67,6.27,12.621,3.54,0.05723960057899879293034571502,
+2026-05-21 11:00:53,reed_warbler_observed.csv,3.515,0.822,5.87,6.024,3.965,3.81,6.63,1.203,5.38,0.1049178901322913061560343367,
+2026-05-21 11:00:53,reed_warbler_observed.csv,2.768,1.77,3.408,0.764,4.526,3.04,5.39,3.657,3.72,0.07121315880819463052103362035,
+2026-05-21 11:00:53,reed_warbler_observed.csv,1.138,0.865,3.715,7.257,7.886,3.16,5.2,3.856,3.86,0.07184788405235656793909828107,
+2026-05-21 11:00:54,reed_warbler_observed.csv,2.622,2.125,1.551,2.573,8.077,3.42,6.87,1.318,4.33,0.08586740677969985840768703703,
+2026-05-21 11:00:54,reed_warbler_observed.csv,4.057,2.221,4.213,7.782,8.234,3.36,5.02,14.08,4.08,0.06976150792456114805799350770,
+2026-05-21 11:00:54,reed_warbler_observed.csv,3.056,1.891,1.602,2.373,9.502,2.08,6.59,8.844,3.31,0.1280981184467127616525005048,
+2026-05-21 11:00:55,reed_warbler_observed.csv,4.94,2.087,1.566,2.113,6.023,3.78,5.07,11.531,4.1,0.09492239589260148286036935821,
+2026-05-21 11:00:55,reed_warbler_observed.csv,4.069,0.666,3.361,1.475,4.958,3.21,6.29,6.327,3.33,0.03900721180330383165093202732,
+2026-05-21 11:00:55,reed_warbler_observed.csv,2.339,0.709,3.114,7.188,9.646,3.33,6.91,4.914,4.77,0.09592577600311557587087364437,
+2026-05-21 11:00:55,reed_warbler_observed.csv,3.256,1.912,2.576,3.897,3.357,2.06,6.34,4.108,4.56,0.09756454022338616099761557544,
+2026-05-21 11:00:56,reed_warbler_observed.csv,2.367,1.983,7.244,5.802,3.1,3.78,6.84,12.17,4.68,0.09053675458389665876529911713,
+2026-05-21 11:00:56,reed_warbler_observed.csv,2.452,1.398,2.971,0.825,8.437,3.37,5.82,1.188,3.49,0.09142865782423573590258981481,
+2026-05-21 11:00:56,reed_warbler_observed.csv,1.408,0.568,1.694,3.74,9.006,3.52,5.11,14.964,3.52,0.07275567039803959791928672904,
+2026-05-21 11:00:56,reed_warbler_observed.csv,3.672,0.874,1.57,7.235,8.961,3.99,6.41,14.1,4.89,0.1400509394752363493747377071,
+2026-05-21 11:00:57,reed_warbler_observed.csv,4.783,0.548,4.306,6.646,5.662,2.8,6.89,3.07,2.94,0.1253208812864768454467499372,
+2026-05-21 11:00:57,reed_warbler_observed.csv,3.89,0.916,2.035,7.958,2.714,2.1,5.53,13.24,3.86,0.1615011402875625580554718478,
+2026-05-21 11:00:57,reed_warbler_observed.csv,4.59,1.478,5.451,6.685,9.137,2.53,5.01,9.963,4.48,0.1037523618054958256798085068,
+2026-05-21 11:00:58,reed_warbler_observed.csv,2.722,0.996,7.332,4.967,8.2,3.63,5.34,14.898,3.65,0.07383480534493462199930168461,
+2026-05-21 11:00:58,reed_warbler_observed.csv,2.678,1.107,5.19,3.686,6.989,3.62,5.26,7.904,4.27,0.07532970325671552150422656045,
+2026-05-21 11:00:58,reed_warbler_observed.csv,4.252,1.144,7.279,3.801,1.655,2.11,5.12,8.605,2.99,0.1814000317746377874431620119,
+2026-05-21 11:00:58,reed_warbler_observed.csv,1.864,1.066,2.426,5.966,3.691,3.93,6.86,13.858,4.5,0.09802721101177095637543995668,
+2026-05-21 11:00:59,reed_warbler_observed.csv,2.337,1.878,5.858,7.314,1.947,3.27,5.21,9.975,4.47,0.06876931765077207416943263601,
+2026-05-21 11:00:59,reed_warbler_observed.csv,4.255,2.786,4.237,3.103,9.034,3.7,5.31,1.078,4.58,0.09607711680031857149696323148,
+2026-05-21 11:00:59,reed_warbler_observed.csv,1.333,1.077,5.322,3.528,6.023,3.97,5.73,13.274,5.4,0.1651447264406260505482128319,
+2026-05-21 11:00:59,reed_warbler_observed.csv,2.669,1.309,2.974,2.548,6.47,2.08,5.72,12.535,4.91,0.1324876668931216256459843639,
+2026-05-21 11:01:00,reed_warbler_observed.csv,4.557,2.311,1.548,0.702,8.196,3.99,6.29,10.458,4.21,0.1053529017155660522602604197,
+2026-05-21 11:01:00,reed_warbler_observed.csv,3.856,2.234,5.23,0.643,5.694,2.25,5.91,9.032,5.2,0.1335734582399987716522455644,
+2026-05-21 11:01:00,reed_warbler_observed.csv,2.285,2.329,6.006,4.522,5.155,2.31,6.95,4.055,4.38,0.07848990794713161088677182724,
+2026-05-21 11:01:01,reed_warbler_observed.csv,3.784,1.465,2.202,0.459,5.416,3.15,6.11,13.006,4.77,0.08145322153858542166530503067,
+2026-05-21 11:01:01,reed_warbler_observed.csv,2.961,2.212,2.001,2.912,1.287,2.51,5.82,14.81,4.57,0.1122420071862228387179467188,
+2026-05-21 11:01:01,reed_warbler_observed.csv,2.392,2.688,5.361,2.92,3.959,2.99,5.96,11.354,3.6,0.08090168070350811563120197660,
+2026-05-21 11:01:01,reed_warbler_observed.csv,1.402,2.724,4.29,0.43,8.128,3.35,5.54,13.898,4.34,0.08160500562573366555954350024,
+2026-05-21 11:01:02,reed_warbler_observed.csv,3.069,2.39,1.08,7.448,8.836,2.05,6.16,11.943,5.25,0.1289355261317481561357597176,
+2026-05-21 11:01:02,reed_warbler_observed.csv,4.132,2.055,7.801,7.049,2.648,2.1,6.41,5.947,4.36,0.09932485699353151287998475007,
+2026-05-21 11:01:02,reed_warbler_observed.csv,3.563,0.789,1.213,1.344,2.963,3.44,5.84,10.292,4.42,0.08766641022894962406044971695,
+2026-05-21 11:01:03,reed_warbler_observed.csv,2.636,1.349,1.985,4.273,8.444,2.16,5.13,9.157,4.72,0.1120965529886942034453361779,
+2026-05-21 11:01:03,reed_warbler_observed.csv,2.715,1.934,5.1,1.668,8.38,3.26,5.97,11.16,5.18,0.09727745550297416502186402718,
+2026-05-21 11:01:03,reed_warbler_observed.csv,3.774,0.69,1.026,6.911,6.335,2.27,6.97,4.448,3.84,0.07983696827678063672213593322,
+2026-05-21 11:01:03,reed_warbler_observed.csv,4.461,1.49,3.132,4.968,6.421,3.95,5.13,2.519,4.29,0.07050233786638431155370465032,
+2026-05-21 11:01:04,reed_warbler_observed.csv,1.145,2.698,2.852,6.11,1.116,2.85,6.28,6.822,3.82,0.08613830622777962865810681432,
+2026-05-21 11:01:04,reed_warbler_observed.csv,1.441,1.913,2.074,3.131,2.628,3.45,5.36,2.893,4.72,0.07071121292402926110300984945,
+2026-05-21 11:01:04,reed_warbler_observed.csv,1.491,2.43,5.4,2.673,3.874,2.19,6.15,11.536,3.49,0.1377822573229534564420615902,
+2026-05-21 11:01:04,reed_warbler_observed.csv,3.994,0.877,3.186,3.301,9.564,3.15,6.97,11.861,3.19,0.03511997806935385706204114298,
+2026-05-21 11:01:05,reed_warbler_observed.csv,1.234,0.842,5.027,7.812,6.258,3.68,6.94,5.33,5.12,0.1230589579356473713178249555,
+2026-05-21 11:01:05,reed_warbler_observed.csv,1.392,2.358,1.555,7.101,2.925,2.29,6.71,6.772,2.75,0.1551411626934084728281691929,
+2026-05-21 11:01:05,reed_warbler_observed.csv,3.362,2.161,5.443,6.279,2.241,3.46,5.08,12.077,5.03,0.06898217876632373710896687574,
+2026-05-21 11:01:06,reed_warbler_observed.csv,2.394,1.461,4.044,2.062,4.934,3.31,6.94,5.001,3.34,0.02511214202839907153690285363,
+2026-05-21 11:01:06,reed_warbler_observed.csv,2.198,2.841,4.338,5.4,4.782,2.49,5.48,14.648,4.38,0.1218237754507162848301503842,
+2026-05-21 11:01:06,reed_warbler_observed.csv,2.765,2.876,7.144,7.39,1.175,2.67,5.46,3.965,3.78,0.1413634692374324637113535576,
+2026-05-21 11:01:06,reed_warbler_observed.csv,2.502,0.693,2.994,7.649,7.394,2.56,5.92,2.048,5.11,0.08812590080781226390958744841,
+2026-05-21 11:01:07,reed_warbler_observed.csv,3.907,1.55,1.106,2.567,4.323,3.73,5.3,10.176,4.28,0.07872869730566140884906435739,
+2026-05-21 11:01:07,reed_warbler_observed.csv,3.407,0.784,6.813,3.663,7.279,2.92,6.5,13.549,3.17,0.05408076012328573587223266742,
+2026-05-21 11:01:07,reed_warbler_observed.csv,2.434,2.539,4.714,4.679,7.936,3.75,5.7,9.64,4.35,0.08304201420289909142793097698,
+2026-05-21 11:01:08,reed_warbler_observed.csv,2.856,2.448,3.169,0.056,7.214,3.99,5.2,2.66,4.24,0.05232207481657968002154296863,
+2026-05-21 11:01:08,reed_warbler_observed.csv,4.525,2.009,2.339,5.827,7.049,2.31,5.9,8.134,2.66,0.1879919847109953298481909711,
+2026-05-21 11:01:08,reed_warbler_observed.csv,2.61,0.707,6.627,1.824,2.266,3.98,6.78,9.27,5.28,0.1176565203688647602630466396,
+2026-05-21 11:01:08,reed_warbler_observed.csv,4.224,1.986,4.832,4.797,2.54,2.04,5.21,11.394,5.02,0.1189211044114991234568517858,
+2026-05-21 11:01:09,reed_warbler_observed.csv,4.894,0.744,4.582,4.817,5.527,3.84,5.23,4.003,5.11,0.08357687734611568136611410983,
+2026-05-21 11:01:09,reed_warbler_observed.csv,3.527,1.3,2.354,2.139,5.99,3.49,5.24,14.359,4.29,0.07396685276740376652723418498,
+2026-05-21 11:01:09,reed_warbler_observed.csv,4.972,2.789,5.307,0.033,9.131,2.86,5.75,11.815,3.64,0.1036423431715016021875873446,
+2026-05-21 11:01:09,reed_warbler_observed.csv,2.599,1.204,6.093,2.181,7.848,3.51,5.48,9.743,3.72,0.07114285472078088791159870335,
+2026-05-21 11:01:10,reed_warbler_observed.csv,1.687,1.705,2.504,5.446,9.951,2.9,6.72,12.165,4.67,0.05962133628134732550172789922,
+2026-05-21 11:01:10,reed_warbler_observed.csv,1.86,1.881,5.405,0.482,2.798,3.58,5.19,9.366,3.8,0.07071954989375830657024828192,
+2026-05-21 11:01:10,reed_warbler_observed.csv,3.3,0.535,1.154,2.726,6.111,2.47,5.37,6.781,3.1,0.1453657326508213915647379993,
+2026-05-21 11:01:11,reed_warbler_observed.csv,1.007,0.649,2.415,4.305,5.999,2.21,6.38,10.981,5.16,0.1069218128381392420031114015,
+2026-05-21 11:01:11,reed_warbler_observed.csv,2.451,2.2,2.357,6.449,4.852,3.0,6.1,10.602,3.6,0.07859793961109288796727298807,
+2026-05-21 11:01:11,reed_warbler_observed.csv,1.298,1.471,3.961,2.229,8.461,2.14,6.51,4.39,5.01,0.1121505812992226418187063876,
+2026-05-21 11:01:11,reed_warbler_observed.csv,4.75,2.647,1.078,6.107,5.806,3.14,5.85,9.65,4.94,0.07477508909138616016804342231,
+2026-05-21 11:01:12,reed_warbler_observed.csv,2.199,1.933,2.58,0.416,1.04,3.92,6.39,13.425,4.61,0.1059703094057345790138270724,
+2026-05-21 11:01:12,reed_warbler_observed.csv,2.988,1.994,1.095,6.27,3.378,2.72,5.55,3.998,4.03,0.1060182614225436615371031516,
+2026-05-21 11:01:12,reed_warbler_observed.csv,2.012,2.589,4.26,2.03,6.32,3.31,5.84,9.279,4.42,0.08511891372677131533471344602,
+2026-05-21 11:01:13,reed_warbler_observed.csv,3.119,1.278,2.635,1.035,8.485,3.17,5.48,2.254,3.99,0.06766353177827262820925444037,
+2026-05-21 11:01:13,reed_warbler_observed.csv,4.497,2.639,3.474,2.584,7.909,3.57,6.08,9.818,4.31,0.05680771205006265543264001423,
+2026-05-21 11:01:13,reed_warbler_observed.csv,1.519,1.297,5.268,5.464,1.339,2.92,6.5,11.025,3.17,0.07908572164412695166306573399,
+2026-05-21 11:01:13,reed_warbler_observed.csv,2.664,0.76,3.482,0.618,9.971,2.2,6.36,8.094,4.69,0.1037208197146982549789627801,
+2026-05-21 11:01:14,reed_warbler_observed.csv,1.628,0.566,1.778,0.391,4.174,3.07,5.49,8.349,4.92,0.08489209983213475303905615331,
+2026-05-21 11:01:14,reed_warbler_observed.csv,2.15,2.764,7.027,2.168,2.781,3.14,6.21,13.481,3.88,0.0488752979077216314862796933,
diff --git a/modelling/data/abingdon-all/seasonal/reed_warbler_simulated.csv b/modelling/data/abingdon-all/seasonal/reed_warbler_simulated.csv
new file mode 100644
index 0000000..4482e44
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/reed_warbler_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.93835E-8,0.1,0,0.01,1.16250E-8
+RungeKutta4,2,0.2,5.21143E-8,0.1,0,0.01,3.12548E-8
+RungeKutta4,3,0.3,1.16617E-7,0.1,0,0.01,6.99394E-8
+RungeKutta4,4,0.4,2.50023E-7,0.1,0,0.01,1.49948E-7
+RungeKutta4,5,0.5,5.29265E-7,0.1,0,0.01,3.17419E-7
+RungeKutta4,6,0.6,0.00000111471,0.1,0,0.01,6.68532E-7
+RungeKutta4,7,0.7,0.00000234073,0.1,0,0.01,0.00000140382
+RungeKutta4,8,0.8,0.00000490361,0.1,0,0.01,0.00000294087
+RungeKutta4,9,0.9,0.0000102505,0.1,0,0.01,0.00000614760
+RungeKutta4,10,1.0,0.0000213844,0.1,0,0.01,0.0000128250
+RungeKutta4,11,1.1,0.0000445229,0.1,0,0.01,0.0000267020
+RungeKutta4,12,1.2,0.0000925171,0.1,0,0.01,0.0000554858
+RungeKutta4,13,1.3,0.000191876,0.1,0,0.01,0.000115075
+RungeKutta4,14,1.4,0.000397149,0.1,0,0.01,0.000238185
+RungeKutta4,15,1.5,0.000820244,0.1,0,0.01,0.000491930
+RungeKutta4,16,1.6,0.00168972,0.1,0,0.01,0.00101339
+RungeKutta4,17,1.7,0.00346890,0.1,0,0.01,0.00208042
+RungeKutta4,18,1.8,0.00708477,0.1,0,0.01,0.00424899
+RungeKutta4,19,1.9,0.0143466,0.1,0,0.01,0.00860417
+RungeKutta4,20,2.0,0.0286230,0.1,0,0.01,0.0171662
+RungeKutta4,21,2.1,0.0556522,0.1,0,0.01,0.0333766
+RungeKutta4,22,2.2,0.103715,0.1,0,0.01,0.0622016
+RungeKutta4,23,2.3,0.181555,0.1,0,0.01,0.108885
+RungeKutta4,24,2.4,0.293438,0.1,0,0.01,0.175985
+RungeKutta4,25,2.5,0.435013,0.1,0,0.01,0.260893
+RungeKutta4,26,2.6,0.594753,0.1,0,0.01,0.356695
+RungeKutta4,27,2.7,0.759462,0.1,0,0.01,0.455477
+RungeKutta4,28,2.8,0.918634,0.1,0,0.01,0.550938
+RungeKutta4,29,2.9,1.06575,0.1,0,0.01,0.639169
+RungeKutta4,30,3.0,1.19764,0.1,0,0.01,0.718268
+RungeKutta4,31,3.1,1.31332,0.1,0,0.01,0.787645
+RungeKutta4,32,3.2,1.41295,0.1,0,0.01,0.847397
+RungeKutta4,33,3.3,1.49705,0.1,0,0.01,0.897835
+RungeKutta4,34,3.4,1.56591,0.1,0,0.01,0.939133
+RungeKutta4,35,3.5,1.61901,0.1,0,0.01,0.970979
+RungeKutta4,36,3.6,1.65432,0.1,0,0.01,0.992155
+RungeKutta4,37,3.7,1.66740,0.1,0,0.01,1
+RungeKutta4,38,3.8,1.65067,0.1,0,0.01,0.989966
+RungeKutta4,39,3.9,1.59403,0.1,0,0.01,0.955997
+RungeKutta4,40,4.0,1.48906,0.1,0,0.01,0.893043
+RungeKutta4,41,4.1,1.33767,0.1,0,0.01,0.802249
+RungeKutta4,42,4.2,1.15858,0.1,0,0.01,0.694842
+RungeKutta4,43,4.3,0.980943,0.1,0,0.01,0.588307
+RungeKutta4,44,4.4,0.828304,0.1,0,0.01,0.496764
+RungeKutta4,45,4.5,0.709296,0.1,0,0.01,0.425390
+RungeKutta4,46,4.6,0.620236,0.1,0,0.01,0.371978
+RungeKutta4,47,4.7,0.551602,0.1,0,0.01,0.330816
+RungeKutta4,48,4.8,0.492278,0.1,0,0.01,0.295237
+RungeKutta4,49,4.9,0.431458,0.1,0,0.01,0.258761
+RungeKutta4,50,5.0,0.360920,0.1,0,0.01,0.216457
+RungeKutta4,51,5.1,0.279550,0.1,0,0.01,0.167656
+RungeKutta4,52,5.2,0.196442,0.1,0,0.01,0.117813
+RungeKutta4,53,5.3,0.125177,0.1,0,0.01,0.0750732
+RungeKutta4,54,5.4,0.0735208,0.1,0,0.01,0.0440931
+RungeKutta4,55,5.5,0.0406605,0.1,0,0.01,0.0243856
+RungeKutta4,56,5.6,0.0215635,0.1,0,0.01,0.0129324
+RungeKutta4,57,5.7,0.0111088,0.1,0,0.01,0.00666235
+RungeKutta4,58,5.8,0.00560693,0.1,0,0.01,0.00336268
+RungeKutta4,59,5.9,0.00278808,0.1,0,0.01,0.00167211
+RungeKutta4,60,6.0,0.00137082,0.1,0,0.01,0.000822130
+RungeKutta4,61,6.1,0.000668043,0.1,0,0.01,0.000400650
+RungeKutta4,62,6.2,0.000323216,0.1,0,0.01,0.000193844
+RungeKutta4,63,6.3,0.000155431,0.1,0,0.01,0.0000932176
+RungeKutta4,64,6.4,0.0000743498,0.1,0,0.01,0.0000445903
+RungeKutta4,65,6.5,0.0000353963,0.1,0,0.01,0.0000212284
+RungeKutta4,66,6.6,0.0000167780,0.1,0,0.01,0.0000100624
+RungeKutta4,67,6.7,0.00000791998,0.1,0,0.01,0.00000474990
+RungeKutta4,68,6.8,0.00000372368,0.1,0,0.01,0.00000223323
+RungeKutta4,69,6.9,0.00000174385,0.1,0,0.01,0.00000104585
+RungeKutta4,70,7.0,8.1344E-7,0.1,0,0.01,4.87849E-7
+RungeKutta4,71,7.1,3.7791E-7,0.1,0,0.01,2.26646E-7
+RungeKutta4,72,7.2,1.74843E-7,0.1,0,0.01,1.04860E-7
+RungeKutta4,73,7.3,8.05423E-8,0.1,0,0.01,4.83041E-8
+RungeKutta4,74,7.4,3.69336E-8,0.1,0,0.01,2.21504E-8
+RungeKutta4,75,7.5,1.68546E-8,0.1,0,0.01,1.01083E-8
+RungeKutta4,76,7.6,7.65197E-9,0.1,0,0.01,4.58916E-9
+RungeKutta4,77,7.7,3.45469E-9,0.1,0,0.01,2.07190E-9
+RungeKutta4,78,7.8,1.55032E-9,0.1,0,0.01,9.29783E-10
+RungeKutta4,79,7.9,6.9117E-10,0.1,0,0.01,4.14520E-10
+RungeKutta4,80,8.0,3.05928E-10,0.1,0,0.01,1.83476E-10
+RungeKutta4,81,8.1,1.34341E-10,0.1,0,0.01,8.05691E-11
+RungeKutta4,82,8.2,5.84773E-11,0.1,0,0.01,3.50709E-11
+RungeKutta4,83,8.3,2.52073E-11,0.1,0,0.01,1.51177E-11
+RungeKutta4,84,8.4,1.07480E-11,0.1,0,0.01,6.44596E-12
+RungeKutta4,85,8.5,4.52722E-12,0.1,0,0.01,2.71514E-12
+RungeKutta4,86,8.6,1.88107E-12,0.1,0,0.01,1.12815E-12
+RungeKutta4,87,8.7,7.6981E-13,0.1,0,0.01,4.61683E-13
+RungeKutta4,88,8.8,3.09838E-13,0.1,0,0.01,1.85821E-13
+RungeKutta4,89,8.9,1.22531E-13,0.1,0,0.01,7.34863E-14
+RungeKutta4,90,9.0,4.76343E-14,0.1,0,0.01,2.85680E-14
+RungeKutta4,91,9.1,1.82748E-14,0.1,0,0.01,1.09601E-14
+RungeKutta4,92,9.2,6.9972E-15,0.1,0,0.01,4.19647E-15
+RungeKutta4,93,9.3,2.74035E-15,0.1,0,0.01,1.64349E-15
+RungeKutta4,94,9.4,1.14461E-15,0.1,0,0.01,6.86464E-16
+RungeKutta4,95,9.5,5.34993E-16,0.1,0,0.01,3.20855E-16
+RungeKutta4,96,9.6,2.85811E-16,0.1,0,0.01,1.71411E-16
+RungeKutta4,97,9.7,1.70128E-16,0.1,0,0.01,1.02032E-16
+RungeKutta4,98,9.8,1.07471E-16,0.1,0,0.01,6.44542E-17
+RungeKutta4,99,9.9,6.92097E-17,0.1,0,0.01,4.15076E-17
+RungeKutta4,100,10.0,4.44084E-17,0.1,0,0.01,2.66333E-17
+RungeKutta4,101,10.1,2.81026E-17,0.1,0,0.01,1.68541E-17
+RungeKutta4,102,10.2,1.74794E-17,0.1,0,0.01,1.04830E-17
+RungeKutta4,103,10.3,1.06831E-17,0.1,0,0.01,6.40704E-18
+RungeKutta4,104,10.4,6.4225E-18,0.1,0,0.01,3.85181E-18
+RungeKutta4,105,10.5,3.80357E-18,0.1,0,0.01,2.28114E-18
+RungeKutta4,106,10.6,2.22242E-18,0.1,0,0.01,1.33287E-18
+RungeKutta4,107,10.7,1.28303E-18,0.1,0,0.01,7.69479E-19
+RungeKutta4,108,10.8,7.3279E-19,0.1,0,0.01,4.39481E-19
+RungeKutta4,109,10.9,4.1452E-19,0.1,0,0.01,2.48603E-19
+RungeKutta4,110,11.0,2.32467E-19,0.1,0,0.01,1.39419E-19
+RungeKutta4,111,11.1,1.29359E-19,0.1,0,0.01,7.75813E-20
+RungeKutta4,112,11.2,7.1477E-20,0.1,0,0.01,4.28673E-20
+RungeKutta4,113,11.3,3.92417E-20,0.1,0,0.01,2.35347E-20
+RungeKutta4,114,11.4,2.14184E-20,0.1,0,0.01,1.28454E-20
+RungeKutta4,115,11.5,1.16275E-20,0.1,0,0.01,6.97343E-21
+RungeKutta4,116,11.6,6.28107E-21,0.1,0,0.01,3.76698E-21
+RungeKutta4,117,11.7,3.37747E-21,0.1,0,0.01,2.02559E-21
+RungeKutta4,118,11.8,1.80842E-21,0.1,0,0.01,1.08457E-21
+RungeKutta4,119,11.9,9.64465E-22,0.1,0,0.01,5.78424E-22
+RungeKutta4,120,12.0,2.73823E-9,0.1,0,0.01,1.64222E-9
+RungeKutta4,121,12.1,1.76706E-8,0.1,0,0.01,1.05977E-8
diff --git a/modelling/data/abingdon-all/seasonal/reed_warbler_simulated.png b/modelling/data/abingdon-all/seasonal/reed_warbler_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..aad9a0f36a26d9446f26742432c36b69709b911b
GIT binary patch
literal 28817
zcmb5W1yodB8$U`2h#)A9l!AatgLEn_EiEOj!Z38FsDPxPG$>-w%@8wmw<0|-bVzr{
z-J`GietzHm-~VMTmusClbLQ-Q_I{q{7taY%SCzkb;mQRJ42+A43NrUGFtGeFFfb?1
z<ANjnUq@%ae<IGZdd`|qD`z)TM@tM9Q)hcysI%>3v#YL_j!uuEc6^*X+?>MfS06b$
z+dGMHaY25c!3lM==3<firVp-yZ?B;5gn>b9ivEY0A^G_+1_ty*QRa@8d-BQ{zPDEY
zn8dot?z811tm~%u&wTJ4G9PGU=_nZ(*yP@LFz%NNy9Hh9Ei?OiD_=Vk%66|b4+1gD
zdPJ^ECK%;|uQY^zE#O&!#W>$tk5fHeP?QvJLd9NpMbBW5f)#H^inXehuhXjVJZ^;{
zXWXUBmoL9EKW9*dDFgm2I4S(m{}VM}MFj^3x0>o<kbo0}2??Ya!C#OmrULkMhMOHD
z1bj^U0_Q6F>kS1M*TJWbRR7ms&S-i1^y!RS%@JJ;UmL^eI$m2(PaF&;U|{Ww@|e$z
z8B1Gve^FOUD|xrFqN2ia%w_Okd!x*Dm@zFat?2PLmbWM_4K?tqBF~>b#j2Qk$#$KU
zRi2TF=_7Q!+HvwZW&7K+W9vEBD_(o6+6+a_H?LopDJm|Wg^!=)<(Sl@9=K>~YrhfO
z{vz!-pW=4Ueti%+oH{&3MoGy!pX!x|*y<LAb-V7bPx4xI#>a5_O@|BiZPhw0EDT$}
z)vh_32qc!lYn|v-;(8<OG^bZ}bLJtKkjetvVcrBGhxfKa1$XQa8*(1U8!fY+B~LOB
zFP+w$9ZAj&sOTEGyg6Qh`e`yuNuF**&Q3>4#`1Lw1<F1YyjB()OYz2BexLWLt%>)B
zY{hhhsKtDDisP_lT-(uF4HUWSu{&&?otod?-cHJSw%Ng@oj;VNo&BMr;^4#hBtc_e
zrlu^V<k4`C)>pXAAZNDVbJ|;dix;mJW#iGiOHEBr_v78ad$%6HhK-A>%odK-wZAbv
z%PM&ga&)Y3ox&Vv;#(nhFcY&GS9ARF8?tX;;GVN{Nr=H?lOFNC<aPq_FLW2Fd1s#4
z)|{QJWuutA?<7e0R1TG5cprZM+)tSk%2mDpjBzbU@;D8#-K$h&)pccuxo*9Q(xi3a
zYdW)l08BR$;sU>WEplvsa&nRvGICo{S@|`kvHP7>_?koqEF?Kp++W71R&eVwlU%aa
z@tp?`Mik>tPS*V5@JU$|w6tDdXJ&4T^xbB<$;l}(De~6uwBmRIPf{Izmx+<_gWuVy
z<Izf)l8?^`{-CJ)`n%3Vex<{mrO$bB2?;mH54zp@?6lR?#5SId$QiP-u_@VAA6N;y
zE)U@k*2U+%Vv^5tke`3+SH1oHoBT?9b2+b?ii*mUII>ji3nt#`sZQO(n{BLb_e;XP
zx01%S&Q^zu<xh@|w|cV2yx#gAW*#5UOX?0!dC;JI_KZsDhUm#KhFoACTUPm-i`_n^
z2wi36u-C6&w}w&k_4Q<CW^QJioZNe0V4zmcDbcB68-9iV9{HnkR9W>7hkli(OC(ax
zI_hh4IE{AU7rKTQ7h}M8V?5tnp`n>Yd9A&v3&evX={yM?Jmkm520o{H-ow3k<wKsJ
z$EHO;3~qpN1?Mf;Dt89*jM&DHP<s{=wE?Wht6$Qji+qk;_f}rMe5oZ$E#jQvxjZvt
zu_M^OQ7T~s#|p!g`5H1dU;fqrTBQx?_&xz$h9T`Vg&EamUXE?2n%@q;b}3S9GgxeQ
z$ov+YA*El?B?^j9rvl^NTU~auax*r|nAaDvnol@Psts52?qa%BqUya?E98CR9}4nF
zlyIxA(~R%G$T2AEHj=46T+F_&tIH}l<{Wcat6$;xu@ZH9a@4;j=H;j!e>_E5qaOI>
z>-7F)5JP*l&rzR;`PHM*3MXv`|05&}lC-ET9my;qwSj3a<hh-3OL-kL6ym*7I@lM_
zOU5b3McABpvXk$p4Zl*@0k5olkm@l<-5>L8g;vxxM{VS#M)JggSAEd!3pdEp7BVrH
zQHb3Un|^@_Y>MGY;rCQhd2$qEZQ1ZWoEzKrRW~(1We~4NN*pTC`)q6MT#LxLC^%{#
zc<Xl5HDkB!^>>%RNb>vE15!)EyWhoiF37GBE$cMdgs<FwcjFE*qvzMtrJ7SE@(?QI
zVT<Ic2Dwfs1&5<a865f2b>r-G{49pAM@*CaF5GQRCo<saW!bNp?`j+3$ZaDrArvN3
z_I^TXC#QRUXM6b6R5(}jLOays-@lVidp>x%iR>ktcb%{ioOi-w%H^#fG}W`~bo;Yp
z=5c{i726|0s?Wh(=UXvM<_g5!#(m0Yh3uusz39B`HMAJL$oyMd{qNG?Ts_@Ye@2qf
zE-RCA2;!RIwQJWFZ@VmN4br)dPI{i5>=}Vwz-kCxLscz`5R0wX;>S^vk(J+-mR2iA
z<mIh?Xh{IS%XZ^NtG1Tbhi(RO&%Wo9T|o@K<sG`85QtH7divGMh4-O`xw*Nk9SnZQ
z4lYRRw>|?t!xi(X*_>V*O_XDC`~m`%yu7@I<7cOPV{xS=B^e#!rUt#=z8MXg_?_U#
zO`on-?V&Vb$>LtS8B1L$qJu6AU#<;;O<<%H$LSJIBdBV0y5@IgV6+CVsyW{yab#P1
z@x|ie6WzOapDs1iK*c6~9V9n4HdZ^}F}iMR1bJ1v4_y5A#@xp72b)~g;<@X5PC+o%
z89bWh^7H7OE-fwHDTg@EmDQZ&dJ@|D$(J9$ps`aQelMP5Ts5+j3-ww0z<#=0R#Wjb
zFwh7@q67RglXCmC%2g0XhtnalM`}t+PT_Q-yU%tv`!v-ukEFdsQy4(F%FD>Ou{Ta~
zii=A~_0HFKDulJ~gvNI#+a&Xd<L1rpo6tuGo3pH?8+jw-?^dSVz~v6`<Id2*B@Q}N
zQ0Jqssv7Zx^aaQW<K%R7D<fcU;Fnb`<-xUlk9Jo?(@t8NnlcAJ^Kn&eM^|>gBxh4i
zqJEX{K*_B^$z4k??!PcxD|2a?S2q8W>)Yy`0fW`0s?)=ztT>!1{GpE)$>1?u=i*v>
zW|T2xX(<Igmls4&?46n()KpH?e4fLoQfo)f8CU%N0?(bb(D_dF?a?&Wv}tAa<>qZ#
zwiib&cB0#(RNSrfaoDLnAf#$VQg{{>cy${L?F7?P%>)=<*~WN}M^yDHwP0lk7u$2a
zAp4?tbZW(v$U*|2<BF>BSXF*R;I_EwV4<}!SPV7&oDyO+5%wNxARH1gNaV1{P3$ZY
zdQL@gxI(8~9u!%GjFgIc?b`0Sd?^kymSks|uDIBo=Wb3@3C|s>3a8hZF)yJs9~6E;
z<c#OJ#l4Jaeu5$HyD!S!96WXEwmdX>I_8gwt(9-uQgcn2;*Q)9PAICad*pG8>ny%B
zi&z>SH3gUP=q!v$tpq1*e5(^*d}BfQbh)@kwOqpU^Trhy+&#=O{fHN>gXIMA3uG)R
zi611WG;Gt(H|B^hi!}6d>$RW5UfsC!9E*q{I%Q*&Jk%(9i2ONLk$It6=gUSrMlyvV
zoY>UVJlqDqBjk8&0-tpjvAH=d*+bgbtln46DU&w5uwCC!%ZAJc5jV$q)cZRxFS4_<
zi<z>pNcdMhH!`70e}0#op|?4{DMCczg$4%I^Lz5moW-j%{bNVGRMQ6{bF&ADX;HEo
zQx!`2>8T|bp%0U%Im$-gkFdIiOYBbsKB4?LABSbzFpz5iXTKYUuQE2KlMZn~(ECQh
z2ERG@->5Al*x9Q&tEwby;8^#Za2rYqW87$G%Xc29c+TWHY&LkywE^b#0=6VnyzdMt
zn|7+rbFvt85KCj7c~+D3ZFV@NMG#gsJ<jrq8kCbR*caHy0)<THm|1Awv0_w7F7VgU
z2(eH(4}5#Lje6&XQT1{`zhPf=yY(S2mPF$huPI@FT5&JEZtUsef)9AjmXp%NN*Q4^
zf_W|Z`nuv*QyEgJjw4rU8-q;F4hOSz@yi;fcdarnc(=M*lLT7#5K(zNTu#+!^|;%k
z=eD)j=96+OKXuU#xp1Lb@jWHQG>>Q!W@tUCbvIgxQ-f4W{gPQx<kyCmkXpT-gRObD
zL#pQZDwLg#+Cw@iF@`YgM%QU*{Q{;8=8N~2YNYSHm>Rf26>cm-=I7p3$WG`<S2#vR
zIy8KDm=4*W>HPUpgZac7m3VGS-I25#!}$K)fWh!qTTm=|wo;8oVvhS0-z2-g|7m=q
zYn&7pW&TCnbNGwsY=u`5U%AQllgVesc*^xsYqS^mmDMqokJp!7>VlZ9B3#`DGFX)f
z>wMB$zHJ2-6dNU5akKEgyR_21C9G{MUX{OU$M8~xjLT>T%e4&RjAKHAk$*Gxjxe3_
zJt^WHsNa!6>4bo>ye+n8K3Dm~Q%wpX^dn!nX5K@uy-j5<DrzuO!9*6nkSWW>a6x=~
zKTU!E9hLXNY+Qey(K<WES5=+_y!>3u7<Q3v-!&pJydHXyob+I<9;dtN*24XLefuBi
zu5pneP$d`Nqo$~&-g7?ejIkz8sH0-ASoW1wBaryQ%~UqM<3Mlzx^_W(13~1wTAp#+
zb<)M~B^HCo0uN8@N^KCaCo_-D*R4}-7D9Mk0YXvD1?I!1lcPR;HP?S5_6A{rLGg5b
ztv_|vSQkjt{iIaL=Q-<@ZWb0pW3aE}=9AMA9qrCI;t4nW3p)n&jL(@Le(4A+-4m%_
z)iSrTbt@w`@h>=Xnyi1mNDzcsoaS}^Sz3nl>Oz-v<lA{W8#4cW$G~}iWA!l8+Yf0(
z?HH_Xxf#CyEK0$yXWx6`KY#d)?wZ=MiZg6TAXU=S7ES;!<GKDGZq6Fw9rB}y&0`^>
zTu{8DMkuk&t%EO4x^S)5?qT{+?LIR*c0i%@(DRp5*yF1_R+r2t3SQ8zVh=X;>`Ter
zc^Yz#t_ACT+@&i1{daX#(%u=<zM$Ukv*WDA<EAHO7|=uEkZP|7gt%Z9CXG1N%e$G5
z(t4h)duvFU9c^5Tgh)jO4M!2j?v>9a+Vt_>a9?#tQOSoWa>ld!rx!c3=C7i3)gB76
ztrE)$c}A~`yxTk9Q46*-ITAf<+pT8Gv@9ovekVI)Bb>|4Ekc@Mp^ej~G$tOi<ou7Z
zO`fb9YOtFovvSH`3w)mkDwsmwa(Yjiuh_vG9_2(ADpn&fx0m~+dHOfXdl%?rpv<vW
zb$LELsY)f9%kA=CpAFKK$xG11kuMV23ZA;Ik4*Z0F$hcVPtKwwZD8VlL5U2=DSS=v
z^3nEsx*N%`i*+1lbug6;8Hs-V{MO5m+ZzBVWX-B=ZfzOy@bEkt{!s?|ZiJeYgE>;I
zl!)c8izd}$#9|#?olAncLXfa7pA-%QSotTFq))3{%*?VJl24gg*FOhavb}r%{_Yr2
zS<A`8glJIVl^c7^zKNkH?WmscG&MDSQW2YESE<MmI)&fi7)Hf2^#N)2n1J13vckD7
zkXRyvGc-6@y(1NIvWsLj%KzL^oBYIsqGwh_C-*`B_ch6b8PY+3BeaQLy?T{*ClI$H
z556i=x~!<SB{JqiT`}P+!W&Dp@oZLh{dj%o5d(k&c>q2Qm0EQr(wBwjb-tA}DUFNh
zc>B=6o+0I6Y|ZzxZ{$3Ip51I(5dHlXjC_ch+4~2*xJuhvIy#=Exq5jxN@WwLEUL*1
zhafj;87y`4a;qB{WXHzUxtg_ojF5|@&-D#j0mX>8%>et(UZCN+Cj|vXYKdV-=E$3k
z2UBYsFWK_!o0^-ml<g{JDRh5;s1^4be@l<m>La@yU;jZmq~lzIbtS#W%;mjafzLK)
z?tXP^AccO-MFe|uoIfl6w0)iN{kJ+!pY0q|YDRW36;CN*Hcx@C@Ou_GXl6hlXslwW
z=_Qkqd&Hac+Gjk8@!L;7eo%FLeT~uY7qM`BOY#3iFmRspIUb7m`0?YDubT9)lK=;i
z^Njq^o^U-UhrOoj*c$W3`<If_{tIXh!&TkTkp1LvXRE`f7=uhh+)wU{kOkQRLj>ey
zgW4<M_%e_9(u#P&tpN?d1uVw%E|U5^#0+k_6v<#s(!@X@<@C-VNk1vbgU`mO5W)vd
z!SSHQLk<ezKVyHDlF~JkP!>A`ODO9es@|!?ielGLSFio+*gphHG_#|VQ-avm00~lH
zYk(SACZUHB&HUiOgZRIX?XHdY{I6>~H55VxH<;En?eDv1=H$$bII}#qvx_Y#;4Y@`
z-uTx*-r&37dttPZJb(UNIn~1^1d`;j6t-f(zz&YNxVZe+F|djL>sTP}MYGLL10`Ez
zr-8NY_~AoLh1j72Q|uUP)B`i56-vbXXaMgI9TeNz-EH;P`Tsn@HWE;fn*XoQU~CwY
zN6UN_%S9d60T2gVkj2;cvSZaNpxV6&a4WCtvR;iH(+(=0$DArXBwnz1fE-L7i^_%C
zk&y>GcvTPUp3;x44i%d7I?X9pOgtqxhCyaT;jSxY$t-55&Ih{S?voItw*;I3zR1>8
zJ6X1tjA1z2Zy_Ne=}kA5E|ODGxtRX15e2PyVpMI6I`y=zj=|9gyVO%NBk6Gadqa+L
zBO;+R4?JtZ$GzA?nxd}DQSjADC5f|RC;roXQGm$%+tjtSXInTvbkEGs^HGuVK&^7w
zV30W#B6bV|1A~6M@d~H;_NZ&pl|FEft+`C3bBX89laPpr*p2Cy4p4V}tgbdTGdH)a
z^~Wr7n3i)%NlvDHY-1BMHD%^PPpay=I+|J8<X~XiQt7hPw}$34ToozF$uqao<s)OO
zy!Nu5^6~QCmkXo1W;2kZQPc2&((py9GL^97hvo4alW+(jF|lrBvE%H$9e7w6p^KEA
z7$+f(fHDZ0Gp(<fvd*V+n?9|~>zIx1>(fGWGAqck>?I;P5iO%NKpBwG(z3^}sNC<N
z(Pv?0ReJCs(Q`E_F77joeD9*>C*@bAHiP$^oQf;eY`5mRlEzwsa<a2yu<?j8wn$l3
zU#lbuC`wBQHny~6H%Sv*xX`x-wnM+UjI3<tRx7-qKz)q9hhWc=)~;30xlhj%V_KSL
z4$oscNfLEjs3M1QKW(Lw3%~NwPFG()vq<)ndtOvRLZ%%wjG^8}<H3Vl@{#m!z(y!l
zLDvQ~N@{9x<>f*<mJO|N1i}!F7>rHC2DP(wGF<}@G11W$fIC>Md_-KXHWRL>62q#d
zlkcIV6k18Yifr{-pQu~(pc8XfPib)(%s1fz$TvDF>Rl=W@ACj`ye!+oF8@K=d>qaO
z7^8WQK<LUHTyDEjp?-R96otpM!-mk88b7~&PBG+is<_t&Ksr<zyRXWje2#XtA*3~e
zo6X}mBepU!&nh__c}CbzCBhIv#0+_<tRrSEh_AR`t-=r+R{-ak5%bk59HDvtejoly
z%cElVs*OWu+u~LlWT9mTg<Fy=t{ke|#Nq{4P%Di-6@+39)1B_#y?dh&SoYp|1nv+~
zwfy#~IF=uiJF(c9*Eze$8or-L-eSt3K6^&iu51X`@10*8XR6ecr+TY>N;Y%%%|p%o
zT5rH|S~Q1Ir<~F=+`b{Re$7@Y!~I_QGDvq(P~WYju|>>Af)HY&W7DX!$p(6cZVRG0
z2)z}AbFK^FqNT0<v6||jm=k}2Uh0{d*7yt7RQJ0Qr~Bp}fRxc{8l&D;osb!*6Vx_C
ziTny9K`R%eoCB`F1u)@pUv|RA1czkp0VL1n9H2Du)>t8`w-Z+z^08Q6Wjb11byqP%
z1-$qb(O^k9VJ9dmKY!BBRB?k7G3#zx7y4;=_Zx||)?we6=5lGk{>$ZqL4AhuXyyQ+
zt7*Ppxe3_1x0|~)M`LS!X#P4F%bp}yHIU=GOng_%4!pDBpN(D?k)@oWWLriMpBw<+
zNGL;Z{@;N<0LtHpaA|~rK{xN_5>xnF;G1ihnV~98e+9=D3`fFu%ms^xc`Ot-weIJs
z5TXdo>yQM8cp5X5&ck2lx?z(3!><>~SXr_B6=aLf4PscJDu2xv2)jj%c}DQR62~uw
zzNj(yGSgq5MKj-1Qu?pt6G1QD{#T-5zf3{V{2#}p>o(NwK`6Ii5+eiAsOcrS4)kd{
z_pjK7n&f==OB0AyP*b!1E6~RVhlc(g{9{4H#`|lGzpp_hU`zGaXGJm|9>RYgYn*Hd
z`mYh)y?ggRM(%z?i2gzZc*M5Pf}S!#avzkoFRIv+&2{CtG=b;QCOV3v9Q(+|=D+Sx
zK}E&#?~y3nyZ7HI5eA|8>(2g+gxBKyU!N5<eodGEue$~zw(&pa9263l$;kfm*k8|~
zE0O=do<ot0k`lq+zj#g;9QnO=z+S5bw3sp{e3`ecz5RZm3MIz_=XStM9xkC3ldNgd
z=BB1Lpdrkj?2QXTyxK&+fBzoVEz_B#zw{DpyBHRnhY(0Eps(cs2>P<}^fJ!GR8wfb
zUes2PqzQS{(m?Lk5iEKSW;fQp|0id9uxi=PO@(sld|vfjE^JX1Is+_YdlIzz=Gj4y
zpT%gogYVE?Fmvx~t>9P%Wg{aaAaWkQo+kT|SDh;P6Kp_O4om)5H8Vo)k0zn}`ubXl
z{q`F;^ZB4Cu>?`KRmHe`<EjVm)6*@F_cxxD-SzRQYHV(92LzABbaVKkh_JA5Rx3Lv
zr_Ov!1RWdrf>vY*a!M$qd3E0R<WNyTA(-rcCDlpedJJ=Vhhb0|^dA6Hs~ynPvtT8Y
z(9`G9ThF$?S#+bOrY0dJO{b@Pagm0_($dm#ru8!Z#fxu%ZjrH6X~@Yhz{|s<0fUa`
z<%v2ksJn>g%+deKs_@cM?dX^oW)6<7DkWwvE;R_-D$OV51V)>|yf<@mRxWRcKw1^d
z9=~|yw!-4#;!JG-_Tq742&v__Pb$4%zFY;gW^_sl2M!L-q8m`l7CoDHnbzv-@49%2
zag7dwJL+4r7ab~tzCEODz;<03`MA0I?Q<k3Rk9(xo6TGD&D>A=Zn(hP+wZ;M;B9hx
z-r1?_;x$S+QF?=eLpw<L0s(<0vc#<E!X6b<7}r>#d64MZ=BA^t_kMw=&xWCH?t_mb
zIGfFJkpOOGF1;6@ka#87T%wvPre8G|uNbs6SsjkpXnr~GvOaOgg?`Ye#<%J=KffX%
zW<7md$#98iGm4r7u#KG%6y=1-mto>ac4KKK=yq7T_``B=-RUWZcR<?7GIECvqv>BR
zZ4C{L#R?jay%nTxsmd{`mBx?qQ89?3i?G(FN5%U`+?(_g-sPUDk3#9T<Y;7)cs84D
z3^g>;ROOQRH&qoCHCRg+(z~X1nwP#6b}>S2TVgp3Mj;f`R36j5uc)hO8KD-YCHe@w
z36~o;Z#t9>=b@OQNLK^bE?0R)){dV?VXN)Y2h>0i0^X4eAj3*vhauE<=mQWNdyRX+
z=kk9g)(E5XR~X`<h>aJW@jU4UgMQyX#?1gKS_|&~StV&8on8tNwLekIfP26ovAi*<
zJogYaXF4zk%2xw<ZEfwv&{vX6BoI%GGoWL%sremhdhGP;s_7qNda~N1LyaRNvI}ds
zS@P^aErH)A_HYmAk)@ta88ii6F~3up;N$xkW(-2jSE!~ha#x?1q?r~)<GBQ&TjIlg
z98SN=GibxfcvA6Los*({sPnmapkoDSv{UG_)ZmJ96<5LxBdhRP$MSG-e~;5#r^Y;w
z|IiKG$;{8G_XD3pfr7?gFfKIaxs)3#jwd2c7|Xo%J3}OfVT!FGw)&R)^Tf`Mw^)-+
zDxEX&4P>id=*L>n{|d#5G4xW7xa_)8VA%i09NYt0jQ>jGe<WrL{G9u0f1O-A8651f
z6#T0?K;xa}jhi7JOTP<-e-vw$R+lW<J=*%PK+bO=1@3N-GFD>K`Y5)n27X4$EZ#Iu
zQ{t=oW}uY)FK9%o(24kwK7MEZ)hGW7vFP+HV`s<tcOY&AD&AkA|98rkQB@`S`+ON2
z8@9iXHG-J)Kd(WI(;{7`|2{KQvA&@p*TWv~7yJQ>2;}YWPXGq{ANc|T;rRO}WR#T&
z|320@Q5X2v&qgy3<eU6Yn2LtAhkI*(f0pyuz0TIN(?IRl)1COtt^YnFBe;zZ%JBnP
zgS8g;kCR|s-Cm3=nR#((iTT#8_C!3ltH0KXi&m3#-K)Ia<ze$37NHBjp4bfCDi({9
zmaZ<J$6PM+uc8mE7A5;VuB{)i@dxG>!i_S=;P^T^$`06_0kLxIUmz_v{T3+9jB<_O
z1OHVa{06e1hX1ds;5;$$f7Lt_BSxJDXz=+9I{&!B|AxDttGaqWDxp&qSPj<#@rYxA
z`iy!FVO|4T@XL*a;9tx`?+1*W+}t-j=FP27aR@5M=zKsVX+M~M%e6F^ABVJqtN0#%
zd)p2ap|w5mZE{LVK8ZgV6opToRIxu5+Mfxh;558}jY}9M&)}n#!XRK9?+wuLCR&sH
zr1o~Th2tYi$aR?t`}XBullwuD_@NqF%mw_JYrW--V|x!>bY8xNOl9SzbRE>(dqbZc
z_gNCjv1TiF6#}3D#QfLb3yi>b(O?S5cxvT@^BR5qgM)6KqxAp*w*etnt<rmEv7dyF
zF1MM~Zmd#!OhQ0FX9obPat$L^;N}38z$l!q`DdbjotSvV1$j;SMe8pF%nF3c`)I{6
zl3x75?&?@JjN?BbaJ;-B%xlli#TOvlBEK`=ofV32s~bXWx_MeP9j&cV@$pnU<#PGf
z`uYj9!j3XP&$O(6hQC<J8K-n#Q<M2WvUQbo5Rsz2eSvb~ZAJ05fdL&wRn^#%lG{6@
z*Z!pI_c~)OX>s=df0K2gPL5t$_y1kKhDV<BM{FFwD&!G3UzVMdqczN^DW==n*{N05
z;)7`%+S_|y7>MB_GIX%EA&HXD00|HOzocu`d-tOMN51CZ;8^r5hcZFKOq#atCgB?H
zy<ujv{5o(;Ut{FD+?XKuHLcaeRMv+3^?g56Hh`t*lx=(O-piu{Aj+tg;t`ffq1+7#
z-}-})mF+q?Y{k=wh3DTgPLc|LB{+aBjl6Az!w5Y#de=22ja4SgDVNkV9`tH&eX^l{
zOU7V1UU1~<NZ2bu<LQ?#FSziI<h&A0rBr<+2~JxIAN*{dB#Rn~Ky$iCc3$qy<`YIf
z?>ov03hF<xFo5j$@86%YD>kZ<pKx_I+Nb{t-#dRCJ|VvDymomX-r^&&1Hdu-Q4&Db
zzO7nSYJ{NvSXup(##?Hqx5OFimiB^I`!36gIxiRcZ?vp~yp48lR3eC;CW2%;>a#bt
z+5x1&oMxP<uJ^@Qm!RuH)ao-6&l{64PPtpp)|*3!trthLs^n+tnhY$*s`K66ME0mg
ztyuEk|2Fi#+s{Vk#i)xz^~@(3J}AvE=s2%ei#d)R4BeI^euFuGS<kwO;ho#lu^|iH
zq<gn4=lIw@R##}(OFx}0;?Z|J8Lr@EWHTnx7Hnsb9N|2BP@#rGdaK8h#kM&Os>Bv=
z-OoYUGBRGciYbX}zu1>qWYHE)%6YWjK-@oTu~wg=s-x3?Rno__^ww!N?Q3?EQI~45
z!v>zL{lLDV^B(K)^qDb(nrqgC%F%N=aie>?R*%KI%B6loe#IE9OGmXl1GQ98{|(vw
zVXE-}qbfe@ZfBD-YssU8D}rt<bZ!|ujA+9RVzZqM?aeXRrCr$O?ha7Z8t=O$SY7^r
zNQb}mUEd>*O;*zD90En(;$K)bwww6!YD_Uo_uEYh4wglVnxY2G|AEVB!hq1b5ko8a
zA;<%Z^Pq~!*h&rb!Ng`8_n4>aUka+L(IcA6_d8*W^Dh)Of5>0j(1|+pb*Zu)HMtq$
zQ$I7j#G>e}HFR@2WQ~+XQWP3>NDY6U^k5{u?BbuY#~h<abWM!ktCTH;ZWg<Y#|lM)
z^Il$ZlqHma=$@WJ)bVU$NOa6-6@9P1HBr=j^(b4D{Nk)h_HJ8eW`*y#4w!Ur*b?S-
z>ssEceXG;;y!z{kUXcrkweZ+B?C4556)pGR<ISYN{vN*vMVgC=Bi85npi94gAEZM4
zdcBtR?}-M;nLTJ({s#Y2j$wt_-5UDwmNzj)AN}sX*6O?6zSS`@D7X~tkrbq#6zahT
z-6R6_$2kfNmREk>+SlQ1Pnelm46RIr8nYGZr31&xjLMzkv<CS3palO)y82jb-$m&z
zl(xi{FbGfV5(FvOe%MPel=zfSs2KSw>jlL@hc&BOf$6W(GzkHmf$RYdGeTo;B~jN}
z78A86U1u9lt19!OCaxaz%S!k6#FO<puwUI0ATAc5+_FN=(4je!X{tok(z5qD#(F3T
z<264{I?l9fRcD$Ad-uw1rLg;<3S8qZ`_IOO#i4vWHb0pgki?5>&#DbFBBmTxqqJN$
z`wNSEXhwWZl*;Hf+k8kaze+`y9KF50v`NS9;_`hC-hqK%js!bD@A;sjb`9g~xFk)*
zRaoaC0#<+6nvnhdU2~+!#g|2R6lGjTo9S)Cyw}ACKJQ7os24p8I+y)CZBMK3<+m*u
zR`GAPyQndOZl%~HW$36ZZ9iV-1y0AxH-y3Ntk!#`yOzEFjWMp+qWn-c?mu_Vd)aEC
z-mPUP25hDpu@{9j``=b*@ql|W#T*dotvx+%hMQp3%mi}ajme*^$2mo+ojZ84XZrY&
zor^6>$8_L#2@#u-kzsGR>35W+Fk;APO{}_cFeItw@t7x?oZ)6T2c*b*&$ML@LjJEY
z;(x9Rd1yN4mpeMYhmtfGj&};8AHV4BP5bWKCXD1?!}>IdBbxpF#0wH4qHJL2$RK>?
z?l7m;Jo2<zNb2(}g!$JseQ!lE18>7j{0wr$aPv6MtFLD;HG!>8593Qu_myP!w7NS_
zZpOcFD2-@GKIu&SqdH{k<T@&EzFo_SG75Ua%)+RZ7yqT_bxT+{VN6Jc2^Ze<2Sjdj
z&L4K|>%hQV{LEWX)KSnB@$&@z?j1d%W<?K!aQ&Z{1id*JnVFj|x2;KNrF%|1eJYbD
z`mH8LQiL~x0AZ{9ypj2O!r_qW+-n$wvJ<ctZs;YFy!q**_vLOv%{Xl$OU2EvpCnv;
z<#H?<W$#HlB`xRj<<Ecpp4<ytdHQP`$(Wj^?Y5P{DrRyoeq5bCO;q8)bMh8gN7}e1
zobId6K7&D6|G7HJLEENL&__h22Fc;G3Id*D73!htCAaxk6iW1OgM*ht(02^VgrgbC
zTrQ0>W8Pbu_0qWqnl$}_#wYOnN|haj=riFo2onF-UI_t6JU6C=$9){x=Q}!1ZGQ9s
zMu)9we*G4^%wiI<FVTO-ud)mRH$?%B1HBzJjE(bLHW?^ml~l|_MOfAvlXrLab1sq4
zUT-L#>g!3mrxzc8XAcGu{C&%H?_E~leq0R5!PiWF$?Xbgd9Du=O)tK_sac{@U6iMv
zdxFQ;Y^h%*%)7ZSRExEXk$86=29f_gr@&g64cT0?6S=CA3wc6UeH^wsmhXB4qwKX#
z<}^u+-}h123MgTJh9w!G59}8E)tFDt5Tlna2?hK8u^~oT`NbR*?aF_idOtcfh(%Og
zpNnmmRzuQ6fJJlp>h0@#xXkidZ-p;6o;gF1u1$ypL60Ex%rY@acg&m>r)e2-zG|yb
z?Byzq9BNuPUEzBr_{Nc?pyvAsY~|&z+h_zxzeL&hYvrzVjZX`1jHDQIc~*bTGUm3V
z5fWy^1D#Vr0VQ&V2~OPK8jGz>a)tJKTv$oVs!4<YGxeRdPtms=(n6zw^En*+w%M0=
zcSe|NENqUjYBlkgmCT&WhuS>Mx305aSGcv5WO?@0Gh0yJMg#^CHUIsn46?^f+dz)a
z^y6w(BZWVHk`b3iUASnyio452hlHj4x`$XH_kt6l3K5P|#FI6Roh_V(-lhnT$j+&!
zU#u)u=0HF;L!q^~8EmDpI3=4Tr57Js6wa<6b)K%+-dRxjsI3FNaQU)+j*o@Vt2VSP
zNqdfg5*B%OWL16Qc@~CXx;H{l)5ZMe38R8~RB6kNfj4##<SLLuS=I{hqSy<83<ZgX
zK883k9J!5fABCUsZ8oQUzxy<B#vT$wn_*kv8B_966G?RL_ksYxpj6RU<*NoiT%b@b
zKCHve#C|x!L;l6{jD~tl)~EY|HoU}JASDb0aS+tv5Kt)C+2zT|$+d$eX8~BW&xlj=
zNO2ZWYrg>&x$omOHKV>qE4^Q8>4`*@6cjEQu?trp?H#8*&I;=4_K4(d#*AGLzIxi7
z*jb0@YC`Oo!m-w8<4j_Qi>*6=TaXP+pP?}m(BVHK5GT^G^f+Tr#ns9sPM4EhgR*wu
zx=df47OXi4|Bh503%YAW$pGOfURfTG@Ni-b_Rx<35^+U*nS`w_MmNyo(T;93&qBx`
zVTcA&K8M?{fRPdQZHdbOrra&E#D1_5>6hbqk*jinv0^bRTNP=eFmUU}jW1KoLz)_F
zU`b`A`z7;Tmt9WXYpr%zG}*;Cl(gZ+`#B}K7ivF!V$m<Q3Rg}N=<?AAa6_cV`(RTQ
z>I78xEF=}qIN%>GH>R2#+nD3xVPi9fN)dafD%A1U9bTE5xi#=kpYzJ>$fo&-c-e40
zI5@dor=wO&OH0AVCi}zZx8-aX=LrZ1M5``(p4!8Udn61vAYXfX8PRre)d~WtKs|B1
zA{}i9qua$7sko(_ADqr&C2^kh@~lZrrtw~7e&9-%^(GfDo0)^NcTweA1SdpPof~YI
zD`fsCJwWS-0VCOFBdJ;jJ`><oU!(oQt2Jl7z>Vo8Qq_g<*s@q1tzb2({-b+lZ#>)C
z*&(5!$woa4`-to4==dQwSLJ1BX#YW>c}rGHPG+V?86B@hFt7`&p5&R-_yX;gQC3!V
z@fg_2ErB03YohU79I%RKpp;qxqaBxqM=BRVd-G^-EzZ0pLebs5+><svjt@i#Gc&Wk
z>G}fGh7UP8$`Q1}=r#gg)B1BRMr4h^dl4NUe*;+t)g5fIpf*G+o>^|>HjgGf($`i0
z26|Ck&6Wa!g4sun0#FoU*hj3pvQk9Ye!^cw(qT$wxa4t6Vi+j{1K05I@Tw8skapzJ
zXt8yqNF+jIVtUuzxIF(NjX=iuq-z0mTw;f-`Pu47snTqC8s@>l!ILB)03N^M2?I{>
zvAm+9`<9`~8-~~T_%z4p_i)@ffRHl_Mot18*RaPxjalWo>fqo|WZpvLhN6mj;JqG|
zGvp&<6g%Rru9I^^*Mk+9<zWzH-|SDd(`AoEEj7p3$y=jt$9`N61qcV7o({do3_lpz
zMe3GX8!<_X3qZHk8a7M9%ojE$Fnj@#ZBB(yL_%l8g-WY1jvvihDLz)!jtp(#Y2JGW
z7+L+%JfL%`6xBNkZmuHB@}DFDK=uRM$;rrMAoGCiGG?{0XF3x;N$36_glrg>hY&S{
zVlT9&;q_}W7vAct?*Sz%&`jtB)1L`n87i_2g?CMHoBbcePBAq^^-l_xx6y0jJ78%A
zQ8ml^^bY&$raRRB^G{0j;nnh2rJ2?orkgW+2#<ZPLVNbkTRfew`@_?&e0lrSFoVPv
zYckED3Yfro&6^4LW(SSEau3x#wz>q>D!YW|lbNiO9bSkXuQ#lAoB~&Bhu_JdUnciP
zz}FNsi|bDMgT+M&ZA{X(qELFb$`B>0xSyL^<%@gXNVR#L1|etFlw4cikREkN>xRKR
zzm=p*BZ;nq(7BY6m37aDXVcoqEStxFL8Z3rHM3G|IhXXCur1Bcsw>+9`*K5ttqp>l
z3t2GPwR2cIVwZRNS_~rBPD{T}^%&JnE<W_~DD6+WD<eZuIL7&q9W#(#(m5gBi^k?S
zjpj=6Q`5Q5geQZfuG96FaYmo4h|)VohH%1+YRX4%oNM#_B2M4BK06hfLcTcf6!hWV
z)!CFditN)deVqpB`U7E`P02aH>f{n5$^CVWJw9F`-~mc2e>dh)^SIZV_+I0su)+1^
zjU&*~lHIH_VY2MivVVch5BS9WpZ7df#WQE(mSa~pC8V?Jm3xNU;hsc)lAev=!9Pc!
zqbmq&t;@n~3yUoB+$teifQWuU2b4rIfBO!OvJ6e#7zr^`DK3hD<`67A+-BUOS@?+8
z8Ot0?mUIrzebi)HU3Ai@Jb59q<B1-|A<yqSH3-MNK3|)YAqBG?G~HQC2waBmZ)I-M
zN27dw<*8dR4@GS@xqc1`;F1t2V|aFM7juVO8KpluiC>*dndii?VIN`i!Er<q0r~5n
z8ZvAr3hV1YptfU9p1v95T}$V2cl<`gR<980P)<%;&Cgr`{H;4*HmBi!tg|fl9w|IL
z#ixe*hbPp6o+);TgYEhvj<-I$30$i$X|dSS@Uo<6&Ia{Sbk<lgXGJV$W<PTJx*}%q
zn=GIZd?IRi)=)$pbobig1&VzlnXX(&5o2xhnM-UL4=EKlY5Z{<{{iLC?4fp{RyLF(
z^ZnYVB)e!}qS2=_Uq_2>LCy_4LLs0w4xoB;;ohx}uuSc#^m+?-D?_RIu7uh-OO?}x
zAIWpF7*ko#pIUyS7PHd9R*qKeFwrJY0}s0f7~ID2+E{u`kH`B0+JF`0dO#RoKuB<M
z$2`*zF|E*52H*WOkx6yiI77z}GBUDOz~jtD`W>g|GelsKMXZwq$I_W#9Cp?P6d#pk
zBZNtZ5IJprKWEDuXcK~Kpq&VM0G#x>xWVY25Jx1WO!4vKOvHLU!6uL=+Su|DjKCG}
zmWw{(w!gUmUgC>69sR1kjKhOYj4Nk@+NflFTjPNl$xftUrvZb6Fqxs1)u$^|p8eXo
zZS8N^L{DDWpB~IB0lf)*1$9kQcT(bk6;T!douaSMTnoI99Q;Z!gK*M3T#v71`7<Mc
z-+;UNtp_qFSXfxZ4c^%(v+kic5u<&4RYc?g*3N#-!U?dmT-Zl2-IX3~IoEvo4)1h2
z`>?>+IWr`Y1$x~)hx_vkPir+XXvj;yAjF^8Im5EqTg%)OaK(ns^8}ov@*n)n{_+p$
zoBgp+fZMzt)h7UJJ)APfEW_CTzA3=+6x`HlPvUW)2LSnKnp{ILhg0Mh2ZZx`(k14T
zm=Q|#fdH?Y@taRTzgKXuawEV4U-M0B{O|dyXdEq%-^7lV`HZMBCQNKOx9c`A!|-#O
z&<cqj6K_<GxG_dVk0M#h=Bm)o74`FuerOp$Xsf+GJ~9{Wax_9vi;wvL!}Se%?FkWm
zsnL(|<Ayr%Kz#s87YT>pW%qCRnKRxUgDbn#qt|;k8kq2SZZG&N`gU!gY6?$C`&RFd
zZO$n_+$v%jH~&??#ty;VptaW-7N*Zs<G{t;MXj-p#BDak|7_8$tStW|Oxg_e8G?~N
z9=6w?Q3N>7#BVO*4!eC&wVx4O#v0&R!@T*Gq&=bblZ8rk%a7HKHt6w~H3s`D_(C*}
zzDmCM&~(pRD}Eu~&HYiq%%>8D8dop<@DPKKpQRonD<A$U)(e3h(_aClcgh^qa^}Li
zcI|ufwMloGOMccW)lI)HtgyA=H^w8hvM+N9jiMrI!Ee2K^TzUMhQ{E5rMcoq3Y-b>
zAU!cE2!_t|W1u|0W=-i_z0_3KNA2FeUKYi#ldI{L3yEc3EcU{Y_{(cKZDqeAN;I?U
z8j4P6>CBS#-lb2NHpy;wjz`K9iOm!@b7#ORO5i`B_z?xbGkgCn?2P6uX?aJDGo=-l
zxiHm)5NO;yDFkvz7_D&cKpWhUQy-#?(MGfk?z#&(bg?r5y}Z1Gel0J3v$N9^n5r)T
zFTz@58Lpubt8o*-h%KSZjU_p4Zhvkng3iX|;c(sny~!C=MkiV3c~CIvrWNr!P&lvs
zUKvWyf`agx&qZOFoPK2WfKvu?=D&go#Niu!WQCVO#?S#D4Y*>dKwDOBjENHhkNeBu
z*^(kkxa}(m1<7?6mE8M|IjGkwy|2cQFuR}d1Pli7VZE?6!P{l`CIfb*--oX->`$Ln
zCb{V;6c8%&cw%}e2>Ds5RR4@^;OS=s)(7_Y_RdAmEZBp6Gn?Tpbop6uE9ggvW(FNE
zwn^S~r@MEKnU0$Aj<LRocOm1?*Oy|PyyZW@{WY~kKp#8GlM@{&uQ}PTNk3`|{kG|<
zcJ5~O#uml*j&6v-A7~8xdXJGa1OQ>xYWPgk#kr-n@C1O!2R04#=hO@pVHg%X449dl
z%L-IgOW>U?2~;iQ{Mscr&YqBvfYyURz<AXZN|^+!`Ve{eNoQ|W4bW(-naLj{Na#t}
zce-+)@BnhRHwM@`(DB}?CzWFl<&~df1lIu`E~amv)#5fcH&ye;`}(ef7R$8dF}SX=
z*9!kI=$#Wg+5XmB1~vIsmQo3NicDc)HXQ-?>PXx(3ol30Q(jZ;5GCUa(DYD#$OpD6
zkfj0CEHJ_p@;mje*l4D)9LUk<_1?GF2mMayX312a-C@=I$c{)*ScBHK=;Ce>r5)N-
z(D;{SfBond8yl%X<k`1JSPE)eV8SNvbNlurdPe?Oa1A;*S3S4D^_YN{!O4VzmNuuG
z%cL6d4T%7)NxYyBt&~7WT-=B*<FF2o;Wdz6NXwEvFUZ2_$Z5GS<R9P0{P6iFTGL$n
zxv`$T3<szuqyFOaWY%OZcJ}3M0l3>*Y^3C=US9R#6aH0VY%Rajt+z^mkr)XdO=xbG
zbKwQ<wS)bHFW;ZN7|HscavM|TGj;9HMey<A@mu~K`X7rxzP3ga^o1z`1EknapC%fP
zkg_O8MMsl(fG$NiJH~uh606gExA^zX{%l<(&^#N)AZZNzFt>gJ9X7P~271-9mS$#V
zGFpHU#g*a3d0A@}mGDXqmUq8#&XXk2p4oQ*3`5z4FK-C()L8;!S5^yYQBhH!<&8&}
z;t2ra=#m=R=O~Fq@KEC}ahra}HW#31ws>biKi;|C5<+Ni6xYH0Z)8IUdOa&qY0^Pj
zYl|NgWBRt_CV|N`r>M~>2!RkQ&6SIjWSMzr$nw%=lod3s&UG!i0V8nq-{9u<?b{08
z-Uth8Yo$AP0uJe1zfBA0=oQ{gkw@KFcld9=34GTL?Kf%u;(vVXUHU)moc{RI<>IRZ
z>kpQ1jpSR^WE~$h!^?<Gq^72(EPzdC6~V)@18R!JohB!v(kE}8P_~NRyr~#2i&GK=
z+^<=PLM4yQnYKlK=;Oy4gAG139>nxwdgA#2-ehf+uL7^Ec8~kNy(U27(w^T)oGz`k
z9MZ8^9<~zSq8GGFenJc$?JcMnCp{j}u(?9&R2Jt~@UlOAf~oG3ue<@Rgds0q-tQS}
zrJ1(<DzLXaJl*}ncM>1=d^f@{Odzy|m<dX_RtqF7LSUGI)B*wSP6;&=6w$oz82sDP
z*|z^QSRix|NyP_#`IR8dyd#!lRUniw4B=4IN@zm#O0bA~gdK&wE;3OC%q(cX=2HD$
zFbb$y&~s}6V;+&UK8YLj0fXdzJ#@$%BA{sza&Jli8w&mSmea*GOz%jlFX?;1-}-@e
zwf*@jW!AYQDfj)r28#%4KC5!B8g!p)5ZZs`(F@^55&MNP_-wyADgynXx||g=Bs+4b
z;edM4B}|$0=ATNI`n##F4pp61VMfX04#&3O(AW9CP60yvYXbstgm1S}Z^KI3dQDPT
zD{ijD+-=>{|7RmQz2mH-WbzwehF!r9HoG`}KbBp8s+v%nx7$3~#F~2p`wd^7b*&(!
zx7Sk6KK8ciRrMaygbulJ(NO_<NvvSI=`+tnHwF7B!g~;tPIu%6vqP)ouWS1ZWnr8H
zK*!S1*nJYG-^cTtieRSQqs|L2K>J)f=;>Ukmhg=nQz%1uX5TsnFBG8T$3F*duDXDx
z5jK5x`vJxX60yaHY{9e>uiYpF6q4u9{MX=Wj**YpyvI*r)}1W;BpGuzyaq(o)sSmc
z`2h}6xXYD3pd)s67YWrhzs${v-!zfphI%|%{O(&F)m`{k7u*6tK+(O78yt*n{X|0H
z|L-f~Tpe}n;8^TS_^1?@>P+oQ><8>TEVk4K7d&lvq{cb3t|VHz$>zES`ELn8m7fN5
zeO!^{IpDHcr27YftzfYf)qeum;)q2?(J@Ry9%Ex*J!jXU5bqYvhxc<!_?j{@AMnsx
z3%k5|3zmA>&KaUh6j1KC^lwk#6|dpwQelVacRqVIrV}%sv9T`+-J*B!7A(-9MWc{^
z!YJB6@$h{loi)ai&}k16ArJI}P6vNbDj<HBRKVCl&sUMFqd&+l8?;oyiBZ*t&YM39
zieG2B-6}dq1h*^$!2E+m^q0?DO${mWd%@G<{znmgnT!bl!+88m1wUl3uxVP?xK+4c
zRToW@eNE$yovk@+TD*mxoVI^ed_wExMz+GfC83vncEqp0EAueF^Ju6OCk@oo9)Ic>
zMq%M$fi|dc_0Yz;vJZh27^Mf|2CDJD&I7(Xinc-i((*_QGj`t`Cg|4OeQtn^P`^3W
z*r7_7Y>w!0*MbLtWquuhUNJPB%*Z3DtdM|8))8VJ8d-Kv&Gj)-weBBUS~!vCRBawr
zgHi|&kJ>IjuYDaVo=SfCGL8fqa)N+saJ^=B-?ZDA{%jD52sf6Z2fVhvX3wA6P)mC_
zU9jz@xIdUvaiS<tyL%1vIsK`6fyXeG6<wOwWA{faU@ohmKxsOJy>OP3IsdyxGhY!m
zWCNuF2{i>f_Wk#{C|V>h5q?=ZLhedpMKj&yS48Og2Urcwk~aJfs2xavVj!}lf=bwU
z6-`E$=c&wNlL#Kr4(;zX(>PLU!=dJzE!}*!Be3@F-PJvZfQqXne#M_s|5Wsk?CfAY
z=Pq@%oE<Pi%>~z4=t;WQ!07%|h1XeFMy&Cv@U}5_1)zI80iax~u~rfPU9SBopdW7r
zWdSy`Qse1UZd`61XE0OpbZeN6IgeG(Z9oV5`2NgBk{}e;v@Z#`Z&LbOl}ixRNzD7c
z%XbnVAT3s^(<P9cboyhklo$WV0FKvL!_T&Gl+OWyxaja8drTgP5R8nA%;<*$nzi&3
z5i!kY2e+VZnB_|a#4rUDoifPhKWdAvuJz+h)g{brS(F@RdG&sLpP<8?N1)yu`@J>T
z9VTiqJEG+`ijLI7(=SMw%%lLaf_I9sU#QjvEa<_U%%k6rY1)=8J60f0;hu8&hh{mw
zDq&0kB5uW#<9@qUTo%R)7HF&nIw?xLkH-r-g|z#G0`fQKWG-zLeOmq35(U(wC0Oq2
z-!t&9R(B>%V{~;SR{q%z@6*!i4ykL2sL$p*5KaKWmE>f4{k{d}scB>+yD4}BOB@+}
zj*eucy*lx`{LNijyz=B}jFUuum!Hi24_N5x3S*8maQ>jWnD~I1@wT30OnTEz?}WX<
zX$+vxjO%~<{%0KnMnG?~{CUgZ8BOA4wzO;Ak57Nyoa#R%pzvFN86n*Djj@^o>cY-+
z%4rO~X{L`A{Y}$Yq?d7SpdZTUsG$<Q+fqP&oWBE!$(+v=Samc*Z~x<$N=i!5zl4V*
zs68gMCik!IP9nIQ6vv-(<<IH`juaKY&czp2Hzn@p`_jjL&oQb6=lz%~)$m^sNVpj`
zJ$=UQ%aNv5-k(JJr6{JF9<Th<LPmd*w2X{68e#MJ9=m^I_|`@$<(*PCFI3Crs<Xdc
zjh#XcLALz{DP$BB4+Jo;kDHQ89lzN-IC#7`z9&F;DXwF7>xfuOrv$?KM-~EWYWRx3
zY7*vhJ^~0sngmbQ#0^=KA{mS$b3kBe27%?V4hE-Qfs~41WLOxGOg^;&as%!H_d8iK
zd9v3B%qhp!;WJgh*Yu4T(>e^3cCOZ__Ow-0gi))TVFX36uUd!scHHkBFB~FD2c*Ui
z8kqaw9WrQV=Z`mvfG(bP&~9Y`dY<kZ8~e5+R{&x_zn7p5@So-*uxK~%h7pS=&Q0=5
z9{`O6ECrTQFP(@m=hqNibSasqMuxRxwIJb%{M-bl9a#3K#|Ms}siZwezt{r2OsB|x
z^6q!wJQh1zE;d4a0=8##MV=t)mPbe{^rdg*V=A)1G%&LeBK`$+BzRrCSp(!kH`I8i
zT1;!f!<$of4?&Pf`59*l##l`?HDkb)<$yPBu9{s)NH4{t+S?<p48B%<be)4k#jbqv
z#Wx8#bMtgi-ly0zRtdXcKJwcdy?DGU_hVy`rJ3=Olapr&a*2zdJnL|%&K@=fZ{B$>
zw$;g31PtMJ;>|#~&{8v%&(_V4U08Tjnp6A#(X8dWJXBcZG_MLu@Bf2%(Qo&JESU-^
zWY&0Id-<-8PHd&^-s;%mG3dqWf0_h}-k9}u`yHWXp;pkX#lMOZNq~L<Oi>Z9u;Wbd
zvllPgpW&1Cx$yAu@$+i~+qosMcrI1~-AsEBn9HMX<*)*|FIA9NO;uG#_I9f1%<OC?
zq{#=n*~~1?`(KS(a2#%`quPL7#)nglA?UX%J%02k3bYuub$7cm$k3XLzUl|BkLdH5
z2_K{=YuT#zp&sXT_+=!={9z=Q%eVLStsY@vf{OWB5T?t8-$(n>Ugux1>9h1njL2%~
z`rDlL?D_Ld2rrBn!o|s{3SPc5*-g`M`TyLfRhapsPfJ+mTgxBiVhK1?7sc{I1;V*x
z@$vB&53XrSaS8tIBzNRb?J0Md*7C~8&DD;Zb_lOY`Q=IjB|KAqe?JL1`A1+(a~rSr
z(MHl<(PmpSqn&6bN#K#vLjCrXyLW{nz7|K$hrot-pufs`caz$-N5yien>TMRS|9|0
zooyq0k`c%y9_FGj+hO2AYprdi*$eGl$GPmmL;xJ;;u!hTii#odE>~a|-}+-tqY5Q@
zyC{z3F)iVBL?5tcf>@h6xs<$1AJBurw5AD4e=+(RR#53zy%Id-T(6j$*$Ym#Lz~k;
zfgjg30F^SAP1lFnCMc(f^!pru7q?tPzmN!yN%dvnOK__D6#ftYr{$oLTgsD%0HH5#
z^Q=!zT1dSLq$CN)@}rvZb8l#-$<goj*(WVc+Wh!d^%Wo9=iqPqd~21TD5(9;f_lG<
zvYb`S+EVv(87Frx!&aPsX&2-br#a|WDXKRj)jZTys<_GWmZ;0s923Y<wBArXJh=^s
z=yo6oe)JWnR&lQvBtEz3!RSOiKG3BOoNzBCsTOOgLEwO^xo2D<I1i;P*%J^-NPr~8
zmkop7TA=D)8f#j}G6t{uIO27FGlj5@e1~aNv+z`Quf(D9c(Y>`bam-UrdvlQcLAo3
zL*Q<-IU`8u97ZCylukOp+fHNx>OftOsZ?v|wNm<I^jxzL`u#;uB*m<78afmB`t8iZ
zX8D>S?)B9k3+}?hc+KDA#W5R02&9tGQ9F}_oPrTJbw0lPa9?iE=8VRfkq;@r11<jH
zkQev2pM9g-&J-!eh<3*ZGJTB!fMKnI^~F1a5h?}cfXrf}ty9T!$$V~SiLc5=E{ZMh
zzyCt?_M)v7l4TAefNoGL!n=g-xprCX1b$#O4<y<KtOjiIPlr{lZi-doPH^LKVVcXK
z;v(7smmG1yaj@y&iCj8q!Z0kvBPks8_rkz?mrhJQaQGfZd!;#?7s6Y^5@3Sn;0>{g
z$?P)Z#?8WsLNycm!RZD8|Fi?gBg}EhnBsA00n3K1nc{X{h;J+60`aT0@U?7T-`$Q~
zmx1Kg9GFTc^1?q&z}yrU_-&5ICrb42ohGhLbao$A^5JFp#gWAV_VR%PV{s7}5DplS
z&>rb4+B%TZx$)F6c)m@PP#rW!Y1M6Ra<SV;-p9Cnd6*dOR3p;2SR~;lO2sg<Lj6Cj
zoq0Hv{oDWTZg-)yppYfpNr)_&(2Wv`k}M%x$i8Ikj8-X2WWBSLNU{$ZyGq&D!eAK5
zmO+z!pLx!!MZf#_eUIZgp5uA`=pV-%%{4RE_4$0>=lOoWPPa|tGSZNtA!qg=S;yM8
z=Urv%uW%ht#{2Ci5o9{Pl(A{Lj-1Nj{k~Zal{RSW2bCq|n?~_ER{whWh{ZHTf3Ra(
znIY+s9nIrdoPdJD8QbJO*Z?=MRUdk6vund0V`YE*exNz*o8hLBQPzu2tA+Ei#wu|o
zh+{vum_IwdQIyaGe}aQyFk<%TdU4@-D~*>QIn~(L|9-?DvDqSa*{P}5d!wan?Y=(`
zKfFe63Mv?ao?pNQM944BeZ4l`#lynJv1(;^$4SzW9FC?tjP;U+$Ydi5IoHL;#s*=w
z>(CsPCr7LaFGW4LYxg2Gbu}PT;m#go6!(@TsG;FZ4G{xA5C84_{!p0oHgwrIz5cd?
zdZohreq^z3Luc|OW7M9l*F#KcZIJ>-Hm!@=kJUp$&UkS|wvxz|719Etnr(bZg3v%P
z{?@4DPM3}K65F~Q*y!YJmR*BvlP<@-o7_lV&Ki(AqPw}?zt3)g?sDQQu$BL)*k1n3
zuwy+T;qk$V(O1iK%9KJGKibfH(-DXzM@Hsj{&G7D|M+;IBJSM&G)kcJOi-V9fV+#C
zaq_E=TSeb5AL}tAbEXoU{xs)WDo`S$2b<*YrfY$hg|acr)|uFCjAGsTKxP$Qt25Q?
zV0Inu7kR}r*b!z_qol(>Ye!V#-L|q;&T&Z5^l&*=tw-nWPZ4HsH$Th5kNBpf#ov)y
zpN`boi8hsey>c>w@t`1<12H>6UUI{0D2c|(g{b7derLv-cF4$3(EsqlG-I)L&z77s
zPAe|%a$RmkKGNVW>vhqFRW*V?E!vE;L&6xvxOI(Ck6N3l#_<g?wg?3$Jo47v{Cx9-
zx8#$EDZ2hcj-p$A1&CUX$FJu)I$Y48y<wT?9^@N#ax}lPig(+!oNX(knQP|~3NH5O
zy#Dz?jIAIe5L9N)L&cAAXoiQM7oBq@64&0#!!?+jnTcoAlTL|xHDC7L>Q#cLd^mo6
zjA6(1`K6vwT1}6-*9Yxg(2eHDrWlJ&ddh#DJBvT_QRCka)_5&9k5mOyO)rU$U1BwG
zW!o9`3@HGlXJ)Q@GfCA`6QjLd&+^8I@4C*Bk(F_dGS}zQd55>C=lA_tsxY+NVQC))
za+GAJLo<sZR_)ondo*R|M&zDTdKW(arC4CyqxkE6#le+Mj%2P_cFXOO$7x+PD%gG|
zbZK>ySsF7svu&tBJL>4>uJos6=TdsoIXm(ofcR6oeW<J3tRJYrsJZc5V3ii=DBoSQ
zRHH&&hkYhFM4(V=AiM&Ik|wm1udBIdta&?8)l-MOpUi6zt34<k$G8(Xa_`s3_k4{%
zX*ZFBhHU>2BUu`-$|jb}hJDySB~WISYse=jA}a%hk;Ox&^@2)GLFE}!qlTlwea9Vn
ze?0_o3Xp-*C9}(D%Ey<q)9`(ie3QAHOK(0g<2aPsp_^8#cGb=|Tztre?9955gNAtV
zPt)4LgYPnzaWfXL#OOwzy*(&e7O6`%VXkf?;H`veNBu|Evr^5CstxH92a9@sKLVk<
zMAsH5Jr&+mkr$ziqeGROZ+clbhU29BFvU7_m-w&d?)v>88|2PSZaV+vB1u!fG_s;1
zGq)5{xnOkM(G6Q%)^EoEz2}C@zbuT=!VtFD&;v5p!;Ms2O-s^0*_2IuQy}d6VmJOe
zkL~$=ivu7ab<hy4Ry2J=|5*?pJQ6|egj9(J-AC0d7d(pdjEO{_lXMrJT+Q9KbuF5j
zn#vXVH>0)QGzt90qh~D?;8mkIYeS^$-p3(sm>QKE6lB>)3^wHu`PW-PJYm(6_S#p9
ztPmiJI@6t4*jWwkY?hByEYWN7+vL*28)z2MxxKl`82$M1VIZwY+cfP4kf2RGJ`j+U
zV@cQBqTanzNB<+|+<z!v*KgHt<A7-J7k*eNB=#p~1O?e#Dnuk*y0FRKV9A;dED|LL
z(A*W{3a{@uS4hPW$L^B>F&CSiSFWWDR2SpwfU*Vhkhuhyyx`z>G?0+xe|J0g=Xs%E
zw~f@}zK@6Rv&=ZsRbO=D|0HsY;d0N72)K1Wyr4-^!Bh|UjD$-Ae}x<3iQ=ZE=Rs--
zA*i}cJQYGX0+8fuw*dhWoti3%sJiZ!0`P()RL^uN0p(y(Qy(5qk0;o_Z{AWry=cS!
zq-I{OIfho#;jA56?Lk2CtFv^PPi%O<Ao>$P89&`*{o#&(u(26TbXMSb0Ri%1U|?YE
z(<kV9WW9W;IIKRd2#P`Xt6eQ+X%^#aU&z6`lk{l4D=L3ZZhqzU5HH?vb7QUlHK~!k
zIENmQjibDTKr4e^zOu|zx8rS`d-r-xDSxe;*MVTM;?sKz$Np0u7mJ=U$jZ-;@9j0>
zma+(T`jzupl-SFOi#(^AKhl<r%6R_#^x)nKA&^;_L4aUTK_{f8r3s>g7QS?1y~$TD
zxmh`lz^biZxUKifzXLwUy`~eO+n5d3Bw5?5SI+=$)6W!H2x4Mm8(}*<c<h+I$k~J^
zc@MZ_j09;%1aZI9xRv&41u4huqy2~tCypOC21j|<&%Q{h>uaO4)6p94;XfQ-#+xqS
z`h59K87yD^Xv%N6g*H@0pxE(Z$kItv!o1Mx4tTz1`#=BN^JTvN_B9t<0l-;f<^As9
zzq+bS8yH-D)ISzE5gBF)Ck&Do90<fruHK*c6Z(LprBcb)2<76X->$cBA#%e_2r1zN
zNG&i(+$O?@|4?8$1b7QW@zW20ZZZ45mMbA*DR^C-sG!<7+W4s3k@(?5T3*Py+#KHt
zp8~%t%<O#n6YhhHQ~2!fqUoiQz(p<vw<k?I2-|&HXD@$}b~-G*<W!X68;K-&LV&dr
zE6>LnNzbKx0}1l{zmf^nPqXm<2XN~It9~SKPq!=o23s)Q(SI?Y>T)>#5+fl!_iI8$
z>ptJi^z;{xW{JVyn;{aP|5Gz$$M0qcSFM%~XePo4de~o`OceSie{=cu$0`ke*8w|2
z^3LAFSBs4|SZ9^e=9m8nVB+#c<WxQ<#di7|pJk=!i0tW^;EVi~8l#@iBBYeFHx4z}
z6ruM*M(1=9!t7N<zg(X~eJxc}-dwooP5-5dN+DC55G=8*#E$T68J}4<=_d_uwuPR)
zp|br?9{h<SRpp@z0_*|a>845<o9C_4Be}O#$1J|DA5C#(kKf<MXR$cGV`m~An&rMJ
z(gGnchH3FuiJi`WL_2XIF%^*uX@9<ES6+G2{F(h*EBy_>lm^q&?RKukuga=ZXj>Sc
zY^LD$RI3nsSqF$RJO7}QojQqFo*~SeR>4(KbVAgPYnS2)e+HCl{t(3VCCOFGeC%v|
zGzI>dxFx>4SO{)}{=pgt&SK?02{S0e9uDyLjJth@p>h0!SRd4}>HdCV%lqQTQgQM%
zhm;Y4e24SO`SlLh@=1|b2l#&Y#yr4xQ;|>YP-AaYS{`_2%VKRxzl0yTy*ZgqCT-Tu
zNkYS1+vwhr$5>|uQYQz;v)VE6=aMGyc*fI`7Qfzs+&g!19(aNJ71t+P5}z??SbaO>
zw-g3Vm1)QA2k(le2I#R?R|3Sj>r>Fk?R9>Cl0svqyavtiSM%$0B~8n9xO|q<Yi6Ov
zC4CMJSTAE{L1g8BM)zGc$u|G-NEX^jGU)9IpJqV{R<v99h>l}DPi%hmt|_`UHR&0a
zm|s=sWxnp`c!KWUabJ_MjSYRxFS|r+E`?*A4A)yMP}@dx=ppn-OgE-I<0%%4ZY3EN
zO4*#0uKi%7e(m0Rhue)35&oS~W{8i%!YqquR9&H35ZnpMrtx0nLZ8><OPsICjDNiy
zeGP8%Ntax|fApy*cD&cNN`VVrH`_Q-1aHO^C587ICh547sXJs#FgM}Y6Sp>Quxg>b
zo|faa=Zi7(zO8Muu8Blkv(oUV_1TLkiIRO0Y0}nC{*s^ePxVIzSsC6)K|lFbl%~^}
zjZ*CMFV#T|+F>_LJ!%ixhB+Q!UU?s(rgvrV`|Zeh4CxK=O!S!40k3l}L@?%u4JNbY
zeF>*@Jc`4bb#~-1%%`%NOVZoOD_-S2vvu)Y%zKyXI8p4`n6h<zQsvBO#mHJYo}u`#
z8J2DL)|s=w4Tr0zn$@xJKOb|J2dx^@@rnNxLr0s3zfMVq@YKm)%@Jck0f9H!1ZO29
z;Sk5i>AF7m`WeqsS_v+o+eZfkvPcv1ctR29`S=|A-{+2?&3<-r_eFC)@+JzZ_P0Z@
zt7|A%)IZR;`nG>ct7|7_`gCRvJ?-}$D(GgkFzorG-80a;8mOGP)?eTm%ElhGsWD{(
zrl?_>8TGB#?hW28wGWIsV<}54{H8ShWod8KMoold2CKl#({&xuXkdw*o^|dZe1swh
zI3yq~R3}NuI1I^#+kLOeyLlcykCQ9hHHa-iZT)tvtgKfescPf{5!?TUkJk2_O)IXr
z_mATSc=1#hm4jYsCOuyDzm9{TE+#_eKd-1<pD&T&VH`(U6C$_IHIc0T^`9Q%hwzs6
z8;Uh)qKHY<r0V!pdP5yjKE(|C>a12oH~c|eo%Rl*R3XQzR8HYU9qtl%&6IIk+cqF(
zs6^XPsTH+jyUv4H8D`;Zui41_`|l(?Tl(9!er6|PWtj$^y4=4>8rl|Ow_^Wbq32^I
z{d>r?k%r<8_hcJ?_Il#jvz5K*3;N_`eCd|>pg~>`WmsJTJ4LRfZ!EU7hg?!t1Y1$*
zr{LZjdB%j_qO`QMly8w@DL<4xpw6ApG-ke$?9I=@$`W@#x6uHO*e!e&H_)y9d0Uq>
zI$lC9NAdEIrn<W!uY!>(4D3)@l_a0^9E0QFHkN2ua?>p^8QqVcp?kcx&hl13`xq=I
zlG2`GGt&&#Zih5vJnN67oTN0Pc34_|(~iJ}bH)SV>w0lpf5fjhGx4{%w7$=Eh%fn2
z=gy}fg8I5zvW}C6aB?wCo&6%&@*(#cmXLm#hey9kfo{h0!c)AYZ9xr#H9_sDhvDry
zF~f=OA9_EC<mVN7Sza3~D%rnvJLKkOnq#eJ>*)3HU1IbX(`;0A(hd>EMl0#L*;ucE
zjM>Z%{BYM;ZEvTN<L_8cAqKPlF5==*w%I$42Tm;IQ|H+{hqwubh=X$|O3~NaEYyZD
zd^>06_D^+$&47?q7sC#o`Nj2-^~+Vqchewu^YeM8tkeU3`R5(>|IkPTD?}s7y9^w{
zxQcIj5FhGmK6r4<K0E0#PQo@h_VDq>z;x)lr5KfejCOX@>haoobgiJ&Y(~j@`PBHz
zV(+FlrPV}q=Tm_>mH6!!Ra7=t`Jk_2w<f0`>{ziSb}yKi5XQ)SL9UM#i#bIwrc&aq
zT{9lQODcotUy_o-sedl_BN^Fqm;g~5XXdT-#L7xhC4GOy__yUfGa(CWn_*ELd*6zX
z+AGnwS=5#T{7V^_Ln|vLpNJDKS&~Ljha6Eq-cr{Pi%<)6%X2bboeP@xyHRQ?h@4~F
zc#^CdOO6Y>CbPEQi%m`HtQKzxr1qut#~CNZz3TpT8)(CP07`muig}4)3C{~XZQqUd
zjG2+r28{32*Cl&3eG{=0Mn|ZoW$nfFXsaFrpe=mQU^zWqFsf>y76g9VFyoxi);fE;
z`>{H$#8E{gfvLV3Kt-91We<krA`+E=NYpPw)OUSVHU5r8ilq8?N$O?MG8owOFIvcd
zTi7}2pxO{FnG<&;<5CdjY^JUAo~>Ky%^P$1Dm?ycJbOuu<~6s68<YwmVXkM(jjp~Z
zmc1O*ngijFAY__eUU(`m&?RFi{;s=2kHL?90-Eva7cQ)y9fG?*7E-ad)>i9Wx5sRR
zDO3vvwGcuDYgI=l6L$%#2pJ%$V%hebhxh+EU89upsHlYQSCxYWoJEmA1?R>q%Zyvs
zs>Z{3kksd@!$Wfm>4t51-8c|}*k!lm7C)C*^9SHQtboAd^V(=0Dv?tFLn+-nZ^rck
zGvs~x#UOh00F+F;0*WWyqvmk?MYQ!iOLxcUHx;j@HaR*jWlIXRD7qB_jRc9dN_V%-
zIh4)5@17&|>%BTpzBR-vTvN%fdxWS>DFSD1-C;qf^^9ih&uoA$DYDYm_@Qr^&bMgw
zdG~sc&?SC{J&Lsc`Jbal+4<FC5W*m>K@%hTyYVj9(+^VDW6x{yqqb335(BU^4{tL*
zIN`p?usR##RA+Y+JVE0DJaviH=w@S&3EUjg3$5-o7T{D`%4(rnK(O%3rscp7$fQX4
zf8*1ufrBWL8X5)6_(SwmPa`z+y6nLf_uLf~ICIjbs<NzFJulEJBVfJV{6(#YrR)B<
zF`uh`<pGXYnMR~F_4RibEd{G>Cwdb3eaR)R4czpPkO~TAVOHljIVxi=xxVJ1U3ISz
zh{zU2ngZlo)p^*Ar?&_IAU5FrqU#S}Op{$59WOd6Z32BCfgDbyPXYNgmK6NSwPv$q
z9Sfr>)DR-WHcp8XGa~@0(F8LXAV{@LdF-Ap>04`O$M88mjDEI=C7(&o8T8f%+fZ7N
zoP{@e%o+>8A@(?d$wH8z2!lf@NPLcM{_8#>-4K)vu9y{>R}UBq<T{(z2-}J-M!{n0
z5I_4ZM}a$L-w}KFC=On}4`T(4wm)%mHmYVEVsanB+z7<OD5T|g8=V53K#}HnN%DeR
zDUZ_Kln(3CYn^F)N=qRoY+9aY$=<Z9+IAV`*(P}RtmfIn&xrLZ&JuVQYDsZfdiPj#
zPmkQ<_3PQ%N1hP6`o+Rqosq>{HvEX*r6KWd)+2h|9pZ3a>H4rQ`R`772;L)mdUobj
zZ8$uwdw=OW^;8!KK4xkH-hBz;XjPLdrfw&R{pZCT??=3pJgQKITm8g>3;lCj6a<1b
zLs{ZWUr523BvyG?05rFl279cgj+Y7xJByxDxWb*g44Q7|AO7=YH^=Vup7M7?%nl9w
z8<{~al7EF`KddCr7Ww<@_6NBa&k(#D9t!vxxZbq}cSTpv3Z^##9HBr?uy=NjU07Jy
zB~iZ$(h*W*K+!@>ny8Pxy)Sf_^n2Z=9yALpq(!o)+?j_!v$lb1%+)%Lmq!hDUEgKn
zL}dsKKjyc3xm$i8y`Pg(`y<Rz^4B-Cf7GC)HIpN{<QkW5bz^gLw0L!W2yYw?9XF7C
z6`rd{=%p}K;j&Tv?`qo;N%PXz542Av;D%nwmXQCRpU}AsDH7WR7#Glzj9N}_)=sHx
zi=OFx&z3D8eDB^FA)p}|RNUmfK=V93{S3gkVq%k5!r3Ndq!m+-1vmS91WsRB8n6kN
z?mgPr*cb&!menKI*7o^Pq@EX*mL^zBoO@l_TAKq=Kp^&k>r@yx*3r??8%tckU#YFF
zMfe`TK;V#lgim0&IgcCg(9Xmm+HY;s88<jyJzdMLq95-qA}FYutf)F$ugO3DcMsC$
z`h^vWv^FE;(J(BunL!^(8sc7wCw#HrTS?nLLL<71Y}b}_2%$YzcntTLxW-;@S29E<
zMwG!clreyl$HVA=%PD@OLl06}kg++Ny;z!eScwoe-e?455XxiJHU`1P>$(fC^Dei)
zTxpSMk3k}fK>&tt0s`ay#^&aWGQk=VJYYHF2LcpU6be_tgH>iTb7tk9lQ1g<nT8_j
zYT+%lH~Fg*PHOeLarGzLsQkXvQ;EVc)ed0NsE-z?y@6}k8AXLcF9MVLJ-g?;I`G~2
z0VKx3&7BpYTLIY6Y;(>dmVGIjk3=+`oO04LGP2NoIA?<GqV4gwh*o}S-RhSYt66<X
zPft)~wNdvV6j7jVa}_EY4#&mjj_`;rfE_rBmY(TF5;N<*gUdsh8gur<v4cn&#?-6N
zCOS4YgD6vwc2{&XY>%R}jLanpEPao7Q9e9>VMYgG#qcKjX8K72Gt~h9M%o7mz@N88
zNYcP?1e;f1`E3dR_C0%~GMqJEU-+my1{mnL{OUEWBVFNjft{x~vt;=iF#u^6#;i7*
zUxlhtSf4J?5XJ10(IAiSG{Q=9*rdei!c??~hzQ)j{$HMkjKbKL7-V$>EAPuT>M%Rz
zAyTSq>1X~H6xRN?XP76GF?CWG6MbhJXA^YH^(}9<x7@wUG)^9=oFb9*&2CDbSXo}g
zn;RyJfLFV0<#zKhWbvlUSH~X@P5>a*%-GmC4@|el<z_nPuUv`9pU%@&+3X^n>oh>4
zU%|AV_C=V2Qr@PtY>Lmt5gisq>?hk$WY1(UUc;j=Wa>AWkvElJL%H2ty<9~uLu?hz
zC7Omlm>{rU3``LE`%QsRmj_chdINz7Q*R2td>-P0-s_y9tT;ZH7<<_8<rH`!7T0EZ
z2I+f$EUOpHdYQzf!slU0#d#8vJaW{&O%$>vvnk~%C`Q=r7aj7S%Efg>Jt)|F=&n4%
zen|;hvp+q<Y_xJ9gfdVaSfN;BS<AEv?cY)OXG;t!fo&S?#?-#Ni$`^jTINckJ#j+B
zYmex`gI_9k6myG-iFNsKjQk<Qgc!Grohp)O>b>iHj!nyr>@?Y+4^e;TLO)F>LhY~e
z$Mqix9X_bAZ>KaB=5=I6I7if8jwTPF@n(9LE(yav4(9AMV(kH+Pqbx_DdH|leY$e1
zO<5*<D2i$!kE&z1g6_UV@@c6W`$G3HXC|>9+*51gI@N}zra2K&;e~Mt1L_p2>Mg$4
z%m)I_Cu^|t_siF57Sb%_LJIB_Om4!wsKrEZ9aRMuR(|zatKbtwB4)Dk^34DwRFh?4
zHkS*0(^(OWKwRY;z_*Po!{Fs;F46W@csE3FtvQk!Fc-Qog>NUdc5>X6vk?3U!<dAj
zM42qb!h8!iE8};r!COkm18g&*rgBcbQs@DXx!ms)4miJQsH{c(!|U5Bi*K004doed
z^HZgjIad?y&&>iqHodxQJ#ASx=?ab2atq=V@!@E9ol{T&GrczMoW{!d&Cld;dE!IF
z5`SdmB*py=Bj*`#bCY<F>U??n)<t?FOj3Ci#nsf|t|=6Dp}DcqvPJoBViZ^Q49g5R
zd2rO+r~UNKFRO{6gR=>&E$wHidoe~16VD=*^_tJF-XHO%wQgba+W)E69emkyz1ERg
z_I*XRt#if=3yUu1)8H;|mG8bBT$iwOyI`H4-YBX8H`1#mjt`b+k0@JES~zLxLFYv~
z(z?$vR2gjcB=zb$vLB_!C1E+Ap}T@}Nk-`Cc{LQj(=+t4va(>eY1<_d^hsMtWJ=)r
zv<nQU!btl1`o83U$06Li8G$xy1czw*+dYP+PwPCa^SPG>xKbalC@B{DW#H%U$$pzq
zq4vclC(rx|kmTmK0pQ9taE*@Z7*Iq(&Fi{>>pwzn++5VPb_``?9}tx<a|o%Z48euz
zuCDG(hAO(&5xd*V)6k&B1DMf_I<G<<ad2`fhLGnsSU5b_lmmf)TONNC$wHd~Q}bo6
zx!W7YJZNtiSM^;Uud-`Tkx-F$uOR;Umg;AyilE^x@VhT?!O>YzP!y!vPYT)pZsHoC
zP`{6ByC4ZsfHRPJ8HGTFr#To^q*>V6<Dt<YWiE(K<_C8g)=vn~xPt)qw1Fte%WwN3
zI}pZ;GN_(UCO2%X&gT-338p<l_KmqHFp?W9uYD0h=AI$xKbS`b+sVyUj;NU*FIZdi
z<A!eyMyoXgI0@MiTH@|Gg<8V^xqz$qJTpCDI6FH#BgOr3E%lQ3eDJXkTyt=UZhRz~
zU5MeLUqSAm!PoZo_AT-EoPhbTGm3p<4PO%n8QpX6WbgyT+~aH6gcck{5gh;bS5*Xu
z-t)7c{E+doo(#>S$M4?1M*v=HtH3Iahk|4D_X}kHG2^b6{{QwX{+~|7JJ>cyrS07p
WLeKy40T!kM(rBL2QO{GgxcOhAT`M>M

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/reed_warbler_synthesised.csv b/modelling/data/abingdon-all/seasonal/reed_warbler_synthesised.csv
new file mode 100644
index 0000000..0e42a39
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/reed_warbler_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.95769528e-06,4.6417209648333874e-06
+2,0,0.00281576834,0.006676223347635646
+3,1,0.4436595199999999,1.0519224908341798
+4,4,1.51723,3.5973720585739777
+5,1,0.8599427000000001,2.038935323553228
+6,3,0.11173376100000001,0.2649222002074721
+7,0,0.00026574216099999997,0.0006300781191819746
+8,0,1.51387165e-07,3.5894093670552806e-07
+9,0,5.423120689999999e-11,1.2858289672943739e-10
+10,0,7.79588727e-15,1.848415008725807e-14
+11,0,1.1555233e-17,2.7397607695940598e-17
+12,0,5.18022025e-20,1.228236957126415e-19
diff --git a/modelling/data/abingdon-all/seasonal/reed_warbler_synthesised.png b/modelling/data/abingdon-all/seasonal/reed_warbler_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..57b101a6b4e39cb5eaa862b1d75d4d01e25a1d56
GIT binary patch
literal 72875
zcmd43c{tSV8#g>sT4}pmC`(D*B~c97sgP{RK9*7T8B2DCA!)l)mTVbob}@z+GPX)3
zF?KTygOY8=P{s^q49_+9@Ao{<`yR*p{PVv5ypE$|=3tEPT;J<D&(HZ;`scQ(f$$!&
zJrD>)*zo3!I}peYeF$XR;w~ZZoqJ_n-rzwkNY6IN!p}V@^lpF~#N=+!eQ&=YZ?Ah&
zA#MSIUVgrcmo6(@x_VK{GbreOpqjkA&;NSGCBFa<`H%L&-QZnz-@j=W2!R|s#Q!JY
zk=uU<A^?FH-q5uS%UYoBj6A_wU;EP@F`CgGpS|PMsYeTs9yNE0+`ctZkYes`|M!Mb
z%qLvYZT5wth2~G=(g(J=E*Y|&x_^(8wpfwV$)<I#opr9*9xkiDGqj&NU*0&-fm(^o
z^~-Aeaeo*1^Zc*RiEFo2{__+9p`3^@|L^n5Pe1(qpQjIAUw8iNKTmbKPATx01$;@(
z95}w?KTi(??s~E9KTn^jZr2B&fdBRR<hFwUJcHa5`TyP9QieDzy3D0Z-D5#w3!!10
z#l|IvrKFqwpAQ<mW{-!@W*^#ptsx;;a-K=kic@-{rE;CO@hls8<7#$&)+*$H1OH>n
z-7z;mWv0!m&5B&^=&$#K8yXoUXJwsKoqQnp>$z-YVwpwBJA=MU?%i4E)8SDKs;lqb
zy*nc#qsLj9mo6|!NHdaewsZ>nv16px%feP%Sa{FeOUWIl;b(H9e;_7W(3PuCOxyG0
z<XeW1Xw*!sC|YYH&D0r6;dE^M=O6cPR;;Z}B{*{Lc4w(-rE`0tH>Y5xs|E5<D0HUz
zZ6_5)$Lb=W5UKt%PY42#2jBh-*}ya8H!@ZHLa6E4*>b6=sqgN6*%KHsli~5}^I@|T
zaEW$mp^GQ`*{9XKoF~7Y@Jlg}2>%?M8`a0?eG|Jt!FOim2F`Y;&gMotT_Vh#KAgAb
zSSU3(T{hx^wl+Nfv5+r&B074$zbNiTV_i-(At4ApuN9jtbRE0;M5rzZj!MqS@nt(I
z#U&)9S2{ML7ETCP(HU*~wNsA4Bh8DAGwyBs)3;dFCX)Q<(e^Sd7HXHwDTq~JOS%TD
z!rgmv<YZ)I+&QHM@q4bt2|$vby)cJ7fR9HqP1c8SQEn|OtF$4b&DGYejvUR1!m6rX
z*Q87E76;$=KZFd8jZ=EGxW-=-B<0mZ7hRW5PfDQXPTAbPRZ|+pnLigOLR&A5CRaMj
zf>%{!-T$<E#t8awsVLp)iuQ|*AN!-9ai~-h(`+?qQI_iAnNjW1PKbIGXN?JNLUTjN
z*rukj$QD{du@-N|qG2{C;>^*x{WxiZcyHy&b>8YkW-GNZG+p?F@><uo`nsg7tc!=w
zneMxl2|fh>l;zoRii{QY@Fyr$ciUVyH`W72+|mu(<Ha32_ep3BZ{Mf2HYvy~a$(Vi
zmPaQx)0*QRc+fT1CS%=Uf@VvtTP?<~6+UJKrbY2M8B8m|l?3h0s|Jv)=x4T=mle4<
z%1fuMx8R~o?|n%!knq~v{N1+yY~bMN);aZ%1%-^yB{`_K4Lvr7lJqFyDkS?d1oHgf
zi;Cva;YAe{T|v|cE~8$PunsM>D<U*;W-|SLC7Wq^1&o$kW3M=#i&$Ossl!o?a81j%
zMhL;>J;6#ytHyUC;%b&xu3YItX-2S9%nS50xcJ5_c}k9AkH&y&GYus+HnfN`(`2Ps
zT3JEWJ#PdD<28PN5G*#z4Ot!JLig&`ga@IPe|4C&j6;#6_lP(1$C{ti%2qD69+cL9
zO~ICxmG!qqM<0IXL<sUq9vy$@7PkTJzKW;;hZ2<Q6wo1a_9hh;6Xpny{PWljK3X7P
zOx)H_4jS`s?`YlP`6YYJ;vPQS##BpX$-F-g%k9aBzr_nvzH%2EaUCqBDYNteRM3|%
zUn;qHZsRzPTEL2I*xKZ}t^NKnqcJ#DL{-$@+6c^L2{PbpM)3Abnl-N7Ot6_f#c7=2
zb>k%?``DW6zmjJfYPofb5yaAdm$$kuaHZ=e32{PMEM8Jdit9M@`jdT^9or_*tJI^y
z75Unw8({lFJ3ZBdB4F;<1x07G0^>)>EuJ&!?)mfxO-03l?TSiQgLo`*=hv4fG9!5y
zt1wWkGRWS|36;%k*x?&q*t)Ff&3!Gd+2^dYZ)o<cT%BtuYXAA#B|gb(pg4SCv|S>i
z%YnOsF6x|zhK)CcJB=2MA{Qf(3`lrzaPSN!ni@>bkPsws9TQkTo=W=CbZD%aQ`G$&
zmnV89j3r@i)Uw9`G2*)oX71JkC$cxwbRv>T)Jj0Nkt;gqRf~Q40!!@ceU~#QHqI7i
zyd}tE7biID??acIaGm&R#TyAf%5g1-?o((YCyO&qMzZL*)^S&~MKd@*rJ^~69`#_F
zYdlqbsp)Xy2TybJBr=ooecRA%KeH<;H#;W+L-m;`4sP*mWD!bP4}){(xgnDuVv3*K
zx8QbdMh&40G`-H6U|hSy>4Be4VAD|~I}gJI3C*rQeY5?6b#km=`-tZH?g**}rE|78
z)AtpRJ=)`d6#cbNr|Uih()$Q&U$6FaYKk?QIQ275o{fYbId)7P)a@>{b2(x8?Jjf@
zR&kZic&RdeUoJf(WB#U*QJ^NN%;H@8SVQ0mpNNkScf`kws}s_UZr)U2`uqD=azU-k
z*QbMetJ<wbzev7<>g?`j+xl&+{fP%>LkYGD4x~!LL_nup{B;r4&&KD@o+adj(gw@o
z>nEZ{$8xi>7KWQ6>U+?Ev)Q4TY0$W4OUuidVGCd-1A^vyKMv&-7M?NC*MEX^s^@{L
zMo}vlWw}v(=rZmgD%-DRy_kMkQ)m-GrxWOvjT-E56pB#pNHST?Z4Fr*n};pcjrs=G
z4vL44-6e@DdEPGI`KkDhU9A~gidt1q;4+t&yLbtj?AJ(9O;a|xaQ1Uej~2apJece_
zJ4eE1f^S=^`BC)~Bp5L3)u;F|aM^T9U5m|1Q;h_Dq^87$IYV?BZH?lg+I!zz*QBH*
zCr?#RfO_#=pMK=X5!EOAB^Rr6a+2AzL+DAmW<Hl(SzP?pf1$b^rGcxHmXY}~rRC=o
zK7Ax%I*1bWvX}Sg%Q1ME<0`lermfBDT?FE7#$sQ=(<xAUk;@IS!J8vJx>OJ0d3-0~
ziQNEU2}>`8ZuJ>Rs$RHo;bgmbXcnF4)oMM*^#;B3W!=^WvxlqkWW2IZ7<YsnSX0KT
zK#%{<QeWx4PQ(u{zEJGGA2i?p1^>cybm9c(y><_-g}bPpfGk}+3>JBnx?g*v*L75T
zbIrxT*S8X>P3e(tPNR7ws*wI57-U%_uQ;A)W#c%Fig#=bfufq^a!;Yq+6z@}V$C)T
zCcpd^fDP71KwXlE-uP2Fy%H_t^OUvzHaEMa^5Eu%_Fczl08d)<6Sg?yR^^0dHU&9@
zDjh&`**>*npxDp(JF-H?R>D`J_j6gM30vUoOyPY<gkw%&Z>G8wdxDxnKq0`jOo-*w
z^V@~02x;Bb#J+uebT%+>7LCNMen)L&c;xt__2=>Zgc*p=#Yx0Yi07-Qk*ZC9lKj->
zyOuL^=~FZs0teS&Nv_6<sC~N}IAhFwE%a8Y_YE9TA+I7<TCL8RD<HanwimPkR<v?5
zEy|8Noen>_1<G=BRJa;gXCjKnT@7vG(8}XKeYzGH9Uk5=6}w+cVU<2rk{g982*%0>
zabPRO@Q@1m)g3!_%<L_Sx?H<0ncpXRcvtRE>eO^iY_e4nxX0vRzxHrE6?{kDxt%R7
zRQ4X8d=K8%5k3Zx0;9TeQJSm8UG9{3<W7Tkz5;)}08g_&blj(t-Y<`|zRd$?KfrtB
z-51ty3z}>E;2J!=9%5>tw1(L6bp>DdD9WGYjB1l_7fyJL$BESu_q?EK%@38QufMXl
zvT~EKufF$qccuO8^OmnqHg*e*wr;00Jr(Y)FHcu89b(5w>7>1v-skmk0Ah*%7`rpG
zJ>lxlU579BPnFi1?AKb$lO5)OLmyEQu}Tfi<U+6h1~-^MDhHUSosT*Ye_gb0c_<;@
zy77)4#|G=CefZaHRMg^db=zgP?|(64^{%5FSYv%m9%#nOvlW#ED%2j2Ty&jmRo>G6
zMw3kC3@*!`%hH3#3K@g`%=i=KS;lV+Li%_#N;8ZzU*bp>LsJX%UtUR=ot;(R{QXq>
z_0$T<-Y+BY_Ug+VoS@J?g-+wFtJRKz1%!zn^(Bq=r;<@~f25yF1frdUf6-AY<6$mw
zIRg{36Yu>C=<h{DuYA6Y<^+*l28vAr7h1PAD+3#U?BBzlC9h^Js?*iVbKzq52OkiQ
zj0x*GTTXCETv*T26Uwq^ey82i53mV_BT4CLX@tsiV#fG~UsT5KUoV&?xgd7@T5On=
zAkUV!v}2tskCY<4oGncN;Gyrwe%~`QpYZ;>+7`LOZmK$~u5(WiZMKDn3EkqYsvnhi
zTHwI-a7T>NE?%CksVw;D#+|ikb15cUP;s2Crz{Gqsh;Ah?H8;)7i^c1&_6qfB(PM~
z-MfyH{h6~(ew{2QyU`)H70qR$%EW6j&brcJzP(T2!8Zdi4)qppt!{1R(j`6MBVOaS
z0!N#%PR$hhvEJ@%^-OtF;rU}ivT^x$69+gyO9Zr|=hN>w8nh12r+fIV7&WKbDMoKb
zCbU<`zd#Mh^IHDJEuC}eSN&><q!4Q?Z2Hfzxq-ObVk?VekM@Pvhy-U0n5q+}Hu;!r
zCW`7oN|$T&8LbO<O|CnmKuIIJxs@$~svED<Z+tD{><ghoN;;)*j*{#*&Yih9q1NE$
ziH#W*CrR>y<Rg)O-@s;0N6OlcC=~R5Hy#YBgDRkYB^eM}3Mrc42+#PVwTGj_Zbxr%
zCmdr`WIaa{h0b6XG`JkGuwL%gpM>bEuunG5gL|Gk_<uPP<!1!Pxvu~`cYH-p@GGH<
zMTRf2RMC!bB}jfo5LWmep0&X|r$D1`^dZZ54b5)a2<JAG0}jbJa@;3gXsSXgSyN$X
zERe(9z#R10q0GXN6E&Tqh*0ucWR&m~Xcxi?#aP9|V?~eSqxMx*+M@<~9{#&;w8Lz1
z)Y1KFw_+E?)&_e-x!hZVPpqFzGwLT6gQ<Z%n&criX}dmDeUx+gQ&e+*k9sp4cZ@%E
z4UUl&kXry0`R~|o|FbaJ^a_1`OUXn$u=y-EaGW;#rk-gOyF|Leae0bkok09&C#*iH
zXNp1Y2|&T<XF>rD8407iuNxs9!bhKElMWGyM4zBm(t1C~o(9mt?=WLJ>MgiO>(ry=
zPu`GD463~x_texVUwlpayrNGZ%ntZ|UMqL@;oeIM(b1dh9=Kplc+|QZ(*`MoFu5E@
zs^zjr{bVj*Hs4$+(Ow_he0<Ewb2AD+KZ)4ew%oaenjU3t<teOUF_(acaS0VJMNl;(
zBO{sHD_3bql1p*WU-x`sN%@0GPw+<zNP-UU@4q3la0J=~=4$imxFS^g1c@9uoodrn
zOG2{rdd!egf2m{JOSrmnu-cmx8h`}JYinP(D($2#kr8-PTs_kf`Nd1q%+FMt7i5uq
z2fhUW&*;h~;yGRuJ2fkheN%=r#GQgo;Tl$BdAzq1Og=C?i<93e5tc{i9D2^|k%S>f
zMkj+oZMomvE~2?|+oGrH6t<=m?<p88BJ`Z(Mw)s<ez;@r(d|K_sIlPtr|IwMP~0g^
zCsJ_LkJ;x`$*na59R9AE#-AHxDZjX5^1dtYNy!yvYF-0KFheJMwFVE=&EfTTVk}Vc
zQ~;_a=(Q}x&jj~5ygAYvbQf=y;%%fIWv5ENSU!wyJvvWsXdaUA-A%8t(>7Wl%a)6?
z)oQJ?%_C0WiQ}|5&J=%ZM3<Q5E(VICdsJBAcT4a$nzP|B?X|?~B3|qb?@~E3_en03
z1Qmwd69z1Y&No{@LnYShsOtLt!~V-1=Q3N>cD;y-;car4h#zj7tp913bc9PSz^|Sd
zU+K(0GWT1*HBnhllKkQEyN5`&yu0;>ubco%6<Y20W0Ct)<!H4%jr|`U9`PnIVDNt4
zNG`UILN1ctLfkis^`83rQc?OdeNx6p_~hT>wH^!#etEtm7bE{jOsYTTRfY4LIzz$B
zJsM2of?$B(Y?-JFva-{lzbuCtxBj9-j;r-1)PG3PgD1$V9e9oC$h#wlmY}POX(fp4
zbIop58-9)pG~CJi`}}#YpceZjc};6DMpo|rs<cm{{*lPfe8I5DwI5H<Ruu}qSAtey
zc)Z)Tww_KUIC7rgZK(GaA(-yKm9|}a3dn%X-e9zFWPa?=(#tMi!_XS1PJLvxrQifm
z5A|?6)xNzFAr-Wn3f8h?QiARuLqeK$-bscEE3D@)p^M07jwLcns={h8!Tmx%n;CIY
zB6E{wBomwkTk_V5qFJm%3};^-Wd4PyqJuzJv6i$=rNhXaW{Kc#yIJqH5W64+N%7xR
zcqM1g9YqX5S-Syig+VPWx8n+ubdkKZdwg2~NBS!uN91;j2PK9Jb6iq_yJ<XPb`8g=
zmO?%mU1>zp@-el?t;(%$2|@Bj`FA;a!7jh$igt7LPK!u4j515F17)mez5u@#tmMzT
zSFrU<8;s{?EpD`an@fMEzWBb4ev@h~rEh@8NB{5+D=#fo=v?1Zi|W*3raF!&JSY|T
z3oXu>HjKS6P9gu^>))1%&V~65`p~rAEh+j@FuVIP<f4&>V!H;MAI2|~OFu;Fm%Eea
zo{baa{0c0&Ml~)<!|V@&`@aDw>bwo3hNzA|i`CsnmB$DSDFm9eE;xZo?M}EmdCS1e
zM(nSl$x?ai16?Q3zC&qb(iqdWr|)<8g06uk9HW-I5{V3Jq0>pc67J2KwC<}@`vNzF
zgvHK~9RgqWcuT{ToY!#Cyv{7i-001Qk(QhiOar<@COynG7#b<eAz%=#M^*-O3cu`W
z+QH@Zrh!wxnFVJAi*Srqo1LDrpwX-$o0**lg%!LKtz#QdHScl-Gjx45LyZy|(c+D_
zm&i>`8a6X!IoHL$ab~r*ydHLO)>lC(RDqRXb5B|Swwkao!TL4(a-nUM1mX^@(dC?h
zgZ-?hbx&f<W!JoVjt}ulRESNEHSRCl)d<;7V*GdqJ%4>mS{}48%a9ahMeikI@ZEN@
z!=r<$^qwstx%Jj|a>K}NaD%aEVaNd=KADLr965KC*S~~YXU=A}iaGSlpO4A^sLZ%h
z8uKjEuVutlbuQgXczA=i6s;m~QuynLoud#dE`jy9rYtk$pOw^qru`u1t%-Ja8tlax
zOj1dVt{-DS{_bY2ncw>QdVda#NvK$mBX;$7855U>rV271NTOGgMrNKJlx`BLvA-UB
ziO>x2*6@+ZK{OYDX%!f|-$))BBSdr_svNylf?a%NJ*m_`+}I8%t}$HTJbzXlezK@d
z+{bO#-n_dlnv*kdXpfoJdg1O!uk=4@y_E$h5e+cW6dRR936K|L(YanvQqmq&?Zi}&
z^91%qPwfAZCo>CIBK-M!!o=AydRGL1UB=Fqv82Wj#+9PKR@~jxo_1c|8_LNja67WO
zoZk9vz)ag`TM>%UzZ#OKb$x;S0+452xZqI=v;|sWY}Tw#kFu@v&e$!5U`Mw(yR<E?
zkl?)Nk2xb{Tyva<n9?9U(LIf}zfer7uG@|$P}dMh%H0zF#6n5Z$Pmbn2YeQ4L|)oD
ztp`j$bn<xri@n6-?`V@FHKPldJ<seC<_Xzq!OI!{6vJOBS<nH5OuXCnBt!lu=Zm@G
znTyuVs&L0|+sdK=6usnS-Fv&$6%7h9I0m7C5nQFIf}#vdf?tKa(&j=BJJK=j#fyE1
zw-4zI1Jr%*;XTyC9SaM`jKY{=Mm6od9aWp56vqI=)XFz8{3b$9vsv$SgwL0{tR-0c
zGJwrc(T|w(l`J=CX_-X$uY&{778xa}Vu4*)`r9QFxum;8`-hfya0>L=$h{c$Xid(;
z^(asJ`mqZn{P6eqRsHDqp67+V%`&chNsTEP`5;V>L>wrQa}(XrTr>#|uhTy2B^tnK
z>%aR{++Ax*Z1ZYgTF(JtSNmB#`|&_xa|wl$Qv=G_*5eRp{W~4TNWL&Y?Jv?od+F)u
z6GxlbbKzy0qDt4t?bFxN1`XIxwaGHkJwzSHB>^eYK|tdx86qw01e@oM?Tl{ug>-){
z@+z-_<1ijZ*B||T8M{7>)Degi8m>jwvA#I8u8i)yRkaNz8NE?myHoaNX>80~`W0Te
z;}Pib66moL?<ghkUL}_jnH8g~#ex}jiTg<1Dt%e6CPHb{2Ko7d>@$g*Vi!rwYj%Qt
zYhsTKTTjx{;pO9=3N?CILej_YuLmwF$VS|%2@uqcJ}#;q)ih#;X+HYQrC9r(rxZnP
zl`&egIN<Wr536Ye7zGFI!tJ2UkeKp+RaE#AYir1rwVA4c?s4_yc5ke!tZLkw`;hN&
z4=T_Ps!2^M3++5`eE&3LSsB1$V+f{&4S*2ongF-Ff9j-fr^mCX78rHVK9JaZF`#J4
zsyyE9y4q`)J^ec^FN73fI57%P0c!6H1kbX3Ouy|zX-K_I+tdB4YTvSXS-by=-dw6?
zd;MJr1cJDKt4NXbB!ZnBl|))}H*w>ERsarFJ4@!XSl`eI@xr#zI;FL@y2ssc_GQ%B
z3N^d&VFMICx}$oVBbZtKd^2Y1*Z3&Sk&m`+vT(#>SBa&A^0L-XisCI9a^K3So!E+W
z{tyDM5w#cIxmm?dBIPiTz9&gNTcp<^=IP5v!o0$oBGIQ<#Xp{XYw_e(h^4@^yH60+
zNC&?|Z40=!d%nyFIU;1sowD6kcg8{gP7+aePp$pE>VTlV_NwanUc9{e8b5Qgm;MC0
zObF@mUF3O23yX!3n6+i}xR8(dN_n{>-@wW%L0or8LL=%=2}{lIx5ujDuz9WZn71ef
z32ARZw}&yuduQt^V=2>P_G!5!m%;WFk&8$FSqc0k*02F8`~G2%XDrb&(Vr+}2LTg~
zBMWJUZi31h;b_n~R-3xnoA=RNc5)uuQu>AFgcE&jZ3bzsQ`vVFA!lABBh|Fy7i&v2
z!el_F7yXN|b6azzts6p&L>D2kBp{PF__JEYo9j=%^QUO$v_Y$mr+y+Su_iiZ=u*F$
zT8+Ce;<rwtQ!5}<v<$542yoipA8R~%l$o3_H)<5)wKu~K-|iEDRRVIGyo~YBheM#h
z-@+jkx=&L=h?;=XaCEFc5r3!LQ9V^es^H^MadS$3Pm!Gr=1VE-Hcx!*!!c|}*!S}#
zuf4>T+BolAhUQmhs@o+L;bTGCh>)B#p{nTce)%x5XBuGinohI#^-5VU6||qD_nJS2
zx_sxnDj9*pW^2kG1XMYthoqCmQYpR>b%}KrH70<|iBg=f{M~d)v%dCHkx*tWJ5wUG
zyc^S^&oC{uvl6SoZ@Xlj?&B8)Cb`U3>+HUNZ@2L0w>EI}(5%#PpQ4QSn544V1R+s8
zvIae=gr1-siy}fucaDX?$V@;MDt?4Sq&o;-@aho6Lf>u>50DmDVU%mRJyFfQ@^c)m
zx_8`#*#{x?p}gYFp^MiUS{0om^h6rhCcUo`2jdQ!8bRhDY5;N2<5Gj)F6}1P4g}uW
zdDrWuPHr^A1b3Jd`=FnWck;usk=gFe*0nR7k|j}Dq<MY$$O{tGAUd(1sh1Gzl!<n<
zujo?2b|6~oxJCxvWCmchaeT@sK(m;9q1miQmw0gqlO0oxKY>l^iZz6n^pi^jF*|-L
z-q2PL-kOWJvD0B-wHWOz*?iP<(o|cURYNsR$Q<|MJ$sugY@KkBcxJOra?@FeQu8p;
z=dN2Mjiu9LLF5c=9d4@L+*yT)kC3Go<fh*;BFrJHwms#bpwFTJwY+{(;~l=1UFoz`
zA$ghQK$b+TG^9A$pEb)FyF`wF=xFYQK%zKcRyzrp-oa;?^fW+y-ZU{`y<d7i6(6`T
z)-XU<CSmPoVT*i5+11T0W4^1)*Z>f;^lG4>T;-ElfsV~GXU<$z3#R?LX=)lmEgA4@
z<%JZ?Vk;_w9HQ2zCFu0PkcHvCgOZX<{#!G|OihyJ#_u*FFLccR>BQ`JK5<h`1T>UN
zWB1DZfH)ANR>RQQ>Y*WpMMdG>MsS1c1YA(AUFTfOAh~3KkN^fZ6S50I(!N{<XSAA*
zwnK}fntuNL>98t(|ARn0f2iec6crV@w}z?jfA#8>#$peV7;K!WjO}0?IeJtL$UYAA
zt_;PJj%hx39MGe^)zst0mkeuOZ2HUrPB26>y{_H{=j5IVl&~N<#bBBx`HD$(THo{u
z3J`K!05@Lg7L-e0Ps+|_R3`|DoSb8^M#$AmlFihxsh2NvddLx<2@`~Qriyo)ok#X`
zDHiKfOI#g~=m|zwvC~^5@7%egL23o_iWrs)X0C{fC8O2j2AZgq`x>ibfl-Vp=d5TF
z_u8t7QFnHlLjp$4Y_=zN$$#Gp$47k1mr798TK{!8m;AiA+XTHd+;fDwMfzi8Y#h|I
z(r;u^M+bZz+qT{;SId1puv@hqH){h#oa}YucWHg>;nBj`ntGReTi#wY&afpH>q4gB
zY)Bl=Nunwk3yAMrzP{KEYM#?xfX{yEFWFE%*vLAG&L`hHJH^{i2EJ%#(mcxX<8t+5
z{cn5vo~#UyjD`Y;z2?9M(;eHE4d`bkVazXzc_LwYg#}ys1LQSTiHL>Ex$R$aSCMT@
zHV_>{9c5P>@bD52n?bj24Dm^(M+{Kt=)hcQ$N|}Jpy{uf)W}x!l|cn>D(Wd2={A}#
z0S1XLJ!b4Hly6zPMhIb07T8MaCN<BLl67kgl>)ETmpQg6DdO+etDuc{qWfN$5uf#O
zN?-%VH9AlBiQc=SrKH~Ry{T&8(g#YBX^pp1jX@*Dt2m_+Cn)Y2+SJNp_?;E3__3=V
z`^L_TjqbIqE7eo1R2t>KDlN-h+pF%WJB>DZ05epO@kEUl47O#3fKM%tARnAddms)}
zgutOhWDgl=Z^1#njJmfOuP{Y6mX@xxlZct;Eh0YlZMrZ_{%G&Vh+2u#7Hjb{pb&(J
z5Ag~`{W1O(g4?|u8)vS#Di!b#AF^IIedRcUl;+NuNA@k8B3|)E@-+Qo#l7l^+>N}B
z*0<OwUAIz{z+cLC-=uBUUvZOz8Q3aHK+BD5s)NFbgM-Eh#&}r<jPy5gv-hGh@g#}<
z*gb;2dY=(c&KL-pf8Yz-_Q{?cNmL%96ZzUoH=OunU^O-^u=mmr)COMteLQL+(cN{v
zp(rDhvq>Vqkq$w!G47f5buF%WJ*~H|g3V%bwgK;_RAWKkPG<!IZD|HZ5hKV4S^CMj
z<&6$75HpqC^x*miWS;vqTGRkCBdT~V;@ZRsInfRMn(bhbi1`D^;yT?P)$GlI+)Y=B
zz3ndjlnQf(&t1t~SiTS;H+bj(CDmzy4l}c@;j##Ca?hi(2fc6mO~Yz48{K7Se+HOF
zfFy0Dw~)pKzyb5qajM_!ahA`R0u340E=D?rx8+_(2Gj9+Tk^g8jLU6q<V76tB!-~1
zJ$G-T`Vn$hP=&J<EnBca9|VKnlm9B|>*IJqAP-*W!#7w)ts$C&mB}AZhV2G+5uLD8
zF2HQ^`698ZFR#?yXh&eL4Btia<6k?<Geab)!vEz$MQr5%{z2smaHAA^qI-hrqzuYq
zSnO^3HH3*hwjI=7h*U`8W#Cx3_gsYbE|_kuxNA_<BkPn!iK)!rd?U+esVo26ukwF+
z`v1<l!gpHSr;j%`rlh6a0tSu|IsT<XAkV^2sQ9LU`C_C69r0mxhiJjw8?pIALqmtK
z2qcmy{3F)oP}J44KmM8eKR=wOBp3mS{GW^+g5cLbfB(yo5L9-ffUjWJ8>L@*<GY9E
zZ~SS0`xy;?hyU|~9@k$~Ey%OC&gAR=M|V%w=l^LN3JbV;a^`3!jYiYhJiP)w#`!z(
zMh*^H4UZ51cNrhWP$;kwz?lAZ?3j_2RqAH~1|!C_S>63f5L~ZbzrUfWX<9|a#rd&@
znloq4JR<y07tyY#d2>MMF3Qh8J!rD~#E%0?G3Vk9!=4vT-2p1hw)db10pHC;VtqF7
zg7Ckt84K<JXhTZ3-j{ktTKf9WDVGS_L?B!-RnDJ3KWL(>$^Z3~sXI0{9^3Ny{s*#p
z^WyZ(%#&J^|2mg;U1n(El>WvfCm*KGJlY|vaFQ<Y^ZuvHyUmgU9Dp+HNUjGOF^29`
zDp>HNx&7Zi`z!!ZSXLI6ih2T47`H+A><Zx+O?T$Mwx|Qw*dKJ>dqfK8*pJ`>|Cd23
zFZ++he|=T|j~1&>6yRg|)vdmi(pO+$1neL(a&jg>{5^NfF(`?zusM-ce?F5wbLo;P
z2?w88WW03c_n;9!;HL2}&D^%#v1_}2=+d}cLqo$1QS<)f2WuafrSawfz#$tsIRVYM
z@O3MYSz;GP>*XgI|1oo&2EG5~x<oYDF*HMJ_RUj?3nkeh7*`LEPC%QVd3rM7*}AWj
zjZORFw%*hK9FpE#YuCP|tE*d1CI_E0el1mQgG<}waXUeux&(G*Dlib;(BdvAGWS}Q
zm}YOIxI=V285b&3R6P7rB&~hZ-@R3vPt3S5#SKk^CoD=k*4(+O0S;~cR(nQ+Z$gSC
z>8AUwd&8RviXPo3`7R$BaA=l+N5YX$K-|1@=N0|W{6I-3U-xavJa^{IH^KcH2m0CD
zo?ZN>dYRr2yi<SMIQT#2+bVp9lvl{-grA${XxQ;hLx#pdi+nlUl;1cT=8H3b0fv3o
z{Z0YMo7?7&vZ3f&%khjxySGU3I)huko?7i#{!MQEW>>)ZCSI~HX|Qm+2ypE^`@Q9V
z=Hgbn|J9QL^F`^mz~-LUj|O%b6_|T}q2V%sI^Vw~Nl$}?d<E2MdtgA4d<8B~!+avO
zrK!n*kIXw0PhJ0I7R|9JudDVMRSpNYM@CiEE+=x?(B`%!HF}HJk4M^s1FGJ2wmVzE
zTNNT@2|s=b<(t-|g|sM;-*>cmi)D9$7(f6^r}IAU^OnCBaHiM+iE?FO#KO0cp`6>v
z2W|mCQ+cgJ13bxGuqdxv3o-b&p_!SA8@pC{K26SEOs-@!43KjsAMn7y@d|^vfaa_u
zxx}mL=Y;*-jq5}<O#<)L6}(w+xKDymK<D@Gn2HDv1&Pa$^0l^314aa0fIU4VK&{K_
zA;0~{j_~5F$H>s&;5Q31O*a$)@s9xZBkK3Zot?n)<t@R~kNAl2v-PR3(>3~QPHX2q
z!@-^Uc%cpo9yzVOwVq%=KpV|H)<vey>0Oh55duT5q*$0HfkLvrGGHb+h=AyndLDfo
zBFlVwDU@u``EdL!=qR=uk_Mfm^TcgFi`)(1;`7)<usz#g1$+s5`qN(d6acO*GL@vI
z+Xl}L<^AGg<+SGYnapWE$L6^9bibr8>ZOR7(#@lCFxNu`3qVv4kLHd}d|w!;F_F5{
z$O8%`#`ZJcNA(Kdv<~>m^T!<S#~6N416H4Dz`!cm;bM30PqV9W@4!HjO_e3O_C-Fm
zbAcxT77qZ6+sS8_oXB7TM80bBZTh3H%Is1+!8nXY6UKH*MoKkDtSbBTGCa8xQC!B^
zRp<eed^Lr)$1Y*zfuSk=b)Gv?&f$IU#!y^}3W>*w1in6e&HGP5a>#!|XMC>&6F@oo
zWL3DC;DT-^CCz0jdJiiccD;D<VhU)E;TmkPbe-*z(HAG8x0*W^2PfYMDMA0{Jk{R#
zh<DJ_d))DDaG_(mGd)wP+&vgvKs~=_hObYjYu1(j5u)a}$5g`bw~9@(FIW^CUv^u&
z)VOfv@Z=z*OhxSV5W_T6ndp5TSws<R;xq|+RRzs-Wt<H|B$#<F*`gQuF!{_AuSV^S
z-`593go9|c%@uj>4T!JahKB!aF#MvEzr-EORQ9Y|0dQSK(=EpKAU?*N2mJ*^e3kh*
zAe6&1>+t?l`b?W>y+2<G(QQwJeNYmhpfp2AL&;a*LF@H1-g{t~U<oRmt?z~hm;1`|
zYTsCGO*O4BIo8@G<F!Pe>WEcercEaqYG5?(m41Kd{^T?q*ecHIc=jz=h*uak4k3H*
z51gId3eeNjyJKf}9*9+mz*q;Rv}pdg)mVb8(5*3>2%8d~2W_5yS-2PRz-npWfoq$$
zNm0xI*w{^dJd+*zSZ{NrXpsyrCwxY9fV#Clo0|@dp=1}aNi=)J!z7|Mvw0ejn#pdR
zX&Es^Pz6MZU5QEX^v-;fL6MfiW2a2q$a}AY(>_`&$2+1ouQza_`M}$sKkv2HsRYg4
z#;wwE+JHxXdFf~0wdjWHVLx6!l8iU>oS$Q2FZ+B^R`sxb`k;Pi%O9uRW+&5sw}IXT
z9uCu7@?#W*Yv)U8Y8+H#<kZRH{AGkFE1`@*scdg?^zp?)SAp9`9UCmeSO}V!i}IRZ
zwsvM$)N~_iTSz|!32(%X59$2i&mD(thd!48q3&Dm)`my2chSe|eoEtc6V%`nfRRPi
zqJ;|))+K3U15&?$?&Y^wPbrLn`QZ$6;q*tF;HaIQ3i|x)phWN;tPT#pNQOuI6ys%^
zwLIE<5E`z)&UIGSQm_>kVF|~nO}$X;Y9K4zFCQg$SvI%+VAsBo`earpo=zaBF`art
z=-h9k&>qwD0lJIA4Y#kQ?qPr|i-xwgI7I&W^2S#LB6TgrY6wq9fo<{IL@*u!T%J)o
zuCFdqk;Ny@8n76nWV#yWbz$w%5<SI>(Cb$8SBP|ALqUOZt}K>vbEnz6ZONFVd4~JT
z>-XGRC|*xW<oPPtdO3Ae4!B{VR2I||(c_LsRl+jfjQfIvAT<aYw}z7+=&|J4)nM%d
zFY~XsSQ-?RzkPc}@Y0TlM?I~_^;0Zhwj;MJR-eXikSx!7rC)M9gVE#C<8GWx=HIZF
zA{k{Avpg%hf7i8Go<z>oOFy2v9O6HmvuwXnQ&KUR5yE7rX{OGho&Qv&y-pdV=_aO%
zL=|QvV?K^J^e0F4kgh%mk(mHgL6_EG->B8Agb-V<onl`_JCu0`8Hg~sBm4vrQsj=H
zne4ob0?slG(vWx8KZnmLk0^_O9-*`hoqZ{}Mp03FJ;2vp`L1JQaSL>%%0%P<bnX>e
z6B(iQJ9!Z|bMFM3*||wzC@}|7FIy<XX;aT9|M?HZ>UPv5uMkEZzIs-@(<@L0g-ih}
zhXS1pHHLefG6b5AvA^q3)zN1vB%G13L3xesDzkhK<VKx8PpxBrIn1fsHFB#i)f-sK
zJxxOp`4^j}-di(DJ&LiZ?Im?hMjLno;grt(tnt*b3FZ1PyU%4gAIecWUMBrX<;Y4k
zA^_oBb2m}1=E8opxjcQk?MND6VOG3DL+W;$(oBf2FJJH0;(CXJ(qeM7G$gkEt5{z}
zKX6UyZZlML0>-Ma!=t?)D%ekkh99>?i92_6BiaiMlZ_2^qgUqo3OfAn9M|4aeda=A
ze>w1CWgMJcP{AhM-EkAkt#J0TsDL|y_A<-zr$_l6gF$qDt+8Hfy-Jzf7^1=n8#n{*
z;vN9G4(!4>rY5Hiz8!u1^cS8MowfJeuX>Iu%iT?}PDbG^UKQFfKOV8fY8d;TDogaF
zaUxZyK^6tz9=<!pu&ykqr>ha&BI6~soi4qf+@{#<+Hr^(+V%SKS#_(aJ=VuqI`8&>
zDl8!TO|($A8=XkoeRcVpw25-IkU0<Ah7dko6yxM4c-`y3(Pu}@MUM|rM8|#k2FC>Y
zu0Rsn+9YY_(pOI00AE$qkE|IuNY~=bNe7;Kmk_WM@=T+_t}KA`_bhI4Qw?b;Igd#_
zRI3c`)Mwh(RgR{^PD_$n2A_f2n3CL5z~5l-jn=B{VV5F+d-$g8!=JrxHol1lUcSn3
z>Q_L2d4B(y4V?6qPWft1|F}mhUo0ruZ3RX(R;e)N)vMEB<JE{h3I~?pcYvAD?<p6c
z@?G^-I9~05sUnpD4O<@z?175C9Pcl;k+%@ELgpZR`o+~llwkTsf^#7kDY4dyj=_*Q
zJ_+wK0?0#3iag|=o~4k!y;1bt{<t=5{W#@sqJz8w4EKvxj$^++K!1FDuP!n>VQg&d
zK&=?$z|GLCD}zC0s{nJfpTB+;)D)=&J@9$?Zhk=Kd`{`)MsF=`Wh~7CdCUA4zOvXo
z!k1EO$T#OII=@okgVC(8pZ}bdDxF~9h2{aMb|v&8PkzYH$W3<$_(wF-un~upS_XYu
zCB}kbiu37{DxH>(UXSZIGgQ$hD020~cDG<IEN+F5HFPbp2PtA|sHS)^T=QLMtVL`g
zhtM1jygbJDZDVsWyNana{Jsa5aIpsSM2Wni2Q@+u6t7${{$Ll;N?Uemk54VHBz*s@
z`M_4!d9XMy??d6_s6k<k1|Sb-wiO%`6V9ROg$-BTU7jmQz{GX&Jz6>KKq5U;X1II#
zXOYYF+{c#ag<CHYk^|e>(9Zc~upUXv+VPwFr^@Y{$0g&prcMTSU3S00{+Ie0E)7-z
zzyqzgr&;JM6lvL-$rbxB4Ulhg2LV77CB7FlgH=10gZ_--b>m`;h4T>Xxs>x3t{^bs
zu95Uq0`+aX4%A{Wzo$fi1Z;F4wx7kPzx}!|D0^_wa-DBT{?7Imj(AckWC*pTy&T^f
z@yPAq&j7$Ek<5oRgo?nKuFJaPjf(^$z~E^m1P7@S_i0Y2SaczIz>r7Oxk{0?rk8E2
zKHdF>*WvQ0IBk_q?r~U9N^N=rY?T8J3Vaq5_a&J{mUh&aFT~_jN_WnGF(miFag^_3
zspI5QR^Ndz>lZDeT3`|eC0k2k9hIuF!jgAaQ-|t)FQ*j}y4RD!mww${&a7UH&hOg{
z!#z3|Z?pz_IR9Zc>vEr30;aH_w%9#TTB&}h^5?B^WcS&O>X7>X%tQI2#&_t&PYK+n
zY%4{@JNlIP9iV6Y<<(wP`Iy|~{IxSbz!C+o&GEGGcNRv`i0P);Y8mi1D?*TGzKUc<
zh{;xn<$k-?5(h2#Vw2x`UH*Z(eGo{VkJ4H=F-edJj4Yy#^8yghytl=sGd^Q<jO5Tc
zBYk#v2(icE*jkdozxf`9Y%!lM`Q83gj$4>d=r%rg?rUf7Vn+XEDpk&HI{w~>jkSz;
zfAYv1uqPk~-tY;>yckg=RrHNCCrIIAUsHTpzs!JLpi%j|uG7eW=it*~{Fsnf)lSWJ
z){^(;*Dqf>-bZCOT@vKK#WM~5;9ON!hD}zbQ+0d()H%<+-(2*f{Tn^fag_$aqzA-)
ztlk}%6|y+_&`;MJ6Y-VpUnvg@jp~oyGS`E0MfmS?`Y-+;@m_HJwVy`S?SFOHfyteA
zH+;&`eN8)gI#A`kK_#Czg4{UDCohJ(9O_4rPfFK&!6v`FUbnbXr;FkL7?SjupO0c8
z=qGao<)OP?C^z*;-1v8f{?Bg?+BY=YKEHs-l1%hJUEnkFChZTaV6gm4=H8-;?+sv5
z1Eu2~KSK4vNN6smIpB<<Om$z2YMw!z>(B(;Vm2}S1iO0c-<NIUOSB)1h`0Tyb5_?P
zvtD$ECRmz<@(~T>nK6G^4jg>icB+OnDp;_1i7EWDCb%TmtK9J4q}H>O|Gpq;NZrWQ
z%qw-|n7{we%bdvT>^|BtZ_2qNL->X3U~rPkPz!#W6+V-}ubq5426))N1MDWxca>^v
zu1(#swLKof-Q<JT_wTPZto@9Wad_mC377{zN)Sj*ZFl1WMC#7{aWf&d&LqL8>M=8F
z7nHw-&%W)mpP8Lp9C?+T^DD4*A3arizGJsL;capEcK&8Mt>0mq<h2^t6h!#874N^9
z&Gwt+-JQvaSWGI2SGxsrL8nz!RRe%@-|62je$LCwYo-N>Yqn04hmS8ZP(L0YGtQd_
zG>P}>tdN*cI%{Vvm|35Q5A1nqkO~%AhzKJ`qRox&Tx)vqo&L9W#fAG=q$E}X{OF=p
zdR$~k+_#718??8YlJ@FWzZxU-^s~+dd}_V%>W<7HXyE5UC(!jEwAEqn*DM2i2BCdw
zwB9e>#wlD+Eokn*J7xV>APt0(dMEVS<qK$0(nCYS-K^uEqkg{x8$@cx3*DE24CRU+
zw{l^sH*72D7I-c6Wg}`k1aep6FZA@qB;f(He8I>52Ki@yRUB2_5>F~r+FisKGB$GA
zbods*{I+HA(zqkv1^BqoC+TlZO-G^q5*MpoKRgh4<9p54S$j?21_jaSvTtoP4moOr
z!k(h_K#T)b7NCwau)Lqr+@C8S`3pZVt+f^R2&NmuG?)YFD-J%=&8>*<Yu^r8WiXv+
zb9|e$<0R<y_sM9AxYN?W;vZnKO9R9E(BNg_w{Hra^J*cm{mfTJmo5+Rb6<93!o0E=
zrN$${A$Z8DzrbL>p`l?CU|?>8d#9R<<2!+u`LpHr8sMcU0-e10kxpC4Fg#f(p05kB
zq0SW}Z=%;b;ed)N91$xJi;MyzvKt^y`my#Z%q+k^Tz0I<1^rULr=+uWlS4259J6@N
zar1$ohyu47WRqr*gvp0{yQ&AL6akx&%or8pyH#*L-x5!~%E<7#;=DTQr`_=T(_S}H
zg&mPZswG3^<m6H_eF+^+PI5g80l#jpgXZSY*#dGPS3u?=@X}mM1K@=Uo0^);GlL>H
z4l#c>Rylv%)&N)nqE<hzsJ#{#O8y<?fo`XnHsr$w9m3cQ%)V0&wUV>Nh!^|`CxGHr
z(vV}6&SE<V!}(#I>H1b4*3N8|3Xr2F+p$mz)T?LVHO5~{2J*&?=d&{U7qmpj&l$Wr
zoGn>!WGMJun9<r19w<c$&qJ>^_SApgu(|FOSPS^PnI&)tWz|EKCyol!9D@4v&fYJI
z(emSun#@%YJM>%`&Qc9@1rplX`ym^D+B@@fV~wlk!N*LKF-m)%rvBs6Vb`CZ|8Yn0
zqfDyU(GM|#nssFYl--BVegj(J-=NQy+WCEXeuOUub?|j_obCl`vCtX(qYsAXvR${8
z@gr3yLx%4z1N%AZA};1{YNan+5SM(;ER7$|a$W$A1$mqM4d=xksq<a`bn-08XATLk
z^-LNAe3nEfX=o?|QYiG9pXvj&N7V++ruB+|zVIPQfL>m1d&&o)F)-mr?j9bQQdvS`
z!Rq@pem|(a;qPC)+mePH$XntwD2Q&v12zDTi6DeIxa4DHWtHJlKKooEv>A{jxB1q!
zbq*cJC*Q8%6lG;Qv-ach_~l`jgbu*VUHTZb)VzwBwHB)&@yb8WfgHy7?UD=uBkGo#
zLPq}wEYD#uIFtEZ7WckeQoPqVp}8etr9tUt#q3)Zj)bV9`-|N-=vsq;zKdfGXLYu~
zJKnnCFXg=t_~6I#hrkKz`k%c18~>>jO!4sgNN?YI6T4rl{_Cvhr~vHh=RqsRAWSLP
z_yFwxHl^ROx2N-sQw{UAHo?In1|#DnYRhJ0o4-Lwr{BaFl`}h-S=S(JU19r!pFZ-O
zI}JXYf1lnlRsJ4mZwhCg1R+o-vRy+!ku-?7UXEP*t)IXbX8Q*Q!~q}<N=Z*|Tx^|+
zSMLg(V*oPikL~P}6TS+o@cSQkNUVZf8*?Vgk(>$gtAx6BkmUMmZf^bqwZQicuL1*3
zy*U@PGWX-=&71c@hDTN+ftaH?TB{D?Y1M(Vrexkz@sQUeBtBj$6|Qk72K;s82o#aL
zXb`vfG$rM)8h+4{UL6J03>QkRm&7U$AUCDatANWsIa=ovNQK+k&A(rG*V*M#KNb+z
zu68c#{=<eXzW;5smTx$n!P8v8K7HRN*`v9dWw!~8eLgEreY|&Jf9@r4mqBG&4gnh|
zP&^a#kMHJp?)1;S7dd&gcfpUk1V+xfs{w(5#3`U8{TVJEFX@?ni3<cKgK=E@m&H-P
z)?jZiD@|#kvHzC1O;GLra8N4_zrTz|4TGdZc=Y^bpv&#o$mvvDG60b$7JiPA5WP{*
zemQLJ&C@O(|Mc{P)XrhZrhl&RG16tfV)SIu(S7-@@Q@kUsxs)>+bZ*K|AL2O8+pH%
zNSY<_4il9B+|yca6-ji+w;OXFG+6oX{QOmNN3r7!zHzC}XH<jKcWDTNFU^R?^m(rG
znb*p3N|AkIv`XPf7R8FP2#lHKfi}jOq_^Ze(N|!Cec$n^#?w06JqBUpN^Gj}Tt%TZ
z`ILWF=y<rqXrJ*%@PVnWhLpxUWPQN2&y4`$+<<p`F}PtFhqhCECTOpGKz3GX<WU+>
zY?6PJjpSgm%N*HqY8MFZ7Buu0aOs%1m%$oCu#ubVv+mj&U}@Yl(=1F?_4rvguibPO
zLS=I;tS2!oWS+#M$veUorCBUnr8uh|>`=K)CzR~q!fq_`=*g*^>ZdS2N}>Q`>(N%X
z$tMJzno$`G-8#K5rk9rkEZS^34Tf`#YOGl-#L++C!wq{nYT9gqJVMw>LAkBGj7CNG
zE`^czNe}srx7cUg{;WMawcc}5rZa5x9n7P)I86<}5lBp-fP(NHlZ-2Rd{fV1;D*J7
zn3MC;LS&r4fdQV;tme@sZR%WVNQZAJV0enZdbB|*T5C-UeG5(rPhQ}LU@v{6WRIMX
zz3GK3C>ymATNu)*I+D0z1JYmT?ec=<@V+HNSI`+MemV0PT#<m7&|(THW01W-ZL|U5
z4!6ZjEi|Eg;{j=#&m5Roeas`U<Z{Oi=+$xoCaE8WA^BH%=9wY!95qQLTO2GxYYhqL
zs%6ksI{8eDMTjo_F%3%~P&A5*4pC^}C@4gq5c-iSv<wWG-U-tSwOZvuZHyIknSe$4
z%l|INh@vJ_y~L<~;p>QC%Zs^D^H+zm^ty~LAYDi5^7CpB0yvcB1<|K#A*3wnKo-w4
zMTTHV5<|vNb>g?dE<JInZ(@-*V^OGqym1iX%dGICB)U7+DGOGX`CK59YHddfFbxRF
z8|?%yq0)C`;h_pm?B2I{eSCb0yE=lM>n><*X}LC}Py9UOZG;^y%P0_27!*s*MYA*7
z1FX5Vo5l6)c?QT8|M4ua+CQ*IS@{?8!)Y+aO!Jw6x^i7BVHlEVPF(Q0P)dL44o4LT
zs;#5OP+d`D+e~`wsq*PgsIrcCL&o<s^-(nlMxBh5cXhl;OM;6twH45;%Gu-}-PvvX
zAUgXnZcF+TJzKsj7vxlRMQGHIu5mD3>uk_#cfB7xnPjhA>r2g*KsttU+BPp<`KUNI
z{8M?S?o$zQW9!lo)=*3&AixoXZ*<SuTRY|Y^Ii!FL(6aP?5q}2>#tmEQCh%=?~)rS
zPGyu)I~ml*6Ji=+RY+LpKF`ouK*m{Xft=tvK-MOSmVSVF$`$SEu>bnDzQVx~-q=i^
zW63wKylR;LptaP*j5pv0Jvfj2eIAa9=&tK^{;?Fj6|oMAk8z@PBMNyG+u|gA0Tz1@
z&l=uNi}W-+y7WZ&ghN3GpxE2of6D=KTDel~SK{@q%fV?-;mWI$1;ab(&4(`VCxXj9
z#XdJU{yg52{t~PNelFBGh$^v8z1zJA1!qK{NcVZI^(I7}y(dXh@?cpxJ34#q%q$9v
z?heTl&@3u=j3lFE6%fJcWVL@NXeWcCWKKS8b~!7sJL!IrT^Q`BPGhaT<5%7r$JhAL
z`XQEmEK=+^$+-+vq7PN71iv8dc@wYfn~YmLFo$E3#)DmhWQ}e&=C%T?7KO)x!dj^u
zK1JW0ncGF<6F&`J?iD0|ey6x-;~1Pe5!0vB@7$D{J=R-nlDRP+zlbE7@*NIm0GW&~
zXt&248U2fQ_wMxf)S2U9o%wZF9--Yx`f+o+|7?TwUQ>U5!Iigog}gC*bnqCfu6uzM
zQCN9tt#usyHx{)wtyPj@vjyZ^UtTpkqo`7-PH3pON(`taP>{z0)ENY9upBh`cB9>~
zqen5Y=j=%@dt26#V4Zv&KDkANi{F1Mw}R)VdEHSRuVk>4uWNs%OsIFb%C)ksq}@Z9
z<W181EG4g3>*X1xYP}ZMF@2-fYKdt=hoHO4-Hui)&M*vf?db?qIkwCWyV=jFXd%3%
zKQIGg^{(Lt&!Gx55C~6b7JnQ8cAZg|22VX;aXe77P|&wZOFY}GUbi7R-M5~7=G6EI
zv9PKMX6@}4(JTo@ya(!k;HSg8rL1a#8V+wBS&qFAlCZBAIzYN!31v)|K!hTSpwJT{
z+g&6d%>&GYs5^m1zGGOn#pF`1!4pKD6pH4slc;iHYaGy<G#+MiD0O}li%@1S4Kb1O
z@`MUz!Awrixy0@@EdN7`uy~@uPQiXonwm~Z{eqt6C4QI@>4Z!}oGlm93w9(f;_LhN
zw5-#CRY_%}LfDI8CoF~#zAcCE9Tx#J2y+z-5r5vp6N;daRPBn7dHnqEc{w@OFpji7
zmbm$Mo@hBrV}V<*s#a<NgJE`?+T-u0=7iQ$Lo&lni4MM%-q#8XWHljD?nH;tI&jz(
zWz0nuGUWEE9K)>J(L*{Db4CP^(m*oRIaBmc)>izt+315ATW?o=Sztpe>Oud;{Mveu
z@-aW=4L>tKm@@dF4=A<9A(LP#bOX|s`w9{pT82N~+_yL(HaJk(#U}v){M}yRgE24D
zHO97<Ne9tAr(vPyja5kTZ=~J_IV7S6Ae)R6En~g;u_#g3Td}!nVJT_*dSBdWhJ)z6
z<5~MVJDtUpJQF+KIfBU622j7;olm1H&STcYfdcsL--emwet{OX1w?jZcF}l=?(Mh`
zN3!#85C^}o^W^;pBPD8w8r+Z5c%5l-$^5Kts?Xb?yo=Oxuvx2EEGGP|;FjmiJU{UQ
zl2nf-xHsv!T7VWVj;PnFPlHs|6$xlkCC4BB`dBOqGRbodr9OiXe*gRuM{Fp;{pmQD
zyMj~~`$hI;z*I<Yrx82K02Ak2Bgq;bo~I8@)(EMvG>)qV6gHTVhg|4Jzy>o7E>sz6
z!pa($X7Tc8GbB2Jzb*sfQ!5RuK49mH7Qkd{@e9;>#wZwzcQsDVolkf+R%`sLbX1Qc
zdA>j51rygz=W)W0Z`T_F9PI_ZpAdvu*U#FU$HK)T`zJHwKU9u{?LB(&x1Hc+5G_jW
zIQGrkyhs2he8X!s)F;;65ttBa&Pt7t9+V3WDnZJ0wZ)AMYtG<B3R{k%a{yoP72hNj
zAI;31c>TgmT+gYo0!i!xQ=%bX2Yy&&(gzs_bM5~i>nr1;?4oZ+QBaXk1Oy}`MM~+A
zQW`|*29=>paug&KQ5uJCkfBo=28OU`kQ#D8r5Qq6`krTe@BRJny?*h7&J*W3XP>>-
zT6>)*ZyJ)NB|!sj%&&ahh6saRhQ%I6F|gTNLpY$Q%om6D%q1@<MI9>OUoGES_M#WY
z%GF>6hFeOTn0i=-SA}WooKyl|fDb^|V9Y6>VKR{^|9rKgv`p%naAJXonWyZs#2?6|
z#kYuv!;WRtg8s+QmZ?L|^2yMda)5U5kC^+EjOALt^G2P~<fHy*wqKoInjYr8lI-4k
zo;Gno3UJUpTZ@N9z>efzv-PiWl7mov*T~)LotON|Lvj3OXyMy?hVt^S_a{E>lHLd4
zBoG~~)|IK>22HMO-m=rjOBXuUqx%bIHg_r*-S*YpyFC`d;YnK~mdQ81U2$sj;rJio
zqDT2rA=YRkvkK40Nw)MG^?br?y8D-iMU(@B=!J**7nAi8<Kn1)(tJ;^VWK*x3^8^z
z=38&*1ZM0>VZo}EPDyFF3LW+`cRcAvRL44;I8?7ey$IgJzs{x&!f@uXEv-|}<Hp6T
zunVDQ|Af+`fL;u~z9~~<u^?*oVm_Oz13*d@uTtEzd*~eY+FMKofgS@kp5n!U^^TIH
zj3Qq{1#T?DG+{r<=%C+T%Rk7Ps<|6R$N_JDWXpB%{RZj&FZXT%XMm(LL9iAELb{&!
zsTc%Jgf)U#@Xo>KNBExYZqJ6E;LIU90Popa0F-O~^bYI~3E`?j4#!O8Cl=V&XySS6
znwKfN$R)%zz0P+yD<?>h0J5qVkP7HoZ?R{C^x5Rs?JFy(Nvwg6XY|p7MBtz0UO>QQ
z@W$(e@u`TZi5lzCH)YVz0{%dzOO!gHJcU*r@%KlL01`@6v+8<`n@Fz5GQNTyB^0x#
zW@g4HMJlITRB5(wUz(o?>P^!~YIs^UG(1Avqxmql6<2w-#_5nn6Qsgj^BBTA^bEGh
zxw%y&@$>OnC7cPi&)FG~z^nyH-s#NW1_QOG#LUcGNAcTvtRQ+?!VEh?(U|S2<b%+l
z7~MSsliTj>?2HBy;x2#?cE19q6JOify!d0{^pt3v{{BpSo2Med51d3eZ`qqcGAMgO
zvSBqpjypl11je`p*A+X=chbJ<#f8E>C_6IP1vl>_yG_fA7DY=yKSf@~y$Zw=3ort~
zYCxeZdL}S5^b&BDamY`hqPanCBbM>lCbl&KP@$|Fb=kSOkPZuiN56(|78)B>jp<ud
zHAlTpDC|;{X;6f>I<R^U|6Uo@cUjd%uCGzkxu&;YJiV%_wqvMQyFZ`$(Apd8O+b)O
zf$mHN#Hxo_TYxbDOPX&-rBFNmA<JFl55+pddr9(lbaZg)=muta<4CLjOk2WW=h_=1
zd~$M|T5PS=vMw(nSEX+qbQ-ZT<Q`5vHmh!*q*b`29|rao7475^<kARrY-exQrH-E6
z%jsZ>zd*^qnVd9rAG~~rhm=>J`r5U`W}xc3=&AEK3VOl0y07291)1sd5WcDxiaBmX
z>nc^_(CUCjf9{(sFZ3kXu_WfMjF=hgR2jS%7Wx~VT<#o|D%ofQGo}EdM^$lR%JCFE
zOA)L?$vY~beEVHj#biJWrU-fCY&C=L2D#1NethC-VI@sLgzrQpwmz`@-{g~rCLh)9
zLI<mpT;I}t*BbtH{w)hPuNaq$W`0xZOo*}C5~4c*T?F_d1>y02$R`xqFL!&`Yd2oT
z4}aXakN0=PeIN1h!qi52HQU>Stne2&;=BkyktfXUm>tC!D$J{M`f*jxGi2B<d@4T(
z2&P+=bZG#b1s8@~!{oY$X&F=2dl$Dqq>iB@#0(#is9ksHqED0mhksv?g65Z28M;Pu
z-g$IlyG8xB|1*3#i@!Fi;ofri_?rsoQUQPDpcmSqap8{LTs9U;OQjSb+1t>z(2b~j
z%q~-4#V|6bY(BcUwo&sFAG)fjZHWCWp9cLBCQnGOc2?NFI6M{>;ch*AV}w&6KXK|3
zmHB-S**&R*pjb@iP7{jmsrn+H2B-zFgNbP|UiSq;Co8~J3flf)0n-N9{aowl>WU#1
zXnYKu2`00g<`x!Gl3kmedGw1fjN?Jx*#kmE%DR$^1eB&lG<^5T=}P+}P(~qv4<BzB
zY?y#94ZDC*2zho2RCn1`Rl4Moi!5}aj*0ayz;tU9WC~pjE{!*VGzSUlsCvZ-D0ntb
zmAy8A$^9)Tac@uEsX551kw-SFsZl{la~}DXu}bWon_XIJ7e~&4sRBOSuLj<bl&<*S
zi|~LKIR^Cxd?;TlI(d0NX9sNmu@0s6O8m`7ZexuvE7>^@ni+tHSrAJV7+~J68X8qs
ztB52`K$jq2$}ESCbFhcSHUt)kq>+TN-F+AxeN|Dk&uhx4Ng00Zfs}7Mm<;!YA8?q2
zWoK6?3F>4WplG4jWL45d<Yb7uK0{^Zqk*l56#%;{EZfM9Y8;JJ#))CJ%)9(6U%VGo
zyepVrcksF6Uibf1;J&v-#(nRQ5!uyDL+8=xQ@=zZQlA7OAUhXdM|^$fA`l7#E{Y#0
zs>Wlp*%xSsXW<Ji*I@yR!h_f#%$W0byq*O*?@*Ic*)87Z<VVWnAcNnvG4a6#YoPmt
zYcw_V-ogQ93<UL8U*Y~TC3n$ob814jVy29LgMuyrB+`kmQ{Ry@-nL0~edn<{E@JC+
z9#&;;miEAUqC&WO-X@F)6&Shos(Aec6>nUGtkgoD?5)iSF<)o3j4k|}6#aQS!ut3~
zP4!xf%z8OfU6OKebFQn$qc2^04j3yWynXwY#t9El*WJWs(5N{FP|z5_Aq%&Z5W}j5
z1*F2PER3p?BBQA2;-<^@<3bU^jwXvzcM3Ui?3?3bJC8Q&+aq&WaqqlwlYl&XvXa$v
znB7>YKM-xQI|gk>unUcepj{ns@{s98-8_KlXCW6fBB6aefZ5{MqV5e8qv*06MoQx#
zOEIX|Q7BjkD3#^_3BToFl5DpeVVyO<u%Hg|3<cEZ&z~QQogsTpP$qwBGMc?{#e6j(
zg<p>&Nc-`?wj_7gG*!{eD<}O&V+<qp8?H;@_a!};ctaWt630SaPB=K)q!&GX>O06g
zR3Z}w3MC6lJ=+oL*sjDT38z<9KQRPF%zwg||M6GWaorFWTO(fHZ*f=4avNAo(Ex%B
z7@@=g6Rf1QEeJh4nm#?wn4WmC-LL$xb|09)s6kbPvkdScBeV)TK_#3#=m-voPpPdR
z6_Kt$)L7uzUH(pqn8hL9s+gM21pWS<?Kre<R>@r?6aP2sp?Ph>b!M(FK4^#7-icXf
zDri7iJf5*y4h?*KKq3LUZ|6YIY#fBM1CI)R$cP9ut>+F;Gy=4976R`IjL^U(DQ08r
z#%kyE|1S%&lRECV|ApNz-Di8ZZSU8N)emz#=od*5UC~voESV|yYa>;(mSwF#V7^M&
z=L~KdC}?`O;H|mH*7#*h5GSDxFO((P!~*_r#`!<u8T^%JE6smVzLO>*DO}5iZ6E_k
z_U6^Ml$m{pa-F`lwRHuYA?n@+ION%(`!G3^k}<v8=Q;FBUmh<0k#S1q&^DST<G5**
zJ^i#P;i1YkiCM|Lqay<aH7{?oA(_R&qlm-oid<|NXzc}mE~F=34j)G?0=mY2tEMWf
zsk6P^cB=-Ub9dcw&Li7D*Ng`4vejFm`WGHuRdt?6`~7*zN>|^zlza(E_vodWqhT3&
zbn@&`dr5IYOi)Tz12H9ZS%o)=WZ{0Nn96slajRp-<9y}~{dswLT|Zj`iH0P>L-!ch
zwmE#aj?woW-nQK)<H!lss2i7-J@jX#jtETe2-y(4U4|-gTFWFz_gRFqMDHBTM9Fpn
z&qFAyVcIh=FzB+3lIDcUSvm#Ph9MJR+T=<#*$Av!q_O?U*+97Igjz5JR7Wb%`sJ!O
zMQUWEt|*IMg|RGdqwl$wNZpYHIqbZ_?MdE>L46|cpXDdgV~br1+RMsGWxQ9Dj*CaW
zeV=cbxHCvoMIe;lDgjYomHqJT`q^l8jf8#B?V}1-Tux@D9N0=6?O*5S=5~UOg$3|s
zt|h1_2LPZNe+0mLG^BF?csLvoJ)BY?AXN*xOx**<c}TWM@%w84&Zlftg9V5&?8SEM
zW?dRNGV~WzGVotbUmJatU6~<$NxM?<yE*^ngX0$U@if09JyumarmzV7y7QMwGM^l<
z=SE-6+TBwnd{7@PhU-w<*&J{V5i*+>sniKfPwp>3eb4a38o7bewgd1?$KzO_?i5H7
zb&4LVv`Ntz0xnP;y}j|OF`ONcT=(p!)*ClTVLt?S!@JLz31vIzt93Q>w|(0`eLGWn
zb$|b&O<Mmz8Y`(eHJy8X8!O4)5=+O$4Q)LWE-St23b^{m@J0NZImmsWOdUMX>PT4z
zw9qZWu=QKLQavRf!Qx9~fUyWx)iL-!%xNEAH`ccp;;$@f4<=QxmYqpG-OxfJX{D4)
z%My}fpS(d;V%J^IyIlOIGFbfao&rYcX<dS#a2B4z2I2A|WW#jh#Pg^I6*jqQj#Me?
z_1R0C_5l3Bsy^*d6^xNO?ykPv0?Jw#>?72RN~u?~#*^^Sr_%)7b}FK2`f0>+;6aXM
zdi$r!$*n==0j<n?G;}sy=4q9FWkcAPG6d0rtt=tSv6`1ea9U4mE)B4?MX@Xt3g89<
zk8VUvrG$vp<$1pKIrLJ5!_7%l!x311zS3gk+(fAHsVQ{t08z-eHTZU=BauMF7MF>~
zx;OHT#aXKBtD*|<W-8p4?7hW}=iY8vm+@&c$r=AUxuOI7eLz0r3p>-(UOv3iw3RF}
za^K0J<)c_V@K~T6`%~Gsw!O>358Wcu7s|sGBGMG8D{3;Utmsg?Ew<{)sJ+}iL*%`Q
zpAQG6E0tEA2CgjQ^Mwe~gqwscQ$+ZO?NU<AZH$ztjztyP6ppKE@j%t4z`N*&B~cT!
z4c5vFh}Z)`R7F{_vEP`{jl>1Qa8_M_(!(JyR8&||l-xnZi83<z;L1vjkm7;n1&s&9
zOnd{ri9UV@UrIZQhuG=H2hD6^*ZySy^n}rrU_CZ$M)yxBMXdY3Re7fNgg)!cn5r0h
zAwd&LiyS6aS_xw(cSsn!OFn8vvk9OHqgcS6G@Se%=O;3HH?&ILNw1x9TKl7@mrg0f
z?u_KhPcj&w;rPKz7`rFy(NiKkiU*z@w%$QF2Zh~IQb>&O>P`DsJZ@{tf|`4(|CVJ{
zW_G6~q$dFd;UR$;?sVSn0i9JgVe{nF9ZQUVmB?fb*ee^{(KXue?^M<m54<Zbucgl!
zhyQz}A16?inZ<AE@k+g+pG4ARC`&}0%XB6^<2Y4iU#9F|+5%e*gQ$_;)bR#g6;6sw
zYy)Big}NXS+dImfc{5VipAejljk<54$18Z~A2FU!ha%LAuz+1c61*{AJkpZoj<)oU
zzPyq=wtWeo8#1IXk*DLPa1c&rKBHZs@ZJ1Zdd5bqif4Uz2f`-YS)lL(nCpQfkaIFj
zj*T$x!x85Au<vcPnN5oUYzkMS-;7E=q`+vi-|dkw(`OMpr52JK3MgGWleMTxSjhi9
zbkC>rN^Ltpw2R4&FFio}qWet*(ZS)3Kcr7*P^{I%>9{4QGD7-9`3kzvl@gFq#yfIv
zw_kS}D2-zcV!&+?MIpUh+nE)9Q>6_a9I5Btff4rTx0KLSQb?%<bu(6iG~7Cev-6B}
z1%Sq<E$dYD5q7kU2cegxCZuJLZ_=eqw~7>rDAlf^dI=w_iWd6N!PaFx1w`~5RoP9p
zKG5`i5$NMR;<i+7nY_IkyH>4#8yW$YI_NX8j(1n@9%S`+pvrDt9sBFPcotP3s7Rc#
zl79M2o-Sd!U!)7B0sZ$MeuV$7ujpCAJK5ML;=<hBUQ|6DGBhlnHz*mpP0z9FJP@(A
z)KfW|o$6U?MEnG@VGh_Olvm|IyTvnH-FuJ))HZ@uHbOg!2L5yDOwX%SUcISmm_jLT
zQh4@6P8?)8c(0afj~SWvpEwbIf1MDh%2z}rl;=ESv)^*cU~iBk^(=x)88A`B{Z(W-
zbHT+Wr7!=JUj3V}p$AzrDR`x3%Mg`~nu8>9<ZEU1_RHdG*=^59R(1+9>T>^!q5uB7
zN}Nb_E)T}a(Va+OOc^yYo<(QI4*&gIffF~I%xHdunQe1&xVA#r|IQIAOa<e{`p35&
zK#8gLtntQ>RNfNx=NtyiT!4;(B!zIyhBlW0`zyy>gSA`n(m8rJoo_%Rs31%DIB@1x
zU-)!nboA&~Ikh<-MNyDZQ%LIH*Cg>vet~h=E&j^PZjeg%sd6Mngb<oqm7rLSv@XW2
z`imWiOoxi6j^#x6>t(mKUZo+IRAw)FpQI5_U(dUtBlPgUN>qk$D;*sZE}$aAhehJ2
zO?~^zaDzlqS3)RaqME;6LtgZM-jkm2Cjzb>(rvmxegF+O><ybn6Wv+Z&t|9!DlWuo
zaB+N1D&3YD9u6r!x!njNR0P_Py*e<dJG|%vDOFRn)kJ7^ewO4AAC$2N<P#p%)p{J=
zPqB`Z*N#cf7eG6`R$1a-@Gxy`4?wXOXTw9o55a3jf9>P=rp4|4U;O=7+PYeg5u4jL
zF<|&is`|u{Rh$*-53DBRSXGy-E8I=XQ)B)xdV=KyCT}}oHmW&+a%QZ8yKM(QxqYdq
z>GCwFo3=H3`FD2w68?sC8#M@JKP1c}TgWJnQY+qtC;E3Ny-*q@GZ))dayyKVk8(_K
zL|S%H{Gtg}DH8pcU1&_IRPMm#R9B5Bt&FfFDPIuQ@I=H(i@8K}QuLzFFYpzDzeuDF
zKggbVeYM8TJM6}`!^jHt26M;cPWZo2(R!b7N9$5|64JIk{4Dr(uiJvZep3|>%Xkqu
z6jB)x_`9|}{pI?5G$CoBtR}pYQW^-gR^gFOx9=Dm@KhY&+ZUBwme3i+>)zQ8UW?;4
ziZ^!X{=sqqtk6Dsy$BK4K2>2aRML@w+Df?)Ztv8;iRoSXtAIRFR$<Rie;(-I{dh;M
z!1&l#Wr9#x^+Tr0EYG@4@oP%5*~&Gu*%Bl?5XCZmk+op#>P6zqvbug=bq*ineSQ4@
zpWpncW$^vdV#^K!MnWQ`!1SE?&*b$_PUv>*{!J&sa4E16Cg0EJFR-+XBW0EAL1Bc_
zFP+(=SRs0aC^A0C^B9NF@V^z?1AWVYe8L*Pf(3{a5SX3{Dy;_c&uw2>k~C!Ps5?oU
z>qyoy+lsVe4!u@PZU?p0z*xp1wW7k?q#DQmW3-i8UN~H~p`RIlqk#Jj$QszD+oIw`
zJf*u|rHU)~y%HblA<Th%!WX%6w5DWX!dGE!uK-3mo1L>gxG8N;wmPqF-SqD}m0$6X
zMM<H1WL+Wz;vw4VD3xir*uld}h1;ZQgBLqkkI7?HvdcD($5ktawN8!kg^Jeq=$5Ua
zcaa-{cFYStDSPo<*v}w~1<!wkSIUr8WtVusifsCBuNr$goI2a&-n+$WwbpF}-AN8l
z$X0ZH`%laS*~NH<_dXXjxjmu?FYaGlRoY#>rFzkI(|Z+J(S}@VtVHX=u|gl6>7idL
zoQH<`(*i=wyQH<=-A-Wyyb&iy`=2SsY*X#Ipk%5^iteK*6+OFKDTHlL>oxS{S9*+_
z+nSxXi=4)?7!N}{m{^eA-X#K9CN65%9ixglABFj*>*MbTFLaIYLJkw8Jn%1Tf~QK^
zwFuORV}G4^2psFc7pw7d&^7$<bp|tSLBS=nFVI7=T!KE%+v+6zByJHvwK3_81C0WP
zI@}ez4f$X)(<K4u@ON4(F7I|^0$6YhM2aQ~G|klG-w8K-8@AlC2;|+jAO)9vATbbt
zMgmEm3g}=l1=tP{*8HY%arv)zG{wnq0{!b9102Am@^-SY7WbbyoRx}VC%oEvzf(0e
zs5&yPZ!`!H=(ae^+*)-Tqv2!tUf>`zO+gWv*$m-%KP!4Z*#>Hc_pd-d)BvzgmVoR}
zfZbj+ka9yEXI21m+61-2A*KZMIMYda6+;Fo(TRz-AQ2`o%IE-C1S=%$miC#nm^=e(
zrF&7(agep^ynRegrMihUqJR2*f;h!n<d?^l0s)FoK5^}#kM57$X|XnN&AE57db@sp
zb<VA$NPX^&jZG(&jzP*H7>j`C)Wfg)A#FMQB`^mDSX$CEXC8ynSm6GAzp$ui4xnra
zKnv4claurjbi0bu<pWf5`jt*RuMsQ6&p?Eo+u%d7^T#_dx#IrJ&SbN-E2C{9BCHr?
z-+oID<M3+Cd{nJ<uw{F}8VSIEem{Sk`!pa}S9hedM2Dv1=AIwh>B%N-QvF928W$cU
zvp#kEu|=`)-n67uxe-(i5a7i$ao4O4N~cB8rVxLIh`1eq@o?aT+v98lBvhL~^`;IG
z{(FEB;<Oxc19qtDKywB9Zp@JYR3|<X0T#b0P7D!EK3;`Tdg9xP!7E<UM=y|!6W<Pf
zjsi;6?;pl>j5!$IA59(q#O|}=n<$JXC?|wRU-r9K&h8kcWTUY@0p{!ezF4Ko8?6xT
z`8Fk=JY1B6yF(%%h*&CR3pBl{o0+BE@Lv1~$vLCis<4aPd8w?B1`jZT#3dMDlSB{l
z_brjmMro6(E<e_^1J$Z_RrTnb(iLV~gKFMk+p+_g77B`Yxle;%f{xrF6!CK%kNO4~
z`;#_XaLY{TZ}2C&4&nBQ7mTs0E<HwoG2NE}qRz4?lRW|Bs#`65=L1HqDbS-0v0}Ig
znN4MsOZ&<A!%u%7o9xr{T*nED36nkO9yc<*x!#SN%<=>szahyeXpnjCUb#NJwg!5s
z%b_~n?dNNfWUVEi?Zv0)HqdA++;9R!ojuc27#|<sNkTK?8D|OD*HT|Ay^3c(u3Kya
z1_@!sDKv3AiWrO+8I9B?XUI1Fs`-<H2OsUOKf{_-`XVy+6chX%dUG?YA?pKMZbW(a
ztzBSk-3}(yOmZK9i-D-6BV1!W3gD(&V$wJtrv~66uvJ?(dVIc#`@wti9q&`nX37qZ
zU$}JX5<5N6_`O44v<)CId(P7(UN&J~YL8-5>)g0+<=a;EMT@=?kPw-(M)Pw&*o9xd
zdhw5^@KBr8lbSD<a)tX2HJvTL5>$8NCFW(?HlwVj3zM`bTm!y_K4y+F-22kGT4L-n
z9_r-Q`-%LF3&pFM{||lp2fH1_jgHdaMczFCfMwX1Uw7DsAaSfm2Bb=vJ3U!Hy^j-y
z1yF2>*84ls_e)LK`1a3|t+l={^m#<7suF_s9lt59dVtV$@9CS+W!F27L?&zYy4`X8
z{h{jRDcMufD-NB7%j2HXV8~dm|8H<jC?J|VTKMVbbM-*TI|uANVt~)2aJ{*;b?&~2
zzW)5q#=wB~mKYF9mU;1-p{qJH1^^$bA{@3mLK{Np)L^Z6ad>IuMBMQ?#q=S3i=wn6
z_9K_N8fDqtkN5bgNai}nalO%e>Il7#IWu=f@<UYnp+WMYwn39X0oNo)^bBT2z3MmS
zDm|m1PW7XQMcA3dAmT&m|3R2S-VBO(SJeyJHMZUGaBl|W36RU&HOdCoe_EAYKvy|(
zglil-WFf*Hk1I06et0QT4_A0Nd~6HeHeWSotFUp>9RX?;3TvZ4Z89l!_Pi)}bg9y8
zUfY8q$*;+-56RwP-)<cH4qbw_o%<}DM5x_c2SA9LY~}?ieb<37v{A+x=l?^V<a|{G
zjIwCHbehML93i%O?B)xfEjt*HPLmQYtmIf_8*~{n;7{3&4Pj>wx#3pg^YNuXXzUvK
zL!v7>e$u&7>>MuyTz-Y|pW^#>UcZ7q#O1G!Pqq)&(?phtFWdTMhEi#Y%LCAS4j`=`
zK*;gFr*C9rSD`6VvS-kIp!Z{(6jrXFY+f7QvCh7+;o3u@gc3K=owLqSJLT_fJ-N5r
z58#*qeC40QE(L38#w;4v_{IGf*!=ioN>^;Y%zy~bfjtc5RV;3bPEWQ$M{_LD1egK`
zim;>q3D5z5qa^;Fc<}G0kY>Ji%Dbpd5_kZ80Or63g@uJsmlvdL9I=EnMjevUK>5lc
zCRWR6P6tzHPQrVMO<UFep9-0M{H0f3*|c)U66;K<n}G0^9kMfi#P6K(a-`0?16+=I
zLc>h#%@sHpkGFC8jIZp53-t(H+x%O=XgeA>LqniAuX&>(z)(2>47Uk7(p55K*7(g1
z{zC12Gh`5eCTRKnGNC8&j|XTow5H4fs_jIrHRe};TD|;&V3cW{h4%0bYZKpoKN<V0
zr74`+CUdEp9aolw^s~~u@<2q+RWhm;+;s!WEt-PcR|-bC1ozG(ADmF4-?4H+sR~gu
z6aV`Yhr%I)CR_HqGMc?ixVCeOo-d&fnX2IQeGwe|zz+#&ARF%r+kV!UpcVWfjUBLX
zm<6g+kuw8O&$OS*Bcft}G794D=NEm}F<e1GK@iTDbm-Xt3#b9rbjHvS?e!it)!3WT
zl^B7#WuCq50JhW}QB<n5O5;;RlA}QJ^WJRFYjnOLKCOgw=CV9k-c80eU#PG3XsE{C
z^{xD7{`dD1sZysb7X=$+*%I*SS~VT&_+TgI^sxEVp<faxS@Y`mvs(KgoO%)lYh728
zm25__zbFz|e*S`3$ug4xvpjb5;em%*48S7H4wtI}eI%G~_(xPSV66LTT&Rq;bKBcV
zA51(^z;JKX)aCXuXK*D%EwLIjmTSyA@r&-2Olq+zGgE#hhEm${L|`ZrtRXalZU~Or
z8IJH9QA2)?SlfTyrc!)8Wqpc^3Aa?~6MR_~R5-^^k?3(RXU1n80#cz?8#IWqunx8~
z`2!@T64R7HNH++zx+ui7w&wbplQ3*b(ECRHVl~2X=#TDobXTvf7+e0{VRhYMUiHBS
z^Pc9XnY=gbp<%@GDDUFqt#XyOT~GAfvFpfW<G$ArBOCCX0IP`#-!j%?R!~(}yVDwP
zO@z8T5Ha<P`TVP%Qf=;A<-=E3@5#a2m)7=|C?vbcVQ2JB7C!7PxY)(=6_PI_?TF2^
za{!>~XmaHcNXKALL!cDavAe>P3?iYUuQtBY(7P7mcq9R?>?@U{zPF-VcG#Wh0YHz5
z`$&=L8cRGSkDqy^Ne!(8$>{*gA~#?~nAFuZKLmO=_zz`DLDBm&HI(fek~hNp!nZ%I
z`5@8sd$ubWB~{*#u&}K~&FNcr3Ukh{h#2I_4n>wcC{7e~sdP99K5kG;=)M-!wz~6r
zb=`q5X9>w~P+_tpBz<u3D=urv$1ofRpcH>ov13Q~dcxm%Dh+2d;0E#jlw<eu(v063
zJ~lRD%itSZONImoC@Xs6b^P+JC2+O>lovD}9{5muXm9%Zf^I7B!Aww<`Fvs7vl<4B
zRVp8Y%fA-4xq7)N1>}?^ZVMj48X#j)Vb)pX(BlDGm2ZfM*Y*pdwj|YjleD-C^O4jO
zVG>Ya{>NB9ZJok-DP%w#1_zZ#+g0RmryU_zR-&kQL*Yz^cOD%YUf)7($`Cf=^scU~
z@26(dEjG&Ad#P6^)f9@jw{W<{M@&<LcpniS5!H9QRl{^S|Av%+WEp;<_#xPv;k<2Z
zB8&?A%3301zpg1eXo5J9ZwvE~ZUKndm(?Ljh02n{&bd61wXIc+2|$L7O}9nZ|AOZD
zQ^<RjW!Bza8p1Kw*KV)9cHUm|oxNKZk&vnLs?nyT|C>wL%Ea|dws(d*CvW&T)s5yn
zH4~7&QU|8k6B%qv{ug5)DTZC3g39=twT>ppSY1iw<VWFATTG7J(>xV+@jiY(%CB~<
z1WxecjBkCT9*&@ud|siVX|dp876I_oT1(O^PQsrgtfpv2j%Kf59`05MSZ+!s7n0i}
z?Ba^2j0Tu`ARzdNfPd)Y7Acm~*z7vYm%~bvZvTEx{+E@`Ows!WZ@FXhB=6FPba<|3
z%eq8OxJklWc4Wv%{lWr<UEBCaWQjr**#~P1=k&XuK}k1!Q`%^EJ$~53S_oX5@;>45
zZ734|f`$I`Zg1)DySy?on%`$9@Zkp+BqPKv*fC8s4iD?wyHBfhzyq(0Wr02~)#=`)
zo>HNyT|Z7xnt~-sH8Fh~jDvx}!iO<@3aC^{HR08Kcj#wuix>*$87mlPTr8*H$?d(P
z;?q#wYt;|%ln;TNV)jdriP=_6%5{&9(qAl3323aGI0Q#uC;;;*=hLJSvyhA?TsJ-8
zAZvmqICjlVv+Y~hW%0r^6S@<kJAC7&x2*JfB}*d0>rL6~o7CMEKLSz8ctKDw&Gc!7
z`fjX#(h`{9`@{0m#y76xj7+&1yb{irM1XgfQ-><#x3SWL8xRB&w_KdERLS6*;mT^)
zr2ILO<AJxey1rUgQfYyEdn4Ilqd+279^P%Wwx5wfSy14Zr_V~SkyJY-;yd}lIeK-~
zcUcjvTDruPrR0nyo=Q4sa-4xG=|2Sm%OwmL<DDFzWan-EiyN+jlFgP|xTWF0MT%Fo
zQwKRF6lof<@n7Cu2MmB(lTp*4i2r>16rb@lN=lj_LSYFf1b}cXL#h>NY<RUN8G;+f
zS7BA^<Hxe2xVm!asH7vGSM1En*6ZGP`Zrj`%&91f@mX72SdFTlQ(DqmbQ14-@<QhB
zu1CAf_g;}-h1Tg?7!;k_i^ud>8}N9V@82Yp(aw!O#OUvPYT9_wF3A*wF`oLqgIKRT
zpR%i}=t<Su`=HblYpdro62j}#%xD~JyR76t-il$rd$Vb{`g!dNPePAR0mOa$r$-SK
zavZY^Y_L(+^w!?OEsDIkl<*XEg7R^<in#s#{7_~&yioI4@tvku-y?sOL9eltKXzvF
z1>F;MW#3T!6P|slagDu8r7wNrp+<B{HE6E>GO^HY@Gd(6oaSPkm%Y)fidt}j)=S3Y
zvR~p$N_*S8-&l)8*l7Q(Nt@Ix0+LlQTiL6~i<-a>P)0&%*nL9_55(YWtr9-trV$Co
zj9UYz!CsC}Xa8J~6cJlS>=8*5bq_LMe%3|VvAldk(CUOH3P2P3){YYmgF=FYxPBfQ
zITgoIGfp71#zdN~0<94QbCq=Ihk1eXu>v*!btk3>FLCZ|zhhPu?Y;aAPg!7HHq8c5
zoRp=%;vn#1E1H`}Quh25<;E|7_pADM)zQlDKxwD8&>j1owB(?(vguZ%WIiI2ol8=7
zfTs`---!R5yQe#K4k<Gu?GSO6Oe1NbmnKa(zsRFY(`iR$d63)8+f!w$c@|`kupi{m
z8-K2BvfUs@I+0Fp0W~<c2)De__R>#(gtuotpTl-SpMn?f*21ToN>GW;6;@k6-{<%(
zQ~lux-OkJn2%vrw4n<3L>v0IEIgco(K*tU$XXAf@;fGhOKWJ7u#>%;`J>ENtq97@-
z3RbY-pSZ~pCt@whCLtfmFo5Zqs6yn~z@dKLw?xpA@Tz_3lH@qHP;9m+WI1FGzG#1~
z+m8gpr_=AjP9K*%ZoM47d{PzlxcM(55`zyMy{{0>UDLnlFH-zIn}h3|@QZ(fE7y_h
zgi-(kpfYh|mESg{^2AEb3?U@0&?g;GO!Q;5DE8$G60Dpc<FCn@H=y@^r}F;ZLKR9M
z)D_3lZ-bvnh4H}01sY7ZVw88u+r4%$QzBhv>WRgKk{{~WmQ!iy_hF3i8{|cH9-Mi5
zHCpk25gS<&rjgvA7kH=o)?)03TY?*q7$8AW&5Ibso@>nfqqjZD7plk;XGKsA)WBNw
z9zI-<K*rpM1~U`aW9-8GqQHF+x46X>!fsQg)5V&CDcZbj@~2*vBtsw?iBByppiJ7&
zV5ufY{x$>KmreL0$Hq=l`)e6x0@J`U1by4_VIa6OGI+e4%skSpGe{&rcCRMQm}Y-v
z>_z3sI#QBnwTxS}fR(D$tFP}MLnVkA_vcDnyc1vaT#evmn{!Wuy)70N35qa%#viND
zoZ*Ags~@G-qv$?+G29g6pfv5RN!AL>5TEpeEI$U29u?0vecrS;sz;4BQ!88Cj*ebU
z#a<<LPv1FJy`ndjvd-kO^izfrE;rI0;Ozg{IoG38MRbt-y-)x|cfBP*pbg2@&b1EX
z4y&JsE$Z{6cBz)`WkQc#p&c{ZV!kGc0_o?TXN<PH!gtfP^wWJ+<Z>uW73Htu+#1a(
zi%-KM{?-A&Pg@dYxwY!4bbJr$vkqV(z=~rn>Od4xcF-wgBFz7Mhs^S|^r&Om+<5VZ
zK?r-UWS%-Al=p?mg^~y2hps)&V|u1`P&fVTY@j#s+{+cBQY{;(S)V{=|8Vw7(CsWt
z<0#!PCnGU0EVyQLm<G)&KI`c`NkPnmL!Lu6Ap`i=eXuJqQ5Tfhy(FS6&+T?cpk(cz
zmwFVhZ!+2LGAjU<E;d@N7us>(5<@epp?rj@yGIRq)JwJ;=6qz7T`2QBIgvA37Ks|X
zKmKq`t%C1XL9|H2<m*LiMz<0b(>LzkfYG*EuROI>a8;~+RqoN?;J4X6CGS%T^j{oO
zBK;cpzfb-V9|4rm25KuNbPwH+5Zxj6^+K&9@>R6ymGgq!24XaR7U-G9NzI4dc##X}
z;|IN0+$eWsOe)N77vj4;-fy!@xSdXBN*h3p_#62`odl}x0vTc5T2cgz;x8W*3xtY}
z&{dCk>~uj%r&Rn4CaSLrVh1|!_hM(i{yYh@UDqt*fD-F~$Iv&ir46zg2B;Cz!S5Ah
zDvskfTuNttaaoy@@^!yw!*Q8VA)4&U*t){r(Kd+$xt8<Rlwg$O+7mBSZFuGIXS1r8
z8L<Y##K#iQSAIvB_Q0EyIs+ez<Rx+!lBWG+!|65lC|gH1QiEr#(iKuDf0wo@>7yS;
zmofOw8!D88+~4)#-g@%QFFp(BjwRmjcE^XqZKNlbjo*X)Mr^SULa2lx(%=WbuzSCI
zKqlvM*g!<nLrI(57w6JVCexbM#gUC6>D5YC;)GLPblyWe+3rSS7@EZbS?=C6SNb<?
zZbHf05B?R;bE`Y&BbF~AJqIVZ0wd@0&wY|QzHIUst!IQPYN8x#dTV(#hz9r*IFPED
zZRJHRQfC?0m539ju_#2rTtG*6(i>G&w>$XCTYm9CCc7<oxaF!$U%U|~N<Y%<K0#dD
zPhW<6U%%l0DiK@@<YiO`h<J0xf%{jlr#0JU=wcreCh|Xad2zmYnyuQi_bh6xAf&>7
zk9Qikc*w{fo%mVn;*%eCTT^ah6=gDiRs>cxo%-m_HcQ*nJ#Qr3%6i=%MdRez^N4B8
zZ!Bv$bBd8&q+`F#R_|dN@1*W%X&<zrq1@zLnzW@B39(wRi=oA~`kpXuktoZ=t8f;f
z>0)9qN2E!$WGH(f9;G>(r%W^`{x+z9$E%|W;+M{JQoY}?9a(s!84hLF==mjx=?d5-
zB)uL&t2>GeUZ`n|61>lN@80YFfbw;`zGvPem1{{aFg|`KMXcYX&JIbw9glsPVm8Qi
zd6hqjJ7jf=`1s>jK?h%+UMPrXl0h@(O(D<$(l|{mh)@pPG7$y~LenKuC17-~T3Q^(
z`lXM$V`V<IwB%aS20Xy{{bL9m)-hP~=*hTSfoKoh0~>nW@;LfK6%-=N3FTt`yvxv&
z_mxfg*4bpMNvriR++v`$sXu5m14+yZZ=vnJQna=rCnQqXN>w>u&BBHQ2^o4Sq27pF
z&{Zx_W6eu2%Y{T$^ZALCvA!NpSnYFXFu^mA2?IKO*(CROeq&^`A@jMrg=&h}M+iXa
zMxw6BVWe_>!Ud<6i~F^Jo?%`*k0(sQ`cy!UPa(h2fg$2#`wHgXbi(Q_u+P8S>##HF
zfc!o(;|PObk458}Ky*Bm&#vi|NQ>qhu;Eo^3q}q0RWXLqsP@p%ZAtANh36?0nuvEw
zfBwFl#!>Nnu<1jD(zGtZo4~)z`4Hx3a%Zw}Qgc6J0G$hd9G4HOQ8vY^(c<*-E1I(I
zP7D<r-z_+z4KsX=(dzIMo-?+L_kUsb*W?r4ZMVm_;uvCUFZ_~_v^h2hx?Qgg=n3Bt
z{3L8?oNvc=(l0!@U7)%lSZqK74&!^@URXA{<$<E`7M%jYxS}Du!jqwMkyUW>?B3C%
zsL&zoxy&HjN1&DbWgj*|W@s$S9wNgjnQd~zcpTus0p_t7w7l=K-X=m>Sy^oYF>9Aq
zf*I%GdUG?-*sB4N|7B(w(-UB#s17V1!fFySG6cZUmNG5`@v_620NW*{veu|sg^9M_
z|0A`qTflyM2NG24=Zsw|J5KHN(zC|MzX}W6O%bf>d4xw2!mh@b1og_-315G?+$#OR
z4<@L6)yhx+k=9S=U}CfhJ~zzv<AIA<|6KKmdCc^2uMz1gFn{;}Oeyq2Lqlf)7ZeSS
z*Lh&>f9wf0RYKsM;sl1Ed(McNIk91av6zz_mfP@)F8?Ry@G_%Zq<Ap{f<Y9Gv&fbZ
zb`42IzS575@Lc2(TyaDOl|iyxcDJ8KtQ%VUQVzPw&$?)&9Us$n^r*!>&%`a!4vk0;
z<G;_n-=*-30S`z?lqGm4IX0FZGIyGM{)LS5j{R7TQ%b7GfT|!k=M9{a_}Jt(WG;H&
z;S7tU-Uzk>sONks8sQY-0}(R$9@8eT`$eM;q&K|5+E@?-N{iqX|7S4ckS9Dvg~&b{
z7k4PYNEH)b^f@@JE-kiR-DI|y#y}$Z3-S3H8$Y^x!8nYw-6{lK`8T1SuB3E9t599N
z;i$KlK~F1($)y~Eu7K-nS8x-MfKw~7GT78DkT7*!xsbI{lexVKN#6Bw2N82jEET7!
zYx~Sh9@sF&(L=W-a_$oUN7gy)o#hYEs&&`Xrd5A0&tx8U7S1K40e?NH=jNFlu+U1$
z@>J3Tjv^~l56O67wo%U8kT?$*MXiyH_zGwnFsG{HZw>eelduLu`8!~bg-Y&riw@K2
z#W;IBa!Kc?_?0JGL%I43_j0X&@sVWy`vo7tuN68maFr;>k)!TvCqfbfll^M?1X41V
zuI;8tiY#Ks!oe)HfI7MBfj`Jx^XYLJIH{UPrQ}>dyV#&;fLaW0k>m#7Rc4tp$+jgz
zlA_bTm#wQs?u^@ntDJmXds!k9`l$x<>As(-8D%`E#)oe@yAvWp3&ma9>%PECt9u#(
zv$eG+QQHSIKzc1|whbZn`=IyTMXAUi9Fy~ANE;SxTJ1@m1VnpnEw}lTD<H7*-j3o#
z(DC)rK<t?gdb8uW_8LW}Y0fwEf#*%KOPhYnXK309N|sr^$Uxz}!UC_7LEp0?|HiA1
z1mI_(o9?@76vO8YT7(ZV>5=yS;7L03wNTkWdd-Q~CCZ|QV*uBf0~*vJuaSKW1{`wX
zjq&eE7U3K<e*Cj{F_;qovLBt#(u3xe3|k3K9<Nw6f;K-mD&{C$a-^E?<CA(1UN3Uk
z%m?wY!KEjzZ}&X~=p(yM7-yuHo1I6|4+NtpJ`|+5fACn8)V+$}6RC`wp5pn|CVP98
zgFaH#ryn+xQYl(D|7f&11{kDDtweSO@FGga-$dU|I_$FUSWl(NjQ_?z#q<9-TSH#f
zPEIB4?C0_lo&qYQ)Uf=1uk7iotvR`duO`(>#~<mkAPN2U>V(0-z<|b+t=A+>A0UGc
z$8~T*#zp&yGb{t$INjM~nM@OO_So6y9r$MVha(;g{E@<lJ)?7d0sKqRalh}8gW^EZ
zWL&)Np=oMt1bRRurSU*0WV*Jgq(_0Wc+!Z|0g=!!?=O<AZn(BUzN9Lc874(3=_2$G
zRj32xk_YIa%*7u8nr{xA7%C`opXgUb7k>=!Hz}(C;(w!NKTOB&cH2Ns?+U#|QnnfT
z?E-DQT*!Z{64yXf$3WT|Z0zeX`ejpk$=Yl0X!5^$3K*=4eUTUxgUS-tg$KJ3BkkOl
z<A1#+)3^ljPm$6N?7doCY4OdxZlRU%hdv?OmIF*p$73(Mhrx~~`0VleCussDm3-F5
z3qN2M=XSnLY_{!O>o?bnvcL=M>%YIQm9%l(R2j<xTpZe_k4a*!ZUzoaQz1&C9jue}
z04FIK8FS*x*PrCpI=Oq1o)0ht0M(!ClQxY`a?}Kn4rIVT?ygRvM``}FI(hsk4yj>g
zpl#&TZp5rkD7NT=Q1+g*wr-v)YK0o>Ga~aiB~s%Np?Bn*jxLFkx|$l{WO>kj-!a<}
zGY8I?z00;m9BuuvFg!dwz?l}t`hWK<xG>CG_2^zvE^(K{gsDVbxoL0ZSV59T<2=PR
zr?=CV#rN)12}rMi3Q}!$for_!;kj;#BCjOxwA&Il%{7^@LeF~pSAqW2E~<f`5v8;R
z8enithA<H;SQqNhX)chxGEusBk=btmN`PZFzzOT(nG?hTDpq|8HwJ`EK*X7(@D5k<
zFV3B+b;m!O_>n#qo%FjnOUDfVVV@yQcCA|VS!nxPhsiDXba!iFHr__5zBE4X?hmFN
zs<jyAFOQw|3%A#oPs(3@NB_Kh6#@wI|JpK^ECZ{DILH71I`}XN#AkLcF0uMvATD=)
zlLDA22NZI}Q;G~aeGzh{9Q>xPoa^Fz2o7tgIxMO!ozOPmsz8I<bM^M!n^QxHRo#~r
z5Z)ro&yYjpy-S5xkz=Q%-Cq5iL36{K!xfCB`yFg=EKGzczl;2nQJz!R1<tbay^yn%
z-iuwx-VmLNWvIS1NCW!LR{Gvm-xrzLE^Szg2IsE{MPsbr1Lja4GQa{}GH$@&s~yP2
zC&<e#!9Hi47zz)@|FT-A;rXAK<Lz^NZ<%7&{au;BhHD=a%ZqevrrkfW=-sD#6cXO7
z#4eG>$aFu0e~MF2#M2tBqf~LD$$unRoarF26JIHsv}A<u0I4!e?vH}ilcB=Hf?`;K
z7+`m7D%rg3#E!tBwjChI%t2(||Dzfw_P8{^Xb7WJ#nQy0m+1=2_tP2?sC6Mt_8xto
zYpd3;{P*rAHM@eGe@IR38BC__`-wS#HxvN5*y$D4?LS7xtJwYztX%$+9vw?b#~8FC
zn{OM@4*>EUoA*^8YM}h6pIh+cf%8qW7xq|f_u8YQBPDzzuq$AiNWSy*%{|ayoQrR?
zj?)JX0&BPiD{y{yE~&J<7L2kCXHJ6Xi;kqL5o81M6e79^8Qpg~%V2ZtjXLd2mNcrW
zzjKG7cac|clXb6=Sk)md@cGAMr%|)pl_L%Qw`APma1WFL{khe_4#o>)hX0UhQm9V0
z{kx)Mfi{6}-GCIl<Mmdb*ntgSdsB@h%7N&*$AEm|Z@d)hn)6koBXTJj1p@Y92M~uF
zqdZbskwF-la$h+y@MbI@pzQaofyK~Bi@HNoKS%0d5>63KVOjS6!|~`jM;Pbu$EbGs
zg*s48jY=%ij2~mfzlqWx&mu7#{QUe`k!J}JGgF$7n!m-Koix||C2i?3oRE&{S2p~>
zIS%Snx->w}=#CKIc_Fdk&1lvofpG|G7sxp8Jn<)tX)wa4v%9KkSd+P5C@XN!xZ#CO
z`QbRkMVuo5B68iIJW=b@A`j5kIpQ|U_KN!ctL7h^w{Iez0}{nlmhzF2UJ38m)l5lL
zA^wCl@R3{J>7UHpJH*b1w%7(BSqmXTt3;)?Gt{X#gzvVidiD$wx(r(hje(TAEkVj+
z2Yl{|op_Sh{Rc6}QBR`Y8`^8Xxfn^DBZW!!i1G36x`EsoBx>;es|)PmnFYp|A?nCL
zVU2I~;GY@aIR@yPw2+w7yWk7?iX4F>LmEpoy-{Gx*ZYWr0GpW|CXRviJ5Ui1U1qyy
zGfmr6%QAN`hHCcjM;x1%O9UVSpjRfGF`43oGjO&KKhU$d_O#V6+`4Q6RH%_Zts+YI
z_2Kw8EzZp54+#MK=hrw6HjcZu-|X=qu63mk6n?0I3Wk2@$c)UM6}tC;p=)rUr&*^Q
zvnCDJvJiF*2S#`y8@=+;q5ty#7Ma)a8jBL20b}_QTsPuctZpZwdBv?KL!ttqu$}`n
za@p$Ez9r8Hl3$h!gxNA4F=bBs!}3Q?stl_cNoDO9g@646RE?4-$r}d%`Pk}`q2xAX
z99;-_PeJSGX?3#PqBwInVSlUyIwk)VOPLVKP?aQ|kA;hQlf~b39E}<Vq~}ksmdi4V
z*;|<hbngKdbnZmrr=V3+1H<tWo44wHU!~{lm599BQ%C{;J9icu_LLRg(ht=Q04*rx
ztsbXGis;}-L3X_oUQ6Lz=@&J09^GsEs*#|&CpD+#c8f}kY%u~Bjq#4I2@ewQu?hld
zkZtPf4YQgOl}lYk55}SNT7jVL7A;4(46ij{q_88jxO?i^6+a}>KCDQnNqqjCe-!zQ
zgL;jpC|*xW{p=|_Ng7+U8FO|~5zYR7NQ*4Vy$VH$mI_2$DSk7ji%sDMmYCgDUv3H_
z9t5b%fIG0{LIZG)_fFvsteXD`%6a=Gm14Be=-^XMDZuP)cau9C%zcGJ%Hh7gm*&~w
zKlNGc%=!Ub6M}ZsqGo310tg=mvp51=i&7k70Gyst=!REP>{fsb6yOYOSw(I?-e|H3
zTvNp_rk3&phgFT|>0C<3Rk?Cr*YuK?zWx=LuzK+*1Z!L;bXHpBI=Ij?0<2rK%3Ts2
zCl$&-a_3TQ@QUGY^A9by@XIY#&Qao3&2E`FKvmo@AT7Hk%c{4AuCh(x-kKcCQeMg6
zNfXk^vQI!S(}cB0^95-e8&M7HLhtGgg@>x~m7TSf5&%RDG^_g}_J_gZj64P!?k588
zxqZau-bAYznNVg2%#HFWL@)P6ZA!ClnP2MN`kDw3pZ!-IUL!|IY^Xd)`OP#I9T&ZL
zo8b=P%hbOTR*T^MB!^psfDs_WUsE1kN<{Jkj^%u_l&?1zQj4}>!Qb07JNLGDAN2#k
zk(--2<W}lX&E*rhag4KnZR=P(ifk<j0&>)VL;~DpzY7Zj6t(RqhgHN{(4rEv7H-Mr
zywIZXFM8yQg$py<RYvfQiB_M|>vyfveT2PB_>!X&S^C?}n@44SLaiV_XrRwhqOGgN
z*HuF;!t~W<rjJ#Rqj%}6F7ha3<(CS50JkA1o-_rJzX%c55O~pmrz5HXgi*!_nrI9l
z@A0;C2fq{*pz1&LfESXmX7WL+(AcWin=DfzPb!zI1NaCobc3cK(j6%ccJ2u28}f9h
ziAy~2t*OnQ(qms46tbJD?zalC^2lDCa#yT}AU_NVFogme1|z#M<0y~vKup@$C%tM<
zK^HcH=KF^i;nAO!DN1lQ$9!!&%ohm#Gy?UrAWE38t14KJR!|a^cCjFD=AjqBk>RHO
z(%@7nZ*bV$H#U<Yy&17f92{S}^6w$iv<P+wER=+2R%|d8D?F`5U{qSw_U;o!JzZC_
zMI2-%d!T&0@%I2G_~!7HmhDFTeIra|6Few5^)Bmy63V4e%J&EHMX==MGzbW8`9LQ<
zRifRsPoIFyjR0@%I={U>JuL&%`4FfntsD&0gCL@{{*<w}mMrKJrp*0TCT)OYJfiyi
zdNq%)71_Uc6ouZAPZaTmfVKGdsy&P)@`g(>XEONe4$<N2@-%9wiOYL!zZCa_-V4Vh
z+R245R*=GM{`y=}x-X=x<X@9d51bpducn=%^|3=8zkAl0ZNL`_z!JdSyFN-Ev9u3=
z9Aphsr<-MwFm|O!ut>WNWS8;b?<|_dc|IvMM?t+`m)5ovk?a0r9H7&vyNdYIqZ`-<
z&*asfy$SzBc87X98Uho8z5hL}J8tbeZc$7FNPznUH99Gmq+UxibcoytWb_z#{RT8q
zq+6UI+e<Cp9HweL>ul^PU7C64m9R3z9zwmlwk^-d4lI9RcL~IhA|yWfmHYX-*{4;2
zdNSVxsAqb_Pte%)6Y*o^ln2RwIMN4cy4nBs(f!(u)9VoHLZIil+Em26fwP)KA&0cR
zJ^uc`fGG;$;539}YnX&>0PJjlJnkjY_gyj%cHX{X_sSn3IyG*VQ&CyRTKDKWvw+|d
z@!nCEnBpbe*azE{8N~_H^=1$o+!kB-?^dTMZ4;E(*689w{dh;dOaB0uR>Ca$nyxB-
z`%&Pv4c3N{;1wghd2oxZ!ZPmeL+|-)^t?^k1j7-R^dDa2%2e+X+8&vaapA;WNmcA%
zkbI3h<lrRird`KHx5q93Ycg6zj)CzA$fq_reMkg5EBPn7h%-m}9}4Q5NqPk&Ii<%9
zgIt_pkQmNyjg-~ua^Xx5`i*u{t*b@17i!O#RBSZxEx@Z-3Za1hw}fDx>|t{yvJ!1R
zfe(x3qwhCutC9{RMB+04sbxWA(xckGEv3Xg$FVFBpgKM<ja|hrEEWSVs+!&_|01Rv
z;bKnx^S;_ztHmyf(bok?c6zTA+@>~?#bE$Dkl*p$q#k9s8?S%<R5fN$@w?eldd5C8
zvNQUptjoEABKP*#eG{+?iF^^GvAY=c_QisOKq(|f`Nu<Jp@sBkLc>Jt;EJ!53Ycr{
zXl4a_o-{-*JZzh;jVa>EF&dsI@4G_xa`oBDx<a&2+936z!aQbFrjOy~|0ZnhA}*$T
zJ$Lj%831_M?a3oV4KIOF{$WgrAD6--@gw!FzWryEL)qEOmDv)lZ${#o-_S?eF)AvV
zfxf3DSJ1o{AO#1sLCs>eyjhM(jn4<(kez4>Li1#R%H?o<ef>_Ln}hc;U0NWLt1ALV
z(DgMd@>KWS#p#D=rTK*;9>_)10_WrECPwAs^gkrXx9|mz4Sl4dOZBw-`|{9b<9+ys
zDA+yjN-jp@Mqf=xputYIZ46b43iqFEL(oz9^}F}M>4n+AW_2@9_PAqb6tW+OEa$y<
zmLCg~!G3=EzbvLRB3T>sL$5h|2nheVzH4#qx`P!_SbGI<q1M&H$vjHMJ%InM2XGn?
z;(=<he5K1u3K$)H*RWydYIl8rRxf54EQ>MZ(BF&K>ncne%7)6HL=q(j2Zy<Eq23R`
zo?Q(x{sFE|awrSvcp83i=x0+S@S<HE6NbqNt>E<D@2#<bnVb%E|CebySf5al5zkqx
zwRza6o@4yuqv-<>HmWk(kfPH)_?|s-j#;%h<rzT14Ze7bPy5{E=i*Z(Uvw@L8jnos
zf#M7OD*bg|;2Jvz+5tXLJ-VkQ>Nv^*e1M&+x<UIlbU4Q*a8<9i8HB-lK8+;baPX`)
ze<*ffdksoO9L?fZtE~b{w_spLs0T3WEbka43YZeNS6O(~Lofm3!0ubB5zl-~A4EMU
zM0k;fH-Q=o5{So;75e+q3BrRfrUFj>fm7NSOAj}pKdOqz_IDXLQnGuZ;1mBLskJLR
zlgLW|4NX`oyb8Y-g4|NXsG$%zpwQWn5`RZ;?8<*8v^WJkrwA`Kt=9%hZ5#VAQAOtI
z>aH}#Gq4LKKs=LO_t|LX&P^Fjr8&=QMtc|)vuYoOjVaWF36*oP(y-bW>K|jVBXy3n
z#_>;E`qPb2cbEU8nXM{b{(|?}PwAO*<1eX=L4J7`rdw>mX;iwpy21^U;C385JVj>X
z=U}$!(w2W(AOs<L(a1tK&~Rf&I-HXPVEn~H3I^Z*0QZ=Q+B1;6%UtXse9JUMMDow@
zrjsJrSFT4)Jy__zrb96zBMGT0C~IE#L+98|*1PA_)r~F)N+H%_&x0daT1l8E(?Qr0
zZe@CY$E>(|e&+Uam{R3ipn02Ukn$zy)1d7o)^Ka;)n2ALgv%14(SZTa=|}zv@t{kS
z^4H0Efy2Upv2_lxzj?`6eUj`@ima#*tOscNc%>Z-#(X1^ct^21Y$uX~_1nbqdI%Mr
zEq*sVA7V7jq@oTOX}JVD;ziKEEs<tC9Qs2;*p5Te8uWZ0yU9>d`SD8ib3_WB8hVxZ
z*Zn-Db@wC1e_w#`7%R}AAa+K(`uVT>5QuBle7qY2Y_|;}rFRV_fDhuoyX&v=B0*<g
zso}6~4{Mc8*e*Rsbbrt>?HtNaU{d!Ma57(=2sqZHT=EWp+J3L{<d*T@@f6b2zMq=<
z>T%y=F>c<7+BB32=&Au3(Z3oAnPWzTx_I#-)R54rXJEzwPQHqR4vU&U0VlshjsDj5
zVJB;d=9s-{e~aJS6JkIXw}R85SWM@Wuu~;N_Y2YcR!M#`h|K1aa%j^Z#&!UogYnuk
z8yl=K&d>V<{M6yooFV6R90U0oMZ^sxt=ZpKN&mVnCZ%`a=}NJzO6VPY>-0o72lViR
z<#sbg%q1S`CxK3}=>X?oJt8#20N4&X6C%Y5oP;Rfkmo(L#RF;Ra(#e=N{fdZ@T+s4
zm(74;<tH#p_e~r06k(N><?k=8%Q9{<MB_wcU&7Zv)NoBk?BoYAym5yZ{3~4&la3bv
zl&%Nhrj^Ii(y$f^<FdZ=*H-qLkb*9MT{~?`F}v-;uGO_c%abpKZ+=7^q<vs_Yp-U_
zI3AOb-BU#VFS_0`tg5by8a{}KMTjUJBHao|htjR2fP}=ML0UjUkdTy?mhR@zZP0OO
zIFxjqgOUOQ@7nl0&vkv@^}fGu|J;YY*IsL`ImaAxjIWz{S)=BmwTfoSfJOBwjb0X$
zPO-@tz<1WZ+AlbuWb7#lv7u?VAz`g36Ck;$ohmsY!Gza{w01L>Dgkm<{wUC2)-K${
z20{?ujt6L)3Ry@JkE^As+}7%4v&3EAs>-V@i>~en0^4?oFnoRUH@Iab_AMsDkPwLJ
z%>{;W0jzfT1r)tQyq>kAm&0k*Qc+{0B;gF;wv3AX_BN*d<qLhl-Pw+L;f^WoMbioD
zn*uq5`8jmT#m1d(10Ll?D^}^pLcz<bL}cz6a`0tyExT#;)u<d0+g1-YKf&#QfL5b|
zSc>bLGFoZ|@KREtAa>0G(E`SW0)3w5ifgZiI|1=TVtopm7ye-veM?%wO>ieTl!WY!
z#yWYBYZRyo9-g><BC}3i^E<aaYReb;^9~ZFDk!>NP!PM!!7~$ClDhfM=9@bm(_ck;
z7Dwy2R`Ge!b+wC9vd2wsDsrg1^0ONySVj8{&^R_=X@dR)P~B~wGt|~*f+Q8nT22(a
z|NfS(Urn+$1>AAyj_@TpOp0Do;y=-zAvmOFi(aMvjEhu^Y`#Z2_GN@mw#Eq?Xl2bc
z_mL4FNYf;r`pLChMeWVskynV3%M!n>T7e@oNI8W%$a<9Yq{YzO%_tV@Gx*bl5$}<q
zoDKQiofn6-t=(Qnv*rymh7RBFp~pF4zDJzRS`!)oO0oxOpD%LVgq1?I#X)6Izf~4w
ziu8{%sJ0Bef$o0b#yLk(uh%(Alsa{k9FNb4*d<d(-0SLW`<dC}=`A2JVrBKvtzY5B
zpGN=-l5oD!Xmt)z_4hHedcfGO<~ctO%s2@Q4;d!h?p9{LHzm^9-1cSZ*$8)a;~g&{
z1vNh&r;2KjJKAwrwK8$dJ*Zqj#Fy|~Xhub+5?SU>Ueiw+YON|rzHzY(=&N>97>RWo
znLL1=NYG!C87qJN)%3(!oJX>WnT_o-0zigmQ$81G419c=AWygy)}TOuQMvD^nMSv=
zS3YM4(FqAmz-w}K2akV-_Vf^K?IMgto3a68q@K#O<~1vCk#UB*MPa@^n-Hijs$RZI
zHrMDs;q-8QwRO~)#KYeC*quwBzM!}u4zwqs#-DtRg`!0_mO3U25X-^VC#-mn1WH4|
zL|VCM!Uv6*ScWnMNQ{Swh-euS>5(K5)d1S`Opy5w(3g>M#q5j6WCOL39}!e+kzyzL
z^o)!>AmDN8=;#35$H=Zahb53!xoO>lNiDT0=CU0WUYlJn@FG?36I@_O7FZv@nCv;w
zy}-6+R?@FfzuB9LwJ@6fR?y*PBnYaRjU%WsNU%*p>Z%MM+a9Ea&Hl2y?JAuf8w*SK
zD6>8!W!?<rQFg&ZSTC4!FazFSmB!z1#-KO2^j!}&#~!=ynpXW^r|1w3C19`BkZ5%Q
zMLobWa;K7lfInZm{YU1-92Bb9SqPVdsjux?n!_zy0bPv;*ti9EL7~$Z>&k&mbMFTV
zU}7~Sy)Bjh!Nh)+>0fMN=383_JF7iU0ZiK;Tnr2)b_adVtCamk+$q)zfb{I{x4Wuc
z4}vJ^AStcFLRK&iY3Ha12J2#gy6i0b(Q=GxQrL@Lpj^sj-}E~W(m;m~<pYl(ty(fz
z$H(R(=bZ@4;UedHxnqMhs^1^!&LXetFA)-D?FuOX+R%;Q`<kO&fK&#i@>PDN3kX(u
zP2749t~N%K(Z~M+wHn?(Q86<>b!PMRnHj=l*xd(f-0`vz9#(4DI=5C*Uj7`|;yi@x
z2m8`Q8<okjl#u}ZtgIZqYMh*vm<!Zua@o9r52^_Dh;CM1iX-3wjQ4;>F?sCa6^Sko
zfpfn!|7ZM|@-t}`Ss3nNkL3ks|M;$6{T%&AVj7MaR=xwWx=T8SQ3CkX#+OQDwbqyY
zQK@VY|EzqG6Ux|e<g{KuGRh3NE<CmV3Je_eXVJngju(5|y&VC!`sbq_%6dRUa>z_+
zEL$enhiK6+MquXrr6KX7?vz^x@KW2nFC)RXq!(j!Ya%$scb|RyhFl*cMfRGm(!ti4
z0lWvoty(zp@C!C$0cggyo4$Ku4n{v$!AR;{BSPoMezN?*7xY!%=Pb+xv17us2V_jn
zMR%rZ+L~bp(kAhu>%2gwQT?28y|UpW<zEzt0FZWD7qfkphj|72%&YaJJPI#V*w#*I
zKqDBqBGweZt%k7YrjG?Z=hL%iAminm$^<D%t>KmhT0Jf;4Ri4O-y~k$<c{lYDxuM>
zGax7rY+2v2Ff)I$$X+2LGyr2|Oq3Db6Ku0)GLAek^yX(IrN`67X_fq?p>nYXc^$`f
zAN<dC@R6@%WWDtJrr7x9FF5DKX|S!f`=hJ80_bg1r?xZ4L_6hweolV4O6hgbsa(2o
z<}{MyWSm1xtf7#7^T0F5DO0ji{Vos$(5e<{AC;ysHNL<n>V4*=v_RF#@E0g=-Tn6;
z^=g^~;GQWjCl}n*wq9*HGF^TCI*96idCj`qK9DzR>9#{YjVad6g27bx_#1uJ$&kW&
zYEQg(lFE97pWQmH=rz{RvdX;OqYUiZ;}ehFlS5HV+)1BV1M<X}$i!zj3VP?`>V$T5
zd=ZJFIlo5Nq=}Mu?hxT`QsN&wCkp#|4nMaFt<ik<Dur@}O)<A*%6xUrmNVoSfYe}G
zjhIvv=>ID{_**0O0sHm;r|B9E<h$l}TzGg=v!>(Y1Y55@(a_bkI)|H?9XI#qC?-5f
zl%LK~boO}^^53p&Y^UkZ8ne=kuSYwqEc0jUNvagCh1uVKd44_$>H7Axez$kv0Pe#+
zrNg3Kvv&OEaD<M*Ews;5zEDd!uC7o`KBVmK)M_zq+Ve`~hHQ;c=WT|lg}gDG%B)F2
zzlQO9qDP<3vK6&Vuey9aZg!kppwl*TMjkrO)xLhCv_SFyTXgD#542{X*F?D?qna8P
zZu0A%hucxWdSPG`)(rHVmgg_d-9pEAP_<>pjqX*RMpuQm&Vl&|tolCenYE!#T=C4$
z0a8(R+f+F-uiCH=rcvJSdzWRG$H~0TI}b{qHdHgoG<uI)qldnp(@RToKB>}orv1+J
zBY4{Yy}c~H<{o9T6D{`()5HO-#}=!87Cke$6_6<<vFD7fEF_m#jVRcJ4%jdC=NF3a
zz(dl<R*S8FWJ+U(<b%6on0k2zMMf66?6ne3-S<}A!9l+G;*Wn*A{2|Z8UO%n<8OuZ
zAIIcOlx|>f_ZUOyg|}EAx`w0IsAu5j4mrj1`iy4{AAU6jN0N|vC3cb23azby#`d=o
zI{5;k0p6EKQ_;3ixANh`UOplqp~(Rt1T{6ChkSre0Y=D_$ca;@?t<sDNY1B<YpJYM
zQxQh<Ch}RwQ~Lb<4NW@NvL0wPE_4EYGT>c93#uZUeM&&kh?>Hbc^?$PYN%n)Ojf67
zsdcm+idr4TyDatzqg2ScD-COv%GQ*+DBqRJ87Db4*wl7a641|h0qQ6)jBK!~rFN32
z1wqe>p7C2R0EJ7B6Sq1RAi}rA%aES7{BcInqZy|aV4!e$;X*b=K<81pbnnknB&0XC
zGOoA9qq2Fhj{Ir^oF5fRTTZON%%6j(>s~*9FXRvMMFluBKlK!a4H>{oQA<f;nVyKQ
z2nG!9jj#?yZ8NkAjU&KE0#jFjijVjWH+35@^dpuZl+B1!W~Wx1o^`kd2@)8QMEfZU
zeL{{FsGEU-L$z10Y&K)~vi0Ynq*%+=&_4y(oTL@~D!#_sjP%ITdOZ#1=^<+n8`LUh
z9PSPbHOzj5k?le{><b&fou(hApcu~{1!MraA;-5u*DDeNET#GJIeJ@LA49q_9B$1J
zxNb8IyGvM*2bS}c8k)PC{rK_grcikO%v896ZQ2Uur-Gm=N|m}PgO?9Rv>Ro!pcyNW
zzLu=zLsM>QFZ30EK?5Ke1YuUQNT6By0&uxr9r01twI|twT1Ym%_9d2@J*H_-rB!Bo
z*sNNyh4TWiyOM2zuZJ?|Q47^?l{RLB`R5WVaGk^mQXDGipY3RXifq`clXuVtNl1_z
z^o!iLyVA_C-ey{z(Mu>Ns9Je=&nU_uOS-1dVPMc(Yk5?bfwH;PD6}Zv{*sC_IE$uu
z|EL($atsV|?k*)7W21=+>wkbwA`5ufA&mY;>-mXwJ<#e?8rlOYXEBhL*lD`=i6!Jc
z$BvDQ&-)Z9{`V)rE@<^5PTYBY3s9Dr`1JI73o1iw8JEpbd1^o$ngT8&1ssJw!0P6X
zUnVT`2k3Y8wf=V3A*#iA9{D?G1u5IP7Iyk7zDB0b^^hajz4fx+rGKC}GhCXjPX^;a
zvio+w+df$sI2t#F^=%P)uR#&in4kLucmjU*IY&?crH^^rhK!>5GmM)fWO9SqfJ{Gb
zghY_@6^a5?ibwYGw!YEo!ghoOtPTV8xgpD{VaI3K^Ez3tdFuLycv22zG+h$AI{4{l
zz;G6Qk?VMCEopemY{N)UzaTWfGKm*9kR}S*S#y02@+>=!`~2Br(|c1w2IQQwo=<>>
zoUV>$IQ#T=DVI<Uy!5o)JLn_*SmYnPQHlxi+qkvz3P6kZ{Ti*3!RF_n;YO%&G#wyT
zRwcZ5zn#L@5);^*t9S`|RJK_Fdtg8Wn&3;1jy68ugejF?``+0LQr2ZKTWm3yizT7-
zzfn^#GRlcsmx;^`N0=>v20Hv2@y%OVT*wEMsUwZrAB(HTdhjYXr-hE+v};X>_;cb+
zw0jAC<~%6OY*4vx?{M)4>L*rv8dU?S$V&4_;i7Di4X*A0t-r;J6i#&mgMm9&d<mVi
z#51%5zTGQ!78m$M8i7r|G4?>&!%gW{YiUpFiDz0>5+6BZ?pdXxYl2pyCEjEzZ{M*G
zq2EKG9(z^xE9NqU*j$sr1ry0dS|yJCG>%;l;Dmmsn8v}sn&M~sG4CMfWw7CE0m??3
z+h6VyAjW5sc>10b=!R^PB*{GJuo4KAcRLC6=PvmpmEDz^L#Cj<YU`j(<0--4Ew6gh
z($l!~eyOdmAb1_x_4mjIp+Q|0rc~$XV!c`wcz=@FDkuXi1lPa#FQ>ZAML|9*SP2m#
zyK+@&_#Iba*INKss#D%A>T&e+UezqYV{*~Iw}k@6^5^{{?sXS%%`WBNOFT8s*Q38=
zo9te)O*{jtMJq^~CWNy15dQ|%gmGl}CXYMC&tI$#rrWP_HT`;ayj?Zex1g}v4MxLb
zRK=nIz@p`fnX!ylR8>s?zMQgv2KLto?4RfMKY{S@Q+dZ|D+Y6vD#lBa-{X%UYy=Q)
z)t;-7QJ=DjJvH6`jyVRtX`@;}mD0N#i?*dlIzX>n(5AKYfvsvWY2w6FqNP+m^Z%Hf
z{Ob@_5RuMSm;^x{mybR6Ed+tw=cU~^@NJUX-P;rO%S-n;uLlM=-M}gcDw^y->0$)r
zX^c#EuAHIllIcrxTYfmH1<K7m*k=1PTC3jRJgDN*KZu`KjJ!h<@@>LRlWPjItw!@q
z9WVgWA2;REGgMpiWqpoIOJN3*wRQg}+_1(k=h|XUt4dI@4w3pQZKfXAqiayvhOOSY
zx6bwk#djW&H^W0Vjg$aD)ow!s`-0_3vc42UQctrE3D(^_y(RV?cqG2`#Or)>GYsx}
zkIcj4<?W8@*KP%U2CWm9Q*sZi71?j1bnC!I2*$Lne|}`L4Ajo~62DBFo%6RIhl2_E
zZg6uzvL^glqv@v?s78WcHHD`aOEmHZzk^f1P4!NB+S6WT_Ph&c79Oh1$PvFu{6})*
ziy5)Sy6M#(X5tQf&$8|2?zyiOF_RzjvM-!UZR7`ND;{nb$nQ+-ts_OXhYx;>Mss+%
z3>*pDrMM(d0Q(kg80_@L%7Kpik<|hFaf@A=%opn3jl5##mt#A>=#+|D<7+q&ITZGN
z`1kZT$LaLEP)}-dXu4Vd3JQ6-M7?W~Xjg@{Hse-ZANvsGHpJEPClk?hUcZ($0z_lV
zdU_O^K~*LM%+<$ol__R{lxvchXz@BO=+CT{%okJ^wvnjMs?{)OnJTZ#T*=B`vuVoF
zQ>Zpk&2bvgJH4aU+mdk@W^O!((>iaMM}9WhjxJ8D2~N$RO3r8O&)2+a-Mu;#0>MD^
zwV#>l9xJW_+ZHu1aF>oN4TC{+4gYI+!=PKSKhb)w`A{}O0|@vYoX%f}jq79kW*f-(
zIE<7}Idh!I)w3UcZ+Edw%lW&_YmM6B=h=P6^U2oy%BQbCf~K7eqFLQKt8c+&4yQ9k
z+c7Dk`N~Q@V%aHS8V8nldw7Iw<G#Y5fSA?xqy~P@Kel1te4qu{8Uwt39NYmV;HX;y
zRhR}q`a*A$!{`GFUSs*0%sM^e=hh>}>*v|5UfDn6{50%%1$D16`}iVsBhp9Ire-}#
ze|Jo%_67J`S7ZeENFaSjo0Z_`{9K|l@N%a5HTG_kxU4X_=VJ!x@X<bub+)6+Bp;je
z!}l+E-w2*nkKx}E$}v~O?i}OjFwL#`A>kgUy)%F!wTYyfdBP}8a(a_sE;(_R@jFED
zHqtYyE-qGr1XZEb4q=NLPZAWeo#wUvu@1a{@>$e#xrJba(xLou`PG@z(_%eUFYOGK
z?Yj1Vyq^h^!1hzQ1?k_q$5jo?4wbL$C$A}PnZykK9r>=OsYd-a+$`7KSuI`b(Q*Cc
zg;Vtt#Ma?#oNh%)><HBO$@#WR`PqI=9GLPngFb`@$juPIBHr2%aNY+5*C_P?TT%$f
z=)^@6jo4xNMthN+)rXVFoAHHnb}FQ4piTn*jAWTb>;lmb6V*7S_8l_o5Eq-s`;KAv
zMRWX+?|b$URWc}o$dkxaUTd#6r^_uRv2g>Z6phPfxjKU*(;bTHTK5aALz9RB;{Yb7
z`v`QWKu|baBxx;&2PSRq12VZ^CRp_9G>=Ud+qotk$aBl(WFzk`F^(_kqxbJ&tupRk
z6Oid$q+bkX>=FX+jp`R}3;dM+e81%Znlo%Ol8wD&h@`g$2epQu`#CXYH%w^v@(%wT
zx;cuYu5%6qXGVu}6#eT{K#$8zGv{JM)u-?fjgsB##D?Lwt?gNRD06m|mg4o4%n&zJ
zZ2eB*=Ve~s|DDM(z}{xMFQVUL#}a23)f6|peIX}%MrS3CK?_o>@Qs)=AO`w}x&|^t
zipx8L2m1GCj;#H7R{K5G)kUE8b2nSzdn9DW++a6VnFBRxIO1qT-oD}Wp@%IHvd^kz
zrkcGM`PAvL8fa%BD$(<RfDXS5Hqvw;jL56hO|-<<6|x(ayj}n7WLNb)IIY<a?c!(B
z^8eP!S4sA+4^oe6QS)O7Fs*dVRu(<8uGx9<)H}Y!3&IhvaOLo~4}sdo8UX7aKmqzj
z$Q5774}<H%q9#w*1524EM;?4@HYjn5)sK;^nqHgOMhGtp_;V$^;(I?tWu3E<F16Ch
zKKm*Yhr$&HWrF)6eD20>)yP<mJ2PRABQ(e<#m8+Gk4!dJuya#VOS}TZM^-19?N3c-
zwaf)%P;_yHTvPa6$5;JDz8u}PvR`kTla?1aoqJt97W6gj6N>COSaz4PSN0LPAMSmD
z7!Qtg#y4Q{KbFUeQdwNGJu^fAmkKXDNe&%2jS{5qb39>D;jrV`-W)n4piz`AqVsqg
zqrKlhMd4=)4;89~jf@&$34zC=X9NBDPo`QnY?`kva}Zv|<|^xfoZ=sKTcqg?@jC^#
zT=ScH*g7|OWvs?aa(^bk#VC+peQGm@dJHYI>-2?8B$9)vX`*h;*-yU6J^1b^kOO{H
z9va!CPb_FpeCK^eZ)UK5EgreVooKccu7=%y&|{UpTIyt!_Ch`2-Q=I=p5s2*g}cF2
z-owR1Hb@hX>gQG4`@vKcL1mhDfkIDuZ`X7~6Vjh%K#yM{x<FrSdIX`;e})h|e5E##
zJ~_?xtyLpZPf{pwh0JBs@dRrrJ67gBx{}TknS4jk#!?y~_Oe`XQp}B8Iw2)^Wgk3V
zK7^J>v$w8~Ciy+=Z1@_FtfgW%TR}}cqF;9O=p6WA9m{keF1{%JS?PIoF{78nQW!DS
zM3J;qL}(W|bxlf34IvfynP{NN4wIv^4n4fOM?-x#%`nz%Ke)rDDbYGabLBvAZw4Pv
zPo>qnq59GG!H`4@JfIMnJd?S>vb^nb;^eIP)6RDGUcCl*HCQkg=!(<cNI>#y6$CaU
z1lX;+`gx^3dqy@SrfSLZzLo@jxC}P=ik$5=1>2y&X`VE(;;)I%#OBM2m6acaQ_Wz?
zBZAf~=Xup__pH=d<dPOg|MhN#ppPqM<s=s2%JoT>kLURDUe37xHky=3My5~}8?`3r
zBiQ^1+9XXE@@9Bk_YYRL@pezKQ8@jN`RXLsDcd$!Xr5u&f@h?Mm~Wq?{Enr!*t5i+
zI_~YjqIe#&uWOv9IAx2i$%R{mNNXm@I~m%&!OZ<K+lSZW_pXF!aNWTnHUcNix1H%V
zOpXX%uyeBbxPEzr^k`-Xk3CEFL-;x+s~wMtOGRO7k~uG*B)PNYES(Z!L~N@)`_{_}
zTeotr0op=j=SUcmrY7FX(~|b+F|_y)-BpeV(JOsgr&Uy6#JH2y%i$t8Fc<OQ=k3i;
zdBko;KTN^Lzi-bPWrEi{+(dW<g-TE?YAHT?&|w~$<eS|6`iA*dY<kYB;70qQb0K8D
zLeFq{7y=R^T!J{V?D<8iV@ZQQ^;Hue*e6iX^ll`(#y3#YSgDp7-pK{KcrLB+5wx+Y
zq?g{yyAZadcq{bJ%l>bzOal@QySZ*kxeI!sowztdxH;Tar|;c#rtTwAtSx-28iz<t
zTO4OO)0NE%3U*C<ktYsKGZNmr+zU3dnx&cnjbl=cyh8{&XUW>T=<WN_^g&rVx!ZeV
z;%?@BpSi9(3SX@`Gq7BB3i>-FU-jf_t?KrOLO73F7E)45@NKK<9w)l^#vAZrwC;dt
z=S%-wm}1l7NTgn$536unORdQJ(Dn8WYl}|CLV2D-D$l}d=TQH>um(}SdKv4!6lQk<
zYI;;fo?1HR6p>A&8JX9s4Ul;$R}B~2syl^>WPvyBhA5@<@24pvPua8F#-vJpulIJ#
zY0lSVh-8hVv}jCe<Q-l0Gi9Bne5vL`xYLKqX0=}k4g9<99F9q%K^xF@xXT3H<NX-<
z>M|j{39bKCrRO~y>3k-<!Qebq{=`vUVp@-#eYNT3nlE}*;Gvl%?rB7k^Y*RYJ$o5v
ztNY^Zp5Q^GD0ddHXxs0hOGhg?a>y5SGjdCZ+f>{_MvqAw8w2Tkep>jccvl$+8ia6{
zoa;{4?EAXu*OzEiO<=CqbmH5QpywXklySz#*&(r+$r%o@f`*SJh#)r14LjX_rDl_k
z1f&}&gBfp4nYvsOSr%f7{H7us!Wd;IsC)WTt+%|XaU@-AL4W=;6>Gz2m1cxT?au?^
zNRJw;;*>CAYt+`B^$#m}I5-OQccHhWhj!UcoFQ>=<xHQ(fkon7@!kz(VmBxvVtUo2
z``Nd+#nM|<_)eS>Iml~8?6gy33D}`dlpH6tL)w+~b+T8dGtM!Z8L7)8(g1wcQ?XAA
zjhNVZ$I=WxH2=<Nd46$N-&;K<JzbvFH|^S(U3IPIqYKxa9B_>o(u2K5D+q0it2Iul
zarf=#avr7CXQbAnb5=#6z19`1qP)a5XyH-AYxD{nNzVhpruE@<yZ*6E2N`zH;Oi9B
zTE3QZCseFO`;HOd*P^dNN79IA{If)?bC{>ytl2)|Bh7neiu?CTXPb&%fj}v6krKp}
zH(x2C%g-^%`?RWij~^G@mbKw7JA|*jP`p}NNuATByC-~}wvW~T@sw8n@&V!T0Upa^
zNQ`?%DhL_3SIqN@tV6f|=&H;&1!-_MV2Y9CG#t~E#jny*(=zXR)>eW8^@SK*3LU#)
zDz60rZXhuXG4F2JZ1$kZw@;pi>+@CZi&(1VWuY<mqx*iTIDG!<FgccimbO>OK^6D^
z%2dodw9b*?<H3uPW1*omxMauOfuxy;ViU(|jFvd5wr&*3%>R~S;piQ(d(iE#5>cjP
zShQxT=Gt%b+&+i*RD8Oj=#}9G;q_1CCIvF-p9Yar)^7QkN&n6bq^Col53Y)pgJYLs
zVRr7G#~zbLQZF5n55AkVhhQRB<>LZh-LV>ct7SiEz+|XQm0RN;&MRVb%(tj_;p(oS
zdIJEs`G=O6hE!L#%VAB3xK8wz%!|!do9k$LNaada`O~7A+b%ZoWIl><L9aOLt>Sxj
zUKJrm<_guFyV1G9I+=2c4%Tmi7=Ir@7)0Ca%k6G8T}T)H`@=nbt6_Po@$Uni4?d3R
zsL&ALd=C3zo1K<-Ex8lpAzXJEmYI_7q%Lt^)&uyL5m~}4&Y)kv)nwjmpA%l!e!jBr
zaL@TBTL<qCQB|r}dc66PX+r#iH3+?6jMHc~UBT{&0K_u75dp2omnrK|2K%@O$3X)0
zwyR&N{<G*?WlF7uZ)!EWm^q!vANo|;jpw3PCcdYsvNXhgQEC(Jzx&p@DQ~z4hob8;
zOIRm*!VTriqQG~S9B71s-V;+oubDo1=9e$DfBu~516fX@-{;tEKe>5!!ClLW(!Bdl
zq5IR#h{f!VC+K9jE>7s8-FSX)&I%RR^(S2W?=pBiR;H#Iq-3ERb9(K^{3TfeFFy0?
z0f5)mOKP7<6Vd$y<?{T_`OM5vvIXpoUqMmLRvowmQzPQlB%iXhm5OA=!0oS#$qteZ
zF>+p8oNtub^!7<2uV)?mrpa28#EwU4?p8|(4(5n93GS^)ec`~SKCmnw*<WL40jW5(
zi}N!+n@R31W4IS^O{E-v#H5l!T5*mgQLUlj$>)j27cF=5e$j^2yJ3x;l`HU4WKz>0
zr#60joR+G<fh8T+b>MAMn+09oyL_tEvG2Ple|PJ;`$5Y6DIcuY32>F4#(*|G2UH2K
z&T(wU6J3|kX`mjoXmfoi6cmDDN2wKN&c<0K#W6B@`kXUrYMk!-ZT)#}<b39AxkOpe
zFVWZ-be&?j;^V#Rd|1fn5G#(kYDF(p<zpb!Li>WjCIUnTE%@=;qn}mMdyR_9!c$WW
zZE8d8>Ku;4{^lmrh3E)zp0dH4@7l|U=H<5@pMJ38u9As*Q#q`@dG#590nY!ex~x$(
zHMPh31AR|4qG2UoZy$K1D1tt$aF{v)4Eg$I;OLDo*Bo-uly+kF+hr;{`-@MuLJmiD
zc6TT|T-JZMU&QpdPL4d18tW=wvuMhOlnN!j5|Wk#0n}dq;_sUH0qFFuuZdsO$JOqG
z=`_oQ0$ks&qTLf-A0V-|VL&=P1*Wc3>QlTo70hu{=kmLQteoxAa`3Y{<-@J~;A3XP
zGYRM|%1pS_T6x?0Cf)Hn?|~=akN7D}Qf5UtuO^yr0=w}s;2SyG<nC1Rs($!pFff2!
zf;^4JigkEWfj36byCyNOj`+m@oeJZCdo~>G>>6~_^-g)S`fUcJG2bX+aFP|qT0P#A
z=V<EM8Y<+5R5mK!IB{dpdRro;64~_p0Yyx!!^%m&RZ7%i-J{>9XD9RfeC>zbqDdB~
z1G7EbE@_X=&w8h|MOV_Nkt-rR_ns7bePsIhOLrp{oj~^DF8*vqp2A3csrtlfVu<!f
zZpM$n4i3~mz9o{9ti4uBVFC6VTL(Q$zok|t`$$Ev!UNX@*HW_Zsf55Zs*IM=9`FxG
zLQSkK|GNQcFoEyD#>&}d^6^RGp{!ima~0V(yVN8;HG?b(+R>|Nt9Hy$cl+lx3SER*
z{m|;3YkCtaUO!j}pTwxS7OQQZ?AUBQ%zVi7P<mGH!<7tRzOkqQWopduFzUeHOPyPw
zOEC_LRfNZZm37Tp#>+Zxn~z)G@aWYwT(Nfyg;E!1i+4<-1xzZ9wpeHH-X~SwacUTL
z@1GLm%(pgOd*@aDrV7#g))O&67PV9N=y-oixgGr?HMziktp*{^{V8oRD6$xi0W;A4
z_+DdjmBB|7JyEl|RvY7*<A)t3aSj)!q#u6?)6@O<?oN8w-1t>W&?ARjDJl}xSa>Ko
zSe}%aHP<4=1kUlpT;&Xc=P)DOvcWQrqWgt0o{APs$I?H4QAVh+w`sgUk2UT+yO`+2
zFTD{mPJUnOgJrj=r8zSR3z6h3-D_0Iy=P#v%86W+Ay5Z~bS|mDOY!4xnC~^7WAY%)
z!P_-n{ho^TXo0LZ&O?^%fvKz|`SCIDT1<;v<27|qWCeDq!(}eB!p@=wJzIp6hn_h)
zgHuC_-!=txU+Nab1vCo&gu-xe+xly6#l`-|Cw+ZN2isFTj#*b=ct-HKfHe{qw>)sL
z3e1aswEHQ-bNBlA-gA+qE*|J)kbPk~vdr1uZ+=WrFFHI_^bDPNm%*O)Q^>a=UN&V>
z-PNlob!{R0%Q-cCn)gWZyNpWZe#y`%U+P_6!1Vxny5^@Tb)cKL0ZgrH<Fyid_5lmy
z4k<p&qHd~p!aCd2!9uq7u3+jL`bd<fxy)R(CTfLPx{<8}WMV(?#oCIuo+c=yC0(55
z=w&nP{KyX~w}$S07?EnnHJN$O9no+~!N+e4ii@icgLZh13N&B7wCF#d5!Qwp-}^D?
zf4{L7JCEy_Th7!ukUuj15O|v`^Lr@C)@PFlBxrh(?#&axI>2GBpLmz$tZg)|>ta<i
z>V1{z#_v1Mjzcz0ZmV`02(C}6mC`B=5!)WVR}XcL)zY1wp*K`J!NV|+V0!3w!FUF^
z<UW)rwA!McD5na!q@Vpf?eoH41v1ye4K7=}UMJ380P2ShJ2}5yF>tF_5I@^cbpb-n
zG6<pjFv<|926{ObwqWSuv$jO9%F09#!I!CCwQx9dAgrOap_#>ddXcV@gb)Mw^Ou_O
z?Q!hK(w|qGi6#xs5Y;XpNBu^HK9V-ggLG^wq-QikC-)!zVafp1T0_`M%Q=HKTTU@m
zoSqbXR<SNvFs9^&%IBR8Yu8W(qN<e$@wWDT%aNBlmelCd{lcEDiEWqfLYci-aPuEs
zyCn=sjoxeR3CIa6ekH3h)oBs&p|s!C&YO}iFbu{y(kg*MYvwq&xDr?PAr?4{NU?)6
z2iMoM(qn@X;bvc?$4Bv|97@}6rXW(h)m|bQ?$)7^tQzmkTVHWnu7kvQ03^ni#Gcpn
z5=P1@FD^l=E=XL%VSxC3ug;Nsc{5vCZR|+TxENND@dy79)Mt@q`@Xq1>s8X$2f~I5
z_LP&Q>`|+&<T=zGm{<bWe-)QIlur*Nnx%bJ_C}I}3{&KqjCt8?Mu=6Jtyf~DW8)Jv
zdu@%f0g?x|TCf^77vPvb0FJp#Ky3fac!i8lP=+7FT!jz^+btL}c_CbbbLbVl#xS(I
zX3gbIPSY$r2L)ta*l3$xR0se+0#=T~5EB4)h}@Wa)$cS+aMu2{BYwnQhqeS&`{&`J
zdUBJD)qM4fa?$Whyy8XxNRGbM>xYWHNMhq2v5U;B7`4lv)xUx-uN$K0FU)(RCa<*G
zykIx2#|pGB)yqX)-=I#YzPJ+<7&${V)Ad7qSCh*$c=2+z(hPZhMiSax9k!6sC==^+
z-#|{ynxeY?pj-Ubs%8tl0ia@`nlCatBX|s910DQ1!{x>n!PY8oBft)(6@ri$N<G7B
z*{{u2e&}uQylL=`Z{SP)uhffK%Ld1-_VbSHOTtF4y{jME<7H{gT~91iNIH9W)$_V=
z_-)UK(wQ1PJ;f{a7GM()Ui|wtkt0upD-N9dcv;PEJ_d~;dd}r9w9EqXJ7HtEE$1X5
zN+c`UEq*I`CE%b;rj=i{kas!cx#th5Zgay&EK(8OkEVtAA5Jn3g5IaZB9!er6nk_B
zwWIOEJrs0~YYuVqxp;(~Bu-zU{8a1*rU=>T?5`L}3I{r-jiWyGGHCbPjHFuU(1=AS
zF}-F>=+!hA6oq(3zTY5uuf><B4tqaT4pl@If=j|Q1V#LvS9WKMX96l;5LJFgc;j`-
zM)F=9A>0hBPR<POm-`zMs0&t4uC-C4*@-q1_8Hm$k71F2CsnfQcWxPL^n^A~08h_-
zyO|ttte-TIpS1&!;6jR3*ZoiDhpe<L#oE|>3%8t-Gq6q)rcfy)fUx`Fso;QfbBwsC
zBFT-$(k;RF8re+7M-fb$Qvbiai;dBI7X;<0O!y72PPk5x&yb3&Vt>OJ@897tbApS{
z<@#%X*+C73iyG19u?D<R+B=s&y`p<=`NmTk!`$7U?))vUc%S&dI+<c*Wna?(Kpj=T
ze}!_Q``Nz}r1J@#imPerm`32CJ`>-12#T!A6fhh~`{)-7Icza%FmFJ(<<^s;21<Kt
zH(xnU&9nwb&r#KN?cN$o&wj`CYT{aztqCDVT$(pgu}Nf;oNV#;Tgd87zLE_hHIY7-
zTkPa=Q?MEcN-CcT7u%N2=Nw9Q+-!k4Fu!|}1|X17$28<W#AAI-tv<0JO89M-NWuJZ
z#uMq!M9<!uok%CUT57w;T`pbQPsmc&!D6e=%@1{JMs&1BnL_Uro3b<mM_DrluJPTo
zaFbX%q&n5JaR2urM-)dxb?vW}eG0f7g}LmxIc;u3ZPyC}W!S9!aA!265k-puQ#if?
zvGt6xhR*s`S;c?dBt)!Jq6+71$vaI8c0Kp_3o3=4*A?q%B}HK7M0UlqU3>~=e?9j+
z8Hu_e3udWB<-EpOhU|mo=%L^<w>?){<9Qz^8AHu9HBCjU7D&PyDvy;b|9WhFkaAL{
zAdR`1>LytD3xq_=i*E=aoX^J3FKbdHgk>)FVWeq#N+iy|bDWDDkaG86II&(Zw`tI~
z>XcEw20-_C7+(f#r9P@qrd7OoF#55zUo*&5QxdX{stE5s6b|w`+T-6I#Q@Yp1ne}*
z%jJTv{q1f?@61Y$*1Ok$b)++UJNbB}WB4Yp9-<n{RGig=7pYF}o&_uRf4ZixTYEi*
ztNa7a?*i?uA3gG_6*bLbt?)pcDd>p%Kwnejw|iXe?;;~7y<Q~1D>^Kq<8rAvocz$1
zcMJ+`;9pddsB~q-UEegWw|WN}uoSGC6PJ9_@*<l}56a)I(<j#*qPM!75&3o>I#x^+
zaF!~MJcQ255p(0wZ`Y&i!HbS3UH6S1E3Qx6i_<|dQhOY>F>7Sa>&09tKz(#E52q^)
zzpkf3(@*yriqw!h51}mU{Z=q6@pCJqefE|Ont;&qq0ksd8*#Tt)=%k#h|Q!jt$MPM
zkFS>`QHo58!jiqmcYFea?inRD+U4~WHG$&{ehLq=wON$=zDVGYQdhfHq<3pKl&<3T
z7O`$_lcjn6I0-KNEj8!eCJ(o{TqDoz1=7CzC1VF~S;{1hP&+Yjm9W`CnQ!2%74`8(
zBJ?*7EDxutQp`Z;5xD%g(%tv@I1LDGFczN0GZ^MI*{jCI&|S(uc(W!?%0loA(Ae{{
zMV>#Mxr$KP98q|*bSNiTb`xPP%A~3N1GDxpQ%%$kZ-eyaLe=Fl^@cX@+ls}Jg;fuq
z7NLDo8*oftvgbu=I3)i9p?lx9q_0}S?DywKV;iED@6p2?!_jUgr+ar^e7*IocY~!3
zw8;otp--BUZ$Pdqa}nSsk$Qzzf{yG?{8!{MndmE&0_*-trEU9ReZ?yoLpC<UO(zv_
z4{b~yVcofVe&jYjZLFzvD$oel&LJ4O+pz5s)grtm&V}Z|9tb-d>jdAI#I-tl)w0R1
z)COtD+BLh_2@>YTQAU2rhv*Zv*AP_0H!r70f*K*9tieJ%#l;i7rO-E60llEhV-+k5
z9V_bM^xW7&BI~M-^vpth*=|Yi7xej0+`~s(EVF_+H1W%1e87~z;mWEll&^4&!pALU
z6jXm(JU?v;9<aFvj>7ikTK)Pe+umQ$Vn9BLNG+MgGEOvi?&%4{O^vsi%L$-xn^F(=
zw&&EI)yZ<YVAG79o}iJk`OoF?2bvgO^tIPv<~|9qH%g@plUQ6MvjqW)zaxYb&my6y
zl*7@q$a_t3gU^ziRWbXxY#K$wI|<6u^}aFb!oz>@W)1{sSRM-T0#kC!zkf&6f2`KF
zv_$`kv7m|bO3kbmR?f*|cWD4Ug26hfZQsOkOP%4i&@IlqBi!9|x|Z9ULsA8461su2
zadSdEG0>5u0pHJe<m{Kj8z)3r&aUvjR$-9%yqpbVr^VJx*w-GO6ZGyg+majkxtC2I
z3c-${-x+9*TiGt^=xsdm{1-{GXQ&lv)61NGyPe4z7M%4r)9}x=(Qa#8de($qm&x9Z
zuc4e&sH%V@cux17B)0@1Dk>{gpPqra1@2Mz2x=M5S6~B7`hyK1pyQJBm#sBF#?blg
zB#{YiRDk%zmas{6b*3&2`wXQ`y0tkn=j;YoNA)k|0_Wt^=BL<r1h>Le^z==0?7@#n
z{Dm%jm6}7(dRA=BqTaKDq!mmN7P^}&WSKkDiFv)+)ahf0n>O{X$$WaN{EFs#V}bf`
zHBdZ63@>T0<hdB3v>E!n=P=Y6Sb_I><2tFjcy!eaN*IzadryR_m%E)k>tbL+wpqCP
zxkpInI44%cu%Ni&@zjP3e3`27GE|ceO}m#-{5LhJiXOB!j~s$cZLn;javjS1p+=zZ
zAIJb{G5go>8pt%G*T_UiSN69;kJeA)P^p^X-agk10Z@0PMtEZEnC_}WLrM#lbO(4v
zBN`B|7Bs$FXLsbd+~f+seG0>;M>(EIa<uJ_r-ZkoRgQJYN5wP*XI_xk#(ShvTd99w
z;S9e%7|_@t=PiDjkSsz8$(zCzkQ?-R*;Y@@D)<ZWRv;98Q=jHZQ@DW(b1ZUh{%Vc^
zL6M9PR6g{ncisex{`YQyMGmy+x7jQTr}JJSF$!npe4j`lw&B2K@G~N7PUM(w)lVbO
z5oA}TBQ%@UHD%-C8Jm8B(`sJId5$~<vmWYfwdm5jq%PHdNHy;xkh}4?9$v%yl$=<Y
zR`S0j!VcQ%OogloTHZQLtrl-frD=8QW;yY=u8SV!QJM;#WtUH7G9H<n<|aDw@{Do6
z8(-fh$u4{>?D^r^^@~#xKK51)@K`C3IGzA9$v%5i;*Dvoxc-QjC|{<Nh5VyWN*(E^
z;#vodmD72(Yk|9=X~L5Lm9oaGlT#?Uu@HYx@z#8KqilX&l#Aoff5*=NdZr+*tc&pp
zZ3DNYKxg_^=4kalHcg=0Yvm?=;JtHnJX|te!Su<WSM+;{`UyhoRaaNsNh;0dN7xG+
zpVm^#7(*R_S^zv7B{}pdf3@Z7$jsL&o0#Q+8iApWvsss4OGRek*bu#EJwCnY&zU7&
zp~}WLaDACE{MOIj4gS8^Cw-Mw{P}tCsSPc$8QsfnKrjJ_bZxI^gtg?Q+5FI4P1rgz
zk=d&bjhlU4sCmbe#o4$Mo9=NVPn#z8tg^9&)=|5+`Jzjf!k+%uxCL#kU-$y>m{#m^
z)tP5my$(K+x4P6j&NqnEo#Gl&*s4_teK+?tB@j|ZsgCWqt=VeCP1xJ6ndezMPrUn{
z`b#Hk&+yhVh4ib{j@f_E=l}$hZ<`jXwt7|VTi9<@&9m6f^6$plT%VhnLdg5bc`1CI
z7H+D1LiklA%V`|_+&!*r01d#uX1f9ENg0+jfp?)Jr|c|MjCET2oc-?I;8eaJMB)ke
zRF?){qUS0kLFwc$+V_5$Tq#Wb9xA&yH-BvRFYRs_51RLQp)=dg-qS-7^6`ksxNFWt
z9>B}|YfC1ztZ)>qLAO-Jf#tH#2(Bc{Zf$<p?KP_@0ZE+xXNJZV&<)vk3<XF1xeG+~
zYO?=azb>T>=BS;jV*TENTmf}$ptB8;&7eUmTiuz=qzy8y#BsDy+2ngkhPHwuPK|Qu
zPff$g*@vTFgH^yst98OaUmSwBCo@cYA8^H#+=!B^GQ7P^hZC*wM{PxCOR?BGeXxul
z9&{yZ?Z=i4QdjwAwjI-WDql$5qf8zgXu4|g1~|CoU$@r?>fW9E_MMrF(v(nRIcUzn
z=YFVZx_c$nG<5Z>S=8wd>tLgpF##m6b%k`M$!`9o^A7n?GSwmrDks$C-lMlPa$fCA
z^Z;h`e6HIs5!MqboC&=Rycz&gva4UY@3KAlVq;@t{Gg<Eu8>OjnP5L`;Zw<Z&1)v>
zgZ6|u?2m;$jjwX@uFf@RXq;AC?Aa*;tl{nHzqU}|qQOMEoI4dZ$~&FcDRWk|<AK!#
zJ!ndk<Dk@aAf3_$iyIWAUcfrZc`em#6Oeg^0`Y?QM>4_e%GV%*2{7-N5gSXK3h<zw
z?rtQI!YaM<P$oY=pV|2A+9!HeMUztjTCD86x1&t#KI^GFf4@wa2cCBV5|P%8c63yr
z!9A<wE4E{Cu7}qT+Wtk`sPgwn084J9d18<N<ShZJQ94y36g_>n^;_Q6^PM_x4Ci<N
ze5Kl`{mQKKh_WsiPVzqPHI%8|fkjK`y4uj-eyiVQEyJYnmZ=;Zm*i;fo|NpG#@i>5
z=pHFv&lPIUTWwa{xNq6r2y#%ot^i@%dxmKMq7={p$dk|6mf==y>siTwz|w7m)mUMB
z=cA`%35MP}0Ny%5&7Z^jNlOlfBnb)t_5}?DRJ*X@ynu~LwnyO!>*L5eBt<zZmGAAE
z=WeW6ZY|&X{`BbgX4t{_84;a8(wGvIS1I4gtt(b)eP>+&`jH@o1=}T>o12^k*u%Vk
zCzdV~NnHYni{thEeb4ybYnM$F0hSADTo%+rLuQ4p0WB7S#N%hUhW8PiSSl_T!ngPi
z2+ijbPiHR%=omf#>Ya5<R1IfM6~BNKRkB&3+0u{#!(|&&faE>W|Ff`Lsf*~_Ukhh*
z28}**P3}?D6rjyk<aiK&6fD_bk5>3OQP^pbEY9CRg-r>!majKRCSxskW;RH!S3xNd
z8O0kkW~ddNXFRErS@L5!6cn);|2N*VM#t?z2w0GaQf0H#vx3=HKwXoI!~?+E=Dv&L
zX%YTL3uglF_X)*|vQ4#SArt-4(`y1~gxbnk)WP2AYfL&}*}c6*s8~H}Rg?ahD*6l?
zGy`?&Q};k#2LKtp&cqK2irDwQ@bK^)d3tJT#k=UMIj+-afElW)`7@wn`W$%k+`M%w
zE*RpYx{;KV{P-rO>2#6jBr=bSGH6w#o@i-LS7?<jbMIU~-|W@M;Ppb7#&B*YkSxvl
zO@w&07&O#Bja2+Rp^$7c#>*j#=^-kpl**YGFWPM(=`DC$a&_N=D9N+j+3BNJF{*e*
z=CBD3S4#Q#|H9g#jP}P&PO|esDU&}svBj>TboYMh+OfjJ+0ZyNt9n6e6rbY0=1v8x
zhQ;yUGzFTafb8L+wRas&T53F+$gNj=Ny11gc%RQx0I=i0V>&8sCc*RNvxx5{X!gEa
z;WL-~_`})O*sT`qpmM<Wz>P{xwbkDNw%o0?!08XwFaVBZhHl-PpOFLf{ey$rbc*})
zT-1*kA1&|6@8~leV^<*+&&W=s#}1|ob5D|wY_@hyb}M;ExhQ_?eiYqHNl>8Julqn&
zhU8b^dykAoE5@~&*N-~Hrm(*rID1Vx#bCI@b-nMc!K;@!PO{UUD*waN8UKOn3Zo9c
zr7Uamp8`mBeJI1<rP=%J{FeAAW@oa(B)jvP1YOdJo8?$Sd#(;$>-hZcCmOLzr~EIt
zpKR*Mw;pB~upQ54tC&EL?9>zm??Sz>i{_m*JP_~SUk{`H2E+`Cw{)uD=%d5wv$NA6
z&2Svwv#HAGC(A8Hdy?~S&IT#&Zwmx#L@JWpwjHdOR;xF9>A6*JNOR*@7s^c6ISQPM
zQk&Z!Tn8=7H%lsUu{65v5Cr`V9~=|`Kp9+dZ9D)LXx3Zf4K&YKSy}f7gm+%5d#H*Y
zj9Nt8^?j?Y$=U23zFcy<x=L?ji@NoZSsuYL;ToQ08Q`cOw;nD?a5z48p8Mo_;Gy)a
zMav_Fb)_2L=Cm+dXAm{}kWy+;OR&c_*2?x206l!)QviVh7W9By*QDdajm@d5JTN^m
zAjFjKvNaB{<rG#nHWx5yU)0bb^cID#oiDXT)oes7a=r+?&tWX=2wUtmCy>*VJPz<O
z7c1af3ExD}?_H!Kg%wh<Q_$caYo8KEnYOLJ$I#)`(~YM6E?(Z7o_a|60fine_XDI$
zwtw-S7mD{_;(*t2xohG3)hFS<yjH~!;8-D?H`HvWt1Z(_L=PuTHivUUA<160w;o7o
zk^;bZ_E`MLGzvr@M1jfUqqAAqx5PL@xp~#=h@gvCs`i-TG9TvK7{^BZCi=HCzwkXU
zg+F`b!VNks+q(Ol=9{kdS^t#i-Hcg8JpSX@t-05T*5%?j9l}umr0u{y8PT#`dk3l@
z0i_PD9DW`_U}M!Vcn&>TknWf@c&LV*meYNp><Zmb&%xA_3t)k6fq4^c0|Nu8Q+(R@
zvG)}1Uy)d?9St=Zw2r2qQ}yV*dsh~J@>S650N8{bj72L?t8Y}XS|u+&VpKKm;J9&(
zyzQ#+g+NWZxBD|UC|)_XX#GpnyB_K4eJEfmc$Z=$wFX+Mb0?|O>N=nX|KN2Bb|<0R
zEAQ5Mdp9P+p*&TZEsviaLyjmZWBAJWwWOc7!{lQV#mma{SvcN39CFPo+^-~X*(_?T
zuCa(j6uH<1GR}+WDpwAZ-o;%)EQ-hrGZwW(rwKm<6>$7$acByiW#<a4uvrZ6FS?Vp
z<a)NT$Lqh>sm3^J)&d_n{O8#Hx2HvuAoe0Gfni(C16DrUq%HaM#a$**jNR<-R5ns#
zzTP#OR*UD{z>y1AlUuiEhZ;~90%KN<SpJhRU1ASyI#40SyZw?)`CK!9_BZnx7n;3U
zm@BsP&-hZK^`8g#W3gbNy$pDbLe7ujt+bkP4vvc;=a1FAB$2%#f-oD)T(y0Q359!&
zSJ3;fO32TGF<$2Kzc?QX^N-<mx~|M%=eJ^!$QLBONAFS%`^l$B<5D0Cbl!LlG*GdY
z?E<J8oQn@2-}RL{#oVy$uWg5~bo-1Wc5F1=<A8%hzd}{~kSD%I2sO-GNv3r4!tXhX
z__d!21kgYbKIW3Yh<fdo0Dk8=RJ}?K{}3EDZzVvSrWKuPAB+!kFtqCvq|Y02P?*1&
z!{VJ8`u*C+4K7ascX&d@%8_H2hAg<u-QV1X-iIa5Gh2Q_uBA|-(Lv8^bi=h-z*hek
z=ThWm_L4`<atgM9NXe-pTJ{6r{jG)xP5$y5ay$VH1JpFh|K8+y`9eOR*NU9e_N;rU
z0iDX{60bhz?MN`d@7r~qtAqD~ub}ud4+SpHXLu<~P5daxPujep3x&x0k5tlOnbC;w
z=C!lGD5bbqZ9Q}`Z{)d<-KSx7kraDa6cWnC;f%&E^}K5g1I3bfHtBi1stdNY-Tb0H
zUsW0}l~th^!D_5kwAZJxs@*PXeakhvjmWq{;X{g2#W~hVv4cg$M04V`u#cvlS1+3|
zX5KZ+_9$Mk;E0EacLLZvGFS_5{+ta9^DE})U9nYdfZsljVSIP5ht1>sldF)mk=_80
zZx@AQPF%xRwd!ZO2RP<}`0*pES&&DF??dQwetmR`1G2Doc=!7J`gCNEA9|p_%K1Xa
zOP~{$nI$h<a4HW#z>X*x=bHe)t7v#RW&l3|{ftSdROHn_Dr}q?;wGP~bgl=keARrZ
zYl#?9n@QrfD}Owq27ba={e$I(spXo-Kn*q?<}<`FbhZD-Fsx`)1Ybfv68fDFwYo|B
zJOx&6Us9v;E~*<O4LP`O&aI@4coeuL|41=}A;(sj)C@Y?YUY{xQ@Y69X!jU&T3zeg
zpInyc+fX@8zL+eVb1>rHe=qC&%V{e+evRtph+0Be@eK`_1aJN9aQW|y!@jlb&9*)l
z0XJ|w;xf2~!4nt}fY0#UaLZi5P=wS*>#+HGg4evRLHfK^ZNGK4c)G9zr?&D_Vpwp^
z`-GR@=h+);6%^-wrU(xOt7KeJ0@Rak?L8mxIbeqnoO1Bu1*>v{?yhG^u6UWhck>#N
z?c^Qix@CvP{Xf#!amk52?l^?PI{n!#CX%)x+=9bHewReTR5MN8hJedL%@t}l9sEYx
zUy)9@ouEf^RA*?<e$%V`Y~{u*Uo|c7!|N~`mX7LGJ<DD?m6or|rrCw6$>kzhY_*rw
zimxfO8u(+;-7X<XHZ*Vj?M`Z5lzW*@z#CkZNCuc-p4C)zh)o(0YLcSfeEInrOpKIV
zc7S|SL7-{N00nKcmwNezHQ)0Dc5#_|V`4?K>}<+D^+sP1vD7e|*Sq9FgXF2Fh6R2(
z(<%dCenK<qulHr2b`om3QHC84os5SMr*%jO=R{Fk|7GKt)4J2t`;g@J^Uxn;DT=Ve
zO}DgIgDQ>2N{ytWn-3Qk$g%=*plO29@pG_{^gQ5;yy50ai}L=%J()7GrtM*Dus*mp
z7>OwcRObbeE9Hi|@w~ql8>Byfj#_7SPqf^eVr804YY4e){kcMnEb-i5xEo*RuO^#O
zMUJSh?c>$pRu7KYG94~ZUU?G%Vbgjf^46`jAV=>4k%8^f?dIR}2iGcioLLn#^jV$o
zByUU)7ip;dL`(~Au$*j3`^Uz2q^rU3qvw@3c^SdEj0M??ci8$2d!4AunCrh)_@KH6
zdqZm|!fcy#*QRCeaN@*Ka(!@>=EtFW5IiwO95!&*;DaR+rPh5PAPUX5*{%Z<U5H&D
zdiW*+EPxHfN;@=16K^ET`uB(HbB>m+*50b=#IrBsxmNvi2J1~Ob)JG?2{x*Q)$(u;
zlu)me*0PHf_lk{@FIV7lD|)icGbo=VE+6UiZ#Jnk7>#YTCpRLx#+&nwel}sf;ZzOb
zUGBMT2I|?GNB(*UO%6>D9D^&q91B#=lPFv_IpOh_$=(UFt;)^PTSsq;T|Gkd?s8HW
z%UHgD0uvZt=%sg4F!G%6*a#v(WA5NT_q8OCgVZ%_p!Qz}$2;|;J>zo0=C5NO-uj_N
zryv8871dpNGXN7XTpCv!9I|m!_L&}-GvazE6aW+%xHv}wsop>H0ZR}}1)WOk37L&q
zJ^%jUzwaBCgOKfqmS?(p_0m|hoS|T5Ph+~JV_=R}3F7PBW?SHQVd#baxG@x(NX63k
zR}a*5D#rHn;G2c|;_5kEzsxK3V`Q}Mc_j3HKfXdJelsF^*Au!RDysM=dw-R0?*9Xa
zM8TgnQaVkj-rZZM|D!tRl2pSsIIRMX@VC0BAX)6Gzd~r(mmv7FO2!;qw-u(Sk2s%m
z|Dj&1&=DH{KHPb9ZSd>#{m#uf7k_`WVd|(PXgU8B!3tKz=8RRVx`J8}&c=z^#@snn
z_qDvFwQCO4gNF}(0RDKio=d>~314(A-H^@bt2KK{^IRPrG;((LpbD94i=l^628O*V
zxWLIc+|Lt8#eY3qUESS(y(W<l@Zt&ezzs!TJLt`1n@D3bSF%-|BZQhB7*v_aBDo!l
zQZ{%2bFiEIGj#YvXE-nsV2ON6bDItS?NBH}|8tq9q5S+A-{jw#4Z#z8he0FVmQGH}
ze2`B+aV3P&WowEToOM0-6q5d&V*GXzIy|8^XfSvqQ3(zntzaDb(_G!aXnJiD!&EAt
z_fleeav9Z#w5&^SZG}IK@HI44)5M5=aDA;>Bum_eW9)EP!V0>TrD(vm>$co2%hum2
zQEnBM*2Xl*tlaFwry6~r+A5OK*iUuU_xhGsZmiB;fa>MVs#1aN+%s5MCG`5l>dH9y
zjS2u1OY9~di31+5U;i2p=Xh98#JH=9Oh{Ut#V0k<zwTE*8L18Dv?m0B4<G+d3_zfO
zT?#;_yz<LN5B$$E0d4*EOQvQwz4H41)7*PUHT7=MqESR_fW6RdAkw5aDK?}ly$Og2
zNbem2iWNbWUPYzX(0dgH=^9GtDAHSm&_j~9HvZ1J=e+U8d+&}r-gr0v2t!SF_Wr(a
ztu@zNbBcKTFY-z7_mR8GNj)`|sVWIn{+Ae?p6&liUGiF6kxOPOT(a&Pkk*Q{+5qlE
zy*z<Dz89Tb)s8uu`CV4pX%A<{7IYv)r2R=dFEQPX&Ox5vO|`H$>g!=hRpng4%vL2p
z8f&jC0!Hyp>s20+I=v8r=a9Fq*)M`87-g)ICwtvOBE>7FRz^g?YQW~w=c0L1ow8S7
zrZvGvxLLWlgoL(iWZ1zNz934z%_dz}XS!&fwBrTd^d2-z%3cW4EM>oURsKu{3!~&d
z6h9UTsBD;mZE4HNo2u3ALyHxja%q2i((JH^<$biwu*r!EHFel8p+zSv?3ymtU-e#3
z?7uy%KiM~=fO>hP)PO-my8HcVyryCEOld#F!-*9Q9lO$EK6nt#pdsu3Wxbh%E%{nM
zxtj93Sfjsp?F`kx^plSZw)0G=zWYBfhH^;dReQ%3ZP-4qH~%Fl_YaL6`pm$xJcL|@
zO{+{qDp{(}r{DK^&Dv^ViKI|_H@<U*D=I7Xx*+Pp>uhuN(R`$XZG+2lHJx~vtUG9w
zXe@|3J~(_4lANay3}wd#G%i$o`sS5O7t5|Mh~swlGR`reTkQPZ`Q50{ihW%J_+*}g
z3-d7C9(^^5+Qd_CrxH8tiaZH+jo$TyxD;%=cGsL@PfrRi^SY%r5y!FK?Z4(J;(iom
z)9v=M+e<dRJzMQIPg<hfE_V3jbZ7{(@wa;_=x?j$ZBEU;F8VTBKOmiY+c{V!Gb}iP
z3Pp3p^5$oY;12Iwmq*PkLPAGgc0fkqjKkm6OA(zxyrN`<pq2L4BT!obKgwd$u?&Nd
znW_aP2II+dzX&wn7T7VDQ0aJ2buYW0H#H;oK1s?`85IeRh?&eU$*MxP8!5d<$QX|x
zp<v7R$Vw5-rS+*3wUis~uP|8`UT(EjdE+(z`Eg5UZpN2GsAgUs4ThC2q{Z-9^FrRO
zz^0tD%yGa%`+F<2kXsRHPdS$pchqLY2%RFrnJ2W=Xj(b@GItYMluVDNwLUK7yiP72
z9qf-w78S4&Cv|HLhLI7%=uKqq=ap%L^2}?Rfc8>S(rT`Kc(GKG>9OJEFuR@qez`WT
zdovo^{Tgm->@&gpxax#}qpPJEw!<FKKPquWUt2pBERuDGE8TTqvJh&{Bt+YhQN$)4
z=LpvA<4)yt9(n~26}r(hs2Ax@r9v|np_l<HJ6BPh{bk<L5@*Jg*(Jw-?2CaYe-fnl
zMbow!4-cj_vy%oUE=yhfL&^L!kmfn(E^rbqSuOO_9xWrITu>QN1qmayx!xS$nOaza
z)RGra?^c0CsZRu<jC&YUBeW;mw}R54q1aE<sCmK<DeT%rZ>llxu&!H<Vz^~7#mC66
zxZV28G{7b<GPhbR&qvsV`)Fb3r&5wAAq2C4mE$3M-5-6z>%h?09m8_Nh6C3N<slp#
z76&MRG>k`EP|Ms7W=Mg7bNT-M{$4UN9gBEN3p=m8=Br7^?Qok@Ms|yFw@QbbUuCu-
zCvCZ?5Y`Jy_*i??I94sc?%(Ur`db0uUQS;!Q5HBrGvAE&teu~fbFpJM5R`iv8yo~5
zD64s4yaEe@zbesJ>Icxv%^U&O)P6_RZl`Rm<1sK@sxD~JQIsErI`_#XZl#yDe)8yv
z=^wL%oCTvC#<>m+s$J@+x@(7Ol$~&UuDj<%p*P-Yn1}s>4P}wbsU3l9(nS`-wd;H3
zKv%<HVW?cgu)^iXhid_A<s^Vw3Ufz2r<fVNXxJWXqh}W4l7|Pg%~P;0re9Yx)dQh5
z5$mwT21StAFO<V2Cw+zLj(x?PpC2+7hD+zL^R2yC#GJHY+hH>aT^Qd=FL$2O#|6;P
zkKh-IiBs)yI+)+mE8lPE14S6y)zt&gK!S6JxD`OKd%O;PxMr>z9$C$5L(a8|k0cK2
z4c1C!VJd{^+fUM<m>wKSeP+L>M8}8S*7&UO+~<tf{DhPd|F!binhLS9c=X*D>_Kp9
z$v(X}9`pk`1p2sz0qWfsyt8&dSTE-FwLyCvqC_aQ^yS#rW~ZN>R+b+yo6mhWMXhR=
z-P`(;d!KM{6eWe1`Y|AFan~S0vW$o01Zp<x_d9jM`;TjfMyA9}U@BPaR>>-S5ZgQC
zgRofjISE0*yYIa0L58f?RY9ToEHl1Mu(LbAi6!gojpw?8H+6FFSyJC*_1ktd^j+<-
z>dlVPS|#6&=}#q^nkU8Hw>B~Pc=VluJ<8(MApep!r#n_lF=xP3*!|LNiq58>0&j7r
z5-umnz?!%w`y<ffSgC2~&mB(lCypfCvz8IJ+Tw+{Rn`-$wc3idU&_AdV$465&ZG*E
zB69|z?3wjtGUDp^QYJ=kI;I@-ns9}^BYgVz*s9mW(oGH(qw5`~gM|cdbaThy0i0wI
zwt7e{f=GIhU_Li$6psU{x^-pcz6%j;XYO2fRbn%HzBJdeG?2=!2<cdpU<D^vaMdT&
z_q!*gI^M|$|CuPLe2|9q^9TvE3_#mDjc2?HSj=6SePR2UkLvGs5;rX>IY4?ZMf9U8
zhY{sD2@Z~_Jaos#(r;HV39^R9hJLkIvG5?_F895%KesJ_6FtTC?&22yRLGc>a<595
z`PDNvHR`@W(kry3C3uNqAiQ*`y<*F4yzuG@Z%0G)&53M95?{Evv~{sl<hG9ZZR6Im
zFVUNP-%AbOPv#Dq6i1yTx@aaor`Z22{?{G(=k~mk;C+9o{iI6YnIv=bw0tya3+WKl
znl?2Y{7^P*m$h7-Z`qaFAaT<F#$B~@Diw0e#Oz6Zzk{TbEp=-mhm^r|%X#{R*8Rv1
zWMmx}5i=OL5~g7u@D8@$P9Gh0QyX?34S3ZUcE$=r^@Cf)kJeI5DA`~hD&eWL>*fzg
z`oCu7s9=UFikH0>w9gk?#eaO!!O9kuMJ~sI-oTH{#BTIMqzkATHcTC@eX4niAV>$B
z`bhZO$3M=8TvZ1-9&P?4ap%c-XQDNx+T1YFvGL4{Rp+))kHVml<DRqqg4s{F{J$Bj
zln4=@-FLpe+8;ZC=hb*Imj8NhrlmH61vBcLCBjyr#wdBG2eDY+I2fC`CRq!^b}J3N
zvJgn%2$6#?(uKvk{0<h?9|T>N8&}fOm!^|Kkj=~>Xda|xR@3`*|FP_!lc3F^H>DfK
zai`ZJ(YK_t^GcH#Wt)&Qrj#mBy%~f0l>D%8rGuw_lF8VDRJ>(lO`J@0>H5~uF18A=
zS#@W)fc3JbR+N&n(Ku6+u3eJms@<^IziZ8R;cvf29nv^H13DZ(K-w(LZn(k{L?iVJ
z&4W`_6Eea2We!FnGMp*kwqm_DHBx>(O(iZB+_pwrZd*l8$Mt{Y(#b7~{H>#-^Kaht
z?@>DWbLiTg0_J`ymc_3Et>zk#8S#LJziOt;&TaiL>Zpcdh0ulo6o@xkXKs(&56vDN
zE=+zv#_<f5wGO<m$dr!?K9`6LQ6yiOmmGvaH$>#J0t61T?*m3#V@WNCDH}V$mEI3$
z<PC`q1&)MdB$fs<iuRU{qOExvjG@!_Mq>672?Q5Po?wC*gafzmR2OnADUsSf3^vkt
zeP3yB8USBGE5umnE=yq~3+gcQ4NSNu!M(&IqR44fOXy|pk%a46=TdXI3$(dl`>_ce
zb!$vF*&SI+TCmS)tsjCL)@x=DvpNO5D4RUjS1U_W^^;8_^<Mqn@x`P+o>biuQG6Fc
zZDLtMe)vu#9L}-A1FIgY6)M!x(6}oqa44-1>NGzD3*sD`iAB)vm(D#A*yJoK&xH%N
z1kqk*Eu5}kRPNOR*`{?nOLzKRY@0w9CCU!u_jZh2VAi;o=iPdj&1K+n;C;Bfn}|nB
z$I2!?rJWGaKA45hU1-rt6bW{1;*_#o0O5xS-X;YVt7ZKyUu@eexAjZSQC%84OaOIA
zRUO{<j4F;wv)I(!B^~o!WK0G?5E5?P8BP|1N*a{H*W(5Z5=gr2b6;EL0gSqQck<Hk
zf3*Yoyn}k#zc3shKC)3B6ZueBXG4E(y+@|F#Lr#T*tMmzpgaKe_UT^3bDmhL!OBvF
z*P|tsw-w?nT)H}(a`<@v(x_h{t_>D3+kV&%*Ix68(IkT`JFrM{0UHnri@TDQ-ZZFY
z&cclD^&teCz1~*zt@-X$9^c-73ZHYxcX+djQ6L!Y7h%nk)*+A*a_9pf28QGyavP@r
zvRH7(Mm|&UQ=GrI<Dc08$+f@W{5`(v_162&6_`r$qLhXuODWk4f^-THG^9}SUbZw!
zIW*5zsS4$64OH)#A#9#+fRxptp+avge!TrDRPk^BYq>dRG`?5KcVK*A_y)?qHASLO
zuKf^Y*)aYT<K-?4&p?uj<PNjQp$slHZ#2ACA*+^71fNxNZ;r&{avdL8VWWB5pmHy2
zpXqXtdAE<AmYzNbY5%7z6{GXT_5+t-(}wQABQIXVo$|IdV)OO#%M<UHyod1&(T*EB
zB;{h{SKfB$BFbMd*-Vj&FQYPk1YcTsTfxlZ+N0h}J6I!(VyL0kGA>848=m*%%9%Xr
z_kJ;xfv>bRrKyQl-N>9Fi3+7ExRUvOt>h~<7C%3)a`e>w0g%FgHF^}mRn|6FO0m7S
z>L)Roxjl3f)2Eu;ad}U^zmP%s2aLN%NU$>g<$GO-K#px4yTP2CixWGXNwyKF2JVNP
zNL12ze@G-TLt4+6xMi(5WnMw<%MCh!66*(ubK$GK(nSOKSnL&XIRhZVl%!!U!&DA@
z{1Ol<{QCy~sfF5b+J2ce@-Uga(szq$!ZA$eIEpEU$f>RxS6713k6o=AmQp;xju+Vh
zRnEc8vVWhzEr}7*GtGh@R@z%q6~(iAwJxcI#LLL?G?)Y3im3(qTGayG?>Do@b4uX0
zncnPk^16&*)l4i<7eBBb;lh3r4QPLn#rOT3-{agf!wOAnHuaBCvQ?*jV#ZbX+u#S-
zc!+h2EEk{sO1Lgw7G=k&wzMd_>jqqXw{d%=9_r=eF=4EC?E#V6^|fA&k*@Aq!(1{x
z`Te0?s4rph+Ugj=WJuEnSch{O`)wyOhj`2;6sT`gKS}HNnK_|g7;C{PBWd_7<%G8P
z!0fq%?li5Ne$d*MEx6wZU+<4+iYS^_D^j=JkgPnc?V2Od)wKe3B7*syN4=B`;H9-a
zg;5`<un(^=D=Aubo++eBzU{4qA3CR{CMEUBQ?9{0c&CK^@ayGG)XQLd*05eQpfHB6
z5h9n35m+DS0Q?6~hwU?4k}<5COT>-L<d|bAr#fhdSdSR1%Gj>DbzFw)p@JuU*q3oi
zK9O>^&!^S<>Bt)M$Ad3Qa4}R?nG96WXe8D~_WF1~S~nyFuhcXDSX9FzE!0Q9c^58Y
zVB`dO+=1}OrZb1mBZ&fa<_Y^hqFqv2I_cK0ZAi6(-p*^l^^CB2H(8}w+th|uyFAR0
z!*VfVk;f@KD&}uLwCC2&lq?%Bay5pmqg*F=3q^d<QD`mKoE8lR>(5^U!eit}qNtZj
zg^BdsVHkR6ieBgKtlJ7-7u+m$uj#)3fmDqs6axYVOzW+^6C#b)Pu5nY&3GHL4tsmq
zuiErP3(}*OtX4~DeTGEeEh=C?A<c;$_Boq`+bKo+;lnn(%dXu?JyUbxH90F?N0`Ot
zP=`BrXf5-mH`C1P7dCeoWo%~9_(Rb#!ybD#wXS48%Dq509-8$hZ8kEKvHL0}pM`1A
zm^bQmAsuRoo2Sww1gN1fQvJto_lp$hGPEerCnqm$ZO0auL?ctNckjTZ-y8uo7NyaH
zBCOdp@?3@ss|W&^!+CNS>ZK|5ZIOA$N)h=xiEL8*cel3b)qgF^uX9^^4Dr(PJUVJ~
z$53IX{N6&!?}8G{+mYJyecLUAcaBwa%#<9fw3cuBP9p})aYmPzap@qwia;GDW3oc*
zm781Zj@WL$z3O=%jGn*vH=y8!018f3JqRkJRheU+FEf~V-R~jpWX0MvZ@eW+{<t_#
z%HvZwJU??txCAqgCC244qq!n}lvirV&}(V8CD~ei;{8iEQ8kc{$W)fG7^aKR@w7$A
zFS1qpFR<_Sm*3bjv1|ysPsq(&S~e@~PC7;Rb_X$(zm&GknWuQa{j6pz-Xq+lc~0Hx
zd69EK(NAH^MJ{abvya4$YAikLUS9SWmKebl@~J&fGVJbX`bBv3U~F?4QoJ;^C$xZ6
z2GiV+G^4(AtHYDp7Bh!{9pu`T!bf4UA!D{4RpS{y-sU}>ep37lP`TxWGJ=zpjKZGZ
zbNp$xYF=AjEpo|fyd>gH)vXG$<jjD53Mkb$>EjKm(Thr0zm7;U_V(7aoh891P-H=B
z4~u((knj$mo6ZU!B<6D>1)FTWyU<rTs2g{0UB@^zF=Qs2e>l$h`7XA10ZA5Dd6|if
zmc4|`?O)F2m)*I9x$ayRQ)KXo2_GJ-3$gDJbr2^@Tds;?t8`Ls*(*d`{74M939TVo
z|HOWBzkkxQmXI>!#=m(Y!R}^S>Xx}Do6H=*9~WH<cN$%e(Dd|gSpQ|HzI55TYtDV<
zlol?-nkcf>^GXUx-ER*m{~=5pTk7Dsvdz(GG>OGNvc;X{SXunmTY&mx-@0sagkmII
zY5`xlvlu2_E_2vJ_!@S^Lg7rgqBhJMM|O1T8)QS96|1g$9F8=HOAsW*t}2a$nM<9r
zA-8)+My9Uzj3eL&8V*w>{ZvQ<>b`1b8gD!o!k@4tt>j5=rt}!o@Zw2|vyOq?l<OID
zOX`aH>Ir|y3r;z*>HA+s>TC-6HP8Vq{&EZO+5M@`TkZPrOR+@We)PCa$Es`Z?;g|D
zpF2n?yTwVAgGa$~$}gO}j^DXqAteUq7v0Gk!$c3RWDpFXFmp&@4ZYT*uoadHVIe~2
zdy=j#5S}b>B3LrABCi6L{K2G+rlZvE?OL>txq6I@N^N?D(G)#CyK4)tb(0F^-_Vl{
zva$)-_QI5<MEQo?cMJ={f(6;Su}eiOEBmp>s8Tv9Y$tf{WFojEoMF&2)r3tg)V7kA
zJi$s6SBoKMsO!7npd&H~V}_raCPD}3!&JR>w|WFDhq%-e^VJnqdWia8vtWr{P&s{$
zL=>}}l}W+c?l<ty=-uI(Z~eX8Dz>Ie{#%13%H)v6$gI@O821lG&WY)zd`Po|rQ;Hc
zP2_5ZdPo>m)N%rL%zgK!ypAvPw;TG_4Q+K30g@@XGW*BRFF0DUC0g!24WmiwQoLH8
zqyfX3p3lLRLTomk2q|U_nx+0*8M)!?hCDj1<vrXhqP+`RGB^t3pw6(tq=U#V)Y_GZ
z85+Z*W%EO9JRT~s#K0m~lWA!*W~JfwV<r8P?zuKuGa`&OEpCt=boy}i1N#_hZVzba
z*m6ME4CSy-SCRe$y2j`3fRJckRnja&@bsw0DO&5!m^~=58+HaW-wcxHYQu6#+7e^t
zoEDgETto_tZzogYd87smw*H7>CpR4piY$@FfaT6uffzEa!&D(W+DutZs-INqX|hyU
zRNMO9hjxmARyj&cC94MeieA1}_mbgSiO`>;oVJ(~bSZHu0Dx1(6t{>+u%dqN+;VlQ
zCeH{zR>SZ~Q&qvu$cHI`x{sWroRs9mX05P7+Z0R$dAd^5k6Bb6<XpsGqfi!tN)wVH
z?>f)|cZ+7KERq*FloqQ6lxz(z_&O!7MAcxwbiqWgl9}YV3zV2Gh6Lt`++{1C{;F1(
z1%eA>fl%^dl4RUk?3_@nx8Obpdv>ldZ0{ogd*ZL5WPSK=MQy$3GTaVy8C0L?ev#tV
zuvQUftWPRlSyRC_45#Sug+(gUjSsken1{hI+c-v>9Y)8`pUB=UduA{1Y)mJTn9h<l
zWS8X9KHU*71#jBg67}5pydmk8OBeS{v}6i<!t6+s!C4+Jr7gVJ%)3QwWo>w`s_Q*z
zEX-SJ=$!0FC=LD|&@-$<LK@lKj#k8CvtqVK?$q>;gL}UjR+`hJ{BM4Tz0$_~AA9B5
zli<jL2bPUpSV0cOJBPxhDFK>g_f)U!OvZu$%CaQ419WwM3L%d#x|5^YGvVIE;~}d`
z(hShmXuUQ*pKa+>ood^KIvU1#sSh3PGSKkYC;7M0yRD!Ib%EItj7RaxL}K#(8_9mG
z94e$V&5HJ1BWvAj8d-C4z=r1;)weQ0(&8~BEv6A!WyQAeJ!vOq^5JHhm_8;|OgKYF
zr@21t@~W7g1f^g0?MgOBit6pSY0F`vZ8T@KU*(EC{mfTF3KT67-VX+P5KS1H9w^QW
z{x*VT%rOG-sJo`E*Eglh`8F1sX+})+``2tpzcv=*&w(6R%eRQV|96{38JcX5?`IAk
z3%i>1T9o=S7QtrIT-pP-I^q0#sRKQqJk0EYO`}?UI}MxbSZ%-e<e!`6EUcoyc_!O{
zz1&a<_Fbtw&X2>8nB(%LU0rpqf+H2$-o((A#KIKF9a+h8144Y6x8gn@yaEH<e|O9k
z2v~hM3;J)>u4;Lkez3(2PqC)BsR)Q0piuKUTBCIn8^q+EQF($9t!6%kd;f5nOW_LX
zX<dpZpJm-M^_@_3L@KeNVRw>&(&Zw%+s`C~Kp7oUOBA;<Y4=@R3*Q9A?s}eh{?<*`
z)96&y#Y!CaX-Ima^e&Hj2Dz+-VJRfGg!Q0q(!=Iz+`Xr^uTvoGkg+<k9u-1!o*CSC
zr~fzzx2o#kPWIQYWxGB$TZQ-TI|Wbjtl8IP)e3E1>c|b!PwOnvSi>Z!>s}Y`LCN|i
zi-i6^ZkQ^Vz><UBLH4Rip*C#8yEO2oyU?{hc(VF?Y_N7A7XO2p%((jP&TY=~!dqX@
z!9bv{-X`{sb#j)>JG<D6%+6^$ktVuo#C((F#}~;m!&^;MvRvriJ8_=*N4cIu+?gb}
zS_OvFJX~B|;K-W=9tK?J&))!U-4F1uNugyF=_cxeEGQzE(VcI4J0&g600;KMS#I+$
z+X^_?QWZ-Tjir(s?G1B>C<z==ekCilT;oP!oE}lNnu(Z$of0<;4aTpC0jQu@$cyE7
zmly4fZ1g)vTPbICJoc9*Cs(BTRURqlPb*(!fjO)6td$WaxttYJL>3Mm*MPMpYsl;O
zBr=nmj}M0+xuD*-!$FktD$>Rn<p2tZaG!h09SM@G*nD6H3R`tw;xVon@@o73@djc6
zH22_1?x-K7I#y(Oj@FiHWu~jCLZnIM!m~IWbnD-1PBwBXt}m)-DMq@LvZUm47^iJ(
zFDxt?Ib~c90}}r>sAjh6xYkvw5L|Ie)#TjTdqOvPqqtHHmE9)s!QcaD@2+$B`9HMV
zsJ+YD3ec&WtUkw+z^xU9r=V?L$O8%rCqY3RW%_KVk3*<jR2AmP;#aF!^|OBZBKTS+
z|Mjncmx>+xJ$5zdmEgtJvXxg4su1xO#3BGqA&wgCYX95tczj_6en<ze5|LoA;xP7E
z`g)dm4v3dOkmg6eY13?kj**(8BHLqfyXa^(;wxSOw(i1?V_zB;oj*~_wXTO-jcDMk
zzOOYax_YjcSGVAQWSgg1)(KPY$|Z3dY(;Bkwu}=y%bhUbf#YsCJ)28cyR9iM9&Cyg
zetKBb;or2rb02)tiZ&7;A?v|CzMAaq?3oO)dyj&5{N)t0MFQFSCw#<jQk3bRn!f)K
zw|K}HCA~*(E)A5|!JGO!JU4J3;ihE}O7B>p+I#4Gl_x>SwDAz_8G-TJA;p$m?9f8!
zIPe^CkLEEbIW(fJruGrkB(u`f<rzioiqMn4<df^tJ>TVe%s*Vsi1+(W<W-(a<1Iyh
z2x_}at##9AHBOY%tb?GPS-={%N8j6f^+RifQ}3}uw}OuR=eMz$+G|;FjUCcS&Y|(}
zi;m=3mAEnM_qfG??nfYpDtwQI|I_zi`b%hh_~r*FqxT*NbeqANC4NYE1P>oQ9Jow%
zTnkwRFRgD=1U;pthJa7cn}xj^&scn$TeSiMxFg%NV~LxSpR45QMOgcX>=s4WGv*%j
z6pw2b+=4T)*fTF;seW*(>h!l;kc`Z~8`PFqJ~^|6Pqwa&cvGg=VyUq%y_0XGP~y+8
zpC9(1OvqO8x&05Fl~<0hvg>01>=A^%+?>~+pY_D*YPZ@LVTM<xQXpgd!X^8mTA62#
zaDqYZ4f@ZtBjooHj15P`uP7Jw;=_DK>WW?W53X&}<<+_k`uUT*4cEMV{4~*aUzhp9
z7csdwOZg=o>-BJp2-j^)l3V63RNYyt|11oswC1^#p13OzXac#vP7pDBPORf!A3OZ-
z*2kB!n??X!w}-kna6cYR96;<YUd`l(ex+yKR!Le5`#sha9e>)4BBA$MV6c@Z@g6$y
z-f}AsM&T)!PJ(aops;N%u0n*EJ@~oQn#FW+j&3m5x2kfjuUESEYNm1R?^|9}tfjuc
z(ja7`9FCUWp1sQMAiiK?IYZQzRv#^(pBOQg#s<_-Botl?NOsTni#kn>-nr6Q<(+9Q
z6EfIYbEBfu=tl#I)dEjs8p~ft51l<8eKq_y(*|1IXokMUzK%FH=9ieFB|bd2D#jGc
zez6ruvO8Q?g=|MXa{Xw8-&fX8y%>*3Xa@Y#oC<#_eNS7PZOKMKK|wjB*xl}Fb&hWS
zb!uwr`t5s5Et)s1U#``xs?Th_T&JPcF{(Jfm>9Cun7r#TVW*!0=fi^l?b`-XJXsy;
ziJ8=^Xb<nvy%{byG%KDzpPMv1yP#Xo>2mnrN;?@p8u4RWh1IyZh^Bp2L<pEn2NiB!
z)BOFaCI6Vfl>^=>-s=|@4r>yvr?O+qb006nmS>pYycgDKa@$GPQ<%LaRO^G@wV2ce
zT5|Sxa)k`n3PG;oR7Q&R?P|ZoVX~YRLxdod66czKXN^7G4UJ^QNih}my>f+xR6QkY
z^Zk^%e-Z!T$yza|2Wl@UW5LqoYoQ9Kp4GR&72(_x{U0-9vWLH$)$Dg@#%J!|Q=y!Y
zSBG}4v^0o{W&1cf?@qltw4RikH)zFLxK563+Q|MLH>iAtKhId07!V@<tyA*R*d<2W
zn6+rM_UeOb*7X~`Y_x%dDbuRJ^;)V|f&V&}H@qpuwSh5{32*33er!pH3|i<kys5@J
zu2qlLH1&_>e{#183!G_kxkrf{*eXr05h>HRvaJ-HC5bWJd$EeY!cMo-nhMqZtsW72
z0*CLssus%=3)4Y#%)329doiPwg82awv!q)PEaF?1b4ReVdaLN6)HfD$Wvz>E6ca;-
z1xJ*$APPrlhupgmfeumh4tZ@=3jyxoA98C<P2#lLV2>YW{dceH)jLVws85|3y`yZV
z%(Nq(bRoad%zaKxZRXCoD_!G9JN}tASYwUP8Xm3nqeQcC>A6U5dTDLWooW|d$9pZi
zs?BK>NRqx?iydb*wPk(y;KrXdg&I?r#v@dw-zA~EDT5Q^pEl&bdXh@x7a!hV0S6~d
zJG)%1wnrWD;>02HfHg)BXA$rCXM&R>(WhX@uCxYh3v7ogiaTsioH*eHqgdIT)oJg&
ztoHZ?Y($P`2AGRV78_kF(`#4NKxeJ-Pa8T}y$k#JjD*J?H^v0yZitq~5qX##qGG3n
zirzyx_wwS1pZGt)k00qA!b(5tx&O>*6(yxE;Lty^9d&4+t-t!AF)2hk6T-b^TQom|
zz(aWl3N*I53oY&pgKwJao1O|+YiQf3MnptZfbXA{p&@hC0@7^;<!qPci&5#fUZ3RO
z93Hzx$)bFGW=W#s+-I>U`ZLz=OQyBLoTvqD?^6-_*_7Ge*=EZ`)3vxkj-t&lv~%x=
z==CEgln@iX_P@t#kR$f#p&$k%O3MYE{s^>x)!_=)u4ku=(!rx>7Cap^2$SurNEf=?
z54y{dyoQ-DLAKzW-NfRpjP(1#i^h)n4qwIexz#z`ojX^Tp1Rr`v$<t>CZ>PZX^tj#
zV5N<UH%pY*zF>%6`Y6C)=6E298z6$T#*p6a`r4i!J;zq2G7qjqlqQ;QR_NnWZQ-&L
z8T`Us{eUwe^MCP-AC_;E19;rt7@L`yZT)7Yq(>QfDFCBGqbpS<CuNEL>K}hlz0;Yh
zfhKU`Vl4%2h~Aut6>}VuZi1ncf<*!}&8%Rk!3s2%5k>1ceos%&BQy54T3b|FIUzcb
zR#|S+_~|4Ck8%!IHf26HKT3&>|HPeG+EfyH07e%QYV->fyf6E<w03})bGu9Z_ci#-
zn9b0}ms5d{|3fV7Cn-wsU(4aY5~Gh)NlWZ%;MKK}Hx3CC(n<f<65eU6|JN_jW5;p?
zE)_gAR0K3-=S73eQ185Cu?RzU=fyUI46*LK-nu|l`u9h92_%5*ye=R_%)hTtI!MI-
zz7!A%)18-pGBUZk^ZNhnZ5=mB=-S}~Sy@%pH<_84-C$Sr^y)<;46b6$<EooGweaa<
zh{oD~4T1gFFQC3=_BHT?qKb+Z1fee>?LlfZ%`GhjdnMFzjH(AJ>cszFyaTw^^#sP;
z0@nQzLEo*F{M=K#_rB@5?`!<>Kk~ePr-_K7*}s2bc(YS)AUElM>K@*WfWcbiC5ts_
z{9nJ{FJof_EoLD(>xR*<o?Ju8@_W2<yNUDtg}3c%HdDcd1j8cbbqVSq;F2(0x$loA
z4vuCP6@~xGuZJVZs#+D~wo-?NV3aj2%e3iD1$ej!`H_7Zzw9cpAI&|<qp$1NPyr5<
z?(U(z{7p>9wv7vFTWMH*?z^7~8$fjYvy4eCTNG@%+IeBy0Zkz0^ioKpl>Xu3<YmxL
z-=3aJUVA{spI=M8lbDNGsX{%bW@VMRyu2&~E)!D3`NCx)>Ch|MlYB<miR6_uD>#l<
zS+c=jLUhC<3Cf@|^fYMgcrnLM&*@on=jUzaC~X;O?=#_udXryZq6~h1X-Mz6Vl0rW
zJ4=VJeAsS|JV`k`f96zTXBwuKtPj2KN<_viKAvd~uOG#0=mOq=FoLRes2yFly-gz*
z9uIT2UUNC6YyF)X9nvs|7M@!^$zVOWO_&AuDYu0Iv+9^joSbTiSHVP-vHmW$FREyC
z4Y<PQkV(WWm>BD=d3Nv=93*DFFH#l4*k{0!)I#3o;m98;;3f2q@(~&zY%Wg(y-<0q
zMi8AvTyUfhFMy|ooklI1beb`4q$tq^tI!*@4_4uRvY%ejqj$X+W6bQVRpUiDkm`Kk
z>p#E>GpnbJJn9F?;1%LBpWh_F%fA9PPjjCS@)b4K`&izuc_e6jDVjciQrHPx=jP!4
zKU9A3t%?pAy0u>R_hbbtMtdHxAoQX)-+dS<C0%JPe6*{;f^ZegnGB3;5<JFUU4{Y`
z-0-ZVCW~=Kg>PQ<1vi5mNviSo*eT*Xe4Wmmb(@!@vgpoB<^{n&GPStol=g%)B|!me
z38L}ZA6%d)keE$RI{n^({mOxx4ImpgT?;IQZKy6v{NQjVudKKbS|%P2J{tS-ikwKA
zw;)42>*=p`{4GZT-dOh185qp7B`Il-`VfL^v$JgyNq3|-lZDx#Zd%dN((1>GZjcgv
zmR||eO%|KxR=Ui5w#;t^3y*Am-D0Z~ra#%ht#);4YKjO$tt9Y%=#?(LlOWL(i8e6?
z(nyKXjfKI|b)t{7s@kC#%5SLN@;WF`cIr-v5NfjFi}czi`mUY%ee`^#JHBMZG=_kN
z(Y?Lvakxfs&f>DBfC<<)53%vWu_jhOo8b}AtE3c|wLT%%5*H=?^z~z9`1m@F@7-(j
z`0AkCM%gy7ukP83GjIG-Wz<Fj9~bAw`cy|fAY)LT9#j3}2c8A4<j$z5C?dk&m~&*7
zaQUO7tt}vD@>2b*`Mw~DI8O}|^4(a+%=GlUO38GSCl2QKCOZ;Z#q;amOL=GWPY+j?
zu09W`ORt81+~tZhw5S#VGP^?we5XE!EXl>PhQ-_q31Hl7FjWJ_J;Z7f#J&<cN>?KJ
zIHBfZ7NYoB&%fkV?P@1@EdXq==GK7h)7RVd&?&Do5V1&fB^r~Lqo``oEa;72m(~T!
zyVnUsV3^#z-(Bx`f>6#bDvI-(KV|H5B%<akmlHJefpjZ(>(;a4<3~I0M`9Ua&fCrX
zBIhu8gzAIG7I`VeZ%@;1S$RFZm|~&9@vItfB@q{<GgmL^=KWf^f>l~rRK@a(kI>yJ
zG;jYja_XtN|7pbSA%c-VelyW;{M~K+L88Iuz&;9w-;zFv&>?A`IB30I4L=;BbwIIG
z-&$WB&RKvg%IW>*<fo#j3w+16GkniKIvUe}rT|&52nH{??kL;lp8nDSr8<%=>ejPp
zoHhkAXgvCb2RxM=K8H3MJ;L73aidwFvJDR_Dhisn<vD4_-P4++T?fVwCPaqZ*FrRJ
zOfC6#Xx?I3EAHnsvVyM$zRUqYz(72+ow5pfNplMagVA=APyP2~g<}Xo@sLVTG%moT
zgBU`cF$Iq@y05Luu5COR$VGV3sjTLH1L6p+Kb>y0WqYh}{dUqm2=8?dj>a%T=DK{g
z(@OTC6tEt(e_SNU4g1Io46=Xt1Jb(&3WY}oMd@^meT%htHo&`6Fm1#Hy<R!mV;QG7
z4X$h<uGeg0#uT4(4wTl8q1=aEqfUHd5w&BwVOluwNvZ8*@rz9vG8|8OUyrL$yAZy{
zZDO4vrP5xycr06_r)1Mf!cF;Ydphm$`J56j!ehJJ^Vx=#y%o}T&vF-9)mK??@$#0`
zWD8Q8qq@zcHDW2^llG%WZZp-->~DZ^No_L;LVZu$NksTS?7Yb4p9cCIdX?17)ct{O
z^L;<IXha@<JKT7ok-UYgwSxI`?YvmC;0}{W$=H}~7(~yzyf5y|1;pDpA~f_9u!co9
zsOcXx`Ro%OK@)9#LCV1k$gMe|!{*P6_v^+@gn+(4Ify(o<n=v*V@G?!{8;>Xd0W;(
zAz~|EZIO9MN35_CrfNA*tGd4pE%WQ?v24=I1<LW?03T|Yn3yCCDzBOg5{Ium7U|0>
zD(bH2XluLr(^uJ{`+k+bZw@#{A@E@_3FHeRU)}YFCv>6wqEh5EfLQ$faXD;vZFAMW
zjKBkX5FD^y$Y-@jr&l?Y-?UNpG3ysM?azo8SppI4zMp8|*(QVIH@(fC&=h-ywgr6w
zC*Q6L5+Xpk+wtYXyj4;~#Q;MhV)q#P>V8chKSiTMhT@~81&XG5A)BG?bF2FGqLH2b
zl60URp#$E!!mhKLTz!S$oHXYb9COWU$gxSU_1O_dj`tp)iuVi#HE^cIe}aQfZxD$B
zJtBU%plU)0h?DVW9cg;QZ0)=2q4xSc5EpiHZ+6_^qQAgTur1S*u;1-iyFJ0@+R9Vf
zH+)gPSDh`a3)?m>TzIQ}`M#j{k$lGnTG4cHTD@HMbYs&&(q;PYLSKHv0TDL0g2KXp
zK_XX;W@TqvXn?OSSW~m2H|k@h5)u<JP<P-Cyp26$H>vd9k4#AHJ?bs^8qpojugp?t
zm~hf7cPFmQm`*6MfFvngKR3Uy;Anf4txROV@qCK0srG9oZVT?#>Bol&6GfY$1KYuZ
zn?F_FSkJ#^N|Fslvi&Ff+3iC&e{R8&gDHafugM~1;A)eTnUUHu32w$>xB2f&=f(b9
z85vEDeIQV5e2K}qjlXxzk3uvyHx_@opEp|6*Sz`4gQm7aIff&;aTvaPAdBE?`{YpG
zi)KA3?=>5)y!+;Xbu5#VXPf?3HE-!C*FQ#bYMPTN(I?L14BZoWe3g4^P1t*yz}62b
zusZZz@9$1wr_bIW%aBUz-E&g+9^?YM0zOT)svY|Rk@KncYBb-tvPs)xDjNMnj`l#V
zc_2BxeQFhTDCW}{bA1x*1p7GyXR(kNy$3dfCGBv=pCC+b$qEiB`xmX14BY3851T6x
zX*&I&K~qdr`AR+au8~TQ#Lc4}ea3A2@=cbP873*Dkcp`qE<Jl)oSdCO|6zeVP;2&*
zIV^3UEnOhWf&H#kH~P#0BG4ZjwkQuq=;Qd(L1x-u%1v-^U>fX#RiyUBPo>7$6{wd*
zcWb0ZK8x9SOfuz^di$`A23Oc2(b|#(i4BL^($Fs}DhDVO^DDU&8pb_`M^j29a?ZRS
z@GUO<b)S!Lty$AmM7c)ni`&VNW))i_dLmKaqnoiU>O{U-V~SfpQ_u8*R@`7un+-s0
z;o{rIj?dfUL=C=PQQ0L&NZCDaW?mk{RMm($)ce|rnwrG}L6slR`159}(dSX}n&_Nw
zEawH>r&|XrE5{%0k$ZgM!2!N#t0D;VF%b<|?jwpyN`;jM3JV~OQhZq)ck)VxS>#|$
z%d~lFh^OEq7!+=9Ya8Of71=hL?~uB+2|~}NJV}y>ixwo^gIm$rcC{q8xdF|O^moke
zN2bL-5!m~RykJsu<qD^B+kEE0hu!lgHK1FhzKNV)u6A((W`Ph;Yjp<!b$HJMxz53p
z+<g|SFJgwR8(TF+Mg1Cdy=D)kvOHO;93^$M^c%DuZx!(LYPTr^wdcXU8+B*eD91Fa
za6V@(0*Sq;pXwgxhqI^=M!fMek7-!;m8kF^Gadi-uHH8_z0EQ$q4Cm}ZwPmmNwHX|
zNM-dWiGNehI?CaEMH{1J*zcZrdyPlUZOT_pP)&g&9rbCj@D_3$yP5Tb=WUzvggHT<
z-+s9*`z~SEw>>_}bVh`az2p9Zme&q@L&VRQ-kLs-Sbokz8lqM9g*!*I-lkCTSFCkz
zzs0M|4-8zIgN{TLFPM?-V)*FWytxVFxn_>UA|pNo_TDWyc@T@_fD)koZM$gc#Q)o5
zgfVW(66$~m`c2@q=9ArGIyu>8SmT%UepHDlf9!*-Yp5m4<MVzF-4Oo5Uv2XnKm(3U
z`OMF9jG*_`N8Hf5IrL(0@g^g#%+b_(a0qvGZ~mE6gp?KA(qZ$3x$cax6KunYS(uuE
z%Z*P_yOUndVjD?XG<2i4N51qO=rqt`WE*DHcotUo$Of?qN5W+BkPEPoweNPfjR`Bw
zv}M183)3^KbPHCqM@<RzJW;uJlpynkTU^+$Q(0P#@ax;2;Wpd0+5C`ASuZ44DRisZ
z7(2*iU%X#v8<H)Ky!*$F^<@}BW^gg8uZQ-j=k&)H*?e?JTBK_{%WYWEefhZQ$iZm7
z!)=)?Um`i>%_G}86C`o^Urhtoqj&2;<l!p6#k`@n1ihp}GCr=Eg`Lf6L@>@jWB-8|
z+{p)$?30u>@}hkpxd%iqI2w*NIP$w5Z97H%d=uM#Z>?!umHi6C*fQ?D@ZWkAOk~FY
zH-QbrB3ma87}bE!Bh?7LN5`0U1Ow%u>I&2|x}-{|^X3;3sAC7(U^A-P7<)}qwE$4n
z+hKOq_(#;z_)5HVWhLMq{x|A^5O_l@w&}MT9Ih)ZT$uEV3a`Y$QYdcer8i`uUM)!h
zfC=>yp@u<c+yl{>22t#Eu*`Kx98|6=0*BhDdrq%-e1Y>Q>w^q(qfkwi@S!<ovqS>{
z`!zEQi@EH=j;$Z2%I~l0al|`3i50T^1oUihxV?c`%|mXJ-|5@#<Ut^`EpI>;J_k5j
z5ld7=L<(dB)0Oy|EN6=88*w=uBTulNqL9{c&B0c0@=HH`I%f!r4=IU}*_Kj!W2E6h
zD~2eVJW3DWD{~aN@^{cgngg1AFCyy%06o`Xt8CEIzue+7lM;1VP>|ps0;YwO^vcBw
zB~DIG?fZf<GRC85Vh&W>GBb$w6y%F3ppCRhC_5u)KK-20?k-X#!?A6N>?2>l<*>v@
zNIE9lg~+$$n2{%=kp@@YW2%6rX~5VLOk-u|LG(U*)D!|mud=Rl8yr%tQ-qn>EX<pq
zF>vSV9$zs<FeS%&?ugMsix75|*rGevQdte;>~}{au;U43q$XK`gJBv@NK7Q3aV|JL
z8UsF8_#}}?0B3pqYdwIN>V*K}@dmsnwIiaU<{-s&{)0B3w6v8aKvi5~{;Jmq81Cs3
zO+HZ1XZxhHrxW2CW(zx|yO6<!;WhB8V4Bo}#ZmWh=UMufIUs$m){cg(t~lF5rs1}q
zSKoqvt*#)yeZ>rW@M->YWur{3L%o1-Socl?T(agl56b=-Z~&BdNFRGB+{WGc{LxTZ
z{;G3(C&uhahWXkI+!GMupWVxh%)qYxMbjM5^6}kCOK^*oCaq|IUtNFf{t75T3|)TQ
z(w^9&+Js6zfI5Dy7h)7rg=_!p<_;K*E4Q_W0sw(Dp@W#Zm&9`8`JsGR8qnP~z|l(a
z!u!wu1@6Y4>j~gjy>iSJil0T(X$Pah2fo+!+O>MLJ!ZJpq~W=*9mq%xqglhk!jf8A
zTD;aN_nU+uH)3!>^e4ONzed3yhecJTRyD0Br{U(?Q(yH4<GYEut4yg*+mFkJ-zDBY
z9Bc~r?gQCF2MB5YWhTo`u}>5VEjoK){m@AmbVH&Y>{<;PRWRlf*HsA6$dSbz9YVwk
z4R|3fDN#mN6Vq*-oul?6->ZXJqy{PgmW^63hkt5|q-QyLNvYqlzvLkx=VoPP(a%B0
z9rcoS2eN$0#r|Cn6zi#lCEeydz7r8Ny?1#PvfArVnC)8>6~C^MvQ<zZ5X>y84K=<@
zHoB)nS(y4Gyv0wSo%2ohI-|5t8H>lyU8G6T+8?lLUE27YbPH8fPHcfBPzE3eNEJa(
zoC;zR$7VWFkgkDDlJiuDw(MGFRxTFGnIrE;5rFkw!_Mh)p$geqkkRFWTXfP)SDH08
zSwXu73)|69BTZEcmM}fh;^D)G(@<A*?dOR90JSv&eRx5MS!~l^@Nyd&wt2}7!%^$E
xH=^NZ<n{B>&iFC%<Nv-e?*H$g^QHc6zvi;%_T(AnyU49lxTShC_xk-O{|8eJYQ_Kn

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/rosebay_willowherb_classification.json b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_classification.json
new file mode 100644
index 0000000..f0f1db5
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Rosebay Willowherb",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "moderate",
+    "window_shape": "sharp",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "summer_peak",
+      "moderate_season",
+      "sharp_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 6.075,
+    "season_end_month": 9.3,
+    "forcing_peak_month": 8.265,
+    "season_width_months": 3.225,
+    "season_midpoint_month": 7.6875,
+    "season_start_label": "June",
+    "season_end_label": "September",
+    "forcing_peak_label": "August"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.374,
+    "DECAY": 1.661,
+    "OOS_DECAY": 5.364,
+    "POST_PEAK_DECAY": 3.216,
+    "POST_PEAK_SHARPNESS": 5.862,
+    "SEASON_START": 6.075,
+    "SEASON_END": 9.3,
+    "SHARPNESS": 8.808,
+    "FORCING_PEAK": 8.265
+  },
+  "fit": {
+    "score": 0.012
+  },
+  "warnings": [],
+  "summary": "Rosebay Willowherb is classified as moderate summer seasonal presence. The fitted seasonal window runs from about June to September, with a summer peak around August. The season is moderate, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/rosebay_willowherb_consensus.json b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_consensus.json
new file mode 100644
index 0000000..ac5bf9a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.374",
+  "DECAY": "1.661",
+  "OOS_DECAY": "5.364",
+  "POST_PEAK_DECAY": "3.216",
+  "POST_PEAK_SHARPNESS": "5.862",
+  "SEASON_START": "6.075",
+  "SEASON_END": "9.3",
+  "SHARPNESS": "8.808",
+  "FORCING_PEAK": "8.265",
+  "SCORE": "0.012",
+  "SPECIES": "Rosebay Willowherb"
+}
diff --git a/modelling/data/abingdon-all/seasonal/rosebay_willowherb_observed.csv b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_observed.csv
new file mode 100644
index 0000000..418afeb
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,0
+5,0
+6,12
+7,25
+8,29
+9,13
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/rosebay_willowherb_parameters.csv b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_parameters.csv
new file mode 100644
index 0000000..ca10a87
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:11:28,rosebay_willowherb_observed.csv,2.558,0.659,4.628,0.476,1.771,5.0,9.06,8.34,8.92,0.02671443309843711051630835732,
+2026-05-21 15:11:28,rosebay_willowherb_observed.csv,4.848,1.524,2.654,0.219,6.041,5.81,8.74,13.488,6.69,0.03987878492636595981295883430,
+2026-05-21 15:11:28,rosebay_willowherb_observed.csv,3.521,1.302,1.307,0.637,4.5,5.18,9.17,7.1,8.87,0.02407149005083669950453253462,
+2026-05-21 15:11:29,rosebay_willowherb_observed.csv,2.761,1.919,6.306,4.328,8.876,5.02,8.44,5.528,7.64,0.1221074780392865898618388182,
+2026-05-21 15:11:29,rosebay_willowherb_observed.csv,4.139,2.227,6.204,4.638,9.08,5.68,8.85,1.412,7.52,0.07330357804219925306789864028,
+2026-05-21 15:11:29,rosebay_willowherb_observed.csv,3.792,1.44,6.315,3.464,2.056,5.06,8.78,3.968,8.21,0.09394788439212515083292581738,
+2026-05-21 15:11:29,rosebay_willowherb_observed.csv,4.213,1.999,5.615,7.7,8.819,5.31,9.36,2.32,6.58,0.1247547835359067844659659427,
+2026-05-21 15:11:30,rosebay_willowherb_observed.csv,2.472,1.227,3.486,3.86,9.861,6.78,9.1,13.123,7.19,0.08078290199330392274095251899,
+2026-05-21 15:11:30,rosebay_willowherb_observed.csv,1.178,2.387,7.69,6.057,2.234,5.34,8.67,4.349,7.75,0.1148018831501988854865934661,
+2026-05-21 15:11:30,rosebay_willowherb_observed.csv,1.151,1.248,2.677,6.894,7.418,5.35,8.69,6.552,7.61,0.09477216373549663636325782326,
+2026-05-21 15:11:31,rosebay_willowherb_observed.csv,2.935,1.159,4.366,2.153,9.008,6.15,9.2,9.725,6.73,0.05140433251724790395288960791,
+2026-05-21 15:11:31,rosebay_willowherb_observed.csv,4.912,1.55,3.566,4.667,3.282,6.58,9.93,10.947,8.22,0.01078743211050867563657632473,
+2026-05-21 15:11:31,rosebay_willowherb_observed.csv,1.161,1.73,6.468,6.456,9.571,6.57,8.08,9.49,7.09,0.1274535497138857278526487515,
+2026-05-21 15:11:31,rosebay_willowherb_observed.csv,4.708,1.772,7.787,4.552,7.774,6.93,9.1,7.727,7.05,0.08807687459730256604135123918,
+2026-05-21 15:11:32,rosebay_willowherb_observed.csv,3.13,2.343,2.225,1.562,6.785,6.51,9.68,2.521,6.86,0.04886999512627496085949659209,
+2026-05-21 15:11:32,rosebay_willowherb_observed.csv,3.43,1.76,4.919,5.7,7.17,6.26,8.96,2.757,7.46,0.04965133632763227990284386285,
+2026-05-21 15:11:32,rosebay_willowherb_observed.csv,4.778,1.25,5.952,0.154,2.841,5.92,8.85,13.537,7.64,0.01262696660334567937557599664,
+2026-05-21 15:11:33,rosebay_willowherb_observed.csv,4.922,2.683,1.097,1.033,7.548,5.53,8.58,5.04,6.83,0.1113979082403748429849179883,
+2026-05-21 15:11:33,rosebay_willowherb_observed.csv,1.222,0.644,7.902,3.596,8.319,5.22,9.36,10.502,9.11,0.02800114801241941994093074614,
+2026-05-21 15:11:33,rosebay_willowherb_observed.csv,2.038,2.919,3.504,1.392,8.724,6.81,9.63,1.489,7.11,0.04647582962728067721804110314,
+2026-05-21 15:11:33,rosebay_willowherb_observed.csv,1.283,1.166,2.258,4.371,8.536,5.51,8.09,14.501,7.0,0.1418718410933517746850341899,
+2026-05-21 15:11:34,rosebay_willowherb_observed.csv,4.12,2.223,3.929,0.008,9.429,5.43,8.87,13.224,6.9,0.07302446439979752844988580720,
+2026-05-21 15:11:34,rosebay_willowherb_observed.csv,4.029,2.941,2.116,0.158,9.399,5.84,9.36,1.719,8.59,0.04505270469544201149335529545,
+2026-05-21 15:11:34,rosebay_willowherb_observed.csv,2.541,2.817,6.536,5.902,4.968,6.79,9.29,9.144,8.81,0.03803894745645890265153303688,
+2026-05-21 15:11:35,rosebay_willowherb_observed.csv,4.581,0.521,5.967,0.016,1.644,6.5,8.26,11.437,7.64,0.09462752815170191439036780134,
+2026-05-21 15:11:35,rosebay_willowherb_observed.csv,4.482,1.894,7.412,7.948,1.891,6.83,8.08,8.46,7.25,0.1523278414824925938869845276,
+2026-05-21 15:11:35,rosebay_willowherb_observed.csv,2.497,2.439,1.779,6.452,9.131,5.95,8.12,6.734,7.66,0.09410114774325644557863251332,
+2026-05-21 15:11:35,rosebay_willowherb_observed.csv,1.222,1.578,2.42,5.112,6.057,6.53,8.21,12.259,7.44,0.09601418941623797461349516483,
+2026-05-21 15:11:36,rosebay_willowherb_observed.csv,2.981,1.902,1.15,0.253,8.586,5.12,8.72,8.761,7.91,0.06320714591442269237622144768,
+2026-05-21 15:11:36,rosebay_willowherb_observed.csv,2.205,2.476,7.991,6.543,5.422,6.48,8.83,7.389,7.13,0.09178984274635293496141648715,
+2026-05-21 15:11:36,rosebay_willowherb_observed.csv,3.528,1.659,6.912,2.92,9.255,5.75,9.87,13.86,9.09,0.06496204009059866370142222952,
+2026-05-21 15:11:37,rosebay_willowherb_observed.csv,1.531,1.625,2.165,4.036,3.664,5.15,9.14,1.177,7.03,0.1258671491492909528928791183,
+2026-05-21 15:11:37,rosebay_willowherb_observed.csv,2.975,2.491,1.804,0.453,3.737,6.27,8.31,12.988,7.02,0.07844390964292059272026382898,
+2026-05-21 15:11:37,rosebay_willowherb_observed.csv,2.245,1.877,7.874,2.597,1.391,5.19,9.5,2.518,8.57,0.04727984382839905714939632234,
+2026-05-21 15:11:38,rosebay_willowherb_observed.csv,1.589,2.495,3.584,3.243,1.831,6.81,8.57,7.284,6.96,0.08402634313705759521845868734,
+2026-05-21 15:11:38,rosebay_willowherb_observed.csv,3.776,2.665,1.913,1.955,7.844,5.84,9.32,2.937,8.35,0.02160682332951062932108239952,
+2026-05-21 15:11:38,rosebay_willowherb_observed.csv,1.147,2.621,5.384,1.82,5.706,6.99,8.94,2.399,7.97,0.02051502172096773034758074766,
+2026-05-21 15:11:38,rosebay_willowherb_observed.csv,2.819,2.989,4.733,3.876,7.634,6.54,8.31,1.397,7.38,0.07123829517464192295744760867,
+2026-05-21 15:11:39,rosebay_willowherb_observed.csv,2.688,2.704,6.696,7.625,3.715,5.41,8.84,14.281,8.5,0.06229701539643706488286171941,
+2026-05-21 15:11:39,rosebay_willowherb_observed.csv,4.082,2.515,7.913,5.289,1.487,6.54,8.74,5.84,7.28,0.07840338696883594551102252615,
+2026-05-21 15:11:39,rosebay_willowherb_observed.csv,4.303,2.445,6.937,7.554,3.259,6.59,8.85,13.099,8.56,0.04499616251850562888492459670,
+2026-05-21 15:11:40,rosebay_willowherb_observed.csv,3.495,2.87,3.092,2.001,3.943,5.21,9.98,2.404,7.71,0.07686649971918086755328372834,
+2026-05-21 15:11:40,rosebay_willowherb_observed.csv,1.118,1.034,4.528,0.255,7.216,6.65,8.05,1.164,7.41,0.07924821005285147370253264411,
+2026-05-21 15:11:40,rosebay_willowherb_observed.csv,1.699,2.06,2.55,1.024,6.018,6.82,8.75,3.099,7.17,0.02308984241592044538255434284,
+2026-05-21 15:11:41,rosebay_willowherb_observed.csv,4.489,2.715,7.908,4.997,4.382,5.14,9.1,2.423,7.36,0.09035145643701971719735628098,
+2026-05-21 15:11:41,rosebay_willowherb_observed.csv,3.025,2.175,3.115,3.999,6.711,5.98,8.81,14.635,6.98,0.08797739828069912423622491462,
+2026-05-21 15:11:41,rosebay_willowherb_observed.csv,2.357,2.011,3.731,4.932,5.6,5.15,9.07,2.81,8.55,0.05142859368769689124425193875,
+2026-05-21 15:11:41,rosebay_willowherb_observed.csv,3.45,2.265,5.087,4.894,4.129,5.77,9.68,4.283,9.26,0.007106805266221376127952137453,
+2026-05-21 15:11:42,rosebay_willowherb_observed.csv,2.091,1.142,7.292,4.084,5.972,5.15,9.06,11.766,8.62,0.02898122113157824679966714970,
+2026-05-21 15:11:42,rosebay_willowherb_observed.csv,3.089,1.502,4.433,5.183,6.756,6.18,8.56,5.554,7.13,0.09484203505315816201550571293,
+2026-05-21 15:11:42,rosebay_willowherb_observed.csv,1.334,0.702,6.072,1.245,3.478,6.59,9.31,8.763,6.61,0.01261783290137439193803477744,
+2026-05-21 15:11:43,rosebay_willowherb_observed.csv,1.917,2.495,4.591,4.211,3.223,5.56,8.64,12.391,8.16,0.09007558585894868157957877721,
+2026-05-21 15:11:43,rosebay_willowherb_observed.csv,4.08,2.248,5.904,6.073,4.768,5.9,9.24,3.398,6.98,0.08908183781406425747392132357,
+2026-05-21 15:11:43,rosebay_willowherb_observed.csv,2.31,1.155,7.016,0.994,2.486,6.18,8.25,1.721,7.25,0.08317749551221731195605111496,
+2026-05-21 15:11:43,rosebay_willowherb_observed.csv,4.088,2.609,2.581,3.945,4.263,6.75,8.16,4.138,7.05,0.1079582587634399079471760826,
+2026-05-21 15:11:44,rosebay_willowherb_observed.csv,4.816,2.559,6.907,4.241,6.004,6.41,8.8,1.077,6.63,0.1059553576411227139404840876,
+2026-05-21 15:11:44,rosebay_willowherb_observed.csv,1.476,1.939,3.35,5.469,1.787,6.23,8.43,13.235,6.73,0.09893148378548719189472388975,
+2026-05-21 15:11:44,rosebay_willowherb_observed.csv,3.089,0.827,1.658,1.972,9.364,6.05,8.54,1.818,7.21,0.06700777382771844622581399054,
+2026-05-21 15:11:44,rosebay_willowherb_observed.csv,4.867,1.453,1.022,4.859,3.334,6.29,9.5,14.698,6.73,0.05984385768399357955917223299,
+2026-05-21 15:11:45,rosebay_willowherb_observed.csv,4.994,1.602,5.601,4.43,7.541,6.41,9.5,1.808,9.32,0.03444231772967999085707848831,
+2026-05-21 15:11:45,rosebay_willowherb_observed.csv,1.828,2.169,4.318,6.866,1.459,5.96,8.37,3.078,7.93,0.1130202192654967027679189644,
+2026-05-21 15:11:45,rosebay_willowherb_observed.csv,2.257,2.211,2.746,6.104,8.219,5.46,9.05,5.778,6.75,0.1400675832924709999286442085,
+2026-05-21 15:11:46,rosebay_willowherb_observed.csv,1.699,1.92,5.237,5.461,9.09,6.03,8.74,5.993,6.88,0.1036863245808159525570572207,
+2026-05-21 15:11:46,rosebay_willowherb_observed.csv,4.611,0.732,4.184,6.972,2.306,5.7,9.68,13.628,7.44,0.05723011907616604481709080435,
+2026-05-21 15:11:46,rosebay_willowherb_observed.csv,4.605,0.671,7.384,0.337,1.145,5.54,9.33,13.387,7.12,0.02267976629015027290353899841,
+2026-05-21 15:11:46,rosebay_willowherb_observed.csv,3.024,1.255,3.184,4.192,9.748,5.44,9.69,10.286,9.21,0.04085500653292576955056184880,
+2026-05-21 15:11:47,rosebay_willowherb_observed.csv,4.698,2.63,2.509,3.79,5.885,5.85,8.23,5.896,7.03,0.1119741544132333412563747577,
+2026-05-21 15:11:47,rosebay_willowherb_observed.csv,4.333,0.676,5.117,0.757,9.242,5.58,9.88,8.853,7.2,0.002628378686284260714709385089,
+2026-05-21 15:11:47,rosebay_willowherb_observed.csv,4.671,0.749,4.041,3.193,3.722,5.04,8.13,10.919,7.75,0.1235111541470182434204148690,
+2026-05-21 15:11:48,rosebay_willowherb_observed.csv,2.844,2.041,6.709,0.484,6.832,6.01,9.77,8.644,6.8,0.02520168402106360056890980156,
+2026-05-21 15:11:48,rosebay_willowherb_observed.csv,4.754,0.846,6.822,1.189,7.165,6.46,9.59,10.971,7.11,0.01044341122611949576160240168,
+2026-05-21 15:11:48,rosebay_willowherb_observed.csv,1.378,2.779,6.103,2.879,1.114,5.34,8.24,7.427,6.9,0.1783392196418813022457547729,
+2026-05-21 15:11:48,rosebay_willowherb_observed.csv,1.394,0.555,4.412,6.045,8.554,6.87,8.66,7.001,7.63,0.09075374033552635578010505414,
+2026-05-21 15:11:49,rosebay_willowherb_observed.csv,1.936,2.157,5.873,1.7,1.345,5.97,8.5,3.176,8.23,0.07669673107298403179749278758,
+2026-05-21 15:11:49,rosebay_willowherb_observed.csv,1.041,1.052,2.168,3.624,9.361,6.72,9.19,1.768,8.33,0.01098037237916656387603137067,
+2026-05-21 15:11:49,rosebay_willowherb_observed.csv,3.454,2.066,5.507,4.231,1.187,6.14,9.65,9.209,8.22,0.02254246908513411319907222041,
+2026-05-21 15:11:50,rosebay_willowherb_observed.csv,2.97,2.962,2.032,4.421,1.163,5.8,9.08,14.387,7.82,0.04216188837005411230189660278,
+2026-05-21 15:11:50,rosebay_willowherb_observed.csv,1.485,1.673,5.076,7.591,5.556,6.17,9.39,12.92,7.89,0.03135088184034785411849420632,
+2026-05-21 15:11:50,rosebay_willowherb_observed.csv,3.47,1.39,5.657,4.433,9.238,6.37,9.5,12.159,7.9,0.01012663155745583415166339841,
+2026-05-21 15:11:50,rosebay_willowherb_observed.csv,1.005,1.639,2.891,4.946,2.941,6.76,9.1,2.208,8.2,0.01450002599242349192139794854,
+2026-05-21 15:11:51,rosebay_willowherb_observed.csv,2.42,2.81,6.643,2.771,5.568,5.39,8.23,4.865,6.84,0.1550804989586569101894912454,
+2026-05-21 15:11:51,rosebay_willowherb_observed.csv,1.707,2.931,6.182,3.642,4.045,5.44,8.67,6.196,8.25,0.09222459979038944289688070824,
+2026-05-21 15:11:51,rosebay_willowherb_observed.csv,3.883,1.4,6.031,1.377,3.491,6.21,8.71,12.329,7.82,0.06244137794971501097826675051,
+2026-05-21 15:11:52,rosebay_willowherb_observed.csv,4.71,1.788,5.899,5.123,8.743,6.67,8.18,9.567,7.37,0.1103514541066952675654990028,
+2026-05-21 15:11:52,rosebay_willowherb_observed.csv,3.771,1.99,7.674,0.819,4.554,5.97,8.03,12.669,8.02,0.1177951353504551526316381326,
+2026-05-21 15:11:52,rosebay_willowherb_observed.csv,4.319,2.829,3.113,1.474,3.414,5.85,8.14,5.094,8.02,0.09776243632307230112936063118,
+2026-05-21 15:11:52,rosebay_willowherb_observed.csv,2.866,1.481,3.822,5.034,5.893,5.94,8.64,8.188,7.08,0.09440457639072253428762967732,
+2026-05-21 15:11:53,rosebay_willowherb_observed.csv,4.467,1.574,2.427,2.617,7.055,6.73,9.9,1.281,8.84,0.04871212525376038105526109239,
+2026-05-21 15:11:53,rosebay_willowherb_observed.csv,2.605,1.784,2.364,3.901,5.247,5.89,9.54,5.64,6.54,0.06853076986331299382866507155,
+2026-05-21 15:11:53,rosebay_willowherb_observed.csv,1.63,0.559,1.056,6.335,9.366,5.83,8.9,3.325,6.96,0.1271430523551716606867716174,
+2026-05-21 15:11:54,rosebay_willowherb_observed.csv,4.967,1.513,3.487,0.738,6.005,6.67,8.31,6.343,7.47,0.08730668533421278478449641850,
+2026-05-21 15:11:54,rosebay_willowherb_observed.csv,1.352,2.67,5.128,2.799,4.116,6.86,9.06,10.77,7.25,0.07050266944686884828534856228,
+2026-05-21 15:11:54,rosebay_willowherb_observed.csv,4.17,2.274,1.507,4.832,1.07,6.32,8.0,6.741,6.95,0.1147574702515192078592134111,
+2026-05-21 15:11:54,rosebay_willowherb_observed.csv,2.799,2.938,3.817,3.738,4.127,5.92,9.97,5.134,9.3,0.04203418435872119830543125799,
+2026-05-21 15:11:55,rosebay_willowherb_observed.csv,2.424,2.615,6.433,6.111,5.374,5.07,8.02,6.872,7.71,0.1638765477919799770025658539,
+2026-05-21 15:11:55,rosebay_willowherb_observed.csv,3.558,0.509,5.929,1.235,8.839,5.11,8.19,1.65,7.18,0.1341885301871056640416860525,
+2026-05-21 15:11:55,rosebay_willowherb_observed.csv,3.345,2.241,3.708,4.778,6.562,5.63,8.67,1.091,7.61,0.09727908148756661323013772076,
+2026-05-21 15:11:56,rosebay_willowherb_observed.csv,3.281,1.859,4.171,7.379,1.386,6.44,8.42,2.219,7.6,0.08191225092586626471597157304,
+2026-05-21 15:11:56,rosebay_willowherb_observed.csv,4.963,2.667,7.061,5.94,4.2,5.61,8.57,5.902,7.48,0.1142358002329342294222320242,
+2026-05-21 15:11:56,rosebay_willowherb_observed.csv,2.919,1.856,7.321,4.597,1.424,6.78,8.06,11.715,7.63,0.1487399986183844463573912440,
+2026-05-21 15:11:56,rosebay_willowherb_observed.csv,4.229,1.539,7.221,7.083,7.658,6.25,8.96,7.545,8.96,0.01705350764002956948067689086,
+2026-05-21 15:11:57,rosebay_willowherb_observed.csv,1.195,2.992,6.66,0.566,2.803,5.97,8.11,5.625,6.88,0.1164661597973907623581931892,
+2026-05-21 15:11:57,rosebay_willowherb_observed.csv,4.499,2.111,6.887,2.989,3.646,6.75,9.28,12.142,7.08,0.04676490169906895803756388637,
+2026-05-21 15:11:57,rosebay_willowherb_observed.csv,2.993,2.903,6.603,0.686,7.667,6.01,9.83,10.323,7.27,0.02594776560018231327186822928,
+2026-05-21 15:11:58,rosebay_willowherb_observed.csv,1.574,1.911,4.738,1.051,5.23,5.12,9.53,4.593,7.0,0.07140146714069373829278051256,
+2026-05-21 15:11:58,rosebay_willowherb_observed.csv,2.869,2.632,2.196,4.938,3.467,6.05,9.99,8.375,9.43,0.07079951220802449176420870393,
+2026-05-21 15:11:58,rosebay_willowherb_observed.csv,2.145,1.514,5.169,1.408,3.088,6.73,9.62,9.532,8.66,0.04648245160588008218882254125,
+2026-05-21 15:11:58,rosebay_willowherb_observed.csv,3.674,2.989,2.465,4.924,4.816,6.63,8.41,12.026,7.43,0.08883120435213566677774049250,
+2026-05-21 15:11:59,rosebay_willowherb_observed.csv,2.271,0.604,5.454,5.249,3.759,5.6,9.4,7.036,8.79,0.005544969512021196390747337463,
+2026-05-21 15:11:59,rosebay_willowherb_observed.csv,1.149,1.298,1.258,7.277,4.014,6.28,9.55,1.934,7.05,0.08546990045375732365980209883,
+2026-05-21 15:11:59,rosebay_willowherb_observed.csv,2.999,0.834,6.631,3.207,1.094,6.7,9.79,3.515,8.73,0.02462592964074761548428108745,
+2026-05-21 15:12:00,rosebay_willowherb_observed.csv,1.805,2.61,5.486,0.054,3.139,5.94,8.52,7.55,6.92,0.07641810744003668250858798419,
+2026-05-21 15:12:00,rosebay_willowherb_observed.csv,3.998,2.013,6.968,7.325,8.36,5.77,9.24,10.507,7.15,0.06984865833310427522908522702,
+2026-05-21 15:12:00,rosebay_willowherb_observed.csv,1.606,2.206,1.454,2.23,9.326,6.15,9.75,8.459,9.01,0.04239709095216465102212960226,
+2026-05-21 15:12:00,rosebay_willowherb_observed.csv,4.752,2.808,2.864,6.907,7.027,5.15,9.45,6.749,8.48,0.02923820886097798446240051744,
+2026-05-21 15:12:01,rosebay_willowherb_observed.csv,2.09,0.838,3.915,4.834,3.821,5.72,8.39,14.067,7.1,0.1031586912578765998380487791,
+2026-05-21 15:12:01,rosebay_willowherb_observed.csv,1.608,2.109,4.108,6.16,5.699,5.99,9.38,14.918,6.61,0.08120422157998703066346364819,
+2026-05-21 15:12:01,rosebay_willowherb_observed.csv,3.009,1.95,6.998,4.863,1.12,5.41,9.08,7.522,8.63,0.05713472952190513767448630563,
+2026-05-21 15:12:02,rosebay_willowherb_observed.csv,4.758,1.849,6.45,1.658,8.276,5.63,9.01,5.998,8.38,0.009128754514085136847293497783,
+2026-05-21 15:12:02,rosebay_willowherb_observed.csv,4.456,2.51,3.341,0.055,2.798,6.55,8.96,14.913,7.47,0.01296914756580209649967173668,
+2026-05-21 15:12:02,rosebay_willowherb_observed.csv,1.332,0.909,2.23,1.972,8.949,6.81,8.78,12.84,8.44,0.05273322909472562523091958885,
+2026-05-21 15:12:02,rosebay_willowherb_observed.csv,2.376,2.529,3.394,5.247,2.256,5.34,8.97,9.006,6.86,0.1574985917859365794874382361,
+2026-05-21 15:12:03,rosebay_willowherb_observed.csv,4.868,1.311,5.269,1.927,7.916,5.36,8.11,9.035,6.93,0.1463457041356306017931280281,
+2026-05-21 15:12:03,rosebay_willowherb_observed.csv,2.96,0.684,3.716,5.885,4.158,5.66,9.66,9.383,6.71,0.08943541933168546876025488392,
+2026-05-21 15:12:03,rosebay_willowherb_observed.csv,3.304,1.501,1.234,3.962,1.298,5.79,8.99,10.125,7.85,0.03749244020020566606769941086,
+2026-05-21 15:12:03,rosebay_willowherb_observed.csv,1.419,2.925,6.739,6.434,7.904,6.62,8.2,14.824,8.17,0.1036174748001688277066276122,
+2026-05-21 15:12:04,rosebay_willowherb_observed.csv,4.407,1.731,5.204,3.73,2.398,5.13,8.65,4.377,6.89,0.1640272290885882208634793646,
+2026-05-21 15:12:04,rosebay_willowherb_observed.csv,3.298,2.585,6.776,3.98,9.095,5.86,9.93,3.218,8.7,0.02636200767346694121665051513,
+2026-05-21 15:12:04,rosebay_willowherb_observed.csv,3.58,2.133,4.929,2.222,8.322,5.69,9.22,14.543,8.39,0.002018182976872982021198285565,
+2026-05-21 15:12:05,rosebay_willowherb_observed.csv,3.885,2.43,3.335,1.072,3.075,5.08,9.91,12.776,8.75,0.06622003381821400518952761882,
+2026-05-21 15:12:05,rosebay_willowherb_observed.csv,4.028,0.746,6.302,4.089,3.896,5.57,8.15,14.66,7.04,0.1401014589041218293113033243,
+2026-05-21 15:12:05,rosebay_willowherb_observed.csv,4.187,1.055,7.977,2.594,2.058,5.31,9.48,8.023,7.06,0.07476703092264585159052805594,
+2026-05-21 15:12:05,rosebay_willowherb_observed.csv,1.092,0.606,1.399,1.268,6.615,5.73,9.29,11.332,8.27,0.005858067506453917734764281723,
+2026-05-21 15:12:06,rosebay_willowherb_observed.csv,3.598,1.853,3.171,6.112,8.8,6.11,9.97,1.09,8.26,0.04479207987714018475305614347,
+2026-05-21 15:12:06,rosebay_willowherb_observed.csv,1.651,2.447,6.291,6.308,3.644,5.97,8.18,3.066,6.82,0.1446398318898024727027930960,
+2026-05-21 15:12:06,rosebay_willowherb_observed.csv,4.288,1.036,2.591,4.218,2.357,6.01,9.76,12.332,6.91,0.05105363715505366711695152559,
+2026-05-21 15:12:07,rosebay_willowherb_observed.csv,4.984,2.268,6.854,7.006,4.758,6.01,9.71,10.766,9.06,0.01077466922067363380180089634,
+2026-05-21 15:12:07,rosebay_willowherb_observed.csv,1.762,2.122,5.817,4.017,2.406,6.28,9.12,3.657,8.89,0.01081155010099539737450291833,
+2026-05-21 15:12:07,rosebay_willowherb_observed.csv,1.817,0.625,1.736,5.671,7.657,6.84,8.98,10.193,7.14,0.1152732651962421415333708590,
+2026-05-21 15:12:07,rosebay_willowherb_observed.csv,1.326,1.966,5.343,7.635,8.299,5.83,9.18,11.07,8.06,0.008124677105917427896231132428,
+2026-05-21 15:12:08,rosebay_willowherb_observed.csv,1.4,1.104,6.918,0.785,1.151,6.96,9.65,9.126,8.67,0.06141887598981106016326518261,
+2026-05-21 15:12:08,rosebay_willowherb_observed.csv,1.814,2.533,2.084,1.139,2.038,6.52,9.2,14.231,7.09,0.02957182031108591146677459603,
+2026-05-21 15:12:08,rosebay_willowherb_observed.csv,2.619,0.842,7.51,6.007,2.159,6.89,8.96,12.832,7.46,0.09963501613809782385839658837,
+2026-05-21 15:12:09,rosebay_willowherb_observed.csv,2.333,1.292,1.016,7.004,5.951,5.29,9.67,7.49,6.97,0.1146098762082294831664138226,
+2026-05-21 15:12:09,rosebay_willowherb_observed.csv,3.056,1.605,5.174,3.105,9.241,5.87,9.12,7.001,7.8,0.009756028378968941828699893625,
+2026-05-21 15:12:09,rosebay_willowherb_observed.csv,2.296,1.294,5.933,7.17,5.007,5.77,8.45,13.88,8.2,0.07155744414902795897401524827,
+2026-05-21 15:12:09,rosebay_willowherb_observed.csv,2.445,1.683,6.078,3.226,4.367,6.47,9.52,14.751,8.89,0.01531900354930870718852628505,
+2026-05-21 15:12:10,rosebay_willowherb_observed.csv,3.477,0.874,4.869,6.4,8.083,5.86,8.73,11.109,8.69,0.01723732023415742422912192589,
+2026-05-21 15:12:10,rosebay_willowherb_observed.csv,3.676,1.99,4.322,7.115,9.597,6.69,9.12,8.279,8.26,0.01853741288502080986118899378,
+2026-05-21 15:12:10,rosebay_willowherb_observed.csv,4.002,1.054,2.201,2.847,5.946,6.91,9.47,13.458,8.97,0.06422808367324412172085176190,
+2026-05-21 15:12:11,rosebay_willowherb_observed.csv,2.622,2.841,4.645,7.902,5.117,6.55,8.21,8.146,7.93,0.09954733477752189867207256974,
+2026-05-21 15:12:11,rosebay_willowherb_observed.csv,2.574,1.148,5.422,3.822,8.424,6.1,9.66,2.096,6.68,0.07981516873520052442166817219,
+2026-05-21 15:12:11,rosebay_willowherb_observed.csv,1.581,0.57,5.853,3.669,3.09,6.86,9.38,9.113,9.35,0.06486751986364260867127867642,
+2026-05-21 15:12:11,rosebay_willowherb_observed.csv,4.521,0.897,4.422,3.529,3.96,6.87,8.89,6.145,7.27,0.07958560840230857334419097553,
+2026-05-21 15:12:12,rosebay_willowherb_observed.csv,3.865,2.241,4.94,4.051,7.499,6.6,9.85,13.982,9.5,0.08141243672935045516298097840,
+2026-05-21 15:12:12,rosebay_willowherb_observed.csv,4.836,2.979,6.543,1.208,7.122,5.6,8.49,10.178,7.74,0.1036057899180910889639472849,
+2026-05-21 15:12:12,rosebay_willowherb_observed.csv,2.701,2.854,7.455,3.487,1.735,6.0,9.73,3.752,9.4,0.006518781356715714378183956327,
+2026-05-21 15:12:13,rosebay_willowherb_observed.csv,4.799,2.343,3.172,0.733,6.327,5.77,9.35,14.296,6.97,0.03488011854481567195067857733,
+2026-05-21 15:12:13,rosebay_willowherb_observed.csv,3.21,2.356,6.849,0.437,2.794,5.05,8.73,12.328,7.8,0.1021545429456021559402277904,
+2026-05-21 15:12:13,rosebay_willowherb_observed.csv,4.334,1.672,7.439,4.553,6.012,5.47,8.23,13.787,7.83,0.1205764078495880120355030892,
+2026-05-21 15:12:13,rosebay_willowherb_observed.csv,1.484,2.332,2.493,2.806,3.694,5.74,8.21,7.731,7.13,0.1299845523639764864656213303,
+2026-05-21 15:12:14,rosebay_willowherb_observed.csv,2.78,2.663,1.378,3.531,3.034,5.48,8.39,1.762,7.3,0.1212985920479084243176887742,
+2026-05-21 15:12:14,rosebay_willowherb_observed.csv,1.282,0.734,3.325,4.6,3.507,6.98,9.43,13.33,7.85,0.05127061496953690923936387771,
+2026-05-21 15:12:14,rosebay_willowherb_observed.csv,3.113,2.931,2.13,4.083,1.424,5.04,9.72,1.376,8.96,0.05038304090437394025820295063,
+2026-05-21 15:12:15,rosebay_willowherb_observed.csv,2.107,0.971,2.047,4.82,4.102,6.48,9.36,6.082,7.29,0.04910918180480680600482756297,
+2026-05-21 15:12:15,rosebay_willowherb_observed.csv,1.051,0.909,6.712,1.493,7.313,6.73,9.72,2.097,8.86,0.05106484562284375495075145950,
+2026-05-21 15:12:15,rosebay_willowherb_observed.csv,2.782,1.664,5.685,6.853,2.337,6.36,9.99,10.533,7.84,0.03192652272828218330892738398,
+2026-05-21 15:12:15,rosebay_willowherb_observed.csv,1.081,0.759,6.847,2.202,3.502,5.96,8.58,6.411,8.08,0.06981930719261870439230554756,
+2026-05-21 15:12:16,rosebay_willowherb_observed.csv,3.915,2.377,4.712,4.992,8.308,5.32,8.56,8.981,8.42,0.09237848738275160181935107575,
+2026-05-21 15:12:16,rosebay_willowherb_observed.csv,1.857,1.905,6.701,5.337,1.019,5.72,9.84,9.022,7.81,0.05633882105086810039906561142,
+2026-05-21 15:12:16,rosebay_willowherb_observed.csv,4.383,0.761,3.255,1.837,1.569,6.3,9.57,13.473,8.29,0.0096481382714524951816162444,
+2026-05-21 15:12:16,rosebay_willowherb_observed.csv,1.283,1.303,1.005,6.371,9.227,6.92,9.94,2.412,9.32,0.1020874737970808058919839844,
+2026-05-21 15:12:17,rosebay_willowherb_observed.csv,4.713,1.125,1.939,2.276,8.478,6.27,9.47,9.68,7.41,0.03025848123830931139735780789,
+2026-05-21 15:12:17,rosebay_willowherb_observed.csv,4.026,1.562,3.483,5.524,2.176,5.11,9.24,12.91,8.99,0.02399338050379407731507735583,
+2026-05-21 15:12:17,rosebay_willowherb_observed.csv,1.568,1.44,2.122,7.407,2.909,6.12,9.68,5.581,9.48,0.04273493441259185300208718757,
+2026-05-21 15:12:18,rosebay_willowherb_observed.csv,1.36,2.446,7.944,7.359,3.798,5.31,8.89,13.18,7.15,0.1363311650834647503775952507,
+2026-05-21 15:12:18,rosebay_willowherb_observed.csv,1.314,1.539,3.089,7.926,5.775,5.31,9.11,7.033,6.81,0.1505579792787383589224468043,
+2026-05-21 15:12:18,rosebay_willowherb_observed.csv,2.232,2.457,7.597,3.557,6.377,6.39,9.22,6.787,9.08,0.01035070661491173762845230445,
+2026-05-21 15:12:18,rosebay_willowherb_observed.csv,3.886,2.959,2.844,6.086,5.968,6.44,9.05,12.958,7.27,0.05406987213646636077590703640,
+2026-05-21 15:12:19,rosebay_willowherb_observed.csv,2.556,0.902,2.1,7.867,9.587,6.76,8.72,4.983,8.67,0.04708298655346094599466892114,
+2026-05-21 15:12:19,rosebay_willowherb_observed.csv,1.072,0.622,6.638,5.214,6.428,6.47,9.2,3.657,6.7,0.07407824625961252437239664338,
+2026-05-21 15:12:19,rosebay_willowherb_observed.csv,1.812,1.294,7.87,3.344,5.243,6.84,9.99,13.034,6.95,0.07002525445320370531426198068,
+2026-05-21 15:12:20,rosebay_willowherb_observed.csv,1.862,0.522,1.383,7.48,6.139,6.78,8.98,9.969,8.06,0.05546997797194893180143483126,
+2026-05-21 15:12:20,rosebay_willowherb_observed.csv,3.162,2.174,1.493,1.159,2.433,5.57,9.78,5.463,7.92,0.05117288499831927815858112971,
+2026-05-21 15:12:20,rosebay_willowherb_observed.csv,4.425,2.404,7.801,4.404,9.712,6.1,8.53,4.017,6.52,0.1125481138596302654454300888,
+2026-05-21 15:12:20,rosebay_willowherb_observed.csv,1.163,1.125,4.941,0.631,2.974,6.23,8.33,2.314,7.05,0.1018704018241689967200665255,
+2026-05-21 15:12:21,rosebay_willowherb_observed.csv,4.682,2.824,3.899,7.648,4.173,5.35,8.37,4.492,7.14,0.1507214358284485883192882844,
+2026-05-21 15:12:21,rosebay_willowherb_observed.csv,1.83,2.911,5.085,6.784,8.247,6.3,8.76,6.406,8.58,0.03889215374841224094669154825,
+2026-05-21 15:12:21,rosebay_willowherb_observed.csv,1.011,2.958,2.905,1.84,7.184,6.6,9.77,9.353,7.07,0.03363089390855865056740400271,
+2026-05-21 15:12:22,rosebay_willowherb_observed.csv,4.329,1.354,1.338,7.889,4.383,6.76,9.24,6.73,8.45,0.04100670421410892977472289381,
+2026-05-21 15:12:22,rosebay_willowherb_observed.csv,1.886,2.554,7.542,7.126,4.444,5.96,8.37,14.102,7.42,0.09682924605064772642165933162,
+2026-05-21 15:12:22,rosebay_willowherb_observed.csv,2.173,0.504,1.831,6.09,2.988,5.6,9.01,14.47,8.16,0.008746604022229257908864497292,
+2026-05-21 15:12:22,rosebay_willowherb_observed.csv,1.926,2.87,3.56,0.554,1.856,5.06,9.11,7.268,7.93,0.06665138891707100284960992897,
+2026-05-21 15:12:23,rosebay_willowherb_observed.csv,1.748,2.801,1.281,2.293,1.763,6.34,9.74,12.902,8.24,0.00609268916442783978262254646,
+2026-05-21 15:12:23,rosebay_willowherb_observed.csv,2.518,2.268,2.861,0.523,3.511,5.06,9.56,3.827,6.6,0.08130436050493544642615079534,
+2026-05-21 15:12:23,rosebay_willowherb_observed.csv,4.372,1.683,7.449,1.347,8.791,6.35,9.85,10.89,8.63,0.02206686551532009255979053954,
+2026-05-21 15:12:24,rosebay_willowherb_observed.csv,4.943,2.823,1.44,3.176,4.391,6.39,8.47,8.496,7.96,0.06823050567222094145869221972,
+2026-05-21 15:12:24,rosebay_willowherb_observed.csv,2.717,1.716,5.124,4.048,7.934,6.48,8.32,10.305,6.78,0.1160292958903118808690069881,
+2026-05-21 15:12:24,rosebay_willowherb_observed.csv,1.298,1.373,4.203,6.145,6.315,6.15,9.02,8.728,8.11,0.0118760474963097254351319888,
+2026-05-21 15:12:24,rosebay_willowherb_observed.csv,2.696,2.612,6.322,1.433,4.16,5.36,8.88,8.944,8.77,0.03655952717524787930849912629,
diff --git a/modelling/data/abingdon-all/seasonal/rosebay_willowherb_simulated.csv b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_simulated.csv
new file mode 100644
index 0000000..6a95711
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.51512E-21,0.1,0,0.01,7.82911E-22
+RungeKutta4,2,0.2,3.84159E-21,0.1,0,0.01,1.98507E-21
+RungeKutta4,3,0.3,8.10006E-21,0.1,0,0.01,4.18556E-21
+RungeKutta4,4,0.4,1.61844E-20,0.1,0,0.01,8.36299E-21
+RungeKutta4,5,0.5,3.13301E-20,0.1,0,0.01,1.61893E-20
+RungeKutta4,6,0.6,5.87773E-20,0.1,0,0.01,3.03721E-20
+RungeKutta4,7,0.7,1.06137E-19,0.1,0,0.01,5.48444E-20
+RungeKutta4,8,0.8,1.82226E-19,0.1,0,0.01,9.41620E-20
+RungeKutta4,9,0.9,2.91580E-19,0.1,0,0.01,1.50669E-19
+RungeKutta4,10,1.0,4.19907E-19,0.1,0,0.01,2.16979E-19
+RungeKutta4,11,1.1,5.08600E-19,0.1,0,0.01,2.62810E-19
+RungeKutta4,12,1.2,4.47060E-19,0.1,0,0.01,2.31010E-19
+RungeKutta4,13,1.3,2.57107E-19,0.1,0,0.01,1.32855E-19
+RungeKutta4,14,1.4,1.19485E-18,0.1,0,0.01,6.17417E-19
+RungeKutta4,15,1.5,1.04582E-17,0.1,0,0.01,5.40408E-18
+RungeKutta4,16,1.6,5.83690E-17,0.1,0,0.01,3.01611E-17
+RungeKutta4,17,1.7,2.56411E-16,0.1,0,0.01,1.32496E-16
+RungeKutta4,18,1.8,9.82696E-16,0.1,0,0.01,5.07790E-16
+RungeKutta4,19,1.9,3.45285E-15,0.1,0,0.01,1.78420E-15
+RungeKutta4,20,2.0,1.14242E-14,0.1,0,0.01,5.90325E-15
+RungeKutta4,21,2.1,3.61724E-14,0.1,0,0.01,1.86914E-14
+RungeKutta4,22,2.2,1.10755E-13,0.1,0,0.01,5.72306E-14
+RungeKutta4,23,2.3,3.30250E-13,0.1,0,0.01,1.70651E-13
+RungeKutta4,24,2.4,9.63858E-13,0.1,0,0.01,4.98056E-13
+RungeKutta4,25,2.5,2.76366E-12,0.1,0,0.01,1.42807E-12
+RungeKutta4,26,2.6,7.80656E-12,0.1,0,0.01,4.03390E-12
+RungeKutta4,27,2.7,2.17720E-11,0.1,0,0.01,1.12503E-11
+RungeKutta4,28,2.8,6.00530E-11,0.1,0,0.01,3.10313E-11
+RungeKutta4,29,2.9,1.64050E-10,0.1,0,0.01,8.47698E-11
+RungeKutta4,30,3.0,4.44340E-10,0.1,0,0.01,2.29605E-10
+RungeKutta4,31,3.1,1.19438E-9,0.1,0,0.01,6.17174E-10
+RungeKutta4,32,3.2,3.18868E-9,0.1,0,0.01,1.64769E-9
+RungeKutta4,33,3.3,8.46050E-9,0.1,0,0.01,4.37181E-9
+RungeKutta4,34,3.4,2.23225E-8,0.1,0,0.01,1.15347E-8
+RungeKutta4,35,3.5,5.85950E-8,0.1,0,0.01,3.02779E-8
+RungeKutta4,36,3.6,1.53084E-7,0.1,0,0.01,7.91034E-8
+RungeKutta4,37,3.7,3.98204E-7,0.1,0,0.01,2.05765E-7
+RungeKutta4,38,3.8,0.00000103162,0.1,0,0.01,5.33071E-7
+RungeKutta4,39,3.9,0.00000266259,0.1,0,0.01,0.00000137584
+RungeKutta4,40,4.0,0.00000684781,0.1,0,0.01,0.00000353848
+RungeKutta4,41,4.1,0.0000175531,0.1,0,0.01,0.00000907024
+RungeKutta4,42,4.2,0.0000448511,0.1,0,0.01,0.0000231760
+RungeKutta4,43,4.3,0.000114248,0.1,0,0.01,0.0000590356
+RungeKutta4,44,4.4,0.000290095,0.1,0,0.01,0.000149901
+RungeKutta4,45,4.5,0.000733957,0.1,0,0.01,0.000379259
+RungeKutta4,46,4.6,0.00184804,0.1,0,0.01,0.000954941
+RungeKutta4,47,4.7,0.00461687,0.1,0,0.01,0.00238568
+RungeKutta4,48,4.8,0.0113635,0.1,0,0.01,0.00587188
+RungeKutta4,49,4.9,0.0271425,0.1,0,0.01,0.0140254
+RungeKutta4,50,5.0,0.0612030,0.1,0,0.01,0.0316255
+RungeKutta4,51,5.1,0.125416,0.1,0,0.01,0.0648064
+RungeKutta4,52,5.2,0.226320,0.1,0,0.01,0.116947
+RungeKutta4,53,5.3,0.357788,0.1,0,0.01,0.184880
+RungeKutta4,54,5.4,0.505199,0.1,0,0.01,0.261052
+RungeKutta4,55,5.5,0.654723,0.1,0,0.01,0.338316
+RungeKutta4,56,5.6,0.797617,0.1,0,0.01,0.412154
+RungeKutta4,57,5.7,0.929787,0.1,0,0.01,0.480450
+RungeKutta4,58,5.8,1.05004,0.1,0,0.01,0.542589
+RungeKutta4,59,5.9,1.15863,0.1,0,0.01,0.598701
+RungeKutta4,60,6.0,1.25643,0.1,0,0.01,0.649237
+RungeKutta4,61,6.1,1.34448,0.1,0,0.01,0.694736
+RungeKutta4,62,6.2,1.42381,0.1,0,0.01,0.735728
+RungeKutta4,63,6.3,1.49535,0.1,0,0.01,0.772695
+RungeKutta4,64,6.4,1.55989,0.1,0,0.01,0.806045
+RungeKutta4,65,6.5,1.61811,0.1,0,0.01,0.836129
+RungeKutta4,66,6.6,1.67058,0.1,0,0.01,0.863242
+RungeKutta4,67,6.7,1.71777,0.1,0,0.01,0.887626
+RungeKutta4,68,6.8,1.76007,0.1,0,0.01,0.909484
+RungeKutta4,69,6.9,1.79780,0.1,0,0.01,0.928980
+RungeKutta4,70,7.0,1.83117,0.1,0,0.01,0.946224
+RungeKutta4,71,7.1,1.86033,0.1,0,0.01,0.961292
+RungeKutta4,72,7.2,1.88533,0.1,0,0.01,0.974210
+RungeKutta4,73,7.3,1.90602,0.1,0,0.01,0.984901
+RungeKutta4,74,7.4,1.92201,0.1,0,0.01,0.993164
+RungeKutta4,75,7.5,1.93237,0.1,0,0.01,0.998517
+RungeKutta4,76,7.6,1.93524,0.1,0,0.01,1
+RungeKutta4,77,7.7,1.92699,0.1,0,0.01,0.995737
+RungeKutta4,78,7.8,1.90076,0.1,0,0.01,0.982183
+RungeKutta4,79,7.9,1.84396,0.1,0,0.01,0.952833
+RungeKutta4,80,8.0,1.73531,0.1,0,0.01,0.896690
+RungeKutta4,81,8.1,1.54516,0.1,0,0.01,0.798433
+RungeKutta4,82,8.2,1.25125,0.1,0,0.01,0.646561
+RungeKutta4,83,8.3,0.88016,0.1,0,0.01,0.454807
+RungeKutta4,84,8.4,0.525682,0.1,0,0.01,0.271637
+RungeKutta4,85,8.5,0.272510,0.1,0,0.01,0.140815
+RungeKutta4,86,8.6,0.128398,0.1,0,0.01,0.0663473
+RungeKutta4,87,8.7,0.0572043,0.1,0,0.01,0.0295593
+RungeKutta4,88,8.8,0.0246966,0.1,0,0.01,0.0127615
+RungeKutta4,89,8.9,0.0104716,0.1,0,0.01,0.00541101
+RungeKutta4,90,9.0,0.00439177,0.1,0,0.01,0.00226937
+RungeKutta4,91,9.1,0.00182874,0.1,0,0.01,0.000944968
+RungeKutta4,92,9.2,0.00075761,0.1,0,0.01,0.000391481
+RungeKutta4,93,9.3,0.000312618,0.1,0,0.01,0.000161540
+RungeKutta4,94,9.4,0.000128575,0.1,0,0.01,0.0000664388
+RungeKutta4,95,9.5,0.0000527278,0.1,0,0.01,0.0000272461
+RungeKutta4,96,9.6,0.0000215665,0.1,0,0.01,0.0000111441
+RungeKutta4,97,9.7,0.0000087995,0.1,0,0.01,0.00000454698
+RungeKutta4,98,9.8,0.00000358193,0.1,0,0.01,0.00000185090
+RungeKutta4,99,9.9,0.00000145478,0.1,0,0.01,7.51731E-7
+RungeKutta4,100,10.0,5.8955E-7,0.1,0,0.01,3.04639E-7
+RungeKutta4,101,10.1,2.38397E-7,0.1,0,0.01,1.23187E-7
+RungeKutta4,102,10.2,9.6195E-8,0.1,0,0.01,4.97070E-8
+RungeKutta4,103,10.3,3.87323E-8,0.1,0,0.01,2.00142E-8
+RungeKutta4,104,10.4,1.55620E-8,0.1,0,0.01,8.04138E-9
+RungeKutta4,105,10.5,6.23905E-9,0.1,0,0.01,3.22392E-9
+RungeKutta4,106,10.6,2.49590E-9,0.1,0,0.01,1.28971E-9
+RungeKutta4,107,10.7,9.9626E-10,0.1,0,0.01,5.14799E-10
+RungeKutta4,108,10.8,3.9677E-10,0.1,0,0.01,2.05024E-10
+RungeKutta4,109,10.9,1.57653E-10,0.1,0,0.01,8.14643E-11
+RungeKutta4,110,11.0,6.24948E-11,0.1,0,0.01,3.22930E-11
+RungeKutta4,111,11.1,2.47133E-11,0.1,0,0.01,1.27701E-11
+RungeKutta4,112,11.2,9.7483E-12,0.1,0,0.01,5.03726E-12
+RungeKutta4,113,11.3,3.83533E-12,0.1,0,0.01,1.98184E-12
+RungeKutta4,114,11.4,1.50491E-12,0.1,0,0.01,7.77635E-13
+RungeKutta4,115,11.5,5.88862E-13,0.1,0,0.01,3.04284E-13
+RungeKutta4,116,11.6,2.29750E-13,0.1,0,0.01,1.18719E-13
+RungeKutta4,117,11.7,8.9370E-14,0.1,0,0.01,4.61803E-14
+RungeKutta4,118,11.8,3.46543E-14,0.1,0,0.01,1.79070E-14
+RungeKutta4,119,11.9,1.33936E-14,0.1,0,0.01,6.92090E-15
+RungeKutta4,120,12.0,5.1170E-15,0.1,0,0.01,2.64412E-15
+RungeKutta4,121,12.1,1.87852E-15,0.1,0,0.01,9.70691E-16
diff --git a/modelling/data/abingdon-all/seasonal/rosebay_willowherb_simulated.png b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..9d25511b9ccee4675207a5159efded6c9a22fe3d
GIT binary patch
literal 29586
zcmb@uby$?!+cpd$j7WnL(jo>O(j5}g-3`*+4T6L;Qc6fmH$x7sC<p@5BMnm0-R~OQ
z{$lUvdB69M?~lFlm}6$$E3fN3&+A-wxT3ry*6n+@k&uwEq@~1_k&tc#AR!^o-a-SP
za18!f1b=v4o@u(M*uQXbH*zvVk~4B~u(5Zsu{5S~Gjnpbw6|ktVr60CVW6^badB|w
zWoEYh*Eg8#oy?gZN_^J>t)M$dX*nYy;TR$QLoN{dV2Om}bSW(^qUw>hkq$|@J92V0
zvjJ<b!qQBts;JnfOBz=c526m2h(bq;0{>s4)bYa$dKlk@Z~P!z+NLt=q4Cyh&Dg5_
zX`&=lXeDfG`f5+0S9go4sbXpRZG(Bs`{jlTcK4pQTg^vb`IeiP1(2DNdufAlMQ>4e
zvEJ0yLjwN@#x-VgK|%+AMaj^}g|9ye6@kQFf5~V7`2phVj>P}}f8{9^6_v2x)!B@W
z9%lD;a_jlCs;a8oh6b(kK;N^&C#0S$S)t;P$aT-3Z_R(K8(wKHOG`+Eoc}TxVlUO@
z)^KsDv0UyvnD$tRdNgG>nEfn1BZJA+)ipmM;uzwB6mC%IxFFH67%yYm7J!UTLBRwX
zP2B6}Q@Ff5YSqzu+UjX>?|o(_)q&zM_<(tRw6wa>!%xi9v*G;Yn|~7DR<p_tl-5#F
zf!dFcI62k(`S)Z!m($%D7|W+L8=UfnmdpJw)*WYjx4dUmW&|$wzjyl{rEmF2UQA0L
zk$pcs_41q#fApBrQ4A7$jAh_|Q7fCqtu$J0z&xh!UCMtrZnC@g{z_LM`0B8(RZEY*
zb?!BNS?tyMve53Zio%x||8tX*{qG7(2`chg1mn_~IwmGLLzRpkB!SRx0!L{-9J|S@
ztjCz%@;K-FY_~(ETcZ4Wk9QVm+1Qj@&Ubs={1@8W+jmDa3~IG;md!?r)SM<QKNOlZ
zBaIFZe^&56Rr%ht@om=Zq^P(oUXsF7T$d?%<RdjF_4wKi+##*Y<8Gnny1HpzxLw`d
zb*E*SnE|41bI9j!-k*2DB16|c5*aYW2wi%FGTu~EQ^UV|_gU04)%8339b&bNVxic!
zc^f$X$6_R`#=%}9Zv}mM4?4vjackzwzI94_Q|Ei;_Jod3nVHr$y)!M1tgy5+@w<YM
z9%D{og}_BR5*fDz9v<Fc-i6<O4rSrMt8ap5vi&^EWbYGWj&W>|ANX}{PBqc;@ttum
z<2<0HC9m5&S$?04PVlhcb(KcBzSGH4a&I6CMB8=`^zw6FvVKvcXlF-9uK(4g(|T!L
z(I~0{Hl-kg^Utqweix^O8_FswYVLO%)dWtug)Xyt!fc0zh89Ce?P9@Sb$FWVs1}>k
zqSQo{Swx!e;Y1O~O+B50G&t1jYdW8X9txQOx1o8OV@OdOEPRJ$yve=%l+sbnqs{N~
zWO=vP;NrPu#5$+P7VJosM=>KMg}7lQJHmADXW!INF?%=Ld=WMU|KsWxeaikvtKTL4
z_EKl0R8&-oZSmef%&mtDlzK$k+=z4?0!#E^jlIx8iUEtx5G*#^$r^b}KA&R;X<1oS
zDE#o%(mU(2xWz?NwSHEUPoJy533~syWNtmLqI*;$lFU|CY-`Q+YduNFP6>)p8j4Ah
z-B`f)T0wk_UVFe{V<mgK#!{tt%h7khXCPCg$mYqDCr$?=8ZwTKmENS|R5ptTV+KN-
z$ILCq*{60VyG!J2HzYSd$I%qM8b-pVF54k$J$?lz*+1_eFV7)v>#s8ZMsbkZ?b~gS
zQ#z9|weL{j@XfAigY$^jBHRmNM3B*HzJeJF1&4ivhu69ogOEY-0M#Xg@q9PAH6ceb
zhJvX3cxuZ}qxOCd<mOT7M#Llrb2Akfwn}#(j6nzbtA72Hm+l^^ee<AMUswi+P<|*B
z+7{>*XKiZ*wGM~BCgR_|Eo>Cn4me+Yqo7I_XO4QgR$Ttv)wNdF|Kfly8n^W6G3A-p
z%Oo=XU$et)U(OE7{Tc7xy;}u#h`Pv%!}08~!1;Ek6{YI%@_YZ5r%#{O@KVruazFIg
zHqpU+EG$bxcK@4ZH8}nTJw{zYXx+>V460`PFTQ5XrR{^gIpW3b@1Q&vJncHBXGPw~
zHJ3Zr9>O-|{7t}$ls`ovy{Ug?WWofQpWkunF%249n`5Azg5Zg1@y4twNk49MxYI(`
zaUa)=%LL~nie7>Qy_NZ6dU};3UTW%g7&bFe{fGKX`toLF3ZHF}rP<EaU6)P4(-oSL
zzDQq3M*q|A?}z;|7|kp6ERaJ9$M#opVu}c-nzmY+5>ZS7$}DYA_&#zTGtQwR^`|U*
z&OMl$o~uJzCXQZtMWny7DJag9$x0RjHJqAl4>DUDE+k(w=61?p^sQ&&HnAYbL`QeD
zw)KHLB5qC22w3Mo7*<JSM?DK+%;dmgYz$$?=*GY2#jE7-+L1Y`%A-X%nv|<-q%Ed@
zk}eGfw{O);$2cPQ665;?hqeTWVd@BnAw$Xe+)B>)nhV-P26ugCe2<<;lDo=yA3XR4
zwe6*MWML9L55^HXAGmwxPOhNJ2YJ^i5ctY)1drR)3=C$hnm|x5v_(WKsCFxe_Zkik
z4#fu}BO~4E=9lLuWdQ+58g_PN+JavDk2Ac=Ae258omHT%dQmYkJ;dS`7Z!ejT~>Be
zsGJFc(QLY!XL#moAN_Ft)-VQ|X;4;H))hLR!<kyYM@l;4rJ$GuPT3d;t5a42(eB__
zH_CTS!@Nh_z>#*oOGwxVLd!4hMwdeCAN7t_7yegg2DMWlx|Jp=2wk|Sp#{BueOtrF
zr+IzSy4==Pm+TP}Q$MVQ-OKe*a~6bR<!-Q2XWF(AP6{b3?XdIJ5ATaM{J=(|bZ`0j
z^CuHr!ux#Fy;Wsd_yqp)U`*FJYKZW#!t20l3>8F)G(yB-TF>ym^gQAnXR+bs<(*X1
z*Do8L^4aSv8y_E6Kgwi0n(=R?r=#nsHR+C4U*Bq6XL3zHJKC~$-J-dFU)R&qb8|zz
zL^Er2#%sOw(Yajn{*a7SlUZ+4!`PJX(NtMQ1&fBIWuZ5D87XhZS3<|A$CUeQ#GE!M
zRdOtzyQX6sbu*inWeV>F%RsLE2D8z{u^B;HwmFj`Wibq>q72fpYj}1Ynd`^q^s&jf
z2NL7r<}Nqp{jz*M!94Z{B}Xb1%Mi)8v=drkq_6=Z1h){>d+rsHw(Zg7*%oCT#qvj9
zpE1IcZV2>6fEPVK|Br)<E&r?f4gZ}8gU6&)H!Dy<#`QRRR);@5%8GkaFW*B);%GJ1
zzGZcK6D-L4HGPq<7>#j}IE_^UYYP*v)<`6SxVdaX32zLST91{v+7sNnM<<iaBv9u4
zX?7t-NL>%=L2yJy^17XFWz>of{|+NsMx`<L<>Hq&YP}K2jj0tBvtG}iKOde&aX~57
zs?LY=PJ3^`iga#!Wzs?z11yYA+j0B`toRbh&9-ewL@`LT@AJEU<g}<|b=ip2PZvmf
zG^XdSS8V1&?!9&}b9JdvJ3V_kX`BmLeQjF<(bgDP8dEBY0bQSYuH%xrAed!_7bL>3
zvoP&@q~|L5P2_>ajwt<;M*P8Sl!2vNsln>xfrK_I0qUaP)<uXow6iDOP_uQ0oF6dS
zV0-1rZd^PZ;0;;GGQ;+mB-bX3Q(vqd(|0b{Y4)hBQc{51;ne($q7ayzx)J7_nTXLU
z5TMSQlV{Z(O<uGFx8V4NUN5g(y<F+QJh&05ZeAmdVsZN-QeCQM--ulBm^AYh7H6cZ
zUai^>uA0+q`MqZQmHcO(laq68fhc^D)X!w-57~veF*+CrdM2Q761SIx7Byr99U@d+
z<ta}s<GsQ<CtebS*^zcVrRKnFe1_-H>bxw!)HWA5P2n+qFH;6zFU^4p&Py+mj5A*}
zOLftDb#$eghD{L?_N5&K7sn|!HMRIsk}Ud>Lolw4nU8(Ics-P-SCJ>D_zOYTtE@8%
zIMlYZ@zu8Q3X{h;HQMcHx-?9h7nO{*-;ni0B#{>#T=<GL%wx<9yY^~FdiOHg<DMPy
z&8P8Z(?bWzw`ZT}bD9jVq2TamQb049Q7cf>W}MUUm@Ry82A-Yt(3gLXBw<hZ9-?@I
zyKH58ubE<8R>zk29@)sWtI6!`ev<&AD9^p0g?2O0GtyS{fC|)eib31(GWUR1$5y;h
z54PFhtO$~595P1ktB@RYN!%<H2Nw9JtAm>s7@>8H8Iv@EW5k7+<~Y$rm!S_U3=&A9
zE9Y)O88ysp?jB)jLy4L&C)fP4XS^kk?zlm^Cyx7&b1+(Mr^M3G$%W^W+bTOcA(X0a
zVei{@IJEr-I)ZLv@3>?zYNAQ3V@*fzphZI{=C`(mI}LB%bfBT=We=lZ^p;w#H2s2q
z@FL2i_GE9l_zqnd@*3SnB8Er4g|IGBPoO$!*X=o@zzc_IXwdD(8x+LpBwYh;30YYX
z<1v0pIy4KC^%8wOp3(6AHM;cLsA%vb?RwmAVd^E&wo0y=XJ5(C2->K-4BtZ;OCF&d
zkuq}(;4FQF(8SJ3k)lXA2viu=ut6byq<X0G56RfZ$&C9l(fd)lt2f&46PA9a+9x$P
z^DmW9kK(Vs<qeuc>S*sgVQKp~K#5Hi4S960G`IrN$@3JY`Bs~fI0hYBk)a}i_Rh9w
z5K-k_diBQ;TvrJl^Ky3RZE{C{ctqAs+n9+FyjF7LM|Yx2>!KykNqGahwnQ{Yxm{Lb
zPbraC9CEiueX=1`@y~O-(Q#D1iBOWeHq6yqjC4Tkw>`MCU9qF@p%oyxm}GtYhQugB
z%riNml#`KZjnyq0@nM<N+gmT~MZh}5!@>2Zmwc{<M$E{>ZoAe?u^A<LLv!04n(a17
z{fCtfev(`Jk{AbDen)(X4x~qT(3k3b+{hWF0TxTBA&ex<ybifL?S~e3yV~w^4_laZ
z9%RDntMA=oEYFzb3W&=O2@0^Yu5rsUI~PAg#>5plI+S6C<u($|aqGEFn5EN2EDPfX
zyAktTB56Bip`?lVY!4xI=Y5z>IgWzn32e-5XVH?*kvl9pZaH2J7-KKvP}bPELw<0P
z5sm#&F)zvSz73n?jjzzjseOa{2?@Uy*^zaFmX%{ZIdW5@re>Cr45tzbH<^$!H)<~Q
zwhL;7=T8W0+-~%lRG+m#X3JOaKq1Dlj;z?{r!ejq7zr9I)60YHW-ZN$uX6aHH+Bqg
zMA-E~bMAo1%8NLRBX?PLiM8ii>OKxsR6_^xK7AgATAK0RVAOC3sI!||lWz@75~+Di
zt>2GS`q~0Z41-uA>Lt`Hu-bw<JtW$qG)SN(+2Y=gC3o2)i@0YPb;~7W6;E8)-A$d5
zR-aFzMB^R4Qi&O5sKGbZGY@zJktD-@wEuMe3bP_|x5H>p;;1}Jplo7~E0|j*a^Mv~
zBrd)J1ebSV($Q~$7IS^jDgFKX8M|`>^EO{GoURLyUVpgPn?E9r+C(q=$j(Wy8fj>K
zi^KwcFMMNiO*Rcf2Pu5U;kz8yljR$XPdrE^*Y7n(Z&N*6in258oH*{Jyv!WZrK%v+
zD{v6pK8#2a>1v~9CW;QU-Ql8m?I6Vxn`z5HHJuMQpst$b0&-v|Z*))sz6CO}$M;Vs
zvzoKiVS#iW4%E@;Q^SuiUfbi;Fl8R#jA20Vm%7t39*e=7O<o}R#xmTiW~P$3Jr=z#
zK}L(#kja5E<)1!ST;08Pd*#K)o!Q_VwXT&aaT%-@F%28U#vHgGLCjh+O~s{eF3csU
z{e9qF@ZKDm#m7#sT#lC;*|kKBdJdeCWoBQUf<|S#q_eF_b}Sw62ji`3<}*_XcZw_S
zlHmj)&kkg|l6H4-c=4KAa0Igl)kuao2ie)?V2~W4t~#)^-Hzrl254_v%su+^q3}A7
zv4e;=c3-%#)~qb@H$q_~NmRy&Pj1slmVpkk+@-`WK}p8@NVBKg@FSbJSJgQ1k6Xk?
zUy)AR+(g{Tg}F~G$R#vyHlECtWF6dbi%=wN4!-v;19O~4zraBtto2zs%4Ex}_EAHH
zFcn(y_V$4;gKM64`lh6WA(08iQX>SDWWI4VKUG&UnvBQJJC{R*jv)6-8{}-tp%bfY
z176ouhoFVllQouW9^v8PbQhmb57u?^QXT_(duHTM2C;k&IPbjIQldsQ-=m=x!=~6+
z+{Ch_)Ae!<OC^4hdnvzu{aQGDb{jp{XIoZpw+#iSz*VX)P!-?4_2SSG?#hAnHGHVr
zBR^29)=I5u#{Y1_ylnOR2YT{YJLB!y_OkaEzsxsP@8}J#n|8Cgv^!1?=}+S1%C;ZO
z{iwjn#d*tW5<>sz(FedB@nZOQ!>W>@tICRmWH|x|-33rS7}6oHc|Vz%^W)_Lr5x?N
zr^w~7!*|c=6A}_~q0$Np?iYZRxsda^6pXk@nY>J3IA%2DBijQCg{#2+fY|08>5QYx
zxll^CgRL2ZiD44+w5(rK1i9fNxAAhh+kG1Vc+@*NIU%1UR=!L7;6Z_{wUw2w-dy;j
z48?9Re_M_-055$?|Czh7)zoBZ*ap~>Ub3!Jc%$GrnR3&t`v}FGhjPl@;*Deqz7^Q_
zpn3Gr+ZjH)(uovkg<8hO#tGz9u)F(*%^?v?jRjM?B%GlMqHo{6-Sq0HU{{E3LE|*d
z6~F%g34eg-VQ_4JAd_#+&FsXl#20I(17_iyx?NB1F9wd|)Es8#kuYWw*NELR#H6AQ
zc0pdW7fXKfVtd7+k>gPyw?LN-G+iKc91=+(N#qPa5AK=(7!y}iD!F|YFY<-N56XE=
z@A$MdTw_6?PXyx*nX%yB2$GKNfjDClh@N9Wk?;|+8aL*@{=pk?Ey7_3g=fa}^@f#f
zO11S!S0O|=W7^LHp*-Dj#$VV)8o07h9%rYuUS6D?i5nuCh}{e*ykH@SWzIx-JfGo(
zE^0#eVBVYMXt^t#;7P5tqWxax=uc5tVO?}Wa&mFVlTM)>R2L-HJE!9hW*jb8klvxZ
zt1YbcRJ6A$rLVDFD`iLSJ|{3}1Mmxf===9V{)18cNzQ{&lF2$jz^jug0HvZ+fYk;=
z<zTKMhow0Gp#mDClaP?8W_Ven+opQ0V{YhBt{~ydSlHO)?hfn7SipyM%q?b4g(0z;
zqWbz2i65r5MdA6=ykcjgkUyiRX?t}dL57Xb^y%YAX)P@h=kIUD#l(VwgM(9CdAr46
zeL>o(7zf}-%62aeItYc0(E)nP`A74vt{i`Bz6(D)C+8odVe!~D{M%^4X-f=RGkR3)
z8MACv?9;P+*HQjM0@W1t^5Xql(|@fSHdSTt#o3XH=UOT4^+eX#`(~m@A>`C~7Mo=x
zCLO5ki~h7HmX?<IxVTg@Nerv|Ee5^^i8mpT-tkHkUu}sY=TDI&VkC0GUMkjlh{tD#
zqiCwB<@pU@5HbB4^2^K1WAi?=;Q?gSSDkZSz-?<<j_2Rs9uj!@@x|8^Rx#hk9w0P4
z61v=pp?&<gK&CXL>mD6F{S$%zSj_P<)CxX+AW|a4nTDfj?^34Qs}JJh;)Z*~3%F`W
z?}Al-_^t-YEis+Xy+_Y|iq^nq=hf@0bxfeBu9+z6>u+}A#~*&~>B(k!2=-TP*#NYV
z%P|vWe0Vsw(RaBo^%0Q$HunAYmcMD7)tDWujQ~-QcA+~axm2g_xtv^7S6A0(zyZvF
zj$@UIjDjZR>|9O8?I6r(()OiHuSvC<`|ughXqjGd%lcUP`?dJ~zCN{Hpavx&wBS&7
zetzAm>T23Yk0gCVMVK{1lVn+dDEFneSEVv4D=TY_pI)O(btW%2w*bAtQJ)1!V?0ia
zVIYh>e&o>+jBcd^bZ_6&{kY)Zn-i5Lp_6Xo6-HJ~9UY?Rn3xIDZypw|ha|zgkCJk8
zAGmH%v9qfr-t9(H$(N1eupX5Hdy@BIPqXLVi=*>cpb9vx3{cndJI;$w)L6b59vwv}
zrOzoE!C^Vj0}?f_q_}vncE~i?tSV;<jSdVZjnp)&1#w<TJ6T~Tfzuv)l1njcBwh=r
zS**kyRtb~kB_*<!7;=uKR2&>?8}?l|bNY+R%e{j+k|1V^Ct7}deRr)1=nmmgQEJSj
zA=9X+sLHy!C7aA;u0YuBVajwb*N2&&9d20ZjH5)O!&nO}cNf2`WpHtF7Hv4#h;31e
zg%qsw`W#nie}V#``wdX1!((DJ#vpR-nIb_6(8ug;0^P7S-h{jNyeAoYP_WwS9TyS=
zsHO?M7Mi(nR%TjTt1uK&r+~Vts;XLW_R5-Te-mC;UM1&azY;ZrYQxFEAiIH~hnf0u
zt8>7+D-3Uq*C@jFAOx%91t!cfCgSz$;qD48v8}Ey@q@q%V$O)OsI%{*FS59LD$RNc
z>-t1d#O%q4-pwuHdWm6lzEFb93X<`A4A@qakKolq9z)i{GDh%@qcXAiwa5c6cKA%l
z2djB+d_xl3A{fCNr~HODiZ@kG!@D3!{Ef~4fA(dvp~`lf&&9!**=UK@hF=T>iwuuH
z7>kOI34L7<;0vDRG-uwC8)2m35Qraf*U_v|Oei}mWX+ahcv823>tHl)ch~8_cu}Uc
zt6T?(`t_VI>G=ZXRV)y3RQ0_#IF=miAli?%sYe63)I?#f|B8=LXQaWKRxY+TT$r;~
zNv60~?$@7fHmMP;1M%-eW6(h9GJ0c7<ffpp0WWE}bU|IK$e)-9kGdhz$~BL(ja)b7
zmU`;F`J=&#WQQj0^`|S=`Tbi5qga0e^LQD_&ywnXWmX^Zov-ZQ(j2aUWN@@5hKN0)
z=MK1G^6g2v9K?Oy=XyUy{yM54AEeGEkC$PjaHF^_sMue}o4>-HF}g=F^{|fQe}?Rr
zaS17k_EVXEf}#l$35o^!XWp&1ZK;a(dVhVMieiEk4ozY0!^)ag7ydI6H)Mj}*$!|g
zd?2p>BM!Hb1q|zG{O993K;HlR*Z!29!f8#-&Ho-}8K{MX-v2FZ8>0j5IPV|XK}zb@
ze}!;))b7Gr#9SHEaNi{xOaeSmQ}3qapPAxXrTBH@;lCgL;L)RhKAe*?=^qd0bKm@X
z=KEI(EeR2j{*ij_+_|IpxBS77RbQX-kETULME)z$f_{H^Ndx*A7B#EtAg-fcs%_?q
zM}~TkKiY^$vbo+B7%7^f&d%)rHFCsyobIoREfv-!f$&||KhSazh)87mFfXOQcf<&U
zlmB`s$nO7M)(~v+=l^I1L~G^0H<MLS5&MtvAR{CHSJQtVkCT&A3De7*%;{lm#5PHF
z!2x^fe}on{s=xflW)9jQYXeH<m#=TxX&D*iP*a(-suqLcS3n(ngQ)!VDG-yA(gPJa
z5g{Pg?8a}#rKQQP%Kj|_)0%vWjC+Ma<Thy(jB>o$v{j@T3rZ?FJh4C>Jn+<#KALEB
zrC(ylTaznweFdPA^wBNCR8V-qJXmD_3amx#IRNsXL4ktW9(IrvNy^m^p}j7n?$`rp
zaG3D(=ZnIE0&b%;Q9Zr%QxELAhd<d&KjS`^{|}@!$rFGhupg_cuHF*^3SroFZ-x9@
zzNT_*)gKgVlqVGwJSGwHYhF_?C@hQvWhD}BhfJIC3K3g&!#1QPQwl_8jUne#ciWiE
z>ks#3RmdK^_)%^kgns*W{Er{HwftWD787;$@13|iJ3B!!4W8bC#2TYn2jD?1|L@HD
zW@tzm9ScisSqqdqPnl?Gp8-%c;@Q4E*SQ3$KR_A34@!(|Mjbb6OM91;E9217(W^|l
zv1>Ofj5>$iKL4a3CVq^7?_*QL!w>#SuI|atU%betqmRY{#OS{DXh~d12%4*G0+7Y}
z)|%RbATpp#L&obO#i#(vrJS~t4{B>`@rj5Yt*)+C{YkKs{f~wAr=hl~laynxOiB$}
z^?gGx+5k!(xw?fj4)d-X;sa$+P+(Gh3$o9}0CD6!j^`U1>gxG5uk!2FW8b|iI_$1Q
z+I;5c*YfV?<3BlelbEI}8N}W1rS2jkfp>_Aiq9gf^=hpWt1wogl4Ag0DYiAj;eNO;
zA-fK=-w}asDPEgU6H>1n<BzW7f<BszCUDpFQE6Xa7^s>SuLtEDf_mC>odlBEj0Jr|
z@}ApK0=9%l0|TUt3l)%H9bx-4qGe=&A~oFREUUebHr1HbK;?675(@?nU$G6r45`<G
zJ8~)(28PO+C{gE&oimnw3Q$vRlpi<Nff)r=kcip;Sjf)4f52)pI>5)us^n`Z6w){E
zw{TfgtF;p4WHV9q(YAV^ZGg1<)e8@v;OT*m3aw$}dK?H2g$vw9()FfG2dk#!eo1tj
z{Y}@|FKf5Xp^o;yKVWYgI1_ihx&LV^+*RDCZau9381GYcPi1)K&c8Bi`s5|3u_joT
z!_-}o6;e4%Wf%kM<2)Q@Lq&XWC=NZi37j*he~Og$z4B7ACx61stideNvM*C(iR=Ta
zv`foER}IalYsHUTfD#3=>2=h-4<$wYL9Xw$O8b`GJo@x1JA$dIkvo?l)B8;d<WGbX
zCxGDk&W3TY%wypi1h+;VM}xYF&WmpuQ$=v1ULYY<tSO80;|N-C(jI=SZw>ZZNBhH4
zzzMv+jfY$yaXT4q*Ccl#;J&F_8;NAxNpcfZ;c{;iw#<c)sv5TLG@SfQWo$xoa>8Yh
z`5N>ukS>imt7V>^CsFR!#r}=|yOrnaP~O9Y*B+#iRS*7^Z@C6@QDeDLa_Oo5kywjg
z|7T+TPquNRYM5ZHl;%I^1OxJSupj>WqxO{d@&8i`c(c4pLjs|OpK^P1Ii#k^$!waQ
zCQSap>c0U1V6B=RKl@Vuo@<lZgpJq!VuZhm3`3ya#@~{(sDuRCKk^Bu&A9O25&>cv
z!#V*OVlV>Ei~kDr*9_6hD*GQv`hR1HK`QNzblfrp<>ko(1B%x2o5FwC%4nREJgTIN
z8K_IB6SXV-VYG6MkfwleT2(c*e`GXjUfy^ANJU~Hm|1`CO-G~adcohQ@V^1U{?^Pt
zkVn)U>d<~cUB<t%s)CU*dP76Q-v|FYfnFmJhOGR2iTn5Om+&;8Wc`)sbR>It03=BS
zu~PdVkR(Y_NlD~yQ(bw}?MnGSz}#<`hJ}TNkB@KM_l5k{pYy`2+)pf=O%LL2W#g^r
zmwz_%kia;q>~GGBSeg}h9rHg{7*tCCxm|wf{rBehjdaHQk#(UqZ@;GTr~vQ817Pn-
zV$gCL@=apWqeD<ZP&*`HGY#Y4`^ui5km&MWDMvy{kl@egQ!VC^)Ya6!q_CQp&UL&>
zw~KB8UWvtD)!&jpRQ<wO_v60M)ycP|ARNJML=xt4m__<ul5hkeV?3~c^mO6~l_Z7Y
zP%;_#o#dT^GJhfv&(11xa~~xnB`FL4*Q4DMmwJ<XYb?KOmj*3_CbdNu6c?*dev5>6
z=?>^A6x2lzKy{pRo7E5Rs7p($!4gzQq#e~@s>7T;1B(`K69#3_9!eBCP_AuI0$A0)
zMc&pKiX#J%OtGtGh>C`a%J<FYSAZQSgG@(W=l7c+=gp%70lVlhCOlk;F_M(iMiGul
z%p&|QHFatV8`NhL^_twI&CK#9-B$*(s@yiT5A<67E*?C7Eal|vJhHnom}556;#*`h
zH#Zlbp3ca_!?VWM#cw>7A>ci{3vx6qGqVD0%6MF$zuIZ(`GMZ^=dZ;jC5!j&m1Y1*
zGcG<J9~~Pz31OYF)niKD2M!dlaZJIHvVt3Rh7@kx#=xLuVNrZ2_b#`rsjyJm>u8fv
zT3UK-Qsm!BJiBVsWQ~@Lz-+qNv-;EysFKQhdW@mi<jTDSkK_~NQaPn<ZA-g=!sF%D
zX!E09$u~JJE~~%R_~Y$bOjw;QJpZuUbxsqoevKI;p$h*izXPET6d-n#?ng&PCIBt=
zNET^;bPOjdYMkoV|D43h1iVz`ltS4^mVyL6e)`nYpUyYsMRezm6tJ)~w$_iT6{|mK
z3Ydm@9mM}Ti+>Wc`!AMk-&H=}X!sooe!nEErA2>!VPWJzM1{p-fGUr%2h-u3BXb3|
z*{e?(oT(`(D=it03!k2N3)iFWfAVys7-;qPHzUg6j9|f#MT(ihFPj=5J!vyc{Zt@)
z&5sFj(0~1Z(_?#GBEbsE&KHiYj{cLA4Eqv1P@9Q)sFsD{O4NcVdo!7+y@k;@!y3|$
z&>#p-qb)Rt_r}>=3wLd_X8Ic%IEJ;UjAiU1Sy8gBB;AsD*DKV|1qo6OhO+)7WSWly
zk&%1+c1YU~(o3QPLJHh}XZZ_`eL*GiK<8PmPTu=1a945j^IHpAOXCdz|IYH{b|_gt
zzrLk$pYg5pMp#LT=Wi%!)hr`H$Nrl^qh2#;`H{xVZ1s#2tM|?C-aLABcV@KQ;s@zC
z-*Yd?(C6g^imT-059iuNs&)(uON1039?11=+I}OOl)Uts(5%%ncPyG#7l9qT#Tehx
zLE6c;ZuY%rNb<6F`5d`MzJeqbSJbONqvQF>GLiRUD-UF<U)M#m!pGbqJ1sSl!5nKn
zC#~hMz}6xj%hPOksqDVz{NB{=NwjFg${_P%C1p%9Itspr_pKdjzbz#BbY8XEW6#||
zNy@^5uIXsLtZCl)JMezSvUs7^R=H`oi)N%>?#}AYZp0R5l5<u3gQv%f(hobtUYhQ<
z>94Vyn7;n8-EnV1MU^&Lpi+19T^#LLn&5WsPN4iCoJrB%w;~-SOwfVG4wb6qRwX2C
zMueZZ(QB~#61YnWx5}F~c|Ctsb}vTrZN?Utw`dDq?5lW!O2J~f`*h_t-RCdDX(+5X
zfMdX($@#wFZ*fUx(1uE`k?Lrl=VK|vulJKN5CG%IS$(I9$x>gcd~(xOozk@SduD$R
z^J22cg-M<>q@EoY7H}X4AGEu9BH<l}A*uSb+15?vUuN*RmuVkj9-`hV39b%R7sA99
z=1oC3nq-kpoFm(j0AdO$gGM>*;BZnVS;qJ<#rQSK@c5gXKJ0<i`AA;6j^tAC_@k}x
z`t9#lI$a%AjqFzUI-4D|;7hLAY82E70>yC~p;FwHldR$Dg&eX<jNpmh+F_EKb6WQ2
z`YfrVJzx5LzGEq4D>@cKB7gt!D;e)u525sT)Tw*DOG|2yMRys_FL17Orgjmibvf_{
z%rU>#yfGAj3-D0m#Gyvh>&2I-y$O3n_;;wd(gZXGFa6DXB9#jD-7onY_FghbhhfIq
zhSD#-E!R=z;}NlM5`$f{-J3K=_p+uNvm$J{o^lk6PzaqI-F{L~@TT22dohYsJ{kVO
zT-vl?i!TO0TXaMicY7?x?ekofcIm+(5f~Oi6%P=v2GbLU4fU<4kzmrQ(WNkG)QQ@L
z89OyL`+g^3yWjVNzc5*TrCfqgV}$F=#a7LO?NKFr|Ce3}b=ep_<swkgo_xn0uHST3
z;Ima(Zh8@@93F8iuDhI!dC#Ba`F+tKS!NkS!+>+6(Z}eRxSr;n)LPISMLyUC)><hJ
zGy`4yLnIt181B=$@0nXYU19g;QWNoMt{Sbf_hrIr8a16}baWOA%MYJRY)N@uC2bX)
z2L`XmHlX{VgYqLS@m>r5S}EzJ1>6FnxxIsZav)=!xEI>&SFYz@#F!@Ju<rRb{tm&z
zv)9FH(Zc>?@b_8M2qhmlgfY>)e>8feGaP$-&~7=54BYKfcvO_;<3|0EU%V`hP52^8
zH#j&p1DIYlMU|ED5olsw0jf7P{-D*%D2hQVnYld>nQnCJis>G;$gRd|lFvN1k~SFP
ziy9?bhjk!-W_TP8sA^pXHcikhX}=xa=$@@mPw)3>0wPg|we(_da?~)X8Vi!`nD_Z$
zu7Q6|E1x^mg$tl%(n~|Qg-Gh&KHZ6rWR`gF%`e}DQXedv(nh3<46UwqYa`Dbt)Lx3
zV6MLx1h|`Vmuj)t&I%K&d=x5Q?|C1teQ}zM72kp6o7Zs%ytk!SoEihAm+L{PtILG=
zgU)sKL!<0w-V0T0J2}NXxACYrUw-$6&C`&1hv?H`MDpS|OJRw1Lb>~0xV}C4@9EPN
zRZ_x3%!siD+|I@-iPS)shW;o~O4g&I*<<4g8<T*@Ir@VTL4Wb*#e;2bBRYt4gxGLx
z&%u6sO>Rr-dAWJMC2`_m9T<!X>1i#0_kiZ?ba@ut<S7eU`BRQ28zAa{xC5|v32U?P
zJBou*0=~(^^CRdN|FOlweI^Wl{^{~YU--)^lh=*&MP6F4@~$LMyg3+!Tsno(%D#IV
zjzGwjskY3gK6U&JHZiAX--O5*ze|jJ*KB>cg?>B1vh&SUPT)p<-RAEHF&F^}8i8}e
z({0Yuu|gLWwro}WuV!9#F2$o?i2t5KN;|>(K%lQ_<c{u;Ka}$VK67LAzP`Te-|5+S
zJNvyo|2cB7wq-3(`FPCFJa(nSJ>*d71Oq2&^z&vsT5-g}<6p)zxyy*zh)r3c^z3#C
z^x~6Q&+g&n=#`Wcd*hVk=RM~z7``1##bd2Wd2p0JM0Ncu!<jC=f6w6vG^%i@%wJHl
zHX7@BWPGauYk!jSnV0p`?cL^k#S!z5OQ81i0thTT4lSi+3I{~1Vh9?yxirni)m!8%
zN&ApN^U`xfoWodMvj4M<CGrmyRmQuuztA`_MyGxsk*9Mfch8pc63=L<gck?tKYf`M
z9L%PNfnZWXW!N2eyEsA&WCFzbc=6)l^=?SCwdd7*c+^_^?80{$Rm;guJ$|Ksdsy?}
zDoM-*sqdxh?_Hp%t}cPV|C&Z{HP@)!_2kj#zADveT=%v73J1ex2;vfl=8^39RP9`q
z$WYep5W9dO3mCVrSF{7V+)}A^ct=gzO1J)eDKv)`$+r#L(8DV7)SsSQ_`BiM@8Vup
z%*o6<evUp;wA0ItUB`IbyL9qKU6o9;Ae81dOqjVk-rAu@%ufoN+3oAz=i6>QDM^@N
zoXEXwIr)+0C(v#0PMktao7EnutT*!j60NSIM<&_U_`5!+S^Wa*`e#YDV;r1c<d{p<
z`oARv!WKU{hlG8<g?&50kCico)eR-}Uqi?W^lSp$D#Z*Q<5#7^xtuH`Y8tk7I>I{P
zY`#MIosHnLdh|_B)Zg>3DO#@IzgARrZ>=<WlytAhba2^wcm@$vmFGJ?77{xK*dRZJ
zjMDxtOg?|!`&1s0>dI|NRbW$>lU|lqZeO0|s4TsVE1Wldh%N1kbCbFy^sg1DFq4t#
z&_*2oG3Z51UQ<GK&|8+xCT^Xy=yi*XQ-6Q-55epxe>TGTO&4du!&Rn(qb=tCr0GFM
zl`NjODHX!f;kK(cX8P5IMR~Ch=Kw&td;|scF@s~tG3vEO^)d1Ii&uRm+xS&x0N^`%
z)+*AwY_35RgnnC8RCG;E4JHoX^d5fB4_d+}!n^N(d@0ra^>B~`R?Usur3wqDKx}!3
z<832^=-fpFg|*geUmkvuKRAN1OG+t6I!j(aKO8xjNZ`t&o4=kG#{o+!8rIjawZUk$
zzhx=r)qB)^P}|52HSu^ZL&WkSm?n1*(IkuI(1YtH;n0f-=#3MPbv$%z%vet%^Xm0F
zau^S7nrFo(qQKjQ|3?|{_zq>Af;ZQ37PpoQ`etHETUoB&FFp8_;LsT#gLTu0t3tu(
zdh><T4v&mnv-atl4S(NCjl;VdGRm?kKNi~>{F<`eM=R|NL2sj{yRItpQ0g7#M8ACg
z9J{^k@RrT&b%}1nZZMo#vqCroi}WE-(S`sbZ#Wp$$%8^ifzn$>KuM`E0hHde_oF9y
z9GhwWtuTlBuHaCQrTWG-Tg;nA7@0g?1XtZ|*t7E=BbK0WyEnkYsR7DIGzd8u@J1OR
z!#BZOkLM$tfL*h2128u_P<Uw_Vf8zM&%D!j8}ghjAlS>CzWi`NIWtAafhEWGghr%=
zi?ffudsu6W!JVniDMBWft3+nM9Xy66hW|d|E(lPoB_$$>sS%|0^Jgi~wZadRQ<v-I
ztx4bI`Q-dS-Kki;bMKpwL0SF$>o?GQ_|_Bkjx_ejpuB58emK??u?WKM0~TS^>5pGe
z#z<h2WY)<1ipn&1Yq11cAd6jyQK@4a0#$Nxaq%-CxIfl!prDNG?k@Ghr<Q@0L+y+h
zdj?R(#VPlhMBud_sBt0?4Xd-TbNh1cURT)a@6>}t5;r<O9!o$#NkUiXn1&x6+mFw{
znO#sI_3quf2Ru9tBVG*l@KI%IC@Q1>_!hXhLIet~QBhG&Q?6s_6&S=KB^iMwOH04l
zSW*Eof9EIvNDOu%x$e$M5g!HVeZb40X(!0_-FnIC<uvgvr-BmokI3?0SIjIMTwb|`
z3y$|7|H1~2+(Zb4hcKvf`xhY7G`VfW15dBkX6uz-!*YiA<P^g3&1OH{yf6yNq1xHm
z*{0{mJ9HTpKxjc&McPTlW+0fvR3Ps-&9))e^1J=gbnWlyd0x9UkR@ieF<HCT1TKU~
zD=Nk={`^_A1j?_yExu<7o#Dt#6B83f2l%;pd4;YP?Kf#8qZ5Gb@ChShB2cAVDRL6o
z|8MFzBiX#5@2Qli=*wT@m14FL?QG+~My*&|cK-uG87Xj)Ps3=RJdxJp`~3B*s@ca%
z<o##5FaEDJ=X;R^za{a_G8C7Qg%pH#+&e&uE%;9=Z7d4fFWr~05LQ=DqI;9YRYrL)
z2na8Q7d<^a3DAK%W4A$#Zsd}iunqS4+qYy;#Ca|y6-M{{^<DZO%v6<?l~urjTQ?mh
z&B(;0end3ZXf;A-Ml{d_uG&<An>@9QzmU6wr&AiOugUbnGgSE8c*r!+)s)7}Oeeb$
z^=1{ug<H*^{%0~Bu}A6^L&_yTfs*g?a+;gD-=yoPjfvlu@JtO<nnl#>-Nd%QD$v27
zMq|KsngaSlUcD;x&5AIpKK3Q{qG?7ML)Wn>=CZ-%G+BxAj!fqF!A#}Ymk0M^C>K!i
zK%v>T3lr3||DU+@Soj${o!8joQ0ncKTQ83}c2q+BHdP&yd@)TXb=j7w>&>UnCbo5A
z?Cjp=+Z-ICusz+rwI0Saj5jcFt(C9IogZpScDXl2uS8NB@fZ6@2Vign$OU+?l!1dT
z_oDCJlD_|lnnvOC%_y#EZoBvF{oG>mJWF>x!40mdYv2CKM`pjQE^*Y+w}iq!r1-hF
zJE>YAI2`;8VLXcVR|BU)GmAX}GMv)JE(Jb*XA}5$e;#eE<gZ=)*!5*Qit2L`aeK{h
zx_YxXBA>QI<}0!vx_+e3YVtT88m@h%hs+7M5c6Ywme#}*T<zG{4C3m5%2P}ih)A|D
zYCobXSPsP%Ey*n^Q@T8Klqp`8TQ(g!Sx2*U#9O;Mue!H2O(y!Z%dI?F3OR^S$OR`8
z1C!@+05eLd-4NWlDOyLLsy75Ofz=|*yOJm-LzfF<*xW7rv%sH@AY<k>K`(}rz4HpH
z<cGYU_1t}<BT6YXwl5zc^b;v*2zmc*NfY3x*t2HIdill*Kl{^*jhzR$E`i~{2@*op
z-&y@}%f0n1{dH-_)rz+yKSo+B!tX+;kIF+579|`>j8GozOJ$1Imcq>#D}ArF&a?3E
z*%bGav<^0Hu|g^es`RZ$-#y?DjzVe~PCe!Vh5B}|1_grTSf|@Jk^7`>MB(gE;u6aM
zq0gloO5_KXp<BO4%g3nxBKpP9^5z;jDISATmWZ<2Os+OE<RE-=7e<vn23qpz1B_5f
z37`lm4cjwCt*CQz&)&zgd`zF?g-!h*P7RU5L}uJjoOu-u{(vAurYAsc*Q?!ll)Mpl
zn*ZW$+MrC!o3|^~PCU=-KOw&>=GrkpU@VqhYP_`#Q~0OMm}GV6Vtw;Y8g&tB#J;S3
zCo=!%Kq|q&-@qgoH{$pROfED_>(hS38}{+j<-4b!>SQ6^ac#jVvq<-Cd#lWPn;jp|
z<Hn+=E80JTyIH!z_>WwBOE|bP-h3GqVqTr%3T!~~MF+TX`!!0K?8x_gIhF4>jI=pT
z=<bN}-au~&2d=R*%ZsmLXTuh1Uk$wN)Z@SPF5Q7enGQf=oN9_lya+=10)Wv;Nqz=g
z7-NngVpey?><0!Vxz!LJYIMs8R>*zCGBKCN?JljBM~=2qlbx(TgG~hq_gLjMOmMQN
zTcNDu`)+GvQsJ|h5aP%VL^a%C_1s6?R^%W#F0Gqh%NS3`6;12kn^}CWB^QLbMnKCh
zk*}>sRw@;aK@^!+Xm67QXbl2lJEH|6%7}=YQ3vg+HbnX!SqSkFk!TSz2h5ju{)1r%
zkti(P0?u(Dw_DDv{o<m2u7n!DtJz<Fgzv#)#ds3{rZf<Erkp!q<tO5j3H{8)rn_3e
z3eaol>V7yyAZ$9IG)zzFe_q+V+e7aJZZLT+xQL^$n6qb1%hzmtEIuqQ>^VJp9UIZ@
zG>T)elKv^KO)v<on}-=){qV5rU1G0~cQrouB+|ou#kkLYRnrOzPLqD1xu>Y5WqDoH
zhlY;I^)a0sX?Ty!w4V1Hj%Yt?F6Wv@8vDg;#w1MH)+kQdJdc!ZeKaJ)oVdN6^y26+
zV6V>IUgo2ul&b2TXDoPYwm79i(_Z4(3Byu8reWs}K0*XCOAN3xCthxqgNN8|NUY;Q
zv1KeSD~h*Y+#iNhXbT;f^~!9=Jo+FbZV?-v=ae)p!PFL%H$s>oWv`jMf^tR~Mq8rS
zgm6JfP8{Y3nN=Cvhu?&teOCCuhS$h^!0CkiGkMf&gFn{<7Va;KkPc+qKA&-!s21f?
zI4g$PJ1pN=^l1xrxrIQ$7pJV3;a+^*Pz?ID#nOY5wXI@>-il1s{vmi6vN%QCWXMB|
z=XuN^L?G-6Hy6Vm48xy5FFIc97TQ}SIj-&i>f9dh#3Q{m9%dNMOK9>%U3g|)?wkOD
zLxEBb>KAUo2)<GHR;VrQJDRpCo%skYa3N4kwMC-r*G_i{Wg)zKg5cqys`JYU;|_0G
z*<NX<2G1cmJz$~UKrsIfptd6lA=6MGmGk>D?Ckwgfw1gU#~j$rAe&-jg8hFLgm6>%
zo@q;n1AV31c6pH^vF~IFp924}hV1jY8eREfnN#v!)X&7i&ifB9A&9XrEiEBfusxi)
z>__?KdmdgnpgS=#B<`)@_d{&T0N6$FxH<9fXrRd;+vJg_pPNW=3R{`qe;pMvSf6ra
zTe<f>9UlG%b_16jqL-7<8C`cp5c13{oN6K!V(J<-ql;yJ<OK90j+&WM;r^??NKNdU
zHwZ__DD+~t2xaZ6_hDXf&4aEwuR2;<CS59TUz6(Rx8!_4ND{i{2+0#E8u@7c!Dy&G
zIG+ykS_pCR?>zp($~e^tnZT0$?0C)4ladfj6^dvwshyH2Qg&_@hhTqmyXlw^66+Z7
zb4BhP1F<&5QnE1Dk9Y6fw=c1NdvvrbeNoC3owFWqZ;mo2jLQz@2o*6$-iN=gi*)*@
zPED$#96bTkaZWv%)9OUsgRasuCJjgvs5XEWw1SzsMXkU1#+Q*@L6@_z^(LCrc4*?h
z83q+KIoN}m9iSwFn4D;GNjg(W>71LWXrE~p&b0K%9KG~*ZJC7SA?6{!+hL$)W{v^7
zdqdNQ;h?ucOFI5eujZ3t(6wch7ns+J{SvX*z$1a+L)n#uT1h1W1(z*8Y!LtPEGE{*
z0FaFG@>{;tu&rYL#m1?hChTP^+ry5XG~%9flaUfWp84|2#MP0kGkh%`v2|~uEBh0v
zR*;U5fz5Q?ex*q_!c%isVl7!~;Y`K>w^*HTm^LLaPeC^2w5cMy|F7l^8J{s2E%hWK
z_7X}Xk<hr0=0!S5$2J<@2rbYMMpBQjy}P-gJ~anns$*QzUgc6>e%+N7uoZv5V!{}Z
z2#m{J1f#0Jv8AkxV3;9XW3`x<$J66arRA1Z3_vsCtc<MIzix0!+RqCiRvDL^Tn?-<
zAz5iravmIG3fs^{5jOJ7>CPjt%f;)s7r}D}!E=F~DyafoRY%Oz?37$+Zsi2+gk>e$
zgC`+S+v>)yFk}W}qKYSA#O+DgvmLK6XlZD~<ah<ldJ^8CrQc^B#NzrvRajVvPe}L>
zm`oEv8Dgwv7hg23m(+T1s?@*B&jI%qwcikGv&W8c!v+*?3SI`#bD~pW7%2N*P!DQ9
z!vtzp-L?h>2F&0Bf5z!1xbOA`V9Mv<W+*Uf=qURQ@r2+|$`>N&VMue%NR^X8_|2PP
zU&+4DBPm-u^Sqt@YYL&($Ucj4l8fN-W+IRC&(C3aGzm1sBqUE11P)Z2;3mG((%}qR
zRpRn|8&5}^Jiv<!dO$T(mYHvrAJp5jbb)o&w^L^wr|{|n<}cd9?w{#-qd%S4U|{ad
z((84Z-he0v>hBeaC}E?`;A;F^PTP0hdWMFX+WIX%o=s=Xz>>h`x~4jUnwFMU^03Hn
zHV~3q82<fooP>J=be_+ijP!!f+Q#6BcM{r=CcD+OlBCpzCCBun*pj7C^;8s?uXS9J
ziSFKg(v20J_DB<$Xmpy+eoa(MBB~D!AcLv>puC~#e^6{74H(D|K!G<lRWvj{2%>>N
zrQd?@#P%}C*34^C3<moK?OdwbaCn6X1(9)u!;|??aze5Pj(F5PC!JEW$5QfUKV@Ly
zSF=a%Rp6}-AFl)e{KUU==K;Y(*;pWY^ngO{coqt`|E14cF8gW6b-*YXm6Vj&{LVdq
z!K!$8cvwnSHWHJJTM=jpnNSjNfs}U{u*V<Y=i63GN=j7EjFEaKYpqAzFHR3s%tU4H
z6AO6N{DRjh@T3vXf`VwNHou6r_B(AzC}AcoJE(<XIkf+X;ErJ>M)OQzxido?^(qDP
zY41WGrjWcvfbHPa;0FatX(_2#a4EUKHWZ6AA4(6dc9#}kyO^-Ln*f!1E~ERKr*XVH
z$9vQ8qVL|4?n26AU|&idaR;MHT3fT?aVf}?v6=4*ud@995b=70`g(3~nIbugl&ffK
zKrY5wv(osLcF45DcBN1mMz?mWAM6zSED$(>imwK1TfL9$^0-7%{#XA}0J7LPW%rGG
zB5<?9X@5lt_^y=9*m^>VV#midCmNhT=xn`wdE?1H=o;ONyKNK>vMW)Rg%1@nN;W;g
zD<vkeyE*qMKvBN2tTR;SMMB$Od@aoK<NwUp)(elWy}`g?@dW0mp9TSb2!n}NANqiW
zQ-h9<?!o>0qIykPT=TX@smId;q^%g^3}_}s1}nzn41Sa$)3>(TTssKiYgnYgeZ*c1
z6bnnZpyG)IBOo9c>Glu_{(o^V73g55`kpQjl9InCWXeL0sxtm~uWq`YxrD|`U2>M|
zC2s}0>&<A-Y~K5H1zJ7grt8x|`1I%{G?Rri+n6l-g1|#OgSj4d{ALtSV238sJdqjQ
zVdC-Q8}oCJh;}mYHU_8i*0rMIVX>uannu}mHix{s(@ohl1_Rc4CvX?J=yfwJyclkc
z+!fUogd&7F?>(E@(N6tS7#xce{|j9=vciN`eNKrMp)$%^Xr-;e<)YKc3x)9Wjor#!
zftXFNc~Y44w?KoJL^KAcw9wbc!POy2k-&e{1;f^7OTt?oqaZ#;{zd{Pne9Vm<lo@&
zM=B-29o`fB`cYzwJUYP3J6YgWV$TT%5Z|1uv_nf2t({jRr+tl6FehaJ;xeR%;8LM}
z1%3$yPjF{QZEqDo^740CtaQX*GX!)tTh8o`4v#6Oq_}2$s-4cKJ(tNjZruzL4f7Sz
zc#<`J*#k+{>A0Vdy;(Zn%b#VNDr3I?)2HnxAh;;-k4XC979pL!6|l<D^&|N%Y_(ps
zcpKiD=f{PZ29&{pw^G;+cA$ROIk^4-caZzE=Z9AsBJya)w-6L!YxnYJQhhsy1ceYY
zT`gyF|4N^3!0(260%kvv+N-`l)NFKFbzC11I0tV*NKs^)XB^OuK=L)l9)^39(G|xX
zK%T4ZF7HXyY+mM#9@g0M{`GrTU_1^>KiSqi+6vykDa}i$Bk>C;tfJAO2-KLHLp=<q
zJej>Y)fxb`WlA3e*pi{>obwE2CmjGl1j-7WSS+j)QdU-Dray#!<!2RW@`c1gZCkZo
z;hSi)iQdr|kumvRM?w>350D8m0+|r6hyfG#&dw;!(D1K#yu!+%Rt?i8_yDvokKOAi
z`u3YPq+AxfCxvBPdAf~==nGKKz0N)2FLK~#+jG*5{>Zj)UEUmbMZ<vo*H)`&pIjUO
z_9D0naF5r#kv|2%`1=A-M>6A!kRQLm0JYp9Ef^1Omo6;)0zg)V_DD}`^n=5PGIc~!
z0I6ZhM#g7-86>xpgoBw~lY<QW`64nw48ht)OtpX7`*a3msT<?SHMY*HCDUnG|7t4>
zL^l8*&af;_&TMqrrJH{Dt(Z#(fgi>x5r8c|J|2LBLsIoEdL`C?@IfOssKGgUT^?eG
z9OR=|0K9sMzy=kr>*^riUxeiGX)8yi@zliJy#M|)dgk@_<Rk6Apng_r12FIx4#EJ(
zgD!EjHKFBOkoexX2FZyNS5zCZ9MtUWZvX^qrP{Kn{l!qA+OXJ9?Bs-45vKGJzSR_z
z&x8mZeTZ1zVBptBJn&^6T&K~$`$M;kuIXp#x)0Y6+$12MuJX0b8Rm3&P+WfS*Dq)!
zwUw=K*EVoYuG+LZd5O;DuO|&b^s_`5WBA=r&h+h#{Sl~F3Nj3e6`<riGGp#Og#6&}
zW&<e?eoCx8VhxOX5}ts0gJ&dq%jD)~NynRXntE8temF#&8;yN=Q?krLF9Ppt4)Kn|
z8q6P5;JvMN_!XbE#Spsr)pjr#kltWwbzn*{S0xvCbrCIi<p^+w+j=K$vdmxczQ25R
z{f#CCSsA9b?AKnDNmBNI?pBG4-T?I!=)=1D=Llz#gJD2g(%bP>MA?7nF09oSx#Yko
zeE;{|t#DePU;>4GgJ{*@;fn`SHpgGSw-O^ZE4`O9Zdk*gUjF3}q`Qbf?9Rq)E^=XK
zFl!;$;BH(Ea`?;E>ArpD#yK}6`t=f~+tf+dLjx}i0oWSK*n4zGM$e==_v5SHfyEW3
z4H+=2Wh=H{(O$03f|m^8$Xr7l#QJ76HX;mp@ZFQj<5u=iSHVBebDytNYOBTSQ`Q<=
z=~Q0D`0H*NxP*<180%88-m|r<Ef=Hx^56Y)H?^n`4@GU#K@PY7(@zgYMSXfc3_4US
ze-+44KIgkQVqXR#Lt1BKeDmx6f*W&){?dM$jrmoh86IQfNZ5D-G29|9$s4I)C72N_
zVKZ5SD2eL0UuAICum27mdLw5#kk~JoeFLfEM2J&iWvz9hY=0IQmnDHQTPW7Jj5Gx1
zwAjm8&=4_iuMqnaKmf2mZ6)m-YsnZ&<6<+BfM*Q0dfO7LlNt;V7;to2uE|qIhCG1P
z8^>1eGDlnW`!_j^YxodrRP05HZHO$1oSOZoZ$Ike5c9WlP&QBT@d_D0J{PsE+>|8K
z0n{Z~6ca#Y5G@Ad;#t~BoX=DuQ;DTqKGPV#Ati-@7@Mi7DPot=Ln)Y&b4IZ6@7{Z0
za@y^F#*GLKMbpxijCyS!)m(?hhkxb#dlf8f7N5!v!!xE@-#`xIV>353qJDoLmecWo
z1&O9*?j{>a4dRqtj~nRZh;j2EEe=z3{pn+78<KRSASZ6HV}Rh;^&|%4cB{;cGteI;
zJtmhoJAZ#jJoSHyJMVa^|G)o}tjNqLJFAkNoz;+$k)4qdl08#K6cuG8Az77*%!pG+
zW_*y5h&mj~K2|cb&hPm;>ht}4uj_kVzrTLB-+%siJLmNt=lyz)$K(F2AwNx_%Snq~
zvmhSK{@IO{&F>IN#IFfWvalSgH?j}%JB&{Gl;?`3?epuBCq3=;QPr#u<IaH|lW(o*
zq65`NluJo!J0q7!h=<Mz@U!t&hUtDx?IRWka`W=gL$F(8jm^`KfbN=7U?rE@CE`UE
z#`u%4iCN{`OucpMR_pzPMh=i*rGK3pO}0q_uuO`KYf?w6W`(|=-w~uk9FXi;iYd7i
zdNGb!&B&EdJfl(!*^&{g%59QF?A%*(1VKXHJIA(%GEz<-*a3`H0UnSvuWInPHG5uN
z;7}NjmOd>aGRcj4f_{)KC<zI#<Q$Q$6c81&qF9W5`kC(KjHe}u0!Jj28-nb0D1XGC
z;*Ll9Yb4O(*NDD*@(!z(gTqsV=HZ(C1j2i>b61{$Z$O`7_dW-gD_Xs0tFJ0M5|`UJ
zF?cXMFb_xOQc&#<&z9Yl0($K~?WzCRFH-6UI?ZeXnB>aG9=hrU##U4)f~wnd3Cyht
zEKQth0%1b!yp!f^UUrbr++}>oKnZQ4ENByzje&RXwME=$tOidAXup3#G0pOGfo1Ot
z-w&CpHf4J-zdeJ`ZkBrvRG7H9xCjUdX;9E{9{8s$auh6tE?1z9g4ky-PzpfDrD*)O
zZEz<!xfa6xa6=w|e}1z*s;_Z++HG|DdTHsAGLMc7WtS@>f5jjA<^%+rh?_Ta7udb;
z0`2M$9oaZJ$TgFpv7-qo9P(&JP&0R9a{9n8!~gHTh8s6-v=nCmtE9ri8CMzLIeKFF
zZ#g8xohY$i|1vbpdXVm<<oVBLhFPr!Ml5v!LhU3ymYWqNc5WIig_g+x#$!g{=d@j!
z9nkhH-F3my@x}ja7K}Sj+J9$bBUmADF$a9JIY<II^S1<&pA-B<<^wiXQ@JL2_pR0D
z!0FSxJcI4Qyrkr04$Si3_6hQ*s$lAicUK`YSm6}-J6!f+>z>aW?&0AnDx`n7qtxg4
ze=#vs?CX{G=$Ch-2l|_fa=YusrL~p0qUpL%POxebU}-TiGCl?oWTofeyB68`s>gCy
z*<OAD{coALpQIb>N<VlY*5CZo#&EuyW|dvmbt3)2gB%r&0g}}Bo3eE$p$`<8#c7Fg
z^TxVqoxPFY=I%`*ygSlNafqDpzdHrZ8$;}f#=vSu{>dLvc&dq*^Os)4_I<K{1v&89
z@~d|=t)C4~Q5_|tt<pC>WxKc9I=h<@PGMGYZ`1p^x7mN>k2*W7WP>)<-&1G(0;@ja
zV9hQC^n2e52B@0{nMByf+DO!eM6{Rg3gp3WsR5;P*Q|oq!Vk%?gm4b(teX0SRc_-x
zuR3Vl%*9rQhAuYvXhqW{nh@mLM67GTW>}H8@@8Gd*jKeWv~};jp8Ebcz3a>FbU$>4
zM%KE-i>+yRkNTJ9vKQ!4nBTmBV|^?7==}xwmCySB$S1`ub~1gEb!PG8US*i7!76g8
z;oW6KR<0@$isaH%)nLn=#Y17<izJ>#Vrumi&3p;2;cA~41w-5WiS{+<0$C{dnJ>FB
z9#Q)w{?PX0QTJf6cdPaaP=4+ibpFC0ahJJ~;3%=xQU0mcTR_5F2nruNHA#I@?~0wV
zL0uI3>`V3MjU^r^2Vw9+8iz9(v7^*$W9rzY1{GetTLzvY7u{S;586gE*5Ix~@G{U-
zNuQvenk!e#gFY(R`cleK;0H*7_kx8pD(NjyGX|9<cItL&@Ji0>N2}Q!t17Vfy;}Z|
zASZj&{H9>j<(W5Vmnp=}{t8pzN`q?Ax?L-)n%8iQT&{l5Ve5*;h;<dvm8%?LnP+96
zIRS=^fHVUAe5i6dA=zR*)4kG{w1lQ_55&zcp&s~==jjEoW;AVtZhz`vBMEF;@J?Mv
z%A6e(a}0QQmbNyrvt=D#Bvot#N)%36R}EO#fP4ft8dM9_kzl&Pgm))b+I8q@{&V&H
z$HN7b+A0+=zYkp?P4<;VHOytG3iCA-&xbNo2xw|D<f#kW`;qn@Iilrgodw9n20!x!
zMxC1bP<)ztK!_t=EG4NU=1=M^8r4fU`d0od%IP8`FuNqypN&)5dLD;coG~#2CD-60
zxnef7o!hRd9IFy7uKMnhxW<3vfI;J8+{)JcMeOq~=BgChuaF5;LDWU%J+e`Ke!WTO
zvgTd*cGi1)uu@D9%1NS_iLopo2T=(zk<fvXB;}9T0rC&V63-!0Cstw~w8z1{HLogi
z+#1wU@gYIc3v*R<45@>ZGdfjb&9bCK3buS*O8T`;!5$_CUMaDG_4&~4&s)cSQIn@?
zpxs`~VZNhp1($CccuJp5$9AnHCo+i?f8$e8poBOq@QK_7GD$N}dvSEF*%f>QU{g=>
zC+KnB9eU-90wUqSS2TUUPwTK9DC%M5sd{=Itt5A&_P+D|y|@_Gnx9`aUbs8|w1=Yi
zZ-znaql$NDKuT1Z9mX#pyWjj+xFvV^Y4YP~L}eNj8_`F#RFFOE>YKjT{l;sOgXi0;
zh3zk;+`04e)9c?fZEdE0Uls7tqvN&Pi&s@kx4zZRiJ)h|s0tobh^f~R1L3#B72~k;
zr8s363Pu)<Jwdhv=f{IGjMD5EUj$v3d3;HvgA+&|t_ly1?Qmd|@Ma|jYD5F9`#z;u
zW6hK9Sto8#Xqjq9>vx<)4*|YSj2LASot&@}pi4iu#g&}FTdV%AV0n8b+wr9eiZ8tu
zom<IL;FACK#mwGfjg7dJIh8cJcF+wGMPqyd4RW8n81W%>q`WGpN!-!vBm?j6N6IEe
z(FwmG;z4$xtw1MT2in+XB@6y*q!2B>gNm-0au0T5hge~5a^rI+@kDK#-<e7s2nrzg
zk-gE=^gNU!W1q-JyIK`h9(1R31LkrJsCUsaB<noQDZ#mpcCl;&C?cHO@F8O(1pX~8
zP{Rsn+{&#^*>zK%nwW|vBtYmUdn4^U{IX8B5Fq7c^PEU$>XnkQy?QZ*4I-J}Rwlk}
zyKbhDN$&wmy2QL{;S>pyop3YXa|C9uxTN3?zkc(TMzD+H5A^~B4{#Mj+Ts4Yu-<()
z&v-8|Ke4HI`#<O<IBS>`!<^tJ0VRNAk<0U;PH2TXfpe^sUaFw44M)k1-Rh5T==#X+
zxZI_-Fh+nB`HtM;7KZ#~%Rj!#z`y|6r}WkJUduF5ggsy(zG=SiuA*FwH6)CK#E;CE
zbj`}s9tpH`4v2|?QVg5zrfke-vZTwz%zgNHg8gZuRJiI;YI}uLp}ChohM!VkLLG!4
zB7DQZ03}T-jy=V{LgNYa<+u;%g$#!;f8(b908L~Fz=_f_A-yzBSj$1UoVqQ93u;)_
z>h7ShAYQ6r63BGSAyc=f&ND3l^A`33)T+<=yY2iTkiez(6|?#bH(6!zog{^(ld~#n
z2|Z<<{U5Y?U%Z~{voRFC!Q#)fZ_k0O_4j97W9Ch*zk8565DWfO=#}#rSb=b%)@ier
z=-X{BN0v+Kl)BIBR1K7q5Or_G+~{rxE=j$%Y@d|Zo$F~NVMwS9P0uOoxvb*};XJ2W
z1Ovk$UN@gu2LOKu__b#i7;Buy2-1(-*Rye(O#8{h-{(!GK7Coz4pJ;exX*o`Nv+;^
zJ%$uW^YZ04r&FX(nig7p`G!FN-qC33_PYRzSc3BVSL)Zo5feJzj_K24ZhM=X4-RQw
zpx#aA*TL3y@LMGFOAw;{?mCPB^Dhx-5q}~75`>LhPP{h2fwb~|&+_xjh0JD<TRlSv
zS_mOp!RM+AO#x15XFM|&`YurA8{4)ec|^hDJ9Iu&s}o8wWVmiDJ5^mgDw5>ChrY=F
zt`-A$=UtmkyqOeenwnc$?x7a9%hN95%wYS#FIwaBfu*B-x*uwx>!UJ8V!=olKT<Fg
zCbx7+DU6fK{x+_`0$h=wdwX^C^kVUiGE}s*#;wi+Q?$Uk=mKqv-AflRDg#mG^%{fk
z!NZ52j&x&%^ZQ+`H+bLz7eQ}WO(-1tLiVDy_R_a+-+l^Kp?e7lmIX~eG45DJ|7gT>
z1V@;KLVN~__MyHI(7)D`XQpFpd_S5;^&AGIbTTqBOw7#uWR!IGcXP<*xKq%wKeAw>
z=ahex^b!B&Pq_c&O7I_{){Be2|8zmMd^_QG{?a9k&n429JO0ozJk$DLbz1y|lK-nt
zOQXc@FO~261E%{PW4Him`IS!9UjFlT@xKi;R{!pOLc#tO`Cj>LGRP7lrX~)D02(9!
zv-%%gPq+H?@@=;3{%>CQ{deOsWgjvwa}?A$&!7Ci+m-_>cW+nyDY18AVi2{ZVo5`O
z$5=zd=KHe!3Wuh51P;Hir@DVrdFVl>5;*bxbH$%N&(W>YV?c4~Ppp4kJ)Gj;?lVqd
zL9s#C{11p6SuQ=RU)2=Dkv;u5H&=TyX5sr$l5fl}|3w4Q1lUQ%ACXqW%1zv=b&V77
zmb>3+beV70{GGov{aejH>s-y>G!RMr&8vIE9foTSmjZsA={v0oFc8oC=UbCRJyLH_
z+{DR?9jT|;zj%}NX4@0Gnh=RPZ9RzGL;KmFcAv-pgF~I`a)~0G>;qg5|C+Es?oz5R
zO?RMh594JD_Q1@X*qSZ*>gvyomkYmLW#gndxDZ^JVsgr_F-{`G<efl`<E!~u2~+mA
zUYk%+M3*h99*$KS0kLHOhuW!)N&V1!)f=PYhr}2fd$`|RS!J(ju8oN}1NLUBdHtk0
zu_TeLUolS`Znplc>^MVjd`z(wq!2#`szVP}WgQb7&saFXSxmbs=;adv8mvMZ_6$Yb
zgJ@G>vcvV#s*K3q??VE#vwFI8)i61FD*P|LG5gYBCj3n5MksZX0>q|-9#o}<y|kr5
zqln8)81_<IB}$0mopYBtYwTzzez-BZ(O7IE5#$xZ=8D4EGM=#6-N&k`+H$R2#|TRi
zn3?LprifdbML9|F!{zTqUqnRCEed_Mhfm=pr}bG^hL}H>eiISNHh-|Q(1M3rlxXx?
zM`lYO;LPQmsf%<~3sqK`&=+2gKqd0m7oA;_I0JS#PjSNAKXfYH;{%nU)lAPYeg~B5
z+~lZsTA>aB?<MFEw8S3|6R-fM2p?7Z$w%3>z*8-}E-nsWcGD(x?plN{d7hk^mWBxr
zj`Z}tj+>&tuWb^N;8NSH9aWsqsn_{c@3N(*A6b!-L5s13(4=mDeUj*QqaZ6<!kmmu
zRl=}|gzRX>m9f1mQW}1Chjp;@>8k7Y(JuVmSj*tDJo8Oee*;hIhO~36>eyw^su+c9
z5Dvpe<qw;HK*Zg`A3d}Cmk1Y+TNqwp=;G=M;%Ox}uLHX*u@uW&wC6Dn_XNVl&$FI;
zNx&C^OM1xaj;&rA^YenfMLyDe?4;|2gEBU=9ybey4D<J^Z<ua>mDtcm*FI1sE#r&*
z!-%mbxNlN=pkz;BGvhM3r5vL9WVAW+B6h1FAoGC)2mtOmCI401wXcZVl5#t6VtCR<
za@R<7c1v)J{v2<#sl(U~0Yy~7+%fhNbTAxXL~TtvK8l|+qO?>cf%{De%;rgDbO@#P
zC4Kl<u9yOCpV3k8sh4IC+VF5}-sumWc=u}GR}5jQ%~%4R0Z~*VFe}uJ%^Rqeb>1X{
z=dL%E{~A>N&54Gk`FRxT1qG03K3D!uaK>&Gt%QN<Vr7rF;u(ngKNI5&Fs4FyH!Df0
zookY23U%ny+|Kk+tcUf);W@Im293<0*`G!QTH^6_&vjGb_+^WY!3SIOOk7TJFWTTT
z6a^eJ&Y{(fH4QELYW96;cwKrsh@+afe0P+U&@?$1`5FqRt?3SF3|z#F1rQ6cxRuB;
zr{v&}!&`HuwaXJ*<fZP)iy22>zDLR&g+S&7Vx)n=fM98kyLeOc2J~|B&T=$96Yguw
zaK;8sxXXv7(j}pkOuzkG+#fK?b~qi>z@|hqK#%XVT{m__AFLO1=k8Y3{_gu;u0C;V
zBb-}Q@Yqiqxk96W?J{_^mI&qb2{|0|)X`+yw+aYU%;@6CuHVUX3^|vwlOhtze=Z`H
zPu!=nR_>o4s1bpX4MOX36g#~H&=ka<m2H+BKL=ig_Svn;={sZBCfrL&3Y82F`N!z0
zD8;F&Z+DZ38k(Rw%PC9Fnw0a?J!_Dvu1zRQNNO`>)jtK#hwMn=uj!*(JAW6^BV%HK
zkyB|oebkT-OJ}C3X%Ke0L$5fU>mz3AqY^KP^oP=Di3=)7KlOoFz>SWkMT>cF*+dbV
z7XRfGgedM8PL;Y>Esm)%KzVx%Wz2P;x<@A{C6=s%!`Tkb+NfbaLv+Stt2cY*;xRq;
zTYtE3)po6qeZCl(3)<CQlXAaY0y!uhuZW<jecg2vsfmJHEd^q9eCLQlDxicxeR{wV
zXEE5d8Kh@=59IoNT{q!&O>*sF=Vg|LkkicTobA`w8pM#ZyW#$>?n)@qLt%3+R*$*z
z81}RNoL1x88b6YYgZqe{n{Cj5wf)RBLj`jS{`kl0x#XPyGh6zE)ugI&v55*~^p^Vb
z$kBjCaX~`>Y2eT@?TrU7vjkXJnTS`?<mIDf5_2vv0z*$_;NrfA4+ne+?WNu;;*Z>?
zvICsG9!2ZKnT3X83e?j6@bLisMhW3~y3>3vnW4cMVb~`|qaR0MFkD|T8G#*~pMHLy
zpA%nE478B{osAfny!Y6HAJDRV;d-B(XU;fu(660=ng$cFBJOUfUnQQ>sc&dsKk9X*
z;BC@yKfBZKf7@2)1Y}>vw^kV%pB3H=I{8;zcAshp1NyJ|@AIwFlrO4zz`1xsP##6Z
z=n_f*g$8c6zBa_WM~jjBOKzOrsM!3{ElfcXE?HkYxnaTpWqUfGx%UX8e&%}b^AkEy
z$Grej#T(W5&Atnj-L$kI@4@hFe4Dda7jeSJd>rr1_}H~;6&y2M3NoDA58^Sm=4<y{
zu56`REv;Bfmk3Bm)Zq6s?l;SjQiCVV!ShUF&^ec58;t1f1+_)}(HAS!S61t1x;jVh
zeYz#kvNt7UqwyR(3sYQNtcQEkWDPc}e!Q~onto}jwtY6A+0XIn#svm^7~7CKTT=MU
zf3%&Zq#+aTP0`A<k+c9<xlo&){xv77F#0j6+=vn!8N>L^Kq)`zxTB0uJ&kLBd9TLO
zodpr;$M9bPRwp7irb}s;R%}$izW8pOj&?hgyt|Q&tyN7&c{<p5mx2HC?%=rz8_*>w
zScQC58>RA4HRLnfg5th~iKl-&)g%+CSaye-=zb8?Ah3<2qazashbySS)B%%s;=~Da
z7>6=MA9%jAiG{GC@vKjCj^&{E=J!359G-Jh>v^9Q?VjO~vuW8#WW?D&9A1`5<3%a^
zwTizzK`+Y<CZJ5}z#s~Qa`0GYGix2y$H<57t>Sl_7vKE!3*PSI6EQy`%&sb!K&#UD
z=#b!@q&&90hz1t!&Q$~8BW-}#Mf|JfA>6+O!23jS;+Jg#B^232WD4@1P5}zeK$f{U
z4~O)#nWO6?_fFd6%?_$ZoheyOHWHL+S4~${axD-sok~yP<S()g$aN{h*%%hM{dzS+
z{xy~kW8wLv{C~`!3=IrAXP4376qG{ww8`}T1zI1(bHl#^S<R<bJw?jOztRfio?i+Y
z$>Q?CXR5>p;rb4fv-saj*&`}W_`XMLc|q(*<;4P}OP!UWMVeQZDqiGrtZH6K|8ONR
zF>R^S@a*C*51G^$y*_o%C*HKY78^i15QtM=eqiC@;bB^S%cEjasC=rhG8Vg4(kf=e
zYz$OZ?5uxwn$PWMfGe?zTKIJ>NK$kL@7uReKtQ13y0j9r$dU$2f{m#NY$wfQAdEd&
zZT0S}iGY8MsPBs>qa))NXz%L?FPce<t}4Nuz*}2bi-WIC=Ul4-?`WAQfB5n69i!9v
zDpFFSdN-dnXqsy0?;9E^ifWsA`nvsoDgzliG*kdj0Az^~KvQ`n1~>zLwj}u1&r2({
zfu-z$*IDZYb&~uh`+3|I4xjmGGH_U7a+lJj>HCk5OCNlAGVpcCjPI5F04__HUzP8#
zNq?4;8NTsBP**G&kjKxRkf65WrqgI=kBqDq)S6Iq@ev<*5JJ$p+lpm{qR=616|a`o
ze10KY^KPaJEtaf`^>UP8`zIw8DdVwrPQKUrJVKrY9m(TnBP}=IO8v53U|f=nq}_cF
zRJAf$n#UY+zS8sGu0Ot`C%D(HR-K8J^8lYZY0DW}kh0W-kt`|I5=fh_ijl5bZic#@
z6%DDJ*20?1xPRJf9*}z6<k?*1SNCxeRu&d5BclX>v!R}nI~G$`+3~IZ7IuJp3Y%3}
zs24&zWEY;AX(@KiF8<t`U0ny?tzwP|1Wv_J_6<FC-kZV1&);S5=vOV@tarzVUPAhi
zqO`i_P8=@k)zUj#^E4|7w^BDn^Ft!bNq@ETCziZ=WQdyUj@GZHe~z0gejZTCE-!SH
zh!<D72#a}GyYXuQ;V+sBR99C!4j-iF(<3=Aql&3u02=5i1d=MWJtZFogkU6pI~7~%
zQBdOp0|P48Z9~j3r&dZXBzr?g3ZXxi=LYAbA2+`qa_5pvr=;Vw#hqmS7edMUpomDq
z;-cSVPhN6IyPXoH#E~P$LZ=__W(NO^+Slw#yQB6eNS69$(WnfQ!9kx^(OG|<ki~e5
zL2f%cJNzeB`Owol-MKp-A|BHp<f-IJ$qc7j*yr-R!U}Du0v$*Y)=wg*Va<_`1Ce9S
z+yzJpphIb5T|R_>>p(p+;=a0ShbGyKpk62>@~sK_Di`My5e6orkKR%-OmoW6-28y=
zc)JOi!rk^!z+wl`FRGapWSa$pzpdqt_`3tu>jQHmud6o;9GskT8EYU}Fa2={!Dx<6
zM~QN&h0Wq(D}s~7tONTi0AFq#QbAS`9`9FC<ze?dB<FScAL37eh@H@?Am;Q=UE=?8
z%Cc}0K~nQv|A5t^buqwHD}xiPVpazLTnhuC3dinS0okl)<)qGC%!RI}TB!U0O3_0d
z!_Xot5KH1;{gk=&^ttuIheWNnsAe-NtokboCcIbzx5oi0<%hUf=EWWyTFeNVjR#%g
zp>)7%9Y*st^s_(sFhL5N00=8>P$1??-#t^$JP}RH1*K(e!o^R|n*mWGDpJ%QD0k$@
zUjTe~fxibxx3b+`L!;y4L8JY#0VHhV=kkBj*_ZAXV&Rc?ibh)2UAuO@-7oPgsY8`u
z<?-el1;{}?jh}e1ufPPPBA=s7gT-LZLUX4a7AHR5|8fd(QIHlDI+*d$c-9A;$djM<
zgaiZ(e8m@lzIB#6bi*4#C>+40<?>5B^w*sYusLLZK1Z@7nGx>Hev#gJ6DG*CJUMyC
z0Vt#`lC{#WAc|fKIy(nC$I;}W8<Yfu*E5O{VzUV@zD%B6pK|m{$rOxF@)DPmktv6&
zj}=gFkoNu2qemn~(}l41e*6<>os%bTh)7F+S_1k;IU26j3t}%f|M=38cBMJL^s8%=
zrfl_$R(>B(7J}KLqNjpqV~Da4=H7IbNKNj-k3+^jP}SexKdr5$<*mFr6h7+@z+5z*
zq!*qRhcgG49v9$diUE65W(_a%xQ_7&)*9fRHa9n)(e0zql!zGx-jAh)Z1x9#s$hlQ
z$Dh>ih&VOPmwJB>!38hq%J?$+#P5G=2V-1*c7$#v7_O5DY&CUf!kg5f6<{^VFkZ<J
z_`B*=As^5Hm=W5HCF<t}Cnxq~ri>}eeKg^O=Bej?XKBO&pBHGP<)=Vu+f>I<pB)bd
z_s%;{$PPz~z9Ti-{{%~7UDNOyiE#aO_NVQ9#i+huLs;u|@$fzEs`a)B(Rd+NxR;nH
z2oBU-Is$-54?tI6&~aJPYfCMt<Mgo7ccsp@*atNtg>R0vHT4^D&X6#<T0V#J<x^aL
z6e1;sJ>=&oPGavr5llE1&RT<fl%iSW49hX{2NlC`Kpi<34;C49T|x?Qgpg%VJb~(N
z_U993u(OSvQeBJR7ZIMU>p3(bHiQ_i6sV7GI#rx@@1FhHaz9F=jVjm~QJqr@^1ytt
z*d*RkQnHlBI396e1meTh<*9IugU&L1I5PhIr=r<Ex(q;@x##U@LuLQf^_g6jA3s~g
z&9eB>_@Wjt`s9|-G7Q=uW&8D^wDDIfpn%1faL${|*-Bv(87UHW*KZ5Y2PZWB?0#V+
zDw-M#8p-xSFwBZ&UR`^kJ**a74~9??4ml6w0{%uyQR4}r`oYWd@ZFDT-HrC~X}ANI
z?EaTlTL%IAGUaQ^S+hd#$o*y0)H*H*RSZk+d(d%uP%%`qYyl*nc}I+Jb@SFWkzdqb
zlXA!Yc{AF5f$?GU5C0m$df513-_AF39AbOKD1DvRek5T(j%*DRQ*fe!!k9a{d{M>u
zTHVl2Khmrc4Y7|<kTnd63{Y=B(y;L?J3CKosLZvu1=V)VY(iw7E$>K7Oay5|p(&Z_
zkFLntz)sGAnNS!CAOJ*Sg$T_v*JlGp`~`769Lh8ZlYV<tqiAoSNA$SRyHot8aTD|M
z_PbZt2MM#<fNsA50*6wG!Qh3Mo|9cn4=jT+voo)L#XnKl@%-AnC?Zq3A~A%Z1{g!9
znuRkL=l7;-!T3Av3lWM+FjYqe$Va_|%|Svr9*@r#d&n9LO46CnpUkZN6O~v#D6jMn
zYwPKmVy@1Xk5_=o-owARtUCzItXwK`#WwoXHLA+Ke8jnek*eP&*taJO3KP9RFn;j=
z#bm*!xAw5I!oGU@=#Lt*S$`Beg36->F8Z+$YCa5q&8Sa#zSvH_h*c%fu@ruID5Ilr
z6@b(U;Ie30dAFi`1;qXNKqiUc1aA(|YMA8uy~2Yx=9{Dt?D>s%R=!1<c3oXvjyPY#
zB}kYe7{t#Q8S$e!Gt{j$p?VIa$=hEcBcMJHBNZETrg2r4KNl9Bf&Lx#lvCEQiW{Q9
ze*aF6pPF(6$LyhHddV;}wP~ORww~@}274uxQAD!6f#1_8GAb-h_3FT^!!#I!h|&cZ
z3?REC7|}<EFuR)cXQ9R5GQSRQD1NZ&GO@GgY;AqNBR&F;ZuYwf25c?s_I1DY_aBf3
q|IMZSL$&+=F#Qp2$lk03p2O$$EjjFSWnnxfiPlNI6NSfYum2w_wHh1%

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/rosebay_willowherb_synthesised.csv b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_synthesised.csv
new file mode 100644
index 0000000..7fabf1d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,6.9969157e-20,1.1271755908052516e-18
+2,0,4.763611723999999e-16,7.67399106918856e-15
+3,0,2.578976796e-11,4.1546301518315197e-10
+4,0,4.3397034e-07,6.991091437352259e-06
+5,0,0.004617846201000001,0.07439168546592553
+6,12,0.5866723,9.451059934330434
+7,25,1.564429,25.202335685534543
+8,29,1.894418,30.51832864560742
+9,13,0.64308425,10.35983425427438
+10,0,0.0007507443509999999,0.012094196123902565
+11,0,9.88721933e-08,1.5927921340704237e-06
+12,0,1.032526699e-11,1.6633598886542554e-10
diff --git a/modelling/data/abingdon-all/seasonal/rosebay_willowherb_synthesised.png b/modelling/data/abingdon-all/seasonal/rosebay_willowherb_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..5fcfcdd9f4fc3562ea0b4ca20aaaf967c5ffde15
GIT binary patch
literal 68588
zcmd43XH-*b)HO;GP$P0|K}A5tPE(NHRj`79bfg=4LJuW`W<4NaBZyQ%n)FZt0RmVE
z66qz7P(=(S0i+~CAlxVCocoUZ;~n3Rd;i>w;b0HP-eK=&KWnYI=A4Vajg77g?>@Sl
zhlfY_=8bEnJUjvhJUo00I|af2I2V5R20zpT^{oQ$`M3rKJNd(S44ndfy?p|`J)Dmt
zVg3OgJ_tp*OBdzTWRANB2Kol5%ge+6=L|U?e>eFv27T7xTXy;0unyqi5#7)I$Lp5a
zYs$mR!*lbRo>@p5eN^bJ+4LIm_c$|Grjd1_F(+!LGMx`f7pORm`LaK!^^4U?;-yyi
z{!^{zkU8i0E;#b;$Sn%IHrtq->yy46u;80d@01~7H5BVtwlur6QH$vsii@%VZoj^V
zcBM}I4$<TTcK|+7s;>?+xR1vD=ziFDSm58ozk+u@|L>G%8aoWYjd4F;#QAdmJ>vPX
zH`?UCL%*lZ=l(s6s=exX@ZUq-krNlWiwHi)7ykPH+t<Fi=QUVta^*_Qid&y!lhhE|
zA(DZLe<PZoj(pcQc3l!}Hm!G=Rl$%#*;C!74Xe63+;wzr-Hn6FrcM3Xm@lieO>7ZX
z8JVD~upMl0Uyrhs5M?YY7_Fqbr_+V!85AtjU#FjnNDh+Zn~EXw4aObsl<wu;N-}E<
z3ksU)*29g373JMY`Bb5I?R$ont;%?KWxxXL!Gm+MvWAAK%I1q>jX_iKD(VjR2g@8J
z?_K{K<IE%`@=ZI0YHm9ZWN4wn%Y;)Ct|KNsPGmL`DJVww`>Sg$LXvG$zpvF7?wstq
ztFtCvxkzBk(X}^NP1_9HvV!9<1fn#+u3{~MRX<+Q#mn>fl&Jj<o^xIf5$m}tk0U=n
z5hlO}KAPXNu)ttsZGUYxF1JgoFE*^K4%+$@A{mrp2j8ee_KXB{X@zmtX=oCi<Pv{W
zsS3?T(l$3a>_sL2pErahwKek;UP++nmuO8eh{cCH2OuL=USy-7xqcJ<;09VILyBry
z(=`EWF=kaewVb3Tzc(wrKRg_K$lBRCdv35qtjb5G84)?v8s8`8)9}70=ekC8$d`m@
zexVEJ&)*CU4K>Qk+0xyAYa)@T54+Zxu3^b$Ee7XxsZQ+~Uw$Gire4O&7U6m3^WZt3
z?xV(S4qJVDb0uAVD_%@xFmjviz@Sv$PDx2Ig3c!Da0==d3AW$9eS3G&DQ1JoD1uXK
z{L+l)I2=|JJH`~FujJCYhjy%LrH4~yQ+=z9u<@}|i*=tCccFbO)rT;<dC{Mi9&GVv
z6#YLB=Id>wK6`3B(f3diOx$M}`;`?u(|v-rHPES~7_k|mwf^&U58}-3a>>6@OnPX4
z6s^DTUi!B1(aYVGYOl{s313MmB_;DMHj5>@y^^_2Pupfn^87UpqEUCpaIymFV0EdT
z9X_z9A#^3M&rqe%wc{Njh=TK3+_9%ML3}>^g+qn&<5I$gXTpJ7TDFVBZka)OvP+j;
zzaL(kCwHmQ?#tTN1a?|Nx|{y|h&#sX%XvS7^?rbgtVXOd#~YXwuO0;Sit5&CU;6fV
z_)7e1wWD*D{eva8>Cd}PTz#TS`jjN;pG-~U#he%B(bWT);dl&Z>8Z}lM9V`Xa-&I(
zfk4oTbQ|^-9IfcldkW1QcGK5pE>DxvOJ5tlyX+@1j!)(+CpY!y8K!<3BVsK|q`mTu
z(#>*j9il~m-DFy3-<UQ%C?I>xt1CCze(pgdWlN^k%Wi_RRu*|)LxWwwPx|@u=ZsGz
zJGIZS6OY34@32x%G<5L)c3K~?*q$VfUi(TX-P0R9L}of9N@%4~N@izgJqJD}9e8Gs
zeQ@(-Vx!-b!PXDaCSQdFZ>o1@!r@Dwc9|xdd3cj)nUM=4;}jR(JEY<YxH_9&x%OSL
zOEm@gwc3Ta*G(gy{S|x8BC`wTU{)eL*qWaifp245w`P{ODUC51R8jxtzcd^;8|0>s
zwm3v*s5_B_*EC8~z2v>s+$`T69ke5E&ccV-#n%{3T*KHRelwo>7NfT}X*%gN>;koB
zQTFz?ghGM%&lP)=G~}SZHRS8JZpE&=TO6v$=~LRwNz_))Ye}XHC2=q5R3F@n(v+@r
zYKfLEt^G7ip0rX<f@M>^8o{#~MK#A<4IT|j1~1O?C)3tqK#6>R%Da-SzA;c1F}>r=
zt+|lSrXPC<X1-AeHM;1kLv=8sb9a{BJ7u^{Hvv8QSTxNmv$51$t6p$>>9fdbiHjdT
z@c*2q(KN`L4%-`KqeNcT8iKgdfA4OPr!-})@;Ft5>GFh>$L}B(%`Q}ZC~u9K2Jgsr
zoc(ZXcy)_4F3B7c9dWho>b&F?m#zW!B00&@{>Z=`b80do*%K8x(ufLfTcbZE&6hRV
zcciKWQxLR{Z)Y=$X&I=_^QZ#}@YI1_I+KqMq>)ob$)##Y8OgAj_vKUsaVtG|%&${}
zdUw#M-hOCptC2M(ZDD9u-)bXnSbt{7tF`ois9oU8dqkDAfg;O!`N;LS75<d!;e<*%
zDY`n0{M?u<M0KlyBhzHN@4tB}88KwtRVwziWPVQ2fVD6xwyZSc8ck7ym;K!gi>3!T
zr_4kr9{F4EO|fjU9WrHc<)!#j#V*ah^N{@)y1mHvyh!CvpRXVu+DZ*{J~d`9r3G~Q
zA#iBB{yL}3zv*}%+7r9G#jR))nt^rX7{t=Ez5T{;jg1E5olDB-U>pxm`*R_lzxJgn
z!<SE;IYT*X(*^2`aWR`t#dW=Y`EqiE*09nE!Nb?)20H!O?D1_5&9)4@@{C(a7uFF)
z=0zA9d$CD=b!dgw#p*A%?!(!en!ZxZeDPw!Ryq97(iN6Q$WoTuP`MK!hz^pPrygsb
ziYs#?m)bpEK+P5AtK)Q*n)x$c-_;&YF)}h@YAwDwe@`>VAl@I7pO+VgTo^fm9M{~K
z$>|IOsbuvhjV3h8oKAKK^XxB}^tuanY(BUZLMV!^G8Q8BbBaRPJtAKt56{F?*FlkB
zBPv~t?-T3o61A9C-P&dM>#${Z3z>|jACww+>SBb5*6ItImDX~bR41BR1GjbG7MknJ
zPpll1#f|K*0$J}@=d!4MNDD4OJii%^4fru&=^%_BFN@sry1TWphMpg)z=pEQf)~dK
zLGZ}hdBY6NVb&1SredYDu>_>23}G?lN8a1-l)N<4)q{3>-UAEykjVzSf^>yNtq(5C
z2eGTistizA3WZBPLd6epgx{p5&a2HASH@(JDK9Y?XqC(x+<1hByH@Jn27@8apUsu7
zt7E~R9_`X&Rioc#WGviK@gC}4p?H-YS|5Q0aRf3R)^zR0dL^TT1M=bH_2iqu9I(E>
zk7<Vw1%M36w$F?v??$DgS);*^B_e;ey>v=+D)0(y@zS5Dv+my-LEA5-iCuJz3Xt6!
z`1`9UYOcR<%9h9tHYCa~V?2CojjTsDrk;&vf3*(=Y1{B6e0#O;t`>N<6$Y_+rL8oV
zDRD3s)o^P=>1$)83Gr7A6|tg41W5}r%Ar?w2{z^rb8z#oHO8yGENNPeS@MKGC*3s|
z+R^Mw{a(}|)TicXen=yMpZ0XmkssgM+b;w<uxvcx2y$uqqGk=6K1S9?9c;ir8-CTY
zitOrZ7As?^3C2XqXqQ_?sO!*{H@T!WUQA<tYxZvB^1);@)2}S)uFh8Ad#ZfXra!GF
zcpOcxLsA1PT|0J{sGv7ivsh8a43Rap{13Pk)Iwc;chI=DLmjCTlzH0LiEaSVevY`Z
z2@~vD@G8UtC1kA1kIyjabZ^?)Ay2VU_E3apUtYW-oa_^fX1#q{&q-dRHO7#8lkLO4
zv4#Z3<x#6M`<6p_vMvK~8nv@RByT}TldWKXADmFQNb&<)zfC@i`SmNIpd&+zTGyd%
zMHRARXHP^po%^FVLij!e*FrH@zo)77v7AN-AzNS*WPoQq^HcPdS6Sm=okNjDi6%f#
z31<}*`>Z1X2<RHBa7mv=vh_vn4l*BN;c;8TLe4DGR)V-jn*3Af2VefzAhkAqS`cMj
z<w$P-A!bcOMCDcm&@zW{fwQJGQi^pwvV_K@`moTtnHs@}ZZup{U_p`nYJMU4h@z`1
zFSc2}j=2A@Rt5t*k;c|v8$&Iwd5_fg1XBTIOp`CEv3t*_s$VftBzCwGt_5Yn`nRx_
zOC+m_3SX9aOHG}_FL>sVDD9F<tE$7&cPxyQCU3h?=S;OS_KRtWZjnSuKx8)mOeGRl
zMq)+~S#<n-sdV5r04pdi0vU;*c;u_KoYY8Yr96n<sWP+yu%f^y>+iD}OIsJ69KuG~
z)6>&x#KjJkahZcMau+Uc0A#sN=m%(PJBUxHwX>_l78hoaD8UGimTgNYO4mRV#v`}4
zI@P>b6*|<efATG<v{9R{#Gz?S^!}~}!jQ66bJfk)XY|URx&&#`9Q^om2DR%Y8a9_n
z1h05_Fc(fxZL8cT>sC57(x+AdMpmU|F~l?+K$tU%`<f!Rp9vbkn;Zf<lrsFLS_QVA
zITJ@R$b9Qa9Z2&rQUH{-PA;*fX_Sg<AOranOFjDX)?<7?ICHZ8`m@P=SBa+CyD_#%
z5mneIyx2&*fn&ctdtsi^xfny=8b)*8Uws;8QDQS)pV^2Q^?D+J8eu_`QJq#<=$>qS
z!Zedp8}i$kCM2ivB$|F{gp39iC!MC_I}x>b^nuQgI^JIZq1GFtM!gErd&|)XS_Rv>
zWo&zdSmUKzAbE2UKQDLoIBb#4q$ndJQH_}(R65a&H0i_7GL^hA@_%st)9o+VlujpB
zor=#GT@4CyBxF6O+%NK2z{9?U2>GFevzg(&)`%8Q4MCXr;c7|n(rDndtidbAiA~#E
ziv->ALzegV1?r&E>v>y1{(T%S?^pJfsTxh+(iu?}BtRL}-irgs=ZvE&Zk@-*y@oqa
zu!gQLuh>si_s3K-uf{Z<9ad@^+F*u$+p0LRL=@*aXUN5kS0c9A<818@Pe?|PuUp36
zk<u2$JJ$vJv3q1xO<$nTW4(E7^BrIG2}{^Cm(|j5SBw$~AL=CUUqu%NE5_}PXcqZ?
zr$YYD<R%x(4OYk-ythgnC0Y~0L%ZRacqdXMXmcK;!%6CaO{;<%BnQq9QdT+I@&)?a
zuJ32GFwHZ+y^~XO!#?dg8*=M4Y(Kt>7NLgac`vXo)7L8e>#>W&6MBTDeJHGrDm(F0
zaQrhm1t+hGD91V)yiZMWXK0Q!&&=j$N-W2X>u`RH(2yvt9h@aciO5Yqhlvhh3iJW*
zO%)CKB@PodhS?t9-pZs|J%T*PA3-o-^|jt8*&OnMTXc)BjHCCwRn)2efG70?tBJE0
z<K%k5Hs;Hj?3Ap>2x<oxJg)`&dmVwBxB0-AbKND{pgz;i4I+5umefVhBi)FLr_C-(
zUv!KhiU&VJM?kcpd-4PXNmm$T?4IX%9l=_%EW45w6QdqDGXWWa?g@u_H?8gP9rpTS
zCvhS5@-avao-N&<sN2f7234(O<;9fggTx-`fL=3y&!$}RE#n8Mm_V}{Vp0=NA|2R%
zdB-6?DR2?(KaOo|hmgs~os8uB{(sY~tk2YqlKFa~$rdP|n&}$DQqaBiSX*3_Mgm+(
zkgVB#fze#RaAQ|ABkJcq7F|KSW=9;DBVGx1;4pk5AvTCbyM@GDX5`XDiyp4N@#YnH
z4*P!4{Gf2Cu*l|bg(aaEHzLLY%5oQ~HT&6BTZd;#U3l$y&cXY+>3g^?Am4}Lsc|TI
zAaD2D;pk$Fdt=zzZrR1|_Yccl2ev_m$)Xl_z8-D}4XB|07`#{&_RvC6_F&Od+Tb$w
z-P`w89R)29g`T1_=1c24*L4DZeSZ<8H6AuEOKTd~;|(f_Pu)OOs%9wm)$7+m<7gJx
zSVdxPgpIkPtT2ZKZ7jvHW^p(6Xk1O%?T;U*(-P7}`;ZgOyh%`vgqjZI_vi6+FL*iL
zUpcI7U|(fe6a*@>GjyAZsP9<c{!NtBP?CZSlEc{yT)IaQ`Dj9V=7R3I=wiZKhES#N
z<P~xGB1ZCCt3NJ@8ds{T$#bhu)W;VaS@!uEZs#nTx;#xOOpqm6#I=nJvFs2FRz+>`
zlRWrqyQ>Jo`mY><1fN40GkpVqaQWqp-nszV3#H#DgE)tt4%qBf3bC6XEJ2r5@bU}J
zyt!v|zA9lrt|}}nH)t;gTGZ!8{9Gykkfi(ov1V#v@Ojk~g4_^852+)!#4JijN35id
zKPndXTH_zp8-vQ)9K=S<zx)|LMZo}oufYi3E|x`>R7C%Jp6+s2^Y^uGG+mY2tlc_y
z>CEZVhr;fo7O~Oc&j&bx*5Wr<NAJC2nb&97z^TT?%#ubQ8!e*m!#%@HD{)eccYTRP
zaRt5u^zB~}sqm%&38nD}HhhT1qv0wrKV~EBgcA%fS>&Cp&6J{}<(DXPh)Bnd`?yZ`
z2|@+>P$|LPx}5SBk-liGl-<F=jhAwHf<8cxAiCiQF^1xElIJjmCQ!uoT)fJ}SImb^
z(4fJoaTJ51P_enAh=)=5puZvZQzzF#<zF=Zy3%;pHa?hz&MxrU%k$<S;K2%bMxsx}
z;ybig1ta__ve~VI(G~LL_wtQ`1fN`JU!CnkOTOiA@`Y|zM&*dj>|_a)o<r6P$UPUk
z581>{33`u28MQEnk3*GxuhlZ^99Ct@Cj?U&exvfUUxzbKoAffU@{`aJtUMI}BR_*@
zI9|;J6<<g1?hNxH3y;k|zdJ?cA%6{vhO1b)!?C*GrOO&jX9#ZTL6}M{<}?G8+dX*3
zXAzx#E(*}oydscyzea0vNZ0X~m0*(kAk8l`XJTb2IgGVg&0GH|{WkM-@HS`bac3}V
z4Mqg9TIwHjN#G%o_(||V1+O%~akL#6ndA5Rn?0k;gdmTGkWZ+BVo@I**>GKGaO9hT
z`N@#3rXS_(Ct{9mg0+{<W`sBoWxZg3Hml_gYmc=P@qTeyEQFYlF5u2DWXgs8K0J-R
z2SY~SQ6GKj)jsqM50)B+oVMjVy;sxfXc@zoj&2r=^xx(ax`UOxMc3+z=-;_I8a%#E
znGvMMQX+!UDm=4-XBb+)5+gTr6w3{3TRff%)B<W`8j^Qtjj#deutVzvn>2DE<F)a_
zBg49p$~#{QBrx8Ihm_Xw(;uso=@dknCA;MpfaSaJjB2udKus5)&jLpss@$C<rYmx+
zfSA5lQ+uIG{2n<?Eg(G8<K(`>L0tlnla%8YlcnbuDt2lHKd&E2cr5m(s<~8H{Q+4Y
z@{a1&UP?n`4IwI<XM1WYPAyix+-RU-!K2+c6f1ChR5zq$OOPiw8t|vrZa8AxYrl6H
z^F2I2sbC2I(Cs@y_3oc;79lWUMC}{4#xyRMqa8>|z6Lp^3HqZG*XNM@my}JtCqz4A
zA{S=fPx6(#R}lRKvxM$BZo~7n<}=}<wee{)_U?!ia(_f??~W={TqxSRN8H}mT0>5o
zzhYp$^&pR|FFJjDb-HtB4W`HQNRV<iPRpXe<YOEOdqQ@|HK&!5tN?MRB)f?jQV7LE
z5f$IFVp34d++hWiJ1xyg@fiydel_xx$y&W~V|rc3Z*OW(1`(YQ({<o*VAV=)!OFKz
zTnw!qj$`OhuVW_tLHD9TECVzfekwsDMj<QqGvP3`tp^!lHJGeLNY7`U9>IECfxWDw
zI#SKe*rQpQ0w?Vd6D7qCBE$gBq3eE~WjE3veuc5eN<Y_hU>>{bJhO6aj;Vrvuhvm1
z`gmEfZIq@xI3*F1soOJFru?oUHPn;#LIA-5l!=C(D{5Oz$<ypTyO!$ArgT8%JlPNg
zo68D<LSsn9`2=H4;HSa>m$9)m@33ui?$3i2MDw8iQ~gGxQS_k&bhT<G|CQ?XXdww-
zgTs-4p-r18YK)|!;!vg5HO{pG9i<GiJqq5fG(M!%)1g`=Y5!?U)#RYq+E~YTVNj1-
zx|*MxXbdvltUpOxmhQnPY8jbCxAgv4AZI6BHK8Sl^Fz`ov?7qB)k!1sc(Kbt+x6DD
zP}S-cV$8BW+~uZy+{?`d%QSLYy~AfaAD)Sjf4i4G29^cS<9&a1q|(@Y&XSwA;{>Sm
z&(#7a7n-&sXqISpls9iGQ8IF5*TfFwfy)T!=O)gY{J3amHm4Y6ckVs@>=VdwO7bz4
zfD`5Qb+Dhq$v9(1rF_6wkIb!V_ns>+&0aD5D{(T4Bn3rT5;-9emSBZR&~gO?+ZDme
z+n-|Om?2$Sth7Z^DTDe_>N?bh)hgx_Nce6gSQPYIQJI0P59H6EHgvSqpSQ713;3o`
z$~VlZ)cw4@HNLGDt%K^Y-t{<=vyy2vLBc<mgv{^tqBR3<BRC(@gr2ODkwc{qi@Hkl
z?)x)6I4a2gbbo|=RYn!FQg#v#_@Oj<5c|Y;?1IciPdzV4jkRmWR-Ltdh5vWw^hN+o
z9t%l^8-q3zd*EEPS27h&s2U0wV%Kkl{08rsGRx<qccp%i$}Udw*-5`39+F;xpnVOE
ze=?tEw;vi3tazm)6_*|ib+3#nL6r`#TlLrdLgwR$SbybTaq<LTz8+@Er-<6~=T#uR
zV|VFqW$p0&yPjL$eH_Ev7Bf0Ky3HJJ?a+*eF+W$O%eQJ>AK9Md%URgQ4z&V2!yn}?
z1!R(a&XP-`GMS0m8wFOZ3U4De)~Pto#1UzmmCfh807s4kp5}4KwMuyjOra8zZk50A
z2E7j_pMcpn;XmK;cwWK$9XMlpK4w}_ST^TZWtTQ&cvQ0-jhPHCPBE+T84+3H77`Hh
z{?@+|1oRk?wl1A*`i`&kq1^m@w!+QZsnx`i12f2JnYYt^v$@HFuz377<8}sHzpP<b
zaY=|KtzO^?S2s{Q(t<gU7?qGM@W_bdgywr~R+LA*6)-C)EoxLQx%R|Xr@vivD0wJ`
zYW#{R<huT5`k!Lp4mt)zjoCS(DX9k*%>bl6yZxe-aiL@SU5M4OyVg&BNU*Z;vqEDQ
zBhSmNoOEQYkr|D|Lz{k|MxoTEXuHMF@W=u<j<p`psYVP%+u|G`3Ix#68FlxUu3;Dq
zWEpM(hmsRtWPAEK<VVAi^GY@-hp^ex`3T<@-NBx@qg0x}JX7NB={bUsl`zdX$TLyt
zqG#q~ZwI_}R`hVT0Dn$R0%QC~;3av(g$OO1(75c*^k(%O=8@KR-XRfB(CY_cYz47)
zBC_2Gs?|kbn|CMIL%Yx&hs=?mw4RcvYl6D#x<LFo`NeY|p1*M@`Q?xBZ@BLl#X_1p
ze(gLv;<zUo7sQ|_(Rmc)Am!F%Z&q9#dRF9^Z;S8@dSf;}c8AIh_lMC#LauBd2MgK5
zZc3sMf2vzFe{lEHA6Rb)_4;*cX7sT3OG>G)j7ux_MX^D#-@}>QZ-i6SP^V8p0Rf6n
zWG=cnWRHgBz*1!AkR38b&(%n$kczK%4|YnQhrAsUwWZ#Lo;n}z;;Od`a;26QF)>v~
zqQ5=nWv5&Onc=)J9V~k~rL~>i(lJ*<ulD7=TqGY_EF;}7Tw^oneGX~3SM-JOvDy!(
z%Ho@+v^{!1l+V`%3CNby_KulmXflUf2;W<q1BMjp;$de62aERLwkGHLp!8Pn7Go86
zcOCcIwPJ?WFhee)ft>Oqe6Me1h27v<LqR}C=ldTGt)na+l5Y(Ure2oFmT=@>sw+cL
zpBS&{UllMYK@`~@J!Kkg!WyY)&foGq5{p*$OVlq2Ai|4+UgF4^TgJ}RX+kL@Al8mt
zLdB;)L?pAh@fA5%NlsgH+#M`|FS{PB!>{Xck{fIfl!$b41p6d>)IP3#qoR2X6#ZFt
zH>yQI^pPD|aCYaK6*Rp1`14)GwjPqYqxfg<cO;xT_D7$(^{O)D_m8aaRmL*Z_XQ5y
zaZ}4A`C!69YfL=4$6rwf{$b8o&wk#1!S&T9=s0vdTP<3`e7M~~z<WM2bVmgm-H;Ge
zAKQL^x2FAjg8<?Df}VJOYxc;|H;BPo1;s9;%UH*F##If`MCF;@-~K{|6*4sJkG;1Z
z@CxHT==*i$W+$WwutyMyU$tCMs|nHZlL-xoQKv*^*q#wVh$c1Erhn}#z8X(Xb}@fP
zbGU3Jev<{Mhb=-M=pA7@6`i70i>->7-y0|$MZ%@$IHj)|l<9S&^I1V^B1y9D)j|wq
z7yh`U>r8DY>x5sEPbHbMI7#9NR)xtC8yXme4UZ$bHGJ8L%nfx4`=eIr)}h>jmX9)y
z5>|12Ffy!YeBSkmjbJuOaP`vU9E;*LE_hwzC|lD-&tF3YFyFk5ulC{(wnZGQm?)@#
zL(Coer$O8{7pGPL*!^<%hv6E0(8T8?jdF6lZM|Z@7jf)1Lov!ur+CNh0&ioLot~!?
z>0!ne)Wfq~s9$#@H}17{<ymYG3jYu-ZrS@EiZTXbQd-LqnTyUxq%gToN1)LTj<S8t
z25vRq4cS>9c4eS<8$Br`UoL-w`F^BBqFjC+W9aA*Ba`LKU$qH@snrsnBf`*YRq_$g
zB|jl?g+V2<_?;F!LiE`BK#8a;f16eL>80DRwUS|;R?wV*t6F0x*O>wc(6x3}3BQ{h
z{24eO_+<GLL|)b5ptp_<G9yWF=l4>qydm^iRnJ3s_unzr^2!%u;7{W(cpni%3?`xX
z)u?Cc3%ntD))&_|3=~u$g^+!fNSm5M;W?++-5H_}Xc+V)*6}q^XNjZ2d_&4MEH%<c
ztYe9ouV20Q)8#ma%}?u#gGaO|S+|KKzKT|S!4t97$q?%^rLYH-br%PN60d-XW)CL5
zTJoX{f9-@j-h$lcxrdUx-i+PL%pJNVVO3&sZ)A_te1uP~EPb7?OcZ*qf?Sb0DjKra
zO4JVGJroIfXT@?-fqa9NIoJ}h$;C{M<I=p2!wBfX>iM|TAkVU0q^in*UP0yafA?x{
zpX?|-0R3_i*;q4QLX9Zu^Cri>y1z|VnsW6Vp0cUQKy_5`JWiKK9vk8HyJBZMa>uRc
z+tCoXyqs9Ys06W7mb#Z@A23|qju}>SPsz2YtgNywu@AnsihV%!@MagEai3Tlv|>_#
z(2|BHwA!m68~ylgpjJU7=h{S<XmiLjTZSpCc6k0PBB1gDW5f@2_Asic8tpkhd>qaU
z+k0%Yqg0Y971Kzg(4u{1+B{%}bmDGSt!<+l5R4+(BTg+<x=d|1I^J1l1W&%8L4dxk
z^fIs2ljI*3K_lW}EUl~$59JR16y#%2U}fhawG_8^#v@(Q2=r?9t-q3#A>sABCa4JZ
z_i4;YEUO@Lb4rrXD-0chn7g*xlM#XyV&U?K4+qgksU%M^sjbkivD<WXyS7GcW&pjB
zJa?zQOng3QdO?!soVf&#?ia(i7hC!YOr+v!*Et_8%NB0ly(?ma1i}HT22O=8U$Q8(
zXV@+R7@K)kO6qe;sZI6Ae8Bq=s9Z@V1rWtUY>ER=f${+nnbF^GHm;B=!G*!Jj`sHD
zk?@rcJr<5uY+adm_R^(G?(3jAj`>##B1wk+eCfPc#3e?xT-i)UVpyh6)7D^LmfpiG
z2AAj0H_g4Jmk6VpykJOE-4@h=(8KnoFn<FLYO%h9>2gz?gdFDVzE7_CoL~w37CzQb
z_lj$#s`$t;S0q(^n}_A!cRqac=1tZ#SF5;_s$9}WBz^zBYF23aH8>M==%sCI;OvEB
z75|@Y<@0+awMVRp98s<%VLgLHq1O7j&@KT3z@n{N`<wHGpx7U!F7u*QK;peSPCx@S
zNE^43!&SN11;AHv0w=!&Bn={Gp^lburAu@{>4#kKHhmpZ;{*h;jE07WD~aoXk71XJ
zEO4;ot2Q<^-CLRA%ipfBfFgeP;b0}v&*3^ykXE@$`Bw@N=EtckgHTn7{tL%QYXt=>
zfnyD!dc@|^@r6sJ4ow6a7mA@u&drTfk&PzmoY~`A5x{Pc!8LreA+>&gIiSaaQ>qFp
zIe=p|DW<77L~d2DWc)03VeImLo!<36;pPPDwh5V-O<9zve-&Zqx9HR5cX_lvICzkI
z^+SvfP^tCEmejFk7E#U)uS$NR8_mAF6y!>jSqc*KY#Lr$0m(>a^(c-e?EO^Bq89D(
zuWC~(B%y<P&XtlMFQlfYGmczz)a?$7UYr)a?;A}MiTrbQh-{rTO-g1{JQ<o8R!;U1
z2Pk<`2G4iaF92K1v8n~oR*NG?vrG4#ZtNHeYMkKg(G)TQqE6RXBkFU_JSZT0@ytVS
zUcWvNs3q?y78m9t-5GRoe<q85bb?^-5dK?#T<t;EzCZTeCAKPEKn95om*F{gUICE9
zyJc>F7Eh-rM9F+6MjXM(nVn7ZjX~gN&z$9-UFp)X9K{DEZiHacU9GQS>Rhd*FtW~x
z9!JD5DK_P)Nu#b0308tpFms!&dtxIX$rX#ehY49BU%^NRAJ|2eq`reSTRnLe<WPC%
ze0|fQuQ)jbH$>C-l*i<>VjjVA1r{D=WA*JYey}4sU79P;U!QgxzKh{?Iie`89_XtO
zD6>K|Xq0PXCTV2FR|AU{<DOXgX9F?067R<@!*cVzuGR-Ig%46*VXP~H7wz*q-^1dD
zkXF<L*b4}156QJ6EUTsj)96g~m=^NZv9@@v5!D7P5)jxm=z}9@w@fthi=Z9W#r;SX
zrrM3_EEQ~vnd}iHs9Gowy@XX*3BG{&QN6xmBW0#~=3dzRDq}>d+-`>jJ(8X3QFtx;
z`P(4wxgu~dc%L9eVDEhUfxY8SdQdt47>1$-+s`9B7?sH3D1-&yNi%Xd$+L34Ln=}8
zM_Lmm$-PX7w2YOTL~fR7)W(N7ynv++*TGU!nHx2X0<fDG8di+XQX4+3oxaW9jC-;$
zTCZVkyFjSeqgQmmo7}a&LSy3}NJ>*hm1km;6v~N}#Om*Mskr%tp3-Q{E)RA`DU6xn
zT(%1ZKL-CRJ!aS$v*vEyhwP|Q9#V7b1L9|9fUS(g>sPMvHa>C9(cSdMp0Rrjb(i74
zneTAVbx}=K&y8)z?NQM(^Av?Yvh^Ja@5MFhjckK`H7sQ+<whbZ=kt@|%S%_0=<=gq
zFfZM@ycVw_;niaT`U7WhEPf3inK*J|6Ksv5)UJRY?L8h%-z=y5)GH6UiKODDyve)f
zwc+d!wK=i2!+WWny@vw}Cuph73OnA<#XYH)HC@x^9}XH-Xp}{fOOu$xZT3xr(D@S&
zg0kS+Y0b({J)6)*5Y4CU{{N)((sX7WSzC&VO4+LR86W!=SkqD!`?_%t&*_(rJw5wJ
z5Ag6z>}2mpI6N;dsv9toCPgRn@Kk)|TZCS#kvt$<JIyf`<k2mbash_AV=APAs;mN-
zcG7g#ZJwwhm+DyAbDk+VM2#8X9(;L?Yq~p@oFr|zVSudRJ=^ZzeVRwty8_F<(8f}B
zx3U&V6X4PH$d=aP;W@XjXwgGT*;e#ck)C_diITjMfj|KsGj9vG;r4>sH7_8GPWF#h
z+vM`_yb%Q+DxRqQ6?%5caLUg;8-9Sj@d9afhd%FdquPgI!@9SXRl6STI<PaAkEdN6
z#O=R^zc2sK!~b`V!Bf}kd4K2WJrq<2QWy~Hp^UtLznkY0oYtAHKKtSIWyDCWX{5J;
zfz<byY&A8tj|I!i%V|1apb59Vf7E_C^MCk}7osXBwD(vyunUoXR(v}ge^KRLAYj2h
zK10%nCO69fb6b@f1D15?i{Iad|EC|neebIW&6&9-8n*s_^gyQnbXWQJ5qGSFXm&bi
zws&=jY$OgfgFBd>tvz+>lxk$fqyL<imyXNJ-_;0S=qI4rZ_?9CLXv<*VH1ar9%|v9
z&Zzy6mv=!*>T0zY*}~M+v?}#KUuKlm&e&30oDr}lS~SExcHFgls`g9XGV(sQvNHYn
z0x;PD%SdGbF7x@n=FaTzd;$RC9oGZ0p*iqqoj%h_D?bhvyK@^9ZFdy`URAk@LQV1H
z&CT$$$MHe)7PK%oGLT;8^sBidANPTtDa>p8$egnQ*2k}kD#wqNMNe9N{qLd9oY^S#
z0bUpXQdH00=dB!je(n`ne3g2bk$2gc^SgNtStm)6)#?}YQ7_c~+e+6=938VXAE0@g
zfA4JQ{2$9|)Xu5=|K0)5|7J=3Qe{_<ob9<T$#qwnSGpRSe>A%ZEG+#?lb@Bif)7iL
zQPub6#fvN@ufb~#jnl(iS127PhNwM3G30GO_MhSPugWuq?>>Ntn5iI21jMBA3-0L#
z_Dk~;8>PneU#aTA;THsQnY50M4#iNwxRbk;xld*6#27!bwe;kp?6%FWVWAHfls-W7
zZ)lYze;kZM&i|EPvq<V?2ar9Ob9R)>q@s@=-{z<vYvdM3&4Ltr58nROnO+1cp95I@
zu+87ZwTXu!7fzr48q5a%hoYiV{4K!fG`xECY8BVCCHs*fU`+VebsN=-3ApiYDeCgJ
z-Fcnsh0(Z@cPG(XZ~CW>&W<$QI6q5|y!K@>O;d~cZ9n?Ymf-Zy&=>^Ub$zcEYoP1s
zU{RsOkr9*G^EXX&E=VL2XD?&|s1TSF`DgMeq$HsIeEtmJz>K>xwAO%zZ^sqrfsIlu
ziOF{^a^{u@_px)u528_TU!V8X>v`e5&MLd@<1l9@`ApY1@Q+u(>R8&^<CttYTh3To
zP-j?8L>0igdODmxIY*T|KRlHPJ4X)#CAV8Vcw};iX(q4}zL;;=Vp8V@ijpr_mKKAJ
zrp8MK)=sERm&6p;2*y_mq$kU;Fg&obeFXUfkXiP->o};z#(c$2)z5{X39v=Uyg-45
z?c{t0fxS>~^p^^V6eZ98ZV{c$iIKtlyP4(G4Q>ZFKLRe(BLxHm0Q2G2Z4d(ixAs^G
z4}!us4*+BU0s;d`13!};mxi<zE56q9<?jQZwN;Gw{ktcldLN`@do{_9;cLde2n}za
z3&5QBw4=p+9z@Y!=f>7_X|unt`vCfBly<f5*E_GYZH$&p`QQw2ljU$-a6sG%@_cOp
zkZ_@)r`|UJJ9m_zfX+7$j70;$Fq4lM#m~OFEoTCJQq@2v+yZwgY(vf<X0Yap%8>X?
z+vC0XEiTF~d>RHQrupvo-8$i$>s^t9L1epp&<NN8{dR7ouJZL7g@8tNq$pnJveKbC
z5Xw=n98$&<a0U%><+993&hT()WvBXWfW-&3SR*;N<r}NIwJR8vYru6{1Oh@8UQVoF
zCLUG#*oGE1JN0kuXI0Uua}4cBnO}`lCHlMHyo9s&YK+nnzdju=3-)|z&=(^BN!wQ5
zzts~s+xvBwf~%{mC+Gw8aE-vfu>lab63DG*>-%D!Lc6Q7X2AQMwOs_^YGjZHyK9s8
zQNUWZC}8>LH%gVq>#?x;k}P6%SROM3BY+QI_cu&Y(9gM^I2e0Kn(LHR<28c3c;Xyw
zjT!+S4z)z5YEypx24;hRb$K9@K5VqqA5%~YwnJCw0x(ow0qz}tiWXu-HD4S$Q#Jb!
zPQG=JKHlWOg^GX^KbbEKl|h4wxYh-T>jJh|!MT4e^ST}>EZ08^E0aSTIt|}0>AsYC
zn-qF3|5~I^r<GU@J6yGfld4F5^GA)*MG4mge!AJsGF#k&3E9xd2#J4`3XCQ@Mv?2&
z$r`*@l3|$?N5jFAv6v_G<g#GQ;%L34wY9b9D8AaJ#@l-4cS%tl37@Y6x)USjEReZ%
zl-#?UgHr|EWt%-oGRLhi+V)vZtOA>+Y*j-+b3v-?T&W9a8uNg$;p^;z4sdLnm)Vbk
z3qrVxf4<gW$Jp8$*}-eJH}@aU>|x;t*7^ED(?S=H3OaBH0-}1cu3@_tStXa3v=jJ0
zQBbOuqY~_s*{GSv-=x!;UfC?Q4S%#RoRM34={ucd3AM4PN5b>j>u)c)giBFv87A`<
z+L4@atv?eF@oR&&=@U-pEJXVG$_HVio-d&fl(b9o3X}NDy?cS-TwqlDLEDQLiC(<J
zfTFWjbp7s|A$3vlvYBIlOd808>a3A~bec?COr^!{X6%)cqK1+cAa<(aK&afgdGoQ*
zFc$5UQmCtWoC~6Ocy8Tha@xj33Yuj?JZgN#Bl?469|i!!O=lpm0>&V`K=0PZu5$1B
zwC*$d)6S>i_mkJ}H<Ft+zkWMb9aK!M6W(#CP4KP)*DtSl*t9?gXW-eg$D$8Z%yQ}v
zLG4l9f(pcf1z&SaUi5G=LPN&u@_h}Ub&|$Lfvc{YDFJWd`5pCdWj!ZbXfB1)0hO*L
zG4F2X!VUp`A+g=C-#@;#cXlH2uSDsBkuu(ap+y}YN;lz;kfgS%uq>wA!^3Ehc{{@p
ztUsUt6+~`xzV2QU#P-a8uCRFzQUb0|e_Sy9)}1?hQe=+~?G^j;jcIAp+uIx4ApY$7
zA@z$JAfnaJ|HddFf>erMU~^yEiYJb9m^dT9U&i*4TS56l<pU$-Hpi4rsgj%}AzJbg
z?z-(P(vS2Qc;hmzCu`)CpM7JX_jP*d?CIa_Rpw!S?G?d)Zx0-S2d+eQ+kK0p{+e<M
z(qq)u2}sH6TJ^WBA`Fe@C48d4=z5V$&4J4lGD^gx8pIzJz}4F*xqS#_D+147FD%(E
z56B-krih8b6qwyYyzrw3mmc*#i0<by{<}JD90#2bLr+yRa9JM5apL)D{;~JSRjNmo
zy$@Gy2|TvlYj*7rUV7^vIcavG+H;^c#Vw-{B3IkIZr*C}s?tUh`SN^QMADH<&W~2S
zxco(6@6EGng}?cQ_6B+;a-UMyN~`qs{)FFN7S6H#D`ChBu@CIBOYGfla!PgT>P%nl
zPw)_-Zjf1CCO>FZI$kTkRe`%Ntr-j|h^>JDdu+D|4B`F;_i(g&)))%-DuLJRppENj
zJA4&c-_@g_Eo(go408c_vKEd;zzuO$W556(Twjo!*R1!}dvyaq5!II7nBjb`ul(NG
z{vTo%URA0idLLxE#XKF)K|b;Q&b}gKKm;!T{=*g7Eg-icIrNzI-rMqOqR+uN!f@f$
zAHa}OmiBU%ex=f}h41WNo`oxYd4>UUm!TI&E8Xsz;dXH!^f{L2bAQu~j8D-|POjA&
ze6%Smwh<_>H^4txTXuy)$>sKj<|<NnyE568K76_D-OlS0p<ixB?B3k#<Ne~K7|%CB
zDE8V}h%<B*7<%UcC}DL_UAS{0T(B<Juyn<tu?q;QYQvdAA`*M>O>5fe3SU!qA#$4P
zM|&56BFUiQ?s8p2fR8et36;(A`rG>SrN9|uH?vTPJpoWFC+d4r!Me_KMMTedO4d!_
z)|0JDND?e3`lTZ&9!AZf)9p!N%iqpE97Kau$;EH`tB;&Zyb$QvAF;N}95)4QlEJa(
zr~;qyBq3y@${>8q03HCa!QH0KY5DZ5nW8en(f5N~ym?M#+5bag<OwuQ*zut4%DoQ(
z+ol#JeBl83+(g?9UKo_9SOdqG&M-4zu9V{jT&MupHdMY?t$;B6LugTv$2gl@=1}Ia
zHD?+2E5+@K_LF!ypW%GyUsV&6yUwOf?6_Y7X@tGQ%dGV6&-PwAJx@SHx5dff+jgbd
z1aAPgL_^OwIsU#+$_I=R<^5Hmv*)}LeX4H&fKT6HvdzRbCArtbSN{O0HT3sYE5Uq$
zoACOp6+7f1du^BcoW((XXy+N)fKtnwnt4hD(qwt=1FU{_!W$;&jh?@RqQY@%mku1a
zH=Aj8HyNRvVv=50I3&wxjqVXsF7Dn~z~0qfKb6hc0oLNLDgV8<CHEvl1p>+N5!*Rr
z5-v6T#xBz`u@7E4uS`FQeByh9S$%T~3{l*~&wX%psvn^G*N+ZXuDLu;s<S18*Kz(3
zb<|r7it0VIG)tZq2%M4iS_Nj->+dPq|CHBn`0wAp2QJ_MF+z(NtiS9V7y`LqbG(nQ
z0HfvEXapbGFV?sPmbd-@kMObPwhs5|v5(NV_Z!2i52RJGtzKc`;Xhnam}`zt3IuM-
zS{;p*#VN#abM?mRY>s5)W=|o>^Pz?H3l>1<eO!hrP|~(b;VRgPbnp3Ezo|EAY4k6e
z#Tgg=lHac>k$By&HRAjc?eJQ~ur#}i#i^T{>nj5}*F|XAPW(!T9-L<a6lM;lw-SpY
zZg91Q?b{d`6a6YM4?>FsRU>=!;Esv^rP+K0lYGGmuCAK%+Qwq?Z&?zgbIp^OKCdG}
z?hTXj&-rb;o?f({wL4q)YIVZqe2PhS&Up)ac?()kJ0S&BzQ@8#Nf-tjyV?>wujDmg
z#OP`_AE<h;1~<1&W+g<hLZ=4XWjxDIUy~r7R!$;Ly^4HJZoodzHJ>q=wNnmDXJ|qY
zHplz(WMLdI4iONO-5POX*Rh_G<F_y2`q6CtcF$*4M>W9vj#5RsC$4tFdY`CqU<|nz
zPa1!9@l{ja^Dp*|C8*q}v;Md;Zg0A9VsRXwVp`OfJsAE)9uhI;7bZp%;rU^Ge}_Ry
z+wzB-ufta`f<Chg$_kBMz&g~q4La+m=wpxs8+7829R{QBNIi>@TKzaE!QqVb(fM~#
zL!bYb#=7l>YVFkl;%L@Sah(l}xVF<XX6EmzHy-1%%%_@i14mgVb2dK6*%tlGImhbG
zeV&(`*Vmkf?<pUDaeBduX=&~DycG{PTz3`T6TbJI?}cj0t*@_R_tFQEaf#xLcW(1_
zf5+#_%9YkAQyLh)BxcpVUnNWBhfFzrnVf@+JZ_hE&TT&nZo1ZEDIlOP5=5|JcWtD;
zF$=V8rMvQn_Z80PC3$G@^62*bIO)<4vzrv!b2#hw6j4K}LuYg8Gk0Pr-DIISqChQV
z$#IBnYZ-no4Y4{oCsCX7p{La8-r$7|W|HOq!Y7=U(y+YcQu<P%F}L>E)}m>yUSgr?
zl^I?*pE(2ha<$_?XW(*YrrBAg>mLWpi*4fkm%}RPh3Oi>8*@8aQLP0<nge&9p9NoR
zmXUBfB7(4g|Nb=ICi(`d%FEsw7WeK;h?aF}?T_7O<NC#6W8!}!z_6dw!|cKMF+qoH
z0=H}a>uHT#l0k;(v4dJuP9EJZrk7%}6DTFQM>!_t)x8eO5FVau7WV}W_#^j?5YY8L
z2aBt!F1tm5>i2kX8!)|T+n~FS_r1+s#A~Cii@D^kWTwxWyvCx3n`5rCkbZm#)%8VW
zgaEgT&OVLc&*9qRI5@;8W!<6B^mMvk>yggY0+XEGCETx5-v$ADtOv=3oX@aI<F|bF
zyxhxRcAh<T>+1ITwRQb(5@l;CoY|z;xtq%>zJfeFhx8r`KR3$MwmWdvC~ywC1G|r7
zA2KP>2tcOM#eRH${Q_`I(zXGREaZ~fn65Ondt6h<y`0s&R7C8A1^7)o&pu{0y%-~y
zwQDQ1hdak!_Wsa6_3o99D=FIa$ID5Hy^AlEJEYTV04wHV>LlcVZT|IapH!OM3Sc};
z!C)bGOib3M>IUeNEI<p&MN~>~N`G)Bw-GI^U+4w3vW(k37FTwfB9S$O&E?zq60>bD
zrP3$3FCj{`{HM!oPHOJv{l#$q)3dR-+!|iH$=fFz-}P4|Rw41h5nnA$Uyl*T?Rj{7
z?_BV1ohi)E_z3#swnA|{XaVz44X~GkAI)z!fkCe{o>?%LV?PtYb><x40W+cx5Byc_
zZ31~~l&Wk9W}-~YYPjRRx{tP&FsqaCoGf?GCxN3gQzEf=%8tN%9G7f*R=Yd(5(Nvp
z&7Iu1(1Z4=ofHJ253V})ZvF1;%J@1>df-**)(y{*%GHd|bI*;!Ms&*iTI@`xZE{(E
z!1Ql~;y*ml#M=<f-v0cD53|k1Zb-EzBaHhm&s;DsMEwk1$u)OKUYO$NiOS&$^xy+M
zxV7x$aZ9(X@@U5gv9q_<)ZcJ8H}AZ$$(+n|Q2X13d(-AarK{X?jb+wDd)-*K#+w!#
zENDAsH!4i44T#kTaR2ftv#FUiGmc1tr<tMUxJ7kP=wjYSuoJ76(2KFsXF?S%4(wNT
z2YYtsk$*;;e^}ZlT;9M;WEBJjNM4$(jmdr*u)JE|0|{Eb_j>iasE!wt(r8l^+C;D>
zT#ek?JnOdpnsoHfV!2Oc6@xf6ayZNRodPUYu5r~=2{B?-SXlTG2y2Sn%Upyj>JV-M
zJgl)wT$u;NsI%whD=Y6lz;C80b72i^`48AWz7jgnVZZX4VZZZU6%CTv@&Ay1QGeb9
zScPq?d;Gr6ff=%Ieb#yTv0tq;Yi5c3Yo<|cKIt`W*H(Y1#1`u*+9suUu<1q5?7s7C
z+|54Dg~rgAtK)iO+kF|o<q|J}xz}3m98J80mJOJQBR>|kF914~ZPEpEe++;yO}&Xa
z2Au1U0sS?)>#`OY_1YJS$a3@@j<|TPXu@Crx@8!5-G86;YFce7`Y_P9NwP_ovs+Ji
zV>4YVu~Bgs;|@5iuQtJ--Y4J{L+hG4-M1Yi$pQTO?P{kCLv-J5m%hn75KjGgzL$LW
zrdH|8&aJpNuO!ye*MUV@BbxZ;%|Y~1ix8Jri9w8GVR2)?>pKASPfxhaUG8-4*=OFo
zzd|m7`O@j12UW>af3Z(!{>u&iAiW>$)kwZ6_G=@#y2<z`^WB>?<b9Dw__z}wx1Knc
z=_r+@F5HorPq)^%+OF+85^a6l+jy1X)JyUCym%afv9bPJTpB=~H>MZ#gWPNk3W!rZ
z+#ou4&hzMH_bk8<$X|d<Cvv$bFgzulQH2;)rx-rlMSr^VFW+@M!pd@zEWc-OEV9uQ
zPmiD48~aY=*ONtU$#%`VVvMz8yR@fax4rTtgT<m=$lR+c$Z|h!>+|EG$@ojI|BwTQ
zO>kE8ZZKG(QM$Sjk1wFsPLNYBxjg9;;D9b;O}4Vw%+_^uN>tY719u=d=uVMY;g4cB
z)~*M3nCs6EPu|f1R-8`sC=mBz0FuZBCUZm351ZN8yi*TeC<gXKSvs=Vp~*gYEHwYX
z_gi=GT9(*Ur|stxpzf<RgsLLO8tPX5KrhzNySctOpsnh7#+yL2n}FR)efrHkv!)0%
zO$~6i|2MmKVKuyl%dgSisFrU%m<Qv|EyIai;9qY@whK-VkYW5;of{y1W6I8kI#CBJ
zT&@GEbl_W*78vFX1e0rCooQ;<OG=JdkypWx86Nab>5S^-J-~6*4@Ogd*ar6(m~ck`
z1LTGX>ww}ax%zbPA<x%Z8CsSeZ|vUcL=w0rM>ok~4%UV8(Oh~og3SPg(7kRv^KA{o
z70k-%(VQpz<UY2}d{0qS0&T{4z%c%OM$tq~F`&XN9njSQI@I7s6l*Ufc>16E1U9!*
zSJ-TIKyFFg7Rji=8b1T{^Vz^WX@qE)W$7y=siw+E-XH@LC=<Sh%+!IdjQt(fVFIy8
z;r6i98u3P1Xg?QJ9;n6YI-DzOSdLxU29mXGAeGD80n%PQx)L<D*MSjspvt2!5Ht;*
zzn!;(ra%{E4ggg8Ea3Lkx@I}m9(`wKF3IXr%N%q7&1nS4X5R&z_prh!;IuXXOcqnP
z0Za7Yy(xXd7x<S{qx%63d>=Hm{Xl`2tRe_x)BPB~WtYOfolY*eo+x2-k;xr^1u}<U
z|CXy>Eq7FHI0A)0?V&OsLqzAebClh90Gse!LNaP-q%L3pOy;IXa@LKadSbqS-Zboe
z^CaM3({)P(u7G*dUpppcy4|C{H*GO|)S<v55WtsI1Bb3^fg+dot`eFB9G;wf0Fp%6
z6<n3U#fugz9?Z5acZ`-J{BcIF4Onh~G1didHv@ww0op&Or)NPz>IOVcF_ueQsdd3+
ztl(^NOb>TBE^WfavALJoR86*;P+q!U#g^!x`ZO^#BE5ALHJD6wEDd|SBE9JSkk`*I
z2kr*)_0)(k(kgpJp;_BM;^fUTx|1Y8>eBs+3&>q<{ma8gSA}(N;bmv|7gO{th6mGa
zT4DvA_bYgy?q<MNkU_Muro^o8uImn&E192^^b=bLaqPAF%AZ83#tpwlf(#Ffrn5c#
zO}Q#6M*uD}<dPByK#(~QT;8+)nM#Ve1?6ev8l4f`$<lj8{W0#!?Pxvd^KkG76w-@z
z$y_QG7+8(KC}h<bnA>zqfl1p~`~njL>AJ=yDN!!OgaI%oJ^O%S-TdwO5yjSBuK$<@
z^pw3at4SQ&=JuL#nBHv&4`l;WIP2P@z4BersC*fC{bi~Qp|!=}c3!goa2eC`u9!&Z
zLGNK~?qbcz$o;d%Vr|S4Se#8w?iOxqLhy(zX$efy2JwA>jsy(*7YU(&xp@v`J_~<;
ztbD<|;94xHrjM@#Gr$J^2x;IGIrlmcOpbhwkfAD5leuguUv+E3YZ$-nlSS}H8PbDf
z4tvNP_uy^jPIjsxF<-5r^kX$E-F)eC8m*w;{2&qfbKlmaNaPai7<HXoc<-#6gH_5S
z<0GWWq4~K%DV@KDLOt32=+g1cUn-rUKGp=J#GzHd2dK^u&41DotRXbo7pEgjG5?5^
zJUj(MH8M=sSV2L3+2iUnJ*L93?>>4EGf)b$Wkr#$wA~)8cc$<I7j{BoIk}<VIE2u=
z2VEXg<m6Q~M%jnx5h<Ca2Q7-EW7T)`Agv?*Bw3>~sX-~YC@Qd2KU{Dbjg|H4i3u0r
zSBG|EOUIz}iiL3jYh^b_<9@5Z+J_JI@d<+YIn0T5u*o)JvJn?aSltq7ENrY!W(Y<N
z0CJF!fPTCHO(Not)7je!<q*6rq8Z;P3gmw1l1!|CQ^}6#Agaio*rO0f8)YZQtbPSe
z*=O#<DF7u670f^#t6|%Kw@;gRSCKUZREG4eCBWo?-{cB(3_yatO?X`22<_g({Q@X8
zLRPN631)!TGjXvlMj}eADn9KhuGcf+dWgpT&d;tJA477$N{!ZVekVqn0Suo`@9cFv
zLIU0#f6qVQI#!)bIh^Xn8_MR*I<8^KS={Ex&m6W|7h?A~4HjD)Wi>P${|BjM{h%zR
zuWktRMn@rPX*yEEwYdJw3p(RDANKFCQTbSkG~Zibh>IyUX@-pk%HDwSU)owuZVHUa
zhTgA~n}haaOTPf}`d;_m$~C_F4$*wE#$8F%u1AtBrYaqIYHDTbmCOe7Y(*88{6^*4
zFh|5<#XjsQ&iTK%dh>9o+xHE45G9GHqL8J<Qnt!6)==5^J;Tsq9n6$9V^2v6*|QA7
z*q1Cr21APqS;r8vv{=R%%9{PX$Mikk_xC>kbUeo~<};sry{_{*&+~GNLw);l6)I$7
z2dV|;i6VxX_>>e@_wX<K40xX|HBf_NV_tYpN~>L)A8)qpOqKRe2?p{i!V;4eTWt;~
zm(9H#p&%=L|I|;GF@MqTK)B&Qy>$w|T1w(w2)b8uLmz$hM5<G1>}kdR_Kw<WHY@3Y
zT`w=M%+WH7cYijgGf<g(%n`poGH!s9mkprJNZkGU@H=n^aAPp9kNMvv!bO~O8(&y{
z5_jZX!V59@3W}U>tG82J=O{3^TG`b%q!w6{7OSae_OO5SU=V}orNalRAkTdp>eP!!
zmut&3GV11KOH~nRh;WH>#49JuOY4>Y?$@ZcZJLcK=+n{6hptzZbtX8sa;?7nSS<%f
zt`#{|upG_(xog8x#9GFOunDv}IdH|jJhsqD8Mc<~!~}zG{CI6(*I8GK$D}AC7_OI^
zD&BtgC};KC8VyD}GwKowiflF}d}HXB$k$al_n5f3xWwugM%LbNTi|kVq|>-B<GBy<
zuWqh6iOJ`fzZo4HWsI|Rt63ggdzLKlTEe#TeBE8gP-OYoPu4??-|iC6ez|-v74_}S
zpEuo<o7yq^Wo51&<KtM4iqxgpAVqzH_{e4v-xdFp5|YPHqWU88P9l2V-Yxt7-~$bY
zY<REO&$0LCppSPA_SdAx=?{vfLmRCl31j{r*@P)ZYQO70Ioz#10z!oM?T2v{1o;;|
zz^))uYDs>ip-SVKM3JM$_0Eg6_{;@$?LjWJ%!lwA{r6QW1sPPgu}-E&|C5fm^KdKY
zR=l!tmWoYw$Y!z3l?G;AYR{Y+Eapodi3f)yrzE?t*CQ9@(aj`toLZ?Z!dI1P)MeFv
z>}}yY#Sw1-4mNHWzftKkw}|sL)~L>092J*yr)aZESWzD9d-b$F_ad-%3C?S`?K0vE
z>SU}<iE)>(9f~bx|7bCIEP9r~l)Ez7mF||5bH`>oUUt*!!ro_fo%ZB>@rn46Oq&v8
zZy|AO;~>1nUPj|p*NvQ`tF>FVVhIk7TSakwg-(*HSKj3Pa+4Is1~4@YZ{@Rl=W}Zd
znx4A<;o*s7MAAG#bnK#G=<ZjRTh)Tc=R<^pyAQn%%c|;oSMJ`-cgnZ1(-w0B)acJW
zvkf*a^$uv`vKF(l;m%5Cel0~srvCZyTI$Onb(Fg4`BskYi0$ivYIVt54`l059%{qc
zRZ8)L$(z8N#7hfZAKy17@%Apyufp5!BMI`4k0Ceuz8;!ep9pPPc1f$U`m_pa)8#U*
zW<aHlZGZR&>E~6X5gXmPhI0~~0QUqy#~Tlig_PM;X;ukxhisBXXHGrp$n}$X^xkRE
z>I9eQ2Y^CAAQLT8!4DGE#L}${@e4oAIHIL)wrHOu{Pr|4sWsC}*!6Nd+3XdJYWDUP
zg!`Jw6lMe|1lyAO`Jh?(0J*$?s~$Kj#Pn=oMa+<A6}vDVW?i)pf=ict`tE9TKV@px
z4_7bsE4++SN5a(_T%$N+($dHSW=D=>32@XCa@ln(VBJa-iJ6v|OCc&Aqk<168C=ky
zawCj>PK)e(^_c|Uvz)C~dX<t4`^KAEnE7KT{L>Xv&z!=C5_#(nhSg!*I<-P&$u{>I
zGqe*_>q(>|mbS!d*t5>Lnn+3slIf}^sP7GQYt}ncL0oM;E6>&)%PV)$wK+PPo(e|a
z{`jn4H08GU`Ilx5b+X&XivwEB0;8LP;_TC_uchv~M_Mf^Oxlj)bbW)@DCRzGPrEV~
zo^a1^FAKwEf4-Gj9rYe5HeN=|^}jCRwOEdOgh@!6Wsk<g4jw>RpV)gQYa%hTqlvKp
zBH?Je_^ste@TU>6`4r|ifK+;|-e&AN#mKX)!1-<XEyjblX~A2_0CGjRy-tStV2F}H
zovQq)1g8fqvGWVntu#*^ffMt!o}&Ol`26L1eQB^MFr}Gs424~IsGjoJP53Y)7_DDb
zZ^Oz6SawdXi-CQyowlgvsf_w`Y)U&q!?dx|X`Q96kDb6Z1d5269)l0d*2<XK%UOz&
zVNtc_#;T-^y<dsOERywi$w$>KPcPgu0UXu3qo)-(YaPax8-%t@Td!DAeUH5fjr+*r
zTVhe1a6Hq`{XMVpq5yjK%#5O>_lB#}@eXBt|9&-KLZWn@QkY+Cypif8n^YkvPV%%y
z7}wlh*BIN{W$d!45ijyzrWWD`$0CgGF=CiWT{=Ym!umcgc$33`HC2CLO1j6Vps@1m
zD*)hT`kwY=(RJ7!S8jHCRU2wMAhTu?o^JsF6O;76IkJnG-m$szttO{vn2Btg;D<PF
zO8Pc%lAwU<)qO@Sn&&_@6EG9W8Ln|r&U3JB)-P>4745rMmy_k|ROj(YKoy+?8<oiG
zfB4cWl&CdZ*Vj?Lkn4N9Ug?GKZ3flS3>pwAs)Nv|12LI$gn`X(B1>F#0z--^qO<F6
zoa(fr{s_bXWFfxQ9w#Mk=FkfLJTE^Z#iN}<fHBfF|8Mu7)Wk`c_c40Ws;|}3o@vY)
z@Il`(t<3sK7Z5IF1|!bJ+eW@(ewr!;FR6exZdMz{uqQcfeVA*4y(Y25SBHms)GmV<
z9WD(Zk*f80k{ZtY9o~P`+m;owUL}#^vUSelMN^qgWCe!JPYT8-Dbxgt>oebKJOMRz
z&!+5Cl~9YXdp*7iDQOMW83W0Pi`qyPtK+EqTNgIuNI);BYq<bRpjb}@0MiozGj)DI
z7U$hPSU>a(<Kia)>gJ0FT*Z~>?6joCoY|Qcj-%0o9%sfBsw^UM@6MnG0(wG^pE%)Z
zmzS{XukWz4mbrE&BKOq_(%w9#B#_ByLx4<tJZ>7!KRAwHz<skalESSq5hiCRXRv{(
zdM+vwI3+m3D|fx63)DhXSpeFOZ?%Oi0GftxHJ9XHr?;YPgyBQ;DKXH{-R;+MoQVku
zL1{tQG)aVnx_h`7Wf$rBx~vl<q9j%w0aPoA5y2f+o0IKpTQ8wo%H%eBr$@%MS7>5W
zy6N}Bil!w!(Vs-E_<AXd72wYVE|T6oX2aZaGnEKi2ghp{>jG?TcD64Mb3~gGiyAIk
z+pb%Lb8q7`(j>y%M+xXvMB&lmu}^DHo&Ju9&4o+2dW3tFIv~Q~qXL~m{EA+`OquGL
zZ8&?b7)#zA>Nx+^+m=t_5E4G<*_ikCVVV_@w3dfqqLsjFP@XyG*$$jcWtOF?)WeGF
z)I8P8Kmo>dAA9^%`=!@JqSfuKE2RUq>O-}wz3VSa!vmIsfPK%aWfdSI@tJ+Gyq)rx
zPodXZGkNmq2NSE`_t{3IY^w9GEhK}rudv59=&#{(-|o(FQ0Dl5|1q}%gfkT~u@Ngc
zz9L;ZYL7=gx9C!y{PYLV5wzo;!*k<iJdePxzOg;08er;TS$SepA7T1ws^@sfK&N>#
z+@uj&{_3*-0Uz_z>*9NBJ`D!=0p$ewi))m&D`VfJhUJS4G<p9toR>I0@Q96(E0vi|
z(iH*kl`Oq<?p$6H>{PZM<xP&y|EKKIwoc-vrIi~=8Ir+1-uFyuZ~K!Y|6l=(iR_ZX
z>}^9eH2MIcYjcZhY$Z;-@uadCthX1rJ72d!S$Cy&GrgibhkbMn=Z%0w_uyS^BY%LD
zjWwF_&{N)hP_iR6^LqcmA^pyl-_q`b#`w+P3m^ei3qslxb}t7!w$E((MqXH$BQ+Id
zHRd*^4=NE%%avunn2e$=aY3UYE+OBx4L3<?+W5vgB||-(1eJjPx0wFv4YQwFpH_p^
zRjMjJSS|Lk{HS^x>~Sdzz&@8ox)?e0KJVK$nuIt~6UPO(PoKa^bh>M&>X{5wL!ayf
z7VKVb7d&C8XVBa1g2`D&Q3Jn$gd=Z|gSx=qH}X8KrH|)Qn`v?6Kz@DbRB~eM)<)Qa
zJLd{)gWG_)&^w;Y834uKXF0(bX7cYjS5JQvZk90^`P&?7^W@C9QfB+^TMfN;jERCF
zEgEsLwz*8h0feb8gyo>OwV!p5vz%pmq>p=<3*q<C{%Wr+2FbA|YYeaDdYn;9NS!~r
z?Y!G0N`JK>Jh}`No^}O!A(LYCCvk4AdB)qf2q}n-?C`pM{R}WVXMrz$n8j`)O3m)n
zi4**TrB6Rj$mI+~<QCXaJLdYzB2nXb;#Mtdkqka0)<>acAX^aBO!mizld@KpsFfw^
zX*=iO*DsxaMp{qz(-152V+X&|`i9%4N1yXVHG<rZCeLM|r>l|OxAdK+au;?rUVfDP
znjciZNMJu}S)AfOf{3X|hdFx!$UH0lG7Sb7@}u6AYWAzBbx#f*4%^CK-aRXvvQ07Y
zLlUymUmFZ<``5|42&_pij+Uf|jH{ZQ^pV8GQ=fT-q(&O;nBDb!+31|Q9{J&X@hZ<Q
zSFy}th<X}5YZH?9wE4vzy)ZWGAU}JV{N;(~fxKgC^U<DLzU?gqlnHa|4oS_I2}wBz
zd)zDikqf0-au+Wgn{&=D4$V*^Y+U}1C)#365h7Nu@<ORJqGO3CLs&KU0}NZ!t|k+m
zCt39g;SMwGi%^c0(0L*Cz)ERq;h0)J`{$+Zc^v-tV^r;fpY{_=R=%aKE1o;6o#wV%
zR}{`UxkC45SAL%K^t)oiAI_7PMrlr~DS9n&=|y__oB^P+35|3ygk71kpP9#>q_&FX
z?O)kZlBI-{@kUsO;xQqxx}|pO2UeGksr~BSu|ZGfX>QJaD%a?&Bohr<T5=*T7HZ9u
z_6=j^#Hl}TI89B9FPp>`>@>k6lm=6;@an8K>e!wPu(tb?Y_a~RsP?~j@ZT#?XhTq}
z78PMM3ao&3Lsaw&L#;IrkMA_{tdHH&@-il;C=gRav9G05|2UOXVp6r(Q<tinmvxK#
zohtRI(qezE8|?%%F7V;hN7tP;Qb;8UB`tO%mM%7&SE8@<o68nm51yDbzI)PRiA8H{
zVFh_>VD9-^qiVFIrVUMMbNrG*(BIeco`=OsIiE;0j^0pCJo1)CzikpoU0Ly&!JqW}
zv#|_l<$xewb1!LS7Y7PDdQRjy4n0uR%S<f%bk!#Jdu12v;pn3(uPQ{w<%H%mOov`9
z>@KW0NR8z(*)%++Jg?ZW>QFrKc<_uF;F1C|u#Bk5q+e;AH89@n7QDkoD>v8wOaQZC
zH#1M8`nv8D)FJ9C!BDf!6@kv+Ki!3vsTDlJauoC2C$@D?l?!MTA!G#KQ!gQ>XxgG&
z*&Mm<{_4Y_p<|LAZq&Jp=TvRBj?T>8Ga?Y|@Rlc6T_xnG;#iA6DJMRwN|a;%J1wF4
z_^!r78q+g0g?ZZfVH;q`HQ^pp2L5muMb7T?mwoJL#T2QUWO{f!o4(t$G9|dPoJ`Rf
z3YL(YM}Of+&R*=J$PCUFKkeLR;?YG|t6lGLAi=487UpHT`bPa57{0lk#X;p|5D%=d
zXeF9sQ<$*XqJOmuMKAF}?_3V!ynys1Jt(i@Ed^u#^ru(Qn+`D4kf@`bkr~^L;K+yF
zb^Gw>7_(+QRke)IKD+dj8k`p#C4DWAKaLNpiA3a9yi(mBBNs|ed_TfHb?C?=7zSj+
zCI~ufFiM3_)&ECCe{IWVD#?S)9-VS)#g`Hivamd%kcV%avoIu5&KV7yi%`CxD!l3Y
zCAz=R$&*x>GHoz36(}3>C*@suAGI_83%e=e3@C<j&^KXxa<*v9R<i8Y#IBRCvJTWJ
z2_dgm@I)yIQ#cXYq*LFtf$`&4xZ;|aufab@UT!=%TkE%KA#h$;#Pyza=-}+v0KVqq
zI9R}*-5>@4r%8wDWtOv|P}|MlT5h|eyG}7^y>lP+dDvsgueecP2AHLT^8B4EmnHR$
zbqBJg7RszE7RyI0n|WSNwe>E<1QRF9$I4e5kD^^*2OVQ7{$4yR$pp!{L$CV@U8&~K
z+iQfuls>kU1%%Q{c~h`YvaS6sg%tyBdzlrMqa1%z{6Q%%dlwN_K_)iY9fc7a?#tmy
z%-f)Q?e7f7pUOvUi<hTgoSM>l<qLsWsL+|HNzLyAvGvl)RzYNk!D$I{ItO;;2S;?R
z;_{1%jYSVtx!Y-8ODf%0o`vuJ7_i#>yS9rkuPo^hXPZ7sURX3zL+-}6x;`_{|8Qc_
z$Eu+APoo%)6A~8vn7-hueeb2NOmn)89oegnJ*i7$dss=Wy$`CpSJNH5z}IDmBi5H`
z;CyH)>CQsaQ9VPcJqJ{z&+<X7RL|i;C)+hWH%sjF&bD|T80IiD(_J;i{lx{}s?#~w
zlPce}EKRvzE;}!GK@oS8qe@NOx`iL7?%%W(afM^*Z%XzAHXK|4>Z0`(dC|F+V<mGV
z`RMOueK|^bM_La6>Bm2?&ST#GT(e(n?T+?d_0@Xa2!|KP5~Ei+)yhW8*>?ZLXa%>t
ztuOOJB<w1cmD=O+g$N5N`+K;iqwi$>c0~eIvL==CxE-%f_N0Tdu`pdypiUm$tyvif
z7@sVn3>*a1DG6bL9e17m$i%HdYHQt~d@R7x$4_@GW3czH14pk@b4E%hLrV1Bdqa^%
zV-_{{d(Ma|lx<@2OW0$}zQ<b`K6O6M04d_6ZwoPa#z`;&$!q*%7GyX2n$pghMIBx3
zs*oWK_(rx3daW}%Idzf$)`iO&o2xvYvU90B17~mjT8l2S$N6Bs;p<Q#Uz!ZZcLqgX
zEALqMxt#`k;}CssU|q%}$g6MrHR?<KANqXvHrsPJNm&r=8O>SF+S3BdlxjPe?=0NB
z_bddzKJTZe8y#19>3ZWvBQdnjwZ>~{iS2-vsP4uF{Y!5I1(ndI%w)~VC}kXfv!i3B
zTU10pb=P`M^+%CEP9r&FXIy1$d6&`UweV1zDzE!CoXO|TGg!3fj1Mwr;GD)J{9yGe
zHJTsLY?{NJy>DgI`rh~9V}+<IYVVtBxBl7sV@@6u&(A!!s-D=NFFu}vKcYMbpD7#1
z0;gcDpWJ^N$6fM;DI4OAltpVFYurlG8|7;xaqR5Mns0=5VWpiu;#+4+zn)g%LArAY
z_`UanxSOPd?=>f-QZdHGXW=q>2!H!{|C)vGp*ulo727=qE-%gu=}IEp-i<Lm)N+Z_
z4j<jyNRR|ai1iy~nxN=1{Y=n9E`(y^P{}F*;~Oh;{i}DeR)yRF^(5t^u3uZ6XR#N=
zeI0{@g+)bX>t||-f%R*aiRsBdcZ)Ln2w5cs!pd9UZ~0{rHt&}XIGfy49V!dH-;xc!
z{ldR*pB`<|&))f{=76p6dGBIIJpO*X?dPA_od$}}TQx%8Lw0RMydJ`|vHEHg)o~2)
zlZ1ykS4_})3Ekv@)_T#8fM=(r+WgifG5cKkZlo&EL$T7Y>U$ob##8z!zfxdTx^(ac
z?`2a&ukiespWx>~Pt;z{!K<)ej_UY|*)fak9dsBTTK+a(Y%*6MCWvSrI$oe^v!Ts$
zTj`+^h|`l!(HB-*YPNLDUik{OX4eS^(*=j_TrF#0Jz3mu_S;OM+m8fEf|K0E!r6(T
zwE>4nU(4ik@Q?qMIh2l+n9Fsgb+<3OzWX7`Joh}LO$r>1kN$0htR_3Rd20VR>+Q}t
z-zDehL08@-DVv6XO`?mwZ&#>`J7rvAVrkbC;r;{8<cpk%oZmTnUQ~GQUBzy&tn;{5
zv9J0qpLJfh8ND@dK?u{lDj<;7zA0y2!Eqr;VAxc4Uz!|gjD5a&X0bYmauvSPf24V-
z3o%ihlz(7ncl#)s^6@IdL=~gzaO8U9RwJ>;rba(Q1(%QK-xj~51XhCZwf*l@?*oVU
zB3yXq@6%A5XAI+gGvY&s6<hmlWrk+oog|RrGS)X!>Wi%{?=H+%+OpJ{on?~X${^W$
zT9q!v2a5;e@0s88N6!K2naNrD;r+;8!5qDnFga;E>YeYdrR&D?*lMCmO&{9)2O}WR
zc*CY)gD^F;>RDmDprVQ4<>xWwZ%cXcf-^}D&`|_Wor0@&W%L2)FqV}*L9h6~o@u^(
z69y%=lo5sdlNWU^Bp)un>NG5m+4?4HXkXV=U*-qA+LfB>v)&ZdT*Qi073zy!x`cNm
z+LxCNXzE?{I^uPdMerPrd_w<;C+hqYWtW27mKpb|vxaEfUQdq|wtCMfOMs{G<~a}!
z@Nd-wcN)7}TOVH(D3VcrRG|_5!`)o^IzOM)a#tL@Ngr`PIuy)0Bjnx}`jj84bH}ZW
zH1x-2Z+C8vU0~mRl5{F_wZVsI&mQvKw)wJmIm!mW4g!4ry5~>|ra&e1wGsO(SAb!R
ze9|L9^tG}o?R8^$=r0{InxcEICvojB6Gn-8hCDA?{uPTd4Iyan?Kme(q22H)sL@5+
zae_wV)g96W-ViUgLU|Fro=Id((34x#?g*F_&baly?OE#BmjxEc<SBacGl_G{f{Nj#
zg<Ac(_jC(YIZvDz!>_-t2=$E3+Md^Tn%Ovb6Tgv^!W-xkiZN;VonxR7!d`0K4-S-#
z=?RClizL@+hwwf!14KcDK9V}_E;{>UFQsbeu_pM;*4Tfw{vuN2x!zeB1t{zJ-;$-N
z@dforCEd_Buk-p7cy1L-uv5psLU+iyk{u{Re?U&rqvNEUi&jCx&Av~Qa6`)3FD2Lm
zE$8IE)pxv|x7$IkT-#ZqF5+fx#iBNb`6<dw66~(FP+rM6<r!aOPSSbQ+CuD(4a{ol
z{9cT>sQyMkpF6larjG0nrcjn7zj$*XHYxD4a&{)5zElism`z+{gU<Io-ur8{*k!Y5
zYjr_bH<Xb7%$`t@im=p;(dztZ)^)L1Y4t!T=O)HevMJod`$1g&X~1w3qxA~_@Iez`
z#>mdGT-eiLaYb0tVwB_E_nnuQRMBo7hv7>-JTTnPutg-C*LujM<*KGNX5cwPO71Nk
zb^pyOwFUE##KebymH<(&qR-8bzWF_!yU0WpZ5Cs_$}?~^BZOjW+Sr?!7Zqryl-<n@
z<BqO%g-(xc?5MGOc^p#NrhLvS#+mYS1QZx76iK$7zM)nXDJ}<|8@1dqTj2$AR7Luw
z9|fJ*HcbC*yBCy<?vMIomT2ESFUlrQ{x(zK){XEN5-B!a^=SrB+E^$u5G%4QcQ*ZE
zp@=dL4i|K;Tb_9HN15EaFe`fm66O_YEW7{ezaQjF3&xA60uEPmvCq#N#UY|p<;=Xm
ziR?;;W~ebp5jL$FUb|m6eB++8Sy#f3@ymO$A5Tx%nHz2-#|`k~j!arQ)O-TN$wD7a
zmCrq?SGQthcNF)kM?9M}`bNrEcShh!dx8_LD@`$kjM4&O%5Y~R`Ee<_2tAcFTg!I_
z(_ava>Mbp^bAxxaF02gjFhg<_Vvjf+0zWdxZnVX4^E<nx?Jn+EHHVHRLPydl9&Ime
zSt1<M42S(Cgzjv@^C?>5^=ACdzo&Z8x0k&5F9^@g4wpp&VCG3Wsp52Umqs7Z68LJQ
zMxxyZVJ^Eh*D*d%uC9*1xl;{Q{u=!ba0_44_y3el_Zhc$OymDeFMI#$I-_!jbb<_k
zX#_h~m9pKLktqf)Ys%3Aas|`{F^*RyWE?x5?~pxg<)1aK)voJv>6z2@M(7f=mNpXk
zO1VGw+iO%}EmgZX<Wo@{2PEt!J*p7v(desxqU+wm-eMGD1k#u(^?-^XYeC8Gfpd3V
zDC&M$iv<O^i;6b6&FMoDKO^&GS3IoDW85wJKdL^deQypQl~F2LAYjM&tc_?ve5<L&
z=j<>J0hJ=)B0LM2m1d28)TFGeii?&dMS#Um(=OtGZspo~z)GKXGB~Bz7J*RWc}E=>
zVaRQp0#{RwzK11H%jveox$d|W3c-}^;lte2HILjsEduH$wWoCr40>NI!~`un%=oQM
z=+Kg=A2N4oet;z45&pvf5Rf#kM;_?|w0c_m2AY*P8n|W30x20_yH)lE14>gRP|uuz
zjf4M<s^tgI6-x=WZ3e<Lja@<)ey&Zr)(3@0+2B?jcgR1ac)xWC-nzaqXS7#YX{|&Q
zoOi42{I;+H&M7N*d7Pfb=s}3OMCpt0zNDlRV?c$52P`p6Ymxi%bQgZ|A)72}TxCX{
zEr;6&h?6Lhe8{MK&j3p{?5^yhAqu*2_r=TXQsPmA0W<ioFY9hL`aSl2W8~PFrQ+ZS
z1T9Tf^BgM-$dd2SE6J^GVluO@t98cvyc_OAo`pazmtOP33Id{$eaOaCPEL{A*VnJ?
zf$fzGdS$i`D2Zat*l3UX>8Me8Y&PR>Uc&L?K6?$+l?BOQ)@UmT(tp!V*xl&b$vt)-
z5EBaRGUjPkDdmZXi|YgJ!E-;*o(2+@&@N>MZBalJI#Pa)Zc)~VBVz55Iob`-^EpS}
zJ-UwBhJJ+@0I-UH??34T`iBq})`0%zqR-Z^_Cz@#_2R!8bQ83G=nI&^Xb02kzaKK^
z^E>n;-|oQVDk}91OHwtSaY`DxTUsqn%dL)$jHRbckV4;gbM-ICnRRiW2FLETsK(Y=
zz@1&(Rs)i+<dkVEk@Y}IdHus_K|rX0qsdq_Ad*>v$42330Ek$}Ix9cP*gP&kR8nUy
zmoPtaSn*IIvljHh90JE%ij_yBZeG?^`cvQv1v}y83G47aKv1I42r$)}*$;j^%^CGL
zzX{yDKelsv0zRDI;&?d_4U&P}We7Nr=QlN}1cP<l7E)n^VZ^^aaI?V+3#)YnZUlZs
zXFI-pdG2?dlkxvR)&Ri9Yb~hRG^^~HBCgq2EhbWR``x#;N(`BIBzSu&QwcG|q$HuK
zfcy&$@PRACe5bl#O7>f@qmslKsh&5nZU5x#H03&XqQ0Kq#l%ms8N7L&DUw9sRw*9$
zDGxaMRT5x%QjJt-%SMcn-+U3+atdR!plb=D3$#fATJS+oK$8WXZ;EgLy@VX9RjkBc
z{lYhE5U8TL$hW@6v25hK@Fcp>dFsTf+jrGE^W~ihUo-hHOR*+^@e4MY51@(|4Fz;E
z0#QLA(2)9bZ4u-Xc4!=EkN&5}MN3c<KYUeSv^E=Q`THGTtorIJoBsc5{2SUaC1kY6
z@;#j1w;#`C9g-d$aI*?IsG1VkY*dooeYrHJGPTnP@rtMPq^n;@pwk6Sw+_=g-615!
zT0O*ly);#nW~;Bn{|W+@zkViIXbtDykH3s}ACkfVkuVJSq)WF3lmTy1%Ju~C{N<_T
z1TU=M2jo0vDQ0piTMRodCu%=0EH6%HeJ^vNtb1B!jKMW9q^j_K^JBg@-O@2b<Dn5G
zaQs95aGe@!32iZ#0UA{-{#SzjN{4u**xL{(HLVmkMA<VC`9e6^q|~a4!MUE4=Sb4~
zI%7*X+Y%r08I|W20AKOxo>EezXsRX!)*L^9Ta{kqzZw<2RE~gEv-lP*8W^*m#sFG(
zpF0T1FPFXZ!}fG^^aDY;9B|Xd0Fof>@X|{{yUXd0X{4gp=51IcX{_y7c=K}~b_(eR
zg}_(2$r_mHq?mOcp0cA&wZgqv=K;!XfY(+viobq_hYl99L6v>A1P7JJAKP;40aCCf
zMYAygY{jGx(Mm9qr8OMeo+#?x8pgn@imo*?H-BHz0{Z$iuk`DW)c5S^H)h;N0~L`Q
z5XvHYbHWpSY4G%iXl)k%eo4~I=5$N<BDcI40=_5+bW#t?uge|*2xE!0Uf*HkyPit}
zOB1iXt{gl7348GQ6iqT4Y?Eabv<4Jf91U3{KHMnBX@wl+#U^v$DxE`<#<{c#v!(2U
z#v>!Z*BO`?y#mT?6JT!<`#S|Z7xEn&SS>5$pMnbUu;05zxw#$y+T!H6qV<N^?Zdvl
zNY5-<Zj>De^d59W*hAsTDs2ufwWG;>NPu8n#$E&9YI@E`_7{;$vw3k!;eCLdK>>!I
zy+Fpf0?ruskI#9G>bF1#q&aX__tF@8K#8VZv<e=qetAblLsxMN(;l3q2eVssTrEy}
z6*0WgU9>9Sn?O2&-3kig8EK9`ehQN^VQEd)x#cr;{(_o=UfBx_3j;(f{xHueTv*`_
zmo?xzW})YbuXxgqE0dAxkO#)dw%(p);{nwffAc+&ap4q5*k2#BXE20`B%HYJXH_9;
z+RnN`tJ|b7o8<}6-zFk^|9oGXZ8Z|ETpNnnR-(!lvdO)8`7-Cs7@u2Zi7TNnCiKaE
zdZzI&sxax!jZ6B~?p;uiMigCdVM|K*@G0;CJ9+T)24F{*hNhO?f{1{YXMfshVnMMd
zYuzEApgU=WEfw>`D<xD75Ar}!I&7%?#{kc&jhd}eCQp|$1BBE3-`78P8A6c8RVSb=
z_0+Z!IH_FzunsFLEAL2i6?Xv4Ewyki{<x?yOf_bV3DWxCe#{@{<xGU4HVaZ`po5Ao
zS^T6mAwTWH9_w5}*WwR{{Tn{$-?u;gl$YO@7gRH0t)|b<YZ-?~<jhDPs>oe1bazGA
z*8_k`z*sf|WcOd_kXO>V(a@}N7DY<%GW$Whli-`zYP1TOou4~bB>G9jIVS=Hm*?M)
zaO_HoCy<$+^84s5+M9ZE+!<wt^C4WW8A^7c794bFiN)!EAN|q$T>|&@N*}bPlG>)H
zXAp(R;2fQE$}a`=k#t@KrJWAlJ`Z5cayeojAT%-hvORZ~L=tdO`jnVoG4qX+D)Q>|
zss1idQ)0@?0`eBcC%GeF(C;wp=NCDre?L&^u>Gwzu^r93V^MCkQ&h(~^<ELf=X(3j
zLH^(Qip#7GPp~+d+%XBDrirCL<meZ>I{Te!m(6MSwPtxRQyZp|s+vrr(EjJ!M!S#2
zXN|xq{_p#5%92$r4Hf1M1cC1$OS5#eU!qC3R$+GfL>Dx>hjyRSbBH@*>HG%=oGAw;
zwzIfrbT1@>pP3|Gh$}5zG)MoPKJLGL-U$ib9t@-WeuX{k6cjO{f=PeV3Uz4NTLr_|
zkquZkzT|K4(q*Q({(b;(a?a3a^Rmap_tQ?2e|5mZ?%sY|i`Vmz0|lOIin6tVKXdxX
zHKChlOQ;MGp^<-|pMSpyoek=doe1(;7tjBYPa73;AnK4)E3XfITT*OhkCe>-c&7y&
z+PPx^(p!fRWpmZz)_+s5uv;g@!t*~IAW^R93=5!csml3h*Zxsn6NU&O|NX&0Qg&VO
z`nWD(BNIl=XMxk+7B#bu$ZOc31}_Ju8azh?f>#xxCm7FpH>e19!}Ns=WAgpSNiR4_
z@~?s@Bl&o4?D|rdpuHZ5P1U#Q(DsL%?D_@bxTW`i(*2sy+o_$o!{;p^U}KbgBil^`
zVS@FsOv-t*HIPdOl{q7{j2!ZwF;;7;c5Uj)r2|8iqEnmMDkiq7a+%~C0kr|+e_f%h
zkgy{9O8@Xu^<a%05}2VIrGK|g=}p#1HBo{Mb@t}^fRdW>NrPKMjF2D4==tl%Ca6m@
zdP>q_>``-fljvp5IR#lT@XQHcrwt~2-cx0MwfDsBzv{nS>PUN6=a8*TL}MQ?;)=Cs
zu(B9^9E~N0Jxf~rbM%*`ZR6_ChiQFCu;l-v=M_<B93;j{#?k_PjDFbdU1Nb?yHGlj
z6K_>ex7>xw++y821^Hi(!OM=nR!B<Xe*!IaKQBq?l!{;`1vO8LN!oN7FB=YhlkIA^
zVgWVLe+%-%kC?RdM(27dqs_sV*FQNg2&<-pUrx%6Ye9Ni_gv|M)q%AS7ES-ZMe_qk
zF155x<9+ewGtk7$nrfBQDd`?OR;olSW)0YM8+@=P2NA0H_wB7~!8V&dZ=K;UW%b)x
zwehmn?h<lp!Xt*)HItLdzC`XWmoDKeeHBEdOAHwyLJ9w#F^L&=PsXGQ%JMcVIb0N8
zisyGKM6NFf5k&*1-TUK4zm7q|-n=aYn-wC|QSG(7vR3Ach<|OPdd&JSDu++C<7Nk|
z%SJ(lD3Z9+;Qe(5d|G24OpB`S;YJPuB!V|x;eE?%du<?QaFu8KlY_p?Uo<`l&8Ty(
zzQQqm1E&ilOo!={8x3TwVC~#B$BW&Q-K<E}uCa+am#mceGh?BWIsNqmZ;MeT(Cd-@
z#<{awxJI1o-2%LDnMLP^@?Ab9j%Us_oZ81mv&b1&74H{c&2R|^N8iP(^hJLnphlBR
zWi}z^hC`m)3h(2;{qv4fqFCj`<m1&z^?oUU-5Tpx3N8+B`dKM9Ts!kZL~1zKaSCy-
z-(Zg&F8%YRke6A1a<5ky%J0?>Mu7Mo*9N!XclsvG{Z($`4nY0B3s0X}ir%jDzin1B
za9`}xf&Y?wonN3f2R=OJRn7)SUd|7icQSbIx3A_^nxQTj8GhMWv(Xx?o}8jcRGIv)
zQXc=YAvelLIaoumnl=N(<ki0?-1@Q|Gva+oJK6W9i)hGV%PR`kX^tEARC%))XTor}
zE}L9z8Q8ka|CaJ45M9R;t(A%3!!t)7{M0F3=sLxGR`QGng4)BYDtABpWB0^tCU|KJ
z3;IhR%Bb=x3>n9_{B~WzL@F_ThnW6n;xaHdUNPF>zy@{nx&-PF-1O;s_syeEsbiou
zUvrmlRx8dGp=hFK;3wiPGH*Tf$nwa$1CXL#`ZD{k)^CQv5LVZfM!4iwa4dPT`4#MV
z@o@WTwj0K1xneiLiTTzKk2f8^i%d-s!8vPknf|_KXIFXLf2DXfUGXf~i<Ekwf8%P_
zIX|sJH95C%n(I)RB{+G`gVtk*vzx$pf_57I3fg&u(Mf}PgRf<48=X7AVKeh**eu(r
zu;RdXhb@UAE}Y<`x_FkpBpw9;;~*eW_AQX+_`+R2VN){k6nxsf*RsTHD9u3cw?f1v
z!<$W-KuMQ7b_Kw5{PZ_xTv}E|-~E_=&RYQf-$2anl~{&55y{@J!I7vnFv}zU3f2yL
zwW=jujF21&`f@!xNy)Bv>*|i^_UZY+RgygAXKeI)@Fepc%?u4fJD53)`tBQMS~B~u
z@)vgKl;T(yck)7+Oi$=_P{ErsRA7nXFE?5@lsEW_J$_7nwp6g*ZSi|%kvto4H__VP
zc4Bus!D$Wc^j9FZcaXx$+;;hRd|0ar5b)yL{`;fc(cLvP^Q`^`&ISPg^7L`w;Ukwy
zUW8i)V$G`k0$dWzut%?d-HTH7+|DCrgBx)}4f(b}O#Tpf%s=qudf-uK_Z1Glpk=6a
zHl^jyBX6*H!Jm+o@<fHD%!T;}SGbgGJtw}?f84&&8$|3npaI*1!Nib7l9vZOMo;X;
z_~dDq0W3Hv{kuVd@UIf%A8{S)I@yxnPE%9By8l;Wb~+E0c0jQJ`=%n2p71Y$rS5#|
z)RC+%g0_dAUOWslm!T@xr&XBxvAYmdc5;6F3!&nrQ;?(r1JuyZUmp%&(w1?1AB|4x
zx4X>;COuQilZPaxwS>eCE~s#}X@O^<>1)-AcBm7`;!61!J>jjcD{v{7mUDHuwS!u=
zqDZU6N1oj)3f18ATnF~oLe3G1@t4I7?tWX-s8Sh+r3daYC1~?v8?`m%JGNcZX4JaJ
zcw$^yi>W}IXf!)0i}=vjLq{txhshmFA2dl^&E7=KUop`8m8Z}#G`j+@jpR`d*Y<*D
zQxA|?VIz$1g0-!FVU!@PpDpz}ZhVJQA>c+-**grcyp^5zjl{$MqUlCESj3+sZ-LdV
zzVUC4oEE$73+Gi(^&4m&Hzi5&TfJC-@}c>^&WH)7ucsz7MLe=xJ8jnUXo{eex3NK6
zdr2tzF<_R2$*8P%sa)-H7%BvIkk6MY_wVJ{e5(}L%6eB;$~@Jm#cA<2ja5o}t;xUi
z9jn*p@=RV4PBsK{T7jxF9BH2ZT+TYanX9hIj{)QcEP-709E5XX{~{^u2dy~)#WD7W
zde<A}%vPrax2#<i)k_AWc4EAgA?BT#Qzdx@F6iytE~7|*w@z`<2R&)~HL{)?`I{x?
zOH_y<2&{L+eO`gv=oOxtkBAAbDJ+!m+jSA>=&Q}H*RHw^;$K1fO1}^wDP&t~+zFd|
zaI3;+R)=4UueIPO=bBtc_M=B2a+5ColZZk~<Pn)59rXI3`h~Ci_rUm%48gt@ERf&s
z9j10C_m|dGnl4bD`}J(vvo86)+VdiFgOeoY&U<i!&<)?zFFXK1>C{wUCRs#IoLn}T
zoS*%1%X${gyu~wRT}sS<bl&BPTwuMC-o&JVV0XL!Lja~HY13!mr;nJjF~H+zG6csf
zA18!t8g!`6!%d0{2Bsy}WI8JK<nl$DgKMCJ4&)4HA2dWgKy&{9P%yeXjT*>`Q0(@>
zCY^_e+%b3iesGsd$^N`>VRg3YZLPvZO4?$^E-*@?e#_><(pJ9Lzej@h%CcUYh>2}%
zGjAz+!N_gZVowijQ07t@nCBJ;BKdo{BtrQ7N9mE%ZIR&buKfGEOWspPJ59bVsNKj!
zTfJv$2`b}n-7K2Z25LFBPE9%FEtp|p-Hs1MjqBw`XB(d`tU$t+qV_}od#CL)2p^%U
zzaQZNZ2<u;9k_Jjv5l`WhlMWdB7*U#wdYBi1oGnG!r&(SVBP?@ee@!Yf$AAlK|y(5
zJu$^|wJUCR;@Ze=Vr@WpC{`-9Ce-u{<@w;qb_|SEJfE@W_`N_(?l3?DiviFXagYP?
z<>h5OxgcYp0<H{t2$X`JkDz&P2Ce-Sbz*UG&Y~Asm{lYiDe2M-G=Rd?2T0y%x%GdZ
zYT&sYPoU0afI*2tS{6nddD=oB^kP}ySTq&1Z_63LU40Ktd(mJI+G~`{AU<}}?s+kX
zi;lPUQQo$b4m267p{}kj?-j==7U01^YwQ`XEzk#A%@qMQGZ%gWz`^DJozrp!ynG<s
zeQ{i92Y9v1-J4Vw?WM&GZ-CSfG2jo<Lg)(W)rSMR&lnl=;O*R+%!z&KB@=DXK#gRu
z$+GJfh}DvT`y&<$e|+S5L4N)$5OR|GvHF-609U93w}Anm-pdC}Y}esxCnHYTUO?o<
z0@}Mh4RE6woT(R$xd1_`(LEAl0ciUBbVMFtvO;x1f5*_&&L!tgr+iULf0kkXY7GGP
zW6R=&d<D2k@{CToF>3C$YtwFXgZX$=mc~o4Z*{>>I4XG6j%Hi{=(C))O+aY@;Lp@d
zGU%xwuB<%jKMJJWl<mFug1b4u=xZ}&{r_6tQ~`b=M18)aXMHv%%{_S8dIec>(XIXM
z*sSf*q!PL3Moi&{NIax;GX9Oe=fwP*jf~8pgW$;;;K|%=bI;Su$|R`Y8i;9E0ee@(
zIBVX3gU{-(b+G?15bGZ61J(!-A^G5)W%=^)`>knp3(N0~k!Ply_4T#3tmn|0E4+u2
zum!=`q>JO^Z`bif(=g$iJgmBW>!<rUD1J4243Md7-<Y+4BzcO0L`8`6Q0}0@`+>1!
z321`$c!3DW-ZOiE@O<tY47|sO+<4;9--3g_MU|jNp)XEIILgm@NVrg+pGCVeT-`>`
zXw~_Kpy}OZs8Rz?%{^&<%bZ<c%(K!S$ONtO^z`+;3x>*<2g46@osg5y4W{+84qQh9
ze<JCJ<p5<<FS8-|W&^4Jd#GA&sQ%)O$sB!ZcVd63<||+IN41JXwdNn<?9{=p(5>Oz
zu8#K3855Ai+gJbi{P)jK3{ZebZUPzV-;~9PmWd6A2Cu2t>$u4xpeky0)zbQCnq3M^
zFwUfcCa7jW_um`Kzso`7(giMfwHaZY`!us-8UOzIvHE7)eF-t)Gm1|p6~G97NLV?n
z^W*3}{n%#7Zgan+tBY-v`%itjsBg{>E?hwEDeI1=7Nb5M#hw=y6Ya?Z<Py2vEz7xy
zlE^!7O=T%AW;#A?u5vmRz}YUhR;oFnJbA#2@BhNdwAFH-s+w8alk%4-%X+1(^3kIM
z*otjC)&QIC>g`(I4y1e-Ci<{s3)*|i619*~+29*##CqtFk)74$;~F5$)wgqe4y;=H
z$Vw>qcUs%BF@PLv)PpG|ZP2>Cy^gy-8CL%$<bJhgSAwv9^q2GH=7q5rtD_0QQ(XTC
zL^lUUqj3cl7FHGY&+c_~T)?j-`RN(!CRoL+mnVLmG9wjF==5<Lf5NI1n|zvjRD*4(
zR7m8pb)hUJO7$g8jVm>pThE(LA>=F+aX~>-WhS4njDW&PgVswve-bW!Uak4_>|GyV
zQbu!f!TC{PF+c+W44@5O`2vrI>FtTvx37N%&JcN(HZ{&wOthkH(M_-ArPb*#IKoEh
zmh3W%<~lOP%6Pf*>*~_1EN4_LpraARTL#IZ17=$3P)_tEWn+h(H!*h^AyIC?kPU&m
z-lM#z0-DBH&<wHc1E#nNOU*TamxwpZ9bn4Xm<Wf_HGeb_*^Lo)5T1Wsp6V|j0cBhn
zOy<iR%4Xf~@z;N^>k2IT#5kJ~ubO%Ya{{Bb_+#cxM4L3d2_*+WFq&)(__qCSq8xx1
z!d&u~(vy?1pfe=`Nbi+qGWTT!j}4p4fi#9@4B>(Xdb-ERz2DcjUW>B}sJwY@OMC83
zIj>FLiIo62Z;8gL&*GPNVSTfWc2bZ3o)IW|(O;t1wZ$A~G%@C&^@EaK=e{03KU>QV
zAYb<9Bd!2o_Du$-MHy%_=L$+wdWMFQOINJ|2ULJk69!zPP#Zv-zY31%QeX{7yH`4z
zs9<!XRG&ee5#8x<!p46)agNWBwj!Q3vkvjdl_+R=&x&#7U%ed|$qG~A*6o2LXdmZB
zJ+&VNK!5a-DL@#SL5uTE(5^JN%>^ie)?QF-noa8!sKER!QzMPmzQ%WP98PPK26XAG
zK<lh@Za5AIK3QXFhZvzovr(@6RaO@Q?ZVCM_)LCYgyebh@gRd~h0G@D+&I~AIVtEt
zz0~}ONoCJ(f-@}z9Qer$5#qM|+*%ZKb<v9{{}ruIvPPaC0Fk|oOa>TBxjAtX=4>yo
z(#(Run|C&i?Y|`81CtY(Ge8!AAI{y_=zkY>#Q<Izb&V1xRyv_uGNL|$N_!>XMmoVx
z4JnYmgh(6A01;;%Z*uOK87R!;i8nK=NOmr}hDyRtZ<z2+(tvBAr<-|x1H~}NdR&C_
z1USp0?(PS&O+hYrd#&_t%D3LY_nX6J(@Kjz*K!9o`o-#wMI9?G9;Gqm&ikTZ*Sp-U
z{hU>4+Lv8HAa4K*=gNM*ofJ9$EvQ*FupG6ECv+vJ2mLy?@@{=cyiUck<9FOg_7BN}
z<KZ6s;-c-5f_x)gYKMqlH)tVF)zkf8h4UjlwvA!F5sW(qbe+Ns!WpN0SfkfliymJW
zrcQu_q3jGp9#ML@)>^!d`pkX{)T-z}D(6EPh)ZjZehP#2)@RpI*dMIVgE)VshJ=CL
zYinnISWm%#q+xf1%c0n?`G_yVqN_fNmdH!cF}O#+-{VzbZ_W^*p%KcnW^a)z)SlG-
z9R?vGq;{cy`O9D1e7rB@5aFg<RSaOc)9FlyZto{DiJ)>+s6}d)c_M?&7TL6(_fp*A
zaOJ-QA>wV!21D2v20!y;wA<8Da;7WQ5}eq9%N{*_I`JBCOhqI>+}m>blC2L};X;qC
zzeO^FIqoz2htiMD`77tt1b)rvxD!m@&n43ke}W|qsg07OhlPye=?zu^8{^0pTG8Ex
zpGhmzVI@2izbtHKc6f_JM=u42S(xAuCwT4BXfXA&#K#%Q8L2%4M#zUF^k_Zoy<z|w
z)vYwK{W~#3{K6ld(8=bEeA2{U>je-*AHB!yY%EwTgAPe$(bHWbg!s+(^nbBb9(Dkw
zQ925B=n^21QLn!IX<)6V+t1aUv4OH%c@<;5h^ZL9hVVMOb@Y&>i_ba&kjqF#nI-1N
zMKiVr054aUpvziM-_CQ6%OrfPSCgWWZj!_g`XoF2)%cyGzwr4AB!4aj3piwfccy+_
z%Oe`wHMO;Ouz+nuPw--2HUK1rMjuy0Dl}k2Cp_R_ef-K^>~LLC2Zi!xUoG18-%+gF
zy|P<o2gqA7{0AXXtn|S<XV3PToBzQzIIh@QZY4)Q2Cd^eQaurt3qpW6C{#b$EYZhE
zbPwVTSl^B<43ImF`-zcy{|M%wtlO~F1mP6mZ-=)0nh`9P=IxCUP`}+}l#(DGQ0RSB
zhvKZ5c%2bXG`6XOr#)%%4Py8oG8~pqi*9E=ztJn7v*;`Kq-?Ht0{^sWG<~a?t?_W`
z>EQ={oY>peTbx}ftS!!iS(;(U^G!j)ga>R}91u?5{TJX|FI)Itv^cos{%j3|sUO0^
zler0t*+}2?BvZA8bskQu42@kf*LbU|o>{KcY=3Y4gL&|am>{`v`+M!jxb_69mr!Qs
zqUH#gp$S=r+gs<M`hZ`pHnAH0X2L<eit-!@m!OW>x%zDKi2EZ($KTKE{0~7_x9bFP
zB2bTLq|)k}fTp=+eRKD*j{;E{V`hU0y?p}4nsg2~sw0=aF=K7yx4Vk4H#bC}DRHpj
zXk%_PQvpEd*!G9?1Fl#NH8jV6Fp~_by$@Q#G*b63kWq{@mif5_N6w|dGq|IldEtLZ
z@olWU{ax8|O0hIvm?<5RxlaW!ZZI)IX~4Q>BzXraFmi53rBBTmik|!mR14{6r)I!x
zG(y)T?O&fEuIB+W!#+C4@xFUoUGOGI)F!s0cA2X+Lr;rNIRzGq52e7e1-^4LPFd``
zdnKHB;-{Z6t(ZvVbu0>wI5L5_+s?}jx$z(U=a<J5cW|1LH;I*&)Zb&X$^hlX-gxb+
zu9#wPh!`pCon3L(X%#Z~IgLvAbQoM9oXqqIOa<tyD?oT6sx`}5azh`p_ot(Fmf=!y
z_t?U{Dpq+OgOK_yd?&om5)ftod~A+K@<1R*_xEj-KEQd5o_IC+a=2R=v6ckS-UOQt
zLj{}84AHNAxctCH9ZX-$L_p(!J_1%+jfPf|>1iQdO&<0pF(b7S>QVvVhq1!6e)EKf
z)-c%)wXs#NMV(Pdbft!Mu^xP}R@4Euid!sr1$cvMHg9wT_92WL0`&LBNT(u6fa;S;
z2H+2Ts2&`?wy8iOvo%B3;yB&-;RE9s891f%EcTn|J{=e2t6S*mpC>5~zlVfH?ZdNS
zZ)Ch8Lwm8ycv*{xIr8^|aKwOl2~p%>InzZ~e>B^30Up<4KawoFhpnh94OKi#_q+Ph
zkzkmXUW2yo&C%CbT4wXfYdK5%o0nFFTZQYM33bxTT`YsE{4K6E)n3hVfcF-4f<A2G
z=L)xImv?c6fT8<=%GZAQ+V#(_tE{?aGx}%0UCUuChFK%Ns{Wc?aq%syTsg65-QWDg
zdv(=#G_UU(@HPAQv#aigTA8Gd{kLO#@zrFG-ZMsgU;R~h2~7H-<bjJh@-C5OGB9CD
z8y8=X$qX7^_OIX|gltj{#8fW>bPnJ}-H=NfUPtxyKW@^-D+!6|!^z~&M-YZzjR8<F
zboHkdV7a{)I0(5xXBK{VOuJj<+`-*CLc3e-CV&23lFlzPSoG0zDjwVT4=HTI0CY5Z
zUB8WHoB}#6PhSQ}e~JBtwzTe!uA!6qby}s#z(<ab6yAT!;y+A~?o2Z>)EgiLr*ql6
zec#$8ubl*PgL7Z6<viSn{dlXpi*^+Ld)c7s2X0*^$k`|RXU9bqI_$kQ{lo{AuVhJl
zXsuK`nsIq<4jpj7_Rt3xjHyg*V~g?*fGC61ZUF#)a3A{1dAD^NGzk3qg6Gn#*|T@z
zfGSDfZvbHwc+1VmWk(5Xo$a3LM*@0qB5c6y{T#X5$DZ)19q>wpj{W-%wlCbO#ZHpo
z4sZUg$ELkeNZWD3+C{$Vr;CQ|O2!7&TKco)(rJZmhKNfsn3l`^<xG$dbh>y^FVMyH
zKWeiD5mjUd_gIZRY^yvpt8X^Enjb?@_eYDP{(Jeo8Ce+m3sg2b=yekdS5yy-;?pBX
zzi0VQ*t`9CvP*`Q=YLcMgC%s7cFX`>$zNw>`LY7})$IsOjIH`0s6))}gLdkVL0QNc
z#8?1p3i0w578W^SfB*Zzx5K%tX9gMW1<|m=*dyqaW@DJzCx3I$3@MVur%+HPG*QNt
z7XopjM@JVWN-f`P<v_*Dft3MZotORAv*p$wP1&4jwBrV&cmF)DdSKgeZ#%m3onN6t
zm1j%Hw<hTX+Pk0GU;afeBt|`ct;i8J^wIKGs~r~}TiXF<BK|(A*pG4u#~HP(l*hny
zDQy~8S`<j+C2UmfBbIcOuIPnx#YnM}?KY3gxohnBq-;^i!$r~~t4oJ)N2AQceYK#{
zFV;|O_yAY+!CBE|D4?nagPHH3Uz-*>ppzog$e?Kkn&+`KOc_2>->!^#ao!hy9_*PP
zCSz-6xR1LV$>tA{gdF$l4NhTDCxJnKcYp0S;UH0<$6H+8c+A07Qk*S-X4X(V=(bkm
zN=myG4tW4}@WW-kuM(HsYt=D*Xdd$1M1heBhW7Y>6R3dtVt3A8onqx%GCOem+5r`B
zu=74`%rt_FJ1T0BA-s=f7rC92@x*W4B`E}`II6uPPzND7wfnJ#`r~RKtP%VIU!+YS
zn=n4un`uYIv}1&VF)BWbQ&W3be&EN=QeqQU{L5Q@K*P|0W)q7EW{J%Xmg}d#^g%o8
zwex73kAClPb^Pz{RXQhWle&gDhHlf$+a~f$C7G4pD0-}(S!!_|(Lbuza`u7G=JS;k
z>~khPP&L2Zc%@bVU|ylm<|U5<lp&YD2jTeb4+SOZDRvLqA{z6v)z*7tcvU%VJXwJ2
zW%`*hAS`PE^0|Yt+g||zc)!mfB<%3rxt>uR`V+&%De3oHxI@i9`m4-BV*T-Y@Zu@A
z|2%}lfIx_ETIY#OgdbgtH@21c@l|G1&f5V1ze?`kU?#Vp9|1Acz$*fczKU*pEcmxj
znIkdbnqxAfm~sqWKN%5Fxa^H35g#IrjCK11FnoWf$uw*l=wkrTWpbwMYn=lzWR0W$
zN^a;&k3LmOzOT&oGF<wZIt6k-*B}9wZSUy6+1f{@;+iSy^2+}~Ozt!00h{}grhpn?
zVaL_w452jzc@X>&;2({fJaa=OYkdddC1YBM0U5?}rh5Z4+DC5}aQU!melF{x1f9tH
z^Gv=5=!mA&E^TJ-ZELHdS4@Dv;XuCbaexd46GpY-1j_ZL8g7VNl|^Y0!S|aSbpje-
zFl9$NxD8*Q&11Hi6n@PYoZ8vkro(W<o+7hNOrzvu-cB$i9y=}zq~#Oa3N#^2(oCzX
zy?qwV%WTYV)N>QqW08P`bHL&4i(kuap)ou%S~Sb+^BF84h4z{U8bd{<+L!6c=02tz
zp(noy*>VG*W`lM++%VQ+Dh@eG+uDcAuhcfGT~c!ClJfi-e94Tqy~Cqev}irEV)&J<
zW-$I)gB9>nAZ+G>6#}nq1ZYt&V(^l)y#Ne(PG$$F*7L~>ZcbM!6{pGE)7N2R3JF4a
z<yw?l9)KMZDwB6PVdGM(|8ovuQy7ifP28`TB@tU^X`t=qDn)rXXH6{=bmUSBHwR-g
z=}Hsk$S)}VqM!reEz_^8zw{(>hk_^^&8&Pf3agaoPDu7@s&q<C{&4D8FD7I@D75_u
z*qD~LR)AxiS@zZ7%#mEpD&TOq9w$b_Umq=xfFp{$tOPXyS<kh~H`9D>6Y(B39~_H`
zZSxjFBk60&X0btPUsTVRV@zF>&w${BCY8&sn}6mAI8R(RZ!qOuxNt!!=<jdSA;2rf
zT)A@PY(EGeAW07T@=l2ExqZyQHqs&BHYh)p_av1JT=+T2piuJ5qIgPuZ@Z)Yv6UOV
zzJ!P!mqRkx<blaKb&5JroJiQ)4Wy2q+&xJENV41R_Qo7w691b%S4Z_a*Lo2Wsm3Oz
zR~)wf4SN>^bJB5OC7;mGka>1Gtawt$03;I^Wuv44{YUUr^8%hy>pf#cv%RwL^Yi;`
zN?CmK6ZF7)VDkP6N1WsS((9i8nvK1`3}ps}Y^v{Ggk*_132xlKiYpmd*gk|i)_R#)
zt6n<s3iJeQ>Rm<5FG3S^{%XG9Aocbq(09rD7Ofi|$*mAm09cvEH0X#i-}&uBW}2Oj
z&pTF8Ky$m=Z{vc&x>q!aBp5OQL{D*feBQUCyVJjb;*?L`{(snd^LVJ@?|=NFLM18`
zC0Y<dg+#U%`@YxMitO3<v9`*dJ%lipu?#WxHHxy&7{<P49b09{*nY1W@6YyoeE;hY
z-FxTW*Xz8_c|M=#d4w2RitE;C4%~yk>e$WFp_$~q;Ou7i1kBw@$NKyFD=i(sVn6nb
z8j7oIvH^nxTcbFO$-a`n1riH}UvOG)*ZKV2AdgHbmv^e3Wd)0#XSa9{e2n+LL)F`4
zq5DKYRfUsVHc#-jjjwYedRO(pFR^1f;DG8@+tPlG0qd#o<S_U@&|6pIT;>|Jdy^WH
zQ|1<E#`g6Qfx$g_Y)?P%BP{}>d9KUKnvwOyi@E72g@|1zPjDN#>j3&0sPKQ%?QW-&
ziCXQuu^S2d^Cd2QCKUxUv-9D<$MRkb7_qpS{njYng|&CY$GmDprHvpnE?p}7_LF(S
zhs$UJHJH&i+#jal3zpY|Z!}pb06Q<0cKj;`x<ROIwH%Zz$Gq&xnNV|a-SwxUr0zu4
z;}y_*szb0%*8I7p%7w<nWFkE*8$QdNI)FkoJg(_as$_2=N5a`0^878xxh~*wrO}Cj
z9a>X1Or!k2c(3C4fvycoI8ULVXe<`)q}GPTp2QcJjO98d^eIT|zWm1gA27eWZjb<r
zzyxy!RH*?C2jG9K!Gc@>%``~2nWgU?tVLr6c7yfdMzoVvOW~-rxndD`>)MGTSF2!n
zeoQg~7$|g4AS{hiPZL18yxo-7&jRF#Z8P*fwf81t#xy9@*HMR`Qib$kcg_hL;bh!|
z{3bxDczmbnr^Zq9>h1-@DDPbHeJ+kcKK<WOkDNeJ;jS@%jD4>~!8%}hmooEd_UcVZ
zFs<=Jhr@a{Fx)2qOBNh(H1ufW@XGUA8;^bgvK^@XWu;Y-wqwJV;%2KD|6*Yz5iCKU
zm*^R5urQvTwz(X1=0DI^<M)7}4+iS=+co9nruYp2F7o|-8mSw|4Dg9lWICko$H)P2
zonHbg!n0;{0!Z*r+n)pXFrNT}jp{)*?zB$|=!*Xo_qfh+Lw!f79G2j6g6iVAjs-`z
z9MJ=gwcSwV%QRVgMtFcEB8R`o8cFzE0)mAnhH1F)RB)0VycQk{JlM0tB0_*=PzIQL
z1+ISU`7%(E_}^?xLdC@(1T=44VTu9y5~)|V=d-HZb}#AV0lJ@!LHk`-026(ofZZ4<
zX7iX{YWHQUo+EqFVI0AU0GYq(|IB#NeK962B5YOCo~G*Vn9Ispr&8SSX*%>7xy2(2
zQ8?=HM*ZQMyT9xn)&RL+nZcU-5+e;bSgEtXxE?)6M@MuDi26b2Z@Kkr2#%B%d%qS+
zA|KNupY&~@bI`4PS3#tU=0TlDE@OsbA3LZOV?-R3v(s;I0nM>iH%(Tp*V=$nz~2j9
z>9S_LsqSE27<qA>{|yI=E2zQ)mt(5%FTRXXMK)j>g#0ILm8ay8Q5tKo-}*oFLFc_F
z+Q?#Jckt-=SHMxdANraI25z!!R_yI;*@Iba8sbPm4laTzIc|qh^n5w!-u2&}F__qm
z*o(UT9@}#kv3zwX8_9;HpN|J$CN6)#T1EF@I@J`+H5?Ys))zz%gWmCt={T0|jp+#A
za`TY@0O)vw?PLz{dSLtW?BKSD2yjx>HSrqrNCv$NF4o}zU{n&2*yg$e>(jfhC5D7U
zH_vs0P`G5oi<@}ODC2DmRAP|a&$?R{5l*}D36!L9iPb;&EmaoA>->#u11mhutn!Sh
z4%}nSJs=W2m-3;YyeK{66hp!GTpPJlo2i2hF#g-8eNnt=-VcCTr}W$oac#m3jP&F~
z*BKU@X5)a|1!Bg(EHth^7=r@<4y?nE=l9zj!3HY&hn4LCDAsmt9B>d)he-}hq&Ao=
zbUJmg@45UnwT6%GM$}kqja)fv4qhwlsb~y1nR9{1(h}L)bf4UCP*_-)HNFPy2nQI%
zN13AU0O0zw4d-6T{hd?3w6mQ`ssknC>R}Bn*r@E?tFOHc9JtCa{t!CWZl9`c_EdBO
zQnPZdRDjzx-?oMWO$~rXb%B)Py`BJwR>mN)lv!`0!8n48LXi&x8hCAbvpeA8U=YEt
z=_rK>%a3s%zukh!*TS#%W4q&ZRtDZ0*aH(K4LfaBw}EBXxwh^Jav{oe;UxyNPjKM(
zXixn*7XX%)x0uJaXVEa3Ax!%s{%JIG;odS#uqb^ceXSY1k!t<=FM5@)L7(~>IH$qZ
zw6cj(XlPpCJt4lhb<SN&N1GeW%6tFl=?1z_;~t761l%b?(PRZXIIclTP$FW}_h0QM
zLD$c-eGr6O?U3vYcCNp^PTrs<xv97kBesfDa!K}XIkGqHJQOr*xPRHrdpYJQwhDo;
zqzE8++qw2s$!rIXQ%n$7%}WeOjT%N-8Up^GeJ6S4pudzW?J(6HUrlNJa-dx*?=VP`
z=RCq#qt`7HOig$CeCl?l7n~@r<CqZl$-qXuzc7Z3l@=&>R7jA0C$0f_{e1u!ZWJ>6
zHsaAir%2CTw#=>+aXhe$Pt}3QK6)~wg{!>2#F;2rq0Jf4VZrz7575O+(%fGe{PK`R
z`~O892DZ&k#2W167~zqKihgPNfB==@3MDbG-Q|>t{^uY52rSGOWla&uOe42ecB&n3
zuE6E3k~lZHq%c`Sjo8?SC^(#O((I`_P><C3%00~H=5;l0=Q9-sE*NK0rl+caWiKBe
z^2Jgs=U(a+4P)Pxa#EL5Ko-az^TEc~5GR3AD=@eDZherNh*@=>2m4iExC;PudFz{(
zy8Clgckg!<!0+6(6Gm*LM~0gU^5s5rnl-f7$#FQsMD^3Q-FCE1Jf(CsrKBKjxF!c1
zb>so#^LblRzVyW_po4kBZctI)9yC5F0Qc+Xu^ON5YWweO3JwSv{Z}7~-g2@yi~ml$
z!2cNu+2*qCJ<QM1-Q|@7;5AG+%`l&I_WK(zL7(-k_rwd8o&pI&@A_{yP!?@@E!)^(
zWcTyg2ob&N_k=DW#J-z_P2nrpT>KNOIaw9wR%c4_sQRy76m0-&fecSKM-2l8yMp<j
zGCqYodQ=H4Pl?hN_rbij)B`XhAkveZT=S!WZ{PUGMNap{{Mcj`4rZ}}T+pHc&poS)
z&^VXqB0%*B-JNGoFt=T^Lc&@;6r5Ta|8eeoxg*h+aXt?QS3$slIwJVWrSs)AS%7GY
z+FTtY7+Jl<G_7i{`W1o+9pialgf_vQuHOSbFZm3$j1qmyA@nsUv%gsrwwUV&?jvQ0
z_VV_Ux6qY*&kINe5!)U~^2XDNvVVY*{On-D+u^tM^`hnc9O3VGBljn3InfTnpdB*A
zCISPxi&VtN++)vf_$_1v<A6=I^)@*03&~TZx*;W2=6c{8P6SqHe5{XwK@_=xg>7XH
zJdB<Vfaz#WB#Yf>#0tT{uzSxr;{tZCd5gj!mSFB)G#Lw);9Jh;Qx2*5Tp*j`K1%Jh
z2?i1XP2=9k#Qxk7`JxMZXEmj!2$=yLf|cY!2(C-6<6ykIh87xx-qZGY;LuJ^9wo*|
zG%H|mTjiK%id7Hj24G-c0Auq)9;blEnC>FOjP>wDr+`NXtcs0&nlstUd*h3^lZ$WM
zI>0N*%<SSiKwE~-&A&DAu-O8M8EE9U8EI&-9FqizG%E&>ed~^|&w(OL@Yf0$?%d6#
z2wZ9Vz))RR;~wIWb-F~)?7pS7^}P<7#39K!;Bl^zV3(y3;oiz-y^w5=!hk<1Viknl
z9V#SG76Qp#9+;lOX-IxLrf~upcCNjHL;)i5lE0VWZj<boOJ1C7+(}(%R+EBU^E*?J
z>tK^|!?I*M;}&0zA3*yj^z;)QAfa&Q%TIP%btP}l^<lAK!XPp!I(kZtmxm``GhHTG
zl+W*6$aKjKt&WWw*PWA!EbQ>8BHByda^#s@z)8H2O~mT%RnzhpLptK4&aZXPmb+LS
z2uG3ElF7X-Yugucm4+Rx42AbOu`fBkj@i|kwmzfc&)l#BJT!KAaU3vl%IXicZmNNv
zP0&fcv4#{#^{GXTdaHCORj@)@k&i@g+KpknR{nTJ*$ws@9ejTk{nBLKA@yN!o&1(+
zJ9YA=;YHTCa?~!k<@-o4>teTKs<%L=yZik_1@N(Az`16;=C1G%`90{iBX>}qt^Yd^
z&Sl?!+LRmAcW{S`->iAMcd2N|MNV+(<_965zBX9|RcJAJ1jrn)p?+@doCPY>;ccfI
zM&wC?;P;yxW+~Ud1T7eqkxS^6K4aw1khXz{hQHZ5<~nTUOmb@dY-2a^BiS<Hn+&(z
zAME8f_>jw^N8C4))7SR;Cp>@`yA4<c$s*Q~B7wl&Js(Uz)7aAh?w(J`_p5P}z3_(I
zUc)l+=6g!HgIR(|YI0m&!OlNb;kV`X@#wERNmvXq^!AI(L3v~yt#RAEm7j?Q>I}8{
z@l$jc-`D~LbHk&H04--dU;cESlDwse_ars$lL%tZnvYmJbI<=gdp4Eo1KFw+6tZ1U
zdXC*C56tpdDaR*RlFLpez>b}F|7k}9GbClfHZlTh9BGmF6K~sb1bzJQ@p?H>w>Wty
zgxy4>G+u1WU!g@m?;9_D!2#d}et;AJ7f&K^t4D&2o;*TwAIxkj02xrX&DzVaeV`Z6
z4oq1cu5!r&R`VGXd#hfSLuB>)xA#5-&wFAJ4cPho9lNl90e}TmypTsPw~d$Nx>@5|
zx&>oW=!3<B3Y%d<ikvf_W(*&uTPHhF0)bgUwrb*1M(`!F+pN&WRmDhmg)FZpIe84N
z&$GVLK<fu9W3=9S`uhjJdl2H(Z+b7k$=pC~@K9Hj3oXI4w7gjGCVNf?)d~8e`2>TJ
zn&Yg6h4r7g`g`x^GxPDeKVV$^xts3Bo0KF+Z7bp?@;5+QGfl$UamqU?sdI1Kt^1su
z&Bs+Sn7fu;47}XIZ}s&iD*BYu7S1;|;u2lb5w%&3<>*rm5`<O!#+F*{fz66(e8O#z
zC{DIDEs)1-fMPj)KuJr)a-UZA-%E1~3vz=jSr227KuU3}`8f=x^-g!>fEU$dwaM9o
zx4y91{{o%&W#2?o!tx^y!EPTzZS(I;vTD(ezOUroY`u|yRHs<7-$96<;DpCFyx<W?
z^k%?M6(@z4rk+EV$r5fkV)gsLK^_ApU+F!5oCk)*8j-aaK#!IMCIpy)0%Aikmb@6A
z77KT1xeU>vD%8!z8WcO+IQ4XHIBdYo&^-(?FD^qP$P!TfS&xZHT!vk(x#p{$J2BG%
z#Kr7fjYkyfllcAu8*VHZaPlnTnm-se+TR!$2qw2GkxlzWpZ{P2;ZeQuU~g@24Cqgx
zf64*cA>)su7f};;(66sF7yRyb$5SujE*nbR&{=XRXEdU3@~jE}8z+*W^tRf1Y;P$b
z?V4J;!(j0%b1Qyoi2D3_qE%_1EXYqmtr366X}k~&!BHX`fCACm#*eE}M@ntMebz6R
zjZZ}DzBQ2GxveH{I@kcGMFqC$${d{G6Z)wrc;u<-icnl8dv!baQ5}WhCtm5jW$~F;
zjVtTh{)VD$j4EVd^pFh~HT!u%>)V(>;E+AgGu0AIGX^#u^zTF8BCf->c9cjshSrU(
z%5&p<?5#4q8<MMm<>uOWqo|UqVCb8Qd9y$l@fVge(^9Sm;KD(!o5_iZx#AOkx`xIs
zZ$XEueZ)nRFXnH>%s0R^+P+fD4(fi&E9xyxRYY4JD0}(0m)P-`4F5^eb8pv=)QIbD
z#DPa=x<LqMH{2qs<)+te2e}>(_3yt8$<dshTEkF*X?Wyx6-5>(f}v%l<6$8o7@+Ga
z0LHrdiKcMml`Ff$<n8zm<6ex(yxOBW;3L?P^F6KOSh4MfG%Dtbg<r2ERDmB7xC#Gv
zZ_(x*4*f8`HfnX)IONu8$!N2}-AtXXZO=y3%0#!U!%=83+3d;(&`n?QDuain9<0At
z8K;6Df<vzK%q?}0kcEVV?AwrWKkDlQCDhytnMsr;n`sv&QzDo@@+846ixEcq`TouO
zy;k$pz&<sy7;$1X&vk3zy|c-9ZTUDX$+BP8xHb{+QcYVgwPT+I%ylLW*LW1LoD{3^
zT5~-5kc>K&JDGLKZ-SbRiP`i?463yF?b64K#kb}w^TuDMj3<7w970?ukCqHyH@QkB
z8os<S3mns|8Oblvo^UE$XkW-E*zGv(#^qs7&|v$<?&$`YLsemFRPh2y-kQn$vQL{J
zvwiYrDM9KU{SNny7r6OsR0jRJx%p!MJ@37dG}pBdosWX9@2Tm2NoIAVyTyA6#i@iE
zha~0S%(IAraktuljT#>(NnCvAU*ljSrdUV=y-Lt*)J}f7V4d!t17@Bq01$(R43RQ5
zj~kU4@%}YY)?}Agw3$BI|4G{2I~Z*ppW6*`B#w8gQ<hg{PH3t;5$J}iH@94@DRr{<
z8Y8c<rrej>A`#=)bdS%3$bb@8NdWL@q!@RvJ<^F`fy*_?v59x;2z-?bm&=!CU$au%
zXk|_#PPIsRlyxsid|cd^HL$)|J|J}rdUI!v3%t*!c~*ZfrF)F2rR}GJMSUKN<(4EL
zRj$v)Y*l{+E3uag&n8&uzbfIiHpHWyn%q`P;4HGhU5DOCQaFtD>P6c$Oy)T+dt{uI
zOaDFR9`?l_8k+U^N1W(Wa<5IS(W4C>I^7v%tE<j;-95~D@-R^!0fBJ&P{ZJ7xAXO)
z;OHFv<I!7n$LKZd6vL9$Hq`U0h4_Ld@pUP23-s=GZFO#!T=g68to|9G;Vs`|>RY7Z
zilfkSL7Mf`<rOygga}czTiFtaO{tpGZhG$cJe+cO%YoSisR{+4Kv#=2obZeoBc|6k
z>g!rLViAc6grw~ekA>$ii(x0Al0$lJJ!!^Ao-~m>wo3Xng&c4nup6qDYwz-mZ^=Sj
zGTh0FhhABvVv5yrD$7>W%=FAH^Mot69%bBF?!Zj1l@foQGZI_YG+R6vA9=b$3(*Bo
zIFd<`wZcvv#|(j{-fKcScyG(MGP%Sx@Ai5159TSP&u<}iv_=-U;*dj;&xg`L|M=SE
zr}Hbq#l6X$7W%8YdegWRf!jrUbdl6@>xV5->DT!@mg2M1Y&XOiRJ32{c@s|w{fMsc
zn?`O`V`#xAn@pnRSrIBU@Fca#j3Z`iBlQSqtHw5&{R$Zv9aM722Cj!lOkC<+&GIoA
zQZq>vMLZ-jj+2t~^b(l4YrfcjyAJ7DOZs!4O6$ZI_NQ4&=UWUc-59udG>Gf4b3*2p
zv_oR8pKY;$UEj3|&!GihQ$hJwoEu<$BD&A{w$~aeZMO-S478}l7Sop<+$$(u%6bby
zDHO3*5PWN8{47gO;rK17auV(Q#W>GSaL!I>^%T)C=?!nhn#UT?V$E&wnIfLZRc2D3
z;D}EZ3h*R@hb~;WS~gXwEcqR@eIXT}n9?WoZ|R>;5>88gDZ)LwD}Cg%-Lom3`LJ%u
zRGHk*RR)G76>Z=sJ8X8$GX!y9<Lhw!Dk*LX>3a8KzwFmz#V<DMixZpwwIBcdju0*>
zppl~aJ~FSLyKuz?3VQd_DG7vyJVPhc54~qDNPWlg>oB0K*4=wuR;lW1;Jf7iQGxL@
zyJQqGF3MUZxYBS?s>)(WZ-<>7i)2gWgkJsUp;Izrbm}W^w3sw{IMd3@zv*{G+jN-f
zbfj&Z3Uaf@sn`vT=uXH~HqTuUdQtpioju$*v2f3+>a(=r|GGxco#nolXO9|4@Jp$Q
zGio6BzgjI3NPRgN8aWRSHlta|EJ60~Hq%X>Vl@e8X)7uf>OmAbN0EErQWk9&SO090
zDo{_fo^A0j+W263f^oiAq-j2T62fx=1zBbd2X`0Zr3<99$CtOjKdML&)2~C)-qbJF
zN6)@2vYOy^a_w>1S#QlOO^(ZAsG$WR=rU@LiSPEfzEF4U?L@u7i)YzThO6fhDaW!u
zdBFUGty~5ItO6l9=R@%YoKq0~%ubhRH&R8SO=MQSa4?UIb*Gn8mw%+pp{OsBI)3wO
zx2!4NNHxIiOMs8EA;ap2yz!#5xFY?lTQa_pbBo@lr}3Q7gTsDj+|d5a_5dk!HV5a9
zUWnY*S$$?GA*Heuz*0~Bd9KFTZ=lIWqO7wmN_Z*L8nuR6tlYr0$+Be(L|7C$e9zYC
z+EBRyHmm6&p=k{=rIJ_l3L`vUl6$i(yEIDn9W=LhRkH_qHjW3?993X+NQhiR4LpmU
zdX_ATeqAf$=9BX$Ol5%zqC4yn(c<OtUT+Om^BOyH?n<-$x>(sH0zIp%nQFTM*$E(H
zaX9;Lq)4BBnT?ziy3A)6Nz0Oc`C5Q;QI&<{J{-Ox$!(i4Qw|Azn|O7tDcW-t#Y6OJ
zTDWT}Uo?6jOFB_YQ-2O9?Q=>uT4_mcRa_k2cMvE{S$3~cXa*l!_tEDIV7&&to9+Ec
zU0;7&H>`5i(D7M_=cR5hr&>q3dtxDB`9t)0U(2jDmk8$5CQ(I4nPU1D4I38t*NnO1
znN_FyYl*2+0DLr#wv2Ba^LilQ$$^>F=<*waL2}Tc9-=(AQ+D$=PZzA-NS-@BDpNAe
z$Y#a*wya^tPa16Zb{ahW!Xg9Y5i6;4JS<Kn46!?dP3zZbpS0r`F4w=xu!dE$9bv3h
zj5u@tXwc+$J)qQpKE={|j_?0DZhuW*|GxH2AHz=3UVbVlOnhU?aQcp;rYdYIPEcOT
z!V%<ay!Fq>{IWhnF+22V;>4=qK(sOZ2=t1Xvd}-pvhmgU;iK(L_{t_MI0KFTg8j{_
z^2|^As1~E7nQ?)KLd2Ib*mZ8cZvI5cY)~=vazjjre{-N{3o4WJzCDpFV|KR8!1{@O
zbejIA7k1o9$^-1Mb$RL>X?w)zlJwv$@|o=aIKOs(AXIIZm9<YCVmdVQn=BlE;<LH<
zH~!X6V_AEA69T532-{46x##jixTpl_>^BCMEV*b4(}+`z`>#Ahqg;#P{jM}VJ}@c^
zPNNFqIu!R<>yPnm<Qi4<#n&NpG;+~j1#S+{AA?iL?YZ1F9$M^hC?1l`3b_?sv;S&y
zl@yLP;TQY6L<QYHY%lNT2XSvdYNTFAGTGF?r3&;=29a<+FTNj9n|rCo0I~p{20M;`
zg}8?CH1z|p>L^OipfVK@^$uq0Vud^|@^M#WoP+*x-Gs3YbxHtA=y6udJ)Sl~CQ5LW
zxM*9ua2cXI>}_&3czutjf9W{GBChZc1GhZ3bxVpku9ihRN#mldGeT9Krs1T<wyNAL
z8c4XjA{D1=Mh@hMd-qd6!?_B>=iWnk1$MW0CML^e%#QNhjW(=swDm^gX87Sy&{`RJ
zq0h7^x+{Y`_RJ{JFd<HuiW;IjM%l2=2LB!JR6x8l{HuV8ciPaX!4Y-%a&AdOP2!Ti
z+)vw$d022SzU8(|^*%4wCbKL9A-kC*Q2B5LQNr8gr%UyvxiyuJdMn7SDAS>=KM_ZH
zvjx+Ami!%mEzzu}R?tW@nt^q^@m);jyT{%L(&Yt0Uq=6Nrk8<LzZbyNsSXt`^UNUl
zA^!0z1i{tQ8*Q~hO{*<Flm}+t3B1BGAD@a2!C6Wfat5uvQB+E8#o4A}2J@Wvo_?^l
z{a~1oQ-DBQv8_@;n|ig(Szt%d@qykM!{N;rAh~<F5|`xvp!#jLT?~^2H|(~3sDXrk
zL+OhR>Eie+nSO(I&~+p0jS)us`tH12wo0`1RW`Y5QlbQ<w1#0nxwG(!=|9wRG>3=x
z{KjrG$ExdEMFcT1#NYkj`m=(xPoIqI1-xAw(e@dX9CY8*dSgLoas3qX$vk^%rb*vj
z6Kq+$%tX~hzNV%sm}dmt4?=E$hrC;`v8+pa(IVruH-0O%=*=~;ir;~h9sB7@IcH})
z?WAwSh)P$j@6x@w{v}b}cV6y^iK|kDT{{{$MFIp-{b$7!)4!t@vlMcF{Tq&o`IDwF
zF%RbpFV2K^5gp$>VAi;*o8?G&g|a)|8j+1x>;V7qTP4|XN^fy8#IFlhK4Q}7>(2W&
zxZfPTkWqwf@JNHNU8q`usL!4sD_7zdD*VmYspPY!oyA!=mUT7PE&!PE`X6e8;!RaX
zvYXF<x;`NUQ<D=oGHg;rPSJ`;N`f^m{Z#)n+i&t+8PFG!<hB$n=(j~JkHCJ?qYy4f
zzh}eU<gNTG&OnpahX)7}q>#zgoo;=B`1cy2k#xn|{jQSP45lwJGU2R8C#|Dz=`7J{
z)+Y=tc3Dq$y}nmPC>HF}(jIEL3dyw`I`GBA{hz!8MPHHY%%IYk=-q5jLw@^e_d=<r
zr4MlRU!gSXjY2b0vn%DQP0vRqugOPGp}6HY(|_QXOVx-V@E=P2x<8odWrCeLN*oFH
z)Oz6lXe<}wb&;F9VlI@1Zdo#m_Kp&-{kh&3nCl7?guYgjt^Gm(FdSN5I=}NWTr=>D
z6hJDeJ^$#)nE<OTcz)*73wV$2n%h;w3vy3I30K5^vu`(KZGumBa?6hg^;0Ux<4N1n
zFaS;u{YB)Ce&^06^<;9ak{E^5w9DQs44Y(gm?`@xn#{gGkKBnjc7R?^IV+_KqkwEp
zA>C75wB(_#SE_av)O+*rlsTI2IG9^_)yF_WsxzZj!Lx9W1$I!8J4(FG#}i$^&~%9q
zo_snho4Z`5|9Nrr#+=*V$&lTeic|mfH74iWC5fZdJvNwvoeJ&R9GCLi2iv@eqIBP-
z`kxAnTuq&lZO<$T-18jz-!dY=RkG`0NPY8geIb4q7(G~=42J^eD#1axlF??mJAUob
zSoNl%_1`uf0H@>+=CCN*QOR+A)F!OZ))qvwh1vP%|5(4N&OZFrB)wXyPsNxPvbjqM
zF-={*=!L3PL0q|h*05PBgDE*@=9Pcsl1+8QbpFe#xt`SuO;&5yYaM2eshT30!=%7y
zevS&-J^Z3K3b0W&@}$#S{U0TBR9A{SL;SJbZ`0tM;A|?PFUAl~@8I)(-@_{vn_d-!
ztF%iz&e9c&h{BfdjnoiC5)ekJG0=bI!6j0Sy&?eXYC{}nOSFG6bEC{0SulDnyBVhs
z(S6L6vhD9!&2Lc)k*&HvEMb-`t`4sW-uS(zqfI=^r+x`UbF}RmeUX|hY_01U^zRtu
z+_fR>$0pYfiRjoZeUvN|v?~nEHOF!X(}TPw=yhhXX52uX4pAms9=pVbB}{m&m@$mO
zxa}U#Tdk5d&?ZC-3<~1>k5~_rIR+EMe*Bw)-_O4|dS%6I4Ji_FDTu>w-=1%Vu(V>o
znX;E+mkw`Vk6it8E@jhx3o|+le8B#*3m+JRguwq-{LOFStR6VaH@RNe>;eDmITOO*
z11K*mmKIU&gj@dTWM$ynh50|JfE6w$9)e^kX&BS=eyw+|N@r@_^RYoQOs&U?rU8t<
zC=d@efrT`<+tNacp-JB_`{w1wxqiD9_DgfUD=kv?5e?N>bgSQf7jxi-ntEQ{xmg1S
zvyewDV*wbL3q)^EvM%L|{CNf%X36cVfMk!0i$efn#Td+=|E)^q`*#KJ<;pn~b-LmM
zMe}2?G!xcYZh;UW)u-?IM!CMhjIroQkfe%c!K_RFC%Et;DE;|l_(%EEe+Uow+Hc}k
zCyqe>)Ze_qf%&6kq+?*=BN_N73n`c{TqpotLu8>18A(bs3qXQ?w?)8J{C)z&F%b1s
zJoh61b)oY1pY)jIyCo)L8dV?#uAZ?$Y8OaWfFFJTS!7R?YIq2acn*yZ=Uy}zs~f+4
zH``GapeKI(Hj3e=I3)FesaFY^&jj6;nivemdMt2twAw%m4ekX4f-aeVlQdmv(nevd
zf;!&bRXJ)&nE+qjE+Wf{8WME1UK~~E7`t^v|5h{#qfxG7eBA*)q075?2C99pvfklR
z$*?jh<Rtqs>-&Ty9!zV5{>k?qQwZE6m=S<P4-YU=q(M=)w9XU&Tq;aC!6c|uFcFu9
zx{yqvu`v6Crdq#YD{!wsxP{L<v9UfIW{wP_U~k6-d&`}Re2vTZT^|+VR(y%QDo`FR
zvc=wK^ga8^IMU~p(9-azNqSmEf#-n`)Fcc(F6=BIsFTH=()82rx=gc;bWH4kwzR$R
zJK*wW*RKm<0?+w64mz=6za}4p@e=AwF<$j*p~{6L+tBBRjYjq31yk0ah60-$#P)M@
zPOdEo^-RD49@Fp2E(^dJx^NXT7IysjaU8I^6VUEk1TE1|>rrNn<6F{zyq~09D;~;v
z&3mHIRqxTq)$^-AbBqPH+p@_a?s*pNQ{D)e%AO-?=+>T7^cfiLUpl*wX=x35UG3|Z
zY3UK@sqhg6ZcD40+qnj;%wp3sGyOnB$srBb<JC;taAE}O0aq5IlWY1I-De_Bp9s6w
zid#XX$R?;5zcl#HqiiCCvJjy9oMy6VjeIDU+nReaUTDv)XrC?ih3%i4JuNv;3cLu9
z0<?>|k3#E3pSx7d&Pqt2kPI#^F8Zq$ud=LCwa=b+z~x~idcY8@9+ioSFBZYTp)Nj^
z<5QS3r)+>!ueu!f!a3hev*nP0FTAAefUYt4<JwZqC$l$$-5;*yl#?8%$Am))%nbFO
zNECO>N_xbt9eLTj7AB1mzT+}<BGgPu{Z`5WucB@L*LGb&VXbi&xAe!gw(D8C=D6#U
z#=Iv~-1AEwiLg3ix@e5>8B-Z=Cn&e$V<u%I5Z_e7S5JhKN5Rlt*2vW@E*zXkMG=P8
zR+4cJXq(5~0rIP+bEtEl0zFc@X(5@jr?Yg=?U^d_1QzK&3_y(zJd8^pHF~?Em{-#E
zc6H1guaS7Qa`W{Q^Q>kMb<Q5q-Aeq$5(NScwEXsTR?L|*#)QUSb8`kh85*gs5&3!D
zHrf__IqKFN%E_NT6+UHMKJaH?*)!MNApg3}M~%3#>9td~f2r_W>@)lHWAUFxt2E}-
zhDk{J>KcA^-F^h#TO<*UQkUoWy+i(ACf8K?qN)@-jP_!@)JWE{d~12lp{}?WGpg8G
z%>j~GmG6sBKqJn3mT}CjPL5EfO6CgSyH0cgyA6Y9!HvI;3Qx(f3)<Z@$KBwJjWIU~
zAFK5;WMdZVTL5xF7#P|DDku)=%BR7#Ql#CvrJ)?h`xuc@%vQt8&)0+A@l}KX6aO?)
zeqwe@T2E)P9bQx;apT1-N>g)0AJ0k+Edf7kW%8I^cXu?1A_#z)esYNhLrE>_Hy8VI
z8;XIwK+r^Cmn86%KUGW6ZF5JBg}9zl2}{$P4z4WtnPR9!d&j$iSe<bR@a9ymQzklR
z@l9;;tg3%=`WM|Pxo6k>TEZUh(lF=-k-l=%?$XKDR=efFF9Sz?z$Dk6DkZ><mYNpV
z{b?uFk$Lq1VjbQFv(Kk4T4kZrrJ)ta>%XD9xOfR$$IBc~EWdKf>G$y0%Yu8AdU0lf
z5yzmw(Dw<gGRsIOxY=-h%|LGL|4v)W-$Fs~M^Dk6Jpr2{1R`)WptN!}$f+g@^`8)~
z`^=-BywH7bt+2-)*tt!Lk1)<HggI^161E~2uPCYyP>J2g;CWT-O{4QWe=Wxu^n5Tq
zXs{22Y~I7w<6u5rte^hA|7mPkpqtb)^s_~0jJVY}1ajTu1hRA;&V+u60d@v@z(CjK
zfSI*s|DSiG^(LRV<LF(o0*<V$A&ZcJl2id43)P@mH+y>8Ts>W8jNJ4Di9R}bf^P9Q
z3p5QoVlvtlD_9MaIVg|&?LpiW+v(a@?*j7-JegQ|A_D8Ct%tqL21xFPn+{o4zqJjj
zKUe7i_^dF>0DR;7AXIn3GstsW5AJrX9;urU+40^1lLj4+$^o$&O2TdKahAM#lRG9;
z-rzGcP(589_LAyh&(>Q_!=$pX8ob72@-iyfPvi~BlDgFJFa*@g<k6tCv<!3Xx;?Lr
zL?aAxLqksD1z&dz2*z&=V^6Zg#|<cgBF%#tyaFI4GWyzEw)fGW|DGf8v^C%%Whq82
z0eeV%$+H&fKNH}qYjJ|3KQUCrm@#BTG!mn~H;h|8GEoOlSp2JhbEnv++^P)<N)7kz
zEcYyRv2p9-Wb&!@P@<K8SKD2F@TkGcY2$_is8K(CW&ob=kennuzoZ%6#TmJT0Ki_r
zQ8mqiv23;CIh-$4k~QFukP(M3{XO7fnHyNr6Fg(#E)U#1Na5Vq0PTE_(rL={&D110
zWAp)jqbJ8Dy5@KDrkJeqGmVw~-@~B4$n(}_rB0Q-zgFs~fM6hMAUFATT~=+K<V@bc
znv4M_AP#X9@4+Chc%#RKY^t8sgxFvYJ!8E`U7F1CTD8Y;n|Gm-FdjbaWUVx@_&_LC
z(zrmE=rHk!Mn{U?KR5T59Wz8tY2A|h0Qa>_h@7h#I2I9h9KX^ciCcYict8$=-b~Ni
z)7Cm_7KYW6Z_xjca5gd0Pg1?4_mxI6@|?#_p$zW-crF#-g3<8Wo4e0vcgFAz2Rer|
z!ShyrVEKI6LC}cZ)*4k%>NjrXtAVS?VsCB9X|@Qnv!KT!+aTnY!O*quzW&wL3^q{E
z0i{Twd%%erE2wWXxf-p;^Xr}>T!F9uaaMv(V~V|}+JO<`4Qu&<I8~Fzu`xk0A)~Bn
zv{LfcqaqE9m<e_ECARv5);}j%m}>`Kf;5(soW=%m>B5$9e@}Q-5%8N%1pp=_cw(a)
z<1SA1k5snMEn;QyD-$%(y^!!|AyQFpgG&N>D+Tx~<=p2BjdUIhwVr2Qn(^3KBDZR>
zQ{Zl<=W~uSpI2y2*rqs6Eh=V7;`b0I4z5e6c1!yQOg>*6IH-O_2QjIUM!CwDXOTTV
zk6b0~{gM&?uAB4~7uCuDr2SL*T}J5hs$Fyf*bk7Wr6VfcWRgt~t{i2sgw2c`ni5G=
zwYP>ZSpZV&cw>sN;uN2JtGEjVC%El@Nv`DhiNsb}p89=%Lx21g+Z{u!&y1a4KHpUx
z;%5Ghg1W<GKL0*P>{9J_D9G(_(LG97lguoC(l$y&S}fg#p%ITsodSzW9pl(_TEseC
z>cXudxPXL2wd27tNR&BMI6*Qp!Bfz^e_n>)qu~dOXwgf@qBCM>T@k@CpFwH6IB-1t
z<J1MTKlJK{n`xGOu$OI4!%7Nn<xPQU!lu(YuGqW%cqp};(rrTQNA0ZHQ!nBM8chmx
z)!EXPgaW_VHhOY)6-9w_!Y+t>(#U-nL~m8GI^O$*(&QM+cI54pczo-xYoie&?y|={
zUP#p4fuveryoH<JGv#kD{%tF?I<B)4YaH@hB^7JmaeJu@d?LHUpZX?C-nY`>Ma21{
zScxc=qirU$3$56@#o9U$Q+un-wYQ4Z?Yy3<0;YMt`6$p|o;7a4NT4*%=&^Bn(Glnq
zWiVP0*M~HJ6~JU0K6B6xPWto2D5(SC;iPwx`kH7lNR+sgMAhSk>N<4Ib`ANqlp-|U
zTHda(aL&TgH@r=w#}BMD$w-3pDGHMCswt3l4V`1o&JjD~q1<EOp<1=EC@e)ZsLuxc
zsqa-Pu8-lQY<toA=)h5yi$xjVJ}RkS9PBnpk4_NEEn9B62u&Wk^s!gH=KUjP-|y(P
zx2m05$d_DRvBbR?WZ0bDaiG%74c#>{juD-v()9lxh{zH%<K5VNmbSPt!O@AqkCasp
zK$E<b=V7l(?8E9m*0GB>;!z+BQ#lZBO<{`wqzkv<hK^)h*3DLMFrJNhV7tF&?-#1k
zb=F<mut$fxuMbNo1IJz&<vsTXrT!4csuioXdPOWC7U=MBkMi5|r;(Fy3NBil5!ypt
z0;K$X{@VuZJ4TxRd-t#nL@}AJxG9dYSs$ZQc7~fslHFx!@&=`%7JUk!6994>vd(<_
zNJj=rHhDW9^B4K{>2mJeq)&t<jY;Fz$``Z^TvXgRi++n;pya+v&UmvY&3W3;IxQt0
zG3WukLQd{Veu;(&fJs))3i;2aIwKju1wKnQHw#3fCT{f*b!kooXEnpJ)==%GRzTnA
z7e-lvG{n`VvG#60bo;I7XUWSRx+WF^2Lc>}3rMryhWIWSXmYeWg)2L912-?lA73*N
zfI_V?+So_zifgbWESMA{0P;O?_-Y`Q#JDBdFwZK2xM{Cx*O^RvuhLjrex8%J=o5z-
z^Mehj<=#8rMf{HPS=zy?Ua;<8V0O_yP5Syd?s(s#s!A$xNCj%LJ$y5A{~I^~$By1k
zY!Y!@sp<&i(dYRY_ZOzQS75879T1`6GSYkMxLZ|wlA^0vV8?y<QOJ+tJ0(Xm^Z&<A
z?mcNeb4G|t&cFKKX}%j+eVMdHSPtS?r}g%mOGN+`R+S<s(LhUwQS_MA*NTV3r3Z-G
zfUSk@a?Pp@KJp74zvhwuvC0t>t22&aPc?6M?tx<f6JTF}p9ijV0hEYt^E54GjZIJz
z<$J=zp+C=)7q*@0?i`z|0TydsEv7Lhvt1_fZ<MmxL6Jf*<I+dOrJ}QAM7D6y(Vb2~
zvU`IHRb(?+78S{XOA>#13d<=)+`nc_9Rxp}ej}o4Lf34w&b^MrHpg*F@vU~&TG3Ee
zR_^h|i_kjN;gb0A_k?toJZ(0Q?bBeyaH>uB)m(1lKkYdu0snA$ONHLj{%r!Yo*$Dw
z!~acjIuVLc6Yb$QV6sZBu1;Yb@JHLglhOM{p+6sV((yuad+$RNg-EiR{wo)-`w{&z
zQarbfD^F^;;LVJZGXO^jr={e<;3PUWeH17-C`bsZ%RV3`=E|Z-@f)BIQlZJk>7Jm1
z9QPdKV`>xhKVe5F`WL20B@sYxbJ4(O;<umw7hBnL=l=UjPq#3}{#A}nZ!wux95w7l
z&&~+>6Od;6hI}{b(!ic`J`wey)#vEL%AROXp~B6hcG2gv1W0I4d~R;Gn+quM4!;a!
zYK+$9&ekXxmEkim+}IqwVL0-05Bo|MzO=`yydqrK1~NSU1$a{2ZS*v$JG(#qjI5=%
zqL+_Ht9H?ZfB1=$5RtOHg1Ri{nHP%UpRAIi6g&(bc|YbjD<p=z8$%Ci9d!QK|J^4=
z^taDeU(?@N4_Hab3sgBvK?b!NDKB?$R6rG5RQOH7^#PdTJcvr5PaNOGDTDRB|4d=d
ztFc}8V95np_1PdxLH0?bA+6>wyw?dTuIH3rQS#-}D|3OHOa8B4l(OKZr?9`^FSwz}
zLZJXX*EoMq&W;ZT^~NhFJf8q^JN~>ye3;6o<Z7wdFb0VDhEm}~)K^RC^8N`ca?M(x
z16W_iDt#i#JNb<&G^zR11aTtAd+Ef%m08Z>feb(svdHXM3-xH-cL@;&FZwbC%L`IZ
zx&TIN*Y}w;S}M_Uw>}z>n!@hNdN0v9#txfkMS&wluVcYXRhu5=I)0jOg|olGnauXP
zzaeZ&-^<lXFC1x;rwxKrx>1{Q#?8tUX*H?_GQvXX`Z!v2!CDdKOgOFyKO<zK26heI
z`!}rEl63DS)%19c<)VQM<=@&hIc7#){-hWaSIN`{5W?RacG%z1(^<lu2m|yw@2MBL
ztd{nj`bH!?_MMl8Y89^V5*X~97oD-C{9Dj?cDgR~DyipLJ6%u9mk3`C8~s*oAsGmF
zXsU35WZoCB(k^2e-*OQfrQn(G)10kYe^!Wib?OXs1m^xqbWS{tG@OL}+SM<KHY#|;
zu=2~NN(|&W!XQ<=Od+y@x;`#O_XrM7q0E3%NGEp2-ZO^fAo^7N#EX06Smya`0PZ;O
zUEec7#jT(bw0aeD>o*L#%lSsmZfCxQm~J1g6}92bmf@1N*dp(xkKJPTz5>{ES2iud
z+4iY4z_YaMr=r10|8${Z2$ijwKQ+B7*e}C3Q2(pFK(%iXWUVxmkZ|YkX!FYIpM}3E
z1=cC8;3^lvPW+;t9mZKSPp(`MBU^~g*V06ZsE>=(^HMheU_BBHSBPjRzoH7TK=)%1
z?$Dq4!jnXgPWD?c0w%MTRrSI+k+N(zXPlL0IJa<Hg$WINpJBnKf%kpC%fB_61#|-Z
zAVs>t4ji)5hfgwHUtx0)$HP8)3u#3Urr>1fj^{LrPHw^-FGHVA5hq<DE(&h-&*->J
zNif=9ynqa$8L1|SV6jEzNGeE-LIE}LRB(1;&P}X(;d3KbZv?aH>zQ<z-4&d|nq}X_
z=Ust<7?QFzE?TDdDSE0DSnCl=MuL5E`U1Uf<~FMVgJI&~MhZE&F+62zj#3Rf5<wU*
z1y953&27x?U5iTqo8hT_SC1F>4}r?{9-aLVw@U-nKCfEc9ahQZ{%ip&wVW0OW_?Pt
z6FIN{nD>9GJ2RPUEOS-u<beIoqSFcS<F28ExDo76u^q=9N;DZCc&*YSL%BvTCB=S9
zBP=+cop}cDjJXqG;qK9Rr(f0^B)T(&p}Hb7b|rWCATDS2@|bty^GM;nN_T8op^Cmj
zYGPq`*Gy4qlEY04<r-nIw(nCK_2q&%Is|bS1a6NJ4@<TZ7>_Z#mJ5srYTAEypcks@
z86V~<AQYi<wCou1zZk`zyI0IW`u6G+rHX)jEtTK7o=`1x?W<B6^M1Co#96oNv)IcD
zmW^h#Gd;wfyr6*MBhC)g@o)^oyIUG$KNp>`xKik<asSJ>N%=@3fOtPs2qCT@*Aro4
z79qU0t-qdeu$-H%`6-=y);IfT;2#{V1`pUzqIz>8QpnhX<r~p+GM?QJJ14?8PpW_u
z<w-Is23vX~0HpMXrHGtUaVHjIjK{TA<vEYtK|ka;BP2bY1){c}kQBCD!M(aDT_vfb
z+h-7QnL{tFKzPO(HRmL;(4s&s=S(?VnYiS+v*DEb4U{}~?40_q->4q^#kK84f^Xj2
zORR#~`M%8EpKU>Ps#s%W_%vpG(eC(M->wIM<EOX-2SM9FJ-Z^E<`jRmg`>tE!5h*l
z0n#qg3C;QyIixH(QTXacPIY{jfRHFfR%ZU0Ze7gHYzNuGq8&|AKG@rOl)ZgK&K9ZL
zBRmQs#7JWiOgyq^{A)*AY-vZV>s>^LdNX&!0F|7U5{FP~U{daWzXgic-1=6PMNCbl
zhC99<k2(hFML6|>l8S1*KjAfL^=YJUP%k);P!F54sbs*O<KpW4b3L+jgxE5YEmoZ7
z;T7DH!PlaDh^&B|!GBBzvRS7*%fBR`87(_eQA<eNu*nt@Jd>a9j9iE-xR~;Y9D)@D
zYn1mKf8)AnzPu`Z?yFyw?{q;-z$jO;F;5R5{eL_FkouLfAttRmyf`r8NuciXZPjx_
zFLb{pZv`zE%xj%TLuUkXPpPOL_z#R(Txs$6JIU;|SDwAdFT_VAU*Z0LuFxa6UMMJ8
z=q5t6pZGOO%W_U7eeVzYjcTkP4gg<G+!fL9#tF#WJ>7N*?}3Mo9N7D(pPedr5wqj}
zWihB2>;wjO3a2AG{NE*3(W(t*mi!<eM0Nx4rF`$6D17&gSX4o)g=1L!VYP(5J|$pi
zZB1FTO;KrPRedI_V-;T%+?8dv?ze3zo!DPSn%#U0RteK_b9U9Nz!hY1+GR`Mfjm?v
zCB@fgQ!IbB<zfb+GP@`x)&<14{EL$@X{>Cv(T-KFYNbyE*jfu%tuJO@-9zM9vdyP*
zV-2HHJ-o`KR1cVY&Ip1mFeslAoz`Q|v99PL`}9|VQdAXQA-Q$`-Z`a|aj;ZndA`T1
z7aW0(G``OZW&Cz0@S0^&-X@SH;@A4W#%?zNVSwmkO4YMF`9JKk9`D;k?jLyp&Dkdq
z0hOc@Kol7*`K01<8gpglPyc+fi6}agNVLlaB(gzu-Zx}Y$L&1~SRT%Y%j0W@?IQmT
zzVdcKc6oCB)Z^b<YMs68V965f{#{q+yx9cA_3LBLK6%wAsR9Jwu-f;z_eUOv#Yt3;
zaazW!=`&`PXCU^A4NpJ^=fA;_-78(j2~(&EvC^!}tIa*B&bCu#{HR;=(%=APf=Nck
z)P#fDSB5{H*|2&?9q@`QQ#G?a-F!G+!sa$W1baVI*tYdA_(V$}ge1&~-Qsy5&bS#q
zjl?E460aGD+Ve#C|7Zir$Y9zN>tQf<qci+fd9h)&ec2lufK5cy%J}~jlIXd;cL{oM
zc<ghw3-e<-%yMf9m5i$T58S^EF%I7{8{TNhl_7@*NLkPq@DZEFq1%CR$2%@%re3A*
zYnA3jOU_(RJPp+yK2Qdr4FvAxHu1MTdT0Bm1P8ljT=Q0j8mcnh_{@BIhJSuJF+s*?
zHhytjQv0DKcQsgfQjALwMEPQVIaLTfVQ?;?CcN+a+S|=M5%g7%+)V}bZet9HyOWrz
zRMCHzG^JNKvB+h+2=>%^+s4gH9W!>+a%>7@xbEMN+zXq0g!hDFqKCAz<PKGvm+Fc1
z4V-YDu3cZ$J{6=VI(?x0Mcrh!IhG}sm}+Ibm0*|7Y#$HmFt`VjmyPSc1hO(u&lpQp
zHi^JC@*5m*GJLDcwEp)&JdhLnb|+e4zggFe7~?+pSG+C7=cd<=R?lrAvd+--8GRxf
zL>HcB3#@p7N>P8mGfg_>zy;`aB?JdO|HDPIjcqT}E`Q|p-?{(&jp}UHOQ6OW`^>4L
zu0xSej-&aDF@U5qG}fyE#hM`kpusJ~BargEQV4rZ0}$*BT)sRNz6Dy=E_?u3chI}<
z|3gu`T{9-d=Z>#F02Lq9Ep!FOzEiR>&S*kZUsHV;c%}S;cPlEw;;NX-(|cQ@B!DR{
z=G<Q?`YH?X61s4MDbTS6XkdxbR`5Rc%spC97Y%xRGf9`saU-4;l4wSBq+bE&*5oL_
ztrK=tha1QB)BnB~-9C$q37TI4$n{H%1FdUZ#a@ZRr^HVEV@%k`76AEb3jXh+3_RZ-
zm1Gwxa8^M5%w*JgRJZ3JjI`RJ;<Yj=bw8`eiIQl1w>-x5hq3{2S>WujTb+B|&nZay
z{#r*HRd6x!M#P@r9_Za}=su^M+6G^8yA-b?potQ-tg<%vRaZnCpXMJbz`%t#eZHt!
zRk$AEyH;-qc!Ko(?Vdn>5s|(|X|NaB5$9Op3Spl1{Yn-!aD{ojH0Q;Kn*LJcXDfet
zW)t~>w42d|9Tw*wbHMp@^&@@i^gSiJU|EaCj?m?ZCL5MC?`e9nkt7_n6S;%l<^n(n
zB;P4ox)BJ@rrM~vr4|ogfpFHM+h62eUTzEtOA|d`BO1irPJ@IFUlWC!SJ3p|=R`D@
z4$+wc#d`AXP7yozfu%9YB(rZUv`nQ+4erU>Sqh7&+Epw7xp6ff_Li2Gwt!hN_`Ctk
zm9@>yGg+=nC#FgJ8j$uucV{6&V`ymTxI$YLC!_mWEqc=Tv_l#WnX%E)*q~yljO^pD
zbhudb)gd!~H-)p7<nx_#+%Y~i@+QZH{SPXU-e>NJ9bw2ed%$o=SRK`Ed_$}?R2Odm
zTwI2`Yq3UGAk2qmO~RrP!(krJ#DV(s>dY)NGa+8yi1?bS=sE9KobcB-0bg>p77}A(
z&b$o{-uX2eeqOo@^v9yey$-389y%{x6n4uV_(}hpd`+5s%~-h7xHGmEmzX#o+YMeE
z10FMa#lK|gL#@nW^FSzFfgjpt@MnFf(YBM9bR%An-_~^dp*{rVXNi6(`a@E4#akH4
z@+yueF^*1W0*211=eDp@@ldgjNHGX-Oji{OY@6TEljr`S!4Nz_vj$^})^G{JKH$D2
z2};;szn&j0dwQ^DpZ7nE<-M(r0y9Vb`#?9Wq46I33p2)i_R06ymE!$$J>$*KVnR>8
zB+6zC4)WOLEsqLkgp*0m?`f}c%y^`(IV5q<avDB<7MbjjEM!7z6Y;DC1l{;!2kK0n
zfiKh!KZN?fj~TT)g1>%s^8c`N=wpCHk|KCaH260x0Vb&zN<zLLr@sOC<;Nac?g0Ls
zi;^P#j#6c~3)&G%qN}di{_2q?vIwgv_NbMBC<SshZ|V%nfzBlg*8WStkid$6|3-mS
z5`tP&Iz&9KG!F9fK2ls5xXh8SQMIvMEJfUWo!ubr0@ftax_3;+{GK5I+e!I<t~JkH
zHmwF;`Sv3(V>dwl@bD=*nN06}4?AZx3tVIWm1+Vsmqtg+IP<@1;!yTB1%rma*g#cF
z`ov#!u|k3E2)a#ORVwK6<=YDEJ0Jc7yo-2V7`>%DX2e?qI%bYCh5qANwfq^wZ4kp9
zyV7n1hu5I$H(_9<s8AZC$_0E$$H2(JaoUMx43JR|c)SM%bE@f8Xa2hh+=6~s-Ntnx
zq(}OPM({H^7u;UsN)yRv`y%>?D(HF9eV1E9SPLvOYI8lYc#2%4<|TsmyC+myXaChr
zhYGlZUR9fK?@t3$nOZCsTlh^`7&r$_!cRcZpo%h5SNO(8IBV+Nl2pK>>oxp6cVKvV
zDh7}U=>Qj?lXy0Tt!k4ZnuHnK8>i2K(;|+U(=z^Vm<n+&^hO}4ET|*F{l31YwO_&^
z$(}$4C}Sj$H7H&XchqYP*xSH2?)Srsfo;%Bf*=Gv6)<xgE>0cFEp+|(kc9c65x-XD
zk3w%-X!<vcl7qTmLC1HUHcT36R52SHT6R@Evnho(o2*AuH*`_vlcwQ%{^&>zm8ZGF
zI~ib^{L&G;IUDGcMsAu(2@tW@dD&<4v>Ad>C$jcN^&vt=c3l@xY?nKxJ^-d+&pNyy
z;As|mp95+39T6D&&a)R#DtT2nBxt`Pe$Sz)$<!n?q1m9_@Y7_eWBCUV>+dW}tfD4F
zYTRb;32i63KM&@e!m@yj6SS12?CTVVq><`)5t+NkYeCBS<<e?=%9rQo#=v7zvWC33
z^Q;M$iHV|1fOzh&_?>i*qa%)0dKPK+?;%p(2_+6S1quZ`J|5;CueqFHQ0Lq#G_L&7
zAcwPGp_n!hVmchmjO(o_v>14gan&tgC!Z2&Z&ZJGWrtn*1*3s>3vBa67lPAB(~T<C
ziu}u1*=!`K+-Vxs_^B1Z$r&#xh%iG^`CvOy(>C*RYE1X&Vr}0Up$J}Z)^W)x>^}(A
zaF72RRr@N-noNz=_)EH%Hl+(52@0Y>z*;o-PR-hE=IpU3gh{Hs3hM(k(Y~stv}GPH
z5hPDRP>2&x#J|8aQs_Zdg70th0XB!E^A7PRR8_>>eBL#JtUZ8I-G4r|U*??qNyD)E
zurUAAnVPVxD_PnX>%91f*JS7=5Ua=i4`4sOCh#KiBx4___(q8!7tH@$^=$$qeT|fo
zQA-_^=Zp1Do`ydjak9?kU7L!*Gk?D?OFqB3)~{FypgijL9c(8^$7@GLughznM%}#c
zsqqpd?LGhdBLAm8*Pkej79Y1dNC!z7EB52T42c?A&Y0-Z`MV0l(V|<J<0&cJj|j;D
zX^jqmK$yLe&I82Fhq$!ZMM`ZhMffr%RvPQ87ct`Hh7bhU)>$$nR1#g{Y`bfb1{C%v
zPGP`ux+jV+OQ8DM6!(T6K<fgOs-k~=343yuwPpZj&wdWcdD70zB{<V>u?&1FVs*4V
z=m$#t%LC?KcvI2=)v^9d4rjyw{STmGh^dg0OniFi`0NXrG`N|}BgCIMt)aTl%^^6_
zc3Q|}pP78_Z(77qMS`4UqS18tZb7q<?mJ(Fi0*N;nQv6Q;AtA@{yXw&X_BZbyRE9|
z7FOsAk~GH)OFxJ0C6X@-%1BS?2%`j`rnF&(IJhYR87QXCFXU|4wgvn&)h&u#K{P2A
z?4WxjKt<LFfh6mbytXpZ)VQwTLF;(VZ*3MY()8C*`a~h}XKI>jmAUaYzANBv8efq&
zrk;-iPUX}PD5>U<>uo?j9$w_TqWzYg<`8r959i=j_QfPqo1x8FTl&Pb59aJ{>Oh%1
zP*~>vH5F`uTtuD4>JpG|S6V5bZ*vU;JvGuV0gU*MqQMX1k4umwl2yhevAyAZ4+}i*
zfmd^OPv9&v_hc+-v<al4q9?Ngx#h)N<Nrpgm>qQ0lO@#v1WB!R92oYLOr>0mVw@So
z?^izix#8Z&nQna-KqjzwJ^s@JzLm5xIgf4ukUm2r8Pfmc?pIkW=~HDbxmQ6W0V|y;
zX*8mPWGF*FKA*AD>-;~(xki=fKSy#LWKYWgh<*{^uBdJIIY(0@#Wi~Y%x8EWjKug#
z0et1S4VEP{oo-9p7mbO`p)r|d2b%odUh!vPDi#4P9^j`)Y5!)4J%;jsC|UB;By}3}
z`gi_+)qQz5l<ynwh_WSGP-JOANEDN@r;uIN><VKUqHNg)CCb_+#uAa;P<A6mWyvo4
zK4dqxj3Hy0^Ssmd`@4SEb^bcnIoCPYdH-p;YUZ7J-sicO&wbyY4?wK~TJU0Y|I{S(
zUN~?*?&sj?uR=pMW2kbO*@=+-p8UrNGH_BrwLI>1r+EIg%<HjO>1dgvDj9gJkLyDX
z(6>pS^9q3Ce;*K{XMD=6av4N4eg35vppEubP)?a^D<Qi!Fs2mw%IGk&hhvKb7_;*+
zS?+J%O;;*C23!1#y7b85+_S4k^Ig-Slw5359}C%6Dj3zZ=2fGmacU7NK8uKzMGUYw
zW~*L4YJ5FA?QV&&|1l{VrJGc)-nvLr+2tOR{}?GZqx#1^{cdhSelt*Dkq2{37NF7d
zyTg7z6pG__qDvR#^H1{eeBc&$TpizNdF>hZPKFlb!#O6@JnhS_!%v+!Ji$vVW+1bs
z<qC-lS_rz5&8Ht%OneuKS?UeXjDK(5%ViSv*GWKKGa**+9@aZYleSMa_ZK|Y>}tnJ
ziM)@ua&(x)am=NlqA^=#d>m}mV^!X;;E6}SGYT{Bw>W4N_zj7a>qhi|=G(FASD}nb
z5`V2N!p{uL6lqDwEpt49LDH9E<R<mQC-qkeRS&@1-;AnoT^lm6{^KA_sWeIk9Thvv
zpxuyAO)EqTsAO}bslVbpRL>-6N{$ZvDtyJm&U5GLeZgfu_T!f<p=y;98#j>~nvCj@
z{Y93&;B-6tyce?XN6pBFfPD}*O<D-m!tyVW>`%#<>bY1(QtOx(8oVrHmR{GQhCQOg
zwBpP*ClYC3PfV1Vo&M;`lQKIsgf`8Z8CKW0;N<bdF`0J+v!^FuTvWX-{^=RcxcQkP
z`3$QE+=+RrmtVyRS#a$UUgE4^!E6#63c|I|@-32u+9^+szT{bR3pA*i&VYH}nzAdR
zFQJ}ND#WKeUeH$^mttUJ89x79LYw#fB397cL32c5%OaH#M|EaWw}dLQdgIMy4P+`+
zF29<@Rs|S81Bz20^DFDi6r^ENQqb}!-IkR009`{pmXxp0mgADyz=&B20Nz7;{qNgw
zF~XGi4_9hC|AXKMIj{?{ET=t}2saw{m$SA;`3LXQbn#QMoHNTM(K~Uz=LbZ>!>@Y|
z{Lm?65&T*I`LOP{Oi{?}Gh7BBenYI^B7#H3FVRe}aejRqGv)?>X7+?l8YP~;AJV$u
zxma~jc9fJ)F2A$$@fz?x4WO>){8L^cnhwVQ5^F77#yt(rK>aRF-`jP2hx4GrIWO8j
zhCVA0rbkcxML*0wEx)|FDhuERd8|w6{1X1QKp|W$t}6oa&|Nd`w~uG}F8Uj*<54-F
zYpky#@c7n<xTNz5C0gpBL+Hg->bUF&&>8_S9?cPizc)4%dM{i2m0OE`&mfpmU;Whz
z^mzY92umN%!lc;#uBTbb!&_h+>mh*c7cAbnFATg-(O1)`spU&JbO2@}G=-Wo^BB2S
zY+xpT6F^ZIj_7nu1(T)*sd2rnuKXy>nd(Cs)B!wbmyQFiX_szmzpmY{7Mj$*8|u0J
zrcgK(@Hb*-=QL>reHWScKjyqPNR;~cbO$pK?~wDUQc7Z(HrR}Me3U!NX@%fEL>g%B
z!_p$dx^_RwA^YprOMtP!+-&!CBceRwfC4~i(BkY@;fM(LXB=&YWL@c{nM4{#3CNlS
zza;J|cMkts;LIGN%&AxQ=9GcTPzaJAw7K-=#7S)^=msv}`r3RAO}1R8P)KlQlXV<y
zhUsDOzw7ySOwEJzbGU}RpTjG`PIH_wUQq6giZqiJEe-5b$)sZ3uh*6{=@v+hJqTk=
z8dy~*grn7H2NYmA)M79H$6cS_m)PU6s>P*9u6$7}{FMSF&Ve3s4SI0mgnOw;`Zst{
zp4v1J0!Wxf5oSs~3;BZ&QKLPEQ_whRzlLt(XtkP`etmb)?WQX=z%{9W(+}%FOxOwk
zh2?Ag3clt19OB+Wu6~v)1dIz*oL0FJlriJ1r(517C9`F6%Wzg-`5DiB#mM=mm^%v{
zXncGA{PiVNy#apxMWfJCG2;G7P<sV4r03khV{oP#4`pRgFR(IQtWr<9a?$9g2Po4`
z%fs0K>Vj#4>yL!2IR6<{^W1rPWQ7a{iQ`P}eq*PzLH^xLkC7@_F>~yuGl0fGTW9=Y
z;8vzXxF$*$`tEtuIDRE})#^i1l8c^;U8RxyJM)jM{VS7x2R^}}IEsIs{Y3nHLxb!X
zX++%R!=EA)Vd%ruh1@x>5GO#Qz+$w>u&@iFr#~t^o_oRXs9pY#WGoq3Y3gFA&p&PJ
ztF*u8L@2T)!0>Ux3Jc}7%u1a5La`83$W?NU+DVzdz$|upyl{t0+{<m)n_o@S=kzT0
zz$Y>4?Q_s{Y}Ax$?~b@Is!#GgPuQp?^xd8FReW;sV(%9haZUm8bUu5~BNKy-P#5gU
za6Fh70DX`7r)S+4$9E~9V&!};df&)~8*u8}^Z_7ysOY&G9iHB&+Ot^cz_OX(D@UsL
zkI)8>Q60~X)&k__C=}Tg$*ve$G|F`zfgD%b%CV8#H&?w(3@U0rhNu^Yh9h45G<j#|
z9!E1sE&Q>SzFWFhK&p;4pE=3y*z$rCJSk7t2`+k=lEf(#?nIIuJC92C#ttI2O1h?6
zMDzN=1{#;sFhi;UFoPL5u~8g*9+6cMEkn!dm7d!M)VtQ!OBH^S(;gTr=@p$#Gg2_s
zD=^J3uIz`oQ0vSL8U!D{9?-{wc|_lYvP2UL9j3bYG~25W6#^`gE`xdHZDN+0N_fdF
z-K%?DH4AZ>r$ofO4t;tEbEoRy^8Zkalp%R$NS`n^n^&)tf{YxjxBB@7r={;J&RZEo
zIRBDt{uj}mw;V1W(fkKt)l}Q?q$B3$^+bTH8og&L*PvxK0Y+c=jC(XKj6Z?&MaOxp
z({j%v9sPNdOISu;Og@-}HdvBsqHoM8GW(dBx@&*SboyE3f7SCesNsNS8{vyui4yIW
z^5Q`mjn6QjTOx6-{XX<MkM?K=sk0|+h7hBQKfdzy#WC*RAIxM}tFDHsKyWWCX#SeU
z;+1jBz-zNS&+_X<bgiM@pG~Ux1zlWx?Rakbv21;w9Z%hQA>a&T6kh@sRen#f`P9GK
zvCF<iERffp8E@CXtGzB(xQw~M7$m5>&oO};gKm|?l(q3jK32IS;_Z6dMKqdhpOyrk
z=)7Z}=AutYHJSK>B5b@3K=Hm2(UJqhQm_lu42>?@Bpz|0;?u48P)zsy8tFX?^fc=z
zm;Cf1o_~&L_cHVe?ewP9T)HHjsRpAv4b@`UPC#WqP#_0KWb(&=9JfsLD?f|lKeB*8
zcOqBCn?v~JLY?S8chzM+$TzJ^&5h8~xN^ZxQjfacV+W{flVhRjC|_R6xe<^E77Gc4
zBcmljo3X<=lwiZvvIxc)xxMqh0`ukMqt9!>4p12y9M>W=G)TXGSuV~GX7fGs2i09~
zJ}B&D_&6xo{lmI4zap&D2<$D)ZN+rRQ<gfxs7(n{kHJWDzI@Xo(%t&QD%5g)Fy=7%
zL+`Z)5mgzDjn?Nr1y?duY3QhRrmi#)976d5_Pk4`>NB@Bm&$2YeZv5Lh*>%6x#PmG
z@Uekk{*$e}O`pH}ee#{RqZwdOs-qrAmSGd~BO(N)a^9GLF(M*65^y!p7n_3Q%Dm`>
ze!jxW;?q}dIiEh>a=X|$Ekna_5_)`TUqRc0pZC{I$$vsMn2W$gEiOtzwaj^!l1ohH
z`Tsb)G;LZoEY(^aLN*khlX+LR-4?3ZJa-VfL)w*;CM>FDSLT-(j{-Uya&CS!3=Ds7
z;P>FGx9Ft)+l+dW>U~+KUU6DT&|5F=A)+_uyNEY)YxmZ7PE+-Swu@}AHEHU5ZjilK
z8CBdU1^2&YYC=XZ7*n=#j#LFiBuwi8(^H@x@=EN%Qd5}nacD<$@z=-&W$=RWM@yf?
zT;H)GCPzRlrUZ`)yv-C_9D(6clM>iv*47<q$fTX{p>BkyZ$Lp!#ucUG$`g+9%RQ$b
z(+b5;N>97at8i_c^YL=74>v1+n6$~$$?RAH3+4U$TYOhr4`M}k4LZ5Mqs|KWFxr7x
zA0_Rm-Kylv(U|+`=X4FeD|8_>B`d>VyAe=g>!^3+{g0l5Nt9`wN>7ojxNoYIvt2;z
z6$U>Vf4=EQYIXjbZ@AuXGoo?UhVS%_!gi@0osN3l3hxVF-6M>Va#r_DBO+L-KS=B_
z);u$M*i403M+|Rpn}6!I=`Kw3hb82v2H+=LfW!f}=TeIj5>A#m^{7H@QkzSYw19~g
z*K+-Wn4kU&zVX7wRUO0M8>>#E<xOKrC9lIois$+~nShtNV;A-966%L#jbOkF4)H|M
z?4DCy2pR^SqahE1$EN4zkYG5#tlR|+#+EP;+2O*%LZU(-R$+VkIAKpGMdlzDUH+y<
zQ4`;eQhn$jFN{5JvUB#AR~|{vtI9L)wRst<CsCQ>->HqO24H|-A9;PC_Kcd-D+^zw
zCD(O}B7sLa3-F-Vr|sRKDol1~w8-6ET@}7@7o#9wp!VvA3j6i8GcZ$oO@8S8d^~y5
zef>h#6NnTEVqJoJ&g%sN`XY_nw?B;s0eU79F_mHg09#0)&^hockR^1gc`#h6{*_-*
zT8%*Qk0tZ%YrV2Z*7%A(3PWm_i1u!UcZv$WbBfu}be!6PkbZ8F7J~&O-sCP~__~jn
z_Nl^8>XbKUZTGsR4Bw`txYh^?33)iV0CXNgs{z`5Vf4@Ebi|n1jQ5Ht?bFrf%@YxO
z-96!-K^51EiJ7@CU4@xP5oLkwFStY5-xIYcs14k4-XoJBf~P}APUq;cMkQJ|@&w@w
z<(Z|EJ@DFhYWlWAh9X{g98A1{3*|yl=YO()v7*wSmld_NrOS@kbgeHp?75lL_fa++
zj^7Cje)4xH1{zd(vuYbuZ73gESyXzwR%pZ^XH!#`uMyOcdNs|=64_4xkwfCC8+UAf
z)xYQ`0P1CnRi2-0XrU9c@xLuvaS6)^oEIf!u_)`A)W3BPm-%TLr!j8h-xiY7V<Q6{
zo){IddAMe`KA&9?T@C}k7>wg6_MapbKNyoCc+~~d#90-rZ?)(A)QhiC?BOaGQzN-q
z(4XG#HKTnBS6hhJ`wnK5hVrc2j-PkPH8eX5W>j>DW}BeftfnRIi}gKocx;g;&f~Q8
z0xHvLW<4l-sfMY^f7JxFi{6Qw<uwQ`sZ@>cTncg?@@$CR@!H!2ATvYCs%@IJOAMY9
zw3IFifbx`|>p-DpCTITcUR2cKXV_JQV*ZD?0{e$o5zCPo;#L^T=#DMZYGuowHzRMg
zaDzwoj#=#Kuca~$bBvhX>(GCed+T1uv1hrxeqK3-le2vUdE(;Q_&`lN>HQE#VPe_2
zgg$SP)=6z^$a(YMS`qzjeey%#9qk#ZqehX0zJ-`VnQ8Rk-SXwAz|PT?p{52)aoM7+
zP05bA@rqyG14v&}qw;~0y`^Om3P)ZhS;XcQp&k5tl9xwK4*lF~-5lx^_Fd--=r0U|
zpzq}5(**dXONHH$?0l<crJK{uZ~Ck#6P~i(OM1@EdH!NaVJ&v4MbShJ@7qn@z5f1s
z(tjtVddoeFJe}Rrl0tf>=T0Nng3P(kme3tt3jb&S#)tV@5B2(LiCi;YUA{5qPPwo9
z**{+D&uX)PfB+LK>sE6WV^q3vy5^&*M=&;6gAQ^jSEJxz){H&!a9%{~xTu#*!J}<|
zds_oh-l@ZiM0ultPMKO4#Z?dA)E*HNM+5u0ixg?mS`#zW7n6~o<G-`WVao--y{^wh
z8NJpmyau?;*jGep@Kak$OAJwd>bKqP7hBpfa`Qfb1eQ<+3U_mr1x5}nB7D?AurL?v
zTVI?di5{^TnO8<E7a|33=(nuI_VxRwH4Z#M{T3q&RFVb8e(K=8u-ch1?t~_%0|B#r
zWMR=Ho76J-Hb2V7-soy8Awh#+)s$r0c8lmCR>xi^yf!OT95ZKHd)6{A(wX<<-lbX`
zS$YkJVKKc)u{vJxZ&AzX?pEB$X&#bm#f}A`)E`k)EmR*Lk8xeuCS=#RS&3dBuW8To
zOD$Rq6zT26wj=p`IHp>*9ww9iNK!^RNciPptCYZxM@;#0Qao_Z5jz_G<G2$l_0oSj
zE8Y2`IpEL=sH=ar0_2013k@PcxSQcen7poI=rtFR&H)z2;V-yahB*{UJXJpqXDOOY
zP0e%S)2*N6TW|VQnoSA4nr<?&x`h7tEz?an?+`(VUFLgS&y-+l8Hfc33AO9D!&|-D
zqkXnNYD?hX@HjUG+INlOlAYyyg_apfr|ECxy5Vd435oEyAc=S!K3kXX8J2jd#zdtf
zQDv!p-||w*V#(DI)MwFuOwuaLYSC752Bz4bUxmG;0%szlYI1}y7v2w4=E(J1m;a6~
z{$>G&FpQP2urZq3obfe~ckpj)0J4+sNPaVMS_gF>#HG6>T3Tgr55U_C^&aJKlD2}x
zJCtzLsXMTV0Ya6b9mv~T+`Teq0k3nB-f>;rNlTQD*o4}El>#Ss68>60XcSxg&Ye5h
z)!Lnc_1K_Y+pWa(#vWZo3}9<V0(C~NYwl^W*o=D%9s|VT6MfZY(uD|Itzy8qwKlWU
zzk`K?J#Iz3X+ag+Z^ke1BDLQXMfu`gC_YJwgbI_bEq`us%e{$zZ`rFD-s4;N8}&f|
z%oKxyD8!1}2MWy5r?2auI(5pp#+Nt?IZzp|MMDBHUdTF6<hsGlH>pV(z{uv&gew}^
z2@t-b7l??DIgAmF^^No&qdz?Vk86P%N&tyV{&v3fyiEJR%TMhZ?$g3er;yRd0(ChT
z(nD%UfT;)&=~OoiKJ*4f>we@->n_E?E@(m$T0hnRz7ohyDSx*1BTKwfwJALYCU(hF
ze3TsN@y9oT7Kw(2Mt5esRUY86&IQwlUf7AR94Ezq-PRm&P|O~z(L7=K8fh;t$-J8g
zS3xW2;)3z<VZoi3{XzLgX|<rGJ6&uCOoHSIGF}FpPv{4Lv#Dp!HTb_hlK8)0BG=mQ
z*hv=NuYh*2iIe$1gRTFT*Qryk|MeHB`u$!ZD)VzA2&$k9s-8kKK;TmPK}GAJm;BSz
zP#Aj2_K1oULoXSwLopxq3Ox-4a@0$i+Mq~%`L`Jvdij6jV_z_M(kg2s5Lpos5xqd{
z_h1I7>l5H|a$w3gg!5ld`*+ayzn0*i5QFI%s=2MrP(vd^x1;^}9mUAlSQ9(Dk57z1
zk(Wg4|KXnr;s5!Ke`klGh5Ym9vDeDzkkFj>wG^Ff-Hxc2h6=~L!Gvwd1Ew$k*)RVY
zul@J%QD<$zU-YG^lfck&{jV)@!3Ojma48=-_rL!@R8lZjHD*ENo>Wi3E(&c}&>+;$
zdO%28+JrA)Eo9{jQO9d}*y!@*%MoCWKo0;345W(+35BmPzJ&O2$(GkwzYu#XAKI#@
zspSLfid`-rDZTgo5V=7RC@vHLzT&&7_Lf*rMo$mr{)Ef6qd^8DJ7{@-@3f?o-B97)
zdiNJ+KOQ|eco#TGClKtAXT*a}&1XGJKFG|GO!CRxZ3>_dreJ{fF+?p45t9D+aU1T`
zeG9O<LV6K1o-zxsVM9Oz=mA9T_+V_9tne-|F>hz3S{EGQjTbDdJPvIMA8tH7Bz)$~
zSF*nc2yl_0u)kpxOcoFo)$CN*DS$L*0eiaW#fxpj_+5Er8**l8sbM6icz+R!B+7F7
znjVmRE>;+k@mVPVg3xN!-plF8yb1U9fs<aI?eKy5@2rY)Q-S*fOv#k}EgX50HOMip
zoiER-#&4ni#qs|5@Haxbc|d>0tkV4h`=5{?0U;qmZ?3^&Pj)QC?O9Xd)FTMd?_y2;
zfcEi5&1zum14ap=z-pg~b(um_Tl@<^e?X5_Kf`?zo@#^#H^Fd!=-JzyQ#1hty0qQp
zdJeTY){mM6`frAU&KoSHBLHYe4A=NqL_|i?j@7>egrOXS#@s7lmHqZe1DJIn#p3x>
zg>$>g>%(#oWheE)m*1-Sd~Hu@iJ#i#3?-zCX1Asx#Q-3<OFP!~(iX*8_+?!KDG{=5
zHJYKu>I$Tq$qI-ktf0N9%<5jOf78FT5C!4x#|5?YP^j8k@}ejq0q``K&V>f;%&Z1c
zs`v4fogjxVih$3Su*1EJ7oSBn9Im|#f_HoQ+YGF%0}<?^r4F6EqIzV&ckKi^AUr!4
zv}{h~L@EN>iw?kgJ-7`-UaoH~kIY5I#9YN?TJ*vaFWZI@)fCCEh$C(|%-TK>;z<Fj
z5*6gRtfU7_cXyPBfF{gxTWhQA)Skn8-^RuGcVgx;kr5FGy02EYrN|B}G81L(tbiUw
zTPEX6ppb4J_z5|1iCm|8gja4}OGn4Mv7zC*B2eR%EEl(~mE&Jlo&kLfl7y`sKq24J
z-K~G=4Idge2gJEQ6;i;0iMmMQf4+YGy1<n<+n!;)I}aXp|CX4?GN14C(XE}?ttn32
zpJ$}~P{!l)$CE~7JJ6C%!{Y^}l5>ETc63$Tw7C8hJNt|a5E3EI|IFBkPu*$Q-3yus
zp)csX+9N*e)3^k!Ao;A)UUA@#_Z*}mZXHN6dWPEqIujkxSaK7f9Jt2J%)F4%!&akQ
zb56q9ZB{dMTTg1wP*0C-ezq=>u?}5pTJeBqKtSn{hX)1)ZWK-uh^=$9IeM}zJJ%rF
z497hia%2h8jVLD*q;cEYX-UT(U3D3>vD^Xj62{oQY{k9YvOOT#QGy@gXtDBNhWp?E
z0g2%t;=rNY+}!?6plyGsAo|0!#a2wbr8l~4&n;-jJPvmg6rbM4nxFD>_R|dlx*KdK
z%N`aqj7~{C7#)=H2AV_)PUbfoxiXZVUxs>d4j$}3aeFWvt>Jb{Mdct?_zdB56K_vP
ziY#fD*jc?p8>|MDwcuhS1?KYhEhjETx1%%7Te2sB`j2o|JL7ePYsI2te*wC4<Vl2P
z$VrH9wqIofvA@a6r!XpFay5{BpOR$zPF_M#C;4&X=K7Yx{vTWHp=-<~hZ_JG;1;*F
zGS&)|H|iGvV)sCB-eA9>^P<HO|HptLyVQ$djI>NxFS|EkO&BN|u%?hrL<enO-~X7M
z-E;8jZ@?>W%KE5{rC?j%q2F9XU7gXhM7cZ9D8HaAubpf-tGPLs8bqB_C)A*8g>@xp
z{Ur#-NfVABx5dCuOj?76qvHPDt3i1D<0%%T{GHW$#o04Afun&4y1U^hJCx92kL6B|
z94qiB_m0`j`ZOJ$bsYcVn~AJV^zv`TeW%GuRBw9==-jP>POyXQN;%53a<p=zTQgt&
zH4SOCStzyi^(D0U-0bX+x7reu?b7&Cj^;25?&2s!IGr_t+no`&KqdM9dLbmzt1Y+z
zok4O)5PDi8OnuzMR5_TQFQALb4)58c?HSGTR><;xsiRE-ZVnJ1M8p~Xv{RI3#kYO$
zd`i!1)*P?(Y1nRf_C{F{nm_3d@A+$%zO%D=<==yVE(>NL@7O)`5c6#H2snb6aBsn?
z!@-hhe=TA~Q@}n8_thv(Pp+(P+B5ZbA0(v<5T)~glIFlz^2^NzPV2kUnu2e#7$dyr
zyS|d2!rdq8l%&PZ0~QxbH(<%f1j7xumcMIxNM+>uEDheXKXUb)8j7-m7d?AcIaY4{
z`OXd2-KNn1F22BxR}l9<WF^SyuBvyFg3HjGkAW#g0#yo6&0t`KJ6ncbo_NsZ(Kczd
zS^;wo_k*Nm{J{Ug6tpAgcEMr9Y)w*dVvWE<<}EEPF^y==A|#o{B|@&!8SCi8khnNG
zO=c7XuQ_*FE6o%a7jM+jvfiBm;6d`&J8=N@4t*|WUOo@hy5OR4^RKDvWvWL{0%43Y
z@;ACuz@yql^PiIUD`npZp{Sjc+vvL4PfC^Zy%LXCZHt#CR@on*pFy5OAAJFN@UlH0
z+)fJn^QS>-Cfp4T4aSsF(0AHDPfK)f+I6i0H1I}-hIVmB@6O&cS66?*9$-6cVY73u
zEA56ezP9F_xb=gBe!wOn_G&JlyWJGSgVbgZqi7{ad`*1fO8!;cdZ`B(?1J^~Oic`S
zJ3vy$8pthiaY@Sl2C8Buya&)|1<;DBo0ep!88A$HrcQ3}s==H#+lqtY4tfPg*;kTg
zv~SzsD|w%JsvW5snV9<(F@1J-u1RtKGr)Q<p_-1@q{}!h+(SSgDdHg4gd!s&<H{rZ
z=J*!8<hg0KyIL8nUqE`&!F3}A(3$|E{(7dDi9cOu@67`W3>)pw(iyj{QQI?0((sSh
zP9H(;jRD_iMi6A>l^X;<AS*uc=-TXuk)eM6XB5h8g6X+AGs$;O8%io*hx*#MD$KPF
zuOTo<!x*?~2*1ztkE5c`ZTi)(NEZP6Wtf%}s*y0m0{Kl*gS_Sf-^pj3k5YE)M+*{R
zqy=3)?JMYYdS;Ntd~R{8A#t25a`{Hb(Z(q+X?b$rRyFLMF7l#vcBeUj8%WMim>Eu&
zc#{C#x9vgpHin~gVcSXf9%!|HcUlc+n$ar0LX`f|b{gb8&Pu~4TT<;2&9PhfBW;T2
zFc`Cz`mGy=LDqoq=`(^aK`Gaixt~s(#X!v_PRMMu#@{FI#vS6zUb@eWQ3u!^{v^<Q
z2&yAMk6*!#rsNJ&94H>reO?z<7BmezrA+x1DQ>3Qd`}l~>&3(Qt`ADm0@DfNeMZsl
zk~H1xt}|ct2OTi2>tziSe1g?g_nt5y$g2zLyKUdEWfb$X?KTy(BNK3Y4(3U$wMM*c
zPNS6%GXaT_I7RMh5So<N?kGZ>YNykPUJp-aNCqCnEXbkF$Cj9e1(6SXdD77VRiFTP
zpjWx>J!<_;>RrvM1p6GV2h5TTbVjx!@@ya5SO_2-a>XP;T1_vPztCJ@tp!o|^)78j
zVFYHN1=Uj0ow$D?s3<_{^nun<esokvn5oc_eV!WI{+z2g);M`B@Q-rAOccpL0|m<%
zmyHmk+VcEUV^-+(OpiY!_xX0VRx6I#Cf<sg{d(X)Ym~brVT}vyua#3H+SaE`tb8-^
zBZmg#np4)6N;=K(Lt0m=z<H#@s+WUO41==Z(355*S+{XH<erA4zy%Qzk*;<oUneIg
zV~)A?X@QwGDcLvdV^M3DtzqqN{rG#)M`Z<@UvJA15yh$2Ko6&Xqbk1;s{t$x^Ih(n
zeNgC0=(GE<Wz|xrr3r7gJIt}gdYaf(cQMsg)i{p+1l!43nzDOYEsEfbv6lmzp%t_<
zf-hJH5hrbTtzP-VsYXdeNW#(DtWGU&529&fse!-5_R%PyLiNq8q9R%Soqhiz{M;l6
z^E+VWY@b+(J`LxIaMoF^V*L8d1$S?)Otln<r9bhiYhv|-*9j*fz89Rsu@;Mm4eS=K
zirZT_iYo?fs31RL$5I$&>Q)*+z8cUOfR-eDNkl$4CWijWAb4{kjD@>kLRm{I3elEu
z&%W@Wa!T{C3(C5UQ&v)>cl1w!O{{77z-U`y8NO|ue+`%9R%;4QZKjp)3_EH5=XZ^}
z_p|zwY|7D?weNiUYf-tmYeC%tJ-T*%M=lbF?0NYUR?TOt2PHe@Z1*~r#;OOH78B?*
z70EwiK|E0jtB~4AP`Heb)8>Pc12fKTKzU!T@VzZC(lm*6v(iTj$0zu3Npb%-D-u)x
zd#cI2DdCknB6Jtz7HGlK!Klkymu7ExRe|NbTQpm8>GI{DB1wVmm)CT03G}^+l<iK;
zmW=n3<H6ga9s`y>rp*Zxpdd)PlKHu~pl*EiGa^06x5&tdmmd?=j8(Vk4T2;^A(xrx
zj79DFiC%D4T~8GDM3nx}4I&$OEr8w=u>(u3c8ph>Z@1x(Nsjdf6rxGD+O=OXV$rTq
zvy7)b&H;WMcVuY?0Obov`P#vgE7hxlX>3Y@IR*-4kjf*Aoq^sg<k)$6<tV$v{--Gz
z^9nQd`)xi4h-_cm)<P)gk9LURU7%c8a7td#H&*>M3HYE-<vAc(f)W_>AWHiL>v1+X
zK2^J}moBtzl@p59SGDbTlBR=Z!247O{(QF9>YyWjs*?czUDv*i+)Sq``si9~5u|zm
zU7-y95Zx7Y{jVjtP}K*z{*NIEgAv~+-6<C>v8640<Gyn|TPP5n7H5DA^X_tzobRKw
zBv4KY?x6x7!LIGe*GpPli*Wnc1FnEr&v=3ee5mE$|MQoI1vbLS$_gc3q|Fhx{L0Ed
zQOn`1eEmy9C2*U%;NVhL@a0*k<OQ(7Zn28d^ra=2z~2p=4la^3J?ZIZ$AI=AjT6MJ
z%%wmDQ$A&aO+S>FWi|BHmuLkvp9?|mRPuhRq*I{>#1oKYT|<3+4p4`oYGwg~yOhsG
z=p%0X@{;nX?_n(1#k~B2DL}dg_uFt3GcEr3Z6AWq-U=HOtlP%Q8{cy^^oZ%<x&G*u
zLAH(&p&!G}!vj)(zlE82>%xXOfb1v*KF^6SfmWSV0FoLmxbs_xbZ=&Q`fiAxEzsvP
z*3VLZBPa|&^Oh;9jN(^%KEqqLLfHpFf@BP8A^RX1CG2hC2hvp{dqKJ>8DkDgGN|1t
zzI+h8V5eVemVz7<iH{Voy$ke2N)IG90;J4Yn<zcEG*VFn_@d?%)Z#B$iX`{Y-48#)
z<Gkk+b^3ZY7bCI*h_w0SfrK2W_L<0AT?b#%ke&*E*q9^o0v<dl90x&-<gqI$u3R;Y
zHVPmlGL|5LW8Obn<v{}H!D(l684F^aGS`u-qJK=$P<Y3b2QlBtAb_>?1Bun!)YKv<
z(p}kW`_Z!=JPRMNu#G+@Mmcr){;g*os6Uh8{eC%uIXhq)0*bC7z_kqM_c?ie(Ewj3
z2Y|BRk53q&Xk*sXQB%^BRE&;!pz3Zs19J5W_%Wi8;`WO}th`God~&NxWOQ_yYBa*$
zKIP%k+T?dqPwIZ@H-Et&&Ixzkm%U0zaNMh&#fv*U$wh290gwx*n<Blez~}e!QYR?~
zje&@YX9K&*Jg6de@9*tkUZnwSp^p`{Ml0$OXv86IwWKrQi3PsN5lopFPxNX%RZJQ3
z#sYySAcm_BRwKVJs0m0+VLXyoKn_)5h4laL&rd{OvDVkWuZ<Mft@kW++3??5DYG&#
zFc2NH+TRBuRL3BIovSrsoqBU#fjA90y6=(FbK$~;oIYQ$mGu12TSMmwV+lg9{vSV0
ztONU)9(%8jkC_#fT+*8TlNb7|k1|MOoqQbpCa>?(Qs9rlMAP`5^IBw(Y<f=Ag?Pkp
zz`^R;)*$Tc46!u<+MOT@?e{=}kMGj^drp@@e%EZ4AqiN6y1j1dN<W&uO(22nMb38Q
z!_DvwC@IKL)lSdEK97hfwu+35BzW?I8~vqb0%M4bo(KmA^Be5|g-Z6I@PR$uzd?eO
zcc4n*PGE^@PP1Vu&|m@bxH=&0FEXfZQOimU)dQd5c$Ydu2D{+^0%gcKqJZCZ1_2Y7
zBq9nv+-vutv!$gQ?AmOw)3Q1!9WT$^EV#G@@xkp!gF>$<&5-O$<xOyK^W!NT(3d(y
z-Og-pc>~sN1OoXbE)d{DLm5D-x6`a>!vsf;1HpJ9z%BZ>@y~%w3zS;`X9cAt5d2}~
zw;%wbD2&xUWK||)k7V~OY)o$d1KHMjpS%oejL`M}1-$$J28`Cr*`~a*>0qxHX@br)
OOkG9iR-v-Zlm7vd=9b(5

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/snowdrop_classification.json b/modelling/data/abingdon-all/seasonal/snowdrop_classification.json
new file mode 100644
index 0000000..79cb8fe
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/snowdrop_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Snowdrop",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "narrow_winter_seasonal_presence",
+    "timing": "winter",
+    "season_width": "narrow",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "winter_peak",
+      "narrow_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 1.385,
+    "season_end_month": 3.31,
+    "forcing_peak_month": 2.45,
+    "season_width_months": 1.925,
+    "season_midpoint_month": 2.3475,
+    "season_start_label": "January",
+    "season_end_label": "March",
+    "forcing_peak_label": "February"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.344,
+    "DECAY": 1.774,
+    "OOS_DECAY": 4.75,
+    "POST_PEAK_DECAY": 4.948,
+    "POST_PEAK_SHARPNESS": 5.35,
+    "SEASON_START": 1.385,
+    "SEASON_END": 3.31,
+    "SHARPNESS": 6.531,
+    "FORCING_PEAK": 2.45
+  },
+  "fit": {
+    "score": 0.003
+  },
+  "warnings": [],
+  "summary": "Snowdrop is classified as narrow winter seasonal presence. The fitted seasonal window runs from about January to March, with a winter peak around February. The season is narrow, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/snowdrop_consensus.json b/modelling/data/abingdon-all/seasonal/snowdrop_consensus.json
new file mode 100644
index 0000000..e75b80d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/snowdrop_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.344",
+  "DECAY": "1.774",
+  "OOS_DECAY": "4.75",
+  "POST_PEAK_DECAY": "4.948",
+  "POST_PEAK_SHARPNESS": "5.35",
+  "SEASON_START": "1.385",
+  "SEASON_END": "3.31",
+  "SHARPNESS": "6.531",
+  "FORCING_PEAK": "2.45",
+  "SCORE": "0.003",
+  "SPECIES": "Snowdrop"
+}
diff --git a/modelling/data/abingdon-all/seasonal/snowdrop_observed.csv b/modelling/data/abingdon-all/seasonal/snowdrop_observed.csv
new file mode 100644
index 0000000..a35cb60
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/snowdrop_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,4
+2,30
+3,12
+4,0
+5,0
+6,0
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/snowdrop_parameters.csv b/modelling/data/abingdon-all/seasonal/snowdrop_parameters.csv
new file mode 100644
index 0000000..caeeae9
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/snowdrop_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:12:26,snowdrop_observed.csv,3.766,2.811,3.816,3.372,2.339,1.95,3.64,6.306,2.43,0.03351153967146288159049623581,
+2026-05-21 15:12:26,snowdrop_observed.csv,1.982,2.675,4.839,6.635,2.205,1.04,2.87,11.976,2.84,0.01709988602810625481794234067,
+2026-05-21 15:12:26,snowdrop_observed.csv,3.142,1.925,3.141,1.485,7.917,1.6,2.59,10.681,2.14,0.03715430762999619409491656741,
+2026-05-21 15:12:26,snowdrop_observed.csv,4.52,0.519,7.647,4.55,4.17,1.88,3.26,4.466,3.25,0.03369392543363149611241208225,
+2026-05-21 15:12:27,snowdrop_observed.csv,3.306,2.432,4.154,7.988,7.308,1.65,2.43,11.57,1.87,0.04826135270034708016121610854,
+2026-05-21 15:12:27,snowdrop_observed.csv,2.538,1.923,4.266,5.293,3.809,1.18,3.58,10.969,3.08,0.01017221328151924698309528573,
+2026-05-21 15:12:27,snowdrop_observed.csv,2.596,2.715,1.074,2.478,4.843,1.63,3.87,12.953,1.83,0.02491570178602622376163725388,
+2026-05-21 15:12:28,snowdrop_observed.csv,2.895,1.749,7.817,6.703,1.982,1.37,3.34,3.507,2.59,0.002565855994882608603757275172,
+2026-05-21 15:12:28,snowdrop_observed.csv,1.61,1.449,1.839,1.901,7.351,1.3,3.95,3.508,2.48,0.03839142790134345886409266165,
+2026-05-21 15:12:28,snowdrop_observed.csv,1.638,2.673,7.369,7.236,9.117,1.88,2.59,9.514,2.43,0.06798111271387993851612951021,
+2026-05-21 15:12:28,snowdrop_observed.csv,4.452,2.683,3.247,0.831,8.157,1.36,2.77,5.039,2.24,0.01006909000790885796784806042,
+2026-05-21 15:12:29,snowdrop_observed.csv,2.977,1.295,1.611,2.763,7.056,1.31,3.05,12.941,1.44,0.009037691855520446079918919092,
+2026-05-21 15:12:29,snowdrop_observed.csv,1.662,2.092,4.222,3.267,9.315,1.01,2.18,3.502,1.53,0.09315413010675401334785430624,
+2026-05-21 15:12:29,snowdrop_observed.csv,2.413,2.873,1.417,4.222,7.157,1.75,2.27,7.318,2.16,0.04397547974809762963360973393,
+2026-05-21 15:12:30,snowdrop_observed.csv,2.533,2.75,4.55,6.796,4.618,1.09,3.77,5.468,1.86,0.008586321283382378261695092725,
+2026-05-21 15:12:30,snowdrop_observed.csv,2.14,2.615,5.268,1.17,8.406,1.26,3.96,11.413,1.76,0.02985842188827560486827305773,
+2026-05-21 15:12:30,snowdrop_observed.csv,4.434,0.545,1.075,5.051,8.126,1.28,3.74,2.42,2.41,0.008679957986663801173685149708,
+2026-05-21 15:12:30,snowdrop_observed.csv,3.61,1.543,2.338,5.5,7.589,1.47,3.88,2.487,1.49,0.02794367609750689713108201798,
+2026-05-21 15:12:31,snowdrop_observed.csv,3.753,0.828,7.59,5.891,8.124,1.34,2.31,6.931,2.24,0.05677335613552134955296446442,
+2026-05-21 15:12:31,snowdrop_observed.csv,3.067,1.142,2.613,3.646,4.583,1.15,2.03,8.915,1.95,0.09306500745914820483755299543,
+2026-05-21 15:12:31,snowdrop_observed.csv,1.306,2.525,6.017,6.314,3.657,1.52,3.51,4.791,2.9,0.003391164658278259616801764646,
+2026-05-21 15:12:32,snowdrop_observed.csv,1.241,1.969,2.642,5.568,7.116,1.64,3.68,11.908,1.86,0.00247673434887975156168437459,
+2026-05-21 15:12:32,snowdrop_observed.csv,2.286,2.247,7.112,3.739,2.704,1.84,3.03,7.198,2.82,0.03129075481831561858751995123,
+2026-05-21 15:12:32,snowdrop_observed.csv,3.362,1.899,5.714,3.715,4.112,1.87,3.41,11.979,2.96,0.03429138499164664185000695511,
+2026-05-21 15:12:32,snowdrop_observed.csv,4.926,1.957,1.085,1.171,9.327,1.27,2.52,7.564,2.02,0.0136443063227137090891932065,
+2026-05-21 15:12:33,snowdrop_observed.csv,2.361,2.726,7.888,0.521,1.705,1.88,3.16,14.83,2.13,0.02807278649145154739363348904,
+2026-05-21 15:12:33,snowdrop_observed.csv,4.399,1.785,7.553,2.848,6.487,1.58,3.44,14.69,1.78,0.001670052551491146215129308266,
+2026-05-21 15:12:33,snowdrop_observed.csv,2.402,1.083,4.125,6.046,1.637,1.17,2.56,7.53,2.28,0.04489276580083147075708857368,
+2026-05-21 15:12:34,snowdrop_observed.csv,4.264,1.535,7.979,7.525,9.073,1.85,3.47,1.251,2.8,0.03584734830556531914293100565,
+2026-05-21 15:12:34,snowdrop_observed.csv,4.951,2.72,3.497,1.457,8.28,1.06,2.92,3.124,2.75,0.00844466571594742267031474005,
+2026-05-21 15:12:34,snowdrop_observed.csv,1.807,2.105,2.214,2.135,7.862,1.96,2.17,4.314,2.06,0.01514264384869759462198294367,
+2026-05-21 15:12:35,snowdrop_observed.csv,2.254,1.256,1.001,4.839,7.789,1.36,2.02,1.505,1.64,0.02173043141967330253102701791,
+2026-05-21 15:12:35,snowdrop_observed.csv,1.663,0.701,7.567,0.662,6.676,1.33,3.0,5.351,1.98,0.007598321018391295309628566342,
+2026-05-21 15:12:35,snowdrop_observed.csv,1.671,1.738,1.086,0.184,6.892,1.68,3.83,14.132,1.91,0.07250133528778875934210057923,
+2026-05-21 15:12:35,snowdrop_observed.csv,4.511,1.531,7.453,7.606,3.727,1.78,2.23,5.969,1.84,0.05520863798660384850700282380,
+2026-05-21 15:12:36,snowdrop_observed.csv,3.8,2.192,5.561,0.287,7.28,1.67,2.36,10.811,1.73,0.05233682884973556812900099509,
+2026-05-21 15:12:36,snowdrop_observed.csv,2.581,1.101,3.201,7.931,5.883,1.22,2.67,5.076,1.66,0.04452241130056146802477715400,
+2026-05-21 15:12:36,snowdrop_observed.csv,2.661,0.892,7.851,4.112,6.252,1.62,2.12,12.83,2.08,0.07151078619720687640697610981,
+2026-05-21 15:12:37,snowdrop_observed.csv,3.53,2.842,5.588,0.565,2.193,1.8,2.47,9.624,2.17,0.04836148994377725965334412285,
+2026-05-21 15:12:37,snowdrop_observed.csv,4.759,2.752,4.703,6.793,8.752,1.68,2.73,4.452,2.68,0.009912624911400662024625866025,
+2026-05-21 15:12:37,snowdrop_observed.csv,1.525,0.634,6.733,4.951,5.176,1.76,3.12,6.819,2.92,0.03067274244892078112357926656,
+2026-05-21 15:12:37,snowdrop_observed.csv,3.244,2.789,3.58,0.06,3.033,1.52,2.61,9.919,2.38,0.03731277375141784856413608831,
+2026-05-21 15:12:38,snowdrop_observed.csv,4.95,1.72,5.055,0.439,4.828,1.47,3.44,6.961,1.57,0.001942197116598142790898666888,
+2026-05-21 15:12:38,snowdrop_observed.csv,1.176,2.345,7.224,5.242,5.481,1.57,3.31,2.521,2.78,0.002011257550112828457943888074,
+2026-05-21 15:12:38,snowdrop_observed.csv,1.61,0.763,5.241,3.224,1.531,1.39,3.38,7.711,3.1,0.004125160024132891623650806482,
+2026-05-21 15:12:39,snowdrop_observed.csv,4.705,2.769,1.965,4.696,4.596,1.15,2.93,2.786,2.93,0.005447854313113438407750765904,
+2026-05-21 15:12:39,snowdrop_observed.csv,2.226,1.208,6.364,0.59,2.108,1.01,2.63,1.275,1.39,0.04232273919899152477886808333,
+2026-05-21 15:12:39,snowdrop_observed.csv,3.059,2.383,2.518,1.662,5.361,1.11,3.41,11.381,3.05,0.008219922365512649232782781988,
+2026-05-21 15:12:39,snowdrop_observed.csv,2.514,1.343,2.903,0.782,1.837,1.45,2.61,3.313,2.51,0.00711450975516569294329489986,
+2026-05-21 15:12:40,snowdrop_observed.csv,2.731,1.754,5.164,2.41,9.391,1.75,3.64,3.723,2.92,0.03855378809510030076813491004,
+2026-05-21 15:12:40,snowdrop_observed.csv,4.139,1.659,4.112,7.289,9.5,1.82,3.84,7.604,3.21,0.09932960345232457714516883539,
+2026-05-21 15:12:40,snowdrop_observed.csv,3.125,1.416,6.834,2.806,8.194,1.11,3.6,11.502,2.41,0.006304982071183766251942772678,
+2026-05-21 15:12:40,snowdrop_observed.csv,4.086,2.514,7.514,0.198,6.684,1.9,3.8,13.158,3.11,0.07322907544182650248176322184,
+2026-05-21 15:12:41,snowdrop_observed.csv,1.124,1.605,3.533,4.739,9.562,1.1,3.98,5.489,2.31,0.005386911305139397959014154962,
+2026-05-21 15:12:41,snowdrop_observed.csv,2.247,0.755,6.481,5.669,6.948,1.11,2.6,5.593,1.81,0.04478147880079298370082454339,
+2026-05-21 15:12:41,snowdrop_observed.csv,4.619,1.966,2.484,5.78,2.087,1.51,2.59,7.079,1.84,0.04005938381205866142247469368,
+2026-05-21 15:12:42,snowdrop_observed.csv,2.127,1.335,4.334,5.638,1.469,1.84,3.23,10.433,1.86,0.02482355159182638179032742659,
+2026-05-21 15:12:42,snowdrop_observed.csv,2.452,2.569,7.347,7.703,4.616,1.57,3.97,5.537,3.22,0.06500263129186752564921001077,
+2026-05-21 15:12:42,snowdrop_observed.csv,4.678,1.292,4.453,4.454,6.735,1.01,2.85,10.129,2.33,0.01216463860831234484287121261,
+2026-05-21 15:12:42,snowdrop_observed.csv,4.029,1.712,6.715,7.028,1.493,1.71,2.44,5.186,2.18,0.04512766231482658745902641887,
+2026-05-21 15:12:43,snowdrop_observed.csv,3.652,1.935,5.196,1.09,5.086,1.71,2.7,3.766,1.76,0.01052537432164710601671274612,
+2026-05-21 15:12:43,snowdrop_observed.csv,3.711,2.305,3.593,5.673,5.336,1.03,2.6,8.503,1.2,0.08998688847622057740562388457,
+2026-05-21 15:12:43,snowdrop_observed.csv,1.154,1.364,1.297,4.209,7.377,1.88,3.55,6.975,2.95,0.09272875122327077119675062449,
+2026-05-21 15:12:44,snowdrop_observed.csv,3.51,1.378,2.139,4.144,1.271,1.91,3.69,12.378,3.42,0.09272626838501027980087127891,
+2026-05-21 15:12:44,snowdrop_observed.csv,2.309,1.66,2.452,1.391,1.118,1.89,2.71,5.307,1.97,0.009220987609549350651364662658,
+2026-05-21 15:12:44,snowdrop_observed.csv,4.676,2.215,1.027,7.123,8.872,1.37,3.55,12.345,3.22,0.03755729875912184472732362685,
+2026-05-21 15:12:44,snowdrop_observed.csv,2.284,1.312,4.479,0.976,3.459,1.92,3.96,11.568,2.62,0.1064161686693375715046705793,
+2026-05-21 15:12:45,snowdrop_observed.csv,4.974,0.557,3.181,1.465,1.17,1.45,2.03,5.52,1.51,0.05975226698327512003474483222,
+2026-05-21 15:12:45,snowdrop_observed.csv,3.514,1.276,7.684,1.458,3.243,1.27,3.6,13.794,2.64,0.00893965341110239595506741135,
+2026-05-21 15:12:45,snowdrop_observed.csv,2.589,1.907,3.195,0.497,9.798,1.18,3.71,10.959,2.34,0.01666134712869907604680857681,
+2026-05-21 15:12:46,snowdrop_observed.csv,4.442,1.393,7.952,5.567,9.29,1.01,3.58,9.63,3.37,0.01010536236718535665714061208,
+2026-05-21 15:12:46,snowdrop_observed.csv,3.251,1.095,4.401,3.365,8.912,1.7,3.94,4.334,2.92,0.07758835937014588847609830594,
+2026-05-21 15:12:46,snowdrop_observed.csv,1.17,2.289,4.643,7.491,8.249,1.89,3.51,13.428,2.41,0.03025024560581254512714938813,
+2026-05-21 15:12:46,snowdrop_observed.csv,4.654,0.587,1.768,2.435,6.965,1.27,2.25,2.86,1.52,0.02075364569509408353815947801,
+2026-05-21 15:12:47,snowdrop_observed.csv,4.507,0.541,1.882,7.826,2.487,1.2,2.73,12.598,2.35,0.01171454195815988214873873072,
+2026-05-21 15:12:47,snowdrop_observed.csv,2.828,1.383,3.819,0.786,6.749,1.22,3.03,8.812,2.21,0.003734861141012714512002643082,
+2026-05-21 15:12:47,snowdrop_observed.csv,2.518,1.117,3.022,6.257,1.052,1.06,2.4,7.472,1.17,0.09002521563758271739793572814,
+2026-05-21 15:12:47,snowdrop_observed.csv,3.986,0.806,7.027,0.196,2.594,1.05,3.4,4.242,3.39,0.002708985890514069543125028439,
+2026-05-21 15:12:48,snowdrop_observed.csv,3.364,1.703,7.219,7.711,7.911,1.92,2.46,6.633,2.43,0.04585793887054201896377019441,
+2026-05-21 15:12:48,snowdrop_observed.csv,2.16,2.64,6.829,5.339,5.316,1.26,2.66,7.431,1.71,0.04559300544698871283328633321,
+2026-05-21 15:12:48,snowdrop_observed.csv,1.011,2.821,4.239,4.764,8.979,1.88,3.34,5.58,2.98,0.02953364150897374088810059619,
+2026-05-21 15:12:49,snowdrop_observed.csv,3.973,2.379,6.03,5.658,9.179,1.57,2.19,6.347,2.09,0.05937316705383202047002810343,
+2026-05-21 15:12:49,snowdrop_observed.csv,3.681,2.133,2.71,1.36,2.128,1.39,2.0,1.428,1.77,0.04396307491600746727610168231,
+2026-05-21 15:12:49,snowdrop_observed.csv,4.101,1.657,6.705,4.774,2.012,1.45,3.23,2.79,1.94,0.004505680493333370942311865073,
+2026-05-21 15:12:49,snowdrop_observed.csv,3.39,1.832,5.636,7.014,8.207,1.38,3.46,7.781,2.94,0.004805593506140862956962812289,
+2026-05-21 15:12:50,snowdrop_observed.csv,1.642,0.535,2.066,2.787,4.283,1.61,3.23,11.408,1.82,0.00250857731984928883338026225,
+2026-05-21 15:12:50,snowdrop_observed.csv,3.317,1.655,7.073,7.345,5.502,1.42,2.18,1.523,1.64,0.03493946293408717013777581089,
+2026-05-21 15:12:50,snowdrop_observed.csv,4.862,1.799,4.743,7.992,2.57,1.3,3.44,5.567,3.0,0.001751028034709244499566170289,
+2026-05-21 15:12:51,snowdrop_observed.csv,1.083,0.931,3.906,6.764,7.037,1.26,3.64,4.798,2.3,0.002497312462416525929958819336,
+2026-05-21 15:12:51,snowdrop_observed.csv,2.354,2.213,2.066,7.123,2.897,1.5,3.68,6.558,3.17,0.01284071459941743571276640794,
+2026-05-21 15:12:51,snowdrop_observed.csv,1.094,2.98,1.465,2.455,8.49,1.52,2.3,3.276,2.19,0.01660552234466603662606726751,
+2026-05-21 15:12:51,snowdrop_observed.csv,3.547,1.494,1.326,7.185,8.106,1.13,3.81,1.519,2.28,0.02465502659805861698491205092,
+2026-05-21 15:12:52,snowdrop_observed.csv,4.471,1.399,2.254,5.405,5.126,1.6,2.15,13.142,1.62,0.05951459994286090020664589526,
+2026-05-21 15:12:52,snowdrop_observed.csv,1.116,2.951,3.768,1.012,6.062,1.13,2.5,11.935,2.35,0.04904143165433255846934845502,
+2026-05-21 15:12:52,snowdrop_observed.csv,2.282,1.532,1.546,4.975,5.323,1.94,2.56,3.014,2.41,0.003076221767682201726521134778,
+2026-05-21 15:12:53,snowdrop_observed.csv,1.83,1.967,2.449,0.549,3.041,1.08,2.77,11.627,1.12,0.01750152204864066642666123242,
+2026-05-21 15:12:53,snowdrop_observed.csv,3.88,2.983,4.814,7.056,8.427,1.47,3.6,3.309,2.23,0.001726463263487385355692750173,
+2026-05-21 15:12:53,snowdrop_observed.csv,1.474,1.053,4.978,6.392,7.459,1.19,2.45,4.72,1.46,0.05708134442890093199573704695,
+2026-05-21 15:12:53,snowdrop_observed.csv,1.901,2.832,2.762,3.659,9.537,1.93,2.12,9.797,1.97,0.05598813481280788929505726485,
+2026-05-21 15:12:54,snowdrop_observed.csv,2.389,0.755,4.174,4.625,5.759,1.22,3.77,14.852,1.57,0.006394615645264708601303112761,
+2026-05-21 15:12:54,snowdrop_observed.csv,2.348,0.748,5.047,6.098,6.993,1.34,3.05,7.773,2.49,0.004355673232511079853458260421,
+2026-05-21 15:12:54,snowdrop_observed.csv,4.833,1.733,2.642,2.824,5.427,1.19,2.88,8.645,1.98,0.01035698537136947954796596628,
+2026-05-21 15:12:54,snowdrop_observed.csv,4.854,2.856,1.16,0.098,8.793,1.69,2.37,1.645,2.13,0.03053914337973386985812675984,
+2026-05-21 15:12:55,snowdrop_observed.csv,2.34,2.899,2.787,2.745,7.054,1.61,2.76,3.619,2.68,0.005179117834864303697856624644,
+2026-05-21 15:12:55,snowdrop_observed.csv,1.522,1.4,5.155,5.921,6.85,1.32,3.59,13.228,2.27,0.001423957068903287237253086362,
+2026-05-21 15:12:55,snowdrop_observed.csv,2.312,2.559,6.341,1.066,6.653,1.49,3.87,11.862,3.35,0.06795357489117542523656837908,
+2026-05-21 15:12:56,snowdrop_observed.csv,2.93,1.643,4.007,0.272,6.109,1.24,2.77,6.207,2.09,0.01117204739161799944707627338,
+2026-05-21 15:12:56,snowdrop_observed.csv,4.847,2.769,1.964,4.609,8.125,1.21,2.01,2.739,1.48,0.09045162809985379931363648438,
+2026-05-21 15:12:56,snowdrop_observed.csv,1.778,2.252,3.343,7.171,8.364,1.39,3.12,13.024,2.63,0.001555923595947152865584930317,
+2026-05-21 15:12:56,snowdrop_observed.csv,1.204,1.917,7.412,5.165,1.239,1.15,3.41,12.55,2.24,0.006608252486120260763304470172,
+2026-05-21 15:12:57,snowdrop_observed.csv,3.834,0.56,6.04,2.3,5.324,1.15,2.21,11.725,1.41,0.06929345099771471941719353548,
+2026-05-21 15:12:57,snowdrop_observed.csv,2.924,2.362,2.317,6.965,2.2,1.51,2.85,2.044,2.73,0.004856494806652939253313722676,
+2026-05-21 15:12:57,snowdrop_observed.csv,4.802,0.58,3.086,6.883,4.575,1.24,3.31,5.528,2.94,0.005394980212895102024972190453,
+2026-05-21 15:12:58,snowdrop_observed.csv,3.249,1.994,7.91,2.654,8.204,1.88,2.96,12.234,2.42,0.03549288816789424913933184118,
+2026-05-21 15:12:58,snowdrop_observed.csv,2.954,2.473,2.712,6.597,6.41,1.06,2.79,14.181,2.1,0.03976637137902742653242389794,
+2026-05-21 15:12:58,snowdrop_observed.csv,2.534,1.781,6.591,2.819,5.379,2.0,2.68,14.536,2.07,0.06972423451810701697867990747,
+2026-05-21 15:12:58,snowdrop_observed.csv,1.796,1.927,7.864,2.346,9.081,1.13,2.13,13.71,1.8,0.1062227095356212443863353158,
+2026-05-21 15:12:59,snowdrop_observed.csv,3.455,1.721,3.501,5.127,4.02,1.56,3.81,14.981,2.65,0.01178975903245617536357632408,
+2026-05-21 15:12:59,snowdrop_observed.csv,2.339,2.447,5.597,5.154,7.234,1.06,3.67,1.675,1.61,0.03287904417322970553031823074,
+2026-05-21 15:12:59,snowdrop_observed.csv,1.434,1.811,5.977,0.327,3.067,1.2,3.24,13.085,2.07,0.002302876052588650653067287897,
+2026-05-21 15:13:00,snowdrop_observed.csv,4.966,2.785,6.693,6.711,7.753,1.2,3.09,10.55,2.53,0.006362210071014275014219768232,
+2026-05-21 15:13:00,snowdrop_observed.csv,1.271,1.249,7.52,2.024,1.191,1.38,3.77,1.473,1.81,0.03248768509219859732248491565,
+2026-05-21 15:13:00,snowdrop_observed.csv,4.53,1.698,6.172,5.466,9.259,1.32,2.59,4.765,2.58,0.03929405598949201146482066681,
+2026-05-21 15:13:00,snowdrop_observed.csv,4.557,1.181,5.31,2.669,1.07,1.54,3.83,6.012,3.08,0.06117797078630176475820954272,
+2026-05-21 15:13:01,snowdrop_observed.csv,4.015,1.937,4.517,2.341,1.649,1.36,2.89,8.565,2.34,0.009243916099737451271749883717,
+2026-05-21 15:13:01,snowdrop_observed.csv,3.165,1.442,4.278,1.532,2.126,1.77,2.09,2.146,1.91,0.0172928330385181444136592526,
+2026-05-21 15:13:01,snowdrop_observed.csv,2.086,1.242,7.649,4.635,9.716,1.16,2.27,8.146,1.84,0.06682067628327984486448251137,
+2026-05-21 15:13:01,snowdrop_observed.csv,3.57,0.833,1.184,7.721,4.311,1.72,3.1,6.153,2.38,0.00509018171115415486203725106,
+2026-05-21 15:13:02,snowdrop_observed.csv,1.618,1.423,7.056,1.336,2.409,1.24,3.7,9.272,2.31,0.0087464751715890405927432212,
+2026-05-21 15:13:02,snowdrop_observed.csv,4.978,2.931,5.122,0.696,8.076,1.75,2.11,13.299,1.77,0.06918972559804530073067899311,
+2026-05-21 15:13:02,snowdrop_observed.csv,3.454,2.079,1.213,7.234,7.222,1.44,2.89,5.551,2.05,0.008681443918626037056306646317,
+2026-05-21 15:13:03,snowdrop_observed.csv,2.229,2.28,3.802,4.689,4.813,1.42,2.81,7.58,2.01,0.01280614045555581675835271127,
+2026-05-21 15:13:03,snowdrop_observed.csv,2.948,2.343,2.401,2.104,9.396,1.22,2.45,9.984,1.69,0.04708543311188566611978420228,
+2026-05-21 15:13:03,snowdrop_observed.csv,4.703,1.936,3.909,6.831,9.793,1.68,3.3,1.282,2.19,0.02658316026601487547374911148,
+2026-05-21 15:13:03,snowdrop_observed.csv,3.218,2.424,6.07,3.364,5.377,1.61,3.27,13.04,1.72,0.003636888918304726840394369658,
+2026-05-21 15:13:04,snowdrop_observed.csv,2.42,1.764,4.961,3.61,5.908,1.24,3.87,11.82,2.05,0.002570361382335491035187126496,
+2026-05-21 15:13:04,snowdrop_observed.csv,2.529,1.59,4.034,5.188,7.953,1.24,2.09,6.025,1.66,0.09397819083455259245158891798,
+2026-05-21 15:13:04,snowdrop_observed.csv,3.693,2.808,7.389,5.566,5.84,1.56,2.16,6.648,1.76,0.06771536685555829614782851779,
+2026-05-21 15:13:05,snowdrop_observed.csv,2.024,0.664,3.735,3.074,4.064,1.17,3.15,6.319,2.73,0.002090483919219296317676595057,
+2026-05-21 15:13:05,snowdrop_observed.csv,4.071,0.872,4.282,6.176,7.885,1.24,2.49,10.382,1.88,0.04405451078160813573471066228,
+2026-05-21 15:13:05,snowdrop_observed.csv,4.505,2.619,4.756,5.218,2.016,1.44,3.78,12.604,1.56,0.002862520859737831771655244927,
+2026-05-21 15:13:05,snowdrop_observed.csv,4.189,1.547,4.166,5.29,3.089,1.27,3.23,1.267,2.96,0.03168602440078730370368687925,
+2026-05-21 15:13:06,snowdrop_observed.csv,1.379,0.886,1.365,3.696,3.894,1.83,3.63,2.01,2.14,0.02639853403179897567779506149,
+2026-05-21 15:13:06,snowdrop_observed.csv,4.611,2.798,2.996,3.203,9.912,1.09,3.27,12.117,2.92,0.005532749476204153239531709272,
+2026-05-21 15:13:06,snowdrop_observed.csv,1.961,0.803,3.673,7.141,6.267,1.42,2.87,9.455,2.18,0.009748151783465579899783942325,
+2026-05-21 15:13:07,snowdrop_observed.csv,1.956,1.337,1.98,1.715,7.917,1.56,3.35,4.984,3.05,0.01095897655189470799589465151,
+2026-05-21 15:13:07,snowdrop_observed.csv,3.03,2.822,7.173,2.224,4.316,1.02,2.07,14.138,1.55,0.1224766708329625856864906290,
+2026-05-21 15:13:07,snowdrop_observed.csv,3.883,0.967,1.769,1.681,7.349,1.2,2.03,5.588,1.83,0.05556212260734146423034892812,
+2026-05-21 15:13:07,snowdrop_observed.csv,1.279,1.379,1.999,6.882,9.412,1.56,3.05,12.788,2.24,0.004346945238219141980480778402,
+2026-05-21 15:13:08,snowdrop_observed.csv,1.779,1.972,3.429,0.366,5.832,1.25,3.34,2.554,1.51,0.003909944920731961054922227428,
+2026-05-21 15:13:08,snowdrop_observed.csv,4.156,2.016,4.987,2.919,9.963,1.34,2.61,6.4,2.13,0.03900911725870955961641571274,
+2026-05-21 15:13:08,snowdrop_observed.csv,4.208,1.0,7.571,0.67,1.835,1.89,3.55,3.241,1.98,0.0134378633094046469492825861,
+2026-05-21 15:13:09,snowdrop_observed.csv,1.092,2.37,6.754,2.407,1.663,1.61,2.49,7.356,2.21,0.04577392934470114865527194238,
+2026-05-21 15:13:09,snowdrop_observed.csv,1.783,2.974,4.002,6.113,7.881,1.64,3.0,13.007,2.69,0.005168465908496914160275006649,
+2026-05-21 15:13:09,snowdrop_observed.csv,2.885,1.921,2.364,3.387,7.34,1.43,2.42,5.049,1.95,0.04001171708255868711677105331,
+2026-05-21 15:13:09,snowdrop_observed.csv,1.355,2.643,2.208,1.388,3.741,1.85,3.51,13.551,2.28,0.03074906394467870222689266068,
+2026-05-21 15:13:10,snowdrop_observed.csv,4.112,2.46,7.92,2.327,5.298,1.33,2.99,8.95,2.44,0.008333578317177881507409552258,
+2026-05-21 15:13:10,snowdrop_observed.csv,2.204,2.399,2.166,2.471,3.609,1.23,3.47,1.531,3.35,0.04081623397236559906239434871,
+2026-05-21 15:13:10,snowdrop_observed.csv,3.341,1.117,5.278,0.451,4.97,1.6,3.61,1.733,1.78,0.03103577768762325838433233169,
+2026-05-21 15:13:10,snowdrop_observed.csv,1.557,0.916,7.739,7.228,1.293,1.16,2.64,3.661,1.55,0.05306403560800461159207372689,
+2026-05-21 15:13:11,snowdrop_observed.csv,2.325,2.545,4.288,5.076,2.976,1.14,3.86,10.154,1.87,0.008087187714120569236602928762,
+2026-05-21 15:13:11,snowdrop_observed.csv,1.581,2.758,7.546,4.922,9.975,1.19,3.51,6.406,2.49,0.002888387207954417807362011625,
+2026-05-21 15:13:11,snowdrop_observed.csv,4.111,1.243,5.452,1.672,3.267,1.6,2.45,12.329,2.23,0.04701619609294769533533546585,
+2026-05-21 15:13:12,snowdrop_observed.csv,3.807,0.756,4.021,5.776,1.642,1.64,3.21,6.656,3.05,0.004475333214291527564428890877,
+2026-05-21 15:13:12,snowdrop_observed.csv,2.29,2.542,4.762,5.348,1.544,1.36,3.4,5.619,1.62,0.004382827053888068734501972672,
+2026-05-21 15:13:12,snowdrop_observed.csv,2.437,1.599,7.673,2.626,6.023,1.22,3.35,12.455,3.2,0.002924576885433696732503941775,
+2026-05-21 15:13:12,snowdrop_observed.csv,4.815,2.58,7.861,6.722,6.252,1.44,2.52,11.363,1.91,0.04716407488037308465994005382,
+2026-05-21 15:13:13,snowdrop_observed.csv,3.085,2.642,1.721,4.406,3.631,1.21,2.39,6.774,2.29,0.04777228320374682114638536125,
+2026-05-21 15:13:13,snowdrop_observed.csv,2.192,2.785,1.67,2.423,4.768,1.49,3.24,10.93,1.81,0.00159130766262432853899295260,
+2026-05-21 15:13:13,snowdrop_observed.csv,3.303,0.83,4.874,4.431,2.145,1.72,3.47,8.105,2.6,0.02867573433011164133641891184,
+2026-05-21 15:13:14,snowdrop_observed.csv,4.968,2.817,7.833,6.299,4.051,1.84,3.43,5.275,3.2,0.02997395886489447913514491715,
+2026-05-21 15:13:14,snowdrop_observed.csv,3.756,2.416,4.256,3.541,6.508,1.52,2.21,9.093,1.76,0.06024326917798330733630939521,
+2026-05-21 15:13:14,snowdrop_observed.csv,1.047,2.811,4.745,6.858,2.985,1.3,3.82,9.166,1.75,0.006031654212170255825373476324,
+2026-05-21 15:13:14,snowdrop_observed.csv,1.846,2.805,2.467,3.541,2.06,1.05,3.84,7.088,2.0,0.01215543207520090247619413176,
+2026-05-21 15:13:15,snowdrop_observed.csv,4.617,1.186,5.712,4.182,6.617,1.68,3.01,1.317,2.45,0.02845747362613451254581488342,
+2026-05-21 15:13:15,snowdrop_observed.csv,1.859,2.554,5.255,6.57,8.979,1.32,2.26,11.755,1.77,0.06365923057523961177763689598,
+2026-05-21 15:13:15,snowdrop_observed.csv,1.059,2.495,4.463,4.031,8.12,1.27,3.08,10.515,2.78,0.00355939103095048276966499902,
+2026-05-21 15:13:16,snowdrop_observed.csv,2.193,2.924,7.71,6.046,5.057,1.69,2.63,3.32,2.21,0.01319950014731346606887387178,
+2026-05-21 15:13:16,snowdrop_observed.csv,4.99,0.984,4.1,6.391,8.481,1.41,2.37,8.064,2.09,0.04568504693830488626359376646,
+2026-05-21 15:13:16,snowdrop_observed.csv,2.305,1.668,4.404,3.15,2.863,1.11,3.78,10.101,3.29,0.04215856332621296764554945034,
+2026-05-21 15:13:16,snowdrop_observed.csv,2.315,2.188,4.244,3.316,2.292,1.02,2.68,13.246,2.61,0.04252256136545687406936940729,
+2026-05-21 15:13:17,snowdrop_observed.csv,4.039,0.776,6.12,7.529,4.833,1.82,3.41,6.776,3.38,0.06114846525770038664971748151,
+2026-05-21 15:13:17,snowdrop_observed.csv,2.099,2.412,3.734,4.954,8.795,1.97,2.07,10.828,2.02,0.06101936004378511684473338365,
+2026-05-21 15:13:17,snowdrop_observed.csv,4.762,0.603,7.676,4.859,1.823,1.37,3.93,11.23,2.64,0.01003963847045692712626171623,
+2026-05-21 15:13:18,snowdrop_observed.csv,2.66,0.81,4.693,5.913,3.465,1.15,2.21,2.66,1.27,0.09558698046753572149672094184,
+2026-05-21 15:13:18,snowdrop_observed.csv,1.745,2.78,6.287,1.236,9.478,1.11,3.41,12.894,1.67,0.007447973927733632292290476551,
+2026-05-21 15:13:18,snowdrop_observed.csv,1.916,0.609,1.631,7.52,5.272,1.78,3.57,9.175,2.06,0.02688030701441394974730818652,
+2026-05-21 15:13:18,snowdrop_observed.csv,1.363,0.563,1.564,0.149,6.205,1.08,2.18,2.804,1.09,0.0144953311649087190957287598,
+2026-05-21 15:13:19,snowdrop_observed.csv,2.278,2.979,7.188,1.532,5.301,1.7,3.74,2.99,3.43,0.05794101301616469202353383134,
+2026-05-21 15:13:19,snowdrop_observed.csv,1.903,1.738,6.166,3.371,8.127,1.02,2.9,6.348,2.44,0.01253668151259915443927267052,
+2026-05-21 15:13:19,snowdrop_observed.csv,4.655,2.706,7.611,0.486,4.123,1.96,2.32,1.38,2.05,0.03581894421383024856389416750,
+2026-05-21 15:13:20,snowdrop_observed.csv,1.137,0.891,2.377,0.939,3.91,1.18,3.15,1.691,2.39,0.02811354912968250627500309012,
+2026-05-21 15:13:20,snowdrop_observed.csv,3.75,2.058,5.126,1.708,3.674,1.81,3.66,2.079,2.43,0.03276032783095494527455928852,
+2026-05-21 15:13:20,snowdrop_observed.csv,2.262,2.485,7.093,3.496,8.471,1.49,2.68,5.466,2.08,0.03789386451297031095081071340,
+2026-05-21 15:13:20,snowdrop_observed.csv,2.555,0.77,6.067,0.8,5.139,1.21,3.2,6.386,2.61,0.002323205521301373855305054368,
+2026-05-21 15:13:21,snowdrop_observed.csv,2.626,1.972,3.751,2.538,6.243,1.18,2.12,4.928,1.87,0.09038042524709694938840286529,
+2026-05-21 15:13:21,snowdrop_observed.csv,4.787,1.448,5.551,5.175,5.448,1.51,3.71,1.796,2.29,0.02452692472010008277928663458,
+2026-05-21 15:13:21,snowdrop_observed.csv,3.734,0.621,5.761,7.514,2.734,1.67,2.79,10.503,1.69,0.03805988434483899988950772959,
+2026-05-21 15:13:22,snowdrop_observed.csv,4.461,0.774,5.569,1.022,9.575,1.15,3.37,12.993,2.69,0.006004758386124135269194753274,
+2026-05-21 15:13:22,snowdrop_observed.csv,3.886,0.577,3.302,4.325,7.562,1.17,2.56,7.211,2.35,0.01407030064807941926196462961,
diff --git a/modelling/data/abingdon-all/seasonal/snowdrop_simulated.csv b/modelling/data/abingdon-all/seasonal/snowdrop_simulated.csv
new file mode 100644
index 0000000..4b159bb
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/snowdrop_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,0.0161988,0.1,0,0.01,0.0145926
+RungeKutta4,2,0.2,0.0385191,0.1,0,0.01,0.0346997
+RungeKutta4,3,0.3,0.0731953,0.1,0,0.01,0.0659376
+RungeKutta4,4,0.4,0.125937,0.1,0,0.01,0.113450
+RungeKutta4,5,0.5,0.199568,0.1,0,0.01,0.179780
+RungeKutta4,6,0.6,0.291974,0.1,0,0.01,0.263023
+RungeKutta4,7,0.7,0.396687,0.1,0,0.01,0.357353
+RungeKutta4,8,0.8,0.505719,0.1,0,0.01,0.455574
+RungeKutta4,9,0.9,0.612187,0.1,0,0.01,0.551485
+RungeKutta4,10,1.0,0.711424,0.1,0,0.01,0.640882
+RungeKutta4,11,1.1,0.800890,0.1,0,0.01,0.721477
+RungeKutta4,12,1.2,0.879575,0.1,0,0.01,0.792360
+RungeKutta4,13,1.3,0.947315,0.1,0,0.01,0.853383
+RungeKutta4,14,1.4,1.00428,0.1,0,0.01,0.904700
+RungeKutta4,15,1.5,1.05045,0.1,0,0.01,0.946292
+RungeKutta4,16,1.6,1.08514,0.1,0,0.01,0.977542
+RungeKutta4,17,1.7,1.10639,0.1,0,0.01,0.996685
+RungeKutta4,18,1.8,1.11007,0.1,0,0.01,1
+RungeKutta4,19,1.9,1.08880,0.1,0,0.01,0.980839
+RungeKutta4,20,2.0,1.03155,0.1,0,0.01,0.929266
+RungeKutta4,21,2.1,0.925948,0.1,0,0.01,0.834135
+RungeKutta4,22,2.2,0.766920,0.1,0,0.01,0.690875
+RungeKutta4,23,2.3,0.569993,0.1,0,0.01,0.513475
+RungeKutta4,24,2.4,0.373580,0.1,0,0.01,0.336537
+RungeKutta4,25,2.5,0.216703,0.1,0,0.01,0.195216
+RungeKutta4,26,2.6,0.113964,0.1,0,0.01,0.102664
+RungeKutta4,27,2.7,0.0561953,0.1,0,0.01,0.0506232
+RungeKutta4,28,2.8,0.0268125,0.1,0,0.01,0.0241539
+RungeKutta4,29,2.9,0.0126679,0.1,0,0.01,0.0114118
+RungeKutta4,30,3.0,0.00600872,0.1,0,0.01,0.00541292
+RungeKutta4,31,3.1,0.00287952,0.1,0,0.01,0.00259400
+RungeKutta4,32,3.2,0.00139626,0.1,0,0.01,0.00125781
+RungeKutta4,33,3.3,0.000684277,0.1,0,0.01,0.000616427
+RungeKutta4,34,3.4,0.000338195,0.1,0,0.01,0.000304661
+RungeKutta4,35,3.5,0.000168177,0.1,0,0.01,0.000151501
+RungeKutta4,36,3.6,0.0000839702,0.1,0,0.01,0.0000756441
+RungeKutta4,37,3.7,0.0000420254,0.1,0,0.01,0.0000378583
+RungeKutta4,38,3.8,0.0000210559,0.1,0,0.01,0.0000189681
+RungeKutta4,39,3.9,0.0000105511,0.1,0,0.01,0.00000950490
+RungeKutta4,40,4.0,0.00000528418,0.1,0,0.01,0.00000476022
+RungeKutta4,41,4.1,0.00000264356,0.1,0,0.01,0.00000238144
+RungeKutta4,42,4.2,0.00000132059,0.1,0,0.01,0.00000118965
+RungeKutta4,43,4.3,6.58545E-7,0.1,0,0.01,5.93246E-7
+RungeKutta4,44,4.4,3.27747E-7,0.1,0,0.01,2.95249E-7
+RungeKutta4,45,4.5,1.62758E-7,0.1,0,0.01,1.46620E-7
+RungeKutta4,46,4.6,8.06345E-8,0.1,0,0.01,7.26391E-8
+RungeKutta4,47,4.7,3.98473E-8,0.1,0,0.01,3.58962E-8
+RungeKutta4,48,4.8,1.96385E-8,0.1,0,0.01,1.76912E-8
+RungeKutta4,49,4.9,9.65108E-9,0.1,0,0.01,8.69412E-9
+RungeKutta4,50,5.0,4.72845E-9,0.1,0,0.01,4.25960E-9
+RungeKutta4,51,5.1,2.30913E-9,0.1,0,0.01,2.08017E-9
+RungeKutta4,52,5.2,1.12377E-9,0.1,0,0.01,1.01234E-9
+RungeKutta4,53,5.3,5.44873E-10,0.1,0,0.01,4.90846E-10
+RungeKutta4,54,5.4,2.63143E-10,0.1,0,0.01,2.37051E-10
+RungeKutta4,55,5.5,1.26541E-10,0.1,0,0.01,1.13994E-10
+RungeKutta4,56,5.6,6.0571E-11,0.1,0,0.01,5.45650E-11
+RungeKutta4,57,5.7,2.88482E-11,0.1,0,0.01,2.59877E-11
+RungeKutta4,58,5.8,1.36646E-11,0.1,0,0.01,1.23097E-11
+RungeKutta4,59,5.9,6.43387E-12,0.1,0,0.01,5.79591E-12
+RungeKutta4,60,6.0,3.00937E-12,0.1,0,0.01,2.71097E-12
+RungeKutta4,61,6.1,1.39734E-12,0.1,0,0.01,1.25879E-12
+RungeKutta4,62,6.2,6.43547E-13,0.1,0,0.01,5.79736E-13
+RungeKutta4,63,6.3,2.93677E-13,0.1,0,0.01,2.64557E-13
+RungeKutta4,64,6.4,1.32630E-13,0.1,0,0.01,1.19479E-13
+RungeKutta4,65,6.5,5.9190E-14,0.1,0,0.01,5.33210E-14
+RungeKutta4,66,6.6,2.60555E-14,0.1,0,0.01,2.34719E-14
+RungeKutta4,67,6.7,1.12875E-14,0.1,0,0.01,1.01683E-14
+RungeKutta4,68,6.8,4.79838E-15,0.1,0,0.01,4.32259E-15
+RungeKutta4,69,6.9,1.99436E-15,0.1,0,0.01,1.79661E-15
+RungeKutta4,70,7.0,8.0667E-16,0.1,0,0.01,7.26684E-16
+RungeKutta4,71,7.1,3.15637E-16,0.1,0,0.01,2.84340E-16
+RungeKutta4,72,7.2,1.18609E-16,0.1,0,0.01,1.06848E-16
+RungeKutta4,73,7.3,4.2488E-17,0.1,0,0.01,3.82751E-17
+RungeKutta4,74,7.4,1.44805E-17,0.1,0,0.01,1.30447E-17
+RungeKutta4,75,7.5,4.81337E-18,0.1,0,0.01,4.33610E-18
+RungeKutta4,76,7.6,1.74287E-18,0.1,0,0.01,1.57005E-18
+RungeKutta4,77,7.7,8.52193E-19,0.1,0,0.01,7.67693E-19
+RungeKutta4,78,7.8,5.92853E-19,0.1,0,0.01,5.34068E-19
+RungeKutta4,79,7.9,4.78578E-19,0.1,0,0.01,4.31124E-19
+RungeKutta4,80,8.0,3.85389E-19,0.1,0,0.01,3.47175E-19
+RungeKutta4,81,8.1,2.96205E-19,0.1,0,0.01,2.66835E-19
+RungeKutta4,82,8.2,2.16644E-19,0.1,0,0.01,1.95162E-19
+RungeKutta4,83,8.3,1.51802E-19,0.1,0,0.01,1.36750E-19
+RungeKutta4,84,8.4,1.02667E-19,0.1,0,0.01,9.24870E-20
+RungeKutta4,85,8.5,6.74528E-20,0.1,0,0.01,6.07645E-20
+RungeKutta4,86,8.6,4.32695E-20,0.1,0,0.01,3.89791E-20
+RungeKutta4,87,8.7,2.72078E-20,0.1,0,0.01,2.45100E-20
+RungeKutta4,88,8.8,1.68226E-20,0.1,0,0.01,1.51545E-20
+RungeKutta4,89,8.9,1.02525E-20,0.1,0,0.01,9.23590E-21
+RungeKutta4,90,9.0,6.17117E-21,0.1,0,0.01,5.55926E-21
+RungeKutta4,91,9.1,3.67445E-21,0.1,0,0.01,3.31011E-21
+RungeKutta4,92,9.2,2.16705E-21,0.1,0,0.01,1.95217E-21
+RungeKutta4,93,9.3,1.26726E-21,0.1,0,0.01,1.14160E-21
+RungeKutta4,94,9.4,7.35477E-22,0.1,0,0.01,6.62550E-22
+RungeKutta4,95,9.5,4.23945E-22,0.1,0,0.01,3.81908E-22
+RungeKutta4,96,9.6,2.42865E-22,0.1,0,0.01,2.18784E-22
+RungeKutta4,97,9.7,1.38349E-22,0.1,0,0.01,1.24631E-22
+RungeKutta4,98,9.8,7.84057E-23,0.1,0,0.01,7.06313E-23
+RungeKutta4,99,9.9,4.42240E-23,0.1,0,0.01,3.98389E-23
+RungeKutta4,100,10.0,2.48350E-23,0.1,0,0.01,2.23725E-23
+RungeKutta4,101,10.1,1.38900E-23,0.1,0,0.01,1.25127E-23
+RungeKutta4,102,10.2,7.7392E-24,0.1,0,0.01,6.97181E-24
+RungeKutta4,103,10.3,4.29682E-24,0.1,0,0.01,3.87076E-24
+RungeKutta4,104,10.4,2.37769E-24,0.1,0,0.01,2.14193E-24
+RungeKutta4,105,10.5,1.31159E-24,0.1,0,0.01,1.18154E-24
+RungeKutta4,106,10.6,7.21368E-25,0.1,0,0.01,6.49840E-25
+RungeKutta4,107,10.7,3.95638E-25,0.1,0,0.01,3.56408E-25
+RungeKutta4,108,10.8,2.16415E-25,0.1,0,0.01,1.94956E-25
+RungeKutta4,109,10.9,1.18080E-25,0.1,0,0.01,1.06372E-25
+RungeKutta4,110,11.0,6.4271E-26,0.1,0,0.01,5.78982E-26
+RungeKutta4,111,11.1,3.49018E-26,0.1,0,0.01,3.14411E-26
+RungeKutta4,112,11.2,1.89112E-26,0.1,0,0.01,1.70360E-26
+RungeKutta4,113,11.3,1.02251E-26,0.1,0,0.01,9.21122E-27
+RungeKutta4,114,11.4,5.51725E-27,0.1,0,0.01,4.97018E-27
+RungeKutta4,115,11.5,2.97110E-27,0.1,0,0.01,2.67650E-27
+RungeKutta4,116,11.6,1.59692E-27,0.1,0,0.01,1.43858E-27
+RungeKutta4,117,11.7,8.56732E-28,0.1,0,0.01,7.71782E-28
+RungeKutta4,118,11.8,4.58800E-28,0.1,0,0.01,4.13307E-28
+RungeKutta4,119,11.9,2.45270E-28,0.1,0,0.01,2.20950E-28
+RungeKutta4,120,12.0,0.00252270,0.1,0,0.01,0.00227256
+RungeKutta4,121,12.1,0.0142287,0.1,0,0.01,0.0128178
diff --git a/modelling/data/abingdon-all/seasonal/snowdrop_simulated.png b/modelling/data/abingdon-all/seasonal/snowdrop_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..9b2be45f916dbf8cfb56e333859b27eb453f15ca
GIT binary patch
literal 27292
zcma&O1yq!4_dYzd3W9=!k_rM!qjam3NQlxM0@B?nN=OMPAuUQb(nG@lQlfMWT|*Du
z|9eo69^d!<eIIL`<yphSGtXUnU)Qy-{RAq=NnX5g?E(Y>xhO65KoJ5#_l7{wCeC4l
zPq=zUXTU%F_TsAcPppjWo%C#<L1gvpt<A0M&7bSjI6kwrdv0ZUhn0h!m5-Um#NOW8
zj-QRq;-4#6t!$0i=q0|ZfxDcymQu5WKnV0u|Dk1wq(6s1OwUO_5PRwzzcO~-{b}Er
z@Vd^<%Vp*vDH>)U(Log(m!5~8OiDiYshb5g_n(ZZzbmt}c%_&<Sh-{I*mP{fR4c1|
zGOzr`Ayvb*do+dwYHh-&-F6L>^w-a~b#^4g+9l;Dg?AW633SJI9L<f|bzQXPrNF;_
z1N@Af+uFgtbouh-@Df!BA^3L)4_6fRi#R<rsRs`p7~Wxq1O@~InEPSTpswmHfY5>8
z7F{Lr2ETp4-H84M{I=ET|NkG$U}0jmu6dohrCElHobGo=#Kzvr&CMNtcG7XDJ7dRw
zeL^f>@Pxo?@BV&0f#<}#7J38|_%f;@k3+|bt#2~V7QUtsQc<z`;t)hxd2Yrb2Wn5=
z#U^13f8D6JjDPXsg<<QP>&US+PnA;hp@t*ZjI6AOCtK+vZ7XHttUf*r<Ev(-riN`1
zH#sdwc>{xk-=bk)w|<n4oJotbjCk<^eQxA_>vrwwalZLj<-6GM@$)-if)*FD^J^kD
zy9DHkSq3!iLg;SZl=k$jaX;Q3Kt|UdiF@w1>$tiR9XAlGXkI7Pc24>H`EzTYR@F>l
z3ss~O+(mLW;Ki%T-QFki(sp*mUwXdw_R^hhik#B&@$uRADXC<Z2E4GI?@B-(ZFXnh
z5V(2sRnJb{Ok3o$;m^;J6TSpr?7D?oI$HC=>?6J1Rx2d+4Gf+gA8Zqnk`AmoH8(eR
zK>gDm#oiD(*$7LR@8(}(u9%6Cd3t?sxAwI9`$%tpf0i~2q07Nyx{~&S4|k4cg(9~V
zocZ)*w{})i<lu2t3}R{NQ(@ub>;(#Ze^+g=)KnE-%jgnTh}1CQ+m9bVrgFi%AwR*Y
zdxK!G)~nX=*|P-2Be8q;8g4}&FX@~{WIjpHBFH>BKFlr@U*NFc-k(oue-^Ek=1Sby
z&_Kt+B5PSOOTy=Q<Xp8xOhWRd;T7&pE-oc4Ha<SJn$3i@cuu(s)T)CLnm9tjJfqgW
z6atPpV-8(HyP73&>;eKB+a^0p1M(|hVC9@DjMqrmv~v<MF6dm*osYK*bw{=_Ov#P!
z!FYOWD=I2hVBQ{JoVH+TvduT37Z+HX9Ch73q^8b(2x3(f(lSCK+B}ZIhENi(3#XMd
zJUQA&%!~PAx8-{soAm`PUNAs@B^Lxws+2tGI)2b!X4vR=vD%V6K}=$#)FP74ZZ7^C
zcZhx^t-0i*N5Pr%z72<7r@LNCRS!Z_CBvd{sGLQKb^X>n*4(l(oE$cqNwWvmLwMlU
z+NF*w>JC>qd1%a_C#`7teblFWEpjbfY3b?hWwpl^E^F1hPuD2&tlZUjttY$>$nS-k
zv>V6U_(6|%Mpi6qUAIlQ2ia=&J{-;Q)IP4>b?$sD<rF30=P*&>wO)^tP=o)V<~0^g
zIF9b<I4p$xSxYFT5Q0UsK-b66(6IGBfe;<fxO=htR*$49PlB1)4zit1MoTL}(`n4X
zlwxwU!mh8jJU1I0%tPd`S$^gRY;kzL=QdMjUS8CFe|)}tUuiPNJ%v5JU1CdLf;L>%
za?zC=_DYW*r(B2(Bx1-~(!YlW6Rz;&HOLtvk{3+5AQ8;hcpUxqZH9&Ye2h@4bA1e#
z3gd~w#}DVKr$YsLpPe4fiztQreZU&AAJB5jT#EPD8CrQ=l{nM){Sf_%gfo0l;)-ao
zakp}X(8=EPO5Sd9(($9}e#RK<q(RFox`WkYBc(lk?3fFx)+rX~j%t-8##)PQoAt-Z
zqON<B{z@A4r5_;B?S74CJs-romQuW7&U~LqryX@X_di`r3Si^KJ_>FRzCkR`U*nz3
za-Ctudqom$EOxBQDSHgg*kw(LN6L8ncEp`-!6(FiCTy)FLcW8R&=bnZT}J$#{vLXT
ziIkYty;o+-gN0eGO`9}GCj1+=RlDO}<Cm{o`6yRx)M-2FIARgH3wP`885|s3b;Ti|
zdOA=spXfHMRRe;Vq_wqmRr?YGA?FhRtUZbk9UYy*#l;2TE-sEG+(QZO<P|-ltf{$t
z?&3uUP3wBB(5NVq`B|^Sk?~%OBv-_(`Ddu<i5A)g5xxD|wQCg8($b-*1?*~n9~aj*
zn^(XR7#J7|B3I?uY<cZXnJC`M$hf%dyfXVmMM-Jtz|?|*uZ3V=wSY*|H+y=#=GC{I
z=y~wm;bghETX{q`BQMXfskxaiuVU`K<8IJlU`U9AHarsQ>Z)Un3R;JUjnpS!S1Sis
z!SUzs_Bz^VLAcf)^ySOBK>PdqwaY@fj#iy&pM?3WIK6Vb>$+vKU6pd*pWpM~dlG-5
zJ5pNm@#CIbyFK6Mi*08gI#i>g*Git#;-~1WoeHaQVFynT;t;Oc%DIa3Wfmi8T{@0K
z&q8DG81q{>wcU))Xkj09-|R%VnhoSx41|V@uu8gdOz=$>IgNXijg^w^Zh$Bxz;>S-
z9ALYT>FENeB*ObML=M&UzBmF|Sy}M|9^k8bXT3o1mTP<7oAEf*WpggUmM@&m08MJ<
z`ci+co%?RpxWg8RJs#E*cTK+1v@GS<u0p%Oar!7sv%5N$eSvb|dklvGh231o;#Lhv
zExiuH$6HSvYWE<12M4Z7qgwVo;-N?+QqJlS1oyJTOWeucL4kqKRR&Wa!LMK2lHAnt
z5Upy!d9J1wJ1lJ80#eZ<Qg2H6!5Wd{Mft9!t5_4o-NGZQJNY#SS(Oy8lv^|(?}bwE
z6}7l*Z`Ekx(qCc7Q&?zjX%Xliw{E<MaFCSK;uzt^1BWW%_7wrU<w1^?+%h<VIm-G1
z9-jTE^K{7VNVss4&e0TUmZ}3wjBe+9F2s%(2;+S&R~Aj=oknf^`D@+xZ6!@jv!*+F
z#_eCee93ESW~QXEG+ygfHARNie-#9#FPr5j2TKAhkjK3aFAu>SNTln0u%>3r(Za10
zSc4XiZ5L>@wY7y-*v%)}QZs6&%O`n$nSD?b94Q(gXn3%-h(u)PXKmOFuDlw1G$`)(
zNw0tjw<>f8Osb==9;uG;y?giKMGT_p9BuS-t~j<=X658OJ=I?(c4W|JR@T@5aBceK
zhQeS-K;fe|(b4HA&8++?DJdzO?t9krYZu9^UU59mo0^{P+v8N}7Cy`w<_Z}4lvfq*
zf03Nt=y-~>R>7dOK;Y8!tq_hNN(Xnm83eyk0j)v2hCC9n=y5f8!<}-|)}yn4iM(o@
zgCv)!`Z;;^E1UOZErCSZR?Et;)v?;+6)S`jna)7myzgP%X8oX)iUBOx=7g#szB@;)
zIKIklgUu1wK!x9t%V3vB+aHOvb*NZ6?vCf%d^_J$c+qKKuCkI~z@o`n<$lZP1`oUK
zOsm`gMblF6hSkf~fkKe$*{>)wV%uEfGJSi^%x}XzhA%*D8K&#x&g*E{al6T%7ItUS
z_p(6*J3ax%cMe`^jBPEPMg#XN*!>2j3@`yb=y1`q_L=E05#@H}EoI{oti0(K_Qz-=
zK7r_DyRX{F$|<P^$jXedg<lHD=`TELxtb_JMOI~e#WwGSudiFYiq&d%71T95-6EBV
ztl0miE_-63fnLAOqlrEho!ls|dQwOSz9S1{Y}*}=aVL1gi4lT|PFYh_&7@ta5X=Ge
zf-*s_=`topzpC54f$qcrTH@*{-=Gk3eR?dQ-*iq%Dy0RzS<flx;o4BK<aSYo+`)qB
z-1Sw`YIWWehV#A?Jp%ssI%6=seUN)~Jjv;VcO=~utsS<$Fy&_)-U~}NlRx)b)2eP0
z=gJ2m7vZtlzL7)3;!euo1F>->HeLA<36=GmXzTCgV%R4?4@l-yQ57=~Mf2Z_J6LZd
zkiW&<LvDTq_in(qSb0UNt)QbDe2;)gBN+Ws_W&bi$OySmVcu6ix8jflt=eLXm!V<)
z1N!4N9_faGH^_^9IbvV7CRvlPgM7Om*=3}fr(TjZmdC^#<U<wpNhUhc)+3&ciOFmL
zciNTmXw-&;&gguqaWk=S??%e#*RRQ4sR3g7GpEPnrzKUj3`y>aD-U7j18{`-VZqy$
z_grR8<m_g|RYm|4z@Hd#VHh#)-px;ht61sIaTGNy!NbG#P@^lzCgx{l@|`^Q>C>ll
zP3kI9j^c{!v8*u;k|h|cp$Zw&n+<bwuG3E2Z>(U@BSdSB(X&v4TH%~NDSOn`;^3kG
zVar;7uEqeX)0Xm%5xI@q0C(W527BC9nHF6sKc)^&39+Svn>ae7nn}1ccRpY5V5dhi
zEThpOArx9@%~+1vDGb;`RH{)JW<isU*i}9u`WRIstI$n3uF`W=3Xk2B2e1vWIk54~
z@+O6?wT^<diLTJ`Vk)&1dN14*JU!a%oBF&b+PEq`N)T07cVOeaq3JAmg+#RoLx^<Y
zYCR$2pzKQJx~;t4D240ky8B~M{X>-;)s#{+$=HHx$a?)Ak^MILUQR~mRcAPvWZ);E
z0_eHd@6Hee;v)0&7l-#RhbGcP@dsyvsMwEIVdPfJHX{ocTn!5~h=uG1o0o>of)mxC
zt7Mx2T5YP-1d<oUdd%i{I|pBduE16`&6%R`Tu+a8XSWA*RH_C;w4c@;xTy|Y!b&K_
zPVT`7c!8H5iZx+THkRgCPs>1&hu=u8P@Xc7H?7*6r@K$K#s9&(v51vXxF<DKaHDL-
zHAAp&t+48vSGEa3m>@FX8b$!^Vfnp8XF0MDVlygGA>3C|l55b-Q1uhKJ9nORx;8y}
z(m`@O%jPw-XiKizk0}%TKtdvm$kIRdLzUB-qc#Ho#+^q^#}_Gh6<9=y9F~;13@#Vz
z0q*g148N@9ST`20L!pU~gi>#aRFj~Xtxyx!C`4cFib@Pt{JVD!Uo1ETt`xIq8B4+4
z)~XRj1qJL}_xC`m;GcD^PQV%+Lo(+Tdly2bjM-C(in+t@J3E&fGzDBX9g4h2&b`H-
z|9vbv9CtOHR&YGjsx0Pm(7b<(#9<wt4fD++n`s!x{;NiWsnzAI*X<|j&|0RNgZgrY
zU%tfTdO{W!68kk~aXE{p8%HK<)V7@^^zGX#eQBJWoV}Y%yuK9d7+1@j5_&G~k=M^2
z?yiZ<a;tJ;uUsB72#l&)tI=T5`98#~D;V81;aPb1V$^p1v92=va3+%h$vQ3@G}#E9
zHZ>sNoI?`KRwnPOw&&3_wbOy~gBoVY>89i5hYudC`fD95oNqGMVHT84_owwq<{=^~
zVK=B1i0KT|o|KK_-WcqiapJ{(6Cm|O^&3`|{95hli5x+kgooX@$8P40%aMKoM;F~t
z#Q4z`gmC}P&QI!m_7UL9LjNYm<(IYs4J=8nT*(kub`iA#{257~^VOfW=i|qZ@kLS<
zRRxeMkDGPW)!$2^(}Uk~Vzk7{$;uMT>!LAE2|Dw=faxW*Zd$v4d;UF*!!(H9YKh&<
zjKgX!H#IBkb|1&HUWUXv^h-}t<SBv(o2hX{&5||Z)HM8E?wDy6THLWpz>3e17xak~
zZDsPqyV@`lTNX7~8e7&iShHP^{syXlxU=#o(Zwv#BF<$gctwNyH{*8^cXj2DG={6|
zj~K!E4G#Npa7B@?=jM#)yP+jbrJYa**iJ41iT4b#KLNE7vO`10e56Ce*nIpz_osS*
zhEHMDG*>X8Z*HFRR9V^9f<Ndk7nih@RDcqJv0KLof5)(T2l(EMFE1)z3V|B|Lj2dm
zv@szNh#0}me!>y%&Hk$+Wx}eE2$cuo;v6n>xi?EK=5p_pT6q9woKMD~kNF=@o2yaA
z`PYR%1&kTu`+j(O|Lv)nA#F_fl>AM9P1Tvw;hqOM0`PcdDu^u#?Ar6^&b@iZq_VSD
ziXs-6I5_P9zzJ4{^g0nS$QcHc=)*hIRluyo-Ms}dGc)U>-a^i{yE#-Dw1l?3z`~sY
zm~eNnH2iRRyf(>3J>b`xaWbg7cR*b>do#=Os&~})d%`^F#Kgp^5nOa@8JU@STYt>;
zdIgo}9TaZo1H6%0t*B`v?w(L@zK)2|v+Hx6IS$QWp`;_J>fpmwPWhuYEtE)ri?cVp
zgnB?ClJf(5h`{o?1O1&lk@c$oJV22i+Tgcu9~=)^wJM)Vgk0;J9%0caeKeMq3J$-N
zq2b3zv7F+LE5kQi!l<Jc7EG>ko5z@sl*(!u1AXS(@bK;Z{e6TWef;uBnY=^Lbm?Gd
zXB<!V_@}hAEUj-SnsfB>JkiWVy>He89sxmgP7d=>xlQT;C4Kb-=aykZxy|&<`edW2
zxq*pEhHJdTQh(<7&6_tfF>I%8^g3cV6rVn&o1LA_I+w`rkX4!2IQa%pcxiWc=rRBj
zT25OFJqTBDJs}wx<M(uVm2Pr1d@^=XLPEk`JOAKdypr5<s~A4JH1pxl((m8D@Ac4+
zb6Oo;6cjcDlo$n15|X$r-UDiPALt@Cxw(~Ds44+v+pgN$vfm~H>Igy*+11wexU6Nf
z!Q-kwIVTAvR}@v<o<i`x7<_LojK|A7GMpz-gwt<hx+Qx=Nm)6|Jp5K76CDFX_6Yg3
z|GN5>D_5k%#a{tvonfI~<(PY*1rTjhQ&R>Txda>tI*Q85Y1%r11KUdj*^WL?5Cz#l
z&{rN1cdPTbVfD!LJ%@pxYiAtbdE3_G5^!3{(5Kzm1qBKTEe>VoLpMS~LVz}uo=DC4
zYO>Kk+q|&Tdw?Pzi?y-zhQR=L(25u~y9?5=kBS{m;xcWs!TTmEDsA|cSzKpl=Q{+#
zblY{Zg4~6GN>H^#_6Xie?nP=+tf!}kC~a*vDc(C|M^XWS#x>C-h;mbc{6QQC5@x2U
zuAU_)5yyq3;<ZlZPdO&DAj#*^P71XkaWN1mDlSg2Ah}BBGVK|DwT9w`m7(5eH7L%6
z1F!8&KyjzzHkHo+WTbvKpr%@K!U}WEC*3WqZe_y>_T!T~b*)uZyXQu!l4#w-*iWf?
zBKaHka*!V(I9Zs~uLwE@wB2Oqx|7Bi*EYm_?_p9mV848w{<0nJb?UJX<EiOMr4og{
z*_)`N#&)3+Uf!5|)UONg*X!>Ghf_mRNl6J26wa_jSi6e$fKg)G!Wn2Jvj8+lsc5^1
zD~%?ItzpW|2<@dk1Q-8`Z|fE4m$Z^$d9rn@H|>QCb}u?!9(9>d$O_s91pi5uZ-GWP
zu_N`>s>4>NZF?v^hm}|3uW*?ZhZTGbC-d?qVpjhwbqsah(08DkmUL#kc4{2_opvsl
z{8vod)8y#@x66jDJIux!Cob;n09|se52eQj99a_v$oaBl3U$m)A87UK{R}f;I3&F{
zh0AbbmVK%=V$1UWjP&T^rU5QX0l(vX8&j}&V4%yA->;7-Fj_ghwSAQ4wMf_L=W=m>
zK8cw%9?kRi*Nvl>Hg~XpJ)Jcv`!7W}UrJ8y@9?i(&jtDG`}I#xj{geozqDl+ab;za
z|A^f{j{T2JLrhHk*FD;p08{)|f^cT!rMeIbX36~=0hZ)2>U@>))GNpE6!#N@Btmaj
zjvI3p%u$(yj-LMS1d$&Q82EQ$&@OaZ)Bfveeo5d^eGroV<EdT;1;zfIw%)#b_aABN
z+=UDJe`cYHlnF2Z6iT=*c!lD*84y9>a7>L~OB~lR$*PNd-QTbL*VD`p`(j`G*PTEX
z*6ykG^7@YpK`8lqy?%=QZA>88H~*FRpdUVbc+qypiscMW6nZTAV$ryWOG}^sj}`Ow
zhWzWxz%uy1pao;0Zn$3`UdnAby09W!K>RB$wNb31)90I5TK@es+Vy?l8UES5lXh4W
z#z`LZq&n_}05oOPr!lGIE$<wlG!ggBxbdeg48ehc;cCT3Z2-#}5A8(o0qHBa>t08k
z+R|&VyCdnbbS*4$AI0-Nj$+e+PrtZ~HIb#1-K+ZMOw@l9$72Ojc!W!p<BGof@1)&v
zo`m|26<p8(kts>#@^Ne*++9W6>)63%vy<l;a;A-H@E#c4jng?hEM1+F($a?x4i070
zSAZJV+vZTorDitM8Xg?~2e=w0_9hTq_wMcOZ6)wr_hrp5HXq_ttF&Ld6>T+GAa;Y6
z_Su)Ww@k|#K;pQ`&#&$W<cg6}izfqD`Ry}qb8c>K_U%hY(zgKxvDaX#lvnOU;UOQ8
z(m~;aj*U$|A&Fh@1%;rq0&)E0<YdIVce9!e5CbZkAs-B!-hBYe+dw*)9V|2;yml>%
z%6P2O0pSE>LqcNWPgJC^;H$La;^K<h+N|~U^_&ifrw&^FjVUk*SW8QLqL5p!gJc+0
zZk~VNC<X?`GoaugT*^S5!y65Q?)vrm3YnX<wD&ETR>_UJ;%~)qTSTO#(K{p!&Ls#q
zWsQfBaohtqZf2n;6>;?W`FBI0Pb=!^uoV^-avHW?8mjTAI?!@;t*lHeJZ=?WV2~W6
z>c-tI0i<SIU=$yKv5zOs>)ywQyV=mg?IniT*jUrJVCcqCI7cwGi1t`sQIX=aphp{;
z*Fi;LjA|FlndQQT3%z=wAT;!H=W12;^TEzd%K*i0siUgAT=mPBFTG1a^Oc^*u6?X;
zcxv32;nf;iq$_B<fl!V#2QU)|u9ipqngqKRGa)?6g82;%_Z+AO#)_T=-R0(fsHqw6
z>e+h5kAOO_sF@o>+YU-njyLi;SZjn?`#!DJR&c72ZaEebHa%rS1BxFdxC7iERcF^c
z6@Ty`W8QK`$a!72k9)(7*6K(rxzq2}tIUxbq^X@#YmKdL0CgZ-KCn1;kXu}`fVGn6
z+dO}s$$!<NztwG`&Ij>w#{i^GxU&a;soG4)N^4h_W2u^<?o7y`xY3?%05tqnkI@E|
z_rPRpIBggANS_;~ZG*?U&<Crv%YaU~O)SD`*ULf%{MIgefE;V=9q#0`b{S-NdH1k@
zJI6m$YthQRuX}awD<uP{`iM~F$!50*8>;X%j3sE?6|cPwnR?ZPgLA^(y1A|wMqpfo
zy;+K1TuQPDXaZ1H6?K9I)uK(lW9%iJ9!YwhY$mn0v(=7TY~U;;)S*ItYpA;=Nx@Y%
z==uw0&2oifw;pj)7dN{MoC3GVoJMGD3F_qYJXeJ1Q}e>EkxgG@uQ?||J}rRK7SsxK
z#j3_?cuzrHEKBP(S+_4yrEHti)qFM%tFZzU-vI%tasGlRo_iDIsloYZ@gS1SBvMc_
z>N0>7KE`VRsXY%H7bTXO>ekv+E~dpncPJLN*j1zc_-an<^-;TSrDByTB&bV%7C_Zs
za7$m0UMyyA<NqC1guD$2RP(%J%0mB4v<<4+uVczA|M=*iY@_?mRUgj(C!e}N5gPFK
z-}4IJ{9`a6+MZ=vOx{Wj`)>Li-UZGQ|K=)RUk}Tx4=p&XjB=S!Njdd4E`o3eWVGec
zipamCH5Lxx9jhO7@MrwSaw_@jlmE*0EJjNI&R8Jep$fo&Kl$T7`!jQ$<(qHc{)1vp
z0Vw}hdi;_2{a;L{Oh7+?!sEUB_p3K2xSM{ieOYK0$bsMbK-7U&pD%6rwIyO3wd!Vw
zOG--qx?LL+NKya70I1X+Ou-lN_e3;Dv1t5t;jg+k^7ZG>cmI{Xz#tR+NL$ldpxgh@
zUC#@VDl@aQ|8-K%(%t6k>6S2=2M=C4QH}cj!W{jNi2)R;{L<OEy+c2EVbiF;6152o
z@tx2jRi3J--1&>6=1;8Z%>7tb6ukuitOepK{^Us{U<}Ul^%nmSHA*ELJeoz*?`g9C
z0TNJ|3023}<^bX5?{N_Wt^7YGvD}e#^9&;W<k@F46WmSgo#e3-tLeVc91#(50}TzW
z$aeP2cev3uqL1_0mn-LSaU($~^$Vz#8MJ{U3Wjg|M-u(Pe4kA<1s1vQBdMGubwEkP
z7Va|N29{!GF3u_nM2UGMP@!DhHQJy@NA57=e~4>ayzT}E&@i8*C#o0fzrrKuenjQI
zF6Q6~5ErtURHwC(K!n+DzH56TN>K-tjf2sCljv_BA<Ma3X8o=4e0IZHehmadK3dOB
zOcWRfh|AibX;I2UDw?!ISV~3tA0>>!uF)CeQGZ>rD5y&O9S4R!LztPF-vVOh7(FTY
zx)Kb{$#t{=)a%;5eUg!{a0j&|!mC#^VMMFLB{E~eAY*T{TmHd=5u+>Y&%e<Pm02Z$
zoS!igdX4KLD81)+M!$c58!-9^P`c=nk6{<XrxMI4Wf2tAEGjB8oQ8#f%ED$qJ3a+(
za#t8Rj~qU=a8Avb{;<$rNqb;nn;DcTL2cnYK7JIc48O!rfq(U`$(yEsC2bW&#T!08
zKAav0_S;Ymb#=o!Z?uRvZ;}%QKzTUBqS>RdBlb>T)*<f};p%4ly>R1NK^p&TjgJ-E
zhN1HAr8<e)yjmZYLLYi~R5!t3U*255ZwPcF#O~taBBHQAPb<5Nb}c@hA~QStNw*nL
z2~l$7|H|B5v}iO|f?kH^!514=ZZk0{m9}2#CXR@V>|3$X@gDe)oGg0#_U+#5hyq#I
zPKr=-Q&TIv+AYC_l$2BkRLNXD(q-f5mj?1xR?uB`*T!`m*WkH%K|9`u58!0q`3+!r
z+wXaJc(Ru!YeJwLp2Xd_7T2t`@XSoi&EJ-n^KKtGE)S-7@_;(gJC@R`>+jb_E1qci
zS%|~(EF3|G?V7*ygBp*b|BD(ov*S`gsJvvHS0&)81b7zTV~7Kw8%{plK?Ki6Nh$!}
z^`e%516@a{o5-Tj0B+)Iaz_I093mql)7NHF4E|S}_djWI-`dx%H$LG!tE91$?bneK
zBocAWZV+vMK<If#%vIJdms4t!)<`yG?{a;X0dOIN8l_IOj9(nK1Hb$yqdWN=&bU1o
z2f6*K?#$Sj8zvQo*PVZ7^g{0qpM6l;Z#&xGtb*ddP%pPmL2=fucI904PcW>h&JV@t
z1;zhR<plU0ow+Y-<K~AnuNDe)uSOE4x?=E9^V5f?h#}X^y52}Xw@H9gQSa<o)0_RF
zN#4c{#aiAK^4^oM+ETb`P37aDe1zu8P(D%zRpFs@B=I`6+Ogi>=tzmUMxAnD=OB%w
z;vjY#*>}RZzxaJ==F=&UjKoce-N_!1Go=pI>Z-vBX5L>&4I9?lsmGztXm2})kE=13
z)qLv@sb0^qub9?|jp(mUx_v?;NGC<5!!Apo*4$QDNx$C~X?C*~n)kgS;rD_5PfSse
z?Nt8)t7}QeZKcF?bQGoM!vX{k7E+PlWZ2qR%0{P3=99DYciw#o>9&fBQuf#6=Tcg&
zG|4Gmw<9JdVeV#)XH6wc{g{y@mglaY`*wi4v<e@__r~E@=%<(ciACadffWHU-yB4m
zy_x6hfrh~}?s;g@x8#2wT@`;WkRfq`klnI$$>iP9QN_h?gWqnCe|Z>jSi_@@jv>!-
zf@gDlZ#GFJ?$+~T+8G6x1i`X23w^)(7(CJ6YDV1Ms~FC!74um`*;<RsjMU{J9Gg+2
z1o<smOiof-20`(B`rb#gucZko><`xP134ybzwf8c46s?f<0&I)m7O=XA2vYQzPQ)W
z=*BnuOH+%k=ij?=@5M|#^`o~16UkKLj+V+FUSi{XIf+nj6Lz(&7H7t|_mBDz*8#H4
zSVIo{5dK`lU}boSmX5D<Gqz7F5T792Dp*cIq_(icLg+Sozc%gfEh9Tu0QqPsw6TxI
zXS-bfvB|HU?Zmh|^D}Gg+YcumW=oHsTUd-#hhcgD0lfH_A(=AbO54Z<L}}Z#vhMb`
z0bdi>4ji^aIxtJv?_Ox@+$TnGQXKpIUinzyRjb^ZcXG-Oq<-Sp)OM3-#C4;iZrGdD
zuq5|z7Z!y+uV>r(8{472;)%v)SeqA52_>m*TeF%+Vzt?oH&#|6w>w#KyQXU*xMIp2
zVoFM4cz~p!3Q<gNuNgg79!Y`M@H{Kv&yv(hNZ?SII(#MdTsAd_PXX2oKo2wkizY$;
zxc)-PvW%*A@+ddYcb4<7FtNTsH`)-!Ip<^EeC56qlT#1PZOqAShQ{)s9$RjsL#3h%
zUi)#-y6mRmGPb9&WXgjF5_ep1n_)0cfd5c3_}Mf%vOn3aP5_%MyX%pY8ULMchcfz)
zVxA80v@_|HuISU7Ess@2KfYsj#^gEuv1m#*^Yb@9e(FoX-;avDGTm=)y*yzhZ?c4S
zgtW$pWB?)rA&GbIY6dl1j=)FHlgv1`Q~p(KxZ-He1=%7Aqck^|En)Ev7fRtqExug7
z72k~(#Ctj};d@=wkqhC5u#2JZJX6GMp_xjyGG;L~;tyqHV!4XX)O^&eMc6Gyr`HN*
zc-ELIS7KuASd7)?O?cjk9H#ePX3o$*Aer?4_{Sti6mgen+Fr=Md4o>MlbxkAH8WWD
zIk`rR$6KsqC3KAa^sbyUsMbc|dHW4=E1DtNGjL^oXnM=&(`Odxh)yce_D4y=W0g3?
zd`AD&FX;AX9gt#<;gSqq<=5ieKj0K3KU{I8@7AdG6f!71_k-9N;^T@&%nwi!K57+m
zn-Oi3+B!n-OpW}2MT^&NO8)8N`}TU(l#-IZh?eU{7F<6U<a0&8vOlzDKj2_r@{YeM
zGG_9+7$+U;(_?7lG=zo2dP3BUDj=q$8AW%%N`IZR?ihdZ#WfHgH_FOT-N{`$6yr0A
z2;EOYban-NaJc`_NlZBc5nKGwT{QO~nn)}sJTlUthxYRCCnYyCef~~q1h=m{`jM%?
zJ%6Qd(=YmJH81!9^5x15u~=^R_@t;k!iaI>{%p==3}%nzP5KbUQ!3`{cklg-WT;0%
zK{XBqz3X#+m5RQ?;DhSPC)FnRiZF51My|YgzeLAD|ES<X$Lc-Sb1To^y?aOHg{R*S
zuLDwN8wH6sx6*j;jkPs%jl;Ew!2Z>fS5s3{j!S3}^P3=HoK>(;d-ii?nBD8Xyn%X~
z%bd@opem(4{x5-Igv19o*oH-wj@6DQ#xVQ%s74K`-!blbTi9md|8k^_N>m2<uiK<#
z9nkMPI~5K%o;IY(#?di-vLLmV(<`}Kwk}1S*cF#k|IdN?>c_s5Us$0eLH~fSWl}9S
zGgI1cYmEUUHd77!x23tbQi<*Vx*k^S)pJOCN%weFXJNdyc6eLRk4TKUJuapM#rw`y
z&ghHjwcZ0S_~<b%5L6I4a+rnOR{H&wdS@sfSCqW##NxR_#)i`(25ogI<<QU&LWdR0
zzyjWs<ABnJ&n9fMEwGJx-k3gs&3XmRURTKkAb2D%m<WNLwRyK;$J505S#)avuMp#p
z1A7RskR{_wtEeii^;vw24d>x7JLA9LSSN?%h^VsmUF<{*))GCLhE}qalvosdHr{_>
z*pytV)gyQ#04zec!I=b(I=CjZNi&~UP7;J%->8syIV!2DE*!;9LvlO85as?EB9Z6>
zxiIHR_nUCC+>=fg12$q{2_{yB3^%0|@ek=JX2V7jA~{+|;%Gt9#pxs-B={2{O`Fjm
zjgLG7&_K1NmnbO?1Xhcw>G&JlYoAj#2+1!`t#pP1mYJXkp#l#g4WCi_Q55`n;n+>#
zlEbo;l=^);Q+JW=wVp52rfHlm+*U|tBMX)}P}@pHx86t2MkFS(0?mulZtjs<nWa|Q
zfY(g8q#>vT0TOfl`Sa(X%v>hrAryUuqnC@jeE{c+dln=(NPrL5Md4}8OKhx%+4nyd
zMC8Y%gNf1qF)@I-=(ul)t9>>J2X(av+!n)hpsM#4IGP^X*o<KMg(iBPxKyC*jN4A2
z6ecgc|FJS`92hjCtg7-4Y;|Jqa+hUk<<b&;Xd+Ek;L(*p>Vosk47LS7YFm7iM%(*(
zpP-FvK$8}il=W?)LCcrd#7rM`YCVy_D(v8T4D`*1UBJzYs{eg-y~tKRfnG87nn`ZN
z%w%Aw77Y!qb<$kmak%3+FE59gx%rJ`G1maKq3XeglJ-R}0K^(du8hE(W}{6)MwZc)
zuU4G)eI(vxE*8NpQSSr_^J*og?=+n!UqxAzu{BQiDJStB#pN%btl$}=6J5Tn2I`Pf
zKz{;$W+{Dr{i=2wVFrfu?<2|c1Z4t;%f(8C-$zH8LH)&|tje3iWYA&4T1n~Mg6Tky
zDWAF;+vV$Gwy<@yDJCFe_OC)YF29tiSB>Ox`Kc9s6hkwCA^Ngs0rz_+N$v4emJCId
zM(w}L+U|}ywQD(z^(|TemPjuX%_=mD{G;?3!T>zF<qsq!vw6r2GJSxp@S&Mm_RRcz
z_GTo#tYVnjlP9T`0;au;Lr|CE11(@>!^Fap*49qs7tw3L<a1t6zRk-~f0KzxW?TE-
z!-uac@q}X7fg_yHeXjt}$VWhr=$j_1j{iT!(JM`Bvt=ttN&y<FQp@3F`t}J_(J{-3
z*vw?oC3T&OUDunAjxJ*!|LWDNrW!Wm-tHW%#UR+AY-!wpc6@gc?5eEf=X2f4;1{tN
zzB^QC;Qv0Dh@6}WRHkiKv+DC)M~y8l^Z3J{8rdVEkD>EYft8)WvD4@BOB0RxdZvkT
z+@%4Y5sUv_beyh%<co`m`8<94R0>qzhto>T2KZ~e0kQqTtqdNSo>8j}&4GNK{Nd(g
zG2f3~rzb^jyOs`GpK(SRkg(O=t9Oht1}Jo%S__Sqh3^7^v2T+z)ZBZ?a;QjrJJ=vu
z;8(pdzTn^W#ugrAqM%C=syIt|4|nBUSWpWG>`97Nd8yiHUS*}aY*B+950XmIxxh3I
zc6{SMRZ;Rrfpx(i5`no8?f`CsnUDc89i%nqa8CGcoexG|+un-+?x2AYvOCMeM&UfA
zv;qPnLq_5M7p-zmboMx&6+#EBt=oiXf(dA#m%6)w+R9-WHvj676Hfc)R%ytYNGj?l
z0UrZ(Ne?0~w?8Qrs{RN^bH{ABKkYjEP6efucD3hMB5rTf?;b4WC)vi?b@54d@lNAa
zoSqye{4mO+Y?rqmL4CGA;#^{*6Xsp_Pl;?-cE7nqpxi1nPRXFsMRB_Z9gwO5cJmIV
z=rxg23G5c})@Ud9#_W-_)KC|q;(jcY5#lj8X9xN-ZIw;wFvye!bIm7|x4Wxd;pX%a
za3AtlU#z+8$c$VMxmKBF(Iem^swH2^dRlbzH0EGGJ{&G`An6pWRrgA1`&&l|%E_`^
zf=eb-m)t^7g;RiwXLgiAey#Y09$-eM14NF~4M1wiF~U!6A0EUC)~YQZWyD-DHPC)_
zw}kg;zPkEpsak0b`q*?{a0!H5L%lDi`SXbd)^!(pD<s9wARURm4lL&?2J$HPK5R~R
zd=FT8mg31?*ihvOdDb3|t@RGxJ__<!BkO)KwU+3%dbvuYxYlB0KDP1jumj149UM~U
zoE~b1HW$^O6-dJj5sLdAN2Jlt@xYx^`5m|x8;P;+8eBGs&#2~N2tDCw_cuDd#?D?^
z{7HBCf@lubg4@V)H$N(K<D=5rb9U@Eqv@q7YNeEUPel&Df$!;fjR-J9Q;!4bloBN;
zqta<wKQ(hSpnkWr+-;mpjm?~FSVYY>>5XzRe&W2|UXV~c9Cz8smabP!O-|&X66e`B
z0L-Sax#3k)eptpdiuLHhgBeLInkb8X;2{~cQJKN++m<bwZVlY<qIEBZG(B9P{MW6u
znIVOW+d#kS)$_4d<(^hxoS`JgSI*e*x__|y#0+w9gL!={ypV*Zl+p|>!Wg73-5;q7
zstU;iT^__9C?7C%Zz>2u=8KZi{Oub#uD7YzK#zjzd9gn*8L)`*+6K2rIrCc~@qR2-
zTRYInA$LNjd@$^%2ZMQ?x8yyML=Noh8kQB!F1k)gXnqKI+=D}{Q3@Qu7H9k;MMJ5C
zZd1Fj`|wXHn4|h%%*SiAV4;*u1R_TTRn(#U8MaqXdCc}ilR9xEofm@(+bb<NOpx~Q
z8PA`&o)lMfc@8+xPnpI~cFOv^N27H-)huiFjczeAz5%5_W#Oas`!2w*Jp)>Ud<CdN
zD+`6oG}S3@G-69UR5UN|HhN{i?F5`x{d2M%!{ewzC2}fd0wpSmjxyzy-$VHv7kP?M
z<vsvIM>ni{eWy<oIY!HzPWyX%?OpfVnv;hxOvL~FNW<03MeTHg&?PE{D_)?xWYw7$
z0UM||DLl~ux><U3G0xXv0BjBgQ2PKZ7RQh;G`}cM+L7ex{t=!o8JFqPG9hnO?6itc
zN-uoNl`9xF>34s@uF3RliGE6EQvdsgd&yGL0UKi*UIoB{F2^PxfFJoL8B#)`t4BP5
zzV*jE0r13C#F2mRSb%n{tmV`}G8bzh{``+4Ea-!kEWu4_$^=Qr3nbM63ghthT0D`M
zDnvb;r-Jl1Igq_u^7%_?V@q%M6TgEKbF-YwL+>Jq#CVAYUqjofe=}NBeJ8z=UY?SN
zkDLqesL5{Du(Gk`w~yP<7nFcFv}62}^<@mLj!WO4>f`12f}O<@!62+;dhUc62<Nka
zwY8I1=ZWa;_XTz!XNSrQ_7m;CAGBYH8Gi)v0j*q)`&Hm*qc-sFPwWLiX@<|Y_t<<-
zwHeUR2C<f@g}jxNEO3>bz^s@k&<vn|X0)<p`?+NS+qgF9{$ZDm_WDEphWky__D+MM
z!FrDZ&OZ?$RpL@DS2{qj0^D^H{1bt4y@zn}b&5Ei-cwdqE~}Mfqq(waLK8J3yZW1V
zE2N*N@hmt=(gSkr*op8)Q_Aw|>>qnX_%}p7rl6NL7tmZ(Arf_MV1xt>VxZ21BQxY!
z6R-~oE7QlgqG4n+hkyboDk@eU3$^^52b3=hh59`$i<4L(9+f^LfjuzR3D=-fDJu%b
z?jOc2)CKQzPI>q`y<n&Hpo;4{h|!Av6|9rTAM3=4;rvCx19n<MjnOJi0|cB^82Z<4
zQtvLN>?b1f$YQEGQ2O0AA+?^}pwF~2Ei}pAa;QY@TU6l)MZ&fWG&D)PLqpcXu#ztV
zGvDgYF3071LXy#bL7DO^!7X52e)wfjWFez*RYyeg1eB3Wr%ISWIY9FQtl`hQ_39rb
zd99qh`ug?jckLG5Yv)?f)FXK+aDMMVk-l#TYgUNR5P=(nLH51<@RBu$2`Zwlg#BV0
z@|293;gv9wMbc|CDq!-!0d^W*B9p0Kx3=yF>+}bmleZB0)_)lNj*wQ&^E1TWiZ=}B
z$B7tyjg_24>OGC!@>=BK!-xDU4um1i$u4&<0q(f_Gg5*9Eu=ffGeTMppQDixI~<Jl
z!_>XwG4*BPGgN;pvpsri*NfY=tdQN65%3_Wr$B`oYE-ECmI2YMajyVPCfUC3D1-lJ
zU-v@%-ith=G@u27kc5OjRU#xpDO)*^lHMC{xA8oU&^v2=JY5HmVhXF79#J55erEYU
zxQ0#ofE7@$QT>j#ph40F1vfw~8yV(xbRV05in;Qe9(pTi!H{!H08(w>x$}x5q;?d^
zsAc;(N<d|(T^Fu{P98JE$%a>)j?1cQpq_$iZAo-RWXk1-wS%8$vtQoX_Ny6ZCN>Tg
z8)r8>Ryh$y!+ibvHMntUst;JB?B5f2ml4tvS7tLU0XlL*H;d}(L>)XqFG&J?4)nXd
z0bYzutvcYsK-5iu9;p1!pBJjyzm79_LtgK|m$6x=6xqRP^Jw`=%88hTKLX=2u_fb-
z=A^rvoLqVt%FgHxdWvkpXtQj*$S$GUEoDFnY&c{z*3S>yf%B<SiEPF?4nK$?6BCJC
z)sg<b*}Ln21f`?G6VF+A+BlSd1-vrAa{8u)+DjAFAd2YC1g#dAQK+nn84~^9=*9nX
zHX=BH10%uz`n{erf)R9{5jaPbYh`3*l}6tFD&>SIJ*W>n&#I=TmeoQ8&V27PMiVrl
zSa7VAi8QTqWCZc)8!7Tkm5D@e+(Z9#*D3uiHJ*ZjZUH&w_{$BW06c5py0{L!JP~_)
z&R`kBD#v?LC9{{_fo3{*-{SZ5?D>!eH&DO1EhFgE+S;lxV!Etf|B@oO{eex$VH1j2
zJUO-mB7vfc3IlL#D9xklB?6AiZ$Lv5=;3;I{k~u8&dNyNT0tC@nG-NaC?`n58P{#x
zm>0bdhbtYj544^tXfSN|kKsJCFbNzksr5Sbe8=O5ZD?eaWx<JrZA!w}L5C!t{lXhy
z>iuDD)NQzA8Fq*cCBeeNQhfaQI`{z&jg>~yH!(3}L%?|oNDK#kNlwnA>Kf;~KdLt&
z;#fcU1?$QgzkpU$sA-{m7ecl(QrplAxVU{TnojLeELp~atgLcEB8C?l{Rvct^yAR-
z`LuC0e^hSzxz^eu8M1d2G&HjR_FXXb_4NS}ASJOXoCh}a!D4Dx0=`!z8rN*d3<@_8
zDr!{Wh79gAA6PobVf9(;^Ho|aC=8e>B72NNpg8yx8FDbv2PoGCEJkmDI|y2cl5e`W
zgYbf(HnpvII{4u{MeM`OaEx{SiE7}GM6m^jjefV6;XK+J27WmrH7HkO_nJMboU=;g
zwN$rz&Tj3pvquP2ewWIp_9`gwY%dB;**m=4P@9!T!-rz*oqOp|@a)lCjEGmwCNev(
z@?mvbHR!iWAH|+NUPnVt`cw0>xy>gy%{1V$J++!ipk##pQ@inFb94Bvr?&M?IX01s
zjZMcbZI8))FS(8{p+#hbZ8z^r_<p3~OgOb%so{uy?{`$_J~JJn{N&rst&t9a@*!vs
z3jM5ZQG0BKZ*o3u;|;U%OsH=nc-mE-h&HbIweh<e%FH2}oX6mm(ujF!VR09K+S*zZ
zZ}>elbM0qlx_Cjfj*wjyHaldTq%@X}LZS#iSdOkLXi7b+JS|P{4r<wam*vT9SOe|Z
z%8{b%w;o7><BYcKhzP`-HlfkPhDH3op)3rd?YTc|y4;59Cg8<bCiem|K?2cz_AZQR
zMZ7_WLm(ueN;V&0-MX5Duj@ywYPIZB+c7WI?IkC&hhi&gI@m@Fxv*Lx1pc8Vmn@+h
z5)OzCphL)4;8pq8o*bC<B*;lZ#H?7bgLmyot!3{Q^NYXQH;n9~M?nabTQZWq%3FGk
z)_aTOLQU&eB1w!%MRt&OE$h+0hAnWSHL03@NDtPon=)O+F1=xeApZ?hJRd}#r>WMe
z9w)<TZBEW@i#zaB(+G0;!84M+K1V;N`$0b64Z?T135?w8calFipFr>Jz4U1H`{Yl4
zA@W086d^u(X-On%?VOot%ZlB};f;!`zfsIr`DI?kPn}?mI&JWY;;X!ugv!NTi>JyX
znsTare!`*S2Rl8bRCR@ICw7CCs}pt8Lhr~t^f^obW{cq2zW7Jt=Ifu$OYK9<7v6Hc
z;*Eigx3J+LPeo9k*mC@t=HCNNPA<~E9mXRqrQmHy_aF!#xUXHS@$l&DCroH&hW<S^
zpJk%<+Tce4QD1e1w2QQ=9Jlu>kMH^3JZQQ;@%jvaq}BWaAU&z?3#8F_>D9vEB6otd
zMddKTs|*kV07&T$^xV#+_ZF3qkjT&LZmd^BkvK1u7<PuUXhs+zT(J;z03*BGIv!j?
zy2A~reh-aWMQNPQ|I5<nB{Wb{NAzvWQ(gR6e_!Kc861`9b$*e-uy($}BbkTh<xShT
z#8sRmzN}eB1i+#5Sf>!O6}{ng4Im$o5_b>>fdEB32YTEwim{`L9S3cAx(Pq@X;%ji
zIrKA$_~gaUMev9ZB@#`}%*<37kPn{g5zXlUB(hfbr+`e|Kl<%<RnRaD655l4!!9fg
z@8$R2md#aE>Q40m^o=v@_dX&JP*7(I>C7br^~vWO$Ixm%%XbkG-?Eqd{V}D@9|Ro4
z28p=||LaeZDA4HG*+uP(fSE#j92Rq~;gfDo8-RQNXv7Ny)2DYwj?I)`wDY3g5y1(t
zqRtisp#ljd<M=R8#sNdK1+*ARZ}-QhWdsJom22J#Dg%!8L{9*CI|JEszvcg}$IX2g
z6_rOA#eC2>Z*!>I+X2Z|dz^lwX>#KA52W_z{q|PJFZ<r;!&BuS`U!PCK-r{)!Fz%C
zgaF9?Mkmg7VAiF9v*wSL{d9;oK`G$4b->LKhBKNBlR`0#KX03%g>@hY@i{nvv(0iY
zG?CT8qLlfRTkglXfQj}0V`8(+%%et&)N`HCT41o918%)~F~afu6%eT|z&3%l{TncP
zC;<4cOTgd?#g-`9c3m_A@1;nyYyq>1(gyMkel4qE&S|>Y8Z}_dW4$Z9mz&P`B>yj5
zF2*OBozMbF%j-us*S!lu3_aLnVqLV}CZiZJiHY!*5(r;r{cC9E?jMs*#%%S1!~0F_
zM=P|!(NS}RBTSK<83JOB>mPe0j8D@>)AZW=n|B!%{0LrO(V`S~FAp<-RNw*@_^;b7
zpnnAtHXU66oBTkrcLmBj-O8*?CM<yVV0^5W9T--HSI}8ApTFr>rn=bl-Q~#|$3NAb
zt)ZK`TZw4#pgx6gR3+u05&f9ie4W@K#B!WfEB4<r5&0zJ6tz`Uj1i85EW$LLPmeon
zyc4_sdF*dFXE6IcoEp3U1XT+HeIeTmj^HgKUUW1xqM!wU?IaC|Imj;~!WnlWw^q?W
zhc&0i$jb#HBC#w!d_bEroqo<!$b~xKCVou9qE06h#T*X0zS^1siJq;FRw!y}j;^c#
zKMrH<$#(v1yj|C2FJVm0d-gGSU$-t<`(37$h^fitz<&ekZeU7(?hZf!+!s>(XWpCT
zg}=fj{Q^9;&zfHoe*=9uE{M$ZN~o-iOpqo(?nR*c{wkR2J=&_}lUJZU>3z)#&>kwT
z1QUaq`*|?lU-1Sl9H5WxFL12|Uq$I3Kviz-_S`A{E-Z2XzVA~dr4oUCbO8#CK}u&q
z-5WPP)BxY|6VQ<1x=BbxG@=!{snxl206Lat+8C1Ff<B(D1rDI9r@3Ab7%tHBMYR<^
z!}?#4_g6E|5ol~O1P!o?|EIEE5_b)Y0mg0g>{+HhDZsvlhbgw(c2XAMz5QvKSaM;M
z0`$OmhOh~?c>|<%(^1_2Zabz>GW?n>Mo3M~=C-r^cz{yK^>d{*cxA!u9MDFdm&n6O
z4Yc*!A2vp>|MVQQlMq$S#QkpN8NKLRKlneuFE7DxXkkLD>B?{k=;MKz1&vI*Ox6Tj
zZI@G0@Y_or2Tek9xh(ir1Qb7%VvQKigv^Hp>mBWFARIx7^Y$8`(wXxY0I$nZaRD6-
z2tn;2(5R4^k@4oun@c4q%hJj}mL&t;dw<I6SjbgSKK#>b%>C1A+=Kg%sIDY%o0<9P
zyp7i9=kB*a6Ty>if>?CditsbD(sW7Pvq5D;l+K;K;Z84~m@|AI7~3l;!px3VK7RU?
z={PxTWM^mh38?BIM)&?BtM65Z^PI4LH3IKr>9q(C0w&@2<Swbk)PI_lfU6qefyR*9
zdCi3YG?gX<?_!^!UhB*M4fS67je05gY@3FRs$9eBT%fFp&S7=W0BTm4?@4s<467Rt
zC~UPmGa2tL9#Hu>`aw5%LU$T>1HRWvPHb}_S67A5=Qnu32fW|cE(>MS26x|<zhFH<
zS?50yLPX81<FWm&<2_fq%Rcbt&?k8wWNzMX@Ft*#J{JZq9Zr-ze@Ncz;K_DcIj|+l
zQDa!G^Il!Y_9G>vrr2v-$If}qqqlg7V5C_aM~ZOXe!M14<J>55*$C!8B#zvi=WcE4
zRdqRr6_3?e@FQeEy7svGZ-IT@6|!MLH69RR^%gt6rEEBKU6x=x2E2<!fBsoU4%)bV
z57Bp<H|(wq*2up5br;Dq)~-+B?Uh=V(oB+_$;2z|XIe8S_N6M$uS&-~lGG(k3)b)w
z$*<n49`^Mg+=h9zY};<4Jdv46J;n0`jzBw$2yeY#mmv3|y+>5t`R*mKn5S!Kn9OK)
zs8?@r+#ti*Zlw*&C_EQKjE76YtWXum5!FpLGJ9d#DS3LfrUM{CcDWX2W=u*lnyfvh
zYzyl=P}cq<UV#DxYweM(%Y+Y(;l@<6sWqJ|67I39HQ#i}exDp8&_MvZU=`>t!EF#D
zOdPDN`we0o(JwZf;k^PslbnQ*xAk-gPu3G-<$Ue26^kU7xvLvIK*B2IUPNm$Pp_%t
zt(!t%-^$90w(&I>E7ht*n4zZktOqB=6|#aIDT4eWM}gi&4<vEp1>E@_(X0xx&mazV
z|B*q^s&KOt#AQ!g6$&vP!548^u`N(l^B=cCfhtIqECkI!Pq~;-{?X9{0LNgIp?~CT
zV((b#om-H@FBQ1uS#Z!D3G_K9@OMuMl7);Q<o<QGE$ZIleIP@&{_78;^;oL37^1w}
z9u{_+D^q;>#1>p~T8=viD9-%vZ0kByU!=|l@4W$vou#~(@o4^QOSpgwed4<KZS<St
zf(TL*-fQ<87gU=Y*8{n~t%vYsqlQ9Q81@S&1%7zZutb`~g9p91%#dp4syb~j@vt!J
z@$?ZKY;37}TY)y-@#m&C{`%ss7Y|25PVeB)52ygiN|Fh129V*5|9H0W#!22Gj2QiV
zs=6;<N*l`96sKu>YyFu*tMr1l=0Z`-@5V2vaf1SeH$A|<#dfDnSf)<Y*;!*P!R<m_
zY2!k;@n%}$A3#uCVr@J?>@gt~A)O<5jaIqvxTLB3$c6>bMrGl>cYcr60|<fD0PlkG
z?}0n@a|Tz)X8W0d`sYQ}jE5OQEvFShJs8d(r^>I%O9PlA1W+ALKjiZWo-SxEa~vV7
zL--kG3c_dna=%3jAc0UA^h+p|$y$n|%g^bGGK1W!^|YvV^6;^V^p(rOYW)Eo{@_>9
zWG$z%ffu9qz+Q?2h1058Pat}qA+Bq`rXgaPh)5JRY`vQ=@F{@|Cq}31Ow)D+Qet$=
z>5v1ul(KS^#;X6%Qp3P6S`cjv8L>G}#>mKMz4U0p9U!3y=;GENYawP}m%V%|t8@kP
zQbtCGb^GzhZLs0bKz{x&mk8S+uq4Z};0K;3a9nNp90xK=*=X2Ok7zkb^89An_g|$0
zpjkH4dg~tPh>Cg-_Po9IWYkvVmd)ggb4%AWK0-@-SavgMon`@R`RDOez_UAHuMd})
zjoFF-)EYrXnddpDj)GTmf1pAhFbeylq^he`J)2C<k5FJDQ5VgGBlyY4GYWLe0uS7}
zrltpFV=C&Wz`@kE>GI?c;HeHG(ez+RO1%%KzQWr<rANVsuXXaUOwNw$`JWs}-TW}T
z^gK-}QR+>))|!pAv8sXND(^F-pSJqz*bkPWZ$z-{TPzjIJ}O?ryd+PFzslZ%YO~)y
zhbtOn(I%31lJJ&<&5_%vgRE?f6jTFHZkw841{0Rv-fxIeEWukWa?3g8<%1Tx?<h!F
zeb8=P?95eE{60~7*cT{(lAC3I?V@`i%6zKHRQk~9`)sdHiivu79yIG!tkkeaaq{)^
z(oq<ryYX8g{@{ziB@q%SYOgk=s-W;jW6i3-?#4Or9Dwd$`%OLAh`k+oKxv;q7E_NP
z8AP^$-#bD*0Bb@TC}B=!rJA@u>PQ!U?!wPfN*<BRY?+Tmig6S^0$166EE+dde5!=~
zb}`);K{7Q@*6Fq1Fcf_nGdKon_M@&|f)w#*)fwWS)ftlw^skOOr`=ycBVgDTgesGl
zH8&T(3|@vmngHmr&M$gQGPzf~1FY05{qB+a4L2FtMXzb7e=2`(hUN;!{c}hk)zHep
ztAV8D<)hcvtz$t8b&f_^Ui;F?H1+8lRJj{vZFt@l&o`z$Zi?^ki<Rt;g@g6*p=S93
zU(yd>S1tNFC?>xJT{++-d@_chae>oj>Ori4lVvnhO}=)udS3a|h5eaGc|#y3M?^)@
zlWJP~0D$qp9gUv;ZU5beC_Uj*le3$hdqc+K)KSl*OdCP^f_Es%7YjA!ySM*8r0!Et
zX4J^5J#me_`#b_@nqN>aEHm=+0QK`JnJTXqx)v$tbEGq`UcWBo2w#19p4+-S{*Dir
zeEy$mH82r#b8~+IuUYG})V!~&o6H{uuTIR!&W=n=OJl{s;kkQP3bYkhMKahNjc0<w
z!)T%%A`oEwv)u7dE~uX}0A@(=?iTT%C>^}~K&UbdC0YUGJWL#(_g}3q{|l&RIdO=H
z=p;zyPyfHx&O98-_U+>+QF*8kvQ@%UWKAP$PxU0pmTcLxl{K=By=0555!p*ALdZH}
zDcMpyWFIqR#@aA;%EWu#%CF~nfA9PL@g6_N;g30vVXphS=f1A<I?wO-bAmZA``NSe
z`284xEw4c?v(6&g1Lxi(w5+odafj8CyQH}IO405<Q)3Xl)4KZ)R=BvX&RU%EASc}o
z3CRV0hKvwU4zFB!;BCw)Z4=4H&aR3^S0aRit`|Dp?vl%U)Q*@Nlm6xlM5(j&{BYYR
zv;1`1pFDH^e8_;_Aj(`+$fM;+MdJ^r{R@8-g8%UXF?&~~+(s0ye0EKZDFQWwLoz~o
zT#}ERem4qWFWqq@hdTK0X26?2%zzytk$h$jtmiHo(I%zoXV3WjD^54Ey0;mnPc2u7
z*V$`pX=Qq|Zn^=vaG_-!tgHe)D>Lq6_dher?l=lgdwtRK5n!~RYpCZ;irVxNKw(Sj
zpJoD;D4rMT`W6;ha?zWb7r)K$e0pc{TQE53hV<Fg*+=!#J+v^2EwWE>|L6k-(Og9Y
zzKETx@ZzbP-T68Ki&b#<e|vXlTuRE{($XscLeRy%qtK#>6gtO~qN11ZJqFnvKP&|k
z{Y?w!jL1o-frA5)FdLRw@nNgih5{6*2Ij`k5dt@*FJdGAgY;$h;eR;_7%UA`AqcNf
zG<`_Gs#J{mK^>_^B|9gtb}yD89YSz4(Jx0Bu>w+JoBOVp_(os<<qz}{e>221BrtNR
zR%J0eN<t}5;b`6MV{iWV`24X5BxW<Ha4^>+(#_cnaA7Tmtxm@VZN}uYZaHAS;VLI7
z-nj0R5WV49#>CGy+Ow7ukH{=q^<Kt;7Ic1;cL+&%kRF1eu#3Y&vrAA3vzv2hZ0>&F
zguB$RLQS>j_-zJ0E&Aa#O6`#KRyta<<<!;ud$oOGd$>+YbXrCeog>pVJ>OrrE>aN9
zBQKWFlrreQvHpSe*K%=`rbulkro>qICMT<$vCnq-GlfHV&!OX#nzaH=UY<b%8t-dY
zQwQiTIKJ{}!jF6l&Lt=}i_MZNGy;g>NCZWPEZT5l4-_<iRW<~)w!GymGlZ)sN@qh~
zk5E3^<SA~Z8*oU8A9U|Eu}hR_j57D7)9A~XaZJ(tKr=QMkZ)KWFgRRB7)+y20Q6=+
z!xKS?ANZC|t9^{dNY?u=DrCKN4~5dkP4r6(g_!>(wj+p}&xb52vx-<196gl{RAv$2
zr`M;kvySw`q}Q^APN9X9vMo&}#h0&*f-bx`UJ=O-=WOX4r)ckTJ7cv!O1-uE?Gm-l
zL1~+im%_pa>9&QWj^IjBUQL47I<tP4s?&{pxpVzpZhYJN5+oP8brb{Tqh2vUI%V?8
z&tT7nK9jko&uD7!J2xvIC_0Pi7ir$E#~nCD=z~{~pq*C*$<D-r9}KKtfWdp-g1WCK
zVgByj2?;JvcA<Rc*wix`+vnT}ZpVJ*%K176reX>;*aF9`UeS=7by(dbJ`Knc=9#0m
zEqeX)op)3j+1=G4-}y2zFl#yTiMW?5kNHVkI-@vL=~j&qLdvsBL%km4Zs`z~n3#i&
z<ohmgA)6orZCit6FE2Vq&kYaerpl!UF2cL&@WI_vTE0lCTJdjV3hd9}W-jBUB{@WG
ze0ktv?xK0&3;&^x&u<XNhEIg-@<+&k`TUB370vN)Ty=dBU&BqljdC4>3Y?Cy@SWMP
zgAjTR{4JoPH6tH)Sze!8txb!Fh$yk*IT+0dMQFEuzoH42RqDId+7js<=#iPym`9JM
zI@ZP|Z*Qt}%eUgtl!Pm&3y^yJ_7!y9gMKRmkckQvR15^8o1OZ3%z_)7ovMR>rkwHQ
zR@Mk*OQwOq=MtVnic5PMO+!MrUv#vL;1SKUc7i}$48HyjE8@}X9cf@4j}S(-bDMoI
zGTncS4CN}zGv5$SpV`jUG8ce<QCP^KNxWpfS<?UQXCyLle(jz;;*)uMXPfm^Z>&7!
zsytK+`2r$cf;2%GD=&h?^}pWDKhBmHV9WGH97OXoSo^87EW=R(3Avt$P%a;MMdQZG
z#<_uaGx$!;cTt_GGICT;lj|l%OF|O)&bDpYj|)_z^agx5p0gv5I)bf0gbr@;(<;ZT
zHMQ>#eD|4q$L5L8FY^HM%UsiGadPwB-)+S+(+m+Mwewcm9fd~Mw-9QRX7?cPeR-fl
z@ldHF&oIcn8ro#F(tqLwK$e5gta<S#i1SZ2uXnys7&)W)?%nJA?F+A+qa1O(8_Uad
zM&gW)x-j|qTLKuT*^Yv1aHcuZQuNt%jIm&&mlf=E*Mc{=WV9d*?Ix3#7^ZQ%um86{
zns4-7qO9a(U(_-Wl%Kim19*TElFQpWK_nwX$Lc_5rxMEL-}R8--|pwc_o*OOnf~;$
zhK$;Fe63PT(t{E^pR5z*uf2V4!DM2i=*{`7t0u$DulIu{Tgt&a+sBlhn-h=&*3s@`
zVYHpfQdi#FbC2eIx4x#LH|FU1;n5Z=YOP{<NJQ9U!}R3+cxCS=5X`*1L!>j4U4Q2^
z%o^`bZhViOjxzk=$_|2$acEN(T2r$VRM<{`zIY8jMb@{%v7aZ;SRu<1HH(qo{WPoJ
zzagd@jpHiWf=<;bd0AWHLZ`4UE&D!}Zukx?F0RLMvI=!CeT1vJ?Ci`8I&}RaniG=-
zCQq=HPaQo+tW&8S_VL1+`$gz?>}W36T%;RtLB0CNe?1+~_w{Ds71W8=iFemeS+3Ho
z)Eqnc%C?=a@Z*m4gP03b2T~d|u(9PPlJ;Xi8B-@L%v?&T3ttqL7AQ4}=a<B^DX_g?
z<?DwOk}9kMO(|DN#MEm=tj;7y{a<sWzDmSlz+`jiR^yT8Q(QrV8@YX_A+j2c=GwDo
zIF;#IIlhk2j4Mcz*#cZGcM4-7te0l??cBL5X2|qJk96U^-@wk?DH3f@-m!ip=Nxn5
zK#u+gBQ$RBuW2&94yF&~nuL7BOe4qPKNAGG-Y}Gv(4Vb_0t^={)$*v{M)PxpdzrBb
z<-ETxiyRyfke1W)y<S_;AMGD9ZpuDC;WP}+vp)`>4YE3G8mzGNr`RVzli`306=7}0
zw|=wm8@dCfg4B|P%{ZnZhDB3~)>h(&{4kCy-@j8Rdhy<F;~%lpA-`@t%j+^ZQhDKY
z%zL7`9mfbu&O-g`_TR++!l<(pekN-NWrHJQePz@UvL?sm7CZ<ZZ?~)`n!$V(p50<-
zpEd2B%uF$u@o1f<#HTeat@cLeoANMsYL!iqW1IcD<kvM@hI6)rHk`)4=CUQVku`%q
zMpz?~6|+&ib1LRqb||Tj(a_Z;@!Qu}mX&5$QwRivYOV&G%#NOW^^XE>u9ZuTV&Zl3
z(Yg-i5Uq{uu2Hsrb+x?+Y8Mal4Ftpsl#ein`b!7-2|CN0_iQoG`hsQFT1f$B1G#Vm
zdbBD%mT!u{?2L|mYa|<ycdaixWwq{^rJZ6tRKDSfF<vQDzpRb>U2ZM`J019Qp6YFP
z*NwJ5R09;o-O$ihFy&eUqyuldG5XLf@xzBp?%x3n(hBI3OUlc(J{L(G?T%XZ4Spgb
zs{74SpYEb}&6u(qN=8Rm`>ii6B)c|YFUhnm;M0PoDB>A;9+_&+nc}1Q@>|xY4AK8X
zbTr=N{2dUjq<bO-F&W><w#DcLn`Dq9$W8YZJ<*SjVDX9kx(1fb?5Zq78|E+K(bSu9
z+vf~wojAa7QM0{puCzp@*}gYJu%6-kMGM_(Q7^l+)U`T0u%DhPF3IdHjQGQ>)yQ`1
zF`;GVr(QW5J+wIaY1BDjEk$l<U?8`L?;8LRj{=jn>1b~)b-uNmHh0MT%kgn*1dV;^
z(Fs+(mj*5aO?kPwaeaLTm7gcYN%^UkQ^jgI&)y??YRGgr`8jnx1J(VRGrqTuH&iv+
zR8rD-&^ON3bfMCW`E2^?E-XDYw>tA6l9TP}x_WrTY=k&tO=`K*&u@@SWK}lMMZo=_
zFwY4`wgcSU)*uLU1?@$dk>_<d>lWL5e5BzV)Y@S=u}d)oA=7kQg3<Bxo%*#GmQ+(e
zJvq-c?>*ig+7oM!{j=W8hf*SSSOb*WjwY6u^XfJQwjIyc71oy(ax<>g3a4<4P*KN3
z&%HfMCkTF4Fkg1H8^|$&Yfp4!JTs8y4?HJlSOCty@%JDas^{bMcdxclClo02^7_2u
zQ)D?Pmn3LE@mf3}@}rWJA2g;H%BI(&=8sO}DUcOo*mY51JxNKQCNVJ)4xbS~KPtoU
zjNfu~m8(_<#8*yl(`eeJNq*ZghcKq=4?+VZblZ3&1BpBeOp0ZzA;d2>ED>@2^-|f-
zERuXn3$HA*bzg8&y-!N)zUX9_cH+eAi`pjnY~lQ?gW_eES$^DI9PujmR99{Kpz4=f
z^qK6xj<u<w0ip|h%kPB%aIv>k2cTyj^ti_~Jirh`{2JQYYlK~?ninrlEuO5vqI#QV
ztb0uw0UZ+$hL88~tFZq>+TC>J$jJ}wz|rg5agDI)J_9bHBQH6bN6IQ}kwU2q(p)vB
z<veiUm`;vHLbTGi3m-``Lbr#hpi}FcbcDP2)IR`#KJwygz!d2kO#`5TPEM2-wdi0G
zbFmEq34@Ik;Tn4L`1Au=<TPbaSKmYsQWx<cS%NgY!sEus;|R#a9|ZGKKwBsk;c%*&
z6iQa~DN|S-4sr#)NlU=`0)Ic0+Z2FjZt5=tvDLYnCgI(uMZdsl|8N9{xE|}NSE;R=
zviOPHCZz?sb3pw%+OE8TMKId&h_NUxHa5$K27mx<5$$(i=Wa%QwW4M0!{fTehPw0g
zGhF)->b{1Jxu?Ybv>AtTiAw$j1k3V+Hc_>!BvWjzB{&nIZ#3KdATu3q|F>2TnPH-4
zHO8HvJ_!PkfH%VfRv?1E$?Ln;KF>5W#5y`U5OP2dda&B3yd2fKe+ENQa(A%kEtP7i
z1~T<#7XoY0ry<5G04C_SYRCF~*2;nt(L;paFscA&|H`!)jG}k5s5~Ns--0PFrQc?k
zF+ODb@~_y`)R*%apeqEwYOg&m?-oH_UEOtUx;$?suDSVwJFjSvzLwT-VpEwPEr{F2
zbKMyvaW=nlNd;^i92h}!xyetO$_d;~6@S!#s;5*7bzp^_!#K0Y>qxs{t$#HY1m_Py
zoGf9(f|Tz{+T_$ALqJONB*c=*4y9r@e0>$9JxdS}_k5pabPGt+QT?U%59Kz-l{XC6
zzxCEi*`w;#B$XICBs;mRz6U@ffZ}Tny9_ZN`NuBJCL5ZWwNvq_o+c(~xoWe)3>!7y
zrt)$>L2CxFz2!Ii1|zwod60Go3%>9q3J3}|6afsX(CHyBjGichA;RF7mY-eEtEw7^
zjg9>bUnCYDV7_}G1}WIGj^q8;rlSx#I4;FvH;0K^ED_dgC(r(snia*S1bx%VQpZkq
zLIyb7WyZgP2vX(p<v8N{8pYET5D1bg1_nt)ARo_m>P<bdB&30BF0INGelqymdla|o
z&)va}b#$L(Yi&LrD0E6OiE?L5SLn&YXEm{_G`TnuN&e2*xez(my*-B;W<x-N*9sJO
zmh;oJ2CMv`>w}<Pl&b|4#8<dSRs<~i1Fqin)~)V0T*gD1HyL%A(nf5bxo4#G>GA-r
zkaFfPz2A=?*Cnb(3Pf_=1gBY(J<ggzwnn<~iA6bAbl(V<?2*GB+~yn-=pF=U<)q3a
z{H7x;<}1>vz}?{%Pfy(7c$EB14CvTeK74qPnR#%D&%a%9r5PrpB}tK~f!}R8`35yg
zfdSJmDKrZ^n^u$MjEE6OAPJxT0u&<8oo7h?2)dH9pVL0PMV<6j{KNz;76h!_=tY{x
zewL|hyHBrpBR+(ojrDRlsx1@)9KinMm;8<fZKGagXJ;43PaS5k+s9nvP!$9^5u}pp
z7X*qTJI_;X!h(WmM~qwOS!y-3CV<Wr85h8sR*q6p;~WSKzohf*Qta@sx%=BAJWPbf
z_6eCoD{ms3!53JDaRA`SRK+OCw4C6bH$_kV%o6b2MrEBOtQ>3PRQYGV)ai6<U$J@V
zPx1|Brl#rNE>ofi%0)i3VR&g+^<YkoYg;y*LD(usxwj||wt&Lw<wuCV){cu|J`w;=
zW@XMp1>P!=tlrOGr7$TIBUma~LZsY`I~gszLYR5qC*hf-1tj%w>;uvSOiRgZ`u)Ry
zElIOth?3k%8OiC#*I#wDh4TA9PfT{@z)|QLlX%G|>q3d}B?luWpZ2F>4l(12vY1Jd
zlNq@T4O-srtAUM4dzlV5dS50fHJ20nE{gUBqFACT-INzkTe#AB&=Nl$un$*)^>XUm
zOt8!+i7{u$5883ej(toS%?jm<gWd*@v@w6EtKSFCXd(U`i|>thR*F_p_~`(k{vtdw
z_PYj;w_}Ei3PdVV&Sb+1=pfT=;6#?GPv<7yVy#sX*2`E#^A+tt9%ebf<BmYL1>M%S
zh}0N)!m=veJ-nfvNOkp%vN~&Xg)ayXKN5H>$HQZjlPA4k`V^^Q%b>t`nkfC&#{*#`
zug-psLQE`Cpiy>qeuOj~h}Rg(L7ZXZmnD!@P(V^ryL1Vre5eTgb<WOZiRkgMF^{j6
z;kYGTn)TlDeQ~frhf%}xH%lIS`}h8*oAP{no}GOTU_K-eOuCyc1J7L*K&yy@?8Cz_
zUyZ=}&o{k%1Yihw2sIIBTkb43XfTj~3+dN_^b;XXs|y^Kqen)Ds{9<nO#%|n10WQ)
zfV6nCH_iV2jlSW{<4DIK*Lc_mS^?^M1Txf!BNblSmYpNTBar20^<~PCI3xlPr3p02
zuqrr5DnVQnq#dAvK~k_X%Pf{O{AkkNQf}Ephi-q}7rVJ<k#-=@0(Snr2tu0)zjrSV
z)Y57|8b;cFAlCtKCDy%59iZ&gjUIw#Lz*B*j|H9j(!zK~fLOHRGUtNe;f#7dM9l`I
pBt*pbpJ;LP|Lu>|*Sf)gW!gR2B$JMYMo~1Xe`=g7IAeb2zW_fq3RD09

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/snowdrop_synthesised.csv b/modelling/data/abingdon-all/seasonal/snowdrop_synthesised.csv
new file mode 100644
index 0000000..89e7d54
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/snowdrop_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,4,0.22599852,6.7585995270569885
+2,30,0.9784333999999999,29.26054345177464
+3,12,0.40943337,12.244311072671401
+4,0,0.00116327516,0.0347883293492946
+5,0,1.054715138e-06,3.1541787233237835e-05
+6,0,9.205424669999999e-10,2.7529285953297717e-08
+7,0,5.57988974e-13,1.6686941205541584e-11
+8,0,1.306364364e-16,3.9067484037924245e-15
+9,0,1.3177122000000002e-19,3.940684678694898e-18
+10,0,1.49431957e-21,4.468837910564194e-20
+11,0,5.5901801e-24,1.671771504522392e-22
+12,0,1.39955172e-26,4.1854298837372e-25
diff --git a/modelling/data/abingdon-all/seasonal/snowdrop_synthesised.png b/modelling/data/abingdon-all/seasonal/snowdrop_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..d5c31d8a76e5bf365ac1119726f82aaeb4dc88aa
GIT binary patch
literal 55715
zcmd43cTiJn^aYBdpd#g73xXopu%IA9Kv0@UlP1y(Eh-Q?h$J8-K}7{cMFj*x2kC@J
z?+MsIT4+h6Mn!6bP!a+OA@7U#_ujlZ^XC2aGUJ#D=bW7LmA%(qYwbL{Zeb+4OL~`p
zfPkop@zomw0^1D*1hy{h5CWgvDeCeC|7ju&ZX&D$;E0gh_uK`{ZzJyd1|WRB?#KnZ
z-wW~z@K;e(KCh^8R?ZWFxErLYq~!O%9ibR-&qGPxZ~zLfvh%JnG)O=|@?ZYHEgqTu
z;Jb#zO|I(M+)w*6CVbzKw7#}v|JK8|t!F%Nb^PJ+<E6S=cZS#KraZY}*Xb#e5IIzp
zmvG}$@8&7@1gPAfea6OekN-3aLwhX#9JgrlGvQ5Z^)$cp9a<XPKxY`m5t|#{zUrxO
zc;?bPeJGkjWAdMo|N1Q9QK<0WTLFPq!&`g*d#~Gd<oy2}A~z**VEcccN(AkAvGu>V
zF&f(pxBU0^^P#P||Gg8qBlghhf8Hubx19R#?So|f|G!=KK};2rW*2zz&{V#A@4_N$
zzLq+i`NlYKuBZUR)@JnT|GV?b(AQx@cEd3Ijr`y=ybvb)Gb(6{fP~Q=0f8&og@wkO
z94fD)AQOE?!LIZ*m%}o>a^(@?&vz>e&DrDi8_S*U8*57lG0f=3`pV=NNmzm`dQC6*
z&-WuIPMqkk@pJT|l%?;Mx^UG(d)-Zg%NWQrO;Wr)aM13@;;;`c(SNMrNrPrg`HGU0
zj3&Z31I_lb#!tMubo|&c{X14(UPVotY}y6)j=fNPM7^7bhv|(QZ#4=uk#omgzrIkO
zPTV|L!r3Aa<IbNWJ$1if)%A5^r2iv<cT?S|rh$RwrH-{dqpH`>hc3IVOqSV}*fIW<
zPN&ckFVUN<GeW1N!ZYEoz0Mm5GQ-e{E=@OGLMQjtPhot1lk8!lsV?`|enxl0y7#}x
zZ}Fs*Ip+mX@%;@*pJ&0MTD+>4RoJTT>;D|6);`G2)k8k)gLh+6YGMsXY6Frgdo)e$
zunz9@0a+Pm#U$V1DibyTQO}CwvXL8sDH=iWtMEgD0=>xxu89lmC=MA9ZHw?4P~u|h
zmos@AMq-C9%GKA`%f}+-hpXiWPAV!|;5U{{<A*8&sM=vWUoOxid5tm&n!Jq__ntJ3
zsY8P+Ry_alCa6o;?1>arueUqTWX(3O4*N_+zZvmwJU5rxm_40Y^QI=TMrsZ|SZK8x
zcen5Jd~j-zNmP#X28z*VbV5O)QyaHy*Dkl#N89BmnmmXZ*=33X0=FN&uoBSi_3X7)
zG3e~*a9jM*y4<Z!HBMFY+juog!Da3|V3u~#O0jA2%KB29?BsKWve&Z%1q0TegTBoL
z8DSj>kVSBLSzC?#aMr?9{<QDy+efhCJvxu8rBvYU{duP5(5Sg2=in47_t~>&_coT=
zQbz>EFW<`d6A+Lizfs;LumhvB@l#yh)qs%J%o-23eUyV&EwPESm)7NOtPp)7{ACUo
z>Yuz6vf!Hmi%uFx447B=P|CbzbD<@g3CJHU58u9hd*^ULP}-|Q8vTD@b$4%9$C21h
z5ldg>X|}SI90L&*j}gKq6X#9vWh<V|4Qk=e2Smn$McA{OHOSR$vZ_Q?Mf4d+lGe~j
z<M-9~+ga2|*d$u!dC9zb#M)gGOH1{YcIHf<ei>mi4B8xqd`WB$nzmS<REqSPQXORF
z`-P1mDJgPD6yz(1Jy(M3nyA*+RJAF9^|BCOr99f>Ew#Na<anD-j}EYkdce|jJ)D`A
z_9rPZ5811!z4UnxMB5^2PneT~1Lly%z0c#gPgEp9ERMV~iHqcx?3U3SOp6|d6{H7a
z%+fWhJ62{j78-B8==sO9I%(Wn+78Dp&~u@pxnGpfw`=v0RcPMEv`)9r?4q9^XLWug
zRhv}0Fz0z5%9(t;$Krfu+}hgxl@!_Yw;o7IZ*Fqv6tATdT)jyuZ?jgzkd{p>81S8W
zJ(Ib~D9Fc_<cd^z$v2?M*4EbMYU!Ihf;jWFsV^EZo_0Tp=v9@K3@ot^hh{1aHHP2@
z?e%*I!)Nhs=_lFtv!VIitm${FUmow=<3=upqWw63Dv21MOmrFJVzZDEwBq<J6l47r
z5>E<wcsZ`kwQQX~N8K@7Xe(tXRLALpb{?0?OQCtV4~wz&pBi-HGexPv#odoCg|Gg3
zL**`ntP;e-2A0P{sLp;=do(dDEyLA8(&v?>sGXW^{#=E7=bs9+woeXnkfxi(B@>Lo
zy89!I7?nBGS*xuY(`l|#U$D>Mg>z0g*S1%X=~O(ctIMn&%pZ4dCfvMwQ)UC)aPcT_
zbtGVf$p%ZtadLC4F=T{ABOH0jlq%bh8t{3y8J-&?a4Eg#4CS=wHCp%}s~DF{cOKCl
zxl*vJxZA^|K)T=SF~gzAuWWkMHBJjYyjP(2YLkG#w$?J|#wLq`ff63WDSW=VI;`u>
zF{36gFRv-(_>-2ajRBqS&cO-en=Arvs4Xu)KP)~zexBn{<2&ozbU!e0+NH)frPd&J
z|7xIOQm5~wLt^1n2*t^IGI0C$?c=73^`Es31G-byS>dC}%C1eqVuuQszgt^qd>M@-
zYO(IOy^`_i2n-BdrGfY|z!?vxr*L=f+&P|>mgYS&l^uQfLK~7kK1N%*zp(&90Y?4U
zu}@`|5fM%5Cr*4BCr@vJ2z78Vv>F>RVlZ-JWH2m~-n8-xmAR_t2VtPJHWojj{l-h7
zDvd5=^ATJPScM)s3wX}L3YioouI+hvq%nkkW}fcDnCY9UgKhkhL~~SBRJu1kGEro0
zL(Vsr)~v=-zp2u?)&hmFSzYVg7`&=HY~SEF_Uh8YMb1q>aatXSFW-sS%zaw)QjTWu
zpP8|8SECkoz*qz6(%m1r1kJpH0!}r@Tz$-DGB8?Pc2x}QBYI$%1sh*hqle7=#}5W`
zcXuCuw&x_fxr}^FS-CF&CKu4O^pqOtu-a_s86LqT*>92MOeVqDT6QDnPoMsla0xN<
z1GPSx<P$NUugQxb>iJc6FoxZoKb2P0G$YfiYIL{^>i{dOH>?*bJs)&3@swTMv~vzs
zg&iw|<qieX>g_Ba#H7y?dOdVtqErnR(UXqoH<@zyL;EPA#HjHf8`d`DFZ5=D8V-l&
zt~wHY3TvJPG|o&faOebF`9daYHKo>Xq$c<hJHsgK94RttYdO0_8#a(}|JP1V`9U?`
zMRGKAt#&-DbEL#x$(kJGLXDymj*w7rhQkHVUO7T!WCX{OC%YIIxsls3(WAw33gV@Q
zj6)~!2mR|>(Ho0DKMA70GVx%2s?B+PXQ>2JoI{2v7v>|mI#F~a02Ud`oX7`w4-}oe
z`ud1|7ca`2eO3$Ps?{JHyvrO%jKSL_p!?|`fVH+gL4T{*jKaab`p|yGD%B9W65hQN
z+SpnQ(`A^p0YK4>k}m95@?)R)#;$n(P#OkcNJD+V=a_%S>w~6;Td}`>-C23E{Ox3>
zD(r$nBN)N%i7>{@Pt;1cdNatN@W|V@vsn{yI%*u|rifx))^JuFUb1;s@+hqn6&zf%
z^MLp3kGsq^X)s=KjdQ6|srco^2h`1d3U=T1WJSMXp_N~^B@Wj3jWpGc-iwvl3$44G
zO?9n)88PyQh9lIB@UySH?$p7vg{HTvj?hh`g6yt46Vet&>j&`k-fVq&-E6wTb%6qT
z>4@sBu51_D6~YEh(p6#RK+NhBl3gMVzTL3e9H5!s+?m|CCV-fx@JJdt<wpauY$m+4
zRIT+E^+z1OCv-Y}8Z2=vD#PdX$gTuuB+1tHaAs1{^gPJG^}IoAOGxX{d80gJzwU#5
zz9{x=0rxNmTya>(tckbDS)Ca5ubm}OT*9%}KGfy6%z&Hs7xvs-$>b%=nkQsrg4E1J
zFSZI#3CDI+!I-0cE8K-fy4rLp2ol3RNiJbUGKKxbXx#irZ7SF9`lkl`OnC1t)9Idc
zuC_Rm^m+wX^Uw;L=_2lO|L1m&LoPl1cl(>EO#tpf0~+Vm1}y1#PML;qwI3s5eyFlQ
z13p?8s3-cuyOH<DLuUmICJ?QY<C#gLdCL(R1RTt9&=Cr;qoaa@Y<aL{e5lf6gw>6K
zbOK}r<BXPVL_MO@XdV_LJq<l`1Q<IvQD~y{hrg?^AydU$Yqe^?qGVM#4zosvQ3)<o
zMjB=14gfW)915Po#WSeVwCKa!5UAk0Fsv1bUCS9kJsQDxmtvLhi{Yg%mJDsKUfu<o
z(;zVyouR<13+6H@!W+t!*_pR#Dsbm%hLJhfN`Dq&&hxv$j+CZp^yu&+=m2hZqfzuQ
zY-L#`JF1XL51b^v70Q6TE~XsU5>7<JnN(AS543}$!UC#?K^5^JYb}yT=MBLQ%`Llk
z@A@z^-zFQmdu@9afT;2pZ=?uqhg2HG6&?Cr^(b0;vE&^0MrmB%Svgv)sXN=CtK+Og
z1H!8%D{h=&8i_=&cfv5P78id$e!%ic$4(E`1?EywZ1<Zi9!L+k)pZE1m%VkGrWCmz
zn=bm^&wglOtdUz`Li_iCUpuFw!iK|`o$xcWd-n!8pv0Dz8<eAp>ulT-UMbFP4M2^$
zCpqt5M2lX8wz4`(TME%Xs~;ue8J)F>r1wl;&szup|7{-~xTaFeKyxpzZ7yaV4*mVl
zrA7F5KZSt@?-SFfIrqC4$=pcxKxPxt%J~*!Dm6fj0|Mz+2c0B5tb2yk=5_0Xru2ET
zt3QFe`Tz$VW4cdvB%-Bmw`%je_Z+}3Z1njQ(S3wF&>P^~KOAPm{?eA2a?dO)*#Zib
zt5;mZUoe#2o(ks+DNP*_QGOu4`BdX@I%jNpylungab?a2r4QKRQ%LNImo5SHx(TtB
zi7S2;#@MzRuL1cVp>$4ETtM&5*%?t9URNqF?B$281sK~oQx#8aR?+5l&pz3+2!fCi
zuI|?^YqG54R&M(uz;XQe$9@6T>98$`<ZT9jXuS8M@?Iuw=9zBh30mc$8BMH?5VXzn
zuCzdJ9lxG@^pRarRNDcA`{WG$OP(n8jq8BvLS`IfXt6evKN1qFt=C2D%t07>cp)(Y
z3RRBN*}M-X8SX;9O7OLlTw`!6>@`|EtDnK!NUBcGm93>MkLXDkWr_<p5XTZt>ATo~
zTUB_vDd83kJ+IPz$JdN);8OWCBI+vHJnD%Kch<5*X4#u$8kNdn(OHd_f=BJ-Z)9bq
z?K^-i!a|aZ+C1}J^#yY=Mf+p+A$lDrZ`Iivbw4h91%Ct8%L!eX8saDsHtto@?FsC}
zTIH>|<j?}WuHlMtf{>r!_Je1w^UcZyq2T*fw#Fe*<>MZxsGFi1{23&5(dY8RK2%he
zbUF?CL?srju1{x1o8Pj5>JLIj2w?hBDXe)G2JO^Oe82B*$pRAw;Q50%(vK`=l=Eci
zx35_g<L)e$=$frq3oYRU*)zJsdxc)SF9sl4-fS&QMOx7L6KXcR#zjA>6z_+dhicp}
zY_%9Gkeaf4(5o(og{G2M*5N4iulyPFdgq<hQtW__2z}XltFzE5w@X>l8DUlZuy3wx
zAdFj4wg<A^bBh4;(=Stj2QdXAq(d}3$O&ubzGsUVpK{(drA}CX8NnJ0f!{8~04yUu
zg;QM4iM?nOlB$hr(C{Cr@!OK=0b(2k|7x6C>0xP&o_MKVeD?7Q0Qboiipvs(=!W~x
z6z^I)a}oQ36EicFG&D3;SIV5~`*Gb{i)QhzMRbld#5)1%Yb5#ofL2)5W!7jAT>0fP
zeNi+wcGVZudib?pBK5Sg#^0a!SgMMgfW``Yr6V4eO2Q(_J6um%q<N0VDHbn*8hd?A
z9n{Ynh?&>WnQ2g;6|ORwTpJ_Ft=34WO>r5{wb^iz()Z+H>59GNpW+3lx!&xk-;<NJ
z8dNMXX_W-vjiM}y@dkRg5RW(_=bZH$lq<?2@iTYMLe7;=aYEa>yCL+-23D5Hb=xxD
zyK|0zRy~V}`uaq|aBrJkZOd!LZSN6JmUW#Jlh#LzqJ+h-ou6guN<#ae_*c;pZ{(;?
z68QK}DT|UE!Eu%>EPjPvO?1&=DkImszI^#IBqFZ%)uZu(^YJ;bXw?03V-xxLuO9%F
zflP8}S*(!gLAA3#t{AixN19Xe0pyjboJahlUZO}|>Iiw0%ZGs+Yz3OkC?}2KM9$3S
z#F{TjEs#o*pm$G8(6l@WbH8r2X?jFZE0s_iCMVPPE^0f^eDhA7J1j0xsPi{g_mX_i
z*_|&_i-<anC;l|Ge~NpB%q(m8!#QDLzlWj(l^zTQxTh;g%=sl$aHqKT+O3wv2CQz^
z&ri|a-ZiALQj%+lNR=IHduI|lMRc$3pulsyxN{yf>deErf`@&Wx#^L7I~k@1A6cB0
za6Zy-WNrnIsJ<im*z5dl<{SwQxy{YNDQwO?A7?u~v@0q*=RD>V<rm2rq5cNAPkoEI
z^Giqjc(PK-u%bFOqVg;ZKS~c|8*F|(7@#`Y@lZk3_>|~#@4Ho+b`obLP=2J>tl&~g
zxl8UcZB0mq8BsJF(Z7OSUN56Nj#!S&MDjS9PWOL4$>)W!7S4fKT5{H<sm_8)dGHgq
zxhxrk24yDcG9jbDxdHJ8EI|u+Pa1SmnH=8BvbE-7voeK_p0oRbEz%L^Z~t7iY5Na7
zt;78_6xs*8hjX@Lq(ooKYauU4a*6s_4SLk;52eh9z|sC{UpQjROYh4fY<gD0yQPC%
zP=F4Ys&v~frquYS!dn)W$#(R!vL2cBp0{ghzBjUcSA;{RpXe>`MQi&A7{Et=hAP|W
zXj*w9t^YvgPt0a_jf)XAUT86nsYyy#Y71*(9xe{QERePNHyU42IdG1hN2qzH=<L1e
zeb<B_0ogBFGn=F&dUX`V8k0}8BK+}cnR;V%Sb57K(XZ?G8po#Spa@lp$KEd;DZ$~T
z7pt+pDZ|?&Ah~TF5!N`uW<&a$f`_fT%z+j?zqx{10Dw%+lcrHnDPs_c3BP^b;a20|
zThRcZO=*Cd<M8=pXIW`P-*h<mWL}`4W?li;bYt>6Ac3Z*I!oandI0MAGq4Pv%Y0~8
znxQn!>4x;<!tQ#+d^Lrw6<tGRGij5Sk?i=L8?zn@074{00#qlzh-{My87#6OaK`9e
z8jGMtbXKhUv2{;rZ|OyDnpf{{P&zS125-{!RH)vZ&>g}^4PH(kK>1!36lU~?Bp7;V
zn<2!rIg*FovwI*lvHXA{YX43K^*Z;6iILGwy{p~YPN2SgETRx@jXTKx^wdSECV;9a
zC@fYL6;D>STdZnm@pLWjCJYHYXg2_ysKj1&-j|N$P#%}%!#vPEHTdF4o_<$E<wyi+
zuSDg-KwFLPP{pvBs;C=O3Iale8tgM<CQr(Jzf7>>fW-RO_bJNc*Wn7Dg(-fSk(;3{
zKd11_f!%}#_zka-o3KsqfsED&7+(J>WJmGC4<H^SXC<$u!{wkU?_ZkJ;?vT6Bcb96
zlR-;gBsuOc9U_fh9rE&j)2^8$9fqe#3<7F{C4cOu$`=4=eI8-vQam!0^(Sao1n)>+
z=YsIw?O|QeUib6q!9TMi45Qc%dbT!`)h*%E@i)p{FE9II7aSqS{$$|nb&CV)*AE4^
zdwp+FgZg&;tM2CTba*w~{1XF3FX`U#;BF32%rP_Nt2VB*rm$$9kydW_(#HRi%+6cP
zS|M#zbf0j?89*%*Mwp$~`9!A8XcP?;+q4yXAg5!sT?$@bw9`5^A0ha_SoiOsYD)eD
zF)^S+v#Lf7_ElBoPy3r=`4OGxYHh-uvTj!;(hpv6i;=2u*dzME%kU-hixZ&*niAQu
zYX-GC<nixryVr|=9f81-894M(|E;v1`kN`XI--XnKn05oJ13J<>W3&@Wyt(GP|C6$
z=)KatO47KKxbJF!ne<um$`xDnF01Gbhld*7@XD!!ejUD6KI85A9mxY`cYJ2@;gf21
zy6~=K<^1&0dVzz(9_(XJg>tY#RMvVaYWO5FJqZWOj#cr~=G;)vnRUrsc6PO5G_2wQ
z)yT~aO&uKki9@ShH%9a-?i*>l8&;M&#~E6jX9eKb^M@x&L*GM6Y-RU&MHH|+yH>8L
zw8oKwsb~&X%g;1x-48V_#gs7&Sn57dy+9wS#jWcYp3?qA4kxqT57mKKUz|E%FN-^N
zb8BDFP?$fBDIoBYPvXmY9!4>&;<@i(?~&hq%%M8c-^2fuxBc1urjn@LIP8ji^GcVP
z*J>~N@f0;wfhiILQMw~%_tb7uY1l5yhg58fPVsu^`4w(HBwM`{pSkfl!i)6cny3X-
z>Yb*NQ<fY~OsN)cvq|8wc&}2*Z9{+VE_n&4mF5QzeMBF5I;z_^Q|-;67xCQ55&O0r
zl=VQ8dn}oViMj_0-Ys!`r4xElLMgXi)?{bIwmBe*vJu)&dC(s7FAfRDk_RjEs|x4q
zZLBlBK3EDaA!jSuX@X&6y)SHi?yr_>$KmOEg2b>4G6K~XdJs!9b%soVG1re4s}@wl
zG&`oiM`_}YObr}1D>6&NmN|^2)L;$=6cIi2VIvJ<_{EPRtC!#55izyn1&G__U>U2C
z<OTaf%IoH~_A+mGLyJ>>!XmlImd$}8?*tbWrd>+F59_ExyomT|ZmS^=JKzN=ojtKt
zG&f+5_`x9ZdR6|eeqQC8h5nts7ooK1N0^=zoz11VExdqbupKF8r?buwTSWytFaAxy
zeW4%!R;w*BJx2;)?Fcaqs?rBdRSSC$a+kU2;hA0<KT8cKCSrdkHT<G|d?GThM8l*9
zPNjHY9z0j<y*FU4zAg$Vc02Y7LqTo3)#v@$_4Y2Id0L2(kVNP?TCYW(NW13;1N(%U
z86Uul5#5yMA__&FkLyjl@v)aVkQFv7wN4g5EIs6i+MLpz9bT8bgEK5df22C+!7vbs
zP!Pg9wOFIpCswQ^V|rQH3KSo5Tp}_LHiyU{VzzdeGx3PJrXH&z=Bi9i5p&RYfKO<`
z8}omJx`+ACO5PP!oBicDOeae^pyD()*gvCXYX~zwEnh;`yxa*JlS<t%pNu}&a}9&n
z?R0+v623I}4en{bnNxTB;EIu;xMtN*$WK-7=$!Zg%oe9mh<iF^g-?#{^j)){W$B$r
zU)G%#v#IWuApc}(RzJaK(3w}FQrH?b7X~AUTVxinTmIpeK%bt>jHuA)2|0X&yD_JX
z`H~lu$?iWbfY>4}S~$b}(xFKrJ{CeT(tOFKDT79?nUSsel$}2R$TqvsnB-zY&p;{V
zIopZHP;qr<&#idh?P{3v?6o9H&I>oI*@yU*Ur2{|PKEp7u$+ZP;^nvuN4EA<SBfjO
zfO2N6U^)wajK3lJzaz?AxU91LNKk`js&mz?qdeGxNj*gGazou20+x(WOLDqrlG`(e
z9e94TWXR|G4c>f>c7SyIAP3^<eeS`5n0>zoi4TPGnY^9DvJW2>*nKE(ST{&rR&iRV
zp30NT9L{IEB;rGw4INv1%U#=st)JQCGkZ7tA}^IjPFE2T8Ml3G9=&Rif_U3R(L@9a
zKZ^+HzUDJ~<F8~cd4KN41NJaH{_We1)%3uxQsXGj>h_3N=NxOkw{ZdWxssokmvYbB
zySNrw313A?NlA@A5s|dx+-$CQQsgtY&45f@)jmhy>lrS!b#>pvKZ&ZZX}Q2E0e*EU
z7?`b%1QaYfPHQs3x@%KdHsS->j|ph5H7ySUn)_-!8E_)ufDWOvHXW+HC(SJ^R>Kuh
zvWZ@fUa6qsbe!W1RMaf-l>}<R{7o1#6gKRFZ=2)vZr;0iXcfQ7<%EaO$DL^uB9W**
z|L@G@n7BCB2o=b6^ipW0cLaWP)G6TFwddSqa6hE`5pa0E#zLaKOVMhwPg(ufL%ER(
z;eZ#Jr}VRf=LWxBo~{d=_~Qy-pqH%m9@+sdd`0@Dkg&EFQm(SOfZ8@%nd;^a7uw@o
zwoo(at`Q?f0YLNeNTif3sN9*a^=GpaX?MS!NV-4fACfrDuc+o}Q6v|3sIi$DBYXo8
z<93tfd}@;#$i7UTE(Bp~9DtO1JHOGr)0xcr-kPG$dg~;bmHG56kd(M=T^!X;w$_Kz
z!vXoxJ{(&(J32^wMX%494`9NaoYGj;6qk~6mpE;9A=R}JF?;6~Z`Lx>p@d@3Pa^B;
z-!u(r6OJdfG6k8>=!A0+XIY<O0x5*Kj#-W5u_DpauSiO4y7eTNO{W2nPeW({P?pPE
z5IuCUmrlJwjkIP^zj<VY=6_{nqu?^UMk=?ggUb%U)5C!h5>QPfy(Zo@&n)lA2%9@i
zh>T}waW*sW0C8<9%poO1FpQ9~2hi|o+(W}2c*>(}{phgD%E~yXxPb21Ur9`}+px;6
zfV^9-d$F%;hm7G^fu(FcP)f~(`t4z;6Mn;08dED?PoKjdc}_Wmg*ANpw|{yty9JZt
z5Ne^=Y$=KAdtupKJXrq?k$tlJ?7)#gjA-$Y31;0YMQjUMLlhEgtP&o!`p4@+9%HHD
z)FZL=@E;F_&4iK@>jxz;eZNM8AnvgasuR~#3^OB^P2x`!45?v$zE5drsCxqc?7cs>
zEX+BjCb2r}B^d_je;fNpunISmT=$Z}N!09KAq*rJs*X8blmY=5SZ(EycYY3D9P2n~
z;NYD@%#LNvyuN|LH5k9eTc)FRM@&?HsZQLK+%a4i=$iPVy+bvZ4#@Kz!#SqI(HOlF
zXgJ$NRmDuD)Z2maUK>$<tou$F5TVTTQ_yy*`nD>Ek%w<|Z;)1NFSwu6jQaq;><zEz
zVHULctR}z<ywp<R{@(d+eqQobaQ9i}mC9xaI`>m`HQG)n4c@+88iSK^2x|@n+-UcD
z3G^8|w0HIp!nkggASO()r7H~Vw$Z9p4YJmuvbBe+eNNVn1*d*f!_hb1zC>+4`S{`X
zC$p~^BsI)X(aJU&)7oCM_NgQ#vF6L8?ILDhv$Zp|ad7TzjY~)zQgrZzrJs89yII0%
zcFKneaUWA7;Zo;DvYR;#Vol4MPJ73%_As1}<(8^J&INM4#OH9yIh%jOv}Z%}{0dPy
zJd3$re=f_G1ySRM=<~G5#M(_x@qp6|MBm8Ylj>zy4v(jNRu`;V&bdbB+8JW$&zTQZ
zNgj0<xV*>sfMzvXIEhut*QN>*d;d8X)?EAy9b5%t@QlOG4LE|R)5Q?Pc$EYVZxxWv
z)X&W|Uj#ChfU<rx(??e~8bjNNGOu6!S3pj)2}oq{=ZCp{o-{HxyG%^r^YIIO2Zgk;
z${EP1;*?zT`WfH`5qR+RuUjH(i<;l?aUiJ@PScLU{<pvFp~Mh@8ACz^fwpu;-JDh&
z)YyS^F?QZA1y0p<lXC_BjjY26t0cgSrx;}M1!$nF=R;@sW)5AqTT3Uv|NNJ7G*Gbr
zd;NcPY6NDN>6Us?@y)-dr%izmK;L=ae;1T1o&5c~9S}%-PQ;5bE$^z@u6oMB!Qo6_
z2awkfeiY&Un=zBLc$M(@B>TkWKBb?}&^s*|ruTDTANTzCr@bQFw}AfvM6~zYzvq{l
z^^r>KO;tO3dekBvYyD;Bid%&L-(2Rx-5)LT;r@Tentyx$U)?I7pEUeueQC+0&>*!p
ze*=+k^XTPXrJtwYvcLSio9uY;e=IY)2kthGy^W7Q2I{FdZ{Pm=%oYe{Q@EP#ANe<Y
z6bt+J-+zyvJ7*43)Ct8Tg+bE)dfvrt29*^R?}54Gj`PKBrq}oVclfny*UTi;b#!12
z!Sm9~?06vlgO_fMSC%gDDI5nDjP&>K-^UC{rFK37LJ@|rw6v66wkzU)Zf#;I`N7P1
zb9gt?0v8T6Fj24c|8en1+|i71@w%?6rR97lWuL?=Qp?>sFa_4fnXv=2Rk(o0;Q0%b
z=Ig?Sp9m!WR|>@3X=r~7DJX<L->R!>su7kxKyxXSOgZ+SRY-Tox{%P(BLEjje`IMI
z{jZ)Mfk!VgbN-(Ge?RyVWWKROT#NDgP{?RtKQJDcSXjIRTzn@`W{(9;_lT|~TU%<`
z9ukZ89czHhFkiayvyoS=53X5l&~^*P$wt^P6C{lKnVi`7Ab-Ej$WR2PiMJ^!r$N-O
zE_JG}7;b9@+wX$+;3*Sx^F%<#bwEARPXtYM?ere|>tcG)4hW)S&0);9(X#08+cYeJ
zi$?>9b9sQ@T?TC7x9{bylR!k3h-=di+EN&Q@!1_dbAKGn%G2FaNBOlm#}4Omj!$-M
z0H_lW*e=~3jp;*#wwW&se&tNi=0l<zHa5ox^3CJHaSr)rDMuxp?&`&ii(U`m#O>|8
zBvSdC!wi3)_4$}ok;#R8BZc*EfzI#E9gdpwr~LCG>+!myn6XP>%6s{*Pv%*V0eZr?
z<@NX92>t!W=r@3fiNK`5*#s!46Y!J%__jtT#q|;D=Kg;6)|j(aG6%S86LIc9gnFBh
z@Vk}=_>_XtFdFtAKw0eoz#UgCYm&;h%=A~x$2wGBC|bjK6<3v>UIR*I`g-b{H~+k4
z2@cv>6*(T>L{ytWoAj@Zxnzbf|K_|LT4pdr?|o}mT>eonc>MIZ!6*J+QRZsteOwNI
z1on&mr0KP5UFX?=mLqg1pUk+QW8x;QeCP27z=cVsO3gN3Ur6nF3-0o=l~w{8aKymR
zGWX8W|4oKgcn4U#?m*~5>(fcHn~TDiP89=HXIuSje(G<aCN2ZkW_!`9E|*ss)ZHoa
zdw%;!$%aQ;4u|UU+WpnQ1b=?7)*5eQEP^rV0O=?X7#HqQQ7qeVC*CI4d^uj|2A0lD
zY+m|$P(H92KvTXyYtP-W`XG<Q35Lda#ESWzyMADoJv)t<?KhA&OO_)7ajRtlEJHty
z`Kp1g(SoohvXNjtFcCm{!r5fUfD}1@U`sJ+aj0;6Rv!TLdJ>+(SLqK0fx%p#S5i=j
zkL1!|^5|^q-7}}Y-~ROU+kmBx--5_hqrthto7h^iUcsqkO{8}<PV{PSq1X%Z=WETD
z#>VF(MMOm0!C>V_0AOgNF+R+iEyxtA&d_z9Rcg^Zp0CEJi`K!e1@bqXF5>xT`cA+M
z)q^CRh5s}yxIRQg!#BNGJtyn`LX=8!OxdxVp!odv@006IAg79QjZtHO<hwVSXy1`z
z5bHM6o4wj_f^Tu-S7qq7Iob@(CGg8WcsoJpDDpeOVzyu<`<1ND_-E;@>p(a?YwwIq
zd}cDUH!?~{^a2#eWi#Wqi|lXDH&5LP+&VSaXr6tP-Xa0WPTx;YMW;~az$Fz-A3q0h
zZvo$XWIKG7nt8b3m>=J`G?zupWk%AQS>C=ra+uF<w``^lI1|v#^>xsc>;`8ir?UXj
zDN8=-U~J7}+}ZKC1ZDKR>qBxwa>f0|6xSX9jldv%XJ?X<dL;4$+qDmApxU0CnyTPf
z<Ga*Ie<JDf8WgQ&z+rJIeypffU)0n4I-_R9zcOwBVyJq|y7DB%+BT{bLn<<{;RnO=
zZ7|KuBJE80L;uk_D?Y9#U-;|qV$*QyTP#Fh3*|h7qQ=1zN}2Ahzkw2LVmBmueL!q(
ztjpi`{&H$CAd=&_GR&8p+yVB_9|th;Sy8l*W;H)%G<NLW9vT|D+#)ER{H3T`O!_Qp
zp?<oH5v5xi^Q@(Cvp5LQn;2LM!~Os_j}P{zqHyslC8ecjSJbaxx0zMCh8adL{?OC7
z_uKe7O?;5tC{iN3-&#g%bIf4G%MA>N+zYSs3bh}qTxuy(z9kgaW6G32mgO^NP8*c~
zQp*%h{=7_VnM{uUM_XV6prUlvzge0+=*<}_Xu!val~A&NuFg+Vqs3&kegDlz%r%1`
zZ6Au3@%HcgIcs@&>G89DGrxL(8eU5u5WouEL}m&dSMcyTBbt_Ruj91sDrN71>Iws_
z>mVM*`3*dgs-L(p;4B1AG5!fS3*ka$-|f|R0R%4DOyPU3k@%hi%sglTM08R($J|B<
z@3s!q#ows``0`r5?FFZzNr*9sJZ%+ryY!XIA|k^|^u^rve0jjP?yiGH{+uOa9TP>6
zRlTrj3C#v}1gguS))B3lZ1CmLOXB|?Z2S)nd16ZN{9z{OhpEdg!CgwX4N4Z1eAm&g
z)4kifIU{{3x1L1##rbNw@*5M~BK#{ji5TF$-LBfN%GtY9b3Clc;-&rilBRe;&%xq{
zR-$`df`{DYKNNqv0qWX#zV8a&3Ku;rl%qe*3~$yp0-u&#CJ5btl&k=W{k&c~7!!8$
zNzp-}FiSRD)3Q);D^{xDQ?xiM^(1K*!y%4j@V>fKf0hYR&?!(<90M+u_<h9>Vd>#E
zR9pk#p}OnsHSU%WaVbR&d@d2KcmLUE^wRyyQ<Ygr3ehUdCqqfA=bEptukst^V#!^8
zce_^yRgp5<I6~LPQe5P2B<X>n?e$+f=O*}}Bdf^sy5&5TK(K4Q&h4RdF7g4MptfQB
zyM&%EUVXbwyRVZ%O_1#kU&YaYg0hDKuFbOImni0q)J(pf6}8JAhWQCi?^Gg;Zjh|X
z-hGLcO#R80R%Ld>$7=jio#}IP*$<&FpB=h*w}sC2?!PHVnitNoGIM+3fH>8ZkEeYx
zQIhAQ-*wwbkh9d|&zI<ye1#&mx+6;gp^B`<TrdGB@Lb>7VJfVy!`QrkV>(Rhm9~h?
zu=f8IP+l2R!f3f~CnAzVvi=m+wTQ$<SJ$nrxhi68_BeNW^6e^7)&*^s$RUdWuc;(7
zS!QbIiz1o9`(Wl;rNLw~RT}!`KQp6gnkS2d^dXHmR3Oa!*aPM%7rxNTF)uYhG?1p{
zmy9?P14t$lyGYe96{i@f)D6RN6w6s9t_V-&a}G)kzd09a>s44pc_GGg^b>1i8AZjb
zt_+67JzNMd&diy;dV_HP^5LL`x%zwx)z$rlnr)3|*LFjc<^J@9n~{Niwo{Pv-rPqv
zp$3}NtU|F|${>4qo8iOj2gaK7A_(OR1FA1(fAV6_fC+rC*nj!7#XFt*hRugLze>B8
zN4pxtpYcdu&A*?<Zxug*^GiQ?B|4RMMOXU8V70#Yu8o^P_q=aa-g|9Oc_w<d)Qw4H
zyBc@Ews2`<P4zo1=FIu@Unz7MSRYfbDqxeUwV%Ng@c>ozC#y~{yHtp(tx(afxfuKO
zw!!D_YZY^Wzn-1Mgqr*4Q=FDiyhPht*%(7*<pg{_Y#TNqBAw2+j``9@>nl5!Oy8YV
zjudn@dw6##exlL1sboX)({TSp<UJ?mr;GgM_&5V@pLep2LJMYo?+Qa%*0CS^GtuVF
z(4iMh2rx14xj#ss;rjxr+psXgcxiqaE(9c6+j^LalET34$%e2-?WvnmnZO<WrlhQ)
zBf%cHkT<;_CBh5luCd4x%&)&2cf^;u5Il&7_ngIEHg8#5ngGsCAuFFt;w9BF2|{6l
z=XU4m-ITNY?0d^b$>o}Ts<q~pC9i^Xcn3&OE{PLZ#Ci}>OTCb}Z7#>p;jPn!3jRYh
zxVcGs#lJJw7X(jXb>;@)q~}zDVp{2noA%m|sO173?zgTJbEeV5mLL)C5)t8J%=3C(
z9f$)BiXFav({(@_?{4n}UYxeWdYHsS_X-^a%W`{wB2_$k7^w$s_LKmFpnv7X6$44<
z<EiQaWy=lHy(mCJ(U{|Wl%nEb8<oWOCnS<)&ZTQ2F9c=Hr4?wZ&jL_YawykYaAxJE
zg%;Ch&t3ADY}xQX$^=&!a4S_V?vYS9<l<veb!z34xK6T&&7^7=cl#u7lg{hfZms0T
z?tF{9Jzx^gd{j(mnR%jn5^Co_hTT@Z-{9W4U&Y=F1r2&(r!MUEet`7(<Ly@&H|=cZ
z-ubw=$gR{KDkSxCc$*Ok$G@nLMaUEa%hvz36x@}B?km;e`g^~GUnWO{_ibvmc0^P?
z?V*JroliSU+V|t7F9nybqw)S@ntT(y#uVRvaTz%2(S8M6bj_bPFv*VHuQxyiI<)&3
zWgmsv*esS!p>ym2inu_s{gDdskq2^MnpA#StF<V8Zsx|AdibjE9@7tO^J#6;j{>0p
zW_iQ;w>`*WZc*&v*+Og7cn7kdQoBF0xCc}wu3JA{i+V537-Tu82t9$k)&wql6B85V
zm6vnj{S7`cs^^PYk-+1<>RKggp~FQ4b^U0Ka_`O3o2mok;Wt23`wpAJs3DjK9o$EY
z63@85iY6eq)2?1tsmjGA)n3ER7WXcD^&em9e4d|9oAdr_^EEKl`GHqxHBUaT2TVc1
zDznut#(W7=B_zh>GE*{-&)w_kS;-w>=qRx>lRJ%&iE~0_Gw9~bEPgYFL^yR%@j*Kr
z=hIU7BeXq*zQ%X<t&8DS{JmdW3g&5kb{0(Ht+nYCi<WJy))FAlBw!bu;`>0=;s$<X
z0d7Py$42r}|BpO)9N!ryFHs!$n84%G<+HrD8=zDibT-#q<K6OFExNk~+m4?&@r{mV
zUAi<<sU4wmRjFz5;{!dbJPrZ4_SXU6QOGrldspp4!C2v>fBO#Pzq|}M&ShZSSkp3$
z8_4?b>N$zU2J~+7le-9+{pptbV)pR|NAf-2sXg^E@AN#|G)qXIDJdm$0oQ8ftfeR+
znmo60JWRQ-&GQVt>=ur24YF4%cgMT87vj=3e(-+ZNjaUH?vv;4RDS4`X+mhm=5kqh
zlNtBZmwwH}BaH05ic-54jsDN9#PhrtRxo~j))-sU+0?D^*4|0J=vg3K&(1kqZt&Ce
zF^Hhzetxn2FXzi1L#bS=#xu?NI37r<r4(1lK9>O9&u7jh9J5|XfCkd9J^JK~w~X8x
z_$=*@!|9OE%}OKG^dneYn8k7J(}UIgMjMH%(i=_42&Evw2RHXu>(4$+wsknQ{Pje?
zH+N*8Uf(rDB(aorb-b=_<32bVg!%)3F^W-xjUTJ<t1*$lK1;dkI^z4Lh$U2X=kEam
zKciYsNtnO-vk$uZ?zCO);@dB`Wj-*>-!!4jT_FEm<L(u34S7@8o}~oKCMTb;jkgp`
zF=&3`zivO{pI)<ho!Hjx{|EEmhmRp!b9Gfue-l~w3m60hj_!SEC5JiwUWoO#_z)2I
z=Q;nhhL<JN6BfSz$J3<H)%VkvkYUEpC?`fPDEU{M`LCDg@iG2IO?*y{G`ie+?h?=)
z?GR!an0eH?HVlLJ|L==$KL(d|ANNPbcC9cZqjRSw82(xdKPyVyhcV5q#fSeMrF&EE
z{I07hUoOQ?V%~=Tj;g>+AJpodz7gb9e!TrxY1G?z`$JWl{}DQmrNNCqPpH?bxaU!}
zGq{JbyOtI1{OrcCe__nAo^i^Z_Mv{@^IGOKAElO#NWRtN$8wO9w(?K&{hoUANuIy;
z;Ry#1y3zs!dQXX~>(-vPs@*mm=l=0Q&8pg`S^mR4&P`GA=m4nqEQrEyA3xsa)tB>x
zF+XCj*vz;Q3V{A`b#?oX-L+J-f>^YES@WvHPRXA)3$Tv07|rysxgzuBjj;x#3Q_h|
zm28#&u#)+?w2>o&fXT6P8(P&5UVs0X8C+jAFtdDxw{k{oe6c#M@6y=#26_U0`s``(
zV*aDX+zI7eg>!9xSBqTTRLS0;m!9loMW+}Y4!vq|X<l{xN0j(+zy<MX3yp~vD#tZ6
zhW>C!IP?k7I3gO>?1Ez2?(qzp$&P-sIjlSRqhj+`uTATur@eC7e%;TGXw~z>*Y4$&
zgf})5swN7TuMh{W{(HmV+Va(FE0f!xibc<M@^_9w-r@D1ZN4ezvz!Zy#lc-=ole~U
zJR&r%y`uK&<-ARnU&iU>`H7>SBIPg4Dji)iIYN)+qsJCk;G=H>^4PuB?UHL_{7fAR
z>|>xK>X;ky#qnIjmlyQhM9;T92U57<HB*IjnsQ8V;bEy<-M#P^ukP9H&P}Qk`(;8r
zt3-?RXQz2l_YpR&HS#PEhNu2yfZNdBD{MfmyXy8WvP8(>Ttnni$<Y8OCv-%Nmti63
zjLO{jeG+gI#X!<p28@awaF|HGWgB4rb~o|8VV|D^s^T8HR}69#th}Aw?9mT&V^WLf
z)Wv_O^;aXJ2XL8ZJQzN=1JITJxH_%zA2tX0-@53TKT|VQeaS8^H4OK77)VgvR5iad
zZ#BGcfch59zS@=+{pd6KQY#RTo<l0zHWREZ%2{4^#R~&JmlW*F5&%FTcDZ6eGtaAm
zwzd8voqV?Dv<`@*Q{`my%-jl44z=^M&DOVo6ytl@LxEmbf|BJoWPvuQ?rlua3H08*
z^BsKG!w%*m%2N7bPgj>J5x2#)Ta4dYbV5mqo*eYTdvP6HCSi}|Wh+3Uc(_!8j<pN7
zKW+=%T%Rs!$~esL_((l1R+Y|J15c3}eD>6-!c{H4DJ@^AI?@n$ODa&baF?0zgP@1z
zeSSV>_jhd+yB)NYofFxA_Ttni2ET%tnx5`-4jFSF$5{~1-}$^_oiSiJ?@A4)Ye@mS
zpN3?W9~#gmrnhgCWJMY4jB07u;V0nMzX8LB->~tBDW}RP?(jWe^=Jo1{Eb(n=|NT*
zzq}^|_0?wjU|bQvgnkd)@CYuiO(+c8K?faPre(mtx^mI4k>A^dn?Jf8?CWc#qi=ld
zlI&e4BDUs^eO;IR9-d?DbT732qP>NslY*kh`t}Q#a97{?=^Uu~8xM9oIu_m;O{9G3
zSJ&5`E)*&m1XPz2XH}+AQF@TyJ7@Oenjq?7)7r1tDf&zG@tc!)J`4a|CT2hW0Q8&y
z@K`4h8GnNZP6BS{p*C}js>#=v3cL&mV&?h^hKvO|A(~jUWq6OpMLq5H-+MG>-^X`N
zfFk!K1s2)Nw|wqA@E!<S58hiGxeJ^usk(D~)r+rOH-S}xZu615mT8{}6T|^q=bPQK
z+N0ZCdCN%z<6zJwGGZQemyaGodF)~KA@;a^>CGd2hKl=&dH?cqWhS?4+voj?PNx8C
z6A#+>I=3Bw7+*$jtetuI3Fy1Yx>%tr0DbyDx-0EDs5?d7TvacM1q67qZXRA;lx>lA
zv9C*`WXmvs3X#ho2oAFA`Ls55u0DrbRy*05)CtI#Qv(H-NqjUhh2ks4E3NavoxozE
zpgwvxN;MDIxJH|5`fpX&;DmB{Ok8BjkKBNk8zV4UiRxWixZ<2^+$0#-4@6n#UNer1
zjuG2I`ZzfVBEfxeC~{*-UIOb^IGtvJ%HG1}v#&>=OX@*xwFm^o+5y|Iy81RM0nhDA
z4JCSvA7O0}Y3TD~G}MRCbw4V*n7h2XZyzfX5zDHOoWiut%@bjzd7MX&{~uU{x-ow`
z2IA9Y-nk|8vP(c~D|;+o=f)C`*D#6?t=hyDsbhn*5)u-UM*uC>^zGX>%;ryXQ_~ff
zpl--GaH{q-x_$dM01Ab+w3UHshIaR26JUF=_hA11Wqj#;eE&Iz`+x_W=K_{FD^#>u
zYo$vC9aj(5Z`UTjyb0g|!`z)!nyVmR{NbkY8wqO*3)}H@faO&=fXZ^nLxaZB#Rexu
z`oVyvpCMG>4KZ&9?P|@O)%i*m;HADz)dPb1MxGehoQsFGBkHcDSIL|k76U;fAEh2J
z{)e>&h-bbo{>N`VUWd0%oYLSI5_CWc&2yf|#y0a;Wj#G3d|@d(!z5llh08yvJIH~*
zc2``Ocz$1%<3UiHRA_911zNHU?F)w1-^-)oK}T6o6OQj2Km`qZ6@c8kT+Hynxip)F
z`!qTRFO1Ft9RphrBbvh+EMW?-=X&<d3y<NrzkC2QI<6JIx;8(+VgtQAbpqG8ph@7U
z`F_9KrM7!e3=HbjN*-zvG-Yy{-yz3kf#k4-8as|&Nu{naTY<+Wq>}eO-lDkXFtTB4
z`{{RvUr$M#c;{~0r8K8XIsK1`mqLF-2q{W<t&3Q>Afk~AQwR?l#%P(t_+8xsNb3ZJ
z<)kk57(TKBjm0WZC@jDfApHeov`eMlU^I$T9`Sd;q$FYO$v3xwBP*JtA*_WlbX?!<
zFPQ4Wlt@h93=La5enGz(X<RGDD>JLqKo(Zv_^qCk=E^>H&ErvUV{PEPkryH6K#`d3
z#rkg`D?K@%XiV;CV4IA*!ax#y*LWn4D{tB#vZDbq_CPEgXQskd9VwUR!+2|nnGakr
zMVv87NlA~2o#%iyCI88~QVVj)I{J?z!WPk;KZxRYNSMQmhMPhw`KH#YPe6ci&ltD|
zU`oe{B&Vau+s!bUuXF@Ex(Z=jTjS$5I{{I-L5(x0yvZD8^E+Mv2M(F{pZ#8*JEp|c
zlJ(Xn!n!w0ohZVG@9Toj9=D212czI;CHL>gXha~{JE)ZYQd<-OW3T~Ms7+{Th5}z+
z*<kAyMD})#0TCv}chp!9K-7ObLlT4yjV@8_{&XFp=@1GHByZh2k&q-J-aa&&I^U=^
zPfY6OC`@JZG1r6ZeYYE=-}gUB_HUS#-?NwW10!Zd$$BSt!UfRCR9D7D>g|<kDMK8>
zIM|&pc?3n+iM5d5_3SAkTBSgg-qTkc^j{+{2FcmI?hiR^jzZ_Px`=Lb-12SM8!SMO
zOoqCAidKTX<tjBnHiYP}0K&xa#N7f!h6$F~8YS#L@%1H~3Vf>bv%(0)-VQ}j`e>3U
zVFb<3u&7Gu^Ejn+(}6kRSRpo|j6ByPEJ`k6XNXrP0`U;nwETPnSn8Dr6lWr`!xYY)
zgRo|8c8W5&ENUttF>3Le;5xqri5iGUpzTDTa{7sRLS|S^!(9ME@BJQLXB<4e-&XWR
za0%Sv&HJgNT3<&}{c0mmaEI+T-nP&2A&<bvCqlOnhYds@&s~0sffTxTTMX12L9Dxz
z;BMYiIf@c)=d`OpC<+=_*9NVS2Nsd4x(8z5&SZ7LvixZq4A!f>!Uz&X3i(HdmM@jn
z5i)+gdw3vJ4^nA2y)@`+)V(?2+me&BOpj^HNvXs5@keT^P-r*uRR`Gh{q&0^XrP6O
z+|+4Cfs~9!R!x1Xdh`-7MYpWXA1(vRY~V6Z$QI&>4SMAb4=~po(^chMkZ|rTYT#fw
z5gcs!Y-q{+GEf~x-G;p7%U9owm(~X#{8yspCTakS(f+W?XP5M*k#!~Qw}m9i-}xyK
z_nXIWmHN@O410su6zq{4TC)ueoiDie_4Prwv5e(d8lyUVGO2*!JA91~@(Y{aBi@A9
zkZ@n7E;|x_GEVX=esAMtxu(-bw_Uh!!OX5uj7fSD!50Faw$r?)uSuTk&w48)3MsiR
z*;&3{vp;){RCHOjQF(Au1M6!k<Fat6sj&jhWe>Th!*!!C5tEhmwK;!ODlgOvnJ`yD
z<(vE^ZL51JyZ`nqCb1-ra+}@|#sxYj+@IgTU<UX`9J-+;p?b{*`HG1V&2Ie&oaaf)
zV8f*vyhRk&!u#epq^ulry)rw$yeGQBZ3%Q;bi0^u0+C29Ho)tFU1eY*oaUYR&eCVN
z>JX{)4%H?z@j4KouUg$=T$~OI{MHxif6w%d+CJVbyS|W$7!`}p*79!&mOVbz`kR4_
zvM(cI*DPGhtFB>_g@wTo>F)4)eN-bC9Vdg#Z5JoT+`s0-JKzzqJ~79^=w)ru$}4$7
z>kU&l?=6}{3H=wj)>L-3Y$bN?auQzzIpO5BKf^*KOMe)9WTHA-KN<PG7Q%3h@{vA3
zzEuQ&=-sk-v&s)3%6vqIvCK6tpL<LkN4g^vOs@-8;_z&5>>N2;U%1iYp-nCCCSp6Y
zk&Yi3RaLQ@4&;u}(I<hZ8-x|ieQ6T4WEXtT9Y9_jbH&rqCwQ5!#ME<FM@mLvl+y2*
z8F3LB1*eXZI2AkGAyKASspfFiGDb4yHu<Be?UW>T);<k>&Y;28?EP2}Prbh^G*oVI
zV&6L4IrO<U7=;HrlE@ZrH$z)W$WM7@$E&fA`^zhSsdn~Bd*k%mQM0{%>69BPJCVsq
zkit_;`_%6bOOQ97H^^DJrd$lnS?2&(quNX;qnQdg#QY|2QgN788^DHLO?h}?w#YxT
zm$Na64kH?hmY2&T!qmI3lAdIo8F(@NwEsz!>gz(io9XaYY5&7!>|sqDJgXi8DXFeO
zpviMji)oK6fuGo~DyR=rxe9*fqU>I#kOv=66DD%@0igS_UdshqUl~!|rd*u@8>BpV
zo;ZETM<?+acli6r0L7;H$KT5FdOYvwTWBnO$F;arhU89&^AqPv0r0~THj~=vtn1O%
z3hCCB%U90hW6yIze$$yc&t|)g6m^K`Kpx{|op+n4Tt?Xk*Lwb-f&PGHk>I)T5zznB
z(xvZHh%&FJs4!bCurT;xT6rG%d@FUjcY7#8SuUM=Lo#MpLUSQ^8OUoRBbpvX@Cxti
zHnJr{&3I(hqkw8A_yvU&UvdXx0V*mzcPLAfbmc=jP@1Obz#2DI3*+=VJSbKx{gO3)
ze?s&dk;w9~r$v;RMeYUmUvAo34ZVCO#{$4F`HOztq9u$buy{CKKHgKy<@x3@h~0U@
zM@RFyq5Put^o>(dhaA1t359u7jiZ@7!_TyTG@7gxeQWK<FNRTA2P^Xm2hW)-mC2V}
z;x7leXO{cx?>%oH3^#a(m%4wmSuB%cW+nRk>&YigJ_yfc72@S%mfGv@cODQuaK6P&
zc;S1w{uD7Yz>Yv(S41j))kUn;3NaC<D&d!a*w)lHmoJql{dsU*9r?uH8S6CdJb2`f
zrnno*Q`d63`>zrAwM~>SUviB#^IEi)jO#xwsG4iTD&e~s+)U@Tnl*>B)Sxv$2~Fbn
z0X%uez+*h8rjZoqlYEP?*RgJ!!3U#h8bM~Oc?$z_g$B`OwC5|*8-IWV<Yn#r%t>W8
z#JCA`pGX1ge7avTBKxf0p7d$kC~QMag5pMQNjeo&UCZE?Cnyas5u4UpClU8+@ii7(
zZfPY6F{-q-ZvU2wfzQm<XHDmjtpq=U%2jnb1K-B)%cu@JEV@kl5S*?~#&nW)-4H*h
z)>W0e`cer+kd7e#$j=ZyX87VfhfzLUOPU?7E&(*62;9P2YnpMN+cXoJj~Xg-zO*On
zWw09{LoN_zjHiX31>HX*uMr@5KhHo%Q#Ie`i_WnA3f#o|&N}@BU~5vE%kNa{gNYKb
zk~pNrl6uofj!6q97{@IgO^;LJm5emN=;BdXh5bhsr62J7r_F0}gb1o@?_1TKA39eq
z0RxHM{Gk}|69PTIeY$+D^0qjLUY%VG!A8NI@r-^`dAXt92PHy-ssjHDV{aLj)fat>
z+M)u2Afc2<cPb6iNQ2TPt#o%8fPf$^t)!CD4N6F(w6t_cC@JZk`+f0u&i^^*-skd#
zFMIEI?X~AxYtAvp9P`6HVbZdE%?Q4$>2-u&Ntf_wzPAX2q=WsiNo-t*qOOEqK<>}P
zG?#Iw*j$amhI6tOsi$k|L1}}gB4;>_-1C=Tn{EHppZHhV1qD_%JwFOq+S5<#c&$SM
zn|<^3vQddVSEIVR@@~dGBP`>ehZ#4%5A3E9r-Sp*&VIH$`Z10ory{qJdX~($p+P=#
z93A+z1MKryrpt->BcbltatU|3O7d8u(*1sn^!jEdFYu{nmu0a8mO_NE2gr{}vMQ(8
z*`8Bb7t);Q>btXY7E*V{3w0o-pWjAcqD{X2Jq9Kwu7U#1in=Ra5{v<NiDWfDo64J4
zyKgVQw~Ss{*$~m1+tdB#xOQNhQNt}P>rJ>TT*<u_xsl{W^HS%x!s@=s@fAw_30*zw
z9(il4?IO>*Y)`r`ieWz~eJYJH#)riJ)cl_`G1ZE#VACp1u_7nsICHJvl|o#24;~Vp
z%Vx$Rc=GK*z*`HoN5D6`J-~K{Tdn@BorGb%>#}Q?MZ1QUrM{IP-N!@oFN@|2RaIDN
z<y*q#sh+kuI%6LUudUh)u3itzZ#swA2Cig)xrP5UVEtlB_#z^m?3cwqHe4&u9d!_o
zNZ0V^@uZ<zR}1)Lz8OlHB=vGd!{AO!%pnEK0$uTYRcF1IOyl0tlBQ+mPe%|}LS&}*
zT@&AA8cS1J@WG;?0N^UDU6>RU9Fl$*W$x<vmkdH}t)tGh^b9Oq>lGilnm3BKm#dIc
zGQ~+ehli2$1?{j=KF@!Xzscwg`5jZcWJTelekQter~E*mDb-*qqo=#{I)8O2f!zQ*
zagC3J!2|m{?HO@yJM$&nbDOV_eO#mh$cG7<akap$&Rxk1o;oGsgg}TmM5Hq}iSjxQ
zQ)39?C`tW?6S6!OM(5-YHcd8<gGA_&={P0Ag<z_#23*Sbjo(ZjrqT|sw|V;aW!W65
z?3Wg36x!{N)M91RqOYw$e2VugHHO1>AHSWGz$49=<DW@*=}4kiPrKsdE#bD#P+8(p
zSlcF$hPr`b1YUx&e?w$5*qNAmI;db0uWXIF*ZFO&o7$LYb&c!jy|%U-j40$S%muIm
z8d*F9$l?h^9&G;6S@10Ic?YFGfuKiZDhS0wL<*DM3qx>9r_y`WP;w5gT6}jvJ_3gH
z*|R_~&rD27QDi(F_+(G2z`=d|ijzS}sI2-~3_{s*@(5S@NZjsMFpmR9QyJ|!eLe?f
zs*WpK46$3g?VGZU{(buHI<fwO!tgj>-`?I{Dq32poi*l^NnvVgi9`i6IkU)c!JB$O
zZ^V~5n*Qx7r_^87z2wA-K()B7KeyvUdTxcvN377%PZGyc^*%OkOs=r<30JF?uy22s
zM@YjQvtaU(-lv{jJLvv+1pfLH+an~D`2&SC(U*wuuU~HiWQ%IBe*L|YS;S{@gd$j~
z4+vf-{Dk4=0xd;@Ra<v#qlC$E<03yf>os+ut=fq#(PhrWx|U-bD(ZIvI9eLZF~c{D
zZ|)qzgHN5Yuhi)+wNS^S`{+N=!cabHWsSiKWXzxvZy6vQ4e{1aAj5Bk&+~1AbZ#>^
z^ml@OiC^QQS3sZ7-@B@gYZ?>_+xTt=iyd<M)#@~u=0iLM$ZUTKyKrfw%*w(#{=BKl
z)8=^C3!aAnToq8o@atav^DOCQ!hl9x=eRsbVPljq{e0ad6BpuWZC<k{!A$BOWbAmI
zH_GG=tE?{622iLb*Ey%S3h3GKHU1Pu<k-X$Y%wX$1#_1_$?Yz@k&mL2a$%|yQ=DNQ
z4QGVYnz~t8r>-$tNhqq0{ms<Y!f3)-Y%kjUG{0|PmBovo;{|^r=|El-e>2Tdo;&XJ
z-N##5*O6YR^0!_(EFUiK7M-|n8Ph87a{7?>f#2kV*y_1v^+8}%h2XJY&zE@p{=47e
z2McRfwp$-EtBtrUotX2f@KDH7Jc=<P#m{n`<yqMOlA_<A>ah1GS3$Vwhe!3{Or5}R
zMABqM0pdhM&c_&;gkn#rd`w%*==sow4bpC&aF(>2e_uE{?WaY!98$ED=Dqpj1z5wY
zzwW4ePTdm+n`i4NBi|sGoV2Tu7QH`HuQbF?NpIEOk<3w9XVq-M@f9t?7U+mP-~RpE
zCQKvp8J!`=&0wuWmhj_+kp!b)pN}2E<)l%GHPe}Hx~NC{QXotHJDYoe>#XbKC-ZW=
zgthZt{(W~Rw`;eg9TJLK7&(l_>oPq~E~f$ExIl^ySU%pNs}WN?Re!=8hq*R`_b=#1
zYDd*aRf~HMPe~oH_@gJ%R~or~c29yI^SaEF2}jn&AVR28ujQTK9AZJ6eg~&CIweGj
z1zxJCYpq@+`!XSsRra2Q7Z%SXOWE*dZHWRM_gsTY`Qa}k=e~Nx4~Gwmhm1Us^x_q2
z+IkJi^A_I9vSF&?*E)(-NKIbY8?`X+=wfD}Cp{cVP~B@>^x${C&)5>4=0QTKt7yJY
z7%Gdu#Mw3h2|9z=tb%b`GToP#P!FeQKsG5S@1C7!;t`xrH>ZUfm-yEY6e5!58kdSU
zgG`oo#6EvO+lt6-BoClu;1~j1<vk)vn<b|zY0n^fKFEet?ObnMf+ydsIr)-Y*TAsO
z(K&e-4|LxrP8)yv@mB=3kY@U>xX0$xre^0jH?-KE2o>^B-))ajY1&<d$1|;Y--n$n
zZ5gLvbr1PzUSl=MJh3eDu`1M%PjTVE{9RihwBi?`%6MqY*mHmxUO}bmNU+eJ!R)1;
zHHr5>uRNO;caKEUMn>-Xl3P{nUSEHPv)g{W*XIHxR|E5V7MX%i8@bOoMk-m5Pkh5R
zS(n7sHKwA;sy(=j^!3?2>USSbR+k`L+%OiNszTp3!9+@OQ54d*`*PRpz9bmx^ql79
zbc#ea=*f?Kf~bcFQh=4RmD@|@hini_u3L>uQI%SmGejod>YaJuv6;Pf-8pUml}$S(
zLInrR^U93Tt8GLnpWfeoFr0eYzb}mL4Kw!dHybF2yu{NS{aBF-Sme(u=b{PqmYogh
za&GtTTH*$D;NxA{ZL4^`F|`FQA>^c1z71lbhVeEA_UcESKeyYHbFq4dr|@hsoxYgg
zXRQCR;>4^zV)CCA10aQA<bh2nQ}A?dr;I<XT6z=vnmrhWBHi&lv5HIquT`Pni}&SF
zPd)Vr*%H3Qm@KjFJMEO^cmxLYXzwTG6eq<S7B`G@be1+pAvQD|Dt0TM1a-@&LXZP$
zcyocc@d=o*7Jqm??e~PCQUfQn+2Cj*<Fp)&A<sx~u=&%;s?}w?uR89qI<?iwi7<vC
zDSH~ez8u7OGNYW66D$g=Oc6a24U#^j3i>Ryw$)n>mUrjKcjww-Rt|C0Fj2Ss_>MgF
z$xPjCj<MpA31=r^nTGrBX5k7g!wKr#`cGg<{BE;H64h{^iYXHlG1Jk#hLRy^MCWY@
z%1R;aF9StVAi(wj(L8DE=*Zc46F}xJO@b{|S`Kw=cd6FT7h3E&|J{?Aaev-+m^y%&
zCEQo}iG?!}oxOct&GS;!rgl39B(Cb&<{+Ka0a`z_fM3S&I?T61EioOC1j`Vu3E=9E
zGK7)dwNBhx9>{4w205?`8Ed|CEnNw-S>5APyb!Yeb))PfV{0CKp`D&(lx4Z$93e4^
z-RgIE?QvWL&hib!r2uxdf&rJ1ke+qTZ%G75mow-u^4PWJ1z+6+il^p<u->XUBRpv+
zk-9m1<LpD;BFB4a_UC0*(=~&wr-tO1tAk6(DT}f^AMVRW#<tF!PimUE9#?3c0!$!>
z_ZA2n6}EYPv895_`5SIiF9;7In+UKz5;G-iKrI^u=p5b3zNJ+BG=gKv-t}dz?x0C-
zU?XmF*F0z9am{lHXE)gVZ)M}4o+J`-LDC|1Gb9_do*;z1<mBY*tF|h@ltyxWGdOcc
zklRx``|qA}p;3?I(lVXC>*GOxOL_*UfRBc#+fT9IiK?T4j7?d<XgL&_w;yqucD{y8
znhdCL0j{Y@qnO-zn2J$VnsBFsyPI^UtXP|frN;PipH#ZMaQM;B&iTFHSLTKz9MV7b
zGYcQSVb0pMA^bO&4{#m)dZ5nh%V848E>h9Zs8#;m9@5_(tpnMmIgqr9fyC596;;(|
zYKl!|)AGfu_IjR-GFAhs4I{pr5_ODML-e9*n$AfM03LS<EjjA@5nt7>hqdmHC?e+=
z$-ECjPW$6oj6K48vyn7nT%4S$*kl3_F?U5k9Ip)!xR+h^_yzzggZrfy0KK&R3)z-*
zAPq(&B{BEV-MxFa|6$<eCB)A?n<pu)d^XF=eA(O1iAPhbRbQ^s<2T<D1#gkIR@+d{
zZfg>)6OLI$ci0U>PrZLND*w0g6;-CK;L%lr*p30JucVv~A^F<n3i&k~_kX+BZa~%P
zK(a-D>h2N1y5XnKUXX@WLM-Xid|ka2(k~g1_1geMqpikmQ&i2TDRkxV8nI5<$VBM6
z^V8@2E;)763SUdgzXoX=9M8|jwl9yn-O5GEeqd9^Gz&r0wJ?*0n7&o7RmmcXL0ZCU
z>P7WyRX^qKEcJg-HG!J*Qundtf$M&GB5~=ES&lI$SY0om&l@Yer(kD1JW48=n1^-a
z_=w{VW%#hq-DcSY=I~f-#XEE7tAk7qU$4pURw?`b-%?)xtAHnH-rJ5_xy&4RoMb$<
zBHcVQn8QH#B>j<_1NqH_deE=4etP4~F?QaOLLznnJ-M@KV9C-=V)_2R0@dHkjbD|7
zi@~lbzsCT@=g8j_Rrc95AVr&Yf8(|oY(+?JU;?Q;%j`q%Oye0y4X<*QHYGW%ZXCzl
zmY_88?hb8~=&g=V6|1q&w0K8vGZss$UA!r#!;5;FFVUqC0z$$LsD5OHwAO2YVN@r)
z4_4hXCYBS^2UBGMXfS^of9ARXS%L99b7^_fxME1+e9tNCzYeQi!I1=`bB~Qtfz&Bq
zwwaK@fouTu?c>;u{1ZWsZsYSsa%oXf(bAUn$$I@{5M)4@*wG<<z*yD<bcYp~(RVeo
zL{vwr9Ll#gtqaRXv3LcGZg_s$bGCc$QCjl4F;niOYUX*udmYcE%7x_OVgaX(VQuS5
z>K}G|lkX=|pehO}ryGNP6eSCKK9)<P3P5_;1j0i?FylB(g19UOnOfJ+6`Jn0+hhcA
z*T26lAMbL52{&W&H|1ke@z525tO}D<i^7_pWUMDAb}vW9J~`S|JoS{G;cVJq;@kGi
zuP<zT6T2Gs$vj6bZx#}H;gE=F^T)br42)UR?_Q9(nnToT0jXDooDP2a$n6-nvhK1D
z%@1NGuQ?kcs!HpQx^XrCqz>0mJPNPT=Ft<-3n%`$(?)%pKcLDV^-WIo+$0+C&6;=u
z84h_eBvG4(r*zW_o2jUyIY}X~Q?hSrOX_S|nsEkKtS2uMJ%?2nq7;VwQCNy=@ZG?v
z4cc(XP+yYt;5Yj8;aWIH3rv7jklh3a?|5ZXl$lj)Osa}YAS2r6Q$h}5nxYsVMmy{<
zdh(q+k)6kB)Rerslt<lVcfY>WH$NtbsWR!#T={n%zD0OGa`@JNx>-Qsfy(ap?`wsg
zYFWa=l{zZv-=Z{=PR^_=;KIF;9_OEAA%EgfBVMvb8%$;L#;~UR!59A6xQ(sSgQhe_
zcC=IboCuyt5``~4)ZnyZYFH3Somx39v7c;Wqu|WU=CeyqA7jFg{o>zdJ%^mgKYoQd
zQ0ukJ@qSI98ov-09eDSLK((v;7>7)RAw)-}HW-ZPLmBmo7wiW+KXx!C9;K^xaJ_UD
z{1QwRRUbxWQ<yld^Qirwd(eQm2bfJJU4<RhoRWc!Q?COFQ>c0u<UAaDd#1K-f@d)J
zzdQq9m^$|iiQeO1_dWXhoD#*cQl_@dDq`+Gjf&^cJozR_peWi|?GWBXjzvV^j+ZX>
z7mw=6Ry^Ic$xeLLbdfK->Tw$-rT<1C8VnCLthA^v?FbgEHL*3-etF|km$<w9$Gf!r
z9RYo;Bkm&Dv$4-lrh;M+JR;Ft$IV@5H?a*R8O6}p_Z&Ywt6fdU3|~fa{C1Tv1&UVh
z6Vx>OeuppvBcteATdUp^8v;k7+sawH#FY8ss&cUc#4|b;?R|qQm+YER#w5aoIElUa
z8Q0dC?=&0Q)EIAtHheNyaR^V&dPuAwY#~;LA6+G;!H&8brvpC8tp{ZphD1jyHmt;n
z!z_FUjb={!oVvkH^kno*P92Hz!?*GXP*(@)f?tcn@SUfFg>?h_^)YF@l$p;~64P`D
zXY*jF4(~+aL{wJZqknGQ4Y*p#E>>n^?ZwXgM9gjKTP*j5Bifk7t5OVY6zrp~W~Cs(
zup>1M>gm1|!M${tIHz}*VqIPQ=wn=UBl-m|FA(OL@*GhOiP{B9?SMVafjyOIp>CkK
zgG{2y&#TUMmE~EOotEU|UOnq1xKex6S<hyCF&!*9{_}B_Ae?$Gy)+;6B6i+mzvCkd
zanCp*eVzmdc!QB)*jcnEGU1|r@EtFcmGczMk0j*GT$DA<G3}WoJlkC!9GP^3XuJK3
zms=4xzi|2h+TAJyWf7dq9_lhWOSq~`n|#gVkE3`<LKoMskSh2*AYAY!Ui|)~y>F=K
zBs9Qaf#nsrK&ZR4dh3Xjze!S<Yn`Ikq@>m@#-eWTVEe|uJpqxFyY*xI4u2V>ZIBsQ
z5amqt?ioC5Pf<_x-><)bU$-O+b1m;Kyu0AG-}X)8a>$PG5X+9^T8vOA>GbcQPMvbr
z|9SbrP*CyWTl%V6?BN6<Iju~pCIw*tDVBI@+HKv{PGZW>5R+p}9j02;#PwENWPShn
zjG=K!!qjSvRU%^zM-A<jHzDEP$A|IyT$%n51EiP{9`KgSy0lo+)7kwGyCDTjFxYT!
zuC`KGLA<X4)%0-+4~HTLzde2{tj!b8=m&hGbE-QR>}J>RN`wvFl1;D2T=_0==irkW
z&(Un!W{3jdG6GfCPJ%K#F!XbMgF%nBe%9)y8wG>{$`sTk^b3sqd*wqu{++ht+s#Fu
zE$?2dT|wDP(*+nVn^lg6>*M4&eJ(-g(RwT4@IkL^riLaoE_sTA2&Vn>^!9$9w7yWi
zdGL2@pOoC5Vt@zH(J&Xn7X3)_ohhQcWkTo25^bX)uTe>_K-%p@;rkwK;aDD<#@Y(r
z(mCiYER`JgrE{CX*1sGhdYfW;)101Imiruhrev-fPB5z?h^zk>!^^*dFZpy&!inhU
zHOtbpBcEaQ5h*t0Y9n>8bWRowv7LkzT+A?l)_KCNx2prbS5};f<}_&YsMQIq1Su|V
z%9@j-Ui6zW@)ow{39VD4-hMsrk}ieZNRkZXTG#QuXYV?PIYf!xU|K5CctAWR43o&S
zNaC&=U#oW;g;Bo^&r#*hJeAp=t@}JN`d#D^_UzW4#DPr97S-cXftO|FnD5`1Ip#W)
z8n@!cmD<(AzVi4sdH_@~fO~r36P>Ih(T}#gt3n85tjvPosFHJJj(K{mymLINaqr~E
z&-p38{V=yimtwR<H&2M=NNxXei@#+eaaPCt_}{WIX8;SL=w_|z>Qmd1W}GJ!{9?Nw
znaD^bf7uw|+UcI?H>e*zb%Pjrn$;$`<ho-Z=5mxmwR((Os<geVs+?`b9M{6NVV`u3
zm~|d;ZS>YE3H7}ghF{)akUS`njf`sI8L8z^Pn51NUhQhjhmbm+8*S>}kZ4kVsg*4J
zY{E*{-o!CxT0xud=IZo^Zj)ZQAmfpL3-|4B*p!}@+&IFvu^67R5;G{F8CS%WVM;Nj
zXj6XjH0|cjd|O$fXSXVPqTVBqeVnk)w(mW^{*8sW#La2?n)tp#*<IRdf;aX5ytFUK
z2{3(_+I3CGG*r3Y+G+oHw@CyY^-1#rku+EfT+ua0l*2!d&ZJe{sFjV)klJ=nrn#14
z81x~Ol6SaLl)xHoBWR}dH*@3@5lPm!jEa`IjkekP_mFFQ7D=aYu6D`fpGS5Mjq-w*
zd?zcN63k9%o^X|w5*zlT7Tf)o-P8cn{4?KI2n3bBCo#arA!(5{B#uBcmTPpc?YbXw
zSO9gG!RfAy`pIDiEN}D6=P!!y<n3sO*U4+8I!d!%-I*e~rYeCtE_n&1@4eKXw{Cy8
zgqkCfG}sroURXJ-Onci@LD<VRoQi$%3hMyGSgX^-`4ZFD$~|jMZH#u&O&<c4!B%Ke
z^h;9W^rIeaIi+7=<DHQ&%($&6$vf0`*J3wFO5G5>dz(|hYpH(c8)f0BHy5PN2;LIt
znh@yV)!!kdkGan8aB~8|$H7CJhmU$gd+JuWAS28#-&1ef1;>%9(>Z-9OIlRezgtVV
zJ<O$0mwq#VU;h%rttj3e;6eT?vt81Lc4?UAVLWa0)hkk@TY|DpQyk4@p<*1ph4(Vq
zPjF51bI4s~d2kG$QS|v86uBqyGe=W4e2o_NiAsW2|5~>qX4?AC<EV_zDZ`s!<%L#x
zHNPTS5u<UqovYvjfkN9CY76uvZ~=?`E&FwH+~L}q_6FI;OCf{$^$y}qkAjj&cscqD
zVKJkIYt9BUVALMZI_;ETm|q^3yXhR=#FMpUl_JSMr2a%Zyt8m;-grn<vtrwqq?7fX
zJnAEg)WUqkTYC3+Pvd66Dr5Q0BJ|`HccOQZL!E1lUR<TOeq%Cvn{MJt<razTV$~7~
z@isS`C$#zqU~RM9f)MeK?_X@u0MIuCFZ-er!CGV?6a8uNWBxhGo4IaM;oU8x36VNi
zW~;FdGTxVXj-Wr9Zxw)tTrsOx#05+;U7He^;Ec)?2np%=(gV?#Ym9>*epH3YT4ti8
zyFKb1aV)^pUzun(v+YYH3r!QmmdMGxW?_zeJoAO^EhXDXN2RPguXAfjsmEh&)D23k
zhy^9-bLo;`U$hz{(sIOGV(SMWRfnQ)XytlXi|hevD878ivh(j14NnTr?q(gyIKMjj
zpm9m}it%K)p=Kdx>>UK*2Ra?BUUN)-f|nJta)lxh#u??+^jB9S6b|lWo+kX>eB8~{
z=C~66*kb3~7u5A{yO9A4*1xYVkCI8GzxuNwXzNwB6Ki<cSq7}E$)Sn@)K@rV2rm6w
zcFQDP6C$s2wJxeO%`>Z`&l{I$!D9AnrKlLQe4S550A&&8?~4q>Nw2JS?InB9vks@q
z8zTYR8;4@Yh@%Z|G`s(l2q|LePZq9)7g4G*#hlZeT7BFuMl3nWHL^qac%TEeWi2{z
zH?2|$(I;XL14LO+FpdiO0UTikW_fgaIu+Cqg@dw9`|U6RN(g)hgm!=-9j%-uDFebu
zC6>b~-F!cppp-yC>1P;5F=F^CiZ=A&uBtRfB`<kM9{PjJ?5u=6AIs{EK7VkE{dyqB
zFN<h_Ak^>XIr}yQO`}b6i~!_Eg3R;RJ>KI#GbWRD*;mRC5}`fxWoXNOm}A`V{1S}_
zQrN@`7>oSd>lo%1%?+{+<8zIRGrHJIlka%31|M8_a85GJ#rm~c@>vcC!C*G@Zbfu8
z<V#CS2M}`UECzGg%UveD)H4;57=UFH3(`OxRZc(UaQcU~mip#E9U&aLg0yYSb;wgZ
zAm@bW6;EftcL`=ebSD`nb1Z{$l<<4PX6@V+R;<NuIuX;lw{kV2ezM6?rRCJR(fs!X
zBuosp;w|#S3H4m>?eDT)Rng>gTtsU1Yv_HTSV=`ig?(!WgxEQJ{{9LOmR_HzT|J^r
zw0$}T%`s@`_7NR{RY3~T6)hT-c$*-TP*=@m`jmr+J&9-h$O`rIEPsTY)d~C2=*1ir
z*#5~}9_o%C0#zUCr!#dlH0S_FW1E9c0_p8Wxn3#IxJBt_P;0!t<E!FwO-~v2dUIR#
zEb>(yMj7ghCTsH>U%610`>C)=$G{P4!gp*vbaiBwa6GW0K!aJ5&t*+#jve7Y_y8jt
zcXos_VxI6QzamT*L{%{ONNFPmd+>F!3lgWa{<&gr2Mt-+vNr>>fpaTkXqZZGW?~Xo
z@AowIzIw^m*4EdcRnZP8=~E5u=iDxF(t`pX4#`=b%l`8+cD=O^?_)3$+)h-0%+Nj-
zgc+s<t^yPP{6KMko|m^kg7`%o?So<oP`_37@X^yt-Wx^4vB+~iD<_#fIGYB|7+O5@
z{LWsyFjfyL(olt+fOM$gYVYcb*1#=yd0`wCb+LUMJC^Bp)K~e@dR<OlTZ$TgM=6W?
zCMP}#j@k37WIuJ7C8X?)2bZll-iu|6KQ&*CmHt2Kvi^r!%(QcLSHq(GEmICjsPsql
zLTmI24uK_Jx^UzCGNZS8^OLQFnFHx}RB`s{=jKxHX$H(RMUJ&c&5&BhE$UDf-yy|x
zDn)$@k#m7BLwZ1|EB@UkAO3NE^;*QJP5t=#aX+M|)$ZN9SNb(PMZa#t)v8Eh06=Gp
zPAaSMs#5V{b042C$0p8p3Yx;zo}wwCj}DF-OZBigeh7p&7rdFK8am@<-!Z)L>3sOM
zP+F0G>M2Ox{=dlJsB-NF=e#VEFrqZt`s8=k9_fbyNcU{j&-_S)(BIAu0zce7F3@nu
zO6fsBPq}$d>Y$&pIB%FXl|^VRZ(87sSkW6qg3HDW_lGN83XJC-{Jo7vKt%d4N;<85
zYm21q0FwG_YA{O#kPDRooR6N_-&wUFFdV7(sc&P+vuul?o?nMv1y5CM#C>aXB!b!(
ze*fapDQZ<EBU+6LXR_*TC)^f&?Z_`fMc;@IDSrEShdA&ku6ChwMTVSgTCg$}Qhe%|
zG(L)S3v9}{fd*BMd@U%m#q=rgcSQjct(IX|5r~b4AQBjK{Uh#7*^vR^F4s@Sy$H+p
z#;TZ$i#X!>uHoJb-xK%}y}@U7MDO8&wV&SSt2x1j))7L?ISZWa2t;!Qv~`|%hI9*N
zlR+&jBKcnH1IXwG^ofv`l=Ro}Iog)ja}f{BD_)&8T(XG`aH3(mu{^bv#TVPrp64;E
zbWg^78GT$*iaube+ZuED+6E*lb44K!s46)pps;YWlqM^Q?a@=ss3m0QLZmyIUgBk>
zr;7u=Y^qk|1KJsKw)i+<QpVcNhpGBxOOIpQh_J%RvV!gwR`LX0mF1KwOr+~D{!%qF
zmx`Mt_7Ls+<IJaWux00b)y_Tj7$t`@nXL;9kCID4PYfQOO^r9nKHUd3CHh}NNk?b5
zC7*-%M*1&bdiUmA#j@@RMIB48?~(S2=~NP3kEIJ0iWFC?v$*rsp853$i*7h=QI>6J
zL05Z0fV*Q;1JU4p=(YmM48~vrW)8+43*T)h)~BKida^($*k6-E5`(Y0Hp(I&fp_Ms
zQScA!Ea9%o2lJNSsU<S3<I#v0WK8fe1`ktn@Ggwbz0-a3<W{<SGRwpt)66&XbW!0Z
z9mZ?(iQfj%(aLiq{?c`=^(Ic^yxbAclQVTrQjGCk9FMzV$z3O&qZ0011+>+ifzkF$
z>_~<m9_`GxT;yEkxWf9v@ASfG^QG?Qjn()hAXSKIQKMc6Cm9ZWr$RUdz3v6qMa;->
z&qbY!-Lh2Glf>8-5~~5Ir_**;_UmB=)b_FHqCadlxW)a=Nc^j<;y*lhD~Yo+dkdqm
ziOX(_ZycPJ#IGmr6%M3M-zIMccQgOAiPdza7YOJ}nbKmK%$>O2yNvpM-(L{!zt20H
zAQ8G!c2{^SNk8gEY=cya%(N4vI4xQp$$ZtL(&Rn=F8?~}dJIl*kVZDz2$(H~rPLN;
zzM6c%2=Nb}#kAYvX+|P9ioU^rq1!Kru->;ErdDf*lys~n(8?TaQH`+61@tL8GrwN?
z7eGWqhIKidy{eP<8w=tZ-SkhWGYcL9SJ^pKOeLmN3Hy4~^C~seuTzA;#ZP8_+zB6B
z-I-T+6I|W+$ii&iXdBskpUNSz*3I9ju2ZL;HT@xaqNV^PQEIVNw&_UT7+>446qop7
z?rM+8^A)1pk^v7<Ep*h3qlbKiMExz>>K^;__nlFs*x@j#@ZA2tI=_P&@%j0Ss684z
z=~)~C{*6Qq83|OWR#yl;4%A&6zw=N9ZwBs&8q}-Nl^jjTa-VNYl;^#bhe)D9o{=2p
z&8Tgh-rhE+c2C!iyjmdl%5dsb=TbFatwWuh84o(s%LCz*Ez{`ygD6gpxdX44JM&6s
z(x&qMRyr3}I}}*z7K;dw*+}Q0gMo&#@OiNt7dxs#qf4u=j*c3K_*aIos0==OUdx-k
zcu}*G^X`9B0q~Ymz>8St^sv_|E^c2Qsnn?Mm&v9bHRz0e3Ient@rp5&pF$5W^mwnr
zc;iWi86%2&0PY|*h`s1?KbD7({M|<cwf#O+DK?m=h5w%wi9ERYzO5|CQu*<Orgy8g
zsSWmOXM-&6JCm#Q)`H(ARy=-a4|~6*_&1t&h-p|El#KFdmZcebw?ERo6e1ba^qFvE
zt}Xxke?DoT8;nA$n>BvYyTr2NLn{}R5f?{5-&K3-=sCt1{}MjbSShyP^9{6p#T~96
zoX{Z_Ze=M~kbm9H9PzkXx+k*$-*l_&F8^9QO~B>*qW_ki7GlPjX^K{~o7g6QOoI7H
zut!*)QeoA7Vo6!jq2L@^zw+1%^>h()@Qb0>L02wUy*c4L;VZ6CKghUEb(5R)Y()Pz
zU&!vjJWsf78X7q_dUbeI3|=VN`B^#zci)8E_+bWqY~_Dzo)3Op<nq;^6<rgXHEVVi
zY=WqfQKlMvKN4&i0I_`HJ7X&o?Ef1p>hiL#0fC+k`{KbOwt`n)>S2TQ5fe<w&cPyf
z&lvps$k#Pk9byYE{TuTlSZ642{h|hpmw;4C+S~r3sv}>`w9el+R{^QBKhX1*30IvN
z=BrK}TNOtx#17!Om}q7b${2T>(M63Z8|{7@UIZ&EO4We~c%`eio3=GuH(=FDEj`S#
zO^mgu!zj^WF5vo4v43j`!G7C|=7U`Y=jLV!in{wG?zgv><LM|Y4c&TmC)hYiO2%8%
zLN&y}HQjX}>s>xBYAhJ1Vg5`;J^g!Jwo~*SMOx+~h!#@2DC7F**XrQpY}_zy+c|sw
zzvU!^T(0d!ptpQSA;zizBZMOaTCb7Y73z{L=ul6xOcM3(qaN)019sy-4BdFcr6q>^
zs%O(KuF9WDQ%?P<K_A$`)_g8N8=LhnQ$II)!?*|W+OJaG1wyCTSiHVDTS?*J65+`@
z5A)a!gBz5Ij0zhba%Fc9NZ#D~-;GHJz!-hh*hz0QI?oR$5O+;yXy=%gs7IMQjZr)A
zQMK5|mAcDH|3pVlPa$QX)OeWM;X+b$H^8|YC!q13hr}hbu*i&0aZlQ1LRE&#f$)VI
zKZ3OSW~7T4FH8sRv<fK4nC_jEB$g!CoxV1!6nkmMbYWay)^51xF*^De>4(?VaAv~)
z9TgLcr_wz7D3EDX50{7($N|eGWZQVvo)JvZdp}+LOVD&93RhS>et_?AXgQP8M*_3V
zW9W7FQpv+8nMH>xeBKCo-ezSc%`3uKPSL0ViM$4@$&S-^jQh&ApU<2ilhZFg!Z6ZA
z+g692HIk55lo>Si6YKHG#kO$qgU8ByO761rFORRVvWEygDgC9H<elj8F1LMz@V~DF
zM;e{3W1E-bcTb%n>6R%tW*ad=B=bt{MP_KU7yBjfUpASk`6{M+a&9892?J31A~>WH
zbI0N=)^7~H*po<86AfB<!r46`H@qbwopUnXARh3xtUKR4z?!xl@Dvq|<vR&>3IUia
z(gs}d+&7)Wb;%wIsF$r5U<9G=@LhyMk&Y2}xbAH#DM!m*7wbrYSUgp8wRslZp!MvY
z3Z-4<SVK5%&cbUnNGMVQvknwX6*Y|s?0oTXh1-BK4^nZ*=7zBEWLg|$-O9s8O`f?s
z4BJWwO>9h=t*7)_z#O5w(1gV|$#V7UUp?$OQmh#C7~aDezAqR5QYp8K(AS~4xkFay
zg0+6%fQ!J9cj_8_<OV&S7C&}Jd!>Fr)qT{%-(JEclCX4$eQBAZUzo((oh!NiJH{rH
z`io51;D=i|WKUb7dsXgag?=pWQ1cPrMEwj-Ge!ty*{U9kN`$(e^OuBoTODQUm}%s_
z)VhfZQj5z0Z|!#lhgf#`|0LnZ#`K~mRGj`yTA)=O5M6K3M|_iuIXEW??_1_5yp%P)
z6LYbFpU2*K`zi6eeDv98PI*oeca))vHQSR@GQjDPcaKIyRFB>rnyZE7o3UR1t<+4w
z2Mar92-@PcVfYF=WGoTml@dFUHz~||yD;or*>X%gz3uw%)c(c=Lw8=)q*w8*s9CXn
z=}5d9%RIs^C^K?L@v`m_&b4vH!w<S^R339J*M&5jQBy?m1cyjsWn>=j*D{X|75f12
zCH;F^(g{eb+N%DX-f`}3p#Qg{2SV-)8jY?@)M|sgBToAh3N`k6x@^0*KdGw6+;+Ke
z3u4Pqn+8Sub1Js|b)Uc5{#VIa=;`TuL3eKt`UYA|?m|KxmGVbaMd-5qHQsGXns$Bo
z-YuXE3Hsdc;TG$ZMqJKLWCxK!MP^wmdv=fi?Gcm$Y|GBobKv$zA=&rAd|gK9(Mo8O
zA(xAQD^lcMRM2`)fi1^hquAz^^wj5#qDJ~&rx44L6k4}t6VuqfTO1Xt?&d!OUoVXm
z*XKIy6qUPl&AFpI2a%FXPYkvoIUfm<LmI%8VS?5+k<pCmYP^}yA+#5?x%M_XSf6Qf
zH*FlIt_B2Baqnuoeo(9iftZjh^5ZxJJC1yfEalz%4CzkjXa<*z$P4=BWk6I%bMwJp
zH8be&MPqxJD=x2?v3*>D%g6I<TBC+5{d}p=@wIBKsu-*A+x&xHJQGmg1xNnr4U{ro
z2$|qWC$knFw5T{fx|c&}7@{!wvCGA~$8P@X25GKz*yW>(uU^0E9hm6epYq{CJ1fdm
z@BMl}IFg=$fp6XpDr6&KVhE!6Ze3W_XH|La<=A*D!tE*G9wy^!w|8zChcwJNw#Jm<
zt@uliAD&0EAw=+DMjWB3Xp!r0LtguI%2N-ALD0;2xX6UV^7}^vHLOD81laJLfj6n$
zx~yBNGEc9M!Nfa3T|1iTpYM%v^Km0<Sw~#+&2%1*|2BF`E;jdphw2~)8j3(PfZtrR
z9oW~lseK3?S!V(1xnw$kBU`r5RMVg5Np#ek3oiXL{w&!<#`ok{&p$l6{iW5^M#{tE
z;t4_&c;nuy<1yEnSN71BrX6B>X29IIPpg!A?%5-?U>P9$h3H##Ks+~RCVZd?=J6(8
ze=FeBX7Kz-HId|1S$o68Tr2j8iBSE&#II1xStJVMi9tVLY7j)<Lb}YXjFieALlIQM
z5tM{RBchL;%=^LmhoVCJi?^ZW@aNnch7#R0;Wf1n&!ho)x5NdP=taSw&xGIS^3Ufq
zB~(XVKrf8TP3I5JgP8g(&{bj){v6WTaJb4T2Q<Q#pt3Q9Tv(6KIhUyHGS|{!s?~mQ
zdPzhg5bnL-ewz?1k-dO*b+lEPR(3G=PVYeBq~&`2Zn7iaCbkxeisp+!xb^9MhJ3;u
z`=yLn|K&N{oHL!QRi081vRd_C%P?|Rp?l)bHo(9vQ>Vx)QAHrfKAJp09t;N(VsaGI
zg$<ZggOHCct2Ok7Od02!FQ*@ZF!jR7TxdY-%h_nNFw|T4wqEZK=>dt6^ud;8k~ENX
z^NAe1$Ugr=ExeKc>^VtB4#@x)6C%Ov8+`Lz!=)7&j*cWav97b9BCe*-wbiG8KpA+T
z0rbUNu1US|YwO9p-l@T-vhKou%3OStmOVh6?;VMAu&PuvfY=L1I;^Z~?%DG~d*#P_
z*;_9<gmC_;>xy52MGIo>mn!rL^+)Qws-gHr-uutg#Y#|$nyZ)zy#m&h206zr`qyI(
zDyoAOhd;WP-er?E=y(@6h!4hGlpH11pi{9GN!RR9Qb(so#YIt&<A>kJNMSS5O_FmK
zX)lDSRg3eCvDYlw{P>S4bf$`A=!%>cQ|1)+J)K6=dd$7l`z4&wZaU^^bc#%Ik9t7W
zNoHP)K)(t!PBK9D7Lh1@QN<8Q6HpdR(w-f`zRX|$o~7p812YX%i@k2%kqM!ibkAsX
zCIBa{0YJYCSIL-)%?^xr2O6iFgXf?uG&Y!}s`Z?fQ@4r*c3=FwaNe3T$d%oBFNBe{
zC!y^~_;{iRKX$*H6;d7V{QyEZ8yC5{s&+6Rh)<f?g`Rq)d!+aEwLytF0t)pm2)3k!
z2{9o3nv=-yT95H8fhu$K5hy)aDtX};YMZG;Y|G-%F`^4Jvq#1u(?sqhE}10XBN&)T
z-GEsU-Rq=(|L|i<FIvn;{O!lfA!GusN(fq`3B7Z`rt9u~b!xao+X}$bEF%4fY8PZ@
z_nV#E<%EAZ`gTb2jadj;lD^~W+HIBToj3NPiK_cf(pMg?;@tYO{g^eyBP>#uWHNqL
zEO;{Z&PlQ_P#TPAXR#-3<X~fC1F72ph!FmDAbo`{)D8jw)%UjLb`Z$~v%P^sbcpig
zi`WZJmMp*XKPGCPc|^tgnVO$J`BqVu09$<BjCOd0XZZ6dC3Q4s__>3DBh=OmOc0Wj
zvmy<k5Osrd+!ry4a5}SZsTE1|RYOHXUeT{!2)RYU5Z)>@(soR-l10vko{{-Q5bQF;
zWrtZq(SO2^m?9zCc5M$}4k(6BU2onUN=QhU_GAKR$60TV-_5GUYvgDiyJawR8F#tg
zFKIU6t7Pko{EbZpm){2wKubnGoo^tXnnQ^HGtglew>f})Ef$m}H4qga5JAS$to^33
z84O14aOJ*<gL7T22M=-D`;5U4FN@yIxrUEzd@?W2gXkkzd^*xx3}p(G7=Arzj@0`A
zK=v93nwpx%zjzD!H`IXbmm>`|0fU``^8H+=MmX}>ejLN*68GY5QE@T#jk)>x`#g5|
z#<DppSUWp@Tc@Ynx?|k58H*%1BW9?EBUy)s&tJ=H$kV6PwO?1I@|nVmn5K(4r|3tb
zw-X-an4+|>@a{ix@c&QZ<#jhu-(<Se1iE2NpAj9~eXFeW^w#U@I=5z8!eXH)zXLh_
z0cwwAH~MlePr<z6kM5O~BL0k8*ZA14tW{53B+3>)?R=QF<uSMJANek{YBGN~Wglvh
zJj|kf@IqSfAJfD!9?mB?N$$}7NXMO0`UxUHI#9?*li;}A5Av-c`FgcgU*vkB;zgG0
zO2Y14pBK80+dMK_<&TZpZ#tBHKL}eNrtw@JZ8Dtmy2EYtB|udn!Xc>rY#O~LClz~I
zrL>NyU`m+xC8__RjQ&4gzGsXzpQfF_YU9%)q=`tc$GIYfo<5+04Fc(JaUr61uZ>nq
z|N2%}*^K@fjciXt7Im94!%Gt>@v_cqOY(#0Y-V_>%-OUm17)sndy;um+kq5&yp#un
z4=i2ydk&$1OUZsic4b_QACE|4{1y3_Ze4=#gKkG=j!|kx;iz*b^C6CD_MQ=EjjQ^b
zmg8e+%>x?u%aj%h61*9C(m8sWiwVplc@H@shpW_2eGRl~tSWiEKJ#T{biyemxS~T;
zixy>KN*?DVC5*v&L1@t(kfu1iLCeajXkE8w8Yk>iS7I}%$5ORO*_|g{G++kFJ3C6L
zEGLaMJR;I|HuwI>jwKwkdd`d{ZJ{9<!?t^WKiot;Rb&M_qd?)_J-^OGUR9*y{L}FG
zXwA58d3Wf%HFUr&^!L!g4Yc}JS0f@e-u2Z5(=Kg7UyWfzg8u&p*)n%x`yPg6g06|T
zGMt{~Ote^Q%*E<hF?~86on;=|Ez`?(m$6XfdXaM&?w~(NS_^tSbI>w)M+hrqpQYE>
z>Mj*qwx4|0R&J+D3RxPW3=bL~VVwzg6+ya$0))!h8TFvGv@W6xraGwrnjF<E7=8`U
zC_U63#_5;zuZBOYwqG4L4oSVGuri=U<`fdsmoC7jRkn|3mvodK7-{T@nu!KorL$>>
z%ntOr)$8r+n*(tqPR%qpZlE~A^&a#bFrMG&XHw~!fR^gU&-7%^#=GadDk<S|gPwCY
zx7;x}H8;7M^z^I;?*k89Ri}O-5I@>oj(1}2^=Z=hfTEZ{+qO$AZR^gNQC1$x(<Edv
zOe3sCUUky*m)_;yKn;P%|7|8W(o3E*?(Genfk$hI#UA+l4%UD3X%^Bchy><qq>agE
zKjo&1yt>B47B%op0O#rf;+(9C=icFK5wBM_$E4=nFMJ=J;3n@wb6CWE-(HX;WYIC7
z|3kv(X#VM7W_o%Swt*-}oU}vD01<4&BY#+)MrsO$=rMO>V}xKEO;K|_?b|Pp{*bJ^
z<Gi%2=qQ9Ug5vD?vJv(}f?;C<D&su(L8|m{TNi6$$*~>Ik2!$huY$86AA}veqPJF0
zd8AxNoF>L^cCOkqP&7{!&%`F6uX%>~>wSgRQF_SDzdxZhHPEwx<Ke+;`@^?3FQ=YS
z_g8BynW}~cGP3wZlCX&lH*souvGi3DRRNU;3_!me4#4_(-vIyBOvUFTlXvAd&DbZ5
zDx4i~`H?=ynmTP9&MO+lXO2Lb>(McTF0MC-;PjRkD84>z-g=lSrH-Lr$vH$el^BCh
zJFcDaE#Dj;?_x<L>p0Y@sC#vuVBLniY|Fn%x<>eyp?y2lH<z_SGmg$3(2Zab^T!OQ
zSIv~pQb_82Dhr$F-LO81H@^N~S+&?hyoZr8j->95cV9)sw!zP_;7}+mpK&M$cn+-s
ze+nlDc4X&cg!G;v8ymk05&&9tAOTri5#eT+rHU**L<C`FwEQc{5OhCxgXUth?TiJM
z?b)}qqGy9w7=$OYL4OC22o@Mu+0?TO?J9}|L8K=TIEC}sG>|xmh9=lrNSkwFF7wxi
zlYfs=Fp1biAk92aC;*Ck*(5@q8lW6RKRi6VaWMI}jy~swIn?B-s_7|Mvh;dOmx5B9
zQT+G%Bu^-&nyB43x`F7ko$}Sd3h7P}*0-+RR(lK*m5}O`geK5Jpr2YzEczFQ`6o}Z
zATG6vD6(VjNjt->5vy&;`a6XL79V<!L~2ucTqPWJ!J=jhlDt!6aV0KRBmCV;`!Ge3
z4e2U+OJKSni740ZwFn<S;<)G3dI+6`X@Jem;V>^(3ElNN8McwtQ2BM$`L4-BibA3K
z#e3Cb^tUxf(y1?i!P&E9iS1t{V#*P?PW-!QCsIl6B;(@#(7o$Sl7L%L&E9;1sp}E+
zuhfr&#1$w{wE|`P_Ck_NvLhrA5hYR03fo6)+0V@%Xwelp*fl$s<E>5?tyVh6J=!v7
z0CU;Bsj&ViSsAr}4f)wXv9?nms=znk(20}l%}RE^k3{bvq!kMRj~W=@ZAAGUX<ha?
z{|4oF=nKlVhz)zsAnAa2r#U4rg`|E+{GL<V=@?pAo>awg<k!W;gL?KOx<x-_{VKjA
zQkSt?keP}AdC+!5^#3uGzd|H=kIeOlpOP9@xcO*eko`~(WxlJbqeo4Vy_Ccky3OF!
z4^*@j>8b_qiYEFh4Hs_wTP&fF3oTu|zXiS6N-Lo`$@40{zz5o97a?iU;^h{hKV7!q
zM>0k)h+ire!eb=DAGiF0NMYUNB&+a<-q^3Fp+OW$Ud|!Q1NPsz&K}UUe-qLJ5_<B`
z=9(}&`_{GS>#<ieuCmoHZmb5Z*iSk?rpdW#&XBcj!>GT1PLi}bCXi%A;Tak^GM#?9
zXQ)@84oO2A==$vM3Fi--H#R#^2GoX#p&@E)a-ab>J^fURS^Qa&tay7+dxxD2C8^YR
z7v}9tfZ3AC=Q%w|O?M=tOxP`nCF>TP;~(;7uy0`ILZg$9sOWH85%ENW_xU0PIlUHa
z{ZqEBuq9d&7*@?j$fg6I|MUCHsRMUX9&IIs5x$iDcsCXR(g2q>4CgMKXEfNBtg0@r
zBD52w76=EXw*EQNNw70A{e`B}?I43F&-P$@eRA@gn9ojeicBnvZv4g^u58&cjx8kR
zWa2Epdo)eZ7~y|rvlHR3^jfB?q|OI$W?V?0L~186y)+9AiUq#-v<S*ZHpgWaLkdV$
z1?L0rrof<E-6CnWu|bylIJQ$65BaYqJY0HsAELif`HY^PS@$xT=%;GWj1Q*n^fp)O
zlT0&{D+n(Wo?x?uAOA#L5UYoVz{8aeSpwVrs^=tnxSW~s=(|{1tFMXkkrTp0KPUBd
zWp9bF$&q~1%XAMd_+GfP`0*sDI`UH{l`IIR=S`B|=LmE{AUi(LY32QKm<s+2GDVG!
zJV&u>K?6&*+GfGCW&tG%C^LS023J;m_%QW)<6_PQ$-ZZrj7=3&y4uoe8>fb6n6I|-
z*N}xfrTmNfe$W9RXt~A_p6hmcfp8p%md<1hCFN~I5^PH)SThIZu^+7evt&T+idHpm
zsn|OXxS1tN$11}uRzsl4m__>{)j#m})Rw9s?Cf`a7*$-^(w)%2JQNU67Flh=#$@*#
z%7nQa7dfBma*8M{k4vgmT#zm+uY8OZkR@k)^gs*6d-7$2a(ZQcFl5r}z=H(<@(dj7
z#G^S$o~uInhO{RI(KrO~Tzj`MN=*lbGET+ZijEm-Bm75?rhUscGS+SP$?I|Hh4_xp
zUl@ZJ-crXyJs5v3CYF>XJU?x<x@>l~BRsWeqnd>B8Gj+Apy*7A_o{KSi!aGWjN;}G
zTf$(=KS67#DWzzF-{J$Lo$Ub?d)I_c%tQ8&I+xK0GO|HeomWq#0Ur``X+$!!QcA4^
z;{@=*;6;8?+ib|%yQiC}=J~e*g?0W!y*mnc^z;}eXp9|6lHtY)kcC_M0cF03(o6kJ
z8b;owqtQ0YuLiu+@+_0eS`-^Ij#Vh!!xx8=EvU7`CrNtBFYP9Fc)rm}HPq=BIqyF5
zNC;7Wu2oR>p|{e>-*bjouQ2i?3Go~_h2qD61YQiLQa65)KkTIeol{g5f?V!T?p${W
zJ9CRvVSR^Kq24<?kOi$haZ2>*C%RMvZ{@#_wmQ80d#*0O0j{8e!*eNvE&i`c^uK6g
z*6DaDe`^Yz_C`$)&I7y8Uc7H{U2Bht)8b~bfyQ}dGni5UbA3cqMWxr+v`vY3wDi-8
zY|`G}rsDUJ()T6Ze0`b*C_h+<={`g~0%668C$GGs+&f?_<7`n&VCReaMAz^fU;)nk
zblET2H9=nI4?4TP3#iVHwn%``k#Vm+M2Dj4DDAsbhNp}|aNWxGFw<=KmC`k3JvI%z
zUs`t2e?%<#I~{Y>q{&}l;sq_$Blct!V8jH~*cI}Up?;c+6h4%IHoT|{Fp%p#r6kJC
zbE3{IjZyNx;Xa$aJ15v{|Mv_ho_OBVzpCpQ+$hl0Tok_Cz$PRgLk$M8F;-gj!cA=A
z4D%G*GHiloNl8u7@a7Ftc&!*zia!4iTRRjr%F609lGErD{_i5kO#(0irn=$Oyn~?h
zvckKydaR7Sw-2*?-uKOT&iA1{{waj5n`-LavwHFJoWVT_wTW-t#GiACm1-k`q8FcS
zppP(HIT)7alQ;T~OFPe;E2Vzo%h(W*cgCL{kd?+d5ljBW4!MR|o(g#?7Z2pHJzCSN
zgFM02RnaoK1}VLOo^5v>?-slpwJfOVc}oJX08%0y$&`;*;oA8~_H4%9vs2T$yB}1h
zod%ZJ-4FTKR1<R1yH69y6a)tCNyv_qX_o%{SS$a9uA!|nNg-}pXgI2NB0j8iEoE9r
z!gLKobPn}=g!zlhTeg?`Eon(O#2av46_t7RxpT3q`!3Q~oL7CH%w3OdYcv^Z6;SlC
z<9T9DSF0c9QL*x56aC7lTmr}J8a{7D=}1Tqlr9a=9g`-=8tRPuGoO{G=Vn(3qP~|;
zUnw=gz@PW!(RQ@}bC;cajSx2a>tn%qLG^)?L!y`eV7!(ohmwsiaZdu*RMN%f@$r+7
zn{`DujV*sWY=|!@8pn8iWcs}o5uI$kQ%IV0k*cq7D5_=4{CW{uml<aj_6ZK)cCJ3z
zf}$0iZf|=}!j~=&L*9Ljaoo!~I8#}*wQH~3cH7>%jojoFZC~AA!u+pYzlC}8Wdom}
zU9zp)u*f@zy0*wAeJb8R08PR2a!uDuQ<*4X|6bva;S{lBUFWh|r@EgPE3KuAN@Qd)
z?;oM(QUd1kICKTKZLe@-PeR@DYiY+)+wb1Ihs9u}@1rk%B{jeL;p!~sSEAun=6d1J
zQ!&-rp0XXNjr!YjWTP&UNN{0EG3sxzPk9l`rQL6rYf|rrBOT<@=HnxDpM`v2z(%7s
zLvDI@u1IFbc`QO*JSgm3Wen=)o3LT~^3nGB^_3tG|Bnu2z<SvT^hDoWl=|!0V-V-C
zzO+%zdC<PtInPlcmYw*mIGU=7cg||}vHkZ19dBFZ{MO#PqPixiXQdK=*=-%Bf|n9w
zwTl&!d9m13q;_%aU3us_^;i87eZ9S55w`<Eqgj8vYT0Bi&d<uDV?IF@9p>o!<4^f1
zKQBMDgmU3*-EePp>u}?R>!YJcpj7NEl2+-gb63WecW$6aMrGM4dcCvjn&ts}9{Ll2
zj6+as8-ctPYj07&<amcykwkTgT#VX>-04@Xx|PS%;Yr5jB@v2(v=7F9Hwtrc^F=*G
zoih{+u(ZU#vMvjU)Jd>eT;QtGPwa0@oc>GCpJTYNW<sfL);EGSI}R|r?|TxA7bOFn
zO}&-H%gC%$<~mQWn!GAc@LVT*VAqmpCZ@@Zo{MYnE(K4|QhKPX^VgfljY5upc4V}%
znxmeMa*|b%K80mkVt4pD|6OnDqOWH8x~RJlQaf&4(fo4N=G<J=9m>3eKjXD_`pNh)
zRr0*uORxP%VQZYdIZ^r|WO+ix)Xl$@Pcb%#e_n{N9bLkP1M)nS98k7GqCIn%dc>D5
zqjK02UE_!064`dcsWsR{NHdLb0++YwZWJ0gq{xO8-Jg;9;vaIEf7$li8GEm;cCxvP
zhp8TvL<_B|%;A027@iTVdjF<c-1u|7m@YT^^)A5cWuaIKN9ySXO+FItFgaujSz^`#
zm03~u6Kk}bO`A!t{JpIbLEfH?+JAAlVQc~>U3kCU+dH5-ZDeb=n!mn6?#_y!p$$Mq
zCA>D~QjaGEWG3uWSllMkH<Ba*#6b>i`Q-NN$n93pky=<mb@6abuaZ+;Kx)Y3zI;ez
zvX#m+oqKN|Q-f{p<5hP&k_rD?*>b?zFiWrRh%%5<{ZJzGJj<%?3hS#JJMW%b;KqG3
zq8QP+lO3E+-Q31#5}DrVv1RWC#XKX5|6Y@l3~ox9zD-#j^U#vBp3d-rmP(BdH;t<E
z{hNDZoSD<1ynk_ilgY=S+27m1{+=>B@Wfs3dDrlAiE{PAKn<nf71mopy8QVGR27LE
zhQpfI`CV98QUVB3^Vkms2G3Iv&_WT%uIg}Y!Uc3V=Lm*Jp^$(ws8n7yB3Q~f;^71t
zM~mPm;ggyJ<R<YkAT&TF5q~<Z%;>z7`pSjWek|H;oB*-e$+coe=ls8-R31ijXdppE
z95$$5Dk>C34l>PmHiOUf7RzTRvcFC8Tp(t+DUfui{vOTsM7@AX%Nbn7$8Nm0<kOG7
zF$6G8em+bM6s#A>$Z~C_XWch_#p0n&W#jYj*-hZ#{7TX<`Du=;o;W#97N)KSdsuk@
zq;CzI0`r-TAC$*z6nZ4C>}JNUI}!#nd9wGPEImqO>2<MI@$xH%;>X4nAxYG}o>RCu
zXT9C-Uj>r7TgFOfP|_7Wrj(~>$FyIjA21tMJthc&D|8%tB#`VcB+2HTnLyq#JLCrU
zeUJ&r0AT|AK~1wZ5U6{qvhYS-i>k;-S%TA%zwmw}Q&%>T<Ybm^d^**>S=5;xOV7!&
z-fFAtnx$ll^Ak-QNiQyn$JAf{XLWX|ci0f^fObeZd+dQmunDxcFLm!k0!~CaJy)yr
zKD2l<IFpX_>4Wwmnvl0kqbYFc9IbrsY5p<DhNjofwF^Rl?!Y}7F-to>Qq%k%9hqpC
zu`IPQ_FXsJF#dmA(X_ag!Pav;h1Upg6Olb0uJtIVq9N<b&;Ig%Fy9f>m;<=)c9l9b
z2JVYW5=z+e0`=yx%9Qzk;H!=5^;~SMx(508f6GeGUXh@D*PP(cuZ!|$J%-Z&$^rxF
zly4H%E+l(EOF*)4kdss&DYx<IoIyGyZth<7`SWaRZG4pVlRNbOj(fWZz4!XlokHD4
zP1U*XnGQVK0)D4v`9UD!G#DyFS|wk&uzKZJSv0F)8splVP0Rnx<mJdGb6tD_f_9+a
z%I!tSvV5?wFI|T&c3AG?hLV~uTX$YuA05wTsVM<@vnaQk%tVs)2-tz1X^K%;{#&N?
z9o_lgD*+!IJXAtg8~O%{8axmmEYN3dZf@?)l)qW5q-ydX0sfFI=sJYaQP*Q)XClP;
zUgg@iA~1!fdRmx+-9F`=4C>~NXd@1j7v))<yIVOGMl2_F$^8W3)VOW!?HsRg>FBZ{
zl?;so#1O#<sn7?QbCS15mN`S}pg!L2;lgu(ncg-y8CA<X?O00TuG--YPn73ESLKxA
zs3$y2)z$mQdJpUQ@xGfg+pnjjq{K*Q0jSz%*CtCIM?x-0{v`3CX6!U5vH5E9enXG_
zy@V+hoVQ*vmQZjl*qfw0>Oa-biZSWkqhH#6<J)~9JzkwVZhX>;3)Z;5?@x8s%N&0Q
z<9Z@!g!O-Gk#oX-H+-i*W?ioN|5W#tVO4HjyNCf6pb|<d1|=neG>UX7oq|X=NJ)c=
zD5)S_!lJvo1OcVHOOa-Q5{p>G8Ec{M_wM)lu5+Dpetl>Ca&MlP&zxh9xaS!6xLnQf
zp53?0He6~it`TKuk}9uEz@zq<k<Zo-iF`m6p+j7@woNd5=OD3?*6gkclGuh=W$!Ik
zWN>h=>nVvSD7L;bhk}&;yCD+p?ln7_(dP2Sz~V>FanxxmOK#Pwnf5~u!eUkG{f5^i
z@cj1))blNKpIC;3(I2mLB=%|OHr@;%>2{xJ)To_rxJ59;M3ciK?|x}3r^tqq)TdHS
z!(vzBXP*msbzJ_N{|%GGpHmHGeScpG=sPB>w+uYeBbbg?R^5rBK<Jt_x0hHkuaNx7
zc*Z;YjYG#(`ZJXFz3BqUY8QVN7jQ6+fN2wz3Su!l(&M<aY>c#+`kF6aM1~=`eHl*A
zrLHrp7kt^Hx}z^Kr6ST`j!sC7;bED&1_tH)YSaV2<KhAHBf?_#W(-zkbP@?$^D@;Z
zhiO|6#VN4H@9}Y51Z{9k%<a@zhbWWxK<Ae$bsf_X43o!h%M(c+-OL=!nft6#v%e10
zKVnAEOTPW`$;aP;UHJX09<2%6c!hl16<b<r!uF%260oM!z{lwrSsNsPiZCB5>$dz<
zZadd<mbL0Cv`T*toPVl=foZt{Od`I7Gy)XUA{G8Q&%X}D;C^Gi4f@$mGPU{`%{00s
zbizV$=H{0E?-xNG)zRySuW!<ej-)rA^zuHOt6-==P}xaIUzWGVQ=8Q=4K1PVNaasx
z+6%3jf4)4+@*XJurR4;7^ckR0B>+*4C&atImh7HGtU}(;wd9s-5GV<ZCP}O(y{I_$
z>$@HA&!!NUuUu9xk&8SvU_?86{zM`p85_Jh^Lsn%nb>!2JMS)}%09;C&H$P!DJ=Z*
zbOeU293bqWPknr|ePGIUpJ<#wsNDa;<Do|9w6?Ul_T$iMRjv+^(ODC8c#A?3|Fkr|
z=0)Lp+N%X;=rhmyeWDFB70oJJ(lc`#5p+Y345TWfOG*YRJf$x*KKW2F^@dLw|LWJk
zt1oeNFV#~EOWd)YSn?3Qb^6BbYmv5w9b2|f$_+aXW3E_s#C~fVo2#X~oGst26UJ%T
z63WFI+=J$(Ito&AF69e|(aFUacgi|d(b&q^2Wb`=f2h8=4~;)I;CNM$IGfe*pdp}~
zWK{k5qeM11k^01I!!BQ;`;?D4pVwITlU^f%^HIXgRCYameO;ikLidNnRMrd#6bQq2
zH#Y~a+rID7Bj(P@+%?RQe|1@wf$B+jnR7}J+NI-&5=uOQ?TjN-2WM0g$Gf&&Gb^Eb
zoG(PQd|@!%0P$E1|8=O?@BE4i4^219`Rr9(=2r4-&%1~0so4HwICb{){`EW*b1^-8
ziAE)IC4LATQ-^)e+l?a4#u*+;qSL`-N%i9~Tv)BZn9y><NNqq8N)VkycUP_iJiKs)
zXrL!}+TJObYq!+ny@R^AvsyT@lwS%j)zQ&Tj<7Cq$56Q#<CwjE1D!#f?ZvaK@|RD_
zHOamzv>zJ0---57zRR*5uB7ngG*;-R@XsKuo8Cw@%xlIm+@#dp7*kbCTwNnPRm$Lx
zOGlUL6#T~CGGR{IC;h80vl)NcLk;#=MQr{`-34N?@BRUyq}ryM4Q#vZB-NtPH<}m=
zO`g%y9;dBme)zmdngK>>EvmP2gW+*W#1T`Dwzw{F0#s9GSJAo+c!mIf-`u)4E$>y@
z4a-pxBO}gkr9;s(YU0{_JChPig3o!6s<X7b>gk281}h45t7q<XW~10<$xh03GQYCj
zi0#*)!E;u=J1f{?g2f0t>**=ub?#>S_2mt-`>2H}8_)|tsGhpA$I;U#$SnCNOj~PV
zbIZHPfIStvDW{w^E{o1vv}Kn~mh9?oL~l_lxIeJ5t`z6R+{Vb*k{XR?w8WH&AjKO|
zU5>c-E(8nj|KdM`z~A3Xq<949Vp7$jqg>KTA#ZFF-V(g!4&O9Jkbe8Ut2(2N$ej3y
zGPk>P8@r^Gn6EE3dR64ndfLUGWn4-AGV;R%EBQ|)Kb|GpHPkumvUQ1595*ot2-DH{
zb%KrrbJvs!vDgKTP!~V0rK>lo82Tua0Yf>5z>{lLcH`*Jdk_=17L;MUx2V3*McsjY
zPhBCsKW!0L%!|uz?}R>)XrfM*y69uXnkwLjp1u8HNz`|mECH3C4`d?`Ou9K@)G)8{
zG?Kq8YHX2JMC&%{)lXf3@;T1PczS3{58<}h!^or5eeA+g#WD3Yak@pPLvNCRvvD7#
z2>GsH59@FO6WDyahNJ0_<97Ab2<df30Fo?2v$lukAB*6L+%3fE9g4Hq&|1K!DtXpI
zezruK$&mYx%m#j9JA)~&?U9qRe1g<%Wh8-YOyV@Yd*?e;Y7{mqJRXAtA%YETqOf{D
z?jcNJp>D@%7eDH8y^kadUKPEttN;h6Rp9q_^!HRe;yy~8>4cqX<m^AdR%`tEyMkLK
z;%eErz$@=?&kDPx_vYE9BlCJ5oxV+D;@sab-;V>=`*sc0%8u-hV-{z!>K=DSsl2Oy
zfg;5l`ulYh&ZQO^g@sYZQVWeF0h5Q~BPDI$^00T}^MEY4S#^JuNw+a9_F--vRW)$$
zPNUbMPdv^)6ZV-$<7sR{vez=aOj7R6k+u0Mf7!crmTde|Rp(yf{eA93|GUMH%#?};
z=UY6a(OkAIM_>CumzV%}<!p6}q=Mu@>KDBi-np$$nYW*b$*#J;ULe-W+U^m<fyHrt
zojZd_^Ek<uv{y{G%wFN9^Pyyw^^B!sr^GeB`vO;b5yc82mpJ=9<VB}dJEcTP$c~Qu
z-|B;WjZ7p4Xh_SB#KNILbkk`mGvY@Mp3Xg2Z)pq?8mBHCB#ao{4C5rFd0!LN#Dk4(
zUf_Dm_tl=a%|wxID%XDM=>a8zSvU{X%~mD5S2wDsYV#6p4lXH}u%}|{REU0q^5b0h
zEBJMhNaNe@eDX;l#a=1#v>{&>GyXhfjZNO8Tr&~aS!p_Wj*@&eIYS-fYDnD!&t#Hl
zz<=;Lfk{Nij-z@ZcVnc@O{w5^Fm{&S8WW4j*K*CMj9Eq8;xyAi>Ml7D&p*wdtf8Tr
z>5a4q{&tQCmpOQvv&4u(_IFT@@t$t-#<)?82WIu|iy+v}sKNpFZ7Zu^?#-kDA1{+V
zH1s4YH?c0MDel>ftaa(vMqt-jgbgz?P~UxfiP9jam?34OOeDz%lD!XRYReLB_EUSH
zh!`7M5#`hSCmv9aC>G}_K(f5}7Hsto!YZCbmG%-PvnMNz4X$P;+DzP7!#?`08hnBW
zS9`df{;}{ch6?K(83N0X^K~ZotU+wABTlOy6V7rRO<C+MNk355NFSW{9ZYi5{EF3i
zS7~AE?hik9y1ZY`30xD;mjqpuoe{cPMFLr5_vgp&+z?+qxocV&sxd%BA6nxYtb~0h
z?L}C@_#+j*&bFHzjoG!*(A_c_kI0!U=0i$JyW)n-!dKrW(M}1V&%iGG)gO=HU2NVT
zEm|{jBy?USM>Cy4jB}8OT&TMyFE2QLhg&>%yR+AwDL?D?FL#q~>p!vbPGkeK;r^5P
zeb)Wq{p}_Njlqyb_K}c!`l&Q_0Zk@`@_g+zoyXnWtL)!&e&}Nr5>6jxTea^c%J&~;
zAo;D;G*Q%NEPM5ctyNw{7(WsE6dT7tm2i=%BFpB`(4;>)3F~VT$%F0#=8^$^e|L3l
zQLAp!Z|D0MZ+iLT5L9O9q@1BhGBKPQ!)*H-ndTpk%nR)?n273NVUwj`ut;|5GdrTa
zAj;OSer~G;tj4D^BqNx}OIgEf4#)oN_%uaWuDNHW%wf361{CLmlf#VqUo7`X35dDq
zD_lM~R(~#4ho)a89$kqsO^f;x*a`1r0Qs@a*CbOi*GGjX2DT}__;|lA<Icw#JOQy|
zgT@~ybMpm8=XDPJn8*j+ZtVXm4$(bwc8y^6EQy!j3m#SmPgbb>ZjH+}wi>Q(@^P(Q
z`h+42-MqcIlVrKTpnu%@1DGo_xha`!0)3Uc9ns5w-+ko_f?MFGPg10#1fjzR!Rkjg
zPPW9#&-0!gj(JE~9SSot@XjWHl_{}`O9CGT^CXl>fSvAK7}&9LvG7_(s-cy?D{~qi
zR-HJ1b~>rCQ_3rNF^JtZz@1ap`MbD5^B@!&odQh65~F6Tskp^Qvr-Js&lcBANv2}k
z(&J1OfxIHC4?U6sY~@zeY{#-D2Zr>D_`K!oLU;8!mA6XTH|?-;r<mMuQtk~_$m>iH
zY`!Brzg`t>BrCeK1(UVT(uOK2{TLh^Md3MigIMHh`uv<HIo#oWdh;VEF)}2qYRc|N
zl43|<;$v@i_Vc^e+?w5P>>PGfwHnR6SZgq8MRX}yj+x@a>AGYV?(4E9?a@mHhdU$z
z>vYlw1&zJfb;B2j)#js^9ayum4TNkT&1m9AvGq*+GG(QYk4n#VbaNzMSAHfM&bcyv
zBip@op$mIg8fS)lTI`RPz0Q;{8{Z9NItSM7nPxlU?lY0k3DT+?2-IR17ylmS={Az7
zo7^f%c=gg);m(VVW5l?g7U@O#Vb#sp3#~7Mn92=!Y6x0>LXnc1HRRMky>yoK*mqsm
zS{Vy}vs|8o9Fl<YAl@rSg$u=Ey2Qo3>!}J#%M1r4jZ)R_8p)-`g>P)6te)#9o8jby
zQPN~)q76)a4}bVJ6&EJOPICXT=f&Vi7Wbxk_v!7W3#82TD=0*T%^=Tm*>@V>j_(vF
z^<=Xd_jG94v>%MRFD5!&^)IuQ4cY<u#ICl_Vd@)|Ss;Z|t(&9CMBG!3hIy}FJ$G(u
zhi^&@Djvvx<}w>*>hYqX48Z2`dMb*-3(2Cd%0^t<j8j|BbMCc7J=!iMreJL?C^EP0
zr$*q^w=zF0;OzCtanEbft`+piFS7RSJ=!1EQuO{mHvACb{I~bl%og^9(zx|LNoj0+
zEa)sOMLHA;aZL#FTWwuK3aU}MzS!CzzJv2R5~TZXnQa9q5%un}UkvHnpZ@GNYpG{)
zNb66hBu#pzbj&=$-=PdmO-;eBr{DFjd1CsIQ_g?-Bd+fJz_sBD_sx^L>TS_dYb26B
zC<$qu;N6LzcE;HCk0EyUr%hsHt@;86etR*bUx{iYWl8zaNtsOd%y#U#qYn>(MY^W!
z^!?_W?&IH)VV{Scn}igS2R@Vr3s5BWTk%mHIaqYw-~p$6q3LSLM!y;rxD#!S@?vw)
zog?*?ZtrpNa>uN@MA*!q{TV|HnlqAflpw9_?$gO2zd(gKl>lz^{mXv7Ys1xIsUHJ#
zjK|hOi%e?%ezF2+P5m&-35u%8a{B`EFCw<^d`I<8uH9?tg|j=AO8=(Dj-C$Y;tWE7
zgWPu33;!vLwU$s`?7>X#Jg2GKdfdmuY=q5`%+i8$ai^7W^D;8-LwzJ3?U!x$NDbmq
z&B;^H-$YQor|O%W&(Z$20i__Z%*xok8+-CIlKRT+suLo<SPdMW%y1+ztqPyz#HX?5
zb?OC-_=bx41esPE@6Br}>g^YK*6*Jvx4h3+o#{1V61sV6E0k37Z2WWHBj4Lp1SUHF
zZtfb}ZqwS1YmC#?mqjw~2GgjKceCw8^4c}HMHyM_?y_Ll&J^VT8mm7_!pI%So5%UN
zHCeY=l@j{vCQu|R!ENu4@)NY)*3&P>8mKFuMMP#v5Q-!cFq1DVcMLoC3l$}H->xVA
z_18b{Ph|52|54|I12s40*h-w7F7aEX(sSRsdk;RWX^N+`4pnRK&bs~8kC#CstTJwq
zwi`!%GL$rEFh3>|Cuk9!<|IZ}O*60A9f5uua_z`6FoR}uYy~M3v68=<80p<_NfnGp
zl@eFIJInl@i`n{5<Pivt<ff%0ST+tQqY$Y$%U9ZU(6^#N#Ek$a1o6i!tz)P6r#6`H
zN^l5DjdF+7V*6!vkpQXvW7$JhtYxw=XxAefuc^qmNnWf{dmX8<YOIBwG9^+)gR>8W
zcDsWhzsauc3cw5JjTVSqD-rj7q*_#x0t43;+PD~EgzAp7EDehtZhxvBAS+dn>*Lzd
zmt3a_5j$-7qd4>AFK2%~PRRc$D=RC?0YSR%7uQ|z;fEfA$I%n-?%Q_*_Q!2E`os|%
z;c4j((ZxSSciv3g<TRhPdx0GY+ehjI%@1+98=j^9tKsQ{dL4>2q2^X-DMCrV7T+Z7
zHQWI_ViyYPjU7p~aruGvS4C)XP`fjffUraz6W93uQA;?l5;iy^AbHIJIg*@~MsE+<
zT9{sbcQ`n9vUyJ85r&&03GrTz3P7|RXFKkBJ0Oxzrc|9Hbc!h~mrY0Gz_-sOu{Qy`
zQv89`2+lI-aI*nP^=4~7zwI`%x+kEJqe~MmtLH5o>c?7`(ZqQzD|DQ1<sH`b$O>_Z
zhBcCJ7+VK*IJXPk7&4rZ3&uV6NBljh5#m?)U*uuvl4D&~%AsRXC?wV2)oVIe`PdnF
znVFz@EX&6@41AYqp#$C4s?!wR-Q7hF;EkoMFFaPFvOl9^HE)=9t~?<S^=@(Ua(Qu+
zRn^Wc@lf6M!z~eyEc*DHlQ~w!hna&)V=K7jA5_;aT7LE8`#|PM%eo?>J@&4u?2?lW
z-P#X1?XP~5tEzT(`?qIhgSrtw*&q-Fd2WEehQ5FQln_z7lvB9@*-9g5OmAyw*7|TW
z*k7X16#aQ>KZluum;5ZwoPO#pMh^5jH=_AV=F)0w#0=O;<MyRS(3x!i`o7qk8U$Sz
zlOX5I8052Az`Z|1xfv-L6%~~sVR+z?>7hnCCYY+Y^!8B5=lJs}7*i`%L*hm_o%mAX
zyf?~Wd4M%kqexzAmAQ0HSiAnh(a3)`#{T;!F$Aw)eDbJT^t`iw+)Dx~-l0+`EX&Mw
z74fG+`xV*iG`92#sJ%G-s|Yru#1*$<`mX#$_N@za53wrg1*LblVjlFxMVIJ4eB&Me
zwWq53Gdf%0M?Wo34OeYE4(;pCxn4j<?n03bC>#OBk^SmFda}x|eqM3}(xhr2T?*|E
ztrizK=q~6E&-&IIZ*4RMHsRJ$VW5~z*;5PX`)6H7jZP-*1pToNbqIQYmEh=TGu8rq
zmC6ir=n;x(&JO5$8XPYuEi5b~bSSD}0uV`EVozd{ncjehycodgmz|nleE1nh+arB;
zt@(#^Xx5WT70fw|Mv1w}))|YjvV2I`PJ_cBDJX$J)k`X-$eeZytCy)ODB`!$v5p4I
z-120gFyNLOw@jt9wxXhrmus?jPhx8F=i1pD*i{sURSex&8hnJw<<=;*%=SJ@X1cqv
zpaIP$oj2waJoct(95kU{j4=oC8?F_W9<PRE)INQ@or<$>@3mvr@3x1G189aM0lvZ;
z#XSNZ$g$^rbuRPl8j^5;v^k^~#1kHXpZ{F*!7q28A~Dk;PaO^%lAM)6m2g*w50=Ff
zD#vx+B@(Q>4|^2u{G`DIyJWA=34kB3qRi-z`U=TDILgU4zL@IQS^{wOIIq3MP3g=D
zZftUn=X*d0cuSwVi0WeeRGj`Y%lly|>IjlNS5yh>A%)3!a|{zkwcP&-9#HI%(^TFq
zx7}>Z=o$?(clvWBr50gdubi^>S7A8Ko7p_P%iYBU8(OeF^3O25<zvDUFV-HcF16aP
z=m>Qmr^)HBmqlkT*P<d>H$8N8bZPK#LNSKukdcaN3}vw`JW}yG1RGo7gEyYWskmH)
zT43E=3wL7tt=UhlxLCTe79PDkO&^GxmZj$>CbhsVA&rY<B5&6^ie_KqfIB%7KcSs`
za&lELU9a87!x?SX!R5(ld1a(VDp%gDKe{I_Am%3av#P=S))=<=B*9TL;wlvs`CB<o
zfQ$j>BOhPpJBOn3$I-a$NQ?NHa8mxyr?KDE#|NVdT{vq-EvR$Jc5g$}DaHopfnfZj
zd*>I@Quh!qExdA5z-h8R%A45qt*1Ag(f8@1u{dz7<etXKxIB^UP0C4~T&>bja4#iT
z_#3e}R+`c<-Z;}qAL)m?+&CYY0HBK}SV)}PZ+K~O;1ndC+!)w|btvANW3H1t|4bNj
z9kKubD9gP@Uh~lXfVYC%uZo_(`Qts(V*F~US_fIP&9Z~xc6fK-1saNMX*^UP#evu7
zk~)YLm-=S!VB^aveQ;B<wQL;TJVUspZd|tABXPTf8Lqv3ZHY7cVzBSMwAjq#&3Nk)
ztfkp}3Ey=yTfVAkQ%)$k*?%cEVK#u=y6Kn_6PTTSbZlnOzQ8LBukxVh|8@h?gLT2V
z=iy?z&7q4V8LY{4h5J)J0je_YGOEpebCc2M9azNoQ-}QJMw9l_+sm77_R5oO<Uak;
z4uzAHMuB*q(<Y(8pHz&Vq#1ZEKaJ)LIs!2~E1EBU=VneB+6iy1TnKOAHQi0*cdIds
zKI3=XG=|uUwMc)K*kGIAQ_-fii&CJ#yy#YAD2YfmNp7p-=R+xmR4%upqwQt@;_T~*
zg{*{ft8<nIh9=}>WoO!O(?SEm39|O_D|TvVmD-wNYGDkW6=Dh4<}kt*MLjmUEJcW8
z9UJ||p|7vU@8#%$Xm3)YTVNAbl;7SahDIAXwhk(nvQ0R}&{-lbd=*LecNf+FxJDvG
zXFz%ffA6?fI2hlnp08yaQi(!GC}}Joxgnlk!O_8)k^(%i%jjEp`jBr)sUCr4h)VVM
zqgc=r|LB5ldBG=w8|KwBG(_f1vFmyI>VL)N9Cip8tf<|XjjN2R&^B~q++17_E7c;W
zu<!Q`3K*F3dc`?9DKMnMJ9pt9e^rg{%FT{je?mSMxO1Rrf|mO8*VjUrdsU?+{gve=
z{fh3qCow<!Q||fQTi6Y@4KNgrb@dXSftl&l58pQ=xsvG8KcU>!HbC)l%CsRRuhFhj
zOEb$5<?vCN(d^*TALkig4>M@p?@iaJFp=|AiN|-PbmLmY5#4n?8ECBgYV&;sA4+Dl
z682SIR#Pb|TxE8eSU3VObz$=Xo3|EUQ8d6XL}M&*9O`S~+~in*{3<`@<*x&3kWr?(
zBP5LZiAZGGE6t?b$v>|3{mY3kbbJcf+d_i1xrV1YPM1&}>|Og-@W+iJa;FET-1-)%
zyxVl|DVuV570Z-#Ugz)g_a0-OA39GT&%(Wm>$b8=YR+`9r~7x-XkgYn^EhBVs>xl{
zt@&2aLCI8^Q~_8Ro=6+}XgOE&qKb2rh<>lOr<&hl#Q*u%p4SKJ&MM(2N)akD;RNQ6
ze`g$!XB>QKhIjc=E4Ilc>as|rai++@&Li%lpzEp(c3|1>UhyreAHt*_wx;)d$Nf7l
zJnXpoD{Nk(9IG|(vQD`0<>=RD-R%5hm9L(|-d-FZ=NP8_JDzNeW%pU|PgeV*w|k<o
zvs%odam!40G*j6$v^x1F<=E})xP?EUML0$v@Lg23tOF-bZxC9Nb+}6u-2U_SG78L+
z4lRx5qzhW1LZ%#^9o#X|%lWh5V*!};T;6dNJYQ>FHoIGSYV?fJVQ+T?Rwb=K$caOA
z;f=jXdgOTz;xW0gUmuEWv;W@fhq;$lM0}^uZJyihk_2H1iQDhD|M=@OtqHy-tj+$X
zEt|7mC^HUyH<rOZ*%2cMZ!iDO?>1$B`qDj*d~}puCEs^W;O{q)VK1Pc?p*jpmJOTV
zi#1iE5%14xO$lOz_`=Pb>?#M^m+ZStpISACFNb*iKKn<?tpUS=s!H3<u9YZiZq~9V
z8#@Svy4Alg2fQEWEq68row04|yERQgmr7mTxU7H0&~>61QK9V#Vx|1Fg}eW96i?9Y
z@qbMy9%e#Cco7B#q@|HWV{#M4GA)`@f1bUC5tX-U*WU#7?A@Q6Le)H?w!4cxmGpGM
ztg=X!J2Gk!(WH8!l)_@~af{B}-$5PS2wTIArAlE5HyeqhSLbCz>;BPaWnhHiwG{4#
zX4MyjK-<(Vk}N!}`7_%wa9)H%)SZZMm7?L5=gTH`;TvEa_+0*1LhE#~GiJ3s%;U`L
ztYkg9HA9^K^Znnu0aL*t`VD~-$>5<FiN^V5<d>dm-m3YNe_qZF@heW<C3pV3%89P7
zDTi*dAc<ptl|~HccbuuyuscS2kzzZ{I>Qd%Z-wT#cmB~C1eodm<)2SR(Bq>r`Hv~F
z#Y{9mLU#IuTZjOA*|_=EGxccFKij?T3TDi4cb@-j+`ZGqP!@aGEkqfBwJB3@fPsVa
zhzHhSw)is5m}S^jLJ^wp?}np>sq&oLpt32hIa^e;D*mk}Cy3@b?+vW_e2dvmFXRqm
zl-i}J$;K>;c1hB$OaIJ-Fh-{9Y+VK8pR-iS@2C`1QyEbWOmxyX9)Sb*@v(RJcpDj*
z7>><PIkY7*C`f+zd$$kf?hwo>P`hUOW~sUGrP~FaA+4GJV^W9`*fav5mCOPZCaFLN
zY7!cnT&Ox-g0`uHP|777N(OCuwZ>|rCjxnez<@6ZNVzYiN;z4?Y>XN7%n?eQ<U0cL
zMLu0lJ#HPHm`EGzaj+8w1(#5Xm<(mI#^BOB&qf+;bnvYXA)$my&gV2v+Hu%uj0>Fd
z1Brw`*CpR2yCheYli;~-MP?0qgyzom_k2Ys554Gcc{^j(*;`t8i^*ommGc*wsiw?B
zDs%h5k)SHsbY_mPJ`evr2KpP;Dco}nGf=nR(7Nz_tM;(^U~f)nDaN*=8_4+5fF`wa
zAIL%aa@{wX&R@ABQfSnfv$^hw9O<ulQfwMZD-Q`QZqZRui+1#Bud#8WSMWndcZaMW
zT%CO16TI4v`BuzMDwqpP2(MQp*5fjJEUIjdZN@!wJJ3Ugt95IPfj*zyc>UuNIqyXT
z*?$*vwn+~<XC(tvkW^Nt2Ar3WWff1#s+|SN04hA{<CTtsz-L-)+)cX)-PTp;V(RH*
z?jP%baBp2|a<BYZm>`|)yRMDP*^)a4J#mAKhHcjq&UF{kpaz8QDm?L1jrldCY%~7R
zcJ6i~UD%VaC!BthYyW51+YUpx?SH4)_$JhE7W*Xv1!*&}Xn@Uh({L&DM{<az!^I(b
zhUfl1tXh9kKwG}3<sg~$&YUrR1k==P!^FF$qKN(3GJ{9sq`rClLH`P;|1BuB58@GH
z!qnxvjb^Imnm$r-s$2lh9(=2l>+veV%Fa?jV7%<-8_*xSwnhp})A#jq*s05lJpwKH
zhNl^+TojtA$^+PTM(+(byj(t9ktEG>K{^k{>Am9-|K>ON%NZNK|J(aEU)3Am1ge1o
ztKQz;Oab*7B*i_;tW-N39ASg4j83KK2RBc*#)q~ANuT%`Vy}<$cE&H*zzQ8W7GB+H
z9?ke{c>lTu%E5w0(`HhMt=;xyh6{D?EC)L^&q~@Hmxb5$&L;;$KVPnfYP4%fHtWr*
zjBptE*I4!CcXYD0+~vs&t12V<M_?ZQwWYN}J&4Kv$6;n^Sv{3^w-iv1ERTNq@&zWN
z;f+Da0Q9+;N}3bm9)VJ*(9lql7)`dGh;;lZLF{K0`Vy=t-=JsWpx*J+SKj^fGe4Px
zZ+lSMWsr~RRG{#`qZmiiaMQf~JevF?7SFJ&=D&y0IdoJ-rll3G`6P&aDW#9&s*0aS
z3*3XmOCxK74czDuZq%7d80XMh>$pck@3k^=7-ev9%PD12Qk6q#+h0=;&?UehOvj(k
znf+0DBIGV7r}Br}J%=9OeX(oaWOUvoZLTIcb+63CMm6KpYHTrD9NGU`CgJW?MLOon
z^Fx(wZiThxb>$|kLIVXs?4<_i_TMSUuQuW<qpuc&__af6F7c!0ORje+rdR)%%-UNG
zZ`45Tk(``tK`W21t5TE(7Ew9HtzBl^uPwM&lXA{%lp%hExrTJ)qq`(>?d7GGvAvQJ
zHKCZbNLtoSzkdj#wEj%;jTGG>k2(LG)QQAX@NIy8AxGPz@2R>Jw2T5kqG@&d7|!b^
zuMQ#k-&J!Yj%U_4h&8)?7i_cLdHl<7FSS;g+-w>8wap;Jl8fYyZ5Wf>G@K|>E562>
z^Y9-FaI;|Td0s!y=EX-z^qNSV64<z-rG8|rIVk^+rSbLy>M`s%__kz(^XY@x*HCVi
z>(e$LS3LySl)__1ub=34QuX<8n0#@mF9$z*dNimid*T_clMT~<Zrh*9?vF2L>jS}$
zl%!-nnS@5g#?bdrpbgHmVl982;EY4G(nH>8*01hp;{K^n-EP0E&E0k^W5qGu332M0
zZ&$Q}rlF~1p?s=Ro;Ii{_^;Pjc~}1v6T?W8^!_I{4M{Dn7<Z`58{PtyfSQU)Y=Tng
zw3*g$Gho<Q1U)5?d>n^Js+OWxIz;18nKd-diZCQM(BvMPuDC`A{&&a;?>hB+f(f9G
z<T9RG1TMMvUi#@>^@23_Kan_vE!Qyn#DmKd3Q9^zK(l1}`Q=FrFnH=bc~Styy%Ef!
z4MHwhXl(40r8!m|*YuRe$oeN3T}`oa2`xqrSl-V@DqpF+-QH21rNUg5`R8sa2lAPr
zKlzeynLe-F+^y*7b*iphfbcYNduTU$gF<{JIq!aJT!n14Lv`km>8uxL!<_6Rc}3!Y
zN5)?l&R)Pi@*g1EH$SHZjiBPYXAu3|cJuEK*1~J&lf$(YAg42m%OV3f2NnSlRd#mX
zHHo!`^d#Jq+!(~MV7*RPR_9}C=b*WwuFd^`kRSa*m618~A)kLa;b9CMMo;LP<&bZm
zMJjW)pI9@LlYi40LiWq~G~OPSEe5AN+Tl(NtWOyH#R&fE(f<H5k1jg0I55q2+0FIz
zwnvRVaBzN6VmuV=k00X|9Q`nvCP)9O!@54$fB%oVl&)z3r^*l#su>v=<N*>UdAH|Y
z>qbFEh5VO+{;vu8PixEi(*W*lX=}?0pG#>re#>b-^f*61-&cu(%RJ9xisj#D?7x{x
zr)#Xx@?1$yPOh52w6oxLrgq$wIHie84uIgw`Mi|+@0^dnYlR(3st;g{N5B88NmoAV
zREdN0f&h-!j~?)X02KPs50goB^e@jjj1Q0fP4Qs7Q|#|QE=|SM&G+aW?y5d<-<gqm
z^eDV@uFzvD2I`Wlp}xBUD#fA88(m{_b0$y{FG6|xO8Fc$2{G||Y9IdXsaGhoWN;Bd
z<;X*u_&(5@`x~i3{k|kjU;U&plvUuupe73do#&$pG&)bkdv`ldVZ0N{-D3#4d!cYX
z9bP?%Ld!tPCT5#xS356w9L#yd5VYGGcE-7l4NC0<?VR)M(k!!1$SM1Arr2^^16Iit
z09?%ehi-skVFn*A`ebQWYe4tEV(=^tJg8e+T6#L&Q5-XKb0L?=+#O@METVvfIukrR
z^uA$Vnmn+E-&7@-xd|j7n6%hiaxrNgv3yLB7biGTMe{kb>ICjFx8IFqyX{u)2<S1F
z36>5uSrQXNIqtlay$flXlCtMrNmrY=Wiclw6YxLvMt1t2cPKs*NRGCw_*P>zk%nQW
zMo!jF9{jSNsyh~I({yFG)8jyo%$-OhJw2WG#jj5o(*0tS-X=>;a4&&P&dfvI84_~s
z;mskWK9Ph@odR1i`;Kj{5kRdR+k4Hagw6CoWq)2=sGt^~3aMJV8;YSKkTBOa5=;xa
z%wAvfwhKzzr_gP{&XWy#F|(+sZ-Gd_pgoEcMV7j_z3*NPZSGO~zyPfTh5FiW5$h#T
zz&}|5-RP105ohscpGB9aJ*}yV8vM5XdwLU^D)LgL%tZ{=-wfA!=6H)O-mlVbArVOF
zM&g@ge(O$DIiZ-xevkhK555mbddziRQwX}2`TF{9Kt1?S5T=RUehj{aHnsEowf!xR
z!!33sP@qKa@0?HQ^xLU<#yfc#SRsm7Z-|JCF9B6_A4C?*!VAFPoeEs<!EuPldU|W#
zgWbVe4Ug>xnk;BhpaI6Yko>OkQ|;s!B|KmQYOerE&CabosE|TKfRYWq^2kp4Vn!yV
zUuWxVTcjQp5cWr)faPe^$)r2cTUkNjhlDx(IuKcnmb2wvvyBc3X-K!hP(v+Kx&n90
z&pJ^^9M(-vNzr)s?%e=T!`ZhTz!?qqMY0S?$zC1KML<tHCL(<6DB-VF@u|tl!*hp?
zWI9;|ovvbLBSq=en1Y3ytk>)?UebCP&lYeQIp&R53A*nu>5L*9d<g02Saw#np)cbw
zI-1kWF#Aa**H9dsbwG83IvBMQ)bjAd8sQkS^#c!BrxA})8SOT+Cd$KMqxcVJebx#r
z$9c_$@^lA)G)ZA*za}m1YZQ=OfKhLg$t)|2prrC%Bw3{NmUrZ!p>3lP4M~M}@=*~m
zvY+G*iH5ot8*NGjH8tb81Ynax`9N-3M<Uyz9Ofire}s+9Zps}9IZD?zM<)*k79R5(
zHTsgE%2z=X6r)$mrU_hNk|t@^hN_l<M2>K_adk^|*yzkDAo)Wb02v1_DIz>(zH%D+
zD(bHu&Iui=Pn*qq;Zdi}(O1tY)%Jp<zN}C4Gh?3RlY?fJ`$NNpMuXDk-~D;Sjs>x=
z`;$XU))Jrl^#W~=ov*X7bifFf9(nAB0ILk2!0#`YKD*+iS<iP}b5SdaEZqh2`su#1
zn8=D`SNsXiL9J;!?l`?!2fiyH^qE^~kL?+W^nOi!MpeBHjodnb2AM-!nG`j?UA1!&
zCWQVF)=(AJRw0q4leakQY$8nPc^#IGCnqcHndTPh*~RbSyfsgmS3LOKDWgT;_~Kw^
zZnOQ~<j{Kk$IkPwx-@EB%Ylu;W2lk3kiH3e7)p3a%K(i|&3nC?x+p?>!<uARk<^B@
zBvC)oVO!<so%A-JWuU9mfj$Qx1SX@u$?o8CSmSY66*C0Fn)k*%ypRBnj76uS#l)lz
zv?O&A>~1-G7~ywLHtKHoP`;j|EPmwRYu%3h-)H(;!<etL5^&^F^+qCqbD_Uu$8;9S
ze0UD;lcAw*3W(9EIT}%AQ2jydm%=H4O^tsc?p&G+X2T;z!`pmp*Jr+t-D`XeL?FX)
zHz*Pg^Q@->?u{^=JOmz{=?(DDx5iZsMzdZY_z3NNK6qdp*%*4R@P&^3S==$GDR8)k
z&dAK6<z#tWGk>vKG*)+_6ZW>ci@a#zZh85(A&dLUP=159>o?-ecBxUVGy-NteU28t
z6XHxd<>e{+__45ehf6t`UmJ+AMs!-bpqBGlM<N>ya41_{oA0g)%&txX8)hp5@0o`S
z#|YUoyCPY$QcCBmw<eZgiBS-#59x%pNkyg5LqB*;^!ZHSr;_uTm4vRrX{12dLzZ==
zXP(+H0<j=l?Y{5qGV`?8_9tlI!e`H(*}-8l9_z+cySDI0dY~hqXF(WHZkl^^aS3F}
zejYjJQiU2ZE4Euu==qUnF<LU5$rb&B(%W<{LU;IZr_*D30s$`k02oix+!1r<IzkGr
zHcRpONlkxDOOl<P9c5HxXtXTriw5G6sjQbTanW4t?D<W4GB$lzb?$G%p|%}nUvI5~
zHRTmoeg!Fm7oej__v_P_+GN@tey6(T$a7Cm2MLwf>iV9G_c$mYf29u^%Ap%CVKv|v
zP|ZvT9$uo8`?*p1cITJjfn{X<gPk#n6!9NGOlq=vI8AeCO!k9lWTIcp#3Vg7{%|+<
zu)u{T!jEsZdImUQ@};DtmeJN><wLVuXygxyhS`|*hm$pKp&vdZfTkPrjsrU~vU)EC
zZvnQr6(Nb({5cxIG3u8V&uzLz$reCW7p-<i-|L*<@|g5T%+Z|mwAK@&(*`F3C3=;k
zXAZQcJ?{<GAGrck$7UBxukc#=TG#H)Kp>{GSHJMy`t_9qz1hOM)lRZj@*H=EHnc?M
z$Dn5_BMVCjnU?UjYdR9n#!)NdW@O|<ywJVoGrFI-Mrp#(`Rix(a|p)?C@nGD`UIyl
z{XjaSM<yY=%4N%rF*-#)L($qvm=*`U3C_OY&CE?AM~X8Ate)4p?=N2)GJKJ~aLkIO
zg35|O;q`$)vp+dccT7HHo@d-4%V<Aow(i)`cHU~XLTocakNB-M^p-90!#9k(vF^PI
zD$JVqhEju!l{GNHjW8ugg>rTZqRl%L-$t-zrrdYiAW<reklFF}hA?GhOUG%3#96!i
zHN)))LTAG=HsR)tbIddYYJ!h+3^1xPn}MZ{$8crwrgYel=*ixPCpy?xugv<TmvcYa
zNfhQOREu;XymMXLvJ%N9{%m7y@(#yLGlf-E!q}LW%Z3-j$EfnBvfX`bqt+@r!hX<n
zIVYdqlqEQdmdjiI(;_~Nt!~Hd;9-O~AsU^0#m##Wz(88H9inT6YHt>Vg$!DV(TqG}
z-!|yk!3|rmqmR=QR2uASXeX9v-3ld>{vKD((mF@_&^V&M{k)<GTZ2cC_LojAe~t_$
z+-r7iV^wdQR)r?UT+?)B8e<?g#&j#ZH2hHDp>gC+hO8Cix?&{5NAejm(eE)pYcssc
zF<Y2l{&*Z{X&BM6L1xogg&oi7h3jJ757y&H70V+`(%MEyQ!e3~Ha&K}DhwN4ugO1u
zPL`bg*@?_pAFs6^nn2guoAAOna;dl?eofg#R<LEX#iil1`s~?Y_3mM|^)J_osvX-X
z`)4;Fk2k(vD_O&36z=?);#x+T+0B>fYN^^=S<O46IQMJf2lZ&FRVi81-LvdbXU|%P
zEqphe{m!ZFf-KfUMQdFN*Lp7bRqyy%OIGYJIDa3GA8vd09Q;^0pP$aeVqW<Aq?&9@
zUG7kFgxU)=lz0r0aIdb@#8|m4QaPrTjFrLY&2Xf0w=5ye`mwHa>3CHg8$;}Vw<Bwf
zLL>V-0Z26?jIZ42kq(WETT%1Z-i)5yYpUVQ>{5+usXHgl>G$oj%*raIZFikayq>d4
zC>in8Ia{w0wudu7kNKMs4K06jJz&;Q`(V0wF2;vvYn87>$X`wI$^90oK0da`tT&X-
z7qNN49~eJ7<4Q|o)Ni-8^_w}@k6SmKClJFg^KsH)_uGj&YipQ4xwb%W?RqY`*~A4D
zqCJp!o+@ppy(I=zd9N%CA4GN|#BEC+>h~l`qGBXx8VcJpKKHY)2ZRw$itTgI%(n68
z&c;N0hsju-C={LouYdW6u&Zkotg>OQ*4Y=a>czuV+HH7zy-a<szu6n9IS6xi?wHNG
zbM(Hty3rIwlS?SH_ZW6iR)yWdGgh@{Zw8{Dm0ZcTh9Xibj=LlYI(FZFzEduaH8^mH
zJc~cO9=3Cv%V|v?%~@!_q*9rt$MSK)b-ld;Tw1EYJ{K9eHY0-&1T=jbUZ?Gh<Y+#i
zFsvz!DBqb1Tn(Jv)Flmc+y3r@EWhY;p2AS5Y2!7Az|VN6*(+~O^SviqA8*u3V<|Ok
zCr1zLWlPJ+m8?eVwd)Z@RYjcbtKIF-T`qxiso|47ix{e3)H9j1`*2cxCn>)|*^8-^
z-RPOIa$IIc)qM@B!o^$O-CbAi=)Z+7*(@$;3xL=n6Vn#HnZ4<XoS=0av+)5`m!|$L
z&eomG6VZ(lZ7%PwSehQ>MDB>Rhtn$BaiHhhrzzJ(?EuViu!;reXmnjQ8n=PDbWHfc
z=Laciih@OU&_qk_&CBZt2V1qHWP})sSaf{{5C!Y8Uepu36agyhHKB0lZ7IVy?W~$5
zZPeX*q^s<H`s2`}tBrZFel?I#VB`J%ffcVu#LKjuJ@YduDOdHib@1J^+t9N1&C!jA
zEtrTU>DFr}cC%X%ekb36MR(88n|+kRrV-l7C}evSPvT5nXk-5$ffK00@%iU?j34x3
z49cKiH5(Whd<%dm(xUmE%@2{(hY$hRK^{GTnsvq6uD=_}w=lub^N}Kx-sSo^n!|1J
zqiYy2$9ZrZ|1L041!!V77Bh1*ii$QO_A4EbJrKI~0TZ|QkK>RPgFW4b!|#gS#mvz7
z_*`feG!@~N@>D}XA@TI3Tih2hM3MD0*x<aZ2LdXj?qdJ>$a@xG(8vLsvx%PuZ>AT@
zBm0shFJXdg#Z<XnaK18uy^z{A>k5I@fdB`;JGkE!pfQlm7?1*p^W-fpEkmb$2&gh3
z2d$&#FjZ(jy=5$ImM5^pWy^BhVblTxkU@;}3Db)lY@r=<$2l0vqOeRXKPE%>ar2!!
zckaIU^|T$RE1^2q;acA|9P=!TM&^{ylHa^_YhZgDW39ort|Y#6Nso+6QBjc-x`vHI
zRi!gHi5uV*WP(rI%x?*`vlT#d9U2mXxNu#}7!zvdlWAFdVO_Ah0f2msH0-t8Isnh4
zfb#~vpg0;LasE_>FLAaVJg7sxu1^mf9;vOz+#9ogh3n-BxqnT({21xtzOsP<Fg(p7
z6V|-Fy)lt-kox<D7Y*~W$JQ~YH&0|@IgA1YfyTWW;#Ww)igkyaD>E?n4!;X|L+Bor
z_+_+)vzF2nf**&Gd`3pbp2-7L>6A^%oQcze^@3KGLYH@8hvz7{^IB|cfUz0nnwFBr
z=eBF-2Kqe;qSxwG2>1lr3n7uia|Cnj34%d>&oV|}xoT~3W47i>pry0*07gSPJZi&G
z{w@yY>g0{{hYyECmf#k7duuD-Z2s|6=emFjKt8#hSp9r&Yav%~NC?tna1T8r!`{Ck
zI1aVlz{vSHa}K`uJ`!_m2cOMpIi`jX55mNFiICnnD)69oXO?3BC!J8fYECYO8T^7)
z-GVWgCUS_mpKx<FOa&RDsIt`y4NV~k1%67E%tLWZKe{<?4X``N(Gfvb7{6%{7UR=u
zKNq=$-bdx3*1RL+phYUg&d5>7PQ{pVtKou~2sg;F>laJ`>;v2~!I|wx8!=7LWzTH0
z3Z9ZCK&k^<$ul#6oU>(xXBYA#hfj6_iZZ%xA4gF5+*LL)aj|Cgz8gOsTrEc!kEtJ+
zGBwneD}34$d{cS@;DVUE(zNahdo#4dbW=e83Tu3CA;bjslo)c9`jbc71{2chb#_Na
zMQI?b62vKhhtUlUJoq$)R*)gLJN1fiSsP)PklcHLjLc{<EG#T;U>$D1x^cAAH)Rqy
zgoGwpOkp}uubU^q$3*?w1m<uN-~l{S63rvrF0~0esb?l!C&%C4zt=aj$|ysf2(!@N
zy&)jQ!6CB2U`GH+sMey#SM54@<}k^c4pxeVXWRhZ1#saLU<>i6+TL0Z50_9hP%94|
zia9uxJb7Pzu)Aarh}pomLktwR`3j5qy_En$-|z{iIV#L4<5@D6KHyEY>{Q(aS3vA6
z>FvibG&%I-+n}Jq%GDYS@Mf~mlMMJ+6!bdG0LL62hk^4pn~l`Nl!H2t7^!e@avlc#
pKf-|UF!=o+A%_27UwSon=dg1WZNS%M$cOn5Nl`hG9O0)g{}-WNzFhzS

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_classification.json b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_classification.json
new file mode 100644
index 0000000..df4a48d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Speckled Wood Butterfly",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "very_broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "late",
+    "traits": [
+      "summer_peak",
+      "very_broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "late_peak_alignment"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "season_start_month": 3.595,
+    "season_end_month": 9.77,
+    "forcing_peak_month": 8.385,
+    "season_width_months": 6.175,
+    "season_midpoint_month": 6.6825,
+    "season_start_label": "April",
+    "season_end_label": "October",
+    "forcing_peak_label": "August"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.99,
+    "DECAY": 1.821,
+    "OOS_DECAY": 5.118,
+    "POST_PEAK_DECAY": 4.477,
+    "POST_PEAK_SHARPNESS": 6.764,
+    "SEASON_START": 3.595,
+    "SEASON_END": 9.77,
+    "SHARPNESS": 6.321,
+    "FORCING_PEAK": 8.385
+  },
+  "fit": {
+    "score": 0.09
+  },
+  "warnings": [],
+  "summary": "Speckled Wood Butterfly is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to October, with a summer peak around August. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_consensus.json b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_consensus.json
new file mode 100644
index 0000000..24a740a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.99",
+  "DECAY": "1.821",
+  "OOS_DECAY": "5.118",
+  "POST_PEAK_DECAY": "4.477",
+  "POST_PEAK_SHARPNESS": "6.764",
+  "SEASON_START": "3.595",
+  "SEASON_END": "9.77",
+  "SHARPNESS": "6.321",
+  "FORCING_PEAK": "8.385",
+  "SCORE": "0.09",
+  "SPECIES": "Speckled Wood Butterfly"
+}
diff --git a/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_observed.csv b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_observed.csv
new file mode 100644
index 0000000..e1ce1c8
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,5
+5,5
+6,5
+7,1
+8,9
+9,2
+10,1
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_parameters.csv b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_parameters.csv
new file mode 100644
index 0000000..0d59167
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 13:30:12,speckled_wood_butterfly_observed.csv,3.381,2.33,4.853,4.902,8.676,4.58,9.16,9.619,9.06,0.1129204562509424290572761094,
+2026-05-21 13:30:12,speckled_wood_butterfly_observed.csv,2.148,1.439,5.545,7.626,6.376,4.53,9.57,3.81,8.42,0.1214575828788049460971581421,
+2026-05-21 13:30:12,speckled_wood_butterfly_observed.csv,1.459,1.817,5.856,5.762,8.408,3.55,9.81,7.364,7.69,0.1170807694098118774999051960,
+2026-05-21 13:30:13,speckled_wood_butterfly_observed.csv,3.258,1.773,5.929,7.419,7.751,4.8,10.83,14.563,7.08,0.1755794478449929630901176324,
+2026-05-21 13:30:13,speckled_wood_butterfly_observed.csv,4.088,1.606,1.319,4.803,4.304,4.35,10.55,7.743,7.8,0.1059312639257519918428040175,
+2026-05-21 13:30:13,speckled_wood_butterfly_observed.csv,4.085,0.874,4.848,4.977,4.915,3.62,10.43,9.852,7.39,0.1136515784621640164100926708,
+2026-05-21 13:30:14,speckled_wood_butterfly_observed.csv,4.812,1.09,3.882,0.169,2.888,3.61,9.56,7.287,8.91,0.1032643495383358000705384060,
+2026-05-21 13:30:14,speckled_wood_butterfly_observed.csv,2.992,2.057,3.396,4.624,9.447,3.05,9.81,6.951,7.67,0.1366868438786911026954140982,
+2026-05-21 13:30:14,speckled_wood_butterfly_observed.csv,4.869,0.654,7.094,6.326,9.456,3.94,10.92,7.916,8.2,0.06668958809798276958061374229,
+2026-05-21 13:30:14,speckled_wood_butterfly_observed.csv,4.06,1.162,2.574,6.878,2.376,3.4,10.62,14.927,8.54,0.0768563797842504617111621182,
+2026-05-21 13:30:15,speckled_wood_butterfly_observed.csv,1.445,2.285,2.494,6.443,7.404,3.38,9.32,8.529,9.16,0.09324048464746699443779647475,
+2026-05-21 13:30:15,speckled_wood_butterfly_observed.csv,2.319,2.195,7.888,6.303,8.646,3.33,9.76,3.359,8.8,0.09803705695225535968793148149,
+2026-05-21 13:30:15,speckled_wood_butterfly_observed.csv,4.603,2.45,2.015,5.849,1.025,3.37,10.16,3.504,6.62,0.1663947995092319210723043247,
+2026-05-21 13:30:16,speckled_wood_butterfly_observed.csv,4.826,0.732,5.88,0.971,1.815,4.63,10.64,4.527,8.63,0.1438472806975035696248663238,
+2026-05-21 13:30:16,speckled_wood_butterfly_observed.csv,4.508,1.553,7.578,0.774,7.63,4.61,9.57,3.923,9.38,0.1235890826810283632831784524,
+2026-05-21 13:30:16,speckled_wood_butterfly_observed.csv,4.343,0.732,6.815,0.465,7.009,4.46,10.63,1.98,8.72,0.1293513479903967682987037130,
+2026-05-21 13:30:16,speckled_wood_butterfly_observed.csv,4.813,2.974,6.204,4.222,7.361,4.45,9.9,10.415,7.07,0.1539605399488223373949275767,
+2026-05-21 13:30:17,speckled_wood_butterfly_observed.csv,1.042,0.848,7.153,6.759,9.843,3.05,10.91,14.417,6.82,0.1897225892325431669970160313,
+2026-05-21 13:30:17,speckled_wood_butterfly_observed.csv,3.344,2.194,6.723,7.793,3.157,4.46,10.02,14.619,9.23,0.1259591703262914641972323160,
+2026-05-21 13:30:17,speckled_wood_butterfly_observed.csv,2.631,1.564,6.686,3.207,2.931,3.63,9.43,2.659,7.11,0.1431800573901654365958573389,
+2026-05-21 13:30:17,speckled_wood_butterfly_observed.csv,2.077,2.845,2.773,1.382,3.015,3.45,9.51,2.879,7.85,0.1205600777758191328091970185,
+2026-05-21 13:30:18,speckled_wood_butterfly_observed.csv,3.158,2.406,2.921,6.773,8.367,3.95,9.02,4.506,8.75,0.09298851565045588097186575656,
+2026-05-21 13:30:18,speckled_wood_butterfly_observed.csv,4.152,2.233,6.48,4.329,2.312,3.49,9.16,3.25,8.4,0.1217510238545844173714668013,
+2026-05-21 13:30:18,speckled_wood_butterfly_observed.csv,3.426,1.103,7.129,6.338,1.892,3.14,9.78,6.185,9.01,0.1019919704006725179435327601,
+2026-05-21 13:30:19,speckled_wood_butterfly_observed.csv,2.715,2.564,2.678,4.92,2.969,4.08,9.66,3.157,9.29,0.1075674645778306153767451297,
+2026-05-21 13:30:19,speckled_wood_butterfly_observed.csv,1.404,2.2,5.471,1.811,1.748,4.41,9.11,9.056,6.6,0.1584967917854433244040199912,
+2026-05-21 13:30:19,speckled_wood_butterfly_observed.csv,1.757,1.18,7.617,2.423,6.351,3.47,9.34,4.68,8.34,0.08870477823613204279812137865,
+2026-05-21 13:30:20,speckled_wood_butterfly_observed.csv,1.415,1.346,3.165,1.066,6.806,3.95,9.3,10.904,7.49,0.1201200457814249151293371289,
+2026-05-21 13:30:20,speckled_wood_butterfly_observed.csv,3.072,2.138,3.273,1.504,6.005,4.56,10.74,6.6,9.46,0.1870576024380941870935018599,
+2026-05-21 13:30:20,speckled_wood_butterfly_observed.csv,1.408,2.002,7.241,3.95,8.967,4.4,9.74,10.059,6.76,0.1819084801465353313966450362,
+2026-05-21 13:30:20,speckled_wood_butterfly_observed.csv,1.544,2.805,7.187,1.278,3.039,4.6,10.01,9.695,6.75,0.1670507832505068478319693088,
+2026-05-21 13:30:21,speckled_wood_butterfly_observed.csv,4.218,1.277,5.876,1.134,6.234,3.93,10.63,4.493,6.82,0.1160866368212284446927702267,
+2026-05-21 13:30:21,speckled_wood_butterfly_observed.csv,3.831,2.498,7.899,1.577,8.001,3.88,9.02,9.172,8.14,0.09231561680193266898229859985,
+2026-05-21 13:30:21,speckled_wood_butterfly_observed.csv,3.101,1.98,1.006,0.726,9.565,4.9,9.83,3.516,9.0,0.1313529542159594601989868614,
+2026-05-21 13:30:21,speckled_wood_butterfly_observed.csv,4.622,1.449,4.702,5.883,2.57,3.63,10.54,12.543,7.55,0.1129946547551655002577743394,
+2026-05-21 13:30:22,speckled_wood_butterfly_observed.csv,4.699,1.121,6.061,3.893,3.066,4.77,9.71,7.022,6.66,0.1982771159090623266607605983,
+2026-05-21 13:30:22,speckled_wood_butterfly_observed.csv,4.978,2.138,5.497,1.935,2.278,4.17,10.74,4.808,6.68,0.1343009446157710282170323958,
+2026-05-21 13:30:22,speckled_wood_butterfly_observed.csv,4.86,1.022,2.251,2.036,5.611,4.83,9.51,11.517,7.25,0.1640510103970026516804579821,
+2026-05-21 13:30:23,speckled_wood_butterfly_observed.csv,2.534,0.968,5.699,1.34,6.146,3.03,9.79,7.717,8.68,0.1090198157716520269897016898,
+2026-05-21 13:30:23,speckled_wood_butterfly_observed.csv,3.81,2.287,7.641,1.28,3.243,3.88,10.19,2.78,9.07,0.1168879583249544267965363426,
+2026-05-21 13:30:23,speckled_wood_butterfly_observed.csv,3.917,1.363,3.889,5.463,5.342,4.5,9.02,9.363,8.56,0.1147783335597148055683776394,
+2026-05-21 13:30:23,speckled_wood_butterfly_observed.csv,3.711,0.6,1.7,7.538,1.196,4.37,9.41,11.339,7.43,0.1645490866154004883978497272,
+2026-05-21 13:30:24,speckled_wood_butterfly_observed.csv,1.367,2.625,2.185,1.464,8.461,4.47,9.01,9.293,7.65,0.1293911849105865310579072805,
+2026-05-21 13:30:24,speckled_wood_butterfly_observed.csv,1.536,1.063,6.225,5.413,1.04,3.43,10.23,7.097,8.02,0.1094999152032542563113440528,
+2026-05-21 13:30:24,speckled_wood_butterfly_observed.csv,1.524,1.628,6.47,5.14,3.431,4.43,9.13,4.995,7.38,0.1534107391684931676790235904,
+2026-05-21 13:30:25,speckled_wood_butterfly_observed.csv,1.477,2.196,2.597,5.196,2.98,4.46,10.88,1.842,7.37,0.1202819742429371976080074074,
+2026-05-21 13:30:25,speckled_wood_butterfly_observed.csv,1.965,2.676,7.731,2.783,9.789,3.64,9.35,3.614,9.27,0.09416561860557911764349529500,
+2026-05-21 13:30:25,speckled_wood_butterfly_observed.csv,2.534,2.781,5.464,7.486,8.012,3.13,10.49,11.749,7.83,0.1137232025802306562429653030,
+2026-05-21 13:30:25,speckled_wood_butterfly_observed.csv,3.721,1.445,5.998,6.986,2.494,4.21,10.34,6.027,7.02,0.1707660845356097542420397569,
+2026-05-21 13:30:26,speckled_wood_butterfly_observed.csv,3.0,2.501,1.97,6.568,9.386,4.36,9.31,12.384,7.13,0.1604707522066631518202237209,
+2026-05-21 13:30:26,speckled_wood_butterfly_observed.csv,2.133,1.668,7.54,4.016,4.198,4.64,10.06,11.531,7.4,0.1673536425044832776693989051,
+2026-05-21 13:30:26,speckled_wood_butterfly_observed.csv,3.496,1.796,2.059,0.849,9.262,3.66,10.72,7.859,6.68,0.1152808326127398948866522998,
+2026-05-21 13:30:27,speckled_wood_butterfly_observed.csv,1.696,2.525,3.486,1.795,7.999,3.46,9.42,3.867,8.55,0.09386007670035395892863519965,
+2026-05-21 13:30:27,speckled_wood_butterfly_observed.csv,1.105,1.388,7.744,7.524,7.789,4.21,10.03,6.672,6.68,0.1870132687619605225668890385,
+2026-05-21 13:30:27,speckled_wood_butterfly_observed.csv,1.417,2.357,7.849,4.518,4.239,4.53,9.22,12.667,8.86,0.1131268806789678458635883291,
+2026-05-21 13:30:27,speckled_wood_butterfly_observed.csv,3.203,0.502,2.372,3.197,4.202,3.52,10.22,4.564,8.58,0.0850690365376095177594811875,
+2026-05-21 13:30:28,speckled_wood_butterfly_observed.csv,4.928,1.346,5.707,7.329,4.475,3.95,9.12,8.903,8.98,0.08704666855254347220683855352,
+2026-05-21 13:30:28,speckled_wood_butterfly_observed.csv,3.455,2.736,2.021,1.84,8.408,4.18,9.91,14.677,8.55,0.1006814903633285053997701382,
+2026-05-21 13:30:28,speckled_wood_butterfly_observed.csv,4.705,1.663,7.365,4.031,2.749,3.7,10.04,2.15,7.23,0.1409334756991869038571047870,
+2026-05-21 13:30:28,speckled_wood_butterfly_observed.csv,1.064,0.56,4.56,4.219,4.572,4.26,9.09,7.161,7.17,0.1779468599602110994602256838,
+2026-05-21 13:30:29,speckled_wood_butterfly_observed.csv,3.435,2.217,4.653,4.049,8.267,3.97,10.06,8.165,8.32,0.08117776766383450940511917318,
+2026-05-21 13:30:29,speckled_wood_butterfly_observed.csv,4.239,1.419,7.085,5.409,8.442,3.05,9.35,13.828,9.32,0.1115917623885893366134979056,
+2026-05-21 13:30:29,speckled_wood_butterfly_observed.csv,3.764,2.881,1.471,4.476,7.971,4.74,10.93,14.727,6.78,0.1844124354817675843730305450,
+2026-05-21 13:30:30,speckled_wood_butterfly_observed.csv,3.573,1.588,3.455,5.311,5.487,4.06,10.56,12.764,8.53,0.08330965509535285223271106433,
+2026-05-21 13:30:30,speckled_wood_butterfly_observed.csv,3.769,0.933,5.397,3.27,5.842,3.7,9.73,2.285,8.23,0.09757059062359382659763055555,
+2026-05-21 13:30:30,speckled_wood_butterfly_observed.csv,1.526,0.525,5.195,0.964,8.671,4.99,9.96,7.578,8.16,0.1202393232723085274020453419,
+2026-05-21 13:30:30,speckled_wood_butterfly_observed.csv,2.937,1.162,2.913,2.85,6.164,4.41,9.42,10.432,7.99,0.09885333573336561183369702161,
+2026-05-21 13:30:31,speckled_wood_butterfly_observed.csv,2.71,1.168,6.062,5.897,9.059,4.59,9.08,3.376,6.55,0.2112536919287469623568031389,
+2026-05-21 13:30:31,speckled_wood_butterfly_observed.csv,2.302,1.157,7.512,3.283,6.036,3.45,9.97,3.838,9.47,0.1158722052935725428158861982,
+2026-05-21 13:30:31,speckled_wood_butterfly_observed.csv,2.648,1.405,2.984,5.241,6.49,4.11,9.78,6.226,8.29,0.09570024689145167391073611210,
+2026-05-21 13:30:32,speckled_wood_butterfly_observed.csv,4.803,2.28,3.673,1.049,3.236,4.86,9.53,11.901,6.54,0.1870616003494964768057726043,
+2026-05-21 13:30:32,speckled_wood_butterfly_observed.csv,3.525,0.595,7.558,0.726,2.409,4.91,10.3,6.87,9.43,0.1635898315745411237792588654,
+2026-05-21 13:30:32,speckled_wood_butterfly_observed.csv,1.751,0.691,7.488,6.402,3.016,4.92,10.59,3.12,7.42,0.1817750337633672600620459882,
+2026-05-21 13:30:32,speckled_wood_butterfly_observed.csv,4.459,2.37,1.091,5.754,3.539,3.26,10.06,5.982,6.61,0.1808920180864204604003396002,
+2026-05-21 13:30:33,speckled_wood_butterfly_observed.csv,1.541,1.347,1.35,4.848,1.31,4.17,10.89,12.314,7.37,0.1351822792259093227537523614,
+2026-05-21 13:30:33,speckled_wood_butterfly_observed.csv,3.701,1.879,3.38,2.239,4.353,4.57,9.68,9.602,6.76,0.1700766273908590243267172068,
+2026-05-21 13:30:33,speckled_wood_butterfly_observed.csv,1.128,0.767,6.201,7.875,5.669,3.7,9.11,2.951,8.81,0.1216361071963588796481571292,
+2026-05-21 13:30:33,speckled_wood_butterfly_observed.csv,3.348,1.249,5.896,2.486,1.26,4.82,9.56,1.223,6.97,0.1393826013945300498374852431,
+2026-05-21 13:30:34,speckled_wood_butterfly_observed.csv,4.619,2.454,5.532,6.641,1.45,4.22,10.5,3.082,7.93,0.1161367910980105821934107710,
+2026-05-21 13:30:34,speckled_wood_butterfly_observed.csv,1.892,1.496,7.892,6.844,6.293,3.47,9.88,9.574,8.69,0.1036065517931602629906466240,
+2026-05-21 13:30:34,speckled_wood_butterfly_observed.csv,1.56,2.195,4.331,5.701,3.397,4.89,10.85,2.444,8.63,0.1179433763549503208361564375,
+2026-05-21 13:30:35,speckled_wood_butterfly_observed.csv,3.173,2.836,2.759,5.464,2.382,4.44,10.18,14.73,6.66,0.1593921829060971420465207468,
+2026-05-21 13:30:35,speckled_wood_butterfly_observed.csv,3.91,1.553,4.685,6.733,4.828,3.76,9.79,12.232,7.35,0.1430406307654860414614297429,
+2026-05-21 13:30:35,speckled_wood_butterfly_observed.csv,2.763,1.82,3.016,0.617,8.273,3.24,9.55,5.616,8.11,0.09770213787127665434575836678,
+2026-05-21 13:30:35,speckled_wood_butterfly_observed.csv,4.623,1.111,4.947,1.205,9.815,4.4,10.15,2.184,9.07,0.1222467575168918837652768518,
+2026-05-21 13:30:36,speckled_wood_butterfly_observed.csv,1.827,2.444,5.239,6.566,7.534,3.61,10.24,1.479,8.36,0.08138509017383496235798703705,
+2026-05-21 13:30:36,speckled_wood_butterfly_observed.csv,1.124,0.889,3.891,4.334,7.347,4.61,9.12,6.482,8.39,0.1169185786332820087271276177,
+2026-05-21 13:30:36,speckled_wood_butterfly_observed.csv,4.344,2.384,2.626,6.549,3.223,3.04,9.94,11.214,8.59,0.1004134666166733924553648747,
+2026-05-21 13:30:37,speckled_wood_butterfly_observed.csv,2.691,2.277,6.095,4.392,5.765,3.18,9.63,3.535,8.38,0.09174820290473174921181265278,
+2026-05-21 13:30:37,speckled_wood_butterfly_observed.csv,2.81,2.18,3.758,5.567,5.83,4.62,9.4,13.701,6.6,0.1801110674116536621351727483,
+2026-05-21 13:30:37,speckled_wood_butterfly_observed.csv,4.772,0.674,7.921,3.778,3.786,3.4,10.98,9.474,8.36,0.07442771785629962770728910712,
+2026-05-21 13:30:37,speckled_wood_butterfly_observed.csv,2.159,1.756,4.758,3.53,6.422,4.76,9.05,1.793,6.58,0.1793135003785107919259080300,
+2026-05-21 13:30:38,speckled_wood_butterfly_observed.csv,1.994,2.856,3.437,4.502,4.575,4.66,9.17,9.474,7.22,0.1542970420538325556711269294,
+2026-05-21 13:30:38,speckled_wood_butterfly_observed.csv,4.478,1.592,6.266,4.063,1.101,3.76,10.75,12.045,7.82,0.1131042851913301494728017713,
+2026-05-21 13:30:38,speckled_wood_butterfly_observed.csv,1.481,2.32,6.674,7.365,4.823,4.41,10.24,8.837,8.43,0.08295319674276348555423347509,
+2026-05-21 13:30:38,speckled_wood_butterfly_observed.csv,4.496,1.353,2.73,6.35,3.603,4.77,9.07,3.004,7.68,0.1699960480020649697372699088,
+2026-05-21 13:30:39,speckled_wood_butterfly_observed.csv,2.628,1.0,5.721,3.554,6.699,3.45,10.89,13.049,9.46,0.1804024585067439783690368940,
+2026-05-21 13:30:39,speckled_wood_butterfly_observed.csv,1.009,1.591,4.608,0.196,7.838,3.16,10.88,9.583,8.24,0.1555614785317205601513006189,
+2026-05-21 13:30:39,speckled_wood_butterfly_observed.csv,3.142,2.634,4.024,5.396,3.649,3.73,9.75,7.918,7.28,0.1375603426857817767210571404,
+2026-05-21 13:30:40,speckled_wood_butterfly_observed.csv,3.364,1.962,4.028,4.804,8.819,3.27,9.5,1.028,7.26,0.1673330025030878123217824073,
+2026-05-21 13:30:40,speckled_wood_butterfly_observed.csv,1.796,2.572,7.211,5.546,3.69,4.81,10.0,2.268,6.94,0.1546811032563681185948712380,
+2026-05-21 13:30:40,speckled_wood_butterfly_observed.csv,2.738,2.021,5.854,4.562,9.835,3.79,10.45,8.219,8.66,0.09478056172743832225575811517,
+2026-05-21 13:30:40,speckled_wood_butterfly_observed.csv,3.195,0.924,2.795,0.656,7.347,3.25,10.12,4.163,7.87,0.08457138897265070314335257642,
+2026-05-21 13:30:41,speckled_wood_butterfly_observed.csv,1.507,2.081,7.123,3.686,4.31,4.34,10.8,6.431,8.0,0.1072289113932138453634187902,
+2026-05-21 13:30:41,speckled_wood_butterfly_observed.csv,4.557,2.688,6.334,7.465,4.419,3.93,9.53,4.966,8.75,0.09393576580550759195184150627,
+2026-05-21 13:30:41,speckled_wood_butterfly_observed.csv,2.441,2.571,1.032,7.573,7.547,3.58,9.66,6.416,8.09,0.09019977655033371669993953869,
+2026-05-21 13:30:42,speckled_wood_butterfly_observed.csv,4.812,0.787,4.951,7.715,3.177,3.48,9.19,14.966,7.28,0.1761309334955869137375873872,
+2026-05-21 13:30:42,speckled_wood_butterfly_observed.csv,1.812,1.117,2.701,6.01,5.596,3.26,10.51,4.475,7.73,0.09550904940777699416866975021,
+2026-05-21 13:30:42,speckled_wood_butterfly_observed.csv,2.815,1.445,4.556,3.255,1.725,3.64,10.79,2.3,6.58,0.1479496956961101855241796041,
+2026-05-21 13:30:42,speckled_wood_butterfly_observed.csv,4.68,1.271,7.0,2.151,6.59,3.09,10.32,8.171,9.15,0.1540231577600071063897186794,
+2026-05-21 13:30:43,speckled_wood_butterfly_observed.csv,4.316,2.857,5.157,3.451,3.525,4.08,9.07,5.263,7.68,0.1302690928360821949243368976,
+2026-05-21 13:30:43,speckled_wood_butterfly_observed.csv,2.462,2.02,6.728,3.311,8.599,4.82,9.97,2.108,8.67,0.1144720240742676820902234815,
+2026-05-21 13:30:43,speckled_wood_butterfly_observed.csv,3.516,2.446,5.582,4.454,7.818,4.98,9.75,14.346,8.37,0.1366708132590610923855794159,
+2026-05-21 13:30:43,speckled_wood_butterfly_observed.csv,4.205,0.575,6.898,6.338,8.009,4.57,9.9,6.427,8.42,0.1204793622577503861631583317,
+2026-05-21 13:30:44,speckled_wood_butterfly_observed.csv,4.062,1.543,3.376,1.258,4.543,3.03,9.62,13.758,9.33,0.1331176934601420669686410220,
+2026-05-21 13:30:44,speckled_wood_butterfly_observed.csv,3.566,1.622,4.045,4.065,4.854,3.77,9.99,10.085,7.83,0.1169180736533013216764823611,
+2026-05-21 13:30:44,speckled_wood_butterfly_observed.csv,3.668,1.681,6.481,1.85,3.098,3.24,9.97,13.119,9.49,0.1509541746060346397152621016,
+2026-05-21 13:30:45,speckled_wood_butterfly_observed.csv,2.257,2.591,4.788,2.159,2.683,4.9,9.09,10.045,8.43,0.1265141266195113729753098410,
+2026-05-21 13:30:45,speckled_wood_butterfly_observed.csv,3.013,0.838,6.663,5.866,3.144,3.01,10.04,14.551,8.08,0.1144047568378119516318366490,
+2026-05-21 13:30:45,speckled_wood_butterfly_observed.csv,4.232,1.298,3.644,1.52,8.454,3.43,10.04,11.244,7.68,0.09624993380318850231367627660,
+2026-05-21 13:30:45,speckled_wood_butterfly_observed.csv,4.469,1.679,1.446,2.279,9.609,3.04,9.93,2.468,9.43,0.1274965368817254417087037036,
+2026-05-21 13:30:46,speckled_wood_butterfly_observed.csv,1.882,1.956,1.408,3.694,4.924,3.03,9.41,9.11,8.39,0.09137338066260434285617166501,
+2026-05-21 13:30:46,speckled_wood_butterfly_observed.csv,1.809,1.089,5.683,2.274,4.827,4.84,9.76,2.92,7.2,0.1669816763895487290213231757,
+2026-05-21 13:30:46,speckled_wood_butterfly_observed.csv,1.601,1.485,3.172,0.37,6.329,4.33,9.64,5.949,7.68,0.1136262625492984736218325245,
+2026-05-21 13:30:47,speckled_wood_butterfly_observed.csv,4.254,1.541,1.717,4.806,2.761,4.58,9.7,13.067,7.82,0.1580347418728039334182743248,
+2026-05-21 13:30:47,speckled_wood_butterfly_observed.csv,1.98,2.759,6.276,6.976,3.181,4.43,10.69,13.298,7.87,0.1123062159086878426354810655,
+2026-05-21 13:30:47,speckled_wood_butterfly_observed.csv,4.711,2.116,7.338,7.518,1.192,3.67,9.28,6.415,6.78,0.1667459213218704203344627951,
+2026-05-21 13:30:47,speckled_wood_butterfly_observed.csv,2.215,1.828,1.18,0.794,6.278,3.67,9.77,9.391,6.59,0.1321649747360131571116792694,
+2026-05-21 13:30:48,speckled_wood_butterfly_observed.csv,1.385,0.7,1.822,6.945,9.309,3.96,9.47,11.504,7.82,0.09227136739976763570064262923,
+2026-05-21 13:30:48,speckled_wood_butterfly_observed.csv,4.033,2.686,7.564,2.241,6.238,4.83,10.48,8.99,7.54,0.1442196806674411563397863844,
+2026-05-21 13:30:48,speckled_wood_butterfly_observed.csv,2.698,1.822,5.336,4.074,3.431,3.36,9.29,10.411,8.69,0.08770855426381442927038735024,
+2026-05-21 13:30:48,speckled_wood_butterfly_observed.csv,1.946,1.503,3.304,3.854,2.299,4.88,10.97,10.87,8.8,0.1309700365099970281360262842,
+2026-05-21 13:30:49,speckled_wood_butterfly_observed.csv,3.714,2.115,4.173,0.843,4.19,4.93,9.43,13.234,8.52,0.1315277975270974881818544377,
+2026-05-21 13:30:49,speckled_wood_butterfly_observed.csv,1.909,1.97,7.179,1.532,5.631,4.67,10.36,3.466,8.57,0.1273465468259144754305808759,
+2026-05-21 13:30:49,speckled_wood_butterfly_observed.csv,1.422,1.027,4.69,0.524,4.864,4.42,9.7,12.888,8.41,0.1387329021785354592304606000,
+2026-05-21 13:30:50,speckled_wood_butterfly_observed.csv,4.59,1.793,1.793,1.996,9.094,4.14,9.11,13.1,8.71,0.08968773515117740047055444438,
+2026-05-21 13:30:50,speckled_wood_butterfly_observed.csv,4.315,0.586,2.201,2.032,4.39,4.27,9.1,6.352,9.09,0.1144569876090426179437645347,
+2026-05-21 13:30:50,speckled_wood_butterfly_observed.csv,1.824,1.757,3.291,7.378,7.076,3.26,9.57,1.546,7.55,0.1582176104133863361753944444,
+2026-05-21 13:30:50,speckled_wood_butterfly_observed.csv,1.655,2.132,1.505,4.731,1.862,4.7,9.45,8.851,8.06,0.1590716862376630723958970931,
+2026-05-21 13:30:51,speckled_wood_butterfly_observed.csv,3.132,1.626,4.076,1.119,8.068,3.79,9.16,8.703,7.15,0.1268721132994101068670981995,
+2026-05-21 13:30:51,speckled_wood_butterfly_observed.csv,3.899,0.559,1.925,6.161,7.037,3.34,9.7,11.268,7.94,0.08521600418241638092935169020,
+2026-05-21 13:30:51,speckled_wood_butterfly_observed.csv,3.314,2.825,4.625,0.933,9.567,4.92,9.1,9.46,6.96,0.1701496586003003359938775487,
+2026-05-21 13:30:52,speckled_wood_butterfly_observed.csv,4.044,2.394,2.809,2.947,9.386,3.19,9.95,2.267,8.83,0.09024533070786528695020833333,
+2026-05-21 13:30:52,speckled_wood_butterfly_observed.csv,3.8,2.669,4.016,3.349,9.731,4.98,10.3,1.001,9.18,0.1524648180419855764994444444,
+2026-05-21 13:30:52,speckled_wood_butterfly_observed.csv,4.825,0.711,6.067,2.658,1.537,3.99,9.66,13.545,7.3,0.1347389259584363741357651064,
+2026-05-21 13:30:52,speckled_wood_butterfly_observed.csv,2.713,1.501,3.421,2.672,4.012,4.61,10.93,5.782,8.56,0.1258431201095342404654289823,
+2026-05-21 13:30:53,speckled_wood_butterfly_observed.csv,2.667,1.961,1.908,1.592,5.898,3.98,9.84,5.281,9.2,0.1227321317734599798155768378,
+2026-05-21 13:30:53,speckled_wood_butterfly_observed.csv,2.084,1.626,6.053,6.415,3.02,3.83,10.87,8.032,7.4,0.1201636109404577476443378985,
+2026-05-21 13:30:53,speckled_wood_butterfly_observed.csv,4.768,1.125,6.926,7.392,5.196,3.24,10.29,5.767,8.78,0.08589188311851500757152830858,
+2026-05-21 13:30:53,speckled_wood_butterfly_observed.csv,1.687,0.636,1.78,3.101,5.187,4.07,10.2,7.353,7.19,0.1194480227630215347471791111,
+2026-05-21 13:30:54,speckled_wood_butterfly_observed.csv,1.943,1.075,7.383,4.513,6.733,4.39,9.44,8.76,8.66,0.1164468108992478427273437402,
+2026-05-21 13:30:54,speckled_wood_butterfly_observed.csv,1.285,2.145,7.514,6.925,7.764,3.28,10.97,11.052,9.47,0.1744269203279511745873640382,
+2026-05-21 13:30:54,speckled_wood_butterfly_observed.csv,2.823,1.924,5.485,7.202,4.758,4.33,10.77,12.743,8.26,0.07822239240650381859279813652,
+2026-05-21 13:30:55,speckled_wood_butterfly_observed.csv,1.234,2.622,2.678,1.885,4.167,4.57,10.88,6.695,7.21,0.1262779623344587453575602380,
+2026-05-21 13:30:55,speckled_wood_butterfly_observed.csv,1.146,1.554,1.916,5.509,4.653,3.91,10.04,5.035,8.56,0.08090305141601829427833566928,
+2026-05-21 13:30:55,speckled_wood_butterfly_observed.csv,3.198,2.904,6.526,5.863,7.72,4.98,9.83,4.886,9.48,0.1211571016209066700910717650,
+2026-05-21 13:30:55,speckled_wood_butterfly_observed.csv,4.38,1.949,3.414,7.089,9.918,3.1,10.15,9.199,7.33,0.1575186999530303714547525640,
+2026-05-21 13:30:56,speckled_wood_butterfly_observed.csv,1.826,1.915,1.649,3.547,3.8,4.35,10.36,12.176,9.17,0.1574938767776815151829719009,
+2026-05-21 13:30:56,speckled_wood_butterfly_observed.csv,1.093,0.812,5.142,1.295,7.687,4.67,10.86,8.569,7.09,0.1415233858668122501011455814,
+2026-05-21 13:30:56,speckled_wood_butterfly_observed.csv,3.889,0.965,4.438,7.726,6.202,3.16,9.99,3.943,8.7,0.09936720838801593399714457074,
+2026-05-21 13:30:57,speckled_wood_butterfly_observed.csv,3.195,2.765,6.055,3.769,3.553,3.61,9.37,3.992,9.02,0.09237228338845660643362310497,
+2026-05-21 13:30:57,speckled_wood_butterfly_observed.csv,2.325,1.492,5.887,6.887,5.796,3.96,10.17,7.277,9.39,0.1525001015898440443360445804,
+2026-05-21 13:30:57,speckled_wood_butterfly_observed.csv,1.927,1.071,5.815,2.172,6.352,3.22,9.0,10.253,8.41,0.08428563023080050532763042816,
+2026-05-21 13:30:57,speckled_wood_butterfly_observed.csv,2.8,2.521,1.949,3.47,2.91,3.2,10.76,11.573,7.21,0.1333905420801016892264137382,
+2026-05-21 13:30:58,speckled_wood_butterfly_observed.csv,4.692,2.47,7.72,7.806,8.2,3.42,10.24,1.545,6.8,0.2007249229007875077950738171,
+2026-05-21 13:30:58,speckled_wood_butterfly_observed.csv,3.425,2.092,7.769,5.024,8.69,3.67,10.36,4.601,7.84,0.09438261688356251053469189485,
+2026-05-21 13:30:58,speckled_wood_butterfly_observed.csv,4.568,0.781,7.607,6.188,1.09,4.07,10.23,13.234,9.38,0.1236045571832043302245999688,
+2026-05-21 13:30:59,speckled_wood_butterfly_observed.csv,4.655,1.99,4.755,5.048,4.572,3.09,10.5,4.165,9.41,0.1570976976726954263703706597,
+2026-05-21 13:30:59,speckled_wood_butterfly_observed.csv,3.446,1.452,3.906,1.127,8.958,3.91,9.19,2.845,7.79,0.1236629284067357270143704190,
+2026-05-21 13:30:59,speckled_wood_butterfly_observed.csv,2.654,2.805,5.352,0.643,6.103,4.4,10.88,13.962,8.14,0.1269142376485250589415805372,
+2026-05-21 13:30:59,speckled_wood_butterfly_observed.csv,2.591,2.777,7.808,1.389,9.523,4.57,10.89,5.972,7.7,0.1262650623814586635606733289,
+2026-05-21 13:31:00,speckled_wood_butterfly_observed.csv,2.145,2.807,7.501,6.517,1.537,4.56,10.5,6.718,7.01,0.1388733963452293075837214214,
+2026-05-21 13:31:00,speckled_wood_butterfly_observed.csv,1.151,0.723,6.977,4.391,1.666,4.49,9.0,3.568,7.61,0.1982454971249944332755418041,
+2026-05-21 13:31:00,speckled_wood_butterfly_observed.csv,4.448,0.87,6.003,7.527,7.363,4.77,9.76,14.269,8.69,0.1330924656067982993327001945,
+2026-05-21 13:31:00,speckled_wood_butterfly_observed.csv,4.903,0.678,5.906,5.567,2.429,3.76,10.77,11.671,7.1,0.1483892648595343631431043973,
+2026-05-21 13:31:01,speckled_wood_butterfly_observed.csv,4.515,0.837,2.035,5.821,5.614,3.39,9.4,13.226,6.64,0.1972651214926991462681177383,
+2026-05-21 13:31:01,speckled_wood_butterfly_observed.csv,1.049,0.87,6.353,4.475,1.283,3.87,10.31,13.615,7.93,0.1115959051438143580565010447,
+2026-05-21 13:31:01,speckled_wood_butterfly_observed.csv,2.383,2.208,1.967,1.454,2.279,3.75,10.73,14.427,8.12,0.1037380773304041186831141582,
+2026-05-21 13:31:02,speckled_wood_butterfly_observed.csv,1.84,2.742,1.684,6.831,5.372,4.01,10.86,14.805,8.92,0.1029051046130825592072544674,
+2026-05-21 13:31:02,speckled_wood_butterfly_observed.csv,4.288,1.787,4.996,0.554,9.591,3.56,10.27,5.125,8.16,0.09809875716751205237901634417,
+2026-05-21 13:31:02,speckled_wood_butterfly_observed.csv,1.161,2.722,3.127,5.431,3.046,3.46,9.89,6.569,8.61,0.1021154209366044033888355345,
+2026-05-21 13:31:02,speckled_wood_butterfly_observed.csv,3.116,0.909,7.196,4.504,1.321,4.66,10.79,4.006,8.83,0.1259412660114731951041887608,
+2026-05-21 13:31:03,speckled_wood_butterfly_observed.csv,1.351,2.5,3.197,0.991,3.151,4.12,10.98,1.946,6.57,0.1321118329654488584954268518,
+2026-05-21 13:31:03,speckled_wood_butterfly_observed.csv,2.387,0.849,4.308,6.88,5.09,3.83,10.12,12.31,6.76,0.1818505705752820749885074128,
+2026-05-21 13:31:03,speckled_wood_butterfly_observed.csv,4.756,2.293,5.054,0.279,7.065,3.36,10.95,9.437,7.42,0.1749150475317187556682974717,
+2026-05-21 13:31:04,speckled_wood_butterfly_observed.csv,1.365,1.773,1.2,1.422,5.261,4.27,10.88,4.533,6.86,0.1206257864709342501254918612,
+2026-05-21 13:31:04,speckled_wood_butterfly_observed.csv,1.59,1.875,6.186,4.76,9.117,4.89,10.77,5.516,7.42,0.1454667214578502348557272469,
+2026-05-21 13:31:04,speckled_wood_butterfly_observed.csv,3.594,0.728,7.252,3.679,6.891,4.2,9.85,10.598,8.52,0.1267726486250321777797072085,
+2026-05-21 13:31:04,speckled_wood_butterfly_observed.csv,4.708,1.595,4.002,0.669,7.692,3.71,9.1,9.213,7.36,0.1197192589676285280049590178,
+2026-05-21 13:31:05,speckled_wood_butterfly_observed.csv,3.194,1.043,3.249,0.105,8.361,4.61,10.74,10.911,8.07,0.1919500194272316359853797287,
+2026-05-21 13:31:05,speckled_wood_butterfly_observed.csv,3.201,0.729,6.026,3.992,7.321,4.91,9.64,4.758,7.29,0.1709854451967319455046183805,
+2026-05-21 13:31:05,speckled_wood_butterfly_observed.csv,4.584,1.086,5.756,7.614,7.178,3.99,10.99,14.489,9.2,0.1562784664648745779374427904,
+2026-05-21 13:31:05,speckled_wood_butterfly_observed.csv,1.36,2.057,4.417,3.753,1.969,3.26,10.46,5.826,8.09,0.1053642002949609230505243333,
+2026-05-21 13:31:06,speckled_wood_butterfly_observed.csv,1.511,2.429,3.889,1.274,2.265,3.87,10.01,13.202,8.85,0.1060195049564739785716259971,
+2026-05-21 13:31:06,speckled_wood_butterfly_observed.csv,4.319,1.66,5.633,5.597,4.386,4.63,10.34,11.561,9.37,0.1599875933890021161278907033,
+2026-05-21 13:31:06,speckled_wood_butterfly_observed.csv,4.072,2.493,6.436,2.44,7.995,4.17,9.52,5.957,8.63,0.09817384555328352746973099551,
+2026-05-21 13:31:07,speckled_wood_butterfly_observed.csv,2.216,2.335,5.174,7.665,7.898,3.84,9.99,12.418,6.55,0.1680355565774295211535358770,
+2026-05-21 13:31:07,speckled_wood_butterfly_observed.csv,2.12,2.79,2.332,3.245,7.045,3.19,10.69,1.12,6.55,0.1570845310528835541120083333,
+2026-05-21 13:31:07,speckled_wood_butterfly_observed.csv,1.21,2.201,7.015,0.985,5.437,3.61,9.95,14.438,7.81,0.08777564802233304289652239208,
+2026-05-21 13:31:07,speckled_wood_butterfly_observed.csv,1.387,2.428,6.838,0.742,4.056,4.91,10.43,1.044,9.22,0.1510434571656668870320333333,
diff --git a/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_simulated.csv b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_simulated.csv
new file mode 100644
index 0000000..38385fb
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,2.7068E-9,0.1,0,0.01,1.69689E-9
+RungeKutta4,2,0.2,5.73397E-9,0.1,0,0.01,3.59463E-9
+RungeKutta4,3,0.3,9.85675E-9,0.1,0,0.01,6.17920E-9
+RungeKutta4,4,0.4,1.58996E-8,0.1,0,0.01,9.96746E-9
+RungeKutta4,5,0.5,2.48354E-8,0.1,0,0.01,1.55693E-8
+RungeKutta4,6,0.6,3.77909E-8,0.1,0,0.01,2.36911E-8
+RungeKutta4,7,0.7,5.58934E-8,0.1,0,0.01,3.50396E-8
+RungeKutta4,8,0.8,7.98404E-8,0.1,0,0.01,5.00520E-8
+RungeKutta4,9,0.9,1.08997E-7,0.1,0,0.01,6.83303E-8
+RungeKutta4,10,1.0,1.39904E-7,0.1,0,0.01,8.77059E-8
+RungeKutta4,11,1.1,1.64216E-7,0.1,0,0.01,1.02947E-7
+RungeKutta4,12,1.2,1.67643E-7,0.1,0,0.01,1.05095E-7
+RungeKutta4,13,1.3,1.34945E-7,0.1,0,0.01,8.45971E-8
+RungeKutta4,14,1.4,7.56332E-8,0.1,0,0.01,4.74145E-8
+RungeKutta4,15,1.5,1.11993E-7,0.1,0,0.01,7.02084E-8
+RungeKutta4,16,1.6,7.27396E-7,0.1,0,0.01,4.56005E-7
+RungeKutta4,17,1.7,0.00000341345,0.1,0,0.01,0.00000213989
+RungeKutta4,18,1.8,0.0000122640,0.1,0,0.01,0.00000768831
+RungeKutta4,19,1.9,0.0000377245,0.1,0,0.01,0.0000236495
+RungeKutta4,20,2.0,0.000105060,0.1,0,0.01,0.0000658621
+RungeKutta4,21,2.1,0.000272665,0.1,0,0.01,0.000170934
+RungeKutta4,22,2.2,0.000669255,0.1,0,0.01,0.000419556
+RungeKutta4,23,2.3,0.00156222,0.1,0,0.01,0.000979356
+RungeKutta4,24,2.4,0.00346192,0.1,0,0.01,0.00217028
+RungeKutta4,25,2.5,0.00722515,0.1,0,0.01,0.00452945
+RungeKutta4,26,2.6,0.0140368,0.1,0,0.01,0.00879967
+RungeKutta4,27,2.7,0.0251208,0.1,0,0.01,0.0157482
+RungeKutta4,28,2.8,0.0412509,0.1,0,0.01,0.0258602
+RungeKutta4,29,2.9,0.0624336,0.1,0,0.01,0.0391396
+RungeKutta4,30,3.0,0.0880149,0.1,0,0.01,0.0551766
+RungeKutta4,31,3.1,0.117043,0.1,0,0.01,0.0733743
+RungeKutta4,32,3.2,0.148598,0.1,0,0.01,0.0931561
+RungeKutta4,33,3.3,0.181953,0.1,0,0.01,0.114066
+RungeKutta4,34,3.4,0.216605,0.1,0,0.01,0.135790
+RungeKutta4,35,3.5,0.252237,0.1,0,0.01,0.158127
+RungeKutta4,36,3.6,0.288666,0.1,0,0.01,0.180965
+RungeKutta4,37,3.7,0.325791,0.1,0,0.01,0.204238
+RungeKutta4,38,3.8,0.363556,0.1,0,0.01,0.227913
+RungeKutta4,39,3.9,0.401929,0.1,0,0.01,0.251969
+RungeKutta4,40,4.0,0.440883,0.1,0,0.01,0.276390
+RungeKutta4,41,4.1,0.480388,0.1,0,0.01,0.301155
+RungeKutta4,42,4.2,0.520407,0.1,0,0.01,0.326243
+RungeKutta4,43,4.3,0.560893,0.1,0,0.01,0.351624
+RungeKutta4,44,4.4,0.601790,0.1,0,0.01,0.377262
+RungeKutta4,45,4.5,0.643035,0.1,0,0.01,0.403119
+RungeKutta4,46,4.6,0.684559,0.1,0,0.01,0.429150
+RungeKutta4,47,4.7,0.726280,0.1,0,0.01,0.455305
+RungeKutta4,48,4.8,0.768112,0.1,0,0.01,0.481530
+RungeKutta4,49,4.9,0.809965,0.1,0,0.01,0.507767
+RungeKutta4,50,5.0,0.851744,0.1,0,0.01,0.533959
+RungeKutta4,51,5.1,0.893354,0.1,0,0.01,0.560044
+RungeKutta4,52,5.2,0.934694,0.1,0,0.01,0.585960
+RungeKutta4,53,5.3,0.975662,0.1,0,0.01,0.611643
+RungeKutta4,54,5.4,1.01616,0.1,0,0.01,0.637031
+RungeKutta4,55,5.5,1.05608,0.1,0,0.01,0.662057
+RungeKutta4,56,5.6,1.09532,0.1,0,0.01,0.686656
+RungeKutta4,57,5.7,1.13378,0.1,0,0.01,0.710767
+RungeKutta4,58,5.8,1.17135,0.1,0,0.01,0.734320
+RungeKutta4,59,5.9,1.20795,0.1,0,0.01,0.757264
+RungeKutta4,60,6.0,1.24347,0.1,0,0.01,0.779532
+RungeKutta4,61,6.1,1.27782,0.1,0,0.01,0.801066
+RungeKutta4,62,6.2,1.31090,0.1,0,0.01,0.821804
+RungeKutta4,63,6.3,1.34263,0.1,0,0.01,0.841695
+RungeKutta4,64,6.4,1.37292,0.1,0,0.01,0.860684
+RungeKutta4,65,6.5,1.40169,0.1,0,0.01,0.878720
+RungeKutta4,66,6.6,1.42886,0.1,0,0.01,0.895753
+RungeKutta4,67,6.7,1.45436,0.1,0,0.01,0.911739
+RungeKutta4,68,6.8,1.47812,0.1,0,0.01,0.926634
+RungeKutta4,69,6.9,1.50006,0.1,0,0.01,0.940388
+RungeKutta4,70,7.0,1.52011,0.1,0,0.01,0.952957
+RungeKutta4,71,7.1,1.53820,0.1,0,0.01,0.964298
+RungeKutta4,72,7.2,1.55425,0.1,0,0.01,0.974360
+RungeKutta4,73,7.3,1.56813,0.1,0,0.01,0.983061
+RungeKutta4,74,7.4,1.57965,0.1,0,0.01,0.990283
+RungeKutta4,75,7.5,1.58848,0.1,0,0.01,0.995819
+RungeKutta4,76,7.6,1.59402,0.1,0,0.01,0.999292
+RungeKutta4,77,7.7,1.59515,0.1,0,0.01,1
+RungeKutta4,78,7.8,1.58975,0.1,0,0.01,0.996615
+RungeKutta4,79,7.9,1.57391,0.1,0,0.01,0.986685
+RungeKutta4,80,8.0,1.54078,0.1,0,0.01,0.965915
+RungeKutta4,81,8.1,1.47955,0.1,0,0.01,0.927530
+RungeKutta4,82,8.2,1.37639,0.1,0,0.01,0.862859
+RungeKutta4,83,8.3,1.22112,0.1,0,0.01,0.765520
+RungeKutta4,84,8.4,1.01940,0.1,0,0.01,0.639062
+RungeKutta4,85,8.5,0.797593,0.1,0,0.01,0.500011
+RungeKutta4,86,8.6,0.587866,0.1,0,0.01,0.368533
+RungeKutta4,87,8.7,0.409994,0.1,0,0.01,0.257025
+RungeKutta4,88,8.8,0.270081,0.1,0,0.01,0.169314
+RungeKutta4,89,8.9,0.167682,0.1,0,0.01,0.105120
+RungeKutta4,90,9.0,0.0986037,0.1,0,0.01,0.0618147
+RungeKutta4,91,9.1,0.0555440,0.1,0,0.01,0.0348205
+RungeKutta4,92,9.2,0.0303475,0.1,0,0.01,0.0190249
+RungeKutta4,93,9.3,0.0162444,0.1,0,0.01,0.0101836
+RungeKutta4,94,9.4,0.00857832,0.1,0,0.01,0.00537775
+RungeKutta4,95,9.5,0.00448909,0.1,0,0.01,0.00281421
+RungeKutta4,96,9.6,0.00233439,0.1,0,0.01,0.00146343
+RungeKutta4,97,9.7,0.00120830,0.1,0,0.01,0.000757484
+RungeKutta4,98,9.8,0.000623172,0.1,0,0.01,0.000390667
+RungeKutta4,99,9.9,0.000320422,0.1,0,0.01,0.000200873
+RungeKutta4,100,10.0,0.000164311,0.1,0,0.01,0.000103007
+RungeKutta4,101,10.1,0.0000840462,0.1,0,0.01,0.0000526886
+RungeKutta4,102,10.2,0.0000428857,0.1,0,0.01,0.0000268851
+RungeKutta4,103,10.3,0.0000218299,0.1,0,0.01,0.0000136852
+RungeKutta4,104,10.4,0.0000110846,0.1,0,0.01,0.00000694894
+RungeKutta4,105,10.5,0.00000561417,0.1,0,0.01,0.00000351952
+RungeKutta4,106,10.6,0.00000283602,0.1,0,0.01,0.00000177790
+RungeKutta4,107,10.7,0.00000142869,0.1,0,0.01,8.95646E-7
+RungeKutta4,108,10.8,7.17657E-7,0.1,0,0.01,4.49899E-7
+RungeKutta4,109,10.9,3.59395E-7,0.1,0,0.01,2.25305E-7
+RungeKutta4,110,11.0,1.79402E-7,0.1,0,0.01,1.12467E-7
+RungeKutta4,111,11.1,8.92468E-8,0.1,0,0.01,5.59488E-8
+RungeKutta4,112,11.2,4.42363E-8,0.1,0,0.01,2.77317E-8
+RungeKutta4,113,11.3,2.18405E-8,0.1,0,0.01,1.36918E-8
+RungeKutta4,114,11.4,1.07380E-8,0.1,0,0.01,6.73166E-9
+RungeKutta4,115,11.5,5.25555E-9,0.1,0,0.01,3.29471E-9
+RungeKutta4,116,11.6,2.55963E-9,0.1,0,0.01,1.60463E-9
+RungeKutta4,117,11.7,1.23996E-9,0.1,0,0.01,7.77331E-10
+RungeKutta4,118,11.8,5.97167E-10,0.1,0,0.01,3.74364E-10
+RungeKutta4,119,11.9,2.85749E-10,0.1,0,0.01,1.79136E-10
+RungeKutta4,120,12.0,5.98776E-10,0.1,0,0.01,3.75373E-10
+RungeKutta4,121,12.1,2.46063E-9,0.1,0,0.01,1.54257E-9
diff --git a/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_simulated.png b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..c7107d2cb5aaa35cfba20cbf93cce2a6cb1f4b68
GIT binary patch
literal 31629
zcmb@ubyQW`+CNT6H>h+8h_s^8jdXXnDBay9At|YXbV-9WY`T%|+LTCxbmMn!&OP^@
zd(Qj5WBkVW{lNgYYt6mZoO3<T^NDALDauP=p_8D)!NFlkNxo8sgG2CxgM(i}MFyX|
z9GU+Ce(^YoX*#LczHxFjaxjIHGjg)CvURdDH>Pqib#OGdwRz6^>?tcZGnJW>lbs_E
z8=LjNk6^WRc+2)!d`t_Bf@UYF<p>9dV+8ww&lk)yhlBIDka{Jo>Xx$m1;y=w+GSVs
zvA(1T39bm6)P~qj$rIzNZ>JRj8}*iKMcx`8oD<aUYiZnfR&%n}9I4WHg|rC?qL8Md
zen*>~bma>rpw|~cpzi(h$@AyUfv&^;eBJZ6(2JknIoG|`c?DRL`sspjMNp|bo}Fv!
z!GS-5aE)1=;LyNt5i(?Qp}S8)gi&Jd4l){sr-dDEPxSx)A<P}!-4YZY8`P<Yac<WK
z-8r_4P0AV?>n}g2d2D@+O-=O~KT%duS=%ZswW+z;n=TifS>KuYCWexZ^}^xNSgu^$
z-a<ooT3Q+=$%}lsQ+CTqW+^GD4}E>oIPvix(a432(Jd#7K7_N@OV+#WGPbt1j(%04
z=U$C?{$ug?E$5IBhHXa|MgkY(68Ps?g~OWk)|ANm@bI<rZi+b1y*ddmZ{Na8Yzn?7
zar6r6^6HwJA3M6b3X*?V*DO4qnVA_sLuJ-))SUUDqQLJw?fU!7_jg{C=URdW_SN2x
zI0bcQKRt4rvu&2APZjH(w;%gnj-|bxD$y&3?qx*_FgmUe@>^X5AYqJ)F8L#(bP#x*
zOlUZqEx7ih(Wj&jBK3_tTza9drq+8jB)Di}N;@fp65~duYS$i&6{l9H-s?Q2M?b`O
z6mfkJ?W@YU?0d6qz=z24<FKDC3EWNdA^4;Jfrc*iqW9SsGS_)~Cj=c-r^2sam3T;0
zH8hys-eaMq|Kb!Yn<k*Q*ZkXunEiEV<HgV93iGkYv+H<%@);Q!hhqwYFWnceuCDrr
z1b=(=IB?;}Br+>uhv{w3*L|y>{3Q}T^^Q<Ke`mRaKq0=OqQb=$E>HH;$}<$)lY3jU
zN%|gAUD1?mZ_~V8lB+{d&d~@S=UaBJIaKLzhh3cOlqsw{rEvd&7xw<Wa)OVO(=qkp
z+RvZb>a4bnGq=k)zGmkUq#GCOX>3FMXS&}MR&#Q43e>_wEpGhuYyF9rf*XxH(cM=g
zIpbA!<;BF_IjBn>wX~9QJNz(`*MIXS_s7~AgB&SuNPi-W%52-G3a0$h`O=qu>MhB(
zO<Lqk9&9_<WNKXN`6i+wBC0ZPJnehwlJf1|?>GO}_c?1=teSHPt1Cl_aZ4%Isgc&!
zo;4bz42_N!w3^v2ZDth>!B$I9mz9msb(t{@afV!<uSPo@bP^Vp45z14ZI0%I&)avC
zE9>j~^mtsI?#6`?&==5q6eY#SXV>Qr7jF%I8xkn&3w4f-i(AW0w&B?cn-A^OZuWts
zxXhXtIEZmRWE62-dck+T6u3oXN8^teJV~dTxErQ)V6)hycOzExu)fIWd>N(gpo=u2
zn#(2-ERb#j;#yc}XpG|^x5Q+z&J-g=yMo2(!Ml)<{#1U?*YmaZTi)GK<ZFYx`|-20
zv!at?vJ~2Z&)M1I1A|WndA6Cg>YX;9&55fBWla=n^lyx0;e3-DR<*p}heu58K7C*{
zS1s2SL7WvuUVV7h{QIUX5tnQzg7|s7oDnY?8rtEy;BPH-3=Et(oJzj6c$N65>BV2m
z?P``|BlRbSzGefj3g0-k1lu;>xHx++d7bXes5l35M)`Mma0yH^m8ewys;m@4kJ6Qw
zkFuJn$T1>Lp(Vqpm&1BHe8aoy+U;=T@4Dz+vwYp%*~vhUbvi-Bby};Q!G8;;A!Jk?
zpMZcg1)A0QAXA2LDia>MYP2(<VPL(X-DO)2)pK2#STZD8tTV7>DR<AZ32=;jXg!Ur
zT@lIZwlg>FqVnuZ+2+ss!x53NeW=HFaj@wVoW8>m3Cb!FDPzJ7IQ;0qT0vD=%c&A;
zB}?jh29J}ioO&X=qs!AdTeX~@KB6s=a0<1Y^LBynX*#foeGhb8hn)laDCMzi*lVC3
zh4Jz6J%e9(NhgKrB1o}q_!I;#vM;f;#|Qb2WGBQnux*y?WRbDS@+Uj}5IW+QAMa6E
zo~Hf2mQd@foiV<;I@{MUwHo@!-|jB_{WGuK?NW9d8srS>Il=B^+A0-@7|725s|C@5
zd_HKwmV;%aFlP?I?$~br$tr;YUj`ZZ#%UV{8(9UkYD#}@Dc>;p38xLT`TDRQw$w|H
z-&AIDRLlLEwJfd5=f&s_Ji-aVjuNy93Z?AmC+G64EpIOmGQr><=|g3iw?^kQG1F31
zqyk|o?fNL~x9UNNf!Bf9H`8+v@Kj|UQ}`{B)$-ErEnWISHBsvMZ;r<b_@;-lrQ%2?
z+wI$XyWQW3o<#dzi@NMXi&I(>4Y?flSiJ2HaZ~*!TmAg}kZ&UQmv&Z2coMg9v@_Pw
zo|UQO$*V2XQhNRJpKZRn2yu+CZZU85a69+Ajih`W<&wHwxl-l2uRjs_-Vqa}{-xg3
z@WVkCiq8=xrqex0gu27Hv2g4C=h!$x-4;g|7Z>a<JDR3~Zs#qcjMeYFjTgJB59YcI
z{ZOMYIA)2M+b;qlYXdF6+V`^^u<Hi7eJpLd>|0x3&(qHmk91h@K3gbZYrY;;Q&V&9
z@!)mYQQYP`?4b!^Hu&}?vVU>$cg&ipscFdW+pY1htdx|L8tUqam%5sop}h5$vz6up
zi7cF)QxAxUHh7M{Ki8|Os>13|bN@+vGM8lFQ)e{8ke8B~2sxd##Oh~cV$ur>3oF53
zYb-O;l9P+n-ox&Tjfq*R|M}SxTPtc;E|qV_nYP+?v1Brt-SoZX@7tRa@2k_gp99J3
zBz$gV+PAk?`-La^?rRTDE<kivHGTSofx%u(LZYFhVXt1aI(+w)nAl5Z+c15Wg@+%X
z8U@TkVObCag}M-I^4VV(4f{<h+Y8`f2-z(yDcSpIoyBl_TGRa1JN<gECF=5cGplKP
zwyJO&WM>!1@u*BmN=iz5wGr76OU=B4<i#NOI+>{`7w1wprLXEX1ca%O>)UX)Ca%{P
zAlvEU;o+5hppmHW>+etIvuWQO9UUF_OxgDHgUk8W06~bSG=1R)o@+fLBcl?zWDfEQ
zDA@3YmGgCud6#^yd%9{RVBAI{^64Qd`Y+ju?IlsK?Cr~E@Ah~Z=I1v3)=)eeUDpL?
zjdoXZUKgh?_Fcr?PB$4PAcVW-<mFLjPSB@$WlnnjYDFPU#3FgolK?{Vv2$r)grnDs
zi0#IMLW5?X66?8Y@(R{t8;j)HT+&5-d)E1(X!sJ&qVVncFD4+8eE;@lfXC`;n*Ma*
zW7p~7_0dqFwbgW4h7qw-ba=RB#XKzO>rzuwhp^B?5q03gx`i9Rx4pwqD?~yLNMF0h
zLcJky15yX+WcwIjeeSP#TR!jAcO`^;@C~jRnY<lv3#6L+;Quv>i9<KpCxz$x8{LmS
z?|2|CdL2b>RdmKxUG*qdvZiBfgH+A`+Pl)Dt{d6tibgy_QSS+|S;o^9Ydb!(1z}Ed
z<Thr5rp5`LOe6#r#9_qZa5MN<mc-h4^TIPq$bqHJx7t+?({oz&G>QTrl88<vZcL0?
z*E!ytOi>;Zv*7P}Kz`p|6;$QgGm$*4ABpPZ_>53YW5&>a;fT`RXf~1=Y{ON_p79c2
zZxO7%Ox#yiT$G>s0$#ybt%(tn=1w_ndkg*VCq;G^pD<Ov+AbKGof)@p2xP65VS}hv
zk!8I5zM!9su;w>O&f~<DO}2q7fiZP`aWvtP=6(8U6uEd4nJbO!Hqmb~10E6iMJ1du
z<;H2}3F>gg>&p8^idfq1k?QS<`o3lmQD#!@nuRKnZ3gY-$dh615OtSI{S`8zCEerw
zMFVa0dS`o|Un1KA+T-uvzgNW|?XyJ&fx&D|ROYQ^t515dC({ym7{8v*a8cm5l;Apy
z%?dvQ2?{mnBf`pO#f*%K5Q0z}aVK}Gmza!Js)Na#w(8hqj5WDJ8nN*8v?HBpC>7=3
z0^ZN&<1SO(tg-nj>A7sg@|?{(swKV08;VOv$hke;99xgEZow0&2|a+o8?TZqrYPY(
zYWhyzahc9*x!M&O;$%WSm{&!WioW1etMo{|KlGD@?5ekr#;|T#HQxFpK192o1(7DT
zv|N909W#o#{x`15I9azbX*W6<5?}n%yQ4@}4krzhN}eXsq<r|w5WU*523OmYsf}B4
zEu%oW&YF50FZTLhI<c!b&mwBkR<CPbIOF%hH&_+<t~xAzT>i!35=Cl2Ac25Q-iP!S
zegR@fWh4j}Mb(D3B+D7~+j8?{YTg45JAK)UWc#Hl{kgRaWee`&CI#Dj8{c?h9Q%#j
z?y6n$sEMBkLJNuh6!|Kk;^2GWd-<y!r_j_6xqKnF#FgfC=GTx1E93xQ<OZOl4^rvZ
z+OLE?V0mD6(>lh=NWf>`P-93;#QCIBe<_TD#WJ+H9SiOOM?fo{<}SrjR3eh91uA;?
z81u>mE@9Be)Yd>0O2><2Mnb!2O408R`uwM9Dw$jHo~|TDB>PylM5Z551?Sq?k|PCE
zg#La;#_c+9(i4?CRc^H{=|RrKQWg1A2=kG)(a1{h!@{3JvP&<gbh8|o+u&QVh8N(i
z%(d(Xli%kd3~;{&lR~0zRxD~sMD`&u9&rlIq2=Yf<=SeLU_?|D9BeA&Bck<t*i<Qk
zui^c&kV&7Vh}yOhjhj}cQ1o7y^Y!#%Cfj-~)FAWiWC(B!Qd5+TY|W}#KBriDI-Sjb
zDpTZ-O;wJ$`Z(BzbT~@_XH7B#X<L$$o;E>T17CY)9>qJoA(x>{uhL@qU7p1~sZ}(J
zsL#((;q=t^Sa{98zABWFAuH)>1f_w6j@f}zv+#?FPIF`~AGo}1x^72WNR+b<3kzk6
z9M|zc6+-nm$7e(wG`RKq3ked4#qrZ`SN&yb8M3ZsA(-MNLMAVs_=J?mIeAlT{xmZS
z^ER|={U9X6i0qqAhg_^gv>EwuiN=4IruSrIke~#<(!*HKH4kCxm5e<lYJeTinLobS
zLZ`qI*~&W<G%oC}CLM>Hy3(oIm+1Ww`;pD!GR~_fv*={J8$WF5<*<Y-<{j;5-<H>{
zSyx?5!p*fIqEqPOj{5H{6qeK%^nz#h@?`t1bY19MLrkgzu23~|iy%7f=kpEDxc$NO
zdbDEJjRFERQ5ZxD?R(ox-mBT8`HeBQMfN%GA5zg&V{j5xN*f1dU!BIhc(C9W`iw{Y
zGb827cRQ0xgbtld%ZFiRq|p}0;<73-#}=E_QAiQfLF!!lk<VUOeYJkkov)NNzSu=0
zj2E?(n%QxK9Q9#9&Y3&Ya@u?GJYugF1YQVrB6?K7NaRm!ZECC#_$=KF7Hv(^ZRq$(
zz$86apIy^Pg=^*H>v%+tki{3srcXz^sh&NB(xhd>_xUn^J8tO>%tDaBCm}uXMLv&E
zH{~+g+cePjxLG#B>yFI+zGwf*jC`)lNVMI<jII+Ag91BJ5qEVNcl}%O2~mom$#I3f
zx1r!3HI-YsHRCR(2g7HFhmm|=BAYD>2WpTj2Ol+^eQ|{<9h8|NS?&3wEo?>(JwITb
zMv&yg4(MIhP1nI<dFECxLD-(c?WkH9hF2TWcYncJQpMkm(J5mEIgDOTH9yo}6r0-$
zaeIZo-g`O5kV<$}Q>gO$Qf>q(wK1kroe^)3R<N!%oI=AiC8HMKjd41<jdG}#2&c13
z>yQMZy`$Mp`@u?A(BW#=JNDWdijPRgtpnr=hms3^Cf)WlQTVM#X2t#lW3b3pYy!W@
zSjNu<Z&ugpE+j+hz`w$aSz!iN0!2Fs*D@rL+v%X57uoDnr@KT=_J?(xZ^11iW_$|I
zwO3*?kpeM?MG#Q#bw{RHichgBml~!clks-cw2cG?hMI_;kx;1OUZJz#p@eJM8(K<!
zj(AANl~b#~)bRqjZeQ^Ymy%uT@XF+TyalSD5Fy159yQuVTZbP*WqMWu36HVo#$mU6
zyWxH2_PUUpdR|2qcvBHGII|Q+q^N)o5`!R6Y@VRp;HJH=N4RX0^4AlQ8K>@nw}4x)
zUoaBnnljT0ejfgC4CE;;mr6H8uI?uUI}|MS;udspR}w_%CC=HhZSG)^%Pq-lQE!ZV
zCD)C)zL!xmqrkBJ#Hn2o7d`CpFwVvdXvY{xMlgq@Tds~j?dUJ_AYva$gCW2i!Ogjv
zQYJn=-5l?YnQwX0c_XUzSlRVLj0D-NEf~!Wo4LulpFVxU+AcC^hQ9PTHml;#W)RYj
z0E_~8Z1p2HHiaAP=5Cjm+<Oe1Q1|sO?WbXt1e!Pu95E$p!K5~d=1TMS3f=bEs<@KN
z2OC+@1*XEn!i>9UqiQb_*jF@1TgVvr!#znp(#a&gxVSl6^xY?U{w89Snu}|C0tB>#
z)7JnScNa~KR6A!M6UgQC2+iV=QJ!L52^GYYn{?MFvgo*cuO1;A%Tv%eT}c%|HRq2J
z`BA$XrD84~qmOtcZb6uxXWz}03P5>5B^@9s`qb_CB2_B<2=(2Ba~gyTFta^-dwLWZ
zVk*9U!_nGbjTUqv_q{%_fb{f8CUC43*FbqP7p!M0#Bz9qE%0e>WLGOG;LL6J8ukU8
zA;KEEOw&^UHrY#(<X&HUO{r<<<(x)4zCUA9FEUdi`PgOtipP1&Y1*|viOp6rZ*=_S
zV(d1~_fO9y^b~4KjE#+THT2zcEYJ29LW)s%{W&yCeShDU;0T<j&&0Dx$RGxeD^E`W
zPQ&*jKMBK|m{jD;M>hk2P=IDf+RoRGI3M=X7am3IljQCA+cY&bh2#X8hYfIQaFWZA
z5V@AI#OE+rxALFOuS!cvantJI9SC^+N}G^>LLKBrQn{5*hnwa7VQWoOn2AJtu*j^F
zu0s|#FU(EXX_FI~W!21COlAXcS6u|FollWta92=qMMLn)0g=XQ#rQ%*l0S6$)rQEb
zRs!bJDzf^or0Zw2P!t`&3}zz%9%KVkJd36phvxR#Q}pt(NP>6*h#>|QU=3I7aG`#}
z97GGz@Vrj9$000!cl;uD;J^RCh8-pn+HUx0!ywPKZ*Wjuii5lSCG5kZd&HMdUAbd}
zIbRYwdJ3T^zT)=Pt9LpGZMhqy*a#42qjipN5AHd^iK+IdQNPH2`{?J7&u!PK9c1}6
z?uwR<8PIVZ2|(MawZ|`~xgqfQ5uxv{W_9=-NuUgq4HwB34+MIsSn6e1tJr=yxR?+;
zxJPzRgqfO-?p>dXEz8}<8Q$B7fG$J>bYaHfxQ>k3+_=tLv&Bn5x&503O^o^cS$gej
zP2zC%*P6lMrW07I4*L9=gi!%f6;v$;aSlE$#&LoRquYT(lK(dJAEfH?YMU1gHVPVH
zR%T{)etu}(rfg<?y*2^@!uQ!Ps~OOr!o>scJXCDS88}+mj4;6Pk))i;?pwulmDXFu
z&ns=c(-9?^Gm45L{x-ZZ+Vb+UYO04Nnsu_rHs-DlCEzS%0D*&&kO$QknahRph+a*i
z@c4D$s~2mF{p~LPSRB~U|HGvGn-11&0}RGjzLQD(S&oxQ;@KL3e^bNNj&SQkX>99X
zTvKW3>BFO=qrZRQt?6vO0UNz@anS%7i{!@$du;V{yCtDMvq$5}+S};hLJ8!^T1H2e
zorQ-|xQ{;ixGuH86ASt@rubZLQZSL43s&1KNOQ{t{keFfJlCCXBFK5wAyEn7iP0~q
zT|qxMI^xY$7d6I0!J)`L{>#c4Hau*Z{ME-)+EZ;k_xkWhuR7to%9!C{MGMove7`na
zbizO~XFtG}OoF%PS?_;aq9r6GY?&(R>h84S$L4O#)v&#LhPNeG?EDTaaTp?b%j~T7
z#4fLC-~G*n2G?+3PUkJvljJUDy?WKQwzk(jG1L`C?Z^ylY)PS^sGF0;$wm4Q?c%X2
zOO3CEg>iZfE?<X;>?%zAA5JhwEoPE|u%fu=yf?4qEcMpZ^y?5JGG+|Gt4~6nb8%?`
zQ2ctP!gPxl)1#HW@^!%RvC|C1v*x`uCMKrpl~$u$`6cVKXG(HCkv9Q8H<wa?IlF)V
z{u6q)jo}OnJwWt>k>at*d3ti?lE>@4FOQYBcNd!tyu7_l&wnj%)n=GlSrq{izR&~(
z;&GyE+F9M&^MS_n;&4q_Pp`N-jJ;H+ro_mnr=o&=ropxJlFw@TsaAtav8t-7q^fGX
zG)4WJ0g@9v3yXqT2}#M&OH2r-&3wL3^lDpm#Aa|rc9!@Sd`HNmpC}%yy_5-peXlnn
zS3|m}XlO)lO7in1%`xQci>MeFq;8<0lx=lAgM*1}Z6au>sEVfAm1Z9<S*fXoAJNcE
zv<GLn+Sru*SYIzZ3OCWKcpX-Ou|ZBiKm!t)h2At`H5%kuzIjI|-d4)g_;~(FnYHLX
zAUq3JXKQTJE+d>ZN^}_jWrI&nUL1w<IRJ<TOx8+o{2Zek{Y{@Ry>O|~ibo;w0|<i2
zQ>c;UxXY)UayUnZ(3EhGqrv;ig@J)VX&s~6W@7=U2d2sA&|%UkBrA?5Pb6<1))R4r
zZ?_LOfFQrcWfUHH5{%XM1`}c*b#!<*-e0CAx?fw%brNs`4m*lG8k>HT!P!?1mI^uf
z9da;qn)O9{JN0q!!{C8T>=yUwZ*LU>2RJk&mdMh{ifCrlC6-8p$=xb>5SqK4yLd9K
zo$u|z2SX(aXnuLlOK3_|Hbt3*Q5ww`@`XiX=m*HPVjZ>P2*%s5cD=mdw|Qar%8r1;
zFQ1E+`3i6}KU|xy^uo2_>>t^$w!9PO!?8K7<tA`U|4YzeWmU%!Pd%1ttVhDlB!bqo
z0*;yqCLh26Mc=9odZql5SP`N^L6FBb>YsteY8@^UZG2<)-iE%&*z<bZVKF;!%Gbw}
zQ~I8A&L|l=L*!1B#0%aXO_eY7;}mUe1OE(_)uc!fKDHf{OGuC9K4(J(VO00?6$!2f
zk!L0yn|NErq<==eGQH>DzviVD7@vPO0kpBi^^GVFf42TzhUmaR@!z;_C54TYb@8#e
zpD&-YYVrXrLVYkMxW=Dzh9`L2V&k<{%=G7Aus8>=@ba(s01K8+WAO?8@|6H*n82~X
zYppL3xPi|x{&lt^_<ZEy^V~Y>@j3KAvqTH4;eVo}h_W*NKZ5Q@#2AmekoWJ{JYDb1
z^tZ$AZU;LMmQ^Y%U;HDhyng#u<sYe_tSsgqsQ?}x{=ZTI*8{S=02(lQXylTr-7B4k
zEZVP~@yL))awqFysUh3B4CCWp(p*f8(BBe7c@U_b{&7K8(8f=H`|`g`L$l9K{@;>C
zVoY+f%s++(Rn|X-KEJq7`s=-d>rO$Bf?Xp=fJ!T#wHAm06JmDv|I8$DldY_V#%RvY
z&i{4icS&%%oaS#6-GLA4w0~aQr%zIUySV=(#thee=s$*j!pxlgw`xJN?e^yC?@2Oo
zX?0cfzlK(6wP)mlP1ZE3Jd#AEDG2iFgsn=7wib8$R8AYE!7q$%e0*H-ud@K#x&AXh
zzSfldS%S2>U@rlhY_0KVFz&~X*AJ|CT=(W_N`AMZQ1%eNP09F49}y7|uaqU;3rH<<
zZFi|{NlD3cr^h0YuT`)?I7d3*nORs803+K6YFM3}r)}`pJKu&>nS0FhzT}eiJYZ6H
zYb?q>0i34);V0DpY?<@$0U}<PB9E$g;^%M34ljUKk`OI$DG8Lv-@Qw%f&7Xhcbj3q
z%LUs|2bTI`V`FK$7*y5O3zDwvER9+DJx{ZL{3T<je?dG4M0F2{!)viJtmZCXzN+N)
z#WSd2>ohrSDx+aw#8Ha|=i9tHJamAmTs8~!y;~E76FeZNs>%N>(Q6oA7Y;=31qfnX
z;6UeloSBm#m<_G#>uXvjCK+#vr-ptzKttwE0YY$WV&Y^>8{D&KO;8?ioN)8=>j6cA
z1qGWdrlm!wDy=h|uy7wpN^}58?GheuPboM!IAo`%3tivbnEorf<`~oPI&DxTb66{H
z15Qt(IK*lXl<e$Y=XTEXfZWF?C1pA|IKa|l{9lu+y!R9UMGQ<#aS+e5f+3i+TV**V
z4a7`9&Pz#4zc14IChnc|`E$YK^FEyaWLHqc<utYLw}6Ul!XOC6YN1|jlbnQv5hws^
zrtHUE2cjl1A3kLGXsD`YSH8>TQjY=TwokM*d`kGvj@8QnB_Sa{#<5JXa1!GPT!VV|
zqo2qSM@L6GK|zBr24vf@bTaXJLbiNfuiv~Wa5lo3etax0yA25SaqezOo}v(IQjaX-
zPW#=t8U^pJdM1sM_<{n)u&5~YZWK9T0DTgwpFD5j?yhTLkAFbYFvmQYk-@3mWrTxT
z;|HB)J4FOCW9ClV!kZc(Ur-c?h=`1rlX|#rjZ4iuZsI)da)wXFLPu9_e#aU-uyXnI
zcyF<}nMZ!w*aTt}SVk;ro3h&2$alhSH95@7$|?^r6a<HPtzN&V*4l`40JyfP^-YF<
z24^+Kz%M&gNX9#(Z~2IJ6d-Yo8Gaj>z#B%JGbA6W=0TW3-D=62z^kpcw*kqtII4xe
zW%x?c`QCBYNe9oP`U&S(GS{f9`fJm#hHH&rDkHnieC@;H-#?RW`+)kMSMMhgP2nxe
z;>Y!&)_$ptDiwv(b3P@EThaC?eex%G#%iMO6A~7p&?sEe%~rxS-JH%Hb_?DrL4l4$
z!{ZBAOyGtGdq}wO<{}YnuxueGiLxnNN;mxLDUL;~*yivXP}-lue|c12QF0k$MYth$
z5H3UT7VSZv?L9wO#o0XVTnA!?vNOY@R1~%s$@o{sDFz}C=l^6{M>xFmP&ieZcl|(#
z8^1!K^iuQ|hbv#k41l3#B#cF;F*(MvMYjc)IqO7nL~b6`M7qCxGcEG3aTNu%ERAGX
z`VH|)<+M#j%XzemC9Z{klnx!&)&Qw6*=!U+G6jD00q#~Y&0mvkYmb^(evQqaF$=(^
z|HM^ztu3^ZNxZ)xibTK7P}IMDWcXb{>VF#HmpwVdW~%5@lTlNLCz8<JecOf?@w0yh
zH!%CjOGyB^YPJFU#XsVGi;(f(ssew#-Eke*t^A4oG({{d82^zx)Jyf{{wtdQ^@cKl
zM*NRNkzZV#^N&OU%Fw?j3RneTPXscZN~@NLnp(m=WMu7cjwpY*AxB28OePR<D(X?A
z0{#PxrjcZsGb$_N|CWyb7g#v+jsBlERigWUWIvfC*1zABCFW34t_0-d-^jNSgFvRI
zuP^g&H~L3mVaLcNkMtI8ZEX!7AK!Rjko@1Ngh%=N*QL-BtHq{;tw&twe<CfZZ9~GR
z<w3Er`2Q#l%C3_BQcMvc_7Dll<d>8r0`1V!Wl!iY1z;B(zMfW-SKU8Kg}c-Q^EhdW
z<jH^e$JW3lB9i>u3YXvext9sOtC#)-rT-|`+W$KPgLwa;&T*aMg!Aa<04!fgDk{bt
z1E<5Ap;T*WEvaolO{IJNulaYL%p2&Yu-y9?7FFkLoAqwby9N6|_TD_Gh@JdqImO!d
z_TK<DZgQE8!vrL?tqJ8f1E1*@>Yd|Yfxvrjsx<BTcue6CJhr_bpPBG!Dvv(ICgT!<
z{|}tb3`2A)V%Duy6bC`9hn>sE49zMEc&APrhHB-$BQ2cVRmctQj0Kja?NH;H6h}pA
zM$7T_!vbxF!h(b)ID^fk`wTa6G&wp}AI~o@6>UjH0LM`33U{_UM-TiUA<XS>xtzh0
z%MI#q0hIiS-L%iBKZ#Y35s12ssW2nc))~-&3*OnEY)x2v0U2CcPft&@rafIa@HKGl
zIQ&`?KAD3;Jp122U>bM*!t44_P*AY9uTMD*1(S#hroWqFU}GnOYFVq=>eD6m-_m(;
zs?D<<ivQr`w)XZ3pGftgloT?CCr@yFeSL{}obt7&)*PgOEhYz8dSK?KDw{L`?{N=c
zx*#+#Fd!E2s^!@Om_IBsGU5E(&3PwXqg213XqtnF+abHJKKg4?nOwX(nE9;+3Vshs
zEv-*G3k@3H6dYC`i}V`Q85tRA85yOOm6cx)e15srFg~tYRVo(#@axd9Cy@HK&bU~u
zEGG)ows^0xcjoI<Zp7SLfOjVW3Yg7NkRO9T!KHIXQIe3B3!m#LDSa4y_<2QBSXnvt
zlD`_sjumj6Ib~&va!MiW#A|{4V&dX`zyUydJUB3r019hoANwMhW6K2|Vq$De`~0~|
zF@|RgM+T>{wnPL`#-KaQS%5RgaV&n#2pkYtWvp!^1qB7PJUrUulrN9~!J#pm`5kVZ
zY#pIrQQd6E=9|5}Jy!Q~w_k>)|H$TeZ~W1g>{*tlu^=CCFsscY(1W10tcKrerIu=j
zJIl0mDTARmS7#dCXgXF!oL0CTCL58CDM?9r`oRMv9;>y#{y)QHS1z_98lF&Fx1z?A
zc9I!YMH<gOFS^2XT?;)2RS^WQ90{v3%<!`h&+C!;Lybg}i)rli(xFCo$^Q&)-Z4sD
z!jQ7|ji$t_n)-i1X)<2Ir#2rcea<r?NI6SpoT<h;!U)!yuJ$Z7PiNkyeXSKzeJIE6
zCszfx@@l2aA0yC>Vt&Wo@$pX~$Uu9q_Nq$-!+N?G*h5|rY6<myRvxP_(`7;veN)sg
z6h#oOX=%%D)l~Iaw!ej&t~MEe%`dUk6nx2{x<@{z(UnbC;3;B~QdILm(boGX!s+Eh
zA-)k(7FFbP%+}8iw{Y6@(-Cs0)VrcmVpZSuKC#%c&VH?T!&)lElG>!AKY1S)A+Hph
zNJfYDL0FE*0lCVVbtctS(PuV=e#om?%;iT??@1|J((+gGAEoQZNy2)W?z5=oD2-5f
zvX>U|76*>&fK^lP4}*}qg5se=sv6>=@S(B%iHv~ur{a}!q4eg`l=0{CgR(L)izjk1
zQFz@C_qW%#Y4}%Z#<w$#^nP4WR`-Pq+QiZEqOY9|-7+iau}gMg?fsC1?82Q)qReso
zZ6I<Q&%v#P<9hm?lXnDW6cT#xltNBFU*2ABmnOYUbr;`jy0WPQ9+w}$eiG*jb(avh
zIaa}l4j{wo;Kqg38uk2IjS!*Rn}s(Q_Ky1P6{!cy4xOR*>+B@ohM{AbCEWy}T=W|Z
z?$BsN$bOIzSfENPf-<=_*J#IP2AIA+)2za_p3}{*5ttr?f3-y8a7irt`GwTY7hr&q
z{<TA~gMq7w_I5vtcP|Dex-bfz2>!mnQE8bb!$cPPC6EEF&nUE}Y1&_Bx#&C4sf46w
zRPF6V&|b9n+$SDk`5CI$U`@@y_$sx@s%(qm)@xVb;%K}7M<8ib(jIwx)x=y0SlO~K
zh;Cb7^9tVQa)183hS>Z}9EuNg4g>Xl0jl5UuLGH(O8e(X=NCO<q76Nfd8aX~&oXj*
zA}gON=<!INKD>Fv<Vqf6`G)NSjtyUHyf;B6O*I8l(U=)2sDYRQG7j!|@r~>gXr{xb
zQ?XpHvP^+0v6$vkU4chpw_eh&6O3<>u4EY1n3wk29Ec~Y0>9TY%dPOd(o%j%pBd-P
zyTDeypla7aOjI`o3Nb8lE7IOidA<n@dHl~xTQ3?6?dUIV2UXTGj>ecBZ{d&=zNd2O
zJ_@)oHCNA=KNI%0d1;KzGtF6UPWaRwSrSe*zb4A9!TNWtd-L^4dsW4^bXjkT4<t0c
zyftZ<8&+w@OhnYz*ObA1l=|AV2DYr~U*A3rM?K(!+ARLy1R^Cf{5L^ZMG3W-L&{NO
zHy@O)+sf(eyJ(l3ds|BO$nn-Ir8q?}aMiP`clwz2gyO4lD7RaocU-#>jKM*p#zr<;
z>RIJn^WDxaE7GR3O?}F!wnsK5kz-W;+|q@x*L~<ZTbyR7;Yf81IU9GyoCr~}vh(9v
zf}-uhug7x&it2Qn&2=I+Y2TE&eZ2{2ezcP+DBAnDxZVnhuRrPCAW9!?Z#-7HNg40>
z<`(B2N7D`?gY2n3T3CONxH#PW3|ZOVrt#&@s=3}zB!JiyR2_Lv;YhlB_R3F0%AuMQ
z!vq6B!QN3jE;YOFx3t~Q<4!E##N_RBoT4$}z#{A0a6^*rox3lxEFV|O$3hvD84I>w
zp9YYt6H0jQ*eqtRxh+n}SHfLH!U|{JxzmyW_Byl4fZ)ARL9(PrY4aYLEGX`k@f#av
zb<6RoTQ`;%u98}6krQI0B)oH++#E2TWV+G)Ijkx))|k6>5sgYYI*zVzQ7Csp#fnLK
zj2Y(}(H}D`bk%)HF1P<}lz<MzEbMr-{<&~hEj`-eaxmd0A+S2wOjgeN3*T+0c-`ql
zj<T*&mhrU!<b;+RVi2%_AP#Tf>fm~ED+q$b)+|q9_^Z&}449$;jNh>OGVF_0Ls_MC
zS97Cg>KBbP`u(j{m9;N|(Xl_ww%;87iiZ+nZ!+623&-lIQl}LSR@ZCJ8q;4rw!Y)c
z049W$iXE)g5bnHJx3)irDhw@~f{-tJ$C7Z=H}w#1ysO4}xmpxTh(2XPed{>7SCluy
z^>&gg$sra9D=*9N!P9MwGIuNRT!Yok#sBk2mW*s@->&Oz%j*%n{jp0YRbOA|=e+u+
zu(v0Vp;$mKid?=JJ<hL5)ij^`IDtsxRr&?;3RWZWHBl}&WgbgK;L>kIj(i`<fLB&l
zq5+R>S*31$TfGjY8{y-`r+_E8yI{sS@$jj|pCxMCw_Cc8k}$WKOMlyEcLX85S2^x7
zj3Myo`g(T6xm#1FdI>uhwpf}KuhH%n>z#Fy#zY@1taCoxRdu|$-A(a1oPLK`8GdFN
z2F*Jz*hfxn{-l@iW<#!#a9<uytTC~kr)yo&mjBsY^|R5lS&gKg!!IcD?PtfPfj^3l
zY3&Q3^d}{@@VbyIzt7uTJgWN-6~7rR6ysb9QsC?06KWVp!D!Mqvm9?uYwacx)~>~n
zulh-S$u^&?moh-&GDWgAylS_Qf16|I!1EV#9_Yia*N_fmluqWk!Fi2GgaS1})w^s7
zKk^OTe+RFcx>-bUMdlt0)SZ<sv_v4j5VKwR0+gl1GW%8WyZOPK6F>Wz!^RvxA1l2X
zhf7U4?-p<@J?xsjU%qvdjQBB6T%2HNORkZC2MCWVV$3s2R2q%7k^`RM<_k~1Nf@h^
zO>|Z~plRsLckA))d{9AmmOjx*-H{0UlHo!Pw!1HhtG-$NdE+o46aK@{G?HwJUp&Vh
z<P%)_v3Tgm2lwQu&ixl!D5jF#=wT1+{Ra>3_{r3Y-O{P`o~mz2(qhhEQfBkAKrj?(
z3;fuV!3|M(!$TC^@~;)^85p>OfP6-C2E}vqoQ+Mg1s2;siYi~Z-xg#PB!s^xt-(X7
zHPdNQRh?2Ua0zh!m%c`NG;m2)w>hw;tg;?^g#5Vwxdvt;l`oI4M3$>aE$u60DO0&G
z?~`eR$k1U5CXGbY9Va<ER^7Z1L&MovE?Z!!=dkBT>%JB1zp~$L(Lm>Mb$;F>CC>SD
z6>bh|a^bS&bC71+;aWcoj>eu=?Cx{^?87Q$(->UjCYEAf9Tj%EjZ(5bb9$QXZ3uP(
zYyv<B!Cl1KHJURkzdR~^=4&!WVA^HsbgP|pCdI!xKHu|+n=aP1tYTpOUD@6w8ccdL
zHcsI*@duH0f5c-m3gKeRH%VGe?n{J}OiUgdB{TfasdWOBybS>a7g>lwn%;cwkw{bt
z=K(8h3rWh#{&8c*bCzfKdpk4|Uu1h+oUMs&TvsXW`$(NU&$gPDK`G<^^AZ6OlnTSc
z=Ec?~UGERr*b-y=NQgn^8Pelc9e5)=o9o)#A$gL7ZFmJ+B+UjukazAdK8X{&e*58m
zyt<Tl-V^uDEhBvV9#yto;bz))cxLmYUA#;T*aRGJj0D0)=T@JC8YnaPx|x6YTvH9U
zext_#Y8a}^>9Ni3SJ&nr9w>I(w}Hx9?Lot-lgVy(lNX<u2t-{L`5No*o1OzZbg>Br
zkM)d2#^;-!8TnJNq>UZRN1-S782TnidO8jYkM-p+6*c@JHv@tXY`k5wxvnP$visF<
z6h3qWBlTHMMZ^d77)B=znS0PsJN-7$fhR`UaEFAQ-3i#Txg~>ipahcknNOk5@b@`9
zoM_L{(e<v!AH98w9TU?Ii@`=f5d<-qce48TMW^_u26mlmZ|@&7Od&ljtRuPc17AIU
z|Ab?I5JBugu<r-cC_sw<*aEwfb3U7SyN7Mp)>}8Lgjg{uR~^Z!?CX<sH&`fk2IaN7
ztOU|IY=2&VpR|1cE6A6(a|R`I^uNz51#B1i-<~931Uqq*zaA`>@#qQ(Pb-Zkds3*L
zReTp`{aMIcK0SXc4MfI!C@B3feez(XQ$p7lbRvxADNq8S`GHlhzK7g(p8COq#-3eS
zrxy*4`8D6HJSR#J9p>hk?qMlvM9F^GR@k)hm`Tx2x`%Qu6&-c*EO7_<v=Q3D3+geh
zw}WJ#UYN(qrt)bevKg=<qF~2AGwG7Fv9XEUZU$X34*QU^f)h@wX(~3zaqMgtaJJZb
z%t-b7XUTsL^w24MiO+9vwKW>d0L@KF%N5VVAKF;BPlh@wP{uj}D|~^SC26~)LH@CP
z$`gQrlC-|Pkuo#OZv-xUxsqnXRs`<lAc7z7nMxFkgFzXbtLt;ICSm=OcCrE}tf>fF
zyQp)ljHT*zw};s3jPyS~F$IS<r|lN#?{4F_!|M+DQ{`^R?L-$_WB?)-hJ_<2`0I^6
zm6n!XHrg$>J@$13?Nx<~MA(af?*0K}y*ThQSLr|?BB`P}HQ5_!%N#dQheAiqE~($-
z@e!2JD$E#5l7=GKo$4=@^z~E6Cnu#vMB1qP58MH2mAge|@jYJ%qfgBjcbym??>U(=
z@a<qVyjNb2Qt^=R`AfeUr|rpsV{abfE$gPq{Ah|xw=dU?bj{RL2Fj|TVRZJ$ELFQc
zQg~bYQH{zBr3Guc{S=eQ)08^ge#J)6M)yPDEb4=G$RJ06RuD0phFuPKz`w5fqfnR~
za)OqC1O}B{vT85jCBlFB@UdtxrqV$Wj9kLQ%fN&ZT|)mVw+A9)DPQrq{Yt;I-iJa=
zJKsOpY5>GJta0r1e@X5Hh`K;=SKX$Ql$TfU9}Ykp9UC(RbhZO9CZNF-_h;JN1pk*N
zFz?6XvhxI3m}7ut{j2jcP2@Yhy{hC<9zhgol<VKscKBm4-8at8RkM%#8iAY<d_mpc
z*Y_G+<knG{QTyxN*(!^t@<3?M&dz?}M4nzqF*o1j-2i0v<)zhs5(lyycf<iI7BDT8
zGR9@VXoJ9r2+Wg)%*;nQEH66C1G2MePdu$KmUMxbC}U)laqr%}e0CP?%KT+`T6T72
z4qNDaI;XMn(b3VwMQ1syR>i9sq~oZtun*tA%T}@Oz|RFiLoZ0483*yKyD7GMOjl>P
z4yE!>*b{#`E#K=)U{dSnLMXNO8ouwe57jddXGctNOu=9l)ygPu7%=`F3=KrVQ9t!#
z_>#_f8h%4`z+Z;pn%ucBEiFAx#YEPS;R?vOcx#fmcXzx2FqUoon>aw-Z?SKCNV<(h
z8Z<!Uu}Zc|jl<Ud1`D#fvNGQ9CKLn|0McjedmI=LrKpqbZHeW!!Sw$_1K^TRStMMy
zj^$KOLKnH&;}cNF-kW`5i2-zg$|%3!e8gyV2_f5Y1D3BeJVEC&M(&Ybzjj47i3wVG
z+KRyecPe~3Lka&R-bir?jrNKJ(HWz{%4&s@GHoczss{)cuzoA7etOxD={Ag%-p3<G
z&D@*WaWE@eocUPpOJ+~ttzT2{y^O;r;EYJD{DV(Ora$1Tomu@U``zCoxzJfn*0t_3
zflgUxJ@%^WG(j+Jw7mnLE8L`fw@_a@`;EaT58+^4fy~?GST}jwQIDmhrPiJ}pRi(M
zxRK9(i4maHs@jOS@wFGlOAFPw=2ikD6MCFt_H^#Whs6ZA<2Pb}Ob~XFDxN>?a#*|8
z<I4Vaz4<!Vvm7G=k+!2tuSF6*@S&g+PC5oA_w6udq*ANl_4z@;Hrhh%5>OmfXhKF_
zTRXvLZ4>rmNyJR!yoiRChGM1@hsW=w8A|d$Wa#nsWD#aRUkH!f!l%KGse>CBNuDMJ
z@es5Ietoau0h%w=tgu15>-kD}us?O^k)7?q)!gE3E~DnP*dniS+0r#XXs~%mfy7M`
z8YvV(^bBQd*WCgXPCsiB`%kagH}8`_`gZ$NHQ@RJ*MfeILmQ5Bk41_9)%VT~El3!o
z{0kzgP1D7j6APQ+5MI<v34F80&@;alO;C;+&nA6hY+~+F_|bXLo^A3fW<t#2Ubk}6
z@dgpAzfY60vKCDPMt_csY`#Q)E)7Uvt?JMGI=Bs0?*p9hYow3=@cQ}^?>bICH0icC
zf~nd>4}WQ$34-4?;rTcSmRO*$0<%R|d0dBZ(v+~5e}5{^wRU-&g8jDAsWAM<lc*}z
zWg%S0lgFp;Kt8=kLkR!~R94tL;d-;m)FNt8#ltn8cW6g+uG(F1g#tyAuavW#4c3L5
zT@@$*)n)a>j+dF5R&>9tXkA&~7G<%PKZ`N~5%pTRFkB?`jMq<cj@|e6`gHofJ!(&o
ze0~k*(KI2cY3t;rIaI&a;^V7#$oXrP){flj5EYYc@|L3OiZ_m(v8Q9nW_xgtR8D|>
zY~qFN$Hak;=<i~F3I*62Q;auwUsw(3yB~C4GW<%dbxS{%x@LKrs-4_lz7=_&-|Q<(
zX-UEjUGo5{7+)6W$UJ-suWO0JrA_TJGRWakpS$e=S#2TB`Mp(2(j<Z#7ieYsrzSEs
zVe=<8H++>J*H!_UVzDb$O}?>Tm?BihAHC25$|f!<WL&h5&%#k2Z*=MUf8@I?C@hHu
zdUxGw6fenR7y2Mv+nmY@@e*I}x_I@8KKlieAA8Tdi&*i^kwRx))cd2^GwuqY!UF3d
z$W(=dxyHO#JKszJAv@aa>+254m|0KP4w+U=wjd8rf>6SStD6ZJOaRq&Z!;U^qg$U4
zjSMhT=8@2a6)xNkSx8tHHdVd*qVI2SZdh-J-v*$om}(Y%8bDy}FDz|hg!SiuXM`8l
zC<)<rk$3^;$U(5RE7y2D=5pb5qJMC9@&WJ{qdT&ce+;a*fE<83v@Q1{6`d7WqL701
zK?zXdcChj|4OgCb_XUtwZK4<Ou(&`XyVEloteF>-s8j?O^Pz%vHonBOFN3u`%dPWn
zXOX_EKK;2N_re8kq{<WYq{`UY*?rq?xtME$_>7ZL8yTG_ECG_pb-PzklL5wVSZwP$
zKwDlD3vTt8Kh3YIs}#4*Lb8+4|GG7Mc3^ZXuCOKdVh^FqFq($jH|Rw!@Iu`0d<D+W
zFLdnPbyV+bT0u_`a@#^8mT-P}clti-GwOhp1)}e9u4R2RYoiZ<ThQ(?t}z<0yQLqF
z&z*k1_6fhP<yHtl^jfQ93Xygj9^sWUoBKIR0tvjnp}m+=eX5m$*RkqB;3)$0V171i
zP2_XmN|xKY5$rN0i{1I;CfF50#mj{o#C0ErEr9Vs7DzVMy(}d$I*a<$&a59~f}In?
zgRAHD&B3_Z5Z`{Jp4Y<w2=Ac4fKm@0kQB*V4RN@9L$S7#iKu;lHy@i^@&k5IyRc>i
zp=U<uI|x=du)#rRGth{t>3-kZe7mkF77{_cQEh5o@-t~z9;qJ4sq%2-xO<KP4?!Jt
z-Pcxpad=#FGNvwYd4;(NeU>t7_WsI>N)kylbPVR<FlzCGIdtY&7Z<H<?0r{}T`eYD
zU^lM~Y3K+-XTOYB9hWrHa&AbH(fGrJs@WDr&I`K)wWemN{i0YH5`I9*it{CHa?ARU
zOUSYmWT+7EWqEt=0K^_2SnL5N#=ALjTkf_#Y|p*H|FO?Br2FiZ2%?Ul6h64o+02@&
z2&#@FFv~D44B>552GqsqVo>DMscEi<;M#R1$NE*4b+U}kv3%t7pZ8cTyYV-%{^c%}
zl(F<CB+Y>CirI@*&0kL19$oA6G|D8`NX>C1Rc}~l2N<ymIUYYg4S=Bq)BZ#NT&x+0
zF5G{kSiW{Os{2fO`e8AT(m8c8QRwcBg<+)c4~10zID@+5Lt}$gjaP+7>G{=V&sY*x
zV$TvBV2otDHW1!mP}x6%p)lY!1sKGdSm%r~zL&CCWuN}bj1F?1lUa@R7+4q<kGzg?
zUO$w+f;Ay6HQq#NgMUpY0%F+L8a36)@je#Yl9<CSZSIV>MY_HY(Jl)Dck{w2?n(a&
z`Rmyq5JCTrj{rsyKozhomk&KRy@48sp<%>tCSl?mELL~l)QQ4wVQavj>gSf+4)79-
zgqnOz`ozTcyHO9~yRrfw`^)l?;fgLMik$?7N-OT$JMGcKg9orUxd0|B?|HdadH9|j
zd_8PvLZg_$fn7y`s|NPHXKJ>f*$qa}K|DEON9TIgtwSdI&~^Y7au&6_UG5Fr0L31p
zEPiuG+@zrZpj`pjr`ZNfJz&dlME<^wrCYT5o*?9Fa51$OIL=p=8c=P`YCX|lS@Z!t
zSg!^4Ox)R@{r&yHzD#b*O~H5nF^08u<85*!z1Sfcy%&9V!kigA^ONG(%)>1g#)PIn
zEzrPp1H+{DKq#D0wM}^G>|l`=#dtb2HhgzoAxIZ8-JzGNPi0Ye0VKV%FdG2~2foQO
z#oXXcUzax>J|V@EF;<dkRuu?2)@*fMWe8MUWJ3>WZCCLT<PUSUNND0U;E(~=>fM*r
z%|<dj+$Sn&QtyPS<m>u?9Xp2W&fN?wJAlPFC3=^m=CIySIDS<awY^my&n71f*5`D%
zK}HmVid^V9*kgAX_SY{M1;?LwxOR&(B?)6(_lX{#r7aAp>SS4mPi-#bw3lKVQaAVw
z3@1+`!a_l{)r<&;GZJpT7ZewO--pF<Up*d85d{9E!yE>)xfN#**Ql@i2+)B)_Hs)i
z_7bpG(Y<`BCdb3?@S`US`O71=5joBUTJW+8{QLK5f%PYGNZ{&w<srVvPV3+``={#>
z?UUQ6=N>YEVg_5j5e`IS@WhNy)B#%vb?y=neFsyx+0933KfSa}bhv%<{UfzWR|Kp|
z4}-m-;0B;T*lRAvT|ph1>I956Ac6r=Z#MQYE^(wZt!}|Vz8lSBYJ9Sne7`7uv_Koi
zi%fy)GS-1h*phdI!h>E62?oSfCnlwAq;hD*?W4><7TEFM)rQMcNMoJSbNvGIs$8D!
zmy)#tTebVeT2ituWj_Ww`s=;<I)^qi`uxOp6?twk(ARDTgUY?Vy&1ZXSMEX5(wgNG
zO&>_R#WeG|_X;_S)*#TES<}yo+WHC_NJW*nUUK12!(x&l6AEszI}n27MzSP0nU79R
z)Y1r9b*F#W3f!KX5ChR_3qf8|QjtJS@Ny$dSx3jxxVN_)A@9q_kUfvm1r=HaZ-^8m
z&A~^zJzt(_SkJOyMBjrG^PUk|I)ewncDWj%9e}nD^GiK-fkUL6Hdcq6bJf;y`%PE!
zC5?yD56(j1CP-}?l?n<AO@V`4?l!lgLK%VyS`FqdBzs1Foz*04nnw?Mm{dp4trx|A
z=1Gc>Q-}v#MnxqbkEON5tjxX#%G0#obh*)F&FHDL-uil;2fxoiGkz%Sr6uG%s=!S{
z1KKYvC*f0goC{<>v9Fb_0k1_uS=m!!@IDUUx)TNs(sYj=iNIbUQm9d?zU{O-tG4S1
zx+1W~R$4aiU@Z%BdXZ+ii1!relTdryK^p*iWP3ouh;I*rXEirBFX$uyff96Hn!#(c
zgXCR|Tx+-|w$n|78OSF~^xih2OGFm=^V-4d;BW#GL%r<wjp_0%r;TA@4(kG2^3Acl
zXl+~2UtZwseCHZpcI)oyVq~%Zml7@>Cuq!`#AZ;EVrfNSs$XOC<+23$qLkIuAA6qd
zsilQrkv;~dn1uK5(ZP#8V&miQ1M(yC5_{p8EBFr~oD^H&&NHrFTrjj8yyy>v{(|O>
z*~NP2!co!;`2W?^<_9l&{#O+o^iimOia7iWmi-@X<5|Y)@OM!5<2&R3(=`57y9;mZ
z{c2!tI=B&Oop|D<lvQ0r;y(1q1?x$@{X4_>6BZUV50mC;oDJ~Gj|u>17XU&BuX_MK
z%TOK{QQMBWHjV>G24@MzG&8cv^8b!!mvR5Zvp;ekh{38)C)Cq~2KnuxLBT-<ljL{M
zC*7b4lGN%U36Y0M!!RaJ$S|ok@Rjqxt;0Kq8+`+|a6A1!d~7cRc*^LU?^VxC^0YM<
zNVDiPF~~d=yU$hfhsDjz`QGWiobx?>aT@$RORmMbhf{bGM>G+h3G@f{tuke3xHyDl
z$c``p+~^_*jUc|&>v%*W<Ocb`=V_E}(?zb)3}|3t1+R6f=8=+<(_K)-ppvJJKp;du
z;ImUya>sKVR<r$nYCj=!f+PNo9y>|picCQ9yOq<#Y)NGj)KOzciKQ3t@jWSm(H2P+
zo2a{UWJ^gcy(ifQ#)U*eT$XOq7vRMjq=~IEU2i)sULqm;v^aKoAiFuVj_IfjQntjQ
z+;jHDb1WZm451lT+D9}E89X&YSy#{~-j(&-T<Gk9ReFFCE9zFqrV>K`NNC`tr0;#A
zHsR&bj>Vb(STh10d9^z_>1wZ`)X3W_`tiz~O@kb_Pnyr=SCV@H!qgp2>7+r5`_;c%
zB(}HSUWGpQt&XM<o;#I?L<&=RhWF*vpVlBFtq?=PPNrFre~rqpsg>ixn!L7LB^J-Y
z*Nr@VdhdW_W0g~AY8RMy7{L2?Lf+F0eTPqJ1uqurZp)&QKztU|!RIt~wW>CA*sM0g
zIMIJBgYrpWE+nq9ns+zHwL6pw?eHw2?=#PgXS#^8aWScs4Xh^#bhZfD9Sv|6!l`s@
zQg09le@2FRjb^^RrK}LB5AnTNBYZIb9&Yq%zu5o@3cP@r($wQunll=z)HvS(d*6If
znaZ9Y4vB3VtA?o9Vzz9|XEc$1tb^kR_>w{gCZde$UXLv7mnLQ&S`ZI&OWWM)DWHqZ
zV$t~0I>O`A!-@-p(GlD&@1n*gv%K$%l?Kiea?P*P@14(-qGwrqmO`<5(=qyIt&{78
zfg|W@BDDkWX)@o5fO_?MLSI(e<hp3XdQsEpa{-YZRO>m<6Ap2Nea0uYHP&0m|0*t9
zgeXNII?_N(l=XO<6R$DVhsJNR2IN3%OMy!3{fT52KTv2D!GLquuX%9?f-UbCsUWYY
z@9<IK3E#5sX8NyeZ=2|R%Ya=@b0=H{(l90@tm>C6zD!FzPmo7Vkn@Zf`)cy#hY*!p
zHo4fW?S{=A^t+4EhC9Mmmv&dPZm`y%|5w2nKzu}ozdzMbk*ofAK#Ojoij_Dnk*b+;
zUTP<*#$va)G7qYh0gsQTn?~Wvi4x$ZYirB`D^Lwr>_s5aUB{)IQg7tLI^Lo5Wi<~e
z*3Iq!7ed3y8?y8|kcjR&uQ)go`&9O6Dqc(Y|G(beGOVipTN?#Y0R=&L6p@yaE~UE#
zL<Iq9DMebkK|w-VQt9rLkXVGG5=w`J3q+7+3DV^|CgQXA{=fU2Z|8iH>vGMt=A6G7
z;~sa625z53ccNJ?e$h5ItAOg|ukIA>X+q3pLVrIiE)L8F<^fA_QB+gIYb9>XzMPCm
z=gUXI1}0o^c7_t$(>@O--aEoM6#N6T4)g={EYv$zeoO3Eqg8w9)+XH!P#r4fW9VWR
zG819J@RR&<w#HOQZ=rfB@aEpkXE~9<y+_c^|5I~Q%0k(M`-J%O5m^iRC#c<M<nL%#
zjUS*{H>lfFA~58$PR`O}n>MJCQ&uJDR$-)Ky~@d%vo^5D&E(UdY5$xp+e0tm)yiiI
zSdtp_2inM~=a*SnOKpa&7qO04y$wnP*nn8v@U_;Dl1~>^)>fw(aTpnTy4kG#k@FCE
zdbhAr=DwDccD;=*?w_?GHWmUk!%V5eaKV;9(x?oS|7CTGtu2m+PV&S|eoVqLNHGk&
z0ThOsKu6U6es^8%whrULiz_qL{T?1w);-lIL)$KVWWO&X`+cv`QwS>U=R|RsD4_Qg
zeN!V;kjs15!=*}gY||S>q1Ix@PzE)G<<FH@ajqPLg9Ifx=qn?*9W&_>!z?T|G+%YA
zu-rvpErt{6pCD^-R9{mGbARZZch6khTG`T6zF`(dpc)(}kvgvL*c`627|OhUXe~au
z<~&hd^Vh8h@lg2<?>4*-;@Ni|DW?E+(Gg8X^pB5(SOL9=MKNDWkH~w))B3lWoSaIW
zCmIEi?Zhnfrksj&wI-GolJd8p!S1&HI&9$p1w0FgP~^y#a;jEbr7_cU_mScio-gej
z`Bq!Y9>@MdJf7H5;rQ{L6;>8#=G^&eVz!@mHwD|6t>^OB`QazD+B?~rWP!vH$YVe{
zf?6!EL1yEyJ7UZf^dE@!rZNOKh>KUk(m%P<`9w<J*xczZV_tKBbw7}Wkk%&WTN1g0
z`Q*j8Hm#KiTIBBKiAXyw=B11(bzt}daNh8x&i2E-x^o1&Alio&!;LDmSTOAqVaqP4
zR#nANaFG!$vI`sI7AO1XuCH9~yeP@HarE`X#%B<z6SUiu9nF1JP_#0hp6d&{jP6k+
zq&bHxrexf`N8N$|LJIjAs;sR7eO%KYTe<^#KB3C-+imxIFBDceUxuAF#~yE&LP(WQ
zplT@h2T{J7Ti~4j9sR;OZ=T()aqJuRD_E#s)4kOjJ!1)kh_vK6o8aEF+&}wqPg+jy
zRIE!7y1(&LO!1y_HnbN-_kHFw;F1tq|8RBV%}>dV6dWmN>G9AYup%QPBd-Bx-Jp`g
z(BROm-u?HNXXJf!MTY?ee3jN->o$s~-bFPdyMsLO{Go<oEv-f4vRO`ZVM<8im8bha
ze&ymt+KS&(z0q55X>}kOS#*NQk6*?X$@U9o1Rp^_hh@nYeQHVk*Jm?*EW)yf&NdQ{
z&miCKoJyMDYH;*Pe7fbXEeeO3;`j9fd(52FSI@U#-+k#ywRGaoeI#wcI_op20k2#Q
z`|iEM!97dWIi^ha*5}b_){B`gGQ8#=uwG>d@Q@(~Wnp2F*8qKlpS{Q>7DG+-ZhGbQ
zF7!Z<k9L%vn*@c@^=LxCcPEjKOuY*xXYKOBLHmN$&P0LL>aUF`z}GJ(u_PW}Ms{=M
z5;X&`muj;lBl>NElD8I*&IVnUejD_BaDNOj2czbpyIQ7vEtb)MFo(@52xnT7IO9lR
zLqN{!-(i_m(>e3PL*icMgPV%V;W3Fm!^%l#taZ6iVdPSPIVe%VZbug#qC6;#LOaAQ
zy}<DQPy*qbsM9>{#&ABI-M)IZXsN^k0Un~+p}tnNj*d&WGDFY_OpD)c4Ha&=B#$V#
zGs^}=r&}*(3n-jOEQAk^3H$Or?7I8zv!9=z*>qbJ($%|ou(Dh;q4}5s=(Jz1<Tn=a
ziHLGNFVE>it6yY7pD|mbiZ??yRL{X!;IVL}HELaT$B92OIf=0KA5`!=s%9aFA8nxJ
zN1Uw{o;&vBf_7<;#3pa=;1IE054O)Xh<so{^8Fr}F&1Y+JszWqgEHKGlnClFS|i|q
zr{CiYf*V_AY)IKQ^Q`Mbsh7{4oP@z*T$YU^=(X!uyHdAkI@KDCbVw1D=^qf#(aF^`
zzGQ1*X*mPNT5#s%C;~fnlY>jh8F3YlH0T}O)~)eJxAo!#F+0Z5e9V15nUd;?YYAu_
z)pt0O&%v`EJcCHEA-G^ofk!9o1VifJ?6b3E{Co8fD~BPWq2U7e;PRcVJKEYT@87=<
zY`~-YXqP-RfOH#`G^~^NOKcnTc#F=?(Ca+KzG-(NOjA<YvBl6z9`KySXJti2K~o`d
z0fF7Q+*I!uNDQH7iQY(tmrAm*M%6$35B|`GIRUk{{|T^$Z&?ri%N;Jv3Q=7%k3<+q
z2!YJ=9)l1a?Q-L1yCsm_I5j)VtgWrR@XHq)=dQqYO4U~Woa}6thh#@k3vi@*YJY#f
z#@o-pB`e;)pEeqC9`|KJLf#a2nPE?<p#;F;sHaa)tZr?^r^^HuIQ8oHmYXQd_oVw-
zjozJ51Hzc53JqqmSQD`$Ls5??Kfk6>ub?v`S<%q6qM*G<s=qckIB1c0^%tPS%V651
zY=Fn*hTE4iqYCF`o&3DK$h^F(&}Dd(AWK=E++)$3A-BM{{-O3g=CR(FxYd~8W2}XT
z3wA`nTE%bwAF<Z|Fc7h@v&VqiUV|yqvkZw<7-?{G@I&J%v~_oD&60hrGi@g^BkK`i
zVv^_O;~T6i!?hxHr{{M%0$V1VCyoq6TOf+38gBI38+cfBHt~bZ9Y@DXVR7>_JspJq
zVa}bipzH=mS*#f7CJJW0ls;Z|obQtxc~<`!i9!VOkb!|gmP%yZ+fqN@>WePtot8uU
zM>UttZ2!Zj>tHh%7UxCDY*k*4E|dBanl8}Avv8_`Ao2Qocu0skSEh|G!XkdV@-K^s
zTh#n7i|G5mIEl7Hf4x1j<(8bMpZ^)PfHxOr?OqWcv{`yS#<aK2S}p#ycBk-(Ei4%f
z{owiS&;y#{aI9ouC$%juPuscA!qPg^3YVPcZg}ePpSAEUe`|h`{T?kO%~{;@Msh%j
zB=&pkTF9H{?)yT2s0gvXbJXuH6b{}rhZf7t6`TvA2B+=pZ;xb>965R+kgBY8Z`~kH
zgO;pYC+~qm!bTvSy{2$?W^N_ZX3t(D(NLRih)YLt(;`cBmm_*TV5O(=GqyKAb*Sik
z{Fjnb#J7IA8uRKT6Z|B<g$ZlvCr|kS$xRIbW<QItQ`UdR3<{cGKuk-E&FTWSFVMLz
zkIcfxc^<~vA97ym3+_tAtzz2jt*5&{Q1AO_;<8cwCCO`Knfbe5V-RaifA?_fq7=?G
zOy(HY=l&0i5S13+uPSmArO-)Dm*utnF?Uge@^0=NvD@7KwGJgpsdtWcJE7PNM|j8g
zA8t}6mD`U=gC2vMA>g@ObKZS!?|s+7o1yo_>22OowMzSb=nVFfOggv9i9&==wj3o9
z+Ap0~v4RQCnFqd@$F<g#KoR0b`bnBk2pb^~YCb!@1A;#25ZHDmTvi!<4BKuV%G2_!
zs)n{;wTi5F0YkFYU`UhZvmE?&dYk(3@?G8ocz@;A^q$g#B9igK;FKu>%Af{00%cn2
zpArQyK~2eG9@T+La-(NMov)zN1wI7R;fZ7JXRkjeim(45D1vur4)2nFkt>3d#&1u=
z;sj|nS59Aj%!)jJ&Cb&H(qw7TqSLqPJDoeV79ALxyA@LE93!FptFjz%^s6q;MH7B)
zJ{N(LbsSuAsX=C`bPIH!FV`M>QP+rc&2h{pCylN3s=)(zA$iwQ;OFMP+GF112#FTO
zf0ULAU96LpR}x;UDHU3P3J-VZS9?;^h`J8x-s0CxlQ+BdjKd?}*#2yR_vpp!tZi(z
z_A`=;bIko*<P6>k#IeMIeSD2*?C}LV+{n433OAu5=!+Jn%H#QTe(7Q^QIe<kE61Jd
zhryLiLvS{2?69`t3!dCjeRiCbaX;>&@hucvf#uAm5L<TL5Ti*S$@EmZqq%7I^;K$A
z{fB^j&7Xd;*DFfjNGF{+MhV<ZCd`}t9t#gC?k1@NN_Jb{BDZ+zK1E&}yfp{J;aDV*
z9eDfepFH{#;L+E-^|E$t;Vt`y_oy5W1Amgk15)FjXdI~^dE{*mMoFm|>l}dxdv6xM
z4lW!Fe$4I2_nNwS^`$o~(coAR&UnQ{Er;*%sl)EyIlng-mbU5Ple~;0Q0wuL_ZD)0
zp$lF7aONhXnvXx14*4D(V~Q9dW#{(crmoG^(oVs#K;|m=pn!TyPovWjEiyTIpVgKW
zRRg#<=6A6c1|#}9B6C*An#g=?cfp#$uZyer#oIpC$5)QOl}=17xnoQc1M1n@<>d=%
z2KsCtog$(nQU;P|-^=KbVunT7+YE)}0tJQ7MIN7IcKx~-*v6K@!vIyUm?3=v_9L*0
z$$jqYyKj$=4=YG!$4s|TbnBhw2KCP23m@wdTK{WAKvd`-fm0Ti;11n97eIU}uU@Nh
zXI^-)EBFwrI}ncBeSUfU--D*R7UR&VlP#duI4<E5W=f`^XknEn>gfF{->jEvv>NR$
z@)i5<C97LA<RV7$Yr`Aqq#rY)<ne@>PnKKxbVv`@`6-*la67V#3gnZHy8=_R&eO3S
z(-A`jTP{hxx~H9jtLqf~T`z!YZs8P2N~`Jw{VOjcm1keymu2&6v<7eyi(_nAl?9se
zjv<Hw%*cW~>4dee4=P!d*#G$a92x7QH@w#tKLx~a@o`cycsGiR;!^j$nk%k}M%HTM
zNsB})2}IlGHw5oTzNGK|tyhGWaQ=ps<GD&(X??Kaye3Hu6er>}l$MmliWLan_lxCq
z&^`!Tcpk-KujziJYU}8Oa0gHcQs5n5$(MLd@nQwAvpj1TQG@nr8LIB@13PhM*K=2>
z1FDOg01O35X(Xuj-uO$kK)>{k8>y>P%efsJlaiC$&qcj<?&IUHXC80Rey4@x@*MMZ
zC(iZ`mm$Ube?nSh)e-$cW~%jFOsNV{wD*lDO|oEOj-TLFqdrHCud;r`h4}lQWW`7+
z0j7u(&{BjVD|98EmQ>y;8_gs&<{W^=%eTwGQ3QM$eu62En7n=H>Mh=#?@kpQrFTi_
z{mkIjYSox8N{or^sZLI>QU7z^IAAeARirW_);fN{V;W^vf9lcUq0<QMJn=<E)J*{O
z1gK<Tl7yqB!0*KiRoY(+v>e#ey@g?<um7l{&mdjdYKK+xBTh*_xpQHP*!~l8&msjB
z>qHk2c+|XuV;oJ3awra8<h$xW_$%4@mO{g*!0v3WB<wA6IY3pM?<w-@%j||aN-pqp
zUWwsWKKdv;=;7QlW|r+y`<;b@S7NxWEPqcl5=t-;j`(;Q_J28V9JYtxDyiMY+o;AH
zt#(+a?x{s%xBA7aryW0jy}eZw#|@S^*`uL$&qf=%s0j$6CcZu5Ir@>=Icq^*OUh}i
zzT?m!qjv#!cAT;LZ-3n#I)eyhp6F-Hl<;`v*Sv?5m+2y(Yrf%P?Hn~AXsRUmXAR@Z
zpr~S<I48QQk;6XWCJBa%nU|fo%4t6R@z*x^i7b{WQS~36-ME*Q3IbvwCaS+7K)}&|
z=&xYj0abg-Z=*!_-`me{vXoWKUoWa5Hs!9~vEgBbJ`o|df1ekQOJAZoYMw0N%ph)y
z4e$ND5?+4#VE3_;qt&n1<>#J7Phk}gC05cPz_PWq_4W>b>%rGGI1={4xOLU2wPA<w
z6x=ZPMBFOpI5fHZ*-7e$g1(xIH%E`ibSMe)J=qY3nZ1+s?qi>B10Im?M2MexalFL`
z#Yw`E_i7rMKIS2V?xeVa2zrVE;~YMC{U9^8W9ofKqW;!<GQ*f?RpA@Lj&o@SfN;d8
zcKu!1CW^YF$bJleJh)kJo|e_hPqU=}W)c>jbQ1C<E{!Uu3YJ{|7o?>vz{)|~ooQdz
z4PLi3Q^X`nKq+_|G^PDkr`Ny_-#!y>$O-xm6ylHszxowKl?mbVAJ;2@LIWV6<P?gC
zg`4(YVKA>q>)N&FgE<a4j#h#l<>l#VDmiQZk>F&xj%`Nm|0|%H-nDI54H$R*9>#0l
zLyN?>?L(0E9r{@Ci|h7xs_Mua8PR16pYEx0{H4p5mDiwiDtSVrdfwA#V9ecotgBxn
z^R+{c|7$<AtU7L4L4gtkAmr3NCPYBh!^)K^e@O4iFDbF%zgGqH6_8g%(4Ze_@{wSa
zI1LY8RMDuDB)k+%e_Z$sWIuXHX3RMSjYD;fF^OuOY1yyoODH%i@{5aO{rzQfU%#D&
zNUCac3Q)a70MenElC9(WPj4r$X&doKnUP;ie7v%(tUpLWZ-QsKcxWEtf-UsNt1RPp
zLp48g=vE_H4}-S7qKy#bzM((cl{{D}^cPc^f+e%#o2-?Ij?OE4XY7s;v$5*Ik4SWH
zCpf2PnxEj1T)LFEY0`R~iHS+c)%DFN*BrQBr>CbCrKFy0Lu7qVy3Al5XS_1uh=Shq
ze<dJ&yAtr<A=T9P?}O!j1}OLZ3b3Y?C(OMFbO^J~__R1wtUdu6C>bF%us_yq7n}YE
zq>8$3Ih2PX9t)lcxyYfG3Rr^UFNcL$X#JbafOC}05T<EVxt*aBfCi5(0WUA_00y#W
zW2$@p`FI9GF$OT@9KH@w$;n_>#reZvwQNG{kr{OL3Ek-_u^o)3_NVSeQC<KS=jx=<
zNu_txWjE)-N;1yV%jY>5sH<lVy{jffd2BA_hg(iGdM)q`>DSt4do~rz8tALh=sF&x
z5s$on6n4@HQ*urAC3crk*QvPlqMk2bAAH@QhOFp{KuF=rMkJY7{<oSr$E}?qu^t?&
zS0J}|0o<G-P77I9q!SeG-|KuopFVXef8z2D6QkE}#0gNn6%pV4IrxVt`0)~X);|cz
zqkQ9yUI(DTCc0oYKv<@oWJ|Bt`t|>gJ;E^tyw~@(OnU&^Rq*;-rSQ87lUs<L^S`AY
zxtk<v4xOix7RhU(*t*yman?KP$^601V*2}uW!jX8KQ*HK-_Qo{h=bSRK{ifQy(AKE
z%Va={`857M{r#dh<?Q#$B;~^{50>pi#$Oy_?fmxCGTi6zSLzxhD;K_z9QS>7;=*YJ
zO4(hxgAYLtt(;cv98tegceFbSEM{{0-LHuZQqZ*u+fh($M%XemRVs-$th$mXsbPpo
z`gH!PE|=?kSFc4dGi468W2LUHdo!fCPT|jBdBa$T&qrwwh~o0od-ENJ&+0nb^utY!
zdO|)Qw}N7CJX}vl8(>+Fxw&V~tkeifqUxV4rwQ~9V9UmnyejyLYj+7pcwF}+g`Z|q
zAdUCE#_g%Is+!BE(mebqYvsNnur6-gkA&tt!|yt)vh5wPVspXUPz8mHyg%we2^NZd
zQW2Za=<UgwHo6Z+@RVb{h@JVg1;QgV1bB>hnoT0am=GL<41i!QX$gvuTsmRU>dl?F
zALWL$o?SJn?ROs-2+0b|pS)ws^#u9yu)ExKx9}g5p@MVHO=ia%6r3>rHqi1?#+N~7
zGxP}^-l!b+n-+&|vD~LzTy=99GSz;fPl?3VBj;zB6>?W;Y1Sw}?uSVoAiDcztEiDz
zv}*YR=h5R6zM6CLb1kEqrUrfblj;VP1xN|Y&VHGM+zrjlQ0{v;I1=2iy0LIX!BqeC
zCpmpxkJ-?++-!H_rOeT`^d+wR7>bE|ObADlm~z!eG@oK)lNTP810r<1_eiezWpy!D
zaOzGB7(4eSnlE9IOkG0+rExWJ${+v%^(Rw5Cw1P_PJBAFlsxn7Cp_tfqZVzX)^o~^
z@1R%V8au<l-g7IZ$s*4mx5|)=<Y=$;P`FO{n9~MznUaq0Ro$bjj}%oT1}`SI5yhmD
zw-<?B<^D!!L>k%vc&1wS)E++7g9B*lTl5Z}7n#2~3bR*?@job9U#S59+KPLPx27M$
z4Rm!WW}poSkWEY&?4Yd;>aeyBefO@jR?MgyV^E(5J^LqCt26bmUIjsNcen1<TB<BY
zi;+qfoqCk0x?gp{?vSbLrScMDS;KF`%sDPB=-GcvimebUy$evG4ID)meI&Z|UJQ(h
z=2gAk5U+Jn*w_mE?3O|A+@DxUjg(NK!S9nlh1&AByHGeVwoPae?gkOs>Q>CsOQAmd
z>4@lJqCEyhd<$J@BA@oL7KUV^&{-QurRLlERrN<m)!y_xraEs+ovST!-7q(5?H|?Q
zF%{&uR720iH3pxbvL7Tm-Ah<Me^ZAD*~{MEjh%`l;koZzm;nhnK<OILVHo+o=U9P$
zAXA)Q(@R)nLP>jEM$e6p{8EjeVqx90?)iv_KM!B;y{s_IU9dhi@XDRyYqK2|4_mD2
z-`WnE`NFDh)2HgeR7L0~{=k4o_JruQxlA6_fic#+>l@T@qf&@fyCzGGe}(OQ@}DA4
zT4jnR)#f&j)Ek}#LGJ_wTrUW(qz5};)z8II!s8km-b^A&J2hmOn31#2d0SxEy}iq<
z@T$%ycix&2_JxK7_l-6e?q6gEIeLQfJ7AZdeiE@ze;;${t8SN)?eCZ3;Q`U>)t4=9
zqFPv*gngB($&|pZId|gtcp)gy*?+D6Ovm)@Z_elio%p2aD2AF8o6oWfs=Z_9Zd)!8
z*1dmrWA+@KnuacOlT{~~{_!!0%7Ru;Z*PI59dKpkw4&S8)Dw6C%AoKcW4#&jQO3<Q
z6qlSjKo*YMaqjkk!hU199{&tw%ytm%^*MSV;wskWN@|kRh6d^%3zVtiNI~!8NNffj
z$Vv@rw<h5FRK3UbB&N2q@!v5D3Ags~&KK2ug$>3gx2ek!Gwj%!k{NiSGH{MDt<<dK
zRJ`{nr!D&^%iQw8u$do2=Ie*KZVq*5XFnZvTfd-5ETMcYJsBn}s=ozyRMd|gDV`9n
z;pJ!r@v$`Y?~NsI`v*E1U$FHzs_EfO*E<a6l`LRHlwFkNoQhpV{^DnlVTsIWEwRUp
zO&H`eJ!!HxeXi$WEKq({c)?l=7T<X`2EA(WBNeFcoe5S9P1vnt41rWIv1_{aL><>(
z$1A!y6`$EpvG;yeEWf{yQ<Izy$44b$NK?D^=AVtj4LS4#p~}&Q{*_T)au;~N&AeB;
zr^$gMqR{?Y>)d&t=pWmR{$El-q8cSBVW?fT=v##LY6g6hF{%Ijp7e0Z#$z7zxjLuG
z{bixsB_vIao*Q=fXV=K;(?if`tg0MzSnye*7v<y|tIegqUofKot@evI4)2?vbTr&r
zP;39ha;Nstp#Fh>YXELARj-t-?Gqh!OwOByH@ksl5n5)-fahJ08$9er(8@O`_5?rP
z`2G)j?S@Q%82dAWmhy`63AfAH&?PkjQpNc$>IBQ9QoBs@ir{x_s2TStRrrHXrZ44}
z6i4f#bvP%i+G1&a4Bd?Ox##0sud(?@{%A?#re`Fmd$PEo7ZY;t$fpQSkj+sRw2g<y
zGtXL1g;P%Nb|?nvHGxfESPp|L_$%f2(@rmb()x^~XtAEH{t+U8go_|gB7W=9>DaCb
z5U#!G9$JdVlAu8xl!Ojmqg1v7W4f>s^+Mc|OHb*N2lk+6rO_|%PVu)VQ&~As7*ks8
z(5{au)(qC;shM@qIv3l&`yr%e(%RjF54lBygP9%GQMd_g`+hSXtz&<$I0#rZxIVfS
zFdW|=$hMi6Re~sK<+pAT+rCX)-*kpcN1Q~F%xP@SVBr8-InhbRm{+-p$1Mg(fazz8
zkpMHf&vy5f9Sg7Ule>EzpV&@!YR_*bOlT>foP1$vGFNA#>y^QGh+x7d?>8R`>z@8;
zV%>WS?i%Y-(HA0y*DTZ7KeNUJ-S^qST&G7oyM-ay#ppW8;{2`NW)-PhdZM@Alh7wN
zE3ly+h99>8vhd+i7I!vPKkdi%%}|24tr7_XdFPtn=7!QiE<MaV(l!VBURpn=BZhC-
z1iLt$BE=l>o?xu|qPepbw;VUotw+1}oDDJedfI(oEvVRhuvAoIgRGQVi9}Uk7NbG|
z3*+z2Z#t!OXLA0)Vz5V#cCSN60ikYZx?Hqwz-^P%!>5TxdB-p)1P0ZZz=1!51CJy5
zX{p7{dzQ9qyPS*HI+gYnoVW%yVh9wf81|o|*u2=e13vve-tFC>{h3ho+URw9M&WC>
z9h+?+?iOx`k0&0Sulv2^y>L)OQ(X{vTjlyAL^?fb>x7M0{sJOv+>8$S-JH=E^NaGM
z{o7~}(?sYNy??@o>&(vTIG<Pc?uQ|f8nukEyo&_@7Ac!wONs_WbW%J$C#nLIMUXr;
zh+mPFw^!BTy9(*9k;IF2n!TUbdJDwXw#i;r)Z~e8?+%Dl%^<A;E7!=mfI)W=e0YTG
zb`m9Sc7~O5MT5?A9)#wlDwLcz?rhfCz|w9r0<#)d1}US;n<2Bwr*wZ!Bgq*qpR}`+
znh>SN`i$R9Y+<0~{JwU64JmSQSKYU07xJNIq@sUn`n{1v$Yj^kZK_j+g}s=h9%*>|
zVH^JgFGsvNL>vkTy|ehx)U*w>TMu-!+soC})Qk(P6w7_LU-hT%OO?1jjw%|}X8?lG
zemFsVZP`#Y>K85(lIT14e8gRZ9FAv9+CBH`&Sb!MMwEIMWl>So!^Vj#%;KBLqMPsK
zS<0T!BRwMB4_IB0i4DP?3@{-@t!o0vNz+dWJTG3pWLaGe>~5+9&tomPAI)G?j{QpQ
zYzGYGVgW8RdZsg8+1<U4@uOsTXl^}yZ(j{mDRE0zZwG5OjU^QR_;m_6U<>I@q(iiN
zz9n2xW9cw^s4gSZ+9eo2Ho{i;PNPoKt;3Dwi`NyGYu$9sHoHZp{Zk&>tCb20m1`wI
zrUKtVi-rO!`8kIP*0*&+8gac8WC%}fNr~zVb=^#y?ljs1BW87gj3&8x`=FgU^%}d#
z%A4<|J!w)M!J?N#v9F~rELh;<nWtjSzIbjiqH&v3<ZOrOL#h0tFK&{suQ3gNv4KSb
zf{Z$x6ll3F@<{e?Qq`WDt7lO7Rn??*WBfL~hNaz6xlLp2;AN&+gS475f}3G?ew}p*
zIU76hg?r=qIl`X_CVBN}=N5vdR%e%%V_)YujKB(<rn)TVUI~qfvi6DlLOKLrr9!^J
zV4R3Y6NaS|%tqg`i`j*+Z;GkD8IP;~+09tt)_HNhH#5*Z!pzC(N)>0kMK+(oV3m`F
zsm(#5CTrnh)|&<$#+%m-?AFe779{>d<FIvZfs%v1?tR;i--~RQr!LG6HfPNVKl)ur
zAF4~Qw|*BT!pCu^Yc7@6a`T_|h{Rvhxu4xC*b8r0gs?Jr41VixGkPwRRklEUIqgvX
z*~z?=h)666{Bu8}BPAv9*MDg&8tDj6)5)qz8yeEA{#w10U-lC{{83?2{%!nSjF)V+
z%?PWQ$A;Ctl8!v_+W6Yw?}AHjMm3n0uZqp>lu?0u%+1XW)V^#-8B-sTh6MjkB3#<n
zYsKRP<jl;n-N~EZovuMu-}dyA9{YAxF=U%1_p86OTwn`jvao-iwn%{UGA%Uy3MvXe
zW~byOozZDa_S}CU4TWW{V%U1@K>DivV2^9;TZ@q{>Gp9gc9CD53~V%Fv}UZ&2v%%_
z%(DBuuUpZ3Z+?kuFCEZ`%Wq0q%Bo7nF+Ux2A?YaPYD?6migAX{`eA%fQBEX8g<ZP>
z*@{l5MBZYDhJ=tJF;?wD>-adS;3rMoCyb-%+?_LU#_)>UP5L4VU+0zad7kuk+cd^A
zJjwOW%f@Iq(*KI;)n{R4MTE34A!_xDII!ubPoM69cE=1bZ5s4$pi$iR1cji$P9j8q
z=3~GHxEWw(=yOn|gZ>9`Rl?{rAC;5V)IG0|u<^eM=sa5$%aoG7L$xrbuMP2^0$<BY
zNHApqrscdw8c60wl;ln`PZ6=Cs?f|oZV*;KljP791;!`cILP(lYWVr|y~0trnz4k{
zJl2)sPGGQSAdU1cj!<OR42*v=zclxxM8~Cc8yRX;`x}`k)edHAE+it8-uETWpS*Qt
z*pC(Tk2=rU&xtNyDqy>NC>@+SKjvF0<EAy-k9_iKYX63%7PCn)Z8KJ@oP=m3IMI}X
zWZcNVc&h~e%f!mtvJbkFSn~7pNhm3ce#GcOg!bU9oN{FKLy$IudzcOa+*rF!V0z%-
zd;62Wp%XWll(ACFdt<NSVK?>8JDNk<^73-Xu)9J|PR>eo;gKP?#vBfjC@lnlsSBH^
zt^z*)lBxax<{SQ+?S%OW%)s*(bV<q+x}@>(Ix;XavK)XIg9GLURTnh~FGAiK2hvI_
zP=@gE0bxbI_++o`{qEwH)uaC8U9?nabxYRNfAgc)<EeOmhhK?Iw5huR7BRBeJc<uq
zKVCj8pp0mBU<b=?iqD}NIrn`mvrXb>&z>Pld_{=+^gP^|t?)i@kBzT{ptFI7WVfaA
zkJGiYDbYym62H}#G;v5k|GtLt`JJd!gOeBWm`3)UqPpZFNGNoWa5<#U6^_61^1_7+
z15L>roNR3Bz#O~&-0~w5za7Q|ir~h|vz&o^#;th6;BFZBSzBE_6q}T^^a`Zy*)#Sh
zYHMp<O<fLP2#_Y3oG$S8da&sBUSNYQ0iVEor!ngq$dciJUGmUlPI1i`d~bIWk}$&;
zUs;w2nU26Px5>J-4mJ+9=#n(=L--mB@!`S2TCjZRBO3a9&S2Blg1Eg!81Yb%7qi=Q
z50i5b7FdUijjizWo`d7r`;e)~u3N2g-H3v=<(fE`-kYAj3L&!+naTFrbIIp)^ms(V
z>%*cqXJKfBCLb9c8OvLW(?rzlT#egTvNy35_apKp1guB1#7lLmlpv*^nOww~ePfe*
ztj1O=n(xgpbAt4RboGXZuUsZ%wH`x*t1&q3GcC;2cprU<FZ9ynuMc4q9BlEV&HG(J
z3Nkh153N=S5=hQ}Jw11VDFynQ)&;sG-xw0Y@Lo;8+%*du2Nla3qY)k$loqsYk?E))
zI>}x5sX*-}ix?C-mW(F%pX98({NU2+kd{cr^8}>EwXY&-iv>rq8HTD=iXnhbtTuY{
zA=m{h!mV0$jO|EQ_i+eyu)vUfXM>!>x6HQnMlZINA&mN<LPlv0tfzuu02zh4!5xg{
zW^vOoyRJ@$vv!)~I!rf8Tz-;S?~7QjNljH%yC4lfh=-@Q!hZf-&h{P*0GtNRaXeV-
zb@eGZq|9+n^AeKt%0go9;8{OA;)bv-^XqiWxbm`_7?_l2cCfpl{wpqea|Y(osTKRi
z>pQ=^OyxGHq16si4(SyH#NEc@WNzJ+A9lbLuST@7+`G%H>VnlP#s|ps!mX)8hKO#^
zN>o%@2|r~f6ZAnEd!8VhU=71rC4h^z4$01~3ctivc{@Fk0JAzNGfL#odrkF`|D`I3
z8dUq?e43vAeBtuBC2}W$Rrb8s-%i#|@bywf^fos<bRXK0DM$vbyL|Rb3ogouQ=th|
zjuewW1mWs_2?~VEabl0BTAfK>?hh@8*d!v!$1^9c8OsyPhI*=H9r!kenXpBbV8`N`
zaE{SbN*dXnsPny}O&>o81O3trvb?0auC?xGXJzGaPC~?T+xmR}3|!^u1Ix|O5(lpw
zM<Bs|vkd*|MJWfzn&01Pen&!wnkA5!MXBc?yrCq^YeT;KtsI$tmT_&bWk3qW_r_pM
zZ_psqsA%{-oWlc*Pd)T+^}x@?%JB&%78*N6Ri6AYG_V+}Wl&yc9`5_-zG&y~!z~Fd
zD7BP=duwbBhhfhqzljM)PfZ!ecHucW+u4;BLg%}r>2Ra81act@Lvl_bhS%tgb?^jS
zR%;Q3nUf{J8k!-Gh&nbtzWxPc%lxg)<*`JR?Ual4d)(hupPwB~52i!=XCh%-@LW#9
z`~Psna3p_)&u{M=Dk?DwG+vcPBQRZ;0jBRFOv-{XUO5#q{n*Tj4u&6(?Lf>mV$ttd
zT?B&*Ob}K)#QZ+Im2)fA#;F&NZkijEz|x8$kNa;5v<pml(j(c-(DQGDY-EP3SA%v*
zq^&?-4Y_U1h(ia-k6s>SM7&CnxL^Ul#R%FJ|43(J;1OOVCv!kFd4<Wxa|=p%<s4Q=
z|C0t(jXZ=f8viE75j6QgFi1#ALvzauB-lqb(n=f{UKo!g?^jq1vVuA=9x+paP89Al
z@$^Q2;xULkho7ehnn0by8)S1nj1b{~us(Y<KKpl4JXVB`jv4v2qg>g4|M*|ti~lv|
l<j-gSfBMMzhpWG9e&v{)82mN^ld-XG$f?SfNZ)_@e*oCF=`{cV

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_synthesised.csv b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_synthesised.csv
new file mode 100644
index 0000000..b50b20a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,3.4155422e-08,1.3707663357452103e-07
+2,0,5.49236802e-06,2.204262967484218e-05
+3,0,0.015613837,0.06266332218472659
+4,5,0.23843929,0.9569331389054118
+5,5,0.6236311999999999,2.5028314827449307
+6,5,1.0336094,4.148205136595313
+7,1,1.3810829999999998,5.542727837676847
+8,9,1.570165,6.301574384194048
+9,2,0.8870456000000001,3.559997726717918
+10,1,0.0218293294,0.08760808129793621
+11,0,3.35113332e-05,0.00013449169919932716
+12,0,3.55401656e-08,1.4263405257089188e-07
diff --git a/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_synthesised.png b/modelling/data/abingdon-all/seasonal/speckled_wood_butterfly_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..cc8cce0a20ebe89c79505df383f945c0790297d7
GIT binary patch
literal 74986
zcmd43dpy&9{68#32caub66&fbhZG@%O6f>S<d8!cIm~%;m=P77Pzi}SCFkR2o6}IL
zmF1K%+iXZ0wozfjjNg0Lb$##0ec!+Puiszy9*^tMuFSU2`}2OkUeD93M>f{yrMK+f
zA|@s#eeuHC>tbROmSSS!Gn*vA-*}XL4FG=_ho5r@w+-?RkGLHQ5wp4-9vl!99^mV-
z7Y+#x^9>5rJ96yk5hJa=cf!Mi!;E!wp#Rq^js%7J=%`utJA!xF9DKnsOiXO&cF}+9
zeDc0s7h5MLcJb`#8<9C2hD79^2_EscTYXtknSc3?OALuaGc(p9nTX#{==!%-+b2Rp
z4(;GyZ#hvPuc3d5LGb-%(7ML@3WuvtsU_DS&3n?|J`0Q}AMc3nTz<=Dv%DU4@R_2=
z!~KuO0{?v~CPp?CfAin-?=tb%{(Bmd)PCsSr*|7H+;{x@^wjXaqoQR2kG(V7c1isE
zbX&xxr{e!UeQ2`55?q1k@j?0jZ*O~7!>Rtx^X=QW=a@G?U49pxsxlHYXXUQ?NI}5G
z=k+t2XPPee?ag5i4L&DSS7GkR%|P{rYf@<wytfPfb}ftFpLCBm!MVHbxG6qkGnhyN
z&re%Xp`C~QMp_9k($Y||yG{h>hba+nh+*T~58Z7@%gih($%}P5uMB%>95GXwD6OQi
zf4>DGdg0s0oo<zz<<#ysKYA!9r*2Jtu+w!i05LT+<=2}ZZw#9*DzHeJUYYBOu>O#7
z#HIX#$LV8&@$>PMJCo^dMYMWfTlbM#((m%xTALp8wU(3<-#5WHLw(d@&KwNSfcLKo
zW^1y8S{=uUsS##Lf4Nk*twyWw9jJ8Fli#^B6VcXhZKAy`66<*(Dt2iivt4K=;OKp{
zu+b;yAva>(D<oC}MoKjmPSuawo<n}e4b1F3e0uJI)K0$|0`Hr15aF#|g}o6m4F{!{
zgJ)xbyYKFLv1dk7>=bhO`xBiUxm5@$L!#QBR$umKZcg8)dk<?i%O|&QEJ?NcrfbwW
zZD(B3JsWn6SzdMH&)ufHA<uaBuv|CRpJGgB1+@u_ce+NNX61x+TVM5>?q@`da94t;
z33V@xJk4LsbEtYptZ{x#LaH$u24QcFRoDvSCx`WzQXDf2j{A{6J4V!fPMB2KCKU2V
z)>GaV7i%0od~uG|LurYc%W)?W_)PYSm}0Ub@%LA8x~%E^Gc*RH59!>&+W69@Wu1O=
zfWYF=Olt4p!-se4`@Q`BK-nCc7o7T0$snNj`^P6JbE#ES1T(5TRSMg+{66KHV5T{!
z5$VB+T;t+Lj5GJ&R>hu8%*olaFxl4;CCj@fB}O*TwOsch*^n98VdRTRixqe*a4<c_
zZWp+hTOl=Hb4{IZx*@T8SBSA#Rin_N!AeKD8Snj)rhh)~kIyI95mhSkVwb;AC83D=
zwVhfH`K(-ob&@jNVRXY57<(eq4IaCz@lU6wXRIA1T!4Xju{#G9%e@zWjm4{uc|3w_
zqv5<xUz1v070$*{UL3qEP9GSoa@P0#c0gSYn&|@H91(U+8Zk?V7>%@XH7G!)IuW9=
zG_3#4F<}dyYSz~fGTtziR#~Z~KG(Mz;6jz1vn{b6c(+lNGaP7sAz9hPV7TjP>FxPX
zDLNa@ts~2eE>=Q-4$LY%ckbLYr6#X+d0G=2$Y>%X;UmZhb$53+>s0gANZ}GI&v^W)
z-aNR3#45%^(~Nz8es##2WNQDK2m5z6I1l`eQ5>!-kdD*dT6MP4Ltx>uxXi9WX`S&r
z4O6n_LM*0}q?LZIFhYpR8ix+$?=O6sT&<|<^-yjU7jRX{$<4L4KfwW>XTG}Fp|}N_
z=L5NXWMy$YHU0`YGUL^&(sk=4C&6|I6OZG05|BD4g!BC!jQWS}=H;){tX|)5J}l<3
zOYx1^_xDgd<7Z4GI!#Zh{D#4yX^7)nc%0`ta>)26yTxIHlf8)tA>Q7`JwY9pbqMp<
zs~qYIhlvh@<<byte@SZE;oGU~-hz8!-)>W!El)>PnyTkUdgRAC&;9Je_LvDK%Sv)J
z_+I@cbx%>xhJsHhN&0k{GB)qxoc(kpFZlgt`Bpcj?NfuFmcgP#G%yms)0UNv-+5*$
zrJ=2D#b}P8NbJ0opQYzxzc@_F)S(>Ay!D-IRL}QjlM~Y&pEWi4jUyd}dWaS*F)@+0
zxsXs|A!Bq_)@(69?Jqk=_Fz>Qv&87<D^GZIT!s11u1>UpgVJo<+UgcnpLd&^^9EAt
zZ{Inhv^p~wi{VbhZ&V4k?hG)gUo{@RyMBJEByZ+d3@#a={<JR5F$h)vIB~#v&G8w9
zUbE9B{F=MzOCpV*x3)rz(pHMS!)EF}ue_>R{?YrL7dsOi`wpskKxr{|j)3696BFC!
zx=rj}$9##kSsGbeWepQ)w|jgb1_2l5!2(TJvi~?}+mp`Xkqm2&R(5yn{Ux^B+O!wh
z?gM&D&&jzfEYoH|pWRKD2`@#vn^w5C&MU1y0@Y`1tmxg9ssVI#>xs$yd-I@}q&wlk
z_G<{^V1%7BKE%;4Y3er-;xDJI$@bT;f8R5=_9wIL#D2+PA!C`An77JrTZ5(KL8#Hc
zBx5<~h>>5_C7oAxcw~7Q4hLI|&b?dZ`~gSXA#fxU*#kGHf2!2RaUHD8r0fUnipwD_
zjR9+w53zkI>kFzQ%u@rD9lX)>So+2Qx6&(uiaEt8?Tzkisv5iw+J}oH1!MVMir?(Y
zlKtrYkW81KE$Z}H^TpBib`O;CRh+wAb8V;kO=K}#><TzLnlYSD$x0~bXIdb;N3F_e
z=|>uByQ2P><gvKLv7~1(OGbMsbPm@OSu=;8J>iTCIJ}T^1mUW5DKPIGyamgLB7M0v
zR~VO@QyCO)93o}C?8)9QA1X@?%ANW14dW?cDxSz7;vy*bc8!gV<^H%ldT@x`^n!-o
zluPOO6GTApW#rJ&B{a;M+c2%-%(y)dUqkbyU?;I+d`BPD+aoSbC+M%ah8YquBS?OF
zGqWX6j^~L=9z}<4fmg!l<FPkG1T6swI8M6(8_1n2`kN>GkkEg{Qu2e5s@R7Hc}@Gp
z?Q(KR_-7OTaG2)8D^OJ3qNAJUUUkTtw~(PyJCB4{<J%~1ai+m-;JhyGHVD|&P<8H!
zLhDGZ0Gh<gHHMYfM9uw-7aTlz(1^5o^X7PVw-GBxSp^Sc+mBpSN9|}x73xE2_2hBO
zls!}Q+S?s6sbGg7QS>z)zHNy&9Cnoz3Lc{{^((JN5$q~_4%^n&7Rjd6=tMAvVHB5c
zVH1q~Qxh}`7=5Q(%$Pr@-ub5Be_O%5*_gp?bc>#P`>e;G-P!CK;6gKojj)u0TK;P2
zTFyuNEw|3J3TCdeTduvajE6VI;Z`;LyI$+Z6B(f-?bh-pa3D~`nI?9%No8EkU;8aj
z@S7(KpImYod3$*$YniATcQRO&tv-uDL%%n&ay1tk+EylXT0vKqobg0LNHZh71s3c1
z*o86XEW4&n<|Ll0iDNY4VUxY@@BvixGp-weLp4|P%-+&oK7W4Ak0AQ8CMN?yVQK}n
z@nv)lG>u8Y!fcpk9&AcQY3b*PU+*?%M!Wc*zb7eu$z^Bft7D#*7(GW2sej?j0EWOk
zOI0?HjVUA2jIUh29CidBG{WQq6mxTt2Ez)Y@TZ-9Ak;dNX<}n0l+jGQ7_syw)$Gs2
z#Ke+}(T`{Ct5c@-L$N&YU1xr+=(PMg(}>(Py~~B?Fvc*@jLvE9CIyCpMuiX4;u)_l
zjw7p_uv><SM-Y7JW`b@_Q0vmq?CV4uXLaU+hk(H!iF3P62c_TBE!zMp&hBegrq+?o
z?wtt{R2Y|R1V4@&t&3avom68yOr+x&)h^A-W*a#@ymfTLGi6_VilP8AS}%CjY=r}B
zMXvMge0g{u{T5HposNTAw>2Yq<EiHMz9u-zm#<&77EIqY%Tf``l(tp*KXqV76QlUZ
zq3B?pIIv;^%N$+M!hJ{U($uVIV{pFS`_>5R@17%hNFLQ>cotMhpV3!$*qvD4el@Un
zxi_bg^wm*r2Uv;LVV+A^m%hm!0oQ1lEpuX2jHUPY4#C&3Hq9ntl(QQ=iqDAPo38xo
zFfrx5BywkMhzBSc+RoxcC4{P-(Tsg~j3e6XQNPYi$Op4o0#RLnnMLz_GP!X6kS#Bk
zcdPpQcMlfgG}W^>0?Fr4`<JwIW*t1~pB|~_PTs=7f&`C+L2Od1?G3U@M4ra%t7+Gu
z9(?5Q@1c||qz+EN#nA&Nm>W-V_8;A{_a}iz^N-iDg6q0E&SdHf3U4|%?E15T-1>nx
zJ2GMz^8GB!K<b8L{+lpXcQ=<8N7WhIs1lhUMjw554{5%(61KM?Juh!I$Hr`N^j`Nx
zZ%{^H8FLLYjAnr=a>33G4#$NNP&bAirMLv)RU?K&CM1y@!cZP^D*WmUrOKJLVXO9q
zF-f(&=;^Xh%H>oQ(;UGt00(cY^URRZdnY~LH8^6tjZPo*bi1U}w({qc%>hl#3bH3u
zIf_DM<;AHu=$H%V)8zKfNlKM(-&OTRfYzCxdGrlSab-KV#zd9LoshB_5^RxgFMBBA
z#%O;<pp@61Dnxw0eVS-fsWS|-!$D^@W2(|plueeIacfAo)2HLZ=s8AVIqmVyRYM4^
z3SD(FQ%)X%@=P)MWQgE#+Tnqx1NjHy<|q41PMR4SQjGq>(zyqy3Fih=KheC@O9N|v
z^qp7LUKnay6VAq~sxhNjsP=Krf$rs=1XakrkMa_hZc!8Ir%wH(`sBf4j~~M!t6d2+
z{!H_%@w->(N;fFIjw}466cmngL_8Hzqs>60SRbE_R)=2BJR-e8w}rS9A*-+hefLpB
zTxt31fVgz&r%nP+<gfYus~c1Fd96uX6~7NN0U#Vnzv((P-w%kzRKPu4U;u&vnpBQ}
z1D0oD_b%*0?9VKpWizl9ubUS-<k8tqd)r#_&z-Arq*Czt_vkgC&+~);;>FWJ*)vi9
zJQ_%c#M%66ZRLjHW`@Trk+IZNdj*?_d(BwoU05VpDMn*<W9s8b^P8ktnIW^@8n?D~
zGf$*lcHVP^EAV?kxEan+pdcIZ6%8>7{0dgNgxHa+WN6GDs-7j6^~<DEsqlc)=L~C+
z?>DQT5Zp&R#d&rEl&-RAu$9k5yjAhfYgDia#jmI1hi7#LW&AVwL)Qk{OO>-3rv{LG
z#?5I1!B@WItIE{jo_Vy4@nrrp;x;}aQ{uqd?AmJ2W`)=3nm3ob!Nxt+Y=O+6ry^&#
zpb6B??ZS7Zp8Rvc9fblLabMgkSP;Hv4}Y$6P%u>IiGuyC#?xe;(hLIgr~t>m3Tsw2
zTmx0oN$RQn#BX_|LI#Wu#T)T4(1kDRd0Y4BK~at-lG3|(ELO8;E<;lFc}9V3Mk~Kb
zP@x<IRV@ubXhin_Qn_UbIRJse?kx>Uiv4~92<WQ_(6J<2kK0XnbxGF_<?%0<^EZ&u
z7ddC&YMGo4)|2j(G-8YvNUUg(tRFLU@|kWN0_VVou1$xs2foMF)tj44>GX*3<gibw
zDQ{C$GnR_X1r0U5smnT%yA1Y0<1i}%Bb5TM+;s|la|S}!i(Rc{^6s~Hn*G6}PHFrJ
z@3KL-T734!@m1=h42ezJpM4y+1s<(A3HJy}HR0CxpJ4{BQ|I3=(lR{imt{Qj#f|#(
zjG=!g&9T3I65!poj*HLh(p>omdIcT#K#xO+s|N?3%GZ**&_s=55}gzAE^e*{c2S)s
zOHCX!NnD+l4w<FsMsq_Hc4?(bJms3j3E6HIt=>_@OhrBK4GD4sn>_}?1r=A^>sz?Q
zl($TZOuBG!;HH~IppKGQ1*v_q+abSC#fRt^ltJ%y#h`0~6ng_tk))?z?mXJ|{jp{z
z5-GS=5MW<X=NT8p#umq48}F*bsRnT(5eox1P0WwnP<ui~21Mnp$LToO49$3&Ul<tl
zDN;5cR+X|$-aWD5jAjMrcdu(lS2%vnqKbur5(CA4J=N<z#D_6B=SV61KPi=qe@HqJ
zkvS5(8LBGfa=Y|rO4HD9d{^i4)=p3magm|-`T(Dmz2(EE=w@-FmCDAJ0f!RjYRooF
zNdh!B%h(7-MBtPAubP|w@MQGl*qHBX%2VPws``!m_U;@!e$>g}&9G?(omGv*UClPo
z{t<Tex;r_=5SL14MMNo1^6ufY7j7Bcoi!bFXd@Sy$`gD9S1{}<<r&!pS3uC=qk>+*
z5H$lf-W{?`z9x1oNVvQZPqJ?-MOS{hQOf#-b}9t0iaNIJN{F5+O0y0<(zd$HejA8s
z%JrV;OivGd;@r{eSLv8sXH%(?>s&$d^GNi7O{bVGPlmerfLhqSX5XfD!=(qv1s|72
z{Bj$ywND37=r4vqXR)yUJZcQU25Jp@Ml+~NCqmiL<*0K6#1U!aOc}6a@F#fb1JPmZ
zf&oePc|^~kkN5BIAFY)t6((E}+zIjr%(6p&v6a+PWQDU&09vv_(Gl1B6Cjx!l6?*K
zBo66RMM769lvHihLoSC8khSr{-^sHYq$-O$T&yvn0LS;QAq<wW6dw=7V_v`HtrB2!
z<(N3T4@k3$C<jM-i+*OBvc-{>U++;fvP|KChjviQZ_5Y7%vPj8GDT->XjP-bPn-S&
z2661Nh)~5iR##Qua<tFxtvc<fM0bbQHGLgag=_s9Bv(og&H_~9oj<~GBoHdwhR5Bh
zJ@Pf|>gFR}&>?_=hs(02QBzdX^fL77>(W6)?RX#92s0cEJO)3`1=wnOPh12YYFOf(
zKd^bYB`WMek1dmRw+g`*HVZC5V=QS0P8*zlR=0T<19rm><K6Ww7cnzM{)Q8N_Ooji
zI6xew`zfx7uErI7n-E$;l%by|z<e0o_pT$;ei;y~bycDtbU+ci`yF%PPK*9ghVh#j
z=qI(HP<8U}!JRMxdC)P6*d=OQ-D~jSHJ}ZNQ|J)<U__~L-zS_^1=epE7GMCS?HE$2
zJmO!9Wc6CeO2-@-e2HZ&e-(zY73iG#!Hmb#{pYus*bkWn%3W|u{$o?w+K9BiIgcWn
z`D-laUbnTk9mYjfu-8Db<OB=!dQOh71nK`Ej4ZADpb8{NoAm}p?cISGImGOJWgx}f
z7?sLKwL29c_y-D3&Ty*We|*%xP6!>_`=rC~d#GQQucK=R-yR-)O;W20zItmo4UOhv
zzNiHxWdEW0xD_T#C=9z}OluG?T(cG&l?RY+2Jv^1j<~(_hkxy#{~&kuL|WVp!{AX!
z8c)liwtWd5xbBqHHtM7MN?P>>j(a}|zt6w`CN!BPS{DVJ*;a!eiKQDgq94Vcktn{!
zi|zE3i_a>*qG2~c32}SFVGn&cHN*3lgQw%Qshg`!>h47#BKSIN&Fle+H(y)nWc8Np
zhIeX^MbK7J?cYFqiHQC_JtJ$-TubQr!@Os8$_^(~$Pb~Mcj3zFGr-nUab|9?F!<|P
zonoiO#Y>mA<P^~k=q`Lo*=X?Pg;k|D(r2C1?0r?hV?t(p)M?l+^jU+`c2NN%hVYf}
zdr|2O7AHwF;`=+=5Z=N{W$s7XRb%!iHBHRjQi&5)<_zv|g1tfAb1V4G+|B?#WF*eY
zY=7MHlsYS}nSrBE*HZAv&uT$vRU`+dHEC<d+n;LkE)9Bbf*>n+-amoV0cFA;rD`(V
zULtg#6kh8@)f1%?qjeDKogq5TV&Bw^H0f}ujKt+*T|+#tG>xd)Swg_+5UKY`9`phM
zlaPvi#N;$zcBwJUgyLspxAA=P#xXuU@B}pP4ej}Pm8mPnyS@wyxpO_{HNkP1%{3a!
z)_!^G288<x(dGd(AJk!iqc=449vigr5EORZsqnobSQ~{oOCqgo{it;1uueZ&nBdw6
z&A2vZx*1FTz<tst0aJ-xyv;h$p*zC4&*?Uq-D+fuS9(}?MJcHGG}WAczr5v?e<=s^
z2dznx+@^ikW45F9LzCNa60XPkh=yNY1gZ&I&kDy_YdGcEb+wcw^C52K+S|O}Z6JxG
z72k0`e6@~*S_UDiZ7?@(W<cy6Yq<qUDxv5nTKT@}z6RO#62}4v4)8nFuclJH4Q@Y3
zu~hus`*r!H66Z<dlJCycQ4I8>f=m#~eErVW6vIge157a|524FuFu6$jGEfYuwt!5w
z^v3}KyrR0{`(urs&VY9^*)9}Z>Q!?gIVzTJ&E2rlGS{t{zS)jvIwUAB6$bY9h(AAK
z_{*Lmun@^DrC)h=Zgh7DwFy67OYkwdjZ;0Vb;|R!lhjXIo>FaD*Va%zwt_axBt||!
z5NNEY5<>2IB~oEMx6|7z0&`FMsF&iGiL$ROKPulXt>=QF(y;eHbu~S(xr>@7;Lp|o
z(Uq8mYBp{mwmoJh8D1s}T!&%TGl?>Sf<9^Q#?#hp9|V*n$!~?9i@!EIcLT>|@(_YH
z0~Kdg;;>DC^3bHTAg8VpDY%943_fSBazDEnMGL7dgpy6I2Y;COS~WWU<hk?+gv%lz
zJqYW`HN6ZmTL17Wa5O%gB)NxEFUCQvvUEW|O1P|VbX$Xz05#wYi~nU%)MYKh@fr{}
z06ImgTzj2+PNoTGMI`H```R$`q{Fs+>>4h+BG%XXve|JRbL?lv^P2{8pP+dXG8+A6
z0?h67g)-w=QWp~~7iIDVujR&8C2d%le3P2P+H?Gl&1ZKw%%S&VZck!f(>iNseBj^%
z3ebOMy)cfF6_Bi5%>f-sZ;aNzclLOPzN3NBMj>Vz-{y7<jtn=3E!4ybNt;)wW<CdZ
zXh{*p-Qa&5<ukr`((g)Rum$mOT_48~T%M!Cb7|p%<m+L+dln*{q5Ah}J6xMXc$Yrq
z1eMLR7y`#-c7vt%9Ri%|q#o%V7g!utH1Bx4w#P=W?~CphMnQi@-OcQYO@4nA9bLV{
z?1p63cqa|c{NT}pYJLlj;<$D{3FHVHqOK{U(u<$8&v0m}O98;xAc#IE(wFE?`V7|#
zCv;4Xu`;&Rs=j4Lv#TDuXwSg?CR8*q$<gb_?S$4&wg!KEevQ7f&Stz&V)p1q{E)o6
zXz9M=)Ymx~68cI?XKjFW#KYu)cXQtOD7zio!h$eF+?~F{;VZ|byc!kt0YVA0PSl#5
z=-L#*?n*b@Q)U30WttxS!Ia+Zr1ll4+-GDA`M4h4mGajYA?#1W&|9Fs=gpE#&XN=I
z;krU_L{6wj4Mt?h|L}e>XyBjf%>J4X194QK1FGzx;ZGLEeSWsD+wJ(DLHo)tyuhr>
zh9fbUw1Xa5-|c66t0I8Sk!oZyUh!VsL%{}X{1_MHB=*7d5%!OS!n4BymGb`BAW18i
z8Bvvf|It*TIV-MUNOq?kB%TWtDMOpYcj$Q1;8K0s)a#d!(tx&`$FGbaoRMD618Raj
zyulQ$pyqN8d=|N;Pi6Uy&kZDKf}>k6w?_yBOc$<kuD<DNBfF?NRXNb6Kh~>$Z?4kf
z7WtwD?_}$o6UUzIb2B(PjYIlCG=}K}p_@{wH2)YSGVZ>Pv&Nh16y(6QypfCkdj90t
zUudmsh6r-(Eu3o0y1OEh;e*}8c;p&z2MV$NqpkOK+NV)MK$7#@1*Osh?zlwBeQwZd
z_g2)OdDMvf4bxkDs?;k08oZtA@ZJI|Ne@L8UfaMsw0q9LEiIDhM0`qBb(^^Dg-e0s
z%(O|k){&c00SzeBqEoWNIBG*7&Y^ZlIc3WFtS$4v6@^!r00TVpj*It`CaN7Q{g{uU
z<xH?8sk5r;?$ZG@X2FYk8QbT>+n*>=$bgOrVrF22>P#nidS8_@zFqb(j9^X<7f5Y1
zte_{h(OQ)rOSqMHqR%ky-h*@{dJup7N!ZSO{cwP4*dkm793dTHj<+m^U}>I($@rG@
zQFJ?q*-fZR)IVJg`o3s-rUr8FO~!L?`g<UzZd;5g-4fLGaeB|%@a{4gk`sLIHE(~Y
zy}kYC<-!6r_fR^7eww<wgNbW~T<=6*`z!G7H$f!7PGPZLRmY-kR(*zzQ1z$YpIKGv
z_6(%9R}1$lO%M6N0!X%fbv?*b6B9GLpRqHm-o!VL#j(%d>o!$+rAvfD|30MVB5tDq
zjNFiS-nv+hy2*3g?HYNA(7}CHb#3wdD5*{Uy-uptx4)(vwHEzO?;5Xi_RW%?K#mzQ
zsWt?4T3|jKsAD?mSqhIK0ZzR&YSu;*J6J^nx*FUcU%P7Sn}Q1xS`1o-yLL1#3_3@=
z#@fKY%SI?ud+TiC{iPCynySmnTWkJ^>p%n*Esy>_Q`cHH`GW-EhWXpj9yuS%fCcEi
zq(6F8WkFYnFqpb-Mg8)iPK(v_T?UHTd(Zh>A)0>u9Mb!pnc<`j)vTi1z?~=^@e`($
zOTY;G1S(p;0_eWyh&wA-EETu%aszx@aInuQTpFCj)Fz?(I7wC00hGXA^BY!nCUAOP
zRUxst91}F;-%LDBIvLJ(&8TAg;1#nSv|bGP*g|xtThczJ@4S0tHmsc|!53y$ZFB+6
zhwcVFdm6&0Ja#CqlkUTg#}90)@uSK}B{mX+l+tUxzP#{5W;ks#C;x)b&9&}0+ZtFj
z3pyU9AFAuQ<D6uVXl!XOmAJ|<p!(dTK0gu2aHOYHu6iB<idE8FoAA{Xs_3iQ!7%@K
znTDDKs7WC7%IvD=Tl;`Q&AHKgvWZ*g9mRUJ*V$wOzJhI^K+DB963q~@1>*UG8|AGs
zZc=+@I){5K^&Qu!X1>_pnjV5QlWQIg4R2zfBHJQ-N>c}4ScpyEl@<H`p`xaB`tqeq
z=)87hR#sLkV9?!oU|Y3wfdaQ65*Ay3{P1F#0UL>5b*nKniRIW3ToBeQgm`%^O3Lh+
z%s%e>BFy>X#YeMGbXtGGroMe_Bmn!bmBZm&PsOr?f|0eE?2}RGn%df<!Ss6H{uq&!
zKGy)$Z^2-Vo7*(3$7J>-3wQtih7oXrxY_1$v7@+_mXjmEx8^jDB`U=LH+Wv#rKz6m
z36xAXRvqZ`K5r=$AkY6e=?yAsJl`bb`-jk3bKthS0Rc5fzy<PAE7+nVcqkp$&Lw4N
z&k<JskXqNvoM?|2d$2Pjy0U6NTMiLGsdhoS#V)<Y9O(jb-*+I}=hXlKFdjY>U0Ge;
zQqw%!N{<-2on*x2Rogm`0G^iEzs6exyqWN=CNC{*{G@kp{^`~vmFUk?{KCS&SvVk;
zjuf7I5);9IW!3=MzFYX(06Hzw1{-_$psa0VCJ9|)et(p2ZEc3O{(3Jp!4w(UAv2z9
znLs8(7~xTo-ygMtYrY?|a(}a&IJfK}LbW-L3iCqF%y{xtfQq@Zfx)9+HCy^%7(IW-
zZI(&6Yzl9`yRNmOx~Vg&dw6)beE}y^)AFaY-9L7DswACuzH$vZf}zZ*=mf0Q3x{~;
z5yRjTT&6>C(#^ydBIAH0At4b@hpr)~%SvJ_l4M}HM1MevTj%G)S#|K3FP)vC)p+E0
zOpn<dY-YHTylNwltrI!y^Z=9{gkIM9yR?uSPA<LH4dv4D5h?gUL7Z^m=7@+c`u7!{
zYa~8?jI-iLnZP-dg6WEyoP{wJx{TSPyBjbHay-MLxM(63iW5eqa?_DWlTQsoTFF(_
z5#Yn^YTzcR#{OEE9w0S#G4qtKk_5NPCl?+1qG5t+pwr`0i;IhwMHOg7q&qs-d7K+H
z5bRk5;t=w@Dl&X@iF@K!20v`TY-42*qi3DqDHcf&#3MU+&(Q#m_zLjNI&`=@7bY+_
zHy@e81A5qR820n)CFPEm5knE!Z5ISnm+|yU^G-C3Qed%>1s9B%#Tf)K_cS1Z8`CNx
zXyD)y|M4imrsoC%6cW$<FvFTr1(Z3IXF6N=CZM^(V@=49$n8Mp;Z{lGt*ZQ1(RThU
zpt2q_0_iWHwlh9YkvlQ7(t*v~A;&(SF_Ez5jP*+oBbX9BQ%!$fzIZVt&}4yZ8xdKl
z?8(4UBVHPX{oF8Ef*dpqVxFvJo>`!FHwayrtBtoiBuDnAp4@)t4Rnn;d-W6Ue8d`;
ziYe*$rdM;K+2>8nB2$qN>go?(Jb&o=U=^M@JzR4>RmEhFPiL%os2j=b3HQVldci;x
zdoTllo>x*HYkh+^SBM@ltVA+rFX3d?wVwmv>Xst#b4I0__y@GKwX4W5IQq7_YC+`H
zQ*Pk?pAzdxNC-R%EYQpKO1+yF9Qab@$miHJF}`v0%Aj))_g51<^rz{uV7LC(T6HzG
zjHXsjCUts)rMXBW?(u!sjjBuI!@0Ed=s5Ux8nEB4_t+U6^$T!`x;hl#(iCs+OoWGC
zSBmc|Z_zOn`>{$D)UJkJ&FA)5Tb_~VC3&j*&TMv|a@$Q0hpvH8%s9wm%xc7#Noh2{
z+bzJ1+PFymqm8%wJ0i4qdG+|N>!)pbx?Ac~@*X4IU{z-p4(X8J-JHVtp-mRdnSE-G
z<@Cgg9j<6WejqS~7>W*EQtD5`=^ZsdEY=B*38rLnWfk1#%vM1gCCa1<!Fj*T=*cBA
zQnmIjifk@FWy(k1&YAX7R4_u&o-z`s3M$l~Vc>8>XsWzCG#fV?iI;a?3j`K9UHpbT
zmLxvRBs!gHpP7~ZzzG;x{FxmjZr(7Ihb7Y0=(!dP7aP{U0pdyAWzZwqhFG>#Hg|47
zX)>%4Psed%QzFeb4lno#EDz}~Jv}Z;9+V-wkI+}ASKDvL0nE+Y<vk)hOmxccR@zf_
z=;*ZMF`xzE+vl7GP*rV&mI?5~;gOXR_o4K;R@sPb^z2U6m|v$KaH}f;fhf7*93V_5
z#-5yKQiR7EE3L8((v5%8mNBbyu|HkG&7WvZQKl1!afnL%n${~NKe`@oJcADlKsD0u
zA+JUP3tE$d>6EktTYO?q$#5Hb<S-|xW+ZOS^vB$gY&3Jco~t^;r?^Bg1`Oexp-}#9
zDSM}*y#&T!GGV7+E|#?d{5A0&UpflgN66!El%VGV<&k$Citjl@2iy45P((-YMoWTu
zEOq3btXV_9VEsc?5miG0Y_}}ZN*6`3DD~3u+!flz&mbf*>IJte;%qL3yv_x_TXz`s
zVv;bf@7zxAv*#XKo?peocoU2Svy6kjsdYN|j3w`^gS@x(e~S#E+2OFB1umL&q&w3_
z@FGC{c?L9^s2s6ad^NAN!xJd9SRE0flxd;Ffe%iP&OwC_?d%30qW(*QYHh83H*(O?
z$0+MK^NLx`!OIyZ)NxFhuUihQEBoe@+!`&$O(6#~(p6Rtd4Wqe3<jT|EAlyKf$_uG
zSMf$yOVF2~#dFmT8_4Y$OhY{#G6<P0NHSJD!VDOHya$+=-H19CE$g+UC1bP{<v#T2
zjZ*NhT&+P%cd|oq8fsEG?CY^^+1)s+A!BsFZju>hVYcgvUWUB4qlU<TOG7~g8K&LR
zHjZlUhbFlDapsQjG-VymhyE0KT#qB7(q*<~&icV@2&mHCVKS;_!@#79#pUNh+8o!M
zf04zF3mo7y-xAc%4TrcVAhUF|tF~OZhWb4$LHNMrsGoOFuCjw+;2Q0Be{50dq(dEM
z!J9pdR?&_e<6*R$<8vO<An!t)gEAxnh$ju*M_sO_PZ`pSYno?_S+9JFk@Q3^TH=1E
z;4ih|_-me2BCci+f>YNmtDx`!Gk%Y&$6NBwOUuY|%o>j;TxDPNuUV*Bz$hnayEo_!
zEIkdUHemv6{cErzg9Ou5hz~8KNB1hpKkQIO-IOFcATI3Q8xyIgyAj$_gN}Qt%r+#?
z0TIB+jrsGX+b0dOJJCat3mSJ-4Itj#%b3v&;ob4oV0)$bYb5b`$u=!|i*9_F$!eox
zWx){CppdvsO3A{la)^6@e0T*R(z95tgDmi#GExtn+6jde7+zTrQ0G~wEXzfVbs3Iu
zVrt5+<k_hmb>j6b52P6KVzn3j9EI|A*N%&VgLAE%uy<yeflX6tCCMfxtwXZnIOQh#
z1H=fLxL&Xa+ha%%Y>A(+Au5nQv;Y)@@_ebxALe^f1sMfUc70{Age7;8v+7U_>MV+>
zdTQlDZQQiSLo+e4QiT2bel<;W7Nsh2w?0Pf?0)>Gih*`%{bnOE@&~Z@xL10;^}PuT
zx7OYLk_kei9-hP$SVEz}?K3XcO&i3-wk0cQIc$3sJ_SyOR79BA*<GT<=h?EQITjmG
z|A-@^JVE!<c@PHuMQ@41$Zgd=e7FzDr1hYnV*JEjzPJ_r7x;xH0Hl1!-al{x-Ei)l
zxt^XaV9sF;*&trJ?JrSukpOr`cf{L-1o4CF>TK}Mq$9xB-3yXtVh?oz{Of-#uSo{-
zwlX*h)>f_FU9TTBi{iC^-DWhwoPhm(-PRUMR6$GvSTykY`Th=ume^kpMc4Gt<Abv3
zo&J0Je->Ijkkq`cuhOL%PD4YUfUM`9nc{!nQ0$lwP#$)h#WaYFQKz^-T}%J=gu(|8
z9z3@D`0-=6>fdrgxyH%t&*w(Y9$8ik?K6D-r1jCQd8;3VL4Pa#`y+W-BnCoK=*ly1
zv(C+a+P6Dc@0?F}PMJe}Aj6ooW?$v>p!x8o_|^aUwVlZS*E=Tv`=iH6tyBFaS5c;h
zAl3Ho<Nq}9`=W#K?;F^>?qP+ke!mDFWov&KfeVqhLZ&@?Ho9_d`+rM$_AWrpRc>vr
zMn*;;rf1V~SVJRp6%V`n`OL`K>O1UgGWo{al9CD#8odMr>4>oZ(!|>~pY8+I@{o?s
z)!!Q16Ao-j1`E?SXb7;Z^|lCb+oyrRHAKJq>EE34ZSQz-smD&w@&PIE8*ZrEE;sJ)
z^z8lnGpx0jFJA^5N<exIpKHEeE-otiu=%0LBR67FLux={yA755FZTTYYhsU*)MIZi
zuR|)0@uQJao6fHXH|3n|$N@Dq$&?^X`^w-H#F)%e%T=fKq6OHSNIh^l(CQj#hs0fn
z!AL<!H~4X`SIU3c>Dxb~x1O~a+$l!B&p&bge^S(9(~9Qj{@ZZ>UxDeph0vke(;|wI
zD5G5dvn#vec1Pm$U{y9qFYOTmps`OC17aeF_w76VL_xcp&$Gk;o9L5c5TJK~4cX#k
zqyJWZuLlyClGA-}l0eWXQ2lcwICpFyL)iiUYXNwS{ynCAGN5HuFJ8O|Hk3d0@}f+{
zzn7&@+4Y5@<al{rIBZ9AvMKbo`gR<RxQx=RPjf0U+!Qf)R~a|(NXqb#VcP|(-3QKd
zaIe$T-|kO2aR%({Ch$GN`>hNQgWOfHK-PREUqnZMh5QP9&OGpV9$*P#g;M{nd1-vh
zdk==N?+QUk*OgZgoW%c_7DTb<Co|(Fi}s<yS$%}`j29o8EH?yJJpK$FV9gm>Oh|3n
zl5=|=Aaj8XUlF8q%|LcUTIHkzaNQqTn=N^X0G<|CVjFVTC0WsJ(%*C(HMepg8C4&i
zbSjNht!m=?D9pUse49*PLsg2ZxhpUU?2}}a!%5osmxwlzYx!8SI#|36eEHzdf~Sgl
zmKKRyL77S>7h5T*k2b|D{ZXFr>G=(~j`2DQh+K)nm?&e|x6>Pyi`4UCbbknmDasWh
zMp}mS<KuY_dm}*BQhv}B$;DD~_6C9=+iQLQVh}zw!6)xJRyfRG25{1Z-v|;kmtEX$
z+$bu^jlKlhT#~IvyI-x$o)b2yX3M2v&WH4Ty2&8Z!m6j!+z)Os1EJMWH>HQ?{>|Oz
zzt$3TC+@$Q$e5i;^{%V_OF?vjN`~D_Bj{6v4wi+{+*du+nl_?7psH`9YK)Cf9uoKZ
zxbJte8Wfxv+iY^e3vjYDVIv@>c1;w&i3L1Qde_lY>N&v)a0cwARi2rP?8#rJ$^<m_
z5IZ;IlVbO?IH|L=+BHCGPb}Dof>q!IYI`9>$kiWsxtFZ02Ckh~ehd6hV@DC^ZU$++
zBG4p~Vsa#)$=E(fO~~hcNt0khQdHws##(9so^#N=Sxwfb+<GH-^<+pA%wx7^h7U5w
zhxGLNeeap3V%GqvDGzp8Uw8lCqjsa?b<Rnj3!!!`Li+WR*8Mhlg)nE70rd4;Ti4k(
zJ(2pG@RUlWIyD5}E~DpyG!}B@H*p!XDHO+AO2z3^e?lQJn<1mIQBhIWK;^sYR9r6M
zs9iA!LRf>Kzsz@P*1U{%t?=>d@o~%t5xIUq-{%40m<CD)Sp+XPoX|eC`>}*KH>wT9
zTUbVw_T`4{{x!}S5|`Djb0#-j)qXhL1Z;2=#SE}Ktou9h5{7E*VnM%*R5)!yv|1)F
z4}I?H8c>cHE&yqT6VO`sDRB7(Ybz{s6PJ-wmB5S=?dE}B-u6otFG!yJxH-z(%Agxr
z5*RdI-kv=>k*9Fe-x;~YIyVq&CBPU^J}fV=QELFY5c&mb>gpyI@4G-?@e%{xdAQ`n
zx-*%OJerr4K_xRG@p9%e|4Uc4p{BXHTQdj!1iTE_F-Nxv%apzf;=lqFryoQuUAQ!?
z)UfwDC#hN*OyQYUc9pMIaMLUhWP*{vb}@7&6H<Y~lAIg$Q_-hkO-iRF|LN1G?NEhL
z<V+(ghc|Q-K>^ME4R}o%f<I&JP9~wPHFtN)e%P(%CYm9+>sQLD{eg~ktaZJ~8My~b
z(V*tsELs;4=UU^>{av#bzFO{2LnR%0bNi#kD7yoIPFx2J?7Z;AJkhs|&*E0`N~JaP
zK=xAvnM7KQ^{=BlDmMD9b5KGDVlR-;yYuY($(`#Q417fv4<q*LG2;CgSE<k73+4hn
zB`=5a%R4b~%TuRk7%*QUO6bhJhByWfURvj1Un-rB7sLRj-wjnqg@bYi&+#G+K7bU9
z|GxY5pV67p#Nm~~Xyl%4L0XZ%gCJGdFL07%iITb`kXO`zIcFYmIb&ArPpR%+Gq}QB
z_;y*xNU<Df1$k*ke*C)IEQ7yZW?JQXwJv^_^3g4_i3?07qZKQQfnYb$y3_F2l;oLY
z=`j3uF@@s`-k2tCZDrpd+U+zgN8SvWFS$e*K~?SCtMcsFzdNP3=yWK-Oy;4X!BQVk
zTP8P15YnU{`~k_Div0X`#Y?X6T`_h;oIm#2{eCZKTe%s}eHTt~d(@6a104?~XzUnA
z%ug18SYO5Ub*?(ugw~Vxn)9IO!4oIx_pd&B^k^UE9D!T=C@%nMS9JQGq&!pR!+x{p
zqUM&r+cMn0V3x&wwHc?kzj=1ofpzd=UnjKQae{H~Qeb@UE1QLVzi%q{TI`%rjy@Cx
zq2H3T-$_;zN4pnEY|?z4#jN_`+cB>FY!Vy!+hbvNBrb_Kv``GxtG9GUeVJZ=i!cj_
zd*?v4MT1bBGV;$Cb?fGU&xE>1&s<}EpBqq<DpHA_EU*q96vx;<Atw~^R<-X;PvAU(
zj%DrA-+5=G6<Nl2vyY;zuX|V^LaAal(j{BjMK6o)YnXnTiR<jO79B3>N4RLzz>*1~
z=g0ufzK8k7AM4h?TG^!^0!Xe&JaK}Q$z~#EwfV8&9>KhA@swsz#3LGn0Nf9c87tWb
zV(@fNc*bv|&>t6)RZNYaW%+?y_0y|_c7;E)ZGrX!b^nWZjT=C}a$4Hi$R@ClO<-rV
zANpY}H9JseJH-hFYKiE*THAE~MMkIe>n~pIzi6>SbxMbQduHv2>JGLi*W6*)YtQv3
z*3v7dfreVL3cNof>{&v<i@&qQzNjgn$5;v<wAdi5-V2Jpf&-4#@bk5QJph)<F!Htd
z=)B7rS|Mn2d?3SV`Zp+ouaDkN2%~z(MI^l)i5ySv{PLx5vwBXxgp>m3SCc|7aw7d^
z`2rJkbq62&C@ELag6H-n^<{(T<3EE-e#x|=ixoF(m}6%4yW4Y#SkSDE*0Ds~K;%M{
z2}GT18TgnL1KxXgAA6}HTL1E??l*!v?`YcTuM3!o%#o<@ph5lje>>srNMGwOJ{8G;
z3}6mM|9E~rXY<1V_ySPK?f~VdTUgyRtzimMqx<qYyfg8fen7s7ik5+T)jGEtdKJ$E
zWfdPGt(*irHvFUf%{!C51>HwsQn^mQ2Gs7N*;<>X(OK*&X@wQeKt(2q+WjCKVx3Ad
zJ{tQEYWZwx%Z571^Hx*9(2Dxe0L2`I16X(8Ln1r_nEz<Wz&UL68wCy)=d7f4)Grmg
zyDYGsD&8())^fqP>k>!-4>seoa0^J#p(Xd%ZIk`{&*0o$ze|@de!I+)rA&30RJ2^{
zc(ge*5HFw#<AZ}LCZsFy?EN9mra+`Q4%9!<h>P{7;sJ)J_MjXmwI}bylhy=nYxDwK
zDH{yMM4*pgFc=gO%50%V<w#s0U^?hp^P=&lv}?Z9H=sgS$1aX-^x?s!KGSNWfSns?
z$p!#m)T_#=b|4{*w=4VBRH9PgCNG42lA#4SEecxFAFEZ(V_RIKrw#&$a^{~P1xn#Z
z0HX;j!jp`+HQ`$oPd?^rFNhk^qH09V4CJ#G06{ZaxDg-ud~|LpW-Rb*{WKVZnOpms
zr6>Pnuxf7Si=csWyN2w9ZIgNbJME#e;x{{?ndTb|4<0-H;NYrl)%u8_Dpt3$%Fn@l
zFZfCob9WRIi+y@>CnOjBNVJ?7!V>$s5baI~oqIwqI*ryl{A!?0n)NFRZ|Qw5O>5st
z5hY1R+Ft+Y>FV-n<bMF+OG4GrZ9DXDa{4c(#$rA+o`h1p9nCITsTZ#Edm>?8Gt`ze
zw^8i()Boy%g<b|^;}M^tgX~h~yQd#ujZ01qfl};UVs|(FHyr7AhlaL_ClToS_87~<
zv?^#?JIwJ3+-yu5Fm1R0&{<-!wzQ<Bpnh)S*(4bBuZC(}z4-NFcb9?GD%$>j$2{w=
z3O;qObu>$?f8zy)Dz`=bcjTojJG=X*yO!c7m~=f$LVVv_C7dsWXE3M-XzqU)h<qJ)
zhv+RmfDU;a)`+yUfcf<SQ|3To|9Y`)*ZzAS?SY-jy@%hBp-kg9TT3>I?M44P#(CGN
zbC>cnY9$%kVH$t!A7-ufKald$rI^>PS|+u_Z2|6NTc7#Vfks-x+q*Dnu~YZ|2a?nW
z3l%1Q$QxzKZ7+(=dYkku!hgV_>UEK1Mx0B_^Z)xxu{Lhu6ay=8uR_b{a@)6Gf+Slz
zHRS$3UUKaB^{m_Tz$ATL|4`Ic|CacVEEM}PmkUvFm0dz)6b|=8ki-Pb_v`QfaFLD8
zjY3CFgN+#*Gt!RHDv-8sgH%1-Zhh~6dGMW<t(b}7?e`l*{>$`G-5VeY3;@YsfkU+w
zb&%Z1@0%e$8{_gH?f^rf$+nlqf#zpd^zefLn7R4v+b>GxtM`n66f|pT|MP`=VEFHC
z^|?RMoBkV~wUG|9huWVGc@$=(Z*<L+{x+$_?Yc)oVmMUAA-Dd{dbZM7db8#7%(|(G
z@gg7DKWl4@d#mjIUrqVLZvaa;B|4zGy1L=yYv-q)S;$=LNR&pgMMbSE*R+{QUjW%T
z<M?7xK!@q3bVv!<?^~xe8uqX+-IUxY+B!EHTkp*BtWcwOq5{N=gML=Sj_9qEdtV%!
zeS9_O8<|q{;{7+g_N%?fu$tqOSEgzOMK6y(paVtq=LQwq>(}Rj^gIoQel%eMFw%M4
z`|B=!e+6S_rMJ>R?c4mf^Iap?7(gX8w6ri)#C?MnOaHSi*-vD&N?J?(8%nxMrQhOj
zFUm_?k2l`@IK}9q(~89szs`LsNaqrJ^<{Uo^CjP1gDJI7ZSs0bY^{wTN%^I|lxh?Z
zc$RDHwZX6@`GSZXeE)K!nX`RH?d%5dF^dO8GuL-tcV8GO`@Xd@HcK)7)ScLCkG!=?
zx(`ifK_1)h*s*{XAfwaXL%B|I88ASyG+}EiD=}EVfzHihfwUdbssa(H+xJT}sX1y)
zx`bs1M6Liz7Y=~m3D^}S!$8h(kIFd2BI6&g@{efX^yHur!#d;-?t&;+Om0OY^zZbZ
z0+oCKWMSN91P)E%Wz{WzE~&pt&&ViN&~`d;a6>1qLy)T#JS>{dS<-e7pcWW1!qY;-
z!XlhJ$q79*t;^*g0sIz_MdKQ3nXS5Vc<<?G09qm<O`F$5!SL-Hak-pTkmL>>90wzs
zB;?gM=TqU!-<ExV4Qh=Gg5jkQK_EnLFLFV*4l&?#D-nGIY^uJW_L|vL42Hb=M6(Jl
zZkjzuBY(Lg=ljmb3tEACw)>dJeT?={(-O&TwGhxVZm$}`3{gcp)O-{+eS-n|d$%!q
z0fM9v5D_k5CfEu1Y=Gf~(GZ59Z$rzVee@prfnB1RO&F(+DCtU?QJThfwq^o>W)h^A
zgH?RkfuO6t9dxPxuO!&L%yug>r%0}sS>Krz`DI|Q(Zzcw9p9!Y1bU&~tp2Fv$>!BO
zK3tPX_*p7Z@zrFu<&C~SoT(r+4g69g>(NeeWWh;5R=d|g7VozVUI?1pZZIAzcftfn
z2v`t;od&z5A50{cicE#zwhkGSE5I+$42uG0X}5n<oN4s@p@kfUd<JmW=E3Z--z<R-
zS1|<R$S%R}B%*m#9}CGcj*<3W--8=cKwMw_nJD??3x;y~MC5mRRpB9;g=OK}*&^Hn
zz^&1{A+U$8f-Od$ipK062IDCcEpZ4aLIyDlbTtYHeb`L50@1@*M6&NX*xP3S54{wq
zBJVdJb$S*FTKCAl;D+F_GwL?}@x8@X*~X_&NF8_DI|uT7*X@4%_;Dis5+X=pUIb)N
zuQ3YwNZ|rSGz4&Cxp51SJX*2PkIRfz@QcO39B~y{+bU5%{$e4EOG-@W79k;ZDsd|z
zE|Fso$}a<{r)G}!DPaH?tG!D|w!Lcf?tD=Dx4||n#bI=?S)1k=;r;d1v3M>~?Kq|t
zFZ}FEO89`QO7swX21Z=Ysd|vl_*pssKw?rfm~&2EwY(}~mf7uA>C_CbnoIh8cI|)D
zE8nwA%qdGvD_l=j%`7T!`SFv>aGIfPtbzKkS97kfZuDqdo<qt70@<?_@IRwCxKYuI
z?Ri1$Pt%~9r}jkn^p~$87x>d{#X`qyz)$kqm%@PPIYOzuZISoj$hZD}BrwxcM6=|-
zt#VINZ{E1E<B!qLZWR0Sg$uucNa3DD2gBUR<lXvz^n;kg|HK0pL|AxkH;)f=uk`4z
zq7cF@^XU1>>y$QN&v!5IhHTWXyxJDo4QArIGBY!GHgH8V!PT?FjdL<we=ypwbNKKV
zL$FrY@el~ah#UB==uwbpOpnc{`lzxRnV>Z&(~g39>JcE-MchfNI-gmU1VH2ocEq~`
ziMJ|l4i1wdXY$fQ7uW!^CyC$}Sk8^1kkQtqrKMJ>BMt41+@Lsta~aEsQ`?cl27*Ei
z%g99pr{-L_I53Gqxv2>LvL$Q{j174wAwLe1K>fPpLJ^gkRaY<xxpls4-Nrqmq^>ST
zfg7M~W0gV9v(<o^2t>Z<a3H-n)5WJo{!$eE@xncqAmR6g1&W&hD93iw#)ujaFvEwf
zfpNncG89PYL~F|J(gl!m+3vH37L8)bULs^PGh~&GkN-f_wSl8oeM9vm7*FqB5Y3G@
za!bD*tI7QyBmyjAVyEP-oPR1>=25RadQ^~fC<Ar(OFH(>y~me1d$yMrwFFGH9vKh_
zR^Lrmd1p7aHr4pX4gTC+JJyl$mv7dajKhn75Kk38ITET%4fxz5&36F{RYn}D^&mOb
ze>ErFnU59;Xa!7zB6?z6CWM+}aD&DMLuhj~k7rveKn8y67cgJ_{>%F?M|%_`o@V1k
zY6+wMibj}=rtH(wryyAgKsanpJ2<7BFq5HFdwUk*Xqg8wvG)R^j`e17CEN(`@~-27
z)nG!sUkzd(BA{!HD*@KgGh}Ah<3Q?5IAd*<Z?29ZgNXMjFxpp!QTZnWY~%tm3H8>-
zQwQuG2x6hT;ygU2o@Gc+;TD`6d6A^2_55+PmOUM}x-xgwCFG-gcXR}p#@yGdGr&;M
z=)k#=R<-DZCNm8d$|mq|w2A*ch*l6C*Ht#=Ke4~12I5!&%%LZXAc;6UR)?!v0Ta*~
z0~_sE-|0rgEluoHS2A?^56u}@>P+t*Zftyk+h`N^=kf6fI~lg}&}OA#|I-@T52wHy
z10zS_7G~eH0vTQK0T5U1g<Z{g5koPM#6BgZ7cTZd1w`%6gRHMjhrs^k8g+)U&qU`@
zloJ9vvMfUGy<{4{=B<26ASi5tuYZv~08~-Y2s})?DzHRCm!t=R1wMCHK|G|<Vzk=<
zb<w{EC?McWo@6zFZN1MXw%sp20|wNVn`ML<0e0W2LJszB6wFcE3a@%gVG`q1H35}X
zs5BI<i$4(WqCu=DoB^X4L3UQUmI~z+6pZnXW%pl;hT>6cB+0R4i9aAR^W!>y4!vBd
zu$7M%eiJVaRC@D2!11Dcxcb65mt>^_6<3pr<0mdky<vU$Ym>TEyMyvMsrydK7Np(v
zqzsfd_Pn-j7fDxFJFHJ_Q>eP?Ymjc5^I0$x%umVvfoYxE^%&w}Z@9j?kaawxYAO_S
z9=Nh5k5U9aius?M4asO;<&jdzpc4qP!0S2YB+0KNQpF7=Z8-{Bv^J0wr}kdI8$fby
zB@2gn$lo7#?xXv}jeknk9I(Wz6e|U2RkUn=qOs+r8wh80&pFu)Bn;Yzk#!N8Tc#5|
zsF?*r_pK)wGt8e{Jk6V4Rh0?w$jBEo_KF94zaY$?J9uC(Csa`EZ-g9mZ38OxZYbsX
zkyjmCMHq3YOy4NV>ACXO6I*{>DX-V-XvX!<LsrK=IzBO&9wuCpb&=>y&)6q~hAi0k
zUQN9jbV6umcmeTJ#@N2G3ziRRwlxsI7O;<EK*b#0`W#Q~PPTILI(<-Tx08K=RmQk=
zxR=Fmk}doW99r5L)<n$(DM6E#=1PF5OoOSNTZe*KHEpX-K;*5{(`%Ht$n8la(7mh+
zbnOWN4o#2=+BkHmxyyA8D8VLi;1m~%YU_0_W^?iImy%8lhElm%O2IYs%fV$(lX5P;
z2q?uv`e*`dej&EeV7VBFODgyJeZ;lp#L?^((e%reR>(Rh(kK0lDu3j(j=vLrduP_i
z)@ojQ@PGe|joneCZ*8DQbFr@<J)G$DU_x=Q>OrpXc0pLww?gUeFHoQ^ow^HEm)2Ch
zuLD{9_$@W{;=u>$aaTMZuZ0XCyQ1CKnR;R#(0ii|k50>E;*B2}#4x=T@XLkvtUsXV
z+7+R-PHIZIThJK$#?x<Gyn+tlP3Gwd{tCNr?q!g8r}ki<0LD->+T0WNH}uc~KtbbQ
z=L0cq&5j8QuSB~;a{$NV(l^p}T>4*Zy>(oaUDz!=ih@e1AdO(qEhQjffOK~wB@I#n
z0)h%sA}x(DBi#%jjfB!N3^kNUGlaAbb@mNB@9#b5`}}vt;f}qpSZiHtdkwFL_hk6Z
zL<o!e$5Y$68#+}_;~RO5TE>xt4>1$A*N%2rLOMEBpE(v&76Tr%_aT6QCZ>1utlG3&
z{d7Nxc@_;2d@jqGAe!F1XJ;<G^7iEkP}jg>oM+*yHe6EFeEHMR{H$F+t`Lb4VuWv3
zqNMzr@=^GyY=SmqLpN&53+{Kla0|waU46krTjSu)#TD~2NYC2ZS`0~E-#n1yjOD<*
zeS&NYjGPBaG{1jq#OHWy>S*5Z2xPwe9lASDKe#Q&d#ATB-!2pV93Q7YN|OLc6~G26
zY9=q{a&|2ivL(xQoe!aSi@Zm;=DdZoD0Xlcd^|W*Q83gAcJ>^xR@LQn?P6miyRl4z
zav&Tj6&tr|9<7@6&PN|UyK&Yg2Ii*WG7mZQOwfawE_ogfGsSAwWfViN&J$;-lQgO<
z|0Y#mjh$F8+5gt?%z?tA>wJo&{}D-*-o#^CWru<<R-+-Nbuqk<1B)2Fj7h4!n1;vi
z?4*)C^O#$DLD`;Go(UHlpm}%oW@R6zeC@(3iC&8&$l@QsUL|Ekg+uz6rQRp)%%*)h
zp<9ub&-Hy3k{Q`GcQbdoIEw48>sBTq;yY{~swK<*DD$azaC_qvw*%ss*l2;J-l`th
zOvI`jNY$xbNDg`Ie=x&<D5`33W68)P^1PSBXWsrC#Ad`$eyw<drQ{Xe_PkXv@m|X>
zl&b+XjlU`kXop5TJOPt+zt|?RON=A=>gpNlq4mSm)$VOlfL0FAGQF~-Q-uGIxz=~I
zZk;8ec$89wvNo)#JC)l@N~l<!$E5jH(_8Uuwh#MbI}_gLa0m(f16DKxfSOsn5bnLV
zwrWAZZBVHQ%!}Nt8Y{gMw8QvfPb%HzQB|uh4`^_q5ZQB&o$I~Lj<7?JV{+m6GB@U`
zM?Rh&J;l%RnnWm5lHElz8UPqJRqhMtUz?bxdL6JXRwT9uYQZcNFc%b|hSxP5Xe^V!
zz(1+=v)i?Wx8whL0lfEwpc{&^WY?Ek113u^%6L{q2?J~FKOIBk*1xQajq6j~ZTX`N
zf<9jivF=Gi93Acxlqp3h#ad!pm+JuN#T-=@;%{HM)y30j2y%x7VmNA066x?Q$aBoj
z;4*CQD`$o^_KxPqx+1-xA_u}sE`3@q#s@%!YCTrI_c#6cAX~l9{GlK1kfXc#gnp6Z
zNAF)v0lnT84I5>9cFop=ju;Q930n~LDcEuFf()R*bz*Wss7aZa+NA`(Bs{=M0DIxN
zIsGXguPPTd?4-3@X)2X#Vl~K;K;6%EKSjds8g*9A!mq{tNV(zOXp(B9<%Y&sk?!M0
zuCW~tp9>eHBZvd4U?<Ip1&98hu0R!vSLM_rT(nNh=-jy>DMi4kTWk(mRpyk!3NL2b
z|E)zfmvN{2tckEN>J7Zkzli4K9|-glvY#lsTSx-0r}RmELn6xRd<@DA!|YU#q?iqx
z@*iU#-Sb7D(#saNy`)@Hahsya2WXH|eid0p0`{j?IVg+xdzHPWkFUWVH{lTmu1L{@
z+-m^6PBuxdc>7R@<zEcvvN44~rBvl053;GKo}r7;7i4u0nrg1Dz?bn}w$!!S%+1Dt
z)qLm-n3{DlI?hivf<_MF7@<GFF6%yah*`c&%Gpv+YM|0JKh73Az}%W7?o$bYBnu*3
z`~u{J&icHVpiKjDqcMuYbq_0OjuZ=l+r8M4Bc#Ka(83NE;jmc0PJ#TN!S9;de4Sj%
zVy^RwZJ7Wz5IIgL91Q#+_5ah>%)H6%+8G|s7ESQ9nb0*csxpb&w`%+1fZ3WX#_MVv
zf0co;d?LfhJ|w;DXP)S|_R&6BlR4h%Rne6$nBd$+|Gdt?cN7B1TZ{2ppVHEdIr?ZL
zZEKybPW=xk`Fra*A(Ws8d3*Tp9KL1;vy<-6hg1`LXz}A6JiKAZzM$s@LBD}_$zxS=
zDOvOxe%vE#a(G!H$kXAoC2ax$v#F@nYyaDnFhTRjA%&A!O0DKG`y&<)v?<A8k8YWt
z0F3OPORAqV^7IwOHRUKZ%_g;WZ%Y-HQV$e1{08<1Yl^*F5Ozy;<(w4jSuxMlZ4{Sv
zka>OKg}i#8H?r8T{@Zj~)8hD`2&Mul)k8CQtk@}4u!KS8^Ye?rH1W??^5ubqi{;Wj
zNT)pf4!J>NrwIc=?R@5Dsm0<jArt_t(EO(o1=Y&~@s4>LtqMgzAx?~4rdIB|pa?z|
zJNr12jOVNTMVVawD=?{gU@-wbC9zUuhOB=<?`2NXAKf_{qFY1MNV(J%!K>+<Z$`A#
ze;1n*!b<a6T~oGh9)ANyY|#H%X<hFU&bQcq#SPR7`94@?L1Sy}Y;;-|dE8$COF7;<
zH#XYN<K^ZaC6xmZ1z2LiGL*l57ZF<n`nAr2Q*P)TNGYOLtZb$8EH8HH9@hvASNRtZ
z6J<~3KjpyPRt6Fls8WU8v&zS-UCf!7ncFQXsP)RDf+5`sS{MKW%BpDb-cc8x@l*J$
zNm;RQ4wpGOy*=5)`dbGoxnDmtHcrzn(Ea>!cI)3jSxf4}AbOw);?Un`=HluRS$k*j
z>hJ()ub{;;K}%H#F6#4gxUyc2+C}N8^o=()QL(Y`-c&KMfb*WZzIANe+#W|)y&w$S
z!8ax;X_;<e<)!uadgnW53!+3q*hE3tK0hYB|0t1KUP;;Qe5ThsrlisbW7Nixe=Qyc
zg8AJ0{_z**tpeM^PWDNat+ZT->|;o~vz+|)?c4WV_DrX5=Ef%g6FYx(_r^o^$>t+>
zAj}6(OpuT$t53fIyouXFuT_V~lkzsS4FqX`8YiqFm->ScbTg^}xoIH@_!dI>JEntw
zikhdl_0ZH8VHuOHZl(ep917VfFG5A#7BgaF$p!6(6d`q_F@QO$X``Y4%~-Y^7L><t
zOP$5Ul#&mAjp3OG>mdXwX{d+~vPp@7FwDXTto!tR0S1EuSP*17whXWUVo!dk1bV`&
zkn?GtTHYiX^ayWi1$3STT5SC6@sdue6@6Nd5iZ;r248de$fpm486aPbUk=s(vjy77
z0e}>JhH6@X|L6cQ&Njxb*yh{Y%hQhR;AdZ7s<fXGau`upwJn2Vh5$Q(bGsx_Y~Tbo
zBf9VtQFw16|5Gq(s|JW@_jYRQ*qTC}Vq;NkLHYT|t0$$|y&dV=N_)6fggVy3(kpmC
zMgIw)3SQ%`#su^Oh(UAN4{+ZFTb0mLcprt!bmtA96fEezpx7M(I`N6Hj;7~(YZJ&W
z?%L--*Wdfmt9Z2B+7948wv%;V0ipG`1PK&)Fsa$(O0<TFKsh&FRu5jn@a(MJ2CmS3
zS07S1;bj4F7f|vgr06X|PFuv(_nts`0WzZjw5$mjEWtsVfBh3t*;RQp7XZ%|kA)-{
zawQ9>MhYpN?}C_yjJ39vf^7()YdG9BVBv7vobBjMmjmJu$V<*5PFow8v^+8fh1e_i
zRg4xu*)%vidrAB*Kbidu!rK3%X>(uiLmD6pOGdt?#D2=C%zYP!TQiwxSQ;*hIx>vG
z8Xo!WUZMYqG()Bl%$YZa*l(*qf;ycC+e!c>i@Bgj`RtxKI-FiiyCs-ZCtEpH0GQLv
z&Cf3blKdyo0pvq7A00P)`ua%ER!Gj2&c8RYU!LX%$t&cJ4P-YbE(LUH#4n(i?9Rbn
zQ}s}#3Ol7i0xe+TBLj6fNdg<Ba-+Z_Y6lpp*tLb;=-q)Z8~|>YrAkZzGK{19uEStn
z+%vs`#>VGQ|G#->x%VJ~11}-i%}#61-Dq&1;b&v1<FQ49tJmn4S2wbS)W*KpXnB*M
zm8LTM`Xx_fgQerba_+HQH09J;U{TgwAtZDM<1H5hGmW7Qv~>)C9?GC0Xl1>}ABgw1
zg7<ajYz<>a3O;WwBvm*+PHkj{!8SOV@v=ZHay{z%ap`cbt=<o`r#l#KXpQyXDlXA=
z)mcDywJI0`mWt(l&*_S+AqOiGNK8eJj{#77%c&2HlpIxs#6bTkqacx^Ov~`ME4Q$`
z5~|1{a7Pl00?kGfE0irxHo{GybPD*qsUp6knL7sXXG*B{?wyNK7G>jHg(PWLN560r
z_im0=nFsN6`1)Fh>$ltP4t?|XGJ?T=t105k5Rl$108*XFudje_Q@+zwgR)USq$`Ci
zD}f)98|bC58E;6gcxs$%_>85l<to5iBn(9WzAVpmbRovisN2~a23wW~zt#h=+zjxv
zbb{$#yazBD0>G&%kU;{db@G86xF<37gs}Dy-B1@Fq!a|^Vkc`n?Jh?Uq(bdwfNorK
z=u6>6{R%%jQ!gp2!;3OKC5~L%OWj(%b8?DJ7hqDUA){xakq<UqfjiO;x;|E0K|3|K
zgM9$?Rmy2#Kp48bvjbGFl&4%=lX;CbmG5ykk@ZU--{nCGBPE)@1ba6?4s(|)5eH9t
z_so<v(x&U1h6y?@B{rwoD2X7RTA37tgEM4)?B6R1C8H$zp{AUZ64MX$$m$E&pxkHR
z(W<t^f{l@*-w3nu3*s#_b!weO)|F8CZzvLAe@lJZVqH=*sn7@uvhBYw$cb&YP5#3C
zPi1)Xio*7Os3`>ppgieMuh_IU7ch2aofLvLY;rV<)a~hQ&_lMRKmC~z$0QbWH0>v%
zV6%xpGG0rr%wCYMkrAg^Tb7-BV`*<L84sK3PsK0O^T&}3FQJ^mK~pY-rvL;<#-X#@
zl_MOQXBTe#;h!1HxU)JUP=K{`Ua(RYQ{1h5bXdyF@_&6fpJ$m`rqN)`O;BEm1nVuQ
zqM)`;()?@X?lQnHRr60%^XoxMBMK3a4O(jPg9pe!#g*Z4?WFF4$qgh}K2-$$@}GNT
zy#HRE<f+Qj3%R<tc_mEH$I|&X;#}&z+s{&ou$bG<UOV%zxJF9^Pp%^Vzi)D~>g%rb
zwJR#fx!H!x1jZ}TJO_&r?=)7Py~nG2U%Z%&mj`Y=W|NC@%@e3I;I)f|o(+=ag~UmQ
zU_8GZM)Lk6r~=MsX<I{ih2*q!`aP-H7rq^(ZX%$W+Aoc*vhA6#E2$)az1DqrLN-eo
zc1>#MT(qmY5KrI{S`gmfJs*KC)oW?myjup;&^b3w-(M?oDuE!lU)U}-vzLp84FzuK
zfwPF+t(GP59peAK10`>qwUEZ6M}fC{cvVvSL!eLo=Qjk`!?*GH@8pC1_LhZL)YJU~
z{{h$_Xrj|a;Nqa48<KDv`Z!@o2@N{-lkI45vK?(hPu9ZgY9zauO1|(y0*yRFi2cjP
zs$SNUYdF)o{*DLQGb=x*)Jdr*TixMb&fd(X=V2N1r*HGU0a%21qS992tvQ3sTk0x9
z7G~T(c_En7*Lt<8jyfw!G<<Tf)>lJNS?L8gB~%(NwL1%6hP}=KljdMUOBu4WZHOc$
z6rH<vlS)Zh9{r2ESu{(J@G`V=$j+Vy;vKe%m8JN{*OZTpJ6+)`pSP{vTHil}OJiFw
z6fjuk+0qZ)!)4Z1+GH{lN8ebgBjZ&vu9JJ$#$@II6s!H=XE!}dFT=0|Rw16KpoVSq
zv4Eq2S*f4N%~#+%8MbHlrl6tFBg;S^&|eXImw1t!ZZjSE{ITvB9!yH$v|?slBPWl0
zJ`~y$Fc+W}&8P2i|M2d~)4`nmf*8bIH}B$7gaqoXYu%*7rqeEe;xw;-w^9!6g4kR5
z-}eR{>`41~KF>qXE{X`!pb%fLlN}_KSKY9kOd3CZPUPb0M^NZfCE!PqhDYNvi?%Ds
zcWkEwN*>ru<4zXf^Ha5hlp&bjiJ_LBamLAo2?Zg!KpDnywsz$m{XiP0rSqGV426Qw
zo?=rh()rCRiIXj=b@rg+sJqJM+OG`^L=P5PnoB2}rG@uvC2v)@wN#$|A*fb@URq*h
zH-ET9dE)hn#PCend}d;Fy*qD)m`#7s|NXs?U9gXW1^{smgK3@0wZVS|HEkX?EGX$U
zTiE4KAhO*%yU2E+IOUomFZeD}qOpxH6YO<QhO%hvcbzb}d#|%gj95~5Gn%=Y^d;9}
zKtMXbd!Bgk)}4`~f_Jnn7?40RiO+U`$cFlH_hKQBEpVrn?@>-~gSsHi%V(dOCuKJ*
zzGl5C!(e;=u=QQHA_(SMXK{q`m4rzy^-|W?lg(xB)|=PUIjK!`^4^rr-Wwsn6}WEP
zU!k0PyrcvQGIX6<D73|xdA>m5Hty_&j1N+-PS%trefftMs%ByxJG~9A;Y_COVwPkr
zg9}LPmjnf7%E@z}IC~D<<^mMpC3*47Wb=%{>%RRyeW+()rkjJ4yMMjQ+)l<@C!IuT
zkX5kbtD)`+B*}pB!eFcnr}xOW9yut|$;0l#oqd-nM`z!yEp!(Cgm?+{pd{tL<$T60
zGZrm}?b=Rh5=S3W$Co~<hW6IGlXydPdPUDBD-Zzx;}h73w)<p#{!52~kSGEa5mIeu
z&m$j-R#vP-L@VfSwri%96y$dEp*_=%z=r)=<mt})REf;^k;}JCe7ilVA{MTmSfU3d
zc+>2&pRj4<nJT!Re*7W^zhil_CgfR^=h?3MpRXjJ^^5(Ivk!)d_AbacSmCY<(*P*`
z(WzjC(Qi4-BeWjuky}Pd9A-Y<o&!UV4!;Tsk1L&rF=n2{CE<Yn0KWTo>ho>%L%or9
zG`eZBsX!9Lezv%~_0yA!ff(pwJVEQPR)sl|Y!=XrNxeI}PCbyU2)L`1oicW*Z9)^8
z7UAz`XSdWqrg**i-wJA3B(ShzZRYw$ofYH`^hr7ny#r+t&Guk~MwRAl3GxA4f~tsT
zxhHgWGS4Nq09?V<v(NZCf}&Kmh!BxGVE2^CoWw$jvo{e<d}pcz!B{db$^UpG1ARd;
z3=+R(JUH7PuYCK9xM*|rvNYQaOx>Dmxb%}_7*3XM?%DMp;xb+Cg-==tIpugL4V>??
zhybFf|NgKI2DMV1^s*!F<409?yI4_BO};$~)ZJ|C-2LHmlOYMev%t=vf^Ng(ER}rP
zTEG}OaBzBXvoJB|s09DL68_=O1sUsNOhJ#=yORJM_5N%b6!Fyf)Vd)MciGampHDpL
zp+VeF@ReAqYNKtLxC?|yXNLKF)_GM8&*_xvX5|$XfBxh?DGF|%-DS#B*8_f(b^9<c
zPPJvJoWk*vodKx8pPYRh3kD#1^y0{dsk1CuOp_|@W6F)eV!e8{F)Zgp?QbOfP3ekI
zkEyUrc5BO$pidHApCYH&7Z}v=ya8UsNnLWaWk-77<A<{qBJwGlTnJ$Qyi60JEgUOz
zG9mMNq>u;0CV>sB33A_2Y^rz<J+7B$i%jE-S5WwOyR-B-Md75W<|22JL++kZC5%?~
z82t=TN8ra3ShRbZx~VQ$$;)jfTp!U_1?9a^aIGAO-~VmE_HD~%TqYMyHha0(<F;~;
zn0EFq1ea4mRVeKAzDh;HCHNm-zPtfK-&c1TN_D7sp**{1bEqKr?L$>>_foj8dpk@h
z=f70McD63SX$C493HZUN?>^w7KXP-;GWR-;>*xHlb3J`A=g)r1%+e!mXl|Y$e&5>a
zEmAz{c9vPFhtn{~M^VtjxqtS1UxBPlUqG{qnfMzfP4-@<K}jzw8SgpRud_6u_-VP2
zr;`_Vg~hb248)Sw+F551=)pf*e;FJvnzF~}j*_38(t>Z++dwY$87uW+HPo+i1hWIV
za?1lUUcHV0OWLYjjW8K7Z3Kf&pDj}~$7zMz!hgqiTFB;L3Z7dG7$*6h$x73}?Vfs6
z20x-@Ek+$hPU3(XKo@G6a~W1K@usAK<;ggCs+yHT8<Ys?eElcgJJ)(4*XjE&i^uLa
z$?09AV<7bY;|gxdIJP}yvC;n%DBkMOQ2G7)tOikY%Cn|AbaWUPWJRXof7ko6_?v;<
z)1-DPTbRu-$kUFx`hm?g=s})6C2tT-hW&l}QwEQwx3u`?wEVeHyi{w6uWf*4S3e<{
zA>IQl$N%1u_dp##YFNj&pN%I$@>RnFkK+y=4mwff^PEa0+6(a~%i+E2=`MJJgm!`P
zQtC^#EI;Fy{gH#O44Hx_hsyvi2niT}ouw1a@{H$ZrF~z=8AbYY`Sf|Nyuj|cAWiQ>
z@9L`5X}<49Q?8Ejfs)z%Rg#AK?H+2D!u>4oNEL@n*-x)K&UcD<X>o$tLMfu$>|B}?
zn8i_Xt6SD2n~dj%<CaS0_Erok=-;4!T2U4`H&mj92eE;insYsUd+c`vrr0{U1PKah
z=i4V3nv`a;zU^;>Xbw+Ot#;BMr==(fRJENQ1-X)96n?r<a$!EEi-q|)6;!P{pX%}%
zZ5?_!(1A#UWoC1?i3dvyEbv@&#P0)C71Le$`VaA;gov-{nnxl8fOos>6f_U|p6$66
z!QQz7Y1(g44f!qPG(6=9wty}#=)I@SXpWW2;+9;Pf3%;sA<q2ZLshmwG=4<9j4?BE
zah}0ga{jK33zJoniW3jLNBTDh-C>G=u7P+f4$#ko&g^tio;^Qw5?Je)+(b}|<n29a
zlSZwO!qd|}YAa4|?6y0=uO-Mn?n|J#h!-aRzX&5l^c80QPCcf=)I07}InHI5^Ju=@
zwE^Yol~9Egn!-CZ1T2;ys~MjKD>5=3;_d<&-~IzSn@*~wg=5)K1&_M=oi$XNj@+Sg
zd^GJ_KN7+ZHxEBm92cTy6SR1p0<T}GWJS2}=Wg9ZRSd%;!Z_&%O|rHFc?w6ezcDef
zsR7__Akx2xl;|V{zJGeQvI>{dK5rl9tDCrOU9tH+fO6uI^=e+Yv{+dz$%vU@%q`Q)
z(H3({$0EP(eeHb)*t~;b&zraEUlkm0Zcf2FcyRnGEe}#AiNlo*s~_qFAq7E}AvldL
zYBpLPY1$6Ggq(ZD-QnB$*0|uVzL$32&DJl=sZWt1#EWAwq&f9L9#bmIKGECzV@Gp5
z>(L&P`nD+j>6F(Uf?gXkH*O@bim<)XD*!+HxZ8iT(5O}$Oxo0Y@2=#6F@Zc_XioFs
zWr<_;bda+!5EH|sh!qVe=wzl!^&TVTR5<(}A^w>t6w~pDBeVUV*9x;HC9U<5)O**s
z{pLr~lDpI6RB|6`99wp&9{%=tH;|#+6Bj+(_jW>EwLp(UI2Z|FgSU?r31s~DSB1fV
zw*sUYS65ee12R9`*&k8Bmf;N$nMFAZLz8q;KtH_7kk{~BEkMA%V0%jK2(p>0PqLB^
zK6qT?@#Xk9yt@V)x$S{ESLH<`sjaUWlDLAEZ9(7N!BQDo1M%M_1CaYJCCuvfl8Xbi
zQw5-9e1RXLC^&*ZenP?q1usFK+~n#IC6amxuhJpf&qpokuL+y=+y_$oVH3<2k9ztH
z93G3qhMG~zYna4oD{t{c)+*P``ml*0k1)R+l&dI`>MS%&&wnA@Tf2D@lDPSj`MeiW
zJ#E22u=lS30*_0fNz*OC!3Y2!fe>B<Z`HA7J%lB{w3&IfG?0vVijy^&{A#Z1HvAY~
zE*Z=HPkGt@#UZ}5(z9qcc!c4YMB)HO1jVDm4x%LS5Ot4!g_;D12zWkpAsyjrUDxUP
zt-@)99SeY_if6nBiZQBP6h%{+DRs9OUL3bxq`_egP${HLCN4{2%n12Im8jinb=v`s
zgTs#^PiVZ;wy|4Bb584fDu2-huJyu}&l4!*W&b3YPLv>|wua~Po+fX5I{_YL`Z|E!
zfER}rn5~75E8(9;{oR<^0el%WHe0(|nGDTLKpLa*9*8wiRT@Ze{CO@U#@%J}euQEQ
zR}Z&qaD~;;XKV{kJZem4$XntMiOud)R6J6BS{uqo1K)>y`0vpma;(SPK$SAXsbW|S
zkt&Qutrn(k!0x{H7+AgbyMT#AG}TVcT)e?HP)-AzXcbZoLg>ad70l8E4&5Vg2WIr?
zH7~!9C40un7~dim)sT0fOXT=!=6Y<QvTpR-ByB%LV1dkL@6K{P+npNZr3*5kRQj2C
zrv~jq3oRLdmjfq_{(r~7`BYO~JsOPY%cX)beN2seJ|y3URFk4WAecgpB_N@z9$3Hv
zQ2qyYp)b7{jA4l)70uN=JW4)^-zNQkC$2dram;38_=v-!JQ`(x>5#FZeD}mL!Z8w5
z<wMH6jQ!>#{j}sNy{N(;tH~q;>{%_B5CxwWIVmD*jcNID@@x^B=^jqh1?9M|19v_j
zN3!C5rHV7m`uAt2(6F%7zs5%IJ311;d~?ciSZJsl7`%n%9d!W8JqSd6*7ukRqbY!>
zDd7a1ENWFE9Q>OshW?GHAAI>c3(!VdzZHIFx3vhkHzvgSZjP}px_pvkr6In4J+^jg
zVv`BysulerK3`4yP^DFXm0wrGO-ngI+iGF>?9p{oIiTQjzh2~YB&^f`v4jGo>P4hE
z&37l>u!^p<9h5KS9GWtz$ohYg_BM;D5ql{G7I{f=?jCAuo!FYMciEJR=Oa<BZNYZZ
z&z>GiEUO}zS!7J6Mpk`{nGQ|)2Nfc|NaV}h>5IXv7)uh5PrfbUTCfG0lHSeqWZ&f~
z1tLd{jgqO>t2h>D+?^wSpE>tKnY7ZZuTRd!cxqd)j%O`G<1JgJfXdQtx!wURB3P%I
zI%f|~%6rXp>EC072txu%sE{qws(=3E<R1Tov0DShKTN)7@Rw`U<b@T!j<NSD`(#bj
z??%-2GEfygZK<ieWS9m3?)nBHuxZHKrWiYgpZ{cBI0jm1Hc9{QpBcgVJ|nlvK@AF%
z`b2IY#eAgV{i<YpeiT(!fU2s(D2d{Z;dWN?`;$3x`DEvXiC55yYFx-Dx7Nevxi(4J
zfvKEfW}<bdth<{2>>e-XtE)9MHY<_NGwbZNCo23J;w~A9UTDjiOxzJ4H=yx<Q{kev
zG*%lPt?d7}=2fP^EFBwD&sT2@N-3aryRTanjrFQVZ~geSX<a2hc0krS1gh>MsLWCT
z{h!pU_Z>|+UpLxmQ;#934{-0g=X{9H)z|^^)glSN4F*+$gd+BP13N1P2E$w87!};n
zEjAviMa@Ui=)EUPnU_&sGw?K_&+30Fn7|mfe^C!HC+Yj$aJAv-J$!5UR821fZxKtX
zfq;7QHh#dI2_;|3P1se2XF|N*fU8;rGVOk#LPghlI?;pt038S;00!KwSr4Ttjb^(+
zsShx!o4OO-7pLUSm7|aN)sybYuybFUOv5~(@%p-*z=o3RQ=lgZew74p96YA`r#Q~c
z$YO(4YU;gn=NcOrx%LZ<jYV(W`rPe|!*yw2gfXT(d!g+;49%5-p+p79;t(ABK)ZnF
z4@{YAW}_8SGT6Z1eJ!eO$lCL&PqO78Z%J%2ZPJ*=C0Ah9Fn7AQTr!)B&?<rChy9n<
zR@3_a9O2C?HW(}lBXT5{-EK6~m!ecqJNnXyg6i;PjX!(>z;@V!9q=44@BveLsT|87
z4212!_Kr>9Qu5Qo&9T{RZPGhAjp<;v*mL_XtG}>Cq<i4Xr~u4tiJkrtjG&DC!&98X
zY$?tWQ4Q}k!6fsE+O=7MVHtLDE<~>hC8#7rmrm<B@A&#|2BO1Nrd&qr?_-`Ks+cYL
z-2J2Y4%NBr^hyD--Q_TE_X!0W=NbWr0{?$lf7$xTIMmqSQrFrLvk^711{iBnWs<Pj
zj8?*URt>r1l0b4d=pH(05LF{NYd2EE;NS6OB_-8FS(859Ccgi;X8Wnlb}fpVK$C;D
zhM7gBOW1*slQg`oDM#e*x;kceFTPO^w-PVvFUKLrTcNPkv<ZI)At9}2Eq>m2tA|N@
z@3v9>sDXW1{>fPR(7-C;A0K6m?ih(b7CmCiHJYL+Tv|%A?*~<Xj>AC3$jVpdLd2Uj
zBJSg(4+8#=>PfQuo}Fg~xzm&t6eF<Ld2F2tUmBPCh}@a4T;Xe}>EV@J<jj5OU067=
zWXWtCYV)Qq?n@mz*YRNELB|ftQc|viczJ~>*z0_jMuMZdu~{ifecA6fIPC7*yHkE8
zuG}4*{ey?fI)sxJkMpr&%u3u)geWZycvQlmttwj4h+<|(y8b#DBI{=S^~&_J!eb5G
zMyaT8M+5ymw6hOmMMm|L0dXuXfX~lxmo_2Jj}l)Wdc!0A?`4b+BAnK}-ny-^prlO{
zd{sV1+xnXVXN-XgMDnx727qUsL;VSR(={c&xE>}Nos^REF!c>q(5^p7)Cb_6x6hrH
zlb^YIq9>`i#3i02ZA<1l+x@A8<D)*hA~?!G8pc^`6t};Xk3+sZ)V6MS)0z4}z0q&C
zKgBLMDsjixr9o240cnK&0eH3PZ8FO1;FY%u*`6q}FR`=5&->jz+<sfJoj^aVm=%vI
z34@za;#e-{u|SY+ZIxpI=y5^`ZIlo#M@;p;4gUZ7co3ru^7WC0F$uKOx%{I4RjMJc
zXkb$IrvR1|`v|*|j}q=*$Ilj|!OHDbmv;ic+}Mz6^~I$&Y1B&u?YLG2%N>!2Ne7`7
zru*I7GfvSSA{j$=)kzOilQ~5A9!fJw%*|8U>~_)tq&#ND5GFM~oh=C#0b|-+QB=cG
zcB9{7HP(YD)MN6o=&ImSrwPK0@+}jqzL2@VJc}`VmpnP$22ceooAm14@^y7et<!8l
z!_@<R%0UQBEAI&mCG|jmKX`lE1pX8!KQ+PQu!WAPNc`!;z+&__&h020we}QeEk_#j
z?f3N_!)x7Cs|=CU;f3C^Sw)w*k2hm0miI)xa;MV(&i}uEv#vzWhvJa2-Xm{&me*!e
z;pnojAzK7|Izd)PDPGx2u9GfL_Rsfay15(i_Y*XtucN^@S{p)bSiYzBAJ2X$!ev;V
z>1an?hm3c$d%Hn2Wd*Pd&Y34j%~glTQ!I_}FIx?2kD4iRLC1q-wfQru9wYRbLBsHF
zkGBc#-({P&SP*qk+B7a90<#Zt)p%Jc*y?tqxmc6pqv6%D(en)I$IBr{a|kj-uK9tl
zNmqaxZN1aR&mDs+0{*KMJI@E;+9qIlPWH6vdyoHa48GwX^QD0~j@;G<DJPj6``uQV
zL{vj`MZzD}GrRDYWwq377<6f`dWY)a;>FRp)VoZ=s_>*rH;q@MS$mir#^dnqa*01Y
z{w~4jE!kX`E`6Vna2dAcQ6VE&?YaA1p!$ax$oFzY2xw+4^A@Y<{N3Z9d(q#1?v-Nw
zebi`NGb{W8Bu#gn8J5bEJ;7Ta(-GaGU)oGRY(`%q30>peP_F}AN2l4IeC`<k{VIpp
zhPtdFlV>lhP*8h)=7RBB);cjW%s*$`chxVFG~Vx(VkardL!D=3=wr>L=yimv#J2TK
z%*&-qRi_v)4V4o=Di~Gqrs9~Zd5+B-&eVw3OI7OvTZob36d=2;*K2$H=O6oqV*Efx
zZpDHLyiqwp`ENS9p)s@LR9ZA<gJRU1FwnrF%wjB%tCWUn3?>{m5@M7LTf+P2k}F00
z0cu2Zx*+c+Z@&1~vcU1|T>s-EHY0uw(b;u%nWxfsoP7Hm=#$ym_%_Q8vC`^gZs?Zg
zIYE9z$Z;Vu+i6Td$w*)53a53HAb5-qPx{-}vXzV9m&J=_Ol|r&5EWlStq{v$_re=0
zlv@<~WF@Dk)OX87sg)(8pqd^3zq@(pD9BJHUD`xTMgOB!K}>YfF}Hu0dWo<~Hht32
z4h!fX7_9Wv#pY_q_~>^m*5#UouVX{J<E5d>yXFFKWw_vP)-QAS9jPYmNf#CzPXq2n
za(Gts@ElBv^As|CQdZ=nwdImUzWRlykHpY%5FUWBhQC9KU$bkXR$mYg>`FJ}xiR#r
z>~20EMzsE+sfb;FJB=g=+fk<jtyeod#5L7#u+YgXvKjf@llNjVrWs)an4w}Fx%#tA
zx7o+)kD~p(W^OO-2iw*iIr#EJ1xnW`RuyIY&teIwara-|ZuLWJc_j>M{P`@r93K7B
zN?*7*H!1h=-%k~e#)Tx=>8*flc};aX$NT<CW8<BA=jzz<GTTV(J$bPDrNzL&BH-sA
zFYN<$Uhk?;3|e5o|7*1rjc01%51O4f!sc!OqXltnaPc1~6z-nA7j^a9zK1GHt6PZ7
z2gmM0PjDqZh+7M|;Ev#D!(*$~^>+|Y{JDAoDrnOZAK0|{x;wn2l7(I1`E7bXCugte
zsw0>W@wR<((HEPJ-nr}P0$zOXfK)AQIlc_-9>#+!m9pzb%jtUKaYKrtbC$XL4M%f_
zPI1hQ1%X~<v8pA~Y!S)-SoF)1GWmF4O$s{bIaB!#$48(G)NFOf$OJtkJ53TiCasU=
z`W&M?#C7HKjZH=P_#Qq6Qvt)SLjZMKFE_wq?D=3Yv$JP&VYCZTnk|?Ag`n8(Yrb1M
zt$LSH;IQ5w*Z&2ckcY_+Qd&~^&W&Es3Z7c%qd<nwj1QuQk3W8RnIY4%gcr~+O`CW4
z0HDP*K`4Nv!lo-%be0ki6$qq3!Bg|63-z%7zIt8*D;bZLQkbLip9hRsJrM0|_u6=Y
zI1tM4erhhrbV3lj9-RPwm$H|f<ay|(`&L{dsue|Nlyc4Z+p;o2I0vXcfk$S;^SIT2
zl>Y6d8*#E=PsVBTWQ-P@2cgstvOipuW=dLH0{vy?sjz|3Fox6Dt7>~qTHU4LxTe)&
zY4Q63+2Y+cr@?&5;dxtw&yw#GfZ|Ak{!+NM-V3~?AHjiL9Lx%h^{RzOvP#NmfUn?n
zK}`H>-P6dL<Mi(<Dme?maFfJ%xa6JNF2Paa+)PSU!{XX13RoMF5A8nTN-oKt>SzYw
zP}GY<<fD9B-73IfgIMt&Tc4wn9536)z~1xk{!1h51R|_qw~w22Ic(?)h#!I@X)ej>
zT)uuj$TTZJu;Tzq36v9q+MxfwM0*->eD&_BdC$XacGjD*9^y}Gei0tO6&bl@9*fHq
zjGfdL{YgfYdQ?;KXP;fNC!@C~Hs#YV!`>bq)Jk0PsQx*a+9@rj$^i01y<2RBrNf^Z
z@uFB|e<OK2c?SCg9o+(v{1@l3=2F>zQ(ot36N{VJO7d1eSQE|7$&gp+XBE`*6~niy
zzX$D5!qXk<-eGmVYPxIPg!zUOsSMK>+3yl;0IXt*!X+B>>sSy3*$6AjsYebejY!ya
zR+eVnjGFEHi>~>K>WkF*XA|TTG+@njQa5g&(%k5{1G=Rhet7y3&r2gv<A^ZGz3F{c
zAI$4u<MHc7;|FSa<=?RgZ8thj;#$V)gH=3Kdz+SbsF{(1O4BJNc6H)!Jk)@r-$jJM
z7f7Ox{tCP_N|r!Llfk)tN_xBa9P~;65v$z%c`WB5!8o^|<4mJrg%Zti6}$K=-QoFw
zE^HO~b3kLc5yBYrPGha@*zfd%7|z1P8+Ans*H9PJ<$7vM8aPBYuJ1_O>9trLZ4wtr
zwkx={YvHB=yOd`=w%v3O+UWhK;a4@8xskKpExf|r_fL)5uxxe%yWl1KxRNX-1Hy{u
zheIH6C^8%8xdY6!W{uvkvY<bZYcQX`<|CkYUN4@~3^|2z@e=jYxIgT<@Spxh>UnMl
z1E`0dav`sFCKHz+<&lAavKEjY*(W2pZaoy;G&{av%IuT7z3Ln1_m@}2)a^QiuV>Ot
z^@6AKI;pcO-dIc;H`npYJ;Fd?;X@35N;_!pd2!uDOuAP|k;OZXC}V$6JsrR+tUM4m
zMaTKi0Y-7G;@N<Z_a)d><mmzsEHw+*UTH?9o8TAQ4fjcQsAo?XjM*yJq0`N_-R;(~
z2&>e?1cgwz%dlMBC(8ySnIzGw=j6J*x9vceeMaUEBLDat-&MfQ;}?$|vMwF;!L3qt
zi?x9Dgn+w^GwWfKGMchbBR2xx!f=V3=SVF{s8XGje!hby6{1n4$WPaf=J#SA*<v~t
zhcT);$8=h_hH;cSZMky(^Z&&jm5^Zd`&teHUJWl)$r*S`d`4Y@R1~e3PIs6VIi+0s
zIIHg~r2nNdIa|imzbS4_4vJ-(ggeq=fb#$XpAw^?;Fh&G^-9u+sTyP4avHl*lYo;_
zk&r!GP8S7`kXT1!*K$D}LuBW=xg#@l-B;2xu96})M=wSoVr5c2n`jk2w3PC4K-jb~
z_k0(LFZO{=^V?tUN*MX<h`4*fC47TTnm`I09QSHuop~ut?4YZ$o|RZsp_5L3?Qsnd
zl4>i_T)6kDuy^sZFJ@3D3}|!&p=`wm(Ey(Q0vb-om5T4$CNDF+*g33o_ulT3bOQ!6
zHCv05z^vqoxxx(Ti4OBh!M+BKPhQ1Q-!J!70{QHEW=pq%;K>k&f%+Zk#Fx2#5p{-1
zyEPS7@mfAR){jlLBVx&MZhW_HHG@jTv0dI8D2PDIBjxrCbbO3fZ^RZJNXnVBaB-25
z6PIDXE9?Ir?^`3qF;A9GX__8gSQ^EXCy)jOd#Z3+#&a%K?hTvvO;b}h7#YuCF`OL4
z;5S|QR<e41ntwl<86^{Nt30#vhDpUjUCMj8csBjf#22f6p8ghk_i{*2tQ9-?mZ)vI
zL)49VowE-e<CTGcvRv5Kz8PaUH@}ZXGBeBiiV0a34pnjc$l~=8ar+;t*py4&5s00h
z(8uTQGc46JsN4fMKtEKeFwPfrbhrlf>9mbCa=F_^Wjda?I9~o-t&01rzZ8RIn%XVc
zoDDj9oik{mD4Vlj9BMQWfALLkEmBD*OOxI2U0d^>tWD2B0^tjIpCj8|5%7=T5a$y4
zxFP1%(T=la0)np~Cpy^cPg}tGt7QQ=e@QOorlWH&j+(gJECm&AD~0d$BsX#o-q_z$
z?H;Xp=#8bbnf7ePqQ(@mBjZGgu2^?H^OM1yLsJr`w-<uaEnWhb@9#BVi~7|MdjA#Y
zVR-8W;#HI(8E}q>XW<&psP}X*n&QHTWynCA^_j9|@XrL~%NFeg(i1&<Bd0EdPe4D?
z|1XOkriAgOQE>B-Tzpa`DfmM}0zi2N{!;lvYXyyV;J9_rHB%JBy{{)PM<|jqNek80
z7+&D`bJcZR)Ezc5mA3-AO>0tidh%7DXtzn03({CwKebY;;&D3Nwe&<a9iDfcvWnX(
zt+6GCn*F=)7#N7XhNmIHppsrq$C3ib-j{)t^!29!_`@BEN$(1qOhOs={GDCK#jgw$
z%YA}hwTzj-d*4-Z->Z5*vn5A%j4jSx<hX3?-{gRr9M({&An7qqBx9ZV3DJs1A-r}|
zCIB(o?(#qAnv&$)5!18%s*qc|gB|H!DhJaLH-Mh1z096?6?6N619(O>&t{W3VX%h)
zw*I-dHKgSgM<<z+rOYsysHGP?v@nlt?mN!eoB=ZY)#Rv&H~bn;3p39jUr>lKxni7v
zk`+C&$=&0dw%3CcI48^{k!{$e{i)kMuT(nq*lsK+q>nSE?kMLnTvm@E6U=etKP+pK
z4EF;wiqP&=d*?(CZr-)CL|I-g4`bi&ajX&KkykF%90?{5T*ibAh5$cgBFc&p&=5W5
z56s+o3*>g1Z`_tj{0R~k{F!>Z{ex?X_blE+B>Yu}Z!}au_&nSh$AL7%dslM~hRjy-
zPEw|c)<b+x5r9JukQubgR3H-kE^`{{j!zSp0$v|~YP!t;`mrB;J<C{;OAyL$cjVV+
z<ojfgmwMEVOKuj3or}R%Nz(!)Fi#kOSp_aBm~Q(Y@23MHI~<G$a{%L4Kz#ZBs)U5M
zkl!E}lkRgCAckGNv-Y4Sk{{l1Z^h5^=0t7p*ab;o%h{$ib+C~LWsr91W-Kn9Id!Wv
zc2X#XD~uy~>k86zH6E&}t$?7Tv&3xc=>t|KhvRdtL4*FTPPw%ssyO%)|4J`qKegPD
z3Q)GYfio<*xVeWmzB3d9y}Tl12?>VCX3HP#-NeHu`UyPKioqG~SrW<ku=jj`Gxh#8
zdn87WZ!aiqBI;l5>W>BxxM-ET$>dK5aB=(XE0f&f-g~tBYySpjP<Gk!7e&U36+e>H
zD2N_4s>|ztqNOsiFT1HD(?afUGs;@9`tXv_G+2!I2@cU^TKwn3z^t+u(#%LNjEeXY
z?ETFh(SIn&4G<jNE%lVn<t-Sl76C&|+94qb^K!_s511N!-kAB01<vb*ee>sF&$@+O
zhw-_El@zp#D<dk98BcnW;38!0x(=;5H}UD(I5T$F$#6@UH=YAf=<syaMhRb=6gIfx
zt6$QaK3WBmHA@4Pd*~)2vN-O`hs$84>WXgY0fOe+Xj!%3ApZvHwQ^7Fuf!38YZk@%
zh$SakS_;{QXUBdP?k}s-yNK5@4^%mZ&Sx#G4svx9<HH!w<7M$Q{LLgILfWg+%9x~0
z*85<=5Ji697jU&dzYpl(bEk_I#Bfvhw|^Z6J~X_QSBxn>fnU5SicI(a%L!JT??8rJ
zkjxR5!-0);Xuj^Y?|p}_%Jf5eYIi&fx96YRbo4c2?}<V|53@sT-Sr#e23l&x<uDn}
zE_mgw9dqSBJUq#FmAv$5UKEwzFR&vN-#Yx(bU{&w{Uf6=jFAS7RmFXEU9fF^f9(do
zbi_o1hXZdHAp7(5%SDRO&JB0=Jx!U;3w}(C&zvFfB;st`9{5c!e_Og>kRM@9!U`f-
zU9f*NQ(&f<paUpB#K9&ojKo7od?!d~tk%Gk0gbhLVHelWZ>ytoparV&CJqONw1BL0
z%HA^oPQ}3F0*g?By&e%b+S3a748Q=vyJVMhE?Tem3p#rZb@l*e(|opgSR`GxkN&nL
z&t+rbKb%W|pl2>@0dJ)W63Ge?^bzBLpk!8TdrEzIcdMdK>F8Gud_F=0X)wkdP^&it
zM1TDm#&}u2xNVo99}Bb9@76pkta@mGg{c-E0ZGBh3+cY!$BWCtRawh2s1kbEB^O0a
z7{qqcMCk5z{UD8$El$66W7e_p-b2w@22`nvYzLZ>q{=4EY@7Zb3eB7vQheKZU>9{R
z&5N<Xc>S3_^X?zVX7iR4;pvkQaN8elitB?DIffAl#(9B(fgj6<On@T-MCL(<bmQ!4
zV2tf$AIm6wg8QpT?R;MA_R!ED@5>kVbm+9Qb;nHBYT`Dz!#?7Q%Q>q6?7Uki|12>5
zM?Mdx!=#Hs&2&Usz1FXJ4!~?}?+`%K$qxz*eYBnFHgHlJ0%PUbrRLxBfQ^{)YqVmr
zkP>uGC=whtwv_5Q*$)O%3cx`T<tJPH7Da(eaKEQ*zv`jrz0U-y1|(|}+N()8{{1Uq
zzTUpk*6+RV{?OwBU6H`y&M)_#8d*xeTdN+j_YHzVm&2}8MckC@Kt)CV<uB<;(nIka
zv&He%xU~osc280?2mvu$NI*Xveiw2tgsg@tp0!;8PN2uGMd|k}Lm@kt?8-$zsK9}*
zYWl56*lT@i8GnmLl2>0~NLHYEunxb}D|5Wu%EZpj9TM(d_oBu>8eyr|jI9Ze=1yWn
zF5T#j{~R8D-6Z$(Hh@hmMTujAUdsFhHc%M5`Ym&K7}O>_S1k@uivdPPzzItoOn#h9
zH9=N4z~!QG2N<6|2Zx1t1Gk3MeLx}8$A8|${*C}J)A<~uY~poz>|OuLPfBT9Z3TnV
zCT-;sv1yW;m^#jv6Te*H{p)fO20`VPm&~SdT%8>pFSrdX-}oh3>^@D!TaTqdZklk9
zvqu~o<W6rxsjQz-#E@sa#@!AgcBj3)U{c{Yi}t*xIc^{m1jY>@mR}9Ck4|aXuN)2@
z(7xZrb66)Eyhk_?c~x6@W}g62e0;5r`&PfC&+dDL92T03K(Ack2sGB;JoE#XZPAYa
z(1zMi_?NKos$eGQW|8OMxE>s6V8O=sfv{J1n{hY)jCQ)w$kD}snisukM&}d!^-3Os
zal_o>IHPJM?}cvwpTMU^B|6F7;bCH>Y0lxHxr3j=?LNt0QvH40Cyx2}tv&eqU^|zX
zay21L>Td3Ey45<EDUzQO29C`j-ua{g9sX5=cqa^yrUvTCcFT~WQ=3zh^F8;!Bq3jv
zmmh5Qg>6U9JmA+FM)q(ZhWmi_27m{dwQe|Cb?n4)F?~*au0mpz1hX#vTfkTxiOI9G
zsmu4OPyGC2e&{<E5>U|p7*|2)$pLza@TNs@$im!(2fk~X&6Xn$?T(N@G$(I^KQM;d
z-EMH?G6t4IyKB@_CUd;oOJx0TqNB@w#;g|TP30$wH*aXbORZ%^nu%Q8$DWG*V><q0
z{G=i<Gg?Y&f+(Zmxm$Ti&u;Z2+y<ZZ2Hg~aH<uZFeqR(~AD+~KO%5G_bE_CQ==7ry
z3Xm*e5lj`MZ|E3){`@$2$a(+<<NGzEUf$0iely4JJJDi}zwf=LqhnW)$PC@}qe{hv
zwZTG16SsLEluv@3^jP39alMr2fdpIb&A_sp(y#e1Qhw#gDaoVPR{vh(SYF*1UfT0S
ztRUpIqmI%J0()8O;vgjRS}}-qKpCL?u4)Ph6(EDn)LVPd8IScyLfF;Ac*hZa+vm(J
z;FS;a3d&^@^`QBuc--Pm{#lmxj+Wb*lB*V$U3)q;$>O`U{>%Nc+|ldBKVi1VJF3=S
zyup0N#OGY~n8aPiWrWb~dYJa)BUGAPxtsk)B<^L~BqrJf-mX}55%ym7+8);|IEh=+
z%Ib^b*SUD$Ne;Uz-F|$tn*!2ZdpITB1lre)-vv=dDfix30j?KkbA-eAM+Fw5#unm8
zLcdtbTGu~T6}Y0bH3VU7D~n!lE5^(M+Q!t4wPvCXl{U~vAkCtl7@DHDvBN6hoR!Db
z$zToKo_Wx+82OA!T-B+j!oI-Q(~e%(Zz)?Exqlu&dXywvq@O*JE4PgPA}hL%ko)>M
zlmp__SzzeEyzu*#{dco}_7Sr|z0a_3?Tr!+zA$qYykP)E_xrh~#e;uaTEK>B%?i}u
z&#4Y8EJp+8K#sfw0`^PS-kU~v35_ZB`dz|a%l<>HWm9l#l8@TTgvM1}=TPrV<O{vg
zy>=PK5CsG#2%7E%^ivJgg;lH*2ekFenb=M+G`>Ybx>6-mx0&{cnzb6N0I(|qo^%f&
zQO%POm$cDEA5iU2V1zD1f6<&e3-Hx1xD)=ub^P@Vw^&j)Dz|@MQ(w#b<$i}duJ@&a
z?MU5xUu4OrQqD0pN;}l)=z#a_p%s_7O3T0g)v}6zmco&d?2Q?W<Ap%4b`Zk@jtQ(E
z9|JyaNWVjGFghh@KcaekRFxeB!~$`2GX599y75l<^eLnNPVHiPdbdZsNuPdRBVBbq
zN<BL7$byLpC43y+;M25qz5{iQRQ_>aew+54@s>rPNWDKs@=WnXUi1e)T^iT$@)2RP
zfcRI34DJ#u%g$9qz}nC%oLj#lXS{J`#om1xEe8zYzyWd;P_rYiSLYXI#Ysw%C7I{%
zGemb4pM|tX^UZ2`nA3=QhRTD)@i^@gX>aTb>Y-W}3H{;Chy7H1Jq9KMF}Tc9cI5X4
zT+#HofVoONQdyDw77Q5t`*xEG9MHhF#{*7Ey8N+W8>O%e4hHiT0$b!x%c7@yP(MGd
z_*D{sQY}{p(BpOS92>SxZzspg_tCTW9I?JM%1;9?Rc>N8w=Mp53b497`Y7$&KO$7#
zN8GvlPr+V*wKq<pk?Ta=US<c4%*2>&KaJ+P@^)}hyygP8icw82x@74JSL$rKh0RX*
zFL!a0c<zHop!cG$AfGM~VrfLT8d`+6S2l=y4&q5?;}?J0_)_s}%vlJKXY`P=@JZo2
zY~^zx=7&}xU-->S*$wpk0&s<`Jm50vW8}RdYtxnV%iYJ2Ep;O(HeT&1m-PLYcykWP
zLaMdl0;0Erh}Xsqo&J)b(AWDOkb$l>bhBj?bau;5n+V9FQ6_TAnjuK(9ISJp&}^jK
zp~l0KO8lw^sLrGtxh5A4kDM`ACcK~U2s)+Ect<0O*8uwjFvMq}fXD%IU~Fky4$nY5
z7|Kc$aQs*>NuRV-Ik$j)gC2{E{S`CR7X!qbm<1f9wR>Gd8omaSg}iLekzx$+OhbZ!
z5h?qBpUk$UT15(+#E`bpdG22?va_=H(}MCHu^&%OlAeC2-ltSxF9rZ}`tsRzx7{c5
zC&$8ZeD2gc(lb3JMO@n}WozDuzox0l2ValnlMM@}<kYu{rX9gBiaRZpIPf&FBL~kh
z;{lkcv)%3d#f!T`B}4k;Eg0h$^?hkAezcR`yZOn40-IT1%faTd@A)kv3~&Mpc2@Wd
z=$Zt#cI*ZDXP^2OI0R$C2*!q)ZWV?1Zty$roJDf_xCe5D6>{vIF%n<<O}O8<N&~8h
zKnA$`wbi@=a1GrSN!C=oQ4MI{uY)*vN!0v__2EMDKLBOhjJ7)@@mfcaEKg|bACzym
z>!F6+o5j{WKDmA4SJ&6jHX|}9Gs_op;3DGO>w^2)*I9%o(Fvl&FIq1htEc~&;$7#r
z>HV%=oYgWW1vqB&O(vKWnlwu?6r}n0D2c4kB&AY|9z4fox=EXPK+Ax5lj(D)1sLbR
zOc&F<?1txiLlJTPyiA}=JAB@MU#r&fczUxXTD&4}?)|R_Kx=QhE`g~FT?q4ik_w10
z+uppCrh6bV{NVSF<nBEVVeikm7%9(S$Q@_jN2Mqq_rXVA^zThJKDIhy>H1HV0=gz{
zrdIqz-gMNHJ?Vn%Op9$+I{)_k%e@i-3Ofy|VVJvEY{LU!<vs|E=OItvIp7y47~ENg
zfrDitW^@6T0|*}A0XkSO2>z~Y`P034nxCR-{u6GEB(g~~b)Q}Ame4wg-n4GM)(4;~
zIwH!7tZiD%Crh}WAgMR{L|E@jwNjIX-@iye;^#W7{}H+lyIQp@&TH%bwD{{hjl(2e
z3UAB#tVy|~aZ8AsP;KV}@nGY+5I0JJsVYYg71-p?<bY%CXV$YF5-D(ae8>*X{&0MX
zl9<GX*C4HQh^rs1TGcT*7~YK|mzyby>pgrTZ^3&9mT@$Q&F)Ju@ymtW@Gg5#zUTr5
zg^}VZSYWPZGvVAq3>{)YMqa<!$*}`Kfnlg}P<uAHOxI&X4?^(W@_xK1>wZ!cKS9oD
zys7GT`R~u(AmCn*p83g;?;5M4``b`iPF}TmSFz%Til~5H4w%Hk>xzkYi23l6_hm4X
zq{2XZP__%~b+t}$KtDA6eK{1vi-V3X$AA&;R4h-;;_V4wJCG#e`lYA=XUoDWYVqS^
z^*SA_=|j6$Q2*ZQh^CQ&pq1dcsM#t?L_%a-rNbq|ohSXJfK;&+Pe(FaTxM!j@$H`&
z6V%eb;%+(9<E%0Srg5+cBT{bhJBO523I=b!gW(_`9)r%(h`RIC78qIHa#B%N9s;gA
zIlzZu5gaak(wk+vQ292Jm^l!_B7fgL<{V%+9F%-8bXV|a-kY1lZ=|z3v!7U_Du7yC
z&%wpe#7!z2P>UC*(_YJU>Q^69Igiw<ckVI>R~02R)Nv>l;=x+WL9I4FKcDBiV5*c0
z@R<9@V;2+y@R^vQMi??#!<O5?Ub9kv5OGp+GzH$gQg25p<-AwPZGLMsW0NZ4diS5K
z%A^+7dsh${9)j}q+knj59y9{XDe$AdBh1p8a^hM>fn!MLkJ#Ntk(b#WJaP&w@3I5H
z6W0Py988Yev;_US8UoC&#Ey>v27_3$-W#oSFz^)u_|HX&U5hYGL3^r!&=or$n5@2}
ziT5s}&5=&?V1H4gTmP{7ysEX!_K%`~WQjxHxFP#q^TD=|!i&<qk@`gesY!rzz7)Au
zNRzJ>gKm1k==!P^p`I+!EavyBP;wvOs=7qsz|ndwN!ZEQ)C*`c-If(0)4u?34e0o<
z25^WI@CiO`2c36C_#APeP4`AKr7r0HDdg{n9wKO*${prI{Y%G{H&=?~=+L_VkadOT
zN4GI>rs?Ng-+qB1X05XN0{a>CU3aI6w|?&*3-!JA^uQHJkHuI<tHZNyl1#en5ZR!P
zzx{j!ld8)bXnHOe;=e053{EZ2eMd-Xi@JM!H3V`PJ>1_L2FAUGz-V2RjC&QFdeA##
ze;uUny2tDD#S_<cB?6(|<<xCh@bDL%Wu1HU_NEKUlN47htk)+Gq~dcIgXQd|8s%6T
z?;_&U$hky7Bl%(Fx~`wY@9Q@x5{}Z|j}-G@c=#X7g<J+L*SGJqRH@ZJ`TNxuqEH#-
zfn8)rYz`zxS3$%><I8Z3cmZcVo6cCa-c4YjS_m*Gu^0{!p0rOn;Hc3hVAVDRbet*s
zkijoFI8V}TNH2}_DTu;b$~6KR8vO3I&Ai?j%H)nQ5(i=1&Q42Me^&P;Qh7abX?@;@
zINbUXHl6NPM6L4XjeUlg6z0_JIv~{8y~r~=kOt5q^_YXI!j6t%Ykr;nfDLVvShH=H
z9<g%+-E*VLiSPaoS$`eYg!_e$;}b+sUkFM`qeu%V9Rf--x*J3!Hd3TvlqiY<(jCG^
zhjfP`ARw`gZb4$eKuPKEGvA-j@Ati~?|)wYv5hCrbIyJ4bKfDawqhB?4y^^gCj!?E
z7JxjP5$6F}`Z1snR}5;9VxSao4C?I?fJK!6QwCHR5NSFt0``xkKt0n5(8ZgM>}AO=
zLF^*Xq{MkDvHaIYEOk78sGY0nK(8sx_mo>pb2VhlSxLFIj2wQumfd6+e?_XQy}hl)
z@2H@wcFb9^90s@%p`iF4_Xm17dslix;~4ale5(c+>l1FYaWy>JK;VW1JBOiQ-;1yv
zYv0~cc>$67LLjyR)-4HC3bf##1N8D2U#|-$q(#jMDY*y%&<NS&d<(*M4FK19BpYF!
zYZTk#0$`%~+1TH9Fb7h2dd670r(HGj!X330bie{wVezys!=RsAf`ux+BR9WR<Eh{-
zKY9-GDN(+>2My}G!=1Q+j%uV9dl<m$ldq)~f}7VBiU#IGxQp}ciwq4NMxkKf^Hv1@
zhu{t%(DGZ}A?X;H`^+|$HTa(BfJCY9wm7?qlQWnO>vJ9i+d8&fnv~yWRNM2*CF#}~
z{nJDn;kd(%l$$0&M-ElWOC07SLT_fTHc+;=fXO&u7g+XRPb`J{)oCg_F@c02Uu2d!
zz&^$Ih4@<SLV?8QPk*37o%wSg@LS_<NUgEaP*blF91R}!Fy-A~mRbXL=OtBDRqJ_b
zAX+gi4>|8WW={RbwE;bo>{E|K`}_m@s5Uvf#;SV5KcY89^Zmg5{3aN6m0L^~e<0=8
zs|>LH)bKJ(YuGQlFUzbfNn=A5J)k$YsM&g1xz+jm=^8q39~^VZR3tD5`b@yCYn{f|
zLBtvd&SJFyHQ4~tU=9c{szDiQUp`U#Z)T37pp9Ecoc7FQpvTZ=treL^>Zt={;s=*q
zUU&Jg*4vE+SSlJmt&!VT`sqvxWOxp;!&c}(k6~w%dAvVJTn)#3n*9EHo%Y^}EnwI@
zV}G!2SB<p>?oP)*$5k}oz!``^yTB)_Pz0GYf>{6|V_=j2kbd(AE%Qucs+5=$VI=rr
zzkOJFL=Ose4>$5Dlc>Mqw915o<Fd@Nhtt8wRZoZC)8lLy?r}+Sh*|(m$nXaJCeOdE
zUzSOzkg401M1XukciU@HV=p`Sym7Za=<Ha^k37KY`nM^{EEXC6kzOZ|DEk6^3OxNi
z2;3ST?;kK@%HI5)*|61pmiFxTYSVhF*xfNgBREL?2|*L%bKU*L>3?!R@qJ_TUi(tY
z>o0WNkFe=yqEVo1P3%|$YS|**n<fN?F+sIGUQ!AO?Q+=?+;~QSp@LpX1@Orlm%L;G
zdA#=*ab(XwNl7TlKtAAAuwgYCI8(?ghXhl1QaKLk9XtJUg2i)A?7X06pQ?&Y6NQpH
z1yFvXdcZ%Gv#3MAbkN^>lR~w3nrpMql0);au}mGvfCO)CNbmMk$q&h%I1})8f+-R(
zDc{x@^aPmQ1{g*d0ro%{shcj!CsR8>Q%I6Z*3uKLRC|yClK8_)2eIQ%mT4u3D<CP8
z68?Rk=ToFLIh8*0i-YmT^59&x)54DN%Q45IRTWA_x%KzCj|lohiw7V6fLW0N%S5W<
zX#OVk0Bbsnti75V4+cJ32qhvE4fy+-;}$QY;_2bl*cjkXMbQ2Rl7x9c5!?vOFkyfe
zN_k$i6tuUuw>B%)zn3Gq5a>4({D++O8!tijB|o&ulrR?ZadctAgH_vvgcY}cfMG+<
zFF%HgCz@6GxZ;N=T6k?a1<J>E*@QIn+PM4B1OX%OAB7Erg-#XiP=4<})^$tR9zbL?
ze53`&@5(z02kyIF>IH)}8$c`YB~gyp(rNqoz95j$SEb_A7zXO$6+pat%#@MfAHff_
za|y0TiE)eBmuMiAN6z_XCAzE8h0-m8p}IMPVY%DZ0-E%|xzCH9gW21<)>;hElkyJ9
zzy(gNHSl}gH5w$V82$g^`EWxSSIUIVbf1beh5~ljm*wSlXuS0^FCs`T`vZcbjniO;
zB+5QJ8zgZAcOb8I>WrwGat(r|6_|Pg+0`S0__No!KO|&oX@Hh_4E1`-&bdPPO3nf3
z?r&S&*9?~NwOk>CEu@~??0lNoR~Sqj^jCovO$Pa4K5B?+sCfvufhp9Oe3E_#Hh(b7
zZ9H8^+8BR}YNUWTRM&v=wq?T?dJesE%Y)?OtlJjnI|4jD{3X;79X`0vj6XeidzzGE
zSjrS`NGiU2w=X@U53IKdVU{3zMR3+4%rE5FZ(hdPz5yq^q(R4jRUS5W0^r^)enLe%
zWg@jE0Nd&3O%Z=`mBc&&(~ugR%TdB(Ht=)T&Q3%F{o<7rd=tqrxWm_ef2>zw<GknP
zNZCJ;0-5Q2K9_*sjPB$Fi4Q*)tv1?<`Qq|2hUE6J8)wNP+t+!5s}t(gju&s>{uY>g
zf`oj(@u3YUKV3^EC<U6Dni52MGg7yla<#K%?^I;V1-AjoEr#mqSqBHw_K~|g!vv9{
zqQ-gS75Gs;zH^NuYVD&LUys>8+r$0RhR3+<GedIPK$eE$9IVw;;F><he)@1zP<I_s
zUM0=4J(Cq%DYGFsbPnHc9(vd+B;p-+v9o74d2HW(ci&|mIhG}t1SI%&`?E`kk^}0r
z-cN4#p(n&+k>>A3_-CGyQsYYK-+MW?M+Uj88BP5z8U1w<aQYr=h0WhmDJfj~&D$=3
zpql)jDM`8SS~{>TbXYuS(rJff>;ubpjwXEFbPYfO*1>=iIgp5h81604?1%Qh62gua
ztMP777V>u;L0N<Ca5;{vh?=AC4#<Qz`)yf1F0-n{()pxG^BGl5bJHPHqA%@S7d)~L
zXr5oXTTTuRp~JKFDi8bo!|xkDNs(rxR7Pom0TFV$psTAoaGN}tue?DXxE>CMtJi*6
z&oxR=n<_Ts>#8yd4n{}+vv%B%KnKgXnLR!FdneNgVTt)Ct!De$55t%YecyJ?s(#uA
zDzj`?TcxJ;bwr$Q6RThxmAPnf?y+^{>?}MKK8ajB$O$^mFLov>0}}4S=L1&F4xj<o
zl<p{sQPP`NOhb4NjW=V*B$5j%rpy|>yf&9G)udDPBphxj1xCAbfbMTuHeT@mx2)_(
z#2ctg=00S+O|VJMoXSnM@`n{|?CzW@h$abIm!BO>4>g_wsi+cQnrQ>$f;?5xPjbaX
zI$!*ediX@DMzF^*$B5cF(MnFi?7<!1*)0_{u2wdV2ywoXVOji$RBNcd(`P`+uW;Ze
zkRHgK(sg8njh&5NybHd|oNnSYE|#G5*s-&T1k7tQ<N@6nAi$BSv6l4zp00~O&SDeY
z_yNBHX4D9pParhy;p^w$v<wg-w_IF5gI>5_H9BT(OwR?A8pTpr8OBfO<GydBuo^!x
z!F^jrB0cQ0D^!Yl-$~g5Y~*0{k;75#J9W=q+1bPl>UhKKXH#GRfGGLI>qicSZh7<o
zgH*7q=8N>q^R-LN-fi7CS`^aGVr%Tm3>pj>g5y1pol0Sl$F=vm*B|`Q2?nz6p04wD
z$(BUplfOVd^Ib=85z8eU7K&y+`PUIk`IyZfC0XRDQ?spxc{ik@s59c#{dN#qC-Q=E
zwi=e+mbS$D?ERXMi|K<0QaRXztIZ)E{~bP$GJ9I1#~_w`<4DEbZ%YEU<vaEel4Azy
zPQaGY0=qB*1&zN>0Q-z+%-I8$3??o+Y<yo%Q|f21p5AkErm8zNa~S%H(-t70^JG9+
z`NToYRx}qAiY`@3{O^Ml<9Lx?vhJ7VKjO#zuR*`)pEcplC0p>JGTyKvBaJp9gZVm5
z3||i@0k2dr`X+hK1S7vS@jbPsa){Zy)o|LGy|K5Nwy?SKHZZ-8))9UD)E)kmizu&f
zf}k2k5T6_rGvK*;6%$LL_HH_OVX{UMII9?mLvs2EWR<%wL3Iorp(m!C8Y9Q__dxrD
zuUm=#vcRSEu#0i8+sEKRXa4h}6}l?ryj~DLLi_)xRL}{8OJd#rDS}l7?}%q>AA6y@
z`{Wu12t&yv$-({>X43UH%&tP-+P$E;UF)A~WV{C?-Tw2@hd}I3>z?NsxefXdG$q!C
zWnD~F9(y^P3KE!m9`N5yHgsw#vUfR@4~*Nx!!Jk8v8RY054!aOj|}QDu}@8%Yr+}l
zmwBH}zZG|?fr30-Rvbz{?SK^IN$9p*jrk0)QnlDK{A~zjay5FpQC+?EIRNv$8l6zd
z(Md)_WLDxk9=NxpcV)TPk1r0kh#wUTot^v@l=&Dw900+!LMx1PKHD01v>h~^xV{+o
znmu!?Y|h<k;_VXfeysBZc{mr#;2%Ma*|i!<eLkodsrLPcr10*U1)cGrq;S07qZqZp
znbpSalfFUn1nO<I7|s4c>}tQaq|Chp%(ZNqyv#zuNWJwfeFx7cFvbTo@5}C69t#G{
zi=>(#JzQmh=)k|cc>N!Q40gnYLSv&?xT|Xrm<b!qx#&TqEQQ*uiy{3OLDhTTl$?C)
z-^`u;*{w6Bmva{vR_R9=ebBR}MvY>*9yIxnKeSs(c#-H^qK-65o;sO7e<G#(CLs{O
zZUhpa`^=(CM6KL_c+}jM26+y3^mc6be~C9r>tptVEt=K@pU_bAdzWZa<wu=hM1$4o
zjbraD95D4`zIYC8|5-Hf&k>m#DarjNF~s|)B}|@w-iCBS9Um7AeV8aSO;3u14Y}`J
zf}jYD<Anyb5@<f!m=FF90=@^I&~3rXJoTKF@vk}VRPKtM&WNKKpYECY$lg{=cKZPO
zPmc4xk|vg;?^90A4{~&QR7s*-=3L>FD#KsKfZ#vV7_ICT@S0>?0hG9q>zK7e|HBBc
zdtjMr*{4xH0*N==Dq}Jak)CtgVPf27&WhWdbNC{s1K3a{Rdh6|9S|PSOT@nRD8ME+
zUed3$I#jPUqr+1}<5?1~?WA6XbkGw}NeTGRvCg@@{<ZI9mNQ8r{y7FW-1d<}th27H
z&A(x=g$jkm%USbHbqoe&zgk0gzJxJrQCvk?Je*4HR_A7)AKX*-VbayIdNMg=<5?=Q
z=NAw>bPa|!|3Ly-_&~UHOro$+*KP0l6;ZW3Qs~mKy|&JtNipJwi0S&Fsw!%HZc*Q9
z@9cHa^7W*SZD3|n3#a2#)(y(%baAd(&4U@ah8k_xT?F&SbDkl!#HUWM*|C_-QqW=v
zBJf~49{L@Tq*YCwcL*hj_%9?gPpqkB%eD2(diS;?=ME!gCY##=BE?Of86^c*PnE0u
zcR1nkz!Eo^rL`D)Q}5)8VFt^sFpWSBgLjGD@B8!}Y9^G1RR1W=^PMz^>{HM@0GLZ5
zfi37R5hdF*75y%9_$g*BRCv05uv$-K)`4VXm=2kB82&4@B#W}7Uux`dD<*waUkp-S
z`DoN?cDza}j<?5O>I1PI`YZ#^QBKjvUzz0jQ~%(6{VFDjUgHX6A>rR538M=b5$!9Y
zi58M?CLvl5+i=*A2RydH=uk4;PO$pyHW}`vSXE4>R{Qgln`Jz1k^Dq@)-_c7O1fGy
zgGIWzm*RQQI<A%~YUE9mC-E%FJCF8%T!Q>22skaoiTDQ?-VVv0tkz=)NKNqjy!JTU
zbJ<C6{N|nDVkxmwv)uk8U!$m|!N^SSr!}_Fsyy2#zt^V<iwz^cNMt1zke^`sE(Y$h
zqih7BH<eg@D9-K;_@SO%xdtKQA@t^>O+N2`zTq$d+oP*3>(qc0R0X7Rar@_T*Ny}Z
zw;yX3?P}V*Y*YR#VsrfLNPxNjhnMH0&vvWJPP17{bKoN9w!|&kj+6&^yfe&mKv{7W
z^~@fe|8PJRwHqf2s_-7g|HL%#p;Cv`a9t(8FF}41BzQV*QW;Od_K3|!^gKAgj(`!d
z`%$g(eY|F|bT>IHcaui`OnsIz&3~9)ByKiSc^uDC1dgrJ7+y`^wT)|8Qb0<tY@PFk
ztB&hzx<N&XR9@HM$*Tk%&m~bg^E7d@%A#tTYPZyyWm4_&W4bA*wcPz>`-d+flyCm+
z7BsJ(IL|YWRLiC(a40f=GdC?Q7LBR3MIIPO*!94%pV}t=9!(FGpR=8UT|&Hi-lh2G
z57F}Yk^_0lwd+GWtB-h<i=QViN}$3lV7<3-vrfnvDu=@$NJvg+BA|#bthh)b*_Dbu
zSL((#eFS$B>GBf!$5>rbN%Y{ZEpnq<-9?aMTG;F5kn-H|t7!_m^&U-9aFT;)Z{sI`
z=3ik0P2LH%s&>hJWfIZpcAo9&u7JyGM%0Nc*Z=Qp2!k7x?(u=xHS;mOL|@F>r3!vI
z=r(z>hw!5l-4_`0ZS^ui@{RbB&t`U(!`<adk6gFJRC->;GYWbgz~V>}RHD8~h?XSk
z<g)lRqVVxa?bdbU_XA?m@*tG<gf$}K9Y>-oDx1+18zwRIkjOI;P5%oio_fbb1J4%E
zB~rcq_mV1c$_K8CG8DpMEW-y1N?&Xx7JZG%#aKVDhIFeJlF1BK8b=98rFX1Vy~q+d
zs(LVFEmeNHeHC<o2*>V{sL$>lW`3=_nCKA_7q~ESNaY`M+$%;@OYRjmbRsfcHZIM&
z<A?`S??*1mZ>DJvrD&55mR{|CQsPZJ+MZZ?#Xri)z+P6TG8A2n({O{vC2V+A_g`dz
zUHG>=I`KwZ2d)%wQ*|{Yni%uO4H@Hl;HfG0>=x3TQ&p4ng?FH$qN1Z>MfcoU4Bhs~
zyNtlWSP-T)5xT;1kCn#gXT7=gPhyg*%>%XkpIVbb$e{mzcYM5Y4hYkJhd5;lRkOp|
zJv6^wQ1q(jH%_(sAWl(S4^HxRNwcWI@&vcj$;3MgMC;eKNupH-L0xNV8dL3tC!^50
zv)9X(q73P`CxHHN*ewEOy5q-W;PAEQw_g}Bw9cxMkf}S#Cd;z$(ERc{SSnVn4-ybv
zU*7v}(J$iE+~h>OeLmqgZQ!`Ge$$;#4{zWP@P)fxZh8aFt)E-Gl+*Y4S2r4XNFYB6
zH0F+2*S*!+;<9fIj)Ssa$NRLASL@YZD-|vL>BYPiL?vu##r)VOTyL}LlZK?N&&C3G
z9~>|bVXU&LSEG4)GyDxwwq(7O`<ZX!h2$eY@Ju`X*lmvHo<I4&KOKTy!@KSw(d?!C
z7mtrmU5h?<R9hFNiR?HPJuxm&p`|t(Q`6JV?&xjsn`UCxZYV&HYeyU7k-p$S4lkbU
zw%S;yMbn77+>b{}>8+;s9i$0}tG^R@eL2LP@GMhORtHPv)ZEu@au3u%4!RAHQiK<w
zmQaFQwXbp$omAPmp!-siGF3T3RWYq_&z)l6#A-CsaP1O6Zh26=4$L&gre%tT+HY&?
zG*KVAru!S=d*J<#Qcq=Y%M$;Uy&S*_c|1&bCCJ{slZEYZa;H6Jkok&UtVdO_JYe0I
zIk{Sk(v3$p;WJrGhZ_rBm`96lIk>E@(5-jAmd;?&`#VO*@gVXV?aiCIRfCRxj1RgD
z;#^bNycqZUVf(KxIJ-XY&_liwBmqO_LEPMso_F12UVk}uGl=%oIPGs?YqrTa6?NHc
zcdsr<SxTYm>`Zl~&qXVVbV9Oq%{96pLmeHHXI+jxZ${{px;EyJMC%`DNmT>`O#Pk9
zJkMDZ<1yNeUQMc+L%TB>ykgs<)l3f|Y_|!?!Qa`^DAL3vmjZP5coVGy^G~}uM_jt~
z^oiO&YMK+|6H=1JIX((8)Ln{7Ce!&hhkcyzj1PWiyF>`JpmguvMcyDM`;fc1|GP-I
z3BLL;^E(gRz}PC^do6^^^E9$j${T+f_Kgnnv3)wG;@m*0=4cc6Hd1;L0?4T=hF3c3
zJZ#L%Kr+d7kBq(AIxhcwZcbY();0a!sN>47LisS*-<N79{&Qz9cI%|2vfO_*o7MQ0
zDROirSMG}ITyxnl)RlKmsLeFiDYPq6;XQAuZH5+G?KMw~AhOQxz9fd&ydj+LiYkv?
z_0q*$MwzdD;N98It~x9cJ3tN@yRCyS>3cipEp^tyA5jCdPRm=mN(xqyO;JUu*l7t)
z6R#C46|1Xv(StvuVO3Sp=Q~G0Am#s_U1MQ!79D?G1_UaFJ99h|{0YSQQ9B=kRk0Uv
z))Mb%E<{@z^Y_lljj@Kb+N#pqCCbDzv7k5pJ1<KXxA(qpIs}*O*`ft?{WU4@J$|KS
zGyCuoq~YIPU%;$Qj~JnHYb4l^uW~urq&f?{Eu&Vz41|XQmkMpwYze|RDyYu008{0`
z%&gDd-^(|gHrvyB;)ztrVR*nl8)VRU?)aIOhJ8O^V$NDh3p#E7XPX$}&OsPiY0pOo
zZ^tXkmF8JqrzD%qS@Q{wvzKvTEtv!zdTUf$Jo|N+v8QVe@1LxxE_%tMV`rQ|K?HS`
z*rsN6Se~-80n%)|)_8-6X5jMNz=cEiyP3eUIj<jbT#dW@de1C}yo1D;*DtYsAn-E&
z4tyXdEoFPHD=7wjrJAQwNUEe6k7}%#=z-TKDr+XhMasH&3jToZZ47Gu0l8JZ=4%kK
ze<qzE(e*{vN|orqjF5|OJ&Hy8(5ee8&UO*iMlpHvelAJq#?fjk*ov=-|3TQ;Kx$G~
zWQ*vyBp-M6D`J-scJ6dgDaDM8r9vsLuV4Af-@55}JU}WW;v@WoJlG@^PO2=eZ%utk
ztKd+bIRDwKvRa~(Z{15_BuT}|HsNCls$&cFBFC_eHRYHGIy!8cfd*!Otxrr^wJ_f+
zkm0!$lfRoeMX5vz4a;toDF0mTR_8I4?E2lz!ol!>S@%h3w$ZB|PSw_}>O;Cy<GvmJ
zby-M<=)ZIStozMb-+gGF_S+~-N0N635g9$n5oVkMsy<g4GrG+i^;fUhIXFe->0dFM
zV^_Q^UdlgA-#Qdiy;}ndZt}_Q;3oQHz66i_@Y|VHI<_S01bcdDFS8Z57^!zy9iw)A
zes4bD62yX_)zcx!Szd!(6NIZX$jFOuA9o=zRX%uI@&Hx#wvW7qFFl^yI6dv3f*Z6}
z)w<9owzfZQ#wuLnDe-2hE>^y+_5v+cpd5x(kiV@O8Kax-?;T&Ebgoelqn+eGXS+Sb
z$iMvj@Aer45=|(>3f;LpG#Ji;w$F#7J(rZ<_726%Hk+FreL|G#vf{>u9<i4Gd|UXP
zY!*`z>vPfhx~Ok(x74C%(i|7BJpYixG`6e%ZwMqGD>&o*t=(;G!-^-Ldo6hJbIk-7
zJJ6Q%Agmql3<cxChN5emkD=}bt*B%_88eu%Ebvh+;hN}4+e-#PwTnYiQb^Uv=eQwP
z3l|~eAu?HTm5KLro1?<|`@8P`3633}s;|4$lh3{+Ji!G;w8|aQ@QC*ZZ<9jYsR_^Q
z>vTo1R)$v5d%fH+Jl#QM{wt7a9Efa%EEO9?kJ4n~4cC`eVzsPwjgV7Oj)3u~1o1jF
zeb}_^3+BsC8iU-oNs)yTL*B=-uu0#GHdau=5V8UqUSTe6>=-D5?{Ev6ANz*a1mz-1
zk6vS<SfQ0!O-b$%H(S$v>yz;k@X_vXlae2kEOS#09i%YqA#l#_A{hV43O1}P;`HQ=
znitZQ9e*Y%7*It5f!v7z`<x@MY29vZ+DJ0ytru8x9IG6o^Ay7^*J3*LHwsa@Oo=-_
zM5aKsqW>!xZhKPIBvz&0+A}cS?N{6ZoCAu#6}fsmTBVLgVFjmFdah`69Y4CK)a_dr
zgM#wO?OX(aWba=o<_2zAeOXDv8u#FXFmtW^y)Wb#?fJ<bGm7|fM!_yhrfY8u^Q_Az
z%Gl{8qocVd%2ZKp+%wn^SZq7v1A3sjF$l`L>a65zjw@Fnp9qmT=j-$5tEPO)@5w<D
zS^a(?DgI7ta3;vgPfVuykWM|S=t}UT+ZW<)co_<#g;gf~NREA9@UCv&zkkT1GW<@&
zUm~Y@C=y*pDqJJS4<U~|mc6S)jd(8GqGYz)cri}}q15@e`1VuBXGV~(g|}GC+6HjS
zF>FbhoUPIpQ)2zHW9JOGw0cxw?jE!u$+Rp;;ZT`?MAY-Ocf@3tDx}~bTj@}36@Q6O
zHnq^=ZT+t{=rKqsLm65FE_dosqAW8m2?-e{jQr}@aF)&BXIW;-%b(>P3BO`X^s?|j
zWPtTpoS5`%pi0j9l$4|;g%ZAK$}sZq3VofL^ZONU@BG=gCU4K1X>bIs(fmgv;!SUc
z>}3m(c)r`(yM8tsQe*-iAN-jUiaefpw+#{!vOvWLHXP}&ii;p8Z8=c@+`!LLFANxh
zQ3*{QvSUZIxW4hLkylcW4f$}nVqPsLwyQ2ao{zr38?_O-So%kexA^jZ21=cMeLO-h
z3a?L^vT)rV3LLwicjHF@G31o6)j9GS=Jnc=O0c~Z1!34888kHl^}<-SIccJ&DJo9j
zqMllfz4EC@uD0#=!H+1?(y4InbebaBeI-Vt<-IQtWkAtaJ|AGwqcy>odIs;HIylH$
z#%N=S!0(5&{|gqBREQ=t1<cs^q3-FsCm(wy?nSlE?0%{@Ih00y5`@N{UNDvVi<f<(
zt)*%`*&cKlbu>*Z6@)U#WMEsobBhfRN=?MxizPeDF{Ox?kE_97RJINk>q5xrEtZKP
zgJxz%<v{>Q`Evg(MC3pSHqU!vG8BMP&t~UlAo9AZvR7vumA18)D(M#;&6DzLh0bx`
zRSMIo<fV+j;)u~9MH3;`)6+$}DEv#J!#VJq3Bm>vPV?y^$AQ`mh|#`>>$9a-9B96<
zyJU-ar_=<4TQ>9xq&ex@Kf!^e`Bhv_o_Ko|mX?^5SRj}@9ku9g&v=O9;TzvQk&zOT
zcUd?5neatdCd0AgITG}r=yg0s0T+FZkdkH8f@*}_gn6Dlik_F*#JY<3kJ1n&HTfM*
zZhx=wD|2U+FYAjwuJE9$JPKOPMgY^vwy^fP!%_Kd%i4_;km+QaiZ<E3NoeAB-zJCr
zzD^))RX<~3{W0S^+^j9`e>uul8uc(48X-2>bLHGf>LTW{lEOzfsk7r&m|2TV2v5Tk
z=hxaQ$67oibgy@(Mk{jrDzhL6*Pu^H_|F%t`^}tZs5dg3XQo3WTdkKML4=pm-Kfpl
zsQ{h+hAba_b-`byPJJ67V{^|~rMJ~^E%P_2$#n;uxQb%5Qz@$9)a}lVZch`U_uNC*
z3RS(FEC!m}-JL=h9?<8vL~a+Oqx6w7e8h+6kdSKx4OVv}&axex@_bv?ekh51ZKt^m
zZdV1-6mR|40hTiqVHuA67dQ(_=St3cs+pK$rc*f$^Sd1@wRjAfnJIKiBebQ?a$PR{
z_kn?5Aa32e=FmZA=o^sPUBZHUG!t#N0w2pKo;$N)-gqJQ(=|dYAS|~>4{u9%p}Bro
z7@sE}Vlk0lx6ajLKJ7>H+CTW`jlnbe(n*8`$?Gh9_yjj7lD{8?@p&G?I%)uRvrKDO
zE>Q*d#3y4y$wLEz!HYtu9JuS<#<yzM1L#F>JsZWYzPh#`MJncxS&iAQim}`gEE*!#
zioSN~xlzshOn<rP@p%|?D0$)K7YOtX@^~5=`k!mQA<r`Pi+MTwb}yDd!o~NNRi`XM
z?SFt@wbfG(2%9S5^cd(cfHu(DPpgx0KcmR}?b;Y}#FKTunE1Rf;_~gR+=<*cR)8Gr
z<I@m76kzM`<CH1r-o?D*)!p^hW!w0`5F7h1*EP)c?E|xMVFZ=q$Bo!E2RD#Bhjq-2
zVp44My3ccoZ({5!RA;x{eV@9^4}6m#-{(1b=*^;;qUF$~#UOY`0)wNwEcF0h(`;7k
z9qrKkz&dSLZ=nas?m7|T@v@K?-l{}7TUQv3B;djV&zneMS~dFa-&j;pHE!edV#NLK
zSU{Qwhzp?6{%3QLf}dAHJLx5%GJ#(~yw`2eq{!}ATf|2g>R3>U>*VI5&SNG|`sd=K
zj}qXQAeTu9hu$N#2BVeNjzq}7hrS@Z1pz5go4V{?<lBVuApP~gcr5#?&L*URApi+m
zPL@^(G1AqVA8s^BD_%x4lM7NTBi4IMj`rnZcx{SPHmNx_L)aQf)e~3RZv6$~7=zac
zi<8RS`yHK;t(q6{9{+zJs%u+{ifZF699}JBxY#cwckkX6$@QVyK3`S$!GUsLrRUd5
zw|XW6r}^rC?(w{T9>Vp<+rCt~rxWA$(3N`g5%@C>Tjbti6+a~8>A!cS+;y)DwpSas
zIMRA`cJ1d~=@s>*@`S1wzXSF>l+%3dlr?_u`@-F1pW=$*MB5h2GC9jCEbdNYUtgw@
zoE(TIsu&#c9C%5_%~9b~S@@RwusKJE?n@AEI>JH;rLV;+2g6R9kmydCx`EhkYyM><
z_-q0YrRGxM?*H7~#&~062qft3(!l`>PSi~XHa0fBG<l%hpuDWC+4^+%!nFewwa1Sf
zw*`;06L2~oX(2lHgsrx7{r(W(IE1WlU-FfE#Qz6{ija~KY8c^fWe9Mhc9l%|G%3p=
z|8;VZoy(J(y+DyyW<j})o-ZKA!SrHVYH?;71s#1fEs4W~T}TMu0LxD}^a;Hqq5+B4
zHO0l=dKrT*7JE-1?%=sW9#+JA2+N$H|9~V*m0!@_%H51-lyBqINQvjOh>eup5~^F2
zw*<ayaxNIgm+B#_>BQ-KNGFk~#hT2$-!wF5{kti_YbLc4u$u@tNzTmdnjl_BJ2qD2
zS4gK=5Ff%lub?jdrlndFj=kuJL@VaMCktb9QLWS1@ooL}pScVExA}lwijAR44^e{M
zXrZl_aukb?`U|CjoT_NG_wydE_aPyAg!hoURslDe);y^t$~;!d;y^Jt^*d@0J)jp<
z=OD-Vq{%L9#FJ9^l^*?YZc^Gvp|eYR*Y9oqiJJ!wuE46~W+{0}#+rt8sh(j`kLAJn
zj4_JIwFVM0{cmli5<~;aIzn~pp)E~fccWNt{9i;$m;c*@A}&cA#d(%On~-L@?+TBi
zJ#j?euv=b<z|)JM^o+Kvj6Zm5eQM(l<9YyxlWc4A^|82zsTIWhnQ_!zc>=?ktacMY
zxM>KdNRK^=rMz<GC2lEJ?@5-!JW_D(`1MFbJ(gX8vZ>BIa?$ota+iwGOHp*ebJd0;
zP|66sd=&Z<R0OqUAkJ@%eKzA5RgXU05}fn?*7)V#NJ7)B{q~TbX&+yoBjo=S#zjo3
z{bQ&6ZL@1?c@YXmL3cG9EP3ynjnZY`2W1l!H<*xP5y#iFRxCgc?)0k5^=aY8uUt`W
zhMD&aBcnV#A9V=6d;6AK*TM5sJlG6b3aG9Uc|YbrwSWGl_ajJ%@V{97k^yn{%hyZo
z(;ZT#&!@z=-DcERqM;xZ9F%^jE0(D@G7`-LME|%}O!$>5W)8Sl%@nXBxPpe*RXyc;
zltR(G`$&O$km_0|?7Ylmx(QkMk5Ifo?J#|_b1qHj&YS8z>ee$(q)L3_zro16*E4zd
zv8l0&+%3(`rrxEmo}-1^k!US)kl4Ae;izs~)*m)RJ4iCU-8}hBO^=_HZBj53{WAFn
z0?~R8j^zSfs`8cVfksa)Kzc;v0@_N(6so*tbs0M545Dhq)1i%zUpLm)1LSKlQbsC)
z#j5s_Cboz?0NZj>dRytUqZOa7AzzQl^y}A{TU_7?7-djrcKZxoNkN)$H+^x4JHfIq
z#9G8|-)iI48*~mF;PE$2uAlR129C^Wmu_5*9CPi|$dM-p*&K*brTC0fB1DaZXzAc@
zfJr188wjKHG!o24v^@P)9~UVqpO+4<iA7*>Q9&_;c0)adOWarxZtpDwQb34yzuyN+
zi&#&6Dj!_~c$;4y$}Pxcn`<=LHU0i5y!Ud>*Dht1^=_7^mXqy)`A?^di+wgp%JZL|
zROROVEeu&ecWRQSd`KHWc^fBMh?)f^(?b>*Ebt&)JI?>P&%a~p_prtmF?gF->o^Fu
zQeC{WtjZBAWWnHr64{j;`ZFo0rXTDkCoZYf<Pv9)M=uO%Z)|j6S5onJJ>Qh_m&cCb
zucueHel7T;rveJfw~P<UX8cBY$$vJS$4pP37^yQBNJuh3I(VoJ!$I?Bq|LOp02Gu1
z5;}K0v{mO%<zPoAdQZxqAy}t(UhQ?xZ*r<Dk1AunzsqWJ31J1eVZ|5xIvm401U&*Z
z$i||#SLb3z#f;yNW`H_hPWRp~DfDno5PG?jm~LITT%<Bu0wZ@IH7v*+@lOF2r9<#a
zwO;?7TdCsUuP!BIle#b5J8pxR0^2K0$ysaeM4@cUa@Kef$s)y)lr=fIBSYxX(>FSX
zraX1hDUcDTlX7XPd7z$ZIRWX0loU%&>9gFsqqVxCJ}B%(;OJU8M^-uzG#e)fx=EC^
z_Gkb!deVz~c1`!@4=5U6t$uNukfk?DJt#wz-y=CXTC5f46MWi&x2ZL&F<ZVZT58mb
z{sUP)o8(_Hzw%v|ya_rW01lh%_AhYB<p{XEyIDNK=zYFH#dFam$RKn|R{I!;WFO7w
zzoaIk#6I0J$~Mf)7MLvhu-Woa_9CA%&y7Jw^MLY0pfpx+GDy+yNOqD`i(vt)I6QNE
zMs~ax4S@s_pr{1i2U0Z(2wCo>O@2n7<Gmy7L(p)Du8s+5Dpn`v=<@6PQ((7>+qG+!
z_rH=<a6CfiqRJo>rk|{ANJF&@%d&?@m4mdee7K>0q#?W2E$u&||Dh}k2?tElpSq@F
z5()*cWz@R7>^o`_Le3G>u-y?b8~1ctn`ISuOTYGB8vXkA?z|ntC^aC}g&78FBuE`!
zKCq0}a{JHs>)hO<0e#>PxFA8eZTe{~@Cu*i7g2pi^~MXO%Sh4#uMX4Sng#O>f|l23
zFh5XXc*!KxE8OJVSu{CMdf2dPfzRlWGxmwzE7t?rTIEX}G=!L=1tY{9{3m9BVqLrS
zubtrV34q=EZo1XqiqSe1g77qfQPmGGL1dg<!+~1;PhBT3w|g&i`|aDfT4iyKxP!76
z9*Pjizh5=!wHFQ=0CL<QXQRnioA+oNED&R)e9Z1I{>N3@vRXSJ#_qK@0!<CBMuV4&
z#X#f}1`zW1v6txVm};2rj^dtf59KPzKqR7Qz+V|3xP<k@Wu#q&o5zUw8+=@$OF9#c
zeFz$t8kd+}1Z_;gb!y{kGp%(B59zkZ8dFVvnp-DytCM;3CO#W!Do4y#4Qt}|#){DZ
zogK|qBNdmFybB=<Afz2!sSTKVMj3GG*+|8ptaEw?<6e!X(9!{sj+?r%H=9t&mY^#Q
z5cGIsN}*~S%m-sUc<TV=;8T*;cJUPr<@A0O1AnCVHPob_)FU<snH%9#Igl)a_tBXt
z;K!0-5r_CMm_M0z0hUWan2*6iSKUYUXZ5KW@r}-6nvwaXmFZZLW`0s^VpgVui;A);
zo^jas>Zj3=-qPFr_dV4zb=ifW>)X|E&t(-%EM6;`4DyxWZ}Rx+d}*EWd$F>_oH4I>
z2?Yshb9+@=!DKD!im7)WuUuHJi}l5G2KVtL+#Xu059ICoCQR&Zupe#$FqENYIoGYa
zkEMcBpfP=GF_%#P+-%C$2W_8KlO%5z$)Dv^(>4tTwT>MAPqIW-?Fv*bLu?3-NKUvK
z=xlVV=JiaPouKySYW1{qci(?^#HC%RwQk1?{C|51)dyuuD=)%w-QUH^YNpV-$>oYR
z<3pYmj?i&Lv3$z))@w0jpG^dhY~k&q`MiVksy~<)C&yr<P~zW8V%Cf|YveX5@Fv;S
zuXfCZl#ib$BxEm5#+2Wi{Tu6m(s-yZ?b$&k71U+I-0U4DvUuGoJ1y6p5nI-(uOK}T
zc-k_oim+_N-uQrtW%+~*h=*^L3Bx_x)S$dggF?YvtLM|Wo0lG&5FYg3X}_>hZGL#g
z+S2&%lTRj7&0MRkKDGs!@ZN{(QCS-@93_tAGFjp-CExy84c~je-0XQ@*!atRX+dkJ
zL#D$mpImksdDWPgaNl~mriTw0n7Q^5-{-7P>k?iJ_x|56k+5Ts0Z~wZgalKs4aH{F
z#c+%zx}GRQabMJwbc6@iG+K4p`RX5M-&ZqyU|!Fq*?5$dFY*E%3s=&Fg@0s`B~Phi
z`aT?5<J_n<9;>&U2J&<&%;|Ur%S}i)Gq`?`{sRSiv)X>Zb8!_RN`MAs?Jb{ST8#0w
zqv=o|jl}hu<$HJ6x_T5%nb+S(Ww%?BkO-`MBWU-Pra=*(!Y#|d=7}_@KsFg}t{~pe
zHo!&dszz2X1q6QyMp3C`fIKCfxjYC00aTrIYJY6zZSL9`Dojs3ly9y+W)#mhD{EM6
zU%*QIWosoXikklC<XjN9zOXp6&S$eH2;K0{Z{L!6$@N%?Hg&j=r$lB3L=?<?h>hpu
z55)f4h<^}@5(w4FI#*14kUkZ$Vj6WZqFa1XX^K=F;Tdm6c{jocaMe;+!_|0@01fge
zh0?Qy@3{vMbF#NZj_evAw5b&gY59O~L}^5bZZ-Q)-;8b6F}nYUH%YDz!>G**0?foE
z+m_YItH`szK(A%?3nLi^h)xHt7oTm~y_xz9K1*gLmViz`%ZZ4Ue4+SLv-;JB{fkz<
z{T7u-ez-4852wivB#9prUJS=70QQtfsllz%Mf?-K#=2mpU!ht{Hf=Lq;|PeS!6NnD
z=ld>3`kGE0|MI8i>tSxAYsHz~nz&!khj5F$s=TF3r=OJYiW?Vhoe9KNRkNslX+GoR
zrg_-*&{=(fA~~dEoA9TIpv9xI^3}Pc5KgH2E9w#T6FvTNY?cqrA|qFr?jn_xmDk3s
z4vNt+w5WAOt+ue*Hqh?tHIh+gqYgG|KJhHD{xt?j4#5g}?_GKAH<Od1ef+^P(Spx@
zoH8BAHVYNx^M;W&p_k}3P1st66`}J^fd4au=?WIjmX}13T?Y?UVPB>0*g+*#<FS92
zD+v_{;ud=nJ>|kp!vmq{Z)SS+u?OcF$;cKaE<)G{)fR+Mu5g}|(z;jzE&$zV1Cf>;
z)(3Do9+4-1c&m!5N=606q|tU{2!}_3GMDhm{{Pz2uf9bZNGG=0Dgdy+lYm_{?xs}j
zUi)Q+V2QgcQ*<HKrVd&MSazb2j|33t>&(6E<6J^`N-a%eL%6?6Fg7^6&ui4={b9s~
zdX?M;Mj%JIU^`rKH>71|2MF!yxh2!NGc9sh!kghyfO_+G`5O7G{-SdnV4?E~)OKa_
zYMh+Q-VaO2Uj6kJ!uAUkOCb*qu;(IW^XV(ITv03qwF~W_w*VzkVjb2voJr?Wb*WfD
z-f^xiPDf^~PL!a#ho<wNs^?W?GgV9(E`nIQp#4xcc71BXil)`G05Q7+MX<)+eH3cJ
zJjq*j^n-8<R0+kNjWY(?to(f1-*BXc7Pj}7KAz#UbDogrdOzyn9sj5t#4pPH9Vb7r
zYbh$_H)_SK+JB=MAO?D%f3~)PM!xY0I1)%ERW8Y9_i7lM%Rb65SXkT(hLCxH$jbIX
z^FS@HfKf*4ne1E5^V+>7xlLO`257xzEQ9BA_@y`jS7Q}``TJo#<;-e2_g8_DG@1A;
zf&nD5KwO(Bd7OCbB86uWlo<_A%r0vGZ2?VODEh|_4FvE~ZCZ+!9wD%hdwTeQszs)h
z7smR0hYnTH+)(}><ns4?1Z?W_kd^4e1lPUac2YlsypwCzG*3(hk}%BrC^LRZ;}Gq%
zElnAQfT5m%>)zag^Q|S#1X@_tw@6)Z;`Y4Mit<yqwR0W{*FR=Fbof3BujMr@?k;5@
z&s}kaP-@5vJ@_}5SX@$$A&kQn7IIqx<Jk52_Vzm0+2VpMe<&DUA3r}k$z<V#H00w5
zEU*!zeOTU7==)#KRaxh_%d(!bIt>p1hF9aKcy?k7Tz3}FTuy(Mt?6;ltZd_GodUg7
z)^ZUI)6F|xj-V#_RH5gbU^cF~vvtv4A%+{Pr*+(;kZY_z?F!-A#JBRHH0OZ}2ZYS@
z4*l(@ckj@%KJ#T@HpuKk_WZA{W~z`9@EFiZ7O<=VIsycLTP+GI0&NZjqD#babTo-T
zoSz9OK=!bQpxv~p#@-fpYm>nR;#?cQC<@@K?Q_73cm>o<cg@~GBV%58J_>0EHTs56
zcG(D_>)Ug{G=whIB;DT}Az$B(fgR5}l$5SELT7L2^{a25rCvM(;PT%ms#la%qM3>=
zPFLmN*nG`*OThF63x=A?@L<A41NeyCh@u4O^9$=VF?@Z0<VR(S{y(!A>13!h-4quR
zpNP?9ReK?_LNxeX(M>utXlq5msPUF~ZX5U4cUQfm0|P$EnxqtC6KMtp1V>1(`<M*9
zv~(Zw8C@Gx!i=SAMPGr)>w%vz^bK?!s;a9A)+7ZH#E|HewQ92(+s@~r#k#4fWIhpM
z>TVQCH%hBxyqYx`&g-c0u=~UddjQqZ1gJS^5ofp0?(_ZY-rm{5Rg61+8S6y(m;23O
ztt%2sL>?K#rM`n}oe`gRDdZ!ycPJY8Wcy<AVDfKk&mAzYfHkrxY}s{NwnXWZ4Bw+C
z=selk8q!lUhJ##c`mU=)&^veU=7Q8%J9*OpbP-AhEdlrOo#*2J(BuVe0G^82^bQKO
z+JB8RI2>gX4UT!AN|Pr|ODOxuByH$!BY+QaS%t!z|8y;w_?|+-S+Vbeb}uzEZlFB#
zDBPy))otIX(UWf4zPb>|yg(KRUk}l1&V7k6d>2z!C+xAae^g~zE)~FdkZ<}$mtBlk
zuWVzA&mvT3_fM_?pJv<rAG>l^8N9}@8Dsd!^qd3OS_AH(MDvuCM}Adv{u}&GwQE4a
zNPm4CoWQMw9&s?x$f=pOw(#ZEHKm?t=9m6t62vP#tuwOX*+1$9|4xr;>Y&0jm>;DS
zxi1_vUagrZo9Bb|y^8#PI5H#f;jP{=$%TRU`w}GN!o}8g=6xeix(yz_e#Q|{hWD{|
z8RHnBDjh|-rld=59QxIpj}#-9RMeB7eW+Sm?e?n{^9{Pu4_`T!X=;1bY^2}g*`(ep
zz2fIBhA3foa^P<F4tRYx$Qyj>iwgIY^wZNoC8Z;-cz$Q24{2I^^)nvt6XlOLtB3rZ
zqKF<#JZvX!pMDxl*;Ytn+1+V4({vS@7MRUU9TkcFqdu?Wy-||E!azAvj<@J(ZryiJ
zqAi#z+R!qu9v`H2G>&-#Cv!=aB)Nphlv@^K$eA(oW~<p*9A{#tfP}|=HhI|OG%mpB
zbq;3v{DA|~-tSI|WZXXRXqQ}qV!${iZ^G;2VC&DeK{NePFRQ%|U*IL;mS<V#N>brQ
z*W0_*T{F@{(oWo9Q}G8u7FBm$k9B&ZPQJrz<irKKXA%w`sS%rRjm0p^Ec3KkyfjGm
zbXkdPoOJJK%g2xA3cO^1oX$uTz@N1s_dHq$6L-DOw*eWgPHd@8!_eZ(r6O;}*SyAq
zm+t?F3V6LUqj&_Xbu=lxEfe_nvq0P5XD;(?mi4pV=~)5MT0xMn<48kqEJ`4%xY*|Q
z6{Suy8{mSKjdDYT<pQ44G^d&XStQY?XU|!iuVU++4&jGrDi1S%?<{cZUnw#(Ht`wW
zE_9R`;<3(~1$<}_X!^a(EO|#=owkSkzkq7`@pm#@hoirLlR)FITLjZ8V{1h1T;Q%|
z`=~Eb$ikX(dk^R{9Y4_jD2O=wC~~57VlvuI2>wmX8BFw)9#`s0%M#WTOYvdyI8cFQ
zu*4Z{OWDsdK8#z;9j&nkd;_A>^`<SJ$alOa4()#F6u7T+K_dX+Epy@;fBPZfSk863
zB8!cAYLoD8-wStsDk3dyZfx=5HLZX};g?sW8(?bw_Xfrs;@&LU9OE>7r@8mm>{_R)
zYtmk?DhwxaVuJU^Fwa9r)1@SZ*zPGQDX%4Ef!vCMc1y=QtD0}v2+6YV>Z74%^!(m?
z63Qt!R~LbwzU+@DpwdHsIT-c_@486p9C!w{!+a7AS_?%~Y@YO{XM&!?yZ=UA4GC(2
z`P$j#;0@ZS9+K5}b}q$s5<yfn&Fm^@@qiArZoFS=FaNe*D}Jus2;i}Z`>13tglthc
zc#Y(zyjJtM1*TpWA-LI9=1Y04BQ_(eo)u_61qA5ucLf4Y#_I{kFVhXM%x7ubQ>*!*
zMKq88qEe4n6ZZRl^u{mU%|jBpA$+n4(fLw@g4qAgWFQXACyuUW2XFDq2FxQ4Gk5&*
z=N!4|3P?h*D0H=%h{kiKggHh5yp=tx(~C+^ya`XzaaD+%q59j=<;?Yscn;~Zv&!8%
zT%Q0rlQfP`FUGH4`sQt=l(#YOFcZ@OYakNCK|owy$<APK!{8%))Y1CMwY6EnwlT{7
z>m{OTyVyG$FLu+$9h}GL`n_=!3ezU2w@my)V}JZ%-Ev6VB7lmC9Ma%04w;M;kjsr9
z|ND@(wc8a*j4aq$mAgpo;12ox*?$~dyUldvA?TNn4n`k8v_qw8ihe~D@hPk8J_L<d
zGDh|jkv~_I0gIy8P&%eaq4QTr%+h1CI`1Qqko64tC5~_ks?F1rQRck~CH{TD{vWVt
zR{>GM=<vu&)5)Zy*$Lo4+4C*ladWMC1#PCS#=)5lM$IvHragyXWPo^E5PLG<y@u<b
zE>g<8=Wzb&$NcZ07}fa5^(X;)zWrc%Xz|hyUkKax*Ux!dullBq>bCDysKs+?QP4n$
zp5=mT@siP4zx6q0O<^jO9F!C4SCj(Ip-nsFVY!bXwQe6v1)?_Dei3+(k{5gk%-V**
zJN?;TzAD|9BziB)ZOc_ODqBx0Z_mtVEp4yC@F!Q4!0Ypgvw7vDhjjgXH;qTE?|kAB
zXt-GJ?A$+d!I+`!miumIy2ajl@9MGYpuT&K{~-ZkyBz+UfV8~<Jj0C_{_>N99GGbZ
z<Wlpd?Wzn9`B6kc9)Cy(!{l_^&5O~<S*f_#CFdmq4O_2-iLuO@!nLd@=EiW2QEf}l
z?zL<CE2U*k3rDPF)F&Z66*0hLm(T|CH}8AIH1QDf`0WDKEl7AnqI8VutRcDnt&O;Y
z%gPF4E3C-MWHqixIVL4lh3w=j=TpK*5TY#t)r0*D_Ogg{1t^uT2IeKuNaK%l0YTT!
zM{D46t8j7i9Mg+(2BYd~*MkDPjo6r^jpK_S<4rO>!~yW3R?T9A5fff<g|rL*r}L~3
z`O5%OA<J{!n`JcSdM#v7b|mk=Z8j9a&Mu@3vWt;3tpb%R;k6Bp+QP}tmR8-2gPtrH
zC8s7jw=v^jEteBw)GFEmp%Za2@mR*g=6aXXG%JeERl4+3#Sct&yIGzs7g2&0YdYJ0
z+dOC&vGVk{T?GvhLb*=)RW*-->iv9@Ed4T0%jugzlIyW5JQyU@#B8{HP(hp4I7;vT
zzIxX1BDiDlJ*>q?1bbsd0)2XwtkzyD#$p0<?W5I1x2x~-EuRmm&6=xn;+^mv1Io9I
zZ2!n!LHYk9djWpV<F|z3`i`^Tx~?17Gi?G6p%7UF6Wf)9E#}$xye!odg?%&D+r6H_
z!W?pUzr+aB<$|AYw_SCmSep-h2HIZSje7s>5*dVmxV+yUyK2UBpb0lPV3A9R&70RS
zDRP=iDKV6_yMKCD)^y#kzE#exCP6<z^8d7cD8F(7y56Cqo@H&x@H>g;)YPi_7i^lr
z-Lgpr)=e&v37Fa5*h><xZ?-Z9)CbS_KAyf|f4OwflhC10Wy}f79B--{&A^SnGUt))
zKKE^P?$NcB^{+bzwi_2>mK%N*)bR_GVxry2AN~Ml+hZ~Uq+=7OEcd~6?-RS6@$sS+
z?A-ChBx;55$V`=GGSP=%*JexKq>XFc*L4yZX2wa!DpUL|OZt7bDmq@%LyE)P@KV3$
z-BSNFVlW`+&7Ao{!SUCtqR6fK>64dMu^!dDfaS@iNT>)YYwzzDdb93Y+)khJex;U2
zLEgv(UglV%AV=1c@!o2^n&R07l8_UI`oHB2XU|_018DyAI13D|n6*w@J)DZA$qTU-
zEi_ZBn4Qtwo<r*oz-h`B6H2ApgZ~EBmNUtyfbp85zv5eGIn*?(lUnn9{K55$^TZH&
z0vnA?x2;4eAWL7NHXa-%f39fgQbm%OR%MJRPB1Ein`6ww<2eNS6Lh;0C>iZsScm$s
z$^AYj`z<ar$>pUpL{8EKvdM;_O;!kGZ9F%>&CfR^C>RD_@|H^Y_(RLHDT_1vuh*D0
zhRPenHHz82m~FO)f+piFi6DOo(|c@}Q?&})_LU;ylvz(P2WlX5m0p=55WZZq*t)1T
zAz@GS0zZ`F#)bj#IOkom`L4Zm0#*R1o5o%1`Q&U5p5?K79fsH&`Jd5bZY29|E_F$l
zZS8}DS8e2N{I-okJr<pXx0OaFvKs$51glM`_2q}FM%bs806{fe<aoi`w`A|&=|2Wf
zvN@oHK_8Z0z7p13Mj&*01w=dbddne4vw$%rv}%5iv;#M)89m-F?um}@In)Et&D@gx
z=wE&7GPGUAAUfA2V(6UONHbPy))6E#R=nRG;Glg5pq>y)5j0oSoXBZms)>QmwJ%^k
z2aGX&AB!uI7YH_t<TaxwVsor1j7Q22z<m#U26wHg@|R^p(b42MRSJnBV=P13o{pT1
zm#H~Nmr`=W6AwJ&?%tY8f9=IzQ!xUMgj#p+=EZM&*ubiTBpgD9AS~_(c1=1#V_u$e
zQdZl4RgVXejo8d>_dQoql#mpHIDDzUiWM(8$Ur>!MXh05pm~CAJ;?+yNkTx1SFe6w
zMg^OF8~Ib#PV~c2G9GgTgr+YBrgCR?^2f&=IcwWj05^?~+Yp4ne<$gox;GQLZ7D14
z9KhcUGv(2M*6HV*!5h^M?Gsq%b}<S`G0e5E<qpa5wn>*NPTu5s6$@z96tww9e**|~
zmm`v_V^sc;dbQa*nsXLNUxATcMpkoOylg9Q$s4WT2rmGPw2JsK946TTwzcwV`DEpc
zwZ8taB2i4kKJ9-!(8pvxdE&S<QE-@L`DEi{8+7}me@@0k68M8&t)sZuONBXxw&I7*
zzh;Aje;({qQ1SsGIY5CaW3+?Jpv;%nkJm$k{8#!8pykv{GOk7e^Lr~qvlr)jcu6Bq
zejT&gX;l}2YS6pnI;!ktgj|*;1Y-FeZD?M_>YA_4jotZ=vhC&o_D!Kozc(xN1TOpm
zdo}#yMzc6*QF58UjE;hvy9=HxlZ?~h6%o1}wLdhkV-xTZTvu@2EIb^%%PHxzbdN6b
ztg<UjCH?Fg{4f_+0|E|(V7oPu%p#C*%75QS>n2@#25W=ud1bQPg7%lLq@0Vx`Yx(t
z49j_<(zr8)Lw3o+pYoP%50n66yW!fQH9)@r#gIYplB==I9i!m(ro6U>3b%LJlRq*7
z&tCTVll#H)?Oh+~G`ShISC1?{3%KZUFa=&f1qAk${P%m=qq&Imaf8}$6EHHN$NN2*
zQ-%}B$|LTBJ|?1gwUa#Lqo)&Le2~PP!s%>oiDm~u;qc3`=cmTDY^W}qZ%X#~&^A6V
z*b4jQS`zKF#{-4`r@HryYI1A4MuQE-E$9Yh3j&H85fP9kNQ<cS-irhf1Pmx3RRRGN
z6-5D+-V&8wLXjQ_MFo^j=)Fk^EtG^32z=|t=X>9GeE-fk<D4^2erOy>R_;}<b(J~i
zb!pTp)2~6)B)h%cC(9%(y)Cx1eYNW~!-aClEWX!B8Cw|PRpCUt{cQfANVsFMTZ+y#
zan{u<cJL5TJyzR}zmc82acZ$a2vp(o-;*nCGm=%TCB#gqZ#fkhjx&GwaK@w}j1<Ar
z{dzQP`X1lY`2;k6<s~n*saU(IN%(4|$JH>DhBj?zM*_P}{={&AZVEbG=(cd5TWd45
zQ&m-E&KBQUY3+@t)KQ5E?EuwWsab};#4qgzY~rB{e0;Yrp$2kP;MS#@jYaP5w4FRH
zs(Om6Sr3XAR+j-lAN1+a4U^z>m#`e)2*+9WxtHV{^OGEoPJ?)fZULSZXFtDY7Ghg{
z0FM~#2rsm*e3x;9OC!s`j(Ulm;%Jt?7FKzCP<}+QckvMNN36m0Jn%qo!4RVr)c`5H
z+WYse=dU&<gczvGpWYpmR_lFXP3>Lp^ELo@De@CT@u~2_w_c5L%7Xz{rhaoIa894{
z>)*-cJQ@^vV36L&T7MGES(2n_s;Bsr*;S^Ng{W2fo45c-6@K-O;Eg(PryeiZio1gF
zanX3=NqheMn|ol*w{N#`D@$s+Q~VeHjf)<GlDZ__zq*&u?S%=C&L)-y)QF&-q+4xy
z2kZRaO6^PRnLO<86y~z4GFW-F_7Wq^2TD+0j8wteJ#M_K{Lt+lnB(3$Y-$;!CZjY!
ze~t+v*5QH)#?`lE@M(^ALIL{2Hui1cwC`ETMI?26{;PfLaEe{<@6dnvV6gyhn*vAl
znnd!>=Yx#txyv_wkD}~px+e5a!JJJqY4vOAa_AA}4e2;))!~$5uubS@zi0!w$pNj-
zS1Yavvx*cQa1F2ZDBf7vSC3T`P*wr>ZWyzZQOeggXXBwt`0}*`kh(<naXbd;_UvuX
zl4GZ3Eqb(x-~u2DNqg%jU-d@O^HKyTIX<x#+>6q@YN8fW^M=lztsKN>VQqhL!Ym=e
z;R`cPI)EsFEUu2-f)=vH-XOhQqd;?yKY7!yJ>)Fxeyb-&#33PTQU0Uv1_X4)y)R^N
zb4AfXc;q}d73|qwn{Kk+YFl)JyZe2t!#wX;uBl3wW@-X1lt(bip=P{4j-mE3l#YL&
zSTp@!bjm5p`xTFc>X=c2N|XBfqN<9fX^kMYD#YVxt@tNpVW}+rfx#R6Dr5HwQY;-E
z0NCeQLF7LixG@A##gONmjXg7aGf1~_!CiWfinb7m4P`^3X4{3HPje)KkHTUP+`{g#
zQU3y+yt|x)oNL^oX!+YsqS@OV0JJo5IBUuafR=*Z-Ua1_7^u9!!m+GplBdfWZSYg{
zO7}d%`zksEu!@d;Q(qr^!x^Z`LU^KS3f!4re*WauYY4fF>J8<d_48L+VrQy;58q;_
zRfeAMbhCnBSoPd<j^*n+{G=SlR0uue{}t5mvZm{y0Z$@^gq2stFwN_i;wuu0iFv#T
zPWY0pse`_%Q&%A#fj*RSOD4UK1!=822EU=lf*G?c)W?hoZif<2nt!iq7qZ-|_Iwl@
zeCa662Ld7}JsO?4(;MRW-EzxHjguf3r&BPtr%&4x+%dC7kV;)sRR|#U0OODdThCh@
zu7#YHQgK4S%Rl9vY&K0p=?j+e*!@OPmo!&i?oaC$JzvAoF=N)1Cl!(xFRgh{x?=Yo
zeexNDu0zzH=lu_`E`Xc*hgr!Ti=8#+m)&IFF)Q&%9m-Ji8ickeh$FC<wS>HRgw8DP
z@;9ToMAHf^*n*%;^e9gcVxQ|t-n@w}k;^yMS64H*m3N`7GqMEam2}vH3JwOj85R(h
z47^-P)a<l_I`&;u48fT<r%MSKbR#+_!5q7w7Dw3x@#H$hn;~@PBh*z<uncve^`<<g
zAgfoxIGlF)C5B5Nn$O*Hd6Y$Rajb~a9h>8od*$Q_*tZjqe`(+$%}eZ@l%&n6Av)4a
z0r|t#yfJO_mF9xLU?V5>1H{mohrAIbhr3vCedL=i_fEX~GV|EchEobR7CAFQjxy+R
zojQCvY0~ZsrFNV-l(hMNvmd8FCYW^{0g&f?+wJWgjc*N%^=_dQf>xmW>Uno+w6`=(
zN!VEsAoyofdEYlMN0zpJjVP(Qi>FFt{atqgW-pP7K=f$6D=PI^W1@6^>9+Q7JwOw&
zwPdofrU6*^%_W#l)_jm(ss<*S^yZ8?C%aV7pdu8o_~Q*s35sPum^@*}?IB0&csxs!
zVc+8Va#z@>lB$myNHA~Y7DRaA_3;5!Y=*xeOKNcW<T!}R0IH~MEN|D^tZw?=TfpqS
z8Y(gmigW^RG(Vz7W=9BRM4#+)k%-AnfPS2v0~z?MJ)vH(;|`W$47W}v6m5SBPhLsw
zY&1twQk~>%_hm`AI^sm@Mj;^Qn^s*`?mT|-*7itu%7-s}mvWa7s=5zpG`gcdK+ZEn
zsYg_%_W$cFp-3)IXW7d75$4^MyBGXYE|)?h4ks}L*&OVOj)S=a8`Q+svKX+{G_&49
zHv`gJ{V-xh0J$=js<u~kNJh>pa!RT^8QtYPT=m$|znWxY{f_np7VtqmO}eg=&p3vz
zni5jh>*up!<bgFfpN^qNTIcq%r#L$Q+PIWt252R^px6?Hq<BlCh;!U4U7N)6=Cs_&
z?w;eweocT8)?P3bP&snpNZ8zC>H7&Kq)#_^)!@_X;SMto7wY~Z2RH&}=1SP;re>$I
zeV{lXH#KItt|!oDCiZCG(;kCxWg0y{k7)F2UGShT=$g#g;FG;sV094t;7I%coLkSr
z1XIGz%bK-*uPaRPlS$xJLSS%IA_;hl(RtjLlKt-4G%{THO_k5UTl5y1x`biN=uz$W
zNT8T-05eiS+riS_>lw;!diw>oH5*u!0vwZ9Ur;)2;*An0MF#&Zy8YmnPV(mPUjzxq
zoVB%+GOe)ZJkX&KX9bBDZ9U0nlC)ZL3LN>3+u&J7bq=5fCo0AaBF@z+!H#pBIdg{J
zBrE{`AVd7Cf^>rp&{s~&rpm&uL@TnOT-G?#<vZ3k2`oK%f9G@LlXD};BwVkT0#yx{
zVLwfRvSs}>j?Q&4cak2$l)|8g{;*i(kDeV0tG<I)ZDhTn#rT|epI;j_y!bTSI9nua
z*TTsg)0J}g^tTo#T<RAt8{~j5pxfs~Vv6K@fKKiAYzA)LpbMsHnC|Jbet{cr4FY~~
zT?g6$d2d)Yy0D_oIjK)8^B|Bvey?Vo`ZJ`tnEce_g6b(4JH*5}^1+;o#e(-;n1-0X
zY`&K;;QP^-m{J96Kp(I~bgsr>(uSbHcNfUR`RBSh!+%gsK9x+ZtqFV%e#&pyQ+_e<
zUJAO<w|PeJOD1NnbBQ>ALO_8Z#40H?ObYPyh$V_Ok?%xf$i3U`tsRLHWmjS;D45cp
z(baSO4>*t0X86t><A6NMwgU0F^rD@Vg<6?zv{T6%+3)bJ4*(Fpfq4t`3W|XrNZ#9{
zoaa_6;`;3Qp#DnG*X&-idCy=1e8D&C!hV!4E}AXFF@GtweR&~e<5c$32*=;Q7hEIz
zNFPCb(x%H8e;B3|3_baq++lxoS+7nCZ|`ReI8nYg<B1{C>N$#~fQ>h4E@&ZD4;cuF
zRww@Kz_$s2j0*5By^DbQo|vvF#X5CJQ4x0W)0kcQ*FwjgaTVl<siQxtPo)Q-Gw77E
zoIwCE{)fDZ-N;y&*%$7hlZAVhQv`Muoc>_pFQ@@x#w`+{+C<x>NM^E+%+Y6loI&my
z6VqLn>}LO3>1LDSwq&?a>#}5@&zX#O$lu^u?_R%GBu%(G#Sgm@djNGDfZXJ6Gk7pW
zumkMifT#ZNT^2jls?lShap_SI8+O8XAN2fWgq1-)R$ZJ5Q2e-Bf41lO?Rt$NA%cXF
zMzSlfvq!w=`Vqml<)2KjXP!!lvVZVbAPfZfD;Z?{!vkNy?JO<va-{MG4rC$(dz!QP
zf6S9jeL7+{H;o;!T#^Fr>rf$*bB%bdwZ8zH#V`)B;xDKX=V~^!Q^??Ywmv_~NAM~<
zV9hM3kp>G5BuQDYBs*Noe9zCy{km`5O>IIQc(kIBN|q?o_@nN}q9vRb>BcG5T47V|
z%OFfabm{l7+7cSecv?C#ea@1WpS+Dm$wb~fG=BBK-naC-)n0XSeXl|m@H16+J+<L!
zN5z$S4Ky44o8!SCL#BBEoYr)Ozx1itJU_=Yad)O%bYz`{^v%(UGl!0&4*Q#gEn8fB
z9Iu}qs|s8rP>cW>jGv=n?4(Gm{iVS_k;>X;Vs7GIbql%JG{coh$L4lDCgVDBuEGVx
z6?9@VLl7MD<1c8Y)D&oQ*EgQd%+VW~1(Xj7e`1x$UJg(RxvGEtB<y_DX$~CCcxik#
z&(6EHHkTyM5Hf}?olgxq42!Y|b}=Yg*UaM-4*A_AhN6XTBy8CPLPUPQ;atza)txZ>
zTs<!?{fmJ68l|!wL~HPLQiZFuQ{BdtMTr0cc%#L{mDVQ#`3x%=4{HK^V72CQA0qRS
z3yYGp&#9fU2!MhmnHdjA-Z^vgoWX75EOmI+!f|Au0V(o>0Vd<a8@?~8LRQhTV?Xu@
zFw5^p<W#E(dPB^~il?NcYdSOv$J{R<>|Dup+LEwoiSa(-3<<NeRFt-~p4vcYrs5z}
zGi3U}sVDAhTaghA38<|X%baCq06{P}_hz`O8Z+h$+lAnO<L>EZXa~Tj29$14BbuhX
zf3CWGf|L`I3Isa3_OtuD2SNwRv<BCLCF$o#+r2~(kSKL#%8+P2CqfUoC1=!FrGW4@
zcD`c9S2vK*OSU_7`U~gg2hPosO~+{0o`;11p@is3`<xC})brVpYs`+fT+~w1x8Ain
zJT40MP3`n$T56|tcZ?)W{HXF6w+oKVxDF|TKdD_?k(qVt(MQh(M}q~;cJC%YkXzDi
zCcfa8Yo;We&@{+uW&E^zO#Z&>K7}CgedZc}edFA(`;V!u-|0QL56M>67SI?h2V)>9
zU3~*yq9NY7<hiHMo22*KBlnCgT95e>7Z_^o6|JJ2(jsGC`tCKpHKgCT47->|^2MN1
z>KzoU?~mc_lm9*CgxL7&3bde%ASfNTg+J=gXI0jggsNvX%G$tip9h(`<}uMB=Nnq9
z-FzSn5PZx;Z*LuQ&-~VS=z><<Oe7s`5|)R(vUJbz{#d}pnm$-LlqPp81g+jvL}Trz
zbg+tnvNPM7jnRPKTN?qW$A@ULumT9diFC!jGZ!`Le>1Vk2`ht~Z;|Nu$PDBHNyS=Z
zXeMgi%U+GZ7z9&)_m+8X0ap9>IYDaRu;Mvq#YpBoql*F|V7Z5%1G`(^O`+~YN8ht~
zEKskS!;7S(#YXY~xr-oPaHpdxtom}0VNARygRXaNFlDKnZ1=wZ4Ac@;1M}@2W*45C
zoGW_%pPbTZux7)hd6QpKfOdqQ;1x&O!$-Et5l3KcgI)lS$;z&u-WNA(?c>7a$Xh$`
z=G{jc+<~0Gt0(()<inVA!$)pa&pi+Ld>6kQ&`~H&_k_7YMx^$o_}BGZ_LTZpUb!H3
z^t=HRO|0xwtBj2%Q$5od$8SU6jH-Lz0TAG68C#D===x9`?8OJ>J`H280cq@P)#6Wb
zi7jJS5p_#I$a5)h2HCo7=csTNHUZuC<sHS~;ge_8Q}X{qNexs9DN|!ze!tgcO(X5B
zB~yO>leO@Ajc^vWyO`BH7%fZfmM4QZ;sUU%Dn{?R$@+eQ1C_)laz%otYx?lgS?M8d
zu6gAT<z5s578+uMJV2Y`$nlbtn9XfGd_f+ff^Z}hyO;U+xmDsrsTIdxL;x+W)W$T^
zO3fUBD0!(9CC%R1_~C2(F{@Ir(-&67^f~?fSVsC&I+0zvtxwj=eKEd@Fr&COX-#$I
zb6VR20D5?s=J$A)TY=hNkE77-4oj6IxXDwO69aa4mt^<1d8rfMxKsNMUy-mdJ`~ja
zKN+iV^IkDzn-G9ErVh7!jOcL@Laao2wgJU5=d`7?ImxkdtmJPj`*lCqIQ;VKmCYQv
zxx%*=^HcR%2^9em;vP&!QevY{#Sff9KPs}+ihh|&1#)7BfwKbul<CNhyxkhKXQi2C
zWxiiQwWOD?24VJ`!b;D#6om7({p@sw-%A6v-VW=$hxwoc(Y{>6ajXAeCrdmYQJiK=
z>l82zy%;uXx_kmTkw{$RNM%*kz{nWx%vZsm&fCPRFf<6WLatE^L4f@?MixDq%O<7N
z8TWKw`zp-n0_(r!`&Bal@Gu)3*qRV^kKr_IL`4Jep2dM<sFldo&9VCnY`nwwdWli0
z$L4SY_o!r2VpM#jE4OvwdR(6W<8YTb%onK2Hh-d!U0f0N8A9lmx7-Cm=bgbGV=Xo$
zrKvsAq)N1PE5y^^^cSm1MY<#~z7=J@CK6krS^pw7z6#jjJ(JvT&_BIS`m6q5BdVl@
zxRkOwmJtTqvM)SgK;B71>iTW8wmKDs7Jrn;k<iY{@?(_hibl)>C#lyr|MSU{V3N|E
z*0KpGTQ{LUF^g_;HmJ>l!=Vg>C#aW@lp7xQmCMdZngp>fj9=H}(U)1<s!g<kB{5z%
z_e22m)7y<h;a|PY5rC+!#|&ackR=dwjzSN!p6A|jR@Jp9{MJBG)AR6Ivq}ooY0k%k
zSQl=%H(#Gq3k3*~fkdzOd~dmD7zXx&BjzGQ&|803;@mnwb@yCt%=9VZWV&}RAZpL&
z8D$m6AN)nX&>(*&HN;dccyCOUQ5iJ!)f1b{QBxq7Y|ci+d{ua+mO(|D7)J6g=L>|C
z>f0s}jy+n!OyOs!zNp<PcG>qaOLPA)l(Rsl@Pj%?-!6TZ3=7zFhnz7G{2(;_d0xMl
z9r;(Gz>ITkvq)rv1@y#qpYx3n@Myd)H3o2_vDf?Bd^TLOp}b}ff-~yrVpp1+*Pe$2
zWn&T7BxC_NF88<IaKVOurS2T?ap8cF@G|;NVw$c?<er?~pgiHX9qyIJW?OU~3X$F0
zpLOOC4ED+0D{F^)!#8fnRX13RBMZTAC2Bclj@`{J140}{Z;4;mDY0*yr6|z@2{qI2
zQ|yk6Gee8S|A&;zoIpr;rOur?<(Hbz`@w2S1h<|0+b)czRu(8UvQ=%Afit{x1UyOp
zD2rO>DrV^&9f(9Ad;@?@Ifxy=G0C{P3X*8A&`A6Qh#fi@q1Yh?8s{2x1^pdqGJvE6
z5A_&(W&$A@nXBl1M^dy1@uN@bH~*bN*`>5ZMWE?&O=_O>`wCbUx9o<P5qWK4VW9Z3
z=5FbWX_2D79@UnlgTQQWIO^{Rbct<QwADVAS6WCQf`Ynm{^eGN3+y;^BVdm?cQKIn
z3c{&uU){wOINC*hK04G~nchydGIr)e(BUMEIZ&QTdwpC$l?gmk7is-H+qtO$#cD$U
zC(UU$2Dw+d$5T~wfHkkz!}p5{7~l-m1QuDvR>>O{Ne|fLU@s1?)k9->BRRvnx1B3h
zZs(#ftk02@ZC~P~Pimk~bakLcldKawMo$w@xk=hnHfVHCQ`?gVPgZW>ei*2sZS3W8
z$oKh)^rh)bp`Qd=)5natjY{10ZA^(XhtJ`saYylF0{@^_H$uvgVT%PT4=#QrC7lbc
zme$E}Rs#q-SuF@^``^_l+P}wcsw@jg)SssfKzd-#?9XF;odXr6Gt&c#Uwb@SIgWs2
zf~R4-3T<Ll318uu^0&H1r0G)6%RgR!>Y_Z>Ko@}Tj-%I(1&w=3N@Uy}Z0pbi8T{Q~
z%9s*SASLw<e4sI9QeJsS`<CZ;ep>lm0o4;=_SP~3!n-Fd`~rJD43t*7=W}CD=hPs2
zl&s+$x(H5VDi8caV!mUBOUF2e<9x`e9d7PRuze`LVBYa=Rh(uAvSZGd6C`PzOsL8j
zjj6o%4c3B7<}SPuucPq8d<x}vId`Q6FCN*u2d3_u`F>-IGRASI7KNnWJ({?2>LZnu
zPn#Q<;KqG5sW0Vj>V8bVMohNjaBlpprP_GB77kL4LEjHtHexj<dXTl4+2x}m&qabS
zrr2KP7gVKOP80<Y>THXzm#%>R)z6J^CI&;zOZ515l!oBZ_@6)#(a$BchY(<dy}U;F
zcOQU15nGcHsMX4_rY3#@&vAa}7%8a&6_MGD(`qU3>U*^Li%3sh<Wej@uQSma?~&m7
z-4Aop5q$cKm_1#9gfZ2Cqw{T|Ed^BqtE-YPD|A~cB=n!shq72}#o7lYj->>`)xW-t
ziv~qPw{l2j=PXBBXP-u>p%3<L{-^i8X0&Bpq7WiA%`WXWR&LHqP6N<9paj6vyvP*j
zq{4d^u9Td&CGT(Lf3lRC&(S7arOjciP$XJguNSH?Syg9lc~#SM2-Fr(*S~j)9g=}K
zF||qul6tYF`CRfy3J7v@XVYTkG(D_h*1j$_W=luEsu3Qcr*!Y$j()ffEq{l#6yD==
z@#C21h`V=R<Si0!b@B3MR?@I353$bFb6m`3t?`&-yw!n>0_&~qgQqzUF4*DL5THvT
z*Xy%y`FmF5?dV$W>EsO#!JRm|nJqVR?j(_ZGHs(T?zXm0IM8{7J&PhDWF2jOS)^R#
z6I4_Q{AbW)On%rJoiNaP$7AiJBrT*Bzp~9M<=ewUTzGcjM}`T^?Ps@?Hz#^2RVI0;
zJi%}F%colw^ejnyh$Kl&5S>pqv;67_sum$J>LcX$Uu=`k3xaWy#K-$KHhSX?=D)p9
zczYH!#~4jkkfNpMWyhW;D^%~8#Vq@|X1So9KL-qAXTVhu1xa$b{rq=KlEzHU)rrfq
zbGj2hxxLSQ1<+1qtLg);$y&|t6i`;&v-YP99zBl)`DkEs5-5=dC@3N~%oHP0)9=p%
z$iaNIQY#y)z4iC@J<_LFRg#+f(!R;WBK3U6=M2ywwVx@ET1OuFr0~u(xKQLcH0?wq
zM+psGh+?z5QQcmtlyL*nmm0O`;N1Jrl<j`+j@d*=;gQ+Jj>>A7rKZA8TI>7X1lmv7
zsfXsxe)9RB^!Af0lmTeuj<v{`GD=|_0*BW!81^n2>z^geo4hgYQxVZfffp#zRvbuy
z97&dvHB0PZWm221KYZkpk-80rDK}m}nTkrjgX+o5PcQjfYNK?SM#hZ*(LjFkDjhk1
z+WI~XrIShm$WOqL9H&4>@~~yRO5mdmh@9d~NTsrBDmpNc#-tE<mn5U2mj`#vExlY$
zDoL+qSqQn0dMO@h75JnQPunYehT3|5HZ-jCj_}Dcp56{qhlO@fx(9@W@Nm}JUr=cw
z2!P@L5P-RLQrhLOY14x#8m7pBN`w2)=y4T8feRdvKGU(0r1SjX0iG-8d^W({*w|a-
zU}J_d)N=s#MNc{G1!~-*Q|S});8#5B)+GR>SBIS~Bb>qQJhU3u!>R+^tAIFwmjkoA
zcxrsR2DoQt2v?^aha!w!FC*ks@C%Gt1HNtVfC~Vt6BPgYJG;{u8}(@N+$3jDX6}BN
zyeawJd>){e`$h0-wRf^&b30a~XPl^ccH!Y?f*8Rd#|zYjeB=^Uu(6kf{S8qSMUwP<
zgHqkrlvEVaUes^?b!lajhyF?M`BBjoF_O|lry@T{?$j5^h0K=ZJ(hArO-{yyMil1f
z#4gKZH(Mp+1ZvFEQsRN~&Y9yr{*y<8V1wA0G!PKWMXFfqUBK<$<s3mI?7oO991FOn
zXpUb&>Sk=aq@-rX)rLW%d=>z7w9QOH4In%}%>EXpo*y{Adp2QX>jHvUowxZEph%Z@
zxn;=}=V&$)%t9kPx5lALFf8FKD&OnO14)2!Nk05R#dXvTa6kf&sbNP1xd$BJXA!?V
z>S!xWS!0(Ba+Bu|gOQS=!}~OU31XIjIOej@eZSkSCHo6yo?TmVs7xg82zeD0g&+*O
zXOFW-u{<>sI2zy1Kr{B~jpE2$tCN0L9Wmd4L&NSBBxt#T`x>EoSA7;pI~Qx=SK1BI
zoc6eZn+yA<>zUiVdEYOPBqR733+|V*C6dz<473q`obk;YO@98<ZFVMZlrn5y_h(P+
z;67|O6iNsFte!HrC~gI$@nGJrIUpgRSgwv*;6v^teT*onv_RQ>kX%&G(tsImgInu#
z0Dkx?|5>kx?agbF^uIg`J3rtZZ6ve<{ojj_jcV?G=?i&lfTPerng4?o%Mlp#6z^S4
zmR8d{rE^Wxxw$Tz?k1iexrly(rJ#6`-%~$ENXc2_{a$%4$r*%wxxEFRBM4sqLlezY
zyvae}w;z0a^qV;V1QOisIM8mUqJYshrw|}7q#H<c4-?thd?dVKZpQFw@?dG=i<`h>
z+&P-j>3BXWeOHI(BaPhl!?a=RIXxp){P{;{6-G6h^#lPhiXP{POXOAK%}28iYU|ds
zRof7P3c9`m&-a=DC9u&cK!xiAdze%h5qnSDlEFwGs)@t=BH|@!m)OU`6y>xNR&`0!
zZBS6Rdw!>oQy3C5_0fq;V9t%(gciQ(stAzu#}aB*;0C>7Z7C6umSHFPytbe1r##YN
z!H<e<AT@_r8IC|XZ<tKa>|6_ix%EQF9;UTnE}URM_$VtW(=17=dW5VClxOHXw=XcA
zIuK!uynxtqB~@>O+nqm9`YG_4VF93=l2-o3*@l%3L4mgo2zKj)_O17M5kVE+1W<3P
z8oPko-14J@bED}|>yZCz4@RQ{^u~%LjW(^DBKkAd#Q$FcDv#3Yn%WY)VV7RCTOSzB
zW69^meNlM;DFem`N|}sI<MA2TSy$1#c}^$%XHVN>1B5laU$@<|Q^$C6X@LfE)t*y{
z>(p_^=G<IKm?NatwKV_|z{L+LL2)k^+{Ee5U9SX*T=cYd@`j}O)w71?^ZPF-D@?lg
zcj7eICEdY5pAG>z3XdhH2Rt8R-c3+2N=6S}xGas_h0BYnNqg!FemK5C1u)J1?Q^K9
z#@41^mk2ypM4{!Wm83xu7YMW*f4Wg=d*o=vUD`MbxzD-t^g%HIKLWp!cr=hQ{1Q4a
z!&g7Q@?2g50uq6m6}hNgeyP8wC=t%G^XogbY`Z%<32+Gk>-{YU!YjyGzQMiHm&<VR
zAe&LbMX#13?(}Jr|N7wFBD8H5;+)2KRvo}PKh7Jiyaopa1{XW0qyGf6RIET;+mz`^
z>%N(m4KObGdr!O=jdRXVDO6A2dUbI3N(H>}=2ocNKGGBfP1c8s>*l3X4+rp_yaSif
z-XI>ZMovY6b5f&*cZ~6D-A|p@reC)OL)1omoJY-1a3s<{Mq!%;Mbm(TH`0;vA=)a?
zIlm#4V(uYk-)e<e+5L+ki;e_JNjEcY34$Cg3{GosESbA0#j4>MBd<<lASLb#(0446
z(;?{vnRK)7%fw7|A_)0W-0>1%oFn<wEPhS5&oz3h3BkQlca<PCiGqi{ADVg#?)BKH
z$4?&cJloNg`oY!-S)_%{o3bhw{y7*Zq5LZd-a(0#cTa>sG`CoJWi;;5SY_f&dbOD*
zR~?x^`I{p<0S5b5L;bFjkzF1b?euPTx>~Z!A3=tKZ-w&zfs%B396(9T$g4{s;$Ay(
z^>~j(z9pF`^D{-qUZj4xCkYD*jX}v6HXF9T2bYYnFiJClnv@}wk$?46+Ij%F!sgvO
zTWE8gwxB6o77nz&dhI>4YYf2h7>D!f-PL&&rPot*r8ad~pw}Cfs`SAMUUlyd0szOX
zc3n~$T8Hv>59w|UY%Xj#&!h*_dTJf;J~k4@q0>c2$DwqEQ51zvBo=0WMZWS<ij8K?
z*!jXqn%Z4AN;5&1<R$+0#Z+)ruU#UA>_>*D#q9D#19o7*5~=qbYx^+xQWqq90EmrX
zV6h(W7}z@dwNEY~{5D)oV(%iLadWQe=7ni~*6@Fa!RIDJvPN)pg$i&PO2cP=v(H5%
z6Dg#R$+Rx}$6il{WYb)apL_wa>fK7+b)Px~C&-N+tr$ItfAukdRl+*rZeTVwTGaHe
zl`e9fg;-pp#@HLZ%OiHe0Lz#PBH~rY%sU{GguQ5zqI|$P280WWl{|Roxgwy8qsM7H
z<3#8=Bg#S*@s+XF7KQg9uMThzH*UNlIPU&^>XEsoF2KJ4dZ?^|QSFm%a9<V?KKc2S
zmlzb^eXPe@cxHRPoa{jwI14IHF@J@sG^i;of8eoNR!<hV0>!UxHfPT+TAAQyU9iI1
z+qfE4HiMSX4k20T4hY7IVbEq@>Z;yr1QKjBTKh>~|Kp0gS*S6p=qAa0hSN#9P;;os
zsVU={0Q3lGe?C~^9NTs0@M#SW&zajeNq3^ZH(zSFv>J;@j0l~hBof*Xio^}yuec`L
z0Y41U_(~+u1*R_(ZzQb!gi)QXy8Ps&YxMHl`*TlX_Vrm!mrd?}&bTai+U53*Xhk6*
zO+YfJo@vMCqp0(wP@%jI(8!4b8tgor{PCuD6?EE=RnRh(EtfV<On+xGJ+jUoi_KE#
zJkgZdcds>MI48l&Fp0;i-!9-e=;AEn_+E0$)c~l4|HBTx*SJe_L-LKG`C>qUDpztE
zHVw_;tLN7!d}Cl~(CPiL-Me!&^PfOE$C2cj5>~0ba2}ci)r#&lX|bdjW6wS2aZQt@
zsz!?}J@h$4)HUO*S165-ZDKvcPfVKq(wFOZT~Eqy|Bj>$jqRm_o^T6*TWD<iCBwVn
zq-fPAsL{<~M&|B!=Oo(Z6~G)iq7g+7VYih`9PlQ4WYc-~hhJ^^)^t(wW!E({o&Pe<
zs2tVvPdlR8@K0MDFXQyAdPTf}Rm^OTI#zoBY|T_frcloM{*_ZtzwutG7nOOs@`+mF
zpuOXAbNE@s6VaIlLLAqoEyT8Z^5%&tDnV%bp69M8qi$=Bgkr{(<6PVsdiRO5);sr$
z_T)U?y04wAYShNlAEOiJKA*I>l71m^D@gOD-J?&*yi=}#li2#}mp)i{uf={bVFca?
zf%g<#eVU<@T<kurA#7D;2AbUoZSK4<u<72lc^rUzJvg09tDnt#v-HU!LQCJ@o=J+4
zY2AY<y~yuLka+&w0%=2YJqgRGfR11{avMoLpe$zgliwIje18vSbGd%FoWo<v3Xqk=
zq(xS1PNpTlWi!%p4Ju+PpvgB%esEVZ-2xIL6iT17q}}&te>ZYnW}7#rBa+um_a`?m
zD4sT(;N*HZ+qiX4EuGjNFVV;pdc(PQG4)fXnE#fW&~>Qy8P?cFGAgd}l!Cj-uNS}C
zDLVu5E&(u(U9uI`|DpedkbiogI|MK>g+70i!K6dWE5Amw*d3019$nvl^Uf^^xT=zn
zzzFFK*j2DLvAVi7HJuL@mjBvks1J}Z3-gOpibF_D``>#u2HU#lH+JRjozb^HUO>yW
zQ0VcnWo_bqppXGzJm-24WBEh*HCmP_-QNXrr#9{Pb(2#}EBDtO|6xk#zjgY=ui81#
zBP=%`QR%HPJyqYR?Z%caQqSysqLg%WU9(2_EiW1M@S}12^Mn+o>+l(ATdPt6=UP<V
zFT*A5*2~!>zB%OH%iuW;1Fb414{`PnSj0^1>|JA%T<c@Uz*j%=>@vDJR%7gOw`gpt
zxP5_p=;1WwI)knwJ(UPbPbC^Zo4TLt>vZ&LOYGNh-@W9L*M>(7G<j{pUTb$NpZeIn
zKPp0N-zCr<Hi(~!NFZ&u{b00w*&h}N*dd;PE7;rj>J%4dZFO>LsLYjRu6)?3E2^)1
zhs{f{?MHW^%-Rh5U_v+1b?UilNpV=VdHA-ve@db|A0Hbc4yX3gvi@D<Z<QaYJ>>==
zX>pyKXPz__RiidM2tzZz%I$C78Ct#AwxA?UF1;@QxTBc=>+Ngf`*%~R81AyFtTO^l
z0h^DJcm1eq-)};T^!#@08REOZ7#u^Sx;+pAi^X!V3ma$8Z=0Su_oU*SBd?9HqSeE`
z^<0^k81m!2WaabHR>bcgmm|VVicbv3tgg>?N{jZD{y58Y<E6+I<T$y%R@czVv{iq9
zw(QB#O29Ts&+sD}37O{kH#M^UEnn~0MI<&EHIL6i9U%dM^65hN5uq-0wY<e|*O+jZ
zyp`2Ywm*c1Xk4V!q;FU31x?IDyWZShmogDx%Xze3a=on*YfOnNvHoZFrpa!8hkV9d
z1>6rq-V}N-U`FDtP~O+rYunN%c-<M^2^Id%E8w9sszXkjQQGsnWEL+j<R<VxjR3F+
z!e65LX-@U|^q;h!?&%#yt5X7lmMQOY)dZX0EX@5Q_yy1AxEH;C&n({GJoKl!>0K8*
zpSw64^0A}Y5XP>42h*r9gj5`=Z|q{%??j&ty~`0p-nr2}#>YKmFfmm(kW=jE($R=p
zTVH2qXP=HGbANoMAEj+sjdd!hjb3BA^!8AgSku}m9omsAtyA8oiR;6}qvBJchvG4G
z|Ls|h*n8*ojJ1FAeoFijc*Qu3V}0wz?z6#2?D?PfA#Xe{QgK{2R2Hu-R>_gH>O1qd
zTv>pwJ!L=gdBXPf(}wCVXRuD@Ax)(lWJg|+HIFKW-j58%a{W$>R$Ys*T-WQRGHP5c
zbgq@RueV>^w~-X<H2ewr)O0h{ynFZ8g0q2vL00t`32()o|1ZwGDE;{WX6}VMU1gMA
zUsaCNY9``hooY(5b&k?RwKz6X>Wpx4d6#t*2YbG}5cjZun4!{L&x%lwMt1t8RL33v
z0TBiC)6@i&W#jyxUXJpCGg0lL4^uMMRWem={X6zYk9#Kt{>M1~m!-CxEEP>Vs0jJY
z7o#E-$EF?X|Ju%QYKVK_x}|ItUM5+a-j{FsHc29|^d`dJ#_zij+cmx<o&0MdDsnYf
zO&?v5mc2L^II9dXJAWQi;gWKCfF7yvm=)v|RU9pUG8Giw3|jk9qe_K^*B1=9Sb%i7
z(bh<nn3z++5>>oL1h-nx={ubkaE?{pHieHeTo%t6zrIf~qR5<zpshwBsh9s$sq`Z^
z#(-p$&PA{&VBYbI_M|Gfnr5S*V;4)WMnl|-Y=g)EOv0BpB{y~V&T<PWo5o%>?W>~&
zciRr(-Rl`?r+HU$eC@t8vvd8->>CoDI>8Pun5FKlNU9f!Xvnw|8sP)3nNL&hIcM)I
z8!j*GmxQjxn7G`JN?@tz%b$AAxISgo=cU`(+;u}x4sKG@UTG-$8<Df{C7{40;<8GT
z9_l{7bM#!}_AJS!(_$zt^Ekjahj!gL2vEKsfiuc~o_efmURhU-7mi!q?gBUE{)%JS
z-;I=|Ayd%v(8MDZ^l!ydwm`G&-27OC3TL@~k;^6FoF`djM!(|O;MK(qdOf+CZUU#{
zcsH|?+43hwI8mG0E9)h@LQ;I2K6u$#(O%Oc>+@_<uY5H1aj9!2kD$R}`+t0ey)!@z
zp}*fuVWswP?*@HyjEoa>s#^JW(xSpW?HKd<OqUV-O&JXz($iTk3)Z0t4o%&J#@2P&
z5vt0kSI1@=dmx_`g)t-;wM(`8&3`Qo;AMqAK8j<N0c@+QR)8cQCV=%fQ1IL69<K1{
z`J#Lh5l9DQ{hU~yz}+W3*~Xf#HFSX0^o-tWdgHY5lTA1?pd$Km;MJLO->QKWLw0My
zi{o~GIkrUj0W}!p;*x?VU}2gh>}JIQ#h!Kfb$@6)HzCD9JcozjDj(CyKtW&Gr^zx;
zZU^q~j8Q??XCWym<DMMTzV{dJP+BC~Gw<J#qnA{LRuZv!&gcTjeS>TJBBH(9jV%Mx
zd+J))7Nnr+q7M&PT}I;9|G})xPWZ=F>QC*_CnT7W#lkx4-n8O@Yw+KGLZujd`TMNy
zCR0WQ^5EKMRG|wS9Zsp=O8M;q9^?P;DgN_||M>|!vqx83#A?}l?X-h+0&a5`1bjYt
zU08(Tu7lTUZ;(m&^Y*wLNQVA-`$t;m;Qcp9?ex#<J`|@Pyn+fKO|pa6t^WV#KlZMi
zLXb_VT_f`}Xvz(|1}5e0?d{$^Aaaor^4!oS0CEZc%j*31KYRc${XZmnZaMEv{S=je
z?NLAwKY8NBiO@H1^fL!bA16{-mVfO2w`ca>(+|yW!=Il_T$cvF;?$cPZ(Z$k7pQ!G
zwyu_VZndh>4?0oGD6l0R0xSG~tloc?hwFd;#4!Y*dH%fqFHLDjG|&H@===5m_ox5L
zebBm*)(GGGoReQ|af<7P5vXENS=yRfTDm!`{Xfesm*2rzlo<H?SN;9>-`!b;0`zIo
zKz$TS*6?=$ht<<MS_QK6%gc|Ek?b5C84Y1v&Y&f_MTt{%*Y`Ug?u0OBf!^i4<dT`z
zL=UU;Hy(CeAdkfx(i6q)fwlU}kCFL&2dl39efm<CQP#(7)BL<VMCE*6&7N03mP?=|
zPHgHOT%vxzrGz1=@L?w(0(7&@wyvqRwY4=WaWbZo$E?X!>)}AHBK|BR?p~RW^q7AU
zFaeH;3@Ie>E{pt15HpYb&#Lk*kC`|zyY3WK7XHhZEdql@2o!_XWVzUz9&RoMhKAHZ
z=X_*$ran;o2;;kS2{)TqqwnV80t8nioqMm*XQXTN%UnjHqM{zq^MKevd;m4a8oAJm
z(`rZFWn1ImRLrYd(|{B$1d>_zq@VQe?`^_C-(5s+>Go7tHQJ9G9x#l*qNb^72!4q=
z6#=(k;FU>nXiaGP`BM+LkUgK24lncr{e<EtQz{F=ouEr?I_M%Trob%0;WpI}RuqsC
z|Mmswy#0%GQE>Qh%8XB+RG+0CdVISAin+LDJ>4EWTCse`!Xw|0|J;#>kRy*_fU<?t
zY+G_ubMuts(S90r0mq`2@ezy7_ZdU?4Pq40co1+_!6KNUj^24Sdnjj-mQzPO4z~?k
zUgtGxZEx0=9s#ZI{32MVVe1l42JB<a-=1pm@)#<8T!NxHEy%VW;R4I*h<;hA=%@$;
zTTqas2bTxfHHDzbwB+MK$ptCU*S4Tq;1FCIYDvw5rgTPz?*q|@-V*Mlc&_z|hHFHz
z`Cgp!h~DeaP~x|jC&8B%5z>?OU3)-X=!+1f-DLgeXefP(cmK*R_`_@q5cJuX2Z}PT
zi-@%C{&@2I{0)bexNnu@>Pj~dyYYvUM+ub$nz16i=SQASg@uQ)ynI>Y*e)XfWb%i4
zhAm~Tvv(Kl;f(9j(y@lqpU5@)qX{S1iyl;i$m!j-TYv4d!?=omyjM=wox1i#AeK`A
z7U^ZQkg3S-TC=FGEd1ozYvV~3Ex&(7;;<QDLwtMw{7^;+t9Q%T7KnH6d8~~3k)xls
zSk@TlTaBO|(I}+wFfmK}2M^5p?$7M*lXL^uc%<P1y7H?pymlwwih6s#oA{KAm8jWS
zmRnfmlyYKo87}Yi^IsmWcv)Cj_|iDXL|ESaw_1=2?_iUx^bCF+bi6MN=!>rqgTrUG
z;kzq$ZZ&c<H;GHb=@i2WWe$Xq%;Ul0zxx=>&COq?sDypB>H~)ETT)UIY>(pzBcGMb
zr9&ypjv~x0qBkW>2L=XoSQs;G4!Jpmo8+3+Z9h?Sa7dS8c|25FA~Jsb9Uiph-Nb`U
zfWxwScreyYq$j$3omniaq2s#loX`ZFl)ttGf<JY(x9+egJW$wc58RU&w>#-G)flna
zrX3Iv@TO5K=o8@f_f9p(iuycyH!&Bh=xF8si@$eDw0dh28HmC7E#HJkh|5Py9lQQ?
z#pY0oNJM*F`)%N*^g27X#7)E&9+hx<cSx!2k0cJxQ?)z-;PY+m?2>sj`cX7eMu~m%
zS;A@q*XTCP%}GEfslec?w(!D`OJ!IW+Yv3n*h!<xd#->uIq`zuun{Ne)SWr8Svdat
z>xG6OhQqlQud7?6l*X#jxFy51oNpC1chYyCfe?Bnl1Ef=0|e2G{*P{57oWajQThn^
z7;La1(nPsVao1s(o3~a$#@4qswtqt^-|@n&fPhiKJb|sxU&#h%Sz!R0Uskb?i=Da-
zk~<A-<t^Yl*pKv!@tU<NCuU^;b8{&pguV2vsMVvM{2Nl4EiWm+e5HU6x^3A@4l^0$
zg?|ly?=HMi*C~R)o0YJhd8(awqr}NHv1S|W+iGLo?lMwD#eg2pLJHvp@J_lx@z_(}
zllCQ!=9uQ1o#}WoL1}6KU{28o>tom(ASLDhHh&eiE8Z1{+}T(frKMbXQ+ws~Z!INv
zyPxkbrdi=&`@S0kj<|Hq8NOlv)8a#ygI4ModCltc&uqO70;ZyCo@p0!kbm1nHVC9I
zSZgjOip&LqV~GnqF5hMO>-s6Wjxl9_vu2;b-ck*gBc3PriVOaSlm2X6&8l5vcnPO)
zLfh=jtE7sH_`v;uob8V%%o3Lehkr23vsy}o1|Nc(4rgt9MqFC)UhKb*RzTdj7TIZ&
zw-kQ<rtQd232l2=5@!3F(;iR!SO}U%nJ}XNl|{LAS^_cM5@J|nL5X+7JVD94m-L!9
zS_u9?ib6jB62>K6x_8=Zp*L)ODhP7hEQ%j~U@y3g?nG-@q?j8MeAgXv3=7OJu7NGB
z-Pzem>%#8+Caeb6it|c_<yX@*4AZqbA^E4b$fCi)BRK8QDX5RV|F(O2!_ke!0Xr|`
zjb}HX_q2%%4#4-eQc6&sBw`wEE+ryYq}4%c7aYh3+#wQy&hNk(AOU$HejbVBgx1if
z-;eZ<Gm}W9-oB=2A?(J@%Q8;aU2Egh($nXm6JEN%7F$ygH_ryVF(oHDjf$U+xu-R4
zFEnRp>CDy!X?x*riamQ7FX3pBqYNDChe!QRZ}lA0RoqVX+EWeVtS9+g^myVB5D{;q
z^knH$5$Eb#(dq)8{dMgAqoWh2x1xJhtgJ9ns+%J|*phFx!*gPRu6cwF3*b>%47p({
zwqvkZ*Q29A&oMv*MVb2?6~zWRlGidVKLYlN#`VDDJtlB(+XQv}&;l@Hr3U$}{+8fW
zTa>$fE>UnDm3JQ7&65bQ3Is%^<X^T`pb<7M@%H7DbEY-4=&n2N`~f?Mm3|J7+{jwL
zytUD97eSf`;q^wT0hzZ^yLs~jV}e6TruvB+LL6sgKxgk7cX#*PSDMGGSqf({etF?M
z3Qk8kPMf`X^Ja9(P|EtMqJv38oo{Mq<#&)f&5iB`Zdmt^H>@~VmU*Xx%lkc`jZ$c^
z*m{*%HWn~M`ur*xfShxfT`Rqpaygqo2vKa1uPvKpe#+J5TXNPh!K59z2Vd0#vb?V$
zDYaSgiTyJUrP~C@`G!PVpNte_jAm9QzMFK^b}NbV>R^EZ%LsWPaowI7x<+#@Ws{Ny
z2!1|ora^Hm>6dTO*X2^upJ}b0dZiS6%zTJ9VC$j~&a&YMYs<?dbygLd_~_5|g74}}
zw*7(A@`L7dh{-J`%bxIPKwRjxjmh)cn=|Cs+ozpeEO$mNuQ(*c#MfwEPW%ln8m|ZM
zCieVVqxQFU*W0ChmMw+2>W*k=E10oLO0_5se=cX3YD<>W<zkbP*44hASbN27ev#Ls
zs7<nCak!$0db9h1<3u;K!BS<8{*-LEt~ogd1d0|!WQJRFdBm8{%ZyX>zJ*sjR2<2^
z!FoYBAXmnWX|t!|THeK1wPMMwr&wjKBWvKUi;gZG=Q5b~E)-~mS$(%;P0BjUyPGc)
z6q%F+(nN0~IQCucjK|Y@9H>#-v&}~|!X^{b+^m3A%B@kD85|h?>C*8@=}lwnymJb$
z5<p+gt&EY^zvC*|w#g`-=O2f{<2n&WD8S=m$$<2Wj5&}i<8_`lS@`Pf%E0w}Qz5Fr
z)`@_bw|=r|F2P&h7;0Ku$KAqsv8#UIx)-$7Wz$_swg+T-!d_0=)iW5$d~eZxVsU<C
zF4@#_tS8qK9zE$UyGwWyOYqyYI3=MStl|;Ouxw*e8lO<r0Afsc;*>+%yJnHfYvXo@
zhubJ-PnSyiau;rPS>^%fR)^&m6`I3ZN#pCu4jH;wmmZv?ARJuYIxHuZXIkRzyj(<F
z%nVvmyW{ib9F!v}Y9$1zutj#+^j{yh=`+oqiZ%1uIk}P*&7w7yzybdqb#q+0W;=}9
z<N0}0*wMy7Uz_z@@S(jnacLGUbMB&#*)l<}*|@~MSL)Fq;_cIvzY)0SPuQA#+q(gF
zCHFb&@_PgnRej*1Lv((;bXU*tuGOX1ZiE)^(J5fQbBw>2#UT^y=Qk4A-F$|hgaltY
zGTgX}6VncCZI$g}D=)uxwC$Y{D(X6t_^-lxi^M3ptNh0th^sf_kbDxJb9!x-FakKw
zCfcc!#gDo!ZW(D2Iwy-C9|^B8lb~9)R!E1%v}7Od+I9s&xXG=Hii%ct4etu^-G^4L
z1Jl<YR^cX*bGw!CJnL^U>eJQ`Q^SSUsFTkmT=1mJ=$)l9PC4&f5QsTT35sP=FMoP0
z{?9UgAup1sKcUsdFJbE0<&D`^aB%rI&RNVO`38#eaKX`Wb9uz%LgTPJVQ0D0YvLt`
ztU`CegPD3u%|u@iRA7uR`2t(rOO{w4Xy~2{2L5USmc7enV>;Hl)ahR<&raoD=N2ZJ
zBHO)WpV5m7{huquu&yoIi?$1W`DN7!V`$@Sqr%cwk5=c?<rQMm`Me;*u+V>VHp%X&
zn(j1kql**7>Qrpl1kyw?*@p|rV)OqV!?-GBPr^u9ad`<xR1Uk2*FK}s$$_qEv3Zsi
zM5fRLcEV*uTkc=JbDu-Ht9(5eRgRU%l9(QGzK^RBy<FeDi;<w-Z4KdNb(4rFL^Ybv
z+;N0ll<1oh4lM;v7Kxv}DQphkIbC=Ea-3n32C7-OOh(~6+rb5%c-*yW^_5qo<M&sm
zOzi&gNVajg9Jk0T^IcLv0=X_^l3O5-*6QNvy0QRnn$M+~Z{d#B6ryIY*E92fZ4Z5!
zp$#6<(!TI>H@6OWnSsGNRR6Bi1!f>}iO0a&!$>$A7tVjcExzq@H60`Vtn(uu)7$p*
z{|RMZoB-DG&-?$6(+7t{`1ro<xQ<r&W}rtwl(dMpioC4-TLqfG25F~mkSYLQG)NqR
zw8LPk1mNUmpcjECWpr1=yK{C&6(I>oIRz-IVRQl1ML{m;u8~octmoXP2t}HjudlCw
zLI99wgp?~m3c~9FlrK8|_#kC69+&7^ZO+KT(+z?RT~x~vEe{V5FKCU#Z-D>x;>MrP
zYXK3~gS0H{Rr}HNnp#@j?7+M=ki|gog8*AH+XR;YN|N9Z3DGyoYI-_TRCQ5#>LJo(
zN8*$z&LR!ii(wSv_U-3TJ`H3+W1jAPQVRAQdR%5cqzk8ez8TD%@!K7q_#Wa#CTwO~
z5m2FT-x>nnkGe7B8avejzDe!a7y2GE^ah!ln)<Ldhyfhz{3r~@<>>7&pb2TF9q&S*
zni%I<ZWqsz$$|To0l<k8l9e4~deob1Zs;-7(h1++)<y4a&nDdTNT2V{@*pk%mo|5Y
zTw~puAk_t2o)RGFxlqAj>Gtfbu*HL;l3^F`yfQ=X&G>oGcdIAM`D_G4fH*RC3v>DO
zP^FLSLQP8G{$8(!*}4L`e2ST!jcpE`u;2R-HiqL*%HzDf!L)>g1a-g>o80}Lqy@T-
z27#)iu0>t<K#}7D7`rcoHy{%Pw(5OWez+Sh!w-+bK_-2!(?ri}x+%KXIY!hvPnE~_
zE{Kw7Al)#H#+dtBobRYwYZAg4f2rRG;j-zZA5ct<HBm5P?WS){MM$A(p4xHO>rjip
z(Y)DQ1Yt}=!J!9VE1Xl&zdYJ|c_?}GQKF}3(ergrD>T*EnSTa|>}6sU{7?~zWP6?*
zkmD$El9ZC7ruJ=sL@bK}MemK><)2P*#+YgSG!6Czbn6a>M4eF)4Js@FBY3Z(S`>W#
zE=0kE!Ok0lq{k_4StB4!+6AhwK>Qqp937{mhi$y_;K}Ai4!&G6bW5m+2{dT$Ju{3v
zw(l`hh|SSYc?IQGfTI%yX7^s1OYi1ZMU3!03+v_`G)VD{^ZwbkGLhm~;P$1Ja7f$I
z(p)H&KIGEs8%W~ss0a?;F%X-pM@T*DUx~_B*U&J~(b0)-+}9lI`q|bd(zgkLIs-fW
z0VEa{UJ1+zE;<FuTpYrHaI|pV3v;UL=AI|tC7}Rx5WHFddZ>^bY4Dd!Tlci&sYvi`
z($PB`^hqcElmI%dw{K~v3=4{C37Auyl9}V3;H+L?JIGQ72@Rtba3*1GAYX#{>N3|3
z(m-Q08VFUADE-e4GeZ8qb5AC+*z*R65pnt8q&ia3V5D)8KTpYYxx;s5TuCT%0F(@@
z{r5n2+BGe|1}wcr)ziYw@~ksXvOQRk=Y=F2LDi(q$+BL^Q2P$F1TUBm?AwJa)Va<(
z?egpI_EtjRnLgxEPRWPwO9s0=KkI618^1j(ED4<Eq5v#7bmoX<0j)S2f+|=wT+rfD
z*;t+;nr8Gf5W*84ia5vu9=E93r<0|gOx`_pUPcf6IuWFR9D0Q4t*!wnM^B#3)Jc|g
zr1Pw<t|mw#KZ@Yz_=K&iEy1<g34+Qr5apQs41~@{(iwd-Gqbr4(4y|(6?Dl=?Ej}Z
g-v1Xf(t73F`@Jb3OR?p(2Thy0vd-PS+cwYt7xvEBO8@`>

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/swallow_classification.json b/modelling/data/abingdon-all/seasonal/swallow_classification.json
new file mode 100644
index 0000000..b1f615a
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swallow_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Swallow",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "very_broad",
+    "window_shape": "sharp",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "moderate",
+    "peak_alignment": "early",
+    "traits": [
+      "spring_peak",
+      "very_broad_season",
+      "sharp_seasonal_window",
+      "moderate_post_peak_decline",
+      "moderate_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.08,
+    "season_end_month": 10.295,
+    "forcing_peak_month": 5.47,
+    "season_width_months": 6.215,
+    "season_midpoint_month": 7.1875,
+    "season_start_label": "April",
+    "season_end_label": "October",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.111,
+    "DECAY": 1.967,
+    "OOS_DECAY": 3.851,
+    "POST_PEAK_DECAY": 2.266,
+    "POST_PEAK_SHARPNESS": 5.498,
+    "SEASON_START": 4.08,
+    "SEASON_END": 10.295,
+    "SHARPNESS": 8.176,
+    "FORCING_PEAK": 5.47
+  },
+  "fit": {
+    "score": 0.045
+  },
+  "warnings": [],
+  "summary": "Swallow is classified as extended spring seasonal presence. The fitted seasonal window runs from about April to October, with a spring peak around May. The season is very_broad, with a sharp active window, moderate post-peak decline, and moderate off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/swallow_consensus.json b/modelling/data/abingdon-all/seasonal/swallow_consensus.json
new file mode 100644
index 0000000..01974bf
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swallow_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.111",
+  "DECAY": "1.967",
+  "OOS_DECAY": "3.851",
+  "POST_PEAK_DECAY": "2.266",
+  "POST_PEAK_SHARPNESS": "5.498",
+  "SEASON_START": "4.08",
+  "SEASON_END": "10.295",
+  "SHARPNESS": "8.176",
+  "FORCING_PEAK": "5.47",
+  "SCORE": "0.045",
+  "SPECIES": "Swallow"
+}
diff --git a/modelling/data/abingdon-all/seasonal/swallow_observed.csv b/modelling/data/abingdon-all/seasonal/swallow_observed.csv
new file mode 100644
index 0000000..6dfe5fc
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swallow_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,23
+5,45
+6,33
+7,26
+8,29
+9,7
+10,3
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/swallow_parameters.csv b/modelling/data/abingdon-all/seasonal/swallow_parameters.csv
new file mode 100644
index 0000000..9ac5155
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swallow_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 11:01:15,swallow_observed.csv,2.8,2.048,1.399,6.068,9.087,3.72,9.01,11.794,4.11,0.1872303050404222257287197435,
+2026-05-21 11:01:15,swallow_observed.csv,1.898,2.488,1.548,2.497,2.267,3.92,10.64,10.518,5.39,0.03322902329344633004348199378,
+2026-05-21 11:01:16,swallow_observed.csv,3.707,0.829,6.35,0.71,6.809,4.05,9.94,4.948,4.09,0.03068978155766726509449244807,
+2026-05-21 11:01:16,swallow_observed.csv,4.126,0.795,1.288,4.985,2.408,4.91,10.69,8.761,4.96,0.08894621306960866113243828074,
+2026-05-21 11:01:16,swallow_observed.csv,3.379,2.176,3.207,1.492,6.872,3.29,9.57,13.085,4.75,0.07909839096480630147528854760,
+2026-05-21 11:01:16,swallow_observed.csv,2.435,2.598,6.736,5.182,4.204,3.31,10.61,9.713,3.88,0.1981695464910254952486031431,
+2026-05-21 11:01:17,swallow_observed.csv,4.319,2.418,3.341,1.38,6.372,4.72,9.38,11.258,6.36,0.07896331077719618781856370616,
+2026-05-21 11:01:17,swallow_observed.csv,1.897,1.142,7.563,6.895,3.169,4.4,9.63,12.08,4.5,0.1010565127712494825953368519,
+2026-05-21 11:01:17,swallow_observed.csv,2.781,1.569,7.936,2.668,8.991,3.69,10.01,7.591,5.55,0.04164773217241720980614485701,
+2026-05-21 11:01:18,swallow_observed.csv,3.971,1.583,1.784,1.441,2.998,4.13,10.85,8.086,4.15,0.04004990160174994339847089813,
+2026-05-21 11:01:18,swallow_observed.csv,1.15,2.614,4.135,3.72,5.25,4.77,10.92,11.965,6.49,0.08412084152490124320791883348,
+2026-05-21 11:01:18,swallow_observed.csv,3.159,1.61,1.884,6.9,1.625,4.52,9.61,7.458,5.6,0.05306361903530448897736589696,
+2026-05-21 11:01:18,swallow_observed.csv,1.046,2.922,2.9,2.753,1.737,3.44,9.38,11.044,6.03,0.05762876242013127140303271003,
+2026-05-21 11:01:19,swallow_observed.csv,4.434,0.796,6.385,0.383,3.959,4.46,10.07,10.498,4.99,0.07393195802020507550080560305,
+2026-05-21 11:01:19,swallow_observed.csv,4.909,1.354,1.314,5.668,7.749,4.06,10.58,3.05,5.45,0.06188441610838400567695774176,
+2026-05-21 11:01:19,swallow_observed.csv,3.444,1.12,5.052,0.157,7.979,3.16,10.37,7.643,3.7,0.07146319644189834341524135552,
+2026-05-21 11:01:20,swallow_observed.csv,3.234,1.244,7.335,4.895,3.415,4.69,9.52,2.81,6.41,0.1044904259187327846781698989,
+2026-05-21 11:01:20,swallow_observed.csv,1.093,2.496,6.408,4.12,4.67,4.82,9.1,12.85,5.42,0.1065341433249516859912316675,
+2026-05-21 11:01:20,swallow_observed.csv,4.293,1.532,6.681,2.678,3.403,3.78,10.09,1.81,6.44,0.07236854324105433857976751954,
+2026-05-21 11:01:20,swallow_observed.csv,3.087,0.835,2.302,7.721,2.665,3.51,9.23,10.688,5.21,0.1290553841347321557692266072,
+2026-05-21 11:01:21,swallow_observed.csv,1.778,2.503,6.141,2.623,3.073,4.55,10.45,6.605,4.93,0.04526552826173967102712848808,
+2026-05-21 11:01:21,swallow_observed.csv,1.948,0.504,7.097,2.377,1.788,3.24,9.85,9.724,6.4,0.08025014909311480585244616505,
+2026-05-21 11:01:21,swallow_observed.csv,1.547,1.618,1.54,4.038,2.154,4.39,10.28,1.881,4.72,0.05973030637901899821269547324,
+2026-05-21 11:01:22,swallow_observed.csv,3.946,2.228,2.345,3.943,5.209,4.4,10.28,12.01,5.6,0.04865369790516507803480453791,
+2026-05-21 11:01:22,swallow_observed.csv,1.261,0.741,4.055,5.295,2.673,4.69,10.21,2.11,5.61,0.08139796101373551279426051954,
+2026-05-21 11:01:22,swallow_observed.csv,1.512,1.468,7.52,7.973,2.266,4.86,9.34,14.461,5.41,0.1176031219662294354713217640,
+2026-05-21 11:01:22,swallow_observed.csv,2.384,2.378,3.838,7.332,3.316,3.35,10.14,6.369,4.74,0.1669261781355544127646360025,
+2026-05-21 11:01:23,swallow_observed.csv,4.551,2.345,6.758,4.139,2.137,3.35,9.57,10.64,3.62,0.1807727265477429094675058688,
+2026-05-21 11:01:23,swallow_observed.csv,2.189,2.74,7.535,5.963,4.59,4.46,10.99,7.046,5.27,0.05946525941521340947843963107,
+2026-05-21 11:01:23,swallow_observed.csv,1.721,2.966,4.433,5.28,4.989,3.59,9.15,5.105,4.87,0.1143077758814415720769428752,
+2026-05-21 11:01:23,swallow_observed.csv,3.486,1.289,3.875,1.59,5.782,4.68,10.6,5.245,6.3,0.06961267413669802260907457360,
+2026-05-21 11:01:24,swallow_observed.csv,2.803,1.444,3.806,3.826,4.961,3.98,10.97,6.516,6.06,0.04685762057892841693281202432,
+2026-05-21 11:01:24,swallow_observed.csv,4.581,1.389,1.08,5.126,6.711,3.73,10.37,9.036,5.43,0.05821518094257881702722163423,
+2026-05-21 11:01:24,swallow_observed.csv,1.313,1.466,7.013,3.433,9.237,3.25,10.42,13.763,5.65,0.07300677978969375909068790652,
+2026-05-21 11:01:25,swallow_observed.csv,4.696,2.496,3.31,3.638,7.824,4.07,10.21,10.2,5.41,0.04139177637572885438322176375,
+2026-05-21 11:01:25,swallow_observed.csv,3.596,1.987,3.763,7.433,4.522,3.34,9.23,10.717,5.43,0.1142856364608050859340789816,
+2026-05-21 11:01:25,swallow_observed.csv,1.752,0.899,3.561,2.427,4.948,3.13,9.77,1.019,5.15,0.09287821498338646222334362140,
+2026-05-21 11:01:26,swallow_observed.csv,2.035,1.651,7.629,2.235,6.993,4.99,10.31,5.486,5.45,0.1159134416326593257894483673,
+2026-05-21 11:01:26,swallow_observed.csv,4.773,2.413,1.02,1.725,4.618,3.03,10.5,5.393,4.74,0.1154888749686815794866517811,
+2026-05-21 11:01:26,swallow_observed.csv,3.016,0.508,4.755,4.913,6.684,4.88,10.62,6.953,5.47,0.1385364455655541442689448593,
+2026-05-21 11:01:26,swallow_observed.csv,3.122,2.615,7.892,2.352,3.213,4.34,10.74,10.137,5.82,0.03675737697947552420705438548,
+2026-05-21 11:01:27,swallow_observed.csv,2.111,2.665,7.822,3.474,4.699,3.71,10.0,3.595,5.03,0.06774560121460721209642053805,
+2026-05-21 11:01:27,swallow_observed.csv,4.804,2.883,4.216,5.715,5.684,3.88,10.35,2.059,4.5,0.1099293712552018964141075103,
+2026-05-21 11:01:27,swallow_observed.csv,1.33,2.791,4.234,6.981,2.868,4.39,10.31,14.031,6.15,0.04644824274215470547345138328,
+2026-05-21 11:01:28,swallow_observed.csv,2.239,2.803,6.769,7.696,3.555,5.0,10.92,1.655,6.13,0.06772652385081419084194454732,
+2026-05-21 11:01:28,swallow_observed.csv,1.94,1.123,1.193,1.429,5.786,4.19,10.55,7.346,5.77,0.04192712850585189150983518965,
+2026-05-21 11:01:28,swallow_observed.csv,1.003,1.878,6.385,6.092,2.34,3.49,10.52,8.029,5.53,0.07932062844293126678106846974,
+2026-05-21 11:01:28,swallow_observed.csv,4.834,1.121,3.076,7.066,3.684,4.3,10.28,14.801,5.71,0.06724581227979545646234670623,
+2026-05-21 11:01:29,swallow_observed.csv,4.644,1.101,6.442,2.175,3.748,4.75,10.21,7.488,4.77,0.05351361855693745849925710745,
+2026-05-21 11:01:29,swallow_observed.csv,1.681,0.618,4.718,4.586,2.836,4.77,9.43,13.768,5.21,0.09378290962267133585513970858,
+2026-05-21 11:01:29,swallow_observed.csv,4.069,1.167,7.92,1.087,2.503,4.06,9.8,2.32,6.35,0.07963462677147294989410154964,
+2026-05-21 11:01:29,swallow_observed.csv,2.116,1.794,6.258,4.24,9.957,4.87,10.24,3.529,4.9,0.06354929201830678157159896214,
+2026-05-21 11:01:30,swallow_observed.csv,4.8,0.665,3.152,4.382,7.599,3.57,9.83,14.351,5.79,0.08305871001397202712200379209,
+2026-05-21 11:01:30,swallow_observed.csv,3.169,1.756,5.544,7.554,6.385,4.1,9.9,13.951,5.35,0.06661106432292584776040301616,
+2026-05-21 11:01:30,swallow_observed.csv,4.017,1.995,6.969,6.008,6.443,4.92,9.68,11.366,5.19,0.1036963168795038510786713119,
+2026-05-21 11:01:31,swallow_observed.csv,2.154,1.014,6.121,6.977,9.08,3.19,9.1,14.827,3.62,0.2648082126702438964661850388,
+2026-05-21 11:01:31,swallow_observed.csv,3.72,1.12,1.563,2.466,8.278,4.27,9.67,10.835,5.82,0.07397893017255196902223806760,
+2026-05-21 11:01:31,swallow_observed.csv,2.176,0.902,3.679,2.971,3.524,4.45,9.64,5.276,5.8,0.08179489856063114710293341878,
+2026-05-21 11:01:31,swallow_observed.csv,4.31,2.854,5.393,7.204,1.75,3.45,9.07,9.429,6.21,0.08548289953564146471119515583,
+2026-05-21 11:01:32,swallow_observed.csv,1.6,1.431,2.724,2.061,3.285,3.36,10.94,5.508,4.7,0.08061791563361958577811354327,
+2026-05-21 11:01:32,swallow_observed.csv,3.339,2.3,2.83,2.432,7.422,4.32,9.93,13.001,5.78,0.06094968222425529964328753832,
+2026-05-21 11:01:32,swallow_observed.csv,2.159,1.934,2.135,2.901,9.914,3.72,9.01,13.783,4.05,0.1557091572159035038473249433,
+2026-05-21 11:01:33,swallow_observed.csv,2.181,1.079,3.893,2.547,6.102,3.45,9.43,1.824,5.69,0.09171620726009085398820102879,
+2026-05-21 11:01:33,swallow_observed.csv,3.988,1.994,3.769,1.593,8.111,4.29,10.39,7.771,6.36,0.04668512432668236195106074443,
+2026-05-21 11:01:33,swallow_observed.csv,3.855,2.95,5.505,3.03,5.943,4.07,9.52,3.779,6.46,0.06206225324062449769469315696,
+2026-05-21 11:01:33,swallow_observed.csv,3.22,2.561,7.144,1.026,9.783,3.66,10.53,4.684,6.29,0.05932042513383895074925075520,
+2026-05-21 11:01:34,swallow_observed.csv,1.689,2.966,1.735,2.574,5.672,3.32,9.46,9.049,3.59,0.1797578094818965352564430193,
+2026-05-21 11:01:34,swallow_observed.csv,1.536,1.341,1.24,3.631,9.491,3.26,10.1,5.621,3.92,0.1977361249823684776728739665,
+2026-05-21 11:01:34,swallow_observed.csv,2.92,1.113,4.078,4.602,8.974,3.02,10.01,5.973,4.58,0.1722475621834706324338342861,
+2026-05-21 11:01:35,swallow_observed.csv,4.823,2.301,2.088,4.234,9.105,4.92,9.85,2.958,5.69,0.09083548972948078793635022556,
+2026-05-21 11:01:35,swallow_observed.csv,2.224,1.38,5.138,6.561,1.5,4.77,9.81,8.971,5.85,0.1017335371477158723447327374,
+2026-05-21 11:01:35,swallow_observed.csv,4.527,2.491,6.232,2.304,6.161,3.61,9.16,2.154,6.15,0.08377327931605616414172047082,
+2026-05-21 11:01:35,swallow_observed.csv,3.066,2.999,7.694,6.267,2.094,4.77,10.46,9.061,4.89,0.05972920737024798323261566149,
+2026-05-21 11:01:36,swallow_observed.csv,1.607,2.375,6.734,2.197,9.892,3.29,9.51,2.108,5.95,0.08089507603834187592847463991,
+2026-05-21 11:01:36,swallow_observed.csv,4.112,0.546,3.873,2.413,8.099,3.9,9.08,10.978,5.27,0.07617924554630673668841566802,
+2026-05-21 11:01:36,swallow_observed.csv,2.678,1.779,2.113,3.277,7.594,3.57,10.56,10.322,5.95,0.06279519622672130270575654500,
+2026-05-21 11:01:37,swallow_observed.csv,2.748,0.935,6.066,6.01,7.357,3.77,9.8,14.456,5.33,0.09020593430352514453360126794,
+2026-05-21 11:01:37,swallow_observed.csv,2.748,2.452,4.065,3.484,4.007,3.68,10.89,8.305,4.2,0.1484561177784153247222692274,
+2026-05-21 11:01:37,swallow_observed.csv,3.833,0.858,7.602,1.927,3.422,3.31,10.62,1.07,4.18,0.09260121518003835102880658439,
+2026-05-21 11:01:37,swallow_observed.csv,4.551,1.54,4.129,3.134,1.072,3.66,10.04,14.056,4.8,0.07196069617986544457337015777,
+2026-05-21 11:01:38,swallow_observed.csv,1.692,2.633,4.152,6.298,3.271,3.57,10.15,11.489,3.66,0.1896466012466589347092309019,
+2026-05-21 11:01:38,swallow_observed.csv,3.087,0.918,5.751,7.569,7.027,4.96,10.1,5.649,5.38,0.1420399876501489360166831169,
+2026-05-21 11:01:38,swallow_observed.csv,1.114,0.946,3.842,3.952,6.385,3.6,10.82,12.28,3.6,0.1892363572650916611067929182,
+2026-05-21 11:01:39,swallow_observed.csv,3.701,2.931,3.531,0.923,9.139,3.42,9.56,14.598,3.76,0.1437680814734642277898528441,
+2026-05-21 11:01:39,swallow_observed.csv,3.469,2.673,3.433,4.117,7.425,4.86,10.43,2.6,5.75,0.08455587398835960913216491768,
+2026-05-21 11:01:39,swallow_observed.csv,3.547,0.692,2.873,7.049,4.164,4.55,10.37,3.1,5.92,0.1055246700021451498188508621,
+2026-05-21 11:01:39,swallow_observed.csv,1.34,1.035,7.239,3.043,7.532,4.57,9.06,5.581,5.79,0.1178236396017058227575775441,
+2026-05-21 11:01:40,swallow_observed.csv,1.163,0.548,4.785,1.929,2.599,4.61,10.75,5.595,6.06,0.06941324744554796058781421882,
+2026-05-21 11:01:40,swallow_observed.csv,4.095,1.211,2.102,2.997,9.045,4.07,9.11,8.502,6.43,0.07362532709655563735645293309,
+2026-05-21 11:01:40,swallow_observed.csv,2.099,0.602,6.862,6.117,9.466,3.39,9.71,9.232,5.68,0.1127548040483118633927159276,
+2026-05-21 11:01:41,swallow_observed.csv,3.775,2.861,7.238,2.157,4.769,4.29,10.55,11.56,6.17,0.03807827431264533679343623101,
+2026-05-21 11:01:41,swallow_observed.csv,1.766,1.99,2.029,2.41,4.098,3.96,10.42,4.33,5.77,0.03464631883723445333814859141,
+2026-05-21 11:01:41,swallow_observed.csv,3.858,1.231,7.498,0.279,7.049,3.88,9.3,9.3,5.29,0.05174924626052809387140511577,
+2026-05-21 11:01:41,swallow_observed.csv,3.044,1.743,2.245,6.832,6.627,4.12,10.48,2.452,5.68,0.06075789038135274453872440843,
+2026-05-21 11:01:42,swallow_observed.csv,3.752,2.268,3.216,0.755,2.775,4.27,10.97,10.877,5.49,0.0115106669834301751158433757,
+2026-05-21 11:01:42,swallow_observed.csv,4.268,2.136,7.855,2.936,1.811,4.71,10.26,12.635,5.69,0.07085726554338333039913265002,
+2026-05-21 11:01:42,swallow_observed.csv,2.662,2.763,7.611,3.659,1.016,4.74,9.51,9.431,5.89,0.06797276789911886817591234446,
+2026-05-21 11:01:42,swallow_observed.csv,4.881,2.685,6.718,6.108,2.269,3.35,9.43,9.568,5.31,0.09074484974566010568425042467,
+2026-05-21 11:01:43,swallow_observed.csv,3.337,2.213,7.04,7.827,1.863,4.48,9.3,7.096,5.83,0.07405236576005673246059568187,
+2026-05-21 11:01:43,swallow_observed.csv,4.59,1.089,7.223,5.218,8.657,4.51,9.34,14.432,5.02,0.1051258146939373723394625499,
+2026-05-21 11:01:43,swallow_observed.csv,4.78,0.773,6.783,4.55,2.207,3.41,9.63,9.187,3.64,0.1847448529326513160897897957,
+2026-05-21 11:01:44,swallow_observed.csv,3.983,2.472,2.884,5.129,3.752,3.92,9.85,13.228,5.78,0.04239752185646206931880149330,
+2026-05-21 11:01:44,swallow_observed.csv,1.702,2.035,3.728,7.028,6.224,4.81,9.6,8.125,5.73,0.1216061751355759772290937928,
+2026-05-21 11:01:44,swallow_observed.csv,4.459,1.337,7.173,7.125,2.377,4.85,9.75,9.63,5.63,0.1162042800763589952888094378,
+2026-05-21 11:01:44,swallow_observed.csv,2.683,1.574,3.123,4.341,8.148,4.38,9.27,2.109,6.08,0.08756173235202703546971837750,
+2026-05-21 11:01:45,swallow_observed.csv,3.362,0.834,7.374,5.68,9.591,3.28,9.42,2.07,4.52,0.1417676311994584766924335196,
+2026-05-21 11:01:45,swallow_observed.csv,1.73,1.452,5.991,5.773,5.641,4.08,10.41,2.258,6.09,0.08545225226353546256003829733,
+2026-05-21 11:01:45,swallow_observed.csv,3.063,2.233,5.48,3.137,1.951,3.86,9.6,6.968,4.49,0.07542687327544584915178965356,
+2026-05-21 11:01:46,swallow_observed.csv,2.341,0.669,1.918,4.441,5.676,3.56,9.96,9.305,4.62,0.1355375213330323957995051939,
+2026-05-21 11:01:46,swallow_observed.csv,3.259,2.011,7.208,7.37,6.277,4.44,10.54,11.872,4.8,0.1080712657358022738264724937,
+2026-05-21 11:01:46,swallow_observed.csv,1.753,2.951,5.86,4.718,6.352,4.88,10.76,2.67,5.28,0.07659337138293683751843551953,
+2026-05-21 11:01:46,swallow_observed.csv,1.133,2.491,2.667,4.104,4.776,3.78,9.56,8.208,4.82,0.1064493618929380082879569100,
+2026-05-21 11:01:47,swallow_observed.csv,3.628,2.941,2.86,1.755,2.853,4.0,9.4,4.711,4.38,0.06314663986267318706312473798,
+2026-05-21 11:01:47,swallow_observed.csv,4.979,0.884,2.054,1.686,9.682,4.84,9.12,4.203,5.94,0.1195734257258767167094954194,
+2026-05-21 11:01:47,swallow_observed.csv,3.478,1.186,2.692,0.994,9.293,3.96,10.54,1.407,6.4,0.09914201711724570197631237140,
+2026-05-21 11:01:48,swallow_observed.csv,2.69,0.997,1.562,2.347,8.755,3.32,9.39,4.18,5.6,0.06782915606979632031315748074,
+2026-05-21 11:01:48,swallow_observed.csv,4.825,2.952,1.808,5.663,1.306,3.62,9.08,10.392,4.98,0.1283233017237072168820905885,
+2026-05-21 11:01:48,swallow_observed.csv,1.329,1.69,6.099,7.147,6.962,4.05,9.65,13.297,4.28,0.1487329930160402181064284962,
+2026-05-21 11:01:48,swallow_observed.csv,4.17,2.55,4.551,5.512,4.675,4.92,10.72,5.42,5.74,0.1139483209543683001114733812,
+2026-05-21 11:01:49,swallow_observed.csv,3.362,1.297,7.46,0.503,8.724,3.38,10.53,6.826,4.75,0.05322867800630157297571899885,
+2026-05-21 11:01:49,swallow_observed.csv,2.928,2.522,2.337,5.16,7.17,4.71,10.43,9.297,6.05,0.08405881113135745985113586342,
+2026-05-21 11:01:49,swallow_observed.csv,1.041,1.969,5.058,2.664,7.38,3.31,10.78,10.172,5.82,0.06351115537375852218269806487,
+2026-05-21 11:01:50,swallow_observed.csv,3.303,2.211,3.954,5.581,5.365,3.82,10.85,13.118,3.89,0.1597810772629888177639027702,
+2026-05-21 11:01:50,swallow_observed.csv,3.386,2.423,5.762,2.188,6.972,3.83,9.86,8.266,5.75,0.03311084709177734345019779871,
+2026-05-21 11:01:50,swallow_observed.csv,2.83,0.739,3.649,1.1,6.518,4.99,10.12,11.084,5.96,0.1066233284068788596384283115,
+2026-05-21 11:01:50,swallow_observed.csv,1.16,1.129,6.72,5.256,4.725,4.52,9.52,3.669,5.66,0.1170581419146366568683785774,
+2026-05-21 11:01:51,swallow_observed.csv,4.615,1.343,4.851,2.828,3.26,4.21,9.16,7.227,5.52,0.06681880831878319799078211552,
+2026-05-21 11:01:51,swallow_observed.csv,1.319,1.722,2.526,5.232,3.204,3.76,9.23,11.882,4.86,0.09697123065814214272912756915,
+2026-05-21 11:01:51,swallow_observed.csv,1.379,0.802,4.042,2.975,4.882,4.09,9.81,7.543,5.53,0.05454451960622626467558326025,
+2026-05-21 11:01:52,swallow_observed.csv,2.935,1.173,1.617,5.096,9.467,3.88,9.25,4.463,5.52,0.08252226610034074640869058007,
+2026-05-21 11:01:52,swallow_observed.csv,3.748,0.515,5.366,0.194,9.741,4.23,9.74,14.445,6.02,0.1268031331592964246803780842,
+2026-05-21 11:01:52,swallow_observed.csv,4.036,0.831,4.703,1.371,8.766,4.56,10.24,10.311,5.03,0.07152084019530012416306641338,
+2026-05-21 11:01:52,swallow_observed.csv,3.096,1.472,1.262,5.244,4.786,4.75,9.4,8.516,6.44,0.1172941458606522700552746197,
+2026-05-21 11:01:53,swallow_observed.csv,3.122,2.195,7.713,5.548,2.442,4.4,9.66,7.201,5.5,0.05149300872985590774547218373,
+2026-05-21 11:01:53,swallow_observed.csv,4.342,1.904,7.571,3.097,9.399,4.18,10.02,7.652,5.84,0.06685828330727599279433956338,
+2026-05-21 11:01:53,swallow_observed.csv,3.38,0.814,6.874,4.311,7.029,4.69,9.4,13.11,5.73,0.1489441687144067776638776495,
+2026-05-21 11:01:53,swallow_observed.csv,4.205,1.692,2.887,5.906,6.029,4.96,10.26,5.316,5.84,0.1294585968152909922535278179,
+2026-05-21 11:01:54,swallow_observed.csv,4.928,0.902,4.945,6.072,7.63,3.43,9.68,12.232,6.21,0.09890009303566502576359849458,
+2026-05-21 11:01:54,swallow_observed.csv,1.8,0.576,2.901,4.023,5.491,4.44,9.53,6.849,6.48,0.1015016035947850531776510309,
+2026-05-21 11:01:54,swallow_observed.csv,2.202,2.588,5.574,6.286,9.14,3.05,10.37,10.256,4.86,0.1680665913225785545210552882,
+2026-05-21 11:01:55,swallow_observed.csv,2.758,0.902,7.873,0.184,4.981,4.9,10.54,13.281,5.94,0.1507280169366371015471337026,
+2026-05-21 11:01:55,swallow_observed.csv,3.511,0.806,4.535,6.21,2.855,4.27,9.79,8.635,4.62,0.09840711874629861414982019523,
+2026-05-21 11:01:55,swallow_observed.csv,4.755,1.411,7.87,5.064,7.921,3.04,10.96,6.359,3.89,0.2437559641522538374286484820,
+2026-05-21 11:01:55,swallow_observed.csv,4.913,2.273,6.967,5.284,4.153,4.52,10.8,13.675,4.6,0.07030490554295888255285605589,
+2026-05-21 11:01:56,swallow_observed.csv,1.189,2.797,3.896,0.998,5.05,3.9,10.87,3.66,5.54,0.02869918650387893308482469142,
+2026-05-21 11:01:56,swallow_observed.csv,2.782,1.81,7.507,0.933,7.644,3.6,10.43,13.213,5.67,0.05247046105742373184735386341,
+2026-05-21 11:01:56,swallow_observed.csv,4.882,2.861,5.245,7.482,8.76,3.89,10.76,4.721,5.99,0.06979837494328185795022379419,
+2026-05-21 11:01:57,swallow_observed.csv,1.523,0.841,6.286,3.972,6.31,3.27,9.08,9.527,5.46,0.1032505678456819471367848929,
+2026-05-21 11:01:57,swallow_observed.csv,4.395,2.883,1.86,0.846,8.384,4.69,9.4,13.933,5.38,0.06505933791817180220409910305,
+2026-05-21 11:01:57,swallow_observed.csv,1.989,1.415,1.786,3.057,8.144,3.97,10.12,4.382,5.18,0.04991986118164873408467105565,
+2026-05-21 11:01:57,swallow_observed.csv,4.06,2.161,7.992,0.247,9.924,4.58,9.69,11.359,5.55,0.07032938563562996686824802778,
+2026-05-21 11:01:58,swallow_observed.csv,4.905,2.026,1.34,0.457,9.642,4.28,10.18,9.614,6.44,0.05746871608771996396110925800,
+2026-05-21 11:01:58,swallow_observed.csv,2.01,1.6,6.791,5.849,3.136,3.24,9.87,1.721,3.64,0.2069332266119594864955658437,
+2026-05-21 11:01:58,swallow_observed.csv,3.375,2.848,2.298,1.66,8.18,4.41,9.13,1.168,5.72,0.08286246503315319004821862140,
+2026-05-21 11:01:59,swallow_observed.csv,1.416,0.981,1.444,7.184,2.381,4.75,10.72,11.525,5.93,0.1164549096809252967305297436,
+2026-05-21 11:01:59,swallow_observed.csv,3.143,1.843,1.126,1.141,2.641,4.98,9.1,14.814,6.5,0.1175186171931861276090524333,
+2026-05-21 11:01:59,swallow_observed.csv,1.63,2.349,3.054,3.821,7.737,4.15,10.69,3.605,5.62,0.04421915977917604234822835809,
+2026-05-21 11:01:59,swallow_observed.csv,2.617,1.944,2.129,2.226,8.273,3.97,10.23,12.371,6.28,0.03756294591994791443773789388,
+2026-05-21 11:02:00,swallow_observed.csv,2.276,1.481,7.682,3.857,6.59,4.83,9.46,11.611,5.71,0.1199838606982640551901854984,
+2026-05-21 11:02:00,swallow_observed.csv,3.766,1.799,5.775,1.173,3.844,4.87,9.18,12.718,5.31,0.09928389066628761418452724580,
+2026-05-21 11:02:00,swallow_observed.csv,2.844,1.003,5.553,3.573,9.934,3.32,10.75,11.361,5.52,0.07702650221181307142605394745,
+2026-05-21 11:02:01,swallow_observed.csv,4.074,2.382,7.567,6.24,7.957,4.71,10.94,1.361,4.94,0.06102438118915566735251028805,
+2026-05-21 11:02:01,swallow_observed.csv,2.084,1.493,2.931,4.354,3.704,3.75,10.88,12.017,4.72,0.09716988071144040653804082530,
+2026-05-21 11:02:01,swallow_observed.csv,3.129,0.528,2.718,6.968,9.347,3.19,9.46,1.443,6.22,0.1347040437668783904232574084,
+2026-05-21 11:02:01,swallow_observed.csv,2.472,1.014,1.001,2.002,7.876,4.54,9.27,3.524,4.95,0.04949398305408360242524018472,
+2026-05-21 11:02:02,swallow_observed.csv,2.17,1.88,1.874,7.172,7.694,3.88,9.83,2.295,4.12,0.1748166381007377196561213992,
+2026-05-21 11:02:02,swallow_observed.csv,4.802,2.466,5.378,7.764,5.626,4.07,10.27,14.236,5.34,0.06111653262831361457449549567,
+2026-05-21 11:02:02,swallow_observed.csv,4.206,0.909,5.16,0.685,6.959,3.51,9.23,14.394,3.87,0.08884311088774525773417991829,
+2026-05-21 11:02:02,swallow_observed.csv,1.12,2.656,5.318,5.616,5.04,3.44,9.04,2.046,3.72,0.2010196527003283518490973252,
+2026-05-21 11:02:03,swallow_observed.csv,2.782,0.837,2.962,4.593,5.632,3.55,9.24,14.838,4.1,0.1864048193670163722563375565,
+2026-05-21 11:02:03,swallow_observed.csv,4.995,1.674,4.719,3.517,7.244,4.8,10.14,1.484,5.25,0.08698166717241147073225936212,
+2026-05-21 11:02:03,swallow_observed.csv,1.676,1.972,2.613,5.805,9.672,4.38,10.0,6.232,6.11,0.07973414763800840665383155451,
+2026-05-21 11:02:04,swallow_observed.csv,2.809,0.834,5.133,5.557,8.279,4.31,9.56,11.2,5.94,0.1192361305812525325228677957,
+2026-05-21 11:02:04,swallow_observed.csv,3.88,1.417,4.083,2.882,5.574,4.21,10.67,14.071,5.7,0.06812184844708786295316082858,
+2026-05-21 11:02:04,swallow_observed.csv,2.006,2.26,1.487,4.755,8.576,3.91,9.62,6.236,5.4,0.04937820284572715266827021924,
+2026-05-21 11:02:04,swallow_observed.csv,4.901,2.924,4.862,0.296,6.668,4.01,9.75,12.661,5.24,0.02822180533996656881951744231,
+2026-05-21 11:02:05,swallow_observed.csv,3.34,2.726,6.577,3.944,7.49,3.06,9.35,5.37,6.45,0.08573502784355255911492509301,
+2026-05-21 11:02:05,swallow_observed.csv,2.836,1.363,7.616,7.237,4.786,3.11,9.42,11.404,3.71,0.2617857568072279269057269193,
+2026-05-21 11:02:05,swallow_observed.csv,3.263,2.358,6.67,3.207,1.651,4.26,10.71,9.139,4.34,0.04530590322355837368782821478,
+2026-05-21 11:02:06,swallow_observed.csv,1.262,1.604,1.313,2.414,8.55,3.78,10.56,7.818,5.24,0.04223449344738795374425069768,
+2026-05-21 11:02:06,swallow_observed.csv,1.147,2.569,7.129,4.228,1.56,3.31,9.79,5.135,5.01,0.1063830261455253831551108487,
+2026-05-21 11:02:06,swallow_observed.csv,4.997,0.847,6.31,0.186,3.197,4.38,10.53,11.753,4.4,0.04714529116230677266957676426,
+2026-05-21 11:02:06,swallow_observed.csv,3.351,2.008,6.19,6.31,3.299,4.44,9.58,8.875,4.5,0.09153529334647973886342187649,
+2026-05-21 11:02:07,swallow_observed.csv,3.427,1.85,1.098,1.375,7.025,4.79,10.0,9.161,6.29,0.08633300213899219858866943060,
+2026-05-21 11:02:07,swallow_observed.csv,3.809,1.416,5.305,3.73,4.813,4.3,9.66,2.955,6.25,0.08314657265079181668741151662,
+2026-05-21 11:02:07,swallow_observed.csv,2.568,1.056,7.198,7.232,1.521,3.94,10.15,1.641,4.52,0.09345803653090819822033343622,
+2026-05-21 11:02:08,swallow_observed.csv,3.335,2.39,2.928,4.705,6.041,3.15,10.11,8.851,4.87,0.1118331313049022079165696247,
+2026-05-21 11:02:08,swallow_observed.csv,1.997,0.876,6.135,4.602,8.89,4.96,9.45,12.008,6.32,0.1406289289945774994430385011,
+2026-05-21 11:02:08,swallow_observed.csv,3.995,1.187,3.497,4.376,1.431,3.83,9.13,11.173,4.86,0.07860795856748815267559520377,
+2026-05-21 11:02:08,swallow_observed.csv,4.199,2.238,4.81,3.496,1.984,4.4,9.82,9.14,4.83,0.04488795663086214967438440486,
+2026-05-21 11:02:09,swallow_observed.csv,1.136,1.362,5.453,0.322,7.247,3.38,9.27,14.237,4.89,0.05446425733216211318039970289,
+2026-05-21 11:02:09,swallow_observed.csv,1.386,1.477,3.479,0.688,9.092,3.81,10.46,2.275,5.45,0.05405978119270021330873713992,
+2026-05-21 11:02:09,swallow_observed.csv,2.737,1.401,4.778,0.191,9.513,3.29,10.3,9.261,5.41,0.05977467041407603761256559899,
+2026-05-21 11:02:09,swallow_observed.csv,3.1,1.25,3.564,2.305,7.162,3.99,9.61,9.671,5.41,0.04307511916077372817286636726,
+2026-05-21 11:02:10,swallow_observed.csv,2.798,0.954,3.685,6.601,6.421,4.49,9.95,10.179,5.56,0.08109960437521952884844480155,
+2026-05-21 11:02:10,swallow_observed.csv,4.479,2.359,1.089,6.078,9.343,4.49,10.77,6.746,4.79,0.1000647050285735775893680669,
+2026-05-21 11:02:10,swallow_observed.csv,4.475,2.534,7.612,0.135,4.789,3.84,9.35,2.17,5.37,0.07963443513869274061051815843,
+2026-05-21 11:02:11,swallow_observed.csv,2.289,0.761,5.266,1.754,4.196,4.24,10.44,9.655,4.39,0.04292917774896437102579523511,
+2026-05-21 11:02:11,swallow_observed.csv,1.343,2.765,1.583,5.846,2.174,3.91,10.13,4.696,3.96,0.1454519029533669215084402759,
+2026-05-21 11:02:11,swallow_observed.csv,4.331,2.635,7.424,7.538,4.799,3.84,9.28,3.941,4.25,0.1595703104899595860173542304,
diff --git a/modelling/data/abingdon-all/seasonal/swallow_simulated.csv b/modelling/data/abingdon-all/seasonal/swallow_simulated.csv
new file mode 100644
index 0000000..bdf1b47
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swallow_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,7.20672E-13,0.1,0,0.01,4.83134E-13
+RungeKutta4,2,0.2,2.23301E-12,0.1,0,0.01,1.49700E-12
+RungeKutta4,3,0.3,5.86091E-12,0.1,0,0.01,3.92912E-12
+RungeKutta4,4,0.4,1.48235E-11,0.1,0,0.01,9.93759E-12
+RungeKutta4,5,0.5,3.70187E-11,0.1,0,0.01,2.48171E-11
+RungeKutta4,6,0.6,9.17922E-11,0.1,0,0.01,6.15369E-11
+RungeKutta4,7,0.7,2.26357E-10,0.1,0,0.01,1.51748E-10
+RungeKutta4,8,0.8,5.55502E-10,0.1,0,0.01,3.72405E-10
+RungeKutta4,9,0.9,1.35724E-9,0.1,0,0.01,9.09886E-10
+RungeKutta4,10,1.0,3.30256E-9,0.1,0,0.01,2.21402E-9
+RungeKutta4,11,1.1,8.00566E-9,0.1,0,0.01,5.36695E-9
+RungeKutta4,12,1.2,1.93376E-8,0.1,0,0.01,1.29638E-8
+RungeKutta4,13,1.3,4.65543E-8,0.1,0,0.01,3.12097E-8
+RungeKutta4,14,1.4,1.11727E-7,0.1,0,0.01,7.49011E-8
+RungeKutta4,15,1.5,2.67343E-7,0.1,0,0.01,1.79225E-7
+RungeKutta4,16,1.6,6.37923E-7,0.1,0,0.01,4.27660E-7
+RungeKutta4,17,1.7,0.00000151814,0.1,0,0.01,0.00000101775
+RungeKutta4,18,1.8,0.00000360374,0.1,0,0.01,0.00000241593
+RungeKutta4,19,1.9,0.00000853391,0.1,0,0.01,0.00000572108
+RungeKutta4,20,2.0,0.0000201618,0.1,0,0.01,0.0000135164
+RungeKutta4,21,2.1,0.0000475255,0.1,0,0.01,0.0000318608
+RungeKutta4,22,2.2,0.000111777,0.1,0,0.01,0.0000749346
+RungeKutta4,23,2.3,0.000262289,0.1,0,0.01,0.000175837
+RungeKutta4,24,2.4,0.000613911,0.1,0,0.01,0.000411562
+RungeKutta4,25,2.5,0.00143235,0.1,0,0.01,0.000960239
+RungeKutta4,26,2.6,0.00332622,0.1,0,0.01,0.00222988
+RungeKutta4,27,2.7,0.00766175,0.1,0,0.01,0.00513639
+RungeKutta4,28,2.8,0.0173782,0.1,0,0.01,0.0116502
+RungeKutta4,29,2.9,0.0382552,0.1,0,0.01,0.0256461
+RungeKutta4,30,3.0,0.0797397,0.1,0,0.01,0.0534570
+RungeKutta4,31,3.1,0.152405,0.1,0,0.01,0.102171
+RungeKutta4,32,3.2,0.260251,0.1,0,0.01,0.174471
+RungeKutta4,33,3.3,0.395118,0.1,0,0.01,0.264885
+RungeKutta4,34,3.4,0.541503,0.1,0,0.01,0.363020
+RungeKutta4,35,3.5,0.685373,0.1,0,0.01,0.459470
+RungeKutta4,36,3.6,0.818167,0.1,0,0.01,0.548494
+RungeKutta4,37,3.7,0.936239,0.1,0,0.01,0.627649
+RungeKutta4,38,3.8,1.03897,0.1,0,0.01,0.696519
+RungeKutta4,39,3.9,1.12726,0.1,0,0.01,0.755708
+RungeKutta4,40,4.0,1.20258,0.1,0,0.01,0.806202
+RungeKutta4,41,4.1,1.26650,0.1,0,0.01,0.849054
+RungeKutta4,42,4.2,1.32048,0.1,0,0.01,0.885242
+RungeKutta4,43,4.3,1.36577,0.1,0,0.01,0.915604
+RungeKutta4,44,4.4,1.40338,0.1,0,0.01,0.940818
+RungeKutta4,45,4.5,1.43408,0.1,0,0.01,0.961399
+RungeKutta4,46,4.6,1.45835,0.1,0,0.01,0.977669
+RungeKutta4,47,4.7,1.47634,0.1,0,0.01,0.989730
+RungeKutta4,48,4.8,1.48775,0.1,0,0.01,0.997379
+RungeKutta4,49,4.9,1.49166,0.1,0,0.01,1
+RungeKutta4,50,5.0,1.48630,0.1,0,0.01,0.996407
+RungeKutta4,51,5.1,1.46885,0.1,0,0.01,0.984708
+RungeKutta4,52,5.2,1.43553,0.1,0,0.01,0.962371
+RungeKutta4,53,5.3,1.38257,0.1,0,0.01,0.926867
+RungeKutta4,54,5.4,1.30831,0.1,0,0.01,0.877083
+RungeKutta4,55,5.5,1.21579,0.1,0,0.01,0.815058
+RungeKutta4,56,5.6,1.11338,0.1,0,0.01,0.746403
+RungeKutta4,57,5.7,1.01182,0.1,0,0.01,0.678318
+RungeKutta4,58,5.8,0.919880,0.1,0,0.01,0.616682
+RungeKutta4,59,5.9,0.841965,0.1,0,0.01,0.564448
+RungeKutta4,60,6.0,0.778546,0.1,0,0.01,0.521933
+RungeKutta4,61,6.1,0.727807,0.1,0,0.01,0.487917
+RungeKutta4,62,6.2,0.687117,0.1,0,0.01,0.460639
+RungeKutta4,63,6.3,0.653887,0.1,0,0.01,0.438362
+RungeKutta4,64,6.4,0.625943,0.1,0,0.01,0.419628
+RungeKutta4,65,6.5,0.601602,0.1,0,0.01,0.403310
+RungeKutta4,66,6.6,0.579627,0.1,0,0.01,0.388578
+RungeKutta4,67,6.7,0.559143,0.1,0,0.01,0.374846
+RungeKutta4,68,6.8,0.539546,0.1,0,0.01,0.361708
+RungeKutta4,69,6.9,0.520434,0.1,0,0.01,0.348896
+RungeKutta4,70,7.0,0.501546,0.1,0,0.01,0.336233
+RungeKutta4,71,7.1,0.482724,0.1,0,0.01,0.323615
+RungeKutta4,72,7.2,0.463874,0.1,0,0.01,0.310978
+RungeKutta4,73,7.3,0.444948,0.1,0,0.01,0.298290
+RungeKutta4,74,7.4,0.425940,0.1,0,0.01,0.285548
+RungeKutta4,75,7.5,0.406858,0.1,0,0.01,0.272755
+RungeKutta4,76,7.6,0.387722,0.1,0,0.01,0.259927
+RungeKutta4,77,7.7,0.368566,0.1,0,0.01,0.247084
+RungeKutta4,78,7.8,0.349434,0.1,0,0.01,0.234258
+RungeKutta4,79,7.9,0.330364,0.1,0,0.01,0.221474
+RungeKutta4,80,8.0,0.311406,0.1,0,0.01,0.208765
+RungeKutta4,81,8.1,0.292606,0.1,0,0.01,0.196161
+RungeKutta4,82,8.2,0.274010,0.1,0,0.01,0.183695
+RungeKutta4,83,8.3,0.255660,0.1,0,0.01,0.171393
+RungeKutta4,84,8.4,0.237589,0.1,0,0.01,0.159278
+RungeKutta4,85,8.5,0.219819,0.1,0,0.01,0.147365
+RungeKutta4,86,8.6,0.202337,0.1,0,0.01,0.135646
+RungeKutta4,87,8.7,0.185071,0.1,0,0.01,0.124070
+RungeKutta4,88,8.8,0.167831,0.1,0,0.01,0.112513
+RungeKutta4,89,8.9,0.150213,0.1,0,0.01,0.100702
+RungeKutta4,90,9.0,0.131498,0.1,0,0.01,0.0881555
+RungeKutta4,91,9.1,0.110678,0.1,0,0.01,0.0741979
+RungeKutta4,92,9.2,0.0871183,0.1,0,0.01,0.0584036
+RungeKutta4,93,9.3,0.0620941,0.1,0,0.01,0.0416275
+RungeKutta4,94,9.4,0.0393638,0.1,0,0.01,0.0263893
+RungeKutta4,95,9.5,0.0224188,0.1,0,0.01,0.0150294
+RungeKutta4,96,9.6,0.0117879,0.1,0,0.01,0.00790254
+RungeKutta4,97,9.7,0.00587512,0.1,0,0.01,0.00393865
+RungeKutta4,98,9.8,0.00282717,0.1,0,0.01,0.00189532
+RungeKutta4,99,9.9,0.00132867,0.1,0,0.01,0.000890732
+RungeKutta4,100,10.0,0.000614192,0.1,0,0.01,0.000411751
+RungeKutta4,101,10.1,0.000280574,0.1,0,0.01,0.000188095
+RungeKutta4,102,10.2,0.000127092,0.1,0,0.01,0.0000852017
+RungeKutta4,103,10.3,0.0000572368,0.1,0,0.01,0.0000383712
+RungeKutta4,104,10.4,0.0000256873,0.1,0,0.01,0.0000172206
+RungeKutta4,105,10.5,0.0000115121,0.1,0,0.01,0.00000771764
+RungeKutta4,106,10.6,0.00000516227,0.1,0,0.01,0.00000346076
+RungeKutta4,107,10.7,0.00000232052,0.1,0,0.01,0.00000155566
+RungeKutta4,108,10.8,0.00000104746,0.1,0,0.01,7.02211E-7
+RungeKutta4,109,10.9,4.75523E-7,0.1,0,0.01,3.18788E-7
+RungeKutta4,110,11.0,2.17396E-7,0.1,0,0.01,1.45741E-7
+RungeKutta4,111,11.1,1.00184E-7,0.1,0,0.01,6.71628E-8
+RungeKutta4,112,11.2,4.65662E-8,0.1,0,0.01,3.12177E-8
+RungeKutta4,113,11.3,2.18345E-8,0.1,0,0.01,1.46377E-8
+RungeKutta4,114,11.4,1.03257E-8,0.1,0,0.01,6.92229E-9
+RungeKutta4,115,11.5,4.92213E-9,0.1,0,0.01,3.29977E-9
+RungeKutta4,116,11.6,2.36308E-9,0.1,0,0.01,1.58419E-9
+RungeKutta4,117,11.7,1.14144E-9,0.1,0,0.01,7.65215E-10
+RungeKutta4,118,11.8,5.54107E-10,0.1,0,0.01,3.71470E-10
+RungeKutta4,119,11.9,2.70032E-10,0.1,0,0.01,1.81028E-10
+RungeKutta4,120,12.0,1.30098E-10,0.1,0,0.01,8.72169E-11
+RungeKutta4,121,12.1,5.89607E-11,0.1,0,0.01,3.95269E-11
diff --git a/modelling/data/abingdon-all/seasonal/swallow_simulated.png b/modelling/data/abingdon-all/seasonal/swallow_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..384c037097fc4a46621023df151e845d40f2781d
GIT binary patch
literal 30223
zcma%jbzD^27w-T9A|fatAPq`Li9rt`r646BAgM@63=KnvN=ggTf`TXlqVx<UEz(L2
z4Bb7%(7ZjU_xii{zV~^5@EJXGW@ev#_Fij!W1SFnRYkH>7fwMS5VG61<nBTs_<j%w
z-snjpaO6hU&?I;fbC%b2)`XcmyFG9;gQz@kwzq*f+gLqhaW!*vvVz%N;}^WbFUree
z>FjLpBqktW`_~!#Fh>gk4uu{)@GT_vxAdGK5b_7OKfD~Nw^k5{i|1`Q87=perD0-s
zE$u<#RpCnEZqnN)PvEmsC`rp{QJF={>(Sq%qSm3In$joDAAe|SNX-*kvGwU80liRE
zW<VUp&6_9vA-7qiFU&y`SKw-81GjIn(3vk+IxQc~T#HG(Q@)-ao9NaKoiQMeZF$57
z1_HTqS}{);_YcVTr}z}$rN%@Zf)8G4PoI(oFOWbPyp!O?<O&xA54@fxB4hzCezmV4
zC&23!S}H&A0wD_g|Nii7XkZ}0!Fu}9caLkQCq|AAg)d#asBUe|GuO5=lP;hd8c0kY
zy0x~9Sb1MUW|8W0e%SZu;60Sd?>-oq<wbV(z<eY|DKsR6)y>T<G(7xG7=J~uk<X49
zlH+X#75>+jmX?sr*RSUUe0NBf`U?qmHr36{E<q1AdNyhZ$fI6Q97&#epPM_^rO2F>
zAsZBvkU&F7M0D5D@oHPLaO5dcQnD8U7N4Ex?uvPA<n$)vn`pQ9R*FMrL!Q$Mch`qd
z%6DD$+_C}Zy$%S#-<^n*nr)yleuG%9AeGswDef~;PB3sJDK0ANTpmWuf&af=sXj8A
zY$ha48AQRVRodFx*c9b8H7Qd)m&@Z)Q&ohAontM-3@DZdi^C)jw@o!3Day&watyZe
zBf`DBz2|=D7-uyxdEQxQ!~1vv%=QI$ObcgAM@M9d-LTT(;US}sj+WMwzBfS%5e&D5
zhwNqdcGf1Eda@FXE}yFHGxn`)MScJNJ=lnk#bYMbP0nbDAWyg4@lsY+7MKBVxjsWT
z!=RV*3k&ZG3%k_296GqL->Z)f_lhjL*t#Z8vk)xe6Lm`4+3{cE;7HTjFN}(cisj#1
zts}Sko})22HYVe}yOCj?U#_r0o3yvtXFT^lH~(B^sGXhN_fnW~1s3i3E<ZoNZqr?-
z_k-SNuFIE|3<M-33^p8B?X;bSCTda5ePc}NqE6H5a5y|@VRf4qt@854i%TBYp-^Z;
zz73O(c|_Q=r=&EYGc`{IXiO+M?z}3t?u)r$XkSY>K0-izCfFDLf!5cgz_>c?aI3UB
z#AXN1Q&t*P8d%!Y)D)DhntIuzg104?6YH|xCLCK@D$FS9^)g#6o!{ronKRkdM+YmJ
zG(8NFEfeU`H*YR#yjt5l+;}V1Rbq?s7#6DdLbo(j9?PMU<a`&U6*|}ME?y=a?tQS?
z$EIIJ4(_}cD?ef%(<(k>w>nyT-Lx_M%u~+ld;1>t*|N`0pOr^s`Rq(3Y%T7<LXDZ1
z&)!=V!nm#p@!ZwaY%tru^kpcHThnr}zmSoCB7+W00Id<^F4%Cd@R+bo%+iU8iO_kz
z6j3LRhNh;Tm`lpDX`ag&H>`Vuhn=Sh2Q1RP6^e_CoxyDlb$AlXsdoMdW7}rv&_G@E
zu;G-(cl&5J?68}rwl?+D%uK0q5a$E?+NP%?P90EAyE^D&F!sWJdCTSPwTa9tbdp|W
zW&CPfqYjz|6p4{H_BwnI*-t4jIW=O94Gefox{^${;>MpgeMp=bj||h|zsc;iD&sIf
z%<RPydY%7^domMz@~lIuQ@iL}S%<z@q=$!bI4RTzjeOoAxyPI8hK9413Zva$*KOKW
zZr)qF@5I`HZ9%mW(ypMFZBes!wD=1K5C_zwp$W6Ai4~PlDPjIsLN@)KW6CG7FAug*
zu%(2xg>Q&hcrum2;@X77MyKp}`MT3&UvSglX7BuuT=}#ir}m}Chx<F@<qmkck2;L+
zmR(tVtl!hqBfqB=YFCxFQ*xF6;{e!==!GSMPCiOV&hp!IpR1yxq9HwH4ik5<Bfiyh
zP0YU6ZwLvwmZ56{i5pzfyf7_i5-c7)dYO`%DsEt;ukYDC!E1!<pBx=E`P$k_ITOh&
z)t)|^ZIK4gM%nUQzI?U3q9TdEYWtz4va<5tQ~?qbTDAl>{;<ygd?uBX-}C4IixRN5
zw7l~4>C?pgvhmQZ)}-X*hN)?H{hP9~Dy2h?%0aC=hfLlZ8a?kAMC_#vU|pH=+2i96
zd%9jLsx0*8U3*R|c+=nzEWY4{%Jp{f@qN*m6!sDs4Q*{R3>GWgmIg)C9bgW&cXo=6
z(Z}~<F+17r92VPe8tGET55wkYydLa0!n6vEd$^5wV{b?H4Gs=2lytoaV)oIMAc9qk
z+9?JSk)5j!3keY%_F8YtE=7B^I)jB8yUZ>q*yX(WL#H&IS=8~(@pdmAuJkM|TWl4m
zrkVlsEiR#80al|>Lqmg0SvZO&U95U}zv6OCY^(|^D{FRlclTE7b|C{JqsldlcAILO
z`S0(t1x*`^(yPHnY6!Wuf4H~OV1_D%(O{22^h+)B-WPTNi`+Gq!|y<boW+mGJ)t{W
zCAof^XW4($FncJh7NOSWrs)lKTBgqUd~QK@OiaucrP_rtBj$C(93*L{R|>uH%Hrpa
z^OYhJ*~;Y+xw$-f`lYHHLoR)<zaVVNg<HJLxzz5B4f}%WFbrC7DoEH7k*GQX!|FUd
z*h2|S=v8=$PRwZDyT`%79L@wyDuIpIIYdZkzHoc)$TWm#hWZWZ_rhr|!o*>L<1^{L
z=b?`zc4{Sbs?Mw&YC106HiA|PIJpfuC<d(~_qrtn%yceGRkz0pT2@-o8*=mUU9zyS
zSldmUm_fqV%_~-__6FTvJHall>`s%gl97=ymLz+2(_%v%^{c>c;O64WIdD8o@Ej?l
zY2O#5qNb*Ph$!cbyEeKGb(w5F+ZFf?(F@0xKJ5SaU>s)i<GnUx$qUqlBik#>S(7Ak
z5_-*E`l80m!;8EuEYdcde!N#mPDrzJb90Z&riAewj!q7TcSs!}Y3<vYA4~8*UO`u8
z`c05;<d>C|6&-y;T!hnb(nO_(QBTRfXwrA^-|#)c`chrEaJg4x4<vS8S9Zs-8ut&B
z^w%xbgZ4&ma`E%$A7D>0(f7ekBz$#~BFRiwDzRz(!%YZ+HaB+cLSH0rLjzHy=j6>7
zVW-W$J+w$=4s^P~e62t6YI`0hd~>6U>Z^NIJ3O)4+@Kk=?6#hn{TW^K96j!kw4e1v
zZQo<v&J1mM@Rg?^cm%puPq`%j<C9sd<w%wH!{l<taC+hV$}5v!l8>f_3#W}a+;uL~
zl<r>&4&rmR%iX7ib{XnxH!>b>Ped-o`nV@=D-%m`tT;{^HhR%T_FNZ$?5yPH4vAXd
zf#4;As;85d=AOZ6jMZq3|HBV-kuwwIx0c7o$QhZ`EYN{j>K-t613Ij`eaD5!>Inz;
z{fwqqvNE@NuV~}tfn*`uq?b!A%uy0Xwrk@J4_OX^&$4?|9vIrvTw|7Mq@;EicONIf
z@~(~gRxwKDU$yHvXRz;_R^Lgz&cvBLS!;@oyV=fw4d1+8fFA05hndeyD|x=WN-M`7
zTs9NIndcnTG(YUv%J*=G<`BQ;bKnbn^*Qc|LYE=WrU{Z44;Mg9aIUq<e&t%Ew$|!`
z_t;aKP@%6A=gVm)s_~ZdCIqBQ?nfngCYNtd+fIet9U|IUd0zUW$<?uggT`-P0`a91
zIrN!?g%lJaVqci=e$D6Wt@icRxaB~8-d8vEvBq3V3PV?`x#V1+o0{v>l?2b??Rw~K
zBz?H&OqseS2j1eqXGO13p0c+w77<%-M&}pTJEUl^4bZgdN-o2taV-KV-$r?9wX_a!
zWlP?h&U<D3lL1u-qZ-^*+T%5D-<UGYep^==xBqgQGNCMLoRUV>0OBav;C_x!t#MS~
z>i$%{*WCu;5ij;ozU6n*sLQ;GXYJ7U#3$0s`TOH8`Nn0CAoKRizLsFBkx+wvCUMur
zHzX|K)wdk>W{l(^dM2kqY}u~M&!vn1`tp)l!ud$E2{faT?}zox9f`<^hf3s8J1*N6
zMhf)|D|QpbL*Led#IO)<Q$$(t7`gIttzdOEh?B~TX%hqal|O!Lt%+PiGrlEcg0&#b
z(>><j#hTyXxu)Zpq@%WyE9^ckXwgvMX`%ECYD+&nW?1}T{nJ$mhK$@oJ0#+Tg^(M1
z_$wh5_L<$lr>x4Has0$<yM5J%mpqJL=oJkY6WZw@uit^KmC5<=9*&zzE+mG1Pxslq
z9lo}J%o|$XUQrvk$A7N;;{@0hE@BgOd*Myr@tg6Xpne>!-7qj%UFKL08AB5q`8?dg
zOi|I(^SBc5G!U)W>3=lw*X<5)%fJxxU<X%U$}kZ$SvRkFue$75Ea!~|JmEa&%tYE;
z`2@N5ob$}8E+-n=f~|uxBYhYq)~xp34RlvA{1O^ZJ$2oM=~l9Z(pS4QCF~+RkG6Ll
z@mf$FrcLhj?!p;^BFsjila2H+Dg@t7`TF{_L!3klC@<FBOVcKQ^z6-(8EHnZM26Wf
zJ52WZgBZI)ePp*hR1UQRbH${W_OcdiRhj~Lfgtu9W})4b39fS$yS%0$TQ<Aom155S
zvJCsp3v+@7Zoumxz@gTz!2uC8QVQ-^x7(~f+$<R1^aaJBJo)?X^<nxBiS=+@L?r3`
zv=3hvj4&8QiHMK6wo}7hNYzYuMpLB^^4r;?rNjbCt27eqh5J|K@TE(O(w?0*kwY$?
z5b%wOiZa1$ZJk%XbDH)_jWZ~yUCM`u1gyU(C%VJoA(SI_?J1(!P|vL*V@@8P*6UW?
z7ae?MWMm%hoHaUA=QR)>6LZc%yb3x(E}(hUby2qmR3#qWrkGCxUQikunnD9o0sq?8
z%$F0F#N4@~+TF`3jc(R^&BeS;^H4IFo}T82hwgv^Nv*;Nmf$b?1H(JrT4OU@QQSIG
zV2HTKEA>UR41q}A#jXg%LkCK1^$XU;hP}DVR}Y*UJ4)A4f&%(=9g)n*C`Ehwk5*sf
zxU&IVFe-h%%&YfFu83ycOmAyt1a`m7K4b2~=k{~0xvMc(_xq9Irv%h`2J#IN^(Ev?
z5@mH$Y7%Qt%J!obnMCJ=jC~J^tw8Q!d)wcy+tZ^a#TQRAzOZhMN;Wg;2gRDoL{p?N
z+}-^p05~c=*(#L2<f+>C?uD8edwF?@@se(g1u=*2RjxJCt5uK*Jf&h{;*W2`iwYq)
zQd?l70$8;PVN}i;WwGbDLYETGd9=#9=8ieF;z$%lh(oOe6NNB|!-ytqqQDP)+c+~@
zF=jMH4Lai&Wc3;*0Fd?n3SG|!NIKkU`|{;xVesWMTV&wW`{UHR+akkf&z==ZPL0Hm
zx<%#dCG7~_fK-mY?sax?zF;klck80ZVce^okE$k~Ui)33RAYbqf(5q8V(r2To8)`_
z^{Y~sVAgle5<mPX8d+z1iU;;<LHO#7LwV0X{0Kxw7k}t1i7x%dpo%-?Hp?p#$&X?z
zFuDv|c35JDcPjxQizOR7J3$LOjQfvcU<k)hT&2FTkqth{cd5vBlJ8m(3=R^N%5`C3
z_J1B@5OY5HU*93}a@(DqsEL$+cV|aKUY@WwTk|#mspVy5Ih*#+f{;G~Km2%#j4lno
ztevCWNpLc$xxHNh)2y##iE7q2w;aJp<DE>($;*@f=dsnTt$&?2J5ntbqlmtH6QzK@
zD!Ug?d`h}g&cj3OAIESLjH4ftf+HgS`5oXb93>$`xwEr#iwUkwVoMKiJ-wvQ^oyoY
za3dUjMn-QrSY$<Y_N)v*dPR;?UztX>K$Xu4N-ZT-)si`(FNyS$ULp^*&SDgLKjB8h
zavM)qQ<MGhRRX`^U@q!KLPF2C#A|b3NCk=pO8hq`r>EIesaau<_;|oXlf^r5q$XZ9
z3l-VyWpo>o0Xv@&poz`*eH29+hKA2)qf6tCZ)#`NR0e`cS{Vt7^&;ORACHYL#bPwo
zEUTKD+M_JC$>$%;o|ZgE%EU0$pa&6d0?_Tzz>S51>d-Y`Xjf+^i)tuXJ@j_0&X-tO
z@oIBU!r86$aEsuI30{A9H=FAo|NWw1qB9Kr6DU3-r0!7mXIoTBG$1yfGl<5xuAo(1
zTwEq6CS(tGH(#fUyM->)*Vp417iuc1;B|?yN1#s1)K7u6qN3yDIeciSsV}+So|&2o
zS+9FW_8LdW1oR9Kr=Fvv<i2r3dq0A+a@A}ow&mFwMx~%LjOR@04Gj$&CTs>i$?x;?
z^4?*HN@h+VW0H6o!6>d^W@eUolIh0dxU&3~N0|ULojQ5)6{r&&hGhbYLKdiLXkuT#
zX3u)_CU~Yzj|lKEw{8WyFY`)D8rkrS2-AzZ^4gA6r6wgM)q7)vRtAf654NLlm=_ee
z4n7;RU2%ztw>LL8Cue3j&y%+`H&axHJ%3IeIW{)N+U|rN7#JAe+DC3z#nq8<hecdg
zCSToFXIig=uM7M7tk2lq#Z1q1(0vB5-vJRCdMcXF;%mo?r$IqsD4vO+?P4xo-Zvmp
z#fF82^=AWiC~V~Evu7~{1qIumGA0eRwB!JZGQK%AQ{l33uZv$~Mbdk>GY#rl?@|t3
z^>#!{ytDfDQgHkR%+Bt7-^AWM4AT`8KX)U=NG9r;oeEHVylQMz0Dz6ABl4P=gM$N`
zKH9voK(zY27afep!Uk;)_Y@%zdRTw5i^(0yH`5l`8d<lywZt>{6rK#VABAXZYlrlO
zr6Xe89zA+vnY{0L33iAW6<Po(!LGHO%QpT<G7cGZnvN}vv$UZd?nFN+^m?+bz~T1o
z5D{+MdoAKzT(?rn4#0`VFduKRQoZ)%Qg$Am+{!jbA|<p}bqbxY=p<5<G^-8c38_94
zM9ypn`#fB!xN2R4^2Y{W^Nbv=KI=m+G3<F_B<-kumC3<;<?KG)t4Z(o*ppRI--uD@
z7YsHy?fcoU7BBcjUzRC#av#<h6h0(WNtdi_9a$$PqhZ@;{V=M&!@XuEb+AE+<8+|&
zc#||SQX<>r1U8XUi#v66-~ImxKRi4QH0=7lmt2Plnlre5l#b*0F=L;dr;<neP8tqw
zPdz!ePYjO1-uofVo`6kd_H2ufe3;sAi17X5;3K4G2qF!RC0k+B1$EBsLvMh_8<ttn
zc@`0F%-o1Q>1q!#Bg&}KN||4wDQMXoZ`}vR<Xgij<a_9~w*KWQX#<=|DnPcYU&<_n
zi3K+B>Q{)CbsN3{fL|4DU0*5=RmYVc%}5<_tK!0#Nl>ixqYE}9jB7TMA4am6es6g*
zt#>yKGZBV0Ca3$KM<S2I!10Kw{9ch9-Xmz%SNJo)s-M3^G|5N*JII52wGr|-Kqpn$
zxQ0Hel=oM#`Qb0<$HI5xj1%}c>F<x%@SETUavV=jl9Ma`GfvlB@N3q;_xo&IG;eNe
z`)4%AUCD9O4G9VPN7R*}1boK7jx|Lx|Ld3R9UNr-{PmiQQF|^C@YS7X8BU#fQw;EL
zo^Y*tl<=o`>Omn4QL72f74YuQJon_;vw!8e?cLpf9a|hm(EL}P!{x=(OcJ#Jc+WC3
zC+DAe(K55Bi0Yr`eQ9YS`JZD!0d*OpV0hAs;3A@Wd-L>*(I;eO(9QR8lS$7TXjt<q
zq__9p#Ykk<U+WRv-4GB9|8)!m5SD*tY=D}G|K}I~Cg4?0Gl)?9<2}o9z~}wzJ^(7_
zU&laB{GVeYR19YbiNU3a1<2O=7Xga$KdxkY+WeoRCi%ee=gI|pjb6y+l~qr+hMe3J
zTAK=xcQuWU06BzX>TfZmclPxqG(M+Slsepg{TM|WPeMi}?|k{@?-{$u4Y7Xw*m8Sy
ztjKw;n~5ge0Fr;dSSg$^QN$sWi>0T#+omedq<k3R#xD6^srWmo0J3vzUsDY#Z|uEE
z?G5Vu>mY{G+pyvmk#~<Fo_qFvef@Xu-_OTQ0Mg<@eT!GcjU4M5KfGXuKMIL%YCjxx
zsjZ{a147L3lFNAkqdQ^e`NZZhe`nXbi}!MJbJ>}hndkcom;qC)X~4<Bp+J>LNJu#D
z1vG^vRH>Q-$4Go+Y|f%jL}(}*Cnx7IZx}>IuRu)BL`C=(fe;7WdWpb;8dIj7PX~M0
zuyxs>Gg;tI0}dAjbYf`Jz$de?Z9`pMTDYfYSd$q@$=Rk&5gK}WbfV(oJ%G)tcTwSp
zrKP8%ppXU?$an>gyz86zF~rEo$bIROyu?a;{P|O-Prm`|{g&b7wY9Z}`a4wv{e`Ah
zds|DO-oLmUTMF;XHyn2ZzyEe{@V=PiWUz>o$A;zCZ{ObR?s{O>*I&=hT7LbVVf!>o
z(%0MD+s~KI%rszMq^0ruG?kiyVr<-)i76^MnFq7AvGL}~lM{t1O6dK4QPcRixQli=
z8XByhrta*Ne_CC&ckrwdXe^L_@E}9vTlDV~TN)`izLw>QUAFB&<m3b^DJwTDw05`v
z)-%)49=$(h+K~nwuNY$5mK23C^@y2&qg_i{zav(~G*TKPTwRD+$Eh|V9eu-vro@29
zjj67#cK1o)247D(fDyXp)3#GQ+Ul+^YPv4eT96SVj1714934BKA}qx(b!GuoT3|^t
zZM#+DPcW|hA}A=xeOU<|9UYx%i&=Sr+*t`geMnADF5{cYEYdsNQ^zn}eH84THgsNm
zrp-1A6%Izwc<Ium@i#?!msVcAVsRMXdR?UFQ@OJ_H)JjfLq~l0@L@}+m5vL(e&A@n
zKNYn;%^N4wx`MYa#sK*D$~IRlQ?2Nl_b7Dy8=8F^_GE-W4IJ@B?GOGsbWOTtPiy6D
zitrJ14Ekkc{C9SJKoc-c{*9XFUgySKkEioNq}1U{^Nut=S3I?(>+f`+e)~5u#KcDr
z{Fc^&puQr3Vo{|YQN<Ne!kBmsGqbGihmTq-<dT?b)FgMF*ddmLb^%was<$t=oH|O0
z+cszC?9P9@bhtNi)D2Xe`fAO$sy{rOUJ<)vIdX`9m!nZ{Ad}vs61~!Nu$qamZ3{E6
zrT{`x%js{4jIMi_otZRG)y2D$YZ6}LcAA|6Q=5c;q_Ww3$fSRy1Vmf!iy4l?pTQ|U
z>k@vt+(ZNPFeEDxX-DEU#nX#As_WBjJ&U3>b89Ag>g0db?Jcx5fK4*~X0+6fSgAsd
z?Sq<3tN-#xp)@m+`M;v^#W}narlV7*An?|ce**>?%CGmeLAen4yIlBN)4X1r`<(z2
ze-`ASc)Gz-33W&S$F{xPpS1-pQ%`Nj{m17gOvHX<dJ<(c$|Pj48zE5xdTy=iN~FK1
zi%$E!dcrGWitB~eef<9ls;4h1ppPNRZ-8{dwU`}tT=xHk2Ze;r|1<hOoM}(}pQ!$~
zY-`EJ!9n!T^E0!u2>*F(yfZ`gKfmKR*In=G@4p2ky+MgGyx&NO@3j(0-H%?x#=hR<
zpgr~bu9(mP@lXYXmwzQScTdlMK~un<K>j(DhfNWT|2Y%@hcjU#RsVQTCi&S+aCQ)K
z>aR@ebt;epgTX{eVB*jHeG`8Q+-C@bWNWQ5^YbGlBqWO9_5{CkkiNnTkPMsWK^V9X
z3&>#k3-8tPn{>(nJ?$Srwey7Q5!)a4#uOq*q)w@#qB1!?p4k>iPw{&~uD-9Qm5%zc
zwS@XtY6ZLOSVg~nmX0oD@(<+bk56%ZY<@oUpU3=*5mBW-Ndtf{!CBx7YD}DUAa?y9
z{ee270O$&!Qc3gZ<V!5sg1SVJT`}UKu(0rjD<+W2y=BCE8y;PLZf=sbcYgs&u!BFm
zdzUd*7u3_8rR+Jx2z8m)N)mBk144S>a`_BX#Zn1s7HDKeJ0$^Ar%s)sNDuwHP7{f3
zzms@XKE>lP$XDMBjHNulN9uQgkk$jMK2QLPf`m$%#K1HCQx=&>Bm>_2KYw>IPbFEX
z>&@+0F@wgZ%-9pIZ!<DvQoiX75xJ}_dt9+YbHs*3XbW}v$6Rpu%9G0~MNV_!{G8hD
zXrIX$t7^rNF8$t5vgl^|)Au1vP>(nurHLCf&Xj}foV$Q2dm2U~kS!l}KGk^#=(^3V
zt;*q?Lpaf@GBPr9_Q6oO)7vuDJ9kbOmz0#OxZYA#&Gz2g(r|GpE?WYN0LU{c`}~(L
zho+>Ya0v*gr7#QG&@xK6tJ@_1Ox|}NKYqW>7zv+j1zedxJ2|6R+!;o(i&evzB2S+b
zKK+v55l|gRmzI{g8)WsZgS@MC@16okpVuFM=W;MSj3NU{w4WaYm>16WF<!TfDl>9$
z5EK;?yQ`!W>W=2)<D;Uby#>Ux@$%2x+wO&VUL!U@jC=UQTXN&v2q$bE$HT1vicjso
zv9V%TS65tgG^-B{AbOdsK?og}m`P1d<+JPP2wUNSLJjvLU`-&$H&jbVum}t5OfJpM
z-6kO+SyIFwMegi4HGb`9sWOz8f7%>>ZEEK0m%6%!rJX9;>hs{TocFgK9D>Er9A<lE
z(4F1gZgiz5Y8^~hW_S19wOx$UaD_{*B~6N3x}>+|f241)B*PZgym{d3+uA-xL)mo3
z2|+im|G#rLJr&jWLobDJTGl}V@=`EFhaCr9Kx4=wuE0J^d<!6lboeUo54}Lbp;zpZ
zzkZNzPd?%=Yr_Ox9f^0+804Kf*qpZ6Wi3s+s+{yL|6Orwwbk1FU4%xsaMy+mlk?ik
z46VC&*;JL1wE;uWz-cF?lswg!Y@FV18^1oi)cp19W7y{u{}|yB0gFcCGorBen^vFq
znQ98^z}7*bY}{7PdWriO{zAmUUsn9z;=nR#l^RkpWx(@<FA*0!eI6RX9C&1Iv&K}L
zp7GTa6U8c9Ke0NaJ%fF8m@+Q(8p*jn;|Hx&tlxMQp)Q$w+LPDhZ}f~>uvh<V-j+#7
zdcMfG<nfQog8We<ycL%rh-3InPk5Z`nXev=`R~K~goJuRi|RJeje&7aA1V$UITeZL
z=|^P_0+3uBonfK5^js6_gi{GWN{pKtTKuO~!{3T`tf=L;SI~bN`ioMGAhf|k{S5MW
zpjxLSJN#X=_XQ89{fCJlB@H8dQYhEpG=t*g%kxR~W@-7V&JE3673O!0FVN1*@~d*v
zxJ(s4kAs)RpoiW4?yc}=&gjf^ViOf-6M2F(@5V732|*w{ANTO>hsqo>n>vO-tl;G*
z_NG~8fuR+7=B;WI#I2Un9y&;JbjAWdNLH?bVsydYyC&?8XGOQ@n#^?{X%_EPqg!EB
zEt!k2wXYxi7_nNe$8+v@<6h_{UGO&xhaZLY=P^amMly~T5+h-0O~I@AM(CzPAUTJP
zj5stgZU7On^8h=d284Lh10a!a%)L$T26+DM*k`|<F^4lO#^|AiCWPnF&L;o+53utH
z+oP3Ce`nMak;2we;j(4~uV_p=9fjP{K1W#9ZGks5eT!MrFddCM^EfnnTtzqw=R6~p
z#6Ywp3wPFM!qRE@4Y=Bq$+yfTKE{MWmp3O!@R1DPd=J-|dGTI5eU&zj;#}FyKA*Jb
zaG~w!x*?TsUFQBQ0@0pPoz_>~*N|Q=4HNd*89ci&8h66sun_jia{cgbH;$q_=7MMQ
ziC6d6J7_9T4$sYVF?-RQP4hu=BAd3`d|>ppqPiR$cHa<J(w0REq(t2W8$0g$LWLtf
zo#JV*8xv)Qy)BqYlRbNA7`aXefru~Q3MlSF7DaT^<prz8g=D$4nTh2)%xJOrX(I~Q
zk8!nuOZywtb(Z#J0xz_LyHlC7LyZ*wqEm28?~_mY=lb2ydtteA7#-oz+ZSpj?Kb9&
zo4WeTq(4!U>u`EZG-^z)%-x&|x;)Fwb5*UpN%}7u14m4ZHb85u*3sI!GCKSyxuDhs
zE}_oYD&)FNm$-$s_nvz<PhZ4ErhD5BTe3x7xm6K7&;Ks$UXd6LFfIzi_;>AmEO=i0
zxE?B7>g_W#ka<OuRDjZHWU}NoYsW##>s-Uy-&{!NX0-I9`wsNd=U;59I8RyAH)uf5
zees&@5pPU&wUyGhw6V(y>By&Sn61+!4$Cr!Kpv?BRwsZ7T&m+8#g7HZ^4akg8iW0(
z+htuS;kTA|_XUkiSMy1Ug3}Z7M$}xM@6Hm+{Y`~KX3wJaRy#va?|K_^!^_1&#?=<g
zbn|Jc<u&k_wC)Z|Gaq)j+Iv7CB2XNU5EVsn5oQ6eE;48KPV>0MJHP*RlikYl%~sRY
zlqtzk0nL?!$Mng?=!>}Ja0BUfEF}aq3HcpNR@$kZg;t9x?(g@Tg<N-t@;SBLs;Hph
z%&c}f&*}}ikktrj@E=nbQt63hgNwHyiYojM4+m7&*1tIjIv@1Yc2h1Brg&!3tZtI+
zy~~zC8A<<MdVp^6(~Q{j91Tl-7(QI14)d6esjaxPfH@mYMLEkIp9ME2uJnUIJc2-#
z6CKrA@{E2~d?m7UvS)r+esX^DmVnW<fFZ+_Tanuzo!ks51blo<W%IKu{eIsZ+<M^R
z=9a;Tb$A+U+<+e1#&7Q&N|D{2;$pUV=;8Q;med_t65`YReOW#5&kxlk2Uo36Zyqk|
zr73Kx<XvZ#47Q^iiQI_r#4BK+zT{(6KJn2U<^RX!tJFEk_4GKQ1@c=mzSX^;8lAh@
zVRR#fVW$S+YU1JeW*dw3zU2JjlToa#^zXYV`Ba7y*eY%ry@k)5*Xg0B-wI1l-&H>M
zbhje5GWg8K8x29c?~mDbIV#ov_!QVA^`KyjMxI%p)~k;6j+Iy8<46+WdYOIkX>4Vp
zWM&?Xy?l}o!oLeA8U3vOu6GR%hEBS?6z<qIOxNT!Kj2S^zqK{naeHiXaaI~}iidkf
z_r-i<<R2Fl0wC(eg3ri><okmb2WYVj=1o!zn<v%il+sMP$lVqtG7r2zf5Bh)?7`GQ
zx-nMMM~@F&LDx`-tzz#-9beHx`t4lCr{BL4;A=lA$>X1Vj;y_k6K4Sbe#=M^P7~kP
z)m>aZZXr1sl#qOF;4>+4P*h~{HAen|*LlRPTHZEAwm6lHEFNbz-I#notkw7ZCU+s8
z^W5r5gxZrx-K&?l@2uaz!-H&`!U<uLRZAZYUwNa4WVeRf+3S@L4%WNn9PK|w-Z=6Q
zqu)lQD%Ni+6u+{~1z-#I5ja^p<$$IY({~%(JT%W?rH8YzQur#nUdj)Fs4oXY@7`A>
z_AYVXU2^Cu!Kqxry1?ZMD8XBm<d0@0SH2^!?%EoM=n9!dq^j-DhDRDXS~;SY7hhP-
z^PPJB_x0kPUTnCrS6{6Y9-dj{Epc0@=UFiz!?w<A%6|4h_=CZp0blzN6mGYSCXhXt
z$ew2@4;^DZV%4H)$CN=7)I#;&)F)@qnG*bS91j6SgZqH-{m-S|Z4#2t^26P4w(bxF
zHgs5PUmy<tdjK*x%yG-84%tKc6_+jr*Za^k-jb;yB({o#8rEzl2TO2}pQshbf&!v|
zxW)P<wzaxw^H4=C;*G92bW&d}m6G|QtJBQ+K6M|fyf$WXTYbZ3dU&824*7ohGI)ND
zaC5y~!aye1jV1(LElSfoyw~J4Y-s6x$8Q^M7_sCDmdxLC$i~A%+F~77+Px=i>waRB
zd`qZ)!T#`7$#9MJXIo=P=HGV+Lcq<Ho0a}4A|&06dC$V`;Z2lWl**p6HuUmIh@TPA
zZdEo`MwnZyqp(5A>&=hYk|>zv)-oiY!O4i8?gqaO_%2-B&Ag{<yQ^!7ng>V@P_H1S
zXlQB%PHML&dsayf-)CtbalaRyfuU)wP3b2?+Nl+)Fq8gyfe}p5P;mAhSU|Jxwv_U_
zo}EtvWyunb>Sg9X{5jKjr^f@OF!j}a&!3-f&7^G`AP8s%l@mtEdQO_e;}u>_KW@J6
z-n|=z3?2GH9NLg>n95+Kpkyp-zOpoZ$8>kIaL2~vk5!-4U+%;iqtm54vO;lW6hoyT
zgSLCt=9Bq}A)L&O;Pv10)F~$`OAw>evX-Q<d!u0KB&~2n*bV39uX0gsd#yPog##Rs
z{y$fQOeVhlTz3}mb|^0|FJA}Ff<a)4;x0G>YG&svnZV|{x<DW&DFchHz>mJZ+>**p
zPv9pGR=JdJ$MY)tUS|DC;|p}Qi$i<Fo*E;POyB#vmFTep=AyK}#vMcD*P0;k7L+hO
zuOlUufMM?~4mnP?#J<bPSuhl0_T3l6Ntxrj2)7lSgHU;>NtPV?X17GP!y)5LN#Ee(
zbJj=P%GIlmTnddHM?>2s12xq%@%@v6oj=#mt-BC@y-!a7lcj<yc3EYgb%IN1?&*m|
z`|K_87gRe;C|r>8kuY={cFF8p9S;-8wl1jLDyn?;Dla_zH1fn{-Rjbpr@qcNw>J3m
zD@VvpOVF43Mm5*ogMtilyh<)|LFnn}fw1`kcznP6B))$ATBI6~*ZeT2tpSTL6c^zL
zFaTNs3!QVzrG%W4VTi{je4ce}rM$~-a%}$1=Jf2BvP1vz5opu<oU&7<8hAA?Q*J9N
zDJkV-Wj(zqE6#tnb>{Qu&j=(Lc7JWDU37-wYT}*mLqm6f8L)}l4R8I`gLVJ97cXAi
z^E%&22_#xsb)kFOBXYTF3|MT^=kX{ki8s=~>Q<S68RI*uCZZ~5_b1w)Wl;BMFhH-C
z!Ltkj>}VH`?k=d>egE>xC)kK&k}!-33Jh%<&FqoR@Z^Rtnx0JgFx3h#REh26)Ra76
z0;ncP7Ut)ho0=4nwOq<%e<{L6jCXlNMfD`i{~P=k*q-kF_@Hifv^FqvbdrQ02tk?H
z7<oCl;MOwYShAnMS8i%*YI1)5GLz!m)M-*ub{Gs8m27}N8aPM=FZ1xQ0|EX5P7~&*
zsjscArTWcUOXxi-&;f2^4;?repAXu=o%o-E@PrrKz+6)^woDB@ZHRC!W{&(^QW77*
zAj;Mr2~3$+uU%_+#2_Ul6&ev?H=<pKnBS2kXAoflQn113`qB=3%{%Mu+pv+fC0!q%
zs_lfPC%``wiiBHA-@F;n&v6OnbC@EitfX|VG&d)QV!$zb-$2jZy{rs6LNn2q`SD{^
z1hbSXKR^G&WFZ)O=#a1;NEutp!>Baj$lCy<Qx^zG^#NaLsB0}8JJ%DmwK%|@-@4?#
z61zUVW&yn6XA4AqHO7v?E;;QLX$gU;W+Ja)Msa|h9GGU?|5FFvA1u|+$tZvE5PyiP
zM(f9K)XRJ`Y<;?Es!5|!(*Xy1_r-8>@a=mz(96!wE|1bOQv3;eE6U45P>%cn!B&%B
zf-#|MJ7Q4}XOQJ&j>#IB>AsiMlWVuFJ}aStC29PPm&_y}#!Ii7_aoaJ(MU!;J-zQ8
zxzV43XPX#_xr?fnV2LXUN9{YUtU#{^%JB%nwu^|@w!LTa(lRt4owK^iJyPT|_GEk1
zPwpDNzDI**_c&sDa9G|*clj9gjtK9-)V8oE8<)bbsiR}_HkrC&#cu9=_;iVwQinvW
zcFbX77vL4E-Ho}Wgc0W+mCRZ%U^wO+HvjU3#JN|`qU&0RM32t^Fe~3G9q~b&jHQ=V
z^MLF;om8mxr8V)~5BlcoZXzyRRh;NEtbY@$df}GEP8=)j8j@n;gInocP~Q&PAIarT
zNBj(wW?FiB+@S_QRIa!{&^$u5t^YOYhV`Jp#O1_}NZ=i9MXd^dX_sfhe*L)oSpRUk
z);}p7^60LXwp#Uyb@G&l-X|9~hp#MI#>|ec&ad`A-M`Fbt<QcIQgh2$8*<eMf4WV0
z<PC_jYR>6s-~rDhjkh5DoOsQm8?fVp1yZ(y*FBbs`(|U+B+m|ilRDb}+`rkH!1I)4
zmfS5eaLKE5{bX@caLnGWrj0u4Bhjq8ZrPYOs#k8va%#%tCy7sVyAjg<QcyNL0q4`|
zUuoZK^xYl{+6rNnXs<&ytpGdKdDGl&V>Gti^kdn!C+Hx#;dS0#%wTAJoBZSR7viVH
zHx5}>VxO-t-+Bjcn!|c$U1!g-{qXL_Px}%X2=z9=eK-Dn_zk&}#B4f^|1@PkITI~u
ziNmWm&$>wgan<F2DDfc=B8TP__mrln+-Q{?e5rr=S(vVMw9TXAnouSNr*lj2oU)l%
zpse(rAU>h-F_Ip$+!$=>>*(h2CT5;!P+!Zoc>m7|0^izgfC&4@yZE&&T|n!%-cngK
zr<0RwW?aAIxP{r5@ZTfEm5xd3y|VZVUquXL_LLvXb@WbVJZMI|4SL#IjD9foE2ZE{
zJ3qN9vBEvK?ooBY9%|L4MarP3d#1kJH%g1x_(4ZhE|nireI2-mJ~-%@P$18V>FOxw
zhE(0wF+WmZTVbNTFsE3x+^(fPawqX=ujs{#zp5%SQfZ@i9^G$lk5lk?=?YD$b3um3
z2&-x<T&dzTHM9wK%EWu%1cA|R<g0h)K9A$)RWPyq_0gIaJUXG7ku<hORbJ&HjiaD1
zq@Hznd)ot&%H1S=VnMGGvGlTShWr$(&P;^wVDsJv!e4m#bGwN2ueqHN^g}|fF*gK~
zceXW|PX;QExKBJEHyH)%4z?$gj8`Mno5BU*Bs(KhUs=;S^%2zFIaTin2k`t@b-m9u
zN3$!|kM(cY2R%eg#wc@vE~{s!>2Bgo;Kj^m7O9xW2tROE7sWe9Xondl&5%o!gBv|e
zPcg2-Drxt<b4Urb9+|#o?SE_%6SmZaVC>KWRoelF`!iBuc;)HdTXe&q??g*imn&ip
z;j#I6ccVvbuCR&eb7P(V3BZTH-Q>7cz9)Q12pEkGRd=D7WhQ34`Xq#Z^s!1s)T(Qi
z8Vp23K?>}kbwL)ORGoL8+l<$TOs<T$uDbZmKVD#j;|2FV;z9VLA`*w`Fp>uk#<sUx
zs+V{&s@0gB6;w{?9m9dnkB~`2gpQ#LbvXjz=E=x^c!oj5<arPQ32<v#Rg!e)e1K(w
zTB^Q-##Ix-wvzUoU<jULFgds2<0$Z0jrG{iM|NQuf4YU~?d3y=7`=!+%gw@=P0!GG
z<v-*O0xNTj)%%{_z(^L~@+FTp%nca~vr_)`vH03(X=zF;E2~@R`Om(H<pWtX^mRCa
zM9&2NA2l9CyfH{XAMsXqU&87ZmXKw`OZa2)`6on>&TBZtpOeFN5k`o@L}<zzQWCmX
zbT-cd;f<)VfiNbJAY{rp^zs5<74x6P<>(EzS`UOTC&!cE8<6PIDSV^>x8N6@eWYL?
zX3FG`ongr)AVA)tUz;>6|CaG62<d6(b@b{Q)Blvdi&}OLH<kq6vC?o7CsB;tE2~K?
zAkLxk<A^13!1pV{6~18aJe$lb+QWV*lg5a)Rk$=GEVgf5&R31l($!ESR<`EzF#Hv{
zj<E=XggZq`dIp)OErMI%mdH+jbu;Q}T7LU=w!x!t*Z(blK{H>B6v3tnU(u!sDxd*6
za1e(4p?`+x=iNO9dnY0ooXop1t?xkEyy-QR<NHw<Q<AwxfRD1kFU4fYc#!;A^aEd8
z^gf-s$J^~$>N7}pModZ41C7JUsd>4nVwE_TH(2P8KM_TAQc~z-hu<gF;Q`KgJ{ffH
z#P}o^NAJfGUfTbiraLaO*Rp8h!qPh=3lZl&DAVbbAJ#wE0`w3Lm;iOge-d1SG~JET
zB(91`PI*FiHW<B#uR7}6<1|Z6?UC=fs6X&g=LsS^eO0|Qxx^2C$UFg|=CJVqq+G@U
z3XNVOQutX7n$Y2v2T<_YcdjuU3Fik*97SOhH}Ug_dtA$)kMh*q1!T~;lOV2dK4ceq
zo6na~Qc~9l#SxbDEps<M7=uWQ;b1$k9>`<PZ=3q+uZ+A>XFj#%Ad41?>lW~nFig!U
zd++Z`z2)^63OEkDBF?iEF;anRzLlxqc6fHQ4ZJ(ZVX^+~Sw&C#$BmJL!%<f`I>nPc
z$`6?_CB1f|X*9nJ@ng7lEOdF!-I8a-Eigsm%t8n6sM1sI%v8LGDm+{?69S(2f8IOL
zQxxqbU^~>;yO%&UrB=1f->gqK=ED?6F)hnM+4U?X?SBxu45faFjSQx812M4X8(r$b
zvE?Xy<quH&k$@xio%jC8wo$|p!9qBJLAvH0zC4b463AT~(R7lOR2EZd|FI}OLhE~M
zZY=xrP!ehM<qKU2Zsp>da9heHE)k!>g+F$3=M&Ix7_&ks$-zgD?u(Q#NR28DO-W^#
z8}he}mFYE4_hI;*1CBSsBC3?U1$*<pkA6o_&P#OLp*(tCfH?4<fR5)32I{)l-*W~t
z<?;&X>$1S_2)wBZpd0dycJ94*C6$np_@usjkcjXt#r_MUOwz=}=M+zH^A^-uLm;kd
zz#NO2YPAAF`^N0+$ZimSt$^R=Ivn%p^5yy6WH(b&c0=bbdFRzpnd3?fs5TqZ$*{Y?
zXE={K0~K~(HL3q0OYNcp<b?bC65Ro7zRi2z2;m5guOa9@Z92uM;)v186Y#)`grlHs
z(GnEG*R6YbFI;_e5=8EB2`F@KsdQu+v+D&19+o_V@|ea*W&w{g9pWnz8X^Hcpd!Ar
zpz;whTwUm&mPt`~0wd|<3rygL2OO0YdJ89UwlI=Y(#vhiDk@pGV>ybAr)Oum+F^r5
z?^;n_pgHrp-H=EjsmS%~S`4)N@7|_m0{;tjDT7B?nCoof(${5UQqQBPQkOe)7x*K-
z#Q5X{V3e(+i&c-ue1gyfI3&4-%A&3{%>Yy}IAx1d^;{1yOYTD>?2!^TJD^wwT$|Cb
zq$&X8z_{)z;$Hz81kb|Bvr5z;g-DPbE%^JJ@(yUfjVvx!(NO%_1L4EIr%FpofXVeF
z&fGpZIVtyA;dy3V5P1(MY1tdkx|)H$Akcc78OuLX0vrl(co#^`R@miXEgc<2Nl8hZ
ztUCBhtqgbn77!4yRY$SLTQooa*g-$dFXp#_w}ktbPWh5Hx0#Sr&HnbCJ5<m#UN*Ly
z291P#6KUVTCJ!Ou_xhmh!(evxbb)7sGBelb5%<%lSBS=7U-r$L=~i9fYoq^V*$qSg
zh>N3ILzerUIenT+594HU>?nF+$Sc7b)MO@f<3`Bdq%FGGI$_)J=<wj(F+{VXXTI^@
zexixtjeQ0HsCfT$>~{C`G^}j9@=8e=@3$hhoSdBG(Gu5LSXpIkVq=7*eA{0Fr%eb-
zTT3h0MpV-$Kb-UQ+W$zBjt&lIQEzOReeu>dH?shBT{6>VdKWZh{%I%z&C6#^HRwu-
ztJK<2wYC0@;dJaq>%ipZ0Ih;uTEQbA3ZBXG8aUfGoTl)OGv1Hx+#<S4<-feTZR<>e
z51&|)-?(vu4dye1!*nB?ODLTp(sd!v(Hgw>@87eLlasIEG|3dcQkBEX7~vyB`{bz>
zT`&E1c_1HRGbY>W#JAy&`im*Tr80KcfN|==dV;LvKfStU-#)^Vr;u>*PoF*wqIfM{
zO}1fM6W3_ue0_bRpLUz?K>e`lr`O)S9Z_8*N~6$4EqR`(=KqPy4(Z3RHEBr2RqqR%
z(10V?a$CpbshOt4`xu}?;whnVI%QLn=M&$Am9qxET((<x=1*oZ4#otA<eo?!UEL;+
z@Z12s(`cU^(71k4QmblrJ~!5`ZsK4&(qVJ{$5H~$QHx_rf`u{pXQ<i})^FF!pQ(=8
z=cvI!GlN%{WSW%w_a0m_#B>)-0xE1S(&&yVlKdRpIvZIMtsqsHl%%gx<Z)Pjouz)}
z&B8AZmk!q*BA`(6LD{*O^kvwM!}w3;ZAn|LWlGcQ672;%5^I4x7FB5h)#a<DrTL*!
zjg^!PIXfiZvtF+-x`I+)uBf`9fms&aJGL^XL^-auNTj;rA#~-_ZxW^1orKn?ajFuF
zrW}3?nw8(qKAYC7wE>~E$fP!4Yhir_F5C?|Gv&rWNA*a^Z59dc6B}V}fzkpTescPf
zhvabmzM`?S<0CM)^R9YczeXMP==5kf-L-n%V4R!Dfd~oP2bk3|o%YMb4R?m90JmXW
z)1foyg$xx`l;95ut0iV~m#(wGds}CEGGm5RI=$rt#iXqv4H?NL9Sg;;eEAu}itjCN
z$u&Vw{-&?y@E$qMv{Mt@fu}H$f12_i3dPYu#~!F%q~|s;f>8wO!)ulS@ph329pJ+q
zd-s*6y!K|C@jadh>1eNKiV$24GqHS=l9<p<{CB#J%7L7Kpbzx<AJWo}%YwWbTp!^|
zKmeI#1Z4UN0Yw6+IDT^?FXTDWb|T;j1;*JWGvJe0;g##3de5Mhqkb~z__^3zVcguL
zzs<d7C{ku?fawz#TmGMNg(Pj3VA$HyE+aLF=fgb+8*CvtZK#BPyR}GGYh<HZR*mgv
z!F^n2TuE;s<3wre-hSSe_r0n0#X|yUbm^H?DXu4M2hbd#^HixG84LWCQAagtuh#|*
z2c+d4H3bFTMDNy-I*r)h3*X*3P$5Qf2L34!Jh{*$8uws-r1|AF{X=<wq^&7nYYRC{
zrpJ_&cr25PL6^>7%0K|Q#F=4bDUCbfv(~AEpQB4{SNV6X>INI}tE$&nKJ`Ly`RO>H
zpCBS)+p&w&5>|g8U#Sc6uzceZp$X<}Ci^qWm7w6Oh*E<#S@V4}piKSbtIwW07chy4
zc6hi2t7Z{!_)apJ2Loy^cX@%-jgq2nOx}(q>T;bY$*=EUL|4+cxUsL-fB6EOFwH2{
zZw!6Cq}yH7USEe^WNl8<p89<={Mxw|j`Ti5PM|6-a;M-|8h|1TYAfCyT!tr&#ntTN
z6BE&1!dGq8!973$IG$<UxIrxi6Y-dC-IDIez%kIr(qZPOPv=_P{5j7uhzjCe><T4h
z!IV@kG&V-PCg>{JR~qy_v82y;ygHA2f<#;wX=9}1SBwp!Xy6D@c9{4VMZ&}wDt;d$
zj8jB!vMKFfMX6W{-nVPYwTDCE+-dH_s~vhxTzu8Gf-ndKdJ|M%w4fOzX5~ve<u$*c
z`*8e|n0rlr6wDQlT5;PuiOkrXjhx13K;8POJOMIV5p!7utnK-VD<Av~0Q+ug$9+&z
zDmSGl%!Eu}`6Ua19;cX<H#zUqBJQQVgq(Yj%I*i6wg}6TW-AK2#%C;izH!91ys5oM
zOZ<BxE!kLV#G1-p6k-biu7K+~;GdL5&yRhWxx*k0j1O_3nD7~TN}^WMPX9d+i8E&X
zto0FeN5bETNTu0foA$jx>~U`0_8H%Il3L1$zqf%ucohcRjK`f&^}x&%<s}UD>rI0M
zAd9U~pF5tj1G^L8MpSru&g3Gg8~w58eu`zU5SL8sPm0jluer_a95i%v92Nz=pBG%F
zhHT(E#xi}6O2`!~HMR8Anl97VM_+uVi<`LKeA|)h{PCH4?xC*{`wM$EFG}laSB(OG
z%^mO%-Kq*hOQk`^=N=D}ur%u<N|wgv<&G-YZtw4dwKe!M%<O?pqHsUcuMq?GAj*q|
zQaZ+_XpaV-`_`$~0!yB`pvFtOK1xFeWUUY5z0KsHp26uz__vUd>$7!%n&-H_bfjWh
zAI}XiJEWLEI+<{~=WN&OXk;j*G%%=Ed>w2WewtQ+wAEP^rzcl`Y?K(Pe^D4{%f~`t
zQuDWOau`mA+z)Rv-&0abf3XE{9k%J5u(=a>v)&<Kr-lXVT@^c@d|zwmG91@0^-~G-
z_J+ntu};))SL3mwA9h19@ujv>S6za2FM9Yokl_^M_oz!ee=U(G>CBB4+^*F3LVbf2
z`uQm*^U^fUmS*N|9#uKM6hU9>ICZ!Z??qjDNA>Sb%s4E>b1vAG*@_2ZTL_R&uQ4i3
zgzL#6Fp2<YtFhTbiC53pi5706kGDv3bF(yt^AR_pN!ijVY4H7NkDwOgkff{E!;|jc
zac&AiHHfHxG(?*~n~(e3uGa?<Ph`pTo6w*4dnEvD{2Pnfbyg-h!qhr9IvJU>@5)}|
zcnb0J!0qaXrl!#nXU&-N&WS$RE7$Z(;K2x~qqZEKvW4v!Q~-??7jLW@`Qh6|O0}~@
z$&+Ng{y&#&*HHLt)|Zh-pIug%G56G9pCZUGnF;xftQ=3hDwZgq2X#zT{zBjA+Zlc>
z0q`iDD2d1;aX|ui`!aHjkR@t*6EFRxq}D#t#+#qd5YeHa&%yb7Rw2-DkdiL^P7~&Q
zW_nq2HAY?^pRKnH9t)+wad{4M>sTnAY>s}WR#l!=?0x!Go+scfJb2r7OGq4?SKgFN
zJ#denjTAP0F0DTeR>QA}Y;PCx!T@>!$Cm@F3d~KUaOLqkgImKiXI@pO(Qx`4Hhn$4
z>#XmOyI;Qp&#REZ!ICVsaNdPmIKX>_*>Riz4@H5w*OB<Bt+h^K`|XJ&QGNx6Yukq%
zZruwDPI(pHpKuLAEP8ll;6Xux!$Y7wt}%j98KBF#t|iHxNy;@2G4EaHWEi_{I|_wb
zUE`*dwkd~P$COl;w5=G2@vFS4PDAxlmTm9Zcs%}L_w7uH2D(!m+}{dbNP>W|>iSH_
zTkv?EIPjPWRR9m(w#0I3YG`zE!`yI~4EV5B!GmzrZS`xf0=O^i<@}frFA%v@VC!_Y
zY&52}$V4eX<f!r4!3MU&^{%FJE_I1IKkjl_H1NtEwVX?WdJ45A-3Y^Re68_(?4S?P
zV{fSxQK_P=Ols(Ru!(#6PiUC+-t_5R;O$pcNXYsk=tteG5AFT7TQIZv)*_#Q<Jn2C
z!UKwf%|Na9Ry7rFC12@P$>FWCZiFTPK4xWS112<fP{7IAnQBJZcJTYs5|ihm;3*Q4
z41HMTW>F+)Y?KD77o#fV@#S}R6hV*)LO;qcHsS=dizw~ad)*7d;cUVdio2H(!TIjC
z?9?eDUMvv5td!dpKwFc88ChCdg6E`oxqYq#QlPNMLSCsQFbhLH!hzZqmiDC`_&gPi
zjEo*8?STg|foBj!fY#z1<7%HGrx{g;)R!-5AKThy1q74~z`+xvihyYLK0p6_DI*~B
zKv!SLh`hXfbZjgoP_mBOASn^=%10*)pX2ndeltMcjQ`cCK~0(xpO6p>jHd1kW(<#X
zbzjm3)kd}wku%)^1A6`G(^W@T*KCc~3Ly)a2U!7uf!r)CevXcg^)AF@7cS=G1g}#I
z$9PI~y{1N5LvH;Sp4zFRi)@%Q!~ju$ToRt_wlw&oivAg~DR}ORTnaPP<GPu-`CSmr
zK-Yzav$OM_Og-F&(*oB&<&d^M-4_qTnLCwt;#+Wy8Mev~SMB|Vh76*Gv8OmMUJU+!
zG(WC;3;OVZCtS^eRw7_wW-GZpAZh1WRaI5wwu0V5!bNUcS-o@j-YK^muFx(bZAYl3
zOBPvlFgY07k$a`52(R?gUo#JPZ!4uK@%B?Bc2`%puTM|=XY=Dw_KtG&uilIaBfIwa
z(!@3E_5woVM$}ijWYCGI4VPqB2&Y)e$j(+UXphX@U)uO@Fm<eTO^yKf=m=q{9`KSn
z{6tepJaDHDNhvkEu+;Twp=Mi!mSkg7ALG&3Zu1w&z<_}I+i=+EvD9Tyk8Hy%d_hIO
zc<}>mE=q6-R%P5CUd`f&PWcI@jDx@qEG->a20a-P)%?9)k)s7C1&n$lnRX?Oc^REs
zNEc>bSU=NzsaaeEjGy%+X3;a6m5TOguk=r#TXKEoSnxw(paI6lmsY?#t8gDLq~f;z
z{;}|76;v{5(mhbiSzd@CZUvoDR=@-agfH;evm&2^-7P5*Lf<QE$<w(7RZ5!Kcg`l@
z9>_DU@_$-8^JpsHcmMCCR6ar~Awx+~h9vVGk$GqkV#}D!61HqKQbGus$7nER%siCL
zbBN7WX13WjZ`-*Z_4$0yIqRI?I^VT^f3#W+kLTXczMuQPuj_ihUzgKpLzt1w-ij)S
zupCUl-w}=4(R{LqR8%n^X`LRa+PWHAZ9TaRqRyrX%*Xn0eME;d!)}`l>ZOsP5xF3=
z$m>j|&K0iucZfjpB~)gAdn=1^dzuEv)>%Rq19Yp#*A4BgNHZ@hnn9qg;h8(!xj9#%
zg*g1z^w(D`10S3b(_UhDr?y_8sU%C`cVKw?P5aV~P`=#2`PGD0vWJKU>rqY6FL}&2
z{$;Rs{j{(Mi<|RK21n(996qedsLQ51-MZpsiRyYOCMe-i$!ZaGcu86qLNHThIHP%3
z_FgNSkMS9w9~=8PIM@+=;3!BPy&3aag-5nDFfPl4=m|$mY<Kitl&hkf8H!0@*S$^+
z(dSMKQr`e^VoYa7?|$QawD`T$9~w<&>#v<y#@u-+37+B;R6(7BA3#_MftAkku}Y;D
zL%X}?&1N;T#pmM=abhR&qmy~b2{EbV#B*imIU^wpc}eLJ95KPDEhl33?Jo~d2w4BB
zeroD?YIS4_m}oN$3ZEO%OjrI|dH>O9N$Jz-P2v2!DDKM6r<bq;*D&gw;~65tx#b)u
zUYC~<jx!$}RfZJvMZ!Qv-pKgz_VSk$$Pr0V`cJJb3?jMM#R6afWd;-+NPlW2$rQG}
zCOccN^Ei0vMs%P4>ddf8{D5E}+vaJ1nZ6h;fs9@?!-KCo{Ci#|XrtXiSdlp7xd%$#
ztF)AY2}?r1@dyoi8B^GoSJ&6v`#g@M7V=}y^yHMH_q0GVj{sS<!rU!J{S4<nC#;|K
zl1gvK=;aP0kH)}K8mpM{gR7}Fg8!p+iXnbLNy{^uYnk`<KmT9*sHHHovFp`lGZc%o
z1K*w4`?s=1Gv3@28Sr#X7u${>Jm{C~J1r1?@0d?FhJ|M5=zu!1pv!uFx!II{kX(hY
zW3w$#TZ@l4-4QLM99oe^ZE-v^;l03?Qe)wmzW`YHko>e~-AT?qY>FyLlH;rIt=O*3
zC84``gSM;P5GcQ$8`ns1a(aj;$Y?!-<?qShHIL+LoT8Q<wWHiQKf(2{k8(EH$D@*F
zDcY2p4XHgECHh+*%aq#jO3$ZJB1K$CVNPlZ*e7Tdy*;(NY?M!OgpU?->-$Gdrj>Fx
z-)#(U!(%*3e3KuVyn6uS<-IY~lFI`sRLBc=-rrt-OkTzo3~14{n*rZo=WLQt#s8D?
zIK{z>=S#C>v2LrBQG&$+3)+<ygnN^VJzi<p%g&l~yL@I5ozp2UE++o<zHgQiHw}_i
zXcOp{x?kXPkuzIb)^Vjq`(r$({mj`iQ)DYh=dkn2aYmYS?GNxde-1%EzpOJg$0c7+
z>f!oP8}O*KOPn$$7=A*T`BqxuFXETddy_G{<gX2WSA}C=3J#A`;_9L?*P7;X(C7Hg
zjktF0+A+7)tOf?Tmr;c`rg;eGW!*fs!v%@+->VQ!rcI9jgqDD9_D4>?A6M}g<bEH%
z9Ni+ekG+kxh<}5sR<_oTMn+v`F*7kCSE%8aoHZ7hCZ8w+@>N&LU|&5;Z6h=4$=I?{
zySZ1tT~$C6xchk|UyQ<UXRwydGa>$!hTm2h#$`#I=$AB2Qt5MSA`hBz#wUJ{(iT_H
ztX;qKbHkR#3dO?bz}I`PdzN1_&#{kg<7c<v;h|xrq8edhgr0X=Pxq*<+DDl)en0Nv
zSN83Mu|5Y5vSuZJcxEZsa=_PTcUd$YySi-uJ$?<%zuu-EWsu%d5HVUEV;|CfhT@<?
zswz->RG1~RLdBC`b85Sn32s;)a-Us5&%pHyx5vhdQ%DM=nX2I{Wv~NaJGIQ~amIh1
zr@My-^I1#=qmPII-XMg>hKh<RD)^Ab$Jsc!dh8Y=KAhcfU~Wd2KmIVa>?CzNa<PEw
z&rB^UDte}B+{jd^)MTi3!IG6_<TCQY&z75@#3kskk*;s}F_U_#&F4BjI#ZeqTX!BN
z#k<ecVkgw2Dd>KxFSI>fXQWNi+Lj1RqL6x*kRF(6Q1CpQ6r<40w}O?rjp9T?>nrN&
z7u6SqX_{Z_-8kpPmfp^9!a15D+?&hBiu1kE94!|S<aa9W7^x$w%%zJE&0Ud~5%5uC
zrF41kpPWFpHhOoxoptM{0)@(j9Oj2-*(qB5FgDHm^f!x3+CrG>i9^EmBOnyFULQ4$
zn2*5GzW0*4%{h{B=FbNOqqr!379H?y8=h<i6Az&=gmZEe!*EC4mi>eMoz(UC)XstU
z>4X;&%cuR0@i<8TJ?p?H^OIgKuXoEPuQcB>FFlz;YO<m*{<3$4JBPTqgr9{eKW0I%
z&si>Z|4F4rLmRl?!PEJhg!}JuazaQX(pULRELQLedpe<^N2H^mblB95Y4r`N?yj=D
zc=P6|0Fd<6*#0VFplTan{1%$K*9J}TBUkmv)FIOKN2eiaZR<B;XsGcTo2R-2-%`CH
z?aLV9tRrg!0}K-lIy!a?ie9}|OK|HJL+YK6y35vc-{&a?Umt(!l}p_m(hj0l9xESy
z5f}40CDiHkgI%u>G<KtekYz40G4a_IuT>p8+Fe$8rOPP&!blOROX_qg&uQq;k7kYH
z_+4rB4A%FZtOJcE5*f-fC^6ZrSM2BLlR+nsWKh)=4^swf*|RGz3EYk5SnLWc*nhHH
z>Jem482?0VVAY`s_8j|#jHj&t1u16_pLEHg>Yy`^xRvRC-KN*8AXAln_Q<*($N@{q
z)1Bb3^4SGiJwNZzlUuKZj`h8JgL0w_hOg`0+b+e{td>NZLDJ)c5k1yr)~IJsAp0Q*
z)uPEzfy}!J$zjVQKNGO9qAhk)n`5Uq{Yu@N_j!1Ia}?A!CsYj+(-=kC3MKhuqp1EF
zqN0vYFtOh1Xu&cW)X9g~T@5Z=!h1YS*P0XHOuExG!0<Ik5O$A?tHT$I=W<<~`fVX&
z_J>Eq&Bqrev)-hz0kh*t=`w}>s=7<U8LVrqSTW(zuA~T3?so;^c!YOytZzebVc;Lk
z4p{u_&rADwaH9fV6&iC8;)dS_ljnxyiG#gXI-lbuS-IaQHlhcvWMwoS@qfqZuq6)!
zn;kFV!+@9DJp!galHQ*K2<(0_yEGG%3Z5TL|Dp2nLg0&~;US92b*B2mW8;DSm5yhf
zfEUmOGH(@23*ms7Towk-eDq^2c&RA$4ZpQ^J`Fb(4IyJ|&M!JTC4mrjXFp=UfIDz$
zB!d<{AOIcO6m1BRS=$!0jTQ5hbaCtNgnO5|8O-g(VTCD{cq;(=jJWB9A`~VE7H*&A
zTXR0sCE_YAPl@?Emv>T3?B>*nkmg~Z=gb1zrmvBE#}|DzaX|L7$*l33=lf4?59o57
z_TxsUzbbV7TWX%B#r{6D2S?GCGY)TXpTw<LR_m(QRmAoTGoJ4~0V|9>ZD`}ISYz~{
z(|?|Az(z^YG}aRGfd?DMVMCArq0rX(xm!^&$5i2jXh6b>49s_1O6azWd^@@`NQJ^Z
zKf#H}BO($GF}5{Gr}Hct!|k&+p&HroWIqEp@C#!QIBNr8_YYkRgo&?XA&r+9L_t>>
zx5vGxBZoz)y;JWLd=8d-$Ri}F4q6>=_vl1Thx1ccjy6VglGc}YSis=a@0|bj#d>k1
zejrn>+<ri!c%{$AdZsTw&${#U6s}Of$aA5_Wo`a;S0Ss1CE))$l=44j>ylUoYOglg
ze%~Fr)XidUSF-=4kZw{9W$<ksuWLFzif&$cu`>AaD_uvA%Tw|`1{jIaQ6IH%-o)Nq
zt4{Dz->G|bBG0z>!Xnt^5iwgM!5ip6#KMZL04Q$roH+523`j-4NL4r`>tJz-Rv<y-
z-=d@|n<j@zJCw<HPpQ*I3Vo`0!?Ac>iQZ^&DC>2UuSn)zU_gPV+Sb-K<@@(*pIG#M
zAqCQVbH-ZVySoAHaJBI9brxVBob(?%qpj!U^ob<ob3dCL4{s)mc}5Gp;%sz`Tzr#^
z|08Kuo{IEv*foNYT|<NK=3-qq0yLVTpDNMT)xCt66PcO&emTp;$HopMZ@T|{NX32f
zWRe2Cwf(<S%$zXd<>savFY0juAKx`2BR>1afniX}47us(=nQ3xLoIZO^e^e@-=TPE
znP)EubZgcj0o4J&-j$Zd+(LLn+{4UYs;ld8I72CZ7Ag1hP?3At(9lrV+Z(AAz|56t
zb0PBUYb+aMWN0X7rsSPA4ku|c=UBA_f=h5{kvf0=)ul_9zW%pR{MN0d-y9+}Ql|Gd
zIcZ+TImJ%B1(KFLLPDWHQAWVbK%eH}<WwL9*19f^MvFQe9T#`-vRmH)5&f64=9gX0
zNLjQ0T$6Np>HmR~u;xnmpQ3RJc7{+i+AFhE>}(-*%L6NUL#-!jUGx%OQri7z#+ysB
z|EX#&?0Gt8SpNV}7eg3U>Ar$_KC~O;D2D!t#Su;d(|_Y6*u<>@rc&|2yZ7(uF-yaX
z!{^y#s%EN7o7u!1eW0ufI&uXmH?Fz5x-0D>>#I<;bgQ!KZf@4-zoCCI9LKwj<^Fd<
z@jt558M|;H?ZvUp(WW)(lmF71YCj8$0pp}YYZf)0vt=4em`ZEX^DcArK|!l2VS6%(
z3a(6Ld6ohhtujjYlr~?*n?1H4<owKcHk4;gNP+f0^ND0-@SG$*ub>GP*2Fvo1=a(B
zEa$wlZTmk5Lk!;IwT_qo2|Za3+m8t?zzh`FSgqLR`?hD1N?UJ@CQ9o7zw_GD5z$@b
zFR1Km7FY(F&2g=v@jPYzLyvoQRj!n43Z!_a*Cl+|uoMJNwk&Nb;hUm=(t%3+HRc6v
zN0MD!g&<FvCO9bv@miz6az3)>r<Uy2ce{n!&u)))3(Gz%ejTT!-?QycTy49)aK;Aj
z@gzOJezW5jJ@Je5_zSarJ;M2IvNy~-?B?u}hdyj$d#MPcG%KL(;F!}L%DlU@|9Hcb
zgG+2xEuVYl7HZkk*uB=|T?!wUFU-;~%}CsOU$UR$!gz*qok2<Ix_^&yVZdA8w1cPh
z&L|s%8YzaNf5^$sNGvZrsmdv>Dxb_mnU_-jl{Eu$!nx<z38X}N%)c`CQ7_=ptg9aF
znd$M~m`s}l{2zVp6U?pML0Uf<=Cr7=A@_wb78G^btQx3baR=#3-F;*KgamWUTKjLy
zT)WYErO^A8>MAx|^ZK&JS%+9pWO-?%aD-`V>Nbl2mwsMh^K6iQ(D0RxE$`!Brz}C^
zA9c(VGa9D%;$ca{^SRx`_e-bPdtG<YcIne5q+<y5Io-<m{kO}BUHuC)wG3q5<ySYQ
zJg(ZmZ!qL$M3zSTLw@Ox`4Tzfn!X5Kw5TqlRylLp$Myk`L@_17#&vHBjZfHYjg~E&
zFg0(xC~wkx*h{Ce4~Syuib}-Z=Y=iGZQk%bapocF$H$rV(V@Y2C|aW<-YBJrLpa~^
zcsG6{$y7W2_k~`Pa#ztCVXlYswwfu9(IchPtaDt^&6_w^zJM9VD;}I?c#o&)%aMhJ
z(L#LXQqS>4;!hu8`?(80KSPq9(woC<cWu87wRg9$5NV;HbLrcD32*K_CNbpGw|);2
zJ1#AF;)z%B_^nU2>L61!)-MU-H{6i4h!uM#dQ;S)O#q2oEw~=&e+L(Ei-H}4oIC4<
zvS2<3X@%~M*65xI&q+w9^euC~4~jT9BcrPl!M7D)e5;JnHzZdcpP&T*iFA_(#^Q)f
zt-96d<t|FpR&>Z=P1%75|3pg_627U)qI7>z<oXCw-(-+lzm=+RaY5`PK8zSaA50{@
zH1A;PUF;SzxAVp<VdoP^*tR?v!+J!5b0K`bFE6!aXX@?jbV>Gk{?fC~FT5tN!ktZ=
z^lfF@M96cztbyC1g2-rBB19Q4MsO*=z*qYFK6!!noTVw94jaVvtWd(t-|)#20e9zT
z!=v{D_+A@pC*qhYb4D}V>iWEv4lX#Q^*9{AEMOd}PLAV$&Gl_BncriLCCV^;MQr6a
zHc*}c%r70M;={dTm<<h(V~i<<v`Ub9gW=q(eC&7zaWC0(4s%hMrxcqy|2@Ks!JDAu
z3)?vo9D*X#I%IoTE^-Y~JPrf~1oJqQDReuJG~4XqFY`)y!_!1vGI#DnY9ktVCCEFP
z%W{k5$RC^tcoyEO7`IZ(HNGjtpRg%f9E+^}I3BNtgj_O?XW1{CFH*BifVI$E@%ORT
zaW9m#xM#lpN+EtmT|~u*du!<#T;PnvM~0mY_ZTuefZmR8cG(`EyrzSD;#b9wq!hl^
z)TjhYv8%nN<*X?|l!I5YAV6i~u)!=Lg(<HnZ?=Jp{7Ny~F1Qm>M3TqGiKTr^d;W|N
zwzaocyq3rX3*Kg%%k493vO5u~!EEXJn`(c47F8r99ePxTNCRir93=<VZ=XGKy?)yb
zL9Zc?2Uwc*-P@gWe=h7hhDrOnl6c)sD*@svzo*F+tx~F?afVvpJEHUFYCP~8<H-A!
z@aXLrYtJ%88_GlyLVMzB{o@Hj(YUs53j6hL(ax>-xs*r;heU;18+z#p=07-(qM}HU
zV%5jlN#9h`<HIS+<1_P?*+X5*sBb<io!OHkVu^3&%OI}IQB4%ZJ0q2%(p#|;Rcd=X
zm(7yu+jT1DXjY;Mry&`N?B!?Ao~`TY=>by}*m;r4Y>EN-a%)XIF9t_#Zr4;A3tGOF
zdz+oBOQ*F}ZBbnp3)(o(2|>h2(#3e}UJenB5l7xXroD%<T6qehN73eWkQcBq8)s#l
z)@XEKR}Ru-xx@x(3v2K9H$~?w3>V)XV|iCtTIGy{a|Kf!H>kan2R-J+oN5Pa6soVx
zO-nmGc$6M2I=2`rT+Y7b*h=~7lAO_1YQD7#k1Z?WRgq*)>z{KvJqwFXPkq)ENnWzF
zl^osE^`cOG?*se_r9P*_W%UHcEw>eYVvyQiM9P?f$G#*JtM_hjZ651A_lF=l-Cxvc
zA38oDhE8QYB#V~05HkHxdfd+8mGI(hKa1FAznFozl@!fi%c&t#O2wlCcEr{!x968f
zW@vV%4h6Aeg*5zH&p-_d;}^wswoANs$vsdw=~?3}SQyu-731wTEMGhppy857VKybl
zf_!8_K|5dF9A&hv18z&w;*J=mxUbfE-%1Q1`MT>iuMzgjERLTbc55Wp*A7G$j7N0F
zqsd_+qXik<CbWNtCmkK85%oQy`E7-hcFJs@t2JG>`;g3!KIdF#k)tCwR%rFO>b@oV
zk|z%CHbP~ePW13w?oa*=Sq1n_fuPIESj6<nPkr7`;!9>}w@)klzBtYgil9flS+u;F
z=v6=$>T&maf!K>HSN+Rt_ayCHE+^nwRF?57O6H{Qhpw$%a#*%Z&AgGRUwIQ9ibI8=
zt-7@B8L(YXJ+mx5ZgOvjxR&-DD3H$g?{ht<Cb-2ee`mgHFWf%0KHdT1h8)I~H-%-F
zy6bR<KIR6t_ix*$ZKU1+>*`xKd(A{T^cJ7s)0K>a2sRJcI|?gf(ZowSB$}Yb+>b-8
z#!Cfyb<7w;(~ei#8zU=DhbKl=!3R7kkY%5Oy?i}I^zR^2LnB~-YkTy0Z$(7V%aaex
zf-tyq<^iRAVf{Vv<s@A1VU`IMaM@2ZSVVJ|CBzUx;IWfzz~k|*VURpHfH*E%0uNpU
zi)Sy(gGOB337ZjYsxs|5M3L6+Xz#OGc1Z+0NkOmiYr^lRYzjwE*HEd}w$0iG^@XMQ
zXU}xl1vXjKth6vVNw|0GwS+<ztPAcYGb7^_;Q&6DB}qe<duw8U&&wa5zSxJ1AKAo+
zz62k!wA6jS?r2Ude&ry{Y@2!4d#P@gZ`)F;P9WBVLU=3CGj~{?C2{?}T<qzi90QM)
zTIr#2Dgl**^Ripb4ZBg|3&9G;CASZQ6_$>nZC1bhF@Al^r#pI22qOKR05sTa==k+@
zc7tH~`x<-~Q_<|jB3x0^VbUXf)G*?V`kMOS@LRF!qA^D_JQH4B9yD)HMqB9SDp4!_
znOdFm$604gyXUeVsMU4#29xh&LW~4Rwoo*sfMF8~d8j-{If=g^4rNf-z-{8*eJEEM
z&1)~Wc%-$bP0`pmZk7@2MJnN4SSqC+=HdTQZq+^|?GVXfGh#;#LI9Uq%+_Q+K{=$v
zpECn@RUOv9Q{nzP48Pw-=wR|g-FutYh_~wess0FiS<!<`yL|Z7RSu+$76v7ou!}ax
z7+j7hCq=(GUafEg<+1xW@JR=xr)+F&DWX)WcP9dAbs^1n*4fE9L16B<mWqy-`5ZB-
z@Fgq>H+HX*23GJQkeb(xk@eQj{-M!d7?h^L&NySp3UmDmp>o$&v-zfVkIsT!l)o(5
zb!%ZdH-(!F*QX=bE2LCVVTG-vnk(*b6iMXI94cR1ry+vj9Ov?AAAAOv5^DGV(a{RW
zXB}|xefHATJ(K~kz<j%>_>UhtS_S#R+ddJ=o;$fhtNZ>#Vx+F=?j3LjxQCF603R~f
zx~dtz&z7H$L-L$vrkj38sN>e`MPrwU1_q!|()dONueL(O|3fi-c4~2hMbth8tf%2f
zcN2itB~Nyy`CqlP#I>`?dFSC-d%^1Jt5>|e<f4i(73MRFKF1#~EOUbhOo)bjd^{9G
z_U9<!?;?hp_<pbOn;AYq*Ie>);*1S)BU&&Uj8V%iM-9T96xD5WcOrY|zc^OcfSTKO
zF01rp3rLDz<onJR6Zk#mtEjY!$%yE1*M|z|6tU9SB0=B<+Hor6O(spzk}iPbQUnX*
zhZ<dj0l5eMAFKhJFnauBl5mN?gs0@#01vIYN`l(VyjX=t6Rr-vmTp~zd(>N>3CFNG
zT=62V63-mLK*vl!qs5uLn_K2<boG`rcYmu9uh_uVJA+f&$^1Y?w*H-WFvvEM_r0GF
z2^vM{eK55s;wip*ENYnT3%H$DrapPMNT?d)g^${cyQD4Y{Url7VdED;L9&w)r^#7c
z;{`Qu)}_$+KGpB0L*5#u*GV@*pMxOg`;Y#!c;cF)3XMjFsa^VF@o89J4hv!YKeBwS
zh(%mh-%}imJ<SgX1n$o!+$U@LKImBYKf+-Hq*k|)vFTIgb&Jo><YRM$<GU>xp9@s3
zTjUQBy8^2Z7ValHzlFlt;<Dpub~i?+A8HP6R*R1J4-He-)ECWMdlj#|HM|iV`uMSX
z>xeh&alhkQq{hZB?zxm9((`+y+@egpog})p?(PRWSzBcgLa3-9ouIV;NEKXNT_Xy`
zK?5DpGu~Lzfq<P4WM=o4u8IaHN84FxKa50oNq!cu_@ua2a&_Cp;Zy2h_7zzPHxtKA
z(ZRb%$UpMFN{^5N4!z2^Z7V2YoKU@J<(VRO{kyOZtievVmSTMyC+8Oc8l|HJM2l<v
z+G;fxW&5ydpN<%di-mPRGg!#tbL*JOL|ywbRO4?AU1iP~d9CF~3-_{VE6dPtJ<Q&P
zs?>ZP9{$3p>KQi*isW_BODm9-@I&(JIOI}_OKH&fXu{I0#gfrC5JntkU{C<<fe1A-
z+4n(`ySkOU{H|}eKA<oksebF-^+BDj?c#EAdD5(;iyP2n#l^)PK&!k1+7r{$Sr_&{
zX>E;_ENsL<hYn2=8JZheS4<<lQzG1IAb$`eF+4;YD);>htd1jmNL3QS*@y@7WtLF9
za+>Q01+rqYauCuxrVXH<9N#caQNn5@FHr3sW@6%T9nHZkjkSa0QW+8KYs5-GGI)fc
z4|Mg2_?}r7AseE$+AVg~H5MOcWb8yDO~r%8Eu%Xk-HED_yUibma$9Ahk+xhO;HR8S
z^kqAgtA^P-4}?50P$JiFq%=~zTA0Ppx~^v$7S5(LW)@GKb;_ZfJ2-YZt)!3duWo>+
zgL3pY-#xwm+B-FuBD#ynrN^eV9g*KnB>x5JgFhmm+fzwz)gp9lZF#|?=0E%vdO%zz
z^juagwbfEpJ+QvErVW_vo8wO4%P?>VKS3g(w-41$TtuH^NGCuJ)8z||sJ4j-2N3ol
zLl<&0@Ibmh?U4;IgKJlKZ7H@Oj8A~L^{4taT?nCJ5ov=AC#38ym0HceU>*~*GEU@#
z7F{E<NT&i@w`?ywC{U2*X@0AR1Ox<}SdI5)WoHk6is7?Zqi}@w5vBw3aduy*j<5qv
z9SCocFJ8PzKXjhdy0J{KhTaE6xR>A4;vy$BBv4HQl(S>OBi#Xfb4}ojD>R8X13(OM
z@dIqW4e;z*;5jxm>Hr*?xxEFXL@t&=9(D)I1VWygb?@!XK_YOOIBm}TTs0#f9|;W3
zbnF%=BOXGmC5VmS00X%xJu6F@e50kLpy0-LF49xqZ3N|XIjtTM72LRe;WNycH!x2+
zy~^LdtpP&(ZG%$xPpLQyO3?j~!UjNi;gKPF*#JD%sQ_H-1S6!a#9Zl;IzpfH2u(qr
z#v8=TpCS5%4qA-eEglUwl(^*z9f+bcE65(r1>nRcmzvhRSXs)*$Vko3K94v&I=%EU
zn4)^<0Y`+!cY4Vgua(D3O8{wb)Tykrv{cATN?{cxA|itD<R+?b%u{rFdO>@HDEnxg
z!25N!m~@5YVKzM(i9ies6=8FOkW~}x@6M;ohCdI4TMr=J(&y96S8sbxv?7Rg8ENTQ
zL>m=#!Q#MT!6&3u+GC+N74h>Yu3;t)%LsLC_Kz6VK-9a)Pnq!yx=;wlDT-J7J!%De
zzD<FVQe~~%*utGs++WJJpJ-%GotzW-2?k!n&DA-^5-yC`e)a%Ap$Y&A)_iJS&ki?{
zrj=Ra0G+<>rArh@Q?1qcGx44w$kX_0Yj%tDDN{x$Z1CaCyuB+MgF6_WUknSz^C&R-
zB-piHv$RZI8#~yor>)Hq7~E{ehjC{3L8hizMae9Gzd9tfigMl@bJFETWe}j5#M>a5
zjVs5=LV|+9V1hbPuD*!EnA7Cky?ZwaG%^P2)xQLyyG<sHDiKFJ%g86QT8UdN$O3i|
z$KShff(#v$3=K+L`QWRzE)&-sN~Dnrwg$1`$n-R?rqq64Du<=kejAGJFG44Qp5E~*
z2MC7#!{LwbgY+K@l%pt{O!{0-htdTlq`h6u+1)0F4dW+egz|aFfSUXo;bB802e(tp
z;iZKD?<W}dl@u)%&n{{olZrddNgk`N8GLc%+(ZQ0i@s6J$L^N<ucru`&qMh&!>aaz
z{RMJl#hTCZy!NveHRgq5`Jhz$YHJ}S6jFOPdU&O2ZotHl6xVz?VcqKVT;O<b<yuo7
z<P6nj(v8auc!ezZo(=A4GIMn=+~qA6$Rza4*!|ZYLB0pjeD4M|6S)u<;f6!Z^rn1r
z7ESwTPmV38RC<UFwwRs66z%m|s(hnH7-r*+i>WN}S#OT&IfNY!5dFG8-M>eDSkN0N
zf~Jg)1_sQ00OhbR8a=9Lx2LPC3&eBf2N`77)Ht=ehnp~Nn+#e~^56(c;uzslbzhat
zA{^*$j$Y-x1qnM-UeP(>VQJBZ@zdLJlAl`Ym|8i*D*+B|3&;i$1a@q38%z<j8KNqx
z{r$xfNPjZ}ho}=KOvi8=Q1np;+tLv=(^IETy}`Q=)3C@U2_n{z(U)t|xPgHISjMe3
zYGui{@7}r71|{)q*O@;4!8C{B$<&p%CP<IEt9S0ayF*|!c2Bh4Sv?D0W7x$U6L75>
z<pYt<KeuD`_wPp*<(02(W;-1(U+()Ca2x*qe{CD`e{Yv*_3rcMH`UeE6JSicTVXr=
zEdXE{NPS1X9F-t>5D}a&E1^(7O2Eq34w#<HzeJ%tft=xxo{-_Z`bo>FyHGKdFfN}k
z$iMpD$THSIHbOw2^cCMf2cm%!XjB_3g0a1!3x{`jW}tMWPzAFbv^p@SMioC1ME)%#
zI$8|?j^F$GQ~^b;n2Aa-oPhLR_9KW$nL)vKY_rx3g@y_AiAC(xDav&UpIIOW!N0>x
zAB6DsRkgIv0Nevv8S5Zfg1lHG@Y8{LjzU@80q$c`?c8Hp84ffW?F>3l*=<;|h~VGe
v86NRZpHYwhPmM)?@0^tX_IFfwlgxhk*xp?<yRR$4#VD1_nu?j1OdkCQaw5@*

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/swallow_synthesised.csv b/modelling/data/abingdon-all/seasonal/swallow_synthesised.csv
new file mode 100644
index 0000000..3f2fe82
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swallow_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,2.2915479920000004e-10,7.637387785608934e-09
+2,0,1.474998312e-06,4.915949450410897e-05
+3,0,0.006910938430000001,0.23033127360475275
+4,23,0.6035025700000001,20.11384083070777
+5,45,1.390689,46.34959084104009
+6,33,1.2184395000000001,40.6087718314889
+7,26,0.6273652000000001,20.909146709226352
+8,29,0.4161976,13.871245453888587
+9,7,0.2296542,7.6540320696621515
+10,3,0.047498986,1.5830703819935954
+11,0,0.0001125299973,0.0037504570268394625
+12,0,4.05557189e-08,1.3516616420200608e-06
diff --git a/modelling/data/abingdon-all/seasonal/swallow_synthesised.png b/modelling/data/abingdon-all/seasonal/swallow_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..45779c141097ce97b5b775c4b7adda31b85d824a
GIT binary patch
literal 74710
zcmdqJcQ~7G{6DH%9aObdTBYdJBDA#B2-T&_sJ&I~tzvK5(n(cqiMIA8Myya(H9}$&
zu~(4979%3(PCviz@0|0`xvq2mJh`r3a;YcD^W69Ie!tc`?={s`IoZ#$v#_vmK7Mpx
zi-m>lAqxxZ;^BkfH!pMAoxl%yj|T=G+O9Sp-WKlGENT`WZceTqPWCT_y{z3~_O33{
z5;v|(+!hzM^YCzk$xBK)|L?z$aCNtpY%uo3f>$}>_Q(*%!gBf~^WQ$()NU=7eJm`G
z@2lweq>x7r`RG_vn^(-`FRzdKFP(c{d|vO=w@k;S?3#X0dQA<ryug!!78AbufbD_G
zi7%u6v7?T{={Sa*cfwbzlP4cZ#k6j&DXvYADtOzB`Yyo}+Y{I7M1Ie>R~-Ov&3s&b
zWL3=n-%}Qr2cLgk{qK3m$%y}-KmC4xYYnH&bK=B=i4)(tf)s6Iz#Lr^Jvo_Qigh2N
z4O&L!+&*k0WGsZAGD_u<ZBUYZP2ak`f%Dxv#KJOtNxs>Uh2`-1$B!THOvh;4wD^4h
zVu-x&PbEKha>{oYC@dI7`;*$lihA+3sprTxKMy28{VTu{LOT*}+%rbG=stP!Ay>bs
z@a!#z>_8fIp(iT}3*9v7%hT8R@tga0?cNTluh^pTh3uir<XsNkLtKKrVnwx+;$tuz
zG}oZy=aZkky*hzZyzN=2Um35YSw7l-Ggl`^3oECarG9RMjPH>vB1`vI>}NTye)tnB
z%iYoG))>#J&$99=EK#d77%@3H!#uqLcM0CBmCL_5;F8|DxjIK2{7)cEB;ps*n`Y>p
zg}hPcxJ0XlQyjg7ZMopRfWY-G)#}A+()voXkeH6*-qsY>9K(Aw>z5sUXQS`u0}kB+
zBi)Hb9h@@hB1w!Sy~Ub_7zn4^ebIhV_AF6Kee7)-#JFPa=SPWdq&23NKvr$e&c0e;
zUT@|&Q0OUTlNv}hRD;Wx8`uc!XZgY(-o2mY?odngMYyChHDgRle>9j8NExd)k2rSD
z9r;MV&}80f=f0|{<K&<B>Nc3gk($>dPH%q1n+M_fzg3fwn47TKXGDRrwXQvv!D1Dm
zfaOq$%5hea?2zA^^I56#%AbZk2TU!-MzZ|&422BM4O7ntS9>ol(oaaFq-SL*5WliL
zfNasg@;a=|c8sox-nj7`HrxJ63Y&b>{v>&pl|}Pv%NaJ7H{u+AMwxa-MoB~Ej#=hG
z+YkD3bunccm^cVLq`{X6&kEgt$YG?~vw9&nZyjv9Lj@y;aZc!XGrv~DieEj0C6=X>
zp6urri7$!d63gbW&L?lgu*#>xuW4u6P5gd~MY8opaPr5^?^IUa_9XRpR4J~uT*Q`f
zvar12mwLF5<vhupu@fIt^3ohz2lkDV%JbkjT?ZOJ$M+xxeY0v5#mQCnBL*Dlxi}Uc
zKN>`%4AlktN1{sdb@|(dGS&EFA;$ex@QznQ8Bb5!(uS*Gu-bxh;s>!pH>4TGD^^t3
zeb&jJRDg2dMb4WW{GAQ)UuinsSMI29TbbpIn)n<?vBZGO?puf(2*2<5L2Gx9wuCQ4
z{iy5@hRb_uy=CV~@tr;^>yn@BQvDbcFNxczLpc*N2`)7qi9MZ&<c)bw+2Qd6IU0H@
zibX=fyIoc2^5*dHp>+;w%FYHU>$I6qL+iUXv1AwykyW+c{Zykec)mMB+S=NXKmRjM
znGsNkDjk1A0b4@u@})~YD8jNg!KE>c60p4#%*Z=-PX0FW$GIXHR!%kMidvgjuvaAQ
z^rsRzRw&&%emK03uu>{q#CV0Ci8HRHf8ll<OLncBSB&EvtEek7EX{;HgXAfQ@II@U
zav!qKk}HZzNH{~hHCFBEXlu8XaKmy{H=s30(|2>k8y=W{&MR1^Bb@WSpu9(R&wyOX
zT}a$}m!gfWEgz9&Y|xu3+F}j-Q}wWc-h}zy>S>~!znN+<on&6_I3NMf*Op_fY6Y~y
z5QFBH#Kd!l6i{S?bqYbhCsPg6iz-4>lh#IUi^K@H(buQN4UQK>y@EyL$J8rst3P}g
zzJ_3+>ggSPH^zO@gc7B-cIgc&!Bt@?)zDCRkc&^Sg3K6NUdpOHWj<5|%i7!9toK(I
zBEQ6NDQ&%oY*r${D(GZ^(h8s1t+E%^7S_2EMrAEEPDQw31Aa>2FGk9zPoF$0Xk3k(
zKC_9owKxhWm^d#wSgr}Q21Dp8+2FH~vKeaBFK^9PKTi)r^chmDCZ-10)$J^Z5hKEW
zzqt4u;WK%}b8#3iS48pb%{P?h6jB;)ZNcUi@363F{xJa?`a6Yys=09SB83n|+94I;
zdYn(5JZUo177KHMO}ssAQ|&VK_cPY3=F^!QziZ3`0&4R-=DSBpqWXp8B<0|s3YuA&
zU38vS#*<O{&!0b2Hr~BEyi`FdtdSs4PI7abzCOsgx@Z{>3ZQMZDGmWOrEM<Zya>`b
z#h$7?A;wljo_>)T*4@LSZ1Yu?I(%UVd<HnBq@<(}6zQ2k*(fMAq0~I>;b#**KEA}l
zWJO<O-pi&Bqtrit{#3TbK}e=3+8(GFtfNI6vBC8Q=0>T02qLIq=mGqVmOSl1vnb^~
zpG+l5?aWUoQ^dy&b2G{)n&4j(Arv$iYaXSvlMN%-bR=1mf`g%c>u%H<uqUOQT|2*r
zmeR`y%+?kyn_C%jc)68^Lqb;7BV&71S^dvvZ`INUOOT$p3{Xf%0}GTDX=;g5P5xt4
zqmnf&%#<=zZVGx1=ir_)W4EU-Q!V+KbFSu(yO}}tbSj~AWN~?-u@KxPR@HEL%wCjZ
z;Fli9KRW~Fprny%*RYuN%Kpg8%F1U1*6rOjoHWH2v$u4jUr2dx%kmdNJ>~X|9_IqC
zr?H|l;sc=aZA?T6&F&1o_1xP|ecf+si1&{tLfcE70+)PK*Yh<Jt~bPf`!>BWP?Wm4
zG0!lwC@S?`o3*ZCfRn%4Y<Xr5Do^r%%cx2uP!t0Z8!4ob8q}H@*>(I^Xko5yp5JDP
zHDe&$G&R0iwtjENF>_Os#LWmQ85mirXCNF2^|VC={f&h_G<_~u5bvK8c#v&U&P-&j
zd~utYx;g6Ak#uXjF0jUnl0pC*GY?-#BA|*k>*%!Zshli?dm*VOOCyuA7fA74+#~)l
zJ;)_Uexjj)8<6`(@U+1rtqZF?N#HXK6fmZSR?a~EJfhe4v3$2X!E6NSlJ&dYw70+O
zJ`wwP^i3w{?kP!0XP2Kw2im)g)uA1!WIWcBHye3J6*NpZiBiPounYHJtipQ26}-LZ
zpskLM>$$rl*WRwaJ#FSzXJzBL(WkF~avZKKA$^prb2}&R(Si>m58fE4d^MFq@uG+9
z+wXpKXAoBMk?pji`Qql{2<gC4$fJoP&+0b%jpe9MLFIr43i?h*KO@A88%}cW7+iO0
z`oN>E+3GY@*6P`O&fDkp1sD<A;bBa=$WWqz##l?20*zDT&a9Ali^hv}9Yj1EQBh?B
z6fRu3GeKs_6Mzv9)>G74RyH?x%LaXo7wrhgAOqp9uzAFHOJOf@#lYBdXT-1UjmMz+
zn^-nSdS;}j-ySG1DsMYd=#S;`k2IXQe1<IarMQ_{%uU7g3)c}u-f8Lq_QI;!Bqx-z
z`}Dg!YfKz=!xrut$1RSWvddSKM6Z999ozw!%Bq?YqoFiUw|Lo}aATBUxZD^ymX#Wm
z1Tjc4ez9JPQ(8MH%ft#qRc=cnvCy=}WGrCq^V;hNdR``!;gU5vxOY6ThBco}^HU+h
zQ%Cv-NsVK15Myvb(G1#0=pl{-qs}JA#uxJ}_q~~0*BvOOo3Fh`eVb`!mbjXy@e<e#
zPJS7W5r7`BuK<Ai20LanHn=^M{+Qb~wMRo4{b+w$|5ETa#@uA8ISRLa@xwWozX``Q
zfdYWlXaLm4OemO%D5i!$3mI6S??Df!CChX$5!6x@eB%%sqZu`jvH>Rs_AAwsRmC{6
z{ljY5&YdYA$R<`0Q()?m%0AP7f_zE{W?p#f#0moKEnL;BM97U?Wy@*hr=(q4=SA^^
z5u8zSxREtqd-9;sa@X2fj#KXx@xQVI<9yA`se3#0%`tz1<34*FEsssL^k6ne8W&&y
z9|7zazC>S3WvmCiZ^gym(g<miAoUk;Y-MCWi4|3MyClZJZglV)CFWMk{1HK;Uy?=S
zrzInQks)LZOqiN68e>@IHt{<|MW|*lelKM({t<y#)}zkhgD%IzltFpw@PG&MRZtk4
z!HoDRI&r;esfvhzRT!rlj#-z3z48p7zJ25qqHS%}Do4h3bXfO`cuc3VV{4cquW*_0
z*e5>e+J@Q`gJpt?tkYm|$bj*$R_*{?8~2%V$yvk;>;6x7HEe#Cuj%YhvrP^3`t>QF
zL0<~SZczP}850ePD}T60e<h39CC9Q|g5rJmP^hD>guV41jhfYqS-<8$9fVUr3v)y)
zVGu>u>q8Xr>j~T(X9!B(V}ahkn%n2;)&O{@hfG_&HUO}3=JNHVo^8vejJ>FHS7|E%
z1Fe|3E;&BnIRibxadU`54(t#5(nhkJ-B^L_AL1S?+pNvs-9HQVl5J#^tFow7hr=!E
zXsUKS!r?{lmaQHkN|qYrkArUBR+dP)`ms0Y`^te{`j{kuY_hgBY<r4n=XO<J4puE}
zKPw-13i5f#Z6I9toiz=oM9VK7F-xV&ceJr)QPV;wFo4hwp}~r>eUxKDMEkM2z)|aD
zF^M84iH19y6S&!v<=bsYhrZm{gPdol#iP#LxX|M%Q<Q}-u~bD6CKDSwXZg!~&+aeT
zUUrgrh)YQb9aQwB(>8G{ufR=ub}7I*barExT#8Gnm$7{T$_$#|tgawdcjDZ+f<uBn
z!p*dL>X0M6Uazxl7PG#*-ZkFv8eWHKn>8q_Q!*5x)haf(&CV(Mt!J};IH&55^=fYi
zeJMp|(BvDqm#d{ur*#~v^jVn<L7{vX+EHUcq;@qTZZ@6<IuP7Cx#*UNSJ042ydmBs
zrJu{D_3LGMT`uL_Vrg$PJ%sP!0<?^V>-RN!9c>XdyLQy-SI9o>a3FP;h)WHAQdBhT
zvxu7wY!^$u*Mo>bM+^t7b%+E&x9ZIxR7Lmc7Lzgap$cbGVDOQ@+wrGm29P{Om^RU`
z{$`edW%cvfrbIgnCF6Re4_T|Eyk={f%_*C*SYq3QIq)7(SOnl;RnXfXhiQw9Ck9?8
z5kJ(^mg<$qhl>G>{UP0)X;|%H|7+VgN~9*G7goHPrm$Gq=-V+wt3i*|t+t6_X|A9+
zz<n(MvU+t+Dd6__4b<lQ*N3=llFYppdULSm$+SU<ze<jZ04L1UMhq(E%1Al|nFOpf
zjc#YGt?ghx6U!ZoH2mQ<)-WZ4Ny*>Y#}!qNUgHn3goHhKaf(HA(x)zc+6x|7vMD+E
zs`YaG?cjpLp8`Ya6x3MCZ_TR28<yd+FRaWHVATe{y13^K{|OVUDj`AKEEF4VG49?*
zNCqN8)cdK1D<{R=Vzg=b>@_97!bAq0Hc8uG5%GJ9d|-8%MCt%ayrn-)l`CuREsx~2
zcVXxB%9=m8?JhTRsk3yl-lt~Z2jfi~W7u8-UW|4^L6>URQiw4rDft@8^qW1NX{u3P
zbq2;iQtyOb<MLMmQ2NCc<p&w7wA+a0mYv&rXIfx;Mh%52*vn$+V9}zTh&99w>*fU}
z>t=E)wy3p6_I-xWxy2@5hF%sM{Az4*i!tz;4NCT%T^Gn_(e0<Y4p(*&gx+rW-R@hH
zlq6Tk@ti^4z4KS}+o6*@JTr8Qg<qljMW0ZEUOb4)FHSnAz|pyLT5AaHk3xl*sjMn5
z>U|d#p$^GX_v}%vI7e(y<?1Ox@pl7WdU}@@KFf}}?fm@^Yj~$OXbw3wFNZ5|({GME
z2Y+GJFC?7*!o2@`sx2PtjpGUqEnEV`KQl~SkeU|9lTi9SjjbGVoh%opceo=>I5G>a
zfVdN67WpI4Z0FD&jyz_aX38_dm$q%+&wktHdl!8Da@I5LyrZeyI8QxKJmYD$E;mY2
zmbce;J|jNmLsQ(gP3Rj{p}?CjGF&u-|4KRM54owwr>9@CtxsVs2u0%D+X~yy-YH}G
z0Og{+v{#9}Ln)Q?t18FUYe1dLXk|*POQm-d@y;S7D@1(Y^YS|hY}|2@=8HN9P?9@w
z&uw|olsZ=39IO~7ANhg+kV^JgFk>Y7npIyq<edfmCH{w@^d|W!TGvR%aKAq9m+QQz
z%E#^06;+DwkV`sp6j9vJNa78oQe<#v7dCzvE21!lL@ZHj3mExP;(0Cr`e9c}KXfwd
zW+u72wm4)0$RNZNA;9L`7ss&LnBlsKaQ<4n$(|yv0io|g**rks&3oj}>iU-McRLoW
z?W%haPoG?Ze*Y#_$qDDXI^Bxpx)9f3t7614JJb|IH~GRhjcCR$z1pn*T>oM-FA!_c
zITloASn~2M%<MD2EH?R^(>_zoBdn-nC(i729H%|5Ir1ahp14>yRu^X*PTU|?71ZBy
z?7ywtYZ#ts{b~tc+AK$;(0{=cq3n}BL&SHsm;SU0Hij+kXSvgL;W|6Z;m6dbmPTcT
zsr$SVCUd*x<63~7u;)X0ok}I4)TY06#fCCzfrjNF9o!m<69?SH&k%8I)_{hOt{(Gj
zr@Xv(VgHKN;`HSZJ3c6)U6wI18y9UG+Q3}8BwzbfQzrxK=kkffnbzGB$yMs*F=PN`
z%izlRn<LyQw6deAcN)ks7AmJ}l=*`ej<^|(1p##jPerf%<%g4nF)zv`>3`$0G*TDE
z{aLe`J~K{n0GQU^Q{_S57_hD8BGrQ(O9E)oi#3><RC?{yXuz79Nac%rf7hk}=dOVr
ztKD72V2=lJ>>7k8qOsy1F_|IDTsM6YudNqnHa3p4ufq1;rhyxOpw$c|^jm3n`JTvi
zhtO*r*?3LI8Xqb6y_p1_LsUKo<xBXv!y3yjqqV;H%!|ubDg^%oG=dyBguG5$pPveN
zXmqDDbGulGhuEGtwJR(IG&q6RVbsRAXmv{IEUBp8E9gu)OE%j@ios63Yed_M_?!|8
z%P9zJ8cWC*D|22&LnX_<pIUpI$xkD!kNVCwtl?bN;*IaL!{8$o?lWz2Hb3#Fg*6_k
zF*$?eB=0)%lN1*&04B#7E%^xS4C=9}%>$f}QVOW@T(^gZ>jUE^;>X(gN&FhWWF+Z^
z-*A}VciC(zkmELnkEqs!NO<7m4XdxbHyxvF5qCINfr#OxZ}RFvX8v>Bn1pHd?fA)-
zV3#IsxiM!!41-qBfJucxgkP?mGt%s-1&jsTxwTsylE9|pEcn3RdFYEFZuf@_sNQzb
z8*(YnX!O!*j<pT9T%vig&*(=eekF7ZM@Z1;eX}#0>{{D%-9QsUQcUH&q!eq<x9T?x
z<L{>go0>gjd2^B`Kuv|ol6+^j^UHC^IjGxQ=efQ;w@-!h-Yna+O{V@~Vq~VKW{VH9
zE0a?$4LWwZxAteK5=NbRhSy4nh2?`_=yR4kkC0V|p>NHc?3~T&rj2b9I@E0P6Yi_C
za;A0onbN2fn7Hti#XcEK_DaAFlq4O|t~_;QE)b|EqU;FaA3Xa@Bu%LUv!!J(QaY*<
zVzUByZx@H1+_t#)tsqLhH+2t|%hR{k_MS7Q%*j0YV!uz=99wJM3xcnOdy*_x`%Nn=
z4D5C3F*^&JkAAbC#q*DfVHQ`9-Yd@^4r6aIcz%*3BF3(BytzH-Pw|~H;_zm@GEPR}
zN*rIj5a7|P2i@3d|E}J3A7nLzgfpuN^^uxeZA9LMHt69LqX3(ASKnvIV6_xk8(LOg
ztlwRI8cFk=jjqVot5JJ3rHoeXUu!EY{p5n%rkH!QG}do@A^OpxZ;)*B*&agO<q?QF
z@vD2O*1mG#URaOC;i^ui_Obp?qwQzX8Y^Y|X?uQZl5u|&8x`TVaLv^wJj>l#STFrz
zXQ1J7U)c4(!J|)-x!a{BUkdNVzM<FK`Lmh=u@Unvk@uZ-l0oN^&QU(8Kil07e6hSK
zt5ya>wQiwx0r+M2WU;<ofb115{_6Gr7D6Z?Cn7^x2Y3&Z)G6t12b#&TnIQ#>?&uD{
zUN&Drg~Ugc;{e3zm&6HDtp`PgjEn#7bYh#hc}(SXWrPY##EHKruRXD9`m3mIG`(Tc
zMoBO%#%aeY6g88ru>1VSmUYZf6L=9n=#KIs4n=}*5`p%ygD~eC+*%Z-$O!v!FXGtf
zc$)Q+jWypUwXwf7WdQL#_`94g1x*+wxYwYYTWe*=CD5hU02iqLa(b9t(_bj9XCVG<
z&{o?FnLz*8#Kvym7Zw!P<*Y1fz%mGH|7`uh$Sd7C#6Rc_$IUmjci*y)&fID43EEl@
zz@EN@8_uEblqns#dA4bmPnK$#60E>c&FrO7%wB3$Zr}3|NC<V@XG-Lz$sCCt=ZOrq
z{_sb}o;H}_vhh$(^xi5)5|*D&<_ogtu_0pNBs$UsFU*v<xHU^yApoQLXP)=qy<aA2
z#k;(6O5?iB&CP|pBCj~g(<t4pjbdy5A^ZH0Pi)5dKg%MZaXfa#;t!L#Ze{%x@U@0X
zQJ2QX41<``8qD2qcK+xzkb7WZ?)_15a9i#DTekZ6cpHxU2p|{iG%N2#L)N<3wFcLU
z+cx5yr&_C#WXWWrG%Cd10xHQb;R@3+s-Z_H8!12ty}9R-hr@`5_$q7j0LY+K6N+5v
zKbu}gv}<H)t*@3&J8@KQaVd8!R1jQXdw#Qg(C1wl+SZ{4YfY!krwyh_I)+yYt*wT(
zEzP%_?Mj0uZu*ZH-T5UI;yjn5oIJ4R8ca(L0$t%*kGz3qYo=mx)k8Hi={L?>Xf<bx
zC?X@sqT!kUIe)3fUEDr?c1IO8nxkR3jPiF1QJE_T9po&O*X{yK-6_4sl0W!??E!_}
z6yxbo^gcCcr&UgbF6KZ~RY?tg&@n2a_#l8x9~yOqQc%806!fIkD1&@!s&&1bR_>&T
z^N(b!BnOmCy;$myL!&?gaaPx3Y*K6ewk9Irv=SHw5n+3^vSd?~U_<<F9jCP3c~8_%
zM!zWQrGF5f)S)B|sdQ9!!|&z`B2FBq;ujLJf5R&dCDjnP$4f2k1MQS6w^7YOzmQX|
zoAXC}4zjZwMJsA}RicCF9}5ldbS(~WZ%IC)8rme*QjJgpIcQfO>_ysG<DP8s_6N$L
z>J-*ewmtyCh28eC9G|?Ro-&tfT2t|0xHg`hN3;@9>sWi^`XIVVjrY<qA0d8Om-R*2
zmwyiHSGmum%mDRRKT*oMc0f1ZpzD_R;;?|LV?6Lq^noyH3e?F_=Zak*$J+W2PfuG7
zbjXgS%u}feOyT~)!-qCQbwK-nhJpe`7)}8yn;nAYu)DRAxL67_7LnQxpg@=c<kG&r
z3ml|LQPXOVOd66H9lH^`k!UMKdg>ok;S>mX(W52L{wNVKWgKP)6Kw7;=v8~+!i8Fb
zQMtp+5R)|uG3L6`)awt(bG>}|Qp&l=3|;LwRAyf_ItK1_6YyReqc)(6S1pcxSJ`h{
z|4;7=EUa0Sw-ur#_W`;-8z}DR3N)h>nj(F@2Tgkhm+!05a8aZU?io50DmwZ~Z8esZ
z`iWja-z3eIw1sXt58WJJTdV&Z%ov;jB%*`rBZq#dNPwR9-_3VEbJOmN7!(R61Oobu
z8r?jk5sW9DmynR?p``jP<T#<|i#1D96x+=y-*ZgI=AUkv6U8yLyH+ca@45<GoF>w*
zqSics2a^~XiVpUVd<9yB34peNkxM*P@MP-Hin4w_1KKPpFF&*az|ibap-5_gRF5;M
zFONu8_L%Ebgw}0?m4V|f;gtFX88Y~7fw_dO;EHMLUV<?V+Pr90*N+AwY$Em??o|mc
zE1y7F+W<1ez9o?xH*WM0C-_}!qn%U1#gXYD-GD$K<AG{GL6vjaOTC7`*^zougZJc`
zH@^?>tlbYpd(3MQ1H0;lc5(U&vaErBPd{XKWnMle)Un0CLoD>h?X%)jiu1JKJJXRY
zJD?^zGHoSH-<pcb)hie}vV=qSh<|L68gP1)V(mQ`IHdUkb8MxZXVzi>zkD0BRhIuG
znb8~GZ)jr(Bq6wyCPp3Ul$7suxVXdK&hUO5z6VHPBHC>(u51G0dDGFVg0G~0DJDM6
z`i(T*r3s^)o^xR;k)OK$`8i)p$s!mx<TF#uc*!RN%+0dg0YgJ`U-lsbT7hJNM#0J5
zFg6bM{NnpTh<G)N7kyREgSpmEjN(Qo8YAGo#~|8Wh=_8CV|3i`V4%T@AitIauJ6Mo
z{94)kq5M?wi&*4`{5ze%kt?;n4?0XBP+Y~3Kc9LXg}m;UiX&GU*d$o<&FVQ#TN#vG
z#7LF?z7}V1Q^bSOEdQjM9MLNkT)==PA_ZllimermY>?J2_`Nu^HQqk1!zM8~?pmUL
z+!5!*Mrx1+ev}tiJ~7m<q;W9Cx`pj*k}E!w8niZ-79~$Cvc5b-YCtwQ+2x-L=0E15
zyHtuis-u7shxM3^Q579}vwzeqR%2Ral=0h_Id*nA!XwWq$R|!C>PkK-CW{P?Di?HD
zq2m!pNgR3W&f0u~bUfW?wy=OeTYNvdA2QXm(=m!6OE;NuQ-@kKqJ{X+6}!(o5pf(E
zl`i1)!s1u=b19CSoc_@KM`{4#-(@BylZ8^dY(b2H>-R@^JtM=qKm5QG^PDmE4(v3i
z_2pD!=}s9EhektMzC_jZNg}<$>?zgID)pL|iSznfYs(@3`xeDGcCofi;E&4@a|7!L
zSNGG}D^6VUGX0L*`aQ?wHXn-T>`o|OVPU!R-p0HV^2O<1hx1;;Z}D1Y=0Ny5)3Idv
zkYKH2q}eN_%27H8k`F8)DNF&K<?3D1K+!-wgYIgJ54YpB>AK8}Bgk1^g@RW*QM?T;
zK$div+QE(w)qau5D(FZ9UOdb9x#$}psG)fvKN~}(5a1Uy_a8de+nb|(<O3`CZ<YIh
z|Ibjvr{~NU1dq$d095_&@&D?nx<@g;W;gJzv{j=7b-|{3J#y;5mk~|})|JLcjrYLT
z$`r?LUF#XhOWspzYHGTbz(DYpI1CYp@BH)Xh}!?tkINI40#H94a1|uK(XLpQz4MiN
z5HD$7=vL;vWJYuaWeU9C)<or-E0Is_CjTFPh#qOq0HX3+uQ4m&{{MSieZ>Ts{~w<I
zd_D5tVP6t4Gwu?XpFe!~Fth$JCpZzEl*p&|@4tZ^xqN`RtRNDxZ+?D$2<4gzY`bq?
zzyACx3W0QNI|hb!Hh@!aqE!C*`#0C5$~{*r;{!10!bSuD4`V*w+|~2|y4RB@PqZGN
zW^XuY)%@SzrvvLiWf*8dxk2<D6<1|Y%b1S?iEQlRR~=Nsm;nkWJo3XQ@kDDCEp2Uh
zJ*b-vF6_H*CU>=8$x8sAPW_I@K%ps?21hUH7MVe_otf+#JnnqKFZ)`mbb$t(eQE8$
zo2L#hZtJ}I@383T=+R9SSW$%~|Au3q!h?$bo!;@k`7K{<)t_Tdv4yzlQMYI*=q0wA
z7J>h@nZjC>uWJe*>sZEhw(4>JwlwpNLN5H(_@CYO<bO_>h2?)g1zQKi8kpW<wHGB9
zV1XQ9YJ%br&1{ZLTWFsvtl!Y~+Jy^ugZH*=qfw~a%(x0Xs0P^mU_*TG{GYcvPXZeB
zbD+j<fSRtLf@P*qkQfQ=?bR7(e*%dUvuYy3|66qQ334XuRh$2oHbmeY9s=3AKQpkG
z`|ews7XE`)qjWlU;K@qg{B0H%_1}m$R-aR93`=Df2coBMHZ?!Uvz-z>+g*;xjs3`x
zqXgWmLW%0R3mKW23-3h`o%gt)>A)jj+5leKK&-x5j=p)I?(^r*{eUR_ddQ5WiGz8)
zj{9jvJ?3VdhwNyzJ<`o*c=BgHsaF#7-1+Fy0MmMwGhWWk67urWwOgi98U}@3YbeoM
zBeC<<V*`tQV#-Bb-z7HI?HK){Jlq*CU{xkq&FydBPT8KJgX*#5L`!+~mv0B0ac>pO
z77dh$vx+{&epE8wH!ADZpfgVZ?7u5{b!S^xM7uZa=RQ1jTj*)3`NSw_mnqk;`i(@u
z*85T*_^_X&QR5!*bxEaoJdVm$@t#}60YEM$auW>Nnh@A@1p4_RpeG_<cDkQRvJDeK
zyhA@;!c-^o86VhdBS$J-2o(@Qke85oz{*>0w}R(s;b46;{5BSHT*vDCKp=;8k<q7b
zKA!@^zM54krx!qZThyLCYxf-OVY-P&Cga5P)p^A9dO<f#A^EM(MNh#3DdhtxfdIYK
zJtOpVcdz#wyUqiX1(tcHSk6Gfi=3@*=G#;y@nr@R?+BD{^_l`snFkH&k7L{eoP-7b
z?Uf%*QV(R+aD=*wvGfS`ng>7;@sGRaaF4k5o9Z9%o1KlYITpOMTQ082m{<$loskTF
zwP!@N>#urf?lZw=>Q5>E5EbP;dj$k~@}*^S*e;`7Mw0Bu4haQlg2gVM?MTi7hVmR>
zO!}oZ9c5OnC+VB@jE=G*Xe4w|SKoBz=r-z3IwwsT7y!~j3m_#`VA;&d2%)u0<K~ha
z3z;!0W(xw2V}GlkGai{S+n$)VK^izz3uklwT;A0vm}XudR6P}`P-fF{mgoxy;vhhw
z5zOq8>8mCl{LUXlDn-_1_;z1`@qqp7k*IP85QDJgMWJqYfeOy@Ci0Ex;>6l^$uh^L
zNjm6E-$#x-#x8H~o`D8`ls;{L9b#5Hxa}A_r;%=2<E8#(rSr$Vp~_d5nWRx);yI>X
zvBMP1$?6<}Mt6F`etM61#(UQTO;zM#4^jl8-4~W0*C%J)cFK9I&XgH#%A}QVKcno4
zb9ewhK1tp)w{CluzrYx!E<558!#!TcVlT{_P)>u(I48k`Wb|``Lk0w8#W>=y2q@tQ
z!svM4ROlf=H$nfo&L2a?7O#62SEia3D8+ZOAi(pk!Dn8*4Qx|j^`3y3R`=S!W_xNL
zO!q`@&nAnIU4>1KGyCfg%ZV&Gu2kH6O8t1xZ-)~sEaw}-3?m{l5WO=!iOKE)N~zog
zMvwBI;(T-2$MS6*G699#HU`cu_agtfbCjb;Wc@c6J3L0doWGaC@*~1J)u`kOzn-f~
zBiIMG30y)-`GA1jvhThRfO4A`L#B7QF+2-|4%XDE^Y2bv)G4)5Tk_=nUe1!|TpD84
z@1$lK+5^HD(gf--2#YyA$0^wW58H1Ey_qtxClt6IEvl0}j>fXqGSgc<g8Vj1D_{{F
zfP?J-JaO(b8@7g7Rh%=2esea(gMvP{1^fGW)TO$Y7#ijR@=@of+_aM975B8Gm1Z5a
z`{m+e%D1|Lay8{Q&o4i)7%aBHSLo(wHSq;0d65lVt^Jezd&6TTjmjQzLD#>ypf~hH
ze9pY<IOMR;fFJ1siw1^Dz)(u2%()Qjm<qeD3q2bk!)5=ARvzL6$j-mG*^OQ4d;8fQ
zLRu1&l5#mDDu4O5=ZoKV)ZS;Hm(3ZA3IvHPZ(_B|>x0)sMg5~8Bo53owkNDiOmt`N
zk(^c;YCrhYn6P*o5Ka*p9+0}tC2)IOT))8RR*xs=*_(%blEXRq<%69QYMTMmn6%1P
z+8l<d&t_9B8?gn)zbT6$tgdJv$fxeHd#toaC*6A8*IQ(++)SK265z-B<8OEs;S>w+
z%?+H*Mp+~BA<Q9y#}G*#0luECU!BOp>F<|>E&tscgIhn*=Ri9*)Z4ZD`-x9ov$K9s
zQy8dB+90?n{Y{Z{9jK5Ct1_}#9giJ&h9DPvX7`tW<hj9&BbKJx`UHR;<OvEe@!BsE
zE_Z<VXO<le8c)jk9lhmiQc_YcDzbwW@|R;a^j#(=C*9G4SKl+yNl0hcvWI<R@9tP(
z5bn1fa|zP|a_nsFc3OR0hYq5ZZZYmnGW^uFM}`%aHCJmZwsi(;zv~@t35(_xZZD8R
z+p4Sc3%Z8h4^EbG)&gQ<>B!%TWWWM!UA(tf)iZo+5)4ai?3c$I&Pv;S0ww%VmZ{A2
zsKNPkkjpV(Yh}&(C+DP;|H|)p;Gm-AzXvWB(Y_gYeiQAENvF#l`r6iaOWW)fjz|92
zMO3pKGg@L2K038NvM25Sw)=Nah2JLxz(rtH75e*|?mw6&tvE3pH5`4qqwG&RuI2m-
zT>hG>a3-t+|8%x;Y@sg??yx}h0X4<Ef~5NSY^-xKrx<F1;+4#89RN}z+5;xA&$7~e
z9w7bKs$TwN6LEflt+oDejBe2w$Z~OucO(V+fiS4T+8a<OX3utTXq>plv3^kWsI`j0
z_jF+<-npw<byiE&+v{N+c}zI4Q-5ds#x+RQb)$nUcS>~8Cf7I@Cb8n}c`Bw0IYw3E
z$Iun+8vMUqbo;<v_#6u8IM(FnUjCzKo;%3jcV%{m!x9WX3&?4K3{aZ)$l?@W-+f(a
zs-D13^dZuQYkf;&=!ppl3G-ACkxi2CgZ^yFt@jVlP~IAU{p8W3&Y5`gLJ*>`0=bB}
zAn?gWHiji@$WmFkwQQ2gz#<H3oC8r%PY-5d753Svi&=xM3C)=Yi)kyjN%^HIA!{HR
zxY4VvVLh}7YJV3~%F=Q^_~9ZmHX73DJ^|~l+vv`m7a2vFIA5FaX*i%Cev@u(zj4X_
zSF+YQa~^#Fz^YYgsIG9R>Mj4N_oe*)H*@pBFZ8Y!w?7kmdDE)pI5P*)i;=7+pAtqc
zEP%Xh_hi#YIDKztpnd@)bPoFn>6wlqHJCoc(Tk`LBp};(gm)Te=0sQrjk+~*R<B_d
z{^cYSs@XIkTMlgBos!v9p!x3T@`kWfP*$}-$Sh@B&ACt;^U@S}P10}1Vw{tNsJjP`
z3CtY`hrI3yOXn5moCXNNlQoTZx6JpsbKP?esu7`pllM$HVMrhc5mL$)0wMz@BI8cl
zJY}F?;&HPuG-!+|*N%pK4PjEA<3=x^Jk^hibMS8S72<apoAH}><;dW_@+5ZmgE-mn
z8hT7WY4zK;IIT-+2U&!BV?Vs_7LoNDh#esjZ|9Fz5H>1ODMF$<R7xJmDK7lu^)k+*
z9U!bKuR8~svkS#AQx^DH-VLAe&_gNt7@+OSp%enPieU;IUv~5(P@?OSbz47Up4;Qo
zm|>huU@YmlqC)aHlQ$(_Ot;#dlXXdnDR*el<4_-R&adnqW9)gmRuEg4amUMrbJ(8l
zFQIUYsP}@J_frt+X9qx-dT~!!3Lr#1Q&Gx=;I38baduM190f?ae$AvgN~maV&W<US
zBx>+ny><bln#Be`UwsVpsHt7kx`3+RT>u-y>vi+=IK8yTBc@I!-In<Ae(L1i(M1Tw
zWKuj+-|qV-tymuIil4p9M|0N7wE{fH>aM9~m?OT})Wf%xa#7I->n``Tp`VDUA1nIb
z)b5mMbJMJE+0lDFKOcM)*dM@Vt#KFmu!Hc^ke@pL$USLt>Stf+D<01Iv%3>(f2H+p
zT$<uE*TH+|+!l=g6i`Rxu@V3LV;$g;b@JF8=ZB=m_}ZfNC!b+^lV^?lp$F<`E_YWd
zWV~+9%ULv&Kzm2_()Q(S(zQICPCx-gxf{=>yrfu@1KSt!_0xYZlP|DjI;@{r;=+(K
zlnp2`83?#;?E1`<XjOfnHyd>`AhVZZGgk5G<~+(aV-pwcB>@Th3%U@?)norE@|T#B
zfPC-mwZ?O|{Cg}QBd_k)7megG_9~6g2>JuYW{1}0j7;15S0=R{D<8Ydr!v^<d>d1~
z&(+vIt%pix)I<m{nbXy(|6c5CnRm<ul;m<D<I5<Npp-K&5qQhCw2<beK0cmpACT$M
z{458<S?A1`)7{H>w3I4FF?xQL!le0{ivJ+Y`5EGkCEs{itKMD*eYC(P9Q~?ZF!jsR
z5b45{UIx$nf@}J!XCT2_JZ==Ky+eO+4O;MP=omQu`__MD@bBWAOMQdX81KNB;np7?
zPWvSTYB8-y%vSAzjo{PZg)7caHD2i>8RLrfo4ML93gFm~$+ygLh{JqiYUbGzCmd@@
z-20EFaox-h>aB%{)U9dpq+`tD_oR$O^$Dnva7ulTYSK#Xx9G;=0B|&m#lK;S!+g<s
z_1ac%FovUFpQ~X^KCgPzfK4$&S4o14jI2cTu1MB7&$o6@tEO||;;Drl-ZjiCcS@N_
zt?#tVxqBGZg?IT2JjN0ge`JU~*+2TNP~ckAz`FC8yuKgpsQoO-DvC+)Eh7JYSWeZ=
zT(t#c0B73fyQq&!Rn1PXLKXbW=$c~{WtZl&f}aSPUZNNWyKi!UV}z&wqXiay-XC<r
zODh|74L_Qwtp@ZUKIf(EPQ~Sjo9-3fBtOk@@*JZ=O4Cv5@iyqo)|CW+Dp`aB{zI1*
zO+HJL>FX};Gb>}?60#3-&KoWD3f0dvb;C<DDqaT=x+5RQ2!2(nx<6Du(JRE<WOrKr
ztxDL^;6D2)SCLzvf;8j(a`hw%Ukq8`(_Slm2@kjuo3lWuvkzDB_rUu9uQLq$cZPL+
z+!;r`_g&V<FMM$7l-7{__%X6~KRxMmfWMLX0#?vjx)TMt^?YYy-+a&0jQzp9yOzxB
zb5-l#6@A2+7G>x8Ua9s+R@>i)@MW7;dp<v#$=u)e+W6e=@u&<Hp~o3wv<k*{&AN@G
z{o<jo7~R`Z0Fu;Zs>5@|3M=n=F7z^ail}aGIxob?4xkD@;DdMqfc}M40MNJYi4!NP
z0Y&E#y<4INn0r=FW+_%aPjj)}qA?sxkGP<4tY1b!;w|JG?fl@s`(ylxym$el2{pQ)
z1sM#`RMqZ=>(WjaYLB=(=!==5lXd&XaIQa+advYff$O^kJ1(u%-;U-44A{63Nw9ID
zqJhDw>v)#=@!8-0U`UC*F?yuCjPWG(*q6~I(w+i^ZIgO@?GLxc9N?Q>vSR^hK>V2d
z`c&dM@E&wPFv*qxW(o8QOsbGAgbkoPD1>G<3;O4`2=TX^HK`Cf$}UzZu=t;9p!vIi
z{`iT;D@kJ;n?~uI?!8h=eZ;c-LZXEIG(fBih)rn-^xm4RQ19=KL-37=dc$1x4Y3^c
zrtY^rf43I8J8>D-mcxzn&gwd)6Z+oNxowTd@S>Ql%YrP&+x{=oKu5qxcusc_?g@PF
zg6VR~DeWf>GGH1-Wcds?ciQu`hxUNtCKfVrkP>4T1{{(bcFyAJ{{l$SkY6TRfc;B8
zQR{FojK8yf56hg`U}-3SneSRP^FaQ~baxcS%TJbbJ`Oz@;GvUl#y8ZZFuVt7!{WKB
zNArAdZ<mdPAt(nQd$-3KnM@N9Uxn2wjdyn0=R5m<`-8h%{T5S3ux}8-zy2v$5xCd9
zh`UKpZV|uOJL7KO^5s0x5Hdkf%MbL$UNH6Yy{xDb%yoR~(Fagc>v0zl%&}ZM=k@>X
z$mMi_*#14Tu`Be>n8a}AxAmj8<qiQUF*nXWdM#?b@yFU3O@hfR4iM@KBzI-v^Uib9
zw9al7>a<Bt{m$I)vv$*dg4hlP$r5PXwQ766QEEB;3N-x%q0}~N4Fzl(-yvl=IXs`~
z%YDCI9~wz}f=rTwWlA5|1Dt!^r8HlMVAD7S#EaaglIY&V<}x6wVS~K*gJrC?!}(p@
z;+PPNSb_LBqN)dC^8?JVWQdiCNealy<$>(o^=4v;HHMcNi&fVw0<%a!=R-=rz0>ct
zr7XfBAZyq8t16h|jIq}oQy;ph8kyo2`J6*37>GjhQ=g=D(jIaWZvf*Yt1ghnOi#5?
zeJU70OqhB0>IL13h62!gz8U1~1yXx%4VX*`JXKHvR@EzHpa!+JnAi`pv`x*;3Vg*(
zV*_}nd2+DX6gL+&hOb(bAT*a5U-qq&f!+hg?JY2_wNwXg&~l)sOr&u1%Lda3V;*D!
zst_l6k6gn3a_H@YkG%8DobXP|4kpqb3>`4D(sndzdygtUa0n&~lJmxyur9`JqD=D~
zxH3O55;g5Kg9_L0&22j-Ai0{KS6JN!;=HCndz9WVeWk(_9S-1zTD68&f+eOzTl%u2
z9%4r((SDlo)gRusZI8ub6b8C3QvwaSBsI*^nv7Y4Pl#$#qpTx-ERwryh_nh3p}4;z
z*8=74%bUDgL$I=Z5js*c+(=xroH(tL3hNEiwE=<XAvEoebIErsSO(&OLh;ViEg)n=
z+(m;tc&VwZ>!>1gIP6FY9MmI+{`^D`y37P&Dt%1ccII}~co>HVU~LMRbMhW;f;}*M
zfR{39Wh@l?EO;i+8}huDMzIvV0;3G(C=am9gMJCej%2Z2a%K+&v9G}+>0l}>iaE{p
zFj64VKA7V^o<2l39^YUJK}@Xsf(+g)3&bc9#be@!y_xZL+?XI?u@OQ0dim)(fPJz(
zbwIP-!I<w&9{4khh35fFWC6^KxwC!(sTCTzw3O`_kagw`I6#gY)dl#99JUR8$YE8t
zHTkhE>dl)2BAWKNj<7l++#4ZH%xAMx{dDGsP|((S+-B_8uag4C3i{+qg7wN|)7jf@
z--Cdh%9IDOYvTHaDKI54_eBDGrw3T5`M;U$Og_q4+`yUc*f0lT!I&dTJBL7hE<pcf
zMePxPj!^G2OU}}^C0hr1kU(k?#Dx9vDm?hIDB5MDS}xR%bWefkw7|j9$p8^!Q9YBZ
zT0rmdl9+G+>>kVZ<L&>TPOU$6bqzCqWwkV^S-k;JE=@T1R^Xe+An)HtqA(4APU#of
z2Ca<FwiB}|BQIs}j=)-4+^Tp37TuwyxJ?uC>N9A(<3#)-sqxhR4T)ZcLPyG9Hn9_5
zV)o&Qk0(Q8YIb+;&*HLc&4NG%PN+vhWScJmTo#l5BJ(BS{FZgZOo3UN6jC**5C+2P
z{)KEDyp`SE-K?WtV5p)HjMM0Y@jIlc_gv?BrX_8{G?~vSc(vEiyHtfd1sf%b>UJD5
z3BzESu~f&xsw+KIVDz@&T~M4>AiX+D6OeIA5W9A*)qjK;>UAmtDqaPZ>A&)T$mI@m
zzQk14d(k9oWMyTg5ZEdHsLlDF=BgsVE^QqfQ{-SK5nMvp{wpL^E>Z-Th|3BFLGUm0
z)SR50Li?Uf-vLU3B5=B~fhnH-hK1mx`4l}>SN9t6=uyLZGPatPrABaUr%lG4>X}hD
z+WHygpxQMPN;Pu^DE2hiDL+aX8S!RGl=7E!B+%iX5zgMU8z(Qhf*LSt31-NMm5~B+
zUn!L`&O^QPt|ad$U`<y6Wqr}am6)kau!-V%q)z;B?hwJHxoPa%HEk0G@5T1A4g?7h
zl|^!JBd4rYwF?+S5g|9;p%?qE*)UV9FNP~$B?@9-qu!LETjQ`242b8a&Y$@gqN4()
zLL7_?KofbMi+}#d=LB*dcP9x2k_sd{zCni2&#iA2@&^B|$<dU5D9Jhhy=5xx_1<uN
zcC(1Mesl@>xtPwYW+APfx;o0^i1ZTFQ*+a6m$zo0v9XM&4-(s8oa&3KG!Bu?1ih*~
zE3hg0XSH86MnEohOQ}M%mq9403xXP+v_j&)`0_8-FhlyN5{ss|a=XOfxURV+K#)Dc
z{Rm%N`1jzk*03Q>`(OrO$it>LoQEDm4`IFp08|7QSLDLvmWpfge{f3l7L=(SMF7$|
zJY{9QQ~InSm_Zv;k4tA9_rQ7Vmmx#NFmt6&&BFpp0fUKQzrrc94$~4|^B`MJvEuei
z&&ZJDL&Q<+@rg24V~x2#jb$>N{egG_Z`UfdXgsKvbhC9nf;nDUr4hA9r#W_hS83zI
zt(9BsMn@;!Gm=Rs?A$6MQ{(tRh_exCKp8edxxkq+e%2Ti%<fX45+eRe({JJRarDIU
zf+)q+cVOpES$Xpwz!(6fFhM$^NKI&hVGvjDfEz%*vu#g^rc`(pGD8a>D4@o8kyryn
zZ+GOYj~q;QOZaxbMzmHW&Yy?B=#O9EO^Xs&yUxx+{6~qIbk!-*>M8ND&hqDL6$=p=
ziS<``s@Xl$>p#Uw1gd@5pq)h8{9J#?W#4*rR*;QFIMpekkS!<wcn^@C7Y{suRNCC@
zg=Aabdk>5q_`FO-Dx-M2_Gp@{%q4|9084Mf0&F;c&Bk_c+iyn4+L}FL&^C^$R7|vo
z`h<PkTeBOY^8+nGc#!)`dma#>@<7$X*2c-WX0b`ZkZu!qZS8`9u!&?_{L~?BPmyyQ
z59u#7B{?N41y+0S>`UgjnFofFrOYWCist;2t__A938~`APkUejisGHNu<}_CC4=J8
z6!P{LeIUj4fB<qj2uY45dNs^)ls|QF$c4exV%>88X`-(E!nGxL_P~^YGzH}RZOdO&
zD*Kxn{p#)cJNX~lkK~yOz;x`)(_#;KUXtrDgq%KI@NsCS=;gvlU~<kq^oP+62F)g?
zLP&h_Lv<W<Xxqq}YByCHNQgQ1WNi4t=UVx>weo!|n!^Sxe`lYU-O28-v@?8N;e@xB
z+03@i-7fv~3}aHps)Crj$H6P^CLuFs3q(X#rAW5J`%CgMF&!ZoiqdCmM?W8=Dg@S7
z|1OgFlJ7eR<7r}sN_|xzrTw!jWlpM?y;7%Nz_nB??~-~2A#~4D%G#fEoEZ{`1p-EU
zS!z~bjEKguL8Y1iFr1q>G?&QL!|l{Anick-imeR@-)6)hNVbEDV=}B)${)tDaPTEQ
zKGZ-ZE2VJLgcv-`o&-nrOUjP=q{Ub}CjRmIM4n7^+|*(HEr_t}xgKFTj;{mtNL#+>
z9$Yel576H1^o&P&^gX;wVB$mdHO{p9GE3*!$j@y9rbf}3`Vn5e4;VDl_t)m-J;Zf4
zKO3b>x-8~g#oea;)G9%EbfCI-qcT$WW-y;jH{bvZc&u<}C1XZHby!$df9kN!3ni-;
z7TMH!xi`+!c1`6Wu+AG}&JqWJVda6m>zrN0vziE;4(a=&xp00lBP*559A}O6e(+#c
zPRS#GY{|9C->eayCMrSk2$|a9U>|QiU?i+d5N__58TM`ac5MfkTq$kSyqC%`z*$>5
z1!MnKvVaTEFxD#^84X7pZ|s0sf!-<;VE6##*&~x`7<x@(B_}0i?uN!&HV)SsiVQQn
zeeJ8&Jv8KFKca|@r=WxFl@t3yK#K<N5&%E7ebeT?Gdx*aacp)F{sDuE!gJc2Wtnfq
zF2pmmIi|`_ivNS=U4*UVZvg?LC3D?I<|Xm7&Z`~!W%7;bG1Y`{UCctsQ^H(B*VB{@
zK<G&$_WU<@^RI}yQ*l-U{OMPSkEWKs$_S=@To??pU;n)L3IEajYnvWqr(z$=2O*lt
zH3~mpwB(3utWB+`b^0t_Ci=!A0Zz8$-N!M<m&faJj|2^Uj&t)(7U>Gd8C$<fHt(IS
z5&-kXcVn$5@MSDA=_Arsijq!;OF3!Oqx6dLB(`vffrH_9-s_4dNc<#`nls5F-QikM
zeA0h&)?H$|poU?*3Cz^bT5koD77$K7QYUEq5zS_*v)CpnOJ_l52xIB2Qh*O)e;QkB
z*b0I?onPU!Lf;C$&_56d-~F|pYYwap)+;cm^d-zvSv=niJtTK96qya>`z>ePAO3Oq
z$O_Q&U&?=~D|#qF?YP&QtLIx@puLyA<mVP&T|MY}X78hNL4S8amfr5fHysCIQ)%_;
zIksz=&t{d1t5oBoIL!zkr*ZF}YW+(LmtXuMz>}@#J#tbU(<R+I8vcb=`hy@-lwo~x
z=sJlhIKr;&9MaHuYa8@H?2(QpR$)nzxWo))KH0Ry(V4@&rL}<4#8gKip#Jh}aXVuX
zJQt9@cOhc8ieM%PU>Jk1Gq_)VSHsZo;ZhFrt`YB}GU0r+(s4c)vv1@QXS0qwFh?Uj
zM>CKSl;hMzg=v69xM(q~OWKwKXi6+ao&(FwK_*f;{-bkUPc&lms)(sl_K+P?GMh1)
z)L7kz@tniHA9PL?98@nCt<3Alw665neE0Urvul--65BS7pR30%aHd|n<rb{sc4;xT
zu1<Yt=it2EN@BVoi{??&Et6T?_u;{y(~4OyN=3<WY?UAu;WU7+jgUzh8cazt<Y?GB
zZQ-{)6R&am)1DQQ@~r>2M%Hgc6wf{6Q4L1hq9E_q4&e3DYzmYr%5atRi`gHx*?}&A
zu#l~Shjb1Af3hd@>T*4oSc_#-h*Qv0vEw{f{ktMD%zU0HO71BnrZ4QLmoa8>!!=E0
zD^8y|--$FVMON8D?CfA6LpmG}D1cCU>?r|t9t<azte^Vc#-VW|8_emOfY3}wZxLcm
zPK@^amy{mGb8@U+<mChSlXwZrfh;Jj@vOoUaMmq|Hz2U>`#o1qc^}OH;@<<u9*<2o
zcW$1%oI>o7zt!i`v;60B_MOuRtW<w1b;Hm8k*ev&p12{hH5{$FG3_n3-abR&(TU}M
zJfQYvwoXJXNau-ynSjH#Y<Ft?)A(BP@&%z`8CI6x+RyCg7rMIBBhufR9}v`YZ6rdN
zfq)x}LT6sLhF_@%d3!%FcAgUQoEdl{{{ryc0r)ZM8;;3K-Lo%`{s|8@*2INN8CO^W
zcEg_U9QWK_<ymrYkEn-nxqGsAS9mc&@ry_!tDlUk4P%cE2U<3sIa_ur5jmd46NS9C
zUp%e1BDq;8c(^sLjP)77g)pSkY4C*}%vqAR@5$h+0%nQe>k+;yEY<eRU&QE?g$%bR
zO2f%d2{tO4T>RB8JVeMAK37*P3uNZ1tj`#I@nPDdV|8d*La)IOaT0eju`jGZ?|vIQ
z!=QW(Oq<<vtzCJDptZ~@m&1OCdlM{yCy1aSLl7IP--UfGN{^Z<oF<!;$r#=70mF{i
zDqGwN;6v>_bb~Kr;pK$d5=4~=RAqq~RioQA|4oIOb0`_R^<ZCP;R*@_a)p-@OshU9
z5Dm-^Y)U4Gq3u!qO4iyVt$`_=!s1+ck!dlWD&Uz4#HeAr;y(`G3vYkx>?p6&5$0wT
zBU(*=Ha7gzyaWI9F$QU?bKtUnS+jHZGM^T`Cx8&O_)5P(2=?(?0&2n@d=ZPn?IDKl
zd>v1>93$>*Dx{AxyXQ!%7%Aim{hnQNewjC<1}q`m=>bQO;c{!3t6t~`as_C0-=+lK
zfk4XWv%0W$-dn(szVnSU7$sxSKLZjB;|DHj+!}Y-cZ=hWQ710Ez&I|wW4}GFNiYjU
zHb&{@{*+t5x@vFTDid9mu^O2bKrhwNm=OmNgCu^AaWr6}>TUx_)q3FXi!^qHPZ`VP
zLhClr5&s8Y-yH~b{Qs|^A*EqUMad>ILPkV(oRx7D*(5t>rch>fvd39xWOE!vA~Nnc
z>x@d~8O5C$ey{h{=kxvk{`md=;jeqY->>ytkH_=zq7E$OiKl+L+yM2RrGyPWvGTWM
zX*N`z$fS-EeB->HZ1Qk8BgXm-)QZDRJ8olr=XUq)nn-x+^^cbbV-N2<1t@f%470#n
zdv~;n{Fu}YpS8yYE~Pqg)WPdrhu?W+5X_2(G7Zl<0(fKxh=MGR7g&cLvpl4IN`;^k
zka~Z(S6Rl3+pR}@_*RTJ)c6-;RbCFxuT+eSas7TsbF0Bi6py;`$L^ci%RnNbt<q=%
zG?f48k#0E^9P!^=wNn&_WHMF1H{mYNzO)%GeZR0Qa{3_3&&QpP>|j#!AzDM-B=i_Y
zR!<|kPsF4`GxGYx#69sCx+=QY`)~K6N!`;hlQ<V&ztfvc1B^_33BM8l<-}#XnF$Q^
z+`L8z?|P}%J{SKeCF^>@6&-Wq_x-{75=SR0X}S~njT8h0QfL<IvmP>ZOvlCcZ8o(=
zA`_RqO#wzwUHf(8m@)%Pscsm-=S2>gKUuf$vjGk1yOZ5MzmiO`hh{=mzzq?D%|MJQ
zOUCijwVgZ*)iQa60u9f`-P+5eT>j#kI~!gLZ-sLi!R|^wjjg3^2l5foSv)~OlnQN@
zey+FpQto}G-QxH&3noUfvD_9OyxdW!b|QAa6hpi@v^=moP{nlWL~(IX9vipXoGh>M
zb|}jJw-GM2K+Q3L#)b$=&=O8O(4kuTnz9AxQc~^DmV~K}Qg|u!r%@$nw_tBic#V4v
zIjC{#O}o-@&o3B<#Ukdh(hMOxy@AI4smn%=qY|6HcHV$0dBK4ede6H^n`vs}B|9$p
z1+v0hU5#VN2B1Na2AXx-41qff+y%G#pw6#gMXIwWAoi7xSZz=885eiqdv_PxFe?qg
zUq=OtnHHNeLCqR5yXIAFJh{gV;F&$=Pm1gsYDS$!LyG9%+(oNaumlSOymDq^)xF`p
zi(iKTogK$2;WV#rb04JHe7>e47pXc={(XhvPAIluh=>$H`L&0Jdhj<n>BgvATaj^Z
z&V=8RGYM?V$VIH}GSH~$VsR{+>UCQ24xS|Ex({n}Myk^X*SWUyIY7Oh>P;Xe2K(;b
zAlf4=UH+9tU9InF66$luLRu0&;wR68_FYq7$&Io=Dc`C9lV&{*6oP+YHWTT-&!xO$
zzzYBMnq(+!zc=`>76O8JhA0c!T4z<^@wBRH9`@3lFp2ZUGr$*lt{2bmb2YSBoC1-`
zWaEB}h(`79dtqPkpLg3;{r80?c2N3N7?<5_L7eT8yw#P&xC_Cfir|@94=9{MnoNsY
zJIg4ccMSwd@7eyc5c$YS3nve#s;q{z96vb5uBwUOvk*2^3Dw{zwJ}{t;>8)$X~bfi
zm)GSyY-66JF+vln?JDFHL(6Y?g6fe#+p2%>!JaTP<(oO#RpiAhlf4^!+qxXg1e-f!
z6b2T5BYvK@_+0?;;=*o9@clI2m^VIn^CX22Z$~6N8LiJGB?oLZCb)^c6+B9ncJvhO
zr_bm>vD=7*O;@V#%k#fCrF^GOc|9ByhFG3iXP3-5mMvD{{_QTzd;Od|=!AIw#^HfM
ze51HeyO8bPwi?P47-<K+#$ZMB(v6jG^8j9GY2j(WO%Udq_yHt<UeYT1zVPu07uA)^
zU5We!Ksm*JSZH$&2GlbcSXhj6s=jn)oEH4Y9tFZR7wE}NeWSbP?<o*eh$Dm|HHR-(
zKe1J|Z7?&d76RCZ9mb_aTi#pQS8!5PtMNiyx}}bH%!9m>-s#!63SAl>Yz6QD2`1*(
zqA+djK@!LJ6Xcp7EV?#&tXzdTr97;or+RZ7C|tQ7J_h&*ko?i>m7B>?5+|Q?)OJP!
z(-uy2<uxcySZ`)>;#!~M2Is@$Pbl`_%}`IHpMA&J9XbU=AvP3Kn8&ZOa)STe`v>n~
z?dr?gE3KNC)nv}w2V)I+qb_PLnH<g;3_p(@rds3V<5LH8HSfdJ8IQ<Z1_%V&{f-?V
z?&kmSGPAU@N(ZyvQniVB_}3X`$U5f9HY-f~?v90gx`7A;NY8*EhHU{eHQ^o^AmJF_
z>!7POS6iHIc~!bMoqcT0a)Iz2H;G?amI(P6#-v&>!JED=%$x7=-js%_Glcpir5+`4
z>TCQ-L)_9t<M6gAz#AS)QU_3wX7=P)uU@_BcH)AFAvAsJ7Pa%eqCGWIU)Y_T3{XvD
z_><`kw=dsn39%_56fnq~ks$_N#@vlxStwncQ7?K>G@y)jen%n>;JyxDOYRY$iQ9h$
zH(AdW`zBbFA?(ORbr!8C5~QPl+Z~lOC}pU`(7`3<YNma9RTOM6)mf%JiJ~fRAG={R
z2iaO!NLu}%u`>5Z&cp%hvi!T8<IUzdk&%{fi!SJ?ORt_>_?(%?*W*XnEKQVK0)gCJ
zbuAj3QvetZdZPeU)aj%5*pTTOO{m-$PuKm=D)$@|3ZyxPiCU=SffgbAWq4+-O^jT|
zc0sscH!Wt*d!f2fV6_v|BdTiK#D^KUHzpxJ0?q{$Rd6_jDe_$8_aDt6ShCt-y4h(l
zS%AJRaN(UYSJ{fLg}<r6W|_Q<Yog($%jOmWqiH#F2lvpfarzAvE{#2Rb^<IG<~oqo
zKOfef1<yOd3e|qH`opj>QW=5{p&_bRq=M7419zipqZ&8YUW7U#bmdZoj#^QB0nS!|
z?5kea_XaT;E9L94qk(I*RU<GRYYYJoQi#1uS*FSCQe3UiB>pn4Q6`XRB$NxF*_R$M
zMz3QAPQ8$MHaxr}{o`>oqi=<E-l>e(vIFzt!Tvh`O_~LaJCgSx76<!hs#Gb*jM`=9
z=<1K8S0*MiZnm%gda`Ui;K^(y%JbRoyZnULHK-Jnjg`Ld2aK#O&7$4XX6G^w`>}PL
zudRlR-+C(qrGAg3OxiR4&pu4td0y_JE~d9VbdvkoRWk7}n5uQUfkFYacOLkjZ+$G+
zJ5q^LK1eJ}y<$+ZN@#XWk-4=)tb!pNZkV0`52Kf+%-BP&r38t-E{Vwf5=Oj1m12?Q
z00C*4Lu%od;T0O&Tg6RY<wZOtSvHsng+!_N=Y0=Ug}badcdNz+_^TjRFWS#l{xkIY
z6t}@ao9lg?uCBh=KBZgsn!nu%CU}?HI_nInFT&JkxS(t@_x{01-uv@R!tk{?kDdob
z!BZk*4WHm|?Z*O<r0Tz`$wN<h)<=^Cl!`p|3uBZHe(P5HKqaDLX~7X8(K)zr@aH`Y
z<$axJNlc0$yJ?q9^e2eIki7TRAQFT50wLgW-Gv*1@+;B?TZlKL1uFZoQ!C5R@`_N9
zA^NmjU!;72uMszr@FxfN*BL$ACjfVxJ$Jmu2*35fR+dXp30S?tyg`qUbl41Xzg*oY
zCbnz%xARnmDxx5UM0Cg1x2Ox(cpc8KFwN(;8CJA!)3@)6Us=Aek_3wn-WC8a47$ym
zF{J}uY-d8o{Oo$l=v~j}n2jo`x}E3vn@wf4Pt^QCrv8PuKfd><tfYNntKmR1jy+H{
zy=((8BVq&mO-#0mWa7on666l77S{Rm2CbBbfOZ$vx5pG3KnN^qvQilyuD=<Yh|e?e
zt5}_>GSwd@V^|Tx^6!2Z1i;xpD|KiXyb<zMLN7WNnU(&T@EY*2$0>#2fq|gPQlLDB
zdYVEBn8d4fps;kjp~}f_YyBaD_#73f)tw_2!q~~HUuYbAcGZTX<2l#1U8Y-w-?{^X
zK*d2(vE*S!ajUbeEYA3v&4>@<6=#0rc<MI3do<7n?WM&;b_TZPeWtG9oC9XeU7=)+
zM;1E7E&7u_Hf@VcekKnDq1~-*{Q6|%3h3$pz3$#LJYvp^8LI-^0PL#(=yDlo$}=c4
zGiHK&#M<<x89#QW24R57ca+M39zxQZ2ev0OWSBBy7ZRT&-c39Za$0~NSmU4g%Q?ok
zj%D7|Uh`^Jgl0{lkXPh67Su&80JT>3djQ~b#yqM2ehd`CG=b~%Je&vWg@&1O{$gHB
zBb@g9R8;NSxJUMT^s9?>EGv&lZLN0982MC3($`sh6Y;)(3(V1*i^mChk#~#$@kf-i
z?jBVM+@4|bU;Dz126AF<6RUtOHH0c}E(RrHJAi~~U-7`@sl5ZlV@NYCXyN0F;}Inw
z8lY!$42;7~xI15Z+V1G3!e3Kjti8ObuXC&N9FH*VN*15BRXX`+H7$q{Ik^gu`~vNt
znU<kF9mIKd<2e>&77L)KR1c)iWKb{qiCzW3^3Oke!!7$r0Ezq5WqOU-qe1gqde%Hd
z9G`bSMwNBTDEELDgTm1-KaMb=5-~I2XDT>2^JEon(J=jfU&g+s71lOzf6dF5-a`X=
z)8Px?O(1<XW0P>|C%Ckf0@9(`kwU%v`Y@_9tYSO_a)$GT>zX{DhJaopEfN6i+8brs
zU*~7(xmo**qFX1V1Rdwc23VgBPh~di0%}w4`+)@$UeURO+{2Z7G8U%)*$NMis{jS9
z93~4tEX(03(57j&3CAF6;^O0h?4>v$nM)GLpb=tY5(E#ws#a`ym)}-B8!=G1d2?(r
zSVG*OBGUJ*PrdI}j-i9$gyiEt`??V|2X^7D>Y%{Yfm-uU)eemPfnqX@fJUXqSo<6s
z8A&?<lxZNj&kTUpURY^?z#^BdtU_MEx_7rYe&(W%q9QXBU^0HA2f<1j)|fZ^Bq2xR
zc>*Bt9h5EQjqq%?7=UPr3<BAoZVmK?LVnr~Z#uGn*G^IQF?jub)%nsJ<T1x`d(ex%
z1G?7IEY-OIk-X8t0l<51;~l}d5`Bf#Dj@MnChmbI>FeJ%KwN_Y43@D*@A6hG=<N)i
zIC}KMe>$7K6jVPpFqi$Zt3mukS}E4!(AMIwry*4d4aR8HFfWwJd6IGZn{=h|MoYLx
zJ;V9%Gvd&9-Lno1gdq*1b?>S;e1MzjR*ZR19^@%)v@jSfyx<tL5a#+DMJQgN1QUvS
zYPW<ytC6-Ysr76UOK#GhJ#|9w?R8Cf;2!zo6A<S=;`i!a4cC-i6u9i!Zf~OE3m+?c
z$Jtgt57Q3yEGx=5&HrpzP<3ZcZj=7VqpRqI=#0I~%b=qmdZWqWbq#{A$Uz1<xWH?a
zx4XIVibUUDnn}Nu1X%^Hn^q)HT+|0dXuYSr<v*q;++T2Azdl>vhs|9P4&d%$6o)h}
z#pA1ix)P1;_x(TN{QvFNy0o{C@^)2M;YO-_T0~C@>enb1o%b=@_coA%|5{w_y_gHJ
zkVqZ!<Q{emJrn#^%hTic4T|=!PL@2JtM~IR7h6@b#f-1@8I<+0!%ot^35(MS#3bnd
z-%VxT{mgP`cumEeZmK|fc($s40A5rExJTW-EC7CW-viv^CW6<>_<|G4qNRD=8yr!o
zW6I9V{z&!2HF`jixw3==utC7DvauUGRVMmIJ&H8pjK}fa$v6<dY?cX61w0Vmt5)Gs
zj3M}UHyWw36;M}+gUM0&@|9Vf@e}mE!{*6A=MU4Hq!qy^NYBJnAnUtv>-m7R=i*~@
z57f=lvP{@*UIL+Zj`27CQP~2lh*3#E&wODrIw>tjLrSXL^E7;-s#z{`Cc}l4ZqGJY
z;3J+sDdrd0?yc|0AueTPauDI`KV%A<zWHK;54=3<v2~;g!-zsMsQF6|OWNZ;HTKYO
zq~MSmM5w(c3Frk9oi?QqB)d5mP>hQpH2`XCrC}slXg>*i$NEP%aoiC9Vk}SRcVC1F
zO0A}HlDw-Th<l#POXDjWwwpAp8Monb!p0Fgp>a&ivc>>&%v|3Dx`8-AF~<-Nwx;Qz
zsuy%(pP(1=uYf=>=xl7p_2J@G4C=x_<3f0^C&PvI7RG!Jrv!8MAvF=*6)6dCcI_dh
zDFN4jgwu{mA|}X%-werOyAxL=p`fUfWy<^yqyY*P$m&3QV*x0;IRM5J8tCW_7Tmv#
zL?Rb*W8~a|L9m(dEH$71$4Ec{TO1twE)Hv~gcbn_C_$Qm^le)ZLzEYqLdLq+z1%Fi
zz>?xqh7HNoPz!r8$_ZX`<=#=1s%JBaMrl-bfafd*Dofm^gNO40jo<w+l8Wj>C^lx(
ztBn-t<uLj_`kj76fn#O;LZpgxo68ey2X{&Tj_keG#!P85-gbkh!Ufk<BbsUd+Ls`8
z{fC3I7iu`1z$WYVYytfn=AhBfoez8Y)>8$5iRlA~F}x%lbmUY=dNddY%)!&&V&O`S
zcshr8MT5tWUz%UU-C^kdbc@&l8}RIVrL3;jtuqoHkt}U7ZJN1Pn{e)P9}^ftyWwjZ
zsD<G0d+S=x=oL3cJ-F^WmI)=M8kE}bY?jJ446zcvF-b-e&MY9mIJP#npr`nhFCIv)
ze^9Ysj`{cmQ1_|coQ5hFPjPMY2c34MRnihhz=b13nC9w=iufCMD;=g%YRzvBub!Tg
zLk%i8xW>AG4fxRsumY*ho`rt;#+!vj-BeCu{l-oiJ-jO-&;q9(g-Y~HD!sMmf0c>&
z&{BOX!ynpBlKa<}P0oEC0zai1rGz{_b^gzDVwRpV4#3Zi>C6b!l>0XIpK-G`t~p?X
z_R6{5o!&Mzpkk9Gy`C9{JXW9~K4zWa2n9VSI4JRH22%K7sPQ&;Zlcf<R{Pw!6@|;%
zCC=$IXi(Bv-T7oKLnb$sejoMpGAA`n)HOfOOQ@HBONn(vIiMtC?eh$5?fle@oy<X{
zBhvWn&9#N0$tXNZjbU}i>Ozv^^knY$(HQ6BYSzW*<bk-n?aRlZ-Z82mCd$|)Wf)Ok
zbuGNC9M&TYDl`Q!$@f90A;MMlxB(CQbP0EU9x>zGsl;~~=K}m$^wbv-xi0=IyOaa~
zO2M8{G7}%S$5_e9nFf{~&+qo>^9}L(C`Ef&-v*cco_15Zg~ZI^m$rdkjcVZ@$DeyX
zORaYEdv6N;`WB@`a>2bJ0X-<$GG9_Z;Avtt_4Mh_sgPv{d%I!8Bv~>LUOvjU5n^GK
zgyOAXnK#W;J_j0=sa_s~GLLUBMZHROkXES};*7NU3hl{`BA>iKNAY5lA>-N~q|Iov
zJf+u<ZVisNoER9A!qsm7UH5Mk2CKFmA@bbhOgl@I=RV8Ce9d7U2_chm+U3Ie={vK_
zVR58iBS<&n1hKTi1y20(iYYf`**Jor{OMM9A^t*Bw<BNX^4Hkc!Psnb<%!|)2JgLH
zE*UYKkF~#gS>gMo3GZ*dErlXF$~ec_Co2_e^du0&j--p~$qeraJ7T&qDv20kOtfjf
z)^2pDk$fFmpU<KLlNQU@vv*|#T4sfl_n>a*PW;$Z^Dm)tL#6bgs7EAfK|WDMVY=nQ
zHDpdYIhS_<?fVHdbK1V_8)ad*>e)D2C%3A^E6z*VDc})M-u<(47A?@?n&a(nn;sDU
z`o~mQt4^b(y{x;B@9IvD;BoSpuwxr>X~_*k@9)PN`U!)p#Qr^E>NlE4!H&6DYTlsV
zgB$i8X4_~EpX9sCR9BAt2wy}DTV$fO0nL#v6UgKm1N|rWbNNsC#Q<$H$npg=U7gs_
zsg^Y%m)B+G#{^}trXfpM4MO3aMA2TiPz|*APfm8}Bv!e-$+q$n17%2DKFi;AQojK$
z@|CPl31awBxzWaq{&`MB@rh3z%0&F5^faG)J+&`7NUIgyY4)dE6{Ch=xi|fZRg*Ln
zd#@8r*_(&7(yMgXIsM$tB&6dXk(7~Em~eER%gxoDt#*RA7gi!9D#IIqVh2~)xBjk{
z!bwPTkLqZ(Z*BRF-pLU(AH2he`9z4zma!Hd^T>L2r=>$^c-H^*cPzPQM=g=9F&WN+
zOWO>dfXs4&0_9js5H~OC5|vsI!vm(~e9HA<Ub%K7Iy=c>p85?iZ0`<e%AL6BmW{*R
z3_sv_6`6pZnl-ifm6G6h?cb8!g}&kO`rcRNMaGJ;MsrNZLj>=MMSX$Ng5$O8Wx{}K
zT&`uzbg3g}+5qMxwduCTVP8?+51CaRddhy&gbm#E@c8{eS*1Q=?^;4J^3|ArE?v?-
zy905p*RzQTevaBs-9U}-8<;P8)VTO>5MV0IkK4ee%Nn7a5Yd!Mhq|4-UQ$^{HT#Df
zJ6C-F;3SGI8X~LGzQ=(|h-z3o%wUOJZ-D#F%eqk-KXh<@i4pAgtfLguB)a`*2u6No
zwg4B#2V9Y*e>|h!KA-rAJsm9E(2)+(eEkgHMhTT(#Hs(aYONHzYA!>^RYVHC%)tKr
z5-!aQ9jaf)CQE-<dbm8VvCnxHe&F?8BFeN{tKA%mW|BnE9g=l|(9qvPL#HYS4FdDQ
zol=wJk=kT5|EsIl#$63BcslERY1}V&Nw)9azsuklwWEqRwf$?1c@FyxfDez3q)l$l
zY=jlu6I$O;y_<T7q<!LbbogL503twHvnu0FTE6c+A(#n5M975xT&$F%$L|vhBhMe!
zLXMy7C}dK<y{&naX~O<4`|T?aTUm@I2nFp)+OLX?8X_}TM}`{ZTm}wdwuuM^$K^0p
zB!6SF-UTFe<}r#<<~c<9{Ek-*rXG(HT$ug!QTwpR^q335Lc|C6j>zDDm$mG4oAgZS
zM^*_~scXQ?HcR__?yKKFWdmgfI)^EfC;j$q&Q!9Cer6}KdD70GSN1~drIwPYMMJ)2
zfdbolkG{?jbyanP3jDGSFHTlD=!|o$Vc=!T%3b+NIW(+|Pg8q4-<H>(@P621fQ}n{
zF9{yfl^l*mwMp}dwqlyC4@6|80~*3h0rhDpd3(rK_vK0O1tE|cEfrT<_Y9~8$>p@S
z!}K+E2q71UxU9;3gf=*JlBa6z|NK~PuOlL8Hw9fXc%3ciDIWFjtFvC3qL<%DERW|_
zaWd^n?AWew<n58u@)yloa=iC4r-bm}$m<K>iP!N9KTI>VhQRBnXy~AcSFZ<=()`y>
zF1`z~OOt1f%pLq}-lvA#4hIVeKATsrS61Fu5u%A#bf$P$kJv^Dv0Y^!W&iv3NNC_$
zM`e=Y%6>=G+On#YGcu`TT|YW8t`(Wjh$7q+*j9Ja<Tr`SQ$tLB0o6`3Tklq8Nc8rT
zVSkNeD?Q~S-d|2y(NTBH>5Ve`Mi>cqAhlzIqCGwA!^S4b$=u~wU}z1N?slO02YtWp
zDX7b2^w5G4&|iTpUBa(NB-^_}27Y(re3dkfixwI_K4H{W1ab`-7yAu8`I5Yb21Lz(
zsaIsz(&i7?8zmp(U3@mQhMmBzxxAp5pO+kz2kEeFTyzaJv-l|=+3X|F`<eZL(r>+N
zk4W=NW4f{DR>)er=gA{mGkjiMhKXZz8>M{+JvW8{DLrro&Q?NuP)9K;txj1)U2m#$
zyE%$BS9k+0SzIF1_hb=%fY>+mZ+RRR?s+bsJp$QN6+FrchVbvr3PlSntTzKu2xTFo
zkXLs%KhMKpRRJHLu+n^(>UGYKCi5YN4^~sT#sYpl_`OJY=Zp-+fa5>)*Jz&&rM&#G
zmT`@#Z%p2NuxiUAlGd)e>u<0SG^(0_?$17?Yi*UAMs8EHhdc+;mcHuyyzG-r!SX-a
z()C;vhpX@wGC&F^1<~|KkMzsp!*vy8>yJ+7X&ykV{4I!;4=E$a3=A=q2Rw1j)~|T(
zJDMoe<1hTz=Q98OdDXg3TmT$nI&syg$nDd)&Ci|8McdoZSVkDqiSs`;YMO{pPNh+M
zNkDGzA`2I}zNb#^-~#WA-3=(f3AzE{gF)wQNPh$?&*7PrdpDe&+@kf16>p@5D4qp%
z!h++~ddoD(G;%d<GGtKi#Setv5A;Txgv-jcE8*_g|9<tb4zeweD2zHTRRBZf&N>^s
z6!i!gygkKGDty|eO6L_{!fULCk_;awIGL`iy0Y67;XelE7~iixO9W<JCJyzsClSPo
zL2n?h5_JCYP^kY{le{jRbEpvU={E;H77L4r2%Zq5&jA(c`RJ;5&xY@Poyd8u;Z2_@
zx4I&k7O?7IznAc^7P?I5-=}nT`m7XBGAVBx<hqQQ^65!Ei&BiOFK}`9EF`81eb07D
za_GpmYR}z7NhH1_ub1`($oyLy$hRn*bmb8-xRAW;5sJ0=c9|K;>i_!e1%@J{P)}IO
z2#@Vve}(>pyhFuJjABLqwAa+ySY{rE_;05jqU`arR!q)%0JxUE>!h>%YHua#Tr8|x
z0~$rF3PkYQcWxqrxPQR6#f9h6o(pwraqTZ)ExG@G1@qsp_~zD-=EJ3x?}P=h`EPvi
z@D2Kgk8t8*j+Z!wDEz0|q`Q`#X7B1Fd@f?gI!fq|qO_M^2Bma*4YIXaM<3KKzc*aD
z<-`Gl(@PP&mHCUY$zl*9i+Cu5FV^WYzOUuI;Bu9bPlQX0qkQj1k-qY#+oCS$`}k`%
z!bK>9p}IQz#B0Cy^+?`MtgoL@wI#E^ntp|53CN^As<n!N<BX4=D%J0d5WMQyAhiB;
zCzABn>9jLLW~X($BEcidqI$x(`9_zpX|*|Bk>Bz+aoRf|5ipn-DtPU^hmuMqPp_rZ
z_)I*B<s7HZ14wE$!jck*2U${(lt(LJNSTB;PHlN`^hjWUZYVbS*=G8%87LtB+Gta<
zO0paNp4Y#U98MOsmHzK?il{()>W1XnGc0oUoGG5iGHf+`=&P^^u3hEcB5?Nx(x20x
z`&<DKevC;8aIlIdeKLOCf%`(sW&k?{8!GE91jQ;a6W-6gn*Gx-1;&5_WANfGvfKk>
z;K)_0c_us7QseEvgU0MU+))V;OFfojcyDTFsqXKNpx1+ft`k;Q=NhV%dxGkHn)yvE
z7}Jh%TsysNcpqef-{FD#9R?=Ndv6qz45AjL#_O7YIxfsl{+mNe9@whyfC&Bkb!t{X
zGJ2#;g(cO`NVJ9L&)vIs=SRB<D3$H{>A7ePP|g2Izd~c|d`#UM)tEdGkMy}r{nvTh
zK(^~_etyYVDdt{W`iw@-+)h~`R=fBIO6APkzbJaNwrIX_-R`UX^|tW-<+S-*MFg#8
za>J^IJ?}@Sb6_&US)l#!vPichLMY{qHRD!U*8F+5r-*@Kbd9&w>dsu11aXd`QL(NC
zJ;|foj!uqQN-&H(MakTCBB4Ebg?9ONLS7NdTc+FdsuwC?&15R^t8lp4_*8kw*r3oV
zJn-q)^UHE+^zZx`E#MBmAuj2hn&8cy$0={l7CBYR*EVC`T)Ct;#b98niZ?l03P0gr
zfsI9YKHyFacRfh02W8Ne14M=BZEpR-1=mIwAA+BK#8fpj00kk+G}s6PiQ@nuJ%ii}
z!|Fv{;vT9-H0}GVIj-)kI&LoJrUZuC4C7aL@T)VXnPi(ArbnP`;UyG4JhB=34B00v
zXa=abUvoZbr|fZn?oX`21d-S@B;G{q(=tOQ%A5(aIUtj|S!;Y$=$udejrlbx6YzD*
zHeyoO9l09b6@_GVelfs9F9RJ(P)sN`7wR>>uh!Q;)oemRWzra#G#C~elHm(0G-UAk
zA5Kyp5qVKv6A!X)43SB>=Qn(G5f<S^UGRt}i7z<{AE6`-z`GT>9NU0jr)tB(3+;+_
z1)Ir0k*264m{OdfKLS!G@HC!V|BO`Cc+*#1gE5&YZ?3j^*YgNTR6ghl%-bw*@fecd
zwu+Y?Dlc?C9=))Mmq~mZmmU5aIY{X_Ho1?FwtdUk0Hl3@(hl;vddG%_hKd@z?36ZO
z&rs<IP`*~P-b^U!7n@3;1x7r4#G@&${`AeV31E?xDmFGxnb>{a@t>4ZS!Hjy)qUw+
z+F`BoKTRqx(1QcHd!{ITO?|9Hr3Y70TOzKBZXCE`uj3kD;((=BI0FeLD7*zG?rHvy
zTmHC%U+^zC5NW~n^E`XrIx^{YoS}mhtsUcG|6AO*++#O>@wZm{hE%(nVC$f~xBVE!
zIDLB6kc#QH9gfgXaSnKn9ZIGy&^^Is@pZCfdb@*L%y&9KR_;+qxLM6CEZ!Z;1^9L(
zz_0&iAqvd5{>Eg!!>ffgWAJoB0*VX2%-HlfdxVhwCJ%)AvqXv9ITtL@JYs0bX!GxO
zysow@N$=10KNCdz=e<YR`M3cf%vf*dDg8t8WxYWlZ(NLDT9dAO-L1Bt>unpC#rq`Z
zoMS5@v3y!F<@I@^tBn61@k{U|uyDXAQHj@UHRT+T=pxNo(^NQ|M*6qnMI77Y7^HU3
zeF*$po@;LKhK5cD9VU8rV7RdtTRz~)21aTuMJtJ-2FPQW;Ne>@L#}pI#YQZ86?`oo
z==g5|PFn{2^em1N1bvNqH<!9wp&aE_+~Qcd+GUum8ms%!p1Cztt4}APPR82xH*C()
z4=h-csA%v2U_XJ2ttfA`0x?)h_>Vt86I8h*^#|d(1Br)9meoM6h(LBS<9fC?wP(ot
zW2*&yTteM3kk%a9NoV6IFOAfKLy=cKe_)4-^5WXo3~cAO`Zpw>`f1<eb<a<nQbObP
zH1+Q`Ke@od0mn8(2j|0%6tycilZ{=d%b^VHgc@Xuc|NQ3k^v$*oFDo_(r>k~a)t|J
z0#8{(-@_=v6);JQx-U=FAdW)V`ItU$HroHGuQk<z$6WadZS1VKV?I1;dPb`oWfu6N
zchy5K0oWn^+<PB=ssmH~=!(GYV&?FT&mN_O^s{M7*l!+1Dve*=qd*2o)j^5p-?COc
zM8zlCg50MxgXL7-;N8v8`Zd^eRq&YH%Vd~{?#|E8E9gq!y^CRZ!Up8{0q}z%K%F?x
zUA}tc`}4S+JC{<Wk{p?Eev`?cvO00W`g|ZaPYaKvHOhZPQbG^u{p_;!ml11G2#?N<
z*ZuYpYb)eZu-gkXk=ASN#){e1HNWVzZ^5*)xn$^2i4pPLGdQB&&_eqc$20=hwStAu
z_h%PBuA44y++^c#J)ESBTxNiJ%0FQM?N02#s%X<+d2<VzTVu-HhT1rf7xe5-jAk=h
zu?}VzlfdLShhlTj8vk1Ftx9#UYYgv2fc~tTaF^$OEg1yO9>=5sP{~}dQ%9Q#Ei|a1
zsvYJY$pUH)cc;lUOLaB4OG3Wvs(I#m#vrl$Ys)F{DoB$<=i;_)M8;^-I|mT2BQIul
zh~$?HR=fOSJ$}(UAobnOZ1jLZxtqO9W~6B~TxoJ!N#+bYKRRI1E1uq`>8x?9m;KDM
zXvif{cGmcV#MRfJb9Xq*tCYL+*C~>i%>D4+)Hy*99dxVGK2Q0CYCD>>H#&bAQbLo+
zEGF-_6|iDCW?Dr(3R61*;WxmcqLkj+dq<QB32{l^1&nyvQ0}QlafX4bglrJsJ6=4i
zfUK<8A?2^2SE`RqI{TiF6JJU<W|a+e#FC8rK&8NRPL(jr)H4ls$d$*siI;%O`4m1D
z37JlxIqC2TQMkJF&&jiJb%!D0XQz+4K_O{}up<i8T=YEh8n<A80&-~!QIWCpBm{?>
z__(jAR}i6J*XWX70-~^>^N=txReNWpb6AaA$D`Gq{wETV0ckGBQ%%K$<ZeYBS^HLe
ziA<gmludWCjRD4g@bu+A&-~Xs`q1`I4&-N_)UA&J^y#2Cl&H$`@z187$r+*3d`0$&
zI2<2HhDwD_YqtgY%}*9qexC3|n+)@<PHgOsVOW37(v}kZn_fM5WQVu-PZ4o9>(?b{
zIXV7**e57TG_99)ubt0lf&Gx%JcdF~{0ROgezr3Vo!DhZ`ZeI;+GsNA%(i(6|3T8m
zVX=53WFT2r1Xh>oPh6LagT>R#Re<N6U8Ah2rlwh~(#bFOy>6o;Jl+cSNDJ|u>$Vz5
zzN6*O7330MM-35;JaKz-;+s#Z-2Xt^ywqY?#(j~oUT9bYi=60w?TfU|J+&_a9{Jam
zWxf3+44T?I#`xGS@Rp{1qu8!cpjt~Bc28YMcSILzIwe%~{K)RpGC}&P2*F?uh>vm)
zQ@UWg94Qeu7*wbrJNR$7AAnGdnC*1H>du=oa-Lun@@nHa8)r@)BNKJ`^AEhzEm~Us
z?)QZ8D8JjOdboOJg80vL`Ra9@Lv-G&P*5`r+e`o_o$9X+qYiE4yE=U1IG{6lmKccu
zxIo2!Jmsl^$WWz?PgLVNZTe7sxHloLG;HvIya4UrkFq+TC^=mPZ1f~w{VwEED<JAf
z(Ang786eK`dyeIpSmbSGG~A+AF$F==_iVS(2mS~>Z@90?k=0t+lV4ajdIh2~R(;vi
zDlY-gh6;Rh=8y5yO@LkmSw4q08%Hl7u0QPjq@wKbus|ADOO1PU{|%3#gO8dH;RJo&
z+d@@YS7TFI+4t!=SJN{OCB$W91HM*CL9=OgH7Qar@Qux0URTsacNwjHuWvy>CNx|_
zXmQW}P}%uw!Q*uc7_5MOy9Ey~zm)d*P{{nhO>EHKyFEP#KzK>N+eTsM_3khCUcHK3
zsoNf6^1IG;S*m6iB*6;c77%F2Hp;g7Ws}SB%YYKw7+ibsCx<ro9y9Sj`xyU!@8j_2
zU!#rGDrUyJzl7zrTcle$g7dGFMu~P_j*jQB2yMEhha)`^@x{1au9P_?C%nAf@{w@G
z33Y2Rn=N~EAzW*<Hp(}~;Tzk{w4&?UCPizo0u)qfND`%a_!e9!Kow3+33v-ZPNLES
z`m8Pkc|=a<X61t%z%AC8aXen|T;Uww1-4Sjvc(c$&Q~UqK>d$RJ_S`5Xeyj+4a<zY
zREM5h5Z@hABL?zjF@g~G${^%-uH5YztG}PR!6n^&?i}u0ndd~?yiw%(^59M-IBPtX
zAQ;^tH1v=*@NoU>5?!M<!mn+)%W#;hOuW3}vIpJ{)Nf790M<b^JXFgJzBHRc+Tw6X
zu)readWws@+HtrH16*@Wb2_t1%=!7?T5$+{)(6&jwYDOn*0ED2@Yed;tm(h%sIBLr
z8fYVD3zQtmg|6iiYWd>^+7&bz`1Eyv9suZ<&2lWq7=oL!dVYKTKj<=f&c~?|oD5xe
z!=SLZtz<s#cOPTvgj(_7l@p~$g3GOY)>ysgSfoo`8CGk#Oo4YM4%9pZQiK!6xpFY_
zP|6%DKm-&<P7y!MgFClMfi$D^#~!GY9WXR1AdN+EDUv1-2*3j1G<jL#|4XaMx(y=J
zFE^k3mO$n;M10VPT!AV6sl|8s7CV&2i$UotV)}sodEaHR%<=yEp2B->4&%1T6eJWa
z?nOJ5(HxXu+pp$XZPS)f>fI;7M}ZsKJidK6)RQ4=3Mn4B8w0Y)<g@A1kVq!Diop<E
zuIGIK)SHb#!*nqa-p*-{V3K*>uNHqDYPt^(4|hA94{lncU35Q8l|XxSb_<j?CL5wH
zbFU&X#Jq`ae;JV$o~-|UB1><j<N?hH*<WN!S@Hx85;<4V<+sZLTj*Mu8N6%%v4A85
zX6!9AV?Y^m<?$;UNYkJYyb+++$%Z8lV(sTK+kl-jL))@>Yq@&B1L$VU+`)niBC}qZ
z&{6ReB{|FF0XnGfa2O&KTTWtAvB)jeN2;AQIsP&qg%})WlH7b+sVYl3!~vpxDer!~
z1j18r7pPKlUwv~g2=Fq3eq9)PjvWU=4z~iWtR@a_UzYLG)XUd&O*(#>HNiQsulD4H
z>-6?Ahp4#vD3Ly#RUbC6I5W<#pL^U5pX<sH)k5^BDK?mFbRK&r`_EJT{Dc_>1!&PR
zjGtXZ^^Py%A~-#fiJcz`dqf<R76thS<5?VtU%q@PHY|O&I8>UtECI+mUi(7Em3f_n
zQ&c=s(a1c<@toyJayC51HsaEj-dM#*-PQGo!-w#t`YKkTnfVc8c+wL>{bu2@W)USl
zqvc-AaMy6}ZRPfox_N6bup5S)hjSqzEKkq{<_Oea90;|gdWp?IE&(*5l&3W)_00CH
zETt*j(bcPUGKRF=Q>w%`II>j<U~;9d3lXwkUfcXNQCXpjuJ;$*WZ>UZ5zu$$FmPeX
zV?3N)uIW@gSzlbWA_Jg7Q$@FTPyReEo7{KCm<bv6O0I~E*EMa^+3)5kK7k_V;F+xl
z*}pbG&-o&BEm;|m-%tRO`bByvlhd8&Hh&e1T6g_?CeL^gB)oz*Ov=W8KZ=sF191O`
zWuQK6)E0WW21pKv<buXJ>c*2Ng8sID@Q!rMtf#Owb<folmROxU?kRAm`2DlU@%Rs_
zuTSstiD=5-QzX}CJ-d{QlGcZniuRB?>4=^J;!2Ek{$4-$1oz!z_D9Pr)Z34Cp5vKN
zWpMD&`6}cc>V<PDpYQY$F1&S;JPm^Z4c>n&ALw7=%jvj`j1?^>0Xr^EtHI(PQ=1@b
zUy~3YHn~7>UBaUL!S?<4smG{-hV%D2svn|U^jm{A@aZkF_q=!j19Ela=XIujM}<r2
z6D5^$=;A1c<e2p*sr7D|PuLq28!x~PPhKzDBTvrM*G%zqRy^K23;70E!mCJKIyM?W
z^m5sQZmdFXLp|!yt(D*c$b7*4v(1FGNL&I*^SX1ZuPc>%K*x-G&ov<GR@`b_FW>Sb
z{NI!@cg*ZHpqjb`9TEmooY{DQim!>}Se+hHrFgKi?lD2*in(w$?_f-X_-f;hxMv5`
zy0~LofGr_B{hsGuGC!$T96neSfcz?1_^d{Z=)?Ocj8hb*Z{7A_p(IRy{N;`-Z_!`r
zvVRI@?^?I(?=rw@?OuOjKCK@c0OW|Y8H)<K{GdxGTfjY_Jt8~~ZS(wq?p^@-{O#Dk
z;X~#fkdC<@SMKTh-OO%kVPg3r=R;AUnS^2H#GukJ$?4lftqg~;(o{N9WWDOo0TVmF
zXXBSTxy>WIf+@gPQJu9>fBbMzKCaoe@6w#hU(U~5i3_BEyAL%~@7IF%saJrX&U3QF
zWFzCK_ctyHJ{W+ZTrFbXYmA8v)a3@YJ5g<)2T?Nj@oN0Q5dyC?ZtsW^sLDd+p}$e`
zO+Oj$hCAWXa)0*cpV*H|l0a^+@RqmYId&>ww`ZFG1a;<IK--!p5Nf#94N0KZ?tzQM
z=&Y8eS^{HhFHq@-g21c2(a$`URog4o3hx~kZPZ_;bH8{(N>%V^YlngCA~7P>cgx&X
zBC(wmh5jAyBc1SeaZ;zYcrf7os!G*VoE`>3rygB(I+A<S=4(F?)&+vfu|9>C4#no6
zISjg%Tl>af=%DX7@IAd#1sMo+aPuMg$pJWx5OwU9d%~ng{M38ES)%z+)~5Cj0Hfai
z59$!j{J^gZ)>$&k>gXWE%5r{tr<WPlboth4nO5C9GL@E1_Km(cWnaH~OomY-)z+2j
zjf({9H!`oI=iD&AXB$(uXV38}^5;R%NnI!>dDdFH6-O=M0@$Rsoqj;sM<1!qusqRd
z1Uxey@QCz_^?CjO{O%|=>f4;D0;_`tDmi3es)_-1QyN^m0x5WZiRYGCkA+&&w4Z{=
zD_9HwHr5yK-$m(FRBOAq`TZc}?&irC*k)MJD?BeUEsFe1E3X9=XF+-<O#oUB#fQrK
z`VYz$^Qug%6InNs_Ww*Ii;sO1i>6xpC+@t`)KQSXYs+>S3l;MK!NU%SfFY^_9TUTO
zn{t3YeAZE$$PAy^6v|y54NA~WrnE720yxlKLM#v5LtVJSF8WxtmVg2G=V?<_15rP1
zg~3W?!H3e|hKSS5H?HvXQB$3578Ny13B}SanB0%;n3Ee^T;(!C`${$E>(}|dF**6N
zT(km<m@e)GfWG@`?Mr~EZ~ZpItP>Coi1As1&x|+j&J>ZMQ}Dm~(8j?za<xz?Jblk8
z5Eu<otAtfGP^8-F3*2{y)nNeLEFI)aA<i40_r|J)vBtHQ>o3qlWOzesIjcVe#*XY~
zoIIMi$L#7oWdkLyD{M8YpclW_Bd1T(42frVB!+~aruTUozZ(|bunKy~KAux56VMx+
zocgEJ4EPo@2nI-DToQ1*gYABfgA5M@by7+T>>X#+*#gMRs^W;Oet3Uvese=^@}i;i
zzH|bqCntS}hkScVdtDwVQ@Dw}$^9Sk<5TX@AYMO8sezwI1uUlw_tTPv(bYC_39e1j
zUMa<}7v^{DICR#kON`B@SEZF?*^D-x_*z@sXE)&8RHwj9ATH%_85~aw>zn(uv6*QI
zLN)r+P<(v!OMN>bAq~p6K|s}9>hM!1YX3ZMT<b*z-HPF9TS;=ixGdW(;z_>T@`0T#
zFVHZUR<WT#<-@L+i7z?5JAWTU+7yr?`0-CO3$Ol}^hF+tovjWxx8Uj(rm5)CLKQmt
z8YnE1$|~Kz`Mxyg>Q$23&UQ2ZW|`p*n)f38<7u~s>fNVnYUHngH-P|qnv;?qUjdcL
zH%Tt?7oRcj0epxwZBe3OkifcaU3`cK7Px>_uoxd#3hNT<Pas84E^Bn$Mk#ef-}iog
z-eqFtD26oPkWOwbH^K0K&)c~wC*(x@0cNpsiv;5L6DnIE_W_vmJ3J55GiLwp2xQ?~
z&L`|tfwHVd*m{}!!>O0e%G{%c+-f~F-{m@5up#fc)N5)Lw+}qx>fd<LL7IqLX05aH
z&A*J+HiQ})^WflkuTrw+PatrSvB;AR^+c^UigM|i$c)zY-auTrHi$A)IoKz#kL~|B
zUYuU}Wz?(pdj;z+gu&iwv9@%hGWnt8IpuF3u=IQHox;{H$#Ew)+`a1bz+Y}f@;aZQ
z5_%^J#86bq!H|k1eFZqpJRDzSlg&VG4j*q$TJ7?b*C=|uGBe@^i?5QBQ+UO5fhqUh
z+{85e@<nngXB^$a=a{+0^r<14bq&rx7qzqpKuYW}(BY0>mX{|2?EMroy|Z3p)1~G@
zq>Y?Mbf{;a#T)m3>VH(GASYc5hO};iA9xf6hK=zN<;%x`XPRMTQpNh|9#d3%9QFt&
z9HXIj+(3fU_(g62{`dkDG37NVN7)8vG&H5Fx8J31Ou41ZYtORdzkG@NrpH=1TsrC9
zrKc^&47%nk&(wH=%7BB(gd|s2?jFGoG$Z;H>rCb9S_61Uyn`0p)k8t`&W+Vet~1SO
zDktOOkob5%Ai6U>LX~~JHga%A+Ws@DcTuY%o{X(Hm6)yS52y~1$@4B>$YGt)pl(EV
z7J!5h!l6!vn%EqC{Pdx{Mxd%HaCZz{V&z;@ZhGh3If<uoH%~<ex><Qcg=>|*shmO5
zhtW@7zJ!>E(m<?^lH_xWIb;AB%O~m?C>LP8XLgEUUB4YZi&z7F2{)%8oxx>BAOIQ1
z53hkYiZ>0hVk&Zx?)V>q$MFX>3y8UQLW}w>u=l3n7v3+>l|02kbfo~S*YfQ&`ll^!
zNYEQWFwwRtWKata|9XkGrz<!;>5ku&Pfz;hzCFr|M}$i$EdFM-eT#1w{i){9Dk6<Q
zTI3@o73Yjg%E$(Z5LAjoWl9Znwy^qF1+07(qslI@lr1s{v~Pc4OWt48^Qiy0z2lVB
z$TP6=^6_bZ@1zWt5p5%nBDSBOISZEjPrZybZR%lJyQFI7k+)M@{Qam>A82}W#d1q3
z2V1|L^zqU=?L4>7At0V#q8;cJE^3CG-Fy8G&|?tdrCrYtgJVWH4|hRbAQ#j+CTTuF
z6c>0(5@+fDWZmQrEc(>hF2tG5V=7lAwT9!F(1VqRrn1sc8gQa!y%!TfOYj4f*QFsP
zrrIvOP!5`5$T2@m$&RRV1VzL{n-$X@Dg(v6H@4SJhIJZXBGi-7CJgFC&~=g4cl4&)
zBqPPVQ5s*vJ3AqWVsC6vf2Ojcng1Z|Iv4vv&LwzPx(Lk`4?K|rzsR%v;HP;exprUl
z+iCGq#`5nL0{#2ByuGuV0aJzIjnVUgMqaQG9QEbLN-Jl$@*Qw%?7dCdfledbM&F9$
z@W?w{+{_5wMw4Pzi!J3<rvUr=4?TWVrXx5-3>dne1^{m~_;)%|)H8%X+SnPj<Y?H0
zScoG)@vzruf?452rTq;7M-qWBPSj{g>h(1Pwg?Z|BEigF_u|3Ssi7q-DB8_qi0ERq
znyqiOjYlEq#KLgdEjYWSbTT)A6dAM&T0(kRuDgUJEE))n6>0R^8!H)1Th(l;hR4Hi
z13nxabPB`*of9h6ucXt^9WD*Z1I~(4Y7qS-)B%AkP(wAZmx5vy&!sWigf2sG;R0@r
zbvZXi!A=RAXTtE2+I(*#l%f2$D3*6<g!g+Bwjn@7OKZls{N(iXcc@(1am&75K9VTN
zV^RmRp8&ipEp$QM^@)Ld-f8&i&KEh?C8S}=-WxsgGL|ch1!qCsg2x295=EzTsk<yt
zd<RtN`EY^FAA4>hKl!iBP&gSEFJ#?%6&;VBxVE<w=?fUDxCL(wYy}@16Qy`_0H|(8
z0p>)r^fw9lsd5>pFd?TRQ-ox%ncwN{q}cDc;GW}YU;9^+SAJ<*yfH|utU%{s3=+z7
zd&&Hvnk`WLv8qk@CQv@^`T!6D3>(o5!4trHtJ72PmP()@<2cZK*LJiyhOSp4auUP}
z@l{CNN>@8o`13MJsM{7<pnA^>ZPB-UT*hdW?#d>~d4+bg*=5j@D?d*ru`_f3QKI3B
zYX8mTI=!N|@hA`TxInu~UK#;rhmeF?_S=k4TL5yEK9!$;)5Wg*x&b{q1LDZcJHr^G
zy3j<i&AubOJ0SJOmpy5GD0vDLqABXP%D@nNS2^_RAj%_Y?U8^aYzQ*)@Wib}7~u}?
zhwucbhOHe_krlEt)i_<8;5o}af%w4QxeLg3w$Jt&hdp$o){w#2HA`zim@9bq2e^YY
zOT*`&*0{Kog!eG+kd`j6CR?8Ks4dY2oB2=9^3HI3se!Zvi2!y^J;fGt7~QQ6Z@bin
zw*JC6A>EN~Z37ChNlfmygMQ@CEjNFduieHaHNY@WQoQUzBkSiW&(P37ISW9~@vaq|
zbko_hNG<a&TgU-Iq|~`H9L_+Sx!Ix;KF#O?sqP(Fv8swAIl%C|IgeR#7}S}{yH+4p
zD#ULGp#lW108WF4GSk#J2xYRKQb3`zQKn5=U+h<YTu$u%T<n5km7>da83YuTl<7nC
zk~Pw*WZ#ClQxa8^35yM<M7FCogZf-nvbnF9^xIZRND;iauQ|>)R*{xwmPHw+d5g|)
zBNscYWzv`WS%@3bdUQu|73RveZ=0wYQOW$xEOpkFx%d_(XMgby*~*7Mn*=Esjw0pn
z-K%pu;X?4qqG-L>Bi(#w%b8bAZ9yv0RHXt0gmynp_e&HhraLtPN&3Yvhn(>_Hd3+@
z0g(9vjQXduS85t=9=P7oP~K*;<v$b$8z2)GCxFdqDH&TP-P3k=Gat&Xjc0ezyYTW9
zo7%UNk-ek!766gdop$&Qm}P*dcNoHFX}$owqS|j4!YfMJ=IaFCoN<wDKF?9J*jGUn
zj-mkMYGJjiWggxkJIyh(^}Bcw@I7yqX@2mnH2(=hm(i*wNEep$mqK688JQqL_eb9M
zr5L&6D${#!tSLAc@gVm>TwHm^6DSHbyeZ<bcr!L!`i*|R@<TnhBMCIxF)Y~tnJ><l
z<~}Nb%W}iC+I=tF!7$fsmfdjYbgoN(H~bT|!f$#8LC=<UK(Mj`Vms{~F@URNH=bS~
zb4MiRpXsyP%lJSY8t$vS9g<3SE2UC4GbP7S?rm=QoJ$WQeX0I+6{F3Pa^1T0{Dp&C
z9VgG%mciu&UgUhvNIsymwVHL&b3lA6F$R|SJ;f5MDk*gcjm^R@50wVYvZp;FQNU~0
zi$OoifV#LQ%jR0e9xhIoyGaex1**>fj9;n&>hiD8v|4~T_Wj{<*-^}|X@~UfDGTvm
zJt;fSW;4fpuSpHafn6b%W##Pe;V;><ZEGPbo|O(U>^jejmVN+)L3*~CeFq!=o7M);
zF8Tsl2zI3ffT|t^gee`xIGIz$PEHAWSFXjULn6sLLo6VI4n*>+v6m&x`hPPAEfzB1
zo=we;N>@sHv@?}ZgP57C>6P$3s9%_FK+Lx$p^@IxmdSz*%ilz_9yCp)NP5hinM&Z?
zx6I-6uvuT!K8JKSHSnf6m#ClE^?C76t$4cJ&D_~1*llOOk8WUwZmF*Xg1dL<bI!T@
zwau6Qcuy@S3e|%Na6XIF=|eAHT&mkWoD20C1;(>xdbXw-+x(REPnBs~EIq4dsgBl*
z-CMY9XpfIRD(mkf1N7@*JXH;_77Mh}G?VkdxIEp_@s1yjvTO#fG(5&hPVJ%<%9Fi1
z;?<6_E)NGQL%c7k!+L0t6f4}yO4-FDpE1z201(<!qMTd_bkh>7s9r`m^dPU#sS^WT
z%li;A_n+&=oEjT)<13r`^W`=-5$9L+G<9h8KjEJezmC^6DJ{_G<{_$707TQpB4&^E
zmuXXT-z3Ft)STRy$uf%PD>f~vuDx_?_Go*Dz(_IRM4G$}qx%o|N9{Ct8%Rp5v;JPx
zFSnd!-zbUOXb9_;HUXxmRlV;!uz2s(aQmlWGoO8$eNZMd;`?O->EYyz%f^f@Qic2F
zTEmUQUIrZ{tGvnrQiAY-p(Q-9yQK9lxVrjjGoC_Sd?mVC$(dWG8u)ll7h6{=<2Han
z4`{>>KRdN`TE0r{b&4&>FCS9O?;&-KzW(`bQw(u~OOh}i#Q%9W$<Z@`Py8D*)%Q=L
zDk!nUjnXQ5SNn}dTu9$6QK<M+$HIE5@BHtR-Q?|(p5EFC079+xUPf%Jd7+!!;S5L;
zZL*EacmZI^5+U2VwRN$}7|(OLV1F5$@o3M%TJ0^vIAH<6FM)1-aurpPT)jV7616*s
zQUiJhz&X8#`1L`D#XQNEmeo`@7#UA8H)XNPo}J{pI^iC*|0~GX|N9(nluiTLHAj2`
zHe~wZlAvSKu+?<3OxvIyPBcwQ)o59>UtY+rs8I3ib&m!!6TrfYXOVvN#cNqQts$=I
z-Zl)Y{k%a#X3&-I3zJQ1D|{J%MK<dWy|%Bp9TT7;S_nnrow~F66N2Oj*GufS;T5R#
zPOk=SD;TmhN&akfiS(ZEeRY68B^<TKCd2v&_ZQ2`Rz?-HP#rQ##L^G3KHg);N+(mY
z4&b9|4C)>9b_2t!Qa>JtMq7XbbyMmMOeA)ZP#hZ1GFISY(5@Wj^{DX2W4k)U<cE2v
zvFEO3F<%1jh!r3Jk5lZ8f)~5C8{f&@z=j?hB!GHYosoQ6^MO|`wzq4fm&fiuo50BJ
zIs>i|?B^Hiv%V5#Ij-IrWu|iJbB`n5{jcax+WnbH?GA`&$-9f`|Hucu%TDSs4m055
zmOxa{69%jxGunfY9kl!4x?QG?LHfgapHjy{r;8R`G;N^2w$Q<^WaE;WtLRH$0P~3m
zae;)6!&F&$(=8y2pn26J=&=4PMVdi_7@2=)He@~1A|XdZ;TbUiB}UZxlE}e6!UJSQ
z99+MvO~L<}Mu^OLU2tl_iST~2P{`LGjTS2`Ng-~6E5cg%{+!!u_A0+=JM-Tw!lqAs
zy`-t>Dtg|zu!+IPjarDOeC0I140Qq|E#k{~o5l=?wA?%$VNIQS4zRvKJMaw)ez2$%
ziU743Q|8}5(Wd;G-^2K7t5_F|IDY>5dz%oviP^Q%onDL_u~d&HlC>M>w=SGcZsBz#
zcl9}@JKu{NNMFLHJ$O$7MWUKVedjQqp0-*Rw#o^$QgvT0s*<4~1(5Mg_hbgW0_N{v
zD+Me-=ra@D)@xS2ylD9C2C$7ED62_j<2+Ihh}P-W{H?d^9kYP@7|k(A)xewJHWliL
zQsYd_6I-d(jv@NFWZntn-n`rWsaXfz+%zac#<{DLzqVE?HXh6|6}-~B0(6mFgR_&p
z3QKLoyV7B7t`1Jxqh+W0>?ia88~Vwh!LdKgXx#68f=WT{XQtp-qjAj#7DMAOtm#n(
zg=daW(fR|zS=R1RjBkWa^Uv%$Uvt!{26E+3Zeg;UF}cYBySv6{(03M`!_gX;;lLm2
zDZnLLxO|A}?-gX<=s}xKG2plVDx*84@3GJ?VNbj`B@N~^?jvWiZ0PRLUz$uOJmy^^
zSI1J{ID|?A>A;;o`Ip|21Lx+k`_6+!&D6%*71tBYKuO|93{$<js&+R?3Y4R1C}c71
z*dBZ`RBbYS6bFh;kEg!eOc>I4cq{dS7L33*M1S^~2)GTwe*Ye|Tb+d1{$mg42WkiG
z<9BSuP{s2+&1YT~gQ8&X#qvv6_f)O}j3@YGpdw)FaH5!(Tzv|pwUxg+8Akpes=hKH
zs<!KT1Q7)hZw0Xcm2MRfX%GP!Qo0e9mhQ$tRHS3*oS{SM21P_k8Di*A>5^{z_The>
z?|t8&`eQh8ogHhhy;f@i7uxiKio=)4@TyT5w64`fCV8~DLS|mX+PHE?T_0$&zk84n
zw3kSv3w7f-GIt)Q;v8~$&{|G^W}B&R{+o?Ox5Ai5ZtIL=3U(GKFPDB9D)lE-UL2BJ
zJzdP5Gn6{xoTVqpWwlFY928d`)d-;XF@)#Zz;<yK!!=mx)6^g>uc;L3<VDx8>WmXg
zoP{4^(^9hp3k0$Gp1_+M=IT3G8$z*tl$y^oDzIH~exNl*X#-3*4a+LeIVj)k=8%JC
z7Y>ylY%-M%7fT2Enrd6+bP+RYD%amo(0p$_w69iGjgSnO*?mbOp85WjxN>hyB0g<$
zTmOS+2%{AcJU-a~UTb``r^RCNvxpY`z@c+R>&_iCreury`=6q@?km1qM-5*kr(TU=
z2vO_he8Yms6VBQ3g+r(3RF!*MniBE9(#$p3ujKkzTOPlf4Jee-(ORZb_+N|~`MYQe
zKHIUJWhTPPJ(d-IT-C^|Z3^Q&Lb2E>$4}5^I=O~y+D1%Y-zXacN@6np*Y&#yIA)Mk
z<x%cJhyDrL7b-_ABD-^UmPB))-GYIpOQ*4U4t(aC2e=1f9?#FUkCL_!?0L+v=ryss
zxM~it8C14eC;%;_PJ8WI>+*SP@ge#qWoVw%q46{mY-9@3kwBIS$?mDtCo-|HSTzUJ
z4%UxtHJt<dkVi*pym;;?jc+Cf(?;Iek8}5Vh+@)He~<XD?AC-}d(=QX_R%ynZQX4F
z9Y;<NbQCSQ2KjCqHk!RU<%=$&l3hPJZr@%T{;+u|()b@$xRHILbWoowfURmQ*bC%<
zf-hn<P($!uYZs^jW%E+_pGSNYD8KWNyY1MC_h<}?T0RZr#s2O%$!n4W-APw93X2eE
zmKMaBmZGAAxI+y;R!SizGNTuV(ewwnAhGJ~fZ~pXw24ns5kVq{4~s2~(ttHav%m~>
z_5!uVBR)}41H^O{ECEWvfEJ{N(A-*6Mnb|)GbtaRG+X}u7A8Hw2Z-LYxjE6nh|mSv
zG!OUbtM8KY{^ZJxt)63JZ@7v@p_6V$;Wnji(-^m`ir)&=fF#=sE8ojP(lOArn?CO%
z82K823U@bHFJ*zbsRfLA1~x75*tZ~Ekpl#P3ntw_Jm&q&lYXE}K%kcaSF}=S-@yXX
z1_9U#tSDEms5|W`zIOK-t9D*@E9;l30b?)(4M!}M{vslYssT0xELVCCr?6m}tuzj$
zg-Y?BUAWpm{ZHPEVR{t$4jFOP#b}M3w4Rx^8<yAo9;bS6WUuHPaTbgDS(%R@kl?=;
zG2zjvK%O9}mV>(1O8W9eL@fgG8))N-yHf1~3h>f>FppogTz`>|7B~Ep2F4gd=@z}`
zp?$Ous~#sqZO>0&_^akTXB(2&DIKUm@sguzJHz(UEm!%n?C%f(-kgwm^7wINq|?uw
z_;>+ZP4EhThgF2#%qZ`jtCIrnee4KT?^e}6|G|XMbX?pp_r8>P`dal7MMre`CM+4w
zFeQZgI`0De*=nGyaUB+Kny%j*%uu}2o-A&3>eMO0rDD%58!j-!108kFmW*R4yL-s0
zOY%`3x+mVh+-ku*?;EB%vd31I(DVD52aSYFSeWY8kk>r9SVVZp54CR^pink9m=f;l
z4eYaZ;Ge*s@Bj%y^RYT_MEnC(`Okf@JOB@`>@Q#L8-R`Czeh#mKWM|QpC&RBt3c?G
zuE&n|t*~!VvNG?4mTYr)kg@z0uivQfAA;19Xh;lv8RB%%>Cf#Dn&<QeZvo4$H2?G0
z_ycKp`bJ#G^1+qT3LFxU$<{iiejmpQQ)7vOGqm!(l=7}_gn+3?uDEE<{G{J{w$5y#
z<k!q_El??~z_N*6%eR!~(A>bGUR5vH+)DuF&f8Y6WEe(VyHA`BN|L)10rY%c+jfZA
zBl0~KdxLAZ2jbINDGg2|7lLSoHUGII^AAv$ZuxZGValw0NqvMD%+Eb{)fd-53yPU2
zC|t_67`yR|$?q|!E!~j}@N^#&+H$%o!QJvzI@dQqHx}V7`t3XZZPR{*FkC<dS_*NE
z1=U%tgPrN*mT%uwMyi~hVg8uwvN$L`!U&Pm{I|#$rsFw`Nw|gB{{(X!<a7xDSCUI=
zndqCrq>O4HIj&c{f?!rV>+=`oaH~Ym8?c3g0fgyh-S2oGgblmRfD7#Ks3#q?g26}C
z?gJe#9YyrY7F9BG>ZJ~*Tv{1LH9$+qHqmk&wVKn6;4r&v_@rLd(hKYK4n3(hB&Aso
zm2zDxW!Yf%szGVcA5I4^OFiI-78<nLdSOu=h9iW#hOA7vLETvF%caSzyV*MRN8eZB
zL;7rwd4z~t`60V`-#6=usBf-ncWm+nAU3vN^#1vlWpzXH@3QaTYLy{kRKr_FT*my6
z|4_|*qeIJucHN-SsS81^*Zs&)Is^N=(fmRawo4np)^Vf{Lu;iKhBCwtP7b`yMYwFR
zXu<E?YqMdc7J*zK6><8V!YmRI18%K`c~KI~f(HO}ekzZme9njC6DDsT@ifjj8fRvj
zT#`}d_dxCR_`F$PdxHOXplX>`GOjkeUOg-GJ4<yy8-7x1jLTjNM=$7l<bHdP|K=_@
zCXfu<G+{u492v7(fzjfB9ODRS&){P`Hh@tGfkuc!j5{Et13@Tj|3xTC)>-}b-?DKz
z*GhuL)z)sp7B<Nh{ZNvF-0$%t?ebk{2|%!~6c)}bHCg|KLpZ5seRT*1t_B4J@zrk(
z9)~;AiPyK_W3dV=g)U0saM)A5_|C#s0p)k+i?v4lyI;+~{Rp3pS}h!E$G_LYfkD`h
z3l<w&R1Q)F9{ky9RZ(cG`R7ks?Bt$Yc-EU}CV(SAln!pf(0Tol1UVcnu!OPu5Kn|+
zo!AfL=Fg=o?AUNT>2m1nxpj<ABkIt8Utl)$IMH#USIin7wnR7Z4<(K@y`ZJma&>kN
zoS&=8T{0T^Sx{Z&(!_o8#x+H%Nak8s?0NJ_{@V8aWJi|Rc!_(8rp&R+)9y>WTS=bF
zzwIc$w|OrMPCE<XxVjgC!c1JD9%V^$<`uX1ORKkzWMmFAQ%cU{-Y$ZQuK)&)tZm5Z
z0@E0XZr=#KFq!<2pr08vA&~riKVF<>Q|AmPM)gcJf%cPX@qCTCJZe&v5U{Y}EiOk&
z*e$xlN-X1?_hfSU_9mTtH-4nq%YX@mYB^qi`aQ_#s0j)#-G|-j?a!1$!R)sLyLBlk
zT(o0-dCV_*zf4kn%FoktR-#g)yqIdNYt(QvgU9OS?GzUUk_{W(kz&!04g392CB8o{
zqnvOzl_kmT9*_q#V0!OmK#P(<?WHv+n*6<BpL2oQaQ!(qrUWPPsAT-CHmX8>#K*YM
zHh~kz=)h&Klumv+Gr4l*gA&ffu?ZxJGJng1YAvUW5$M*y?4KFaibK4gnrMvHP2u*B
zEtxxHFz5AW`VXC%SC<Jcqmx@(xH3{{xWYoGzo-=Y*#3c*q0w#>iOOMY0Oyz(7ZZKB
zLoqgLS)L#=JFojGWW$;+(=yChC^`<8cQrGkK>kPK$d&CXD0sK|3s1;wfs5rr-H#tC
z$k71*mp=GjJxk5IKF4biqmF02U(i1=*=4p8>slC2i_mBrw0mGsn3eP9$9S=;O_C*;
z!oyW_Gz}7+y!a_qb$So$&QnpYRl~BeUrME_u<U%i=0oVUpqaCUt{0Zd3YutIx6VV6
z-H`kmFPzx%7}Exhj&?|lK1W4@a)SvzVGjU_)q|!J(rW>|@xR(u%qY@%?$(>H8RN9|
zP{%TViK^NeUgP6`IJg~EXmwoN>>SC|kk?Gf9p;2p3vYOwu0H(D(D#o%^?1iU<h}nQ
z7=otB?$l@h0D%WA!=jFy?E%qt6vvL2eACWuSKQnz5*Vg@>i3wh;Gg{9ja;{~dhL%P
zR&a%aNHcI8`{nm(tL^=!m=eo+ewu9APgr?pA^E7zuu3`<w={C_q~@{S@|D3A<A&*K
zgsbWveV5W{p&xObx@hp>(I=BcUr2WtZ5Ru)n*V&~NSVy@PSEFP%YjFQ@~`4)8m23v
zet4DQsGbx|iCOB1Rf&&l0slK^gLz#Kn_W}f(<xR#UfJS1boe)CoGTuK5{K|nj{Y`b
zr@y*WSt&Ad92FT%PJ7Qc16LhfNu2&x4~JdcJOketE7u5J5plX+U6|4m=JA5za|y|?
ziR+gK%cA*xT@FPC5M=s~<RgUkQj>=uCAg+_Y-QdW+2)1(Ud<eQ$}7tgC^K`R2k)|Z
z5{Ee|9dOjk4-S%l-A>g`7bdJ7m%%KH6&T2>^?dN4(gJM5_Jj<WI~v8=Qlc7|0?8;V
zYu3m*cv^0Hpm1!g+H<=peA8@On>j10%VYA!VfwCA+180ImKSL9p&8F#e9J*O^Zk>S
zLn(-E5P!$OvCp2T*5H|~v7yM7Yj#1)-Wl|755VX*p;A~En;#gviyq!qlAEs^7fRJO
z?J@kss1Tt=ui{b=!EplBa0%&`i16)+^Xz=vKQlaUHIEHv+e{d*^XsBNx_^&BrIg%P
zj~*N`wdL`YcQDW=5<DJ#WvH2hv){Ygl}}J@t(<wc3QEu8eJZ;@!PLa!aDNA}um(x7
zN%o)eiS8{sAf&#X=7I7<sW1rLOBd=}Y5U}I9U@QeT-Suz({y@GA?o9Pyw2__x`$<+
zq89Nbj!8WgJcLuyIp;2A9OL@6-o7i<xA`S%k3Ypku>hL9I-s4q%laP78_loJb|>9F
ze~~K&%jO#oZzhFLRJa7^LaSJta(csb=Ac+g?*YpuI-qY*IL3&|uRLaSR`CQ{c&eft
zQ!Dp~YWnHx?rBn)X=}xvu<lFma;ZMShulCTHH#=tLAB+r`C|=~kyOFYIe!)MjC}pU
zqHQl2Xmhaceq#uk0fU>Zqrk&@gHO9~Y*g}-WU%9z<oZ&1QExX}nt3<tSexa%zWX^!
zx5-h4J=O`eb-(o3X3e<8-}R<H%=`I-U3*>$!)MWZ?C8G8-XDTlYsrf=(~AdS6;a5n
z7^gi69_ICi9<xl=gC%lEp+rr!*#9wIAom37q)G;<VnL-|Bo*B`Y{v$BwsSt~hUK~3
zu`|yyn3Okr0~vIyU#7{Vg1%n+FppS{pr2pQ2jvOU+ZhB_mG>zrHI*ONVkXu*YC1(g
zq+zmQ<{dRh4`{%FUwPTLgX`C??>37cre5Z^oB?Zd90Uwp!K3Bac%j~|D*^%p((>}2
z<}K&mM(@kj(^T!QyD3hODj~0>p=#Pi-p}r))YfkDvK=rk`aO>AEZaA8^9;cm{8)#@
zhT~)qOVw0WK{QFU)5Wb~&$OHI(W*Kt>jN;z?fvXeUaP|oNn+4fM6s28_*(FS%JeV`
z)m0fI+;jC}MYg^(sCQjc7uarmtxZZ~&)<0^@Bg?rI6EabUVZDCGK8dD5|kegQ97`>
zdscpJQkVmsF^{k~R8Aw*aWw*1nC&^oP((j|_qy12z3ydz387(1>fQLvf%*1;Tkq-o
zY+q?a3XPiB^7zU-OyMuH_HiXHPOS3^(Dh}PJVV~o=$ZG1?vqi-F*n=G$t@@f=YnJ5
zTWlD_Bp+=)TH_9$WS1z8qgeS(gG*mL?|MkvuF~k(MiUp#x@hpsw!Gqb-?4Gw#AVD?
zcSri<VHWFnX{!`%@A&3y-KR07Nm0LgdYn(`0|6E-d~?o8h}_x;8j8VM&+=#<*Urwq
za$6&iu#<^kR#f%!s)@48R!$b{b7wwv9$t`1Q_`<N-(gXqPhX^LpV9j+oiFoYVB;~C
z#tEr<kzOYCTmI4$6-QZGF8BGB<4N*U5GyyQhauBA)<V=>Y{)w0BDV77yl$~+P^mZA
zkHMYjXgV;>2au9jKxH=v#<b_opU?lru9=rbW9TON<m>y?=kRwk9>KC<&=ZYZ2Y<(8
z71k@FjWfr#pW9Fl%zIuy2MBBz-TC8)B=fQVm3~;ao_B$R-VFGql_RY`P>g3mPFx*W
zmpv(xFYkTo9w;_LzHsnbR#8<AKl~FQ9%%|u?-;izhZe8E)w(}ed5dP;2swEt4;iXX
zvpiQlH?g*MUD2rTginEekhyc7QB&~&i5${;k2K5xwy+K~*j$f|xj`^@PV$&zGXT?-
zzO%asJ6z?CN4HuJ;}fzo9q}Bn-KcuotlJo}iuU|N$OZjHQ<cj7LQ)QsOn2VCb0lRz
zH4xfFu90{K*}w{v;;KoI%4?4xB?HeN9x8w}UgPL(Fb9{ujpV=k&2y(LU$>1pv~uOB
zq`sKyOfCdCL04xEKy^(kBO7k|78GikGQGaQnM>oOaHmuy7fEp!CBNgR$j6JQ@f#&I
z58pW{tKo(fEG9|y#i&}nrlhC5r<lxsoA-T{f@2~fvDT89I7=er_UDl|7~l2%*@d!I
z1(>pGnwrtf3Nb05bC?ailn3x15hpcU^;4*`DQA)t2x-ZSbQ%o8NoE(lcjYXmy*%TM
z*HQa&4=Q@x^J;5<8n6kpV)$Rs2cD+v`ruM3I&@w$6huwV_Sb+&)alrI@Mq>T>$sZB
zG7A<;X&~%2Khu@I3q=uP!Zh2$QP_hRaoTE8pw6N)^5jA}cq+YWbEtbOpNo#^hLv@O
zB@8TWyz9m8ilXboQFgb4Mi@u}DhX<5I7~m=X&gF4u6I%3U-&*?d#kVPHaz^DPO1Lc
zmi?j<dU6hhB8paSCW>2FM`EI8fqph<jUp=nngHCCc<;F!%qsh?nm|!F8QMC@&iCHu
zet?@`+f{FxxS+$9dF*(oYTk8}{)<26*+sMqWP)`Dsj__!s;A`Fk}!rA*A;!$TRO&9
z?=8-K&C<~?nMNz<%N0IENsO-s%Hb85cWvtr`gEZJotlR$X~{0#Q??{@^^kYUB*)%Z
z+#emaxm81DMT){)6E@g=8tLR^w$dD9xSab{KKZ>9eTbha-N{k?Yp1%g8l;gC^XnFg
zun}0%U=9M?h!-D%AG`|*DfbBGHmVz*yM?40bHIt}axSA%64?9oN+92Blv_4ACVzl*
z!crKZao;5SQ!h?m3RUr-*oSA)z{$8d?w6_fcc#}i&*%$3Jle`1@A|FKKIRgcON2W4
z;QA=t=euA~hsde!?#>rR#l=}hNyA$I*DJO?F}I%Zng6)v|LUf~KPZ)=+eME2){CFW
zm8+blZtj{A<gU9rZXfd#e;{@v|6t)~ht67d&vb~Yx*@aYacoYQ@!Z&LCEmX3VmyRm
z<paGhJ4pHLmZ)_j6g2sYUZgS;*M3LazDPAa*$j^0)=ZBf!9;?H>+hf(c&R;Gdgq*l
z7@Bnp&tA^Eo^O@7_bQLiqFLXwy6J;z0lYCRKmEY>3GPTipAA`jZ~cS=X@#B;VdMD!
zO5zjqmVoK`5T!F0?`J0a<Ul&p`J|HWzBZ+KbA5BjR%@hcbNCKil-0$96it3=YM-PK
z3EpyZmr*aQahGbN7~fgc-y*XWrlj&W4Xi!?CTiA+r&S5uTl(pgTNZ6m$56*3RVm(!
zfk|JV6|4){Am4J97uX7-*JJ^Jj)q$JpkgFR+`5N^B0br(P=J=zA0K$aFZnxqWyzgY
z>&1(!Rh4Q62lLg7Nek<g8#Yg)h*4)*(fm8%r(Sm?2&w^c<pENLC*KjFydKZRy=>th
zF=p&7xSF~|kqZw6qQTxX&-iEXxjxj6bcLwFo1;c6xcV~%(yYb6(yzJ#z_2G-Zd$(X
zihqihl*H{m=?IUGHf3_H0&J%zPluPIQtjzeEMj~*o#d&+#?~axL=QfKRZg>MSy`+g
z2&*CW`g9jKTGr_L!e-GewMxjrzE1+S(>xoojA-)10<_w)YTGnHJ~ne?@;Wv4>w)<>
z)M2J%h`dOlnH=G`N#rH8uXDs)l63?`4L^yWBX4jRF93ElqxYbyG5YlB6PPZ<Ksd&Y
zRJ+bYk)Z)0Gb$#=t<N3#s+TIK>8yt<9zrB5Cc-*Sca(<TkCos+r7R3M{egM2(&n>}
z8N07HcNaj?yAZ3T`(VvbrT<WxOt7+bG&$mW`_9YA#EB+d;sz3P-%Khhj};92M%Hg9
zhqn`QpCfJizBUR)xrCiUGGAkh$s;~KK6OfwKYm~%^o$EJYF`*A&SzAC!hz72ua|$#
zTyo5NE78z<Lj$<kiXa48Oq4p60N#??pES<j6m?(4b{;CC{N&X>l$-B)+_F>`&9PHi
zk9dfmqwEYD7+}i3%;S9<?=6Db4g`^l5o;RX(INrdsdD+)O(}-s1$FJe)VXfA>2|i+
zTh3J-H_`%rejyv?c~|vPl|1B%=r{pe!>k&}l88Zb{sydEp>=e0lDtjNsQ*F&9~1;4
zlkgx3u(g$!GJ`m#miiK-##c>X*`<^;P`Qe4ehWV;O|xk_RWYE9=S1zdj$?4UG<W&L
zN?z2~S!b-<_|9%Gspej8dHruEx;&8d;c>n4JTb~oAgZ-trZUD|CJ6da#4J-+Sy`D-
z<Gz-+0c`O^XC<EjNY%BvTBwG}9b>(;;7n6@oBaY?wV}~iulu@t15LFPampi(VMKoQ
zH$QdUiogcD(un7cM#dk66ky`cl(mM~gpF2e4%Ys#>h<@%Z1CuAZR`uvC!g7p`(XXo
z_Ebf~Oo2hQNaLcS15@Maj{?u}h})l1BCp4Jxw#*yFE^@u4m@}W7hvzDab~aljoKs`
z$%_+KVnWS-b{@z4((=8Zj`~wSKJ!Bh*DN4U5KGUi5{;rI7+Ur>50<sGA7)*~b0woi
zeXWz@ee`#?Pgpcn*X`3ZG+!pX(QMw;5E)vBWxeC?{K%pCxF00>@&ucR$gu8Md1s>c
z$E=hr<J*H^>^t-2?Rm74DK|5Um0SsHYB8!=?K+*s8^OJ(<7Hu6GffmQO6*r2+c4c*
z-!(fyKi8ueffcSVE6ZQ?lKiAvFD}n88unsj%zv^i%v9vM_gY1y{Le%Q{;G%(tM&QP
zQ!U>*HjX;?*JnvWV|mSV*IvbqrhzF{O{NGFQ<F!&_Q%H`r{l)6V$FJv%cQ5LckUJI
z!kX689k4a(O_3yKVq(e`5psTKEO7Y7WktC}em3sI?uQ~rgFcVaZz}wSbFAy-<qmUl
z2KTtlOfr*tvK@8>hLczJekPk^ZVz*p7HWKZ!$T$NnD9a^q@q=`E;COmK2l_czmmPb
zmUN=YWhK>S#W?5UWo*f_%y3=@zLiYc%lI3blZo}^@+oNs`{x&bCKII^I5;}yf0@Bu
zf8_B#PGKF2$S@E9fI85%Qy;*|Rg168!ft|C_q=;AuKI6Qf4;#p>&>$vg8CyMXm9N_
zm%-K&TwG5Rz{IK1h7n-j?srM<qZrk?#i>nPkT*4O=ppK8NsMZ#_nWyD7aIDAB2hqU
z0ya49ML`<ce^XXkTBp#$!lJ287Tg;*Jg(PD2f-jFv6#i;*|Qy=UER^Y-X_#=o#vSE
z@`DFOcj)c^j@<dW{w%G(pZCy5pi*Ygcct-XW88XbyVsjBn!op}BPU#LHNQ_}P~3|u
zF;3H<^75$9QK*x<yi?GVCsD-gR%qb$yTI_%u1DiTEANfxPnmLG6uhB$Px|6;nEUyA
z<UIuXvUe_?(?{1z6Q?!LfJrg`qXrbR<$|ny9<GG=CO9k9dTitoh)EY1Y0XYZx8K}_
zoT+aIypeI?2(1C%PQ4~A)#5nm{Y4vJvz1E;flq>$?aWT~oJH+(x_7@R$NBh%MG~sT
zIHY&?H7zE@nJ}KZ=OTTP0>>huy8F#7`$-?<OY_5P77(YKF8u%jbt}-gy?pEOt5Nr9
zTEVOS0jih5+N=27Em~2Jo;d@L43L!9D}=su1zmd#h2dr)WV2Z<)K4;WDpW=C2q{^*
z4mH)f?+uZ&+&bpB`q@i%X(z^Mo<>#su#pk7e&C4z{ZZAWDum;t?aeK8x^T5{(8UN%
z+7Dt{!0Re(v3|tI%d6HHKuLh5G=95r32%UVn_O!1p@=T1-PE-@0MAwttG}?hlt%yo
z?`Q`Q7R6X~b;_X?I!gN5YtkAA`?$f3lSh8TQ@{TTVVRA>BlZN5N*(_d#-KzF4U0z@
z>jXyco7zI&KQR0+F~j|0hN+*HIv8amc=>(fJ<UZSfj(4mZ`X95&o8%xz77HorfzqR
z!{6UOaqTMaR@TaAavpP-ktVIeTA~~hq#r+i>;!2d%3}mB#%$HHx_qWot52mg>yINP
z{o+Hn(b*dTovt-{mw9!_f>PX3k-q$K@>`vl%j-q0X9~hbml$ZZCtKq_k>|*~wvcFz
zOIkd|v1t!KHmO;uP`8d~oP(ug(swi8l|UmZ_k>tmK3|7H@Xynci$zjXsTD!#U~fwc
zDu3{uwlXRDJN}X~Z=4m?;G2l<>`PD#5FKI=zQFswE=A+l;zmwT6t#|8aGtuq%-07L
z9#zv+Cfg!@5^5iFoSLaDI@Iv1<s&9+0VATa0S8)^!h;0<`)rp-vI|V}#GmHJ)1}KQ
znXwj}qa=mvQ?3M9W?^k-l^83%12Bd@s}*9vXv@KBNtDZc&C(+_&TkeBiqpYUJf~-#
z0#zY0#mvpoEJ~vr^)7X;dqHIFIo%kSb-al!rH@W#ZVAVh4(+k=7smt8Qit5V=GWWz
zgMPP#Iq>4xC?C9y$JTYCC2<(03w7Pa_6U-K6le~K+*So$0egHIFtD6ds=SJ}B}&S`
zOz%XWpdf2YjGP9$$39rN%2!xtZV<BS<9v~ZQjt+Gv^GnpALTYQzCOJZqqkBZT>0i<
z{>PqgqGNoh6hEb{2d+v{?CPbh7wYFabd&Al<TcKakO(?CW>)zZb;s|4Sbj^q!zBa*
zO&XEQ)-5H_-MTpk96(+*Y%l%LkO3W^>kFK=6qFflJvS)ZFqS1HtuAe0ql+xGL$j@M
zsgdvJ)Md}Oo?%`TjYhypM>xroXI%YIeh$W~?A7Jw#TDkIc?Pq?EO~qSEh3YKl!c6?
z)uoYECs8H|-_?D`u4aQAvJU<Z$U)!?#J7t~SxHP;4|)~B42vIh#N4GIOsGr=CUPt4
zJb_ysxMdi;Z^JE}{D|fJt-+A6&*}1&(I}NOG4)aD;$a>KU%6ZFvU!W#)7>olVmI$#
z;$-G|_n?g;z=@q}D0AZ&u$~asaHPAuD{b+)`xhn8%)WM6nHDo9c(GY{j=q+f6DeDV
z7JAY@)&;xFi_hA^g_14Z)+*qeFUJdn$O-Dy6<kL@sGqXWxqQhq-)!nGzjNZjS>PC~
zB4nkMws`exv-n=c+*}#l8|ZNsxIAlTC9-wXRr6?3k!txe=&g=$c51harIt18D-^1h
z;XGEa&pi&m7;J7^zWj>%bSA9j^B|zDiLRw-u&J$x*MuBKA^dE_O-3UEsr*M5luAdh
z4bO<UQBL;&_fWMq_>MTarNghNUR0`|9k;Mn_!ggh1s?y=^(gQ<CgDsbb?2jQ+{-ie
zoi5p@^%O0O1uTt?a2C~4IdgZmz!qCZ65gLU%u*{LF}NCpT+k0jZe7~BCbzO#cn7S?
z2+-P6@|^@$;K$0!ZrpnrD1Mh$M|bUQ?a0QlS$(-U6pDtK?_Sjeg+&8-IK%P<24Rgj
zyXy5{V{$F(Uq|qjNoEH}C4h@~=y6m^9%87&TD(cG+>JMAMn38UGuZj+#N|ER@^CZB
zZs$VU!IRgfB)c{0BW>bY{k4i(r|YjNR>`)Y*Gv}eE)`g*$%h#)k%oM~Bp6q^a+Uyl
zrQ8UTAE~3(*FRui_$G*xuV<N4DYIlj(X+adR@F@%xnUxeh(mn;GB$@|u}D!3OL;;r
zbHVVCRrp4u6kmz8b>}8ctK4Tmzvz$dm=V*e0p=cZRln~NK5QqB$v3-BS>MHSZ()3x
zj$KpHuw@<*FZ?6Y5zr@RyA`&{vt`n5_tu6x^cB*?3?@dllmcw;e)KZ&EwwBqTQQ#6
z8E*qd`^63c6kOmMeD+2iCwX*T`u^<r#RzNx<$y`{Tm1GswlsOC$h6}4;yjY$MDdS*
zqCG$fsYMK#fZn!1zN{IIAkdCb@c&7vG<f}BKM~%=C)EO4RKvNeHz<7ME^ivKvGy25
z$1`~!gz`;?ghw!nnfPCdx>Y4{E<-N&3@Zy^wp$1o1(iqldNqQ=_3N$_O_Gzv&d{dE
z#uT1f3j-hy%52sy(~01e{W#BHv)c-9CLlk{Qu)Z_)uqILE-xgNO~Ke|%2s%8o*jNl
z=jf*r1mn+e2=X@T3g|eHmgeZ}f4Y=OMmfM&E8WRY!-h(6>RIL%y=nB$${G_py1%>`
z5$-dUgE^+b(8!m9JBSrFCTRqEw8<6V0ZYX4x|b#f`8=4{&AE6%b^jAHYh2V%!;m*&
zgTo8{mx)mCsMM6JT+4dAvJ70F1*|WX;ycG2yITCZ5*HX1*2<aYzRjLKDh*nZEiRRe
zt71{9(!vX=o`4)ZxmX)pZ8M<fAK>s>I@*Ea7;2h|j%j2)tY`20=h{7SS|%=UDTm4m
zKc76aU)oL6?emHAPCAGnm5Sz35Mfj6V+8TpPW?<YiL-@D>Gn(4wkV|qmqOtea7a8e
z!%=>Y<YeKy`;t|&Qfwt@)oqiJrs8ahd$`Dm@6_vRl9Fdeda{*L7uLC748UtebQ@FJ
zZVDJiXbp*~$v9;_8A+kG8i?QAjUrSA*b$-jWm~UcJ*OW;k*yyZt$kddxXI@KMeJ}c
zL&;gR+j;rl2)u{PH1y9M9h4^r&((GXZ{Z|hMH9}+F#BSht*tAqR!b={N<UoJdRQ)Y
z&ZV?<lP79)mVs8cQ+h+nl-0YCxtDwcI))TZgyP1^OV;tk^z{!yp-b@2JxslIVRLEt
z+!pKP;4u`pjylC`!K~`uEti4p1N<H_u3fG2gU?KKhs(K)*ehpd)ji6P7OVk>@RwQ7
z-*$B1w;qw~-24_iJ;N2}qpG`A3FlVQ{p<cQ)V|t-3cdw?i}AoE_tc;TK8v4;_<b6t
z%x=is#}49}vn>&bIrdjiN$DwldN><Lse!p|D12r%=-fY-v4FWy`~Hbj9v0}9@n=_^
zk4NUl4JNlJKUV#{S9KuIR#Rkf_)8v-ah21_)_)}a&xLc?e-;-5B8~DM-4%u291)6T
zJx|7L0GMe;8pFLnu^+K|urS(Ojr&1nm~|bM@`Z1SWkg&#r|%2*(Cv27l0(L0cYSYF
zHQ4Pck}6yMr{nVrL^#poTfxj`mWOwQg;%nINs4Ha0ri;uZMap%pgkwjN6rtip`!mQ
zM5AFzycbL@ZH*Wf^;$@_h!uaP^`;uWH}fQ_Me@LD_zwKW;;ZgRRw`ji4U1J@6<AW~
z?SE<=Eg{5HMzJR|ydgvVv88^D9b!h0(0^>jhhtX=^10%hChaQs3%d#l%&ZK;7%O6U
zlgRhEKMLc6djVI3zi`~min$LnH~DIs{vm^A_f!{vj;X0QDfV;u_I*`92oHoL4B$&-
zu>-!L4vyw1`l>obYw6b{dh`DYyNgim{`;GQQ!g`1Cx2MLn>{l<bF69~@}B9HY{T-S
zh-5W5#yzqTM5WWnt+y*a+x<{=_tfRjvj2^`caFYyWOYv>R<5e2%;r5buI#%FCBN`h
zr~Eww;}*U`eoZ&jnti^r6kxRD(vBIO<)9r|YK<c)i3e!jsA|5#g$1`;0zyFgtZ?#C
z^-+oQB~vuDDOh<cv1kYU$UJqfT)vD)>T5tIcpYWOg!L@#UmCc0Wv<(ZTQs}!y`d~A
zypo<_zxlHDEyq^(8TcF#MWzPZgNnthaMhx`jSu73D6G|TXNcSP9a_gemJ5$E_{+Fu
zN5c=22S(al=Gkx`<ZcyV@^*<R`OW`*QmLPG+3qetWzYaS;d6*vzB@bY97Fja;$0~U
zr_+}SX|Er%Pce<$?JkSOXV;9f1wYDO^ES-6j%qM#b7HIY<p?^wPZs2asZ79^`$lGn
zaZWzP-!<e*lcM!MQJwigFfJi`XDHa=;6Fdwz>}!ZiU$yqhjSKRL?nmNJ&j=>kh=!u
zr2bke-g^ukH9uftB_8z^+<fR)OxlUiz29z9m_O_;Ry@aylF&g6{l+mFg~C~RHO6iq
zA5K(NS!|?HiquFBR(~5^+6={5o<#k*!mn2ual5y=g<JT8K2m+y<?~owP?4c|@R`q7
zFYTPN**5YX5)c`0Kcl#kL8U4usp>&8iZepKwq1jZK#r|d5r!lE_I=b+0=siXE4Ogs
zwOa89gLelo{Nxu!uQaoZWxOa&ns>5Lea>bN!+tPFfqR^u{_-?`$QNHMT2%3DJ-Zo8
zVKfNGwsJZF7z`PqH!Wsz@#FRI&pQryoZJ?A%`h~9@i@EUQJDRH*p^iBxL%(TeDk)C
zRC?=qEuu#BN~H7AmWH{iU8DtvDlOlyWYFjsSh}Yl-KpNxF&zRa?p6fu&Bbc3Ph+^Z
zt`B0_>hcUKUDYzHlFTAKgZ~GwY(iq?9}d%*kw|{hjxjwx0a@LZg4&T;LpH|Yqp$rG
zXw+|YMm&xmFwv_I8@+NZv46fbF3RdC;%?TAGaAFC@gAMtqU~u$TERq%{D9+vd^HBQ
zE={$!=f?_noFua+g-5}frORNkpbsR(YEJtIVYcq1CjDI1+f@;XuPmlsO9@3KwU?ei
zZ8IJH)@|fA*W*n2^WLvZ>uzS$+PwZDOIW`Lx!pwRzR7GK50)-u(8Qt{8}eE%_v>Df
z>7-`;1%7q@{{VV}x}NV~6MY}~KK;h-CWhrhe)lYsb$-vY+wjr~=PgdHRCOFBVgKR<
z?yyr%ppJ=TTGY;Q>OnVsl<A>n3r_Zl92w=QzM#d$&OfI(w$^;l!znw8L|@xB0`iiW
zWE7fIHY$r`x=6WwhYUlO8GC1c;~=@Wl$4b}*lLSR`$^`T;dT2Snn6xQ?()b0%u;Sm
zAXE_ct}Rkj%8_>ScF_0SMVJ;3_LX@gBrr{8l}yNc#*e0<`~r>XGLUk)w}X4AR>EUi
zm(8AoQ1pr~C{Q!N<5rS&IFS1G|2aCW{SlEl)SgOiWwO+mAfF94m?72Lc<h&4Tspd(
zpq3SUZ81(WeWB=lHO_TUZfF|%mB})~48iJrWLV;S_b$-5nU9|OAC2duX^NKjvz@&r
ziz#nAHsrf?jxISRQ~gw00$p0^Q~B3|ytL-_Sme&Q>Sz|N513nY)iYrN$vt8Lc+`X9
zwu}D1#Vvf5TFCSA>X>!1ShW;>viL37`M2Hg5$uH$leowPS2b!XcIT?*K&0Ljo+{2D
zoCiEm&iJ9bKlg048IJ82cHuO=)`w>>4Ey*ZednSQCE!uWHzigMLn)>Nh4Q|aSJ@-K
zm;HHeJ1`GT%EKl`Ga}UZV|~H<Rkj6GYGd4bfBpG<-Z;e>24kK$(LhfHm3w}+BYd1R
zM;~XDQ?^;e9MBN#HziNy;tpCD77HjnvLU1Roh5uujLeqgspd3}T34dq;^3CstGd-k
zCAh;}Fx(k+9JPHUO_7XlZ|j0its~hf8%DBK2Dt4rhFP@W7;;}TVkzc^a}|M`SFOV9
z=6&72I36oa)7Wf#GG^nrk~u#IheWY_m?7^RJtfP{uZ`$d2ea&;;FDc`7wpaGBfaiJ
za2d@ghsaw3O*!GOeAQC2s>+*cP8O+M%e?gwqqZ;o`g?)@iLKLTlodL9fINm2g+Bl0
z0i^fIh`w=eWWb7Chu_e_w3?7^CD$I{{_!>3BMcp@x6J+7T?W#$usk*qw<ElDif?B^
z#d4w~Yj)u9@lj2Cc=S_d3ZHSwF0^aULKalM+}uszw3zhVbeY~8u5|}E-&#w5G0C;W
z!?F6=9_Q@HA%0~<|8Jn3<MWAisAt(%oK6rZQR9wBZ;#hx<5;Es(#DBi_M9gNM70j9
z)=BKRtM-MY0rIrVD>h8WP|x${sFBdGNIGO9TmE2KAIvakAnLIF-!S_R1MtMikdHta
z)Q1%f6IHUxv*do*MVr_T&gaX@g?&Ww63YDsyIi>!^M==O9ph{>F2puev!>Og3N#Xe
z@1459QqXVf4ZORCqp#cR@kZTw=z``3>OM;C50KJovoYnBlvj(4<Dhc1d!2GEd#o7$
z#uXQO(lwS>Hg4tBdV3*mxTf;M!@PK**npI!4bf(N2^>%$E;M8wz1qik1X9>~-K(C7
zZgSkZkWVnk8R?LRYBuGfwN3a^?5xs>7~9D`e6s*Ld$VTXZv0N(axb<DYAIxrE`|t=
zj5}W%sN6L@K&nt8sd*74`tUo7AIqzQ*Hj@S-VNCfUcxF&@sB0><AuGk4Dpp-(>MPo
zvMMR-q5PJSR?}@{xLr0fA?!)M)@ky-aZUbCG4o#1rR(oxaBj0L^R@c&C{#zPD%b2%
ztZICh%fR<qyypQfpSRMfX$De1fMh!Jv4Tp9dR8IVj-eWckQ=PA!LtjWUmVvgrMg6?
zy6u;su=U}KS7I~zli5`mWEA?#Jb?JRu@{J~`OaIcik!3yhuu#vN2;E~k@#xivR$)R
zG3nS4o6rmUjRtgnpQT<nKk@W5T!FZ|2U*##;i~~Nsv$Qxq2tGATG=B!EzIfr=~U%*
z;jfGpGj<pn0A?DbZw|cj5M%B&=T@vzZb3)?4zKf7(mnX-H0SrbExJ17X_CPjj@~dF
z$~p><0oq3t*MKY5>lx^xH-F{45>f`2zAIcnMwvusMIp=>ZfwLI7c^Mf*p4BabCE9n
zOd2!FFF*F7TyKm~I>{brWrrEF5*7=ts!<$BY|T$G4^!C5S;4a~;1--n!ZYl<ERA@+
z7K?@%LTyKnl<9vi1A+1=<TD6;;b3L8oiVN>=D<o>EkfME-$VHorGAaVAFN?#ZcKG>
zcZ^Eo7g(sxZDyab7{?Vce?qsNMER8?U7TCcC2qjV-<f$n4Y*O%MYF)ATc4?3T#B(I
z1z&@2?a`_s2E&3@ViXmEvV~S^L+A$cm{;$M1?V=Nqkzu=Q&v=i6?1;kc}}MsBWa4q
z4CM57?2>~by`xKag27BYlFLer-Dlg&zHKE}T=m*pGRm$WcYu#zl-ECv<O`zn$XBQJ
zbn@<hJ0t1!3;eM&2JTX`?1YH8Ga1g1s9TeoFm9taNaFrm?rt(3mAifoNE0+py;jCN
zcR#M0RMG80D1alme~t}Y!sk#fEOI}=je|ZQN~P>6&TXsacAix2MgHu6CI=AG&3_JE
z+9N#fIhR$A>V5MG;yX&w_|>VW<k{Cs>t9C0^@|!m92G4*?RfX<WrGyL%>SDEKSy*4
zQhI3RzxV9tzipyScdf)iycn{Um8Z_d--dU93{-^+Td2wI3zUUunSW^1{ZC*;h<AP{
zM8HI4E~7v+>uP4JZb&Xw0T6M>=|9+JJGs@?j!a7GlAu)Xl-8?}2|ZE&;;+qbsJpHF
z{gSpQbFQ?1u5aL70BkrG?gs&z_zseF3(ut2r+U}CcsVR8B?1h`+Mkwe1tj^vfsRl6
zg>@-6`21FBc5fOBaZ8C__1dKo0H(YT%kDEJb^JkQQ_qpTsT6f<Q7_&2Gf6O_okK>n
zYNS{oG%ptXGXDo9F>q(wB-^KxT(}I{8`bBXUq{5zwws}4?V2e!8RU*wanPnQQ@f=A
zcxiFeKWo5@LqNcKUR^VyV&*exo|~4#WEJ7boV+4w*9~|`TqQ5~Ov8ItmVN>i)}i=s
zT_s*B5O+bKe^24|=T2F9U`0$m&8gvKkdvW~@%8%o?!X~-rx~h16C?@XzCMjkESh?>
zB8MsJ9&yZ>oL}{$qEZM1U{}`82}<H$@i?pGhngcvEx}ei{0mR4^(IYy&0ncsm#MO-
z;aeA1eN#P+HOq;0-9yWk=hjqbBeQtZ!2w53#a0*kt)o+Z?F)e#9<mX+%T*24ch#AJ
z-|q^SC@y{`eFh97@d-o9eAZI>UoUk58hMvy`9SNhOs3wjwe{DpNnw6Bli!lL)X3)$
z6yux<ot~yw@BcY5yEuxJ>f$VG=>d}piR{$**Eh&r8QndCT&%R)3B4e>>9~%-d2!!!
z&xy=?7rs}E`gYSZ^U{rSKvb(2^Oxv&fs9u)*N*)-RxSJRcdJrFhUm{TF{TNs?#}Yh
z85MZ%T*YUvKSQt|mBS;n=AD|wKwS0CgO$daE$%YU#)~AjD6pA$YU*|nS}$Mj#jTNL
ziLu>9dlYAu_*S;0`*2xip{2JH@{WSEnQ}8RywD>UgSwkQudZ3pty_5EQifHW29K9t
ztN>SXtZn|+s1gv#B{2~Ek{E+jJPW_YW)CD09#BWkZ~w{rZVx`lIDMeUDrtZ0M9}C+
z-=kOfSoQg{^~Rwl4!(*8*^alh_`XY<E(H4$BG7-zR@bX?%yC-m4rkzzOy$su+p1ab
zvYU0<nbQ!gay01N{rakVFh<2E6SO_I=^&O!yd84qleXGQUWWqXqS3Y=^)i~<)mBxb
z@}A{wKTV*v-<A9X^pmKiSSF3K>4_dlbXP>N*2S&urB;_|@;5gY1e;k3hL@4()FJ@i
zmESpmN(tL84l9{llf{<Jjy!dXjR3enQrtDMU`UyT9tJpja$K~)pa~QO|DISAv&g`}
zyU6g@sU_~X$x}=r8!?3Wm%_*ewm4Vi#m9K1cPLbq_@pI16yQW#x?bUe%E3S9EJM()
z1Oi@`Jf5hm9)mf<h~`w`<c76X?&BEGLBHScueOi6^%FGUj2sz-FwJEqHapEkRyU*V
zLL1|ZdKxFgqiaoU<5SG<KOe;cJ#_!-ne4_yJhAu#`~1aKhAY_eLh#7?eb~m8p7vSF
z$va**X_4o_XTW`#kk`RviD&oZ{$LfSskJd<=Q+JZg74zmbit5Tzys0GIXZLHN{?d_
znE}b;o26qLNm{PXyEHP8B=0<1@M|z4a_;ESu^c_Rh=j2Gf%t_98-`AxfdaqcmyhbR
z^99f$V;K1EUEVK3#)|$qE;|`)`1o3^cWcY<jYSn6nINnC?qx?{G{w<HnfASIZ29J5
z7GJ1;UEMpL@WC~ypTRob!j@)X1kMS!a`7i5Y@DcFC{o)4WLuv6kXx`-lZYXpF;!1!
zNG^ssUnnI(f6EoJEgGrxB;LlB40gzf=UH3(2UMJA(T=Wv!hFfOP|J#wf37tOX{<DI
zxJCpuph@{2wsmQtC2Fennm3=mkoN}#gXJs0q~_~4&SzmZn+vd(^@aru3Be;o?#3pq
zeD~@|b08f;Da$|XA6;5aq52|w79>izfg`^0%4zv3+t;K_H6U2p>N8n$-SlYe)CeTg
zg0%`{Xt?O!2GQ-*a1;>={pB}Nt@IU*5cMG;lA`v)zxR%2NP$4>Zqa~C<m+AJ4ANsP
zy=siXC5P5kXvFR4u?eTQF&W2|^FMr>*(y^D5E?PuZi9)Vkio8H`}2FX((S{KE?{!)
z@VLz<*gxh4Lcjv$N-N@<^S0=>QZ<*Z_SzZ3S9{~qhxY3zJnjT*EVlg9=TXoN^~QN*
z(L_QJNnCaVnhSyj2hH92&gX&h_`-c5j)%#*a|kvkmZskUd4+50Wo08R96L0>-q57%
z9klI6v}Ta2_?LCHPe;hF4TAiN7x17`o*f~NUB>GfX0rJ$)C-9uo`H8RUDL4oLQM);
zI!7Sts}GN}_c!iVIZTE)ySF>WGp07VDm&uR+n<JGiIKYIO3;dNlOEltTx(0$`;7pR
zp>#kph04?h#hOQ#cCTq&L7`x&5OboQaYRTmN4uSSOhm(@7*k>!YgDF)#9-3G9p=1i
zP#2^eImzosBS1bs2SGOkiWa{M{ELYkqx=!?A$P^2g9;{rs4#BTenRfo1$ixfYfR!G
z4-BMtSC+%O4=R_GWn9Ywx;y*r9%SN+y>$Vu-9g|bJ00f2qKIqygsN!vS0vQ}w<B=;
z$^E1*?hT@yAV%<~7F~)Ju8ZCk;}BdGt2U?v02oUdAeXt%@%<sPbfbE!=ZIxASoIQN
ziKSdc0&>MuQsoS*l@9E^ff><0A8wN*m%;$8=)uvJC|DCnK29QEONUuXWN7LsZ{6Y!
zA6>X^op{~%AG&jSSB8ehcwy`2s1j>IEOY$i@0cjQU<tE6B6~_wZ@unj<KhW*`u?<$
zBIG9;ZaHMmCHgB@q;612tHSLJsK8D4Wm=Rl^%R+7F?PC8|L!1#b`b*ejfWpKQzppV
z^3&7z?N`|A9h00ErfWpcWUpx#+=hV23FmHA)MEQD_QyMyop-KS*Io2my-BNfOPO4Q
zk&B(MJb>Ur`gBLvR%H5DZV`>%0P@&b+hu(Kb4H(iP~RXs`l$|)@n^o(>*GY(rdHJ=
z_7Urw{P-5iwupyDeJbTtGyJ<ygqu9wGfHEHG6ork*vUbSwCEwN(VHJfsAilso1L!Q
zd~QJhn+)tCqQBe;Lk``Zzd>{axA$7i`lP{<@urxA_t0QY3}$A<Nd_5DE)-WmmN*(q
z1)6%8De#0+l&RoxleR<iy@inlGwsx1DxZfOyIR(fI}iW&vCCG@p{Axwn;+^~1@8MN
zI}aEWAd|rg^D$ew5)X@u)c0QUW1UAS&|lds7Bc||p6V1PgTI!PL5vHCrt<mWZdt$n
z>CtQehADF^peSTXzq9zTyWq*7XIs)B&_M!^Zn6uCb5FC=Hn0d=Ypk;u8yWSO#onAZ
zE|(l2PZ|TYs$W*wW68Lbnoci_+U~?(IB)38b2Yk&XEq-9RLDe{#WO0vu|ObwyNBmM
zh3}CpexPwCQOROJZ}U0rQuyZ^mGBHANhKv!JB{SGI>H{$4NZE|$RlN;*RRr?yH|tn
z$;H&^yGsaGDit1h!Kd)hhBzH4rFeOsTI@dzGFeKALVW?5Ivr;F+beT;Twq#SntG|F
z2F0b@_vNEGSI~*aQaEF(rcxXdm)@6@a>!<RHrBW|1CDUMdSpKM8XPA2KHyA7z7tBs
zLM8@;>UP9?i_eSr_bk{2r$YVhf1|axFD51-o4%YL<T0SQ;+ed2b9aBObDq+7`(=hg
zY}zYOmKt2?e-bjA<hj)KHRwujp^-R;gb>he4Pc)aq1(#WcA&<W^|>+3g=NKEAu}qn
zl9KL}iP5zd^!>;<Q^FRmL&Ya%)<LF@W8}|kD&0p;-`=_6TnnPkl}CC|=luV|{peV~
zaJX`DakRD?)MYOLlSvU+sH$#m+kzo~f$p%5Na4cLt8TeXBK65cQO~jqoZ2bl<BvEV
zd941HE9|95?RRCs;9<kA$jlQ+(pxQE*7y#0IK$05DK1b>ShbngxRlFLa)(-$eQZ51
zAP+;9e6KN)hg`kvN2F|VTPp;yj-2ZxMn#Gv&tq@wuVJU?R>JEuv^jD7R!LjiT88dT
z9tb<V7x+5&j`i99`l=(@wKeKls6Kxhb!Y?FzW+ITzPu#N_9K{`O2YaPg~#sE-=BYc
zMgB>BM3wks%;eJtWBa;sZUK=lH9bB~Fk{QN@IKAk-ub(CRFQ}T#kvQyq4meu%uK6M
z5m)8Rhv{T(Q4uWl&vw^m4GXUT^AcI>%NKTY!Q<8=@PnO;#MNRmOVW`0iKJj~_NNeU
zZG@(Nvbf6CjT7*c^OR>Xld=nyN+(;t%s(*OULyYQY$P1K=QDr@sZnS+g6?t3I72I>
zT?mrn_2cB^sL6K9p>xh6{H?l_uwb!aZCUM_w{yQm395pu8>MyM0{~$}iFG^qt^atO
zJ;CoXFiVUKtLY7+6DpYw8Eogw&n;FFTv>3IJ4^WaRG6muo_voUEVoT|zV(jm-DQwz
ze)slm7ia}UCOqrRCq+HSLhpHu>!*6<y{x?xnd3KigI(o~slC-Cp>Ff+;>X=m!vg#3
z#l2w@?#%VZzjE|vqLc>4SkU)IfQ(=KaYWwv2-%^zz8t~+0f)tE7gBRv@a46Ak#3sw
z@chM~;9#+3Pgw9R`nC#!^EtqMM5EEF?oM+(Y(`qgq*Dy`!Q&VcVKK1lBcEng?fVPe
zH}>(v$XGW1d#z?{>pywtgJizxeEnM&g>yN@2xPbaG64$=3a+MyvgcEaPTwL)c5%Jm
zHQMBGxXg~z-%BgHOu_k)o*%38{=$--@86h@6QMo>=`c~`UeFX6AH=<fKl^{_gwN?9
z^{mC!Zp1hwED2WUNWadpdfC$F@uiAVwD~Fj)oW%>qklX=<ol1q&%wFhT-}jfPBGrZ
zaqj3S(}R0q;``qdvDwGhZS<w1I4X!!p=D_w@ZcOT6h)1H{_#XzRXtKT*FjfT_ahBE
zf3K+Ts6Su~cdQ4UI+Cy-Kawyr@dUK&)feW$&8g{_V+4oFJo;o^@^a(&bL8LZVToOC
z`~S)H#r?Vc$Cgcb@!T78ggUs*GT0<eVp#nJUGBq}zjqH1JTt>pvMb^m{tUUehs*Nz
zT-<w^?-x|GmU%|4^E>+;?)};=t*OvGp<f+I@$aKlbGN~atIly*A{U9U1Ox5I8=iyo
zx#>mkD0U6*yO0kin>HD~4~9OX?7TQ|-BxVM#CCwR_Ze63{L)JR5>fSLMGU3Y8Xk7f
z)pPR=e4GLSW437W#G9B#(2opsDB0GPKNHeE42UK|annD4C<i=1H8;14U^>y9SFc_b
zb0b{bd;&a-$Oa}-zao=W_Px}H^V=<!n!LKu+b->d70%z?QltdI2YdLOx7wqS&p8&>
zs^~Dx@5AuiqUkj|KKKF~nAqMxP(~WRhOA3pAO1`An}6Z8Gl?-XfY8CLQwVDQwV_sU
zOEO9YYDW1V=`RK?oLx55IS7l4STZcsR<z`Ak%h@H$^`xIC%qVf`!?sY(`Snn@I-rF
zFk00cQw0zvk{{vI)(#KCkVKFu-JK37qVpS|%kcviJ49$^V08emXIqPliMfcZ0@hhD
zq5g#Vi?hrETcecj^1_b~E-R`w!N3OEOMwqA^&iCSufk4o7b)f__WDgS&toYIF;n$3
zhjsR01-5#6)Q!VyKN35>bu9!1SO5<4=!A?}TTCh}%eY79<#FcLJc<=$HmdhISf5D`
znd|@f#F9{uXamaUNDk97@-B67a9ICDO0WItA?jq0@w#_huL?{bEdb;0@o`N(nu)to
zBX_Rll)yK|k^R?ERmITo5v1f5rrE|+{P&vWD>SU^BKHa9*^>iF4Nxvfq?qCa*8I8k
z$`<lgUzkkAyf_5+2R+Fyf}y7(aPBp<wPUDndV@)UQ?G`WJ8l#;&ZC4gn;&YIh2mJ~
zLYPx_lU=r|HGL2C&XMGhze8kkCq!X(D917!J6US`cHNZHqThF9Oo02wsqQaPOQhA}
zi$WQ-&8iypx=$^7=};<PqlW0x;SrbXa}xw<92Fi;=j&JETkiY*{BjCTT3`yRpC8|o
zgX<=fck`XQ)sQ(Hw($y1l$@N!077?#{tE4g&iv5(vQ}7hJ--~8A<k?9yM{wfSz6LZ
zEg(xlO@(15Ah)VeGobuhVQT5ka0_YL{Ey4ElCQ%WuTsvCe=E|~$=qkM_%ehKvXwJ-
zu~W+x3k6cTP|;3}?S$Q3J_N&_g}yHDX*dc+g+O=XoYlb@<{Nbp{sCQ?w3t3+&SAZt
ziSaoQxd`vwyx_Y0aP91!u`VtI2S-2zf}nE!N2!`9KKuh1kAw`7E2n~h$5HK9>{TlC
zsd$u=TbIiU@$h1ud|E-ykSm`rV>byO&TLlS0~jPZ_3|v<UK4%#^*sL7ttHa3rZ+)k
zTEM0IZ~KjCMoC;(%9ICU4b>dioZS?<b*z+f&Mk!MTn8+fpl~dV3YY%?TvoJ~`m8R0
z?1AlO<R+((*|`iaKtN&De|dr%@D~K0rz&zH-1>L4_44ZF(Yms|6TeG@8*^XW!**=h
z_aeL7z~vAvxo_D+KnBp>ch%$m`l{M==wyNfsR0yO+VcpKS6D>9ON0tNn%alT<*pK?
zgcsPH%e~z7&%ZNv@a-i0&Ve|z{5I$Mh}id$mwZ6GnsPvk*Kr2bD+yH={+O7WSjvJl
zr2u|u?o-UbwM43UR7hmo)%HQR{$f!)qk&L~(qK8(4i7R0C|hzehfYC{v2xYk*DgDU
zxTVyM_{<AJ`^>zwDuzkl5T0gT^|relOn2VGYixMZ_gV_w*-_fZA^oc2JPoJkkl3}l
zboI>h$inuvk{79K-|n6Aev?a?*tf1|7|Ryn^U|s`IC6m2)Or29=F*n5HO#r*AN|&<
zrRT+iA7!P~Vb1pk|G?^Otu&km@slCZGBr&9uerC3s<I8+gfVy&P|ybfMFb0_krogE
z5s~gL5$Tka4Qx;!#UezyYttp&Au1gb8_6xTiA@P?I_A9bnR#cu?|eUIeY0lG{Yw{c
z=XITV9Op5z8Fr4=EIf~%yShh4r0RDz6xxIi3vI@|v?RX{n=~9dfoWDy2Z2Qu9sPb-
z!Cg`#rg!`=gnhcqWasd7gE41hluNWi6I!uWTcUHgs@ItsE}gPb9~XLyTu*pwYeSnE
z$%pg3iU&KegSQ0L7HnkX*hdTVl+rvgLAMUi#N9_PyMbmmB(hhw-T4{2b@7#Qg?edm
z!1_6510<F3^+%qjrF*+C>ewsPdyx{Q@ZeRHX2g8nrKK@B_*@517)L3e8PTtXBCr&k
zpj6<VS80VviB9yzzm=?d>eXwqZj#jHAxp_}YLpssirDnJCl1x0y{n4mId@u$=vk#3
zpJHGg`Pd9=qbxu7rst)x@DuazQu#>MQf{f$x43T5E6Rq@?iz-sj$&Gj1A^~XNa`(9
zxeJqAe)P{~1#Ev@bXChD=OECutkdiPL0CvNv+e7^_7}8~KSLe0R5>`ThRb_{t~oO2
za`~EN(>da)!Gvoz<CA)&29y>h<cfb6+0?8x$gAxPVI;Z1jvIKAuuRYJkpCf?;<Cjj
z2N(e|3-okviC8W*FBzN$*t%b8$4O<i_tfY`wKE61)Q5RyEKdJ;%+8{BUEMxd8O^KK
zqBK2tOhQ-&a-O5ZrO{OE%mC*Lgf>^*wq*DB=Jg|nOlyX)u}Qf6nzbAXu%*=t;~hhl
z52N<3_cI>4B$6|~ZqS^6Af5uu(Bb8`A<<J@Z*rN7&o5TCz{@wt1@a;;e#+^%@vw)@
zU9%2VxNT^FNsx$ou}Qu6QChLZ_2#}V8W-CE46|%~Voe4>5F})ES3ff34!;*|Je6g<
zch(M&Er=Gu$wvqfZ`LWVKSxh8wwqQCP~W8WCTfk9-g*%A`u_d-4<QaTYMhWoew+n*
zN3vP#0AeW0OHP=Ac%q1&Sz2>L5qTszHLZ8<NIF0Ub+^kBIiikoqJgQX5{H~v7HD8n
zU7m#uhlTq~Qk5qo0C|uC#1U(!=PB|al%(07!!#&La1FOET~+*soJ{W}W4N19@dIW<
zY7*bW&eahXzMI-T*h^5JwYtD%7xkD)!a)^srnsV7b>V=Z_u>vy&#ZoD1^4LE7Xu*V
z@Bt-OORmoWmado)U~bPZ@Qp-j`^)|A4(;D5c>z~pW>F0lVBN5`83_%4R&X15Cr&Bl
zKEZbxxnkuK6oGh&Y^NiZYR^s9`UUbbmx}?(>t3TwPD%W8ll5O|c8IpvSiL!0F29N4
z#;CpMSfWdl<~OckKuk<zez|4~ju|N~pS%SO17gE^a@@j>X+I)B;Qz}pqhX{b3;8~*
zIwd=0yfmqm1?ap^r(Df2_Ohl4h4KL(Q>-(6$W}p^rsD>0@spU4nkxP6Z4*|$NVlWD
zPQU)Xp$nyOGj#x}_0KY1)8Z2`XkYiTUb1!mbWXS39WneYq^yy`*etSuyP<qqd6UB_
z(J!a7^t))Kg}Xz?GanIe#6}Fs$Y#z9uVd12HZ8vTDY~_v3e<)jO4g~ZmL6Mu6;&JQ
zD54_?F+o0R9l+*01BnlNsGV%}Oqb?GI)tFsNWvnmI`+!JTXA{Sr(8&<wOr#A#Ybpy
z_APNK))>p_%#J>NT)MU|k+HFaF;ae5Kdg65Liei*3XsasE$R-FN)sDuC`=s^C2WLP
zm#qJJwW|H>nMU0n1j?9RQ3^L!=7KnvC0qB)y&v5#F0_QAH^r@X&&+;}3(mPkQpbL{
z10oTVfU;X)kY0*0S(@KYa9|^a<<VllXrP@~KiyoR@lQyb!JaFg){r>9vEAri8PdB&
zHXEm_rXaSHu-BR*gpwoNh!LL>`(wU*NdTDwSh)5LolxoE9x+@PTYqTO>EDO@S5DP`
z=A{3e&U8`-8QU2dvDlBv{rH1yM(*~Wc<lXIpv|d8>(3u62u7F-pO!v#D~CO5ho%$a
zcaFbdD!tVAxtGI6jP15e4yCu*()^vU^3Sjk%Gc++!sza#j52IYIOP3!S$&Z<DxROO
zF(VK?m^FG}m?Km8oi%aEMy*U#_mkPgliBvT?znH5-!RZC<QDkGGna4V-TkF|U>K`N
zE+_Bg@Q+52$nb3CJ1`y3B=1}1->oWrZ@-|H_tS)!Iy^7b*q1|}A%4m}_nWd&7Vfll
z>d*9Boln7gBdtY7zRbC|KM!VI4Cr<gl@`Lk8{hOkhzW^a@b{r7`Stfl5h{|Sb#Hq)
zyi2DZj)ut#(JEB*;>|P0G0fLtYq8kW|Dcm8!cOc(Tf;mTy?kO&cR|d%x9?O+U-uz2
zicH2!Ml&%jH1~+_ZRiQ3jM|n^4?ua=b1jI*;RnP$(xlYa*u}K%a_!}JG$gtBG(XBi
z6Vqz?j@8#nHCt1rUC=_DM(XBA>(+=T0Jf;~SC^1eX_B&SiF>dM5GjwJr{47{Q#SRt
zzhr9H`2D+)ii)d3>2?Li*$|=!9f#d~^=PWtl67I4l(fLpy~ky!t5wH*GAHiL+@1YJ
zKbvFJoj`}7be9cyuS^1E2C-9^6TT$3JVM1j?7x*;oxh}Q!1=9sO%VeR+maB3fE@Mp
z`Otkm^iH^H6M@c})48wb;@4l?ZJjlZ4}zYDk4Dt32XbQgXefrhyAL<sQXWtJsd%xD
z)uuWuAY-eUX(1NsFS(E5gk}*9V=7CjeZ;L}Bm7fz+E$NRZ)ZtaR$N`v=-5MDCiIIe
zzAI4vx$VF9U2}1a2+15$ByIswTj=@)e&Yyg2qlcZ$+#(SY4Y&nhfpsNG=J#3yL1m5
zZ(!SF=X7LaYFyp032ouUmrIMiAGMgwPF%zcD9a99sL6&7G%V8)ha0AIAp(mgYhx|l
z%fsdC9b8loCF}oKEa4ug@a+p`=Fslu1}-kSzEb=0*j0OdiD<BXsl|on;qT9Du4XkJ
z{vl=G!uv>lePsf{Q#I1=#iU$I<I5pllnP_Hx|8B5V=0}ncOIt&zBM5xQ?vZV{xd@g
zPLCBmvC#uL?@K%e4TVNsf)<xLdBz$`Sa$r4289ST01*u)BU$D`*83URaD#2>Z%Yf8
z>>NI_Y5dkKhPQY0p2D|Vdj$^Eocnvl6|OUn{Iiy+yo30<3dMUvb5O1ONqyYw{Ye5B
zr>;tnlNcct%9f0t3j<Mwv-!oNeV;Xn1#W|)m3L+i-`(*Da+CTBLgruF>+Z)i%_eKt
z8sBx!rDqjb`1obhRICu{QR_?xz5O<SAM*OWk6c!P;K$d=8ow>o()QFR1ATc{-&3Z+
zCWT&m`|#@?VdKC3P^c)dpQ3iJxMbwE40}T*YW<st5}~|zI`qz#HvQ&?@U~+!BgSHi
zxgD@+<nX8}N{THPA28)5&n45W2jo(1<*LD>2EjV%bZhUMZ5AFJ+9Nd+`68x06%e$v
zrZqSbb=&(js_KsN!5-QVnWoi8l5p<u&McMHGPM@P#<rX;rBsdSXyyh*om#e=g46xN
zJErf~8ME!uQG}iyYH`-2KXIuyB;SIc&9uNMvQksKdac@M)4Y%}R&KiGhy)qZr=RN5
z&Kjwfz7~=(bPqoyS^*O>ey71u^twC^htxMuS22u%EzEwJ=kQH^>WT4$PhE60v7zbi
zbPL!%pXfZCqF!1&wYry~DG3W*ndo1>PTvu*-rRAUz1P3KWu{bdcO-s<FwI+E81C;J
z=XHg-gBS)NXC>KqzVkfp&^^C=Q{c8`B=A|I%2s^04+t`1o4@69Mtp*^$VkEw;8+Ns
zygQTn7g@fx7L4bM>7Sy5BR8af4k&|B{N)G2UW|Gi5MQyrdzv!mpRY|U4JtjC0n@a*
zV-#gv8VK)Q2}AP4iS=Zs$a{eBK_Y^wwn@#!(WH@=f?2v<`(I%037qMGO)J!XTZMjK
zoRy<R-OITtaJ%FSQ{U+42K9BQtyd8CrYaW2-}8HqNKQ@S+c~L7Zo|MD5|w}yb38KD
z1G_C&U$}6|e_O6E`p+^cyG`lmNsrW}H<jYXpY@w420T;Z){4$}G=*vrViL(QM%O&(
z-(QvSE^x`?Em-g-@lAq`y|2@gLm*#^<|Ub=ZPL6FcNfp5@ILU<b(qXS6@>M%vk~0j
zO~EwT(wCDFZ)sPp?W*1obI)%{G%hu*b~HVXyR-iQy{VhVS5UrAqH^l+HWfNrANW`-
z8<4U(#ARgq4<q;_0GW{b$$7^CfQ<QD@9H_3o4LKXPmI{{dKrN#J5JIQ<$Qw|WmzM)
zhvw}n=DvBLo?>Yc%!umLkvgBlTOF@^%g;IBp+FOwsQ+RbR?l4)(%;jJU=G@{`W5L*
zA6h%VHw+8S-rNeD>+9+#PH+zqIu?mEjE{Xb<eS@m=!-8Fpn~?tvQ8t2x#)^xzD(mv
z7f4#(vSy9QhTESqN|6iTcQ?@~>Rs2uX+c^?!h91tN8_AUlb&kN%qqPmuJ>&v)yCO)
z%Ds=T(yFa0`OGH$&oeiRDG`{n=3TKKFFrG-tZmcqT)l`K%ot)SjzAQghmEL9mv=wW
z`Pn^!Z08!=R)IB~o8>e>{-`*C<&ocd=rPlNnsF1})|@V$r1B;<UTLS%W*v5Z)5_cq
z{XHpT{S=-huAcGuPuWYsBxl|rQH*dt3P)z6qY;?kZ~gb=qOkSsiZ6E-#4*0zPw*G3
zZ7O;<l+{$wODf?-%khAVqX{k0-Y_0fp+NV`_*@)#a5_tdR>T_!u@!qGX7u~pkK17)
zUAfZH6q2LJ_(ql!H*%a#NG*}Y+0h;LNhd3joGxLF6ncGeL5tA@rHaTU@O}_iWKz*E
zGNeQUK+U~&F-NG;1!*O}{w1&H^DBgL+ogEBdL_9=r$#waxV(tL*Z0r?mBBnb@504|
zIZ;Z&U_$Y$Ph4>J%eTI|2SMjgWY{d+EKRn@hgtFbHOwV#l_05?dVRh9R2y9u8}6EU
zH$J}_{qjKqwUTvuj=17gO`K3-ws_)sfCC`hp}#D15MokwG7nfh6_<5cW^_62XR2Cq
zO-(L6y!t9u4mJ99CablZhoAr`{2jQ4yLA)_UZV5^-bYs85+Tz8J)jO%FwA8??`Myl
zQjKDY!JzRg`@|P&LUe8=Lo)R@@{T5M<cTCa#1K+{F_Cw2&ao^nKnhOsJb6oHHjx=d
zg}CYd@s`3qAx`rW7FnAusD%>BsEw}z6*)FyuU`E$c>!RH>bpK^i1k(Wsg~Rcz<BH!
zA0@#cOr;PLV9;8Q1tim-tx^ePm|gs`ET=Z4?`<dmSJ_m<=ygZrr93~lN$NK+C0>1_
z+Bqkr4AV6R2sxsUPzg2(xA8-&pI^=88JhPdD|=&xa@b;zz(GWwv3JdbXsWn%eC=@(
zIb`lMO9L{1r**1#q~3Y{%ewo+G1Z!E<WY7dRf2l=OlJ2z)QEVut&jfQL;Vk1M}rMs
z@%`w36VSDE!Z72TPnni7WsO>2a)a28Lie^6fzrCkhjuP^Biv>-*VHNY>0Oc#1on~e
zf!FvRP}7YhFZQy`s2F8P&GBLz1t9nEHO?5&Lp`eL#Yi}H#GJCiE~O|t1grhsDS}bE
zpZ=X_pYp1fU`o86W1RCiaZlV{JX3$vDD$iX#}A+^Pw}g&ldzZ~d*VXzm9Y@F>#64;
z<97+tC{8@w5F|e5^d#w5gl5-e)t;QL+?_68{HicyPUoQqajw8ddgRMB;*dzXrWfYk
zPXD}U#tCsF%>Kc)s&VeH!|6&WSieBNg=%W)3{8Mkh2XOs!=J?x-0*ftekmw!S5osu
zo|xMLN)W(uaCf-OXks6+-fl`H4EA=f$)M&Yb}G_kCahnrFWrgC#3||JjrzprxzjDG
zS({V#Gy39?eyo{_xl(Rwu4uaG%i3a!EMr!Is_%z(SVH%VreOt<Vz$CZ?h4KPO6U^s
zAj2qg*w-}xbYi5KN$B}J!cQDyq#w>qWuWvtNL0UoGWia9OZT1Xl?6cn4suNSoFXw0
zK`irM?YOA)m?HHG*3HH*)zTDbb}$zt?@Vii+!)!#Hj_09{SD)a3{h!$MVsQmtHTZB
zLs<VG7fnUxDjPisVI8hC^tL{9Vxe(42W>mLVn%Uk;>trQ$8Nq`d<zq{&W-oPQ<9Wj
z|D?risj+-iT9|j3^lT_bFu6Pmu2OcpFIv{L77E_KC||cQ3m0O_JIkh-s>c*FoOXqA
zNvcGaYW@O$Mnb;^^fGdk!xuHJwQ`HOuMK7VmS3Nlz<3HkMV38Ly)f#BbWJDBD^i3B
zLKLN!wDiK%c~sBNVe_Nx7d5nD6<X<%Fb5!?jK}<TcOVS=90~%ej>s_UE9vb5J-8Q^
ztb1QlfJgxzRQ<bb^NEqEO1g&tlR53JY3<SAflD=?Iw>ZQQqEYD`uVPI2{cy*b4)XI
zu{8#VbyFRA9J`I>uz-JWxum9z@dLNqeO~WR2>54y_{G42dXb|{@c!P28zg<&os@Pa
z%rB4n27iGpmc{fiThhy7e-WTF#3d8dyM;E^2K`JDGsA|_Lr7x7Lcxbm2z}02oWtyf
zao3PW?)glhtYgP-=Jl;M=x5sZ9bJu(+eX_Y*`ro(`lC$Wnge0Ba@07tGki(>8jCgG
zR6IA%;*!OSbeMH=xGDHNh(|`KZ8vCL`7d78%veG=sSre`>u3UL@(>qs^ja_$eYJW(
zUL=3z1+Hanu`1c~Si8?SeKks6)X?Mmne9+d<(WkAZa}-GTSMc^Y87x^V+XV(x2ceY
z_1ae0Mel-NNxJ*;_7_<gItk@%g|^;(H>=@$tTmqu(U8@TlFT;N%9ab$?Ydp5m!t<m
zeIerlhH7y(J6F5Rugmxyl#BFX0E~nzQtvTqn$$euqP<+|Ch1QLa-22UP!b|($+GrO
z@wAZFK2YNA5xS6TV6|_I`Q0yjbKR(SNSJ|=Xr(1Z%{ZUiOl639(8rAq@Z!rxW`xpt
zGybW^hnxj~fOo06--Exn^C^H!Fa86@$B@WLIi|ZTFkw8+WqFA6D|_<L-jyTVH0mC5
z%QluSHYM*ALnVeSinz&6AE}Exe5s!wHL4QZH?=-eZggF-xKEQoRIEYDrX)uttL?kX
zq>-e)pslA{dqe)yA|&-jYx=2Aj5Zy2Unr$n7<YU8VX>$@@G5qSU*x#;;cohbp_-0#
zJQng%k|WpuQ{>^k^h4}D_uK-2>9{iJp?o^qPmQ$(T&>x(2=^?MAr9YJU2_qKnL}*y
zw&YuENo(70piJZ)Mg$VQsF1a;s~Kpj%K2XOMpZIS{N|LAPGE<;;+IJmS*Y#J#8GLb
z6ArxdENVv6X*>g3t=u4l{d3keq96Zvp4P$zYq#oi>iuc15FkpB@U8lf3K#-%jg_T#
zIt|IV-SOL|qMbXmLhiX)UB6nRxeuOMhut-*&=#uR`h?oEt1*fy*3_qr4QrJSI#;)a
zM0LE61`3$xXsUh`UV{0T2#*zZ=N|wYQk#FUPAXhBC{~2-^XnEq8X}N%jX%>g_I*W=
zkb7pbko{5u=tZz`lsP`U2ICz@cb}&HRa>EQ?4VjAuYD-dyRqAnh2&dB5gCl?Fj{qf
z{H}s&uX~kFG+B>Ay0`Wn^09n<-Yl_*l}SXch7@f}x$C+`@$YGO2RL9%4no;z#ccNn
z5;=<rmYHD-chQnkOYs*+<<2J7(+^jKL6^&>Befx_WIZ8lUZLRi&*>rbb?Jjmx60z8
zJi6pDI~ziUV6mo{NY&T<0f6tIJ{<Lp-!b1Z_djVgGY~NIo1*!thg1M^4}a4zGN0ZF
z<lm;wxcB_>4AP0r4R-6`Ug4*n++7~!swkGPetZaA#xYm~bZSE*AF*`t9~Lq(%EUgH
zVw!F^5>eP;T)337f5*G9Vjt&TF;Q){?KFjs?YLYhMuJ@2xYf1dToK+>)A5P!&}<@4
zX4m$OKgNeeZ#7ZP>*g%MFU8QKzH3qnxE&8in4WgZ(yNvAr;@qV+)gTHT*7HkYcKY{
z$ngsao6=Cw_@_c3+niLqv%jb3RBLToBMr7-LnpKEy~|w1OYBURSE|hHmrJtPmBu`w
z%%xBP;Mmz2_GCXu^kw(0s|RDaY%1@@@Z(KPq}phMvxOh<e^35<J4Sy38#9N8xIJAE
zVV&$(&XcV~2Larr&k~Kby0N+C82_DqWN?JQCn&fcoa?k_{c+n2cLOy!_<hicMOVF_
z*>ZdErN}e324@AW0CgDqTM{<2eCD*RW)FF=n}d$x6^k}Q@`PO^DMj1vym&h|^{@cz
zOq0@-#kh>Xu>mOnwDJmZ4#TI#{9EYR8Cv&$gP*<l@QPvMO!fO<Zi>?loAuD*%W^rx
zp7(mN%$7j!7x`#Tg;DNk`vEBaY>@vpK*C6q1?w#Dk@EyG0C+<nRHqElYSz?q?mN}e
z)Pz$SIiUJ_XgeIotV_ZeBe>hWwe<GG5b9JEQ6C^<-OK%$bo#}Wko)W&>X=L7O&>$q
zq>+&<a+em10?Y3M|I)QQDYH1@ALaLM*RAFTk9${cz3DD+5^H3}Jh9#l7Q?FLSxcX`
z(I1+V9lXvJrFEj^3K;HRX|&w?sxKL$?+o>A?{_13X=pgeT9R5d;b34}N=9vvT3|)1
z;`eO`k#l##i&jOg7A%7K^i4=R1y)1$mxB=--_^>@o1<ar7_@Dm+n@(mUE2%0uW0D0
zB5tp&;g%aah{pZquNFM8uqiJvFM3`2z8{)j2)(E^_ZZ0mk`3%?G_|;k5y)twSZnGv
z@8$p!0C0>^ltGN!vQg`Aio8oIIXGpvR|1^lr`rJG86J!d`>x=0LQnqTxBN3uP6KJz
zR5M-YfT*vEkimay4ftqH7<*zDTdm36IhxsVI@408^4V!CP4&K{j@WbLzCK9Qg`TN<
zerzssJr)LBDovk|bKPf#>(;R+Wy+VLujF_sN3F_i<Zn|HyMN^0kp=E6My)vFoe6A5
zF&klMqCoG*l6ZY2$T73)Df@a%ei#xB87V%_NnGF4@72(_eT6n5d#sd}WVdUv+#x-n
zLF~#dnT%N<LEt-rtp>OA+T$0_BU_`ooPS?LmbAh=t}{v*bJwS8URb6x4T2E=g}yF5
zm{<G*x^_8nDV4!$VvUo4u{9Y|wRwATBmt(v@mJZ|fq07H*p+$=v|^YMe#Pbm3#F2%
z#hovO)rF(&a~emTS&<KmHp2zKr+9~_g3iuI7ox)?C***$pV5j$OWcjY2**LWL4NN&
zNnpj!3g5UkWMx(<B#(J>=Csv9hb@ly&YGO^@g&`^JaB)$@mn5a#|2!ObqNExkNPey
zzsbu2U;#-;6?mzIDmy;RB31Z|K{DN!F~@Y**cR-H-<9@auZ^dQ`r!#Mw1A*d;aL>^
zROFfraC96v1(F(aw&dF#cd)-hb2dnRi635q%;<NCg}3x%Uj<vu^FOX3<Xv`%yeK!2
z9DRy0*8Z5N988(kx{ZrsUR%2Z>baYPM!ViVZ+0lHt$1bzq#=v=2CbzZUT>QtQ4T-s
zZOX3-c2i%sgVB4vgp<E^k*hGt;%XoGcVj(DoJGWbA)s<-f!~<teesejEu?6q+BU{E
zT>C?)bx8|FSjp48M#0b*Qkr^S?!D;Ela47y3NnlMYgosfSE9io6Gds{KVw5O54>s{
z^z^=IcQ2RxuBfr&?8}@ViOVCgMRtB5L*x$A)CSeaFYA;JvA;IU9>4`9SgpFG1_chr
zJ1NL{s8{K#xjAJAi7!2y=@@QkI^Zco^p5mY)meSZWV3?F;}yWaDP~Y^?*=Akc8X%_
z1_QTCOk`Fs$AOT|dr%3>99tL%P^aQIjZ^HuMUJo_O{HbJj7AMloJ%J@wW2iB^|ntc
zEC>}P;QefmnYrJ?PyoGEtVFU!AuPZa)GR|N9fAUELxQPjyp`<3cFq@`)5uVIK8o=W
zQ^+#7LQ0x(UBmxWPlP=&hZ!7i>a<x2GP-yAe7L+Gw5N*ih}tEigmUapmoDM1D$z8Q
z(UHhqtTiL~byJBOEfYGqulB50Q`djz!|y+~wwwCW&EiT$y}hwl@jd%)8ETxe#VK=&
z7_Dmy-WiQ6FEAcQ)TuedDvCEpF=<p~;R}Te1zitWb6<%$WawHK1%2UmQ0fBW8-0J}
z$Kv_h!P!U(Iyd-o(EU!kvw~Z$JkCzGD2yB&cNcF*RA7<zr#bS|T#=7BeZL@UK)k74
ztE*+>PIOPhUxc{V0^WLv9Z2Xsjn+l5-IX)DjaXznSo!AO$G();{bk`^!jauS>=rL)
z&~UU<#H7ZvY>O4BV~(*8zxR{M9K4n1o<SCdCskzsW~`Q!b^}BuA4~9wjn-yh7sahe
zWz+IRQ&K_{I(cRX%C&y=a`4bd!S~`k4H%%<iyE3LXCfD#2P63RU0<747ilwQJ%VoT
zqp6ZweM;^pJ;*-uVml->Ay%n9O`0l8s9{=BS(W<SY5%ga4Jxv5>*A-}q>Xv;cO&RH
z3>`MO1diwpGzXK%T)u>xH4;=Vet+%p@DVlTrEV=XBKwH=>d}a$9Vq*M4il%e%7qbA
z`m)ggJkFj}s0=4G7ukB3*v1$4W-=t2*xBeeEa+o%zlt4mMB-pyriX^h6)PvEy(Z>!
zB}WFg57)CV-OFSt<IwG0RlU8B1#WHO*Vr`^Kk}%7GK8NfI5OsqRfQA(wEXtrt;-=H
zxh5!kUs7WcGb>Sfhh0;oU?8rNzcxH$R$4CvQlYq4i<n1`(|@Lt9!>SAR!Gi_FO-A)
zVQ%0$RxhqLF%<pNO#@u7PQzTGQ%u|hWo%2AK82gEeDd5!t?nDtEOuuudTjNRo|Hg#
zUq5B8s>ZlnC%&aDnm@@}I$jHjwwFbycdNFAL`KH#Z6Kh)R*H*rsAUcfR8KmK0Q`61
zvK2ZhO?~G*nu;&pYTSGyiOkJIqy6aHxD`BC&fr7xyP_P_XX&#gbFB5`ogS3nZABiR
zE;TNiNRJ^EDO!ZAUmI^<8dl=UW`j5(J9T*hHp3@*dY63>(v*X|Y|)K~yrPK{1lcln
zVo+ppQ^DYX&O#*-qX_p#;`4~NSKDUNNbgi>YdZsm)H5{7C=~#M!`Vr=n^XB~g}OC`
zt@o~`(6_I?z}T%EP2<G8X^E49(JBI&rk8Ax2^L^*bsHA6mqc}E7WyyUHskb({j583
zQL_i^6aCN3R5tCCoLe?WL#`pONWY*5qgxw}MVq(Bp40kzB{JaTX?vqrf`|jz)rA>K
zG}XiMHN&>7Rx(EU{M^l-bd|;Q);uSl=p;90V-g}zixL?YENJ!&xnr7vl>LU<0{LOU
z;8@`ux@o!d@myyH#D(MWfx4|d#tyv#?U}Hib_DZGi1$fV&OiTg6~MU!5bWrsGxkdK
z-dWGE?#ra-w+xE&+4uO?*huF}P7))|vfZ4%YCbf-_>)DEVIj_Uv<<<`0>$GbW$3tG
zS-7Ck&{VU`3Z9em7Hq_X3a9tz_)j~-tyqWof@QhI(G(A<-vq2J#?P~)3+B_?5XO46
z*0-%}sMx@mO^0L~q}7agebu|#@IoNpO!2ghwmvYq^_-)Q1~G7j%Qn9Dx^UsbTu)kH
z7?&Y}ozBqCGa4+k2n^#k&IO>O{uGFiR83M~3(VvRu05%WQ*%i-FOBA1Dm2#q_EMfE
zE;@BS=phC>m;3!Cqnd4dMNO_z9iT#+ii~v|raK#VB}-oSxmOK|9TBVIVr6X>a@HG*
z`42Sc53c>UFcb2~53baSe=eYW@WYtMH11t72J;9XQ{|+a+6L@)O*vVzLr(mr4JMc5
zIZ--3#Z9*i`%}YSmuBTq5;J3j3dJ@;_gRAmF=njayH9?I8-oF{SY#Nt>(Zzp4!x6;
zlr-#-Wb83TBL?H%=SC_^(VJs_@-@GvIB!LL3`-&|1*q?s^3lxQ-m%gyVb{sZGE6Jk
zsLgmo{-inC@Mws~z1_Sp?D7@`EqIlh@+XB3<1dbXrTfi$I92q20DR%0&gCyW-p+}P
zOR}K+CjNPPd^GKGcFfb9kTatXDU=##TaRfL@vtiiOP`_-2+Vjyyec5s&2FQ`Rus77
zeQ@s0LU(Xoy89C|vy2D+^e`koL@UoI2L_GP4dP1d^mB}Bjo7twHDCfG&CGMv)z-3A
z+{<2Gn+A`-k#kr*f5zyXH}4iD_$<SnwwQ0+RBsWGFR70E#GLaC#)>R{tDP?H)X^0l
zGd!{*J>2>4YyS^)vSm2mlNj)p1;<kH#3pmrMn*xOyXBIJawjwLLN62-^OV+<l+9Tc
z7S<>=*T^`~(%F&9`W5Ho%$-$Q+}Kk|_->*X_L#$8_yL7Z)w9nu=j?jZf9Oi8n)arv
zYCUoRM0z;Gc~0dv>UUha7qg#rm7_+Z_weCv1C>-6guJ`!<}}CDB#PemMAEsmQQSje
z3p<{*Qz%3&6t<Ap(0avZJ69RkZwOBiAERCxrHj1>Qw=-hIagA!Ms1~M^K@Hiz``BR
z#qLQd=^E*LK7C>VTB|xCULdJ%Er~4GdT=~DjWc(9(5Wb{X1AnfpXa91LG~@9YX(!h
zH3g^0-|TpEU%RDOSK&&??gw=HIgigPt%{EPUCft8EnJ5LKV6Bl5c#`vpR&<h$N5o6
zX*pMmcVz_CuskI%EwurMVAC`FPVCmGM_va5>5KWb9&(~9;&Dkf;}afbpwu_Ity2u+
zqMmH9wNr&Lj_A#cX;e)_jK2)bh{rx_={7KV=V<=4cFE#RLkQ*3WYUOJYY$>!YHgLy
z)|BVQqGrMn&yLTW(N_c7>Bsn*+rK*;7Xs|{tcm0<n!%;)>wgb2Z|20wo$}Xu!>)fN
zmt!M~Prp9bmXt6)N+p=a(Bk?}%NTFr)@|<XZibeVs$yKA=tAO4L34p!U~a-_B~pn+
zrj+L4TG42A96G6~G<}9e#Hwd&kzIYXT#4-C;*-AV)|CaPv>35KXQl}eV}}F^m;H*E
zgK2}GwKCzvrSjgLy?Be-#GjQ1OT0GP=(FcJFaP)9ydUY<dAr4|?3|odNIQKTQ~!n2
z#|f*quze!VtMNCFu*MGSjuY#rGR8$%&0;xv!g>0qRKo6sV$Ki*)Dy8OJ*2G#2BaI6
z#)XDg*7tY4bH5Cc1~!Xxw>m5AKfUs56jz03`MG_@`}U^Io}kOP^g%SOg^>C;-u==f
z4qo-lx`VDi_T_(G=xS&5^fOJvjx5@R%S&eX(RjJMzZYPq`mkGz^roHaa<iCIj8L|2
z(O>1Bm>!qwt3ouCT&$}+>BGYYq$i?x2*J<_3%`Cx$e*3A&dEUX)v*9_)l_zkfvqE7
z?mcffdgL2lU^Dyb@r$b+?9UX;&n``kav6l#kY3sA`8sR^h`cAS48QhNb7<$A|Fxlc
zpq2w9HW&vo>DY8ZvsJGkuMEr8sZ@wU3p!TF^d`+;Lp$3ae?al(os-3!oIJb8OgK!h
zuYMpS6F*%*8_&vKd(%p{)6I+Jx>`8z7m@n2Y2L1{!ybfQ&KP|@`_BDR`Haoyh943a
zqYm`S18z+nf5j%m(nf#Oz8Zy<%GtyBO`YWWA%4&N=|&@0JoHSuQhKxrB|%$s{IVqj
z;;f~m8W~!V2l}dEPZ#zO`oVv;+x}9CpVjc+PCVEUwYE~OKDru9+v+;dc$+I-ov=kE
z;<NOV;u)1QwR<F2O1ORXu^z5jw7BT?g0=%L(r`5g)t7aaM~HLf7OSE#@fKD~Z54WN
zo7{!9xI)fT%XrOWhY+adjxS*m5cj9j+>I0B+O9Gs=JmXZUg8QBktC;Zo8iWdVqQ!7
z^>JFZ3Uj|Dd&lJ}*l+B#*qcYMHL-&Dcoyo79WtU!djE(IXQ)X1@RFZF_a53hXVIX>
z`J_mHheQvUR)Q;WF6n?|GQ1R|MxN(3Cm8Fj3K^Yp_L`8S3e}61sNBqgZeS?iZ3B0+
zJ)`(31Dn&IxZkk~?X*9|Z$^vu5mAQ7wT=sdDWqOd6FK>TwkuhNN;B7BKrW~V#3%~6
zumI;rCih+-XVfo@!)jc7Y#6vor0>MlRt&nn%aKh;;|H6Z@xbLD5DQ9Hcr}|5^SOd;
zRbY>E$DFgtE~l^KJ2q=TaLT+^*j}R%!4NGHGLiD)$y>wP+cyU>E@xopad0RE-dTB5
zyuaK)<%vHh0Lm>ih~EJDE-mmI@)^P{VS=W(-qd{TbPV^8TkrsOOFljNniQ6>Lr`v(
z@~+iTcZo}B**0E0UBS0QMgNf)L$oeYEH?@8bhD&j>OT+Hlt>t_=@$RN#T-~Sb0H4B
zZRNT!s0p+)RhY`ok6N<?Ax=f*JHP+Q)XvLA6n)M`CEC7AKaY73*p4m8Y<PD`%K>JP
zKd6mMenUPbTpe(LkZS$|q@|o#FD<Tk3whQK2BdaEQd8%R0UnK9T*DOG^EKTm1rU!g
z^7<|94fFK}Ykg`nwQ>-m&MZhOYJ=_MB2=#ycGHCy*JR6yR2hqRqNQLHt3I=j3MIBF
zEZg9b!M_VHz98fF{tHAaTUh!6Fo0xbWwAE8ox?h#|J8)h9emlV@gYxfv(kO{ng3|A
zk(SZ1<gHDTRb;mHzjUAfyjA}Fk^1E#`Bt?L7@iPl^&^Kw9RjR4JT4#V3?KgUjN=~{
z2md*F8{*hMzi^xZid=t=qm+;a|2dBML5<|_@byJtVTZ^6jng8C<mcv~3fj`qq1773
zsmVBn$Lr;R(m_owIr+bgrT>rj@GqGOqMJ03L<nv1>@n?ay?X5$4LyD4iZy7hVvio&
z`$HJ|ud&L1aEb0!-hc2Q6K3*bRz@kqLHi`s{eeWw5?Q5H4^)FmN&i>h?q43#e?M*O
zR3f4ahaCTV@9zl)>9xRd#u33!A0GcdJ|Wjore@X}5In8EzB!wzo)*AB=~rCm-re23
zM(j5x)a)#(7n--9J9{><sp%o8R%s!eLp3!uOGYNpXVT8bg@S@sy3<q(ITe*Qs7SaX
zibf5ufi@L?+igC=x;NcqkJDzj>~mfgb$)I+p1#vUPPG+eAG{5}`MRymsP5r~YCqq#
zVADuXfIG<q=Fv6?JrM|*q%lkoFvrxgZ@u55Bw5n`{P>l9&6aszuAzQnVj|G<RP&6g
z5voqpl+%yvcR_iGb_Bh%04E6}dS}DFL`{B_2?+_gAH6wNJ+b+Fq7NfaCk>P7<Awee
z-LPb5DsJ81+abaXZDoWT1M&~K2?>`8&sIH-;~*}a?FFSQVkK@*3Dg)gTwIEXr8)4`
z>4ofL+?GZad(JhCjrW`npM8DNzN<Gwy_0RaHf*VCXR)&4V1Fmabyc!2Q<FXRuJ_>f
zN>EHpHYoV0iSKVF(`-I>|MvYmn}C2OOm<fVg(=MvSUI2xJ5r&$4P;UmP@m}GxNBZB
z=?!{9SRBu)+4yw44@~koDtOC!U(26CxVz%4NDsC0okVPo{!WVh^A0anrrVAQ#50Lz
ztzmJUk?qk!1Srh5G&lctr8(9Dzm;<_Eol;upZlbI_cM07Jv!~K_x7`Lx94^%lg;#E
zsG>efeEoBepXQ8g5z*SKo=!t{rL#TC;zU=0V*y)+=S5u7`y%VSxa~nJSI~ag(wm8|
z-Va8yH=|zp42#}f|7nT>X~7&n$76q;QhD&;b<M%PCm{x5lP!@gm9!#b%J;VWYwu=x
zfqWfyL+DwpVcXujSua!2N$Eiaonc_eo@xzezjCFXJOmME5%XM6@#uJRG`Vi-*(@g9
zp!3e^2b;knt6W$i<zE^a+8tQw`ux5JGA$uO)&|i+4qO`O<zJH8JL?NM>*YkOzPDDb
zM2Y2(tJ)~kw(eA3?S4fc*VCs@bLZ!6<9korBT6HEw0QTXDnaYsH}VtLz+IILJ^~%O
zqUTJq3JNapi7G&ZYbFYkBHf*EPJR3*RH7xHMMn`ja1NV8a1x0%xWUaEKP_P0o1c3C
zTsA$+_^kj?N7A&xfog{(9k-mKVsVW_q|HH^_+GQRJz5;S8jaJLf>)HFxH~!e6huI=
z`;eWNmpI@SS&a*xyk+O$XrrN~o)CFDetcnS%8e)f0MTh7mbMqY--_jF?2H$WFIiTt
z+yy>#F09>3c+Wfc;x{0h&aGUk84`g_fyxD@+u+Qp`*|wkCqHZptulYvRpnm@iHw{j
z%q5Ue`|{Zp+K-6jz7GU7LEVL}BxwqQJQO%_S8vV5Goog$5ZoK?bUi<)TqqgJUPpm|
zk+)%}Z=nek_6CJ)u-Q#}wcCAp*?Zizy9NCO+NQhvo2JT@u(oIiEsp+mnw~#@J<qTb
zYvFq8`gEl`!<}dO#Ro`Y{JB=@V6#zNt~~7d^y8)36O;@OAN2;Ba^e}&z<^-O#dnvb
zGJ113OaoLe*ZnJlVsrBPuHOYYhkstZ+NxkXLg4n<dJmxuMhNHC)5Az&J3Bjz&9~)q
zAc}1aH(-7{o6m*qUU}v|{L~K&j$_-fJzWx17cfS2=i<n}mci!A@i<Gt8^0%pTFb}2
zr>`Mj^1(+~QGGxJR*J<BS<L*W9VyM}-=!)>>k&>+F;42mUYTq=N-`Bqwms?dn~yrY
zLELNiHz=CeMGJ5%><`~s&LtB12_Qq3Ml;VN%d<W|AVt0T7KqoKs324ONA2Mvd^m(O
z>SdVYTLil2Ho4Y(;-Oo?VlW-QJyx_oYN@?Q5&h!A<_SKBVzK~O3!_m|XGi<;O{8q%
ztXH@8LAFPC^)0Q!t|=q0MuwU+2s&R=oRG%5f4SAaZ}5B$BA*{zcg@l63KjuSJfRbw
z&WbD*IuK>>9gqB~0O=gDP5d2Fr9JXp!NC3$J^#!LPu_&dJzyc026IJnPvh}T+0l=_
zfQ_+N3_iW&qkCS|EjyHT)4^xwVmPj|YWWMrs}jW<YZh@H-}QbO-Y5??3ErRyJ@X5c
z8w-vOfNUeX;>3xSPh3CrdxhGjxBQsUmdu*`1D)*+LaWPsJUl<-YM#94yU`;^m08_-
zeBi_G<@(4KJ|VhNrqMzN++9L(*?k@JwHI59Zoo$*B*w~e9s6aAXYBD>kEr$0Hgu&4
zpE(79@S|^<?^)REC_4OrTOIB1BeQhIw|%w`Q@Ei>eGWp-8shW5&!#fQ+MJj7Hfj(0
zKy5MGS3rt>&+h`>5~aR0T;9{dV2cXaCFc2PK79CQe=SYigK@3Sv#mXi$8M0nJx)v?
zF%(4Up|yO$BQ|{VzjG@Wy9bMHtZ11)r9LRMc;NW-NsXO=3t@W`f#Q1AGEle5A)~&b
zqZ_SAwFw(ie`<N(;ysV)_fsGQLo;Z>D-><C{F<z&z7)J>c0b$^t>*`_0Qw?2l_F4)
zAbf6QEX2lpE((jt&;WY&%;ggMkxcmWh{&j%U&{Li$;<vACe>k0LH$H0|IzclmnrT`
zqgq`jMwk4T*Lsxo`;iF*_?4Zrt5fZ}BfQUF?v{U42>c39F*tZIEq*XS{<XfcI?F#M
zh9S!v4T=^z)l_W_msSUydK86NMMa17{2U_v?8?i_wU+%&oNMg-xC|@OfiDZ9Hjy+l
z12x{2L=RI`kdfy?F;>OoS*P!jW7$`JrgHv8#fVsJeS-Mj+NWZ>{hA9F9pZpF@xKsz
z`|;P4geyT8X8G)gZyRejbN}vVJV}C|ExjP(@WL@re7}s*drcMOmps~*nfT%{v+Xvh
z_fd)Usnb`hra^sI3#2td9m&k5Q%ls-lte)GiN?}*<G!@C2ll;OO^C5Ms;R#8{DUP=
zQMdVglnRgy=As>HJ|9g<b&vKqzm3&*(3P53<nD$n0N1a1nuXG@A<Cx|93!@>8T2oU
zUq6Z-!=#?5@|bbU6@ECj*U7+VJ?Z8Ao%aJHOWU1vL8|O_oG_nIRV0C48jMjwj3|1y
zjOPBW)$5TLu|B&KOfb{s-J?{Y^WZi^S^J(~=ZDMr`kUq3+B3;i;<t|XUH{bVlkW)X
z^*RJ&uivC%dAt9RaYS&V%*$?7HLjg%XTnB^D;rB9rqW2!@kos+KGz8JAZaviiQWHo
z5zp5!91-Q$L(0T9$=BS{W)XBjc%@5<YAYq+`EF^O!WNHN%Q;Tng0J-6kB(x@xpb)c
z1=<9?*u{U0KR<Tj-RXBxeknKJC_XyJa_39qod`Zz-l1X}ixK0fAKEPR&s7r`TA8js
z2{w!1S_6gq0AdKke)Ad&4-n1g2${zjRxuT2jP^GqqH4Ltb;u7Q3A{e`JkR`^?d>Bj
zzqqjPY5uqP>a7kIwv)$~c$`=1@r4Hl&Z~(oQzx9+v~vw6_jgxzYb}<!_>7BZ70tq4
zC?xbY`LK}VtgzXUL}AmKi_s_ge*gacYCW2<|3S2%otK7Go%r5Lcx_Rt6Hkvy<S=b2
z^~raQDyW1QUZHHzrYXfM(%*KxJkZhVyZcK&`GLO|IHSjS6sL7_r<~2;wOWo^AqKD3
z;meU9I$lTKq#RwSHpQn4)>27}DKv4nQYC!ZQ5c$}3cq%-+F`15!5URc$Lur5a94k~
zajd~F=WE1`v&kO$BsgBN;kG+~7&JzEV9`BV-@6i}s*Qx|j3bB14q(_u_LA+5NCSU*
z0hp{*3&j`~KZOF)PtV;zvj)2xYW`3KNZff@G|RNyMz&^8JCu!rJ5Lqz>HbipVp=8b
zI+bzaXzc7~(_oIsS_{(1`DrlW$pT*XKl4qHpu2PKd^&og5~rJYgTlK$<5XL|#wUgE
zkDPpPJXELK)`U|nG|>`AYD^eaE}EzBUUaBZwZwH}<iU#Vwdyf}xS#SIT@yrQ&#)|K
zdK&tRBH?T8hw;q!ibw38{7%7L^{9O)y7PJ~uQM?!&T(VJJ)X+u<R;Z>`QzZNs1wdN
z1|0TX&fOMz-91sz9>F7ps9jkMUFYF}+9aNpkIW2=ph#{>c-8u#4K_x0tD#U4`ztA8
z>%pp@L-JZAx3hViwsX5;5_8YR`X?uc^G#mT7`%D&rVE1ZoVH?#1U}v9_NDh*k1bHI
zqAoH~&-1J<M@8%MZA3>h9v^i_0?i?Z+CFd^>9m}BI%M)~T`1}{!DO1n+JpVV*QsB2
zKw3ofqvlX)8;)z0q}~h1i~DBev*${1$N#E-sio3*hs7I$z+RXF!_?2e93jYq3st-b
z!FOvEoyU(PX)NxRGwv}S{}LkAC>+(N+v^~USd5pO2d!1tfLSsNRFltg{fSf5>ynib
zo^-1TA~+;q)?O{mRl~?(D}=Ez$CirTdr0hkrB>E4(>8eeismwB3rr8ld7_Yi_Pq4l
zQ&t>o?2h%kc!jmx7tWefCmz0kTwwqAd1BmXwI>1blCPt3jcZ5A-$lh$nV*cE<y-;$
zfSmtDq4mf9BnM^%$D^NI#}|G*B_!a}-{zHsPi;Cr(smcMx*1S@cHu{|U!VRoyq|o0
zp5T$!Cz!l~d|yySCMfN9b%U$eEMRL|1$Q@sdbW&@cF?18gV`zO%x`&cWNlK%`M#VO
zwFnN5G+9OT^d785Op4u*#hM0+eIHIjKU>-aEzzOvU7=WU1&LlSA3<mmpW&@FUPf0&
zbVery2sIz97(%AU?@u@MZBpSD6~(F5<#rBfp4FS63Eei<QtR|52L&!%gz5jqG5|t&
zK0N+w(c+gjB(WA-(2sd1W<UP*ZQKNOzb^Z%HBgD`5Gx@)^ERY`KaD}iD$tL^B9Z%i
zjq=^C`!#~--Dm8}TZrH6*M#~<oiu`O0=^eD<R`EuY`*+M204|m%>f9^@_Vk^y3Taf
z-y}jwOkw~bD*!%Z7LmUMEnR$Dq%-y|^{w`f4lL+>dZ`J)PeZ&9%PPOZ?JE}qZ6Z*r
zQg}sO4ULf3R7~iOjR;}q)a{L>Jdhn@xq9^;%w_0-Y%Sx{P31V(><g3*=(r1vwGf6w
zZ>&v(o0nG&QWh+zN0MLi0ber%!;n5>55Sb3i@MlX)fgGTB%bTXh<XTetuU;p42grm
zBOd&ni|{h!?mc{4g`j3tzCbdQm6cbc2W>WWIk|T<Cj}tFHe)uc0P$Ik&yT-7?)3Tn
zjgHu>uFQJ<`d4z>@87>${~rH_f`K6dh$qs?mw>#=BDNG_Te02c21xop{zb`<o}*u?
z*9f&1ZFa5f{G(CdL2)?SWFId!1bUco1&`5W7*X_UwCDKaO7|uEJy9shm=XUGSn`0>
zta;YOdj98U=4VrIi;h?Rlsan7Ubm!SFtc#8BJ5Xs%0YLN1P?i?9jQ7Ur(O!gNlM^u
zU!nK6EJj><6bB)8q1okVA>`HClWO+o89T%lx-IC5L9W`;)YOIBUl;0pnmTQTmRN-h
zJ|FcK&kb28$66c&9mRMl0m%^<0ECE=Me$n&7cW7XueJ?A==jPb1H0f;+d!WQo4@)3
z#uimv2(U*v(oPrm8x^7+@54vX=+8A2o5EMO)sWM$=~O@1Si<>W%OUUR%0m;g?wQ?a
zvW_r{3r|8UOs9ajcsyBZ)My%HuRU>Mo?Nruu=*Tl59@Jt4&Olbu!4}=1D`JsT%x|1
zWGPHX(zh@F)?#2B^NNBF_4n;qq<=?$>ya<bZGnbgoln+dK_<%@daIexTyl{;2!N3*
zdP`4Jk-R1^e7go7pv>jZYV2<d+JZ)djgBY!YU-+4viP&*1mYlkuB#i<;Ww{ek15WB
z$zRfO)R!*hWM^l;&pp^0?P+Rjt4i5`O$gJ_wh&zL?qJXrsqDC9ChxV6G|RT5RpkQ4
z(^I!1C*D(^(^&C7AvYn0Jd?-f>%ZW)Yt8Xf{A8a%{5lyFs$)t^(^V_o><G|2t(IQw
zjPK#Qd$;Bv8(5%!m;-S7(M#^bChb2iT)e11S(Ru3iB33i8$L>W@e*hvNAXz%^x5=Y
z*Q;PKF)_i~C@FQARU>8GDr6)E{COOi%ME5`UCH)sA|ZZb6Rhb^`kH;n+GL==xfT*F
zd`~fTdu`3d|2)q<NT{l_QBxZV0%VEsw<;yK4vTdyu@D>2z$N>c4mM?wK5xH)vwz=E
z?~_Cv)PrG}B=sBn>=pPZmD-PFb8J9ix&ZwEs$n_4^VJ)pS%@s#{e74pO2Tpp85;`(
z<Tcn;vk<(h!gC|S(J;PD8|#Is-5FUbvK`?4_U)VDdMDybKV0DJt@ZKAF|5>@XbkKJ
z>CrThO$~3Vg?CDVX&iGZH^6M}!@rT^m;3*T+Tfpa{qL10|6i>d|F7JIO2U@UfYqWu
UN1TQX@~pDbO80Z`J$muq0Qe*Yo&W#<

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/swift_classification.json b/modelling/data/abingdon-all/seasonal/swift_classification.json
new file mode 100644
index 0000000..151332c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swift_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Swift",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "summer_peak",
+      "broad_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 5.11,
+    "season_end_month": 9.305,
+    "forcing_peak_month": 6.06,
+    "season_width_months": 4.195,
+    "season_midpoint_month": 7.2075,
+    "season_start_label": "May",
+    "season_end_label": "September",
+    "forcing_peak_label": "June"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.546,
+    "DECAY": 1.848,
+    "OOS_DECAY": 4.081,
+    "POST_PEAK_DECAY": 3.803,
+    "POST_PEAK_SHARPNESS": 4.355,
+    "SEASON_START": 5.11,
+    "SEASON_END": 9.305,
+    "SHARPNESS": 7.507,
+    "FORCING_PEAK": 6.06
+  },
+  "fit": {
+    "score": 0.029
+  },
+  "warnings": [],
+  "summary": "Swift is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to September, with a summer peak around June. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/swift_consensus.json b/modelling/data/abingdon-all/seasonal/swift_consensus.json
new file mode 100644
index 0000000..9476190
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swift_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.546",
+  "DECAY": "1.848",
+  "OOS_DECAY": "4.081",
+  "POST_PEAK_DECAY": "3.803",
+  "POST_PEAK_SHARPNESS": "4.355",
+  "SEASON_START": "5.11",
+  "SEASON_END": "9.305",
+  "SHARPNESS": "7.507",
+  "FORCING_PEAK": "6.06",
+  "SCORE": "0.029",
+  "SPECIES": "Swift"
+}
diff --git a/modelling/data/abingdon-all/seasonal/swift_observed.csv b/modelling/data/abingdon-all/seasonal/swift_observed.csv
new file mode 100644
index 0000000..bd880b3
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swift_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,2
+5,34
+6,54
+7,40
+8,7
+9,4
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/swift_parameters.csv b/modelling/data/abingdon-all/seasonal/swift_parameters.csv
new file mode 100644
index 0000000..28259fa
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swift_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 11:02:12,swift_observed.csv,4.103,2.861,4.684,4.809,6.095,4.03,9.73,12.38,6.39,0.04237586277281404634721708988,
+2026-05-21 11:02:13,swift_observed.csv,4.518,1.952,6.977,4.817,9.065,5.24,8.34,1.519,5.55,0.05556851635141830053994685927,
+2026-05-21 11:02:13,swift_observed.csv,2.531,2.477,6.295,0.677,2.611,4.94,8.48,13.265,5.0,0.02464521538961103562796098437,
+2026-05-21 11:02:13,swift_observed.csv,1.503,1.731,6.194,5.757,4.732,4.85,8.28,7.348,6.74,0.02393349158195930200339981066,
+2026-05-21 11:02:14,swift_observed.csv,3.109,1.699,6.676,3.332,5.062,4.21,8.96,3.972,6.2,0.04760321450528567318908535507,
+2026-05-21 11:02:14,swift_observed.csv,3.33,1.922,7.23,3.231,7.411,4.28,9.88,11.605,6.06,0.03376414017911574568531341329,
+2026-05-21 11:02:14,swift_observed.csv,3.047,1.249,3.11,5.076,4.005,4.08,9.72,4.349,5.88,0.04700907163067903489003289253,
+2026-05-21 11:02:14,swift_observed.csv,1.204,1.567,4.787,1.266,5.128,5.87,8.28,2.581,6.68,0.08680878772579091214223623484,
+2026-05-21 11:02:15,swift_observed.csv,3.295,1.123,3.404,1.926,3.839,4.45,8.6,2.441,5.23,0.05329082612783071881213295804,
+2026-05-21 11:02:15,swift_observed.csv,4.694,1.99,3.081,7.741,6.126,4.58,8.0,12.168,4.91,0.1586150069139187444920957087,
+2026-05-21 11:02:15,swift_observed.csv,2.937,1.02,1.932,2.184,9.181,4.57,9.8,7.375,6.52,0.02915977328789362599737198154,
+2026-05-21 11:02:16,swift_observed.csv,4.851,0.572,2.598,5.245,3.825,4.08,8.01,12.388,5.11,0.1579903759569874698871579706,
+2026-05-21 11:02:16,swift_observed.csv,3.06,1.545,3.154,0.725,7.898,4.07,9.51,2.386,6.65,0.07161576082770756280524028752,
+2026-05-21 11:02:16,swift_observed.csv,3.97,2.916,3.061,5.848,8.637,5.62,8.59,4.528,7.06,0.07546037110803517405386911744,
+2026-05-21 11:02:16,swift_observed.csv,3.233,2.966,5.901,4.592,5.605,4.58,9.44,5.112,4.71,0.1054630996843219086247317762,
+2026-05-21 11:02:17,swift_observed.csv,1.068,2.36,1.374,5.433,5.413,4.39,9.14,6.3,4.86,0.1278148220652013323650728468,
+2026-05-21 11:02:17,swift_observed.csv,1.881,1.752,2.895,0.725,4.374,5.34,8.07,5.069,5.77,0.03298952236692158587651415524,
+2026-05-21 11:02:17,swift_observed.csv,2.835,1.48,1.074,0.329,4.121,5.43,8.08,14.382,5.72,0.06551158941616904228055418732,
+2026-05-21 11:02:17,swift_observed.csv,2.461,1.579,4.659,4.74,2.777,4.65,8.62,4.388,7.28,0.07382545870347319969208966856,
+2026-05-21 11:02:18,swift_observed.csv,4.223,0.942,5.54,4.437,4.086,4.56,9.95,11.563,4.68,0.09518247658386772356853946020,
+2026-05-21 11:02:18,swift_observed.csv,4.797,2.784,3.546,5.922,5.897,4.73,9.33,6.355,5.77,0.03942698324212336220298214867,
+2026-05-21 11:02:18,swift_observed.csv,3.033,2.589,5.275,0.898,1.319,5.75,8.42,3.673,6.52,0.08126271065285265249189835290,
+2026-05-21 11:02:19,swift_observed.csv,1.451,1.168,1.34,0.876,5.129,5.69,8.78,5.796,5.88,0.06893179349039764775506568981,
+2026-05-21 11:02:19,swift_observed.csv,4.031,1.911,2.327,1.969,6.474,4.26,8.85,10.113,7.09,0.08950078178343702293329526583,
+2026-05-21 11:02:19,swift_observed.csv,1.251,2.895,1.425,6.626,8.45,4.07,9.01,4.269,6.2,0.06385285699032276983719196798,
+2026-05-21 11:02:19,swift_observed.csv,1.828,2.708,7.695,1.374,1.904,5.94,8.55,4.589,6.18,0.1118194939676281175002149687,
+2026-05-21 11:02:20,swift_observed.csv,2.161,0.753,5.369,6.432,9.719,5.19,9.3,13.641,6.04,0.04855787648874584637941879688,
+2026-05-21 11:02:20,swift_observed.csv,4.476,0.876,1.478,2.861,5.092,5.07,8.41,8.738,6.68,0.05736381434673484445813299906,
+2026-05-21 11:02:20,swift_observed.csv,4.294,2.872,1.195,7.859,8.562,4.12,8.14,9.458,7.03,0.07446950548806181340644122070,
+2026-05-21 11:02:21,swift_observed.csv,3.336,1.817,6.327,0.328,8.892,5.47,8.31,3.269,6.89,0.07562147310485646700541963944,
+2026-05-21 11:02:21,swift_observed.csv,2.713,2.995,5.796,6.486,9.568,5.23,9.02,3.36,5.82,0.04082611914146386016524197954,
+2026-05-21 11:02:21,swift_observed.csv,1.407,2.706,7.636,3.83,1.728,5.78,8.01,4.322,6.37,0.04981616820436637167679458716,
+2026-05-21 11:02:21,swift_observed.csv,4.204,0.906,5.178,7.09,8.326,4.89,9.05,11.825,6.64,0.02908112931014918444981823112,
+2026-05-21 11:02:22,swift_observed.csv,4.241,2.201,4.962,6.331,7.043,4.93,9.39,8.058,5.41,0.05154644126478483285742189728,
+2026-05-21 11:02:22,swift_observed.csv,3.148,1.846,1.337,3.644,7.135,4.26,9.46,11.815,5.89,0.04051486097729647823740580385,
+2026-05-21 11:02:22,swift_observed.csv,4.434,2.712,4.844,2.593,3.788,5.11,9.23,4.548,5.43,0.008599149012464149178716310458,
+2026-05-21 11:02:23,swift_observed.csv,2.762,1.347,3.938,1.59,4.486,4.19,8.56,11.268,5.49,0.05961745167054095444283620771,
+2026-05-21 11:02:23,swift_observed.csv,2.588,2.881,5.686,0.565,7.659,4.08,8.2,9.293,6.78,0.07857166739223468850634680541,
+2026-05-21 11:02:23,swift_observed.csv,1.115,1.41,4.725,4.325,3.603,5.73,8.23,13.06,6.43,0.07480920040539744277181643345,
+2026-05-21 11:02:23,swift_observed.csv,4.518,1.224,7.493,1.488,3.398,4.28,8.69,6.446,6.45,0.04859513060212181351135726970,
+2026-05-21 11:02:24,swift_observed.csv,2.151,1.727,5.812,3.458,1.743,4.01,8.12,4.247,6.1,0.06084276129939559320016239002,
+2026-05-21 11:02:24,swift_observed.csv,3.614,2.971,1.118,5.809,7.209,4.63,8.96,1.665,5.34,0.1185856277734217418639749364,
+2026-05-21 11:02:24,swift_observed.csv,1.069,0.657,7.179,3.166,2.483,5.49,9.29,3.292,5.75,0.02335949301491644610456035307,
+2026-05-21 11:02:25,swift_observed.csv,3.123,0.776,1.299,7.882,6.328,4.13,8.44,5.049,5.24,0.1590123413856387124561700965,
+2026-05-21 11:02:25,swift_observed.csv,3.791,2.808,6.563,2.628,5.254,4.42,8.44,7.961,4.7,0.1008561667158722918257691567,
+2026-05-21 11:02:25,swift_observed.csv,2.218,1.702,5.122,2.876,9.547,5.51,9.1,10.088,5.68,0.02865937155657079942170379886,
+2026-05-21 11:02:25,swift_observed.csv,2.774,2.252,6.137,1.208,6.891,4.65,8.82,2.572,6.2,0.04702813902126799515750315890,
+2026-05-21 11:02:26,swift_observed.csv,1.147,1.081,1.181,4.115,3.243,5.04,8.64,10.652,5.75,0.03436226750289043207154273457,
+2026-05-21 11:02:26,swift_observed.csv,4.978,2.6,2.146,6.397,4.901,4.48,8.02,1.402,6.74,0.06714386075078382869356899510,
+2026-05-21 11:02:26,swift_observed.csv,3.269,2.99,1.047,6.589,8.467,5.08,9.47,14.911,7.06,0.03461992540384428752883477671,
+2026-05-21 11:02:27,swift_observed.csv,2.708,0.915,7.404,5.306,2.89,4.31,9.63,12.423,6.84,0.02296036320562430210739486305,
+2026-05-21 11:02:27,swift_observed.csv,1.584,1.918,4.761,2.689,4.54,5.77,8.49,11.131,6.9,0.1086396066642981579376524003,
+2026-05-21 11:02:27,swift_observed.csv,1.142,2.376,3.24,0.201,2.906,5.59,9.01,6.53,6.49,0.08627261975286662310240665431,
+2026-05-21 11:02:27,swift_observed.csv,4.246,0.962,6.618,6.202,2.295,4.14,8.84,11.66,6.56,0.05042787758861950050414022273,
+2026-05-21 11:02:28,swift_observed.csv,4.413,1.885,2.111,3.273,1.193,4.73,9.8,5.219,4.76,0.05660608622229682180885037428,
+2026-05-21 11:02:28,swift_observed.csv,4.163,2.995,7.573,1.736,3.465,4.27,8.46,6.229,7.43,0.07774750108832612340077557700,
+2026-05-21 11:02:28,swift_observed.csv,4.515,1.722,4.145,7.951,8.523,5.58,8.34,6.71,6.13,0.05592450669781324801737705460,
+2026-05-21 11:02:29,swift_observed.csv,2.878,2.95,1.459,2.123,6.035,4.38,9.96,11.945,6.88,0.07440835901370696917924634464,
+2026-05-21 11:02:29,swift_observed.csv,2.676,1.143,7.284,1.595,5.022,5.77,8.11,4.676,6.83,0.1134364125042742665283981756,
+2026-05-21 11:02:29,swift_observed.csv,1.829,0.814,2.222,1.069,6.041,5.33,8.03,4.355,5.43,0.03218243154565899864022361118,
+2026-05-21 11:02:29,swift_observed.csv,2.19,2.933,6.541,1.301,1.654,5.23,9.96,10.521,6.99,0.08274057038860684451520439275,
+2026-05-21 11:02:30,swift_observed.csv,3.591,1.736,5.261,4.435,1.849,4.43,9.45,9.97,4.72,0.1040138976905454013468430803,
+2026-05-21 11:02:30,swift_observed.csv,2.561,2.138,1.115,5.465,4.282,5.32,8.95,10.472,6.31,0.03378028829757073152253234477,
+2026-05-21 11:02:30,swift_observed.csv,4.281,1.011,5.704,1.086,3.161,5.4,8.05,2.589,5.78,0.03628638216687844541447246439,
+2026-05-21 11:02:30,swift_observed.csv,4.03,2.733,2.857,0.752,1.444,4.41,9.51,11.126,5.9,0.05243688156921431246063121011,
+2026-05-21 11:02:31,swift_observed.csv,1.344,1.694,3.021,3.481,7.922,4.98,9.43,14.052,7.5,0.07038423305489626181680183758,
+2026-05-21 11:02:31,swift_observed.csv,2.143,2.629,2.243,1.414,5.122,5.43,8.14,6.85,5.43,0.03141462442891904165197219276,
+2026-05-21 11:02:31,swift_observed.csv,3.137,2.799,4.771,7.709,5.754,5.02,8.57,7.586,5.37,0.07475905925468321540888410691,
+2026-05-21 11:02:32,swift_observed.csv,1.881,2.797,6.404,4.029,8.977,4.76,9.31,3.331,6.34,0.02446974783090819553041019415,
+2026-05-21 11:02:32,swift_observed.csv,2.768,1.658,7.683,7.283,7.334,5.51,8.74,9.145,5.84,0.06074378423317328733367318998,
+2026-05-21 11:02:32,swift_observed.csv,2.837,1.277,7.319,2.159,3.534,5.95,9.78,4.304,6.2,0.1092025872569618455224335327,
+2026-05-21 11:02:32,swift_observed.csv,1.82,2.219,6.231,7.164,1.169,5.3,9.78,2.897,6.18,0.01275750211519679984073269118,
+2026-05-21 11:02:33,swift_observed.csv,1.804,1.198,7.0,3.04,4.302,4.47,9.73,7.646,5.3,0.06675835510007849092962732757,
+2026-05-21 11:02:33,swift_observed.csv,4.591,1.771,4.977,7.118,3.213,5.96,9.06,5.506,6.0,0.08004783276035967372416443728,
+2026-05-21 11:02:33,swift_observed.csv,1.231,1.887,3.537,4.344,6.23,5.25,8.49,7.635,5.52,0.04219066525850748043791462935,
+2026-05-21 11:02:34,swift_observed.csv,4.0,2.366,2.249,2.085,3.746,5.84,9.53,3.116,6.72,0.07793082541315643359454311229,
+2026-05-21 11:02:34,swift_observed.csv,4.213,2.695,2.979,2.577,3.45,4.47,9.5,4.82,6.25,0.03195475271476789377748887688,
+2026-05-21 11:02:34,swift_observed.csv,1.73,0.808,4.159,1.92,4.248,5.32,9.36,8.495,7.26,0.08897082995465763052504353965,
+2026-05-21 11:02:34,swift_observed.csv,1.796,0.678,6.74,1.454,8.514,5.96,8.42,9.055,6.9,0.1383212744679615035240554071,
+2026-05-21 11:02:35,swift_observed.csv,3.441,1.17,6.409,6.998,9.579,4.13,8.17,10.484,6.72,0.04599176367373094134460069121,
+2026-05-21 11:02:35,swift_observed.csv,3.88,1.382,3.33,7.468,4.003,4.0,8.02,1.884,5.95,0.1191124772159730306746422699,
+2026-05-21 11:02:35,swift_observed.csv,1.583,1.848,2.826,7.617,6.876,4.7,8.75,1.92,6.63,0.04558383962960126017421303302,
+2026-05-21 11:02:36,swift_observed.csv,3.004,2.498,5.584,4.979,8.275,4.01,8.32,13.47,6.43,0.05816189529737371901030328051,
+2026-05-21 11:02:36,swift_observed.csv,4.488,0.91,2.725,6.57,2.591,5.77,8.33,4.607,6.78,0.07753037563220571092817730624,
+2026-05-21 11:02:36,swift_observed.csv,1.964,1.984,4.548,7.161,4.575,4.11,9.99,12.75,6.43,0.03482858646623222445528549080,
+2026-05-21 11:02:36,swift_observed.csv,3.416,1.552,7.063,6.096,8.522,5.8,9.92,7.435,7.13,0.1008075568748710542520481093,
+2026-05-21 11:02:37,swift_observed.csv,1.38,1.218,5.008,0.529,1.249,5.09,9.55,2.124,5.56,0.08198846214992076089753711776,
+2026-05-21 11:02:37,swift_observed.csv,4.399,1.844,1.833,5.976,2.67,4.22,8.46,8.064,6.38,0.05575211597834067792791914573,
+2026-05-21 11:02:37,swift_observed.csv,1.121,2.551,3.252,3.125,2.555,5.9,8.62,6.673,6.24,0.1012378276635144527476911070,
+2026-05-21 11:02:38,swift_observed.csv,1.32,2.018,3.104,5.304,6.477,4.94,8.96,12.43,7.14,0.05821654843933607571557621477,
+2026-05-21 11:02:38,swift_observed.csv,2.817,2.569,1.471,6.794,2.608,5.71,9.15,10.526,7.37,0.06704144114051132898984663122,
+2026-05-21 11:02:38,swift_observed.csv,2.099,2.107,5.168,4.631,3.304,5.76,8.87,8.266,7.25,0.1164682922523227952297219208,
+2026-05-21 11:02:38,swift_observed.csv,1.498,1.123,4.308,7.201,7.577,5.77,9.86,10.953,7.09,0.09620173462678639363126711118,
+2026-05-21 11:02:39,swift_observed.csv,1.956,2.201,1.6,1.632,6.364,5.53,8.16,2.664,5.68,0.03093275686819487385758714917,
+2026-05-21 11:02:39,swift_observed.csv,3.016,2.433,7.537,2.538,1.749,4.46,8.48,10.103,7.38,0.07661265052680409542503645596,
+2026-05-21 11:02:39,swift_observed.csv,1.158,1.257,4.928,6.627,5.718,4.09,8.27,7.702,6.92,0.04685140190906893284175128653,
+2026-05-21 11:02:40,swift_observed.csv,2.509,2.655,3.443,5.238,4.962,4.52,9.46,7.932,5.76,0.06379485138015882181307156623,
+2026-05-21 11:02:40,swift_observed.csv,2.865,1.306,1.112,0.058,3.519,5.7,9.11,6.96,7.49,0.1843874700339216560887471868,
+2026-05-21 11:02:40,swift_observed.csv,3.065,2.5,4.78,0.008,3.52,4.41,9.41,10.123,4.61,0.06148854061940278720872844262,
+2026-05-21 11:02:40,swift_observed.csv,2.14,1.894,7.873,6.072,8.299,4.95,9.04,11.659,4.96,0.09165028704689747684157505184,
+2026-05-21 11:02:41,swift_observed.csv,3.364,2.832,1.509,6.653,7.843,4.31,8.03,3.252,4.98,0.1572936328554497910742419753,
+2026-05-21 11:02:41,swift_observed.csv,2.799,2.463,7.836,2.658,1.232,5.79,9.74,14.536,6.62,0.1036133533540749334514907409,
+2026-05-21 11:02:41,swift_observed.csv,2.531,1.97,2.952,7.603,4.538,5.09,8.2,10.203,5.19,0.08172043691728874503150455044,
+2026-05-21 11:02:42,swift_observed.csv,1.529,2.385,5.886,7.88,2.085,5.33,9.75,2.512,5.93,0.02966220636687111147561560291,
+2026-05-21 11:02:42,swift_observed.csv,3.246,2.177,1.785,7.704,8.48,4.03,8.34,10.004,5.95,0.08071111942079770607637981209,
+2026-05-21 11:02:42,swift_observed.csv,2.1,1.51,4.46,4.114,5.511,4.31,9.25,14.305,5.41,0.09974480257016602716303103598,
+2026-05-21 11:02:42,swift_observed.csv,4.874,1.129,6.079,3.375,2.311,5.87,9.1,1.624,6.63,0.06253231439750516676535750125,
+2026-05-21 11:02:43,swift_observed.csv,4.087,1.266,4.222,5.85,8.155,5.1,8.91,9.468,5.24,0.05919727699081320689957836360,
+2026-05-21 11:02:43,swift_observed.csv,4.592,2.604,2.232,7.657,6.212,5.81,8.44,4.013,6.42,0.05096966044148547600044792731,
+2026-05-21 11:02:43,swift_observed.csv,2.29,1.717,6.747,0.589,4.594,4.1,9.0,13.727,4.98,0.09206001632871470901580753813,
+2026-05-21 11:02:43,swift_observed.csv,2.334,1.989,2.504,2.577,5.22,5.51,8.68,2.652,5.55,0.03147059104640906913760714705,
+2026-05-21 11:02:44,swift_observed.csv,1.094,2.502,1.548,0.347,4.568,4.02,8.42,3.203,4.56,0.1196688440337073933457920060,
+2026-05-21 11:02:44,swift_observed.csv,3.623,2.163,6.903,7.313,3.694,4.29,9.65,5.082,5.19,0.1228394884371692599525952505,
+2026-05-21 11:02:44,swift_observed.csv,1.809,1.871,4.696,4.473,6.151,5.88,9.23,8.168,6.12,0.06187827327066021202173595595,
+2026-05-21 11:02:45,swift_observed.csv,2.575,2.044,6.866,1.818,4.027,5.4,9.33,7.639,5.42,0.01986554276754581391220892512,
+2026-05-21 11:02:45,swift_observed.csv,4.889,2.257,2.381,5.776,8.465,5.36,8.41,8.706,5.94,0.04408509007467997685392411848,
+2026-05-21 11:02:45,swift_observed.csv,1.341,0.729,1.461,7.105,3.451,5.82,9.37,4.065,6.77,0.06110677197438146300869894281,
+2026-05-21 11:02:45,swift_observed.csv,3.781,1.793,5.235,5.638,3.653,5.56,8.2,1.03,7.28,0.05736161963284081528325656221,
+2026-05-21 11:02:46,swift_observed.csv,4.896,2.333,4.356,5.775,4.161,4.36,8.55,14.134,6.68,0.04650898488269117729694366970,
+2026-05-21 11:02:46,swift_observed.csv,2.419,2.563,1.179,5.907,1.194,4.88,8.41,13.28,6.52,0.02470497204195580354638732346,
+2026-05-21 11:02:46,swift_observed.csv,2.7,2.024,4.864,7.723,7.857,4.28,9.57,13.001,4.74,0.1531127908666653384222192334,
+2026-05-21 11:02:47,swift_observed.csv,1.008,0.764,3.882,1.334,6.719,4.86,9.95,2.637,5.81,0.03700848052182129392415988396,
+2026-05-21 11:02:47,swift_observed.csv,4.562,1.929,2.025,0.699,3.399,4.96,8.92,6.845,7.31,0.07421280553865576321274186955,
+2026-05-21 11:02:47,swift_observed.csv,1.924,1.326,2.134,5.033,2.618,5.7,9.55,10.603,6.49,0.03210139299795340980536083922,
+2026-05-21 11:02:47,swift_observed.csv,1.468,1.755,3.228,3.082,7.611,5.17,9.59,11.375,6.75,0.03933392477567748856382370158,
+2026-05-21 11:02:48,swift_observed.csv,4.537,2.157,2.838,5.99,2.28,4.26,9.98,10.719,6.32,0.03897859748917100294653761347,
+2026-05-21 11:02:48,swift_observed.csv,3.051,1.664,4.73,2.679,4.032,5.67,8.15,10.075,6.41,0.07225617577325900967695793694,
+2026-05-21 11:02:48,swift_observed.csv,4.765,0.605,3.928,1.795,2.887,5.21,9.6,6.853,6.6,0.05862632142069164314514265761,
+2026-05-21 11:02:49,swift_observed.csv,3.968,0.512,1.692,5.803,1.522,5.5,9.76,1.322,7.15,0.06831941832872412366615913010,
+2026-05-21 11:02:49,swift_observed.csv,2.89,2.398,4.511,6.647,5.523,5.63,9.98,11.374,7.11,0.06039447673924400119508922492,
+2026-05-21 11:02:49,swift_observed.csv,1.217,0.632,4.234,7.538,7.355,4.98,9.78,7.773,6.52,0.01339644808252409163968483821,
+2026-05-21 11:02:49,swift_observed.csv,4.093,1.547,6.946,7.134,4.179,5.45,9.85,1.488,6.74,0.04573025472328576766940158766,
+2026-05-21 11:02:50,swift_observed.csv,2.078,2.996,3.928,4.518,7.663,5.39,9.42,14.051,6.0,0.01796668127434421929913030115,
+2026-05-21 11:02:50,swift_observed.csv,4.731,0.703,2.897,2.888,3.24,4.24,9.94,3.374,4.81,0.08268846753606546292220726668,
+2026-05-21 11:02:50,swift_observed.csv,3.951,1.969,6.556,1.747,3.619,4.89,8.69,9.176,6.64,0.03198022717623659150763771661,
+2026-05-21 11:02:51,swift_observed.csv,3.71,2.209,4.672,5.989,5.955,4.96,8.5,4.129,5.08,0.09454490071465927746199926243,
+2026-05-21 11:02:51,swift_observed.csv,4.057,0.938,5.7,6.311,3.247,5.78,9.61,8.615,7.21,0.09901861304115971475689283615,
+2026-05-21 11:02:51,swift_observed.csv,2.61,2.877,5.718,0.004,4.465,5.37,9.2,10.434,5.69,0.03907498446962600252842265392,
+2026-05-21 11:02:51,swift_observed.csv,2.057,1.874,4.688,5.202,4.805,5.23,9.56,12.811,6.91,0.03785196318476594662783202891,
+2026-05-21 11:02:52,swift_observed.csv,4.68,0.56,6.498,6.486,6.973,5.88,9.96,6.961,7.41,0.1309010784924216580534127777,
+2026-05-21 11:02:52,swift_observed.csv,3.062,1.331,6.984,2.289,2.11,5.6,9.39,4.701,6.71,0.07384754439405889485634065210,
+2026-05-21 11:02:52,swift_observed.csv,4.4,0.806,2.072,1.256,4.198,5.39,8.41,8.105,5.58,0.04047106721658255311692568544,
+2026-05-21 11:02:53,swift_observed.csv,3.475,1.842,2.414,3.703,5.676,4.03,9.26,6.988,4.61,0.1418124208029360141392734868,
+2026-05-21 11:02:53,swift_observed.csv,1.045,2.743,7.146,6.517,6.386,4.24,8.95,12.576,5.94,0.07023055510234427604598238253,
+2026-05-21 11:02:53,swift_observed.csv,1.249,2.771,3.674,0.035,3.353,5.43,9.27,13.675,6.98,0.09961968921422675287381692033,
+2026-05-21 11:02:53,swift_observed.csv,3.973,1.537,6.116,7.889,6.292,5.89,9.92,7.966,7.35,0.1107015684696398265516328471,
+2026-05-21 11:02:54,swift_observed.csv,1.133,1.451,4.555,3.585,2.727,4.76,9.51,8.147,6.59,0.004497244298073736481929785316,
+2026-05-21 11:02:54,swift_observed.csv,4.818,0.548,1.107,3.822,9.227,4.65,8.56,5.85,7.44,0.08655338191418145506938684054,
+2026-05-21 11:02:54,swift_observed.csv,4.078,0.546,3.069,4.345,5.485,4.66,9.28,9.885,6.06,0.03180375336552373233782353984,
+2026-05-21 11:02:54,swift_observed.csv,3.06,1.9,5.805,4.221,2.439,4.55,8.93,5.41,5.44,0.08441622062213652619019154517,
+2026-05-21 11:02:55,swift_observed.csv,4.822,0.739,3.231,4.683,4.634,4.87,8.62,3.019,6.5,0.03057512086484349496677744225,
+2026-05-21 11:02:55,swift_observed.csv,3.043,1.593,7.518,7.333,5.19,4.64,9.72,1.884,7.1,0.06063669490741954824134666508,
+2026-05-21 11:02:55,swift_observed.csv,1.581,1.132,6.639,0.798,7.911,5.39,8.56,1.967,5.82,0.06069259377805516817927270752,
+2026-05-21 11:02:56,swift_observed.csv,2.889,2.374,5.522,0.803,8.294,4.45,8.61,4.911,5.55,0.04948993541706124494553420862,
+2026-05-21 11:02:56,swift_observed.csv,1.431,2.824,5.096,4.959,4.44,5.14,8.42,12.964,5.73,0.03461254134472105799866278208,
+2026-05-21 11:02:56,swift_observed.csv,1.035,1.39,4.196,1.197,9.88,4.1,8.7,2.109,6.04,0.04651979527261123281652181539,
+2026-05-21 11:02:56,swift_observed.csv,2.313,2.45,6.746,7.592,6.962,4.4,8.9,1.947,4.72,0.1454527237493491616082583623,
+2026-05-21 11:02:57,swift_observed.csv,3.599,0.683,3.146,1.197,1.817,5.05,8.8,11.461,6.48,0.05482790594128752058341994356,
+2026-05-21 11:02:57,swift_observed.csv,4.253,0.862,2.465,4.111,6.76,5.29,8.69,4.891,5.62,0.04620927842740100580338753529,
+2026-05-21 11:02:57,swift_observed.csv,1.213,1.661,7.981,5.663,7.762,4.67,8.91,8.368,5.6,0.06859551908298618694781897339,
+2026-05-21 11:02:58,swift_observed.csv,3.138,2.367,7.161,0.139,1.658,4.66,9.33,4.375,4.96,0.03398501764075363105416638646,
+2026-05-21 11:02:58,swift_observed.csv,2.452,2.382,3.001,6.094,8.787,4.81,8.56,8.4,5.07,0.1114302610624885447531539194,
+2026-05-21 11:02:58,swift_observed.csv,3.085,1.689,2.392,5.171,5.181,5.48,9.3,9.935,5.85,0.02823930918003848220931605211,
+2026-05-21 11:02:58,swift_observed.csv,3.367,1.357,4.081,6.719,2.087,5.86,8.75,4.125,6.79,0.08042240814703220050580382603,
+2026-05-21 11:02:59,swift_observed.csv,2.86,2.445,7.851,5.784,9.612,4.25,9.14,9.194,4.71,0.1410790341857009164082723025,
+2026-05-21 11:02:59,swift_observed.csv,3.237,2.053,3.735,7.279,8.805,4.47,9.09,8.111,5.54,0.1004297291579304520242184750,
+2026-05-21 11:02:59,swift_observed.csv,2.091,1.086,7.744,3.676,4.96,5.47,10.0,1.676,5.9,0.04114730514536409743789484694,
+2026-05-21 11:03:00,swift_observed.csv,1.953,1.138,6.585,0.9,5.712,5.11,9.7,5.79,5.72,0.02582468680644394184460614912,
+2026-05-21 11:03:00,swift_observed.csv,2.312,0.807,5.89,0.561,3.251,4.65,9.85,1.614,6.81,0.1015420821604157908508717728,
+2026-05-21 11:03:00,swift_observed.csv,1.383,2.194,3.745,4.712,2.509,4.19,9.86,3.139,6.16,0.03589434915734770471442574564,
+2026-05-21 11:03:00,swift_observed.csv,3.448,2.033,4.441,3.71,4.336,5.48,9.66,14.827,6.46,0.02292769834652962458303307201,
+2026-05-21 11:03:01,swift_observed.csv,4.557,2.579,1.336,6.052,6.998,5.92,8.47,14.643,6.65,0.1034139445892343615516918882,
+2026-05-21 11:03:01,swift_observed.csv,3.406,2.868,2.491,6.132,2.73,5.31,9.9,3.417,6.06,0.01054842399928467641951789558,
+2026-05-21 11:03:01,swift_observed.csv,3.227,2.003,2.522,2.197,5.929,4.86,8.79,14.388,6.34,0.02619759525302396603686130720,
+2026-05-21 11:03:02,swift_observed.csv,4.146,1.436,3.466,0.897,5.199,5.23,8.25,6.431,5.62,0.03041152227668827529446363808,
+2026-05-21 11:03:02,swift_observed.csv,2.839,0.781,2.954,5.88,8.02,4.28,9.22,10.231,6.05,0.05856941601210708904152125751,
+2026-05-21 11:03:02,swift_observed.csv,2.431,0.636,1.533,4.919,5.343,4.08,9.41,7.848,6.84,0.04750483146471086781566139219,
+2026-05-21 11:03:02,swift_observed.csv,1.785,1.895,6.812,0.293,7.003,5.65,8.81,5.411,6.94,0.1100394592120529739947453286,
+2026-05-21 11:03:03,swift_observed.csv,4.14,1.448,4.167,7.268,5.94,4.11,8.68,6.389,6.82,0.04597921079425822780290900742,
+2026-05-21 11:03:03,swift_observed.csv,4.249,2.817,6.796,6.106,2.248,5.17,8.34,6.026,5.26,0.03215458846480481234447400562,
+2026-05-21 11:03:03,swift_observed.csv,4.644,1.209,6.506,2.266,8.639,5.56,8.62,14.547,5.97,0.04975323910143837014194328471,
+2026-05-21 11:03:03,swift_observed.csv,2.519,1.241,4.242,0.746,2.71,5.93,8.24,12.53,7.23,0.1294596549543570394228595645,
+2026-05-21 11:03:04,swift_observed.csv,1.11,0.73,1.822,7.601,1.343,5.98,8.47,12.402,6.29,0.08123291491671156852965597735,
+2026-05-21 11:03:04,swift_observed.csv,2.756,2.235,7.814,3.23,7.199,5.78,8.85,3.871,7.25,0.1049130431030284525314262480,
+2026-05-21 11:03:04,swift_observed.csv,2.618,1.407,3.702,4.952,1.453,5.36,9.71,11.141,7.04,0.02725422945727406082525522476,
+2026-05-21 11:03:05,swift_observed.csv,3.382,2.842,2.615,2.252,4.273,4.13,9.0,12.678,6.94,0.05026731933062374297052938837,
+2026-05-21 11:03:05,swift_observed.csv,2.195,1.322,2.763,6.331,3.78,5.67,9.22,2.284,6.94,0.05670783642863397159988114692,
+2026-05-21 11:03:05,swift_observed.csv,1.471,1.265,4.623,7.088,1.526,4.09,9.41,7.986,5.21,0.1282101385194476531047644212,
+2026-05-21 11:03:05,swift_observed.csv,2.442,0.632,6.224,6.087,1.291,4.06,9.38,11.248,7.22,0.02842903772662986390281851111,
+2026-05-21 11:03:06,swift_observed.csv,2.79,1.518,2.208,2.702,1.074,4.54,8.04,13.545,6.41,0.04539934257002738990535250695,
+2026-05-21 11:03:06,swift_observed.csv,2.181,1.483,4.896,2.059,9.814,4.99,8.35,14.311,7.33,0.06718084689655429989351072989,
+2026-05-21 11:03:06,swift_observed.csv,3.656,0.58,4.322,7.877,2.631,5.92,9.14,5.249,7.36,0.1314151705136255533508461385,
+2026-05-21 11:03:07,swift_observed.csv,2.346,2.06,4.03,5.669,4.643,5.62,8.98,3.754,6.2,0.04499522319898439110557575140,
+2026-05-21 11:03:07,swift_observed.csv,4.546,1.919,3.262,3.185,7.911,4.31,9.12,6.049,5.5,0.08823280590043717269971724493,
+2026-05-21 11:03:07,swift_observed.csv,4.682,2.55,3.402,2.987,9.399,4.18,9.42,8.205,5.79,0.04609648753528184977920535494,
+2026-05-21 11:03:07,swift_observed.csv,4.967,1.727,6.506,0.259,7.159,5.33,9.71,6.399,6.48,0.09402474545590936518665514333,
+2026-05-21 11:03:08,swift_observed.csv,2.515,1.131,3.491,6.037,5.775,5.9,9.04,14.591,7.18,0.1274230001821028465653073243,
+2026-05-21 11:03:08,swift_observed.csv,2.788,1.242,6.395,1.727,3.501,4.54,8.15,2.197,6.64,0.04555179170849488613396947753,
+2026-05-21 11:03:08,swift_observed.csv,3.943,0.974,1.007,4.031,4.017,4.51,9.57,2.696,6.05,0.02971289651145194692995209288,
+2026-05-21 11:03:09,swift_observed.csv,1.009,1.773,2.089,3.896,9.275,4.48,9.73,12.253,6.22,0.02642939527801242475490341457,
diff --git a/modelling/data/abingdon-all/seasonal/swift_simulated.csv b/modelling/data/abingdon-all/seasonal/swift_simulated.csv
new file mode 100644
index 0000000..8fc17b1
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swift_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,7.95623E-16,0.1,0,0.01,6.76878E-16
+RungeKutta4,2,0.2,2.46905E-15,0.1,0,0.01,2.10055E-15
+RungeKutta4,3,0.3,6.45252E-15,0.1,0,0.01,5.48950E-15
+RungeKutta4,4,0.4,1.61405E-14,0.1,0,0.01,1.37316E-14
+RungeKutta4,5,0.5,3.96168E-14,0.1,0,0.01,3.37041E-14
+RungeKutta4,6,0.6,9.60355E-14,0.1,0,0.01,8.17024E-14
+RungeKutta4,7,0.7,2.30478E-13,0.1,0,0.01,1.96080E-13
+RungeKutta4,8,0.8,5.48365E-13,0.1,0,0.01,4.66523E-13
+RungeKutta4,9,0.9,1.29472E-12,0.1,0,0.01,1.10149E-12
+RungeKutta4,10,1.0,3.03600E-12,0.1,0,0.01,2.58288E-12
+RungeKutta4,11,1.1,7.07512E-12,0.1,0,0.01,6.01918E-12
+RungeKutta4,12,1.2,1.63950E-11,0.1,0,0.01,1.39481E-11
+RungeKutta4,13,1.3,3.77970E-11,0.1,0,0.01,3.21559E-11
+RungeKutta4,14,1.4,8.67240E-11,0.1,0,0.01,7.37807E-11
+RungeKutta4,15,1.5,1.98118E-10,0.1,0,0.01,1.68549E-10
+RungeKutta4,16,1.6,4.50758E-10,0.1,0,0.01,3.83483E-10
+RungeKutta4,17,1.7,1.02169E-9,0.1,0,0.01,8.69205E-10
+RungeKutta4,18,1.8,2.30763E-9,0.1,0,0.01,1.96322E-9
+RungeKutta4,19,1.9,5.19481E-9,0.1,0,0.01,4.41950E-9
+RungeKutta4,20,2.0,1.16578E-8,0.1,0,0.01,9.91790E-9
+RungeKutta4,21,2.1,2.60848E-8,0.1,0,0.01,2.21917E-8
+RungeKutta4,22,2.2,5.82031E-8,0.1,0,0.01,4.95164E-8
+RungeKutta4,23,2.3,1.29526E-7,0.1,0,0.01,1.10195E-7
+RungeKutta4,24,2.4,2.87524E-7,0.1,0,0.01,2.44612E-7
+RungeKutta4,25,2.5,6.36714E-7,0.1,0,0.01,5.41686E-7
+RungeKutta4,26,2.6,0.00000140675,0.1,0,0.01,0.00000119680
+RungeKutta4,27,2.7,0.00000310117,0.1,0,0.01,0.00000263833
+RungeKutta4,28,2.8,0.00000682204,0.1,0,0.01,0.00000580387
+RungeKutta4,29,2.9,0.0000149764,0.1,0,0.01,0.0000127412
+RungeKutta4,30,3.0,0.0000328117,0.1,0,0.01,0.0000279146
+RungeKutta4,31,3.1,0.0000717459,0.1,0,0.01,0.0000610380
+RungeKutta4,32,3.2,0.000156569,0.1,0,0.01,0.000133201
+RungeKutta4,33,3.3,0.000340964,0.1,0,0.01,0.000290076
+RungeKutta4,34,3.4,0.000740777,0.1,0,0.01,0.000630218
+RungeKutta4,35,3.5,0.00160460,0.1,0,0.01,0.00136512
+RungeKutta4,36,3.6,0.00346055,0.1,0,0.01,0.00294407
+RungeKutta4,37,3.7,0.00740915,0.1,0,0.01,0.00630335
+RungeKutta4,38,3.8,0.0156576,0.1,0,0.01,0.0133207
+RungeKutta4,39,3.9,0.0323072,0.1,0,0.01,0.0274854
+RungeKutta4,40,4.0,0.0639220,0.1,0,0.01,0.0543818
+RungeKutta4,41,4.1,0.118362,0.1,0,0.01,0.100697
+RungeKutta4,42,4.2,0.200455,0.1,0,0.01,0.170538
+RungeKutta4,43,4.3,0.307259,0.1,0,0.01,0.261401
+RungeKutta4,44,4.4,0.428726,0.1,0,0.01,0.364740
+RungeKutta4,45,4.5,0.553145,0.1,0,0.01,0.470589
+RungeKutta4,46,4.6,0.671574,0.1,0,0.01,0.571343
+RungeKutta4,47,4.7,0.778905,0.1,0,0.01,0.662655
+RungeKutta4,48,4.8,0.873025,0.1,0,0.01,0.742728
+RungeKutta4,49,4.9,0.953589,0.1,0,0.01,0.811268
+RungeKutta4,50,5.0,1.02108,0.1,0,0.01,0.868686
+RungeKutta4,51,5.1,1.07620,0.1,0,0.01,0.915580
+RungeKutta4,52,5.2,1.11943,0.1,0,0.01,0.952358
+RungeKutta4,53,5.3,1.15085,0.1,0,0.01,0.979089
+RungeKutta4,54,5.4,1.16993,0.1,0,0.01,0.995321
+RungeKutta4,55,5.5,1.17543,0.1,0,0.01,1
+RungeKutta4,56,5.6,1.16543,0.1,0,0.01,0.991492
+RungeKutta4,57,5.7,1.13765,0.1,0,0.01,0.967859
+RungeKutta4,58,5.8,1.09029,0.1,0,0.01,0.927567
+RungeKutta4,59,5.9,1.02332,0.1,0,0.01,0.870592
+RungeKutta4,60,6.0,0.939880,0.1,0,0.01,0.799605
+RungeKutta4,61,6.1,0.846647,0.1,0,0.01,0.720287
+RungeKutta4,62,6.2,0.752406,0.1,0,0.01,0.640111
+RungeKutta4,63,6.3,0.665330,0.1,0,0.01,0.566031
+RungeKutta4,64,6.4,0.590674,0.1,0,0.01,0.502517
+RungeKutta4,65,6.5,0.530160,0.1,0,0.01,0.451035
+RungeKutta4,66,6.6,0.482832,0.1,0,0.01,0.410771
+RungeKutta4,67,6.7,0.446376,0.1,0,0.01,0.379755
+RungeKutta4,68,6.8,0.418178,0.1,0,0.01,0.355766
+RungeKutta4,69,6.9,0.395896,0.1,0,0.01,0.336810
+RungeKutta4,70,7.0,0.377667,0.1,0,0.01,0.321301
+RungeKutta4,71,7.1,0.362115,0.1,0,0.01,0.308070
+RungeKutta4,72,7.2,0.348258,0.1,0,0.01,0.296281
+RungeKutta4,73,7.3,0.335417,0.1,0,0.01,0.285357
+RungeKutta4,74,7.4,0.323117,0.1,0,0.01,0.274893
+RungeKutta4,75,7.5,0.311006,0.1,0,0.01,0.264589
+RungeKutta4,76,7.6,0.298761,0.1,0,0.01,0.254172
+RungeKutta4,77,7.7,0.285994,0.1,0,0.01,0.243310
+RungeKutta4,78,7.8,0.272090,0.1,0,0.01,0.231481
+RungeKutta4,79,7.9,0.255976,0.1,0,0.01,0.217772
+RungeKutta4,80,8.0,0.235860,0.1,0,0.01,0.200658
+RungeKutta4,81,8.1,0.209232,0.1,0,0.01,0.178005
+RungeKutta4,82,8.2,0.174039,0.1,0,0.01,0.148064
+RungeKutta4,83,8.3,0.131673,0.1,0,0.01,0.112021
+RungeKutta4,84,8.4,0.0888845,0.1,0,0.01,0.0756187
+RungeKutta4,85,8.5,0.0537678,0.1,0,0.01,0.0457431
+RungeKutta4,86,8.6,0.0297995,0.1,0,0.01,0.0253520
+RungeKutta4,87,8.7,0.0155146,0.1,0,0.01,0.0131991
+RungeKutta4,88,8.8,0.00773633,0.1,0,0.01,0.00658170
+RungeKutta4,89,8.9,0.00374286,0.1,0,0.01,0.00318425
+RungeKutta4,90,9.0,0.00177133,0.1,0,0.01,0.00150696
+RungeKutta4,91,9.1,0.000824237,0.1,0,0.01,0.000701222
+RungeKutta4,92,9.2,0.000378355,0.1,0,0.01,0.000321886
+RungeKutta4,93,9.3,0.000171705,0.1,0,0.01,0.000146078
+RungeKutta4,94,9.4,0.0000771487,0.1,0,0.01,0.0000656344
+RungeKutta4,95,9.5,0.0000343515,0.1,0,0.01,0.0000292246
+RungeKutta4,96,9.6,0.0000151670,0.1,0,0.01,0.0000129034
+RungeKutta4,97,9.7,0.0000066427,0.1,0,0.01,0.00000565129
+RungeKutta4,98,9.8,0.00000288633,0.1,0,0.01,0.00000245555
+RungeKutta4,99,9.9,0.00000124421,0.1,0,0.01,0.00000105851
+RungeKutta4,100,10.0,5.32017E-7,0.1,0,0.01,4.52615E-7
+RungeKutta4,101,10.1,2.25589E-7,0.1,0,0.01,1.91920E-7
+RungeKutta4,102,10.2,9.4817E-8,0.1,0,0.01,8.06658E-8
+RungeKutta4,103,10.3,3.94838E-8,0.1,0,0.01,3.35909E-8
+RungeKutta4,104,10.4,1.62800E-8,0.1,0,0.01,1.38503E-8
+RungeKutta4,105,10.5,6.64202E-9,0.1,0,0.01,5.65072E-9
+RungeKutta4,106,10.6,2.67962E-9,0.1,0,0.01,2.27969E-9
+RungeKutta4,107,10.7,1.06842E-9,0.1,0,0.01,9.08961E-10
+RungeKutta4,108,10.8,4.2094E-10,0.1,0,0.01,3.58116E-10
+RungeKutta4,109,10.9,1.63968E-10,0.1,0,0.01,1.39496E-10
+RungeKutta4,110,11.0,6.3280E-11,0.1,0,0.01,5.38356E-11
+RungeKutta4,111,11.1,2.43155E-11,0.1,0,0.01,2.06865E-11
+RungeKutta4,112,11.2,9.3934E-12,0.1,0,0.01,7.99146E-12
+RungeKutta4,113,11.3,3.70888E-12,0.1,0,0.01,3.15534E-12
+RungeKutta4,114,11.4,1.53253E-12,0.1,0,0.01,1.30380E-12
+RungeKutta4,115,11.5,6.79652E-13,0.1,0,0.01,5.78216E-13
+RungeKutta4,116,11.6,3.28322E-13,0.1,0,0.01,2.79321E-13
+RungeKutta4,117,11.7,1.71856E-13,0.1,0,0.01,1.46207E-13
+RungeKutta4,118,11.8,9.53812E-14,0.1,0,0.01,8.11458E-14
+RungeKutta4,119,11.9,5.47145E-14,0.1,0,0.01,4.65485E-14
+RungeKutta4,120,12.0,2.96282E-14,0.1,0,0.01,2.52063E-14
+RungeKutta4,121,12.1,1.20752E-14,0.1,0,0.01,1.02730E-14
diff --git a/modelling/data/abingdon-all/seasonal/swift_simulated.png b/modelling/data/abingdon-all/seasonal/swift_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..efd9b42b02f5932a6609923a8000b60ec7cde786
GIT binary patch
literal 28806
zcma%j1yod9`}fc&;D{igq#`AybcYC7lpu(tNQlHx0z)fG3P?+r2q>jA454&`AT==5
zP$CRHG~XWd-q-7W-~amVT6c|WbLO0V_Sxroo?ko@sIIC^aq|302n0fL^TzeN5D2~x
z1cEm~N(@GXdq>gWL&8b%zLO@*+{xvkgBe8Sp_838%*oo)gvHs+!O;?CE68{C3ZFO+
z%VQ@eJ4XqAew)9K;Db3>@UtuR>4LMIu)Cq_2!TK!;{M0Wmd&z+KwxV(ughz>CN7PU
zcxc_*6<y(weyiYif$+w)Yoyhr>G##Ocz%o=#whkaH9E^(m2Y;o;ogt|eHC|5^^fmC
zXX&-6)jywpa*gGs5a|iaw^#wpoOmlE$AxF60$5a>qqmW4c!z0Q(s<&ilw()LoJ8Cm
zb}BqD6Q74-i`BS)KvH?BeQ=+|zWArXN1d@c1Rs3Tk)M<U9}r)8JW}vse1#K&JDi-D
zhy{H3d`^WBg3l{-|KDG(n-mup@68C4d5<-xYmz-&h2FYxBeknbwKG|eo!!qCvD(Bm
zID<y_?98R89UdO0Q&<lbrj740i`n_;8yHv~9Uh#w=Jh#Hz$2ZI``XvH5X7CIs*#}-
zo|VO+sHF52K9{6?bcn6pL<v>tsH?LC5ze$XHoi>H$XF1q-Jw_-tJ1-AI?|Ptlx$#Y
zkCK*akGve54>#3rczR0b-T(NU{mvUX6beO6M|UHVL+xD^rY0dMIQZUh483i+{JyHx
zY6I0q%F(|6JGB&53}XFMo^H|X3uGv>Y%&d>{*CrnejPJC2t!C@tEs?3H6_IE39{5C
zqo`X(kD7PipPz^4RVah_wc7nPvYFZ0uW1VY<n*kxPWm2+xwNmz>UuMj`-BJe6=)5d
zD4#kx^?ddvS$Iinm>Ls96V6J@W9Oi+Z$FTknK`9EYGq}Wp<86GVQ&8JaY7<1?Td5g
z&TR}^r1b7#YSk=~o({ZDpTP!@sfvn<+E?V{1R@ZKd4BI5GU>zZ=~<+K$7*AGY}hyk
zRkOc#dlj{gX&d_ZXjR)ct>Qb_4_B^?wtrSI$jQl}K7G1p+QQ7tEWqC9oodppK_l<#
zowbFm6xCQmw;WDFBXA-aOkYnAi(84${N|t$Eu5>7c{*)S+I_1B39D5ZG<3HKdlR3K
zkW*6fw51pB>bg;`Z)nJOxO7luC$K)(oi$nS-<JTZxfv$CHT1gdL|ynpQo1^MJAR|P
zckiZnuUxx!O|=|6rUQPJ1d$Lw3VJ10rB|s(d$mVY(ta^s`>V>8Yi-<$1s9K=F^W4}
z8gs`~r@J(M{rIT)accw{_1Uv*wzN!4s<8&n!zZeFx@C_LLrOI&*RK=u8dOHT|M0<m
z)X)97>zmheruJd%*r^qDk#6py21Nqs;HuTcmsqkw!7edhukA^aPnnKg;>!C8DJlGi
zp3@<s*Tbe_c=hJDkTBZewZ+mOic?DyORJlkXX}GT`^;1f3E(`**xBi61?4cNOvPZD
zK#Z@i?}D25ZsdGpaf9R9;ZC>rT?dCxoITslwEA{<OQRKzJvJHqi5d?c#B;uND^tmQ
zvm8=Z-`%a|aRgR8$a?20HM7@tTKRHW?SW0$9veIR*KayTV{;60%L_A>r+?J!EmL9V
zQXG-HQ^EY%g@rv*{oRAy<=EG-^;V9Q#I+LqmQzG5KE4yOu2s%U=X)+WFZ1dnT(34Z
zHueg3ODSMS9icWO#erQ?>m5u)=b)X!A|hXH%Es7dDf#Xf%I&vfOPqFQV*8qzy?KJp
z^Q|pcF7kmD%&7N=Ccx^wqbeq*zhJ;jX|R(_!pU#D6<)-=fB*jaLjlXLm+bXqQhny4
z?Bz|x2Y*EC7*cu{!n@AN%3ya_L`EFClJ6o`5`}N;@7ssBDb5o>rC9Q(;pX~p?J1j(
z8!fD10mzOd$uebo(bov#-TSY|q`k%vA!^c_)SU^UYUr)6xA`~A$2vvFc~Dk-=$)(Z
zstU;T<kIKTki&NuIIFW`qD+3|m7&rjJ1<WSHYpAd<mtJ4kWQwJrFiYOdN9^@OC@$7
z`)T=TQarbGSEZo~jxka~o%Nrk_8F+DFXe0Imo>cPKRRW<hkr#VnSd0sg#kPEYDIZ@
zK*4a4MZ)3!oNPkP;jWb?crC+_XQ`<Jkhn-8ov)^*CR$Nhxm8~C@#E@?Io)cvl2-7a
z*8TgOd^-2;tr|J?MXJdRV@ji=qvJ-$##H7~ylZkYGU`1J9J{4CmiI=i3gQY9L}AJ0
z%isnCj0V4cH91K}CTQTbGc&t5f<!iM#<=QTQ&3P59dptQTijXI&b|LoB5r@*!@eq-
zTPMD)y<Md_lu^(Ig%}nxYooS5@Mreow8ic&76i9D&UKwdre=TmAV@?=_{O$kCWa}j
zJ!~3-fz^1iz$rF94pE4XvM^yjHZv{S>!Fq{``*RzdmkNOr<`5Jo(`Vq9vmJPpD*o=
z1?RjkMFOj3vsIpM3Zasv7k(18&_oXts^0zn;oaA-U#XZ_xwu-LzTMM_<5x?P_~tYd
ztrN7zB;~5EkL^`v4s74sS`r)&WsWVHKk(Y>f=_;VIaPW9qPa`M0SE-DyASY8{h8z-
zB%hV{Y{zR1I%-GCU@3G0GlmzKWM<NY8<m+oFZtmYRDQqwK0Eu0_o_VW=;9;s7i|hY
zG3%q-&W^Jkl+|KVS+^@fs;VTxV(4y+Zq9)4PNh&fnqUeyo#!nZz36x3dcW%o)=jso
ze!4kD+>w1|W+tv+I>Twlt*Kycdv&@Wh2jg{7_D|M`zF4IM=mAQ2Digp#6lckx|j<$
zP|hgg#<FoQZnu{5=2iin8VY7e8d~Cb&&JqRZw@fU!smws_{}(@jf`L(2gXPxqs!df
zjdw5aAL>pGCPqYD^m`Qj&}lgYoraObAT$~39#)KvE;g6zL?PFh4_8Qft+MpHkJhwE
zk}n%uNs+u>T_nCDz(9yUA!pw4=E7ls<HtsCG5DKs|1YkVbWAienS8D`LVOe3P&cEf
z49;`Vn`@^zXkS+cN5{vXU*+$9IE}v$=DpAQ($DX!WmXb<XfgWXbv_2V?g|s|7#COR
z^hra`2{!FJ5_N}Y2Aye_?TB%#r&Al4OH*Y!Rm`9?n*q;jY$Wb>M_-E$CO7LcfmNsY
zI+i2~4kZY5+Z^v8>NbxW6kNB)Lce8gMY4NgvD<j0$#_*t<xu^L(Z1Jup#W4z7DS#Y
zi?;AeeMr7unJPnIJF;WRc<aaT?3dSMu*29nss~<g3eTDaRJ!aDTsaSljZ*<++<e44
z+%htT9m3N)9;18p(o*})A#;7YTgF^bDEefbrs|;4qNa6>D-#p*t2z?;6;t<iMXw4A
zOvG(IN@aJigUvycnvw6{J}iKgnZ>2~j@)f;Z-mcW-1`+&Yhr1FfVtcv5ZW}cx4M3L
zeJl5KqZ-DSZr5a3vMox=)iCaEi|$nN$7i#`Z<-}^4Sj`sN_&};eOsyvM;)6<@;3bE
z2vJUbDkdR{hmbmD5^f@vZUR#&=xg^YaG5j*pYGbjP5zG_<XD+?eMMnTMM10>KHWJ`
zYmqc7r02eUdwsusF~R;qqx5}!hAn^Ep3bf=nriD963>+tQ=@JB3Z3BEa*jX_q$7rb
z_DP#OL|0dL3R?5r{qjyr?=x!sYR{F=BvT*DoBKYMy(_q&%FDUfWPd^8^`PS?1o7T|
zf-xCBk&0AI0j*uCO@{3Lg=eeo682LKny6%Vt{rh+sQwgd*G{nePB{eqC2SRsxjlxL
zirI9#{-!sHPhwk++m<V`!lE~R5XwT;fk$X}T1xgq0V|KF?dZ^>?dZ8r_L#1=Xl}J~
zX`@-V{+$K9PY4R{?)HHDQyDMdyrQ@Fm6P0kqACpZ8|(@$VJGg(pgt7TT=t9Dc|7>}
zyVag+^0{u`euC~YblUK}586p~T17LJP6Vx1sbRu&9_XtUjTm>>Ek6Pq`h&@|2LtZ9
z=aNHv1`{QiPR_C>xT{f2q=&gHxcnG;$OoyAn|*b-RaP5_(vf*Ecz!e?`;O5(8S~BV
z`a>xm3S-mx<H^S*2a_>rPbbqY8%&#t4-^>j4@gWuG|n8Fm@Fk>_E6{H_@a=#?;q_h
z<J!g2{cKtoy?u4NbYB{}=OF)u<jh7gSxfbcxn%czP@~S#t*u;=J(Y6e`C!;1DcO*e
zFfuYj)Jv$=BudT@|D}HpFLaxZGg-8`+I!!v!Uw%HSMdlzA$2EPxXYh5_;3v4#o@=h
zQ?kA|3y<=6P1dbDy<_|9))DV6$}-VTj!w5=2%tL-YV=1xLM4~!?2z+NY|GlSa~?fV
z=<0*5^N!s-wHT?naQ}!37fi{ZA(bKwBUo(L+g$%;R4<GCgyX|D5*B-YcILzk28hso
zeX%tRA(q_%Ic+mJ>Dts-`l*K1XL7-lP5?sQ5o_ed6(f7|#*HgG+uH$VIwp@Eskorv
z7AfsEE1%dAQGsP;W!qDGpqA>7ijFp`>3l{&atBm(v|+R$amFxDW{Q?81jH&lJbU)+
zl$VFM7lYwD(}7&wcUY7==EWS^%xK%$*4EafA_i$&rNR?z5*YhzGE>fNnoWi$7Bi7~
zTRZOoTmJgW%IWrGkHeigj#1mf_PRuCI8D2m@m)>Lz5N}i?7s1XLgQyGpZogygq(le
z|M;V|D@l?hX)uTBcI!*#EK#rOYMr$yGpp^*RY%7?(o?5I3|uE)zB8zDrl_>pn2WPW
zrd(=tIFW`xNcFAFw5wz#ImdHdx^$g~tG>JQ_NSFKp=vWz(*PT_J9mEAA54eI^5uJ@
z!<ALbyX9h^<rEZ%8n`c&n8Y!f>7H*Nzfi-+!7&$AKqcoaMtcQ7B|2z<gBlC-Qv2;{
zu`|o7XhY@YCBiEbIK*^?6VXADLiJ`2oAXgC`1~m*DNfb!=61H6k2Nel8Gk{p(A8cF
z0J0#~{|j`zOs(n;)797Kp}F38;tRlMa%u<!SBj(L#f#TUSeG;)X9A~S=$7#Jgyi5f
z#v!cAq3T*%)H!%WEaCGzn$Kr7g`Vwh>!<f+sVVoLmq(4r4~$$xwdg4Ul$8GHR*qV~
z5B_Uf1t*6y5A9a{@zv=^^Fne<d=cR#xjm)fWgUr?i&VlBET?-Eot%Uslu>uDA(c=9
z3VSgmC*^t+-P|Pp7{lER4p3GG1P02lwdmb?jBL>}e>}b>2gV-5V9I}vabCWB?T<0s
zja*S>ml+TEy!t#C07WfLP2Z9Qp|1l2N?=1hkWQMs09#_Qvbg|5^JYAt_<m*s@|;gV
zP%vC-E#}OK$Xd*~kuoWDFm|4v{$FDr9v-j%JgzB}F&G_Q7Il2fJvB4W@J~B^gpJEw
z3PWVRC=EfF`EBt+|AT{_C>a?;{x}{?8V9VO^POUrdG+7^_9GuMTKSaQz@e3mnvzmp
zRaLe4VZ9&TIH>Bq*>!Yu;-%o9-XlpBL_tN}kbMCil56%7Tv|Q?zc4LLe*anl*wgCR
z5Bd4;8iQ&3D&~?ujFdiGLeI`#RHe88Gv(zjwn0-2*t1DGPQIiKD)?NvIiR-yN=!Cd
z+F1F`^Ur0zFD_C_|F%Fs@=1Em7t|g~fI_G@=q&dJK*lWm{QRbwzg?WE?sHpfYZ?iY
zs}By3T|I)aJb3V+AvV3VRJ)P)Ma`v4mssfjbA4hSh@^x>Lm>v_2rd~JuR5$AD2vP0
zV3ID&mtZhhyu{PXj8d+z<KyF71_xu6!kAPnEiI=+GL%Bn0Z|~~fDS0{AW3A9aJu0X
zyzU8?1cd^t7Y#sqes9Uh$Qow?sW|S+%Rl23la`j|;^GQ)UK(NZY9gs#c{&=|iUatH
zii#$-8C6wPuE~s&&H*VeU%m{aa#&yg)X;GKGB0oDbaPnnMc0vH%c)ZK$iU~mzLwi7
zlTk@Yytb0Iqhj_|YikY;&d%@737Q8CcIpxn6W_gYBfxcuhmTLynp;*RLD-6B300ji
zGBVQeXidbz)bvd^ba-g!1{)jO)Y`^EACAT7A052|wynu(&&Gz+YSEiFbgK;YeiT%(
z;+T$(JNDjQ2K)Eh7W|?Vm7_CBT)jBEcP0@#k+PV5ctR9nXVbBXM_gQYwBX%4CDZn}
zH7m2p$;qk1w*3oU{D7~>dH+6Wbab>qB=hZCaC?4!5h*Dt+l6Up18r?305zr#W(L9X
zULGNulQwA}ZEI^gQ#P|z7uE`2msb(A=%U8J-QBCo8D&c&T&%5gT@3(&po-lob;mAe
z4h(3YBqcpv5GH8$sOc5u@S2FASNBf!#G<R7_@j1_c4YmzLQqWwY}KvXh{L=Ly_iHC
z&^LPdc#zg!UNYaleG9|}8&yTPn3}$QoUrf620N^t5Luj@ys+F}!D$oYEgOYs4rAsw
z<S1)I!5!(*A{ppTjJ=}b%k8@(xe+ev>aVw_wla!!y=r$37RJoQVW?07l2dPxJQk_w
z&an2lRey!9gd+739t^>@r<mJDc17n_S=a>Dr;K1PAZ>|t+vNrJS=Na1%E1nn{O1VF
zCj#5LMd{&vDEZv;#pYhXvwq69@yo*EapkuPHTOx@LCk*#ApGWz<Do+ROVT4sZM*FK
zi0w*P&5mD}_*^31CS;Ai)mv<vmY~1c`^Qe0;9~-~6^X7D8Jrb%?%TjX5LD^O0NbfC
zf|fMSZ)H<}+{(h#9wp0cPY`I>V_&*+Y?E!&r)c59+evNc;qBy0dQ8qb5C__9f#OzI
z*TAY|__m)vDU-*Fd~f6KfF3Mxl7(rYsG(lD&5n7f;91uoA$sZYUy<pdi!$DNxoEfS
z1b?aZu)yj8NNSB{$+FKid&OkTl9^aw!>Kl`u(&kO_WI?@hg}kjJXie-WMP1NyNNlP
z&j<_R$AxISI$t@{c<U3=tGyogYi~=o(CfCJ#LX^S+qbe|+0W-Q-IZ5ih~o(KEBK|7
z9cmGP#PNGTSEpekM)T5x$ipjG41*h=Vwr_}f3A~Mre8<@x{T-7q)VQO`>^oxsyc$N
zL;w1E-D!|Of3l1QFZ}&k;b>mAzs>`gM+0LDIrMQ%J3cdR1Q+W5I0~Er$4{mPzkPe@
zk64`=JT+zVud(;<FaJ44257W@j3u5tmGzteoLcg^=I3X{0HJQ62o>Z}Ef2K8<mq#L
zFBpSA{>*Zu6cmboWUtDV^>u|m$68uj|ICKq6gbLNo;ENr@CFn7_KCkX2W||oa{n3w
z@AkjO`1tt#F(!7FL6wLEoZ6WX+=FH2yLaEKPxw9mmCi-)lPJ`s27^HRj~m7<;KYRS
zzs4w8m012*a062_vkQNWfvf#|2;1AP|2oHiS@2*GV*fmjjDv&YA7g(!1Q6ykvFvmw
z*OUf6;VKYgMshq~K0uNDE4>%SgXDhpuOi@|N%sPKg6&Y@<l8dbi!hH^@1mOH*jQiB
z06b40U_bMQx1K)*bPHvY-)qrN$0s4ad9u#Wk2qe)@=PAczjZ{cv_ABrw$zUDT{3&t
z8gk3SMar8tM2jG&onEyhg|k}erh(V5FqC^Zj*K6n?m^KXFKp$eZ&>o=tmj%Q$1#l?
z#igk=bPX&Uq}kksXhQv|v-4d8gRz@)T*bx30sQUtdGdN6KYk2g_-#{sJ?n#`#J&v<
z_TAGl_=d63E-+N#*2$Ne+)a{ni6|=*RY{V#N6sxIEF4}?z#qaS9S@k91{<Z2^K3yK
zpehV#$8p{Y{-*-x(0gm}GtrZC+1Z>9_V#ICzFf11Pc;N;0ZRR(Dqyv4-MS^f|FF)H
zX{QpD&GzswFHUG_X<Y~59lgBFmuvwN#+1dwhY!)y)2zv{fU3M}Y01SX>y?Nj@qcC3
zn;jtxG9F@P78b$CP<m0-(NG;nm%sArSZ}ZVvuDq!&zvz~x*HfAOoeO<>oo6-SFCcu
zyelmgS$%`(1f2Jj#iQoX%%&!#%UoQPu~~qX-@{_EW@pXUu-L5m`Ny}^)M#ac0|P0`
zG)q&~yE;0kv2%lsVI`n&TNSKfmh{*z+>Xs60dXS;QH?-wUbrA{9T_27>(%v!je{e2
z?^}O=fVH@$S00a)l>TT6bMUIW2B@@E9l<x)OS#zC8l{>8=3-~j=r`+p+}s&$ZMRkr
z*Q``jRL(9vU!R3C<B)mjDAV>;aaeMngyZa;)#UYXCl5(4Yc?3_<JzKx^N%;>9c5!x
zF8n2>rFZ4zd|W*fx#$JWU$w-P#jUz`VTg>Hk!|PnN_D-U(TEC*L?nS)*#u$-z5^d>
z31?NTDzq-z+1Z&=_*VF^zQIaoE%enZYMV&!d~|0m?Wno5lvIPKIBjO<8pb~Y3n;9{
zMRe(qB+S-#)EpEN()rohr;TnU+*><!^5hw#QLiYGc8qAPY&DW+t`liLQHST4FhdRw
zv=<jVv}=Jo(%edz@r2Yu0jn)sHhj26nMfr|yhW*iR9?Z5VhGeq!Y0OTykLc4bR#m)
zkBB+pDb~!N;p-TxElNCX3@h<nWlrx8<W;AIjy~^iPls9drYjOu9ssgSp={J4m<~T#
z*84Ek4YCu0mSxxv#```kyS3kZuJ{?E#5cF(B_h1+)e|eLMiN%x#WR*}ka16}!R`UZ
zTMcB>!<)gfP1RKUMBt?{zV7ToT__BMprhUhw%ZN0WVC$!?vBO~S68ayzmSXQjk}OF
zI<anH^;!Cr{fmc&apS8KzR<5zjlu5ZduuaUDP9lAxz;?G4ySB23ys?L$XfJ7{>n{-
zRrs$tWY!3^%ud9bwZ{ZvV)>2u_|^$cGU-hDt2ZLv@F1KP?q2<9v{SjaT=mqQ!tRNb
zF3oS(79d&4E$TX>T(C74B8r-~hp*3ep0_?bbe`Gl#K_;7<kA8j;iHL}laSvk16=TL
zdvMPOVdnc^aL4Bl{RC?<lz&Ax9NgG;x(*Kh4Wy)!&Fn}0m+w!TN(`sF6Q?!aj7{S(
zL?FL?TaHPKqWLSL3cUZ8$|nzHnZL-&O3=y*<HE%;Tp2+?#4?Xh6&POj6A=DFN6*rn
z|47db4GsUw7H=~%|7W%U!rq^MGjMWp`qw#t%=71Q#~J51L-Z+HS#eiXRV}WgiC_E$
zT3<b}zby9pp0jf)D#4iZuhPc%=@mlq%Eyl%%l(<0S5{a5OwN@7AtC=t>_gx^{$FsH
z4(L;V{H-TzQaoef0!;kxmGpioPYdwKKQi`TqHEUk`kV=;-v0jU04em%wNm_@OwN6q
z(z0Xu09gNO(a-9CXQoACQaUFM9UcEaz^2o)Nu%E$&Ci-FJufc=fQAjY0|7w)$At`_
z0NxOgei{LM_rI12_m&;kCgI`Xf6P{%c6oXEUt{;H$lyN<NL+dQ>z<mHPuAt>m3?K4
z)xSnbNr^_IuhWZIi_Lh7z)*KIvsBrjP-sv{NTw*tRUr~2Q4o|_W&VRDBdC2SC@6#g
z9DV>KEuX3kTA;#Oq<D$|p*ME9VvgxJI2d^!lzc~?9FTNClTP)W{%boMGwOU2q&0L+
z+diNDba9|}zBgk5Ctt-<QBi?UuXJ#t7#g1YsZ%ju)U|YUSmpk4Vc!zZJ?D5?Z?CY$
z@|Ef2y2GED`D~fIo|HbcMejDijwiY47v@G!zR$MGY-d+izw^4RGlj%PPp^d@?ki7L
z2XdDN*ll5p+XA#tLC)|@F0<SG{;k+yrj06pyuy(Kz_8$*7bH+7YAhB=i_))tN5boc
z_2|~fg`PA8Eh8iTWqM|2HTSI_l(NA=K^JLhX)p8eP{(qpCf*<-A~Hcr{f>qINZXfW
z#?~HU_oXDAf1H*D5So>lnRyj)tH9#VoV`!NFDCZJ56Y}MJUl#Aij#WExcT`xEG#VI
zuRii~9b;r<#7XBDE?k%@DJm})`<S;sWDWQ}lW(3fn`dO%VU9{le%r%9Y|i=kF&q>T
z4KoXUS$&5GdpQ*qar*}cToMxTK-O>UHZd`2aKypa_CyyTa+k~2@_FTY?rjC8tR4&j
z&A72vN}5GfR0q8@GoyIo#EDr!JUi6>uJ|J}+tcHJz~cS;uf}nuK2RgiWMxm=+${}5
zMy8}N1E0Zv%i2s=O$b489f)*rpJ+xS;Hrxqae|HRz!tz~+Z>jM?p)W|d1{|v?xB}F
z&@(b}3l9%(YSaFmb;p~l7xhr)O&IZ7S`S7Tw}thvx$pDm9R(I`QC#WLD^6rx2`RBD
z{vizFcZ<mYRPN*1CS2LCYA7&hO&BDYF3n*$+X7N0QJL;xMhA9AALQa%=36L0N6;2T
zB26%e3JQk=jkQ^9d3yRa4=x++)&wJ3Z~Hxs5uV!d{X@=kGDpKABO3kJNw_7mbJNE5
z_YS*NhMflPdp|h6bp7gK{?z}>;vTYIMn7}5x3Vj<>w8baBg2(PCd^lh!M`Zf*JOre
zo~QVFyO<3tcYNBeYT7gX5A6OCX;TtLcY`r)KTqICh0hLj7AVAbf@yfaV?`MHLHeEl
zOu{T=RAxV|bd~?L3ytSlAJ1dJ9P-@zs+{M3a7V3cDh2E8*g)@1sK*;s=H=zxjHXfj
z#K*Tb?ADwd)AELa*4cfNG|g<TvG2u=qYJVHltlwnYk*~Z|7}9Q?$kIz%eTs}3Yin_
z4EK$I|3Hn2P6YB=N7IUg*V97OGeuX4uS?ab{s&#WDBm0N267I5Z2lPP+0+BKhqw7W
z!?k&AV<U8Krl7=Qn~3-3t9KxfCdreoh34JKz;s~q-F^%w>gAK{@r~laKcrQDjLvtT
zq1EVzmrL{o52|I%#J<XcuYR7L3JVEa$?!H3d|7iett;f&Z}(&(eRXLp-Id{Fv5gI&
zA}K(?k|OSMq=?!fmU8i_)tPl!QOAISqqD3QaB+=@3fZHbZj)C>IEDal<YCLzSi><x
zg2eOPj*ulfHq6v__DYj6=Mm5H_<bpZg{ATC^qpz<F3RN)C?WiCH-{QMEg#qX{c&TK
zfn#>ASyb*45m+Xcn|Li$%y9h6-XH%{tLUk2nMr+I3+AsmUG3%J1K}rGZ{sd7K0zm$
zb!USJZNok4=yLFZ%PBiI`OCi4f-iEmXX6beK_x7pfa72>z7_rB`Ua}&;;!*v!8$Ps
z*{`T}$q~{G2nG9%C*Hdf?Ih#M;%hXJR|`3?Pn-paXV(s-=IfDj>ZWqzjy`*W7S^Z7
zBxRG64@DA~P_I>6!w-e{I&?~wh#)<YW1EoYS640^`XFrBN+!grw;TuWQh8T-Or-|P
zHhwL7wD78&<%#X$TjV%Ok%G6Dk6uvyF%rjH1N053*|gjbge^!Kg<5QNZJ6uCM4P3C
z(^mQE56tbu!+`_((z@gq=3+#9YHKkMtQ@cOl;UbjfPFzB^PCn-h_)d++Lnksd6}MT
zbUc!&#&ur0{h18Y#*o>~sl77IlO$tg0i}7o=n%wb30ygb_$0}KNgE0GPDBl98#C>0
zGMgtj3(H=OQX+wC8aVEyLP_P31E7!ss1!hHG8vUq;P}VZHd%Wz^XGS~-F9z$>`KX7
zQD0HXY7W4_Z67Mn)v3LC@%uH}#2NA6dW(&`aIO2pHz*I2H)4aSY?#n9ed*W3F3L8)
z^Of!vaT54#5g-hzHjW89+2gf53~FA<r73soEGR0RwTrh8qf;uA$slqxxXE9*Fu<I1
zqGeAON!GZJC_l|yY4_YM>nz%lv`RuUu)=RaQJA0-I#OEtT6B$g5l6FZ@9hCH#^$Wd
zWo$I_dIQ!ak&1hEF^8>VJd!V&j<3dhGb?{i>g=yQKY-)<f3h3M%b2$e@7_0w1fAGO
zf7xo#7#DAwEUC1=2Y+xPx?d=1ZR;P?S8~)NsV*=1z_Gkl^r-cl;(@_^hbY-j2I=P`
zk}4asrPsctKp}EuxSIee08|{%k==e)EsgPus+(I0T;cI-+j|umjkTD!)Iow_iR8cE
z1Awcbj+Ex)U1BV@y`8^(I8f9Skw9GS9pp%*(C8po(z&$pNOk8XEco|_Fl5P!`MmoW
zt8qEU@}0UY)V|Azw?a&^cju;oGQGFs1lkHe-R79~D?A0%kC#P)@l0z>Vlq_C>j}_6
z%#q#feGt(u<nhk)LEswmTcKTEF#o?Uu+2?g`R3{)Vo)R!G}Y%Thl*<W#L^o`7FpSw
z=XD00<4aBnlT+o*{(j{A7#aWfRu7Ml4?>4yeX47VZtPb*cDO|0I9P)XTcvECV}B8Z
zsTH@&9Y?19HY-I7iz9`{J_z1>!o^?9#@3hf6Z4lwYf&_pp3?f9%QO{;+eJ|PzE*@p
zM4-NwW=Z)WeJhVKDT;bh`6lIVvi$6;a$|5i?=rrrL}}<F=WKp|kMJdJ(9-Idr_duq
zVb4noA^s_IjU*`>kB$GaEjl``ueIz&Z87Ji5wMk@m#6N;s)QB>i#Q%`FV7eY>?V`^
z_M+j{*?Ja!_<+SA-m0Hmao}*bvo#60PkUwkKI2(!k@;$I2t@l>SPBjX^x9sO#o<sP
zHhYZx=yLh#Bw@D~+lJy|jc0zpv;O{munRozjx%y*d~XstiN(IH__+17r)OunDwO!J
zGVI|$rpw9AjXUvM6cT=Y-+iZ_^D6p@T2$YcC7#^$pxqcIS%v?+<q%_+TTkK}hGmD&
zo=?HLuw2CV({OkzyL#8h<B1pqqKu1DSFHwk0H?LL*}I(4Z+S6Z+>Nl25RNp{)9`y%
zE8SBhO8+aYKE>fUXABBRN-niEH@GQ}46lAWbUUK9a4sNu6Jd0dQ9sZ5w~MC+1C9iD
zW-YC6oCAl`mfq`C?!!MQQ{oy1>!ZKNBNvQY3oM9!4@$w5td%jn5cF8Wr{cC(ZzzSn
zAY}#)7lS_p3wF*Mo-%j0&D?SO{n?R{ElLEPdF=ulH+4GeGdFCHNio@aBe#m-hu6~h
z{PrR{;dlfv88!8>p<9wCL$P8r@zRocRgh5-Fh?XM8nM3}4EfQ7jWe6_33_qGDCpG2
zMR(EUIXt(@y9T$b-jtC-COB~`@l%X*sjaVVyVkxHN}HYh&5DWT_XjH^Bm^Gpm;#6(
zHm!V^k4?#}VtIp7a=+hznDdVY$L!}H*AI8piG)j@s=uhsx^L3hd$O+o`Q@w79?DNK
zCw_%&@G$FZRaLj1E{{i^V_sH1tRKy;$xPa!eZ<595hKRYqd*P<SF~v&@$wk-R5egO
ze`p3+)TyYaZU4OLjoY`u9zt4oPhNg+{g_QwO=o?oEwsVmpYsP`0(Z7873{EVmkK$X
zC~Y&6my7HghDS`5LZ#CU7Mf;k^c<ug=ZY-AI`TF)G`t2L*v@$2VCNr0_Fs_&x<!6X
zA@s@sDrSVUDu1oUqHcF~4xK<2`S?I^DDj6lEVA{wkp+We%cK!efgat&j1om2qZUf$
z4yN-ewYx1+;2LTT@EmpryPL&8NO<tkgb1f=v8%*iC!^s>{q*UR4D6^&64Qe-?Ady+
zOvt-!e$#1uB(>3_5D$|iXQ2I_%IMxDS%ydkK&W->TU^&GD7!M+`XiI^!^nf=+WSgd
zqormq5Hk+}$BDBb0uG3bSNGG4rZ8r;#eqClAT_!zl??784oYp1^Ba9?Sylzr+8gJS
zy$^SsI)w)lKMkJVh)zxpErY<xWM{PkyeoXxw(On`Ij40Hj20gSpb|_thhkY^uTvq`
zHa3}HrF!>w);kBqB_)H~k!3K<x(v=5hSfM(19;4la(h+-r(VT)8&Sx8%$$M&8D|O;
zJ-X*=7ZdUx#Qa{Vh8`CF3=i@n+Q4%ZFlVWup{Gt#EQvz{_$|!Mx8TgnJJWleNs>Ap
zY)@dYEInBD=39k2Da#>;DLWh9f#t6w0AmV!tFjgiBH)wgsAa*&9SeM^4EH<&_$jas
z86Yv<;(q_mGJ^s0*j(APz(!BI1t>xHAP*h^cBuHtx65w81ks4c>VJwc9p_Cx+#Rg_
z${Hs1b<Xp@lD!=q)=!>XG%_;korumP21Ku7Qc{u=`o`duZU7w{9R~&ngZG-6oBNWb
z-5a{o)6-jkSsM5Ye-lx6AhAF>>2+_tc=2Mx(^22Q6jUt(0~G-Cr{GbBU4?~L)>c<3
zyW7uDQRNgDM*%;yYJPsckj;pYy&hixFuwk+pth5=uPgymq9W#UL0V%$0vV>RPVVH1
z6O;u>z=s-WGt+FI$lu*=ZDmCj){0CF4}U1bZ1Lz3YjjjpKs#_KWF72bgMICPLd6j&
zt$Kyc{Wm!NQ(&%>NM=06h*ox>#&fTsd)w>B%4GeNQ8E>9A9JtG=HP)6!Q}rCPk%#+
z7lGdMQ3YtnvrrZ<FR!S`$VXiXb8oe^wS%y+MpjRrynjrahz+1*1^M9iXbh4-mVK@>
zn7%tvToW<3FaHvTgNcmv^xTHA4(0?k;H7a_>=si)%nmlkeY*OnDZm<@aISW4-*DwA
zA}{fyS;EYm&RVj7S<qvs$4TB}l&BmxUcdC^Q|H>j_wU~u<hA!lq7kgDtcpl2rr7n_
zaWdN?CMKq-n#AC*<~vx0)`TpVmBmr}?5OV#MjF@nDHP+P9Qtn-%i9XxLhUoH`%4}E
zt)AYMVR1;9!Ro~c0(|=aC7+gr1#G&c_ba6{e<jN~xIeh{i231|%=5pHVi`Be`{6NC
zw8%z#e)1&5i0-(keE`6*`g^sSGupF3Zjp2b79F2>N1tuz#Hld)L13$r0{~IL$h)3G
zG=TWnpKO<cvs$Z4E(y5-6{K_U0Fbwtvip<Ji+60v2^R3sq7n2&M<zbI+q7}st93*0
zf`iG^(mPLScyFA{r1cg}Vi*h7bFkcujr)pVQa1ki^3dzY+J%2GH!#t0gzQA(d*2!^
zwv617$dA}r`!QU!hk$xt{9%B$FCbqmD4kJbV#uDMg*=Ao*}kM+Kcd!Drl37qzMQ-4
zazp?zhW@Z6eG}_5$t26fG;!gI;dEG)@lLjJsq3mqZ(c`z`Hy2`;VH-15&^;vg<6m5
zyQI$#CYSB6IHNjk7>kQiZ+XaC<T4N$gCd}!LQF%^lkDt0;ocTXLpNB&#*dFS?c{JE
z$eyeNZny^>IuB|*D(GD1KCTwj?6!FrlXkBc{#bS2p7d`Vy?hwkjDnw{q4idiT73~(
zfUo*;PHANydc_u1MfM>(vpVvchxB9XLebW`zRs6QB;^{;X534cbFbk6jhI&u%?qvK
zh72>hj9#eOm7K3XqqaMzn7Tv8K%(}F=+Rs?FLrRoXj>tX$Aln}t180(*@wryQ8%hZ
zmEE?6O3nO0v<8d$S!_F-6Wp4tOZSoE#*C3$0`;(PmMeBLf70fPAu{IN+OhqIXdpts
z8TGUip=}tl?G<{7#D}vhg@*f3`u^S96ue6yjcxqMvuQsCKjx6H=|WGuigUSzvj09W
zq;V&eR*{&TH7@F`spgAXj;HYfTZ}ma?v8IQU^aTrATR<BQLc8<sMYOARsR%meI10w
z9<Qan)OxJ)8x53*_%nB!ul+hIp8;~Qb&bEeD0#pDV#1Uv0{3-(T_$A>$p2g4a9*{n
z`;&d2xU#O{%|rQDD4IGF23y*tv^i>0c!%*=ZViB1=39U3qtB^NP^pYy?GmVc07ZFP
zaU59Vl@<pJXy@n<D__VOxyH8l-5}Lmb8>{!GkH8m5p>JStcbCjO}RTI@Jew_6;1k?
zd;N>mH}4i@mD&)3`HLhFw2)m{*Ol5P9P`MRlYwtwys(l%0RgF?i($~?t2yLKsf~Z7
z+7bIhOv;ze#yEB*q5zBw?UdYU$dx*I7T_n@SSlM2;+Hv#RHQYyzOb+$<hAeWwl!>F
zbKo?Qx=qe++=0+s3k&w1YaqUrR3bqBia@@&l^)0`GY=#2U;D#l_g54ux2J*|345{Q
z-YGcB^fDjcJJE5ENYG9o>4vGs&I9*%QDfgT!tKOPV+0~hwD_)<qVKlXgALLM@x`3p
zF(MY47Xz1IJ;ZA<{wk_OpxuIx-OtdmQ@9xLn=-N&5<RzusZaL^U&2>63WIAXbtH5j
zwVNn-w2Zfhn0C26aT+{aR@arjCt7;fC)Q(~ap_rgu}y{?s67B}p-`n`2xo)4xox@A
z^Bu0OuiLCTvETul&~XXF1~b#8&J+XlkYk3P2T#XM3d@l5uBiFte6{7>PqC#o)VOs%
zhd=8pt*X6`w?V_q9HvhG23tU6Jh+nmLsxBq&nY@tO<feG&J1>J7a@M-P>}^RLi9dr
zi7}}db3+CATw0QaPZ9Qtz~oR@>~MRI3bE~|sYkK{s#5F1unTu}+$44q>+~T6kRdW$
zB?v^*ORz!&)(Lu~%5+W+RDq^1a;FtMTbt{n&p(jl{7}63gCo@tl_~?a6OIlrWIgjL
zy6h8EvH;JM7r6$BN!LGrNTfN{-$~!^k2rRkY23dbfToBky9;UcfZQ<B<yMx$e166f
zkEZwziZo!HgS`Kc4NI$Urf+QxeEg~5cHM^AEtjw?2SOo;k2KC$_eRYAVuYwVs!f2?
z{(=m8j%yCT=fF(*si_X$ef8lR(VM&yHqnR;TcncjuS=?{`=BYJ$~64E_uAsST?ItS
ztv*gkzahzXL#6WloO$rb$b(C;R75nB94obtr&%5Xglelu(QJ~RFEqYI=v7se4S<Z!
z#Z@GBT0R$wv}tOT@Um4<sZ764f%9d+UL&9}{dXPpICh|p8CT_H{5l@!?)r7Vcuth|
zt((68*OWe54f5fRjh-};;m_|NlS|>Tl372Ig7>of#TSd~cu&`fH(6kCKv6*Mom+ss
zJ`}^=KYhOaGsNc*hZ;Zy^BN()rhSqrgWBi7%tq!kA=x#n2+?eUU$dnO3<-D9wGjky
zIgluoBV>bv)#70B8H*TOA`RSE0z?hmY1Y=(UL)|<w1blD(`wM%JNP|WZ4bZ}6HH%;
z(~uiO$TR+mO~MOf?X`D;BD{BEH77GtckXbKgCLbEirXV6sMuNH1nBCc$AcHEsnTCv
z-FJVV>uqrQe0|*mG)3uOk6laa1)8lJX)4frm?1p1hrTgQ?ZeUjKo@#i86T|k5Yx{v
ztN2vdP0qBts<`y!W%>uLjl+RwzIe29s>YN!utycAKe6|t23x#P`qzGQadElC4@WJG
zReMWeIzf(jHD#*19;Xf{#l|>|ZE~(uTa>Z;@m<K%0#AU_TEtu)`4PJ!oy9g*OLzTw
zk7nf@-treWpZ9Zr&lR*>ox+{<T%!Te#EToU0uh>K(yZ@3Kt^?a1fM?+7agKGo-9Ni
zOKMEO2oX3fs7w;%jSEi%W)R4R55U8eG&Fu_wyr8f{>#vBBEf<_m;C5IkgRCws=Zp{
zaM7{&NaqA%k2#W!`^W9qKk2$J%~@9R`mY6HX4@`KuSIuU%Ok=QFI&m5D2a2ogzitD
z2fMnEU;ZcY77WY{7vO>GB2&BGzO8QN9i*$6P<(11+>(Pm_Ar)cVx+{1i=AC5(a8<y
z7Fmf-ZHs4ctzuv5>s#yVeW#|UErIM2Z^IAS5IpKOR)#?PJ8&V;4a5Zw;MvMIs!axc
zVM^TExv4<Z?|XYQ^6}^AL|WR~19MAydU^}MQj+ofIsPtCnnCp#Z0NOP7WC>>zX$T+
z1gM@VV;kTY3=_Vpzz}5}L8sgI>`9YnKhoc`OFS5R+v?nUa_`JBiQFx<PCn+)&RcBS
zdgi>WmlV*@LUBEQ!0)}dzU6VSI^Apuke}1;LRN5cJ<yf|zfk_rv9!#=>39!j4aSBp
zpQLBa#}n(xg&U$@1msVNovl88nz&`qA!5PKE{&7~&vvK4YPyDpb@fp-p6)5w9RR^B
zf#1@ER7^-nD>2*c+xvU{y}fCZG4;mwy{8;zlQc$!_vxj-1n>J-g!hsQS((wjiS@<X
zTqj220{RF1LLgmG+v<bviFV)-SzMQa!{H|Lv6$xdLnb(y(hW>_VYQhVgM|YRX?AI8
zX*2EP_HW<rEBl@2g3UlqXYfL#hjJ~Pm`Njo2;_xY>8-)bTR-XTC?P2cOxrIE-4@tz
zjup_V)C>A47eMD5^*ZU^C%4Tf4=NmHP7Gp3D<Toq)t2A;bDRKTeex3@otJhK0-cqC
z$XDluZvpc>t8zzH<77rUFvK=`?m(hIKVv`&@QnuA{3WY#&R%x-+)7e@iH$9gNsWe*
z@<RUf^B8+Ia}AAfvAUPt)h*o_4CM8ThO1vm+Im5ElwZ}%PUN{G2M1ygJwsEG|0bl-
zR(}vQ?>G%m(L6v!;cT_eG_<rFrS}%r<_H{I4bAoR5?t?~W?#J`Uo8T!+uc8Kk*1@g
z;LhHjCa_^=W@QDZtX`3>^^1z4wvYQ?&KLhJM@L6Rl$0>b|1`e5g3?Xxtv|Z@Ph%+;
zvYA<Ke}A8ogQGc7wEJdWZZ0*3zjmO%U#pi-3<GRo0TtP=j)Bn<&~*Qsr?kzV@fR|3
z{l8o<?TD;9aTiAv6cl`0{vn@%PE56@PoD}|4_#RW;0T_~Tc&bY5g~eHXnhmoR?y_X
z7ncH5KAfQx?nY9pY8za=J}c5<qtu!({s?$k{&c;R30Mq$>U2OM7)eesTq)D-l50(1
zjuo7S1|*7Fq!sI;NLKdh_GmIYlYyfJ)1I?M*~ObQHRs><eIX$a**ac-ZjUq=fS%A5
z89SCeQWVDcKkC^xfR-%$K7~!xT6xs5kH>n)hLnfRODW<sv%8Uzt)VgLb1U0n0@!)p
z2gNNO2e`Jo^Bo*19u8kTU2B*{LoqdbT^?hg9pffw4i0yX+?B8wHtIGy$>*>gf>!!m
zOP4Ccr(RKqx3ea*m(ywTY`V-g{-#9}Nn|fM`yx@dZD#IQi3ctRT9wAv%D*GoSwZ+b
zcG4*R1V;*W`njuFQ9$hi?QWOj_}8UsYgV2y>x-{1QSZ0Dba&mod`RcLHX+AbE2rnY
zQBi-oxUDL`qSM1U`0cVU!z=SEx{sJrOW_1-#FD&_bNqPq?d6D_*@X1HjZ&m7l|iA0
z))hU_YAU@w;X8|5@2&{mUarE>yd0-B^0;scf716_o!6>5S4%AR*)oCL#eHe6o@U=y
zkFV&0#;IAnCy}D$jG(w2>%>EVe!@nNoSF96V0#xP`lIh33OY#qR-~Xz(>g0XOTeM0
z0%Ws-H)?f`r^@LNM~8b)J<i%)mhwN1Zg=-~!Fyv`C+KrOvg9trVNxGCs^pd2B>BWG
z8<!whZbDhArb8tg2sM+lnj>Z45${X@>#_mb7&pqLq0pnXc778FZZ#Iq`859qv<Gkm
z$#b#jpw6{X))DI;b;su_97tJerP2bR;(S&+r_$ilml{I2?{&~CFUCGY&Z1<1-*kR<
z9siNE9Hi$oPzQ+kl?fbX#zqG&#0Xveeoij8^ZXpq0ItsLA;LLoKD4&Siqd*ZMTw8L
zhg>^&1&0I(>vo@K<UCXXEK$>db9Ct~LmazxtThlZ&x5mh7QS7CytaQ>W72Dtao&1>
zRhc{^d$K+|ul{;1`riA}Uz0lKlX=3>#NumR651SxDx`v2`?a6VI~&&!%S1(Grjx$m
zBk=kjP)$vUk~n?N>c^{C>k^{%sWCMjFwLX(Nhs2QJOPRs^cQjqUT1h-3I~r1ibo#@
zW*JCvQIwYBa<28;=gWdQK5lT|&0poycEdD_8tUvO?^JNsVWa=~Do8QA6*E*PUgo`(
z_#57NA}wiH;a_!)vGHJd7>hEhZNGM&(h$A$(1nA}As}}yWDy7h`09~>0R2^_0MEe<
z!*m4bKA6|#UWb&;X$J|PeP~?B-}|%d=xGG)^x=r>aEtg@pQ~GxbqcNV(Bu=Vo2l<g
zPmSpM^nJ-m0u{ya?Lf$NwJirv+ogYoLe2#-wSP8^T>#<&i#V=w1Ga`s{5MgIN$hRQ
ze2@??!WH$RCMh|abz-!QDNc$iDKSv+o7jfaYKy3YiWXqMzHB*|KxLY#w5UixVp71T
z+lx8nm96i7FJsb+i>X_0N0d1bUg1BQ`tmLKGX>isgx@7zN<hw|_N+3&hh$OmpQ{3)
zi|`dA2vF$^#z+Lw;i}tsTv-atkuT9~t&)p$p^#Fufi|hS6o<>%c^Qs3!psQ&-X)F8
zV^!gZOYlb&a!B(eh6T0y>e1|cz+^MzGktw@4sVO?mw?(kFaS!ima2~>NvD`$LIsaV
z6uRT*G?Is_89Jc4_fO4g{kF7#X$waX!q<D>vr}oj4kIDjb<JL5Q0mxCe31|Lq3^rh
z(tzjt9$sH};kY_CxPJXQ3;e{Ib{8aqE)*rJXD%&!Rg33?CJ;6)6@?YNq~abPliRrE
z1TN1ThR+evJKodRG$11aRxqfJ2H__)>{;l}s;QsniJzh*<b#<rGhX89P)7)IBr~$o
z?ToA%H;siJ9;A>B_t-$bya*@hPMCYg6)ZOmIgPaFZ2!Csue@t%L$=f+Ya7`dMfsnb
z9~yd!<`lC<%{=AR`ZmO_YCuCj^=Q3W)NOz%pU>&@iz}-K7M66x+LACjx?eaZBI3*?
z%mkd<0&<QKt&(iZC*tj)Y}TI3pG3`dcpy+s7<|p@wP@n`pG7d;*K=}bzFav{<1K0?
z4q|gI&x-CQ$A=hm<8B$(iM4hrxon5jm<N*gU;x3n@dcg#(3pW@RP@K~;+H=G+DGpr
zFWeR9q6UJ!r#}+Ddar9FQL*@V0wxfup=sr>!mLO9_j6YSwLyf-1VU0$#VPv^7sMVC
z5U;Bi!lW9GSD&3$;#<?*kTdC4UvpjW*ZTyTQ*NN1t@FKqk`7)F2bZVsG@hYEJgt>2
z7ITvl6XzqAh4Ey^T>9UI@e=%9j9-+HINvI1htkb7SU&<@iU9bNRKtOo;A=;(@2Lu_
z*aYa!Akw^lT>;P)xGQvlx2XByw$5g5v?K5O!qx+%<ibIcvi0G1C^@d$#mUDI-<UoF
zNYf<bw93krl@OdpZgf=P1GJ+OxC!Jn4X)Ab&YeMKLAwq_kv(Cdxh}VtAX|izYgJ$G
zclKS046W!nyX*g140m_Q2$vp&<TmMq0|Q>J;y}!{HTPhO$SsefHZ}NrDSy`E(0v>w
zgMxxyBYbBK?hmufrsH1bmPtbqcYWRL;Zkpx5l#me`*+g*A1rkqMnCDEzVR2-fEa&U
zf$0bEi%*jps}SwE^_Y#3Db#Lh)|9H9g51T4ly5+v6K)dGtUl9rgoWRAu`{!RO2OW>
zqej<&^c&IppI0C*F75_OeqH;dTq3^eLGE6}=~-oq1|p5D!1+!aB2%aT+}I;lH$Dbo
z*bGA*f{!sf;i<Q6Jn|daw(WPy_f{fXUwUvyzRrc{S2^d2A;$aqB5{^#;QONMIY0p~
z?ML&0bj4t;aizlKFlZO^VgS7CsncCUMJ$6HIo^l(&DM@!vUfwLncu@Kvo>>@4C&6}
zp3s@IK7a?y0@e~-kJw}E^4PH>uh1ATIy!0p`aCe8ZDh$F1a^r{lXsS$%@qV)n%C!i
z;Ivvo>U#cxh%p0B0pm9+OqwDOifv@JXJ?lU>uAen1F!Y`Ow1a1+Z}@4J)lGX+U*#g
zG=OdTDxWU4w6_Nvg3e1XOds%y4;r{I=IK{NG`%{Pv9R@JVhLFW{U~mX0?GMfT1|Qu
zV}JXumY1Y(gb99iHh`A{paLv}5#iqWOI#2D%q$1<4TQW8J=ULgb#+axZ7m`9s>dIN
zNh^WG;<Vl=nzAPTHzI)~p6|l5mX*>sn4f$(-H0tXe8WFrK?tGa1dc+`>Y6UfFC<jl
zyy;O<n^EnxyTF0d#Vj$XY67>=Zy$7mlfR&xmq%{`N12K4GhY%Y=wzkZ+1>pL)FCcj
zUX@Yv{%no@;o+Ogp-!DuaZ+#rMhT~YV<<8W@Mm|j^pu5$h6Z|S>Kd?$POUWrQZ-%?
zrcIP8yUN9Nle&rrG=A#G#txQzIeKw|ssTUiFI&EH9LYHv8ur=hmEU{aB0qfK29=-6
z=zyt!hMnCN3TBzaPenzIHq9aQ9JV^(*IG_4{_J&&BOxXZx)^UH8T`wT@5;vxZ7nM)
z32a8&bhWfxf!42>{s4i{9=^M=Pz>VJ6I)w$Z*T9Q&`^<-;-ooe2W_CL;ItYH@3B@B
zvzC*LX$Jj}Jclz2kcx_mi?HRhsyA+&M!rRN7NiK8gI~*-@)8ynzNps~WyDPeh0<c@
znoaf%scC67@7+5Kz7crr=S%*}&o{e3`hRw~Ife}%+xfaI_$QF7kGSE@O-(_APk#(u
zwU2|f+r-OKgWtjk078wx^33eNbQ=BWK|$~<8of;C&!2DD+()!wx_&d^1C!{n-r5mC
zV_&W882vb9RAgrkC@}7yZ3gP=6-Hwnab7(zGFsIAPfOn$EZKf$u`U}XHI-#G^9Ox-
z=h|N09omo9MTw%YX3$pMVG|>$zBb!D)3Hr(ajsJr^vYrJ_GK8P-TFt(_kjK0%*&{F
zNcp<BPH)3$(OcYB85}iYH$=l0Uz;<3u4Qez*v)}d1{TRTL(1ef0KgRd?0Jjxw%7&Z
zdYW6Uz{oqKETpT0bLjV@O{b)N7$=+BLd?NW7zw#=S+8$;AFiiZg5Ls|l|6IP)@c-y
z;(Z9O#8KZ*fju{4n-$lrDwE>tva+8!!AOVsu>&Q+={2tYor-i~+Ne31>NtmX`uWZT
z^RI|);{@vj>tb7^c;-{5&$8asS@Z6D*rNH3Ar^r%f1#6~KL09u{8_d2{lNP>*K;P?
z_j5``mo+BTI%4%50=G@ujey8X;|XYkDfi6g&u6fzcBwH&sk}3N5@M<-VD8aUA1-OQ
zDHRIQ7GC@uK(=`{E8tO>r!y{hv>r!moH<V6*66)z%Rct?r=$1UVtL&O&w{pzdg4*(
zJP!l6g-j>Fs0U*zET9lSzS?y84FMeW`zD3sVhJm@BP;{LFWPoFFXL#b&Yv5!&58TG
ziuI|O^rLTJpiCwyG4DKomG)WKN%LS@ewz9QsaUl*q*>q`rVusgdoWSqF>xPm!ML|c
z&LW0?e=L`TyRJRy(A7{%dhI5$^ns0tfz;LKe(qI~lsLIxK7vWk8N`x4O*Lsn@M}}F
zk*pOQ7$6u4Fw=c8IBdIaVt2=rqSM!NE-w*}u)g-Yg-wW+xl(XZk(Ov_F9CCAAc52?
z$Z^cxgnW`*E?4l_Gy@=qqZ&gGL!^DxewMe=s|seseY>vV<pj0e6AK#(9a;;w?`=0X
zkhEU!3IuO8!k@#Ws;xdgKCaQ^)0yO6GxLAO4~;H^Q`B9d_5okXLvwn&&8J^qJ$N4y
z7iFlW@Tne$gpSkc_5`C{A|e4Pk-g$NNLeRFQdp@A{TAYA@>u>ZXNj}Z*RL+lnl_H~
zt#>ep5aM6xLYI@8ffb`*w%MTBwtb_|m>HU26Z;B~)gC@wvV19*y1sdAyRu4eYgG2H
z<85{!A0J~4{5qd7$gD3p$gT(LKwh8APr8=hrMjW`;KYF_(d~NBD37bQJlZaT8C^Y6
ztID-81D4auqv!dPz0oP=J=i#D+QHbD)#zgx;rQ4X8gMN9*+Vl5IdxGhz1@Rz8J4|h
z(kB?9-n^qR6{G|A4Uw&=GRmJcw86^4UY-3~*D_%A>L}~pTiD!|(mz5+N6sTw)A~nH
zH_H$ek)ZUx7&oMeQt~;j>maJ{-{ph^S;cqGB@s1G%}(7psxd#A#6*7sxHFul7jvTE
zx!Racd`MCnu;N_;hIlwht7Mk@wkWVF0@`iZ?gQF1%mxW)UBlfmr}*=XEGKstjfO9T
z{=eGJJRZvT?faI(7o{SyrBbPEMH$(K5-D4RN|v+`A^Uf1qlBWem3^0`Y}t3C5VDMY
z&5WI~?>loJm-_zh`~Kbc^LqYyp1;P+Yp%Iwt~uwt&g1-iKJQ~H=!Nv?uKouLVg{K=
z9&rUItkAH;bnP$&+eAWVaQ&ys=jbn>B-9ynDV)W893G##WO?_`s=ckP2J1<6cOmaS
z6-`^iJ@a4go5XPAmSKNA=@&RBJ6e~l)iakxoEmi%{;cq#qM~5k0vqnKu*h=lxJS1%
zALBrN&Y|bWa=MY#dbQZ;=`@oUmwl#*6JA&B&q2(mm1P(9`=QwO-l0|xPtA>DUfZ(M
zBn83Rs7}o_^4cmk<h1Jgm<iW$%g{epdFodobFHK-VPqLutt&LD%4Z&z5hDt*U%t_6
zZ*L!m_#b`sf=&{MtM;tTmQh57!jboO&tJz63o`7k-YK5{93Y0sS~i>QS-2}D=}EXF
z5=d3rM>13r)LWR19*^(4=4i=Ek<18X`3Wg0F63k(<RrZgM+s4xkg}3Z#xPMaKMq|<
zlWwQYao^eLc+VjFEQj|Y`Mg(m<(Z<ng@r4~ry3<c4bCN80Yfbsg^vS6v(NDXCI`0W
zz2sk}t4Y2#Z6(}?|Lo~oSO^6;xRqqzC?0ixuupb5JC7EzF?SYPE#Y)k<LR(!64oVe
z(p@fl>?~MGwD&%>jNu)de*Jss%SKB`s*Gm4fuHwb=%v$sWo4_%MHbpQ1zYw%AKaUp
z((Vb<OJ7Z-bbE&wI$;y@I7Sj*ocu+pp4JA|`XRE6*`Gsmr5BcM<M~_zm1nnHS>JJ8
zc>7)()jZf~-_$od6Ps0(ZgaJl`tE`~BC;XB4sdW>Cp0c<t5ULYPF+nG>e5Pv*9d3k
zlsD*eIo&7D=NS?4TBci9c}ynPgYZjRmOFAo_^6;RVFeL@o$Q*f!7V)?f3YO{eY-an
zev#X$)7;UDYt1(U$6FI@o*I2Xx98@xdaH?!XXT=sqbfGa^w}5ljQ^Y-zz@jje^4Il
zc|3h4AbyK9)T@?+6AF_pi%QQSo21>5+9+FHC5Z_L*br9eVBffQIGN8aCl*vJ$P2RZ
z6|O8UwmR8ROi_U({-D3pGD6On?-lq84UK<J-W#_xc;Y=`6yoc}-{)e%)pwpxp`LRu
z#b)}=IbHgq>q<&;3-%EXW==`#9}MRol$|sG81c3x&)r3OoRo69xjG*ot8{C}C^Upm
z>?n&F?T(*TVz>Q~Q<hF3#sW-&Le<ZpS#~<|^uqG<!;{}AmyBU5x*)LS%YRzK&sTEf
zBdRH&Q<L<g)1fI=q*@~5yqiDr&AsyUJb{sH)V)j<;zW*EYf@7eG-DT+lx)^&Rcu+s
zO8D$NA3b7iV-?qMcf|HvSlUvTF>P{Urb_OZm=VG8w{}=me*flXqvYlhR=19GW}#3N
zH(zBt)q+}Wj9-6qJdSNWH+qpYm4s@QJnN-(SL{a(W)hO>Na*VXA0KUPuN5J*Z*PBr
zI?u<v>-r|W^6~B^q>r3WnsiYOpP*QfAT-@za*0q4mRV(nO8b2Y_mN%p237fABHm_|
zxFOyx|NVES>(>l77Qhj;UNuyeb%DJq*S6iKm()m}jtvMqeUc#t1jZO2AT*q`Ov322
z<*O^HWQ$K$tkE%Mz(74%P$=H2Vx!nPijKV2S^t)GdLrAU%66tzcRV4ju&tx{@~3J=
z0@%ZMAtPt_TP;HAj@&2wx*5+nG~Z)!UfiVDg#l)#cAQEgekSCmW;}HzCQ-+{{*woJ
z!|Hm)_ZkT8{2t^;#+snINWkWptvOJ6Vzux+uTRTww9@7`#$xZw_<K4P-m-sMdW3an
z$Z0eAORQa!uU84!%Xf9$fx*F-!_yZn6DXA5S8kzmv&GJ3KC6H0zqHMR<z^if^^RDb
z(%vv7XUa*lE`VV?h*ov4mnMvc^Q*H&&0AW`r8ac}FxSwL+$QXK(&IMK*W)8*JmQ6;
zj;Qhrs~oEML7{Nl2QulYP*W^JCY{}c(EcthZtbDc5i0FVW^3(j;{!|UdNxl<-479+
zP)3bEb}_o|2Julu5$XU2tjl%OzXRa0-0QRx!)aU;BIlYAIp_Ej{up!J>WX%c8C^eF
zP78G8504Fv$5;8c2hhbP?LXZ4q&1HGegR};h>IVo?R`KXiBrgDr^Z^=-r8B}j<g}I
z+9>+e37a>>n;GnQ+%OCG&*zr?O^T@kKb2nz_o%rH)e%~^<fuzacyJ7Y_g*Tk*!A4H
zV}XXL+{ZgYPkLkNhtm+005be{v*wcZo1Ih#7-Ul-FGck1W&TcTl^oN!5+bbCmfy0R
zk=V4+R#Bs?2!NTdy;RRZ)?#61z6!Udi(tO($$Y4Y%Xa~+A?dAXV+;g~d@|M-$D)^3
zD4xgljEbF0e#SzCy|S-tCCAo16OvjjlN2<d?A~E&CB2JYTqX!mco~CgxUoF>v^(o@
zj!_joq~%a5VHe*(a;#~Vei-0=iDv1Ao(My-r_4nX(mw%>XtJ{epeaUs_fs>2BO!ST
zXcc|5Zt^sY@dJbzj%Obun)1x?a0ibnvkt)M_s2(b$FPZwov`GN0ce8|L%DGj#uIpb
ztoO1W{q+v$qd+uN)YsQv0+`D(W)tEn;TE`Ud*H>0oH}{3i9e&{#QWP2yADLo2z8SO
zoY9hzY#MxtF)A>SdHeB$6Mc3T5d~YT86u=m%dGJ=t4TFpT6ZsC+JIN+PkC%~L}y@X
zN<heFmLPjkOiTm*jSJM$1=h<6A6RpzL1<sz!Wc8e2=nj04z?F{jXp`6!q*Q3lb5%T
zZ;Xvzsr-B#zPGNvPy+wCbII}X?vSK+x{nVQ6&0mjIsyh1^fh_;r86f4)AUQjwA1fn
zzAyjZp)iL^eH7nw9Skn)oc|{ZSJyZ6PZI7>Qo~t5=gO%>i2Kvi)60LWwc!j52$0XL
z``hV%&#o(mb{=76RgjU98N}Q*GCJ`wD9Bsw`@igrfwd?1caLHG|1$wMWMCweY7G26
zeU$Ohe^0-?9Wz?+lVa=K`Y(C)!yXPwN^c6JTsCZba9H#u6e<vhLtj%=)O2(#T4Tpg
z4^L`pXjDFK3@7TA{af%&j~R!NkhQQ#uL*bZD69_7SAq~2+PFR-FtBPH#7z0Th_g6t
zR`B4=;C-vsO3w%Z)zYF5fx&=gXO73?eXXsn>oJSAdt~@d<8WK|FjluM*dkEaIrY;w
zY<3fG>%N`;J@K|{W$es+sOLjmFo*3OewlxY<Xtx-<G;BXbL*XU6K~+be!Ux1*RUye
zOh4gi7X}5k7#bZ7mPV7VuMY-u`7w$L3f_6OXq|=s^fdmA%l!4*)abObZfC7K6^Y9K
z$H?gV0{1~IWtbc2Vr3s(sPh2>^O1BS$UJCqbXxp*zguC0H4W6;1rh96S%~hPd(-j+
z!&5%%E|NC<Xp;^urtt6b7sp$|G-bw<Ih>PuTif}SzM5H#noXF=VB+?Nsa7|a$^$D0
zw@|XR#W<HeLz|1UZ%2rirg%-%|3SlCjii6i$xnXJooCM35GCE~ybVxb<DRU?KI^{n
zSOhuOjIfO%?#B7V;BVRnM5z1Q7{5!1DL3J`*YosyyaDs<J`J)+^h*~jdZDjav$DFx
zOT-aBuM|<2zk9g^4ED4nUmE<}zt$?X`sGZiDt%dfG(m0jb5hiyz5U?NYPFoNE^v5B
zox4S4epWi#kO#vf@cD3+0hFcQ=#SYny@itz;$f^aa)Q&5OXQtwpD!Hu4rcs>Y&Mv!
zk1?IK(#aj6<oZd;9VGp-)GC8$K;F;+aV?{=iK+{Alt8&z+v`koAeEft*kLFM7N#8A
zFZtqj1F)T1G}$NJ_RXxy&GgTU4V^Ol+Z+e)N%L(i(Z1K*NQjE(a6PNAzA}@{TFm+i
zmb^(M`70hhsQA}n2~AXVxq(#F{*}K{YI}7Eo4)qkbRSs;GMZUykqjAc#Y>aE<yMoB
zaE9#=O*u8JyGKF$D`XlHpa3VN>4k`5=XL7~mjn2st?^OThIDFEI;Rh1LyT8WxvXT+
zo4<0{b;O5<dP;NF-C34cBI;f2ND*j7FWwH9WGoUqdDvp9yZ2pPZG_Avx@_nVc8OW~
zx$CjIAuzoIitO{>IGp=wc^Z=Xsig>i5A9ogEHe@4`<S%73_OsDoaN`|e)?y`U=d5_
z2hEOlU6316!Y?HUuRadseOgPpFt|Aq{YV{>hlAP|ET22u>jFkxZ2yNgZ;Ym#%u$vJ
zuXyY?t8I+jOYy*ccv@#yn@*9t6iq0kAk){OpW>a3+^c7-5hB%Mkg7#D@p#|FsC0dw
z$5H)|Gi6w-n@11dwoThdH!-~L{XRq?q#f^4BS6hrg-d$(SKD)+VUN5tO9GoRUA*Yv
z%jDenKyBBc<B8NSKz<v#0(;Ktjb#)YyFts(>w3~|Ha}<vrqwT)HJ!Gcsd8OvIf*P3
zd9r?zirw{$Jt*xKXsSJ^4wRR-c$*>`0kX2W5|Tj(r#57M=<YH;TKKSX)z>BJ_<ma|
zw<tt|T9e9$Ytw7PUtfVMNft^DzGM=<8aY;}QGny)zD$sx%(IPj=V+_r<YGe7QPxIQ
zO{m#v42T6!e5;V<5RLib3KXI^Tb=_8-$(CDXt%!2m#r%KHjmuw=f3yFSR#8mzs<C?
zdt<)bb(g^iEALNYzfe(C__CQH*_F_L2YDw{R8)Q?jhNZX_XT&((`-7vzN`sKM2s52
zS+=Hc?1#@RvD+%-h8Z03<j)b{en*brufx?JWq!R(zTL>NRJXa*B^xGYDxMq1hKP+;
z$lI7A;&^H&BUXjM_T!0d$HUXYohWBRdHBk(d?V*S#<Hom|9<NE7!YZDY(AOo@a(6c
z>~46sFYa?QrP0p{AKk?z0vAOw;(5C8M7fhg4|!*Ein?A(5hw^Mu@PtvXVYvivf5CN
zIW+8bmQ3)20%R^PIRy1PY%=;p`9}wMp4Qp)$xLHpEtJ_;-xB;=hPYZ@>g2+-K>Z$X
zJIeM(&M6*58nLpv5YTx6vCq_#HPOgZiybM8N2zwkg0Fl@Ruqm2!?+_zb;I+y4d$?4
zBUo0wg+3pUJ?Q>a;{$GduQR(1<+pz1vL>p8dk)+El)OY12bml8($AbQJVKy_H@o>0
z&<FkVGy<lnPY8xY<jEo;B7P;R7)zZFaz!`#HlAZjcowXgO<)c)eKsAVgZ+N+o9WoT
z6$WG|Grw7`+f2H8c#zor(ETET{-JDd9weUG=F)A794U#vw6C|n18rE;@~Z(-YJx5Q
zy1rKl6HBMYXr=^=+e2pYFC6c>Z;!eV*3@s%EhcOP**i{;QEBDf)c(U3+~o~Q3~v(}
zc?XH>Z(<?g#6A1M8#zeOkrF>WvDbNf%-PD2B{>+?#fOv|IXM?kW>_IV_NDo#_`wA&
zQH2v&<ip}OUw%68%`hKZG-~h2yz87=f$*rCoU>ER2h*^gGq4xa_?7|O$`rOEQ&aLt
zLK0$;W6l@27!6M%9{_N6R~9%BTb=#|LGSw!k$yOMCl7~R<}2wqn1@x`-<dB(PkV^<
z3Elle*Z_z<pg_k>v;x=1iTp_*nW>ocz7IrU58QLK*AecoLyz8~cBIs5;GAMWzV%zT
z4hD2Kku?@-A5BOs>)OV!W$7I3$$L2B(mhPaad`X`tB0%W;&IqXOZ`pkkhKO;yXStF
z9icTPF@BY)JOHv^(zdta)^<kH);}0DySbGg*c}DRp)ZFoEiA^;e=(UjX`rS9wvr>(
zI_y1pLnAIbYwBTaJj#$0%o%KD6tQx+oE(JeqD3y})YP++8UD+Cv{->KE+vpiYxEw&
zM+in`FszLyC?V-T-RwHj<Xa8c9De%;BhuXD_JCFJ_HI-WTc7@;2OB2aYhPcYNQ-IZ
zY2@N9BTtUeCVxImE14XM8fSvB^u4;8w$`k_VS2C89kcr94q*pKzV(;f@}>(giwD1f
z;5lw$$Go4e`Iu!B8*-tZJ?m^?h>5Cyn47cWl^)L#9L4FIeCZ|fd?p)*SVf^3iDSc%
zyA?ksKT;yMJN$rzcWvRE>E!q)G~|nWB$NkBaQ@S$YIJ$w^F*$~;E>=Iy1o>FUb_{x
zrbo5BK(h@~hhNi8-9-~}^Sy;d+XO9K=&{p<)a9S&XMg^@8CX--=iyo_smkQ~;eGr|
zxf{qB;Z-z}mdJg?of3bEXvfW7t0?BVhB;xmFV<YrmGJPTi^+7Z<{Ny-+PCx*8)J!F
z;b^b;E5D1WU9QOI*wXmGnN3;tjeW61<u~#Kj;p;vytCQNSH|bB)edgLaw7zvU~UUP
zk8*<tP1hbAS1n2R1m*44y<6{&Y`6@fYDZ%YhSRto391n~8@&^I@f<LU$K!1?6=Iry
zk4m>aYxR4bkG3Y^Y7YhL+z*hCb&Z0pGPjCi%WvXVW&JCv%zZm67CkRd95^}f==)_$
z@bm>idgpUuq9^#rmR!{sW1&9*fc+C!pIncHOx=tVmdB-#98%!imulkZd<##F_RF{T
z%XP-&=QuRI%SdQhDY;>TKNgMd0zdUznrYprqCL_ux`2Li(vrGxWI4xV8Xvc21NSm5
zoRUoJ+Epn0dxM0*H^AmN{e#_hDB_6KdgO-++W~Zb3(VrN{zz42!BC!S)~TVa%m{At
zmejl1CSXwHE8RvqDnN8-a0R5O9AFrLf=QE+p1wbGpBzLuN()W}vr4aua-T~{f;{j&
zGWm&5)SI#(=UtAf^=N~S{Nk-;*ggvq*RAm%Qn78Q!!=R!B*G=meGud=w;ALGi;w@K
zeEJcpIrHAUW~40yEU-kUyR*Gm1@E0KTbU(htmjpf8?HIbNl2&|?KGQ{`>rLW^~k5-
z>OU0)*@v-<zLY7p5mI?~^nJ-RMNi%@4487_GG;Ejr$@;I6pT8dmg)31e&KC*vUN!w
z4TZL;iJ^}Wh-q;Ib&a$u7!hLtYOH#HW@?JXjHwS;>`Ud;OcBpFk$g%-%*G-fjWTfP
zd79J=QL?9fMRrNfGWC>g`ntNDpvsZv>fgV>%c$ROm#4jHN|Ln_<UaHHu;QvUKH8|I
zhN9@nkLyLw_gD%GBet@+7CQE4iK!B#_S9E=gFs?@&`P?f=X2Vvaal_a9wckLGe}%h
z=b>Mi7ay7Z%qzRu;mK<Ermw-!{7<IOok^zaVP7m%?yZP$Tf$_3hwcys)z85L>+U#X
z$;8EL8BN2V&qc#4Dd`0!-l@|$Wim9Os@9yEt7_{KJF4qk?N3GCOiHNyTs=J~s+8+s
z@146YQA9R3pZx^>2UCdZCw8dL&(3>l-|E*A%h9lVs2kl|TUWegZ_1)4{qW=|PbTN2
za%s}mH~KcO)OUfaPajfM>41=7uFN0nYtNIwy|?;oMx30pOH{`q%Uei>ob9T1f9c#;
z+gb6hMCyJeyCMkTwNUf_(u=HZ?^a^*mP+cZ>b@(WFby{lAyw7Nn@1()v3=Q6e;3h0
zxga34?bxj`o02Mh*{^iE_;I^>#!edzRO|nvw%#nkgZpKpMB0ED4826=6Z+}H`?fpm
ztyku<zNNTPu4l5yMZOA85v}rCQ#UFQKJ{w7rQp254aQYA?3oX0uc@n~husUM?=aov
z6rJ@sL{+Kt*oA>xN?S4XRIZ*u^~Csft-z4)x0+k7AFi&Qe?UwtY7A1C&j@qR0YkLu
zgMSfi&>P?16+L5;#V))a=dXlF)pgiQgM8+Jy@u-Q2cVsT`qQU)!tpXLR@RO&m$i*=
zzoNW?1-;&;q@+9rMcj66?m_!YPlNd+yQo&oaLvKg;$%u>cG?9oJl4|GyxQE{d=Y@A
z?NN}Uk_DH0n3y>Sw6sv-s!ieA^F4UBVCcQftSE??^NUV1h1Jf#!5*_dUS3{n6YqS`
z0(;W98#xeY=RZIutC`1eN!eE$`<_?qy9gC~7_<d|t}hDpi+8dfy;)lac*j{05e>$X
zEF_RQ+7Pa&hTgs?c)!38F;w&b#HVzr<)#Gg5CD@XHXjD>JtjP<p|7ussCTs1bJjuz
zF3TU+WtonC$xZbhs}H@3w3U(GnyY{iEfcWjBE+fw2D+X^8Pb`EV)GHaz|a6;$I}^Q
zNpSvd2kDrEwJaJY+Qqn5mwgQG)5k3VH1ZquE6C3T;N#-^bR5W`Z9{8y0SL3QJO*w>
z@c3Wa_V~T-NY}f0;lhPs66tK?*+Q`LmlD~|&Sy!(G;j>^qewz?QtHX$$E4D`o^#NE
zL?r^%W}T+|H7#Dzw*?x%r~#}GvEtrPRb{Qa^}>Aq^A#TObAzusrv@|CmATZ3+tF&*
ze8OG}TU8{8%Ei8ZO_z!9KYU5Rs<GsX;@^K4)L?hE)*)*d-@EcN!U3j{K4>*zWH2~A
zEof0u*MFFet#`O^p8;aA*H4wKQS6;ls^a@s7Fi^G4<imLa0bM!58W}?GSyM28JMID
zQs?O=lvGp_z-#J%S~cQzh?a(y)-?b;Nx(eSjCg9n@Oxk~09*)Mp}k#1@{WTe@R7%X
zpBxY74DUMfS~Yqc{*B7Yqa^Sw66I!&kQj`&GqBq}$i5pm8sg3m;6fW38fu6?FeouG
z@1j@exj7t<%aZ^2#X|V{Av8;a0{CBROTx{DV89<M1MDghtRRy`dJ5{=+CO-@Rdn;7
zH9Kj3($di}286Gu%jR@`A{h5WXUaA$N>NHTV0#Srbmmu~qowC@f%^qb&|UzwyxR;W
zjZ`$5-fABHsA_Y}7roQvT$r8R%EHR}<adw~UNKxsN=g~3aI$UB4a`zwu`q&q%I6ml
z;96K@FQWaLoBI)=Bo}=>TvC3~0KERi>Ag=r*l>$n!rPhH{u=seT%GxB$j}M;rF<5*
zIhb+nXDer-a_ALd+?Gh3Hl^?uK53^OdK3h&PWLLJx0jd^!g`JFV<eb6%ow!EEaP!b
zE%G~2d3wiULEQ@c-X#ojX0eb3sOP)Ycs{Pb4lGVZ=D`Q&)*~@898BQ@Zv`j%HBT&j
zrDURXFM`BP<=2yHd;{4Btwy2qNU(VR<>-z>&&FQR9*qI<26{*x1L9RC6L#<o-#A>1
ztM%uG27Q;8QJU-Q$zERF7}b8bgYq_3OWpPqqL3p-eMVx$YBPpT$kyRl&1hke^K<58
z@(WKV3LQYs3)wIo%eRc;^Pp<V15&-TBYYWEBs6Rsnt+REu;QeepJK<c6kseAO?*kI
zloQ{2(8|gvy$5L*BO@0S6tq$hCG6$lK?1++kmi;Pq_&qTn9zV-|3C=mJr&hcPAdX1
z&W}LDtYYJNRS}rK?gW0i-T~ed06!)U6@kuSMX>&w2JAq!C8`}Fc{^HMV!;8o$&GY4
zGWtlV9=zai5G%TTb_a=TdpYVZ?f5q{$R3Rf6*CVDQ8QXsiV_B+kZz}W;6beQz~C&x
zFa}DZzQ7R0gg7+ZI4do!xAgvu!LO@T6_2*0v2$?t&y1zP7Y8q!BDG1q*bha8h5P0=
ze??)4`z8im#MoX0VMQ_GQNA=kh{|?8XnoT$nDUtGl)JqLyxcI2`<XcBc&bB1jaz_c
zTKS+Gyjq!eYvv}u3N!UOL!{S8Q1)>no!W`f<xl1I;zWWCKc<j|fH7=Ln6_eK;fW}}
zT3(Vpnk#Pr5svx2c~xeK^AR{;cwX33VvIlPI2vj^o)~U%rA<uTz(5TW@Do=3v{;j2
z_hoULqZZh$`RcO(;AVMMBL5c?Zm}rcu(t&BXaM?y9k40Hw7pfd_<#f6^h_m3z;PZ$
zffvZ8R3f~3AaKC%u#Uns(CifWsj?w0BLiIIdb28`djzQC)A2H!^%oy}-;;S#;mVbl
zq=aC7jdk{Sp8;(yU|hNR3{a@8fNW95uGbkT3knK4T86Q}PQRDTYAfp3b9c<y5XGaI
zN)`@|b3Gd{pO^t^yTvIxp<WV=#u0Jh&bV0XLGr$|SIB%!p=dOI*$w$a;T7nC|1Z0+
zxg9?zESv-}{d>8lAJ>auMd^>U!Rg8QYn{ri&q@Ru!j+<^D9W47e--#6>q~l^)zA-Q
zVMofU6N(45L19*fnnIisT9i<5-Yv2{>$2MCfZPrNu$ly+kA=B8*)o7+AZ_Eiu7jOT
zCFJ}Iq}Lf>`QnC$A3b8Au>Z>jn#Vmmi9!V<i1O_0K-iD><EQ8nTtW_#1xjNB1nBFx
zhc3IBb)+5yv+(ibHEa}90Mdbz7C;1I9M*X;0D<%O^<{$2Prgt`kYI*aM9vK4MvC+D
zpti6|y8=TCTLU}Y5s{HqtLU9I-coQW?Y<PmwBW)r(n!0(!~gegce|$o`~M$^H9Y=v
e&wV67=5bw3Z6EFFxDNlOP`ainpMJ&g<$nNetIy&9

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/swift_synthesised.csv b/modelling/data/abingdon-all/seasonal/swift_synthesised.csv
new file mode 100644
index 0000000..307f854
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/swift_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,2.235072993e-13,1.1829403263586552e-11
+2,0,9.32403312e-10,4.9348611058769613e-08
+3,0,2.74560697e-06,0.00014531468168227284
+4,2,0.00617819676,0.32698878803831466
+5,34,0.4948962,26.193000146982595
+6,54,1.1129609999999999,58.90485244498926
+7,40,0.6068379,32.11765457866642
+8,7,0.3170401,16.779743683421646
+9,4,0.09502495899999999,5.029314763487808
+10,0,0.000328306744,0.017376044903653288
+11,0,9.191617679999999e-08,4.8647785786847385e-06
+12,0,1.035602357e-11,5.481054954375589e-10
diff --git a/modelling/data/abingdon-all/seasonal/swift_synthesised.png b/modelling/data/abingdon-all/seasonal/swift_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..a88f24aacd510e548e046c248bc046452c25cd1d
GIT binary patch
literal 70707
zcmd43XH=7G^gS2_v0_6(I@f|qRYE{INRtlIy9xwCDAJ{bBG-xr0coN49;8En05*Cr
zk&aRVgrbBHAe4FH{mp-7&CHq)^J%h{EAJx7Tb^>xK6~%u8+~1M=2IM}AP@+%#sigy
z5Xdn#2;}J62`2EDCk0(D;7!_F)y&(_9q#S-*wX=`^Vs{Ti@UcA;t8LxgQpk5-3=;o
z_m0RtAwDN>@26hUqN1+<>l-5Oo{pj|mOee;EGM5nF!zE$*e=rl9dS$>cnCQHfoP~G
z89hs0nLPf?(1+UmXK?a<r$FF(qmqh|A|vA^)o+yN4Ad#wA%2a}_>?C7G?e9nQsSu-
zr^=~Qfw2afOKu0fJ1>&5Wn5$Ub?|A#rNO|MdQbOgiJQbd-Phglij&~N^cQ24zAf*6
zhY-j|*wL*2IevaN%;0|xm0mU9`tL9_UHQ?a{|*)V{<%XR8}Q;=Jb&fbe~0J2PrN(&
z-{A>qMm6vl^cN%d|L;zl&gi@H;~(%^P|q`vxVJvvnk?nTRT{OC={}8Lc$VhBz<&E&
zkUyHjwG>QAj+Mj*yX^)Xw#-F{;_ndaJZ8Ti6M-TIt}hWv(~L?ijPENecW+RqLqZaH
zZbF*<KBH>gA&?+`7|a;Ix1p6N>t9}MQKfm7S6(P8D(Yd4o3#{m!fPIb#72>OWFiF_
zOD$`kW&~}t-=v?UGgU6|x}2P~^GNaSD(B&7G`EcA`c&im9=SK3iJ4=&d-&7QSCSJ?
zl{1bU-)`F2-Xoi~M)JnjOb3r^BOjG$#tK|~CnhE~M=EWK`!n0x*%2#v<DY+&GPAO}
zy$Wp_0|qJ_^~enaO=SV~qWhbJdSXG_Podnbto*}8rjjlF;P)PKNBADlCzUZJ5$f3S
zUUJImIfQlp{KvRBeohIOI|>}PuE;+7wDXjWmv?<|R`pT&sLMt(!@0J_{w(eqL~b;b
zp}2l&Z*PuPd`H4vySZIbsbr$w!LL!rG*}bN^3I2&S<IXgA5BUu5@#Ny3$Bv&dZSVW
z<s6?fsg)331|#(KA64FeacW`WSmtECU+0H^l<m7QF!cDQmO8Vv+a%6d!hOm`3~n2|
z<B%v9SWSSU1x>LoJylHhWbzoYG;uoKHn=W`GHkjqR%>#r)=TaPWS%o;6B3%fu}_^&
zI_J8ZVXJTpwY!w(xw&Ydp{*@$o=qZvdzAnA^QV~4vQf;a=VISKw!9KY`z+lX=TB%_
zd$!*Y3pofPa}5!*4yLMIlY+KJ9mSmb_*jfWsfb4^O;_q@YxN8V-tk*IdBg|3v8m8Y
zdXYSGT(+N&MHd$fk*x;O^O>%sg&g>gRw3hO{e6~)Zkty+MYZ2^A1O9Z<QmM0w{h+v
z^M>q2t?w6^mijWvTZd;tLT8k|--7TtIrSMrRiRL5j`FLs3*isnbHF@>25~+}mOEGO
zJPO@Wta9jN-61p`+-N#HsP9E{h9#Cz7n0mD2xeKG<a>8}#dI*@cNKP%bu={ov>05~
z|Fah^*@b~=#fjRw<-+oV!C(<<6$At{d+yDiA(Mv;^%5U*2I+)X2}nqc5MCXH{JtOt
z_OsIL^x;9x&iQQKp5VPdt+Gl6rWoVGPC@4MgROD*7jBlF46xbk;Qd`V&B7*twp!DP
zN6}7MsaKd(eXO#s_kCFQM71In?J-tjDd|P~^)2GGm1(59)}c7bm@t@oK^i{(iZ|G7
z=9LcNyO=c71gCq$KVSt&&W8om$4NR@N9x-8jyk-Mw-J6*iFwtPBq`dvZ}GN>SgI8-
zlKau1H3~UaSuo)}s8jB{I(EON(Qn<RZnb*6E8*qtkIiH>2dsm!K&yi#61ls%1V_p7
z2s01=WZS&U%ym!SCS>0y=EA%Px0fDo9&Y<rM1++*KR>^^NgPi&&umdC-eNI;Be`$>
z*RNmKZ{KeBsE=zRty=Ju^s))xTpcQi@#k5l45(cn%+=|vkVB#CCEoSlJz7FGHVS8H
z4Ca{gX~fn{ct*_1UQ&r%4?ib=hc>X`Do3qC5+n#l6}Z!xE%uEfjwwEI{wNg{l>|c2
zc(tnzq82S|mb{>~`=aCUfT~dOj^~w|-mB3*vB@GVt|OWB+(`oq&m<wO8SY>bb8SCQ
z_)Vkuv#@tCs}fJXo**Zb5c=h)6W5NP<M|jZ&`s`5S<o6GtAq%mQkQ)Ch;cR%2m7?n
zi8?Q@<Z<vzLIZV)q!~X*opI=li>=Mj)!?jhaCA(f?t#2RFgjya>eo1e+TDzbl;3S@
z2wBJ_DmArzTC5}?zfffB27{KG!x%Q&u0`HEkY9|{RoGq3I%Y$gh%}EMBqs1gz`o}(
z2{y(S;GTRt)mn*{Kb_T@zs`W|)hPNCg=ELigXQljTMe=on9|d%LQh==DG}Lwse)Ky
zK{~bkmz5qwQOc14!gpe2yr!3xgTr}H0R@6!xFzZOjT@t2R=T9akDu%DnBH0)?_S*{
zPx?(u#YMb-U-j+l*L!P4CM6ixrGXs(>PB#V%i%&}?#>r4UL@{(_;9|}m0%l!N~P$g
zNIP)K2i4lK?-v*qJVa9hwpI`_0h>;#KD5mxyS0#&vR0SI0E*Zkh!W`io>aN<t=UKg
z%=ooy*Id=nT(^Hu$dbFD@H&1S%#ZSl3a<%CuLW((SOH_MR+bAF9v7LFW!l-)?9a#B
zF4SAgnPQ2my*a6dB#+?3eJYx^$x&NW8A$>$vfHCa&?tZAo(M_3H?96GxAdIZdi%|^
z%FBd7Jq6bh*Zxe^RPy?A7qnNrbJDX@Sjx?PC_k!hA3U;;P!^$`a(Bt=S4FRUXW3LE
zbqZNzToh-=-e@B2zVE$0HCa}idJb7<UICY?E-Af?nlh&jmsk?29eY!QB12ly+|^*~
z%-_oeS%Y|Q9VC@NFfz&a9+QR&4AGQLsU@7P-0@?LYMXnwj;^js<|}vjT7xO~GBYzh
zC*sn|>{=Jhbn~pIuWbftr^(Ar`{e1SVC<~rUiJ6)!*O7Ut9um=8~RXzq#fce*N|6S
z65h{z{qaa;Y9I+UfJp<XQWypsmUud&*h(6tG~Ty$)QS^ouh_q9_x;i{W^!O;&%Vvi
z-3cKVIZ`q)xF;oWt!|<5$1pv57TGl7?ATL$QLc;oYb&<hiO`#^f%&N{1af9+y+3*3
za==Q{!ER9ryc>fiFYd|?P#^Ade&i(u#Ln6M0y})!%nxkeZ#GRJ#=<B2v($-or6Gq0
zXxI8wt<KY;4Ug7HAQ(mU#)3d5h1F78clcJ93JKkK5AYG+tsru@B>LRF-NzHw^z<|P
z#Y0U^4bQ7cQT76(>Ux?@M4XC9*JR)ZsZX3ra%Uc@l|I}fccZ}Bs)WrxHD8#})Y5|T
z-m(Rei2M(<ChD3xhJulBb>@_GOBTL+w|^ovI{FC>ET68`fWuFZznnU=yJ*+XyWi}D
zs?~e&;LZ_c=7(ls?dKHsJ~fjE8vMN~x(xN?VrRFEi%g`R%X7T5tZ_>@DNv9i<2Sa}
zK-N{)xBv6&o7Bj#*IYmkyer}7Jy9~TSMrD$;gOQZ(X1SQD~{xf=ga5hx6@q#0728x
zyb5kdFYVTDoSwO)7G7%dNShbw;lyVUzGTvOS0O;S*ejOyqqsRgH70<vJj$<|?4+fq
zCrNev@u`K8P(pkw|9xWOBvU<8h_?cpZBUu({w@VgtYfMxQ5>xz*d#gb$K2E#v#4=%
zU0WZoDLu)$<YN?|?T+8cz4l`lq!*$Yb%&Vd7j*Xz*auQ0ogE!wgmo})9V|j3LU(p4
z1ly!>*sYzVyfloc&PRELb3C$6Np~JU-}!u1vJtyG(NCmhMany;R^ZSFi~jguZw0x+
z1W>5jvBtofI_q^mR7iho`jNq13W@kk?vg1YHDrxRjk3MDKLfV8Zv$a*c5S32sjdmY
zzv}vR{J2#fZ}4`D>~YG(BDo4|D0m{+boJT{Spie(@2)&f5=T5liyCZVNWriVr6jrE
z%?#hh^6F`X^b{X!5Z;kAfY7+8-6=AJkwRm^RxcSU+bJxKKuAuNA)!nTgO}n>IP`0t
z*QcI+w~QRJsIhGdJ{J7b;QanCRYK!jw3g=tcAX6@W8VFv>b&*%vm3M|46Vv?$Sda)
zRm`vSCL}%R8UX1hP90K14vE{LhRNrUCZVb!)h?sa>&J7qx1X_awd;gG#~jJ&oIC4j
z(W1<}U8kjRi6o6Vmd%?=&f;Az>B^k%j3;t#f@Ric`(fOzzFWv^#N2T{u!*OlDy2I~
zl31&!aE7$1C;LaGOkoed(IJQ~zANWfw>sUVpe}*%P{@zl^e{Is6t=9c^pA#L#KAL`
zj{7m6cmA-x-gM~8NIsR>;%>dZTvXaa4Q9S)-a?%KD+nHC-qJC_{=x*F$>WG%$Reir
z*`zAI3;^$4`?~>8_kSsY%;tq|PP$y#t-}y)A`ws8#r!O(X#$zM`q!;ncLG|u{SwCA
z8!09=H93){&;TDf<}<7+4Bv5GDC%VVy8P*Y5c9@>s*@LE#a|nb5z}PC`k$vN?Ak2j
z*7wSJ54UH}weIiYO-#c2Go8{62!mAf{rer0C|rF=cWCv|q}|l`BxLg*wth|E>EUk9
z{k39~ob~-<DTDzgwOAy)D%d}3y#}E9rXA0We4&T?&%d9_ugBZ&ffc;q%N%Smd=?vf
zW!I|eAlLcn$YoG$DH>d{y97CZ3C$(-D`BMU*F=up$%PtbQ|UM-0Dj36Q@J{v>>xcQ
z9<0@`drsud1{ChosP!nJkt;8yr_#}b3B26r^jbA5zJKkCL>o$aFZLa!daYIwq`$j#
zx?A;@HXV%Zjof8Ol5|hCn~-qDU*O>p0kPs~*m%<#j@0Gu>Xb9<U{UPl{q3@8f>(SJ
zx-6fF%huejEk@?pdGp`A8IiZ>Gt^p4&|aOW8{`T{tNH^BoK$wjN47au&~%~xfZK24
zaWIH!z3?D;Q|a$hKg#U7E71gt^Qhouv-r9tv*ZAtp+e)L?8?-j4Gn1UBe#)z{{}Qj
z>$(T`QjhZn^}Qn|rak`hGV$(h${$f{T%}QI>1VU?K@Z-^96P6Fy8-HlBzJsW8zG!T
zGPdiT4mm_+tc$LW*Z4JndEX(P<wlw(5$1Eb+e-*P>WHa=#AGksR0nTaJ>(fpJ=x=O
zs;v$qq>S}rSUcx{=QdRO_Vt*g$caie+KkX1tu+Z^c>)$Qf?8j4gYt$QI$U+FUXVM6
z?7gA=h9?})JLykMS%4L-ukQxaKs-vKPR9vbV#?&xP+R6w9=}xZ1gq(rAV{X#1&xkY
zI3`U?Z<QU~+PAa=lOEC)_!^y6IQ#i1M4yXZ8sEA>3b%MnT{<2}c*)IX?H#pKqVs5z
zVFi>3ON(gB4*<xIU$`@HuIt#oQ*-|*?>Y5wo)`Tz*wc*S84U6om*6A2W8R*;X%eFS
zOp?dA(|jMBa+rO3-i@;+DdS{_71zPc1#B)pes0NOF9UFi&g?l?n}-9<VS=t>6|UnF
ziDC|KPePnSA8_8dy`Ns%njMy)C%<#O7stSK=1$~IVPPHo?s5?q^*yh`6eC+@zg}?I
z?FjkQ=T6t|7$@gG{5Ba`6*)oc|E@SfHs$oaylGWvn1@c5^%v_UPX?fts&ES!r2Vh2
zZ~ULPe#>|tTKTghTO&sM(bBkklW=7jhD7=Yq%_%{=RDyO=^d!O@fvr(<a6$gJessU
zuUA-0{qTQW8M7;u{ewS${>){o%`M}r-4TuFb&9#+TAWMJWvIly_oHJYr*xtQmSD|k
zbXmogra7(Plk%%!VKYLo=ui4hoAEkCOg`9!)5)B!Cb>rp_A|9g^C+@}@75p*N_4Mz
zh8)RYrg<KhFF~O2mbQEIej%kcjh^D(M<LDJ^jT7BfoWByclGYoG8vxg5FhUOeXMM4
z5Zj66y<e478{9mY-UF5-LVCh^A&Kc?YVht-kc^LI*p=?eezz~j_Oo+yG4rQRRW8J%
zO!R#n)*zWo`kNk3-=mm}H)Q0Q-?91zVTnW1YLmIC*9cy5yn^*5*_s=*n_qBDpT!eC
z`L0?FUa(SFM5?9uZjQLl6LQ9^G3Gff)sj=sloz^_h;4BLZUY=&`^cH28Ff&qxS|)S
zqz1Dz5hlp|;1=^+=cko?Cg+6|aPG#KR+FLNV$|GJB(l#SP4tCa+U8CiZ3i1^*_)Pn
zt-G*(b3m(`g6z+HG2uh7mMYhp%sBGJ)W-jttU|6%61=*!*RXqn2j=|oT2^-~<;teV
zW#2uMzTT>s>dVi_Tcix}UIo8e@}58uF};3sf<*fyzW}%cjHrrugh6;EN7pc~AZ;{;
zeQpFF5jbg0@R%o&3qu^m7fWr&iY;q;WJ`m0=GoMJKQVd3u1VEQgz2HIoz(K>c^XAH
z_J+FjQCN!*XfYwJN(2J=rUY21^OwZK`+r$vntlWcDruU-${AqbR<wG!>u!sl!h{?s
zKlqaj6pEdj7eFL{9^qpCURU1Hqp<f|S-rsSv4X|LL|#F!))Yu4eA6t^9Xr2(iOLIW
z*+c6w9AD!~J8&|0Fc)Z_EibRx3~vZ-BM8|x%41I6^WU(q(CPN<5KXYY$l=|;ir6W*
zJTv4a1K^Wv=hU;=_x#G5P_rs;%cV_#;~a8Jni2l9(qBIVP%#-GGWqlivs85k(S7#&
z`;A`_qL}71{DSw17XV^4Gn!S}H{9d#pSwWjdIn}u`(zVSu(+VEts|yAS6Q)^2~*sf
zo*1}>=h;*8NDT>F3_H$qXOy(7`U3<Px1(7c$udFPpV&2(LW;E=L+ar3VF%2^qS2Mo
zpHDp!F)zQ~`;^gywG#hoiKH=|2Me$9Tc28R&t_8fNjSIv&;!&I3#X%AoMyxL&?!94
z=YKKn;&Fb#PGVkKuqTpxe<p`rdF0+R?5HdD)alpe)Fm7!qXh4;=qNB+u*0~ez3=dT
zg)Qc=JFp@f>Yi)P$rT_5bJ5X(f=>B~u1)(}miYMvY-=8S@VD;l0WZ5_E|XGe4m-70
zS}L#;g<+p`k|Yw-6KrJm)7>1R128<1Fx_;f9nV3b>Q2!nS@n^8N<F}@3wg4h+?HkH
zy?)%S8*gr=-eGUS+{VswJL?<1=aC!x_?_()(^v8I!r5EPNW)icpT3_P{&{*+D`Fxt
z<9h2lW_Y!mpo~Zh!9QtavmE`i(=RIWR*S)dg<t#WnJ?+1&2_CiLwp{Hmkv*<I5v~q
z^?)>)%a8+=!?X41x+I#v!+yzd(?1-)y@j)SMT?9MeVu2Frqg_Wus|ShBmNsPvwuyp
z*n~@bh{|~QOT-uMobKzVqHWn-*J#qdD`t-v*dv&Jh-ZD@eT3!RE$LElIJOzQPcglH
z+T??NQrO~gz5S9|bLTs{tyW##((=q)+9}diX0(Be4sz<MDSBYrbS!&ZR?)JCjhnW<
zHa0mw86$31+<V%%?}xt$3qNxgLLvz^l`mPLTH<l7G4^g=;#ZT~W$^g`0luvF=9{tz
zLq0t#=>A1zhW-(+X`jFm*8m-HDE1yk9Pw-W>bLRIR|E2gK`kB2BVwMY)rHoMt3qeH
zPgOlH8KLLzKu@J3<^(3Y8~(1fHdKX!?X2ecVvlTCkul-6yVWad+kV3UO+0HnAh=$_
zro2|-QTZA{ls#gX)6y!ZkzOf<(Z|S17C;1knufvy<S6p7xdO+Jz@IPJxJGZY**tq3
z*6AFB-mA`OF=hUIi{K&XV<nEX`np%^d(n6Q5&ReqaAh&qpu!3m*DR%`fm#4JyI+}f
z=MT+%jD1`%`+1&v#Hh2=r`U)R0zj`S+-2Tv?{P{NVAbwUH&-z!ZCb^fc<`Dkg~d-0
z1e>s=WBo`&v*ymsR>${BfR`f##rKDX`raZudY`I{5@8+oE~xaDwaPK?nR)`dF#xw4
z`M|m+AAhPI&aqN~^Q;f-*4*IgqcRtfadD1plmKtk8IEToM8xBDQE9g<%E3dc)S!c%
z`=AEqY7yw3>ehj-Q6fsBWlKxaLxSxJmji3?HJ7XLIoC^>Cu=D3+kaYllhOl%?Fh>#
zP0olNmi_TLUDgU@MeW|vK9d<kD2}3aj2U7{utLD|;jf*UYAH98B|8?i0_hAV106*6
zIT5faL4euhzmsX#wsc&KTe*kA5E=IX=?Cwg7@7%-vk3u(>M>uF>JHH=t>1ux<K`WK
zWf7mB7P)ievTL6wAnk~^!iV@WnQUM)cCZin78n`Nxd+e^-aWvY&DQGWRaF`y7}%Ms
zozxK#Yg$Q0POMqzR~Gt)XZ@BE-htW~HYnP-8EvPni%jm>YXGz;|E)ZtK?T{{2|`#A
z*zYS2Ya{n6*zyFfl*uMWjv1-&zVgKq-rW||Qm<(8PVW7Dv|}p3%0i^n&S)9%Y@e1r
zoU50RrH$}~)2CC3xxK>sze`*AUGX`DNsgF@yjgL!3bd69^uqPsBa>Bo;x+UtWv}`>
zyKv#sLj;1)<UOY(wwd2HCnvEM6IIa5%N*c@s6ft&qb8m8RiL3&dn2)ElK*-mwF8I%
zo@YquN;kMS6k9or*Wf3RJB?>uGiY9@roKnHcy!5%Jb@S*$AHu~3_-?apri6T>(I)D
zrMA{;G8LpBd06ig5Z8NIN(QKqvT|Jt46qhw$jQa}8P7ldo0k^ipfi25m|uQ3xMaO%
z<PYgy_pXgWG*toBZI+0~S$99EobnQ1%<E-qJi9w()fX5MyHspfj>Ff~lK}rCKHg7^
zlSl86i85=0RDnjFv~Z01?)GeCMBb8F<1Q8ZsmcFXKOyO$duRq5+>$d}VNrbQ#QwN5
zvm-QU`*%?5TJ`hf0AUK(GMgK=HOuzV5{2Muam2-)QB4jo{*d`lW=JR>6wu$6lQ<vP
zuZ8UbtGaSwX=&+JSBB$fD?x<6HSOv$jh`%|6OE1$5fRYAva+)3Q<nt*!}c)ett+4t
zj$w-w9zT9u?L1sKdiB~h?wX~|NQHw0$0h^<Q4OGyRO>FT7t{b_Kr`{0zysQei?p>g
z*gA0lq=<SH7LaEj?UG6?YeYO#09(^(Qt!LU6)7q&KgG(z5@Tn%d(U&wD~H%+q1Kxt
zFP}2vwFfADFd$^Jhu{3I0`OMx!>t(v!Ryz*dRQh&xVq4&>wbZU?d|Og4Rci4*RNl<
zc?5!b%GHb5BkUdc=FOYxx0eN_N6gFZH8MISorl_lBtb4e8eey?OX?Qem8qfEO=Y5T
zQ-IP)bWKHVjiMdky{W5axpzjya6xW?)U_(g%IIL(yHqb!uu-AW?N%x0sRn<1WUmi5
zft;mqPWHEA>i*?Tjxx8JVDH1a$j95ie^wV47t4;*i$U)7b0a$g1Z5*5BQ(YK+0PfU
zByi<Yskp&av(hYSpXDF&hkIT%J!O)qAtR*wy*eJLGT;0a1XlcUK|32<1jXs55~Nj;
zi7>#``zAAis*ihhP^-1_rki_~1W{SpiLGH%+sgq~fOZQ)`*4aoJ&J2uE-acDYr;Ss
z(K|`@!db1e0ouDkJ?og-1J~Ot`(>YIYp~WD^8CS@{pwPwG9y0yO?q|igr?G)y2)*R
zG9a3D{Gt8^!`@rb1#)xpEF~c^F>$?m^X{_PZbAg@V0Mkd2>Ix44}ipTH2j*yWC4uf
z0rb8&S*1eXqT1!Q<fL~@yCOy&g&WE@$ZA_f_+sD}5DOOb9kDtlZ`=&E!eG#04$<yR
zD&kE#JjmH32OU!QK2^M;*mb;`pVO!!Mm&jMQuxToU1nIs185)yhJ=gdc%xiDXC%V(
z<R~B8Ar)fQn#vUeR=rA(M>AQwYX{!-1D1Evz8x|09)1sz>ju__wpuZq!<j&u*t9Zd
zcHP{jSS?Ep>;CSH6DFH^z5gXE!u?sX-U~Te2-kFun|i}?v+Ld~OhJC6a-^_dOx)*1
ziAw*-xR1+r!~7b%_k6aG$mwA&<gvGo@i~zfy8XqjdJVqAhcO(FGatOs_!6U3WNx`@
zCJxoEICC0##qi?T%7cn7Jb*<ph}_c4-TK4t)VW_7K|?5emWk!8-0Egf9vIZT_0iBg
z%+Ro6P&`QoDhV?ju*RG$N&K=KoH07Zq1W%}Dkm?<pbMSb5bP$n7^0f|LFn%$n^s(;
zP}09hIr)FG2@yU{z*6fFOoj3_;$DWf)4TV;-n;>Ja80{}=+bs{YA{Gq#GVu#{yHBw
z@e0G%lOt5URd4Ki&W#M>{rVJ=J`+xE5({5jZosdzQh4&&(*mY88?_H}7m@dEId@{e
zv8fa>jFj5Cm*-OC3?r4&yrlPke>s;#+xvrYTEM}dE+bW2H%BtAZ|-FG3d+3-(Aiwi
zmQWsSDh;qyQZ`(iR*N8QXYNeq5<fdn5fQ1isSwB^Yi7TJEiWUGk2Q5WcVQoja~7lz
z(j_@X>7sJj^LId<4)xT93czj^CT2~!;OO6Ey!cmWp8qjYVmYsHxD%N;!f*S(KGR$R
zKkfL3d)kY(wF)nm;SSeteKB;`)koVD{1&2m4bU%;bglt@KJYnICtaj*^C6HIC6wqw
zc>0yL|3l>dKOO#m)4N&LNDL<=0N#k3o3ls!_>@t4?tc{Y-$<Y&MDfT4w1H|_7Vj#i
z)|tSh3KbK(uJ7RBkjT5uhK&gMh1<UQ|MHgis8$37ymB9sNvTWHyM8ga!&|I%y~$C7
z`}d#kST_dv*z%sTdTPDLLincO@&EF6?28WqzzIUN4$vU~zW%>D08*a*?=FM3c6dc%
z+M|ytDJip(dko+XV)IBBFJ62Syr<E8T<sjt$V(eG-fE}Hngb!?#@)Mj2Wma+qyS``
z2OM!{MS}<xgvZW}`OfYj0@ivyN}VSPaPxh~)z8uI@C2*5xw+?D+XW3x&FIZd?~^7V
zG%eJmp58tOMohq+a6?S&Azj0hm$w1LLJ;a+n6+k;HvkHQx$hhPeCND);le-hR-SJ*
zS4IudJaPhb1~GMhI+*5K2dG7dgS{P3z<Oyl1@GH~n#r?Ym8~7fW5k%&zvFWPou1E6
zc6xd(Av{wv{KmogJ4(7%Y==fuSgn8noPXLNRR%RpuKKOmbBSBr=|gsQcAIF^-jk!L
zSn-)9XL?l#Hjb8&(Z{Y-Im;etl8_e-RNvXAr8abZJz*8*KGmSjdz^kPzTb#+J|LAa
z{@u=(1x-Ho^@a902<WS+z1%4|sr#Fke&JNCmalL1^_w?4Tf&cb(^By3!^P%<d99Z|
zh4q8F&H{}596ge=Tr!pm*lYtV{-zU40Um%hZY6`^atE!QrbC*7|L>OL-D2x_np+~5
z!rzNObJ}SbNOuAe`$mHKk)My4&(H+v1FT25Auc}j=b+ksTAqw2lA7}m)2c4^3H1YI
z2;=@k?LEi*h%_h$lXm0)CXuC@*DP)S=Q(*6En!~XL8N#IK^V*5=1mhfQN0A6g`;A2
z-tEyh_?Lrvq=*S{EyFzBSURyFZru%O1n@rx_yN%KkwBUFE}?IY^KP$b1SW|Gl;vRu
z5Ys$=eLYDR^AhEG=(nvn<H>yH<Evs($Sr09RSI=TcF5ZeJ@XC=7>K<Q?}@+Mqnfqc
z&Rom}5aQZl1S`9Rl5{6f=$_v5#R6SBSKKx{3m~E2yLR*wg4c}P5%w!`zAFhka=;M+
zeOiTv1^@=Nt-vr(+iwRX9cygULBL=c9v}|SjX8~qpckhupPI<Me5dL=>b53;Hye#8
z(ntw?nX}k4s{lxXmuH*{C;dvR6*+kGe|y`T$2loScXer#cZ@j;7z0Q06}$`8Z0M8C
zQ%axg_DjQdgl#i}b$?tkULinP5kJ0s(q#A5Jm5iMWY!xD0aNl1Fc3r&Yy!I(H7Jqq
zbs7G9loRqt67O<wa*`5yN_V2C=;~$%pd%CQ{JU=nKk)P{-{EFsBaYlHwyv-4(|*WZ
zA^zdm?yO+x|KojvKeiJHsxg6p(0-D8?dsL%@^(X+#Lslg1>jNr=D^UvViU%cv%x+e
zsP}WP+us_WFRtk6@Uj5`7%5K$R-8#Ax6g833te=dOs~;c@SksNFKpPhBR9OQfx_Bd
zn+c@Yh5efRcLweb5lk-M^WiToa{gd$W0EK@p8*R8xgJa@`eKkE1Tzk7HJ&b<f1mW(
zG^hyw0qRA(V;ahYZUrKy24by%$s_mfhN&&;29SB9Y3ohX26Cq$N-1}ped6>qG@>di
z#oxSr+u_j^JUEBBZIPpSnT2bZU%NA2RC02~dUdLC{GETgl7aL91F)L-ZG31e7tI-1
zkh&P1D)g}I?Sok_6`ak@i<Zzuy>pQ5`Y#%Yjs0KN<xgn_Qi*Z5%M5-FR3I9xMjOM1
zUU%;7j1pKyZG@Cxp1J$w=aRlZ0MXCTUA1&bEN%kwLuI=_;Ou+JpnwKQM|^14m0><d
z0L;1+u_kp5f+PvS&_a=h-}lLZd)t5f<7(VErM>gnA~_(C=3a;F*V;JKx$f$#6*eE*
zCPOs7w#;80hevb;Oa;^CXewe4QK)Q4XizrXzMX}|M58qR@B_ioCE7oU#eN4nyFf(_
zN@B*-5<ZOy5zlQx8{@q4^71-?Bqw~h(;Kq!@ig+u;5&Bcb!lmfsQ{8No%;^*1$UVS
zHd>)NFKTEnc>Cuohr@$?^tfrU+0Shzjn;qumJ|!)Ilx<RtCe#JaGUc@hx?`MRK<9Z
zwNH$tFaG$+Z)j8w-LO@2x7~fw_M>yPlL4~#l1ZlYFeoah-l@jkessfH&Hd1~U!)>g
zfl(a{hX8Q(#N&KO9Wi?H<};qIW0g_$Yq(Cvhtoi<4T@)%@h$cyjdY)>Gp&H@usj9o
zu6yddHz$b0&?5wkD(A#dWH=LZcF5tu#sO`eSicAKa6zD2#()9_Gf#Pz>c5Z}L`zt#
z&6BRqJbUtYx8(GL-c&gqQI-;W>uQ(8x^*DZ3;iym$5VJBP&n?iu8sxmemSQgZdc-*
zgVff3=e;&z4#wTp%T}q;;3YFB9Bmn?^y*fEgsVjujp?XCGn3jOr8Fc_5(n&AT69;4
zT0Y)jDG41nFb%Z-T$#okAn)dCHO5VmlEQMANu2+}Q<wRE>@F1AVZdT%%qfU`v$EIO
z=-^X_hzz8?2K?#omAR^1?<sEFL`4i?XK#=0-C3v!_7yEG>w10RT9<n_Pq*C2B9JFV
z2-bcn?7Dib{3XD>z@B6@%V45#fpEPDh|?X>H?*{6XUaQ8VpxSO+Q5)#cQwbZsZ)#o
z92edpC}w}ZSn2l${i=}po%idey#_!qdjdI1)80PY%DZ260FMe>8mlU*bepsQzqjYm
zo>vdA){N}Wq+Pl9G<^cZh;qarKe?9a%#}ycUwNL*9I4ye=p-kzpn`A{AZuQwkO-2k
z>Er#g1o*JxrxQP#^EsgKcYEt0hcQ6nPsBR!E@Zlkj~VN@_v%dF0fnVK{&6Buzu0H$
zK-DG&s9X>c1A{iMfME&}SxRqv>;AT;XT#&k_p8Ss+Y=etM(j=Ej*w5cX5-f+?4ouD
zfG48cec#IFBhVcZ`0SoM$y~a>z6_$I#N>*PnOyhU&`buCIP6vcb<$5JZcvvB=!Vf4
zOhKWNN%wLx3>gQ!D|&cP-f@i&I~z@=!o!@amR3e996tYhvK$z=>Xveow9njU$lmF1
zE_U-<o2Y|xN}CiSLrtkkNlaR7B34e%^Ek#oIpq|u(F%*O(V!ekoE`b`lIInZw9gof
z=?SyJQ;=f(mkaW=?<ewvGigl+uFLJrgr9pWJFS?0VzD_tHy#Pk$JbIgIZ^$+X$sQ~
zM=q(fUKp0l&Cb3~&Klh92F_5$K8pk6mU;5A{`q*+e95(=q3KyI#a}<ZySN_&3vmql
z`$?0<r>w8EAzrzKfxcxO<1DrJSL26&u2){SLXhoEfpU;@^1OvO%_s?mFb65Q>SwvM
z$FF}2t`5%?f~lAr#hb)iRLbsy>J&DbH;tmE3}LOuJ<^z*V9kX!2t_f!>fC{5M4CKm
zW5UMl(NG6#Rh+@Av)s`@r26`ihV(Q8*n^vj2&Dqi9om}Zu*IswMK?HzyN(Sps#zmO
z5RY^A6w^<(VK>42{!Zr(iGSMIq!OUel>>pCyBCGIosybjkW1W{G`H;1(<liFNH;>?
zZeYX<S)nMy{%#SGk&^R7mYcfX-qnOM^{Qg4z!=$s?O9K{!ZPzX*jrYgx!JiLhgQWT
zq5l-vVV0jlFgk@_sC9Jr7<m%QWFJUbc8JD#^I{V-c8;mR+7hFp{sHksjMk+SULk!c
z6#l}wpg|<-a=A001ab+QZUG|V(90*7j-=eBduz`<P%y719f3TRepUdyqgHb}eP?>?
zTG5G1%fm&)+ERlowH@prfDL5J&N*S=hRkW#N6p8YYA@uAWEtm;o#=>_(0d4V>=7R>
z+}Ss?%U<YtWDMLVARw8A=?R`Mth{LQ3euNefRrfm;ljWy`aFQT);%>GEQpP)$tNFW
zWT1QgAo{g!Kgz8EyuL8Fw+KXg2_+>0TzLmL9^Pl?<t07bm~i<0Ekh^C$3>Sr#z>|T
zsg{dAUZ^nk)d?gYxKxp>O_Df}NJrg{J+nqocb_ksWzdE3+x>)>dKnoRJMah`&nt=G
z0kUyIet!P__2bVk{52n6!u}ZriHYq{2qymudK$v>@V4~C$K3d@H@#}w11lnIFNWwf
zEqIdacH*P!1G{oEW}iD><6~BH4*m40XLBSW*@CAuOvO~jZ|x)S&@Py(yPNueXzxD}
zE0Cy5-pxALA@bG%7swm{!qK-4a}#C<q62f@f2eG!xQXDS&>7JdbLOsPvuuv*!>y%C
zhNdGP$zDBDa4SPU;D)-{I@?>4J|3p1a$63})+xfgbX4CH^o6`mzeY6ub~A7EOWQbV
z1Y=3V53YW`|F%lO`T$qK5&tZ0H>=f(1K8Ch!de>xsU3hsv6}G&HXrfHA)gQ+20cop
zg@7C>TZ1sK^K~cqyzSTqVIt2eaJ35EW#sdn-7#UsXw}<2Ha{>L$-=*C6Ef3$ghi-3
z1r;#mPfYZ<4|`o`_a67f`D#ws)E<X2;ymjKR=S)C=Can}YRalP)Qu!||9UmQBP(Q2
zvAfoZeX2Xvd=dL|lH<Yqd(&|?$c4PPPe@Y=y+*JJ`lAYs%NKNgn9cm5vg|`#8uC1}
z1}p@dT)nil1cIw9u(m`eCkxS4Y`cbDU}#EQ=><T2-b?{lpy9pMrn*j4zapXies$hh
z5NGOE$~)~rD)ZkeIx-3PHJnQ1ezcazUF&(+vmJmJh?Z)lV2R%ZDrXiu(kO`^$nkf2
z#iYeU-C74~+-+H&PT_ot8h(F1Efu#92vCQX=f`eH!_#FmKhj~oD(BwYwy2V;GKT^I
zqiV$0X98YSoPq?;EoH3QkN>ncuWejh`3_AoiphIbeK{mOF>&ncVuxVq$3t4vVNA_b
zK&Lq0z}hk}I)4DR2F(0g9g)X>pF$u{zVwYJtPD;y1}2GluGRu)tFPhx(!^ZW?maFb
zjM8<}fyO{T!(42OAv4~Y;Z~zgcslE<RcUK_ORt3M*n@Zx>#prw>5&3>8NK58_}g+c
z_ghBf`hb=wEbMXj%n)AzlNK3DFTt)1&*Y&a3TNLte=?1<j#OgE!eP--&c~8r5TGa!
zlR_)b8ux(=T9J$<(p@o_f6jzHQv6${zh%8}P0X|5LCR-NnFp(9uU-qe_~uq^0V5=R
zMOFRZ_ISyy56A#<p-;s&?gW~Tl=YPD=K8cPuv82ErOti~c}N1H&k5HDgkpyHbzl@r
zEmIYyyUN;e+Q2JKO1bCpxj660L&Dncu@?ux9e#&B79%J9_%q`UfDGDHU*<OF(FP>L
zHNh+ju)^InFXC_+p2@}n;g~LOs#iN|)B^S5gHd?SPX9O^rqN?pGQd*h!TSL$D?@ya
zpgfra1z0S=;;>d}Tr&J6NV!9@BN{RM8qc290(M~ZUEV3ii1SI^a56=SF$UBSiPJ~|
zHdgWDhYyc}LBTu;T+3{rD*Ed4NAJJ4YwMKr8b6%)D+DCtRu&5{MkQYNobxt}d<#?I
zF}rz@XK8%)%##M2zqH6sr%%5J5A2IRaNrj<L(=lNbTwmm<5uEAs=1?L5Q!H#FN??}
zeeaB&MA^!h7MF>gMppk@-U_ZY{|9H!MwaVMDii<9IL)LglRzyU`>dTU+PWajsPw$R
zh8i-eSUhU(%T><c%ZPO$7$anxjX8MA$Ht4y0BL#mFaWILTE|rtqIXIU|1D>u{5a@&
zT=twpIQYAw`G1`k)MBrb@2WZD$oMr$={&zK7O93eV3|W8O=^FeG*o3OmF9jk5rf99
z!uod|Uk_DA9@-1-KmR{}=UXT1aL?v2X0Acux=J?f7IE*b$5r;*$>!iR+rodzv|Cf#
znROMa!rY}7-{d=`>B^;gaf45rd;d0lgmOA;l1}s34qdd?$o}$_D65kIKAdU&ON*r^
zIBe>iwi&5P4(`1g#elq54?g>?^<Ny?6${Xs6uIhCFHMX`|6BoGBh8{0=oFh`%UO5t
z(sxtFRL+z^!6r5hnRa&2a}zrKKaX9miu4m|csDh0AQqM1v9+{$Jqk7}^@V<FnZKu=
z0e8G+A5qx$_G${&w@36q`zw4_2$Z<ZrGM{P@!+icMXAc3{XeRwoj-d&ifzL?Bs+lL
zZ(siJiKQ(oeUC?N!`IRZFs>>bsq@LU8&Zz!;2Xg&fPe`Y$?5m_e17eskc%2pJ&8<^
zOXDCq&u?^!#siT+1K?YFPY5U<ZkSqmyl4QP=IDfkML$QMo@6P&w_K&$mbXub$mRl1
zOM=}pusWJnPlGgGfeOhcC`Ia&M%3(({eS=0jMFCgxS}nis%OVHp7l_us?O|sE(RqH
zRka_cCL<ufkKa7^rVFJrSM>O5+E&eBDh;>qt3aOc>eZk#Q~*~#tn+lJTg;5GpJ@)e
z$iiahRu3?*J*Z(Ef~{<W{=7ITE(gp(4tRGyzo+I+cYd2ZmFjyz+XYVvnIVp5R=qV>
zbAR)ibxG{L{Xu<?=Ppmp+Ye<B2tF$6su<;N)aB{d_KtH6?&B^|QljJ2HOCvDgq)+6
zfzA(1vz>~{zk7hs5_2)@S$+W|q&8p(%K`l*@-p8yvehGb_+J+vS$G6Q&yWXdYFJ{x
z`Cqb^-u)fnw~J~a8tuLMH3mJ+i$9sK)*oCz%!zH?0x|4)rroQEmA#@F2XQmp=IN+^
zg|A*~jZpczy}1kwBi-;A!O{jXJ$<8LthFUi@b=?0E=zx-jQhtBlej8IP#9?b{^kau
zU+C{Ho6F{XeGco<QzNXz-lz)INy2^f?f>^ABuE*mdiwNR+`xRUoCw}``}bpVJs_{#
zgwsF|482k2Nb_tfnU@d%2*F%Nyk43-dR$!4*nMzg8+_XNjm_5O`(1j?WUfo_$hpx8
z;IY_XuRN{ToUq&PI_C>Wkh)p4Og3;tU%Y(z2Jo=O_bQ0i-u}5ZSw9a9eiALki;GSL
zz_!kQpO5NME6>l&MOUX>Y#F{|xaq22XM4=e2rfIL@Lo`^#sFBN4kDGq)@ZsC!_st9
zQ^Vl_&3`MeGX&_l@Yf7-dbl7Ud35>90(~zmatXA_zz7dZ^=jNEwX5AV(%5!?j8(e|
z0y&SLp&I!AJtut#?U||(Z@DZ7eXIrnP5qYxoE`qjj`Lj=07hM3AsU?@N_0#`q@E6N
zTWh4+XlQ7(duao)ApYh{YqPQ^FJyrWXMt;JX8`nNAPnmOiQ_PhM@hvEyDr<Ah8*lT
zqKTO#9}$;#{l`wTw%v%g`t>7TBxxG&sSpQ1M0?W#MYJL{wH}NK@t)uOvA?Kru5!(h
z=v}gPbvP-0?M$7-;{olVxogQDkXu?B$5-dc-^zlLdt14NAH@PGByFxQBQsJpTpEx~
zjVG-T>7oj0K^t#&Pyoa))VTv<k=_l(a<6{o`RQ!c2v#w_H7h#T?9k0YWP1s)dNimm
z#<l&HhuT*LcM(&v#A$8jzEqzPb1^{n(Yv_11L!~@$qlC=51Ofh!i{h`%nz2&9|dNH
zjFZ{AY4X+q)HUJhkTkCbH)fS3UmqIBvqpe_vO&uV{}md*9S`o`zaK@^34eM`9W5Sd
zOD!4iYsEVc3;2U#*;6PfB}Mp}+PgbP%DzRgX#q;pq3y#z{LT4FzrbjU>dia_Tp7Q9
zQCJ_?SBZSdOdPNeJKs6oA9#Sah(yI4c?ss-vsdmkzmqCDG6o1--CXU&Ut84!gM-~w
z!^F2Xe*5Nio;g+lOF0{W@9G5IP7XYdR#wUW^7al6?ZD+MC^;Qe@oW%4RF|z1akCPl
zX?Q>IO=g^w$1w>}_DFvOm?v=ZY(A5j@3>_~{_OR?ga@ore6nc+d}Z>c<gC&tXwSVb
zjF~`o_R@WY?}O|EZYbNTEJM4>b$n!xvGB{Qb4mXfS>t2bxqwj@J=5~Ty&dPJQY|>H
zd&}Z9QR0web#zv>9ecXt63`7mif-@dC<jt;&)%XpzP!S<+OSn~i%j$Cq0ao;+xrvL
zPAyOf=(_PCHPtP++HKM~;?0{f#Nt&Ekse=w=f>rC=2*r--R%M-f*owV$E=#=g9oom
z0C4qR)6&+iG|ty=F{yGkw$#*oJG%vt@YsrSh+1UNj^r|6gCuKg0UVcd;{}{Uoi(Am
z7vuo$@dn_TbS)?-K+}M#=I9mp<s~zj%Qi*Y$AvD6)7v9z-GNHJP-|yr=L*VM&xt8O
zI#rZ_Mm?g`ORxe*L9;~^F=12IVpCQ{RW*@Z4~l#)lB2!-kA<ETQUU?F0pMby>*ne>
zp*rL+xE1wRSa-v<Pf&l@Mb7`|NmmN*TBSqh(OidtY>kDoWfbVzDXW_WrVGhV5c9wJ
z+Xx2On3US2%vOV#mN;+i3Yb<8SKv`|lmV<rDrpQf4|w4z4VGJLlgJ|TirhNev?T1N
z#H4BPsQ~PvPv1BNR|{0vxK+^eBjq;Oy1P=*i<wt{&k;L|2S%>T{%6TD=K!@WRw~-a
z)C77U(J1p?8hszr%r=P`uXs8<nCax87Y$G_mNOogNOGm`o*?LoF{D|>VKeU2i6{{Q
z9UAn1Wa*KHTvB(=Y!iI1xdmOPM5iEEt!xKS%aJ@@x1DxA!Bw0W^5Lg|e=r^pVl@fc
z62gfD&uL(eCYq^tzJ(zTpoijF{lj1(+i5mdWm|SOc@4Vg3dj0V097;|EU?fc+;7)+
zrX3{eUi+Ws;zha@idC1)q3c2xHl>k7`dphQV#N)A(<R0BXm4SqnwOk?<<trBEWHZu
z(_TPhfHH=~txAHB(24?#G=EZGbYdbxOcpk7SOKlFpU$-Ihb299r%fLoIErZvSG$he
zgMhdo+px2c1W$^~P=3|%`{$ROd&R9q4tp6HQpy$<10}>^YaAY~wme(r#9Aa@16=!8
z{U&|lrPkvBqbZHm(nveE)<-Obhb+jC<fR5^f{MwpTt-d_8fW<MVb>MBbkM&fyg1UB
zw-kN>bQn$hj|>w#Km%*SEXU&SbC^0BummKyOl;7teh^55shazeZzH<dAx$2qV^2#<
z_JJryRcf1t8;!kQ0tBI?k^wUo@dn3KRr&E5NI6m?{qt6x3zN6AOf8~QEQ5j?*k_@B
zkP&NX-E6mOl1QrugjI_hZ5BPryn+vwq|v!<wun!r3@s*#1J*F)$Vaf+l01ZcCUlwY
zS?zZ==5xiH0BZL?>ZjS7I5aB-1QnO5hS7;F5V@sZ^7fS}des9*@mrsUk=fykA<R9_
z%?;V!LOLXAGx5GWyDHYrpuR_q0!!o;Yr298j5lq{=j7~PTKE0APq}&R+Lwtu<r^PI
z8vMy!>k~@Pa>Dimv9(uQJ+a<FCd@DE2M9S#+9h^EqJNQVGh$V=XQ|p>1`=-;`|_%=
zmHeYV019UKnVT2yz2!JD>~RK$)X#&-=(O?-Yr{+d&zBf6#@FU7U+FR`M$Vc=RU-)^
z)B8@LcN8!_<^yMHKUWusTMj;Ph;&{kM6z&`)S-&8q}mKjRURNM;3eqUf>AVPKW{V?
z#11#^Ech?y>KycVL1GriouRt|phm*jNs+eUJ;{mdf0lZI)gx~9O39x)C6Dafj=_Wk
zg!B*o>VwYu#^EE<U^{HFvJQ1e!fhASIi)XqH~FNIe8}Rcsb&8<pmFNNmB25OU<16!
z;>iKVe}zY?5LV5wPj1s76cwZr4tf&5oB@b?#@D{6tz{TMPo6XHEOZhi^lJ3nw{_;e
z21jZ7$kv~OoG|K-Rpl8sFZUrfS(bb5PDQ>>j)g9ot=Mfn7ceeNDApII46DgkIQB~1
z*ce;2LJVGI7C`jrSDdOcM-MMP(E4*ax?X&o<!yzI;J9IDr*$W=TL745XYq=?&yxrU
zrgp#%I7`PMKNyABpeV+JUALRw8Jk+fVa@As__#(Sb+;71+p%W_HosW#-Zocj9&>K-
zg5j~-&S^OrEuVoCOo#3(9=xuh)d-6);VoslOi7UQaFwM5-O^=U?@5v2o}8nLyMsYm
z43(JoMdFsGr3EN6!}U|Q(<2&dYy|Q5|5j7JNb8P8WHn2{)aMGv+;5O5O^T}S%7rqA
zH$uFE1H=nG@{n5P@Jn}%HGQ!G69OAlr>K=PRKm&kpGr*!P;p0?7jLh!Vsj`akA?)|
z2_6@#f^1~yt_SI!d1F)S8wZ*dzrD>M!iXBp?~@rfx-7O_V}p@Tbr`;I2n`GAGhbm<
z?R}qmbKd}LuDFMXz$%qHSnsP=Q_cvxLjz#5*2e`j6nk(P2A{$;-WpS)Gc7O$413XR
ztvu+-^aRZ?wcJ-I*O|Xtj<(m)m8#X%#k!G|IeNP-fSY((Dx0KW^_|^spTEE7?1r_8
zMvQfw7r9j-q0gxMnhnH<oC>#0YPqVhQ^EtuK-PcDR<xp4gnHMHLp~T<2}kv8g~pHL
z-kpC_vNQ-aH!?|vOIhS>S=?XK)T;5Z((1lGBu4uBRRtQCiTqtDUi{~B)jv^rX8<nQ
z16eX&R6t9Smu43!2hSxGdm!@7&d3FBiO<I2+>|*lEZxh%#4fL0i3iOb=$(?p{ISK`
zlHH5K!mimlVJgg@m+zc5sq;4<K#^)OJMT*h%uCh={+OQ@Fb3=*=zQJ$;nmMk0peFv
zw^tgIV+iP4=IT5q@VC<Y6yMKlwwm%s)!L`g<ofk4`IK5q`v@8@D|p;H+n1x%w)l*r
zyz7)oxA(k}Y`)z`CqTz_D$RRBSvb!`Iv2jCb_c7I0P<ML)y_q&XxBVX$zTCyl<e3U
z4XCWOOueP}Zx~3uTrIjNm*Z!-+9b(+0#%}2z>A^1m3LNkMzi9M&+DTES0`m2SElS)
zOXu+Xy>d1RE(o9#v_E%+5!4*mTS(5nrKGzSEs}nqle^!(Vj<VA*SSx>6*8Q`+F=0*
z@~(9NHvef|4G=D2GFtnDQF_lUV-g(`<CSbm+DT3dzMalqv@7i)*QDB?s|ySj{P$en
zGZ$_8Q|DszFev8*PlGS~AN@W8)e^$zSnULaL71m6f|5`>cC|$GlDR_r=)VQ?$E=P(
zepkP~5*0P83QD5#AgcohiiLb>VkXC>_pi5hVEqGgpk=ZXFhFic)c|IJjfMqot^Bo=
zuMwoDa?sxrc!du~(o^Hakkxj83X}D9!59=MX>*4d%6KDdJh}Z0w0`(-wMF-ZrlOOi
zychLZt`GBB0(`3zbDKHXnS6^|OcAO{@ukqghKq)4^H8Sh=@^H4&w0(!N<<7oJDYl0
z4XOZ8$c?{=QXQDJj?@9aWYUV(Un)-6nt&#A?70A|hg9C!8!PA;*n<YQN$I5@Wm(t8
zjSyKvayO-WikK{`-h7le=yxOfP5I~13n{m>YutxMX)G2~CA5)$AjPf-MZI42U?orY
z!86t<kwq_qNCSq?ple^ER}S@#H|Tem<#<0|Q(P6Pwrs=<Yw`gH#Qz1^<th)*iWc6>
zF)>6`0_K%&R~*)6{JFTx4}JNAZ98agfjrUMAJw=>)-H7@v8d7xmFSE5D+NSVu{5R$
zFOU7(UXH-E{jmm<ajR%%v9JH?IV{T(l{YGv_-07q%Yh}4;@dcV?s=xB)(i|H34FUT
zCHXC)%<_oeIx?S-5>vqJc#4bRu8>eyR6DWV#USU11+xlbr=BMqZXFDaE&P1uW1&S%
zL*kGEB?Vzif{+IH@rS$-Yk5EeMb877#<~t5T%GTEzEOl|A8xPBmgBr1fdHBK2=Q1v
zlnN@3gc&S6Qa9mFi~T)kDLg!D`G7KEDZX8#lPDfq6o~@U3Fmrft={_vzU|EBW6B{u
zqF9Z#Eex|p$zqhGf%oz%LropxydG2!W@q|JqYp*8>vY~qYlPxKd(H#}W-YnMU9JQv
zuUx5`v0EApEo%dzx$?ch@-3G(b{+|c4bNUVYJ#gX+$mVRxuC^Kc%Jabn^Kogz}^Ce
zhmz50RW@t;t*p}0j~_2pgmi!QaoxO}f8WKSzvI-|kx-DgvCM51(R31#$TNKm|LuR#
zhk!*CmBH!EamNc`>RI0mIn6hcGIPS#eJa)o%K;PX)8EFKWJ9cHi~-v?CrVI-P8LVI
zxC*d5;7-%J4^=W&QsVPNe9{lkwRny-f8pWb!6W^7X0CvAv{xXKaHBq9-GAy`j)5l7
zS<bImRj48>Z;RauxOZCzZ`+`?;3~_PH&BtI=~B7r!Xawv>&^%Jm27_F*g!~d)ycuG
zycKdM{^Alj;epxC&MO|s%weU9CG=92c5?cy(7nI3*9l)Y-z>fEwrIzjrLljss1MZQ
zkp2A{i8WG6QwOM+GwUOYsXSvQnb&kB%>*70F93JI`F2e<DSv(Y*-KH?@y}*jAdu&Y
zaTiI?BFA2<C()dsserkeAiO%(tar>WSRPP!p9Vd*_5~xjY>mP*2_g6gc<V|TQ~e>0
z{}JUyZ1dj^dokUwItdyka<aJxeS*HRL*WSvvVc#JV15DNQ~1l^JvUzy+r{jhD+kf#
zbPcZ$GUl&ReYy1HV71g$^=e!d3g|6#!^~i!oUm}W_tpsf9z_5A-=N;o^<HdOS)(8~
z2!HRp=%nlStHMTKDpZ_n8K1<XZ;yc6goF<8(f{+B^TlX4zoK^suf83N?`2boKYZN2
z_L=R}$@WATE-3i{{6dQn_;R!IUr5L(NN_Reo)AiZH#K>2cj92wH+%7gw9So+Ja%ci
zQUc{}58rIjJ$#qg=qyF(qj_n((~;54WqS+w8;SLifV;*j(pGE9c_&#y`7UL$Z{~sj
zT7kA{25BC*nkHIJ9|qBTBY^T6*I)X-G4|F`QMO(Cu(x{KiU}eDI)pS*B8^ISBdyY{
zFo3iP(t>o$5YpYLC^gi8bg3{fLkN=6-@b<Deb@8-*0<L0`$yMud0lgzwa>keee7d1
zIe4gEp}Jz2Vo*_=Xf3dtw~6xYkFxMSq+)3K=ms};kHW26x3;&Q9%{(W0TR>1iqoSK
zlYKmdPRSm68v%}0ZmglPwx{%0+Zp>z#;4yrSxhnSeZE1SGoqR5EFF3zdwxZ}>D?LE
z(!uQ`FP7OjIFx{*gMzz~cjbUa)}7qRNax;P4-`Rl*D8*op&<aFYrBZsiTNam_Jouj
z8dI+CDs_Z%w|V*r-y{DMr$bq*`JdW9&OX_jzcDhS?RBeX-!int-)@oYP+K)pYJ6Kp
zQ85CJzwGVep?Pn6j|5qtc;E<S))+<s(gj>G>(85OurI`K3za=EnQ$m?qR`}<Ofh|4
zzV&VR+mhYcR4M)NZC3PEj*G5>);HKyO*-B@SwP-iP;eXJP@cT}&~)uH3o9#jr{Un!
zt2sb!XWCO~ViDnzkyx82fTA4vHWH@?dtHg#Mg%1k9PeOFu`s8}GR`IW%@19pX3}cj
z$*5qE&pv+VP;z|lje9^B2Uq%~PRygvj5j}vddLI0%+r(U>1PD(Csw_A^X9LC8SBBa
zFG?*oiG7M0x+4%8rb^(hx-v(%<M?4fHe*XO)w8zkH?8&t0%_KnqPDf(eP5X0+d6b!
ze243WidIgc=4+=wO>dIHiR$@j0HF7c=<6evWP()!b)WFwko3f<uQynrpMM&~WyHh}
zeF{T=y2LtD_K71zzgv!R!ZBDQ+k$gn0oxua)Wja~wRf%}4S?(|k@yw)=8Af#oI9kV
zKnk&sTK6)jOHGuuXr4=uiBO)lb8MgJsm>JUEr_6}*XUBOTI=jHn5ycckSkL(*}z?P
z{o#9Mndmge!27);=a%i467x_`x4sb6kwgkV4l^C(O#L`U$`!woJ=sQ>*fTCpH5oj<
zHW1jY=g!ambjVRxga4j7Hs`GG)b5bpsF-NSqoBMeNu4s}I=ip8=Mc@PZ{mofedA$x
za-i4T&ksP28Vlas?zF%840qve9_06TN4}%m>o>O<W2%V-?#)*((Dk^!arF8#gSt2D
zfzW@)B}s3%T8(Qie+uWi&ytE>e(slKs;bAomFd!rr~zEjCV$>M+u3Z*+bh=wY8I>U
zMKjUv)C*}NXFG`xtR>gkob8cZZt~TGGe7w^Wx<~VV^p>BNx{gyn=AipB&u<2d!x`n
z;f=@LqHKu-!@a@GGnLk(+_Kn`s40ppDf!T*8Ne+(e)o$)y7k4c150xzc=6&;HSf&d
zl(z+-mDCe{Hh5EMjTQTrdiJt))WWP*<i6qXXRdk&<rHCl*93P~7g~J0A<w<3@3<!m
z2xpDy6ls4YvtsNy)Upje26XAWs6@^SPe*%uJf%AM45O-U*I3;b<()uetEVl08nsh`
zR>rZG(XgofM3-+vwkcwQ+<gMxB>wndY_Ff7F<tF#k=p43#gbjtnh!dy$c=s(h>4Ws
zw%#oj-dwTLDPNTM$@*5>A6?roP;YYPAh)ARGSP>}{*0mAqbkON_Iw%KP3C@@@Z|pK
zZ9Z1c(f1qkrE%(Y=vb=NzwZ3oCG9qq#-nPo3av~Y-|`0LE(~Ub*pLtX(asD8fAi4O
zgEfn8BV_Yk%IvFakW@}HZ_}%{cW5VD)HTu_$kUj8@JX9NO3G;LTj-~%l@?}Kg71|u
z&#Fn!x-7m6mR@y^iHr*HrllJs^ZzpM>KH*RuH4|<t+W`+1*ZKU4UsfLf#dAfEk||}
zMz%e7Z*DGi<-X1TzAH7ey48xhMdmvH9G*WvdN40VUqw*v<kfvado8WJo6mpWY2Nu%
z94C{|#zi9%U)^QRv8y`(`;f~Rvs26P@y8Wi{Tmmx2SgJRZWejuNQWTY+|NiYAlUM7
z9RHQfv5yUs6A7h~O6jJtM3yV4so=T}VXwO%Ki*vKk4Q+n$LHRl$x2+@bgrBiN(|dS
z_4p^sAm6c*lbS9pVd2jt91Za$QtIn`OaI<{yq$~XOVd@Mi(#hoVnU84&RW5R{PN2s
zZSdm83uE-$qkH)T+!VUf5!sUMZQlQ$4fKiMD_{G|5t>_E<Dd_pcY@<!2{pOe2u5**
zs@%%__j{yd2NL^QvVHsO3{72sUNpb-=}L77*4tYzY5z;aoL|ZHdF1Ybr-fgT2KPP+
zmp|&M@1<8d!L`5iFFON^aQmFE3!d`q)GW`nyVF1qQfK6t&_iEJS5%k0c>3Wvc=qWf
z(k>P+b$-%mgY#%3*xre&;q8mb94b>{s7zI_EfT!%I{nMJ=cA!%^UmZYtyZ5Sx0X2u
zbCP5teAX@X%36x@+vcyr!8#v(uv#{hyQmqD>K!a$#zvTJ-$rOQ+WU!&b?=SL90^Ev
zAE&DlY~oSuXo(!DH)Oe`#^b<o^%_f$ZMdW15sc2d6hiG6mp$;0B<2_eGP3Vn$Q<M9
zLg@_Madn+N*1S{6o`tPsx02DZR>^%;<LP8BeSa>PE@SE^tyZi}|MjZC%O^#~&a+r1
zwM-LDy>gK0C6)IdI*hCGgOjzwj7ci639%85o{ILiQL+9Lv7*}-?!I06w7u)0i;8Gs
zHT%r{LO#jiGfthofH8q%bYKX(EsRsfPM=<oN{S6-u<sn5il*(a%p+c2l;230xW83`
zHp{6Kw0+$^5v%g_QaZc$yX#|yKGG+^=7^IZiyPfJF6<b4Hnj}(M9HR|+6U{m(qoA&
z1uCu<k68ckQID)HWDCmIvT&J+jxahbmSgb^#7W+3Npu(OO(TaTB0Y(5uaR_YB}Mm3
z9B>`vWMpJsiXr+|F14I>fA52~z)eUOspabOQF5ESYfloZZw~<}!3L@^LI^_!_PAr&
z-RXRx>`=;?URsUZtIV`P^JcF~S$>*SjSARhrkb0LP;@u<jDh<)fQliC3hKhx!_9wQ
zJjzkO<8W!JJr}g<T<xkM{4!l7;2?KN2Pwqx@830I!1-^F=6cW+Ld)6cgP*`%fnVi}
zAG}qxopiq%S1;xsK%X`&RMjl$i#3?xqwwze=w<4<9_GCK^-Z6d*HGT%@~`l<<@Rq2
z^QX~OQd1k|l0`idN(}F8qS<=(942UZ;Y->Ql1~I8Ts?3zCs9$`0H7+W@Iuu9Iorb<
z?7D;460~lyGQ^suUfP*zX=j43!L<=SM#$#9nAt1PJXRf&7?w{yk8YnBDz9wqS>@MG
z!ih&N2s4Utj2TbYN7p~7;>|%tq4RF3eT<da#!6^;SsOiXy-G4-Ol2=P(m3+~vF_d3
z+o<1PIN_gF+$kt;SHJ5l;I&hMh|h@%-$y)IC(MA4JW*%8XjL!*WBPqa(%W_ZwBS5$
zrEyrkx+>y&xyW9x)e!nNv;C!X>J^D|LR7MFd=CA-aobH7@*1E4hgE>03*j!mBD*+H
zU(&k;=tsjX)75J7yE7vOv6H{~+%K8_@~;ivJbtVsobc}UA8j`q+F$}>M9PAs5;LWa
z!}fqY12f-))ICa6>97!mp<t8Cad59+I50CE#>C<gvUeM3Q?Ub;BzS(fl(mZ+s7~QP
zrp{Ew_<YYd66@N9Y#(2}He}5in*n+JLFC@jPPYYehv-<AR=oZ=-{QXTUixE?e_gk&
zW+n$C-?N1T8>Q_M9Pd2V{Szc3<*yuk0S1LvS2-#LHFW=OLe?1%D;5R3Tjf}Odk#|d
zn`zD?ORsyXnxH|)Q$~PX3_UXueG<SeaRE4_<(mcVBk@1rkUnKSdAdW#Y%zbUG>>6p
z)$z`|*sAFl9)kAOGQO;mD3)P+1pq+$@qdsD?DMEcCX~`UKvAtcNJk(E-6Ho5yIvi`
zBWVbq1}XwukIMByvbJLp3MDUBh@1_cy^FbaH7Fo}6+N*qobWp~77GPSigcge9GyA-
zK^!3q%smhn{cl#iT1oeZ<7u;b-d|5S(d3V4b1U!HhuRjmp8ha!H*%r>hLYe{-^i`~
z(4ra+Iw9>3-$q!lVnXxV9<H-)mX`;lI&B3sp7eW}+hPCC7|Z5}iNB)G|8HgtLXf$9
zW`Kc}RsPGD8lD|>aq~b?NN#cifM5xddSAbOm4UK2JXE2E`(0WXI@%??5=f~B{#tTP
zz^I_&{rP{V!>(u>aa%h-9p(4jy)g8g5N^CTK7Llw5wk2&tY>t!N5QIDGIo<KuI18)
z@|L}H?YohFcMJ5tT<qUoVuBs1l6Vx|WO47<x$8_o!;WH*k8Jt!_H-K509>S^vi>dP
z)VBHYW;x`cSE@hRsFniX=RS`tATAs)*}7?sT>m>vkGem<GsZ>P|C2k@5aSc0gl!KC
zp}5;DQ(s_AP3-;ntg?oqDk>yDAe2>9_XbgC$YDyuN4V-!){aVf_M6{&W|5gyc=OQy
znaI{Ze}xP=|Bo6B=J)yX(NRT`M?{TFZnNu_+^*kPoUr%ew;Al-8HZ%@%X_Nqn0(#R
zEIra)$Nd3)Lz{o=ad2xs#eBF(^ZXU=pK$fJG-%<szM!pCBonU<_jA>o%y4b;IlOm#
zsW}ml%0(j#JIkNE<fW=@ib)Vv7Q!V_RaJEW8p04@^ojT=_G0s!==s6Izz|r3h6KCS
zjFAp)OD47Q>=*@w*7qA`_RrYv{A%~<sn{Z#N#dhLgRxcpj_qP)A1h5H;`e?D?xwcP
z{;3nX3qKT2b&nGGW-~}`1U-<qPIgZ4m?h9h+7BvsscnZ-fqtc%-VBFYCC6^nmh%}J
zv;VYHOTdezQ9(QK%m??*a_#nT7eUckZ(pbP{iO?^yD$4iF7|dga}-QDUKk;YbHVSN
zw|R*}&^Si<;mWo?pkz)V#J99Rh!z-_fr)1mAdG0?Wj(M3l^H^IMg@;vdH`Ij26Yw)
zGrDaFxveWyrRp8)9P1X+rU&XKnYpJI7lPyL=Xw>gnx+12CkFbR`4E!7!1xTeesiT>
zq1^kk?e&KYMFWNl$YDKd@CXez7~`R=mt9aarXm%1^(F!<mss{n?d@&b_Z}rer9f+;
z5)>!kfwcbtQt~oL&V8`pF}F#}dE!`gxrvz>B5JDe6q$JYoTPa+O#Y}!YGUoR>D-t&
zdUl=>g@JbgVR2oysF&%g9+IvrZJlOr#kqBC?RE<_j>MTdq1(u$pZ<sHDnh-%2Mhgv
zkJKnYDLx+H`1g<;i+(W!(wC3zAoXgNxQ3JmTsqWuXtq6uN3rbFF$MS{>%(dA5--zS
zYs%ek>49F8FX=ZeV~Rgc9of~Bdn@B^W|~adT^2byR2~yU6XjaB65J=|mwJ6;>?NGF
zhQ)uUy<1R>1)B(ZXE8=)SMhlVUiY^&^);|2ojc2mqj2@ywy#Z+lu))>m=yh?F#)v7
z4L9%{bSh^m6h?X;1P|7Q{e4d#+J4#HcZ<h<W$h>OV&#8r5DubvgWh6KP@Th(P`5FY
z&;4}V){QrtQ6cB7*nd8Lxyxzv(BfT<qZ5T+{`Fg8W^2zz6DtWkvA5v`$>J|}jkw_j
z;5!>Vxu43ZY_M37sfWqpF0f@kdF)T2>hkAzdCQm%9VJ>X6O764r>&n5)J6Zmg?rDv
zHKDZ_72$r7nqNd9wG={gnF2yjLDuL~Rk4_;zVT-xK1R~pt0a<I{ecH5PU-2E%dtGX
z8Wdd3X`wA&#h1nS+03L%s;KhwmEcYClf_dZ4A!1*q!>e)<T<xtoa*mpj2NOOIL6t9
zLgF0)D>ID)j?s0zuiY9RnUayw<e|M1#>~p-eM65dX?5)*GBpQ;IVO80nl@Fbq|qIe
z>r6;T@Md<W#f=WDuW|)h=P%KH9LsZQH?oUkcJU~E7}m?}>4y00OPmM43L=i|BccYG
zbsjZoS=VKi_=~wNJa*XMWTzk06qzwAOxV*de@3{M`OM^_FxTVKL7NO;MA})r8&QEf
zq!L_>OS19;nc;zR%{%NfcS2($QasU*yi(<koU|0^<`P29lf{%cBzXu-xaPrg{|Sh~
zZ`~rBVZ!Wl7Y3x7n8XnO`iDALCz*)~-xcfKm1>@9=w?t;4{kkOpBt4X6tcBi0FVBl
zCCzPkFZWiUztdFE+Oy#5-y-#Ize>H`Uiz`4u(F4Wpo(r?dT&$7Z4+!_HZs-u3_JBy
zEjB*{2@^y~48~+(of$UFK2J`RiJ5OSvFXp1saTq`p3fh7G4U#-W*49At^Z;!`^g0R
z`I4nWS2>oRXKwXwE<Aoh?qI&uDR+bGuNTu^|NSG{YwA`1Mas^4XIC^S)uYgVRsiMs
zKs%ZUgw6;kZ(<3^MwGq9zIk`SU-)l6t-;(|bRYi|jrNZ!xPYDZL4R79e7&OntW;9h
zh!E{rki}E5gG<sg-5Ne3Du^8Ezt>0>fBDHmS8%IQPuKYoqBlPA>ZtDh`|}KIOf@If
ztEb*NIIpP(Z~A&aWFEN`CSVJX-Frt0s03iFeAyYBWBE>s#39~s-{V^6c!_jsxtTF%
zF2vOgSVdrDHPv*}NB7p$1R@fNldl2u5Z5_a+s-z^#z<BS_g44$(B@;M>uaH#_1!9=
zc9`qMn*3gz`9}RsT=jn*h3!mqS${Pv-Xt7?E&1d0!92Y#?X+7}FLsOO-ojS*M`@K#
zdbmBrO92G@ICP!(;kc>FSBJ{da*+Uy-5QVlz+Ll<#bBh^)-)LT@E7&+O6P~Ty12IW
z`eQC$p<y9AXG835WYK163MiqT2JU2~u-iRWA}%#{GJVF&;1<@IdZptJa@gBRXyTH~
zoMR-8v$*s<RhK2oiKY4PR!f`hCB~sU(qBUCqc-;XB(0hxW8%1rY#atEOdY07Vi!s7
zo~h5l@9V)fNs4sx(a1Z`P`+U~-TQzg>e~9{%%9whb3I&YJRG{?v^dQ#P7PXTg>R*|
z)lRTS<=8Y)f!#QPCe6T(&hmvq+b$g`?+w?EG{AP0$+GqT7YCNgipN#N3UhrO3M4MF
zOHXygP<c8A!uXkZ4xS$JX}$Oa%l+ZFjVAsPUddrWC&<H71FzkjE%8N}?B06^4U=7Z
z9@ojCApDnLr|SW=V(!`P`Yzqt(h%;w;3kE84Iv2+1x2O#w|qG)=v03`78OZ%U{Cj#
z@x>;r$cysV14nEs0xKj}eC-Ogi^$)`Q$wNe=L0av7N8_SOg}PgT2HDyo0tgRT+{6O
z5FpgIM&$bU=zznP!D)$ec|0GWzHs?Z=~(KMRFS3l@L1;Z5Caxw;(DL~jN~XeDeUmF
zYK*sMP?#ShkPT<Ge0#td)!nQ3O68POwf}eGRJ@U36W36US$vJ)sOyB!5!q$$OWFY)
zQap?>3UQJ$d;^)K_UaT~Oki5OX)V-Iw|^DB!RAtW1UNN9^3zT^xVTQsU(pZ{=X(@e
zXzS22z>n9ED4#EAV|Ti&i1CFzTob=)LPbRqU-Wua$e6@?3X-7S>n>uV6{WBeS;l)q
zvU4W*-;<`E;qdqp>fqZM`RL^PcmD*v@g2kxE;UZ3$wsYsdOm!~z@nAftLYkhTL)?|
z@Vnkl5wnG=W}+gjdcUt$YXmc9M6HDa$kHHBGFg9Py7tF8W>WX@(PXynelko61d+TE
zrkPa)v5lOms5VQpaNRdDpr2o@$lJcCj;~vcjC+h2EtS24-AvaU){Bo5U`^E~=r-Fv
zGw_A$=CIbnI%>`R?o8C(xZ66NkiiKdvs#Ewg4~PLeqClx@OgNFp#%b7HiXphy9cbc
z{cVO@!k{o+rZKTjG^YVS{Kj(adFc1A!U3Zmc9$qe>&lGx5_I%T`h8xTI=w;W;XwSr
z>&XUAeR=Iwg2Q9N{bt*6oV!l-V-!wvzL&BUmF?A13}O7c8o?S2Z>}ot*~soh?t24i
zCD&~NyyA!C!G``y#dAkaq2KSi=_=#X<BNXpE)a!L<^r|si&s+sja|mI*j>Ezn09VW
z!YX}K)H%~K9L~~<Wk1q!q<vV-ugaJ=c<V@Gq>Mxh@lhNzMhrXPOa8a2n)k6_iI&Mm
ziU)<Y4y%$O<v5P3-fsV->ueOC=`+$G4j(M$j|fYucKZQtH%oV}F#`7f8aXPc%c+yI
zW8_V%!?TPkhX?sh!JELx4_zc*SYE$?Ea2&b1sohz^i?chX>(BPJm=IZZX-`ws~mef
zH|B=Jti{U!QGwJTwC!^@eYFd&Rz12pwYThhVgDZb%TM}Y(eMP@4^bJzfZG6gH~X!W
znKhU5V&=m}(S!)bqUDjp6hUXmBFLoBA7%?fVH5F;1oFGF3Do8UL)3hT=HMv%dg)XS
z1ZrmbR7B#+Ddi|Vbxws`CUW-()K9H=!1`Nh2S>W(5m6s+u5Z>ht55AMYRhOjf1ZOk
zG}MzEnWYO07JFN(ie|c4g1c{JIIcISZr-WZP(n#sFvRA<5LbTpH+Q~l4)CZJqW2wp
zAG^Bro7t02lkgkTDuf_rx|LVsbz_uV^h48CK8b4y9Zt;FeX;L&#l+0}EiTy2jcFV!
z%f(02?lyyR?VtDMq+LjJunUi0ROg<m9n!nL!mp`^uPHt|M%Ya`*^A(%r^y_A-n?m<
z({>JH>|>2}&8@3ntiDpTO<=aCWri`x9qa=#kGtmC*To_pr_V{H$*p{lk9Sd%S`=dE
zIPaHjoz&TRS!d5FG+V<z_&u4la|Gd?igfojcmeGy2nM!fbZ|8df{VYrIWa=L(p5Ih
zd~<012D9m^C^<Ptk7DyR5nCb!YG_C@ufNKf!F97JIC!(q{SrP#*1Fb-WEl>T*3@*q
z1N?H4UK*QhN(zSEqG_SURI1uVr&=Y1^5N+b)zYtHmwP8iUZnDOj#TjGBKcw@E&1Yl
zzbfpi<nRMe=HuDpN-fIR^}Exw3wnBA%DSF$bUR-iXdGbayJE>#@lY|EZNIJ{7j38V
zjcY&2sJ|t))-O@?J`Cmgp@TSZwe9=a^m`#zh&z3)SnVqdCSL{Ow!IW6yI4)nMESXo
z>9TVRYlvROX=Z5#@~&9M3^_Dcq=h|q6DHMTkR6PM<WIX#K5pJIeyuA%xMk!JiJQ9`
zwN#tFE0Gn?5m0U#z_#7CpgE`I7wVFKu*=4zkzE!g@4QZYheUikhY!9f`CegEI=GxJ
z_8OYUc!Symycl4er7b?mlvBk+M)`7U8`^!XI8Hmt_gI-jyS4ZZWN(B?W|!&TgU|U<
z-nVVqM>F&AgYp?m_M220uv?o0cm;i}e<~y3Xi$Ojtp$o9-rR@T6Ogr9wO7Y-?N2Yp
znfzunZ$i8#4-#1ZBFggk)<C*Fy4|QdFA{C7p=dHDF>^m0x1BT?yFRD(icx`umseuE
zqUZy!fBvIsC!3+|Iz0~e;DqH>#C#_oC9Tu*A^y`YZF!jWM-L&!5ElGYD%18S-gFg>
z*-##{M=ROyKA0k`Kgl%|V7xDS9jBN=H^1*pD-?0lB}k9aGDas+6dJu8x=ezp4{^%L
zb-Z^m6KIaC*$O<?lOvVW(v*qPA$D?aHO)9s@2EmS|1Ui->RzhziY2*vvU@@~uZ_L%
zi4v~P%Yw?(H{n%sB<Jo0#jgGDI|8vbWG}Sdo%yi6m2|GC5{yILJJ<j$^z`Qagylk1
zOvaJnZ%<vzx40p258kvV{~ZQ-`scGGc;qnYK-5fi`)O>V6N^{3rXAztpl}ba1pP4r
zC;r;sVkPZ>H_{^+$_S9DpVA@BSCWg)G8*FA_ZG{KblO(>&zltf^QPPhet9_`PqtPt
zWe(Ph>FYvF7)~P=jZ2m;F^*oX(HCtQS%eituMR0@X%)CsDgRGeG5m}&HFD1VNg3-G
z6gC3k^b?%p_~`nL9df9PvP;sDr}V6x)K#iCPHg$9$S|w`C^PrgEJyl%qXl6HIhw7<
zZ%xccgwe_HmZzkA`615dro&Q&PYi-4SzGu-ltMTy+X(wlIR@>n&eRKknlMP!a-Z4h
z2{R4KLNYn8cl89Py^XwOM0XsmEklso^V@;lYK)w}%fd52jcyl%#g}-KuvZRBZ|3}4
z(N?G+cgH=f;-z%e&dn>6AafvBQ(4_<%`sD+M~wD1Zj#z`m%ncr0&RHylZ$M4Z3F3v
zyQa0qb&juDxGOwuXAb9$5k|U$>hy_E(_|zh&8HWKljLhMySvXLVSZ1tZeYy7{4e)9
z1CH(BDB(c_1^q=z-u$@NJ3td|S{*DjorFXLIsY)IE5EaO#*DE?CJQN_n!M7v$&eIf
z<ru*#(c(*2C96@fYqX4MB|6Mhn1)4K+7BX;?ji~a=6>9a(HUBvT|FD@${ryKvJs9i
z6?LVO%#wmLS$f`ZZ#j&;vFv&hx|=OmTDiW)f?a8hH;&31^wc-}+ZXc;Al5^R2cLCw
zf^&#{<lL>1{nk?#Ty37t#h;!cO3{9<<g}kfU(6inpaaW>&`kzbEq+ArZzUxxuPlqC
zjdQ>&PDzs-mLm|T;sN@gUO^I&k)^-lPeUXzk+6cskOk)8G{xSfGDNt2P$sjzMLnzO
z+%5*Osm<M|Dc?t6JmQ}Z&TT`+N}2o@S@)QlV9L#g7m)%KgS;Zzl%BMm?yh~mq0+1O
zUi<0?RCaTe+Xvi*#|R3bmi9^{;4UAXp54A%X1q)X(^?q>74OAJb}23OAKZS&*lct?
zF`iK^qo{VI;<fehm3|5}DWgP5t@A_=MM(1B(aYo?N!A5eIji%@+U)SNsc_+)M!7=Q
zM<X!4mV-1NbL~pAnXFQ|%f)=%oA>P&N7!Z#S7HexhHV0zi&a4mO0)nlxx`4{87bFP
ztX$k758kAlJJ;6iSng^<dJXA56lb<kmWhNj?a)3kmj4#+J*J94(JFr#^)>>wHa1uC
z+Im|I-|Wqeb?cj+dVNpZ>kpDUKME1#s(}=0i8I%TdSW14mQR?|4hjtwp_(?ZNRa2>
zx&u?)!l+>F1qEr-p&dRxKG9)YZkqFrT!h}aar-Fj%dZ+CHV7EtOgj8>7Mpp-%OkV9
z!JE<?77P$?2vGC{<KxT)XP7Z$*KIk;Gtb*6bt+uY0SD!dLE8OP58k3U37?UD1LeCh
z94^6nEX0^0nh{8LiWeM2pofRg&!lBiU0(qzMc7B`xoHCcV;Zi|FhG*N8Jr%$@A+(9
z2BV!^^)>^~T%WbMh1kOP+!!P|%}g(KsLr*fEJ#zYD4(%2mP=k~!38C9Z@uVUI5va+
zA{CmjB2u-P?amv{T0P*>?#<=xyHoTeUwQ);{Co~+2VGXzDpNF!nQkXv7%TFLAFFX2
z|F>6ZdR}S*Oo(9jSN=<uZi$Xw#H%5TzbfSqaw97t`z5+}s1=s~dcoAZI!n3~pKMtY
zX@<~CsWInHUU2nLncJZl<yE9#K{v(|+E9uFDcU8)=>A<)*!<ABWn?S<d}oIgrnhI9
zn6xe!aYm$mKNIpBX6D8q$(LjD314M%b)05w-bqWClhuo|sXJVav!?WXPCp}fzVsT~
zMZFR5E;)*x#5cR(Zr72LjLkb`Z%kaLnl;UG^x)IN&m4T(RUYr^>vtb_9S%BkI^y{8
zvUcx#phSBxRaeMw_N?j7?1XWlh7uQPCi0!wE6a@>n|De|k5Bcwj)>I3e7|^vXeS?P
zP?Y}Ai*Fp#qh1-<u%chf)@t$o+0hGOIR66H^_+=8KE+9a-Tbw}1=PsQb5s6}HGAfn
zvZul3+sh?qi=K{L$e%wA1MDU(-qT+9;xZXPCSv;k&@2je#neVM>qc>JX~9{eC1mlQ
zx8&*u*Vi$Bo{^1L0`mBhvzmU-cn??4#o-;6(BwQYz)=d`mpBA$1+EPPJ-tLMKj+kg
zz;{rqLeYbfCi4plih%02R-_XY6x^9Q=fD{D=SAJ*>h{cijSXL?XtGF<t4WD93Mlh$
z{jmO0^4Pz{Z`W{0vD7~lu@z=a$0MF{EB?M#uE1R+Y*dGk>{{k?*<Uw6kpTV4laekc
zYX5JEMlR8-knSO@QBpC`VaEySc6f`*I_=3<6wd6JkRI->l{Ny?PxX%N01dkvVHJ8`
zBN>WztV2aZ+)T9-u4#m3aN4o%Z>(J7L9l*Tt6#dA+I+hIpS-@58i(sJCwLtdlfXTw
zj$DS8A8qXAqiO_)dg$(S(!Z&h)YZ!r)YZ9dhk0X!T=L$$ecK9Jic^38Oqx26!t99U
z48<|k=M2t7dp~`|>KA;%F+Z@5&vf-39e`&eYn_{EM*b$|uC^}wvp5xwMP10^FZ?oC
z-U?JKdOCAbr*=OTvSBy!6(^W#4fh@-Mi=O+@zl7mA>XA6I&Dy5GF3KW_W?>-+Ca`m
zpHPJK>Db(biW)uL5{sV|yP)J02CVC`qmrP`%9BqE%e=(NsXX>0+Ri{oiDN-6|Hs?j
z501{5j6l%}bfp&kDq6MQPedT;G)?*giQVllchqhcy}wcWt`)rpl0KDtE0Ra0;k>_M
zzKv8HwZSh>K|7Byko3HN<WsR(2X`-&l65)OJB>`WeyDw30+TS&K8Aj{H~i~*@J!+7
zT*V{thize@E^qUiu719iS0*Aqh=uDdUugo!m1EeW1{J%XgoRuav=J6ZvhYbl0|8WR
zrjQDEh9xMQwfl&*8?8|7>FG&@x+%5#x?=j)o>FV=<~#o!5`Ws#S=K7gF_dD?7Zg>;
zZhg6~M{t09>n51ybw-8ZH*<eE^5>^j)UpDNsxltV!Jm3SQE|mThbe7~dvP|<%-kFc
z0zzz>SsI~G_g>n9cUdUfZ;Ulk(a_9!h_ji4>e;aH@TotOaBuFJLrS*DYyV{P&ZP&s
zam)DoSOR|~8oY_#rsVGx<uaw|8Rj<Yg;KRYe7{vwpZz?VhTShPDc250hE{WOFmDyA
z0rS`lYaTWQQX0oHU%|tyO}il4WcpICF@l|+j!8}a`gLl|u=>9h%4B7pMo#@323&q4
z+QZ8T1MWX1_H`8;5U?!IeqRgTe3?6$W`{QW=-o(Ht`I7hfh82v8RIP?&Y}L<;y3!^
z#{5uWjy3JqP82XVdpM^ow&NtfoTBN^q%Ya_kZm6;Fv^=%`G#qJmGZ~!f8YPV8A>d#
z<c1F-cr~wVoBTaPnYQw$4;AS6!LY7xJ=?q|@IKrwz45_=sZPh`e3oZdN=>tj1#4x!
zLkpPlY3O#et>UoX$gf$ZKTu|nnOdI^sS8mj4w+Wbz*PofF@ZP`h?0l$NX145mv2o?
zu@i_s!PA)kd*bor@42w&EDxI4bf=?fhl)edb^z$`?uNH?3Iq=k^0ejA?{`F|*1{Hb
zE?Dv_n5>bR<@GetO1c@&;Z_V8?&!`X%9YRzw7cBh`0s?{;mxWyuFQJ8kB(rF-bIvT
zt5C|&^~~MMDr*yIZ$^abaZ*PRl8Rcv;|DzTAgO!!b&9T(5tJ^LBhFCr&eo4E_OR%%
z$LYqHFZe{SjsQd1xOtQKy;po$VKT*DhN5!e0gMV6M=(XZ%1A+V-`I1GO5y>1^cPuQ
zcd;d|Q31~0(bu5i#d7uuC{QGAj)MfmoG9zVVNihwS+p>ukh8%Ol+zq?ifv*<tW!a%
z#!$=|oK+$Bkc^h-dY8M?_KUq5zl_J2{9G2KCael%?t($ef2<sO%~s-E5>2)<@oMPl
zy}80(2jCHztkT8>^u1t4u}S33kKZ70o`of92<EaX9$MZVs`IR_tcUbi@JPvpFn>S4
zP_Nzj7;4ZYH%_#L798U{G=gZ07*T*_RLaKV3uSwF7L0HA2L^-z$gH+1rz=%&S>>2$
zx2kgU=6a4Q*56)&d)}zc{XR(xC6`cWZ*UeE(N<qCl)!-jZ7B;`k-tA)Pj5il@CLL{
zaUQLE^!e~6)L|>S?kVz*O*PU17CT-7Co-mBR3NAG^$}gUw=GM*B5=}8s#0VbO4@!B
z8U@N3*RMc91;%^^#7GomYlYC2AVPwl1sf1A_2|3g|IfVR(R73!F+$9mn&vYe>uSOp
zNYQ>&e0FHzi>6NMF1}N}aLO?xF%rlco6Ai!4vHZ@=?Zl>j*RqkV~NY~Ti~<BV!=4u
z9!^Fy(GWdF8`ZPXP!2V4R1R#}qu6@Bd($?;^CZgBNwU-IUX-=YsN?#Tk-dw$HyoZO
zNOy%C6EdpGdEM^4<Ka5>O3T3vBiHj$DM!QK*-VH(&oDF@$paSf8nuN4-^!ZwC&&9x
z+1(Zcui-Alep7hFRW#?#V?kJ*_IP$4#|T`~Vj4!GQZqkWCP4|ctt}XL`>bonWHqkv
z!J=S(rGDRM!=JpSE1+%_Rk}{>+s6BS&Sj8j7D2E_q)FnT6K?gn<DA*+^n#s@ldnfA
zXvKBqDMkE&&AluXx@wZ2RCao}@6K-0_e5jnBDee%0R*;14#<s`{{bJ!thDtY0XRF}
zM#&tGYZO`V9pUlU96lM!C+51_-j{Wmeas*ctFA@6w1v<++b$ubS8)}p@~0W|f>xYw
z$xfdQl|EML;EnIlmGTx`3E_6T%*fI|{&8GhG5QpD>I3TL)$e@UW7o7Gh`aHS<RIQ-
z1@g>zLg_ayZ^aN2%&<)b?yuMRF@kD^9VWhaJ2GJ2V0w+`&L>aX=G9KR43mYrONJA-
zV18Xm?%dJbko{3caOpbGZ(D9d2om`_KgV>HDnnpqq$h|*^3#}M>gSkFSKBXBrjTEe
z8Sq&*Q_$*%DLXWeIL|MV(Mu9p9$N#zb%ewqpF!<d8Quk4xQC(BXpA&h-0j>wS$e)g
z1uW4iUbPL;(f!YJtLuw#^n7$93fdt-;d*ZT?BmDut8wMuxwo#8(cV0)HX<+aM2TOb
zr(r9Lwx$mInd2pH;bd#kPw}vU4Z!(SXbxt;9Q%=e)9a62^N#0C`TN07PdE4<RpF|`
zapjmm8oQoDZct#i$zUu|GkQMLFyboldqY~h7ax8V2H=mtohJmrv0xg?FjiH}(hi3>
zfo=R)+0M-{ub#BPy80Qii!ZbP!|-+HT;Af~od03-h1ay>pL}4a!$nU@puB4PMJ<ir
zSUXO=g3zf^U;H;Yal=Uoz3iOHfi&OLYu|!^Ba)2S*rL2XI<BKskMEWpLce!F#9BzZ
z$ikvGh9V;e;50iG$z$a%W<3#~0>Q*EK{D%XNs{1f-^w5an?#lTB4e*pq_0P!G4ZA7
zy7d=q6HcRC`%~}lfI^7cGWXUye-!(%=YN?lT-G(BS1a`K6l7I2`NnTLoZvNUMOp$9
zpZ(rVI#xZygfbl0M7^RSB-wQT@RxL^QF*df;V^H$&`DP5#}&tqgPWsYjNzwI;AU8Z
z&;3kFxtusP{MJkFeo@T1vk>~L%>A;br_(f{GhJPJZ#NLoLJY)X^d!r=)@Czp^=nf~
za@AY8lwDx7=MNVDMO1twv;BVE5SO=P`LUi9Eq(ZDO)No~KlfuGO`2wDq0Gu2_?gBv
zUP_$v1h$L}A>dY@AVr|!4cjK;cVzFzn5ARr?&Dwn!!BR;v6KS=>U=X`yCtzXEUUys
z^yW`^-!Dt*Oo7zw2`SQKi3`PtGw#P#cW`<43Mi&J;|Uidamr4e<y6xj=_FLFxl~fs
zM7Gh+=`G9owN=&Wd{5GxY|YDf$6(ir-zLSXhlho{Z6ei)I%ZW?Z%<U_Di?>@TFkM*
zem{lkAWD&uoj6TFbW4C>5#Z(Z8S5ByhEefE_BOzbOXj4HXz1boX-}~Lp?vQ_C_mKH
zk7vPz<otL^cl0aG)w3syll&*E=kGn|yw>v>wu;%}$swny%ZQfcQ3ldxc~pDH^EHI>
z?daE5T-+(<jbXM-JnZI_o_cMBpZ6kW{Y$RRBe_#;W&4%bXFVxqIk0DR5Mw1nin{)>
zgb<$FbnTz!oyH@2vKoJhIW@m}&eWA$>g0B#rntD2`Ws9~T)H3qZ{});t-kPH5GDOV
z0?CeEkLzIMR0L0a5w_x)g@@%+ROkh%{CleK)0T?cej1i0No5F(oYj69!@5D=mS}wN
zI4Q|@G+wNqHcWCPL~xpx7ND#L59Cy(#J)k~<@Wr6g+*tMD)_RdZVUS5IagQ}tu@f?
z%1*6$$O@7q$i&54|A%$HU6OOtoFBA}&sIg^e4ACI$QFshY7huG7NqX3hq-Z{Jb5zo
zv_X*+r8xwxN9jltm%LK~bXrk#kAm-;!D31IZ>52CX^}Xg;`u`%{<$}M)_-wZf8njD
z<+)wuG4O22Mfh9xHXtZV{0A#1Bij|mZ*J$%ZZw>hSdyupIYrg3F6C{>9CDuNJ|a1!
zw|`!sYRoz#M={~9<#nUaTw+dVk+XWEf@G`ynOvzaM<@qof&kXjTpP?nQ;iD7al3`*
zN|^^}*c0PHom3l3Br1Vvc}0oD?dQ)!mJuuMSSC1aPw0CH(J%9u)PSl~2zUCV7~0YD
zONmF0h~tpF{t=A4GtGx1ewl_Nz)E~kPlD(Uf2l6MBd-=)8{m>gcv@L(U)*D>@>-Qj
zzl|_*jun65u-z=WROWe!=a$B+maSGpAtxv&2s_pnZ*)UJuXw_mv~3RtUs*oa!c4i{
zrPRCwyx1rpqsy1$Y#k+fE+&i-^bA$nFh@r<fQ?#>g^H1;a2<i&%T1JUz1}0`l$bUQ
zlYlH<WCK~Lnf%4Rid8Bn@Zz2v8YBFyW>gT`zbH_Hv#!4Ot0%$hPcX)T$qzA&=dY7)
z7zf+6L<xjlV!ZeHA9e;oR1TV|LxE!GZ=7QtwdpF8@mh7j_gNK29Sk)jmI9lti~SUC
zStF}{5?S@+QKZH6atQ<%{iTy852M`DCJG{P8M>ycI21b*#+NMiwv!9Y<T6!g;APIp
z-T~)!WgX83)@?X(|5^G<J{QMVJGJ<C#(RIjb7135U8ORN$_^A|DO(*m>YqIsfeOt?
za=-S;XuEiz^XH?eXHpb)VyKh1dTYu!!DxDu?%Htq|DlF^<eUBJ$uJG-v404$*UoHw
z29<~h1B+5>BMHcLx77xeE)-a~9q6*i-h2kqXhcb)(T}b0$j_PZ{=&8Y^~arb`oT%l
zRrcc%UUA~Gh=--aR^%O_-DzrJ@$QVX<rm%v(nOLn94{PhL7sa&zOt3e8}gtCv$@M=
z6pnzaHymC)CqcjObHKTntz}fmn+)U_be4d<=Wc5R-@iv9?lZa6=@vX#rzz)8@q?-@
zfdB9@XJ<Gt_AZ&`Wv9cXkRy=obzW9}xovZPxFG9$)@A(FtS84vN1%aZdhl|;GS9er
zuWL2$v?K<l-YY$oIP`a23_Q5rAR4daF;kRk22V<_vVYEAp+XxmBj<5Eata0yHUj>&
zfF3;;L!&~o<Xf!BuI_WYNo&U_T(hg)h`1~XnGGTp_1uZm?wt9t4w6%wdKahuG9!1M
z_>WT?Yp|k+E+b?ikNW3P?IX{{mD0@R(Hd{qMw~{U?Js!7$pYw;DDYB;5<EC>Cn|=b
zCA#g^&wWs?;{Sc|_n$Gey}lx_1!cdq^0t0=*m63KZ~J{#7=gzQd6P1@e@z|J{<lg}
zYcJ***M*PVDbf$R7SM5#xTJGcK9b<l@2eG;%3z8mo%d{$5JP<!^Ef@euFPY%ONmF!
zY0c}v%##W_cQ}~bc4q>nMkK3GpYhKM545SYomVTak<Qs35*T}O2(H{kfNvS!rCwiY
zvpZIe&e*q>e`QQS@(1E1qx<(t$7KYb(8JC;bSW9md<29&e#O=o_RNcnQc4!Jo8zJh
zF{q+t_x$)tnxJgi9pX)vRjl8{0QG7cf^K>sU1|?4QTc|cDQ<c^1NdPiP*Qi+ZdGeN
z0Wwk7G^!T<89xtjt!b*Gm!C`Q?YF*f+y3QHj84xRTKog`mWTcxK}OVIzf(}Lw7j`P
zSQcX&GN_`4HOEU1%q8@mq>^;*+-S4&DaoIVPON6W7pBIX0m0Kt--BQN9oapz-c?3N
zGcTn~DYEm>g9oaX@$J{vUL`7K%l4hRU?vEpjJ=26EeEHTbWb+e$17mjde;IM908py
zPYtBOe>&M)Wh9|Qv#uoIDP%6N8-8%NH5|-S(BP*fZiB9ebHG2`+(h9b<m%Xy*-8Lr
zbr-aVfg+tJ@!HNj6|alqy*kqy)3y)8t=>RJ+Sgu_5b?^D7<Q#+2suTSkz6;jFDMZ0
zo&oNQ6ur>MWHqsm&5)%zo+G2HJyM5?i8MZvDBKd2b|OxkB=Z@};cdEcjD`sll1e4g
zMn)>Y(cT+82ZU{rx`1~DDwKm|k;Yyu2S<u@t9W6|^h?exYSllSLke-NzDh>e_|7p3
zX2fk!_~q#rEgUk<l{*qjPBDed*G&%mYB4`em^zVkEjN%1)87b)Bps_$4Wr!MEJnhh
zJSQWN=AWK7mW`J~FD2T)M?0^~UZk+4ZRCfPiJAS92L=L&Lq?=KW=9S!5$)k>OlGOV
zm)^a+3Hp${5GgVg87IoLsUmP0Q%H%<Lp)N06A6wL45MX9h4P1*l9=gPl4tdUN%Az(
zMq{z1y{z?PDsQs~HuefV3!6sPSE)EDdBJoGKkN)UBBBvz$?w)iQ0;u<<A<(RGU-3P
z4p8K~_?6^l7oJp4>KNb##U$4Lgx(0|vI-_A>)*p$m*|ko`^Chj@$Nk+v~wBCyG+et
z6l`IB?Xw0bJ@N>(w6zZf)s5ZmvY}wIHpsgYvr;4jE}&m6O3%#yYtm1gL40pY70?f{
zttAS;o@4N~6QqAVEYwT`*BetlQyT13FY{$N^UB}<E?C7Sf0DL@F5q<FkiHhF_Ds(C
z+DC5b`4O_BP!s<4oHh=8?dF~EzT?6Ol6=UB6hQ3AJ(2TiADgmSa!}2vN}TYs=HD{g
zWx`1R;C(zStbSj4{?A_y<ZKTF{{9}w7P1IlNpjA?&ckmw9cK{18Uko@|IMlu`Qi|@
z1?BEmYv*QJI1UqUJ*t<gTinZYCv#`zMCQ)q)6je$ko_~5n);}=n4*lmruJvGBBhn6
zBT!cZ-@}xTnA$`2%X3+t!Isp`-Eh4K?E_E1S4u@HWSNsykv=`k_zs(8h{Sb$jw0K#
zmYf;MaT`|dP0`T6?`jdf8`hKaO8@bDl6Oc>^G?$rbt1RD<11q?3u#W?=dHM)x+EEe
zD_x66m{=*9QHUs?f!Y%H5aoLCnlWcNr_ucf!vme6LkW?x0^s*EO&oj^m*>Jit?gx?
zVO*%{V5V*#j#GB%L~O{|_vU$>?%&-YxM%pwV9i!j{RwIwzbb1PvmAwu0_gn^o+JzW
zgWt;lKQASg`oQ+&>9c<vD0k0y+0i26Z<1Ob>NQT0A*_F*F<haKd-C}Xw&s%MBVK4{
zy1qEU38I5*_{Z=rv8O;IY@cxZ3fsomfHMl0Buy#OR*p9s!cGM|h%#E&^m7p)S&8YY
zBVmb__Tk{bs?coG-`)aUdgUrK5rx!BgNP9p;P3egdyram7&47&g^sWu&n&>ENSDOO
z_d_Aea70R)JDoWXWk@oW$l;FQdijdPxU`MUyZM@mey7U4-yl-d-u7wnfIx;DnO?iv
z(bg6w&snSSyJGU3PQ6zxLQc22vwi%AJV231N7ZGdvIUQjip6G;d7wVI_MCEe0+n$Q
zm=3wj7-@khuOgd)OQHU%KN;^@#Z(Oo?7%h`cU4b+i35=<WkeE(5<1+@k5;N9GGOL0
zpqDNSO^Zxtzh|1dB46)|6b8Q?Nq8`)|Go9}7-0a<f!TN}#iG)WGR8XBdbAPEbA*^E
zbw~ziITM;*BVv-!+!t%|dUo+u323_=Re}rqX>^fW{X<FmwXCl)QO7iet6$Hvg|2-_
zfUC>ZdHV$?uW0p~xdipBvBZh=NQp#_3^6a32jmrjXCX(ek{E9J2n|wG4%0E_v4xVS
zF&nhd0J%LFa!-FD&l4cnANu}0XE^Rw(%!@?ZnvZU90Nm1UEe-Jg<76Qbx_c$C{cFn
zyVDtYA4!v|43iu5?%n(E-@l`xMoO)tzJB`_(aHt$I5F%ZED6=LTFzsHxb?I^nwK~8
zB4uX0uh=Ja(n&l?Fn$yH{d|<e7SWnajuA22$=6wW8!P}BHzD?<0VuEWgB#H%hb@7W
z3t*SK;o>I464--&vC3?_Mbzj?O$5USzW<#6j+aHs(qoOBW+<0AgRIy){BCS~qH*9O
zcwjjNrV-JoxGvxzfs}g5Dl2!DTkjgUj4{B{hk>+89UB>-pnqFT@}qEF6tbcwN$1W|
zSW5E4s}H1Es>W1gbZW8IvmrCU`ea?RW0jO{ff~k{?SH|<iMy)8766ey&8_tXR?t1l
zEwSorJ1Wx$%J!ss2iU!B%3{0p&;$7W1v;s4(k`PN^jr<k8TA~k2C-L%2%Pq(=}pf=
zb?1W5QL``q5DfL&4_!SrBO{f|fl}<^S#g*VLtRmh>M~FBQ>c)n#}Izz`g2zx$k%G=
zaeCHm^l?5ItOKfs&4rwtoKZbpA=H<~O$Ou>)i)<VAkEIG&ZBY@w{2gEC#Qr)7c<3@
z@c)hY4G`*7NgnmgCij-phj^eDNZ;r!eBds|c58V2ky*C3iy6ADfK0N<z%EI&qA5{8
zknl}y!A?9*_u>U|6r~OVH*f@$(MA-<ev7h-10w(x7@9a74(aWH<>?ZpLmG{MCaVlI
zQGt3CqfVhk;Y_`O(=jMG5S+VJRz|@#sxa~8b=}1y$J+wPcO~6M8H)(U+dE>5Blgz)
z`CsF5^l#qpv@<k7z*B;fGLmc!zhz2uwG=v?J;<y0b;@V~&iUWL^*1Iu)r)VynBFqi
z$<u~waTP$5&$bQ4ka6|DZfKvhzj-cHXgWZH%{6l7{koI>Va)NVn2!teyy0ySji`u*
z6R%=S7a(C2j^(IUfSlV+P^*so^ohw58sX}L08SBz(H<VyhBmW^)+$s{u|gZ04>uq9
zwCrrIU{?qK0s3=&9@;Fx>ZIpNtRV*m;+Izm!IEy983^%v^TTlo#tGIZteb<$M~3^u
z3VL65L(7sP$X+T_v%_9`WJ;<Lv*XN8LnEC(<Vx$Il1CMUhtdG~@A>%PxZ}uhsWl$9
zZ6u;R$*2&00~EqlgPnfY?|bnySwi=VGuQ8`sHv-)PPfN!L#sqeF|V34RCjVTngL8-
z4(7}nBZ$}y90pWGCR%1L-h1U`vPN~S%)Yrqx|n6s#8Ni+B9c{x+9@5HP+(dc`wd&u
zaWeS#sz_}24=^C%WN_m9o=Nikuw?zAXKAg^RXcI%B@Wc4C86NPtclNQ4GLgdkn@G8
zT!Mh3^q0nkjGv%R&wmdGq7^z&g4D{ZDL4kA<CGxry=egQwQAH5oPV}k`Ak3b{B~<K
z*hauuTLxlW-q|GHEV2!TX6MGJpiXi>d##j9cfdSLKSB@39$Ee_X-o2l@%LknNi_#j
zeprNFAeI}y#~685NUHi+&_|4N^M;l*&UNJzP&S#~?gfp3ia??0gKF059g<w(h0B`e
z2~LrtUfT=Hut8hke>0Matg2*&K=;N+cZL}BN<3@jdMex`yAE8y7Hx}9Ed?PGqQdg@
z_-L6X=FlWN@=8k|nTHaE%EJw1rBf4^24sLdaV}ma0$&{>TP|f11m45GHkb;;<aBQ*
zxy>@WuJvgvw(jPZkI(iQ`@JjJ@1>x$q%~${V335%!!+HOj5g8SwN~*62DDrlfukhO
zY+)+%+isPne2zBs!|{dQaNH4B%`7^HKh>y-kdm%NJx1;s)6kUwqrxk+R16|<S|94m
zuXC*cxK47X+WxJ#u3IHwLgYZx2PzMhL)@qS6>K7aKAED{rwGcd6%f8u!$_Si-X8@?
zS}QN8xofj-{ufZbhxKBzWz<T}?M8#2v0%}W_0f*|h%(4?>fB#TZ|Mx<yG}hizA2bk
z<>vkJfjQg&e=pUa4rH+nUmY;=cC~TOuU(HFg=WnT(8);#QJ~V^f>w+zNc$Ji@idD;
zB<?3R|CQAI=6|JQFr_(|`a>%HOf=k_$<IN%M~MFu>TH(g(mZo}XD4_V>_L}a9zN@)
zld7w}UBa$s^2HXF>Gw_aF-1u>dq!L@w(hHjPT}_5Th#C&wcPA!E>Xd|AWBLsTu=l7
zS!g;z*6aZa!c*D#b=*NQY`2sXdFxp<nEp1#9Fs;`UmeDPoY33f#qe4Gik86)$=`qF
z`C?1_L-fNP@6?~3|H;wnQ!Mtd6&Xb?K5I`J$O+T)z7*hS@MVKNlI0fJ;0DD-MrrFr
zhO$Gu)pOQ0hKDDs-X!f;Y0!ATeKS}janVI~_Ko}0l=$}G_V1o(i>R$<Md)&omyf=r
zEc7Jb*D5T#KzLsJ-+k#$`OJkyMBrs?&JY4sJDR>XNwI3>yoc6B&uyxQZ4JdhRT3#=
zYn$0#CDQE!b3mjFoN1Mkwc{U5?VrRN*Lkyc@mu%}bARJXP~B%M{MLQ+7?Xlou9CxS
z`}Xw}T%1?vryvfU0XxC^w3X8J=5!3=j2x=hPN&2u#wBv}w)&dc&<Hqu-8pgvipP<j
zw9Om&X-FbJPa%f;8#;Es%X^PhR1Olg51tqscW{%Ey}MH;+s`c|O#`x^LmzpptS)rS
zJ8ANA?{6E@;_RULp36=tp}=@6ut_t`;DcLYEe9kNJ=2Zv6s=s*$8tB!F&xUnHh2fj
z>)j}_ei;)Kw_WnJbdFOk?c+$?RWGxgnmg7Rgr$^irPS8Fk`u&-^>VW3M3VoHba%@D
zL%aM?ifJNO6&TdR-n?t&_g)`Edgvgvf+De8u}0Ec*?CoMM<17BYpe#l_mn3RMLL)3
zM*m+WsP8}QjqTd@c`Z6)CTdmaE$e|W_EG;>1NFzps3<SCi<+&XNzPwH$1TdX@k@NH
zl32>1cpc1e0^Cy#NfF>X3kg*>&@P<F|ECAK?x=xGw4Pb$YNPK$3@d1qg~5%(Qx6r;
z!dOndvi6<dprtl|*dp-~AbJhC3x5Ng)`DVgIB}vC$)+fFUdg<=2>!#%EGxRu(-Tjj
z?<nW;fZn&^uRqRp4y=9WLnA@;UPpe@Rd#vMh=z)&9338Lak8-u`n2hYfS)iHHa(Kz
z4Q~fU3b~P>JqX+toMVun&8-S|B(3L<T<CgZ!iu9IsIGip=sR8xki@v_RCvyq%d691
z+;+5(zDiK>8FR-rwpGe00y?uGd<aB&kMU|2!&)RXYwF(dg2vP);1>svP(al`^b9Mc
z#H^;r*|9VN6Gi+H!uSa9Gu4-x@Zscnc@dX`YdbsNI~0Qw8$*RT_vC6?1JmCwC~Laq
z8u;HQ+NR})|Ec2zJ!pepPJ9IdR^OS_xhHb<`29jcqTakYs#EJ$IzLfwl!C$FL8tZh
zWUTJi#v&&)6G{rC5z!TN`OSv-Wzf|SQ9z)iumuqW#=C$K`J1<P8aph#sipD+*0W0+
zVL%bB#4jqH`sBwsakA%{3RkwDV~q4aVU7e`A7kO(l?@G;cxLV7>B%|f+RoKUKoSV=
zf|I}uo>w4gJw(nXCFihh9Cz=^1!ePPL?<w86H$3fwg7c|Uc1qUK4i2U5K83p+K&r&
zxq%*O*-8I8_y@)tS#uT*8bX5`AV>SP`3P8JM|R92peDbJF~ZeHa?k64LRH;ZTH=`K
zd7EoV><+(QqgIqc1gbz#lKjYM+gF;=kHIxdBW^skA~$vJT$c&E<D|sz1Z#F8vVj0C
zHfD<LedBm7QHaHmFZq3zfAkUHTjE617;ZOnm)QVlSA1hNS|or8b6hxg@e)eU+;3jb
zE-49}FH`#)6>-Y@>_GNKx&$hXP!KqY+sw?~xP-JF_)KxNPt6HtV3gcW2teNj(^aU`
zcDN^Gj|PSk%~Ay@5@SWLZ2r{`4OB-lOG`42-{f|9C1de3_Y_hZcp^|q$5EW-`k?=5
z@LhJ48txduH}5@OW-(uhaMaU4(Dqt=DY15N9bf6JO`~2LI&|8{u@^02o;YPpI1o~8
z1f!>N5f%Xx7YS&y<}NBS9lpltf|)3ONKah7ntt;mDi`uo&ou_-payX&et*{z+A5qf
zNCODAr_c)|Q^Na5r{|uQoY8yGv2F#IMsemZv|Q=^Bf?J|r$I#nFv_y^UO%0~yoOIq
zFwhA9S+H`gr}DHp3z7T@vtgb`1R<1r<hyv`8(|R~+&{@f^~?e!Bq(C}s;rb#ViK#i
zUW`uEn^Gbo882v$NjZ(;j?(}J8-Mp_1zi4lim^Ga$mfUKgKz1KS?ta70j}$k9VxN(
zPyVN?oZRzALJOmYX2^0cZSGQre&(bQ>?E-E-iam#9si&p3%+Qf{tZ}&__S4o?ly|<
zRb(VUM@Ho~9rFZJyM5qXkh*?CkGQyG0wOE{JqlfQXh48tsbIC;CZ?_*F8vLT3j&1$
zI#LtUPhem#3|3Yo-NuQ+RHwx*4=uaDG|zz2Y)kF(Fk{1N<kmQ9`)C#6c_Ee)jLu9N
zNO4cE>)BOG8hUM->Qp=Dj(YF!GBOQ=+<1{NjQz*sl{>VNmoj6_1O-tVTjiPfF}u~E
z&UDx+Wh+VKnM0idVt<rEr`{Z<pzZm*`SzVNV%AO!HxR&frvXQ&2O30rERvCtMS;s<
zVAY?)41pK=Kf^FGsKRYn8>q8Ly><T>IL>hU|KaM*1EFlA|KU-|lNL{l6rqwmlqK0E
z`)=%eW#5yrghBO4k)5oAjIl4-8EaZ(&)727?1MpJFk^YId-{HV@9%y8>L1;6-`91n
zbDi_~e9k%Q;{L4^gl2!2-1$=x6@8h~Ji-Jv*3<k`Ux9BUCR?=}{Ri~L3w&UEr_a30
zkbVwlzUR7>935V9^bm74`5N6NW<H0E=egZ!;$_qv(ofe}`8`yH2m)AMG+iLtNGg`5
zPjXRQ`@AVxsX5|a$$9<~mv)JTzeLu(J7x_&ZW8`m`8LhktN~6vU@Ymg+j(7Jg6ZER
zks-D6_s4WiP&jT3DjYzMo7=C1{e@PK%O8Rq3AY-!xL?Jsc;OzCDTFJ{LZXA~XWxOQ
z>}K~od=5Vk78wf-xDudYU@b!+J+T`uHpKz$-QT5t&{F!$2R%}*WOMU#<9OuZ1pxTS
z|5A8Jv|Q%@GPWq9uNZ_iy(QB0qjf2@iQ9H0RzKYm7|`yEe%FH^Gc#?cg%ZGkg)T78
zpc@*wEd+AB1ki9@189{rKVvq*XvyL{sJWH=o)@2tK7>F614;@{|7nw%%OW$)0!n@b
zgGMA;f<wQjGi}};ZnQ71DrQ_s&QyRj6#u+#%|9u{?!R=y6eO-GEo;~nTY#hF*2j%L
zcg)`hdM)8ctuWBfG{&@4A(Z|Pc%ARxV>z0rIE#k8+x=UhiHg0XAfE-fs_@qys<_Kg
znSC)dY6liROjd|>7r(!F<Zo`<ZvFf+%lPE~3Lmcj0}?_8wgeE8nqz&}1)&KNV0fY`
zG{pf7yzf0PjRIF&`h8CY(8HY{5UGE@T-5Q~{0L4h(*YKDb?XYKvr!BUsC#D>HU(18
z4R)qRo(og^Tko`>@RYaR>-Mt`8VkFfGH)v=Jb$6;<LJ{&f(ej74jLf}Qj>V@%s_am
zsM8bmB`BdmvozU<JB#Fgyu%Re2fUx1GK*l(<kD?4`*NcDmWI*=-^`3t=bgOD7k6k{
zk+F<Qf)vGDqT{k<pDp%DSqB>L2FwQECEAPeNiO7-NVGy@UtX|Yk(qrbGKcb=yql6`
zCL9dX5YU_d9W)=;y?M`m0CSk?QhImC&Tdp=4cftN3icH!mSDGO1a-VX2990ytsprp
z0th=KIDf=&u8|wH33T$N+plcy-MV#4<s#Q#igO^*s!|>-=xu;EiOg?96N#X)NI(fV
z4+bM7f&18GdANihx{QHnvhMadAYbvTXF167spb@x9z1Qg1t1CHYXEA&)Yn!iL~A3H
zpa9jmpXb_(T^=F8+{}t~KY9li;Aw&$4JN+thK2_SBgu$(HS$85hdStoI|o|8{{g+2
z)xiWw3>Z}Q2Y?~9#Sq?;pa78N{d&Sjo5O7F$tC3$&0C%$gsYuPG%XjHxt<Z)Z|Wry
zHwkK_-^!K3J+3QwPh1Wb5FCFQhM&jKrBzY~05lZRcn`q0m60w0VR}G82WZvbp|2w|
z-}Ml<z^|e<0Gj<?5zTwW`YycJnR$KBtF9MNi%b(sG{O3q7vGgUBo}>;IR1>JMLi>b
zBDzSeWm6>`%dPoJQvH3&cR%j~=<3Tz7<iic^oSuSD}RL_dB1T7V02{%UnQpA3;VYU
zd0!F4{pMTTPfr5<_B!;nAw9H2O!9IBbobrSu8q1Kz{|@k>^Y-&70l<{2jC27rq6pX
z4M=;++<~#xLufL46lgIuWq#q>Ce!mmmV=ImH@lh>)YBGK9sk@&681m)4&;0r<`1nd
zj@GvxrdHd%-A7b@CvN6gPN?HPn$eDWZzY(z;!_WveIC^cL{>qv3J~fV9M6Qt<$cmU
z8_vbeoi+wVVxUJ!A~fw1j8(WLJ?`+^4CE-s28P*Ux?KaVA|vZ~Akht>*G4(~`(V4G
zQ6OmBb|d!r<$unnY{q@hGFH5qU2h-K^0xH$v(Y2P<|{X!bX}IHv9!g{UU=3)0l1jk
z-fo|peL1hoIVuw*tIu`*J2XD$QNB;sNa+^ynW4L{LCEMP{1Bwrf{A>Fd=U>pq-M3I
z9Q-&;^1@|iI2Ia?3Qaq+y^;1EC!~0x=FPinLKn{K|2d%9h*EZVn@)-OK0X3k#I}c5
zUEyK!S(^Rlo#3RW0fh0UChoq3?!TW`(0J2k(6<@V+e5J1wfj$75$VA|fo})WTj2nb
zE7UsvRQNH_NrDv&!=g0@u&DK5Ip}#MreF0VEB~~mJAM{3#tvJD`p`DH_wK3fsE5_r
z78rAWyNlQW;9ni^3D-A{p&_)$7EH#F!1k4ax#VoY`<_levR;V$0$cBV6LsDX8*a61
z5cR(FY|;BboBuP_1$i3|JLJBtFjt|Y2)ZyW>PKsQ{~~3pN=c1U$}NU42iUPYcl>+A
zM!qNT>f5eQHvNH)7HG8GR4)Z??Bns^Rt1F@j-a+IDcJ7YC4tM9L8Hc;KuNbA?!hIz
z%ec5tlAC`W!y7dkIu@-8_~BA0?ksLy0zJSqMKC{f%hrHT+Wr3NVuAfT`7R}t`e<ZO
z`xK`|Uk@$-*4%HGqnh?1Y82aL6))>a5;7E>O^2xa>C=k0LB8<zpvJl7Du?b+88ZiJ
z*;sI5RFgX3k%#5Rjhhdr&cCgUesB#0U1ecS{CaWj3wdxzLlQ`(?Kd>V$x+_76koAp
z&R;bLQz3bz7z^K?q5QaO&fy&<ecqj2-|tfm$1~AUwp$>Y<>9BQUEZ$BWZVS(7JR!I
zh$fxF{zJQ~7fOA#2|H(7DXA##XTuXwqbzL>s#8Da;}YHCuTq0YJE}O0Cze-GD~Y+?
zIL61DKk-o0r(XM(Xtv+V(jUt*{)1+kgviaz3k5@ycPVCH+Aj#b75*P0aFkk~rf#Vm
ztk;gk2%(KVs}&`Wiu_g(S8rS}uiT=X)V<e+RunukxFwD69{xw-Mw#Ni&Vq-;?RFhK
z=zBZQL7Ev|*M_L{IH-}!CeuN1zzz+YVd9SGei9p8RaIfV$@f95J^B@`X@Idsm)Y?4
z1Znx+gl|Mc>00L+zFb@}LGVrfKR7V@G)E6dp`=Txt(~}_n$n?Z-<-Kvud`OK|Ew;o
zyZfMTFEiL$<pE>Tl^v!6H%9&0o`Y|PU%gvc<R=_)mdx9lrkjOX+gRR5vCZQ?FV6$S
z*!wlaW#`vOq!CB6QK^arE(4AusIM_6al0*6_mM%<mN>Ue^&3&94zT5vPx=^bbZ6=j
z%YMeaV#+79C6o|w{u}@(4{W<HJ(5JuzG$fzdFZ+_RlUP;A%SVikmk85{o8lmm&}A+
z!sBEa20a$MXH%UzgPq<eJkuY#eqE=Q4QZ4o@{OO14>!;R&TSCYI`ZEmJFen=_BHFb
zl`Q#$^v#YkCYo21BnN&;x`^Mn@u|AybclnJxZ$+-Kn{aPMXJp4bB>D+I=l;{;5(q(
zPAgFrB0z_P+Y6YHwf6l+d`%i|WRp$-(-u)tv*ne4l3^QK4<^15!ggJ{@Ti?;UgFU(
z8VP+4wFWfbQ;e*Jw3IflsxvV=NS#>ot-Q3*wyi<qhndmqbJmHS-M*#!l`r*qOG4rT
z!5w%nc53OM!6;~6j`zNa9w%oDdOL<9o<vNri6-{b?6+q13Tz{O*mUxrtH8e?v|}XX
zyaP?a4^DGY4Lh-C)Ugj#dI>AL&01Pqw;SRo1yN$*vx4u=P1C)6b!@0+1Vaw^be8nV
ztuiN)-LC>vQMI;HxmH8Cg@uJXQZK3RvW%AnUUtl#p*b^_X8-%{WY4zquM;IatB={!
zcjVxBSsfpUX}SZYGg<1IoMa?#iXHJ(>A82MC_zTX`y`f{IP5z+TbP`1j!k1W%YTHo
z`*hye`)!_ggdV2u*%W-7s|MfN8cG$u@Ofqk;9Inc&BXXlS=1>!$fzP|HOMTn@$w{t
zUsqMt%~IZR1VZVNvd#5MkNXws<Ta0sRVb;Uc3hQb99SZ5D{+%N!D6#kV%}YhI>^#>
zYDK-HpAP$$)UB9lj(97}&-{35qsKbubCLAOU9ej5)So_$N6b~7%d<15&;UWeq@Xt1
zdONjg%B$j1N^3qW$kDO=gi@H4eS{p!H>~2OnS?u!V4Q4|PN&4|=sB?Fnbdxg7BQQy
z{SVw`2XAwYdpihtRw5khCvulAOxG&BIxbeIqVFR2@I2XfUkDR&y*)DTocd<)um9`6
zryJ|(l`lvdqt{oKN3+ZD6alhE$w}dxA?#imv4`Xr-#XdJB9w2D>l)_v{<$__*%qny
z;bQgSh8n9BYIb+}-|LYp^KGq;BsHf^ZlAQ#?2svzVTlKNkE0Oe)qMp4r)Ob<&M`=<
z1!+N)?99$0h|mVvAZPN_s!|-ZbPyu^TlTI0ajBFI%Vg4@%4?LfGuKukj%~O+{`3G_
z7!Y4U8ZY6+%^BzX;Awx6K7eyzP*n=eSh)qZ;1t#BF!T}OVji2GI|gVWzBnT(MoZ?W
zVV7pwsx@c^&1X?KLJK}fL89Lc;~8AN{&ZT(X|F|kKmu%o2z49OOJrkmbG9s8<aqAL
z+XRStO^o6j6xGKTe=_`&Aczf%g+033k14<TkX0#3c$0pcSZZ4^B><0hA&OMZnG$}U
z>;)`%J{26uQXg6h^HJBeu+3lT9WFFpJrK0PD7#%f1$(~{bKSCkLJu{W+`_3x|4$6p
z;lpsjlzOWKp`LWU`NZ4pz$A6GsNWMxPah!~?DfPn;0Zg^WlQxjA>tv<ogt%>2gc)|
z;1TeeJmbclV6Mxf^hGV+`rbe{t9Z_8TytQ!2=ErpR8e654+aV@AvMK;7<PizQImlw
zx4-PUCA{25t~q}25UAtjB{&*H^<Mp}B8l{O2SbvyJ;#3p{f8iM%v<aD2u`npgw>fU
zFc3^umdp0C`KtI|-GXLH)rj}{PvQf8jJ#|d&@()6j455RH_ppk6n$lBEX^slVpA&@
zY|^PZa|vXU&cFCT=$OvY@=^74jU=Xj$NMq!!FwG{x_;C_jB3GD&pTMiX`?*rDgnLc
zv`SIRPm>V`F7T&yXjJ0O9)DFn!IZb46hN02T9j6a_e8b+g5p3IInn#N#uAJV3K%a|
zJr%?b?kMw0zdjGs{m_NIXXN*0Hf~;1`$hAVd7QR~=o(*S(6IZu>8%p~L=j+jh15Ir
zetUXkdlyM)9dFYAOHdsxS7D|;ZXg@U2ID(_^>T3+_9tO$Q+%vUD{3T$lGAImO3Kc|
z<Pg(!z{_w_cSs`l&t}qCdQpGv(}}CkfCKSK9;~8sU~hdMxo(p;5L{3EuX<1=B?LxD
zb%NX4s5D$xA#ceRTu*|gd<s%~5Ac94p1kUPydOzgN=y6=W0lp;UoR<-N_M$3*w^rc
zoED)??v7)7Z8~G~b#m~J?;GdamYW_8$R`n7L+tmff$_flYrIAM*8NRyZz{a9^m;wq
z%*iM*EMSN@T`+c{S32Z$IQ{A2?}Cv;1X;iVGr(f0oMfG9^Hl>kStii{9??jBgs{Y3
zs97UX(KH}iUunsV_jb&1<KtQ(tU3L&ek=wSIC&y(Bs<hxC%;t!)jYW5kn>-uPr&di
zxRDv_HYo8QRG}_O3PvhEA;s8{sPg(G;g365)+q^Nb)l5E%vWxnt&6Wbm(|(5y8YvN
zJ4VCIKEr6O?E3UooILhWtli~ZY>-9jL9&5GHyGLpW28nZo!yhRdHGgD=z_L~FD<-$
zjGCO+cj}bG-8)U`bnVW5ekj`LrC=H`IXXnp5L@T4++%5IIymig&;X`y!gOy?k-E4<
z<1Egxcnj-DS*HfXv{Zx4Zcy+25N8%^;E41>l@hy8u>QGNaPUuq%n=iO*{T;5tKFxA
zJkz5+=YY71O;)F^{$HP%`@d$O<|{_Cd&sIKbY9<R48{y6()e!iwBmI-z7G_J;|P(h
z@&x>m`mgdRpP*b(uR;S8_&x}lvrbUmoVFObUnZ6J_D@=;Er~o#Bs-o6Vi1_hqvNnb
z4z8Pu52ZNMTO^UAD06k=qXBnzOMc|0u{L-a9;!r7*I&E2c{0Vqhl`8kttaMx@se0&
z^%;?XqLE9z_h3mm1AS9*`PrQ~g2sr*ns3^~;hG2T6Jt6OtOGSH`Y}V~PB7NBMZNv`
z=HIhksfmU*xfiOun2|?gIY0jCy%)mFGJ!65d7QPfH-5mYdSSX_Q|{4tCPta4VHF>q
z)3@f^Z3`R=mHm4s!9q+JESE{+z4e`T3bkg=hglPJI-&Y%ZQk~He&WwJx@QSjf`2V<
zVcN1WE7tMH)Zd?!@K#OT@d9TUW|9o1ri5flp%TkHe7PH%nVZ1f)r-c|ohyBA1q*U}
zsV{l(@-#5i62Uk@3T9$*>qFJ^*DL}5z+lU#p)K954;{OZXub5$?Jp{?m*dWPRtLjH
z_+3W!|0pHFT4|McTywMH5acf+5@x}>#|T^BK62*_GmQ}?bX4=si9ig$#NWqAq^%kZ
zdN!r;{$zC8a+!Quyy%d;eIRLNN?AMsQ}c8{z7X;7nhEXG(ETX7$H*&+@9&inK$2_<
z@?*TfC$K}VF@#;Ct9xK40B(_{oSDf{f&@nwt3yA>K?f5z%$o|d_?r83EL7B)TWdFM
zLUy-l>mcF`2wZ~R6<q>Ibh2q?*+*MsGgtp(=D}WI8Rl~F6$95OpU&nS)(#&^(6n|e
zvGo|lX_eXJc~$+|C@4f_%8IMYaE}qoj(Aut+v{mTUq>i(YK`t0MHG*pDaLtIoT(vK
zCcD~M<{{`AYO_ms&boU9$BG1NFakRbfjP}=!ao~D`RKg>cAAjXu?HSN)mgUcaON#8
zhan5>h-ygU;2^V9g^}cfD8>0-u(owAk_U~2xdSW<U8x;HX*>mJ6jsG-*F}6A^yTmq
z$vgu}3+$W#I*0{i!w{&w4Gjz97Z!$t!4gC4hZ}TuwzdZ3pM-%tmyPL9;o;#R*h>d}
zqRZyHl17}4XkhuLH*2pMt6gp~`|@8=unSZ7s>MNJ)0F+2!A2co=0zCaom>YImt*;!
zbG9}2*kvrYHwWF5MOQr=ntZTTHiC;_3b5R4JdjaM1zV3;`l2TNX3x^n(h`=7%7y`c
zQyqL1bU><Y83JfQLP7$fcNR)+Cy+Z6_zJs-QtUDxzdY8l|7PTsyKVGU$6(VM3$9f~
z{W?nn7B8x`(0!V*HGyW$OBY~uYVogsF%Q<H4iQk6B$tBc)(r<=IpF?cnIPyNbdkLZ
zYD`Y`15Bq3r0k|+U=T|&7@_J22-RgU{MBdm=VRIjC;?F23tDw&&&<wNgXxz1|2ng6
z5^JZ-J{exTBja5d9)Ud$o1VX*v*@_}Np!>rZM{=tki7Ua+L_P01xxBX1zWt^>|6P)
za=Iv8+v7x-`bf(f&jkltjCv(oTzL5XMPTNqz>a{C^C*8XeQ^lPvVYbNiX%&%269a)
z07)^hvg-Jnma~`{JW1Xg)YmBhW036H!_HjI2An}FeK^!#+neM8f<4rN*~)JT(%2WJ
ze4V0Xyv$?04^<0i8)P;FResRG#vNUS0#N<03QY0-tD4&x*FRK>l8#nMlVzPuF<?Pt
zd$^CI7j1^Giaqo4N=#kmxgU!{m4F_?CKMnql32WpX}9mou*^f!!m<Pl`_n|pA-GVo
zv-1czx{up~9(@$uSTiI23ll6h)vP;N<7VJK>{y*LQdBxiBxO&ja@RZ~gXvetgP5*B
zN)S_Q6K|<)@}+=_JZ|H4<)AsQcdyOKGglrRjDsn+tUI9QbVTZzu*M3*XxC@WRWRUh
zt5>8Ls}skJotB`<qW_juq@8Kfgz*0yco(tVlJlJ_%I9(E7Quj5E^Lzl781SL(3)?m
zGI#~RUu|t|#Rm_=&Y8;b(}y$XW+Po)i?uVP3%0hlBv*k7r&QcGUItzGP$9=()Wf8K
zTXT|=XzpA~r&ThsNh2@zj%ZgVf|cXcm%8Ax@mxmu0hT1^Bjr@IHMD*exY|IAkNe+2
z+uveug&x;_h#y$>Q&xVxEpqc_Hm*H&I^Wb`@PslNjTYK%@F%UB{`w8JxDcoe)Ya5t
zg(Q*Ws=S5}`a6P?Z#{o&AKnqH98Sz>)WBxzyN=?7#TfS{S`6S=McUt%-h34ib2B><
z!B>*VZ=k=uCum>zuxud~|4e$oIT-salkJMp@BhL!od<Pdk!uF8v^*s6a{K0aX=jXr
z(tZgN@>(J_ke}-OxW9dsx+^%@!Tt^N@#7D^cWdW@L~I5PvRjBXW5t815V!AI0xs75
zj$iQ-_@K7)(sz`-y>9dC>(e~HN<SuBS&SN>+*2{*gAINt!hT6223Hp?Sd(n6$X<+J
zMng@|Oh?hjDh8Y<K&9$5YX8Z%rGB(Z$>8&N`Xhj!FO|2m@%siC7$j_q@beep7Qc5R
zEEJ9GYVykgV7u9SOG{NXMrd<8*c$ou@4N0T*9BHR*BK2;%GJZxnWy1pel45An>jWW
z9^VaTeiohGc5S_AZMtX{J_UVN=C^rr1jkmJc+`A3DQ}*q<c_9gsu9tPBH^Aa*yLYt
zket_AZ2MJ+f<g=g2vTtEncpz7k1ZN6&d#8&Fs;vZ&0d(x9nB89YXd1>(JIlypI*^<
z1JHWKBbYKKvEwxG%~Q{B?t85It8A{wW<9jB;W@y?Oh?*#KyGMtAlpaBo<6<Uf5?5O
z#qgPp?j;!CfTW-T((G$O^`cwp18*|C$6w9(px1ppoxg-%tqfR^?AN^GXnW!h&)IKI
zV>NE6po=^-tdZ7WL(2nzZzT$v9UUFRtGG&NR4;inPbX87AP!p4f8^#xTj<4^8KdPs
zYN}5@uBDqWZdg1HV=~OkY>_DUS^P6YhdGxtMx<?tgRfrQ0d7Kk*Y%O8xVZ6%g;%6e
zi5Uir`CI}`qw^8VZeUn50;qLNC}6;IheR!eMw2DLL{{+~kVEgJRCZ(tIP>-UI$Cs%
zqKd4_cciR%zxozKr$peLSD|*xrXqIRPB)VFq-5csIFD(Vgq%j|^Gt)}J}_=#`r$ET
zwb>95+Z6++;<&r<D-|&Cpz^Jca;1`#{~Pq9a0WsyyLRJZlMhMOL8f3Z0(3!5O!|V}
zCZ8^`r&o4p3!r}1zOPi$VNdkwt{!`pH@vn7%X*Lhrc&q-@!F2KSFM&O&U`Pa^e}Hi
zw#LegoQId;2B{~XtZ5(tlVpVhN-v|D-Br-A#NgLKw?7&aF<|9AWN4(93(4+)NNNBy
z07*zn$^+D;DN{VukAv|VaCowk0i?k%lhqd12x1!C^Mj3CP2}KngaC+kO4ahF{8!&q
z%Xw&Iv(@8D?^tt8aH}0(iy3YrItK4F+Pn^I_#n6h{LF?ZaP+Cmn;7-uIpAEc2N{<-
zkAPbEN3=>>kA_Yt_T1LLcn1k4ZhM1w#WqcWM%`Ti;p#4EE_pJ@C7ZpVV-&+*g0c#7
z>zCg#3_lUFoHHN?s-~-34tB2+bvg_v|9!`!TJHuwD=tW{>FaJulBJYywF(!|#B+h9
zcRf%zaq@(8&+Wd`ZbW>w)M7ahI3|HGz{W6JoMsqw6~B0i7Tk*qG9IP+>P{s^{T>vB
zPEDUxx-g9ck1{(3npUxHe8)tpQbVpJvfv{RfjpAa8YjV-$Dpy9QGBooV2<d`4hY=)
zm{J87aVZ?!#T%i0LE7gMen}6Wegf9mdSY>T%N%r?7Bf4SK#dyr-&PT9Mx=o)Z&2qp
z?A~9@);Ny;QfTM;DphW@{46fk&?jI6S-r{%s~f(b*Sho`?SSAB>k`wEUOiRN^KXO9
zjsvdaRq1ng;BC%B>CMKT^H#e>l5z{#Fra1VdV$grUWOf3XOhRIw~P}lESBjrtW@qX
z>x{RKZByr)TFme)7B@41zXAE{pcM51k6EJAhhyVMhlAupL_gef+A?**EnEe!aUi&K
z16G#@K7X&&#G%T-mBp!T(}(hd-YG>N@KS?R$av$i*F6B0&{aq154`>*7F@Btu1+fv
zb@1jyLAx0B0pfR@o3BfzFJvS9(S6Z5lX4Yf8b`NTO;@msz!!K^GXdGc{QN+G309{F
zIK!2UTkLD;COK)thAP5f(`=|T#R8kz?-it%0&hzXXlIYOzE=6HGBK)(tj9kSv7i8`
zK4gp<Z>p3?A>i#gQucl)PpaAk4Bfngbtp#^=6qL`&qDN12rhHN>a67D<?ENX1kJ%0
zy)tR{M=xyuP#xnI*iUo`2JiD!iW-MM5F_7UogKQ5y(}Va-1KDKH|_e@szSSUSk_wM
zK$#puy<J;k*xV<jCQ1EskaO)wlYm<$5kCb|iE(OyxorMMu_)Qh5Un$@l6==JJX-^{
z{KCB_dr0<^c3$TCGQxkh!dgv$JVq2^i|wuR^Wg(O%|iX@EJMmbLVAV^k&f=9qidf%
zSks}hF-l~E8u4{Q7Fdu&1o?MUT0OKeS^qlyae=G;hejdcsoNo@bEDfWAd;`U2Bmj_
zKhm{)#K<2|7Y2ERtL$|Wk_h?A*3LhWT=?miY{x<<kzQuz&wD<_tKT;D9mQObRI@p9
zt=$nwG&*eGZUJlYKabIT@K~>&zWbt!eq_)lH+;>hJ;<?YaEFU&>tEQia^K~%LtKJw
z1(Ho^xN*Ai8{TP-wM<9a>f@^!Q-D~o_`ARMUz-gu_6w$z4-Z~2TMmelXP!6>75Oww
z^}tQ4BK%Lmyc4z8El{%kmMyBOTROajbK5m{bjXOpg!P%10N!ZDK#0J!4Tydn6eE}7
zvXW2U5DUnD$e(l3e3g_{Ah^T|8x&adRyJl=)yG{G&lzBe{f(<Wsu}ATV-*47tB?_T
z5(0cv$jTh!C8tlriX#SSUx1GU<qXzo2n5i<yvuyMu2ee@%ByJGn_v9J<gPVHe2A}K
zO!CIUv2!;FVR0}*=aISqomw8L=+_#C{?5uhm2c|A*AlpObZT85s0PeZr>2n%dqFzk
z+7656l*gZ5U<*|SQf2h~v#SnHLuoz}KqjQqwOdBD2wRxa{gT0)yorqGWdN@WWwXkS
zxwwKsT5D)z#AdAD=n2y7^c^^31T5nL^`zdYL>2a1PgcLpZgWn)R^fv+Fqr=7@l$<S
zcvwm1L<m;AGzq2M@+`OzF8pj_r%Ry?<6<RzV{~(>jA!b%8D(v|SP3MDVGvB(sxmjn
z<lH}e(T?~Q>0%Pud|k(E^YsK9BKp#oWhvNlSx|}1&`qv!ybzySo-hB!4Fk`iwScE7
zRntjpV1^zn|6i(weW`7TOUzhFo*%t_OVt=r^b7ATWv_9SlV+F-H4CnC!u+^ULFpiU
z4)o0($jgkm*J$0;UL35`srt+~8u0I&)P3bxaIFA%(I|u$x!mva8gd~8^>x5)U!L}-
zgH7tAf*|v;Tc}@TDhVEo<+5g7I9!?Z(Fq0*_-h!)D>mt?{U~qo#%P`Ko2+K;wY=C9
zttwj{6RJJTk~qTYi12Mp1CGEDX#Kfez{?vlDO&16&;>S$sF^+w9d72WLzs?y16DQk
zzi2Zy9~?K+7cXd-R}B7hn!GGdtGp?^O!5R<{f+wG#~1D!qS^mqL4`-RM!7Ls>|<{B
z03*ITiyFRa+03n!S1}%=&CYCC8x8UfF{n{}h`*pnt-OZMPbDcXQo&;}fBoCH<hshI
zuJ@KV^T2jvUbwLocp{RktsmhCwWAs_b(#$y!~)0f81Dek(t_F@c3Gmb#!)*cwtDK0
zw8>|wk?WDo`Ko3_1B6p6EBuX(fGli-@d0@4#RP4+;7ZG?UOV#C4cgZR>vtCp7rdE(
z^X8@c8eK8+T>zPg)}8cN4@gpVqFkfUyuc~#)O`dWF7s`>!eK~gEIxZ+bg1}x@Qr>g
zOi(R&hUGU^JuQndU<Q8;GrzreZf+$F)d3lk`C#)BJgFRxu7S>^U*;#`Y{I{c&csEg
z%P!?oI70h@lCxB?KO-UDrw%Hi{fqVKMhoEm6`qGiiISDi-vF6&;CANR9F5b6LW7K7
z;b{<hOeSf2*pDQowtPKH*t&5xXUtyp_<EsqiR_*4&DXjlIGemsh~=0SsCu1`IwOv~
zKv}NF*emqJ&~yoMdnGQMmGT>vLrSWLzHMTN&@z$uq^H?e<0%3cfx9@C!=GVfweq;r
z18=?jw0>y#qErs=!nSy;=h2o8Zfr#Tst-uhU{A{)iOb1>f8+H{pOf8v)lCE7T7~_K
zc4{k=HDj-G)n5d9(6`oFj>~F$#(q%m>aMh(5E{+MaiP>A`h-MW!lL}(4*uhIVizx5
zSRM1%^69>e+SFH(ax2?fvn7;D!2R9@kb$9eKAi_rNSW%VF4^?q*F<D4X15_c!<cjW
zJ@y7Y_1yncR6lU{@f4zIrJSInb=K_5wIe=X%h$Fx%>9W<d0@up8Nc<Z2Od<jNIn5@
zEeIhCVK6|mPc@`eyIWOXV$uK+?HJO-_Voo=OR;tf!ni{C*=gyKlwWf3ulK*Wv+rAx
z=iCc^oaH?PwoYv(xcp)8orS<un%Qv1&%BdEOVPzX-I~v|(R47myMWDl!f`D$_78n{
zm90wLqU1$Dy#yI8`xYTxM*<0(nW{=r#{$5S+lEe!E`z|&)cm$MQF89t&j`IS<)Pp>
zLvZBW!ql_^sFpXOS&r?OSw)cdGBopq&PHjI^9J2ODmxH{YqOTJ-vtYl1OZ+0GNKM>
zfERkv8i_~Ba;V|SDHCknu6m%`S-QSAxy+Y~m%r~7VM|%}BjR8M-tdc5o_G}7e2~T+
zKnn}$gYaB=nfQbZbRxwiMY)9}P>^p+#4cTi*Paqwy#X6!cqqk{|Jd(ib!NPEPMPnm
z0IUXFwGJ^rfo}$p%F8knjan8utU$O=rOkBvx~J0f<8J#`zjMo?aeGp<b0U-$mnyzW
zQu5V!5amq*^639g(m5MM+k@RQ2e*JVU*iYFSROpkf%0>l8`C2qJ<1R6Z7QL?oFb7H
zl}Ln;9vXW~?D9_tw0<7d`Y)jH1lPdJvCjsKz32xpastYjr|jR9>l245gCFfWUOXXG
zvTHOjJ+HF?c*{BHoDXue>o~Y<zletp=<4=wX9EO?&fry+U<~Gd&&S?V;pe<^1{@Zd
zmeVZRinW7leh%Y^l{s(xR2uT-$xA+j9}F350LhZ2vbWpc$F+P?9n$Ll*>=CG-^8to
z7i8V-1+3^)Xw&f!GWYHKs>Tu^C99Rtv%+{X5r(hA9TU)&F#=7&uM+CM4#*sbWljFw
zKH+xWJCfyGPFuZ|N@?4%W(+=$L5LN^Jkq6|cjQbtH9r@i2Ev^8$8*x;VqUggBLbGK
zAs$nOq`uBJb$-V3+s{s>_@}!DJw^R#rwRW9VlSUGqG_dzT*8^eet0k(WN-DMd19V+
zh|o72^q=VbS>CL<3xc!%ZS{J?u}M8oLDs_t6*kMu-1V)LF|T?!tLp8+X4%Aj=RyCz
zW_yrdF$n7;fEU`<_fw52U3Jd`*!B$O)3>#Yn4%-QS{=5hCsZnl)p<a*F$9I8S!_mV
z@k*tlL}hCW3)#r#BR9C?f6xP(^+2<Wnv0zR8x;uu#gX;?K0GnU4HqD;`kd1`5X32b
ze^=(|bxwWrs0>~gokDjpGExIGIKdeSbNbO#O1usm^!opCWU(XIt@BPlFZxiv^Qlym
zUrOtcz=`*#qV(IYHI5^>{mbK3sZLu()|ER_(eGy@>puFzbdSXTIg4YQNb~dXCRYNc
z!fATKCt%$e=OFh!yb+NLY|)BJ32lF5Mpmaw-Xf+OLs;YVwb_8tva*O8PQJ3N?*V;r
zrrLIGQ<#jA(e|3&gasLbi7XWPQA32r@r)b<QB_mOMQ7E##~DD{G2t45Yb@1Cl2(Kn
z5QTcwHJaOmhTRv8?VY={L}{{upu>}DBTYBG8?*Oa4o8APCoT|hh*K}zd4M}OM37wj
zb%_^m79CFSUvrum^9lHYgkSeKg6YP-`SHkdatMUjEu%pP+h(6W;LfhAmYf`IZ$@gH
z{r32~EHC&uz!V7+PtV^HLrX<=D-Lj@LL0fd7lTJeOgsO=0=w!aeIyT(#<Y1_enboq
zG(wfsY6EYJt+}(C@A5l+rps7m1S=B_C4W}kIX~95dW-kS*+tgXJCyP3VvcidlQbdg
z_1WeZLr+Qx#%tTnyL_FD6H02dR7^)u9N?}jl%I<X8dB-Q$$(Xwr$!+W5<s0WCTUbM
zd$aIxn!^Qyb|Kya@b>h}?6#NQrb*vGzHh$#0Gx%_J(w{EwOGzBnoCUTnd6+qqh9Dl
zwenLlpdvu}pZ){oQFs7R7uTK!k!`a}BZ$A+O1KSl*#Q^x)i=RClQ;D1eSBy=j!s;o
zeK-K?0I+ga$W!<g2&nWeJ#sb*Wm;xRNV(~jVhZhemU`*Zq~eDMQ5u-4Zt0ToOrw_G
z^u3#_@1w7|Xs|pd;2K6WcpGFUK+n!b>fqVs2h0abAdXRT?VxoxOjh5re;;#x$Y43B
zn#CU+f`Z3>Z<G;gJT84j4A7bMd4u>o27mMs?MD9_y2#0I@&ZnRm>s&f<YiRRWk&s&
zYz3zt7N3A=OZd}#>Pd355L!f#6&Wux7EKa_%^;+bvh`Tysc2=!rG#U!)*h<GgbuUI
zV$gXNB?loP&bj^TX47@MV%?e_UidZ?fc0%CUG6uy@qlJHNL@L@Xs8xJh9li$zR5V$
z>iejzTMEtR22>b>b)j~z_xk`?rqOJs+Gu@%wi^a-Kt%dl{58XH8raZ<f$NH&B{>KC
zmbV-lc7q5N)}wCvZwQ~wbM~)6b_a{5ax+Q1e0+kn853V*1;9?vS>l>8z<v#wcFw`}
z+wbR%k~eDy2f$l!1m8G&SUxd%RI){Af<Jyiy|PrOo7`0_;Rk=~aIMns<+0<UrN)(o
za(>$&Vvf%M{nI9XJcMm9paVn=pJs8OWF=&bT^KU95J}Fx#a+UrK6oYz(MD=P)r(E!
zw0S@UwDHvIy|Iq@0K+=V$j)d~O_#bob1&#oE#1^&-M=ScgQ~8I`GQ1)zM=uC(`OP&
zQ@Fg@Y}n0@N~@N{sYij0+DSv`2~Kp;O}p4sjI713R_}0)^7t-%on;()AE8;4Ju%H&
zx#t=8wwdmmEi?h1c7s$tf0Xe4;B$Nv*enj}W+@r1X&9<2msWe=#M`%upD;J6y|UOY
zoLCDkx^#Iy*Xmfv(UpnHl<MNQo->-I!|bK)Ad6Dq0JlRzDyb$~;1E^igN0T~9z|Vj
zrj*%)T!}`nmx<p@IqBZ3bx46^kuv^63br8!;xlI4jpkyabWw|y%fI{+vijjGkJ!^T
z^_^C3QyqmQHI5Y0(>2MVHNW6u6d44`hT8ctyHSE`tgziO&nBSZ5U0q4W0}td-Iz;p
zcIM#`IXdg{B*EW^KH#=4QZu&;T|2pa0wR5QhO_j8`JjCXsdYdF!|FvOO&7Q?-+=9M
zR~D<O-D`?M_4a=Q!(v64s}tRiG@XBZ?-%S$l5NzItoTMf<)CZ?q`{#>ODaBY#jk(e
zFbtT+i(_UK+JjtK3N{_ZL3X*XuV9cY=<WfoDBskH^^2*9BzM$}P(?}nUJ5QiKPQJs
zy*%Cjeq4<4Qy*p|V^KfT+<T$-kB2XxJ@f1#K)+fdebw_a8whpbTK!VixaFIKTwhFU
zoX~uQj{3R<H%fYmkO2apd(_W6)<wFt0>ll~?3b_Q^EVjZjSL!Ng4<Wv$lbSC4sKux
zI0ZX&(JZs4=TXa(^XD^91HC5u2!5f6gQ7U~!w*2N<y)F4948I=kMWmOzxt?Gxq<nB
zaUzw6?{*zoDal_e_T~(<aq{s?PtQ6tEe1e-V^h)zciKnFEfYk~yzO+yKY?;Ss#1)h
zt3zlIcyNOj=7awOtGR=OBx`Wj3OM)19@%7VYiA(8OKhngdkgw2c*OmwpoU)-)Yj>2
zq@Ge+yE#eR5{JU8;;U%G3Ve>#dq*)<=l&@znG>)pHUXn6a_s6|xM3TIz@0B=C<Q>H
z0?@H%PTwZrkDIB-RfBq5KZE3UV5tY6eO94JSDKe!3orc{ik7s19xuW9^2O2!{5?LG
zzNsfIL6mEiS<CqjfM^|U_YsJZ4L0H9`(q32=;>9ech>a*aST2vn>@5M(!$R;cb~*@
zA%|_Gt{@BsbC~rP7pm>e@5>!XI;q0l%ma`Z_OY$lstw~fp`!*GSkNnIW!azzz2Xmj
z$-&acN0F<z-8Ke3z67HdqacC0={w@23ou>h^Z`jUMPIm@<L*SQj`rW+nQ|Tqo)eq*
zivE5Y_1b#1;3{cUBL~D>p<xC$B7^##5C$K#2T{>BcMw6hnnwIQxje;HQ!Eo)$&fdY
zM1LyD-M?kuY*^z+$80a0dQ?lOtMpLw6Q_tx)!>(ALrt{xJmLo4?d7F`&a+^V4D1{A
z&*#=RTc9RQO{x$pd2j_L%Fq3y*n7wsDE!vtmu0yENT!m*{Y5#KKXV<R^>^a2W5<e#
z3b{I&rGU}k=i^fc6|c;oT>QO|wG}t=By5)nq|oj!&>>2iul_x|Vh}1y9&C!bipKC@
zPr$t0i@}vSIj2d~?%ashd-E;{I*m(Pq2tALIhNM`(3LQl+;>tr^ZCNngJt6u2yD*<
z^obGSZnWHC-C8rn-EFi&$=K36k@31^m18WJ9QgrspRI2Kn|UN0fJOyL<T~hwo;3dD
z_I!JV6g2A&(i8V(V4%Vv1{kb0)HDsqkjoiJ5;mpx?T))S!%ECPMwlJLyyB-GlfoW{
z<LHO4&-4%I$dy3jmD{7)jZJ>;MZlpJ&Ho<~7YiECA}PdLdV2bbW4WMWwXpK=I4p3C
zuo{SL;IA*1Dc6ZOEyp7?pcmOZm_@n9_=*O`R;s<O@<NZ}LnV}-I97r1ouerjolrMQ
z4d2ZI@7*CsSnn$Y?|x<%1*D0Xi+vu}U;z}%)CS3J59%+E*L&5&R*o}B1Hj)pc*5yD
z0Gz8oI*y&1X9Q<z_U1!xr}nrM@x{u$i@ZBkHd7YwNKJ3=!eBxs4v3MrXNYQleuH~d
zBsAImP@bMICFIFu=48sM$sdrn`L}^jANv0iwj`WQr9)roW-|>eu!XtFv`Fy&(lL*Y
z+>h;r#zdc%G}h2N!1VjMWEGms?%f85Eqy7Nqd%x_3oQ=hhbmGcYW|C6gm;-eS%4KV
zKcUP?1g%c$>+78XUu&38a0PXgAA{V%WZN|`F?-re+kU}mbS<HR^hMS%UpaV*j_~Dj
zgN$Qg8i1?v3q2hS^L8{QxKu|PZEJN{<0k91JJmO-Q7o9bwP3dS<Hm}u!KF)LH#s;M
zSy+ld0X(0~L?7H1NU&<D8Gm@m0T3Qy>yV7NB?x}5W#<)JYx@qsyGUO%2ZYKKEQyn%
z27>nO1|{arU>~XH4O@q2qpHgRA@Jl=##)H@_wP>wL*Bl5lfNYkTDkzD`$hlK(&;=w
z5~%QNn+@1mGX%{@65^ipUHZeBr;}8Sq$_KqGLXUTb_@7dc9bOF@S%>X!Ocmz>mq8N
zV=cN)DHxFn4|qm&bF{(h7N+$t(4S-0l8asnMsif~OLPHR*12r0xegN?rLoAu80)Wi
z-sO<!$ZlHF=<7b1^0rL%!G}LavT}mkm;Q%+WSE76u{(^)zI65wE)a$j-mG5uky1fg
zDrL$LU~b-iNPCIVgc7RPlQ^<QUrPdFI&WjdTmCWY#(|cB_DaDZh0!K=UY9VoL+$>E
zATCBm|0-)3%;5D^bX<0Jc5!@c;{0xI?ah>wDAAb0?#p7Je$0O|B?qc*vTHtEFDe5Z
z=$E?Pk-F|FFI`U4E$87o7RFmnd9AIu`YcAC?xY%|!SETZU*UyR(fF2`bt;$q*0X>`
zU+~;WaEsg%;<{!h++O~8b!7C`lxNC*oIyH=8_G%SGpSqOL{r~sMlL60vvKNqa$mHD
z%>Ponf9g)uJJsZWdZ(waSE0qSVtY+uW>;QcPj@h<UmR3Qbwb!GpRfbkGBQXZb77Go
zoO#RvpsI;cT6{AhQWE80@S3F9Tlh#WNvv&OAjkyx#YZuSi7t3MKhefzD&f8KEY&Xp
zwOJf!bx`>6;~h?J?iD~yFQ(@J;@MOVl+f${Ha!8$qSsFE=r24Dz<A}BWk4Y<+VbLj
zTTYz}Av;@m1aKWm2bXBC-@b2v{moi1^oa7)H#q6Nlp$boTTlOcC2=t8!EsB^P@AS2
z9ofCP^mtLwlVfEuM=gHYKM=qLUo37jCFS(j0#yCLtUcq1=B;_o!!8i?P$tG6z~oDc
z20SF6nS~ATS!Z{7{HLs58+c2M@R*(QCm6H6PIa;g4<A(l9$otJ0W`wA8rW^c#i}P?
z>6`ZdbcIJo4mIseb_KJ;<RgL7sL_HM*%~@*W=<3}uTlyw7?SUmh53CD)Iygekm0BI
zWl+rq|C524Q+_f<tAbG#kR#s>dW2XTugA{CX>`^!HcGG5ZQk|DghRfYEnxL7CO5ax
zx+Mrp!n=qC?fU^Gjsg(y_=EY~CDY(O74uv*s2OIHHXY6w%=@~>9)ncJZ<S8~sU*y=
z`gaomvFdXM#<J7YATOSFAOBSe_bwpkU~1^#I*6Zy3<*8{ANY++r5B-JWp@y2+<3`&
z2?<EiDj@p_ef`>u2EgV)W=U55PN*#w*mT;0WY1+cCiV~DfPfW+l*t<KyDVQMhM8z#
zekDLUwvwqqGNG`X%f$8Tk2+r+YaN*QbIz0XnuyBOHKF;8_w-&E2KV=Csl@MZ03`P?
z(C6C{=xBnOnVH#iUyx;#aR)Osj5x`_D>;MN87GuzVAb~=;(;wb$-KO%1C-2snaXn0
z=Xh^HT^fakOH8XIZz;Y9Y_yz4r4_D(UE>qyr<q0sVPXX{XX!1e4OW;MYkE8mf9fjz
z3=1xtb=t!Ib@Q7TqSq?j33aB4*#)*^Fz2qoUrOHO(~e$m(Pqd;YBNua3IRZaEBL%m
zcLL@|l`JlQT#DoE?XPy)+GGFN=~UwgkY<j&Y><zaiIpZDd`&Vnmi&!~QlZQyN=C<(
z28{j}$4V4Yx%R2Q`;yMi8Q63f6hQ0dIc+fkzx^kq%H_iZoAgi*h%)NJP35p|fk18g
z=`tna?tOxc67x~|g!TkcwWv?xv(vHv0nO|B4-+)qWPEZ#5yE0M*;~J2q?~<9%{ln$
z>~YvOFKW_hc&V}HEgLb~Sj2kY^038+vU?Ir0|V_xkHMCy;NG}n?>C!ydaq;yviiJ(
z#>!MV6+3P;JT8wE1`?`@gCV+s1jK83YmD-KG~)MhA4;n)E^kLYl-8Y%69&6hhd&0(
ziW+7@4elJPRH_Z+v&%%RhC!&Xy(=s$g8&L0N|+`1%9xlmPS*;%RKe|?Qtk%Fk;g$u
zcvl5zT4(2g_1Qzw`_uRdZd~=IqQ7Z?!uqBGTAV55FF2ggW^;uFmLEpgnnhWytL3%8
z;;(x4h!%9+r~G{FixJAa33>_q<xA^2T=Pb=!PRQe@Za~&^+4N5M4-){s6R};N%a3B
zrDX8zWlWcD9xQ1U5Opa(!;^CC`l#u(9JP(6IFF#9Y!UMTEp7?r5K+U*B}V*I2lD@+
zGVfv_zcZ&O<qQ~WsU9aRFyz=HS8c2h9strR;3UvbL(y?vJ871HPf9nf7A3#C<+S23
z&%X^8+}GPbZ{%RlAg_$M^1p635lmeasa!%QAvpR3D7Bz6b}aY%E{lnTnYAk!1TA`d
zs44A59Z*r=cc);xy53|)3f!BoXwI8$k!i>Tdmz$I`G7G2<Yd(%fA2L|>pV3ndoSuA
zfb4&Z>=iMu`Y3O<nLE+E<lb)P0s@wj;1y-(;UBTu)+PqUm;h~mtj4wqx+ZGc@s)B^
z&EB64^cbkXfZ&smXb6T3iExwkHw(j6bmA}e0u7mjj-*%BoTY>!^Hc6w8kp?$JD?r_
z6@KSnW$ZJS(o}*y*iK9(ZL@La>BkTnQxWm*2L|-KycWrsoK50NlI1-;K>E4CP2KIg
zi=)}E@M7@I<dcT{*uhz5UMw&5ncOY9VW{R?QYihbo_3L~iM2~IKyM*<uxU&l>h2jn
z(0yxk9FsN~|58CidzqJjTFHs0yKe`Ocq+RPF|f4wUIQ(sBSy|4;$Ez;0w;g<G;D*0
z>*w=D7N8%C%28jBw>BweFk-D(Q+c{2Eomiad6ard_ZcBImZu3>k`UB3KYJ1+=G52x
z;2ow-SSoOBPjd|s?Jd~-CSe4cVvDbERI_!P05W6uV70`oUamxaM{I|3;EMa)*JW#<
z8TiRPb6lt?peX@a_@09nw&6>Cn7$Y}VywMLtqQ&IP2yRvDvMkd(9@{X(7XfDo|hUy
zBDI{PTFoY6Lwr1ZttsY(uR0`H%KUj7`7}PkK?vLt^4`=WMF}WG#XKtYnUPbQmn?-J
z^f#XQ3l7uIg6nR2b||bwbZ`02&XHfw<J#>G2WnP`hBOm|_=cReKnPaQjsE*6BX-q+
zw<1w|pCO`dq$sY{(bID;8>mm>6*#Vd?V>T%`XD#PK!ICMGG&S`Gr*6=h@`bpTrpiw
zZ9Ig#WMx1EMhFYwgz<N+JYzWx5q&it1qs-Oob%VuVv|5L%^n+Tu8VGG)$GCj9*7bv
z^klOiy;?cxxT8iY@5xj>9rSB=<~*o}pl;#mOP4M?9bT5YBS{DxT0%t#db0_9^?q~)
zkj09jv?EKNz#v8EbTmYl_dK@3M#riU4nT@dZ#gNK`R}FMmPgpZpd4hk?UUOFl~7)n
zALdLd1zPi7HI!z@_e#>km&ZhN9XN-UbXec}^zvIHPJucXL3j4Nb)US!-QNxI!o|eM
z^&NgtMe%CvtCM2V2?)KnOjG6$Q9z#i^cbhLuI6DWz-qpDpVX6yd2^pI!`@&IhQP~4
zUxiLT0I)WCBN;EAhyP|BX}rOhRQzf<ziIHddaoQHRas6}*EC-*ifV-w7@|)uUhCuM
z!Bxocl3SijiIPIs5x<X+m`r4&UZ%(W!of4`sl!16x6QELuM>U@$=*9!#N|fI0B%NJ
zrtKZL^qhI8)X_S(0i><3){lWOX!E}q^pxJQ5Fw`vtfjoi%?Ymz4a<asXS42+2j(Uv
zlT!;keDjvZEIZ7~#kbS9)#Gtq+XO7fusv54$@#oZ50{wr_p^=z-%}qi``!d~v2yW~
zS2$3D5{sEK*F)P?Ex-9;eZhST!5blFWJqFQH*Zb>vKoWvT*fI+2*p+#`ZawLeq=7O
z1Dk#oBvp_{;&d=7P-s$XIwIz<4F`?ws!q7qXyDDPu_bbdPWrf@S}D`Cs0=}4^Y5!3
zvi^8{F0#oO5GKsHyOZkm?EUrSKyJ3HgGXv=5J;xLUm1lPSnwbN!#Ez{NpKy2Sx$eY
zI=?pOtt4-!;-w9Bkg&9Xiir9L&OhFGF~DSbq;IKuOo*7YWHxDu46_*p{i+|rX<-i%
zUX+w%<<}q8*U~vZrQCN3c&2F#D1K9??J1)AaBV}p_l)MA0lB+TL0~e&)=hb(?xa!3
zU^iD&m3||$5ovOc9|%@zk$hU2Jo6Y0S_vFQT-~=PF?HuRVjbY}R25EjjJa-ps5uI^
zL@|O#9)kJGMvxL`dO-8zKu){d-NFc2D=(9&wfm*TjW@q4hpxn(`;GmTJ?wmq)o6Y(
zBI3-@5YpVl+|#q%Fsq}R>%iW)!icD&@BW~JJj4m=<5rpy!-@q!aTd^UnLU7upsRp}
zWF@)Jsb2>>{}2Q~tS|b<MIgp1;IjH}R+$MY&`g2KItm2V@+%P}qQs`#9v<_ytK|Ya
z2#FrjZon%i(|v(<m}_@$V;+UDSvM&{#l+~YEQ<2}u}oDqA47hY;^A)jK_4ZFThp%s
z_jWyn=`th4?hTXnvn|6T|LOmseTv!1KEX##cQe`RwA_$6@wJ*<svy#@hyx=lV(L#Z
zBTR<EKdU!4o`CHNQ18xs=7YqER6gP2m$k#)22Ndh^AUm|LTDQ;7{+H?GMf{>3`iJZ
zn@+_Ej-iU<IaeMf39mfqn?Q`?-}P!`cd~g5OPBCew^$J*wXyc8qAN5il&u@kCDE{`
zao#fnz@@Db5M-3~y88@DX-wM!99MEJrY){|Iy+T;qHH1kIBYx@sHqbRJ?@E^Bf9zr
zjA-&ad@+s_AL99V_*xbU)VjpSR=P;$N+-0QBK#Il@ay8Moe&4NX9m~pc_}#n=Zf<A
zbB@r&uI3vk7^?J~dR(AZ$05vSSdk7spU270tx3iS%GL%vB|#JJ42>G}=jOrhF8^n$
zQRT5>;zH?QL?vd#moWzDmt4hg>H6~s6pbHj(uWtP<l0k!s~Ef`S#0ZuJF${yx>7ZH
z<xflkiVI0eM<WrDTm5c00d}=dhSpPzfL5S}nGdOgoguW-*MhKy%c^+{Ql#UrFfV+)
z08GJlk(DjGUnb2o&GU}ffLYqs*aWXpt0>1vxw}sRDEdQU*WOg8yhVe;1Cs}E{ol>O
zY0ATA^vitqjwJ1)N(D_<0;WcA-4slD@cVm>MXwu@_^u1-hrjbK){z9kd12gk8*q(O
z22d>KZ@m$SCMX8*ACHHMNI^SlVE=JMfER?+{Eo#U-;CmUK{?#Yxr{3Nh}5eX0MQzi
z>kl`Linn*)Bd#<V)qIJGI>l@%oK|J2kh2r{;q5|HK=1i$0+#CmW4E0sOmNTG&Yobg
z2LqVk_v9(Q$b*PW7uG&#gVm)HLe7smqHftOO5v8!pI?=XiY%&*66?P6i8=BuGQ*~;
z6<!|m_6+m;UoYS^nvoFaywf4+nQPm$dcj^I<?EP^Nm@UbV799pPDAROd8K}n!lNt%
zF&I-UN<r4w<<C$q&uh5kY48R>(vTZxm#d0kAy_E!2w_gH?AJ!KPoPuUUh=D=g|x;*
zQnwQDR-N^L++eYn=`W(xe5{$7c|w$o)r<4VEKZ~h6mP4dQnuBn%%6Y9cjI%R1J1j{
zrHe1Jd*|J4(@mZ{%ipn<|NWC4?xnSQycNQs4B$&tb&s>~N*S_gfH$()gO>2So`8G3
z17*C|2p}UKe3&bY9I@{ozUQq-H$TT@_NgB?n#1L|T>LTLq=+HCs-{H<kAbS8RuXhC
z^SE8sZ+BWIaOY^T8?WD8ner;u>r6$%rYot|r4><&(sl2+oq{{v<mF0M?Ub4Q$q*6i
zKh^piz?*0EpFXus`ZjETO%6pgNdpRx#Gqh4{+96rt$^O#*<pKx6SEzyT9~g>F^G)}
zEn0sh4!00h<IB!@9eI0baAY8i|KCqatt6O?9{$YeDHa>;ygS5eB!THqyLs-hUb+L&
zQ8=>=$ctMH;_=<C{Q@dFNtlT;DMY8_LU;Eau`w5LViSp4Ppc633Qnb_UM&>#o~AI%
zx<ivLHXcLaS^n#R(LJ)g@t-|F;78=o5uv*@-3GMpzT@(i<i_ga7Hu(VN|4wyYZkA*
zt?PeZpke%=#|&d%Q!sjX-=iV*-kHk6@iYbP1?W@`|Dh_hLj0*(g`ti4Va0hSN&BY%
zsmofNblL{yPbG1vzaczCXy0<Rcl-7tL6cveOf0=r@-yv;VXdzZV3_QSWuCa%&p58X
zzZ>PegJN-!A5&hmcQ#ORJS!ru%@z|?nrL>ecof9XR@8R+L%P^|sdr0#MQAgTo<8LK
zDr6K$FB3OU!$RVHPQ?!Uw8!`iyY_E~X}_mcue~PaRszPkt^yF`|Gs%2a5UU9aoTa4
z<tXxTA3K{!LRubpe%E|&)uiAoZoy1W9whLE^BxOfpehy^QQg#9FL1d1jbng_MXR9B
zc0q$m2lWcUV2K}xnTY>-xE+ZotM`1b4i`_kUQpnZnUG<=c4+TIm?3f(_c&f;`f#30
z6<=Te8u6~yKF=ush!uxxF=&D57aX6GsNs^qe27+WDouLHw`U3R87h%rSoH{qlhngi
zM5E3POp_cifI?Dt$xE^}7yZ#==mR{<jo*5YvANb7F8qRm!@U;?!}uKggMR36UCr%1
zhp{6}u%9zEfBGooWR=sLYQs9tq{-}?$qLFWJFPIQuZMneqekrX_Wx7ecLz23ZtH>_
z6#1zjiWC(^dNCB~Vxvn3=?D@^Xi}sn6cq&lr5EXhnoy)kfB>=q=@KAF?<JuLgiheT
z;kWNT``$n9J#*&HnYrJLGno;Rk1y~0u4k?FtmpA9PgZskv`170u0ygo3YKp~RVb&D
zU+fXD+x~ov^Owphw(&^5NadeIfz@e%nRJij=xAmiGqm-NW46mXm@aN_ybH{vrM*|R
z+H>q=HXJ5%Nb*P(Y4C36fS`SaZ!}p4D-^lA?$RG10^8ruFtKB}l#!myLJ8<@h7GKV
z8fAuYryT3*S7YE@#KNjC>V$;Fv&zBn&sc=!kmxwJH-Q82l2pbIn%15!G|>Zc+%*_g
zuJ!RIJ>5#E0)VfaQf1%RU@{?!J`KrD69O`XxnItt%VSWmD=<iSY8T$4T8q@V@(Pxh
zq-`+UJEIPrHG&06711A-z|+Ui)S<cM$GJq(e0%P36g^Oc&?*qOPkZFr_(ig@M&&d+
z1S>*ShHmj6#g!2_r0&Yimyt%tk+XtIWXIU|(zoxrS-hoAOF8bQGxGg*F{YF{*{(Pu
zi7~FenQorQQ8r)pc~C?VKi<k0>>M24J#8BDCAldL`F+E)N?Nf>85KU-TnyYN`8Gtj
zJ^nR-U+T&Ax3^*tFNS`E8+%r1F-(7VeOW@mQ}kx0mlx~-#(R_K)^wyScc1{0;pjM1
zm+{D1H!un8p2|h%XKd$wX_}tO^tjokD>Q6d@lh$0URo*)9@A^zqZgEQl`H|ypT0|_
zHEMPE68zReOtL%YJ+t=h__F<11ykh7vL%;o@rG^$lPSz$exnhqBPC>*|MI*o34;4@
zkF`Pb%AHO{zN(TJK(V2uoYhdP6&}rSZGnim515~nug01BUe}DxW<VLJ;$y9KGrN_e
z#1Iys>D?^>__0CE?}KgZi=cRD$OE;V`TGu1@a&=PD3DI=hD{3NiovunTeO%TAOBHK
z^tW~_d15;p{dzl6c}qKM;urH_C>U3%9{|){<N6V`7Bp=+1-}x9^Y1hj_U(Bf16f+&
zPXa;m-Ng;Cs?I;SW%Hrbt(o^q%YB_fLU<J01+TDh(tS7awn4h}p4D1ZX&X<eF-hD^
zBXz^W%N1Q!aH{}89H#<yx|vQdP0VAsd7|+(j(|5m`~4x{K$=cZZHe-Jh>uPwFfujC
zdx<c}n7_L6Yi#CI+p0ZowmK|s#e{3LRD&p)ez0sEu55N#MDkU)U0cl};YdDI{y7w|
zHX$9J(pEwHK*#X7wKqfk&(<Dg;JoG&_b-OaZuq^4e&;2(a7yB!e@MPzBDL&OTRP<r
zIwZP>{$g>8;&p;DHOin1%rGNjDY{)&w!{wN6%x?iwcZSTH>2_&q8wxOULEd<{6n(0
zv}BA#P&EsHfv2U)+jS58A=yf9-?J~E#(YS>!q>olu}n5`dfhmw?Y*~wW<EfKZccmP
zZ6?7f&&Z&Aa3`!<d7$QwOhv0^o@@uf^~uYWvK0pcQXUsvsT{07Fq3+QD))4VASipW
zxqbzceS;aZxCQNPWuL2q4j~l8TmH|y$!->2oi??rwQ5!e`wT|CqXA7&P>iKFXEEHa
zTAMoO;D-hOi1&{n=BIBLh**9RuZO&wwv5_`8-YE=RU*V~+@Dk>07t+~nzA7IlP2GC
z{Pgc3V<J~ypVx($CF-<`LY4rUD6^<`_GNSAv;%1NRW}S?-aC|W%=C8!_wq-J^XD#J
zCdhqbLM$e`KWTdIjjNpN5pFPhn{G92H-c`UMj;qR{IjL}fu}BIrxoQ}TRxRmn6On_
z=zVxYZQna0Jh`nf?Ft=hfI1|Il!#EFF=-!%+f<Pn)NqLRii_h>v|Uk!^i;W`$NiUg
zK%xfBTEI$e_M2-|Z5yj8fjE1Ke;$m|3PJ;u5s4#4>Ys=i5d$pvN~v&O-Xg^k%}Gqw
z;~K~Bx#i3X`le4x6hhw<doqII!WBtaz#L9k3@5guKeo9mBgd1z=7A;HH;x_20|*Z0
za-_#RT##_P@vA^x&|~CbrLvz>>>C8P-%$n!mm!Z=FlqNOF48(nh0TS*LquMe%Kx~X
zo~CR|vhKV(dhjt?`+gEdZpP=zJg8xK|2QSbj;)DuTw;Zl19olx=FUXgLleN3FHdf5
z9jF1j@FpSu<eNnJ>k<+<MF-|%hrb%O*x#XC&W;l{l}DbBOH|%6X_2gGEMTF=vAVJn
zHs32%nvu##%dUVDtr#cG^;Fz-G6D2&k8vLDl3Ev6W%%!ZV4wFdbjEb$4=jO3BT^`5
zFbkB`okT9s_oxL8zZg#M<MXRH%!L-pWq^59tL@e<!9LZ+9Zk^)nt^h%5pj>2zd!F|
z?|d*m2$a`cb@I#()orJP!%wI^Te(iyXJUaxZB=PvNSb-CndlE-)b*9c6!S_(0BXVf
zLao<hcY7AAaZgGQ5(;{dJo7;MAXm-zEn9VdX{@YQf~=qOhjLR}H_zQ&#TNDX1v!;%
zV*Y$xf4?AqFA3CJL^%eqj~`hRhzO+!r`Y$Pau{0T1PQ=xt}6DPQDUdC>01rX`Wu@6
z^HT{gs_aO!DDS2*C%MS$U=S#cMLPy=KKuZ-4~h(XK%W3wD3yV%j?{gj6UixP@RY4{
zYiVQ|Q)6@mb~SJJ`c;-0#e_Pd2M&zDgIX)E>Rq4xjgN1--0jhVU*5}dx?fkh>qC{x
zNl8oNna>ic_G~t9`Bg$RZ4GvZlI`^)lV@tMHvbx^=mH$_2Tlz+G=7OjNxL;`P0f~i
zpWPOPeOgljGc14r#*ZNj=C?Ll<8v4|*rG7j0xE4c0!|^TK`yqU<1-eV-!-F$r-Kon
zWe?<)7p4?TR$YS_jJ>G2sr)IJuD%H1bmDetrCsw7N1I@owR7}+<fX%nPE%M#a8+^7
z5J5{bV7mD|nxz!5SE%w|kO*Thm(dOiQ`h|}R&vWZZM87T$_Pm*v(-cApF^NkVz=%e
zi%-l#Ge1=%JAT<4xwC9A!`0{Z$7jD4aL&vQo*1s9G8KCPX?XIv?GBZ{E9LvHFAB==
zz?LYpqa=-AYV-*y$h~m?i7|WrJiKg9ZNFK5TT$M(<sA6@BBRpxd;L2rhHC}9o0P*t
zt?nu<JvZVbR`9MiV&5h1J$V*3N@}C^tC=glzaE+;U<q<`rEP&&j5^OQPvw(m8D%?_
zxD6Rl;E(NkfE+(b)i!Ad3O$t_sub*&?`Gy&m#})IUl|`t$HAq;?408x1wPo<RKwi=
z*&ADX2Y}QQfs{;Yp^QtHbu{}H(qPz0c02=UGuW>C>oE@zZl50ADUAN6V7Mj-*pyl?
zTbFuk+!WmR*$=g~S`RPfDT#L<a8TDDZ}%N!7Kw$|4=X9jx>Mg(z93-`qUx+N4hDG;
zAs6X;=$OhYDgggCvHW<4<&%Np(spaBAPz;>f<oIi3h{Q1p%jL!0L9;`E>^FW4-Hpq
zlUVkAsEI9`G-<(Gea+O+PEt{Q$JI@K3_g+)^>&aE`uZudW?vksgGC-V2mAShnh{lf
z7-$bHeBqT^yr=Jm+iT201*!p0rAquweo(0@G(Ci-mT%e(YDDc<;`*769?>+ydC)#a
zhQex+u6=Nv$p))YK|?r|?ZBGOx3d!i6a;ec+*JMxb|^&$-7<2CgdDZ$F|!l>waI!C
ztZ0>o4=J$tm4mwaQaT`clL(khN);m?YG&8o0~vC0OQPgH0*km81N2`}ylfc#Nnmb8
zD|*+VG?ny|hmdK6-02Eu*vE=%wzBz~QL0XVY;6;~hTsRE${kAK*)Vl2?{a9Um`-*f
zolE{+8=%coO;7`ABj$nXs&XWBh8P;wBH}u#=^$$uDJGZ)GE}o=#cvhwCmRxfSLPJ5
z%PE{($Me*qB)li2_Gz>|R7%-nu!otTTSYl8=`5}r{Y^QlzZW0sPv!=CW74&Jf7yve
zS?C#Q2V!-f_)mM`PTt@dLJ0zP<b*sWTkx^*fepLg9;N-9D5`X&dnS5x9`MS>%s>_n
zDv>rWM~H>&1|>Vptd;FBQ=~GMtLwonzfB)P^*ku6D91_PX(}U)$X%o&o&)LS!&+B>
z7^S*s{a2*FI5KkN=GRlTa_^(GsCjS>@}X@*)rO`y0k<YamnFe^YInC~Mw^8%W*=Se
z)#csFCic23l$on!eA_tRzTzq*s&e$AM&(GTRdAWTFF8)FKerdcfFYoiw|Gq>^$zuk
zenBGOj8^h^cH!^If<J~&pEgPQ-Y>XAH+JzYn?!;Mdj4bR1>Nnr9^x1(9V6~xFHHBy
zZEzfmHCHD8sqZBI6>qc5boFfRXuN{mrV{{h&T(n=RCJ49%^kXpjm%FgsP$xnR+R1%
z>5Fy$p$K}&No%9UPI;g}RMfX*XvNQrS|W$VgNx_07<ToyWW<;EG6Ln-AA!U4xC~U!
z`)Zca#yW!rK1BVC^&_F}Cx0%U@7EU17h=!t=1b=s#x!IS#dV?<gbJJ+2D2~NBSEXC
z(4_~NEd01XQ+M9(upOLlL{ps?#hV5#_6q7&Mz&i}P6BqO<J<nsRR%&WTEbhsv5%9e
zCDZR6CLp)_@zMRSJcFyI3%?ENA_e?(h+^`z7c3O1cTRz`-Ct7I*cdgP<N6gh!5Z+3
zoR=^Qy>G1O_QJV!NnL@e&z>_3C2!L&mwWU^OMP+5eD<)6*2#(Sa~AIj@#u0XwH@1j
z%CR$X*RWaaS7V$9?s1%ZAK*@+4YIPGd-G5S-}YJB&h?S2&+@)F>4q42HhN>{-4x`_
zu)52ua?;wemT?O}>*6YWf~V3_C}dIRq>;c!%d%fI1*kAGYpPZBle(bZ^doVXz;e!^
zKUe-;>B9n!|FxJcdk=kBk=8_e!I_0OWHIYkmwq2{8_a-uM(!^4fu?1-jA(jr?2_WQ
zz$~*>Ri1qooiuZ@ltbDfni|7rQwqOS{&3WFSuiA~LO*fiJ8APsDK1*?o6}4cf`O{<
z1X#iTDtB_`V|m}dI+5-Z1<}!np;frc{Pq-pXgCJX7WLlni}bIDxe_K8QaQKrS28gR
z)1twf%i+^)ZM<63AE-v%r=(on&1qPqb!jiS8G*SaDx#K+b6WG39n=Aw1)!`GFKgoS
zk3>!4Uunp9eq|&#_RWjGbAlV^?8@|bH10MDK%%mW4mH5BEI^1ni;UO1aNFOT;$N3$
z2(-Y;1n-t+-Hha*!Yu#3j(ioZ13_oZ2~S!<9{PxQplF7~WN|#q6EtC&jVOlF8$K<D
z%WoUcXLYLxTzGUF2^aUt0%RSk6)3Ilm~d8d`LdGoK!>}+=HOl?eqEt?Zt9}<&G}2^
zG~ea7Pj~i)HH>qqdWD~zw|b!a?dS_fC)QT|4Bf+8O6OQ3uh(GrZbNq@|JtWF$v-tr
z<y%z)c+Sz$>da?rS}pp=>IFM7Tql}XgBc;i?O5g&(|oE8>Z2L9{R*tO@}zJIn70O$
z;f20ChH~t~YU<%D`5<gj4ggU^XlpKaU;0$`o?64GcZvD8m2-z$9%uaWe*3HDC~vVp
zr~ooS=@Ci}!CK&$)u${Z4Io^1G21Fe<(+ux!-$xU%enb)bAP!|Ye240220+Z@_J3{
z4X+S6VgjW>WQMQqwZcy2m~~e!KvAPQcxG<yFR&a<+495M=PT|QLX_&plQR0Iu8}h*
z6uhg<BOT8f=I;m2=jlESAy15&Nmj(3WTnPAUdek!PniNhKLmC}hol@i0x%luOMe{9
zz{HeOV%b7WuujozkL6#4M}xjM822iJ^kg-}F+7%pKa;xBi#DLrwZe@`iG{n-21=et
zSIcNz9C(qCwot8|71Z8^sB=hFNyx)FK(aocaqkB+*HlG+U1CPHo-{NVUh5qM0T?VL
zk0(BnS%i0%n~syZ%<SK_=udTPM$`vwos1}qk;Og^S)9;mP3hL6s!@0d=$QQl7CQl7
zzp|JBf3dyEVD`QmFIPHtS>v-8S$+X6@4oM^Ef+n3O_trkfsBtN-f$4(Uf`>wJoR$f
zR7mYo3tZ#H%h>fGj+jB;50YVi8Z@1TJ{TW(=<BuB*TRCU;D8$LpHRV{l8H~$MbFz_
zV>7;bz=yuzq&2P9li|G@s(>c#@<865=B!=lVoSfw%^hyQ1(;!9IRyV^!clZX0M~2O
zy0cS3-KbPiZroYtUg>(LCLR3<iv4USzBrAx(2L`S3e(XG%z`QR?Uj+W2@H<+Z(R;#
z&J9c3Q_s5Bfs73y0&$S}9;nz*{4g{%HSude;l@;Mf3RD`Wk!+T1XI?0Z)D&^ri8)u
zA=1!EVydM2E$aC$v39|WILr<WQEIb}*6A<87uh|I=BA_OyP#EH{XF{2!(KGiLin_`
z8)r^dmN(<6Q;N$|9PN0j^1yU{=KQCs-%oUeVL8cfNuZX$=NohSy`s8(R7T?WQtMnQ
zrov+lmQSG`7RPEJ%uw>K)0?}nISdB{!mrbY_VJph!dawS5|x-4G~lv&uNAXSoEhUb
zS^vy1oVds&*yN7%SZ{evP%<xboSB`?Q;OoG2)y9YMmdM%{kZB{r*Z61nQashUC0bL
zdA4o*WaeDN>(%p?{Sc>()2r2@WtEb$*oTvs!XHAeF(Ib&>zFn=eO<gA4McZv25EqQ
z3=)XVQ~n=*-E@atH4$JOE8}P+_R#V^eWxW~s1v`qWAK@SaVF+~&sP6Uk_2|1*Y-%f
z|EN}9nm^1F$9i=8>)HSPkMz#@wl3n+`<hn~bNGw9{NjU`y5H(<E!+@2$CdZWEaSmV
z#do8HJq@Et{Uzqxr&E&_+c1rrSdaCA*91cI3qu*qi8pn?d1;I`1PCUreND?1wrXSG
z6#{x0OU!4V`F-4dZ{a)!O=!B-C7#eR;&^DIkKIZWfRmCjOBrSs#=h3ZXQU5ex9(Uy
zV0_|o>XA029g$Y^IktpO88@-~&<0G@!Q{!zynI|V(y?c5s04j^9`N(q@YkRy>$CT}
z;T^kyU#(@#+@anWT!0m&at>qxZ(PbB7PN&q>_<XSI{W(g%HGhN!b+aOaR4Z%PTWWB
zpJ8C)@!VH+=i6oJa7S)~1q#-6p@Ml|E3o}RrvhSY?w?mNY~l@?h`314pNSP{|BX7Y
z>&Qxa#bg*dU=jv1@x0R9<k5^o5RK`4_8up5g-9&2HPLFO|A@{JN}wg4rakYxq;Q5Y
z-_`hoWb<h-^I1I9d@4^@C+&8i*0T9jD+~ARlE2l{fR@q|iPmTDh8CFSw$9H;$o>RC
zcj7=&BperIi6MT}G%0gIBti=p(|eMNdUgWuCNhhtqfbV)ueAT`##iLc`#$D9bOJVX
z`9Gp`y$>ejb9j8<cH4mnnBr-e!Pf|b{i&IP0ULxHQ{`s+xTx|t@>Fxvz2>_jX&M`W
zh{7d*A%#Dscm85#a}F?wv{n{FFfwqSj&q#U(#V~*ww3yw=eKZ{d-};HLcxZt4!Cbr
zxhkC6wu&vDuy$;A9Ck!ZQ5{{Sq<!(gG%660yX9`x!y89<_(Gd8DdDX3Q{DD(iINCi
z=Q@8^cKtQ7`$~yF&sb5$e8I$a>=^tI5ky`^@02jgWM|0gAMRU1-ng0&9uMsMTs=^r
z@gS!T@9B<Ty5=7FWitLW!=+1_ldU12-1rQWQc_H3H|e`7JXTGC#ZaL=f6`u?j!ePF
zu6I62Z6A{{_P&dNQag3B6W008%&8_|Gl1uTY7?i>bp|^!-^Ge;wfb+rm*QB@yR*2$
zLGPQaeB!IsHm`)~o)nMwr@%*9{`EZDRSk)@AqSJYc1K2#qzf8vWDs;k5gl6Me`No4
zNC3&8?rTFls*jD_d%ncEW-+6}`?9#6w#{wCS5AV3CHkPEW~?QR_WXH928Nl~c}}4a
zW*Xj(sSaw>AAE*RXD=-KTiQ~sKay`&KAB(@!A<k<j3iv|TC_<2(4xWY-q#gzE{py;
z292<C<<OIlqkE^%RBoLIsh8PXCMzGzdH-$>xGVhBv*agFC2$<2-*_(WSwW$OaumHO
zXG7kiXkE!Dkz2RqHwV`y6!XrgTwtTK$$yOItjbjR+&A~rzMQWRZYKmD)U?aZtjwX&
z^+$KPC+`xb<X_UBbE%0QC@Rik5-Ms0Njbh&cQ*JGsZMvz0aI0O^q_9<@Q_e&Ocws9
zqSWRh#>MI3jpZe`)N*zW0k0aJwW`Vl;`5l1qaWJ^6T)}5c~hm$dP>&2jRwhWd&VpJ
zx?@cH@Iv^QMY+uSJHxB@@-g2FNnML=2NOTNkC>S#GE8RzH19bKm6gDO3sn|ndDj53
zwsnu|or19!Q3YGm7b}x9ZlN3|#dx!Wb7upNboO6^?<QQuqP@g!0RGl!@9pL3!`sM}
zn2Q3{f4FU>RGIggo&#v(A6&#6HT)d6W5jOBGV-d4bhD7xZvk_^boZ}HQj5NhpRkzR
zFCbL5IFE5>tP_f3TkXw>0G971^xSpdy)XH=9zC~YcQZ<@|L)0q2*wKl1+U^duD+V3
zom%G~EaH{pTX_tZO$WeO4Amb4-{)J;k5|k{P<?I`z#lxEoXtF+%U(9VcYTikbRB|9
zjpF=5oAL`4hHr_Glj2BwgsdzIO-*|XMVoBbG0mG(0+JSeU}ltQbjoi|leMySLwap^
z@1a(3JG#PsWaK$enF5L+J71S58dm@K{vAkT-b+tU-)mKeTP({R{Asj;g)n!^9o2|A
z3}pc=e!GeK07vHVJ!H4vQ9u6I7!#_}!clyC5yVyZe$l$-V<tP>2fN#0U^>6hOC<*(
z@)%<o+g}k5PN;hR|M(!bfSyumFy4UKnF=lU-F0za88Hwa^UM^enz>9~vX;}HZVuaQ
zzTx!!<uzi?pATH_zP<r^%_b(chP4uoj;lMp??4<knD-+o96uodqNrr=4KNwkQC8LF
ziI7mi=yS`6Z>6Q1IdWtr5Nfa&*=14Rzds0LmD1~$-uMKx<8%w=1<=Z72K{?`Ja^ZM
zxA=A<m|2Vpi+}JH5EBe022k9}d(zV<4o!(s(a{Wx)_z4J3$TA*x|F~#V65*=kw)9?
z{Z4YT<O{2}VcqDjx8at3@jn&QC<<-=zVZL&`~OQ!je>5naNzM!u0O|0LdP$6j>kxk
zUmhG&U5{VFk9i2kFYAtn1t~B6$0?Qn<Ews^Qg}JOCOjymk>l&X;cb)6)jjIRStQ*Q
zcXxM*gQYpXnlE3bZ$h}Ze)gIKfVlTJ2>d@iirHW3kL`N1!;Dgru4lUQ0d2`!w{ETL
z0uWm)=E?M*d562;cYwu=Tf6I7fYq6*XA>sll&ya_j$-=%Q#S!XDl4Uc|6h1$y54{P
z78N|0LZUmq{_Edc1|DB%QXmKH8Yr4>V67tk{i$F<^RNDI5}ZQPZ0iRb-9`xBWGN3l
zVAld<4Erh^j7DF#unyIDL8hnf0@u&}ETt=p<tX4&m9i2(j#>KF-ZrMqGjx^j#RNfM
zuY6|al?<?b!tbjBX*WvJLw)kh0^)EUAw4QuR|;yr8;9s<$2kZU5m-_dxHr;?=K|$3
zS{fQnppgjt$qIp|r*>0Q(}j=0_TyNS$}#VPL~$oaKQ<6?li}-8sa$vOz7t;i0c-gW
zxzKN8PXAO3h3K&{$2A7iFH&4sfTfRs`|6lUKtKSV+_`^A8Y1xY>C-)6)<W7yJu*Id
z_M(oPTiNCizQj^N=1={}p*n=zW9^S%$|+1!h2rQddvvhj8opuH?rQ3@EUK0)**_%i
zqyzkia0w7=6g@qGKmhJCN!Z=F8@zvlFfpG$r*(9w?uA|iyXZ=k(i3@|O+v2%zfnb5
zxWg!hGVAkAAQsy7HSgn<d-wU+pt3Wy<gH=+V*IX9iFG%dx<{)Mfam4Jy~UzRfwx^-
zrKx09Al<m7IDU}4n<fkGxVEVBHburKwzk`TxI#@KoJCV!J|L%hL7yTWYVtrgtGHN$
zVu)8>_p0?WC82X4kviHU<fIb8aah*e;QQJfYY#Ewi4WD^@NjA8uUr758yjxo<nUdi
zcoEx3(S&+mft8-j;0pUe3qLkULoo10ejzu>IuK47s5A9ld%CFd9cU}^-n*w@=C>KM
z8GjuDebN09!y3nA>M1WrCa8By9BvMn8KsVEY)@Mh>UYfC$OI#IcqSTod3mrHW5U^F
z>`p7scP8b4SR^cM4GGXp6Qj%wGRcuiy-mQ7`so_5c?xa(@uS0x`(A$#m>x9sJtA*2
zISp5!N7jI;BIEYz_&9TFk`s2&lDuIJ(rMnVt}fa69bmeRdTk5xo!4+UR$=c<a8oFg
zk>$(7_Z{8gtWqv^(yxGsBK{h%>q`~>b6ZJCsR^W-O_wfRY650tyAqW}##J~D@}nkT
zQf5tNEeCu5dv5NBUY+2MeXl4^HPpt@n9piVb*JyM(9qCQN271AXr{G-??WKyZlk%8
zqdD<9ZYjq@*%aS(rNtdE=yUywVAUIAFnH+h<Lm3YR%lY)7A|Opt$83KQuaVhtYT-T
zHR_W-YecBm5yc@9Js<`Vm~(0#IRXx@P(Eo90g%&hvx(a2tm&Ki>8_Av@7>GUDXd=k
z#x?+)yr#gIO!ETYlcEWiQ_pIXcK>>5%Fy{>c5coaBjs#y!Wn8W<~Z`xYwa@%#Rp^Y
zCM~@5`^h0hGyp%`3*;AV$PV#>ZWClj;MfeSf$z4Pd1H9t*1$LsU$qJ>fZtWh?JZ>D
zml5E9h&4`!OTf*E`$il%6kIA3{N=%FMh%PG|DGt3-HSSJA{7qot1x8tqa6h#;xUk|
z93L4`Ino}5?E$sNzpiagy$G#p{`m1@30t)rL93F4mbDDitnZF@e-<_}V$6H`@>pXQ
z?gqdQDJvo4d%z{I2#5m{D3(Wqo>awF*49S0gV0f8^(r<=dwRA5$B*Rp1TI?DIn~o1
z9Yc<~m)O}?x3FmkS~r_NT;f2vUrJ8cJ_NYOaGw!bl(91I+VSmdGccIxs;VXZ2IF_v
znJ1(>?lYKR+)B10Sf!e)Bvt+lo~7CmyF%h7Pgq|S2=?%tPxdHtoqrB9iN}?{)TpH3
z7;r<Ydc`daO%I$Ws2)$;HARr!7eiTGsbR8x37fHC=}i+Hcafqn{0o?F(q>*q@Dh+Y
zg!N=R#d|wJ?Um1W)Jw&?7XT&};^+|19Fl9qD(O~?&l6i+r2viclw8+I_Kmxbfp4ta
zsQZAhi2Kh2wQF-Dse&4{Kn%FKsj*``JfWipSliGJ_=+xW#lqj8)R54QCrmU1SuI9n
zNT0~`PZd5NcLVGb^t$Sq?_;jrGS-YH_u0ETo4yQ+H@u~n-KjUcbHn}U<s^20rIhFN
z(Pj~1mgJKFre`aRhjktyfFLBA&b^&M|Gw%PHiY)X!QMb!#fd?1GD99upH>bP5H{+A
zbnNc}OL8klU6KCo&N!#J_HJNUSg;dGqnD&S?5k-~srtE-i|+DQbeW5*Rb}Q12=71l
z3=D4ZMb(<iRwqk);r4J{3~|)X0<K}UV?G^=<3KL6ja%}39?73wSa+f0bU_0DUI(Px
z6C(w8nEde$-xQgbWgD0Q(0KV+@tKP(3xvX5B!awX2CQDo8H+iQJwEXw3Xmjk;31?p
zYYuUpp;UYVgMv1b#t*WWLfQIQUDs@Vfj5#NaEJyQ2<rDs41!XtAIg%Us38v(zdYGE
z^%BhRR_2Q(O|S&mbqm`Lj{9zeiTb#WV%))Qh(P6cLeCrk$xhUC?*8^wOE9tqRCT#M
zlJZ9Ep$#`Uf1T-W`}wmN{_M#U9dGt4ETY#0(=31m6n;8F&T;u@k{)61qC;W6z%773
z69(wtb|`o1{mF4dYkD>Vk3n>ako<dK%!yBwzYnTXybD2?)UZFGdSx(w1UCK@$>-9>
zWM_?ILcKg;ND=yM3T04=8b)kaj~fI$=v!X0%S=nFXHEsy>^~Fz%&{ZFtNe0%JrU8V
zsZPs{r5$k&@7}%B`x90s(H-6hR!l#}9fk&n9xZ8UsJz{~P8gzC1nkavb+5TwlNNgP
zXe+LVQUqdw2RZ&Qgpn6j;pGSEG6j`!;*F@}2VU#17FBLW5jN^i(tBc5Oh4-T)YHd1
z)u|C{Xnx47{o{)FQb~*S=-p@`f*e#v1(GxX#y|5KpmVp0U7#+C0tZ;Z#ARal)8(g3
zCRqSd7zCW@OU}*B{YDN65sYDjKxQTkvU+^RfX6oadLKBf6Cu{&j5kF~hdbiZK^^Z~
zjD-{Q3l>;hrL5$e(VRP1j2~YH0J7Y1y@|=p9%-IL(t?~E^Ci5&iYjVuuS#&jW*)(s
zBcIVnTVr#@%w8l7NR*1z7%Va~QjVh*Bob*Lf2#C(WR*F2c>HjVAdr3n>J@ausir4C
z+KvZyky+%!hK@o<Q$CGGDw!^yn^SwQ>4#OE33M5;Ga1}bvwoSg*j#oY!R=)qD+E#|
zf-Z4OmbC`rr={@3i4)Q-D3e+^*_$`l9QvUi(&6*IN=Ve~xfCK#1C+2JtMZ(#Gr-%N
zq{vR*E$`slT^qDcwcTBx)!Pc7iB2pxSNqi`<lw1io8H8s5U#__AZiwwcvB1nP~Z0v
zyB1vxtxE$%sqTKZ--<MV;fOyyuiB;iP4_z(_CWaP--~4#Ywh3?23GGfql|TyvO4-=
zjh&|yRh)R~Vt@GHF?=RQ7u*|l#Kl$rYREcDG5JTg?{#Y(hEtD5g<%`abG1jlu#JXV
z<sb=RVPVEGQ|}tm<^}h5l)eL0JE1dyCYl*(7V^WD;_6-79pBwN7fOufH;Szu?f5RX
zM<Pt8vz-_td{JO4iFFZf*GL$;3cY-eM}bFXBD3T4qUeCJB|1q2K%D&Kfs@FFN)WFp
z;iw6<Y1pG@7=!<$Kq$ctI{)Ew4S2;Pc>|hES?#Q)&&qdwau?d);w+KWI(;$_F(ko7
zCvzKxD>vy}+6svlNN)5A-BwgpEu*zeeDrB9^t5Me!Xy+wDGEkqqg)-uEv-}&Me@4#
z&v^1`OHEQ><7Pr9Llg{`^)aV<h9Z?F`;);)h|wmF&%gq0W~&tl1cYTq`RlfUjJuKU
zSC!DX==-*BvUxBGla{hniP7Hm;|bTLvVTT;$+$xEQ_X<nt=`@U@W@01>0>Wc#36BB
z?x<?BS0~-Ww5>i1nP_qUOz6H(_%5!VFVzyN7juST;`-cqyT+`xBk+^l9>er<2Wg0d
zX?FY}h+on;IYfn3d#vlXhaDHpAkb_~l@~w9a-UTE-nr(|Zdn+5*r<)6{XT3nF~J##
z85f=PIp;~gfwc(PO%$9{Eg8qnayi4ZaGChIuH*uWcsR--B>q~Qv5V56u(k&D$6K1O
z%aZHBKhFTh8Ix_Dl;6N8ycian?bJx_2$m@ADv+4Z{uP-JX3lfUaja&LR^V-LFbsUZ
zdb5V$FVF9sTW#_!hLk?)d>28p74PoZ*@QCK@8qKo#CT8uXS-lsABY=B;3)p$w2G=-
zEe$lu{vB{tO^Hej!3bhrHGj+>O0hDn?qE7Mw-LL`2coXXqSM^(5=%Xe7GF(ofCLxw
z3kuhr)yWapuWT3$e$oVx1?~PNj^7Ac`#xduYN;4|&Gb;ufnWTO5{d>xx!x4zz;208
zaE87=0H{$ZvG{CrlW}#tV7|)o?~=wnThm2gylS(Yw4d0L=GffiD^CX4yF(I>_4DC<
zX!vD+rMjD^`P7X7&F^=RB^mkkT`eylC5{qBy1L9a(I4_Kp!~k_iA6%I?r^gRt<wt}
z8V%$%AyETazY+#-1B1_8;6twyEOVkJF7L8^$d~x-%TbPYrUM<`8FLvwPmOjsbj+=>
zxZaX<ThM@2bm5RH=*<E(|H&4)Lt*OE^!MeHaecU9$Lh`~6ZwxoExl`ReF7knqRpnR
zu4F0nZQ(gc!0zRSS37Ad2^p_A9pIn>qW3I<d(1NAl?*VVNAVNi4TMvsnl}%fI1%yw
zxw{AUC$c$jzB<HGVEUL752lX$P(R<O((!^CYj|j0f;pB?s3Xn^TJXU@E}`DWi@FJE
z4b&t4&P`9j{%eUY=n@`Z|IdmJHOfFpc(B5vDMWd7d#!~%ZWLG(zFB{!5+_i;=K-u9
zyfD1r6Ca$X4D*A*Y|4hf4UhS4n|KY82)*d~`BnI~l)49{?9u<^`1VZiad9bvtP8Ke
z?w1u980hM#uBO%>c>27Ec|BDGi5~pqCi~xShXe~*7r0&;es`Xf0GQYoWF3yx%VH5E
zFmd;9Kjm1}q^w=UWi`eU8WMs7N1f}~e7v|*%Cj(LB>2ZIEo}_$x?d2ntC9>B%Gdow
zH_wfIRqq3khqwdlRHKN{PoMgL`z)w-t-Ea3ft=e7sKXoWQ_yHTI?OI*+TPaI*85Mx
z*?!Qy10g<7zsS^kI!xTo84B)Xg0?}xiz1v^-(*<nh`z+}Yymi<YCL=Pp7EUM*7C45
zqZI}uqKu%{O_)BSG%W|}4$A>>Lf1ndJqpAg9r}=G1ra?Ic@=<7^uY3#nSTw#qk1So
z9Guj4z|(xF#4^}@oVTb(t3bb~;zVLI*s*94#Ku>E<8|xc<hGPd5a4H1dQVvZD+vp-
z6iD_RJKu_Sd#%=P1LbK&ib?DFZWeHx`GLn}kUxf;y0W~yD!`ILI_GBZE^a}MY9lWv
z<y&ALNcnmJTG|BtN;_b@3J?xF3p_%DhVBs6B(YA~e4rB2>fQ04?gj}MPgAm03QlZa
zv4*C^o)Iak-7<v5+7QI-e;2!S?*hFPqs8>Zv=xdU2Sq8q`O|g011R*V@^=H$C6(Q=
z7!p+t9vr_YkPr|_(DAIyr0ZW}ynsRgDj_~Xdi{d{c4z9_^juYk10AzSF*J-#)_3P?
z%SBd69kBgvsw_Ew+Ql2Bi1rk}e7v}wIBwQ<O1pEZ7kESv>H|)SdYgjJ={pvT2CMY<
z?-y$ELh_UZ`|_15=!7&WkCi?(@zGbhg+(16<9_;j^#pshM3EklVxsHwl!D}vs+R57
z*49EoLwiB)3?r>xd*Gb5$zr{TLxygaW_N@7y?-L5Ee;ySP_4Q1=g*_dws4PBnev|@
zmVOH_T7ztkr>2&)19JQBDl{;SXO!iXlr;46^6FnXdY97sv$GT3L(yALo8!WQ3Nuxa
z7?5Fr%`FT&)j6D&uJ%}UL=PC;$ae9yI&soO&ZC|c7?A*4@#Gbt<4;wSXb{)SplVnL
zuLYLluNww4o`qiJN2LPiUeup0oT!XZg*{<vjPmwa3O^pay$8_BF@m{q-npam-Em=%
zvRKFm6G8M{Rs0eX2Efs{3>udBNTvJ|Gc)L}aB=1KZ-8G*TcOM!0L?l`Ko_XH^5za!
zI1Ha3I|A#Z0yjW$Ftr1^3RW$h%<0)$exOCqsh)xY&C-E<GbBV?O&(A>srm#_z=sGJ
z=s`UHn9FQ*K=#Iu$Yylc?>~t%d6OVI+^3T+=etuZ>9K+Wjw$_n+r}=fclBcSDV31A
zOz@5BJ={w1S?K}k3^5V`o;=k^(BJD>i4q<}t-DylK&Sw_1mBSWL2oJ}4mVO^vu!bU
zAbUh36g)k@Q$jOvd9Vd;tBJCH7)p`}AY}X9qch;$zN=H(_9Zt`0q64gs<{ZEv>_?i
k|7V5Y|IRY?y7&?O?dKA4GEea~lt-oX^!by*N9KY516ADgxc~qF

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/teasel_classification.json b/modelling/data/abingdon-all/seasonal/teasel_classification.json
new file mode 100644
index 0000000..a7515e1
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/teasel_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Teasel",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "very_broad",
+    "window_shape": "sharp",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "summer_peak",
+      "very_broad_season",
+      "sharp_seasonal_window",
+      "strong_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 5.46,
+    "season_end_month": 11.475,
+    "forcing_peak_month": 7.49,
+    "season_width_months": 6.015,
+    "season_midpoint_month": 8.4675,
+    "season_start_label": "May",
+    "season_end_label": "November",
+    "forcing_peak_label": "July"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.01,
+    "DECAY": 1.826,
+    "OOS_DECAY": 4.501,
+    "POST_PEAK_DECAY": 3.619,
+    "POST_PEAK_SHARPNESS": 6.697,
+    "SEASON_START": 5.46,
+    "SEASON_END": 11.475,
+    "SHARPNESS": 8.034,
+    "FORCING_PEAK": 7.49
+  },
+  "fit": {
+    "score": 0.052
+  },
+  "warnings": [],
+  "summary": "Teasel is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to November, with a summer peak around July. The season is very_broad, with a sharp active window, strong post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/teasel_consensus.json b/modelling/data/abingdon-all/seasonal/teasel_consensus.json
new file mode 100644
index 0000000..7b6f18c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/teasel_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.01",
+  "DECAY": "1.826",
+  "OOS_DECAY": "4.501",
+  "POST_PEAK_DECAY": "3.619",
+  "POST_PEAK_SHARPNESS": "6.697",
+  "SEASON_START": "5.46",
+  "SEASON_END": "11.475",
+  "SHARPNESS": "8.034",
+  "FORCING_PEAK": "7.49",
+  "SCORE": "0.052",
+  "SPECIES": "Teasel"
+}
diff --git a/modelling/data/abingdon-all/seasonal/teasel_observed.csv b/modelling/data/abingdon-all/seasonal/teasel_observed.csv
new file mode 100644
index 0000000..447abe7
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/teasel_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,0
+5,3
+6,8
+7,22
+8,18
+9,2
+10,4
+11,1
+12,2
diff --git a/modelling/data/abingdon-all/seasonal/teasel_parameters.csv b/modelling/data/abingdon-all/seasonal/teasel_parameters.csv
new file mode 100644
index 0000000..aa3fa8d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/teasel_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:13:23,teasel_observed.csv,1.922,0.819,2.071,7.282,9.515,4.48,11.04,7.651,7.64,0.05683716529955895158065383387,
+2026-05-21 15:13:23,teasel_observed.csv,4.802,2.627,6.713,1.501,1.872,4.39,11.81,14.987,6.43,0.1559510252603147804735689358,
+2026-05-21 15:13:24,teasel_observed.csv,1.201,1.217,4.149,0.636,2.042,4.69,11.58,11.904,7.59,0.09020276178579889501887368510,
+2026-05-21 15:13:24,teasel_observed.csv,3.026,0.682,4.583,1.566,3.792,4.66,11.25,8.343,7.45,0.04335877775461308595028813559,
+2026-05-21 15:13:24,teasel_observed.csv,4.981,2.563,5.348,0.636,4.81,5.64,11.3,13.157,6.97,0.06112280118424939984015807339,
+2026-05-21 15:13:24,teasel_observed.csv,4.155,1.571,4.329,6.729,9.679,4.75,11.05,11.829,6.58,0.1465500238077016781594528890,
+2026-05-21 15:13:25,teasel_observed.csv,2.923,2.164,4.619,6.579,1.739,4.03,11.55,8.673,6.28,0.2477271717331430810242722938,
+2026-05-21 15:13:25,teasel_observed.csv,1.581,2.406,3.945,6.138,5.041,4.47,11.59,12.373,7.23,0.1020667407897584413270286624,
+2026-05-21 15:13:25,teasel_observed.csv,4.565,2.723,3.868,0.625,7.823,5.29,11.51,5.284,5.74,0.1083783499220614710264418271,
+2026-05-21 15:13:26,teasel_observed.csv,3.591,0.613,5.503,3.951,4.541,4.6,11.84,7.002,7.27,0.06434360918674614623400227555,
+2026-05-21 15:13:26,teasel_observed.csv,4.672,0.903,2.903,2.874,5.613,5.16,11.64,11.334,7.94,0.05859523440366910496960245485,
+2026-05-21 15:13:26,teasel_observed.csv,1.568,2.273,3.883,0.149,9.749,5.33,11.4,7.342,7.43,0.09322021038731058836171994546,
+2026-05-21 15:13:26,teasel_observed.csv,1.27,0.949,3.519,5.541,3.321,4.87,11.93,5.673,7.71,0.03479635280810846461635562611,
+2026-05-21 15:13:27,teasel_observed.csv,3.992,0.69,3.326,3.684,7.889,5.34,11.48,6.018,7.56,0.04723214661351575585297169983,
+2026-05-21 15:13:27,teasel_observed.csv,2.974,2.466,7.33,0.009,5.923,4.88,11.58,2.763,7.28,0.09179759025088660404636904519,
+2026-05-21 15:13:27,teasel_observed.csv,1.675,1.752,7.865,2.286,5.061,4.02,11.71,9.462,6.9,0.1149244416061126468087186355,
+2026-05-21 15:13:28,teasel_observed.csv,2.545,0.502,2.177,4.43,6.626,5.65,11.02,3.181,6.25,0.1142562709450784590664365631,
+2026-05-21 15:13:28,teasel_observed.csv,3.189,1.942,7.651,5.427,4.585,5.32,11.51,8.474,7.81,0.03483622089963632520501608515,
+2026-05-21 15:13:28,teasel_observed.csv,1.873,1.939,7.78,4.285,8.483,5.9,11.69,10.84,8.27,0.09031499667484261661777082994,
+2026-05-21 15:13:28,teasel_observed.csv,1.94,2.77,4.205,7.388,7.887,5.4,11.28,13.676,5.55,0.1797958627271196750608589482,
+2026-05-21 15:13:29,teasel_observed.csv,3.755,2.413,4.129,2.677,2.776,4.67,11.19,14.691,8.33,0.09591222988659757997428159263,
+2026-05-21 15:13:29,teasel_observed.csv,3.921,1.665,3.779,2.053,2.338,4.84,11.27,12.96,6.82,0.09541328459883662499886793712,
+2026-05-21 15:13:29,teasel_observed.csv,2.396,1.255,4.267,5.954,5.78,5.88,11.05,9.063,7.0,0.08865674648904457359669693921,
+2026-05-21 15:13:30,teasel_observed.csv,4.744,2.057,6.765,3.639,2.132,5.56,11.09,12.923,6.44,0.1085499817884214710849742831,
+2026-05-21 15:13:30,teasel_observed.csv,3.144,0.746,5.162,7.6,1.877,5.58,11.88,5.824,6.19,0.1305857765898097101814007777,
+2026-05-21 15:13:30,teasel_observed.csv,3.796,1.372,7.635,4.953,7.081,5.41,11.33,4.506,5.7,0.1460920940120322336799422854,
+2026-05-21 15:13:30,teasel_observed.csv,2.162,1.374,7.331,1.198,6.367,4.91,11.14,4.003,7.44,0.06955218304140953350863224774,
+2026-05-21 15:13:31,teasel_observed.csv,4.576,0.575,7.276,4.776,9.055,4.15,11.7,9.623,6.09,0.2289100286146371363055757287,
+2026-05-21 15:13:31,teasel_observed.csv,2.833,2.077,2.572,1.689,4.142,5.08,11.8,6.075,6.18,0.1195137010186586368843258545,
+2026-05-21 15:13:31,teasel_observed.csv,4.416,2.283,7.381,6.164,4.086,4.5,11.23,5.741,7.94,0.09095894279946355288814845380,
+2026-05-21 15:13:32,teasel_observed.csv,1.768,0.706,4.472,4.765,4.086,5.89,11.41,8.746,7.05,0.08110228520869191450813369019,
+2026-05-21 15:13:32,teasel_observed.csv,4.16,1.791,1.86,0.328,4.354,5.01,11.02,10.885,8.39,0.1390388125600605134411060348,
+2026-05-21 15:13:32,teasel_observed.csv,2.182,2.225,4.758,0.558,2.51,5.6,11.56,2.791,6.85,0.05565501649300503541152198572,
+2026-05-21 15:13:32,teasel_observed.csv,3.307,1.084,3.813,3.042,2.593,5.28,11.23,5.956,6.67,0.07940999130369393558886535430,
+2026-05-21 15:13:33,teasel_observed.csv,4.962,1.534,2.653,6.708,1.33,5.08,11.12,1.645,8.02,0.06086153005382847228562572039,
+2026-05-21 15:13:33,teasel_observed.csv,3.468,1.034,5.784,0.458,4.92,4.98,11.67,9.357,8.18,0.1319371093386849913508174716,
+2026-05-21 15:13:33,teasel_observed.csv,4.624,1.9,3.813,4.721,8.547,5.65,11.82,12.211,7.69,0.03129247742019620740519049707,
+2026-05-21 15:13:34,teasel_observed.csv,4.352,1.308,4.444,0.309,4.699,5.36,11.48,1.835,7.61,0.1012566830628332153650911488,
+2026-05-21 15:13:34,teasel_observed.csv,3.026,2.088,4.725,0.848,8.538,5.89,11.1,2.392,6.2,0.06396489462689611868146834078,
+2026-05-21 15:13:34,teasel_observed.csv,3.774,1.056,2.387,5.361,5.57,5.91,11.76,14.691,6.98,0.08765943555065496424539000551,
+2026-05-21 15:13:34,teasel_observed.csv,1.32,0.653,4.419,0.765,4.753,4.92,11.09,8.464,6.89,0.05125324075012273512806987341,
+2026-05-21 15:13:35,teasel_observed.csv,2.123,1.469,2.137,3.356,7.987,5.64,11.68,5.699,6.57,0.07600080041548578300920867757,
+2026-05-21 15:13:35,teasel_observed.csv,2.742,2.029,4.981,1.314,7.951,4.1,11.28,11.107,7.07,0.1116099200082792096787308024,
+2026-05-21 15:13:35,teasel_observed.csv,2.047,0.65,6.244,2.247,5.625,4.19,11.46,13.288,6.95,0.1024119965263411065888428807,
+2026-05-21 15:13:36,teasel_observed.csv,3.501,1.616,6.349,6.809,7.94,4.47,11.53,8.847,6.88,0.1381400711701087921914087432,
+2026-05-21 15:13:36,teasel_observed.csv,1.325,0.597,7.439,3.919,9.745,4.65,11.19,12.2,8.24,0.08907285361311880088044416303,
+2026-05-21 15:13:36,teasel_observed.csv,4.731,1.14,1.211,4.848,8.622,5.16,11.26,6.195,6.57,0.1199250302430095582783648537,
+2026-05-21 15:13:36,teasel_observed.csv,1.406,2.684,7.691,0.306,7.957,4.39,11.34,1.239,8.13,0.1147713718079374550178615537,
+2026-05-21 15:13:37,teasel_observed.csv,2.92,1.819,2.194,3.673,9.364,4.28,11.85,13.668,8.19,0.1022567169563907840466571798,
+2026-05-21 15:13:37,teasel_observed.csv,4.952,2.42,7.136,4.72,1.536,4.19,11.43,7.769,6.79,0.1849664617554679991927586224,
+2026-05-21 15:13:37,teasel_observed.csv,2.38,1.92,2.622,2.408,8.221,5.15,11.57,9.706,7.94,0.07326896820449709998971982740,
+2026-05-21 15:13:37,teasel_observed.csv,3.283,2.561,4.493,5.913,5.126,5.21,11.4,13.896,6.57,0.1302724719565820569328145865,
+2026-05-21 15:13:38,teasel_observed.csv,3.428,2.697,5.911,2.776,9.875,4.6,11.1,8.157,8.11,0.08929016615543171898499693115,
+2026-05-21 15:13:38,teasel_observed.csv,2.714,1.064,7.193,2.541,7.229,4.26,11.89,12.496,8.42,0.1130546596254884924138306483,
+2026-05-21 15:13:38,teasel_observed.csv,2.285,1.617,1.451,1.236,6.713,4.83,11.95,9.203,6.91,0.06608447524856942212236189994,
+2026-05-21 15:13:39,teasel_observed.csv,1.061,1.592,2.107,1.017,4.469,5.85,11.54,7.721,7.15,0.06601092338269195216114083063,
+2026-05-21 15:13:39,teasel_observed.csv,2.806,2.976,6.222,0.729,6.626,4.8,11.29,6.356,7.52,0.08828045828109361859801991181,
+2026-05-21 15:13:39,teasel_observed.csv,1.606,2.794,3.638,1.477,6.468,5.98,11.1,6.803,8.16,0.1118713131812402447700072734,
+2026-05-21 15:13:40,teasel_observed.csv,3.505,0.783,6.867,0.336,3.489,4.52,11.93,9.066,8.32,0.1605566870011186588512286689,
+2026-05-21 15:13:40,teasel_observed.csv,3.086,2.013,1.855,3.255,6.038,5.39,11.45,2.155,5.96,0.1434049795492785071395245428,
+2026-05-21 15:13:40,teasel_observed.csv,4.045,0.986,2.882,4.11,3.19,4.22,11.74,12.232,5.7,0.2700238240018923374119446006,
+2026-05-21 15:13:40,teasel_observed.csv,1.726,2.75,3.053,3.911,1.3,4.98,11.79,9.212,8.24,0.07711081717146094910924053796,
+2026-05-21 15:13:41,teasel_observed.csv,4.925,0.704,3.028,4.975,8.191,4.15,11.51,4.484,6.43,0.1968071248831040371986324632,
+2026-05-21 15:13:41,teasel_observed.csv,1.062,2.633,7.814,7.758,9.61,4.92,11.78,6.674,7.48,0.05013099181666776711401217594,
+2026-05-21 15:13:41,teasel_observed.csv,3.363,1.877,4.042,1.424,1.075,4.42,11.56,14.654,6.08,0.1767014447782703273229874400,
+2026-05-21 15:13:42,teasel_observed.csv,2.462,1.757,1.74,5.246,1.614,4.02,11.02,5.184,6.0,0.2489355516345381714370613640,
+2026-05-21 15:13:42,teasel_observed.csv,2.295,2.045,1.249,2.36,1.863,5.42,11.35,10.936,5.89,0.1142727745258945751709101446,
+2026-05-21 15:13:42,teasel_observed.csv,3.219,1.914,3.38,1.26,7.105,4.67,11.54,10.831,6.73,0.1016431287518191788708375632,
+2026-05-21 15:13:42,teasel_observed.csv,4.887,1.779,2.777,1.842,1.954,5.48,11.03,4.133,7.53,0.04850333874706311983587723891,
+2026-05-21 15:13:43,teasel_observed.csv,2.993,2.702,5.676,1.109,9.92,5.66,11.47,4.505,6.71,0.04609170228758052129302931752,
+2026-05-21 15:13:43,teasel_observed.csv,1.115,0.773,4.724,6.794,2.649,5.89,11.89,11.478,6.97,0.09289956300565628028979032895,
+2026-05-21 15:13:43,teasel_observed.csv,2.141,2.101,2.482,2.761,3.238,4.11,11.51,6.729,5.54,0.2434088721213991149624245453,
+2026-05-21 15:13:44,teasel_observed.csv,2.3,2.624,1.44,7.899,6.262,4.53,11.1,7.292,6.89,0.1685163639184391646617980629,
+2026-05-21 15:13:44,teasel_observed.csv,2.83,1.998,3.832,4.393,9.506,4.31,11.77,6.221,5.56,0.2681990307970989840359177202,
+2026-05-21 15:13:44,teasel_observed.csv,3.934,2.539,4.278,3.875,8.963,4.8,11.21,9.404,7.79,0.05346707206026070047300545487,
+2026-05-21 15:13:44,teasel_observed.csv,2.62,1.044,4.308,1.774,2.731,5.97,11.56,2.77,7.98,0.1028567421708715811637879964,
+2026-05-21 15:13:45,teasel_observed.csv,1.839,2.692,3.21,1.307,3.55,4.21,11.08,2.638,7.4,0.1016833237653991739971363051,
+2026-05-21 15:13:45,teasel_observed.csv,4.661,1.772,3.63,7.512,9.78,4.45,11.25,5.698,7.62,0.09050409097534822438324589191,
+2026-05-21 15:13:45,teasel_observed.csv,1.515,1.77,3.132,5.897,9.992,5.63,11.61,2.863,6.85,0.07291330579873791477566332285,
+2026-05-21 15:13:46,teasel_observed.csv,2.27,2.285,5.325,3.707,6.79,5.19,11.68,11.865,7.06,0.05750653377418546851776590401,
+2026-05-21 15:13:46,teasel_observed.csv,3.437,2.057,6.855,6.844,3.635,5.15,11.4,2.605,8.26,0.07770698264828775603033010403,
+2026-05-21 15:13:46,teasel_observed.csv,4.954,0.696,7.482,2.081,5.185,5.46,11.41,3.337,7.27,0.04942117718341620431840578500,
+2026-05-21 15:13:46,teasel_observed.csv,1.391,1.039,7.206,1.223,6.604,5.46,11.41,11.978,6.59,0.04400285118354064551652598035,
+2026-05-21 15:13:47,teasel_observed.csv,3.826,1.066,7.941,7.158,4.561,4.24,11.21,6.039,8.35,0.1053144239798104428300792965,
+2026-05-21 15:13:47,teasel_observed.csv,1.887,1.971,5.223,5.941,1.344,5.01,11.35,11.264,6.42,0.1402919950293171166487566633,
+2026-05-21 15:13:47,teasel_observed.csv,2.225,2.916,4.703,1.153,7.392,4.84,11.2,13.723,6.45,0.1327235161199966434102419152,
+2026-05-21 15:13:48,teasel_observed.csv,1.725,2.547,7.257,3.179,8.12,5.97,11.69,14.507,7.34,0.05419251939636384667211632190,
+2026-05-21 15:13:48,teasel_observed.csv,1.298,2.412,3.982,7.381,7.799,5.73,11.22,12.179,6.9,0.08195414151756261336167579260,
+2026-05-21 15:13:48,teasel_observed.csv,2.813,1.515,7.772,2.976,5.235,4.0,11.1,11.497,8.22,0.1245595820292380499838202696,
+2026-05-21 15:13:48,teasel_observed.csv,4.776,1.454,2.957,2.391,7.026,4.97,11.95,11.147,6.94,0.05731607660204670953192943441,
+2026-05-21 15:13:49,teasel_observed.csv,4.538,1.889,5.14,2.642,6.252,5.6,11.76,7.553,6.57,0.05337196480274211228520348516,
+2026-05-21 15:13:49,teasel_observed.csv,4.56,2.006,7.698,0.472,1.314,4.03,11.91,13.768,6.24,0.1691900445079173045357550559,
+2026-05-21 15:13:49,teasel_observed.csv,1.94,2.623,6.25,4.077,4.521,4.7,11.54,14.964,5.67,0.2032300740251273949087529743,
+2026-05-21 15:13:50,teasel_observed.csv,3.233,1.38,1.248,7.736,8.96,4.97,11.23,10.408,6.23,0.1892088492990958252093948397,
+2026-05-21 15:13:50,teasel_observed.csv,3.605,1.733,1.76,2.651,2.018,4.34,11.02,3.595,6.64,0.1624844883278891943706948183,
+2026-05-21 15:13:50,teasel_observed.csv,3.021,0.698,1.465,5.861,4.785,4.78,11.68,3.779,7.04,0.08391499012170124147890723330,
+2026-05-21 15:13:50,teasel_observed.csv,1.444,1.278,6.124,5.173,8.112,5.63,11.01,7.947,7.16,0.05969852369686978609870062815,
+2026-05-21 15:13:51,teasel_observed.csv,2.065,1.385,3.074,7.467,4.489,5.26,11.97,1.024,6.52,0.1455282546746574088592750689,
+2026-05-21 15:13:51,teasel_observed.csv,1.625,2.559,5.312,7.39,3.308,5.52,11.52,2.584,5.64,0.1314657476502260728727774415,
+2026-05-21 15:13:51,teasel_observed.csv,4.029,2.904,4.305,1.884,3.909,5.98,11.76,6.291,6.37,0.06336393448323053386421541400,
+2026-05-21 15:13:52,teasel_observed.csv,4.012,2.134,6.326,1.288,5.75,5.8,11.85,6.334,7.96,0.1072511516964335557661418382,
+2026-05-21 15:13:52,teasel_observed.csv,1.097,0.808,6.046,2.754,3.296,5.64,11.98,8.558,6.49,0.07071966624061587336797111070,
+2026-05-21 15:13:52,teasel_observed.csv,4.703,1.1,1.506,6.758,2.449,5.06,11.42,6.036,6.97,0.1206375137952725110934419393,
+2026-05-21 15:13:52,teasel_observed.csv,3.385,0.667,6.787,5.174,5.02,4.12,11.97,3.157,7.46,0.08133994277159602209587328100,
+2026-05-21 15:13:53,teasel_observed.csv,4.523,1.499,3.411,0.005,9.572,5.72,11.11,4.742,6.0,0.05656316279733609479028835527,
+2026-05-21 15:13:53,teasel_observed.csv,1.61,2.259,2.909,2.923,4.696,5.02,11.67,3.789,8.39,0.08844457230675446396205276270,
+2026-05-21 15:13:53,teasel_observed.csv,2.336,1.854,6.998,5.988,7.49,4.33,11.06,13.264,7.34,0.1101323096804327152550651942,
+2026-05-21 15:13:54,teasel_observed.csv,4.594,2.637,1.668,7.993,6.372,4.23,11.56,11.509,7.55,0.08894617932040880389708565020,
+2026-05-21 15:13:54,teasel_observed.csv,4.627,0.523,2.137,6.168,6.215,4.06,11.97,7.387,6.15,0.2407373217701924052442014066,
+2026-05-21 15:13:54,teasel_observed.csv,4.741,1.838,5.646,7.365,5.025,5.89,11.66,8.547,7.83,0.04679119021218141715128510602,
+2026-05-21 15:13:54,teasel_observed.csv,3.424,1.892,5.909,0.752,5.467,5.07,11.12,9.76,7.74,0.09789776857556197564359242487,
+2026-05-21 15:13:55,teasel_observed.csv,2.015,1.085,3.757,5.783,9.469,4.37,11.18,8.077,7.44,0.08946514684165616423077280023,
+2026-05-21 15:13:55,teasel_observed.csv,1.908,1.116,3.95,5.345,2.011,4.8,11.42,7.594,6.69,0.1403526292197571362369886796,
+2026-05-21 15:13:55,teasel_observed.csv,4.658,1.069,2.927,1.415,9.897,5.72,11.96,3.467,8.06,0.1055685827314801895182163313,
+2026-05-21 15:13:56,teasel_observed.csv,3.331,1.036,5.329,5.079,5.047,5.87,11.48,13.517,8.21,0.08068793071455060153827290661,
+2026-05-21 15:13:56,teasel_observed.csv,3.931,2.839,4.736,5.428,7.47,5.27,11.4,8.122,7.91,0.04249755706124423058931411860,
+2026-05-21 15:13:56,teasel_observed.csv,4.413,1.511,4.791,1.335,9.02,5.09,11.83,6.991,7.64,0.05419913637205116313202903496,
+2026-05-21 15:13:56,teasel_observed.csv,1.225,1.494,6.959,3.662,9.215,4.04,11.51,9.471,5.64,0.2782749623800180387439647111,
+2026-05-21 15:13:57,teasel_observed.csv,4.422,1.235,6.518,0.069,1.623,4.61,11.54,3.023,6.27,0.1019856974314706150529042771,
+2026-05-21 15:13:57,teasel_observed.csv,1.597,1.719,6.123,6.641,8.653,5.9,11.38,8.375,6.98,0.09023346116612036848678289023,
+2026-05-21 15:13:57,teasel_observed.csv,3.269,1.957,1.173,2.745,6.386,5.46,11.9,7.383,7.5,0.03948105645720472147934514167,
+2026-05-21 15:13:57,teasel_observed.csv,1.985,1.821,5.919,2.634,6.127,4.16,11.68,10.082,6.73,0.1429624757883496344028291436,
+2026-05-21 15:13:58,teasel_observed.csv,1.856,0.535,3.028,3.263,2.553,4.24,11.76,11.097,8.34,0.07096799671756572482089179058,
+2026-05-21 15:13:58,teasel_observed.csv,3.636,1.753,1.204,7.312,6.736,4.14,11.84,9.075,7.02,0.1429813884726954262817640550,
+2026-05-21 15:13:58,teasel_observed.csv,3.67,1.411,4.537,2.685,1.515,4.67,11.94,8.901,5.89,0.1741316768193237605618497838,
+2026-05-21 15:13:59,teasel_observed.csv,1.076,2.181,4.2,4.265,1.637,4.63,11.05,4.415,5.52,0.2332729191164502788723929983,
+2026-05-21 15:13:59,teasel_observed.csv,4.379,1.551,1.553,6.795,9.457,5.49,11.92,14.557,5.96,0.1855165411990427139685615794,
+2026-05-21 15:13:59,teasel_observed.csv,3.926,2.575,4.047,6.035,4.202,5.02,11.97,11.219,6.44,0.1475752970246338866417413541,
+2026-05-21 15:13:59,teasel_observed.csv,1.812,0.755,3.63,3.904,6.514,5.57,11.09,4.675,6.26,0.1129150427745699532921820926,
+2026-05-21 15:14:00,teasel_observed.csv,2.649,1.773,7.654,7.344,9.236,5.46,11.04,14.965,5.65,0.1882570647967616545200209171,
+2026-05-21 15:14:00,teasel_observed.csv,1.903,1.44,5.307,6.481,9.206,4.39,11.07,1.557,7.57,0.07469120174393622601260096850,
+2026-05-21 15:14:00,teasel_observed.csv,3.213,2.204,6.627,0.829,3.942,5.91,11.05,7.7,6.12,0.08454772637895792765962679024,
+2026-05-21 15:14:01,teasel_observed.csv,1.53,1.813,1.521,3.554,7.103,5.68,11.07,10.017,7.57,0.05292892924880982873254546770,
+2026-05-21 15:14:01,teasel_observed.csv,3.574,2.277,3.353,3.212,9.5,5.45,11.3,1.727,8.13,0.06702622422814859456374966462,
+2026-05-21 15:14:01,teasel_observed.csv,2.483,2.709,2.308,5.257,2.191,5.45,11.36,6.842,7.91,0.04545135900506340054340942341,
+2026-05-21 15:14:01,teasel_observed.csv,2.575,0.668,5.724,5.716,8.246,4.99,11.84,7.547,6.23,0.1717832995180227146859106485,
+2026-05-21 15:14:02,teasel_observed.csv,2.15,2.29,4.282,4.6,5.79,4.24,11.35,13.498,8.33,0.1049008195304954637438047289,
+2026-05-21 15:14:02,teasel_observed.csv,3.226,0.833,4.081,7.042,3.178,4.36,11.66,13.568,5.59,0.2819795315501851212060017249,
+2026-05-21 15:14:02,teasel_observed.csv,4.711,1.696,2.938,2.359,7.722,5.98,11.18,9.572,7.89,0.08288431995735278254856205731,
+2026-05-21 15:14:03,teasel_observed.csv,3.403,2.949,7.545,0.2,5.746,5.52,11.56,13.314,7.75,0.1232661502128479487216588655,
+2026-05-21 15:14:03,teasel_observed.csv,1.968,0.996,5.778,2.314,4.742,5.31,11.57,6.09,7.63,0.03349232003209489694542623209,
+2026-05-21 15:14:03,teasel_observed.csv,4.324,2.903,4.781,6.714,2.47,5.21,11.49,13.13,7.17,0.1103097931989025712171465541,
+2026-05-21 15:14:03,teasel_observed.csv,1.45,1.741,1.517,6.521,9.67,4.44,11.67,2.46,6.58,0.1679804128048042139488917852,
+2026-05-21 15:14:04,teasel_observed.csv,4.963,1.756,7.168,6.991,2.518,4.99,11.86,4.597,7.18,0.1074021561209823700197745092,
+2026-05-21 15:14:04,teasel_observed.csv,3.509,2.71,6.464,0.502,9.91,5.68,11.99,6.238,6.4,0.05147093119288827878476819379,
+2026-05-21 15:14:04,teasel_observed.csv,1.246,1.771,5.509,5.868,4.559,5.03,11.03,9.304,7.72,0.06007442967830380668387782646,
+2026-05-21 15:14:05,teasel_observed.csv,3.664,1.996,2.898,2.2,2.72,5.96,11.18,4.135,6.71,0.07878455048654629711776015427,
+2026-05-21 15:14:05,teasel_observed.csv,2.519,2.331,5.86,6.885,2.494,5.73,11.86,8.842,7.28,0.04642238654580596911804975201,
+2026-05-21 15:14:05,teasel_observed.csv,2.764,2.911,1.854,2.276,4.942,4.37,11.79,8.614,6.69,0.1481714593919250167359438528,
+2026-05-21 15:14:05,teasel_observed.csv,4.195,1.237,7.909,0.662,4.773,4.59,11.52,3.936,6.0,0.1368960042076713761980017054,
+2026-05-21 15:14:06,teasel_observed.csv,1.853,2.736,1.539,6.224,2.665,4.23,11.78,2.599,8.25,0.07705820776026810354578086663,
+2026-05-21 15:14:06,teasel_observed.csv,1.774,2.752,3.877,5.34,6.966,5.28,11.23,2.948,6.73,0.08475971640020537917166593325,
+2026-05-21 15:14:06,teasel_observed.csv,1.108,1.497,5.857,0.796,3.033,4.63,11.78,11.379,7.55,0.08313295905411004504747462449,
+2026-05-21 15:14:06,teasel_observed.csv,2.804,1.967,2.593,5.432,9.431,5.58,11.97,9.156,7.14,0.04528726743238375157211835353,
+2026-05-21 15:14:07,teasel_observed.csv,1.359,1.088,4.62,5.864,3.59,5.58,11.47,13.473,6.63,0.1151252684448409050904155432,
+2026-05-21 15:14:07,teasel_observed.csv,1.812,1.067,5.701,0.254,5.874,4.81,11.86,14.561,8.06,0.1489642382369207330247404998,
+2026-05-21 15:14:07,teasel_observed.csv,2.252,1.021,4.515,2.754,4.271,4.53,11.72,6.365,8.07,0.06918424365510493288810137135,
+2026-05-21 15:14:08,teasel_observed.csv,1.872,1.292,1.921,6.089,1.743,4.64,11.1,11.715,6.0,0.2048938964702276420506081349,
+2026-05-21 15:14:08,teasel_observed.csv,4.275,2.239,4.782,3.512,5.285,4.41,11.33,13.241,8.05,0.1022708654914759685132803999,
+2026-05-21 15:14:08,teasel_observed.csv,1.052,0.508,4.671,1.883,9.304,5.5,11.41,6.608,6.68,0.05896603265118207117932193927,
+2026-05-21 15:14:08,teasel_observed.csv,1.965,0.651,1.895,2.191,6.366,5.39,11.67,10.205,6.36,0.07787429483234073844564600190,
+2026-05-21 15:14:09,teasel_observed.csv,3.381,2.631,7.947,7.149,3.911,4.22,11.97,13.314,6.0,0.2586343755772491349408141122,
+2026-05-21 15:14:09,teasel_observed.csv,1.498,1.361,4.404,0.259,8.389,5.05,11.61,10.351,6.69,0.07475711967212507365493034404,
+2026-05-21 15:14:09,teasel_observed.csv,1.22,2.456,4.508,0.942,5.602,4.16,11.56,11.89,7.96,0.1416195244649914408478272922,
+2026-05-21 15:14:10,teasel_observed.csv,4.407,1.387,5.086,7.865,6.877,4.97,11.04,11.578,7.05,0.09189848887025013395930451783,
+2026-05-21 15:14:10,teasel_observed.csv,1.9,0.538,2.296,7.512,6.046,4.81,11.79,7.217,6.36,0.1803211579574726622504754416,
+2026-05-21 15:14:10,teasel_observed.csv,2.946,0.61,4.127,3.445,8.063,5.38,11.28,11.817,7.06,0.05857145702647253265837601722,
+2026-05-21 15:14:10,teasel_observed.csv,3.778,1.903,2.294,4.824,4.152,5.83,11.87,2.22,5.84,0.1126879357062278164778451318,
+2026-05-21 15:14:11,teasel_observed.csv,3.101,2.254,6.41,1.002,9.395,5.26,11.26,1.994,6.5,0.06693367880796503845079702864,
+2026-05-21 15:14:11,teasel_observed.csv,2.122,1.92,6.307,0.688,4.175,4.93,11.36,13.507,8.06,0.1160954176247279752625100550,
+2026-05-21 15:14:11,teasel_observed.csv,4.645,2.707,5.74,1.506,6.728,4.2,11.12,4.186,6.35,0.1735128768817716459364318792,
+2026-05-21 15:14:12,teasel_observed.csv,3.02,1.768,3.473,5.526,9.024,5.25,11.52,4.605,6.63,0.1153390890793689194687300271,
+2026-05-21 15:14:12,teasel_observed.csv,4.766,0.924,6.285,2.95,4.376,4.65,11.2,1.229,6.12,0.1405067630825385046801732170,
+2026-05-21 15:14:12,teasel_observed.csv,4.069,2.314,4.144,0.299,4.444,6.0,11.73,5.492,7.92,0.1411984499464573438631025537,
+2026-05-21 15:14:12,teasel_observed.csv,2.867,0.955,1.462,1.508,3.468,5.54,11.29,11.952,5.86,0.1008700102561519923317531386,
+2026-05-21 15:14:13,teasel_observed.csv,2.599,1.93,6.561,5.58,1.058,4.54,11.23,3.116,6.57,0.1631919790144416093836087982,
+2026-05-21 15:14:13,teasel_observed.csv,4.757,2.745,1.667,4.223,6.949,5.84,11.35,2.335,7.17,0.05462670223289329706951544300,
+2026-05-21 15:14:13,teasel_observed.csv,4.496,0.8,6.042,4.123,6.439,4.55,11.83,4.545,6.8,0.09239695884593875678555125191,
+2026-05-21 15:14:13,teasel_observed.csv,3.182,1.222,4.108,2.911,6.013,4.66,11.02,7.578,7.01,0.08212641102669434776517710688,
+2026-05-21 15:14:14,teasel_observed.csv,2.36,2.965,4.14,5.009,7.489,5.58,11.1,14.095,7.59,0.06071287705393303856887366943,
+2026-05-21 15:14:14,teasel_observed.csv,1.064,0.757,7.052,1.237,4.154,4.64,11.94,8.933,8.09,0.09195995028411137913975820006,
+2026-05-21 15:14:14,teasel_observed.csv,4.14,1.718,1.01,0.32,6.407,5.2,11.88,14.38,7.98,0.1128865639547633375314910993,
+2026-05-21 15:14:15,teasel_observed.csv,3.471,1.341,2.439,6.448,9.21,4.61,11.2,12.45,5.92,0.2460433558202406112422439474,
+2026-05-21 15:14:15,teasel_observed.csv,2.046,2.514,2.263,6.214,3.084,4.47,11.53,5.982,6.24,0.2067334882106881751728465084,
+2026-05-21 15:14:15,teasel_observed.csv,1.998,1.256,7.081,0.239,6.608,5.83,11.73,14.119,8.0,0.1601846475303899008601236941,
+2026-05-21 15:14:15,teasel_observed.csv,1.93,0.666,7.338,1.39,8.503,5.97,11.25,8.385,6.43,0.07731804663063057219775000653,
+2026-05-21 15:14:16,teasel_observed.csv,4.459,2.452,2.994,5.81,4.62,4.64,11.98,1.994,7.67,0.06334357403121774424952673533,
+2026-05-21 15:14:16,teasel_observed.csv,4.016,1.365,2.557,7.998,2.955,5.81,11.9,8.035,5.97,0.1378645934504224588898183265,
+2026-05-21 15:14:16,teasel_observed.csv,3.415,2.902,2.066,2.789,2.226,5.97,11.07,10.111,8.48,0.1136880488367146362599716027,
+2026-05-21 15:14:17,teasel_observed.csv,3.25,1.658,2.789,6.723,1.48,5.31,11.19,9.822,7.92,0.06738746351913087890543332707,
+2026-05-21 15:14:17,teasel_observed.csv,2.739,2.708,3.611,1.743,4.352,5.04,11.57,8.221,7.38,0.06541078197299182704496501915,
+2026-05-21 15:14:17,teasel_observed.csv,4.385,1.652,7.275,7.094,8.877,4.23,11.58,1.164,6.21,0.2189684676183895586085472069,
+2026-05-21 15:14:17,teasel_observed.csv,4.844,2.993,2.695,4.281,8.061,4.42,11.63,13.555,5.7,0.2437592686995699977977186447,
+2026-05-21 15:14:18,teasel_observed.csv,2.844,1.017,3.801,3.77,4.16,5.69,11.71,8.616,7.79,0.04968423962454632305129917177,
+2026-05-21 15:14:18,teasel_observed.csv,4.755,2.842,7.299,2.416,2.085,5.84,11.36,8.757,6.3,0.09202058075958601522504986916,
+2026-05-21 15:14:18,teasel_observed.csv,4.061,1.249,4.323,5.818,9.175,4.86,11.21,5.889,7.21,0.07182935032730382242491134804,
+2026-05-21 15:14:19,teasel_observed.csv,3.084,2.378,4.604,1.948,8.246,4.24,11.43,5.685,7.85,0.1148138130438755220543505498,
+2026-05-21 15:14:19,teasel_observed.csv,3.519,1.977,4.822,1.363,5.133,4.66,11.99,4.704,7.97,0.09669961421973287054577408039,
+2026-05-21 15:14:19,teasel_observed.csv,4.564,2.169,1.423,6.98,4.875,5.14,11.62,5.336,6.58,0.1354557057202422542811510982,
+2026-05-21 15:14:19,teasel_observed.csv,1.198,1.479,2.554,3.451,9.766,4.98,11.4,13.887,6.97,0.08099545115512610367452210593,
diff --git a/modelling/data/abingdon-all/seasonal/teasel_simulated.csv b/modelling/data/abingdon-all/seasonal/teasel_simulated.csv
new file mode 100644
index 0000000..4958958
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/teasel_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.23087E-18,0.1,0,0.01,7.75801E-19
+RungeKutta4,2,0.2,2.27647E-18,0.1,0,0.01,1.43483E-18
+RungeKutta4,3,0.3,2.97646E-18,0.1,0,0.01,1.87602E-18
+RungeKutta4,4,0.4,2.86864E-18,0.1,0,0.01,1.80807E-18
+RungeKutta4,5,0.5,1.79070E-18,0.1,0,0.01,1.12865E-18
+RungeKutta4,6,0.6,3.19109E-18,0.1,0,0.01,2.01130E-18
+RungeKutta4,7,0.7,2.70543E-17,0.1,0,0.01,1.70520E-17
+RungeKutta4,8,0.8,1.53551E-16,0.1,0,0.01,9.67811E-17
+RungeKutta4,9,0.9,6.58904E-16,0.1,0,0.01,4.15298E-16
+RungeKutta4,10,1.0,2.41692E-15,0.1,0,0.01,1.52335E-15
+RungeKutta4,11,1.1,8.03777E-15,0.1,0,0.01,5.06610E-15
+RungeKutta4,12,1.2,2.50123E-14,0.1,0,0.01,1.57649E-14
+RungeKutta4,13,1.3,7.41888E-14,0.1,0,0.01,4.67602E-14
+RungeKutta4,14,1.4,2.12219E-13,0.1,0,0.01,1.33759E-13
+RungeKutta4,15,1.5,5.90086E-13,0.1,0,0.01,3.71923E-13
+RungeKutta4,16,1.6,1.60378E-12,0.1,0,0.01,1.01084E-12
+RungeKutta4,17,1.7,4.27786E-12,0.1,0,0.01,2.69628E-12
+RungeKutta4,18,1.8,1.12327E-11,0.1,0,0.01,7.07982E-12
+RungeKutta4,19,1.9,2.91029E-11,0.1,0,0.01,1.83432E-11
+RungeKutta4,20,2.0,7.45389E-11,0.1,0,0.01,4.69809E-11
+RungeKutta4,21,2.1,1.88999E-10,0.1,0,0.01,1.19124E-10
+RungeKutta4,22,2.2,4.74992E-10,0.1,0,0.01,2.99381E-10
+RungeKutta4,23,2.3,1.18439E-9,0.1,0,0.01,7.46505E-10
+RungeKutta4,24,2.4,2.93251E-9,0.1,0,0.01,1.84832E-9
+RungeKutta4,25,2.5,7.21471E-9,0.1,0,0.01,4.54733E-9
+RungeKutta4,26,2.6,1.76478E-8,0.1,0,0.01,1.11232E-8
+RungeKutta4,27,2.7,4.29406E-8,0.1,0,0.01,2.70649E-8
+RungeKutta4,28,2.8,1.03979E-7,0.1,0,0.01,6.55366E-8
+RungeKutta4,29,2.9,2.50660E-7,0.1,0,0.01,1.57988E-7
+RungeKutta4,30,3.0,6.01763E-7,0.1,0,0.01,3.79283E-7
+RungeKutta4,31,3.1,0.00000143912,0.1,0,0.01,9.07058E-7
+RungeKutta4,32,3.2,0.00000342927,0.1,0,0.01,0.00000216142
+RungeKutta4,33,3.3,0.00000814382,0.1,0,0.01,0.00000513294
+RungeKutta4,34,3.4,0.0000192785,0.1,0,0.01,0.0000121510
+RungeKutta4,35,3.5,0.0000454988,0.1,0,0.01,0.0000286773
+RungeKutta4,36,3.6,0.000107062,0.1,0,0.01,0.0000674797
+RungeKutta4,37,3.7,0.000251174,0.1,0,0.01,0.000158312
+RungeKutta4,38,3.8,0.000587359,0.1,0,0.01,0.000370204
+RungeKutta4,39,3.9,0.00136807,0.1,0,0.01,0.000862276
+RungeKutta4,40,4.0,0.00316835,0.1,0,0.01,0.00199697
+RungeKutta4,41,4.1,0.00726750,0.1,0,0.01,0.00458061
+RungeKutta4,42,4.2,0.0163767,0.1,0,0.01,0.0103220
+RungeKutta4,43,4.3,0.0356950,0.1,0,0.01,0.0224981
+RungeKutta4,44,4.4,0.0733883,0.1,0,0.01,0.0462557
+RungeKutta4,45,4.5,0.138070,0.1,0,0.01,0.0870237
+RungeKutta4,46,4.6,0.232559,0.1,0,0.01,0.146579
+RungeKutta4,47,4.7,0.350174,0.1,0,0.01,0.220710
+RungeKutta4,48,4.8,0.478823,0.1,0,0.01,0.301796
+RungeKutta4,49,4.9,0.607485,0.1,0,0.01,0.382890
+RungeKutta4,50,5.0,0.729135,0.1,0,0.01,0.459564
+RungeKutta4,51,5.1,0.840434,0.1,0,0.01,0.529714
+RungeKutta4,52,5.2,0.940452,0.1,0,0.01,0.592754
+RungeKutta4,53,5.3,1.02952,0.1,0,0.01,0.648893
+RungeKutta4,54,5.4,1.10853,0.1,0,0.01,0.698692
+RungeKutta4,55,5.5,1.17852,0.1,0,0.01,0.742805
+RungeKutta4,56,5.6,1.24053,0.1,0,0.01,0.781889
+RungeKutta4,57,5.7,1.29549,0.1,0,0.01,0.816530
+RungeKutta4,58,5.8,1.34419,0.1,0,0.01,0.847225
+RungeKutta4,59,5.9,1.38732,0.1,0,0.01,0.874409
+RungeKutta4,60,6.0,1.42543,0.1,0,0.01,0.898429
+RungeKutta4,61,6.1,1.45899,0.1,0,0.01,0.919582
+RungeKutta4,62,6.2,1.48837,0.1,0,0.01,0.938100
+RungeKutta4,63,6.3,1.51387,0.1,0,0.01,0.954172
+RungeKutta4,64,6.4,1.53570,0.1,0,0.01,0.967931
+RungeKutta4,65,6.5,1.55397,0.1,0,0.01,0.979446
+RungeKutta4,66,6.6,1.56867,0.1,0,0.01,0.988712
+RungeKutta4,67,6.7,1.57954,0.1,0,0.01,0.995563
+RungeKutta4,68,6.8,1.58596,0.1,0,0.01,0.999609
+RungeKutta4,69,6.9,1.58658,0.1,0,0.01,1
+RungeKutta4,70,7.0,1.57880,0.1,0,0.01,0.995096
+RungeKutta4,71,7.1,1.55795,0.1,0,0.01,0.981955
+RungeKutta4,72,7.2,1.51647,0.1,0,0.01,0.955811
+RungeKutta4,73,7.3,1.44445,0.1,0,0.01,0.910417
+RungeKutta4,74,7.4,1.33397,0.1,0,0.01,0.840783
+RungeKutta4,75,7.5,1.18792,0.1,0,0.01,0.748730
+RungeKutta4,76,7.6,1.02534,0.1,0,0.01,0.646258
+RungeKutta4,77,7.7,0.872364,0.1,0,0.01,0.549839
+RungeKutta4,78,7.8,0.746806,0.1,0,0.01,0.470702
+RungeKutta4,79,7.9,0.652820,0.1,0,0.01,0.411464
+RungeKutta4,80,8.0,0.585847,0.1,0,0.01,0.369251
+RungeKutta4,81,8.1,0.538734,0.1,0,0.01,0.339557
+RungeKutta4,82,8.2,0.505002,0.1,0,0.01,0.318296
+RungeKutta4,83,8.3,0.479800,0.1,0,0.01,0.302411
+RungeKutta4,84,8.4,0.459809,0.1,0,0.01,0.289811
+RungeKutta4,85,8.5,0.442882,0.1,0,0.01,0.279143
+RungeKutta4,86,8.6,0.427675,0.1,0,0.01,0.269558
+RungeKutta4,87,8.7,0.413367,0.1,0,0.01,0.260540
+RungeKutta4,88,8.8,0.399474,0.1,0,0.01,0.251783
+RungeKutta4,89,8.9,0.385714,0.1,0,0.01,0.243110
+RungeKutta4,90,9.0,0.371933,0.1,0,0.01,0.234424
+RungeKutta4,91,9.1,0.358051,0.1,0,0.01,0.225675
+RungeKutta4,92,9.2,0.344040,0.1,0,0.01,0.216844
+RungeKutta4,93,9.3,0.329899,0.1,0,0.01,0.207931
+RungeKutta4,94,9.4,0.315631,0.1,0,0.01,0.198938
+RungeKutta4,95,9.5,0.301250,0.1,0,0.01,0.189874
+RungeKutta4,96,9.6,0.286762,0.1,0,0.01,0.180742
+RungeKutta4,97,9.7,0.272144,0.1,0,0.01,0.171529
+RungeKutta4,98,9.8,0.257312,0.1,0,0.01,0.162180
+RungeKutta4,99,9.9,0.242059,0.1,0,0.01,0.152567
+RungeKutta4,100,10.0,0.225932,0.1,0,0.01,0.142402
+RungeKutta4,101,10.1,0.208027,0.1,0,0.01,0.131117
+RungeKutta4,102,10.2,0.186751,0.1,0,0.01,0.117707
+RungeKutta4,103,10.3,0.159964,0.1,0,0.01,0.100823
+RungeKutta4,104,10.4,0.126470,0.1,0,0.01,0.0797123
+RungeKutta4,105,10.5,0.0891165,0.1,0,0.01,0.0561689
+RungeKutta4,106,10.6,0.0551372,0.1,0,0.01,0.0347522
+RungeKutta4,107,10.7,0.0304167,0.1,0,0.01,0.0191712
+RungeKutta4,108,10.8,0.0154204,0.1,0,0.01,0.00971927
+RungeKutta4,109,10.9,0.00738123,0.1,0,0.01,0.00465229
+RungeKutta4,110,11.0,0.00339741,0.1,0,0.01,0.00214134
+RungeKutta4,111,11.1,0.00152053,0.1,0,0.01,0.000958370
+RungeKutta4,112,11.2,0.000666112,0.1,0,0.01,0.000419841
+RungeKutta4,113,11.3,0.000286789,0.1,0,0.01,0.000180759
+RungeKutta4,114,11.4,0.000121652,0.1,0,0.01,0.0000766756
+RungeKutta4,115,11.5,0.0000509205,0.1,0,0.01,0.0000320945
+RungeKutta4,116,11.6,0.0000210520,0.1,0,0.01,0.0000132688
+RungeKutta4,117,11.7,0.0000086014,0.1,0,0.01,0.00000542135
+RungeKutta4,118,11.8,0.00000347407,0.1,0,0.01,0.00000218966
+RungeKutta4,119,11.9,0.00000138724,0.1,0,0.01,8.74359E-7
+RungeKutta4,120,12.0,5.4375E-7,0.1,0,0.01,3.42718E-7
+RungeKutta4,121,12.1,2.04888E-7,0.1,0,0.01,1.29138E-7
diff --git a/modelling/data/abingdon-all/seasonal/teasel_simulated.png b/modelling/data/abingdon-all/seasonal/teasel_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..d7218d16a0d6bd9e83135ecafe34411d2d0955f2
GIT binary patch
literal 29717
zcma&ObzD?m`vp2kiUKMkNDYc&0wUcY3QCF~2nZ<ML&MOabf+}ZN=XhefG8=_T|;*c
z9Ru7w*7y7RzQ23#A257$&N=(+v-k6?wVw4H->0$?B*fIj5D0|i$>WF5AdpjT5D3mV
z5druY&d!l(@WE&O=!LZcOwZcxwWTgZ=C!rC3C!BWP>aD<*V4)mX2#CKc8`VkE`x!!
zwYe1^E34_BZ?M2D^;wz3yH&thPMbegv4TLzUSof7vV=1YArLF~Cl5sx?c-NQ37szL
z9uThIsM<x5KYqYaEb>79{JA$`JyXkBgel-8nD#FTU*2cNliXPx++J188Tiy8FB&E?
zf9=h=2M-=!uZli$P2`ql5jpi_AR)$iZuiLP)L?7W;FwU10RLtiKNnMY^FuHQ$SbN+
zRaWdDkgPK#4B*49HW>#GeBPtta04F@0#AZ-;N$bF4#+9+Np+T51bjd|MRAG1$E$k=
z5FGG%mf-*Q!Jlq(adB<!)|{v>)!z%qOmd06aN$B$RaHXHs22&%!=v>Rzoop&puF-~
zYMJOWB4@w_tc`Y8N3DCGE6Xb?UgYKHS9tM)O5F)vzqQfAYFuSdVYj#b8ttvIUszO>
z+SK&;;4Ac4gx_|#!vUQmZeznKxZR_$)geX}nw!f!YTYe!V`iwEa;!~t-S`l**={)3
zmY~W??DlcF*O?D8AJ`hl-96nL{;2!D>#-9tDQN}<<8-is7@M!B)J&^ftELg%`LaA%
zv=Ao6^1if`YpBLmxN2v}c<X3)%%4^wh}QRP`(%P0>V03IQYho$X3~kYLZ<8r25x4?
z!mL{CbG(%)-1+7-IbS}M$2_@LCoUr5VRLiy)`(SmCn3}+d3zF)1t!ytR1jT9K0Pz@
z$k5PmdS%7At6fr3l0%KfnBA!7W(B%|hMzUb^?2WUe<s>rd|mV8KpC<7Av>Fqo12>=
z`dJOic~?D@66UTq)fh~v>9@6I-3i&SQMW4PLY}clPu6cOX6J`hR#x`;<0ca?pCagZ
zA0JOEDJ?CKyRYr;?w+Z>n{<Nl77wPEVPRpJURt`-z=^)}HP7XEU%%pDF}q&r(Ty87
z{Cs?p57%mvsHv%CE7axX&x5%O{_^!}{mO#}59Yxmt{TW4qBtp-)}0=H<K@)_rsYXw
zWaN!ey{@z;9M<zshY+x&fs}>C#oM;Jn`MQ0v2k&a7;E$0X*A6~+xvGNY%ev(vsBEd
zv@t6$V|PO3U2e0H$95wY-c3=O2oJ=i4a@Zndwcti?=kF#YpANDZ`s_z^_8;aIJ^#9
zH(O&lrJSJW&WX70w`kTWeb2L(riYQxbD6v|=-9KZIUHSksL<CxG*7BuY}}t0Ub?s4
z*O#kSU%2krytZHGOTN&r=_<Iu1&710Zi;#m`08$MZjx`qjm(&tnTvIrFZlWUljn!S
z>}v5TI~IGh<to(m^fIXK*XD=98r8O|j}MkKm|4kk#~V(18u3CdgN;KsY2i9tYMLtO
zxU*$sJQ2@pRR?X-ZHel1-W`<yV@N;4id;|gTJDw;PCqzss5sgguIKr((4FajvR|#P
z4xfqKnu*r*%kYXrI<A&`8yOkRH-$1LASOKTl}$`F1luK`o$dXHiVeH#pv!r;Z{L2%
zeow28$U;ph*{xCCLafIoXHX4Rb)8zA-l`#3Q&shLRA;>QPFaE8$V2P;KqBrBBX5K-
z>t81;Tu%<iQl3mP1w=1&N<b+P6SJwt;azb^hr<^EG=eUp$bfdC!yJP|9t1baekyHv
z)Ut(nvT9a55gHyHM*~Gwje?0ar1B`FC}9PYdV@Y`Oab+AXF6QYZ*FpypOdp>(-vtH
zm*h#)6|LdmYgW0!RbcWG_hlw=9=;i5AGhvKKJtO<;qX|U_q&y0gdNI@X2D{r!FLoB
zk2_Z%$i>}>LB+R*ToHRn?qC#7%)m(wnQxO5KGFd(fLs$SdTznJanB5>E2gt&WW=d!
zg%m1u*KD(nTrS@FXmzwwW@l&ThPtMvrt8q=UG<6{9c^vxZ!In4(RXg&mPV@D&&KFG
zyeth1yAYn5nraAUG^4b%v~5WfK0{$KW`}}jZdUk`-|$-!0#|8Uij9qxuC1-j0D~^v
ztN=UT!dV%4S5#CqBMw%*pSHA*zQn3w!WTX=^3tO6x>VFVNhv9rM~@z5kkD|w3kwUY
z+Xj2NylfPNmpd$)=C$}*moIX1ax%eSux`x$rkuk|7g|=<{I(^>aAg?OzcqnhSpcOS
zENI(h3NM!krXPjFM=NY5ZFfNwF>LQgp-^)}^KFd50#_3~qib$}5HiUXpSm$(VPTO0
zR+Alz_cKQ}Hnt3Z*6O{qCD{_N1iKe?>wL~<#IWlpTBu}7$7oT5ee$880G&qL#=j;|
zAmF#X)bHOocOpjtg~DRlv>Prb5sEMkoFYmVLrNL7L@{e&D4+>VmD2F+b8A8?6>3Z1
z?B^;^!OtqFsHn_QLOH&uIajPcm|><RMvc}Z_}7q|dtwZ_Iy%;<hR#lT>F`>$)rum$
zR_cP5C<GHa^gXfAi~8>F@an_W%5bxGwW^9BvZ+QWyWUwkKI^PaJ|W5Ie0_{V5LB3j
zRA_wEULCQuMFDf4R8Ng3gsDt2yCF-K{qE%PEZ8EKk!Oif6isTmd*j}D<r}6AL3G10
z#;}dW6>Xb(wXYSE>W%7~lc`GZe$JX|1@yLaZs2M}baZ%Cm2*-<9lCF5dD)}_?C1KU
z$hm2Uxcj=qrbERatoUN`wwu%f_jd{k3bY2q`gh}5H!lgfjI5gHt}98nBp_#=!)09r
zjuR#h(Jb3VXf*o#F77>ITD()q3b$_EnhfUQRvW?F$jg~aa@7d1niMWZ4*Q*yS>QIh
zc2rJ{k9X_~u7ypj$B&344&^95f9`t%KTE^?_+;1hL;@@>EyPfIw8m{)M$4(>fKe?0
z+w41LZwSs(b?jT=2L~#|hUK}Mz@1c-*J@6x2W%R(%PUsJgM5A8A5W$#z+YbG{y6gZ
zruHQ{n?<XetzP%_))hzQcewIVLQxMcx7!(MsE@Im>A-jSgYA}{Xc~Qe8PU&Yw>m-(
z`&!bF@7<WlqF$j$Yw(3cwXtFJWK<kIpdIYX776ZAOW+pSjlC)8$>XoyWR$|f_Up-I
ztZPbh`K#;h3Ydun={+{tTm?wXdmOwDUbCFC%hRmKj7{3D_5x7Y(M0YojD&w<x6P<W
z`qNU>df9!{$0ju?dkkIh*D1DV81HB@fqA}WR@h+Wa$$?X%(uv`sbFD0;g1;aSVZA^
z#AWB+QOkln*Y$l7d<|0iqV3PPWImp3doCE{x3a3^@!3pnLN@DB>iP%)`{l&0Ch+(h
z9O9HU>6fJ8+s|RfsW$`&LJ?m!lsJV9(h=>=iSXGN`piN3#OTcXle58_Q>i}tZs#>L
z=*b64=-~oa`adgcIzJLV+6t$-^9}k&!}Z9fV!Ka`AJ#(nZT(Ws>Uvat(F8$drru={
zae!oUh}JIXHU`lx#lr$=ZlOHtTPI?eB8AMy-3Gq(Z6^mO202VO&g80M>eX!af_Y&H
zQ{sVSPhW!#q~)LFfl%BCO+Df@+A3-nA`h-t6R0$MyI@9{NgV-SE<3-{y2PuX;q07)
zVu5nUjdbi5Q+z^{bdn#3eBKj$URt`XS00fYtM8bLN!*Nj(DtNrU|?XS_7;YE-;>O>
zx3AAHBZQ1}g5c=~QB=y{m{WP@3}Y(13Exfr)mZ>X(0e&~YE2ijm2&wEckcx2PUZ4D
zMNEG{%(V!R`rT4<t3Y|x%o#qcm`r8e4_^P^+5<oHR6!xU?7OQDJo_57d~h3$ayc|D
zSPBZZUCCaJ3eLPRVG*J_&irJgZvA{tCVlVsJ)#-ZZ0~U6;u)chcSV!CM~aeORk?wQ
zH#d(G_;SC;tXs2V4)*7D&3f9lRN;fN>MTOHk9ro&WYuL+9!+Xn5l-a=v*-k;ixnHS
zS($Uor=g*(YmC9Z`1goSz*@V45^QM2PpSw&)UEe%Cf?Vs_oKK-N5@?H=H9XPVX!O4
z^AgL;n;GO2>RBUB>q<2A>`mI^_We}C1Y=P(bEDNGA?xmVnL+r|xo-qsBoX#(Qi-7i
zn}ZczzPxMO%0{2m(B2q`AKW;Z%Y@_%$rPCw?Kz4$_pY%O-6!l)H6pUHvB@H&;k8PA
zT58J4zR-Z)xS>0F-FU9Qb?W9m17+gV*vxASG8$FRIo0F0<oD2Jr{|c1Fhc8jPZO6y
zU2Xf-?Y1kp9KNXa*?*^lZdq-%a_<_I+vi+gOG#kU_M(C{+kDerE1TUDBhg2<a*tV8
z&mq;~?T##MN0v9O68IjGodnPbn6bd67`W4r+aa2%TKgL_T9R~$<e_Bq6S{M|ZqTCS
z<nf$L_!RSmfaVplaLB#0xnyDlZr#o&N4r`F;cwpHg#*a=&h|PNSD*Fns9hXDKysCW
za>id2V#><PeOar=0K_x=_U+puvbEaz5Q}^%g6G!OSTmr5<yLb~y6qz(BYh9iNBb7`
zv0(+;jj=-e)8XBT;hD}8!@N8^J`1X5HAl8=%#z9iB+^=1lZLx93$iIGDYCJJQ_VM$
zF81^C^7<OeRRdtuZPwp!_^ORVPzrq5^M$XjTVD}KKRq`NVl_2@)(aVNX7|%GGk1CO
ziv**>&Iq@C*xOF5sF*c0-rGi7Svlk3;rSR!mzoaufn?cSsN3?e%9>kO%C7tK&HMN7
zODn&$c-!3GE{9CQ&}&$=a%Pkm_uHbpjCD~+c*>=HUY@w`-=!_o+C<S{>3rqT`%c9c
z8RYNp|H38l%WTiBP)kcoX{*`q=M~Oc$auYd8^cny^{iVz$=SBg@YSARB|z})v4n2Y
zCVSA_xTg?E2NadwuGVc&eKpZuRov;JAS`C)gTA?o!MzJuBG$o}IO`SMH)CO`KIa_q
z*0KkEBgrXcI|Y(O{EK-t?OKomCI)FE`ah_cZ?ar`P2s0cPo=~B!rgHJ)r+$C5)vY_
zGcd@i52}{HeS9sp#>a=qAMY$UO$XE|XmNerybzDW?V(mn(glvBk3@Ha<>n&d;{&pu
zdmwu~b9&z*LlFTVv$N~HZlwzsfNu(1P6-So@{AMaa9bR29coe)Y@$(VAub6->grjg
zfUkhu7wZ!c@NlC^O)|@Lnwh-^A<zNwV6t691x|+|BAyO6sp)0G;Qx@&WZ(IDgKNRa
z^fyD|sQY5hEx05M1}P;a6wQpVTklIl5#OJVZHV9!#ooMmQ{+ES`-89s1p2mfYncm7
zq(nzkK7aoFwHaSzadB~or>Cc?oW6aNnqZTvdJ_%2B}?^fHJ%zolsqOT<}p27>NIxL
zUI$Tx)FK@Zot*{4Bv8*Dm@>j*-dE4K6P)9iSX~YJYsfNZX?f25J+6Urs~dkE3+5L~
zs6CjjGBSn=Y(!l!0@pvg%}n+W=jO1OZaV+hZG*$yYUlHCMv4u|)ollLFH%!W0y14}
zIrB|pY!|SV>yD0&)V!8ykD|}FjryEtJeTSh!d)0e0Z#9EjpUWOdcxjYjcO-&(yFqG
z$`i0U-``TmcwsX5*$J%HbD4j>EOs&w-uC?+o0!vfuPI_w97}`-2M4zev#%JWmX==X
z{MXcXj9&VDY!9NrLdSctVtce!E+xK0b8jz&$_FAiqp=EjMBI-H@jvAQWWF%r4b1>h
zS0&(NDKI0037wvmmsdJ|;ej2{0L}&cxxOb3&1b-^3x@5Q!>(V1LdTX4nE~7wnNwU?
zSeTxj6;BlpOgTE-RS*-yh1=Udm6krcGE^cp!gTw#-_Y>zEn#8Jm$SICr1Szex%@Ys
z;k;l&*R^ArDa!&9DPRHLTc5B7qCuxQA5astw62;Cm&#xQ$Q&k??4_7!_^fYIT)gO0
z5Ev8`GzovEpitlL;ptg_x_lo#I9}`dp{(p37Inssccx1C564O~5fc$HK%r1RkjKkb
zl0`l1Rsg_n?(2(s_Uu{R((K(M4Cdy&dry(JmnbQ3L`6d50_pgpN?~KNfJsiW!DE2D
zF${NU0+f%>cKKade0;pL<IeK?h6eGCjg1T8-m9o8HOyT;K2-s45Mj!`!}ay_{0=vl
zCL5p0a;Hi2eUujbJS7JIPBzz?gn`erx1>$C<|nc1ef1(C-_8E`@xq{G21Zro@nfH|
zn)@z3WBy;hJouQE#Xv|%SRk#2FryGYLri>CPEHQ}TCBM;E$t1ULiL9&`JBwmGClZn
zD@#jK0D?@Gz9hrEi|2;+V51#65m8#|H;mT418;0-@auoBsCbQK)6{NxK(w{B6-XA$
z8c_Xj0FE*g&gkj^%;8wuk1n)qP&bZ>_GW+e<jIp1dV3`ETx)wv``4>iuRc__&K(2<
z>EnkF=hrA}Y_G3<`gBh|4r6s4c3d?cYh!77VRz<bMC{BM+4Z$6VqQM|%_a6msF$8E
z*(FgJ`e=|?Skv_)kw-^I^_2a=&x$ZEn}=3Lt(GVx?cvVKQjSWSNOK%Cnth7QJDywr
zeb3!|+&yO=hb;sB)}7*@@m;rQ+$A3?HHq~#qI}%;(xCCf&9%#Y=jXs*H8_$eeN~C|
zqy06azVk<#5?dL;Pmh&U!UBCO@e(G5-)Xw+Uk7qS_HfcBl-lg!UhpRmv6<+){-dpK
zIqS|xl-ovU7-~W>-kz>(pEve`1y3vpY#3nM48}HBVAIU0i;G6++NLmP-{&x#>8BB^
zYG@$ObXC|a&0~=sot>Ti5}vEO?Oyn82H54_F|R`%w<%5}QavufjuoAuk8=K6NrXi(
zTm>%cwS-!B=hpg`{Oq8&Di1|!9QZZJLl7mRzrxr1%2YRa4R^5cIBV&v+EeJGlt=z`
zy7a;x3Y{;6b>rz7V1voOB5TK}-n%E^OulSRg7CGf-8TD^nv<io$ul4pL2}j^&czU@
zeQDk^5c)orPCp%(qx%*cr9UdYXYCwid3BFqxj_O|`0uD$n`8umw-Eg+w!XQ4i|t<*
z{7fYhfYXE5&NpUr3MPUo6!|&kUUxP(24+rKE8HfvGru#(r!!Q4LMf1(LjE(9CZGO}
z<AeM;qF;IA>Wv$Of5m5T0<4NDO783H`(I)I_3JBtg>DXcd3pE0!#)oW4+DIf`Fao6
zM%3j+HF_QjT3LKTaArOag<ALGQnS&I+gGWGH^lpX%*8wuC~n|?u^MZ#Z*nrjUvb{x
zOLsT<U&D-TYHJh!AL$L~u^n|FDE*a2l6`@8@%L#{kVx9UPy4B;NbKLIHNVXhPmBc;
z)_9p7xQ6NJ>4sHAULMHMk{pnmX$}Z0-9*V(R#yINszgK}e^1rK(vtt*Q>CM;d*$C#
z^^bmRa8*c%{_o*sWo7-9)IFF$Z2kLgPt(xQ{Kws9dVKvb4(>uk0^CqYA3%A<8hB!&
zs3uh<uy{z0Jk>uZ`vRfnKMn%G;#3hB0XAp-fE8eil^J$3RRF4alY>L?ESGw@<;-Q+
z36O$2z|Y+_x%q{KCqQk=1VWR1$;{j1)5OFNtZzT~eVs54Hyaxp4xquQg0!1YBW?y!
z&Q-nM;31tTpu!Py`SRsUno9FEAeAu+QCxxPFy8@7$m_V^MnVh#^?QrClp6LEX)SU>
z``4VedzH5Uuz&jOSr~rQ4^6&eArD7D89WR{1qG`H3t|}=naS*>iN55#fq@qfgZ_a`
zVig4IgZfG7Lqn<+v$4hw$kwiODMOH3Gu4w46J^cJ%s7CmT%h*;{d;!-0fC!LOkTDt
zL)Xp7DJZVTeg^`$1$??G)Ovkf6dmuRDI}Ltc*rXt5Wl><e3O+`?j^mD6Azt`(+iIH
zwzjs2ckc#x-{J(rr<X|S_^z>#(eXtP6BB0@7KYK%(baFJWn}mz;S&;Ksf4`-m;L&y
z+bk>@U=D%WA{a<7s5;W8bKkchR7gn3di*nv#V}TS9Y&k10s$@}EbOX=othfW{{FuF
zt5>h)SR%{HcnWeb118G@1;x&Xwnm1A=YyMDkalYt=puJq!e;=u(ec|#zm%1g%>c6N
zQ*CWVAn3~L=v-U*om59;Rb1Nm+1V9Fk~ArW``Qxt>)ZESmVvT5=}J!@5+2UDVQXWP
z4(LyTG)OfEyxLqQ1NSUyK7PC%%B=q_Kl1IHH$I1(+H5YY#AnXb8wSzR($?KK9jz#_
z3OFCk+S=B(`u)F?YAaNzu&}Vsw48pAjTc7W&G#dxZiZSr@w=E@hiMdSECB)cLiBzq
zC}kwi&gyOK>|DwZX4l0fID2kz<377f`+n8<lD!J=R32x`+WRnW*yTBg@rg_E+`_EF
zWd1%r=WIGl^sKC`>b-AMQc|LaB9ULee0gZP(H@E1-}Nx=Yi@or5^W`K6y+)$f%HCm
z`Krc^{>cw;D-z4roA6D?mr6=Z)e*7JH+FV+DK%dTOSWztwyw2*;B0|!S}qSG@{9C%
zaj(N%UbY1Y(^{h9-##lsl8*0A%y*_Ha1M9#d00(0e&(AT={t|%|FZPCD3@{1E^dq_
zhq29+uGSSd0@)6-E*Qz_C89N#d`5?EiJPw3XZg=_oYZ1KVaKp9N2RLb$Q$bNcyq3u
zveGS6Heo1}*$pGU0VO@IhqO!y?_e4)_qhKj6Cq@j+PU6kf`i$c3SQ__gQWvecq^b4
zI+aU~!3P21)x!#Y;xb{OgL%eSZdl@;>+JU!RaVliQ)?)^ZH8Yvkl+cm2#T;xn<N5F
zAW-d7qugM3_hnfK_^MTxnPxQx$gIBVegcW!HTFff=A$=`Pi;hz{KoL3oNfZ^p@hk|
z70T|u_$1;~W6*ikB8KqXomK|NsX*?!R}(<`R5-h=T)kSgtI?`~8&5|Th5xT>H$Y@#
zIiAo~4TbNb9M{rXXt+$CzW(reWbdZbQ?lPVBt+*70~M~EGNegO{C7IUGKz@uk08Gi
z{F7h7J^!fI#g3~i;{0dk#Y+kz3PA+?i*w1`oXf<UW~TX_$bLoVh6d}5C%b1K1ctMG
zZMNSqb95Y)5xd3wANjua5=ca-D#!l{&1bKP|0e`+S6^vT!-nBM>@OuX_3y)c)hliP
z&qQ(iHu2wy!ob-0Kk^uME<o7%3ld-_gTPavc0$oS*1*h+NkT%xG;zf3H%V&Aq6SG%
zg^tHuWa-hpi@)!$LwErHY;0C`_J3VrWOVeu1`cBH-&sWqNPd4M%s-FC$H(XI49E3W
z-@i)?W%&m;)qF|z1-#|2(}GjD)s8Eg^H9Vyff8I(ef^`j8{7=PM}7Ze!-sJZrSkG}
zRaTGpzn8YxaV^WMj)yWbB!6dX_tBbvJ(ha}=d?k=yQ}K~DJkiYKsnCu>=Y%>*#Pm#
z0qiC3|Hd=`y8ks;gD;((=l_0apGVaHb;(~9=73e|&oXgbox0KL;vgY`%8b|@<vf8U
zXApHo0PzDD?uK7rU^>_wa*?`kkHPk!np8OdXJe${<YZ^3o@W&A*qCW?tm1V5+m-{q
zp)*vVO*m>d=4`!`i|7g#J~lvugIn6$C7k}r*GJlNeC*l{XVJZC`8CIU^>uX}R_%f}
zSjgxF-ns10P&yp%&lw(UEnIr}jE54GGKro(`YmvXh7o+qFEtr_07Ngr1wJ#3z0@l?
zP#CIH?!Sx>RYz9RgRQppY&h3+B|=3}?DBr3HL^5Db!bS=DW<8x%RuK1xB9syIU%z?
z=ZDoA8(hTG%w*Xxh`*m75H{x1miF#*+mMiuj3y$?7rN3x{V}XN4=}bHpy11vXnt~h
zG<i%<Pp@@mDo?$#&J<{7pr&4Bh4>26*aE<ZifU?iR%xJ6Ie<AP^(Q7KboBKlKqj2r
zSfBX10DiOv;}a5Yv9W~$ti<HfpiRGDA?8i$+X8;2dw85eFGP`5&doiMkpX0pl$6QN
z&JK<Irqn(;sm14l;Taqr?goLs-c*K(93KxaBsiE1yNgC_JCa2wZ2^kZF*cUM);w$w
zB_*LrNl<(O0>A#Y$;rvO!VT>rAO-rV?C$qSVcsFXJMOMh2-EPGGxYZNcZ2__o0*>0
z87k5z<K*HB10v2Naq%ut!mDowVWZv(<k{yhXOZme?Da?cHfZgYk#Yr0z*=JvE$`Li
zxd|Mg7+!@bD=SMrempNg4w=IeW2FWH^wGzUA0L*+->Ol%bm79))%M`}y{emc@22_r
z5nK52X)x*Tmn8}a3f|)9uVh~XVEQ&IE9Dw%O<!>_hdgCGB0ry1S6A0}*ivv^+Y%*^
zVFTonNkN#YDFtGxQE6iqosFp|%eXui<;}^#%^i+FAncvvZ_(U)<<=Ax9fNjkTf^6E
zZ25NCE?33X^`xyoJR;)SqPw@6ISPZs2;9AT^+C_0{@9t<mz+-7AFEIH=S{b6x?7mu
zmcX|}VH|5YTU@X0Rmb}SntS+uT2QCy9Gb8El3Z(?afq>abKKZeVc~srdQVOmcMZ$&
z<N-+XV=xz2*<6*jxM=OMYUc#bmdhZ?Pg&|=CPFr6?*d+J1F0bcwZxU2!Nk7vPQosl
zJsN-uH%JJZW|%g{E|}*sudo^>dqvsuk<;XLLiA(7YAt9hxj1E-A7_Ji612X=Kg{RB
zKHXUNGwC1Sh9?=))wb8xu)mP7-*u$xj1zjWuckX-g|i9$&RT;B(`$|GoigRgf^W`t
zetCO_KVPlHD3Xe@>5e}L0js5u4Vq?Go;^z3yTK;|o6s{)2{)p+mo|o&4(?CgbdJ>!
zQK{#=arFJ`U}D%+=bIyqZ)sOdnrqv<XqQbsRF?<3@GG*Ep1W<IJ)RJ*wNU-RLI;*v
zIWZxKjjETQXPdLU${st_lr$eHmqc9s-QA`i!-nE>ZykWVYTcpDO;P5iP3t}Mt2a}h
z)qzQMU+`Q&y1Q`jee>4B9ck{1LTuXPmsNziw6UZn?Of`VJM>$K+$Maay*Ighjd*j_
z<>)lT^3wr<Ic5*7<*%unt(<?U-?N&=P6Tzo(ApGw_rrVLY_g7zqjZ&dgFfc06@0uN
zEHvjOHCRZiTyhxX^ec?4%k~cR^sgLk`;SH>DvL%V_t*t(X3P&ppB|kgYN>l5LBt8!
zb-$xMOcl&JSwJY@;@#-8o~MCoJgy~#`Xr6n4x4U$yOZDHNhb7|d(4SFR}B#a^mg)t
z)yg#vCkk^efi|2TPh_s}5@u?93loc54Cb{Yj?Z>bgG(U7EQuq8z&rks<*FII#2d%%
zQK)`L8%DBXMR?d?A^`7Tv(7zD{|A>!t#qgVfp|73)jqv)-*f3qc{FL+Ut1kOsAO5x
zsCHz3jzf-c6M(VT#8e3iqy!LvFs%Bypsj}u8MGC9`+-~aJ3+Isp%8|HW7O%buH|b*
z9Ik$kg_RGs+NTVU-%wfXFF=b7l-;W{O}<p%0WDJvaziHeT9C%d6FdF=@xz-Ey*Q92
zE!b-cLCn6{kaMx*OM33l(Z>$Wuc+x)O$+9%ixKHHt+WpsKT<CYt2Y|d-r!#tu4HA<
zC*=1RyaCCQ>zBZ3u`VWw56GmL5StREYZ|U7G&3?yrR>+~uHm9fDYYes^9^@1vU_**
zHcx2T;&CeWaCR3{a>*OYkdHcuo)xrQIM>C9#ZB@h#Lm8}wm6<_H?8t<HlkX~`?!L)
zD;G<cw-&u<J29<P)Y8V6q|=O_T~#zbrjk2%v=#ZaeiwEUdnbsrk1<CognNq&uzEZ>
zjxzw<%{?1lVwalligrC;=~SgoH@{6I(QV8flp!Lg-}PnsjYtK{bq{;tPEDcFCnYku
zY1}WO8DR5Jpe&pgI>ZHf(ROAjTx!fpSho|o+m-e4{Uhn6FH@^q_ejpH9nAQqow-dt
z4;{0OfAmQ16N@OSLzoKJhs_O={C=_FQpIM?aQ&O_%fVAA^Py6N;o(&-q!r_%HAQ0>
z8I#kP$)HUG#kAl)e>{c~qW~N{m0NSp_|vA-Lo6T6(u_~G;|z{p(k{=}FNt?e6?rXw
z+}EBW*z1IbeW}}pnjMXCymWB0ISuG8KqSC!HyzQ}MUiisan$&+d2G~IsLE8}$VEpY
zJY9l2An@XeYi0IRlM+10k{8h4&r?zP0A=B|G5^$KeD&=iJ+?fSq4vn?vLgX%>e)vQ
z4VBJQr$#>%q$gAl$v<{*|8W^$S&JRt4}`#J3QD=@Z>BGejYv{#(-As4*&f0t&(b<H
zDs;T$&d|Oy-uU5QkR;&GK|iIJVe^uz{a2Td7Cfzu3=C6!(KuTZ7z?f4{F1V(w*o-y
zF@(M5Tw$5#;rH$PIg?oQtQcau$1}R&!pB)s+TBwtx-}cGV`<ejI>^(`$6I`#v$fIi
zV33#y;_MA>D>Nj;4SQQgjuI}{TOGM&O!h193Asg$g<NYZHxA6BA-{4wXW_QpIwW^C
z@W=29+Bna>s46TB;%x`8Ut`!YNU1X(f$%Fb2%s64I;pTIUd@0n_*<~KT%4J^t<jFC
z3^J_Z`LRT9V3!DoThlO6NrIY^gca&Z`eK6;HQkIDtX<{`rNoly@w?ny67{$X@8dj0
zf8UWPd1>iQ!D(hYQ{_JHZsxW0PIQGH^`+TIYi&{m6>P48<wn*34GeYcFh*J@mx*`l
z)`A@?b~2uS&*19y>-Ycy8X8xo=O&n)wA=D2DoMOXv25+gG*2(wZQsww6^u9hHXgK3
zD%@p%hoSE}R&WBU%vEM)5-fI1&&cRXy|dd9B{nlXYajt@mAOO`ZjvV@-*(nAK-wwn
zRp2WS7vH;L!9S=2V4-<eKjGs1RIyWG$rXqFgKN~ZlTYqb3wOxTHosKuz9ws&N%3dH
zy{V}Y2B5f0r7Hj3ab>24(+MI*Y(C`;Ls(>yC*5_4eV;YNbcAs!?LRv#r#KX0vhi)n
zpw^GBj$aH$Me~F^2`W>_4@*wkb7iL%`TDs+jUKBm{wgY^ekciCJ-Fv-6svj*)t`9m
z0#D(w%UibRzBh#qT3Hziz^(f+UD)~;kHiT^DBKpB3-AkJ1$VtC?Q%eY5gq-iOkR+!
zqRQBVL;sH@8nlpkT<x565j%jTerjA%n^UN(4!iwdClBZH=tZX_sOC7lN9Kck(Y@BR
z41lJJoq*HJ07D5NSf<;=w-*=O<?Q^{=Hz_d-}3Z4t33RTM<kb8By}d26M#^xM)^}r
z%%zswaoUx*JjnrLyoy|KUpVcRvx3Iu3z{E`b&OXX?ny#58^Dc8;Mf`+L_`=_xXPeQ
z`{A0LzN3S#ZP+{Vb|0@d4t{5i;#BK-9z#BnHoVk!p9N-|>>o^mE8qETZ?V&nDEf%p
zl}h}4b)Hx2P+Ol@1IgZ4=Vv2!Rg|h2>PM+>pxT)qJSnBhrCs-S+h@j=zAn*J($S=3
zS5o^+qoyE%?+{TTKMRYhs;YnkmP*1*_#Qf*$*zxJ4Q}Ogt`=tO+u3ucn}T$cLMg4T
zer)!E8=w9$Zi6rV2<=585meu`$}%sFm*LFSnofh~h_}pzR=C7-R`wX|Hmt1D8lr56
zEYhC!&T(m>R3H2t77-~akZ6ZL7MH}$gK^1Qsqw2voO@g(?q%c1&)CNW!(VYwI>&jL
z4aR)sM~PDg$S7oBVP|i&v6dGz)`S5~ZJ}BC>=IfLCZ4;pDZ5Odbcp;c-l}$|3A>DN
zAZ?Qdy10S}J}IY@rgYC+14~=#HR72jINy1miITJ~2I1nlRf~Z*M+M+Bc80VUJ|1Z~
z(Io9G$4>jOqx!N+=vL+=uV}RObm^s-!YMuq=F4yP5pVpga;mG-VGo)>h|O%R<Z0^|
zi*4<;$O<p+DvIZtwmpg=yC=9-X4G!ngDmkt{wRV1NA4RCv7XcJ6->tkvFQ~xKJ+Wn
zhz|@kb~Jbwy_b~PEbkw>*$4CyP)3Eg(K|&ryxD<fU&`b=tTFTq=~g)_*vYU~e`^9_
zO@`g*KO=;Cb`C6K&SjBjUAwj(J-swLkbQW$yfl(I?d|hGMUCOKZ&uX2FlL5dlQ>jz
z227&5qsunV$1K?SaN02*mXH0r?3SjEJp4}sYT`atx(CK1F8x{(v9Udae2}I};X*&7
zd119+pEXL&sK-0DRhrMKt4bqt-HbTh#M{+O!IW2+K%!YSWji}Nr<a$dwHt%ddwP1<
zQO9p7H9(n<Ak^Rg%%g`7JAn6BE-*0gBQxt(0s_IU1=#3nT&7FYMNr_EJDakp&CkRm
z-dDxWQ9LCQBKY=s8bMEK1sIKWKP2x(fybr0FGTz)Su=pqu^Uuv4FJJZeD<tsWkndX
zF6OW|;a$J7yEY~Vt2rvQ52!ib&i}~DzeUfzm`p!C>L}nnTJiltVNuC@Z<lDdoI?YH
zcNK&l$)%t;Kl8qlz<jV!mjgJNf!IY)a{2xbhms{wGqE1V;b9mG8Pg_w;`GDZru5aY
zJEIeLo7*dT&lQ(A?wTR-o7AGC5_qN>BU8T^h`2c>t--d2WCaTF*UjOA&$&xqVD<wN
z5kuHp>4k7{b9V#sXt3DxA)$Y8XvnWct<+>;M`$j=F0m}QYaQ73e3WukA4R{k^fhWB
zfmja2D~Q+7-@QS|Pg8N2!jntccpKf>_5OxzBto-(AA*w%TYe$|+$34Kxq%)Y9<mjQ
ztf25|>j*_{H11Z8dz@*~xi4>Qd}kCOUHuXK@18FzNp*7b8YCr6fxGdeaAxS0wW6u*
z#=<00pS64`-!vjkWt~wu-`5&ix8DiA?d9018x*~ZUy{oL!kjv%+fl*muLKSo%{LZ$
zl{F~{184>8L$Dg10|woQwZX3J2uVe=qyqzIysfi?10Rr9I<w?c>+HXHc@b=^ub;!u
zr#+yjpm+o%`G}+>R+eB|-e&^(rlz@NFefJgV0H9Kdh6{So{&H{Gc)7c0{n5A;K$!9
zoXq@*wDd(aRu$mIC<{WoDts^I{Y+F8=ed$n7%-sP)9c>RH#fgmURmisr|U^bmhm_3
z-X~K91(^N4y$*L=I@f`{SC^~R4GljGRD84ILodxX47axjpTfnhH`WIpP%V}Hg3EI)
zQ}@+WRqM1j?yrqjA~rE0+uPgL%L8l{fHBAHEDti0HlQ~)Qkt5Y+SCb=*@;kgZf<43
zw99Mfew3bv%B?c@E{_G%@pf4}WC}jr+T45|zS-gS|5GRbkdor@M=0OK^~ub<p{uWN
zH`}WHtmS`HpXn;k|5VC_p7*_D)2?%DgDURXVg@8pz<fDrbBlfDNA3AaX~5=ZW0(Jn
zYP+~xUrS57CQs%hd7~{ZDLP5w^4M3bOup{|{I-(}cU)E^QLkUWPT`7docSLrIozJG
zMmDcrVRM#xI#zyTcK4m|G&=fOktFK)_;^xk->nHq@re6+WyZhi&NlIbo=XAjPdD;*
z{W7+Y#Fn3~$DY?^T$KNyqCvQRXudVy*%rG3XmWn|m?mRBBT|NQaw7<7Ikfn+E8hlB
zzbSvsWQnLPBAVn!ZQ9)HXCc}l+;umgEa>r*C+B0(1lKffY#tN}FZrOh&VL)bEmg>d
zrWU!uBfydeOxgihmJL4|DYtr53+x=qnWOq&-kjzz8{u&PCTG6<!*<tWG1r6cq=)Zb
zo~;@@)dagniGQNyHiKrpe=_OL7qT0JHd^0Mc1a(V$Tk3E>|pr&m8JvQoIz!2giDC5
zr-#6N<00!csRyRnXW-eMhZoE&nFpiijm|Q-J{y<21#Imr$e>D{Y5^C_p4r;hBqBM}
zjXiSCr4NW1IeJ=yepbl6Jm~Hv|JnB5&LFcmo~KLop|kOy2d{JXbc|$xeh4=djYxyS
zXXO5D+}82onty91V$7v-0Ix*?zlhgrwgW32z+4A)qdSfBtHePiu3+Fh(qY@EU@1CZ
znOYP$s{}}!)X0X0WhQf=%d?x>P3@x#@$_URG8d;89v-g-^_X4#cDHbu%6R%mBp40E
zL4uBs`hoCA{+E1@R*^6as6xyO+<Vgqw;r9`ZDI`eDR_<%UUQs7-yOkV8#Sn_iFs(u
zR^b@JEL`}m$@a0<x7&GF$n+g!g<nGoxp2V)vc5+{7U7303bcx*XHSP00cOBf@K-CA
zSkS%QqEL0Tn_ePbY|Uqf_0KOvP!8)289|=6k9k=9kT2=l_R&v==`M%~KEf?)|Dum4
ziu!T<j}p7kZQ>9_Ul$paQvcYzxF|iY&7Z49JEc^Pp0I2#OV<vE5e8faSVxu2E0$Z+
zxr8Tt1>0+6PhMY~A7q20%O98~ImwRaq);1~nQ}{&HmN!O^k2!`+`NLb(I+Wu$ecSk
z#^ySTIn&C`#%ok5_9ow-N_lXkk0pqp^y1Gs1IDFSk6}knKK2<|A3Skyah(&paMz0A
zapOfbM+-?F2rrFDVivqRLuS_g<~^ds({v#SB}wDh`OOtN_MMZ32b*n&-a|sp-0P^+
zDE@PJaIlnGzTPEaXjc@pSyZ&}qYz?_v%G!LEpZ)h45U5h!d-6YrKv7)aeD>HVtD3F
z(Y{eyBCT3xw<a|pDbwp2LX`7f-ij4UEQSM{=OnEsyWaP6nbuRAOE~e8yo6W5V>*#j
zSGaR@hzQzzcf9`vM@#v7Vd+_2%Ju3mMn+RA@0lS#^FmP|&h+Vb`*-P`Jj{fY8IlAJ
zfZs2b$9*3p{V{l#9t6Vd9F{2eoP_xzKvqB}LhHTgaD&)c0?ENEitC%OMsN;}ju6rG
zK!Nt8wF#y^Q>$`1Ov(UwemH<^hgFnYkE~y%@111@j&+_DnzdtHgfx|iZRzajLF3cm
zldt;?_!a(Z?EZJHuHD;EqTGn`RsrRy*2Dd|q;9MMoWRHBU?J0b%z0P-_3QUMnQO6}
z#`EEFLhl>t9lz7c5nkW{7VJL%S2vp~zXIlDU4~4=;!MA^dpfxuqP27qFQ7L|rEz_R
zex6$vpArb71YT{4f^oq6RC)B~9#GFg^^vQw+a1ry*tq0JC7tfLvP64%EGO-rrB&hg
zn0uky%@<^W1MmvRMyU%}LGN@)nksGcs}GDUZCBw;&SuA!R#vTOYX%&kSm#pKJ`LfP
ze`3RURE*G`oLg!XziJ#=M`*+07V{{I_X5?gx#w_m`a~$AS=ZRec#q=BT9Bu(>aYw}
zgd^~_rcLn6VP?Hj#%PS%Mh$d{w~^ZFIXnFXR_09SIv$FP696>(apKlvA<30@4)X+O
z%#O6PR>JY&e4)|)p7vyWTaG~I`Dy2aq#+hWZqenMFks1+&I_MDf9;zB?UTt2Eq_2Y
z5gC~T@JeiZ3g^*MnC+;CWIiz6b-HFAg&%|`{$odCeTd_{S8?Fk?>`l~_vuExz>JgO
z8y%h{NyaaQT>Y~Vr)O+TLUE=|4WXGc<VkN$Fc4vCst&eW1=rt~_L@RM5m<Bx>LG5$
zpg^!N)x$V>NYkL=vILEX-+rh4JaCf336d;`Wo8p!y%_<Ev!E%I{E(L6iy5Ue96D#y
zcIZDOL<hyEU7RrqW%pqCb75Mc5ep$D5mXe=`m*+1`<m`q7Ax!9cn_^=V0=eE&kEi6
zxx{{$9&Ji=+lT>BE^44wGuS>3Vt2*7j?is89H#5pQE5AEGD~po$413EGAE@oN${pk
zNrjhLQfB*X{m3jcuUrz?Z2SO1T_QQvpYL5|W5bq#{12WD9>rZ`Vq#P}V|2JYhsPBo
z-83xu%UW4rI?M&?N6dV?W3cj>$-}W=Mc6K@n5i8rS4YCKiD_0vL8M=HTnHla!4E$u
z<ni26!rMBUn1+VEXYUaHpsVfSv<^&y?bs|q4F^X=4a>kmEeX`%)G+g7!q+}jZU?_F
zb=32<I`yyU$iTKy8Uf^|dPT+{+fokg7e3#fq?Y!AIqAEOjknmR%VRx%4y>w6qX*o&
z=E?8eUYKT?+Q^;uMq=?cu!Ta>I{VC0@@+5L(jT2Uh$m*MOp8(-9>Vf;U{(ag444bS
z@p_2ur@R!;xx+Gx1ZAi%CO-)T!?`puCCNf+tL4&woZ4<0CjK=W@=u>)RiXOX<2YUc
zMOvGW_&v7mCZ?u!btAJQBmuv#%ptF$;tRf~f>uh0?p*X;(+})fy=m2ByVigcyA=QV
zXJo|A1h6%NnTYG1jlciV&?p^3c0<y4r#Gki>99W6%`zaC#58_qr)2mMYp@HU4%Co<
zmco^dP17ftB&RP_QkQrP2^G~|p;LqG#u?r>_?-okeS3No!J}(+*jih3rmJ*y<>q+N
zJp^*hU`R+1v)g_n4S0C?aJ9=njK8PcdWT)oJiZyl)pynaaS&)z<^-s`po@z$cdOe4
z^s0Zb0IZzj;aM^&sm)P1mrILbvoSx%J78F;8ZKyTMRj4QfWln!buX{*r9UHnQ|Z{K
zc+L&k9@(su0^POcaO=KM0>j=Q_g<aZ_>tbgDW5;{W&wOH*dYV`n3F=0Bc#ZaStg)g
zZ(}a+>2MX4u&n*8#IIE{Ux@Rv+KKm(goJ;%Y%m@FPL8K6Tq6b4^TUDttf{%#cXDdV
zu=nG0zyu)%5`zbgtx5i=T;alEC#4WQivIBka|m@OFcoRl6RUoDg~P0Ye22AxGKvQz
zgT5>UV2VT_U}k36#;kXsV@*2AdFL`HGj)PCvL~-!^N?jFlF$phz}BW?HkGJFa)XaK
zAN0*$SXh!Y3!=+>!>_1hCma0s$DRFua=*>(#$ae><Q?TMkVsfdX=USi<T-+pHS6o?
ztV(e<gebiwjTb~Ln6YBsBTo-&dD*O$qA55vIbS1A;;`APpN|~SCL|{eG&OSAEcUc5
zfn`}g!>m?n?U)1#sId*fP*z(ULVSE*^5??9>fh7XmoXV8rfJblx){m{)7_Xu;~q7&
z^tx|}^yM&fk$zeqp%(dhV#lsfP{ZmhvtaC}&}{queR)U7o0KlaW~r}}gnNXc;Rp@s
z<zFrH1OiW;+4L$0C#Ns#BbySqUYa+m2+{w1;fY)y(v_#+(5`|s=r~f)SSk=#pdVK>
z<VS4Hagpgop=3d;>sA8|ECetzU_FWrq8F5G7ub{zCK>-<1}SW>FDC~_h_^Q(wle&?
z&{}6TJ2z*Sc*#4i4H&E}G=(7785zYecLfAq-c``hNGua@+B0WU3Z;=1`h1;@P2L2p
z17gu6pP9jBSo7VRH_s84t(Q~o!y`Oj+tV`%UDV{I_HWc#*MlGHG}Oe$<BUaRHWK|W
zhjD#hZ$!jJbVWIO2Xv;YZ2Tg3kut|lBBa4B)3dRl8xs!tVkh-+2}#rbx4jq;yvIXT
zj)=X>YZ-I>pKO+tEMhii36j>@^ZlX5pgDR{-$~dOn9<R~YeVh-pBxX3Bj)7la<^ga
z5%5j|PcYVJ{{j?K_x|4*-kpY&`+0;e(rv>H4PFfaml;u;*fvV66>1F_D$o^vetfai
z)hj`C{B=<lpf3`Az@xzR>N6yinU#HNH-79)bx?F9`>JY@`lhU;<c000%E~u3X6I(+
zUY|dIK82;C&jd7J_xALJ00Xr>AbA39QO4n}psHF!`Lf9A-lefWPN@IE@n|;y$HSDR
z+b|ci*M#k*!H#9#7TXwyW~sQ;M6!JamgddbnE?b$Q@_=c09eGz;xD`MOe1;Er0c=y
zKCj{Ct3|{L0!P#sC2&6>gB}z4QJk#tJ!5eJ81$##*s&;R{CDA$Tcr6AkiO%D0xui9
z{BW$HIlA!t6V@f4ouc0a&muaRoR<DXe%6!szxbVZ<DrE`j!IF+W(8>dOJpgZzJO-3
zv721{SyFveTSN5<K9X$diMtrWwnkP;oAF3<CB0K#Xls9EE>xrGUCDJ04ut&VBs6RE
zVZ;IA*2Vcw3)_(D2Uv)+I9~lG?j`V8RZ!zLwNkrEs#MyV&e@Dy-_)g_>!%Z1_vF{F
zPVf*eU%!;N8Y|q8B*4>=r<u$`=e&9k@A9Tbl1dkRhfFY(%~)#umZKJCv<*)CGt+qI
zQDbS|ItR;-hD9fb!xe<T%qJ(sdvWagq|7hNK5gz`tWXb~fDPHNVGZ=kk`ubGi(X0A
zL}p(Mv2*1tE$#&HcJlCv=hky6kd@nsK$pr76^zZTU&Aq%inRn-u?of#b^}k=zmg>o
zdad)2p&IkY)e*wSdyJ#5Cr4TWIKjN*dh74K>ATjSe;!<?dhj&Z1fDrdp9utC;tlJR
zH?PRL$Oj8cw|L!aMs1ekNq=*(KU^*WH1)>Y(yh@SgSQ4KzPNvn5~bSW2@|C&oT<8!
zUA(yrbutf3Y>F!3Q-d6i{Q`yaW|a3Jp9f6@I@pe3UCAPEbn7q30W|%dd##TUvW+Eg
z>((4@$V0{xd%>BAzR-kRk_6~de&u}tK{edG$@j~7{TSVg{0_KD{{dxKH|yH*kbScD
z?poGk*oI|i<DhT_ID&qy8q|?;YNq}`O%J9$5vT}i?*6e{ex<AY@Dcy@m#&RCe;}(V
zaehnah#S%|8&oj3<|1t9At@4BD=vu_@{+86eGOaV@sRs~+f<ofN|%>>Fw3=JXSX<F
znZ}*9QY~+bqkpOQDL)y(LsZ4DwwgE8bG&%_8z^%v4CwtVD(UUtVlC9ojlwxLn>K(+
zfpVtxw7qlETJWD-U3-I`aC%gkCUXD8+IA-xWN2q?n7)+njnY%AP5BQ|eBM7BcHRJs
z34mG7&t42-Z31;P$4v9)2bB0mm22XUY~uxW)im%o`gnhJADzP8hT~=C=rpOt9P2)O
z!@Xa|8>Z15QZghiv0a1n@DH>f00{t`^=Rmb|CYuW$t9!86OvbY@+DMfe308`e)jJq
zJ2IQDY%SFWEod?=*khnuav_=QZ{d|b>>kUDjXWZdd44Qz2fkH+IUG%uMJakYO2QD?
zxFlybyKGi~a69^MOs76t^F*`u9sI;L>m^2*r9lqSUDFg+qO{lJVlo_B&H0P)Vqsl<
zeLaA6yF*d&LBMw)as(9&8d^>2l&_vVS%FhH$DX79jlv=G$6K%kcw=q`&YR;WL}&&|
zLjI3tCh75As&z!KUSm%NwC+b6O_j>Fv>&jw4)7q;%0%o&`$>!{U4g;E@ZlTfq<<|B
z8I!SUI<VL@22%n~XvQVDxDMz~0DE1e|FsFR9aF$f<^cez_0$QK(cuWq=M`t3UsNB<
zAigwaYCj@tI+UhX8@f65xDjbSMfgGj(9+eKG@qdD2eO8A&wDr-VRSz+zrj@wj*H-m
zMU(38t)?p%mlvb~+*guk&ssU2QoxW9&D$rjZ#W_-{@D&%AQfU~$Z$8GGvEYJK`VB?
zLfAih;FQ}c8KfX;v?h7<vM3}OhQ*x(q_m*YynDHqv!ttyeC};Y6s`!B(Xar?cpK)n
zk*To+iqG>udc^c2K*6`9G!AP>x$2~zo1yV^cuwz?8$a+5D2PeX=w9k&fF+3j>|>h*
zq5v3?RQVxgiL=?>%l0SERD^$!Da5*YX!ZnmbB#b2yKwxm1?<PNvY^IPDbX9qTs&tG
z`JBrQ+y*yOgEHo1srJ5+G4~Z1-LI2twI>Q<Z};YQhs9*gp}?-DPqhE@UScqMH3*z`
z929PcETZ=R6#}SfXaLS%?cI0HB>_)}cVMt9P1Jqzu=h|h1QC?{tM6@Q<}G$cf+2cS
z1lG&M#Y|bIoA2(IrQ*D-tf7K05rGB>><S7E4aHua=VT1^#R%;zS-j2ZhW+M6=;NJI
zt_byKQt%m@Cbb*C+V=*k9J#^X8l7xTf{(jqMYF$kQ0w0l_8Q_MV^#KUBZC<4>>_FY
z5J||q<j_Qr=t;9u**016Aj#RE74-9TbfAyW4$-yA*Km^l(C$0FzUkB9S#}%qkUe3}
z-LiMoL~vuWA3OE8|6eZOztnapQGZkoB0oG!zOp7>;J!K;;YL#=8HynNb<;mN*skH;
zNWM+0>GXt-99ooKNrf@Xv}Kt<qx<V`I1F^KWSWH=8LpQpX2fhuxq!8J-hg}EE9Y6k
zTPnzR>^j%#$&v>Xlf<-Ax2kDOhutN5ZR}m%PA}<zJ0pGA3ilsMs-vfO6+Z2JA-uV#
z9N*kJ!X^kTThq-+=Gt&_2O;V|vtf`@T@89C*1|6;ay+%L34e#N(|LpF?IScAwyboo
zj3fKG3B(X2<G>VIKQRl8`W&{)FC=ATR(g+wj`y?+3ku$=6zQorU4DN8T&?Gm{Bo|q
zbPuB6zt)(ZG?3`~MqOCSMcF_YlA6Fg6V)p(Yq;`6SnQ_^sr!Eun&uceVi(Y9chI7F
z{D7QE`l+ePdspn9npe~zfoDQXkI}AuVI?INc7>UM3e@c;!T8|>IKQ|Bmm7GmMC$(L
zTsIQFY0wmMW$R!mKRi48P8E2EksvA))P>B-CJ0mubxxB|-4p4Zd0RaUx-GR7LOG{%
zIo$dLj@wlWOT~*Ct>c9;fY%zC7%m~{e?&nsJCavcR_vhhFE9fb%i#&Rxw&OX@FEQQ
zwO#Nk1JGT-fPJTlzH<=hQ~a2hC$w+|QmpWN>;cFolZQHY#!eAM0UpW#B6|neNC&q4
zY;|YNgO;D@gMw9EA2K;PNVJBydZfEkq6V{ZrV4Z{7lW9pA=n6*MSav41<;xt9v2tK
z^W7PEH+wodM1XtqB00HOrR~ZEgs-1p%Fd4MxAu0*Xz)&<Cxm45X;^MCwzp^ht*Pmp
z@EJ0)8~ptIKVDhlO$KGLRj~TntW85sPX4H<<$;)3y$v8s7ox$h+e{-lIXTyW(-|%B
zji+gR{1qFiXHqoak?%nJ_QD=|N(Tm$OO*(|gqTUajeF`;Q)8nyDJ>6!8NWdXgGFUm
z*R#$SnQ3W0{jD*F`}@93v6}n<LzB0B3vRW)%d{2-`_poPY8yQzz_T|{5JX{RX?cHT
zu*e%kl;)Nef6(X3FL$*~o1ZruxX}Ds;<;-OfF`J8UVO`xu7>hkPW$X7dE-t`Px~O@
z+2#)(c)VZ&tp!K%Y{1?7u1xd!^T?(s_L=@~fM(Yn?H5qhP`-WpR#9GF6u6VMVj^ay
zhBmjh(m+E>8xqd*01hv=cik_^NKf~z7)LrgJKwr<M`|Q$$sHQLIa}~SyCLBG8gF|>
z`wy#TP+%ZMes)&Y<Cn9;mNJ{(SAVgK2DNftH4VLnHQpLZCpy+U`XeQJyvj4%*REgp
zbpU2?^8U@u+co_En_m2=A??orE&#lmOViWWR$Iz%g4$3yXww*+1FefqaODaw8zk$h
zt)hbJ<I+}*1kiHveF^{gnUPZS@YtB9)2$_fJS@MMxcWc&g~&hr;w$Jw<u@+Pw87Jy
z-Npaa#OQN>;ZtEy*}Wbwp^w)bcB92EqMk9hWb(jVr2n%8qXomCy2F>U#20fSYti~*
ziSO!1O6NBlh;Lyg(j(XBi74+-w$8T383HF`LccJ0-%T-i5l`Exr{<j&=c~ZGpg4eE
z+G13Od-NKy33wmJs1RWd9FsoI<URJ7h4@FK1_c-Q>txcZxuY$z7_0}b!oiwH&}y5g
zP|u-#C>GsUV<FZ5%*vSG*`g7y74(Du=aQ~Ul{J^>Xr@%Ee;)a;sYIch9qz$urSEe4
zxcIZ06HDdt{eo@p8u0!d+yf94>UY0o`sVG06A}(>pXo_=QYD;r-oRn#6FdewA9G`W
zYbXo!{OxL2SF6S-m!HuE^l2c=-*G?BSFbGH<U=Wbi>@>~uehF}iNb4%%Z$u#VXcX0
zl1sc>J;&?_N!FCfH7!m}e&!U6b~WeXPM~By)+{-sitORIdJm$~0J)!dN^f<fTq}Sm
z*wbO+EoGgHz0mD<tugEp%S^KcPTvOd^6bY1__rN8$mm-Lo8tbT&dxF{%C+75gGebM
z21=uViU^3r(4eFOvJ|DmB&4LBk!GnNrGj)zh)PH*44~3dLkLnscMn6?d*0}Jp65OG
z-XHe%I6Pb*);)30bzj#R|Nrltl{64=nS`kQ2Iv!hMo>KL$$cDOd;Jw5e_M^$Jzp$g
z$BnFm_aVeOimryJu7XYzb!g_D2ZWd!ZSaTy29XAgd!NM77%;2Rc4U+oFWqjyi3B^%
z>}b9qG5T&~#>MA_SM?q-B-<?!3(3uurhi8642M}#y@1zDR>|C9)4r~pI~C0Ho8U3g
zx5)Tvv}SSUuaNkqCW+Qhn`pjPtk$lXfPVemYWyK=ue&^a(UxNJ8q3NHnGv-TaAxC2
znG{}fYJJ;RTQbe0AeXF731^`rG(DzkTr?P$6>UQ!i3i%ff5%4qIdPB`ynFxZzz3GP
zj%OB+KSvzp_3qZG3A)E!S4RlX{c%A!Kl)E3@Ym@B6!*q6t+&;wS9s88`hwM7owDlM
zkCkeR3%yshy1Qn}`BS{$VX4|Puf11C;Tu+($Q4FT>{3l_v^^z1TiX~8)!~UMF?Mt5
zeO`n;-JdoS8BvEG_3FVEr=rb=nyzob9G~9}`wh5y$ZF^-vyX>T*8d5ce41PLRX4?q
z@ANq5Uo95!!ZsL~9l7gn3G!43uUe9`R|dQe9sFY`_0j65s&0C+`ze?v5yY7(ktl;^
z{rbQq4^r#Nk(t}-hK?a^oze#jOn5T>^cnKmcaIMWRPDzn#(^B6_`{Od%k7(OzkG_w
z2hJk_=QFyBhD?y3R4;mB8x72^5|)J6xC(h9Iz(Gc%PX^PtB=!lAW|70t#NqgO;1%+
z{ZG`CuvHWvM!Kt~MLzq43WQgr#-__yOMz>Q=5@Gl8-UsYxtBBT4%NLe;~Q;i6vyZ)
zpLnP$)e4j4o8*NXcj9X37v6d{u)q`I(MZ-p?K4WG+!I<3&ddak(8U(zZldMzzA~}w
zYNxUF1}^Di?tPJJ#mhb?7Pk@MsWeggA>H{<w4M->+axJU%cc4XBNfW1G|v{Rj@)U%
z`KJ-IX?!%^?d{#yipmnMsq(Xm>Wee~DRIAwj}J!P2C~mWas^Uk!Ax;|4@kdEV&jx(
zzH!{t=}{`eMVzLmC#xT!>!1O3*}L}znQ<=1YD*{%k-qiS#S@}qG<N2$A=V1rvcf2b
z`l)=A^Qb<gWKT^)bBRdV7_)l<U6>#GJWrO6_R*QH2|g=s32nllTo!54W|*(F^Gz^Y
z_HoVI)&7~yw|8*gijkcAb8+!0jPF?H78wWgpk`qqQ4^J!{xN948ne{vmC*0OLC3I~
zJnY;ky4l!oF}rj3XSkO5pYAD~Wn6Hn!1R7RwxOFE8|n&Ky1S?+8<hLG3gw!2x#9>L
z>xT-8Vs7fIMEwpkQKHc(mf>9mS=(zXh)}fnv}Ek(`C;wqMt3wcJXjaSy-p&(CC};8
zr!eGWjU@y05uE|^p{GWA_q~hw7?do8k%pLETbDk)#+;7VoXT)RvLrCAJjcJR-@PHZ
z{_K%I3Gab}!iwdLOFGrNa4)!pbibVT>M-n3Y3an-SX)mZa^IekGkE+3t@j`8l6rPa
zj5Sz{_4}<qjfPSDiSCablQ`V$huO8;XCYa%Gs$Q5cEXMTfitOUb{w8lsu$XaJqk0u
zPRo~g%UzZA`Q*)1%SuADoZr7)YRZ(yrbgf%#G?%C^jWLEjLbr^&!C}|sI@B-Pf3CK
zOWFOPz}8*#_TW!b`vZ~(N9Z>0-n$q@>v`fP;2goU;vZ`C1dDyR9gkAW$m~<9*xlj&
zDOS|7x_T|~+sQR!@@)%Ct8`Dhy0_!HoQctCI`)0H-d0$Gl<er#Z1VDu_qUrL@DaBU
zLM%Srk*P+wjWLgC_Zw?&YzZFnl~L2d)^@8kyg_qvIV@2K=dTDInS62m&X5#AKxVRw
zj#TNo`7W7$n7lCxZ2=D=>fPNZCN*p2jEsaKqf8X`=)|B#eHQZ-Q-VE5P|#v3G{dk<
z<3_~`QOk(7@x9&LFDdHVvwJ-aAD@@FZ^WhxU)SVI@7wT%|A=9@xv{1-Jkf{Y3p+G(
zNh~On)DWUCI+(Fc0;zn3xX+)(b^BxLB2oMYEG_t`=cCYC%p#b-xH5~)_mw`HReM2n
zOeGeZVI6LrHeMrP?Zsa`8xy~H_|I<-9FA8wZ(`PayQJ9G;wDE_y~gy%AeA88dhE}<
z*WWE>ef&wJTNQlYJD(zbnJ%T%GJT(vbLJ|&xpRN-dMG_36_1*ZatnD~qND5Oq1$g}
zX00cqN2m=}Jwqol_@7_@%z*aMyc@uU_K{J^N&BQcUA2GW7_v2d^QGd(kdNB@O_R9%
zx}e446`E7n&E_gk=59UDC*_x}bW4`>n7{!Ft;}?g-Unn7F8;~(lT%Xm*Rh_R58Q&{
zM%c*kF6kv)9#vG~FW`f-T3feL_0wk45zEIfS<&OywKCtPd)B6aSL8L#p9KqwD>VWa
zrl=@JDg-6|ok^j+aFIA>T;Zv9AU$C&K`q-TfhU+H%jRLKE_%dIW#N<E%5{5Z?m7hq
zjPIU!;#XJKNsRA^`@4@i8cBn&xBL2x#-R+nyTxq@GUcPG6^d2YE9{!Cqzw+5wEt?o
zHoq0kpB93-KWcmK-MceZY3aDZUU2K3i*um(`cCdjeL9tVzw*7iZj+(%A)Q!z)XfTW
zgT63hmF$o8Y55iGhTmpwY$iaa;Z!rC_hQktqJ*sPI~e*5faZr7`rx}e?9Z85+T{cP
zX34aS&yivBN-ECyn;Tnt@(*p$E$KZ6EPgn$PLzd+Ox(Ugr;j}QGX*B73u%y9APxBZ
z217}T*co%wb$~s%x&{q=Ci57wGBkPm>(pnt4`DiUXH&9Wm|A%&E>Fw_+~qr|xBDa!
zj%WZh;FS=!KU#qxbEez-h@nJaF2x~moHpNg3S%ghwxe}-?4%I2Q9Bf+q0~PsrBeQ6
z(7brIzsCX$8j}bg0VxlZm6fRxP?-6K?8BY|kH7aSFqmK52mXn<pgV&mr0UrFh!;fE
zQIERo*P-p4B0sY-(!oa9G+mBQ<S{D!E}xv@=Ra7-$~8~I4L|GNu19W!5asj7twdIp
z7OhodwTKYvV?hH`?p01*{N;E=te)i)eDWw3qLSyftY1g#Beb2IM1d&V26Y%dfKt}<
zl!3}f^v?JFM1b{~B38cPSuzFoj4$kTx3AI`uI-DxV)T-#R8-nur(gb6mf8VsL)PSi
zC|;*^{_@sFc!Q=Rp&8_AegBiLQ?^N=3`B;}vQNY_P0QmEzaS(KqBh;4QdrWvse1a-
zBb=Ne?|7O^z7)h2CPbpJAH7)=;I_yehs`yAru$X?%I@iwV{fHczBxznk~T-nTXC-1
zVs`tlLr4aRxOLaXXn9XLgv9!cmiaQ`V*FBE+zKtqw%J*LdhWKeyY^n<Rt-)8ogNmf
zkd?2lf<)_<dsmX{xpPu1<S)_lpisSg*oae?>IL1SGj9<9hvR_cz6j&C7HSj8b4H>*
zZX*}aK4`1YRwtm60&z3|U-F@4|A|%i4#+VDmpV!b@3OPg!^6Wls6L28XYLA9iHCPF
zfEyUUj9^^nc7j%T4R@v=90LE4&78`@7b}(6cIqtYPgapN)bHJMkP=dH3{}p@kAdCY
z-M{^h>kejSX4xFWP?}H1<ME-<wOQeU##hzD&r8m30N)nWC2z04RcYDT-pu%KFb0K!
z(4-5f$NgOV#|&8?QzP;Z7Rb^OKs%MAAf{-8zsmnkr5|Jde;efcf2Go&t09$kaCJT2
zTu;fsp#jBLr>!;n+@hlNJt`3KJjtzAE+jza-%Oyjh)CAyy@s8nqrANQ0b1Il*>P~4
z|AWyQGa05(*E$f${3pENMfD~k8Ui-cKe=?3z7C|)mY^LPGM6a~&F(LD{s1_jr6={P
z<DFF@1&-s_7DfI`K7GM%arD6r;#g-hbKaebX8>ShHjyxF3Nz(DNJGQ8I$m>k%j75%
z(+jPle`V9dB9&ke1vO>`<63Ow)(+8XwC?&BK?%E^fh5|nG3-Fi2o58d0~k=hRa`;A
zt=?cx!#ZhkaUEP%ax&Q6?Mm*|&@U#{_VgIy<eI{e>dgJx`i3>x@l~Jf;RmCEB^}nC
zxX{<Hm1Nt0{`AMKW7aVz7!n4GCk*mHRtrE2MF0;E74T!8KYi-oJ(9qWS(>Nl{1_T~
z#74Hg_j<NV!O-H`s$yMC(ah5Hh=GilUDl;6W~dp2U`oH5UTr*w+1%U=5PHz}bx)CL
zl!7QSw@UKt`pcT4M`^=w>-Lf&J6^RIM<xIpNO|>BJ<zL*0^_5nhiOi*MA4q3QECAZ
zU&e5@QBV7oU-M7pr~HDSE@w+JCB{^qxU_SX-aaKp+s9(a&wCrZlKm*&c@dx->}*Nj
z3wGY$uN$Qo?THS`4fdN-=1gi&O1ef-Q}shR53^*(BERFA9)tx>kL7T6P#gt5)N^Mk
zfdsUm0DEsEqrO3ONcqv;kp)(N?Qdj}s)i;0Dsn5K5>yMFu5nrw6+yyOTwVtBZ#r7*
zr|DaDrGsy5`j-!hJfmzY)gJzM_p+sgh+_PKU}@)_$`oto8w(HS8k$D{0CJ3O0B{KH
z_m*n@l_^`V@0VO^I`^KjF(KwHI~|R1$NX`yh<v!C;3X~VIjgoYx#J(#R^wKluBLI;
zef)WkfXfS{Z35DD;@Dln&Aw$6{is)Pmf?P_D#L9K&n^26fP7Vsx!}=+QZnLLT(qI!
z4k!Dp`ie`jVWZwr<h9+~FKBTt4Z9z2Z5TW`Bqf(un?H_j+2(h_59Uhc$#Ei2zmdq&
z(F-y~{lJ$NT1o2n*qps9FT;7P0nFTr2agNR;I_53WR*kYHr`2GjjRz{*um}$ZBHg@
zMQWPN;j|ez(Y++01F&y)Ty}d&B~b1WCXq*-a5vcXpl6hQSlam>H3pBuP+~}D%qRv)
zX8SI2&2(F3A0xkeT)=>bMUsQ7&Tu7+T=6kpkb!g)k%Qh{7`>%y?A$uMAmfA3k#CuL
zNR((Z5Xmsau{%}95L2)qZ@1BK%I$@uoYdO77*!=>MMBDPKeL7IFzR9}2R4c)%e(o3
z5W-E&aUIg9LcmG4Ipj7DjMT?arJIs^RS?afaX|Vjup2Scz@3_=(W>6rnj$ATx<q|$
zD33q~2POBMp-VwAq|3>3Oc}C2lcC;^`WTbDYzO7u!Dx9@>EP0%-Ocb%q{W2l>sRwb
zBov#a%g0(P%{$ui<jt<%QUq-jHOpQ`j7e2!!o8uy`yuTZc&`>X{z-KSHEmSrkR--I
zlbij$5R1sG9f>zk&9;?LTW&0s{_8iSE|G>Uk=u@72p!6MwB4v=z~z`MDz!m*82>}M
zIo)&HUbKqpi?;JUe%WnBCWt{PH&(+d+FLt3s%sQ}AKjOu^w~##Y+5|<T?6j|V@Z4<
z!i369VvLPHq0!&}<RmOU>K7#E)ZFgVSki}5r^VbLB&mI<YZf8*I|(8CYTbIxdYhGH
z>Wb~P;@JBr)U^SIhe$jpcJOrTaJd$br>m-zk%^Y8XV|53(;fb8Y|ijk#+OHe_f=p2
z8a?3Kysmw=_RZ>dA(uAQ4Ap<M&G(g%Qz>&Q+F&v>!ErK3Q}SkK@9C@<DT$Yeq11ki
z@!5tBRq#GaOTIHqR9}cXO{j~ft3v`2%3<a)yMl2?8auZ~7aQ3*c?%C^b(x-OI!FA4
z-hB7IjAB`U5y(%P3zdCbx&(@2%VF9Es)gb*Wck81yTY(~3SA(D%^z7+tePAZyh@$Y
z;i6sBF5H}zKA-pg2^%MM2L+Nq_4KgTsfVKz?7f15i6`xJRWF`{Yr`jHD&~8`PNfA8
zazEprHk=4zFL3H(EpPeunkDl%LlYx{F?{@3;&sG%JHoBXG+OZ$%N+#$Aui+G@czkZ
zJhuo{Xn=2~MCWSYaZe`m6P6EWPw-QBAUWG!C&?rkXBA^GSrkibx-_iv4B>p`7UiWH
zo}o=N7bG4od1~0LK^p3|E*_~$u-yIh5Z-iy4DzGcJk#9zcV9B&lDCX32mIeskSWNK
zWx0@6dhZ)}Y@f9kyu-07ZMB|FvY%qK|NDa8p5cs)oRSOUPc$hh*V}3~qzsfRWq>tW
zZ_>XdE$8^yPeScJF%k9fp-uYp@?V;(nZHi1P<lBd$-afPwG#35NTcfhtmdf`yXc<-
zzn3>_YMFZ<+vMyQzWhfjK9Lv4KCnM^TCXqvONWvE&?ibHB87^wn#pUN>(QGx^ld~i
z5?vrI7H;0{LGX#J8D%yQjyE5nYJDLe^!AXDIpST^EiH>G9CeO8MomJdCqzD2oqy`P
zueOEb!%-CX)!>!X`MD^Cy6bXK-?@q|dvmUu(%0jT4PEpJS*+;m2%h-@XcP%=w3H(o
zmH0#VCBZ=kTV};0Lt7b1sX?|LLO~wghAC6TOY=z5KhsxoybjF43ESLx?^I&9@7<7L
zQBXId>r*6b{OI}FvR48rSEpqXA@AMkpG5?o59_H)5nrjdH_>4vGj^L>@<)VQZ{U-?
z#(8be#PTeNBq8xp(hWTD7A($vyLI#%ww=Pa!WpngjcJcVrv9?XVI?FWXR~uiUvc$i
zk=)Xl|J#Jphx?7?#a}<hex*p5NsL>6!(=Kqv8PByaGiFenBf`DsRwkj@ZlO`LJoOs
z!J^(ul+hi?<V<O6`9T>V$VuWrw1uFedWm~8zOC-U*R+##qXRE8k~xpVczlg8J9GVV
z4%Hhdd_m-XC)XkleqYo!an#?tPy4VBt>+2@Y9gv6RJPPz`@njMw7+ll-1=F?K)U@l
z$n8>6Rz8X0Z`xGD$ZqFn-`gqgx_7E!<5vegJf;si`Zws8To_fUpk(&Kw<g}Gpns;G
z(j8`9h_-ZeJR8ZBm|rboV<ImR3S>z9%*Bu=S6HA3ad1?ex_e0ALfV7Qz@z=;+v<YB
zv>hjq2MfG9uZvo7Rv?sBHYi)$8C$ad>dTw=EKiZp@n#i{Ij5dVXrw-u>sJO@U1R=z
zye`=J61C(sg%0_CrlS1Z^3<M8jRCbWBGfiysga+p7t*`fKimGxNA|J-vaZ#xUcF4z
zi9|E>de|-9S=??sUg>Aa@%5s<;yjn#bbZV?wHw%5p-q33>goBN1Ln;w`;fZ}2&|X5
zV`HT*p2F;sCR%_Oa8kbUS)W5&e2>55_|p~C38jyX4?~ufsn(p{TzF^V?{1_xF*P-X
zT-iuo#N0eLKV)GZUK6&*IBJMpcK7%w--qS}hivVSJ}9}_6xP5ug-`j&)m4?K6TTY%
z_Ex^w>Yficb}_QL<~4lGlXlZhn~+FaUXGOqtxj9!e7ZKqCRCr36T4^WW@QZ+$vi*r
z>N$I2)3q+=(1Aq<;ffn|dl*);xs5UVN+IJ2rRyG9H~(r;DB3n>6)PA@JS2vc=>Yyk
zUT1in&{ZV{XT<j=U-_>N`ilK<W14$v8eb9OV>CFft%SLJ_TgA}V2FC0d_CtZbZQ@|
zEH|=ii-{H$v{kO5groRTUXoRmSUf*E@Kn6sK${H(X{`DAp`53C>q%*Vbf@F>D%5{(
zxLgsSz)G|@b_QOUcBtEf8Jg8?j4?!pm`EwPm6J9#gr`w@^zZ}xohfj&nT5DRswB~F
zWo)H($=F4Nc139ZzWwT*tD57=0s54W85WE=&G6Aj#@VQrDopR-l>jmRx)VdtR~92p
z=su}jJt!EQZcn~-KIcAhkK(9bTn42&i@H&NQOsW`vHbj&gq^r+yM$JI6ieiB@LEb}
z#z`o*i3^KWJY6Jns^MWPphHbP%E?PbkMXoQ^D%<y1vytqBk#A{n~s0Aw$_kne+DdH
zq+JJSl-jnoHn+*kA$wpU3T^)h;d!4I*o|^62>*6{Wa2D-${wj@DDe<@Efy<1B49`8
zjX!Vd`7(YxV|a!;g7zTti13(Gt)EHC1{fp)hf=b&tzqU>kjE_jSP3P$ZS)<K4;X8%
z`W9^R#p7tS{K5NlW4^f2#u!(se&_3KNFB=|Cokz%NdQvCsQPtZPDoO%8zpF377N^$
zx~{G$Fb=C{WMr7*wqc6QRT>(ap%nn0zP<H9C!_Eq-W3d8ewwP7h@0pa`fHq9*2ke~
z&^mFJ)4+LtKj@ur*)TuwMh>yI<T7*Kr!5fm9DBkOtRs#mPnb=f6tYg{Tw$wl^Uf9X
z;@A0@NO6z}KU5W92`Etn=NB#KF7+lX%<0J{GA{<12NP~+n-myG3*L+HweGz1dnoA%
z2A5Zs39k3lV<OE4!C~DR_JGyW#*9X?yQ}p(GYt}JX+!hphdLh>a(+kYEX#T%a@x4v
z&efC0e38I^du@QwHY~@~%klMAd6v4Dc&n*@T%deew3eEZf`?%frv!m36Y%BvT-l~A
z;uF;>*@i|D|FyriL3-w50>e@y00+!d3Zo0m-Q@zwZknpA9|X>}#X>`M`>%G5ROiev
zT@$S@qt5vtN6&0NpHw`y8|T0$+^!v%&3tqwX)@P9dhfGwOqCRWdP?YZ@+0i<Mog7_
ztk~*htGZ+*qc59a0O*CF?`}qwmv}qU44w*mt)z(jsR$T+el&PxiC!~K>J5}ST4&wY
zu!Ot6j@bzteQ|h@5dUPk?39CJ_VhSNg4rZqYA!C?Kcmhp3DHaAu)Q}$JW>`cv}m3m
zJg?c_(ZuPe(QY<0FI^UG*i)r16}`6G;bK1)JoStTQ7*lQf8N=pZ4sp&TFSdi`pCvj
zx+?lwV((rE@?YeYj$dGCqM0ukVEB|sKVpN!$;Poy?55Ere;HS9(|QtMsi;E(!C~N!
z>FCM&z_&x{-=_27h$q@RA2p<3uWzgJ?q!>;t@{=pJ2P9`LeQCkf>a)3QBmF}#__Xb
zyEfK-)>>Q5_YS`iOZn_Jbl9{1maA2Zww<H6b3u6j&#V&4|60i?TID-;Zfa%4&D|A&
zL`C>WTf59t8P;~x{iMy_haEN7Sjafdp~OBnd`gbFh60NR(gzF66t9lc!^}s4UaKk#
z=?F`vRoh+qa7(IhX_c;{)%jV88&?eJ-+(wnV3gA?k^9&(*p;uTvP?}->qo4lVHeAJ
zU0bKJ$Zl5rOWy2BDu@x)=Rg$<%tWJ59dB_sqnQKZO5_vs^I9%0E;o(bh#e=(z^K^^
zKi)=JZ@jCJYu^JSz()fJ)d^(50Tgt*6$u;|4Ra3<xiRCL&}L)E1t$?e-(VX-)WyW*
zf?f^UVk;CoJG&(q9`jvh4eWWc9S%{Omcgi};?iaiAyhRZiq58Kooo|<toh*3(9kuh
zV`$GvY6IC=F?cc1IsQg(ORVP3fl$<Ne5@%>9VRCsEaJU}>t|o!2>B;8M~OWD{{4Gp
zmXQkxMO%?MK3~S;-@;&%)*4Pv4FE_Zif@aps|bOOq#8lTr8RxSz~E{ClfYprhXp6W
z-<?$s+=oIdT{i+|yahoJhR6`9x0ka$Q$e?9zkdNx*J5tRkXP79si%CoI7f(gS-1U_
zGnhY}1&*i1pPV@9$TM+swnY~rIT2UFAM&fdWClKB!r_z!a%m3RbPNY8@?T9fuwlcW
z|Cp-fZvl9I7*C)HN}VCL=djNilndP$vU~za>Dr14U&PES6QZxLZy*$Yatp>x9UcEP
zBc*#fvJ=Wrlkg3Bpv2^0Z=Zw|d?w$0#jV{;f^7LL2-p2$sp#3%fPnT{Su5%RPmH)t
za=l<lAfg(P@-=Utc;Pt4ECoUfr5&h$rUFjCF<f^H2VUU`sJ$JYJ`DaXd)9c$?3^6@
z`DU9n%17X^yGytv*ZoY(LH6H!V<hkGwS*v6^xoK~^6izF$agUTPhgbJ-C)(6Siop)
zbe8WZga28zf$0V)IbaBi9PCZ_)qYPc*kz9_z1~<`<8l;vGL?}&0o&SJT@%dHmHB=l
zK_EJ|A+x`@twaWvg?HIU=(zg^Kbm4Ed9mBeotDtkNfsU~j{--2ZGQu%v$Hdx>~Hyn
zg<Vs(#ize49AIQtsD31^EfBlXpe~xX<X~tR!zU`*p6@hyLo=eD8YXS6ahD*K83Umg
z`7mWk0~wt2^Mh{8>1(kT#Q>gzelDLZ%oIyIDEL_c=9v8r%PZOzYR92jB||UxHPF3}
ze9h{4_)X+J;oagQdU|>^kpV&G@fc8L|M+ng)_3US+Yq@{3%*hNhlD<at5yWQXX){A
z5fal^z<qWX+Qj_&J9B_0ZJih{U?^%V{x){{r9RQ<xk`<p(fW*pu@zgx{B(9Xleyr~
z7d6ad#Tz#cmqPX0uY2F)Ay2vGaftmYN8_YjTY<H88T^k51g7wq82)QbcxU(T>3@wT
zX|Kg(5c)L<w`PFWJ+Fj+c$T04$ncdgk-)QSP;E^!tADWH&BL4{q`IW>Q8iQjfc7b(
zEjfXLHr#mvfAW*z>*t{hU49ZvFpEkxwkKB0ie_vHgw@*6q~qn`0aHbs-g9|y$2wKe
zp}EWs4v&R6ucEcrnf2)B&Blej^URx>#_!4LKC?w#>JiWe;yGhNFR(wCmZ~IkF&}w3
zd-sR$DpVMv65NPa?4ycM4(>}5e4<`s%P<N84>cH5`;F$xN+kgMJzu*}M?UgOtoD6s
z>QiKNoc$qs&tIZciu3yrdT9a|D3-JUA3#M#WmRaD3;IxZP?zU>Y-0~FFhKJqrBab~
zO(6~H$FG2zw>ISa=<$NMXS1Q^SGP64TA+=`I`u)_xC&GM4af0#fb7$;h2rU~BdV%9
zF#RC~YE-5T7g6D<TgH|B8aC18z-nAfBCr|m)=toI&Brs#V)IXEwJwLsm~zN_;L_?(
zbMK6NZ|sjS^|%6y^+=n9*8`2Hi%($)f<R&LSySB87p|d;t6Sfw8lFGD7%P>^7;+sr
zfR`K0s#R5pdb3%d<1u}7;Z@Vtw);wU8b|sT-9#_!m>CqV4`;XlHkCUq>f-T=`F&%;
z(zqV4U5Q|3k!QdWrm)vr0Uccf)5R^jBBA-hb%2al8hQPQWaLn4Si0i9{-`WHICEr@
z<?*PuaKu=RVdC1regZ`Uzg4_CDF{tCWO~~~#+)T&Js>dfXo(jT&n*Bh;RKUNxF3oD
zqahW*1o2J-RGt<izRMDhguWeQs0v_dloV^V!xrXT<2#Qv#GvQ(KTo~?P^o82u&RDy
z8&(d8cY>euwWf86yEHf;zox;FflS?sWEumXcN_LqO66!rUniUnAC{Au_oaD%`Upd{
zs*(9|!n`UV6`O?5ma`zj0_(0IvdOQr3%1NOC?G`ctQ3_;!ReZBBFgvCw7jfmnFKa?
z>2x0qsYO*2CMYF$Ad{{@u-A(Hl-eMTMi<qT$GDX{KB(A@H9SazY{?y!_<MUJ4g>$E
zxf<a4`#sKKZ`{QHVm{*dyZrnx7%VUe%XtQ8yEN7~GBKeB%^2k}RN~%<#+2pDD3o3a
zM6@m7=TI6(gCY+J=(cxO%hN%tXjuveNjg;XP`6J5(Bn*|e%`a!p`l2BAS^sw1(?UR
z$5BpD!9jUNiHeHi;n;%N2nhh`P=QEUu@IH0eq!%pKt9~m(^CU(1u_<4<N&Jpsel&>
zWrpwV)j-s8_jVuC4#03aE*EktO3G8FC_FplPbjkm7_Wqfp(ZNQu5&zqgp8K3KL!2y
z7Wm-;+{hGM5kUI@o6WDBOV*2<Fc45PK0Y2uko;x4;5nOwO<fWBsxU+hZsF|<|NM)9
qZvIy@CE@@6kE8Sde6d0`aknYkDXLY3*9cw`bw&A_Qr6|$KK~C#--ucO

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/teasel_synthesised.csv b/modelling/data/abingdon-all/seasonal/teasel_synthesised.csv
new file mode 100644
index 0000000..06d32fd
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/teasel_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,8.538435300000001e-17,1.0664719132923899e-15
+2,0,4.712920079e-12,5.88655499192604e-11
+3,0,4.2729753989999996e-08,5.337053088898902e-07
+4,0,0.00023920562730000001,0.0029877380814367395
+5,3,0.19430068500000003,2.4268641268028577
+6,8,1.1094121,13.856834459080904
+7,22,1.529708,19.106435315363637
+8,18,1.191689,14.884493507604311
+9,2,0.4638304,5.793357644007379
+10,4,0.3079081,3.8458491396570573
+11,1,0.110461603,1.3796930345862595
+12,2,0.000607792821,0.007591484269925298
diff --git a/modelling/data/abingdon-all/seasonal/teasel_synthesised.png b/modelling/data/abingdon-all/seasonal/teasel_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..6ed3bf9b588ed8b13b04efe05c58a54314ceb3b6
GIT binary patch
literal 71412
zcmd43cTkgC6fcShHbhhuR8&w8g3<(}6N;#)bdlb>l+Xz!1Oycn6qFJ~I!LbpLN6i;
z(mNpu5ELPlKom$QA@FuQ=iYbc&YL^)=Kb?B<0OMj`1Y5**ZQ@U*Sgy3?8hz~V`5@r
zfB4|;V<sln`%FyCt49ujpV$`mx`8Ko-+RWs`W}wH{x;qYOj<U+o^Bq#ZqBxRFb8iR
zXAgHtQSn=%a>9I1eSJNB<i*6G|MNFQJ-nU7uHPRq0q=6u^MQ#E6BGAo#=iqj8N-j6
z4lpr2ysP>oAeA(AIN*r`weycvkYLv4w3?CptE<)~a8=S7I00R<LN1${GQcz-Erg=Z
zs(y<~<l}1KdqB2$v=FwjtxVL;`{$o42;AnnVxTuU4em4@NKSh=-y1l<Gv{4z&J6xE
zcsx6D`qBbpO^k<%!L?hA6@v%g&y(j^|9yGV>&Tn`e*2Xy%YAThjK|%J%sKzQV!C=F
zOz*#!ry@TK{`>OTD>dsg|GrfDdgcFjZ+i^oJ|%ze-aR?xnm0wNt&uU#BYA;V*RpIE
z2D7x`ya6)@UWThsQIz+PGKxvT(GB$Zg--P`wmA$N(_MM6@@EwZ>FH%jmO&4lQoSNf
z(Jr|zV?~9q72MKrZgg4w{Ds_4pI91RzdBjv*f(roWHDzBfB5j>qX!RkdypbywH{U$
zUf<3J&AyeX_L{xVijNGY{m=*-<c`8vRp6?eVmHw?J@2<(8kmF#>mFxPsfc3tJ;=mV
z@RSfjD_su@9m&(0hN4}@9^bzoffO;D-)&m!7Luoo>QlzeJPJeTJE<&BWRrSw%{-b7
z29#(e{wb_SmqrV7E-AodF~p|8_1o@~vTrXbj33oyjXum9Jh%<T>OgVTdUX|I598wF
z$1+t9zHD5x3>{Y=HyU^Htg<d3qP?&VNpc924@+ak3J7jdTU*=FI<MI~9{5K8^7VW6
zzP{BLq}_}cl>YqrlQ?;YiK#mV>;=9O%@4O!bMC)=41?8tl<`;%esxLQ_Qle8>GGtz
zs$S1Oh`nv1ltcF!_KUK*%KN)j7o=RyEaYA5Ritl>OlOW_oia)rR~s}CI~#uv9UU*T
zShg3{NtGQss+hU<mRDKHwxPZWL(r0$`n8+6v9n1g@0K3rM%wIl@`j!XN@0CP2wvB6
z;+5z<z?AihaXD_n77e3aXV95XV=qHC=$iyyWZQ7PkCTA4=kP;;#Yvxmu_A+F-!A^7
zg+_7<n{nf*bZn3ggpyDd+<hbe>DsTZ$d!>As2Q=d467D-f;BVoh>>|H*ysFeZ}pf|
zCbnpV{j%qWIpn1_gxQJ;Y!LI+BicSx87>w2&uFozW^$sCk$keah-tOwDj_1t(tpYi
zSLvYfzH>s?fTtT*Y9=#Qpw})}W>V#-J&uHCNIGf1?=*$?E07fhmd9eM-e9h%MJ%-L
z)5|3!C1Yh#nudnR^x(CJ`7xR7n;WBnRlVY7HNv=`C6>)NGu~Bj8x%<}o+wv3rr1a<
zALeRnn~g)e<_ncKJ&xuU6Q#DucubeLmN$=g-Kr!yB7(N(k`z>zDvMqbDHM#ALZ=yA
zxVXPtY{Ex=`&T^WE2qv=Oqm70`#^u1LK@MzUw*md+Ny_?C&b&^J5}14hc|Thk8Lb`
z1&v9im%x7Q(P_<i=vE`N_Qw#cc^BN9aXs}*bLNq-mIw~svhtRlr3zY=>tyJc4>s))
zbH!(kCo6&!Lb-lXl*^5*5a?RoDBBhIpKsi0os~cE<C|I^Z+rC@I{0ya3-5wi9%8@n
zt4ZnS&!4H7U~pAwSwDC~wrmQoTUClZu?*REaN>21oXSYVR$Lk4whYJ`!Q4Y>)|<K4
ze+w+dl$ea1e+0GqG8w$yhpVtrLk$ol*u<JQ9uwu@mg=E<>ltV$UOLeru&gys^ZIPP
zHmMf1+}r=$!VD&=t@!7zR)!M9ilDSP>C+F-XfAV8hI8zJ8^#8Wog%z1tF6=?MW&=I
zHxc*e#6rF99}lo3!^&cn_X6nT(0!k2Wwy$Y3NZ;qH|#$82SJBFIk-#W7P)Tr1etJ{
zhMH3#H&uQ2vHC5C4}rZkF(ctnKUTRdeDww$iji{^z47&5DEOxPls^HnG}Tz^(-$~x
z6htL0?yl6(M5EqbMZFg&HLHc~jFlPnFo%#(oxU@l!;UR-GO3*OI>2=DP>mb*XH-lK
z44YBYBidMUx06I@B_t*!{JQ9~RG2^C2wlOU`(d=eefnlIZ4BHggHlr|GL*73=F^uV
zL$07%R#=A>yH7Pt(?JnPr4$qhl50?QotI&gZO;!|TvLzPShZ6I<*D0$@^jchi$>Ur
zJZWM!R(ZOfUe>tkeaWX+yx-f+tz^?n|M6pUP62J-n$FJ7#>e{l(WI2amjgay%c1z1
zvdPKG;93N2rM67oZz%xJ$<0kH(#whPpIW8$$q<A$LQ2bbY2S8+cShG01vEd*H23wZ
zK1|#Uglx?`-`;5oqAX3r0z*pnAGy$|E7P;9^~B3Y&QqcL^nMg5go-8mboO(%K4ZyC
z#pV6A&3?<{{ZwK)yuUFvO<<pBkNFCY1(ICXx;rOU*724HzKQa2SWeGqLC}IW(R;s1
zGJZ=>$Oydaw=#tRXx~REA5cIG2dU*|wf$q@{s%*gz{*=fT2~vEPbjz(S`cM9G4eMF
zUNEg4<uZz@UiqnIt57T!TNbY^e}gb<s&M-B={2ZOFW#dy%|qFY8X8-%x3#le&IW;X
zC*0VMK`Uu$YWgBmq@hbebP6UKLF#VU+bvgJt_mkL_pD!@H>qjaY|;rDSEi99je>$2
zmVd?TP+OGf1R;{2wEya4`)cT9o!7ne_Ak>pY%NAxRw>^u5f|6PF_T`MmxxW=GzGAo
zE!Z#I{=I6~vscdE*!)kdN1j#+k_;K$`Pynl^4kO-A{U-Ipu9f`%G5Ov<sB<^s-;Wl
z^JBAeR%a>VgFd16(uylvl)8h`d%-=kC^bc|tvc=V7-!%JHUl+Z%9c}8FA^aYGqXFq
zNvWx%CXd8<3NzCYcLuJo`2n^xCBzfOG0X2a9Y_pR-nDmdIJ=Y8tMrCK!j4F}jtdi|
z*`8nz%MBbBqd~(igbJj3hWnV2r<*M#9eaNts+EwCFc&f`@r3;O%2@`A-);r<%>}7$
zxiaukl=)8wcB1{smQJ)RwMg@f;I-FPQ|`*dRG+BhI}<)AUN+GHrQ55M^&>~mnZEnN
z`C%8FRWtim--W?8EU|^Q+Ea`8@#W<-2b$}RS*87J&L<Mfm~#Iq&vy3d%<rjkK5Lg;
z5x)pdpyj-+wF=pu;}%ev=M@&zvaVJf=u!F=6uwkD1xs;VpYNN-Q%Tra7C}<rS+37F
zVpy#pyt^y)$OzWc5Z(@v1><uH-03YhC!}?(M|VC2uFscs#S1iof}e(GbbA&I1QP}6
z41aX`IF(~>Vm8%p+@vg5BPpodhs_(#?2w}#t3=v5c=$w}y#Fd`QptBgSHRewIAolX
z9<+4Bqk@v`l-}h}YUfZU(QSW%r;W=_VeAT_vz@WZ!p7$2)*Gd@)7~{^x@%)bR(>tF
z#bF3{d`%x^NS#;C%J_^uajfi8<21QxU7Pq3ZAa?d+1_0r*gRB3qUhZUu*0vw_BXlV
zC%A4whqCXrVAPxwi915h)}uHl@?lV6<2IW+()}}(5UF^4wexJlVqQw>`bOJfURg{g
z<*h~e3cl8#dR{TWGx5;<QUaqSWAZaXK9V)gC=jW2T;FSF-J2=nk0Fi^c|+SH*r(S)
zKQqGUDARv6Lw7b7wP*T#pxnE6+V=mfNI4;hff?vlD{5{c>nKFEUFGoo9@>uJa$p0%
zOU)PpsGvkTk3;JUeR}Wy1otaeI;hY7F;&mj*~FS=5ax~UE2-3_u^yWLlx6-NfWayY
zR{@kg!WK%y6PkFbQQg`?Zv;NuDi<4;-rP9&l)ghrn|Ywhb*B2bAU@yv-3X^*^)su7
z*ht%fND10+^K-O{g)ZTb%Ap}ys=PE5NBq5dD$X?x0Xo@}g_Uu~0eXpfy#xW;9?9Wf
zvrpKkTfN^Tch$+!NLB05P*BNJSH_*j{aK+?4N_Lp&d$s^bAguW!eiQL^7S|493E{u
zT{fBd%>07u7j2uE(cIRQZTuS_)3}fweXMzkSv#F$ku{Jx2bnf^)R3!JaKrw(sX`CW
zxl7V+6E<PY>lypIo%K_e9D7!ZA0jUYedh^SXMwU+KKmq~Ft8uc^Sfqcf0w9ik*oK_
zdIQuY{~9ZwJ}LedF?b7d$hFhNx<ZiaRt>_vWqbY(Z&kr&(!FRdIg=I#cH6|w9ifNT
z)dkC)(;9T%#tKp=xpjXU-q>7jU|_xRKzQ(JCze)%xMDEeDZDsqcBopQ!kHY%x_!9U
zqv=n_RbE2N6G36K;b~g*5~k?*8{{TMFMWM9SA&}<P5V;)sl;QYM-X0q^Co`0WwJ_4
znAD=Yw>2AFd+HqPv%z}|SZ4e{ON%0E#$Fj$X&U}=DpI*v-Eg9WV$t9`^!@#{w7E?}
zs4@X+h#7I4YCwO5{u#Yh9rWBVA9c&nsn10`$i<ecW2r7Ja6b8-QvbqGP8tDJ8^P)_
zBEZ*kyEPxfF3J0THxh6M5IgGa+p(2eg5@uI?0LzKZ78RyNwX%04sTlM-nKU3tUZNL
zQr=TkGSK5wR&w9T)b!)cs5EtWKdirZhq9a|ZCu(6TBrj0T<PT*k5;<j!XJ!PX!AM^
z)Lod%eXf%7Z7SYFp~tWsEeJ!HinNB8aOG2;o78z`buXvGSM_{1e(W2Xrs?XyOSL_0
zFf?fG)cokWaIYLOb$0Y{HBs4Py2-n_C2F?5HQRAo^v&2{HPN1Y#mK^M?35M9Ub#^;
zMCZe;tclH})u~1}!HU_7p7>(Sw5DtMm<yq$c~c4odd1>|T`a_nx0urz{Zwe_LW!VZ
z61G3GnOoSnBJ&Oz-%kUKVg^E{rW?IW6C0pex3voG?d@P%xlDPeqxw32OU@s`);Me0
zDkUa&Ke14;Ja#QTzp_c$xOIXclp;K^B+lL8B8P`RHo>tm9kFDz23h8mg82uv*u(Js
z*L?l5v&V_GTFiF5)}dQJ4m;Tv{G52fk^byG!di5xlQ||`McqbtLGNPY6f<`Rr}=uu
zkxtHvKf%@_6G|y(+OOB$C_+%%h9?di>QrD?G3!^F|Dl_3IUp>h3nLH#wH!kS4;>#|
zA5bQ1T0TA%b}*&d2{iYewH~oFrcBmXq;|A`@l$9e$5uHYT{fNRzQYgu*So%dAKdyg
zyFMlDJp9iJwyHDv`=^S}36YSD?1{V9dAH*qB~rZ<WA%P}x!Lj!P+U1-XZ=K^ptw;5
z?CX8XY9Inz->~&FS}JhuS9^G8t_|k_><j6PkexzK;~;YLW>lJS-#(=R^e$o`7v-WG
zb5Zz;RU@plR{7>KMR$6+{2$Up_Vsg>ub*kQhR}~SL#|)%pnXfwO3+Uv(LY}&qh61Z
zCQY7=hhEJE<rOY4So~m*ICZ_?W>hovZF4A2JU6fp%WahY`moSXw1weZAR=K?F>so9
zwT0$x0S<ZpT^|6Ug!JI8+w&>5`+G4wGG*VX%uIJU0rOWe{ylJ7<mP(St-ZE{YzZx>
z<5qTndzDENUHJvh?I#lJteTde9@L$Tnvfs}zw-pJl3QNCR^X%^?~Gf`kL-})k&!fd
z)Uj$VB*O3s%%P1bn^l(-Xx#Ch)!>+G2J8K3*No7NAl%bUXGVK{`NzIC(ZD1<$${I1
zuQ&WCpfNB<mfAOlJq1<gn^#(*Qs`R`gn5R;p*l+2pF(#3s0(B|S9#&z^m2Wz2tkns
z!;|6EHiFV<N_d!13S`PycQicb-XE5>V|KC7?)Ax-4cYWg!7bT6RrN;8sK#_skWfG~
ze!XU|N~yA>!Dj%1kqZUzarCXs^aruV>VJf-pGs=uDK@HS8bcekMSN&rrx-nY1hz&%
z`g2J6PaOH^jtSpzJLg~_38Ti~6M|h70|SipLlXj?RskV`b3VR(=WAt}$OG3lbJ`z!
zWh47T^+c2ge3~Bnhue*A`u^_;QCO{0<2LsUTc4m#J7Zd#2R0Xm+Uud)YjgK%FssFN
z)S%1D53GE_r*io3r&4kJJ_l{k>hU^pz(2&yvk(B>v*VX(Cmq}SMNWDV)BNSJZ>Tn7
z%+ef?jdz@%QP!!-0~PE0dz-D(Sux+}6N9bU5~xQPRLq-$&@%cRp>_2Rlg8E+6;$lu
z;kfF75L~r$PSF!2ajt8+vRAmLw_4arK^eKY0VuoNCbrn9{LXW%gAMQe%3gZl{CSUO
zBRk{quYZxFgvvZCKM6k{i^#iRwzrs{k?No`b9;0v$=JBT*ZFl>F5o1>1cdRv$+KC|
zk@97J+wh;U4E}RZAk$W@L!+JfI*gqm4)lAP(8Aj!hDd&n$ti}+Uz7)b1)f0G8x3RB
zZVC2LxMKiJFcg4KwH$#1w4C-Vg>?=_n)s3MxPn(F&!-}_O83b$Mm?}U9&z3pJ1G5i
z4<I}r%hs`CBMj(HWdi8|Uv9|QS)DmEJ`Dtj;=9l^X{agxCLdE~5kne#!P?WmVILd3
z^&^sBzN1o3g!7yJ;Q{5wJ}a*S;sa2aTXPU4s`qY{3ev#^vDPJ^JsySlT$P#RkQorL
z)MxPRWHS(p0wX8k;StFC^>5r(XXGa*TM@_~MmWuz%RD-tYd}>>9Owbk$p!6`qs%r8
zSQ~B&TRqLm*_{08Y#(kG6bECjcn9?~0BpA_??YN?8;i5MFRt$6qUP$SOJnBt>4bf`
z^KHl*?i2@z6jKI*YU1=X*x5Mq8*`B%X3R3h@M^n0?@%}QL=qQkhMEbEoH1sRTpkI8
zpRk{SVpRK1?v9o^K@m2$(2XJWX^G=VcJqq<eAe&X`pB$L#O6AioxR#bdlr>jHwTt;
zvisx5jv;=x9i{+TMIkh_^myO9D{85BE72$Sg%^u<X`q;k{>AxiE~kR72cfdi{M+w5
zl5M1a#MJ+Y;E9?nudu0R^;pJMIlbrn9$@^eFTxS7^cx!)qBEcIhh;-)f7i!=Rp;H{
z^@Au=cPf6##Pn9bizwGG=L|$as)WO%!pl7of@Zvz3YA5AYKk(9^xO)H9cZR+jc1Q$
z8~ww^h4-^j<QzI9bu^xJURa}B-=kWh>K?@JnvjrPzr<^Z+G`P^+N%@X*8p_(-RZi{
zTJ*}t(aP4C59hN&BV;(Gq{Y|!5RpqE_!{Uk{c3Kd6~|oj9&=m#7__}`1#R{Lh&G8k
zAtLxePB(N3_R9p^Tkn9${?U%^HQaAyGFORERDMjgg9c7KtKi?JmmR*sU@+_a$rj77
zJw-Z+V2L;UNCUe|>95B4=XX1Y0#=8rii>FGO470oYgWG;_%#I@w6mDcU0<%Xr#pc#
z`8^hXtE1IDcZ{??dQbSxzUG%b-fBpgD9<V}BiZm=&qQ^mRiH7uH0{~b^NC!kYxc%C
z&9RrPfzW{Zu}4x2BpdSqW#IV}pcJiCS=8WXG^;8ADaF+T#RZ==+SUywN|x`TeDuvf
z_q5}Pg(ys;Kl#oks>CiOYf`Dij2DLv`1CNTyJzXgg`UbH;q-?_Zk6IX52NEOHNK@u
zvQYya=R_CfgnFc`$vo-F80ZA~y=Cm)KpXP_ERAb(uhPEjG?}L1Z19W1eI(taO(ehp
z+sJCt(TqSDAeV8R8)7ASMa}+rxS3ZcJYf!P6T1?~8@!mCl$vQ{gBD$pw&RR`S+v%q
z)D2IMf<y3xLjwz}`<SY?GZiz1&0M7?0=!7|0oPw1{2w>f#;@HHK`|hz#g1LC(&Q}G
zn%_S#9`OKA>P6N&^SZk&P=NAh_N%u$-3B48@f#4kR6m`(u8h460ph_AT7%wGewaC)
zL(Zyq*_up0cS<h4LuJ*2W4d-?N(tc3=2~ne`}y0_VQ&y0s?X;_NGQkt)J1!7Q^;uc
z^*O;C#a#jO$xiY;`v4I&Ny$O{<k{AN>?o%yx2)dNUp36Mhn14vz%ai@CflKL#~hV#
zpRQ6B-R6UOKCIbWm{60(wuMDA%}oY+B6`f;K60(yKWXTi?~t+w)HT?6G+R2iJq9_3
zuCk8TYH=V=>9_Z%=dfd{ucUL8P*|81)oR#$fIKJP3h}!idwcP5pb6i2(|W%`qIB0Q
zho7eR^DLCP?xL<#?Q!N~m&aQ^R~)w%^7}Ec#I?szvX*wYll&?&;}R7sOmp%+o&O@e
zJI#EJ8n8#^<|;v9Py&qu`xh$sqFAL?Y8}e4CoS*;ttSebL!i7V$x|*FJ5{Hdq{CuZ
zZAtWR@di%iM^nz@%N`a-8*`mS&<&*E85LqIZ<?*}w9<UKVLo<RsC#YCsr<Z-W9C%3
z!>^!e9}?S*MoW_71l&iDERwG2RNS?+KW+IK=oYa)$}lK)eQPess;L$WPlQ&v4oYZ1
z4JlEM=paZ{gHhhUTZBZ;X>K8rb3@;aPIHSg1V2b$cs5mLG6zAUHf&DAo8tv=v=|67
zGR?Kv#6{|h$c$?b)3aMYn3?!`HIpU20YOYMx-Kx(1yi>2NK>=7b_K{RFepIBgEV7+
z$^2UZoA@iI2{TkigXSPVGSqKr)T=L9GXJ~XiU7c72IZCzqu}5s{}d4*X8)<^?EC)R
z6JT(I?U>rm60_PeA$fUu0#z$TdQO45H5=<+LjbZB|7tOyxwi=j*y`l=tIpkx5uLK@
zS|5MGLnzA_e}iH}5ds3cF8F<?d#AT5mXZrmHmgxezhx7?DZSiTd9!c5a&L`*Nsmk`
z|Et)ES~S$vxKEk>?9|cF@Y%_&SmqNI6(vwX!>P~H$*?5RSEd><208cH$>Ki5ei7LI
zc&V8J?JWcQAv$6%EtBk8*@Bi!Ynx&nR-n^O^*$Lu_@=JL$Ho1e%9l+?xb25adrXrq
z$a-e_^Dg@|Dglcmu{>5D=n)I+>&hLip(G;kD<GslQ9*A5YTzNHKWsHNzrMdOOHEB}
zUtI^JhuWeXu+wA7arEfX?U>MC@6}HzPysX_sLhy)CHjq4JL_YX%Udn8mCD{M53Dy-
zwA|=J>wnzL`B^ryy-p-59H#EA$aR8Ch9Q88e6Pjmj6W3T+PQCv+S^QRotQAj0Ms50
z#Q+f`l{^8&6?vLfz>k;wLBWzx+-;&q9MF(sLsLjWqNLQVedvu<I;xHe@3**zIKDBN
z0dchH-q{fx2wZEmqBS~)D%1D(@bHci9c6^EnU9Z;1=vm=Et?^5h$)<{C7ndJerP4e
z^lavS2XG=t#?skNFqa--)N$UPM^!eXY4U!<iAI)-_IwBcSX?G5ew-o?RE`KMe3N*<
z*lhMO69}BHb&n?cd<7i~m0pZ?2sSm$9aBcz_#@>;fC?hOGb*8XKjvcKgdO&zb+PkP
zle<W)ory5=hC?U*pNrB7Q;t~l@mo6cj{}VjKZf$2NfKGINmfLPyHwFkx!yS_n?%Gr
zEWs9szjeJrYpSJC8u*rl23|;yhb(I>>!%#u17y@-e~;cnPklsdDtQss*AHzs6wx29
z+@P-DiKBAWn)l$B$7{mlL(g=swgcV~lu0#*#{C0NHw^i_(<Sj!*sSaN5z~6_Ih*tE
zSxxQ}x&$)J9pXi?a@EI8dvH}mTgf|SNE<KCj)a$5Fng>$;6CZ`-=O7Zd*&<Os28ib
zB)5+5r)!#U6kl^YAB#+OlR5_t?YUc}Db7>mmh6nYVe%Mx6q?*l4Y9#abD5!j;Kr3)
zle88b`T36VeDuKPQA6z7Jyv$mZZdGl#5)U~)9yq<#B;p87^}&lA`3In0m?n#m%)Y^
zXLw5XDM{!S`+HWQVV(d0DJ1_&Z$Z6LE#`D1XCO<R$hi(S2yr;oEk7Y_Dg#ugRa`?e
z`SK!UP(rDcKx*#Y%bRfhV#)K89XLO4PXKsZ7%v4SCyyU$oOfdod4G4d4xh(>dLj~t
ziY6Ushc~9YxK}6OB0N1C)q3ZpciOL;2z{@7DspXf@4m^DmjW*}2!(k|hse%<uuFyE
zX5kX1z}OP&&dv#QX8|Tulw-T9$U8T+zS2Ew2kj=tkM16mU|6={sSZy}bw?%Cg?xtj
z!H@ak{`$K|YynQEY9F(W4>p+pqyhdz<sTbC2zWYKxs&dSDf4sTHbp>+*_@@IrFlZ&
z|DUa0vje^^-x2I5QL`F1uj_PKP<<2Q;_m1&?A`(u`~TZ4{$E})aNpm@|1014HLyLe
zYQ<mIN<bp>3`<Q}8*cpjE-JbjT3U>)NC5=Ga0?MHZu(7F@MB_Pu4iI={Om4You_3u
zCy`&)>;Ld{?@QoA4UG}tX9~@=be$`;P1hXy7R@bmaRq3=+f$jU&sAhtLuAF;Uay}{
z{Xacj{n6yRJYG7yn)2rVs}YV0bN_dR-v{Qr<&@tG%E-tNJXj9*Yj_^ZT|a&H?A$I3
z=YP&SOBfK-bMx|Cz<ucM?S1m8yT2b6VrIn`02Z%bke0Ny6~NEW&+vnzUcWx->+_$F
zfAYBM5Ic{wAOvFZUi4fzzwAYDqh8_yyLx+l!|R-#ok5*8_>9*9Rf_RA;26ft7G?S_
z(`&Ya;lE_(T=Ow~S5hKO^fxy*&rD%fPEDFQ^N7eVBZE2milGz-wpML6gEqoit@YpM
ze&iO9l83OMX(J4JPeMmU_VK~?wkU8{?<_XmRab`-2n<iEiOed0>%wmH-#CKGxvGaq
zMX7rt`e&HFn7nP;l!Fu4HvaMXA8*LF|5-)Q9&tb=aI19yD1HClwP!awjQ+<*@c$G`
zIN}1#sNsVgikZO1DFPN&kzwgaTn)4s*jFwcZ_dBGED5?3$OSl0HTW4!PwPs9Hjqyc
zZ6sBKy-?u$-(Oc5+}Wd%$FkH8GrT74ck6YtF(VAC8Uz8Hcenn?gY)UzBT~!w^aiz9
zPukiZoceo#bG3G%5!ZXMnY>B+S<jQ}i}WS+4&ui!tO&Cro5#!+$7d=wqfK1>7gg@p
zxLp5wXodC-;7?zibN&q>Aq@smXGk*NzI_Yy*ath`7c{kH@OKR~HQxXixa(OBx60Fh
z!xk?pHcBo+wy?HZA8Q|)$ceU^oml8hRG{?w3*D~N(U=N#G~)00#!`{X6uwEnqq-gP
z!@E8;Yb`lBx&PJ<9Ms(kL=1##j9BlJVVI2RAv?|t4HGnTYZV+D-^Q(k%V0%Ee(-fp
zV4Rklu{<1X-T@QTO-Bz;Y8Cy!-8|jk)(;X6QAkmXBFDaui$I;c;oS-_$3h2>hc9y>
z@YJ7V(VFOh#*O6178#Y7fej;f00SIG-kOZ5PT+ygvY7M8xR-qWdKc}6eGCYBwk7Dz
zcQ!-8)!h!>^310eu6V4VR91mx8eIzCS#2cCt4@CU^v_tKzIyB4PO%UE*@1&m!DR!G
z&D5#^poJnm;2?&;K*}zInX1~a4-~frfx^BF3=uDPq28b0qW${ih_Wj+(#EgDfjeFF
zz4OqQQ-9Mfe0NRelh|L19L1B{29QsJQkYos!4iRJCzeV;vMwnHx7-48kivC*r8?XA
z1;o$S0=FG|&oS)NLM>AOqVlB+S@~t4xC9RZSerf|48xQ4K7ONm>ds$Zom!ee<#36b
z7liK92-{S2C#tjgSDZ%bm3^*P)i(R!Olm_$fknPJn5FizX47haC+U9d<x+6K)4V#)
zFHJW$##3-0#?Y4zF#{D{bVHU6cfmC$64C)WYzdEhohm~<NXI-BNc#l5$t3{0#sYx^
zWSlXvUPV{h{>6!YI`qZ)`BW@A^yk;t->6b2wg0UaSDw=Le4S+7oHakz4i$<V;j4VH
zMEeFbtNGoU<b~Kz>amx#-+2KCj&ZhI@RmV~{ESG)&W}jmRFXE^WmA=r@NAhW-+2Gl
zjSXLcYa^8cBKl+DCCD*3;GaUVmG?Y=PSZj|2j#&+k*p2gbB{oDW+5k5X_yhjm`gO0
zKcLO_j;n*Y3f4N3uj9Yk?vlH6IAFz#t<rk2#H1>9rjS(+;@(P!5m91IzweZqRCPFS
z0?TNrx}7<#W*5kDyoTAp0YBJ4ZlP5_9lDy&&LzyaMhf`sE~8q*JXQZDm5!+L_TC7R
zb<=a(=a_ddsg^!apvcvWg9{dGD$j<RSmkX-|B)O|+!kNy#F<|%EG+CNN3io;_96fn
z>GYru3vPc4UbJq8SwLmM2AeN!63<>-oB5;T?ds+?z%6cEyQT)jS0f-Ea5RSUxUAZ=
zj{t+xOMu3Rp%{TC*HjB6TIQ0PKIS;qDyg@u+8{8n)n3EReU4%u9Yht!*Lq+;aO3Ck
zO<o!IR0bq$?qhB$Z>D}6xy<8876+wD#H8{raPNJXbM}OntLw6MRqAZk{`Py8MBfK)
zs*;#bOC2_sZZ<)fZem(C+%8dOWDIb916meyy9r|+n;9jzu_#_<tFxjF3)$^8W93$a
z^C3!sYxd+`sv&$dB2mn^LIt>HwTy_9K!EYN;=?WnjCm^E(GS=vFJu^wjCLO|mUaed
zkQV#^2#4GuW0)&DFZ#S;*r7!6T}d@Iwl}8lBtbFDPxX#k|G;YEIsWK?v0(vwVl9Fp
z))H&pUsJz%eg5~uni4T#$+NFm{zVa27F6!T5-%TSGUy9Wa_o$`q&|s}ko6}|uL#RL
z9pocG!L}CN_yFp)Y%BCbQ)h}t%c6aO5_Q5(d%j@BuDu_6RWMXKFphz{(z@Oqqx~6u
zAo8Kj1ypQ<Up{|WlptZccI}g;EYDcA=v5|=m5P#~Y@AKJunBb)xW{V{!Zixp$)n%@
zcA7i7eJ>_%LQXIhebfrs0E9$ARdv5B;@CQk+$tm~38E#Ip67y{CrE3CDI+d%xZ^9x
z_s$fRmCozpA8$LyRb@B@1V^5@bUWbp%xTsDI+jGahceBoo%D{Dyi2$q48j?rx6MXd
zFG>H2rx<yGTtHOwrB`=%jTnILMdktM@?vLVq|=p4U7ul*p(=+@?z-@I$g7R?{7hVQ
z-3WfP82NQSFyOF-pZO29E)CrLT17*q^r?5O*F;o|Cwn*2Kc-46PBXvW8!xviPlv!S
z!`?t;fXC58ST#kbCeN>Q_NL0|6Ei|vly-lsAwVQZyV31?GwSub>3~^wgMZjQ?Jeqr
zdWTnWeL$Oj;`#?o^ib6gO^02ClTg|gBXLiGGTcJ6($&L<d4AOm0@uvPVlh~r`_nf2
zk)NiUZ-VFozH%7HlDRhV?rAZ`1eqb;SuIMTy<Aat)J>64&Z8Tr^vp7xBIei>8IN&L
z3rv57^dyP-JL=bVHm=m*Pc+h>b12EWrLYUtV(}{<t~mss0QoUsd{Z6sJ_5WWhb@#I
zX?A)QbZ;%=MVDjwKH!q6*3NCD5l}?s{O*XnazWqM_#*i_fi;LN<y?1og~}(szahmJ
znfD*QzJTpayYb|s&BoANv_8|Tcbn1g5vHI)TSr=&&F8b*)S8R|jW~o3EK^^X*E>}Y
zquiMPNiqH&kzsbSD)T7k^##C6sbzS?B;d!70LDD;l=`D|v)-otkN|CcrtSH5jE;^D
za0#NS+^SmP5xE3VjB%}@t@q!Y%K|Zni@@j}L;z~ty)g;$du~pKfozs7dppZ7Pvppe
z4v9HyWd39H0{UTm4HOTXP%^ymd9~Ay5ncQo2x2-xfGDr6(1ta{oB^hBaFIM2b?y-d
zWA7Bu21t2Q3d4^S)#&MJCJnz5O@fF^2V8XHO?_1UxzR^^nYdK9-&=O<5Hi_0{+xwp
z8|x09u$KqQDK7chcSj?u8n@&S+KP-*tMdN#KoID1$C^1(ET$`UB9EW{dHh=Kc?^hR
zEg#RS)zs(c*=+*l*AJu|i#!M|{kQzs(oKJlU4K>y<zk^!Brlh;bM2BqUJ@jA=0;`E
zruoQk4L}WaI?^hDuf9#%PJ^%3Yg<o9$cj90X&e5c2yAd|>(THGL+-Jqx26>soIAAQ
zbHOE7smG85PHapWo?nh?f5tvK>r0-V!VWCePlITN_R)iUr{9S)Vy!O<zSf;<4!jqd
zHj%4`YPV^;t+iGrMyRpkZdKG*pgKL#6FR^$Li_fOZgy6#WV!~wQj@X5E6j*{m73Q-
z-kkE!h(|g5$q4AAlX~xXsH(G>?-7;v<w|M_I)UfAYHtBdQ;ZxV>eKJV#Yf4wH0_ub
z3bg;UH;;NQ(?L%IijA^dRjrxIctjsf$NE>-Q#ufjQcDcjYD_(cV^Cd*s~`mCQR8H?
z<@Cz*-Dr63OVo;fp5_p!W`ze19(uYsoU2_i5}pd+`zSa81&n+jLA)lzAp&?T$^AaS
z7tuM(!&3}4O>bfTvAa=%Nj-DNe6L-7SnEEON&sG&p)9U`1ad&-`5|`ZsWV$Ynpgw?
zxA^%#pJF>(O!M}&%~pglkKX7lH;g^Wcg&U?iW@rv)s?i=39d31`&73nzQQv;2sh$*
zl4E*r;LV$;_GNxq)}BC=d@R!DDF~28AOCG|hGzTgc|DJmk5<tMdwT^3X+<)3*kvUT
zMYKe8irZ0xSO)(8)AS3u1}T@Yb3UGX7<@)|%)2XBrss+eNn!XAA1`w))YE_2f4i%`
ztV}5P9XBFB7`Z1lFxm+Iay*VjJ?w#P+W=3bpJxalwBr9FQX8|)%fpq*R5<2vZK?i3
zNWWX3fZuSb0Bp_OtV&XgyG2pWjC!#st_Eb9|D#eWM^b8nBmL|B=u0jJwOgct6dh6l
zUWdx6j>*658=jK_BWAoj56al&zeMBC#FJK=jrKSmx#TQ$?~&gz4a*7r)0DT3Cl<dX
zIl9b>hJ$D{pZC8B>N`*F!(u`#=h78BjxU>UkTzH?l&hQfV5Z#Uoq0%P>c^aA{gInZ
zX<+efjEE`|)5+}llBv??$#VVPw&vA`s!NTEX3H-RYj36vQ7UE@8q!$Q4=|~0{hQT(
zQIIg#VzcoaFQaQ~u31Q)jk3cpWmPo>Vro~l{9R(ouwI#8a7V$rzWEQ(-Tc<t^7KZ;
z5ch3IT^@+Hwm*5N264XO_gu0mI&B7Az!9szH0Rk#`}Qf!7JDG?$H@xwO&J$!SGwz6
z4)RV6{d|AL&RIM)X*q-;Eu8%qAhT$#^V}yCdTF5x%$g@R1HJYQgLa$J*EHQ)*Ht1!
zLjv=VbX57|COfzmxBsq1&|&)od9C7CB}b0fLU@P><?HvHrnaHcYE1#z279(Pz~xR_
z{`b4{){ZrfB@ZcO9HpN>7s!?Cut5-QLs9)~F{?@+ay2Z|3JEgg(!ow}Nk{(qOOaJx
zC8OjGlCkyu-jDB;?9>#R{fPC_E}svgW?M#eMaQh7W)_4b(Vipe$3lgHw4w4}3;1xR
zbtk*i&n2_&L-%&=UT@CF#rkOY4QVmi1~G_PQj5ICx(ul-p_38Ge)QkH`srPtQ0b<g
z%MKP&eOZgL%irAGHbh^<URcMu^_l5-o>3Wl@bKXfDD?UBeJMgpN|wNoHSqSX>{s3o
zhV1XI;~HhQx`Q=Sq_y<)^cqN&J!gc&QCdJ(@WI^%8MH_B`wVci$@_++XpAQ{J*lx?
zja2z>6TC~rb39#7SDU6}b+HT4#dQ{^@9tk3Q}+@NY#Tbx7SlhR>eqOajymup{2)Ge
zaUa={ajiKho3^<jFo}QOtHuHO^rJm;8Fbpm06zM4oOfCPg~<?PI8&j2!?3=K!#6!J
zJRVIySUz43m<hWX>XvEkiEX)6P%`6P7yUP$&cu{p-YsD@ldZmvb4f@r=AZI^jOo}R
z6eu<9tym={#}`-kUVMu{)O1*k>m0<5mB&dl3Feom4JR~yVkJMSH`(?ui@&M`f3oCP
z=-X}g*nF(1_KeeXQ=s;YxTvT$Z}9Ihz|K;GYxn<j@&<uis6oDV+B39x!UmZ@IC|CW
zncU-G5H9HMzUf)2&bO2G^grZiYUOKu);@YiAxp!q`F39HPrE7JYbPA%7b?AcHhPxQ
z3~(oy9F9k|KpyW<`r4moU#>w+^9<vO^_v{GdXAvit^n7)%|=yk<kLgWDbW0u0B=*l
zak~K0y1HQiviN6j;A%YvD5}b5qW?X>SE;#9&a3iP(1ENpq1u+GHWB<X!^L(xH?N4v
z1_=tO8#RfmE0_KwdyGY@=ZwX^eis!@Z)q?KtFeo0O!sb&;HRAy1atvJF+G`|!KtJh
zz8N4;`0YG1h*x*QYfTJ`pjAKqM01G@n>eM-jf$57S*9xE((FKlFe7-_zXp24!o}rn
z6itwk*KPpFA?=y{ojc(T{^T-7qUbvj1?CQ>d`Gmjb;ZQR^%&XSM@P=MMeh4le)a-;
zE{#_E4CN3xjo6%$_ni5B%Jq%u?`>c-51~3Q7lUM{LM#@<*3$xhz7G2FlKTW)5x?KO
zIqmc4qOme|59F%6cK!gEb5ALMC`Vm^INYzp2>iJbDlNIGlMS$yqK{Ip^5-iUlJ^I3
zyW3!i*T%;;%3VJKoe%Hc*caGhn4Sf|{SK*WpoylPDys)VIi6*#%PEXFE^rWji?NgT
zNT{3Hq%YyDY`%cX$|LOQ4#a8@^lSiTa<xMbGMI)#;Cy710f=pJ9okpqHnQ^tct{?=
zh~`)a8W+`=HKPYmI7ZrEw$p?_S;5O#5ndkquXa?-*ulzrOv;R|S*oLt^!^^Yl6GN<
z(zA0zyr1rM6(VG0)FP*@T=HA%7%Sf^5@G(blGTNE!qI>}JvPH+4&_~4d@XOi2-oO&
z1y~7ZU8RbZjb-56S>mP?#@uHD3LKR&z)90SV;RPxA8A4lkXy`Afz(W3^-MJqZsezC
zGooNU>X-Zy)<2|YoVX<at5Jt-@Wh4N4;aay7==|?VjWoKVz*HFXmNRq>C<=Jt0T;D
zhIeKF3h-wxv<ju8BaWZX26*%rp1`aJYlZD|1u(`h7=Vk#ju%c6UzrU2B~~hYM8;)Q
zkhqPv!y_hqtU#P>4+J5JcpzUHF+>f{lPQu;F)>OzPt#yHXYFT0;a@@YQbE|W4z^+{
zpz9ho2xyd?sw~@WQ@(YeI6QG?M9Pmo!TD5Wl7Z&%Ycv(jv;xRcxmfFN<=4%`<mAOv
zvqnQw6Mg_l33(t@V?;n~rZH3|V&HXtemRVqwss8AjN}-uSdnI|(oVtpL`V48cq`YN
zJ&?;?X5pnDM2_!|TiS)0?Yj=eK;mi%A$T}_;)Nq@b;Zv<)<M;_(U8rq{5^vXggsqW
zYn(6Hc*(i|B1}9l&u|w#VT=r9c%tn(PY@5cz5L%K-p3U8eGqb|SY#+D*ET6D&k*O5
z3=}NV_LaWj^I}42!%}{WH8%rEy8j`cuC6XGK)%0jqvr0+%{Q1I_D@<NHb$D4(OeVv
zh_uL_y$@77sOa<FUQMDCIBjJ>W5w30mI1X2Gl8<R0AaGIWpFb69GslEgGg(0Jr<w~
zFcRZS6?p3E)N+w!a|0uDUk0X50&5v|V87kOK-GX!3i$(LrU9!Iw6PG32VNJ^t=5i>
zVZt>JM2j|jPfSl=ZC+sn2y1Fx#+E9mjM&*(PR?0I1qFdMr~ZriQ-E{$0t<7h5%K-q
zm3{=6vskQ<?oEf_(Ezx&<Lv1RHuQJz-py=~!NFa-l#!S?_fZMa;6K&h)w)L!BPvCl
zxU__8@GIV|dGqEthGAn(!Y~&8bB!7L+H&8pA>Ym#$!;$G0h*=!z?i!N@X0Os|9}vw
z0xbiimm`}EORTs=OcOlJ7`2B^FSTeKhr5FrkyS?Zu_2<ts<lJSTH$WfO;|?soCs@_
zremeyC11|?l}-d!tiUXHwbJCrC;$=v!aEL7K%m%{+6w5$`c#eWx2S7W8yk8B;9o?F
z192u^N2zPmIDNSVtnQ@}H*I^_YX2ko;@?;ibv8z!>^m%B2~r+q>-=8};giASI)|K3
zHW25bzd!C`W#wTxWHmNxmrCg+nOo4t6%nnzW|=96USw=E58IXYP}gTU9pIWN^(`f_
z&dTHS-W5OEk*A!KbC5T-=2JYDz{mki0_*m@iG33Y&8{tWZpJ7F5!3k$hub@FKs3^_
zrlmjOBSN|Dv8mEea0J5sp1;45W`<=R(fWKG$lo``za-k2_#s(c)ZUA%_qRu2@ay$+
zNVC)u%~0fx0HBb{o5by@4MOG)xlO=TkwZ?{m~Yrxj|~0r&k-xNV77$-MWImI(pl<2
z5sm-hj7>+TIjd12Zic=+dDT$HIgK}Q880!(0Xk^+Vk9HMSFaN*IiRQy20WfP2c(y?
z&&I~|^A1;DnHn$Wcjz>8`~>0U=&?n+x&r^8;ZFxoTFB<p@si}trUXim;L*kq5n7eC
z8M%?HB;_$Z*|l171c?e>7`&1nQJxt4J5;#G6iswB`Kk=CkWD8Jy*3cKCrOa2SmQv}
zEBMT73h>B0`43Wmjw_{A10}uc;w66e#dBMq3l<4A=^a)>R#KdkyfA3T&hm76z6aO-
zsfD})M-EDBV#1$DpBnMQSP)t6iPSl&jfxaFsJ%`Svq~qQ!w-Z`1V4-z;^B$2&}AgJ
zFJ!PDtl)R>ySk!uY;E-AMyu7pNqe4t^K&}yhFfFurdm<f<*eb516^@0qXq9xtDpWD
zMOQbZaeWu=-rZhL%i0ElSFcT&f}P*>QV0mkjCUsrr9qYH8}YTf&&HTV7J%+3Y5<1}
zU?R56Jja>m9URcNA;h+JW`toex?s62oRU|9QG3X+cEG^K4%nPa2^JMWS=4xN?j{{`
zPj@eaZSEVwef$d#+pi2D%WqTHohT+E=T-+SlelhCs>T23of>s$*$HYk9W$7^u&w-#
z<uO5;a(l0P?@>2fjN@FLZ@WV4QZYej^ZB)B->navE6#Zurdw?H)Z{rZWSoKGCo#5b
zazD>O6vv{P-W3@_rx+1Cmk=;;N(VbpOg1*c%atYPJ-<!mqujJObf^UmWji|Av)icS
zy0ca?qm|SW(E^8Y(@Q!%uxgTW&mm169Wgx~5l&2{NU3|iLyYO?L6;}m$rAj8kaQ|z
z)aPZ*Ku8M^)q|lMqwO0kJZv{zzGVMoo~xY>D)wpRdV<bGk6lFfPX7#Vc!?tQe3^Km
zeQ#>DzHh(D;C7>Xsa09s&tn2T;}Wk|E@ETz$K3;&zg$lD8OeL)GlOjblN8<-n700;
z_TzwN@jcBI-ekQWdDvQd=i1^_QQ35Z%d`8f(i*gps<emM?!o>odp_@dg9h@#+%KQp
zIqj<9Un+)2wJI9b{Mb-ieRpV%Lmt`CmzW9C_u4?fq@Z61KYsi;^~#zwz8>{3TDZVo
zRjub{b(gmy=OwJ}ZuXgrA1zKj^2tbd)8VmPRc>m`1XFbIq|)AJ?EdNUenpIYo0FqA
zTO4ixl<QT^`6tF5Man!#cawTp6Fa;XyWAPeOWsWdaX+9UK5n66S@hGp@}s;zbqaH^
zaan?~yB&s{@G#D;pw?jsw~o%tM%Q2M*ScrHk=ymtqBW%1UwYdqJ+LD=xQDqK`PNm~
z4AWoOSmHbvb<>uM)*V#Ja_nC&_kHD2&uI8tcz6*2uQBc>>SRkP-5kr5+~&y2g!tuQ
ztLcn#(xiDB!uLnA9Mhxk;b+E{5=t9)tgg{_OA=BH*6gxpCp!}<;>FKcH{SGdxvMQh
z!t@3_1B>IIwiBU_Ud3WAexeMyo>i#lOI0P4^rtCF`=)=~j#RPJsK@CwGap$aM2uZb
zGP!Oko?hlz7NCh63Jga)27&L$eoeBpWP^alAafO%54istHx6<j9x2E4N2%9P=STkz
zrgTc!mBuVz@}JBCN?gm=u%RgXwg4TNw<>Uyg#XZut;}F+K(i?W!pe39UL)nK*+rVI
z4am~=%Lxic<KnNFKXHWC9mzN;#vtT*dF2yVbi5zrd}8r~nrgHasYm02h(!mA^dbEw
zwKEH)oLmdD+bPUbxB0yJrI0bO!%dG$Fu9NWK0D^~-Vo}qya-WSfgY(>=4pWXiHO7x
zMwpO+R8*L|z^f?2p@X=W@~$8|m60ST1I@qAeA8~=@1z_OwE0bmsZIt^Y{=c)wBbBu
zlBV19NW}SV56Iw;Z$py{q=)oDc{j6^evf25Epo)wflINyuQ(1;Gd3n%Qj_O^Mkb6o
ziMSLrXl+%4sk&p0To5T&0&w`+-K%CuUte>suW*<BN3n0e2{HE0v5l-{eZJb~s*s#R
zSzF4SZ}@~)+R}=jKXs9nd49C>)A%ai*ePsCzG9wAmC1w%n<v0CkyDO-98g&_>f=XN
zf$%>WFBU<oSNeHtr_vsu9L}kn7zyD`Io>6qNOyv5R(!?)sFNl(;XJSc)+=~>eNb|=
zMV3d}&9hRu^h}s?&zI`ctc>NZP1vg#5{9q8x+x4F>hEF9TUgY7%tdy&sOl+<SHkJ|
zg`+KrqrbZ1)7-|xOQ<ER?4^ea5={$SK!I#pr@dFd+*Lc(pX<b26!%;65Cw?;LLwp}
zR;@v0#Bh?vfgWQt=5^@)<=0wEPr#6)fb2>kyDO=o5zGOmc2@V!T}#wD;`gsI75>4&
ze6PYb(jQ@ba-3U46XS^9m>xUm*CiyG_z}5i-!v`0C<CCMuWIX0<${9+EM8-u^x{92
zuOjDL^|va5fB~MI&2{Fj#_=uZimWciSay2A&!Ym?qm1N^f+ygS09zp?Y3Q-WYST9_
zQ9lS=qg7eG$dw7;=pA!S0RfJaBTF8*<5SXR^<x&*S4f73D}{wKo%}#kUe^?O;G$Xs
z1W1K=O_Sdv*JCT=4j}bh@O=y_Xs>}|(FCD&-%7VoAl{Z5qrN16`0g$g;}8M{W#|6(
zYNbledu-q7z%J9K=0dCZ3L@DpYR?lzwy<E(CSM17-Mi;jHQ%2&evQ#8CmoNPLe%TZ
z5}lI%VpcQg=^H6qosJ5vfOu_uVG~QJi!IqJwBVF(!e7QeVhUL8VGbJSeaYG-l;W^}
zLtA6A(L>B%0Dbi?gTQ0NTDELouXcv-N|#J6bp*N82ZfKS^CGH8VqxyP*md+w6|2mO
z`~onctNLQlK4u9Z2m<1tmfkKOaZ*k+{PMRlNrfav#*4Z7N6g;@2Hz`@i8?d*iH3vc
zyu|e`OlGZJuP%7nr4_faCv|Wv(=oity=_QA*}TBt33|kL<k@%jnDp%uU;Jt3t>(v#
zHjkr2RtYuk_!TPOk*Eti%pM2o^m6XYVWYTqD`(<a32ujAJsoBh)~fHNPTJYpHYEq2
zO%`zxR&fmz<k<t7bV(1!65e<80a9kh<$x5Mis|4$M5!6_(^yzF(Kglxh~`0?p<o=<
zcjz9s-1!XY=q7fP+K)Mm=|JECFR*At+Z|{U$Os-jx@t;Y0QcgTy)4c%xaU5)v$kck
zVy0ZH+x~z#e3g;US$c;P9~VIWaIGq!Rb`@BD@#KPSz#;N#)lTcbbidaI+5?;0mwj?
z^Nohr+b-jA)~cSst{YG|Dg41%%A%Ba<-!)j5o<xejuSp<{+Mg9dU?_%*EAIO!dN3o
zbPOc$orp>zlGV4kW~!~L+2?A58ek&0dWAR!v5)l!N|9`=U3odc=W?+gCUtw9h?m8J
zMh2P=tYSK<co3(FbO4<K<Y_D_TG*JQ|96@tmA(~JpRVJD8B)kYAe!Nn&+in(ifed1
zCDd!l1HawjTdAuTAQkAV_im+gvkU~HG-U?fxurb0p6VDZ%GSdob&oadQFr)DuG{D<
z3rK?x2?<YBMc!zh^|RDP{V(G3d%8OtDC94U5ktD8S$bLmKGj|#R^vm>@u3(V<#P6?
zjZ80Oc(S4AqwG3k_yvz;>i#S1@u8ts4O|{rZg0vxwvjR$Ev-7ocOS>8>_do|D*hl!
zXS)EI=~-oE)>kk>m8dWI2V@Xn*Jn`#Cf#%Y$_Vd1&L@fBDlMhZ9>!`}C0frfXnR%%
zrnyW*V}nso#B`K{JDiyW*;2%(mV`n;*rNZJBFO0{OJ<#9x~pkDy7bCeoB&MU;X(sz
zR#(^2f*-y8ltDEPIZ6E4Z^zD?opPcXb~$=hF}JWf?J~Zlqv%ezL@Rb7p6ABRn>T+c
zv>4ErfLP1r2c*)_ka|rqZ6Ayt>$A0|BYAHnCE?)vBP6S8wIU8OojQ9CeZH<AvT5#g
z{dUUB)sm|IVa8Z+?-Lm4K?;)LP{JyWIyH+la~}d3+cJhqkv!MO{7HHl!-)B-Fv4NF
z1`<_1l#!d8UvFiZTUFl@SvJ7Da6MdT(7XiJ8;Uj`K(tC^u7K-&&o6v1N177@#E=|*
z4Wz6xL)`;k2O#9sA*7MZaG5w+D1ZnN78&stfXXRgELtv1SHY1n<LNoZoM%`K6nUnC
zV?LOb;jlMuPI6bIO`qd19K|uUKQ=haE)_^qz?ubGEwY?i%uWr$4lq6YehL|;m*TYw
zipS$5QHwRG2bkEF6iV9$)=UDBB$`(W^V7XU_JQ_c1RUmO{9*PBpO(uS`;SJMrh)Hg
z0iz#IIm%$4g5=B#i%ywRXxosg3+A(t0wtMjxK!wYR8X@4^7Bo7<3snO?fmY)9pgb^
zmwLgt@of-xa0&$3*2qh<SjT%Q;J2O?y{imXH}1V3`p;Weet9W%h1*4oQ`C&Y;tg{7
z(U_~=TNsZ1zCQM+W=xrt+pPnv4Ix2aS?_~T@$4mck9eW;JhmQT!$7~{k~gye0gN;P
z8@Fi5&v9^f`A$P8{dB=GI?}U~{nGh~kRI6rqMLSs7M>%fZC0wDFMQ4C%&9i!gW$V5
z`n^p}O*2ytG9`AeD>;$jVJF^n-27sENzVs-;f3IpD{Usz6*kY;8!IvkQ0G^c!MBJ^
zHTt`P$l0SukBYu<0S%llE^^51dajn?nbix|`4^@@CSbI<s+tr_@2^S9E7yaSX@n{_
zYkXFgJ&@R^<b*5e05~L2Ir6@`y1A%+i<?BH({naP1Z_C5tFO;5JUe}}-uhMfJuqh4
zBi8D>^un}efibK+6*BXThTmEmi{6VI*%LHL8;U!0ztL~maDfV@c8Wn-8dzI0?N4Q~
zjs6~)DbMcw?-{_G0~j_Lc+%mTB9o&1OKS8cMdj=q_YZZNLa>Xz<5o21(i5L9jjptt
zMf!T)9v#rAJ65x9i>d2-i2~ma^R8vOr$^sTHjc)34x|b}zK$DsYr9`N8r0(Ww|NBw
z1Ui$?HA^rKtz$N?luN?MHe;5m8O=yOKC_NXPb{wIL9~5rTUio}8!fz?zi&BsPe$9c
z$N@juHgt5o_J#l^S3$=uXW``b%;5y2L!@cFOix~A;4R^kCkqt^nk$*F2=Xv;farBF
z12p^3^+Otl!FO5igKzL49Z##x`pxJcjOp9pT1?4enS<}||BI~mj%V|Y`p0!w6&*TI
z)n(VFiW*gWZ?(JZ)v8e=bZgDlY^hOuD}oB5s>>#V+8stDMoU6P@jZ9a&+|OL*Y7X?
zNOIrTb*^)r^FHtMJ{fD=Wj~1A@lqZBzkhuE=oov>xm)@B*^zYn{QoWZ(aV3Pf5oVg
z?*7Xf9S<+3c2}1CxSn;ISbw>V&&Jw5%RW8lQOd~0A6ktb7B(uG8@KfR)ilC9Z%V~?
z>6~Z!wDhB;FkCflZ^e}hqR%7$vHH~15(Fx%BpzU|avvS7a!b-zT)k0Z-)NU)A5sf(
z&(r2*7hr=g4L=rQJH%FXl?=rY=5Q)f0^Dsc&=yQli<#@r(7o7m)37e^)fmS6?kB9G
zHPgBITh$FRK@Yrd+foOf96!l*Y=@xa-F++<EN?VD)7!~SD`mzTTyAW;JlAbvpkStx
zc(&)s{?lZ@NZF`iJhHNbFQ2%;+1B@Sxrk82mg=0k(#&uO=~9)qjU|P6<S18v?dwyP
zbFPPv&6O#ZkOFJ;Uep=+hrI1(w}KkF;qj}SM}e;2jnMs|Q;B2{N{t(XaQc*qSCLs!
zE|gK^+d$Id!tAnE9ItF6gl6s9p3?CBrv`~!E<@<GXZ|Q>@6&3S><{OWVl>6=CsVXO
zko0N{{zf6?H~u8TP2mfO>WLdP6w5(H7$|Do0*Z>*uh)y0^8=u`j|P_1!ZN$0BLQ(`
zfTANjDf7T#u(W-(xxy<B5q^-SfLGaxR%m+fT7tb55K8f~?y8%EEX9}fa7Sxr3$ybu
z(0mDd+BmWhJPBG?u6z9+1ghBU?)Boa{JisXPx;aax~*h@;ECWM`w{LKz?Vpt-uWyS
z$e^-Fc@BKjAJ#1Hv6t>fq0+CuIV;(&ezNJf97l9tBi9J)_Y)+KaFx7$@uqzh{x^Xi
z@%n4^VSLI~FF@$y#CWkSEKuY@wyJl9J5+_+@LO|%GhY@hJM}`_O9olAferH64$GRh
zy5lo&1)C@+nwQ!48(74o7p0rmI(=Wi)??0ho|+yJq&BN+22bPueo<)`(;chC>E}p?
z;_a{HNw$73r#e$f?W$f|`UOmK_pt$4R5@oYz^t&sd*tArJ~)e6)>K#5_jy*qk#=0e
z7MJ8!w|=%4-nb-#T`Q8PWH*O>KXrjl5AjCzoaEvZ<dqZ5m}7K&dP_Voz=xYz2WrKQ
zwiS8<jS2?rgR)yZIKhs&=rIICWsj~v$UP%sMB>@=)W#l^&$T1=!u<<L9s|B!9VUT?
zk!8Gj<KI79SNNt^&$Zo5%*u@SdT~BHaUW;a5z)D<xVm%8o;sG;O9T6k!SnMd(>ZHz
zT-yBaB*j36PI3LP3$5__1Fucscifm<RnWnO>KP$FLZQqw(UA8gRHQSU|NVxJ<rJs7
z(%C^7sbf3`j~tw9*A4}gW6a~6+xj7|_MWD8cg%hU2DWf|F-y6wSAs%%JUZqJZ=i6V
zI{Qe2RGgI@Py@SM*!HQz$Z99;4bIa89tJ)8+Do+}E8fktWI1BVNWEOVCy@F+OFGly
z_Cocbo4?B}snYi@&DKv;f1}ZT?-hv3p-nESX=o(OMYFgkg`iBT%=Jx79g|J7qVZFg
z3s#O6I8N;Cig_B1YwS{Lo%yV_bWV17s&u?WysQJqX+gFq`S4a*2A+F6BmF_{PE26P
z&3o*x_*|Zr*e+JdqGd84d$?X`(otX>t><Q(?GmHiAd;XTpc}4Zn!R0vTd6GXT2>Z$
z<5g5=wY|)24`IO3?eC#=vpNps{oc`;OjkmN(HeC)iBt!sA6&!b7iS)1dd2uis0s61
z@eeC5Fwe{_jjU<xZaca@U8~^Ja@Ty!qtOHXjc|5O;j*ed1R+mUK#>40P37Fx4)yUG
zy-^(NQnhXmMJd7Eet4m%?vNH(Nz84GTYE<Tm<N;0Tpv$arw?xf5;R58cjSaX2t_T7
zC&~Nh`i95+_oW>1O)h_7+-{(U=j`et=C<vs`R!?4?~pDM;F~C8eFX7s|2D^cJiSyc
zWhJozOZfX+jWt~~d~TC;M~#Ciddy!PVpw<Uh3XvZm6=!zN7w0lk$0=1TECsH?{?x{
zWsgjmi5?ec-`P>F;<Z|L*80+imlm4E&Qoi8>j*<9=jw-{#Q%>@a}dn*!~r^CV(XP5
z@9}5LS5rCV?$sH$TrjNOB|^G&^&R!kyoo&N@$0#UVRKKVj0n55*Fam^HgpdBEQO9q
zn4J~kvrsDiYPn3!<i*Cb=T0h!MBdNx|0`e_%0AXq=Rt{<vL!F-u9qhv2KD?QZHWv&
zPL+(8tg{bxdI!6scUG0zQ{`PG-@3DoO<h)#gO~O5uJBYSkMkc+PCa}q^>s-Q>khOB
z91$WNVJ^JfDlslby*NiK3Ji9iS;!tZDj-+t^ZDyW!{_*o^7r@-K0o{%AH-86V^$(U
z`dB)CAC8#nR{A<0()nE`3bYA#|5*HGSA~3^&u7kPiRbLieO#OJ*dK43=d)bu_0^%N
zhkfWR>5B3&oM=Jrdx%|R?C}^v846Xe@+xy!B~mjTKYP3U9Kmtjc1|KM2N+Ya6$*|o
zFd@!C>vL$4F^XOttE{w!O!fg}wO`R!yRaKQDPP|<$ALFY*(t3Z%E!Kz!<dylTmQ~h
zx1Np5n*3|^(<q9RGOe{>cfuhzVdGZw*S<?bGh>pNzyXi*>yJdcx-qHbgA5Gc|G9t+
zYG$)s(n)LlWUS(P1p4+Pui+g(bA}VOn-|O++pZ_{y-mV<zNjo6PShM&KSOEkui1Re
zjte@XW7+<GexVf@DNU6aIwR$NmYd%niC~1l!hb2jAKsY3;dxp@R=ULkxs+9?O^j+O
zsuiKMSi-$xA+Tz?viNMcs*L2&c?}3li`@RLS;osJX9j-HQ>v6Sxg(#81Y3tkiMI7J
z>RgX;$s!Q=N99-jolwKry|#ZAbsPLC%D&E~lHDB;rXG4i!v-?K+pX$!W-NgeLiux)
z;$~gr<NxMrBDrHcnB)<Y^mw)82%nsl+)ws`&pWUlLXC-v^~S9&BDV7HM+o;yC}sN<
z>PbKrJ1?za;Xcew%PYdw=+5|^7`2Iuga72Y+=*S>Ur*{C6PldbAs&~kHQm6gmh?l>
zef;)@kgsf8jmJzLZi19O@+x-RVEfy*p+X8Fb_Qx{wFCagzjS{Df>VXki?@3i?*3yY
z=Wi8B(h+Dw-Rt?DQy}Wfo*E~TwCv?uHms_1q+X!U{WA6OhYy%-g<P8x!`052<W*tg
zQu&lao=3=T1$^qqCz+#ja~+6qq+MDLBUbuw+dnJ4TqmhVGFftbo+Kqz%XYCNK2(zw
zLN3{yNjGlWaPW%kW2<6J8Dge*R1Rg?kItoyFxpL1Twdpip10}&Vu|hHV<_L;kn#E?
zJLr!5@Xz{`TNk;;COh?F@o2xQSgyCTIx~5B!KBfyII6wL#?FsC+D96MsyHTw&#m#y
z)U7c_AHMm2IXSWjm*-`{qm<?N%?l7Y-=+66nBH><X(ogv_#9m?mBxJ@SncOLqvN!p
zF;+f0dC2|}W@1}G0QY!xdU`_0o#JcrN|CPuOeNPp|1V{S=^X8hn9`q8(9%l1+OcHN
z3`5Pd49jM`o*h|#a`?A&4%2wz0atVPp9kEuvJ~T!|2SS9K!<86DVUVU9NekDFlZ`j
zgVQO8mq(~Q>%_Ai){XMrdSG4-^cy+<hEmy3LHn_l59(D1uJ;u=r2b%iBbRRf*KDZz
zOU+#IboS#^!MuBYMC~lTI!R*%cg^+UB%$fwDqjUgQ-~jRf`mkPMb9Tcr(J8We6jB!
z3fj#~zqkd9Mdh+hE`9uT?ECo5l-({(@>t3}8O>1*(`!sTea<JM)=disI%_;yx#p`+
zq{r1s_iU<DjDp7kblci{piRTAKiM=8%xa$s&0h0WMUsR<Q9To<_hyYt*i#o-#sk~#
z;j~x_w9iOC{}e3P=Q%UHJY%2zh}*Q|XV|lY7^!}p>r{Tl{`Kd?D~{13oH81c<}^S5
zuiPZq1H?Nw(wL9a;FPYMV(rx)dF~M&l$d&J%gwR@XZ}<r{qUznnA@g#Ir6uq3S7o^
zCIxNH=SerU<y3jNqt>3Q*Mbq2_L8M6=5N%X{tWP)_x+{c0}1>eMXk|J5pu4ElCOVp
z-M*a@Q<kvoezQzNP3N?IlB;wPb?JKZjPPxA;I<WvkVdjk4*CbF&`al8C2ltoGCsXE
zA7c*39`hqgHW~ZgLJ@-H?R@luz>{3ve&htFxlJ`8#z0%B@pno3&2+q<=C{r$J+jo)
zK>=~E%>0qFF7KUPI?(T`1T>lFyOn>6kjh+diFXF7`<0e*C=D=%FMLgZJ)KvIk2;t{
zT=YNeMs}+ttF#I_$-@>Fe`Qco1ZTIedii)euAaFr#>U=<Vk$7njipTV<}}ste@pgB
zQV%^FrDWaub^7>^&9RTT{Fv<i2U|xm84~#bj@=4SvfcP}EN{%&5q>fFdUR%HCKO{9
zhnMb#*wmVI1=pyYUPI#nVK=*Gr+kQk!Bm*m`*&Ac0yW9vWmtT%;||5yZtYj<vbztf
zNsU!nuBY|Pt0SX3v>ses8pGur%y~<krxZWH$xrK~OzprpTy#>dqjH3*g_?D7ntSCb
zh8p7egg)mWO+Jp523@TMKN2A<p$om{-v`c|ziT#uu(hdkcCX8i%QM{~D}nBrKHsg4
ztLnd#nlk&8XMU`V&Pl#p%c<!~s217l({^7U3X(p$Vb`>I*~HxDM4)3SR@(!v9{ywW
z>+rzD6hv{}K*&pFVoXG#V$g%4ON)_tIlKz@mx9sqc9>rt0&<-VX;_Ou(lM8{3gw!!
z`AC$*ZT@HL4<2!sF?HAItql7Z=toHVjq{RSPOgJon|P0rT<P_D?+9K8vt`Su{cAS7
zTqv!Z=@HR<TGKIcnTxL1j_djkaO>G}5fXPqu}-=BJZ?#PJh$025|z-;3lYk{fS2b5
zraejeYo4!dUuj~Ji%Yd|qGH`(%^2BvCjPU^&kH`XCLF&jvg<1tc5U3;rLp3^8(#Z9
zbChVrOE+VodSSTp@BDi>v5qpVGj@>ByP|baU1u<Cg!I%mo9UCztpJMrrHe7oah6@H
z{VSgFV;6LWYSf<3|7(e$ORd5aHTlhUb$g{OAGfnduIk#0LzC=*$9Ym$3QcQ#38@dp
zvT}OUew8fPkvfkld@CyAcnVEs<}<h85oYPf?2tQkkNwRzE_13pGWy<S?RV^~s4u-f
z|6K4HnA>Z%UY4jI@}UNM`%#ce?gIx-{o^bMJvH~|&gvrj?;dcXKGF$^rf&*1nhEkU
z#-^t6=y|7^;Wd<e6}Jdis0CqVT|6}L@p?xMcFuohZvVU`>2&vwbt^#;-m(o>#=(sv
zWDiRh4=}4o|Gp|?_SHx*dzL<`XFXICZay2?`KT%@&C_-XnM;oTtiDi+jc(|x!8%~c
zojZ&_ZBa|6G5GV;3ZmHu^Kt-^GPO#9jPLuuHzW)&2ceZl6`tz{>!PDwOmvd()cRbp
z9t-_;YrZAX^<hu9OWPBL?;$Sle6b#!PTC9hXB{T>Bo1AiSE{sr8ipSZSxFzP!VQCS
zV$q;GQe^?Sn|7g#@;H>%FAe>Q@Cq~GPOu^~HY!4KPyo`5&(!LYR1v+S!VXUSv1dMg
zBy<Q-Nk2A9!jGAIjXKl}hg2&8mKjJlgFW#T?Ephq`#&eQ-NteT+3`~vB!bt5Gf_?#
zPE+c?)OhsO;If6XkNF?=$bNHWx>23nE$W}1A-@q{yrsmgz=3Q0<|=R1fz)BfaIk#3
zX7k-W6%Jh|h1ae(R*sx=EqW|UNpUYQvY3g?8*OU7d6-K$b^Sh`;yzyOkggL~7U#X>
zTCBdWh%4~t8<xQDe?<aUPmMoYEeYzax;4;*WCeFM|GoQ(-o!dS+rnI*hQvR`nU#yY
z+~EeXB6oDc%l5OQxDJxiYzlh?upSY-+Ue_RtsQ3Bu9qe4pz2V1kKN69+YodSp5me(
zbrn(sh8**Dps%y4$-h}vRGV2&)m-WGC!Og=fhx|a;d7fFF0HAtZ8@6K8L3{ll9xq{
z&}+O;^WUmHd!7nW<QzW##e&qSDZX*$&wnk6f#x@sZ`ow}^wb%Xny?<X?Ve*BWUf8P
z0;ISrNt_to9RjJ?QF_oX_-?kU4lnLjJ0HQdFzmdg>EQ7vvl~%mBDNA2UB?D$I(V~_
zm-A2cyz`?h_OaWhYo|iMzV#73;n?E1fi)KWq*U}Lzn<~2>$yaA?0jhr`^<q@qzcHZ
z5Ih`m$CNtbLbFa{cYdyasvLx3|8lF0dhgp(<dsd6C4T>oFC+O!Xa34$XY-OvG^#K-
zLW^;8CsuKFev8Z0=Bd({ovVH9sTXNK{+Ryb`a!uDibG_X>Pc%cbr!Cuz3WznQ9E%j
z46*~~f`_pfo#YjDRmve>fFgIZ(3flR^6w~O`)_8(P4VTUeaHQnP*!YhnOtixP3sc8
zhMj6O8}**NP~;>eiDQ6hW4@rt<Q&An@Whn<>58ESJ1W6-fk+(5O-A9HjZN85R<DMH
zv&+-9we*(Gz0GbJ(2C&GPz61u{bdjf)|2q;kfDgt&!EHe1QCb|w8wuIANS!QP>Zdl
z-dbBzE6)(C5|FsVnPBHXsm*OCAiOE~qe9)u*oh4SK{`7-{!!nj5n_=LHPq6=)lJ2k
z;$oY$akk)b>c~Nf!4JB;GS<{9Xmp^fDlAehuNj0m8FO3yCll3n+mK)7-5V&mb_Nw2
zRQ%Y-J^$^|jgKM;yrVfi+&YX^BP7|ExS%A6gIP!<?<>R9v2dmWmzP%MbIKVh+ZmKU
zd~by8lp#ZE<MJ8QtrUOXTc&*Lr-R}vFG$IHT|Td!XDK>^(=xVUUI~OmWt1sf?{;%F
zpPNOD$v|#Zu&=ts!d}`!0&t7q!m)B_jbt&aR(*f-+XqO*!b_p%xj$Y}elkWT+7@lW
z@hs?+Kb@zvZ^I3r&MskUUZx(Kuy^w5D7{;~1CF37&HeB{9kFp)q~PYO0ys0J0E-?H
z^uJj|Ct)AKUm8SnowEHC%{Ip(C4?#?_simzbH2lucocfyE|A;<s_%%VC6Kp2h<0hW
zHIhqM*HXrY#yV?;YWJ^S-Y=KNpSt;&?a)s<r5Az_oM_u}`K=F^c_^q&_py)O7Sn0l
z_{vS-1z}+$`sQj>_+iNFm#~y*J~#W#M(26z=$KyfQFZ%Um{%vG?pTJmuD$iXl0u%c
z#LZK#`j+%-N8Xl*QUGc{Gi_z0=qvMMcKDPYM#Xy)GeAPecA~VDN``V?)xYinpsNVt
zK=O4pqPVdfDWGxbjTT2};#%;-=l4RIXPk<8;dTCdDK;KH@b53<tD75+$DObhvn#YS
zFiG-QnfD9MdmR2d@~QgA8DN`J<FJ%b(#XrKUBM`B{exm1Rw+d0>TL{nTj^eozqMvX
zi_>Yf-(al<Uz{YV)rp=AXfh^7n3slFXz^_}*Q8;LIYOg-#4b4AS{TSpyS8+n2t1;y
z8*Nx+8Ad>T=sl+V?F-ymlJ?{hZUt?k!Y4}`0BQV=f4RAN2_dq5y{lNP`+4LH^IDx3
zYVF!g$?eg~{;;<kjOE0^_l=!|&b!sSVAtu<JHPX1@0nhuwSLZ(XZoQk;oeTmz-MBf
zoChWo(KIHHRcQFxaL#qFr4ldO6Aibq@wZM)tcC2O`GDQDu=lPK6B@aargn@RaMd{y
zo%EwHz#ni6x#HWWsbzwf4XF>;vhT_KskVIiU_~Uhg5?oe_9(tH>DC3OQBQ~I2|Y3b
zThO~d-ZewKu?EmUZJ9ymdb(*@s=qWv`7wZHpX(IQzI^ALuv24`Y*5fOiS;0b#PdeR
zR*dE_s~DyC`yM*-vr}F1+4B;$luM1OV2H2p(!AO?@im8;6;{;x)k`(<>4{~bxn(2Y
zKN#r!v|=RUq@HdR5x)^;473zP7d@;gsZuk01o(u`bg5NAQtxUxP^WlZ&sBMN8^eE%
zeJ`RabIKNeQ`Ck};@&iJ^~(sf{dLST@XXGy$7JQJ^z`5cMKx`^etTFi*OGr%8GGt$
zriI@_yjDglJ!fQ@eWrL6;KRDLQw0S+V<cl;cPzGiC<Zv-KqHfgRJ=Jm@@l0pem1Gc
zZ4i6T#oUw7M>vKr#rg-#V@6xsSsJDx49TbEv(QV&{+QeD<lOiVyO`*N&QO!W!C!A|
zkGPLyHH3{cSC#NilyjltrcN+i`;q<pXZCV4YWQ&dX}#KJThVh5$*yJ^zsu)ioWd%+
z(cNXy5JTo4qaB-lgT@;tOH${pl~%cpi?%#kz>LUnqBg53rjjQ^)djYm5HZ61;wqqA
z8LyTt(;ok;kbOT3Kx|@fYgs43l?eB#;UMi8pYRq=KehfR+pA%Cx68XKwRyWYSpNH}
z!M-!GjK)h?tcPS;lJQ1?p~RQQPX2>pTNn&y=%16Avl2p09NF&i>})FKRZ#zu%HMJs
zTb=6prBV}nsV{(oA$c{K?2)o@XXBm!?j7pW0M$j#cE8eu)YOoEPM-6To{^iJ1+JF`
zDU?1&G6<E9Q>-tiWFoOpOLiT9qi%*~%P}g6mI|!Ezlrb~USZXe+~hp4e#bOI4*W@|
zYTK92zQ4@0?USHwpYp`&qTfu68kSO-9>>9ZB<KmGzE@kA51FYt3T!P_N4d1~88<9r
zJ?uw?JGk<$IK_!lJZ!t_^pT5J@CYqLQBAb}tg|$}T*CU+ju>KB9(KcVnwXa$-$1$~
z4=<Mw+^<g|f_*NN!^^8Bxce(?v-yaF?fbXo<qr4AALp=?#BJGe$K`%pz1=@&Y?WI#
zmc{IQ9N%fdbl_s4ACpUap0ROdJ+sJ69B1}NZlM><<hts^?q9RWXKCAG`EQwzjZBsb
zCC7cYD;ram+hi6vxA7z__v{igQlQ=j1!_}A9U~)Rm9JBD|ChF3zQ}dTBb<H!jT)&`
z^Dv9?x3_;OTiba?7w$58r<(GgwvGfvto~4CQ^WB?!coDtg_AA3rUk@^QxByGgi={6
z;W9rb&uVhhQ5TBoj;yyYoGEUXkku*NN?V<Wjp=Fe<{@*|+#zN7`9BA^FefP)5IHQB
zvg+kxoxiw@m~pI^#~Theq{Rs|_&-I@^X)iIdnal7JJnk{e#3|U>5nsr+c|Fhqj|kj
z4Qk>AiIhSMA10$i$y~xw$!9+H-7ItBjvZ?-96HZOppG{_p7Y{d;TJwFPrK)B=$rj#
zsIJA<1jjoj?mMhG{nsKqTEygv&-u!pu<FG1935WG|E|^PTE59Wr$&?ejG;xW@>MDc
zXG41=0s13daB$M*j!a<5#S91^^=pDmR*nZ7ap|ROa=Bce*HHzE+9kW;pV<*(&#x`=
zj<$XkYVa*ZqYCb;x$B~-H94ICNhi=z`}e&vp>gNBC?)9|@p!aT!ThzUWK)M5({gRn
z2e0+jREb`Gw6FiWDg=Hx&i>}PEOW6)mRGCYbRUTmO%XvrfDx3K__QnSmrGWT3sEp=
zyuYOHORuBr<$yXWCWfXrt55f4?-$iE3YeDisFT__>#`!Z<H5ZUU-i)OdJDLZwj%NN
z`~91P5PO`c|N4y3weiE+D=^-N_%jE~nbf9+>bW_veqm<zNHA&bT%DxGil=!7LV2tz
z`Y78bYwqMTI#0XL-q4f&@264eQdi^SeY+ddE^A<})UzeY4C)IMkKIyE@#9`B<u*X|
z{PH35%u6sG59){SWBpU{Xxm9SIqhwKNs*<$`!H~Y9C|?W_wOIH@t^|Z;)xb~-XDbK
zUlQ6*I1EMyS3Z;}HKTqLR8egd%28TxtMMG@{!^LrpzeNNXa4w^D`3CZXz{!9ofoT_
z=!t{l)MxTJ`g}>N^M6SZEIOX1WBn(;GGi`sgp|RpdH`<K>`OuSPl;jfwAsxmsM3!2
z0lEQWDUF)re|A(2F~>a~vz@A|eCjz>yyU>dLejk=b!u;|t=zodIJJK~+h1LqeQg`=
zm3~yLX_<O`<ttLGV;QsiP9VX2r^n<f!y6vB4{baa(LoL7Of&TZ*@PDo<C9%QeuBfN
zjAG%2?(GpKnVP!opMAV(%W)^m3)OpUrXeDyy&h9#X5-{@MZQrkYj55zh71+DNfTOI
z5_xS;a{Yl&hKtYkSFUNZ%=X%PsFW|@4FS!V^bk-{GmR(bg=(V8etB50WCa<Q%|;4(
zb!Pa11-!fqVaOgjQvKSEcnL>M4<_aP)p6~qvGJclx))zjGsDT>2rdTN8n!=%tEoZ$
zj^6rx{j20MNsJFkaZbOj825SCe`N+`XFvwXOO;s4@gth+rGhJ?BG3gsyyA4{=k-MK
z@ZD@kN?DKhc<42}D4HEp`rLb|^_=OwWo9>Mq`&Wv>bG)4UM`cqcLXh4VLfb9&Dfg=
zpDD?CO-EV1rMAO!eHGEfDZP*fyKnfqYSf?QNuM9C{&RXJE+u<pM9@XWG`^3W!l`dS
z+rz!|Jv^MU-RV8t9O*#{idvXo!U9<JM<b|KZ+pbsx2tpih6{D+v({YL8s<lhe~##;
ztM8G*>>!$>o}{H1ce}6N%kT0^s1{xJke}XBaPjk=+MuHG^P$b23)DBA+tp7BoV$qJ
zq8+!e^DovgWXgEqne#*lsXtb48w$uE^4$YC{Mf%;djTAeKUgnRx1RAprO@nrUfIa&
zk^1u%2$$H+yy*Qr=SdMP#^-mCal{7Ps`k%}H;iUjM{`4br3(@WL6>Q(q(WaM=dTwG
zlD(6>8v4X>PgzX~m$J_;^&R0#9_cPv*nNlRj8>9<eDd+h;dATbI5MALRotu`xr>A5
zh5j9~`{PZvxLwzCUg@p`MybzZV$3(o@6!vV#E2ie3;Uj{8zgf0Qan<qZ=`-c(w>u}
zdBflD&xy%-ja^Wn60$g;fedMS2yU|)k=bCq@awLB`uh;jC7KuX02G5^abijn?wYw#
zf?Z7b^Ulyq+OEd0ZP8bL9-mWuF?sg0x`xZm&pTgjWh)I-@V|);*)?8Ww(xwa-rPlD
zDqS4osF7Sfr!zeZaF%}g9usJ!djtA3amL&-cYa;*C45_9)lXAIQB4io;I|9~&zS~L
zR<ORDisOzqANl`4BhAq3LwJ*t58-X<YDcwQ&ql49a`+dbof?9MkJM-ZD>qBD;8&QN
zWf>-Updhy+h$Vm&nTGON+7o&Vun4WMJJk`|7wBRX+Bb%D8o<1b_~*AK206<xL_u4>
zK?gIOI{fmnrq%_hAXEG6UI}n5O>56ovo*dWyy;|?l|ElF)R9wu_?Uv;P|aY&TpZ_U
z<yU{DGUEz$zK-FE5=m{y+U_ng4!<MV`mY|E0?vyvVGzlu1+@ZtKMc5u0u<AsYVw`6
z3T2Oh>Pi<x(6vU7ly<&19X*F_??KPS3RzGI90KQzh{1u62G}V()nC3m&T!Y8X_)3o
zRW6%j;Fg~0_5}P@dggsi_J^T_#hbl}YrM7<-&?sj`ikQ}Uwq-(eUW47Df!b3?zOG4
zXSLLC34mt-s>rb)H!Vr%WlMO;+n0a3O4gjHpk8Q+Vfd>I9*Jba>e`le$<;j1is!;f
zSg>vPdbZ~3rxxyDIt+?pqc71jpxlvzg^N$wY>nvYLfSe`ec7cQRcAKTyoxYIYK_X{
z{I))Fr9}gf1sZ>{6W}umoZjmH__k;DkM$MXxE~_>dq~CrpJu=PaKN{4$DDOvQ7LmB
zOJG=U`as?ezU>TmB~FQ1y#qdYg4a5*ZxAt~JejdOm!#cdWf8lWfkJ-==d|@gP>v7&
zQNr>~OW9iLtx5d_If|N*V@GtNI*K1b+O^|sWXH7kg|&3VPBomIv*C$Ko=8I%JZzq6
zxYr|%gw*`3TeAY(d8vpXbjv=Nyin!0Fjg|tn@577O!zSFkbF>KLqT6I&-_=<(LG(x
zmq9OEazDN^6&s3eZW(I`+BUkK?f(BIzCOQgcg;`4EVaw?IiI~`k&(gN+=@lPfldG9
zx~u7kRzllvaU-Is^~v={j<O_%qJDF&jy0jHwypd9t6sR^sp&q>i^AHR%P|K=Q7h`d
zlb_Z6U22^>i7MH-&F+8H>I4pS>Oc=AOz07u#4<)su}iy}VxtS7Q&^;S;s6Lp=qdz~
zyMZ|`4ZT$`ed~>}J|LRP*%7T@^Q=rf4NdhQSEi+0wpcSjT@2UC$A4ZA=s3RMJ)T$<
zf7C*D^Ui4r)touQzmL<ktG&h+KICu{zumQ-EFAmx<TKgBtgWuz*FN{$f|kXS91mwW
z5NH-piv?~6j$R+IN9S+Eg;4q|cvvDu?CRfs)y3^(j{a+4z|XWYeWdXJqqO&F`r~Bm
z*k%OU|I*lFezlljGs@7isY6O_(@N-YdSLbL6w+CnG>tEo5}gXVShh^>O4HEMY235n
zn73uA{eH~m&K;dnPN-GSq-f&1S`pFzvp%o7baZ(fB9aN(b<<+F^6MJYD<E*XZ4_h-
z@BV^|4Yw#7OuDpbK)iV^M``wx?XD{CwJmS~OyD{WupDz7?Q$T+`|`9&2%nd4=z}zo
z!Qs*s^md?5Io$yPMFzpIL)<wF+~gAf^I9C<8VNp2=tH!se7|84wXbO6*8Wcttftgk
z=eER!b?7csM7n|5x^7pGdAHH>OBaKO#xdNA7<^H9wO5hUjCV@{$*ycv8%hamw$huq
zxo3yxZF#NP4xPd}=5Wh&i;7V{V|_|=e7lTcv9-hA<!1xopYZ62T{leOTJr6@w{4dX
z=!&{QOP?z)`za{R7`4vBQ!79BuE>6xq~#J|nIirhx5G=jk7TBmm*X@^Nb19~H-z~+
z9#s%jPHA$uF#q+y!jPE2MPPtH#RD)SZBh4aS@yxdA4wX;PV<5A(cpYz$Fexcl_6tY
z@Sv2-%&lmHbPyx-zbcnrbz}exGKmhjaRq_CkIf+tHGSc=kaVt-T#`<Gi?1iD6WVR!
z3dv{vb6uk#mG>~IX+6$)wfO%MFo@4C(h|FoYt6DucnJlj#c{{A7cf8rxVrPW_Lq`X
z*FNq+IvF}6Er4p;=a6KZ3$DTplyk~(%TTL*SoM)xN7DXR3AgW4{B(t&$9uRpsF@Gs
zr3_WvCp+$h?*`h29QDA=fQ(LvZkbL_a!%XjYPqbRPQ_goPEvw`h3FDMGczA~T)}Tm
zUN$)Zv;7buIiUtU*swQVc@~=KBNL?XPop`#>G6eP`PVOI7i>_}*wtggeTdhMiLNdv
zM#p3?R59or<b*ug0`VDA`Uip_@taIN#OSKOXmq3PuOqkNc4eU?Z}Q<|MUIMowD4%j
zl$P&BUrq9Q&%tY_@+iEB7hG27eG$*gC>vkIfxrD=tfbn&@tZhurUg(CW(4u!7pA2T
z`5Yoi<iQSHv;)>-dc&Y_9NXG;chjA0o7`_4H<ZJwyG3K~|8_#Ox(5_jaIC~yu_k6N
zww}Ae6`yDza9e{qz@FN&9rDI_4qC)z8Z}s^*=Vp>!irUc`$#!(yb()yGx2zf%eGSw
z`&hWV>y}g3bC=VUv@m~lX7VF~Yr5`?t>;{1znp5c+47-S72FQLEdBX{Ih}Ou$A4OT
z-F_9Pc4YT1i3(}A60fh~;It=qjuNaluD?c?ZU?b3@eB`?m&+Ikg_L|vw8(^VQT%TD
z)0Co9kpO4p>`Gt<FYe1g&Wm^L+o(&0sjaQIocjAp59iqlleTAbJ-HH9r#1I@vWr9b
z!BF2%e2Jy-_-OH%<^Gaw3@83&6q79-&mrWV8;@NXcPjR2N}2!uaf^gUZ5fvEOrQA>
zXLI9+-FGj_tR`9n^UT>;&VMKCz5|SS=9m2m!~+<#D&<ru{pmLdyzDA1c16Kc`lv~w
zkv-eRjAljz(x<!>O$^$a3wn<NGD%357tcn2hv-RrEhWY8)(e5rQopEomzQxRYZN%%
zPJ^zJ$H$*OP1<+DZwqyR!}eEc{8SOj+8Bv=bkTL)gtP~iR^SN2-FX-ouF?}v!LiaR
zAWZz}C;7*BhKzCT-IKuv@--S&`B_xygOCxbzJ&;0dh!0!;0$hLKnHb1>*+1xSbeoW
z>Jt&S%VNuasJ~%(1&bDNZg4A@fuF9LN3g;?XLi)*ts_|$i%qJ@yZuT0l)9k-_DcK2
z3dvS8C!Z+}WLy7xt76fGXB(FZ)=DHL<I{~+;ae(Jt|S6aYtELt|K(Nk?yc*k@z)k5
zl6tFkB6t()I-OZ)rn{eR8s{6MlcpLctrtQ|@Yin`l7F!Z`F}Ym3UmOw(UjH4+}pO8
zWZm<@1HQv9`t|J9983hZgd}(lV66?ZyYN_SQVBEoQhNS#=sL*@ccf;m-<lk!A9BVy
z(0>S_d;OG`HukYQ!MOYUrq+vU(dYfy@x)(%zRDFka4pEu9_HoO1M?8DF}&saDzZ+^
zbuD?7o8K-~pw3mGX7ADzWUOz8`aq=QERDxs`}rVq0C>vD)kx3S9VdWMo=E8?%B7tx
z`TMD1qixA}?R!qCBvIgy_;tO)QUxr^0S$5C8#=lRoCudzTiktrFyu+5fT^~d5wYr6
zkv`AkQVMl9m+YWF(<kwIW|oip=biUF4?G*sND02z(>JaI6s)Ma#KKO(l0ea`Nm(#0
z;LqI>-@9)+L&o{PImi{?a{qrQi^Xy!*@@fk7h2>|nX?vpF{Q2+5m4y4+YB`W>G|*0
z>8sZY<XTEef9fIKbBsRhk&7T28uVw>aD16b3Kg_8n6nf``T84Dh~Pyb2EOsQ=k#th
zwaGGR%+33C?rMyHMiB_+G?y(!gH<x_tku+pbtQfJ>#uzXU!V(oD(COK_RGg8YWvZc
zbiO|KA9kHB@l*9yM7gZvAX;edLjv$ao(6Fm*027Ixe$y!F}ykO`(jU}(jPqxzSu8Q
zPP&x6dznG4qNR1G%}?u^clinB{IBnY-0P_&`3XUbSm#cLjHCa)!dEG&B&<K-CIQ8x
z^ScPRr?*e54L)-?ahXzU6J9iLr}#o}eL3VQ>s()9G@=*to5f+0P@@+lSd;+Q#}1lF
z^4m?_D^w`mI@mtaYeAJzFAxpSuxLp0A?K{}U2W|UzLnaeSV9aOa4L2@4-vsfItuvX
z<3RDyPr>dolD}JMV0E3Wcn`-&lMMdoZmVr&HG?lk+T<-Xi?Bk!Uq2XHE4_vM5?c%{
ztPdY>yg3+{-%-A0VK9CY>)x|vj#vQnL_oRYHP@Go7hS;iyAlK-Q)~8w`@4GvK6>xp
zN8KXXxGXSs73)DUjD^(9y;&NXvQxa{i$gQG{zp7=v-yX8O@&21Sys0sO?hP?yR7!_
zd69-zY_?AWo@89$n00q~7F4UyP|ieh;d>sehJqzKwK@V}x2?9GTZR5|xXT6%k%ApP
zwSV_KmHGmYd3fokN2AGcraNW&*7I$LJ%%$LFKv4mna}U?%)XzHsfELq@W=t^F@BT!
zlIBF8(=6rNmmh^lR(rtp&{Dd?EBv&C3qH))=Gwa;X@{5KhP&aO@nACKwe3oDt-2{X
z?Wk30FXEfpv&!jDGUTNlSvoEd-yZE?{7G@a)w~zm>N=w1Dx(X45VZWwv^zaG#qWBs
z^KZRto_{JebGMfGE!<r<6zR5ol0<Lxoy##(Rc5EhY@MWl`Vv6$w{R4KGO8urkR&2_
zsfpIixUnT(=Y`d{Z1K39lQp~QbMqU4=R9LL=00+6zaGHvTSw1ixVs;y{F6LCNmhV!
z9dk$11|Y&!+a<~VKiD(iQWR<5c=JZBEN+3D+8^|a8{d%l!@}O@X4p>c_LLmX-Liee
zw-2&5;=~3?zjyy{75E>hqfx!QYvx^b{pN}5IiAxyearN$=fSdzCE-y0a6gYS9n+|>
zb;~|vp8($By<Sj4;&a=V!rK{6oS`8V@174vem%~mA6vL<p_^PK-}{O?=5<Sx<Ogp4
zIE+WOh!eFxGypJWA2)Mrt*7Ok-q6-Vs~^6*`tM8wkB%oD9(?Dj7}WvN@Rq1Je7$}Z
z6s_|2J=mDF9{Ux64zMe)`>d+rayK;9=yC5hhMV*@IsP=};f|37yK1c~a;Y2=z;5=1
z*!F6sgHnN7=r}d<NX(rt%A0aoK$t0VfCG4zegMZ*pw-ReyjL(KW3K$c%faL-$0X>_
zh0pI-N5TcWzvXDB>rY9M8`yxd<vb@dN5qZD(zg!%pe{RM{9(I0S*c9h%u&Cz(w%ZB
zsHT(?ikXK#V_)R=4mHfSK6h+1{X4JcTA)uk?<5N?I<ll-dk)wx`V(}<8f1^upRMGG
z%C7z#)-Faxngc{0UtoCnoN(0T8wE=V@B*kXVvJVpXN%ZmgNWA<tp<FNx^%veZ=Gsc
z)PdaD`<K@)6U+bJxXj2{#bd?$lj6)kP53B^R<7fxqmyi%#3QAfvNs&F?91owR?q6K
zlyZ+h1$({3sAZg9j-^;`CU{pwjGzqHc8*Pcv|e^uxQKu^-{>WkM{B59uUfmH0?UPr
z`GSIw!Au2fym@o>Lu7xXwv{GiUK?o(I;YvDDC#|+ALUjU5_QLEa5C1h#K8|VJTLq^
zj+H&b*-%(GX=3l=?41Q==zP;EYt7M4N=erp>=)at%uK0g-^t*3=+t4B8jo@`s@$t#
zddJ04ogh{RmoX>@Q@*D%MxJVC#`M(GyF{aJ`8}^=akn3@yKr5a9sJ!L8rt>l`{9sp
z*3~D;l;K^zqU&hyJa2E?&I)GE`N0cb-W(@vq!)y%j@x7w8*MVaKzQfC$``8h1?$*O
z+nX<<G8R@+0yiqunEH=YX(eT5JqY@$Wcb}OOGhcruT03N2C&G9qFQ-3W=r@{x*>k?
zYToNI&b#7mipG1W8m<_6mg+!#uSm32EKoIEKTjKEmXmC2aqXLjES>O5ZazDah>c!*
zdp3Rw;;OmF+FDT$FkvC%6&CWWZ^L$4XA*vMaqh%uDfc~zPTV>6%{qNE(Z|`~bsbA4
z;%CEXewHD9R@deCjq$*kZ`|tX749HMXh6ag+A4@ZS)&l&lcf37ccks*u5A19vpzDL
zkv)jw+vknQLRSD`F4A?!g3VDvInxfWKAOj2UhOA0Ncz@7R09U1@$hNcNlG2AMv=rL
zz(;yBYBf++np<_Sfh5VU59uN;>SPn=L@gE=s~8*lcXe)Kw|d(m<8$ZeJtNi35DT52
zfS0(nb2>VT0_aYHGGbQGSdpz_xT!PFSMo<N+c7I0do9cc`aa^Uo<e>0?Y3Iwocumh
zqByQ*qwV%0RxJFezS3=JNjUU$rmSb1Vp2u#Xd6&r=L~jJ)3hvU?&|g>J|UJTnh!k5
z!ce#_+06OM_@aMSx3?M<PzH4IQ}ht|m|`S$xYpP`*l<PHPro!I1Iz!dKRXP+e8=9a
z{m%C{X)bhpZ)*5aF^s5tNavEdY@TzOV?8O&x&AjQ2ra5GY#AN#6!(n<q%hB%c(ZeK
z!rE>lCmw_OT5JR+^dH3u+_844jlTijlc(y~K5|2BMY{~=`rT@ZndHfHusd5zo1Yp#
zn5aLLB(?PM8Y!~#ieupa{^av<vA~oMJaT_F^~g|Lm#V$0JiK-Lj-XK%OjC{GCfCfj
z(o>S^GP82|07aTPFu~m-*tE$l3TrDk&}oKCTt%L@zab0_7(8<4MnTAa!kJueSeRyE
zeroNR)Cwh7MyAL_uY_c=QY!iCIK#dc+F@0d+jQ^wq>!y{%Ql<4>JU*~XkiOY0lOi-
z%h+$BNAyqdLM^u$`>FRd&mh%-eNFU_NhAqDPN>jj!T$>$xE>-SHMJdR1!cn-{~Wfs
zZ+41r^r-7ur^0%>Y~loy8o++`-J^f9qGKt0)NRQ;Gkbno;42ij2-9Xz9K|2mu_u3!
zKU6D{y{oQqyTF<2c-KhJ5jBAAm2c3<C;M9dR;pRECc4%bzDcR`tieg#el_{wtur&3
zX_4WJBthNY!hOxwYVCo4l~IXml^a1wN&I@$LIm^<onl0+_pW9_oUrf)|HR`S0}7{l
zsP5WM?Z^m5<W+A}-IsqwuulK2f=xmAE;MVu`=!b;IX+S5sgZ6y(B2;1hk)uGe`U`$
zo^}q~)hP7!fc=n?8$lSe?>SBL`HAU9Wsm;_%R+ODCQp=Wa{nw+*PO$PfdSmN0?mLd
z&qt0?)TE3**X=R=Ime5M{XmJiNxN!J8964S$+zKbcOO+(@>pfDKU-s@S5<7GK>M(%
z=|*wS_*fEdgrdrc*EP)hB;6p>aXFRa$zh<k(L2#k^(+b)o7+t}s0bJI3hb#uBDh`J
z8J{%^9Ivl<>pzy7?t2dfHN=%Xxv+&f((%R(XAtQb0&R&CNVD<2L3nyu9q4p=BOm`V
zPV|l>K*|s}K79Cfd%<QOmI67v<xE%~dsU=SQrjWgFI(R0fo@Gp7-VN0#UYK)RAWNa
z566ZTsf5!}N5xfO=<OcWUa-^m_Ev>x>e{oEsE|*|sjcmuzKL$U9}2xvzLh=Qv;7g)
zLc6?gq-~dfAc=|9*?OGa!wWbs0Cw!!`c)G?eL*ZaE-nkvfCE*K24r9Wj0rflTrvT(
z;&WQ!_}tz<WHcL;f=&KX{^zuS%y5HE<x~9BdDt`%Hv*wf_l&nk3stu87$d<q4+P)d
zwWc-d^>Q)=lf$}*kv%NHZSsOnQUEfEPmY2&sR~&S6t+SW-k?Cau?(d3oMFWFf4|{u
zyg_}?BfiIP*&z_VA6aOpZ_L<9uC{Em`QlrM^E+h;(}~AH4O`lC<ZH{$s&TcMp{k;T
z=Mg+@$8dw)(0R!TxTmYu@19$bov;N3Rm4tI^dGPo=b4~Ll4<hAorHGjy7&|w<oPD@
zaqkGA`6hkk9YbEV^R3xsF8Sa~Ik2>b7Z2-^g=Gk5q!k3uV9q(z0tr57$;#DK=nr4S
z*882}06q-p#%=tuT_5f@@v%$ou|>#gsL*%GyI?ZsF7=;3e#EEEr)?=m<W&qopC|zh
zVz4K!UH0(beCHg)G?5y>^N<)J5qX?HtN+1LD7(ax8Um7dcDM$~(ClBUP)cm5#2V3^
zHdtFZvMxLU!+xr+G;QTVk$dQC_G{(yDSwZPo7BvcSL_25r;3LsZMn5kMj7t25zj7$
zSY|OPJzL&<?sXnSfMCK*0lY1Y(M?EBE(F9*A7)NG>a+?4nP?(tMsmpextpDXT>Zpf
zVd}e@k<3QZvJ#c1E+KzG`Lg+|qr_Ws7>86SLhrU6?M#SGu1&gKnLSuGk#g6i--@<3
z8n8EIpij@tC1(mkXlbBFoXSwJ3UWU_Ah1wmlBZ9Fxq7}hExs9$$S!Hkh4b;SX5^Sl
zPZ*Yxc7)&b&%hA{Ec992*>h?uf5VIOz<<F~YRd}jBUBeit_!cv3J+pp(snSYJ``k*
z{Pf`i0ov5@lmYuPVe4uFz}tS+UFk~p$kYiFYcfc^^#jU&=+G%jDQu|9dun>ly7fq#
zk@$RZ`Mz&R;dKO9-_z<_JXrS~rbZ_GSmgbnfVP%S3duO$f$~*%D%E1P83u-rN_pY6
zr%!2uo8))fSP_|Zs~XQ#@7uTg;A|p@en;{oGeo!y${)+E?jN5E(~;(QsJejEWs#1h
zw#4pp+1Hzqr9;7`+n}LSxiM{*{yTH0Z!oR3x~x>c&+Ky*lRGC|LZ9E|Yk<h3FAPf9
zMf?s+bV|b<gP!Q^KBnH-4m=!-B21z6X+<#W_n+>PvMog|?W)mkRr&^(^EU-sYF(Cx
zY@y58%w0EuMGUZq*564iu%{y>f7M&RlI)_3M0nD34WXgsEOZWMy#G4kX50Cz)X!4J
zt~|h3eZ}d9{NNC5OPyfHQ54~In09?x-%(H)4HBwC!1et=YMSoNd6>Ls2Sk0+N?y)o
z?8&-da4O8yN;Fy0N!+oyORlEnQS#f5wvN|7C7W{fRj_ceFzj|S<2YJ{$vpfEeTw?%
zx9-~;H3tz%|9pn9WlbS05G!`4UM2Th%s!hQ|D>+PNbD~*2j1tyBw&q9p>jHIr}njF
zHR4sHe)qFC%>P;5;&}pqHnyW&GM+ZChdmZ^K!=71QWbsBQ(X*lxkfPg;h%-&<)mxN
zzMP)~cxbtqExDP%8PKS@%kbi?v@}881vlC0I*nhztLBkd`vyR*H$EY*=saT2?=OQr
zL(97L>>MINejH{-IDJ_M;S3W8L`mbxlR-jV)U#_p*!DntOuhP%1ql-1$`w>gs>~iL
z$!_3en``YqbZeZDZh3?ReLIIehl-%F9rqj1rb9k)qN7kebM47|1d23iFy#hz2|YJ_
zs$@;zj8m5Vn_Dr<$J)IUJyc#aagF%0ZZUoH;<C#(-?2WO>v@G3T<RorG0b>^uVKP~
z3|~)HSO~RcA^i?)Qv6t^mU+WygH25oKGXgS`5LXKGQ@)@ARsO!VSDcx-VGi9t@OKf
zb3!iDwOlB}!gbeqUqTEMNO1)n%v~5n;p4j`Cn{!Xl(PNO8!X{hXS+J9Y2gPeW3QEL
zovH8_0^#PR&;*<lIeScw8=7nG3yNWaRy@}!Wubi_42y3J-BgwV!0v>Phdu9lIX}G8
zc(tf)M9nNhM`O$1N=tkoV(yXmF(%spYC^1u3YrOFQ2ttoYe_=x&k2uREXNF8T?=hQ
zl3*lBZs<D6{-4{caL)9qoiQ?Q*57kT>Ff&NP??^H(2FFTic>17=1}p^`N%C>Wbrwq
zpiFX2zIkS?rsN0#i43UsdXRy<0oFD)udJ%w3qbMB&VST53B+-&5|Dnf-P|G;8}FQV
zLxrk<*6s_<6uSX@QW?rfslV5Q?GeHYx#l<)7v!b%iFXSFXieUhRa;wYwt5p*?YYZO
zcb6_|eFA^MTELz|pn*+w>7!LY?+M~FWALue&{rQ<20F~LjaHwuoUxPz(j03gLhjgZ
zM(a;D{gtib5vEy{{8+bU=!WPniIKRQydTuvuGCQhZ`@}I>9y?z>A*yeN%!6|PQP7f
zEvV!irX^nA&+zG3{e_&*$(cDTeF_i^!!>H*Vc-=Q=ENGr5vzR<U(d9`oShQtut{x&
z&ppi1=F(O|QOVw1N;ked+vCOrE=={Zf|=ZlBOjh<J;S^zFf0|_lM$}=S#z7$v)qyI
z#db#}^<+wh_)}lC7r+;!YBNW|EsnPNxOm&!TM&)-h^t<&A^Xt}jXmHdWa>`WL-|z-
zr+w=LK_`BFy*a#NBriMv60x3gnydAg`c4@b%4h0&#i#v+c>5`c6G6>}MYFAO@As=@
z0NWs0%m*<Y#7mbSa23QX9KwlqoiDnc*@&yJlJ{}<j#IAL%W$`wF%k>Xmk9wY@Cd(Z
zU|=OFBWO@UO+M|I@p>G<Iq~jBC*EZ4vMZXkPctd@#$OOLTbk03kKJr{*~0Mf5U)L)
z>D`~<Os5Hd<mETbrq$sfh;Ehxd)=LH)q$@5onBvL+aH}|Q+oFtkb1(^5gPc3W5>Rp
zEYbfB9<1alS+YM{P(f(GvUERp7M!>p7%c`!Z{{9E4+{A>Q@Y5E3@3_BiH6k7V;Ali
z3J3_mOun4ug>g}flj9eLvh|R`g(o0_VAvOUIP^^IB5!GNpN*@+<<~co$KA=F{oFJD
zT*fx;+FD}U1?tV-GL(U9PV4W`PNpTzFv09FaCkYv%Vr^}jmTucQOA2mn}Z|;5-l8V
z72`y$EM*hA8P5)FhJdHKZ=mZF?|2S-dA(+R)Y9wCjJ$wvm1!di1XUT7ALZjVUo@`G
z%i9J_Cg^uBfhcefjAnZ^hm;bLaS6VJ?xxkxe{xeiaiH~QM?XBahx5N)khuX4tl_jC
zr{AO=2ak(0;6nGV7-g-wSfvi*Eu&*~k|~WeHe2`JNQ7geZ-{@~19H*L$TX(Pb>!v-
zMf5@tu_A%&(XIQLV4?-|aG_K!F1U@k4zPBicwOsx5WcT+5tc4UJqif)FLpfkwOyNR
zN8Nn#X0?yAjO})Y-Ar)rq=Ja@PL^Z&pz2%LJ$(K8b;^f>2KgW@hS}U$E2?k-i+SDR
zTD8`tKE4zz)L&{C`{M{AM}lOGCmNxPBL0AqZk>&EDkUG9^hR#^9Ar3g*3{(+8T0``
zPdLF}0pxmCJr0TmaI$fgz`O_osNfaTA2?TdDF<%`WUXnT_+wwb^h2vlJqcL(tlJZy
zYnrRC^yOHqY)j28Bq4M>k+K6gDLd3tq+Bv>>w-7`obw=-npJ|1Zt&WmB22C+{P(45
z2T^SR|M~{otAxQ^j(Jn_Xi&_y71r0NDLx1|8vhkI`hoImXB^%xPR)-tnpyo7Ux(EQ
zfYpF0dzI#;HZ!(L$TY*2MC4+du7PPY_J~*#4<Da}1Cm^*7<fjL*TPPw2wTAgKr6eM
z<ZPyG<-dBxCyYpld)0)El1#guv<OGwp&2nW4SXQ*^p)0qKt$NQ(y7a@-{AcB?UdO;
z6PU4NyfoF3%9sSINmIw1;()dcB>}fQon6(nNm&SN`q<Qe@W@Xn)rKLbO&coRrVo;T
z2lja#fZIdUN@G=$LD{(o|1N)rJTk!7b>r`9Cl!$}cW7mE^5&Ut%F3d^FmFP3oIVaL
zKXo0MYz9M{Rbk#&VLL6-91x?j@M-mt1me$*V(f>P9nQC%v&TP+)~(;ZJqsqYGCNz?
z3)u)uE98YOJZ2Z&USSDsLjG5LU~p6*Ob*7^c-i|djM>7VuuVid5UT3D_P@v=0FHy1
zcIbd5M_5>s&6Utii<cdUFG108*{Sp>#Sed+B98ZEMiU2o4B8n_{MqYjF}|8A>gMy&
z0vG*vNezy>wxG0_oLm3d(K|n*U<B#w#Iu%}Foi_}%ILn2yJI+IMBw}<3b@9JfBf*l
z^vm@wND2^fZe(x`2sob~_a5qcUJnkCINsO@^1%flH9mvx)xS+lgJ;=(h)MIt)Vk;)
zdlRBhp^6?%3%C+LNVxZ{Owu)XdKtesav00$h&}oiO4j?@@AZIm_YBOLiHT!$y)-3?
zA)JCCw|d~MFvP;5SC&LXIdHlfhQ;nd%>ohUYs-ao7?zv*S(LHJEf5Te1e16N5EYy4
znvLtr*39e@s&RY<rQOT0?eT3Y0M^-d#{Vb^GYy-UeNh0CAIqhz3$r3s+fSUYax=Wd
z9Cx-zUNE$u;I*LTQgF{5P+tdgp573v!vxR?D+C$V&+K-aAm=Q1?=uMF=)DlT=#=W4
z2r7=bAS-Hld#b(Q+2><Y&d=r>R_stPvKtY|hFMPB$&~-Uuo>qMxBz|f)(?w~g1q7*
zG$cS7HZ1e8<{>|=7sMqd<b0^DsjVF;-I$9V2ysxTTW_o3UWkI(^}Q;47h*b!TwbM$
zbfBWJFz7m4kTH^4d2$H`BK1Q~J$J)f5t3dQbeZHg`}H-5Tk6AzbJOY0R7y<f-z=M$
z+aT3F^E&J}4hG@P+{iutw5s{<KM}O09hb}M=H>YKsY7mmo8U&cc%_BU*fTMxR{c`J
zoZ+KIF)EClIK+jTh}B@YfBifv_lK0g6x%p6QUu0r8vq823Xd4E%Q3I!I|&iJ$K~jx
zW@J0KmtHPcfq2$Fq3S0LwMz#5+sX^x6W`g7q<J8N>JzFMVFgqHwNNq$f683Y+1lbe
z69x<#1Wi(Tz;_*gp~nA-4bZp~&|J8MxUIBb5*H(0mFx*cbo2~dUHb;|EV0405)u-x
zv@+c@bMFVP%+LL`dwcV0LJg8&rYmsfP@sb*$Y!567y4%J@&Bo++T<Zs)w>6rZ5uJk
z{eHVH`4=Si*PI{r{~3AYjD;Nv^n+DY-)+rG%vlBY*$n9ITOf|5y$2Mb<k_>3d3P}N
z+tR^f@IUP|gm{GzU+Cg#^@AV<!?3kUNvOz9zMyuEX~ZzLVg!T&YoLo*I}+)&i^q26
zukvr49giAL(kvRy`UOY%keS?kE6fG0tOt7@?wn8urcGxx3`j&KC2@e}n7-^J+s9Al
zb2s0>2Hzp2AO3hh%iIaSH46wT8ueYEAAbmg0=ZUKkpGM0;fw}lc_?>e?1KrO9|9Ql
zX@7nfNNy@DDBavOoc{X3mZKgfV@r#33)b~*>(>3dhc_d(J{kZKvZN(kgVBA(R_nC-
z@?=j}1>N5y6Hr5+F>td_&0^DjKUx0}5i0|ou{_Q5qO!8GogWAZueDD-gLS%n|Mj_T
z4ISEEO@?dLw-Cj7RbBJuN^@byQ;>b|>$i7KhU?kR+Zq@wxApJYFW)Os<zt=fkGeT5
z2jSOU+{|$6O07rpypM;hXYtU)4)vchfAe49CtC~Bb!)aVsHo)ZRQGUPMGk1ecb6u^
zUQjUQI~oY0p@lFnVb4xP?LLJ2!ksr?P-pA<;?G#)&;Cb4dtaAm{#L2c@Z*20!KlAK
z)NV>?niT2SU{-cX3Ff3~S=RK_jnwN)GZRK|tM8B9QxMIUdmUm|yedo-8OR+Cdqr7&
zit5YNVuf~-&cIQJ1#PFs48w!OX&#$@^JpI}1w1XtcJI+H6A%1<RK0~mlVA8YK0rW0
zK?OuYP>~i;I;2!ux<{&XDk($4L`jj7&e5Y`5@V<zL_j(wAR#?Q2^%r$cQ(Jj@B6-g
zz@DAwJm=hTUDtiz0HSaM!!-7tvXS9`fMK{I2}X^SnhG!N7V4%)o{b#8MQrlNCCieE
z^bB%+eBo*!9SD9qRiNXP21L!^_JK0rYoH8gIa;c@0H{&CtoL5{*$3ORgXrlNwK~a4
zl7_gAw*=K@!Bzw}R@cAq$;nxQncCykk0XXgUy|E;2liztQuWINkIPXje{Vcxm)DET
zf&B2-G1IFktR&Sq@ygJVPG(Qe&hd)@lidSDBjeq-84p}{g#APSj|hTi5I{{hXb%h|
z5pOMkKCMzf|MlB4OZMsPL!>^CDfP;3|CA_e@dW=8tH!-2pEqeBSn~9T|IZdebG<ST
zz~kd$MsHtv{)GjS%XWG4Gwy@*T3<5JZf@dXZ<$eYa4`t%zuf%HlWe-&FyZAJs=W1s
zhZMR79z?TA-~pOb0-A9*ZFLD#{kjXhS#^yBygeZVr+C-*GLV2zZ;rnpcl1g6Nky0Q
zQVL<C>$w6j^FE7AAwuJW$nJ>%&}C=h0IvYKx(u{k_$aZ~eh^!slu2Vz15P{};yQpk
zDJEHWF#k~=h@naILYIMm8v;Er6Eiar|9@Mwa3SQ1m0(C*uv|mh@Iv&5J7<QHf%?_^
za(@G)_;dL{s+n^gOtAzbFwG!g`vjv-1G)O{%^C)8CgukOdJ&$xK+(1r4BUN2&N7%U
zSP7<Nn1N=EdTqme@ucapr3I5<4<jt+%~$yMO$4vu`Ck2QS^ALdJ+Wa^)GBa({3h-I
z3}q!}=L<fK%u+K=EyO%gL4WvxPNrTMou4s~^|Z7t18Lmip~=Wo@UW!oA=!1$wSV*h
z`iTVac)ntH8_H1!AaTyDQz24JseII>jJO8xEz;>$3Y@+*7ewMnaxOL8!vb3d#;{!e
zUpB`;APuB_q)Z1dRhm@1b1ua0$xn;gA=Is9zG*!WZ&|U@<N&5Fk<879+c)%kOB218
zw5$KpNr7CH2wJlN8W%`rDE|QKl^Whz$1Wg+%S4X?x=fW!EUHwEqjjMN_rPkELEDHc
zK-`sF*4|zmHUT3UZn|5=HdGs1(Jk`%k&z!kt~!C;1rh@hJjn3`$aME<Gjy0h<Cc?u
z#iWs&oJy|kKc4+v4B!kPCebg}p4<6&Or+!jBK)_oP2W?rbLwvo*PU)Zx&QNosKd7d
zyO#w)FU02|1Aj6(sOv-^LV8DOXSBUC62;tyFE9z8`#g%A`;CD|Q~4=^L-l$w3<I|M
zkJplrYxm&?Zgp=q2hc$ZhKb-K#hVB6`Gw$tN@6Z)t>(lv6r_#;5<dHHy*q%*nS_70
zVTmjxX?1?z(CS$+Avp?@a<JGJ1F7x-jkxHv|Hjv6icfAlXk3SW0|6I3IV1n_osu5V
z7rU}{xm{tGkNSZ^hw6`o^YEgTxB{bt%SZtF+O~9tlF$av(t7>imf#ClAV^Rn7ek!)
zknZ!Py})U>4!~VdWo1=6y1GSzPEITPmv)rtBtRoDY*PMKIySvs*+3Jja-K|Qp7;1)
zLPvn;=wB-C>yx=q@Sg?2%aorKxg`0k_uLNK5%Jz@KWYaIlIly6PDSNbXJ_)Iuz9Nu
zwx(~(Bw-nL*r59MA@0oUeAWGx=t3bGnabW`*8y`kxi+L8I1X3eZB7f4erPG7t3C0@
zHuil=Qx?L&fvF0BxL4Fe46k|+yv_9o0Hzqo{c~{3^I&`9*0TEa)@<isR*dO{3ebd+
z>By@V&iNb9YD^FncjKwm8;-+*cPXxz);ByoO!XT)a}5vN{8f9^n*u`8|4mT`qgLvJ
z*RBi)A9+|9++Tf1t%^nM>Mg&{vUO^$@B8rc)J4tAREJ}9z0<;Q=c0%Bf?_aw;}5=t
zKp|2Z3;@h7eLst;@zM8!&*ek9x8c8NdL1=lC3i!bs30>;WGZbh@+Y$^p)V<q{b*RK
zLmj2PVj!dbH$K<alM&LVThwPB-g)|TB5djp)K1b&TlsDZ1kw^q+QRTki-WSnq*-f*
znB+7@Gc~CZ5%e;oaDXbwRv+26{9E@RX)eooc-b$B8RlW)`u&3I-z6@uYY+%OnTVT-
z8d<ioxk?>Ta$P<n4gO|=VG+UTkvcQ70}%+DWN#PTw8$Ia!Hz*uxX%}Ia}A9!IBT5m
zl<y_bK(;OF-_l<u9u0mMBrP3(?qEwj$~5Y<VKDOdD~M3hkN&Im3YJ+Q2S*sGeDK}h
zly>dW=koYJe@|}~!ao)llNDJmD79MD^}((#ENX@Bhlu&P93$Mw{EZ;>m{0OX=~33W
z+Ky+%jzDJ+O@3=Ji=7zv#>rdG)gS48cm*zR_*Wd}QFV&Z?Kx5u2Bk9!D0JAisq)x#
zPb}$7EW(O`@yQ@h+Y3it`7OlTTf#iDoU$QXUNHZ_eQciN4#LvkTjor7grBE{>6aJ1
z7iK%z#-P=;;a%JH3R>rgO{30ng<%kg?L89o(l(LY9CIngTXbY4C(>;Nig6hbC6o#A
z-T76vMlmDz=b9?`dOPz$>T%psO^eRhHYY~X#bzR3>`lH1o-q62=u7pczcVt7F-==h
z3@)86hHcXs;(f&f&#Ra*|23{w>G)3X8USqn2U!aiF0*DUx@MK2jCP?;O3cW0oM2o)
zB-k-;ZrsVIZ{RdAQw>t5qAait{5;AU!Uu1(1ucj+naQ?bs_uD<d!v_(U`4f1DH^k0
zOVh?)|LE&*jZ-2r{Z!jGd70wU4=PKTpTj>hp3CTLVQ*QN8jUn&BwZIF4!=U2g0#IS
z?>O?8Z^6QJ)98eaS?<ACMf7s`r870AGl@VI&UaJRAajNFTAz#N=V5|6hWPtLTh7ut
z01~e8@0F7g67YP5%<cx2k{&gd2C*97RibmIFnYP|(mX5mp=tb9H2b7?GG#1_i$cvk
z=st=T3JTxp$ub3R%SGv!)=sREL;E>C(eVIHjlo*P!i-8fQ8H#XAOW&>KWpGs*N<L7
zFcl`P_oZ*66MF8ZCir;-Syi(6w%pHkB(8$6ljO`E5~n`Ge1Ux)obJu6Si)l#_W8ro
z)Ob(KM^Api@?rM^_aKbXk|s(1LhdUVE>nJD(<QrV&A^ZX&9KTnc(}rDZtrK`eX6p7
zIy~?V4Rxvex5saiZuE@#<!rukZ%ATie1hoXGVTSU;x=-pkZ@$#0P>DLT}*k^Q5Eh9
z;E|Qmkb0qpko6&~v$wYVJ~dXVtG;E&T+o$@^*m(e0vR&9BeM3PZXMZW91|K-wrupu
z?T;HX_aD--5tI-3XrIE&u7R6T=&U_r#bxzW(|1bbgog5;&Z3Rp>_lL}K|bYMnU*e%
zSsJ(&RyTe))dm4O)KVETY4IlF6tp{a40Lr5sM>th<F4MPV2#shO*GOMKLSNX;$PnZ
zejVa%mhbIb&3xJV;X&J}J5F9tbQ5^d0uUbATPijj-xqA6<v4b;55Lx-t?A+dMV*VZ
z=#^&gQbM}^^>)#huQ47M&mT0&w`-XzHj>CRcKG&^YB)b$_&jABdZAAO7TM<V<kRqx
z6NcDwqBX|0@C!tuWOMRtbn8qnCro|ht<j_xO9k!Dm7e}(^r-v1Oc~+7f|#I*X6bjv
z7FE70HzA*w*la#N({%0d%406Y#TeNa`^p8y)y-OoUI)qa?MI}mnvfhe2lWapkwDr~
zKa4Cobe|O`gg%Y5JqpQO^is?_60{6DaQ1vKh~^Vj4vJ@igyws$xv0IRvFx^#V-WcT
zi)_h_AAvKNe;##?N#^YEx&bQR8U8J_tF?Y`-I1k+9d#za_F&*nOnQn7wJhDEK+U;D
z&)QfXS-PtNw^Sx42i<=vnPwS&L!BO)N*XM5wbq2FG?KmMOiZ3my}af~y7?z}&@Dk&
zD$sYJ^nUtW*0HN;Bl3(2Z?}Zojk?6NtOaPcVqpdp$REgeqVLv_YFxIuo$9J$TE!W9
zBr7iC3_TOVx&U&R9-K7*tb?!|&%rQ1folOewHZ+ts4G{`0GZjiOqz>3bLRba!9A-u
z#IJ&e6q8RlrO?nnLre6JW4X~+tAB$r&5vA6g`oovd++4S1w<@*3x55vt$qY&_q4(J
zUIrdtfcxJOeb_i5NmM^7SRQ9tY-07NJNmoG>^OciTwCN;TOpU%5O#@~x35@G8w0LY
z2o__s)#?MZOKsU?lOW(NXF1rlA>=T?o3CkX*S&cM5(?aui^7A*a;$Z4=ZD1;JMx<Q
z$a|fLj0w{!>3B);BG(8<FElI_clO-Yau7twJ8OVNfdQup8!geNql<5vUWLlM7$~nJ
z|CQZ8>*F9rTy)lXc$;M<ZP$g_JZ~G;6myYk1`Qp4XEd^D?>@HvVbN3Q5iGVsMpM-^
zqq{_F-%bbAP*D9tuZ`7f>H<Exqe9x#)V-}o5m_&(Jlo|vIKwP4um#W<j738wTx2@t
z<8}Qa#<&D|8`8H@ubJr1eFK4nk@e>}cM$t(UE2Pl>G63zG^U?%ndeywozBF!%R5`7
zz)HDTpkAJo2G#TQ(U;&5;|eZhy4!=^g@StERTn^p7LNYss!QDP2(iSMLbg?#pr2m7
z8)o2<E-K7N6X)Z}6dsxG>_=GVkxxvstYex>*B0r03Jj4A129B;!emFVz#EiZ_tfnT
zLOt6`VByOdo$b-brKbc1+RT>m`@+o_Op%PAxy6$lTB|c{m{h~1zwy^bYrb9U5p)Co
z8zX?(Ds&xOUs&kB3kg@wGa*H9L6&lcKJ&6E`8dsUM3Z87l(O7CWN3o{*0MJvbl{;X
z@u7pA+G`ru!<YAuYMoMyB-SEh&ej%ore)+k$fh+opWai*6;p;yacnLp$ffVNKbc5V
zYqmHC19w8ZIawCtj25=RbFs3M>!d)=(G?X;z0i>IiS7o=BGh@|m;V84RNb6GTD=#|
z`&h0i%X4!)<%D>u^p&lE>QSHP&s)qV=yDz{FI>7TVwPo?-XrJcH>=xASeVvyRuWWW
zxm^Xq*K0z(MZO@6igY+pckOsdXBBgtnr-Gf<%BW8X!Lo)htkY<-O?c@S$Fc?cRB0T
z;jEVFxxMkbZxun4CA5zVIMLH&M<c-4&Hp*M4EfQm4si>!-`zNYAIm@l;aCGp^EnQr
zw@43p9y7<2cz!`h#k~AZ{);b0aaJ}sdZmxz#$BIDhlLzm<dmm&U0)wrp0HcVpo3EU
zoc2-CKmL5(8+C6I^cbEEFbh?I2%OuNpH*`6+bJxVRa9Mahkwvq@)=ik#mdT`0yVP#
z&TX3D`I@j-?x;yP%PjlGoy5WkWxL{X&WL(1I>Dpel?szjv<8Ji>b@+(eZ_{nW-EU6
z?vu<9YZRis0TXxe-!sN*ysf(l!CKXXkYn~D$HnF3zDojvazjwYGiUn`c$$ix9(+Qk
z)8t%y%6+@(sa@m_mzLNR(<dyx;j!IgMvuf%UC}upYC8O<*{X5qi#L02m8%{l&&i-D
z{xsEWRrVuttufbg1g>gY*+8$dV5}@^T|epd`RA0$Ps9ADF$Kv>%^>y?{02DG!*gWi
zS54hMw_wn2wLVnU2$!oA7IL!N$9Gia;5<e2M{%swcoAC0`5;L$eJ=V)!+hUJj>}T8
zX)JUKfE<mVqd{P?Df92;27QpOc-_9l>(&$yJ4w$qTa;vwZtG!KTqdTg3|z>@Bq6Xf
zmCYu|boWd{ko#UF-$Mhln!y57WwTGN`1BoKT<_B;$G}mjQRXipc3)FxYTB&}7s8#l
zqP@nlOKl>Cv^Q^nC{!4oz~C*GPkM<n*)Y;kjufQ)7&P3-c~P()9Q4Yy0sPI$I{`0Z
z3!SZSrZ1@oU!-hUSTD@36;c$>ub7=PM|~E8r|V7oyeq59RJ2Mvm=*_7berA3qZj9f
zFO=2P{H$+l)jXLS+zNeU`ns2}0>3ic6i{bALERRX2$K)7|1dlkfFXX>hetn_DFndV
zb+TP>yhaGGI}XIaf~PapPl((&Nynb47J`Dlcj@*xhIDTCHvEW>%nSQQTwgQ8R^RG<
zf9U#`)p3|)naDY#!6mb!t7Ekp-4{mS>Qv9SnvPpMiq!QdKOjS$%1%uNJNZ^NoC!a{
zj>sx`%l%bJYv6t$a-8s5O~<CfAJG?NUbB>F2y~Fg<UT+umgf21!S8+3isCFAx2w1g
zoh+wdL$5VKJ4_AgQ@>iqMIpyU;MlRZYb1KfqXv%5Ixj6-E7h4ow|&{_K?KG4&tr_{
z-gm`4z`&ZjpRcE_>-YAHJZ2RV>6S|qlE3*wsDYW~(kj^8O=CrllrMh7UofNe+zP_j
z<E|W#WQ36=)H!u#51xp0NF}fM?UcBuB|XMmvAa1Kd(U;WiR~(}ce8h2-JK#_W;?of
z?6Vz1ME+}i$*%egS##|SI~tPN{nvHZ(K2QV1pE7=!+7T~TX<tS<2>R7mtnRt-O^+Z
znhGj%bS&7s&WsqUUsE{);^0LmlcOoHlKjTcknro|Fu{O5*i1Xv9K_xSqmsnRMbDvM
zV^-UvVk;&ZG6eVe5owC>`134I3-Y4=BvY-4*;?U-zpB6h@Qm)CO_5BF2^7Js-!yff
zmB9G^8KolbG74{vPK>-Cpl3xU^mM4#QEu9yx~_u^WR}xei0RwIl*Lx^YnTL(Z;N)9
zS4y(}X6Ha&GeZ$}wC|Fja7Svbn3A~3NpoS;*Ozgo-ZT*IZVCBjNm42T&myHFF-e1r
zDXQSpCb5yP?#FRyEBTtqMi2TA<JPN87;!~m4U)sq>SP;*J;~ACh+8g)-ZpKSl!OS>
zi62envyCSv8f^&=KmE*n31{8=Ab<vpLYMv5@SV5*w<mkZ9EFj|xk@`7iSZRXrWE(F
z0E}jdv#19sAGcA{gS46dr}nzov8TAEQ-b~CHGkBXdZnchLH@EtPzYh-^zY5CD;Puf
zLyq0>N;4;g-lKt0f%6Evp|TehtG3g?4ut2$vWtNDE&o8oNTtemEPC0FK*h=pF%TeM
zAKvOe`hrIveB}flxcRqYD(9wgJJ>gN=1T|=Y!roMPmhzHF+0ze*<8X5g7#&o(S#02
zXEoAu@qUz$9F>2IP>7i_xyRtIOHFv&qb1n1-K|!`eQ<2Y-w-*4Dy@A<wf~v64VjuQ
zE1m8uCn#r(+vQ7HKNB3|C$eF^`jhq?M1^9n0I(DW)>w^#dNlE;BrzXr*%Y)&c}1(Q
zVYKWNEtF-sOzkbK-Ued8T>a;oo2f*T2RLr^<2o^Vz93Y%rvXk2xxrk{=h4HPjztP7
zWhO~!S=f4a7o>vU21cj;i|6YR;gkmR^zqxa?o5zGC;5;Ps{B!=SRawfeYJ6PydDK4
z<KHEID&m{2J`F2oW}dBg-&@Sa;g?nvgK#{w(gXWz?!gE};9^j}>2CFmwM;i*jfHgk
zKF+3dlT(@e#{iu8XID5ib~V#a0uadEDM_MMH|QUVmYzps4~VPoW{-SzU!w^BxH2WH
zN71nr&86Klm^P`Q6L=fs!KA~N^86Z{E9Vsivj5LU#<EOnGc^0k6=s=K7MWK}uh?k#
zo$P@EAKg-o<rrakp{p`Apf`;s8L4>+hoquP&K3>@e!femEPYW**c7^_h0SJy7?k{b
zoU0Tu;9Exi$2+Sk+J&Ybf+E5l&^S8!L0XJoJtaNFfUR&SMJsDyM#u=6ZjIYM=67^X
zJ`Msmfm}cko~J#2b<KKp#0_sL7Z7v!C?43v+R+}!Kw!mc!S@j!#i>gW0UgCjutSqA
zc5?6@3AayeE+E0#Ulw&;_-{~|ACfcpZ<9U_<VlTdOF@GV#}!YySDqU`;O6>mL<PO^
ztmO*CV6;gp+IXhg@2UpqPUp51Kd9{LaQE1{zg9yhR{Zp5N{G<E;x@I1t(wii@&=Z4
zR8C;Fk=O)FtF2M7RSPR*#^|rPHPFH0JR5t#j{oF#G+$B=(=I!3sVM95L;bNkVvwA#
zWWl`wv%)29S{ZJuYPszwSpQc9En#n$WM@X-kLsk<rSzy*^Fop|QkU4IE<&|*d&#-7
zbRRvWc#~|jncp0^4A6uWd}`uq_G)G<!Zq}<3JG_}9Z4vO-#=+?D*O79N^z71viaK9
zD@c9GTdsJOGkEOI(+$Il1p->@U^J;`8@!Pu`C=A*OvpsrYXtY{=7ZM71Bh&q{?`2e
zu`@BtdE?clcSw&)tT;DYj*;V$<FV=v<P=Tk_qt=C{iK^-F#@>!e^oz44X$a4HGPeo
zm#^2i_Vbwc{CToG@V>j=uUYukCZ5_8LCFg~xapZQCLOTqAl!QUqIP@1m8X4DO?Y8J
zc(l(au%?^pK<x%$E@BU<RW(W~<!W@|?)_E%o@8s{mM!hR1rP83*q{m5PI8t+y4c=-
z=_{vT1Kl(nQ<MP>fyi;k6Y*5R!If-9+n7)yF@)GxFcO5D<Y>pf-=26jA4nB0L-6aC
zXtM8Cb#zKG%o@lsC^-<RAh3B05D&^&wtH^5t{Pyo&EfMX$L(ft(8)c#!V@h2FZ57!
z7gx_KsFvSqeY3fC^yA8ZW&_RU{$`rzxhEkep_w@Io?w(tch|tym58qOPKC269vyTT
zN4Su~!A<H7%bT8QLPvyhJj@+i)C@1j*BoR*AldCj?jX8OusjBE-3YbO6N^S$F=LPU
z#cFy#S&?oiBRxZZSmk=&-VX!fnQ*()^nj)&Ry!(ZDhcZn*DrO(8}HrTx#{|ce{d;9
zHjWlz0y-vu@QE&=#%_GG2n4rPJ}9$*=6k!LsQbVsE_nt!TF}-bnC@{?Yzm{;J5oX@
z3hlU)8+rxCs~10a#wGS_P($|qm6N@(BxE}D1&C^lCbDOmRbW<n1aX9pQedV6&${GY
zyW%#a3^~-RoZABG`fP_pXG6|O9+CZ;XG=GaUuNV(3_Aa1vOmQ^80je%PZ_%a7p6@x
zUmct<9$i9YPXQ~%=%zXi+0?nR(r!_5KRVi@IoU(lF>9dxapur`)HhDFiw8DT4ANHg
z?@2$tAdF@?F|dQJGIg}m?uAL2P}eEg+{y*mc4REw*{T5<$f1#oK~9tOJK<(5-pVO?
zv*o%T3hc_ip169ZekD+e60;7UMm<_%al|8?lGI+;Ji}a7;!IjaBm;e+9b`{x7mJ6B
zwk4*nj&1+%F_@F%+^5Q46HD-LRE9|?bX3IKi5ksPI4?Zj7M^OYNk}t^E6|7Rp|WCZ
zUJSHPFbFD^0bh1cd#{O|^Uv-PAd~(%_&G96X$;br?Cd&d?QeBeMZW-@a~`QGVUX}f
zep4CsKi7JH_om7L^a)lqkAXkT{+NmMjh6&YSt3b^B3zpc(zg9gjsx+^8ehAV=(f9L
zsA`^4RwJ+Xq)9d!5jJ+h1t~6mNkuh`c*wTEw&oYZZ19qqmrbLflTpXJA)yd03I_=S
z2dJ=&AS0Iw!LfCRR-{O<>yUVJJis6>3<>fn-8C1~bFJX9u7^!Z5EBQ-WM|3Jx5H1L
zb)rR!__U0(lBZmRj|drwMqL?2;2@J(gSN@h)WLzwUPr5(;l(_0lu~eP0WeaRphI_K
z+%8-rPD|OCF8uN{goNveA@AhtAi0g)oB}$<`sBm_ihOC!!uNM3J)8@vqiSkBA;F+?
z(lX1bN}PB+7;odp3Nf)KAMW2|-#PCmSOZJ7;Wn0?2T7OP#=u#3MS-@$U3EXhObevg
zBqaPf&r1H?SLF*Jr@Q1Ks77)&gYV85rQqnY&Ac1Zk9b;>N~Mx}gAAJj-wbbr3QCUq
zTbo5n2G`-ug0V}%AVM4#0EsWT8=Fc687AE?8%Vhj@h!Kb)hZYMK4PmuG2|hKzxRAs
zHZA0bn82;8(>RBct>{G>jffWBNu;*?(R5ci#@td$UMq$ciW?26RhIqfuXn%2?>p0=
zVmEw<JLRiQzC}`kpvaykthrY5ubJyKwCOxV==>5w2EdG(xUfLI1j(1*;Fp$?$4qa(
zNp7{NQ}hmb7DsF<)u5`7hcI93TTYY;*2#7rwsCmrH%=u#NR)S%Qc^k|UNU)~q!(<k
z5)@IlY3w>WF*xwp7<)x-u%@!W(M|{PR#xNF=(>fpCp9FI<DdC8iD_L3GIDW9wN7Wl
zCEyRqHk93L#Q5I$lSzu4)3BxmHk;PDs*e)d@y>NOU*Fe6t$$dz70Ns*G^x*>(2J-e
zYGA{T;C*884ZS;$?omLB$hGlpnhG}%2Z*0#1KyL_d8Eq|JNXcSi9Is}45%S6px+=l
z0??62Grv#1HTgjzndtp+Z|l#%M&k&B#cu}Nxiv?u7N^mF^s#ea20NCtISM~z2u-;O
zLUPVOzYbJ5w|<`HP7v<BwLh13_9nsqc7B={SF=jQP)#|ZKL=7q8A2#FsE~s&8`_8K
zD*jfFNtW+(v7|rivslm?(%`qhWQ3S2?Dx(T3<<5qe^GHI=zpACM}TJjvG?rpvQ#u@
zKlC^W<8KFT&Clrr^O}TU4@r-Lx7`)G#2P=j-hVWg;xd^v-{L98=w8|2|45tA0-1?}
zHPWhg3z7ck^pizalw+FYqrBl9{o^AARvo*z4^z0c=Y5@jeYC-6Zcm}}?c_}n5a0T*
z<&po&@E<hL<0SROXAUN_IYMKO*U+OlWK!_fs5fr<K5M|d?<q)P9e~1;6d0{|{yr{E
zT&FQ>tR5>Ube84j>sZE{XAZ6Su33rbwpgYSTZWgoO6Hy{)jfxVcNiwMo(B``OWCFU
z^z*=<2q9Re<>{R+SD!0rn$#xv0sB0f9#+w3#oeFR#C4}x&DH7*B(zK|M!@tO<LH;+
zo2iLC+tS?qmI(JBOH#|cQhTFvP(LEBw*=p~Aw!GQRG#KJI;t5y&@1V#@BOL=fy6x&
z0*O}mfg~{?MPB0|u^)t?e$#urK{$Z+;73_9%Q=HU<L5J{s}{=iHfo2k^v2Bze*4Z~
z#!tbHxn_e3rZryyK7GuK8q*^#u{hsW0lW!0$UOF(hPv+7h^MND2}l_uqiu?Ze{#Aj
z3Q2<eb-s2;ks{}%UeRtN<pZ^(exs&6^dPV;0K<H7ts<o40FKV`rO_<9!vnt&R11g9
zuzu3Edk4C!8650xn5(FSr^$F%fI*d|Ky#P1b_Kw~V<3*4&>7K@UQh%Mz|c-~w1KJw
zq`H2@(WEOQl7IfoSb&5Nve*ME@Et>;L#f+qEBor}@7-^JcF}(0_Xbx724BV%+*~?{
z5RcUyvP)QO;rDOUTanU^yrv-qNu*VezBCIe4u-(&yrSEWzb}K)sb*jZG6Bq+OV;5B
zheYhDEMS-tJ6#4?Lv8ZeIIQ!7xh@aiEkc$<_BS9oFK@}D&GOi&MJ{?(<m9VQs$o9%
zhT1kczwsM?W#kg=o_!{<H^>}T_6k2|Gx$Px%0m!hq8)u%vDdXI6NrVIv{1pjK%!Eg
z_~}#e874l97lWY17w7{#V3vb70kt*8GdrM|1FDw!@uSdE-MeoQjKR%k1RzJV>C3Fs
z_tAUi=u>OZ;$Qcy5RMTZ@)p54tGv(Rj)U5jLS!HNP7y6dX8kNDK4~9>W=EmPKj0(6
zJ^V_Ua+OD&EV{!GzjG_3UJ2`?>(IIl$>xF{`>drk^Y^F=t~~KVI%`EKB|ZM@+~p#D
z-_^#;Sg(Gu^yl+ZyAKhee|3-hNqQ<eFg>Hk`t9Z0unaKLU7bfg+F<T`j4523#hv|#
zBwOA<pG=LPfM#rhA|eQDc`8s>ZMNLRy`5aUvXiJ-<5ZpfxV^&RXo=C>pf2d{=PcRg
zY7e-;%qfU~1%@~f)J@-TrNl3#^TI_(Y9&VN?YNHzM^<uP8#>YvHV<*31|v_G1l$Ha
z>Bi@hxj7&P*P}0s<f*=*DFH)?p;h)Tz{I^Wpg_*R?<EPFXZhW51@Nm-ZP)QeS@FN^
z<0G~+5<z$F@jdq`H_fH8$fHA&^UUQ=5s>J3i0Dvzy_}B=F7_IEvd?sE`<#ii?<s?F
zWg(wz_Z~;px44F-F<(mZhK0aaQlN~QM;jlLLwI|h@l2Z#`*p)C7^UQFR(8XOtKx)s
zvR7IA#gt0LPf(|lhg=L_UC3|m2fe9qOBFWFU1gwWVR(_pVYem4uhVCfpmql3LqoMb
zemH0P`rTq*ZD)gU-3{B3v5l8`kQuF*SsoLfahB7W#)f4>tfmI<hWFWB=bvLgGQwYv
z^0%gh_*CEr>|Kwzdw-7sxQ6Ez^einSS6!(3{rk*IlHgY1MwZjFMcy>Bw8&DE94p!`
zmzV5VgH$;Per2D|LIi^Obl(U26UR7&gX|^E0ZQlf$#3ETHu9-ars)2zce+T(?FU4=
zFxL^re@0v7&0YJtcR+1i1iI2$b!RFBiuRGF+boFiSV9#_{u^0VPOVpCy5!Yog{}z>
ziCH#8-?Tan5x8H;=k;QsOX(5*83lz=w=X=sP}4k2OlmbH?4$xdxaVFF7_6!DU2f<*
z2(Z=chkME`Ys;_e6pkk~lM3DPqC}0fwIfA8&rpsatdN_+fJ=Hlon}{1Zn9LvCOGb4
z5U-!vculMCs7Br!<^HM^MtmvFY()uS#E$$*((oQ?WnNSKxE_X?V%~EXH)sN5Lf%g6
zKj+qg@`r?_<Mo_fk0XqdxovqM0+f+rjh3L)tpa@v8!5LOVrOCJ;3xxs>h|aB8*P1k
zBprXq<`-JEMo?kbmLd`epa$Yy!D5#;3Ktm*+~!lF5+4UHJ}F~iB8N+w=XcX6+KgA)
zO$`A^JN{Ha#Cv%8%@y39H|_AoH5)=qoqMX}k<^k2>`J#3%q1P)9WppAri0o@Y_jHm
zqYi6shs;RqF>e%V#BntN9j0k>fM*XV_?zp9!$h(O4}(^6sGV{5(T3NrPi+uDF@ykW
zK4kEFNd+N5EnPkPV>}|gL$p8FWU1~y;H!@|Rw_!lOo?tkfYfJ!&A$(8jitZEVv5)q
zbj;S~S<<@lR!15s)Z5t%pXN@O@>n|iu}}`@46xS6{}rc`W}ySkAi>rfoZ>B{Pu{$2
zvNV5F>~Kz>pnmnl71&HV99nzeGS!eG>RK7#A7xv024c_<q>i?!n?%!r{~;_6s%>ad
zam72KL_~-Wz@(;i9fhm9A+~Az4Z}x#B}<xuHBCsXvk=>FBqDeQ4X6m)*_#ee>GF%b
z`YVM4K>KbO^zpg1`HmrJina*4Tb^X38+hbDg>F=&&bPtIazz8Q8lQI@xsse(uA#=v
z((oVrewiAa{~sn`MtR3OG2o_vnG|u_e0>xbR^Dy30q{^R_TM!vP;gW!6CT%vT0fhT
z&sW#KURo%*EQg(9F*?yGsItJcuKKx7g~5^X+RD*Bt@@PV++>jSup`pjrhCLnTWUND
zzv&+wyE0XoGLMjnjO(8;_cO8&N8ACPUf?AOIXDx2N%dKV<fdIO1e>a_bHR%sv1&Ou
z+gC7P13x398Em!{c0SyW46hu%`W7F?9@4C%OC5KYQ8_WqmBmWC({GU{=Il8V*kkzM
zSrtE&9wPAF4`!UorN+$8OF(tVwIBaBhkt@qgfKL3^UVgM;7`r9Cs=(fDgGs};bFh(
z?~kLE!tCqLkI4m0%6U~ctn1g0>K@{Ix)n-Y?<Vp?0n_Sa?|1M;l9%gAt5g2Fmt~qj
zBe8CM!$wxUbX4->xIUraM8SqVI2RBiOXt)f#SUZ;<)mtr1LK3r>dj+*^XxB1Dy>yX
z(EI3xs)(Nxj(uVBE=1+_@H+<Mxo768*Fd0X0BoA;Ye}Ch$<;Zgp`RXUd?E7piBEw1
zK!&mawEHJvDLGrUOY?nV<E@(mc}%RHn3JAg8OTuEW@yu6m4q#zCdxSlI92w{+IWy#
zUOX>QkFsd;eCxM>0Te#4VA=d3L8<sqW!LumOToer6LOWj%7Swtgl{82l=hSsLQH70
z3gjF3AO9@`;Sg?WxFns4?tqVg(1vgew$-_!IUnqbDsE?C9##3xaSuu<YsV0mrqRxg
zl7C>X4;TR*VWelqc4!3IWcasUt92k6!KNC$#zpy6pfm>kyPfG1Q$3NRWp8P5VdjB`
z&on>qTY)Wpn+0ql;Aysf?&U{Q7Q`IrV2%YQ_lkxOGY$`Qr`EaGKTNIP>^V^B(w?iK
zDt@w80Mu(jGTUmNBXRs9O^IL#&4iL&v7&}}IiU@b4#3)|mG(EmHE>AyBf#vI0-6_!
zmXY%wcDaXa$rs=uG--W9e+;PnP>AM39QGzw1+FW!=%(Sr@w?qd8$e&hk&(2aV?RA`
zHbgNjy|8i;G5nzU5zn{snO#R4oMp&4h-1tJ(kJn;lCkW%vtrHgJ`tLc?u|?h*#B==
zxZY(Vx5ZPR!8NmT{5GU5un}$B$JghwUpfX_#6ET%rgZ+omypG0-err8<1dgI*B-J>
zG-71lcLgpGU-`a!_@G@7M%eXFYbLx)-q3EKyVklj0d+qB@(5%sRd@{<Al}oLA|@~C
zT-(=p5u1rJwG-3)X@$<SQnZ<@-HaqaAk%lV48`7g3xR{$<o<s6=#rqo&w8<=50Y!t
z*q(sFjg#cqbvdkYs{K+uchAu0p!Z!}a?*4JS*L@~K@;V3r(-DvbV!-7%7UYMS@{X7
z-wj_Y&4*3RHeWylx*C}3+x>d`NC#r@0{;XEBnlsS|4x}5+1X3_1siOv)ZD$9Lj2A1
z=Cf{Y--Bde<WM8F#03g$e*<OqEH>NBZGAB>MpUXp@hAZo!U54Hw^Au?Au(8Srrj~c
zqEhT1kivgeO4UQFHRS@9mJ`zk9>TouI|H>3tgIfefbW35tvjtEJfl;Bjxp-Nhh7-8
zDX>v;#;`=&lx&@jX$L1V3pO@Bd>ma`8xNMWA^YMu%)^+ohqjMj+4cYTfxkRE@KmU`
zXP?x=hj}az+VC1OzObhuMQljXe9>#|BFHvIhVLKv)9BuNMTtkdHwj$p@)WuX@IbSo
z?0Z>;8@DM2C>V8i%RkU4@~e$LS*vx{(P{ml9+=SDs5g$Xo?B8V>WdIEJ~=~FslBU#
z{W9}cUgSxmJgrAns1oy?sqy3NoRivEiH^8HoflLPIGOY^(TlhUM@ZP<)<nC78}Ku)
zN$$i#l}}5|c2I8(_Z^m>1T;dTZIaGIp}2Z3TV{4aLaT98aH`*wyU~LXWF~{N>A~(n
zX<tkHimO$L{yp2l&72atY8GqjP7iJ_e2Ra@nb<TXn*VuW6Fp(R&&hM_I{xxjQI89~
z`U@7Cw*w}BSH_F3m|!>nOOqI%6;s;j<SV+N-#Of**a-%dpXcQBZ`NvZkC()U2(|{b
zPG$}+t(5gIjY!zn>#=l8AM`xcr-?E3Q4iQ};0T{4+i{^VDVPLw*lCEnY-f378nfWJ
zj=5>e$moU51m!_p4}ckmVj_F3vQf9+m*I3MU%_L|wF7^~i-H-8W9zT)`A|)~>6}!)
zx#>N^;L}3{nb5z-W-AKAQNm!m#D<898vcML*^-tjzf>_`9$;p0l{*5GBfh+l?3_sX
zKuPGTft!ShAVznjV8`3N=-Y_1nq%RJ-IXo<MoGr-lRxPo2P%I4kEtvFX1Ze4p6pXJ
zrS|&N$}9IKC{HxVn8o^*fA`QjAQPO2F`T-6HAdt3kf74_Ppp;acA&hlEGO3rj!cLF
zd+%U5cv#Y#Nl}r&1=b!{g$McHMFx|PN`fY)TJjRoM&4~1QBgn^a;@@Zsej#IVpL2_
zgO4=F73;2D7HwdZ%}9ppJ9`d9NJv|CH(vL|^1@mX%{wb)B^-XiCwz3bG8rJeWK&=w
z`rfyIX97t3ATd)DszaD&pPtDuGf+0)^mccg79zkp@bHV9Ilnr9!Wu@My?^W54|g*Z
zIbpx0rW5}D?2%8)LfacX)66OT{#{EW@}#9R_7)0QoHF?%T#CO5p}4=sT@r%+Y63KQ
z2ChW|8}BztWEN%7S2>m%%1R82WC%vzK;(-kn(%`$Nxll?e9$>uhDMlXryP@ESo%oy
zw=}NvZG35eH?eNR{s!-}!t(PQ2t&X3?kpj&X@3H!m?4oMLm)Z1AH9iYA=yYGah)Nk
zTf|)*oAmICgM#Up6{t!TZNpEaWfm6Lda4zef0($(jb&%#G6K5LxfUtFE5SeAT3mJ2
zX1XZeYk9~3@N2y>nHBMcs2gK8L%68fw47;2^YE!3t@pJ$2S>PjMt)G}`uC;w2$Y`A
zu^@Tv@UF+-vW>=7-EZ4mBl4C-)muy5`2|?&3tbxAkm8>t5(nfZV*wFT+D{jHzq#4T
zj862F;&-@oF|;QhgG;^*fPo5Aku21%@>-qH#O!#vh%7Og-dmBihT>hTL+x@nn{F?g
zXL8GG^f}tVvsY1)uoW5-x8!XzpjH34EU{ggKAd}oG*Z6!PI7bMz)9+mWhWg{oi3)a
zw3g)3>Rmy^>FgC=U&)cLHo*Y4g7+3Qbca(5a}ee|oZ^cV<eA9w&TbS8GDd%IDm153
zdvk^LynkS?&fsy(;3!+s@tZTA1wS3I{bug<Z`X3B&aff6eG6CKui~V_qWsn;h7fGm
z=b2~?nCD3y8j|i2FUXA^ry+?Udfd1rbe}tXN_Q6Z>lP%OpWp+C=JY%H3y&~=Bo+UD
zqay?dm69N0JA*pt{dZh)Mesu9=S}Ji9<Z&P;tSSl?6*}{d@`90epEX(kA-d94gLrk
z4A+3Gn16w{z7Up@n}4Wy9$!CboZ!FxiyB5ON&<pXWf%)2wu2M{8_1RKTQ;ovx&O`K
zF$$YdSgrxOg_2+h<Yb`iY0LKqlP)5C)6Z2vAh)HL9KS|uOqi;RAv%2ta9o_{zQ)eY
zRyskH8QtU}uy7guG<bC;mLW)oeeYA9OSw2kKS@MF?aPH~qi?N7OYQ|fPGSC1aV3x2
z2^|rufGWe?_??JG{>#w*{<c(@5Dpr0#~50*kTca-lfeF6Be4_Bt+GI-_)X{{7DID?
z-}FiFffaimJyTSu6KPL|wDtJ`hxz4&wBv$oIi(6<xXg-(rl`qsI?st?6O@AIE54h*
zy%xOv&3VR8-A`ZcS|_kv;<RY8b9k9uq?p5lsH`=co6{Gc<Ef~YeBR>!*aWR~{mPh^
zXN9}Y;K`eoLS<ihY)K|&<uK3)pB*)UeaX<Py#tvcYtxH218#U3_Sn>Jjh>w0$T^8!
z&g;)H3RR_on8=#mr5q`-HSL-3x#}&i_+sGWSVm&rZDX0`=5~cdUuzYhz4)|#x&MAj
z0K%LY?xHp3VN`a_C}9YWwo7)3OI{rtt&pH%E%R=pi|OSmrTq?f9ew*9=A+4hJE4Wl
zU+)0=wBmjviCV&TN<NFgQex|s*k_ZWJ*Ro^M+7y4%4;z!Hp|&>E|i%2NqSXx6lEti
zz*ebStNy-;Rt*P;uP{-!B3DL+{t*;AOiW-!^u}FzoGZ2=)#zJjQ2I9yOW4&t4&jsK
zoi_=7e?GB6kxRwq>2z(#TO`q`i3LN%J;u=52grg4oz0WMbz=tp<=jg^ZUSj3HlK5Y
z1$V)K>OA%5&j#Te@1Cj_J$m^z|71KTJ9#aU=LBLn5=W0Iexd7cxFk=<fFE#A1?b)m
zzw7=fEK&oWh#Fn|PSH#V`aw_JSJ9u8B(hK5F31+$FpKk3AWLY&BXN_i9QAJP*ZogV
zCL$3FmNKw<T?k|YXQDhx_c|@y1!@+X?5SK(ajwzT?9)hdtOdn@mT*Ak`SYF@BG&nO
z-i7oEqdSw~%YTP(x(^E%Ulo*`#6O-oaqyLOPRal#go;xK|D7>qIqMt-*BGTBBy{uF
zgb2-y8q16+fLv$p8=Gwml%Xr@OZygmZq&uQ)h+r^gl9_(H8+1|v3?{U@&yRL%B_^G
za(t)KD(sS%7$c=ixN>F0Hj0%uaFq{jR?MPvikqu0V>415njO<jkXBQRnpRE6R}SBJ
z+4-WlLblP+)}t!(^fPVELcfFo)f3(s5?~S-R{vj`cG$yk;ahI*VQeY15PR$b_{vN{
z>XRb6cM8&#GAp;IQ*)=y);p1vK{1*rUq}9<Q17sFYbF}1EFxE7Ezm0k9HA+q&op*!
znOC(qs^m>+g+0KX$lSF%uJ0#4plCb!@ECmIz48zZ2|VG@Gp#iM`A^qq47gw7!%jV3
zXNR(U&wO^8`Ow^2t+ls7jqQLvqKiKMV{QAHkRx8>%gjDc_2y-Z%Rs{`v-J^I_ub5@
zO2;07$q;pk%*nz+N=lDX6H3a0UW`Cadr-~Eej??ixSk3Br)|pehr9d4M+-gj8%<#)
zZYC_1(k$W5WbROjA4qBRPwECsU#BO{DZS*e9K!G~AZ(VUV{Fe6HE;VXP8dMK`#@cS
z8BmuYIP=+n0DLMyQ<0-tJ)W4bZ^d9iVYs{7Z|&)(fvb>6!<L&#3E8ROpIsPXe)31b
z?1QA^tWBis=dN+i$2ueLj=Wt*aLVqOpvn?|%!?^6K?ox`34bms09(`8mJHl}k-)`T
z%xQC3vZMYBGZY+(%f`=3+`p9ueNh3y%QR*F;<N{49yR>pvVqKZx_4Pq;$KcmYcaUO
zcZNer;@jvN-4MM$u_o@m?j7o5VNIIdthVK&JhsO6uiaM^!@Eje@&j2Bn6<<v2rJDg
z9+0trGwWAwe^;eyc;)4mHzx>^pEABC>SP%v2>UL+y<xL6J=V1KN{;`qSz#n@gdY<)
zw99j_9Bn3bC?=35d`t5}QH;qiR8)QIce$W+Di4PG2?FAy9WIBbR{1vTa9PhOgI2P7
z`uX>%eC#NGKksuJP#>x1OE9x@na6^5EGBr$2RaQ`YMgjKMG}&vt`hr*H{4$rcb33f
zyv~)atV^Vo=?}RbbDR}XQSsB2YCaN1WFJJm<WnwCXINVLaQWaN7TN6oY`{5^ZKuH`
zKL(jjm%~XmCwtL<x0&L)1)){99G6$ase^FF_h=J+y8(M^*enl5?>wcsE8)9JO><WG
zo(jHFDp(RfX=x^uHg^&O#AVp-^kA1m1Zo&*c}I2Nt|abh*6ezA(MIWHo{5Ib)Xt|6
zdWW#e?9~MBB=Oi}Z)eI)@|@!~XJ$t_)KjyzyK3Wuh=u%EA@;COhMb^^g_@S8*ed_?
zb2%AdV-@^vQnQo;{_NytCndOIiQZw;g@1{}<SgP!vhB*`>u?vt|L&{1EElH`aN*p9
zbX4%v4rD>VzW4G%%cLpvc087#!b^_sW+XmJ)I|AZ1WOS+<tF`ZmHFsJf#_d1YXIC3
z)3iJJfaOOcej|{;Py&;cQH2iMUTMNb7p@G3GfVJ396W0+UR7jPzh@TreCLIievsWc
z${pwdrE!1`Q$@<95TVS2H0EhAE*sbkGES0xfep42$7kw)|A;Di0TJfCVO#(h@#B&d
zD+)e|QgL1$s|zffAv_)HB-9I=DacV5(D&ZBsm~=fN1@N9FqZHLHQ3r!=)dN2bdc3d
z_!)R);@%$Iq`1ldX1pdtK}I)W4rN<IXw_K>L^EGpUt6RU$c^0f0)e>@uLLDu&gu56
zz4RGn_Exd=Egcui#&)Eerq^`DAdvO(;aD>hmk+T{4#E@b{Vx%;2*V^6!K=jWnoQVI
z<+<@Hnf=#Cub`NIFa*W8x#_m8tDU10<+7N~fDIGt$mpBtT@24ooaEIfCG~yD34*#|
zrcfnY`6b7aH)S=7|HJrhHc<(tHiaEtJVN!#jZ_y8Er)es;caayHly{na>(-#14C+R
zn&RMmSzXIo8L>VWwbRi~OTP%;K4!8@_`j0og=bWq{0@+ka<i9kci`#5v}fW<@1Y*D
z6Vx8ZOem=7)5Mv2PE@xnM>J^7ReXSE2%ifzEFBMD2iz|SqiHK!^cb&fMnlU1cA^*L
zVKbrRPj8WeJO<(3Ih>jPNWS&RV<7gkt>hcAeqqSnCqYtR21W(A;D^tR2V9k!R+6Zm
zJ>01W3ox!PW?QJ2Cg$^v@DL_{D8Y_XWHaT8Q0sI=JsBFkuJrai0G7oV!-u#&z@`PM
z|Bjt1K21IZmAdDiFI5sq9(n9a#Tu2B2__!2kN*wZeC;cG`bo^CNta6aI~p7O{D;vj
zH*rV~C98c`{iBYDS9JS~Of0INYdJO8OpA_t#hjlEy(Kc;3Q6}<jTmS5hZ#%hUcI^^
z^6<+GSb&Qa!OKXOF@&SUTY`ukn~5W3s@vhKlGsXTIDD?a*DfjTEFNk_!AzDo&pZXp
zh*kdmB@cP&bGk-A7#Wu_q%DJYEd~k_P#coOck_XXnV#41aBi;G(6Y>kyngo7uW!VU
zl#sU0x(XJ=C!sI$8Oe^5pVH9_;d<Vd-}ptL>H)Fe#eP-nf*iZ|8+Lz(n&y{e-Qz1U
zoWJhJlxe^aF+Vmk0_ukw^rF`}Sxba3a%0|5ND!WFvX*)&tlqIdp~2SXf<ioa?Fo+>
zX7(bb61gsSvl!gYmDayHh?cxYb`yGxf_Z?^K~t}G6W_1>ukCAoVH*~npAIWZS2GaH
zt5j|d)A515mML+P112y=$P;Y}3TXn6Nlu%ub#_avthKqo%wk*9kh&WuD6QtWdB%4%
z)W7_+mYSL#+cQZOU;0xoo%e(=`<2k+iNddJxD%$)o@r?VTD#OC`DIim203fLbSIOT
z;Dj(usuNy+v?<+<Q&fBG$3hf<8ulqf5htKWyV<(?4UAX=tCPlJ&tt(DOV`0lM&Z!T
zlt`pA%ch64>!Q`*OiIB_)t2`iNRH7wTMvCS>~<fiAAakn<`J0k??B10P)~{AN1%8E
z0H935n>5pxI4|dfWe#bh*v*FkTfS0~h{NmZg(-3$#>>-q_;Do$nGn|uT{}|-gDSNM
z!La5r$Zs;oyC4dnrgcuFh0aCB1y6b)hXPuJ<t;CQgT%;<->>qr850_MWjiJ03*KaF
zYH<`?U@DjqS~vh8qzNdY0t9*7@)I{znW-*)ZS@AF>{?Uq2h#-w4w&*YJU4E&!IWD(
zRhUNJFDN4N*!r)lCakX)0eN`dSb9N}c=qVRiy{1ze)Cc{odB*n=QsF)F{6&Mg4(S3
z>$9jy4~UaG1(*f_Ni4EU*%)l}*6(9w_Dnus!mYkD!ZL{iQ5%&1&hyBeVh-Qm^BP^B
z+d&pv9CSBv_WIp&$B27r&0`Yz>bkl7#s(!DI$=N)i<zg7d`m;U+%$EL(07jtk*9P@
zO}K)6;34s_kgI9;=VHwmCEm0bE3Y_b8j_@V_2dPBv!<}ufp(;ZyUc~L&7GVo`*dgS
z?Co}wsz3ZB6&1V>7Hn|X4#SX<JSPfM|G4$1dQ!r%?RJ`-!QDBeHDx*1InRA=A#7#o
zdDAJP6dh5-R!P&!!v-_jN%i71OC}kDX91S++^{igong=A!LKGXg%+ce&eB6EGP@=*
z%LZ3W>bN>v)mWYH!2KKER!|KwYAH_(A5EtY_O?%Xh|lbjmnDvTYF8r)3rq%ILB!kY
zzGlu;Q(nF;`>3tyT{^+Ex@YAk_Id*ew>rewt-3BzK@MMZQm1w^+Y2!|MILj6mDj4j
zYd!9e7gk9VzH`F>x#L~V#+Y5v(dUhL?LwKCWZ3t8L=syO%Kj^_slN5cfb~*=Vp&mb
zrJ+-f)ony(RKdx)#Lz}NZG~kN4OM6~CkfGb5Yqgl`S|D?9o(s@FapTp5F}XY+n%w>
z=%je91KO|qEVhnTJ3tiDCbk`2F&1JHVN}b^v2J!)$qXp|m2Yh6gwApi?cOIniMOub
zd*$c3LDN+2J=cOgEdE`p_IBl)dowm4AUU&@?unj^!yRL<2)+S~C`<pB!~$K#fP#Bz
zCt;w>3$EIyb*17%tiHsloPWpO(ahxQsr&q*<MG}Hgb?<XcweZHWbp^Xymj$776E~Z
zk6EBjLl{VNOJOE1wo-d<CgN727b~y?-fB=}1kQMQpOd#?<b<v&kI+p`%&uzz2T{_*
zLzcoY?7{RC06?sa-_i?=wJP|J%5@y{EnJ!DVdo4@vyD2mzMv6nTB)!5u@&7TNB`ZV
zvT|U2qKEd7(ipTgP$@x-2i?D?-uHu*Ii}=dIb#L3ls}?Q5Na@dnnBEx>h5)LQy^`X
zpI(MJrTJD+PsAqfHIhJ>ZFG5!&%4%>-S5v;2bQa@mYt4E6%U)X>^T!jYy^=4q1)!j
z4-h6n6MRJt1|2BStp*kE^EvEzOj-wquEb9~Hu`S3A$fU|Cz=F)@Gd@)#qVbzU^^)z
zT|XO^JU7O3N~fA?jQ^J6y!MR8Q7sPVTz?@QmOw#?c;B+VP9U_Ko+*m^@}%#LNxIje
za)IgMzo!n)N{E~+hQ|2oR?<Y$38xDZi#hYYy_AAI<0oX9>-HVibrI1C@T)fH*0|n^
zAye<~p$H)keg(#Wc}<`X7Ut7_b;486)rE)UWRQ&&@1sbqJ6mhwM@^3cr=$}u;$kUu
z%MHa<U#Mk#@^ML*+_xJ{%hnnF5N=<xEyb(A3YozKsmrYC54}jd+1`;&Yym_I{<toN
zT}Ju#bdO3tz-qjd5Y_5<5BmisYC4YU=caKqD}y;??44s5ZZQ!yaiNs!z`MUAMARrH
z=_H=P(?9EpUlG2?pM(Vfzga5v=PRXSw7Ca>X*{BkSB5j^F1a6kscZ2B)$_3Jt=N@`
z^3&6zF+konsxXMh6nJ2^nXQV-3Vyu)n9T^z*txPdWiW^09bSd)=qXt*IJ?=jlWsM-
z++9(awxs$01#=kRrR}!<FP8Ha<Ib$xoi;$k_O`-iBa+gpo;265X~G&rQ!m0ff}fX%
z)gPIv)=q!)5zplJIMjh5i%3eP=@6qQx1Hv52E`jcqO;JtLzs0lw?doh_=j&=V{@Oh
z_<%9w*J~%P5bcS4Bq-Ez;!4oOfm9U6J;mSPu8GA!mdm6!a9KLEGE398l|{AJaoPG>
zR?Zp3Aa;Bb4f;MKB_#63zjV+@ORzVmIR2TyH`oKa>;jn+>mra{V>_=Q>UTBYPGvTH
zp|fs8FR`65<hwflAKkmR)U3DTq-VaL8ni>zy&_5?3Q0=9;m2}r${Ed8weAGWfw^@K
z(KqX(wBFM!`<DeLEjL9Dprp{U-M*qI8y%a9DJ<vQ#T3pn*>*e&k(VOVaX(B0H%^>N
z3K5ejNKhT>#FF$G6~<JywIX=s*J_3|dL45(!E=%1c;v1BWW*^ydMUXN8Wpg9R4kjp
zZaWnepNXVly?vP;@&QfDRB_~zwdkc}uzZ{E$1SfZ>7!~lBtwD2%I9arZtbtJJK#uO
zusp?Sa0xI7=2up}yA7vA)w`ugEFt#g_G+0GmGL4r!$G;*wF#+a-k)4|=0rhlH-F}K
z9<x<;>?Tip(3OcgG0W_!{!C1%F&X67bKUuV)O1kRJ{~+Q^|dhI!6%X?wn;i#fxzSd
z*OHj};M5|x@Hy+=|JU4m2Q~S2U89I13O_rDfQpqO-B6?p2uKONBOo0@Q#zpvB8mdi
zdr@kTqS6GZA|k!_E+rJHA@so6;d#F2d%yRbIe&aJr)0*NjHAh&>%Q)5uf6u(Yr%Yb
zLmm)|>7TFkyC9@&e(QDBG^9(JM3s5x*u=3=guHgXtb1QTDo*qq3G+$Bj|J1(6Rxt2
z4VhdFCPAmixIe#n<&62%aYOp`M;qS!>zFsL8-0`!nv30oZTlb1Ps~?N#aNlgNTX-_
z1}ReT@jO`l#^fbot0m4hmQ4afBzlyEETDtkJM}?<$?Uf*AKeTZ4m+*orJUbK0ZL+K
z;2PSx30;ZnM+=Ndw<ZqeyfUaPsx+=sTDv)t2t%%p8(A!0r}M=b=0~*B>1-*)#!rYT
zc|4TSHMGe4MUx>2^T!Q?9y}tPF(%J@Le6xLTJRJ~;{#4mf62a~Olp2&y_=>)qkwS@
zZTUl$6`O5zFdjd$oE9jSt$8g_zIueyHfdhCaoRFv{aw)ptHtxoUxc#FC~aAT1^~20
z=B{CmMb9d}!uBU!5>3pXWN7IeR(m4e`M!pP)vyz4?E=oqPKVO-Z{;%zUIF@$?u+C&
z5SuSIRJ=|FuI=yMrKGq$;i&pp_EFDEe=JW_T*a+rqJ)=se%X6LU5w8@0b?NM)S}?^
zMc_$@wNEt1ZUL3bsIzL9pw(Zpu9x%~Y2WAb<Z|x7+HJ2<UTn@oMjazgEj{zYSZ^+j
zlxATQa!hiz<E;!J+}ufMJgyttLWP|pQxkEnW3WpR^h-BLOIN{VY{m#Wz5yGKV^T?I
zbj6OIoXd4(I_FQXtRV@{B{eL&|8+?-EK_AFdhYRC`E(V^bUS`%`1srwbh=AOKSN+e
zR-hqsBu({qOUdGvhKHQfaw2lCxk4oB^ihDSI;RiFMVdjO-H`p@M@TV#q@yH=f|6q&
z6=#(3$tTj=LqX7UBxzncOBP#k>u%9B>NtrohrsROH0-eqYCx$nZB`fqWX^n5L5!tO
z5MpJCv)R>ZFhr8h%gn<0!HR|jw;ZC<yFmi`CQe45jIG@RnKSO+mYpgU9ew9|*9ejv
z$Q^Ic4uC1&&5I&51tv@~L`@9sk|m|yBt!PTuAh?bT6fqUJZyi`p$Y7*$GXZ#*~JXm
zb8-opv*Xt_^aS_ZK?UO7c`_0=q^ae5nfBvNa)-0M_{C9zQ+vNWk9C^kwBer@Jo@Wn
zY$C$nGN7KJa*Y3gg?(3j7stXv7{Gpm&f?IMvPse~$9r2!Jx$G18^AgBe&Tnl>RB7n
zr({yCz5!or76%&F?g3EVX#T2?o*p(6T;RK(39Mf*j0(3}Kce;yxF4S3V-RK@8unKw
zf9Y5)vHo67p5E~|p9|7cG*3|X241#aw7|l|Pj<EH<s6rni^;i4A!q-wZO5d)XIUUO
z$3<vbZ)OtE_^z`-i|EQ8)awmw1ay+<GbPOMRzJ27W^u04q_~mxk@Iom?>-oa$?Hrt
zSD))z3RH{};~^e}((D`t4T?v6xwj}1JD8$1|F&$0^_SsbWpeU^>foH0CoYTHde1zX
zFKqx34cv;gL%CC1v#MvIgN*>F_PFYlqT#9DHKyh`eYR-+Yd-#4%j#)HW*01NYfq(0
z;_?CNjSGWpY0074`j2W}eW>@Sh|o32(}aWx>Mtc4R9gh#ri=W$+P5CR6^m%|(9ap|
z{C;>v44}0<NQ?9&n!M<M5qrJbr3lQ$tJxf9a&-A!&^-B>Ltl*OwikE|8k)c~goI?j
z=T&7R9e(Ck-k=xHxOxH{Jy|eALF4^rj2EJnT*6^vwMb^N)22@%5c0VvNLFv2RxzUM
z%gF!L%8GWLg}8(PtXEb-$;@%-20~+zVILw!?x3|TLcEJrEH>?XyJbEU{4|~tlDpV_
z<YA-=NeD%(WE-u&_vTVwK&LtFPN`CB&3HuS)nRnvOJ{s}dB>=H^k9gTw`<Gv78D$c
zKb-dag^@`^5i626#dl=3*9A2<iHGBa#nrQcPzuRs^47)_<tA1v&DQnLO(ylE>OQJv
z%47&T@Rp6=t1@+EmA-K0)_*vi7e0_5)o)F|=Nl^G%y>+_(0VEl@Z#+KI;MJPXgthc
z$~k9Y(<dL%uYLOzvZGa@ke~YZc*Vyw)T2Pz%H?OX?uP_!tNPNmh-)rZ&^C}mgv#<u
zoKvq{Xdk=}$G9hKS%+w_&HI9Eh%xfBU>p<~on0wkmSC>srPf4b2~IfY{v{H?HKDON
zk%tG~0abbxx5qbO;QZ^wZ3Z8$A!E^A_Cx7i!no@C^8Q|Y^4%m{xO$$fKq*jpU8gC}
z_Q2GCf45j(*UNx6WQsDp-PqR0Dwn8u8;(~sQPo#q3{9M^uVe`|upe~;yF@tlDCGGp
zeLYJD*<?`u-7|ZS7d(SEnvZuK;M<rU4>EbVzJ<D$Y0fZH(fYDjw%?#Dk0g#yi1k+j
zX3cu*oB2~}MyOFnQPhsOal4D@^#+xw-k~BdFfnVN<*JjO;I<tq`r@7cr0lDz0Y3eX
zg#>PU+s&Sz%<f-Jq?t`4oaPkm*_<@ij;eBFB?GHZD+P1?+idjHCL%U-oir211rdjv
z1G~fw{xa6hG*aAbIVR{GbkT0Swf|`7$(hX!(<BEvg)kc9QZM~V=LJQCTI4)#tYKV!
z?W$}$Q3s?n$g2E%v5$!eS9XA(qs&cn3nCi!slH{FRd)8DQ{m{bn|Pn?bSVU(3@q$q
zOQomc;h{$F|MJRj?+(CRz7S4xikIa)QC{L9_wf%*Q%VIUwoTm8(ocKpPQCj<zrS;)
zC8m?J3Uhz+Z5g?s%cdsG?V-$O2XG~>*4i5XF32XjsqPwCEl{?NsGse3@*sO9=d}{G
zJ9e9l=9z&2<{d$mwu7_k&3}H_C4%bLb`QqDWw@8>(j|*HgRI>z=)EAt92#u&^4x@`
z)p|7yhEDs0&k1%-(4=e9OjoZZRcPsMV4w&Y@t-1On@V=r>6~{iSLGaM$%`|8t@K9|
z+AfqanfQg3iFYIi|LNhm*+n;~H?}{yl7SQeCu+HKBoFT@?H_cM%HxNdMBIm4u!Slh
z!T^kSQf$L-7#sGwOIUm97!>vWGFI>{Yd!C}@*+Go%2bRb{1q}@&UWXmThHH@;tPhs
zqWOx_ti>6lCEjng?ATfj`o~({EO|+P*|Oa&6CC%#t`WOb87&@Tt8Pj4M|*o|>#k>*
zwyVD0;~e49h~NC!Gk*`u_Hp7f#Wi(B;rG#6++!ysN*SE!RrFr#avQn7P{tLic)pY&
z{lKh8Y%t1BzicOx{rwkv$+Fw`@kVcAy3k$ZE7bHoS~lYP`-|Awaf9M8;%SQ$zi!D3
z%&lCGS*s=CK~8A$?(+=b)9h@8!jto$11$ZM2VaK?w%B2&-IiM$HDVZlP|kxxvM_a*
zc}-DSDJZezymET*W!2EUJ^Zrwt-H4Gr4?4^Y(93KlxRJrY>nFgGQS3s)hX*0<r<%~
zrNR}yq(k2e#^4Dx>4&Hz)t7s;Fx!84P$*k)P^Br5`DmV-5MRHDZx&3Bb!1*j-RQ@4
z`JGFOl5-@}c&-`0;$;zV9WqIh38f#BejDqb&-Mkc$}n+g$z>wgyDS__P_=#jbRrcn
z+9eh(-*W<?<fDM{DRbPI`&FGdycEZDE~tE1P%?i1HP1Br4(f)}RMm7v&>G{F@-53>
zEbZ3H>>~oVHnh2l>@-T9PGleXJSxArbJt=H$UuC%U_XzW+EUk@v1)wLuboR(3063H
z(U=2IIl0l4!#BFgD=pk+L2R%KQh$_vHn~<@V4c~=+0~RJlWY6Q^;+k9SMxcLg>Zh3
zEzkD{HIv(na-XVV7)97JzIAa?H~!&Fe-XO#s7(d&`040antS&jBz`-6+9b_L>Em<!
zDb`a%g<lX?bP=y!9Q&83K-ACNGqUA-i+42xnw~ftf0|oj70QwK|F%!Q@`R1B?ptIc
zez4RVFNduF<CSj7JOH{6-MQU4nZ`QxI2Cl$l+10vlw_FCYV&tl*bNlGfO*>M4wDZz
zBNz%>rMi+ey2LnXR%qg^@Na*~Wr^HSLLkx=YWQ7w=Jwgiow#@xBeA>%7vlKodelRe
zUf(*u5K4?W%C%;|r}stT=|r6Uuja?$=z7XuMOljRjj(HYFC4RKLbQ1*I|w~^@I-J)
z9Mk`pW$qhh6YgmCX9<5&d=Hsz&nH=45gwzsvsnWEuYiQkuYW_%Ywl)IoI|}NXtcK<
zPWZ@<5WaYYH^r;<ls1B{=N$#_3*`tIys1J<|Fj{m+EnZ74!bi`>g?g|6~s*EVL%B;
zR4rdGeS|By`g{2D#Vb$m_EkeGhn9q!M+lDNATldSKx#BD?3jOYgz-owh)M!OD)1eN
z1a8TM8p|Uk7>wLgg^GCG?$%Bo??)LgtVM%@h18yL^E1VMPHPx;W*>h(K;akfC!4v{
zNXvBYW&B?iTU5ieM(|4CXVgJ0X$?1#0ZH|X|B4R1zHM$*g^@5X?*Ur*tLVn;U{#Hd
z?U+J}E6uos;FcL?jpSSj9W2S1aTlAHv%FH}T7zKa)|Rw&i3;%Y#CRALJzp<B#L76W
zZIt<Es7!tL;4Buo1$suQ;bgZEUmc5V_9lt@`aCN0Fy&n%#$NPrvxxM=b0U8PtxI?J
zTx$x5+()V(H-mv;e1$ZO?Izmqbr6xa)Dl%(0@J;_jXK&^YZf~xHJ$@Yho5_<N-p|5
zg-7pUJr&^Xz>}rwK;0cp1O>eD*8eh07bj4q0cDz=KVn~Q>*=ls;4WNdEvCB#U9%{+
zcq(nTZ5GJhfy-!0psThV7B@2;R$8<FtP_yoAoJ42O1T$LdxiPr0SHSfzp#OEGYHNl
z%O9~hfX=cwZPMhw_c$y1-0z;H@w@}`xRJ|(ZCx(0JaalM<t12pz{4ad&vkJN@lLK{
zqkH&^pUy{oAv}%eNbY`wko2drBu%;-<^9{;aZLEfC)qrXXCZfN2edGQXW54qC|+{N
z3a7UuMvzNL`jPg0G5GuC!iV0TGH(r-eP(mt^EElz*5dm`PFV-M&)usM<=9b=tXedZ
zAZRp|84W+N>LP%K(2i36n4I7iHAY43Tq*JPRW+#_Gk8dztK_%!H#jr_Y;9F4B5i1a
z?}pw%O-!2!?ILAlY4y}8%sg#Z)0?hcvGl)A{o*j>6u_VtDp{gUNE}6qnQ!%w%1{nc
zD^K8Fk&$cHwvXhjF*4I#R=7cBcBG;w%E6A1Y2U9<otnKnJ1h#ZN94J;H8$|)bY&NV
zlAL^Xi;sh45zmC7>Q+L=!*$~EH1Tsk5gH=QgMab_#JOBk?C&1z&v{;BhyO?0tE<_}
z?<1?^5T<dElQmcFC9m_r@5$qGi6Sbs*51l#l7&=k{YZj#!_DAR`*rBQ&wrv+70(e8
zyVb1y^l}{iQGFZU2$3;`2>!H3FV>Gd9T-Zy+f{=19m4vSo@<Z?Q=IvFaVn+1DmpTP
zz17_?es}*()Wc!Jn@RY0R2p@-GcXtUFrX{XD3NirSLvLhc8-|VN^f!8xy8oRFLal;
zOC@ZWE{ioeoj^%IB_hc?xZI~q0umpc?kTM$;alI+qSJ?|GOV4<Yb1z$VFc3X8INST
z63KGWIsV1T*ZJ&vz$%;5$UDbBW)z{CI7W<^tK!hwGR`&tIQhwk4K}T|jI+)r8*NcZ
z8r8brip(;3=Ebd6n)aFcEwPDw<Eb%NdT;^qrTBz;^!mV2MTk&r9(4ceO*GFQV`Z`z
zhJ!K@6?{FoD1&8CMauDS9*?L+YB-fi62F&MIR3$yO2DF!hZyoSZT2y|zq9PNs<T{j
zPIeN)tnj;Z_)y5-$k}(#MU5BaZC?pGhW9N$dQUZTRFo3^HGSUe@AnyK$7u5$wqNdl
zd@gxZ^`@0ahW$!(bZEPevE@5rvd~YjsJn9s_8)W0HrX4^{LUwg+dFn`%8M%M8g>4?
zqf~N&(YK2r;9ECUIhCh-Wb_>G0%et`aoL2!u&Z|UF=y=~%qy2X)othgd0$edoiiA6
zgQe-}csz(N-eh&T+6Oq*s`;SDlY!0fd#=Bt{bi<BFD-y6k?uT)Zx|;DaZ0jby&~h5
za0%*kj{FSFo$jEz1x0OhO|BvxiFDH3hn6>gOr>-53otb9JrVC>M}$N<3C>Pjw)#ci
zCiCPHYaoW28EJ`pPi1x_s49Bj`2d6)Hh!e@Hnlt-<>q%C8iyhT>RK#k<zZ@(J@Vj^
zwe$NnFO8i3QCu)F%4H;0s$YbP8gRs~>cu)o23B0saL=7Wix$W&-a8Hd-52jVP7hh~
zbJ0I~500lZD(hBCy&0lB@>O2_Dv60hKl^bXC^#kHgY6I6x)bK}^EIe8_O8Kmx}!w#
zHmc3-hkK03jgEhR9ThFzbSG||TT0Sn<d0`;MH=Jda^sIhUIqtK;eB#G)pMS)ooVJd
zm8T<r@w0o;PiP%wXHt}<*E^D6BoRuN?!y;9O5po4@_MaT+~!APGIFU(5jMo;IYe^g
ztsM7^R#?vL3P|5sKfmw7Y}h>cm4ZyOmKU*i6+L?waD;2fozX8`htEB<1Q^s(9A|G9
zJA@nDfl>3}%~VyQ)PgU~z|vV_7^#GM%*;2lQn5UD=gMwEs<HR?hcLBqC|fKfkFC7d
zJO5|r<Z&ova}s6Y#^S#k=m^+#4=CMy(2?0(-p5)kUEdc0+Ec`z$%=gM^s&g=>R`%+
z(^WK6_;&BYTp|h-Qq+sZcZ$zY(-CuMVH@cChpB(rDxo#;V|*f`V!CzbDsK<JWWc2;
z-)+;;#&q|pJ|rPPaPf7B01-Jzno%PaKX0WVa^*!dLMiYH1+j8?ua)PboAyp2w|HN`
z5H^mX)cOr>t>KbtQhtMU_}M7q1$1Uo_W7fQ6-V?j%_kScfT-7Pd%e2Y8(y6*RSRra
zZkuJyrtpp9PtI>NBt;3qNl0?e4Z7=WhhkLIDe&eCga}Dpk1WF+-Y`Xvnw`hGEB}PY
zC#LUdV#VwlNU>8}4e4l+L;+bnLuRS|b;a+Kh@-DN20fCMJ6LpZT#5MEQXSbX-l5E}
z`9rmdAIKf0?BP}&+bS2CT{zcBu0tDQwvzo^K9R-*aYM>PP5aDt5YS^}MulvZZ=0(g
z1}279e$p53n(9`&+vY6FD0Yi?Zt1El$}c_a^cYH@;z&wh#s>R=XO!3O%Visp*wQ=|
z<?vs92a0$XWUJ3Jw+g4eZq>j^g#`FU-~QOASP(<%_OjsZhvQ(^qLm}Ve2AK!)|{Hi
z*^2OaReigtE5LC4;O>%+yG=Ra(Y){8(-VP3&Y8HiMM+hE(YD0&JdXEJI~{OyJM!>t
z>LhlXgVdfgGcRaeXn@ng0kVHqLA}PH-w8cPN~HddGeqV5>|%nS46MzzfWuQY{js(k
zT3*pAQnE9)d>C^*Y+ZWRP-TliP|pdubGFXcu%G4iGKCnbg>Uc*whDw7^`2MN)o>u5
z&dlVrg92!n`Pp@wjjph@IKkE<e_@I$r3`Uc3o34qHTBxa7{XVP%uwIS>#g143P8GY
zI8fUO{?)W>3cGC^zu>v=kkaFpig-M<E_{+pUE=6tP4vQ5c~B#_@&=y&)Ge?dPP32@
z?Isz%)hO_+hvk+y-9~QDfdiJDm>`kNw0mymch~Pcz|mR(i>U5#>5j+(-|O0BcH8Z`
zooyCv6#5l>`kyB(Z1KrCCyo%qD{t+ulA&Iu5}>+Eq4vt|+^$L~IU)D_*6VC`<%Q>;
zcqT5eu)SI&Vi!00hra3s2{`UKcMBuNOLz3~{*e_8&WR%Oy8MGXFwhB#MJ=*JAfrns
zd#G__rpbKVDo%jd)VqtSihDKHk?Ko^zO{|$ExtP=_F3EzTeL%$SGEkF?OQ-5OTXbD
zda|0?Hfbi&&fYH_W0$h%cpnny2Mppys)gchH!wT27bjbNjs+db;${@tLB!rAMr>Kl
z+ru0pv^<)}Nn>Wkm~*0GY7Mh=_h@sGc<Mh)?a5BTJ#TA<R_L}L$WK1uU1z_AG%Lnv
z9?p552$XMaj~<G>F|VWgjN1NyQu)Nu!rz3E(E=>f0wzVXDLN{L+`p<H`67Y})$DSO
z>iivih2+BFdn&s6VmQf3?#0*K06>hLf(g7<A0e6W_#0NcM*YuqFbx!fUQ7Xxh?<Zm
zWs!DWsmjD}I7KYYMAm@toXGAd1)<0(u<dkgR)eIN*0te-eRAG~l|(+nO0xbd@Y&h_
zkRmT+B9cOJWAFKpj<a|4ac?6h*{V>D3eh02>iJSy=+jWb4`gPOm-1`=L$YVYo@8HR
zVw0wZv*=t6+UxQ@W|u7gx6ebTYx94x8GVv*e8k(SuE|(4==mNOmUPoL_Rm%Ja+h!f
zSA6pcg_saWQH8bMXvy>v8Ub?E*oUkYuWII=cXf4b{GjBVBii4T*bY<C&}7y6lP?Zh
zq-Z1wI#+bd1G<e9JnU>?M`Qb?%3JwV_+RbkK#SF)FBB!Wm@(tW)iY1P7w^A`yEnf6
z1bdqm2|_XmCJe^dK63zjUu`AEbJ<h<O@!{5=S1k+E?~xRy`I`NA~`v~TS-hGTwYXQ
zh}>y1fCkkZ&Atl;G<Xo~*BhqixBEMIJ?BQa3loYk%}p^bAoD>0Gek}GAyT)p$7yvb
zs6eNExD}^&L`2;)hmp3%9{+JRjVR}FYX@kvu@Z_sJRP67tk86QyhZPjc#$MkHB|cd
zk164PD@64j&R&%*Uv^~?YIROz`BOBfhP^Fpfbx2QV6yTbYx|?b6j9MH$cZNK4Bl5u
zf31x%GK3<ms;NZT;U!kegt~uxUd*gDF!U4M1q>?D^Wc@EWonvUOaLRxe!|vx!2w~<
z8phx=%60!I2loWO(PPTKS3TTgb(p@NmKoCMZ~~=LjO&@4-J;gK`-9bXL*`$<$F901
z=z8uswY|lX7Ns7cXBr2`jTdD74d3e~w-@a=L`FuM65fS|a<&`#8v_q_G~WI1DfxQ-
zPENBMw+99MdQQmpAKsiXrSg1YdIp0JXbVfnqoGGA-^-k50V<xLQv6qkDcRcmi*vag
z-F`UL)y$?;q`<GPQ}3=v#KmD?0QZ`xr}o>+?5bIcN$dLAM5kBq+8_?7mpjd?{-HF8
zBTZwB{k+y%i;5`Qk8H^Q$100)OF>in8)D#}-TLv>E!DNX`Vr}(!I8e>lBSD}r9E4s
zEO#nA=_y2C?=e^1*nv5AxZeNCyfta>Ua(p!fP*2<#ZdWu_v@UQT>XwsW0nuW8#89a
zxd-oqlU^AYE+wXEv3}#5xgzgKDX>=>hp^BU?_@;AC!VL`1$!!U!v1_#N=1j@xT&;u
z+|wVJUsn?dv)?ifUB73=&-NeDpXz_Tx!1|05|Y@5K|7+Gfr%MLut`$4e|*e18zT>6
zh1W-JobggZp`)puJ?U#s`<`C5BFm6`w{j@gQe36(D*w&}^eh#uRUxd!q6PQ?QC29I
z4Yy{i#6IyH&b7*FAg81V|6YwdFwDK`%`En>JL_FNeg9a`ZGV|&mtHrFZp6Cn4dT{3
zR0hq^2O|PMa4+y(WGfG>uMC7VLyw+n1y+AQ071h-A+?raqCkdD0~Z=HgY1zdy;3{&
zebjCkK4M&>fYf0v>0RTf>#9Fxu|SS{S#k5YhDf>M+J=0_e2gT+lT`LFCeCRSHF3#n
z*QA8=-(%UHZJX9&X*Mdz8m_$c_7<<>f7^Q?5!zZUB4}p)Wv~8(vR0l>Ub4trXJST4
zLWOioEc6X`ProDk$;U~tbX>TyV?`t2em4$O2^BqjKN-UL*Kmi4Nl&b<j<W3%&4o#}
zt4<qpD%4DewQGEKBiTgHu$kHHY=z$0aLedI6~Uq}EyMm@9}GR!x)YIIlgKf<lObwm
z*j$Q3I)e*wPW-DP|Kgbcm%S}dXYf?yBa;E<eG)Fn3q8AwA?nv?m>wxQ2-|Jg(1Lu3
z+#MdKC|2?s&b1@#Q`2oDpmSG<voN-Mh49a9>CiXtoHXT?kn9g8V#5FIhf+~fYot@^
zX=mh)gr$Q^NX~B;GO5S)2`^BCMxTH+3yhSBxPdv?Oi^$6k~Prp=e;)SJ*d0&L+v`2
znM-{3&G6L#1qaU60SQMt^nxoj-_2^v>T2fpVYg;2)WiVhPZLE@_G-Z-HEsXc|FYHp
z{nT>4dClHw1v4wuRqdqBRz=z3Pd8$B@r!z5rS{_n69G-5V_?|lu=p<MPMPL8tLBf!
zDKP_2W6}CsDGpYb(g#ycd}@o{3i4usO}!K|wqF^UFqo2#5kI|qH$$_)!HO6cNT_m*
z7_7Q`{urjd@+!+_s#V`L5p<e+N_bL~J@M3Vc@yLhQvRZMgU$U{l%vz!E_gV4cGs51
z=p{U?-oAIF9|3Y}z%I^#Jk<Fo6^<=ynXfN_s=-FAsMjttBjc}oAw{N*;g>jiUY@>`
zn<Dv&>&(dO0v*G*pOUQEX|!vGkjn>By=`iqt!O5(D;W~i+y8p-iPv`TT{fL+!(_cs
zR<{Nmu<pg#syDdM3XdPZmJX&fV-LM5aGx_Pdu?~Iz#0x8qB9yCK7W#u*Tt9Y(S}6E
zpl0KhU5mHllfZ=WE%okwy8j_ELj3e>t~PgBl=4r^+U&Pl&M4Qn_k>B)?1*l8__<EW
zLi1Kt_~QfyKc6hxlZj4(8kJ~gux6GSTV!FNx_li2=ULy#H%f}6BNZs*G689%aZ7ki
z+6P2T{_BtUKg&h=)d`ROplFzVmWaAl<RdFD-%ZI`k;+-UuL?fIL2uu7gI_aIuO$Z_
z=?w3Kk(`YHjl6<vV#uqT-cmQivIWeh>uMw*UtBz@s%%hhdtgqvUBlUeA5~v_kbz3!
zS9pH@mj?uPm?)!r!GDIK>T^Wxj{rC8;KmN|xV#M>Us1eV@o#D5h%zky{rvrJpSB}e
zUBuF$O-C%2AHBA(5pmAZYyT`U$vS#@A4!89y{$f)pCZ2X9X}dkAik|xIcj(!zMXI-
zV$`G8st^&C9lib^_}I6)ON%5Vm(^t-iK`R8<G+4|;`>ti341_1nYp=aU;!u{rJ|@9
zf=6(1bqph4(EqoX^xxJ5!c`-~t{E5#<``CcmkIOVmKI^VbxWeQwl*iX#AeV~WJ2#h
zA}#+{PyErk`^?3>etnA9sw@3T@-XzLU7cBPS(PulZKMUJj!T&}Xa2_~{=d0Jk!NrJ
zZ!O>lqQuhCtNKWl;^^)F{ykJdQPObqfZJ0x{Luzq-l$gd!t1NaJw57PhlH(i@G~S@
zYzG7cu)s216Lji8v<s(APn(uE$Q$?&oEPmgbPCOb-n>z<w9KaCu}rnjFOzPL;mk7h
z{0T5B>izqtmC?MmLp{T-YkHur_1i;<We(J}OzrtQ3zmjUmCgyT`r<{^K)k2Ez8(WM
zd1#O`sT}30MgaDTILMn8ZLuJ68{6N(IS-n}U|g1lD9)bMw6V#BV>T;P>;MML{5jUb
zdp~I{=6uRm1wfkHZgPg6uLs;k0ct%;*`9E1P!ipF1om@8l!y0r1h;4KXVlq<irKx(
z&8@OhwU?g{Mt{YqUI19f`qpL%r^e=KzK`aEsLUdG1FFVw=tH0}t1N+A{-|`+C4tX=
zOrf9Z$Lz%Dl?)!IIb{O4sx#SOtE0E}#}5f9c2zs()`Jx)#kRwmG9g#Lhzeg7L92su
zOwYK_p)HyBgbsu%Iayhiz0D<!EX8Zq!%b1F#df2Di_Kj>-&`UZk9V^hn2SyaUlZy>
zUqdi3^4SbbEHUobKJBT{)OTpS+eh<ZYSibDfa=dr(i)mwX(7iKwu=szzv%$yw2G}b
zaEr8p4{vH~+jO}^XaZx#Tuw!@#>U1@Y>JN^`yn7*x(Clv1NE@uRp1Y)@4YjlDHcml
zK5L#(hIv|55nmlKSr@nndt%iEK?vE=yK>+3HE(Q<CkLE&#hSU=MqbwuwSnOIrzbW^
zKYnec412v2->27y{02%$EFvQMYMBaO+Tys3{P2mZHq{k7vkB#3t*bO33J#}>IC|l6
z&e^>nT2GT65Va`}JAdU$wmWXt3e3JWQ=PifWfz7)*w0ZIJd5R~z*W>~A3Q%@_94Xx
z(f{ruAR#H)YRE#<`xd-wFEy~2j{MOsMrl+n3ArviIW6=wE~Ky)RCHM{;Vcm5Ezi<3
zGLk-ffw!?{HSCJIu&Ah+sFK=w@F_3a{jq;0E(ICSGuh=Pdw4*|6CJ2<M|e$0f<55k
z>(Efwmw|yo-rJLbmp0pzg!);RBx(Vuni8(Terq=>9WGP2ZaUU}>EgxQ#Y4Ev>0t}e
zG}y;Fdk4FVoV)e@s;a8F?Rv9AVrxGyxevFFHyl4F{M43#$MU?_pWEZt4!5VyS^L1o
zySmty*E}o=_M<WoJ8$#x^*vvm5Z`UCBN&ez5*K%|xOL<0P6Bs>Qj%a))v9W>&A{i{
z=Y2XB0+|YN;VT4D5s}g7qt5+0*xmxe@vyi!S%zzYbJR^&U#N_mi$02_k?K~WrKKIS
zJ3A6fk~p7`As^$Q4<$a{-i5%vJUu;z^;7TAH1Lm|_LfTZeCTIio%I}Fovh0{Ku?Fs
zRE$zp7kchEEDn`gc7CiO5be5)4>Mv6*4>8pA>;Il?k5U!?QF*Rir2k5lShz`W?R#x
zCp2QJgpwWGV0f8-%q^{>`h%9CS8<}=yid?x(g8$IMy`drFPCxGm;i+cx<bk|(^V1#
z4copc+@KHr?%hAu6n8uW<K*mLzI^HSoyB_*5`#Y2;Ts2gD_A@^NlZ}@kF{<|qn;P!
zZjM%-iL#^NLS!poU%ct!xF6EEq)F8aeu7&iH+=4$p8~VG!u4C_h!q038GnhUjIW|-
zug1m}k^lN^RHrzQ@_i{Q#rvbRZv>YWGibuuv9FAjMOZs0rcUvbWRECxFm3s#$UZqc
zz6!tCYH6rg(;#+agljbyoE7Jb`wa^HL^7FwMYHS8kut1J1~TaKJG9Vf<36-a>p`%o
zDovP)xy+{hbS8&y2h$Sx*U*Qc;j_OM7`4*6fwX%;yL~dEbm)YPkn@7+jPgqhUb~Tj
zCN<l!@#_6`dDfI{k4Xl{h!5a(Tn_S6b9CqK`&@cew#h`P&Z%D>>AiLzS88(7Q62Kx
zn#2M|d;4XJ2P6TAfVdL7(fAl2svYQz*?%Yd#O|N#!ry-1rd8fFaG#<6G#9?}%&zKc
zoY^IXEBtneQFrK*4?jQaM)K=K`5Aiem~m8xy2EL?o|hmucX+T>okuR*Or>>SVXexK
zf>anx05xyyHL(_?TYEmV>%1%d79Hp=b_kZBc^|>54a|tm?Yx&qzxUs(GWF}t?Be6k
z5ota#_-^Dz?V1BCKTQcka-r=o-=c+4z~`2~WVpd409AcRA+;wbYu>cDD&WRU3=YA#
zwDqpwSpYF&#yK5voVn&jb8yrxF3oNik9+U6?tV4BXBD4n>3{M}E`KhEe!1IsEAROv
z*Rf6r8F{|EYII(KakG}vYW5@FI&-etNQVd??&ByZD7r2w35U6+ktdr}dD4j;Y^O0Q
zCFg<~pEg5L>nZC?pZU747gTQQvg>?(X}9(jP8}UUbI(E^7H`E`4Z_h|%8PdD{3x{x
z*fuYx)%?W1jzyB0Z6J1B?;R|i6u>-q9GY6qsVa;}ZCCRlWG-5`xw(C4h@Hq5_c=x;
zub|K)vNdADE(XSs|AgFw&W0K#&>17@*>T0i=S?Wt<*T?gr1%_I;R8<J-v_p$?^HO%
zR6TJ9H*cOFQ=wvZ`iG18-$R;LBwGUcaph*D<Yi@HEw6w6NB>Ue#RE4Nr{b`rBwKv@
zHP;cNU{Nl9*A|avcyx0BK3UU_nc0=hOiydq@@KZXmok*QuH=JnvDNZOnP#fRXt{IW
zUNEgV8XSD})B+|2V3EIOK24~4fK7Ddu^$t*cHe~Y^Ky4DL`b_B1qpR<T$0;bJ&hj!
zix!2HVY~0G!^m~nilO7)H6sK*H7xS{a@F2)H>h?kEiq1BK@b|I3whGqTP;-(yaVr^
zyu`k{DxeC6lbW@6)e||3Va<C%mofL@abYHKvb8Tu{UcvC+;U35ji!69(w?x3?>n^s
zO;H3`8%^JycXkMVNuoEjuG-&L<}UDN{ymJuv+^ahHdPO2BI#M}9YU{*<gyHyqcOC{
z?Cr{v*vMIg50g#IgA?yruyxP9*l!6&Io1tTw8f3AGWPRQNQbDTh6_EL@TGpl<sRNb
z(+9^_?=Vv0m;&0rnX`H%ClYnf+GVjXcyapXY;(?OWd<MeUaE-3$}e0`Ye=kjfSNO&
zjtb>^L534=SD<-?jSc%y)=lS#+bFXJhiQEG37QEJMpyiw`nP$hezZ49SGZPaXWwGV
z1eUzjZpN@^nveOnw1f@YSC0a{gzdi{u|D;ErK+2#MmI>#sEl%`jZeiG^-b!R1zaX(
zoR-QxBX@YkZAjA|9?*);{z_yC9|TRd#l4I;uK+(d1MYnpVUftxenl&BSWC{J?b<k*
z(DM4C$#|95m|f5~H$x63{iHc*dfA?Xf5vLklbEuy`U%?1@-id8Q|7xXYf}3ytq;;t
zZ=4ryn4aZr@i=UBz<uzXIq7I@Y)mnd@?B&L|4*{nx<*2$`s`%e3Ax~rgpaGq;Et`m
zf|xD*Ql_F0WR&M#>uc*Yuf0tJ)Xj;6<qDi4Yt&m=Ni&pQtoRM)t7`Kv<eEH<Dp!9{
z=2gf-Y~kx|WAz=G&;t*1VjMDdsJy)KJ5SDf_qMCvvgHG}m>oaUdxG?gN>_!2&<)es
zd_L#MMiqXKM$<nGz{XWICUMB{qF0()mr&BBG<W!&&#tgnnQSeOY8ol1z3v>*_H~WB
zV8?i_V6ByZJn{4RMijT{@AILhXI3>bU4FoFTYH%!>ZdPWyjU@MCj~luvtKHFAya#?
zSx|lObzLi-Mf~Q?n`3s-;|T(enHu#1rEanuh}JfBDgN7@E#wao8P```&3}fld^I&_
zABkJQ(&#&d@p>)$QF185^Htd=?St=-Jf|auq(*P4pETFaVPQ0RKQivof;=7}+VC#7
z=?rs?P|F!qokElk80M}oB_J$9#@wdPSi28=HZrhE5!3r(Tz|UoVaqAQZVR|q?(8N*
z7<(@Kg?C_g-PSam&`i~QzYN{__#3@_Mdw@g6P|(YhTQd@t-%6nfBE^Zktv2?HkgZv
zhgQ4jp3PV}i?Q*>-$8_Z0t>U_m^=1)v54u$T&HGR`pEoXChD2ELRII;{4lf6Y+Yg_
z4wYZVQe-N9JC@=F!2VJ{N+Tnq-RTIW+@@mRYJ^5Y>-gK9rxwxy@sQgNn5?hHa~3jg
zCCHv5ZKoIY{N{Z~a3%VKqX1QEeEzAB$6srM(3=EjaZw}GJz+zq#*IrF#g)w!E^+jy
zW^vIwY<%V|R~GHffw9w6ZWv*%oQc+R0<&0jS;j%b#+#j7o84?s2Glf|rbU=*7Z}ZY
zylreHAKzZKJP=iw94H+_H#bGO0dCTPhw+*D%l!rhpB5e?P5@WS#&+sh-9qzVe0N2k
zl#GmC^Q^YxS>bNZ*^_u+h3##vd$Pl*Z?OMH@{gKQoA`k#Uu0wCFTWhp@AkJXK3bGv
zbDGY)zx-2u^bXg80AX*dAGAnONM8LCn>cDJ-rMf2RDuZIX-G9xLF`pz;8u-m+`Zb&
zD{tI6xx10Ai}8(2s4A+s)P%tX%j+xLhL83(=1qe8;`nUiqpF8aT(PUfYm!nJnEDBp
zsmaT{yE56DIT5R6;9g(uz6y9qkKd&)U*DSg4R^}v7UT&;9eJ`vP<R}4o5gSxn{UMa
z5y^bq2LVUYPK9BAc^j5k7ba0w15dw>Z*OOOiXxSmU7<`~p}~2pb*yD>8|DL&>EgZq
zmqrayJHp1*(#nrxe%+X&@RUa^;r3S3zmtF8lp92Wk$)wm|DVzaHCY2TB^3>S2MZ}h
z?Dn_U+#7gp29&ET0aa@55%W9forTM6_!qH}f(N)xRlWjIHKx>Sy^%?C0teRi>n>{W
zZ<G~|$c+g{(&NW_^Yw*@=n_&XQ6tC@_IM$AbzUABWL<)K_rv<5mVXk_d1CUZsv7PM
z@c9zJU@J|{Xlb}dQ6;cYseg_<AxKhqJhz`&$D_s7W?M^s|9-6RHW|R=6(SqKIG<bC
zrV3D%`ts#WI4<YHWUhBY=u>>qrx3_r-L4R72yX5~z0t)AU>@)*<A%U|HM#El9y{&?
z7pK>(Bt~$m8p)m&2yvaLIW`KHk)!b`8uFyx5?ehYC3g4QefVX}l;URVZ1CnG?I*2*
zWJRGR9s(p)a*B#2q#u3(vd;aeK*Z=jfC&~k44^USAnNI+rru!vOv}Jf095?~K!+~Z
zajz_&gB=-ORL_IS3Np&emeaq(P+jS7+TZ}m(<%HVxcLsz)^UWuGP&KrSuVcXy$wnb
z*(MDk?(LmLR^6WMR-|7l(fF?i*C3D=O8<z*Rsh*xRyynq_%muUinzKeN2(7bqRk3X
zN=Rfc<i<+Ozn#8XZ7}-oz-8;z_P|p<2Z>w{TyzFx{c~ONoW0-~o;zV7{_7pB37JL=
zyPkPcp=smAQO9->5KQfdz@6xtNb4R?-*HvYDVtZ0XR8xpr)T?4-8nJs9c84lE9@RX
zb=5pZKTcSW1K8AS`UEv7-|(XmD3TP|S6tRZWggDxLYvIAgbRrQv?Ayt-ix?4p%rz2
z80#eo*!z1q>KNl-I;4Vv@Z<;(t#hyin@U?x=$t_`72f%nmX<ee?d`*HNr5*_sT9a8
zU<V@Sz!il=`KW$PGEr!3V&V+PuT@hd%TT39Depxm$T`aY1hM8e;RE7Cz0d~7vZn6d
zxntRpDy})vqu?)=Jm^{h83GFjhvIjarF)&#Y4Gg#IbJP*)Vi-dT$B@Tyxh@z1&L>T
z-2Ie@2ot1rJNr+k9MlG+&PCopGkmTglnuN79eDnu3fA$mo1(gU<b4F<?dXA;NLE-_
zn94^iv7xU~#q%_Ln&{GqV|%f5NC*%W6mBJ`-lnF09lA^hPa{&&Chxxw-Gzzee7Qg+
zVq?#$6(eUBOKg$bn(@+LAvQ8iDtM^a8n|-1QQe7yk;G(>LuZ-l1BNm6<G+{M72m6+
zCm=XAHAUG%kFEfPZXL0PV0zadRe&GnOUJznrGw)o<TEZ@yl6~lX=~%?1>Fjg8r%_2
zS%ZyxXaUb8b&pL)YAs7BgMdRiuNPsdbiB`xj1unB)eo7fUb?#R9N-fV34MY3Qq#3K
z6omxwku|<~bgtb?f&_+GRP8kh70HBZp;e9Vu|7*RwE$6|j#}e+yJNXc<Om+<&A(t&
znL^|{gy{I~Y{*RQzfGRR!+%ydV24X$W;mK=eVDN^mlnDJB#b7UCA>Zdp2)-polRQ1
z00D@gJ4Yo=8sj6QtsM)D3{8@ApN{TV(>Fwx!wX0V-BLUKxP8$0AyM|WIU87~64HKD
zA%MRS4I~P;9lid4&g~Mf@xSu9|8FwUI|+y6q7x09A{K975U)d4O7T&?#8bcj1A;t!
A@&Et;

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/white_campion_classification.json b/modelling/data/abingdon-all/seasonal/white_campion_classification.json
new file mode 100644
index 0000000..b8451a7
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_campion_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "White Campion",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "extended_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "very_broad",
+    "window_shape": "moderate",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "early",
+    "traits": [
+      "summer_peak",
+      "very_broad_season",
+      "moderate_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "early_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.92,
+    "season_end_month": 11.245,
+    "forcing_peak_month": 6.045,
+    "season_width_months": 6.325,
+    "season_midpoint_month": 8.0825,
+    "season_start_label": "May",
+    "season_end_label": "November",
+    "forcing_peak_label": "June"
+  },
+  "parameter_evidence": {
+    "GROWTH": 3.001,
+    "DECAY": 2.034,
+    "OOS_DECAY": 4.258,
+    "POST_PEAK_DECAY": 2.744,
+    "POST_PEAK_SHARPNESS": 5.558,
+    "SEASON_START": 4.92,
+    "SEASON_END": 11.245,
+    "SHARPNESS": 6.904,
+    "FORCING_PEAK": 6.045
+  },
+  "fit": {
+    "score": 0.063
+  },
+  "warnings": [],
+  "summary": "White Campion is classified as extended summer seasonal presence. The fitted seasonal window runs from about May to November, with a summer peak around June. The season is very_broad, with a moderate active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/white_campion_consensus.json b/modelling/data/abingdon-all/seasonal/white_campion_consensus.json
new file mode 100644
index 0000000..fd1ccde
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_campion_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "3.001",
+  "DECAY": "2.034",
+  "OOS_DECAY": "4.258",
+  "POST_PEAK_DECAY": "2.744",
+  "POST_PEAK_SHARPNESS": "5.558",
+  "SEASON_START": "4.92",
+  "SEASON_END": "11.245",
+  "SHARPNESS": "6.904",
+  "FORCING_PEAK": "6.045",
+  "SCORE": "0.063",
+  "SPECIES": "White Campion"
+}
diff --git a/modelling/data/abingdon-all/seasonal/white_campion_observed.csv b/modelling/data/abingdon-all/seasonal/white_campion_observed.csv
new file mode 100644
index 0000000..575f2a5
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_campion_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,1
+5,48
+6,53
+7,27
+8,16
+9,10
+10,23
+11,4
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/white_campion_parameters.csv b/modelling/data/abingdon-all/seasonal/white_campion_parameters.csv
new file mode 100644
index 0000000..ff2814d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_campion_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:14:21,white_campion_observed.csv,1.557,2.88,4.6,1.092,1.954,4.0,10.67,13.554,6.6,0.09205035088051654890348405205,
+2026-05-21 15:14:21,white_campion_observed.csv,2.056,0.907,1.267,6.239,5.161,5.08,11.85,8.236,7.31,0.1160309414191879487259233792,
+2026-05-21 15:14:21,white_campion_observed.csv,2.434,0.825,2.138,4.433,4.976,5.34,10.55,7.016,6.72,0.1156186682609020017568344024,
+2026-05-21 15:14:21,white_campion_observed.csv,2.307,0.923,7.396,4.993,4.444,4.32,10.81,13.064,7.22,0.1089517115395537601973457311,
+2026-05-21 15:14:22,white_campion_observed.csv,1.116,1.303,6.967,7.518,5.459,5.24,10.53,12.993,5.32,0.09862299896676412702967663062,
+2026-05-21 15:14:22,white_campion_observed.csv,2.684,2.673,7.535,3.609,4.545,5.63,11.49,12.18,6.1,0.08500805933194707677979022690,
+2026-05-21 15:14:22,white_campion_observed.csv,4.95,2.052,7.411,5.572,9.634,5.46,11.6,7.66,6.6,0.08833400486090867166598390000,
+2026-05-21 15:14:23,white_campion_observed.csv,3.738,1.087,7.054,3.907,3.456,6.0,10.95,2.465,7.3,0.1963501256847429401572606039,
+2026-05-21 15:14:23,white_campion_observed.csv,2.02,1.987,1.966,7.12,4.155,5.55,11.87,4.758,7.37,0.1078056980598718821381456562,
+2026-05-21 15:14:23,white_campion_observed.csv,3.903,0.727,6.219,6.389,3.607,5.68,11.52,3.358,6.37,0.09605812241809395052969705946,
+2026-05-21 15:14:23,white_campion_observed.csv,2.523,2.724,3.504,6.219,1.145,5.65,10.64,9.758,6.66,0.08985494554639221060981550171,
+2026-05-21 15:14:24,white_campion_observed.csv,2.03,1.293,1.174,2.842,2.401,5.92,11.23,10.755,7.37,0.1656774511372599797401410048,
+2026-05-21 15:14:24,white_campion_observed.csv,1.834,1.857,4.052,1.964,2.744,5.56,10.7,8.706,7.28,0.1454370909433023983618861296,
+2026-05-21 15:14:24,white_campion_observed.csv,1.485,2.946,7.046,1.884,5.411,5.92,10.93,9.681,7.46,0.1942587546339424553880342801,
+2026-05-21 15:14:25,white_campion_observed.csv,1.525,1.21,7.304,3.345,3.551,5.25,10.76,8.277,7.17,0.1208315421261484029561612132,
+2026-05-21 15:14:25,white_campion_observed.csv,3.1,1.75,5.097,6.308,4.896,5.08,10.54,7.855,5.76,0.07969285376841210040353236618,
+2026-05-21 15:14:25,white_campion_observed.csv,2.781,1.283,3.088,0.873,9.093,5.29,10.43,2.831,6.02,0.1115527042367620081536602998,
+2026-05-21 15:14:25,white_campion_observed.csv,4.627,2.447,6.687,1.891,6.032,4.03,11.75,14.982,4.58,0.1452872573502433795886545803,
+2026-05-21 15:14:26,white_campion_observed.csv,4.142,0.634,5.399,5.31,2.792,4.64,10.34,12.464,5.19,0.1245571183511552694048894610,
+2026-05-21 15:14:26,white_campion_observed.csv,2.783,2.258,2.87,1.162,5.24,5.43,11.71,13.726,6.37,0.06538423574065330691885668159,
+2026-05-21 15:14:26,white_campion_observed.csv,1.29,0.97,1.411,4.253,9.283,4.38,11.48,13.972,7.3,0.1157932036430378237897781813,
+2026-05-21 15:14:27,white_campion_observed.csv,2.811,2.507,7.574,0.65,6.985,5.4,11.2,1.774,7.24,0.1459266516711910533567454303,
+2026-05-21 15:14:27,white_campion_observed.csv,3.35,2.511,2.342,5.412,5.875,5.05,10.47,6.974,5.72,0.07108352011613196729818612180,
+2026-05-21 15:14:27,white_campion_observed.csv,3.944,0.706,1.703,7.688,9.418,4.82,10.26,1.038,6.51,0.1102131307360038770156088236,
+2026-05-21 15:14:27,white_campion_observed.csv,4.053,2.113,5.673,4.478,2.696,5.65,10.6,4.146,7.5,0.1496924325989657102239390942,
+2026-05-21 15:14:28,white_campion_observed.csv,1.948,0.89,6.796,6.314,8.814,4.88,10.91,10.763,5.13,0.1223761103739236545469758598,
+2026-05-21 15:14:28,white_campion_observed.csv,3.35,2.17,1.603,0.741,6.08,4.61,10.23,6.558,5.89,0.06677620199493541305748233024,
+2026-05-21 15:14:28,white_campion_observed.csv,3.685,1.237,2.344,1.402,1.68,5.52,10.71,5.513,7.36,0.1618812812587496864374397765,
+2026-05-21 15:14:29,white_campion_observed.csv,2.448,0.776,7.382,6.704,8.391,4.06,10.54,11.419,7.27,0.1367876743473156767631445539,
+2026-05-21 15:14:29,white_campion_observed.csv,4.345,1.948,7.035,7.74,2.006,5.73,10.1,11.614,5.83,0.1137655772104762691156843663,
+2026-05-21 15:14:29,white_campion_observed.csv,4.013,0.588,6.697,7.199,4.449,4.23,10.75,9.371,4.83,0.1943651646791004012632671479,
+2026-05-21 15:14:29,white_campion_observed.csv,4.218,2.834,2.605,2.871,9.074,5.92,10.91,1.023,6.48,0.1233937107885738713270177290,
+2026-05-21 15:14:30,white_campion_observed.csv,2.457,2.671,6.809,4.202,6.711,4.02,11.5,9.538,7.34,0.08708911900260412368178550264,
+2026-05-21 15:14:30,white_campion_observed.csv,4.43,2.63,1.931,3.726,7.103,4.28,10.82,13.931,7.49,0.1148755162621631713676708171,
+2026-05-21 15:14:30,white_campion_observed.csv,3.977,2.167,1.506,4.87,7.349,4.22,11.9,10.024,5.45,0.1217645312653940703246735788,
+2026-05-21 15:14:31,white_campion_observed.csv,1.151,0.69,2.075,5.078,7.835,5.11,10.96,12.599,6.69,0.1070869197994348494772504586,
+2026-05-21 15:14:31,white_campion_observed.csv,2.07,2.879,6.862,7.355,4.252,4.17,10.85,13.286,5.0,0.1611328081039423431271732457,
+2026-05-21 15:14:31,white_campion_observed.csv,4.455,0.673,2.36,5.196,7.271,5.65,11.84,2.937,5.65,0.07647907664332565527947172310,
+2026-05-21 15:14:32,white_campion_observed.csv,2.678,0.938,1.947,0.415,4.428,4.81,11.67,1.019,5.98,0.1413702461227862761053510624,
+2026-05-21 15:14:32,white_campion_observed.csv,3.879,1.971,7.994,0.468,1.406,4.26,11.64,10.67,6.96,0.1110613869015102342693537246,
+2026-05-21 15:14:32,white_campion_observed.csv,4.671,1.142,1.498,1.311,3.47,5.93,11.47,12.163,6.68,0.1624559149867300592408810800,
+2026-05-21 15:14:33,white_campion_observed.csv,4.626,1.297,1.753,3.632,6.418,5.89,11.54,2.587,6.32,0.1176524958363883483326704934,
+2026-05-21 15:14:33,white_campion_observed.csv,4.843,1.515,1.605,5.399,2.807,5.22,11.77,7.873,7.44,0.09071130328828977865446203384,
+2026-05-21 15:14:33,white_campion_observed.csv,2.134,2.731,1.304,2.431,6.57,5.34,11.38,9.778,5.39,0.05794405145672352528054145086,
+2026-05-21 15:14:34,white_campion_observed.csv,3.233,1.535,7.544,1.589,5.551,5.83,11.79,7.689,5.95,0.1532787987096356031407787801,
+2026-05-21 15:14:34,white_campion_observed.csv,1.064,1.134,3.803,2.032,6.232,5.8,10.2,4.428,6.48,0.1452119253156120467517497351,
+2026-05-21 15:14:34,white_campion_observed.csv,3.267,0.506,3.179,4.083,8.837,5.62,11.15,10.196,6.4,0.1301637981729410393433640503,
+2026-05-21 15:14:35,white_campion_observed.csv,3.98,0.701,3.426,4.449,3.089,5.34,11.39,12.538,6.2,0.07438546877113402045229911971,
+2026-05-21 15:14:35,white_campion_observed.csv,1.823,1.428,5.44,6.243,8.21,4.44,11.12,9.173,7.37,0.1122772251074803283782036812,
+2026-05-21 15:14:35,white_campion_observed.csv,2.901,1.428,2.59,5.04,9.99,5.88,10.9,14.151,7.43,0.1852016464756427135301750721,
+2026-05-21 15:14:35,white_campion_observed.csv,2.151,2.351,4.448,0.627,3.25,5.18,11.6,5.938,6.37,0.06191285485245310004302000068,
+2026-05-21 15:14:36,white_campion_observed.csv,2.713,1.317,4.376,6.628,9.991,4.74,10.8,6.283,6.12,0.07219913681245559062245934070,
+2026-05-21 15:14:36,white_campion_observed.csv,2.314,1.565,4.323,7.535,2.467,5.57,10.44,13.091,6.52,0.1071920428562458599699691839,
+2026-05-21 15:14:36,white_campion_observed.csv,3.227,2.194,2.164,4.717,5.032,4.48,10.08,10.169,5.13,0.1284281693164619583432403818,
+2026-05-21 15:14:37,white_campion_observed.csv,2.756,1.211,2.219,4.883,3.44,5.99,11.43,3.802,6.5,0.1317460371189890643583737069,
+2026-05-21 15:14:37,white_campion_observed.csv,1.424,1.754,1.537,0.02,2.397,5.7,11.08,6.963,6.4,0.1539562606322202140659314102,
+2026-05-21 15:14:37,white_campion_observed.csv,3.17,2.568,5.477,4.994,9.863,5.78,10.68,10.554,7.03,0.1609099307436199828220546696,
+2026-05-21 15:14:38,white_campion_observed.csv,3.011,2.039,3.343,2.599,3.961,4.88,11.61,7.727,6.05,0.03893937177346118115287401896,
+2026-05-21 15:14:38,white_campion_observed.csv,1.173,1.642,4.441,0.428,9.626,5.86,11.46,2.94,7.23,0.1986925442993684664981944534,
+2026-05-21 15:14:38,white_campion_observed.csv,3.919,2.56,1.544,3.578,2.897,4.41,10.47,14.752,5.37,0.1115549746590814270502222746,
+2026-05-21 15:14:38,white_campion_observed.csv,1.576,0.983,3.148,4.722,4.356,4.53,11.1,10.763,7.47,0.1008671754320694777106399402,
+2026-05-21 15:14:39,white_campion_observed.csv,1.648,2.819,2.366,4.411,3.125,5.26,10.6,4.599,6.16,0.05446661190891168624291670147,
+2026-05-21 15:14:39,white_campion_observed.csv,2.548,0.98,1.226,2.981,9.758,5.4,11.32,8.943,6.54,0.1131467048832207080180448791,
+2026-05-21 15:14:39,white_campion_observed.csv,4.679,2.395,7.784,4.985,2.441,5.66,11.41,5.541,7.08,0.1274992262255357347135684531,
+2026-05-21 15:14:39,white_campion_observed.csv,4.431,0.829,7.557,0.942,4.363,4.91,11.57,9.656,6.55,0.08270204205805774161911434354,
+2026-05-21 15:14:40,white_campion_observed.csv,1.02,1.464,3.482,0.374,9.257,5.74,10.97,11.047,6.65,0.1707137668766432988335792875,
+2026-05-21 15:14:40,white_campion_observed.csv,1.576,2.281,2.914,6.466,6.524,4.76,11.93,8.335,7.46,0.07142071002378756171183441750,
+2026-05-21 15:14:40,white_campion_observed.csv,2.466,2.716,5.097,7.282,7.606,5.5,11.05,9.82,7.28,0.1230152833116655507818269275,
+2026-05-21 15:14:41,white_campion_observed.csv,1.3,0.563,5.156,3.227,6.544,4.18,11.45,4.023,5.71,0.08988763253373091761928512314,
+2026-05-21 15:14:41,white_campion_observed.csv,2.35,1.825,7.952,0.028,3.619,5.23,11.81,12.273,7.11,0.1488906719393984750651376310,
+2026-05-21 15:14:41,white_campion_observed.csv,1.1,0.73,4.979,0.493,3.613,5.77,11.88,10.149,7.27,0.2353106717736857481305788857,
+2026-05-21 15:14:41,white_campion_observed.csv,3.888,2.401,6.705,4.484,8.209,5.98,10.86,5.959,6.3,0.1539757178827816938323337573,
+2026-05-21 15:14:42,white_campion_observed.csv,4.49,2.695,7.851,5.209,6.82,4.7,10.87,11.776,5.08,0.1268575464779882635101740196,
+2026-05-21 15:14:42,white_campion_observed.csv,3.808,1.084,7.982,5.245,8.72,5.11,10.68,11.422,7.09,0.1142432727805271304242937840,
+2026-05-21 15:14:42,white_campion_observed.csv,2.153,0.832,2.836,6.658,6.097,5.92,10.03,9.919,6.22,0.1568343152876684227422019161,
+2026-05-21 15:14:43,white_campion_observed.csv,4.206,1.167,1.906,1.897,5.897,4.56,10.95,6.876,5.25,0.08173294085521235717105470835,
+2026-05-21 15:14:43,white_campion_observed.csv,3.035,0.686,6.099,2.124,4.276,5.24,11.84,9.835,6.88,0.1018599376083784968268365853,
+2026-05-21 15:14:43,white_campion_observed.csv,4.96,2.641,4.407,1.825,2.594,4.68,10.94,4.656,5.83,0.05857149872376731676282794647,
+2026-05-21 15:14:43,white_campion_observed.csv,3.467,1.355,7.332,5.193,3.72,4.13,11.57,13.128,7.26,0.1008255635325540658456971503,
+2026-05-21 15:14:44,white_campion_observed.csv,3.869,0.942,4.228,1.436,4.198,4.69,10.25,13.182,5.96,0.04538632960788939610620615705,
+2026-05-21 15:14:44,white_campion_observed.csv,3.97,2.007,1.24,2.848,9.529,4.12,11.41,11.944,5.57,0.09075450677518610985505999161,
+2026-05-21 15:14:44,white_campion_observed.csv,1.295,0.964,1.912,4.82,2.038,5.44,11.21,1.854,5.89,0.07188358319366617872407167734,
+2026-05-21 15:14:45,white_campion_observed.csv,2.424,1.735,5.163,7.506,2.634,5.24,10.13,7.881,7.41,0.1333628896029557821666156604,
+2026-05-21 15:14:45,white_campion_observed.csv,3.179,2.108,6.97,0.317,9.393,4.72,11.7,5.838,6.64,0.08292248436920625206395735285,
+2026-05-21 15:14:45,white_campion_observed.csv,3.454,1.431,1.348,2.418,4.86,4.4,10.73,9.989,5.41,0.1043524182087042264676229018,
+2026-05-21 15:14:45,white_campion_observed.csv,2.379,1.334,4.33,3.388,4.305,5.92,10.36,13.962,7.09,0.1808513943720125005893334372,
+2026-05-21 15:14:46,white_campion_observed.csv,3.558,2.761,3.552,7.028,8.482,4.65,10.33,7.029,4.83,0.1489991225162315548161803370,
+2026-05-21 15:14:46,white_campion_observed.csv,2.655,1.646,5.791,1.723,4.844,4.95,10.27,13.012,6.04,0.04925329748645634055513716124,
+2026-05-21 15:14:46,white_campion_observed.csv,3.841,2.361,2.946,7.596,7.936,4.51,10.35,9.647,6.16,0.08184784352300813971116919229,
+2026-05-21 15:14:47,white_campion_observed.csv,2.776,0.515,1.961,6.252,8.602,5.63,10.42,1.09,5.67,0.09996136170068867320528104143,
+2026-05-21 15:14:47,white_campion_observed.csv,4.416,1.699,7.657,1.22,4.227,4.68,10.39,5.566,7.16,0.1117840546511890067763100074,
+2026-05-21 15:14:47,white_campion_observed.csv,1.865,0.653,2.909,5.669,5.099,4.53,11.03,9.592,6.7,0.1012692270500103690534747048,
+2026-05-21 15:14:47,white_campion_observed.csv,3.269,1.939,1.271,5.25,4.657,5.83,11.81,12.299,6.8,0.1538812555505147484377772072,
+2026-05-21 15:14:48,white_campion_observed.csv,2.306,1.319,3.463,7.695,7.784,4.1,10.22,5.274,7.45,0.1387474556841043688377899907,
+2026-05-21 15:14:48,white_campion_observed.csv,4.794,1.142,6.631,0.888,2.547,5.11,11.28,5.37,5.11,0.06654956448659323047142653967,
+2026-05-21 15:14:48,white_campion_observed.csv,3.751,1.056,5.91,0.518,7.814,5.13,10.42,4.544,7.25,0.1649099663292114537052186923,
+2026-05-21 15:14:48,white_campion_observed.csv,2.287,1.27,1.291,7.799,2.137,5.62,10.33,12.026,5.7,0.1035206963430211339606604872,
+2026-05-21 15:14:49,white_campion_observed.csv,2.361,2.617,1.4,0.012,5.08,4.29,10.25,9.439,5.47,0.07892605306514211908339353958,
+2026-05-21 15:14:49,white_campion_observed.csv,4.568,2.914,7.461,3.301,4.557,4.1,11.36,9.502,7.5,0.09507225530861162282823676404,
+2026-05-21 15:14:49,white_campion_observed.csv,4.351,2.495,1.279,6.13,4.57,5.06,10.35,4.579,5.09,0.1195185945297581831851339046,
+2026-05-21 15:14:50,white_campion_observed.csv,4.309,2.067,7.003,4.488,8.453,4.89,10.09,12.79,5.19,0.1016037805890888111054917045,
+2026-05-21 15:14:50,white_campion_observed.csv,1.734,0.852,6.902,3.628,9.073,4.84,11.58,11.431,7.29,0.1120048798123813974464587611,
+2026-05-21 15:14:50,white_campion_observed.csv,4.004,2.736,3.86,7.677,3.262,4.77,11.45,13.357,5.05,0.1314116765553591979721879973,
+2026-05-21 15:14:50,white_campion_observed.csv,2.506,0.544,6.69,4.868,3.222,5.94,10.8,6.503,6.47,0.1632487731419621561897579782,
+2026-05-21 15:14:51,white_campion_observed.csv,4.93,1.236,1.027,1.061,9.292,4.47,10.98,5.58,7.28,0.1104065461074944910580974419,
+2026-05-21 15:14:51,white_campion_observed.csv,4.894,0.832,1.186,5.442,7.215,5.76,11.53,8.342,6.84,0.1674755802618533718696041217,
+2026-05-21 15:14:51,white_campion_observed.csv,2.899,1.158,4.723,3.14,7.116,4.32,11.81,14.868,5.47,0.1099786062179880088397036029,
+2026-05-21 15:14:52,white_campion_observed.csv,1.484,1.397,2.666,3.575,9.323,5.84,11.16,8.821,6.74,0.1639589280847036883807027191,
+2026-05-21 15:14:52,white_campion_observed.csv,4.081,1.9,6.961,3.893,5.519,5.63,10.56,8.206,6.22,0.09175012484530750461351693541,
+2026-05-21 15:14:52,white_campion_observed.csv,1.973,2.546,7.365,6.331,1.049,4.07,11.97,5.617,6.79,0.04451189903990597372946982747,
+2026-05-21 15:14:52,white_campion_observed.csv,1.665,2.083,2.032,2.072,5.876,4.17,10.59,1.899,7.13,0.1155475846147676686253217015,
+2026-05-21 15:14:53,white_campion_observed.csv,1.346,0.741,7.796,7.843,8.45,5.41,10.49,3.829,6.54,0.1487669695647540141988556835,
+2026-05-21 15:14:53,white_campion_observed.csv,4.168,0.538,6.282,0.424,7.472,5.19,11.83,9.266,5.47,0.1106663616359386215220429485,
+2026-05-21 15:14:53,white_campion_observed.csv,3.281,0.779,6.067,4.201,1.367,5.03,10.04,4.211,6.2,0.07997287986292746440860795490,
+2026-05-21 15:14:54,white_campion_observed.csv,4.339,2.94,1.277,7.89,1.349,5.75,10.55,6.152,7.16,0.1201663529203358464729165024,
+2026-05-21 15:14:54,white_campion_observed.csv,2.223,2.873,1.882,4.62,4.451,4.43,10.95,7.121,6.89,0.06666180688920634481869390968,
+2026-05-21 15:14:54,white_campion_observed.csv,2.264,1.953,4.528,4.005,7.462,4.26,11.54,6.835,6.31,0.05795778496232501623687037504,
+2026-05-21 15:14:54,white_campion_observed.csv,4.803,2.504,5.298,1.92,9.364,5.94,10.42,7.596,7.43,0.1995583582106640826618182577,
+2026-05-21 15:14:55,white_campion_observed.csv,2.659,1.48,7.95,6.599,7.424,5.3,10.54,13.236,5.57,0.09990781144682687925792014143,
+2026-05-21 15:14:55,white_campion_observed.csv,1.238,0.525,3.512,1.697,2.605,4.29,11.99,2.198,6.78,0.09688340568817394914563941376,
+2026-05-21 15:14:55,white_campion_observed.csv,4.096,0.711,1.076,0.766,7.21,5.8,10.49,13.227,6.25,0.1841938896018556850883998117,
+2026-05-21 15:14:56,white_campion_observed.csv,1.656,2.553,1.344,2.289,1.296,4.93,11.88,4.153,7.4,0.08760396687853238645104616293,
+2026-05-21 15:14:56,white_campion_observed.csv,3.454,1.04,2.261,7.574,5.72,5.7,11.07,6.805,6.18,0.1193065273600360830443476790,
+2026-05-21 15:14:56,white_campion_observed.csv,4.076,2.758,1.643,1.577,9.369,5.65,10.59,13.042,5.68,0.08773518020439958409949655755,
+2026-05-21 15:14:56,white_campion_observed.csv,3.498,2.532,7.037,5.689,3.71,5.74,10.5,9.668,6.28,0.09496514883719656895669546040,
+2026-05-21 15:14:57,white_campion_observed.csv,4.085,0.963,4.543,6.292,4.472,4.33,11.31,5.145,5.22,0.1395127932699751745585320848,
+2026-05-21 15:14:57,white_campion_observed.csv,1.949,2.574,3.025,2.964,9.918,5.59,11.12,3.077,7.14,0.1324968446363039450523157897,
+2026-05-21 15:14:57,white_campion_observed.csv,4.968,1.377,2.646,3.661,5.73,4.27,10.93,7.224,5.0,0.1349389477758539725831856546,
+2026-05-21 15:14:58,white_campion_observed.csv,1.668,2.287,4.289,6.747,3.428,4.53,11.89,4.602,6.84,0.06363391757699801604926805805,
+2026-05-21 15:14:58,white_campion_observed.csv,4.583,2.197,2.219,1.669,4.275,4.53,10.4,11.229,6.94,0.1044606459498806839173065570,
+2026-05-21 15:14:58,white_campion_observed.csv,2.877,0.691,3.86,3.187,7.257,4.29,10.92,13.077,4.81,0.1410553298619346397831778928,
+2026-05-21 15:14:58,white_campion_observed.csv,1.507,1.705,6.649,6.868,2.047,4.78,11.31,10.798,5.21,0.1174667911974125121808370500,
+2026-05-21 15:14:59,white_campion_observed.csv,1.075,2.655,2.232,7.659,6.517,4.11,10.01,11.801,5.96,0.1186782663461850322750331737,
+2026-05-21 15:14:59,white_campion_observed.csv,4.827,1.452,2.898,4.052,6.829,4.44,10.23,5.044,6.48,0.08795510759696665110029008137,
+2026-05-21 15:14:59,white_campion_observed.csv,3.821,1.019,1.379,0.259,8.027,4.56,10.59,4.478,5.15,0.07763569605584949419829300378,
+2026-05-21 15:14:59,white_campion_observed.csv,4.263,2.675,6.594,4.637,7.558,4.1,11.61,1.317,6.29,0.08772425731636586741137391355,
+2026-05-21 15:15:00,white_campion_observed.csv,1.038,2.207,2.868,7.935,8.489,4.47,11.48,4.382,6.75,0.06923055870391871087352496952,
+2026-05-21 15:15:00,white_campion_observed.csv,4.288,2.093,6.601,7.764,5.968,4.93,11.37,3.087,6.51,0.05922434501761313296167354445,
+2026-05-21 15:15:00,white_campion_observed.csv,1.126,0.987,2.901,0.546,2.194,4.9,11.84,1.739,6.47,0.1362423985208864244377974635,
+2026-05-21 15:15:01,white_campion_observed.csv,3.129,0.779,4.735,1.046,8.268,4.29,10.62,2.261,5.67,0.07114309920716928796174101697,
+2026-05-21 15:15:01,white_campion_observed.csv,1.239,2.617,6.385,5.422,7.215,4.02,10.07,3.942,7.17,0.1277766499403515907752979833,
+2026-05-21 15:15:01,white_campion_observed.csv,1.208,0.835,6.925,1.369,9.493,5.76,11.47,12.425,6.42,0.1451740167272168070439126145,
+2026-05-21 15:15:01,white_campion_observed.csv,2.065,2.006,7.509,0.334,9.002,4.96,11.23,13.465,5.98,0.06390383610984637594940404997,
+2026-05-21 15:15:02,white_campion_observed.csv,2.035,1.262,7.447,2.889,9.03,5.13,11.7,6.212,5.68,0.06190046941257572284290746356,
+2026-05-21 15:15:02,white_campion_observed.csv,4.267,2.304,5.066,3.383,2.723,5.25,11.98,8.949,6.83,0.05011671115240575301769198376,
+2026-05-21 15:15:02,white_campion_observed.csv,3.319,2.451,1.23,4.23,8.622,5.51,11.72,4.674,6.25,0.07292844545244612630153480150,
+2026-05-21 15:15:03,white_campion_observed.csv,4.439,0.562,2.515,6.054,4.66,4.77,10.61,1.089,6.81,0.1409822839645358381686349428,
+2026-05-21 15:15:03,white_campion_observed.csv,1.968,2.921,7.303,6.712,6.377,4.66,11.24,11.194,5.86,0.08189750463779339889098648850,
+2026-05-21 15:15:03,white_campion_observed.csv,1.337,1.472,2.461,2.386,7.234,5.61,10.46,14.241,7.16,0.1448803918269515892207588614,
+2026-05-21 15:15:03,white_campion_observed.csv,3.163,2.421,6.901,7.4,5.544,5.97,10.83,9.646,6.09,0.1276478354902461793290331069,
+2026-05-21 15:15:04,white_campion_observed.csv,2.995,2.541,5.418,2.397,1.539,4.68,10.11,4.854,6.49,0.09432925968267324869849340797,
+2026-05-21 15:15:04,white_campion_observed.csv,2.122,2.945,2.826,2.321,8.229,5.18,11.06,1.515,7.1,0.1361915656736579339486613944,
+2026-05-21 15:15:04,white_campion_observed.csv,4.61,0.958,4.502,2.765,9.0,5.9,10.09,2.272,6.88,0.1809988436909684501661502760,
+2026-05-21 15:15:05,white_campion_observed.csv,3.474,1.664,5.265,7.048,5.433,4.28,11.02,14.031,6.11,0.08557319338949522272554185529,
+2026-05-21 15:15:05,white_campion_observed.csv,4.861,0.837,7.975,4.111,4.823,5.61,11.37,11.726,7.46,0.1790341886321294370454066615,
+2026-05-21 15:15:05,white_campion_observed.csv,1.59,1.059,4.481,4.899,2.18,4.12,10.58,2.461,6.05,0.08452484868764753023479172767,
+2026-05-21 15:15:05,white_campion_observed.csv,4.69,1.635,2.888,1.027,7.611,4.3,11.14,8.511,6.28,0.06680410622325442264180111624,
+2026-05-21 15:15:06,white_campion_observed.csv,3.837,1.548,1.853,0.874,6.939,5.22,10.4,6.37,7.22,0.1399819302724923714366710894,
+2026-05-21 15:15:06,white_campion_observed.csv,2.884,1.058,6.588,3.736,8.432,4.75,10.07,4.24,6.27,0.08081687755585824506565101798,
+2026-05-21 15:15:06,white_campion_observed.csv,2.411,1.991,2.408,1.154,4.926,4.43,10.6,3.587,5.73,0.06129452187383122894219957182,
+2026-05-21 15:15:07,white_campion_observed.csv,2.772,2.209,4.021,5.745,9.872,4.05,10.46,12.172,7.02,0.1016953847342233517929586080,
+2026-05-21 15:15:07,white_campion_observed.csv,2.991,1.321,7.572,2.014,2.263,5.18,10.34,8.073,5.78,0.06291683340961219900489666129,
+2026-05-21 15:15:07,white_campion_observed.csv,3.1,1.112,1.42,6.808,3.001,5.13,10.99,4.873,5.27,0.07692054703310665259153145655,
+2026-05-21 15:15:07,white_campion_observed.csv,1.13,1.388,4.297,5.584,5.214,4.08,10.15,13.469,4.89,0.1894304540970489117723344905,
+2026-05-21 15:15:08,white_campion_observed.csv,3.924,2.511,3.182,3.201,2.099,4.67,11.5,7.843,5.52,0.07808604215347770025440570359,
+2026-05-21 15:15:08,white_campion_observed.csv,3.294,2.176,4.236,7.531,6.694,4.05,11.46,1.064,5.84,0.1166997238125061635913459786,
+2026-05-21 15:15:08,white_campion_observed.csv,4.697,1.004,7.3,0.232,4.911,5.26,11.31,9.34,6.08,0.1228542567609799829617519531,
+2026-05-21 15:15:09,white_campion_observed.csv,4.48,1.182,7.744,2.469,7.214,4.28,11.63,11.869,5.95,0.05733090057527334897050354508,
+2026-05-21 15:15:09,white_campion_observed.csv,1.049,0.792,1.013,0.907,1.945,4.59,11.26,2.752,6.13,0.06476265498087600006449892389,
+2026-05-21 15:15:09,white_campion_observed.csv,3.736,1.497,6.444,4.711,1.859,4.55,11.0,11.193,5.37,0.1093478270865301766162923338,
+2026-05-21 15:15:10,white_campion_observed.csv,4.071,2.231,7.448,2.45,7.229,5.59,11.41,14.172,6.93,0.1075560191804231292300988746,
+2026-05-21 15:15:10,white_campion_observed.csv,4.165,1.62,6.725,1.212,9.572,5.09,10.7,7.998,5.45,0.05392954330487340889769150843,
+2026-05-21 15:15:10,white_campion_observed.csv,3.973,2.109,7.874,0.784,2.963,5.15,10.23,10.296,5.37,0.08198867219148711812827401568,
+2026-05-21 15:15:11,white_campion_observed.csv,3.609,1.446,2.213,5.498,4.603,4.01,11.75,11.814,7.04,0.09665965258655157203057961602,
+2026-05-21 15:15:11,white_campion_observed.csv,4.811,1.97,5.569,5.068,3.261,5.46,11.2,10.667,7.37,0.1246585414048971770117106111,
+2026-05-21 15:15:11,white_campion_observed.csv,3.531,1.506,2.896,3.534,7.57,5.97,11.2,6.225,7.49,0.1948795575066721234198110476,
+2026-05-21 15:15:11,white_campion_observed.csv,4.834,2.621,4.864,1.033,8.64,4.72,11.22,4.679,6.98,0.09802377942198962768528270798,
+2026-05-21 15:15:12,white_campion_observed.csv,3.099,1.167,1.277,6.571,2.09,4.83,11.71,14.652,7.35,0.06109485623005331589845359950,
+2026-05-21 15:15:12,white_campion_observed.csv,1.157,1.455,7.556,1.411,3.023,5.86,11.7,9.122,6.57,0.1540129936658818098227515379,
+2026-05-21 15:15:12,white_campion_observed.csv,4.822,1.468,1.543,0.707,7.126,4.42,10.72,2.783,6.48,0.1088833745551368178784246473,
+2026-05-21 15:15:13,white_campion_observed.csv,1.23,2.03,4.366,2.217,3.672,5.18,10.89,13.288,5.29,0.04920886419662343085738579129,
+2026-05-21 15:15:13,white_campion_observed.csv,2.135,2.951,2.485,2.843,1.342,4.95,11.38,4.989,5.18,0.08007404212404219559650622126,
+2026-05-21 15:15:13,white_campion_observed.csv,1.42,2.964,1.655,6.93,7.485,4.2,11.6,4.137,5.19,0.1443715517019109215588689501,
+2026-05-21 15:15:13,white_campion_observed.csv,1.523,2.748,7.18,3.522,7.896,5.61,10.6,13.434,6.64,0.1173536970128137883407895613,
+2026-05-21 15:15:14,white_campion_observed.csv,4.104,2.771,5.676,7.097,6.39,5.04,11.1,14.456,5.89,0.06945011986679517795540841793,
+2026-05-21 15:15:14,white_campion_observed.csv,4.101,1.847,3.014,2.922,1.449,5.91,10.94,13.626,6.92,0.1702483710790344326838426835,
+2026-05-21 15:15:14,white_campion_observed.csv,1.669,2.69,2.487,1.603,8.807,4.28,10.03,8.349,5.73,0.08536317221485783835448879701,
+2026-05-21 15:15:15,white_campion_observed.csv,2.558,2.982,7.726,6.994,9.974,5.74,11.16,10.904,6.66,0.1233937415506201101642417792,
+2026-05-21 15:15:15,white_campion_observed.csv,2.622,2.055,3.401,6.955,2.174,5.95,11.42,4.623,6.67,0.1262851134286203443982797318,
+2026-05-21 15:15:15,white_campion_observed.csv,1.155,2.688,5.957,6.454,4.074,5.9,11.5,4.448,6.72,0.1311491381822486710831374736,
+2026-05-21 15:15:15,white_campion_observed.csv,4.051,1.227,3.637,4.643,9.319,4.37,11.67,3.387,5.03,0.1378272731482303772232487154,
+2026-05-21 15:15:16,white_campion_observed.csv,4.644,2.408,2.836,1.293,6.093,4.91,10.02,8.84,6.02,0.06987986165713572783379731846,
+2026-05-21 15:15:16,white_campion_observed.csv,4.523,2.16,6.114,6.733,8.854,4.97,11.5,3.367,6.21,0.05581696212745566127460933886,
+2026-05-21 15:15:16,white_campion_observed.csv,4.726,0.549,1.407,6.504,8.986,5.51,10.58,9.553,5.62,0.1191782687545446604330359347,
+2026-05-21 15:15:17,white_campion_observed.csv,2.351,1.484,2.67,3.053,6.165,4.91,10.99,1.549,6.19,0.07534471580409504520790813787,
+2026-05-21 15:15:17,white_campion_observed.csv,1.117,2.803,6.313,1.653,1.684,4.02,10.11,4.31,4.71,0.1270099360099803747528630329,
+2026-05-21 15:15:17,white_campion_observed.csv,4.75,0.821,4.0,1.415,7.606,5.43,10.18,14.084,7.07,0.1506751145349119500090218682,
+2026-05-21 15:15:17,white_campion_observed.csv,4.612,2.987,4.815,1.869,5.025,4.66,11.15,14.741,5.68,0.05421913255703258292140980778,
+2026-05-21 15:15:18,white_campion_observed.csv,2.932,0.857,3.9,5.388,8.084,5.03,10.65,2.083,5.45,0.1011702160296155110481880088,
+2026-05-21 15:15:18,white_campion_observed.csv,2.266,2.691,3.372,7.062,9.265,5.84,10.24,12.071,7.05,0.1866282783791269763667437171,
diff --git a/modelling/data/abingdon-all/seasonal/white_campion_simulated.csv b/modelling/data/abingdon-all/seasonal/white_campion_simulated.csv
new file mode 100644
index 0000000..00bc13d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_campion_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,4.05875E-14,0.1,0,0.01,2.98787E-14
+RungeKutta4,2,0.2,1.18844E-13,0.1,0,0.01,8.74876E-14
+RungeKutta4,3,0.3,2.92291E-13,0.1,0,0.01,2.15171E-13
+RungeKutta4,4,0.4,6.87468E-13,0.1,0,0.01,5.06083E-13
+RungeKutta4,5,0.5,1.58637E-12,0.1,0,0.01,1.16781E-12
+RungeKutta4,6,0.6,3.61554E-12,0.1,0,0.01,2.66160E-12
+RungeKutta4,7,0.7,8.15919E-12,0.1,0,0.01,6.00643E-12
+RungeKutta4,8,0.8,1.82565E-11,0.1,0,0.01,1.34396E-11
+RungeKutta4,9,0.9,4.05425E-11,0.1,0,0.01,2.98456E-11
+RungeKutta4,10,1.0,8.94267E-11,0.1,0,0.01,6.58319E-11
+RungeKutta4,11,1.1,1.96045E-10,0.1,0,0.01,1.44319E-10
+RungeKutta4,12,1.2,4.27397E-10,0.1,0,0.01,3.14630E-10
+RungeKutta4,13,1.3,9.27025E-10,0.1,0,0.01,6.82434E-10
+RungeKutta4,14,1.4,2.00132E-9,0.1,0,0.01,1.47328E-9
+RungeKutta4,15,1.5,4.30192E-9,0.1,0,0.01,3.16688E-9
+RungeKutta4,16,1.6,9.21005E-9,0.1,0,0.01,6.78002E-9
+RungeKutta4,17,1.7,1.96442E-8,0.1,0,0.01,1.44612E-8
+RungeKutta4,18,1.8,4.17529E-8,0.1,0,0.01,3.07366E-8
+RungeKutta4,19,1.9,8.84529E-8,0.1,0,0.01,6.51150E-8
+RungeKutta4,20,2.0,1.86808E-7,0.1,0,0.01,1.37520E-7
+RungeKutta4,21,2.1,3.93375E-7,0.1,0,0.01,2.89585E-7
+RungeKutta4,22,2.2,8.26070E-7,0.1,0,0.01,6.08115E-7
+RungeKutta4,23,2.3,0.00000173015,0.1,0,0.01,0.00000127366
+RungeKutta4,24,2.4,0.00000361463,0.1,0,0.01,0.00000266093
+RungeKutta4,25,2.5,0.00000753363,0.1,0,0.01,0.00000554592
+RungeKutta4,26,2.6,0.0000156657,0.1,0,0.01,0.0000115324
+RungeKutta4,27,2.7,0.0000325032,0.1,0,0.01,0.0000239274
+RungeKutta4,28,2.8,0.0000672919,0.1,0,0.01,0.0000495373
+RungeKutta4,29,2.9,0.000139019,0.1,0,0.01,0.000102339
+RungeKutta4,30,3.0,0.000286583,0.1,0,0.01,0.000210969
+RungeKutta4,31,3.1,0.000589426,0.1,0,0.01,0.000433909
+RungeKutta4,32,3.2,0.00120912,0.1,0,0.01,0.000890099
+RungeKutta4,33,3.3,0.00247208,0.1,0,0.01,0.00181983
+RungeKutta4,34,3.4,0.00503011,0.1,0,0.01,0.00370294
+RungeKutta4,35,3.5,0.0101572,0.1,0,0.01,0.00747727
+RungeKutta4,36,3.6,0.0202456,0.1,0,0.01,0.0149039
+RungeKutta4,37,3.7,0.0394604,0.1,0,0.01,0.0290490
+RungeKutta4,38,3.8,0.0741041,0.1,0,0.01,0.0545521
+RungeKutta4,39,3.9,0.131517,0.1,0,0.01,0.0968169
+RungeKutta4,40,4.0,0.216514,0.1,0,0.01,0.159388
+RungeKutta4,41,4.1,0.327276,0.1,0,0.01,0.240926
+RungeKutta4,42,4.2,0.455085,0.1,0,0.01,0.335013
+RungeKutta4,43,4.3,0.588474,0.1,0,0.01,0.433208
+RungeKutta4,44,4.4,0.717648,0.1,0,0.01,0.528300
+RungeKutta4,45,4.5,0.836338,0.1,0,0.01,0.615674
+RungeKutta4,46,4.6,0.941572,0.1,0,0.01,0.693143
+RungeKutta4,47,4.7,1.03263,0.1,0,0.01,0.760175
+RungeKutta4,48,4.8,1.11008,0.1,0,0.01,0.817191
+RungeKutta4,49,4.9,1.17506,0.1,0,0.01,0.865026
+RungeKutta4,50,5.0,1.22886,0.1,0,0.01,0.904631
+RungeKutta4,51,5.1,1.27265,0.1,0,0.01,0.936867
+RungeKutta4,52,5.2,1.30733,0.1,0,0.01,0.962397
+RungeKutta4,53,5.3,1.33338,0.1,0,0.01,0.981574
+RungeKutta4,54,5.4,1.35071,0.1,0,0.01,0.994332
+RungeKutta4,55,5.5,1.35841,0.1,0,0.01,1
+RungeKutta4,56,5.6,1.35455,0.1,0,0.01,0.997158
+RungeKutta4,57,5.7,1.33592,0.1,0,0.01,0.983444
+RungeKutta4,58,5.8,1.29844,0.1,0,0.01,0.955853
+RungeKutta4,59,5.9,1.23858,0.1,0,0.01,0.911787
+RungeKutta4,60,6.0,1.15615,0.1,0,0.01,0.851105
+RungeKutta4,61,6.1,1.05692,0.1,0,0.01,0.778057
+RungeKutta4,62,6.2,0.951924,0.1,0,0.01,0.700763
+RungeKutta4,63,6.3,0.852895,0.1,0,0.01,0.627863
+RungeKutta4,64,6.4,0.767628,0.1,0,0.01,0.565093
+RungeKutta4,65,6.5,0.698662,0.1,0,0.01,0.514323
+RungeKutta4,66,6.6,0.644772,0.1,0,0.01,0.474652
+RungeKutta4,67,6.7,0.603057,0.1,0,0.01,0.443943
+RungeKutta4,68,6.8,0.570377,0.1,0,0.01,0.419886
+RungeKutta4,69,6.9,0.544025,0.1,0,0.01,0.400487
+RungeKutta4,70,7.0,0.521909,0.1,0,0.01,0.384206
+RungeKutta4,71,7.1,0.502519,0.1,0,0.01,0.369932
+RungeKutta4,72,7.2,0.484808,0.1,0,0.01,0.356894
+RungeKutta4,73,7.3,0.468072,0.1,0,0.01,0.344573
+RungeKutta4,74,7.4,0.451856,0.1,0,0.01,0.332636
+RungeKutta4,75,7.5,0.435872,0.1,0,0.01,0.320869
+RungeKutta4,76,7.6,0.419946,0.1,0,0.01,0.309145
+RungeKutta4,77,7.7,0.403980,0.1,0,0.01,0.297392
+RungeKutta4,78,7.8,0.387929,0.1,0,0.01,0.285576
+RungeKutta4,79,7.9,0.371778,0.1,0,0.01,0.273686
+RungeKutta4,80,8.0,0.355530,0.1,0,0.01,0.261725
+RungeKutta4,81,8.1,0.339212,0.1,0,0.01,0.249713
+RungeKutta4,82,8.2,0.322850,0.1,0,0.01,0.237668
+RungeKutta4,83,8.3,0.306482,0.1,0,0.01,0.225618
+RungeKutta4,84,8.4,0.290144,0.1,0,0.01,0.213591
+RungeKutta4,85,8.5,0.273877,0.1,0,0.01,0.201616
+RungeKutta4,86,8.6,0.257720,0.1,0,0.01,0.189722
+RungeKutta4,87,8.7,0.241720,0.1,0,0.01,0.177943
+RungeKutta4,88,8.8,0.225921,0.1,0,0.01,0.166313
+RungeKutta4,89,8.9,0.210360,0.1,0,0.01,0.154858
+RungeKutta4,90,9.0,0.195078,0.1,0,0.01,0.143608
+RungeKutta4,91,9.1,0.180112,0.1,0,0.01,0.132590
+RungeKutta4,92,9.2,0.165494,0.1,0,0.01,0.121829
+RungeKutta4,93,9.3,0.151249,0.1,0,0.01,0.111343
+RungeKutta4,94,9.4,0.137391,0.1,0,0.01,0.101141
+RungeKutta4,95,9.5,0.123910,0.1,0,0.01,0.0912169
+RungeKutta4,96,9.6,0.110767,0.1,0,0.01,0.0815417
+RungeKutta4,97,9.7,0.0978693,0.1,0,0.01,0.0720470
+RungeKutta4,98,9.8,0.0850586,0.1,0,0.01,0.0626163
+RungeKutta4,99,9.9,0.0721110,0.1,0,0.01,0.0530849
+RungeKutta4,100,10.0,0.0588134,0.1,0,0.01,0.0432958
+RungeKutta4,101,10.1,0.0452058,0.1,0,0.01,0.0332785
+RungeKutta4,102,10.2,0.0319472,0.1,0,0.01,0.0235181
+RungeKutta4,103,10.3,0.0203608,0.1,0,0.01,0.0149887
+RungeKutta4,104,10.4,0.0116633,0.1,0,0.01,0.00858599
+RungeKutta4,105,10.5,0.00608462,0.1,0,0.01,0.00447922
+RungeKutta4,106,10.6,0.00294885,0.1,0,0.01,0.00217081
+RungeKutta4,107,10.7,0.00135122,0.1,0,0.01,0.000994707
+RungeKutta4,108,10.8,0.000592952,0.1,0,0.01,0.000436504
+RungeKutta4,109,10.9,0.000251600,0.1,0,0.01,0.000185217
+RungeKutta4,110,11.0,0.000104241,0.1,0,0.01,0.0000767375
+RungeKutta4,111,11.1,0.0000427897,0.1,0,0.01,0.0000314998
+RungeKutta4,112,11.2,0.0000178460,0.1,0,0.01,0.0000131374
+RungeKutta4,113,11.3,0.00000786163,0.1,0,0.01,0.00000578738
+RungeKutta4,114,11.4,0.00000381906,0.1,0,0.01,0.00000281142
+RungeKutta4,115,11.5,0.00000208838,0.1,0,0.01,0.00000153737
+RungeKutta4,116,11.6,0.00000126117,0.1,0,0.01,9.28416E-7
+RungeKutta4,117,11.7,8.06963E-7,0.1,0,0.01,5.94050E-7
+RungeKutta4,118,11.8,5.27231E-7,0.1,0,0.01,3.88124E-7
+RungeKutta4,119,11.9,3.43889E-7,0.1,0,0.01,2.53156E-7
+RungeKutta4,120,12.0,2.04770E-7,0.1,0,0.01,1.50742E-7
+RungeKutta4,121,12.1,8.3845E-8,0.1,0,0.01,6.17229E-8
diff --git a/modelling/data/abingdon-all/seasonal/white_campion_simulated.png b/modelling/data/abingdon-all/seasonal/white_campion_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..3f97f89e2a5f66ccf2587fb4c928c0deb01abf11
GIT binary patch
literal 30708
zcmb5W1yqz<*ftCzVh~CQNP~b#gLJAOAl)F{N;k~V7G0urh)8$W00L4{B3*;P&@pt!
zx5uNNb3E_={@=%1XC2p5v!5OJeP6MkKqUn!oU6C4qM@PT$Vf}5prKvxMMFdXe)$qO
z!qYc_0RIzomeg`qwKI2iGjcRTlQ(j<x3+V(er8PVYUb$l%+8jZjgx~-fQ9<0v$MUE
zAUnIw?<?5s94*)x9`$R3r(Cg@)^<We!!ttthn^*t`3w!s%}_?-zM6aD+9Z~{n)=bD
z4fZ-dX~x^BFK<GLB#Wq7jE(e$Yd%yRX%0XCKIW>aJMhj$-C47-rb17z*!UsKow|L>
z$JEy^e2jp1o}}!*B=f&ceTCbJaiLx;B~q?oyC+U)D$!%Tnvyr6n?VBnnUW@(v!mSr
zf7LgyiPM6=U?X&C)Co=&w7`IX0G8L7)ZlDnOA*>_aJGcxrZ4Kgo6Q#@z}a?VEi`;^
zS{wWS`sRV#czAe+D+cFZoOKaY=Lh~fi+vB5mzT-+Vk;*cgD+xX@vT&NHYD^CX(u`L
z2yA_Qh$pZs&_1Sx_GZpzv_!I?{>W11@nd`+AD^YKsV{ULJLtE*$+ByUCUB27_%s}G
z-BZxl*MAcmd#B-Sx6o|1HMFZRE+{An5oeJc=}+aYB`hM6UQwa(;Nio$FU*C)OBL*}
zjptvE<`e8hmujB%XJoIqu8p}2jj|im>k<iIVqz*lsP@+<ncXHF{GHb)w7u3hpuIv!
z;ll;7bEdhuIb)Zn*GkR1-_S{g#n#>V$YfVa?AtDP@TPX7>6&_<<MCRhthIF>xv;yE
zMuBd2eZYF%zJC4vZu`^S;m-6J{hX^Y6hf};%!M%8DevR_FU3CRXI&fEaOetac6PS1
zz=f;NcF<D2cq^<&xi<IqG|qWl^qif`oL7eOTjJ6dn`UoqO!Q|eYSslzPfz1|;WZr2
zlO3+v`7nEXdviI=NGwg(R;sD1cYI5ioomFRdTTRY(Xmq4z_y;_pwZ(yLnXPnI$Amx
z$e3)u>=emUjCNc0czo)N!N|y{#JoE`svc2NS}LzoP+|W4liybD)M>%AFx0W2YUZl?
z<@&ubD|vWkS()1N=g)Pk-mb5#RZeL@QW?8Aj6YvKoc5<uyFXcK(Mu2nvnr^5Bzo{2
zV^HWN6|3(B$H5$RF7vKf4b~T@PD1_lUdM=<l>$|fb+OZ(sLw4eJi2cClWv{KA|7gf
zi#@uLM9}BOW;1pBaMf4*P}e~6zy#lpZ$+ecd3ee@C~<c_-rJixKhwN~bL%!bI{LQ)
zJ)vF6*OU)EWTRP>>&O<>CGe!$!YItXyk%mv8ET5z|0ol6n}+88B(A~BgTe6boV~9Y
zzGk0oW@cvxV@zke9f@`A{gx$1>%D51`>?UG)e=fL3%V$w+C_2K3(;S(UoG116*KTY
zJG5~47|d3aHQh-Ghb&O+Vpcruqdjb<I(uKzvcmhm@_MJ=+?6X=A~$E-a`oR2AqErM
zxLR8&1f8WB<YM2Sg#`t@5j)!q&mr!oY(=E<RVk*3E(cRp9uF3J(_0M}*f@+oy~;HP
zgOr9)iX6S{R7QL5rDy<!)_j>x_E=Z$H1?t3txn70UAHI{DD3yvB|DQ;BzImO$TlKq
z@EXeZs(TtmPfx#v^f^C%In(>K+)6V}7_xPxg>#Hx3>&_$UkA;mx*1B($k=HXqsMTK
znC)%j3#{C^CXd(K8>1E}JTQN)bsRF@d!q~yn<K?0>c@=>ICXZs32Se)NjKcV!cwhs
zbx#atuh-i39p@Isa-YgjNXmg<6UKWjhd>|_cj7q+>FMZRG&8j`fz_LyN^Cq?<5J?X
zGGxAc)7VM<@#CPbL;=<HhI4Q2B169ra)GUv&sS%|#iC0}xT;qQY6tiqc*cD<m>7oJ
zd2f>)o^1E3E5D#c)*r7&&CD1J*nbyqw%MS6@f^=UqF3x3R)Yr}_}Zzer{~o)JGZcq
z+w{?(!F#!4Bo%EoK<WBuIFHA6H=lZA0H=k!r{|_2DTRPJ-YcFmyQwqKw<oF6k~fap
z>B6%*&$d&}vuJS);<Yl`C_UsRFTD!!YV1pd#UE?=UbtLH)_E}D)Z3AzoTg?Q$|rJm
zw%?$M<hcqFW{4(}e0dt<;WYk8HKZH1C|T|=|7oNvp!>rmLfktfudzu#1d$(K_<B(5
zfIc!Y{0y0sTVOdt9?I$8PQ*yaVsQ*@I9g`rSx17$znd2?_U~OvIon|@pKz!88pa`7
zz_~*Sw{OOAJe-T^3?bznu(;sUaDH~YEJXs%?n`*R7pOnbDl|dO?D^W**jOz!=)vY@
z8<l2ee<L3D$>K=av#2o#j5XX>BBB<H?`*Ii%G&D)vkeinUzGGRarb^|=_J;tU3x=%
zWPi%XZhLD>C3Cvjf1DD!NHgv><z<nZlOs6odc2R+tULtq!L?~lr^31z;^C2E57E{h
zmFeX+X~j<P_xER|qkEXt+uJJ@^L!1=B9XZgGYgAxPcJVUlh%;p!J#2u-LtJu_T1z8
z-60*En9y51kM;K89!MTt4Q=gb!J(n$r}KOb&#Lk=G9KyK;&tK^5SY}0OBJig!}kwn
z!^agYrs}<xT|vyNoI@Z+!pH@Tb*k)BZ9e&;FK;P|ovKZ)qr%XFR0v6Gbfc24uJtuM
zyvj-M<26QMHcCbomb~e$dBosE+w%mwdTkLnfugWOlTGo&i%U3`{OA3OV%g)9;EfqY
z4D|H$g27mxZN)TXEqvPI<27x+t`ozicdKX0p^c*A8aqtsG_)dU1xM4stDKdC<Ew_A
z-sH^i=)iGko&zb|#KU46dhOb^K@)w*+`Ec-%jNBRuB%!)3q47SRV++QG9r6hbDd;t
z%@(9Fm=`bJ^W6JhKCG`Aa}FjtqnQh`Za;a0GMq|G-wU^|Uh&=F%PRx}Hhb%n<M!Gb
z8qut`Z-3@>M6|!|4C!rL>`NmX!;_2Sk~Djwq-6iis$~}LGOX7v7o2rCf*~FKTAqbj
zBTs3za3h$!;iymNd3UCP_n}$yTG8R<I?P3$_U>*Qexnm2=>1i`RO9|A^aO;x(2nbO
zkLHopm*WRVM>*Z9i|J3lgo~YJ@s56Q!<_ZQ9?`~3h`SXY^`J23lwVl*>}%@7K?YU~
zSGG@czQazdBb+?0*mW{1!-aM(VT&E&$m?6;g;-FnuR5=jZ+mFDvb;bynfPk*63%d}
z>yTj7{F(<b_G69ht;4o^2zt_p+e8ad!)a4um4nqz5;gdyqVFvXCOp_bJmAc_*!?iN
zHTnJG6)tEGM-TqmmAdX$7xyIjwM6@j;Zc0h^L-dNBlo6s_fj&OnjY-xF1CE$nuUp2
zQ&Nh0x;H}*=p!#fXh=iZ?e1b6C-cMF_``c?M8oCp7fyo(P{>=HX3_84J-!$!fmg6u
zgLA&`bMDp@D+;4>C%0a=VWFjcP-jjnHLE~v3K>a!&CZjDP`+r)O~>nDgvQGoJR@rc
zN`@TYW@24cPfyQVXRQn})-w|5qg7g*^+g=fS1`X};0eFy<uh`kYGpSnjpxjoI^bG_
z*BxI8_j_>J;9h703kPq(rnrMA#LzRY4$MbQo5$nTP77BOA~}b0%Qs%Vb_l<t#+m$$
zq;y1Uc0s&g&*T!>!_@H!RG7MCB5W`VTb<%2G#EJv<Fw8E2Kr9r4qD$$<q0D>QeK{0
zvx3T(Ke!vzLCeP^pa&a9)oT^w3eb>wSWh&6!mt$#Ys7g<*M05Ir_G1mcU;%R6iGTQ
zi`ch5RpBOtCe*+jE<J77lO!kcP~)R~VEF0!RTj<JUM9l@3c^kjvcTTY+0g_@Db-Gl
z_IM%R2yRe1mN4fjVb8pLC)yfsBurKBS%lyAm}GWo)uRae5faC{B~9~&h!u&Czk@qT
z>8tw(B&N1v^Or?DNK)>(t?M4H*CGe1XhL+Fk|QxLVL#nG{x;y~cZ%kUJ<;a)zVgD0
z6V4*a{pRgkvwKf4TEu6QNO}emFdk8o7?=|}?yY*1_Po`UrCf1_l&d+7w`Ln!Q(hGy
zlnnJ~4cYWulxzwUG2F42eDo-1!Xc@6TT)fXmw(wsaAx-dn#BFdM9xZI-oPf}6uJ-|
z2^tWRVUTS#qX~EHscd~KCsDG3fj4va3whyIv{EMM(gPQ*@iBLD#6gf4_(Ce8m6>3I
z6ZO~xUw@}$6uINq9VOp5`$6*><4&GokMK@Us?x(k+>hz$Nne@$k{@Gp*eNs)jxeTp
zexST2lDt=U)#4UnoyGms_d%IJ;R0y>PH}v#=N(?<uPHgiMb$R5YDyDma8&h_Y)_#d
ztc;lUzX(lR+t-p}r-rt3adWFH8#NqmTPNiVFIgL~Lv4#Ou0nTu%3vb`A4*D8b~DEJ
z;{~9FE*MuITi>kk(QExUHqu$ew5TWP5Z3$5WYJ8j(0G=zeZC1#$`ihpiB9WC7>0gZ
zwwYK)wV|f38LicvBE+njm}QUJ+S4Pkji2q<U~jLoaVqxFXG&gDbv3obot7X<YR_r(
zAd(%|6HxODPH%E}UE=jJvKx-Jv^*?|p{)<;_T7wLB!V6-Wh##4l7?h+#z$#7QRUJX
zEpV1J9m8WIjZlL|BB?a{%nW;RuvzJ12)7k%fu(1*u6f|$9ZDUpigmdVfm>wAL63?;
zVvmlQ;^OKf5E13~j!08tGRBz4L^EDHM8_C-S5Mmsv-g;k@<M47o|}EvKQ!>%Y`KyU
zxH-n5Ne6FeZN`hg#!V>hv>(f0d1VijEJlKt2#I6;uZeITl!rbOnD2^9^WHS!E>gA@
z-W^cgT1*Sic_+-9I@5Wxj+cZxfYUx!2PfQbe8%ns+7?75gny56{DnTIXR0B!2-Kwr
zf*<~Z9j7bPe23-x;f7>zHd9gBRVXP3=2c$RapXqd8#wXK+4SxQ-_Kj163DeA<={)m
zrJ<7BcIcPq%YLS`F}7L58HO)ZZ77B1iO$DZI4`OpYp5V8Oc`Xq!$0FC&VJ)6o31~_
z#rSbv1x%5W*ybBTq!ZAUd`7+S3l}i)7?|7Mitj0ryr*vJ=#$Fl%%DC5rA}Un#EqBo
z8=(Af@F9FOtnZP(JX#`#e_7On#MRH}s&CU(vF95werxivMKU{BD)dn(93s`^-f_6S
zklVa!Bz41j{?T|N;l0o{<*|p9i*s!rub3>qigM}^cqiUV4lbqNh+RCi?vA+rf!nf?
zvRPv6aBtjhaEDO@x>JOSg_X-hT;sZylkuD%y0a)#*;d97`{nkXJJLz^4YkPn@#yI2
zA^U{2@ygt1lpF4mk&%{1k@5+=*-KO$I2RG~^Et=UXYS;3s$AA19OF_{Ue4c~jK_#4
zdfM8g<cFU#(QvQ^iO69@#m7Uxd2yCwX0&k_E(d0&ct6pbUs%Y@z&JcwDO9Y{lg;!K
znA~C6>o>^LF3spz;iSOI*b~P+J3F&nj?%HMZm9sE@aBR`MjMx7<LtfH!{hGd0ne;9
zjy5KqQYkAdS2)bJjt=GP49`?J+~v0DQCmyTW>U2GVIfecbzKvj7KEk59$gylj^keV
zcwB*S;obEXJ48fP;8F;V06?l3k3Vm%&;Gsqdue21VxD8mTc(91x8yZ|4@<y0x;L@j
z$=*=5yEd*_7gM#y-7B1yA#Mp1e%cUQlFm7S+v$?wYGwK=TbE-OKVtxt>2V{9&CWS_
zLxl!~V-#?y3F7|U5k(oNnqKrV>)B_|HWD2i94zChX)QKBo%iT6;NOTWeUF7F;<w1!
z^tm4aU3B?OqRkC$N_d`>#1V?k8_4JKneant3n#$-49#V?NyzqBOM8>cESR+kGDMoL
zW8CyXu&km3f}qo>l2V-3!UXRpX@K<?O8{z+e{l)~_o>8A6hRde-}M%2k^vA4+(xfO
z$*IWOdRnJ1Ci!8$54d~w#3Sz!ijlD3ci(t_`}S@Axnga!pnK$E1otcVVnYYG_}7=d
zH@+ZE2<EUGHX15ufyGq<OckWo_LeRjIZ1L&eD&(ubZV3MX4{3YJYVy>^Yr{7+*W$U
zHr#ee5b{FBL_Z<F2qt@9Cu6vv@who$(Byas>zX)MOEjxatnl^_{y6XU5b1cO=-(s<
zm!zX3SCj?($v>}`l$Xc(&oOgzhChy>-X(amXxg3brvDY<=BB2PMMV)#{ngSgF69RY
z2UW{UEa8w^+)`K8`EHnt8sd4)OA%kwpd=wTF35a7eTB_@K6izk7s#fnZ{NM+{PP%K
zPPqR(=DhUnRR^~n>yKA1_F8#?NgZe0pCK=o46zEdNr0?`tm#nwP4vXka&kugas4my
zN0pr4-uHhxSEYwu<-TcLeX`X_FDj}pEG%rgK2hCWk1R3k{5(FcbF_~{4w!u`9WFEw
zYh8TMm7u*61b#Y-0n_l=v+N`B-gur|$$jQKcOn7_7{9a-8?2U@(Y1}%y0OnX)6940
zxwKSt!?ImqE!`nxd<scVmV1PdZ^>+{?!#cPCj(Z}^LLn-jCQ(oWUa@$bS$i=j_hkG
zKMlD9-i2O7M32(v#G#b<RXh_1M}&6u^=<Q^8r0Bzl)*EUU4z%@P(lzlv`b6_Z=Da5
zzkBy?+4RocyN)yXDykqFH5%#${F*Q&hUi*4I=Q^Z3Mry`H2}k|9(TubKAg-fF1H$f
ztfUlyP0p|6x;jDw7$JOoeA*;Imp9!Be7WPd>FH(k^pa5gPf{B$qsQK=^5jevd$dXO
zYn<hpmoG1t%Lt+%6LP$=aCNG|fG80Joj39EcLBkpI&73ltou4yZV`|;rsn23#i8}}
z^~(^ALjC*#0F~6S5Utw}dXq)wK)Q1TCAa!Tyj%CACx^^SWz^K(f+g2ppjSI!Q|pE-
zu#Jg|qDxLr<^mvQw<gl;cyEnfQ1D5etF(-aa%WK6YfyrB9PO^8*VH@_VTgu|SJ>dR
z`Li%HM>YH7<!-;g!i&z=seCLc`Re7XSJ@p8E3HRA6v!$lX!PE=e*Jw99TLpboa0%S
z>Ee)P9MY(;TdH`5o_AVLsO?U++P+YAnj%7n!$VS09EbO-SFi5sm<A1B1z~9Uto48f
zMy#!^{U#-aT~t)mGEO7^NqRwWU|{6euS&Zn&Fw-$LONSpTLZ_z!!_pJw+7iF+(1yh
z&B`i2d2<atJP=l_+K)mX9{Q@PX}11tyj$yI<+)HjsW5Wo1&8raGQP*^>hE6q`{xe(
z%cVLk^xV~9;r=et=Hb^_l-E8|-)#(uK*uKG5HH6Hsg#7f>kH#KuZ}2}UpwZlwVM)U
zVq?=l66@DSy7}W$sEvQ#eFQ(yecyd_c$j@mOPtm{vu%W!%++My73{l7wh+o2z-xjC
z-RI}y(@YBCwL(ykl4dJB6?>G>avZv!>5w1^*9rsqjIT`F)DRKcCTV`)5CDsO)n{Ie
z`{~$z@oVa9UXL7?i*O7Utl=9Lm0_POF0Opy&Zo2Y@$9Jz<F9qOSdS3`Qv@eYH$|FU
zBvyuRbZ66rAn#gi6{SA5S3PJt0RYmh>E#u9{c!eMgtQ0vywqy2+q!$F`%|5g#CijH
zl;W_+gPBiQFB0(#_6{5wh7I8b&3Ssk5N<mPA|j$}sz*I}vSZG8)DJjw?3z*hAjp_+
z6h#ju)F<TcBQGkLQl6;L&*#(qib)^_1h6TY^fMT4<JTk?A6`nhOzE|wJlJvskbQRd
z{gFHiyoB(OZZAZAypVoWteZ|VSkx}9d--^k<JU;W>p0KQ7-I!pa*jO4%APF?w}x*h
z-LpyIR0xl)v>mC4tLz!6-<@`y<UlcVx0>DVA^}ExhCCl`I8#poJaj-7&icg<{f4rF
zH}>XdPxK0!VR7XJs2jtAbd_SNCK(J%F4?wPz<(_MUvVDOd+_@9(2c*N{2QhanZQ8E
z%IjaDksPC)(>LQ&-u51WJHhr4=Fdy5?6IkzbrShk)6Cmk`qc;a1RTF(C7>|>6QAvI
z#pm;xe_f4=;;WOjG5=FUMV<SYk@26XZ)#@tpQj=g7XB0UK{Da^XC~NCvKJ;K2aT(~
zL3uT-tlV<&ZYgo2N-SUL5D|EzjG<`;!ym~BQ2!YLfq_O_|A?lB;Mipx9J4=<jnsMY
z{Z9!F^^C>QQpP{daY?$m^8V+TzCPuj$6m$65dZ5K9%kFaMpVy|O{adB*0CDO<Mg<}
z^6FP$wxqDVz@R!XIQXBgk&u-9&#^MA;jlltJdT!?HS~{TzXuY~?0=q%qZJcN`Q!RH
zT1H0yKaVvvH^2DTG5_bYsoznmNhlbRkNF^p#MNDnZu&V@`O0zm(4&|vEiM13J>D?!
zCxB`MHB>*Uk%<B{U6^~ZuJ_>_J{48rrG%a&q5ZPTb5N2Y-pH~kw=rVl;JgFuT_>Oo
z7E0#QhXTQvI<tNL^+V58&_G%JxWW6>bSO`|n~g*nttWv`F%+{JC0U?X8#Q0bWM?ji
zhfxTTq+H{)GygGd<@0A*ZOtdD9F_-k+3OExt}LW@A3Zyq31&y+7S_K($GF6AbOj|D
zjqz48qxAwVEQyeqIK?&bftgvl;3(2ozF-h=(2sgx<)42o{<W*07Lq*_9zTAJh_@;b
zn6m+z01aUF#Fn=HkydRq?y$4RL_}O)8pw{ahQqWc8321m6o-XJskQ(pNp@6H?F~Gh
z;SX$`UjQj}b8G8ONC>t|z1>uOiO;#Wy8Y4du`KA>X2MG(+X0>5`uhhD;dLIe=H?lM
zgoFWwg@w@M!CcMU6=M?<dVYQ_5%!(cQPnU?k-I=QAh5HuBfa-Dq9(uFT-Ah*j+WMR
zxIk~YVzSmvv$ENG{dZEeva(9|I^M&lpqMO@0o1!BD>Eh8YaB8LK!U|AFI(=$YRv=r
zC3~gDd5PA{%*+uGFD~92-x~oZu92OU6;V{gAtNXEmQ|-BYvoN;)ZkjkoD^KhZC!1@
zZKcV?W~@v`&;Pj54+CqUfrPTi4XOXm&Cu{YN<d?cisaK5<9aRXb(D2Xbn|A8btIEM
zGYCW3$Fs#~NJ&s?3wA|@hlfAOP|wxi3E^xy_y*d~he%3FVue5;%cm_?dZp%}mc;F3
zVxr%^eH*apquhvXCo_2hl3otnX;sF5e7ZOkR&3m|BIt++5DXu;ov2dI$;r7bEUa56
zYI+sqe~nS&ICP`{{F?4-Gs)IHo14hgNIqz5A0@}c1;{L9Q}}DKiPRw5>i8<)EC#}J
ze0|Y&$3kI3&WrEI7z+5dS{E+Z4E6RZP7+s>*xXFPqeG%Zis8VD5q`U}`(>nbcCfbU
z>gr|FGHp6!d%LvDgJaGy7PuWuEOeY@tJTqZs=h9@n-+u4PMD3WIs73alqG~W*aZ#l
z|Ii<or)*R;pDu!c^2JI(sgBfl?&mJw<A!b=SkKl?3(l;9f8la$iB1ZFmTrG`k#Nub
zl~+3zE{3vq0fj*q$TnZ|#(g##u~4#JuKcGosc>6mJZiYKr^ELb_j~-=Jv;@Xto{v0
z2Jq-ChUmw3(7X?({T;_`Dm&V!d_2cy@V*N95ugGMQT3$$r~J)^^HW6z`S_1#6k^`6
z(cp*OzTF83!GDy?)D?avd48O5wAtW|O3wP(J}Ihqpkz)i8YNyx@i~K(%iNfS*gvRb
zs%D=(1=*SGSFS;2XTNX~UrV`ZE|+Ds-Tks>{R0qeYTlsx?m&ecG@J%VTL)*APa%p?
zk#~*fYn)LLOEvEATDgPd(>1m#@wGbWkGy+jftXEq@p(F}RI`5cKU)aU3QlZ+Z)|1Q
zuaw<*AwtfmOI@-{hwoQ)4)V!QDA++5o1Xl~#eU5<Zv2^&XI1gHhj4yHzn@qv#DC2>
zYF+y!Gj5F>V-sQ$4!7mQNw4^o(}t8IuPx&P3Wuq}X1o;<R~h}!CN=tf?$XixM~gDP
zXSn{6oNqHS{wJ}5*c11!i2k=Wt_te>|74qip`rgKadY!OkAd7<LIN_g|8s6hP^bdB
zJ$@T;^H;bAC5-zW{%?bzlJC;LC~E}odV*?t!V`ZWf)b{ur~d)wItUvZ8~<}muh#Xy
zDZI*o?q8|)ZxKIZaisXqb6lCzkdh@%JCWaLa;nKR2*g>2-hYJjU;coHjhjmL8K}Sw
zR=HF1#Ph$0<^~?7RLxkWUCL;%A=9r3uDSvWsJIVRRk45caNP3*pSa2&#T=>%Y~=JM
z$9Nh9!s+JbCg(y2>u-ogLF9l<y<~ZMv}?}(Je}ir+G>{n1ZLb1%Ys~A>O-tQnrnL1
zz`)=?$9g7PU_X%Ok0SNwOU=4sexGRxo&)+-%)x>C=Eg<@pyZP`MN#4@2+Kh!DJjlt
zW9le1IEIC}Tt7wB>z^4kp3oPJ*Eax!<9MtzN^8^F!l~Ga_1#mgK`2G(pePz10T!dv
zQHjb5g|K_X=HHNYKoCA--Wp1lsnET<oLl%fQy~d)xR9c`0J0yGYz*5w@SyvxVH7K$
z>C;P<m6SfA>HY4SZy(XDvx%5B+5t{ftipap1-+n{4k+NHRf`FR;ih@0F}xt!;0e9h
zI{#gd64{R?wc<<oL@at~FX*{OG;stRE>_qK8^gO2Se~F!3OGstfl;9fdqH{NT}%ug
zWTJ_b+q`{esb8_ib8V~~pOEllE5Z6m@xw{6+qWflIc$HWY+&=a#VfRfoHE#39i;;q
za=9KT!cjnE&RPMW`EzHdEEgBoz#+&EU(QaC2TKlrr0twMok|5gf6nkK7J%rJkUzn&
zLFLFAWp62T*V07~I4l7Fk-NYH6$$@u){e@`x&tbc2(SpU$6b+dy-7AkMk&C%nYBmI
zEV~R34L$y!;BdC~zQZCt&~;H@c)5m6uSQy1JC0n`Q!9x|*uBVlvPS*x-MhD0Smc06
zY1SFdx?F=mnC|N4YUHadMDByKZ18lmW<x81*G6S{+S~s7C-hzR*I1zJ*PNpuA-Mw>
z(5L+PXj`o-Qmw5c)Dwk8MM`GDa+^<R*w_>%slqYc*-J`FZi|T-P<+7cG-aV0Q+@h0
zYZYEsOM_fpweINbR7JAuuf+3Msnv?ZLC;5(mECjEDZ>(G*m~s0>Aa}4n>;))ko6;R
zb9xgMUbDGnuY+xsm6P*kW5a&;D1r%PXfX>my98TsXSXMfCIW2NXnTA6>tSxgPiTYx
z$=fWiwZEfn9I#B6lR->GIm+Zs3dIqjy_jPx^=};v5XNQNo}wWzkKN^Tea124Sy<nt
zKJyURCglPkYNPthLt&dW_P=xXql8nVrCZwG@6~t_10B(Hb1GIsOKI%)MJc%o>|na@
zbQ$$s2JhOL8kK41VQh$!3p!_|b|+g>_#IDs{mj@Qh7|4@E*C|K-Q^1CdTc5DkZ5$s
z{(QO(@`KgovM?>56AzpfQ<k>9wQ;gB7A}sV4tHJC*SH@`wWaQ5hH=#AvUso<dKv*M
z#{!p8(@RzOrTg;n_hbNe?R(uh-<^=zifL@tr-nYFhD!4Hu6lB`A8y=l#R}JL4uT91
zjhgQDdLUXbYX_%ZQx?;3@e4e_1>!tBQAHrufT8tCk&|ge*V&}_(v9(>U0<S7UV?4F
zGTwD;EcPAu#G}q}N%Q~WyL~w?dj@Z#^F;zqz|Olk0|wQ3>$g0|+k=Pbfzyu9ko=?x
zx0nOhFchn7Bwh0JCR5n)yh~)hImwze<(X~m6dt#$V-Uzafzr}0SZ!l|-<WPz4^OG1
z@;<n)r?9S9MX>Gqnw`(ABSmbAwuOiXe|3RXQ9=6Ml~bWa$B>kU@R$(kz_)hmLIw;z
zRrjM;d){SJ*}N$yJ={8&tNYwLo-5hgTe0?}3q{!Ve=;QFZ@on_i^JiH=0i3sRFv&D
z^EnWw5*W*b2CJ(5DWTFfvne7T6`nhNQe0+V2>bOhl1N(xB386$kTrq{cTd)jr!J|V
z;K*UeK=zZ^8z>{b=1~ZbVIF=FihBL!G)?s)-?`x+I%FpIs92oU=vCh270_cJW&WyP
zf(Yc21l3PPY{u@nz`cvu4Grh`raaT2r$sN&GG0J{yF&moB!T<V5&pL8MQk(gnU%Gz
zvmA_>B^t-67N)H}ie|;J2@eMSWJ<^LMcb`0<fZIwci6in2rCr(XMDRideO5HlQ`?$
zVfH<jw|En6Biqpdc?&I6Zk<A%EBj~OXYt-S!$|88nb3DD{tREvHK-z_L?>CckyP2d
zL<BdMn%1Cb9k+^t#W?Mx+^v>G4;P*vEm3C}L_&vJQl|T4J*2I(8diImqlmrpQXXXs
zj8y!fT`VbX`kG!f(Wf_tTg=XuV-02)#6o5Gst+ej{V{JXBk2_77xT}&O&n^hd#vGo
zR{y$9Ze6D9*qUYR9UY#}6S3lDq?Gd;5BBBd4RNXcph)JUmTMU|JQt(7RrGY+T91ot
zYHxy09S~$e0~Oe4QmmWR+&i@|7*sYYuSV@IF|-@B?mLg9PTXo%<GA4`TCy!&469h|
z5@Ij@>&B1Mk>bwr4haF|7`b^uXQc}DQ{HMSA70GmdPwnmVTH2uQoiY+vL!TNSJXb*
zc!f`~j2u{?qqSmoysy_pDbDrEK~BmT&br$-_9EwCdvhy-xNrserp~FD)LlvCrP|<7
zM<UN|8&a6)=a4+{2US)%DJdkK>+}H8g%`5Kmc41j2GO_HKbsT?T(*<LG4ZiBqWw@2
z0N8C>LBaSAZsg7E?0nU>eb(HZcd1EZ9cv42uFuGB4GSqWVR+rnEqZV>!z^XX)p{Hy
z8UWx8NPo;$-s{`8fuq;<zZ_v;;?FFwau+UThK)@>9vL_pzkdZs>axH;n-pifzkU?x
z5eVUvf+_@_bjGe8eo>PNcsfc0C&!e+@=NJ2q33SM>lpt>e+Ra&iE#U54h)PUp06u!
zt)NrL>4fztH#+JM?>(<3=qcmAd?Qi_=*Sr$Ph)}7th)p{#d&BuuH1NYO3Yvxc6b)Q
z@;X&!c?xfs+}hFj=|8$Cj+T!Put`YnoZQlmsru}xmHnF3z&H2=#?ad8kD4J8myTr=
z9MVs!P8Vf{OaD0sbf0k}=MSKrMx$@F@7%A~2aAKy0jnOK?6?-8io|aEYx%3LplB&~
zD5wCD{kd5M?=0#kv(M_C)QAId9a7Tlbop*87tuqPl66O8bf8Txzx%e~RR`h2*Vuqm
zIxd6j6dT|Yy_J>AN|~6S5jgKbRT|arb<~<af8G1%oDSl#8Uh@a*W<%<^{sD;9s^T8
z<o$XVJd=E?Dx+)6?WJ~+C;3tXn}ImLe+P`Aq~2tQha&zqZ<l_RR1mY}M+@C7U7jLu
zSW+$NDC=X-I^nrb#ayEa+nwfy|LQs}t~a3T7>J@ZJF(i_3f!MsyTwp#rd2;bfthJ7
zxGp18+|C@I^8fRm=gc<qUUx}UHJ_+6PntX!_}sg``hjw{txUgYJ7&r7UoVp+w6ec`
zd)}rnCqn_QU14x~db}+ZC%WY1bnR35@wR#|{l6xOjc1*JY#5=sv|2!l?x>jlgr3SV
zHK@lv;;L4fx`hF3C^2A-TD?q6>zvtz>SeEB#f)n!!Tp0%m5B)~-thIx1v^!?b<(u6
z)1?FcPZbg63bA~E=R<LGcUV|V!BAZ6+(UHq(6!)ypQY!+m9^$xn{8U(P4FYmn3J|i
z3bh$;sbVww86-wW8&-K_y2$hmRHlyI)*{02DHq4h<6FKXE??Q)k2XnHFJUV6{l_hV
z?ao5sgdH<_0?$beY()yA%IHP)lPwj*51wK9j9gb9{{(O$Cs1rb*-ZwkHcdI&*Q_(4
zFZMD_up%R-n8FTm@crkwwg6osPIz0RB={~OIMjb&s<L*J(<kBDHj!~_{F;9-!arTO
zE0x(nZ{|rCO3&&b930$r%DAz8X5CDaT~OZP``Ml}f~1cjLE_j@Y-x&9_q0y1v}?7c
zn6N-L_OJCXS?jv%|CQEiAvD`SR4)chZ7|E8b+U<yGVKhR@Rky{s7#dGtOP-Rh-kFD
zywL!sj3#Q|sV$WSc~Z4?Kh&z<W~ONt^LuOaoQkrZ)!vNOrD1v$P(!J1puhy6tdp_L
z<GeMa^>J2%VuCF}-OK}e-T{Lzxhtl-^(N-*VP^JvO+f4dAUBffu9f9nr@ZzuG8c=!
z?9dIpja9VL%42sw#|vW4j(el;88GXr{!sXIgprs+CFw=5C%f@U!#pa^_6nJ^n1+HL
zX!#QrF0HU#6b@H@^5hGGHMz2QyG<QKD1g}9cj!}5&#utz?*Y{0SWhP_^10{p@jx01
z0#0TQ$hCzeJzbh>ZgW`;K532f1`myE#RE6?)%wTs#3Jm#yFIThx0&Spp-0lj92-B3
z9vB+zJsqaMtCiq}HjCyVIfU$L>i#5w=mF+WCg6T-La@g3&7X1aoedf-gtxZhEa#lf
zC4U;S8rS&rR}+gN+vW^*eXvS1BAKy1<IUZ@x1C3=!M05~%X~H_1RQ(L3@c?e%!cqI
z6f2#TmuI?l6L_>v$@-ZeHC-6noA8kj+{%5|ZfKC5m#s>m7v(ZmLBwI_Rb__GZ#Bds
zqo8mT*v3hDtz+}_>yFAQeKuQ&(>?ar@vmQ}1}5ycOsW~uK;Y_(j(Nf+3_GjJHqD2v
zEL(5w&NnY3r?3a?w%Jjd+E;~L4-6;nBJgx|)YJ9Q`7L_L<A8i2e0DHf;(ZET8ZJx;
zp%Bsl-suF`DHfF{b-3_WK+P#&R1v_bTnP;kJ6%#_GjO#OC0sVGgYl8GL`=MS3|7;S
z`FcY}31z&l0a}6F!ppA(?FqX6kd<b@l*Vyed;!izwkQVqH-H!G0Icg>KR>^%Asss&
z$njifOebU^iIH!@{>3s6Ik$O;uFvVN#VXHjCt#a@W#@;vedeum`j&!tH$cM#&7~Wv
zwQzJLb=V9c>td5M8vK#R?b*0SBW!nC!|HoZ&Ry+F+a%ySu9@aiR8(~FZV4iihc5tU
zs`@_X)%u+s=QuvQWL@Y|I-8CyttA}ZFh#+R*0vKgC|I)2Nn`10qOG1kw)85XebPOc
ztfRa8-PqU@Ktl^mJ0?z5J6S~S-|wYb=L0tJT})L~RXR5SnV<2Yn_SO56(9OQTku{l
zUo}&K%}0UR$se|F8q<CT;~L!N%kg--m{^{f>5naA%ZLK2x!<-w`bdSTI+?=(6Qx6C
ztBzLD+Vtw$+)`#r^k}I?F2y4h)C9a%H1JiaP<pHuGayk`)i}VE%ET1v)oK9mx+(Cs
zTM8RNAk{BlzRbF0w|bQP_U&yK7Z=Bk@AqBmfg^ueK=$$D0k2w@6$Ub1Yo%fO+qVN^
zVq#29O|!NE<@@gRct7_!flw8YZF1nU0pa1AF{xMt(EWARxVShKB_-+~x^0Ml&&Y_@
z6<l16-fJQrdv5`K_@&sS4W*I;@A^mE;OG2z?>@$PJXLNLQ^V>S-MHrH=%|LgJMY}I
z@@RUp-peB}EKH-2LPbSopk$^P{m@v~9GC~7axB|`=DHPz2aKT%{&>T98^7@BS_r|-
zn+%}iaT0KgvMIx>fu89?2}%3Z_FrV$`f?qGOhZ%A0WekiUj$osmQNm$@7~cL9v%YA
zd|LD~;O55>69+pgP_9QDh>4t~zJ4;)XY<K$o_5+8=9cYnK@zaJWsiRl`OX>1$8d!b
zU^!^-=0nWNW)m`q8=y?;*i16KCR~B5Jja3@qj2+o#-`fB4Uzl4=oo4qpJ<XI_>zfx
zO+t|OYm4kks|*|*ipM&x7EZR;0<t&9=2mzxY_nQCVRw65bzhPVfK6-J`(ER=NcxH#
z$5F5E0hYm`+mFa35;(V7Jwm7;{G>KR?Lu5!DoG(!0Z&Wa8$vmo0fP-O5vZ`6f`2uS
z^o!)9B#xVIquF|N6NtHjXvpT&hyJ(5R<nn0XyJW74c)%0yr8+-{SGj?x>9BK6n@yn
zxWfH_Pc}Jiarrz7xaZW!{Uva*-Aw612vB%sO_D-r3=gcAtHPu$A5j>2Y6?X8<ETGR
z5O;s7o8q|@C>P6-I=zLmDf7glB$toJi9TnCjy(bk?WMh<<MyM#+HY{!aDFUC#Bl4O
z6BKRp(Ff%pL^K|ksJm$rtk4~j9e;BUsks}u@_LAPPtc-{zEp|L2a-KDZ8lrRIYy2g
znXGy^UV%Tqb}LI(2_aa@=8((jdywvHz;x{<%hM`sb*>&fDp6R+@podQSz5e0F8iFZ
zn+?L(vrYp85*c&f>k|1;QqmId3p)h(7eHHINf)J55^4^#hc%O%Kaf~&$-gT8iIBq%
zw)q-%yk47gyi-uSuA)~o!c4-Tka#Ct^yq2x8hgWuBd|zoBAW5U)F!*cPBvbQ?F4s*
zK8TpWt7+>HgqX09V=DwjWL+04elP^rPevi_(>lv3&ZwBj2IiGExkhkc`?#<%W>xqO
zB`9UcCuCFvn@lvG9Bz}jVmI>RnP6WznPc~f#G-T;KMm%@0Bk#Q5aw4{w-+B+_`K&c
z$^N6E_VK$O=e#{ot<0k(Lk;Atr!R=UiQypnvbtTU2G1Q>QWNqTX@2h`cOjIZ98fs2
zL+!Oic~3MlhWCB-zA?9|Xp>1@)Gie>z>#ST6Gy;c9fz@%q7wyJ5qanyl94=HXH08Z
z14E+&6Yd?6_l?u@Jlrl5iP<R%Xgr}`s!q>fiz)cK>`IjVA_(!REcZT{8c{p-IKO4F
zwy;Kjiod*ordugC^*Q|;@$d4YDHbnqr>FKqjmFKjFUmgQGJ`%R2CCY4g7tLmW7zAL
zXM$iI)u1V;!lIvLGKqO^u>2d1u(-->zQ82@p6BawlznURs<_+$448SOgbB4Tnm=GX
z-PSLut=~sBQ7T7|qJMB0dJ#tKOM(%rxz%}b2a)*KGs#uZj5C(|(xh@9=6x@+ZcSAR
zP{1Vcj5>p`Pe$dQQS_-#nVcsxt!#)J$OPhQ_!M@2=NGqFknd>$$tL20{rW_8&SLY&
zZm0P!<u(#>KHEgWk7QwmQUkFL*b?9Pkj<~=O87F>>@Sv0>n$%dms$?BzWmC9rWeI0
zfVVy5-`tA!NK!I8&HX#tB)<kVE~OW6OUih9!hjt<efoX3glW>I&sRPg-KGnkpTAt9
zC*4MOl)6s)&6)8!c{+x_N%Iwd<Jz5XvOfsCI~1thU}-5~V|U2sUhVXFXgAMKNf$$h
zTEnPy@QAWS(mJXkQQIKv^M6G9Yz{{m)Y)oRxp>5PP#af{kqribvK!#^@;TX*It2bu
z1Zrp1=l;k`APt%9(P{<dZnrA4N3Um#os0$$S`qomn<Wj1D$%|;{g_jsP(gn8o>{eX
zi_4X51_C@xVq)UVORx1o9xs9JE;IPh=(<n8!l%?1qq(arBXi~9SAJw!TFV<96()31
zeJ<+0Cn?7nC9RZS7cmnX)&k;j&7~br8H^ki;0R%m8*!P?il6OQHk{@k93Q7_@!mND
zwAeyGCLPX2%q1Ub4(0`$kn`qZdxv}2%mV5|BR4K$ei!7SaVCyo|7%*B8lwj!i3B|P
zpi^m!EjJ4bT{7sY9GRc$H?!%&s^X<HSYEcC37kypcm|1b0$sErO>G(k$XyPI{B}W3
zc9i<ku19UMMKOiALX3;0XY9eT`{VoC<sTOuOVdlY85aJk>m+c?r^V|9PjpO+3Z28R
z7}c~LLOmWgygb^B5N0925f_R=`7|_s9aiy`oTt~I=Xq6e+s@i#1P@HOIRwP)9EJZX
zW3P7Ikb%zEeJ(&N`_OMDa&YkStCavvnd}xro5^1VBp^Bsw{FersVTE2;NH}7ys$WL
zD#B4*k7e(pABP~+tg+ADK@G(Z;3R=t>S&idFe)J^g(>6djuvHeo8@b!k?!sAYjP6i
z#wg4_UdbLc%wcD8M4Y>K#=~f3LQWliZ8aX&QT$`&y<yrzPW2*qx;(O5+RnjwxiFmE
zy+NwG;fV=+0ynpRcn>9&m2X51v)F|^lkH_9!o!Pn609W76;vI1#5-OZG!QG}XbVSZ
z{X{vLLe|vf-LMrr2L{U!9WCE*t--jGuq(SUh&?~cyxaSiT)qFk80;pL(=UaEc7%pL
zOx9L+DzP2G_B;t-LQKFq9DX(sI9S^dJe}jQ6C)!XjXCjAyG05B6l$)Upf7?5^4Def
zecCAeZ=?N+QO;E^lQ+-F>k(KRkDr<0q|wsGpy&%w09kC^nhWhn$+fb<r<h^9a$_j@
zyih=!QR3ob{|&V4{89%|abkpgSo2?%KTzbLb2bf!!x**bI$BP^p^Yv;5n=_#>SwVp
zt*D54q7C^Vkb@FZb_Lqnz%q^~ZFUK?`U`}7C{?kjB<)`o@-2H=%(#)!b%CichsVR=
z$0pS`OrRF)M(}ia*eL`OMr+FYhR5uLTqDZ0vK^9H!=PsvPz+6)urI3jWmuS#4+CW|
z3Nl5;#dV<W>E1j%KXSt+reZHpiBI5ZeSE9G(Vp9W<tO0O)rn%ddi827i~&+8;(hVD
z?U@Z^XyOK9^&fx~)PHjNQLxZW9}Te!(pDwBP&7XBI}u-Qg<&|m!kxk9R}h=uFafh9
zm?7;#nN=!WTVF16H(;BhkIdxNN?^)><)Ah+(2?<Cm*AOdr~ThpH&?UJeCrmXZv9|>
z3e?{C%gEWc3tt7SLNHF|sy;y!bnkjO{6dw=x%ndX7?=6ZE0O`<w(Ctv92=mE!lyp~
ztyM(j=?(EL7i}`3=kH^|k~Ilo{rtOwRZ$MpL*8UJKto%1=1^6(()pH&uGsd`Sdtq;
z05xsKZW#QJR|dM2(Uy%cQXcEt!0pyP8t*sPZ+zcqt9(3^oJ`48qVx91qpyIRk@a0Y
zD(8Jv{)N#ru#zZwtw%_)4vqCcpp@yEnVHYP6#!h94BPYFPNQ4++L5R82CH4-`EK|3
zpY9@??g4?$wC{p_Poe-y;f9=SwwVDP5T&${3c2Q)T3GNwjsd8t1_l|^^Rv^f4#pJe
zCr{#Go2_KufFu~hF2rL1e3Yb`WW8h}z8oBpv*$g$E8De?f-?Q30Tk`Hd&h0W!xU3D
zhQkhsX^8?(853Yf8P~IKx0eQUV_?9pj}H_bySiPCsLHlE;2Mbn%HS6O$TFe0QlYof
zuSz)@NQG1K0P9i<Da5WPkLrAwk7i;z+@?H_?zv~WLE8~|HR;G9M0EvB=PGsd05}X7
zggO8bNXE9kv!k}4nWxo<@Tx!Ak|h=OtQxyWPC$@`t9H86uPAH7YBA_$ac3-hZ9Yj)
zjYcZyu3DkGrDxVds_`6cgRk8q*b_TLxQ^C<&-n`@%>zBA3FlR!NTQe{LON<+Mp02S
z!P`MB<QM>?Hk7OwlbH-%e%q_6t<5AUDan}FUJk3PBZZLlcyy*7!5a$t8u1Zr``>PW
z$JcpFMVNVP@l(iM`#CFZyu0-@H5vQ*`nG_*J{SNcY+y?TUiaI*qQ`l+q(<KUDHz_y
zz`}hCAh`5j7)%<7o2Fo_mw9DmWR?Z+D1}Gtwa8arX{e}tSP!O90@LGtfvmK&Qs>*q
z$kd*FV2lq{muL*6&{a`YRS#$U+}4)csr2;%6l{Xw9>iti-=j@#8zH^4&0(bJX@cYn
z@w;Cs>>W4V9EfeN1Gd5g2S3=xP6J$}DwV($Tw9~3pb)mKN5N$p0G+(^e!SAIu;jCq
z|J%2O<#~@{#9Z4OtGfPQ4LwD1l!ZnBDJ=_c!K<AzYsB=4DXoAPds%P-50{+({aH)K
zX`RP@4vh2OdoWWh<A88>6v+u>RjJ9}${@NBHrVg*2mb2N5<Nk?0z6+o96h0&+5a~5
z)B@SllI8Au6!xkVTyFlFx-3!%wwC_`d(F1t+SWSEJ{shvq@*m+r{a1A#LHak;x6BP
zawH~Oa|x}<F|Sq1U(o9gE35i{+&mwvs<bX#xG-QP1>bgkJ5(9D=Z*6dfwlB#Rk1q)
zqmC%mBRC1%@85nN;C}s~4ARlj4PIGm`(Kb37VU53g)zkXC_w~xb&#^M!#7-b6Uwgb
zM4FflZcQC_nkuy^$rjRWkT$MZ^$1=F@A!eeHqLHAQl3%x^>zWzk8kn8(}b$zl>i0S
zoS)8FBb@IHMbBGexS%^Imyi8nH{VpAh9hc&kj#FgyO^in3D|s!6XOMpKaNZ3F*!sK
zRjh*6IeyZj3lGy;iLpdU5S|BH_x&E)a3f{x3Zql{9ZipjvK_apJ8(U8b1g*7dLA8m
zHq%s_s98Xq$=%*My21w>yT*BxV!r!Fa<AZ5j$I5f#%WNw$)feuo;1f4Y^Z9;Fl@t9
z>#0gYZ_xeP+^@EYwU{LSevi?SmG5ZM=t@`@S-6??h4qB%^F?igEu*G3)|d1@FB$5-
z;VUNxm9Y+yuP>7!M`$MqqPe`>6JSSZ4%saa%;wL51arVWWK$(l&^8~`5yhC>gajy4
zS;)^Y^SYzK$f^W*iM*z(9jw{-c8YjQq-|7+VO>WjZ|^j|4Fb$=XJk`Qsb^-M-wOV`
ze0&Hx415S+a3l)#@dSrUBfO$MXD6>I9&+?x%&K6II3I)Uv>kw38_>EKA|TFru+fZ{
zaBz1~jzctH%p9)6wX$%&LP<t@CaMoQN-t4<XpMtH?m?BcuoiW&t669H!{xS5Z=AL=
zqCwdPy#3-;C?tla8q(kV$sU`9mqoWq39v^=1h(Pb&CHqwYA<v++fNjIj-qa9$**^k
z*elquBjs_n&mFc4xl4F?F}Aa)yMLAqfEbjPShwojyilZwrGU29)!f7iz|mlNLx>Fn
zt>bN!C@05r--g`|8*R$dlYqkmEh)-n3fIU|)!xA@G!Hnn%mjG~WOal8qJ^KAc2su5
zxVOH1%=+-ivrc4?MBLHyN4n#pS2;Z;2*2w1NH?bHXRU|nx|3QFvp+xE->?&OjR;g1
zqKWTz7xj0A>by!1IWi~tF@8SU${v_+M%OyzZ5ZuL@C<FwTx^Gk_X8rS4cI%n*kg9F
zmbn>0-O}9#>J~-ZxC{O<A1Y!hi?Qrea3?TE;<T|2pdBLvTD$u(WGi@LQazms@c`DM
zc7rq#wF%sAo7dB^h_Y$pL*HL%7x7J+tSDThDm*)dZX2!Rc;5O)i*bb&Y?zTdiTF(U
zIq%S@*nujs8Zq}RGHq-xpdj*_XuIat<6P6xWL<yZjIh6<EbzNqY}v3NyW9BA_tvl9
z1rjW-)?E>S92*Z0$QLuO*?}no+b+j;ljQ)^l*$KR7m>R`p(i%VTAl=}B%eAN=krVO
zNlGf84mzV4Xqd7QqMcJ;<#7X*lljkDSjctN5cL!C;Dyb!$u2RxmVF@MJGN7AxS;GW
zQlRjwF@cLA_R=M5+LFt5duTObV8^;H#M2_8nyiX6Hh}y`DMU~Is-rR$MLSBH$tS%$
zfXJ%Uiu<$1gpq@e5w0h7?<=rox|8d;XtLt_ySd70YEuakHgtAr`-PgGS%PY$0_-cT
zH7zft!$+>8G>A%_a1JQrf_x@wkih#n?A&SNE>DM5Qk|uv-Ci*Fs?q<%&d&q@N`~rR
z07ar3i5_Bt{`8WG%A)#ln2fo198;&b1QaFXknmcQMA^|n#;tirqt(SQvBAtt*v)pn
zj2GclTSlB9kC>c0rZ_vWA^pt}7=wyPu09mumGxdX=&t4Gw$6ttA0Cp|=n6V&jMtx@
z^ej)E=ZoHvBpOtJgjM`K5XySp>_ruCDvJ**t(*f6pib|myYdt*)GF^R-J)Qjf5*dR
zv3oyLSW4&f53DpjmM8~ojg5$LX*iCMul-3%f2k<Ns+ZUCVbZ{q9s79Zy!mY~uR~XC
zf9z%Y+%}A7$++J;zKAY2NBK#iw?@DNL+aA;V-2HMUE_`;&wBf#f2krr?R?<Li5FU3
zv{M3se?g8sIS(k~GBsoO+m`<x<+oQmbAbS>dpa4F;5*rb?2*Cup;8=$W=U&&T!^dV
zml$~TTR*AvgN1fCT)BacfAjn7_w;X3rQ@!()CSd1rRPV--So$we?PZ_(9A5ctAZ8L
zO(Cuu<05<FEn%^_asBX_Ma60d+fC-#nwOx0Ln)=?qFv~#HZ*p}CTLMkrM7_zk@p>C
zdP#Qot%AR`eEGYbAtJs&&X()wp5V;!R^4V?;U)_kcpx#Li;}Uxt{d|$+hjL&dA;U&
z$vredzLg=8w}dpa$F14T&GP4twPyR5=YRhua3sC!sD;35OM}yEhB92w0`RuozBn$m
zzq2`3jM-E3xL64Hk*kMWcN-C*D%l^d1F&Q6Dg$yJV#nQj-tsC4Ymc8g(`@nyMH2?1
zXEx!vMb|jZoO-!2&)+u`afC5B?Zc`u0#-^y$?l*jU!GZ{E@T;F)@c5PmNTT~<V-=!
z`7(VS^oA@voFl}-k=bY7HhuaXU6n(GvVT7fxScs5d_81BgsU83=o5abpZK}0q)3K^
zG<udM6z*Cro3_G|jOl;fAmNNpewJTV0>Z0sx~v)pfuj>i+Tp=mHn4eYbw@XsaIlWA
zO48EuwV?o9qOOm)hhr}+ltR3w<x+4su_i%J*O;<>-h4uDzRx<A=-BO1$)S<Hpug5J
zk5Jr)jEvVEwGMFd^M#r`ilu3TU8Prs`p@3Uo!O@i3@wTAQU6|0wA|cLs7uGgskAS&
zTomB5l0shRT6v9*zqmrr{B0YNp5hw3{`XMd7Q&?xyKwp1C*DjawIbou713p+58DW9
z=l*<rowNkvH3|V<!X<A<Ox{B_ZCMJaDHWWpH(vOftu55~5}g7u)<`jEG_!tgpN5E5
z3o4kPv110rCrS$&sqTNGs$P~3bE7PnLcbVwZI;6x0n1BTD%AY=__1@5DY51k1Rh_O
ziO@>B-d4rcpGsc|mzBK6c=Q$=^3i+SuD9wsBU@zsM7j+sU#ya0Jq9S5Wju-z&l4uI
zd~bs3^Uqr=S<x)I<I`P{`}_MbsC{G0gSiPV4R~TFO5K4xMokwp+3Cvl?Ku{rorYm<
z<VbV`E_F}u*r<x}1H@p$rNHnQf6sCz*|VcTUY?Fhg$X7*l%{9j`M&_T6mQ3VAhL9V
zFGfiTfG=d|Rpbo_>eUQTeM+8Sw@X7?z0nC0S5i51$ns74UW0xEVPOflP9zQcS=MlJ
z<9c-EIzZSHCI1_88)8DL>gX`@!QIp3z$QOIxAoO;bLr9JWzPsqoSI>rcDiHAwijF_
zhYFk}8{8o?U*I?%ml{f~Qx=;jz|IU%aE%lBs;jG)*iH(Pia?#4&A`rp<&z*HW(7zC
zW3u~$4{2$0`+#^RO-TdZOR(+~_-{l4WlJSHt3Y+O_01R-Cw}OJv%(v>x{nD*$Atzq
zF?gC(93GJY?GnKI>FDI7Zl^CN*L5Xk_9S~x^hu3#_Q~<oc{JGI#=9Z_woar%uafE1
zy5?WR#LS+YaQpw+jfk9TXaIY=q`>Zr|8HeWJt14!-q_m2(lY0+D-GD+sTZA`T+jn_
z9vyjm@U4-b!j?lsadELF`K4rHC~%_!`0~!AEiACIvJwUSCU2T}efaPJY!7|_c2TF>
zj@Nm(xzr{mlB;Xsk#b4Y*_y(Ew52XFTmBGy6X=PCFs~sC18;|>re<#2XD++(ivQEv
zdB;=z|NTELpHh5E_Kc9qYS^P;B&!laMppJXGEP>5B%3&dBr+mG#>wF*S?3rHdmP2F
z$H}qx^?a+(?|c2O>wEqFxqg4Uy`A@by`JOoxIf?CF5a=1mgnCKFFELYA_`L)?0=_L
zbv~iLO^9ZR<vd`?+_Db(xdU3fdgye6^8Ycd`fq|ufOfQ<W+MidvaqwC0Q;nK14qrF
z|EC90Lec}gdlL%vU+G-s<V&Nyz$4QBk5%H8){xpYZ}0MZeho*y5X1jVVikHT{Ey!9
ziiSq}u(#<@adE{fe|f!Na|Xi-n-cqC5Dy^8qkVt<b@l%=xCZa>yZDNJvDsK(Z}W=|
z{c1D&f&-m?ho^wisnCsN`^ff;D#<&t(6qYIwpf(}&iM(eJdQ6mv;G`4DpUW)F2SHo
z?uTaN<NsoqaOI|i%H{Jv-aFj5{OtUSjaQ;PwVS!S+`XXB-}Dust{;pOVXU$8si3~Z
z%_iJZOGeVNg6&QhFjd0*l7?k38oiIO)&A4qYHn8DonAN?YP~`oKJB~w>oJiBAVY@l
zZLif}0%^=NZSMmzEFS#yIYejdFmuWEWH~SA*wzP3^4fdzs^1mW|IW2;-cJ9Ee~GY$
zrF<g~r!F-tT#_S%<*t6P>b^TP<HV7>eh04++f6qaI;%b^K(rk434ylpdzG0NWzGp@
z4lhMNZrd`PJ9j-Xn_E_KTz_@;hrEBg<YVqV>lRRC0WQxa>w{wlFY0IxUC13vsSas+
zWHx!ruELDeNAuakFlmp%SB8x@!62(@WHfWZlwqbZAcUb#wQqdx?44HKQ?i2dfa2y)
z&s0xG!g+&*hkNL>kB_;Ms?@&RZ@$#!cz?!j=x!~OK|>IWY4)aSEBB$2yY%N511D!X
z4yBM&I~Q0W^IEa6j9=gEKR0n)T-oX%oa|o-J4b+2r*Ek&PCo%&=^K`Z-WiB%CQDy)
z60EzaXz7Si2pf1%hlyRQzNv^Rz|j$>7-;I%U#29MRFoG5(0aVbRBTq5B0A5LW~L_!
z`p@3{P+yv|gclipy9+jjvPqgihk{Cd0F22bN;*Af=L~s)1JZ-k6zfA#TT5Pv60N$H
z9b`o`MVd-H`s3mT`Y-7_Hq+XoW85M<12VTNDQj~Ca%VB75hvnwXQQWs>O8r<@Y4Q0
zgB|7euqQxsUdLwu`u+9l8Y&SFD^nUOsge;iP0e`NA^PWM{uVUrm%BK#VqSS_AW0~|
zJD_s?=R;9yb;8Wx@Q7US`&wM@Y2-wqU$t?2KQmmT7w5?CFZqNXt`a(G+>$fbiL&sq
zj226=pCK-9W2Rp1ce~?sj#BzZxU*A^66G^oIkzlm4&juNgV*r%uy6o257Q&FJNAJX
zY<5GNSY>~0xsBV>&28~>&Y^!Qvtf;ajS5u7*}q-4Gpe$<luK0~mgL)+k%Z@4uLHTU
zpiIMB>uos)7u8u~`=G<oQ^bwozg<J7%hkh`Kd1&bj0Q*>ILk;G*3MF1uaTt+PGJ<f
zIo;JVb|Hx-XVH^BNblyvGPhipE^N(cXO&J<h6DmC`SeK1(l_~b`dLk;@v&_c2v9q|
z`CT^{<))4PCQK>4|2vc0sb+U{sj*jjCscQ3l_pDV?-sBo25enMly4A4wH;FSU!v$8
zoKt<SUXSaC?FvC1?4ch}n~9ZL+Tm%^;iRXTjmOE^J&~75D`P)#f84@<;giLRl}V;-
z)jPwx&Aldn)IKdVmzxzMerb&!Ys58<5<y%goSzpBxv;wb){K$N#K`yBzrTiTm$T=`
zYsme_C=ZKHG@i)Yf*TXO!`(pNwl{_E5qU`NG4T?9LbS^C1@(K2Bi3q!Z>24ebp9lH
zTKmsUca>H`MgES><##6+7kBI%Ij~-{$7FbNP4)6Xpt$gx>}Xm=(y=mZxzv{v=nA?&
zaSafk1Sx`Omr;6NQKFGrKg1oy6)kbJ^&LxlMY|G3((j1IM0RlBRd;#WPL<^NeJ_IW
zc%@jcSX|kib_z{0d+WZJ5KpvJKJYTTIl$2+c2pA-h2%6HNn*20f!pefPx?*0ntzf{
zsM|rD9<x-Mx61vjZCRWJ!l=By(ytuL<0hj7{-JwM3d*uhk>dC*ZA4?X@|#?Ha1Zob
zdJp_L9AJOeROcuu`e|#<?lcxi<(`+s-P=XsY*(pD@vS;=<!RKnH%2SOzPG5Mq}*ft
z1#LfD?=0X<!ndD%bkMY-5#Kov$$bp-(aYk_SNQ7@^9E19#H~z|4vl7xay|u}x~lS<
zT-WLAUkLKKBYDrZLs_a}4bzNIvyYHMnRe(0*6b(AzKZqrf_H|5t&}Cr$HKxkP&H9*
zx&Mp{*gv)-&A$#DfWSU#sdPy0{`}J+2<%#V2#0%V32S8sW3vMK)gEr(tT!I)#Lk;(
zSS@~1xUOsLr61Xh1DW%0`~-zmsYyCW-Lz&fpV=`umG`#g`}a%EtntSObl8N`Kd7kd
zX{D@N`afU4w}|RSXH;>O?wtc91|m&UW)7-6?Zuh8D@wOID))0RZ3D>08{F~JLTQ_%
zqT#D)w>H0BN6*%qyg7c1uM>%jFKcO8Qw2vWl?rZ5r;U$J=g?29v=E<b2hL_1FkFe^
z$%=^4xL14G<E@tIx?9<;S?YDj5Um;I{&l?#1cC+p2PaON47FR?&p$j$#+*ARBHLzW
zinohepIoImd}xdxsfooE$2YnU0QTi+LfP7FAc=IYT0LD~_Z4(Ok?QDq`_?Dd^Ty{Z
z9~jJsVt6tmVrKmY+m1+xZQ<0Mm`Qiv-A7lj{h@no`?q7~Bt3Wh<gRXMecp2FbeE1z
zzw}j8tlLZ2a0vP70@TTFA~|tI?)9tHw#o-hy(RF)$UEjs8<i!UJaHlhoTMI6lV7fC
z2VdwAU(VqXD9gC6xK)Ea%`5R~s`jY8Yu@`So2$c;D=6KKk@;t1=IF(;jf{YL*G%R3
ztN)Nkz$q$$W}IsgeRH)o75X5NH#f)JY&zOd(+_>y%d0z`*)#6#^}2&;(1Z1U0Iz_R
zib8|799dZS=z2VTX`?{feE7$t_2S^)=j<Hq^VY?!Gc?C|#H8=_<%TX2ti?p)!kbw+
zE-Pmt$=V@C#u~C#(;8;q%kH(&sl4$i<=rcU(9VNbedyGJmUAvOn0WX)@-7~+A%Sdr
zyN2?yFn(mjDd2!P%DIEgYI)sqcx_FM5LfTB%gnIcKy<D1y39>NfrNntJPsuptEW&P
zKLb~UynEa`Te=NnEq!)vp;IIzzZirc#I4|sjn2C8rf~g!4n+xrPwl%?4Kg=v7<fzi
z3m>GDss0O<4-%w)5ippN<>P$H`gL&LUyJYP2)bM+$<edq1`O4#>qYLD5pzIszwgK7
z^YFHswd?lKuDnTqqM1;lX|q{vxnGWPn<*0`4D!H4oI2V?NpZ7)rG86B!2wm}KRrQS
z6XtKfrfd(&!-72(dPmELmS4<}Zvxr`d8HeOL`$k5bV7IL8_2^!at<gh(sU$`3VE1g
zB2qYP=$0A0#^{x-e)#n2%RYWY$8sZUF%Boalx&EeW3A37KEIW;1XZ`;HQ{tC%>q`W
zJmo$>i7{(66|IQqVDRCsAJKB+*mmAW2R$=rzmkgg&ytK2@geh#|IKZ_$ahGFGs1PX
zw(b;qo#=G^rl|-l;-`mWoT&l)a-l5r0hh=lh-t9{yh(^@aikJH&J&v!7dP6pc_A-t
z#NiZx6Z7dly}jcP6@^!?LHnS^>9>$ew06<nH^5Fis^!FpxZx)zq($q)Kp)v)uth({
znpSnJ5p5W|g02r-CE{JUPqmu%8(ajDb`7%Nq-v0x1;(!juUIyup>=ydA@39uQ!QDm
zfy3;+IIl$VikyrC>?gCAM#~<_5xjI&2`j?U*9~=rbo`1h<@@-(o@x~t?j`@g<xC@Y
z+O{*FE7r@6#L7}ag5p$|`KET$^FA@k@~<6eN=F*vy}2A!fXRcJO5KKg2(H3c$!8bH
z(y&U1iWa<Bf|NlV1B?D;Pq)|JKKCxC(nHlM(J<C$B%D;u@mPSc4lnDkmg(2H5Bk%`
zQ8h^?hkq2VrVm98Q3aPqO85K#7S%Bs8N>CB4ePFVw-F79E@?4biWG(LXTdevW(VHy
ztV)GwCbpyipSqwc_r<bMypt1MqE|_Hrv!O7>o>cXy&DPhmZukMYpJPmY*Po15&!2r
zdrJ5YuNkm35#=ZqeuD_PYX&58fa+zHxjPm`#H2jW0`W%}p%%SWw1OGhN=`Y44Im-?
zTsQBcCj6E!+w(qc!W;YHLagy{W|_XajiS#kt`sROPuZy*cUqE#%Le=_G{Is8*CJ3*
zwfbiF-n|54m&$hX^gzIt9|F(ig)|?-t#GdaIubdHH;e!ci~O#T626M{Xy<VMJ6dtN
z^I3PG6i&%lyg>cAmBRmBbW&hb@kNoN&WkX=+lA{c3pD4P<2jS0und4A0CcGp*bME@
z<bVABT{lIIV(Je3By|su1!3A;eSQ5m>dezRWFr|FnXtZ~q6jNu$58P7nj_+5dB<L;
z{Lk;*-WBE08HfZ8_F?pVvB>G!x9zCxmwiWxIdrgEc!wtaca3W?_YfeE<6$*te0tgE
zj7?M2`1h>TyDL2<4gvr;gF?@7C|XBRsVD>zteqm;2#&LMr<j<S8<asn@wTJqWoQ1$
z&%Y{E0hYnT<l@DLvX0uSs*hy{%3RD4;`Iq>iBgGk=k%B=?hn^mkB^T}_`((|aOR9I
zXc9hmb{Z%|O5{sOO6os+^r-#+q6Gm?I{w0=y*a&uohLoJ>&qMd<&UK2u{hEJu8nI2
z9EoKv1Ex^AX#dmy^meSisp%M_<`(`tIoC4je67Kv=lwsV=i9O>*|6!)!@q5jQY7O(
zo&vha61(q$9$YiDwDg=;w=ATq0mq<68e>w86pL?c;3(i>y9DOhwvGLCbb6%?M+%rg
z1kkoId-MJh-^r628y^;CXRmErB2E9XM7kVMtCo<M-5e~jK;3vxM-J!Vt~+nHZHBDd
zF%MGBH%mBR%J$PoI+6PUM6vJz(6O&thDtf4oNp*S1zJb@<fY6nAWn`u8qfCY#ZYCn
z^-X;%#{nC!;b%xt61aTt@~tOj_maPTyB>#VPj|5@KJdIfU<2)Eq1xJ7P?5j<_mm*^
z*t%ESn4s_%emL#-wRPz9gRh!d(L)M#_h^LDo7vH7fS-&lbUqJ|Ag2Q?g)YSn9K=Ep
z7DG0E0Q$h?4F{C|j+QDC?>W^$<INLxTObPv2AkeyzkxuC{5NS|KywrF?+7C`dGTu9
zs)Gk(7|Jk>G5y%ntJu_GugXW{s@Yxbb7LPOs=e-Si)h=tRCOo+>f>o`{m--m4X*w4
z;Y?<yh@kochKSUyO(3v0zETNgS9HyyLix%BkktX%ZV#4s+V9tAm1et2{t^E9$_}0b
zeEqme$5hQN`wH0;pNz{6NPzaH&lJp2^2?1jhL~&kMt9}T%PVUxtCue-zw8cGWxjgj
zMutDD3}{X(w5pfSMVe`<7R1tw&Q5OJMG{cG9sXMzOIfEjcT_U|)wZdeZ$0lD<8Z3$
z=0LH06s$cFPR5ZqIki1RHLn90d>BR8pY)>Wu1-EXhwXwwP&Yyh+QTa;oR-_;PfKqZ
zOuxqcvF^*{5;<0f0J=~;FFCA~BZ;?DotS%l3$@dB)Uvlj$VE(t0Xx0kVoy46iNqRJ
zv(0)a-qz<n`-}Y$6+R+nP3WaSOH;4+3+2P4=s9MZ|J+gC05~6iq{3oCj|S@yySO5a
zkfV;!(&uiniBLuPMHFFTckt$PQZ?ij;ZDYoZK>>SOqP2rH6@ILAibI6Ng9*><Uy-7
zXx=j4M_7zK$#P(KJSTnlkq*QekcD5Us5@`r4Px20A4G5f7#*CE()K=p(h2vX9v$uW
z_T4!Kf}F#Hl$z|6Fel?yTxA4Bc)fpve>k~iy6u{>c>dz^PW=WF=j2_<cgPia?)>WU
zP9WtkxjAzNEmYN=5y~?I=9#$3$9JFMw?^75EgL1eN*7u=D*Y)1io5}-WtW_o7r~g(
z$dc8t6+U%J(bT!SU{Ks~Apdq_%K0Y^h0-)<qb+Zfs*_sOV<?$n&!YQZwH?uD^~VS@
z+K9xy4c^ZtRkCl}duZ@9xgfJtTk=jvz|n)6WJuzxOPx}15&}&X5Z2E@SpO6Jha$O`
z^OH+77d{x==zJQ15CC9b|HyUs7XP$up=_O9R6*9=ko}%ti;XyXOG~JA<YqkEGhQW4
zHUZ3HNL-I>5<5y_CRM}A`reDNx+xH`A;C~s;#4EHgJ*yyL!%ti<EYY7U+UD1OTV~o
zwHW@0T#~d`9V}{7M3J~jQ#0X6|58KfCaJK@#7LzmKpMhsT$H;houkm>PBG&%U<H4!
zk|r0}sB)FUhQSf~?CTkpMyVu*+#2`8Sh|@#O_lex9xxr1Oo^H^H($LkRAt~J?2m3m
zf0H_z>{hX(x6}daPRd>4id9qWJvA=#dP1JQcKLH$j?=0uY9_f%`)N6g_&7oOowQ7A
zPnhMK<<J9*aT8Okmp(?%fhRLwZdBpDu3VzmzzSk>9UK}ysx;jcuVEt^FNMj-<$B-4
z=hc#A^cbN<B$Ov5JKQz`@sy_SHQl$ZtjE0SfyFbuvgX~`rtzV%EVdPs*0{iUS!tn}
z9y>T}T{LUH!P;LMxQz*HJo58rALqCu-S?t)Jj>lk8<OZ}Fb6sbQ1ZVX-QI`;@NXgm
z_bfLo)~IYJC}Qqq?{iX=d#*sA7J1~b(P@%GiuMz%JHH<O7=h>4<x4E1gNx8NCUE!+
znn|6##w;&>C7-?P!aJRY00Zu*&{VTy?oyogjB+8+-58%o9$u+)KY?uWZpG`oMPMN9
z>S-4ii(b#Sr3qeE?^2s^nRs8<HF3y*k6{JkP+Q62s11&j)=OV4pbjMAV$TlANs82#
zXXt64Yfr|Gv`ils9?<3%2795_x}UtY^{T|V2lL<O0E=gR(49YPTiDr$JrnCSI4=gC
zImxgsOGrQ9rWt?g?A4vY9#`Q~-;SYkiW|X#H#|7XLck;y^*I-d|B3Q}5s-kR%M4Ht
zXRs!T)**+cgY6ORH)xKYjQ<z|(OLwv9>H&`m$$R3>U!xNrjQEr-y}-l_AtkK#i)3G
z$Fl|pzz+kZO`{AaHgSj_$(D6hJ6)LTtiE9?-z#$`Rp{*}G^HxS-`|Gq;f=QOFHPDE
zdeXz)#3hZs`}CCekDY7-QrZ)ad|QTzM_J^{u7VpA->l82H50T=rqa9yMjR4}G$M~3
z`HoLsTS{%47n|g%P@bka(A4XZP~u>Cl)~gQXSHh3Yc(3Zst~9Pu3u0e#9R}cB3lRH
z`e^{{(bH4vlmuXpka4qr9re?shuFCk5hWxvAOGY$Pj`w5pA^2tNU*ZfXweE&e%CNB
zs!R{ze>~h3Vj{OeH|NP^Gi{{b*xO6gb(R%UXIAu1>yvyH3sH1KtDOuI&7PhPeH&wN
zeLQCP-4&8PVkkVsZiM$bA)~G0F|Ga`4-g(p06n$@)->Fn6Z1U6)_+FTe$tUjdU}9u
zVd`RHrE8=SgY-X{7|@myagY445*k`tAXEGzj+}!60CcAJr=&j|Zcd`jO%H+M<Qu_=
z&HDAT*fDGnb^L>-9;@uGKTlcGh15jm`YX1!s@NC5>NEH&<MFszLfIq&OEKWlA`>gr
z8t6I~W0%DPpcEE`RIP@#N|X=obDLNG_B*x9c;LadQncY3y^QuDoO>kq9J<uxi_0IE
zCTaFjzw?Mi1^c&~TwJeg=dLNkRjN9BTgExIocghLK?qR<T)uL}f=WL>^Yp+1C2*5V
zyK4=DuHXi2j->l$wbHFGddy026aD>#W*4Z>n8wklS|X7=v(yQ=g5m+ogg;++Nl6P=
zwxd9|3KMlY9$arBqmm{!p&GKySJh!YL_Qh7J)q&gI&>Usf1Va;ecKRkv(0_7K$E{W
zqsreUqZy&Bs0Q@Ybg!r-1FoyIQ9Lo6N1?^t)N2LUnqHG*%DV|o4r@eMYh1c4mut?^
z!u9C1_8wh%Eu!?E6K*HaV%r|;wYN3W<}zgCh3H3Lv@72&;x0_HkNl}aVHdp=+ncjc
z2Opa?S;;>>K&0#KBCp^i(BUBE)P-3mAqA91%l2&Rs=j9eOB*hal!KQWi_}C9^AuzT
ze3$rhEyjC&_K5Yx@wc|<=*mT0Sc7)|+NXTfkW9$n=yWZvf5-N_3`VT((3e48kvbcw
zp?4X&%mLLnlVC%rayYZW92@LApZBuw`!qTkqM*MYV_+np<6CJWde1r97xh?XcVd}h
z`M!kT&db(s9hZXaS3yI}fc5Vh&+@<hhq+khKaoIOtIg$q+Eo4~@^j#7W7<R1%20ih
zRi6?Ik)bzIQYM)9cZE{L)m1!JiSDKZe%aDbY@(dx2HNUYT>ox(%FY_^hJUQ4g%pi_
zq#KTQQ#jT(VC=~y65Tsse9{2_;bMn1r`*p)c+q~ao{yk8s{&BA<&~AhIWqgQ>jDj$
zTr6V$qCkwIpmUI_$Tc!8+tdRkB}=AwJ)%SC62X|bsIKCX@?pv#r_lbP9jAW;x?*qr
zj+jzO=RVs-zW0V}?i%ghT;ArIWoQ0%k393<o##Q187SO{{NZs)c7MbPnSkCySaMJ;
zwX5%Kk!|}uS|$F(prrdDJyFklWU&D)s>0yd2g!SEZwti{$_&wup=K~l!H=H=!h$eJ
zp7iA&uivqLthuRZW+T?e&(xmWgnzs3nD2_N&vgpN1d#YS7?`sy{S*VV0%kw8x{plj
zBkU(_km5ApUD)`xDmFOBzaP~kI5<)xSL{%;bD@Z-_<7&8z@EL3xNFzUS$%iNIY>(#
zex16QjZc04#aK3wR@_Bu8(Vi4r{S|QI5S6{Eo?l@GE%U}`eOa3YNEIgHt$O78K2o~
zrezV$%x!Cdi0k|8i<wQ`*^)Kp6OT`>d6|=(5%le(yoY8%_2HHA2Xy2I8XweO7GNA@
zZ*DLC&OTn@Q;J4#>DTE%MS^m7SmcQ%ni`#ewo02AB`bf*3Armld!RvI2@%*QTCpgO
zV1YMj$CYLp;tRz@;}IG~FdebkRM~#7_O2Q`bIog}rlK@7%>#jUDy+tjE_CYnmY6_o
z>6?O}vT21~)G@WaCClJYm=t$_8t=$xrBs&krbIxNZ`pLVY-Hnj0rxXrudu0aZx)#L
zWj#3R2U@PyDHT_Tu9}%h9+!AKGe_Opf#oVUYBx`d(*ohyAB3@!Kgs0P!(j-eh(ccU
z7@#nyLzQ*2Z1v@>`Spt)c~q|YNEywUS|=$QAOLH?0$e*VV2050K+mo?J*~94Y&rfl
zJ@|tk<bhTs99q;^-yS<?5y50fi2k%6{WI9)G?hn*m^FE(o%2>e)%z@*@5YXO)H!Dl
zkWc-_nO5kK9>w-HBI!XSg;SKpGx9L!^=0r>pN4>t{1k&B7;7vcR0ItSM*Ho;z;W%f
ze~i3{p!?0T5BP(vr@9Jb;^PHD%q-OJ4?Rm1GPnumuaJv~qOlB$%jZEa%8L;GNR=|C
z1TMEZN=T)j!_p{`Hup@M;E|#8Q__;7be;1U_X^e16v;q%0gNmC7{I{lqQicow`jlh
z;-|{f0h5QoOrEU`l_(R{4CTfIQwhZ6_CX~$J4K^mp$~O{_i5G9OOG1>1fJK@+1{Rm
zEkPzpp~=x|+8;Jxa7ZrwRX8&<sau}l54;Q_cfCX7^uf2%81)PcLV^4@Ea=uEob#+E
zh^c7QHpH>%R8(`~o}xL|!k#9FYQbknxL%l32+WiO?RzIjoS1C@(Ax2QF$LU3W-f#n
zEJtyheCDEf)_C>jzdR<6FdgIK--+NG?0Cp0xw$(;4um44RTBntK$s!GCIq6xIMU9p
zaPNKI&B9k;AVkfx_FRhm*@tyEp6^p~RN}kv@%7tVDEknoJ7|<S3)3^a#VXx#40m>s
z^WWF9g-X#%DJWiJ$?B1fHd;5iqZ?!lS@@04j&tjw>35&$cU*R}*4n@`owH|W$=f|W
zfn!9Pv0ZJfSUd0Q#q`r1*T)XlGn_;zLMYMHyD?X{IvqbJoAbS@@A`_pZhW3*t8OiC
zM`WnyaCWSMro^N4=)k?pm%C<lv+-q6HVa9O%z}*=BxYI5-sq=gS-}%3H@5C^Dxsfx
z|4?GM7If^2dismAqAqzksPB2~@85r3smTB~XVbqiJIf#{d+-Hlef*f`cKYR~$BmS?
zf9v4S)8h8q#|td@gc<JBzZ(6q3PO+LeuqD`HLXh5K3<Vp@2M42QoF=}J;RMjDCzDh
z?bRnu`>8my9ZuKoI#D!fTlk#p@1P&eNf5&{t)og_XJlN@`25MTcJc(V4d2ptdD3&w
z%ai7LKepLi>t9ZmB^1e9iF5@!hd=RkUVQlXp=e_wP^6L`id@^Fs;UZK1cp=Lo(1La
zmioFnNi@$bQcSPqT+xQ$(8Gs2Vd`28$n>Q}Y*+XAD_CfbLXAph<lCNqmJUGb0oWOt
zyap&L_a1lf#g9!+o`ktNF?;BkvlY<cDd$}`A+fikDgsm5pc5*78wW8Ppa-6yX2NEa
zqicD5vz+nCB(DQPK>vplT3=Y(pTA@Gd`rLYT=Qw~U*>G!9)7-e?+`tLOUzG|c6)Vq
z?8^lwLJ%mKi7=OG+rI!qw}>$A?Kt$-;yTR&`pE_t!MjiP2My5Y_o7hjI}Let2|sP7
zd!kZ+e@z5;*9`|Vrc@Y?XFr3-gIAQArL>`rIIX#>lXoE)`|R)|_wP4XX7!LOTz`Iw
z6<vcVYq{EQA2ff2u{hqbNkNUXpe*<Ym-_ak5=)zav&^BhAcj0-`0M62gpSPlFWNf7
zeuS}lN1_djZPZbyB5>v9T5{%_R`yISsc0mW-T^onf)a<7$Noh<l#`2Dh=-AJQ@NL#
zyIbSbBS3I+bfur-F9b_6LfM1zV&wCPr<`=b`~ASikpT|+6Qe*aYlziR9B;d1W7zng
z;B_S})nV+5QD<z%o`i<#t^hU72*_woJ=BS0FYuJhum7sCH$hNt&X4SVfv1s^+7~aj
zV-zM}jBtG>NlG_(ApBTlaZE{>j=De263Q$RgSd5&DR+Vsszcm>Ab36$oeWB`b5t<q
zs>9eOw&GX-7H@M3fb>lTngIbki0!xxxED=*A77wH*tUJZ!x*!8aD!yeZ7tU;kzopg
zMF;);1&J!!uM*#mSZx#pY-pJJE$A7R*vFmF{FP#O?b^q6u4FHuv%S&y^@w)Mf3f?{
zoA2bOC-eUferMPRaBwGJ;d<4q0ENI9tf5YIVQgTwWddW+kWhuw*H<bwVoyt-hK4!`
z3k#P5JL{vQecSO~a${_>=`j%nxEG~|_*D}sS>wh1*S&k+mXYp#vNkaBh?}nCa5?Lg
zcsFQa4j7yy*Q)&d7G@3(2Ol^A4pD&GzXOweH$1bg#P`ouZIiup5q7&XCOX=!qxH@>
zclDd!q=ku3lI9QXlFbS&f^vv9ah6;U&qR9IdW^Z%es!Dbm6jpF^pc#2TY=ci61dwi
z>52-!D{e1T{dr4zeiUK6ufR|YWX7L00D7Bx8{w{I(YKi66+a%mA#wNVKw|zH>2u~F
zP~ZH79(o4#_1!x6;<NOpCp4p8GktbFC_|bEO4zJzmt!4&sWdHp$dl&1UAr|~;y~*q
zsbL|#FG4l2iBdsP^l)_N?1<qUjaK81e)WnE*`U4A=p2vbfz3rJEV!xQ38yVT%B(sQ
zKG}eNm&j$gvjD$&&qIEs*m`_tRMT`~&j*j()nV-jF9fX+<``D;xkZb-&U1E*#urAw
zK+Su{D?iKRBXsBMR}uRxFv|^sw=}i1;y~s0h9{Plw>3}QpuN2v)qJiqJH_>v<@ZCU
zD)&i)aew2XJV5(F9Onx(Ks(}VInF@}OgfAQHmV_fM@^=jBDZaKd0MecyT0`H@yTWM
z{PgjM(|WimBZ_nCP&b4fjG~j>#aXh>GBO>H7!<Sb(G*n7$d-7KwWRuw>1JwPD?SkA
z&NdLb-f}i;nb^>9RcV6j>za_h*p5Q9&6k%K?Bzo?#L&r52rtheX7aD2F3c{0m5K-^
z;fzc--qG@9P(1-A@Qv4J>9pYeNsYgx{FkGK%#U9h5)Kzv6%iH=k&t6u4Euc3$;Y<!
zrdO={?UZo7FPn0VNkfHF;`lQu#_PA=r0@i+U(-4>d^~<&cbJ46D2c@Cp}I|gL44Vs
z#207nVrnjCnn|u%6gRV&`KFERJX;rL{<p+PEMNVFs_=S!iw}GA<fTWx&3@Sxl*0IK
zAL~hnCV^G(Y2`A?Fpp@~B;Y@PRxa7+4f6?3yN_sMVfGqZ$*yP5o;AQYM(wWIT}teQ
z#oVXsM;5^%b_Ev58yB7kUwOB}HTNOLa;`2u2&qbj57+6Ral}egNx3P=7Pb%!DQbBS
zFsAn!;}a5W=N1<9zJJQQh5a_A^6l_*W8Ez13V~?1c(?X0=wA9Q#J%;RknFDje&k*k
zxSu_Ql+w>3T>9~_cP)!cOJyE2ecg*NezO}H8MpY#?k9YE&L{;xAizm!?wRYdjO<26
z;2GoLhCA8W+1ZGd#-m}t0_E92Qu#nP6^5SV2O{H4UzL9TX1P7*G!Nime-`BbKXXo%
z?+6295_r-Gip06x5hBMy*bM=yU|yw6_LO&o5v)@|ynObP(De~w6x6&LWCp6r*8m$q
zL3NkVlz67u^eo@2SV#l-P*KRr>JOfBHUvBgV^9Iy%?}ekn=nuMfL_MOM=K1ZRp_A*
zVN<q-Zr8Ug9UdDEW#<s&@;I%aBNPL~4nUe9JnWGx%Fdw*FwBMis-B(z;4<_qx5W4U
zLiA)w57N`q6U7c;0Z0db|MlY$0|Ce>e88}b`SHV??VSBHnE%iSJ8H8p;LM<AbLgv~
z5%dfvX4hH+Hu=-i(gw%Jb2d$3rUs5mIJtd-K7U5ZB0u@RnH~GTJ=j8Ii{Y&8X2eQO
TX%`IO-J!0ct(<?+{NaB9dM;D%

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/white_campion_synthesised.csv b/modelling/data/abingdon-all/seasonal/white_campion_synthesised.csv
new file mode 100644
index 0000000..a3a3cad
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_campion_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,7.32992905e-12,3.2163295079755355e-10
+2,0,1.670031837e-08,7.3280009123713e-07
+3,0,2.68764463e-05,0.0011793225652601631
+4,1,0.0285071619,1.250877401161283
+5,48,0.7400677,32.47373289935987
+6,53,1.307883,57.38913238020451
+7,27,0.7846409999999999,34.429582936651094
+8,16,0.44486689999999995,19.520496417241603
+9,10,0.2823816,12.39073756913574
+10,23,0.13190399,5.787869055249722
+11,4,0.0179219742,0.7864056264042042
+12,0,1.81585023e-05,0.000796784339517333
diff --git a/modelling/data/abingdon-all/seasonal/white_campion_synthesised.png b/modelling/data/abingdon-all/seasonal/white_campion_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..dee289f2b20d6ff2a3f7a045503a5590184e7c30
GIT binary patch
literal 79927
zcmdq}`#aPBA3uOEr2|O^hotE6D&<&ukux21l0$MnCgu=xn)9%zD3VS{n8-2b)11vA
ziDBhDV@@%L&1h_xZQsXwy+7aU^Zn)X2Yh#3U32NV=eEb`emmX0G%~m)z;}!f0)YtJ
zxqZVJ0^z+0f$%Kv-3@;8D8JhSJgNEVTKGNia`p>!@P$J39sImKy!<@e9-Rz;`oi73
zJTJ>%x+t$Id(zd<&l|3$paA>-ULo)0>!NV(X1^u4%RcYhmT(9}^f33|4wv*kW5^B&
z<j#$&CPAs>@jV}epmfISgi~Mh8`_f_JI=b87+s1zbY|}OP)+exT|sd%$JX{tj&1jj
zR}TXO^3LClI`#BP)+v`LmD&k-!NSG2`^Nhnn$qEO_e=x*2m1|88GaMBIJl#Ye3Bk`
zbMC_^?pstHc+0;Jqrttec>en_FW~>*f9!(xd{T;e`O+ucL(KGPc>Hl~&UOVu>F|Xp
z0r9y?1{KMvKYjH)b7bqsYxgh_w`*arsI85`O)m)Y`e{khK}h7&=JODf%gM>f$1Xd+
z>eZm#%g)L9>fH0`t9c2k&Tk=8+_UED`*Zqy{zvZXcYnNeeb_cI4Nf^LB_(s=!kr@P
zYO{%^F#jH<;rXI!VqcyAl8}Myd1vkI2PgmNPOpm=2T+NWFxZH%f4S?g(_YQK+Z(HA
zJsFhhiI8e_8za__Gx2`t`rq&LOoYj-ZaBNOeW=KKePbqmDeJv~ae-M;Do(n}eb|hE
zhWYoZlI9c4?eYVLk3mkVOh2u(hv*#rq~eoFdyZsntrH20Lq!FJg|aL*liG_bC~5lI
zZ=kMEZDJN5Q}#I8M?bArYa>7IKWuwUGo+HC%+HgRmE{U<+`F#o(tEsdb1tRsPnS#@
z#Iz>p_uE^k6Cxv}3iH2O*?0PC;Vw##2X6l=E+0-`f4iQrE;c5sGaC%E@gFobuouZS
zE3z_}(0%VYUYGAP^S!sqQLOCDt=F;v>Kvq+LAuuXrW7>pm{N>KwOju=Ics#crPkE5
zBRoUB&z|k_njrX2HRqAGpR1`nF2NyLOZHnB4paMtigz;tk*4OKI=nDi<(`&~)8^PP
zh=>wY@SGS4uJ3O&s=5nea$M{S#7IAMV=7vWwbq}ezyh})a4%`hNmCD$K69pRGZO8$
zU_2g7N{fk)AHFgX`XyrL9yKv>ozI#~as~180Ny3NDE~pO+VE%FcsgS6t7!;peb|37
zKUZ2_{`C<fUScrm1WED?a;rZ*vk4=EU|C99+FPb)gl;jYRF;%Y<q8f`)$DplgQ4U;
z)V=AF#d}MS(0d%Yy}H9amo?5<Ym|#V!yjW8zB#+KWY1aLrMqYU(a-yioO2y6wjHex
zETNO}Goj9#YyE~wkG}17*^E_aGV(vP4=l~ohqzx(z~X1WqO>m@?!Wfy)>4Ng(ofNb
zPjI~ANrZs4I%5pJ4t_P?r>8I|sJ(r#JmAdMh^Rew<&sFy7P$f!;{pG6=$49hK#zn*
z(8XOvH!7#Mu3xl(&}QPbho;+O)4G4PBJJh!k`fc=oHU7{w4M+!lxh3>rlSTBih8h(
zpy&f9z7FnVGBBJXFtw^!db}0W`hJj>mH6zV>kAZ@KfgP-=D);W8?b`tRGxGcf_#m@
zuqa*z^yfVpF7`w|q#Mn}G8^4k23Z`oN7^nnnHO42?N6&z@IfQR?LzwXuei;8k2|aN
zz1$3TzChq=rD_}5N6xC!C|xTomEh9z$#mMWNRyO~Y<e%}5MN-AX?m@`timE`bM6NO
z&>i@(zkmOpU&u`lm^)NCg$k&L&RfiVluHjJ24`zcB*>VDkX|y^hwWp>yzFC&I3eqc
zv)$v5ub(AUx#xmqGPK!e^GQHldH%b&m*1RfCCND~WPQ+F{pw;2-#6OUay>P*!y0k;
z$dNRK9D1sO)~1u@`oIH&99v7+MALXMYOb)NSB*?pE=j#*XNT(F?fxY!LOu?<jSo-`
z%;G((;jvLa?%DQ*5)%BUQ)=+bEkTl6B@KGr946n~N<PNmM0!RXG(_SJ-P#r@+m>&J
zISqD5);cl#{L3opY?6JzYiL__5mk=R-J1{fPx=<w8DO_t;Mng5Esr1BjdS$@l*Ro5
z)%y$o2-%k-^F~6$(Q#F6beDdQkvF}u@^wEJmfnpVwB`36aUYMoru<=)y${}TBJjMX
zX5#?K%kuu0n{mFV3X;Dc0aopXO_ckZ*JXo*UTFGVYe23pTk7t8YHJ-JA0;TcybHd~
zq(2w6^CmLM{!juQQOf%(#*wK$wr=)|M{aX-vlqbzXWH_sqbm(WijCk2H4_eticDkR
zS_>t~l425QGG}y!np-YpKiUvn!Tytk3F2st#LE#%7vA-TO_4kZcqM08nR~8Ve@@-T
zbnMf_{Ka&<rOnX17lt*Lx^(J#l*+Kq9m3{Bc#X%eKUy8{iuvmkx8rA#%iASTBpvmb
zh8(RL|9o{Pb-N*88{8#7v!n;PJtNus=cN?N!o#TYB9p+`rr|_uddl@EnhUM`3V!TE
z9+V0;xHyi6BfeAgk43<&mA_WC+wG)p9oGo*ev6#LS6&aWqpZWIK11gaClY3le_+ra
zSlSU1b(vt<e+{G(4N@qYg^nGs4Rna*Q+m_*5?f?II0gQy(VQ?t*(5ZqDJxut+&C)=
zIr$YfR`W|(Tzsj#db^;w?(4mHJU9SkR8{f8-EO&QW|K{W1?KA21l%6U(8=*)gEY0`
zPfG3~RQI2sBiwsaRdwl_UPKLZaMm{x+S}Vzmo8npL?je9{OLL!ukJnh#Qpb=w?r5@
z7o5Yq5?8z@b%uM>)MGUQ=6`1NvKZrm>Fz6&Exo>>p$&{0P||$EwpTlPDKB5XEIy$g
z@L}W%lEa)xqr6s`-fJEn9v;CwXOKF7_s*SFwA86nEvEGWFlrrz38q;-05fFHW<3gX
z3tJ3ENrrD^FtpV7Kuz(abx_ZQ=4n<{kAn%bn`La70#G4CBpJ;+1#7yNrlKVSBnV}W
z9j94TujVH^dIP|b5EeloRJzTKvB87{RhQ9zb5hBlg1{lnudz%gcm*oKMhEKS(qya|
z+iMiUaDCBwv`c+@_*Q4V7oupypHy3-8!J-0zBDXKV1pyL29#j4&-&|&gEBv<SH}Gw
zyzQXiD>}g5i|2{2aPQ;P4DC7Fc(V}6nw^`gGf-Q|;_0Xg_~-0d;hG{9FpF}fX>v@=
zEem8Q7_fFNdWu)mg%yjXwqr_<Rj@rNR{|SXzl&!}s9OxDbCg`e%sw^-1{2#futN+K
z;|^{s$v%9ctGnATE%Z+(aX6QQc;49Sj6>NvalD!~onMklYZ&vbRAKh8vs*lEEqKa(
zdBic^pBT$ZLoC-8-;6sJTwMm`3`dRIC(fj#BiXghh`jZeNX*F6G8iklDvEvBdP2dS
z_veV=Yna#M#sT(j;SP9{^wxTwWrcIEqgU;0;%UY>g4);{#@Qxm+v4$fV!#QFpwi|5
zab=GcbW8E7&fndGp#I?yW{}I|4kB~ACry1A)V=~9WE-o*3xO*mS=w>f3``^Q{POW6
z#`*$hvlW9Z3<IO6MRsRqL`(Q4QfLpRhFidzu_sXt@09qc7pHw`m1b_{R}P~sD_!qL
zz#XZ{Y)X0fQSI>1GTeAY5BOB1#h)2Z8LI(d!OInl{CC8P9Vg!%I?DUxyo;o-rsQJ^
zHpns!$=)Oil2uhz+ruwbEAWrk2L|?hywp~UYdSv?JvT65LJDWXB90-YP(hh+dn&Qf
zwm(Oow!6B#yxazxq!7qGqI*TNTIK7>iX<P(Xcat8{7P@a+qY9=p7yc;AHqoi^_*0A
z?}bbAj=1)4*_z2sUrZP?K<c6ERX$u&8+YK&(ql>dPs7~)R6lItp^A$0f0wf?|F%y$
z8K5yW`$SFq&j2HuPL>VbVu#ULj0pr2x;T(;@T6PY!U)yu3PmOHk~FTa*HfDan|;e=
z2!<yKTcBAo&7+cCHd!Eb(HU2zA^XPFUQP3A$Mi_;%9`mEI+*9nkQ4wgeqnUHi^1pC
zZ2;s9yvN~1BXHS5*_MZ#$@mi_P;q?aZ0iOPY1VHDH0b&ttb)RyjW8y?_O-^J+a$I_
zTa;?cY4!N;qifxlaY0XuaGDI8hz|CQBxfbO40X{VlHn5^9NfE!Af*My?26Unf7QfX
zt|uz|C~2gBq8T1>93~~oS=*$C{&`6gjBO=1j8-`g*YiFnf2!&jiC?GjirP#HOph$J
zO@OVIN}z;u7@~*+A{VO^*zA(%KVQ4o&4-%vs&GWX@2|vW!b-|W<GF^CBsLmGsAI3?
zYO9hKzQk+!7GGTwueT#qdr>_uJN<YgE%3?;6MsypYrS36UT8xqCJnA$%=?Gp6FBZ~
zUi;c|XeKu|7lCsJsL2+?qNgyLI^Rpxs|7BT8`1on>n)rO`lpH}S_5u$LV=l^z&oJX
zGX8MaO@-Ruhe>6&b$%Co?Kx~#8k5W#<4`B#wb>TG)AyZScZ8-p>XyW|a$MJUIpNf)
z8l;f*2IMHS<*A_7JWHxOH$8k&I{txyYJ0E^z$vx~4kfCHI4c5~H8kSx4z^6O`f^R%
zzE`6YZz?M*58D&y`0waVE`X&@?5Lm9fK@UMFs<E6eE8ojPhckS-?iE-KI3WCW5kMW
zQ#$Q|8|f!{y`dUEfiA(YM-id?9}sM`rFUgbb1kO|TB6NlK8~*r=t))WXKqz6P^~zA
z$mtUi_aQHQxk$NDGDxq>K<2en^CNA5IB%6nc7shmA1Wr@9T}Nu`H&!Vz&9i^8l~_8
z>R=y3xkP{7-J~Jf(FCwvtn8QUn$Pj9ktFuJv7ni_Ugf8|1*GZW?iDWDGG>M6y(jib
zrB05qIqV6Jj1MO<*pZM5mL;zza{8rI1ODhx;B(k$Wxmc$L$GQSg6&YUgP>m3@^o^r
z7*cE^?_RkdSD;-&UKdOL5!ps}*oLmQw-dc~NExm)UNn3-&~!W`GU54UKF#EpL%m(Q
zZ-NQgc!as31uAqeiypGV>3A9p@NQ$o6~mty7x{08l+(5)y~KzCh~UfUyL_*>P_>tG
zWz73}G6RYmRt%x|h-96A$@>Z>&Tl3Z*!_-ZFCuR<@3d+5?+a7>Qi*KDuXn|g2!(a+
z0H0(Z5n0-p7uDTV_^9S_{#N`9ISlQc<9L$iOX3d7zU~o(odbIZ&DyK6>e~!KTbR$K
z>KKBmkZ-^9(9y8j1oMXYiH2Z!#FGSG{-Ozu5*M8N7|%;~as9HI*JML!msW?4jp(oq
zJg%ZAJIT&!TA3a%PWY}kjBR_r;3~G*;xzpF1ZmX0L{5pYR@NaQ<BMTkAJTrh>0Pqg
zT0-p#50|DK*J5wX^it?VSL)m6cz@U71Q`6gn2S*DM1?*7J<(x#4pL={)6WCR+yQ^Z
zqw@jO)aXF`+)HVh6ur`#u#Jk^(og@o8ULos+t#@PP|*7aAPS>Nt(4(@4=`!nu+?q{
zSDL`6hI4zFYMllx3!nP2y)1aK@Ez<<;j!W})xH>T>D=MV$|awW_xGnPErESt3~<A8
zEeUm)fovBxSHTp0PUuNmm|FP4FJIHVP~YnDT6bwF=IcD|PpV9cmj~Ewd_wB+^i)df
z-!l_dT6<m-UWK>ur;%_9^i^f^Pi0--lof2JHkCSFpIDM5gchAGTk4-Pl<A(Et_;7(
zFCuFM)m&-b851YB<%6Buw_Z6smn^d!f&s@>+NMUV<MUe{Y!w6>KG&T;uvG9biiK~8
zheF}5qwsRZn<X$Ir6qef!v$g5oRu~~y)dNeV&0bqszOE$yQ_7MuX1xgzxzZ}BSR^G
zT-LGp(ed?#^0*$78%<#M;<5cgDM|R==tj}*lq(9KnP}Sbg-l1%IFZIzL7NShl-&+&
zpGXIF;t?rIlTz8As`{X(^*MiR8fM+7@3sy}tV%Tn7Jfe^y^j`xhLi1GJKHM4Yc_Rd
zwvNl3xqSHnwUL3U2%QLHoS^%|O49#y?;&rdI=~}$_lvotPNgxb{!y07Z<G{rrq-e`
zg3#c&B>Gm-4^nPl5b+A7j4omMv8NhFTRWEWWpwVeT(7{DF(Z$9k0vvmP3zQJ(=JGa
z&O;%Hk%L*@oHql%$CVR#LOB9ccKRZHb{QZPAHM4e&Rria5TCpabC6%?;CYSGx#c4}
zfB#thMAN`gL+>8U!PlhNXi}{G6y0+5u#EQuV`d>=eOYrPN$)ddn8u5iWmz5)4zpu1
z8G(`3B2MBLA3m`QUDeGky`{Tz54+GcUN~}Ng2N{5g2?GO*^g<oTyuZV`^YYAeeiU=
z=0eu{RMPu|glxdla+||uI^u_y$LrHhA8ikFTQ4O&I4rZvx$A++*M^SO<6l;M3NOAP
zZB<3up0(8j0BpD^j2UA?MGYsV73j&=e!C!KtP*4+VYc@NpRdKC!~As(95yps#Egd2
z91-<Gpw4RUk<l@&VHKE{(CN2I?F17V!SqX58&4gTdFQybzGO~j`S|z{k@qZ5C4Y6I
z?lE)f<SW3}RzQl7r%+t@%0JKhjuXrfl9GPiNRMkojyiVHK2;!Xg82k@PgmJ~<ZaVv
z3E(v6x!{lNU$6WX>2=wq*RS}BVY=0!hVorEudg1bNL~~<t`rdVVXY30)Cu{pR;@BZ
zu7Yv0Dl?twxDyEd;9>`aq57DT2ePAR-rTKZqP*d|9)e}|8&rrAYs1oV*%C=+p|Np9
z_17)JUdYrlAX?o}<;eber>Gq}BYE$_h5iBQwxn<HbZFNG@&)?wG(8&^sb=Os^c7<z
z5*5}N1ZaJ1(Ew%NH!?uOojMm5I%wHNSvu}MmIu#5%|#BJw1TvwqM<VuM%guVd{SKB
zC}|=Wr97%t6u-?ZR6!|>37ftpLG91W9dx#@6jiVzo9wFg5W(hE#1PRX<)LmeFQJB(
zr4%j|FaIk0+0A~au&+F<r8>Nf{IfL~L5B{MTiu&#PB1mRA|g~Z2^5p7rPCv2`cM>M
z>h+B3&8eA<Jtrt37bqd+OGPW|o;bo5ZtF*RTrYqxq-{&nY3_Nf6X0fP(Yyi}op*6O
zV1`3@jBRdWEm&6OqMboB<N<oaU3ZL>>*T)uVuq7)BPG#XMteVTso-mIOL=)yHNyeX
zdqm2>kA3P9zE>oxN++HbRGz*w`RcN2KrpVJ<GB62++K6AJC^@d$ns?oZ#3isZ)J`_
zn$_=1(fr%d)2dsTD+%;EI_|LMn6@S>Sj)vkdEWWVKG{;Y5_g0qLEDw=6~SUvyN|HL
zPb?oRjv4mS)zVJ*hF*Pj?d9)bLC7<{ztx-0+wvuAf5db*0N$H0`}3ofZbwS#7NtE=
zY1SuOqx>zEzl4pTpY#Bvw7AP#_9zKQi{NN;Hsb^H9Nn~)|0!2VR5BidWI~sN6eqT$
zQ><^INU^3<VCIU;D{<kYXjs8lleeVVPOY+TS!{Quti8H6U6+Pc!1&SeU@JU&iWhdc
zDoU7u<1|SE-c}P$K>pK3H_m->Po0c}mX7{}Ibu;$Z&A%|S*z)f92WYrp>>JHb&Fql
zn5ArMv_~>~6Nglb&_?v&h4>UO+vP_#q&;7_x^bz!%5ZZ9PHSoZR5j!&)Ed9k&7-2s
z`-~$B#lcIP4K3{jr#@>8+y7e!j_6dfKfe)|QW-oPh#Uf9Bs|BsRMPOfMNMjj_e|$n
zCFAsxLQ2#(_VN&*C%2=#r>53W6Lbk{D{q<O#1wMfdF;}t_R&xk)V=<$d;JeN+f|I~
z;`$G%`XV0a$wF37`IDlw_W)hgv@-WVZb<QP6}6_k;PTLO_dXisbXX|oLiY#Hwa{>$
zG;=GRZg{#Tx<<84BiU8tNBO-XAUcjEw{<mnTmHmqFMYc_VPm=<3ovL};EzTrSJz~i
zJ(A^L*4D!!xQK<%_GFbet?u%`_NAL{HfVU<&fvW&cMu)A=__^KnbaE<8KQV+XV2(N
z@^xHf=yOXE!X_!*{-pZ=jSyuxYWUBebn7z3;d+537Lr5dsEW0S$d+zG<?`Ha#!FE4
z$0-Q%zp&I9EH5KhxwR>4(xOM#c<F|*t+<TS6b5ebz}!+s`LKOn5HVI0zuJDmZMnJ6
z;vw_Bq1LKF+e3WwbJAvIvjsE<dVVQb0rsMT69yIAVKm5xyZo2~sSK|OzMu(5iX3<q
zqNuBh5xnwBt8XIZt}noPY8bhL_M_YB*<}oMamz=X-xWxrrKBh-wn~F`cFzMSSlx8h
z)9>uHAqS;*-Q01q3vcrbbxlFJ5-n^0NA7aBqHVWa^_cN=K)b*fxlnt?^0=Pt$r*<o
z%Hp3Wn~yy0w^*2?!8{>cUi&pt>b7gUjz``X7J9!B|M%cIDH_QwJ!}U$bN8%+ePU7k
zf#LK-sP!PO;Ge`ECw!Cgt-{q^zjk&u{l@z{XgqhlE8Xf8p~@^@O7{BqBR&(QIvbgA
z$tC$4%HtCAk>p-_{9CU2%W~qq&g0WdPCqL0f^NfPGihVaBqyN5&W@G{Ggfx-M6yEi
z$m^nfs6tQi-R>ph(?IwCGRCZW_(5vqv1LVj8RPdmo^m$tcj-T)E80{5T^(N%g6H0%
z3(X8qee`|=`}3-_bg3HDdrgfN;}n+x#d|QjZX@2CSYNj6%;1qRfdRyOZT|1p&PAKd
z369;|(vQp8FD$D)(`fZ@QZF$q!B611)n_ejVfOL+iNo<}fa4;}KMz6<rU5%gM`<M<
zx!u<JsZ^m)nOs#_D9KOOq>nff6<kq##qDLMPqb68ktHI}F0pB5qoI~;`$v2<9C?M4
zIk(RbD64ro&Q?CMj{TA02|iQLMb%mkV)H5$o}l*Y6`0tLB?*ad&5J2+3}e{qrDE34
zN&9JQZv|Fm<h@~64=ycrNmFUk7gmfnLWRx!8~+LLyvw{c??9n-U$yKLRl%yE7wbg|
z%d{%pSG{$Uq_J~tN{O?_Wl@<o%sjd;XX{#)WcT$Z^D;Fe;>uAKF*ZBtO;h<@9&HtZ
zjF2_t0g)i|Qe`D0>8xI2(1d-L%$s5R^K0|J+BRWV&tQpi-HOW;No(QSV$G|Z={b`s
zh9|;HhO#Ol91I&N)1*Fi{Ql~Kash6xrjq$eScKmk)ttkt8=GQ3z^QU<xrrTO{pDqp
zS+Q`5^H5c!vTrku`1s83zW#o_ahG5cUlsBvkgk!m-3+p%S2X|Y(aMX;Ql+;VL)KF#
zl*=<}PBsbjBLQ?1I?%=3T<|7SYsxxCU9zWd^5BnCzq1c5F33P2;CRmy@mMY%wnOyn
zdo^<0H}Q}Y{KqD8N4dgbvoyTo6}g~?*Gnk;H}064$Ax87Nat2K_xKJ`^j<;#N%ifz
zV4%~^S2^a_ug@C=YV$9i5|Ncvp%aSA|1!$4^0e?BG+b#J6npNHna=k}ITZPrW5*}0
zu)6o{u6VVx!oufeQr`P~dvU1u512m%YHBJfSS^+Yq&1bRs!O-9y%qU8wlN>^KUMf|
zjC!{KAYF2M?u)Q)Daj#WiK3T5;?IC0@fzvbydR#fH;}O<J@?%xbje5;N~K4?RC;Ki
zrGi|L-A7w%Wkw2bO5sLgS|D!BpMD(nV(v`5#x(1li~We^b#yFzChm$FMw9kRqIljI
zYI$<#mH3rno9DV+Z9F`QZ{3FDc`ZF$E09zFBF0CxFUsy5$*Eg$p@k5`nG^$^??|gX
z{L=Ujdz6RsF1SaP3Sg@9<;X#7s;J0X>2R5pdMD>t=~OyBdm`LAamuIT1j&P>EtuaJ
z4!GZb{8%pAgAXDDd31Fr0=epxHtIgjq+$Y#JKvSJeBIhAcud!F;2gY24~J2!QFMYv
z58dwmTL!3OL5g88Oyb+6U|iYBSX+eviMwA1U{pEOJ(raCgPg|3LW!Ws9WL4dFg$HV
z=&T~$4qA;@a!t-=Odv5lJ##s0Ch~$e9uBZYMpVlnu7Li;jt|iSdoP!ug{x&Wo?kVc
zAIN{tNIyrn%*c9@)no0^|9Hf`U(t@@_0+}hr4(%>hg_EFCA`m$5WK!?r(Cnwa29K4
zb5sXnWYuHs2XL@R4V>We8$F#;>E!MA--|PVejgm2g}8Zpgq1BU`t|NCYuitSuG*@Y
z2*c1N+^BfeaB0|b1#8si7aeyWr;XVGiLQY_2EPLvZ07N=%;#Y<tL%XSbDSwK0(h#q
zl4UW#yCU`RK!!$CGbf)4+H`hy_WA-B&Zg?|;2&bryLZz-kv4l7UzJ`{qhbyu0~;V8
z6A2!hz)+I+9Ru#;FfbU+CszZy0kp1v<mkvh))da#;)y?@=9dR&wh3z6%r$LI$13oV
zX+SL2AUlFNzhVyd0G|d1c(!$qhYBqp+S4`oDw@i*XdaGXZa5q``L(xKu2aK?;)P97
zBq(bZQ=}=VZvR*R1}5z^fKLyS<1t81c&>d+{ei=W5A%%?v+f)j{@wXrZ`}Uo&8UI^
z$|$j;8>Lx4K;i1m9*nsZuf&=jV5ly5IAZt_K<;hqD5s-6@O^mFn^V^t2=_ky+gY#g
zra>5?KZlK!wkQEbovJ)U3J4nj!=xkW4|Mer5{Yw^!!Ap&U#=_ov3fToF36LyJ+jJQ
z?ErXpaYIAHY34TY_8O^zD0cbqbz^|xJG8-Rtt-JCG`ANX>7~yEpHT85j;#X=>O+3~
zQy*5ao#@b&+1h|ETDZxmKajY_cu37ej3%iDI2FY}C#w6#i0LcVM^HBGWrjE?ny92C
zH3X=6cVWZY>{Xz1!^Z2XDp<OrwkA1$Rb>2T%5VJl(V2;J^{7~NDK^sjE&?fA#6rQ%
z@g=tw78ZDmzkmsB`Uc~2YaRm87b|zx(;80-s_C#tP^x&@?5vy|HRcvAon!N`9vsg#
zYW|DA$A{SL(WTrKX7|ceo2~HM^mJ+naE@cP$1B}`aaiBN$u$ACTR;M3@_9H8zb93N
z0W-4Zdz`rWbg(?7>corTATE5EJuYuk^AmhT4snuW=TL&3*0MjbO#L;55{2AQi|X5{
zqx1;>0<}1hxWh?ID>1>jEl<wzH&9Ug6-9t_sjlQXwo%HgApeU!UEZxEo(Q$PhBg%E
z^AO`R+d)VlchR+%o#`)^hOr-r6QRja+xh_i@~d*{ZeW6RUqkV-%DEZPLzd2lOgbg)
z-UUR1@S)PFXhF@jH}7|dyohN^^qHF2lMRgxu?UET?)&TiC8k2PEu-E;7p=~{fqt{f
z$uMn{@80Tq@bmkq7cfO0CrlQ7^|>Q<t0mM<`FVsX3EeG;{ZJ{ZX$btvfijW<OvW(k
zJ*6#%F%tTjZc}voou*+*c=J}L;<Ri<JKwG%i?YnyH=P_3f4Nxdn40=^_GUouSPr2y
zMGMAYmQmTl4S9R9UF9Bn*ncWyJrP9~QD322c#W*YO?MWx^TT>+@H4rYUyASL5I@k>
z`%h!D(D!7qW0m(h%ggV%VvnO4{8&1gic_{BjJi<D$rn?2GHWt66Jd|3SAdCJ3TIiF
zWj0F4I(9}qBWzZCTr3E&{|Nm&S_Mr`p>Lr{zrbc=Ef^ww%X?(hFixLKFh=wEirn{i
zmKVgad=(Bq=xn#^&nb<SrwbK4n)Fh-n&~dgDzch&HDkQ3agWva-1U^kB>aRBLVv{l
zi$=Sr>{DOBFARn%8(pl#$)74_ffv$It8g6mQX9KgfiaY5?@?I16tptQ(=Kq`GH3zF
zYQA&yN)La>>$8+?VTolJsg-SpuiQ;1x(~;&Y)ffQ4_rt5H0gnDivP;ADh5!zYM}|%
zV3dLg%(%uqBNMs^g$jlU*2A{KS^w?QpVbb@K)VS#$`M~jXM-VG>L;pu*iU_KNKfx-
zWgA#uy#a(QEr;PmX!_{7D?T^C-Y2~T^0_XyY~D3b9OQ0{4gtR1bZ^uM&dikPZUwO%
zlMlSUnw)_$2MXO#9-=e<_7cb;olb<BSQ!l{-g;{3w+|$Abk<H?<o>#^D?w%*9Jgv%
z<$D)D>Lzi+J2xaJvXsH|q2@V8rNay5z>J=&uC!}bXF<>i0y!_Jcyk9t=SEqky!aJQ
zzZe~^e*`qYcMs;dc_&EM)9L?{4f=Y5d+FbYiTZuXqvL2;3efQ+{FlcpfnjC>4)KBd
zKrhy;0`fut6Hqzh>(K}NzY<1qr4DUtz&ke&uK(ZbcNv-pW~X0vd2OIND?}M7yFOm$
z-+%wsiEK>--L>=G+1_oZ+S*!PG!oq34+Lc{XldECMGKl68^3Gfuo1w9GE!(*iR8Kf
z&&jp_eJ04>)I6a5=Wz27{*%o+8i9PHwp3WbH>M2|PwUi)iTWlFyrNXl<E!^&rZ2kw
zJV~O@Vw1R5X4j7&Kl`%v1~aZlOC#m~cRL=L$I*SDTC|Neh1H`#O*?({{*0uM60ok!
zfJg6Hw{XtOXuxlA;0{+oPa_)>xN$J>(D@zP_3FO(77;A(SrSP-`HOP({8Xh||4nc}
zZh>*|@4nO_RO1D{^Id&?e>Cvh^s`6j_VtCYwu>f=3jTMOgOpyrN3wEu_gw*@;O0Ay
zOjdrL=LSz+9+8s1e7V09(zw#fKbWb@Po>ufQUfA0bIeQZbm_x&{_fn64Pcl4bLXov
z?+HWO*5JOrsSeEl?hLu>d`Vr;Vt-WL{#RB$XZt~UOM~~SZUIl5e~beh)_L$5htDS2
zOcx>|Gl3y$4y>=(aTjigC}UIPxF*PHJY^q0ouGf~;q>(MwQ-@1sfK4#y?Q~@|Ia5A
z1C!l111Y1k`ejv+aXp2`EUw^t;oBN0;vgr3>f>gTfY6-hf<ui~d!<)|6<Jl?9m|z^
z_&7Nadf)hF9yAtsKW3QiKe3r_h4U4GH_Pw;U^1F^7^R{x_45Dml&_YW<jAKVEOz_8
zWoYM|h?3dGg<rQM2LYkX1Z6}W{><vqIsSK6Px=!7&kEPRpM1$G*Wd*84=As;zr*V(
zps>-MVIk=1SAFluz=PRLOHH-OQI@r9s2R9toKo@cCtW5j)+9A)<y-JR!~fUQuTZ<`
zNEKU06X#b}&Ur4b4bT`7=j-?$5ZOwbK<%@E?QN2RSd9SS!%r6fZ_;#r$8<I4<(6-^
zJl&I!kYM_o4T4D`KZNvwt-kvfsW;8qiRr&Ir20Hb_PkYc%-a8^y7f93bGaXQkQk}8
zDSi}tJlK=A%czGd4sS~UJM}F^vpVkRrPD8p{<nCIOfwZPK3;BQ*pV2TjIl5JDayfK
z=~ui^sPHW}m(83M&p*U)ko{1Bi)@1|&*0iZe`9rtMcFkD1IfwV*a&j@-v@@gRgjKV
zNCwkvGJ)hY0z?k;r;M6D-6I$fHDs8kHYmnTs0^zQE@*PiH<NrWV({k*=-j~Cqeqz)
zf`~C1PP^p53AJZys(+{D>mKnPZrX$QxuJrIy@Ftfh3=5fo;&w_bDz|G@uNz>8qbN^
zFP3@9@%ubT`UI$9K&+w;h(i9rZ4tq9trg$Mbdi(beeKf-TXf2jQ#y!&C7%lV`|Y1B
zo>ovWR1YBk1T;AzEv;x#`pOlcs)a?Yw163X8(;?lJPE0(g#cdet^$l$*Z<)FPe!8H
zV{Isu_Chh~Ja^PTe|?$>Haalx3+X2$540Q>YX9%W<rNiaCzshQX4<i<8J<X!J^!7i
zFLsHXFa4ayyYG`S>?=s9$tWv7#zuaSmXhk&OndX@;9^d*AnB}zZeMUG4j0Ii2{bbw
zB9$Cg0?hkUup@vbav#^aqj2K<F+&CBhJ(pcCv9wZwoS!=9dUZ0;oJA`ArlkIo@4V3
z)aPm!kFgv7ep?-(iqm>1Rb9CULXb>L%5^H7-Xyws8V<A<?hW^z;xz00;}o_-2fBg5
z0c)N6O9<qN^mk0=e?LM@)c<!as8avuM;!}7Ej*VEEdK(piKee0W(9C~{+ZV**UasL
zvvc%Q%*c*l_;NmeJX&N~k<&#G?+j;ey5vr9B|)PrynEGvvc`R!^k9MXBG=`Y2>yLY
z>PIklX@De}88|lAd)29~;M}gG^{OYNr%Nv8@VvOVn&HWP-RbV8BI8lQ*ZOIfb|-4m
z<J{Y@__rbUrv}{)FAnX19B?EMWy4ftY%iNp2bv0P2JgfSHwOs#J4_5cPE8duV_k6{
zl1&TWTIlNR`~^hQuYmK}@7uSJ$V38qVe8v@mK%Bm$KDzM<I$CkkkkBsXW)Z=@70AA
zW>zru&Zg?!HH_EbKMSOeY`ZU657OTpe*Cila?n{3{%7q+Qmj&VZ^-QLTD~#HQVb<z
zIePXOKDSCj;+Lt?;c21A@<~`R>GZTT%Kk6Nm6koR9&k`C=E0{h2ja~-7=Xn{e)*rx
z5j(H<*+Je$XK;7=d21s-@@=UH1Cg2S<pfg0**MLKMoq}c!pKbXrb`c~I2-eS&M!Jt
zW3(@i<9pG9RbZps)Ju{#jTMnw0|)+x8rvj!Tfe2EYPE;~7gTW02<-do69rmfTX`Un
z`M59Z<q_}kQitnrDISu*yoU1>gJZ!IBryj-tr3vavQcPUGcF@wxD^)!GE-{}VF>ql
zUSGlEDn^S9xm=U#$Txih1GBq#WBU5~QklE=A2phWhXK_n6}AkZH%~QbZf=n)OLJ3c
z_bxqzmx8MI03;4l;r2cv3U-B{Ky|oPSGDAv-vD7AJq_i9aeouZlPj_h{3u?~r3-{*
z0&~F>viD5lg~!)P*j6;+H}))F71s{mgjs%Ow~=BmKOQ(ws)ojkpxoEE1xMK2CIj#f
z75Mw1Vp~FT%0T41rQs5VQc5F(Sb&wUzgOXcGmDqd^aJ6|e30p}Dt#EiMFKp8Q6F+m
zl3hst<=+!LZ<WbNz|wm|^FV^K;edoJTk<()YZ&9VIh!PN>C%1ffWB5+JTJAxO*IX4
zCtt4eo$Y!g>2lTD5w=$9m<sM#H=Af(2?SnJaGGD=9l%20FV`)}a}zAOTi;OWFb0r#
z3rq{l48%ROhuB;hdZ1}{=Dz=yo+nj=v9kH+qk6BV=mp5h-{|EYzbIT%$A;=sYVGao
zZtU&NUax{1NR?ZXVU<Umx&hi*94z1;yW-q^l<RnGfrMZx*??cdN~b?ElbcX&AV8g+
z)x?q$HQkcGia1pj_JW|)9RLsq012~xh*3_@r{KzUKm;=boI(pg9R4MV+|J+zA@_M(
zJ*iX?`B=p=KxyFd(LD)^l9N?4BF-&+Vwas&S|0FchKvETptnq+ZvHf=@Lg^UQTx!T
z$~K-f^mdm_iBNLpLlA`yna_x>^q#twD<C2p27nPapCXCIM7UlBjwA$<ox(KeY$NGC
zBIGt+$MNVqvA8HR^U&aVI5D{n{cVbNwu~~7jLvE8sFZYvL&+m$ZJXmYJ~M5e;(+7s
z-**M%MHIXzKoW6&*IrFo=0J=RzBGjYSh00=Z*3S3rP<ZhWej+nKOmYyc#MD&qjYM4
z8)Ql&_X}!m=zy#^jp(w&iobLeCh|r$wa87@Tg`9&=jrMsk)!KQu_5S7*43VaAUnOd
zpMj+HTrn-N)1-!pOooBllSUu8h=>QFEK9va+4~@TncAGEja8F_o!34HI}cn}$dkUJ
zWaBakD_V-*nC6;1WLGn)+h#rJH&dE|6%F5N+sx0~6ihD+QPPv-u@{za+L%6Ft>iKC
zQ!Jbfa>&6l1j5)C<-$;6LvS6~lm2Z2S5#WsrU6M5c~W(1Nm<m*LAfKh$L(?d4hv;B
z03P_qkVBR(!u9t2KMqJ}SUkuz@P9p(E@ou|%#>6Rpi%=#s5D0~hn6XP&E?l%c?~ey
zQVB+l5qDhG*vCgV*2B`?!dcqr#2YR<dC~`^7L0c6fOww|as!AhV1!+|zZcMDRV+9&
zq`mD^lwmPp_kc;0HlcivI0KS^0g5K+LDT!B-~;F~2a?&|u5@8TMXtXVb4r*olYFMi
zdw0PdeSNvr+8~~Elullm!?H5(6JC8*g{3B?wD8xvQ3u^bSwtZCF1#q})D~~vfgjwG
zrL%B&$%HZkfxJnbzV#sIo=;>XyFDtV0%Yi+E-vcVJNX5lDhL+Hd%@wOsaa+j<BEzf
zEhA>x>6^ez4n))T$5TNC0+_-$2U4P4U}t|gMP?0DAHS%1>z3S+k&#Cgx-5dj^YlW@
z-S;0pm@Kk%{BQiXK;6}ESSjUiHxAH`hKN9TvOMF0TwFtR8`Odm>{3nGr&g=eeqJ3u
zVZCkiryO0Y=wW9hv&*UFHvhpyvt;6Bsa%2hYMo3BNQr$#FqU;C9II1A<gA1|0>|qN
zvV)nI`g0A3L4t~#0G|ihx%7T{abK^(gMGl=%+@K_S-g;&I=#z9?xH*Vt<{?W6b6h{
z@Td={B`UN}iMq789)1l@>)pB&FK+J7-oqWJ5ZhDjiSXAdgeHdYnk;133xSvDO*NT6
z@b*dNyDwrd46k}HWp-B;tz4pXjM|9hrUiUD5;Ruo@KgdMh7MPAt-J^N<F5mO{v}$=
z0i{#gH$_0EdXYl^*ai(f07?N!4Afq^Jh-+rjO#S0y30VFT8#K@|E%-tuotlbzb{dw
zS4$J*Rnmg5$-Q_Ck4t=>`{Dy{NUY3$=v9l)btkzD_etN`D+wWW70z9S!{_r2j)0ME
z)p`H>*fD%Znx%!=8D^!~%<rEE8qwW`;;o*hgCJAtzye~E-`wGK7u}db$U9+?@+p$Y
zH(4@J5C;M$!brB&VPimQ9K|3p+^!93XgWY|26Pf|c=$B5K*r+zx!PL>7VCky(lrn~
zGzYUW2t?Fea2gA%7W4Xn@WnWvCIc9ignVhQ7VH&b(3cU1wHzomv5xD4*4`{~?E^u$
z7!St>J4eDb0Q#BRm1<sWliwkMC~QUpvjGSp{n7)@Cl6oxAOX&{=)ln<eXkSxMkfwn
zU@49OL3}pfaq^XhMrMi`j8Gz0AecU`GWlY6NYD-Q=R1KZd-|rRT~G!a)SN}I{r&k4
zTKca8&}|C>GJ)uN3YxGs@W4>Gp1aQRxd6PUUVb$uU0h<<I4X9{D>+9ZaWfc{fu$j9
zFH>;xra3H%XjDxW2tO$&$nISPf_{;J$TqnzJN9qt-Rm(t%}QkH-C4cVQ`;zy{y(Lp
zKtR*gA{?-jl_&Fg^<poFthq{EeB5G~B04xHUiGk~YJBuz#C=3z&)da)D%OyVZ$}LM
zczTshTL9&s^>Crpa&^L9q1`(EI^Ve%`hY@4j^F4Ebfh@ZuajwftyA|b1Y%lp^I9sg
zDF-9JkZv_y8d5*LTut#{dS43N@CHKHwZB4JnH$YBoEv%+4&hg`n*0OGrh;O1UI(Bu
zGfuY7PEIQEgbJ5<nhO7$E%WGV=`}-bR^|KqZul?Um?Bp}&JC&Ob%KpFAa|TGytxEe
z#IjS7Rq0^ld-_qC;<Y5qc6$oN@(^1rQ{<njhi*P(Iu}cU1OXagn$OvKNop+y{JsEe
zTf}SpdBFzRb<v<#Fqh<vGdEv(qn1FW%K#)P3_ye4(62iFhh}_hZ8AJ>`1ciAUm-C-
zCxvhv+G}EY+jAiAeqIWX_Wuu!Ji=kd{!0^P_!fQd@*KHy3BTuq(U-&zTDHEkwN!N`
zlwlO|Y*)#D{Bz3J&I5G|d+}eu6Xh>8i=HRYofp2~m;MbKJV3#AnWkk033v<}iP8mF
zE5S3#G8L7N^zuTul<FnvEGCs2-0~{>f6Fnc_SPp-@y3!0o8yK%<ih0PvmZN`-8j?a
zwMa9L*ON_%Lh(Mi=+uI<j;Bs;Lv;MV=bD09JWkve%p!*^&t`=fGh+FO+8Y7luYTJR
z>GhS<h!A0Lg+m;OpFkjYlhUc;*Stb(&z&8-P^16lb>CZ;jiKCEIp%<g931+K^FI3(
zoV%lLcHHXa+bw(Z?SSjcYjU}U2}3<uF5HXI|GS8d&pct6c&t(;yncw4HPF)JU(Tg7
z2fzRK|4!=WdRPpth=IviBOddO_S$5WWW%rvw%}7dJNuV;oW~aq|5H1L6&Tf{7@lve
zmi<z>`Zn6krms?T{{Ozrjvnr|T+dsf>nKQD{k0q@J-{@rn5a*d0OU$%<gXm}WLj?H
zc2~Ezg4EF45IZY0N^OhhLTxQVRl)kxs(r{&?g&Kx9f26%T0RlmMW2@@Up(<4(pvYA
z1;u)W4T&4iNrZ@TFMIyqWdIOV`oHvQ<gCvwWowz=xf9KkZz%@o&YB{)s+AiFfk1?2
z)8$4zKMvHuH$yth^_X@u*6H-}4=MVFJGr##;NQA<RctAH0z(HQQT9ml-xcQz^1m7z
z0>4zcYG?|8W481^l*QW<!d+WQ4~(-7a!m@O-=*Bql&2RN2HSPva;v!mEAn?>o28^G
zCPP27ijyAANE5F=^-2<&u_K~QtX4G}1t8~>xF8Y8OXi?AB;n)7JRoco0Drn}GLoMw
z{(%0fGvtspu-DA)-FpRyp!D-tZ;yUp5Tz=Eo*LQnOfLeusDk6|L~0pzCY>E=t(Cm?
z-_i*c(SLJ*?5)r-{2|2Ftd{6Da9{1u{)w#*zt)r?&qkYy`hH7g2ll?T6JKU)ZeCze
z9Ok&X4~V3GHq_d@0TiVEWEWIE0I*yM)6bK8SXTNi^htXSgF-sH>l2sBns1gxw6;K*
z(N{|&vA^WC2EYhGbUu35W+gj@E{!X^d90MT9UeV)ip5SqsD^#5^voHkL(VezA?MRm
zpY~m0+@TTQ|AF%ns~^8xqs<tX-0#abyuDB98nGTk4t;py0l(z-KKX&hJfRvSsLjXJ
z13*a2_}b9-+kF@$QtE}rj=9BYKrc)T3^Lpsk7Y{Uz4;eqcrLlzNtrWmnm2Y3*`<Ht
zpKL=KG|o=rwcVa4Uk}8*K5?OlRrDJsYoSJxb7M;OL1(g`ed0Td-Roa#QwP+;*j>8%
zz%la!MC(}=>@An=sr~tJ#x$+cYeH*4e=q;q_0FSrxr$`9SU5ft7InMlHJ=U6Vkj@#
zv|*wtlKVDJ$(h-_x-5La1hK>jV7e4qJ!tTPj%vxs=mEIr%ku=Nlkx#6+~&CJlb{W3
zv9YJzn4&B$fdTM7&40+US0e|&oB(u1$412|ths$yRmC=7N-FW|+ap?hTs^@P^gIA>
z%jV9VJ8B?%xyH4)HZ*`-ma7d61cQqOpyA;$Xl}XuTxTj^LtBdfIOq`kj>qu6l2cy;
z;dgG<?|^zo9&dU_oOrI|Yt@^8!1}+&|6la=?F^ny#c-M~w@0kMhfQSbiRMaj`Rg>i
zZu<{54emzDHB8qsKzr$y@FP3{m^J106z(4ZVdaGwnc|;-)(NUt=WrTwm<;Ohc;Ey@
z!#)L-0R*Tmz+4&$;h;z67)Uq5<t!$~K%r3!T6y?Z8P6tLM0^Zz;39R<l$fSf&Mt?K
z7Tc<igNis><Kq|sgQe5Qdbn!(q}7@>F1zQF8f^66G!UUCI^xmoCkj^JcMJ`Oft9hS
z(YsX)L>JyIdE>vE{7GeCMdk0y_J(ViQ>Bf4t3vtrN!MlM-4^-R)F37ajn-prB&_3d
z%^RHR;}+@54z0Uj;~^Vp3nLPsVSYU3BJ(o6Tn4k<G!>PJB!TvmB5v#@q5{O&bwQ`k
z05C=UL9z!}z`8_=f#$l2fSBSp%jI8RqT%;&hG44s$o)K(z!&J_);-5~&7t5iFvi7z
zCz^pK0jsjB(u7>ze_(tOmwQ#(_GN_w?5MU}GqVO7d_+cwJonM|1PreoH%<?BDt6y@
zt<`TwfE>?sVD?0MC)oxh)3zxiXhFm>$oT%`ZsLc8?d?#o>bmy502ECR*a-t5NVvS~
zsNC&PFae_bju!*evv0uaWF=^BGC0`F6DRT`bZa5kR07~Sf1U*TnCv{F?~arzyw~ap
z9fbFPa#^1uRYqN%pjsVJG!k5$zDXl30Se1)l>F?H9ySz=;=0@GZ<3O70S>#$ZS0L)
z;95bi!OnxR+*{_kjUWaqzqB8^vAifsA~ow65lUI~<p8n;b={G-hdf4D`tcfi^-;Z9
ztYgVrU~{WRxGr6<pYvGc=l_Z1ggp};^~<;m^wYu3m)sU!c=$oP|6B4l<_+J<#jbnX
zGI0I2HpOG9&FM*%fngm%m2a_CF7VmWSIw!SCi{Ry&zD4dmy|@ZDtCHGbHuiH;R0(9
zkiU-L1mm}eNGy#uqb(hNk6ET{t`iV|rd9aP-ZcjUX)989+rS{eHh4Cn80^o%1kmQ$
z)zc$KF9Rn!y#3p^nvk{m`@frBz1nXMD7_6Z4FZ8l^Ao}K>B-02!a?-RcJdN8rVD2R
zwZU$Z4xEhs+Hnc%R8Sj&8Nq<z*DGGW+{g$6lhI4b&(GH#9R}%ma~qpfcR=5Hms6D7
z6Z@BeTvLPg9A9i?)y%wx)0M)vH%`Mos={;J0cqDAbz;psu-<(5@OzC4VtxR>0~J*%
z_>U8{F6}+nrs>t<!f&p=!f4`V4626hmc{@JU<i-kfFiUw77jYFRhVm_b5J3b^q3)V
zLT$iQ#H(R7s)A+dl4kn5>Jh8ld#aVEx{7<i5GR0;(ny+ncErG&LZ~kJ5ljJev43KS
zDgpW@yp`PgzST|?>mvhFP86t|wUr5wAP1-`uz|cNH9XhDt9=F!5978-Q%ah)7I_$Q
z_D$QRVHP&pS-H9DB?{_$fJP7;;TT-Z1Z!S|X+tLAkZgDad<DpWYSoema@kq*7aMA@
zsgT|o&@l^)L~KvuT*HDj6%i*S`YeAwzDeh<=dxWdHqm+e%1Q_1iEBdgDa~IwkF+sb
zre%&+vs*C|{o#c@2@l(%<<9ge-jaK;0@(Nv(8sAx<@h(j;>-0QE5H+9=Fpy4<(iC4
z{522MJR&?Qgz&~woNfCN3LiCcLn4`ki80$t!M@K?PocMg91&|E0z$xpmLhoqy6A3o
zL2)}T9Er=D%N1FcIl!URns>UhC3ux_@5;kAB7emzEo^{n4@wh}dSS1}2>Z~j<M$_<
z08o}n`FRFt@SQ7_9){T7%2P}UGvV>_3lua^liNFGm4GMJS3MEFwAOYRr!hnBcLb58
zW2(McU2U{b*iod1N6VW;fdzE9oD8A?dUKSvS}JQ+j|L=Da6DwG$N+<=bp6$eu#*na
z{P5fslgP5HDdO@7E40UgQ{e7MsH`Md#mQ~MIq@sniO`}^T9xedg$Fr8!G*Rm+)d4&
zx-*5{q8JEj!?M%NO}@Vna&Wv)AuG&!4D0jKm@4xWp1Sdm+hkAEx@C!;CE_Vu7NTQP
z>QE<=RetRrXe@kx1f-Zh3EZ##oG5VC4((wX(J>OhZkxj@z9NpiA-95_`}yuwOBIN<
znX+LP<;z7}!y7hpeg9STRCoL8t_v*SqqD^M=~gF4j=YgAIH&(94^Y$IhD2qrTwX;z
z#lU477gzRV%hT9h%ddJayHW5}?n!2a-ng@Df)^$@SF*HLhoAeG1G)z7aI~sZY?0Ke
zC&9XSn@=d(q(g*ON<mfDQcL7|PUi4+ORiVTby?WpyQ}xhkA!B>-@ku9Gv@N(tjQ3N
zS{JwFk3YL2@&f~)9iImYH|J9IutpnUYt=l^|NZt~Q2DuzrcmcMuxXrDE?k@UhKpkT
z$FY`TeW}$?1OJW<<W<iX*9fDOj-TbbVfgZXkLCMV6PgQ<BWqoGBQ@Hixf-%$3bg`A
zZ0!;qJkQ$83b8TH%?W5jNBk!V6!|{ZW?dn3X0vR+(TuiN9+ZM__?&3zP7AU^e}Qr=
zl^;4gJ1392Cf6jw+-Lz-b9ub`VXwQm->W$QMb}SNDI1~VaojfZ&vB^Di<&LpTklF+
zm{@(@<~m4p_p7G-R)o|qiFj)(qiU7JFw5gI^Co>P6muJA{Tc7?&hq7+B9`dHJ07GT
z;Tmv?*}0SCDb*`5J(WEu!WEAZqx>bcF<ysPTqX1L_wTiRTgfdlbtV>ZA<G$C4^Z$D
z(90dxy%A}-2lC_*QJZRQUFKO987M4ffE=^Wy2|_X^{glSAo#NjDwY|_1H*iq+=!9b
zX|KWFIAOW+&+m8z<O+Vq%m(qDz#DD96O#CJV(%<ISBlUdmBbXJ%98=QT9YUIyHj~=
z6Ex)Xfg^p^<XrX1eAYIIkp{%53MZ8<;-a#x&5AXNQH|E?Tj1pG*i;2gRonxYhf=}w
z05$#Ktm@b$nYPI1T*U)4T)}g1zY|zT%UU6tL`*7`_e_uNS`0aFC_)9MR^#CBbi}f1
z?nWZ7tDN|-1-dxx0i!afMfkxrVdld|vul3|j*h?bjPQhSLAWuN*rGl6BxP*J{S+5J
z+-|pDLHVTY7HxUR4Ml$AfqVHQjuc6w2RHRLRiVgx9+6BRVNGY@(kH00$5YCc#3M)7
z_a{{cABJr-n2J<y>cUW1(8Ydxs;hj(!wMqaw=AY;C!+ie9~Fj(3b*#|;b{|*t&%n3
zKPvHhJ#PIy>u8EpUzD-o$BQlbYn}<eG%X`VK868zq-y{@*OP)En54e*)IMJDIUJmY
zYTAin?z9><NIm@OxiVoh*X(-I@*?qln#~AkYwT)}Tyn=6G?7pUKOnpa)nXbf%d*Rm
zva;Z>SE%l3hu%jhKGW+ej1&2FWSXm2ZjvYD<vvYXQ<08?YY)fgi~}(WIS)|PelcHF
zl_4g#I`y#}!8~9qsp$*djmE}Q$lk&kA;hmO<DxtX4T*_&T-ypSD=Mbe3bCH%CQK#U
z|KdB$+jU1O?e{htI94)Ml89x1veGLWTz_TqQ5+|mBYGRM+04>wH<S(YpxKH3udx6h
zf8T^9=b6ptU&PKA$;xCwBX01wj{eJ!nwm51d<~;L7P(TL1FcF-=)qa_8Trd>R6?;C
zs#80?<wE8P!#FHP?3hano@-My2mFfRa#tPy1UmXdpzDFWQT?o9m!t&;t{%~zZZ<y@
zpR~B>6YIaZba|~WOFNZ-^(eI;oPg<NYoAN3UWYvSqe9u2AE$oX-vT|JZ}_YMS;SWl
z-BD~)TmB<VnVKPxtE`;sJaz3NTlXUhz~Z(8UrKJH(=OO-<SUXlEiV0oU0Ew3FFQn(
zaQ}jdPH8`i046cEM`LY&m4bdqNZosu+k-<J6|(nIGMkZ-W^X!TcHp-Y%}#!;A?vCu
za9<QSJ||ms&x}82)KRW}7!!w@w6+BA<YJ)g?x4&l<Q0G&FiLrx@s*1fHd&w%TexPt
zH#-+%Y8e!BHSUDE8K49TKTA+cwHKMWPoRaPOW!a^!HyWU!9vUaeFliRD5ZdLZiia$
zB{}$}cmKJ+X*J-g-U_bmE4&iA6jq`|)<{oQ4G#H@Z9k^%(&+nVyCR6bFf2@19}~nX
zl^eQiYGf8X{^wgl`1bd-tX`Mf*aKnzAF{qWE~>6;8w14v3_?Hz10*Dr5|B`&rAr!v
z8cL+3Q&Cc-q$P$fsi6iikro(0+MrWnKn4cBbq1g3ec#{r&+YvWXU;x*ue#Q?u6+V?
zJ|$T-w@qL_Su{H!Y6DMZhPKevze8Ab9X?L+Anih=2u&3hbO&;@2XHWw{4{_)lRV!D
z37ic~-Kyek5|_Fs?_Y_a+^u|@LTO%U+hl_EATO|s)v&&KC(*Zu%h|BvaiUw-vy!13
zFKO@XlSmYCf*7p&5*J`A&+HPd^{^!%Rrf|q*71@s&DxP0P+h84X40C?et(w{WiIZ!
z;{{32Fz20z8!=z5NkJNfA_Zm^{j7BIahR8xeP{|DmV@|`v^ibJ(STH#z;z_xxLz4P
zOCx^~cSS!P2EIJYRKjUnN+sX9oA7)`$z~S(iPRBqfR5T4$eF}cN80Xa)w0_@!7vYH
zk^Px(-S5%I@|nCju>G3zf<cK**PzwDpHGj`i}j~SG$9Z*q`#~Ulr|Xm2NF)z9sxKg
zBAf|b9pO^o*Sso!WEmgEdTzMdmo*Jm^C+TFdB}8fn>DIG$<CpezP4lDNEnm`j(n37
zC()(yE*?`@)L$}*2#+H~Z@(WnO@mztkN5DMthselgQb>8jGyUntt8%~Tuv0XS)j2V
zDOiy>41ORm<D#6h8{aF{C+aA-I!_<#ExS3_+7XsRH#Hu}{NN#T8!(R(9SEV@F8vWj
zK31^5*8DdNwH1F7J@Nb3uex|I|28@yy0;b5(UiUz;k$hk(5_iLc!`_oQH5UuIV;b!
z<;OlA<?c!U@~Qhx43b_|Zd*w00(IKEsAX%Nal5ZI?V=vwDQw;ckgJxI3(_@uLS~-)
zqsTnc2Q)}jpJh-sVQjU<>+#rNa^FIZDDp=O)d-{<AB;Qq!23Q!y{_y?DtS21OS{!L
z1GD~=Nb{G-Y)~-eFrCHC8?84g!i*Ey-$&Tlm9SP(>SLyukJ7c3iy9ZQEHJ(SEutQb
zE=TkJ_vYsNRBAiyinQm{xSv-b5<IR$b{&#D0?=dpQEpaFIf2=PZ7g?kyN>LgQyt`i
zJ)#lVdgx<KpB*cGL_Fp#n}0@6C%QBs&hpmK=TLfi^I}^NUD-5#;zJ)q2h<8jlMkm!
z{{;MK7s#v#e&)*TQZHEgBks+Iow3WulHOYB8+S|T?20W-e{}du;OwrEk@-~<_L4Vb
zr!C0rH=aa4;xy_AHLr1h_Rvrx-YV~}(aG2&D5azOV_>+K#|kC$jVGTU8fnrz1u6So
zOitW=^~7YQbu)#&?XCgd2LqlzCqkHSg<Q5(-Pw9>^p53UFZZz2vLaij2!dreFHvc5
zkv9`~dgcQs>{``9sDt}R$bJqw1n={kwV33tpO}=$>?10VY-i}RQK#~~u-omLzxMEr
ztC$XIoL7*wI@6jjdhR+I+269XPe_3(VEGHg29{`kzZ)Y{Kf9N<HorIS4v6%cBRagi
ze_zS_Ygn&1w{y-+zUx_^i%en@rfEK-Tiv5Pv|`Yt(7ie`sfXwaB>%c$>a&T~Ql}sb
zkwGx2w_@?)x-AmZCPf2{5)IS$=383|zooToS1r;jHMftny6bnhT_rukZm80QtIX2e
zTr>t-c!r8B8kt6fNbxH5a=TYAW^_u)?dh+N&&BV^Su4(7`W$EX@xO_*qP{1$^Bu^Z
z-WHGmNNsxV`Z(8O7rv%XO5VjhE~{)z8`G5=Q>czXV_LCcV0g6FJErDmX4WiDv>mtZ
z7@`$phrd?WB{5j?LK%EyaFI7;l&p>CEz0`lalH;5xS7t~JiaN1^4AIzu_x#=j&0F3
z?B4Iqxs1mSVkC*?oFcXR<q;-L%d@@LF0rdFN4*AcHk^F1a`U?n!8=rL$1;!i?~<U3
zL1keh(dG587MH45-Uj)Ok2N<3um7;%6n>AbvkWY^y0v+Zn(QRk7l)SD+uPeOE6K?M
z+IPJ>c8Pp6d+R$~wmnH_*R6x{3@dw+7+2gmW%tcG!?#z+p}lYZ*2l?O;o^LHz6CS`
z_3?hci;U4T>XjoOFV@61gu5gvOYp7~sxjD|99mgAOm-oR{175UGyyZW!8M{}C$v*G
zL_NojxtNuQ3H(AJ;``={uO_imkb_{aIjstvx5IwfE>)Tlr>0>Vu5-WZNx6XgzU7Z!
zup!L7;)}D|PI75!=9V-Y$X4;TtYthh(aMi!^r{tfEAVt5(zO13JGZBqb_gigFUQ9p
zA_WA(VCn;UVj=WTQOPQD>$XpTK$xu{#s>mGs_M8^Ny{bAG!nqcI@s=O+A=zIrRMeQ
z3|@jLG&vSkZs(x;N+sCMIz2Ji<<b76r}`zUrc=y?wQ94Okru^0<6|N-(ysNc=h}Lo
zjl_2dds0nuaMqtP9cOZj6-(vi*-GWJiEiZZL%juw3)MzeXz>BFLEFWmr}mAy<?A$7
zfJs7dtC|^dlvCb(IMVmOEzo-I&1Q%jKDpol{`*ESR}af6dZvt%BZ+fa_ZD0pmdV8Y
zRKDjFJnG?f*x1=Qq^w>~$YongO1zc3a<QjCs20}{_Hi*(Xq?K_4CpG|gaOU`dfG7-
zvfF+z{{TvHV)_{XK<T);;(4Uw0HE29h`jvpq$+?soZTJDK!=Os1l}raQ^nV5Avko}
zU)RaU^133Vk|w<L!c1BvyF5+rdlm4`4jG7??N=>i!sR`pX6eeQjF|bR&_H}QqR%4o
zz;0rHM(zQ0-+@dQ0WbXwdaU6xai4Th2`eH@m&DS#fAwL2j>r(Eb~i;3s4_See-`9h
zWUj(_Iqe!>NHUi6Zy`LM_%T!6nJ`(k*&vyVL%uCbxh_RnN~$6K=7EFL3Fqab8y<Td
zk)u?=ACha(uhOSZjz>RpdCe6kM0k&0oIsl@iR&s+4js-cBs+2B!&N_Zof}U1y8WWM
zA8AQ`n2XdEk*0~q*kepm)`IIzOJxfmR8BX4svg~vRK70bE1Fiu%Yu`0vAJ|`t?FZ~
zuujzYCA*PC^n9I{_YF&|J)^-3X^ZThOu6LDg;u-uD}Z@+KcCt^@DTZQpg{!=m-WMd
zdh3|3Z9lqLwO^D^#W5g#GNkH7NVp^Q$F`haIkgerYylCgw}I*G=XrJMH*6M+eI4X#
zR#v&M9>kRf72Lu$)oo;A7pLG^WC!<?Trq{Yf0F~fUH1T=N|$+Y=Qmu8c-=;?b{22M
z?&n$)hv~w+S7-kE<urs6vbom3<#etkAFh*`<1W~Gs+nxDI8k@Sdh$(+2&g}jUElMC
zLCqcQ{qkk~)_=<yrnBBz8<a?9G!n6zT7vh!da&6vY(4uV1}(UN(V|#RA(s!YRO;p)
zWEU3>Q~i$0^cUIcv&6ESFBA?-LaWA4X740FKQK`3@f*|2xITVqMBK+;*G`<~?~U>A
z5#eh)_yhQ6l|Y;j(R++pf-eSzD|{^+!T9Y<?e^~_!wSydW)rU8H&C2c2e3);=h0ZL
zW;#S4(w@c?{-JPUIQ)2Ry<Et{sRgwl_EPJIB==n}f<}AtEqQrN-c-FKzPP&*T^~*`
zHZ`}CDAIaRk!Pwk=f<pUQm@R?VUR5z?3VYJ$_D3jSUy{F$s~3CHE#D1CvO$VQ^0N!
zNW}LOS(Wq6IH_HXb|A~HM&}(P6IPA{aL%EG%DzZ9>R#mxkF9|8FTT7Tu1(6}+$Y~$
z$*%f-2BLRw?auo)mzMU{;$c<0>)!Ke($guF-RVbSY}w%Hq_(s4cl|Q&hA($aa*sF(
zbJVJ<ztg>+boxo%;`fWVI+ONv>QSsJfoL;E@MF^H<((fg=p>dHiMsRJjYiEJ&y_+C
zrCm^>)xbQ(5ieMe-ray6)S`=W9CA9io|9;L_wFx$IZm9KiXn`BP-$_at>Z)M1{5(4
z>*`UV@(C5El}DTB``P-_%uq^9xxbt9P~lNgNz&7L$Am@aep_Vf@$#b%jZGd4vp2p#
zTn@x7XOflE!P9$bNoVgwVzo!M$<8J<vCh`;)mB1p;m?P`2C-HPnIFBJTSYnA-G?xv
zyB?gvs%d7jZ*KT^HMe3oy_@!-g$s0+nT16)XPpzux0y`)I7nSY?OWQNSH*0<^8>mY
z{dW~mLAtFf%&3Plgbh7tec(VM4dF>9h`FF*Ff1@<z!%qwW{I=!`nr3k_vwQy+9M(7
z!2hIN-?bt>Ug9@)v#tGjShhV~Ei+Jjq;**cZ4$?+eW=prt!ucAXMa<>k>O@CRrN<q
z-K3s1F{x$gG_o|^imzuR0Cq@bwY&#{MpqsWCA*F0c4f%tgKCo4=6F<0e0(kt;%9*%
z+5dO>H==E+t&tCzl3?kr+opWO<HzH7y;nysY`EEI=wXh}z150DP10QB5{Sz;>q0|H
zA~eUXJ)in5R)`Q;9D99^rPHJs2_%_+l^&L4QAHcz<N7+Ci`Cp!Yo<rYDv+LSuSx|)
zm?SWwP(zgq_b^+~tbi2p<1<Q77!!1v|K3$S63er-Hk)7U>XV(BseP05I?Zj(JwV9A
zw~Xs3jk&-5eq8z3bI>q*bz1uh#zg?FvMOWXoLlk=YdAADwo_Cv?6okQS_r<RZ$Kh+
z=Rr+dfoVjw7U75H2BDh|&CHE{ws4@&0^UZOMMEOGzK*13xiPl0E&@Xd#~B3`5M&WF
zLkj`Lk_h4fPT4C92aAX(W{<YhQEQk^I@lhnrEcxi;cItUhWQnmTu?^u-sUWK(%CtM
z;mQ+l6`B+t3<uTDT1k5kj|n%_YMAhvm#UMZmTAs5;!f0gPM(n%2UroRg4CpmR~O~!
zW;i<SAQv>(NrB^VBCT?%wL5BzSoA(}H}i5maYTQk<owDM9+kVactf?=ct8)U#VtDS
z-N|m<JXMe1C&FPA#`tp9IHlSmJJx|y%v-wp(-$Qf`;Ed*Pqjfz#p5klgmi^A&$DjB
z*r^C+aT+G3eCWQ3t_Edg5hODcfpEi#^c<N)bO9C)na_aUTgMXlF*<F1m^+ak*Ke5f
zGfA#fVres&I(~j5j)o;alu*%!Z>rRqI~0@i&E$KM2zuLS<MD{D=9B;puScb-<D`ml
zonvI#&S;o3kyxN)QRdp9K$y8|Jx0gLr<`zAPHg#oqaf)}$RURU=JCk;mS84E;_r{Z
zj!1cr8c!=d$D0~jpm}F$-vwPmYhdvzsj5;vMh?X#{deZY0uOgqH<@DMmVg-dShEfZ
zYkJh8x4`!Id;S=<wO&uG$NTgvIR0Ec*{KyY<F7_9Hg~$aZ*EjeJYV-d+u)hhOO$o`
zgr7@`05B^x4TAz5PbD%G6n)7{Qt0q|m}|`jfdo}x-s?hZxx#)#EW5OhT#3bF`h0Jp
zp`P2YV{q95G#HY`Do`;=*n95*b1Mg(Bm0q%&Y-*1kI`BbD4;@y$T2W5q}lHeLAdb$
zXemFvOz7+evqdazaeTh>T#roy4VG)l)ttiT2W~^Qi!Q(prsy=MjX%A_vvsR^Yec5m
z*zv{S!1|r)ylE#n{m#~xeTsR>XYz>yn}dn*`5ReR`bFhMa&hk-L|iw-pH9)V?U3XY
zklFGfMqcwYG0ydt3w`8+)wcXUtQfW4pLOFC6P&!fyc}B*v!Ze=-fJ4ht^?*M&{qKV
z`3x|rfA}9>18S7$2BIeEHc1CwnS&bq)r`$G=bm6?m)@$+vH|Hlv+OfFKke|J@mS|x
zKf1-YRxfdP|3tWn=Kqd=+-sZjNK5>xYPO5@xbf~olZmN=E^NIzlN$7%{Wcw*#x1S6
zYd(l!c;9yUVx@>^eBu{|^ngO#7senU2%fYz_xCvummkvamEP^FFO4m2^S1I6pdgJ)
zP#ny8wbXi3Fl2p-KKFkbdz`qb&(FU4VxE)<JoJGc>~8YXu%NyOwN0@=t%#nN5$*P_
zyG%m4d68Si7e`FK90eig%GAW*y%&s9W6URvOU)aEExzP?=0~?MKlwh=y^TR{pZ&Zr
zlqr{Z8ES&OVaW`I98*4ybN{;r{-7n88dt??9xCVk#mZXDb$)sq2AQH(hqS`1K`@f-
zkgVMqZ}^{hQyMZq6uY>HDNDOSc2o*c789n-eTrrwIU&8jXgc3v@w)ER8cJX2riQ>O
z0_yH)hMFAJGfwE&NfpLp=YD6^PPr9Fd+>l0CIH!|(s{IHi5_vUw<=(a>m*xeU0N29
zM3j`2x`9Jl4!Qb;p=>l-v;pV@CZBm=2h$$2it82cRvO5pCS`hFzVa>4Zn5j)IT>-G
zzF?8#xS+(tHc$GqLc+syYrZTDu_Lf5%cG1BBRTsPeQzi7O*&|Qc~5rSo5d^9!F}%j
zOe70;gBs#dkM+U`%==D|<mlB0cnPyQG|4J~@Y*L3MDy!|0;?#7tM_lmR04-d8#{8i
zl!U?kT~1wt5Mrezm$gy<=FCjkVmrRqu4x*|Bpd14XQ~r;t~h`|;}%ScdbDRB$9@=@
zkr&ZZDm-YpX{MSYnP|9{+BMOa8H$_H2L8$v*S~jxxfY1Fd0G#fx%4&-%PdGbHkMY~
z(2Ya`UBi8;7UpJ>$8;-vK8Mhb4rQw(X2JLi2OFC#2nX2FN*;p~86#}@aP}R9w|!kx
zK6leb4tp_#A91`|Q)OyHT${S*G1EONmS>LrmYh^)WWCN*kC)U_UVd@Z4F(dNZ?cS8
z7CQ>`i9Idgviq7`KOxkhG&iN~lL}wzxrc_Km-Xh#L=9m!AFxb;%iOqt1gPwKlSG}O
z<Kt&&ZXznU$8K2s{qwWtcZ9egFaz;G?7y7s{2In#gdBg}o|4%DY0Q~<;Go`)>mAy#
zY2)L@D-IqqpPHbrDuxV9;NbS)gTY*VEaTB*4Zds(qS1B?Oni8(!K+`dcXB=O{k<J4
zD?D3*HtoE4sq~u@t_fn_B${Rk@r(G}4D_+FBhoeqQK>y$m|x7Sk!%D6-&A`yVdzfO
zDP+(qo$gN^^s17!Z2x-QL*@<2+CeyZ`rvJ-c#{2Qpi!9v6Ia3GFl6ZW<8JwRncYou
zbiIC+;^xy+^mF}6-*f^azr_R&aiDeIm_H!U8_#+~L=WG2m2Ui7jIlc{Eo=MT$3!86
znZ_IybN+FvnU5Nacs5goz53_vXXGR5!WJ(8yAqLhJ}R-EmtXYQ2O{0tI}KK3NTpS(
z7&ksK6f!(kXF>^Cl(=zsLj{WM*-v?NduV2b)`dJE|HM&R{iY1_DSK3QPE0_Va_*9j
zeRi^19HZ+?*X?_j`U&gl&XZ;S*8K2$>6&MJ2H|T{)NOmk0Z5UL<cw(a67OT*+AkF@
zJ>S;FvMrU_z637|&I6sU-BYO$Ag|*~gW3?1p!SXxaCzV4)F<w3%K7eH_m3eopMzU*
zC-Y^>Enm%K_I=g@$Zx2f@tuX=$f+By^U5Y{B1nbHQXB6n8i^Wn38JO8gG!xE4&=~c
zb%E)JU6qbWa=qa}ef)ay&Ml(?t*<S=u?#b+KWe&bOfU6X&qDv2>&$HgYB_r3x7rT;
zOB)v-mF<>Y*j1A4)0fQB(NoIfd2CoJ$5;mIY3J*`oPAzwVR|woG~AEu_wYN-#hXBx
ze5Q$6rOD-8OyyFG%U-(ic5LUn$!0P;?&YE3al_Qjyy%MJ6{Ied*1pdn0o%gmdCf`C
zm0*Bf9%8f`i-U=~s2bs3o{xk1dMIz%=<OTUefjnHQN5Z2{wMRyl~j@+Jv>b;an8q3
z^f)Fn>iINz1Cztspk?&3`C{y3JvU`t_1^PwBy!+~*!G*7KMS0RHMV6`52v`%s+7RT
z{Kl|i@1#vAW1VJdDD124=|ef_+WT)^VOpC{;c;I5wm$n^Q2(U$rd#)-^Ty*lNw_5g
z*&2-lgHH}*tb01iWhM0HKP<smgy5#Q+?Lq{7T9vfTr`btkr^C^^J{er!RLY|`2Wh+
z8x<@&^>JVB^j&QBCb)cdmDu?BIDEdxfI4z|_Mn<6(IrMQsX|r1dXs!Tie@RLb%pSI
zFjt3Y5Mm|J^fwluvb=t!R~^@G^Ef$wTnub!b(;y)pQ&+rlHIcO<Off8*i}uRi0F5!
z2HUwf;s<F#gv6*pDrqTd-%iIkwBZ0;R382kfL`jn)BlMrvBJr>@@W5pV$sQBAendd
z%0#GVh>;5@U+k_l@6Jm-MrRzdKepL(#!p*fbL5&OF))5^E&I1Phh)*~o*(@-GgLtx
zOj9PQ*9^o60ne{!!#?``Nc#(wGzE7orvc1LkF9%?2d2{<#4h133gLH7uf=Iaghjl~
z$$tJ)KB`DF@q7rKFwd>+G_E^|8xLoj#zvqnxBFvPKfx24Ddls#4GHZhgpd;2ujHMJ
zLzaM7eVsuj?%RW@v*@u!aT6pek27irraqiJXT7skkKYlwtuvX?PV3pC(Ow7j+t~#9
ziqZt<S7OPthN&w?X6xXY{c=bx@u2WXi$ZR}Y^wpIVLqKWO4|&^BaR_rtD{bOcSVF|
zWhac{5d$|)sq;$gb~{Va77;xB)6ir!zx<x+zvm!2ePlu5rBrErwtWd961?*hQ_2FS
z%Y_>?MoI;RRsto)2P$mlJx!L{kE{1t&9dg|NFib7K$$6Q&24f70cN#Du-fjXr&t{+
zMRC1z2-ns)+luD&=?o1Y{S20Nlk9@wI_dc;v%YCyI54N|AQ`!f{N7KCDK6^}s!BvY
z@)_bLTWuc&rT1=P4Y@c+iCxZ9JGS1nR!(NF!<){z_YQBAa+@ZsYwo@J^M8N8PhK$R
z+ixfcb8^a@Vt^t%=CM0R+pdXXL*0&~^XL0O!=zVoi&*E_U2o?<AOdfFff1=xPYCnQ
z_Zu8>oXD@TA2R)psYvf=>%a233p-qrfm?hcTdQ$E6Wc1Fw}e~a@jOuWdy!tbBC#sY
zN#Iz=5HeAK3Ps>s3MQ4;HdYT)btgR9zDgGMUKdr=V6#aD5EB4hN=@4}U)#9>F<Ilp
zetb~_eNI7F5My^^qSqYVnF>kpOwtu}#MBZ<>2JF~xsAC-or_sOCi*li-v?{zKJyg4
zsz2-gBJTkA2j>B4)00_8tmj-<#igHC5KJzz^*QocA|8V24H1wI*88Mc%X{emvfamO
za6eb$*3?`o%N8<1TG>e0_^Ku+r+)8eeF?)Sq1FrSZM}M{BIFiLLUYRAMJt7dC$s93
z8cDOmCtr}3Cr&qCxAWbV+<tDbyfR|pyMnJMx-4tdH+{!tw5yArM##n|rjn;nST^ox
z+1qJRte5PYFCBN8s*<VeWJ6pI8^<8FZ2e;$AqPJv;ru~pQ5!e+xFMl}TsK}Rr6m(_
zY0SB?^MpwnyvTzvhic*x&5VdVdpXKKl-Z^wk}}8omZ;hy<|?8i>c3$m&CA7QNZH;g
z(jLZkcYFJHo#UZyr({@g%~o#RLEz_%ybRv<xjeN*0&M?7z&;E|OBD<@AN+fbJ$HsK
zuc*KBevv1y`D|jDNu1H<;sn7C9dS9ghEa&Mw|0B8E_^VG;q9h$qHBy;iYC7eLb~YP
z`&rj(RFhVleb`ZahM{&~SXWXYaH)}UOZlC~^<Wf3vX8S98mIIqmU?o0rl*|Je`xci
zxL0fbWo4%B{TK(ta*mTMXTHr4GbE1BAa5GP6{qE3tOA_>d|TUhq$1NKE?2DVg8}`T
z^@K4%u!Tnc3Do87X1V63V+7oP%#UX8A(@-BCbLlnh#XA_itZ2aWB^ObwFt?pRVHjb
z>){(KRVyPFg(|(9YnHNcZl3Dy(D`Qxhe%(s?`fRJ7VXa$26Gk)iS&Q_woF-C`hvn;
z!{@9Nf}f4z-}Uq#vY(PqIWJ_jWK!vFoQ<Wa@<tH<3naeiJvP2EboEUA2W6~Q{!KHS
zlwtY8JIx;ZG+ULs)wa@1ODiJBL~NSs3mWIYPdea>)ur4D%6&b}_726K2a2IJ+(4P?
z7L}a^c>G-99B1Cbz$G5y2Y{ZQsaLYk|H~tiCIG1oPc4&tB)$Z!_u3bpq9SExevI%%
zH6lp|mfLB2^3{Cz4gHE!ziE3X>o_NB54_JCQkwPh$T6hRJ@xCpi(^CID1O5ti(5)c
zTK3H;l)?drmBLOh*_J{2H>73F@0k+QnTij}8ayI~3B)W1>{x}SQS{*e?jOH)aziAv
zeQg#Z4iFY1$*A0cH5Yxi37b?sB$0{C;q;O~-4m6xGa2=Nx?gu@5)DUM9TkDoB{Py<
zg1d&!QoX+N?WLRIZ;OK^6k6>B&D4CaxgL|~mB;%rzVLt`o;|mE_g=D)IF)wl2jv|n
zgL4v^c?<cC5dm_WwD$=2W_0a3z8*KChZ;UaB04t_u``Adpj@j{?rqA&_F_hFfVUB}
zRKw=uS?iCsV`8##N-jp(UsNY^n)gDlzc@YKKvCZGhatqk$K+P$wEpM!Z%onKX~Cfi
zW{(Y%6EIok!JK2Qm}Y>ZfknVkF|d+<;3)O*zC9~bH`vtLv$7J>I9pJ7`I>R>gEPc>
zyY63VUULsaW1F9P8*=Zc(`L1MUc>h+1y5R124#(8MqH+EV<e?f7m<Oj54TiJ>L-hb
zj3tipp|NZe=CyHif>AX|w6k=wL0_5`#U^qr;9v^uzn(OD96|pG^q}G2xCjW+zo`d`
zW6Hvd8oEWER?hd03L;SYdK%4KDV-i4F{1!QOJ0rU3E{}te%7OAQm-=O^SOqru>C}?
zISVPckxVp*dC$6@b+L@(rM&+2n<mC*S81@e3wt(^6<;leg9ii-3TZ?3i=Bh;Xx5k0
zZatSOR5LDMJvH07@V{QA7BLMiZJrQb7jbzdd&ZW&+h@7I3ZcL@2u)@EoZKROj}Bj7
zxs!X-b1%l-|MwC1T-DR^TX2@TC!cB(v?01N$qXbsckx+@RSI$Q4I6nUWjMw=c(y9J
z=?iVaKim4T4kzK?G)B;HR#@QRn^z1(+8Ij%XkkpVRm?KMD-=W<ykP9gc<SbD^fr_q
zUv)cg<U2MgQU6aJ<SeWx(lI(8SJ|f*Uavz;Kxty0rFZxzL#y|gMd)BsY>xBEtoVF4
z)aO{N|6DV~H9t~ZYaeB)A|lS=%HBB?YOumlWu$HuMSFh38s(?q7KYU^9O-!5<n*HU
zxkG$5<zQJK(k`eScB>A?A%B>+_sb%eC0Y(-Y`S+B^aGQn=&>bR`eWHQhX|!|mop3d
z{pW`p@mB4G#nthvcv((9KakfXlm1Gw-19Mz=Cd&gq<i{wO^hkkQkx5Y`K0JwOz9Gu
z{$W7EFi%ypuB=W(K+m*&jOP1+<6uHAOQsAnV5|FUNd`zm@{5|sL>_Wn?wq*Nf9HA6
ztM=C!OJRTMmu4PkX&0Mw7@iio!r`IHw|n7^%>hrp=)P`^i{5iuDN#m?Hpr0Dt37{|
z2sE<MuYapJww{#Q#h1@c1<1yo;LkWzzRcTcnws`>&U>I~-_>!~v6acE-Fb@sBU13U
zx7b_i-C+Y2q9*CjER3+rY9#Xvu5skH{{UY&>uha;X{;;X*U4x%s51NLwS#xd^xnxo
zzZYS{S|>CO1nEs$+Fnj#mymv}4&_nv(Dd${ef1aaq;?MFNW_c!OEe-eDVA94Xm7TG
z9G91*QOR5E-c$Raa9J>3>J@9*p8+!{kJoGCY%&$(P0xV!p?f0ji=qvVbgaBjy5XHr
zdA{VZm1h_(9Rshi`tS7vNUoS+*R~5l`h1^-Pt&4Io15KjdfszbzPM91PfKMr@*z=?
zTesISyN)%#csR^_^PE$*!$@Awk`eRX`MI>0G;`G9E(^7k%IfW0S}=0AVw0P7Gk(rQ
zGs25!Qf=^Rm26+Ht=#_$1S}6N47V0}Sr01jy+qzw(jH!O>RXH$-ITSASmtq)RLL6?
zjxK!RvB22h^^%Gbfs+nbQE1sF3H}uxBMiUm-dXUMKq|((y%TV1tMqY&?P|*O@vz0a
zoP}@hmQ0@tu*dlck526J3>PqOmG1ZSI~S)=!BiXPL`|2(1(rj0lGKKzc(FO>%Dwwd
z@TH5*r+n|<VqH$`7Fdhlg(I!uVu}k9)GncUPoXr_`8|HgQdFGJ^!HQ&_58k5D5V4T
zYou@_sci(g{(l~~xt)&HoCB2)cCn7zeUcmeHjz6bRiPWK)Bh)?jh*(Uj;`-lI#Myx
zde}|LsfpZm7ao#x4Qawkf939$@8u_uvnc5YXHh8JiS;l#J4>g-O~0WQbNNfXYtugB
zy1d`izQSJVStqoE_uw&26MM5rSd||aspQZWZT+RZ+InVznTK}9xF}#%b)AuojV-uT
zwpX<^Izg=7>GTqzieVow<Xxi|K7Xo?bIVp%mOQq76<*?mGwCH_469){<zY?P{FT~b
z`8kg+M><`#*h(IJ;YP-^CWn#mH@%>lV6<U{=tY5&!wS|s%o5$C%#VW#-sAb6PjvR_
z>S&+ks+POuoJ7w3<#*T4?Ocsu^~$V4F=!FOK=}AX?b^=*7k{a*KZd+p6X_N5*~xbh
z$en_V<kvG-L)TSRUPK6($>hZmJ28u<*t0rZyuxyER0@!*O9>cPyKnkSD3oPnQhhvT
z5su{8>3g23{Y-em2jw!8D5Ky22Ylp9u_PM!h&J@=c7=asblwOrHRIG894NPMJ{z7f
zG{KjZJDU6;eZ#k;5<U;NcwoSw+RoRRT+WF~$$AONxcEM=T;+~tynJ~kIwQdy`dSLq
z+cyW#U96a1Fia(Q{rmf$r^R6}HJy6gJmZ-9RJBoo2CsY%(M7~joofkD$zj8vg#dZ8
zo1@|9T9lrx79rw*|3ciGGuB_3>+zpcm1_IGZ6GIV&prqE38Qwi++PBeU$y1E>OA|~
zaLMtVwt&*4O8BGy1h(uMZ2Zlyj0@L3NVo(zy(F2J6k;F&q-W%4YKSyg5uB}8Z;g30
z%*hNe{(bj$D`%fw9nuj)%D%>RjXmq~7_9ByVNL=s?MFe%`Lr4Gk4ySu9XPy~a2yn2
z1k2D$30>5nP;}wV^HUr4xtUKk<VTse%J3t<c>I?#QsR^<7^}g`l*&vdZonJdCPVh|
zZOeAOdok6+T7mU~`%gA>@fT`0Hf*C~eP#f(eZXNDcs~=Tgo__BeA3^fYRdH2M=6Js
zvZ@&)`5-Ks`N!rRq&$DLcPtf^Hz+ff`btxP4=L-q)aj$u(&@t2Z^Ppv#)IRzb(NQC
zn)`#G6JE9Od#T7DB48+PKY5%UWeYl-okC7W8!7ncu($jAbSbdNr6#hqyO)`nUE!6C
z=DBqQ+Cm!rlP=(LEDokoXcZoUd=TP=>B|)=@^<7cVoCmvOQ4DGLAhHZMe%U`Ujge~
z;f=>$;Q=?V2AQ5@Zz$;6s{ko(w%)`jTn#RL>sA~S>qYnX0elZuv%Lo(C_~@EjWZIo
zGsI9{W})untItbZTsvd)lBcN*7XQ_JJFJ|!-5OI{0HMbk6*aQJzL4$PGw~Nt8KKsA
zW_#6FJ%lb|rusWy3AZg5Qdgaatzp1{@=Z0?&;yPr#jTU<0^?K=y2t@*33NIO&(J0n
z*Xk2cQpkE$P6NZN?*MvI;?@9TbQhX9^dxQy_zfTM4E{^C7V?VB&;Dh7cP}7WU*4xA
zE6%!dhs5%~r^mzw(obgCgx1U^CummaXTTh9;^g5e;G&V`?A1NfrH@ySKAe(W+fH{H
zeZ5jT((00+XxwqsB~+a%j&jXB+(*(OWBuXe!TR07bKDiv6M&!mGbANak{MvX{6(Ur
zqtz`o>equ_wEM`{d3@bj>-D*Md_8o|j-=V1Y?)chNaRMxZY428Bi7PM<X}DZgZoD<
z!g+VJ2P@eBfLaBaG@9fVZpKZDgw@OE)3AM!pO$|KY!y#x9f3%dmjoj)%CsanRn`xe
zbV=n@3vF1-a;&0JL!swD%w-i%Q5dp89&~#e1K87vT<}d1<M-ACOz}K!;(DZv@ofMv
zGqgEP>djLvwv1Evoo2dBS>Fy4vJvIJ@;@RWaq>I5x2l%X<!$cnE&7HR9EtQwGg{tr
z2keiV+o&J;-%&4@LaS3lvrukvVmJ^otbo1EQ>Zu+wg^-!l>|Wzn5hM667|_i2P{4o
zZW}Cy8LFI{frpTb4uxFu#^}#Ov0=gF%7TlP(0`SBRSc=#WgT*L#?&hh#R#JOiYa<_
z>FoPDh`~ou<eInI1NN=OKggUv;4cM!oQx}T@Sq$r3u6OK!r+lbnDW7aWLhEIrezJV
zzp9_}uTL*XQ+?2Y(@`|sNA|q$-kKd#pJs-bV#sv_{gqlTjN)NjR-HvK=8^t%+Cy7U
z)@y#8%>nT87SG0tKXZ4T<9ku$*IEh<4$2`{)L@D0a19V)PI+W8n8oMYbXP_%C=|7)
zN{t-}g7HdB!VULQkZDTtn}HTie!&R%nLwy*8<MeF7X<;K3T|t6<{SEEm1s(HlIMR2
zJ{Cam2~-ct)jg2A5mS%P<x_C4-dkr2&+LJW!_?<+;Uc3sMaH$WDV~d*E<>R1^JSBW
zX&|b=MC972B<Ko`fatQSI-+<;?U4w}Wj|^9gi}f_VPa!rjH|0j-mH&1q^im{@BV|~
zRvWjo-=brJS&X&M2im{7|7*ClwqHqEYRVSY8swit9VQ8kX}AV0W(OuSxXzzX!;#H`
zX2JNC$g`rQUx_J0^)Q{vT1iLdH;r_|l!X_Ti#A?-YMfqiK!-VRl#*izCZ}iV&Py9)
z;c&~ziQqjC<x^-W<-r6_J)Se8kW2qj1cH`c3!QD84j?~<=vs-({D=f4a7~Och<d<n
zSU4C&1>N4fuS8%zuP*{KBYN3knQ(l9nK8xaGN(y$0=v9x7n=8CrUws%j)UKG{BuVq
zSYqvaC&Og4*bffAL?ZX3a=!184o6s+x&^d6+B-WDiQnw#Xc{7{O>%yHW@hou%U_^l
z2ok#;_3$4w{M?~BENtBtKOv=1i)M-ebC$Dm$AsTcwhNsjP_A_v5`?=ac0cOh<obY{
zx5_2HATJ{g{A(_UXd)7kKodbDqlTPW&e!35I{EbHx#Xa%jv!5L-2RN_X0&CU^ITuy
z_aQ`)0~(Fc>Sk@fM|=POYjzjRa92Kws})qu`!m*{o*XwAl^Q4hkbOdUHhrW*Oi6<v
zQYY46(jl3bX0l_4E!!Rq6ROGa4EYs!;*;8S0#~o$W`?KvgxX+*bLk4B8|7ce^ohFL
zO#eqUF?;rr$;!$~Qu_4!6EO@Ku|#X~=x1<mCfxDIg@f4g)&SHZ3`&}bk@7uQS!UVS
zZwjz^@8-3Z2=6oa;_hF#@|)KDabH(BcA(90-C_=-Q-5bly2V;lK{PyarKmq?i_4M%
z;!9BawFhg6*awVwYCXy=n8i8z>chQ%(l3Tcx`y6Wwi;zmmVapqC^8A5GOg$qI{7sJ
zOOobt=&kf_x&CI(SZXmxI8RUD{Ns++^2p32nbc#bOb+*Ny-KQA+#f2s(9IOn+wA1Z
z+x7J$3?@_Ffx=e@#L1`3WOlEFHw@|*y!&O-dwt<*u216Ivs~Ss%H{u8KQd%;^%Q-k
zZ5OC|`al=4!|N?_4WIvzfWS!9jKlYmn?Sj7ik15N;{c5A-^tBge6i7A>_(lz#mj;E
zI1NHxrdde&(wn@yot~V~m+P!vt^}ZX*>>qB=)s+&2}fld%Jevp@h`zrvO5zb{Uoj|
z6VO9rn@f5rf<*I~^2_^uNzt&gG3OoYBwquK=|a!`%#^Jg@4MknMC9sTWE^*YHjg1)
z!SzHKi``xX@xX6GRKP$|P~ISy+bYj3etv&ddeLaYB;rL3!I&Pb@#~=qn;h40luhqC
z@o{w~U|4fIJrT#Z{eS&J-}HUG;}+>DvA}FS?X6jO$X^N}dF73r%@EGkca(xVH(VEC
z${V{O%pLR)5!XAddi}jVj5J1u&O5=az#U5`FUo1pIPD{2)kGJLEEq4wFy8a;VtC-y
znyh+kP~9>p62$k6#Tq37zIxs8Oorea;8c>5k!cVd5;*8gDG-k!q^vZc18JZEqp_IP
zEx28(Cxn)}4x^SRtO9y9j?bnLHRtoT5IJ6*|7{i#>oCF;&yWFKP2W3fpeZ2<2?j05
z+Qq#7HNq0<Hs9Ij7K%AIB`wVJk*t9;)gt0msdCB`g0Z~^oUs#BpIu-&$_lP;ngs!1
z;BcKqsAWjdh)zt*N9^}V1T<c{+W}=|h_Hp8z;&7Ei_d)5O)@$(#W(84pZjoDoN}?)
zpc}<I0?4^!CM+TIAx-oS_591p@MELz5T|oxf5y`raM7(QSvhFmA@?0e@u2qg!1Zt9
z{+eWDkDgfjK(dqF=k|<KKB&N({D5{W4<o0YymT1jG?S{-10-Mk)#^pXk*I|W@o>N6
zsnOC(*+F`A0gCoa#pZ20lP<W!Ap^I7Xjs5B>rn3P2Ah6fZ_xi@gj+ykDoz6wK>zM(
z9Gw@d`GO<g<=z+%qf?Mmgy2ym6a`7f6sSkv|0}r)m5AMZ0WcH^>DUsf6tA!Iikr+@
z;(d9Q@ucm1!!ExE_sb~l%aE5++;uJU?VAoN$BVsT&b)9(7dMx)>NTe&S6eKD{QVJ9
zvGi8gb|l|hfARc#$9Gp}yJ}1xuKk%c&9rOS>f@}@wo4u<L!&O&2#9W2OwP7$G6lMo
zyvJ<CinK@Rs!{EIMdV%rvJ>in&eAXJp|ck=f-UQQ87}f0p}r#<Pl0GEiee2&ndSYH
zS(78^^~*GSpkNFMnh2mfvv8X8<Fs30Osp?dE51m6&(Dv*Xe--z27@Zei%$+Sfjo=*
zL?obP@5K=ds3T>?eq8(wR+%&=3B;Q57B@Z-tErANvK4(5vc`B-mF1!a5rOCW8S=+t
z5;p#TOo`-^CP?W0=t=L)FTQSWjbA6e(s{x;^)`Av0<d7b<`tG#>ijlqWz|d-mjy0g
zA31eei{Hk%>!2GQ(#Q@7Q6nN5dG~gyY~rQM&;d>OIaYg2DwgUT<4&r&;j9oBR1|Nn
zXL$Zkp8y^e;8wzGsmvL?|6S1yYeMVZ0?v}ElSh*zFgErGeTPvIU`QTDS9){kTj<V*
z;S`?td>t)>USU>tt9kz&{!gEk107Zi4e3_>li!OX-(c?%jhX1Bkb-+4y_(76^VFVz
zp!}@IjjsWYTW8y9(!PFd=dcly6h2#=NIHNdg`^`yN^bpMMa30w&Rr<@(|xDGw(DX<
zRD$ynbDI;-21SZ8-Y+l_%)<{kE_Qx0(A;J6o)g%aOF4kFX>Q&`gqbLw!&n6ecfav~
z#8qBh`HBLjQHfg1jPmhgV>Q0gNB=mHnp+5<lDt(G*e?}Zk)+;=^)d_oPi3XBw};dj
zn73A%UPezg=I2F*W$o`^wR2ak)9g=vz$qFh<~croU6zy_R}39$@+GqhMg=VIMxmPb
z%@!%=WTZZOOM1#%8k3_o)%q|t3==CwG50^-cp3Uq@p)*kthXV;CslyEXJ3Z!$KS*#
zT@5a3GPcP?`^2}yS}4wtOo6rg0w;gXU#-2;j52qF7GB`OTL6*5Jl&xukWl*A^ADA7
zLpW~1XpG>{saV8%=sr{ld7PwjwOiQyEbdEK+t*wLDM*+%r(Z4pY?bExpEOHFjoRLq
zvU&tlXPr_$+5ZCuJjmWMlFB149=k#S_45fry&wzsXQ3DGlo@Va?-IhB7A8k|2hXc!
zR3n>6++jHJsNGXxA%gFX5Ynmi+pDemx6=iPrLtOw729irONE}Z0^!N=n!E~$Mt$`D
zzf!J+1>Jru&=U%5KNM*|g~CdfP(l^9IK;(6__WuKIdqbpgp>S%5{sW3!AahWo7LXa
z6liE9Mo%Hr*zm{C5yz7g-IjENXY|cUhSg95Hp2GVjmM9ja$BFPV<=8e2GkeQ_~sn#
z$qKupV&IzdT#x_LCxs?}OiTrD4l<8ds~}(PB<ZVZ(%FAiS52wC@7f-8oq6Dj=nYRn
zKKTUVGY9OF5D*nO41*|em#Uws&h)j_O1csTf1E369ne%_0yteQVg2!=NT_es!%0VZ
zU!rNb<s8lDrl&Jap=eVDPm$`l-={zp>1mDZ^MDI?{>An8;&+Ye5LnP-aHty$NgTqC
zw9u)nF(ddlQ(^U3*t&gGdWq1g&e&s&6Ix6KO5EEeHy0T5j57v1N?X~mQrurZ4tYkr
zMhQRSn>zc_0()-wH!Ml}G|8Z!g0S*ej=FMd|7gi}_^w}|YC6fwo@I723%dGRy7nf2
zsNURFX8hsS-to6M+KK;36V!M)?4(0{RC&x@dT7Jkv){9Vs;6<f?P~o*taqlaH}Vqx
zFe=0e{c{bECg`7Io+v+}{=VeFS)b*(+30FL>iJ%Rw3Iy%=8bQq6?8Ck8eH%H#b>oQ
zRXwV6NVe5DD6Ld@J9z+$GzUsT`Frg-@b$wONjy2H)N}nju!i0}hyL<|vbW|(D2zgS
z$1Q5&Y(!#fl99UMXefXCU96U`?FiHG0je6E5Ye?|?|zi^Ox)hDN0UlbF58a5k)IL`
zIp(-c`n-2aYs-pIbEhj5_i@g4*A=;W&#$r4-^&~8Grr#Tpv7r%Rt<hR=LG3U+*&uE
zKn+YvjN(Uso;hQ@9v=O!1A7)>c(H?Pji$X<)5d4xd~48yxs7V&&pIg{b;R^-Gm<vp
z_SL<IK#QqxTc#P+EcB~4%`y28Zw<~oNV{L;@}(0LmK(OYgD)IARz};5ysOO~JQA;z
zRm&aWM`WV*Rzb733W)}*B^&_=gGY)}hHJD9BnB|5U2F$$f>v5`Pri9C?Y(P=?%3{f
zV7a@-pGY9to_I>yMkT#WOrzEJ_{|W9>VYoJ*+w`68nz^O8OEB+A9>3?qPAklXs-d7
zMv`Uk#rNFE@XD&O(rU2+i~VZoxnZ96-9|V<hZ0X*gOE-$H<(`Jk)8FVe=Lz<yg;Ki
z7NLEZUN-@w`ha{v4U%ngU}A>Wt<@}wwm#kt!)3T&|IB^{8Di1H!>vFEkT*R62?pc;
zfG8V&#+|P;sc3y3Pbl{6p5A+z^Ly6$aavp?KYyI@$j_co!1)UhoWB_4i=UOs<{avn
z9yP+FYD^CwE?r$47^ZwLVFrdZ4S0JJ27N$0(DM$s3l37}Lc8?OYX=I)yCwGp#r3M=
z9^6O!^n+FA90KfQCP4CEjGK5&zVQ|-rzpe(bc}W7GE?fsWmr}EaU@);=fVeV=M!@R
zFk*G4{^u9zm&Vr`-3obzN->RdmpD$@)J}Ec-&~bz5j`{f0K&rUJr85#%JQ|Z#cu1P
z0DldU+U-kDu<thtiqduHfj`<J^}qv-f|}PFOhTjtbw2IbEpEDiEvvJWY`MBkWo*IN
z{;s%2E+y)z8g++9J7)N=!p!sEV2|1|07gN}cI-p@V6~KZ)!~8>g;|$)2V#?N&Z4DW
z&S=v`L~4v(ifv(taab5ua+`znS%0mDR^}GJdGqGa^!oyDfHKGhW<H?pa)kE)kEs7N
z!+HN6UT`aP5Os<>)vu=UA+{R&NZo3?FH>f?yxoJNqZqa;k%yAZhE;5mK6$r3x&r#u
z+G?{tjyZ-wC=LY2z}x+2P$}?kQ1c`Wk&x1jY3_VAiO52yiYmZrw@LofJQn5%H|M-%
zW<0Z>DVpK(d^^1=%qkW$#lUv+-i2;q*4ep>2OOorhe1wSU#(`aWjIh-u~3hddSVBU
zdCpJzXz@f6a62X1x(qqxXr9TFwb8s(^g=5VmyZEn)efy|<;%|YzkmQCA#wfiU@dz4
zbL?cqgAUl|y|E;}Ys&u%w0$bS)b8~eGyL;X?!7HArEdtHVDhHQIka;A$cOC|r!hzB
zC_d^T$%W)bWOkNyKMAolkDUadMTqT&hkd_+^?(R6RPd}+$nSwwHajX_vqv8g!kNJM
zn;aj?EtJSv^uDAaAi72b65u$>L}%{ZePZ2bBix+hS$)$JpajSV-jW*RjmY3yfwN`A
zs9(#dUIl{DJ>ToY#M_P}=DLVeKhrZ4+>(BO?>(_N?*8VJz(0>}j_Gz7)mZ==n4M>c
z?)!mDeYuDvF4=8{dQn*QHATa@d^v>DDO5alj{U4A<doN_E4b4tajV@BRsWz~8_8rl
z+e{*)5j!)_?1h&{B^Tc`R>E(y-Xbk`g0~JQezsH=x;KzUnp_~Ik^5xBR+v<GTUYE1
zFssr(JaYSKHEm(K^uf?Z{e?$%u-@lzn>BQh;@g(Fk&YbjSCBk16xl3la~r?=l&CTF
z1;*a>FDqk-@#m^il<W<5uFQ}WC-(P4$H0$*G?{r;SJys;uBelu7<zJH%RDSswNZ~B
zau^<<;r?&zbG0W6<xgG@!excY{QhmDaQViWst2%u+t(4h_)$XVFq|<jLtF6=wf(kk
z@Z}IhmVf&uoh!F)JyB=h7C{^!xGqmN;_u#4nJHZcmIakmfux8QVOgUCvf{?`$buU0
zp*I2b@8Xhu5gc&iyucP^bIg>9s$z^-GUMPn8CoGXCP$za^QR~>@!XFKcj(SCUp1)l
zd=YgrVT5pILU4htLVPs&yx0%+u}W(P`t5A+DAGc7EVIapzb2Rpjz5iid<`w?u-Ug|
zeEIVi=zKQb3uk<j2S9%E1Vg^tY-FKlZ<^v`GtZ7mDv8B&3o{-uWrH~y7dIB%MZ0Sl
zy1!H};`!{O4Ax_2g{Ru~L1q;mhWI(IxK^E#3*IOtD^J_y>~8;sdePIK#^>Oj&A;Wl
zDEV`8d}*hEWa8rs<(D0vDoQyMCQ?<(gn4#ODL*G9AHEIuO+#v_{SU$Y8Ff_*2=^;p
z^a>S>L8U^{@uB?TE70(`*8w3^Qjqz!juq~v7~XM=09HD~r#G?;$MVAolGC01FEX1p
z_YPl%-pfkQ2PF06BZXnM_xGsyd_H>Hg26*;^|!=U?u-#4BNY<qwC#{<A3ji!9+Fo*
zQ;Tf{4$*Z(=P_ODm8iU}&6vE6WrdkQW$z6%Rcr#YamB(ut~6-hpFT_3{K(_<>5Iwu
zfM_o(`>r}$>klrP9q;q(Ak&k6L#h`)6#scmj;gOR_Q=X#>v^DLw2^qKvMpxaZrSd1
z>NM}CgSTHI99U>c3>C^UUCXQ7Cyf6jy1QKHV9KuIm4h0BcRR6{aGhfQ+R^)3#j|eC
zJMRKN>Souwi|BHgi%5EnDHA=_l%iJ2bU~?~&gB>lKNA>UuShy^x%;gYZ4$<9b3<ng
zX<VKlB@0UBX5P<MR*XmQH3Iy3xB>Hj{Ns0?{Q)piM&h37w@8r%OneH?%<|FF@bU@u
zoJEp(6p0PX(X$6^(lebN9v!TeP1rEmJSX6Gb|3TYXn`6LJ!}H>=l$nzcuTs;^om@N
zR219Q;jDk=>AfpFvuel|x5aWE*4Dd^^xf0T^HNNm7sb&a01yG4S=ADQg9nYmgRTRy
zw*|6kj~b&i3I*Yr3(4DW9K1hoKxLR$&kTQmp45t^Y27bmJ>%oA(cpeE(4sy1sAN%?
z%#uI9Bam*FRuG2uLrc9}pMFJVwe>>ZT@mZK?r-Jbecy(V+|g$PtapPe^B;4Eb)~|9
zu&#M;ovrJvxBu0Zd&q{0%>DbBWu~uDBCf?#7D}g!q8^vs>VYiQkBdYzqG^>1EY#`|
z8x=hn$n{ROSCWb%>cSmUzVDe(P|EbY6jOn}UN3aezeN0NWi<$gUwtnDyT3`Dv7|-2
z8k$fk!}Yi7!Tym`tkbHCeF$g$zv0yxJ38|)cbBprZ_TH~efepT1gu@hkL3P!2M0%V
z#KT5Kzk$CL70|NV8r3_PFDw1+(x=a}>Gg#OGYF|DDe^z0uI1qVDvS}bMHCOaJ|jKk
zCdnnzymI81Z^bMY62iL1vot%ETQ}aAWDLvr`%^eO?)G&ErdqT^U0L&3ewr~#T}y09
z2T@(EcPLx?Y^VEz$Jq|nLvev*%+KBDTs<G02T%)Fq_L1Uhwe#vIT-C|RcGfmd-}co
z$rFNwv;E!6$=?1%AoV?~#3Z`Ksd|0K>}=_24vItk2HW{Yit@4~QeiTX3R9vh^I8mQ
zZN1)~$9|?vU2=+X9yrLECf8d*NfFR`D9a=6GVe$_kLNX+q0R#iuLdbs3w=Es%88Nc
zl@t(kptTDS+#im*@y=%}=hiCDV|)(p`ArkCpEqX~*}9*19h5yu`^*)U4#UXF69837
zCeePlaED!3S8S?5vt6c`2yn#ZenofDG&?{Qr2R+-hy1RYg*{<$KSPF&{em`()@?kt
zt-IE-tIj|l7FYE5j@aV4Ng7%07op)@Y(#I_H>0WXMZ<L<lAs9E2A0?#hGW<D2%DyR
zi*DR|WWo0uJ)nGG_ay=cQOBE_XXg`Uc=1U!DpT8=$&btVUPE6<q>GyVJI;$*QL%Q%
zym#Fg&g1L5F*|bt-3gp~&ssYuS5{gI+T835!_@-O2zKBz`L~^K5ba)yV*8?Jw>v(e
zq+I`}kj2HM_Z$m_KYO!~vl0gQY>ooAAj$lV^HroAWHE45OdV!rUNetILSO02gL0<s
z6SN>`sSK*8$fzPBzxrfpYdlKL87`WbiIjTtgPF`v{jl6t(ET&Sgk~frRLhB{n&9oo
zZkgf8fIw^->(En^eE62{xl=aEQw_6stbcwlGa=0KHcuRNX@wWPz|EfkdX#X{f*!!9
zWwE@*d2qGTSDk4Y9k|c}nT4AHX~u$<EC@t0N89)qLp~^nZa?e7NNMCX^LuDh2M&s8
z*UD8Sn{Pee9&K}e`V`92-z*&0dq3}&%s&7zQ4j6k1#&SOpix+@D!w3CXk4p%jGp&O
zsS5O2;3}=d2<)jdAP7gtx~cw3;b^^-GsMs`G}@HV#~>Gpy2Q>d7YBHgkDyI*sgn$R
zum@k0frwv^FJ5}(T0~_Yy0;Djv?_8zg-}&Ehsdjl=o2+^LiK214T`iXucL5zKJ9sS
zjeugd$=E$FKJOw~h>D~R`VK7a=rc<@&+8xfR@NKV>EAmqtSaUf7VVsK#&F$a!z)Ah
zGK|AW2jz7)PM4au3Ys;N!H8z}cj8dx)0=Fn09h<=r^oW37;Mio$&D>v;^eGGo_lw%
zo~}k}T7D%uV6}ul>BH3fWUbBh>>Zo&gL0=&or3Wv_wNgEC2UNR(I(%m&Ks*?T3?Y%
zMDp~CQ(nJ*jmuJDGIsn-`<d$ZMyKt<SVO}sE;j?NKbeLGTt6;Xi+cq8;s;}c8q=R>
z@auvi%E<7!he%#mhDVL989=2lLV<7U!yaXlPv*l{eZuUtp6;%R-+PIN2jyyA=CVYc
zCaso6UrP<cO^!M+{iy{incUuWzB{X_9Y$!n;Ts^R>hgubG6w{75w)M*Y&90-N)Xv|
zPH+$8EX*+XrOSp2g2eh|X)&1AVuoo^RSn3O({)I^&SUp}qNRMIORo*L0@oQdq8FC^
z`MdI6LTUty=OA^xcqfG4J!##6b3*-3A2i6TR9l8m&+0<L5#(mJ2Ew@gFvtt-QV~vZ
z@!Icsco;CxhpPhKau?T?b~lyXQiIzux?y~B4K6FaE+w3_3p%%&s;Uv7!zVT|Ntl!+
z!1OgTRR*_Ts3UUs`_smJwhGzRQVKv<<FZ+eCuZr`MKZFkht0qc5YwJ!BLSCd<Q92B
zIyLJhZ>{dnXf2U-wPcl?na~Te{*VOld2)7%Mn;kIXuf7!TJb69$Bqrt|M#7rG1-4Z
z?z02w8$`oe)eriQD-q(0>e;Hvf*_%b+~2||gwjSwiah*!;<8M6iJ^V9EQo{l!yN$S
z51U`_msx5@=Cm#UVw>LH3{0vtAhn8%oom7SZ`@m>qfrTo%&!TYIvXA9{oBy;j6`0w
zlShU2!tD*4M^NS08<l9>V{`Fy9>&(=H<uJc*@H@D!BT!QpQ$KlMdn*;KxV1J@wXfn
zWP&;t;3a#H@zwok<MBZ5+lo(k&%186nw;?I)9tAZm~F%Ns7Z;oUX+ixQi`3b1fk(;
zISc#ASkE5i(*dd)H@nin)^O_!m*J;zeyD=IjBV)W+GJIOLLp(Zuc1bH5X&3Q1EGr}
z?upJ-xC0;!uEW_H!^7QOHXt3_(%Gqp_&8AC%?C=rO^3ktt0<XS9&TI|18PoRUmrDG
z^{yxOgU80=!nR3?+0Ac5Ab-V?`Scq9tW;S2>I@JL@+2frJd;C4+@23^H-rj5oX&~G
z(+L0iH6k;+>lwDi0?nsx2*-Lp=RfP-`vUcqbml=hi7RC8@5$-4o8Q5mJ&HUgb$1bE
zX1M1s+5A}J;7gy@`$DmWsE}hJ2_R6&&BpdQz6=*4&vyB;p5o9xvYexd*Qihr<g(nb
zZYbJAa%CGN<#-lZA&*99I}JTVgF|FQqKR0=V1qAStqInf61;v(jL117utB45u$3r?
zcb|Dvdu!wxWH)~(!*tQ0B&UkBhup9rK8;+nn$)s(Zfm_dc&Qh(YCjS0KEh2h@F<&=
zBeIsG^&q`l0k_@3MKyYYEnlx|tDL#_bnlA0+?td))7XVSyqKKC%<uEwgZ0F3-_}``
zjh16(C(k~LT|FIDA%L#co?d$BBEk1FV)c}lrJKzUXrl_d1=^qe_KCrQMRy84@rcds
zhKwS2y{oRVltk7Dr3Y7WbC=Fg1b@@q{}RRep!NUA`U;?|)-GH^K&3>w@k6>rQc7u%
zF6maJJEf&tO1h;%x=W;`ySuv^?)$;{=gysbW=_l;=i7U~vEo_JT8|wklarIv+~0P8
zv|v6ksN8UFYz@y9h*QB^Yvi+A(C5@Zb$W<_+T$pg@%*dl?z9+|3*=1^rgtLRFUnnd
zxRsnuWtiIxs@{nQO6CnM!!MdTX8SsS9#Y%w`ZwH?_|3J<z>jfbR8g0LQsmnAPVg{c
z2&>8>Qt!wn`sP-1%5@MIh(L%#sZD9hS)OtUDkE^ojIsF>*SrX^J9h$zBD|*5H=s(n
zjpb1)aa?&19R&?~logV=_n179(5hLL1N8+DrBr<fr!8-X-u(Y%ZKbN?Qrqn}`$wsv
zy?J|=U-lx#?v^wQ2iN6CsaGdPck6|o_eol64gejW`^qWRyKjeRvv2E7;+{t<?>c>b
zophgfa`yE4ZSloy{;1K}FbIW|CVV@a|KD}|ud!O$N#_JiiljfYr)vaLsJX$sQ8^$@
zGgw$Pmj~ML5i1~2#obI`x;d5B7?|VZ<F{t2z)a|u-sv$`YE5pgYq$t7Lec*L@_@kD
z(-eJF`T+Lr`YO$qcs{k-gwfVHIq!90`?AY;YBnvPyY8=_rN0;D<}%j6x6Y8;DlQ+(
zD)?|T2arUH!8|efeRm+Zbh7V$KaIcT1_Xl?#b3LE(stkeW0|{4bsk8)fVsG;I@jgp
zZ`U2p_jK78K>!_HZYk(%eKeE7WlZ^Zv-7jkCmqWOZMG{w2C4p@_m2I=tN$_p<1LAE
zjb`OsK6?0!&lB)N-Qq*Poc>FRBevMlAHtSEf2E%_&_U?k2k1Np0<vMpJxqJLF2H;`
zxQ!R6Do`a_dX)iFLW(;H29ZA0x=kHl0Q*jEw#&G09X57~MXDl9ijKAyb7$EPzqcX6
z=A8Qafu-%<U>Rw@*N@iU7bp|e=ibXvwb7C^^o3*kMTu+`3W!o};4{|16#g+F=AoSH
zIuU*Y{$mXP*FF;!l_-=-GUs}(NreY&7cY=3GheU5HdHIo^Ep2Qp~=^OKUw;SvY;K;
zSyKow0@WqDHLvhR?ytu|8>CB(GI{Q9iIRgU*`LIbid=$GD_qJRFxLl+1Hq~!u#1wu
zjkRzcef_oFU2qZttVQRuU@+ZM9w?wjPx&FR%Yfhtj22PMPIk@%ZaND(ecf!Td=QLe
zDFQ~k;dD&h80a*gvjBzEap0iS01*kQp~=0TXk!beb8JH=Wl!nbWU5($mVF~#1oYt{
zK`cDY9l&ziR+ZO??mK`Niu!x;Npq(Eyyg_N-gfshHKu<3wBed%n>jy|&d)<{riImw
z^XRp0K?DZXZ!T~;Udsi-XVFvR18IUuix=z;Q2tQj;$e*N6c`Qz9n_~*ZJEYcfA9wq
z22^F&6Jd;i%v_?LEQqT9Z{0mz{HhOrs<EHrb(P9C?ek!g37W#I$*MkP=Y`*ld-H0^
zdM76KL<fCb1Th6^<jJvHZ*7X#4JDzuBbslmA+QNrO7Zc7fRXib9~jG&$lR}SbnJg`
zweODz-4tL&iLAcg?cd)Oe+X;X%F9m#-5lvj|F>2$O60hSD}R?Z_{uI`!VFQR*UIzh
zSe_dL@qA4Hv^lzr&%9lYcz94#_ANaqo+KTYzC9bbX_=0Zz$A^4zIVt`2Zm1e)N>GU
zP@){QKYZ|FEtq}7yI;4@2gbEm&?X>4XO`%=4UXgyiQMN})NFIfn`(>_6Z-2svQOrj
zCZRdkXt_D6PaztW1iVG`ucj5P6fTi1W{oXd>&FLFcn<#Y2?u`7s8_YFZfhNPwn_?G
zo^Zn&-S8|W7^?|@79M?Pk-!|0A-}S*%`?n*z79yq7vbfgp$5!m72$6Zu62r6%mzR)
zc;md9-|^6i;fhJFsx@krPGP{yDIti&x-r(E-IkS`OXe!Au3;nPMLtYVng={?FsHJ+
z7x{R_8#IVq7K<PHy-`26h~#S;&1>?3?m}uj6c!O+V{@N1cM4Ra8uwT6Yq!f=YYuvj
zp0U3CRF(wy%%t$*lLPiIDg3zja#QsS2c1a9A@Tcz!r}|*_*-Xcb<j@wVkYfGxvSv~
zh^VSPDge3=#q(H{;l(m~mdBd_8s5Kcqhug;7m8b>CIOkWMy={D_3xXRMN+LzRDgbc
z%Oa<C*x+(o*Cb&U7ER!Q2DK{!Y}g~s8z5}M!c;h9QU%@&)(n(msT&~;2qO7^fAmuj
zODIT*N2{GJM!{gy|5<q!d{_D{0kCgV$3P*#L3`@l3&0jyB(I4l7+0adMRd`%T%gQz
zyKU%?V}TzBT7q)94;+n9&{sbMh?^>-H|cky8+A$BXi+fKRquBRp%q273fCr9rR-id
z=lxt!Uw4_YuS;m5jqVXHuE!rXv)#q0_;I#kpy(iVj^`i<hv|OS0l$Y`ZVk}xu77qh
zW=~v!mGhd91p+R1!>-%2IU?waQ52*a++<2&t_>rq_eN*jvt0F&FPF)6`sVtwC2or%
zKR2vtrCfQ90B-#)(8&bd*g2me3z2}x_jHZ<N?Iy1T7&%6MN<6*>%6tMz5Fpr3qR$H
zHYogx`rUj!ws0TELiz9S4<AFo5W?G?&zsGC514?WAQXAcS@Vg_GsnB7YBcm6gpZDq
zr<40)Z?UIY1^I|UUJ_$_XCl9o=H9(C``Xp1F3|~C5twvcYFBY+oDYWoe+6?ZrhvY&
zM%y=-(#7{cT~CKP9)y4+`A5wgMQlU9T#a_%cVSroJ;e1#Ws7QZqjB~f$nR+)eq0UI
z*S)>b-Mnt98IN_N=_RH+ZR8nY0D1PPP&AT=+1y~=Uah3d+0NnIXHU6%h*Yv26kd5U
z_aAY8R5|k;G+E|Ej+Co|dY&RY=<XWHa?)g&UAZ&mH5aKhCmvD6&|fGV3Je(9(w^C#
zpP{P2r)M)IecYo|iTjirkVkJoMdZDbfy?rM3RuqY0cAy~4z?W7z(`EpNVz+qY5+2{
z57}^D$OAlzYC@GK)vBhX5pu_q2R=_PC0`T_%qx=lS*8UB{YDHof$0i0_tC~AS4dKQ
zZctEEOZxHddeWi>^8xa1pC1RI$bFdmjUcf2w&qQM4SNb`U?zu4ZBS*@q*S96KG(d`
zui%>Z=$<r8k1#PClT+IlM6vgt7eWJBvhcpmQTYnY<-}FqxSCqM9X(B6^AbjPS6{98
z6Tiyc-sk&h#nT@MSf;8PS){Hm4<C0OQ;7gC3D~>)FZ+zm3AIz49{1BDNtIa7v#N0z
z_VxrjCI(7i3H94&T(8$Y>M~Pqd}l$_udc&oD8hc8<x@*_nQSw>_Ddk`$I2Y#{rvID
z*FLEsqP|yBM{_oFxWH%%mVI_8`mnvS@|~&i0`C3$_l_V~E|_G4Kp@vZvf7ZaL3}VP
zl{qzCoWdAF%St7R^yIo0e;W5Cs}(&X>U2Nl!f{3R;9_KmquC~lUGZzPw@-|8f2iAD
z$2MmrNu2qEzji#7;4{8{{rVI&y6URBwpM~)7?x7skBE4%(o7vX9X4K*90Dmtc2Xk_
z{rg(A>R`xf*zBa0{{EYgz0i|)q<4m-eQ_(OjY>tzVe{w0;^zu>mgVzQ9`1!Vz9bjx
zR%8lyF2X`WLW)K38PRkqKx3LCcz0nzXLCJ{^~>{FnHege;Qik-vWtE}$VE*w49DL7
z9WRw}ynXwEl%}dCB)PL-P8}nl0e7{3+<|=Wd@c}kD+yMGY2hvfrsL-7ch_KZH*VA(
zHU<X9By&EZ2;o~J4=`<rV49fQHaw64I-q(;Mi+SNiSn<QTjT5O@4y1u1o{7{8uU{-
z^+_mu#gx`Y#4#zNT|+}Bg&8OJ%@`+!D41qYAN*6<p>Hsc!PC6BYj;`FBO@q!2RsHm
zCkRo*j$1SB3<%I#9WDv)OjpSmpYKd!f|RBWNW#fh7%Sz1A!U2BSsek8k6;B1v@m>*
zg058U9oxiZhK)}&7$gjogU&@Ir&lCD%(x$V8rk&=Wv_b-pjoRI5HvW6caeYxMTC?Z
z=_o#Vr|r0iK*Vh;W*kP!PXefqF@bdAGJ6~TU`^A(crX93u-Luz#YImb#qt7RD-{Og
z(9IosABmlT)6YcU4kyORP!*>g)mac&=X0m*!uUGRg_4M^`C!t+#4Rsu2TNyj*@InX
zGx_0}B}O_YAQ!y2+Abc<Q=)roK7&{Gx%WecNQf->`$NkxIP_!`6bL0HC1PS?%_hZh
zrYWz$qL!J}g)~NdZD`KfWOpv%t@OINlMynEjY;}4+Myb)O>H@ETSMG{G@(003I4Ra
zi;gXr0_F&&D9e@T2`6$|!2#t2Zb0RvF-yA#tZ`(e3|u;4VHV1e_CGa!&<|4lYgkij
z^ShYP%XOBaK4k7SGXeXIb-%DdcD+VY!4+q|$s0JMtJImfqh~J~wEtT{@HOQ?5*(_R
zn-!g^*K;F?&ill{!NGK{9v{s6{E;^jM!+UfE0xct*hvB2s|Q!>dDV&WU^RJj2(tA%
z(;UN;uuim!!cFbGjtZa#XszG8?mL>{rG-qN^u(Yihz@#@6t$zZ3g7^I#ShdeUz-&J
zsc;e?6X=teNOS|l_waZene!BLy?{&(&h_~*Ju}!^3Zl0(^&@Xa{&>m_kEV}K!8N{$
zapi-&ds}M9#%V$%ae@bKbg-!s>Z)%76Z1E;h4A|dVJuy>+q|I$@R|@p-RR~Vni4~|
znQE&~b@qkjKWwi~Ho-W1gd**xP>^M#L2U?79XbF~U#fK`;1IIYy^{&jFX<XnWpOrP
zb2iVQD)lF`;0QKSEsaDYVI<&;p^wR{AFv0bS69v!eSGfQUw{J<9Sfc#m*fWIVmK`q
zV1S-&0Kif)VPRo8ZPrkrislq`BH)B8K#DWTsAQ-#9qg=yGIU6LcvVfGgkwd|Tfz{a
zmdw~-Ox8Fc`a~N^x=JXMwBOaEi{o=qtJKz`d@qlgrb|Znp&#{lyI_RjGZ2I*uE4H|
z$AZv4t4<L7yba`I<sb+0p?6SZhF#^L%Kp=fC+d4O{yT{YWr)WlX5MmUAA)9-nL;^=
zASozZ__1Do?vs8a1sYL=1XMZ~VID!TX-Uy2H>?N)CDO3a?@HFApkZZYEis*ZL$6W&
z0!Y;eXlaq0IP=26!)HOH^y+xQpNiveG78#qiy>4_DmuU!Z*QeP*AOy533cPCf0n$j
zi5`S5q(7a@X|S@fu)a!(t@e^j7`{Q{pleIvXG5<n)~?vcHzY}Q+RyWxtD_=mPwy%`
z?owcTvI(YQE8*)J;kl(0YQI1&q_pa(Lip2fVDGe^`v#^Ofr<RK|9X2-0lT|(qC|hN
zSeu`dD>@P#`iECN9E;fs#ViK@NU~geM15+tlcUdC)al{H#lV&yoW_>1FZM=Cz>{|K
zM?m_ewL1?3g4=)7uByiSO}3bkYsAe=m}-(Oqt<DcMhiRK3xD4Tx(xdX6c!0Y<4Bwb
zgX7%&Dqn~UorH%PK~NaMSuR@Z+j|>JO97C!WJW_J96iFq5Nwjb>P(hQWPa3;?5dPr
z%vz?L-Y~I6toMShkRoL1xT;e;K03cO1t~pCzpjsJDZmGb#YKaz=hp-?E)vp0W3k82
zTi;0LT8)MMuIA-w7+mx$7g6Zv1%m^SUU~x{SIeuDuQYhHU~HW1bKg*WRz!dim8}e8
zVqgq1OmE~PIg$<ZjJ{chSl?n7EWIQ^U%$Z24bI4bzvHNXR(e$a$?YQ0*7SID+wtoB
z=|4PTG%6{sr=iXl@U5R=kN*bR@`gL&d^-1ir6U2|0yv!8m1BUiF9O)vC$C>rL}Uqc
z@EFQQ`TKWDpb1l`ej#)nF(=!NU#!i*tQy43jcOl+)#e*Oxg}I#Cs8MKLhWbbgDdR&
z{qy~)u{|s|A6*st4P2sHmO&U;(;OmT%WZ+4<);c`Y(0H_7S}7=?|y#jN1Nb(ZjjK4
z6jp{bDs!~vF+$`iO5U6#_^G9e!gI~GHHj82j5dV<<#?}**?AbRgsxrp6gc@}+DYJ>
zA+%rU3GlF|H-uRzL_4g1Q}}_GMKoMlSrpO;ESVjW_mnduvDB*pqj1@sAr+WhpmX?{
zXg0TX#IGi__Jt&O@{q5;6??l7@a`}dR?LmQyoT#ZhOy<&asgLbX!Qws4EPuOj?u?b
zE0coQe9SGSqso7nnp0>7ukniBal@k`ep++#?<^2vyCUtV5=tOAdcKd~!no|7FC7!M
zVASR;&~)Fmdz|3mTK4EWqsdW%UxI_v#eTImdXqWhg@f_6G^9~lrg_#&{VbrffJY<o
z;P|_;k#cXpqiNq+(1r1B+!4zV11aoQLSnG$J-g*;^$%X~<>}U5o^nt_h@%^FlRl-f
zu=2d7*X%@SHMA;$b&Y=rF~rL?xTA5_7LAoX#e0j36UMs<zMd9;YKll_(}0Xa^3mOO
zvoM3*H^}(QKH*Ot*=&?kPw=mR(G=m$af;~j^O1dvxb;_%prcdEcCP?4S&q&g#~lz?
z9Ug}UZIL?l3+QZotRZ%Xn>Z-?@1;B*U&@Z<6)^{^b;vGG8a91XNTaz$vy_&Vh|sE}
zM=TwVlyMLNEJ?dQ>5T(i(3zI+*61cec>-<K`5jE+Z0f^#5nIK>1OBMg`zHOA)~RKD
zcJfB%M=WaMjf^?RXEx{bBgW1S)Fvr&zdX0g(K*=qnjOwNK0Nr*?Mt*5Sd>-5(N`xo
ze=Nc7303LnK##Bp_MC`C+Gu(@oUMK7Vr}F*+2Rz#WIz9cyug%qZYeWp(XKO@mDIBL
zLqEtb_BXKY`oEVETHX^0s-eH)CHZt0wMZ%ee$5scQ6#|M-&FDM>TBRDxy`}uX=yjN
z4ZrCZ6jH_|Snw2%oQ4ea2peyoG?(+E>1(bi+4YNLF{hqiTVMY(UT9`|3_cYDA6F_W
zF)oPpFt^=aQu2w24XfvH{t7#|U6YAZ*bToe<<&2o@Z_ylHcuS4sstyT*SHl6cb9z=
zGZ4laVKw**AJ@v~ajo9_Wkd$Q6BQQ7P)<cqwoaagS;@pNs&j<3yZ(94<u7K1N_(xd
z__y-F-sZ;?ml`oif;&uIKh=i{A|j7htgvA)g726xFI--R$7a~}gKH@!{NL|l#3HZb
z+P!!WCuyEhJWpyFgIw_<!tATYD6S3ZS9o;XkdeN=Vcn(rTc5!C+)xJ!olcY**Hh}>
zmx2^7&@G^CZKj5XbGTZio$ObMwhR9VYKYs7PlPI^Zx}8OKbTZ=<2QaVSTSN*jCJM2
ziPZLx3i&IZpp3bC)@R{~tp0d+a-YIyfFENQ$sb;pjnZ(;70yYyOj-G-M#j-<IXjA!
zGdz6L|6V9>xJVghE!YA9H)PR7$k?8w{k9Yrgx3NUSKppK8SAmw@O1wLgU^ArhXqV{
zF6`rvu9<$L9V$J}+$Io3dW&2lp!0UffY8<3(<3tfGR50pF;}u7@Fy1~k#wjp7O^;f
z4c_&zR$^0fip?i84IYn08yHbRSei^NSY;k$eaL5UFH6-QZ#v#^qC2X0!{Vkf^-n$a
z$=v42Q|pB3jes5LVv*>BUO|R%QbOSmYH02MCWCVR-bAk$D`asE95d9o9%(NeK>l06
z=7$ADMG{f>RU>QK*klvXidn2pAeGHecz8Vvonf7ChXSm*F!h#f6v!ECJ1x<fA9Lid
zvpwTASI+WcJ^vm*o;$4e$Gu?bWg;*S_#^pidV>%RE>Yv(J&}+iBMLfti>P1%-gJq0
z93Jl%^d*HOndF>+402}Mn8oj*;R$H;Nhn4((R=t{?P$I~9^oH9V?u(SZMNH2*Qf-4
zri5K*@7!%K5Roz17pX#Rn?7fIQ^`c}S?8aOOIDL;-m*G2-c8|5DDP9#+m9ehjR@Gz
zoxE@xR^_=I7w0LZe!1*67lfbCFWwR0Pv7!SyaRd?#W5)Jg}v)FG2~lj>t!sRu~U0l
zG|r#G82>btq=3|&8fC|Kb`LL=v1MnSO<ueWzIGyo-swh?OX0AQ^uZUYZJ!nfJ_x#8
z;|lDO2%Me)N8f1<D949$fnxMrc-|U?Uv<mhn(`-j6mulD_{WSM^rebe+Kf?8C_qZt
zG+3ZEQV^1Ej-$q~B^!RzuMwJHo<WLY<QN+5kMhet-}{U67#mtgKs8qIy&b81nPRn4
z!+f@YPrUE8Gx6^e7BV{3O)ZQ`Gue|x?X$&m*TJeM!iGy1``782*8$g<7;(rC$FNe(
zv1{g1nAIExm%YafM5yWNJmdL{B-`>m6MQd|zKgE!iHb-k*S2?$B3Iv2HNSFSRkg<Y
zeI%UaB5V-*S7NXM*8*$1amj7JkW=@N4<q9CKjXJzY$yNXkDgDgbP<g0WeaMtgurR&
z+U>27;$DE#R`IEY$Kh^1Vc0G-LRu%4ou@4hR~D!mUpXsjYaVO^C#Q4oZ}w;L>2*oH
zt`?&;A__>E?xR^vtp4G(!;@q?E4=LAuH^df`boq+R^Q-yCy}<0?fSw-o%f#uoqXeV
z{dfHodRysFS61#r<U{)U;nOH<gjE`0X6g%o5!>lrx)ruaVG69iUxFXR*~Y|}#C<fh
z%uP8@18ceCSS;g`VKinat6D#WB>M-hZESelqgr^q>dnUsGvme%`{Ks`ou@F+D`V+N
z|8J1k-34UsU@fF{z$SGoSG}CfSu#&+8cjwH_`HvdF-i6K+uwzcgOWd?Z5+cR%qe*o
zoAq8_2Xw9(5fLA(!uJj^6_g%M#CPU9E*6syY)Mpp_?J$rh=eE|J1tk|Nla-5Dg9Z#
z!;{Y!>c64<c-Q^?dwl4I)J+LpCuB>A{?#|7_?!NSY{!@nHTK*)r6UMq;QxkD%*2bB
z6z`QGMG6xi95tQ5kEn+R4QA>VR<{gBJ1{V21LuvwnKu>Cu%;|}{YCZHf&7-z!Vubn
zdsl>Gln%YnHI=k2z|`RZ0`*4qb&!|N4dBD!n_#{PqK>yczigs{oBS$q9@zQoe~BB#
zJ?|?B?SH;Y03?zGu3`udibqzg`|QpuNK8Tl0*cm@5L#G{FQ~wF`i!xyM6w?{Xt#Id
z%j8mVZml7sq@Z%HxC8hY<I`~<$iYg#lB=tDm$jz}g<+hNewCjI@z0@u^cN*J={WNu
z`?94>%tAt5enFUSaRUUsAHIdaA1zlRUl_Nlo}$Q}q6w_yuAHU$2&}vTM$TZ^tA2K%
z$;vW-gf-oeP4UFO;!}!$XCw1Nc%qNJ*{kMA!!;)BpDCcP4DQ9yvAs=uz36nRuB98c
zBh0)xPf(nCU+$Mrb&YU}W;9hQJSG?FVnUx|<1*T6wsYGW-SfAwp_e-G8RQM&!}fRA
z6lgF&ieIZ!GCTh<$Wru)7qGNBzBPxGO1hCSe&Q@a-Fo7LALd%Q_SS9E3L`Jo3emS8
zHjx)~x8SwTB$hxnG<RVa&Kz`H-Ou2(5=IL)-YcQYQf1SoVMD@*sCjsG#XjO7DUqVF
z@QnUhRd2-ThTij@FeZk2wJ6{NI#J;2H4djUD|0Xwba~G1+^G(x=cw(1Ed<PTn!i|I
zFR|;KpF=O-+P^7h*n5&1JyV$tS$HtNF(CG8OmupS&*<fjPoEt;GPb$;?|07!Io@Dx
zv0zL>{`<bCkvHjj6h4vdA1(GdnBYs0R_rI3k8iXfkO=jG4%8sZDnTWFhh@k5k{!Gl
zk-s_m-{Qky2~Z=Z3FncPLaD)_Oencj<l$3y>7Fpxrh~CSF{NHbb1iit{^ywb%8eM)
z7Xfp6Df_Tcj;krhAXM3}e=J$~_qvdQ$>Tvt`y=^zR>VThmL`=^Hn-%`jROON3_;jE
zVFoAq8;XyjkmnWdJ-1i1=yDV(X~~DX#$wogTHi`WTxbx|I%+IrXvN5f+JECF=G=fh
zdNa#n^N}+#h_hsSFTEwmb(?USE>xrCRpiW;kdR>u)UC;J_4gZ=0H@|D2aG2KIhSN1
zKsa*h)qn9=nLE*+E6njIQX6!4oe6pj3bu00KA7z}#ab1iRb}hXjL?WEchX6Ix>eYl
zYgs+bD|_)&J8F?3FFithuo7J*If@S+q|Vq6#(MSBNyx|7nX7oy40&-h%<+yS{_p4?
z%@e&SmYy1CF2fB^VwQcfbQl$`u+DVcb~m~UNHhJiSI<0CK%fW08o8Rx(ao&rbljIi
zAsxTMOhXZ)S3SPS5fKv~tTp@k*!L80xsB?%Qb4Z%`#yW-E#E`u!ocKn4J*04(e(Er
z9;t|HmkmNf!Y^7P5W*^bs`4XQVi)w0(RBKKgjPEWIuZm{e_6X+MhfITS1x}UO`cN7
z<x@yW_3qbcUXWV|9q#oZ@z#^{FWzMO*O6@5;gQ*_F8l%iyLoh%!h#ItA<6l|0i6=@
z-!Js`G77VHD?TU}p<%A?F`ZONV@MY@-}1vsU;3oKdFi>TfGRE*u#p@?9N4yFh8w)w
zs2hFoF|3w?q-GrPtw;M{_|%fM9^%@5<KIE5^fwPqB!}poBUhIr?~KN!aB&K35pnD^
zh#rKLM@nn?-Q23#G?GxXm4<A}e;#b}5rs)9+mq0aAzit>uIe{~IlIjP?xWi$gGC&A
z4cqN+CFX{30RGmP32v{xVuEq|nL|R~D;hy*8j$45KN#w0g|CxNoUUwbH$JhD*zR#U
z4p_MDpX=u@F|ZY`r(iFvzR^{$sN_obcDGiioG+b>DjIhD9?cMFxU+VdRd24q1b0$w
zbV;G?VB*HRvv2;0@#txgo@DYR4XcE{TCwv%w|hPH+G{Tmu4c78o=dye+~Rq2^p160
zY0|<>$2WS=^NGEoRt)(Z{LD|`F0V8J1eM1RLFF%vY-mJ251)MLgjO-xJRj*XL%(_@
zlqo;yr1nwO@`Z{5N-=r~g4^1L<#$BKsLgXk=NdiZ^QrdA32FDP%v4MaIq^s9BOSLk
zV}hZUrl>w-POi+S$xi{rl>M<r>f|WC-OAcv-8e~#^|b%wa>0oHnWmA=1Miu}-?@7s
zrnBtQed;IX1Mr|ZEt~*<YOd9Ob$CJvgs6XugQ0A4qy6E>94h%8*(M+P>Rw<(!#rLI
zMWHB!=S*=RO?ZiRG5)rHp8`UgbsewVvQ8e4KdpB<xsh_VAR+(DT3@XScfdYyW{!0@
z+$PHZ^|8I?9{`nvWE_HE!LeEpwJanQAX`kQg%+m8d~VoCjI#?Hm~sIR>8c{yrmeHk
zPvuMwQ8zg`&C6<Wo$|wj(tBwLgtfZK@F^d`*u+F=O&pC`epvr}dcMEbKJ5FDm9x@Z
z0cS7k+gI`dN$W2UTDl{B_%iDG-=d&Fuzm1R&6N?P1iyvsLa(`U-b;+=Cy(D0-dPg+
zBbrJRcb+v~DY6MKYHBp2Ipo;7ZgAl7k@&-v+;g=uXhK>a#bUiO0=`am2bVyTM;VXy
z(E;f?#GC8##n+e-NiV-LCf_i?P2IfSXlXPDUYt`S>FsBC#)uCaA+V?+yRC!bpRC^Y
z?SNFWvX>G*1B{>eRB4J&DV^wlb-LXO@UZ0MWTUYH{5c>8o|%Q6^xJiBrp9Ra7ixWd
z{lfl!7%V)Z4#4`Aclm)W6t5f{FJ3{l;8-t3kKZ&N3}^SyW|Mw`k=y-Onhn`3g_khJ
z*NT5%&|0ME4RIb8;t6{fle06nrDf3@*H`kN)a*$p`}sXGZ^kq7BgsF9nFIi^G>G@h
zv>NQjaL$jC+s!R7q<d6t=hDCPY{Ee21V}Kqg6ir)4^xvs#-Pr@LdynV%ra`#`vc)v
zq(b#7k#FB_%)%1b%?L=GRxpV8-G~~TPk+E=f+-E6P;gCv4kU>L$V_o&gbiQa9xQmY
zGjKLM!x^C^t`J6qW%pUX5qcl53^NiW<MXI#6D|0n6uDnaLeGC)IO!hhCN{<x^PElk
z|1u(2`f|ALR^blMxvF9mB-I^tl<*Q`(oSb&auOd*HNlfk<b0)x!=x1q!2AW!Lk$Iv
zfs6<R!h0#RiQlmE-;Pn?;NUD*Ix%Qo(2|syO|#Qf)584{7q=FMf-ecrgS7%+exx4}
zqRjwHm3OAG@BDK{l@ZP1HTN^jbrJ!Q&{u8#N?hD<f?wcBV14biD1Y06yjuUZ@deFF
zLdcgA_M`ZcTgP!VyrKF$rQ|wgVWwa+mD!0qw_~muvGr{b5pyzM9kinBpY2Q<P003f
zK%O8WfvF4lL#J7iu@EZJJAEzyp>3{%x%mM=W0oMS%3_`bFo+_&()sUi%0}-{L9Q$;
z-rd=9xeZOtxM+t!%2GTBd+==S$%_c%00?6-x{<#XWlOkgtocI8B~tXH$hIav-c8a>
z=sP&myUwdyGWq8CWh;4|a)GKV>_h8$MCIL9R^IJD)4k%g$??&C7E)J&LIw_=gLN2A
zB0f7irhv^WF%AWl0bP3Y${&N=+~s3S2{xVbr;1|mIu6#<5_2st7B;=MU`Y%KsguzB
z--_d7vIoP<2(3amujUq*gH5sZcq*4Q;C?X%3P>mST@f2Izc9M=pP9QvwX{k&y?$>X
z43hbU%Qn&AT{UdpLy$qIcFj+jGu$OJI!?WAYyZO=YqjV+SRo8bChW}4i+>Q7?Oo(F
z#9yfI2&b0owFN$X7Qz1s`zbnltQ!fh^GJ6Cz?o{V*{=?^urn6~;{NU+$?Ktv6BBug
z2y*U#oY+5agcRK(u%$Qezf9wv6J#22ErX4uu&@Yq{U^;s9iG92WBW)E*#5g)k!t~1
zIKE0#b4AiWSsSsx&GyQ^D8(Y#lZ6KnOxCs&H!q)-t3-s`3%N@@2T!>OQN@k%Vp0uF
z&8%%XIp0KMhv$LM)6*MLQb^6`>H|g;x#He}Yq8`hXJeYd!BDH1fw_RKcs4ICWI&;3
zI2B8tkY@2yBhLBsFyHYIny8$NB_ZL;Jk|%BWw)?(CNZ1G`WMS?bT97M;C}LBO`IWw
z+q<xQN<V_A<hMo!L0;IfDi{aZlta@LfI4AqN9IQ&7N0~`9Tf9hp}H{Q*#`j6*cSf1
zRk}c}LZTa!RyoKGF#p<@zkc<lI3pnuwh+c@k&F1E_(Y_kp<(}0LswVVfyeFc#t8tv
z@Xww-`z_qn)g|HJx#w}5E}e*LCx2b<kNv_gW3}0cnBT9oA$y}d$I_JM?Pc%CmTP$7
zpL6Pp{-B1X`kcsyzMeYQ4-qjDAxXHXn<6p9jc`Ubht4VSmh{`*S3fMDdAiiCFVt)U
zeVBg)n@f7mDaZ+F^GDB03Fg91`Yhn3eGv!^T+gnYY4ZEowf>k#rY<Wa<)?|KW=uA&
z$JlF4A->BH|BV~khTpi{RCR;57J^!~HxEPDJ|4t9*;;Q@p_a>BOEJ+KC?^--wlh&O
z0IKUZ$NeESP!zB`(q^1BJT9NL=!fyATvIyM#3i&3k-DEMG93oUvhB6YP9ps~rxMvh
zFKjI}%h66*NYw3jxEm*IRj<%=q~fI7->+Mrw_%~xYE+Bf!Opvr!XA|tjB%uws@cCK
z2}19}-neE%X}%cSqMo82LYCUbF*Z%9j|pX?sxgl8-}%;NWNKPaZl`7H<9>I!ez;TC
zk5fC_({qsZhMYX3b3P*3Jm*e5aWwsdfx(KV$`3?D#6K~US53wBU|})Wg_B0OnQ;5M
zeV!1g9KIK`#II`DpEauAlFcWC%NzBM&$ZLqAqIbH$4+Za>Zqf&X{Ys0(s%R};-Szo
zjahtVA$ykiukCc7RY3Ys-jYjuGN}1B1>PHlrb!GRy570)z^n|1#0KvISm5AvV+_D4
zIiIzh5fSwk4ii2((MucmPvHke>~5<Sgq`^p<Jy(3It_j@s>snSz-zEtMg;Xd@19tu
z<p@!d7SLm0HSPLA5cNxxp576%%*-olT2KYckxiR;z@Q}ktFsQ|<BX0yFnd<*mlqAM
zT><R4u(<SHo3dP_?1lDn$>cQS!Zzxc!eP%5ljg;FiL;-AK|gJx6!#_MDSy!i3lxq0
zhI=>AgUugmlGW|8+;h9ts;bY4VNJn>%)eiqV;k!)mSxJ#Ol$22WP3=dq!XLL#2S__
zeTnaqDL~z-QPF=BIO(CSA$3sm7vl$R&N$i)lxnb7b)tyy%v8skH&%%SuIxa$iaN7J
z0F4J@@`(k<mwzths04^T(_2lGjyU|Lptq2U|1IgjYRnGH(jCSz!zg+Bo1X5`r9%Xy
zi0~MO3gH2(u?b7XLsmskm4q$WWXEb(RDJdOGvq62Ap=~`L12YZ@ZUTE?H7Xcjjo44
z5)HTJWNdbpnAiCvya-xZu9|H$=z6)i4tVGEGbW&tklvR4`PG$g+Eu<P?GPzPu84LW
z(t^3~^K-C-i|dPCKA6*~(&33gm&0t?2iwxf#YA=GWl>?%x_ikl;(R&>ue;|(t>~2*
z4~|;G+l`c3wMWTsY{O~~jxA$~vJKZ4^H0A-?Y+dv4bLc4&Ih!3ETE129WYAuH;1w;
zt!NaHj@TjRIR}8mzqF(3l+X)iwXwLInO<C8>Vm0pIQ#EFFe3+HB&20P24Rz-dRAI5
zg7h8TLnLb|3knKu2_raca6G{sbLv)bP5VKmGm&eVs^?ZhIF#~o^!(r2CfurB?RZ8+
z7%elE8%g>ce~D`9Ux(cea=H{c*0=|Bx=k1yX6-lKlK_>uFqX?5Py*X`<d3i@C*v{$
za>kkIAE6OJJcmUnnCnDNMTG=Hme{`VTfh;Jw*=J%F&YfH&;OX5t?0tz?yuh#3EaXO
z?hs={a3fq+>kh8i<8hgA=tZLB?`hw!<IN-zvlIyXU#1MS_0)!um!|e+FJ(oKAxw=w
zZ%#O8qvg=&tJJjnH}Co^_9biT=;q<!mV!K*9*8>7f&;gX5uU?kIvnlQ?c?N4or3L@
zd@qOb2^&_fq+9XH$9d;%2HTB+mZe)jGN?`P{^b+f4X6Suw<XXDOkb-g$j$SvYL=_I
z%vh|?%t7taR|~!V_r+6<w*)Ar1g3LT`GXkMziU>)@+X?>Z^>vgj>m@&{_Xo^jt9Mv
zZy{!F|K6&q;KrU@%gMC_VvNjmxj(-Y4kw%#VTrdV%umfBv~fqrxP?!IniUF;>c_K0
zP`U7JJfC4w0*!fic?xF?9nA)3Ht%#Hq0H(X9<#I=EkoM+s95+!wO3WGzR@KPLPA?q
zfhF|uBWRvlzF6wqyazj^e!mY_*pB(+f)0JX>?tblzv!%Ucu1Sf-MxtZ0J3(<{&yZD
zJ3P6&i|H*g=v7`#>$3_YxpMQryNxsj?`BRGyCa9TK&>nR^`Z6_-$_T)*)=Rau9-wM
z*qJ$G9gsBt#9$RkHEG7v`S#z4Bm`oI>GKokqp1mf=a1~+<p3Xy3AeM_%jCaxF9*Ka
zc9CZHz>YPc-VC9Oaeiq8FA@HfATSc~e>uD_Vsy{?-b*ATq<R+FxjXkaj0lqCdRV)d
z7`aG~8HK=iQ2+b<%57-uw|vlBaNmm27rN{1g$(!!5U+LaGRzisjXP;$GDdZeZr~?e
zUJZVe8M;?Ub<SRz<p59-{_86JGuSe2SQj@KTVG5)p|O+6DTN7ZH9pk?)Bf6x@ri#l
zR0Rc2Z2TzZ%54*Odb3{*R`8TtUq-m<LqXe|L~Jc%xdxOr7@IN=g?s=C9lSXU_RqQb
zO0eWt6IK~hiG-|L!_C9(;GWi0VYsw|7OV+Zo+x`#>1?Gj!{@|$u%eZ^>3wA86xSTD
z;#mXlNr?Mzm?~ZGlN%>aSylJ_`jxNJ54eoVg{;QY5ULpAqD8K0M%q~lh&=2AGNmZJ
z(#FnEKT=BX6WeD7V=a$5p2X`}>-uj1VC+ZPhIZ~WU(&^7Aerk%hX+j8mNTzYY~s8#
zyc=PY`C(5Sk-0{>UscH?rz$(-G7#fdy{m&IxobWk^+dvjOU7QE$EZNQNF)Dkfu<7n
zqm4L3{7;W$D8ck8os<4m=bELh?eBoW;<bHGQSNR#k<S+I!Y-odg|CH#x*rxtY*jDv
zO;$82!k->_$1Yn!*V{XfAW?i!npbqQ%OUokTvq!-(bR2k3|Jhu^|;x^YbgS6kc!Dt
zdxFI9-=KG))5EqiMNSPJs<RP2`8cayO|4~)_<KuO2gJQ=hR3HtokD<OMWSu_V)F9x
zpD@WBz?oWD`B%ReI)YS3A2v6bh~ZZ;e+Jaw=sutoxrrco0|E2X6KjT9rtU5n>Eej#
z5NH~oqkc>FjlUM*?PdOw`R5fqP+<X~Z~PnYWqcSOW?Z~Ox`jO^(xz(Ei!^x41(lL$
z4@}X|kxALnf#Gcwgvv63<A44QE<Q#5-4L10XWsX7Oi~*4_l3Y)X-z4)av7ma`p4bc
zlU4lTR5_TUiM+C=^3(1V*7*Fb;64a{n)r014^O>&<$mjPzG6^+9x5{5DO;qlv=ZIP
zJGH=f`AM4KVE(Pnq9s|JQbiZfrZa#NR5xDl03ab<Fi9YRcn+{u<nq(AZ8fuz_|%-_
zHyJS^ydJPad9Gn5I>RXu_ZeHlTNpttKwJBPVyuji5@Ph32(`r7d?b<AU$Rfp{QF;f
zmk0;j3mK0D@x=yEYLDCX6hy9Zj_NkJ+v~YF7AP;_Eme9-vPZVQST5X0AX-1xlvdJk
zYYJDHTvKF};xESaxXPbIq)DXzcB$9@k*os~ORzcXq|I#zc`*jfM9NWG`~(RJr&%~y
zSw8n^(cGu&0f6QgI-YXa*fteuzcg$N|FfGjvhbJL8uvLfQ+AB7`}YoiCeYANTag3_
zTi@TLlvy<pAf{<Da4EIjD<^+frY8kutH-ivAULAzZnEdLgQ;$Y`$M<stR|lIH%w=G
zqY*iQfIU}*KV1ayh2n@3*H^EI_1&j}2sgR9Lt`8abw)^=2S{O5=Kp+^|6GX>deb$U
zp=b(``a3cY2~J_5y{^_BtB$d>8=7dN4qVtzfL|TI+%(CRZ<K?S@;@SBk!B|hAL#Ic
zyraGny0%`!Pzeev1J5xFAc8~r`K$J`IFqmP6;~_48isz71uG_e1V3x*ER#113_xwg
zgTDjr>!HM1c(>=t4$sGAcNp=@`xIbS50@`uo*q>eW4#N>ztVFI%4<K1-R=|97Zf`4
zd5G7r!9*b@0^=XrMX&$juGws_+T-O9Vq(npM9yw6Y?9ao?*b$3crorOrXaZRw~Che
z%tB|N$|I;t+DqXcmURlQ<6gPcAybb#i3G4tf)!L0LOS>wnrPyEqmEcbxX$(FujF;A
zQ#Yn|3fH4S?4gSPV0meaum~{>eg8;iE5lCRFr<>e3iK9z-g<=*Vdm24!25Aaad?7{
z=&{cBITR-lGhbAl59Q-5!pIJUw7(vf-U;i|4Rd&MssXyV58zhdn2;CaPlq|=`lM0j
zQ|?M(^E-Up)99JFv${qwL@vUJ7=6I2GUahG0e943`qzYnHf;nbxgx<6P_dqb`gigj
zy=Y|l{i?kZnT=%H;SiBT-4gJXXrG2YcS~!oUTtn>g8d?Mc@ba;NOx3sO5mFzCZQdR
zAdn5&Ejp!LT6II!+5csmA0ogc7?@U|kyM_Q?7#D$pCM~9YLL)6uybI%Wa_GhO`LxX
zd~94U@Udr@M6T|Z`aA<~{yLgoPd?$Pp@!pf;?D8PARlmkdGJ>{)tTzjQ3UR{BhkV6
z>(*=7$wIKk2RBRP?e>KNGT+|i32)lOPQPGMq2d{@OD?%}5JCZ^6uK!YNGZvq)u4sY
z0!+8QJYQJ2kxSE!kEfq3)wc^5)W&IXL`9LlS-UHM3*F{ux}59y@%s41Q913i(C2q-
zo_;DYw|oeRGpoxTcW|F8;iZeATOAG#y?jYl@D0`rkXZwWHh(C|vO*5MGS9d6z1EOj
z1IdNasyIy+AlL9cyg;|$V%E?aZpe*j<DAjcg&Y<^z-ibC`=rX@YQTDens2~Uxiz6w
zU%o<J&W(*A`*&;5UI8UvG`}J`EL#)a&Hd@c`ZF>GzC)2p29^9sWe(B#&bPmQVbck3
zuOPv8HH$C%k0Y_aMe8U!4w$f|O>Px5Kzg)XX)FIU5(8rC+AHa$bQG~>tA8s!a8@Ac
zrIury67RFjp{2lE8)_Vj8=H@=`8{yP@L>grfSq8ZvAQhk2LHJdsjo<-)Bz;;tIK=H
z0qti!u7s&B-ejTo#J2e=7)e`C2&V7V?c_D-{seSF9-sP3?y`E}U1f@2Srl@?U+FvK
zjpHD1M-|w-3RVlM0RNqEkkgm7R|@$}!M5wW?}W9x&`IYoanjm9vvnl+Sqh&sCC``a
zjPU6#+^0LN@aS{{^e(Tv8B(8`I!63y?*yfms3L0w`&!<VgKc;MiF{)p5Evd_-x;A{
zMua>%&fVz^K{_$gG0B~3aki`9X}-JB0CE3p-be5cfBt#lN9E%nm=P)y>0Izs#R4Rr
zTC|Nzv{V+w`4}QKolm^ZZe>3j$dNf6FA?W7>}Mv-HAazA=H|<7Q>b>tGHCgHo)@|{
z+@Z*qS!07xN)@N+6_maqD>TwuYL+3>fT%G?Q>6-=BH&PICLQ#U7Y+g@wWI0T81lvE
zWmUV-^7dyNH#`Ru%4F4X-*_kxKQUun>^qUYlj<V*5%-tk3&^lAI!6h-PCT_3FRV1^
zs_U5h9j)pIviW9`Q1zpKCVP`sCa&L0K?oli6y5$162FhMLsd^t=`NYLN{9y5*V~Q?
z5x<wS>!Szwiyc_mwBLXN<$FVmWsh$Si}at(l&r|I<jHl0L{hH_Ju)J{-8A<%qZ4}s
zO-Jt#M+0>moUmSg|L^6dxw{2c;qv^7hc@dII0_V`96V#f(p(3CbmcGg2CEnXnSS&f
z-H9PG!fN)(CC{zPUNn^g#_;q;jUBKmkQ*KiKpvX@pw!5(>iXQqK}&Jp-z3qqhzUND
z13sFdrz4UP{&){wxdCM*lWtOw79pa2F}f*i>60m_d0z_>WGJD!hkkj+J6D0@RgWs%
zQ+jNB@vWC8^i@QN9yEj$GenDD!8OC%VK5t~kBFiZ7%_ij^a#aZZL9`@np?WFhu`5u
z9i8+-n5$fMa(u`>M^am)d(vO>APCFedc)6>%S2lZs}?ELmO(})cr?oCg7aR)&vtO>
zXVjDLXwyimG@FlFRf2Z`F#(iuWJC379IH7O+xSjHb`AZC7mR}I6a4&5A1xg%$c+9-
zQsC5lEFfgjD3*oK8Tu34Kn_yd%K5+rBc(`&o?=E`U;F!Mf2Ogdmbo4pPMlcZ-7lC2
zms7(V2VEldl_x*TPgUil83n>PJh})y15sC(IT&G@PT&F2YQ>tcWXg<>m<juycAzMR
zAL@+LU1|6CEb!&2rP}@IWb(?Y2{59cJvtfvc<pjUP+5}7A4FdVyh8}xv)l#GdB92&
zW~w==tMnHLqz*p5Zlvb9>ET=T&hX+4IJ;0z9k%fhY#A5g{eA7Cqx^+z&EpSoW;);)
z`9i4;UiZeYuxCI4RFc!=!mf#4h&zJ=v6~9{Otaq8j;iR89}*F=s4W4oX>9S2J?(AZ
zPlk%|qypje&U(y1y&O`S2e1Mo&9VzF;&ZKf&vWHO4_eL|xQ00d$|5AVt?mxYemMSf
zMD}{*m0U6e82l`QRXvb=i1of%p**)7)akoWJ~)r^K2~&2+Ex|<a4_;JdS6!$lexGM
zyXT`z4`5bhP#c_9QahE~N|%JS^XQiPHv!_d+SrQ``U0lKyiy9JjL`_2ase?qoo@To
zTLl;*l#UZ_oeq`eogx9#??b$=O9)i6JIb0!|M+YlJsV{rHS+as;Ugktb#@gH<Xme)
z`P;QUf2Or|@pAITqnCLNk?3QZdQ%QZB%vnNDEmO`hLl#eU1wyO9Z|g6YXae{V%sF~
z#x=&l20?RE%(t5>@r7)y=3nTZ^+XgdM(09BQ@z>6gdK}<$##QH;=gCZf@((dS3;1~
zdxQ%b0VvZIS3~p#LikXCjgUZQiso#}p^maz4WBXp2RLj(W0aNcvF(6bBAYc}-yB6O
zFimsB(ttB@#>Jfd?uCP5*W6^`s-HfK$+nYzolJ(r&#~dxx3F=e#|_&p!@}g6O>q%W
zzLVAW0Mo~c6KzEP=ps1Z(R}rp5A=B8IKsv4bOEU>@PTpCN2|f(d6xo*sSM{fy1G0b
zO6ZlL&JSO%@%{@#hu)9FqnBJ{n#DhGfALQcg(6%xbnOT^XHeCSvRAI})qme0#3%X+
zA$+8iNhAhKzE>`KmDUv0juDa{!z?;s71>O!67&*-=1<RPu40&t1ABppLIpvR2bDc+
zA!T=mtyA+_m`92;+_<8=P<Ok{1YhL>OzAN)%%v0OG9Uv;-rk1>TIgk~<?Jj|YW5Fq
z9c;!c5b^!*iO;JBgHm(y6`nP|rb<L8B9440_GbE5QsjtPY&n{~Q6>rT*3vG$$y8q7
zLYUzo#;Za(D5N9}dk1$jfjx0Yk*ajKHEvB0$oy0|B4mtQlEx-P#LW7(oFCwMqW0o7
zEgc3Q63^ZH(01%@R8U&Le7KjD;o2t`@|Vt8lmcYO!GOM|Yp`u>ITrOz(gslSp@lhe
z(90C1EL>siz)?VgO3Fk!yaofP5N@0BP^#s=Y3S3RO=Uc#17CbNkl2MfxIF{Udgf3}
z<gj&>R)~2?3wd(yBJqW6RUQ)xq3>O>Ne2UOfSu&|7Yw=<(tkWXvTyZ|c}3wI{1wmc
zJ}Uw5=2n{Leq9&1pFEd?*>4^#^RW7Ni1qoM9s1~SW!zAXysa8IrK~tRHNpI6qJ-1r
z>OMLj{0IWix<~?eiY!o~Y^s9<PPdj-pk6T=_0a;6HQs1-%@e3B{gFJR^4zBSFTAGN
zOnR@|HYd-tSG6_Sw=qeUGjN#Yr#E;T!~l54_y#LE-%OlmwVFp}1<D4GSj^ae?@29;
z-wC8^@Fq!^k6%8iulmq8Pe8KehwjVn>kS{oK$9l8D{x{=-J}KljD&=Z!2cGT_Jx(|
z96LUMjG~VsuVWnvU88Y4+@)C0L;d|F{`9JPJB3xY<glj+o9E+pwCygrp?bRl;`11w
z-7pX+p0Uq~Vy#>QzkPC{M+YVLCP}xc+t1#5=<>s4+`-h-c6DT&!|~fbIlF<`Ktb@%
zxe!`C1}qDK1pf2%i~fQV2FVz|#D9ALqRJvF{xA}PLO<aem+?_i`Y|AfLz1iu(ORhp
zeETfex`G-b!q_VV6nVTfi_fB-SC$v<c~iD%ZD?@F8V4;e*;_TiC2b+<t+FN^Ht9;e
z*jUx$aRV$%rW?B_f?xLj-br$#8lPUnE1bhfk%Wh>8p4@qA*{_J%~a<Y>~}~1ml^>&
zbXH~1V<k29M<NeJP!8sb4~v;#$gTxPvaq}enrK1}(W7@o_?RCblXEaMsxPp_RYS}^
z@{bodv(lW6-9W0k@s?mDf~9d5-A~LVg(El}`$7dD2xr-`60~=GX*5k*g~{Cw-w{Lx
zBYoa&9}z~%ivFIrx`;k=kI8HeyPzviv~eWex;5x(Q|)|0@^@<i7l*VZH$S&s9|T)Z
zdh;$-O{a1Ul6O^cL73gX^mX3+?IjN&ZX-UNtmgoVh8#&)Z^C8#$`=+?gLgaHLI4qc
zQ~hk>q47Q9#Ki{{6w{X)8<k2OMd|CY>Hxfq1Wu%YQZY-!+mq@XF2uL9!+O|Li3twb
z7fxJG;!Jw9aoQHm1hSgW7iO31qst(nJQ74t*W81xP&dv}iMvztUGmu`k$t+g?}MN5
z`HxWb?%%Ac0(H|2Z`EMJ8ty98&n77J&cg$Ua=Dmh_aXY@5zTMiDa0MvJ!ZHtvxs6r
z%Gz>7gd<;vCwD`bk$Nt#IrIGA4h&J^7e{{b47QHqrF_&c!4G*=v>Pht2ig;{4uYJm
zbw*9xlvO@W8wr3<$US>JLBFBoDzIFCx(udQG&Q-NyvBZg?XUoS4Z^WnU;Y@WUH?t;
z1aSn%=dXXQFPyrE>Mm4Gmn@sYDdrzqf(<}C@9MCY_r&gpLEcCDp&z}IWSm$V@3oFg
z%3f)L=)5#7#}Mq}CZ;JAx)6Ik%2BC8+LU+4(=4R;NQ0)OtykPKJ4xGxO`-h^rQ_xX
zfX)wJKR=z}AWfD+70s`)?_nc?tatidSgiKkKpcUnbo3mKMB^z+3Vd}}zP6PcIdd7W
zrBQ@tF-b#QGC8(-cjuslSwxdH)YscNDA$_U;(Es`zh{jcogppap;`5(NI!b?^$44%
zS08+012rSG@<f^n4kU=6eUc=M(m%)YlND3HIy#Pis50Zh4r|mlYpuH%$t#nn^oAd>
zea&pgBwJPdjprTyCqC?p+gD^teT83{j>@@tF4do;TNn`dZ6?U|W^Ju!-eKZc%#C+G
z&|a}ci>X0oN&A@CVZCmIp~&pg)=<adU?wOd6$@q8aIkzrfL19Bjk^nJuWNMy(06g3
z8w&7WxBJfFO%{i73ftRn$WR_%jT*6H2NfP@Rc1DzT-YKf<u610If%nqI|14_1C@M1
zuMWX9;GKk#pwiMzQPHXbmXvOE$Zr2wVoadP%ZRJT{ZI9lvnI&{73jtNP5FAHcpS~V
zIgEp~SSkp_W%TV|^dM4;usHoca=r7iPesJ~{<U4-Cxt7An{!%8O=YFh>Zuw8u|N&&
zF3Hg$;1g~dEcBNMsPUN2F5M2wlhrk+epWgV8lMV03y|20zC&GzN<n64rzsmqd>P^V
z_y#dI>1~<}dBd<&)gbNhH$X!}!y9;wx1F*bsB+EW5t|=*Sc&{>^XJ=pk0|dG1C78d
z-(HR<cy(BKC#Va0rFJ(X?f_KyMFns6uce3MpuJST-F`Wb?_%ff*U&flOUQG>5EJd$
ziR6+^qL;&^Q1>!R_-F*UALv^3)jqN5=P<cezT0R7sf#a=Pl0Xk1_v1!A^jf7S>{?Z
z>W@Kj`#iDKO2zJGn{pa5N~+BwPvF$0nF~k?Cx!Wvo!~zmJv|tILZ&%qY>vG2gZ1#j
z>*<OyDxDLwi)^`C+0r2*$XM?32r$SFtXLDH#CrQ$s|fp{SaL1WLj;KRBPPjjSVciX
zD`L)e^<!a?#}^L-XV6Hss+t;0cgIoiOqq8YKWQ70AS_645)_9-&Y3E8)?#e7db~Gq
zp9ia>p<KXOo`r{r-ogJfMNZU!RVQn|eW<oIr4Ohsdys;p8JnLA8!nn3n@95i6t>#W
z(i`MB-Fc-3`7j1&A2;KLT!rGd_t?M;%4X}a(DrYYHwUa*zY8AS2=LD_f;L_NSpT5s
zyRtl^$#A4iy1>WcP4&b1LAtGO{;iFt<#8xHC74fl$w+0I%sby*og0t|_6=&z`Ioqz
z0&*!qq$!|>hPTVZlG5I{JLH7Qx})pADi2dhlCPB%vc-K2ILMlEazyrxYUfL+W9?x!
zFMX(ql01FSRe$>d_BygqqlDbzx7~6^M+aH*3nxxOi=djgfNZyS-+`luk)Fs6bZ5}{
zBasRkm?OI+y7hxR<90oUO=L-WC*5Fs(6m`9JF1F90bmPGLR{DbL%>AG)PmCqwXT0!
zncyiz{m(;Z!3RjXgq$M{w0&ZC&%=d<6zqk4zv{C8Gh!3Ho}k$SqmKCY=Tm<?dpKAO
z+NF8U*L7*mv+|U~DqY|J4)OFWIjIbwOx=<FHl+>EE%n&bH02@=lTq&ZKg4}?R8?)b
zCk@g_x1dN#DBXy3N+T^GCEX>ZbT`t{-Q6jn(nxoAcg=g?`|ixT_s&|g*34RS{)My8
z-tT_nd7fW9^hncVN8K9dYzmcf2JWy4N}^7=sb#lA`PhTFX4sUJ$`52hap<KE>u)9^
zS4%7SV{0(fcQMltijHvB0zfir5ZT)6*Xz?%J0yK9uGileMtj&@U9t4^^ePTqApC_U
z(}F#@gBq;u>&9RLr6<IG3(qO7+7#a$4*>(|48^elQkL$@XqdkSt_79z1T=_^Vcprf
zlZ$E)_`vaJODo{GAY%qxD3%`u`#2>kA2*$UWwc;XTE}H&6#NQ}w?_r4Q|0QoO$Q?#
zMWx0H8mzfH=DaB}1yT7XK~S5KUte#1*j&p6+BsP1Npz(rabY>y(0H>LH`l1)RQPO4
zQPG8((g}c~dbxkQ_gGc|tQSegkXOP<Cu9?>6BBoCyCw!}xrGyiSda7ag#GF&rg3ri
z<+>~VU-m2RCg>VHI7Pr+*!!WMELiB4&B9MOC!BAnv!E`?u6?uZU)kk8FM^B9ldnb|
zUrV-eSxqtT;N|ZOsZ*e6q`g!J1=l-wB>dtW;xHNVNz{=13z{jW@<!EbHczR$z=hhC
zS2yLylzz$LpKA3Wg@VO)sjex}RDkelQq&Mv5CK)`_b{Lw#Hf1G6&qLo(X?jD$~v-z
zjx0##XU}BAVQ2eSf63qPyGuVOdG<3wg;~PWam0jCi@_fILEZCV805S~YgTh4N|e*#
zs7~GdfPb6VL;s}LLHYQ+wSzRDc$$SHwc~Wu4Dv>N9*4k6m$i}8Cyvn!p*#|8T;$W7
z%k3*jURtiIT`cQVrvq!|)=a<0GKui25D*QUvMsy13uGlVI+TAX5HLGq5ANEx4oUF4
zFBpMCTZ$)ohcuQvv<pL{pLqHUk#c)wial5mAI24Dx7!CgO3S(U#DYrLlNNC>|IsU{
z#70MaJ$^a88Ca!vQVW1TmoHGNOb?r7PwDXP_0ZzQb-<aiicE2FGC=&!s!=xXF7aN?
z*b+LcCm(fWStHap=^=$9`1C@GHnxZ`1v>CHg)PIUYSM4CwQWWxidB12M##<3K~c5f
z+$VZ@dokEZ#(U9YC#Ze$b6(O@%9uwHNFNY!5|$u3)u*|5cF&TBC&DMG(}IHVhf+`w
z7A}t+yFDDhCOsJY`Ui7o+mJT}RJ=IiNV{7t9d)M(ofB)*y%V9s%%STW;W&*~mR&ud
z4DI34&w9Ftm%PkVJB%(n4sJigF?-OI?xJ*9vtUkVk%L<Hq_b~pnc8cbK!yO^Is=cN
zl|`WmUMa)&^1pU~ND{J-_jNyP8{X3!8sAhrztTu~aIAB{a9z@)BtbAihM9MusPSEG
zk+V<)iM?qMZQwMYT3Lz7>PnsN=Y2Uw*iAjg`jT?^$Ve~z#^Fn56TbIlUT!x(;TPiE
zTk};tKgq$25JM;Of0H^v=hWdb5dToI3EOdqJ3u5W8LJ?hBHPzZ7r2YFVwwD!n`8_Y
z)$4V+0Hx7B{q4$q80Gp-XvGt71pA{t7FmHsb3o0|_&#FojJ^*opk=|=HW(k6mDEq%
z=yA-DlPPSlV{L3+pRzYr+;CcCuhR(JDQm!lnZt9-!jd32pKW=4sqpMTf!4y}Qs_GT
zYU|~54qNw~%3ZxlJIwKpFBJAA_1k%ZK}^zZxY#otA@+1jHLA+IMN2b}+9SA1y-OM_
z+DF+S{nNS$bTMjN0l-H|Pu6C5q@DXmD^HH2>4cj3;>y|6;cQ^NO>u5u%Gh2{JRCVg
z0cKkwTn*4o^RQ%Eh;Y%R3qz}<0Kb*GiKg7&0!pNiT|{-?g@{l#$s5<6Gk;PcK=(H`
zORY}`Y<YyQAC{AW^3ppi(NLB8y_F5mY>H+_kJd?hK@0aEFICCYWSQtsB7vTF4lu=+
z2D+yg{a!C3oyIw`WE!k4cEnI;;bv}AmPi)R;3^lf0Zb<<CZo&FSU$iebdNvP9~7mS
zt2Mq|Ep~hi*-w7sx8qA=z@F)htA8C-l@k#Wl>^Ya9a2>Yh)-J?!e1DOF(Z9cIV+#J
z$$kaxJH`ZNF&%}s`)wke{_U~Wf%-kd0Xr?D9gw1iF>w077TE0ypr;Ky!|uj|y?R=#
zi#xsbd<}oQ7^o(g?T6m3tXhT??=1UH>T9%*ZIbOD8#rojY3THE(E;Vta<@5f*?1bE
z^-${W38a*^3H6!(O#H=x$jUHz1}IX2r2{P%lw0Fxb2Ilm;-8ghJ{i4~y;|$ouMZk_
zoj&!-cjm-4=gNQAochq$y<5AkHC%Db?0g43^P72v0rzbQz?CU`{HR$r9Vl>lnadPq
z^j$&e+Fwq7!~U)C!}<PUq%9Iho4W#`=NHq>!Wzox-p9o`Py>&V0f7#nJi`^F?t1sz
zuX?}J<G2M}>Y>|X22f=sDYrp0`BeCl`VVE;2+)xNlAuC<5)8=pgs0xfC`E(1kZ(&)
zkR2b3Y7o<S@}e%#_0dDvZH2;xkpayVs<mhsO=7yNN930-U*CF0Ey6<hh*M)FJ0X`K
zhcCfa&u|ctTRuD?Vc^$sCE{zD3B(mER%5!)4T=*XJHK7CRr_+2Uv{e&r%v#fGShBA
z#G#}658=RRB#Ji!KS4;8HF8ekvvS49XOwu*CIOR+{EIsLFYARk3p*}#vrh3o5N*7{
z-A%?UG2F*LAc(QFA^_@&keaTSpO!Y~F+O${&T^74v<Rq6hlFOiYPNq^P+uXnR3~=E
z9U1>ce_KCV;IDecMq`fA+aGL-ZOUu%tRLgXa!ewtLD(SfadoF14D$g&m^Qp|1={%R
zEl^G}%s}i?egW8KX%U^R^t5YF!9v6+B+2t+VKtF}Tc0}n)*4AQazzW*a9odffd<hq
zh=B?revDA<o;^Iug4gZJlrH7|xU@`*We|IwZxn`TWF=qNaWT`n6QC$W)4--i_t&OV
zC}Bj*<Km)P`lVA=GXx=F%^NeP(RRggK}x!ZKz|JaA4u$y?wA2$7Y&CCWEZzO_>uAC
z*g(SX$&OTMmm9-;Dkbm^?jVe%#uaINNa>!MK*Iry4gfF;SLawU!eIz+jdkc-C-4eH
zk1M&+DI;(ne-|Do3rK=w7_}F(ekZnG%Ge}A0@og2|FIa`pEd24QPb%kOT!MGfb3)5
zg4=IT$E-~U7#p;U8jk%#Oi`WL|1l5UvUOCJNwZLcXmxeH*i(;1PikWY)l51@V(;Df
zXIiy9(GD9TBDxiL+OH|qp@XO&y@wZ}^(ZAoesItjD1~Vq>%|I@Zbq70Tk-H@9JiXS
z&^v7Dgv|8kq^5{VEjc_A$}=Kt*D!~9lTIeR@~A0gu&zum684`Y&w7<fdB$P~&H*Qk
zpy}>AG*$vA=~-Ai7j!GTH*;B9YYt{sU$B;0w-0Pmxi^N=4z^U&BaMNOxkCooAprT*
zBvy@0M%c0Q;Yh+2jyKD&Bw9kjr|w=-&ah;K8|=~f36bUn^z>fpZofBk&Ld9Q(QX*L
zUOt?_;k{TUgQzp&uvc$VKB0%AUm-Z%!3{1mtSD`Nn~`MjRG-bNw$q&1+cB(d2|^s)
z)>=5+70(@<x%lix^5)R%SW}wo91hcQl=sW?hEu(H7b{!#n|V1P&v*o}BW54Yad8=+
zxM6IdiUzzLD-?)fg}5`N+`7~kV%-rGt=G99VuWgn0vZG7MrtH3@fFK${+xV!D;S3#
z@y38Gl3WcYSm$L`*0Q4&Gd%(6vd+(fx~TBNb7nF}e?Fv}2{g59gz#j;l;()pCujEE
zEB#f$yIj*u&lo4YyL$Y4{2wYXC?ngaKFCZ}jT(ztQTIfFyhw9xg2t}>7$CY02}dTo
zuuwv|xfMoaEm<?-P01Kr1e+(M1fy2EUapKXswvao9_@n|Q3QWCc-9IlJ5QO>+#4Wu
z*xUqw4^fSU6VrmzAhTb~TAzs(CH>tRbPD+(Y?vLGhvX9vFEKjcGwo!T#%m%I^$>TO
zg`OHy5X=dri!TmSb1x+NC1eCz-c>t5aSYoY{4HN5IM{VC<Ff^MHBc)omBAxg@r@nu
z?-g3NiY>de>yMVS)_Qm%v#s*vbV9WVz};}+iL>Jv0q{D16aQ+Ir8<r*u+2KEJz3ZQ
zv|a(!PJ@r2@&&v%aOjxj#npMOO#A>20E`!e4O)O~i#gL-+05++vG#@*2Jn<wHcxjs
zhfrs~>6|ZWy5)B{xB;k%AoOQXTi!VWhv+uZov-LF8Ke*p7l({*%UuT(KZG#Bf-<<e
z4?{uc3r^%TZK{%+dyiHzdO68^jDQ}Shs~<I^qss!*R-gI9#`7HJkbU=P(60l0Ux4<
zbs&x#;oH_b4w}tujrjVN_l1V6j@W!j&GPPQch*?u+Q|s8l~@mNJhIhn*dmx^KRMHr
z<(q@c-hmS0>FKr|_GBx85;%n`CaJ#W%3QJ@=3F|3h*M_qpO$SZ@%n}JJTi33mjZ_x
zEHl7PMg9}=_`=zAm$i$>hzTFN6q5(54e#=0pg^_&M5LlM102gayZGTzs%JMDdWm;H
zR7y0xbU8;hn!AAr#|HJX5Dviuqc*W|T!#zp_a=IwGg?pe?>?1shS@E|AGWiC`WiT-
zzpC_PwJ2R5kx%%4Jw8aaM+1kVITwx?ALOwh4I8b^XS#DLBsB~%r_IWJ-5g{15PA%)
z7Zj-xJ6DZrgfnT%bttxo2*%wX<h$=dRQ>%4u5MrOoZC9Oq2)-S5<()wf@Yt&8WIJv
zB;SNpNS?n?3BfB2=J((u1yS`<F4hPCKM110A;w>h{}K*3Zi<QfPgpEI)7ty=-{^4|
zqnPr+@K8NFiVTQ(<((6Ra7ynwe;G<08(=BxyNzoKrQFWd5B@_0bAI=VtvJ|zz`l(b
zmI%l!dYz`TI#GF>7oLd@Oa}GPQ_*WjMaBg69%DRXqn9&n;Q7pK<VFvN6GMI@3#3~g
zD?AVHVeYDA+?`(?tP?Dp4++|!uEz$BGEX2r*HB@pZke)DxoVLRUZZYtorni6dr*L2
z%`~K+EtBYL*?ftxx3{-3l7j)d{g%4lx)f^Epi9NRY6H%m41aaN8oPZU3kfc(bxPDP
zzZ~1>@C~qZQ`sN|{M^g6t<1I+#wupsM!M!XE4-H7pf@SuIG2R`*A{*_x-LH~`QV&?
zjqQrWTne0veZ1Z*=;;}18~BB0ZhED^??XI{+yny&Tt$`LB**L2wY&h>#M2DpAdOgg
z$@N~Y1dh=Ry1oUyG8x9$?CdjFj92damZc3`;2Dv1QwM0%Vc>9Ih=2P1`=4S0^Z91J
zIY5NH0pw@@prEe>+p_})K-TjXIS>I3ZlNdQIYd?UxA4PP^Xclh8AA(zVg6PjQj_;9
z;6`#%N*@RLUd>+0N(>49=KlxP7N(+5v2$mxeEpYqnow(7nUxH`Ve_6BGh{E-vMu<}
zdN|1O#$(Au{N&h|g6xe-&ux%HyRtq4W{q3j9;!o<6f^(XcQSkCGzqK8m+g~i8+Qqy
z8*@g58!rc`+BpJq4l$-{c$7@dlOyYnWvvz5Za_Krk542dp`~Q0m~7nuR_Na6Kp+4N
zt%O$lV)mWyH%D@$1OO{pW)vu^-h0~jMbj$0KUq%&uBNHr<gWIgF~pMZqG>cxx05id
zE12m-26#ASIiEeCLC$5EGoMHN1^B}!-jtM#uJzAy8Gpox53iezS4{U)JSx5YShDTd
zCJ}U0yzC)-oOd2jGpp_LwJxafBiL%EPs6F!Ur;}N>6jNF$?q$oot_(iAs{Wh_Nl^a
zD6;4G?@lnEGPi+KQtj@Uw?4f}VX4bJ7}}fq`0!95bM&bmo@ZgE3uLqg^g1m0@AR%g
zW57(|NtAaIyiMSTS&c>yk5YwVNlUz?+ont7ch=c!`Z5-Su-EQzhLzB=uQ*=WQo%sD
z{a}CQ2<-wa0jn1YJRbsn2LL(E(&~wcfss)L5c(+m$ky=jBSzLG0WzP$ub>EY7Nt{Z
z5svRRyUJuJ%E1VuO8H>60!k7<B#pH^HQowJ68h2_b>TAB3|s^ZtCVa!15mmfs0)kt
zo>0y;lnTq9UCUncWN;SR?DxkCb#@+3{z}1l51VsCq<;@D0RcQFE-n??&t&g(@0=X!
zo0}V}<29Mg?Cb;+NJRBlM7Y=JL<0|)DRm(TW{Ik7fYN=$EhhELuU}@RZaB+k-GLjP
zn)ILkR%{-xJxeH}s00F|aTu0qXr316%0gj_ec{D^4g^-#>T|7nud0Y~KrD`6_;|?!
z1)L0rb)B4?aJb%6a?%|I2e#(c)SUAnvcGz@6WTqHDgd0`OrKG_mEAIzij0bi*@Kyd
z2Ko+8rfLDEYer2D?UMC<x9*l(cd@%S&4fAQJATr{Up#2&o3%#+9%VaAjWkk9sZ1f}
zIZFq+QIvty2~raoR)tff+8T4dQok8H%4Se?Z>M{LF3?P71%$O%@k*)PnsEN6!3>sV
zlRId$CfVI@v@9E|3}N*XZ5P`w1A!0U?;w?e7~~8Mn1{sfgCNiyGQKb%nwBYWn!S7J
zc1)S{RF+_x%O25+5rkf^o;?=>hI%p4{Ut9Ie1D6X?lb*hq3vIZc0z8JBJ*62tyv8J
zvm^~vbH!t6*36n=vVA}2#g+gEFhXV_P##KK+n1>T=qg3fm4L_CNd;$th)+*XPebtw
zG*r}Y3>BvyI?i3r^3?r7=Ka3{SjI(Y;R90rSlYLJTZdlXkC=J&=&WqV5M>C>R)2Dl
zb!`PQA?ts~=hKCAUBF0emP?ZIdg0QGv@R>%4j#cyx6N?a6Dxscq`f$Hz-(h*d0rDG
z6ynwt9}0i)KGERS)Ms({i;)z1g7G|lH<`d7Ywevxh8AsB;59;L)kWhuIQZU#Sx-+d
z5H&E+`~;UyiN*m!!P!YPS<E^ZM6N*;u>@R7_TQ2KBLs1f`RBd@W~p?oA}F<FKLO?o
zo`ncD-<xIl;bLehGI+cYC=2a!_ZD&M5tp&AIYAVH(a{k>`y8ptppd*u2Acu3HC}?D
zs;a8l;!X-I4r|a9gunezw;IWoDG~ribV`gO!ru`@_rnuk-Qi#|S!ReWFRE-k%wfXG
zdZHwhGYb5u+WQ_AsuDv>_OWT$FiS+2MtIHu+>%Q`^){@8t(G&ge#xT<jM^UXz4hJt
z;M~r1$L6O)O|O}eTmMn2Aglm8#Cr4a*jFDYZ%J5<-@o>SJae*2PB%qV;K`z6zBqZE
zQZv~M$wA4dEJzwWnfhSnN2rkA4J`d+kcDacKt<??lG&c){q#Yya%9{SGdGO*S$O}c
z0zhu-d+CrLpsVvP4T2Hoe3r9D_wV!c8gd&DxNkf;26nEUlNCocC$kNX5DDhN@o`6I
z0QRppe?go_-TyO3vMUZQBm*|VXQo_FsRS`J5l*yD9o%8h(i|a<$_~RR@L)kTg&V`9
ze&5Xqzjse~fC>pJs9R1T7C{Dm4az+ZbzGkh9yqpr8P+}uoLKU`6K1-0V0$+nFHSxL
zOY}J@2j9y*#Wd9tZ6{#l84(}vzxF3le`D|m0kbYtz1^mFV<Yd)zao?kZE1ldcGNT9
zoNb0G^b%6Ur!qD|uUjC_OUf{k|Eot}&~(>r=dH2`j;84w7$;Nm!J~-w8qy>bw|OGY
ztGGqDSCf@L{uHE3DC_87XT(satv6!F1pZOU!oL(c-)s6J<+b_Rnp{!G<F*P1=N9z9
zC<DPlZEdYM^a$`OMgh*FrIIaRuRB9#n*C{4Wjv<hnfe3i8F)t@Vv!vFt94-J)^Yk^
zWDjlr#o48+bqN&e6_GJJ@`YtWQU&iVHxSNRIbi|!%<RpwkLkJVAaT|M<ZlHYO1dWn
zp;}$7*=?W#o;y<pj>&INurq_I$Uvz;sg<?G_?O0UP+-Mn_N54fE$`p6C46w)yJvr(
zi``M&3O+|1C_l`-x@({tjG#35U$2njf+DeDHOI=!-Gf33IoipjvntrZf{#>YoX#?)
z9_4E<T-cDk3!?f|xUut+{#axIuunlqPo16dWhQ=;9_t>n)p6vE1?y-a<gBGkOt(hh
zmVr%~fgRmsARqVz!~O;7_ZFPyTo!~}sZBfx1>B@6F+u&QO!xd#D91n0vVo``eblCD
zbU5;!h-C(bImU&`>ID#z$xkZfLI+=>IO#GjC`<6CSP@-R36$Q@K3hf*oBTOiyaC7r
ztI^UBE0n}d-zz#{CEkac%6EC;=p>!WPsZ?^{z6ZDs)v}OrayLYoq>qcfNY7yk7nay
z)III=g|%Sw?jQ^}ZJ&FTaz=$XSF7?lt>a%w_x5$vBuXQ@JsskEEEWJ;kD68d5H6?}
zVuZy!oB-0d+5z>Vp2itBFE1UKD0Zlrgr07er=A{Uh-(-KPy4M$&A+weprq``cTeC=
zZ_12t|BIU$yaaG8$c8jFI|_)Axe2~M!l>+%TMz?216hh9&+cldFZ^&xd@IZNHP8Z;
zh}CY$E1ztCo40;LXL}E92%2f-a=LR0<Y;H9(rvyzB&aM9|4YDyelR5}rE5M4;hqJC
ziGJ2IklQS0l?5Ig5H7;$Rd06{S8MD&G+>f2TCBf{wgqg}#^DyPvZj|ubZ1%yvLDiy
z9;@dtz$Z)fG=e{qNMs*gp#<3f89%_T{)OF4I0UDN5OReUfHa-(;vLB$&{awgA#FDT
z8=7c^>5)ZNm`aMLY>p~WRjfWbj^QB%`}(QSxDbE&!{}-BtUDPTZiO02c|*DYW~f#~
z#y8?_M7n6kwKB#EVu?{qUswmK38HB+y~wg9<2wmwO1h^H`LN+rd8I|FWIWC?%}16o
zn3Dd97=!nUx<@Y`sIJEdrEYZ0=lly-gtBs6qxrr9R~*G=W*)%Trrf3qRJX-<A5zLU
zUu##SH6{ArRCmb0X2dzdn2aCIJ12W0oLm0}<0k$=xx-5$(X*KxmQnlY@E4CKIX6_|
zJ>p7Vs(G%PQ<e@a=V#OcFa4-Dhui&9l8yo5WB**%|CbG$i#%>+WLToxvNcc~RJlTt
z-I3UWC88i^oqeW=HoYw)H?w8qRg_8ulZjtV0~o14h`dq=#*2N+_-v24USxl=B?$<8
zq^x~E4#JxfE%^fr(EvgizyAKCKRMu>jIj;|Ej{IwFE2ulTW=_UD%-Pi8;BDm7XY(w
zVSDeDmK;EjIfw^rZv6kb6rr#%E*3#kC0b8U$x*&FG!g2G6If{x+yMi$dZ)$>)X<1g
zR&7H9XkFha*I>DmBl$A*fUFVZ*INYBL1&^Mr6=kR-9UeMP`c+4qx?sbN6D}mfZ@M=
z0yE>rH3w#Krgrfh@PUK|%v)vkp6-fBPmffDHFT&Yu)(~e^R?bBcs@G+uD%#3{d%{e
zNI24Y9%fu_aA?=d=c)y9#URZaOe?Qh^lc;oE{~U?A0h520N@smS!>M<5xgIOin|$L
z7aFzDRiV~hMijKj2KU(jWFHHF{uI26M!j6N?FQ2wyn*+yAH>LilW-q09CKUD?DcTP
z?LzL{LT>9t%bgF?mw{Z?F9X5&n)6_kKW%ZLz3Y3m2lQ_<jHKyY1B^{ZFmr-cUh;gu
ztJ!*C$KBEEM)~G(c_={muE20&SAQY_vUHW^E|j3jG@*j8up#6<&`nT{lSJ(emUvS(
zxDGlA3CY3FR^Ojzpl)_!OB1UvV(?&Rnf?X{tU+zb$8QZ$6rxU}U*#!>V1`&Rj(X=o
zH2tHCCarG)XQLS|eu#+kfIf&NPdaE2xwgclwCuL4ex&F35FMb3uss^fpaMz>B?Uvy
zpr2gtrHr6M;9`9R;`<V&?(bmI^a<e0r49JCE^Bz@7p*LR=xy~F@zlA79;b}ip_p9)
z44{R`)Gb=Z2mNpB>wkbMc|wxl`j3s;1?ki`d|DRsK)jc_C<O=ZFrp}T1}?r9o!|f-
zLMsWIL;1Z2Q|N)%)BC>MFS;b51(9r1t%H*clC1(pY$yiS!vbFW#YAVBF#so961zVd
z4=K9>v&tZrD!>S+YO$JnrbSkI{8`sf0~ErkT*WW5fx9g-S^w}UsJDYeJ68YQL$OkR
zQdm>AzUg2XfHAVbqBV%)eGZ2o<T1_S96v31)wRY`dFtf4@zNp#ivPuDm~a>6Ua~1Z
z9Y-VH>55`&lDi3fAC_^2U3X3Y+8D5=a-)GAqScmZ->%mX#M_n_6?k)U{sgbq;Ckx}
zA$#uu(@I`hj<|=KuR%Dw?_82bCK@T`Hiah|=Gi=Hy;n(AD(4Z-e^|8gw4?#Dk^D-?
za~86>ibE(pvatPyG5a`=l_LW&;GsCT4;^L+n-Am{LFv)-I#BL=XqtRrvh2oI{KNus
zbHFv=`a(KApbgnXB_DAZ)JqZIU=M&#;3)ZwX~b%93_o`^d07hF<ynpb!9foZ@Y#jt
z(7ANlf!1|U)tyZglyzC`&g_Dn=Jy*o@>{$fN7B7}uRD$JyKI2hM64{7m~i*=43yf0
zG_0~yd(a;aJS9mic^lozPj45g%9INQAu1`=P$o#oNi8OpHuk(#5z+G{Mo;&ty6(7R
zYjAbzCYx`2%sl|{E#b_rFd2t<7Tk6*tv<4pJ|d4Wb%mMQDuAxzWUKp5|9W&x>E;V_
z_V1Rs+{Op`UoMUvHy@=mXdZD6Tdshts{KH2qoizYogs0Dg5rpi5Pqvfj|2<=b$1lf
zgk+qBBQw0_$>ExjVJX+3>t`tWomOEG*I`ihIpE~;q!WBEKB_?^Soqtr&-r-5G9(>9
zq73M$3V_3cM*G1RBOD!F@YvM7b#u&<ecB4q(IZVoHIxB7pu871pI2UkS3eU>X#Y{I
z!3#XgV8(r@zm0u|tY7i3|N0d~QM|xOO$Y%sVk^yF#>e3TFBOO_JEs2-`U7$6ycK5J
z>&sTijwS3_!2_%<b^FlMOn*g&_52X|&1H(9d^_{HEUMAP5#U|5vF%Fm1|E<5ss3VC
z>=-@NcMdOG;#D5j2at_2of4i6Y70m%paRTKv5vV)4G)BCrjQQoB8rXHOb=J<M@Ur5
zc^)^q*UUtW$V|!Vv_P1F1efo)R12U(tl2-ST3N)YQaqf+hR+;$Wwx~jChoR%QDrqH
z7AGPf!HC>%k#B6Q?p$0JaWk^VHi*%nS!GF7!GV?D&?`}~x4glgp|1Ka`5Dt@z4il)
zw9$o2$@A#Z^@KD~@{KnBbXb0a5j1{v&m$?2GTqhoHQb71zgNcRm$E>H$e#wH3}AFp
zomAI<NY(K8UBc?28l)m9KSg?|<R3zOjdZX-cDb@4LwBx_p}+Z)#*qBr+W6TTRQCjG
z{WykDH#hXpGax7wPEqMDqiT3uYlL*eQqvn@iAot5#K@ecoR8lh1_0HDX1z6c)6<JQ
zY7h^+gO;|qXJmuul=;&rNRIHAQbOc9mSA6J-2>yWN0uSgv;GwF(Ab*c8nixGM)SCR
zOo(kO_;f94Ju&95H~6}`rdrFu@5exb4$uRCO@xg~k{bo2f~BDAj(5Sko7-~F8F)Oz
za3atiR%|XD(3XmbhAzU^M1kz-g(dvSrACNbJ`6<>SIWb6{}(*zGO9IKz{}JeWggFw
z;9~out|;*{J?QYb4lbG>_}8O;pm~9Gba?F74;uZpsJ&~ClMluZ7^V9u12`pb^(f?H
z2b5TI738hsCRXq;J3JY*5gMA_>aw=Jo@jx_$4GM*SQx5m{iZCKtnIU(=!AZ8PP;I@
z*1GpyP?noIBOY)G7t8(w1mTKW7Gn>Yp98z9<OiobDJwE7=Nz}^z^)hkKnx=%_XhF8
zCAMH#O}Jtawhet1l&O8()UdU6Lq*~ZK?J5Ej^)#~;qDqj+4qSm1#$tv!xzB~7s2cj
zuBW!`JFRbb!(UMmOVv#mhZOYG623py&l4Y{M)FTcSU<d;8vn=y)%0Ugl{A;Azw8B=
zi*yYCjqJGLi3I}C{yJSf!*rK=n*-3i*f6gWBG}LKPzuFX?tAScV^5e)ijB;eLj1c9
zCk#RfCm&_LfwcT=C_@}8yTYf%C2^KG1vto(&XAFdIE5cYK=446=0UFXK(;!Iw)`c7
z=-`3jHiCL_Zt^VRk|pR!u)s7|r+0ed&T93^#_44cw7*$!)G+BYaFa}wjK9V<5-&5`
zs4QCC^datzkiZW<l}>Oz3_|e%WxcchH-#j)m0X}$0&H5-fM4r~tuJnlL8i4`>ozR$
z5-?4b*yY2wSf~@gc)n*y^v1^S;MnF}gE}<9WPXD6G@rb47cRscxC`fFdC1+z)OSZ{
zz-zuwhAR{@sZ5s^G3;D%ofw~PT)$pWRBo0jfu+2MHgtr>o5RqYg0@o5lplA&9V(Me
zD{I<0z};y|^47ODnQ&)++s8NcPY)4;RnsEgGU2rc079M?naRFyQoDBJ>EqkaiwdG1
zbf-J`{ZaSeTu?B%y(V=U>NhFU%?u)E6Vc$N?!Is-3meOM@p<pq7AUmRn0%uBnxUlq
zIB8KK@ar!*Uh*Z(u(asqqmT#6nsBB&&?8-NF7$qBg*~>I7b35~0GwG}6|sd4J;6jo
z*HhqLOTu6{lm%>G7n*RXU(HcdN<9XT1pk1kF1oo<xuU5|rTmzq{`%rzFqE`8O+8D0
zwCZbkS>HpkapO1h-NBXGy*be0EWM|G#({FCVrAFc7XOsb5Lmrx%KfPZMx3u6WV`8l
z{>+o20yAUb{&Tet4wjHGiu{nU*a1Vg-J`V=P4L#s$5O5ywa^XvqW($g7w&N7M%?IC
z2&r|L{W22sT*vL%l-?K0a-0Y9rsR94Jl}UDrmM+JNjji<0<KnLS_GO;LqoXq<S-<x
zN9LP{tv}B_OA?@n=U|76J7NQh4ztSEh0-Ulg$zs{_W9Yb+9e!#+Vun0VQ%lTehPNE
zkO+V&MyY`{ib=pv?6ihC=<;S^<>h>AGU`q|y4x&)+9jpc@f$OFpq*1D7t4I{a5H-p
z?6lb93aDIBdn561q9PV_kc*V_;pW2vYt?L0SZ+Ry+N++L)lbmZ>rnI6P_g{zovGg#
z4sGn|#+Hkzj3|x*zhn|Wn||2Jhxh>GBO$QO*_q~*A+h%Y;`axxX0H8Ku*A`GJrov5
zuXw+%OrNMPY>>D9c4*zt@QQ~mg*X3v6}M%r8d<@7FipB~|Ht8`e3{ZBb3MMvQh4og
zJ9v%4gsaX#G=qwi`=<<2XedXtXch$RQ%uAl`M3KR%DlS^)q$d%?%tQyx)4fy?7o7C
zqJp*$%kQ_kQ-h`202Ntq`rf=X8XmE1v6F4Z#NKfC`9FrGb{M`l=~wNbWCAH?`S;v$
zHoz89L(7Rlb*w|Z4MCoFH{mI@;ylpjcxFSGHj>`><X=sTGypS=v9=sFvaZ-7R9~Ci
zL04WoVM8(nfc3N4S_brG+XXxa*W3|)klJUZdA(!Z;?$0?L?X^MsDZqFaS0;ov`z7}
zLnP3d;hlW;M$^%*wVziD83N1}6lo5$3^`nq=6mf%78+E*K*TQ)YMO8n*dJmC)<O#)
z6$346+J^lJI&+9@PEekhOkP+|!*341>coGpuH3PZt-P?kXtwC_WN6m93sl91v`9iE
zd_h6+OTz3?TYeGhlS>eL1J7At+je>l9aaqgvJhtLgwD-%iECj#$I~(qw!sL7Ym){;
zI9w5qN37}zgN;TLC!+-uQXn$mHyl9p52vOWH{3ti5ZIsi24!1qY=Q<DbLtKxMfWw(
za<_P1MMlL^sWk!7tq;2u)tu<S7_dSCF?D+zbneiQRR9mn&P88o4A~`gOSGEq?&sF(
z0nchhPxdfqvMhQV0|v^8%fo}0PC%^wiXRhFh!2m*_?j9=JT->g+M_b|erWnMG|YaO
zGabl<H*Hw>5P@qfWzh>hJbKllf!>kDmJI9Rtnx5oUq98D>Vxt8jZa-3RFgc93jok|
ze=j~Y<<ySC@I_mV2YWx(P;vleGRALsmn1|7cQlea(!o_Ci(idT%q|HgE*S>5u+na$
zJmqke!!nWF`6rvu$;|Y6D2NCM)Y7|E5A51HNKM7@<>Mvb#N$W<Mbah4t_o;B#MiAh
z+L<UfdE-1IonR%HvzRfJi|s0c#1$eS{qy&)4|ofLu7WC9H>ucQNPh3X^B!2@9yt0+
zp6#Z>B=N0I0}09OJnTFx?A;e4ab679K>%@D&W<BNym869tAzJOV-{A_oC@v$&G>L@
zSl{?|2mzwB+To6aBCVN<@&T1~5Z_{f%H6V|C^|wtSn<Rd>rRkomOl)@{qaQrhPwr7
z=NfB*=U1tX(%>2t)-f=a0H$!BvIB%FNmHCgA<wVADaSIVGe@btrBjJasiy;D+&A`d
z^M~5zQ=oi0_wy5{mngV&rI~UpXLv9Xw~GU!5z_vQgyqwl=jgr|g^-soOhsiA=<vTk
zpJ=O@Cc6j_fybx9y1Lq}nbFO;9X0PvGxv=}o(j1w3--JjZ%}`#`OkL(dq3w9^}_*G
zPA#?9;h#qYx-(?ejFO=z2gSb+AzNDdu<aq-lpMUe98Bn)NzXgF{BeBFnl`Jvzkf@;
zD=l<dht9^UxHvh}td(^(kFHvMC#)#Rq|imBl(%IZhxhBO-qklY-PA_=op`B?Wj1Cm
z9ST!D+MHscYe{ypBs3jC<7q*DiPF~E2D-f)`i~eawJH=(HZk24zW*G`%^fD@Xb<Ky
zG-7n)o#(;JTbU8wDN8mCR4BkG=WraHI<+YljdCubctIGQ;&Gr?#4!8y;vz-v(t5G+
ze4bm`ts*)Ywyf~T7?hH4NN_we;ZrV%VrdkQXK}=LE>l$M1@dX+;A_O(p}K?JLu${g
zD6jo?FJM$#_rZY;KE`bZk~U0SxT(HMo`TMp`qn;OW#xIHpoak1#R#MVv)_O<CV&>p
z0BMBouMwTV&ax7){*`}18Y<Z?C>E72#a0icjr$m17!c~wJMEJBN}aev#H^b!N4pYn
zUNKCds0=^F2VI$hRC_t~$IQRzXz>Sb<}aSFL?6vplyB^xA@B@P6O5DvrUD|EIKCwZ
zH8AWEQJ0u%OdzkB8X<iM4(t%I;+`^384x$YLM$>sJXWRj87=q<&0pZj&IJ+Y8GhP;
z4)k|23^TU@D@{1DX_=}9><duGL^aV?uJ3&LNpG`_;8lQs+iEB3@)w1Qqf%qbXuCXs
z{Z5$9r_*`6&EV|v<e}6IgKN*ey_(!bvJsCg{!Gd$*zuMGa%NGM7pM7xW?8K)ex84$
zpsAzMv>nPRm^Q~lz$3zNFio%SD4p7NLpUdZ-d}ogc;=M$35i#e)o0HZ*f*yZ^81{n
znzd)xp6id5aT=^!7w|pqzvh+Pd|RC*utz8w*>H|R@E9JUkd_Qsv>8J7x(oP%<8fYm
z0t7Z8hB*Wlzkb1-4M3ycz_2<)ZLt2qd|$<)SMUX7>%*(FZ66g5Y<t@XcAAWH3Ev-Z
zd5q*aZ7!`Z1_Ka7l3s#XwJJ3lPKn_0373{ml}^3^PpphCSQ5zLNvV*ciaEGV`tCpx
zPRMb9)vO4=Q{_6tgMjfA5hghmQAoXw%(<R>5i-|*t#;ahTphtftW$D&59P(D6}`P;
zso^ZZjRSkxR3kF*^Tyrf`GEgW*%4Cb#e9vyZ&Z`!E`&<QNzmWAE(AON^D(v)rlSmG
zw0A)_=7HyIM4GrP`oXCPEng|2DeU8FEg(NAf#X>IZVZ<9&@J@}sH(^ubi_LW<*w}N
zLfK$_Gx!`*;>Nh+@d6qU2&+#)uu9`L(CRNUY*x`jrnRGC@v`&^cj3U&lM$cM(~fol
zj<j@<Gz}bNEZ9{K^C<A~XkWzk?8yQ<>ml{ZG?O`prgtJSOeUpev;N{u;#vF95ODT_
zlZ-pBuqit-PQrN+;{Rq87xT!@rI5#3rXJ3vPF!PGB)ro7lcmVDZ0tjHJn8t}ZV_qW
zD3o%435w6kiZR>@ouHxfU@;1^my64Q0{lpX;4&6q4*RA{580T~bdn<6xey@b!rCPv
zuzta`dZUG|tK&A4^g3TA*NzKFZTdv&St$|570N@-CB%QV$?-5s#sT*6u*x;?<!l}3
zaPR(uXDtIdi%l|>DV!XkV_h}UZ#rP{Y8~g>UqPDi2`dqWh6>)gw`P3ydQ#xY-Gn@!
z@^8B5dy~nv=^)TwMeni*%6_HWV=3|1;-7&b8fu(I^&okO#Lwwp&xh7BLY$6jkboS8
z3D+k5C=9}q?cvYT{(5&{sjztI`bmSXR?EW}i=@8gqqxgM!6Q?JGSxUF)K_W-s{`-4
z=M#L+jn}{DI;ykeG%teF#XJjs%U7gKmn&#CZs^5j^DWylppO8|CyBVsV3HfxmB7kK
zB{&h36=VBhJU8pSmE}ON7Y<7*U}<I@Jydea<^0w<-o|O9`-z{2#bekx59!T9W;W%U
zf(64?SX(c$b+2R{SU-<An{BB#mM|Lp>^PRDr$~c$60JFs5p@?K0QahPgQ+CYkE*-q
za=1L){VW~_3|~rD1W{v2Lu0DP@iC|OJSJ?k>%aM3Nz{q&e<nf&=7r#mQ!S^BZ`YlT
z2e!AjXQoC(M3jmE!_VP?)>gr+2BDXnOk17KWz2_Xu`#GG#9(`0U&h^ROAHNmllp#D
zxzknD<Qi*eUybl!82&^@qyzb92=@LzF?AHFI+&dlXp#%uo~BRqO+Vp{&%!_AZsy1B
zCj`ysx==Utbfp%Ief+h#t<aV&1B~>9WNK_|9fVs-`xL?}zZ5~`EktEac5GAq_AX;B
z1}%lsk0cTiGqvmV2S=P<QCIc&#hpFx1DzS)*Nr9v&pfal#H(RVoj*@IMrmy(_iCy@
zr5A%Qvl841e;T($*V84iK|JvW9Q`gF`7gA9F0KsZi?re{TlqK1&*@dEN%7+Vr>s_>
zkxsO-(033D0}PSK!-5=@P~SCqdcun46c~gQxMi=h|M!%{=ppa|)ELm3s-X!PSg~+&
zVocmNQJfo_kf_5=$TQwSF{w)LC}D>=6nX(qBn3u=vN3+(W<G`sc#xJH$x)0TV~{Ek
zzvd`Ll~eUy8vR!B7I>Kzo=G>*A#z2fBO~&OJY(hQdL<W=<tSRnkEwbBU7L=<swoDg
z&Xd&sRaQgl<~o#<?Jai238eX%zc@TF7dTV&`Wxk$;Q_NfkMPDaddG3XgwY*Tidc)c
z=(QloWuolQ<&v+j6~<gflFwY3=E52GUkQXl%Xnu!GubA>&FqdUe<<P||B_{!{OkTp
zQf>&(IpjpWf_KcmDGcWT$4l-VloFf(Y;gC}MceL>V~ruy4pyFprS~`PD;sPRyF5_(
ze}*9t5uiUm1`*wHQ25o+H-~ys%@>8hdqXY6B`0;y-7^EBx@Sz{>mB%QDK|;HShB#F
z>Z#Ng#&v6%fgwpRMQhLnzzb`Uf?)2A@RWmGpRVo+`WqIOL(o8cIZWVAP)P~r=JpoS
zV$Kbi+UBZP<)0b>9jT0+`m<g2p|^6@SknuCo@wkW(JauaxZoAu;Rr0BK=&|ek{^dA
zk&ps8cwpe%B|ej?X7gegmAn@7lu3nB&ZY(RXA}#a^xZ&F`|bGEc?c*XoGHmwgJVEf
ze6rozR(D<-1-r1OVYe`vA><BKCA2u5#J6|nrS%CM$;?@w&3Wgt@PNic!fO!l=>gww
zz$x`t0O5trEur+h6$0sJ#3e5kiVb2FLW}-tLQWNW1X0U~m>3`6X{<Yt!iR*8{xh87
zoz><r6@(#h0o*M!m#a+2fKiyzt3^}R{^IY@Vf3yG`F{kHqNs<zPG`urP-CjqB@EA2
zXh1A_ZyODAX0-=<PIA<C^P=Vle^I_w-=!_t!=dNXKgA6JuMLflB*?9?q=6-W6_Hz{
zl_mGtfr$-B2fwB^9Gl}(EGt$FE=N7d&1wjA2&LYik~<_c3oEAJ9~KB^C{khuAU*iR
zE-ig(D;tCTAmNL`h;#puXk5cPw+2pDxt?3uEXEQ`{cU~Y7oF#YA&qpa&u6U}->SP&
z_@|~bFamXYZOI3)^rq4i=Cx|33hrD#aV@5e<4eOo0aV79{8t;#D}g2U_TQqfadC?n
z?ZD;xupNad?elo?M0pmDRNt|WkB@}F^XJda^;#?53|pP#&>Bb7BKJE^geDY>Kcm!r
zmLQV?&*3O1a%CI__OZ-B=b=s10=|9BlTm81cd0nA-Gw)S(S~Zfv?_LzZ)FLpYlv0d
z*T@IFx6Q*q;QNYu@PpM%HyZF08g_^&2YqPeU(Gs_?Q{O=M*8!Y2N)kruXjlfoge+w
zcS_{GaN=YMrlX*sczZ=iK#<#WJd*q$#3K7g!`_e6{D|yd)Q-Bx_Mnwa&3fb#tXb~Y
z(K_VhPv@kA=mSgQ3luH+_Vg~1k5nVyl(ABZB1dXV{;pmAVyb!)O*e&sQ4%Q0Z?Scy
zZSpBLIO{dDDJ8Hn1+8_(Wo5zigj26HmNza<VEgQwAr`g-{5p*%%c*wwnCY~G*IV}d
zN|W@@8!a=Xut!s>5iH1Jd5?vY@K4L9wnfZbB|;f+PDbZ~MdxJRSwCMt;p7bL+%U9y
zx35f7W3&h(1}*McVqKNPIkdUIXftgp%LTP%$h)?@W>EEF<wKo1#0ZBL%jH?*YlVsr
z>U>+P;Q_2o4V991Wz`KQmRK<_*7>G<H8gPAnZ*Cg3E`8a4cm;&f}=#oC}sr8uOg~h
z_@9r2t;f6tH;cSRrriUlEn&FwO1Y_PB8#MP1w^2#aS9Z>)VpBgEG6s2Rmno4Y{KUx
z&D^%tOVX7}^Yra8I^6^Y_m-GH;ss|}(>Dbq^EgVr9RfXJ=kaiGMS}?_;6+sn)#SHY
za~ZIVXr@+3=v6HE57TF_N3e~rf5Uus7-F>6HgnSMG?j~}5i8u24iqwM|71X|?Yn2l
zN}{O0m|_iYQKu&*`EhBtF4J;o>6L!coPbA`(W0IxJoKP+Z5wDm@+`I8t6#JRj=QUC
zegwWhA-$%PUSwq-tF0f%q*^1t4#nq@(rHO^eI{Yf|HRhFl8Xf~RfV8)jr5Rw3+p)W
zJ|0g$5IqoiNh%zPED*&M@BVykl>jF595sE;rty`J_HnuAD7~*#85cqIUYx<Fd_Mt_
zq}ic*-xfP(M=Jsq@`k_`bW!~QAL5_$ukxoY`M+q@yKNm|li3-N{7fPsV6z7P_?t#f
zP8Xzz1q-!Ep;Hat3gm~&%@3zq#@ma%r#rA!CApa6x4n<`EG3U!Ouk=`%l>gClAV;W
zl4yY$_|18-(%C`iTT#7aq4!nHgv0s8CZA>Af_CXJ3#KY54D>)C(!n8f@di$u@0`Vk
z4LC&P#*gmVDZMlFTyKDV&PPC%G~>bb3nn4GX`C4Zecwc@^IzU-K*~7&JEHe;pzB%d
zD(QK%<*BS-iyXrU1~vY>G!@Oj0wu6gptwvvZRGL`c)DWOS~p){*xGO)Nb>R0Ex0>+
z%;<EH_bNA9)3jmn=p9>8%;HM8lx-=7Euw2=`MpNh=U=@iE+Py-J`oZZ?;*8h;&i_}
z`ZUo{@!2r_mel6MOi0fcYukQIO;BhrbDwNL&NISP3v`x<T+3qYL-DhTC7NW~H49kp
z>V4~nfWIEMb=he;P%vyd(2hG3l|)Z5{hWY1HUHr3H162Zr7k^cb4wN@ZW<YP686y2
z1JV&;qEpV4B@W1mLBPvk<fyyzRQFFo>kkn}AbhDF2#QIkq}h74-m0XTr<!9(43kLp
z;XB=)PWD*dcR|U*MLnUDMvXgo#;p6(rR%#oHi2hW?e~)RQf4Hu883&2QH>CJdG{I-
zevOQTSF*FQRZU!CSlB<hxp%~~WHmlj9+1o^KI08n@~)sZz_sUOT9quH>!=+*rbC4u
zu&a^mIV^-pcEshpR`PC%BZlEi##-16u1{e+IJfgH7-_05Ux)g@RT}}{@KPZ^{L1QI
z0_8vZ9H6Aq4c{?vvbw@pP~&wh9?5d9Wp@nC;@2rpQx*(~Z}7o*8DL4#{xX$fvxZ@P
z>stxcCGjV3yp4hy4gCYhVtkC9U#f(HwMK_r)N-98W39oHJynO8Yl3K%0v}Pu>h=Z^
zKo5}YQvTe8|2m?n{>S-Gl>zsjBP7vcBW4n}g7z#S<%=s7LC+i%Q)ljs?*%_ieF7m<
z3RFY=7mN%G^2CdIL`|=+0#AcqSX+IY8xyPFa4W#~cwaeb_4^eGXOrXmQ{QNXqD+F8
zI#61ZadIY<MKmy&;o68xNnyM_IXi3aF2&QLEzqShah^{nTwi$-tykq#_>M~02en){
z4oT4XH?q>04*hB)Dx<1?F4LHX_nZ9gS4^{wwPRhSaUSL3sT*^B*YhSCk6hLN881H$
zVV7op?8aO-|6b_JNh~V&SWW5y8v!FClp;J_uxzo2i0E#E0|M%nb#Y06y)~Q>w3(8+
zmBxZXuTJ>Tm{=O0t%lm~y}JHfmrcK?0-?ux9~#z8CE1uZ+jbd-$sb}e%JMKy)E3pb
z*`}xclQD*W62M7HxpzZewBQ7&q96CS&JyWxooJs}-*exllmZ0dI9<i93DQs*d|FiV
zF~CgYcG#g=?ZbqRL?`EWo7QFcP%eDMWsF(lji`d&^}`c-*lDIf(5Y<~3mO&+1SXev
z=fma?`2?ihHu$)gD3OEF1<b>RyquKCVu8z*sGmvckdxl}WJBI=cM6w5qq_1=I`936
zL<Q#NFx+|mHKhgq`Db?L*s6NN@&9x&&~eW4a4pd?9moPEsy^dy{VfVYBzMCEouoTZ
zm>N9;ap{-hbll|)vz2=Obf8q_6t!vJxBcT_RF$fM0%C=N^C7Z_b6W_q84C;FXy-Aa
zyWBRh3r(l~{w?ixbJ%^cTQiSIN{Z&;;c>D(jzR8r04*dW)OXT=l0S^ET-DqtSxXdR
z``O*|I!4QC%url;K-gO+LNR)Jor|e+T*^5zJp9@1tNj>abF>Hg_J27M?aOjFrQ_lC
z0Xm}oy$C@R<p3k=KhF>d@B2S}@r;@2@x+7BZ5}_9q>uT@<K*9a=qdF0T*3~14^+Fy
zH}MbP{`jSc*$48?!*{?ojQ&sydHj}v<3m#L_@#gRZ~wpl6esO0v@13)uFuSj<~JXo
zHawFm_01g74EcI`1Mh!{?+*<V{>zYoIJw-<IUq1l$k;en#GOMG3^*YDCnYC;EMU~C
zf1xF=_1}HxpZ*K~{K+*QUrtVLv{-AJvSs>h$@n(IQDQG6ZsE6(;9#ZyqkC9tj7EE4
z&;Q@O02K(I^*`Rt148lt^tCB`C*^g*Om#bY;)_8Z8Xk_x$;l~>uOKTbiV(}7;TwQW
zo$h{nWo2vo6^tPy4239OfT|&h%ttzvU(2NkNL}!oo13ld?L|(v#$LPMIFax;1RtkA
z4G0K8LPn0fiyg~T6x-aJD6*KXC!AN@v-?nC7&5F?`FXrVr#pzLnWkx=wxOY8ex7`B
zanWfrD-QU@%}$no`lY2q508IH=vioae|Jm3W%B~`tA{Z%G6Fpae%P+}UjU!|ALH9x
zRLES;M=wAZp05iFx|_#pAw+Bkql$7MYWK2DZ{H6E|0)6+KP;@SQZ>z^5->wGIP5NI
z(y}rQ4GqO}*}i-!9q;LjMhuE-^7SoF0+gTDL~=$xf?f?ym#c9@<)5USTwSF+rcK9-
zLueJV7nZt$k`gF6H!dxtKe5_vynm(Bd{e!AQ<9aG>VEYkidrtVIEW+vX9)3gDk_ny
zgYbleKm;@*U6Ar9Ecg}DGc#juZf+V+Rnq3G6w#3e1qXM2XEDlTl9GyJ?D}#(+ifBr
ze-X~%ap$(VAAiAYy*I;^)nHKLC4X461z6p2%}BFbKKR;#Q7>h1HWQn$$w$GR(kBZe
zp`frd4<vC~!@Pd|y64v~#rhzJRnRhF7(a(+$h1nW*6N4d7jOz}%r!N{xEjsh-CbMq
zUMzea=Jm%$Trx=H%zM_{7&zX$F_ckeJVcq*VB*;M`Qu>P+hIMJ!@64e3{g(^o7xj+
zX*hC+{W*r)7xr$BNuX;~^W_@x<_pbK{x9Jm&jmFb$*>RQ1_38Lz4gaO;0-O;t*12X
zUI2=G)_|qKtuxlVYUdL151ZA#;Q+W0(XU^w&nVd0Rgj~L)vJ(`x$T!uW+dT61NxSt
z<oJhLPXB6LdEDQslH=p&INICemMEa-d$08;7kKQHb)SHKA2fD1eKGV`cns>|$1J9!
zG+kFl0}eYAKL&pPZrr^HCS=KU&Qr>Z<mcc}jcAT&1MfMr4zq;fu)<+?iiF4q97oCt
zUxV<OY|xcn@bhbvgDmg-;9!sm@=~YI_ht*kTQ>Stiqxr^Li3divd1^=NM6!E-CqX@
z+VBOFdS&jQ`4US)OG}I0G|*RZGO0v^VB*W%Q~mq1X-nd;pz((pPPz{SeCxtg^Q2(T
zGtH7=Vx|e$t_2@n6l*n{FfuZ_2nYz={z>HE(osplKfDt#pJLs#OpM1rOu#yyZ**o^
z7y9AM<+zvB?6^O71;!Z9rDdS6Z&)s#`K^m4*yZ@Csr_v2P((|5b_fWRISwg=Zsc)}
zqmz@1>>PW(A+-k7aoMaOb&F5{k<BnKtLdotRd{!6E~o}6=TN6O3Avd2V{>P^gA6lv
zZ5uS0SFWdbSf41<AD#gBdmmaOaQvHPco)p?ys>M;0lZggx=Hv&DjL98gE?0|!`JS5
zvBM8{JA<!o+_C%a_FAgO<8(|_q}jLmVhIK1eE2T<gy#!rd_qW|Y+Weg)_r(-8bj9b
z=@(wmNfEDps5~Xl^P^zo$;ruKJaGk#vKVbEYiqF4J8U<d&vp2q;4^>z`)b(@GvXBs
zi{ex)!;y->QO|P{q8RKv4dm(tFdnjCdm)XOF5(3J!CuYb(<LDbZwzMzMdJ@eJMHgJ
zlx5i6%1*2HUhQ*H?s_rnb^1?RFmYDvbs@{54Qcta;((1Ss#vGa#z)^CB}W4T^wGwC
zo9d0>PHD}R*WnG1Vs&+5Ldzum)`FnC7?OsAZfeoqeCaelLEA4*c)G*m0Rbs$n@)VS
z!ymFM8pvp9%Jmu!n~>%j#ikLdl5RcPpufgn@ak7xv27LK>-vtqT`9tA8-h$*E}Y(a
z)3JQ2)jYiY{g&Ia#AvzE%7ZY@-uFL*;8BU$gBA5fme?r#%UU$ju7FH33EwARJXGzs
ze3@Ps&zc*qvnvXJ2bTPh@W*VR8znvtQ-E|Rm?Vs-)dW4PbjnoUgkOFEt%wwcs15-&
zn(OJf2=gM?#N#3jqD}=~Nhh#M<m22-8l_raD6avD&8tzom_bO(l1-t%RDtwQ(w*j$
z0fcgQwXN{X6|{~@BEqGisqY+1@59_*KVJJ26-XDjwZ62H$azUfPR@j@^R&%W-XxJa
zzeoyh@|*XwwjyLY4t#r_4{}OM(I*wTLTY;F-WNL#K!CTInM}j@PPhhp{&kmY*v0ku
zk9UaZLkxiG+7s$eXSak>pvG|3hDc5`OWIKFu&ciLD>65e);oQyKs9czRK40P&u)BY
z*m3@g-|h9e6!d2c6D5qYKk|jy{2q6WN?dA%B$pc*VGAoO-#{C@X{U6*LNT{XoV(j|
zox%?l2rP!b!}*PaaQ{;3GF0>N-yC#sx?M2mh<voRwpJK3#7fdnQ|HptIQv_qku{b9
zPVo!ynzQo%=)t?~&oyN&8{D4beFVZFadB}PyTsg?S1N5Nl!Kyul2TGp?k+&`=S+@8
zg3GBR?1)E78e%e%Eipb1S_CqN*297TZl^O(F^Ab<M=c`n1M(ft3K7*OGoXe|K*2JY
zs5Vcm^v(n|F@-_D!WN>%KOFPXKRw#NJt1+&#Uh{UoM*t|r0EHHq4I)JqguNDcGht|
z2FBW8c5F;YTRVkSKru%)Muprzif5^5)eDhK(88kFE;*V?wi*Ocv==|kZTtG)ffMn4
zkviMXY=bKDNfMW>s7nhLy}0Yi28B89%WWWJ4XcFL_$>lX-ZIO1{>>}U|0k>Z;`-%G
zf=9G}ZX;F$wjTyLV=~-Ro-f(b-_z~l{zr3H{txB)hTl^reVvw(ty2nvhJ+-0ma%1v
z#ug<Nbu1IbkZdU#F;gT>B-^o@#BtOJqltsE#A&jOEoIA+olFeA_tg0#&il)JX6EyG
z=9%Yt-ut<(>wfR&vX70Jiv4<1b5)VvN|Ee?v5NP|2zMM;!t0f;9Um?eei~fwjW1Pm
zDsqvT44!YqCO|Efh)dS|LN49msiT>N#e+@TFY3Cwx;9J(9eibf)vD;e^d-N&)$^_C
zx(d%ScWm2M2U`IaWmZ3-?sp^r3cy&Rp{3+S9{R6*dab^u2G_*gD=K<m<b-c8{TX!s
zva*Q6r+V}9su4-qN#>WBv(n2=zcoW$JSkSFV=(FkM+fWwH^rqZz@tUQ;^L5R-%BZ!
zpmDm)9BBz~$;nE~0Deq$&F!6fat;<ERJAkZzVH10+BJ8{fv@0-?(Ku*M&VSavCd~t
z0@gsX{?w#EMc+cr;cPC89hekUF#46QCOSN>>X2=^eLR1w(tUs9=?SAdJIryYQp2c+
zQXf_8#O(b1dlqvHf58`7G5BNCq-~DPMPb69e_>w2jJyHIz}si5u9;WuG|sdijugS!
z;hvj2qe!CeKg$jib1*UQUd!P>@6#KsOO<=j%?KurujaDDO@iQ&q=fAXY>W)~QjF{(
zakM3&^+BR`tcYyw(qtEPn%plaL8F}hd|*=!s$7K6(p<Mf=~sVBLSW3qXyjH*%oMX+
zbWR966s3c@^)|%V*A>TD9#GVfaCXEUe$&;p99J$TuFMHF?UbE&pmf*|x>@j9kRlVa
za#F!;%W_6_u&h)Qe-?CY!*Ys9mm#1IkqM~;ZQZrS54H!z5~3~I>1c{UfoGqE&Bg3G
zu}&$YXtUtNm2Xqc-d{!xaI?=~bG8VoFOG33391yf&lOp~UoASXCN6IohTA2QhDyN3
z6;*{CA1)9rxucV2C8z0#Hjtf!$ol8mxQ;QZ!~I@|B41`=WV=?_6@2{DQzaH86%#2_
zKet;CWgTC}9%Ix(nOtD+lv{BW?)DaEc!<ke)*IWBs%5v*a)8{3LZP5;sRI&3Z@0v{
z{hGCDidQ<#rMg+(r%))Y{=Y(Xf~FtRG{uCK<t6Fev9vKaQalHdqqhrn>y)}37k1ti
z(PkAp@#XL6?TPfZ?fZ}I1~5uqdhc4zoo{B@;7K2kQg5*z!2;T9HC-a^$1=!i6I6IA
zut^|in_uK<^qG+e&gVOZ<x|~d{O7`#r~%=1F@og9w)B1aH@Nh(l5V7uWL12>3s-T7
zZWoAN5{%lZ&pp}Hd&WSxc~?b9y~Rs_?FZRLm?iX#LRNB#rV5t4CYqC-SvBMsa<Gi5
zaB2`1^<lb+pwJ(%!W!JOGFxD?(&}-XUt1oq)Jhbfdr)XKL74e_qL&8_Gz&?L8mFI9
z8HIvCr+bnI`S$Bvvl38xSy6ETPFAoTIgJU$($pzk6wZ09BZ;i6hha<4&ytnPFw0NO
zb{ckSge-dUjxB)A!YJGHUQVQ}8=-pZ@05N4K+CUu2nU^+V-J$CjvbDVIK8sgk}+*(
z2Futy?AFx+ea*>?)5Nc^-Q)j&l1qW*_VpMo!3=7>IEtU&GB_dVD_d%9yU@THV_!Yn
zH$lheR?sAOCV*1;Q*OL4{U(Nb)s4i3!qq09T7eb{XBuN|FQyqd@o>?O`)pxuE}@vR
zN`7-caMUC<^TubASdKf`k3IxDuOnV8nZn&djlhn}E_*TT9L|4mZ+Yx_Hm`!lbNj;3
ze2*OV)`jt_pDbZ2`KW=HTY<2!h(d6^sCMb;;m027IKZ<-Y-!BWE{8}Hm0feL82S@3
zlYq%6;MmGU`VOiWkK*Gvn4VJi<6bXXfo|n+J20<jIYaTPnVFJ;?egr?Ajde#RvCWR
z+u#z%hihQp$`R7Zx5;=!u8V2o8<dG;e>UpGk{`tSEF6y$Pq?-iGpL(o*7@A)L-HAW
z(!f6E`U+uu?cAYt^e_0i@6LQyCI)7VS8rDqFdwf>2SnhxB?fSOfu@>csu*4smwE_Y
z*QnuFA(Wv1_}2Sc@kNyM&x{a{a$dwHyZ?9`^oNM>AC?fz9H5fvZW2@piv=_5DPntP
zPC*PVc+VT)^%H=Z$BTKI*L%f(b&n2SjwPX7(d8xD;)zaBu`nlWxj%?HEx=>$RP;}&
zBu9JCy)7qFj@D#EtjB`0Z?CV7l~o-OV)Xv~#bz74F)85w$SKFf*n71ks{kx`4e5z1
zRVVnYh(w|aOr*)mkA&lh#J^2i@BlZxaKNjXp*cD-LV`Hhw-f|+o&wdO%cdj&kx!$e
z(GXIH0Fs;7+Ojr!tCG+XU79;SF^LZdG6xcyjeT>4a}V!Ul}(Z}fB5c@i+al2CO5XH
zsGEG5O!xgf!P1jXFR8yb)kT}v4vRWBDkgncXt(lEiX*P8S`%AWzqc>0hh{9VRc|aa
zQ(mp5e~C?J1#lJ_M|Ic1Qx7VLSHcDW;Ad4<Y6E%im|96mNnuw864t}OInI}mowrA~
zI($|A+H~J<LRjm&7ygc}@2emVaps0(xknIWTa?shTNHw9aWXM60iJxUHA7zlZpvny
z=RELChP<7RkI!9kt@%64634C|o|v3;e|uj_i+xBzf$~J-O2Z#UcLu+9m-&I#C#S4D
z6L^k5AhdUM)I(@+1IX?N;3RAc1i-A^Tv`5<MwpEGqZ{_bkBnfIh;?r99#xOlua2sy
zQYw}DU6)3q`C~8BDu8fuzD=D0+fa8TLJL9GckIiCuAcUyaaWgTvMVYox}vQj)b8n_
zlHq;Zg$dvngYzTJeqeohoilsk@<)bNPj4@g)1B1N&>&8OfzlZG(Ag;(`t56Myo7!O
zaG|PV%e4HoTcbcX{gXVu41kzX*>Nmr+QoIJ8mSWODPv(%GPSd_+fVTH9Q#tjhZxB7
z{pbb2vZfEM8w{QBmDIfK{2i?lS`a;_>-t_0P8|ZeIT=QyHbA;7p~_T8TRWt`Dqx(&
zt_}?<C(2(uVVmS34?0L<#*_2`c~W8FDu}N6b1)kZCN?1_wQJ-M<aQ_gZ}<MnKtDjP
z*C9VL%@;oV33nNiiZd=7(m)tydR`aigEwFu@Lm6_DS0)^4;w=E=-&vtyH^8zqp#yx
zp@*FQl<XSw0tEKm$@?sVSYUUfkn<-k?M9h5)>86c1o_r2mi3Qi=trc-!{$FpWGryY
zJlaC;op^jCw=L8(e*ZrBZvD-`hKE|BO@<!TUJSX(>JIxKaueqRlU+ev9Bxe1noU*p
zuy!pe(`U8L>CdmuY#z{=Rq)<~{G-2aw3+vNlm2<z6JZMy0=<02tK1VJc1~E>{IGe(
zP#Ph`I{jGiO{OA(Y=}hSVG&mM^z<-HJ)E7LGbW?I**iFZr;v5pgxWW_!(IlA+fMH}
zu~%{F4IHeqFb7O(jkXzi&9pfzfV|F3ifq-m@^SbiaiYCYzxq{iv69U>eg9#z=XCnD
zG#f%xUfP6y7ze#q!}l(kOui9b(%RboTuK;zTCo#`=2L{n=UUSHfBr#(RzqoOYAPr!
zZ0yhT5?hIji%V7`I3873|F)_HGDK@tpN5*+hzCe(y8M6j(tRkhmXEf*twNAl!q|_N
z3SYg_Q-Vm<(b4gq#oG1m-Mipw7KDq2sowHzh)V-)yY<4ZyD+Y+I2OD72KSdA*mY_`
z@OfTdzVodPG&ITm26SnL`KKNN*Xzt|cjzdB$cgjT2ZEf`<c$`BWM1X1NCYwXyw&s<
zc)eLGcy|-;1Clg!1TKN&Fg9=r$DRL=HXunJ-8sRsrS8XgALaGb+{D_r*zkPh{{hs7
BP(lCz

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/white_clover_classification.json b/modelling/data/abingdon-all/seasonal/white_clover_classification.json
new file mode 100644
index 0000000..670dd15
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_clover_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "White Clover",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_summer_seasonal_presence",
+    "timing": "summer",
+    "season_width": "moderate",
+    "window_shape": "moderate",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "moderate",
+    "peak_alignment": "central",
+    "traits": [
+      "summer_peak",
+      "moderate_season",
+      "moderate_seasonal_window",
+      "moderate_post_peak_decline",
+      "moderate_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 5.375,
+    "season_end_month": 8.3,
+    "forcing_peak_month": 6.305,
+    "season_width_months": 2.925,
+    "season_midpoint_month": 6.8375,
+    "season_start_label": "May",
+    "season_end_label": "August",
+    "forcing_peak_label": "June"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.972,
+    "DECAY": 2.121,
+    "OOS_DECAY": 3.774,
+    "POST_PEAK_DECAY": 2.872,
+    "POST_PEAK_SHARPNESS": 5.338,
+    "SEASON_START": 5.375,
+    "SEASON_END": 8.3,
+    "SHARPNESS": 6.984,
+    "FORCING_PEAK": 6.305
+  },
+  "fit": {
+    "score": 0.009
+  },
+  "warnings": [],
+  "summary": "White Clover is classified as moderate summer seasonal presence. The fitted seasonal window runs from about May to August, with a summer peak around June. The season is moderate, with a moderate active window, moderate post-peak decline, and moderate off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/white_clover_consensus.json b/modelling/data/abingdon-all/seasonal/white_clover_consensus.json
new file mode 100644
index 0000000..049d569
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_clover_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.972",
+  "DECAY": "2.121",
+  "OOS_DECAY": "3.774",
+  "POST_PEAK_DECAY": "2.872",
+  "POST_PEAK_SHARPNESS": "5.338",
+  "SEASON_START": "5.375",
+  "SEASON_END": "8.3",
+  "SHARPNESS": "6.984",
+  "FORCING_PEAK": "6.305",
+  "SCORE": "0.009",
+  "SPECIES": "White Clover"
+}
diff --git a/modelling/data/abingdon-all/seasonal/white_clover_observed.csv b/modelling/data/abingdon-all/seasonal/white_clover_observed.csv
new file mode 100644
index 0000000..e447439
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_clover_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,0
+5,13
+6,42
+7,29
+8,11
+9,1
+10,0
+11,2
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/white_clover_parameters.csv b/modelling/data/abingdon-all/seasonal/white_clover_parameters.csv
new file mode 100644
index 0000000..668d1c8
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_clover_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:15:19,white_clover_observed.csv,4.009,2.584,7.172,5.534,5.358,5.66,8.15,4.815,7.08,0.03842023172199274229468941415,
+2026-05-21 15:15:19,white_clover_observed.csv,2.273,2.006,6.237,6.758,5.73,5.51,8.84,6.461,5.96,0.01258958128655732819342256652,
+2026-05-21 15:15:20,white_clover_observed.csv,2.68,1.26,3.24,4.48,2.861,5.84,8.58,8.323,6.21,0.03212938555315375350057532733,
+2026-05-21 15:15:20,white_clover_observed.csv,3.399,2.682,4.077,6.62,5.262,5.3,8.76,1.285,6.19,0.04927981787444166122396515419,
+2026-05-21 15:15:20,white_clover_observed.csv,2.405,1.417,7.055,6.044,6.384,5.2,7.05,10.07,5.75,0.06250336867256280650043966463,
+2026-05-21 15:15:21,white_clover_observed.csv,3.646,1.035,4.217,6.64,7.31,4.63,8.81,13.574,5.62,0.06389363052930829051938857574,
+2026-05-21 15:15:21,white_clover_observed.csv,2.838,2.131,1.978,7.033,4.914,5.65,8.07,7.736,6.44,0.01000848128094453961756084685,
+2026-05-21 15:15:21,white_clover_observed.csv,3.581,1.463,3.284,6.821,3.141,4.23,8.7,12.425,6.62,0.04360707881137884670412201371,
+2026-05-21 15:15:21,white_clover_observed.csv,4.733,1.612,4.231,6.794,4.633,4.76,7.44,1.164,7.03,0.03532603857356806317063179011,
+2026-05-21 15:15:22,white_clover_observed.csv,1.042,1.147,1.37,1.387,2.799,5.04,7.23,1.745,6.34,0.02963780231717293977329772989,
+2026-05-21 15:15:22,white_clover_observed.csv,1.919,1.372,4.749,2.289,8.806,5.38,8.48,1.994,5.42,0.02350258750349973834681475340,
+2026-05-21 15:15:22,white_clover_observed.csv,4.071,2.098,4.539,4.462,1.663,4.22,8.02,12.976,5.05,0.1394172500577792618536972213,
+2026-05-21 15:15:23,white_clover_observed.csv,3.45,0.532,6.92,7.383,5.92,4.01,8.31,9.67,5.11,0.1744381993777563974218904429,
+2026-05-21 15:15:23,white_clover_observed.csv,3.881,2.698,3.345,3.911,9.273,4.17,7.19,14.043,4.73,0.1758756722613155715954672369,
+2026-05-21 15:15:23,white_clover_observed.csv,4.083,2.966,7.467,1.744,7.645,5.78,7.42,14.861,6.13,0.06064649864109535146474020036,
+2026-05-21 15:15:23,white_clover_observed.csv,2.811,2.834,7.583,1.517,2.549,5.02,7.5,9.644,7.26,0.02966988831631786463951132510,
+2026-05-21 15:15:24,white_clover_observed.csv,3.646,1.66,5.452,5.72,7.821,5.14,7.9,14.431,7.22,0.03227445663658253953671060251,
+2026-05-21 15:15:24,white_clover_observed.csv,1.631,2.042,1.32,3.998,1.873,4.78,7.67,6.55,5.03,0.1098229837843372188630305083,
+2026-05-21 15:15:24,white_clover_observed.csv,1.556,2.206,5.921,3.124,7.383,5.19,7.97,12.91,7.45,0.03153944262030354838302910233,
+2026-05-21 15:15:24,white_clover_observed.csv,4.266,0.678,3.637,3.791,6.235,4.6,7.71,3.626,7.3,0.00627715200023191260976713418,
+2026-05-21 15:15:25,white_clover_observed.csv,4.528,2.797,4.684,4.709,8.053,5.41,8.72,11.95,5.5,0.0128524410387608904834031994,
+2026-05-21 15:15:25,white_clover_observed.csv,1.623,1.488,2.919,7.089,3.209,4.68,8.79,10.105,6.27,0.04116414302725992434823845723,
+2026-05-21 15:15:25,white_clover_observed.csv,1.391,2.254,6.528,5.289,6.317,5.99,7.78,10.311,7.27,0.09557665422224025884120827956,
+2026-05-21 15:15:26,white_clover_observed.csv,1.098,1.9,5.22,1.041,2.154,5.12,8.38,7.551,5.51,0.002683329399708728905149222324,
+2026-05-21 15:15:26,white_clover_observed.csv,2.555,2.795,2.306,2.281,3.572,5.82,7.13,8.665,6.17,0.04785824284912738417957563594,
+2026-05-21 15:15:26,white_clover_observed.csv,1.966,2.964,6.295,1.806,7.243,4.1,7.65,1.839,6.93,0.04662335373144163391320522126,
+2026-05-21 15:15:26,white_clover_observed.csv,3.91,2.975,3.125,2.31,2.343,5.24,7.58,7.986,6.55,0.02716516056572351965863249466,
+2026-05-21 15:15:27,white_clover_observed.csv,2.135,2.342,1.321,5.46,8.009,4.58,7.68,5.468,6.66,0.05936615784134650236855727818,
+2026-05-21 15:15:27,white_clover_observed.csv,4.851,2.055,3.704,4.517,1.765,4.4,8.02,8.962,7.07,0.04178165338175843005017116345,
+2026-05-21 15:15:27,white_clover_observed.csv,1.519,2.217,2.193,4.622,7.361,5.01,7.39,2.305,6.9,0.02843515287361184067522215284,
+2026-05-21 15:15:28,white_clover_observed.csv,3.756,1.145,2.921,1.037,2.593,5.58,7.39,2.106,6.29,0.004244198737958790655070745277,
+2026-05-21 15:15:28,white_clover_observed.csv,4.001,1.411,3.104,7.431,7.817,4.62,7.55,10.847,5.77,0.08931725824398690759054311930,
+2026-05-21 15:15:28,white_clover_observed.csv,2.935,1.692,3.037,2.5,4.791,5.11,8.16,11.229,6.9,0.02801921135741288749017756670,
+2026-05-21 15:15:28,white_clover_observed.csv,1.689,1.407,4.602,6.364,5.069,5.8,8.71,13.342,7.44,0.07778836700023954360189425676,
+2026-05-21 15:15:29,white_clover_observed.csv,1.047,1.758,1.883,2.61,6.08,5.48,8.08,14.937,5.63,0.006780855698512248717757624052,
+2026-05-21 15:15:29,white_clover_observed.csv,3.273,2.762,7.683,1.881,6.146,5.51,8.56,13.911,6.74,0.03060712993956533167398787046,
+2026-05-21 15:15:29,white_clover_observed.csv,3.734,2.577,4.622,5.862,9.216,4.12,7.11,10.014,5.04,0.1851209530301095413228477884,
+2026-05-21 15:15:30,white_clover_observed.csv,4.305,1.178,7.846,3.853,3.843,4.23,7.6,2.02,4.57,0.1723429921338759946281716027,
+2026-05-21 15:15:30,white_clover_observed.csv,4.123,0.8,4.431,5.516,5.863,5.93,8.9,10.551,7.27,0.08890153944156845725446799418,
+2026-05-21 15:15:30,white_clover_observed.csv,4.758,2.524,5.144,3.724,8.044,4.99,8.03,3.044,5.06,0.05042843159600240701928459595,
+2026-05-21 15:15:30,white_clover_observed.csv,4.402,1.363,4.036,0.876,6.367,5.91,8.51,5.779,6.31,0.07309906732516175924636225582,
+2026-05-21 15:15:31,white_clover_observed.csv,3.413,1.521,2.011,2.794,4.691,5.57,8.42,14.689,6.57,0.02986758253859990609571353689,
+2026-05-21 15:15:31,white_clover_observed.csv,2.139,1.337,1.818,6.612,7.776,5.64,7.19,5.818,6.93,0.03617615116152504171599079069,
+2026-05-21 15:15:31,white_clover_observed.csv,1.206,0.584,7.966,5.197,6.27,4.95,7.11,1.819,5.51,0.08952773884650917326480374853,
+2026-05-21 15:15:31,white_clover_observed.csv,2.287,2.078,2.534,4.528,7.123,5.58,7.7,9.688,7.2,0.03518827710475277292888699735,
+2026-05-21 15:15:32,white_clover_observed.csv,1.669,1.589,2.372,3.909,9.519,5.2,7.4,1.05,5.78,0.07669429466584618154708485659,
+2026-05-21 15:15:32,white_clover_observed.csv,3.7,1.644,2.611,4.872,6.682,5.64,8.08,3.639,7.3,0.04100738752769215190008933433,
+2026-05-21 15:15:32,white_clover_observed.csv,1.153,2.569,7.981,1.774,1.107,5.41,7.66,3.819,7.31,0.02898517641216198168206144776,
+2026-05-21 15:15:33,white_clover_observed.csv,4.632,2.764,6.188,2.161,6.33,5.58,8.97,4.069,5.78,0.004627251988252857155248712032,
+2026-05-21 15:15:33,white_clover_observed.csv,1.723,1.543,1.349,0.31,6.166,4.82,7.94,14.574,6.64,0.03194130284000806312846752321,
+2026-05-21 15:15:33,white_clover_observed.csv,3.621,2.199,1.588,0.324,6.938,4.59,7.18,2.25,6.18,0.04581831144743909325963626874,
+2026-05-21 15:15:33,white_clover_observed.csv,4.383,2.467,6.938,6.186,2.304,5.0,7.48,3.12,6.49,0.03981373222101596788803617441,
+2026-05-21 15:15:34,white_clover_observed.csv,1.645,2.029,4.609,0.488,4.083,4.12,7.47,4.737,5.51,0.09142842690216527923379919004,
+2026-05-21 15:15:34,white_clover_observed.csv,4.521,1.37,6.904,0.848,3.328,4.2,8.9,12.726,6.18,0.05192202888778352986915097954,
+2026-05-21 15:15:34,white_clover_observed.csv,2.395,1.896,1.521,6.459,9.267,5.27,7.08,10.667,5.6,0.06366497660381826311455140595,
+2026-05-21 15:15:35,white_clover_observed.csv,3.219,1.513,5.966,7.267,5.441,4.13,8.74,8.525,6.17,0.05907034060614645054014345266,
+2026-05-21 15:15:35,white_clover_observed.csv,2.538,2.796,3.911,3.593,3.925,5.16,8.71,14.076,6.68,0.003821577626557421724266614868,
+2026-05-21 15:15:35,white_clover_observed.csv,4.561,1.27,1.368,6.439,7.966,5.75,7.48,5.016,7.44,0.03989886546482995724367863821,
+2026-05-21 15:15:35,white_clover_observed.csv,1.478,0.829,3.696,7.896,4.559,5.1,8.56,1.92,6.83,0.02924752331846277214185738014,
+2026-05-21 15:15:36,white_clover_observed.csv,2.126,1.666,7.431,1.084,4.457,4.86,8.46,2.566,5.61,0.02426057480014402199110644978,
+2026-05-21 15:15:36,white_clover_observed.csv,1.822,1.341,2.367,7.05,8.414,4.39,7.37,2.17,4.8,0.1995489476394473715055218221,
+2026-05-21 15:15:36,white_clover_observed.csv,4.307,1.168,3.341,7.548,8.662,5.35,7.72,14.738,5.83,0.05039872079981765416986270385,
+2026-05-21 15:15:36,white_clover_observed.csv,4.747,1.965,2.453,7.034,4.557,5.56,8.25,1.189,5.81,0.06339229137260334183626693992,
+2026-05-21 15:15:37,white_clover_observed.csv,2.349,1.375,4.108,7.409,4.999,5.21,7.78,1.692,6.15,0.03771827723696149321564654199,
+2026-05-21 15:15:37,white_clover_observed.csv,4.094,0.945,1.258,5.795,4.625,5.28,7.9,9.46,7.17,0.03506548718321720212518655082,
+2026-05-21 15:15:37,white_clover_observed.csv,2.019,1.127,2.839,2.31,5.465,5.55,8.38,14.234,6.32,0.008197096578692792481380075598,
+2026-05-21 15:15:38,white_clover_observed.csv,1.481,2.844,1.466,1.933,7.376,5.51,7.48,7.018,6.78,0.02820700771361843466784948876,
+2026-05-21 15:15:38,white_clover_observed.csv,3.506,2.815,2.191,7.423,9.182,5.63,7.51,3.148,7.42,0.007382811873888977103021303336,
+2026-05-21 15:15:38,white_clover_observed.csv,4.051,1.295,5.65,4.622,2.727,5.18,8.51,2.973,7.22,0.03188573804799153176960312681,
+2026-05-21 15:15:38,white_clover_observed.csv,1.223,0.945,4.419,1.638,1.563,4.19,7.24,5.306,5.0,0.1279846219230511031533655066,
+2026-05-21 15:15:39,white_clover_observed.csv,2.039,0.97,3.761,4.687,6.477,4.66,7.32,3.517,6.25,0.06417155457536848846291345969,
+2026-05-21 15:15:39,white_clover_observed.csv,4.442,0.896,4.071,7.539,5.835,5.95,8.41,9.906,7.11,0.08206533770658443118311477695,
+2026-05-21 15:15:39,white_clover_observed.csv,3.211,1.757,5.428,6.463,2.176,4.67,8.14,9.071,5.39,0.09698759446647903859808728324,
+2026-05-21 15:15:40,white_clover_observed.csv,4.221,2.623,3.924,7.438,1.298,4.75,8.55,13.306,5.1,0.09104036156514213102566176233,
+2026-05-21 15:15:40,white_clover_observed.csv,4.742,2.111,6.246,5.467,7.952,5.33,8.55,4.051,6.04,0.008513463440108437846177584808,
+2026-05-21 15:15:40,white_clover_observed.csv,2.836,1.37,6.835,1.246,5.284,5.25,7.26,12.962,7.2,0.03645550060912412591140604026,
+2026-05-21 15:15:40,white_clover_observed.csv,3.915,0.509,2.798,1.419,8.699,5.37,8.64,3.355,7.07,0.05526401461072069111208158447,
+2026-05-21 15:15:41,white_clover_observed.csv,4.962,2.247,2.408,3.343,6.48,4.65,7.54,1.569,6.4,0.04106111728528686404298208068,
+2026-05-21 15:15:41,white_clover_observed.csv,4.891,0.881,3.541,7.269,7.166,5.08,8.96,12.925,5.08,0.07645816999783019247224759009,
+2026-05-21 15:15:41,white_clover_observed.csv,1.545,1.444,1.826,4.116,6.019,5.83,8.29,1.983,5.88,0.004957248651976904383155086405,
+2026-05-21 15:15:42,white_clover_observed.csv,1.103,1.853,7.251,0.162,5.417,4.32,7.55,2.135,6.28,0.04544292862241665981377647087,
+2026-05-21 15:15:42,white_clover_observed.csv,4.513,2.303,1.919,3.135,3.868,5.54,8.61,2.186,6.08,0.02243647325262406274347144153,
+2026-05-21 15:15:42,white_clover_observed.csv,4.664,2.246,7.551,6.973,1.943,4.16,8.91,8.071,5.91,0.1035191618681431786590735202,
+2026-05-21 15:15:42,white_clover_observed.csv,3.598,0.505,6.491,5.253,1.957,5.42,8.02,5.156,6.06,0.02860010243759906209895952914,
+2026-05-21 15:15:43,white_clover_observed.csv,2.295,1.111,7.582,1.838,3.621,5.68,8.94,9.911,6.2,0.03681353141680076560286920668,
+2026-05-21 15:15:43,white_clover_observed.csv,2.926,2.588,7.977,3.877,2.962,4.42,7.87,11.41,6.68,0.06846224628425410793938707361,
+2026-05-21 15:15:43,white_clover_observed.csv,2.904,2.04,7.799,3.596,2.304,5.09,7.82,11.33,5.9,0.03331979029825655800961973966,
+2026-05-21 15:15:43,white_clover_observed.csv,2.543,0.975,5.507,4.219,2.134,4.51,8.91,11.723,6.9,0.03009285362170976841445916585,
+2026-05-21 15:15:44,white_clover_observed.csv,3.19,2.978,5.841,2.136,5.212,5.36,8.13,8.354,6.88,0.02803940869983936691598129265,
+2026-05-21 15:15:44,white_clover_observed.csv,1.591,1.66,6.765,2.373,2.755,5.73,8.21,10.823,6.14,0.01009312245062585957834761906,
+2026-05-21 15:15:44,white_clover_observed.csv,1.234,0.768,2.956,4.693,7.873,4.56,7.79,1.038,7.45,0.03225938929450325925724765684,
+2026-05-21 15:15:45,white_clover_observed.csv,3.546,2.459,2.092,3.166,1.373,4.29,8.12,4.925,5.38,0.09696634574712070410711350081,
+2026-05-21 15:15:45,white_clover_observed.csv,2.385,0.789,2.341,0.08,9.714,5.47,8.27,12.676,5.79,0.04511932537998605085839331208,
+2026-05-21 15:15:45,white_clover_observed.csv,3.672,2.669,3.923,3.468,4.279,5.76,7.44,12.998,6.1,0.03961772102065061775741905513,
+2026-05-21 15:15:45,white_clover_observed.csv,3.243,2.814,2.242,2.49,9.149,5.36,8.77,14.1,6.82,0.03118911187501949742635515225,
+2026-05-21 15:15:46,white_clover_observed.csv,3.173,2.81,7.507,2.428,7.669,6.0,8.53,14.09,7.27,0.07810099117578962059008445845,
+2026-05-21 15:15:46,white_clover_observed.csv,2.354,2.751,2.028,0.725,9.628,5.22,8.31,2.569,6.76,0.02842902327260934317882212733,
+2026-05-21 15:15:46,white_clover_observed.csv,3.812,2.202,2.447,4.324,2.912,5.83,8.48,11.372,6.52,0.03182597527191801621773301284,
+2026-05-21 15:15:47,white_clover_observed.csv,4.895,2.428,1.391,4.543,3.453,4.72,7.67,9.714,7.1,0.03456679565208231299855153889,
+2026-05-21 15:15:47,white_clover_observed.csv,3.062,2.286,6.897,1.852,3.664,5.25,8.64,11.173,7.1,0.03533269697201736304279822881,
+2026-05-21 15:15:47,white_clover_observed.csv,4.964,1.304,6.391,3.13,8.103,4.89,8.37,4.486,5.25,0.02246805720727746975206265715,
+2026-05-21 15:15:47,white_clover_observed.csv,4.64,1.022,1.546,7.57,7.631,5.91,8.11,4.617,6.02,0.02474319902588237807497705182,
+2026-05-21 15:15:48,white_clover_observed.csv,4.775,2.114,4.027,6.932,2.047,5.29,8.81,8.936,7.47,0.03104883004395106539645384020,
+2026-05-21 15:15:48,white_clover_observed.csv,4.069,2.489,6.53,6.92,5.613,4.9,7.62,6.572,7.19,0.02895039822773456563832349646,
+2026-05-21 15:15:48,white_clover_observed.csv,1.586,2.586,6.747,3.628,5.202,4.9,8.2,14.0,5.59,0.02502936233392870097288350958,
+2026-05-21 15:15:48,white_clover_observed.csv,1.883,1.046,5.009,1.458,4.613,5.31,7.75,8.899,6.92,0.05500461130750597119810321619,
+2026-05-21 15:15:49,white_clover_observed.csv,2.638,2.66,5.107,1.589,1.722,5.05,7.67,4.368,6.42,0.02814937184730157671177585906,
+2026-05-21 15:15:49,white_clover_observed.csv,4.702,2.77,1.21,5.172,1.187,5.06,8.08,13.626,7.47,0.007794801897578566951832720242,
+2026-05-21 15:15:49,white_clover_observed.csv,3.435,0.513,3.394,3.786,8.899,5.69,7.6,5.019,6.9,0.06779058405313899223477650944,
+2026-05-21 15:15:50,white_clover_observed.csv,1.261,2.868,6.33,1.135,5.952,5.49,8.73,2.99,5.66,0.004390856422800081051103087597,
+2026-05-21 15:15:50,white_clover_observed.csv,4.651,0.583,1.743,0.056,4.536,4.75,8.74,14.493,6.06,0.09050130834222270962865560271,
+2026-05-21 15:15:50,white_clover_observed.csv,2.987,2.964,6.051,2.98,2.118,4.68,7.29,2.89,4.71,0.1229662079841004948212789201,
+2026-05-21 15:15:50,white_clover_observed.csv,2.768,2.706,7.056,0.701,5.024,4.51,7.63,6.015,5.38,0.07829218455885023920273174520,
+2026-05-21 15:15:51,white_clover_observed.csv,4.953,1.427,4.215,7.867,8.167,5.89,8.06,4.067,6.74,0.07110056173336384017581247727,
+2026-05-21 15:15:51,white_clover_observed.csv,1.171,1.513,1.86,6.502,6.88,5.32,7.28,9.091,7.12,0.02989403882297862031979411396,
+2026-05-21 15:15:51,white_clover_observed.csv,1.672,1.095,6.734,4.128,6.034,5.12,7.25,7.057,5.71,0.05435297162891894374483034921,
+2026-05-21 15:15:52,white_clover_observed.csv,1.649,1.107,4.259,5.996,3.148,4.33,7.62,1.87,5.14,0.1705911613785905827021316546,
+2026-05-21 15:15:52,white_clover_observed.csv,4.656,2.083,6.971,6.722,2.021,5.26,8.59,4.13,6.09,0.00345179124957898048044654897,
+2026-05-21 15:15:52,white_clover_observed.csv,1.78,1.557,1.52,5.908,3.8,4.91,7.13,6.454,5.55,0.07321061632677585136276060244,
+2026-05-21 15:15:52,white_clover_observed.csv,1.888,0.605,2.513,2.132,5.253,4.09,7.92,13.248,6.89,0.05624731001285194158673868203,
+2026-05-21 15:15:53,white_clover_observed.csv,4.758,0.826,6.037,3.688,4.631,5.52,7.2,14.972,5.94,0.04867897566219546508323416181,
+2026-05-21 15:15:53,white_clover_observed.csv,1.908,0.662,4.763,4.872,2.9,5.02,8.46,9.863,6.32,0.004117750052550647076614420507,
+2026-05-21 15:15:53,white_clover_observed.csv,3.578,2.386,3.645,0.911,9.666,4.55,7.3,6.548,6.34,0.06990311378385481339999895288,
+2026-05-21 15:15:54,white_clover_observed.csv,4.266,2.431,1.021,5.072,2.218,5.06,7.06,13.863,6.34,0.05078255709918345638916252846,
+2026-05-21 15:15:54,white_clover_observed.csv,3.921,1.945,6.442,2.837,1.591,4.86,7.4,5.173,5.02,0.07924367494847111411379055178,
+2026-05-21 15:15:54,white_clover_observed.csv,4.368,1.738,2.924,4.882,6.656,4.72,7.78,12.412,6.28,0.03828036259910482687046962422,
+2026-05-21 15:15:54,white_clover_observed.csv,2.88,2.217,5.816,4.309,4.171,5.83,7.96,8.905,6.16,0.05672922323804027291785536070,
+2026-05-21 15:15:55,white_clover_observed.csv,2.796,0.585,6.044,3.631,7.397,5.56,7.24,8.244,6.45,0.04588027077177695427217179593,
+2026-05-21 15:15:55,white_clover_observed.csv,4.205,2.856,7.765,1.184,4.992,5.82,8.98,1.341,6.53,0.08495936034111009365831439227,
+2026-05-21 15:15:55,white_clover_observed.csv,4.902,2.453,3.65,6.955,2.1,5.34,7.82,11.313,5.4,0.03906425247578793325506052197,
+2026-05-21 15:15:56,white_clover_observed.csv,4.764,1.847,6.404,2.45,7.035,4.67,7.13,2.57,4.81,0.1303702121813082032562735225,
+2026-05-21 15:15:56,white_clover_observed.csv,4.318,2.682,5.307,3.999,9.415,4.68,8.13,6.814,5.45,0.08043460951317547333295780608,
+2026-05-21 15:15:56,white_clover_observed.csv,1.791,2.199,1.303,1.503,2.001,5.76,7.97,10.403,6.65,0.03503319614252118210096764412,
+2026-05-21 15:15:56,white_clover_observed.csv,3.775,2.859,5.736,5.22,3.573,5.62,8.39,7.773,6.78,0.007503187755205997411979852781,
+2026-05-21 15:15:57,white_clover_observed.csv,3.921,1.436,1.915,2.49,4.714,4.48,7.63,4.184,6.01,0.06574110715342251897328170574,
+2026-05-21 15:15:57,white_clover_observed.csv,4.673,1.025,2.806,5.4,9.335,5.76,7.76,11.227,7.45,0.07205854522681666378908224551,
+2026-05-21 15:15:57,white_clover_observed.csv,2.572,0.588,2.699,6.233,8.519,4.08,8.83,9.484,5.11,0.1407469515123192088398325926,
+2026-05-21 15:15:58,white_clover_observed.csv,3.716,1.531,4.174,6.161,8.506,4.58,8.21,4.502,7.32,0.05215281355346764248277067182,
+2026-05-21 15:15:58,white_clover_observed.csv,2.71,2.798,3.744,2.885,7.406,4.76,7.04,10.06,6.71,0.05623664118086108403627544669,
+2026-05-21 15:15:58,white_clover_observed.csv,1.665,1.8,5.585,0.094,7.354,4.79,7.14,11.506,5.29,0.05359386100709962210175334143,
+2026-05-21 15:15:58,white_clover_observed.csv,1.258,0.652,2.863,2.954,4.54,5.53,7.86,14.02,6.76,0.04133940829193233445293914018,
+2026-05-21 15:15:59,white_clover_observed.csv,1.449,1.403,5.957,3.094,7.425,5.37,8.84,4.952,6.99,0.03937451897614057546621798155,
+2026-05-21 15:15:59,white_clover_observed.csv,4.656,2.396,3.755,3.556,2.875,4.07,8.67,13.62,6.45,0.06050103326241570963322296162,
+2026-05-21 15:15:59,white_clover_observed.csv,4.157,2.268,2.917,5.647,8.927,4.97,8.91,14.672,7.33,0.03942820170898987977317152275,
+2026-05-21 15:16:00,white_clover_observed.csv,3.353,2.353,4.292,2.026,9.787,5.76,8.77,4.281,6.4,0.03686993389714954196729931681,
+2026-05-21 15:16:00,white_clover_observed.csv,1.142,1.732,7.908,5.157,4.953,4.79,7.48,13.268,4.9,0.1168711186058296151621271635,
+2026-05-21 15:16:00,white_clover_observed.csv,1.835,1.063,6.699,7.604,9.685,4.96,8.46,6.568,6.48,0.005728620108413830519408830992,
+2026-05-21 15:16:00,white_clover_observed.csv,4.153,1.166,3.122,7.991,9.474,5.57,7.96,1.844,7.16,0.03370227829647768394418835757,
+2026-05-21 15:16:01,white_clover_observed.csv,2.269,2.134,1.56,2.79,9.764,5.57,7.58,10.884,7.0,0.05356371749241791656858476485,
+2026-05-21 15:16:01,white_clover_observed.csv,2.482,2.974,5.745,1.705,9.134,4.83,7.63,7.732,7.45,0.03063370978906508314076495236,
+2026-05-21 15:16:01,white_clover_observed.csv,4.541,2.346,3.345,2.544,1.581,5.42,8.4,12.977,5.42,0.0004943816618925167269329247528,
+2026-05-21 15:16:02,white_clover_observed.csv,4.839,2.797,2.847,0.629,9.454,4.34,8.11,1.383,6.1,0.08740714222367710169872314229,
+2026-05-21 15:16:02,white_clover_observed.csv,4.085,1.839,3.457,1.328,4.489,4.39,7.6,1.2,7.44,0.05546760553135468743343072561,
+2026-05-21 15:16:02,white_clover_observed.csv,4.325,2.686,6.302,2.592,1.442,5.64,8.97,3.53,7.02,0.06605270568988605383504529845,
+2026-05-21 15:16:02,white_clover_observed.csv,2.739,2.918,1.147,0.809,8.641,5.4,8.35,3.639,7.45,0.03844157615442384848693458371,
+2026-05-21 15:16:03,white_clover_observed.csv,1.294,2.159,6.435,5.676,9.385,5.43,7.59,4.833,6.79,0.03092907071718143648410616515,
+2026-05-21 15:16:03,white_clover_observed.csv,3.767,1.971,7.723,2.109,7.241,5.62,7.84,11.254,6.76,0.05820300098518786633307215671,
+2026-05-21 15:16:03,white_clover_observed.csv,4.586,2.099,2.591,3.644,1.324,5.1,7.26,1.404,6.16,0.06725031471805641947755809214,
+2026-05-21 15:16:03,white_clover_observed.csv,1.031,1.572,1.545,0.949,4.254,5.09,7.9,6.849,7.4,0.03000232902568050071269631727,
+2026-05-21 15:16:04,white_clover_observed.csv,2.552,1.452,4.236,2.552,9.294,4.06,7.51,12.218,5.05,0.1493896619443414159633393500,
+2026-05-21 15:16:04,white_clover_observed.csv,4.701,2.808,3.043,1.783,6.437,5.59,7.47,6.729,7.39,0.03172387673960512743121755215,
+2026-05-21 15:16:04,white_clover_observed.csv,4.633,1.34,3.517,2.155,8.58,4.97,8.56,12.369,5.8,0.006014849819010577879905530146,
+2026-05-21 15:16:05,white_clover_observed.csv,4.855,2.125,4.887,2.009,4.776,4.42,8.34,2.578,7.27,0.05129128040773156137818537702,
+2026-05-21 15:16:05,white_clover_observed.csv,3.755,2.946,5.385,3.142,3.662,4.79,7.74,13.674,6.86,0.03731213602278214537082836298,
+2026-05-21 15:16:05,white_clover_observed.csv,3.667,2.314,4.288,5.719,2.824,4.81,8.17,7.185,5.47,0.08247588479809433443539809467,
+2026-05-21 15:16:05,white_clover_observed.csv,4.501,1.37,6.112,1.476,1.008,5.7,8.09,6.048,5.76,0.03420613031825447021061779939,
+2026-05-21 15:16:06,white_clover_observed.csv,3.31,2.055,1.156,5.644,1.804,5.25,7.43,2.314,6.03,0.06122770581282151734869785509,
+2026-05-21 15:16:06,white_clover_observed.csv,1.698,1.869,3.23,2.615,4.275,4.93,7.82,6.346,7.02,0.007345736075140827322125325278,
+2026-05-21 15:16:06,white_clover_observed.csv,2.136,2.75,1.479,6.812,3.563,4.14,7.93,14.275,6.64,0.08073725645196656941339528749,
+2026-05-21 15:16:07,white_clover_observed.csv,2.418,2.967,3.16,5.07,2.196,4.42,8.8,2.572,4.59,0.1329710980686050788711241354,
+2026-05-21 15:16:07,white_clover_observed.csv,4.833,2.502,4.779,5.98,6.702,5.37,7.59,7.748,6.75,0.02831799889538350395820135300,
+2026-05-21 15:16:07,white_clover_observed.csv,4.151,2.449,2.531,2.687,4.165,4.72,8.99,4.786,7.22,0.08502783066345549161743835145,
+2026-05-21 15:16:08,white_clover_observed.csv,4.415,2.78,6.744,4.781,2.553,5.14,7.76,2.317,6.79,0.02667807330537707205478637632,
+2026-05-21 15:16:08,white_clover_observed.csv,3.017,2.478,1.906,0.653,1.603,4.69,7.33,11.298,4.8,0.08301802249814342304794581646,
+2026-05-21 15:16:08,white_clover_observed.csv,4.3,1.306,1.147,3.223,5.318,4.74,8.53,10.699,7.33,0.03929584320948932525412190571,
+2026-05-21 15:16:09,white_clover_observed.csv,1.556,1.574,3.058,7.01,6.683,4.07,7.63,9.507,4.84,0.1895615302389082209003689511,
+2026-05-21 15:16:09,white_clover_observed.csv,1.204,1.759,3.157,3.787,7.067,4.47,8.9,2.317,5.39,0.05830563459645156123584354805,
+2026-05-21 15:16:09,white_clover_observed.csv,3.819,0.67,6.835,2.535,4.458,5.21,8.16,4.287,7.04,0.03843715976599692531531852035,
+2026-05-21 15:16:09,white_clover_observed.csv,4.957,0.818,6.602,6.661,6.021,5.13,8.09,5.659,5.2,0.06004668050100094594248624256,
+2026-05-21 15:16:10,white_clover_observed.csv,4.115,0.655,1.509,0.49,1.649,5.86,7.35,3.208,7.31,0.03891025349389780927016674959,
+2026-05-21 15:16:10,white_clover_observed.csv,4.77,2.722,1.608,0.431,6.108,5.87,7.09,3.41,6.71,0.03324029577407141636761682839,
+2026-05-21 15:16:10,white_clover_observed.csv,2.041,1.305,2.903,3.714,1.833,4.42,8.97,14.423,5.34,0.09274288770020934451323839035,
+2026-05-21 15:16:10,white_clover_observed.csv,3.024,0.98,5.428,5.607,2.986,4.4,8.95,14.971,5.37,0.1093398286290787166955542536,
+2026-05-21 15:16:11,white_clover_observed.csv,1.421,1.922,4.991,2.107,4.127,5.97,8.92,5.153,6.07,0.06466103865832654351352525833,
+2026-05-21 15:16:11,white_clover_observed.csv,2.432,2.609,6.706,4.861,8.371,4.53,7.79,11.379,7.06,0.06122840260933974434252379418,
+2026-05-21 15:16:11,white_clover_observed.csv,2.147,0.527,1.772,0.434,2.184,4.13,7.14,14.312,4.9,0.07929376663175036766201772220,
+2026-05-21 15:16:12,white_clover_observed.csv,4.892,0.689,3.502,5.229,2.437,4.99,7.45,13.54,7.09,0.02865294959367945012028369440,
+2026-05-21 15:16:12,white_clover_observed.csv,2.394,2.376,6.106,3.071,3.281,5.34,8.21,13.4,7.42,0.03124446187222067398621364930,
+2026-05-21 15:16:12,white_clover_observed.csv,3.921,2.503,3.379,1.158,8.346,5.45,7.69,6.951,6.45,0.02773868574157725456081730965,
+2026-05-21 15:16:12,white_clover_observed.csv,1.386,2.214,6.554,3.369,4.193,4.02,8.88,3.185,7.27,0.06307858131626516033003311084,
+2026-05-21 15:16:13,white_clover_observed.csv,2.314,2.079,2.022,2.884,9.058,5.78,8.86,11.691,6.05,0.03114852091658899705587493131,
+2026-05-21 15:16:13,white_clover_observed.csv,1.3,0.523,5.825,7.772,8.861,4.31,8.5,6.683,4.71,0.1771770993005925968333051883,
+2026-05-21 15:16:13,white_clover_observed.csv,1.519,1.414,3.994,1.758,2.125,4.65,8.22,11.691,5.56,0.04228893281492091961706209775,
+2026-05-21 15:16:14,white_clover_observed.csv,1.749,0.909,1.592,4.965,5.266,5.95,8.87,13.335,6.68,0.07063328563359849352910067207,
+2026-05-21 15:16:14,white_clover_observed.csv,4.829,0.734,1.465,3.274,4.015,5.89,8.66,10.855,5.97,0.03474356582109980586956170839,
+2026-05-21 15:16:14,white_clover_observed.csv,1.78,2.955,1.469,1.001,6.864,5.67,8.75,13.459,5.67,0.009073599468700847378794728325,
+2026-05-21 15:16:14,white_clover_observed.csv,3.117,1.81,2.313,5.622,8.056,4.78,7.3,1.23,5.97,0.08426807050335417709437578120,
+2026-05-21 15:16:15,white_clover_observed.csv,1.771,2.381,1.658,3.556,7.077,4.89,7.61,3.75,6.69,0.05013599357216496449923466477,
+2026-05-21 15:16:15,white_clover_observed.csv,3.009,0.741,2.248,7.426,1.338,5.44,8.11,9.907,6.94,0.004030932107751493095973851954,
+2026-05-21 15:16:15,white_clover_observed.csv,1.825,1.321,7.867,4.934,8.768,4.36,7.18,5.299,5.04,0.1568792327625731274646793666,
diff --git a/modelling/data/abingdon-all/seasonal/white_clover_simulated.csv b/modelling/data/abingdon-all/seasonal/white_clover_simulated.csv
new file mode 100644
index 0000000..942f02c
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_clover_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,6.99293E-16,0.1,0,0.01,5.52678E-16
+RungeKutta4,2,0.2,2.18350E-15,0.1,0,0.01,1.72570E-15
+RungeKutta4,3,0.3,5.69477E-15,0.1,0,0.01,4.50080E-15
+RungeKutta4,4,0.4,1.41059E-14,0.1,0,0.01,1.11484E-14
+RungeKutta4,5,0.5,3.40629E-14,0.1,0,0.01,2.69212E-14
+RungeKutta4,6,0.6,8.08216E-14,0.1,0,0.01,6.38765E-14
+RungeKutta4,7,0.7,1.89074E-13,0.1,0,0.01,1.49433E-13
+RungeKutta4,8,0.8,4.37057E-13,0.1,0,0.01,3.45423E-13
+RungeKutta4,9,0.9,9.99874E-13,0.1,0,0.01,7.90239E-13
+RungeKutta4,10,1.0,2.26667E-12,0.1,0,0.01,1.79144E-12
+RungeKutta4,11,1.1,5.09717E-12,0.1,0,0.01,4.02849E-12
+RungeKutta4,12,1.2,1.13798E-11,0.1,0,0.01,8.99390E-12
+RungeKutta4,13,1.3,2.52414E-11,0.1,0,0.01,1.99493E-11
+RungeKutta4,14,1.4,5.56584E-11,0.1,0,0.01,4.39890E-11
+RungeKutta4,15,1.5,1.22070E-10,0.1,0,0.01,9.64767E-11
+RungeKutta4,16,1.6,2.66408E-10,0.1,0,0.01,2.10553E-10
+RungeKutta4,17,1.7,5.78778E-10,0.1,0,0.01,4.57431E-10
+RungeKutta4,18,1.8,1.25214E-9,0.1,0,0.01,9.89615E-10
+RungeKutta4,19,1.9,2.69831E-9,0.1,0,0.01,2.13258E-9
+RungeKutta4,20,2.0,5.79356E-9,0.1,0,0.01,4.57888E-9
+RungeKutta4,21,2.1,1.23970E-8,0.1,0,0.01,9.79783E-9
+RungeKutta4,22,2.2,2.64420E-8,0.1,0,0.01,2.08981E-8
+RungeKutta4,23,2.3,5.62287E-8,0.1,0,0.01,4.44397E-8
+RungeKutta4,24,2.4,1.19228E-7,0.1,0,0.01,9.42305E-8
+RungeKutta4,25,2.5,2.52128E-7,0.1,0,0.01,1.99267E-7
+RungeKutta4,26,2.6,5.31795E-7,0.1,0,0.01,4.20298E-7
+RungeKutta4,27,2.7,0.00000111891,0.1,0,0.01,8.84318E-7
+RungeKutta4,28,2.8,0.00000234871,0.1,0,0.01,0.00000185628
+RungeKutta4,29,2.9,0.00000491904,0.1,0,0.01,0.00000388771
+RungeKutta4,30,3.0,0.0000102800,0.1,0,0.01,0.00000812468
+RungeKutta4,31,3.1,0.0000214384,0.1,0,0.01,0.0000169436
+RungeKutta4,32,3.2,0.0000446179,0.1,0,0.01,0.0000352633
+RungeKutta4,33,3.3,0.0000926739,0.1,0,0.01,0.0000732438
+RungeKutta4,34,3.4,0.000192104,0.1,0,0.01,0.000151827
+RungeKutta4,35,3.5,0.000397384,0.1,0,0.01,0.000314068
+RungeKutta4,36,3.6,0.000820141,0.1,0,0.01,0.000648189
+RungeKutta4,37,3.7,0.00168797,0.1,0,0.01,0.00133407
+RungeKutta4,38,3.8,0.00346099,0.1,0,0.01,0.00273536
+RungeKutta4,39,3.9,0.00705542,0.1,0,0.01,0.00557617
+RungeKutta4,40,4.0,0.0142441,0.1,0,0.01,0.0112577
+RungeKutta4,41,4.1,0.0282756,0.1,0,0.01,0.0223473
+RungeKutta4,42,4.2,0.0545179,0.1,0,0.01,0.0430876
+RungeKutta4,43,4.3,0.100279,0.1,0,0.01,0.0792544
+RungeKutta4,44,4.4,0.172339,0.1,0,0.01,0.136206
+RungeKutta4,45,4.5,0.272304,0.1,0,0.01,0.215212
+RungeKutta4,46,4.6,0.393864,0.1,0,0.01,0.311286
+RungeKutta4,47,4.7,0.525484,0.1,0,0.01,0.415310
+RungeKutta4,48,4.8,0.655720,0.1,0,0.01,0.518241
+RungeKutta4,49,4.9,0.776529,0.1,0,0.01,0.613721
+RungeKutta4,50,5.0,0.883709,0.1,0,0.01,0.698430
+RungeKutta4,51,5.1,0.975908,0.1,0,0.01,0.771298
+RungeKutta4,52,5.2,1.05344,0.1,0,0.01,0.832575
+RungeKutta4,53,5.3,1.11739,0.1,0,0.01,0.883117
+RungeKutta4,54,5.4,1.16901,0.1,0,0.01,0.923914
+RungeKutta4,55,5.5,1.20936,0.1,0,0.01,0.955804
+RungeKutta4,56,5.6,1.23905,0.1,0,0.01,0.979269
+RungeKutta4,57,5.7,1.25801,0.1,0,0.01,0.994254
+RungeKutta4,58,5.8,1.26528,0.1,0,0.01,1
+RungeKutta4,59,5.9,1.25880,0.1,0,0.01,0.994879
+RungeKutta4,60,6.0,1.23548,0.1,0,0.01,0.976448
+RungeKutta4,61,6.1,1.19201,0.1,0,0.01,0.942092
+RungeKutta4,62,6.2,1.12676,0.1,0,0.01,0.890522
+RungeKutta4,63,6.3,1.04228,0.1,0,0.01,0.823754
+RungeKutta4,64,6.4,0.946362,0.1,0,0.01,0.747947
+RungeKutta4,65,6.5,0.849683,0.1,0,0.01,0.671538
+RungeKutta4,66,6.6,0.761281,0.1,0,0.01,0.601670
+RungeKutta4,67,6.7,0.685472,0.1,0,0.01,0.541755
+RungeKutta4,68,6.8,0.621655,0.1,0,0.01,0.491318
+RungeKutta4,69,6.9,0.565607,0.1,0,0.01,0.447021
+RungeKutta4,70,7.0,0.510760,0.1,0,0.01,0.403673
+RungeKutta4,71,7.1,0.449472,0.1,0,0.01,0.355235
+RungeKutta4,72,7.2,0.375809,0.1,0,0.01,0.297016
+RungeKutta4,73,7.3,0.290696,0.1,0,0.01,0.229748
+RungeKutta4,74,7.4,0.204653,0.1,0,0.01,0.161745
+RungeKutta4,75,7.5,0.131416,0.1,0,0.01,0.103863
+RungeKutta4,76,7.6,0.0782407,0.1,0,0.01,0.0618367
+RungeKutta4,77,7.7,0.0440532,0.1,0,0.01,0.0348170
+RungeKutta4,78,7.8,0.0238454,0.1,0,0.01,0.0188459
+RungeKutta4,79,7.9,0.0125524,0.1,0,0.01,0.00992065
+RungeKutta4,80,8.0,0.00647543,0.1,0,0.01,0.00511778
+RungeKutta4,81,8.1,0.00329005,0.1,0,0.01,0.00260025
+RungeKutta4,82,8.2,0.00165186,0.1,0,0.01,0.00130553
+RungeKutta4,83,8.3,0.000821422,0.1,0,0.01,0.000649202
+RungeKutta4,84,8.4,0.000405202,0.1,0,0.01,0.000320247
+RungeKutta4,85,8.5,0.000198510,0.1,0,0.01,0.000156890
+RungeKutta4,86,8.6,0.000096664,0.1,0,0.01,0.0000763973
+RungeKutta4,87,8.7,0.0000468152,0.1,0,0.01,0.0000369999
+RungeKutta4,88,8.8,0.0000225607,0.1,0,0.01,0.0000178306
+RungeKutta4,89,8.9,0.0000108219,0.1,0,0.01,0.00000855297
+RungeKutta4,90,9.0,0.00000516832,0.1,0,0.01,0.00000408472
+RungeKutta4,91,9.1,0.00000245789,0.1,0,0.01,0.00000194257
+RungeKutta4,92,9.2,0.00000116410,0.1,0,0.01,9.20034E-7
+RungeKutta4,93,9.3,5.49103E-7,0.1,0,0.01,4.33977E-7
+RungeKutta4,94,9.4,2.57963E-7,0.1,0,0.01,2.03878E-7
+RungeKutta4,95,9.5,1.20693E-7,0.1,0,0.01,9.53884E-8
+RungeKutta4,96,9.6,5.62333E-8,0.1,0,0.01,4.44434E-8
+RungeKutta4,97,9.7,2.60883E-8,0.1,0,0.01,2.06186E-8
+RungeKutta4,98,9.8,1.20495E-8,0.1,0,0.01,9.52319E-9
+RungeKutta4,99,9.9,5.53967E-9,0.1,0,0.01,4.37822E-9
+RungeKutta4,100,10.0,2.53449E-9,0.1,0,0.01,2.00311E-9
+RungeKutta4,101,10.1,1.15365E-9,0.1,0,0.01,9.11774E-10
+RungeKutta4,102,10.2,5.22287E-10,0.1,0,0.01,4.12784E-10
+RungeKutta4,103,10.3,2.35097E-10,0.1,0,0.01,1.85806E-10
+RungeKutta4,104,10.4,1.05179E-10,0.1,0,0.01,8.31271E-11
+RungeKutta4,105,10.5,4.67503E-11,0.1,0,0.01,3.69486E-11
+RungeKutta4,106,10.6,2.06365E-11,0.1,0,0.01,1.63098E-11
+RungeKutta4,107,10.7,9.0428E-12,0.1,0,0.01,7.14688E-12
+RungeKutta4,108,10.8,3.93217E-12,0.1,0,0.01,3.10775E-12
+RungeKutta4,109,10.9,1.69634E-12,0.1,0,0.01,1.34068E-12
+RungeKutta4,110,11.0,7.25998E-13,0.1,0,0.01,5.73784E-13
+RungeKutta4,111,11.1,3.08370E-13,0.1,0,0.01,2.43717E-13
+RungeKutta4,112,11.2,1.30138E-13,0.1,0,0.01,1.02853E-13
+RungeKutta4,113,11.3,5.46935E-14,0.1,0,0.01,4.32264E-14
+RungeKutta4,114,11.4,2.29870E-14,0.1,0,0.01,1.81675E-14
+RungeKutta4,115,11.5,9.7283E-15,0.1,0,0.01,7.68865E-15
+RungeKutta4,116,11.6,4.1886E-15,0.1,0,0.01,3.31041E-15
+RungeKutta4,117,11.7,1.85953E-15,0.1,0,0.01,1.46966E-15
+RungeKutta4,118,11.8,8.63493E-16,0.1,0,0.01,6.82452E-16
+RungeKutta4,119,11.9,4.23888E-16,0.1,0,0.01,3.35015E-16
+RungeKutta4,120,12.0,2.98604E-16,0.1,0,0.01,2.35998E-16
+RungeKutta4,121,12.1,7.56221E-16,0.1,0,0.01,5.97671E-16
diff --git a/modelling/data/abingdon-all/seasonal/white_clover_simulated.png b/modelling/data/abingdon-all/seasonal/white_clover_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..5d894a53a7c40d735f7412c0083504868c59def8
GIT binary patch
literal 28789
zcmce;by$>J+c!*zC@8Ifl!BlLQYu|4AyU#H-4eslFf^!iBQ2nm(j`5Vbb~YlLx*&C
zd~1w-@9n;y=X>9OUXH^<z2;(FYgV1-FV4&Fg^c)BoEtc3XlPd@o{7k#p<#HSp`lM+
zx(Kd3>K&T}fAQLis@f_*jcgrstqswnb!{!pp|<8GdN=J2t!+%877tk1*;sg(Z@#j%
zwY1@7Wrh582Mg5Nn3X}SPYtwk+47m14H_E0F6s~ZXQ59fXlT$W36aN&j_+5;FS{rX
zj0<jP@44Q(JR<Rx=+ZHs*HOhs_$$bF(^W6MVrWjuy>sQX992^$=(7C8z30VBD|(Hl
zjcJ3LW5Sn?6W<6wxfvR?a?EkwZS$4Nhu~&=#~9y&ptew0he4Ec5|7OS*FvImZc_b}
z<t0M!GvZw{f-5WnevpkAp}xMpEk>$nM5qt0;0n`%pLkvLXW&zV2h3=G;A3-dtefD|
zu+Dt6+u+ke^6MU`U*@d;KmO&b{z*wmCtJ}q2L4)Gl@q5j*4EakSy}Cn5ZLMNkfeb@
zs%#BXO-;>IAlrN$Sw%!fcDK@Dozq#)7j$fQAXl?;)=c|2&cMj%`Kwo-Q`6E~=c2V)
zLIjWQKIQjGPNr4jCKEzOM-LARyQO`$6>WIDx7v{xvb3}`TUv9PGiEoWIlaElnvjq{
zL`8L9`{-M=Oy%mj`?+)EF8Ih{bRz1$diq&ZQj*Z(%21wm9?sXexEmqx;J0tzZV8=l
z3vuW*T-vR!KT32zJKS<V-*^8uHpX0SFji(|J)oqLapKo;{nZ`@!6AlAi>7reedeq3
z@9FWkd3e;GKYu=3)Geq$BO-Lv8`7aAl4QABJk%DcqLqOY?Rvb|N-WEN>-@0WT`^c8
zU5ed#lX?C7r=+OhV7y4W521qV@NLE8mG6DBLP}NA2c@Mo^b8Dbi@hnwRafp-Y?NK(
z-`|>RS6Wv$H_tBXt2sY~9v%(Vu-v+JtMFAXZ7iFv*O%hr);mcqv_hxfWevL%1-51*
zWc^tW>+sz^ATjTniw9Gh>`jLT6`<W-dOdM6&qYK`OjllB{>il^GCKM}y<i+CB+g}l
zZ^BATOty=(=0H^G(%EK+`^v6hP*4z9F?E5Wv$4jBa<GqgIxOq3NL%>U;VC#v1^Ug2
z^0Tfp6ceFf;mHKk2<29PLBnYYqTp(~rlP_AK}s_T5rId=dmHsorI6#}^%_=2M#iq1
zaqIT`)|0j9N;i)%41zWH>gwt^ph$jl4g+8Q<CUVVEbY^_6;V2h88YEy!P?T@&6(!?
z(R$CscZp|vr8TWP-}~s9nWd(ur~9$VovvuQo@_Q}I$&1$FHVthn#YV;HB)_B9sKIE
zKiwEWFCd^fjz{xmc+O`$Gnd-^#Hu*3Oxn~m^C)zsTzzdifK|EbE?K}E>duV~%VH*q
znKq4&(O8uk`FM9-<UBMTr`~SWVbhcqS7|tXPwT>WR;_X>9({B;<wMhk?|$$!^8O&g
z1Nnp*JL=B8d(T&8p0f4`Z!NX!lk3j}Qw!X~C1p{p!KdO?blZwZ`m80Ta^N8j-DvP5
zRtkHAINf(YFEvNP%O@ZyTrIB_x)L%yEZ<@fXgD9?QS*PcF54YcA1Ew4yIMIWr%17H
zGZ4LNONHs{-b;*K?}P8KHto>q^kF%GbEK!|ru*4;k}Tudl@zg{aD+wWYIcYx<py>A
zc5+TiX@Bu6W+o<us@TQ46-HK8*_?L$5P^9(-ufp5v_`W^rMD#i$}s&pFLfW;+Q#H-
z{5HA}{$!^^OLh3d&AWG>RpD#H<|1v3gl8qdL2-muMW9|{{=IJ!vU6R}LCM~}g#Tot
zehG7?Y9ASKew264n|AYfLFk-OT3XtAyOS%+>dp2-x61i+b#C?1KweurYfZNQ4HB3T
zSYm0_)mnHof-CT=g1&MaA2*yAKl=2$_M~`gCGPF*DNyHCRJ^>#5OGIVxwH`-i%h}W
ztHmyRB<XDD&hF#4_}u(%qM~nKia7+2Jk`Crxw-jCBV-z%Cg$#w_3C2_yK(LFBNe68
zkKA<}<2Ky_OPqHNG;o8fX9tFwF-U|}q0DrG{j3#>w2|uFnjsU%$o=<?=+wmRLDRUE
zrN;<PC;gRqQPxZ*l1F#-^40r2yzt+ycEmm~Yzid*MB>r3E`VEGo%<;(&t;COYrL1t
z##dwW^|V#~^6{uyUWS#s%|chCr?8dJaW$C5OaWcBmoHx`;@=y^zD-Y`vFkGRmQ<$l
zJnoTMKZ`v{sK@?2ivX|d%R4?oCy#e^ST!pYqnOpcnL+O(yC=@i_LYL~KDm0=x8Q!=
zabU|sJX+pQr4w!lLIQ#hZu1?nGiBRdd{oe?-KdnDoYi-TYuB!2Ai$2R;h8(qthDFB
zz{Hd-ug=K${$)X}K<{mRcXzj(hDJ7vii!%~2B+(!Cw5nv`P|%G@Z_XUGuXIOiz_R(
zTIa+1AsNSlr#pRJ%Pe4+z<8c*kuKQf<m3d;&KfkU)Ep@-*ilhYEjg*EMy00SZobMj
zX4$su2zOqu8nWW_!K0EdRj+m_Pf1SxYISm8)m&k>OsVimMro*K=bPk`eK-GhV1)}f
zPCgs5^$!j4>FMiJagE#dF@^**`}z4<X-!1KkB(F=$L)qPnvVza-0a#Q1!H}mWF55J
z&QJFTR^3i!Xp;6^G&MC(EhwrE8(G~xCStZv^nqETq7x6c)jCT$Kcs1<kJd<b6IXAX
zxT<|TIz%}&H5CjNms_4OG>@yW$<8rI^Qw`nnVH#uzT0<6ZR;H+Bct?}`1Px$6S>qg
zGa*9uT0Se@_%v%RZEe=oDrX1HLYWBNat(0Gby<B+i{@pWaF}on_Vv9a?&fyJSXz0!
zRyp8AE$DLau7sM3DhC-~1zRg$=!bAxj14dB(phuufnbLoyf>b&`+7-WxIo`$RNyU=
zXhqO<cR(ef^mwS|EX^KUcSXt2Fl`%qCa(u~x&rrFWdqowK8TOa7)b?)5{M1*;*9rT
zj`}C3HK*;h%Jodml10tBu#Xohv%TmToP#5t<V7!Y^Yfo&s}=RHabP+LS_<g6%Dm_P
z*u?&k%Vc>l2h-xgKGHdFiRuaUqNWJ`O{eyrh*_NWU_&;YKnkb89>i=Mlf?t)J#*t+
z*Ve4OkO7;?YNi!l`_ARGXf655(|k99siU)!Af%#_QbuAmGTrPkl)A9NLOUh8dy(fU
z>$Op0r~JSgT>(w}*~Mk2y=I-kp+)lg+(S>NnIJC3O8eFCBKC`6Pg(N{B(Fp8)jl+L
zdmwpEPUFmSdD5DxVLB&?%SSrV{7$k$M~f*6i8KPeVzRGf9k0}$`gMGLE$n-Asj_e5
zqqiQe=uLY%-BQwY?>Y-Psm&KJUVOmecB$RHIO7h6%un<E-J8zWnTm^xm$U<^o_Ow@
zpG}-ARA%K@uH$MSc#UEiURh#gVNpI0CVw#hu37lj8_icu6IaP7j7jKoX`Yd3&*QxA
zFIYA`KRf-jBG#mu=lRu#)js3ni$=%i`W<?*0!f(V6~W{ym)}}wZ!azDlLv0P2y9!s
zcD``Y-LG7>s7^fU<2=F@#T%vduWV<jlnOF@*kqSXAhKC)(#P=V-4s{>)?h>u_sCq;
zy3fcuj&9_k+mGXuj0)h4CkA2~Za4(`NI!e_B374c!*zfB)0wv(f#}C&QsQiUB%SfS
zB`4}D_9gog4&qA-+IYSlwHTqFlU}HPBx}G=@2ypRu!HwuA6tNW__IELf*F2P-D1__
z5Ok+&y+z)e4rD$)?CNB1LNM_)up?89*O#*LqKeIiGB>5j@=Ej?aqJ9c`!f`dPmgv>
zG;(R4dsxY+;!zTKJU-(l!`!dmzA>|R5u;JK`!$)<%qSm@7&V!;5s7uKhI3I@q>4NB
zvN>#5MH|r+t7A@$!$Tq};M^3b#S)0wP>086+(o&|ibFXYTtkkny<?B&TRGTAwH$y!
zfK^<|Al2l_=twgYK$%YWgxxopV5B@3A6evpgc;|B^x8a6NQ4YW$|+U~3Wk+}oaV-b
z6(X#iOtj#Gr?=ih&yC~tuSPuAC(_y}ET`V_9FM4~n@Lu|6<YMG^&xRuc=7q8N;9`9
zp@7@P9mVOE-f9vJfvSV)fTe<-neU^Ly$BW=DBHZ`(_5p_yFBVzr>@!6EHwVoBs<1S
zSSw}-ZekY+G<bRhgEa3PRFyQPrJnTij#wpiL9mwa4jwg+wa7JnF{?#9<E6$MD@Vx-
z*Ren7EH(;9k*?#y?>IdPDcN+utX|Y9G|}f`L&kHLr7Rpxel~FULJs#{#G-k|BC__C
z-9yCHWAk~gfI;p|poT+@UNoVg4ttJBH)4jP$;z{rZrX|BB-lhmLwD?Yu*S;a<2TeF
z1_zbx$Z4J}MmEU#<%alte~`~aE?&8(0&VvxpV`ngzZh65lGk&(KjA(q*Xcp`?l?|G
zn<h($4T-C^%bDOCri+>;GSL^^CWcoQ2cF^&g3Q2mG_0sBa0pKU|Dz*i$8berAkPhF
z>H)stT~S#IYKqD%D-o#dqTkw~o7LOar~(9{xKl6tzW?+0oOq&z=#3nsSWagkm4@xQ
zJ&{|)(I?+jy}RT5wIao#B#$ix&09#vpPsfTA3O9jzGXT-2`RT7xszT`rMC%BkG=;!
z@rodae-Mb^Lz(+%n4O!qyztdsW}0Ij2YS|znL1t>yI!MT%8Elo`K-qVe$9zCp9zOX
z@SyhVngl<dAVC2FhmGNKw-5eHsdX<*rJik1#uxeVqq`m<XFJs&_VK|&BWkZP9k^F~
zWf5zWbM|#>a?SDhdZx*X{54f*U`oSd7VaMO?c!bfylO#ZcO4l~erkWq9qwtnT9&6I
z8V3~fGs~#8u+yT~aRcwDe9D``={_3!?j;7M=6AvZxWX>vwIP+=FJCiCPl8mayp2fz
zI3L$7e>vb-pU8~T*VD>5*BGPD8NZ&T%YIE;s(w4f{p9I&X4Mbr7*D#HoyIm#9P`Sl
z*{~d`;VK)|kJ*Q9x@51st##Cdb8Wy?p(O7XJH<nI1`Aj#Z8y{EV-~_&6fJ~uW1c-l
zp^W~WJ3Kr*!7VM%9<8>0mP?^Tp%O|%L&Hzw)O~R}_lTt^JZZ+(qtq>|X6NR3phXVr
zTFr3ScK;0h?c1Nfi`%aZe@yqOwY~d7O)X>1=Xl17O}ceuq=<?YzVX$h+s{PXvhu@+
zn~yZxJGmyZ(?zY`n&>oz(72Dfvb$bP@3l;*m_0jQR~dTy=FR8t!dmX9yL}cz6DB%c
zoB{#M57_|ns5(1+jW1}~ktC!&M{wgtX1ZYc+0impJQsA$L2JQ@nU0iSMpktqF<w?m
z{q=6WO^WLkD&GDAojQzWfZ>kDIlE>-0<OH8R?7Is(w&*u%}GYdYlv83ViIaLn9Z|V
zeX7=t)PhQdg-1orZ|v_2L7vCdWwYvNZXj#>@3%a<cdyOr>~MjP+I2@xTvD=~{FA5W
z*RM|=tzI3Z%G(4XQ;}~?T2nKD4xo(t=Mw;QXhC0_7(}sXW+IPOufw4rS6_DAsKZWB
zc#@Enqp$8&LrOxjV{+=p--v(yp!5PgZF03RKD85u)f-lZM23mii7x`<A2OscaNwe_
zH;tExMSd3PcK_~Jki?+(_M;g^PqHk(@evUty<eF8<mi9J<}w#tw<tr>($Y-B<rCk>
z1Nh$YhWyA934KqDP!K;ZLL-rDoXFR$=O<zVn7&u|-Me?soSZ5gF>r+m7hvp!4`ql&
z6MeR0yJFa1%Q;`(-lH~J)$E9eEq~6<m9dj5--eG16reR2_`12>yF%j5j8=s?KH4$r
z9K%&Kcn!h1Js3ODdelJdNN_2ZmX7Xq>jUWh0>}esLV@e@Ypk2GdPBLIQi(7#KL}_t
za8;e=KNLeOEfZ6~pZ6!Hr2MOm>6S3M|JFuRx94`yFeQUVpr2pZ=;+HX=>_`L)m0)A
zlG&V3MFR7y0v)53F<je&atWkMM0;rAjC<=7-LtW!QNty%rCr0-yLA|$Qoa5C4S!xE
zBqwkE^BTML>@$XLcyU8XC)}=SF9-j+hk-v8pFJCFK8L;pGN1FH1nT-9#>BusF!0JB
z_y1;5q^u4$bpP9D`sElKDItR4S$Wkj<rNefySrrvb2SkQ$8Ja8KcQF>z#42Wa(tVV
zPUMeecOu+28m!Pm7$H+7(1(YIKO=jXRB~5_PEAcs4SJJBtw#)_Vdf((t~j{3<ex~{
zp+-4Oprg{5#CNY3fi1M#r!90)hd--6aTImo!iAlzq0o-ro}Svpzm1S?Id!e4<9w{~
z>}1_*>-DPrxT?GT;vjYIXbbqg1Q?{9(2lb{d=Op(XzTD`CS>5Crur2Gq9o*9QNfGP
za%-32&K;jR$G^I3P>+#cRHU%FrwLF&Ahke6_r5y7BNei;VB<%D1UeS*5G#mM*|_+4
zdVr=u(#^u>u%=kr+R^bYH<txa2XfI?wXL3**ovjxYXNh^C6M?db+D{Q=`~S+MmFxD
zgulPPVjcO78~0|KL!$4imwc|7`ar7TlPDDfh!RQ=pMxM*@bHwoi$L<VTMB@T-4hFb
z)<7yg<+irAS%AzlFC_}PR#fEFPlbMb>eCi_>*;MFA?<Pdju`eOdjPFa6w?FaF2&^_
z=9!rpdUkfX96keM<1E8Q{d#an8iLgN8xoldkR;r=n|k5!R(xFCEXeVewgSl?80@c&
zfBW{0mYtp5bgKt|vy2*WE@v!U!o^jH4%<IFJsvnM&~jv+v3=T<n$pydNk-$(F4RIX
zaZ<3^%s~#*KMiA-de1F4o>x+$Y#1O_kQ*8vp1cMPr1@$l_wwbvfq?<A4^pE{W}1SQ
zpb`=ifC<Z~HYbBcM@LI4DMdQD7UY8SH&gTGdRZBFYkRvwsi<?UJ}s28|Do9+^KP7j
zt?g&TR6!72Jm^N+;PS!d%o2x1rR%Z1iJ4i%@UUvJTMLO;Alb*lMh;9Z8~F7yymtRU
zO$2ikHhC>b6_uQ89o1)p78<u}!QrD=X$dI;I57O^$Z6L}cRUE*_wAb^qG2KkzF93C
zfA#WZxqVR<vG~U0`W9zEvzZF?UU!}k;`HUzpA8x+D=d^hC4&sM@ZGxg`1Aw#=k+`;
zt)xWAb(lWS-rD%Gc~MJk3q?pk$Hp81j1D)YQ;))9XbKQ#U7XJ8kPBLv%-E%buMuLC
z0$z~G@)E)_A*At`*cA&3&u%oj^&$wJrMpY8B?bEiL_~Y((o9iX#0lkRB4!+#7}lDT
zLS~J!{Gpne*B9Sj5`1&@(zUEN%Sg9lNIAf+$NiYTq(n57j{2bsQ}xs|U9(gj2<Mn$
z2X^RuP6}B3yNxXoc7C$^XtX3LN1Xg;2QynBBDM#xR)4;?hWy}wA!I=9qCh{NL-+dx
zQO!jYA^lunMx5__S+jfC^|j^&$!HcO&20C>cJ2PPn=6AhZ^y-()&vW4tAmGb&##*O
zKFoB>Q#=YLC}!|CFeRgy<!V^fOQbZL4hR$doA$|Pc6?#W-oFpwsAcbRkm?SQRX<Rx
za@ti}KX2DQlRqUuvA+1!7n1vQBzdm|&(EA_BJ1I?#kr_Q1TVo~M5|hmvW;Lm%shZ<
z{{584m@oy+`~Gg88LgG1DYc;iZdd>Nunb0@B@<TA8H5d8hWo*my?)+`;N!j+`eiPt
zZ;W7@6B89p$PuN2Ww<fFNa}D#d3pI5{_R1c-=C?1Q=A+7=JwCngSs1a1srg(|Geur
zz0J`GR_-64g)=^vl>FDV%&e?`UGwtt`p459?{O#M0EF+${N|Gv9RxB~*1IB_e{H@q
z+pZCOQxl!PcRf5j{2#xJ>L>_r|9S`x4$dF<{ipNbxcJxoZSC#<x|W%l`9~Y!j2IXg
z|G4%?=jZ0<<Ek!|eEl`QTvx9+phqxPR8;)qmr$Md#-nQcGa3?-k~aT&Ei5|v&uf3p
zqgV)a=b!h>X=?uanw(tSpZ85IEc~-wg}O~eOO#-7i~ky>iCKHpeIr({9JasWTfJtj
zfj=PC{|K=LI9=e%kD2-rz}v5R(75h|X#lz<JT5NtVm#0t_OeUQ0q;T|t?gFME2L{{
z`vs6l;z+0E`+4_SuS&_w6Qyj^{+@4%2#oxK0yzfRL}parwW;&P*a+f6zR-WnQa($h
zBy52w>6~eQj#&zw5Nuiy?TA-f_6G~Uul9m}BeQD0@afI~U|6l&<^UhAtp%IA1_Nq=
z!BT$)wdxa;E;C_Nj$xS(rX;nx`Yd~f<fXd$K*;jc;H)NKclBmF)FsUk9qPvB6GuI{
zXf7ZNP5b!qarI^p^!+9$lX7<GTzhnq{poyXJUuP#lXU6$bbF?UTwIchitnz_2x{1`
zjb&Iw#Kva$cZ7!%*}>Z0F`}sW-S=gzT@kNV++<{Bqdh#(7y%^`eMdU(wy3CR=H!*D
zS0e!l&-aO~Hbz{-VPo>K9qj9y%ht0kgc%tbVSqT?<&Wot$h%9*$V36)u?uIjUr}Xb
zVu~QXBlAp0=Yv#|pyv4Cl;!7wu&3Tv!cI<H>=5kwO`j3EoDS~p?y)>J=`Yv2x@7!9
zLZTZQL>5>gS60l6vmMQ21e{CE$19XZ5r_eOz1aPgk(4t|kdv91nuhB)2WPZDFzN^$
zuXK=<lniKSXm}<j=DjjnEO~mLiAi$2OVw?*%KhBU&OMuy+N?R4Y6)6KLn-K@dKxf=
z4rHHu>wxrcZEclnH<%6D6>nm*nijFE0Xb#leU8S8C(obzR|rw#ZoGUK6_wdXiG_ug
zVK`c5m0}Y}*c5%8goJyWg_SirGxOf=k)EcFjg3;JF!Epv?1xVl0ec?JB1p16-XBqQ
z<{9r8UI=71=ql6yMNHLtN(bEuOcBs2!`f=vo`&fR=j&!_mX(Y=^})+vRnpbfHT{1a
zQmw!0gLqj6xqze_zL;o6;knPLMPWgAu{5aG*duIzq=c}AV*QQ<ogOwkXi<_%*F|~6
zp7xcCPW8!Fd!gmjSHbbK@`c2Rc#8^&Rg6R~s8)>=+UAq#*O<^NTl_A=Gxf3X*Dz=N
zqCJ**kZmifsC=p>gB7y$rekj$E+j=$K;d#{0N^GTA7JjtO!}aXnP6rIk_}<N1fPdC
z29RdC=T$7-D<btdLaXFz{R^!yNaF~vU^c5_>ci2SNT(e1U7Ek8Ng9G=`P0f?<D3t*
z)3a6i21n|X4~Tc!?T)S>RQ)GtGNG|=5MsUvV$=Yfe6pK%iFs^AAbNus`z2Yy!_*th
zF75YAKYN}wbwf(WjYfHU%60RZVfcUL=&fY6AnvPDRXH(aspJXHZ2=k_p07A-!QB=P
z_kley`w>#VrDBJ!p!Z!P*d8SOd(aCk&-{A?{~L_LDC#Hv<7P`<T0JB$3K{U~9}i;V
z3Uj=*a(k|atkC_>CDZ{EziIOx@=YLqqe&wAyJ8HSkFCeL?}cf=@6J#Sz&^6*;sY25
z#Kb=!SStzTvyQ)=rT`A%teF}ke*lu-j}=u`z8+zWeEIjTG<GHM{Sm<a3V5PMMht)6
zFKTRj=g(`6VRYhu#HpWc$YM1s)Ws&}<VbtHe%%SPrqDxnyi`FQlj3$DSbV=HBsB4_
zkS*0aJlyhU)cLO%(6s;VpFzcc6;b-&f5L#e_1^4%d}ebaQ7E2zdyx3|>>e;mrQc;?
zG1~gud9L#d{DUsbVj26-&l_FF#eJ~Q3i18V)PNY6ngvdP*ndayrRC*6MmU_Y>^K_s
zBmDe;;gpyy>>lZ_pwMVQ;MgRNdH)7;gK|{OXyLgf7UQOSw8J>RSMNi%F)S%m$ORsO
zRuU5vlYgxSAl?4!+WX3YzdiHUnr*ViniQvTy{)3{TAZ4mj<O15gTVWKU#-+4K`Ne8
z`pJ_g2K}Gq3Y~UM^O%{gjsYx2p7bC18b{&*)MyUamVsKiwP8|a3Tmg9&xT7H02_ey
z@oH&1h{1PJDp+%L<i*_7)Hj>3zo6$sHcvfv-0RFQgj|aO?ME)?QpUg2^K@woWLk3(
zvVvhKm5syw%mtr?@v4}#^i|BAe}wxQPV?cL+w+}#bG#&Oi<kK$0O7hj!#l$XBefqQ
z-rl?BlNC3+TGgDER;AEI6L~Y@n?8N*MBWgh5aLX_ZG<%F!`J{BY52Q$wrzH0fypQk
zHne>`SGC|t6sxw|=<Y8B{3y|KqS|%oOioTN)5i+1OiP@xv9aF<2Ij_A*$mrAcq}J9
z9zJ~d`51`HFH0Z@U}s27WC5NC`M=@c{=&E3-fiG<h9E^+f|70fE~E5h7TFlK$HA05
z$<^c2`Of^^AT#Kn2#<)M=irbR$m?BJQ&wiUBlAAAwpKXy{|o_-kBl$^*)=>S=JOy`
zVNuaQ;dFuS-pYvSpzC|5%OQS-$RgvABLv`a(lRn6f~ok@S-NA`pW3e@?}Hzd3xS-R
zywGfjWw$gtn|W7*g3ChjZzwn$&@2GHyIBI-WS7+&o8<cSOn7~LJ^h_K%`gVE9}&B0
z_~zI@v2aK;2K+i8#^g0Mb7bUv3^}6kR~dPEUxIx5{r@iv4m3%4WESPr$;Zpvzq&Cj
zh9s-;-+dB)aqN2ijnUE3+nk)rIW!z^3F*W>n-_F=3{mD`<<=L{>JM?ohlWmSBxNXk
z%G~pqy52(39kAdDj)4sOsZk^L4vae<&CZvXEoOrbYkN3@QZT}}kfg7Q4qi05h6VH*
zZJx1hQFB?me<}N=F%gz>HMx@vHuESqJ6lmmEdJ3}lhYLTYV)fi$EwYv9e{c%+6w?>
zYaB0nQ4Hy*Vc^Z`(^C29q0Cu{MXC8cNM!P;%!2)NUFo*rGsjS==U2l0E}wBgrQm_&
zkG{onaWpJ{g)~f-5ITnFP&np-SWfCF^^X|thzB<=3-VQ3w@c|vmZ>c{`T?o=VtBtE
zWEZZMdu)0hZnd+ve|?MF?MQK<*l|-&t->~AyMhbp_%sN&p((i(Bfped7#?~sSxfPn
zAD?FLz>;BI2kAOA*h{}(T_Ju}kZ~-D{h<`Px54dq88=)O=U!TMas6Q_W4+#7-b6gT
z+{f{S5~D$6Bm4&dwPevrT1Ri-a!T=O^Ju@6T{?~5!&f(cQKVnNPCtI^WdHuwNFA}4
z06aQS;@u%}xFK@*wqL+vA{<^-Bw2D@rM=<=N9nc&YepD_@<Q8EW6^Eeh6Sz+5d&hu
zn&P+z#=%RQHoIMX>z|ifN8j?XLz#G9Aa8OB#xsd3NfVJ1-E}Xs_t%KCS=u1FgtHMn
zLN`6otwgLaJNij5Vl3ITd~>98t7AIW9HG?&xxCFFo$gsDXc_p3t%*X%h0u+w$w5bD
zJy|s1ed#&Mk<-*U4qHet4Qv6@G7DhTy-;?Q^c>6tiYA`WeYW+YdW&&Zp|gy8XWx9@
zv`TVyuNEIHn>=|Lcrxd$mZ>vlng6`{eCR$A$+zP~?5!&$kaa!eQN9McuV)CEhd+&K
zp@H9#>qw#DQsJ_Wc5Q8&`}y%i<`6#iB^}-vltJh{M$>fQYjj^&JVer}m|3ezVo9CX
zKy02s&AI)MgMlZrdp{|TU1ay<Ef!Xb_~Es!lm&-p;>OY9(XoQf5I?|ixB@z0qmfiQ
zJ6KB~0@=0Yc}ymbBqH1$@N42M-z^99*Z0u&X8KnBiMV^WJkd|_ERB@kpBz?@7dqPI
zn)4tT&Rgz>ttUpel6v_vw_6K%7~scTd=pa|TTwx2eH^!Hon0a-c3Y%nJujBy!*n;B
zgQ6F+W@w6=`^qWCBjcMe>QZ{JGJdeQx*b(w9SG(SS4-j5!mC%eqMK_TNC(YOWSbcq
zKhqQW@NS^EO`FTMJMCFw<IlbWs#ZY<Lq`v3bhsm&c5*hp*4n#%{Ov-k1TZA1FFrnL
zTYRy5OiXkA`RjHU&sp-ZC`Z!mAGs7(*O_n!;)<c&eQU%v;=<FQyjXUrYC-)Nb(-_S
zurSkTjwVvUQ;B^w`4*e9`<pEDIrx%Emqk92m-@Bb$aOc0$ZpRHEnw{3+QMIW{;H?8
z`81)`jPLoJ`1vq{+%3<oP0i?M=8pTfzln$_XGjiXK1*loI)2`Ph##Db%$jDsTPsVo
zx$HNM51}9yNvUmMoKbcic6EbpU9pgagLn&Qcft{j`T5H8AlIdRQJX@8*`8-10?{=!
zNhdY!;#m_ac|y16cJEU=v(P4cf=na*nUs{lRtF+WYuH6(tNq4pPX1?ZE+!?-h&@An
zV#Bt4RTGo-@MfXOhK0ngc#xR?VD>TeDSTnhlCF}K{3kMrM^ug4QjVd`h!T|ZZ`PlE
zX`hrc`k4*I0@jWJ63}8O=D(E$ASaL{ICo~^<E9mUl=i+O(&E7H;*B>{;(GSk(avHj
zy+j7)?p`jQG?ZI*Ul;k14I~ZE%*4&&=45FcWSgz`y(ll^?I4Ztt2|U>Wt3`aDrP<p
zB}V%$YM_`3YwHTxSkVqdAGM=R%@=#y)|DwM>&CL%d8MmackD<#Xl9k3X-ZZ$Crw!V
zZoQQxGBOg?r?It^;zE1pjH6Rhl^_KHYorB2Um@8*Q7`q2oo%anB@9PIc0oGv*Ltf9
zy0pFLE#x{TfK6jxFC!Jgo(4%-Jeh7CugzQKpN}-mC$^A`0i+5l_pU)De0wL16Iw!Q
zmagYt3DZj;DQFEmzF9Y3R+TW@*Mid`-E-;_TdW>%@t``>ugygwDIWdQ$mr_k%k_!a
zQG4YlZ={}wgmtm_zzYJZJitWo`}~{;S}v|=AftqUNqScUWmc}4uspMr`~sQL2~}~h
z4UxFrJujVD_j8-{4h%GcM7J3ZU;V7eRh-3hkV}?i?pJd9ww2LK|Alox=0N|$*%5f_
zgP5Pp8W9l@$g}q@`PAQ%b^j)?KCx?4bh~z9Tl{P<4f3hsO>0Ls_wI3xLm_ETA1uO{
z?S}-SU`h8CE-)8?87U9WPr^F%t)SR?=7Ex+*N@96hWTI-$KdQh?Z1_Ynj}=$54Ky8
zHF@1+480!{`4-lNNB1I$6%<2e*HY}P^ONhc+S8bRk0$N6CeN*lYSAhmn?`l_^9CA3
zFSKK&R5)j!)k}QzYY{=MvXPMyFo>1oOS|J$?$L9%Gcr`Nhf7!~;uqf&hw>+JmH*nv
zq7cY^fGjKq#s(Q#p#qt1HB%?d?Io+*vU_M2ESbvfQi+}MV?Vc4Y%(1F9`v=;$w52z
zVToO4hW315V5vERI*i~}2K&cvgCq3iqIcjW8WqzeZve-Gl7jBT3#*(>BUz;-lolq6
z?=i>s;`-7>`Tg)_0Q={jIRF#m>FF8Lf*tE?u;Xv<9=4aR;ugwY_rL-|TNqb4{?8Mq
z5g2?xLT?|>Wlt5oC*u<+?HAQ6Ar}Qjh~ZBn_3h+GdY0a%eIqTU?})z$+`F;KRaFV7
z&Z<?Oezw`qWBs!FriDN$8zbc6o(pnT@Yim%vKs%?Kszs>n)ax(@O#hYNBc=u=~uO1
zAxHz41Yf+x`rxp|u&;wW`f*0c$N+?bxF6V;+1chF(Lc<VWP%_yz_$y=Y&Z;PErLZj
z|C;=j@k-Qs<f1t>TdSivg&^*#zQ#OB`%)r`r^M;xQf}M$W4WU|$AU~X*;;#4SrH%5
zgvzaxp}QB}Vqv%Jblh5UkimW`f@}i%+%Me?do?lw+g;-!ubf`}Yu8+e4KLaHymUvr
zU^7a?8*b6m>TtGXv*;Q=t+dQM#CE@u3emQ-=8d`fR_R;s$XwmuM`s$O#9)Eow++@0
zSf^H~(RyJTfJ`CD96|g|?=}PTvn6#tgJ#0SzQI0N-{jA=N}H5$LOvfN8`bjxZBrEe
z%#CAz78bxmb%hW{4EA^<pb5bYQNP3As*pXkKjdECIlGz);p@ij==%zzhu)wBQ2?bF
zCh$3Mz~%*X8kK^;(w4(GJ$;WYe_)EJ-k9CekG5A(_wk8(u00mT2E9Rsx_?kP@%$YO
zf9&|U()rxTs8K@kRp@~=qRSUI`d!S6?~B$gd-ac~)mb#H)W5<dQZOv%+9JavBk4bW
z{Kx?o*vJ=?J~ilh3tdP{47>hqAY*%9rC@Lvv-0`!<%=T(mT?Z;cI5G--=j+9(6r(r
z?p7xjgA=@?Wl1nW%|fmi)tQQ7NS6MO)S}F&^M)G8E5?Acuh4E;IhG$*h|=!c+AFyZ
z1O)cSY^?Xk9kLMXK)X9TSrE!<J{akCo8LA3RQ>d$3^GLlIV@eVIeB^anEpC58g}?@
zNA}v~k6fe<d89B-=nZZ#Mu3#X7dpuwv+a{E1PLWMNQSdt7C--5Uq1(|(rdeW%R_n5
z+ucIi)w?;+46S;m+_ERRRePg0dpE+%?N>(|qdj2wEuXM6Q*(+Wy&K=QwtOUf`317l
z=AF|x@E*Sh7i>*b=8}nK4umYA3$_5m!~3Db<KwJ$3QqIIT|r>jRN809seX-(-v)@L
zTPj+xw4tbYU#a0!J_fl}!GXHP)VqE-SKl?2$c#8-BUc)4(NbI@!Oh6deg}w4iRZj_
zFR?X{HSX?t`;WV6)*MjI#s`?Twze(!ZX2(Q)-akr=ni?-+u7M!Xy7gdOx625xXb#D
z9tv+BN_c<P=wIoM9rtJ+^L-ePh+s=rsI=%E13jle@hEBWiZ2jtaFXk0U|8M+N5UOo
z<EcT3N=qJLnAmtNfOld5<DWDJT&`6}<3|5$g)WC%eYq2GSP{VPEnqG5JAMUZf}g*?
z{8eO(>CFcZ6j1bXYO084B8Q>BQ<t~*MZ1aK6!CU|Df=hB_4U!;yeaG-5HK(&5y2oK
zCl_{)+sdOI>>s6ddH~)tmwR4cCT5Td1vblP($YZ}u(7ii*qwMHexb>~>!~RH8kja!
zN*jIVdOkiiYze&;o|Kel5%Aj3veMrlXQ0xbCm|ns7yhT3in-NT*0Hx|zZ;`EFW|h#
z-Q7IW-+vpBxC+t69Wl2+<$yBw%rDB<W(eJWV1^wyty5X(pd<%nLW8&=#rn;7yIf=V
zz+s$y))><R93GKe-WO+QXFnTqY&9Lx>Bn$eC0A%eAUSQ<WA!v|(bJ2L(}Z9--UmWa
z8n7M%9jKoJrS=?R-TsXr^`%VzHyw3HxijvOWYzpZve$oP)b<z?n$q!V*UBaG=32At
z{|+Dn7Pz(&dF?Vy@wwk#|H1bLZVJ32&4paw&&tbF!B+cAKYd6|3Y&5D<fI@XN?r@l
z2;>ad_X*?jcF_5Ud`hOhwV@zCLEmhuew$nP_J^epB-aNepFHu}#-$x))`IGH<eSBd
zB2|N{ocDPV%p7c6P0r}CQ|-65#I6HLmJ=<nzBgrjfm#s3iLvZAR9b`ZP4!@~8$Yh}
zH+=G<e6^IYg#b}&1EC9LEYbcct6m9$cb5d!+7lyqvn=QWyC3Pt2d=&zC?Sk>{S5wl
zPj<`Z!}I)0Z+x0|f$zQz0LX+PZHIBY%sTj18`G!pg|E1*?|_$CmfCR=eZkKC7%?$>
zJaJx)Lmc#xRlvjXR`1=7rkmaM6y#9;Ej-OFt;0HW*klfWIrAO4GnZ4ToWidAytlNq
ziysrwKE1ua5N%TAjOep9K~#IeoUxaPNXiqlC7B;xB$y!CxIYK{>NZ+F_sF9cI%4~l
zT{nXAjl+DP{g&yY*C+T1J}=`Fs!d=Y=Tsd#urZ`JKC|?wQRMvcTu#XWdXq5h6F5mO
zNTF}{E6BEj(vPePS!ng4(EwIJikB{+l?!dZ%P*|vRUetcrv2{B0`gjAyaUvE1dr|p
zEC)Ra&Bh*|X@DQ6fE*y<e*F^Gq%eZB%b5TB?6A<z#c*Sg7V3hNcZ{soEVo=NNaZEq
zoJZG#U1z{U(zj~~0=F$!H;++<XZy%W?G@){GG-F@n!`@0lm;#@Dak(B`D5hAr%0N4
zm1ogU4W#7Xr8au|1*>&aQs0RW$TGC)y?oeor3<?79iDLxGCpP%w68g($V|5`+a4dL
zD@V<@dk$_*czPB9DR=CYFQz2u^2ek}^2hKfu3eh#L7zE$^az2;&v*5Zt^*@;F9bX+
zTVp<smaKj!xAM{#0^$C-s6co0>aW&O89H|~$@W@^Yx7cSMTRErQw&2VqkWS;TXO{a
z)MHapE*&m55D1opeg;b%eZkwH>4MD{4(t!<%zQ6gJTMzC3F`YgcioO=;|WO4jzA7v
zKdLTIOH1N`ou!CZ<kM`Hgzc{}tkFR&Ok3!P?&}u^T*Gt@{3Ih6jGo+?A1Bq+#9R1s
zw@BP}KluAtNf33dK$_jR;nAt|Um1cFGa9?XF3JVRsBHO?b4Ky5h_Tn@>Q-kLo^`LS
zi;vD&nePfqM`b$?W)$d}#!*ln6s}qZA)+Kzs>e!P3BjnS<J6+Ov&r}ooOx<RVhQ?|
zbzWFY?<}}$sO4mvcnDhgKvO|J6%OaqlOZ<)Le6be24nCpa&8I}<jqREHp6$PN^%$(
zbeh!oExjz>GZEYgIa_n6VFCi1bu*O%x9q5tNIwk)ej=EXv7<`&aV+8|_1A+jZ`0yi
z9S?m+iD7*OQ`n#MD#2zl9Lm+?uo&Y$JY9ERU;9Ky^Y#IpU|W#%eK%qe{k;G!k`sa;
z!}iszT}>Ek{0?Sn9jt>fc{Dw)bxGE$+u8?TN&7v<P*o);YE{z2B!l<UdgXdG6N<4o
zSyHL7Zte@ah)2n-1L$J^ym?L4-n)@kAw)!rtPwtH?k7o=h18E8%IkggO3lbo==6Ms
znzdjsYxh5SNlHk_VLr{P+ItDo6otGA0+ej(7ZhZNYVyX78y#8~)Hes<LCBg6@&Y0v
zvYYm;qZ1RdK`<8p5##VJ<#|gJ5<7l1C*Uz$9DuBjWKu~ia3*V<0G^$(P1{sYU?(af
zty6Y+v@U(;jz{9$)9v$eCbI<>4}O9MCYZtm$Xd(NunDl833i(SzeOHHdZ>pqJ(+05
z6z<yoh$%c4S-edCIP@)z43QLdd;F0%==+h)z0fESA&pSqnRVXvKqP`P&nygNv9WQw
ztJ~*Jv}PSJGRjHT$g4T>8UwRY&HZ7lB@peVA1KV1xpnb0{yjC5Ze2C|S$D#d*BA!!
zPWzs$O|dV0eaGH{{GC=n0OarMMMoVxrvd9LXLb&VL@R5qjrnBLQi1fpf!7$i@EC^)
z29Lc2&{MEC9(bA0zv<CxjqeKji4K#?%3?rE4|wIrZvz+&$Y|Mg!=tVPA%{|k6qbI6
zkLp0rQc3f`<=@zWP|f}*`mzZ-5&3jfD~^l2xnsV;9kI-bQW6_3Ho|gzRI-~Y5dl!4
zpfUQQWM7SACWNmUy%25ZInvht7qS3aF-WkJdiTQP6zn}m%OMmqXt3M)4qNF(Ad^Jl
ziO*RxhtjbQ>o?T-ZUYc-Drgw9o`BIg4nf2aIPLeoG_hE=UDjXrKo9}L8mK&!BD`?}
zxDXujUM$-3h{)?bp=Tf6AN8w5*dK+mN%-T10a&!c{cZfg^ThV}F0jCUxDQVbHbFo3
z+wNMkp?_huc0e>SP6{UBhY~+==7sX|{mRKf76@E?<5^Vn#Y+>df@Q};3J~Y{)`C!O
zRyLR*l=s1p`$P=Dl3>7J7QA}H)$R5Mzz*O1PG>|!UN?Z=g~i2z-tC**TT&mm(BtMt
zOWfyDgtjAs=#mJQ-@Y|iYTI%)!|%}s07dLiK%roHlYM)wvnyieT<mJlyU#s0H$@X)
zAw1E~IA&&T*(h)-yThbV-zD(pcbNtTJk*#P`2au%4L;vCKqNj$K7QYlL}h@!7zEF7
z_%Zf=EgU5#FVLLY#=<TyO$1@fqA0tOfTtpY!6-W>(CSf*e4Vo7c1HVjut>s|XpWeX
zPod|1_yUD`WEq>$op_;3RKI}dPn}IrR8A?Pzu5Mf<%gO;iQuh~y{U{6s>$^`MY3xb
zwYsf5sJr8xz`2F;Q_3mSKe)lRu0USpKBJJLM7Ws6KT;B8<w3!X*TV$s`wos57Y8Ou
z!Ta3Y!zd+Ay9L2>o`k=Cwre|RBMwNKavzyz>exTJ!TY-#?-&)pf?L}qu~cw5K_ieY
zS?%?cBO)ba?p#giVzgNa{%e^O06QN*)d@ZEhLppT%i?Ixg^=UpV;%=g8_Ew0+v$Bj
zN1wKDjw(+@^k%Sir$0WIvla6yJnT+0`j#*O?Trg4+yxAQsAfu%#uEIHLPGDcyL@03
zkZu7rGz%V$`}bE9^c?;J(tyzcb@Th}^TUHRZRnR(!pnr=WY?0Nq)MrCuUF3eCIl2H
zxh*}wZtRmqUzh=1OM#^L^e<w~TIc}kE(l@as#=JqQEr`P0IYx!GC*@Ze*apAowfIV
z=@>0AJpwX@Hbp!n3h?XoX6=$9m?{(BSg`Ni=wFZUZe(i{j6qfCUSxd1Yy@)8LW5Q!
zwPMrAduP<JS;AN$_iEtrmeA9iHYtSy<O8bjG)`9mdHe3mmxsXP5jCtju`baw0(7uW
zaO@UXBP&A&{pxRp-ypu{C--rB86H+_rKQu6Fg!eZi||$y;+=C)B%&l3l{E}u9&FU(
zw@Y)4-wq&Ujk20)%6P)Y&##dPY^z$(kY(BT+_%hzawAc&ZI@EZwpSFT-sQ3K?P{v2
zk<V<=GA&f?tM2cx&h+gpo^Fc`)=z(>zt1VfTR~Y^K8&0}%NZ-NYxseC2&!P9=r9bn
zJ<pT3y}z##&1F8^v+Sznx~mim`1?_;_wU}N$|$;mx-d!OJ0ZbE93-m^aNYIR!}F#z
z5wqUga6m&@c`V~HHFlvWz|_a+s=(Zi!v)G!EDr&$sX{J*jb=K;y5?i$4ghTkN*>%=
z1_cO#-F>5@_W)}9bQ0=-b#c@oI+8s5eQ7TyH;YmTMvuB0#izH&skKO~55LC6<t(9Z
zU?8pOT;Omvf{1|NCO|*YVE)=L@%e9pk}GK5KB^3lS-bk=%Q6=f$qejw9FWn6Bc;%!
z|K`(4EJ{snfZd>_yf)C&^I<Ij^TluBFE{G4K9TOXR0(-S#Z(*_%1I8l6UTv>%OGP|
z;wAawk=Oz7*=I}*%QaE{5G%GT^HpE_v735T$s#;0U@pW>@x<hlC3rqhfz#{WKV3OW
zii)3+17K(~cg4`DXlU{Z8!DcHQqPylDeW}+9HkcH_kiVkiM^o1d2dC|or1?Y_2HvO
zt)L>fe~$ctQOnwRC6M4m_4M>^)6qQz_&n{*dwfUL2Nca^wzoKgTB@ZpRaX8%pb7R*
zSPF5w9ONI7R_@{A;wmA@ZiGfeq(rs0P%MW8>P|QKExCc>t$XSQ{&rZDY;TTd3efUI
zK|%uTA(Ag%guZ0ZKiv2aKKrjm*GERzdZ;&IS}4S!T|eL%s%+8T(VT8wE=4S3m!o=R
zvIJ2IRS}pW>+|1zn$89)!6WZSk#EG!6xZ6RDjTef8fk9-L}x&Rz6a%JO~eL_O8V$q
zvv>j9#ZXYcD5<I%^U{G18dxg&m&3KOPPL5HnthZRNdu%rq~|VkUUs-w;TlGM&dLXK
z^SjCr0!UK}MIL)K<uuUu#E_RSUtap(r9R&l3N_$_MWDg)hD*pGd*+BsaF#@*m=ulR
zOE!Jlt`A#lpW^2V%lnE)e;8kNw1Lw1OW#{In*|iw1>^(dsMv@5dt(gC`9X`k;wYaE
zEIbKQ9W6lE@!*A62=ZUZ414CZha2g-ueo4{sxX;tW6D!xm51KRZQ4Cx*TM8AB?`j$
z;o&*>P<zXHA!xit<!nkH#g-)OYfWuO2s`sFqeLxpJ`K8kcUZEEnf-n=ePw|uV({Ab
z9$r8FU26fgXjM~EHvdO1k}zO6e?Ro`d6Qw__VQJ{6XCf)1o=iMmH>a%HFpmv^`-t@
zA9(wd2|n|>Oc<ZTdAf+1+zE_tx!t<LSj^GA#ufif{*RUiebR7*Yf0E-1$N(|3d=K(
zcjn`v%9{Dy_sFi_e|Z~NZ0(TL?&74IfI~^gsX=LFOE(E9NuCV89hYf<Ct!QL;yCL@
zK#mIw#%I!mcwU$w`o8|4+#=XLhBRz~Za5d3k8l)EP#rf-xNJ)=c-|sg@N_-7xKiP|
zoKrd*%(wPp<}%wnTH~aq!?@w}%bs!_7Xny_(l*jLTRDr)qbk8p#`;~HPyygcsjj-1
zbY)=ojCd*`N^*amu$M}aPFXi}{H>hGcKja4dD|@ywk{21$(9S)<Gb&T7@Jx$T?{>2
zF&0w5%xVR;qy>Wscmb0{Gqo_(C}@0MjCIoaxB|Nv5p)ev(uHbL4UH)5EO_vtq^6|L
z1*`)Jd%brf0W(D`RAzyg%nJw1v`Y_AmL91`kN3I|i>DNkWb}2ON9O+Ugx&Xqn?%=1
zZURE#J@&w`->(*TMwY^5r&dlo5WAOj5*#ZbJ{PfCutqMIj9=~e&G@F*dI}n>!|f=~
zjg<$RY}wXVOSREoHJ0T3OtB1P>TP(!<5yx!a|Jw%3|zmrVpxhx1ic$7^-WMMfGnd@
zp>;|QESZd_d!3af<(k2YTxM!$abb3Pwx5AKB3F}#faX!NXB9)ne`Q&YGyFaV<M922
zl~c)ps}V69H+%im)U@rb@oM+Y?Uf1scI#xr3>Y*!s&iwb!RUndc=IzD&I#8VOd;w&
zQ>#`I;Bk;bHo=y8&$>IZn?H$3%G>%rEVgU&eyyZOs%(a+_?6r~lUiBJx#>KgV}t)e
zO>HLo=63U)tO;#|+&z2U;*y--c_(-y1UoE#ejKRbSaZ9hduVa7yV2>XneG##t{QQO
zl>)Q==MV%Qm@V*Hj4+jJ$`7A8e|nny1e4zN8Cjo0iV68s#q=OZ!q%FgGu4$RBB!W4
zIV>Tea~2X;YO@c0{$&)BLGhqSED=mU6C%W)N;Lz5K>wNAiE1XCcBz>%FwL#<qlwgS
zx+}LhO}%@#yIuju$*?dd9*<2Z9sfn?zl*fmf2X-^zlz=;Hlk*HM-=Se3d*gfHT`71
zqU{ojpZW3ZBM?INXx3TKY{GY$(Q<0bDIDWngD)~9p8>Kz9T+${BT99V*8nCO?`Ju4
zTg>n$p;EiG%qk;s?MmL5qU{qfoqk=}p`{7Go(ue*k*x@}b@<G9UyVVd__J3pJQiDU
z)KJ0`koK1LhwK-tD28!hh|9mel(RD*>KS6_+`Np>Z4D!{f#zf@bYu7)41x74r3Hl?
zG4QL~oH(`Ytw+~Alv|zZ-jH0z+lW4GUQU={u``H-uX_E=xoIC2JBRX)Fs+|(oZ<>+
z8Bh^Z-zE(q&vety+N`^&+=^iNF*l&FXl0~+782#468#his9#voazcxBr~21`8fYPO
zFF_NpH!O0i1oPK8U85h6{x*hWtn)kzCnxRdubTY!Uc~Pze)zZ1>xXx1ykd#NerO87
zFB1#z+~RCHH@qYET*sq2o|?%3QX4j?oe-7lc7EKX_gAy7rC$w9q@|s@rHvjbw;*6>
zzD?q2>hxwRLtSkz&Z}!`G@hHqiE=5o|FxEzgTD)K#SW<6TIZ*rMAM7R)(m<c_-<RQ
z;j%ZHV3Im*MZrttuk|c~Ou&4xjnU&@{fJNDw31;z-`3VXwu)QC039W_0pqRC7H3;!
zaf$+<d@?6&9<ri!c2#hJMK7Ttk`JW!OwBsp0^msewLONboVg-O<&fA+H_}qtZ^?c1
z45y^J$NPY98TsbI#g-vsGVIrs*ArCPp$WfsF%T=*U=(u@DYPJvj0*|%#*U~ZwH809
z#J_m>`NNavGK)5oZ<Ih)z^`Q>C3OY$0B)+-wFR`2=Yz)Kkp#C$jqdo?-`Wb1KH9-}
z`3S1{t8D`V+kLT6fvqkfHMAwcvu+%<q|Q<qnakT>=jpx;eryI4-K8%63)q5cbv^K1
z5i;O>GIr(MZlZ7P`Am>u{wmU8FUk)O<b%P#wyXF+>6iB22x5X|LF^9$SXc+`j~;lN
zxEc}AE>WNW1~57?KqKJW?Kk>sBzkWVQBX5i6geTP?d`n}j{UM(v%@jx#`A($i=2RM
z^CxCrTwDYL-HPDGaFnwCGVD2kuzzVDqY)R8D$V*~V0-ZDuN960ZE)$WvlGhNFg@(*
zo{}2APsbfMSuJ>Ir6JXt!iP_gyg!>1K{BF2zF{unvQS3ejNP1)pZInw&w}-lvz2el
z1=QU3rAzCh9$Ah%d{G?j_&H*4e?J1+y_P6AmzQ)c05byf=&p8)`ki0HbG*N9yv5m4
znOv=uc>{6b&Us5oD~pb{2|_zbP|6GQ)KJzW!JIXNP<xIE6oLHQWXTy4NeXg@7)4v0
zPUnTwbhjVg6<(=T8Qlx@)j9l{O0s)AA-FyM;Pt_CWCai-^UcxAtmmHFmBGNPfjSZe
z)Hxxe{hy8n&QG?NG*ZBOR(1|JzSW9~je=LHtidP%x<;h#cMpy3Idm@zlFb$;q{)vD
zGgP-kZw-Qz(1#wk_L13OOE|scEYf*BGDp3%ZMHSS@a*JJUQ5eu@E8<&waU6}5tna#
z#jPsIe#izgX#-o%7KDXD?ZHb#A_ucFL#k+2-`6Q$9qn03*s=%Uhr+QY>+yw{!AmS6
zn6==lO+gfQvXpbefyW#M3i-MnlYmZi2wq@wzdf2Y8hFSY?SK#ms%`6r%|jg$JMqvq
zi%Wv4=qF;w$8irzgBrgL%sFGfK9EQ9q6R<%eRyz?;a@Pwvg!B~@Nwb5HGhcQuXgBK
z05y1#K;BVs^KGfJG%%^Q!692qFUkbxZRF=rVa8n3@E{+V7_g6L>47T}_#iU5SQ#^%
z)15F`lD;pd09UgJO2up6TSXl2P=bnr7XohuAV|0xunza@t^vDc#7{9P9B5eWz}7ne
z;dt;MEh|eBya=g(j!_}K1(fKef}(_Rhn>aVLI{F$w{&O6_VT4mq0`fABYU8%Ak|(W
zWwK$o2^1A%>5+n>#{oNRd}_t$J5n(p7{;=H*Az5yw*W-`2oJLx7x0^rg@qhER@30H
zxY!2X0W<*FMCZ3%e1Upx(CorO76QD%L2NuXIr+)8!Jid+9Y9l3A`G(g`Bh9%t17h;
z4uwKhet8pZO3^N2)9~3#X(qDkd#@m?)WKU?ZZj~5ad2?FzeCtOEMrh?H6vz64x1@%
z{8^Z%&aj3JUcQ4b-)!meLr`*hYh!KQ|3BB}{mqYf|MBC;rm=x@PZ0sZ!BJjb7{*Al
z;1^0tX<FLZW)>E?rr^y=EG#lxTU-5*-XD0S>VA<?r+gldQD5^9J0d6mkzck0FH^B2
zFBOe%icbDjlGoE7^oJiYKqF{3_J^DV0LzjSf8HjN9K0LJ6bMRtK!%go)@J=53JAgu
zbVt4o4>Ee5(Yjq#lK(!j)IlL|tojdYVv{}k4`-qbcrS%eQwcgK%`0WsXejQag~A>F
zS(}GN_+M)CSZ3@t(;y9VJeym2REAs4r6sMy(9Zk@PK<Rz{clsCHZPQmIs)Na2cg?I
zx&cdqP<XaGc9-c>cpgtznSW7(3$5e_wX8h-1zqa(h=o5EB==@(*Jz<$hyy<ZZoYRw
zQ0^H)yYkBRl}L!tSsAMIM$-Yjh%D=32|%P;NtmqEZdZmqrrrWO70RbbVNRl(3PpnY
z&Ik%+Xw>`JyRhxObE3+P#*zee+b7l4rmsaVU_V=9otJRTpF6tvr413y4qX@4^r9UC
z<$gdFNs({n(wm`3Lywk=-G2kcJ!o<P?{vw6mK=a8zB5{&2W1|OA8=0L{1ljA(VLKj
zold^>|F5+(kB72-|GuS?TS$enwumG|S+Yc>q(r62u8^`XS;j6EWlLo2in3&<#xi3m
z!emQvTZS1ij4)(uiQ#u#(S3iP=lMOa=lSE;U;S~t%r)0_&Uqfo=kq?if`55xm-scT
zE!h%Mq5ms8^x=9GmEfZ@uwaxTJxXmxB6kCZbnI@^F362iXO-?fA1bkndckN~Gj{*%
z;@g>7Xa-$D>ge;z-V32kxC4QjgfWKg<`2KInkU3%`Ul+2brNFN)}UMB{r$BW-4Ljb
z%>Lah^B@t(rvF&ahhBN?v^<g~gK6eoXg$+Dfmb>j7d6*LKyg?kaR*lSVQOUMOodQo
z>L*WJ7H_mO7C9k$%{QoUl$wj&UN`erBq37yIT(zjL~@EdR8br4s(YvSnIGd7<}r4u
zb9ih<=|zrfJ#M^3g&1o1Pv?Z^++w@AS8153pvmf5gV}}aaHzyhGCnYNs=7{}yFF0p
zZc{Z4IgjewYh)?KzQ=Q|SSY+FnkcF$s(-mvSFht+;Sk{NooIhp>7@tr+F&}DZFf=E
zk}I(qoD+4=R0ChBX}>@HYt*4-4V|*<;Ogq%();`IXu`t%$52`ulV<tEZ`IvlG_$!n
zxl9_glt`Jn_PsK!gtRoqdjFm3%dUh-4)$kD!&n<*FTAD>JEa-5ynnrj{Fi0=<uAva
zl!X~5CmaZhd_TJcU)w5FcP)7ntD$9pi1I21{3+stlLidGD%s8*Y(nA&M_V)qM%v@l
zHGUx>a;<pS`F5OfpYrSMl8!jN+Of|VX6BWVW<9JAWB0Gxj@s(fvcipEpw`d`u4R+p
zd)15t53jtRO`Zz@A(z%bmj3e5n$z5K`k7~l)eqJWS*EP%1FEwgf@>7Euc75h91cFG
zZNo**hMd<k&azj$aqvH`<wA`L)XMkMbJ?^9jyc&c)-O*_&gZ)^@4P}nG+W?0j>g+1
zmX)%6&SVK3`+|`c?lxtp#+GSU7U`1G@8Jms8`1mVJ^xoWL=RP#B1Z?GwkEH~TREQ6
ze(7J-{VV?>5jwHIOZ4fOzbl0gDbe(a^O988x0#0YlYNh3)F(PIXPB7D=`v>|Yxr-V
zaef=o``J5p4#jjIg-+bmOn_qGUU`)pljpNA4wG9ju8i4w#A-Nxe^>sILbq8RF2aq0
zFtcs15{7!QLF7VUO`6g>(ziFF#rsoe3!68B7LeTErtyu^mrevyjTy!}F&$yb$LvCX
z(Np~Xp4{9i?qpuO-nZ#*XrnOv-8C}&EJc%fXY_CD>D8;1?Z?%<M;uxh?{te>KqnKO
zmdxp_*TI@|*LG)aholptok5n;R!&YETH=W571Cj73*C<i=z%<0kl=C7x4iE)sdwZl
zC+*Wm+k4G~@r|Scakb)Zqo$ShvsML#g!g@Wzo4p?8|kn-tMxM9fB`OhzER9B>+vaJ
z5J=){)sQ<jZN*qFRcK<Qtkh~Iu-}y#i8bMHJ%)lr!keM-bq|)Iv)DoRLRfTt_V&B>
z6S0><bV8qx{qx84z~d$h7ZZ&?Aw^A}q?(#EljD`kd3)0YvUf>zfGYY=3#Xs}p4-U4
z7ozw>?g34PsL~}V3sb@Z<ox3#-M{j#GmIyeUEheZH*MZ5gNmRvtOS^HM3;wJyvzOE
zcF%#}rs=^O=yPF$tdZfK8QdY~l)Lf6i<fuci|Ib()ICt+AJ5Xz0N0+$I4wdUuS8C;
z<$q<%wj=6qXfcc7WEL&FLTuow^&ru6eF!H5u6ariX7TW`WV;ddp>Pa+iO_zJO+R{e
zEvGWpb4V!~G8j>z)IY9<Je^msrcfW77H6l%U7M;c2Ph0e=p6?<vfK!%aw<9?(0WDI
zC>1EM-68S$gp<U^?S)2;7MwPvN#!^`d-OL4NK(;UXAaa)-E$;x?F*8Xv<!Xi&FJ1n
zc=G2}g2xvpisHuxxU7<1FgRYl=S0xwXUX;<>es>T<;!ug|0NcPL9>+%ch#iv=)W0Q
z(;z1y4fBRb!Dg}?o`Bj^)T+y9gT|<etLj7J{B>r|z*1k5)*>!{eS29KDB3+Mb75$@
z!2=zczQ2l+)^J=daeMyx9Hc#S{rX3;ToV=q2T=UUB{jNos7Kv)IH=FZawi0rzp-8H
z-@7*uZ}+sUnC+<F`FM>GTC7QGOWy@46_nW^te5Or^&~t8%6KE|{s=&Wc-$6Lz{xe?
z#x<0Zoy49K$FDw1KlAEc1|qvpsyyP+M7Xf=EL`2(65wLxD2CA~^C%mKgNmfmV*Z{<
zm%#tH2*Ot6FY;ppA(f?+V)$~CdD^5<#($D{h+GnIQ52+f!tx1{6MjSE=nm%ci97k7
z^6!!`0v>q6;f>E58mi2S-b-p-R!0TD^;8l$eEhQDrqij-eNW&Ht;wIax+rSM3ml(5
zZ-ON|aBu7hC=^PY*f{GkKo66-Nv_Dtujcpidx^pZQDe)vVSl@U`O~P;`Zo=^*FZQq
z->K&cOg{t{(b*0vf;MlT{d_pp*8m+8Vzf7Rla%Fn8hTuup*zp;0NC`SK}lx-W~;-%
zHjG=ErKGuRp&_Nccim<Z!oEL(?0bq%A&NZ%6PJeqs@|Ow%{qR^yyxzm8yQA9shVW0
zrX+GrEHo}yd)N{v5uv;RYSF>m5w1AQ$5`tkJ)%DBTsQGdKLC;whnOvSq|J^15hCV#
zuD+I+SGfv6{i=wofJVix{0LElE?ee#9i7OP@45k3H4lR>#>dRuV?1fx){VkZ%I`^u
zzy~Y}P^TD^<7Dddqo@;;ofyjx_d%VOmt(WJc;n+Lps1aH31i=z?lH`_LZ^3G&rQvr
z)zgc4TUM6lQe<mqm)qIZl|nm1ybfmXCO^gL6ir*C4)FNOJ{5-gIz!`ur31s4BpIl2
zWxenYnLge+EFtk4fFa<h*QpRfFHVz4S&iir1y~U|x%t@rU%H-fOIR(@MzTz6P_wrI
zVf*y%*Gzo1-}0-93d8jDbgQ2~zLmI9blj6#TC}^cH?Ceym&)j#sSRTO^1G2THRC|Q
z<kY;*%F6vZx{H@Lw;8Zr&k)Y6^DX;fMC?|~cEjxd;&yH*Z-C6?ad`N(|2{Pl<Oor+
z5+2?^J3HIu&=|fa!!blb=C6tMmdfb=?wVq>lqtR_^ighu8Zuu7x%`_C%g~i;>mBm^
zKmAe);ne#1b-R>;nQ_1H#KXou015u$N0Jj^{k2<)>Njt`{KQ}NVQl8(|2sDsCpc_$
zQa&#LtKjvE7qtlrj}8nb$9n-VBwm1<%7hvY3z50ZM`et9jB|NWk6;Duh#eg-9YY%B
zX+m<gu||bJT*+-Nr$XA;^-p4gutH?({})zBo*faPKvG|VhkgV>g)ltQeX(I{*7EbK
zdhqaJj=LtYkgVWd_Lb~xgVi8<nZIa#1T?8-zL<ve)*<>$azv_Mo><?lc3j7nj@#k5
z89qyFpm0VjA4&`mR>GEqK>4t4!fvUdzT43Xah3oZZj%q&2G^B0Z8P5<tx$5b?+Av`
zOECQAK^p*sta_PFmPG8{)BDnY&4MK3q9~f{?$(GTBY7kMhX7;*ziyfGTUWTzXHrje
z%QFGV1)-T#MC>LOBIYQXh#Cuqf#-h1lXIp1bZ?|HIr|G(xq2s8ew?9%)F-S=udNoY
zfT%}rn5pBaPcZuyNI-gSSw?Yk;ABF_CLMh}N^#giZGV@p8x=DjxWbzojtW@NXk}e@
zzY$Gcqr)$RANPq4^)&-F)vsG*d}X~WHgLv4h!h%OCdMo^Y)tJ%;_o*Mz98CZzp=vT
zErtl$Q0R`_Q`KmN>SK<o{i;*8MxwA?%i5W5=i9aSSjnS!41bR!DhZS$b*`KDR)%$4
zr+PDlxTuHNMOo;M&4cP^nGB>aGX9MpgU9q!r%}^uT_R$91QEs0<_)s~wL-0Z1}%aK
z7DkMB8gZ>i!?uEH`_awYMi+dbL(z33CdsMVFyd_OmG?yeEdK2kTd1K^okmi9rmkqR
zTADC7hz+tVf5j&%CgG+>t6rC57oDyeg+rcSPIYm=*@$sS=Hal}^nH>xmAzki)Ik(t
z?`FYGOurj2fjG!Et~cEb6!BgNXFhYZhc`HeT~}r10pAPyyFx!|Y~y>C`!y>g(pA+f
z_Z(F@Y5Pcc!Xbt%kW)04E^zPsdaF~Mal%-svmz*K+bpsFsYeSz`#(|;LF)&>a?XP+
zk)y{38KSy!4V0yavrmLy9ABy%YOf5>*ot4I5xq+o$UoKEZKx7VD|D;2t!|mY#g@d|
zh%?I`1n+<Ab$^js8kq-uJHw?a>K6G~T&+f@CsJvPH+bSJJxvX<+q6^Dx*?<)(t|RU
zOvlMSOa#->vTUPE?8A~Ct%M^R2b79>qr$95<l69el1l2kLO5_wBL{ANMsu$Y?tK9&
z>EU`H{6TS<X-S`$yw>hxxXhRQy<u##3A)=)l*g&aj(B^c3g~zLyDCPo;7ZNxR*Ui0
z5ld`Tlb?@Mg3|V=(7Z5^jWAIv4w618gHDIfNLfTy<nlSOvlZ4A_pB%wx_L&(8`ckD
zxrwh{^eba;Q<KZ~Y#hAdJHuk8$qwNY9|WA@7lKvL?+Tx6WsRNH^w4FQZ6oUGQof6O
zv=O##e53gCBwq=qwlzvso?kB#V`GD=-cO-?_%~|0_IZnKyVR%fKFv2%8DB|H5;2sB
zOV`$>4&_9bRPscrr47t3$gd}3PoT&oI(-I(?tYi;V(RZdfDOdE87^1Wk6pImM|q}E
zd>E;zWn~+oDU^GX@XMEp)70tIzb#?C)j!x=aW`kK9uqN8t7XQ|(uAwp@KvRJHTJ2b
z7-4VuF8-8CFRd7YV0%^lxsq#gXkG}Suc;5^(k5!s3Y_j52$PQn_%5<2qeSgY;rAMw
z_tW|A#N@LmnuN+PlNJJY<0%;#si-L?_s1+k-(~*P$^H9IpW}$I%A?d`2K@B5J5jgX
zCjK$G0odsi*-ymDQi*eN^&|XcDLcWeV8k!=*3$zuiHa{nOnH!`r604Uj>U572r;;B
z_FTKFHh3?{h3oxQLcbJPRN@7rKmJbS(oUw}m(_`&G-8<%JNK|D_MXn#5I)a6xb&k*
zT+G<aK<&SG`Mbg4x7W#XQM$oxX?D&@sMScbL9w=MG4^rYw;xSzN1YJ+A(H0|s^6NR
z40Me+FZ4VA;%&d3pUYMna>45S3xWK*ak?DWyvZm2xluh0P0eGdFiKVat8*ZoI(S&*
z@@RPIVw3ClP={r=o8TPkx_ftg(WaYM#)-XX9Vz!48)vLCUAE|<yXvc@lfH??Rqq?z
zH|CCG+^oGUII#Oyf3Dwp`E@b9$^MEMys@HFc=v~L$-$1A)K(+UcxBp$$xZLK*Vg!t
zu9~Tj0`l%Rnr`ek6amPWtur>U{A~VcSs6tZ;me-TU0^D}OGanPr}9NM{e?v3Q07d)
zJ)D(qqx*nwO)fMI7PsKwMU8VN<sg%4>T{S%Ih2F~$M<i;;BSIK*&U*yT^(CeR5pnc
zHGMLP8P<hzD{J{3oy=K_?VdWUb$?b_0s!x(n1b`ri+v87BR?LCK91TN2SwZYG32pe
zJ<Zc(v_ITu5-H3xJE=TYeJuE&XRo0nm||K&3uYc)oL=kR%E}25wrf;;(cYz!kgNy$
z(yJ}u{lqJ|AC4)rAQny?dY=A9)SaVyI=Qjf9^(7Rf~1&{<Xc-~&S05m0ll&ASOG+f
zs8cac87n~RSq4Luf|;Vpey<-PjU|{|8T=L7t20s|O)<hel_N3<e-@zLad~-JRM-gp
zSKHMSH+l~he>+t&W~IxHeCOqF2M=`B1T5v<kmqIhKeG4VPeNo=PA_pC%Znk4e|1hP
zm>o^ltMNK&hpk%*s!@_Oy|m4b5~lq6wV$)*rDOlBx7~8KyJE^N6P+fNL?3cT*uGeG
z7Zal%Y`40!zq$IT&W?=J*P>>pNqhRG-2S|0{4NlA*wA?J*xcrQQPre@<;5ztM;F0b
z!;98dvnNn^pwWlO6MoTiqBuWc>bhD8n(NCix>a@N=1VeK?)<eodwtfL>_#IlK9knH
zq{s4LrIQ_d|8aHzvOpkaZy-xPRmk*1bm{ZUUp8BINm<ae|Gro0Qz#_H8oh74|7*kU
zYoiVhfbW5y&FFEJ0D0BY*#@q7wIvD%B}kZ*nDVX5`U^L~gY@wcOS4n8$|-vFc-?8#
zzOn}>V*x;4{X>org_F4VkOJMh6!9vq%xIO&eJb`<Rf&~L5o}YSQ+xN=8vIC+rp9WL
zB*wZc?*H?iN)pB!<PC9325*x3tX;jsRa{%IvHn;*=2P6%;9uo@f91!})Dokxx0tzq
zu}4{AVrZyJV|zzhp;02>vSQ-ncjx5iKOY;rQ_9=OgTVTZ9BG;SSY%2hT(l)mp*=pW
z4$nX1;TM%A$r`|WXf;#GFLK}%XyaOG?q0|~!6Yq=776${dX1Hh!-B~3VIg1F^n(!S
zOF_FEkK?6&Qr^3mHy~;5zoK`2<(o-O`;k=qP&;!EhK0lJ^2r(M-5mmB($kZYF%m*c
zmm}EhrzdX_dENt>v6&|jfK0K_Vq*nfQE#bDGcXR?yq6IfGk^{<9MypDg96qv4wKgz
zFh4&Z-pW?QPkm0+99fn|H<_zR=&MRVxm0wzf5u!^N&HD+5DVORTY&EQ=o*ruv7n%d
zYr0_s8*c8Udx_|xbK%4FRUD;W{9>b<WYzWN`kS9V<Y-MR=p{Wvqs0Jao;BbP2xV7f
zCIqA`WCS~{0va<Q;+*cSbkEg}|Lpf*k0G1qnl}f><PGy1;!afY7|#VE^ruJi?)1<H
zTbJh1Vojjz6!P`BMG(Rz7`o7AQqWB#1)kiD;452+^AKIsc(Rd8inUx%dE9T=vq!q)
z<*61zGr%ry;$;F4{kq+jEFPu05MS93(zH<_0K)o<0JePbZduJ}qFpEJ8}k6VJH?%n
z;+d+QAbXZOngSeRVmFZ}b?Q{In`6<qabK5s|6k4gWc9PbyJF><8qQpYuHiQvyQr6$
zih`bF#c|`)OzkIApKOV8AXFt1lu{nPn6cjC-2a7qvsm_oq|rH%b6U53A8d<?dfM4@
znRQ#yWSeAK;{sKXn0*n7$A5ZTuP>rgWv4$w3T;*Qh`ox)(w))xncI6?HvlmUDd(KD
zG^~ah(8<3JsMV;Si)vfQ`Ru*?hOAiUAn>z&Nx5LUIxyfzS%Flvl;)zt4<|AIN&&=<
z9@!@K{c??`mYYx3+qdp-0+I;WSD+&i{OB`8<}8?Qg{Z6ImdUfkTf;c6nG%PKQekS+
z?^9WPA0J$-J+&9MzSGsJ%6cacXFmm20pf6V%`UlugidM&mv`Utf8X<C?_+khXHcsf
zzjztc3e8b9n>G(N>N2fF1kmeA?eL$K`gYw;>y?R+H60<5>5!V709`YWrKDV9WX?3z
zqq>O~975T}?`P{?L8V_`U;l!QO%}`wNO4t_nkLoMbT132`Qy3?!@r1cF_<^P%!lpE
zsnY!QY9jsYcBlMkE_;GqgC8_m?1|nkUKjExcK|nh)zZq<JMU*&a^LIMIj82I4)Y&G
z36(A+pQ!s_-Bz@1>HF(Fu5T-~<b{;>O?Yx&uyc-$O}_K2PAsu&d+4V)(Hxa;?>84K
zJ7QG}a^GpuC-5n6<0KfW7%exWe<MpY)5?jlBm4NaB`e?LKOnOIiw+p0`nc`Gn2rLl
z5ioSG@+Lcp`%H9nbf)G{mRGBlHBMP~n>NVF$vsO*5QjW<;l}5=6LT6jwQaPtSShA+
zO#iZ5uY)Pe%F61ziAi!}Dx@VA&dx;$Lkya=s_r6%F59<Ck-R7J!S2?Ud}4eW#vx#5
zD}fNMX-WbT$M*TJJD;fOY@(_*C8CZw3I2f=x=dMv(J+u$0YwCz+h8I?x@%u+ElgTr
zQb-qx7bIc8xUn^m>h~ZxxOSZ7#h>9+6)`Y%f35<3<`SqfplEopOJ+L}iqb@}6=UdK
z)5C`kTOqgwbq;L`4b){yoO87WM%{0`rur*vr)tbshInbEX>@IbkHS@(%=~*2k0!{{
zrijO=G*ggL-tG3IPna91F$WF2|E&+jKE%_1$4cwu*8JS<(wzt6lDEP>3_Eei*Vj8i
zGWy?4@i}YtuM2csAQgaYvdiurJ2I&VUQOfdS&#vzCsJgjrQ0VzmONaelh&?NWZY9E
zV)`e*0zpfe_SGB$q$#*XMRk(1Gc)!te#kjJT|p5-csZX?<fdp>*fLOav4$SB4ozWv
zmw~w?XiaUCg7(On?6Yb491Sp1TAG4W>aJb8;xRZS$^dL2VDLis#eoqqn_$6*`|{;#
znF_d_k@kBwipAwEyUx%_kOd=3<ybTtd(h%ne~7UEp|XD0FkeLAmhO0b3UPb3&YTBw
zSdv5lu)eH8^BUfJ1`eZ<mDzTLWdx$c)dN0@Q`cvoaqN+Okbv!V3RpJ&ZN4gQ6p8`K
zRZcU4_$I@BTmS7CNR>Is(joJO--?cm+|bWAI*3$L9<rW11})(Dnxt7rTidJdtkpjT
zNdfS3-h3s8nXjamKdc)Ck@ZOVNStvpT3K0H5WapSw}gItrHRL7GqcFT$w;K@IC-{1
zA1WCKl$8lH(1}z;=4Uh_c(8^2cfS{4r(8{7jLvQ8N0KJ)UDqS|9m~JPPE^yL7b;dm
zTAYN@uKcjD1f!2U%%;Z2T}8yil-CV$@XLvW#oY*_Q#fPdt_rJykpQ9iP{FCmLifc?
zF>aV!v!(2rMdKSr*!kt-EA2f_bno+`nS^+R2pJ>`Hol99S+4puo;%)hHa=`u9e<`y
z%3%;l?#ftT&|Zns3mAn~db6^}<Wocl08H{)oa!XhUB}7W3J5!sPjjEi`kC;(s{PXB
z;mC-HF3<gUoU#E_GprSUEPS^!3Z%W6l4!xfmA2hcj|Oh5SccgQ#)kGd1e(^84UrZ<
z_MlAiCYuANN09+AT@|e^Mi*VvpvGVfbDZF-YQo0RDZipnvlQVA{=eHTLXU<xy_Z{#
zubxW{9+=#{(+iH#H?uOFart0LDYLN!qV9N-a)r5;)?+12`39q*K~dTYFW(#kF<^~8
zF6+(EQ7xnMWb+H3Dv)x}7Hif_Q&!!;AW{NQ+j;99%;W^Q?{BKAOc8)$cChmg>#u_L
zRcwl|h4}@;*c{~%Z)69Pcc{1*qPJ27m~vzu5W>>#4a+#V&7n3(8^kg(08N??4t753
z#b1-r{h*&kQzMdJVJdb4>iD^B#;^f?O<TP-&*VRwM7pM_>A#32Jy)J8Khr9!o@(tY
zMLYI2d8n|w{DxnSr{;88PZdM`RKoYKS-CSJ1thWy3ih~6sia7dz<wlwg8#^L&02M0
zLy*dFNwZW8LJ=l%4YR0T>$&uZH1jc}pXJORZ=JgjWNd*Q72ezGY$eiQi#_erfJste
zBiQc>Do9J{5sb<RT1xodJH)9+#lgrD+eC5CV!D(?c<*~hW?w}_CXE;f+;1$v);Pc;
z>sL+S#X2CgN;%#aGPgGchsvbws^FwiPhfU@m9rRrFN2;65jrH03@^IphNV;o45YeB
zf9i9y?RfZ7b5ql0Y+#uKLG-uD+qsTCypJ86USz1nW(oWZl8#Wk!I@y`xm*}Px5Kx!
z>2KbbdFcI=XUoKesaAd;p6Z2ng*nCjJ$8>&6&fg_tC2c+r}oUb)bn}Gb!Z9#L<$*Q
zBPZEnljeu~#8_MN%hGI8Q4N!4OE>E<4;zBlEYT8LgSHpKlamD+0r>U(o6XxSAoa?n
zaAA7EG#?3a97TVK6P1Cs*=lxN(igazRgPJO*eNB-wWEk5;DETe*1LI_;L!qvN1KIP
zb_t6Ru(tiIc)ZLWC%mdqzT+9PKl?t;Z(JX<#`QlvW^GFjXj>qV9RZlIr&$@47+E<u
z;^4@LTG|mk^7DiMM@TQ*DGl-j(QBC9u-y6O;T4!xbO7k#(b9h3FVeuRkyLd@Ln8};
zFpx!&Ef#t8vX%|odf(Zh$)lqe&Y#~pdvJgA`US16t+F>iYyt~PG~$>CAX|bYm*EcN
z>s4q$eHmJY7Yq#0ySTY!4EC2Cfw?wZ6{n1ilUiW$M9}MY*J=u(G^ks2fHPCAVRZrl
z!SxSjsnK(AKp`#xcQ%yIW5c8>&x22ZJl}0@gIt9G=Z>ETingArKeF{61m`u<PM8)B
zSSePSso&Xx4m}d0x-pv$?4I!Ne|(bN|MwWYV)Pnk2HiVoJkL)ACIB*Moz>AOIBjwN
FzW{{ZgD3z1

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/white_clover_synthesised.csv b/modelling/data/abingdon-all/seasonal/white_clover_synthesised.csv
new file mode 100644
index 0000000..1cfd6af
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/white_clover_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,1.763572963e-13,6.286214187971308e-12
+2,0,5.017349439999999e-10,1.7884223617312224e-08
+3,0,9.39067226e-07,3.347282955335293e-05
+4,0,0.00137830192,0.04912924651596678
+5,13,0.29935565999999997,10.670461821666716
+6,42,1.1429957,40.74181186077866
+7,29,0.9026590000000001,32.17506693370641
+8,11,0.21214977,7.562028462265838
+9,1,0.00130193358,0.04640711506752827
+10,0,9.817979769999998e-07,3.499595708385175e-05
+11,2,4.6327611099999996e-10,1.6513367595306976e-08
+12,0,1.259250311e-13,4.488568002170876e-12
diff --git a/modelling/data/abingdon-all/seasonal/white_clover_synthesised.png b/modelling/data/abingdon-all/seasonal/white_clover_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..4ac38051a87f966b1a9f6d6e9b8140e80b9e2c22
GIT binary patch
literal 69580
zcmd43cTiJp7cYwNA}S&_Kt#Zbg{B~&AVm=r5J8a^Iv9FF4<!Ty6&r$xfQWQy0tti?
zYCr)&BE5tp6qQ~=s0k24&Xf21=G-%P?wmjF`R8QD$sUuvv-eZhTEDV*WqkjRz`o=A
zxVX3k^zPn%$i>C0%f-dLxMw%`AIE}Up5RT@U&q4V#LL+~(7_kVW$57V?dj$3>E?J6
z0rmBB^MWhNUAZiGUFM{#zrVMis=Pexe||&G%hyF-O1IAvTxGBKT}wYME|J5Wf4f}L
zdmnP`;^NY~ee+S!=Y<iz4`KuBt;=I(H1hl?vh}UISfEn~?W1tWNv$W(j{g?SjDKdV
z{p9SkZmT`^s<~p`xB}(HdSZYbvUX=$Bls*8T`A(0L!17ru9hvTXXK?@R#?bfG+5dU
z)c`-jd1;-{i}vUF&oNg9`p_}n{~R9-+!M|HpTn1G|LFer+s)$K+5i3S-vbd3{(I>2
zqVd9i4xdzM+aLYUq1N!J%bei@uak=h|8Ki&#(h~ky!GC_dly?1Z#HD-V;Xi;mm~`0
z52&vh6Gv-lc&qiBXPHA=ZE3`<BK)hhYSG#0*y)D)<rN(B?;CjprYDSt>n{%&0<E0K
zE-v%4dFg|%&Zp(e+0<N6SGO@tQ8sM|WBG4RCV6~+ws-BqT=Uv&UjPZ3RPBfH8UNwl
zoe`lLxLEY<Dc?M?VW+}2=nro(q~g-om?++sh4YC#{L5JyY2iKYluB3xBTBY4-Y#tO
z+(GZq`C^>@2rb@7WAB2wt#Q5A7#`l>*QIVA@D1%Uy8K31Oa<Q0BX}btJ4RJMRW-nu
zU3k^K|L#alKwm*#+ShP4bId0Yy^HI+f!rj5i%WlFd$ntXZ)c#;oDc5N`{k9dukY3H
zolwT=FU78zs_~dUf_y_!qO4W#n|vRQbR(i&c)djU_HrXk_#fB7qGV+ld7`t6*1)#y
z(qz}k)y$k0$#^Zy81{>0!XgBiPb8!l4Bl&?w(?C2&0Yr#sI!Y=i!eo9zg>1+qSZSj
zhYTkDx#~I8y>25TdfEO71P7;fiW6Rnt06pxShpJdKP$sNG2bi5$`&_=%?}p$Me_0w
zul#u-Y3oG2r>D1ftzK3{Fgm1FzW3V$Wcbdce0Wd#&f0nEXuX;@Qdc($nU1z7{m!am
zj3R3`r&88uvSVx59$Z|@Z=%7pJ+E8-A*Q;sF+TEQCq`UtPLsVETj@#4qEc|Rg08Dm
z9en{ro4kpM$8RMyZJVM5{6xjH43P_^t=u;YOzvOTG0DB>Go6tdOGnQ3=7i8mE&<@P
zOBXM`;xXp44VgX1XlYX-S|3?u*^I1qZMAK+Z|zS|eBAb~G0D61^i`gI?(Cf9$_fu+
zCrZ@qTMw45_(B|E@wTFGXAz0=BJ{LHW{FsPN5C6c2$7@Ws{Z+-VN4ioq{dV&aIqiU
z?=V}2R<{~+Uv>5@ZhMDGyHi8rda~z?(@`#CIsOocu1;7Oo=)-7M1dtJ*Oar-t<HaJ
zsHCFrzMA115&1z(*t#@oxkY5{visUo40Pid|BZU)V(mHl>}Y*0v(yjKm8QO?agBX&
zK;{V;J1_Un&)4Pr$~VT$`R7<mO@eas%eV$s@nX%qT++?s@VoU%mhMfh$o09Lpq1ZG
z1?L9L?E(mNonlt;1>4v`-RdFZ5auShpY;YdOa4|dFV}5;1rSswx5g#eGg$ees5DfN
z^iHPi2WSF$=LdJbBx>zJa%{b8&uJC^UX5nbIAy6<8dLYsgNT-0*GQ~z*S3W1$r{*S
z#tfM0zWH>wfG@7=^YyZRCIs1eZG3;yvLnM|w66NV^@)S5)pYhFI2>MmgfKBVIU9FJ
z!YAM#SXJH#TvRpjx-%g!JuD;{6ZrG}xd>ICBj@kSl#XZ|wPK6=ci%)K3I!4tda_^0
z)vrBdWLC>~3>NhWnOpyvJ3;m+)2N?#Z(#kd=BxYP0MyoO-r~++T7Ul|#<zakzMeah
z#V;hohM;8A{;7_Xk@>6V(?fl$nN~K}jc(qI@OWC$qoI}5qOjwsSt#yyb8oCbIF14f
zDo>RcR9|~{;M#AlKne0PHnY%-zodMx`YoPQw&5fr%ceQ%hUGhzwW^&dm4>}*+HOTC
z_C~Abupem&HjgAImpQpxj^vcuW5tvHG`*;0ybwsKV1%-FSR>uugvPJGCJgA$Uk|L7
zp^C)mL1xZPQIlyXIth(2aMJddZFHao@b4oTyE6|@kv%X2?FrI^P*x%dF&aEwO<bst
z4P(@fxq+?l_3PZ{aG~VTf{kW*L>kGb#E%fu0>*VV@_HtU*?h#P$|JoV<EdG@+v=d~
z31r<$C+_Qgtciui40;pHKW*gYE*cBo8uIJol`RncCei6FmYPE%q7qgIP+rgICOT4f
zkcP1OouwC=|LkZC#mZ7jW_x2$%S2Bm>AEwl)GrT4sZ^c*?B_0PqI9)P(Ry&^i(dS2
zsl;{PFKT@H6!|s!3RXv&dE7uve!+Sl3f=8wPCl!PFs#^0N5FAlQ5mNb)57Qa3%<@F
zSMkh6Kf;|8KDUQ5Tz%*`HZ7cu%t<F~ZGafKe_PUlsD!*Po$e6s^17_y&|sn%yejio
zD{HP0GaUBn)hh>#mua<xaCn#1@8QVrAb13dQtv77a_#)$2l2H6L50{kI%ak4Jhl#9
zZV{R*NL35mI<5j=So9nAX%!-Yh@%i#%i3l%umu*9;^O`o7#RtAdh}#Hr!i>_^2<Y-
zthIPd@aj|q>;3!p!y&hB-TGbmMy@8mnT4Q@QpG^1w3lSM^?uQdV+x2V|H45DiH8~D
ziq6rLFoG;@LpS=^pTzk1c%CjbhwuN4rFh|I;YNmr>riLsM6ycY7z#(hAQ_AJ@87?l
zrf9IY{p`w|JGiNOdV0%B?)?`^;IS-_?xIlE^M&1ErTB7<b=zq%uew7+&aD|)Uzs(F
z)zfLGQKKaeO<J{elJgC($yGj1zr%1Nh!hN#6CDD_M(dGDGi+n+7Y72EEU;`Z`XY&F
zn-Qwfjpf_+l4|!eF+V$Bxul~i+gM>BKQYObFtMT5n1o`a=2Jew0}CFkKU4;YC%h7r
zQE9LiDXRW6zpd&+0*2`FcKBfx`^G1yVeaH|x45u|m3C=^VXxL0aXim~YZ+~<h0ps@
zw)0PWN6!p4WUj2PqV9+XJc^sHKwNe0&S-=EsRJkI(90&fJ)W(%f<SPbjvsH0mG`xq
zZz?apiW|nGkYk+mI^{<k+!P5p07(~eA<EH?Psv)1A&Giktfzt+OHdaVW{k$xOe0fq
z4dOs6qv4t8=5bB-_G*qqlQ(hZFY$G^Us(||7-hTtSxh~oyjJ*yDz&^X6lDB;3r>Vg
zngGQ%Zd%1IoD~q~k-x6z+Azd~|80H+tz<O`YOYnd^+|QdW=_Z17*M^8uZ=E$oog*b
zP|4Ly+kgSnbCn~Zs~vDkI(ys24urW38zg<<B6jSPk_R`e#IH`u&dF{1xlQdYHvO4|
z8ne{HE?+WyyN6g{l6N}1NxRFdc4}z8sEAK8^zzcNKQTT!&+&Xs)jM1B2G){Pr68Pm
z*v6kl)#G!SFC=^^3&$u*rB~^iiPXTE%ol@0>zCKm*&q?fE@{Trt5Chn-7rVE{_f?J
zMai~EYDJ^wDBYnh3xwq8#uwvtb#*0@=mp7D7GrEo1-0dm>)<w}$D)$tY=#j`n{A#S
zhwhyCQz>xbTDMBTT)&pL^!f9xIPX8V#=tNvXq*%Z+}WJ2Wv<WkG%>*b+p6>$TZH2T
z6KVB~wAzu%^pLrNoZYB}ilJCk_mal2*JvGycfai2Kd5Wl)0%8c_lC8(0Rq);IyF$Z
z8Z}sC86kLGI66fw5dNE||Fw|x@C&H?1qHvUU#A%r8vCeaT^dZ8Zh20g--YeAzX|2e
z9tgG({=6DFr!wsQl-a#Vs)VI5m)tSZ)?9fq!lCOLd&nNe`}xm?NIJ^S9E%a>$6#LL
zI{2d@>HZ5tJ&eU#T8-B8WX*6qKN>mxy8g%CONaL#5ZD=7{T#aT6Av~yZ>Jx>FEZj8
zzg$&DGb@lvo}8!Pyngdk^1fNPcHE;cJ67ZPo=P&`q%mV8(C+t}SGch-HSdPVNbbOG
zP;=xQ{`MEkoh{$6jjbJte9zwO3Lj3A`q9}1BE!ayw_?-yk_(+Ng{f)?yp?fVr)6y{
z%R)0fcq%#KWK6y0EwCKhN8l7~j6D6gjJ^BK<ZgyG)O32g(AB=5>_U7B_J^u>aVb&V
zwfiKl-U<iDd!Va-i06Tb9=>>@9ACOx;nI}`PmeouXVA^Qe~VSO+PPZK-eKzCZ<jj3
zyF4O7YtwlXFRgwSLhU3-o9~YC0GSCDFJ-vTlL=}A6l!a2?`KL&gYh0z7_!T9ESPA?
zWJ2vAmRckHi-WrMYr}qB0Sqb;WA_TC9kt(wvJfJ%6}SXyRGC9Jq>CjBna2x5Y>%?D
z2Kd|3!nS4?L)X#i2z5}$s&U(W2X~`}Z@)J6(P@~)DK!gYz*y0re`KhF0rMTJ37F?5
z4!24mWxDBL>T8?l={t)<N*7Kb(~-pWzc;CK)`InnI-94(0>YscjMt^?E5h=&*2O#A
zPb{<m=rPWvcr~am-OMOoDEF@8dc%6QGcLaM=PL-vi%rHp!bi*ZU!dd#z3bzb2$4J}
z{axcI1+~DF%!oKS{31lYtW5#(ofoyxs<D<d^;#P3&D<}kabp4DQO3CTMp*U|wgY=_
zfzD<&u%*|RWmkXDuTOq3c|E)X(&xYk9OaBM|BMRa@0cmLXJ4+0ArKypfQTBZbaAbz
zL1dzoE0cFq$|&u`o~eW%kz<Gkzs~FD7ZCi{g1<5T)-~os=Yzhr{}p|1>zq|lRuj?F
zbU^JF@7il7bBw)MNnxH^d&B1k_SkN2FWc_SYy5XZNWqy5+<vdxdaS5b4zF%FlQOnD
za*q%cLsST%h6x{&dCMCOOZULkD=+vZB2dZd$V$S8ukHs6Yo_gVK;fIJiI5dQEqW*W
z2+OQiQUZ$6+}V?*CqIvLq03qn#XU}6b{Flo?e5~YND#i<ur*g`fC^(i%nULsEcFO?
zV?mBY^l+d|1QTP|fNvAA6FyiLwmRB1iX7&Cl_^)dfYth4S2c(K@#&g;7;E0H78SN$
zXqQkEi}G<|T1<sNgDmqCGi}8p9?Z-0f2An%JH8mVNoqnBO!2}EYB7v+<u-lV4F}PS
z>)psM<TqC?ExmpKU_V?`R8%bStoVDW-5vfM8EtH4P!53JIXI1oN&gWeKA#Bgi7iZW
z4p8p^tLf6PFeWN<K&)KV`HzMA4b1&d1I_ze=R!#LDsxIn-fsu)@|zP^CzI?D4aI24
z%$H+kD!<&{oI8JhJ~st^X?<C~Zs`_-B2~Vx*lB7#Zs0~4Ub@p=24ZJ!YHF7hSX7i|
zZDy9}{#yJFvIFt!7l>chVny^%1Ha24(Po8<)9K*{kl`tH%|pMM&63bTs19@6;1*e{
z`oZ3zO}C1X*JY5;gM!W=3VuaX;I$nCDbk&D&qAmbs`Y<50}EYT)^9YG9``eg@3mz!
z#=`B28RnLCtz|W_LQtivR3(zq1ePEt&0rne3ac1e1tr0QsdeZWiXmWaciLyi^w|KU
z^5^{Pc~Y6nZ*}F6HP^StmA*D>n058dNeuR1w=gM^D-##272aO!Gg8_bLJZgI`7cya
zlrY!SY)1o1HpUW+RYrrHhR7wY;(?zFlii)W(!?th$49@!A1_vPS4t_y&%8WzhMVT1
z_9OF%Y;fKB%G?{XbtSVq2t*~wJW9AwQ2u;i;wu?O(79bmwu?naFL`NmI-PIM;YDGN
zC%R_tl6h@k5T;^d>_N)q%jNKZ<%Vnotdcya<fAUL$ljr`+e6=S9mH^Wkkdb;zFzc7
zL6r!mmW+b}*S`UF_!!fh(V;R{^(wPnA$Vm%tFcYvauVHX*B$xpLovMS?T!>#Z-=_y
zkeS=pY#V<txlHO%%E7M;y-grYPho^p1TRfHLmkc7Re73aDP)SW;Y2jaDVa89{~2TT
z&53xpW9--62X2wRs2e274YW#zFK|B*KDnZC4^q-iejM@9B`r9&85OHKcYzTCaQj-X
zfxHljK4|6T21o<A;~VdYi?Q`-y+gO{a~0zCP3ggP(-(GbC|`LOxI=zslap#d|APXB
z*tyO?8VlMw$BC_yf8X%MN;gSyV_#{GhO<#3{=uwuBH^=z>>8^C#Y8Yv4UhuLyG)nq
z@>Z2H-I5jSVfl-j=7$hty;3oydcMED@kyRQ)EeghMO~=~m^T|ZS1U1e)<C)Rleijx
zchvpnGQfQ_{u2V?QWY}($a5ze%86)HYXlwjqqiieEZZB_;og)z!HIYZ3PgtxY%lkF
zWE+0G>hxoOAU+u79{=0)?B(OHh^}^x7T*0sn-9oLGXBZh2RiQBVNk`ZF(`OzPTbQ+
z(SnJ>Ug2GCd8t$ALx{T9M)oedeuI2o^ouR{)mME#G-4@&htF(zfJe*o44|nln7Ago
zx+SOodA8d`pK!H8)W%>OR(3DBThLWGr3y7umJ!pT>Y*rXHI>497?ic>62$;y#7DqX
zR0*EUVFgK&_4&)A2pZCzgnbt!w92_&*B>DKD9zBXqFdUR7tx>73y8YNd-K`d8vL!y
zMjKPpV4Fl)*NDr^40V^z6Dnt_pyd$V)Q%ZgtPnhL?lpGdB7dd&O4}K^!glUY%3`>V
zZV$<&VmleN@}Q|SURODgv2fNmyrE@zV*IZm-sM*_Mb%qKekpTxl`Cnj$e6!fM~?fK
zujUl3{_Mp4ovy8i&uh+~A$%<pTt#e$FcymoG5DIh2sa&z#wAQRt58i-V{_sNV*`-}
z@&5DPK<;APvhddNg@A;CF!`Bj-l%Aiph7A`JD{`Sb$;8Xsrj_Mj^!97V92%%N+gM#
zPNaI?gz!(1W0P3c@uCx>e&+P57o+DNon;Q}q$LO+Tdx%5zh>p#$K3<Usf#}8E8Oh3
zptqUCT<j<@(=uxkH7nZA)XY|n9L$_Hu$(rZxo)<-jTN2f0)^vgQl<n`%`IC?rg4^+
z=J7YgqAvXVTMaHQ4ypK|N#U3}J+mPzY<u|*gA!?AQ;R4r4Xd<I5m3WvHG}=RfEA@a
z{mkpRSkJH(X)F~K&8%~nW`lx|M_Zh*ReCBe2m18U)hDjWYPPv|X82AK+R7U3!L<F(
zI87}}hmX`0$eB(C1e2^1lcCAUiIX0!tqOJ;8^3uNANj=njfd<Jrb90@kaZ0#s#gS8
z-a2))OViGA%#OW9l&i8AEmD5eGql2ir&y6|#a_1zWPYWnU~WzKwusnSPh2Tt3(Ht!
z0Pd+vZpnpqT{?3qHhjB@7w_2?1l|54816mY=oG6y74?cNvOjUenWo79+hXs_?vv4s
z<1$MoJq+!u`M)+r-k=+HLXzs?yFN~*Av<|>W$%^&%wVqnEv)X|wCi=}o*#s@a*w$6
zB!TM6hFalA(rKrxL$B2{DCp8jUfO9C47-|jnl|5U?;TusukVvwpK*Mhr!l`H22%00
zdF%o6Z~g{bR4G8csEsWTBH{*l50~*GpOQQwV`B-^YoVM6-5(sVbgPVVD?#YsY9$HP
zG_ZeFp-1K&G#SDv&N)OBBZ3fVn`wF8w!XUNSRyg|PHf{lB&{h1>KnS&a|d3%ak;vi
zZW(0<RV*m-suR2+G}~1ZYLlk>_IUNleBSTEa@I4Ej)(=%3;9WUkiH^yTLE?c6(JW(
zPg{CSlF}SY;;QRAW<l&N4{5XMP@F@(S!}05q^!yC906k7cLVTzaMw_%h1M_buV%!7
z(G;`OO@&D=ll%(?Z~kI3FHr?M=FlBrfp<0BT}HRqB0{gxTXdk7_Q>HXp9qEhi2~Mj
zoq4=LUriD-vs&wm9JVqkmlU`&&_WnRcRMafgXM@LhVHW5n4ffUjwR=H425b?PMCUm
zCdRu#_8<-Q%{0DlHK$JD;3(aDI*B(#)@l^HZiiYo4WtZL`|;SRCatq?UQH0<dSbz0
z(2b=Eb!H6L9JM{9S5A#7G}Zm&^;C%LeI}-B6-ohYpWWO)3KIM!q;5~z(`wX=Aj^J&
zcTHn^Nqc~o*7VkJx1+W=6*o{;ZvT0}TBg$@9mOS~85Ww8M$nM4l1w0`Cqk`=n8K@x
z9gj(PvonK1H`hKr{^qDAAFXo8&@KM5rF|#1tS%(GB3X8B;B8TH^mW2nI<`ed8YeX*
za)v{OvL45C4>VsXlfNQ!kebTOjGZ2FZv7IJieK@kjjAu{=))Q$zan>ZB9jJSO`+6!
zu};8$OS7tkqgNt}6P3hbY~l_0+oBFE7q=tNtW|{rmNI8?dLXW{$gI|=yi_^(jLgEe
zfVo}&IIlr*XFl{Jq=RyoS6AA1TV{L!fPwysiywH$Wy=OrP84KK$C*F;awAce#;ZZ)
z$9pe$RRxahHRl;Zvq2RU7AJqKevBTt{e<Vh1)p?K#qZ)0`ge@cfbi^sYLfWe#OM&S
z!B}4UVgq}pk+1y7{cD;1DA@ZL?^x(JbN=riyK556$}mNOS2D{MqQZ<<xosM@R}A8Q
zm3zxL^+kpa_zYUQRNKFVJ|gpJ(VoV3JQ9~{^U#*8KlKy<G-S1?Rf|V{Flr6(s8Ise
zRtKB6YHBVqYxMc+j%wN_6d;{jbBmrNwUVa?tfgV!_YzbqMcZX9oKUXQj=}MArbz=$
zN{N%!R&{#UJh4|WUvzZ3a<DPUyv({rU7c7<)6QMB@E}DDWocn$G&U3Sjav|rmKcC4
z-7ibqdT6N>3}!(js5B!EN)vVwWzbv9OglZ~XC%?NUu|lsWV1n*x@oZ2kROux4In%+
zZyYEM-&S@EH9PjS^Ls*!uUeyex*0LNV=`6@qwp=0-}LtVnwX11*Ta;38*3}cFCze!
zOWgdJP%Pwb*Uegv4d4GyEA<U-B{JJg_=h{U`LltYwYiUp%F^|zcD9Dyy`5KR{JOOV
zEHnBDCuCv$IsxbxTu)we)S`T2Dw-3T<t{raO~{;Sb8mYd#)aL#FC~?vphA@l6boSi
zVlqLs3|lJbPj_&d`jreH(P*~N?Yh!>Vx0Su^29>BG-m&TSMqV;+vSagyrFe^FQNrH
z))lTS@L0G;y_L06epR~n@j}z{BpauN>RiK=DeN&>tGsf(>!7GtNb~R2gKx@*ZyIDs
z<(cOxem<WT^qqIINK#g<OP}YNvpK2Tj{i2<`<oTKI_LIOw&8|7rpXzN6MR0(cZ;xt
zRZSP_cwO+52$c*g*3GF<^WVs<=))RHhRmG8*_tiYT~osq$>s2-c&^B*E!qkwBi||y
zFQp+DeZE0xJhdv1)jmt3tG=`7bJ2+^vkwC-PYw>f_|tw*=Ao$Y!IJ2EYT*mo6#}pW
zsn<G2adh4&)Ir=sk<6l)5e{W3@@}u}yuBp7cp_rpxROxE!OA}jGxGN|`Lz%S$x$k5
z0m^uu#-lt;iTp&TVD}3GW*ledD*h13CTj>E!;<qdi~f0HDCczZK`lPW(u|%~lAKQc
zyrw|7RG8b<P~%M8%e>V%v`$9jY?;OP%WR~-`m)Lx(McrdSP#+aQKeS=JM3yp%u|~b
zgWAfV<W94Ar8Tnc0}d02JfVhL2ndQlELv+uf*}q-oM(%1qhCKcSA<Y$HkRS5myR5(
zXy8TMli^YY3P}kwBz(HAhOAs|vwV1Wz&B?%2L5U(TS%Y(E@Z?}y3m1UNC>KE5Ez{~
zEWbLWPapc?WxCgv;<L^@A^aQX*Nf*Wc_pGw4^<AC0O%r+*w770hn9~2=Dl6qKn*{F
zc^qp)VDB&*_~zuT#Pp?GdvRW4TJ!=IwQ?HAF4kw>Le~(rxwLpUxVZ8&md9I}fN-==
z58~DYU~fGqCr7B73Zx`DY`E&mf|Cp=giFQ%8nv?<|M7Oj7wAqHho-0qSjQ)&)sBB9
z39`|{hwm{uZ-nvv{r!!w%54w_5`#uRe?Bn=O|mhY*r9*!NKs*&lad0o)cV|j&Z3(0
zuVaBso4^s%KYo*dER$dPh+@)Z85)2qSpk|6x^3Qrgw2sxSFdk#BF$gu1nSZ+O6yjy
zZMv+LWCIYkB4C5Drl!e6C`+gYQ-46s7D$~Dl&$soX~5gqJWtn@mL{wlRIQ#ocP^)m
z3L}><qnK12RAZD*rJw*-+c!K7L{MozHrl4PhLsk+v-yxwJ(KljSc6_$m1GxoeaU)o
z6v$9DttYPgKDJNadqnCV`o%Z6SgPGHU>-w3j^JN#Lcyo+fLngO_5fpB{~eF-W<I0G
zvaG{d>*vxi<&2kswG5{&yE*}<)|hpnqenjk{R$inKJSfM+9He!3LL+B!IuqK@P=lT
z=Jrz4X(nkrh?Wg*kO{U-^}cl<*yr$3=J%~!h3WfH^c`qwp61SmQ=F4M(TjEr2crx!
zfC`fkQhZ^4xSVl+rrME36K?>5-k5=W{UhgEK*!-vGpNJWWfb;8Sr@u{H3g`^WR~Fy
zy_Ei}@@MC?ck9_TF9S<rE0#<Xubm64gH-!M<5p)%nhr<@j2UUN%G>bfHUXvuOf!a3
zVjvq_x4dmE9caK+tu<g0-YlpDE?SRiFc*#t5qEaT%)E_&skSq*Yo<C54w*FY6c?8R
z`#M{?=U=ggR>{GZ$&3se_AN{tUGrJ$SZ1pSAhMyA%beXEhdAN)>&he^{nb{GdW}p)
z$Z&D}iMs+q=4FEJnsZ*|{*#2I(xR(kx-ii*Nwy&c1g$Nw_y+(F;VapN?UQ-ara=6p
z44cC~Tet$dPy)>ju@sV^ILG5He&j(-AuN-WnV$+5w-_`U_NJ_w+rm)kxikXSvM4tb
zddSk*2*`mpxgSQxr1VPuya1DwN8l=aC5n=jmMs@-Zx>#-K)iwORR^;qC*6!qmudQm
z)ss2Wrr;>s*X>*{2i9jw_Yblc$_?eN_>IzhAP0J4U}_$Fc(<||4!UEJ`vp2{ITbT-
zz5JdyQhczo{qZ%DlSN|808a(c-SRqJwRro<dOWn*@<*xR!E)E0tiz&lEta}tV18{}
z;^jzJ%4IGR$Yn%F#Xze>hu|Y2j}oC!OGF%0*-{u+Z!S~#Q$eEmKml|I!bT=zB?`}Y
zipC};d#)dVg%j>!@3|8qvG>jqJ``ObJgfZWP-|;ZiEHtLRaI7Wk)b39Gw##F-Jt~K
ziun$(B_})W2>RuWrwM)~r~V+eWyO9u*UNV*7*mI_zYLM#lzCT5Wih&X>Ua{&c3|th
z5^6{1djy}vjKa@)eCe<IVo{z%qm&*BI>*!j<*+VS{2@X;O&twgB-hvk5^8rte&nsE
z*bo-HUe}*rs6Pa^2z8Tr>N{E&EayQ+ClBscoA%rU{E#mtYx(0dY}{cw<L41HKHsJJ
z<sls@mFS6P10(hI4}|=3&j2UwN$Q4>yo*EY_Z>4*iC-<9T<sVxvT%*`&PST)6t3d=
z=%%T~4>U^_C!<d=t^kDI=#Wz5jvTq-7g{!vR1><nvX2Ej03~V?URM5OE_`xiYYzp(
zQC?@<ifpmPNi924QHkjnJyyPds*>R5YEQK9>G7oltH?_|<)Sg}pUVBi8u`SjW&@51
zB#U1ZSVvC6Ep>Bvb!7d@mCxI7{3Qob9De0VRr%wehev!`#o;8W-uw=|B+e<fC8K(I
zz-Nx@>PfOzQ|=-Vfm?<AZc4D?Txsy}lZ~4{fbZm`v~mG~T;VZt);KQ}@k#35M=fKH
z2j!*q<NwFO^1mGZ|1-1b#rX65HLOKYKO`jNfE|9j<|5}7fq~``;n%PJcc--1KwVDU
zaEiYIX_dL~DJdz>!qnLKci2IjYjQoW#t*0d@816Ysd@~Bx&aNkVrA%Y^xzeF6Mvw%
zzt%}n@j^6MRk#by=AQhg^_;4Yb=Hyp&6~-M6G^*xcK4IPZTugaZ_Z!u75L8+>HxP8
z<4Ej2e*QPxy8gebZs%?JTOU4rc-ZLbe=R;*M=xBsVC?Lii&z{k7#_B6Dcs%;Wl*-b
zd!B*^pQHHb85){`^f-Wp8k{?KPN(Mje<$H(RK^UDnG;e|i-SZ2z8(J1?DOjWI<;zI
zYO3ZW9Ppbp{<DXd>HmEgt!I`QjgeWxXE|H!xRU#q=H`vh!e`~>yIA-2^j`U!9E{}r
zT%XTH85#dwJwWxSnoqT10BP_@kMe(=O((y5Zq$`#xc2253U$>z@vhq)l`RBDbRcj1
z{l|~Ts_?}&wSzW{)8fb8?%4k8i#i!aI%{BS_<(Sf_ld=zD=nZCjf_is9P?k#)1jls
zkL3$m+Ho0+XA-afPkWSc>&B)3&cOet6Y2qskSJRN5QtLHlD(4GsP*jZ>>Ti3a7;9Y
zsj5l~D2^5B+}X3Pn=6w6qoZ33^Oyz%3jsVEcWN$b6?0fC&MRvWWa9$c`jA;p9eJ~}
zC;QI)2b22`K-%Rnf^Hx#)BwWjk%h&v*<9{?m-lBzIH&c?ry!<g-X=>c`FsnZcFH~~
zi@qu_-}BH#V6kZMt=R3FV6G?oY+Li>DOonxH``s`ov0u#Co8(lZH&j7+uEja*p!iw
z`C@(G!|_bN>h``<onfsGP`19le(#ys8;5)7-1&C@TF5ePVORJ0ck%hH4KfN7%zyKf
zum(p&V1r|Li~Q23s`KdhEos?vuWWgrg!qY@KeBB_X{3u?N>53dkLno%5#bzNRLT7V
zNTP~B7&MMmr+@6cv3d_ouFPpFuQB`b2MO>zLR*(nJ${O7ThXTHH0~i6=tP$ye<o>%
z>&eUmNz6D9b%}MstNoeUd?N@7EN2mDNSZdN^#QqeTcDPU8ktTox9!Qe`Lw^pK^y3;
zKX|Q)MV2Oxn#gE#JJbNLHK0@rfg&8RIBa=GBKS)hkQz&v4L~JT1v$@#YC;(!J4FnS
z)CMM5GS(`HwthE<f#6nXS?0V23`@h6nc6QBw;<_3fA`|L1XPBNC+J{@aGWXqOMjYd
zUhOLU7V<lSZ_X>6nL-f;JKxWLt{|@lVI@{{`x|hMJe>36DSi3xiff08>MBoQPkS~X
zH9i_(xV4TJ#1fZdHMZJVfRgS0v-;;V$j^&7Xsj?sX$x3&=D+jHKLTZGp&>c{!5Q<E
z{>b-*<`_9F4Ul6+9I^_q_Ng4lNh*-c=0<99&K;j}UPy%Gx8dnG=yeTS1DN4=;Q;oO
zu#1Xh%mvp$`O}xCj{IK907&VLT-9&xoZQ?wz>4<+5_TSI%cN5aMHQW0K{Ruqx!kmJ
zf~^htoj|Si)XaS?EC+Hfqb3Hh*2Px1`y4|VM;tzka>R7ek$@}eFEBYz+>Jcp!3JIh
zOJ_Tt(r5p9>~bHMN->0`s28fCeV~Mg>$WYbJ_cy)U5mJm+jeOzI;D$O6jbtPAh-b@
z927tEKsD}H84Df9s>ueq?lR<mZR^*e6v4ulmD%X#LX9A~UwJKM3s(UZ+6(f>`U*i_
zB-pyp#XZ)=G6RTiz0dX@xe6b?CTm+~!6~Wuy&+Gop5XsQ9uEVx^5T^uGk4b~#5CMB
z{>1y~8Y8?$vM=YVXLD1A{nCM{22$f+;K2apD~;?Bao-By4Yp0z?Qfu-_6GvAJAHwK
z77&&}t^7Q{4k*9u;ho)%y#G2XKg@<J8b~56k5ky;W5ro6yE39IE_*Q3>MpVBu0nMZ
z(BtxkHnx+~<&qwL0gs)XYsSDx0-pt_Y*o$<dji)}TV+|NDuH*8dLrP=l}IHa{KwId
zNj9>=srA6*#6&(&X+fw#zG}r~PDzNR?Eu48%|ags61f9Gz&?f7RkqO`XQ_n^s?05I
zoc(ykNq^YZ%)Xx>yiUKuaTqFg-58HzavTmE-vu}!2t2VRQ9{g_wz)NrQ36#jN2KS~
z)wUdTv((;<uxOg#6ag1ZbY9pBtH9iH(Hcb}_555)_ID8Y169*ys#L;xJY*s4>)dp0
zj9K3r_C+J{Iglyynqjh5mHtg#V3CeA{-T>9`=b)rU~+5L2dx4CYgGH&;hLFXKX-}p
z;}Q2bVHYKh;@pA+o)XVq;5$4@3IpT&0%gtL7IW;%Esm7mb?B4mak<OxH#_U<ZioXv
z-{SQ*WxtCOxJ!zR#V&a<?|r`30|U02qWACh?_;4ThvWjS8z+ISj*AOQPB;?Q8%3^>
z<l?ej>h&a-7YrXL-QNj@zh=^`7$QU(1lX*EF*{hC!h|(VsLSIwvIxdNfMm}p+<{4o
zA>c=DKF9uy{{?8NMJerljPZfHvT5JkL6Uno=dsM4ZhNwS=yIU+F8iB(-JWI`@kAvE
zM9uU4Il|}&$eeLRE87OH<tM<s$OXj6?3=!+qk>#qPVth4X*Wo`yxQl*_DzFq@Bj`+
zi|N~j9t(vIEv%TO^trz$@24ilxvgtaTcxgmsEr#A8(rD}NyBZTElz0PQWTanZ{SpM
z3sbwOs&acwDpdd8z5OY&$H@m$Hhyju%5b2VpW4CL4KE?iI2<R}KbMlbluUh?=Af=0
zcJLprM~3m`k5#VLUrO6V6r_DN-aNJ3pjMY8Cng?tAy|iEEp8^#4^$=lFT8sQpOQxl
zf4Vh|%f372-tt<A9L{DL47b8nfXVR!c~Q!6_}(hr2{1FcV3nD8HLxl*0IDO(iTQeY
zp8g_Y8+23YCwD>X3BPFmPKf=WdmQ9lzik7rp>{C!7|0Wa9*{%8g(bhT^+uYCI4OMP
z-}C@go&Vjbucx2?NS?F<a@@TxZY_b*Q$1#wvP+sGF*A^y`HkmIwWgcbsjXydagOH5
ze*<k<rYm@3NvnV<Yf;kJkqhq%Y!XoUFth_aY?x-4a?!A}7moQMY5BV6&}AF%Z@dw|
z9{DYO<EveGlrlRimSr1%>%0RPS&(aJkvT18MuKV!m(9=jN9LP(l%KBC`y$gV26w!`
z|DAg|@;@=IKiB8ej{_?%Umo=j-Ao;*xuQ+yI(fXGI9~+~BOgShn6l8di@hADkGa9s
z4~7pPA2~^CzNNf99Qm=O9so`b<l~vAALE2oEEenk_tp8`b11ZRbuTo05fm3~tg^B)
zC13=@d6qRGn|i(Qo6Z0Ln*iRgCQ;4?@;6vEg9*Z*`D{hHZ~H~KSunq?2C(xwyy!{c
zcw{+N<w7O*cq!OWNhVNpk2gxR`T-+Q&6Cyl=M4PWEQSb)!LdSvC|=m_oT1@(K^-iZ
z_5h+DPr1K|*>mT78qgdTRSPuh_i?SSslv}a%9>P#Cnqbv>alc5%>fn)8%~B#dD7-=
zo(`NcVLO{HxG`E7LyZG29VDBalW+@t+6S&T3!K4;5;?FSs@p2JpjAOrzIx&?C#4_1
z5mX|U3;$-qk0<|Qj7Z_Vsjlo-U-2z6owc>zcau+iVlD+zY(j7ZRy?%WcN#RsEUF$4
zjIkZOQL<0_BEJaB2uv@xN(M$e;17e?JStRi|7Pn^Tk(xM8(~)%H^=)~mMgUR(4DF$
zWeJytfQ4=(%&cquYa!bA-2Nv)S{z8i)t->}{)<Ss`fZo}3l@ubQZVn=sTn;kEm@n^
zF7e)+eus5LEeyx<WV`xI#NBc4$<nC-?i8CJxdS7iz}hn+vnK3c-Z(i1V)Ee%9d(rv
z|9C<TaHG}Mj&Z!dEE%ois%mu|x7dJ9sEXDnNQkSzKT8>YngA>ENs&N`U}|F<!4(Da
zsrBGjUMtyaZj92O3I7@@vFe4VuWI-I`<Sh8NzJf2+t6hl0ddtw!1L_)?LNP6C42<J
z@o-CoE`2-AC}qhgu6>EW?~7RnOq98=FP0;InHvec6xpkh-X$`t+Z+!dN7WcGPCbwz
z*O4@@Xcw9lpB_2-3_ykRF$VsB|9xBA2%@Xntj`I;ub;be6Gc%5C8vLY*T7wQBb!q+
zNrF`jwQx*=te6FRYhGvfFUrv&_>`)~COWuot<9RaKf&aBl9RL9D4c#@qO-gCeZ0c)
zv$cCyi<JGpyyz0cm^oX<%VsVDgk*xcA@@9?Zfd|;=56L0n2!7sy*E$G`Xott&llA)
z&EuYYH!xu-k~EeFPN#+#^Hq2q*Qn*?I(S`pyKbw*c9D<kuc-Dcz_G>-@xr`3+1fSA
zvRLYm?5%vA>_@mdAS^P%ug0c<P6@64)0{f|$v(^EYAb2nf|)doIG{(H`^Br0Kbzu|
zlXO1;kFqf2$IT@=G5?{nT?bVS_x`-h>9NS#`=6gUWg=2Em>!?r18B^IPsS&U`AJp&
zk!$Nbs`HJjfY~uwADJ6joT?p7&yK~27k@a5kL3eD?Egpe5xB|+d9T<5pMsLZ5^j8x
zJSvcP*=Vn3U53beNn^+@bgf&@51SB&72l9!;HwY*)1}cqDHi^QPFgJs9W7slwpnNz
z%2!H?Sg<J~{1rZTl<W6{$H~9-Zx;uYQhgJjZtM4E?_Qz#qEnO~g?B;{tvcIfyVEtD
zPfLMo-WK^6@LZt8%3mzKjCol9!T4j|osf=wMGee8h@sslJtKgjPP+fw|Di=nG(tZV
z6t`G<L#Ga%ErB1oGAVMjmjbTya^Jsz&^Y(|=Ty_V%xA+kHPaI)p7~WGt)I|m*8QLF
z_#8Rb@$1*46lK_lckePl`bwy#@ypj`oYIcEaORA*ETp^}>|4x5liYqwD=>XoKk1R>
zUq`MeX+Nz|CMG{s<%Nf=l|3hyE9Old2ZPA<=)v$mx?Xk5x-d{R4ReC4s*Uf@b6dca
z;}7;_4c9El)MyZGZUavzJhdETzmuPS=}Q<_s3F8A!$y3q?Ue2tAP8!HE9*p~DdOW*
zaM351UcG6Y;h-`RyU+&>n;l;5!?ZW@`0nvoO*H7Gm;={DM06WzY~CIVV-^EjuXUq8
zz!w37aB#Bg(!Ie8lUwgE1?Dv$b^HAsUTUh#GZNIV5n%`_U&t6{2-4T_5BQl&=cahF
zfz^}aN6*}0G5>W9`HkI?MD??FfU7<qRCs)FNsZ7dblr-+$Wc&|x_H!gfHQj>4b0F|
z7^7Y*-WOE?b~?17s?-mor%OV1O3-r@w2wWjlM(jdro(ed4grwwb4Bu4J<yfQL6yR(
zWgY^Em%OVVgWqbGjTKj`Y(~&31vNG@gsp(%`Jhd%3`r*4sOCKTG%EeF)?T6dak^>m
z3u60-<wM_xS&M2)*ADf4u25SeM<-PD0c+L0<jW3`9M68h!q9_)f&zCi6=1(-bFx1e
zqc6bZiFRFGC)(9szb}X1aMXF@>e;t4Nw7%)0J$3yybUD!>eg6Y#EBvp!rI;HDnt8A
zi@&`;a5ja2IUGK?0U&WwH4QY6e29<F9xS#hG|Bt@&#p9J0NE{Z1k9-IJ;(&6CoTIC
z%PYP03#(HGxe?kY_ibI$E)HL#SrX!n6IP{W#6+yW(6srj@NgGbfG1IRmh$2Y*xfsR
zU)T(sAk!;W0koN54rp$BzZFxt50rudPCF1VY(fCAU#uKsEe3v4@v=?D5u{+1T74sd
zV>Z)W0!IbqC?dNngsfu%b}nsP$uB7}PO?EH0|q@87;;O7S?1_97nx`LuRn2g@K$n7
zKp}@>`SJFt_BSv$j&WVnea-a|4;0Id?p$2n<3>-}q5gDh_aYfxeEVthJOukGOW?SH
ze7aQe=edTy<`+59%Dvsv!*gtLqIr7PNCv?6Wc+y}L6oXp_;nP!txk*UrAjdJ%QEh+
zX1$cql+Z}!zp<$I=Coexj;X$$$rlvJ@^VYA*_v#CXlDCOjAXGWkXS<|6U>KQ0zPy}
zB~_lp@_rnD-f=xX$$Y^&R(nnR#BN;<^aXN=38zsg<zB%Jz@+&$h$(wo%xMUps8G!o
z+8ce~*ugOR;5mcDs-vJ~;;E#9qu$j64qUD0Aj@H|?w?4S0pw8h00mp&Oi61DX%K$Z
zo<>iui)~k{70)wlqU{N5Y_Ck0Id_8f;Zuy7)lVzo>J-$tS5N2ntCMt%Zvy699ZLs7
z7ChKVz3kLd{Z=|WYZp~<Zin~Bg;Du`8M>^=Dho#=&^VK_MvT1n>Q%+%Dn+l@_dCeS
z!{+xdW}gb~Wyt4y_uUfuyc+f4J^C&ny}TR7LRSqL=TZ|Y)&4v?qW@3TLfH<$|MQ9S
zsvDCPJz+19aJ972(zl6?pLsum?K+!S*egX-BA&&FBR+d%r`Px|$3A|Q=yb5XQ-Ee&
zaGzP%da+P2yI2y?Z8k{iXY7VWF!2VZ3msc=O6o<g6+O=|<ErzokNICyISDHLo|VM@
zV{5L-=)t!SKVU=LOLUR7ryOY01|DC<&o^X5{tzDyi41k$-h8WXsYEJHM;Ti&g5Y*~
z;Vj?keT>1=yj=Y;U%KFaH+xplm6aoOgY9klOUZrmnQi)`rq2>uJ;w0$%<rA=KYdSD
z4fraC;8Z?GMbTckdO$CI0>;k!YSgP7#sr#04nw3HbJ!8FOn0E9hXvZvS|zfp0DhbK
z<bn42RuCP%Up(k{1pGpn8-Pob+;|{r1?X9VW{v<7wuN$N>r>Hg51<qcj|T#t<&180
zHw-r-e3x4hjPYBK@th=E$i$9t1~4fShmAeObUeC9*>?mvAa0A}@BX{#$>xAq^p}YB
zcxnR(uGL|~^~k^i%+J4y09|;uy3BNEhO7^mn+ky(;){WSr5w2K4CvKKso_e6*NG=Z
z+NB07i6`JQ)#9yy>|k*mI2fE>yp&ua9k2=e7nmG>9RN*>)+Kn3Nq*#nQVVJP`Tf7*
z?VWomaF)p-PQwPge%*|CXV4CDuQ(T-@YbRh0gFRXuTXDX0XGGU^SiQk?ZrG_SGilC
zKj<6cOC!()7}hOzZ(2q<Y)YW!d@Ya=g=TBFPD?53f<Ws&3HZ>xNtfCW;4e}QJr@L=
zE-6HZ0h$Qv{GKePlGw5}Ux@i%`Q?YWFx!UHB{y=ttSa<}Pf;NvRkFe9O#|f)eM_w^
z@Y*Hy+3M^Zb*luBu5-sRiE=x}bKV(?ny7HrT=FcOSUq31Hh@)Eb-8;N_3)7x?ccq3
zKTbm~Q9U6!S+s4ga5=gsRqTr;JK)WvVZ&dT(bi_bIdPvC4JY)U`BTXQtS~@w_yd}x
z_N29C5skxYsspACK2zVa`*qoa9FE6%&%N#iXch}Fid(=zPQzY`y*_oUBVE%DG-3G@
zguN+&cI>l}94tn#Pq`6{<#1FYGiw%H1PPVvBuO}_)aeDM!Am5gyxK@+$YWO#aDopH
zTv+EW%Dj1>5L2NLMz^T+jA#VLzkBInTLt`5oNlKG7A(@0{}ZI7H!?){U`57Kmd=|s
zz?0Q#l>E+ICO-!5vx$D;W92BZtFFJv?leAW6Z@NvV(adx!y#zM6HY1$^!WffH)~tj
zKtr^CH$--e-)kvg(S?N)ti5|A`ncZ-zq2lLe#`M5^Toui>sTIfMtc53%YTqP>;&Q3
z$j^@P#SkL>5x-=wd7=(34qw1~lH!H8D_XHcs<>E6|2$~$^ue%!PK?kCL>w5Z%u5St
z7f<PptodX6G%$=r>!yw}hsly5wH*noz+6?^h^aS|x8T6Pc~GPWqF~?dDgu|jNE?pv
zlDC_>9<+dOp_qiS0L$sq+Slo#raPDiG}Wg_G{7%JaRd3K<697!ZWzmR`3iHTaciv8
zhOh`MLv{S0l3F^?s7=wy)KF>KCvz)OR*d{^62TpGe|mxbEuFBa1LAX)Ko#eO17$h2
zwkuY1XQr|OKBBtdv`DTXz(5y9a0Pj=Av~OMq>$4v`u|cy9x_(=_o0|$tOCrutYl5P
z{1lq8>8vrmIx^7AUY+QEEuNI17>Z|-chea5M(Of?uPFZOg=2gY>_()<I;^9;AVoxE
zJgDJcsPQ^+{2>rsKu-snSvpy=j~|5}u_~mmw$y){_lAby>o9X&ZkmHrm)bfy0yGU0
zWtMaD@@l*Of}Bma@$b>W15@n}2H5EvpjoJCH1Jy_FaFuHf5vw4oiKK!aI|s2JNu{4
zGZsiksyOwcZ<m86c;cWqrgh**z#^T~xzR@DB)Qs=MX^r6AachBcV3^~0Hh-i1vJu$
z2O>eci+(u<#6J9&FK5R%U5$?^zmgSgY84d}LIJ(De>kk|)QhTC4pF0D?(id86c3E1
zA6(<tvs<?^L9-(|99#l~!r<UwJRnGvOW>^&94ZzWtu3g2^`Oy}>({U2ff(HntDQ`=
zdVQm_v{hmr&R)laQziOVflO6Pbf?H@m>lX-XMCoxC*qCdmTgPJfK49}N2x(j=jehJ
zo+NBz>2(gdU6;4vLmengn)jLy?BZzqz%AfIp$_kd;z)kaO@OA@`VEd7KMXo@@GHd}
zLq3cSp;b>y;MnJqtiiK=f6h;!HhHs3d?)o8J6NZsQ6x<$SdLaFc_YYsi0G)vaeBu&
zEe$!vR#Wc8O4zuoT?*(Z%(j5sbB;dFjB4&}Zu;5TdBC#_>NM6oggZkwj7ItOlsb9;
zc;s}*&*=~n)Xf$Q!Y3-+_iX&<j~SWj5Pe#>*l;HEln^qblh44V{%n0%%!Kqitg@aw
z(C4?3;hLH0_)iTFYW?`j0|L_|c03~%H3J$TAv#>fT~M#2ow=@zB1OO(upSM_N`G1V
zY83sL^gQv9oAwu3Z7T3?`fL7(Qcedxgc{IYGQ1QFV$4D|Xq>nQOnnK2l^YwspYl*V
ztE%1}u8`>{FMl6zVEMz^74fB10mW&Tu&%T>9XdD;sQum+u^Wkh+(>!AQuan{5Vrb`
zW8%Ee>34psGMW!)0ZiMtg>!EGAm}{&2HhmRgF9W>?_~M0<vE_-YoS}1aB>FpAJhcW
zY#*mUS1l6@TiqQX%Gn(aj@q-b+C5H9g)npy&<E~va^pHklqBdbAYk@`#u`lvDNIs@
zJEw^_$zkJ%nAf9xd2Kryr^Wg-p<7?>QTak-DbuQe3#pz4fL1rOTh6v_NE|sI7z=eH
z`vilI=iyEJX%|?@s*1H0=tsU!!~xFo$PN%Ts<2#i4OQS{e{+KfI?{hDc+08{C}dOX
z54Cp+(T*XDte**#;xadtU)PprGJB+?Jfa~b8pE+Ucf<_dFyO0lT8UFIFBwdupO2aO
zcjPz_i<@fzj6b3y(Vvs7@G$-h)O1huCsa)0{a}SEd_eMAyQurvNuvhM(-yJw1GCaL
zTEbjhu>yS+CkLv0#{EHk>i)YiLaxgBr?GH9)?tBPSmr{nLnWvG$>sI%Vlm}1-TS)$
zyJBw|q}=rnccQ6-c50L19@sAHBU@F<`$sJ5TfOT}PDYC=zP^Dkg~ST)p-cTOxFBt0
zU!hoElPKIK^ETml$)73ZXR22(%#~KXu4s+=L@^Fibn89KphN}nNqOvdxLMu4WJ?3v
zbRx1$xg7shMq)yoFP3+!?(l&>oqY1gAOowJSw-bh38<2j)dTw~{w&g+n%J<Ef#PC0
z=_3xW`To4+T`B&eH4~OuBmrA)%&V7|wV$gf#lQU7=xRz*k^eF0806*X6mYl*ABj3+
zT6gyfAPZzZm0vh^OnjiQqTDB~oKh=$bI$ClUxqc`j=t(j+V8C`%U-eRd7`#j{vD6-
z+$e$DwX5}Zk1X15-{X36lE2YHT!;Tz7^m*{=uRxIoCM02O)lgDq0N(sPAz;oYpC%!
zTZ`(lvGgaRTJv=o7hvS?^eFuPnpM<#HL-ZMbm4&$DcCH$bR#xt*PNj~RK}xg?lZ)>
zc;Hw?$lFAg3+c(|9@2`1Fd7Qk0YNI@)nnny<&a`CX@w6&Jcy+?Jedov3cA{q8N=V>
zykc)w-w#|maslUQiL~bb3h5?GUBoVQVnK2|DtXa5^uQ-?N<A#IwK$g)?7?zWvXCVV
zD!i)qbW<BM4B-AQK^yXyo;((WqvX%ceJ1wEIlt&Nf1Z;@`Q-%yc@=Z;=j#n}OV{XH
zqK$h`2!9M`-C@<MdAGt^1{=5XM`d%MZ2raW9j=S@)gOem?afY|!6YDH?{Zm94fqAI
zoG|Z%#p|=XY?g)t7jq@e;C)q+MAwCkCAK$@*08?Eoa854A(OOsQX1BqOz{;yx1gR3
zryPnk|AJpN^f|eEiu1Pxj!50})}8?9=-5a5ACdaPSIdiTiK%);+*(Z;+s^H8Ene2c
zT-y9-TbU;yFDO20V?FcunzCh#KwxF>F6A>-2?FIO3s{^GB-bNt{loo&n7W5$H6mP$
z4nMLuv@lM0DjPwbajmD5{<+ig!c4?`)X(e%FF$Oh2w+$vyU^w5VskLda(aktzAFs<
z%E`oJS{sTDGB2|DqoDmZ!Mo%qPDX3q&>2dqLEK|O4L!_3TXHJi{Pgoi*DHv>md5?=
zpeL>$pNxG{FtD;mrA!p8!J_2S&^NyP+w5kSt9J)?Qa|aLe7zQ}@qzUewU++HMl8o}
zTM~QK<+H9!d5;fIXaB}^v0+2O==8koEu3lJ+KNja?~^JAV)xg<`4hg?S2ukMy6x0z
zZXGt+W)$ka?IuqpG?j@~z+CG^j;%)#tWs}_X|N0JSnUHM6{<;@iZyq{2;a-FT*_ZY
z#1w1~DL*4cp^(}QvQ^Fz4*ZD_;e6ix1Sgae>#^pKx!Yu8_Y`p!;A;i}pCs9KxV&)z
zgg@iV%HVaoV#7Zl5XfN9v|}k(M#E$j2OY1OiLHSiSlDx(Y^9%(%eDw#A2Uf@RuM+_
zCXHj&d4+5-RhF)lp|^bJ`~{0Edy;gh&^<|smSWP5=bNo|CGPfo5WtlBA|srN^RfoK
zy)|sVf#mrMfLQ$7GVyLJt0|=Xk$$8RWD#>{%3soCoe#JFsR{ey`krJ9`>lpGty;{7
z#J_B!|0>#Aoxb_~t0o^;M*a^N>zv`G@r>0k(aMLYKUc7S>$>QP-H)}~v`O8tLJzm(
zXUe}qfL4o6baY)RSFPK6t$gZ%Vd;aysno#Hg2C}2j|NaZ3}X$K9tm+Q-vI{Nl1);l
zv8tJg36P%SN!hw@eH&zt3`m7s>Qo3RBuMpQwX%2}iho6_4A;q#{H$y`yepJs3oEi@
zcAJuo15%dUns&33+LV0cLX<o}v-A34ip;h7j)o(uyUb-?7yd^AQ7OHP>PhUaNzeIQ
zAAkCslz~l@DMl>bB&W<Skt}(vs$h0PbG9JNk7pjJpy=Rv{jew8T#tHu!V_w?o<5qy
zvSL^s&9!7*I7Ik2&?NN#2U%|&5LMT;4_knWfJq|)3L+9pDXj=dm(oZmF+(GvARq=I
z4MRvscZzhQ7=Y9;bg4)Ub*l`>P~SQ;_wzpQ`~CjnALg91_g;JDwXS9Vt}ak4dDK9?
z%URgmJ4R^a@{bvs%u<!A6keHMy6(e^Z`&g;f9SVn7nC_PcEAk61XPrHZetZ;aVW4$
zYAs+i-fE^JR$!}N<;08f%W8bu$BB$$91-f24+#7Y&+?o{LOe|F`EJg%)D2v&RMVq=
zHR{7(FJ2M$ox53}6A*@r<%S{eM&H2|W=@N`=zk4D_m*VQ^d$qYQ(AXlh%@29|N9Y5
zxVbeTnHus=kmB<Ffk~e99pke}@;uVg6BN0Pqh+7E>&Ku)Pde91AYNZAz3D!ws&YVV
zwS)I$B<nzZWyL>@-)PyWRB5(P(cMvf{t5foNx6rO-{F^EnZ%R6R5!<dV*+t~fB9zo
zikDOPWR0c4Yta$_O<<x0QugB3+KaIfr2*`EP9Ns@b#c!!cu^--jaU-xA3l`=2T;Hq
z2hMvuTa6b1tqyhWE?)<Lt)0JjO>BGYnU@%5q@0aTVm^)8F3IYS(eZw~)9A4YG2_|+
z(+ZBIyKFA#{nCX=kFm-;wde9FM%JNkS-c%XA?xt_A|I1EQ?^GvFbH^?RAs5R;Oae{
z;;ps-l3@4!{Yytn&M`gu&g}*u*>HoHy<VnVO@aE0`s=G7t;|M&fQB&K>z-6JN-FC-
z1YBX1aX>mn@LYFFA%sA(kq&74jLVCs3jd&6^^$INaPPhy=`Mw)KWPF^_sj}cp&xqg
z1<h*JT-C{allKkfdWc*mkquRb0VOHa9s))z{O6>+*X=!5M(nmf%dQXV3kFhbIvCW4
zS+1jNy>6iSwrqE7KXYRm?@`M@UsLyU$R^f}Ej4-AtM+HBGKlxpge6uz>|U?l2uZQ=
zxD4st#RC;@!%3yv7i@}CCCZ6jqoKb#(P>S#*O-d4sVAeZj@AtvGV@>Q@w;{K6g?$6
zrD-F^@6(-qax@f5nqDS#7A0<f*>=mhQ)t)ss@$R9UFn7vZus~k>XsCM=L#72Ju{<!
zQvNNetHp8T5o95B^F@!xL`NTZ{Y3ONKl-wqo&QCaT}OwqqE2X$8>Bd2$l_f2G?C&Q
z|GdqIL4H*%UT)Ox?cCePT2jEw@B(5M*7#p2t9=e%>IPUFzX!00*bQE0xXd3y@z2@E
zKTj}>S1$EIH(%{BC6;ifk-YWo!Hu)jyQ5iZ^evS`5YJxK55%q9_pxMZ5)1LVNX=|~
zZVVr9WIl8+!YXp~(9jHpW5~O6Z>-)JeJY7nE}N?oGdMmTP&Bp}eu&!INL_zXNs`LG
zn|aYV>0<kV)-zW7)g^n1^$G~N>Op{(l7e(<^TP<#>-6siPy3(siD9Pj3!}BRpG%|=
z)*SDqQ<_qJ(h-f#0JE5WGga;^&qI85_efJ+LdVhl_il_`e>mIrpwxbHX;0{GLlZS;
z$p6OYxzEj3`ws3k8862<SpN;wT;$oQEW}iM22Ciit4t^jEx8zqt9tD|;`Pim?ozQY
z(p?`<|JbB~o~ZF}s&fft&b@L%SK;53<!S!UAFoa{aEyrMt6lE;YjP&;2wH{uz+DUl
zHNP!dzL&qS3^q{|_x|r4-Om)Fg)(R3->cmFgBFgXpVBvm6z`$ojhUENI0lCc#hWsW
zr`0w7*w7DDtZ%8#HF00q3~Um;G@c)?%dX{Zh3@ZW-P!3>V7&mGR3pb7I<*=AuzmQ|
zfx{sr)tYRT^sd6g+apa}akx!2{lmN@U2)_0Sg~7sYc}?BF~$z5WeS2hGHE%Z*>gOC
zLm4!?_CR~qVJROhSif{tU-%cKzT9Je4Lj{SOs*uU;24&nnma0@QP@b#_<ro#U5VZF
z7Q9Tb-I_iAgNne{LDSV97p7vUQhl^mt0ukzkjU$#<T>EXa6WZ(zudL2Dga;DXJh$A
zh!`anD&tvQ;iXvSS+~VgmUma)muq?SqR&>EF<WwtmS)bjss82K8|+>8a!+lnw)7p?
zhbe%3!;>h=wD(^Sa<Qk7MG$pIS*P(R5*#lSCkmYTNp!mHaM}G@o}(AOY%I&4fkH1r
zji~LX;j6ddC!}w9eUp_RUXMFWDq-~&iH=nYkFmR{DXaAMuJFI2&0LkZsZx;Hs(9oG
z_DF<^kH+C~H;>;#5`I0ZUas#g!y&rZhdxAt?AW@(68udQ3oX#D6N3!=-OtMIr^ePD
zqZ@Zq|LxuJdYg`aq#}e1xZ|Fp$-q7Jqpu&KFar!-lLEy%9IpP_F`$aK>W&(3P>-*D
zZi^S$ZPwJ5rIk}tE>qiVgj_J!DE+=XhxDP^-bJ(Xq;gu&L%r%hfw9I17rCGr`c;0k
z)2eLoLRWUxmST>}LRajg)@#eC`BXRFE3LVm;(K?6o4v%ZF7JP8WbW?|G)2|Pv9Sv5
z2ZK<C-lY#cCPLiIF@{LZ^T&ATj4?+4+r!SV{^&}-&pFsRjt}$oVR0w9{`z>u(5lq`
zG+o}FJApQ-(ak?X!7TKvx?^SHF3OZrvBY$r)^i}YDf;?V4G;pY#p1v{797>Eu6RR?
zY2;ns%m1P?Z)mSd*bFt^Chf-YIqsJ@2DZt}?C6-2T*hW1p)Uq~Dwc8jvD@ng**rfB
zqSh}i&Io5s`SMoIpIDgPFINfq2`t4iNU8wC&S=ewc52U_m1&l6yVhw0%Q-Y19TztX
zFirYYGg(;EIdfO=D*8ai_;g2wBx~e1u4wler);oi(h+6So}})X4J$r2#%#RL$CiXe
zIWq6NV+<`D0L%GtfMT+Y_~^et-ux!Ec-TD8ly?ZSlrs!b=ufXz0XA*6bc)G<9d$~O
ze~+_9UQsgtu9HH@v}W_|4cQtsPX?*)gSs9?k@v34*Zt+<EmqD-qS`lLdE*&m#A?_(
z5B#~>`lD;MYgcf|=)YiJ1d|#WdEEVVF{wKGV;J-Cwf_vQdOxo5E*Hw{t;L%58lAo3
z^9M9io0oQG{E`TMyro-CCbFtt(@z!}#It`=MmcisYqQ^%Uh=5&?sVlRbOpH>PjHTf
zZ3(&`b2FeX0zc8Q$I*an&?_;X<*9qJp0!$g?Xm)orpukOJWI+7cBAZ>LD=ypNH@i$
zBfvI5qv2;j->LzhmB6cl;P_YXzAa1VF6B}k?HQ`4;CjX~+rZ`HTG&{2TMW731kx>e
zdad$-ZrtGN7XfBQQ?V;G^6vz6{y4r;^cfW$RN(TOr+ciAAA7d*jKx}tU)@V2S{*9K
za?&@DO7uAmb)yR2vhh-%Q<WXITK0@SYgQovb?aXy(TRPxo4e{YWEs{EJO2HBZy_+A
zYeWRO)(6RZhRcc!j#u1poMC_FSScYr@%dJc#TndreuZkbDSbngq0)zYX;v>Cp0mi-
z=otygM0X)?#gN4^5YZ_PDC<6pHRE{IF?|Y8JiX5;!84wtH`v^rt7kjz=$b}u_;sk+
zu1tO7i=1pQFuE>{Rfp=V9EOAoI3DPGuTj0;_4kA;S|=mG%}(2m(WlTSi+lOZ^7t(^
zp4Gy(L#WEqFo7?-&t0RLH^padR7+DXI3%+#SVP=-?kEYg93&4Ygm(&5?hYkuxbvvZ
zHZNT>kvn^|>Ta!NC613vN|StJyfdFD=kJD%jAiL-#8;Ju+jGJB9(N}JaNE+6w25HY
zQ5-|DEb{pu`h0NZQL>CghkItyV??n|9)i>OTSc!;H`GSl7cpR>+^78#u^Dp7Z#mXv
zOUCI9*sTZ(;({0thdh0Pg1o4@W*`6Ob(*57<|pj@GJoHEqfKJCU7E@@vl6a$@PEDe
z^@6H!tl2#Eq0<}7!xgqww)Hz%0sMESLfLT2R347>2F;ec`!6vP0>9A~=BPTEa-R8X
zSBR{<iM(>*7<wn#%MtS<I?7@X`^uf3NxHFT5-(o4a$_T<y!7OHc$!%`uWC<DG8aw5
z#hU*2npt$Egm_w5fSd{W3~jgr4=E~*3K8GmL>cZRKgzG!kq{lIm9INA$iC<LR*dzx
zP5x?dYl`m^1tPxbi^y?g@y|(%XB{cyGNu+^x@2VL_Q8H{X_=ct8GqG;Fv1?bl4(t&
zJMOCI=)b$&&bbh}ciU9)kZ0oGAdzLWD7*9U3{Db0TrSx<!~^}Nq=cV^zF2V7B@Hup
zi(vRiF~4pz;oB{>)tw5xe!b<mZXb1YziiDkPqj*O1KVpwWCwnb&n`+iM2w-GUcKyD
za=L$?msF?>ZiLEn&{r%Uch9p?T<LMXdiI~GxI~Xh??O#x&zBVsZnljc0j2bXgv~$B
z^F+oh3T^-x#WO#Z`EuG!%yHb9x(&>Je*y)I2Yx1>FN>Qk>(6K91^#W8qkpo*yW<CU
zPuG4zzJZhc4Z#X5o~Y?=)@u9U3@)##=)v8KGb_c{6ET<E&lVWCXvNP;*g5C65bvi7
z;y$H}=q&nV{h7q*FcZax7yaCeDy&dHnE@N{R6>b#nP~(2=;nKG@iS+ubT%DXF~8A=
zar+pJ;D5ML?T(LaG@8yb%1$+>_nR*i#c#)`zb;b8cIGPAiz${>!p`QYl5e*2kL)Nh
zmd4;#Vn(`=wMeh}=d~k65nC2vO~y?ho3UFL7cjZcB%MqJ8eIc0ja&!#5xkBmSt_W0
zA0^#v*cnVbe{u5Jet+#hg&d~1QlFR>V#;cl_KozOX4h}ESnUl;&wH|+W)DTC%v|B^
z``(hgDLK}^r~xsn8Ty(T+|OHV<Hav4yaMi&iSJ9m-o^`Qy}fvyS9{~7TAPUH1Z|_3
zkAidHiRSnKQ#O<8-v?GrIL^=yx~RfE(TXSUuzxTIL4j^%&;-S+tPt4e$tG|i_mUpX
z%HYjhx+O*fzxjTOj`2$Ii}u3WY(C8uQ?FYkzdlwX{?u!)7Jml{a^Dq_OD2~*zyMi3
zcM}`~|H|MrvB2fv-YqrB@;`)cJk-xvPMylu-Q^%iNj(}1&COPhP)y54_LG{lpO)j{
zOH$&PCa?p^DcHo-=}SVR07op5M5ne8S*D6FVFd;5uNTE<(^645ZILuBzUKe@el6Sh
zKn#tjT|&k#TjFiLT;-RWyKLA*mF0DPsT$iy`UKS2wKCs1@8&~1mRD)6W|=jDIcI8E
zer}gdF}+BBmIL{0Z5emIyeY<D627IHf9ZFqz$9cnGCy@?;?&g>{Y3*~gil}ZDtLC-
z@|y~2bl5JMZJbeYx_7xa`QB$>mfR=jKvurf+ybMg4bGxI%ukm!+2&bD8{vN*lz@A`
z?bcLfJwrc{|5$usyE>aveS2|p1Z!ub%rZCNVuu`yG5J`^+{ZR-+jELqi1U-hSrf)t
z?(cqx389hV0dqF--Gl1o?*0#{aLhkZ)v0dXb~-u*e$w7akcq~w54evT!S3QHNk;RE
zJvQT;5K(}ix!_?)0QOb8n9R7}{mem~#im!{4oO)H8%k@mMa^ROv#m=f@40?n$;|Fg
zjlz60n<D9DKW9jx?ISQF-saP5`GOK1<q98YGBt-;)<T5iLzhb46tmP?0qo|_j@cbX
zi4!q4E&13ZbW}s)f|2(mjXNex14%ohP8R>nCo-wr{N2ZjA~Kq6Pvo};lhIb7>2s=m
zFIpvRx5g{qcRW&3`i7&?J@`(f*&ixIr@E71s&bI0x5$O$gG*=JX^93URn#0Ms(-tt
zM3A|o+%{sW)YN>Zbb8KiYo*~INp_+iHZA1&BDHLkOwC}bBLbH5BFic(j$xwozOJYf
z<`RD@<9IsCCjYVL$NDkN`O>x1Ahxd!YrU32UVitinE(AN;<k_GvB~v*K5YEPpf>61
z#E{P@PZ_R`5@kT2->Gqq@Wqe-{P1PdA=XL0vRy20Cb8Z_>2FF*bhhv=mpjvm1_x{=
zw!&}V#{Ygo+W7WObu;GV>pmg`g-*AT`4#+RhwO=%u4cEPt>zl$VvFo72)6_(7uXw?
zV~n#$oCdzOB5p#;IRyN7{JF0|?OpHRN5@^C|GY)BG-@(hcXPB(sz$fEFUrmwgNjVf
zs@FJ5DPbcpRp9Aoq)TMOCMnM~FAFMt`wRXRCQdDH2T`|aie$h3MvQzwAKk*_O_ZLz
za7B}C=RKYN@F<iCMxsKKg>9hO!F;EOy=SO<Nr&6=s=CDOxri97@!uipe|7gAD$-HA
zlP%~kVn!yTqM3!~o8c*|;Y4-GhiiWsLOPn{|3^s=J@iyA4Uet5Ts-PeS{2!F+^<?~
z@9!zBI+OCK9d9MDRW;wHdNCb@w+`P6rmIKOu;e9+N8E&N3MEosyYSbhN`H`hVWuB)
zxeFF>%oi0&+WwQ8apD5^@vETj3;edYb!IJ5b9LV|Ktm0jx$l+tFvP9eL~Fi3Wi|H7
ziJ06CZ7i=Q#ZYnFBA?Cek?gOI;6FYMB1`RkZvLaRne2V<vQM5mm1Q+`$kVpI6qk4R
z0kb}xf%IU#2J3Ny)GD_SndCDk?+A4H&#5R)u$Y)3-mny}Y;K$pB7AuAnSB6%Xr)nn
zUxyG;<$AfFG23Ldy7`VKdzY@BhVP~)>o0HAU(r_g#SPDr$fMMJLm>V8a1!LJ{Gh8!
z+Nkb&p{<WLbq7E7>!>%xj5BY7ctzXyR(})OMu=PbGiq%QPM*xlT!~qi<a;!h?3tzM
z_-p7fqMUH#50K{$JeIjSSr8>5>U7Z|nQM9ENAnd9ZM+1hD@~D7T_yS_KFsS)QiWQG
z_{ycd@ZjKGuS{t=x=FF=DQue(I-jI@kN*2XI!FZFXcWh)IQ9J;Z!zkSk)G_xF#=oC
zCXZzY-#-g)=w>k>(8?OI-Cl-xA)!ZO`Wwo!4R=CFl43;`yAv;8HgUpL8WHl6_vyQ&
zs;Q1;<5{OJ(ln_sOx-STvh;L}<Ve}b!DZO|Q$<%2JL_jcpaf-^_UYf>16cEpwO)yF
zRq%Y^hAp@os+~Mko}gi}*@V+folo*9Z}?o(_jaYe<T0mMoJIXfnaN>ivFYYQv1(Rq
z|D`F!^}<~wFUb=7L*0J{Ts7VP0A9!jXN{-qvYgV*>i)nv)Z%rCgX4y0s+1hB@)1X$
z<#l^$Q45!k>}mf$b*>8PTqguk=O@S(t}P3RpZfeQ)<AaVrEaM>F#5+0_(>bv%wx4%
zgA;almUZ~2lJEYavi*P6d1Wu6&hL;z8OF#I{WPY|Xa0Rr;8eRHy$++I$`3nhDPEpQ
z4QlWAsc`$`cbRISx#@n`+V2JI3cu)-0sI_8b{>xXwV2VfnmbcBvxYej8bht4hu5ex
znwT+w&AU<VD9ZsD$rlt!YabiJV!b1Gb8quVoiv$hXpt?F@$@7h(AB3Z<U4WjrcEY0
zw(%wNc^>6L8{(p2;!n5y>2F^|g%p!({Jg{FN3NFnt_D6dsdCI_eUdLS8~2TfXWBjT
z8j_>Pb~BN;+Z>x=Ztixc#$wGhP_^BA(Ky2htnI_!`!4Vh13#3GmMiTMt(9lk=X>{J
zC{0;S%>D+iwN~m_1<ZoRNHZd7V%)<q&pFg!;<7(MyYa&zMJ7eF`(D)!MIlOV)J1!L
z7B3i8W=G3^KXo$e)Y(|#8^(s^T>UJ;)#BO!ME9wYjtF1Nt13oylE&C7t3Y$?la6DY
z-^Iqj7TYjVtOp4;<L-7rTqApT@%Hoc+?zc2@mDz?jb$liqxK3~<B;cw{QDflDmaJ{
zZ?Viax)$82skXLyo}*KL5Tu6@cMYOHcJ}0;g+H|{A{I9;fIGswfUPZ6b)Y=twDnUD
zwQekmgWT6XOaLhm2&GU|h07`i$k%YWPRlV~Dv#bsNB#qg8x68b*EeI6gW9viW4ir}
z(W8%7X=D~s__8mYLYKUSCtUO=Jwe*Kl3)M9ih%cz3juvYleg4zkM&MIPN<N2SiLLk
zVmNTNNZET~+eL>sDQ9Q#X6@4^c9h+&q!oDp+2%@%T|aMJp|q%o@4aj~`tGjL#zSYG
z1DTaMW?S5K&X1fqbD(`HOLT1g&N6U`aKSajV0)Y2)T??C)Og<=eK(1mlL>im-Uf5{
z_sLbwzv7K9?QI?}i^WM8P@fWAC1$R>#N2zm)NpgcEH*en>R-ja!tWDVsq8i5hMEgt
zMk6URDe`mj-``Blc|jdY&!i}8r1I0OX%r_Stx(N6CSE498&62AvDF=5F9VI<u1Psm
zEf9Z?jn8T|&l)kk$6xJ5!ykNp?V^Y6;)+ytGA1F-LfV)pu4PuyopPlth8B;#T;@Bp
z^$?TPEN)kQiB?Kq0^js+sakpS`hY#se@*@pOLH;eK?%{jF%_p#LyD;TU$j<M?sN9n
zT#HFaNZZmF(LdtNV`)?efud%~k6UVQqQDh5J7rS+bVE|#pum}MmH{3`8fWm-3ysYX
z`Y<1_d2FROD-)NYbjXN470~K;=4h5r8u)E@Di}3O*L%^S4Kue=&X}bB314gHkM7ZL
z{0zE%AIUu<UX(1A6OMC&VC0yw+1ham9Y$>)M~S+KL~%8jP5_*&<wnfiUEN<Sv&5^Z
zEFE$9U!7hsf{0us(zmTe=hJLymlk040e7AamtE_3kf6X-VEEzA1S>eeRI;T5xC^fb
zynBD%*;6C1QBpc>;bkE6QLs@1PjDeep3)*$9x(1eCKHpGe9^)9f`cLRc>dV@7ZHK(
z6zQ6Gg`4==#T_$@zE)RV8aU$+uo<m^ht*n%-Hs?EKPZ$eyCT;g{K(dBG>$J4L{};#
zxx*d!k1zh7rhe@QW@cbD;r~_W^KPJ~E|ILAR*!vG$AF++b$s%pV8~icw{&-z%;wEG
znO(+yN*RFrBeKe!vR8#m3-*(iHTGJ*jGC5$qXdvO?q_2NZmsJrRy9{;N@l5<4OV!8
zWN`9qaxS+YQ&X9&b2+%&FZMxJ^}2swo@J$CQqC5S<!Ee7DV59{Ghw=MN7;q(q3kTm
zUBc2bRya^KVm+p*&Md!>o7d_?1QvT_*C;DueS@yPr_jFzl%m`*k^`jGqh{2Qf4j=|
zS=dO`XolqAA;grmRoY?-lENo>%4AkPize1SQSFj?RIQC=>Nzy@$3yky=JyT$uQ5%2
zH@s$!@j7XCNy#D){C5-7j)LcYRVZ{f=^L#BQI*Mov-j%hjly)(f##h_i`D3rM;i<?
z`ktKJntO<)yVSJzN*T*j?HUPdUMIygS`kHG$BXY8KQr{hF@!lP2Op_h#X%&$x#)=p
z$cx=<D;Vj)CuX%<+kY>KD!~=|&+pWZF)2<Jst1gUs>d9q&bHzZ#(K)0zZxcQ@Vu_7
zm+7D+#UML?punxq_jTI&8|{|>-GjT}BkasU+B#@I`N~JNLoWE>NJi4Ea((02sjLz%
z&i-o{JSo(C{-C-+SkjEnSLfiVEBvV@AGg#Cb{~S?Y1>CKGK5<<(luikYyy}R*`xVK
z5dg*GLq>t+6^`R_L+ocj9Yee8ARS+|UTMFp=fLs~tlIJz=}LK7c8@LtP+d@~-qkjO
zewU`RiDsouh?wX8{hxnZ7D_f|Ys@`kv#oLe=ZDu=c5b93<+~WYx?`Z_X6v?bB?`sb
z5u1$3^VXo%XcGbM)E!T2QEp4TSoy0Bmb-*G$le8UkXIY59D-Q*Ng*O&1+S0obOyKU
z#9N#|vt6>Zjfj(&X`zLl02$M?V#C_Iiw(~OFeh~{d9siBeS3M=8~6#IGLnX&q@5j(
zF-}{Jqq5TpUzsTQDMSo^o=tfyCfoy3keXpSG2_3hCLVjuzoWS8o%YEg`=H<5+AUVM
zH<-R0bPt&N<M+wt^`LOPleXiHbmMN@$fAQ1;(wf=cG%cor3^9pRd5&<h4s*bc!#^*
zWz)Nt+>5{UJ{nscZq{3VjO^oa@;;LC;1CF3yuhp7(G#nu0o&N7O8E4Vt3F?!#m}R(
zhi77QlJ$(96=x2{4T9sW8w~N%MUz#jdsUcdy)ZrGIO)m9+0y1rP#Ah5IJ3Mi$djv_
zLL08NsAWh$+$8>hGbdHgq2G9_w8Tis$ayX6b2iJYO5jxbcy}gds=%zzM{)a28j@eU
zLfYsIli3p1F4JnRGMNtQ&;Y2sNMTy^rG+!}`BKXKwpxe>Q@;+aPdvWsCs)Yk^+kQu
zr6Xk2qdQP1X}8tkk8FXp9SFK59chUd#jTXB&1)TEDE&Ex!8hA;lx<4I>TaL9;?UkP
zz?G`+!kObtd~@97&7MV<v;cfVDA^&O;XcEnm>L;*Ze}G;ujlXz&PVM5b0B&F>}|7T
zhQ9euEQ(LWW_dkvVW5eJGG4zc(!(+DHKO)|$nIrE0yJZgv(1x|p}qrd`R9h30eOIT
z)_P$Sgs*eE;|c9<U--wiRUvWrnQa4Y=l2v>@n`Z(YQ?u{ye#xn{i}M8e~hzP8BBEW
zKCsB;9gr_L>iz<QVf7zO=N7rGft}zub;YOJvhdSRSq_oT{`JRWxgaGM&ybf-pU6L&
z>u|pk6|HwwXmls?aK$lE)K{5e_peW@{0YsWsikZq0|`OA<IcqFsoNv1$_*eMKiJ4W
z7DM&rKnRcmdUBNgndAw^up@p_>CMdNxAvr`8u*m_ww`Dc*eg1nc^hB))e31Etr-&7
zkrtYNBUc>?2qA>AP*K1(msuA4<XaQW6^|cXVM(XY;C6TH)6!?BhkO1pzq1mWjPTNV
zu?F)GO`Lspl?J?}kPAcVJ3FV+b?=?2<hwr;uCA8P0z8}yT^W6<`*b+>upeJ_(k-Mz
z7KQS_v}e<XDuKuHD4Ry}{6mQE5{r?mOS8>DgBVbVpqH>FVa!V@=E1~_E5I<J?3sd-
zEtByXp>N##Gm4kC?fH;(+OO<xt>jK6GT#Ux@!ppvqt+l&urW!@Fno;-7->zZiwKtM
z)Jh7UAJS7=b2w$N_viDU3ck;&*G(?)F6fkUJzM-ETVzd*2;f14;AWq;t*2vCliAx!
zpyKJ|p@b|IPbHoW4i7H5j$iglN)YNpIIHxpnT$jhjplFn^UKl_`Qgj+_DI+KRytE>
z)y2{lGvjiX=MUI=^HF~-){Y!Gf#yK#4#kDJ&2UH`SnSa-%K6Arc;!UD%;(#|-l|s~
zI7I996#46c2aI#N!Upw`J|%Z(EhzL{orD(sd}a~bG+-XU0~G{rX@o<*_toR?FBwE0
zd^v9Q;6WZxlOcm}M6Eh75)P8EiB3>(fF$kWh)%n*_nt#$lkNE5<@83}Tf;izZo##M
zm5n()AI_Y$S)FR_R>EU;oE9H!0KPPVHgp$A=Li4(nl^R*1LT*zM|hIcfH$LY`*$aN
zL!``h*#n>K#gclBcoWxPfXy(lJ^mRbAV&mZ=EX>P+CD(cutW{P!+tb0<%x&-em3HL
zsNEN;-Btvp5AiISwPeP<PGTaHhLgKuq2w5J7t2XA^!xWAz%{4`4*<)gC{Q+Ryfbe-
zfFM0OIy?J;WG!cV+ni$y`tfff7(b&b`}|bD-4TkLvOs!^5T8Lyo9q65Xhcz16Wzb>
z>2Nj5CL9WShOR%rQWC)DiB0qjlUvk^4_}$m3tZ}#DD&M5d}z8ea%sW)rt{-PSJd=4
zvn>aF&CVJ48eqV$JJ$CD;g}{Yjpzc9uNPQ8Lyk3y`)yCNPyFNE1FRqJfJm)Nn+L9W
zW2Iua!N1TQ(dJdQTRA9vUqO`LON%uZ9#Wi(Gvig>H7d8Owpq+S5>mKs4mlq-DvF`G
zE0VDOAmqIHRaI18ZKWh8;(b>~-YFp%WaG0i8zgwAaZKj#Q!h1;>=k^-s1N`eYb|<^
zv^&n{SRjYSnr%vYry>=PrPu73l~L98LNpzHqNqgb9;j5gCn23Jc>vPnAjF-)TLp}I
zX=sE4bAGW#ibQNpPmBM-iB%vt8F=gs|GQn*?hY^oLO|bG@7!|XGf5A25PA+BU(ZK^
z@zVCL)JNSnwjLIUozR_%dDgjTqiU>=Gbc$+e9hrdnYCW1i~b042P`fcs2<$kA*6iw
zfRC-NkPWR@VzS^HNN$45hc}j3FLbB0CYr%*6Gbh|UM?Pc!)CzV*Iy_|ba2kq^U3<O
zJpcC^R!G#)PYMa8#i_-SQ18;7T=7Pf5v8gkYF9}VcM}v2k;l;GTfe640JLi|8LW<0
z79yjY#DyDefCyv76JT$uKCIN?Mk(6Vp<<5XHDBjgh0NuK$Ko#=W<cK|>d&k>_wCCg
zFeW4`>8a3vJ8*d4gm?1DQrfVsPSmBJboD?#?AEaQx@U54W=(oI@FL&Q-T0u~>60`8
z6`F&srir$*9c+#}E6{bhM<1-Bs$7I~K@AfQi+(lv8TZG!xp29$r{JSrX2xfVs8%3I
zBDcb6{Bkxqdi3al;4o2sfvbuRRgYQF4@TaIeQ2ObWrqPUyKA|!3Uw&hB!#b#C%!6Q
zC-O`1?-LbMVNqxAd%54&j9AN!-ifpKsVfIVd^8%B$zW4dyf*!FT}q-Xxxq2#<obg_
zTS??%htzywBn)dIos^4!iu4ffLWp@JprOYd_zw8ExIQeugDEmPtEsUwFg)d6RUS|U
zX}o@&Rcy4(M$eFGxdQ;Mf4>_3oL>BVp*c-Uw&-Zw(slG+_wG=GOH;*I=W%tdn4Rz#
z<|?g<Aj0%X^`b&Swo28#U5|WYKbKhvQz10FJ8Got$LH*i7CO`G*lu@~f6f%l<S=1d
zsL}Nc7guY}W&E!*h>K9w;kOF;r2fgahG_u+`u6b(_^zu{fX~{1NmT>clnM@vKG5~f
zcN#&E<Q1jrI}LRwKdDYm#N=^I7-NbAM;)8<j=suR+1U-6ME4`<hb|=j5U_W%=}vI)
zN9)|&ZiInM(}jtVCM?Tow4!}yr9U?URNc2h5`oYjyYJuD9pF;mAr&~F*Oc~kn6LSe
zwc~p>n-OuaFYG7%<2Vu@048>sXN|hZ?}}4qQ=(aWZ~~-AOz!=T#Y~r0LlX43CR84X
zUE;fRjMCogZq5Du{qBFi2iDI3!Ogq2U8hDu+?EfZ>;_P9VshIFWWcxGs&n4^1E|fc
zZyHefPO}OU<6-aRNYK8Fqy#TXmZtrn>vh0j264?MkzD+{8T3X_Iy^pMDJCTG`1b>Z
zoaWNy%a>iff$`}LG;ktnT!0ZRkC!G*KtWnT?fN+P)KaWrmXa6P8`Ci0oNBC~HACDY
z27uTQEoJ~UeOpkd&bJEF*wvgIdEVXX$A!N<mZTD7aDv{0l|f<e#c;jbI<G2v-nP02
z^aJJFwbSon1P#sq028^3{45m>a~3pCqv5EKjzehS%|&d=KkupWpjN-hAU%gAjq64T
z|CGc(EeG9k+Dg3Q;`*TDYYUZ#z!6mc4e>VBlbSB;ZoZVM22LNtEl;#wd6Vtu8#)Kk
zDIZFm>XAH(zO?M)T4O)g_ngaLy8DY_Uyr63=UFqMm<KbnyP3xgi#G<(^S{T3c6)tj
zZum!+S5{v|BO6hF<3S@W^FWm2Hs(-W%kc+>D7oI~1E7fe;-LEd&*1|Iha-qwVcX8`
zdUbPc+B|f4EgZ=3V5d$PJ+=<5jzM2Q<L-Owgw6Qc@;m4a|H0Q!VNwQ;LE*{}du7Dr
z9xCkWyWg0Y)qdeq@h|NsvV%j!79o5_ctU_(V<$H5<kdpEQm*WuBD}K39U}t83FirG
z@kmN6i0TRpBMil>M-;-{g(m1qf4c?m3IfkR)2n)2@HA2vKIF+M^vY5v<|On87Ep)A
zahJB_0*4k3s}2!<Y2cyfnfYPc{=F3JTSId`w-HyVEjFQ;l&mnbACD@AT5??SBUBfi
z&b>Il>-qk;$G5@jwRH#HuL`&R$%k32{qYViF(R>y8tg_k6$U=OpneU=C4%?df=8fE
zZXZ|T$j<^vY$vD)uN|(S?L$v@+cy$+@G28?#jE<L{_f;&G+V4Z7nXKzm)SK|tOqhX
zUVw95BiH*Z^r)_i7~`y2J>z^%jpuJAfbZM4<R`3OYw<hQVry@;{%$J^b0wzk1+Fi3
z;|5I?B%IIHk;^3KQhW5Xn&!VudI$E+El25f9bUQZqy2)3+3ZYz93>CYm6*Z^Awzl!
zW=#~fj$AV3gxa9#Xc^bFipLLn;&v&hU(qi$N@qvmT+ETRSMu>RTdyz}*@!%RTk+UJ
z)EEM3Em?B1JlbMyXG~nXGnDeeVu%MD$A#=$Y3@PROf=DUv%Xz*x0l!HN`#Yv*{tmd
zDcU-5S|Zf9LOitTkvYa<?eKlu4f?zIcnj%u>kEN+Po2II5_F54fI8gHcM(^S-6|2q
z<-JT3I=h4!e8N5+)pGIuH4+QXsHC<&1&Id7#8rMOQX*4KcxPR7?K-UMF)1G7{5f}b
z>;U1cZp=x5xim68<;ziNI<V(zB%D9t%gTl6CDGL2@8rK>lFWN&B<^^8ww0*dRZlh4
z&I}jd<tZs|bQ&OC<HfaD-I#4YlEVRtre?z<Eumh6S?fCop=!#Mhd>8KkMy5QYhb0W
zkn>jXGn!+Wg4$+oYHZa<3Ccz)(f76q$5SM;R9}C<ONwiH0<Bv%;`Kj?u8=gC1xY?f
zPd>z_DI<@GE(2B3rvwd!&^t@t!r}g0zdXDd-@nn1F^=eE4`0YkH%+o_UT4BjH7T2?
zLc;W-Fz|Lz;YDttai5y)vsvkV6sJG~C6Gn)K#t%<#<QEL#*T?^GWN42QVJ7(HcwFG
z8*P05n|8CvV}2lzfYr5G@BcGL(;L{#k_||YItPz}MiCepKo^;CksvKoBeQzY3pq*=
z@=*%qL%AkSMMdqfaOm!Fzh$MgqfpRt`~HukKVh%iAX~cDn}<;F#hLigOr^Gd0lM3c
zzaz&6QbI;XK7I1|n!7=wHnb~Qitvv}|NiQ3Mb47s@b&o7;pXIKB_oM+T9P7XBIhxN
ziOVBK4KDiTJ{ShZiQ0Rk4d-gO{I&1sLc%nR4aZxy`~K(5@6Gi%^kJS_|B9YI@aey5
zfYGsJAjO4;;c_}gAt07b{W$ewE4YdfoYb{r%y|XWN{4zf;p(ID(O=6~dpBNu`~Cix
z&JCFq<i{sTKbC;ZwGi_cdQp%80bR4xqFFYJ$HGQ(-OYD4d1ut#;}$RS@(wgN*c4W{
z9{mjZs_i^!o7}$yTnV%e4ac83W}t0$x^m`6RBKV6;H*P$0l$@60RU<6GTb%Y&R(!R
zndA&fIus;9NdQjeR5xITu+0|Wn2){s7Cxc$&_wJ0r!~jov&GvNSc=-_RdqYtnU@)^
zO73h&Y<nVFlAMabYuQ%KH?buaJkG>L6BLZs;}U`KGVRlOZtnSvNTbZXlv)+T>sC10
z<%bO~S9Urj^;8#qf7pU9OCTqEXh}#lsd9i(I6d$Dsu*G9{3#7U3Xw~3p4M}A;}Lc$
zQ`a-YaF1=BQ@(@PpQ9wnZXQ?d=F7w;d)4;fc>9E_{@S>!)UV!LuhBK%dD-4+(lvIJ
z4vF&r^OavB_^Q#Kj{e4uk;!?j6Ny{m_V>;&8?leSWg#eNOA0Vgb`4aCs)|{i;a%3c
zId$q;CuHnit6qcj=D8el_LM6|{+Sk)r(Jpl=KNj<0<Ef?&_q{w-sDaTaJL({9k_uy
zW#H%Q$`m71InPnablfC$WB+F)|8tsrKIcUwo$ff{LpZMroMlRWu~4|lQfdECZ$Xl*
zw}i<51q5$z00h_gz^4xoSdYJiuBkP=FtVPzS1QKjPl(SEC>?et4hUzZa9jXdwS9Op
zgQmOrXtdgy(?p&+)TEFCXv$ws!~cX-*cAF*2Mm_PvuS^$SfGFjQ9SfcacbMK(qral
z;8g9zt`5T6LBame4Xnafa@O_phk2znbaq=?qwu#E-J}AkgHy}tJO!X;%KHR>qmgGB
zPJYc2+u>rmy7SJ&$Ly{q|NZq4L7~xN?c>4BW0^{9sD#9#hqNoK27VSDu4h)dYy}=(
zYfLE}X^loomjot~yc<<{jGg75z}&qmWE3e_oNyA+y!c*V7pr}tb^nx*&pTV)zig6p
z;O4FgGR!K6$duM2fG->;dBYO;M=P!5Az9MfT)x5s7<0etym#?ZnEU<`_vgMx?Tk_m
znkATYoL5tB$I5($D9}fXsu+$X&xdr`(IY=~0s#wQvLbRzWr9VB0{`U#*Yg;7t#eGA
z{pcCr&%F|vA<dD$%NNt!;j1gj6-oZ`y0C02#eBh6Uzh=hORR8!Rl2C~8fHq<#_BL{
z#y|8tLxYFc;B?8a>3c>aS@~EWs=Z#}AG}wJ2NF`bij(Qbqlg(nPoZVnlr>tE2!x-N
zT#}_f!~ac{kTO+Q$mW3`dJ+@(>i}Sk9uyjAF89j8G<#liRgur1J{NwF^9SyrBvd?3
zljxS5e5>Jnb~KI(2r>$up~q=cgVsk=k@ZXBBh&-H_|zYZiQb@8^OuNwlb8jkr1RjK
z&y93=cVk4{$(WtadU4gloFNM&<V2q(pHy^=85D7=4h<?1a+)q?^izDOzjURwxxuy5
zQ9Ysg?N5z`t}MsQ=Zk-2is~tmBRW7jqRO9vXT~acdSt<kyr2!#LK{wBx_;ATZ)lmF
zJ~0S6l5nP8fwJA3Fi7KNw}$MVd^-a-0@6x*LzYNYa?LgyYPOsDdK$4u|Lk<q08EPZ
z8{@ej0%!Y*ZyyO#0C#FUzvox$j00a5O*2k=5zgvA-+lGUc_E2{p~;c?kRgU;C`*nS
zSDy$<gODW;5EfQ8VPXsC+*w&oQunmkDgn5YHcQqq6i9(~9q%xs+0Z8Bbt@P-CaJ3l
zq7o~CqAOA$%+l_V2$Pd0nZ7i7HPbr7$+k&;mh1wv`o`CfysK0eeQ8&~`P2RhKq?X$
zmOa5`>aU|!dkQh&kfQk4xT-jv2w3X5j(^{%m)VD;aW8o3`j#eeZXSh|8Y>rX_3Z^Q
z1Jq5z^Y&Z|F+^7{uO;LkZzDpS5#b2g?fH+Gwf-cP?6U#)!GGcRDq}_`#fLgxl+!ss
z0AUa<Cj+7-3DO)jUlB8)rTHuM8eCl(<3{)DIEU_|MG;HtKH50;<;0wY8lN$W!PL}-
zq9ut;zFd`hu>taylFNR~V%Hxq`b6l3At^3DD<~pPkAvCx+`AE^68}Q&y@<mCeV1`{
z<~%JMrAnCOlIbsH>d!+C2-Fo#cDk6wT>57JdDkbH%4p(<)kgO{Z&JF$Je*y-zBnvW
zw)+EPdFt|o^FoMAhw~<1AuWq^P2IQ$0d%4C`GQ_SvNeZprIU_?GeMNt9bs1?%2&Pi
zeNDAF&edbk0ulLw2$E+-lUVN<ShYlRZe&~ZgLl<sX`!RH-kzefE!AVncf8KitX0}$
zV(1oF!j)ZNy*u-a74?hZge~GI50FnKo0tL7PfpGP?{2I^VHUsYbD*<QZ{{ixh4gZ1
zfCo)cvy}Tw06#yMJfD4gi<QO1#sk^k9<t@Q5p(lEW~O(%ju{ROQHWYI7d}O{A|#rh
zV2G_-9wFMV1YiUE1&L}Mf@0&a-gB?WujK$5yu`Qmsvq$o2MBUW+$af)y>)*A12;p`
zi~PCoI<AR+*KGnTq<%^vmd=&DNnhyrs_KkFxuq{CQ@M{A`}NIn3BB@KjE<T(*a=0}
zK0&)GD)Ah#Xs@#;Ol+<}J}gg(><mN(L#Zlo-S#_LL_*Kl?Q<f@8<ci6pR->1{O3Jp
zCYvtT?4P%H7<B>>f&KRzUjkJ243pxXx^u0%A8#g&Pq^0%yz4;c>RyFjlIP4J@zFzS
zM*zY&TzSLjkLe+!!>})8uNmDkSY*;g%Va5a$?eAld`QL{Nyn*ma@K(VBF@jI=$NDZ
z@J&GY)X408I9vfXBkec&Tc75u3Y+q3_g~8N2hF==_SWKK=S}M@n;#c&@_^2h@G}@{
zAp#HD#nN*RzC3A;c{RvHm^=m=L7QBnrAfF0;;Ra5(SP;Dx?((5C*mS6y0a<!W!{4;
z#*oduDJx??9F_U2xrokj>ERRS$DJnuvPb>~*MGl(T<lW7hxoFXIQl)soK0?{%+mz#
zJ`F^R9c<q3@^7E4Q?l2oD2JF3?-0MAqz(rvu0E{Ra~xqa$Zfi4IdFlijw;U2pjKVB
zbd-L4c%v=j0}`8Lu#$8xGeDHyxpP%IC9at9eu<CMJc`6wxQAQr=z><$Br33N<x(|o
z&2F2!O=yxploH@ub&xBv>M<b@955+1@7nO%e4gB^i_RAKuwaMtW{6m#H`sL^G;$b!
zy=;b>&`0+P*Gz9maP}g<eno=HXwgu-lu^HT@+9N(gv1k{J`F0>{IGfW@#kZ<xgP4+
zao2nPnx*Py3sdH&!V#S^-9X1lN)nPr)9lltc{sGv3rT#(>%3QP$a_~DW@ofwl(xL3
zqLU%OI4N4T+ffnQ(IvQ6x+ck6GyRGeKtCr)DdCUgYm-jQ0LXg|Hwtduwh8JZ?pydF
z#S`+~Y*>Z-_T7k+AYJpBBX&D160~twM~U%16xjEgoWm-xf^zZ&3Q!Iar-)Mu7-TU0
zlY(jf+?<>|%dSG#7DOMW<Bs=dgTjF3J%Q97o(tS6KH+pLUy!)!Ka!oX)Nr87q)Bv}
z)cb{4OP1cAAYO*B!y4~J><At^HE84Zk%jmt7XZXBhnSlV5?nj&m9@as$-Ls>i=uD?
zQS{?*UTrlH3ZZXrn5$1Pa0_k-x=G$b_qH|L8}_R<g=!(1s)KApDDfe*%Y9gNm1%>3
z@dBn+w)%+lh!ZgaN7|WpfDY1OIEw#5u1aGB?TW}=<`)sfR<V-qeSs}Dqw9NMUuh!u
z8KO;rKKg$Cj{n*fORV<JSi${wZq><V^Zk7NdKgxXX7h$SWgAGf__zW|l<&00!9_Hz
zhjL<pCoe&vJ`58by>P!R>u1(2Q=tYs^PNgyhgdcxNFbI|U)(#X!qW98Gi1KB$bh=L
zLRQK`#ue(*l=um5t{TLp;hJL|H-wXmI0LX$qVu3c{*C+jpVM1Y7?GQhK`yT{Ga?1V
zZ)WXCQ`eQ6`y2A}W^EPFDc}wbBL|Vg;fBK@NT<U<T}SYxf;dTQz103p=9K(_OfLDw
zkP<MG+rk5UjW2Q5`*uPSJbwkP_*?N^`8DyXSSNKl`$Z$WxJOac;O_BS#3Ok@YL7{a
zMzUy7FYG849QCQdd}%fg@<G~akUY|&pxQkFtBN=YI_i}+QnY0CSCb7kI+~lG);h$<
zp|46E`-}xVziaNlf*k#4G-r#3jJAHCbGx?FK*!ZD1oEdtmf);*01k1EWEdu8(=;C%
zg0plwA&ykWQjD|eXCO+x_qysP-qX@Ku!}mYD}-}M4t{G%K9gq@PXMlQ`RXs7mfyjx
zGoO~T;~M9U+rqNi4w;Hbfx#n&#&&eiU#^@Gtm%JJj`$&KWOwOEbJ0l2viI+CQZ;bh
z){rRV<&@)fP9ynx%{#1a^!V>VD4(z9ijurbZL&XmW-)|B6T*C+N?gb6v`Y!f>s2=+
z?n>G2HiWt_2btgoRopjyfMDsg$RGn1a?X?q5-nTIyboQV>U6G~$0D)WH#cW><(%l^
z$#IKTr6?357*cYuc*$1N(H}~EqGd95h@d5T@-ZJi@Z)x=SXfAd_?y&n6TG*MGnF+G
zxoLA|`1ircA0Ug?Fs`x>ejp42d+EWa-~1i?7u`C=fL}wS>lq7^BHbaAtKgFnH^*s4
zdw+e&FymYrQFMZ$)Zb&FyD(pN5EyK;fDI7lcWcxE+xUSopySAe8ir{IL*Ow5M63?P
z$iuw@Hh*5I-o^gjd_|!M$zON5wQFvvV))VWbYp=v<(^V|F46HM1)~H(e&XeF8l(id
z*kXI*hCjmSwgXwp0faFhc=9)wp5F?BdFpb=VDrgG(=@bTx`Hm9f|o#aewAfs&<eYL
zx0T?S2|UGeZpvzEy$T<m8)lYvnPhHHex~$H*t2-R49TzK`7KD^Gao6|A+%n4MF#0G
zAU1wD7hxm^ilI*t>}K&u-`B<dS<~x@)s9N$K6h+k{Fr^;pilNEhXr+r;;1}zGI8gJ
z=%B4Zl=rc1nI^pt$INo@mJHknm(z?sP}sy(IT**&pqo|up>v(#8j_6uWU;oKn3Zp{
z82U{S{ErJF8mfJ-pG#5=vYQOwYr-|ICN*3}Eex$O!~dqX%mYz_2+U#CH?Fu`<pZ-K
z+y?<F@U#P3iPq8CFJ8RR!H1l^X>-8a^jd>mn&7Ns$6f3C$PFsQ)X7OvDC+9yU{X>{
zSA6;OOYXqni^VK;IPRIZiSscxVb^Hc6q`{^m>Hk+q;p`V0}pr;pbjU$RYAM<xkj3b
za?85)QU1BqCRow06O3#^=1-gUcD<2NMK~WQL*)TWfil%u#^0JydzU-JKbD+bIriLa
zCH!#8BVG~Xik)4Z5A^Qi66fknr8uu0>5nP&{t}<?!)zplw>a@^Z2$;Ujef3wACOha
zy?*_=?so@YY*G@7#~=|XoQ&!{R|gdsOiyo6f!N-f5+XJ&GZ(5)SA0_p=sRd7k>zPe
zuw53+uKX~hrFxZ;Qv50@O{r?W2E@@rFeSbK*r!cll()-%oj=gazX%iC1`u*27=>r7
z#O99amRxP9LmCR@@_|I$$V?=yOwLH=O3kFtvBtxv0kWrc-fpdOd5c24d#l$h7qEHf
z1`lQ`D=QO$DUL8UwW|jMum*sG+sShas=0Z{jJ5&#oh~QeOdvB8zm^W>NA3_X%cAkv
zufW*S+cHly)LHk~bG0nTSs8%KcB{Fc%0p+GvfXj>dGhmTELEkL!JcrF5AZvaKYN}!
zfmked4VWz#fZlBoR#QCF8D9w0oGB9SSc^cm99lLBoO=u$sEVjvm&fwgbxmlr#~|_7
z3wFgRmq^^xb}oNsU?*Pu+L}Tb|7kUvHJcbStaR`w!=b=_W1o8<N(OYHUPvt!XikN7
zG{J^waUigNc0l_vFL!x8%o99%XIO!&4!_CUIsRpH;~^zluH)G^XW|FPOdb$2d%A2m
zo;)Y+001mVKwF`2Nrffaxp9lbef(;g@4{$#RQUYZCw@PpYu9Qlrdd&)*e{~sGPV^<
zbTKx<4diPm9bjw(@+x#Cc+LB)+B@2ZAge?<sI*RdB(!AbMn~swK_1aa37T|ae^(Q!
zjQXa8YVA&+<;t?M%yngx=_#Q-E>zp<JRsbT*ZXT1@}c)@n(+#2dYuv&@jyJob6D%k
zQyC2h_V)PyZ6yYS?#Xm1J4+$$rQFWda(z{TV@x_Umo4<ae|`iR1N8Sus0>UMuyCqw
zj|Ym#Y#{$JiQ&;49MCr_ZhbBvfZ*_NwPYcjDBcx!Ty<`r;e^W^Yu!!<E?~~s)TTlz
z{jtH-=qZAe!FBb~O6`t+=qh2Kf@)jlL8kA_u7mLDB5buRuE@;EA;Wrj;``UEI%aNn
z=7oq2(pd0P2rKvJ<<g#MNakhkO87SUwy%_kHpSr+B2o80Wl^xJJ{QPgha=e5Xmb10
zB@T458g<KJ);XX-qu%{bC-51GU(pl_)UMl|`Aj;2&pCT<rum|g1X6(8+ih(hz2jF^
zzT%MqMQsnwaZ7MH5=BrtSxF$gNS|-q$JwEDRAOB<`m`^j&(H}S9Tm1}+Po<N#=*P6
zN3b^O@A?IIj5;Pyv|Gb%zIH0szYmC0FUrcwV!L2PF7`h%GCs^VDs!^I{tRGi7386D
zq}clO`hcEUz}}~4Ca7O?Ymf~L>S>vWdYb!mm^dC-;IS~rh;xD!PBa(k8zg3M$wNJa
zR6sCU^}P+B5JbZeF<)}v!b0bJ|5g@K9AN4GJNvA(7pBeuisl_(zq+yC!uIzQ;+wa#
z1(Fc8Uq<fxrDbO{y>j>WnZNP<iOLQenR8DsF%D+FBv#oK^@!18hqD@Ic<Ft)XXb9V
z)6DC_?~MKX;O52G@x#a<AZs5)>T597JI`-#*Bxo{efkudBPrsxDxEU)m^f}ELQ6<|
zJ!E?_(feq%oD3en0_b`F#Ps^mS+fG{Dc9`r6l{60&MFtz1b~f>L(X5w$iToLUK0dF
z>q5*;?t9Dwg;srG5CVm#2l}J05z@lFzQt@3xmWkGC5iO=O>fg7&dgJZ8?V4d$ptk$
zyQyx>ObRG!TsG)YP;rnTDEOn5Rh6;OVLJcr*$w}(Cx2w)j&8&i!l~pbko>)yUyc4x
zQ}BuLnkUgO9kx4}9J2McdOhVtQ)G(@n+DI#Y;CivpDY(sDQwO(1A*H)tFpIT%^}}a
z@GVk4Vde~^5{iREp1td%!;hLQ<SS<%%am<<b$-xg@#%0sBr*bM=JOZ+Y@r@tlR<F^
z$a77=rX8O~iwb!mr2QHAyLYu(j)NxFs^%7?rBqZRKyex>Oci7E682|~k3lZVl)amc
z^>FCy?(Zg@h`I<t$kEE}(1hN5^!??)QAB!i7g%oYO?No>6QUX+Eg(6hn#6EuC|~d>
zF5!8-=#XwPZERKZ{GhI9QKVRR%;<V<JhG5up-oV|t=#+vc109T#H!6O5bc7*lvM|P
z*^(&51(G0%GOB={44b4v2VKxjzD6|P+4iMli>$#-RN1V1tMDM5SLhQlf^c7!M0o+}
z9E9`>GG6^{1yyw`5PH#-tb-D^mO5o6^ChX1*~n{)U$wW)uT0bvK(FJWP<=O5#s?D@
zmjm9^0!)YP1+`cR^P^*5&%hYU{}&kriY_QrIpmUo8I<7U!c<k2buxD}j}%o;ikfY{
z?py$<g_dj}HvUXaGEiF6^BZM>(00uIp)=%@NuCXtT*<>uH?NP{5y4bV$88Z7bHN!h
zl=N6~-rrrnQm2ZbU79v$S%6J9=L?C9oHS5LQ*#LB+!Ze^+57Bn&Jkf$;TkY;Ak53f
zKltE!^*MeBx91;a-2Ux`_)5i{*$#Zq7AIamI+928nav|FZWnh?`s83OL1C&X-8XmQ
zrVW(0h7X4tDb50w>FR;lvw*qO!2T@O7Zpm3j?O?xR4F9*h46;J=c#e+`yqs()iH@e
zOB!JYqkdIoKcWLF@9yek<HT~+6Obf4Ql@WC61CI&s1G3=zSDj!B{8?qt~22KVo22z
zzvzP2=i-Au<m;^$hz&F8__s6e)%UKg$_FFate}_aYxGYlzAw|SH7r++i9Gr1?70Q*
zY_TlNzeb!w^4K1)mD;(2Z7Bv*w<zzgy=i$U;3bABOuW@n0QUlVTuMj>&S$P{u<!l-
zET@GtU?~OGa{zRyBe;*)G0@HUJ|W`0;#W^lokCt|D{g0f0Ve9yZO?DeL5hkF`u72j
zpv~t?nZ+86U@$wk5A|V^{n5AmU9W{dTe%u(x%H;qsKinh3Zq?JT`{j;FT?>0Xy$)u
z(0v*JYW3~85el5Lpvzm9Vs6l&3^XgnKj}azNc7wErgx~>e~*hf`GmO8xrg0?7;KkH
z(WW~&AJ~2=p2d8;z{9f$+>0KSvc>ea4hD5@DD#>|^^ylLA{=HcLFAy9tC6BIZUZ!i
zD;q_I@6g%cRh}y^s+#|la{c?k%p?Zo`a!CpdMKCWsUHbe9-W-YYw_y5n~GA^bIt-s
zO0Mx(=&1cargd&dio|VuTXw3BBpjeoQN#77%Zs{L-sUf5e&Bwq3+O^w9__+Z-@2*q
z&oVw)S5%K?0Jx4Hs|V`C`@=kyn{5W99G<hp`<yaytWU+|Ss|7|HsxkOe}qaxws@{U
zkS&xg<?IXk+v8!hQZ8^npU&Sz!4PkQ2lEZf_dkr;jechLTf)CEs>-98p`#g244{$c
zHavU^;R2^;gxRVtwLPNdEl<m;1r5t@P1L#f&vv!anZJDijAc=d2j2hBY>BoxmreA_
zXv^=k@UU0gDUJ=_s5hHcV%MQIY<Ptz-f#)1VRI9%33O3j<l>b_QPgANB6G8Krv`{S
zqnEDdYy6Qw-%(?YXGA8?{U2Zz27|f77h#&aXSlXJrVsO=AfL>5<^8~#7hs+yoP@19
zPV29}(@d2SC651@>lp$F<La9^aDXqlUqe)d;3maOqVGU>3o)`p{W*)zOBF+D{<6fe
zc3GG6PmSU*1<56WlzM@)8vQR6j2ApWdH7vbq^72x=zY|Kz$Wd0(^uH~YcH5&Hz3`%
z1+dMKu~TC<GIjMB*35VF<3ta)MFFqfV3CXboWsR!m@D>e^!Oz}W9<O<zh{0#RBY^w
zul{*s-0&?OE34=#^ckJ{%as3@Ec(|&6UgsmNI!n*cwO|mw$j;Nbri36bJRU?)sB%_
zGmYCi{X5~Y*hJhT7Q7_zq~}kv$KS9~QI&NIQ98ey)@kF=Tbqd%d(3$fzvB|D{l7q7
zou4n{$CWGCN#DmkO96`4OyBKaO4Ys)o}st@{&IA^u<<iE818I@8^Co?5F|OuvUDRX
zll4p8iRK@E17)dgvBBG$2vRg@JpWqh$^xhZRhm~o<^cTg`qvN>fDa5Ncg{;Oo)%4i
z*XMaHDD9$Fycb*k`}2MrAvs6tV;j6)S(k?Ie18V_Z3TxmcLP)(5yFTZpm4SWtl>cO
zE<up6IyE&ge2nG|GB9csh^0H1DiZJQZTRi!bM-h?%1219T<c1a)JG=eym>s!1gTcc
za8JPU*ex}LO5EY%N+7#0jC!vJqudtP9wHw2|55eUQBii^`|toF3L=jRqND{#t29U{
zjdV$abk_jVV4;*WO4racbTfcOH$%5H!vF$9$M4MW`L6Z8|G8X?d+z(3v-i37wXeN*
z8vZ5)aD0>vVjG$9J2jYC`0uyho4bH|h5{g-#~9SVI+%+FZF99jvsXjs?Wze!js1<O
zssE0^gowtrYn$<`wl7!h*hKkRSY&gPT|;QA0=k~It^lvijV=BE3&1>R*PK8b*K8Ua
zT5$BPgV=a?umJgTktuv*NVul-o{HX6p&Dfq$~+%XN6o<yw~G`z@v7v<bj`^D9JN9b
zh8y;B1n7m0vL_C0Cqm1~^Y0=-8_GT)o?Wuc7YFlTrudUg3vx!y#^%Q#DQC%k9R^)h
zV-pkgmi&tL@=8rlGHywM!G&75vADST1vnj8%Q&FNA2=NiaI!t#Re_8ZnT8yBUdd;y
z+XIQsgp0%`?+f^)zpvBg7ZkSw%xypqDnBx6H1;n0!zni4Z64aXZ!>+hupN)|I4->!
zF%8<MBSE;z<$MUb)vkcC%W3R4?SeE4Ic*7s*4~1>!-DX##=>W^5K+gr?yv2HVpsOT
zjq;HH&Jb|of@?pI*suWuvOt*OCJ=+PsL^u<^#AV&Jd%{%vxjB>j*J$;X%#$a9>DmE
z=7$MXv$Pdfo;{C5`n?+P^fn!b7z*X&CUF3n`MouwtPK0M6JlzES%3SVun{AlZen?O
z#4>0<Huo+O>9g+vCK{dYv55wEi*5cR%$}PBW6Y#2F=gI)w<#<6L6gj~SDYr^fDEw)
zgBrDLL6?lrMlm4vLw%jw^&!fVW%17?@l3@L_k*D7FbvuWys9X5f3dEE#}Q6O4bE>0
zFa|LB_}^DsFcKPg*gO#8ly`i!BT(tw=GbI`-hA8(`W3H_oALDP2f72(yCh8j`7DX9
z+U$>3(gnqu8Mn9>EkJUV1P9xslxJ=ch9Yl{6j=SF5f%R~{|)>iR{GDut)wq!K&$K~
z4j6+dM{v!5CITvPtE|m|%#6B<Yj@e2Kn6DrW2|iR*qx3t=r*BqqG#MVM#tR4JBb(5
z8uvr(4FG#swkLH~y$k{xCpZ^}b7fs>Ns`mgWQxJWTrf3*QyoYDxR|(tE*ScLzZS|^
zTrR109;H&gelEN!vVZ)C)jS*^aBodB)Td&7jB+9C5dd>_b88;@dU}aC=1Sn-0Jy&j
z7Z!xM{eXk``}y?zsf~+sY{$y91+FNSLaNpIsQ7&SHpMH0Oi<YM)skhUYW_GMOfZwH
z2A_q}aK9OJ0-9tSJ^>S~W=c%oA3p(In9^}Gr<BTgJ=S0I*$iZJB?9c5j#IwuAm~PJ
zffiv~44m(g(dCMI^SyFzAWVoF@d!jUBvlNhF?nka?0dszA0wan!5jr`)Bg86l{9xw
z2h+~7!GuXI(2Usmhw30;+o-RJf=0@yTDRqKUvFTWuISK>k<$D`0aCEUu8Er8HjN$o
zG;ISQ$SYEbe(z1o2UYwA;0!T>gTyk%NsTXb7>6~;qhlUSy#O}~#gMJZE<m2nO}GJ;
zZoQ%-<Z+CG&L$3GxO8AGbDXa6Zqlr4wVL_^0_uBgA1=uRGxccP!VD}K-aP`tic-W%
zG_v(Ue6*IKm*U(0E`u@Pq!dh6$pT|$V$*Txtp?vbp^gb~?L}V_?tta}+Ve7720ryh
z;YHAOm6LW(ad9s%6DW@FL0yt@xPw&6iT(Dv5H}Y{)l|G_vOv^}*s)g9HS@B&1H)tu
zkO6Hh&k6^r-Sd9E=aDu~SlIfg8`@-5Jhm~7i~i%Je}n!+zvFO)Xu(h?pk9g0*zRPR
zNXDKmeu8K7pMpRe0t39O$-j~XUEB0YiDB@X5*GLjii^dYw%>}2*R!gx8bhSMGMHtf
zu2p|q>g-?nJ?7|j!i}zUJWjnLfI9^OxKK@Eaulem%C()?&2Sk#LN(6XAk=YQ^P0`7
zc-;)hCn1F$EH2Rk5We;h&v-b#GK|juiF~-I&#RzyzNhq#*3%)DzncsJgioKR$5!`+
zpZ_CaYB%ONsJzP_hphGo?7D<Bo?Um*HHJ#{#)HXwSJF7gvtvN*DF9UxA78gvzX{QQ
z)jN?B#Y#4{4N@DRd__<A2B<~9gG;IXmk^`|UJa|Mrx5_}M<VQLyLSD-%%?+NpTVEF
zObk9n@cSc>x>>I-fmSAY(<o}<H>QH8KgKke4&P_EjbQq^7WE&Ff_G6(yLcB<*Eajz
zDLsD8+$Hk&wAJv~DlRgFC!-;N@v5wT5eW<2AEV0b!h6s+uYGEK!nA;!8l{TwbaIdD
z)irt<;|KcCH_o-vD)~0K!uEFq73?Op*PcHr@wO=hk*LbDz4P6_U^5r-dA&DAxI{P`
zSRx4|4e)3?m)sqrHsZll0B^6gkSqM)*(hrKc623G`v*TOcbzIzk`ix_l>@DeY{4T?
z;(jVuIGF8|3uoy6JF(uG`OaR+Qho0QIXGij{7}vRbjtfTNAkZX^1r(3*k$klV?b-L
zDdVS>Ze%^C0a`DWc&oo>9D2gn&gnFflDqG(ck4$B;8l+BQkBnMF}JNQ$ID`Eb)ldo
z+PhAN%W`+&=n@NvEt?&$U;EpXr%zrp9vrrJE|!Nm1CzZ-mptXf*8zXLEE7sB2K>%%
zsT4JMVumr}=#!E<lV8e8hBUsL;0-D9X|~@LpjWh(hf#*UvWombGXmrS$jD%epiGnJ
z-%Zt~3ULWsae0W!lt4h%%e|}qhyQ?P?}i;PtIz)UwRx3P@%XhdRBr#aZRC2f<cfVV
zJ7zjb4W9_U0o-w3*@q7gey#GIzchT7sc(V}^`fn??Q|5r1KB#qOp(0R)H-VYH<K-J
z?@>lVUm+Cske@?N?RP|oJEz^4`-s+v(b*aTJr4eL<4?#(wh+RQz};z)j9Uucy(ejI
zEZ^l{+>DN7ZTA)L<x$zFb+cM>rfBbK*iYUkR*=T2g%6bGU_US+npxbnVU6-CtPO3T
zyCk2J&}oD*FRz#;{0+V0+74#mw{#ayLJGsDY;ED$yL9legavyFHtr`K&%DzuZG|LA
zzq;5jFF!V!u%FU2A6{8jycHWChen=(vz~_kDU=>rHA_LsV|N41&%%6&`8pnMopEII
z5HmO_uYx4iTNMp3N`rh=DsIvrFY9*4b{Y89yQb|Q0XOG+8)s6gcBk6rcTbzETu85!
z)NVX4(d$s~uqU~s$a(CO5ezBt6FMCpE4UTwL@Z0D^twiI?`Pp7aGHtnnXaZQVb>jv
zUGJW9BQQ%=^7o?{*6#+|4(%DRjz;Ndj^%43`ZGIMtLc?F_x8abHRF?9woDpdy!ZQe
zL#T}2+!a+VCk|G`^mtYZC~2T;<WeR|gWN_w5L23hJLeDHkyQf4uc-r#RDlh&2Hi8s
zVbi;b;15zuUqbT^R3Z<3SjANYC~Ps4d{#TA7=>3m$}`|ts^DePw&%}|qRXZCxnf*-
z=q4oR)OUD9Cq*Dbh+iMo1G8qM2O{LID)MIgC6DtvXSY9Lm0{r;@BRYTMj3z1;4x`V
zBR?Mm^-C^tW(i0qyn7)!Dgtr5VPtH}H##)UYsjCZG#|P^b84&mPQBa}*S5$6Z{@Zr
z<RsDV&qZ6u`9H3ZRD^T-Lk^{b#*I__2cdR}E8nKOwOG2I#_%$+>lky-{BJ+;^?;}~
zi(OGYsY1usCFq`YsLiIjPCZtYV*h&J1hfuS>F1jOwMIU8`5ub>&Y4^<u2<8Us0Ca&
zzMc;y+~nX+EE61SAd|LLAG`TYsi3b;J%)i{gC0_yKcQ(m+zMX$*OAM7pmy09UA@Pn
zoYfJy>>a=tT>L%PcOfsmGW6>|+o3HK(S&3nl|X4%E+e2+?q3lW-glTnBjg!SW0D}?
z4Q>J7YdpAH172o7;$pG9q(5=ve$d)bng2hcHUQ}yQ)KFJjZ-2-*!pLlw`qM?P2iNR
zIF&09@WvgzD;Gy^Cv?w_J}WZ)0i)-$nCw%Ks2;ZRsqutNA|y#z5x?X+S4pbEwSr~T
zdZunsKeGd-6@YgjC^oW?OEM~YGEF`i=AK>5T2e)*lF(oulIESx)m(jXd;X*r3VY0?
zsMnzplhy47+^yx0XJGR9B62P4rp_K&`N$n#w&2ck;*%ns&H7IjoiMnm`v@k)_03?o
zFn{eMiT;EQP*~fJ898D9111e=1Q<9_&unflt89XPf_&}6ZGC>b`%RB$858%S*LYp*
zlXU+kHC6LJeDMz2t;?Al>{sEOu)R%oW(|%-6J9WjqG@sv`8&xl$<?DLj5fCnqt{!u
zt!7x8n<m)0!$aE;ySUpzPV|>bbt~7jw-nkv;rlI!0Me{-VFqPe1M-K`p52}fBQ|V*
zs<0-#khcc8HxL+%8;nDi>Szi35NetL`e!q%egOIXrVIZ-TK_eNb?&uH>D{bFt}Jfh
zBuWX)plu1Ic5i7)0+YjWyVuBpBs_Uyr<&Oook8ie3qJNOUfrpRwhXPZy8~;%{tRK1
z@K<YYx^!8Qp39?BpxfCIw{ObfXu%1b3u_j?c*CFXfUU$>hB9MfA{^Z+^(p@0-chOl
zd6vF^q-!}`DJI}x=|Q<nlWwVs{HoCO%6$lA3oivtZ{g8`QQM2?d6-mK`}ZHgVJq<r
z>-3Of8_yt0%_lz3+4Dzd-t~(n<@-yORHj75<Z>r4y)8@tK1C5vQ`0z|o;_l+5VZ6m
zzC4O5R(kc1=(P;RL2jg6KE?~il}kZ(9axVcwY->KMQ2?ba4si!Nu}!i_rI(ky(>R!
zr#xxpcoI4V;>Im2>4d?gW^4b(av?-OgZtAzqdw1HiaR`C2xkC)$bDhrTK@f#ObPvr
zGptNZl*Mus%>mFFsWK{GjJ)V$jQ&PLA#hh*8{?y6sU<jz0l{Gde!6#F|Fg243Scx=
zKF-HAWeNQPD;&~%yC$2Ew}$3Ll;Ul`Mv<da(xFc{$6Yj&t~2|Td4kUjz4%OrRfJhb
zj~hpL__eE=y|?@SP~2;J9QX#DdJ%Pd%9UHj##X$AX#0SQNZl-OYRPa&Eq$0HYjcKK
z`$v$p*mNX79)KC{cToR(+iK9V+~%ZtxMxp*eQ))x9{(~p<Kh>-An~Un3ul&inY@CC
zdS8h=JcJ{ccvd`9Um?7{ew;R!s@_LxpE)G_T4`0e>kjsC;DOf{oHw{QbgyMK$}8pq
z*%@bNqdz8uaAi3S7?Kum{s8BkHAOc5yA>~opz6rJ-Ku>+gLQ%{nK~5M);M0xkXL%!
zUVLrRQByz@LnA{a9(a-oA$6yj6Q(}aQIPiuO-Vu@x3WKOUaApc)hHLB`#VVhQSHQ^
zKfd924?0&!DnrX%iG>%J<?EN~$Kk==z@PXk{OVEn)8SHcNYq{5ka7RT+n|5T>i8G_
znn|y^xPTwkPa$SPD2;?|?w<bOQ@4yZ6S*g6J2vx6^wO+G*T<M1Y0Gd&wp1(B9r3(4
zH=lNdnO=4AtP|MSyts?au^H)yVnm|UN>4JokK{7kpM%>%EMFt)c~<>xxz*N?si{Kg
z3UA)x<^S6slqLS23D<;HSpzR;`&yvrfM9`|SXF(eJiF~vgo96N#bWRq&m<_F0EH`O
zby}Hslhy**B-F(P6}~$${ICb}14BdE#3P_Tj%*up^s6HAx!i0;d`T|lQ-W^F^b;=`
zTGZ9bs&cm->{zsD>N?Ko?%~fxOM7RvooQ6a?)!<>+u|nYq^vC6rSx~$_%_jV41{?%
zhE}UjIV^Ii>qQ<tmbloilViulg+-sTU~nW~UVODx_w+4=_O8mR_k{Lq6T(&N7Q39s
z@;{j3$B4F!EiZe?N%qW5Ub8t)j=5foFjgcc885=TY}ZY!+(^&$0gmc99(d-t+@@^j
z9<R6X13=|s+dFPjvbopv0ehIwen~TYb+BziDFt&C2MyA-FYb5f988j_uz%TH?rJEw
zJYI^9@<8}r<SH6Y=r<;8)A96$*4db_FYj$nwZgxz0aNg}Fy7eRbpv)eHEZW%P`Gi6
zvb)p6K3Ga#$;YcE7~*SGZ>nzc*-T`<row7YK6uyq27H<`3;Z&fhZp|Ci7r0eqP@qg
zqrF^z!u`d2RF)SK*m5gHEa7|6$(Il@?jpy3V+*t@2xX@*M$~w%s6)3uy>k1m)FwFU
z!T897ufs{-uyf_OI$TTD<jYqc+{WKXk)`bAvGp`?W?hTsp(#|GQni~fh&;4+AzZ!<
z?w<=6QhF#&lF-GS_?-izuhwwH3yIB{cb1Rn*io2fr+@7}aQ{aTL0v{bL-}d@->HtC
z?qy#>h^penkG4d`aySToQ}>vIiH1J%Ni`GU(6dE#gHx_*CdCID<A^M}9@!mNY09Yv
z?l|>zRgyd(dI^Ed{_m)kI@jA(S;u&r+D_anOSag3nGF$JgXFEa9t{v>m8xaX3}xk)
zpU%Aqc>?TGf6D<NRaDzare#%Lw|2?3s=gj$g9&M}LWqQou;JRc81OG3S~8s{sd9BJ
zRu;^N^NDa1BY@=L@ns+l7`8>-$t|4i_r+p&wKe;_ouR{aD4}57H-7bBh}>j8Z<%uM
zwF$PCu`_3aasWs2$S=0WbpPKgdbtj06-gE6jXP6(GnMp1av|th;DPe^hE_YD_($3e
z=e6^AKOV#G0}DpsTXIQ+m%P=9cB|Kz7q(SpsYpJ_v{GbB7$a)Vk00DLd;p{4z?P8J
z^QsSen+|(8HX6qG&vYMNf~0@KI}qRae8}liGQ4iNFx=bohtcxcG$%UE*SQ^Jel(@#
zH`I~w;Eic0@1)aSuCWYP)@zW}t@TPa1GznX{Ydk&`O?B_l+&>FY^XSTk+ItP--bEN
zyq54kV-Cf>hciW$5#^5<BX3sMqymcx40%@G$zGFumRPR$n78d8)ta?lRSsON+3PYS
z{qn^Ng<SQR-u-dYuj-Mckk_92S77ewaweam`J!3t{*%mpPS_Db7xXdDU);6a^U7g&
zmsP_)d<pd`w(QvpCiBqyI0uknw-i34iOtQ0kNiz(WrG$8ZLHeRW~VgOcs$dml(49z
zyC?lyxN65On^QdAYek93klJW?Q)L*~oDhKGC{>(~3+xq4j?QoIG^~|kf3v-PY0-f@
z(HLrt^}Hs5x&7Z`_lDoNYp?62h(LbfnZui83<dRut0&G@lJLh?Y`zm_!JWpfn04}!
z^wsqIc)zV2{*OoU<x=|{#N~y)TQGR<q!0ICbkWys&%a#r+y}V0h5!dNXL;D_J~ZY9
z5ugpjYp$zLF%M0!Le4U}h18w1%|t{h--blo<XV}O>(2a@BJ@@K(62hz8#tzd8y9~J
zpuGzB69s=Yh!zzcSEb0z(6k`D>m?D9J#a1!<qjb~bU)65l?ulr_=B*#zH|k#pNJp=
zS_38EXO(4_qY#+x8O1{j5|LuDa@f!JL~zXfs!(E`t@ttnB#`D4E;qP!_f)T*G*MGZ
zf5M-yBE=blyVwW&&t9;m&k`zmXU3M)biG7NU$T3(3ATrX%%j7x*dW3je4XLN0@th+
z-6p+Wq2+MbZ{AT|YLT!IqWbDB^dA`qZ71Ffjds)`S4|Y+wjU8eAe(qc=qvL}*py}>
z*NbW=^t!uBF61DgN4j9pDUmsjhpfUcOPB^=RXl>J_W`*5e=DMK##{9M9ig(Q9V*9{
z{Ob71xFlGdp^SOwk-aaX0~zjAseDKCpWcuAJWp`}PWKZ&?(^-a-|=`X&~)<L&$9M3
zt<HkIBXw=mlq^>7`qnEF0+geBl0tV+(U$Acjxe95ul<Kghcl=jxNto80VdVFg}btv
zt?b3VWq!R~8=rYLx6XfrmZl%#Zba1aeHn<{bJ6yh`?ZX29F}I25I}Q&9KtH+5}>vh
zcX>KQdG9sn(2@YN^KX14xjI(60l+0BkC~W>8aSwiPE9xeHyy%@R9&|n?%p!xEX2XZ
zp{Y!`pNk8^z<>O(5Da|Tg%oJy-WX6(5vrnq$3<*LuhqXxV>0xzbUQ`2b}RJuXsF9X
zH0swHk6`WE0h2sC{|#3%?E4cnbR4P$^>;O=W`C?#&_HLi|3W7TSnwL<h*1do_1xmF
z`>%JQR1rxf&bjWTV3`m2@!yID2M-&-WB4()XA`Bm?CGevN3>TQTSm4Wdij$a=aE->
z0^~%2DSnVvfQt2J#iDA#Z3po+L@Ka0Tl`UcJ4Gw*G?cNxVTZfGRl?TQ&xkzE{*LoY
z_Rl&C?Ee=yvkJ|(^XYxSij}Jku6FnjmO)P=IKjx_yr>8wrbc|kv{m2`tg(CMB$9#=
z>2=IH7;W2TlmgqmF<eotnQJ5Yi_78gESBP~cpIPH?y^#F#j<rBtqAa`%J_oHSw3cx
z84V4A$JObx>g6lWQ|`+3+l;X>tQg&O+ZbcYK#@`VKUU$X4|?;SR`?NBesMDxeToaj
z-{82+M!e>KD{*s#9_2J~GX>Ks3srk7cb7PU6l3^cQ7C?jU2x!OAsJ*c#R}SLz{(Dr
z{6$1)|Hn1lzm!ALMz=N$fF-dIynTg$J6}}5?|r$SNATskJUb!c1O<H=MsW#JQWp&h
zf&=7%r26ZMdENyJ#R-4mMb_HP3({nQ^?U7+<sYLa@o=y;Z1}BVpH8e-I*xe;$IMD3
zrP7Q^^Or-hnjr9P)*yTjyH2fRD}=lnVg$~HmCw(gh8^5;)F5*3CBr)u7m-_oyVJ#p
zcZ${IHd*}SnaZaU<zenKt~yBo>^`qe_D6qJcidxTbR7)T)(%lOJC3S&!wT-;z)id%
zHK;n<Aj@{P;U3@`uG??Wpfq5sSoUOXx@T<sS~TCqQ(%u0@~BeOn3U8rIi$$kMkfl&
zU|~%~o$n^X&%uuiqYoHlw?Xm@Lh&6r7wJFd`g_cOeSj<EO8%^DG;r)y`s7iB%4&I6
zA<8;(A5eSGZFa7WxE^^>CvTeqt_3EPbX|X9X&K(W`iy-oE9)n!NvQ}ST>g;;b=ATb
z7t>kd<T78|yV?hNq)EBR?P&|=rf76duHsf`qH|TCH+GwzXS&nP(${Z@+|6)T7b&h~
zN0DuNHY|0z6WmR6@VD1{A*phBMjF@=J>I{yHt;yr?=ke2;Bcn5x8_I)l|i(5=d0-J
zMJ_mB2~l}U{LP-22c<zFe;gm@Q*+fL;@mkunukn1Aoc-EFQPYoy<dru<Gvs%BrpMg
zsW6m+vpRif;ZtgngP|SD-<p5F&&_{Vfj+$Lvif`FjTL4{GRFg%5XKc-r)2F7U2pGk
zZ_a72q8C;Jbo;x!Bd<WtVpa(McCycT{E%gC^qnfS!&iq+siA_{_v#diO=lYJxs%y>
zUSI3?s#n;p+N~g4A9@}dP9)_dDY(KIJOr6EViGptK;UAOn*NYgH+KT;v#LD)nG@Y(
zP&si2DCPa9XZ|);(jVhBoLO03CVHpsDp1?>xRJ^qC=slFK^zP8M(0d%FPhiYE<;q)
zffvpfta>S2mXFfdSsb`z_ubdx+kBHjd~^O~Nb@foK!Q|1tKAFXx`mk#mdWzw<rIH>
z)c)G$kF2`C@@nhoPWIxhY!!qv9R+0L_S6g8fx#jEp;bk-ex_Zf)5dvgEg#?<3O?hE
z%DM2odnRK_b`Xwfh9srl^$U5YICHKveyaZ`b&^g1J!iYd3Q2yEd*e^SV8R2w!u5BG
zi}`Ew;Ih0Z&vGo^e_J=5T;Dy`=pxYo2u%GwBK7O?g<|l@(4yppHfd7eXKLk4cAME&
zf46tebSm9ak0=lWH@hajjn^!HuhL9j7oF@6SWVu4qRs{H6xmtgk-m)_O9xc9RI(Bv
zs*>cw@=qNMG2J{W!r8{?Z)_<&0ASn&pYR;-T%1FVtLgfSup}v%VD8l-@3|j~;?^VY
z3Xr1+QZ6J(;GpS1AfVpBosY?Wi4ZRQ_>QPko?4yM?L^C}%ETU=c077Z9|t5DI^PDJ
zf)V?N<;&42Cw=~;GKBl}pH>113wMUq@oA*00=JQUzG=#naLizXx{6JNlPXJWDY(^s
z**cg&54RV+|NWunv+TM9ran!wZL2zF1QUY1wCYTw9~Bi9?Ay0H<cwklWYk={a%lkT
za!#K+<a*G_msb(l4-972u{GN#E68aM8I=@#B?|1Y^~j+dYAbc<jj8GqUX5gt^?;+I
zk37f^0UH)5fEsVcwPPv-Iv^=9s2dLE{pw`2J_j8|>JFEZa5Ie!oqrH(2SUMADdFSw
za_p4nOf9k(;JM2r(a&~UlHomj*wer60Dx2ZI2TH4`SfeQFWeIZtz`ls`SZ>?KJ)EE
ztH0h6Vf#7#+#P1(Ew~D~>-PU_3fTNfoeu-NH-okvQ5MnVYki>04gx6r*FcjcQgY4!
zn+}jx&j#sbrP9(;J*0Of)s+-JyLkUotPb(z%X$QZU}W~&qI2*jn!UZFdAsY+?L?TL
zNl_TR1&2=>Tc<`UD9tbs-SrRYRAkOgke&$e%(-rdM^_~GT{=J0R|1^A2fnA+%!oB=
zW1Xo)DI2+C!9vlUvmdsvOMJzEqo^0x&B)5vy#^B043yb=Yfb^j`ml%q(88)H?W^eC
zxAAJwjHKBc4E<gM@`RD&&8A`!M&FY0V^YwLztq_$GpAT+)?OT{CMzxbLG$G58gI0>
z5exhv@9)=DcO>OdNwg?&;9%dHJ!=IbHjZP_Qek45vR72^Lp!~9Z!HGuUTs}SPffkt
zun9-|pvTY85R<<3*O{%>8hdqY|8kyEzK%jY1fHj2X#8$gTvSw41{m@6dIGdw5nVm|
z2^9P(2JRqlD7dh&h;C;E*NkZ5NTFWbV*Dw)zx|2H>feMrgpgD!$_JHAC6kN0R4&?u
zcSN5xl$Rq-Ce)D6eB9h|B%mg!^^{K%aMIS+jt4z{OsH(x@<E5S;a)zwVa<hPLda}_
zm|l&dK7~lZuO#o_-Y~JOH^d1c!c{L54^^Y+tI863_wRCtAM24`7YR2alHlXW6(Ih$
z?OL$QTYb$IrdTiFQZ<uUZz%2{_`3vr4MC*`tDnXCSb6J_uAVCDb6A)r6j~9%D2|AY
zr5wuFXax}}q#5KAdQgSpwWM5zZrWs6>$%tbdZx8w0}J}FbxK*0id5(?&w&V`j%i_?
zs&!ssSs4*h&hN>Y9BCx8N*Jz4!k4fH4%VFy6+S_zrDO&1@NUaNMIGo!4pIBK|L>^6
zT@_=*z^)GoyBPlfIX!@4AFqTdC@8siIez*4SylIyGm6r<z}ln&sPbVOz%1**1S3#x
zFEu0sH2c#VgbF`u4wzg12t4J|+F9swQ0VTctU`YxUK{42)jUFSz4;LuGTQWWOj&GS
z$RZeYX9?3$FYko=Vb`cMt9yB?#}AG4Vz!R|Cf%X#&7bg1f8o(vS;eERtgSc2Q}CRN
z+h81!@p{E!$-Xf2rM11Qin~AD4XJK-JrMW&yN~<T#xE}al+K=Tfoa*=rclpWLom22
z8C-@j*was0J$qB{^&bmoy2dTO-|y1--LapH>EhC1ub*<3xg4m{X^ZaQp(!(~GOyM-
ztR4R?z49+~TyR1^A{z}$^XTxW=>;)SM{AgxyqcQYaJ!s}3ipl_3?>v`sR_M%dW1#%
zy#?!j#Hklv#$SLrZ%hmUuM!sO^u~aVS%BO4{Ky<2FPZYXy3+=(xWc?-@7G7Qaz_1^
zQz$*g3Q5U?yqHMlaUVYOyXLLLCOc>ZoUndK`bs3PW?fXhTuh500e!jE2K~>#4`d*Q
zQme$&h(!4NEB*AfeMZ#&xdiP$x%m1@F9X6U&>F|2C6CpAV&I>o84zz;T$b*Bc65YA
z1H=gld>{rwJbrqPwySKbt7=x7T#pmexc!bvSTQA84%^u9QwcUEFp*S@r635E*;I(M
zX|WMse3$^$PCGd2*^AK_wgZ$`?r8%!wdR*(nB3P#)iN?Ngk2Xt125`1Ag@>YGitL4
zGzo(xzW_w@AYfch?e=b4`Pio|{b}sdY0DJI#<&?^LQ@lH;!<;IA-?K3%8E8OZEx`7
zCE^u0+MAt=?YFJf@**0cqP_A~Z_h?t08|P^H0Nb+Z8?LPrC!5V4}qFWA^CyL_Cot`
zFX+OT3T1>q&ej;q`E`k3gbABUdLKk9$N9WNcEZxqTq;GvBYW!LiGXo)9QOKPC*o2b
zTZ64gD|10ULHavzQz<vkcs_VZ;ajS3c(_1I3`rNhaffpYH$oefXSwy-ptVPWzk}|H
ztK#Q}Uo*3^+`+_lZFD;rznY`hcwEz{x1k`pGh1>!B$O0>aLb%o(Rk*;q6lGO!Gr+~
z_LF(x?`OV{En=*`e0W{$c#?9!aNg4rhh&DjQTHFX+|ce(@*qVWfF|Ns!g{_veR+Dk
z?>SvoPOqpEvcc0zSvUKR3<~se=#~DgwXyPCE-<DKcNv25j#aL1Zdf2C)%yWL{S!l@
zMne^4!)1F<TLanoqgDVqUwvF$4Tz2q2?=exeb4Y;D&>v&Pt$}F-TKPLD->4M{T~f!
zgeHnl8?<)#sTa%vFvx`uUzSm7?E4c+E#l;{!}N-+s+Ud!1qz02i6ullH;O<Zmwvgl
zQu8h-n5iU$0XTDH-_8J^NLYVP1svf^$)LCcxzaTao0Nx2;T9{u)K4UoIRnQ_ll^C&
zv3dnmK8FLp)2V}1EqpC2DZCTc!jZ2c7;nVcO92UNDy$6Z|2N;N|D$i)ap~ItLp7K$
zS$Ojl{1+As`?Q;tXe=Utn9wP94vPnju0Ow<uy32w2xosfIJhvKbV#iu;vWh1h~kH!
zq{4e5Gxh7nldQBSG)BnDhDGL&9&?QT8^TC=M{J~4ya4IGp*@gQKPc3r#dU=n+DsF-
zR|ipSB|Q~Qwk#Wfn*xf7zU8qRPX<{V8hMvQS?@(=5UQ4cKWPK`JqsaZf33XX>C7VH
zd5+ya(<-2a3b1?t5y|54tHj45K<M=*Fbhsl81xyDqd#e#tatmr5Uv>>VmOW0EWT^S
zD1p&eZnA5Pb;;CA^MAFuL^IN4QCh)l%;|Qj1U4cLpY2Ol_Xm6W%Ft=CnrB=fY(R-f
zU+bjH;mk<y1W`D(AMy8(0yu<r{VE}!-9WZnK|i2qFX64P6g9XW*sdIpdZH^#o7k6m
zK)_Fji{55q8x7)3y6<rA?yew65!OGLG(IfU*BfGFrm{_YU55!!T+EzuxXgL@V8JQV
zi}!@sJuFg7{K2TL)#4HwA>Wz8stopg5g$Y>3P+{F6D%EEt7M^0nL!R@meMH-{;9j&
z^y)27Wkm#E&>RO*8hl|ofT(IfxuUJ06TRxnGL=nIAQ(n^C~>pH^GlDd>ljX4<M_&f
z1#9BFG^ip1PHUuF2kFbB9=ssL?kkGuoP>1;{E4zF?qlMXCl_{ZAwVg^gB9+pMPQP7
zZCamKH*}5B)2#GT*PO+lRs1UfaZSCx5gEv<;9>6L!8$+r#EQ4o<$jx9n4xT=w|{y@
zQ)gga+%@Bdt#U}mS$m>9WS9Mc2Xzfx*iUUgc|v*F!+zHO9FQA&C7k^Z#UudU;K{()
z4vtP=*EMe{M34O~>U@2YYQ*SRhai`qUy^yRTSeA9EULJpcJCI%won<zCZ)12F4iqt
z5E9xS?GK3#H8jq@i96Kyo3Ubdzn6cM0E8i``uGeE?8tIajC00sa?IaWQ|IF)t=X*i
ztcK!PF;>=$*+H4ehsD;fMSFMy$BXd^e8K2AW1%_EYNRGq>hm=HNb6zsAz(pqM|-UH
z(9uT;P^);_X!cS2cOmb8$KgGDe++5$g)nU9hrt6a`G`HQukzi!3mimS6iW|O(dC91
zC7#J6SCB)?wUYI8uhQ8N$~aG2Jvs(7!bO>P^1@7c_2Z{}6XVy(uJ@TeWP9zr+IQJz
z_#wh0$t^o*-|Z8@L4tC^Z9w8%4%GJ#SyiHjtg4)=SU4tOtc82ESkQCze=PMIe)?C#
zzoh{{+fN=;?ncWdAAxL(VvJLiD-S*9v*7CX`8TPz$)*thJ9jwS@{=oMg=<<c+=t-Q
zu8mh9%1^gO>?#*kLne%=A%TfuPC!H2-0oP7{=$lm(@}L{72|(Voi>&8#%d*47WPm&
z-YGHNI;ADq5OUUfg0b_DZw1Ve>5m}o#{N1}No|pbEGnM<4F;^=g&YGMz{*`P9X4xg
zr+Q^O-^x!>ZHVCn445hTCrZDfFHl?o!#&$YxMj?gFz6!@`t1tRTS>*rNA^u3Lt;Zq
z-3st0%J{<g*Ih-K%T_g(zD9ku89f-(7RqY*H-pU@65%muG;pZms!ecEjf;tcN7(PR
z$7TLb=|Q99_ESfC#?JhwBu|~rl)pCcgW4H#9D8EoW!A$F5-DX>FW(XF{=T9UH~(yL
zQNehI%Ys>G{Jz=%)uy84{bVi38D|w7l^#=mx6Z7p)#xaQOxPL#eXHX?x=9spTh+cI
z#lR!+f~j<Pu=?%~C&XQ8&+86_@ugIcYj!(B)qidx_F%<=?*KuVKX_$X_logR&YB;e
zcH-ObyXa2!HPh;p3=s4h)#oH64wIFSGdt}vitFe9YA62l4{$a3p@RNB3#mT9QWkGh
z8rT|%8+fK^1kEn>7}FbXkYQ`I*IX)TeMljo70D;4Ie68`l+4+e>@a#am{6}mF*FJn
z)z`4RzI*F#W_2r8%{jf>mJzf<ViY&bPj2w7ZeRePfG4R>CPAL25~OCnEZ%xpms~fi
zKCZT!B=YL@P=ACCJ305wN5qf-iV**2+T)ta{jd`{o5M@1G3<1$^^zco?ENO2owFm_
zuyyyVF2aNppa^_>I)4sMcAeht(OG*6OrONBI$pMO$(*`>vGuT6q6iO(65c%`R^E<o
zByk|k-{U6v`hddG(xn<*ih4Nv{81(9n^AW%W`AiD)m2Fx&_n>)a>LyUTV_t(Q#nNP
z5f;h!g9yBVnUC2=SR`2JoiN&Ta_IPs@~97{I&QE+Q2((8XKSTtZ#-pZspVYGJ4`w|
zS)4-UyU;H;Hu+cTO?=I+Tf_pNE{|h0W^sY=kk5{%-~>4Hdhq!NodJD8Lj&urhL}BS
zh0{$}GY|@X(iQ42ebxA^>mNIFU7;)~#Z?rz6Z4d<BZrhbdj?Y&xvRB-rO)<WJd!ve
zHL(h$P9o?sa$Nt3E?2RiOX}u>SR=c^URI=_6gnniDI87WeGS6*8$qn)Ye1YZtrJzd
zh27Q?O~$~3HLz_0cJO^7088*4%TM~g(q3O3;gn6rw8}u$q&}N5t9@?_kQ1(hr<=yK
zoalsvxjD%ar029NW7p@|<}wlC*x(F@WK4eHzTMx<DaQaqKq6i|>XnQ~YU=kTwi@0V
z!(=X@ESEzHy`8uU+vq~kg<kcf499gQkb1eVmg;A~bc+2Mu{OipGR9AQ5Wgw55j6sc
zpb^~d)!YkMwWPh2whLCxRx@FnjEjEazS4P2;Z#F0wC5qi3fKw>_+_nsF7FqwN`ft$
zAD_0>6hPS~#j@?c(#!ab;`rJCY^f2Sn)El{@8?Ax7Z%PAz~Ac^8otzl{f$|$1Wqlk
zOoI;7=RH7m9s^ROefp5RAn&Qi#G2bq*+Px`;oGs7-Ctmb-I4H6vz8wVucr3L6c(2j
zeTqQ2@BzLT)xnMO4`L!C|Ne}0-LBg|*;^Dh=_wyLqeATEjbtDFbKC$QY~oHMFIrqU
zY4(8jtv#z>29N%qmHxSu6wJqouWNB*`p?HfOxF;Oqptk_E{6y2?&SRHsXBZ?N2RCy
z0|wGaWX7JAJ~NNpk(1rXOM!Z`(FxfH3LN1oW86x0>K(2D1UZ?G3@C+%b-3s?wc1b|
zA->WNzJ68-f4GSNr1Gwl`vLQZoADON4wf-Sy2>5xDeKfrvaJ54o|;sI<T1Vb1#^jk
zfsB@sw$t8-6UKJ)OzFrxEcW|Csbk{F0JmYkA%>>TvQX?`$QCDPdks**7BddH90Z-8
z)xGqIfay;J5%7!h9EFvUaV;(@&YVdqi2SuC`6zED9{J+I^HDR9LH*GmRV*JceJ^Fd
zrcD2uwsMw{dXgKws`7k#QT^+K&W&5Q6>rHZuC_iO?r!V5hZI3nKX^$9_fW7zY@C?a
z0+Gt|VccTj{aB^J&r&Fo&oimq4{*|JqczFz6fF-=B5DzP(!Gk|b#=9XX;YNui|siJ
zjg}3_&Sqy(6!5pIgr5=w4Xjkt<tvb4j9HcFm|#raMWH!YW)#ipMJAH2=d6@&4ud-j
zzs+xna1P$KcG=QiRa+9r=&6c6DFVOblORIMMYYEJLU>1;V)rKGL{lQr%+h8?yk?Ky
zfL-a%oSfa?`(R6kINuv69yb}4>ZEbXZ;hgfAhYDSZOQusC~hh7B2T|k|AlDf0$OdE
z#`-SvRkVKgiGggrqnizimicN*us0dRzvCo@k2vY_^zyi;c^0o}O>D!A+0<L}w=5}l
zjb{KXS@VX2I>FKr5=iqP&P%8&S}ZQ<8rzb6=dL&N7GOU$DK~IEO3R+Fr*qH`g#PhS
zmkPr_xaX2=u;{~-(@49SeushJ1UZ(yx7lPMQSXgDnjT&wd?><g?5U!cF>f=*;N=I{
zN&G3TL>)I_P(ANDeiHDnuJ#*ta@7DEuW&3Y6x}st^-mA>CWVxIYwBM<H5A@_I&$?X
zb&(hyu;96<7*w9)x9J8%f>vJdD2VL#14<RV@R1!#48JHJ_tM(>XvOPExx&$m#Rw&I
zoc~r7=Rj9e-T1%vbRQ)lkZG4aV;EVQTV>2mx*z?&;S64ffI7wYNz<obaHJ_(+-Ip0
zxO99IOVo?r-pRbMWWdJp12*ouo8J#kW)_V^-_Y2Y4eQ{MgqDWoyx41yt<<1>g<r-V
zl^WLt-(>~!zg<||6s!;DS{rX0^Y`n~?w;};eOOEm3CzVgsPuT<5>7RqVLIoka}O7m
zq0q-!vmgbh5IkHro;4G_78eCNTFvVEIeBUp=}6MVR{R?Hpa>%>oH`p|#&(DouV)Oq
zMD=K*D0~|guC|hLWdl_L8UDey+k3i4VnB8RYkvb?>X(?{zqPap`?Fa$?zb5Uv<X2*
zgb=o(-nXk|o^;ax!oti3WFNx(I;Z?^0zwC!;)0~Qz5W)H9Y$ApN5k?*2oO=);%DZe
z9x!rF!a&X}h3|Rl-6<^sVq)G9`Dt!H&+5Xdyd>UrT?&w%Q8g7Ujzb)znX}8eMSp+f
z$E!EK1I9tV$!&4R{{6Pmvp4Q1@9mw4CIt2Ae0VvY?U$GB-@UQ9oIQJh^eFJzS&5<O
z>Wyh^oO+6GyAl!E;(w1g*sG)(j7t-mCtWT0njQEK^>~bRpw%opWoOF&0XKT+mB8*-
z&nj{K=yV{Tt2uQifH(`_{0i#kxqw^NKpA}}ZPvqg*b%bM$2Gj?#seEO1{lS&`+O_2
z8DKREigx5y6Xn%S^0HE5n3ZVQ9gfE^EZEW;Dezs6j|}IIDIo3ddW;6QF<zdOM|^uz
zumFHwk%<6gUe=oIr)1yR4e5afY6A?yEZb=QIZ6@IY=d@=f=(@~tJY+tB(eH=gjaaQ
z>#I0gtENvkHde1uQ|@$jbdMOO6{)IwN9Y5n3jy7m0n<vJkfhTvJ8-vqZ4F2uQhiNY
zTvpK&k9-=l=;^t`eTSmLz$&{{h^o*C=#qM9hUpkp?fwz8`K4LiXg>%-FTi;$Pqd_(
zt$J@2YIXEh*JE+ZL5*Jy=Udd6;hguZJ$pP^y{abd?-V`id9g;UUd37T|1Gq!(`fhp
zLJ~tXL$%+-XdB~RpoPZ|g$8uyVU;mc-tU4doYF~xYX^!?{x1wO24%9IxP-d|xyK_W
z#q(4QTMcyRd-qVi#c2$M!Cp{>OJbqlv>8sH4Avx2zha$bN>G}Vz3tRS;16gVp{?wS
zzS?x0>>=Ew@zUzpSln^gN&nW=Q6i8yTzJhA>ZY0O*dhbFddJt140Sbw?IiT$_fEI+
z3a6InY-Udx03K*|NW{iFCNfL^zP(<esId_r@3&HwaP3OTYFwdrfpplz-h5s8fSG0X
z%5$kt6Gpg~#w8pj$SZyKpZXy)O>7#nNx0YZYVzJG{P|cm2x}J*330n~!)0Lc{OOFX
z=%hX*aDsQ0D?IJKbe*M(?Ge$y=4Ks+38)s(Dd=OIOvT@ogHs>p=GG_QJs$=q58}%X
z<Xo3KfHdU`j;l^dLJeV06<BM`EkhW_7HpGnF$=>QczH7#k9fy3qk=(HrPJ_CHgRz+
zhN;(DTcy{?<5M}3ZSF&AQt1zTl<JO?zetepuKu0UYZ4zD^S6ZR5EIA0)t`AHt!HG;
zx`+>6woE`lJp<K<a-CO>W^vocvN098rjuU|++IW9IdKx+5UNWjj*DW|NC2~k@VRil
zu6`5;E<xF|2hc54yYSmzl9bW;ycfoKHr%TxETW@e^K^b!#5<<mA9BKs3+#KXE?Y6x
zPjPY|qVf>JS-OT+$3Wp@yYmAy`vlzV{~jB5HH6tpn3M}h-&W`5m`J%67ljLMTK#_l
z8lx3XNb`KAzOZFPOO+=k>AY-r9!#x`_(V*icPN7fa%Bu~y;InBSHKKw9@_yomx8~Z
z-hVrB0Qw>4D#n_0BoNWD`}Z|aXMgyE*!vuySn7a(<B=hUwJQ<)>wm|qSCnj)jA18h
z+>xjU%rA<KrZo7IvXBp-Dg~U{hOav&!ob41UmS`kCn^KI<>d9j47FHCn$dy-NfH03
zrSs0A4Hr1-l&#kTIA+>R8U+ER1R75_jQ&w7@2P+FCD~pKN_9VVIT0pocPa^{gveGl
zfqdQ&9%t}<_|95q>GWg!t-Q)t;g>(8$+%$jagDVv)g>2rbKtxu7Tmkwu{;mVU`aVZ
zuUEeZ|Mu9=GvOgtfv^7jWRGS*tY^&MX4n#!r@VMBekdVd^Os%wQ?p@aD<AW(IW&Fz
z!|s9KWrP<US+VKBq&WcPOB%lY0<@kIV`^xG&Qs<~2aGiGr76x#axH2(G4%akpeG%y
zk7@9&KRZ}epjYTA8V2KA(uMK&$>q0)t=+<@8wcAoH*V%NQEVEV1pe7n(6_7||CJh*
zxVP&Jj++>J5rTKaE`R91kw)x{oN;)9Yk2_{_U6IMT|hBWsh1Sof6AvAa0314x?K=(
z2!LfSem=XH<5c4#CB25$vBu4lJzIlf05ORQVPh&a;~4JfqnX7y;Gca{b)}uB64WPl
z437Dg5*qKYENX6s^)PT|Vt>o&%;m!BBhau-Lv|dTB*sGkN#cZY{?91R_j>i$+Z5s&
z>vTIhJu0$j6cdn~R=Oq-NC@edNW|f*HRmsOGsBFqUPOG^U?JAPaHbdrI!rIwpKn&D
zB$h5g<^c-8H{jkfH7*`4r1DV~oKOj0D*)1drx~7eHu?!8AR;z9W0$TAF#>7h=-DT$
z1z*&c)ewFnOY$)-3c9RA9zTI>KeeeS30KE5x!<=iH0~i7CrJP~xP-^PdEl-^zBV75
zW3u8Mj@%<RASpUj*E`MsU%<lv@PE1tDQQ%T|6}+1fl8-+!qxew>Xz!2$X9RW(g8gr
z3v`-A9(o?BID9)$=30mWTxA}f<~Ya;=$+2YvWZ~Yp8FBxZU2E?Cn*9GnR7li<T$M(
zynKTjz)n>&;>+?0=dx>FNV}P7rh(u6>PMxvKHs%nqK-yD#OJ_cwmauE++p;M1#p*m
znRp<@_}hEB;5KosI)7^<!WVkolh?Hz)?O_)M%+pN5-qQDqC$FYPaPaQK5dC~-ZiEC
z-fn~+kUBGlM-SXA#8_~xkH7Xz85|x<t@3VS=71u53I2y_x1L&F4ri^2HGUG6qh<fW
zkybr>b|Be`&RCBu+*_%Daq}>O5Mmn~2(kIy1oQW--J{oISE|ue5Ylwu#u4>2eaypS
z{{Ag8oHK@gJQ@HdbKuwc8@RFURuS_c(*bhIypQ|(M~`AEw#Y|*Af2M?j5a=kqh?E$
zq*Ql6Y}0p&@RQ}2zx7E`{<vU~=^Y`_Zi_n-AkVy^p6+V&hCF-hw?r)*uYFOK*c_Z~
zzO-`qoi+tyYDlv>89`3A@%)jWXD)j7a!Pin@$L&?B$fPv-aiJxNKf#}Q_OyEzd(IG
zD;uN?H1lwX;2oj8_OYsK{KhF1=DM?8xOfQO{2KnvBS-wl3m&pYeCNrKB=F8GnFYl0
zE`~9?;$eh`>Ngx+@#tqLxVKRqvn#b<6_!Oe#y#Iuo9UkRV}`bG`u#QA1w5<BM5qVd
zP?M!oems~4nEnh;1w5>xQ|J$tCRO|PfQs`CDPbC!ae_yeJH2oJj(QftXa!tP+{vfZ
zt3Q_wG1-@7op<H1m!7mz*u$bk6NM)>yCx8fBaB7(2WDP85O530Wkz1aR0(>&KcIUu
zh=+VYnbOj8v~bPfmDMhNBuWDkICJMf*5;rS;n6`L+tdG&R{1#Jfj`NJZcqtBD<iZo
zda#HK5JfP!7rl5c5y(B8a58c1{{D<0CA%IA%4)!2JFJZmS>sQTLC(Eiy8;QU$07}B
z4(qO32#+(vLIE>sg0&HMH@A+QzB?itbw7geJ*#eQ-A>G6M_bRu!yn*Z+5!lwy!}6c
z*uIvYcI90Uc{i`R%~2X%?bNmZ3w8E|$sk+eevZ*x0VDs!%+2Xy#AsMChW_I!QwY=8
zGcOAYE1$t1l&7Z?mBR`^9XE-Oa*Xy`l7S{U*~TIG(&d%*C_^~YC%wZj6&rRVK`$BO
z|B`qY1C)9`G*7b{vd@%c=8;>OY5Lb1RD$K6qJGu$^*g-R7nztTn#@&6SQo-96GLV-
z@oy{*SfaJl84tk;&*Ui?_}>Tge>fWh+T2Y}Ol0qaTFZvTu%`oBw_t%LvLYhVM{mO_
zc18yM*P09m<gF?THtoel-QR1oBn#pmnT{X8x^=Vs)mDB!Ixc4UHP<MIumO%J?`VfE
zP<6|D(%msKrr9xOO*e@LSK9P|*9T~K?*HNCI`#3rK^svAXOqC`Iz;u~OuF8rl!W4X
z7I<H2#roO`a7Hj3vJFf)DLG4Da#Dg;G1ga<|5PFf0muXdJlE-PS(ERc!dD>@^7LG>
zh~pPP;Z@<r1N?Fvf3GmyZKwo<e07KfLL$14sesk#J54LrG!i=mG4KYyG?x1bm1kPY
z24Iaq(HoaoR%wMzPQ`*ag6MeqzI$ElQ$ol=eATkTd}I8JOgc=1{c0#0My{cZwmGi+
zGBm@rv0|S@_8FwguuvZ|(9;gT#>7s&6PDc{p1vb;z|(or`v6*c(4+9NP74WSHc5{>
z+VMb}6ppqA*%{+04tR>Mo{G<LB!69votf1!Hm%xrBj;D{gg&5*@xn!liMVe$=O=#w
zO75H;wxy-z@^cH0b(t*Xxk#tbwHyE<OeeH)AY3E6#9DSDl?CJ;DqPj$(grNcSJQMn
zbZ9lgN}7p`i`0LXzMGu*KmF+2QJz78*V0U3E$+XdGhP_j;d!*j`I7KTbbuVW@Dso?
z&x{mR^ZM6O-q0`kwegyubp02bxJ62d36cl#_2+x~k0deAT%jY`iyd9<g*nPZ7nO5g
zk8FP3?`AEd+uBU<&|dff!^JoxDJ~yTc61MkAbCPGo-r-Gv6(crdrAQkN2gQZnXN7E
zyFb4<_UzU9wR_vH9Svew!RL43NV%6?90|F(^^JYx*0&08V1CglUdKe-%?^o3kU5zs
zdT4F{VnW4V$`P~HDLDwg@-t@6x9|=XFWq9xI-sH|KRq0{<X6i(2L;sf1r5#cW;=wL
z&W#ex&?*5LZ$tAW@8Z~o>RCgfwkRFmA_g-;NZ$9q<MKe4w^j+oB%OZP?G!IKiT!Fg
zE-k80x$q=z_aN3?ubO)m_e^{f@aI1$!=A*gkcBgjD$w6-jOADIq=(`on7jW0(fIAb
z@f&pTnej@ejh%tsUIh;ySQ-})p*k7Q=s%6RuPwqZFw-HB7@Mk*g1ihlxQ`PI&Stz*
zTnbI@Pgl-6Ly5{JV)M{}{L2bNn^qj4cmGQ$*(wOoYaV>OwA{pTdhj~#U6xYTFKkOC
zl2SF&rlqL)U@)ODHqH2O83YvgCbg6H8%w_ufx@x;^x)&akYtbG*o4K=8#h=C&lp()
zt1TcBoa)tIc>O<t;z7HaOaa*UfVgckS38}b=^ifLTR$Uus#q;wL-}x-$Ug#4fVX<g
zE})`9ouBTbU3f&}HLJAR#yld){8%qnj>;Gi0HJxG29yS2EmMZa@r^7>O~xI)g}Z}O
zd=+pYFYg;W8(HT}Y{JU9V{b!dt?<SpbDq?sQ6G^bG7WVYV7FS2cKCB?gn;Pmab;8B
zQxF~*MU{dlW?M>cTNmSyZgp&eets?})m=5#+0*R&cBRlkdvWIckPRa~_t^0YxMp!+
zv{?yf{7G&GiYFUr`hwd#j2`rT6$#L@nB)M61cn;SY}kUMTm$W95_@4zjxpP8I#T&Y
zQYFCu>t{$t6qmOSl(~;&Qw_5LHk=KQKpnSF!pJ+?Tzuv2C~u^TGX$u0D7a4Ey~$+w
zuaR;guLQUQIJLG8&3+~7$Q}o76^y4JE#6+3LZky~X|=Yq$GJ*}CArUSP(a%Xz#V^l
z)sN%W#IRJife%=llI~v8@g|geGd?a6+6Vsr=1o?^eHaQMNAta#C%d;e!IiC=?yQ4H
ze`UOpGa2(WU<U4_vjOj!CX9rFu-d6-tiY#nJTHj_K0?09J*@9mt$Q4l$kjFhwBG4e
zc)mwtL})^Qe;U>^akea+-s-NtU)V4RrU5l@3L4ZcX|%rT=bRDQb4cO@M1)z>)l}`i
zn1}VYQ;p{EspZ#E{{Wvq1XAAawgw}HNRks7OXbwm)G8w&;nY%2MYf6NCpPh^6`xf|
zn;lo+{_-)0U|*;xaX|!bT&89@1@$^=@1f1GM-iv)SF0wrBvP?gEfsN}&STuJL$;hG
zGjMkiSC-+iM^_B9A*%&U^T6iSlO+t=hg}$#eO_9?=|LU~mAiT=5+u`6B3Iut9ofsj
z_>!I%I(81KyM|qs-lj9-`4K+hZ?X9!0n>VYWp?V5QpCB8TyICn;{i?dQO2c*0P@7E
zs`x-+%>#xuSU0-o=UWSs@IRMxrC)t8Le}Nl^UL~Jy-7Sf8nPWzYWId{y|E18!bx9S
z6X(Gf2l0f{;3MLpm2*o+O}(o5kVDbA@*!4>40Mlaubh&PYa;>VG3A{{z|``W1xJL&
z>NOJu^%RO<tF{Q{n!TLzH1e@J4#o!W&KP?-rv|Zs@(>%&wBoS#&RcClA^&^0dH-Hk
zVx4zW<<wA>M!+x&LS(}D5w<DRjU3V}KchedQ*)BDn*KZPX%e^FFUQJR`g0k5wliU8
z9elZGPZ0=VHoGBg%NLa+p+aY!7FUyPQG)o;=dzI3A#l6ib|NpnA2}W9lU6JXZ-m)$
z817Xi+ns>y{uielf&o~u+-Zn`)bk4EMCbfi*OC`j?Dv{2IrE)v(>qpz5`JVF9F?)~
zs)t|oOK%0JMl2XOOe|l0!pfmKj}HoIUKv#ACs7E6NI$>zT(TR8o@JSmc$b>g&FPl!
zLIStHk$t9ax<~HaT)ElCy!vZSeV~yvrTz#w$fr4x60JH@AiFZfWAl+}oxr*5#J7GJ
zqc{){FopQX$ffo*HvqMUl-Cm0>hxsPX*xgF1tjM{qI;q<M~cSvH0lKmz#yu$+fR_f
zKB1MO!m|S5<R?S!%aP)W4xhY>-GFzgm|Y=Ok(V?b;N}+Iqo3fyVeLWQeE$>Hv`pDh
zYf-*}LWWZh_>fW6agEWpT6s`H@ONXHNUWEVX~O@J7Fjjp&`$^1O6yiNCW{5li5*7e
z_5shrJ$->J=~p$EtG*02dz6A;TbmsHL2JT}U<e<J=dJ<~C@Uy^|5x??s40@dz>{~A
zJ!R+0GRR_gT$b(qf6bkDG@RYr??p(2i0297AxiQjde0D@NFjRf(IQ6gEuuyu1tF0r
zqX#1fqxUvS5DcS^G8m#0CX8Os9?$Rhp7*?eoVCt-);jCle@(J5GyC56wXf^i`}_R_
zJv1CX04J7y$&}zky|!`?y3RN~`8Lq>G%g!yw3y+!L2M37U18%u{yCX^=h|->=)ywF
z+WTm$rJbyA0<jGCWxN>IqMVW5KBkVVTaOe^`gdrv#EOxZV%rfR$$yc~WOlET8IY8!
zp@YTFBcefNPt(KV@<(3b^|Prr6T`8eL1UKTFZ4dh`S{+*E+tAGv}Q&7Zcc?wFNq-(
z-+FR5mW^#q*xK2*zI^5)`_Xyr5H}~jGE^NsE?&_3Ji`#;@1rqO(qgqVHOoBD&heL(
z-tNM7LFha%S#V^g|4KX&FVdw<1o={u2f@lkE(O|9=zq-i-hrE~YTG@}=g_|2b(Q7u
zNRAJ3M665&<H(qmtKFjiTi~Pvv~?c&@B7Nhx9PYq7b#liDmPsjNzJk->hn|pH#_>=
z?&Fs?K?`4U9B~nTsTF?x+v5+l@c}C>56HLItEX5t+TDOu)8L;PI6P+p^7s>lrFJB%
zRyUR)!&;`Oq3wD2>GSzmP9KM-<gq2#tA6w!3+N4xo}P@#_W=25gb|Db_bpsntk7vv
zXl?5IxZe%ltQ+^7;@7wxLv%Op+e39%Kt6+AL!s8SwL^PU!)Fq8Sn`1oj$c5sxFv`z
zFO0PJW+3LU;p%j)t1oo8_Llvd)oA%ycwvHv1*qh%1i1m91vp|CrXBIc_qz`A<P9M^
zN3J`_KF~Saq9*T~YkD=>(M={L4;9p)<n{yy3=pV?9)eQ~rnReyakqvj*d*B1E5oAZ
z9R_dcz8Y^gQS1nIdCEv{a&mPCoPi#WzU5$APaNev94zvQN)zCG>-PD@49j3$jSr+o
zW7k;ifGx<PTu$dbVyrD1(^F-}D}rA8AcbSN%8&t>U6o0gN;W|@Q-%+Ru8>mIP(I0|
zBzQu|Xu$>PuL-a49+UkUpS}BOQuN4xT!?TT-lV-;C&L*4jyOF@l2m2c{V;Td_T-Q*
zP`fo5q-oY5=T<kI*0>NVEtZ!>mMj)RRD|0t@=NonALG8S<U!1G6;rj_ugG&kxV89w
zIsAI5#0_S9y5O5)pp(!`#n#6KMEC}UOP^qfeQ?ftd#ju_sb2Q$knJ{fzaGZx7?$}h
zY0N?BVImFVf-g9PZJ046fRKQwFgYtY_B<Dd)I|bysNV%$xL^d(ljE_Xz3^Qq)+u!V
z(FM)3zH;6)I8VsW2{Ch{L?JKSRbIctPd7eFm;I5d7o@Ah$d2LYFm+2jFtSyJsSJGY
z&R#{u{=E3*uup+*HN)T%H#NDy0DoE47s<a3fWyGbaC)V_WZ(H}HBE~~>@T^Qls{_&
zF&_Mnjnk@g`@&eiM$3N9VL4jvjkt?CFC4WDJw6Gn5l}?AN^83?T~)`UDXG1#E96!%
zE}5egI+>}=Yl(?>JU1ic+Ot~|>-OLIKr(NIiDzgOcquvHE_^~$D8otTiU2cUUCPw}
zTMu!seM3>`HR;h${D$@eX`SYSk#06AWmLUN7v@u`Uba^I<B?#Y3TD%VR#Gn`rexA*
zy?dVNi|B4p<+B)Y#GnG&{U>WUcVb3{3P#^pzyU~rRWU;B3<3zyb{BUVpitDXDmHKB
zsiLIR_)Sdn!Y!}3_8ZCw2^Ef8w(5}ajn_^}l_MFcEY>bx;dY!)qwnhFXJ?iFl$He~
zPUWsZju+l+-4Qi#O;p{m3GvT|=XjEySZX2Xg4?p{Gb)sk1_wFo<Ge0`I^L&Nzjg<*
zOk5?MYUVaS*y1DY&(zU$1&)H`$Dq2avNPX4{*UA_&wD<Q?jIVBxEA;ZiXfSj9hKtA
zK|k|EX`SlG$5nTPnhR^lh05inwsqaL?6Y7V^EX`YZ<#KE>6qO~ZkqWb5LD%e@`0cW
z#$LMoq#n5RJ<ocw3r-&za@Gpw3@i~-tlMGhLw}TDaOSU$wXCWUTcIuEdPn+{+~pix
z=BMzjWpQ2CH(y9wJV@{1hlp8DZnofm%U{$I>m#6-M5UB<*sd0|Jc!Ont6@{=<lEi*
z*hID+9plTO?#SfSlfAXr@?hrXOO^@w-dg6)9J1kFn_i*=bRzzXyTAiWR<&Zo7tByY
z7wg({pQ&$1XC9I3|E4=z?K8lx>On`rhXd5~DdJJ+t*TGX=fFuJl|MyOl)+XjqDN|=
zx`?gpQJEf`RP=g82jb0@m}IuP;c%uH-WaK=IRi1ZcQ3o7zoZ}@Q9|x(OuG^`qNoKp
zixyM<9OrJ7N3eG3NC+4Mk>0aOYMQJh*c44Ar|Dvl^3!pZ7|}BC9v5(a0~>fjuO9I`
zFnw5BN$2b9A4h*?T_L+ic}(o+VTnKftaRaYeO!vPt$Sk;9Kd(87k^wkBLj}<WEb34
z*2yVyjTbtN89G*7wC1wXWh^=c2Ue@tbwCYJk;`E{FCf<K)l&&mSt(43&V@1cY1nSJ
z%x~agQdkrDJDC%mn4AQei|DWY`qYS3BI&fJknepUS8m%fP~^mz#u0Y8ZLi5pxh8-u
zyh>L>4<3<0mi(gpoe<9)0|?)j)DO?BB=noc8&ph7!O5fxA#>x*3dYih!YN?osYkS#
z3~1=FGOj?h9`DF5C*#=ml><JMT~X=jLIP&w{DRp&M-MW)FM~|Hh+~~99_vS`PJ`S2
zo62(-$_wS)Ewt(F+PF@~W!7A|nV7d6-WGdM@!mlFwpz_3T&2PN!}8=rEi9!lpg{jZ
zbcyMIj?Yr+J*4<t!1~RueZ<eOUZTwZSSn7@g>?2TRPP6-Y86H>T>6k9!C>t*_o@_Z
zM7y9v;Gy?=K^uGuTb=-l{acbrY4%eHIPb1x{7AZgq*?rrqznX%(HM(v0_Ui?FRIg2
zCXd7vdvawi{6O=X9C3H@b(y3=`)62&dJQ-m{%i}WZ$bZxj`>jTI<n*9K&e`l^wS8(
zYU2Ps;Ig}hdLEmaOt_q_YR0fE5Ip~v8U!biag7PJ$xWJ@l9YM{GXt;O^1b@l7v*tF
zRqz)*lECp}FQR=idjpdFJ}Z0ZL3GgI>Fs$a!g7^HEF}L@qG2y%Lo&iH(w>tQQyj5)
zn^midx;7;*tol<dEFX9eA<Z0qX5Npa(1^s`b-Bvc{!2`_8>qke(wTax%o`W083p)b
zREo5XCpswl(9c^W&coSQhD%&$FIH5NPh8*OmU%U$=F6_9q^bC6m>l@vB>g+M4x=h=
z(S|V-DrqwxBXu5}1t?bF<#KR*`2GdwlJZDzqaQGy@R|a94C1shDiR^WL1Mb9Q;VY#
ztJWVlHmfaYe(55})tg`5l?zl^)Xg7Aju<t}*fM^zW7<5h^|W~qow9k}Ug@c0ypLJU
z;zLCEbCwa>GV+``iS5hutdO{#$O|0<Wsw&<RP&hF3r<{E%cwNm(fV@S1m_-`V0^83
zk=^8p2nexcRbfAIF{W)PXo9`3#Rh(v9w@FWPBMHTEYh!jMl-`H+MKSC+QwgILm&&Q
z8}(K2u(&%?9_Ea)zf5|8ms2BOCDNOy4w|{IZ7P(9j_kI5iDur1>%^YG5^A}gQF%dC
z+K6k0-`B^>(|q_l1qQ|UY1qot29b_)kL;4y6+T(dLu3s;y5iqoUR4U#+ZCC8#`lHk
zn%bSkeSOHwTPfWLwsXb38Y`xX;zL4)!TpA!*tJF?j{jEOGnR0AzJ2~cNlrC9a@=k5
zvX_pHRkEa$(sJnC6353Zl)(F|oPn8{`2{eT-2z^`PM9>gi1+XNf%jzrI1z8y1JGkv
z$sFNBtpgD;`hKgjW2J-HKkV6}rSujHjy1Q>>mna`lD9AfZd33|qH&-lPBxFgcZqv#
zjb3pYDSp7Q6gTR9yub9gjn~BJVy^)z^g~3cEzdA}A)Y9++FkDzm-}L6L|REJ`j;-;
z%Ncq(DKxJJ)`jH+C$?6tJaZUti#HE6a6*&WRek3m!gTu@`A|&1x1D?U1UhO`kMhSs
zxi`bK=()o6o-7rQ>9^|g)6HwM1!gl*8*rHzsZ$OZteq2vCkRJ#E=Ag2GQ^>|gw)IW
zfXX!U7Ek>=zq79wi~=y%VbZ{>bsGq<@>M=_vD|s~&UbAb4%h&>imxtUPwu*m>+eVT
ztc?#J)C3<NnEGJp>A37y3#u4OPW{3c;QZV?x(*r_awpsTcndvf-25<Z|0rlgrI-hH
zLp}!$e=D6&P*A&J_kERGp2!vBLo4+DeRRFMhetGB_HWuVaZ4cm>`zYKi|`mFmG{Z1
zbyr?j>O5I+rNn7kaHZPN4MmKq4bSfQF<xWmbz|HYg*>83SR@GE!3`aWsXf<9C|Zy}
zu46ji#zHD`t(0;vS;5BY=0(dC0)R=(6BfKoV`EDgZ>)jj%Nuo8<cjXk%7+|_hYpo^
z^S&NUmXtf^hw9Coma*9~JmY^>*2y=eFG<`hz=|61{jsQp=dY_3jaRZNf8D_zpbp>?
z^%pMxl>t00fqF*=dtzka|A@qfcyom<&!4zpu>X3bvdJF$A`g2+(A<^=7TyZRd$-P{
zO!7S35B51MzlO@uX!_e5+DF~zcp@DB@ge>?70<uaP9)t?=Fly$B{ndl8hA01L*PTQ
z0Oi~6k;E~_fEZi*m<n~2<Gx1s?1!VA;ccn?YRJ8LDqR<aN1<IJ=ki**HVkOBhj%Vf
zm~JEV$0@=>tq>#I18u@3nR)MCslZIjZ|TrfvQ>~17w#+jT$nrF2(UFG&r180nu>fw
zd!3J$SB2lOK)cAIAz~7rrA&u3DO2i>7t{lm_j81oI>hek<Kf6*@qjhn7;}yR4Hu3?
zcrlf726I#-Y6i%r=7ar;!VEROn8@f%EgrTUdId~oXY>~Zlt%L0yVv}0RaI1E0-WRX
z)Y2_m*8Dx2gQx_h#+;;V>CNOcReSBwq!Bv5UJ*g5*>ccE>yYREmdM#t7cIr#;U=5t
z9OTNc1=7)8vM(kBPZVM~dw?8Cfti2p1gT{C`1f6+jDyfq2BA93a=HEkHaXkq!RN}<
zZ_l~R4mJ48Eeg1X99xXVHRal&fhRK%9j1)~dsE={p6ZS26g~J(ueH?4oel)Va-1P_
zQ9}MfDF^JyhBKipKNEFU{O}!VzcMYKJ|RuhSGretcjJVpOBW6IZq`)Zpp>ir#QDJD
zzkEm5*ptbMEfY6e(XyG7`mcr!1S93(K|KWhHE++Ra;rN3V=8{j+2ugZG$tQJyl+5e
z29;*4L2jNb$vp#PMisx67@84@h+UKJMJHl7g&S!#%(TR@cCYtbUYtX3qGBFOM+Ubc
z1_wICZri@Ww^`SMiQ3M(@wZ`-h0F1;$vQs-cfLCcCcZ+rO1EB;<B}W}{mt}|&hrpL
z7NmgnuL{ADaA9lGSJM5-HlAkb&Od6%dsuMHXKQH^Q<dQ5+!+*Yb`TrGpac41)?v90
zsF2(rG$)40Q;_S0CL>dfYry|UpU!jWa(uR&2;8{j9#|u)5LuyyGcv48nN^!KYEZ+z
zBJXk5QV#VDeL5M77vqE&UB7bMtV(ZQ!i71u;E->>!PBZs;MjJZD*v&e16udA<!=eD
zkI%@<a$CYF$^skj7;47$9tR+6KTcoaqJ8vM$)^AZjMk7%CvT2BdylgJSzb5hH~zJ{
zVqK>4D8H7yYt@I4XFW=!-clki^r*?1gdYOYrC>;v4;IIwttu3`nK;4JfxnJS^^vYd
zTAmaJcU@}}6{>(f(LI%Ua(K(ElPjQE5P$oPZ>7dZ3>4!x={C9Om^_`n&wNAqUY`$2
zMPzN1N&9zwc*nH{{C0ix4LGqTQeI0jUBB0c=FriiJ3)W@)@J{<0zIj4${F)n3H%8+
zJxH5fFkqx@ObZUZi@ugoxv(%{w|?d0eP`WSviUK1fvi^<KmUkFce(3+*N+N*VarGI
zA8O@c*Cy>SrM#!18awCjR+Ow6J-#<D&;53EbIba-+W0fKW&4Yi#?5_i77QiONhOXD
zHavF+ZJeLG`LNJ!brybc=~oboOVAVVsxTbK)9iZty6A6qtM01tSGes+Za14iYU5YB
zR&sJ`v=cC2X+q#}JvtQ?vb`Z<`q0raZyWM==2lVnr%%z@6}-H>c}rsW*h)8iAz<xD
zB@7Jd=d73*lw)v0siPKa$IZ)NLh0on$>~PShS3HpLs#CjoJ!Pl-PuRY1e}QyNs+E@
z1)i!sf5-A5_V0X~z#H#u8U+&$K8#W5$musVm`w}$3<`}ze+k0{W9sF*+^s5R-|#_D
z_dO`9grIM0d}kgDo7&DCGGX@!!a$%&ec2ns@fUekZfsw@cP}eh`bRrqY5HbSVR6)`
zR<c*!l5_YARlRpePqpO_Vgc1pCpN*}INADBI)te$v`$dlS5G^~%I5>WMvToPb?dye
z7RI||(@yX3Ut*f<|J2cmRyAK<hF?4ee5ZnRpOqo0HU~kOo6a-p1J#oBr$seaC?2WC
zB{#c_**Rs)^(fb7seK&sB!~eGQr=dL)ssN4Cs&;{%5R<UDc``T<}qkLtGhvET<yYt
znM}IUz!SG%Z-&t+Hs3tS#P|=Cz~#OX{Uf)sz8prPa%^B&6&&TU-*!cYd9jORv?ylY
zIMMR!ob>!V)6Kl~A29vp4wnzV;1=RXZqGFg2k{C{{AUXdX%&gxS$uqnF}Kh>Y;8i>
zR_0KcQKnkN%G9)wsEdQMSx(ug&RGf*#nBpZOUe!%Mn(#%6ra>sz1-JBh9s*tS10Kx
z@9JbVOBfz_<YtIlKJJJ_|3Ky*AhXwvypks8`rPP;c?kF590~LcCbRf}Go>hLzI4Y&
zvvLB(rr`E7#`Tz(m;{uX%YfE+Mdm<^+B=T?b90sM$&cv6hMh-b;(}R$P<6IcI5_G}
zbV$2kP}r8@6m6HqmOp%R>lyBR-1xkyCMYh%HHxkSd6hvUUl2i+0#8i@2Ty8^6iU5T
z&xsedEY770w&(WO#MHvIM09ekfS*I00%L>gN4^&~&&5^R_?5C4%<OU^JIQ)|rS>At
zfrGPLK{~(T7xv%$6L^3;*st4R!XsG&=KtPV0HQ7Ye5L$Lj}3#P#=V?BU%gnqeh7@i
zl747Mw;ZB66_jsX+}XMZ?3C_R<PAPv@i(7mA6$LG=Um5}{yAvxepro&HgjCV$57ST
z-8MO@sB5D3eK&^ljWB#4%N>XFK5Js<IzJ=RZz-2D$QF92A*0wV5TPv~w_zNqezbi|
zXjA#;5y^Su(^B4em~|kBBJvu|B_H;9tOm$B8pweJQ=Ft*+jzzA3;d&gCQMA;LUk-Y
z<7f+~NdHcV4EW<O!M|_cei(8z%Yj@ASg+}T=?y&xiu-bC4+|}uv_6TkHs}tT;cfv&
zs}E`ocrvV_S3M5v(pHizZO&G=<P-VYswwA#O!*!;j478TOBsIR6grr&wcFnyI|U-Y
zwubtj|2lY|Mr*f|eAp2rNcq-dMJ^Q6DIY;|N&Y=PVa2WtrzMWZpq@dYD=A*R{Xg3x
zhqG1aX_@altn(vOj?=P;^$}2~g=e|tK24->oIwgAr&C>Pc;$2wKBa8OQ~d?_8~v;K
zW<6t&PjRUoUO5fY3|rvt1r(BEe*2~$`k!pmjpp*0z0qBp!3y-dc^CGs4QhaNI<wen
zm-AR@|0+E_GF@EGBhaPw-->d1uI=LTr<tWyy>Wsv8qJ^jb@Q8};Y~WU4U;mcRxp-v
zpKtcOFgBG!Y#r4v+z(TcvW6OY-E6iw+SrBXU$=3fP*NkA1u$7WR|HT!#MP@;8R+S=
zB83}`0XL=~Ny07Il)Ju?Qi+C>UA>PKP6JQxgEZO90HYpe`C0GFJTZ!9F9>ldI{Vo&
z*h)F@89evDHY<w*r!M}X{rex)H!0&F$+=s0RnPA7oEA#h{8AK_y+T~X^c~%`GpYK2
zq|pBezyDJ<N%|w3Z#|Y*+KpMHK$(1Y?Xi&xwzKQ#OeT5uGWad2r+jvy&U{u$FGKNX
z23Mq)O$5?j%-J>VN7{8gyMD`%s_(Pw|G}Tt{8%M3?FPIwvH%wolq3cfIu;gb+Yk|v
zKAgGYpa1)D0O{Ljg{bZ{xqzWkTeT`#35b%Mz@0m~&CShuNKo?FPEMQs#~SrN^Hm_d
z|MyM!4kl5^UkN{cJg#uTVFfWRWw<rpDp|;p?u`2A_UcGL9Y0UlzxDe6`Ir79F8^~=
zHR(vEzyIfh_LWcWpWh-wwMGGv$JzDYzi%Gn@xqpcOqPK<HtkV5AW^a{8!Nb8&n+is
zPJ%?ZHf$S`METa%))Bx)0z}R&Gz7yVE*>|t5eo{RwgYn#QV9@NzV-EKw{>)^0>H))
zVD~UHad>Pk>4-az_8pjE3(aNR{5srHy?Uj3cfSm{mO*<qeVLBOf!2Nt0N>hPq+g<=
zGg4QNda=8X1Ynh-sr4j0Ov25g2E`vPL1ZRNtMXpfHTM}da2zj3guQyj$i{}e`QXh`
zE1klZNmska_0IqaruO7ul@wxDiN^Vc$gK{A6P@?(-$%Wt3-%+SwGMXH@^f=}R*#{3
zzh_LV-EZ2=!#z|UKkfst4J6Qn=X)*oQd3bCM@tZtfA?0;EiO8p9PN{sXG7n#I7q%3
z2RJN1giiV|rjFNmaX-+zkeupglakXdRHv?&qb}v3a9UBnNTQ3lqK<u?aP>N=9_`Gk
znwpjJvf0_$xd4B4FrQ#q&_pN8FC?Vt;NY+_)ldhhC(t!BRB!_zWIYWsIao+`6MOod
z>P=fW`fdGtdT!H@4)ojipi1$tQwzTSmv~5iVf9by)ktj>QqfuKv$_!1xGzIgJkE?1
zDi!+M8x-mL@@3Yo7uF{0jB09Xrq(kp$I2Z(Z?_@DK(2H!_gSl84cMG40V{%Scft`4
zDDRO#kU!3H(QBsZi8F+W5uIQ}4Dg)v83D)&;Kh-H7e&$BQjRX?qEE!M0Sr_>c-I1q
z4cA_=egEI9+<~)ov*+n#Ge{hhS}H%#N#TP)^b}5y%C-|bKXaR5E@7g(!8_zB94~8e
zucgcQ6>jg-rg1P4gWA*^MOh?Voy{LpUA{aN%c)lGhL`8pmiAgur)8H-oZ;=HP<lDI
z@iS6*9Msz$heHUxwTo9+i{HL^lZ4mR%wy6>6lo3yAe2!F=TU9v)05-FwT2hlrR|G=
zAG&RNdNc+=Dp1UiACeBIfP!TEK`l$^!!Ic*DU0RnticD%+)e^$!pHqFa9cG$BwPlB
zPL@{yzjo(>{M_%E)}88V$$*CsUk7!4;pLu0J>Pg*v_%6?mh#Hk4j9UOL=zAkEdQ<Z
z75dO0z=4oN1u$GscVQTNQBhHBkk<m*`iU%$pkU8Iy>0I?iS07s7OZfxnSe4r6t4e$
zzx}&%qfBp_9IjU3?p<u7ZTGdslW-cQ@dx+s|LX7W-<j=*fmpD!GZ9Zto6gf2hv3lF
ziFjtOqlp?XW*XrS-IXr5U*LVq0QnNrHbsCyAZy@Ps@O+BWDD^1y=$XS-p{WuL!Q;x
z6ZlRfgrP^$*4Ea)PKKw2Vj4YKV9}67{0W=}ma&rF%L8o(AC;|!>Zqa)asX7W`(RRp
z$$R>+ux?%2sh&M}&)UtejZk1-hn3!ClkpYUJ~>>k!_=O_6D&5L<B!HjP%hSl`uckC
z^+OfG!&h)<gfyM6kU#jW7vxtz7pqoqczR3-N!XVm@m}j{5>CFA;+KVMmw;!rJgbu^
z-UEaXJ2~H}dVkktGYzF^ohD48Y?cym%&DNb+Sn=pm$-lbe*GjPYI|!?%c&!p?FFE%
zrOuvf;soF-(|DInLwq2yCxwN>PPd9dsJU+D&Gq_8Hk6HLoxwwA=K|be*iXd0C}7is
z>xwk~;!ofZv;SCOKE7%2{6wxJTTY}snk``9IQ%e2Be}hgY+l5HN7{SI%7uVOrF$9N
z*Y0E^bCjUp;ys$SyPD7{5qPxGF<$Rq7RQt$B5_&PsV7PNU<7qyOBtZ969rg+q7?E!
zfx|?V&|IQ$@xp`D&MMM!<L1{b43K8%E(4cMJs8~>KIF6kib->s4}jR{8CzXwY@S2j
zZSJ>dcwr*NFk|8}US6`PpS-&ZOq_<gxJ}D{$JG4LMg<3%2k*~c{%{e7ztoy?xJeGO
z%OdELdi2qHVkavti|~<J2C$<OP<g1RFUBLjnBR#r+he|RZ%o}f2Q&m^h%uRx<XNHV
zqVKyufQ+TO1;VU-e6o)TF@2PPe(Ob?|KXf$)dG5-P|nUbiwXi0zBm^{_%tb>ObO;7
zf~djhl&rc07`oLyuk2tyRp0PV8JQ}E0=CN#^)t(WwTjCh=y(KbzdP#?L<ox<L0g{;
z^!xP{B$)8%HcabVI<vL}_2O~;@rC;pcCZ`CI)B~fK@@v>ne4WDfmPk+SRnt8c#{Sz
z`8qa*;E7s$yNGTwN!Wh0!&Cqok9v9jqGyDv6|da1vO1$QF?<+(Eof)Vt^wTZ9k3V}
zTgIz%YS1%$h>5A1Dn8g+o?R>4hXah*1GNO93UaJ~!xkG9mIc#j2s-r5_bi4<ZGxwV
zpNHqMmh8rB;(a>Vj=+7f9L>}`lQQTsvTCYS-aeTb%Vp&fFE`~qr~yoh7+ZhZl0s14
z-Q;Q3myQI{?oz;nWpdhCieTj50)1m+gXEsedjQU7ayYZUdkw6s%mB|K;G2$^aE3Nt
z=jyvaP}R_=2v&Od@QZ)crD&EYChgkSuPNkyH=W1s0J3lETrP<Pa`YWcMlrxC{EQf*
zK4Dm33HLh!lOJoGc%v0SA02ycFiU&qGH$(Gw7Vs{Girm~=THci{f2*=Nawadh`+?j
zu%L7Yaus#BF0*>_E$u}Y_4nqoviuJd6HlB1*BcLAopxT<RNG9M6$0kr{M?)|?zfOv
ziJ-7BhPtuDxwme%54dwx*!SO$WD>3<mjn3mk|{Uz<pE-^491l2GNuNwIFX#APywNu
zxvPRErQgRb%I!Z5-wnY>#qN`|*P{9K9Z}3S<`j4MgVyVbnr?ob+#4h8zt1nMRGCP-
zg}H~E5Yv5t6-_{$8jn@{X<}eJ^llMM&@ui(GA#0U3MgKb$HvACn>mM4ge&aQ{Btx@
zB&{h~rlmmNwRdeGLYQ$K0-2jO7s%Re1e`-tNbc;<pJG7=-u(9*p;fTRucu&I7jW)C
zuPp;xvFWwK1IFYY=sbRHydpnNqQ(*xjJ@hyRzHLem0+6e>Q<!2pcWGiZhh-w?grEl
zNw2TtPm1q`EULRc|GdfqztzE`-3_82n)>fVS(OEvRe-$wwI=kHfvcezkcM3hRK?@O
zG1997y`SGE3g>g(GvB1n<K@zOZao9)pOQ+jAbLS9_NnNNML4$5p4QK!Va%r01tlU{
zmO4n&iqhbuY4ZAxxk8H?PdKB#2;|{3+k#wcpr|<0w@3?po@Wtpu-zMFo^v25Z>n+}
z@4LZN_BYn5@QyPr;n<b)^gQA<RvLXnA}-I3tiQGaidZ}|gE*6l#vi~TRXZ>|rbfgr
z;u(0t1`mQA3@yKUgO$~^!2SJ4-gxVrJ``X(V+}m_xFA{IC4v1?RozcN^xKtEXf=$?
zVJ0ZNS$9vfu)AgA>F>*WlM^C}6lF(M&;C^K67A&?q@uux*7(yBrz|a8<*SXXMZSR$
z2A{I5M*Su*%XZJ@-z`I+kv!l7QVU141W5b-vTwj7V%it(`+!6+V$u!z<T{8<ySjAe
z@ZN-mT~ovpbrwE7T#Gun;+U~2-H<LAY~WUetXBab&p(HIokClt%>bIJ0jvj4JsaYE
z`3qE?+Oym(XPhOUC+vqk<CDJ5rNt^M6VNf2dly9qH&^GGF#79W_#&)?_lc0Q_zMCb
zdJRmGgd7o{D+IyD+3Dt2hSutO@A{t@hx);oUAgFrHo!dvjbUbfo4FsK*a_FC^VQd0
z1K=|501b`kBqg>u^G$!!ApT%56JfMpM8j<6i^SBz&K4>`RFzdTd47bK^+xP{C@d8b
z;R@YLqzi?r$W0T_QEYn8I*;V|yYv-MN1NTqc`uNb=z{FK0jnIc-S>dbL_ve`AQN#J
zU8=9A-hQJ7wVN1ufh#B)W@7M{cBo$>&CnYYzEc3LW2htS;zLGATyv*@U!x@!%jpUL
zx;d$me-C}x5(3Sst=TtgFV(|at=#$xBe$CpS5*b>xUJ`Q63o47>P0?N0M*_VV&l_@
z{UjQ%oKZJxY3eUA@GVIf5=0WLm#fane{(5;#47brT@eQGd|%4eZn`z@=fpt}?*5es
zmM1Kq-OAnf?@nL>6CwT<JyH_k@n~lXy_@dfF*9_(DIlN@oEMAvM#xWk^<D0wgcn|=
z!WbPJ_Y$pQI$NC@(Mc0-Tyj*hgxb}@K@yoA5F8(aB(sD%J`ujnmFQx~KM{Pm#x1B3
zz8EP4^T^Dr^n;<y7s$i*>uu#D8@91#SOOX(e#ngI8f_93Zz+sM=(nfVaSSs((PS)2
z2PkX{>VE*BUh=jCI?zqDW`FuRo~?)QmY4Mqq=_aqSKrcJhsw31UxR3(aP<2@{G|Zv
zCulz=udlUzAO;ttFSwac*7_h_ybAm;%R+<}$hTk7$=k0vP1aU0-Vp3@shWf`+Jpg5
zTK(?W_JKTdrb*@AhZw%3{5+9+rYw3spPO<QL2{`NzFKa@kT*yd47G>QbK+`CXy;EL
zmC^!3MYM_`!`tRjBtN~q(C}SALOf(dU0#O>|3NW{4ni+%uoEAVSh85>RItfpvY)RJ
zIztz-cm5ou@Eyg}7C0OfKt!mK_H_E`(KnxsX<#y0A@s|6s(y^`s*OB-Vk8wboK6-T
zH-vOA7=hgZ<dSGxfcmF`i|o%sCo<*tCQ0+XV(PSKj*k8h@$__!rXh;gXabY0g3!Wo
zPWi0H2I@W_**~?Hl@!W>hSeBbB}Td}7_xj;fHm2B+zpt4o&Q%cs-PJCe_xmWcS_^`
z+NKEADj9R`#brK<?2=sv!P=XBB+r0<Ka(_m$JZ5t>#OQO2P5?AStFy#P9sSSfj*Sq
zpQHE3y}m?W(6k74g67u>!Pm-&{pV*EDK1>d1CQ4MC`i5}CxeVpIfi{0Fm;FO{M?GR
zfWZctI0wmkfov~(wFqSa%FhGfr>0qpp-}ho^dv3jMO)w?_<#DT!n$759E<T-|1x1d
zK2-q76xx-7{sZ?#fUQ<)8X7&2?QZ{WrCa?DszElV_}1hRNcSv&rswNqDVfAXMn#c8
zycO;<El)erL4{3n9YwB@kfX+~`b1Vvuw<$GP5LANQhX*T(n&Sx!SpM-Ja;JgAlhtU
zdGjXVMW`bdR5Ym|nM#uO$<x)-L*C0RvFW&y&oc-Ju^I2)y}QG4+Cn3|1gO#m+S(r(
zN24Mm2g4|7wg3`)8I;h&AScNKOzhOHYTNGk<+Olx9T1{@`X4a?FtrA@ghVHe7czIG
z6eFdbqoxaPX=PyaNEUQNDbO)6`X!}t!?!8)92RBs<Ks=Nx-l_@6reVVL?4_>mBB1&
zg57&0VgpQ<$>h5Q;<NzbS^^*FrK^~;8Q-5wwqO$@2c^^tIb4%C26@r}NbEq1=B~N_
zeB5}cZ6xE7Ko6+|q%;^QFtL$?4(A!Xn0|Q?Aej-Q+_rZXjUH?XT>#`#XwOx_dQg5=
zk9ujs?zDBibquQo;9U3u8kR+>XLsd*i|aT4c+&7Op0&QF%Rv3$Bq$?nnmXm2Jii3J
zU}rKFNYrrRS|HKE!F`n4O<ugS8~*mKS(y_3)vKB>eq|`W@&+vyMx0$(!5i4T38T*{
zw!&hhKKLfRx_Frui4qMe34>*S@F-~e{OfH<Zh_12gcUHDSOB6$!ZLubC{}#riH$*_
zaQD$ZF_kh!)p4}=s}LwK`Q07kn-iX`^Yh-lYY1vmY4_=SaVKn`0bG)nm3@Ux+E^j~
zpdNgS+%vlcvfmES&Op#ht0-tF{$mi4*AJ>6{J~hBLB1|Qcmm~yZ~VOO1S&K{4DgtZ
zE-fqLpFGu*`v!Qy25_M20#3v_fxy_3Ox^`FSg`1RQuE>*rZ-i_Y+qXIErQiDJ~VVC
zU1mCZ5m-DlEzi&c!#uLUq|R;!YA)oH8r`?xBh5SOWP$mD#ejq$;YEnGCI;G*WZ(s4
z4#4#7toay<Ar*H8tf?Lz9`FTPK?l-g!GON&uk6EUR;f&m;JxM~aYt&w)aZ{N|5&wi
zbzOImBR!e2F=x%qz_d%=TwGkHiamRKdwT34U{N&g20f5tA5v{rgP)@kk6VG<xg!SL
zgF*KDv;4q75;Dy28ia~_J@?N-+mLk7;m$D0^B1hU1Qrpi&|axUR;Nk?;(j_{egf-C
z;OICdy*9FpN1+VngGs)UPUQ}R?bJV}Ji7&107|ps2uQTZrrAj<C7}1%0zhL&P_D3m
zj2=8Bd0>HU?=m_7nSjH_&o;-Q+<pg?lCg0j6rK1LR2B|k@+N_n)>O!8kPG0qnx2q?
ziaSU0q-#~(29R-{T}_MsJS^ZJ|DW}6|9|Q@-v}X|ivMB5TT7qSMH)7hN16`{?^}ia
E4~&hhk^lez

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/whitethroat_classification.json b/modelling/data/abingdon-all/seasonal/whitethroat_classification.json
new file mode 100644
index 0000000..2bc5329
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/whitethroat_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Whitethroat",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "moderate_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "moderate",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "moderate",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "moderate_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "moderate_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 4.395,
+    "season_end_month": 6.77,
+    "forcing_peak_month": 5.19,
+    "season_width_months": 2.375,
+    "season_midpoint_month": 5.5825,
+    "season_start_label": "April",
+    "season_end_label": "July",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.702,
+    "DECAY": 1.888,
+    "OOS_DECAY": 3.599,
+    "POST_PEAK_DECAY": 4.627,
+    "POST_PEAK_SHARPNESS": 6.37,
+    "SEASON_START": 4.395,
+    "SEASON_END": 6.77,
+    "SHARPNESS": 7.882,
+    "FORCING_PEAK": 5.19
+  },
+  "fit": {
+    "score": 0.028
+  },
+  "warnings": [],
+  "summary": "Whitethroat is classified as moderate spring seasonal presence. The fitted seasonal window runs from about April to July, with a spring peak around May. The season is moderate, with a moderate active window, strong post-peak decline, and moderate off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/whitethroat_consensus.json b/modelling/data/abingdon-all/seasonal/whitethroat_consensus.json
new file mode 100644
index 0000000..a5f24bf
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/whitethroat_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.702",
+  "DECAY": "1.888",
+  "OOS_DECAY": "3.599",
+  "POST_PEAK_DECAY": "4.627",
+  "POST_PEAK_SHARPNESS": "6.37",
+  "SEASON_START": "4.395",
+  "SEASON_END": "6.77",
+  "SHARPNESS": "7.882",
+  "FORCING_PEAK": "5.19",
+  "SCORE": "0.028",
+  "SPECIES": "Whitethroat"
+}
diff --git a/modelling/data/abingdon-all/seasonal/whitethroat_observed.csv b/modelling/data/abingdon-all/seasonal/whitethroat_observed.csv
new file mode 100644
index 0000000..7a5420f
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/whitethroat_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,3
+5,24
+6,4
+7,4
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/whitethroat_parameters.csv b/modelling/data/abingdon-all/seasonal/whitethroat_parameters.csv
new file mode 100644
index 0000000..495d5de
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/whitethroat_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 11:03:10,whitethroat_observed.csv,3.407,0.675,2.045,4.311,9.27,4.42,7.99,5.906,6.44,0.1050254300026422683707024232,
+2026-05-21 11:03:10,whitethroat_observed.csv,4.131,1.312,4.351,4.084,8.655,3.68,7.86,1.797,5.16,0.04312314936855029799069916935,
+2026-05-21 11:03:10,whitethroat_observed.csv,1.15,0.934,4.82,1.488,1.032,4.87,7.57,2.582,6.02,0.1240500337257563949819614077,
+2026-05-21 11:03:11,whitethroat_observed.csv,2.84,2.056,1.142,7.847,3.003,4.99,7.86,2.658,5.49,0.03112684349336395744273360162,
+2026-05-21 11:03:11,whitethroat_observed.csv,2.224,2.065,2.39,4.91,2.314,3.27,7.17,5.465,6.28,0.09345273751611553871369435650,
+2026-05-21 11:03:11,whitethroat_observed.csv,4.153,2.548,2.138,7.858,9.462,3.41,6.46,7.89,4.64,0.1219630672193926066006938742,
+2026-05-21 11:03:12,whitethroat_observed.csv,3.433,1.201,6.407,0.582,1.499,4.91,6.89,4.075,5.5,0.09911346206209438339029456880,
+2026-05-21 11:03:12,whitethroat_observed.csv,1.83,1.491,4.713,5.158,9.085,3.07,7.85,4.059,5.43,0.07319683911302288410232442767,
+2026-05-21 11:03:12,whitethroat_observed.csv,3.623,1.287,7.036,0.188,5.215,4.09,7.81,6.58,4.73,0.09460273696653031480483954938,
+2026-05-21 11:03:12,whitethroat_observed.csv,1.477,1.977,2.559,1.806,7.111,4.64,6.71,3.344,4.93,0.01691430739194754716994505445,
+2026-05-21 11:03:13,whitethroat_observed.csv,3.007,2.857,4.713,7.538,8.195,3.44,7.01,6.202,5.05,0.08995388558532133599121355121,
+2026-05-21 11:03:13,whitethroat_observed.csv,1.061,1.214,1.232,6.38,7.177,3.24,7.24,12.99,5.2,0.06219336476743872376644303808,
+2026-05-21 11:03:13,whitethroat_observed.csv,2.032,1.9,3.965,5.204,4.349,3.26,7.41,6.583,5.23,0.07320273056530823855604801691,
+2026-05-21 11:03:13,whitethroat_observed.csv,2.249,2.335,4.307,4.418,3.799,4.77,6.55,12.411,5.59,0.06368376912584675382400540170,
+2026-05-21 11:03:14,whitethroat_observed.csv,3.918,2.959,6.082,4.61,1.952,4.36,7.05,7.182,5.44,0.02569361743267812542669754454,
+2026-05-21 11:03:14,whitethroat_observed.csv,3.69,2.188,4.426,5.146,6.481,3.12,7.56,3.719,5.68,0.08857542700268426752320797437,
+2026-05-21 11:03:14,whitethroat_observed.csv,4.771,0.987,3.251,3.086,8.231,3.68,6.92,5.084,5.28,0.05006976690386828421390804849,
+2026-05-21 11:03:15,whitethroat_observed.csv,1.501,1.458,7.802,3.663,6.034,4.83,6.81,8.61,4.92,0.05866471111587027808573444226,
+2026-05-21 11:03:15,whitethroat_observed.csv,1.204,1.272,1.076,0.753,6.006,4.99,6.65,8.949,5.01,0.09381791350598393954056719929,
+2026-05-21 11:03:15,whitethroat_observed.csv,2.409,2.157,2.479,4.291,7.069,3.56,7.04,6.386,5.21,0.06493591890000881481471239944,
+2026-05-21 11:03:15,whitethroat_observed.csv,3.987,2.606,3.616,6.506,9.029,3.63,6.76,3.454,4.23,0.1202970064751355793438987746,
+2026-05-21 11:03:16,whitethroat_observed.csv,3.724,0.65,4.821,2.299,6.48,4.97,6.38,8.67,5.12,0.06901966459610315085433365365,
+2026-05-21 11:03:16,whitethroat_observed.csv,3.901,2.33,4.638,0.937,5.827,3.26,6.01,5.222,4.74,0.09741603724883170814350955628,
+2026-05-21 11:03:16,whitethroat_observed.csv,3.908,2.511,7.372,6.34,5.236,3.99,7.91,2.157,5.98,0.09336030192623670754905511666,
+2026-05-21 11:03:17,whitethroat_observed.csv,1.152,1.709,5.832,2.472,7.377,4.82,7.23,6.627,6.42,0.1145842476019436612152647890,
+2026-05-21 11:03:17,whitethroat_observed.csv,1.243,2.65,2.792,3.349,9.25,4.12,6.78,3.86,4.89,0.03588667332836698864112316525,
+2026-05-21 11:03:17,whitethroat_observed.csv,1.075,2.668,5.881,2.045,1.885,3.92,7.1,13.99,5.91,0.06392271061042405044865702248,
+2026-05-21 11:03:17,whitethroat_observed.csv,2.519,1.607,1.182,6.538,5.151,3.49,7.24,9.66,5.51,0.06697247812863457585917811482,
+2026-05-21 11:03:18,whitethroat_observed.csv,1.097,2.856,3.63,6.585,7.509,3.68,6.97,4.156,5.88,0.07551026409359932063841148405,
+2026-05-21 11:03:18,whitethroat_observed.csv,4.777,1.939,7.554,2.233,5.548,3.82,6.44,3.303,6.11,0.03706631072614284132327666121,
+2026-05-21 11:03:18,whitethroat_observed.csv,4.515,2.124,1.62,3.16,6.164,3.4,6.05,9.277,4.65,0.1175872926016207588111591131,
+2026-05-21 11:03:19,whitethroat_observed.csv,3.341,1.731,6.826,2.457,1.228,3.98,7.68,13.857,6.37,0.09881245817776473751478986352,
+2026-05-21 11:03:19,whitethroat_observed.csv,3.371,0.576,3.582,4.421,2.04,4.91,6.74,2.905,5.55,0.05389991249324144460716197135,
+2026-05-21 11:03:19,whitethroat_observed.csv,2.24,2.154,3.24,2.052,8.749,3.93,6.35,12.324,5.45,0.04771178004329877339332035931,
+2026-05-21 11:03:19,whitethroat_observed.csv,1.908,2.357,2.144,2.472,9.777,4.72,7.07,8.136,5.97,0.08052307859178182825589681663,
+2026-05-21 11:03:20,whitethroat_observed.csv,2.892,2.454,4.126,5.393,8.779,4.24,6.64,1.552,5.28,0.04265682945957287074356201861,
+2026-05-21 11:03:20,whitethroat_observed.csv,2.967,1.286,4.899,6.22,2.667,3.45,6.2,14.325,4.28,0.1399279851025618073552748389,
+2026-05-21 11:03:20,whitethroat_observed.csv,2.059,1.232,4.261,4.669,2.474,3.16,6.42,10.851,5.32,0.09282751709765998437881276564,
+2026-05-21 11:03:21,whitethroat_observed.csv,1.68,0.895,1.284,5.945,7.233,4.02,6.38,5.132,4.69,0.03448228588693404035817431444,
+2026-05-21 11:03:21,whitethroat_observed.csv,4.289,2.094,4.658,2.179,5.634,3.58,6.78,4.855,6.31,0.07070840813787826350315934915,
+2026-05-21 11:03:21,whitethroat_observed.csv,2.587,0.744,5.578,5.983,8.974,4.39,6.3,9.495,5.46,0.03274569871697396789452023699,
+2026-05-21 11:03:21,whitethroat_observed.csv,4.837,1.823,6.969,6.638,5.536,4.33,6.25,9.339,5.73,0.02766407475156287981914006115,
+2026-05-21 11:03:22,whitethroat_observed.csv,4.865,0.745,6.252,1.056,6.266,3.62,6.44,14.493,4.24,0.07529749550585573063551959054,
+2026-05-21 11:03:22,whitethroat_observed.csv,4.808,1.045,5.918,0.447,8.496,3.09,6.5,12.095,6.16,0.08490162724004134249664788756,
+2026-05-21 11:03:22,whitethroat_observed.csv,3.557,2.43,2.076,7.349,5.598,3.67,7.42,1.943,6.18,0.1019237398260190297508111947,
+2026-05-21 11:03:23,whitethroat_observed.csv,2.804,2.86,6.419,6.331,3.173,3.49,6.92,5.021,4.31,0.1320076112528549025078016047,
+2026-05-21 11:03:23,whitethroat_observed.csv,3.497,2.859,3.519,1.04,1.122,3.07,7.28,13.161,4.66,0.1541730007078960394020132640,
+2026-05-21 11:03:23,whitethroat_observed.csv,1.024,2.099,1.098,1.354,9.063,4.52,6.26,8.485,6.23,0.04039226062276249701603113533,
+2026-05-21 11:03:23,whitethroat_observed.csv,2.365,1.193,1.012,4.269,1.253,3.06,7.32,2.094,6.44,0.08640742143765150051981662971,
+2026-05-21 11:03:24,whitethroat_observed.csv,3.443,1.077,1.161,4.273,3.511,3.49,6.8,1.592,3.75,0.1605476309487021642122990741,
+2026-05-21 11:03:24,whitethroat_observed.csv,2.541,1.004,2.3,2.563,5.848,4.59,6.71,3.738,6.25,0.07251993863803182354059006124,
+2026-05-21 11:03:24,whitethroat_observed.csv,4.405,1.062,3.594,1.955,5.735,4.49,7.84,14.485,4.8,0.02261212733022991390664593088,
+2026-05-21 11:03:24,whitethroat_observed.csv,3.196,1.984,3.914,6.624,8.966,3.57,6.95,7.126,4.81,0.07878496007223196175797143551,
+2026-05-21 11:03:25,whitethroat_observed.csv,3.299,2.747,2.832,2.777,6.074,4.13,7.43,9.757,6.05,0.08610697140244318106001066127,
+2026-05-21 11:03:25,whitethroat_observed.csv,3.527,0.938,5.669,5.103,4.982,3.79,6.63,1.795,5.26,0.05887212228457594212238506344,
+2026-05-21 11:03:25,whitethroat_observed.csv,3.926,2.606,4.593,6.545,7.865,4.07,7.31,13.727,4.81,0.01711746189269773543250529831,
+2026-05-21 11:03:26,whitethroat_observed.csv,1.73,2.243,3.604,4.723,5.951,4.37,7.44,8.078,5.29,0.0175995843179580722089396391,
+2026-05-21 11:03:26,whitethroat_observed.csv,4.486,2.422,4.628,1.09,2.623,4.93,7.94,13.644,5.26,0.1374595725132376506060692842,
+2026-05-21 11:03:26,whitethroat_observed.csv,2.864,0.959,5.0,1.156,8.883,3.63,6.33,8.537,5.76,0.04423575738586732915118682885,
+2026-05-21 11:03:26,whitethroat_observed.csv,2.556,0.716,2.758,2.37,3.293,3.51,6.94,6.17,5.08,0.05619816921500825050492312916,
+2026-05-21 11:03:27,whitethroat_observed.csv,3.444,1.2,6.005,0.653,1.366,4.99,7.44,12.97,6.27,0.1327978059334608078931564028,
+2026-05-21 11:03:27,whitethroat_observed.csv,1.317,2.567,7.899,2.108,6.91,4.89,7.56,5.94,5.86,0.1122139696362078559844508408,
+2026-05-21 11:03:27,whitethroat_observed.csv,4.861,2.478,2.868,7.76,4.453,3.3,7.58,9.507,5.28,0.07787324042823006550318140411,
+2026-05-21 11:03:28,whitethroat_observed.csv,4.452,0.791,6.231,2.859,2.317,3.13,6.28,6.084,4.6,0.1179980362036095052008593189,
+2026-05-21 11:03:28,whitethroat_observed.csv,3.859,2.898,3.621,2.628,5.963,3.28,7.34,10.758,5.79,0.1106530327234329092438743323,
+2026-05-21 11:03:28,whitethroat_observed.csv,1.24,2.75,2.304,0.347,7.322,4.59,6.81,2.07,5.46,0.03980760889042553966379366972,
+2026-05-21 11:03:28,whitethroat_observed.csv,4.562,1.578,6.796,4.619,4.227,3.77,7.5,9.105,4.52,0.03519364037367806666040508408,
+2026-05-21 11:03:29,whitethroat_observed.csv,3.532,0.803,6.785,1.22,5.867,4.47,7.3,6.654,5.85,0.08642447661465602579267483856,
+2026-05-21 11:03:29,whitethroat_observed.csv,1.68,2.788,3.29,6.042,2.979,4.54,7.75,2.364,5.23,0.02375328555511671082210937914,
+2026-05-21 11:03:29,whitethroat_observed.csv,3.112,1.09,7.931,7.261,5.969,3.42,7.18,14.354,5.14,0.07307486813498428841725712553,
+2026-05-21 11:03:30,whitethroat_observed.csv,2.561,1.899,1.064,3.507,9.017,4.34,7.31,12.72,4.87,0.008791093680307257928837320225,
+2026-05-21 11:03:30,whitethroat_observed.csv,1.991,2.674,1.561,2.47,3.608,3.97,6.01,1.54,4.75,0.08669094144456600337633386112,
+2026-05-21 11:03:30,whitethroat_observed.csv,3.374,1.757,2.923,0.48,9.232,4.05,7.73,5.268,5.55,0.1162155898269964966442719365,
+2026-05-21 11:03:30,whitethroat_observed.csv,1.445,2.389,2.442,3.233,5.221,4.39,7.87,10.094,5.47,0.03510100660570002106788460807,
+2026-05-21 11:03:31,whitethroat_observed.csv,3.298,1.916,2.812,7.362,9.928,4.61,7.15,10.175,5.52,0.02798638541490108287212391351,
+2026-05-21 11:03:31,whitethroat_observed.csv,1.382,1.286,6.571,1.506,3.553,4.14,6.29,6.98,5.48,0.02963531994924253626099943898,
+2026-05-21 11:03:31,whitethroat_observed.csv,3.506,1.439,2.603,0.034,5.327,3.33,7.25,13.307,5.74,0.1329957423731052805033755273,
+2026-05-21 11:03:32,whitethroat_observed.csv,4.473,1.495,6.271,5.095,1.24,3.87,7.14,5.256,6.14,0.0429660105995710693041993101,
+2026-05-21 11:03:32,whitethroat_observed.csv,4.844,2.071,1.24,6.414,7.682,4.73,6.72,4.443,5.05,0.02850041461360186037950187438,
+2026-05-21 11:03:32,whitethroat_observed.csv,1.192,0.701,6.229,0.961,2.654,4.99,6.09,2.009,5.56,0.01631258410002173930420724605,
+2026-05-21 11:03:32,whitethroat_observed.csv,4.063,2.504,6.679,4.469,2.24,4.42,6.81,9.307,6.25,0.05929828866997514470037956125,
+2026-05-21 11:03:33,whitethroat_observed.csv,2.599,1.586,3.983,7.456,2.225,4.98,7.72,14.1,5.51,0.05243892505059064591242482508,
+2026-05-21 11:03:33,whitethroat_observed.csv,2.407,1.613,3.644,2.359,3.105,3.78,6.59,4.907,5.12,0.06857976580845371148269071395,
+2026-05-21 11:03:33,whitethroat_observed.csv,1.992,0.632,2.565,1.956,4.129,4.02,7.63,5.567,6.35,0.1006841983751996454133602504,
+2026-05-21 11:03:34,whitethroat_observed.csv,2.748,2.155,4.102,6.343,5.014,3.06,6.46,4.297,5.27,0.09564369510073884024177105101,
+2026-05-21 11:03:34,whitethroat_observed.csv,2.11,2.541,3.284,1.039,3.599,4.0,6.39,9.146,4.63,0.04746898564196334547101048976,
+2026-05-21 11:03:34,whitethroat_observed.csv,2.841,2.845,6.595,2.567,4.764,4.54,6.79,11.925,5.13,0.04009636687155502372855136004,
+2026-05-21 11:03:34,whitethroat_observed.csv,1.307,1.967,7.105,4.354,1.722,3.94,6.89,8.613,5.56,0.05692247159734302610215353893,
+2026-05-21 11:03:35,whitethroat_observed.csv,2.839,2.026,7.482,6.491,5.53,4.77,7.78,7.197,5.45,0.04844186630335996040298245596,
+2026-05-21 11:03:35,whitethroat_observed.csv,3.108,1.028,5.751,5.725,8.511,3.22,6.39,11.08,5.29,0.07621982409225045637524351328,
+2026-05-21 11:03:35,whitethroat_observed.csv,2.745,2.005,2.018,2.664,6.844,4.64,6.14,8.175,6.03,0.03210414096012752135490096051,
+2026-05-21 11:03:36,whitethroat_observed.csv,1.352,2.657,2.869,7.453,5.686,3.32,6.39,3.662,6.04,0.08650216715274878058352800741,
+2026-05-21 11:03:36,whitethroat_observed.csv,2.41,1.099,1.898,1.039,9.257,3.39,7.87,4.84,5.09,0.1022684726097066816424838832,
+2026-05-21 11:03:36,whitethroat_observed.csv,4.764,2.112,5.044,6.341,3.092,3.39,7.55,13.462,3.9,0.1286949095819917681845522406,
+2026-05-21 11:03:36,whitethroat_observed.csv,2.23,2.738,1.076,2.783,2.448,4.26,6.48,1.547,5.01,0.05637289722380216012127041666,
+2026-05-21 11:03:37,whitethroat_observed.csv,4.342,2.375,2.184,2.696,3.454,3.38,7.11,1.843,4.13,0.1354469009016056455299440000,
+2026-05-21 11:03:37,whitethroat_observed.csv,4.461,0.929,7.059,7.034,4.881,4.85,7.52,2.56,5.43,0.05619794273020476282427954195,
+2026-05-21 11:03:37,whitethroat_observed.csv,4.299,2.962,3.057,6.904,3.461,4.71,6.05,7.686,5.36,0.02484523177682843666661512284,
+2026-05-21 11:03:38,whitethroat_observed.csv,3.578,0.884,2.237,6.864,6.856,4.68,7.58,14.769,6.25,0.1135943717995512123720338648,
+2026-05-21 11:03:38,whitethroat_observed.csv,2.382,0.673,3.444,6.072,8.619,3.44,6.4,5.461,4.7,0.06902878527162881567259977871,
+2026-05-21 11:03:38,whitethroat_observed.csv,3.192,2.306,5.864,6.971,1.795,4.12,7.72,2.313,6.19,0.04469744571145016567497828435,
+2026-05-21 11:03:38,whitethroat_observed.csv,1.059,1.62,1.485,5.649,9.894,3.37,6.73,7.889,5.01,0.08336897623511210680885396139,
+2026-05-21 11:03:39,whitethroat_observed.csv,3.433,1.192,6.291,1.071,4.433,3.89,7.41,3.659,5.28,0.04379344181506583344142021485,
+2026-05-21 11:03:39,whitethroat_observed.csv,1.21,2.086,1.345,3.037,9.701,3.11,6.8,5.306,5.5,0.09276118153881874089412260733,
+2026-05-21 11:03:39,whitethroat_observed.csv,1.052,1.173,3.127,7.856,6.269,4.26,6.52,8.209,5.96,0.05045457890935750896717676865,
+2026-05-21 11:03:39,whitethroat_observed.csv,3.406,1.176,3.126,5.21,4.999,3.36,7.29,10.337,5.49,0.06658826615749125099051303546,
+2026-05-21 11:03:40,whitethroat_observed.csv,3.325,2.546,6.608,4.332,6.111,4.83,7.78,14.279,6.07,0.1102099595218927355366891495,
+2026-05-21 11:03:40,whitethroat_observed.csv,2.172,1.866,2.228,6.552,6.147,4.67,6.97,11.17,6.29,0.08163494715052755085808727097,
+2026-05-21 11:03:40,whitethroat_observed.csv,1.586,0.694,5.117,4.312,2.376,4.15,6.63,14.986,5.49,0.04040103516322231019088395810,
+2026-05-21 11:03:41,whitethroat_observed.csv,2.733,2.28,3.812,1.831,1.857,3.49,7.44,9.903,4.1,0.1146496755072002229444923272,
+2026-05-21 11:03:41,whitethroat_observed.csv,4.554,2.037,2.143,6.902,9.314,4.7,6.53,1.076,6.34,0.1241562521299707934493003796,
+2026-05-21 11:03:41,whitethroat_observed.csv,2.481,2.437,2.924,2.452,1.747,4.42,7.02,1.247,5.47,0.09050754178722923239503411109,
+2026-05-21 11:03:41,whitethroat_observed.csv,3.809,1.836,6.092,1.92,7.648,4.76,6.31,3.88,5.18,0.03106892245840016155992272030,
+2026-05-21 11:03:42,whitethroat_observed.csv,4.922,1.876,6.937,0.844,2.229,4.16,6.45,4.848,4.51,0.03308093371049348622638704093,
+2026-05-21 11:03:42,whitethroat_observed.csv,1.16,0.547,5.585,5.909,6.04,4.46,7.93,7.634,4.66,0.003924809578052579917476293202,
+2026-05-21 11:03:42,whitethroat_observed.csv,3.863,2.129,3.534,1.993,9.503,3.64,7.09,12.026,5.01,0.07074789773532901350313976681,
+2026-05-21 11:03:43,whitethroat_observed.csv,2.881,2.745,6.422,1.37,5.159,4.02,7.68,5.908,5.33,0.05116441800318930422944593308,
+2026-05-21 11:03:43,whitethroat_observed.csv,1.185,1.809,7.63,3.379,3.148,4.65,7.12,2.823,5.93,0.06621748869477083909625932824,
+2026-05-21 11:03:43,whitethroat_observed.csv,1.472,1.786,3.199,4.623,9.539,4.44,6.88,8.781,4.44,0.03000419542509630455125950946,
+2026-05-21 11:03:43,whitethroat_observed.csv,1.782,0.632,5.274,0.297,3.7,3.92,6.84,5.628,5.34,0.06537689840382502413191953470,
+2026-05-21 11:03:44,whitethroat_observed.csv,3.78,2.646,1.296,5.046,3.489,4.42,7.28,9.483,5.37,0.01967111741027064146966907065,
+2026-05-21 11:03:44,whitethroat_observed.csv,2.384,2.009,2.87,2.827,3.173,3.69,6.81,11.029,5.7,0.09832101802022257482988251666,
+2026-05-21 11:03:44,whitethroat_observed.csv,2.658,1.586,7.428,7.335,7.928,4.31,6.29,9.081,5.87,0.02969380930023738032558650290,
+2026-05-21 11:03:45,whitethroat_observed.csv,2.805,2.218,4.168,7.725,2.283,4.61,7.28,13.559,6.43,0.07301561129120193745799668945,
+2026-05-21 11:03:45,whitethroat_observed.csv,3.023,0.891,4.155,6.162,8.31,3.26,7.85,10.4,6.38,0.1204326859495874444012882589,
+2026-05-21 11:03:45,whitethroat_observed.csv,1.014,1.334,4.262,3.454,8.242,3.88,7.3,5.235,4.65,0.01681964044850819215673807012,
+2026-05-21 11:03:45,whitethroat_observed.csv,1.66,0.874,2.938,2.28,6.808,3.14,6.35,9.207,6.22,0.07927520911939462054630581580,
+2026-05-21 11:03:46,whitethroat_observed.csv,3.216,2.708,6.373,6.044,8.102,4.1,7.7,7.266,5.63,0.03945422682338864825061617122,
+2026-05-21 11:03:46,whitethroat_observed.csv,1.302,2.512,6.075,3.922,3.738,4.28,6.62,13.475,5.2,0.03541919795600034827343495651,
+2026-05-21 11:03:46,whitethroat_observed.csv,4.353,2.471,5.461,5.683,4.331,3.68,6.27,5.766,4.8,0.07926819546792299102575051899,
+2026-05-21 11:03:47,whitethroat_observed.csv,1.538,0.821,3.284,4.059,4.598,4.52,7.0,9.895,6.25,0.08432773109883451871397190411,
+2026-05-21 11:03:47,whitethroat_observed.csv,4.064,0.659,3.52,2.815,5.751,4.91,7.0,8.808,5.93,0.1167603569421684629957982008,
+2026-05-21 11:03:47,whitethroat_observed.csv,3.719,2.693,5.856,4.761,8.605,3.6,6.84,11.046,4.83,0.08828365493741262358247880172,
+2026-05-21 11:03:47,whitethroat_observed.csv,4.735,1.111,7.038,7.725,2.789,3.84,6.31,1.365,4.07,0.1645754073776831504049585278,
+2026-05-21 11:03:48,whitethroat_observed.csv,4.12,1.308,5.654,0.081,3.726,4.37,7.85,14.229,5.36,0.1399642220882680050097918261,
+2026-05-21 11:03:48,whitethroat_observed.csv,2.748,2.408,6.738,6.823,4.272,3.21,7.31,2.702,5.97,0.07503536713506363091051050166,
+2026-05-21 11:03:48,whitethroat_observed.csv,4.146,2.186,3.25,7.943,1.559,4.57,6.13,2.02,6.08,0.03489937795964169359299194980,
+2026-05-21 11:03:49,whitethroat_observed.csv,2.185,1.371,4.909,4.751,7.342,4.48,7.55,12.916,5.14,0.01083035068476179537261173654,
+2026-05-21 11:03:49,whitethroat_observed.csv,4.074,2.256,6.422,2.917,6.337,3.26,7.67,11.509,4.23,0.1181285515473969765123770090,
+2026-05-21 11:03:49,whitethroat_observed.csv,2.698,0.994,7.793,3.278,6.399,3.16,6.51,4.059,5.61,0.07133179939918240894429945538,
+2026-05-21 11:03:50,whitethroat_observed.csv,4.153,1.916,1.531,2.575,7.527,3.5,7.29,6.874,5.24,0.07449047226849073401420338534,
+2026-05-21 11:03:50,whitethroat_observed.csv,1.755,1.116,5.581,5.793,7.904,3.38,6.75,1.932,5.42,0.06779766967337428593290937524,
+2026-05-21 11:03:50,whitethroat_observed.csv,1.406,2.245,2.911,1.106,7.089,4.5,6.04,8.366,5.72,0.02550624251333497988334353884,
+2026-05-21 11:03:51,whitethroat_observed.csv,1.43,1.776,3.034,5.942,1.9,3.45,6.68,14.04,4.23,0.1402557559291314236261257945,
+2026-05-21 11:03:51,whitethroat_observed.csv,4.293,2.878,5.911,4.103,5.815,3.36,6.51,9.273,5.93,0.09508134570213958833135392574,
+2026-05-21 11:03:51,whitethroat_observed.csv,4.637,0.503,5.505,4.203,2.827,4.4,6.06,2.287,4.77,0.05270489251028132512029397373,
+2026-05-21 11:03:51,whitethroat_observed.csv,2.329,1.896,2.372,2.404,4.429,4.71,7.14,6.063,6.3,0.08595391465026546822995148422,
+2026-05-21 11:03:52,whitethroat_observed.csv,2.641,0.535,4.81,3.691,6.563,4.33,6.29,1.973,5.5,0.05597251170558638227797679887,
+2026-05-21 11:03:52,whitethroat_observed.csv,4.179,1.86,5.102,2.214,6.063,3.17,6.28,11.825,5.77,0.08650796650050821763278391296,
+2026-05-21 11:03:52,whitethroat_observed.csv,4.984,0.637,7.967,0.966,2.447,3.68,7.32,13.424,4.23,0.05256255218005280266676149506,
+2026-05-21 11:03:53,whitethroat_observed.csv,2.801,1.907,1.528,4.652,9.612,3.86,7.08,12.585,5.16,0.02917661845057193357221568745,
+2026-05-21 11:03:53,whitethroat_observed.csv,4.033,0.591,6.03,5.724,1.172,3.12,7.66,3.325,5.61,0.07199220763080643672439478175,
+2026-05-21 11:03:53,whitethroat_observed.csv,4.955,2.321,1.955,4.507,3.034,4.55,6.92,9.841,6.47,0.07546111914238840784689201954,
+2026-05-21 11:03:53,whitethroat_observed.csv,3.689,2.25,3.283,2.902,4.212,4.12,6.02,1.127,4.98,0.09088179840446928488649874076,
+2026-05-21 11:03:54,whitethroat_observed.csv,3.619,1.68,3.323,4.631,8.681,4.4,7.87,4.195,5.11,0.01233242366258602045545808309,
+2026-05-21 11:03:54,whitethroat_observed.csv,4.905,2.434,3.474,7.143,1.239,3.66,7.02,8.98,4.81,0.1057183458151545257671994668,
+2026-05-21 11:03:54,whitethroat_observed.csv,3.333,1.6,6.129,3.114,1.938,4.36,7.77,6.241,6.06,0.08007448918454751863852876544,
+2026-05-21 11:03:54,whitethroat_observed.csv,2.212,0.568,6.163,3.474,3.561,4.13,6.0,1.285,5.76,0.05215379800492811892892834268,
+2026-05-21 11:03:55,whitethroat_observed.csv,1.835,0.632,1.27,2.608,2.56,4.56,6.39,7.077,6.03,0.05750491721092590904742493301,
+2026-05-21 11:03:55,whitethroat_observed.csv,2.821,1.757,1.637,1.608,1.259,4.73,6.53,7.038,5.73,0.03219569350436308451955267933,
+2026-05-21 11:03:55,whitethroat_observed.csv,4.707,1.086,4.411,0.421,5.919,3.59,7.85,12.056,3.92,0.09758751411830207516614133145,
+2026-05-21 11:03:56,whitethroat_observed.csv,4.567,1.36,7.921,0.122,7.571,4.91,7.18,13.129,5.07,0.1149452682091527175188247175,
+2026-05-21 11:03:56,whitethroat_observed.csv,4.629,1.625,7.021,4.827,4.516,4.44,6.36,7.55,5.32,0.02703504292663102521999097842,
+2026-05-21 11:03:56,whitethroat_observed.csv,3.979,2.469,2.017,5.711,6.173,3.59,6.51,3.726,5.62,0.08056519355269090206277857104,
+2026-05-21 11:03:56,whitethroat_observed.csv,1.011,1.294,6.377,6.846,1.017,4.96,7.34,13.72,6.24,0.09901423154752007009423756775,
+2026-05-21 11:03:57,whitethroat_observed.csv,2.446,2.131,7.793,6.115,1.941,3.56,7.76,6.556,5.85,0.07592415041930894871979017555,
+2026-05-21 11:03:57,whitethroat_observed.csv,2.805,0.61,5.106,7.697,3.352,3.71,6.75,14.261,5.29,0.04077075997695697294139557839,
+2026-05-21 11:03:57,whitethroat_observed.csv,1.48,1.883,6.588,4.064,3.031,3.37,7.19,3.434,3.86,0.1161613384400457765759836276,
+2026-05-21 11:03:58,whitethroat_observed.csv,2.588,2.884,7.132,2.338,3.223,4.68,7.84,8.392,5.31,0.04166859341165460759501441676,
+2026-05-21 11:03:58,whitethroat_observed.csv,1.569,2.284,7.404,6.91,5.663,4.52,6.78,10.983,5.56,0.04287737375287482471163601802,
+2026-05-21 11:03:58,whitethroat_observed.csv,1.987,1.737,2.717,0.865,1.018,3.95,7.5,9.818,4.85,0.06586593358433186140555786098,
+2026-05-21 11:03:58,whitethroat_observed.csv,4.891,2.776,1.904,7.549,9.346,4.58,6.95,10.516,5.42,0.04043145515693272009630025402,
+2026-05-21 11:03:59,whitethroat_observed.csv,1.646,2.557,7.123,5.553,9.823,4.93,6.38,11.429,5.43,0.06052661710835779943735210182,
+2026-05-21 11:03:59,whitethroat_observed.csv,3.235,2.011,7.84,5.031,1.31,4.89,6.46,4.652,6.05,0.03994203027284142357732137153,
+2026-05-21 11:03:59,whitethroat_observed.csv,3.77,0.55,2.649,6.711,6.199,4.62,7.21,5.284,6.34,0.09342052483519550717327639005,
+2026-05-21 11:04:00,whitethroat_observed.csv,1.218,0.619,5.974,3.572,4.729,4.87,6.25,14.737,4.94,0.05317220846777187964312744784,
+2026-05-21 11:04:00,whitethroat_observed.csv,3.276,2.173,7.005,4.345,2.63,4.08,7.71,2.492,4.94,0.04533027921019097731399362531,
+2026-05-21 11:04:00,whitethroat_observed.csv,1.066,2.437,4.063,4.626,6.425,3.87,6.49,11.812,6.15,0.05715456369586956231600801361,
+2026-05-21 11:04:00,whitethroat_observed.csv,1.334,0.748,1.25,6.345,6.067,3.24,7.33,2.241,4.18,0.1420320530546322634412486763,
+2026-05-21 11:04:01,whitethroat_observed.csv,1.507,2.601,5.72,7.034,3.013,3.17,6.83,12.05,4.62,0.1486378768630929942951026588,
+2026-05-21 11:04:01,whitethroat_observed.csv,1.18,1.876,4.577,5.768,8.632,4.0,7.18,1.973,6.15,0.08986598693870915287898581469,
+2026-05-21 11:04:01,whitethroat_observed.csv,1.202,2.081,7.309,3.222,7.182,4.16,6.81,8.585,4.88,0.03400605191408581046508229996,
+2026-05-21 11:04:02,whitethroat_observed.csv,2.858,2.51,2.994,6.029,1.224,3.24,6.83,6.682,5.0,0.1449067941148748370037550408,
+2026-05-21 11:04:02,whitethroat_observed.csv,1.149,1.792,7.603,5.606,1.043,4.99,6.95,6.05,5.8,0.08970145554963625316714737457,
+2026-05-21 11:04:02,whitethroat_observed.csv,4.985,0.884,6.796,4.123,9.394,4.28,6.7,10.785,4.31,0.03288624318917726029633892801,
+2026-05-21 11:04:02,whitethroat_observed.csv,1.39,2.4,7.855,5.773,9.403,4.08,6.9,13.4,4.62,0.03927723628489938759522076586,
+2026-05-21 11:04:03,whitethroat_observed.csv,3.847,1.026,1.804,3.351,4.82,3.87,7.04,11.049,4.49,0.02587883211557792175701667228,
+2026-05-21 11:04:03,whitethroat_observed.csv,1.387,1.525,1.613,4.063,5.578,3.13,6.22,9.998,5.04,0.09408403055105657160452679048,
+2026-05-21 11:04:03,whitethroat_observed.csv,3.696,1.913,2.798,1.757,2.994,3.47,7.26,8.471,5.04,0.08329253321245271230726086451,
+2026-05-21 11:04:04,whitethroat_observed.csv,1.062,2.064,2.961,0.565,3.84,4.67,7.62,2.29,5.59,0.1128609298200610049657323616,
+2026-05-21 11:04:04,whitethroat_observed.csv,1.853,0.806,6.43,5.142,4.593,4.0,6.76,6.276,5.29,0.03464254268354940076462585301,
+2026-05-21 11:04:04,whitethroat_observed.csv,4.678,1.588,5.988,1.064,1.19,4.75,6.86,12.613,6.14,0.09930455411433259325489468307,
+2026-05-21 11:04:04,whitethroat_observed.csv,1.096,2.579,5.256,7.316,4.011,4.85,6.35,11.697,5.7,0.05616802585569384287392841112,
+2026-05-21 11:04:05,whitethroat_observed.csv,4.226,1.681,7.074,0.456,8.78,4.46,7.61,6.415,5.48,0.08691445431715166557825914875,
+2026-05-21 11:04:05,whitethroat_observed.csv,2.584,0.541,7.717,5.885,5.494,4.66,6.19,1.245,5.11,0.04186179373816269778564361332,
+2026-05-21 11:04:05,whitethroat_observed.csv,1.828,1.13,7.237,4.132,2.889,4.0,6.17,1.973,5.29,0.05904361373249086257172461874,
+2026-05-21 11:04:05,whitethroat_observed.csv,4.513,1.491,2.197,7.261,4.189,4.89,6.24,7.407,5.67,0.05983810214947726380242974138,
+2026-05-21 11:04:06,whitethroat_observed.csv,2.318,2.217,1.987,2.458,3.726,3.3,6.7,4.549,4.9,0.09980950082599914449146420522,
+2026-05-21 11:04:06,whitethroat_observed.csv,4.724,1.588,3.068,2.563,1.698,3.52,6.39,2.34,5.79,0.05257316775409144685081465975,
+2026-05-21 11:04:06,whitethroat_observed.csv,1.037,2.056,5.317,6.495,6.699,4.71,6.07,2.359,4.85,0.02774638351005705598982776054,
diff --git a/modelling/data/abingdon-all/seasonal/whitethroat_simulated.csv b/modelling/data/abingdon-all/seasonal/whitethroat_simulated.csv
new file mode 100644
index 0000000..c8b2c2d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/whitethroat_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,1.73747E-13,0.1,0,0.01,1.40058E-13
+RungeKutta4,2,0.2,5.20739E-13,0.1,0,0.01,4.19768E-13
+RungeKutta4,3,0.3,1.31204E-12,0.1,0,0.01,1.05764E-12
+RungeKutta4,4,0.4,3.17789E-12,0.1,0,0.01,2.56170E-12
+RungeKutta4,5,0.5,7.59967E-12,0.1,0,0.01,6.12610E-12
+RungeKutta4,6,0.6,1.80587E-11,0.1,0,0.01,1.45571E-11
+RungeKutta4,7,0.7,4.27145E-11,0.1,0,0.01,3.44322E-11
+RungeKutta4,8,0.8,1.00634E-10,0.1,0,0.01,8.11211E-11
+RungeKutta4,9,0.9,2.36228E-10,0.1,0,0.01,1.90424E-10
+RungeKutta4,10,1.0,5.52650E-10,0.1,0,0.01,4.45491E-10
+RungeKutta4,11,1.1,1.28881E-9,0.1,0,0.01,1.03891E-9
+RungeKutta4,12,1.2,2.99659E-9,0.1,0,0.01,2.41555E-9
+RungeKutta4,13,1.3,6.94756E-9,0.1,0,0.01,5.60043E-9
+RungeKutta4,14,1.4,1.60647E-8,0.1,0,0.01,1.29498E-8
+RungeKutta4,15,1.5,3.70514E-8,0.1,0,0.01,2.98672E-8
+RungeKutta4,16,1.6,8.52459E-8,0.1,0,0.01,6.87168E-8
+RungeKutta4,17,1.7,1.95672E-7,0.1,0,0.01,1.57731E-7
+RungeKutta4,18,1.8,4.48140E-7,0.1,0,0.01,3.61246E-7
+RungeKutta4,19,1.9,0.00000102416,0.1,0,0.01,8.25576E-7
+RungeKutta4,20,2.0,0.00000233573,0.1,0,0.01,0.00000188283
+RungeKutta4,21,2.1,0.00000531636,0.1,0,0.01,0.00000428552
+RungeKutta4,22,2.2,0.0000120772,0.1,0,0.01,0.00000973544
+RungeKutta4,23,2.3,0.0000273839,0.1,0,0.01,0.0000220742
+RungeKutta4,24,2.4,0.0000619744,0.1,0,0.01,0.0000499576
+RungeKutta4,25,2.5,0.000139996,0.1,0,0.01,0.000112851
+RungeKutta4,26,2.6,0.000315619,0.1,0,0.01,0.000254421
+RungeKutta4,27,2.7,0.000709959,0.1,0,0.01,0.000572298
+RungeKutta4,28,2.8,0.00159237,0.1,0,0.01,0.00128361
+RungeKutta4,29,2.9,0.00355595,0.1,0,0.01,0.00286645
+RungeKutta4,30,3.0,0.00788127,0.1,0,0.01,0.00635310
+RungeKutta4,31,3.1,0.0172229,0.1,0,0.01,0.0138834
+RungeKutta4,32,3.2,0.0366396,0.1,0,0.01,0.0295352
+RungeKutta4,33,3.3,0.0742641,0.1,0,0.01,0.0598643
+RungeKutta4,34,3.4,0.139368,0.1,0,0.01,0.112345
+RungeKutta4,35,3.5,0.236186,0.1,0,0.01,0.190390
+RungeKutta4,36,3.6,0.358616,0.1,0,0.01,0.289081
+RungeKutta4,37,3.7,0.493195,0.1,0,0.01,0.397565
+RungeKutta4,38,3.8,0.626669,0.1,0,0.01,0.505158
+RungeKutta4,39,3.9,0.750302,0.1,0,0.01,0.604819
+RungeKutta4,40,4.0,0.859940,0.1,0,0.01,0.693198
+RungeKutta4,41,4.1,0.954469,0.1,0,0.01,0.769398
+RungeKutta4,42,4.2,1.03436,0.1,0,0.01,0.833798
+RungeKutta4,43,4.3,1.10067,0.1,0,0.01,0.887251
+RungeKutta4,44,4.4,1.15441,0.1,0,0.01,0.930571
+RungeKutta4,45,4.5,1.19614,0.1,0,0.01,0.964209
+RungeKutta4,46,4.6,1.22548,0.1,0,0.01,0.987860
+RungeKutta4,47,4.7,1.24054,0.1,0,0.01,1
+RungeKutta4,48,4.8,1.23719,0.1,0,0.01,0.997300
+RungeKutta4,49,4.9,1.20856,0.1,0,0.01,0.974221
+RungeKutta4,50,5.0,1.14624,0.1,0,0.01,0.923985
+RungeKutta4,51,5.1,1.04514,0.1,0,0.01,0.842488
+RungeKutta4,52,5.2,0.911390,0.1,0,0.01,0.734672
+RungeKutta4,53,5.3,0.764578,0.1,0,0.01,0.616327
+RungeKutta4,54,5.4,0.626902,0.1,0,0.01,0.505346
+RungeKutta4,55,5.5,0.509063,0.1,0,0.01,0.410356
+RungeKutta4,56,5.6,0.407487,0.1,0,0.01,0.328476
+RungeKutta4,57,5.7,0.312749,0.1,0,0.01,0.252107
+RungeKutta4,58,5.8,0.221556,0.1,0,0.01,0.178596
+RungeKutta4,59,5.9,0.141561,0.1,0,0.01,0.114112
+RungeKutta4,60,6.0,0.0819963,0.1,0,0.01,0.0660973
+RungeKutta4,61,6.1,0.0440125,0.1,0,0.01,0.0354785
+RungeKutta4,62,6.2,0.0223932,0.1,0,0.01,0.0180512
+RungeKutta4,63,6.3,0.0109823,0.1,0,0.01,0.00885284
+RungeKutta4,64,6.4,0.0052494,0.1,0,0.01,0.00423154
+RungeKutta4,65,6.5,0.0024629,0.1,0,0.01,0.00198535
+RungeKutta4,66,6.6,0.00113948,0.1,0,0.01,0.000918535
+RungeKutta4,67,6.7,0.000521472,0.1,0,0.01,0.000420359
+RungeKutta4,68,6.8,0.000236560,0.1,0,0.01,0.000190691
+RungeKutta4,69,6.9,0.000106536,0.1,0,0.01,0.0000858787
+RungeKutta4,70,7.0,0.0000476838,0.1,0,0.01,0.0000384379
+RungeKutta4,71,7.1,0.0000212283,0.1,0,0.01,0.0000171121
+RungeKutta4,72,7.2,0.0000094056,0.1,0,0.01,0.00000758186
+RungeKutta4,73,7.3,0.00000414938,0.1,0,0.01,0.00000334482
+RungeKutta4,74,7.4,0.00000182325,0.1,0,0.01,0.00000146972
+RungeKutta4,75,7.5,7.9814E-7,0.1,0,0.01,6.43381E-7
+RungeKutta4,76,7.6,3.48137E-7,0.1,0,0.01,2.80633E-7
+RungeKutta4,77,7.7,1.51324E-7,0.1,0,0.01,1.21982E-7
+RungeKutta4,78,7.8,6.55497E-8,0.1,0,0.01,5.28397E-8
+RungeKutta4,79,7.9,2.82970E-8,0.1,0,0.01,2.28102E-8
+RungeKutta4,80,8.0,1.21734E-8,0.1,0,0.01,9.81298E-9
+RungeKutta4,81,8.1,5.21857E-9,0.1,0,0.01,4.20669E-9
+RungeKutta4,82,8.2,2.22904E-9,0.1,0,0.01,1.79683E-9
+RungeKutta4,83,8.3,9.4854E-10,0.1,0,0.01,7.64619E-10
+RungeKutta4,84,8.4,4.0206E-10,0.1,0,0.01,3.24101E-10
+RungeKutta4,85,8.5,1.69722E-10,0.1,0,0.01,1.36813E-10
+RungeKutta4,86,8.6,7.13347E-11,0.1,0,0.01,5.75029E-11
+RungeKutta4,87,8.7,2.98442E-11,0.1,0,0.01,2.40574E-11
+RungeKutta4,88,8.8,1.24245E-11,0.1,0,0.01,1.00154E-11
+RungeKutta4,89,8.9,5.14522E-12,0.1,0,0.01,4.14756E-12
+RungeKutta4,90,9.0,2.11865E-12,0.1,0,0.01,1.70784E-12
+RungeKutta4,91,9.1,8.6706E-13,0.1,0,0.01,6.98938E-13
+RungeKutta4,92,9.2,3.52493E-13,0.1,0,0.01,2.84145E-13
+RungeKutta4,93,9.3,1.42270E-13,0.1,0,0.01,1.14684E-13
+RungeKutta4,94,9.4,5.6972E-14,0.1,0,0.01,4.59252E-14
+RungeKutta4,95,9.5,2.2620E-14,0.1,0,0.01,1.82340E-14
+RungeKutta4,96,9.6,8.8982E-15,0.1,0,0.01,7.17284E-15
+RungeKutta4,97,9.7,3.46555E-15,0.1,0,0.01,2.79358E-15
+RungeKutta4,98,9.8,1.33548E-15,0.1,0,0.01,1.07653E-15
+RungeKutta4,99,9.9,5.09043E-16,0.1,0,0.01,4.10340E-16
+RungeKutta4,100,10.0,1.91970E-16,0.1,0,0.01,1.54747E-16
+RungeKutta4,101,10.1,7.1728E-17,0.1,0,0.01,5.78200E-17
+RungeKutta4,102,10.2,2.66497E-17,0.1,0,0.01,2.14823E-17
+RungeKutta4,103,10.3,9.9177E-18,0.1,0,0.01,7.99466E-18
+RungeKutta4,104,10.4,3.74507E-18,0.1,0,0.01,3.01890E-18
+RungeKutta4,105,10.5,1.46349E-18,0.1,0,0.01,1.17972E-18
+RungeKutta4,106,10.6,6.06097E-19,0.1,0,0.01,4.88575E-19
+RungeKutta4,107,10.7,2.71194E-19,0.1,0,0.01,2.18610E-19
+RungeKutta4,108,10.8,1.31588E-19,0.1,0,0.01,1.06073E-19
+RungeKutta4,109,10.9,6.82577E-20,0.1,0,0.01,5.50226E-20
+RungeKutta4,110,11.0,3.69762E-20,0.1,0,0.01,2.98065E-20
+RungeKutta4,111,11.1,2.04654E-20,0.1,0,0.01,1.64972E-20
+RungeKutta4,112,11.2,1.13944E-20,0.1,0,0.01,9.18503E-21
+RungeKutta4,113,11.3,6.32277E-21,0.1,0,0.01,5.09679E-21
+RungeKutta4,114,11.4,3.48000E-21,0.1,0,0.01,2.80523E-21
+RungeKutta4,115,11.5,1.89574E-21,0.1,0,0.01,1.52816E-21
+RungeKutta4,116,11.6,1.02150E-21,0.1,0,0.01,8.23432E-22
+RungeKutta4,117,11.7,5.44538E-22,0.1,0,0.01,4.38952E-22
+RungeKutta4,118,11.8,2.87331E-22,0.1,0,0.01,2.31618E-22
+RungeKutta4,119,11.9,1.50177E-22,0.1,0,0.01,1.21058E-22
+RungeKutta4,120,12.0,2.24190E-14,0.1,0,0.01,1.80720E-14
+RungeKutta4,121,12.1,1.55179E-13,0.1,0,0.01,1.25090E-13
diff --git a/modelling/data/abingdon-all/seasonal/whitethroat_simulated.png b/modelling/data/abingdon-all/seasonal/whitethroat_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..d50c49eb54dbcac07b0d9b35f8a0c616472a2c2c
GIT binary patch
literal 27867
zcma&O1ymGm*gw30fT)0iN(u-PN`r!uDlHufh;&JZ)Y2dl(x8NNsB||=3DO}*FDxk_
zwe-?__v)ka_`L7`dpXDBIkU5~bI;s!U%$F0KtWCd{~Y-_2n2#JB`K-|fna(<AQ+Qp
zaln>4y<@ZBKR!D#H9KW1BRfZ3TSJJfuAQ~Hm7TeX9*u*c?F$ntOKvt!4z_zNG|%nq
ztY7f4vs?V$gU!m;n4LlVt2#Iep0%X<3kZZz7yS<-L-?Z!1Y#~BCHg?cDSl-f&sAk$
zTxd;u$IZ*f{63~n0W!NnLs6@w1U8;Cs#jP#U~2YlqN?OdpxfIrw$fat(%jOrQn6gU
zrP^twaQbCwNzaQ!nCdhJ6Wk{~FCzE}u6r49y+9_sNXkzN?=*<w?}_g`oEv-5jc;4|
zjO{ut_-i>^=8WYJ{#u{0Kmx%3l)l(Bmo8ljZ!Cb^0H52EUiB0Oe*}$~Vd%Yd)gVOR
z<9ip*-$#GlPZvWHd^*eVfBtf~JT^9VTaWt=_XpDm?W09iF3YjI-xn6vM%>(IC?>*&
zht=RUh^4_?<xte&W{)(DT8(q5fsxUp7cYtj;vU+OgY(fEt$gv(^}DooL{1J%Kv2+|
z6cN96!)Q&0x`T0K%y)H4K08UbFp7_1VHdX_?A4td)D>C4dFF;B?%cVv(V=~;v|2Gk
zfJZ<OwX@?85E>fY<8i$CQ4=*(cU;=OU$vCSzv9>t&8}M4(bGe1y+iGBSa|EKe4@bj
zZ8w3<PVS9Xx=_jFij(65!<Ere!K;0&tgIUc6DNp>6<R)G^y#^`cD=hJU1l}G#ye*H
zQeb}}Z6nvpP1^13$sBK;?gux!?E%#e?UQ{~=tdjkw|8cF;f@n-s@?bIDX)6D`HYQ@
zj;e%sJ|y2uadSXToE)n@6cHJy6Fg$0rx$AuBKwLggAWfg2_JozAD>?zW`2^RgTa(q
zOPV_AzB}dj`J3%FzXq+xx$UJIVw1(%gVjhMpEDyRCXqK77!o(CH#TfL%9y`&#&C+%
z?v&<N_9QtXpc|DvZgNx}hwEA{vWrVg^b8EmO}Qoc!Y6w@x7aU}`)>9KYa^VOSVyWI
z^Mj~`kKfQDnYH&`FKY5TEXSn3f1lZ*c;9lk-~n6Rp>2Ly!)D=1UP{V?)U-5NHyMMF
z@hxNxD$#Y0JBf3<FreE<5L}|W){~wx@psotrU}19_Ki;*@9@Und+|Y3Oss9P;pMk%
z?W3&ABqT|;353Fj3blvd*t0cLz`Wyf-L<Y<DTAvJ1~R%jv1?YT_~KK1$cs))%yZb&
zEzkPcLggZ3L6;X99)6v7!gbT6hKoeowNU2WZK<8*5xVGSwgLOrO?l?7I?zv+EXxc{
zFYZqTVlI21XH%dytu=7HfA#9sERQ7T#hayO8%L;#Xrw!;`j&=(Rijyc&4)59I57zc
zqpBA4{W78ko(<c#)ovcHppyt`o&Fp+&?Dk|A)NYn&Ce8-%^1`sVzoBg7Wp{bXX&Wt
z<S^760jr#_NMme$-V$<+%j5V^nN0%YY@(nWE+Li5y)oMkR#OcD4?oRSrmSE%bg^S|
zixSJ<!(%IrIx|Tkgz`J$GctC2B$0h|mN_3rD<&qk3J)daoGvk6r@xSYGqLA=wAQTy
z6cSlzF+Vrg{)$8^V{|9f<4_+JU1H_F85i;HU6!S={i4bqcmQliH$B!GaKDYc=y{u-
zextNzcy)D#u+XiQu$;GyWTnXyJ_)Ve>XZIBE*$<AJn>MBnd7yFBD0~qVl5JC73nCJ
z@c4MjQsxC*;axA-W;g$$NLw+D%WCDk3gKs2-tqM2OKfTd_m2YM&im6ObxiEFyQ#NK
z6=vN|4kn^UN1xtv-7Pra+och2@cV>J@uN~Ie-KLU41KDhAzxXSm38ZJ%%sT0q0c^;
zK{rJn%-$PZ1_MdkSNI&mJ?0@M_G(mIJ7h#e7k{^Y+h>|k?AGfq{79IxrmtoTQ=dY-
zPTXqkfu;Sm%Up@r651P!OKuqFXauax>CX8CvQ<fb+i4<}kGB=POzM=Y*g7LrIL^c)
zv^N{+ULKrCS`F<DT*RyPEX+owg$mhf`+5_;T3H?`9{7UYgZX8*(gkC9X#V^6^V+-K
zE{?aGDQQ*X6$Ey+_l{>7g~Lt0evq=YEjrj4Z^1eS!&b<@d9JT|wMyF1d8KqHu}rWf
zlsfv=d6KMyMz=|6f?9=?YcuXPakx}Y_uVod^bWf1;&jU=32Cm@ptSCE6IM=3lb=(;
zTE*37S^L&7j6k~1^M4#8)JjWqs3BHw7ZW|&nTxZkdid~RzX<{c&4XLjjc+$oSXDfI
z`c$qG0oKHR`_*b>tuosLST31w-`;xDK|xL~=Mw*xS+&aB+xr=qM2oJEA78;Cs-$w7
z^wKKNg~7(IP*JT`9d2}JuB@!Ac2K)*DcZvslU)1UM#M-o)7f11zkeK$zQfB~-PhOm
zO#5(}WIVdGv^29rP*+1qSy^*P+vDhF^vp4s3sgg~m%-z-l&e<w>9L~X6dzbD%*Lzi
z^S*!mnB8%*o$rykbhOvw@npV7_{6mo-xtgbRXx4bC0`25yWiYxgz@n3Ryz(NRJD=k
z^Qu?*>^)Ej7v#;M&kjBD_rAIvk2_909y&Ni)p?B0*xT7{Ra<P$eiS~+biQEj;aF_k
z<6vlPT;1a_&p%<KY1>A>Xk7C65V7{2-L37)wQDP;78Wb0&E@ag;)4|z@(Vv63rv6q
ztMBdGxAvo(&S1srcMC-?bvwIp6NloOAqR_yGSz%7w{|xHPyrS<>W)^dRy)=l1M6l$
z%~F+>mCg5vtU#noMLtW~>ok_D6kuQwHyn(!@;HF!Wn^S%dB_`J@1UQhVz;4u?fhnK
zUD~q_v8m-}s^w3PkRH|fs88qFGsYj2;;N{te;3j{yyE;oz%fOSBod?gjkVyi`zPb&
z!CZ~;Av{7t)eha{`8-Cex}&mD!$8CpnMa&DMdytCop-b#&NTupQ&Y$Dov~>S6yzM0
zkZ7#Lo&aLT{$b8728)rR&r3XZJ%XqV#PwM(EwU|0YWW30sl<YnVH~XHij<bKHL{77
z(|j-HyY1&kqhb5b+KHC1^=9SnG*k<BzQ@s$wy7#jqPAlNtPZSZ3*!$%RpdKLlX(f%
z^~%|kQFs<@q{aa|J_w^3N2kP!{9~b>W737qZ6Cz5G(mDW_INqI;ERg9kE+^kj|D&U
zD&y(u>Sh^N<mJiX^Dcb1B3k)aRrOTxi3j{J`N2z-p0x0L;n%E*&W1-9@Z(dPGL<Qu
z(Tl$9;G%0nx_mW(L)ZKA<;xkE1k~1o4Y;8g)i(+QiLnh(df3zg&A8;}(oaw)$4TUM
zKI3jlN6W?omUr|Ogq!6Wh70xOD+yh7Ldfs5AGu&PE0T!?%;R2dj)s0BWn9MW?C9V(
z<mGC1hAzP;j>|^h`#!ufb2FGTaNOSG!tA*k{49wS_z?Qi;OGlzqhJEs+?Tb7k3tHy
zYrf0F7uYX*J`ZGC<q#s!CkwVoU^=4+vl^>V#5cU_yp{2;0img#Xza1Ov8NYrj#}|v
zh5ND_B)+0eKGLTUsH61a)NS5G&U}m3jsm#lMA@S!(QMED#N{4^K904AmBg$(fLb_b
zsX3T%Y(8<3FWA&O32hxGw_sWAlgiJJyfox+w&FmXt9iYk-nh#j)Yurqdf`*c@QofZ
z_uk_2=e@M0tHTslu$1QP+-H?atSR2>kB$buI(W?&T_LRqU8(nhT-azaxG+W#Y8C|F
z#1ZnZme*SdFqXeS3e|zVRcwWBEO+r~XdPANbAKDqcC(<UX&4r`Y)jhXFU6b~wC+lZ
z`@GXRf!8W=pG1EtjNjc@rgp&u(?37)V}7EQc3JL$67x7*)<Z|>s`D<V&?S8dPUu;&
zTSi*?4E7$$9G{ms!d9+t+yN*`$VW5PQ|n4=clQ(OM+*&nU&+nXRLBF@Qlq<G^x-<l
z@0>veYO%(DDfWJ_x{x4};;VISxZEmfah*H)BN4a6fs(boUu<Xv`<9dQj^0*D;MWUI
z$DR*M*n8$>pxdb0{VF#m9>p)H!SlmIWxW)xQV`e&<qtCVzBxLviHG~K6D<Vq#21EW
z-QOaJdh;ejubqj&Eu~y5?^r<FW9Q8j5~~KzBq`{E(OYbBh!_qI)lz_kB-ZpXK@O^G
zoPq_SXRjAwg<#y+z-(sTE-7GcCV{THe^%pht=H2XTODeF2F+|N_pZSR+*gH|FX{Wg
zd-qQ6Ku3%)tT6DL*ac^LuxLyq+Io2Ge@*JoGw5_!$xkdJG;7hNOuxc`AgVUv<SstQ
zF{;1tt#)o;=wOksQ$YNQ(|9#E*RmOWAy~1*Ui(S2r<UMymFs2~@A%Bgg}b3c1U1i?
zsH#yk1U`l0`Y83zBWP^}q5km8d`+9rS4_=k-`z1Ai%wy@!oAviK47HV(?U#lzH%Ag
z$OmQDL}-qTHL}p})Ikk-wwf-3fqg>Nq68m5oBU$95byv=9`&u>@7y2@H%?;Oa6Kt4
z%VRG>!sUmb{aBsPa2Q?GpDcKTy^1yTxo3DK(EE(w#qpNgDbW}8t2n}_YWRi)0}gI7
zGb=A;Vl-P!t*<=@{H9qzalXcDIQZ3ge<HEa{<)dCF9&|}ftW<_(3yBW3Jz<8c`I(9
z7<xHUl{TNOoPp|7(lb=*q+*41_x)J4j=a8!TYE5l>Yec)!Vr{Ws#xRCX&FM_>#bJ3
z1b&(Q%H#bd7Zymb#;ecmg*U<&FVis<SU=R*q0ezKW|{Y9DTH6Ho;=uewV~eCcv@y2
zYg)|IX-!@0+0qapN!sW6K7I}Ln#yv^UoVq1jZ~b!Md^;yiuD`voNE=P1GmToowrP8
z^b2d8u35VU9f`6tG7Lhfuml?fuO)`IDn)e)GMux{ui1I`^w?mm!p8LbS(a)p=dI^M
z=&P!#u0CQi)KbKt)_$f#Y|;ll4(?)}+rds{J}7HcLx+2t14s0XjM?8L0LjRU%Bi<y
zQczdVwDg0|xEIK@ja9zT>=8OxHVF+d)V8iEDBvi4)`5m)QDW;p@3|P{;+;k<3e#WB
zb5W{Q%^n{hRinj3MKiwL*K*(c_BC&4!ceEXL?CdUizAN5VsRa%cGaN48~c`DYpZ1G
zRvT~aI{wgHSKL9u(8y{>D>mxuwL~jaxiX8!%Xz;R@dHvW1AnurPp|UE#>N1sLI@nL
zHD=XpmH1q=47K=lQ&{-q&BWApQy=f{IGAyA)fOI!#`5_nK*C-OeMu3~Y-nis$cpzh
zdR{|Sb-rruo!J=tc?qXJS<HN*OJ2*4!C^vtrUllqcr=@4)^YdRs7#{3-Wxdi@zzJ-
zN?Ti7mADp%X+A;2u;}Rds<lt&2b9=%6Xqj09LH?@n7O&X)*KRsYo3|%7>r5=#1(&Q
zGKKLXw`<|r?UD1oWXXP)0zD_3mvWz25%k`?ixcM0bbspX)$$4VYQA@`=4EV(aF@MX
z*w$8;ZW4`PxctMI0ipSSP~@qHUo=}XSXfyfpZDC*83%hB(C2*dn{n0GwdoPLx=(ce
z{-wu<_|!sU>=?v=<3Q6YD%1e2VK}bGRA_Qrpgt4a_%QrrYWIDyQI}pngDzrDcW_P*
z(W!yvvswD>(JkLsL$GPCid;CSq?^2}kMW$q&Wzh^lf%j=m$}ShF1I*2Z@-E9E}jod
zcx-IjY;1Yda9M15_i*iY17;XY;fr}Wh8|dHQ&|_xzIi8?@DJl>;nZt7``2d%0cB-8
z|JfE1LG;(QAD4u9_S3pJCBb<%h8s5|?d|Ujec+ZdGt2gQ^(uDTI-~{G)tJ-u85Ua}
zVk(m%J&Yw8)!NaaztO27Z4U3$FgBmq*TImCdj9;m&fnYogM$tK-UdpA(cjyKYu)%G
zjS)}v;6?~O{ewZ=Ke|O!YiFmyU;BfTMr#>uM1F+Se;@0|XJyO~;oV6r^^)h|1_lO_
z3JPI4n$=}J<p98)FsG!Xa9NDruCt`WAM4LlCQA#5;VmA#0_WLekUdwwzwf+_TVpzq
z<vzX&h+&aI8&M_TSVv_Rv;4ROlsfSY;GRBJ1tX7x5#Qn|ww`)uznBkdwPIf7967+k
z-&OOktEc7Vh4gY;u@+izTO|~_Ej2m_dLni=lTKIwk9-3tSj(bpiqPwj5Thr5j(7Vz
z#&W*5H)bWEYTp_Og;i!w_ERe>)e|m&8RS0paIvkzW`;EA&*|b`^#t(Wv>f^R3bO&w
z3fyYP+ut$|SX9Ab(Bh`1rq&=bZUZEurVj`aHa0d~wzHBWh5CL~a!;N_+1c4i+SnBG
zh2k*+KB_uCUBOzW4+Nb>$3|a#<?8gn*RT8cZYqCh1q?-{fsBmoCNZPjo3XKH+x#-l
z4TcMCK2nhkQc_X@<Zx0dsyr&=ndaa{M-vm1Mb9y(XQaaJus3htwgEt^a!KIDoQ%C@
zbO$|}c|UlGBjxU1TeS+%-N5#(Teoi9y{l%_lbD;xTO{-7QN)`!m$%2RGcrn8Ft1X~
zbtf=ul$nPQ4nDC@8lD@kcB~F19QpEvMk18z@w{=@JNjyem52`?7^Ea66$1TM$10VN
zESvl<Epn!&ruIW;6QZL(T87TQI^ZJUHDKX0WfAmTPa)lW30v=?wmKeWptBP2Ft`xO
zDF389J1_6a2(7Y!s-(QUYB_H+;Z!LTE9+Z8bMelfSB979HsWko_xGy+B}!GBCkWQj
z(eZ6}eP(g{^NVpH+nAEHx~xq$6j@CO*=v^IjxlaDr+>KjVlHC{mYXZ9Nr<wT1-0h+
zHZ0^C|A+3GDtMViWK`5uDH$1+9>Um98H#BtWy41GW+6kE(YhMpg~oB8cWAI;gxso3
z2}!L2Ve1u6l%ztg6{aMK7G(tm3Z`ae152;wEoTMo78C|})?MhV4mFdz#6f|8(~_ih
zO(PpyT|W8XEkaXS9eOA%E?P9VQsmnh8ouWvvlwjUzjseP;fs3^Pv8(mzC4O25LS52
zWoOx@T-`utHuylyXxG*s7XGT&Xr0P)XsR`wZj}cPcR8blWsW;RhqFWFRd)%7o46u~
zS>7^1_H#=QgbvAFBQd$NOF8A@gF;?%%cKkHx#e-rHsw*lO;?@T-RZz0r}b$nk5EGL
z%e1=}d1zDw=%1n4al5h5W~|UQWcpPTF77c$>&cpKD4{VI?j{dmF%QWmSQD}`GZnRi
z4%MU2*b&k^<jk^a)DIP8K-M1Q37i~mW=*f+IWt<*E=|VW;<UQ<=b^)<sk$Gm8Rt1J
zz2MxuO0i5^v6NS>LbCK#UO3kQSGPQoaaoAV0Tu4HZ4YDMMBZ=wwYb8&Fq_@2f`sew
zqF6OPxNFtAR`P|e(+OObo#bx*era<MA1oJxWbkq!^CA2f>z_%oIbCa@i<uw0oet0(
zW)Z!vielWw6aCl_Wp}G{Zf0L|PWPXM15^Zte)=*vwoG^Z_->~LdNKLEjMkTv>mm3~
zErdlrg-o2BR^tW#EF~}XA@^{;5UJTCUSL@1A*ytKu9-ZzEs%(^&byuXoL0=g_pSE)
zr53Bx3JNB)om!G!V$-O5n?bm&G=E($^p@#*FD#ivs9AtT9CRsYMT7c}WUQ_?-4yWG
zXKh69-@pIQw#Sbj|7RN@kpJ2yaG8=2TLN4po=+kT;blDL!#djxch7Aa4OXECKYMKz
zli?p_+aLfucYoC_gMi&#r~hmNi|1e4(6<4tinDOKAO3fLAhZ6pzd^uEODH#VE|(r%
zlDW&Q+<?L^?c?LaaeCXDf;BjQfC5I&f<cUqf(2k8Zjz}pPJQV$xNwn<73X7EdV6~t
z{;uMj2CWzW^NS5HasTs+%kc8hzwQ?JxgUDJG+5Pr|N2ZlH7o1&f3~HjdjGwRmWj##
zU)%h=XHq87o`JX%)7`!&mX>+{!$<}PoBtk3!vNTl_Y0xuR%5QcBoqo03%n{NF78Wi
zUgfYd%B^(*1kSJywrZJcNgP5#S^$nRTEW(RP2kc9DOp)VyHmCACS+-8$#Ahhvk25)
zA(9{_h_>7I<2zSpBc$0Bv1fs#a#Wi;TT|nL;u0d}{0B41BJi%nsaII1@NEy!g$mfV
z?;RlPw6&bS(*wcknC|OGc~s+7v=f5O1Ha;lHPG989jIW&lpnv0jpfKCe$8!rmL?Hu
zG<yole942j0@3w7kUDBN-sW#PCjcF;9TZr(YS+!VE+S%LI&Py*h3YHh6cqGqY;xiu
zlsAFCt}xWr-mWBOgf6MV09}mKdDJ<}j9qP!y6qrLNWmim1i<u+49SEfF2mPo=i^Fz
zcz8IM&9o?r2#0jjzk`5EAfsCzDBzDCJ(>l;gXmvHm572On~J14l$zbp(9m|e2@ek+
z|7|R{an@4RGqyWCwqKGTL?k8U=Yca(vlq;nqoSl_0VL!}PjyX=W<*594SM>|HPV2L
z{4ZrSdjhC%(jp=+DFvNX5|ZwiMJ<n(N&~uk<NEanT-@A-^W6!Hj&$Nd3Papw)X@2F
z-!kDd(5YH9v2pi<H%vA94b+iRSx?quymhp*D+!|Dm9vNp=S>vm@@<P`%!WT!Rn0aJ
zznRFK{_$fre5MwXFJ@wr$=9i<rWP~$0iS}WqJ>n~)#SkgFMcF=D(|@;Ryez@KjXC+
zO&`VHXpRmAyee}kRd7-$oVU58JC<9bW-dm`Z)vJF7|33)=k1q=Iqj*2#>*_?N=iy3
zfj;T%-g;R)nEZXwXC5rA7qF`p7vQgh1mP@NB6L<;L1}_I72vot(>6N0Yg1X8PGuvX
zK0Vxi4*<y{K}R|yKs{My0TUF^86>6!4=wG(@vD`j7FRu}#Sz2|G73G!7KJW|=P#dg
zizA$ZnVFdf+MXASBih>97JYW~OVnWqC%39{_1WN+;bP;^>MmL=I;$~uuEuDQ*<cn>
zbx{x)0k8{f%100gx-jC^m&i+4E}``kXAxLE=;~?#<8cio9d<b*gcStq*`o4-t)rSy
z{-XI4bo)vYq)CrMG|!S#$DkE^7A;tX{E)|7tnn;RWEHAC=X;VS@~Q5_!geR?sd4tG
zg_hT+Waf1K#YYwc!-bcKESw?0JMw5Ruia*a0x7s#?GOW9N73spEhvFI&BDj)gz8mx
znfs`A=KK=p7a4>FE|Hy$u-H=cqt9!i1kt0u+e}V6gU?ZWR+wUjf3<3fO&x&do7HYM
z$7s)>`Z8xCE~8ysgd15t`>8V4=zvXwBcun(D)i|nGVJK@L3?@goSwr>I8y<Pi3%@Y
zS=H_t-6@#3I}V6mlpro2|Ai>}-)u?tT@VHgAc}$I0ffMIzw*a;?Q+WmJPom0U-c*h
zs=2Nl`_G`5OGQ%Mx5Z&my$@*E=_<=Hm_<96OL1zA|5a=7a+Ku%+PQwp-ygc<|ED6h
z5jC&h41g~A{@L`S%rdmve-J}aehPZY_BFG>$?<u{N>ob!)n7G@FN-sUO_z{HT@ST7
z{;y()<}#F$ov<J0{13Y`z*{vnM*Jv-|4^bLfNbev1U3hWet{1)NCdsZ^6=kf<{t|<
zg1)Gz=s)|9!r`%h9|Np8f9?0vJ|@I&5ou6Qeg9tUQ)6Q;)Ef5}_W=+F6u|GdgoP&-
zWvws&y4-F2W7slL8Tt9fe=)YG|A`5b3Oe8Zi}e*Xm07_5$5T0fzo=<#s`2krzk|;n
zBO3}``i)l(FEdDAzH){0bh-Xzl2e@v@$)Vg)z?o04yO9%Btg?Z6B#gDboG0ztDExQ
z>Zhoo(ea<^H(qxNw@s4X55XuA{YjbsIxbKr>`Dzgu4eN#DE{V|NNW;~-{t(mHNH3h
zD#-wb(FzE}|GmxI%#rh7VC}~dhVvkYlP?JkdQ-(BfSvl_!Gj`DdW#W8z{26uZ@vH~
zW>{~UM2E7xpkaGi1d2gEv2$1E*TB(F@Ziu;2jIbm16hyVRzqqx+L^zBnj3BbFKZ)o
zU&GoPEU%?USM7=Nw=mUb&rW|E%BW&)1Vp68e${N%{HSm`iFOe}!Srrm$!H1fFVO7)
z_lWiURhG4xsJ{F00?-JIcm7arvmc1FFCDU+zr8fn0dz9?$_uZkoiSa${wT}LmXVbO
z)rng@)vz+D<H|y{PY=Bf4Qzu92m``9)1L>N#lQ3$v(inTuh(x0kuo)1ycs<u@VctG
zxtS_dqr&#vBlSYP&nD4U2$;H_o?gGxCjcF?;4Pm&XHqp^<9EndGB7lhl92FoDQ_$>
z`D$=-e59nR`q7f#sFQT0%07F4yg;|{#*G`IuTK%-{xUIf@%E+wVtQU))guCZDw`1i
z-Ujymp~CwPfhH)Y_+Sd&tO<aNrOeH9oS&r)73bv0$i?5ijusyNZ&cXP#ibgQY=8w`
zJFkXCMy8crLE!_h=W+Jx%ophjdGpQH@#+C&QE~Bm;NXW)31)TofGh*J@$|sqiU<p%
ziH(gd0*cXg^(8v-jF!;?-Isi!u+5E){*`r@wKlxmO0}+WWfDA4i`o|m(KdfOKOf)I
z=3t6>AtJ~|^QJ^|^Dxa=9&mXK17+5qT^AJ89H&BIJFz~JmVTd=_2^nE0o=fxdQ{of
z6$Z?micL0l_Gkc|vxi7}?7x1H&C;Ynf=km;>vqs@-%Dkk)JmcM6m52CZ31D+UT~}&
z)badjXo@UWUZ5^M2xmmZ#AGB=bG=eb6VEg+?D8C<%*SSHETh%$;fafnUv?J)Xijwn
zqmea?mx?45tI>~8b>&lWmtG7u0VK4JUciygDhJoM%%t<2C}Owze%xn2QK>H%E0?t4
z@5?^hw@;{F9CZ|rA9Hsv@+luojN%=o84U{O)tYH<e`L=!ngg&3iQIEx@wm@R!9yQi
z;=~ZU@R9%j+HK7bWBXaDkHy!hoXSvV4>c!+_NX`uP-k6nNTEsJ1u;Xt>d3TV5|d@S
z8azTnYh<P{M)??y2Z97b`F1X$t&1YpbX}j^+fl3Et#<`f(r|tHbBz}616GimK$laL
zVSep?7CDJOZ(!oN`b1~Q`omPkNy3+hgdVNCjdVvFd0AHB)!L)<?8t?~Wa{XvjQU@v
z(+i5U2%hvyYrcr9a_#%#1U+tkLC+<VkGTJ<=7nHWt_gZ(3<gu(!s@0gNPI0^&r9f_
zPrQeya{IQCHt#4YW>M^O2Dhz?#JGbssV#i%OZT49ZY?x9RjU@ZuRmg+F8<`uxIE|Z
z)8*RBqM~w1*kjrNAxDCw%KV!SbP&b<-bl4IW6cIa%T>wJ$+`H}vG~WP_Vc_6%pGjh
zOKitMT5gA{yxIwD4<68-46Cv9SPq(r-~CnG%vJw@3kL`qTohzGwnfmdE=@Si1e=bH
zt&~sX?W_y$4C`+!7x%PVl#d&Yyhtu?yo=k%h+Oo2Qn?q)+Bdoyu{WbU`wf}EuI$IS
z<9u|!<w7`oE>ux?qQ)V5nNNxJ7lR)3TRC_Cf@>2*C0=Kw$Z&D~TSs*EX5vdX3@m1C
z=(j5aOMZBmY6Np2<v<thS$I!BnH}35F`RqQIA1O;^*HSUH6=Zvo8i->=IwFYw&#@w
z%NI>7m%@<8Zh^OG?dyL_3&B5u3+^K;XTEk^OZ`q5J?)F5?`aRAX7aH<erG!LhdST*
zWE2REv)#Qb>Fzdgdv6&j6w$~?KHFmE*q&u(wCm;);NR*i=s9~KW?J4W$<b2r?csE3
z_qQvn$IDK!0xT)o<?=xU(Jgr^Ec;q;s7fvc>B29nh8B}`bFxLf;&`K6_7L0}>A8*c
zNeK~b+Wd?i*$1&)EQ%kD86Npb&kDo&qeJivPUEKf>BP&!(20{pt(&=)5sGb`8-eU{
zirlU>rB0&?+em3RABiIVzrWGGdbt8h@@AmDuFQ_=&SXQr%-dmqFMLLELfS$6F-0X-
z+*^w`!cJ=tn0{?3^<4)Iyr@jgvhxfd+JibDVAa;851*~%U{pUk>>I3K#WwgO6&Lx~
z$Vi-n!OE%fB6uC5rL4nR3E8QaiVrjeYF_ZJjas}neuh`Sdg=oB?_YQ|!mf>s-#++E
z)_8;QPPg%QO`hwIQyWG4BRDhy<u@K*r`@2t>S+)F^hgG3PpF5Q!p$T~ft10+g9gI{
ziH)_l3u_9Mt`AM?kvK-DPDS+L!;`^4x~0w41?#qa#KQ8?!9I+I>>cU1&FF8Nn$=#~
z2pg5BaQ+(?Pmee?IoY!fR}GQB%6F?eq(6hKZldO{#^IEAZ(GD=Vz!ngjoGxLw?zJ@
zhtQpsTO&f{%&mRo+K8RjpQGt<79a14^rtiXmO8Yw)%rk^C*`%Ij3i8kO&~NFUcKGs
zy36pa7TO@W&Zy737U$BQp7LH6^S6+N#*(*~v0k7Ol{b&!jDXK+CkVRM2MQ&1ZA}G4
zyuHkd&$_ZPn8<~9`}B;MjFX(44W@gcBS00h<<K=Iv(8JYWZBSkdwbLOQ$4={&9BE9
z9RCMcV^`QXc2Px67&m`tEqKtY=SvnFusFdg_L%7T@8QYo7Bzu9Ppm6sc6_*xt!Msf
zc2XS=yL2a4&C;6fo?)rd5T)7-WaP9zV)B)Nff@omF?Px9zg^n4)}Uys*nN>x+SE1O
z;D%_{3_g+xFDK3Ww=@P&R%#j@2g#nj65{SM{A&`WlCXz`Wz?CO$vOruXN+<xf*j1S
zKM22#2(UXD#2nO$J@d(VVLv~dj%Z_il44mTIWFmQ?9=0<-(}D{ft~C~h3}(^Bfk#p
zdl+#$L&~qHW+GbeH~d-%(6b8$>(+0N5ZnYyxZ=!7XX4?MiJmyj=hYc0L(RZ9Dt8_w
z|0D1HutfN}HY@4-#s*VfbFg%pziKVG7#kLz?2fR#yB78GI&Bd*`j8;<#b7l9J1KoH
zdgQV)#!|{r{5WWuJFFR_=$C?s9(q;PyEgc3<k2_#2*;c!EABP6wpD81zXs5FeZ^`$
zeTry}%<3yldmO5A<Z`@VAmvX$%-pr`?rc$YiTJyxaQcg<F6pI&>9^MsuqUrvMIAR3
zJW!0Fq_}Qzjcr7;T}z*qRvY9{qhk0S*&@qz5eFS+hT7`$s}miJ=>Y>A#~fb<u}(kK
zO+a~#f#Gku8@6z6BeCy^uuL48oh|wIEy>Nzl|lGI>xzo|d8$3|zxolL%XqKzdmf>6
zKc_Vv2CHJ&`F2zKx*WNc;~MjaS;L>-=;C=dUZe(#SlYmj_QiLn@3V=?U?}^Gh}zks
zM?=dK=L-*b+o`HOt~1c8G=KP<om7rpZ>jUEilWs)FjM{7;4D`BUB@eyzMKRF!^fwm
z15x;F^uVJB&;<0_?n<$8d`AZPl#nCrst?0Iw`_UYoWUv$7L2GnZyRAzdQg5KGkJ}E
zpl=Xy-J$vPy#VIaj~&-NROJdMR<%iEFVpo-T?bR*x?c#df5PcCWqP=<dwZ^RA69ta
zSQqSg^3d8kEJ!ZEp8bi1@u>%R)*3lyPsO+k>y;v+HmMu0!%2fQDcunjz5T;s10s^q
z22b0;%foZqNHKk1|Ab(vVC56NqSycWF+Gr$ltJJ?hj`1|K8P^(_mGUjAf4YAF`B#w
z{yl`bIU@$EmoVXbPS2jgHMz_c-UP{n;Q3S4zr3<tmWbE+Yq%O$J+q(WMgaIKX<(4v
znZU2gV>#y3yd(@_U0gur3V8iG0;o<Mpz1RK%=^KDeOp^kZ@!4izyi^{s=aj#0?Z@(
z-$>t)(ktp-@9RTc7h_!JCyx1bqk%;@l%r195yct_>^O-sb71~_lzWSP{;DJtI)8tA
zH4!>ThIZlxwgFpb{t@wTJKSv%=5d2(A{8<sx1k;i3S<{&PO5s&uobL}Ui>vB03&k+
z5#Mh>jR|`%9o_DOM{KaYI6!pm8mqj}o<Zo)$?i<(H;~7SG|Q_L-zG=f`L-ZyoK!j#
zmQxBqd+nL4^O~-y56&?!(ciu++1({~&VPvR;-3e&@d>t$v~=JsNRR^ZG#-tOi<`Z<
zG?b5A=Rv#gRl$mD*94ptw19wGIsKYh25y;pf6IMnb%HGR<&Ey<jyk7yys+4MQBeny
zTRckY>NkOl81c?|QLp4~QgrmtjK!BtKX`)2@!qs;Wje60(8)6HRm^6ZCp}&{z>5@e
zz1mL#^0WpDSLctu@7B$FLRrTIJ$cxEugJRDm|rM>n;41KW2s!0Iq&GA8J6u*Zh1R8
zLQr|ITI~Ys0&b<@=hs(0YSuzGjRFD!!pXReGS+>9gM*1kNIsIoIJX6vnWg#o_|k#d
zo{+?2@y@xks*2AZ&Z*zr3MAnHB-(+$e*L<Vib{I7d@Pq3!8N}0b8<4)v3G4!7i)Zi
zf-cyTIdkatrAsL(DbX^@C%#!*v);Zd&Tjnl>AR-p=B$=i>oYCV>guuacWoYm2)E%}
zXY67XlfT~uGTN6o_z{PPuJ)QTQ4MITQU!Ty(C*Ww_*BB1H#ctHyt!B@A}1Fz`eclk
zMmwm(+`{59D!>9!<5GUG8-|aMZ@cw;{`zO5pDv|Rqzw@f(G7I8VF^;bXp{8n)vHB;
z4RNo~|3OG4c18=SyuLX9M;%q=@nfmqLTa67Q%j39T1mAEk`ny4kV+-sQ~<06c}<cP
z3{(J&vrVr%{@&u97LqH^{#cYjZ+C3Q0sYTRw7CFl-W2)3VcO61mbHv*?cGdiz2Wc^
zgXIyU^<8lUU}VvP(1Y2=!)}|>`5;L<VbvhygX%T&;tEX*i`;hxe+)|CDgIz(!T$aV
z<zj4rW=;5o^ZGhY{>z`_teu_e@1InPUSZD;-%fI+y(!`=i4N<YryXU{veNG?Fb2eI
zI7HB8rvlDGU}iWQT!(Go%kI}op$^npB!<(q5XyVgmc=!|h=fjWe{*T72m0#upQ<Ws
z{rEG=->XJ~21vkwk8xvpP`6SbWu4eDVOG;M-Fe7M&GYZp6N6B=)in|Z+bJO&LfMBm
zTVLI3V7N#{J_Pdh?13cg4%+VH_CuLCn|;#k2@Y}R*(&a%n*yMdUbth?Aa3dri4K$A
zlDX|$y9F#w(X<~b>~Yw-pTyv7&D5k#<zj%mfwfG9`Ei@;od(*Ac6Jp8p9J%zmCgKM
zsK!8xO1od6?4Ck&a_hFSrd~Fu=k5njtD8vJX2=1TO50swpleWBy|nTf4;0vHzi(B_
zS_`ECvUGT)tHPJc1Jq$}8;0_seG*=fJ}L2~a2#wJ9lRLf!zsdz=(<BO`y_<jSJ|xd
zSBt%M0i&`V(sZoMuLH3|=;3<Hx1^K9kBdg`;92d@(|%@o+1o&Pfr@cy<Cvz7izei_
zH!}WBcL2?S1s}n0cvMD#<uveEHFNzDTE;yXFSI(`9@2J{ztC`(u!pKH3B-O(&95AP
zu5}D*c(@MwC{XIVEDPoeWBP}<u}P@)Dx;CdPjlUCIT)=OJV|YpR>uE;5a8Tccd(Xc
zC|gAe3Fv+izUtK+fQgIK9B~KgQBtSG!Ke4^X?%K<1dcgjvL?yPUufKK#Q`IdTj$AT
z^~mzVV{IDBqcleSDrX3xO23qgpT%53<>_kaZ6>82$;%*q<mfROa`IC5Why=GZMAoB
zzW!dB<x@H@kba#d4J;9#8Oh)0d{76<l!4J;vS*O+jk}UXe#4HGr*I(Ay;gKBtc&zx
zkTg)6>;~in3%=)1BPu#d;;ELg2Mn{d&zj*PI`np2!pJT$fSZ;ty~N^kM{#;t4F9<R
zNtZp<GM$eP_ZBZQ-(`ujVY-}((DAYY-;wpp>aQ!ttbvrQb9((k!&8x%)}ZAjYoRf<
z%WN=5v4!**+96A)2+5b|Pq4Wl%EgW(-ez6>9EoLrsEwk!FF;-0b>{bF>uHAQVHi<<
z#=>1_F2uB1TR^9Y7j-7f#~tDhlDk9=g2z(35yF&@@LM1R2C*;G=wW6I)>3bej4+8W
z-LoWW1#08K)UfrZl;OOJ>2o6>)h+|n4tJ0NJlLN?2esJ2^^2=!@a&|zG+g8HvFA+L
z&>ujxn+|ERM4%Ic8zVjLPw+3g0b^no-NEoCDk@8VzxHSc{)6t<pb$%eesuWD6Ln|}
z`Wd46!lb&om*6pSE4F^;-PupSkVF#YIW{0);a{lPU(7ZHF%>~~kqTfd-r(fyB_Wg`
z&&V!T%@1CcQyFUSrW<(L30W1oWKh@T{JWTe3wp8Ip$@dSNE;X+Tds($tE#Cjpnn@=
zY}9J-LTuAH0jJZ9AR@Wmh$|65Aa1{cDWssz?(pXvmNA<RLb<Pah>iyX_ckRaBZsbg
z{D9>0<#e%~G+#US0H&M_WxtBz^S@BUnk0=uK(0nP7nHcBJX`XJU-~5;jqfEXPVc8>
zA2MY_hRXdlPXX`nxdJ(@;{cxA<`WD8!|3oYmHY=fuWB5yh%b#?Lu=<i&5VIbZFHEv
zPZ^*uyp+Plmit1rfNiYWi+P3nlFu(#gmxm-=ps6GSx&eFxfLIZZ0$$#4q}!l6aJpq
zTl=?@Jrz~@?=b`)_S`+rmjl3?E|T8`LO7fOIfdY9gLNI2KYSt{m4y^;vgy#K-mgdF
zal`h@3|8KBj1=G0WFviWaNA0z_F0=ObFiIuMPHVbI{IHbH7xaMkTsM+oQbP;I58q5
zh+eQx$~mxP{=ObgM0PdjY9(8q>1F;?6sbs5Ru(^!x1nr0a&bZt&za?TOcUVVr-WbR
zs((KqXa%H!t|g}N?lH3B&GX*3<3^apr?}CNoCBhVgTd0##2BN(y8Dd9W*J=OUzi_Y
zFD|GsTw9S*Hust-#=?x4OKBI}lKb?JNGkI`;&VA+zz>erp}eiCoMv8jKE|KvBAPRR
zSQ-cT{=l7MtBo&bayNM#FrtTeq%D-Q2jbG~2OWSw&kOYfM9mv3plb;uUVue$2}Ydy
z>Bc>tXGg9XMGcExy?kc;z>kT8q2moUYm*NckP^8o*NWz!&nxjO`!YOFLS@Y6jo0&#
z;%2xEIsnt|#}UJQ(UahPuE;d42tBjZ1ij8OA90L->nd6RV32*+G<)>?Bj60rz0Y7{
zn<Sw=a(m^nL+pD-En|2$8Ib6cfAi)I2Nd+sB?_=KT!MP=5fATc)>j!@@OGlJ59s5_
zB`ynylI@j4;<;}3UV^&pK!8szT`q>oS@DH(TWt`4DJkmYG@m28Q8QQOFk&VH0c4?H
z5IF@FUa*vsKOF_j>qwtPub^2q$j$s5BquP|8IX*7EsN=;<L{#+$at9AFF^qlm!6w^
zuCa_WczWkTn;CJiGk-|D9qL#Y(_eXm%CPfHnG>x)aZwrZTo<g3A7oo@3t{?4l1evR
zw!KM8n_8>~2&$yCwEl)W*v@&}a}!!^jHv-5Ejjg_Hlo791nR+A4cXk4BBWaG!9{Di
zc6bb)>z8S&`-}z_jK8nK4sxPr_J{`TQ(|9%uJ}NR;Jam|e?dp;@ymC37FT}lEsi~z
z^*GxAom``t06M?m5{-5amOTiCOFKJPfe1@$45$9=fU5Q#3zq=%a){l~rTg&)lFxja
z#C?ELm%iZiav)Ab)WGcj$!egXLsljx;pjXDfXO#NI}Z$v1wkvEa4UGsWG5UJs{t71
zW)mJ(-}rt(=i|3vZ{BJ%-Zd}VrDhDi>t_7uJ8}CagxY;qw{pst!r*(~doJBiXVgLS
zr>KNPN2I*a$jr9Q9!UKefC^*_gy77?Msz#Zl@J4MkX(3T<vmDzzp4k~@CY$-Ghqg~
zqoD@jqc^M8K_8e2(i;~Y7stFg-{Yu#m69^2J72r5wgr9&+BT!0n{%0(^_iKOi}jPJ
z36Hvxat&S_|84>?{yle0$p@-a`jlA1CeZoxrc94u%ACnJIV;}inI@MpED2I?x5gA&
zp`Z3(Fo2p~fM*4Y8h89QYL@?a=9q(Kw|e3zucWLjYrIv^#M1H!qlm2Ryl!!;KuSuP
zsq<4NrtHX_JUkkc^&~lnjS?cw;tSTo@8j3kDTB5qNnq6otTzz@j8DsL-2DdKZHPrE
z@Wl+{KUS0h=ngG%L~5Cso4={3xJ!1=Hhp=xP(+gvP#r;ZfaHKfl!<R?ak1Zm6T|R#
zBonUki{k`87HtT?V*`0i6~V-?@bDBikq74&+E{MhR3v_8og*y}!byg+q^0{EOMi!=
zxn76&Y%ShQ*G00)Dz<28-&4G1yimU-Yw59yN(N#8cpcgE!JqhV-jp&7m?yY*@1Chf
zuqI1P*h`yOraYUU>C69HOk`L#bRLu&9D6EgT7AoZ4X5Q%VYJ~yA%X?`rjKQ9trR`f
zWQ`#6GO&`Bo&C71^>WV@4&AfmEp8ZEfqi{SnORv8=yben^Ul<H$zO(3b4>q#{if`~
z49^|U15pHN8jo=|<@URB(De2rBmxqnxrswy!2Qr?jv#%RWh}tSsVFFHa4t<eSZPEr
z4kLdrE{;z-aLT4((J|3tkQ<3^fZI{f*3SQt6Y013$8iG9r;h-;0Tyy5$X^EAls%8z
ztqJEnX8U5qNp}AKMQ$jk4NBDMkh8M}_FT0z1XAQ5j>omN=$3@{MCTG-gn*ccm3d2|
zpv#!WRWefOjC(j)EhVj$fiB3C;7;1ty9D+cp|c=Eul}S(4mPN~4rX1NMkeUio=$SX
zlCA^4ED)W=ECv+Fia`Nvuk`Kl*~o)pCnlL0)k?(Y{)^TKz2S`22aeNfM?PrY8_)sa
zsrO$kU#`19r$qOy9TW|LZeui%+os*NOI|x|KVjcGN4b&Ua#AdjcxaXK%mX2*Ui;je
zZqw2X8HU#}5f-&Wu(!4&ZQwMt?$tH>&jWL9puazZb|}d{Ah#Kks@7Qk2KYrSZe&>o
z@hx}j5_P6=Zy7)9@w8%FnEIZ%i{-j`KRJ<+D>}H=@i`q*ZC=6G=6k}-WPFU{bIAgi
z2MgXC-Pna)bN?K?FBx)%1>>dRvtvMWGFHFFSyoBeH|Ra#U{Nm;{o$o;ue;b?LbncN
zt+{-AtJ;6#qRhGL2cPnkHdg#55orK|@0K`8%v)^B=r9^u;G&mu27O3=)#9x?TBds&
z-%RWHcY^CcPs(b*b<%k+w?mxeDz}+n-q|v^rSc3O#~kGI<Tb}J-KpZ_;s(-(8wsyR
zjWSK2zn!EBkMCELm=|>RFU3xdEGokS6-WvIOUue{SM3+us_d8KsxMUg3GdAk6PE?K
zV%L<Cx=PpbpP>ZuSU6C6|2iiS?0il$b8<IvU;#r6qjg<ZR8$Zx`PbXtp5=#105sO}
zF+m8U$po54a=H4G*}KvHJe%TsH_iCbOYINH&@gb|W@a_SHd!br1F?CExRi1|Vx;si
z@Jh8;!kf}-99DC(2((~ZFG{@;Jh($JGEq9)R-xq#Nr)<Uq11V`hn@VjsEi!Mb7!vs
z;Tf+dcI-9>F7x91((xYv(_G>5CJ?IP4Fx@a>5Y>gIn*)z`ma;VL!<(g{o?cyNjs3~
z-Bu(0Qx=L3S<5}U*EO2N_nrAb+1@O(B`NsV4^cYByN+WG9}scKb?{d&SzE_oKN}x5
zUDW4iHOuDwb=qJ>*4wDn!koJx=n3{?<C5tkre!6=T`0-PZT^L>XzA%+wH@4l>=sCw
zZK5O`Dz#DrvC~5&QC&(ezRwd#TwF%<YkUD9Kfnd0royz`on#tV`V13(Ytf5lUFg<`
zpU7%%<|Mv-Q6KQ25i&Huk&`2c<edWWpqsxXHMU-^bM(<~Y+!22=aSbdA?W$tcohTu
zq&Oh}1!=d-VtBcS0@O7EexoFHb+Sn6<Q;<OSw~j8G5Gb#_;^PpbDs;Z35cVmXFUUI
zJWm~$2s;D#gz1H)nzW7H^vszr#`za3NxpP~*FyZnoj^#9ZX;Ac^mc0o>nqRPxKS}L
zQh!g-ia7*txj!fO)2|Do2ZT`>ch4OMR*bLFWc6}g@Yi4fU8A>t58$arm!Lp&$d0`%
zgv=#s-9xS$U?5n2wi?e%<>E3B<o!7<0zlxOa}VRz!aIoV2RhHYf=E2FgqpNhElclf
zE4$vb*qIJK`3>+uB(h-^H@Pxbli*sus_=Ze!;UQ{@+*CdxTLA8&pSMG$~&JYhW}jg
zpGhir2-@lPlfEIurJ^)V8-pT~S$IlkBR`Z*=AjS&5g<p;P*IGG<ioGybq^jGCt@ty
zHCs*!zJHb+>)(o|CE*DPUEr6KbIN+EJrWX8K3iwDk%@h#%2YjV>Kb0Z?}ms7RwSz7
zOjvxL{b~$q#0A2MQ;=KJh+GM=fIs_vZ9pQUeHNFd4(0*oUN^s)bxD(tpX3V-zspY?
z<l@&E8I3Kle<4szYaHv|bzdQNj2XLzh6h}T*#MvrIJBU-lGz{&1CoAAuhg;PMqVhl
zXKZ;T@q>Sje<)8=1|hv?c$9>(yafw>uj3G>0O1ofEB^f)JU2Df+t3=FxP#>+L)~)1
zX%$LUpLS>ZQ`Q%E5Vm6b=QP@g@bD6(Uxc9qJ<|^EV#PomccOfO`5&-<^=7uoj#=@k
z3uzG0*(t+-eDA$+i~_%f1gjI7U^;icpu|x%Rr1$j9*W;LKY`zo3z{E_G4>_@4kQ+p
zS?%RWy^g#KLI^K@o#5qUZcpWz10JlHoO=u$m%<YY0mBF)<@9bNTsTWpc*KXpv3WIi
zf%8&RQcP*(Zw^vYS_-BWC00e<`TN{fHtaaTVkKsAPmczVPw(}Esjy#uL&5ENAcWxq
zbtDINDj8n*>I~+=d3f3H!=0nq)7pV3p#o@*6Yyk24II%t8036)HjeuH2B#7+#wIYs
zpmDsHeAMFte@_N2EviVA1CF)mi7|v5DM!pjbf^X4GW$I=&=a+=+?INbJnoWOnYf@c
z=e931d8lvSH;R~wo@@De^`(k2twHq4)Y;>Y&oTTFegv9@RH#FM-netX6M@pxKj01U
z5=wydC1EFn3+aphT1ha2b>*6Eaw@mH_CI$gT@j<gsEb@3^g)7`MhJpj<<(d|`z#jl
zmWTF^jvl9K5kG=9LXTaM%1Q6@GVmuGat;nWX`8lqq+6g706Ez)wVS6^pFn>c3*?g@
zb3-Z(b8X6xI*P)w;z1Of<}DC@4I9W-l?EAK0q{D88pH<>FwU#lc?!~2uYy3McK^!z
zV>oE%(%&q@{Sru4-+7??)t52Lqx?$JmNbRIkCr$zhtPQX^acn~&GjT9Ygs@GP=a=y
zyIX#FHF$XdJ$Qpk?OvBv;x^~IxVZNpKFqx#4qq{bs19Z)wK(-+NhZBpo&T|-`MmB@
zdGaI+0qgJYS7vM3Lm0WZZS_iQfcFbXfgs`F#}>6p+xLq%mo0xrx6`7o41<@W+~(nV
z^z2!D5am53ke*D*i+uZ*{@S%`O3$9<bj!!_$O7KRZf|eDSf<|`6b>|)tO*cM{#Sx~
zR5sX~Sf7GXE<WS6W@~G!LNwZNNl3bF67h6$>sNfcg%me7D(XXX&7_U);qJQ9lP3(|
z8)09*D4^e>QkB>7E#kU}Z!2h_zacEFt?3A8z@qb&D_61#00=B|Mzjh5G=8Pm>30N-
zG%!GO19+Z`LWNz`jz|ZjZ-dS<NU&#Zf~La=&1wfJW#vc^T9Y&~`f!lELJAMa0gV;O
z-9YXxs}M{iS?$<;68bBxP4FYF&FlQC<$p!teP6#0tk`IK4yBfqsAOej-C$vnv4|{m
zd+xHnzOJO8FxgGfcqxQhI8RGkU`RHOC)2?T1{&O04t7?Qhs0d!-Ds_r-Q&59L!7&8
zwlGgw4F7aNJ^#9^WY>3v9$3Ty=kOy^YvA;^`85m!EpT9SPOR2sWmm{t%G75~1(JSa
zakiEjau5Dr>92od@&BzC>JIOQc#lvb<ES1A){E0?6a-r*pK-%rOzR?tGJ*!($aRD#
z=!AlkvQ3W|h4Yq)gg9DSA$rN%;Mz<BE&Ta`=!Pio7!Xh^;uvK?V6E{{-m`5QH*x`y
zZRnr;SCClZkEpgylAK2<2%rJy#8XiB2pU>%>=}-VMbKGOh30R%H2p^S2aAHK?Djsr
z1V=wi2JtUyz0ZY?clBdIWB$PgcvFZb!sEov5sM?aH|3Hb$T=0EyA4Ost-S;FgL#_p
z8U4x6jcuN^xa>E`v41p9`3Cc<EyhJVzG-LeF@IdmK7??k+N4T`GEao34agSF!RK4Y
z6s3eLe9hr=Ks@@{ochCJsMf5{=wA<RTd?PvgzfJj@M~Eo;bW;{f&IMv@rmyHCVQy5
zlU#S6T3M%0yo6^Kp|mf^CI&OD&b2S%lpI7ulT4kB<}D|4-G}izf3%CDv!$ukq?!Xi
zO$)oX(=g-EWDL!^1#dA_iOv4lyb$A$SN)I)x`=vNo<O2JQ@+Yl3rQYTZ(CoPxlSul
zG){WIo`?gu6A9$JUYrD>0vrCLgrVvU1)wXlG>%k%FUW=>vA~L|N?UHn%Z9Jt5&Ij0
z9itH@&zqZ#YuzywX_{m1K{9AGxYK|lnv;FE1^M(?Rg<1jXg8TfyY?A=h^RbbDZg$t
zk<^>bL!X8d`$M8bmvWDF(>Y3<ZaBS84C*_B;SI^>)?q6BJkloik@9g=|5S}&XUJ5P
zhNa@i#2k(C)u3`W(EN2+@_3dxW<}IZ*$$=!1Ysg#Dq2u%I^npfpF|8?ongxYO1TbL
zgt9>!>Msm_B9nAQLYnV{9n1<R44y%9-%mI_V;!j(yeW59(2nw-Qc^#AZE@n#eE<_N
z&u$7SV=TY}XgWv#K#rhS4>N`RJU5Te(sWj%V(Y6PnWb0ejvLE{|EXBCam-9h@fe*V
z^?OgAD3t&Rsq8lbcPZfp*^H0q9^U%vfeXu{qx`cvVnY`uF_tln5FZ<z+P}vp)Of;O
zD=1?A9INO|NZ&(aN3>>J;t1@GHBX}~E@YxC_38ngH^-?O$U)F7=av8=Vs2<aus`X9
z^}uLK*o`r{|LkI*FK{N_L-txClbSlNVD4M{E_e6aw6q84Gl~&_az!Fr&V+e&LW~eK
zfuR>7dqwz)$LG?tPJ@W3`l-W(<&EmAUR14TF3yd&Y(oOw(6aU^PzJPx*hBRa$BNne
zuM{B!Ik;g^RCf&Ca<+}<=?h6qSHu4yHxh(z(16Vc#C+Bou=wq$HicXWCwHbJO-B;E
z^nRAHA2f>7r0)j9M2kMem@wdN7zX+@jeW<LY{FBNCi>W*EjYC_w@)DrY4C=r*f!Mm
zMQg0FqYhZlh0oiaIo;#+afAsvgBZR@`k(Bq^@G#dyPKU<oN7nanXQfzXMV+dwzljT
zCg#PGaRFe0CXKU%Qr(a4_?&}vc0xMlr(#UY=d2S+Za36BwQqN60V5CNZ0Eu9`G<ZW
zRHQCj493N^1VI}UX#KN|2;I}XVQf8X0Juk4cIpi?PXIGfBVxX<T4z)67UyNLC~;f=
z;KTs))`cUAx0K8&*AKbx*i%kk55c-Yd$b<;iiHz2GckDJ><RImq1;^M*G79vzrnXb
z01$E*CO*>Z;Gl6BDjy=c^LU%Jlkfgojn6-#aaLAETrRtGeb7z=xo2m!RfHbh4HwCv
z{d<m(j)nq@Q@~42jWklYk<$}pf5mgA&kZD&U<UwtqN=@OPeDY`5&g0amAc?mbGy_5
zOwocM$;IVxJ;Yqhz+;FdRsFvou;Bt-tVrZ58-dZnOdBjAfI3%`M(FrjFjkrF-2_r^
zCm-b3sS=HJBGT?GPS}{NKe2i}V?YoRb=~F?I%*11JK&uJm%=B|GI{!k4_td%%YuvW
zb&t+!BzTw8SdAxw?QGYd%h^V>zP>!ZD2piUrmA26UfbahgvlHhead7<Y?`0FuRq9j
z0J^hr;^n&!Pf&%=TMj_`z~<_S%w(6?<HeZH&QSzNJpH7g!OKhUAQ9mgZ{qbnyVY`T
z=IhK2J^@kFxX~MRu+426+CF?hOq)RCa_nI&gXgX_>i;Y4yyL0t|39uMG$_ir&5*iF
zWJNN*M&!0`3E4AB85zksM;f@T&@r;w83`FD*(2*1$;vuMnOTQp9uDXCzS6hb_ctEj
z$M5(1|2iJWb)D<|d5_oY`4(H4<>U7AQFrK(t*qWe#EjdX8KV6{zk<$Zc@j-^>AI^?
zkJ`fs%QxG95RELr%W@<M>(JQXH)I^`$7L%c?$>`Doh1BAmLJE!$Y?_vw64A*zWc!N
zrv$85?p|3Dp$kn;k4NW1AD{-~w!f;NnfN$TqWrY|(`V6xPmwOj!m_UY<q&P2xO5c$
zQ`=4GC?LnzRwE-1k^T{Ivjp*sn@$2d7m9E$Lz{>H<&qy>%#vP@PNfob;!5S7%Ki5@
zxN@4dKL{|V!xtPO&vR5ZmrxxdI7F(H1&}fCqW$={f#yEcKku=L?c7i+{_xr*yf}dm
zUP3>yGXj@{_v=io+}z#`FtH_+2WaC}VWi_%lp)5vqrQ~hLAS@|>)PLO$>CSup9Ku|
z(D=uIcVO9f5E<0FSM6d)Qp3(`F!^;XRg4}SiT7IGeECtM=}CfHmQ3)6C|dajualt{
z#EL}zCoR+Bhi~i9S{j+m%87%_TCY3DN(^$Rc$`>;IVdG;*NO}Xh@DhFQ3~El=29B@
zKlQ~R05|tNShcJ!{Wsaaf+ZDz3MKw4B?Js$)et<v2*QAS%(>ipj+jtB(<x(UxS>=V
zCkQ{aRR;duV>2nW6K*Ru<TYP&Ylp1@BX(yl_>0^<Ji1)WRo&cj<)ZLq<p7g-*xlW2
zNlz~$Bcr9G)AIW<3FGtUcL@@KQWO=nqq#Jom|L5$=hqnkKG2LeZyo_E5{#t^qwdLV
zINVf6z`)IV9<asS{Nv#FYokq=ceWq@>JTOTdpg3Tg@~xA(RlmRdo&f5k(FhD{Wu%)
zs}kUO1*EX;R!)w7SqOfH(>sgU|1Jce_G|#}<578ebA?Fpx8kQx>Db!Ybq!a;+xPN6
zTSB;N4rvKlo7?}5MwojQTI~xs#7Q5)1)%={YC*q^2goU%Mc>MI*oo(9@qUz^W$iEZ
zTX9(`0R^GqZ9WCx&N4abTZ@tx85x>eY9oVNvjZ8Z;JlRg{=jtr!BO4yu>VGI^s5$V
z9}aVt_~HLJ?L)HnDw&*g!km)$=y4y;9WTED_929dU|5Fmz?_o8XH@&cfXoTO$s5lR
z8EE(L8{iN=+7?`8Z{V_$55M#MD)W225uQVbggnNY^>cj8%#uFv&ibvSD!f~7(Dd3+
zGfr8*xurD{I}iG=N%9c`4r!-HO$Yk--ENtOhW3q<63aL8Q+*KPUSTlkA2BNv?a#Z0
zX&&f3`DxnB$j-*3rypM$h$sza;>qk2M!AA4Xm3GpNC<<MnO(GHfe9sm!{@mp6_68|
z+h_>lcy>3$`QZ%;BRNju{;T=7%ObuCq&l<t*qwtrKkSm<K-0hDy%i{oLO@~kq=m_4
zYG7$ye^b0S_i5`^{y#JSVNSu;ns{)PtIBVv7t}^Fvj*cU48sbX=&ak8>Pa9%`sL#6
zAD$=kMo*xkXpn~f=?AI%3nEYVJyqIOyyo}9LrK-{BR#I34=n=Ks)rS7eFlpI{Ty-g
z?o^8yYJM-dD+l$mZr3;3^kcVcD!0;pJl$Ndvi+-?dajXbdVK8MC+psP+dFMhJ5^{6
zEc=B#X8kmRg4Buz1B!*zg2gWikWO|UU9}x)`%rr;O=|T_l&iLSPVA2H`I!xEUjI2|
zLz;5(SW+1qIuOsemEtR;-DBjhJ2GUuVMGykCBCdZ-;_SWQDr>Za^8`!Ez`G+XZet+
zaLkQ^RZiZIu0%D5fav^uHkNvP+~#Nk2e~@0ncW1nuO??o7?UKiQc?8u&#Xvi50d0x
z?k9?&$zgrLs16;Oj68;f!}}0`C4d=m0UK7(&v%E3U6x5TM^E59qpS^Du9wxANWJ7@
zob$Q)jdHWu-BA9YXM$8B-A-c*FU)TTO8m+0h7C4>LcYu4(5^2Cs~UO$x7U1sIpuSF
zxo6XcHBS{nYk1|Vlwz@>si@mE&@I}pl{r|Sy2L)FaN0xTXa?GwHzRIs>`Z9r#71`P
zR{r}ro&HDPUK+;`D}8#NHlMsNVQ9Y7K(DyXPMv-1ou^XXYQC7AQBuc@Xm)g55tHU$
zjPVCG+fjbp@K;q?pW8zV`5Mu!@tEV;6AW9&{0oyE7e?rcgXP$3Q=_FXoZ6wh>}At>
zV2MaiHm`{Z*~tgzHeEO7nVutN&4a?XupF_s-t%zaE=+TuIufe4vbp3Zf=&r4F8br3
zg+Ylz$E`9YDMjdMmGZ^QCSq`yB^2r)>WUxp_j`FUWwAVp?fek$S$J7QVjrxzGIChs
zY1!F1g(W4<?Oj@F%iW&x3xwU6{f#Pf?P{sogZpz{3^eSKnnqN2ZvKP2<d6XXcg^ST
z?##yI05Uu6!t#u4WfU`aJPZyToM~YIuyt13a9<v14Ck!eOr_b`+%Mx+5LYGs^<vL}
zuo<&=B*DJBdkg-6{5g?<8T+n?>=-M{EYz7g3^}%AVHq<t#D5mOnCMNrt$v8Rpsnrc
zNit(L4#gdHnjeQ;4270|JwB5*YV8X*VOvVLkLyfxd*e7;zz3QF&g4|Am_<VDw4%sB
z=vs%L(e?|${*G&JgtnpM6*77!gRFw9)gPfzk8WPOnMuD=!|S_a+r<(lW`4mpPR^Rr
z_})7UrW`YN&XPL|ZT^=IfDZ#v6d)nZE|%a|VDy_=|54~tt22j6kBX-xW0m&)12lpm
zqN&@PmQvEvp&e1wuz7TXq0{bT<1@^X8vA0>a}WHU;~ZCNmy%z+e|y0Kj=YcGS^q%^
zpjhca6P`~%Mb+N&*2O4X)wVLsUSL{ON;oh<nl^!Qj%&3=;YxTy$WBCtQQMp-$&*M~
zj&V9`)FA|Fa*2TVKD(Y6EG)l1Dg1ix^3Zb)Z0<XJz}fBT=wONWISFz+)_eA^GEe_Z
zwfn&d%kN=GK)_XTgsD{IzO4P1>lu$R4IqXX+_}iiG<F?LnWemx1T1H{>~oJhGwem&
z`Z;3TzH1zu@ZRR6;^3^#S;G5}KZ~#4aBPb<Nrq2|COtd>m6bb`EB@|t?>~fZD@YM{
zG<V7R%Dd1EC$@}4<Z^);75nzieM<|7^Jd!<(}GT0jea8*YC%j&eP>(PD^Iq44(_IS
zqv_qKfFAJ-R~Nf(VPq)vV{jn+#cl5WrEY00ThD}KnGYW11D|Wco7Ffm+=7TFX0o+a
zJoRVGJ{p4=O&_6lNRx-r!ml)Mr<2jQbaDOK;L9a_M9OGt-^J=TI*6)&>x~8Jb);r_
zVVSBWq058@)g3fg0oU)Lo(o8)+Z77`<UOd^E|;B+{JUg3dNl2A(kmb#amQyqFhXLB
zhx+~^d#>b1*uxSm&qqq9TP@bFpJ6lE_Nh?Hw30<Wnq5~n_S1pQ#_yA1lEIm1CE0-&
zOk@o;dq;|tfR=We;^4tX8Ehert0X&VW2&GuyTID^F*3R^2?&0J%gOci;Jyn=u`P`c
zX<>mUni5RLT<q@@&X_+a;df6OW+#uZ7_d=|PM%Gi9ACHW&8kDiQ1g)DZ3^MbJS#7^
zTpzi4HP>)zIV&wEIr#|8JmQ?gSV={9i58Cq=f5hyt0>h?wQS1^bg)Kh5ybiOP7SQI
z%Z(MeOCdKD{4dV1QCiPG7a3$bHsVarsBc4x;7m~{iz>zBbfbi*w!c1A3#me(Zh29L
zA!^<<wZ!<iwBqN_Gwlkl=ZbGuNhL~2Svn>4kKE~5fjiar&!=r43ex9mDHK=2?|+sl
z$*R;YjYk0aprEZ^_txweQ6)1e{SC?um%QoYXRj>@UyJy8KUm0LHc6)B1vGO;TD;g}
z>&9rM2Ge}?eQ_T<B<QlLDAR<JVv&6Zdzq9H8(1I(?~(9%LoNEI<cHYr7V2L&eY7*E
zW%6w4j|_i9G?%r6duR_0EYi1bK_l0=qF=>_fb8YAS1Wb166D+`7njyfQK#wh_F60y
z2?|aX+`CXrj%m${$658Af__5oZQLS)i)%bbxx^2q`0rS?y1YqYG8yOB*+wY0eq=9v
zKFnew0c+vou#vr2y{S}R6A8sysRPHSn7Of@{hnJN2c48ZsF)%sL^~=5lzUgcJULFD
zJ=)uh5fYG6OQqD^DCR$A0-CKW-wn7%p9lRRtg05b*M0s823W&_z(l)fVQ~sN#zqyw
zk)MD?rmwI6>@IaS=Mfk6aaP<$122o9-l-J98v6d%D|*<{nYXXsB$@V)mY@j&#4$|P
z*BuqqHSOYB;bB!;9>h+jAHnFw=m*UU(9oL-QT<&)%~wX$4Jj?0XD?g6|1RHu7%ex-
z!{FN_Cn2I{gm!*qu6V@Iv`=p2oZfg-jq7aeWSx;#k^V8{RFXPLW1MYz6woFQ0i2k4
z&in0+f%o&_J!p`fBFx9hHNb<#0SC9M!1?87R(AIOi7&T!GUBeZxy14*Vl7%$Eu^GX
zH`iLu#vI@gzIABAhdu`XPQ8tgdEK!AWAORq%Q98e`Yft=D4y8#oXD0g9yHQl+NhKO
z=qMAKw<h`O;ByjQ8Ssd@(fjWFE8Ub6;Fo_$B9VA=sPpxFI1qiEB2dO;5FrrYvuwTk
z3a`h1@7E1r4Ji?9_gMH`BuKhnzj-okV^D)s9oPC&!KL)L8OozeN*a%QyAz;RUa#KN
zs059+XT8Qv=CnK%&&a#j(J9Pao|v;od6B_I&QqmOlB9zl@oP5YD*~E1Zv|+9Z~)fM
zYz34{dSPn$N*S>+1!Nk1ONbD{D{wO23e_9Xdv-io5Uk#@Fb_&wnwQ=E$sa}&ENl*K
zc!{eZ0g1^}2T}Ja@G~~des=2Bzc_=x!p_DbwD;IcoY#2d!$gz2wX@TySlzY9UVgz^
zmU#UWQKc6AU{svN<=sN0&{r&P#f-eDZ33I1ldZnCT6!8*{xqW6=IKf}z5CNGBGe+M
zVn8wG4TAjNr{r7Gl&qk_B@8>eo%P+P@U$M$L2vj@W0$#O6TavXLK@Meg}p$^OO~{J
zy>85E%p6}bmzK5QUFXe7>G<ldsnJvMz7(W|if(58=Q>5r7T-ZrOv_GdJfr-jj&3J5
zy#~vZb3K}M|EbpsiZALk8VWt~N3uK~X#J5~SidsEy!c``>~Qa~sfR=SWJ<wP_t6ng
zAD?=CpX;uProy{t<~AsMyhu`D!{jlL6P391t?PH~jqv&V2cK3svFFR(r^{MrVq%K<
zlfu>MwTF$d8m%m#th|~LD@X8RQu3R;Ra8GkSMA3L&(y$boceS>sQmyv^AaX-@Sf=v
zbB}|;-?y{{L{7e?ilRhKSjHg7`KL`ywq8#B5X1WZp`PyGE4Gd{Ppc%(95t$Qti`P^
z-sVhWJ2w1zxXVTUX5j@LoiMsRiw}pnj`m7Uwb|Ea7-(n|9eUK$^q`vc-I5#Tkg@b1
z*9@Qc8JhPF@MFxi<oF3%1vRA`Z=V+{Z%nnN6u?(%$^8Xi;Paty#ob`;?NL7H(=r*s
zFCd^H2Zofs!_y%<PXmGufg-(`?sWB(O^b``hR5cEej7E2ODzf4OO^lK#KgpXb<U<@
zmrj}rk)h6$jh)?N@I32j*M+TQAv+7I)5hlJM*tdFpAiSY_=DhJ9HcX&@MG1N^oh{q
zmqmkfVDWYmq8=nrhv=2utd_gYTr+Tf062N7JNR^USmo20ayLxwe*s>i>@51<($Foo
zTENdr0!Hw_S&Bqx;!fr*pI>Tq5#vQn1YnSASmOQ_{uTz&H}d*U94SV~8HjfRI=m*S
zx4$ulr7<Fij*TzxXlmby!d&ki)FaZ-w7BBZ9|9uYFNRYlhtt4*MrxL9YtTcl8Ib3r
z&?1QTZucA@%0>Ly5PsRRJ#OcL+!8F-q8x(2xtVuRDB&hY_D?g_J?l`IVG}0U;gN3G
z4=SaZ@j(PGXU^~#C@>-1w~osqI3E(<-?-49beO*yeo9WE^^_6$wHV~GSyt?)Y<g4S
z_1A*&=!+LG(!F?BX8IkM9L`oF1*jLrxUEp45euCo0ju@C9`HbE0%*~mG}7pF_5|q^
z_lZS7*&`T`%;fz1{LyhGYOxh_;;0ax|J)rB(}D{U5)z$$yNx>M?j`4`Xn?e}2{tT{
zVUTFuyF8if4FDCSVKZ3<OEA<e=y5}sxVW{EJRYkbaWeZ{NbechkadJr0-)QAmX@=z
zf!_^?71Z(pAn(GGj<odqAKKrG!Fr3rIze*VE1jefm|2x+CraEGU)MA=#3VxyV_{<x
zMv%VX+SJI_lDqne-(l7c5%-TmxQ*A~3%ImAJDAl<oiwh9A#BWgH}}!cp~BmgJ;N92
zOsLD)3Jk<M9Qe*I*#xyU1AB6eI9v+E{!11?V)CmiKs@_1ML2DJV7&I2Ig<>C5PMo=
z2-AuLJbt#Rp}`G!-jIX12SIDq|B81R>?eU1auMJhE#R@g#o~Q&UhU`Ei(Sf=jIv}j
zwGbZe6l_?*`bu(t1qPF+1$txYwfXXWG5;zr*jHd$r1PPAeIZP&d_s}X-u@Me0S|?_
zO4?bRF04ZND<s5iW0;Scd-dc}y8<y4jy8RZob>dol~Lmpyp;f;Y;0*UwD_`H<a7jL
zAcP}7+5L^`+;|>S3X{THS-D6@u49CCWbhYhey{L?c&W|W;&)Q866KEm`VO|u`lm_@
z3kzN3nSLw|?wrtGc2Rpg%INatbf(rJGAc+l-FD)Tl4Q&JK<(RawY6#i>_KN#L5=&H
zo-MacZQz2Bk58O)JnPVED@W9WK?ix;F!a#FkT1@G7L_Ab$i|J5qvFYQ8iFcguwZ4S
zE3f6|Wi3()vPQzm$q6}~p~>|OUqdV*Di$yIUFXbCd%AizRZ%j65KXm~Iafyq7Rav2
z+s(A26FVQinMp*>&b2Y!a=_TUiHwfOi%S?#+oY=8<*h_~iYXe*{CzTYnt3#f*^X%e
zMw_s-Agcxq=oWnt6TB+dwhffe7q%!YDrzz=Cmoh%q_;W~P}N=%7#kbgCDQ<~B}9Wz
zP#}dX((;zAB|wu^1lg&A6rCW~XL)eOTA%~EtwK^#mr_nM(%;3-OZw_Gc%K$@2U6#2
z^D}@b^crv{W%F%JXk@a_A?sBh^B@cz3zw3aGlfkw<oNmGhBoc%e^oqtCb0Ap&t8W9
zwg~1FM~BwrjJnv{sMvZkggTQC&T`c<?1#_@AFLFtmQI}Xq$n-1vP(!e&{rdz)i*si
zX`j+?7&DpafrO{kX9l}Y`1&0AQ8o@jbxwXNesz8_WOjVMKAkVh!PZ;efp$T%qv9i9
zT%QkgrMe^x%D=5zRC46s9o)U@h79<B#7EO*h>rnm5&<9j*-M-e3|}GJ6LAN+yCHe0
zhsaE%8O0(Nob*u3T|3bLW`#c!lHobu&aX3lrYAptPcGWkrbQ~8jB9SbR1%1F89V_?
zWpd5o=N{fiKRG#x_(xxBQ!3-twYycvz6@@nsVnFhVB_pj5z!ACBwp^p_$SFMiy#|^
zF4`66_3ZO=32)P(@TOd*l^F7={cUxSh#GHdZuYz%9GrE<2DXW?B5&AL7lo8f%D9qQ
z*|o^ZE7p`LB`P`UIv7TsG{bKW*A*j?TuJGfB%)g#4WCQp;pF`O8x-_Y$CSvSS;fV@
zlR6#Me#Ek#;q^tY9*c3yJ!23AZ-Hzjvk3M5W&DTb9})C=qBrzRbJCLD5B_7<S2XR(
zBM36=_(NIWeLpriv4ZUBCxZ-$`Tze-PFDjFxGprEXDg_vl`F`8q<e5Y!pl?RAKGv$
z$XqlYhaAa!JQ2JMP~<KjMgd9bM<X8sw~r5an6vRx0?#^NmL))nPI4_b!K2ol6A?Jz
zK(WCY=RP4g-kRe>Zh%kaV009yYMS8CLae&b&A$SNLUUZmjZizlZ~Kn`R`jB&=?PHT
zxKDgKGWLgB(MMj`O~rQ=3<(G(HxJE0y9z6t(g!QSSo`abGE*irlw!uy(3Z%aro6m7
zcL<J}Dk?#xu>0i4RS4m9_f>#hW!4kHsg{L!Utx-{Mh1ZLBWU&|lUbr?a_P6$Vgb7v
t?(P3#4;K7`|Mw+Y|MkN{tt9G>=`_=-p}gr)*fU0>d0toTt%`Nfe*ggQTdx2B

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/whitethroat_synthesised.csv b/modelling/data/abingdon-all/seasonal/whitethroat_synthesised.csv
new file mode 100644
index 0000000..f4bca7b
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/whitethroat_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,4.1041928599999997e-11,7.286461882101889e-10
+2,0,1.81811961e-07,3.227835456876399e-06
+3,0,0.0006422981589999999,0.011403170397060042
+4,3,0.27403438700000005,4.865124967009123
+5,24,1.1211759000000001,19.90502331920455
+6,4,0.6086666000000001,10.806085705749604
+7,4,0.0169100648,0.3002162588165336
+8,0,8.568177770000001e-06,0.0001521168786404881
+9,0,2.1260080619999997e-09,3.774451453240019e-08
+10,0,3.574273273e-13,6.345658415265131e-12
+11,0,3.065510967e-17,5.442416955574258e-16
+12,0,8.253805599999999e-21,1.4653560867673046e-19
diff --git a/modelling/data/abingdon-all/seasonal/whitethroat_synthesised.png b/modelling/data/abingdon-all/seasonal/whitethroat_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..b8d335cd1a777f5fce517008f6f279756864b929
GIT binary patch
literal 62942
zcmd43by(By+c%D)nAjhYRxv&nJvv2NKm|cs1xAdJ7(GH1ix5$e5tAG}5k`kej~p9}
zQYQ=;A+Qk}gWvVm?|t9DKc3@${(U?SWydzQcU;$bzUuVZ4P#y2y#jl=xVU)r^{(CG
z;@YXh#kGBYHxGE`enF=@_@U&deaFw#3+@+i&&P?&=$_vLcP~G8*ZU{^oqT*<y*y>a
zr6k1_E}wMq^LyZ{Bq8DP-|rCj@^O~<WR2_spR(tHo~17r7vB-+?>1*lANVe&f&Mj3
zv%s|3(OrSo6U?<mu?2qR5XCOz);OahS5HPtevX#z7`tKKA(EThX>T}m%w<bsC}h{a
zXJ5Y3*uCw@)4A(EUrs251b?$;snaf6)P8WX7NLxHFHbEt^u1xsj9nU1Qd>}zd-CPS
zA#eoHpQop#K8gH&$i=loAoAva9^ZWO@!!7>Bl5NG9{c-HgLq03x-#I;$(chZcK&^M
z2)R3E``?F8m3HWC`}^>k@b>J#kGQf9{6F`xS3k3u^l$KTem+|sws1z{CJR9hIb$Of
zw)UeraG{1KvS-()k(SzcMi3J7IQ1?j^;6iU%jT${cvGEy*t(NL3^&jI-77b^xK2fb
z>-0{`?Dp-p@@}<D=Q9Gc9G#sFeSAJRIy$yKJuLRC{SxkVjW6v3_V6L~&9!Wsu=R=N
zn&gZO@n_GT_2KN*QzY*_v<aThZRYzGD<~gL?Cp8?*6ym}`-oQ6t*ZlL4I#D*ytZ-Y
zI+CvV?i3mi-{PFBN`)bk5OqlpXLboah$tIXq@{^PzQZ_AE-oj#sOc6D9^~rr_nxbk
z;NprNDt8vNUwiT5g>6WVDc1Owt?iYjjindfL7VHeiE3(GBH1p)sMde3Jwxk>uY!;d
zHCDbo(L`;!);NkQB_-v9L(2i`#>P4gGm)EY_v(dsZR_qEkDrGuG?3Q{B4hR1UHZab
z?H5(EsYTMyC6qSMF!N%g7PZ~q53Iahh<zc^I5?O*mXninf-U|kMgV3|8?fM+ri?xu
z(#-E1INHTBX%P)u`?Pl6>DH}V*>jcdL#K<(OQe(H6@ETFAm|(#T8|i~`+WJBAGERY
zj}Vh7^vrK|7nh5&G+1SGOI^wft&1(9UZK+q!&SHq_V`xPXkCDzzW%etogNeIZ+yP+
z%In$Kq=kZWl@3~R9BM=<hX@PLgWn0*nQN>#am@1l-AL~PGwb>4<Wk#967|0y3Wdy;
z9T61lIJ`T;!X7oS*3yb3+wv{4>;C)HdXy5+8ToLIir=~;qXCno99yomYY67wiXnb?
z@f|Lh?#BiUDlk_YYZj3FToDhnn!)-Y$W9fcWFe7AX?W*}^_e1E%>LwP(^c8K4;a0=
z9R=8oi%pxXqO_3tnx&>KPP}UT0RjmeNK1?puL>bevAkD~d)EP3@!&3VbMp_YpVpte
z%-hzvIu>G*Bw_FA7$>*Eu`)M5_kvF%siH!*hBZ?(F<-YJC#~0DR3I;7SpMOIW9!RP
z+d_D`xE?7%*Un>wroLslGB@l@?CF>A;%%z1bTu#V#K}gmhMX}l_F$0(PA>1;bg}{}
zG~F(E;I>8EBq24mJ|12&V`iTI@GTncHi9$3sQG-4+$BJku&T&!W6uN{t8@IssM-tU
z8eiuWIS=#(-G1v88jU_K*g+(b+Oy-;+=z#X1);$W@F|zcx8fLoiYuXU42B?8&wNF(
z=c-~o$r9gcw|snjVkjj_w|#ovY5EK~CG*>(Q_EfZ&#jLxggFxxiR3&s<CUSf)I*}j
zz+oI6EHlY@993UWPqJNN3W1h#h*nu@71PN}$NA5XxYipZm)g!(RX316!Uo7>L5ChG
zHAasXVa!Bk(@(iXxIlAHqH#Exjts8IkT|Hm@jgaSzDwaCGjN)CyJY9!%M2<hT1sHI
z)T)JH>{Z5^>q~O54X*m<UUHbr^SA}f)&_RbMhRuT+5k_TmKrFY&vTKqjPLlgOVqty
z-H%e-NYjlIa=p&G^*!pK)j+8JR_4-(Z#Vz&lmcV1qBGjKgEQw9j+mwAO&zl(TqCd6
z@;vsth~GRq$)e+uv$C?__D%50^nkITW`x|hE?6E5PQ#TRedcqDTcNIvjv41!rqe-r
zEt=g|RFCTlBVTu>%6B`At1*eD&CZxcoS!mhKk1~EwP1e*zAbLlQ(kR(>-Q7&6EZxV
zt92suF9(#bZ;o%V!<%W&TD77KQT}tbm5uVn?6%}dL+dKfH`ZPa15CE2L~ZD>M-?n+
zR<IF1YTPX){31hHHDu*AD0;(QDTSm?V=v3>Wm>m<9P`u@q5EmvMjp-$jk)f<q{imF
zu6?S>#obP-{v_Wa19el;(BGQWk@>#d7e#6~wXN0h@bOaLoKsg2-Xu$B{e`iHSXys)
zWU6Pa{>tnS70HfXFyYkqkKa}eX1sj+_N@-aJ18i~=f`6{gRM<YEGK`V|AJ{=>roSx
zdyXqS^oH$Rzdvu|(hzhXs~<Xi^eDB*{w$w;Xqn0Cg-e%wbFf&!RmJ&gs){E#yL9gc
zyRk5~2if1%)iv(dFGsS6ZLOd8#>R4YtcbF@`gku`$z=bsva;q{0^HX&pjVp@Ry*E^
zVhcH^c}F7z8~kR7ZPc*D^CteYV-0n^sDsM0lGK%9uclEcr}kqGisIs3%z9s17qT8~
z*JkFPJ$vG8>-=FgUh|;IIMhXQ?^2reuWRurckcFggu`o_kBW*e=ouLyOXv<wOYN8J
zL@id|Ae*Kdi72<mF0cw(kf|cv_V`ugC@8`rY?ZTTzrn<pv)J7h!&P1ZqYI!Y`c;rd
z1I9f@0;YO0V^^96G<OL*x(9sw$0E>XyeT}K%ED#@x8q|)&eIWnzCR!H+5N5_7v225
zOSd~i)pmHQtPi;?eed%Qa%HW0=iFpx3N_drg_{a;9wT8*M0LHr%gBp3`=&7|H{!qX
zQcjMJfwQYcrL~2<90Nl`VQO>iay2F+kwhCn^$<g@t>SLm+NM*dvg20*?Sysj-_L46
zj@56n=pw_@ADA*%S6jf%`N3?&gm2cgppc^H&YtD(Xb4&LuV4H5f}mE_)TK^W%x4#$
z;>=2`f9Z4@U7e)m)ND>;F-nDng+em$&Ib+ZC76F$YHaYFfa<29L<8}c6k~;d^mqB^
zU{ARKbzh9U3N6n#-7WOEb$akjL7eAkZB1pb6Fo%BYjt9MfNUQ=x5!_}{#t9#K&{SI
zjms&oY;Dlg<3v=0t5>p_Dt+CzIKsbTgX$?PJgAIz%_v;WBwD9x)PLBc*(01ow-<)N
zV5Q!-&CP?|t3aV5pI`_rw2}vjL75m^(zq(g0n5jkEpPAW@O5-@3feeOl`+mr$;OqJ
z(4I1d!a>uG>2_ZBZP~EakzlRohZo7NZq`rdrP?_3k@Fq!Va=*5gAO9$T2sDnyRpe-
z4lM%VT05y=rMtvH@WW^<blHe3`h(>(Vu8hk)zS}cQYcn9``wHe5n<kIpx?y~%ihS1
zjGLWxr}}dWA_a=X;#K;pugJ@j7dflrbq}ov1_t6jf4<rRp8pv*mH9*<mIgL~{JgwN
z&q->>EzncF8^X#q)~NBZbmq$V#-zLv4~l`G(ryY&vA+YA*&X{~diTN<H^@z!1HZ!f
zr5&G^5$rdY_~Plwmo0zpWw}UtetZ6p&JBH!!S|omKDhH}AHQPt%iDfbmxNlGNVczC
z>3FzvUyMWq>8>VXd-hzAtw5Sg)6*Hg>zqDMN?ic%@Vg%J#FdDCA>KxGq!g;8Bs20F
z#|Ob9+|cWAZ@wtnL54fK)`Yb(M}Mp6n|C<>1_X2t+sJqSgNo%{KeE4)C!7&vthVmh
z(*EX>Ev<&9hM@6zC!bBv)aJy*L>%`4g^$&o-(L>OKhzEudK0JL)S3E;1OVM<Y9lC7
zO?1(tpm0Uf!<bBF^I`~dz(R26i`0EFjVlyHGgIL8#%j~n+}>+b>op$3axG6p!(2AL
zWSvqi4W6G`FV#Gy>daIN?&X9|ra0F=RA6nsr&N1qdpGdEl~lK9z+66>MM;xZwGeo4
z*<q4})c)=$XAFwOw9Lk_KXM<G^%Rx78$qq5m&(NT*DW+6(xPg;7@@){f$z%*px_?q
z`ItYyy4<DQz1Vgh6S#3yJHAE@$Fsx?lOGFoD9Y$3(<Cll^bsZ}i0LX#c4HQ5J;v&T
z;(mO2Qr9&Xy>;WgT2mv<Z#)H4&SD#Gx#n&|%G{lZ|2PGprNc<T*QbYLJyT^}UwNm7
zWmtzF3<D=0yP48M40B&VxYL8~<!WA)IT=E6#q!gN*4GO#y8=d$$#jgQD2kEL-Mug;
zB+uQLY#&zR?V11l`QDa(6ZN^hb~DQ`=BBK=7*jNhb?|U5<_RmrXnI_0G7v&$EfhS$
z7Sqd8bPdy?tD6$WCn7^}TwDTTfPlCps&l4IO4UE7wi_=u?|(lv0d_ExrHcX}E>=Q|
z*Y(B?nRkAv(VE6Gfi7X1jK^UYNbD&->E(U5v{>5TIxqLd9QV=`ZJ6Rq$=jF@Xp*T^
zT>Bo?FjndyC+f_c84#%w_WpXfnHj!86-^BdCDcnbJ+kC*7Q*FA$*4SbY33E{%0Nd(
z#Y%^nwS96*u9Ewpq^|CVuyy$;6@in)lj8y7DB9jhn0C~7a1+!Z>2m@Pq@xyiQzCD2
zK6~(7Dq-xaNJ+`3x_jOAV=<<6G;o>FcQwzk!rpIEH9_%4m3~a+_jA$Xeg$t%U~Zy+
zl#t~+2i^2dBYTT*jg;z5z$zH)Weld94sOhZJIbgxqRi8m!z72Gy7JWQlf-Rj5(fU6
zTJBE%=weEX4@<Jb3|p^c^K^6$Gkvezi0n;rIb^(m#gy~P2rHkKEadNj_n4?J3w+?|
z#5Jr?&SC7g3VI|>O{Sg0P1$&{?b+R`t7-I2&@!28Ey+ClkWDEI&daJ}lJBva8Zr;Y
zZiLu7=%(={+XWYt5o%}|!@uNM@q(i|GGr7g%!?LiTCV##Wl!N&4`PN>z&BcYLExiY
zR4XqxhIci$t9~~lWG7e82^fS-KOo5B<PW5#r8lG_jFl7SR)%JDf0*q3ue%kgF)}d|
zRpVj9RJjs*0U!%Mm+y26L|b{?puY{uhBbC7xmq3V7c4Oi=+i$BTUX(;c@Vj1ipU8n
zqOVgBIDU0}DH?wvnuJJ|agO`??OWTGs*%25RD`fhE^kSNU0&OWu5(6EUfF^`pTLV+
z+;CwDu0zG#%A_<a>#EXo5nU7^xRV&oD;Oi?a>bzJ6BagBVQ#Cb8A)a%mX9!dbw&AM
zVuB=cD7X!=P9<c@F;#Uu$w|xVh3RUP)d$CC6=VS8T#0yu9{mxTI-t}r))i2ajb*Ad
ztP{M#9EdqYG7h#zS>AMuTMx8a?X|GdGPO?(i-suUl}6Fx1&dhKCa}i|VT~~&subq>
zk(lLfJ}ZP}Dj6ml`1>w7#C?WX-~+0+97P9l%<amzIHg_6&q+=sY9?mq`ue&sYcP0Z
z9JOjo_9l1NM>7IbFj2hWxI3ev%LF^b7m<JwZyjMhyx;UK9MgLBe72uU`puG|Vx~6U
zGj~0V<lyd6;V4bEE|j2<$b%xcZ{J>;O!X4z0JkLM#R3AgRe=?GFHKLEXRa4CbytMd
z%Cl;Qi3&_quF(Yo?P+YRM@8&riKJ`a8He?fs<FK(t9!Yw$pD!k;$?QMn^mn*Q^cLr
zLur9OpEa9!Y|plzZ(N^DJ=Zk&wvj!rZ1GXANm3r!8<EXF^;;)OgwQ(-dyv`r9gRO6
z$NyfcX$>ZXk#p?fkvEDpse6Bk^TClPmFZ28c;7hNUFkxn_ene!80kAX48YJC6Ln5S
z?_hRGB=;o`O1b}>)%rsC7Geh%Od}`uRp;GIQ2TAvwl<by=R*KL6U6BXI@AMFB~sO}
zwaNYvuwa+n8(;PDwZ6THX~p5UZbqgBB(?Z;AzqBGAa@E4CpYUhW7DT|26UC!u7G7u
zZp%!XZ&yN!jI-Qck*a99?R|MCF`-M(4*T_TY5K+v6fZn^_38)}DaRD3*mnENBF?(1
z3$MPx40Bmnr|oO-GUbh~(2qkacxRD^VR{am4uu6gGMibLT@(eK)Pbq8ey$R{Vkcm8
zw!93bSIp{E!n69`)yBSVlLiySm@g~-Qu*Rt-TErQzKAM*_bMJ8f|JY%x44^voXa-V
zJqqKUs6wOPp?hL@sIVFJyRr&}j189=RLNF^ER0z<$VVZzvEpm<)YMah<EKy!90zR<
zqu->I<D@EXl<qaTlKI<iTZD@a5Q%!ukuLY<Nvk)M@tC69We2)`8%cTfU+1Uu$<CcC
zwP(rZFAqAz^V{BmEgNy~0adPwY&;4-nO9LkY}Ig`xgX|=xY$D>CZF*ddc({8R6wJb
zoH?W*V74fy#v3CiuSQpcwdBVauv=@pK}~*8b=%r58NSc$<n<;O3H!#8sokagCFq-2
z;Ra?|J#vis25#c|eh%zQ*oQ*dcLk%>`2G)J_XapwLz%oXs|-Wh8w)$v%kukeTvz>a
zHE;69$$i`ZFetmbgtAPr3Km&b6i|zYP36-JeQAjqUcB7_sL|RjKT%inQNY;Ugqkw7
zp0wl1cJu_>nSHz`HlYU56>nJ%=a0wH3gDjhK5b`XrN@eKn)VjHRC#Uz_+7n}Pdmb!
zL@B<T>z|XCFWsQM!}*QVY3~~+A)RLHP;ap^Z=ai_g#>)XR~P;=wR@C8^=yd0ExB4W
zbbG}5E|KDG6XhZ>Li|nvSV>?MoBJ_b(k`1>UQn}&hZ$Dnh6h)!!sJ$!QrRf44CP?Y
z)S)3lIyiLv-9`(pljy@hv#WRpmqarRn{Z1@OEDM$n;F0fp3I?mE2k@bd9RHCNUI~4
z9oE(xK|rmJI`4QOU~DaeP2U1k-p2^(KA&ZJx?xeywzPmN3qJog#fvmOiB7;qYI;%o
zCA1o2OeBCZ_EN*GgDzcOB`aenBLnNOh>wSF4`WSZn;j;9{R-rTS3M3(Ahv}3e0JVu
zoAGFsL<8eiwg>btbzcem{S46~w*#V*NraEC)n!R{dI~Zc(+nXF*Wxg>X^nS#v%$oL
z!?uUBGWsuIA*3EFv8?1&5A$qbnp1@WHx^rBFKh@r=(+qa3ggP9Yp8K2>gXh*=VLr>
z;mM62^s>Z}(Lidf&Pwg3*z7kxd)bGo0u^Ir4o_|xXiC8I?DB=mZ#ck%XPgt}C9Y^?
zH3gX7x+UPWTRzR$Ym?YLIQj5P=I@~#+GB|Y1VU1wCv+V(Ze9;AuL7ilQZ}>+oi+eZ
z91N|Ehx@u6e`L9<8=Zb{z(%99-e{r7^e4LgTE9jT+zkbe6VijI`;vJYiY?E>8){ar
zcPtOQ(~Pn)ohQ7@gjb?ghMeuNsn#u6{;(3lfnJnDSmd%(IL{I?<(8>w?8$td&wKan
zi+%T2L^*x08~l~OtZ=-gmPu47uPeL@(4qMRnA@hx?~mNEh6*1@=I-6=rTuzaYc1*m
z{GZSlN|{cu{DO?oC4C3CP=t%db?!nd^6l|dtJ7bKMGGhPF)+t@?X|3%y$DN7G<IeK
z&Hnvc%s04yy*w-a1*z}j3IMrN7r(q4`p8QUb-P=v>ck(aI!`cCtsI-|*dL*RxZ`ZL
zwJo1*L_eO2R~H0z=lacMXT$!fFP!oV$KKN7GP<o^<>oFEf=hR@0h#IjOJ*vLXAb3S
zU`ec{v-UDyWc#&keF-olPnw5-$Cu&eIN@POZvI4`K|i<3btkPRMrulU`~E2o5VR6B
zB%>Zt_Fuy)&6seOay}`P)C|5<RO3i9fPPsuQ^V-^FrS^Yf`t$9u#hnA@)X%&3&hup
zGEc`6WbYKy9=o{}W)D5m=k`UXJCOvL&XxI=@_qLFzG!`S_zPEaPu-sInClrTLxU!i
zWBFonDVs;NxO*pSyih93N~-6^+?HX^-#<o{hUcuYIXz>`5+^!~J=5EV%`|8&qT%jL
zs+)N}zxzP3r58h{rXZpi|LKnPm>`L|IbdNAt4X)iwJNt_s%7f5ICj17SteVfZYJ_y
z9#G0g-z$W9Mg4PvIkD#2T*N=((cx?w(wz{Old^2k;pCFOoYW<csPuY2eu?W4;m;DB
z-DEGwf50$aR2YYNh$m`tha6P-9YNnm*>gUv=T{{q@Z+$9>+jo9lI>Pix0)WkMILS_
z^B=;81xa$-0-bre_4=}oj2vu=EaIGwOgg;3H^zXo-35Nf4eREmX_wA&G3MXs$7~Ys
zH=BRSJ29yiywI>(&r=H9oyD$guwvJuJ95fIB)n|NsaY*~H4(}BEzYEOodg22HWn_7
zc;ds^UdX=D{VfSCj!!0ixs9Hfm4KU`_K<@oRs3e!xXr(Hec!#`eJ!|?;&Wh%7Cj`Z
zjZLd$gjF>1@T$;*C?m9v=l@)?!AO)0B+%?7A-V3K8@;om(Xv##t+IinWy*e5NKru{
zW|TEV8sQju1bI#QredPH)!4;{%~s8+x4cX#cP^WyL>lov4=$2$LoK*`G?F>AwXn6>
zjYLW2Vc0$!ev=XFLxnOt&!0cHVh$0<d~?L6)x`+XTCCML{PhU^@;O4d^quaiyG{RH
zSX2C;aR3SQ*r8Jqod#EQ;Z>xIPAF+x)yW_x^LP&W%`j8F8iyR6opSA`DiHK6?H4xo
zB-odqZyn;KwqK;Yn<y+QU3#08r+JNYI%}I~`Si=af*Kkoypg`|E$oX<GO`xk$0IG^
zE>(_rtwsh)<y}W9w@PDEBgN2M7{7_qG{99};q26+b687ke=4N%>~5b9BhIQ^;k`>Z
z(Ob|Y@Dvh8CxAZX^?E(uNQ8lOp#>A(O3UaoUZjxL-NoO{;>fx7VR)U~xM8Kow_6H^
z@*qXDY|Q3&{VCO|3h`W?)Qa^ak$`2xf<~S6tRQgb1wL6V8|ElF4X2KC<^!5d%DY?)
zjgl#b++{Pd@?$O*4hfSk=Sty@Gwa!!$J0w)J<{?PtU0@);arG<eV0n;>rd1-KJ9M3
z)1l;YL*G!urR3%WBKo~?6S?m=E0ol|k2iRVJ=i&4p24j&Y8{1UnaW`Ej8ft5&Lvuf
z3-+Tr+*(#_qJbfo3-uq~=QFeyDagWwXA(^teG2FCa0hEY#yX!1OEGin&<$2l38rdt
z4R2f?W?nI|Y%(qb&%>#e!hfMLimZbdRP7lGQ_jAom@DwSa*`uHtdczg<TP0k-R>(W
zVX#7TF}H)$GosLz!7ai8db<5q4RGDXxZN=`3)@xC32>zYhD`P#jQhfEJv=<g53Kx8
z?iZBnWSSi1SZ5Yo*D0|sc7ib)3ixrXx=(4g_u-~)Z6Y2ll4RiMVVa(9-?*1Shj5yA
zGrx|oQ!d7oweA@g-v0VRsq~r5B>=JVC%CxYr2|~*tBX-XF$Cl3uM!e|=ouI+ReLta
z@W;&!SB0QrkaSW_WeCvHg{P;dn|-XT&|*L$L|Vh)c@Di<+D2m*5<t$36Su8ZICA8O
z4S9MAGIOSaii(PaA&TC@VJa#I%+Ef3_H41bvATMY+W17+|E)I%u+q8ZM%J%H6BUu=
z2<`(ei)x@r2QX#^I;c$K9AzLOEp2x34ogX(50%UA9MM_LZB(-*p*FxJtoH2Z44Rh&
z+154{56{qhs7~cWHssh7QlHD5I*wy7O<7r=2PMY3qSn>|<LM!csUL6Uz3j^4EpFZV
z35lVjG$3oa`Lj1UY{B6MMxUXPr!SCVfr#E6Z5J{JBl}JVvRCF1Dw9A9`ALD#kJOZU
zpdCE3hvh4P9M|%zEfENtYUJf?;DL#-U4R>6XOCg3kvQ4Of?oAyy+Dc(k;2JKur_#G
z9sqAjVTMi@RGrinMg3xhO0Fh1iXJ(7RCRs}l45EX!Z(*i<L4OOovSy2S}iQmxRzzY
z9u%cv)*E|J{b*k-45Ld(#{!jFq(wu$iQq6&?rhQm={digwS8%MjRD29=kwvqYu~<o
zQ?x@d2jDHpEzWAlNR@q4So2B~a0F1nKxZP`3pOQodibf3q^8$r=ic54uaaF|9~@aD
zIFQG1w%Xd-BD7w{bbso|3h+RF53ZmQrLI21D~-)b^WnfZ3EJ3f>*|sdp#z$>G6>0U
zareGN*HjLSH?cNd*A#t;H+AvTLcQMfxnPv_ini}UceF^ztW^BCb8wjDmI%KLJZ8~S
zC<gGfcT#^mx4faJ@BlZ0TTk&$f<eD45iRw{pW)ZD4_$oh2QJ39mi}2;LQGF5J|<?r
z*s`XmDRw&oUTE3UkpqNLKEfKY*q|i5Fg8QB{5lrzDwhwpaaqyPLKCuJys#H~G9f$%
zMcf??ra5@2hsNp~9rl~|9V3v}bnOWS<?~UKAGD3o+F6!Y<5iZPCY;5loI?M|NvTEe
z$>A?UKg+Vk3HG6!<SKd>=|C?pO#hBA@;2qy-3+z0`m9msi<pdo8@MIexw;nIq}`DD
zhl!jTv`YMu6Q4;4sSwF;H1~LwgEQ?oI2G0xqd-s~@n{0E*Yow^p_gz5;jNU|U87{i
z3Ad!z@VRM3Z`UZ=Y0&1&+sdBe%Y;heb!oy+(&}?~zFTuP>C`}{{pc1vuUMbH8_}E%
zKZj`08nu&oC!1)6y$E^%+<;{ulL;#~P?wM$wx-r7*#d+|?VFXnvh9b5TO-_Znnr*W
z{In*tYwp6XE3|i}pP6fPzXx-{<1gXwW@>U%QdyfMaxYj`HS@Lf829B$Qu6E+fE>;7
zqF#=#QrSA?0~N;a!@?$Mw7R_ARY~*vN&*UU_cIn5-Y{PaGSjyzw_5|;4Ne}$iKVPP
zev~!#TkcBZ1+-?3&xC;(!b)8Rxj(pTdI@MG_eYLDZ~1EAY%sNOKCz0Gb&jA@At%2d
zPR#{!i4J6Bh*{fCn+2(c@pf2FmGz9@wjyb$hcIn=$M*%NRXmDLqW6vqDiwVcg{oYW
zHpA-#$A(PJ!<3<a6oq44^!KLoW@C_<YY>lg?4NRZzYBy24jK4aHSxSc7S@E_Ty>_N
zg~9}%G=ZDSrNNE9S)h57AjEX;|NHcxgu=)B1T@TtY#YGeLHX5zF-nGhW5+?$Y4Bm!
zVptgz%{%lmR}cA;eFZQNeBLGSYD6n!&vHdP?ajZxJW0?wnr~{NdV8`f-S7q!d3bu)
z@qdyH|G$U-$B={ZH6ESSx#9CN&RwrN#Otm{9~2eW*VhOB=SAR&B(mr0Oo09`I7-V1
znLnILApM$%Q=Z@5j`&YrqG$2vne7cg@bCdf&4~^%otT%vhqnZliqofuJAGD113G{e
zcXm8<IhHZin+=>M#b1Yj%C4792jK2wM2s+Wy5L;4v>orts;SwP)-M^<{D>Be`Izqt
zK%LL$J?Hi8>@vJld2R^SZY*_7{CpvC;P=!2eEp7F;P54Cr%qG*Zh&n(k>Z?@0J&-a
z;{OZ0jaM&U9_lFr+Nj~hix<x*D=WY2-uL(W9;E_5t1U-A5i|z1>EA7JtpeGEUZw29
z+FHtBS!AAOFR&t>nL(oY&dkTuBWMNj%xC}0j|&2EhT7VXi!IBWCE|q>__GO?b^axY
zT2!*Qt-z?7bC*zCcXx7O;l;N0_E*$6<x(yB3v^0WN3uk+UWG5snCe{RIr>ob*qsM9
zSC6)wmG%B#erSL3=7+hx9v4xb*`95pww|*H=@W0he*LOb)dXaH5jvz}rvd7^wA3MC
zXk}&fv3bwm)BYHqby1QvzO`v#7x-hRm^A}H?$v4|<z98jd5(4g&ZHBt)1<w|RBGlb
zhkr#KRFmv`rOukl_SY?kF#|qEY%6^lmUH34g*_{WzVH0M94I&mQ(2*87AyE!Y%H_G
zLD%Rm12pS|<!*I*p#x7;HhzC8waPx%K)48l-R@FdwMkJ!)yDA4=)k+uE~sz(jsmnr
z@uS$TzsKIwn{`^U7W74jnR<BSm|s7LGcd{QQ2RN@@V2wbCx&v$;e;hcNs1ZoO_@a5
zR|xfMU+DWRgpzx{dhap%-+m;7+T7>7z9R6C?R3Dx*cD*Tz2p^?tKObg0`r@?L8T>K
zvEGop`u8ZfB9He*_AV{?WW%Qboc~qPZ=49guARG_b&;s9j1gg)`JXp_w*P9Jiz_Wn
zGBsAzJ}z$aZ;Oy`Og)oi?P1U`fX;#U=Z=insK@*XDMd7oYcr3;LY}J0Bc3=zm%Ui(
z{qiBo>-SS8-U*bFKT4dU?_?{nz;xovLG{;<9z8l&H4eysJ=mdtOy%I<THWSpQ1?zl
zc^wGfv?}d{4&|f$xKqF!<*bvF6JXy*@ya!&rCn<U?CqIRU_pPLt3Gq)%!#t9QrkKf
z-rvP+mkuV3<!X_HJ&tLZL?h}wu}mH23h+OmlKl&8{+G{=o)_Rvmc3IOxOkuXwY{_R
zH87g&K@?{DhQXh6?>%zt%EgPXz-oWypLyuArUSV6$2?nd^YWUX;$1I`gN-;vjc@&!
zZ+X-#W!tSkrm~o1;msLfK-+>W)2<7bFTdWo@A!#baKKD`7QgXz07(8XioL?yGxcZZ
z_v&!(6gW1pkOj<q*<hQmU$6ODzdScUA_=Hdsnn>y`^Z#5n6GZsbH}wRk70P|*fh;9
zUPSewQr^@3F>W7CB^vvVjqMT*?ZG+xiGjVlpoFq>y&)?mCRP~mn*UH7>Ena^pVg1@
z9w>=RNlBG<R}oU>1u-F?4#Y%n+HpfCdh(%b;@R@NeE9S28fOegw-mA9Wlw3{zrnMJ
zlOK3^KA)oR<Dz_FDgNh4@LSts!nOZXzWz_avy(Y<V-40&dx9cXe)A)iuM!iTpz8pj
zV;i{A3rsao-l_-P<t&@RP#;?ayPzDHLz8Xj;<ryCd%p+#r_O7%0`V6IMQD5=x}(`u
zV2W+OfK5A{u7rFAQbM=$uBV)qA9)ZpIJa{5;6EB~pY2<L&I<h@yVz>X((KH5Ddi&D
zZT3}4(wW3v$T#KZ7>V=K&t?_4xG0NkW(%?|x4zc6?+Eqk$|}SPe*u>@8C1=hg+}(D
zbplW^c@BW>WZy1DT}ZD1Rp1T4rn33eormlo${+F4^tQFcYFMq!*jCLQH@a|=b^FBd
zfbzt%t$*72cdaDWnFw6aUo6uUy1>Pi@SA=6>e6b_mmiXO?PMbHME}$Ra29ojg@UIt
zmw**(;OSYavbjd}0cK@8z|K+9c3eN66fnSz`qfxr%lLUU2=Sv?$DVRMm}9-~Ma-OE
z2<X>AP4?=5oLJWQ<N{2pJ72%tb*@TK>i#2}kU6~0NoHA#$Z{=#j%yO%B@*}!gu?W|
zDvF7q12QMzfsJ2m7W6u?jhvwxVsPu$D+Zlx5~notZxA?yde1GAwO89=U7>qKwShUL
zia_gVm6v@v(gbuvBeAEcAWR2k)u3He8FfG@zm3cynwszrkATu9LM9Ikv^8xqB_NY8
z_6WCC6mny2ap~((lM_`z<)Q07f6SK{>y~$C_reM2fnUDd2~VN$<L(RSwk%V2Xy))J
zdwOqE{2q|z;)??($)1&=V&Rci*zOSDu^<}1IxM8(UP-U6NYFL$`rlXe4Gm@767%x%
z1n~N>e=TinX3OS0sz%R2Onw6>=hB`d3W{?T{f;1>@xig}NYL7kC#sbLv|gI(>WFXb
zg)M=nMAxl<{`p5ol?c*ghE7ho<i$-85=z`BUabL0+b?kJuY0p~1ubz<01$}yH%P^n
zRA!h!#cd^>M70)B`F{Z_kN^yQDpDB5==}g#Rt>no6X5H;Dohy6X@Al1jWUo$;CJY0
z>0N9B;S|C=;^eD8q0UndA(n5X8gQ_&t)T3imq2Rl8fk(2@ZokU)<4Uu?X8qU%t;53
z2q*?V1+@~;8uQI%%vP)Xc&LM8fZOjI+-QMg4WP!^3<HaZpFahyT98sG;5bm+1r=Tp
zB%1)L`EsC5iF08**76+y*-0QE*$zPsC<bTaKjfqnValB|=5p6uGywS2%?>UlW{3z2
zOw}pgB(N^yb$**g<>y&@)_e<`AKzT5`T#r}hY`qAkvhQZH?!p1txC?nrWq7evoRqN
zo{(#pEa1>{cN+N4S0K6AdSqN9=Oh$mz1m#&0-Z5NJ~p~JijiY^Tn7oc?Y!_eW~9pL
zrJ0Ak9xM)PW|cm?krv!5Rn-DYdkh9-486REtE&|p45}$LzStIzKPuTtS=W^UIYgf;
zQ$Tj4x_3R`8sHgb78V`fKSe=RCsxEBi%#_mW@#N%b#%lua#n`>iYz3^9s=(MxQgts
z+uEXs&<5OCz_#yX(?PHRJ(M*m=LTr)5=deQ_H*omr_Z*vwmulm+cw5$7x?K!ym7fa
z3Uuxd_rLAsmvwo0_yoSMxPLNli8~>B(hzJ`$2FyIxJ*&f{3`_Z;PmfBut_f(6wNq}
zG}!Yn6fx-KB5&8Chjq?+IzG#$-?@LxmUnyl*+MS*G!4L5KV&7DlC4ytqONWa5>p3i
zKprXfd#1eAK{M|6N=~+j1i2iT8a}TeiMz+W4`c~KM#4bSE(B%6+iIL5t$qCRox3Ve
zU@}DOyJk^ocs$+*L>dLUhhFkH<BvtaAJ3QtjZT721@lw}*6ta(O7FxgqkQO;z1O%Q
zvZ>MfFRpao6bAtQslM;Ilrjh17sGBmG*BU8CP0KIXoLjPOt@8kkc?O~#kQr|1x@@T
zro{waUR{D>;qX+2ug4CjTtXsocBniSt~VwQk0nO)7hhCXu4^OT=TReQ<oCJGTW!~f
z$|Jd(`wF396rw^!+bj6O{8+;<m04L~AK{__5rp0RuFt%;HHd;owv>%25WtXm_>ctG
z8oO*=dEL#;EvDcXFZNSaw0|<0l4g}?rd)y0$s=(OypWR$2E;ygu5)@(D|&x|)&a$@
zST5Wff1KBI(%uFLonK&4eqT6ut{G98j})S;>91P&0;wUjLHMao=nK$9PEp@Q+Ws0I
zh%LWpB^`8wDj@{6<11r*?`9&SGB9k+Dk#{Kj{Ul|`Sg^}y4iwh8%o$W#Krc8$Bvv&
zdc23^$SGsRZ3X>Q*h?4uy)Qic%Kq-z>?vj;2ybRk=ZS4ovN%2_079(*@m~-H0T(F8
z0&C7Soqr>DHF$j@Iakc}BomS-AC?Qe9k9v~I5R-TX_{X06?!5PoPU!{<O6A~l|T+J
z45@nP*;|8y(5|vP%GM7pF1fwhJJ*fw>GlH1;N-EX*DfXGp`?z-rmU*zRr=#y2VItZ
zXS7>JM1Y)@b~tdP!ZlF^6lo*RDz|})*{QW^<3{qM#Hkg?DeOfmmDto((NR|IYiTM$
zA8a0c+F9CZ2J`-TO-%W=@@T3lQTY{qPoh6=ycSt>__D`aloE>Nmu;NSa}!U>m*_lq
zOJIsgI$;p?UZdjg-q(p|oKd7|I8R35x)k1H{7jtPPJr&X!oDq|j@(=4f4d1l!U<eB
zr|703(IEAhEB6_X%Q^ksu%|;k$_w>kkmiA~6{Uj4^%}rB#l^2jZJBB>o<EP7?FJAl
zXr!sI&;XE0#AU>4fUgw`Y61W|`hc8F8;G|Es^WP3>_KmoYghru_S@7&+@}uUa`n<>
zg9ku=s{uM!tW`Ee))nMEV=H_6xL68#;7*O~R=`=7>xcw?-xlwIL9JM>1MV>_3qL6&
z^#(-wAH4>>{wyNEY>k*{haDS7^|eOC>;t{)cxjV8OvW_zL^_gWxr9~c=!=AJcxP`*
z@VD3kO+V+|yN`qO;N~|#8nK<IR$T{TWg5t5F|NNT-oW}qHXjQn$iiGFX=jsdPJ`Td
z$@RCApWfz`elq24bmRWF!8q#Oxj7r0L(g{_2)>^=f4(K(s}OGtdw~SXQ}eMfnc)f;
zg9#<@bnf1fQGn?ce!Ara!5IKqKbe%gC}iru28$fXQZ9GR7K&iE2odEx5kTqD6Z>AA
zyH_V(#KRrSv;omOf$T@y4)L}^0|=+iUQjc)tMPl4CUe0WjgH{sbCB^Q{{bZ5*$d>n
zya75hbB)c+&yIUFP-Fr0q$NHv2UEIdSDIq~)K#3OF0aidRdmb6%$n%eai!{nW%Ajx
zXPcoYV=UV>f=CgztLuSin~qK{JRU&mC(_}Yq1hpIJdQ|8Jw7rarI!Wrb%K^f0`3Ff
zbH;R2FO3G%OG@3lE8oMPy1g`u${m|xLgB`GP(6KmG<UUu^jYj(ERSMcz=AmFyEqjP
zMiv1ZMOKE9lV~h$M?a4VJ?-u7y#(bMnP!nL_dqZ|?(V_UXpo?9U#kI-<=Hjm03|`V
zADwh%P%H9(*rOkDVAzQ<YOi-Yy?o_O(gm3<w;IkM_pg~RyLJUceCHg=S`*p_F}PzF
zTeRsaZqb<nYN3IN+ZyBkKvj-w_Qrev<kuEteXILvy{$J8{<}h0_0k9@IkNkn$QHo<
zegxXgmTYt`J713dg9p!)jM>faecs$W`0H2i=&$Uv%4t;|m-a19fl_HNuu<>NIz)w>
zy}xh%$9;ruB|=fPJTOac!#7sDn7q`1sMX0^e}PBAyFuX-!ULC#ni<BvCAe|CiN6JL
zhpQumrcZB!rbrIGT9Qu++@ZsEJY!HL8!%d~@&U98F0KmhKd<_%3=s7*bK|D+#|i-L
zJ0q{$j}-2Q6d<mOU4P$^<R$(lxUPIB%I#|L{;5~)muZdx{vPFlQ6Yt@(Dzgv|MR}S
z*yLtMrxUi*Z(t5)h?nS3rqGKnSD>kulfQmhZ_lQ(YN9e7%B5{J`%p0E2e+b-+P@#b
z^Y;UUr(2wBxU<{#lu2g=)FRTA{>;Nrp8v&`b?rq?)OiCOfA&T4EoWKW)Bn5-&65D=
zY53gGren1KXl{VcEt$w()osFp;Oiq=H6cp$$P?9De7$Ta4W`|&Q-?fX{8IHF*fwF%
zp1?aa{_7oK{IQ-3<g=EwdFKLob0BIKf&0r9emqdfdG{=iagK13Q05rh7XgVH8rFaB
zfmW*c+>iy`N_4o&`>xr<N`Soy_{4}-xqx{aMUec+^%`#ka?r_i<$xs6^E;rv0R?Ja
zzpkbyK6#F7+N7*G&jVZia^~q{Efry$V2A4v&9WB>2ck!8yY%C|st1(hRK+)sx3f<T
z{ym}uuM{2ieCtBToUb9H;#iEbgKU!vjyNp5jUSxV;mpvw*7_&fcAVJOrg)#twAH7}
ztV6ya$pn#tQ(%N76PmVpc0S`@NOAx<ZfY%%W>!D=OteSD(?M~Q+inD~waG_}pvwsx
zQuv9rOVvWtKOg?NU#7s39<6fHbB`hHerir6cFfE<`DoybXY~MuGqt|3v_5xw-Rt?_
zsEq7>1nqe!=bc_x(CL;<+cRnxrr1jW*2`^=UtC;V0y7uwUSZ3E@xwrZx(F^rts`8H
zBhNi@&Is+eBLVhN=t?7N=2Ah4$AePcQ!85if6l#Ue+(SP(G4-UnkLk9$rdb67>Uno
z&=9)lNe{Ddm{T9_h4l}+yl2powf#3Q`fRdKFScopV$p{SnJwK)^kN;&o1nBw)J!B<
zKa{R~@cPxO(-1GXmiQ@Z*RGJ=ry@B$vUz>nfF$0q_DXh2H4JS(aa(bS$iI{8qci#f
z#pVXlpehxq+Y>M!C#?Jj;I6u|XJ*`{NhPU=xkl>9oNn_XNJcRI4&~d)Nc5XR@-$-&
z;Oce|H+3gU85tSDD*M@Yre9AOir0L-(+CP%EE~;-ii!3ILJ%Oyc*gvwH9$5_K)qZ7
z(xcqElAPzrzd)`{Kip|xVDJh!QYX&t5QzK2Ld!lFfpY4Lu)D=WnIM$*<aKg#)g1@3
zsBW+N#b}77_5tOas>o*2&qE^*D$AWRu^A>+;q;QKm?OJtF@EgBVmc?--XN)O)R+fo
z(?^A*;Lrmqzcs{$t4e5(8!JH$)&O{83EPxGc(dmB=Y38;K0m%fB2|!JCHeU;!SF#_
zV1rf0DS3GdH4ej+TnU(ehLB&6W^>Iu_T<6vwJ0-lb2))TwG1^2-Pg9QK$9HytRoES
z);2NT9uSb#D+O(8s6ME?rIPiQMHv9(i0UnF74Pc{(`nk;3{jkTZEDk<I~*KR8jZ`%
z&)0)gJ8D?%!nx~jzn3k1-ub779NAm-M*nun=$*KDeB0A8f=O&Q-Y>8F5{0_DxQ**j
zWqYL}w!2DaOi&Z2SorB86AYcSuFPGD*N#%+v-L|jT-~REk?&UDs$X0Nfl+tAVX#rp
zfMEr>?aq*fwqIDu4A8OjfVt)XB-@D}1swg-6Ct0cWh#KAQWXguFHdQyh?sI$0Db3u
zC;<1;$Qd(g7?iArXxb9M+QW#K2BN0iudJ?qe{|GXa(e*;i>{~283Af696tv;lp9|Z
zkBcPt8!H<@gFSa=!PX2I0)rJV*hWzgAXdD{V%9LF7<dWG57$J(*6zi7%=y=)fnf(7
z4R_#KN{4L(DgxRU%azUZ3~PcJ`}aY$=ctm{jiSgN<8&o{O$A<Ax0A~t==Fy5@1;vJ
z+uyJ#vQvMedoX911{>Jj9pPJSdyHri5Y7}TgG;Bp$%Y`fnFgQ;G;n1C0U;_f56p(p
zv{0x96)-&G1EB8<byWaIn|&|wn$tH2?lK@1L2S*1_s+~FdGR9eh*h_CgO{OQI0s2y
z&*mjC2I*`)jA7K*;L_mig#<|5i*y-%65QoFy^psi9DLvrbD`b&VCe}Y>*1lvx`#cV
z|65VbkPjRDJ{8UmkLl1iK@I=(wyeq?!8h2gn3?Sg{0e&ae<|lzC#s2Lva)&coqINZ
zLzn7Ce+*V(J(9OZX%9w53z*5cc`x=KSj_{3`(`I#ia?VsbML40OiTi7{Cc(Hz%?H$
z18Rvbn9LxvORezj_sWNafJ=e!vj)5#GK`_Y7hRw{&{=@&3<n-)P+9+#D6;y;P@qdx
zf8QQYhxjNpxB({*jkl;yg2A!5{K7(?(G@5OOLlg4mKU%GR)R2OH-muoD78}i#c_VB
zv7w=_`*`Chk^^DO7Kk4S#@++FFRrhzPsgE;<I=|gV?Hjk<9Gx)c%-Sak|YIGbaJgo
zB4ms<J3vF4aUg<S?O9Y>>JKf$W)BcSt!tq|!+Xt4D1^NDHV^3eUjs{mhwnWRp8Wj{
z_@gfF;a~yF2jix~ENlG=T96#}s(fXY6&M4e4+??AcN|E>>9in$&eyz2;&@U39m&>>
z7ipdg_OzNtvTVj=kznQY(3#bD2q`ixWk|YtJe`3b0|t8YO0td5vlfrXj~`!|*YaX#
z=I6HthEGea0kJ|gqeErkJlNJu{L}>G#47N_t8Z3&bASY$Dx_Paw!HnAp_l{I*YBcw
zlT!a>ETB)@-a2YS4@zQla~<+7G`O}o*5r}wCF(lt>qcW$s$uQ?I_KW?KY@welF@~k
z{suwDgiEE>pIaUKFDxqot0?ITK$NcE(D?k6aCEN=6UynDHXseEjJG`X$`z4?6$4;!
z&6!sERvu@B)08;_N!4Qex^pa%=$(b839#j^oPIi!Ir88Oua0@%8~ENaFbAoVl!M$`
zYw4+hZII95N1^8i)B5^uW$%bI9u`%2@UF!JpjI8Z%mN^bxBe!&n-IE)7ue_Ko|g{2
z4ju)XjI(1>A-JjSz}$)9{Dz{S@vchKIf=hwWV&9GB<*p=)c9wM`(3ABdye87``8G0
zPNPU7ylke131mYkYl)Z*Fa_ZUo0i-XT9gE1V_>#B+JOU5{b@kBU>}r~AHpwNn41g0
zLh+%Gm^HG9+x9s4;c(!d#m*Pe+U>Vk7V!@6CPZa@R{<uG{NVlNzY6Vh6kX4&kENrS
zG`I8|YRrdR{m`X61r>+;Z(G<p?a+o*=a~{=`MIXgEJ~~<yhTU5lsv|gT^R;gM|qIx
zw#aUF{=!v^t1!+{)6s(4>d~oa)0ar4a(Vd6J}X^QQG3_-7TllU8hsYf99wbm<?Pa2
z(i~9(ZVCl43)W5ZuDc$qHnnoT)dGgWL@XPE@!q2w>&vziyDE;mXwlMqjf<KQjdtlj
zai1)C-&VaL^~uIZ>2ss3itq)?no-O`a7l3fz@Gp~%2y*G(ycSJvxKh@Qj)21SKjp4
zjfb&I7R&D)vU5GT)hW}>80<2jm%B-h7>p+iNWxl9i2uPO?~3wEW!z%W&8vu7v4-28
z;WN<1n3m<rMjnG5Dn#ywA#NnYl#LMaZh7c8a7VYvEV<p%sRysv)ely?G<4t0)(Jw1
z@E!`zwoLXQL?Gs+-oO#)&e@v;8@ybvlmvQPVKGt*hA^Q&bc2_W7K!e<gw1~UkHF->
zH0P&Oqdf|c$}nFu?r5v*C17x^4t5ER0|loc&O`#R-ISISgy6UE_hp%R0>@!||26?x
zGqz>mT_H~ielj1vBF9H$>Xb_~^hO&Sje3s3RXv4`x~)egpsJAIRFv{HIEHbbMDZ}u
z7<3d#-DV`jz05L7mBZ8P4<P4--~c3_w5%++HXFwYe{in3?VV?rx{~$%x$7AF3X56)
zCttq?E>!Q~(zs*Tey9eeH9TMUy`a(vi}5dN{gk2EVje$qP+CSNw)jT+Oi^qoME<WQ
zkUePzsmEP!=to7PZ|4(yI(2lF{%N|vi-iX~BB|u1%oX%^l=RmLDt(XOw&}2fYhabT
zQ)F}@QT0T68=%R_Kxt`pnf!IdVZZ>Ji!d)8v&S|dR#^a64OIWJCxHSG5@RBGJ%xZp
z_x1T!KH=FHzFIfl1_cjg_4^9O(Aq^fi>T*HlW_`i!br7>b1wqEMDvz<E}5t-KI#oM
z<gP%+7Rg#$#21to7laR?r|vJ{Rt?_&r3A3pFn9Cl?oUP~+J&iZH}J)^#^zoU$v+y<
zxZIuKTJ)XN_UXul*Q5P%TLVm<4<b-aCfDni!#q%3Ts;vPeV#v*@MHU9(ESs5<1Awg
zx$CEuy&2sG2)9jdZsb}9S{>KGR-~FXqcTn3A}LjhOzS9wzzNdb0(hj`$M<Jzz5LXt
zwO!No(hWEO;habx!^_mBoXw9M0v_lPwv0JHIt)AKg|2NpOVQ+14uk)I0nJ~8wDAIQ
zU}zW`bs)z73~zJlP#doYP-bZ@y{M9*wyF`I7dGJ>W~`@|hq=2iLv$ZBdL9>9b=gfu
ztGb|*qIX#FlpSE4m3!rqDheC(FTkXXqgQ8sSpodj|HFZs>*Q?i>M{O>{ekP3X(|a7
zB1f)Yar)+(l&v^mhka>1P4p;16r?;-BGl&Oe9g~w;mxRgVrhR<@CfoXn1rURt%E*^
zr+YK-U|-HPF9D67!Z-nevza6-Q7ys4uIV=j226bOMCKC_w+-TTGY<w4BvC4p<@)+G
zvUu*{J0B{Js=Q>>;7jwWC}{M+%%zfU3egPdu~y+RTzNp5kATKQ*C2aXR)Gz=RFFGg
z!QU<3;pL<oTx8SX$NC0&T)*e5n_e&icnYj?hK1Ry?-umuK9^cXAV|foeyJqjLJ$oQ
zZgTEB96UZVKtroih;6(w<X?D?ie2d;XA@q^e(9$Sjpjt+KoaV+*kA$9gH9^3lQ~Ez
zSRq`vcv1R;I{sMX8~8o9XWQuxE?OcUJUPrOc+J;Uv)ZcSVBQFgutg-foh#zeW;UWn
z5yIL0q00lEDKfF{r09y3Vjf;RPkxfs?g}uh+_|<6GFX8&xRyS5jfs8b{6xr50%nN_
zdq4#v*cZOnrMa-tq?lcGmO{Lss5rFSI2C{IO-2Afli0;Hbj`@Ep+^r|%!0v<HB)Xc
zbm|{7AhXuY9b*d9X1kV}<F%WY?kn|kbA7iB{m{C;@S?L;>&yc0LjMesRS$pec0(4B
zzK~nkbLs#O0i7)V#I|e*&<#a`EY}h>UR_`mhabx&-Dl`v!x1-3u+oT12V-O7C$UB{
z7hz8enDTh7D*sF5+80WXZRr}7k9imso|F3L(;au{!&>En87|pvuX)t*L9dhc_r%<4
zu!F{Ybt-e@?g}XR<tI2<-?(uSfD9dn(+wqx==C7r*SG%Zi(&*bV#EkEK{;#qM~O?X
zEfuE0))c|ylmo`?ybnQ=cybXK?T)j9Wu@+>xv?MoFfQp9yp?W8FL-QZk9I-A8f3SH
zj_F!$nRV|;A1moDIm^}A(if32f6z<QC%k{ZttubGhA8Ex5jfqK+gyXiEkg6}Ch^&t
zVd<n&qyxdK6#g<8_-oB!L<fglP;$D#w8HX9FlbtByin9qd0}X1XbJcX0x%<HTK^oA
zlSNAr=>U?xz&47W?jNna@N5z*OI7)-0WKy-&N*hYw!y~WqV-L6Uakn2eQ_C#oK~Yt
z*W#)T9eex|il231YD>xVxl@OZ-B#LZ$Nh&-B$VWTlHgTy{cWWD9wBEJ78aHWJLKTt
zV4D&uoN}d5R--8L-}KE=ho0gN$Vl0(S1JF!a2t$Q!>z{zTY^Z+Aw?3&S=~@PuBI}4
zrU3g39I>3V8vaGSu_YOuEkEj)c-iv9*WF2Sy4->BYOMUjBLlO&ASv6^`hYmShK?=l
z#<9n8KG}P;=WMe<&4KM8GxKr=1+I8B&i`gr-@7uN5BRVG9)Bj&g=ZQXS-$_h@)Yk+
z*U19-tXs+sl&5eM&nIMiZR7mip1XM@zX47@?IYx4po(H&$sU@$#OpE>REoca40qEi
zesjs99Wb#FsuVC=1bH90Nm^l-5USv2F$eL#9_|yD%vb=Pp=^fkxc!?qZ<?18$4l|O
z7C9djxA(U16^CmMPjn>f{;~t43=04Pif;$se+N>2i?Ds(Y&gV~>kP&us7}=EJ6|zV
zJ%y20T<uP3V5e>CwGdA~^Msc^zv>;eYMB4i_c9c@G0hj^BlyW+9TBD}dNXSy$I*KV
z(R;VA8$>-8kR7-%g}(hZ!#Jw>hJyIio&S*(uhgo00N<x)g0HG%@l_kVTt99i?1g*}
zq)$DS(zcd41|^gpW^vVL{aGmj*$0wx7jGdz0?4OaxntzEa?FHE2Xz})#8j5)GyGV#
z+|S-gHA)N(N?NVF=X&(-AN9^fZk9s3dDQQ^xlXFc`KoYdvX5P_NZGLPk)saumr}q@
z|D7q^k8jK(xe+H-DAoFcd$&c%LxobK=hz(q3EugPi|MZ@=7Rdz@5Aos$cwkkZ=Xl_
zzwYSCARY#7fwKRE<j1!O+qoLw{W(l@Xh+3rC6N!7d$zglf#FF%@59JHqNQy7AF&S|
zmoMSg-d1Uh#dZPlk1Jvln$zLZy!ltHv87W#Q20&|2$g<$=OLQFrLpgC8NY+aUw50C
zZT7k99wXGF-0($O#{%@_zKa2-=Yb28Vzkd`!MRE~Tz<Po&IfBXS}`X4(;s<oM?>S(
zQ?>LnQsR}i@$!)Fc1Af>-nDxtT^0rXA`ef+i`v5c{M{=LxIW@KyA}UGy52gjs<vqx
zMn%L+K~R(u!A&S4At@lCun8$iX;8XEVbc;O4Q@a}N@=8|J1kN_x<Lh`L0bBqwf1%2
z&-1>&@B7DpWbJjXGv=H*=9pvlhEF&fN8}<5fWPb5Lf*kW*K5}Vo0{4p^6oD1Ab1sr
zy05eSCSbi3q(D4IsyGKq>|*m1fc^%g57l@jnGIXZp9B_&bL9wWz?($J?Q&{cbXxCF
zQMo9>jTGk<Kk`HsaX3H8A!$gTo0^)hLB~NSDMl*Y>v<iOo-0Zu5kr`D^;3o)uv4{(
zFduhb-|eGyk`xu;c{3!@W%9meWN}xDlE~){H9b8CSR9$Rb#YpZIY8<SK5^>=?Clpr
zj}W;K@u{^{Wr@wF!9fVL{7@lKAxPxy6)|>Y5@)4_R}Bnf-0EwIliU5QuZs(uEnb|Q
z!S`Ma1v^x0_3AAW8Db0TzA1jNEc}0XX9!;=w)LDtOb+^W57Rp=%;?r{ir#Wpt2#M{
z=gKO1U7pr;1{V2w@|}}R!~r^b0=hQYFRuV!=~r3NsYG6w=L`U#*KNGVSvl<LOq-Jl
zJA(~%$Uc$<nL8<Zs;WP5M)od##|<_GQ5^wU&R9s*EGSQDPUf<dEf6&BWM4PaEN0mL
zi~I?OfRf)i`js_za+FrSGg)2DSA75N1FKH<CLI|A4=pNNoCJa+6Gfw2%r8bJuL$4e
z8alJ)A+jrs{Ks<%^bol+%!s<uRkQbX`pApIeF>`|g??>a{{nffbBfTUHlK{p;#uFe
zOq6zZ0)5K3cj^7B&i5iF1LkLFyZR)asM<)SSMOMxjkNt!djnF3aQ3hWfK6;hxA$t%
zDlCC&DQc=oE+p!mSf~D6VBj!;cS!hD8XI3%?;dJ_N!_$Abqn-l{5ysTk8bL9dt?5F
zK_9ClWYNgDT`@?)|8P=T8yAOQR7G!t#g?#1QLU&+(L=qMh`XXTu_#1N_^V%0IjL&u
z_Ck?oe%&{9&BN7-C#rttzt*N*A}SrJU7(316nxOb>vvee*g+#vS>|DP;{E%!yrUxV
zHGVU2P>6_z(JAz4EEP0dS><<E4@o_wejy%BMrfn!cu4imd>akJ(p0@dn!ZB4<!F8N
zuZPzUuT&vV-(o}{z#lHDn#Bd?vTk)Eov{wv<$N+Oce@+64R-#YziJ6k_@dZ5A3=5L
zNJSd4X`V&OmzE!knYrsXkkdp&)Q_5)Kb4PL_}yF26%W`R8k#GQ6iMbcM*i2B@YREO
z@jL5SrSd(_Cmm#qkC0LLJwO)KXY4HTJLYP3a0O<NnNc;M{yv2)E5#e+8;NQMb=6q)
z6teW^Om@tOaiOOc@LZ5FuP+$6Sdh}skb>lRD5?p6dgVhm^+IgSRk6<S!xarCCbk#4
zHZ%EPX^13Ivv(+qTZF4_AZawMt1AYPCi5W-F7g`P^mfvyNY~Wag|oh&DI?JFkung*
z2b)gkzFig756EiFX>1#u6;LbkFuGHZEEE$Coo%l|IKmMNONSXvVDAZCSDz70XKQ@>
zAT!sAFh^)s_^_IhM&;-9#U*malfq<a=*}igf~4_mAW7zO7<;J%VG+v+<DHdbjDvyE
z@#GAvvF%vLsqZ2$mA-^*_&V<QbF*e&BRk)^qzIAC#c*XF&#!l=9=WIxIHL3p{)|XE
z5m<DKL!~MRRWr)KIR;VF3JVKk0VZdCF#RQfE)oI$7IGVdU`Gcs2`nI0)0wJ3jUb{3
zHTV#N1SG8`3wdqk80sDF>j#}&dVQgL`AdEOjRGxd!m;qPrlh6uTx}Ja1YXo@$T6$l
zH!+z6#%?4+WdrT53CLYU0$|w;RmAioOE2jkyaF6w8u*%Q2*6Is6ffpc0-$ayX%SqH
zB}&PRBSKQYOr9NB_&SM*q0`|reQwwOvKIv-BllfHx72Ly{7+>Fr;^vE_o@!mY)(u}
zG(uI*ed3!r`;cXB0=h6eP={XwuZWrA{br1ieFCL^kI&3#HSWVv&@@@cKD!Y-8WFy5
zK^AW3N7v(MbCCH;Qu&vt>;|=wW}r-Qp>Gp13khz&X-&2eLg$+|bbWTAVjI!RtL@(V
zg@AE)J0W4?)w>2xuPLcKK{x2|1|8(sT(%fG@HJ>=DYdJCTE5=H!mnzZ9`6=<J<tBx
zd4>AvwiP<|QT2h6N63PbdcYjoh4j*Df>sK0znPR56sUnbj>*+TsM!f#G%?(Sj4cT+
z8*F4&ShKE9W%8$D@tR_W85<6)_|~&V6K3r18%)RPrxbQeZs3a@vA>6xs`k6)u+~|+
z>mLB|Gc_*N=o3NHl|IvFot|_6SXPlXWaG%1sy;7pXRzAC1z6A4xJ2N)j!%WLDjdF{
zOGNZ3ym;Kh{C1V8i@cS=owap7>2tN1`+4g%!G;H`EttH-#o?N>4%uYUg7a2Ap6K2T
z$v6>Y&7kT8e4N{$$dj+Hp<%kac8*GOutS`WPaR~Jn1QHp=sYJ8(a+2}kzjESbz8yM
zC71nOXFS=e=a3eXF3PHp>>3k`7jIWPb{6JG66YU&c?GcjzKk>P2a-_9lx?8*j$7Qm
z-8FEP?mUz-($OfXsMs%;%LLO+u5W|xSEJ9NBc@Yr@u&T7-yWvDMauABc5z7l!{ADi
z=?}Tb#ScacHRoS(ZQ0-E_>}Rh(L>5Pv{Lsx`^e)#uRE7ES5{h6)vC-YS-#4S90Z6G
zFa3Yflsg{kBbR^u^ge~a*x{lxdr%Q-k4yA~e7-?3;@CBGjup3*TtAq}kXd)=TeFq#
zY<BtD+r75MHoYOwF}m)y^KnFt#m$?kXms(_>!D#2)TD_eVN7scX-f6oZt?$kcPR-q
zLCwz6BM-<dEjuE~Cvh3<i^3<*xd)Q0w^k-wp+a}=x1N?lS-@H!b?$$e@OGuCDQeD|
zWzS-LLz*KWShcMPa1JK)rA;Z0)M%^eEmvCT*D7w^TX<mNX6G*za-n@GXXAe*1pfOw
z@7Tja6|xfxu*oniI2F7m^(O~D+<T@EmFP&U%0I{^DmwHRD2c<ScQn#FTo#81rjT2#
z<9(f4DPNXj!O~4t&93_SR;^KPp&<i{h&JRRlf(r~*JbpQivbDD6sR01fd!DcrQ)s6
ze|~-rmQfUSp64l0px3Q(&0lte`0@~~5bT_*-X{LC=H^)}*DW3u>2fSh(bA0AC?25q
zh5<&9M;F8h)8iZh5CUU}@NXJ7NZ-9ttX5K1j${tG{z=;lVcU-E1GYskfmAn2gwjDC
zx|xO{v8TCi+DB?|BjpIWUC;0F!jbVoRV~i19#@7o(7W@KmST!?mIz>`roi(+a#mX)
z?8AET;=6$z%LUbSfDjsId$J7rydnF5grm2iJPyeucrl8?z!hU@IY+uff;!?(VDJCZ
zb7342-~6OCf=%DtTzd0Mx4n?q5j{q}ezrAhK&fm&>cp;yd$bDlxsE8$1;6=f6$;$d
zWcDt^$c;CIMgicX3p_DXI9c^;6@W!Hk%oXFP0JZk<(lkqs&@!dGR2K4=L{Llh+*p!
zIST%s9a{=_OpwzJ)nYssuUvaCs&M(&FEWpbiASEgdq7iybAJ~sVew8?)5%xv0IqMk
z;uhSYq(10v28osc(|esXI-cse+)7g@A@pKI)`M#-%uP7kq9TQ*=%-5X_&!&GO>pDO
zEl&HPgFASWgVF7&@2=L)X^$hOvN;p(PV5gMA1R6RYs_4u`_p~3J(3G*`z>)}kW0~q
znutruXR1lG5y~$_WJG^6-u9~*6%}_)D=jx+rfRu)cmMt_RhVaS7_G!C%iFor*&Iom
zj8#Z|Us9tKiuj96H=t4larI<xdWduioeXhiT+}VTWG-jdeje|2%-^ro&CDsY@qPQy
zF4eKM+fga5Q;D~noPDnrcB7;biY?T?B7a94#Zejo4qb5xv!~Pxql$BzN>$3Y+a4QD
z6mVl@5*J6!N0~9s9<dk1xddhEb?eKbQU6R*164B>`4YgHD)T$FQ}Nq9v97^=V-KMK
zTcbtY99o_c&!Hl{;TBP?fZdfuL5W}|AhuHyE<4Lx$k1`%{f(zy^W+N(`X;Ei_rjyR
z#W>%B9GACAbCLHK%jPza7S6Z%*xF2*dzc4VlQ|&k*6{>6a?^k6EM=9GqwX~b)_4x)
zEKcSqNNeep*uOw7o{~=M0e!Wev<74aD7*;Ysd{JlW^k1ChJW@>eYLo)%($I<=<3O6
zuhl!T1u~WCmu}Z`HRY~<rQay>A{>I#hy(fkfyZV~V@3Sg-1X&!<3YIxS}6~_f1BT`
zklUbI8Uh}f&>l;{#+;xS0~(Y1OiLplRy1^4p~Nz(o49FqzU`B3@h6?d$&X#wU#F|=
zqXcdO^3txGyl^t86Lrx1E})M8u|Dcn3MgzUIo3Jz=fXNR)XK}lrg!?~l60?k-)#D~
ze12oynsVv))^mFQZs1dd0UrGtS!d~y)?sgSQB8N=ka0G(CZoqkN_v~IGdH_~vRYJL
zt!h;zY0%yG>X`oEYy&ch|4xeYqwD9xYV)7baqFaaY&M;hpX*rh%+^T;o(9!H_xtpq
z&|rMN=ZHxgN7A7)$YW&aTsp(-vWm83p`rB|8oRIj?p<#`W4Dzp@AhVZL-X%cps_Me
z+p}Yyi(O_lRdAqGFU9rV+>vD6_O%Z~Hwu+YsfuPZ9j}r_uLKO|A$Co20(DkJa+lTM
zgATSOD1ArD<9gLo`mT>HWfjYL1Uu!md!%Tp#1D;$EpoDI7Nn*WXl|k=k+96pP4?gM
zHLd^D{yB-OFZ$I^)k;^~OJ}g<-?;Hwe5_j5J<QZe**S-MRI(Sr3MgjK4-(8O6*Zk<
za~V%vwri!y$vd;<<UE(&p~vtrNiGy`*G5<TA8_H{QzN+J<WWAKl_?Yn9ysrN6?#6I
z;u6cAeIgshs={|_HdZfZx?@M?S|q3jwzAq?+Kc&(llTz2%zsW@CbvkHMFq>HFC`04
zitdG3)xE>`&)9jysip_u7=G#Zx~Hx(u5RU)M+SA6#okV>XrujuUYRk3@wRX;zO7ey
zVN_xdF(g|rpH0yZJG|JOXT_Y~DBu!pTj{Dw)d(5JZs$6@mFW2m#GQUC#VgaWX*15h
zEk-ZxoIM|1mqF*4CTCvaIH1bSdvH8)F_Hr4ecKgAQihah*ykgM2-6T1$!pqG?-mqi
z@6je_aSkLI_y*u;yK9(F({npaD=n_?3Q6A<+`{z@?-K%|Bs4AfovlSE3MgQjw}C3Q
z&{1FU_Jt8nza+zIw;U6{EfO_nBYkf7b9&{Z_R~r?`VHJSZFHzC=unkbgcg@D+?eDY
zbNC6poU~h}BUK@%g6dfV&O20l>;apnxup1t3C>aewJm4nZ1ghnFsU%%EOk@cjq|&c
z1@zt(jXERhZ^}6QNS1l?7QXvJ+hoNR{8FOzG8bT^@?+mj``isFbzpLcBva7MH<(ff
zfgDHSUf1+7#-G`z233EBW68Ikd3bgNV$N3TR_Q61>=a*RL&9Mq>8t2qdp0z>8($ji
z=+BK0cH&2W{;{p<R_&V3A+M5VDGzikFS#}0>s{g+6=!R6gbjhmA>=?~aLc<TmZe3+
zp)*tBLnVqS-Sg+{&(J#H8W{b*@Z+E5IpuLbR!%9{GPcNNHNnlKozBcGblEL~$BBp;
z(9>^yG_qbnBzV-^Mru42F*7yC0#ckd+wsx37jm8ZLA|qT77vSPlebOfZpE#tu#g4h
z_N&b%5?t~t=-@rqu|tEdncv&t?xCX+o4&GHp`4z_W#iyT77()71w=zv0tVnCM=)*y
zpMU<DmK#f}%MiSI#gGbiQD>dytv8P44xx=n)Ne*^AdI~B6<zd_Cr96*8L+9*oEt#b
zw_TPk$ZxpqRPs_gzGbEw>mIzmq$)Rq;azsv+}>0P>@JIy6^Ixb>-6zQKqVq33>qcc
zCCEs;wFxjyV=3}Fb<XRj;RW|1IX&x$lHQMf{$CdCPiy8&O-x0_4)a5dZ3Rh*0Ylx%
z10eapmOxR<x0-`u!8J8n6McEZbDu-VzEOVvt$c<HCit(fT+XJC#Zr*zOgw%<*GT^h
z4ze3WOr2=dyD%#^W=-!+l{tDqlYbm@<kX2_%IFmje82RR!@xQGZl7lspRV)~w*PrT
zJS(fTrBjJ@p@pVcIhm11ljV`OdWz(9w;s#p;mz&cOVYE$>uRxYlxw4riwp<~$dM*W
z1STlg>*Do#2mK%=nf00On!1eI$_@|5#&yiKM{Sc~!5D?n<qDk;*a-5E{JXmcjtJa>
z$B7Q1X0|A^X8KTd7tnc2oILC|Mey-i!*fy=#9m7l=7B+?4b}S#$(VJgU_ttk(r}h9
zA_p4pa|>Iz^%RZ>-$s7Li*U{}nLT4?19SH~tB38%<f5K@9N1B}Kb^mDz-QSmf}dm*
z90br)OJ?24;tSWPWIVb;gsK<uma+aP>sa5T7xlWk&0aM|^Nq}{UZBhuO1P5P)h-sF
zK=6f4QK#W?L0+0Nkh98r8%hyJmaAZ2Z*%*D$+OC-^id2(aH>Fg$!P0QvXaA2rIE>~
z3{uZP<RgbV4S!9yeye4c0#@DqT$^^d`t`^}pC_|gZS9fA_g~7@K6_d@Re9<R?K*vX
zwyN*ydW-`ngl>zu5e#NMPtIRNzEuJ}=ei@VR*G6Lztn@knQaUI_C;C0FZIW~+v#<Z
zckJ}o3T7QcV?8Wb<lB|~!7ad=2E!r|;h!RF_D8;km1l5vJL!$T6@Vu5R%>a7$=H{P
zKMWH$U&;1nw3@Fr(zS9pEFlM-=w~qUjHQ$8_HxdGT&<J8+(6_Whamo<?29(TMDr%P
zk+@3*zd1r<bDpRYK9oRHEwa4pR;+4L*h-uHBGR@a+aHrTa?2ubvvvJsx7X?i*<MS;
z5OJ}OaulxzSN0+AB9%bRUtlCvR9PhWG<3y6dZ`a1J>2?(z7LIeJ#gf<-@R$N_qcC%
zx`y^N<6L&SuBJ_tQAxy6ljq1#MQBi?Qn8(+6C<;rl&CpRHLzCb;W>TnU1>w%snfJP
zJ%zo~UQh|gTcGmNM$Df1-&=yP2XkvIC0t&8zm#QRv&lN;;LeCQG`Zy%$_U?RAf%Eq
zE!$_EYbLVyiwqehtS9;uf6LE@a;OU%Co}fOwo9@zsKYB9**wmizg_=(ZyrZ4K69(C
zRIwdv0|3fOFg&_O90lef9-jUA?<z|Lj71l;Hn;N%v4WfrBChEcc_hwX%_FZTMT`KB
z2{l7HTai|4&ni-H%iOM7^2na{z|X2pIoKvO)>*x)F7-Xn-g&8^T6~FeTox{d8GOQY
zg-B>Ny2<BJGt_E5#=p%y+;Sv6fF<SS#^{4+fr?o^d`?S{xw>$#NHP{7g+ge7+U6e~
z#{5~u!BI6QL#@`dK8I4z2oF~8=kVF^BlZym6p1J{(9eR3(IK;e-(e+YL5qeQ1%=<M
z#c?vO^H$6@Yv(q%S7I=tTJjIPU5ty2P5gnQ{)|r?SuF;1Gg_+sEaA<3??gg0Zej;i
z=}TjqTJKo(igrlxZF`?BR6?)oqzrx7;~>Y|Glqk&&B9f0uCK16$6ag7d196VnVlkn
zC&|(p#1Dn1?Bczf)tc8^s&8CX1i^@F`51Lhon(cv@RR~F-hxn3o^J#LS%prCcrP{h
zf7`PTc(SqbKHm#xygc02W-#%`M4}khF{_OBcPzTA?UCU=XGGUP{^(b`dAZsR8~iri
zl!F>_WIx$+H`MzpRyS2A97HP4l(ZM$wm@w#;T49O8hx|^GD_n+W<_>@YbVFutbfSA
zVT%v)YBTf5IbSvD)TcD(vJh@C+4GSeC3-ufW~NFPp`wsaIRG91<ZR^cp@f1VtX8{o
z-YHSR$D0rJpEh3XtJLb!s$xBsqE*(r%9)C^sUUhzjSlpy)f&*#S<Jm<H_q8{Qm~KB
z>X&@I&L{I(r|l@lsyYa(=UF@)_q*+-nF#9H)u2mxPPDW1eU0VMsKrS*vFrw)JWe%S
zax)FSV7L*3J3CdQQ}u*!vFW4JXE<3}%)B=Xd+PJ25A@YS#|*EAb+&2;mELVKdz4sN
zU_ICBj#`mV|DZ>+F{HqHps2L7SbVfEsAFXT6YB+^6Z{G;;DE-6IsGi^dM|cbHLe}&
zS+gE3muFXy5Bm8GwLqr+sWp~h&N?}mn@X!q?JBz26;h@$8V4%Ra8t`Wkoa}kYC6cr
z74}{xIPiba>z-fjd#}~ni^Y0rUfY*`tqm`gellG%FkKPI?NPXIA^&DRyb41AfPbQO
zpO!4OWn{rov)0nR--4@P=O5csX2}oFkG?l#p_mEek2CYC$fmPAg3NN=GjJvvY1YeY
zEIT$a0y}ed^{oCU<IcHx2nws4cD~L9d7OO?J?F(R;OO6EI0p~<^dc&@L^o{vi&bu4
zu>o69!25Ve>P6&(H7Lb?iN#y42>kL>5ja=b-#l5>pT}a)Oz`i@&`ojUe{zt&Jcp#R
z0Ia`9c^#nAK~38;+)g?BT#FI~xRKts<S4Cw4qc`TD>=bYkK<)(A>_|BVy=V;>tk(H
zMYOa@er1j{uU0j~JSF;3tmsEc!6m8-5fu%4*Z_CIrnS4uz_m5ozS(OYqxkJN@Bj1D
zsE5H-yzZ=1Qr=xG&ehUTXIZ3}T-tbJ+dT8p7rK^eyGqlY-Kb|`EXXqEp!TvXdr+56
zz{%M}_@bZ;`E>l~%4jCn8Jz=zHO1sH?s7fvtt&H@eeT;y-hSPcv0BKeNI_EzvJidS
zNzB{0urJpwWK0Wtzn#rrIz`Ina<1tOjerO4>sy7?wx7F>S8^P}8#_0j5?(2eUX@i4
znl@W{dUjlt_5V_jZN0#79T)Lf!#iUqz@G7Je%~=iIb?i~(fv|JMO9kBTs^{7u-%do
zD`Vf>x_I><TLL@FAUJil((A0wzUl{G#7fp3Lr3)vinoCdWp7}NQ>c;q>O57zDP!7*
zS1lIWaZ$pDMeMII?tEP2m=gPSk_NrwtkB2qSv~T<e!gvTE#*3Gzd*55*YpkpOIRoC
z`;D|#^YA#Ym=(nl_C*etY$}~~9iIR7LdkKfHJzB#X9~UDT^+Tc5an}{4Fpk;$7aW^
zg}2XfDy7%B$?2;CmksKp{Lz!s?P{ej!AQsb+V1Q?9Ca}yd4vbr!j7o)#n09_%$>&f
z6h0F|d^sXcbiU}0$rL_@q%_&C+1i<zYnUsWDR={$GdhbjOh!FZW%kjsgy6Fo_58q9
zWsOyMukUfciaR)pPC2=Bi)UT@a4OK}{usswO{POY{xwj#*NdU*3A)G73L7RQ30eJJ
zlv&;#ciY-4uUj)PJBFh}95!;Lw}@wri62#(@}K!TNK%lA1>M9si88hKp2#VcI|_5@
znEvR_7!4F2h&O0CaESX|bMN!xsT#z^p>RM))gH1|qnOMM+mR6$E%(?#V+qS=qTyNO
z;nTe?+FvMzm^`0Xh;oe2Wk{0ij^Rgjjd0T^{hg0grrw^4aP8X;xLE5rR_2^5x2*D!
z7Qx(n*pP8BHRp_JUQE?=sxR13q3bGrQ8(RYgmunax2>X@1f0A9x1IN1Hee0ncF*hA
zk05LQ9gPX4h3CLc8|h*ZYl`2R*8F*O)1kcsL#yL;-r#Rzegu<tHf@>j$nWy@5-MT~
zV|a|H3Rw=x2#$X3PVi~KjF|>jOl-JV1pT%j=Ggcs8@NU{H|j%<C}l{>A=W`MqKhe^
z{Yl6B)9qYyQZX|2BQClDlCL#;n%=~p#dJMzTFQEz=x1v*@I;mzdB_7f!b|}@-2-M{
zf2#o#D*N2wWSids{qgH^tmT1nk*Oi(5ef=H;XlQ?3?Toy;ddS&g-y!E;2KZ<>(9_{
zBSj2*Qa||OscEARu3q}`wegSPVqL=BtXdrRDKT9Zw%&H;lia-|if&jB?EU-FX(PWz
zjR%flDtn179wMK4gD{G-+G!o3vt59V3N}5kr=W@dIo0tZad=*_JxEnxRs+xVEWU+Y
zlwb?}kZheKRSP6nt*z+xe&4_cFtnNJWjDTJ-n&upr;Wy-8hArl*6}*U>h{j|8h=U}
z6UaW&G9j-+uSe<pr}tgzr~gLMai48-;I>dXC+~dh&`*Ap4bec~Lhj4T>@u%|i5X}!
zldW#tZ5S|vM<t=k8Yb+vmEiarhRGV26eB?WVyxB-zkcawX%LC``n+FfX<OC!PN-by
zo3~Vosk+`N26)bg9I<^qmy5H@zBF2E#E1PdmF$a16XF`d6r|Qwi_dExoZ?ZOT$>v%
zYs;YX&Xr5AX`9@p!yi2${WOh?S^BZ@8u0cbp%CMavgiUoB!W)Iwwmj|aRBJItYq1_
z9K>)Ai+B+c?Q)Ls1{)S)V|T=6I&kvo&s`W7VIK2__ZNdYs*=R+mo9~hHxN*W&xuCo
z*oV$Nr$i3Uok#cz`o-D<uPq??>3P;dwX*cfleC@F+ec2_`0z}I1PZa8Qtb0<GGv9e
zO{CwPNRkmAiK_76r!OsfuiOh|Xcxsg<Ai=2Uglk*#0M;3oHQ|G5}dr_`^Kke;rIP+
zQ_|BQ6%}TXBH)F>-Em&yIwD|;KUnsH<Yu`(=x!XMWd@lijUP6$+ZEP$0mqR!#bkS}
z|BE+Kc{mvmW_2%a-W{%~?Idbx^75N3#Wo(~tndyWLBIaGY3Si_Vg4eRf`XDrji%nt
zD}CGjUbIT~RbDl6b}t--#j&P!?+(%2bL}EgG&j~r?@APSm$*}ZJW8ap^X{VaVjtr^
zyTio3B#31Y`S|$v(<KA;WOWpHX`X!Hser-R1Gd7zb$aYu3D1OiB|XpNSrFj8cui^I
zht2TZiNrIRwjV$?0TSbZ{XrciZ$NK+VrohO$SfU2GthM@x#ltvQ_@^uhz*yX#tE}?
zZ4P;-V6)?~hDX?1&vRzI7f9=`RIE@l{iu%7WX1HPw*8pCS9;Xq1N@|91cqm@&L*$=
zcfJ=?Pc=c#kqh#w1u3Zud8c5Bh|Pio^^9;+)&QrC%n{3Y@@DA0!QBqvd&6yIt20-A
zL8K_w<5|i{{IlHCTfdjuoZ^)wwyg1A)_NI1{eXzb?v^o5VnO-<;WpAHL5)NdNW(N%
zxvfqBvo`#c_+LrLq)kFXW5ul@1PW5;)`2H_jqc{caJf20Ro=f6f9%#V0(}fLi>NC<
zU)+kE895>{@MgC<B5w0Z%A!&3oS@o9FIxcdPZ#a$7ot?F)h2h=+a9$an1!GJkzio|
zflN$6gxgj3eo>p{<b}+?zZunHc0`X~0;X8fq5m?|{v+)KDo&Ysc~SlS+O;<X1!Oiw
zLAe{Lvxr1$yg<|STJSzJ+<6VfC-T54GJ}lm3gn6ZPBOv%ki%AHr6i?|YKP?e2TfbO
z6sHdy`>`lv#P{QmPY}0S(9C#(RRPY?EqRDRK1NO8_v1cyhtU(5;@5}h5ta<aLL-gc
zO++sXX-8BbZ_)aO6&So5Rt;Q6HB|$OoexH?cFkb!q}0|t{7R_wp=xTFj3xV;I|+mq
z)=CwXC3<VAx117{TI%)jZ0t8jxqssH$%X4KwsZEIUgaLsy0@F$V_xX?0QV&aqhNS8
zGb<vx*`U+zvv-{O>}SR63{jT<Q$q9~ZKi)^nBIe1`tkcaso+Gt65HjWCvcBmUdP7T
zR27+r_*J)+$8~C^*gqhWp%$*+bnJUDQkka(huE@8Ro4Z7JgTg()<Z3&<ccISF??wf
z{S#G2%W73fL?0sZ%MMv<<u}ybOZ9MT?7&>x-%+t+X+}vp!(B70SDg&R6t|wq**<kF
zw+)orpF2bcXOW0vgfyt6?&rg@H(Zmy!`P1yk=pk-try%^uxeqLSy;zpSycA<GMw@0
zz$Ogax-_JI#kP4D33g_d%C#L`T;Edh>+T~l#=#Fs;+T1^U?AuC3elfyZf?HetPD~g
z`XHo;FmP|@8CD}|QYU&J9R|cW8(0~|>*OZF*SKU}Zr<Lk`I+_=v$NrnSo$^Kr1(?j
z?<B$li*>8N$drg>dfo~7eVOOpGb~U|`C+#KNi(7!7L-GeXP}Ei_|8)8Sh1nHy2);l
zpbF^aR8By>+pGUSJ*R<Un<!}L(+p2>gUZ)UH^`;`HKE%>af_iZ2Xc44e;O`IU|Gsz
z*f%ZJAULkKggBTzFE_kMn%mpU3_-nQS(XH*wo5}r`b?NNR0Lo+Ow*W+JUcR5>og0g
z-Z>n7s=<Bx+CAs3pT3MKA3oecBsXwXbWn_g7*nL1+igfgA3?7LL!+WhtF`wCnlgQo
zT!x-(CV_3n|B;%O!6j$k#;{-yv*uT9A}=qvC(G^AW5_ET6Pz%B|I>P$+d*hJf5QF9
zf~+M$?g{G1q7c2OB}CPsf5me~&Zt7ibWUwk1c2D9Z1rs8g?xzkkb#p-?8zW!hO4~4
z74fV~*ZZc#FudC*Jztd|J{^%{_+JHjxDr*>bT~k+pscq+s0Tkf7+kYTgn#h)Fi%C}
zYZI%wZc_{QuI||4j4VgDsVn%`iGSVDJ+MabjI?$2f9bX<`bW)kDRsAT6?IcHxCi;!
zdA}vM3$wARizt1R2Tu0yyM|7TT)Zn(n-%84f~BbICx`@Lk`b3bC?~f!Q^l70SlGR8
z9Lz&6oYFWixGP7_3KV$t)%;%K0bFLKBo&h-Zhydp44oeV@_a7i?d__%yZN`*SFzTc
z#}<F7V@b}_z3sr}21U5i4vX~w@ccR9_tJNpqQ*bt2q45}1GxyIKWN}6eJH-hjw~p|
z{{3>NHNbZ_eFML+!Uo54_vu>TOin!Mc&U>dOC6ZK)vUsd_*qHRsGn5_*V%xo)`Bi$
z>?A9crt9d=1@Z>hd<M7hm<+YO<-0@Sv#}h!6PGu)g$S4*1B&0NzO4)6eA6SWQ<3V{
zL_Csz+jNO!bNf5(Av%MJ7Rb$Qo7rS)X!I3x+2F=cwecb;DI$@R=qn}n>%$`F(17s5
zrOr$jBAIgxFE`|(ioRSo8CayyQJWXPpwygjmDl*ahv%r27m89+cp`2%g&A$~c(qdU
zUGQC{LXX#FB+1$aDb?#8?hFikoWb{=yt1{r>Oq2BN2nJK;wMqWqfh;u1wL0r=8K??
zW-$y_qO32Idlo8=-D*f=1Wby?ZYD6yB9R1+6p2=)%Zf#tQy+UPwa~;iPS?cK*&_xn
zc@zwsQi{q0A6Z(n_?f_s0I67m;xFcBVgSwCb1G>}`|3roO9q5ju5flu`>rcSMG#x$
zw4|kXv{U&1RCyj^9)G(wD@i86d1-YaL@I=8CLC0zH#*1}5uAo1_;2qKBFX0*mx15A
zE*Ly&$X(!G;t_AP=G7rAaFfJI!Ok;YmD#4d^WA>bfuF6xZ(r2a>Ue>KWt6#ZQ$yCi
zO89FmI&(FA@jsbxp{@fPbsnk9pdUUocaBU{Ic3Un6D$DkPb0j}XBv%HNVP!hi;(kn
zo0F>@<P8?zF~+9^5e0K?Pi&O(8xKyK)Ms>dl7Q!%$DPPtko@79EV7`|1kd-wS-sn-
zZHu-m;Z%&wpWV|0Ml=2>Y_5DTIdZ*X`axZhgF?)F)+52MD@~2+(iLPwwZGn?@!of3
zBy#mLMp8B=+valmw$F_ASifS1A}f#ux;wagMc`tub}r;1<?}1Q-3+{cADcG%%g|^$
zp>eU;iw1GfC>YS$W__Z%)HRJ{;z;~)45#1XvFZIZv9j@fRY_Xiw3^8()H64}m(OQV
z#~ipG3#EVu30Y=%`BzSU!z+Y?UU)?0uweY?RNGow|8;z(P<h|#*y(}F{3C>~J%#R$
z4B(fV0>2c3o0m^I25;kw$IAMATS<RRC*4&p5ir4pf`y>_AWrX5A}1p;RZy)pQF%$!
z^*Ov#5{E_^&kK6<=EL4F>BNVN3293hrQ~*&$Gu|fJa|PE$|EwV%`4*)*(bN0u-8y`
z_t9~Tul|yu(e8V>fnIXLNg#ak*>x=6m)?hO9z)!>0@>zYr;+JSy*c}2L~Tes-f&W%
zDXh1pT;GUuWkf>c;s1XBmCGf>GW5#HeKSKZVD2IP^P};ViSUI$p`wdCbcrkujf}%{
z64jU0^1~SrUCyGz$hpP5>dpB!)~`68y1;?G9RTT+Ol~?k;k_KPXx)LBQQQw!4Eso2
zi|*;4JL#g9gqs!pUgE+3NsrSJ%iPtg=-9l#9X876lPr~+dZ??JGgVDTeQY~E>=lN0
zQe<=c(-d}N!F&n{B2d6Z@;Lx5i(&V>i`VM-x8Kr@@)@X|z8^d(QYjVrz`<g(r1?t=
zHf-aVj!iSx>v72uSp=z)7DSiJeLVGL*R(*^!|_v#>-Q9sPZgE*)6mAg?x-PAyn^C(
zi|dRBtZJHrhfvQ1gYslCcf6j3tX=5+M){~ez9myk+I@=H6?dn6U{NI54b1HOXI_`W
z`kTu2H8BO#Zq7XLz8?fL9KB7VUf3Y?jfOLBasbEvQsUTC2AUoc#X+7dr7%7$o54@R
zgMC{3n*eee)QcJT%SH?*ehbN;4~>1hBv{XuybW6bJeb=3_UbnHURryrx+2j2gPdW>
z-bXegj?;<1^hZk-Ceo=zjnQ>AMK2%XKI$GeiKd;{U77%DFan7s3}?7`E!`<(NP9Rr
zRkvM~9;u|4o-fr>Sh&LbQ*CqmX}Yxa5TzvoJ|z*MORVVih%Y!Q8^9wKO8G&f*wY^q
zm22Mtm!l^_!tV>Ka8ygF|5dM?_+;b;!GIG7|6Vu2J+37Qj`{})&qW1&lAj6*N6xG*
zSl6X=dIU@uP8c369>-VEIp2V1z7wOX^6LGd`<9ta%w|wWH9fY3+XWzKwz^~~N7`h_
zk<&Hg89;`)Q2ObW5f-&SY@&!MC;eJy>Eu*wJ5YcH4G4yB_u%kfgN**Qiq5PE$b1bl
zk9dwFz_9^IAdcbubIMP%K87=4R7<;#*=>ujfHg2!`i!?g+M&%c&wD3Y&Xbeyv#;x>
zf$nrkSXda**45F`aRA+(vIjfB@R~$KM2)=n1Zbq74kLTg9(Sx)X0w&2qO+1GSbXBk
z*ZRi(t1engzc!T9@A{5jzCSef&}NAQpSo0fa1AaLA5yCCb$}CABgy~{(B-TJ#Ci~t
zDbTVDbrlgEU+Ch~4B}5`8sC8c1LO<g(y;k2CC5jWWQ>ldIGL|H6P%d*S|=E|pI>#n
z`r3bfd>YZ9L$vqKgRVsZ2y#Iwx>d3rs9s-11j0b8;l?Xu>=-I-(M~;HO0&IE2&3C3
zpX2cJ>^Er`s+w9izR}qIRT&qIaWC|nZ$CG>p4GS#+P?)eF3EEw83_f~<_EeONqQ2M
zXoVe8D6hkIsTopNWu|vtaLfrUbWY)pn>4&|!+?eBi2*&v;VNzNP|JHW$EJNEXAc}b
zxM=*yjT6wnu;8r^zsmHKn4hNt6uE?_-#!Z(OoGl!F7y4AA0EL3SPdkNbe>MJH!pC+
z@==J*26hIEN8nUcBD@U3IJ;&<-?nAEna%ylHFVc6dpq0Y0yX@eAH^ZEp!$Xe2!~sA
zC_uzKEaAaS5|}Mr4P&dSl&)zz!C2ADTDtS24<THUDsQtiR6PcFf|zVT(Df$BZr!tZ
zbsqWJA4igtWrD*%TuBFlfH%YDpp_Svn8*!;yHgY2;YHa1nbj+R=i%vq?Q|!0HMP_{
zk`^+pxWs9LQ+U!iJ8=Fa@_jT<IuK<=q;wkL2zPgPyDsQ@FBJDRL!-}$q(H8JkY6LU
z8T`;Nh#%$Sv5uGVwuPlOn$V`>;T+S)Kz&6wwx-<`|1Prg`051=>gAEj7_T9{pCQ)N
zA9bJOq!oW$M#-dk^ypDUZMWsaz0Zg!@GFEF2nzXClH^cV@<FRA9U+1q%v|S!(vMWn
zN^Agih0ytW{_Q*bkQtK?aM{<<(p!23L^{#MkLe?`hFpd$1&gsE9=6Dr1Rdq)p@Wha
zXcFr^37VymptRb86yED6Mnzpx5nGQ?)msbT$bAL7xMD5|AayOEa(@@V@~UsR#2>7C
zV?y>u8oS&B*612WPu^V4zs6gVCu+l=$DH1^8GD&``XM-#r(A|j5NmSpD%W?F=!giG
z_8Y4~5Mhh00Qt2A>8t&qR6$ECQZZ570J__qnZ5`cW#dhP%)twbuGDCseHE&lIOW=h
zdy64?eDBjn*a|jmrdD2VVd&5KttEb1hNB{>al+NOyBqk<!XWMPY<&%G2b`?ClxKWn
zUZlC`=c~nRlnyAR8FvT51K^4kr2A2EK6J^b{gE8vi6EOy-(CqGCX$T)m&_3SFTZKd
z<jjq9b>;~KMBRSCnG?pz`kG;f*jL9oI5&n_ZP&3u97#=5m>+&~%^d`WwyJV^X%HIa
zt_TD{n2)mylWOI)fo=qj!$j3P2&a<wef?O{j#)kbg9Syorr9`K{!ZRP85Nq?;YXtO
zP^DONMp|%hqK!^$(~cY&TauO}aLDdz97!Pe{XDl|{+YEp9`Ofr^0?h4mvHg{p-#C}
zUNfV9R%`e8;z!TYa1JtG3R)O>bSl@|!pe8M)N4+kdspAI<urcOM061;%kklX7Le0W
zNI0?XZdX(EXj~=+82gW*dcXnM$j^_TIV{W%ACSacomDfPKn4lf3Ly*+-8lz{)w-Ux
zGK|HHx?fnM<0x?Q7qwX{&2!pag`Xw5$Mp6|2ekdp7#KQOiK=Zx#48ock<PS71i2tl
ztg|n}y^g)BSAeY~KRd&FnUq<|W>Oc9#gN7oi0;E^N+phzF&D~=Ro9i*tenAvC*mIT
z!x+|>Y4*APYAT54C>0bGOu!L1iS$z^b%VrT3RL9ScvjKUaPEGprW{DRXCl3%97Y4J
zF|*S~x!}HW-VH}!Xcq;hwINy2eZmA#I6P4mfPP9b65d`Pd=dS~t~#CS5uHj=fs0xs
zE-Gg-Gbwb0+N&v_bbP?0G%<5XnFb7-ofc743~B_X=Uj_8#Xxb|cp~B}lRmmgOJh(7
znvp#{M?C=jf368sPaWFR^d^oZ*tx9uyKK&<o5ZiX9+A!hl`NI?J`zQ*YyUy1D;rBg
zx2D{Xm7zGN1_EAyp|uK)U4<@uyjGnl#;1-!@*&Fpcu>fyV6fL8N=*LpO&Z$4D-Ab7
z-dwBrsPd#ES{oeN%D$+o1>1h)!k5PT2pZAxXUx=}g2r-40RqB(jElSKy)!h1F7Brq
z<~`R1xuu7$f`<3$Jhd%?9&lxb<*;f(zBF?@(GtMyu^X2QO69&7UgAA?gbz=c{yPOL
zL3B$)l24{D&uDBSH6=wFPVgn9b>dasB0nV4tNS6VN*4$yYu{)_fZ~Pg+PAUANQIb7
zyo^bR4?}Ffjaa);*Ni~;-|zGzb6fU)5z$k~HmBG+Oh;2Zw4h}8J}WDjXoe%N3d1ZL
za&qDW%&x+J70yb{&jJ8y|9w*uU$pp<_WU60CDE<}@L>L~N{g&JarO22UH$8OkbpS0
zq}MKLA|;ST`8AeWX`tMUzm?V@`xK?6N#N3izWy(AUFpseaw+;ypuxIa2KOMhRLcD*
zxn;~INjEi_9zsn_jlG?c*0$Jisqzj>v9Du!?rnfv_dQ@|6EW$&;Rf@WXRw(lXs7EN
zd=&T|Nv;2!pmR<+a4H%7RfVZ8mCMWjNY6BArjdA3-Y@Xl;UssR{8Wv4y^0=}jK8LM
z_FC!~&nQRFjuRN)VWzOb9*K4|3X?Kk182oWdCn$zdwZLl0pJk)t^dld38_yMau3s=
zjKA0!GWL;_i$G!n4Tj~HV*4k8-v5hIpUcdl*jhHi$nFk!6Moj+c<s{(Zri(nO%S<8
z{YO!aC7|(5-Y`A*Kl793F3v|~R<90x^ukB8Is6g8I9_;|d+;~A5lCn(JJ)ECDVBCH
zUIWFnjj7L|JyT4llsxt~S*~ZFYn{Lz8~yS9qQj2MxtQ9v*VkrU!gHy%7TNK$r-6uq
zf6?xL-Z}Ol5xM0_Pru;?yTACPBl{%&7T_C))Z=M=NNt28Nfcu@w3;_MuN;WqQ+wHX
zv(_>1;ExJ^miIvX5<EyDjRcvbe1xp>7e142IvO)NPwDA+{MBl{Fr*0Z@GAikfUKYI
z-CS=LYm-4>Ysu#;Q1+EJ4~0}9y1{{H3KtacCKo=C(v4lqt=w>tg)_wUVyHRgeeZ*-
z4Gn{)rYjeKV|Ig{`{MoCAg>Z!V1C@)qPrmsBSW<+(VbY+Uz3<Iv7h<}`&Ls_JI|>O
z#JQ2dkv&n(5p_p!HBk4R6Cn%IjpdI4l>HEqWwvp$s2&cnRAn39i}aOb)HA%VM$X;r
znrW@Gl;o9pEojjBTfyly=By}G==}P|f}CoMqGWpK0TgeCL(hnBr0yV^74Pup<1zX^
zkeM!YfQpD_kl+e>I}P$Xmq1?OK9etC{L#JCJyvUl!$RcDdi-G%AYjPJ&CZ2?BVv*E
z!6?;<I_9Cj$6n<nto5G$7;FY2zqLAOz%6b~jCG>hgND!CQoiH@xwXFnI3}PnDgvs%
zTgZfljft^HD+z)p0;P%MLBBUbsC5o<cIxjnkXYRL6WHM?Dt{|`wY_*&q;j{QM{K-4
zFKzcGi{Qs{{Sqw8L2%s-bdoZkbO74k1j^xN!)1>Q?Lz|t!x43C_qFMZpyld<euH)f
zL1%`oMGYa++$M0}gs$VtzLaUx_LPR(crL#rQc7O}-r>~0yhEEKtHa1*vyjNNw6w57
zF-vg*NJZ^-lPKmM`ue32Y3@1ZWz*yZR_!GO5MOF)E$#t#W^GWgz1rgCdG^!v?Fj)q
zP|n;nLrq;?_+oGIJH7P%ji_X9_S5XHq7U1Vtc|p;aS?R+F7ViV(C5B1+Sc|S6c?af
zxggZeKRHham!c2|qKqlu*V{`)riK`%CTn;<CU>$b_z+0z#SCD^+nn>-y%kexxE{76
zV5hX2@f!3@dIdUtmA&bTG57iPK*i2CDA5`!_;{hI1$c+9=(O}ZrASoFIa}<>K2tJn
zRJ}=0y?Y62Y^^{m5>P*evJuZ|B}~blHy6UQ+WlN7hJe%*ZBJAyM+zNhp}`vyhz*3l
zI6+M}hse4GF^Fo7dLMYs43*|}JhTFTtbVWPI8fpLMA*;BdHd~IY?A4m!Kzi}S7Pog
z1+mNwH0gNBadQ1*+-uqQ5o6MZ1HQWSLEVYrRmA7}Nk`LTJcV3j(A=ng8+ylIMzl>k
z^qX8)qG`6El4b%nS|qfhq9200q!AK_Oo+mp1hQ-UI}|@Ed5ol*lgt-5Cnr+I-Tb%&
z>2lx!f;(hA+u9anTI~3`v03Ht&Mv%5@;ZqOG#p?<6ly?e_9h6xazcx?JqaYLK}zhI
zT}7a_ke!qBH3;}LwZ)50hI;QNO8`|uQd{>v5Y%r}-#%R;a<FVk<81qo<b}@%5}DP*
z13vNuEVw<pV~_O}yvXO_@4mWe(B!&|h}uFIBLmP@yNC#eoIHR1d-Sb?P6ci^TymeH
zs$D%5J^fre;?S1-bG2*QJGT6`^v1Dtk@d4P!XmCmq$KHitbD3U#Ot~S5a)cfL?h*)
zmT@AID<UneoBrZ|W|HyXuP^@id-dPYj?PvdYMl`6b1=9MaG4TNuoMLSvF7%K;naRI
z^vbVX?&Qx$FzuqYQu4O96ch*#`f>Iu&E1~C$tcc6Z?0p~c^#O~p)Pses}yKvoYdpc
z%<Vj#w}_^46^J9%uWds;CKeIX&&<rk!)M7NP0&GEJ`|C^DX{EFk~|68_8%a|)u&B<
zq;~1Z#{Q2Qyww^dH)!k1Y&1R0nX)_iFkV$);oRoR@2?n}ntygtHpIgdLAo;$TS)L!
z^Y_;Y=I}Mp4-AisJ3j#ZG!PLzUbhufVNf-iIM`o0I4s5wu0}7g%u`YddbJa13UB|i
zZiyHA!WIC0so{?onH&m7;9T01-ZCy)dV+Ztip%qMe}>!sd#lNH=_LNH_jtCLZjIO<
z5E+2kVdb$-9htE&`$@6|DNxhN=GQCG15&5LdEp8iSMXJLS)-9iIt8Ii#lNW-_IyTy
zJ)`!F?=rDQh^)mnk&rPj0}%1cO_Nz{ca?vYPWorZbMQ`i;TvQE9=lh|*=atkN3QGV
z3dY?j@zbDrs4xz0S1!SK3%9qb!bRKV@4Q3|fF!APy=BLuXF*|=$cG~tIk?_)b|C;H
z0?FS{Vx$~NI8c0gdX6S1J3FFu)LlXO`cGoyNaBSn9{#+=Y_bOVq;N*B58cWz;^r8T
zSg;#Pu~5SAynM&^R0u}=FP&4j{RFOeda5+gHhO8Oq+%pnbXN=mKmOL>7fW3*vw3?0
zC!#z0ElyY+8ubLtK_T%3Qu2#5iU|?h(Dn~JF^za%R{wIgw8b%O?VeJbl$iLPWA?_R
zmt$Mmga=|)zOLBSZ~saXb69Ikc;dEFU<V4QC5z&2_I`>7;c~jCyn}(jMr0Y~BhBQ!
zzh%Kp^PXY4n4_9RYCUwvsw<5)IJ)in_{kYixMO+=QCPpuze*J=s`-(1(>ze2s07*t
zF2?+?pmxU4Njcn}Y{Y9hD`5n(iy-rIJjmK&3p&?JY31me5li)eoOF=!G+d3B_8{3Z
z1@#9Ms_R(wl-uM1Ix{u*`oRmMdWtEntvu8f_Um+JR;hx%EzuR`oP*rp%~(Xf7OJjj
z(J(G35j^n-=%djPeI+qAcCJ00n272AT;K(|LXBUkZEj|2X>z?OKgdrW5=ygw`Q>YW
z3P4fK1netlG4|)drCjz?^Ly}vJ`Ya?S@UQVN?Cl1zIg50&AC;81+_UYj}Dd9Ouu5r
z-p_1eunYTTVrB~B03{jCz#EJPlB2Hi60)g?eT<S{iv%0SvQtt)wX<Dw)|~13hC{x;
zL0ZG_N_%5EPoRvFxms)=@-15S@^xO5LtaTPMF%d@MO&bbS;j1?maKPnl}M192U5~H
zXngQ}$<)!d#<rly7=5Yw4hvh26NpMXa<BFIA&)wvh@&=;^GpNHm8j%rPFLN$Xv!<o
zw={SOw21c(Qqao7p^BY}xJzNZpN*K2Q#OdEj_!STo$=FF@a%xCZZAn%k=@qR$;sJK
zoKSmkez_6~2|LFcGM6hx^1U}V2`@vbNPfp;D&_ryLUqP#94<fUurx;mnQ6La#={}A
zYcx?87@MdyX6Dzp#pw6t(ou5+Ym%f#={3@J+&N*bteOsG#WQN@SMdqSPlc~O_aP)k
z4o6(GCXrQfSDQ#Xi;*2>71$$xJ(wVj5tFGXWgob#rhcIe!Saag5H_C=h2|ao`@1(V
z^&-JuFVjwv*xw;N-W#NvBc*rO{?t5Ck@IwsUdmd;-IR%Mo7mi48J3*%)sk&%{MS4Z
z6#tZ@N4ZJQ(>odz;uV8+W^2N%)+q4#z`&y)Kly4YD>Leo-OaY|K?)SYe@<_1t8fQ&
z_Z@YVMm{DGO?4#kpLuxe+ZFjzO_4l5h10axIr~4~B9&A2drev0b;QV`NLXf}<N79U
z`;*Sc3zYC2Mf{Tv1k}3l_|HwGQ3wkMM~kJ#+o;GYXxjzRBMWpG2?x2{Mi3t7K5_0U
zX=C&uBA$T-a<C(f(O(zilWulAr*b}hvK$!Q?<i;%y7f%IG%c>bXg}%*CYVTajYMV%
zq4|LB`DI4WHN5R$QB(R3qV))c!cmQ&L^c6>>AZ(iK!`9Bj&l=eaqWo%pHOkmMN`g7
zGhQ(?pWl#9M#$auRM2ngqaO~bJ0du_;bw4Sh~~%hh!cf;1mIiR&<BJIq_R{@L6b5p
zI=X*;<6vj(U;<==BcPkcZBSvQB#jraiToBTqynM@!H59B#g$Yz;b(zk(_hl~BbsxO
zBa=IT4R~oTT8#+-Z+<K#&OgJthd^%Yv3PVcverp_Jnqo*vISaJU%C{J3xlprSzi|z
zp_k$K6e4s<3*uR_KI_n6mG@~9ch#S#Mhz#4d@_NJe*RwTxrJ+LEQO4sq+ELyEDC+y
z#C`6g^%T*{d1isYTs&&;uko6Mu%K&4W%QE&ud4qCLU}t-0enPU5RygBV`X>K8Yar~
zjOoPaz7Ng_M`m|a-HB0_fc$sL$tee=a=DK~gf;$g_K7MbB8vbWLKL7>J6J}EZ1VSS
zI*F*OI=?)*4-<WV0?IxG_f`dkFPo?C+)nHG90)GvyB;5T)|7w={T~C*n|_l1Mot?M
zsCoy;sjA}h`Kpd$HG%Ph@D4yyD<wPo+fD*8(c5QG`KG}p{13}VE&FWIFwsC$CDVf>
ze4JMTS@i6}#nV1<4>NxkiA1^NoYUEH`XEaTKgxf)@9+C*bwk4kyNdGiRu1%JA=dG#
zWI-U3TlzN|aMu<0y*C0jrl9Fv0P;8f(jc4v@xtM%A7#(kkhWVd##cs~?Hp1dbaSfB
zRI9lpohC24{OCAVr)mAP&6!LWKMj!D{-jB7X1SSmkZ^qXQPV5sy;I@O$=ZA@*LTxX
zubL><)t_B(twnziWPgyKMbv*RuXC-hugjR=yqN$B@S!NYuaK!2>Lg_NenCPkWBlgy
zZ8%yNBcW+XYn%7R%csrxi!*D-=ceQotsdQJK)hIf>G}-6l+;vOQ4?TCbRx|g#?$|I
zjef5ZM(2NXcD{|P)!L=uN`((r=U&msw{Hcfq~necy52gz6jjegKFgL>BHD8J>|!oi
zv-rw(oPqM0m;)c+PuzFxPi=V<DjiZI^ur|3yvpeRX-TKf!WgA3VHS9WR|X4R^@jRs
zK}Al91fn!g5JdppLf8lAKmdj}dqT9&-D&AKh8Wusq_1GH{mQB?1(=k`sY6nYcA7ls
zs<|=&Gv>4JsVHdVg*aiz$#y(7GqxN^O)t>^y|bqUA*<h6@auHUh4BQL#Oo`r&ODFF
zgK|eyFG8L0^R^50z&+gE&)k1qiH-E8A&|nkh-He!?>ZD9BDwYCNYCGtccAYu_Sdab
z{*pii0M{WJW#+{}fjV=#rDUQn8G_8$|Epn3FO{Ks*TDjxZ&BXo{aEYEe|9aTqIX81
zK~sG@w1bk=$}?OTygB9#-6tUK4U36EwNO0T4-x%1R$_E8rOTx>&Dv=~yhGcX$R`*(
zvDShEuaxxN%$ju)ROCcH#w$r2BUrbIV=_pKrWj}vGN-0K9;anqtz3GI!Kqsn1>V8x
zm?90JV#ju6LL~NGV+8Hq0L0e>*r_S8EQled&&RJCw6N}le9xd3J<r*^Fec2;C!+~&
z_TH&SU~;$!CI?f?QQdoD4{82jU=MG|ClueK2_D35K7UTkZ0wFO^di{R5A!|%vpZOk
zCCxUtirr|q)zy$dF@N!*;)H4Cfm`f<v_+raxnmH^W7j{XVY?-Z;k!T~KSzlc8!$Cv
zZH?Cu*>tWa6%b7<6zBioh_Q5ZUdRn2ZaVMAB6?PwHtIDy-LYa(>E`#SFF`xXA%@!+
zJ#;A`WfMrA7&RkikQKmNm6CX9z#;H+pcI9EAwCaHIN~OC4ddTHmhyb}GSlM}0&g4S
zhp`v6EcgWtC+ZZ2=K>9>GV@Ll3=WbJd>)V;KUNXBxh96mFuD1+saP@H=)Cn4Ri__c
zG1r#cCJS0IS;NJnh&yLYIH$&A`MT~scFsBJ!NTHjPX9JFISU!<>Qmh(i`H;g!Q<1*
z`l!VjzjeUih)@jZXyvN-BhI`ci<Uq4n4gMVcn*BsyrGs<Q=^>caq@R7qWZi!3hb~v
zvT&$<E~Dy!7wZiFzOWIN*kVdHXZcR|FO_@KP2>Dio#Z_>f8a|S8cCyUhNr#==KfJj
z6Jy}AKcPD^viavN`LUlMJLjgHK1T7>NybhPV#KGV*eg;zJ^+pRWS|^gV?DmR_fto;
zhZp3++diiedq|V23-8^kIuuUl_)>0VpXkAYIR0trQ`9k+W=AHASZD9OPVQvh!nm1j
zZSGBmQ=jglgs=Vj>iealEE8WY1rkj9gHz}XQ>3DvgQ9a~{|Spqt=iZ6$YN$l-TF({
z$K4g3liU1$*0eRm;kf)6?k>0Ww#gA2>E5>E8_0D)@q+Md>?%u*b$Y(`lpo%pn*8-&
zZ7;E8J7_Xz>e{~cJyChg&8P8$iC7^ZS42KU<FSC*ebktSBu$}7^vR}0>h7ORyE+K5
z^~FPzWcj;gQ739C1_}w+tt1snzT(N*|5SWEU0k+)y@ho4A;rE!;pew73;YHtbFYwk
zEi5;&n<Na$PY_+s$WBg--aq<TMgxwfRjFCmzmEoW^uTf!y%*$nF$D--TA_FP*Ilgj
z2El*w<0U-S1CkCxgOx39DTl&FSYM1kai;C&)Z`5t4>t3aVv&eQ?+TTWWfAWw*Dt<n
zI&h3|!6u=s^jl0kphYvj?Q|}7K<&I`ax_isgmzk&FD||V7_g6kaY!vb7xWu(bq^61
zHzVtu4qsofNFQksZ}0^M=04td@sznBLEBG7AVyLDg5cc{e*Njay~p^$e@q@FGOK!h
z2z|B8Z+Pq2GQi}_&K{%|_clNT0%1h`bo{>_x)HoDx?`CcNlY7yt-mbtQgE3!i#I~6
zr)e<0jp?zrX>e{dyIP3=YGouNP(sFAE3&VjbaH!yH<rUt1{bTt)$bQO!+)7+hpznr
z2V<8Quk0D$vLS*`H2QZN97VT*rRd$jd7UNQcy$#|)xS_zAr}~Y289RHsj;&*&xDca
zQTh<NNe5@S^#fZL_RL~&_+`apUq*VK7dQ)d^~JB4{NrttD>)br2{OVS`$_om7mIb%
z=RHD}!$a1lEz9>tpt!!|wY-j|pM`On6E&?9^6{(xemu%oIGpK_CkJGbu4xlnsEl|1
zb^War*=!^m@Zt5%>`n+qKHtBPfJ^l#w|vsrn@V^Ra~@$W9JXpbZ{bKwIWQ>~b-2Np
zwilt4#2vc&Hu=k!e$y&55zj^;V>QoHR5Rn>k_2A~An_?$Co9R6v)@_#x7f3)pH&8k
zt}1RMB5Dt=3mB^j##;1Fhq+*{d^Sc<MN$QHyHR;mLuMF82z;HN+`>?`K))FvHP!7~
zp_=Z`;_`^APcvYmni9PknQo!s${j(@a|5Ma+S!g@8cR2>)vx>?=H4@`$*pS_jbcGr
zfCU7pDuNUN6%eGO(xvwr73o!a4=M_RfJkp5CG>#wo*)QFmp}**dWTS?Luh*@uJ_&F
zKG*qiuKnxyYb`II%;%YN%u(-g4-rvxlUl*hFJMyJhf`?NP({;GPpRsD0ouiJz(hi_
z)dA#0qPqZTgOyb|)Gz;lXr;W{&8@$_f3;>J+mn@ZuKQ<YQWCWhvh$(!>sP1TVEdEQ
zT%UoD1^e8C#L!Io4CxMjqv>|$?JkZG_77i7y7{{JQ1rve%m*Vfj+g}A2Zx?SXwKV5
zAY}=8%8C34(pKc~B-si+H$->wS`mM{p!c2uV5RGuqI_|MUMH&1iQm?K%*6KJCrB-)
zXQ~*FIE?rWrWefa_IX}7j>V0q+&8R3JOdGHqggh!__KeTGgD3f*$4m&U9u+02KoC{
zLOOIH{OV<+j5(12sek^WO-Yn+ugv26ua^%!<uELf+cdqJd*R(2IAI7mBk=(KR1R}T
zmP3UT<;K~CWJ*Nul%7oL0kX;Kjw!0Fe4s2;RVsUBM>ryn`?3MSl;o@ifQ%7{@nJ>)
zn&qBatbaA?uGFwReaCdkgP&OjuLDwNK^yMHs81R({fe(f9uXs<P!XmdOvGU87D-PW
z+L!w<9F=4m=SF&(B@oidqltWcMBcGLEvMe$Kx^EC$n>>$e|Pc{@wV(mo%?ooTUIKc
z0dL50FGRX+alV^=v=l(7*PJcx1-)NwN(qa9Mv+P}XGPo;8RDi)sEO%*Tppb;JaQek
z!fsUEW#GSg?}6r&xznyTmH-Yx+frMl23=pbp%sbl`d9kTkfdKQ40+on(~iz^&eT1Q
zCS(7~B~BuJpBH1(-Fu?T`hPn~Q-1aEpZ6h#p1~vo`sWU)yTG}kOgf%r$bXw9Ap<YT
z0c&fQ{3}p-6d=ZKYwBI?ybMghjnl+1w*kt%8%%QqUeIw{1Y6>sdH(eO<oq)|e*;iZ
z5Sas--2oC8SU%#ZxsXmRPRQjc({@WbTY0T-T}BW-YyBvPKcs<Sn9T$joloYqPhKg$
zR`g_k+wX8IL(QY8FOZ1&S|P>g5YVT!;!~yFFY;*?pa4HDfvMc5m3zc&rTt%P#AB|L
zB-8Ow<CU_^Ut52VGz1p*9UEHkb;Z!+tNV9bFV7xVMb%()6k85}pf}#XH!Q4|xpszl
z0sbCa;3LwpJy}<~6;r!=QV|w4B*bPS-0OKE?RSFz>t0hpF=x<uf~r4&MC7%fNF6Iu
z-@Y0BJKuG&K2JY(YWVV9n&#6yHTgNUtH(#xg|-G*OgSPX<km&~OT|3yG-oc<do0$U
zQ{dl(b*H?tc$;?SOSQ)w657)g<<lL_wD$Uez_?HME~92m*aj=V544@rH-#9v!bv-@
z@x2=rW=iS9<rakctrA4A%LtM<U5RE@=;@6myPhUYiztfb&hm`dEXkCOS|())9@7v7
zqrGXk$S<f`g<!K?$cB8#BljYX`$Dlz@|R1)UUC`JncZxMD_%ujT6$oqf7dFBtxy@R
z@5CBw<z{cFTz68WHOnYing}ovJ?D@;?#n57C%r>O^XX*k;FF}#*-c`VN)<$_V69=%
z6B`X3`+{m~jBnRNw<rYZDWQKj8_I;v=zU^n+s=%Q+r#A+4U;a)U%K7s^72#rvPs+6
zFZR~#bDn3G`5MY><}aJi>}`&Ju)CZ^Ij(pxfcyIZN#jJrN1iQWS&vrcIPNWt7mgrV
z-e?Twdv)Dr|0!qC%F*0}4ruUGuy!rft~Xyd23HXx%|#U6Z+Gnz*=NnYBh0S4efQS0
zA6qLr9Q_)y^*upx_L4rtt~d5lmjJ`%n{JGYj{INmnzNRZf_n1%MET`Zw#`0>U`#Dy
z7dw*ajsB^RK^VW;q?EVMrfzHBk{vd=)2y?>V#yjCi?k%=xGp^=-e`4QaTaTP=}Gt;
zS=lRF!(#ib%N8+=&r8E8PwRbRiEceaF@{WCfm1y>T<L#3hP?@1*6HHk2X_j-pey!p
zT?E=5ex*rvk*BQzv>6BCb5{5_ja$@dIe5hJbbWr^;$84efELL)DJkLm#^9F{zHxit
z_ZPq|J1MSn^`)Dx(%YhXD_e5MY&B~Rq3Yk`s(zU6Uhve7K+?7poN>r-9Dw4eENo!j
z;YIm=^{={xm@>>7F3!DAdLnYq#+7ka%Jir@x}xjvV^9C?<}0Sp6~|MK!u-fEq(*s2
zp7H%y7s}R!!F%5!TEV(m{OE#I?dmtXgHillu%=a#5;^ntNxMDM4I0mgt2PSdVkKcL
z;R9UXAboi$K`{wYMW1P}>xg3)8inC?c4EYsHQ>_UZ~N}<y^gVsj6~%sP>U#rCMxF9
zGnzBc(|VTK)t;PSKli_`qG4W>P#xz%91fC}Yan?cPFWW>;M?N_T-N~)KkA$Qw~rxP
zPKgUS3gr~Pd}^JPgXga!^mS~+evN056Dgon-xA$^OB<XxSLwYRn(J&r)zbJKCLN1H
z4_jx~SAmAu+@D?_rd@3&dIV}X`^hrou#wHsI2_$yp%x)|Bkj(NeodyD#+t>4>Abdg
zxFlO@&96JzJnyG@zTqi;(b`Q^VY~JKw`p2Rib(;fE0ELV+;ZqaL=yFP|1-LocTk+k
zc~7KIW!1}<l&?I`YP7*Dl;mm>{Ke$Sz+0XtrfVA#M9OrAOB=@>#>NT7BH#aL`d#Gz
zk)U~Hy8pXj^Pe^Wo3fh6N;#7f-953_>di@VIiXGzXOXLT<OZvrEw_$s`ln=Z#Him-
z>?q(Jd(6?31B1K#3JH%9jrdbJU%$%xnMfJHL~5`%FAqZ|c$6=MFbBmzC%Q24ml)w3
zn5&OkoeIKF;TD_HAyK`v99-%5iX4Xrrn~}(p~GX+awd<iqg#kq_NajM&HK3F0cBn7
zS7+wwZx+AoKeJux-1OYd94?9;irfFMb`T-yFI8+-f~INguE;}0o8KLx#!Q#!*}={f
znj>!O1g{qscJlnO+INTfk9;1mk3QMMUPq4!xrY;9nTn)1`)I2qD%;MEjeKa;&RkQE
zXjFEpAfA1G9FytU_)j0|GZ_#^Km!hu6pY9vq8?KXYSj`)S#6#gh&YljE#H>TDoUcw
zAV14YR?){l!gLNi7fhauQ-Jxb<1`0ekfan6L`-QnEDn}xiq>_FI}Bh6#jZ&(M(6EJ
z5sYg1{9)s|=vkWQ4|wDxIR3Cw4V$nv(-wZ{dc@7^*Yj6cNgjYx7H$FW`sIr4;X{;F
zeS65g{DFW=hWBgc6)M~_Y3I5r-HI=0w!UZ%z4u=EHxWi*`H3j4*%^WMTc|dE!|~M0
z%T5nUYpVS*7m+)ST`#^^_Ahvco_LNMT2Dv(yD=oZ3%Xt8hQ0E3Wzue`fBZ_Ta*jg8
zB@EZS9;+(wmU%*viQZZ!`kJl(?hDBYQnEd&{F2?^ldP|thZz$Ul#QdZm?5kV6!Ot7
zUQPrxeWS)qh*qRS#$l^1@-vlv`Cr*4^<YE~3>SsanS^X1Q~0O`<;F$WW!h-XL@LRz
zGm~AshZu~^Dj4y7AC`rR$`jmRNeX4yY{iiRWD!zapu{GnW_S{Y8m&XEeYW2sH@CzV
zX716i$v2JoM$j@*GR{rOVk3`tfZ7<j$8`_bq<}sm;ZFeiUbSrLMKU>!V$JDIWvWjD
z8Go)kR(_`as(6d~MP&+dTAi!rdxLh1zjbqvdjvVy(Z78^)&(i6QVxSgA<89GE}Il(
z;?Lik91v#cWUU;tsq;@ilY7stS^MMIeJTInO(iKQwEjW)N!30Cw!6yK-oAb9RmjJX
z?-lH1X<25^%?VvEDqi-JkEo)|(#q`Lq!1I+0bN98@03U75W7>j0S;r6nQti3{aIlP
zXE)Dd)$9+)v>CNjme!VrS&d37?waqu9zV<{hUCVi!b`S|NrO$VO;=`KSVR;w8f=V;
z(3dHlBBl3#OofJdpJNt6tkJ#oe_!z-F(7EjH9XMyh*=0@$DKZ%0lufoE}ObiJOkh*
zGJhJ5O&>Bjz9%x1RFTL5Rb^Fc%GR^5kYy|mdFh7t-eO+TieyR4*8+M;c9NbxEIg)W
zWX7?Fm49}Ah!iRg29o5l@r>+dX?^SKn2=d6W2A)2S(dfeFOAC>vTr-9UM>+mTR?Au
zJo;X;xk2kL8u9s7Mty5grLryZJIQ1GPMYMYR2znDd#|be>?3Xghf&sj1@r~Y%?=uB
z&}8oaw6l%>H&8>g?q6&a5ruy$xf+3~m{1}qo9hwTo|AC1&Cqk&L^b-@#LhKycwjsG
zoqpA$e=7SJN9Fb-gu9}53Q9-<`gb{1i(Th6cO&J%{xZknBs%b!FS4|roVXKYPo2Pm
zVhE#fL;E9Or2pMZQrK->(TiQV%dWdCw9C>qu=6AV>3*IY&GwJ$KYJ&h8dZh#VZoe8
z8`rj4%~;qr5r@%8>P1kxN-tr-c!Ul(Oc&y5&ee4mpTGK|{H3eBVXQmcoa=7+_1n#K
z=ia#V)&Bt62vS9w7pi*O4^?JAc3~rwK$fwB-`5*Dl~!N@_XK{(53Fe!`!l_;7Tsu3
zN`BM8+;0utBy$@~60Tc#)O}1`U8`a_+;Amiw9b?9ecYw5q7VO^C(wPcecr#|94hSb
zy%<(s_WHvpDRlfyG}9B>mA%6F`7UMsU(@R}M)#HcH3Fl;DGzarbPgB#zzx8Zh7_I2
zCfdvZTharb8!m9lab^$3qq(E&N*$fs<+uUmIpbS)t{3(1*Vy?aI&U<3hI)Z}IxPfM
zIxqa!sXKFlsB^<D@y4*2r5ydm0?B3v(<|zpxr*CobV4E~!SiK>Q3ZomYx1&JX-uj&
zzc=beQNZ)UC>U9+kMR$wiI?^V>H296$&D`<bMX}qc7>8r@ME(7Txkrw5K@t=)rK{#
zdh}`YlbqZ&s8G!xUM}Ijzgt93+9K{Zy=E1?jKu4J*S_0hMSor{jOs~de8|{z=R5QU
z^<R&={W|eYm7JZT${bbJ8<kHv1I6GQ1haj8;9Wp3ySLc?o0Z;#rW@FYi!pF_ECJ^N
zy-z!^Oo}7H!@Xw7pcoz!94xYm0`Q8s-DF_%pRZt#r=zcpwPQ{VEQ?O@$X#Wm&5bRO
zdMokx+lU*{bv{zh+F|OxxK=vG`&{g(5RR_!`YVL9cWdfkGC4J1gi%bqzIa@+Mx}#^
zQ446CEh#@m*O*8L<@L7n?=8h^YZ|+1f0sLVMrCE@VqOYUQHr$za%GEbxSwkLdd`rc
zjc0h7S8QbpAx|5XG@3!o9z42v&zp$|2xkzo(KelDhD^MAw2011ICkGWb*G!(kpGcB
z8<}030Aar*1^m<tW_n&jAwwE^ll92{wfkJTS^xgba~^<gXbm2HXw=@b{&4CGoG=P=
z36HhQxFs=CnIgGNaql`Wf8>`X&j<=<_<P4;lFpC5N_2<l<#!dNByyEl$8&zN9{0dh
z8Mb57UxuV)WDI#3R?g=XjUpw1BqK%7X=g!ec)Q|^gzXZrK5<D$EBn*%L*u{RqjRG!
zVcHWQ>dRp#{<3m%d0v}yH2|KB`6lyjBk?>Wz{FVq&VRzq>yI;JzUH&MVvG7BS+C6S
zCy?f<qZ=<Sc8*6kg@zSTn#X>|Z&3PsS*}qV_r2IC=(pv%(}*!Q{gtKn`^^E}!b(z-
zlP34QUuBmO1ah}^+#`q?Ci73U8LjI8@?--j4ZPQz=>Sa6BNvoRy=Nlj+X;tckY%b6
zRfd^SZrjs0*w<&2DL53O3U|g%2JN@Dxp^KuxTVi_?rk^CHCvO)FGclEr4$u?cLq3F
z$W@pv=dHj3>Z<zpy+3Vsi>U$FNWS;>5*$npw*?TdL{YaqT24Oz71YVqWam-$et<Bl
z<ST}Osb0Do*<czT7ZV%~ACfo|9pLqvW3Ji%<M?>dURUX>Yp}1JW!9reuh<7t3>jM#
zELuy1Q6w%=CloaLEvh!+n@xH1TWx!<t*s}!)w)@SW`0kNTeybJ*(l)}Yne-RbK34{
zSF=u2ztp{Xr9Ga`@}+6=N751rBlq|LzBwc$ggb8DqIuyyah4|~<HKiRjKaF_FVYs+
zZxLC+B?${`_#H6POd%m*jP?m6;5Tg~Qtx$swpWCj`*>sOdcLIk(-uj@V9aVQ!p**-
zm+i1TKV?D8v;weI2q({CmcNZG+54{SnP0UhLT4fEEIe{*8Yusxen5-gl_~`V11T|p
z;2YL>P^4cx709EgrKw5N-FSrJ*S^o+{j+ZH)huJ{xFn3}^4aPTqs>TnR%<+7tVo9p
zuDvnGBD+7m{W3z*{z_)gfKjU$m1X`7J`G@Yn_#BiqkMk8wQl+^R$B9%7E$nvX;Dxi
zyLtAXq@NYJx;gc%GgRRHX5G`6J{yg9v>EW<1qK3mP|FkRumybuKS~zo`@Hpc2&ulU
z<x$f*@4j&wHyol&OEr^02p1~V<DhRVpq{6W@kvga<V6EFH{iR>^D-JLmaS`y3JTA0
zw;_Rb$$dDg<dm<v1%IwgoV$Ga@>2h|5Fk3C6c_JZzfYT~+64UF>CCsM|K5)WPoHnm
ztc=#`30QWQg^K|y>{u5F<olBXDa)7E%ROP+%#}p|A+vg!p5Co1L?fev_xM@UdH<M)
zzK*1LLS2sh)46!iOQ7?rO}q9YnAyo;;)c;tQd7eM&{`po$QaE2dB`9f^mBR-QV(_c
zwXWdr#7zc3Eb;xnVK<*IRy=9%0=)HY+?4QZbO-<S|D$h)@SoMMbw@bVEOKD-bUF-a
z4Xd5a?ZLDcfN4+%4J0}u)&M?g?sa?$;=btlPH_5l?zg?>?^oBKwk#k%Ne;Yz8rWaK
z_eP^i9xvJkJTY|#q`X1(S;P9xV4GU_s(xi8I+4Gw6_4C0WI_xNu4(|kYT}>bmx9uu
z;4TD4ZDDe?<TvNK`aprM3`|vbTlg(Q?3_U$fl^Ffd~_Zn^5cifmuy$+A?*{Tl_+8Q
z;WF=Z0O@JBv<o0>Zhe}o!+g>lAZug-yl@e`Z*F2GdG>aY+1S5E%lr*(#;I<A@~huM
zE1NsNJO!buu#DN-5&AOUuNRs(`6$tN)?HBy!LctpDVM^aJ@5rFc9>2f%-X+}lww*q
z_WA1dMH3;ytl!v9`bYHHlRM42Wj?Qfz>AO-00Umtk;aSu`9@Rs#d`cN`dkCpTF;mG
z<8HRh7pzvtJI|oPU}rR1U&bt&Xa}@e!Rk>~M!Jb*%YL<_s9WG?hz2CUCv$E0oNUB0
z=W_7pbM<`XHIGGW<PG;?od=G-1t+^U-`0+0NMUoUkx?p0O9uLI<n`dLHuI83B+IJt
zeZyBBZ~kFc=+VKPiOY-*F1lTgQcc`VtV|K@KG^+nn+b@ov;xs7bqZR}K+njakKK-u
z%Bef&WW#<kpuJ!Nle%mL7D`G=#X&_t(LQ>wQ)QOHhDq1eymX#g<jH6|tu`B%s!#YU
zqZM<ph&(l|6K?c(EWpR!tMN%Fo2AQrp;k+TbqDnQ)b)l)?{#!Ujxlnq=r61Z?4PO~
z@oiVrh}P@1GRgiz%XD^x<JPUm%w)P@e7M(73pF#~t^;2G+r768c60-yXLQwX__-!+
z;i;ST{8Dz~G$p#G5Z1`)9gvO-b-VaWpvJXTqgu66<9J#pRUxSU><~DNOWs5mqcN_P
zP30uN?2rrw#lJx}pK!UEHn8IkdE~_UfsZ<puk{4>+;z6lb(Yq1hP#VDmK(FlLN}vG
z!7)fOiOB%o0$yOdPpi4I<{?tLW{H-o#MKcNRO(#*q6lWrM7ua?VUOqF5k>pFxXDu_
zjo-ESrIVfxFFa)}a;<Js1xt)JK0jG!he&%So_yG9$~bmU2}hS-g)a<hN?|tatp}#G
zGBkb57<BUWKaib$tnB+NIuY}%KQ9Fc-L7Aqs*3**oFy!OF_CXu2aG^^QPdZP{sdFr
ze}wKGMK7trAL`*GxK|{;Aa>{Mdpm_{qa(GxwSQb+O$2djfF|*r$)$LtVkJ?n<Anp-
z45B(AV)aTJp=1@kNtpC32<3#FLG?aiKAWe^A`Z2H4sRM7KqcUJ7Ka?MHtO>PLaRBV
z0Ae$!q_BSOaa`TBeRg=M&^<#zel0pXEeHSSHt#b2UFs$9Id0V19V!wgblbEh?C)S=
zKfo3!UnOTXglx^wy*Emjz=cg~ZL2QnGV>#HF0|K2)il?nR>SlKWJf~m64+LZZ4T;a
zs6%R8O~C;w5&76}_%0jYsu%cKTaO7=i~XPy#Vst7k!|u=*1N$lQp98Wjh5)uIscPG
zS98zQa_<zlXbQ-yPTO5Sw+Xx{Cjv<XnvN;anfdVKMqXquZRSm_%tS=@g0%<S+!{N1
z7g}p_G$X*wb;)^$sjZ~KI<BSvtPvtP?gawJd9se)g@4kbV2Y!i1M)o4`56FPE)l|)
zzi^nc!`HSe*wQm?$D$dwM5eP%uY87<Im}+ni==_I^jru`<k}2JsT_EA9u;{nT4HjI
zWhS{>wB*g$qI7a^sI+(V8=0NJd#=2TvvqAv>+DO6<JzoT3a3bn#Z`fCe@x`LmbU5;
zzpcV>n|XM7t#(Q_*X!hg7op)WeZ_$HVw@<3cdK>S{azn|uA4({x0ks$Rln5_EjjSS
z=OCwHGO5IW-%X0>H$y7Gi228c4q02Pm#lXmz@R93I2AT-sEFM7{xH&X_JNP-jcBH>
z?ouD}aG^(Q9__nN^;;>~c5~Ebt~_Gi1l53vW}uR!t=fAwbyLR=OHoDG6wM;3n4uz0
z&OcVx&nMvokn&Xh_&R$xve>KZX_#oy$Hvh@FS^{-LPx}OE55t8fQ9Yth7a_}`rW{)
zBtzLgh#AR+eYsCV0$C#D33i`=>jr}crD=`_b!=e|Yxqs%FY2|+$|>06H9aq^_8%4G
zC008?b6GuPgK8N1tG_my#)!cy>)!Ml`dC`4XV~Q$?w=0?2fCD7gpDP<mSE81iCYJs
z9>`#MM;egL+#Z*>%bU31D9n1pWT%d1a<tn}_w;7y!~Dq1Gr9&p;Dw8Z(EA#2AHReH
zXdfJDJXx@r8GY?|rw+>`#y{6Hqr;4k#l;iPg%~tRTP19M5yV@=YW=CLe=}-o4>`W&
zjD<#n99J=e;yT=P|51*MpN?8c6i>XBStUr1q_=6hFIHBaH#6;gdw}x)uDv(|`j#NX
zV3z!*a<&5WND5Xf$7B7gR@1K8dEc#>2OR~aS>1`~Ff=k+QhQ%LF2!fdu4fHPp-GyN
z=vIx2Re3#9M|0o$av|$(=niuiU*&6{X97>_0+si;sm3ugLhb<9Mw$7dFY}^K`z+Rc
ze%5xjy9xOas4MsN`x@Sxa}G5~qj%E|;}4JK++CzxV0s^wzli>`Ua8gU6=x~>%CvAr
zQw>Ba8{532u~{-^mbUmepPX6QfKJiU@Vx+;@HLuO)N=TIvF`n6?czki!za0#E6xWo
z`R*(l4oKmg%XG}S*UB&Iy*<Te@zyDV+AiOR@DLllZ?xUFl+yl-OMUjIXa2W{Hm;?_
zl}+|V@BC;&$gXFPlJ#bfW`+xs0RP#uEE0!9N-FX7ZQdhUN7ord+$%Un`gIU^bz{)Q
zRz;+i4JchPVXK$WZ|60}&?IqErf|ard9hH&sxYL==&R<Z#ciiKU%s{TF#fHLt=P_r
zS5Q=(oYB9NRo%aL8k8~)^X1-MqL;vUef;$4yCzfofy6$BA>VN=($3_do!@)=L-!IU
z&<hCbYGb81B)|o39|bPHIm=cBn^~sq9Yr^>n1dp|SZEo`zU-;wbYcQ7UowVj&8a^(
zG&uPC+w7C;{i+&~V~Ab((oI2tcJ)KLW{-mYEeJV@A>FcFWP&n;Wz2N&@=Z!#9UEsE
zb^oK6+-Ncp=B@)Dmm7><eXWlf!^I;ke2(&)#CRlI4%}|sK}o}WEz`#Cj#vOEd*U21
z_0k;`#izn@cf|<5Ry)I$+tu*xkicf(MR0ShDH?qfvISAqc@^EiZ2|N7!KnFFARh&F
zbyrbAmIra`eJUQ#((RX$G)T)v8nUTfx(J|FkU?UWtHEHyIdk`eGH(9hfN<Dl)PGw+
zcXj8ytV+W-8BB=G!6>9rx|K0Ar}38dq7OVK^;fQ_a6x)*<+gUpj3;!QLaG1@mD10v
zJ3MXF3S18LF`_a~&iE!x*mJjT@;FBFRVvJ%@a8n>7jIgDd_Bh<R!DM5pp7O@hUfr<
zOM0o;-d=o%^T`ED1v(zRk8{Oko^9`Jt8}viS8<lepxJP}v!bhLH7>S(ZOzv0{no)9
zmGaNusLY%BPC|NtdvM-Kv?gqe)loUd{jT$tS3!!g%-Ts>T+PG0Dg1#uhK15^g^s!X
zSMlFpB$B^0T(^+m?PA6|rn-F<bV?S6LN6uMd3TWMesa$NIIMB%8_)U|IWhPp$801=
zwsIkT#>Yxmy>VS3KR=2}CiJ(sd8^j6XMew#h4{tGl@lt9wLwQK!_1lZvDkD9m#wou
z#@L3uClA~hw#T?v)OxnJu?XXvR%W2RnOKEP!u+{@e#RACQwFiJsKT{@25hB&j|Qc$
zbp=qLFY$xm>)RQK;$N@p$Km&|WxR0sDbcPgUu-YxY45_GBvokFA0MTBC3qvQ+4CGX
zpP)~=(BN-70Y)u4MDhF=^--VXR9;?Rp4+O=U9~fh-E<g7y)*=%<AqHI41(?zbB@mb
zPQZVd&?W*Y1}*#US}%2d$^O3a`X#URo*-B8z0d01&%STAtmk^)am#n!lwcog-9i!V
zIqMG%2>hjPy$8#rV~>vsH+fj--K>QX3BM$KFAr`HEza8A-uD|jx0Do9yTSsRx1|$^
zdhmN|Hyka7_0iL~zTP(W%_>GthOtpf$|S9tQO$lk3TQwn6N6Q=)0Zqn$8XEh%qgkj
zZXu48(q8FDd>9xYfHW2M1IP><y_oW?PpWBN1vC(l<oiVDZ9?q3MxtwZwBH~uJUp%t
zrj|D(YV~B$<+d{LV0bWQS$u;wv$xI$XvG@qi5_Ue#I`Y?#k_#(8!!^~(9$$6!|?r4
zfF)Ht>w#5vbL)dHflGPBgMEwt<zPLfqe)<K#1&*Rh|Aav3gk4!KUmwt%}2D3z}gQH
zvky5Se4LHIaYc`nUlam%sV^GmohSDN#W~hDUVwSWTBMHr7!6#NKw^nCV4_VaiUZ2a
zJhHG>dkE7E4Sgp`kzMotSRZv*gX(NOeWO!onHOU<3pQ3IZDDyhX6wg-DJUvW;FI<`
zERNP!-p@P-SB*q2dqc#zG}9wUsWx{1z<*aQcUs-ZV#3PZRGsyFL-VukbO*Mhm1alf
zA$gjRB|St=ZiY{;-%&df$se~?a<QMeyS<!rDd0pjjQa62+Bxe=r6dc&f%mb-l3$#?
zrBv}fJ=5<j=No2+P1%~+eIi`K6_m%da`F-{<$K7vWA}OU=#1XOx;k9S4xC~UW<cw4
zQW8IM!~CL)uYW|@k`@eFi_b(xc<N~k-QW?1CRFcdr&v-$lz91y_b%>(!YnG{X5LG?
zvX;@`vU(nQ^LV3reDFD>pb=_S!iIDWREY&}>3zcFed`}*V6_HPiy?HG3O-|RW9=j|
zl~06~H-(w+Zkw5<-*Q!nBg{VFgYf;{);(Dt!!+yl27QaqQIHU-N^!vV{lr#+eBZfx
zarw|nmJ-sJXA=vO-wr$dWC@Fkz}9<M|49OA@!vh(s-|y_54IU7nZ%6nyUAlVSu!d3
zd~a!43kYY7jY=j59kH7B;qbzz;Naimd=9xN=n_Al+YJeMEQ%0nQ7~lo_uW4bf8Y0R
z61SgMD$3-@Zjs;t9}JO^ng%v>fR_Kb;KUDQx_@>Ik#9kF5+=czXPd#Dy~Q-zla~iG
zzNW6j08y1E#ypr*<)DfW&0cl0$)#H(Zp;NS+aDD5obgGULiUpnYe9=2#L1XwCd?g=
zD$zl(Kb28<<tE9`+`5!YL){(xzbVFx`eyk%OWtP40#W$pA;0rms>q6{*s$B94135<
z){d<t+<0Ae(v(^HTM=)_i(CU}uJe<%;%sTdKOY*KX_=R74ucDog13(mpfb4dl}mYR
zNsV!t1t6THKXM`{Ae=_HYYJ<lH)v<PaJ2b~O;XWc@aMLl6^*+*-BmS6XUCyKwyE*G
z(kE+Er7`OICSzyBSXl>kcem^diH>nLMl9xUSOX~NqqL$|HX-fLUPTLI7ldKE6)IG7
zo2yYTr<$g2r{W4~#+Wf$!YT?FWX2=iaTHP?ArVyScCyx^`zljHb{8m5C1NE`-F>Gp
zhJ*Txb6@>R{2A+o15KsUZz<-bI{t?RVcr{fAzjnnTOb*<ohq|Zz`w$N|3{A)pH-eM
zPPby1NF2y00Et@^=`@Px<5zAU<VPGT*uYX6WpUnZiQY#1qxU3rjHq7e`xSK!=hVxW
zZqIz%2??|40~_LWPBI24aJgZ3qV|}3)94XTzgVNFIod5F)|9lHjjz$0Unu6+rKJd=
zS~XUKj{1$gewPl$qH`b=a6ew?1TN}_X<i}Sd=NqxtxY$JxppLNx(e1h5pDP1(pI-|
z%PDKL^rDkSWElBkUL2f*?%eG1H5yOB*WDbHp6*$5_M-ZBv<rA)_ui;?xO`3DXX-7d
zA=#NYg_HH2vtxp{U$h)j`g>?oZ#x)vVTD~rCG%e%Av1<5!a)~F15sm(2!PBq4y)v&
zcW}Vx|JX*1lhe}uAnh3?tCSw>#Phw*+3H`jEBFQc{rSc8QrmOpOb~VMa-8zE&mL~G
z<^Al1XCV>A7ay1m7giKG4($k1GKd)&?f6s<0ZlPTG{qBJv-3(?4$&2G!ojo4k*lX@
z7dt+-PWMK88DUNmQnxk<N66#63&q~nR(B*|e)2ks!MwY#fjuc;Fgbn`jpV<pW?}3a
z{S{T1;jlFN3tMRo`*1Ei1u=^YrTay6!bq`wpB6|i_y(07Gs2+rm(gc;;|{Km`iUqD
ztHoy@Na`Dc`IIPKp>0h3=GH;Qaf~8lLf;a~$9}EQrl%+J8Zy_(Jg-;E)0*eVO<Eb6
zI;094%|}`75dQo_4wjfF!UZ@bK#)T?WxeQgj4b7k;`1^L3FgG=q_gsm75euaX0i?}
zZ*S{`L<|UEE3iCGVn&Zv0JHYfR;3ijjmr73xQ(XDdm2xl2Fj(5KUJf$$<9$&^Lbxg
z<u=WjOR!s{stp1r$(Try|82|PUzac|3#;v|MmJzHf8{ufC0UsFE+|sCVQWKUViWNA
zwZ6I<B(gT5a7n+1fTo1pY%VB^__V{4blTk(rCr510!IRMYp{NQtmsztKFiT!ifrPa
zO*xVlF(zp&*K4ZLNWWj>g&5VEReLTD<Vg3-)~p!9IK5AAd1D)(ffmQfa5jx9COSOT
zhyKEl=zOK}dZVS#Oyp9?RsR<qiQYc1sC5eIr*Xl5erNM+r!M9rMuFu1ttL4w>B4UM
zd1s?cX75@Lp4aq+J3k5ydf@B|z5qCY?}t;rPUF{xsuHsz9;sp7Y#X>WAZbO!V7(<Z
zv)*>*9LU)9_T#*BK`@R)##z|?_S1^v=0`OQ6oWN9NRlg*WT~v>_(l9ZR9EH4=Sfzj
zk3#LU{~Uk!j)+m-nr=R>bFsk9K8Y(w&luI_`(r{nnF9X&{uZQNia@1^syg(R$)!uu
zk1F%paO@Mtpx;$s@m10ZkM>D-gEWUZAPQG*?0q20#ovJo&z~{jGTbhBAmt-p;_Now
z&t7BQD8BOO%L;z2|62*N4lf?I;1{biN)KuL&=xVWq6_nB69WK;>i3F44`wUAE)C@5
z6|L1`d<3`3p|1CySAwmQHXurtNb$R*Ohq#IvY?|Fw`$F?Nv>|gQr3fwO@bf8pXFyN
z38*eC9jI%ac)V7whZ*sw#C&P6J4LQ$e_k0lS<}fG=r10#9Bs5Ow+6sqMU<Ngbi9!_
zNN{0xXxN{#kGNrf$38px%I_*&E&39^x>Lb+3;x4VA<R2&(V*j3Ti-iYek}0jt{t2n
zsc<NftleZfN>jTkTdYJQEfT8oS(FMCM%&C~gMsDPLjUe&K-a%1a%>uNH911tA%@(3
z{#}HK8Bu>w8s@TrLBD|>`Nc`xDX+_X)-zbAa^7{_MPPd%xeJM0_(eY2S6Q7kI;Px3
zw$Xh`S|9IRT77y}Vhp89aQiUQVtmGDx&0x-W~~JhX%bW_xHmhbH0nt@`G7w}ipD=i
zUPEY~C-4;ILqEEsCrhqR5>gNV0U@!ouVk{>&SXE9I*E5Q;8A29?KSc+?SFP(qfX_N
zQzWqJ7JeoMfn4g~9=047R<qRRg@rt%U;@7EAME^6K5gwX(U&D>^PN5eq0#%yufoV>
zf7mvTopxVLuI*TU#yjS%5GO9BHErRrwL&8V^<S&{_EGZK%&|PzC>}UHBUwZd9_EL?
zJH~7|2$cCev9<NHE8FE!b~k+^r)K!Aa^9iX2b7*}JR=r;_Yyc~>0q(C{>y8&K4GBr
z=ZKjRh>p_x2BNr({MPP@jTTyKV+k47Ppfd$mSb+!0;k2903V@hg*@lj-9fDzU99}V
zjK8yDImSj*6xVxoYa7@`PbMEo?5>D<8OOc@lVhVLfVT!gT|ePFX0Nk`F1E*I{t|%I
z>Q_&H=Yze7HQjqrztJUZWLul*ihpFe7%JAI(|S%P{sQD4%&|6XD>dl7qhj@HVf$G9
zYat+fYM26=dA!dYuH1VfV-~qftY7!ZfHRrsG2fj=9a(0W>MbS;!*k*VM4x!=pCycY
z;9Z+TOUp#R<vG2}qun0M`RYA^*41Ty36W0wPnDPqy<uG_CB$p1Q{sLtp81?CN6%=w
z7zcluvo27-$)q7+YjLam$5T>Qxp;}mKm8NB-+jdnyO)XX+sTmy!g=#3-}}R^RSy4}
zsNQIIUi;Ab05hGOTjjMa0J7JdwDfa!Nhdc41h$$%gcv_Rpykk%(^^2A+7kUZX)9ui
z)uD3oymcbij>aCmR?`H8NV!vs=XtvZTJ&JU-;|Gqm6a>u`vm;$R$Dah==QG|`{+ya
zU3BLmoHE#el`XM21>BrV;%yz3U<{6}7XS7d#&4d@ZTb|*LolsKCO1C<Ap)G}wT##u
zoL(GF)08QM#i0LC!)Ls+kD`-y;6_mOlkH}k{6WpgA1Qci!sz^BvIUp<eP_VtTt2Ko
z>GN-aM?ROH5uxX}ke)BLKc4?AFZK<8LZiRDJu_fUCFccBVgq6a5ye3r>r9c~l;rFF
zBwGn%lswQ!OXImUx2#gLSDlcE+W%IB^43f?MHPpBWg0P!nd-R<<$_cxJ-?hq%c>;5
zJNSq}{^Q4xeyw*n>#cniUq2kRxy|pvA;Yrf6Bdw8ak@oZD2!_DGY3`lgB>4SWG^ux
z?roxqU#wv6{QVu=DAv>hbqndspE_{ZUaVPnpR6VJZhj<LfKOSSwo=}T#6z9~x;pFK
zU?z4@KY%g+)}%HaZpV7uW7B)m(uJY6CBH=m35X&pNr$M{4U9A@xT&?;4fEW^HKikM
zkab+ka_9}Pw6xjzaMbMF5XL;L*aIEc(7E!m!)69D!KZOw^FIY`aWVNB1>sbe*lqu-
zS7~3Acb%;<8c#0DrKlJpGAB$p5kE%7`9Y>fVH5xp?NWL^wh^xCS2GVW9ua&2fJ62P
z;T8v|oLxr~E$F!4S3U=$s`d*YIW0QMDSIvJ=A)7)hMSKpOV3yYH8Qf*aNT^^u6O27
z&l-Pkhm^y2zA0d}qKW99Dp~)+tz&X)0N5C>-c^!t;KB68^T)ID4QC<MPI9i>?hpt(
z&GPsmTd{@N7eLk1>&3F2hwLilah2CJj;j(Y*GyeByFP2w5;0#E#&iFy@$2Cudvp!F
zzJoQwiGkioLqY8RjH>mh-Z4^DSb^@iUR$kn&8os7sZ81fRrxfi^f3QvkE4bObbM4^
z&%MBQ)|U(tokq-jC0Qud>N$HyWPr?@-@TeR2HpGxJmblxT$q<*vGc}75l29WKo3;P
z#5urr#p_k;DHEam^?nSG>OL1zze4Ni>%JlsF}Q+P{uDZJRj(2Q_99Q$+1CI}7k=Kq
z#(}Y!m!jL$7xKPEna^&uWMAK(<-iUdzoYEFFn3`y1Wx3ZAsY9|)%p3%p`HUAWlv<G
zzez}lBs_?<{a0_w+FkTY6y1_Ez}lkpqHGc+=ZsBo<)`wWp86)95UT$sUoNhW$DCy<
zIaL~f2kXW1vb(Jlr|?PT{;7pNZs9vDZF3`F4GIu(l3Rw3?-X9+)htE09^o`Qa}leD
z4j6}RzqvcMaFxi5Ai=s9GLY!1?19Oj8qXt#aLU`CSESAJjBpXiWM6ZtQEObbp_fX}
z*NM;lwXqT;M6|edQYo9jlLM&*=|MvQ6T)7^v3rah`a5;z-b|F_mXmJb@y79$(T%yo
zmpryLf(7YBeI>kQm-$P<`QvHn-#@kgTHD-!<b*p{8JVqV&(&4$8X%Ef2Li6!;PxRU
z5Oo%yUoMawq=}_PhQ;N*PvqL7*6i=}e+GpbgoE#u(t(w}084-L0YwGv!Aq}`H6ufe
zKO_8h^!%?=kk-EKYo$eFKEBW2ZGpHqU+X#F%+V3Lbh|Rth(G{Y=-%?8&f>96pxAvt
z+9<%O)aU(HcR7HORx;};GCb7D8{P|~R_^KUBV*<51DD)J-f+^49biHWdQM!!<x;Ru
zH43hrg&f4koOGS1feM9aUAcTY4Mz~{g`Kb5t&fAx&)~Bz<Tj(5fd}M41b$A=OjuZ>
zF`BxQI}JG^i#3(-;T5&L@BLvUuR&-rju(lH&mkYh0k0u!6>cFE)$TI`GT6QLnJ1nr
zdgwP{$(5Q_H7*kM?q+m6(2B^Uwc?Bagr_!xtZzdY@hGYk#_y;wa54`q+RHyx(nE2i
zxUIfs{SuQ@Brj={YYR=u;64Aq_lVb)eKAAK8?Qzuq~%KENDG;u599xwC&X*#nYmwt
z6aV(xMJAL1IKCb_x%AU`pS{u;@0SD{FL4%9s_<>7V=d$oRY`<G)Op1NEC{Il<ZRsb
zU$d52b;ukY?<aWs4am{@Q48WIPCR9_{5D!$`fIw|LIqDj-rjwnxy10@#&z;3S1arV
zMRu0iJMKi$nz$w1!U;U1nAyAI!(+|aIjw#GjHx8vkTgDiBX5tKGP6k3TH|@pil9{I
z<8F#P7Vs<AiQL83FCvctx|kSX5?oHM=@zp?0-m^4nTBxP4UBVBFqFisUVfhm{)N!W
zj_Cm3$6Ks-N3t{=yY%E#zmn2CKYj>9A>`&~_d%}V^TXqXHN1b4>uRcU-9ZSmb<NcK
z)NS-9N^VYLb^!Vh6W_h-=RaS)q>gg_e2xktV!z&|d4LD7e7#vCLWE|n0hj68QCfCQ
ziVg<5+mu+(@W7#vDs$fHA>bk-cDUToPT>CmJ=QT?2i;s<H*!y=$E++NrM!Rk*9Ht^
zdNH-(djv+^{2VUWLheazX3P`?1t^L=E+FqKG)E6;i^*R_f8qJLfJmyfmc|<*k<CV+
zrqfYczH-AF>=(HuX^EpfR_ielSZ&*Tbc|X3{`~2JQNO2T&_qNw${@ck-8}t^!@`g{
zbj+===HW)sms60yU<OO&ux?(Y4NZ2JF_Z6Wt2>k{V+~kKbXR<tK)wg_TqodQ&msyK
zXX0*+;578ueY6`b1ggUNP(A-Q@<oSLGI5ep${iKi`)h{PZ#l+?O{k&0a-b*VorE()
z+6%<E`;o4%=;n9+i9a0}VLBuSawV&HoS%r%JLuPpYSild2w36+afuv*^~kOL`eXNU
z3-sq*c-2!Vw#9F;W-jKD_hAR7{X$Nmk9{10s1Uau60a<4kU`oFLzOd?-0EA;dZ7Ue
zajPXKu(Cvd_@pKeaf_l9&C~`Q-}T%?WO9Q5pr0ZJhJjz8u;{D=+Q;vWrlOV<K#J!|
zo<Y~!(-9npbsBV1yHVHdBo}=2!!kv}SbJsF{;|mhNa9*KYS81M(F?5Y;a~Vz_v`EQ
zAV_GT!WUG5q%Iu58%8C)-f$e1By3VZr0I#*KJ8`et;Nxsn*J|hM)ul4ws@AH>w<st
z52c@dAq&A3UgCU||FmdXU7lob?F{+~Bf&Q*XJ6LTe!&ovQJblg>Ri~Na57LXxHzzy
zN3*6PW`=f^`qS$yvDszl_3YGBkmTJUoz5UiCQ(qK{n3)Wyx!*zNPdi!wcjJ3J8q%p
z#1Eq8&df;X$6m^h3vxr3V%@Z7Lyku>0O#iyeG?nM7*q;_dNj3VCk?0XNrh>i4%ZlV
zcLX@KCqW$u<1t{Z$~4@_AjzwLRIR6CG+QJc#U2>exTgawAb_JT7O~#NMA+_L^Z6Ap
zP`<UGV;}v6-m(WUiu~xak1pGiSX+-BQu2p=-W5qJ>0e;V?W5FuNog@7Se_G;N$s!(
zXEaUCr}XJVNV>>4pY+-h6D0ZR02D~BLIkPYA(obF3`NVD$32>rHw2GTvUo?bKsG}E
zE@z_gO}QQutc+QZ+bvGuKWSvdX!j=B4hIj_{~}~VVV{w(r`|O&TZ<-|4zY-)f6U!@
z^nMc~ZnJkFe_W)uIzU;J&CMHCR|sqkvCuW4U7Y}O`-(ogdk2IQWgkXpuEte5VwTWV
zgr~=&?<{YgQT5ZJ1$As*9tFgy&8K<hhvo;Vn07~+86^r1PyVumgXuDDMc^D)?);YJ
zJ<4~~5@!A_#NSiw?gXsOZ(?Yd%qgYjeZpbg!2}zB<bmG|d^5n^>j)}VZg*N_@ltw~
zeS4QpbOdgkXMi-EMIPptc@5-_Vn-Ya<Ly3AUmzaaMVnq9Gk7P4-P}eD`90N(NI`7-
zT-*!*ZsccTn3CM0T_a?~g7sg-w>yYEg$=t@uX_5VQCaL&E`uDIN?&VozHQBbWeo7t
zx*|u>Q<ciQ@v>3y44-z}r-hf8K@<)|9;6Vb@Hl@?t#_th5$}zthD8DKgSsfug|tTc
zDHw{kVMmPSZ*3d6!6i*<`mlO8Ig}!ddkwETt`>Uha1RTrLjn-j>SsqepbT@zo2Hwl
zflbx|T(-w(6r81|ASR>)%hdi0^Z7Mu;Q(`N!VGeCLpe&YPo165B#!r{y#euTxp~Jm
z9fY9{*|~pyvqgxf*SO(_1(YEpW;+z<o*qIXO4lws6vkX=x9{@N-CkQ3q@0T6xGp@T
zyaJgZPx6<nZ#~)z6x>8<`kLoHrp<jki)L>9Tmk<TJZ8zo&ZW9rSNZhO{@M0+-rv6}
zuPv;<v3CQhcXMGZaQ}=i(NlhoiGfq_*Qo>Eu236nA%dr{>T%LTdo-hCT^gWX>s)dK
z;IjSBr@^>N+x!6)m<FxKVS3f!KP#V9)xB4~+K4_c)3jMn`|R~2x6ag1xG+C+?WD&8
z<#w6UZTpQBmr=2<*h5jx-EGITB=1ysjzS2}sQ~<JvW#lSTX8P4)Lp2xY%3jgd}6BZ
z!K>CbkkB7g!NFISa%`IQ^Y2adE{o67dAg4G!-qWtjWP}ddyhwPd&$evzAz$MGl7Jw
zY?ljcZIVp91y~saSOAyJ_VSPxU^g$na`h_WI6KwfaCgk72vGWETo<rN?!DkRT2sF5
z(i{@N-FNdY&vZ^K(mhFZ_2lvW%loKm3G7w)dkmk(K_ov9@^n5fp3XyT2;Y1t#5WvX
zS^ll&+?;r3ecsD*99DS%R%Bh2CG_R3gdKLMvWM|DC}$V@aFRFF0fghr(#pbU|09{3
z><`!D1FUDYDDqm^l_R^mPgnT*B+Av@@3|Pv@VdQMK+!SZvD?E})%_9@^&ezp^=nhZ
zIJ3K94OVG@B@UCL@x<EN+OWzgP1Jo^fB9*-<G87E93SRze-i^(@%khuCu!(~_**D@
zsMPVv=6CAXLIx{r9$3^&@p!-MdTu(BC0InaDd(=(ZDxqK22~dFuzeGkqsh7!-Qx4n
zQl}*V)|2$gsb8a!u(GWPv3Zu<rb}F#pQF9h+eKa9PQN>L2h=Q<5#(G*P3eX*8ZOAQ
zdld`qW{+?sQcr|GrRJv`P%m~3-sxv^#wfBj&Cg6s9)t?~MSDgW&BNUuwV(%;pbG$O
zTJbhrB~fr+MZKS1(CRZS{SlxA>fyY{pxQ|r;_#>=1mVo{v3j)5Y99H}aC9x1zVl|y
zmCY-J&6kCQuwa7W)%@{{6Do%yT{rHtE;*0@_1^V!)-6}zJPn{lZJVB#eSq_5t)pw}
zoFW-nR<^fY#cJy1i0GKPBR#{&-eXKQoHDOPn-f!HqmD?=3SWh@rq-BBl!f%PQ8mrK
z`Y%Qo4#oiUmc44bg15|8O;HlpkUioMxfs>)GPK+dXIv*WbapQtC$@4j(*8!KyLY3h
zF0iNWpAdou9hJ9gIeExwNcf%HERWgwMq#xhCO0N;ZyAlIGZ(s0O6AJCA}*MonI{qt
zpL?S*c|jM+(pXX=1=_M1X!V>Mww~gSBbYF=U#|m!pqIQO_AgZSKL6~y2CJJ|Z^m)}
z<L1XZc{wlu$eb0VO*0?eit8^8G`@D{rS1=ACXe?IIfVEtUss#Nu-V2qGi*A0j=+b%
z4EEc|@1d!DXf*a@e=_Fti1O8qPNVAeVH4Bht&)X-^E^8T+Kp>Fdq`?pSh$(L$K+<T
zVAjhBvDy3kYga`I$B&U$#i5gaQyXZd&Lihr#h3Sox4Js=gr=ZyZzf2CIVd;`qhyA~
z@iV*jp5cNM7tW?sFVV%#9A#@>o4w2Vxuj23;xhxiuSC?8w(K)PKt^rdiE3m_T1~Xr
z?tb#}NKczDj0*}t!T0$mh4}H=5jq#gc_Ko=1;~)EXHDh?Op{X|l@$JP6i7JF1S>_I
zOz1N{v{MKCO1_V(AIIco`H3dZI)Y{^&dv3SPQmW++i?3SLD6ULnM<D>JIZoCu-2In
zC;dFt>vbNb`2FB1J-=_kS1K?*x6Gp5b}&j(yE0r|zH_|q0$%*4J*PX(pwO1R_xaFR
zc7{p!m2Tp#lKK-R$%ng-v=0YA_~wD*`LFs(=3+wX&CSpAaC7Gwe@$xOR8=<iKW9nB
zX<63|deUx-nl93bXMI}r;PIcOk+nNEh^$@=DfnD4QZpKZSz_?wHpJ79vUAIQy@-j1
zrWr1>CdKK9J0<!lTsCMGlU$}OOPpSA3K5z1%>$VSW~AO%K*ay}<Hs>>lk3;n&mW@u
z`Vgs#iWU^V+n9?qb$gZ2(b2z;ooWO`Ww=K#I&|y=Ck|__m2A*odDeJhpPE-_>5<#h
zToG(ItbLN#s2eDbT!CIbmDEfYj$pmB%J1&;Vybg0sfUb}u4?@5^G)xc#f(GBOHy<0
z<7*q^t2pD6q}G%fRQ8|ytvjqf;UPzb0VlEP#}z!Oy2@&cdP?(hcLEQ`L)2TUJ^t=c
zwn8L>_<|Ab%Q^OeW#1AX{hRqSG)8x3)~%XRJ$m@%X1G6RYE;VpqXe)2Edi5%>L27K
z>xP1{DilIizZ(eE_PB~GYT6n^;C_ewgU4;X!=rE&3gx3J1m*eMJJr1HUC9^j=ha%<
z<+4^HCNZKxUR=U19CzbX%}mj@yLXBBvjFESm(!Z&j(oHh$uhtR&dtA?gZq-SR3NtQ
zPyNQvTWZd=wq=gvV}xp_7i~X~>BnH&!C5zBRg7K3O8a&+-%H2Uao2_gXU41XblFqe
zr$K1_2f0Q>v;PO$t|>|W>Dtn0ZRMA!D8!UPDBa1<#Wg_ih)9hyX?f_x2G=Fy&D-(8
z59(<jii9{o^;fRI`?<~8HKQ*QVeudzu=?Ww`QM)df2F*C<DMbs!-u-C!)aE;wAgA@
zQ=C@6Ct)$W+;vfNd$CVGMa+XQJC|Hy#lg>j=OykM{JA)vOKmk27_sxVR)sA@?f(Dv
zs$eMjInRkV=lj6~fv&F-MqP<QedSowd=?4sg)yHso$V!zkpJPHbNt)iv;dH&(((*D
zk{8G7VN|~;Tq#_Az|*XEV_Rx-%CrsuM4hO|c2oZCaQJJMO#@q9O2U4x0-CDaR#uoX
zn7~$1;V_z)r;~33_|S;GAKFD@*4kO(syc*e9R#(`fxA71uxO_9qSdZ>)>2=m=h<5*
zsl41t;aMN}rNO4#iRwRAKly!6+h4;)>L#eR{*TT4{NDC?89D3E|Knx;(|hs%Y{Wox
z+>dPmu;{;k3W=U8=}!QjnARu#nIO7@fB&<J3S^u9{`vpaKYfamfK(2Zn1?#MxL|7B
zY~N=b9{S=fwY8&1pU6P|yJP?JbpFSNI5*W1r_WF_2yzk|Qmj6+-@eVs!67$k)0d?(
zASFWaw_oEw5>DFg|KoqEUzlFGa-~00G0NF%l{}(#nk&xo0}m}C(4_d~`~NR*@Y1yV
zAD;iKP1afb@6r6<{lNcmpq6%kXPU5!IzhZ4JD+D-?+v=tz90XPyng*U0dz09f(be~
zfU-LzB0}%+<F~_=jzvMN{`&F}Eau*J8^Dn<DvGh_O5}R<$l&$s*EWOS(;NWrF0WC=
zC$HDRU_@xXTo}W^cuAH@(y#;*Rul~2^jqU%KT4AHs~LUbT3+w7yVL_aF5Q;YN_%{k
z7!#z3x}l-R8+5fnbD{zkog$OA@P*X<e*z|wgdM*YR?jgITQlz8zn^DZUD7SFYg`YA
zj6q}lvyUo(5f+~IBq$H)uYvhuu<jy}^m%6m*P1Nyr*;|)y68t33A1x>7_JGUKsSew
z&yL+(dzRNwja$B{_ab{3{r$(5seTo=*w_#UNxN)=L<H#B#78b!tF>#AZmS~(ii(N@
z;}sk#i3?!hX<thiV?yF|@Si^pp9EZIWAv85gvnzSsT13wd7x4Henqk&%r@mPSt^Xo
zlD>n4KTb2hE`ymzno`Gm8MJ#cPJjiQQ$oUIWw=~xw8jmAq~+1I0{=4*2M1kZi-1|$
z+|bTKa;AQJz-VCn{^pC9fZ^7ix~=?;27sf05iS)-a%MbHXW=UB?XM@{5~!EJhF9|4
zDsvbe-jytMo>c-CL<P`syHoe-02)1ezt`M~{{Bet0k4>0Cr7(A6K^Trii>(2OuVCZ
z1;aoLH=pw{#fRF@rN7<Zura*@<_`4&s`eF@EPOn+(LBz?f|ui7YN%1U4IB`|8>O~B
z`}3kZ`O$!y$aL*={C%@6FzdyDZW4@%$Sx?j3m7*&2F$WlQ*0#eycOdIkyXJe@?dp*
z>jaEA7?>A612gU1r7hiS$<fJ=b-Q_!n_CIcP!A*hYH2x-0HK|0_oMlH60Hy3XiPji
z1k9j2hoA#z*LS1s&R3xQy{D$8I`gBWY%(rf<?sZjJ!=4Zgo=-u#oRqX%wW~k17^-R
z;`T=D1_}(mc6N4-Z=v?4LI>*l3k>?Al9FsY1}C<`G+;xQ7p70<ETcG7M1&p^sjr33
zGYUJrqGEd0^Ht(&bTo}xa|o>jn9H>8=#VPrQOG;}xQ$3@jd#;V`TMEK$ehaN3hq4c
z3S$r|*p%|xn0Z;5&|{^OuUqbLaD1?q5O)JKL{&;UCb*n{T_zB^@Y6(r$BY+2rRIL#
z9A`%D&oSb6Y%qCV1BE7dJYXTNxbyJgfEM_go*(bdCluZ23H3T*6|nfUUD?$c>eUs0
zK-|F2_bQtu{zu+wfTvOdjH59r-aP=D-UA4c3tEZ(LsV2$6BF~h1=@DNOJOO%dh35R
zcP-vfu6r11Q=OfhL`jsQqFi%LE_Kw-C2W~6l3Yf)%|z~lOyoq;A(}C5G;*JDX&Biq
zL(!y}A>}qMQ8F~Hku-yx-#GhEIBT8rt!2$;t#8e|-}}Aq?|q)%`~9AWrDUmV$Ki0o
zq$EUbL^@dPbQNnuP5t)QuPeDvpuxRKCSv*Dm9=;v36w^2-^;~qe~f<p;6N{SZ3Z1j
zjXqLN4dCcZ4b_4!c<bO?!{UXh?}u|DlqbDHsCRcB7I0O}%;^1rsvd8P9iWV_Ek$ln
z|Ez%#C!CR@+0_5%8o@WmXx4wSq$o#i!r@Q5>-6`_b0fLU#kakVb5C9f4t}=O4{Y@z
zv;XuSqqCxqv?I@^PEQB;Z#(q(Wk7)eD8SArCi|}~=B{^xkaa28LURn1L{@clbt!=y
zRrHdr!EkHI4a1B-3$AVZF#qx8jN<(%{7_I4$+gCB+*DS^ZnNiOkT^%Ux0-Vs>EUx9
zdT*Q`yd=H4tdQ}&8Hm|ibdV-bsMt!79~HNePv)|TP~#UiJ?ggaprC)d$Vaw#OtR?@
zLhCr@4&1IEAP0myo;0K-SzciMhzAj+V%M~`rM7<HK&y;l>r@3j=<;jrD<145;|z3(
z#qD3hq?no9&Rq0(sXo7il{5{0T)&TC7gICm*eqLz_&tWV+mV5|d>Fvh!AF#z%Nqm*
zjF;%o%?U9?rrn9k`Lw#%_61hEghh5XwmS%Y30FJT?uzwTXC1rh9)NN`iPAm?@Wq<N
z_gnZb8*^t923x509&RIsf6f8MK(mj{r(iEYAw>=8qCRt=vs<04L6Dl@GXG_y-;w}*
z!>~$E9gTB-4iSf9)w0g-j5A!@z6h&;tUu9eG7jW<DRGh-j&AK*Z7Wu4k{Adf$oOfv
z)0~nUw@4&wvTRLKq*>e|+kiq!E)>+&{Xl8N&T^;>wI**|PvJX#xzgKAan3!`{+6m_
zH3Ox&F!9c;<4AHYLp{MKOcUQ3Bq60(tua9Oq$3i`#4=9Io#M`20n=VXO9qq^k17{#
z{e%C)50PTJ@cLkw6r-m}z*C=Mrk6aujw3-iY4wLn<M7#l<+pBMps~4d>%N=GoOhE7
zC}O^gZ6kQ9l?7M27%lXBr5!akb_K`kyt&g-I0lw~!j%7cr!Cl0fsqDj$zqUPsW0kJ
zoq@Fl-TkR8g&<1=6YKY-17KV%UOMAN^H~QY^j=;UxGC@&mp@QT^@+RYp|rL}00T;P
z3`EuYz#%Mo7^P-Fbeg}jrMkr(mdu)1Aa!4#FKf3r+~$i}(L$#Xse5!^8OQ$knB=11
z1hNdbtjX?;t^oLT3E7lUJBM<I{;@$cy@vZjd{3<4%VGb`=W|VC$azvYy8Op@3B}5e
zb(rw*lsruv2y~<>#{S{ncJgnl@XW}AN>P&s)ORF}mY3@<EG&@ub!*=TDLoS0Pxm9y
zdrTrK0Xb2;`k8J4%+AhQ96EqV4OfIzTp`47|Jk8BM4qp3Ia*0|v55MZDCdeyls17S
zh)VMy);)(%nwg#Lx380+%kU%8(XXob=S25+<A?8VlGt9YAx8Maw01a*ID97f(9eNQ
z8Xo1bM9QM7WH?yTPnOruK8ybCh&OE=kIh2qRk$4Yqy0k6Op(k1pnnG3`w%TE2_26H
zK*)L$OsWxiqAeMC{NzcEk{`c2<hmS?h^|Wg5DS&gRD^xe)2EYQ!Auo<iV7vx?G}Kq
znlo~mt@iHg7|4iRymS}P%)%T%@PRkPA;A3puxIY>hiE3I1RZ{3kvvMDz+XOin7N0k
zAC+eq@?^lRQa^6OCMY6fN?zq4<H!!~b_GL^&C)hGhZYl;Aan^E9)BK<5w4b*zuWq-
zK{Pfv2iJ;q(G%r)Rpe!R>R8Ijc9^YWr+y5FkNAvdp20Wc_<6pxZ3iP*Z{CsuQ!OI}
zVtRhvuLaj}+bYxAFE?K6QdTeaK>V{=k$dVTR$EW5Xp^RzjCR`_R`dgokq(rjB415%
z={~CC48UH+9I7v}Udkq~`!i0@!trJG)e6$-6u<x{gY3KA4(VA0h~=Aq-Dk>u@%U&u
z=gAp~sg(jwOkz6hhrV#`l0D#f?B%g1N(MoXLo*dRyb%v~M=#ITKyddmy{LpvByM>i
zJB*MymKYLzS$16Z3<l5R-r1szpP@5kzv{}3-Al)rODbj%`?TiP4!>b1EjY=rz^X#y
z>vz&m65Ur)Bcoz~T&S}yMldgNxalDC{dyNEamm!nbT4sRPv}(d@vwTA8-dmSeI13;
zVjbU#%+}hi#y#KJ69!~a(vtVnDBsNSI#--4o`2e^j{bf9=UPdaqF6Ex4GA<zG?se?
zH)egSC|08o(nw9D9!%vUKF(Xsc(1CR0<J!a@wr&PA}L)%Rc2||W_xKYDkz!8bO7sJ
z%eu>K-uHBwf{u@kZAJhPeRjP%k+_?kxVfK6#^^>yq(b@mx<M_mPDi7D`dMDuuNXDQ
zlOGEnxj!?d5<G+9aaBhDb|19mB+nG~<4Vj|z$ypHS7&GCfw_Er(s-2F`YP3_t*$uY
zyfl^FanaI19m|q1rxqw;PEtJ?GA=rConi#ugwRE>CT4blsd=d}YAIlEJ`x5=Os}0|
zqN!G9JSWR9xqbJc<=V8mYaZ_=@R?4QqMQ3)y5;G!5d11HhHU)|EPGwLohDxUq~uS$
z&iY!%Sr})=QMa{{=k-ERr9>j#C*Wl0FOEtr5#PGbQ5qU8ZK{rCl=YDl>c_K?0SX63
z6}T~NGK+e0T$`#9(oGpdZQ8rBdoe%x6GCo^4Rma6o$Sg_s_2w?Sob;I+HlZf0i2_p
zjWUvHzQocN6>a|66dF2zl^_+O+F52aQTR69CDlVsTmwmCZPjRHF#KO6Y(b2>HqY4f
zpcbRFm8Myx_KR%{@n{=G_eG!H&#}5+EOuap$g=NB9K~P+>qv2}dA2nRPgzpM2ZpKN
zQ!rXEKsrjVlB`iV#ifCoi?vKQbFJK3mT#5Z6>L`&8}t-jZsp;(6+kNN-CXSQN#Z%4
zDe3~t*GKnUjej3)LAf(qk15!TYO2K#VKJ}5&n*hH61{SxXN}Y^c>-LbFz}feRN^Y+
z`&;y{?&Y>&!?oo~Qy}sV2(JI^bt=8sZmhqomu7+Cwz=gsK`NcnMC~wUZhesTxfhA9
zN!D&jYd-SE+uG~AQ~ait*M!|}@pYxiVoz1HoeZ|z`^64I^iAQ~h_rpAaoKOPCELoK
zn%F^>tpl}&9;lPwe_s-#;i%Ftb5MIu1yx_duSYH1&DOM3okRtB>7~W6<hnjIMkC8Y
zQ7rt`@d|y>J7%jNrNm_dym7{sNb96u_o623?I(pRxQ3!o`oA|3gz|fxEj?MjVj<Ek
z)AJVd1d=yua1|gPdEY6J2RxcCG{6f^F$N|C@zTF>o!F+Ny5G;#jCiYLizJ~>4rivx
zT`PRLLi`kG=}HS|?-sw|Zo?K2scP1e8)4DY@vH6PXH!z<W&SYwD<6Q_5)4Hs8wX~e
z@J+pq!)-%6dE>NCxKp}uG>5`g=6_EA`<FI5C@U*t*SRc0$k2){L8mR84t${fuCVt~
z(csY<CMC>kFobU&z(=-8<iZU!@x=A?Y5l7&#MS5dZ_h|^P6@Lh4>z=rL<}!L8exDI
zSO$;Y4)_zjE(Rh|HgHzsP@XsQ2VA*hqp(+``CoUo?<<9c|4Ug#lYkB2H=9T-yZZ7D
zM+bJ*L=sFlx&`y}z?nPFgWc8xI%olG(S)|`y7YM7NJt}=W(F_8fOEiN8(gceJ)r~C
zHoiIe7Cq}vdr2Jer7<*-G#i-obxY3^62yg>FHjKI2wNB0wipcG%m`f-vI*y)i;D^j
zW6bC+utK7M4v4yj#)ZIv>aHJO$Lz*f(2~4k|9I3+g%c4Ua_pMG7~uOi7(bIR*%AA@
ze*jmakZeF6{t~dAw3Q#i+?7y~gOs07X@)}l<XG@>IrX)5rvRwO5;)bC0O_Yk4#9p*
zDA)-VpU+U`jnL^rk~zE#zNqgSA{WWG3bj3&Mf{2M$PQrPW#BB<G;wX9`g+yGiTHkS
zA#h#aH<1%vUi0@}lZoTCLnItdY&dF);uFDzW@6NwwKpD@4su*qN9P3G&4`S*ahHD7
z&Soqm@W>uKvJ3SaFgPBB&>p}ndJ*#;l*{$KTVu06x5-_p#+Aa3QH>%s;;Sd1tg~PT
zEP%cmtIu_bbd`DA07@_vCz9nlu*}DvoqSMhNAm4$?Ze+ZJSqU<rU!Z$Q#3Hj`uw-f
zze9U2NNl7{40}O6h8#E%-}8lC#kn7Zz$kXYUZMx3b@hGj&!@A)^(z8)2w_m|VzCEB
z9(er}T5+&G96bycHEjZ$2R&M4CU)lvtTM?X{;_e=J8ksJ>}mrzB=D*FqgPllKKe~q
z?<NB8f0nzsJaP-Z3zYdJ;4r4^mOoK!`OD$Mp@?z87y;4}6}R43`E?gRf#>NG?@0ai
zr!$x41w_sk{(3-I#BPe74}vGXAqr(6ebd|dJ_d4@B9H$XlP9P?re<a%1HJAS|M|tc
zXA+!yudW4j7dzaom0LoOG_4ubf+tx;E8~!g%F)Azi@L|mI3e=DAB&b6;A;$HWUfGS
zZ{@H3T&C9|?l%ExKr}Cc&lhbWG-r#W(a#9wgUr|&^GK7!aCyhya^J$o=rvW%qNDg~
zfIKrF8dsi{S*F62ayBzSe{lOWV`+2>P#yABK6HS2@n6$*FSz4o=Ig4c6tp%xVHhtD
zg-~)~^md?wpkHCq@zni$ijP*`R0W1e$%WbK`^^M?N%F7TG}$>hREy5t)g91Z`SJW*
z9E?`y!9Flii3B~Ekv?>ALblZsfk2Qq#N_e%D&o$LsksvTww@Ng%U3O|wg*$UB4lll
zaC!U|x4s<5<4}u)_|Ctkq~tUmAUs4~8=wuJ_N?bX7TMWp7WU8l*6u@k2r0@TqMKY`
zrB};XmxXV7C?zb97TJGn7}75S=&SA`J0-A^w1cc8bs_TuV1aDNG5Gb8BVW-Enwq)`
zEz|_xXUc#~3m4WXp_&oE7acyl$_Q0wcjqHaa)Pn3@Q?7oC~SQF#_9huApajXppLyR
Y;n86E2$6HmSlG<-mKXj}e%b@~Z?1L<djJ3c

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/winter_aconite_classification.json b/modelling/data/abingdon-all/seasonal/winter_aconite_classification.json
new file mode 100644
index 0000000..c902b74
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/winter_aconite_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Winter Aconite",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "narrow_winter_seasonal_presence",
+    "timing": "winter",
+    "season_width": "narrow",
+    "window_shape": "sharp",
+    "post_peak_decline": "moderate",
+    "offseason_suppression": "strong",
+    "peak_alignment": "central",
+    "traits": [
+      "winter_peak",
+      "narrow_season",
+      "sharp_seasonal_window",
+      "moderate_post_peak_decline",
+      "strong_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 1.505,
+    "season_end_month": 2.945,
+    "forcing_peak_month": 2.355,
+    "season_width_months": 1.44,
+    "season_midpoint_month": 2.225,
+    "season_start_label": "February",
+    "season_end_label": "March",
+    "forcing_peak_label": "February"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.785,
+    "DECAY": 2.006,
+    "OOS_DECAY": 4.09,
+    "POST_PEAK_DECAY": 3.49,
+    "POST_PEAK_SHARPNESS": 4.415,
+    "SEASON_START": 1.505,
+    "SEASON_END": 2.945,
+    "SHARPNESS": 8.593,
+    "FORCING_PEAK": 2.355
+  },
+  "fit": {
+    "score": 0.004
+  },
+  "warnings": [],
+  "summary": "Winter Aconite is classified as narrow winter seasonal presence. The fitted seasonal window runs from about February to March, with a winter peak around February. The season is narrow, with a sharp active window, moderate post-peak decline, and strong off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/winter_aconite_consensus.json b/modelling/data/abingdon-all/seasonal/winter_aconite_consensus.json
new file mode 100644
index 0000000..b183ddb
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/winter_aconite_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.785",
+  "DECAY": "2.006",
+  "OOS_DECAY": "4.09",
+  "POST_PEAK_DECAY": "3.49",
+  "POST_PEAK_SHARPNESS": "4.415",
+  "SEASON_START": "1.505",
+  "SEASON_END": "2.945",
+  "SHARPNESS": "8.593",
+  "FORCING_PEAK": "2.355",
+  "SCORE": "0.004",
+  "SPECIES": "Winter Aconite"
+}
diff --git a/modelling/data/abingdon-all/seasonal/winter_aconite_observed.csv b/modelling/data/abingdon-all/seasonal/winter_aconite_observed.csv
new file mode 100644
index 0000000..7797a88
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/winter_aconite_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,1
+2,19
+3,4
+4,0
+5,0
+6,0
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/winter_aconite_parameters.csv b/modelling/data/abingdon-all/seasonal/winter_aconite_parameters.csv
new file mode 100644
index 0000000..c08eb0f
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/winter_aconite_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:16:16,winter_aconite_observed.csv,4.477,1.186,6.506,5.876,6.128,1.63,2.78,8.344,2.78,0.006398912361886047633331400478,
+2026-05-21 15:16:17,winter_aconite_observed.csv,1.837,2.926,3.267,0.318,8.582,1.46,3.84,14.881,2.37,0.06176872777124059719932192753,
+2026-05-21 15:16:17,winter_aconite_observed.csv,4.89,1.753,2.2,6.575,2.554,1.54,2.93,4.853,2.5,0.002595587930306245868008430759,
+2026-05-21 15:16:17,winter_aconite_observed.csv,3.278,2.836,1.796,5.975,7.142,1.59,2.87,4.256,1.64,0.008177432115959458804054882875,
+2026-05-21 15:16:18,winter_aconite_observed.csv,2.075,0.512,4.897,2.056,7.834,1.79,2.27,3.168,2.25,0.008340544005849237531786439867,
+2026-05-21 15:16:18,winter_aconite_observed.csv,4.763,1.849,5.216,1.659,8.225,1.99,2.51,14.216,2.3,0.06356785392309556360748715511,
+2026-05-21 15:16:18,winter_aconite_observed.csv,2.073,1.539,1.831,2.645,3.787,1.59,2.09,8.325,1.69,0.04695240325134992102211866134,
+2026-05-21 15:16:18,winter_aconite_observed.csv,1.333,1.374,2.515,7.039,7.12,1.57,2.1,6.209,1.65,0.04885983688618245250701781209,
+2026-05-21 15:16:19,winter_aconite_observed.csv,3.458,0.888,2.659,7.148,4.529,1.3,3.16,12.911,1.37,0.01623999136064546280478019024,
+2026-05-21 15:16:19,winter_aconite_observed.csv,4.937,0.772,2.961,7.596,1.245,1.39,2.69,8.1,1.84,0.03268978066202155944444717036,
+2026-05-21 15:16:19,winter_aconite_observed.csv,4.341,0.574,1.12,0.948,4.379,1.1,3.98,3.578,2.91,0.1085107648086796233243499280,
+2026-05-21 15:16:20,winter_aconite_observed.csv,4.328,2.26,7.613,7.601,2.01,1.89,3.54,6.137,2.19,0.02844956594927923064721537546,
+2026-05-21 15:16:20,winter_aconite_observed.csv,4.184,1.127,1.948,0.179,4.998,1.11,2.24,12.804,1.11,0.04711086621043351138432175065,
+2026-05-21 15:16:20,winter_aconite_observed.csv,2.553,1.755,5.208,3.22,8.262,2.0,2.1,10.823,2.09,0.07180709221918105038093862652,
+2026-05-21 15:16:20,winter_aconite_observed.csv,2.565,2.341,1.402,3.681,6.35,1.66,3.66,13.185,2.02,0.00699681130430051300592190119,
+2026-05-21 15:16:21,winter_aconite_observed.csv,1.985,2.738,4.561,1.015,4.72,1.38,3.0,4.469,1.49,0.005648705603528321569707305312,
+2026-05-21 15:16:21,winter_aconite_observed.csv,3.988,2.189,1.009,7.015,9.768,1.99,2.42,13.374,2.19,0.05647080227076767860545415524,
+2026-05-21 15:16:21,winter_aconite_observed.csv,1.213,0.779,3.045,6.015,3.562,1.12,3.57,1.56,1.79,0.03252271132742560697397064797,
+2026-05-21 15:16:22,winter_aconite_observed.csv,2.408,1.084,6.173,7.507,1.993,1.58,2.32,1.92,1.72,0.02769081631533315197393232096,
+2026-05-21 15:16:22,winter_aconite_observed.csv,4.379,2.686,6.638,4.709,6.49,1.92,2.63,14.669,2.51,0.05863127967181203700397907339,
+2026-05-21 15:16:22,winter_aconite_observed.csv,2.062,1.622,2.042,4.972,3.949,1.36,2.67,5.942,1.97,0.008781738761361358457275674892,
+2026-05-21 15:16:22,winter_aconite_observed.csv,4.857,2.857,6.473,1.655,9.933,1.79,3.33,11.649,2.19,0.02720047269261316952305566609,
+2026-05-21 15:16:23,winter_aconite_observed.csv,3.836,1.676,6.945,7.926,2.176,1.39,2.62,5.296,1.84,0.03905371255780027806634682133,
+2026-05-21 15:16:23,winter_aconite_observed.csv,4.499,0.647,7.129,1.055,1.492,1.73,2.3,13.442,1.95,0.04875497300925267803132311936,
+2026-05-21 15:16:23,winter_aconite_observed.csv,2.702,1.158,7.886,7.251,2.624,1.26,2.68,4.769,1.74,0.04083917193710839472085956644,
+2026-05-21 15:16:23,winter_aconite_observed.csv,4.688,2.801,7.93,5.531,5.92,1.67,3.0,1.313,2.99,0.04708759936614003523586113225,
+2026-05-21 15:16:24,winter_aconite_observed.csv,4.362,1.697,3.06,4.832,2.967,1.65,2.84,1.69,2.12,0.01075338884239909777206181044,
+2026-05-21 15:16:24,winter_aconite_observed.csv,4.676,1.863,3.878,2.003,7.82,1.92,3.75,7.272,3.08,0.1135164209638584176807617658,
+2026-05-21 15:16:24,winter_aconite_observed.csv,2.11,1.794,2.712,6.273,4.449,1.6,2.02,11.45,1.83,0.06133895964477345125250884348,
+2026-05-21 15:16:25,winter_aconite_observed.csv,3.727,0.735,5.537,7.57,3.497,1.05,3.49,12.626,1.32,0.02940509729825085296721708192,
+2026-05-21 15:16:25,winter_aconite_observed.csv,4.374,2.428,1.373,3.641,3.164,1.98,3.37,7.672,2.92,0.04450536423948882599714467873,
+2026-05-21 15:16:25,winter_aconite_observed.csv,2.074,0.539,2.077,6.616,2.649,1.44,2.23,13.421,1.99,0.04293366639774282694394225487,
+2026-05-21 15:16:25,winter_aconite_observed.csv,1.869,1.142,6.673,6.378,2.745,1.16,3.01,7.456,1.32,0.02093547614825333189096008519,
+2026-05-21 15:16:26,winter_aconite_observed.csv,4.334,1.148,3.412,0.944,3.847,1.03,2.38,10.845,1.83,0.04548881604542411197290005244,
+2026-05-21 15:16:26,winter_aconite_observed.csv,2.541,0.778,5.735,3.02,4.965,1.69,3.82,7.581,2.67,0.08410267786693176904412212138,
+2026-05-21 15:16:26,winter_aconite_observed.csv,3.821,2.601,7.096,6.607,9.439,1.67,2.69,14.638,2.64,0.03036505155410030722805077291,
+2026-05-21 15:16:27,winter_aconite_observed.csv,3.533,0.761,2.844,0.41,1.796,1.79,3.94,5.904,1.84,0.1241152751676178075851748966,
+2026-05-21 15:16:27,winter_aconite_observed.csv,2.03,0.756,3.503,3.206,4.108,1.87,3.46,9.265,1.94,0.03264712860786341258822207354,
+2026-05-21 15:16:27,winter_aconite_observed.csv,1.998,0.909,2.701,0.924,9.896,1.9,2.11,13.764,2.1,0.06367402207292635628135609794,
+2026-05-21 15:16:27,winter_aconite_observed.csv,2.073,2.527,7.516,2.531,5.589,1.4,2.2,5.795,1.89,0.06122208574631453530554209381,
+2026-05-21 15:16:28,winter_aconite_observed.csv,2.583,1.749,2.651,1.993,8.262,1.24,2.17,7.932,1.28,0.06163685713517639714211532963,
+2026-05-21 15:16:28,winter_aconite_observed.csv,3.395,0.855,1.964,5.599,3.071,1.16,3.71,12.781,2.53,0.01628011888563328200187726758,
+2026-05-21 15:16:28,winter_aconite_observed.csv,1.378,0.836,3.535,6.759,7.461,1.98,2.58,6.175,1.98,0.05226510335863451958179674134,
+2026-05-21 15:16:29,winter_aconite_observed.csv,2.399,2.203,4.639,0.287,1.163,1.72,2.89,7.247,2.14,0.003499763418225854851085839157,
+2026-05-21 15:16:29,winter_aconite_observed.csv,2.683,2.975,5.076,2.796,3.109,1.69,2.97,5.884,2.47,0.002621419407680952863301698192,
+2026-05-21 15:16:29,winter_aconite_observed.csv,3.28,1.369,1.611,7.615,5.857,1.74,3.87,4.85,2.4,0.01584872604227619682476122126,
+2026-05-21 15:16:29,winter_aconite_observed.csv,4.915,1.25,4.199,0.991,2.254,1.19,4.0,5.939,2.03,0.05777092854100176258023671402,
+2026-05-21 15:16:30,winter_aconite_observed.csv,3.561,1.622,2.067,4.33,7.289,1.37,3.24,12.034,1.53,0.00612584749188628877996674563,
+2026-05-21 15:16:30,winter_aconite_observed.csv,1.448,2.828,1.603,1.764,1.572,1.99,2.06,14.197,2.01,0.07165413003595500924701765286,
+2026-05-21 15:16:30,winter_aconite_observed.csv,4.754,0.545,7.778,2.978,7.927,1.9,2.86,10.791,2.63,0.03264879720336719325275218555,
+2026-05-21 15:16:31,winter_aconite_observed.csv,1.617,2.155,2.563,4.79,9.672,1.88,2.45,10.867,1.93,0.05664023892088242930637922156,
+2026-05-21 15:16:31,winter_aconite_observed.csv,3.272,2.885,7.868,0.206,7.282,1.34,3.18,14.96,2.92,0.003641581189553473361902547109,
+2026-05-21 15:16:31,winter_aconite_observed.csv,2.596,1.372,4.547,6.705,9.829,1.15,2.82,9.544,2.07,0.008198466550272723145023297768,
+2026-05-21 15:16:31,winter_aconite_observed.csv,2.686,0.984,1.379,5.072,3.435,1.4,3.15,11.805,1.61,0.00462260654507590251825854332,
+2026-05-21 15:16:32,winter_aconite_observed.csv,1.635,1.777,4.465,2.54,8.447,1.62,2.91,3.469,2.58,0.00283924035064739109315125637,
+2026-05-21 15:16:32,winter_aconite_observed.csv,1.73,0.875,1.923,2.09,3.635,1.71,3.68,10.167,3.06,0.1138646947661289601920301172,
+2026-05-21 15:16:32,winter_aconite_observed.csv,2.82,0.896,5.898,5.517,1.206,1.79,2.7,7.311,2.26,0.03001302786042634681318806819,
+2026-05-21 15:16:33,winter_aconite_observed.csv,3.735,0.998,7.493,6.052,5.592,1.24,2.56,3.936,1.61,0.04456551182384712793903531392,
+2026-05-21 15:16:33,winter_aconite_observed.csv,1.205,2.06,6.538,5.852,5.412,1.89,3.03,12.561,2.74,0.02799021721552373427498739231,
+2026-05-21 15:16:33,winter_aconite_observed.csv,2.317,1.868,2.727,1.827,8.284,1.15,2.18,10.526,1.38,0.06346824942231841252867518515,
+2026-05-21 15:16:33,winter_aconite_observed.csv,2.728,2.522,7.548,6.69,5.553,1.61,2.2,1.668,2.13,0.02472809899029867110928850556,
+2026-05-21 15:16:34,winter_aconite_observed.csv,4.377,2.224,4.301,4.728,2.959,1.58,3.9,6.275,2.3,0.01417923695257969020711182818,
+2026-05-21 15:16:34,winter_aconite_observed.csv,2.083,1.146,7.225,2.8,9.912,1.97,3.28,6.591,2.75,0.03995698869873314944684542555,
+2026-05-21 15:16:34,winter_aconite_observed.csv,1.088,2.922,3.83,3.652,9.887,1.89,2.42,8.797,2.23,0.05858313198697459925861254098,
+2026-05-21 15:16:34,winter_aconite_observed.csv,3.047,1.926,6.7,0.552,8.151,1.9,2.18,14.071,1.98,0.07616696884178769678666747974,
+2026-05-21 15:16:35,winter_aconite_observed.csv,2.025,2.259,5.248,7.697,3.903,1.66,3.47,7.732,3.21,0.01623337025696378372136398387,
+2026-05-21 15:16:35,winter_aconite_observed.csv,2.812,1.302,6.318,6.007,6.311,1.7,2.18,11.106,2.15,0.05382193665795696335545093069,
+2026-05-21 15:16:35,winter_aconite_observed.csv,3.82,2.835,4.823,6.055,9.441,1.16,2.35,7.892,1.43,0.06254738562709782633658957520,
+2026-05-21 15:16:36,winter_aconite_observed.csv,2.24,2.43,2.611,2.161,7.905,1.63,2.65,10.324,2.24,0.006064892765649370333542862979,
+2026-05-21 15:16:36,winter_aconite_observed.csv,3.207,2.268,3.916,2.443,4.079,1.35,3.91,6.145,2.59,0.05143452323556533248950670883,
+2026-05-21 15:16:36,winter_aconite_observed.csv,3.644,2.46,3.011,0.436,2.937,1.94,2.06,13.776,1.99,0.07510966583289189317891145526,
+2026-05-21 15:16:36,winter_aconite_observed.csv,2.96,2.525,6.912,2.465,6.768,1.54,3.61,7.053,3.14,0.02153115236917210017409726355,
+2026-05-21 15:16:37,winter_aconite_observed.csv,2.584,0.529,1.201,6.148,2.794,1.37,3.3,1.405,2.16,0.02968537025443983042992468864,
+2026-05-21 15:16:37,winter_aconite_observed.csv,3.767,0.989,7.297,6.499,7.929,1.12,3.94,2.0,3.03,0.05068779962346523076330504077,
+2026-05-21 15:16:37,winter_aconite_observed.csv,4.402,2.52,5.756,7.064,4.134,1.0,3.77,8.91,1.51,0.02569291548128310912280854337,
+2026-05-21 15:16:38,winter_aconite_observed.csv,3.592,2.902,2.156,0.631,6.974,1.86,2.69,14.946,2.6,0.02843712937950192113452828701,
+2026-05-21 15:16:38,winter_aconite_observed.csv,2.629,2.586,2.688,4.622,1.779,1.23,2.5,6.539,1.92,0.04487779005374516346241046915,
+2026-05-21 15:16:38,winter_aconite_observed.csv,3.74,1.091,2.386,1.192,8.253,1.68,3.58,7.574,1.7,0.01719590735837590910468845512,
+2026-05-21 15:16:38,winter_aconite_observed.csv,1.918,2.219,1.872,2.413,9.188,1.36,2.36,7.684,1.72,0.03947794270936111532017408541,
+2026-05-21 15:16:39,winter_aconite_observed.csv,4.962,0.682,2.002,3.767,9.864,1.91,3.18,12.332,2.53,0.04477297008886895786646393878,
+2026-05-21 15:16:39,winter_aconite_observed.csv,3.43,1.361,2.836,7.621,9.675,1.72,2.2,11.993,1.76,0.04423874468779131489918470412,
+2026-05-21 15:16:39,winter_aconite_observed.csv,3.696,1.253,1.074,3.289,9.54,1.29,3.35,6.193,2.18,0.007877949894732734130219957608,
+2026-05-21 15:16:40,winter_aconite_observed.csv,4.095,2.488,4.119,2.998,6.684,1.32,2.85,10.049,2.52,0.00532906095461637393362836080,
+2026-05-21 15:16:40,winter_aconite_observed.csv,4.586,1.008,5.976,4.102,7.021,1.23,3.89,13.931,3.43,0.09404262719568748008294385129,
+2026-05-21 15:16:40,winter_aconite_observed.csv,2.539,2.784,5.883,6.05,6.215,1.85,2.13,8.214,1.94,0.05233904470109626456417581499,
+2026-05-21 15:16:40,winter_aconite_observed.csv,4.271,1.236,4.365,0.055,8.488,1.93,2.48,5.007,2.35,0.007502940874183217274284076078,
+2026-05-21 15:16:41,winter_aconite_observed.csv,3.135,2.814,1.708,5.852,6.616,1.7,2.78,13.232,2.08,0.004323717017356177783677646253,
+2026-05-21 15:16:41,winter_aconite_observed.csv,4.469,2.303,4.288,3.5,8.04,1.02,2.45,8.617,2.0,0.04962763374408260350292984601,
+2026-05-21 15:16:41,winter_aconite_observed.csv,4.992,0.763,4.824,6.259,3.307,1.12,3.94,1.922,1.71,0.03184546952497632662604250476,
+2026-05-21 15:16:42,winter_aconite_observed.csv,4.196,1.572,6.695,5.527,6.198,1.76,3.1,7.464,2.84,0.02631723918621288738831031885,
+2026-05-21 15:16:42,winter_aconite_observed.csv,3.721,1.012,5.85,2.867,6.093,1.76,3.94,4.699,2.41,0.09865574379057637167574062093,
+2026-05-21 15:16:42,winter_aconite_observed.csv,4.458,2.948,4.689,2.366,9.729,1.23,2.76,9.39,2.22,0.03168781293350896508478882489,
+2026-05-21 15:16:42,winter_aconite_observed.csv,2.534,2.776,2.448,2.53,3.327,1.46,2.32,7.825,1.81,0.04380650296790667691495238838,
+2026-05-21 15:16:43,winter_aconite_observed.csv,3.594,0.953,1.863,5.946,7.119,1.17,3.47,6.085,1.58,0.009728573934961878916167570025,
+2026-05-21 15:16:43,winter_aconite_observed.csv,1.928,2.841,2.409,3.299,6.287,1.32,2.94,11.853,2.67,0.004091818387589673491710384582,
+2026-05-21 15:16:43,winter_aconite_observed.csv,2.379,2.088,3.204,3.899,6.803,1.94,3.34,13.237,2.8,0.04197871452890835322314313148,
+2026-05-21 15:16:44,winter_aconite_observed.csv,2.575,1.424,7.584,7.589,8.754,1.72,3.96,10.955,2.58,0.07193247337525399805348237529,
+2026-05-21 15:16:44,winter_aconite_observed.csv,2.163,2.733,5.977,6.041,9.964,1.25,3.74,3.978,3.5,0.04785874602141052768192208506,
+2026-05-21 15:16:44,winter_aconite_observed.csv,2.107,1.033,1.712,2.459,8.122,1.38,3.8,7.353,2.92,0.09107757815616831908471498204,
+2026-05-21 15:16:44,winter_aconite_observed.csv,1.896,2.785,4.858,3.357,4.209,1.69,2.55,11.192,2.28,0.03356640959187733056006577293,
+2026-05-21 15:16:45,winter_aconite_observed.csv,3.162,1.841,3.659,3.527,4.388,1.67,2.32,9.266,1.8,0.04160648975877361885798996634,
+2026-05-21 15:16:45,winter_aconite_observed.csv,3.5,2.682,3.266,3.203,1.573,1.99,2.71,5.0,2.12,0.005806643543166846005844959009,
+2026-05-21 15:16:45,winter_aconite_observed.csv,3.346,2.5,4.061,2.572,7.261,1.54,2.7,4.722,2.56,0.005494532832161222414098537918,
+2026-05-21 15:16:46,winter_aconite_observed.csv,1.085,1.917,4.737,1.436,2.285,1.47,3.27,3.705,1.74,0.004391677954859729769526174039,
+2026-05-21 15:16:46,winter_aconite_observed.csv,3.948,2.622,7.962,3.033,8.681,1.58,2.76,10.789,1.61,0.03018073736460310837265577729,
+2026-05-21 15:16:46,winter_aconite_observed.csv,3.944,2.663,3.182,6.453,2.0,1.15,2.13,5.353,1.74,0.09961682697637521170629374873,
+2026-05-21 15:16:46,winter_aconite_observed.csv,3.639,1.858,6.931,1.598,4.883,1.72,2.35,12.319,2.2,0.04573625839935701787501729635,
+2026-05-21 15:16:47,winter_aconite_observed.csv,4.518,1.834,7.875,5.692,1.342,1.24,2.43,6.023,1.75,0.05535127087094127832468372650,
+2026-05-21 15:16:47,winter_aconite_observed.csv,3.566,1.015,3.272,7.144,8.145,1.36,2.6,7.947,1.89,0.03100305423758712084130290411,
+2026-05-21 15:16:47,winter_aconite_observed.csv,1.692,2.887,6.951,6.886,8.398,1.56,3.85,5.135,1.7,0.004092062203253453219050165632,
+2026-05-21 15:16:48,winter_aconite_observed.csv,1.45,0.712,4.303,7.961,4.357,1.96,3.63,2.963,2.24,0.01113305825528867670697665142,
+2026-05-21 15:16:48,winter_aconite_observed.csv,1.125,2.403,6.759,4.877,3.301,1.53,2.98,13.155,2.71,0.002167153555530399240800156351,
+2026-05-21 15:16:48,winter_aconite_observed.csv,2.353,1.996,6.28,6.524,2.051,1.47,2.89,6.62,2.19,0.005851396016331598021581892112,
+2026-05-21 15:16:49,winter_aconite_observed.csv,4.655,1.514,3.32,2.511,2.766,1.01,2.84,2.125,1.17,0.02355423062592197596175792357,
+2026-05-21 15:16:49,winter_aconite_observed.csv,4.443,0.64,2.012,1.203,6.855,1.86,3.98,6.448,2.77,0.1346531048650998423472051569,
+2026-05-21 15:16:49,winter_aconite_observed.csv,1.713,2.867,1.095,0.413,3.871,1.13,2.02,3.583,1.84,0.08225441477159184167321872608,
+2026-05-21 15:16:49,winter_aconite_observed.csv,4.867,2.824,1.388,5.22,9.337,1.56,3.49,1.697,2.32,0.03587028250404589885343106185,
+2026-05-21 15:16:50,winter_aconite_observed.csv,3.741,1.708,4.675,0.024,2.587,1.14,3.09,10.876,2.58,0.005577403032347726710583894931,
+2026-05-21 15:16:50,winter_aconite_observed.csv,2.913,1.479,2.096,2.144,7.097,1.23,2.12,3.54,1.47,0.05323239594313644619065623191,
+2026-05-21 15:16:50,winter_aconite_observed.csv,1.281,1.88,3.187,6.93,7.28,1.76,2.75,10.189,1.77,0.03030285598549595158759486763,
+2026-05-21 15:16:51,winter_aconite_observed.csv,4.895,1.727,5.044,6.184,7.459,1.01,3.39,10.324,1.9,0.01031534778853785541568390246,
+2026-05-21 15:16:51,winter_aconite_observed.csv,4.413,2.155,5.714,1.411,7.724,1.19,3.4,13.775,1.73,0.009024387792119645298032776608,
+2026-05-21 15:16:51,winter_aconite_observed.csv,2.617,2.017,1.585,0.791,9.274,1.76,2.52,9.434,2.46,0.007060850182683990226848953268,
+2026-05-21 15:16:51,winter_aconite_observed.csv,2.1,1.513,2.301,1.78,4.358,1.61,2.06,6.067,2.03,0.04360571012085694193160308941,
+2026-05-21 15:16:52,winter_aconite_observed.csv,2.579,2.058,4.443,5.426,2.127,1.62,3.58,11.836,3.07,0.01946833024338142625872335397,
+2026-05-21 15:16:52,winter_aconite_observed.csv,3.977,0.591,4.222,5.049,6.733,1.07,3.77,14.984,1.68,0.007717380005988133625790704077,
+2026-05-21 15:16:52,winter_aconite_observed.csv,3.518,1.644,1.397,0.518,9.151,1.2,3.55,14.919,2.67,0.05576690894378828095680791007,
+2026-05-21 15:16:53,winter_aconite_observed.csv,4.994,2.031,1.874,2.261,4.817,1.33,2.25,13.243,1.6,0.04868709038869910352448128330,
+2026-05-21 15:16:53,winter_aconite_observed.csv,2.509,2.31,2.3,1.211,1.199,1.24,2.57,14.172,2.01,0.03508719466613445392240953881,
+2026-05-21 15:16:53,winter_aconite_observed.csv,3.06,1.138,4.118,2.062,5.593,1.72,3.79,13.209,2.38,0.07671567627934165742923191655,
+2026-05-21 15:16:53,winter_aconite_observed.csv,1.097,1.104,1.361,6.468,2.635,1.17,2.27,1.529,2.26,0.01657426758701596987799790756,
+2026-05-21 15:16:54,winter_aconite_observed.csv,2.53,2.639,1.033,3.208,9.516,1.92,3.71,14.022,2.35,0.04670863092207651153494885734,
+2026-05-21 15:16:54,winter_aconite_observed.csv,2.201,0.896,1.145,0.233,1.895,1.07,3.12,3.413,2.14,0.03922136938236673835624464863,
+2026-05-21 15:16:54,winter_aconite_observed.csv,2.884,1.214,5.137,4.332,5.905,1.46,2.95,11.305,2.89,0.002679427972256191026994153904,
+2026-05-21 15:16:55,winter_aconite_observed.csv,3.65,2.002,4.666,7.829,6.152,1.1,2.84,9.316,1.64,0.04086373085679100001269626357,
+2026-05-21 15:16:55,winter_aconite_observed.csv,4.054,1.068,4.959,1.271,9.803,1.17,3.31,4.503,3.11,0.008883704101746882108781208242,
+2026-05-21 15:16:55,winter_aconite_observed.csv,1.904,0.588,2.05,1.752,7.915,1.96,2.44,7.817,2.08,0.02830277308182380755146837705,
+2026-05-21 15:16:55,winter_aconite_observed.csv,1.866,1.944,6.409,1.438,9.401,1.12,2.63,5.672,1.44,0.04190369918365213847387682817,
+2026-05-21 15:16:56,winter_aconite_observed.csv,3.556,1.815,2.249,4.317,4.407,1.37,3.03,13.073,2.26,0.002436902327889401833184227519,
+2026-05-21 15:16:56,winter_aconite_observed.csv,1.02,1.204,3.241,6.092,9.121,1.52,3.35,10.223,3.33,0.01931072257657136285939121232,
+2026-05-21 15:16:56,winter_aconite_observed.csv,1.054,2.704,2.839,6.879,4.423,1.7,3.51,3.743,2.04,0.003568927821601557272346022082,
+2026-05-21 15:16:57,winter_aconite_observed.csv,2.484,1.264,1.417,0.126,2.106,1.3,2.7,8.908,1.63,0.004171467887124746827942509792,
+2026-05-21 15:16:57,winter_aconite_observed.csv,3.644,0.516,7.36,3.264,3.888,1.58,2.77,11.749,1.69,0.02891636189819281057191259706,
+2026-05-21 15:16:57,winter_aconite_observed.csv,4.635,1.625,7.402,4.13,1.843,1.39,2.93,3.922,1.73,0.007992540305317733096806786392,
+2026-05-21 15:16:57,winter_aconite_observed.csv,4.063,2.626,7.724,7.324,3.385,1.35,2.39,1.595,2.19,0.02689606427809075968993200602,
+2026-05-21 15:16:58,winter_aconite_observed.csv,3.999,2.266,3.329,7.918,3.953,1.2,3.46,1.438,1.65,0.04187455687861824089697825702,
+2026-05-21 15:16:58,winter_aconite_observed.csv,3.089,1.281,3.054,2.128,6.538,1.57,3.29,2.657,2.56,0.01359844512889210023917334178,
+2026-05-21 15:16:58,winter_aconite_observed.csv,3.079,2.946,6.462,4.787,9.729,1.62,3.64,2.309,3.09,0.04480970272375520773450634543,
+2026-05-21 15:16:59,winter_aconite_observed.csv,2.175,2.668,6.624,3.107,1.295,1.22,3.73,10.914,1.41,0.0199544004601365007511275576,
+2026-05-21 15:16:59,winter_aconite_observed.csv,2.869,0.937,1.641,2.264,8.766,1.3,2.13,2.252,1.8,0.01594073106061302913665102753,
+2026-05-21 15:16:59,winter_aconite_observed.csv,3.561,1.284,5.641,2.241,6.518,1.52,3.57,4.706,2.11,0.009661094949053719842173332533,
+2026-05-21 15:16:59,winter_aconite_observed.csv,2.759,1.945,4.881,1.175,6.227,1.71,3.26,7.364,3.1,0.009096913146722500247967088358,
+2026-05-21 15:17:00,winter_aconite_observed.csv,3.077,2.772,5.984,7.089,7.26,1.71,2.78,4.581,2.22,0.005320052788991563286891944703,
+2026-05-21 15:17:00,winter_aconite_observed.csv,4.182,2.632,1.387,5.349,5.775,1.06,3.55,12.544,3.26,0.0354973280116351293389985002,
+2026-05-21 15:17:00,winter_aconite_observed.csv,3.137,1.057,6.627,1.13,4.166,1.41,2.89,12.499,2.71,0.003948725018247268295151962164,
+2026-05-21 15:17:01,winter_aconite_observed.csv,4.384,0.631,5.227,3.996,2.836,1.37,3.82,8.771,1.81,0.00705364394872147095372447761,
+2026-05-21 15:17:01,winter_aconite_observed.csv,3.574,2.967,6.237,2.596,4.135,1.07,2.5,3.023,2.09,0.02885248124453157895781221996,
+2026-05-21 15:17:01,winter_aconite_observed.csv,4.89,1.229,5.183,1.02,6.854,1.41,2.38,14.896,1.97,0.04143455285565471607240425589,
+2026-05-21 15:17:01,winter_aconite_observed.csv,2.062,0.75,6.153,6.83,5.628,1.75,2.02,3.349,1.87,0.04595671041689697965744688106,
+2026-05-21 15:17:02,winter_aconite_observed.csv,2.927,0.546,3.779,5.351,4.41,1.31,3.57,8.168,3.23,0.05536416050537129354059595780,
+2026-05-21 15:17:02,winter_aconite_observed.csv,2.162,2.523,6.52,5.443,1.075,1.63,2.26,5.18,1.99,0.04793477833540229921235845645,
+2026-05-21 15:17:02,winter_aconite_observed.csv,2.927,2.639,4.154,2.466,7.017,1.37,2.54,12.477,2.09,0.03510590636353270220659796282,
+2026-05-21 15:17:03,winter_aconite_observed.csv,3.083,2.549,2.593,7.878,5.704,1.25,2.75,8.839,2.22,0.009539920023945725982410688658,
+2026-05-21 15:17:03,winter_aconite_observed.csv,2.609,1.21,7.854,2.738,8.897,1.93,2.67,9.811,2.62,0.05733330534465890443041459587,
+2026-05-21 15:17:03,winter_aconite_observed.csv,2.412,2.544,3.002,6.345,7.914,1.0,3.28,3.859,2.96,0.0129083508455056018526046305,
+2026-05-21 15:17:03,winter_aconite_observed.csv,3.461,0.78,4.911,1.53,1.584,1.32,2.87,8.26,1.6,0.004679701150473228897097589418,
+2026-05-21 15:17:04,winter_aconite_observed.csv,1.297,0.618,7.168,0.977,7.556,1.17,3.3,9.941,3.18,0.009919281399789123794950434358,
+2026-05-21 15:17:04,winter_aconite_observed.csv,4.737,1.773,1.92,7.511,1.562,1.17,2.42,4.705,2.42,0.04461305368403422452929151791,
+2026-05-21 15:17:04,winter_aconite_observed.csv,4.142,1.503,6.397,2.514,8.456,1.68,2.45,10.041,2.45,0.03859062327915694741538211594,
+2026-05-21 15:17:05,winter_aconite_observed.csv,1.764,0.92,1.34,1.759,8.109,1.63,2.4,2.893,2.39,0.00506951401776198417570663649,
+2026-05-21 15:17:05,winter_aconite_observed.csv,4.811,2.61,5.054,7.338,2.365,1.66,3.22,13.692,2.32,0.0009471807670373054949650098917,
+2026-05-21 15:17:05,winter_aconite_observed.csv,3.897,1.281,3.332,3.424,5.057,1.03,3.68,4.435,3.49,0.05582532426186674141797341605,
+2026-05-21 15:17:05,winter_aconite_observed.csv,1.86,2.225,5.035,3.47,1.7,1.24,3.16,7.915,1.83,0.00778577614515251770148488580,
+2026-05-21 15:17:06,winter_aconite_observed.csv,2.52,2.025,5.954,3.739,4.963,1.88,2.21,5.787,1.92,0.04134155148223826328147114467,
+2026-05-21 15:17:06,winter_aconite_observed.csv,2.967,0.882,5.772,4.688,2.082,1.82,3.5,14.801,3.44,0.07349049918735818835996918413,
+2026-05-21 15:17:06,winter_aconite_observed.csv,1.849,1.079,3.385,5.302,1.486,1.08,3.37,5.27,1.38,0.01642162256579209940607161183,
+2026-05-21 15:17:07,winter_aconite_observed.csv,4.602,0.924,4.74,2.948,6.441,1.33,2.19,3.065,2.14,0.04578305079814407443385215968,
+2026-05-21 15:17:07,winter_aconite_observed.csv,2.358,2.203,4.3,6.282,3.421,1.02,2.28,11.519,1.32,0.1019344225354068634336661830,
+2026-05-21 15:17:07,winter_aconite_observed.csv,1.011,1.163,2.484,6.614,2.256,1.47,3.35,14.448,2.47,0.004129676847307344972886717328,
+2026-05-21 15:17:07,winter_aconite_observed.csv,2.452,2.635,3.985,4.704,2.966,1.53,2.89,5.284,1.6,0.007025595308314200844093705057,
+2026-05-21 15:17:08,winter_aconite_observed.csv,1.716,0.821,2.349,5.653,5.936,1.37,2.71,6.565,2.7,0.003107637554668087598146336672,
+2026-05-21 15:17:08,winter_aconite_observed.csv,4.94,0.594,2.833,4.155,8.267,1.1,3.27,8.415,2.03,0.004293077407113902904485524702,
+2026-05-21 15:17:08,winter_aconite_observed.csv,3.655,0.842,7.256,1.008,2.432,1.06,2.28,10.859,2.09,0.05953834579469700901563733395,
+2026-05-21 15:17:08,winter_aconite_observed.csv,3.572,1.683,3.476,6.031,1.974,1.32,3.34,11.152,2.79,0.006788808733047133330667851958,
+2026-05-21 15:17:09,winter_aconite_observed.csv,3.715,2.013,2.37,1.035,5.91,1.08,3.67,7.179,2.71,0.05605947393069781613863662962,
+2026-05-21 15:17:09,winter_aconite_observed.csv,3.477,1.435,6.695,1.196,1.312,1.73,3.98,13.949,2.92,0.1185652790009829028754914538,
+2026-05-21 15:17:09,winter_aconite_observed.csv,3.362,2.254,6.334,1.429,1.702,1.51,3.19,11.379,2.97,0.002628440463605275798657824416,
+2026-05-21 15:17:10,winter_aconite_observed.csv,1.011,1.531,1.855,2.747,1.013,1.55,2.87,5.347,2.87,0.00225157517097356553721300736,
+2026-05-21 15:17:10,winter_aconite_observed.csv,1.548,2.077,4.261,1.721,1.654,1.01,3.3,13.936,1.31,0.02030836540289877275855575372,
+2026-05-21 15:17:10,winter_aconite_observed.csv,2.6,0.681,6.205,4.057,9.548,1.54,2.8,1.071,2.12,0.04165599116822448321838409141,
+2026-05-21 15:17:10,winter_aconite_observed.csv,3.881,2.385,1.293,4.657,7.619,1.41,3.57,2.683,2.07,0.007111950591750532843682148818,
+2026-05-21 15:17:11,winter_aconite_observed.csv,1.359,0.621,5.224,4.117,8.947,1.83,3.16,6.631,3.13,0.03469849796920506438244075412,
+2026-05-21 15:17:11,winter_aconite_observed.csv,3.824,2.475,4.839,4.588,5.67,1.79,2.13,1.287,1.8,0.04720534590004656435329010785,
+2026-05-21 15:17:11,winter_aconite_observed.csv,2.364,1.591,7.225,4.581,7.091,1.73,2.47,9.859,2.04,0.03946620525510671659801666243,
+2026-05-21 15:17:12,winter_aconite_observed.csv,4.626,0.698,3.043,7.342,6.253,1.49,2.24,12.012,1.63,0.04682989968492553975369596143,
+2026-05-21 15:17:12,winter_aconite_observed.csv,2.506,2.611,1.794,7.342,4.029,1.89,3.63,2.396,2.48,0.03522293926917030228725832761,
+2026-05-21 15:17:12,winter_aconite_observed.csv,3.239,2.439,7.361,1.488,7.451,1.5,2.96,3.479,2.4,0.00372941596562947388451684407,
+2026-05-21 15:17:12,winter_aconite_observed.csv,1.599,2.513,7.622,6.796,1.299,1.34,3.64,3.075,1.87,0.01046213794757511959050115328,
+2026-05-21 15:17:13,winter_aconite_observed.csv,2.762,2.164,1.73,3.094,4.584,1.71,2.09,9.212,1.94,0.04589714067407756394686947885,
+2026-05-21 15:17:13,winter_aconite_observed.csv,1.866,2.197,6.34,4.454,8.065,1.03,2.04,5.615,1.97,0.1114643549127241945732363129,
diff --git a/modelling/data/abingdon-all/seasonal/winter_aconite_simulated.csv b/modelling/data/abingdon-all/seasonal/winter_aconite_simulated.csv
new file mode 100644
index 0000000..da0bdc8
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/winter_aconite_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+5
+RungeKutta4,1,0.1,0.00393222,0.1,0,0.01,0.00346366
+RungeKutta4,2,0.2,0.0113964,0.1,0,0.01,0.0100384
+RungeKutta4,3,0.3,0.0273619,0.1,0,0.01,0.0241015
+RungeKutta4,4,0.4,0.0605849,0.1,0,0.01,0.0533656
+RungeKutta4,5,0.5,0.122469,0.1,0,0.01,0.107876
+RungeKutta4,6,0.6,0.219722,0.1,0,0.01,0.193540
+RungeKutta4,7,0.7,0.346136,0.1,0,0.01,0.304890
+RungeKutta4,8,0.8,0.485651,0.1,0,0.01,0.427781
+RungeKutta4,9,0.9,0.622684,0.1,0,0.01,0.548485
+RungeKutta4,10,1.0,0.747607,0.1,0,0.01,0.658522
+RungeKutta4,11,1.1,0.856301,0.1,0,0.01,0.754264
+RungeKutta4,12,1.2,0.947871,0.1,0,0.01,0.834923
+RungeKutta4,13,1.3,1.02264,0.1,0,0.01,0.900782
+RungeKutta4,14,1.4,1.08064,0.1,0,0.01,0.951871
+RungeKutta4,15,1.5,1.12010,0.1,0,0.01,0.986629
+RungeKutta4,16,1.6,1.13528,0.1,0,0.01,1
+RungeKutta4,17,1.7,1.11336,0.1,0,0.01,0.980692
+RungeKutta4,18,1.8,1.03320,0.1,0,0.01,0.910084
+RungeKutta4,19,1.9,0.876416,0.1,0,0.01,0.771982
+RungeKutta4,20,2.0,0.657358,0.1,0,0.01,0.579027
+RungeKutta4,21,2.1,0.432338,0.1,0,0.01,0.380821
+RungeKutta4,22,2.2,0.254021,0.1,0,0.01,0.223752
+RungeKutta4,23,2.3,0.136778,0.1,0,0.01,0.120480
+RungeKutta4,24,2.4,0.0688258,0.1,0,0.01,0.0606245
+RungeKutta4,25,2.5,0.0328121,0.1,0,0.01,0.0289022
+RungeKutta4,26,2.6,0.0149848,0.1,0,0.01,0.0131992
+RungeKutta4,27,2.7,0.00662008,0.1,0,0.01,0.00583123
+RungeKutta4,28,2.8,0.00285386,0.1,0,0.01,0.00251379
+RungeKutta4,29,2.9,0.00120911,0.1,0,0.01,0.00106503
+RungeKutta4,30,3.0,0.000506217,0.1,0,0.01,0.000445896
+RungeKutta4,31,3.1,0.000210265,0.1,0,0.01,0.000185210
+RungeKutta4,32,3.2,0.000086885,0.1,0,0.01,0.0000765318
+RungeKutta4,33,3.3,0.0000357825,0.1,0,0.01,0.0000315187
+RungeKutta4,34,3.4,0.0000147048,0.1,0,0.01,0.0000129526
+RungeKutta4,35,3.5,0.00000603438,0.1,0,0.01,0.00000531532
+RungeKutta4,36,3.6,0.00000247393,0.1,0,0.01,0.00000217914
+RungeKutta4,37,3.7,0.00000101354,0.1,0,0.01,8.92767E-7
+RungeKutta4,38,3.8,4.15005E-7,0.1,0,0.01,3.65553E-7
+RungeKutta4,39,3.9,1.69845E-7,0.1,0,0.01,1.49606E-7
+RungeKutta4,40,4.0,6.9475E-8,0.1,0,0.01,6.11964E-8
+RungeKutta4,41,4.1,2.8404E-8,0.1,0,0.01,2.50194E-8
+RungeKutta4,42,4.2,1.1606E-8,0.1,0,0.01,1.02230E-8
+RungeKutta4,43,4.3,4.73925E-9,0.1,0,0.01,4.17452E-9
+RungeKutta4,44,4.4,1.93390E-9,0.1,0,0.01,1.70346E-9
+RungeKutta4,45,4.5,7.8853E-10,0.1,0,0.01,6.94569E-10
+RungeKutta4,46,4.6,3.2124E-10,0.1,0,0.01,2.82961E-10
+RungeKutta4,47,4.7,1.30748E-10,0.1,0,0.01,1.15168E-10
+RungeKutta4,48,4.8,5.31623E-11,0.1,0,0.01,4.68275E-11
+RungeKutta4,49,4.9,2.15925E-11,0.1,0,0.01,1.90195E-11
+RungeKutta4,50,5.0,8.7597E-12,0.1,0,0.01,7.71589E-12
+RungeKutta4,51,5.1,3.54927E-12,0.1,0,0.01,3.12634E-12
+RungeKutta4,52,5.2,1.43619E-12,0.1,0,0.01,1.26505E-12
+RungeKutta4,53,5.3,5.80333E-13,0.1,0,0.01,5.11181E-13
+RungeKutta4,54,5.4,2.34151E-13,0.1,0,0.01,2.06250E-13
+RungeKutta4,55,5.5,9.4328E-14,0.1,0,0.01,8.30879E-14
+RungeKutta4,56,5.6,3.79382E-14,0.1,0,0.01,3.34175E-14
+RungeKutta4,57,5.7,1.52325E-14,0.1,0,0.01,1.34174E-14
+RungeKutta4,58,5.8,6.10503E-15,0.1,0,0.01,5.37755E-15
+RungeKutta4,59,5.9,2.44228E-15,0.1,0,0.01,2.15126E-15
+RungeKutta4,60,6.0,9.7513E-16,0.1,0,0.01,8.58933E-16
+RungeKutta4,61,6.1,3.88562E-16,0.1,0,0.01,3.42261E-16
+RungeKutta4,62,6.2,1.54510E-16,0.1,0,0.01,1.36099E-16
+RungeKutta4,63,6.3,6.13105E-17,0.1,0,0.01,5.40047E-17
+RungeKutta4,64,6.4,2.42758E-17,0.1,0,0.01,2.13831E-17
+RungeKutta4,65,6.5,9.5908E-18,0.1,0,0.01,8.44796E-18
+RungeKutta4,66,6.6,3.78077E-18,0.1,0,0.01,3.33025E-18
+RungeKutta4,67,6.7,1.48714E-18,0.1,0,0.01,1.30993E-18
+RungeKutta4,68,6.8,5.83698E-19,0.1,0,0.01,5.14145E-19
+RungeKutta4,69,6.9,2.28628E-19,0.1,0,0.01,2.01385E-19
+RungeKutta4,70,7.0,8.9380E-20,0.1,0,0.01,7.87295E-20
+RungeKutta4,71,7.1,3.48832E-20,0.1,0,0.01,3.07265E-20
+RungeKutta4,72,7.2,1.35955E-20,0.1,0,0.01,1.19755E-20
+RungeKutta4,73,7.3,5.2938E-21,0.1,0,0.01,4.66299E-21
+RungeKutta4,74,7.4,2.06057E-21,0.1,0,0.01,1.81503E-21
+RungeKutta4,75,7.5,8.0237E-22,0.1,0,0.01,7.06760E-22
+RungeKutta4,76,7.6,3.12863E-22,0.1,0,0.01,2.75582E-22
+RungeKutta4,77,7.7,1.22303E-22,0.1,0,0.01,1.07729E-22
+RungeKutta4,78,7.8,4.80005E-23,0.1,0,0.01,4.22808E-23
+RungeKutta4,79,7.9,1.89450E-23,0.1,0,0.01,1.66875E-23
+RungeKutta4,80,8.0,7.5334E-24,0.1,0,0.01,6.63572E-24
+RungeKutta4,81,8.1,3.02388E-24,0.1,0,0.01,2.66355E-24
+RungeKutta4,82,8.2,1.22751E-24,0.1,0,0.01,1.08124E-24
+RungeKutta4,83,8.3,5.04768E-25,0.1,0,0.01,4.44620E-25
+RungeKutta4,84,8.4,2.10521E-25,0.1,0,0.01,1.85435E-25
+RungeKutta4,85,8.5,8.9108E-26,0.1,0,0.01,7.84899E-26
+RungeKutta4,86,8.6,3.82768E-26,0.1,0,0.01,3.37157E-26
+RungeKutta4,87,8.7,1.66743E-26,0.1,0,0.01,1.46874E-26
+RungeKutta4,88,8.8,7.35702E-27,0.1,0,0.01,6.48036E-27
+RungeKutta4,89,8.9,3.28225E-27,0.1,0,0.01,2.89114E-27
+RungeKutta4,90,9.0,1.47785E-27,0.1,0,0.01,1.30175E-27
+RungeKutta4,91,9.1,6.70257E-28,0.1,0,0.01,5.90389E-28
+RungeKutta4,92,9.2,3.05644E-28,0.1,0,0.01,2.69223E-28
+RungeKutta4,93,9.3,1.39904E-28,0.1,0,0.01,1.23233E-28
+RungeKutta4,94,9.4,6.41918E-29,0.1,0,0.01,5.65427E-29
+RungeKutta4,95,9.5,2.94883E-29,0.1,0,0.01,2.59745E-29
+RungeKutta4,96,9.6,1.35497E-29,0.1,0,0.01,1.19351E-29
+RungeKutta4,97,9.7,6.22297E-30,0.1,0,0.01,5.48144E-30
+RungeKutta4,98,9.8,2.85495E-30,0.1,0,0.01,2.51475E-30
+RungeKutta4,99,9.9,1.30784E-30,0.1,0,0.01,1.15200E-30
+RungeKutta4,100,10.0,5.98028E-31,0.1,0,0.01,5.26767E-31
+RungeKutta4,101,10.1,2.72900E-31,0.1,0,0.01,2.40381E-31
+RungeKutta4,102,10.2,1.24261E-31,0.1,0,0.01,1.09454E-31
+RungeKutta4,103,10.3,5.64508E-32,0.1,0,0.01,4.97241E-32
+RungeKutta4,104,10.4,2.55851E-32,0.1,0,0.01,2.25364E-32
+RungeKutta4,105,10.5,1.15685E-32,0.1,0,0.01,1.01900E-32
+RungeKutta4,106,10.6,5.21843E-33,0.1,0,0.01,4.59660E-33
+RungeKutta4,107,10.7,2.34846E-33,0.1,0,0.01,2.06862E-33
+RungeKutta4,108,10.8,1.05444E-33,0.1,0,0.01,9.28793E-34
+RungeKutta4,109,10.9,4.72357E-34,0.1,0,0.01,4.16071E-34
+RungeKutta4,110,11.0,2.11130E-34,0.1,0,0.01,1.85972E-34
+RungeKutta4,111,11.1,9.4164E-35,0.1,0,0.01,8.29434E-35
+RungeKutta4,112,11.2,4.19077E-35,0.1,0,0.01,3.69140E-35
+RungeKutta4,113,11.3,1.86124E-35,0.1,0,0.01,1.63945E-35
+RungeKutta4,114,11.4,8.2496E-36,0.1,0,0.01,7.26658E-36
+RungeKutta4,115,11.5,3.64928E-36,0.1,0,0.01,3.21443E-36
+RungeKutta4,116,11.6,1.61121E-36,0.1,0,0.01,1.41922E-36
+RungeKutta4,117,11.7,7.1004E-37,0.1,0,0.01,6.25432E-37
+RungeKutta4,118,11.8,3.12337E-37,0.1,0,0.01,2.75119E-37
+RungeKutta4,119,11.9,1.37149E-37,0.1,0,0.01,1.20806E-37
+RungeKutta4,120,12.0,0.000525537,0.1,0,0.01,0.000462914
+RungeKutta4,121,12.1,0.00366686,0.1,0,0.01,0.00322992
diff --git a/modelling/data/abingdon-all/seasonal/winter_aconite_simulated.png b/modelling/data/abingdon-all/seasonal/winter_aconite_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..b9bb9df9bbb3865ccf8b2aaa383ce0e6c3aad820
GIT binary patch
literal 27321
zcma&O1yodRv_Cwwv;q<W1B!x5gOsGAAOaFfcQ-@B(1;S!poEl)(o)h4B`vKWJ#<KS
z$M+1j@4ff`v6joV&YU@O&J%m@U+fbo|3H!u?*bkK0wI*TcSjKdLHCA0(8kVSgCjiM
z!&BhDn+|tX9Uj7r9h~*-j3Bal4mOrB2TL=3dM6`0do!3dHybAhn*a;Fse^-!{Y`du
zt6yiZ!R$=f8701`fve!!+*7lMK#28F|IpG!)65_c^D9z!Zas2ISQ^1`(QGIaS(U3)
z$<k=QyIiS%-&=PT3w=$N;Yod{RP$4@+pD65njE%g_+K~h)ry&345=4;e9?g;)_mCQ
zg_T+{i$;U;iqT1@;Ab`Eg3HobBlb?Si0WCj)`~&9?UC-~5^nn$Onw?7|Fh@Lor|!-
zRIfz41O5!z$h}ej^VXq<2LuE(8>>P{zzG8c_+pp9U%VdLJ=9s;ERaC(v85jtJ?iW2
zd63KC(*mmh-(OCbLqkJbZ`C=DycRd*g98ocG-$l%=2p?P%+1HAQgw2);<k9)Ea*is
zdc0jStueY!K6&LK_?7uWgC?TAM!u?x0s;agP$-+YKhcXI_A1rmRew>A6mEX^-MoFV
z8xL;Xx)qt2$a-=#dcvwvVr}Gk^hisKwfblYHoZLri>av*GqbRW>hD+Gn^&oJ9dz{C
zsTj@3reM=_8C;2GQG4TA;&pO-%jBfrAgsl{Q`n@%B49Q-BI0#YYdoy#TGir*PLYRL
zdPYX?hIV}Vj&x4;V=RY?+f#-ldPu<-B*Ku~#%=O2M4y&(qR{?a%6c8$vAoBblhKnS
zI_~+jtlTQ~<NdzsPvA1lqkA3BQ%5_aF&{c^2Hn*ay;$<~tMUtmSK$(#rpY57``^+?
zXlSxMw>K-EKPRK&F@Juu8a65dpU+4;%z@lF5b!)Kov%GS7(HRDdi(nIt>y9swplnr
zLOO<x_7NJt<NTv7k<HaQVmDLfKv#<4rj-E8$*P0psM1pYfjm9m`lcr5JuNe{45OiG
zSgLG1<LJ?{bK-2Lz${JK`X}b;wI;e4(c`r+VPtAf&Vx5^-pCB!AKgk5J(8M!3N@`O
zn@wU~sXEA69QYvF7)m?zuDQ-;e4|s8o#{bBcwylUM*+NM$AzygS7J0L5Z0=yvAZOe
z41T5J;^GGgB$!*i-qfzvy&#>#k7<L?7A&TuTx3_uW}!+hl9G~c)0_d`!rpf-*{zP<
zq7wByG;5%H#q=(XIQ83?H0e8co?K>R%q$a>41+G&C5DL}t5)r`!!lpXyF*Njj9OSr
zhTpgnX^z*qb-%eA85ft46O)vb<9EoBJ&#9sre8u6r%s;_=`v|nNl2k-<0BKxam#51
z$x5N^^7@X1MCNPDHfH<Y;o)pQ+%+2c-3jq6#70LHvB+*s%F;Mkw*~uZ^75}d-!S3U
z!Rb7AUmxx^i7F3Fz^OUf{FiFB>+9>Ar(<;3Dx8+=m~)SZDP|hR#kc$O4Y<6H-M3Dr
zrVRJ?I=yoI=(Jwz-h!>x2a@*si{|X;oNVb7*iJU0m4qbGrz{PXv<{cqS7?T!pVf5R
zC!)Ri)~@thYJ5*|=`oS`^3~_TLt8g+x?E^&DjI?)vSuGAa2V<+D}SAKY9`2y;Y5V-
z8jBqq40L*?4)SUTMKDNaUbO7n3u@f-_J_LOi)PnhV~_}z@4HLAgn#@%+jGxo7Qvt3
zHT^=x6~U&x0A^9AvV)Q<S-?K^dazdI?nF>W-<50Eq&yUA7nZHvY!Wd7l1q@TS^Fn>
zdUXkEWyLMW#rQIUwF~}llAGf};0R2Id&TowMJ5V5Z)cU*)IP?FjEP|i6Iu`0hiF#1
z7P)_u)|pofAIC_ms?xSD9mnPgvq2)@^GwzY^9wpB<@>M16?`wPfW?;4)6>%o9w4Ew
z7KZ>&gv^r?`q8Q@#ZNmaIy#zdM@2#5HC|Lp6jRoMzCU^!t6ie_(=uZ@(WAnBjwT%5
zWjeaUehImb0dYM-aX*4@b^^~t$skv6uar&_Ia2wBD!d&Rrx<eB8F9{9colAYM871b
zeN@R_gCm&4SA6a+9v<%0_EeOdQyG%ja}~oR-}j*2DP?#6aHA7vnAcUGVB<|w>v=zK
z&Ypu7reuD0@o~S$gine52(<9UCQov(bYY(BQOW6M#B;W{1&=ztj#Hl9$H3zy8#EPf
zCQCzwD5YxgAqnNHma7R~CkLZh&{4q^#KZG1gtx5U9G%QbiYo5CIWyl1qQ>>2qM}Us
z+bfKN=5lp4SB=-ylW#iS7v6?>ZcxW@89hU6ebvy)@x4SMKHnP6`tXa;@zIJ`R&aSW
z+mRJ<PSti%u7Lj%C*PN5yoO1!p@vf1$wv|WU%EshBn1MR*E$4O_#Z!h++)^}AP_oa
zUD3V<Vx{2A`1p#q_PeWkj)@1$6}hd`f=-Jzm^e7jWr(V(<3ht2R*ji6XU^D=k&|a`
zoIih_=#WZecg(l43h&*!ccEQf@=d7CZ)#y-uYEk15|%k6a<KTJqqRfy#NBZ~=XjlB
z)<{-XHWUPlroQT9$62HI@88ecsq{zp^gL=R>eC*Ywi_N5-WmR4!hG%ORrx-Ra)*qR
z?Cdt%iF(|ompm3U57Qnf#hiczqu6)wCHeSmN3z>;nK?B94-Zf1?ygIdW1m*vw5P48
zt*vcG>p_%?*9ty4n`Zj*ic0mqQp|#WMVeglve3!#!AjP`(Po;c@Y34g&=6{B?Lhp_
zXsX$E=ChxXX$m;UkT82P>vh~@JN}d+^Cac{#Eu`#eUdt~x%r-?v~<u$K|%t}mL_52
z0*CXm=InMIDh4HqgDkO8ur}G0<<vV;xr1B?c=pV0akRR+b=rB@*1tTAK{C|Aj5<F*
zKa+K*Po--8e3QUz!lcj%SaO*(S}PbsRHUSnvBGY}DX(9@Ze0qQeOf&ZQbE%bT+(vQ
zSujEmhl&haBGF3xlaATC7;UMNa+#e68`2e0XkxTo%|sP1+0nT{0&n_jea+Fzn$dYJ
zi7B2shgGwB&Giz&98b+Exhv_X*49L(P5H5*%7wGns~V^|-uf;idTbBue!iknY-y{F
zv+?R{wpxnovg<n1Z6)KP#^wdxG%^fVPLAQN{e@iTG7;BG&DrtsW0Urm@B9b}=Wsb^
zbjJ5y?O<*cbj26KH;hY$FkK_N7W6jzU*VjsG@83;`_!t5my%=nY0}xvH>ESr7TS`8
zhvF=}*5_9|%F2)T7b+5(y7Dcw`?*QQU0pm!#@Bs{Ly{7N;EG$DTQ^qlg_W8~>Z-hv
z7Ynb5<x&rlx=sa;j>9LaIxs738@H)DsfBf)K7DF}V0A6EJ$mxw30o(Hcz<bFn8<#5
z>sGhD#b!VvZh_0eQb}T^dE-+4dv?U??U=p`mDLikZ01S0UI28%rF&t~m3H&O8<P(Q
zqjFw@bz-Go*n(vO5rKj}XB|J<TtH?kSiU|}&%xklpLc`6?=I(!sO02aJbr}j&gILO
z>-W3}r1S$wu?%<g-(_arKdRTfN_OvL<>W|IN>)~>&O>MKlS+?G1ZT$RE(cWD)gk6U
z?BWgg-PJE5*_?*6`>(CtU+H?rWr?2bb())6tRO43{31C0TePlT<yblQ^!m)h3-;s{
z3&)hry^bBa&Q~1{;=$r>)oq(yNQzmo@SDJ|Tk#;&AbM*>K!zt)c$dtXLdzlIWsFJN
z!kvo&6COwVTjtj>wqG_t7ms}QGDed5HkCD<y{b$fR-ShpaZb8$uR^`d?wxs5Kl65t
z4@O6;LccyG<(G?^X_UH13z+M{0UDWij`#wIEg0huDr&YWP6$ci7x2a2Sj(%vrmV+p
zHPy|bauw`4@P(~6zBJ4cR>e-)!4{^UQ@Yc6VP<sP7u&v=ql|{MU5lwD#bo6fb56KY
zmU4zRahpn=&=nRRAL1IHd9#XF20fV=Ggf+n9Nn~0efiveoT8t0<sETErpj09yGZ+x
z3LNV-h-)d~_S1v$j;RQ2I~|W{9{D3H>dM*#ZZf;M?vEV=Il+7GSC#V&h}+`0C6DTf
z2%BlExt*@hbskn97r&@VVjtYKDjE4Yxe{{4)YYy1K)-EEe8pI<i`t)E6gif$%@OP5
zqyM4gaYXY&klMD;#NT*ppRa)i@7mmfN$e1pE(hH=IH$c?P`13;J(T28s<UZ6{sf94
zqc6EagU7QuPiawB<~jE|jl?Z<J8f)!`CW{*;?7g3Twju3k{^G&_bl<%I|m!?`=2ac
z?evZ=iRTACt}4;4IW7)Cj!C1B@g&|bQ;ZoMFQdE*t-AM$Z_qK!aTEQGb6$G-z4KHO
zwsW|ZTX)9y^qC0dj4W$5nus|2sjvif9oSQ=b}Cmggx&M8lh@P@W?2_~hDrOXlb0($
zmbUFy^4Wt)u8Dz=t;dGmo{~+#xOe%@%=l){!dfFW%z;Yeqb9F=jec$4a$gg?O$&W8
zzG}g7^#t{-NM!?qNi#aiIW%)~bH&*;v><J%MWb)7UY$Z4!58i~YNmpzJIHgQnYpEo
zw!zAI!|mi~C%IUKn^HPzlPUKY*(auZOjYo40ht(~=QSh&3x4zdpnwZ|b6)TIN09#}
z6HZKO;0PyG*E0<UJJ9-CvD$$z(6-nweoc4uhG}!cZa30OtkAiVa~^%%deU@9!Bi8+
zt#-2P4Nj?B1&20<d!RVlQ9Y>~|InFNl0+8F<r_O+NDVwbE~^n1YU#opg<_U-IU~~Y
zal+H>1qjF}RB;G}Ip?&**)eA>>9O7*z@Tnu%=J35C>q9$CapbtUBtV~!biY27Q>&X
z&W5g(?Kn(NhwO5H#H$0LOPeJ64=6<XyRv-8rH19Cqyp8C(K+aF!~BWQvaCE#Lfh2T
z#U&$nSh2j?trN@Vj}#Tsafj$1tf2*3iRFe4gcFkoNvse>->S85+GrHIFY~!co<6kW
zb24JzO$Wn==e(`g)sNki0extd3Rg>41vizqN~|`qg$rU^{SrNMDz^ur_+l*Y9yfdn
z5wO7~!{6odCLJtb(p$PY6*%js%}e%hPO7d4tqpcp<D&z*Cb6L4>m6$0wq{7(7mTM9
zM8f5&)@e+pCoZA=YPh-VGZOk849Da)n^bLmbu`+C!YMdV`$Y~InOEIaXubjNAbwTw
zIE>oD-W5GbR5y;MP(X++^*R9<)aQ`8LrQI?^~_s~w`AUi@Qu1ZWcA`QZljcRa41xF
zGMZ|R2u(hmVhW9njQo-lW+a>U95=eQ2DhXFtTx(%?In9{lbz)e^Ekp`9Yw`Rbx*^g
zVk`5EGc0vz)6>)QPNl-jIIYihrGh|_K3>>VU%+0feeYg?dd{>TwY7Zfo6?VVw5r7^
zf-EqfcVe0`&7~lx_ZsQx>6ypjvjlY?xngKxr{+$pX~xh2=p!CheKO`tOtUf5{!rkF
zzkk*{ITY>`<h35=A47CF=t!`YCNHnLS5yn@4_puu72+L~w6iNv&ouawDvM!FT?wCx
zkbLC!%?$VAFm&k2!<~03tFHRrs1L2DKfOpBDK0V6Ew3hOCWx6#TUZx}(eW%(x5lcr
z*CN4|{yGewO`L~e#l1>Q21zy)l;h21PZYg|u<4~Wca|$wmbY%IDr5E4M)LTn=y)gz
zTLZMCZfy)waH!YeB%PMEzh+lQH<FZ;l(tXPJ|rbQJ-yWt`!m#azoO<dKfuI}nAq4!
z#g}EghOh=VoU0E;xQ*}LP(|Bqs<^^<?%WoR>uMKi00;`JHwN(icDu6zk+PeQN#LX?
zm{0e3{64{!K3nWUdDvS~0$Kxep9OXQJIIeeD1qIr$p4EP&^%MVv3k3qp~2kt0n|Gl
zoSOaQ{JxFmYH%<??tAPSboo2yy(-_|ltU2-STqzjxw*eE@3f=K*TaWpFhlC@MeK~b
zr148I#reYH{ng@w;M_1;B^8yd&}(wgz6wEdZ&d<Lda<WI6Jc1d1iIe0XSdfO;)-(m
zi{nZ<&~Gk~!p0uZ8wM^eS~7Mbit3Bo5sr=9?}^F14FhQfojBk#@2?bF&AjI>hI#y^
zEer#Phc*9mJ^<qXIriqwrGJi{@+G8WHER-<MEGot4GmICO6U7hxurl!2<nd5Et}#d
zM0;I!djle_Bs5btUAiCRUUYwjGkcT?QeA(@7<tp+;42QkSiv0+58?kDb8xuv@3DGN
zipC0Ud?gv;-S|p1R3f4Zi3ATd)HoGa5`8)j{Z(7FzZjgzD+M1u#QlB#PgbX(9>A)9
zu66oZaOZh%I*-i=P1}a^kr5FW0bf&K-ka$;y8T5?^u^eiE(&j`ltf^|)~8y6yYIBc
zt1UdUiibxrV(DsWCGPub=j%6kTdSz4UBf452@hf`Z?+hcNU{f5zR~Q`OnbIt1DKi?
z;o1oUw#rRK#|!BTxz*ZL8;L9T<mJ1(T?tz*0I(CB1h)tTS6v8R(x4OR!<Y*dJ^ChR
zH`jF$Fb{6oNV54fP<$I3{kou36tu?YQ)g$4;Bu+B$nmZL&q=Q6%a<>ETI98~mKs>!
zCIwS*`_;w<z_~57@~yaG1$t=xU%#gMdBm`3T~Cn+ncrE8X4Ocw{xZ@SLVe}>_4_DN
z#BF;q!p{#oFfcGeug<S!dugcG(az59ZDplaC{#GJ!@xfZ1BWQx+IE<HDBq}+e5<0Z
zO@`;Pma1xchuq5>Qbcqj*?1kRt2ThfKv)hIN*xgiR*rFP8h!*t{9BO1+pP!)36;V=
zcpkZKRiJniF>4{VU|K=t`}glp^<+HEJd-5iQC^-?Hy#eS1F3uW!jBGivKGLPt83+E
zXUm{tU>MD`#m&PRS}%(G-MfGPnd@?ROiWtw`5nR!CY{mk@qE%?IhM;=Zscfz!rDJO
zH#cUoDJ*LP5LMv-px-wzNU3jV$Y>CEUhIGE8519$1!cH&>2{(d(rss1sibM+qX(5g
zH5WN8Pc*dVP`+*N7IJqcjL*w5DuORbl*=!WlqqvaNl7WgGU8ei^V_tvtRd<R|5bG|
z3JU4Fcb|fdkZz@3Vx73JWp18X-`JSRPA!212+?kRN@{C=qRhHK?^Y51RAOxGRgeiD
z_T6=>@wfzA?73m_m1XN?NpW%J!gy5(LNb&lBdHJkSPxv&dEx8(&%?tkYin!sdlw&4
ziny14A|E1fX<t(x<FaJta<cl+4>g3K@Zl2LhE)U~lp+j6O-(IRtF(CF@niIij0}Zb
zilmB&ovzp7N<;N4A&50+A6{y5@>J^}&0yZ3YGQ^Jz{X_E1{U`V!wPQ|QZc{~ji_8?
zSg6LZ^7idz$J+;-gDl!GgviJc%X*{JBC>L5z&OGuf^V53ZoKv4x&*mIe1jWA+uxum
zRA9&wwsOveFpt(fjB?lw^H^dP>XN#1W*F*a^8JViMlj;QHLPZ7P2l6snVnIF{fCm2
z$x2AFF|ik8DXTtv>#gjqhkF}thr%MJ@&RMw{oe9x&us=ky~F^Zbj(37MgRo~9nEeX
z{Yss`ut-7+P1}%A+n{C}*h1;$<?0@s>&99WeZt;n8q%u>!-ThE5g<vff0ky?cvitQ
zmsk^+?F-ASM>zh9o5{?OZY*;GD|Ek@uC3s4YJzj9<dqq;#qPBibb;t&UJ^3_9aWvj
zRK>oaPE>43wcd|_=HI!56>JM@6Rp7|XV=a?t~P8TafEJ2x?H_*V$$}7Vdg#c&p5oR
z$=8NOq4{cNb!!If>xGT&>ceUFUKGU~aA?DHHjz<7QKdgVY{5Cs|L4A?Rf?C7*&RO1
zF@WK}7FY5;{C^L7EIu%vKOX^vep~|ueSKv4&wIm}h1e0jx{^1KSU^XDQ)|Cx2`i!w
zw98g;wz1UuNM+rhf!W{tC)cfZNmw|sg&W3-3LJ^~9t*x$^lFbSAY8E1Q1bK0#8|Db
z%%6elH(Rczf4IB$&u1+pAX)zB7+_NVbL`^9i+>#xBBLS3k_7oj<ca@d2CMfPB^~p!
zdFOuzR~mH2AH2L_AfQwJNnD13fB^r`vBN|6e~z6dI3NhHa5^pi_x#VF75_QkFffWq
zj_aR9D~*YT#rfy4Re2k5|3E(2I}61NEiBTj!_MNXRgUHR@bx^%Ym7TKXJT2pk;smJ
zk{U}yLPFbrj>X0{|9dPS(B%Kz+3zPY@45QVXNG~#p5guHSU~~Te~x*3L;gAjZXXOk
z7-+hW;<XXQyjFvTTa5j98^&MDQQ3V8N`w}5MO{PVpA;N<rSv68%BY7uP2%o3kV8O_
zO`%{gsFipI9C|aAJhXvma9pD4zSc0m`vj0gTqYefaKKu~4r$xTnVVlv;Xe2Chu%t|
zsj8?jfx(YH&#b&zp?e2y7r?mmGI|uNeVx9<a$sW1>dMa2zz48peq}&AxxC$2Y4*xT
ziTf6N>(g2tqh2RRfcwvF_B!66i@WKVNl|<%237BAqVcOPEiEZNeE4Nn=xJ&yqodu(
z$jde!yQzB;9e)&COL#RXirL)40;Sz3=k}=;TgI_ym2Vcd@>vgGRZvjivKqX>lik(T
zMbF8}$z|EkF;L}EQU2h;gV5_-VW^ZU7sqv%h=%_al(eM5mLz0+7GzXhJiN${A8$K)
zets)u2N+2u8$W;l*4?$qL}^Oh4hA+shq>^ZqIw@OuU)?$`RUVr+`n>aU}&gv7(R%@
zFCrsJ1RUp|0}``!^V^qRM_MBPm(+3L;q(VPD=K}o!mfqoP-S~!0)ppp+$Nc`BVWHV
z0^T?RkZ!Z#_qDZ?29<~T09&QO3q!K7va-&L<hKK&U$L5+Q~ya%UtcRA`+E1NxQ&}T
z5(VGo=POK1Ok5Te)NuNlS#wM*Mc0uP&bj5nNfgT#0Oia(m(tP**xfm*-}LsyA<jfF
zFfbUk#d4a*2P4)FBRFLe_!UNS0Ec80B(tV@QCL`O1iFLe!ul*Is8=ua_U+p}yr|tT
z&~#=)dShcF5grpA{Rt4_y$eCJ<zQ#^vW4?ixi1ct$Z1h5q3r}BIMW;fnwaNlN^&TL
zE)O+R!?InpfoLN?YdZq2bl=|o1CWNYX8mRKc2~!*YglrR@ibZZwC25U?k{Se;JL9b
z(aArEk*Yxt6Jmqn6ciLZs<5&8fQ5xMFRcX7itDlj65tReE7EGd^~O=GK}#V1l(X7_
zY<VmajA#m>PD^4M)ZamLV|N>aXS@&-6O$FyZ5)D#ij3^RU1~D@;8MA^?*RMIOg)tE
zwqtD)e-~Q<S*l~`$L`-utww1@zJlgL8%irUWBH-7Qj(r&7-y6Ldk5-MeGY+>^i3Gu
zYskfF7s^?>bH*K;627wq^+Bxd)b9kil>AJq#ad@B(8aP>9~QJFi&pFOc^&V~PM0s_
zJQT07pY5QPC#KiF=Wa7b?290#+upTdwC8|ra9G%L!e-v5%+H%|H8jUN2J#AfpB&DL
zPWy`<zD59z#Dm<+8;P5MN?nW1v)kxSO+Y>)Rx31(*oW^;$7oav^bk`bFK=+bjNdbZ
z1StEG%$pLUNfX1M3T=jB{G{<P6vh6Nv#53%^;66OZAp*kZNQ!o|LdXW?lEioBpY7|
z|A-j%^^!7TJkd642$%f*lgKO5J#ZO%-e<R5)?1i*4accr2nE?iz6St{e=zFw=^%(Q
zY7zQfs@p@@OUKZQcFbW(fHP;C?aNj(_^2F_rpGSLMf^Lg5YrD}L^IRRyl42Cu>o?D
zrnFEx_s7lrR*DNSl{1+BIeE<H&c7*na`!nnRQDU8{Qy#P7Tv<}9FwnFd(M-u5D{&c
z8C@*`(CItE`;DK9EGYiPMVL$^+<&Ly$Kp$E8Y-4UZ5k$)qx-sO_oAEI+l|)SG^GDL
z)?eiz_|LUKG(T0lqnle=^!_~`h#3a|9=m$|y8b`M!1EY#pXO+jz?m6i5RHmvYOQ|7
zU0S6Ld7HOcppe(7#4Y~#;|cl7{Kabw1Ix>A{*_};@O5s^^gqV{dizhNwHzsb@lTcV
zQ>B+SG&1@t3xkQYxS&lR58e1m`g2+BUXzKw%EDs!e>@Hf3<U(_{SS`=>gxZdafOEu
z>;6s8wc|Q7r#s*jirWy;&qCDSynA;S1hZ_o4XD7{)K4c)vKO$D<%0<Lhu(Ny=3i^q
zjUQ9ybbwhPEhHe){AW_n5EB09*w~=f-^=0j3L+{H&&_U0yN2^B_ar3zFflQkGnKMB
zT;h2wzBU({eYwoSA|nw>bFEW&C*j)A{pEOm+e?%Gd)gJ;2UU6uK089b*m~r;C=g($
zPJ_eI_K^0dvfXHRiX>HX;O{yIGbpTV^RsksMs<?Q1TGb?WvtNQYTf)HP>ZLd<U}G+
ziaZw#Da3AljZnhK=nBS-KQcb?nAm%*3gwxO#Gz>}GS5;39}v^bUs&~#ZoPk7u5g@p
zQ->(J*Y)ysg1#vDuiun)h2YEs(K+(v%fV@`1WAQHkclU4@qw1d2#f>5OY0%jeD@zc
zdj3+b)T9&Ycn}*)*;`lYap2^b2sAD;7|fYSQ09AvrUx*6z8E0qNLG#F^id;Y<NNaR
z;iqa~6r*fpoj-Aw6+SU>3`mNt0896*aLk^Ip}pyFFEN=z?=ji=^BJ&`{w3&d?0cH0
zEjC@FpFeNTc$jvXpI<dqE;%P>!G`~`fPfka35ns!@zH#Fie#8_A2Ty^6mWCI0g>7j
zX=P=_W!QXHN=izhlXiW5y{EXU@+e)XJYT~6CGGmAB#z;?m<dBo<;cMqtqP}%g-}Y)
z+w%(x)1ZQwKLosh;cQ3Z=l=eyKq*AIM}W{NU)|c?t`t^eJ#y0#3SSwiP#J-C;_nn$
z4e@RX4ikma2)yyscde=Q#Zf{=L`0y-&e;e^I0_N-&R~x_0YH3R!|>TG-nVbx=C@1P
zYb+ErHCaGyKY!M-pV8o;D@otL;EJf|Xq+?fV4%dU$|{!}YF<nEC3H9wBjcwkkAoh^
zZm3OiGqt@sN?g<40IZaw@Nh{4-%RcV{Ix7bPLLU4dwV+x9bIk`9oN(GI{z%o{C4j?
znp`Zly5dU)eZ29{pHI1qe8<6GSi}Fs!D=!eYS6~kN}kMGPlasNbn%8%qDSxn9npC0
zb@0$7ij?+=mAYoP;Zoaq_#0NIPHL;OR*lWnxwde4*-a{|ug%n*_)LX#;IysA1q?tn
zC=UhIJ-rCCY+4?vNVFoSqJ&R+Mo?AJUxFFx6{;a{#vJ*b7GpoOZ*N0=hQ=N9zqny8
zSGXZdJ8Kb=V=&Cl6`7TD&1ZL7b^>ZECC9dS)|VHA(ZhVIsj4LFD~_Pu$u~dlW*02w
zd$0XQ!<9sj)j@(q0n?6F;OQXbVLuBa7e4Rp;@i~X&BuWV-yN%=!*(>avWSsHj<AQl
z|F+vjL_`q&)ybbABrH6}I+o#^ZJNoD&Td|lKh|Hw<A!RDi65-Iu|y7|BPDzxV;5ud
z!Prg?)BL=PlCS1b&uquUikr!Fvww-!)w;+xQ>sS3EH1{Ck9v5xc|i^lo!YU7%(lfb
zWU1sX+YMB#RAsR-?ey>zed?n-km04t37^Z;Ra;9mvs*dD&757y6^*@OmOmb;qs~0)
zW$oL;TU4%9`sdEY6ASh+$noJEg=_?^dKq})__<QBsE#3yxB7H)XX=NYhOEp(n+?K*
z8G)erc-XF$HCh<QYiHQR|6OUO!g=@HlTFPscg6Az=Q!Mm%rn7Z1QAw}%+veT){({A
zKAo3pgmC^${b&J!VX@xNNLjQIsz+Wekyij@Hq@!9|J0}BrM0!Mhl9p~v$6R_&K{SN
zPl>O%If~9vhO62UY1%?%=lVK2<^n?}>&q(<uWzll_}DpKxN2Ym;lkPACH}xmv0;pS
z+oD~Aa^DPczvmOCoyI8P+|Ep?h0jc)XPBEtAfB6+>Dx)<_Qgk@XOEGUiHYGo-!kaS
zG<~Sh5}X9wX>z-o#Pn)7f{sEPQcaQ25>27|kI^yq5yuJR;ys;3{tt+D^YaMK{3Z?T
zi1EejT-PVX&C^0{zvZv%Om-ro8WYaZVvTheC@FsF=X!NHq^Pg?H)|5*2Dnv4<u8{z
zJqGi=*C&D`rN*dSPv{v$Zrl0Y$xIaEr4iwIbveI_<?mlngzDJKUr--3v{OcC-r#*V
znn77tlT3F(^_G8%X!!3)yaN(&(cH%9S4Wy>^RqF*ijunDaz6yay>W1OiO>4CT>M=q
zE(7!3`eqZ>=ix!N4|b%}!x2&#_v>SEO0!DuF9{FpG}`L?LHD3;e2^w|=it-VP~WE~
zoqKgSJqI`$`Quzd*Y4+$Z|<XaEC9^9j>7`6B9bnB-p4C-+c3brrM>8|;{xZZ-q`c!
z$DQ17YYmVydS7QiHjW>zL+_diMvAh`(~wMQ+wba2h96USgIH-TOkU>yi>pVCF|~!I
zSyYL$Q+AWH5uM}_f7C!7X>X@6Q|7yZsxqCDmd;M+gEiB!*b;bbQCTb>0Q-56!hD{C
z`|naSls->>G%~i9JU1KqJl2LPj)ax}@u*mg??teiHuAw~DkbLy-A?vDtbSnf_h|xQ
zJH08zNAIuOOtqOS-r0Vhd7{G^Fh086TD$2i84eP{Em6iTx?ihr3QF$HyS1G|QnWo9
zFm;tG`JCX~0XO**q>3T~lSO=oi$|3iN`ClG6r-Li|6p~c3oZAkFRDIWo+^qw<+wVB
zZUGG&yWm?~;O`SfpIV(+IQDRTWpHNu(=}f@;A+XU;Wp{m?4SG`$N3XP$btzq6^AYI
zvso<>#XYBD0^vi*soKPm4d+8f-b8TU2=M1ML1Q|C{~lZRW1-lh6W7P@bjRj0Ty1q_
zV?_!}O58T{Ghn~SzSG%n%m0MkEADURmDGRGr(}Hl?S5bp7W0C}KEfKvYm#*F`;9+!
z2~c%ny=r$a&6PPyh)$#j%LH1vvKme=6^i@tL{wd2bk=b%)r##mvjkSnOcVy#H!<sx
zm3Aj;xaa0)yB`vIXv2U_K^yK42sDGA1R7WmwV`y$(7Ar`onfIBf?DG%65ClgC{7_8
ztSJd6nyko7Kk`6a;^>w*TWxr7b_d+M|J+-4I2``pOYOOMHLb1;F!<fG33t}sw=^Nv
z9Tl$uiS~auwbXuXb^~$agqVv|a0Wu2_!=j#uyB&U-jHa<3Tljc9-u&gM|o46p~UOV
z*5#fQGjmc#ghrus1GrH~Ezp1z62SvDQhm8N)4QUP*M6q<elE*%bR+MYo=VH>dfzB1
zl9rM+03izabNY&XVoP59)?d09MLO7b=8@IdZLDnp#G;dm9Pxax?RlrO8^w4(i*3}!
zoAw&_y^x~ll3v@G)@I)h?p>Tx`+F+IY>j+rShAvOAQ1u#2px!LK9kJ~mae}3o4yj?
z*pl;q{3y1_H=5(bg!AmS=Pqh{3C-$vc@Utby?Y1u5Db88`1}-8z*CQ<bc~N~NVrz-
z5OXE^`z}=C*Z}!8)e@f*_Te|f`D!MQtTheXU<#t-IGGtr6bd45Nj{`!IA_8<BOMk2
z5?Ea1dDtg|3xYlg>DJFvzZOGtx%KPMJS=`1TQczb*5vK!=;kPog)Mf^;;wxjA1#-D
zM)V>eoZgl{595BP1=`o%-natRdPIBUZ%p{op6KLd-eJ&1dU~+}l7l217hwDPQtTgF
z64zghQq)dYZln6ppiyhY{jHOMx^^w6hB9(pI_X+qZAML=xuuR&NDp60#-11a8fU7=
zc3kvhRK1unWZ?W8PJr{;=8oz*==eo)<2nk-+JML-I|8jR_<=)E;ZNQmKI~C?@|S}4
zfdglH>Dn7SJaLG-+l@b=o7p2sj%xmGJA3;pLPDCxok^?<eYq<e`>iqTF`(*4c~$}b
zLRnKUg@g#Nc$haqYcd3IQ$@GqLUCy5V4e!*Cco~85o_$z3udFWi3U3WJep_P<BfpQ
zh5`cDSXr0W_B%yS5W}`jwDbEYb;=|OE-})??zx7a|KXuyyP`ZYzvt7VsIMpXMvGX%
zJZCK8)#Xk+l%u~58UFPX3}Hf-P%dQ_^}>5V@M4k^T6+TguPA5o(Bzir!6G*>quEah
zj_!rd^B|@orKjezazzYsUoRI!mne^ElW4B2MZ8WG^^|c5xO~TNa}d82IJCc%v~>Ie
z8-#c@0R0XWnnkrG3iiR(bah|dtae%&gu?8%2TZbtD6vLgi~CQ7@FBxn*(zifE$#Kd
z1~0VS@b{7%C5=6u$Gu41wTnP_`3$HyAlqoMHSJZp?QFYHZyt_20VOa8SlP|2tX=>O
zv8wZ;uFM6eM1D=+_}*WJ=<A`yp1n2{lsR>e7;6kzRapiYD}JKO_#0OtBl*Vd7s`MP
zGM(Q9eJB`A!*3&IUA1Riwu5w=Mv3ujyueHu^-ek_$!YJmD404!%6sF+JsFu`S6|NP
z3xFqx*xq&$aNSJ5DQfhIY%BKvjf)<W3YG@biE3|Y-v+p|oIp61;~(<UVAC%3-8(7Z
zpK#Tr6m-gd{s$(KNo0)2m&+Kvg7fu0P}qQ_P$#jegR4|qO)YL-tKovW3-T($pMdJp
zwQJYr%fx^1mh?Jpt(InH5l^0A7NJ;6J1AWNu-}H#iRN^4#&U{(RJZ6kDWSU_z5mUu
z<MjoC-boRBJiH$GR0ulVsS0Q{R4jYM2I$NqA-k!7{Xl`&IK<FLa0Bz2SWbf;UMl$H
z9)m$FzwMiHEhVKFpUC4T%5J;5mX`}J<DaU5S=qnn$~~;hyu8ZmD8AC*!TeuzWn@&;
z6;4hCunE(0g0{U6?jZSZf67+-&|?wGe*KiObOUyhc{r6MZ;fM#^+={`BWE{lCk!CC
zd1rt*RRnM9#p~^Few#0<G3r+~TpToB+m%3m$3XrLw~;QILZO_=cuOAvo9P6sqUKD@
zLe2~;U?pZ2n+>!751b`uB}ONyRlXb2)E8wX1)SxiH1vT)JkR=r`}Y-@Ch;$!lt6=y
zJd60d$o|lg3TMF~7A}tU#-mHz?gDp^%^v}$NnEpFv)IpR62G)0jNVC_o6BA;`KofP
zeD^a-Z!}>>GIS+%8?U)e!bY})(Wxf(5&@MNr$6+a$uu;b8tHSxMDnebH2ukB0)enb
z&^t`b#Z;5Max)UpnWON%k5BP?<A<4Z5q5)Cz}hP$u#o*>suqXNL3_KT`bgGuGledL
zV-5RjGF0q4K=P{|($Zv&IXX5df@~JMv2l73iq(yZus^R*UV0wX__mpQbftWiTV!!f
z@79d&&w@)svbVQ)J}823fh74QMgS~-H@d)e%Y4=-J<`?_IEjUk*rR7EDB!yigq6L;
zbBSWFa+ne=zYU{-(m27WfzB{lj}_HiQsCD~h-QFGxw)(70uk3$og^OV>Sv||MCdEO
zB#vNw6;0cxgZ7kKUmMSI_<7ovDV!M$VPAxNKC-d7+Q^A%F1Ew}y9EFI7J``1%<37A
zx*{E&UM4_E?X~c}Btg(mH_6{3Y*fp6<Q*RVVST^g%!gOI0F)in=M?YO5YdO9qhm|o
z19kh9q1K1Xcl`yt{L9Y8uH5<kxbZixLB><#trgRdPWv`baobffFEEj0q+3LbCj!4W
zWsNc(K2c<0zm0%)Z+i4&TUH1sXLQ?7hYFt=2Tr&U-wDh`@%iODan%q9nE#W7Dl&rY
zXP5q}^wSsCyjY>fJa3!)vy$KS>MS}EYF4xY9ruUJ0#x_&<q(I^qPl9osSdr-^}!sh
zSNTwqKd>vRU=1lO5;V-}#)zG!7WS6nq{Y%zlkGb-h8!Xw^#!abhX>R0Gi*ICkRo|X
zq#l`u2R{f}%YfDtSPOfr;wJvSb2U|n{=4}y``OGo^zl5)#@F)AnnOW1T~8Q|8a2ux
zg;`VDu8{m1zTcBjkO$E$GJkP>ALZ>=15VPLjbp&}m`U`_&){|>+~3<5SKMQ^nNb3*
z--GCtEy0~XkfGrkjTlQ!aEi+qWQ3oWfe3n3x#A&5OK=#iVQmZTPehpPtc9Z6X!@;?
zc{dJvsh%k>3aRu2be{S$rrqJLEgZP{dvX2sD;5h{4Vyw~xqz!{Z)C-D_M3mogQX>+
z0eghRk(Z`xLg!Q@<@xKBA&q)*a=ko)>`mvin}0LpPqFCz;3r$TUM(nNHqXVK1`3_$
z$w!MOih#xe@>udTaCAojdF__xR+bKYVmuv3l6n3eC?{|GVi>vDJ?}JpQWhZY+J6qS
z$&&H+43k6g*no&5TVJ_9pJfD$xWb+c6{{cduZSS|zNUVGACJ!UP~zgQzwh<nAP7zr
z({#qnc>li0A%4;CC(Hn&Ti><JSG^~TOT5BAFD@s4c%F>R1$7H<H)l^mWOqWQb;?)H
z6wJEx3HzkHaZii+O!O-$<Kv4hF5VI;0MzOV*hGEm-hja?unAiHC9vCt!9vb|e&z4o
zWVG8sM4!fr^>Cx%0X?vT=l^vYSY?EO?U1%rO4&c5q@zK9@Qi3_&6FNRtrC)ZUuZvR
zeGvS-fA#Ddj}8st+mw4xfs%(`((L)`UI6&(@n-KlS#Z4(&hF=(FLC+z8aiFXcs2P|
z>JU&~mM&sxs;ZiflMnn-Cr}_xeF-u#B<!t3$ojcw(0FSG6n+E15-IBccwWrxy&M3k
z=Pr_vkaZbRx&Y;n9QLB}m-+%Q*xc;8v^lD{f0i9wilmq*RumKSwx=vb*i!=OtM1>^
z(_5f5{b-m^qjT@uE#nR=K$KOSE&2Z0cUs$!?e6hWWGMFMK0S<<jlYm?k0H)koe_-P
z%@iL8GH>9*DRBu}eEM@<QBN#7W5e(6Nhl_+SOTq)jptPZRpuW80oE%z=1kM@myOCr
z{!7izP1lUT$UgD+1$e#y*slqlAT82?5nW?q)z=~1TwE;3OKy6<%Gk*vB@DBCjDUr+
zHUiG*`It<f{s6eNp^%BmjT6^-G$Ej+HfR{K{~2-iIdw#_ZRCK#%RU|y)asQ2V3La)
z(YwITDFR%Gu8ex{Zh3kaec%~f#S`{ivuIpWM%7BGKgA8KSINNJxR9U`bN2l8Dk8~i
zQqR8icN7dt0L`|*HOlhuad3Q9m;#}RBe`<?5q=~5C1XZ*cA=~NKPSByRfFi`QhJS-
zGu$&xU)fQgfAZI0zR=O%gzRslcL~!GzEw+=iPPVj`BR=J_x2RQ;phy*6YGQ4Y%TNw
zjqdL|rZWe0#>Xf}&pwRix>}TF0ULZL{T1TDAnm36@!F0zpOT%>YrDlhfBu|}q|x|2
z*Z|&!?La!DLlj!Gc7ra*TpXJ-J^5DFgZ5KgLoHuV1kP%+;mP$k39U6fyi%T?RlV^B
z%s50ed9I|EzG~mCCUs2sH9*zBXKkHxvv~*f+ja7{P%MazxJ-sbCMB@}mn#?WG{7fA
z`0l9SBno?bDnp#MA-pBU(jGx|^X-5=DR{5D#>uRb^BgpbwUWvSy?$0b-5S%1fNvO%
zR(SwVuHE2Pe0==$L=d}jwcEFMF@|$puN75QuL6J7o2<jn7q;x5&@DmG$1mO@Ath(w
zk$ul~**+F^t3XpP`tw$2T_JSvsdHtZ7ts)O-=Si!(iw?gsKRy+(E5hJ++f!sFq@uK
zhw3zAluKf{X>MhqBIvU_M8YxRhPDwFty+1lSWywR@RI<F<TI0pyy1fZ_bnHyy~fDL
z$7lX<u*kv<(T-}3vY%;F5U&B?V7_K-XVj~@u&5|76i=>KS~_0*lDO|>2DaOWA^8l=
z-38aP_!^W~uLQ;xg`QrP15;C5I|q-C%r3{q6VMmJ$QfV=TL%q6tvr32DKkfUkLSa@
z4h_se*$iaTw5A~d{4%0m13%T_(iwV&$doG_U0&OeWh92`7yYg1ercOLxuXn=ke^ex
zB6=Ql6!jifGbOt#f(|P~P?y?)DiFR}i{r)$`H$)%6VEHVy*R)?NJvORO3F~@M;HZq
z0kamSrl!)HgaE?W;J9=3riFz?uT?(ACtz3XS>fX5?&Z~ca7pH;+wj5S7?<avOYbBu
z6&2My7g?cqQXBBD7Wv|bItDh?c5qm1_hyZnG(BxDcU(xY=i(rE4Ewk{c?Y}ne>E9y
z<$!YTp)iaL3EU70Y7;*&g+Tz8Jr^Ggnf=USn5h`vm!mcB3>pi=_xD{<&8as<4H^js
z%Iwo_@bcc*)J!lmF=+*|{oD7&Dc)AN&upwk*Cl+yh76=|hWmhr^=6WZQ}I50s`=a&
zsrbSF6I!4<QGQ&q)$#6oQ(CHe{rYv#c5}xnD&J!lorIctVc4GPe{e!L1KQ-}2Ru{a
zQn{&+D{jVrsVY05&#-snrtQR&n_&yqBjrk4!3GbQ{|8}3|N0Y)_y%>e#toE3#+=yE
z(ee7fUI<{6VF2M`zKj}fP{lgP=n0z&sm3o<TMT{*w3V94NuaGze-T_2>L#z44dD&o
zHJA$Nqtqd?<r>V6a0VpZO)8zUr*L5F8`3y}uh;+(G#$J_1i=W~>Sh8Rq6oeMv3M+$
zs#4<?)NPFN4ld~Tx;=^D)7CHull5{9gB0o<hK%iP%?hLcA*zS~+2z=H7kW-KeJ6ms
z_gtgN3qCCVRiZJ5vrv)e`P@ywWSAJku30Ky*-{C-Kxre`8%L{XsOB#LcDIdozUhKi
zwui7OVcM&Rv|spv{a`?}q&f3_gWUq6+ivnHL&IqH?wGgG?zTu7J(Ffq#rUNxz9!yP
zy|BlTu|?J>W+*f>E321+0rvHZ2oKKLh6`2ivb8G*;Z&K12~9%PNxDtMk2*?|&_*@8
z>b^W&!}$&$yfiSn=$s+8TKIVd3Y`Kkt3LTx&6<V%+-_-jVl^Zja>85B4?&Zy@<<xr
zu#NA$U!!(yo^CCA*+z$8Vqen=r=~4<j;xO>KsW(WM>p;4NMVWKl<ok9B-)xJsFm-+
zwKT$e<Mo*-XBdo6tq-y<+tB`i6>#i7U<J<1J4z0R1JE(qifa3t>D1LGc~(0FtJZR`
z&n~!iL1XaBjjQqnB!@6!-Fu-#Dx%EP)pPk*R_feYxNv@`AyQ~(_(mL}Zf+U2zvM~N
z@*5uqB#-8z9l_XmivkJFlzn0e2FT26ec7%zj%?+Oy`CU#WxAM*Po0#q%WIw2Kc*gT
zouSY1yW`k~X6YR8h}VXd5@0LlJjf<P;|1^Ia*Q)iuyO9Y8wTuq!Ivo9^rM{h%!q&9
zz-cm?5}PHWXE-W_JbBw8?9*zY3VHcdQkvt3Vsm;*;ldG`3GpkhWi-os&z56xR2!jU
zUv!(U>wmrZ-S7r-+MB{uDf5@=SFUo1*+pHt8w9NxGzM{(S92!;+%PH1`LaBo_Ba`o
zhf=}M^Tz09@x+MG;<5ZUF8vs6RB2}7201u56ulSv?JA^|AE)bvF^vjXIw-#Ll=w^L
zf22ISBVFT=jL{4g+ZYpDsn0(3uA*q&qdT|Yl4$%u?>MCO_ipC{(l9=>Hz}6qr)hp)
z11*;3UHe%ZIH5B-r!;U)n}r!Ux4rysHwPCGGmwtINyI@Q{aNo!X$l04{M+b~iz`DP
zOo$D5alg;n>4=Q2wuB<9O9ReI%?Um86Q%wvfRp#G{i2c(4RAO{d{c$&`#kQT74y4t
zR|*uDyMinRq@-W-pA$M`a!LYXMk?&icatuPx8L^>zpw<+4+xt>Ju`6^8Nk;wLT5QG
zqEMvlX?Zw^hAHe_9zbNSB07L!3i@eCqM#t1{ghHRQ_wk7z&|!b%C~&fs~NcHKu!6|
zfOu?f(P1kJv`qkR(&{tAx!+G9l2cHn_Mn%?LIuLxm+(jw&d+aei9`&%mAv$uCqH_-
z!_LDi^XB8@yA+&>Sp(1e>^M!i3kwTl*ZJ$SPib4!xO*go)>U&j+zZ}sxu|OoB695J
zJ@D~QvNlX`5e)4KSf&z2?=q67d1RGg&sYr&4OM{+rZyXNah%$CyPCe0V$&zEh%C~e
z&y0^DU?8zD3gK~DZ2TMsx-?M3YN|?pv9Pv?nQv6i;`0a8v@#e$j?G{J{2Ieb031>z
z?#s+RU`@c8^8iVSV_YFXEj|p@r+^yiyw9Mdgjq+us)4lJ4<Jhf<~?aenb>{NS+ti?
zpr-%ceS#WtI;ZsPlpS{Fi??t4Zn<Uvx{OV#`}O>ZCSGF#0?2Ns7V9Xt&CKgJQWg$H
z#T6ZZF2TBk3H-NQpsR*XSzbG9nuLP`<U*-s@Ic*SZ7uO_wZBJ&_=_XX+5R$nCO3#|
zNBob{1f|M=4+zCfEiDbvOzn`rR`))QrZV??t0lWB!=|M8vJ2!WAuh7#Yd+~csxTbO
z`$$8g-}C12Na3z;VX@$47Jm8926cD&1_lNcb&&ZRI59q)Ot9bEp9t-s7W7Z}puLF)
zy)yR-TD5D0XcBfdfc5Rv_lA<J<^Vo$&_Zu?q>4@b>XczMF+K)_oVJhXU9&OX-5(%r
z?d>lD00h7zRGclNEd1xoDGoZA<wZp)O`Twcv0+=?M^1VC96T@~>5n_=Y6$ym2*rS(
zN>Ma%17hKF<1F_&<BGv=5fX=|xKIkf&0<NkZ)Q+kD$v{<5Fi6eZ5&#Wf$jqeYA6eC
z#Kku$W?xb>l0hK1Kr6uM0<(1R#|{}EAJuE=COP|Rl!PPCc?AjBj&^cb1Tq*AsJ7tu
zbA7ye+ySl86Tfs<Wov6o3r}nrQ~$y58#cxodv>0=XZdJ+e4NW|+fuFC)1%sY2Xy#9
z+<MubEUI(ZJKiDe?I?tqaPeljfi(lZnEeLhk7#}2y!X#q95lBx0AVN^5TK}P{4Ll}
zokO%D?y8=EU}y!V2Bzah8+hec>6#kQ_|wyAXh1{{;?)({y2$rAmP$cijgW*!EaX%?
zAZJy-JlPl$#gyc7`w|1g^ngk7(iSgp#@My<^fiBeCv5~k?L_CI4Ouu~avhh@vd3w}
z{up3DZvhZs^xrDGawOMtiy3%pBIpjsa7^5Tf&DilCui9X@FF3s9Y~Hue{VuS<#c^!
zbo?Inu03vOdJb%zNCbF&16$0bJIu|^1Naix+qgTMzrNQv*rG(er9k-Uh}CeZ0(iGb
zPXYS>tJCI(E%^U79VyoJT;=C1u?1fH%>JjqOYJz|7Qd6V5g2jN4zU`(n34S)yq92$
zzfq_e^xE*OVEwPQ;LA)*(zkCvUK|~@t^VmZdiZp!Esnc)Lt+M12H(ArBseuaonh7B
zfia`6f3FHy*hapW!5w;(GL0hta|tX+JQ!M**la#h?l|vmXc`XSbc<VZc1(ns?R-@*
zZ0n~T*x|b!xSLrBSc{5eC6F%1&6JD}fX=3(r1Y*J5m=~PbHc%!O{~KX&=KUIlR!~H
z0rUx6%p{~7@-L>Kre@yT+v`AZ(vDBHM9ptC*rQZsbBboczuEQJ_?xGVHj{H$f3WL`
z{I<6fn;g4S*WO(f5z!VFHN=~nmMHEwuCWO1LyytZh{y+Iw;N|tC+Ja9a!b$3dKfcl
z8&aK^oz2qAra5GJ>y{6gd+^Sne+|KR!CMiYJbjw+-D1SU2kgWme;a})J<ym^+AqMF
zu3X88T0?sC2K5cavP}&B4`uLKPzG}hvLG>5Z_)@l$t11-%h2pvxyyp^1ORgLLWA7o
zw{m(mfhU-u@lq#nFL7Fj%}(zFN3d=3_r@D-9fp-EB!dmqi`zXc!1+M<ji}?3HMMD3
zG$I7X?%5m4?s@J&tU{UZXQxX>oZ{Vg$Nf8qaWO<<S5x;;ZwW#Xn`{TiJJq>JGL`r0
zy^{uGgit07WX<aB3118^O6C2|V*R}q(c<RK1kAlYLX)7JRlkr+1XY_gICfKyDi0U@
z1h|Bmy60uTh`>N0b=s<unUkZe6O2%cK^a}D+9#>=*FrvfZ|o`$(YlhYhU|e>0UK?<
zPZw5YDTFykm~c~^(V2AK9&maS?iO2<T?QE{6T&h%J|@!=j|lpn%sv|u(fe_ADOI{|
z&9h<Ac2sPixxgXxgiX~!jyes91&VCoJqTM~n~QssBpl@w-Z`a|H$Vwf=AMIdHV?B6
zB`VOIYx7mFaxZ%s<X!n#54_gJJeJaaFStxAhr<h}TxVG>2$YcB6_9#O5pl)fe5O^3
zy7j3_L`%hw_zT>J<C$4Gk*9B=0WVu(lzhXq^1cLVw@mq%&CB3YzIBx<rut}#w|71_
z<gEj__dA{ta_fkG#-HQzR)Ls)*x`%pd`}dxXl}xXfCBj7P{GLK!=s*({x>*h-2|z)
zCNA}KPTVK=HlC72Hhj;sW<40DDvd<I-k?Wve&$0_nWQc*xwxx)={_8hS^JTdWN1pZ
zO`Qo?gHO#a{xrochoT0vwBoKN#ACMGke88saEd=_rnfcNO%PtnAY5??knLq3X5A#g
zgY&`G+5SkqHfQ>Y{JrhZQ(a&IEad!2Qx-ola6U8-foykH@I6|9IC<HpfE7w?5#<*6
z>CJxc6g@3(!)ng$Ek1%wTxHGSnz-qVIW8pj5ahx?3^|g(xRWJdgNAl#AaH*rKd^46
zY$6Hht>8H*em+OjHl*>T3!rWE`5KdIH1SbCe*k{IpNQUx^7tuergIX2E#kHnLE6DO
z`O$KFTJ-3}h}Tfr@QbQ+6hX=;@~*+7cK#>?ETn7tb<dfmXJ*dZ9S7Cb@}$%1H&^_9
z4#OfZCJhwHIc0G#1plFEy!z1eBdrg2HH?x`iT3f&L<`w;IiFP6sUW5cIwG|?{IPJP
z>|`X*HS6iF%*rDF7!l&D8P<`0(Y&~L1mP^yENB?ieAYrsTn4OS1Q=1E)>zT~qfVf?
zo~tCvO?v6_<>o4OTxU!`f^qqKWD(NYl_HSJg5F}TuKV9&9NDlQYBoSmli(lU_9yo#
zZaowY2o~~4AL=KK_4nmwg025qRn@%aIymnQD2l~OoN#-HEEv2$D@L2VYy+aPfGN{_
zZqQZ+ej2p+2JsXXOX<y?U2P^iIHi6?mkM65(TdkFWm3O;pBQw@P4MsE(8W31bF*8o
zHuAzyK2Z`a=%!3|qWX$PKtv$lpra-mb!EsX4K<S9KSol0QOs<16?VT6xR?X99zA-L
z08YOp6EdAtV>~U3{G;FuBlBjk;yq!%eEDrt>lZ-^-x;uOreu?ve%GW8L=MZ4$Qbin
zbeq9KGhyu{qyX_Me;@h{P<jacUgNCBfHwti`Py<Rv*j-}044Er1faZs!I8qVPEPzi
z0H~x1dmntfs0#q;iUFGGYlHKIfUjqJUF#G1!ZeqG=WS~0whJ8F-&?jF6u{Le{}2jX
zk$+-;uORBrbT>m-cL@l_#hvJRrJ3DRtOX{Z9zLQ4P8yVdY%}7D?job8Xm#hsvGqYl
zGixh8c-CSJAE$*^(`lzM3xw6Mk5+6SrT6I7`b^jaJb(0o0<{^aRUzulIiS1(mTNZz
zO^_aSrFX+HY5xK|YL@d?;cI%%zi#a=@hd`qZ_rEYcBJK+z)74}ThCemL){0}kNYS*
z6Y8k(rT=>Wj)AJ;bESB_IM9%_y<f5El7bU1UIW5W(vNV2s_yRwBdZtd@8RMTkyPN~
z%^wMvIBY}KP3ciH@yBTm8z+nWhxnjbcW%oWY(_AcpmJ9GT{)}QcYyo%Bc$#S!UP)`
ztVN+80Ux!IgZe#iW4E`FeY=xq^UC0)AGS??28T;dNDNA#ws-bpsH%-#+G>B#X#GMM
zl&MRdKS4HDCbh=f!qk?pD8rF{ZgmhLaYXE@?$$|4S}9p@$p&Mm{_joq5m^nyPvGS`
zCpcIF(@C!GTwn>_dEr3A9*2nMgA@IrI@Hig^&9Y709F89(Q&{$m90}<)wdwB)$`B}
z37?e$Mc2*tM8T5I1&t-Kz)F9w0|N*3?ESJ6%+og!YLNYJ)w8SCng?J{?6!JUT5;&y
z=`H$lUVv((3}syb(>oEgScORte1Rvkb2MyONC@hN3VK36g5KwJh&y<z!xU%&in<#_
z-U42bH5JH|6b^dK;UN9HA&x;ap7Y*Xm>0{#RGA3y(!yrY4gY?dKm)waZ1++HI~oS?
zc6%IqK2i_fFAEd)P6gBWBYK%BLU{T3PA%{pITtxN<P#-Vw7pP>6a3{y`NqF|`L?{g
zytPHfNe3PK)2C1ShevZgq3Em48LrF!Uv1|dPj&zIaU-EbTCyW5WkvSNMMGI7WUnHT
zL-wW;BGSnoC!=Jq#IZ*qM^qP?9pRv49;;)W`~7w0s_S=O_aFD;ao>OQ;5$Cw&*wc}
zujiZI{trAsX6tp!x|J^ciyG#;qC@Sv+uN3wua{LT4FAn>*IQx}dFn6G3In^O`YY66
zem)wFPWNKj^xUO)&jIJ>vXN1aL)cKrmYhGkao>J~?S-iMeQ6ore$ZK*SS#ciDh5&f
zqQAY!m>kz{YJN2&u)BXhyZPjp#Q!K=`6=h`+(RG7g7qi+xqb$DRL=JyjlI9e)`;P5
zaezleL~DO@IjYWBo#AbId6TbYqWe_eGe0R%nCW_OEBOszWy$|yv<t>2mk)SML$oIZ
z(O%H1Ea);`2hp6@MXP+8mKFT)j<dP=&EMg5IG5R`lbsCm`7RP1iLKzQ$@ovh9rWsA
zhlee@5_j*}llJOukK)T}u+SoM*0G1*=%lv`n3~D!3!V*g1FzYe#<;kMP2~!p6U30<
znkKWfRM&)Q`4&L|43mphnn}{B?IRVyr_?ojFg!BSHLvnq)aQp|G|wy6*@Th5g)1iW
zDgUf6i~3R_x|IX__MO+zcnCeX7ogr(aQUj;B{}DP7`0~d^xb_Vwq^@kNZZu!vn#B6
zq}&MmJb#v5HSr{|$u4}ECMjIfj*$H1Nrq;VH}$4+r6T0tlq<@=lq=@yC%!>wUDo`4
zc-nhgpUB4ad+QIvA515IAhtXCT09;MV*O)n?8~9Gt~KY%$y|Zm-7S>`n-=%~RbU;8
zUmKIEjiTl9IQ?$t>qJ|v+53TLN|d<=&s=?=5(BF5r%)v{j4mqgqOjf>%EifqOr=;Y
zrlcpdHHvCA65?SeA#4@80^kslv-sSLJ`QvT2gl|f_WU?&Tj%MMGlf%OQpng*=Z^Qx
z>>g%%FBf>)M9aF@x2jL(we9$D$Jef}IQaa!gXHeSp`|>x|J=9KC__>iTy!g^>ntYU
z5A_}H;q+Rcu3k3v1bK<i%9k(wVaK~V)Z(2iZ4TmP&>w6$o%xoXg^;MN<7aGfDxR9|
zDwXw6Ls0gkM)?=eg3H0uZ3$gMPsTF&t@aPLf|HLx8pr6*vxUnj#8n2MMS9(!6`BOP
zPPb2(uGMp{({#nL-c*SYl5SnwB}$JjUHvTjmSYpzZ5DU<yq3Z_RYZGP(CA%&$1G3q
zAw5L-q~q4jIqMNv!0?F#!~Sa>a}hxgkJ|KAQcTvMwagHK2s$a-E(Qe7dtbHHAZNun
z<g7TwN+pTJ+&4uIPv!=4DiylNQ_6YBFAq4k&-d6dt`@r}kuJ~CdPjDjcQ&d7Dd2fM
z%X>ZXMJyI(P%liDaXQ$u>WQ}b89pZL50G84+%T)kbEjaXvr;%MOsAo$N{|tx(0I9c
zBYMSlndBef`fSDOrIYIJX*$ab_){KRyB{3Z@2RDG$Gj=14^&MuS#f>w`)|LIkO2}5
z#wT5}!2wh4Jv!cp6ao}qSz}|6+mYHj`uOA?WN%x<z5hW6GH3Dc7VG%gj2rY|3xUQu
zsCRB`3JGijX`ZT;Q@H3~9V}A%De6G#gI-D~w%=kPjpBE4<Yvy(`$p=9*H6mk%|CKX
zqJ=a1l=QF5PPk??&Q<58v@MBpr~7jE*Uom8h9U|Grr0=s1ydT@ru}@)$Jw`CBx`WA
zQtcidS*<+`Nt7s5u-_(b|1CP-3nGv65ixPIyT!Raj)U)NX|=)%Zg~Ep-LulX&tXQ-
z3IZXY>BAKMEF14-2^gE5VR4%t=$%;;gRq#F?|gz$|FhXE)hwnw>$~_MzuLI>GmuQ^
zp_UGk3n=Fo6+L~{i3>QtQOyu!iGdNMy5%b+L0+&C#1XVl4l~i)I3V#4%~l*%oc3V5
zjBd9ek20m0WVMye_C2=t96f36O%aDG!*W<L^q%P7DsiW5*K3Qu7412|L6{1jXNLj?
zb;Smx$cxTXspyXloXS-xQrO5}g;<e(x0lY8HyFu`JBaLi_GdHFmkrGdbW};hHYoXq
z>OBtLRR{RR6u)pP3v-~;Hfp`JvS>|Ny;*Pk<0{iySFC$|GX7Ziw{}RA;%=RpgjRB0
zS-jk<bP6ATk)237@O!dzW@cJA3j9LhYGF|W8OKnHPlS#*U=m{mQ<VcRYnvXW#oeqf
zHmMj^_5A7UMM|Y-P}B0Mex{NqKPNJc#9CU(MNFUE4bi-qx5qiHiB*p6OI{G-{(AY<
z85KomKs2sHuC=#JDC25EjgE~~xK@VAj#Ji@Wxj4S%8+tLVzcjCu~}>`UWZrc79$8g
zVxk0$$pw|rDXxtEe#T0ttK(tN{>!?9Vqd%83J)M5b-`9hZAxs4h!`5YD6{tcl0j(H
zM4=;C5DZE%a(6*GgS|`hlm(1Ot--4@YyGj{_bZ#1@S?;@70P)2S@&E1M{`Uamd|yF
za>J+P@3Fdeefl)!#@8fYC$ZX^5q*wk&I^A^^w;wDs!x=Q$ic*Fo<{>g0VRKL@Wk=s
zw^v{3l<ei>5mU`(GrXo_(JUJVr2<>?U)jS#;mVjE$=s}Y;FK_Vm{VE$c+1!J^gE81
zZt(J^QCd-cwKy1KZ*Lo$`<jjwQ(xNcCGI-WsXS`mM*SN9iLhRkMgIM7Ny!HLizGe*
z;kzOTX8pBgFjB|W?od+`%ngz`hA$zjZISy|iqF;A^KooIJQ`QKke8qDpl#56Ke$Ea
zFuIe>z5b={=`@aUdm>~QW`D7a1Su5g&Sk!UhC+C`V|)_p_}j`)nl3I2PiL&=-lTVS
z_@fk$zyYC9sJlW`h1KZGy!FkP&kRzdrgX^UzL)BZ<dk}7LenOb2)Q1lnJkqqvj2J?
zmy<Nd-5M<uPhR*+YeIg0rCu#oc8sl2I*X4FunTvai8koC=j4HZ-;3bqkSt}`ph9(h
zeMpD6lpm2^@MxL%T>Q5(I`xj$?}ShZ+Aeae@k!0J#ybj5Wt~i{bIio_`TIG5ooF((
zy*YZP89pqV1}eu#qLbx>=;V(BpM=fWqH_=UKNrWfwi2(Zlbtt^4OB;=(4Un1XwF*(
zHNpPt3Eo{;i5MX|`C*~&*jkX!(Sh|}zvU5_V&`?qqW<=G{&cuIvR_S7?k!@E@An2Y
zvP1L#wL@zKDZj9_k1|`gDO({&iX7y@s$IH^l`|3$T(H;r+?{FDTE1{K%ho=6unHS1
zch3X<G3Rgpcy?B9^%-;_ZwITkE{;1lGvzQbxp(U~Ws_^mv(7ts+X85*)Tjc^9o3o#
zG*8)KEssv?%8g<>7<1-pS0=X6Gtm<l?9xls&__Ji6g#-0_?F4bs`LzBk5Lu)I^3Oj
z#y>;QQ26yk9RoD4NVJw=j8FKlS7}pG$;R;1w{xEo1t@}P=%idp$>_Hrab(kd_ipVI
zw^HomiL?E+^7z(7&7V29t=_-;2SjRqq=C=rtcm~d>rf&fJv@98KXJ+mn2{Qf7L(3D
zdwri4SF+Ql^&!jcKofT;xQ3MZc&caTu3<{}1Z1x)aTLUmP3N+ziWlSZVngPvVd>=|
zfFI}^I0CG$*kjHT!D(Fs6rPwT@mjnTD&<Lx8;4C<WryObdVbByO;SCRA0qvWBF&HI
z{0Y%EZM6`nC`oJY)v$|iZV{6+yVX2zp^?pzyhbp_I;yumof*uBOux#Dj20Ui9p%Ox
zZbYYNfCtfGV_Z*WTxtdfD?U2yfmabbY8;NK<C`yi@0Z#75u4Oz6ws`Q2rhUYcq2FS
zG7)az?PgB*B)9dP{E7>lyVn4G>ul=w$-w6A69FA0OOqZM0ZiOQkeFQ2)m5{%&jsx(
zU+v4Yrh|UQoHk2f%$%>7&%D-BT%hqdM7y2D9v%~OfS#V78I=QOLmMT5NB$1dy!>69
zxJL7@esC(Nw}habSc}9Y70wbbTXtSntPnc^AD{K6u_=36FV^F32WN2_7Ha^=7d{9i
zZDL(hz=?eVa?Yta$#M>b`}yy!%7L0jsj%c*FcY)(KoZfNvKiJK6b`4~8G}3eEXQiC
zy-nkbp+8qZipjne`~enbUc|@futGfViE<BJyJeE<<MkyYS48@mX1+HwQ|OLp#Cx{q
zA;w}43$x%*z4A?3ZVm@VrMuMBe85M(Lq*j|rgqw~o1TGAJLo!vpBp|?cF>cNJd?kA
zM!}?6XKAJ*_EI{rYMJ77u22KwwE5x~BKuSoWKvT%3{6Z%7n>KbRE1Sl#(jN#d=e6+
zxKZg^=#YV316ChbK_t%mV`pcE=JqQ+v&)goYUWonR+JQHFHM@rc)nnpkXRy)`t0pE
z9Vt{Z6!$GD>6pw>o1}dyxoC}`{lzn?8qHZ5hBw*z2&yW{Nyk`xeT^*_5A@KMY(nss
zDwdu{WL>~>WGrH--ZT7iT@*Ff4vzZNgvg_Y-9S&n%&M6ppLPGvtxFU~`1#eqZvNzn
z%T!(+>E+9m$dWJ|?QLHMkxE8ZeLcMkK$HQn%4<92KUv<-2g@V_E`G6ZVEZq?lO)sG
zBPAsz;5PVR7dhliV}9et3w4a5iC%$e-V#9qbbX{mhl;G`erWofTi>uzT8*DCb|3WB
zH^HL|3q@Tg7~gR3+%td34$NeKW3!rz@_q9uwk@;^frQ4oEsm$e`rTtB)R(aeJ0Ntq
z)~wJxkbzV7%C6CdcT$6b;~4)M#Poj~2q8GY{c81=JEhB$2<QV!d*K`69UMW^9Ex!j
z0JA%yXXlhDOu`wVsz(PtP^*;Y>&`)wPiWH*1gvW!(DeU6%<o)vdyl9W&Ke*S9!N(p
zf)tdE)z!O5`35CpFL9f!e6*Y>NBEgcZ?*$RI>6_-Wr{J<w>Z+tuZZ0Zg@0yd&&Zl!
z#Y1orX<VCHg5SqHXshbwUgg1Ju`r4uKSHY#@O3$6EJ7B&DFDv70M?j{jEonqT+37a
zHjCE14G5;(HOaEORP1dDNWeB{4P0+|!~-rnp1nskui!34*$io?!ow{?$`hmVkm4gQ
zoNBKYK{?WIY^24M!2J@&JT|%SqoDOg#K^hl6UIl%4G7<=j0_D4Ai~j~;RnjlgzVMr
z1t1KQuV319Q*~9`?diAv$2J$^#b>_K5X|j&45k63`v3ywW~#%f>5IZx)x5d$_!5BU
zkVd%4$DsOQ*=C9~*T4@I0XVxBWD-QB`;6ZA$4B`1M4g#dr%?VUkVFfa_)v^s6E={^
z7D{VFOl^JCvwq<n$}Zsx+YHFiB#K4av(N&~+_BfkT2fL{%%5r8#LTQ<Vvo;IeFs8;
z&;FAD2&R3Jjy(fld*MJXZr;bpC=tLwjYamoVi(JBj2A9moQwWEHx$fmSS`?(ot5PT
zok$tH@3KiV<c>4tq_M<2JfF~KztyP-m}1dA@vblkCsI4$G*#N|hMlxCTTK{Au*)y9
zPjm@d9tT8euV+nl_2;OVm@yBKCML(~>gmZgG&FFKVY-1}-vwWnj>@B8Y18jMAt=bP
zFw$E=Tlm-Rmr+r;>#8~1IA}ENzP;)ly&C-GofT&vr<bvl3rDx4X38?y#<CBySO{HK
zN5w%kLmmo!;e9&`XO$S&H!DDXKtY1uFs20>X{}Y&xlf;-=1i(zT;CR~{iajE&pKfl
z8=5){Ja=D~JCZ6uA4t%$<gj=hFb{abQv1qDie~pFpHmEpb0I?bKowrg9txE@f=MtV
z=jF!7ahiA1nR(_h8w;5eJ!8_j{GRQc?gKoat3iMbK$W^YGX#DCjIr}OiSS;W_L{O5
zCcbH=#apy3LM9LhtfjJC^X9!3z)JCc4(U@?4Hi8Pn5Zk9huNKlik$a)l6UU%qL`_L
zN*0$wz>UGUqmYS|0Hv0O1cN#98Ob1o^ysZ{%~=r(r6;x}xO9E|$UC_5sjO2|`bY6M
z`d3_3h=*wK5NMDpj3eejX&Q4YcG@wdw%gQO191A(Z`;~H`26x-)~=o?TPVgOGeI<a
z=xNbqbN&knkH*a-TYyyPinX8YDViuBB^V%+8764f!0MB?6tRY1t~pvZa68QKdO#KK
zhcUtCxx^bY3yaj1%QK;Pr6O<2kfC^(s*ywD%O50c+IC_b5+i2c(YzUi1tSP|R%6%{
zST&LsCj1zbAusUEBlozDGoXjaFd8G}ZWhDm*i#K0rI0H$O<MGb?{O|QNmUrBPOREF
z(|e4{L`nQ4M`U#%DgN8%VWx{yRq##Uj2F-<THh@?Hfi2N!5y)+KYlJ|5i%qcJ^B`A
zVaCv31=7QtLZ_|T>5ed4DF_fb2>ree{4sWQiL~R!UR+*J3!SO%2h3SNELFw$5Y=3H
zI~o#f<K|<Nlk@He0Pc(z88%_;JyjasM~%S9pt@<|wpJH=b}~1(?c~4)3=J@Zt@4U;
z2>%7qwFp;}w<VrdKusF_aX$g~@RE4=z(Gvn4+Ytx?bqM0GTVJ&^8a!7u$){!GaFlW
zOb`hsKp@{&Dt6Ij1tt$%TYTP26&pC0j{u<}K>GfI|724*>j=VPs$L6Of)O-%G2#v0
zZXO=xR-nR&KxRL<f|l5z+SU+8CNO#VU`)#$Q=J9kz>?G-m5`9#w{nKXgwRul!gM9(
zUB^QtS?%XA>~?p5fd6*=KM+uBlv2?m2jZXNm9zXm8qNc9p3TWV9}Y!FN2?hcCJX=&
zt{n$+8^nQO6y24hFK)(5l%Zq{ZnRiDyPKI*3A>ZZSO<{rYoU&dL*lU<v-NCwV#{GY
z6dUsgTZ9ee*#ZvFV>8vuDZn*T0Tvn$U``&v2|9LBRWTR_2}K1%X}Se~sD!T{(u-~X
zJQ5F_of3Xt%xf8#NyLRrfe{cEjzLV8K0idA;Rn#P<K<<#;ouNsP-2~h^^c=2_aWVu
zU`TrWxWOm1WgOTFyu<)FD0NM}zVY|Ix|OJU?i>!bMiCH85&P^4P9pb#KoZ$9pppE7
ztG0Gyu>gd_ClGBpncIJ@NPgqTNLy@(596lD2%ZZJq(LeT|IhQ0wq60e-~Sk{WGO=C
aK0Z=HI}@gV38qL<sGZSN&Huyv&VK<iqVcx?

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/winter_aconite_synthesised.csv b/modelling/data/abingdon-all/seasonal/winter_aconite_synthesised.csv
new file mode 100644
index 0000000..5892fa0
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/winter_aconite_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,1,0.18999374200000002,3.570343961238391
+2,19,0.9933415,18.666777066649303
+3,4,0.160780075,3.0213635660889584
+4,0,8.63961e-05,0.001623547126670878
+5,0,1.1747342280000001e-08,2.2075491607506963e-07
+6,0,1.4715690010000002e-12,2.7653581854637938e-11
+7,0,1.619459336e-16,3.043272267756447e-15
+8,0,1.4651755149999997e-20,2.7533436086198027e-19
+9,0,1.265477737e-24,2.3780734822200483e-23
+10,0,2.71127056e-28,5.094993324137712e-27
+11,0,1.097887087e-31,2.0631387591661086e-30
+12,0,3.8048371600000004e-35,7.150013066062686e-34
diff --git a/modelling/data/abingdon-all/seasonal/winter_aconite_synthesised.png b/modelling/data/abingdon-all/seasonal/winter_aconite_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..1f96c81218e642c7631bbd764bbde20ce9daa3ba
GIT binary patch
literal 61014
zcmd43cT`hr_ce;5U_(4M1f<yYprAsiLO_&W6cD7VKqwJVssut2k6loa7CJ~LM5GBJ
z2{sVv1QH+=l@dY-H6bJ+;XXO<``zC+?)d(?_n(_F9H#8-?5FIt=9+UZo?Wvtme?V)
zLqtSG!qnu7jflurBN36!^V`J0J9kPu?t=fcL$2Nou?>WUgx?PG60y7;a_??n$X(w%
zieX+s!M=e3s>&D6D{Gxq^a%;M7p$$K;{Sgip&S_Gt#Z<c=m^fT{ho<qu!xA%Ug5t@
z-Z_2Xw-{ecuNc@p$ebG$f8adDT3ed%Zw*^r>`;t+?dAPJ;~$$<pEHr~4*InF><kgv
z%7vftdUu%umD5l6!hH13(|??`=d!xAn{>jy)+)I`+D0b1!NH-<v)z`?i;#!n9U9+O
z&PSebHm2&HYGH(7w}Pt>KJrcOehB~1QxOraY~1z#KEM8?`SgFD#+De~+W()Y`u#`F
z3ugyB6leDw`tLdRgl>De`9JSI)!t&X=|4}e$Zan8&ohzy-T%KkE%$rMIp^aiPqwVj
zT-2OjT<tYh7{a`{cYpGYF^bP;VPekxR!nQXnfOMpQoj1$zPVu4!9<0wFPtXBZr7-#
z@33{2hDfsp7-4K|KbhQaD5-mVoJ*?rWX|-yef#!kyqLt>QrqI62OM0EC`7LvG2Y9+
zv-IbC5N9eiBUnXO*A*OeTtmZQd1Ym)&s-(hSOIBgW@dI-Su+nBb!Ly?%hLMJ8<DGX
zRqnElhb{5kStXr8-ug;6Z*(4AKlZVne)f}=*U$acqYcz-CB8v-sGN?3%aa1xz@}ck
zI%-yU_LYo#3Q&=mb4$1|YmwNeta<DLN^-rhuyEB&RDAcl$B)Gvv0-Qqhc~{Vd@B1v
z{w2ZM#KpUVA9CkajwVqUDfCLL)jVM%ns<?}uk&E>)=)!mu@-da&Ye?ljOE|FP;UGY
zHM8?T{b*PQ2OamS%A?ineUFOiN$c#hU!O>(nvjVr)`@TAm2_b~g`cm{YxAW25oeLo
z=WoSog}w3QGHDm@eA^a0?{jOmqPlCjA#26F_3Dd*=_+TEl9DL?_5Kuf$NGRQM?LOL
z0dJ~_7`#r{;A0$j*T3wao`yxtRkhBsq}-!=GZO_}pYJ87r~9_J#~AmmZPE`s>aky>
zC(k=O!U)gl3`9xthlYlh6Jyp5!xqNQ-MDdMT67o%flm&@G0AId4<c4NHN1X*`Nzi1
zt?T+#40Zv}o6GGlEzbTs2f3QACC-ZKAJ0(te;XrM$qD+h{gjD|%i&`^l4>7v-CwRR
zK7qbmn;8A?P`%HK#ic`I@ca`l@9)84!`@YSyQaQ*a~uD%|Cf(3rL-VH`={G<(+Yz{
zc28wc>N7-Y#on?Y>;1OYrtdkU3(?+g8eCbCU&323)?J3#Z*je|LUXZM)Qht`6*T0P
z+V=X0VN=n(Z}YEY2e&uhzFpyP>6j_(IA7WL04^IHzJOz+yd*B+)|cCZdJM$VgS##U
zjA#bq{bB{5#T7iaG;^N3hHX9XfOhh_XiO=qtW5E0Pce0JLb*gtB~M?B@q$;h2L}at
zetEPV**N}2pYZLPl*_$1mj}Q9aZBAKlE3rc3nOp`FrMRhWYOcX;BH;-B0i_Uv9J+`
z*x<7*)s2kR?+)H7vYLIOiHpgaX2&b6>(>R0&a%}}wPm)Bkgvxekbx0pB_;Fa<>ihk
z^HgP4r1NNwYWF3gCvKLZ_9=4h_mg(_4X%Ul-Me!&RTj3kNh9EAiV||IYKiR-Lu1v}
z5Y9{0u9-znz{scGO0U(nQ#mzQH|T!)QiiH`Lg{Fk?FmWEUn2XSk|aCj&L}A*EyQf_
zin{XjG<1tnU4ou%w+VL$yo9MAkEV>cv5iI3oT3eKh)b;sD&gbE`nH;#c2}?d6Oldp
z&en<+5{Zt3`}+D`;N|ijkX^$=AL#IJRZx5xCK6^hL%3MCN?S=*6z8jgK(QLud6Alz
zkP18Odrm**l}cvZ9{K~CwJ~uvbX~27ewe&~T!>t~zi7-}P>JEZh&Y>NRNm@V-5Fv5
z@tL!Bb<L8NlF+2nj~zMkxoNuCG6Pohn6UU|r>h_Sy?e<zBQQplG7~++_f40`B5}Y=
z>{rD{q&ou^AxJd*nn|$@J@q`<CHU2TDXH+ab%>4`ed}y+otrU~+neawnjqKbs;jlJ
z+4mu_&fs~rxAtyC0PW`C$hoRzFz`q@in#oP<|a0cZdOlZ-;&7Z<g>{`9MY&*gmP+o
z6Ln*)6{@Z(Rzb!lu>LYWd}L!`gAZL145i46^DlnQZ|@>MUeVmz7iC(#5xrWSGZdr1
zG)@it^jnPJF}|ur4?`r-@G}jne*LF8UEz45cY0Y@hn2fy!3GFE9XAz%ejJ%TyjY*L
z5=2FYv6_fZ#f_sqd4`?vfYrI7ljcsXgJh1U<yTVBwyvs`@ZCr*tvE=)p|+=8@aR|?
zSh25;11mgkZfW_dn>saO%ztR%jXsQ+$(vsPIF^JpYv0|p)FQiARu;Z$yrI#va@8HG
zWM47ET*Zbl-ckYyt_RQFyp@owCx!H<jjQu>E_?T{<r7)8R@iI@u1xQEqW}bG4zglC
z;SGVpW`h`W^PZ^4udgJu^JrC7RRG`i{?d0T@sO8g<>jL^8f{u#7*ENe85)7=sq}6T
zxB?@wH8pDCW@gWk!hwzc^UptwdEN^Z{5?tOi{HkSm6f|HTEBf8Omz+Ey~+rv4;<HH
zJ9=k%1r|U-tY$Wje)(tTC^mc{Ae?e6LGz1C%)~2=MoGQ3Th)gZ6au01PZXkOqURf^
z9aGPqJ)3vMhH-S&2?7?TGi;*eRWQ~?8ABgKvR&D~KF2forY0u$ii?Vd>4@<SE}0ND
zhLKmI-tYA&ZS6;7cVAk0iOfnc$VG6Q0<a8qjECN>W|2rjg@SH$+}|oH^?~dc?(1Jh
zZ`6+=${QHpp6#Q^#T0Mdc`%KEXX6$kT=ifbhk`kxl9z4;7EDY=Ss|>}S8_JM5I_X>
zV3%AknDY;*2pQ$Jb$8d-4@}(lXM@l*$VOuh=q^;yKYsi;0#cM7JElG5+&qm~9LXT&
z8pJmx@Fb%b<HPDH*l<iFslw5%o*3N6`GnZDjx%DeX+tzLu!%bJnwZuBzKNOHa$`p-
zSb{Hb9oI0t@yyZ#9-|&Pw%VyN&TK@>f1RB4tj<hNr$vKMqZ2iU*WSpa=E_&sF>&n(
z$?6o=pz}f!i3`WzrYkX+aD|xlrBynS<Ccf1e)#ZV7<=Q#vBWhwL-&PV|8b>ED$KaP
zIw67*JpbYAZq<eFR>e8djgf1MzgN{8=c4>)SaFx|AcrM3jTy4iG!tLo=k+*~NxRv6
z=msY-a`MNU)%zjY#$30unE0rwmU65@`NfMDJNz+?vt?oA(R*JdrW?lvtM&6OEk==q
z+1c5qIwd8gYPLc5(tKvPgFCX;kwoBid6Yt>+#ckS8O*>>32*S?POTKJFs`kO%iX~7
zzP>wSJ1N<xxZxvCIhP_nMr<tCCpJog1X+Yj)Gp#WcQY!v!t66|JYH}Xv4I#$jAj<>
z4lG~L?IJXA8xO1BO+%h#QVUbvmK!Y%4dZ!~aX}pt7rcRP@6u(vsJ7rBM)&}QmrJ6t
z_w)f!{6)02*7e%>TCUI{>V>@58-vO~p`xNi1|&OGy}LqG+?obmisSy~f4G2P`UK+y
zB>h*!3$2GeDl>G#D|sv3(E501Zkz|7E5s~#3KGQKT1pOhe|%&<R&@70D44+cva-K}
z8=^l%O(i>YOd<Hb#aYuDGX>pOW0<08tl#+j{4ZN}K}>EVO}KRTjal|5i?s8f?*_M@
ztAF4sm`ZgYHc*ggLA&9Gw<OzLzy5~v;VyE`sWGIK?9V!+l{loc(Bz?z+O5ay*zzM&
zA-i$!Ax7IupQJHK98bp(#-e=c=Z30Vx1451aCZC(xe|}Dzh#jFckof{<?bmqFm?|)
zTj4PfHeS(OBA+xjcbDC+Lbx0A6x^8T?Ul~d=X$Mmo41SU#6!87#hF3RBRf%$)rd-i
z0HteTpSMcYV38n{MgDwuW}15}@lxNG7a@m}=ZQG>7+l<07>W_2s|h;u9|&n6F-y%+
zXySL|2(9vw6|NsX6*SLGBtip}$+?qI!II=k;j_M#U=aT2g<vV_c5g~TdA1G$4>Cr#
zBkq-8=Dr?pu9~5rjMvKq=o8E&ZiRm}Ctl0~;D9DKN!Nj-6_p;5<oO)D!X;*p;cDb7
zy@jTxOTqlXDvwd<`ftfjO<iz?>BIdV1ynkySUT0891b!eh#9dy<%Ew#%!4gDKsVnn
z7mRd~n4~i*vGa|}y0F|t%%;O|7m((r1>+k6Z+A9GLm9EJLIdjgmp^mXxG18BH?Dhj
zT!r6fCOT_>uU=(yfy^Ev#VSj?b~JQ_+O0vR@fubZe(@Fv<MZuXVp=b}Ua`u-iVd-J
zzi?$sV<wad>p{F|iXO}uvr!k#DtAw3s4cEjp&LVb*39*Rsw@B&_-t2q41V?cIF^Yt
z*dRIcN~mek&nP#zThqsi@z#z^jwAIMOF$-l^lG0|abhme0lvPyA=g8oaJARltfT)#
z1I*PFP@L-Mt~naD(mDV0ry1CmN6Ou6ZnoYeJYp~|EFU<;=>DHu1LS^lUXFjvkT3q`
zrh|MTf<uB^V{V5;LQSE80l(F~-dA?A=HU~P_&5ETCwJ&M5#FnY6iJpntao{;9U1M@
zqrmT3=w=f(kky?A;&PKKh*58PG=N>dLPtRn<FCBI>5iFa3(yv?z<oGCUj`G*o(|H5
zA?AjM>-;kuVCD{+3v?sg>{Djnn<kCm+Bm<*cP#tFUW<>)iRPA$OI9D0h^8~}D_IL`
zO>UxAq$k)qu#;hM$In0Or2ip_!$!Na#f%cQXHVxSoZny;L(}Oj*01$H2BXnDMwrMq
zhv_$cvG0?!s7*N71Lt&K*WU~AEC5-3l?i{ID{aQBAo2Fimqp_RKFv4l8>Uh4D7_*A
zJ2hF!0pS(OVsoTSVt<Zv3Kj~xT33_#K3l_>#^YqJ()nR&3AI@U6Ith9<Po^V2qHSX
z<1j7K&ABVK0XD*kjN;qm`P-NGv7=*JYe8ie0|M0?C2$-+N`Ijuv1RstwOcm{?h+5T
zvcG2`N*&c*Sod;sGKfIFoZmuX9-^n(aI>dW==M3~(f5BVQTiGZxdO8727e)jp`z&r
zhcnt)J0FjXxCCdx?6^TQc~4Mu7V;-q>K1-x!`gltM<A?lx8}QH7Oee6ak_E^V2&cS
zqeb@YF1fHnWYO8MJ-@bTb7Ack<mi(m(q1{OAWv+2u~pXJ-dUk3jsmctjL<9+tHv*W
z>(8>=B`mR8s{$1#$?meYBFF_~uXgCEoT!iEt-aF{vmh3-9my-;p3xxG!g8z6JSHu2
zf5l54*VA*0<`Q$bxR~+_-y#=q-m_j#6&@k0L*5x4<P_4)eveVtQKTE`rthn+;bAA*
zIqd{)W@v{n1P+O#ua-jAY7Q2VM41l9y8PVoStB(tPYM@heQD{DBME^P%y3F;l_`Br
znTW&vsqWEdbXh_$&`*Gy(;qqU%0m&ztOc@r46c+)YX=b-=4UgzqH^}^Tra)+7>VyY
z+N$p>VTrWj$_vZja4zB=-VL(4-l5tZvL?9b(XxxjKXHiau2@6*h?x$ZXicnl_jn=~
zmR4Fdm_l0VcdEgK?p{5JZm*cgTiEIzwR9CTR-eGD?$(1RV)4}4!U->&WE~&-hnbYK
z{>|HeaG&+1-hk!0psAl>WH_#c-*yt`<ZTC6ha-FACG`fQb?JwAe$AffdbEnnX+Ezc
z^bxYkZ#Imb**8%TQ(xnoP4Zg33fHDb+8W0^VX+2!BZG4**rsTuGKls$CkG-ogIX@A
z!fW_;I<P=aB=wVbJtDzK_xn+q8lxde-TpQBPx!FfgBa2t#=?c!L=Xk88G!`Zvru#0
z(wj_!u5~?@8_w0IiHq_@$}L4}F4!5@T#scPF@~P!@p@wm4$LfGjhC0}r9<xJRs2F#
z|CMmyL)B(&f3|hTNuPMx7+$f0$vd%w6}PI#FsviGuP27&!0HaaG>CVW@gz>~A3oxi
zks6|L@7H_FNOk{VPZ@6?k!zw?xOp8r4$kWNDo%saC=yGN4<ETd%~4ZR`{9wOI~|%8
zeQ31WJJFXpp>*D>mpYNCzS-8*_wRv$)++e|#)OZDB7J?}v8$k~u%p8QYx;O4s@~0A
z+n$;oS=j_iPsYPm*SuG;YCVgy<rq|RAJG~*dfNj+r5nhm&a5!mhif+7pzz0=BC3&>
zxU;Mt;)=>1gma9<<C^O)P#S^R-Smk+f96z*{#H^dgwl9%>W+QWs@h>PllRqw&Hw}|
zJHt9j{p8&FEUK4`?_*ozEFIi}x!;oq9(>SnqxkzaQ+Cwph!&7O9@tg8dR_FcdCJ)f
z)QnJz+U;)En+p(D9GwLO7Z1Z#jz>_lc5m#4F8??tCy*l{Yc}_f)`l;*=`0SeE~I?i
zoH%Sz;h$75L;=xRv`DAi9Xoc+@yRNM>syhm+JzB3w6z4<A}MlNT38obcb&Z+lb(au
zj6Wl|Xj!Y;1SN%{ZvS3C<&J$uf1)QbI|A;<BBk=^A3c)$gy^~3YSdoQ2)fI+{&ozM
z#bUv9V&d%GhrInA(@*+~K9$k$rRFKjsFnPIZ>XIg?iFYymewXBau6>wTRWuaqT%78
z)Ck|YT(K`|X&?Ls{wDtAqUyx@nggqwL2_no<W6^H_emD9M}iaE%KBo9!uF8@`eeTK
zOym#c`Kz*-hEsr<x}8E1tE`D^?8_|?Gv-%41d+_6Jo{38mwYSYWnJRLF6~)PUoXcq
zR3$8Xf!oAdqh08$XcR8!%W(kxr@#WQ{#2HDB(|&8wklg85XVYsh|#r%&}nbYm3>o}
zrlWRqo3w{xlxDoQK7M!L0i8}ZwC*D4ZwZQKk+lw;)?MZ5RdjPk!^a`+PkrjD#e5-Y
z<xu<8;6T`G=fu&0`{83PXVO{+W)CeWou8dMiP_{Wk>IB|yrW+$kT}{L<E|G@4@G;7
z_tJ;8H4w|;pH#VHMQlv^P}hWCx|;9Xvo4={nv9*|^j;+ME2*_%A0*#};zL8CwYz(-
z=|Cgl>mrKp{sJWC+I#7j2l+h;B~$IG8RIf8GO92OjGU`P9jzu<;>rj>;U_b$LwET!
zPp?t}H8vfVXwh;cb_uJeVOu#JZtocnyw78k+)Y<HN2)HK%_Me0j#-Pw<5#Uk#pC93
z1TW=u?76n#*{R96!gNPeda0wPwjOHx8la%kd6@u*bl(aK_vyL1umFmr0=ZxP9+cI1
zbR)CR-144*>dnyEx;`)X^Y;fdB{aJB?u3&nw$HdUuKjs|n>S1xZw#e(s9l#>r@^hv
zPp?m@#9W9|$+|dp0LmNc?$Ek7j%26%rpOHT%&8-@d_|1S^);bCoVyJ~p>cTm%LWcz
z1e1`_P;&ZQDF5i(?<WfCan~iB7DgI~TauWqKYey4U)Tw;FDk}M(U$ry9_NNT6eH?8
z_XOx<jd9TnRasldAAUx-jz5@qwFy_06*pEXkeh!Ax$0JJzyjChR~LQooReo=FB!8E
z#Y#m>(-8kN=lool7suySg}#q^F>IG(=wjxOzm?q9ZxwWAo#B(+tc+(xac4XG5dh&&
zHj7HCDSU&>6sGSySU%<wW5Lk=6)QS-hHc+-O_kyn!w)48S1b6$U4%-Q4Xvt5@3dIZ
zCEiMeqguI9e6GwkXF@b?`*YeL&F-2~QcXQga5Ho><Oewg#`E#l@+OtAbW~Kj*B>48
z_Wz!pxuA_^1Dx2<wvA+QAFTo(NWg9gc%A)gl|8X(Vs^Ea<#_elE01qL?TTw=QxE#*
z7>2Kor(2RzF;B9yV?N)(NjVQK;b)|zTnpnELfozVHFv1lpC09RtMHVU^kzABLJ>^|
zLx0urb&OQkRT90aq}7ssus%yKV5<>Y<Q)r(CC>1iV!%}X0Pxw%Y|j=mHu>*rViJK&
z;*cDrx6`>``x<(!i{z^OXZzM}LmR1R^UuDP<e;RB(v@e+$}5+#Ss33Me@uo}aM8Hf
z#e)(bX#IET@eR>4^%pnZ9q8e8#|Vz`KkwM<r@AL=wuDfdT_`qDGkwRIB%q1^(io4b
zHcu>6NMRic4Z8$suOsB7LQ$RXhwx6v>>Ul5WA8uT(N%dj@U+E!-${uM->{S$fi)`C
zSJ8J1@ITXt7I&1KEvkbe<D)O+6U|tfw0`2)AyxifL(yJR!$K33eo<~;Oz7&mv_?QC
z|EifgK^}n+Y>iJIKodh)we<Es-(O&(2&e;oTb&_rk`&T<RqA!9`XPE3{HxZylT@FA
zQgfjr8j*3Wfalryp=X8cfV}?Vz}W%C99WuPC*>BH$R)bZTm`u{!N53<gNJ#&=*rR|
zujlmjCbGO<!}OhNw%dmb+;reixV&Wp!el7vC`0A9TC_+{s!+>VZ=6Wbu~<!teogYl
z$a(Q+#QzyzpVn9vuSv4fZd<4ue*cw>^j#eAd-<!vxfH^yXncy-)Y+~B^>L0<?%aPL
zR>aAdR+M4Vp9ObmwQey~E3k>TwSQa~R<?Rza-cNPKC9YYu$-C&yIbpDaZ9cMB+oAI
zUrzCgh>FOv^6qx`UxkbZoY}_t!~{#@O)4+ub8f`jKt*`@j;+IaF3?HZh5q2G>LPPp
zFUV+*WHa)+pV|9OBIWO|=2C5pJ&Hc-DZ$V6T%dPp<u1tDQ$w?|M~CRWoWp916;xm2
z1(k9K%qnH60oqNt^`X%eE^?(hoYMC)l7FXMhgy4p$-ZHGV;sxEp$jO^jVr@Ft#xDK
z3W%8_*xjBKnP-TszLq<AKX=^qyVeh;oeDRO_eP<4F&pfd)hT=(10L6ep;_$iyh$Rz
zCy6f1g~A|D=#~hAeb!xMP7j-x5M2>$=B`BIy~JzC0TKqrks_@9Q|c<eEh{g#+kInf
z=H+(xny6=Z@7Zx%xRGJZwp4(e@IvJDi_D}ErxZ5Uo@{^VBcau~t#8*3DzsPosuNZf
zK3ycRt+2)9AZAN<)9=&7wHbSxLTEO;uZ^%{Q4_M`=M{F>7_<W-NfdJiCUd2~xm+x&
zqR7y!cse^qz*+70_kR3Jnci<zDB-C#c*l!;8hI9ds>tyr3O#|L8RXWSoB&kw-IN$M
zc6<n;h1Sl(UjpR(bbOk;ac38?Po%42R~ENC?uSQ$R!jeyUk0Z{LY5ifLq&9^eY^-&
z<C)W=!uDUAFQ*nN2x^Q9=j(&Hx%0)a48d>7nDcbGt=*KqU~{^S-v`r-K-wqg+HR)S
ztQvt5fbHA@M@vSL-ub)ZK{b*wZlBfLg;Hj{6T35zWUV*k-FZfBpM&Z})_Skv3oHLH
zbt@tn9UYe^-Rv~`#gvW^2-(|B(o~Qo{`PGXMMKIqckUs*RO0KS6RA;z9>sWk0(wr5
zs+FsNhm@2OAnn)U_cUfz?=HnhhssLq@@3ebI=3lT!i*`}geTmTzR5-PB>Y5J`E|C;
z&oEXn1RC#A^pRX9-)TG$%_nPja@~5f*idBWO=&L#0rdusqs~a#An-GqYjFF5g>&{r
z)ufORe7(3?yd44xi0G9MsJ&;9n7(%A;r@=kjDSW{L<VWLcGh;)=$75a!I?B4kr2T;
zN3XtC(B&9fTif7D*(=8XjBqFR$qIhjy;Oj@1>iX_?6Z9Q#!SQQ-U}OlUZ_~0?@8#*
z1_crc<)qXTB&pMKy@YU5>KAUde{axH)L;19U&VsQ;2v6ZzNx!47y3%D@F(*jhFY%<
zvjxOO@pfgWg=bvn#8)hh>+Xiy&c%dB?ST5t2^JOUc?O~*F)KN_@GlLXcTcXtJfIXY
z?Fmr9gYbxmhHl;<0JpeNA@LiIKr}j9nVSbo9y;HQ4_N&5dA`s*m5W0QzJ34R@MO2#
ztd)gDjS6u}h@M9$)Ya5JsQ}^vL!o=@2Gp>etSmh=!q*q@Qi+;>wgq#5_9wHbwG4n4
zVwC#sjIB1V6IA!ma3iC~<P}-K)ajf!@tuxmM${CxnkA;!zLGabMmJWpuBCftS7C?~
zgRZU-ZiuE#%Ir$d((`A}s#G$xL(3v5b^e>6(f<BuEoFRH{G&%(Fzv<(hiO0(Ow?&2
z0In_E&#w%b0r=0|^$M!6mqYVF1YE*)UX^kM*?rt!7aY0jK@-5dy)$^1CSM!Q`RlDO
z8b)R$+@#E``X?tRH%KYF_yiWTx^ySTiHalS3byY%xfT`OMbS)56u5+shBD;4$Kl@^
zN4UMMfmlglO^gLh@F)@wV9+WrKD3F+dj0O*WGGJ<hZzC9oQ?HXxDHN%9{TRTT&}2g
z3-Z3e5wlZQ-Bl~RaXGrbH=;3$6NI_Y!w!VMG=3#B70qXn`FMwrkbqfuYeePDQhkex
zp57RL&?7PQlRGGbo{;^6gM&L)g`BG>B8mkFm2`qBNxc!;h3s1yBByC?)P*nwgS`T0
z4>B?F#`o{v-Kf3Sjpe4oDMCdFPARW!{JBu4tGmF|qN^iz4Lbqo!H<a*=nkxy)Dv^w
zzTF$CliEIo=S*kd1Y$FE8+Wq5y91Z~p`16E9th&pv>uSgHsd>`y)$nIr~(N%taU7+
z(s9AMi@gac3FpQ9(4uB~xMNz&7#oVhZG#0O1i7`OfWmGC8&p$KsDGa6G^%N|g^Phq
z=VOnu;-LT<b_pBuI%)WaQ9qvY*D<3IL<}mc$ngp);=E6fV$%IwcByR~M0KF7&8wGQ
zLwf;>^0P05+0BHU>pTktP*j`Pz^=#DUE1ZN9<=?p(7q+$t3w4tlBl7)dh$teZT@14
zbHD}ZTe#j{hw8q}*4%=-*I&T0eNuV=y!Zb&sm3!^HC3~9P>oYNW?yYzLl1RER8%}x
zZ`?qfWu^I@dcg3TQ<*4H$w^H)-!ng=?SDhnM$O#1Sk5oYu+y%en#Ut0?>dE(^dBo=
z>9ZRAl8z&@ouc&<lVIO`TdH78A9ZWW%O7=W1q)!)F4Py9Yd=OAlsiUpU21~sVbWow
z*9GM@LvLWtekapm_v!Gfs&<fx>-5)tC*R4(DA|(oLmz?Hs!6qDc>$R8YbaAR(F_u7
zt9nATFuez*Rk0w2VxX5?vMSNMVqT%dXw8;Km{JbPzidGR<yc6?z)sB44cfJ4-rbXn
z$@){~x<KjMWv5%O7HsQ2&b?&xO6G)+F14(S2&bE`u5zSyReN`<r%#fqdONJp`zjW4
zP*a5qg`;_`m+7v4C$q<L#xSt?*+%?A*s6SqbPi&KiL=-!nt@+-m&F%-=M_l51BJi^
zM<O@7l$T4*R2K4Z5b{5N(llun+xa}tr5o=3jthN5Bj<0vN@dofPn={z&@l>XhOVtv
zF_}XIlx4Z}KiqmVdLsSP4Bf~b$_+QjNyKNfqN*;wjx;wledgM(`5LTYEgG-R)cu|x
zqrrq!o;VtE@D(h@F9j#y53ohfQF4c-{5K>crqjJG&Pei|%W4B^Q%VJ-P;^qIs=s!5
zx%{gMaS{Fzqk;ndvI%g59JyR<GAr)LS1eKR<b7NM_7{=Zo+~ZDY4TJXb-mQ!dgozA
zdy%=&H*#4@Xd2mbLp@-`M<c1nNE$g5vK_pyKXd1AU2yykr}5yG>CU3CJd$F6<7+3P
zJ-kuqLV2p^2@qUtNv@?Uke>ZeS2Lrzv?AIT1EI4;5%C7FasNIPXJ7x%)Bkr~mQ#9z
zI<eVpKYqLhY?`z#LhXrgK;ZFL!KY6*ZES75c&iL#(1z#B$66B4)gchm<9<L*hHjI4
zY3g(P(&e2Ke<2Pf^?Z5o=wQn+=J}I(|153O{m)0{#}kc#`27sYI&jhGYi9D9Mo{EG
zQ#)|rz%+aD_t$uw(qQ6+?dM(^3(q6zvDfKPqVPQOEyrul%jZ4$&qvQDm(ui*h@3H~
z^#4~Y&YyUk=)Xg2&Y&>Vp*~YV4NcL<K7n7|t32`7zI`6im$wVo3p_6Co14Fw8?H46
zf@on?)rCRqJ{wd<MrWX|-Zs6KV>OS64}kH;45Y?gvg#Ip{``4})A_G!Xxl%zKKJie
z0Y{B^q{C&K(_60n`uyNg$~~DxAb{;_Mx)Wmy#>bN$nm!Sc#jl+s9no7xGu5xr3}Oj
z%=ZcPlsd(fqN0;4I!BHid0Maq%&^lJuS+h<soS5<4_19`8mIBbe!Mvr-)Q~6e)3|L
z9!Bl7wogy)tp%$eRS&;yd0{B}pRe8V@L;g((a!ZKHtv?Vks<Htzuu-jziZmw-mtY(
zy}C*9ZQ*=O4iS8;k$&ty)+qfwTB4$P*-KkRbf=<n{`)4F7XC|2{=f4hBJzK-M(ybn
z8dN|M!A?@C?ZE1B{KSc?Ew5xxNx6o+i2{1JUSKdVCz)ATyu3T~v2dKNk%?sX8c%-`
z+L1nw9mwq#)`G&v5jvkeo+@-71xByP?wh<c_u=a#aG4~7%=;5id?&>fqCU7pGHU+>
zH9W+Xi+r(&0uC_!8H(emV)xl|Db^(aROBmV>CBX~J0%aDq)t+QK4reYwIC199UHJ7
zLwK+fQ0nWGQuBW8HGd<T)>pXP85nJgLZK!}&Vk9o!shMk*SFj^00OcWN`wudem<eB
zYy~9hY~U}7UA%m2f2=#p@>~!FUOvhBV&m&~U#GJ4jkUVn4~21O74NC3pXgK8Nt2H>
z6OMx)-IKC0Zf+uoSqQ^++Ht^6XaL!hvi0gf-V^!17n)WQI<j;efLN%f1+*xko5z6S
zE%N)HQl`kdfEd#I)qIk6;sitB`*CK<TIGy7g|;f3rpvaPf|!lzjKH734|E(@QUV%j
zCkYgq8m}CKAKqdEq#d^$%B7`m``)Ieo)Q(?_4>^*V^l2M(a{mhVCrQ@Et~GUCkOF+
zcl^{T^MHWLf9(`Pfr+|m4dvGy2CGxFS{i`itpEwqX_Y}C-yS6vXCr=Yxlbe#y#N;c
zcz5Vx@aV&>JJ<EdLI=j(V1Q2|UB^a7&c^WR?o+w(yDy#)s}Z9EwQ)+w4K;M7-YB<k
z6LRaT&TIqo{Y@;AbF_l&(<@*zue~2XPVYzQ&xF<E>QKjoq4H75z4Z+N@Ed6mAUkXP
zi+r4g)-VowsK6io3RnV0gMfl)1{^@8mSFY#{F3~xeXObJhf`z&J{fdDH=@p*KK<IU
z8rBBD$dP@gtlj}|Y9j!)rw9J!i3N!~ARCh{IAs0zRy+*2H9@UnnE+&=((>|^1_A+m
zJo#{^@@t_}iByk2p$h9b?})K2vUqdCJmm-2+Q>1h_&PIoZ+_za^`+MK8xF1~=wysW
zH~rH@LXtnFt}T@8dI|{DFsw&@w{?9apn||$x6Z|nCC+aER}lGkmDo{X)M31HAZO4Z
zu1it3pOxO&0!FS_^N7B|20oATgxY;b@7<Rc_4j#Jl$E{h%+QE*W%n3LwgF3*0tYbQ
z@Q*r>2PK;<C7ugMR#RV&!DvXQqjXEt%VazUD!PEtLg-=oI}s}QMCSYH+Tx&{n@2y~
zj*kKcf@M%@`~;fExm4G%^zHZjV*8~eI%fINU_8@$HTGqy&E<)d6ftut6}P(&i)F6V
zt_$;YA|E(-oQ0J9DsRBS9m30tvvL&(HH6A520;8B32Hz0F=)!HT2kgLa`Ce`p!GQB
z#jUbW_k(q=S(&rhAi~#s89C=p|Mn54JfwcS<Bd?uQEtRsb$$RpW@C`*+{jPk7Vt*)
z0hh}~g7M2ky|lWer6rizr?Qfg#m4!};I0dsF28`~_*I|Gvd0*FefyTweIb%PpA4*l
z($MIpm$Dj_qkOtu@Cz$z0&oLbtkQ%P4M=t$Fhmiw*iF_&36r``lAVmE?w_Z}hF!<5
z-|GK)u(s~{)YQ~6kh4ZD*fAhrd4d9IHB{yoAKV(gtH#Ac&cM`n%n^sEJ$$cu)5-I*
z?;VTfET_beN_3`*)a;wtpHX+vfB1xh0wnI3FjF%>;#i#*>2={;)+fEi&*bT1to;b0
zX_p!8!H%eyHKCzs{^RYhkJD*Xusc7F4!OY-XKR*K@M~ZC)o?&?v{>wsLW`Gex|#K{
zvetysCzInuv}@nwqfVP_OTtw`r{38D6O5Rr&``sftM2ab&{Q=<ZZ(4Z80zmoek$|c
z!-$SLHO=xu5j7>d;-7T&oT%kz4fDXa`1aGMRm(c&O&{3bdnA4w+S+4f8Ncvn1R1IW
zu3KdBK$D$L`1~C6myejYmsg>qyk68Na;Qhk%cY16V3<UWYg>*jV`BL2o+SdH|7oNb
zG`_OZAsbz@8op$T<IQ7>q~Br`%8mReyX+yrD?#Y~z9Y&h?ph&nq;^ZJm}S;b1u5Ex
zR6^kQoHR$_u#xNl43#o;e^dS@knV>~&7UujDZ+%M?>xLd1894QfdM*a=nV$XHItE*
z?X+92BmTl(#<s)#t<a`ra>I~gw)D8!MD+^@kZwA|NX#`*rTsYa<nZ2Wv1C&$nOD%w
z0;Dy>mRbAT_U_$^?z`8i(LNKWblv1k&CF&O5sET@eHZEJdU)S(DoKJt7?|t$B09YB
zSsYwLPq1jxL}x#9evQ|fG5J{%t9L?RY;66yU2;V?`BD#Zemi<+8IX+*afJ4guU$-g
zORFq-Ox%^?{QRToTEQ?ZWo8O!LhX?R@!e`!(=6k2PBkW7dc3<4Acjr8(il6>E3}<Y
zR=<n@S+P*VSCJ(<zV>)~m)|XW_#401b~!N=k*ZpSC-R7rQn<`hpj~08<0*vpIFoO7
z2oXl6s*1zjKX>L>zim!9wBpVto>;eXvuOIhj{ke!E4blmJ@gbbwLlnDnVYiqqFLJ5
zmEhl>J(>gr$wvV(zYRRF|GnRY=CAFSQj(L?jf@2q&h=d(w&Yf<fJ>*iZh+lYhqWk9
zhO@(Pmfq4iJEfH0?Nt8M++}eCAX(L+(qY;dDt{~^(=x3lk`Gdb<%b&oRT`)-y=EWz
z?YRMeCHBSdXknb2`>Q;)Z9A{*1peb;>GbTgAY+=mRr?t@v7wxEf`2VKWwGM0e7((d
zOSFIV`0K@rhV}ZTjq{YO<W!|&ed#FSrg${F!FK&?$Hq8(y4dPAxpGzrJw|{gR+Lhb
zq<*GP%w+hcNpTK*Pc>R-rX7ps`A51gOf=FflK|Ki26Qhn@2s-2`cMu4xhsuGBoZf#
zh%iSi!I{`6wEvX?i>YdtrXdJ){qy%Bxjaysh0_~^3|&!qlb8xHM&HgM&fEwKt8+on
z3X4c3>XyS*9>!Sz8nxK5#3|skQrkp*C9Cl-kiqy1IY<sLL1SyX^)-b>Ku&<}ZxO8+
z#*K@(`-S7j-W?(y9e=f<50e-?GhzMU#eZ|4vvsy|Mi}YmpH8gk-{??!8}aylA6Sw4
z1#N0(@FXZ(-$3~^>!M9>!W`UzMW^Cs)t9^M0tLRwJf0Vj!_FI>g7BD&UnMn&KWZnq
z)14We`w^XLwLa6-6R9pog(fV3*fM-)WiAc;Dp!x~YggOm*W1Nvl$2S|1nf#jx@v2`
z#(+~X>U$%C<)`}3_)m4l4rH{@DYktVT&!5k6moO69bmRVU~*aSZ!B>Nw2Q|zE`Spp
z8ld>SvQzq1vFR6}6^#OLEPLCsTP-i8VLE6kV&H~D`d%@8HBj=$TDL9mzihcWnsrzK
z=T>hXy^(s@6s)r1l@q7FwGouFRH$7FjBqEMTP2wu)`%?8TpjeVj9o}2tQWQo_BUn-
zV<+u0#=uy@#jm->-~W2Mbqv=wDb(@C4X=QDAd3d;NW9j@euYbMBj+1hJ?;EfXMlt8
zw9vz8!CnQ?s@ozXT>bpVi%#wlQwNf2%RbvnSk3y^H1u^xud3=$s&z7@^JR_?+$vQ;
za54h%XN3Bh=jVr8Kf*d?_RaMxQlI{HY_g6L0C#w<Ur+4l5ptWC$Y6SJ{F#`TswKOr
zvh3n~{+bBG>b!_ld}NuUH@fat>z8~5_53+$8VYRZlB<<ha%Sa@vMr_VZ?!LId1|?*
zA-dLN_y>MORdZ2BSS`)mwh&fb!fNSj+7<Q#pDg3f^L9z6tXE}!(a-6W%T5kG-0N85
zo7%6YX6|Iu<omu%SM;GSa!jE-8fGk!))OPFcmgJV&whz?b8p3^nMvm2rV>NXoh}RE
zc_ltOEU--wwoUB$qP7;ny1uVNQsjziQJ<(!V0-bX&fm_0)?Ohz5fQl^*L*s5RR+#w
zhyD8+ln25$_7eXeZ?wqw;R-IUUQ0On?_t|^3K4(?^$SUP#TB7px+gvIi1EIEKYFxP
z7!Ax7PF&<+VZDs`HIX5QZY}HM{>T6K1ER`wxf`Bu;AP*wg+#@640!B5p!J*m?_L2{
ztq#PGMPEkc$%c|8qoK*4i;<6HM(;11jVv9d5)|LQ?s)Uxt3L)RUlBz$^l+nt%<*3O
zMTbB7&-_Q=DfJDHf3&?KBtL&_@bQC{r=67fTOmLZ5!td2<fJI48+8tkO_LAr!H(i9
zrf+tKaQ>=_EOfHz2>P62mT>gnBey9D!EBA6b8^S4(O(UU=L}_9<<HGO+605RIZZaF
zS;87}eKd^!`uE^R2ZVzL^+Ow%0eLHh9Si<Fv-N1zQlHwgKJTc~y~c{CFaJ}O?r{TS
z^YQ+gAme-YeuTJDuvD6RXTkKKROd7PaHX*mdGO2s8eBYBi7<PA^xG@GZ__Vi=t@m1
zs}WGDx^cai_8kf}uWmo*{%-EKiEv;up&*Fm0WhU?F>LOpsfES6BZiNE0AMi%VtooI
zw62wvm0g}Mi2+Gz@4kJ<fF4-&==rsg;&aY*X-IA0J>X3WSed;%$*bDC8w0hKk>}ne
z8h!w!Tu%Zlw(IH8S<?%aXsK_fUU=46<ps(>C}RPh7KNT|%GE9=S^qK`m-^qmh*}qa
z(`vPk(^`clK=D}C@}6K|dTj^v<vHPvz3Z^%H9QL)*e0~OpE+~pU(^b0p2q;Tw<Ii(
z3ljDGHd_iU!#sXfT-|3c{+C~X6P;=fF^mci*rK?sYJ@B5^`<`ib_#Ws9sB!eeCyM>
zGarkIfuRzqn`i%R{>ej^T1|G!Ud2B!`&J9x{^cXh@J-_U{`BDNAKM91rY0%3l+K=2
zi)#h!a>Q(Dv9KV8w5NbRh<4!9IT9}}xqCMH@e9rhHA8V3cz%yNHG!(JufKoVCGqlM
z@eSd|1of&Hi-Zema6tBQ#$;(+L34@vEyQSTkJ_z1N=wVzY)P;rk36q2pH*LZE}+K9
zN~9dr``c!z_6Mi?#qswh=Y5Sz0DD24ft((;2b{SOj7$8)|5LC@RO|<!(~qNon4mX^
z-LqG7x8Opud~9m|DDQn;mE$yGtC2JP#c<H{(2L;J@S<_&@w2i&;hHG$d-|vQEP4|j
z=36z6I%}AIU;y!aUH-zIEBX`-V5tFIjit!FZuxQDJ-}<Js=8J1^jN|N6=H=Q&Z4*#
z<I-Sbr8TwRwp9%@M%*o~zu$*Q6Lu*$;u&?64u7-)F0oF?3plt%6nes7W;Ql&JJK!~
z%7e^F=q`Bw{z~-PR|V89`=FqYyX3U{-|g|iDs)jphJB0Mg!Xtoy!mFeVIU}MOG`^>
zH7zA#IRL$yY5^~&SAWU%=?g-(yMGRtk-Hi4*7X|zw)>mO%-ru|0B4$C!UP`4Th}WV
zLX?+<3D$0I*=?(g`G~x3|KS?nw<#&Gi?>c$qK*r_$7dZsz9$Z&x*CgWYiol*9Sh7+
zQ_|C2SxOk(DhkH{<=Uy82hX0TK9tV@0$!_)g9AArhbdrIAqwWcfZO7T#>l;REh9uz
zh=s6!qXB5xo^%r0jWUZ&kk#lq3w+qEZq)qXOr5d|Tn;rSLq)!#wa*`^YfqutxVW4h
z=g)_CGMIx?RBEIg_MXA5{rXs6rpKMIA5YV80#zfqxL#3@`ZOcUvRG{)8Kyr|I@YU=
z#4DvhrJ1M#nF<?~rp1TvQp52oGW`uR`7bPfnTaCt>%jk~LBM?a^E`}vVE_Ifz>07A
zYfcC)EiyHGw`3$}O&{U_J!Xz!rTKe{7SKLAmMa{qJ3O4A`%YRcHd;&c$cOY82ql}J
zx1Y$t0_wvUP7QM(+b4xGX18MUSh3jg+PlrBr?NaZmj)8}b%%i_x(rNl5BxE4r*ZDM
z7>TCr`z_KJy}J(Yd&vivqXJ04EO`xyFIhmhoaWFy=*XGijpcTgDan|%cygU`s(F{r
z!liwW`WfEc+2@3UiDm5d_;1E?p?28j-vGc^=Gu$qIi0ePzbE6<&-(;ag!f8-th3Cu
z$;l8y3a#`y`sJU8HO3ws`^EFSdsoe)occTgD*({wvK5pc5&^i8Njz^}HIBe!h6L-?
z)YSX{o_|GP3T$8&0{1lWQeEGzT6uQ~qYcnX2l;I5-E5P%0YoU@6v#dLB`H>2R>YrY
zr{-3SWl^+2I^9IUJpLP^lADit6R|R#u3sZ>s7tM3{v$R6Tv~G5l>#2s`Vx!Mb4+T2
zsa7lTf>3G(e1yzj7pv!y;?PjZ$$EvPBJd*N&8m9wXh=?E$E%I|?(B}B$K?u3|Hs4+
zF8PxK#?3!EWaw0CJ7dgY2$#bSV6VrFC+DyiW&|FyiSxmdcR`O)*4wv#NIh2pUC9G%
z#yz1SG+f2Gu48m$WNt+rY|&uQyYb1p6E!g32&6K0>?Y9>!^gYslLrQdQpXW=^z;QL
zRlr+dH+BLL16L-uh9N**49wQf?n0G}r$+!*+fQ^lok4d)&`tz%W_k-K40jl;NC$L=
z@W1V|e&AXUl<ewp(26v_yd1<^{wfI_86gWj@c{}cXC42HVZ#Hl$VRYh=h~T?fH_Q`
z!1@wTVkjCANCQ-`=7DLSZ=@>+D;OWX{|Ni((;&VnFYhxFG?k^(1DckMFqF)DU$###
zo2%gZM~bI}oJ99PBSHVt`r=m@&(=z-a1?$uvHfSV5>8oGC;*Q6f`VmrP)Ksk1L`Pj
zLi_fYEx}E!PtHGo{v0`GoS;UgH_+av(mXhS7F>Go_q2z)Wa_Q`5@my`2B%D<B0!g4
zIzy#la&Jzzarf4kC^>OC!n=3-RmCt(%g@Okj#OlHG`^df4~25tteaYX3AbCSLfGK#
zXm)}5LIi(58+7{VV-uJhxdEvg!%xq^6L4jrMmLT~q=CCT7JuFS#4_)~D33EaKd)O9
zR=F_$pCz4P-tK(b-*LTje-wx)Q<3Am>^4v0nHBBPa3F)a)%TtmK-HF{#|V4V8m(kC
zX?B5GeP|+q(svh_bs5ZZcYYb`TGaae`s{d^2^doR$(`N#j-jZnWwvi1D_!|SI*TJ@
zS5GPtO;xuB0%bbs1TFJnK(g%Oz#A7;t{SE47~okTC$@zQ;~^&~dqEG+$L;4jJ3E6w
zt3&!->rwHnkAc0FGbqc_R3TBMnqKHfEV5h%<ZAlFJz<w0uO>5Uxh;s~=xyq7vzrb2
zOHu}JF1${$qLC(KPUCPequG@zpM&Mu&h9b%S{Ed1VEU6YXs(&NPn+lL*`^x<;Z-y6
zV}NCPo0aANQ71AUb{1^cbQ!#p-WSeI(5u(&Q2h|fXA;Be2ZE>S34Ap9kPk<^bHugA
z=S^FSgcN{igUlC|1J31h`o-Pc{FKAp3fmYKnCD@Pq^tpn!~bF~+~s1L-|N{S?;Hqm
z9CEtsGbAg&(%@W{SyRBMHiokPOB}k0Qdjt)hA6cCNRa{Zb?MTOx`^y)^uAJdZ;IHx
z<dtajnIGC&LsCj6w2FdKHb!l*Jnoi~qI3!1V$H0q5=!Bvp*oP)v~FP0@919#zTQu+
zzpQ+-Oh<Eo7k}tO9!qsfsE}jVV@aF+>7bX8(I;@~b|_w>_eV&ig{PAGYFa+$$LXO5
zW*4G*ZsBIZ1eJhJjW*DFaa6eVEQYqCrOKd|mX_1n=aPGDh3pS!RDByp?R5+=R!90%
z-?JPchvwg7%q7yCc!!h$Qu&bVpkd-+S!nV649g`A+syv!=aT2!>DF2?us=ipZIEUj
zm1y=!DTKNC$r*Oa^yikqihUW^JMDt|{2{?hwBnq)3`yT>)-g3>RN#3*>LrM6L-tm*
z&%>HSLvqZjA?NH@OJJ4S88bJbs7+;=p@tB+HT|I<3{6_<ziZqnAl_}}a=EdqOQ4xD
zwXLqdF$<+tw#g8E9Z=_i2!C(JIB2ecw_J%Co}U0cE%UXB_PQ2IgM%rA$5-XH{={JC
zwSx&Vb_2P!q{9OpV+ju%@jk1CD#JZ(<1A8W*L}J_Vr=$)gV3ayf`;v-AEG7RfY+be
zbo&KF-Gl!!E;Iu0<cVGMYt**eVtZIMOK)K@EiIqeF;f~>JlC#_w|?)9J!AN{=exNS
zxr=r?>g;}QSG`yuxG4nHxW6M_|9EwE6wC0I3<=cc|Ay|<`k^y3IE9=S1wc{VF;9EI
zL6-9`+wi<8Ovhok#w6ZMMy<c%vVV#PM7ytaO;D4C8kKDf%CWC2wo(bVS_puHhMLun
zDbhW(E`_MYIAJTu8?ZA7Cr!$r+6>nWEzZxIp?$tIRC0Me*>_<WC#Y(bSA`A_QUTat
z4@3RW7jBwP$aeQm9NH&yb{%|EMHs1k-@doSL0;JBV8jlfVOMnJGRCwO8sC0*wzKmL
zPuiGJ*ziFG`o`K<-%p0oXVdCZAPnaV(T#)b0r-iV!mWb-o1zp^MQ^IU%Ew9X?$|G#
zcI;z41ZyW+7T7RtzUklH5<6DBky^ZKe$1cheq@=(KU!JT9Jnu|2Z5c}gF$;@v-<*m
zYuAqLc<Dr(s<q0u${~0CadNk#yF`N?h?HxEjt`s;>KE5I+qQ`2*`|dK*F#v&@o<?#
zq+6x1IKSo(s))NxO<H1~_8aYF?mtp)=d;FYRU4B}l*A1Q8=u4WG#*P&PhZsov3$A9
zN1O%ZfzRtcunO3|jX7^<k`kur;;&|(z`luFUZ?7B*x2k{<j+)*<|cCl%;KO<2)PD}
zFL$hx>s2`jnkKzlnjH?-CLftosaChSV)ax?AEV~>^TkjPM-9P4Sd(Tl`Jtu|dJVqx
zpI)#TL@r<Do_;fg-h_$m6jrnEx7d0+-bYQ9gqYP^9SQF%r8tpoRJVtsLT}tiE-jqd
zmA(4thWmBdy{r`A;p<wDrWK|lLZIA{K#=FE*FkCvrRyC8Zj{*+?FGZ)Wq8)LPBV#`
zmMI`6`9;G|mZ>BB%vBMQX0pD%ir3>mIKe)n0>*NfRkf8xm|+xZK;|^Mdp5AFQ9Vk?
zRbjGT*mn*Kxt!5ZnM@>*xSHx-*a^cUDPZ(mHCw}G$LaI4X;wK3^}Xu>e)rp-ztuf_
z0}M;?UFKTkn+s@zGAmlxsdcx9me>#QgTGo{p>rUaHS>8^#r96N)&9p0dG9L%><WhH
z%N%X1v-OvSvL5Lv_&<Ixo!!+ne^4R{$6uwmeYQddP(XKPdW4T<?Scu=P%nYD!=n9h
zNwC{~&o)z$K8Et0J^kF2;kFTn)%=8ZVVf8R-f7e6IgneTzPE4AjjHGLxn5t`J$^Ey
z_8eNb+`tgMsjToImjZfzZ%1!TYY>(iU0VD6^bc$+m+lu<Z2;=KwGL?KQ2JE1s(IXK
z{TdOaQ(&28V`F1+Z@5gNoY}<tt`dD)-c~iWcG~~=i@{PRH^1j$GnesNaP#{eK60Y}
zI%7+_kl(cF70rVjsX1Q>bvivfZYr_G@P=#B`+3JxrKaesZ%3<^_9p4pPsnP?oR>RP
zZMyfpBkK5=MX~!m{qcc!LOQeO>h?27sZf<=lI79%9HuVXt+*RrR3dhD-`n`;r=fn!
zfM5H!!yCZ%>qVfrxu|DuZteyCCPNXgmW1thdWoN521?A*?55Y(qtaEqtuTxXn4RAq
zTY8}1lK_T&WvEo>4lF5dZnwmY?`VgRo!Vjw`JoQ_R*0Tv@j1hn%*@4nj7r@qg^jaG
z=Sn5gn1_5jJib3a@G+W?Af}mM=uctMZb5A)f>;9%86NM`pUb=kf@QbGYN1<Li?sJ3
zg|4<y3n!y~Q2}Szd11h65_P-8;Lkw0Lq<FLuC0<Fuk{MO$?wArRqNWN#4sHKsF5at
zjW@Wt)r6iitCdH@vZ{bI5b7?|L!9`nWHLrpGj!<Qsw)+$08wlLf>Q82EqJ}%U9h)@
z@AKNdxE4NoQ@0*++IMRys1*DY3KCu=>A6ej!SC62$2SC1QSHn+?K;6rd0i)Yz`gDx
z^aWehlgTeY2YE_?(W{G_hE1fZ;(B%FKYeY=+hV3u$tgIM8fHhg;x207mn4W1-443D
z6yH^hH99PNkRz3UWDan<ZH+H_KmT^(d5xM`zS_@sX?GlHdip8Xy@h{bWE&u-_-*VL
zhgs%t0GoD~lVjrX%H$5}$DrZWX}3d6+KQF-RyWaL)CtaaDfhIKI@%}P;%^Vfxyq{e
z_O!Vd<bV34nbcPNIcu!rU~N$#yh2}<t|o0>tOdVjQ=Aa4ao%sM3naHFJr}W|?LUet
zLw8RxiPot=6eo=d;>6|86Z;`r9kWL<pV7ib&-D;{1sl-^!Y&FS8*#FvwEJpev6v34
z!53}cxxdzD(IMkvR@ks_QCErBqT1`C&(27f&P9Lc)*JCHGCxQ>VpV^IHQJU7nCvua
ze{yq)*iubVnS9`=gRX+wbiTnobX%z_J>DQb9c97>jnX4?sjxu5+$8{+l0h?qcobBo
zr(bbFDF3Nu5AQK=T?8HdZ-nyTbObklla)l*tfrr?Yv<vCT@wkL3uZxqa-JGXniz;J
zPe{s!JC)yHAL*mNC_5A$Q}c1h=5yyO#)D=w{^F_vvdY)TXC{cM%vU#Z_e41JTdoq~
zXl5-XMl2Sk0DtGe4_6_#DkEW3URQgkM?<jGc2b(tbtA}Zgo>6r+vGI)Xgo~s<c6mG
z`;bz{rdrxjjzhbK=VI&@$JO$Q<LY%Q7I#AwFmL`hQ_6qLEg^|dV2zHpA0f|9zSY)a
zAMD&M@qQ>V$x4#koFMj8t^B;ME>4ntzA?o6Qcw67|4S~e54!2}PY&N;FP;8*9BD>(
z^|@w8sNMd55%$($QMO&zxQYVaf&wZf2$F)p&<YBobW2MkJ(PlUV}gVZ9fC+oOG~5D
z-5p9O%}oso#&2IU@I3E#{EqMa{L^EYIj{3NWAC-sT3hh)KTm9D)6XW-q*f%MHxq|w
zCK;#)36*F;y;LACtToW`1oLYaIT{$R37%DpNOX?B1{5GQ&|`9Ii=D9YAz`G5it*(h
z<*Pb&zj`k9X#b-pp-lUV=g-?^vEY~-$;N1%2g;FsGB?I1WD_>54V8}k`?TJgeR8y<
z>~RKDc^-!R9RL?<M($rvXiVR-b+*2xpO=30N%&p{C5?8)Ctq1>h3=>)0da<>Lo6#@
zTOMSE|3hO=%j;wHXF+_-3`TauTJ?H{?W$tl;JZ$b62}PPbH|Pt6Nk8d0j9B_kUR+Q
zq-cb5z39tI$%-O;AEry&l?KOCk`UhhIJP>-FRQog_3i`TDT2C<WID{Y5@yLB>%8Y?
z_)}eu0EZU;R@x7ivc7Wuh>w4Z0fTbt@coR_q6>^7a5Hq4Yru7JmA<hgX9@@#R9mZ2
zu5qU#wd~6BpxzRH)i>vwJ4^4H(*i^A@cOIAbUV_!qzRXH#Jf2B%)-S@Ggw9gdJB|I
zoF7W(<)X&eBsD&#{&;w8MhM44`W%b!neaTMptX%28J00dxvF=zXV1r@N;8Xj$wd!9
zbf=0AD(cE<+U}(VG1c<k-KN^xIoEH3F%KIs)T2K>CQ4XbH*|pjq6N{r_P^%<cB@h<
za_n^sc$2<Bk}tSx`uaBrJR85QR+;N5VQQu#<A&46uUd7K#e8qRUlLO{q1Q=_EQ2Hd
zucVr+*+)~X-uRS3io7#+bhx7%a$9NOe|va<f5|))^G`3h=4j__dimLah@T>h>1V~$
z7e6)&Sj3wwq7!D+En3nZOPkIfV~A*#4f4i%6}y{s$OJ`DqA}M-?~F28@%j3M4a@!i
zI9a02lEs-N=vRFgsmw$6GMkCsKHeba{>pz5uo_cSQ>7qzpEs)uVg;a}I8T%6+vkj+
z3<>j);MWbGskFpo+mGvIUL^Q9FfkK;ud43-@Ul$jD(~ebjUhYC$k4iO_{0vsNQTe_
zy$ig^qb|e}62Cr5a3s*2r+NSN)^8LwamZeB+-uqrI!NB>Ac?N=?YVMA|FJZ{f;GO=
z5<2$T@1jPFhKv|^|0L%#G(0(n2_aY=tSG$Du^yGKl`#v1yCX+Hh?dMctZ8r0{rn#Z
zshr8b;+gASA5VwyN7X(?Z^v_wjS~#?^e`6G{i)PVy6)ysFm<(uKBtXye&Kh3()pWZ
z;A|5mplZJCR2<7tu9jpiqC%^0u&JdRHTROf?F;e?^m3}ISNj*;Rz~iz_wlCJ`aGkd
zDSaDoI9Kh*rSo=0e5OwcA4|1g8824_yd>SfvKOUWB*jzx@9oyEE@9n_Xt+b$`qCBW
z0hZs$R;>icr~=^u^rs_K7AR-;Ri&PE{u~x++?E{cV>!xNNRf~@T{9aiU~Jwx-7)hE
z&Vf)<)l7EWDc}sINcY%G?id@R^vfOQAC$hO&((Tg+}`s78P&Cmt*x!!d{84y!o1nK
zaR`ODW@==FHeL6_gSS4T;5os?p6DDtylUk8(*h<Nfwx+rJaC;fB_C?TzrH$+)%sMO
zjJ2`agRp~!&-BU9&)RqIULG7A43CIl2JxZY-Ng5S29D{9EAwq7C;7QNOm^2UH=n)J
zX~PlmQJve1#SoIG7j(TByb!j86puYGKX3&igtFgU$m@Rp@AfgZvD_0MoAE3<pyEVu
zWZ&wob;vyz*mKi#GHo<2m<r|KR<XrDnUM-1rVzT1r2;!<Ytfq`jZjdwo+}H;?rh@1
z9i`_aG<~c4M4nsv=@_k~CPii4tx7*D$)*=+VPskMK88?A(Gz#>#8@;&eRKSQE9byc
zJSh`KhxXm}v%YeQgb5)q@>&zw9%ne9*qNH%<`E`?C<3a9Bfp#nL1It-Z<*{xkF@Ta
znvg>}frQQFXJNn}Z9QFfqROFB`w>DF(UN_)jQb9HR?ddYw$>^uglDNI4aco%Z-g>n
zh7`R>k(sEyL&A7GLhF81We#oyg~;yqMqLavy#RJj1g7QV%LGjf6UEmD>KA;Uv)Px$
zoN^Jxt@0xh#9(qJRaj%}XNg)5y1>Tou2gVBCbQzITyBYL!xb(jJkRgQZ7@V)e8FmO
zXoJ!rNg5QTuVpX#7T8cyo5xaxZG95UUu<xvq{?dd6tc39^t3~^r^c1Dr|2~*=6S1o
zotHz|e8Abu#bJeT%WJkvFDo}a=b*?(e_STuvR0v0fs&(r$?$U(kzBX65x&Gf$qmX_
z{{BVWX(n+Q8D&<u)*D52r3l^p7%3W2@jAD)YgV;2*HC|Ky(;iHH{5?ufZdv+IoYJT
zI?pX1!OA9{H7p=g9RI>1c_4oNHokmw#GedUd4cK#Z84+mQJ=qUPtl*bfC}etFiNB!
zj~A*;DN&$}*Y{j^#68RrPyhPMWT6udG=|IQ>T_2u@2yXkyOz0`hXTkk#Ak2k+NxvW
z<@JAj`l*eZH@D=Z7IyC)`uXk}!L_B3i%CVJMn*EYIu=wPnUEQ>Zq{KKZBLjO4Npky
zuR8N;7Ck4JZc)<^*v>_D2NxtliHG=Ds>C^)vFaA1DSng6hNh<NH3IYRi?2P4V<*(P
zi5lz#+Mh~C&A0+5rVu~iN~pJzJtfpWH`YGLd}B1RhRq|nr6miyG%-T@%}rW4_1x;%
z@cv7Ls)8gF@B*wg%4KDQ><V?xo>^#YQuNK}XW&b2G2%(?!u#S8A4T3$|J~}lrs*!C
zUg_7Bo0MKpUOh8sT_0I~(@gWc`r&Agz-S{!i?JGB9u;2UN*!|R2}EsiRwzqByJ*cU
zf%X&nocrH44#tU0ti?nl?5;*Mk-}{Qh8j|mH!R_TEnH23`j(9jg6&XvGViW!s`XI9
z{fYk(s1~NkD;AUF|LQZ!V;Cd~jo~URWD*%mtR1{0pRhVV-{`fs=7?K0M~;C-OCa0z
z+He+~<wz`>+v~KKy8}m8mqk;br`r|9oO&mKr$;}6ax|H=L1Xahyw+MFKdYPhw0LrA
z*Fr;vizsHAOXJ|#j>DPG_+r3eThNH}fpRzp4Z%M4D80s_Mm)A<BzD!(LwfNdRA+Zq
z&G77DXXNpuXB1*a+SB3jY}CD{#ZB5?4Y4WhcLv+q*K1DCg=^^pNc=xP&z;?7E-@+W
zRmxHIayfV}R>jZRv#`eCy@lJ~8{+smID@<}wV5oG-VE)fiqta;yY&mNV|TDl_tY%@
zj}Kk`%41}XqWZwzx}7VYk6L2p6)kc|O_TFk7C)!;VtjHe1mXA`Ig(t5%&L?IhMiY$
zp|5@+`H#mJjD|Ete}`#qm9%A(op3v_1=7sjfYpP4G>Hqy7<%qr*_byT&5<UsZ0Q+j
z_~WrMat*UmfnDNTl!npp;nBY%5)Y6)d25tEA}=d@k|X@JSgIex&F21vMG)&_ojy_?
z?#eHWu*)A)bPMjy=bz*k^0NLbUJI|`$1@?ljRCHHfBa~VBS#T!Bv&C-Oa*&e$RC^P
zIcDDYz7L8{rmpexF4wcuv-7k3cJcgR<Q1GS;Bh>UD$_Y-5MklzdQ-@#DDCuF8c+Wk
zPirSz0ycYvy6V`)ZTw991<Jfs<%=DP@jDij`V)LbBIp<9qzY?)e?Kq}y_oRLx?WT2
zz#ww_CbBUHsSLkg<Tfi70Gc=3JE*%^Jg!l~honcyNRVBVjnZ3)zuaHE=RsTZvVI{j
z-X)wR)beL=xLDu7%s*Y?_;~G|G^|zU#-xzmW5X<QQ`4}nQ!N7<GGiO>x)pbXO`Aq9
z$LpD|mMwi*!BZdt_2A3pwDm6)d8O9qEu1zr5#%vq@yf69{PacL3upsw53u+Nlj4Sf
zvRv74PM!XGk*jJ(z<lE0k}s<-%|wAkqgr3)Pl(@K$#0NlzyfO^o<)P7NWs94j288i
zI3z5`*d9gYkaeznoIWiP0WFUl=?#R5ZGBNgka{aYW*z3=pj?vQB1U(rw%n)<J8;6W
z8TT=X66D~{{ziz&Yac%@^LPL=6)vt|{;##y&W~G-Sf@*e2mDRAXr!|3uSn_9c9_;&
zzolK#ObF-7d`CIeO9guX+u`CTL_f!WsUY&<TRy$#*EVKeD8G_V?PFb_>tD>Q8X9jG
zG{Fz>cMuFP>jjmEa_XCF{L0~HXILVSrGCyHhD1DW-er7O!Nq5pAOC&EKwOt%TK(6k
zsKJQaSveB@mN(SMg6=X!j5(zl*h?5WW$C(BNY`E-Jv*0(-vGUj;Om1puLci9kLR=-
zoVAd7e*vXCb5^>@ay*Bf6iph!dAO?oAa{*am|bsZzEW0Xz}sH;)@J9uUq1>~Ekyfq
z-{z0|$iI6jC-PgrxwR;z-#<%DUvs~-rn>rrdc3~DtuYSVK*^Nh(!jLn8V`u6HIZCk
zTx>l_!SD2aJh-*gBAjMiPrszBP<qIr;Pgxweo<LNWjIjK#Y?J9$IB({Ocr|E#w5C>
z-p*?$@}9+iZ&yEL-^CXlvsb)Nd1Vq^)SAfAFPXj({$_DomSn^fMRiW=zjKeg(D<1~
ztm#|Zln<=JB}>73#33qZT`O23qx5O?2kYYr%nw@OMnJDczC1jWa{7G@E9aIZEecep
zrH8FnjoqXMRRjIOWFos%UN2r+!G+T&2i89gCW(c)KZ146yyIMuy*=^yegk${5}xvc
zl!N<d!4_Hk>a_}KSwmdH6|-}SyGP%~ac5J6OY>We<*=XTEQ~pc_i4qcX#;!qQgSBD
z(v8AzU**kqy3xP*9q5AaV0b77h>pk}c``)BU9uef%tY2xQKi<Z5PQYTqqEE=%icOq
z1b<WXP(kdg2Qe!mn|uwGY9w&w<Kz3*{03?d!&u>3Utrc}@T^OMEM&rM+Q;cj01>!N
zy$GS^yWJ)7oem+PoOwgv<6)u+P{pe*Y8OEhg$aEYvv9rkBPAauHl<sW7}uzAuRG9r
zgW~PlhuPC$S*cU$T_t&1M2bx*wr6d#y1JTY@@4ycI2gj{BXv}o8}9F4JNL<}tEpY;
zzWKMh8aSAnU~$m)>t|9jS&x~P1(Q~oXkxy6c+xpkg(TsVwU6|XSHguA(k!3rin%lh
z|I|P)FBh07rql7?bARPVh8uuXb|7g8Qqkvs_)RGe{7Qb(TzAa{^Au;#DzN!7;HmvF
zbMfXMDA3wHN<k>|s^UMTK>lUH<A?B65!Ucl*Y$4mu%>3&6*9)a(G=Eva&;a_^IJm_
zL7_WuIOv_@8xtW*TJ`H#y2p_)uUd4ISK%N+>Uqv2%;^U1e}p?5h&*9y9}KmM9;Yk;
zT>$(lMWl^<cC;dTvzH|bF6)}2C@a~Y`GPPW?zk+qb|pHi=oqSXK8>Z>+amArLFp&$
zh9PRw3?RiP*xdnR8;u3ffvX`T-xK%N$qE%HM}uMiy)`x-kWK6jsM1j|&28rz78GpX
zqaVCA!H3_0txUpZB~?gq_a`LKX|=Ueg7%^yo2W7{b_VqG+inPr0L!IIZzp#ie(w^h
zs{@4DXv|isrb!QDpR|RJv-NATcBMWpBVZNW&=B-NpCuzpyOu9S-DsSz!$9kfCWnT=
z=Px3--|~MiX;Ko}%-}a+`y1+5!u^vBKHF;Yii)Qek}0XEz`Wz`PGe>DyLa!dn-P}i
zlyw}Z)C#?>J5(vFXzHCC!azPEazQhQK#Jco(9ZVv?XN!qSY1s@9<)1Dn0$?8TxZ1n
z2%@Ig?N`}`rCQ!fMh_XYrnYt){3sVfQ9;KJfTdnM$BC4TjHX`~dF$P-{yQ+Bxm8su
z`Y-xZf2QiL$4}5UD4TJtx-+1G{q?Bk)IDa4$>)8Z+Cf}y%49JOZBOoTsB2YR=W1ec
z`Jp5~%0QhsRjnXpnJ~|q;3_>=F{$q!`acw5|D`P+h{dAiF20P8rVI)WUM}8e=dGNE
z3e_}^JK`a$gXk|rK$kubE_cyjsoM&Km3=#2|22gXZEF-&C41a-gzV4L9nVv~g^V&?
z(JwA7w$&Mrxj#A1c-@xPLQ2n+Z1*&78l;$xr6#s?bVMrhR5X}J)PmIHDEKOH>>_ku
z4<Aqq|4d9uy7;d|o?g1H^B)2E=VusrFr49U^a~zTNV$67E1;~@BS;15^Pp98{_y%$
ztTo0>pDF_D5Y6#8-ojpMdAvWPhL7Kc>$^l<7?J0b|7hR-D~mgjv$0Y%Gv}WHY{YPp
zfY;H~mN@~`At#*g$iBR2?;8^xy;nU|X^^=>Af{btl;-<V*SW&1Lv!!_qTGENeid^G
zTSGOMr3c-%dCBkG+VNrVk;}(YkM?+`c8w(`#tGR*|NISwA$biAjjH7sZhcGN?$;s_
z#bjbSMI%NA-@Bq{X&4Lnm^1`FUFM}d%N#B+Z6tOLomyjXcVKT1e_k&rAD6lQ)wOCh
zLlIUv=|VD)mQ<k5!0F=RvI#D4<yF9`e{;1Cj)S@Um()GCOiE1t3hoieq{%CoPG=<S
zR=)Q3a`gU8>*X;xR8v$?C?a<qAFeT-4^SgV?3aImv75s%t5H=uFl?iW+&4@S<slHP
zKQHegiW(rW&BdC9q1{XXfq@*oYAhxuW;~`2tYUEVqbDcNBCNaB97pL$LYch1lzT#<
zQ{l_4)XI5xFQJ3@EGru4qtCNq#_u6CI-qRIHV7N{DRm<7zR`VP0o5gTMj%Rik;SwK
zC4n>s(91aWD_?D`_SjPT%t{))6uFC3&cS9>Ir_W*(J8~)(uzJXsDUG)c5>Dju$s-L
z3-@E8lHslghcbe3v4Y4g$$jQz(94%2pI`n_htO@=)~mFhzA2zLw}OeUkjWvYL2xB1
zf<I?IE@eo@@~L#yeDX#TZ5nQfN5sw-Vnj&oY%;9$yV{*E2-%JBR)E_p4!wY?3!>*x
z8orW9;RhD2?TDNR+@K9Te~paX^?*{{9ME!Nz&-UY6gmIK(xwB^J!8Uk+@2r!ZAR|V
zfu5|2H@+8>M62%-7vB)Gz4L=UK1~pV>6eBRKc_k4e5(Ne<bSi$?IO4uY$P=Nj$x9L
zc;Gg)ieZ>VIP5}lzk9!At7MgD3=-7jn`3G|lt>p#n|-=!Hjph)d6U;OId|B~G&<(I
z){FM}=)0?&_!r-E3Y_Df6q{Q4^ag!%!+tqObAwUslX}+;FGs0Cg~FL+ujK>_Ne|_J
zvG~JWiVp7U4>k^Dqm>g#%yxR+u2+~ec7}7PbwbS%>v^kpjd2xk<c=J10S`*;pUNpd
z*0l?fkAxiWtG@97zjL+R=9k}B97H@uwD+?=aYx-6=f=%6nFqvKU$YwoLVcr@US<4d
zef(L}Oi*~pR`fUEWk_aop#JRf!hLY0-yN;i@9yQ{=}Ju`69rdLzHe!bL5b~~m0X9;
zSNJDf;D8ZdbE=Y7h#tu~!Lurd;ujQB<0oWOyxYEWTqdFn7180W%AEBdjKT=wMq=5h
z1ZkW0)j^B>>wU|Dd$F;<^CmuPxh4gch(C|r6LY%ln&+d1FPsC-4+X*56K2`6g|G&L
ztjM9ot^Q9HweMJgVGziHUFyx!UzvZzbQqUTL2yXCwU^S4RZTs!AGWO`@)J8#61{`n
z%+AwNpB|t%jP)@{EccBjm0^(H1ohlS*7GK5>@)5BS4V>!Ei1AbxvwZ-j~~YSX%I?2
zNvITKn$H;*GV1&C^~1d^3UVYy<(tp3xL1~W^z32Ce;@ZzeAIb?g0Pj%EkidcUgVCc
z+2`twaEl-2n6%%c1r9N<uQ@0998yW(8F7CG0q9J|9C~KzFMn7pdYe<&)z58D`{#!7
zczgScD~<Cuq$K#W${Cc^j1!UW$5Ivb*v8t)&r{oLSP5pjMm4OcK0BzM9KT<Od+!ob
z$ahCXTVm7`6{eRGYs{Dnn87$U^`!nO^UW4PuNo6Yi&w7rP*Cb0<b84&v-WA)Qcm)1
zsE^#};$m-TY-vzSs=p`oKq)=Or)us)hp1Q7VSbeftL2`aaf#EHb6GJg#Wx(yD_I(w
z<)vtNHO*r)HS5U<g#Vksh(SU~+`pHy9G)TT;G@RiBEx>Qpg88L&VYinvgCh8aSTQg
zODJ>GmX6_PK(B$SiJ<*=eww(c_)9r0wD^@LhP-GhBm`u|F4<N+T%BJWB_DEcm2I-_
zz!uCU_i|uG4;S=V*ekppl=ceU81B%#k3F%}n5;PRcs^0nY`NPu%SBbvVHc_=YhN7n
zOISFGY(pgeiawKMk9tWT&54%Zpuo(`NEdw{%Xw&ab)@}@Voq9Z7OUKKLfj;OqK6k^
z5Xn_UrPHWf7?UY&0}t1~D1gn6oO?1<p4UVf<E^EA{xCQAieNLRX>Fy;e9#5H1`H=4
zF|OEJZ5$~|=Wkb2ElqyMe|UM|zL_qPTR=!S>N=nD)TGEjt&OMl6Jetw^Y32KwyrI`
zx};c}kCZ^8NB$)vyZ7FZdlsKr{>nT1AjrK-$eARYMssi&Y0P<@7vrm^`wnuc2VlxW
zTwK2}v`w%&uSO7I?yeUubpt}hlcBb&^OL2aMOi7r{}~GS<S`CZ7#Ptn>NF^YCZV^*
zmqOU=QAn=3vU5A*An$WP)*GM=OgmoKf`%4Zq103>+8WkoH7n=wm?FljgGSt!$LL@C
z;B%^bp)eIP{R<WY&Kz7XQ-Fx3CLlGVp%-JQ?6jS{iq(4RoPo#mCIR>&POZ0=w5*L>
z$q%m0+IBq2r2BAXP`7BxXzD|;HmB`{$0cUCSzt7PtRL=rz1O1sMi(Q)8AT+qR%$Y%
z&U=@luE0a4)Tj*MLBIu0c-fb8^2kPaN^2@R#CnaAqG7w5nzGnjqvdUk<cX^0lU&(3
zcKCEWkfuN3m%ZvKe}OgFHB;8uM@_NoM)&3vzlf=3M2+4-<qnTP-q9{<DSmz3SlfQw
zwm_vjtf=1F^I1!BFLvn@fJB=w`Z&?nSiyAsOe~PV^eXYoBouv5kdagyc5hWp?B#RG
zVdbdZ;m$1_Wi^iSc+`Y@yd#OonTQ||MHbklZ;>>8GfoK>q{J6_Z)l~2rFK~xjH<^)
z35*z79U$Th$i99zhE11Klw5W)2tOz6nSoJlrMtZ0sP<#i1xl}bPdhFoS{C%hAtLc3
zN1Ub4$!PoY=Az=obhI4`f~T4kqeJ4@<m^fWTgVs3tB<8RxY^3!Zx#tFSaNT(%?qtW
z+yZjPmaMDK<puQqkivB6VwXsEJ-sSYGSq-qc<Mi^4%(3rOUM7byK*w5%)C3Iv@2}8
zcLawZ9G!2s_(iOmH~1)}?eMN6z6$&Ij%I~)TG@or<c%*9XlvKF`41!1ap4#qwJXDF
zRwd3sb1!LZ3i=MwG}y{yOZ^Mam0v|gIbyRd<=EKWhf*t#_9vN&u%tE`agW?aEGyt2
zF*56O%fUR6S{6#F<)m%o^4&!`-`VX-Vy;FGw<P(5{uag~NsQjGrfy?WYv0XvWp1eJ
zBR9*tnkyD}ZBlA#b7OPWaNpM>g3NSQ0R@LKn1CzG?s0mFWdn+WyDiccE!JW$VMPyb
z3r1w(GMuxXN$ST$5GkS!!dCL`mlY&M3-P+|Q@(JKX^(ELHc%DFzI_O)90AnvwsI>)
zcadeVLk>3gv@+%v$H|YQ1$V+l6j@yVI$GyPND{5RFVIt~l#SOj_&9zQH!Lzr+)ue<
z{_ds3DWzVeP?zFAUGlQMp{X>SdU(%OdwOnD)Drj6BelqH030o+`_{^5`!+4=#2qWa
zd-?%%v9l*>sq984-OTVJBBo<7caf0=6zE*EVOS_tYy9%0J4eD^iuiI!G*6VbECJi$
zz1)R-XKAf<lTwy-NCdstg_Yn1x%F2O>$+1l@|2bz#As3xxZi6CAKi~3yUfO?7nB~)
zGg;eOw$r|>=v=0~A;aR5RufNE-fJ`kUI(mI%a0B>JRR}_Wz4_53((vBMT8*aQF?&A
za&EEkfl?;J-HoSoyf+4oP?ry}mVaNu3gN^$oX_IK=6>&U&(f&q5={lq4xF?AN-kpr
zso?VO1akW}L_04cBEr_+Wn7jB_yht7IDk5`wY@z8*z=&A4d0k;#u<~1R(m{*VL<Gw
z${6~GyZ?fzS^-rOE0aR2Y4>JwFB5@)MX4F*?`<wxl*@>JmR;Q3ODr8TEw1K!#6PS-
z@d@HvHwRwJC#}bo6NFm<?r?|};OC!1D8j&v(Je9$LX5mOArEMUO4}un!&=Aef;-xe
zXBFLL(7t72e*gB9E3U_7WKpl;pIMF?sM#7z&9X8el`SMWm!h?uOWt<c&&Gqw@`ULu
z+Z*+GXzjr{DC0doEh=Z(^_l|_wB9sp4vTt5sOol~z4OZrfNkb75*)&jMkrlegR4Sj
zAc|s$0yspq_RpTJyxfA`E9vzuh?rNRzCXF#M%`)1Xj|q{B;6lAW6{xb6j`Rxv7G!i
zl`U9Qr;W<04Ftsc*cDp}1g`#|9`<?#-Gg6RWE%m!@OXS*>|NS^A$o*0r$m*%Aa;~S
zkRc8po@l77DurE}2{fA0kdUI?9sMZAjGR7m=xRYB0Yg(WboHFZn)m()v<Zr;?iHB(
zT{@3-_B^;H8MAFdu+hL)M_fjArz%}+-@6fEY?k@SbsjD|0bQvDUDTFSyO8{4RsY%`
z4YwhuhuL$8aP>JK7pvlS3FDl!U6b|w-X<k!X=%$*oxGl|Y9vqlbP6R0Fd2yNRaC@(
zn#b{5C@`#WeA3%s>UL78l{4^8sJ|Q<bL^iG?cA6XG>+IMDps$wtVY(8j^0H0N3SNQ
zUTpxeH#f-ektRDLK$1w$x#<2Sz*XZHFjf_CZXDuCpI`n~h;~0My><+3?SLVjAH+(V
zhq#(79A)B=lwNX87$mT$VQFZT(+JjIiq})h8;TQoEHa22ygwDwL;A}c92jVlFvK+t
zuHPBotdqZW#F^1bpr7x*eoZ$DMeS-}8gBwyzHNY88FX>LVMKk|PZ0O1>~6mbmOiwK
zTAG@2X<6Bu10x~U4lyL$M&`q%?`Q?JwDYeB1&F2Js(tIYqpsFVJupc!&qs63DVl}S
z$2vOU>L1mNkQ>_C4mo_w3<W$<xpTiQ{$Wyj7baU``oCJ?SfkOH57)XodZwCwsow-g
z?|En>!+W&3U*&qIbLRRB+x!X{#9^-;ylsKRm?+~10$X6>c$+>-0ds)llhwx@qY_xk
z-tH)OaP#%uuqn&sE+{?I@#8B8MYra^r-dxK3S(x=Q8974Xzbn#e${XI3(o&(h#CXp
zj)F)6A3ZvTsITUs#ZdTEO57Wy0l<yFzqU3Z6>SGj8(q(;cAnn+?w<irj<KpsZ$1=w
zVN_0KCZim4Z*(^8!<Q@jMY<KAZ?9258T-?c#w<lSX-j#wy)N?eH>;M2r{kS_ZT9=-
zKv_W4h8WJdCgwK2|M&s@*DC0Mq9ZlqzHL$Vj>&95wm2PW>ZIiLM$D_M8VCSvv&C1@
zlv!XIuU{~QVtQM<;JwwJv!N~=8Y3E&n0ar0X#N=|7#_FR+U!qxa*S&XCotoqS*9Za
zy~5B#f+6miVg#FVI0(!23D2zk&fo?kxNl%3XHzhJ_0yf8RA!&G+i1rM<<E?#=oblI
zMe^`F#n*^B@BTw0VCP?B1mH?MK4E!JM(y&RmN^u7h)5$78WE?o?K1GG@c6wml+_P-
z%j(X)Y;4vfD}V>xo@?HtMLF77p|V)5#NT49k3)L>=eoAIVt6n}EH?Ov8`!zXI`#*X
z_<i*AAAk4j{zim^kRYlir3WPf;24eJ(8y?krWCU-KgUXK=Mks%TX!-Oue-Im)o#)E
zJENfqi4!;@IPXyhK41+NYe%O_Jqy{1m$~WSo}I>~_Rlp&k*<2{09;r>dFV4W7B~_Z
zY-us&*i4W0G&4*6S@YoQ?foJUL+h%DF0vr#=^XpbpFtH$Rn4~k12KRnPY9Y7Aw(D8
zO|yeZG#Fe@*BT;Jm;N~Mn>USRLZ~kRD<$gFr`w3w9(JAwXcCw!X-F!`sR#E``1p!o
zoj>;!60;?H&VNTFZ$~$DQ;7d&zecjhB(_G~aGC`QCUp2SiEK1Lt+UIZdW770tlJ~b
zAr;#1FguiwbAin4`?uy8q!|VHFuxpPulXMYk<n7y7({T?4)>b*Szdbn27yj0wGOcB
zr!6sFwX2S76x{PCO<)YaA(v)E(C#3T>{vsh6cz)n9y3nCT&OAL=c=^5IiK-S`X`+R
zLK*PxFx@&!OzN%|(3}6STUBl@mw*t%!kveya-;n4evdsA_i#yL=cWBHau>7WjR{>Z
z&yPOeGQlU?BD?H5Mj8vj3htmfB_tDIGFo;!&BBj<>;nr#ltn)GYgY2@x%ZP}6{e;2
z!s^v4r8enFV;7Y0nAdA0&fyIe_sW;^PRZrmG7q*qtq}b-E9m2B`GY8kH+bMIPX#6L
zd}CDK1e7X$@k{9y5|c)UODD}wocI>AE9eO~beu|h`G8j2>j6UwhVikvTznyFtrc$~
z<xh-Y8H9Pt`b7=0CIh1wsQ4R3^WQc9VeTd5(ac{k+v4nrdkPbX){jfhQ)1%j6U{@Q
z7fJMlN78&BYxq^mcQtx<G)HUp@kc*7wCp1z>9Xs+cUDUMxx9saYUFBGF)AskQ*+Ou
z)savpM&Zw0S%M7isw%fPxUXiMfw<?9k+JjJpQWA&?E22Y-)yCgqze%{<tGx>wS8T?
zwOUD)ASX|2r)ZGe8^6DMgOQ&x+L8XgpNpbB+dn2qY$#}2BxmZmTr|$goUNm{)^l#(
z<{)-E0y+D_{T(f~h+g4JA+yM^?HU$g6&CjHVxvmUO_}Q%{fArvWGKlc5*jo}G#gBk
zU`>gx9&mG!*=iEKz<XGfg1xj|7v4BExnO3No?j>}yqa5x%3$_ET{WQ<8!<90&eOBG
z5bw1|jDNlkQ1KGmn3R;(F2t{THJ08C5@fxk(nP9iX5e{+SFcKgjdeA8JI%d#Y{sb_
z?$T?uxWAJ^!f-zu^wiC$DL<cHj<`h%D#h9KiwG*Q;O-@qpDXb#WMhDadqjP-cptxX
z??Fu1^QKKFSa9tPKLc=Qgoe5D9r`gBYfSuv^VMLTB?hP+ObXc!th0~tGH>`aSRDOz
z)0ll2T3UDW1(t|Icu-Sj83VX;&wl~IJ1l2e$q|7&P(HDZ<{{W{I@zWLY!v?$=2jlH
zJN-Re%XH0j_)#+;qvk|{w{k+6t82NKCd(Mzq58=*wZ#zm`_v-JESE}MMhCgFs%pct
z;*!kt?<yTsmQo-&Pp(^;<W$$1;4yR7ip$*SYrvqxUz0V*Za@3rj#(L^%})|dm0TVC
z#9bxQh5tQ1_&wf?-ZQk^{Jia4>c%C1mqNaI2$>)~_~4(vHQ)maC{{&pS0!U<*}d8b
zfo{iNrAPZsyh=-oR9si`);|;BC+{sl8a>8PnvRx52|^XEJa=j-PC<1xU7RFj$Sy`{
zly&s6#!B!%Wv_&AP?JOng!tRfn|zqY>+E9q^wcX<voFN224`B3n&0r$7?Z<%G!u<g
zQ9XP-z|fO#+8J7krd|j_GcjkD=b%I_M~=v=s+ipHOh~m0Ae7l^hVbs`01XZxVzhy5
zZLexW-POpp*?B1#``39-m?o7rc4~N`bp($g^@2}855o&8_^#{)x#{kJUi&NNoA0IM
zl|uw_xZx2lXDz*~!Ohf>OV8l5!v;JUbwBz=F^$D6)R?SHCs~lHgP{XD5(uW|UDn^7
zJr9>hC@c>j`(Z+iXwJSzNaDx4MusS$o2+!g@5mw*^>6M&iZLbVdMPXX8IeMcJm7M0
z*lV`%8}AIu76P|fXyR&b=8)H**r)FkWLQ9c<WwQDgnw}~@Z#!*s0>X|`LJ4ADOb%z
zy1KScSaSN<DJ?He?OBfAG3p=o!jJtn<haQ<1!Nw=v8SakrtC)?f;A(^$fl6D9pTX6
zCmf?Xe?ZK_bqZZjEUnVB4cQ|J5fzZp&jfP;5=7NB>n7^+^^n#=W{*5z>u9LBOIpjT
zLQBW{J`q5`vND!#vcB2kVjg;siu=Elg%zaO7+k#^+*CqYW-!}AsjM0n(<@2Dd-}IX
zVr_}UX7lMClKwRxbtA)We2th)8ovBi7Ha8ah)O%%WxjoajD<`>CH)vhZM|G`5+&@C
z3jVN9A%X`h5WM;#l6x!nJ5LE!7K-+GoPhKUg?>!JGOJ}XXX``Q<A;PVwWsh7b;|O{
z&}eJJFhv{Ej#XLNJ;uOczS#Lme{={lufhQ;fcqpv|3dNiGQw|Cfb>ZVM-GqZD0g3M
zp+24tS^=5oo+ol#>~Qld;S7k^b`*u|Y`TG}Px}s#bsFb|+k-X=`F*8m&B#LPty?ML
z;^TM-C}ulsARO0@T)D@E`_n)QfHrEsxF*!=TkS|^nx`q=rbB&BhVtb(d2hp~9bNQx
z#tjFzND2`-O)^T;fjn#UtAJVLUdk=O%d#xopNoz3zGzvMygJBSrAT3E7(cKKJ`Gp4
z=!8|%LP_o|y1#$ULD_3LR{&12rqetBgj8Z<@D<r37(n29zVAp=jRfoIJFk}6c=>oz
zhQ>S^_s@be@}k{LdUkd`@bTSg&G1)c3vwZxg6jj8Q|Eah_42wc54(_-0g_{>zj>N9
zh9uhlu`szEqI5CJ!C3QsdePrqJY{G5I*jaoP65SeVVjl7fJo>ce{ytqQ601Bo*F`f
z{xLM4;R6^uYqy$J<N>@aMTGp#74Dw0?Y#EZ$I{PKH)*IXXnkI>qy?JOE$E^QnSPp~
z>v7j7j+e7thQC|HPy(WT&n**sfAJ*|DkWU8Nl(eRbZsBM@%Kn!-KY|z0)**MUZvc0
znSN0+r3>CtD@`~Pa5Snb53tM@<or|S?%dDpD?bzBke3}JwjaOZlF>(`23!h{U74V)
z9P<N=O$|9A5|Ha-sD!7vA;|nYWQCkLMKQ%hnJr(A2GQ-C(C}-sxID3{fkhA0o>OHj
zrw_vqUkE=Ia?snbcqxcRas-Y3xx~k3zZAl=v841@Yt$&~zRk(5TKxR`0`$F5yq9vS
zCV$hRTFR&QRlJIE<v^scoQk!NqMe;%t4<h+F>Za~ias@2ACzT1iTGtCKOEISzh!Co
zV4>Y*vY&G70CynkeMC!bZ*BbwaqL^09N3aPK2oKXmOWxMn~p%hdD&A&Z<55`*X^FR
zx9B7f8vRQ-a+ka4VWJK}#v|?nc$P8z1S{_z2#u8?jbsL*G(sXlY?(k451oEQW<vz#
zK#_C0DgS5<l%Ve9w<Ozvb=30=Hif2o^DyW4tm#1^@oTsj8b+vu)H_yPiL9paJIoy1
zJM{GC5UCGn71belXV%D6v8Qs6h0-t5v<C58*#4e>6bil#R%P!11mYX}MfCCepg%gR
zgI=uRO1qnewEcs_LYub9Hnc5_1XB)a70_sKaB_x2_o}jS%U?e>_(2Gdbd}wIIP9Nv
z#pv7}6K6fj{sqY*SRm>&f{eG=LKTWpoQJQSJja*->{s^QfrDwA`QxSgei_jG^H`>s
z+5w{`F1nz9M@SO&ic4&=8SGIM!LAXkJ~WZ;wrwC~7+NJ6h1^;du{e~Mm&bs&GtMEp
z$b$SH?QW3W-@an;N_!KCyDq)q(<@X-b9gx?lF<(|pTD@{(qHcU^qVtaa40GQF5b%a
zy<rPGh;3c3*(BsCY}ZS#<kw*J5YRxGOk=mWw$=zq!N4cXZ4L_BF_1iSf7y4cFmQsz
zqaFMMSU{m09ibvB&&kQz@%xZ;6Muw@sbR>1DgWEh{1Z(KCTT3Hl(e&Gl#f+EvyWMd
z1fd#Br8)SerWYM+We|`~GU^+X3hu%)5T){cJE@iB<aj?ebwPtuMNd!9mlv189WxwB
zoe<7T|4(raj;znC(_ZUhXV1}tk{ogI8W8bW&MTh-sUw1YRm_Dens+CO9sQr|97JyC
zzX08rS-Qn`Un7|oVx56@m|~EVG#4^zYo!X>^8Wtbb>FB^VezzFNQC2O(Lbg~e#;fN
z)GUQi%1u!N%C3CfRyhxk-;#Ok3Gs^h>^TcG)>KxGtqUV&h>+H|fQ6^m_FZt)NSy$@
z#A&mYT~S6xCUYD{T=Q+Wz<1}$*$!vIyMF&ZW{6E*Knz*@8Kx`ipkH2lj$J)CXK)}$
zfj1bd7<O4p6JIf+yW`WF6-NM$w@r$d^Z~=p3ZW5}c$UdJM#X()?2R(MBFCfvz4%Zc
zz8pi+w3C9u!oqvGtsaQ}Fr*Fg{dd#Yocw$hgu7Gh4R!*hRa2EK;8JmF;g9hBDZ8b>
zrAY6@+tdB~l7SB^q!eO)6rl9JO=2!yk`eIcPFG}YTE(`}S{$5Um@HVzItGqU={)8z
zo3Pp1LFl0Duems|gFq{6;1q*ctk8i-!ZO>#Z%7;t4c<;niJFG~0Wqkr*C3N%&wBs}
zLrOpWlcpGMPvny((MI)I+LRH>l#5(|ekY_NqaJy)8A~}*u0Gs9VXr?upf@ry?bw=V
z+Pc(2{oe`LVQr8z&)@gkPpI&Q2FjbzLnd}CWqN;VSIMVaLbPR<(#K%_%4Hj&$9;qf
z08G$FA0^)YliMEr;)Un?VdB=k6z0qzmNP{<33>)azFwg<;$rO&>2FJIN?<S=V$11@
zEcbKS&77stQG$Zy$NzKEIH&7?B4iWP<+{G$;hJD6rC(;pM?WES*L^@uR$g0M+iyL5
zV4#FBpOA$5i`xZgXq2c%8sa)con5@&zpox}TsLt?*Jt#DV=D9w8gj0FDX68Dq||;V
zy6kIRc(q@JLxWP5OGxA1rXKiM#m)a1p{AjnCL1z4&tul7h5l?M=k(L2*kE^uJv`2(
z8cL~hlEwP835J`COQvyggT>Dt_*_zNW;XcWK%q@{a7T%iY7aaaqUSue2Vz9}+~-7|
z%D>7iuucy%RNAq3b!xkf#7*2^ur%!0h6^7Xh~(1=*STpMeYOmBbykp@SvfkU%-5qZ
zC6|qb0AE>TBq2zB%fijw`D-Xc_0Pc2Q2cbFMKGb0pJ4^6JzFbBw1b6S-1~!6_A6h9
z(kdyeU6D?ICOz|_q}aZGiQDs<8&}+{t#8Kg1V(<pm*5mBXZu$uXu8zsStfhyr<2U9
z^$YQdq?dlbmh_lTA^+cOwZmi$7%YRaUMAbn%;}7~ejcAEoYsnd)MB0`KMnQtmae|a
zf{TTOhT;xyaq)gJ4>UYbI)kOX^zk5Cbu`i`7*m){f6wb3F4xD1A*4r@L#<;j6gxm~
zsBORjA%U?i10J{vdR_l+==@;)BSLEL!bhjIkEGNcO9i*N=(IEzgwhik6(tYuhr>JV
z(WNR;Nnmp+v3u2ah-(Y+AP&#S$Z$<utn&0DzSkIhqrGBlhowx%5Xp@yhv7<9o=tys
z{=${;2=*dJzcK4Y_15<5Bej+IYFR|#XZ>XYd>Z-ha6v#XC~6wM&yRU$foT+Sg8zgK
zigfUb{`KpZ?|1=#*@!N19u!NF;0L6F9Qp;zZ$KHhwLcf3dV1jxklNVc){KINJS}h)
z^JFHv>b+b$b1An0!zb$bc34ZgYFFOg%=YTT&={3Yx{+zG=lLyh>nB5^xuPyTXK(vK
zo>k;%WxE*sC`I7_N0)l#OB!MXO^@k~{Gc~$i=o@3MaG1&W8?Y0H~GL}I!pZ<oTZr&
z1r_49WPnhp+9l73;qI7ro~n*zVFau@g{tl`kFA9(YISWLF?2y%b~%A>ZaX-Acg_Qx
zlv2I7l!M&NB0B>b`x`VV!$MbI*zE`!g-@LD&Fsb3=p(mD(IQ(n+S3(<TnsmxNlKxH
z18k$*>epXZ8E}Ebg4U&BCVhe+DCcZK>%$b;-PE{vF!3z$L;O_d5e8B_xJFz-I&mWg
z=$0U=F1k^N+|*Es;Q@;mwsEb;sVZXz=*dc#BFEV#*Oz|aPtXQ_A3V^$;}rrs!gk{Z
ztER};E<?I(k~=}{Nw0pmAG5e;zaPWYxs%uKD9;p^$9j${hpvAi(*nayyXnkXlkQO7
zvZfq<)iuyZ?PGM?mlZ1ffX`l{iMx)_0ik{Da<7kdO;2MmRXO;4#yQMxH{blzdt4ga
zFm4It-Q?rzJ+4$blx6ATDh=MQanXLDh-?QQD;L~Fek?*lT3t7`lq$fM%pA<W#N1tp
zEA~=!A4<(c{34XeJWEaL!y&1cz^j#e-w<WU`O~b{!no#bwG5PJB0myPJT8BU8xUg=
zL27(JmTtTl(lk5aO>Olgv=Uh?$3(se4i?Z@+94u;*Ff&huqqa6)EztsTmg_53HL98
zdzYg?9rtJTvlcq`sgsF+7C2HLRULfiW=5Y5Ff>(tH_sv%syQ@^`8Y*if0Hy28Uflb
z1xM>#jaB(Z2|oJoktiLSWMeAKV)03!1k2KJNH4+ZYxV0cLPA0rwV9S<XwojkP3(7t
zt;FyO2SwH>`JLHx9K9iaSJ3OpEfeQvPE3<t>jeR+DZ`r2YX{gNlO)`=<#wYpyOm&a
z*V@?`1>L%DBlb!*512~MUoVn=9!4ckzvi-&&2QzSmeKn>6sIVGlA6>6HxuNif2dW(
zzMMa-=v<1j!{@2D#dw#TD)zR%`uk?1D&J2ILVT}L=*TqsP+Hh;q7ra4ORj5j6tkx3
zg^jGFojd|%#Se*yyi{@VzQh>}_PFzNu*}2mJb<|aQcjy=h*hh)yh>mM!NVK6btm*8
zQm(^C$^`(cIBWf$8rqA9Hdqho&Gu1NFRJP?f{HcuFch+EXzk~()AAl_oBRWNGBp;V
z@y%c70S8eqi}JEJ_BTrX$nRLr!+wT>M!fZY*+O#UaY&3leFTNKwS7fPl4-wxYYJ&>
ziTrEVTs->oH3zaOIH1g5J|g1g=B}x{i4d4)CPT%Cu5WnmXaf#}jw3jk{4`<U9+Tu5
zveB9>mm24+xzOvQwVqZkk6Vc^irGp0izUZB#1mJOZK$KMTz=A`QS@$hFD0!0a{t2T
zYqkUA)by@jbe-z|)g0ASv*qEuJf@5nuK4o~XTlN5;8TKHzqsI+Pl@R}R<|QPn4K5a
zq&P~jZ`<879?*+=v(ZMDblozLnOBd)s-yF3Ebe?IYqG9A?)+5P&<3ev2c2zAT6S^q
z(FnGi7^S_T(O-OHvV%OsMW)=3qfZmbC}?mFRlptag6uv2vhIp5luN^7mt1xL;_I8S
zvG0gH$6%Xb%uEs*e~F^54jrANYd-!@E5q{1ko<8qZgBekIDQlNsAOXri@!(9@4rF3
zaKHr{vD_7=Pa5ybP=+2w4|!eB5OeWnL&YXm<|gaI<c8*rNy)n}g70?{^6Zr$Q%Lvz
zK>*3cSBzd*p`cm|Zd86GGy6*tY!VJX_kVCQ#AdP=%)eEzYdeDPdh6d6d)1Vxn4J4c
zMV-E(E~T7Vek_$$kp=sOy7hvX)ReKl0}tn+K2qY^^00H+?v$4*Pt^+l+3jCo1#*dq
z-uYF<FR)q(fAf3A3OSL_p8E|Aur8mu`Rjq-8f{NS&A1fyoY&CF5E+Q9f0LHuQ(a9$
zvjY4Iy+$arUh)0n*>i*FZA5O1zZh!PeN@+~w^Ve&v;b$mbvZsJW*8bmJ9Fzh<Fdtq
zoCJM?BG&}KKAIHC&r;`20oDoU)Uz=vAGIPJ*<tj6>|hko3tgJpfH`desiJtn%a<=>
zz%5B1bgUfEy3-aJXCr!hYuvCVD@7Y*kpvcwg?#+1%!#SAU461aBo|j95#<zkNGN~X
zz;^UyWd^10Eb)_r%eW6N<M?=58nLmn*3hk<zpnIXM2%!&VUfwlW6;`Mbq^9p9zq!^
z*AaL0uRu-MrnB#4Mw~tA`)Nj#luQnoL}ay)XvAYMm#W;>%Z3F61UlDumWRFUGsg!8
z2X`QqrMI16FS3_@PLrC`c4PFhK&%V{jT7ChK~cl6K0>AFPo{@hV?L6xShSrR1xx!H
zU$`|BEES<4Q_Rmi#IW)w^c6PWoNGl6!{#y`Dn}vM*=a9A;(PDO?xA%FL{c!(eAxjT
z-w0dX1Wh<6)X{Zrc%0$izRUo%nD#2ZR`51tNw|7HnpIIxpa3yU1V8T#r09vbkJ0kb
zy9}s(a~*qfl9+}S!W<C~CdUmU9oq*TB2iEiA!nMEz<d}AXXxu=Eb>X80|yv;=n-Mz
z)#89VJQ(SA&?cIX6A`a2a|rY;f5YC7L^^Z{>hPbrc;N~nM@MoFbt5B(vJ1Q>{@{mL
zhe4$EC^yoD_}~5Seh*S{=jBG!?Cc9Dv{HxCZ3Hpt79%0Pg_LJFWL5RG@7@O<sNtTZ
zij#&wClSd%&{j<WEb0(D&Og&Y)d144Afg4)`F9)IbcNS=?JDT%#%XG5wtz*;R_z3L
zvaR6OXwF98BiDp$#nKO-XSBe{80N&Hl3BhK61Jg~2}Drb8vmLF$05kFqag^?LrQ#z
z8-nq#87h8<iE9E+{~*n`mShUzQpQ3!c*0bsi215&DYJ@;j+se0ZC=ksiHi02m(pQ|
z<BaB^yh3$Qew4Vo)L*{<T<tk<c8+L0KFF~({j<vrYIo9z4PgbqAj&a&NLvMi;l94U
zn5tvjDn7k%L#Y$G(IMO2yw$}yqkxk#YibQnF?{*(+-o0vr2BR<%BWZZajfuw+_rOj
z59wgxv{Klt0ENyQTO9&UZ5)|$+S<_u4?Bg5oEQ84jIc63NK{JIF$#?-T9ji@BeV=6
z>A>d3@I;+t?lU(586r=NzPZOn(qZ&PJX!xPLM5*5%cE0s(8WqPE)5Qs0<g-FbzPg_
zICJA)e=dU$cQTaXn4lHm-{I*h!XMfzAk}l2cF#)5xaGQH|9%*LXt94WM#0W5qyu<s
zhpFqm%xMA$%M$;9@+AsN^dLzJ{k5c17Y>aDTK9IA=fNfX<hT5zc{XlAD`Q{0^h%*W
z^5=dE3v*8jSyaje-crlb?|@Gt8gJwklDPsVR%*?@2Q2XBUl0mj8L1+0k1TV&bX8sU
z1qsdYS3%f3k3k>#jG4MMpf|5wS}&fZyVoD>;g~L1{^3#aecVb&*4GQ3J8{d<FcF7R
zffZy6;05duNP@Q60vswb<RetdiEabe#G9PqmMSeuI-o<BsqiFIJ{#tnD2Cp+b!8%s
zg5d&lCr|l+a9IoD8^Y{$=lw382mZv=M3dmndhLGx$!9iqO3KQH44{b2h1glWhN`dA
zr<3e*-rhYkr4lhq!P$e(X)nD`wlV?A*!GY9u;M8eR@*S8ZraON6!Zn2oeJhWke89k
z?6Drxy?fXC(c7^AqpChzUd_x4;FJ87O<)@lKm`yi&V`coPh2i?(S1(8XiFP!0X`x%
zDzoXt(E`(FskwET`2TuYiq@P*3|*+`ZwP<b$Jg_2GxKIA&LbAKy5$auC!b|Qmz#K#
z1wf<ND=I2{e*P=bZTD9_t)kXNgeS{I)a3&3hiFmhtc~rlZ$WU5;bb>%P+;Vloc2er
zka_&*@3gFV(7wjFhOeIyXVou2{$uC+61oW?jcWw7eAg!6YhOuB4^VZ+GgD00j{nN$
z2c*6ufZ_ra1OwBBEV&Unx~oD`s=)7|Y|qikOqC+S%;Q#naW7C}0UFg)XOF%G`A{|J
z)UorDM{5e)F;*VV`{-@^3n=CG6gnxX3kSk8*=0}NfRK3alsOW4OkbO*m*{Vf1GWP3
zDIeOr0rd8mQc&{cPhru%|1QZ*gJkZ)2IHf~hQPUwtz6qgwM3Qm7Ft7XO_~rf{Jxx&
zpk@Ekp2VbTnfwOGuMdNBr`7BW`rSGHxkiw>zZ~){l-|Zz^N!R(q3qL%0JZv<-=qFb
zJsV6}pU3Ts?#YG<R_P_YU~Ot_YfwYewOeNk=#?oo49-OHRa)wo4hReW2WO3e60T?-
zs<P)hTTU62z?IwNBA#3`QXxk@ER$0*Sa#CLlluv+nK=#nBJ|pY%JJI1FKf)WxgsXU
z&?Og#s98lP*8$D&@wKpCMn`|SCX#N?MfITIP>e`eZto-R!wMZj*&EBAzM@{+R-9Dz
zeyiRZs3|EjVa#`o`t+;@L=vG~iTmCsND)Ba;sld}&a%@cBj#(wn0<;y#;_d_P&7At
z{ab0M4UMXsU*mH;#uBLfjd2>SK=fG#y*b+R^+tzBOry<Ar83N4@zDx7K`vr=K?=JX
zty}T9GtyHFDZ!TM5Zym`;}UQN*hg`#sr&Rge%4@h@!O)83b-^YMM$!h8*@H><4t@V
z6gKXbT)(!Ducse_D!~J%(!fZ{<9Cb)`Z2yp{Uqf@2C>&5jlKOq)J@BGK5F;K52HpG
zSP+?;gG{0OnYWNSLHCY_xAyf5C=0$&@uj)B@*IJ9h%!Oyi+lLD5d418tOg#jhz1K^
z>EwoE)#McYB7|2ARzXjTZj;9-ZX$)x^eC4iv->^|u!wgCXn#Q8@TJ60uVm7__4%sT
zvW1&{YE75s-sMOkSr*H`<5r)IFfUxfMJ`Jh5oL}foU^-Ri!b>i9qu1+>JFeypoq+_
zFKBzGh(uX=j#?%m%^8$4qH!v!2TE|HZ+d-^TS80HOcz0F81OEE`CH@kt@M8V98_)(
zKLrK@_3A|<54i~EUy!t&PG%N^$%z)=)zj<YG1DYi*r!c+Txf+GG~*GNnm0Sr^qnqa
z$r}`7iOkoBUkvE9&Z#Yi$5UJJ*f>_qgT$N;Up%{g4!#+*HBZG~DjrZJhBK|s%>0nf
zc{?i|PPA_9n6S3J;aJFTRl;uTtoxrApas7&sEGtunGjr+dn^T?zWB-{9(75fv8gOe
zU@7P5*#qgoZ74fSL~);WTrD7qdj-rz8HpWfGgH%RzP%keT?>7#q_Ki#1M^NqX5F|4
zkYGpF&IQ!`Tu?(J(H-MR^tKwRT-jt`o?m0pY`3|6cj#*Sv(5N-H<fUoe*zM{)1ZLF
zv>sVm`HtXO3tz(Mua|w^*R683Hx9kxNkP4%VXWEfe$uFDOUm5uT#4_?mbK9E=yNEf
zaGP-M-0HVvT)0N|$UC!9Ityq}i1)R(5rhCtaGO8T6^HI&mCkj4)*kjS@}HJ`G(O43
zTUr0z(j}C;2yGQQtm!FLF?WlJIU{hzV78T(Uc6Tc;+bAbhpfmg%8-+5zW7wal{iFH
zDUM(IA~*(PW#y%&ytkCkQo}_S1+*gd%1_fiOj4S5WLd@Wb8wi=?N8WsVrxvJf|cY0
z0dw!)yU##gx$Rwuq#II}e#3$$o-12S5C8K{l$FxYyo%!XobveI`+&U<;wxE|^YSzk
zi-LOydBf^_xRmpjO}%DMzJSjLu2{@)ctX-M^3wW4OA|y<+_8Cr%7CmznM_52(nU1X
zC=cOpSc_SG^Exf{lN0mIruE`$CK`f>)!;+37-DYt<$Cb0v3`{L@LLB4Y^q&;GX8~>
z<`o!eA%5*jZ^R7|(`+#Jk#cJ~<#Q|ZCJ`BRI<uHJt+*}=I$7?s5qY^HxFQA7xP6!l
zrDrPetLU^-zpKf?elfQ7D6Te%Sh%cy65Ly}44wjP%V-&#f)kPU!%l!6xi0_d3C6Bc
zX5C%aWmvt=J2o&AUOJw$>cTH`FF4eGRi$oGQZ?CU;%oTLrnA)P2XgVZ&%w&9%zm70
zz3y)<bfayB=4|8XkG&vFYXL(>Ru2ykHc4m1cNkiqAl*q&h`Tq^u}?*8XTX0=Q9#+J
zS7`tm87W9hKb4Bl=IkEWsSW?|)2EQFu}b|}>squkIYaa2a^ikk;iyG)Y1zX2A5DQb
zzP;sT`)XbPev#kA&!psDzm>XJ-fcFLO-;_9*|`b|<xz@Gx7W2%|L^XIK$8t>-8pX)
z;yMHHnegKW6OPUDP*aIHy#~Ic>;m?_+Y7zn;o+u_5)cEwUtmOjzI>b;N-$=sO{Z%Z
zeaHE|DmVmGS(@A=(@W<|v71LftFv$<#hkto&;M<t{p5H|@P|o$$GIb*&?UBah28^L
z+S4?+jd$ruNUwO3%zC>;j3Hay-e7?_g6CPZQ$}oz#zBiVmsojG?;j6>G=26aIBQF&
zBAOW3<b5yZxZkg+xgp?YEyb`dA+^7C->SZssi2gnX=pwAtK%R*8?QuCpSM_DaEoid
zy5iWn@o?|k2SDoo+ZOWwE{#Rsr@sqPE0=Mt0YvX}CH*SPHIE_vnQeYqp1H&<7k@#z
z%#&ZnV*7Sog0Hl!r?Ywe9n8J6kmdkkZHT7S`p}?56fvMf7>{+`*Jep*cugb<F8*k1
z8)B44n443mN|XNqL>7BHe1onGokKNP(a@ML8lYt<5;md0RM;O&_2j`Pf;|!@184G%
z?g8g~XHU@6R<Bwmb=YJX<f@)KwY?`0`XmlV^uDi+XYuTyb+xP5>MyZR7aLR#oDR{m
zu+3SDH=k8GOj$X>&TIpixpHc17;`Htq|e3b?h%|9_lKW|jpFhqyk<${KU~NCe$K}r
z#mR*F9M=q0C8d=`>Xa&kY4q^>{-j+Lv%Yi3`=jAWuj~0_y}BNP{Se%&kbXSE5fC~K
z*b}#j0(w>Ad3>Pxw~)}S-&yb8@s7T+w|&Y3&SOYM+kbZv9xn>ACml+zyNs}TGF%rS
zPvbyjp!dUAD?hDbyQo)_YZo||f|<yeGhVQ)phCaeP>y1s>UKO-%0wNqOfEgHe|LtI
zlynms9pN3|^og(tKObq4#Q)%n1OnW5{`P@Npwq(J=WWw}|F|K{RmkJgtx}(_jcc%|
z7k@5JI(xTiVH>C$E<Y%#P~l?bhQMVgJS>%+Yb5d_x~&GM)5=uM^<;Y_Sxb0RhPVT6
zJtix?X>CD5j|vxNO0K`WBi)Mz%HSLKL7Gkmfq`022-P(Qps|JE^o|`KVf=f^>|Adv
z<RHiD5~6g5+q;$sy%NK=i9aArmq`aaD?%*b&f)8$B@ST{6%hc50r6#hXC%i~Qe9gX
zlf2gM>YOpGPO8NU<mJzYGfx(vCiP~o2ACbk+NcdzwTzujjMr&CB}SW5^XD5L5%1<p
ztTj<Iu@J>yq0>yfFBUYk8E0He@et(bdWLhFETq_a3a7?gGXDO5yuEc))Zh0vij63s
zNH+*b2uKSupd#HZE!`juLmGgTh;(-|^w6P%NXyVIl0!Gr&zTv2-{*OL&%JBib?;ht
z{&Iajyl2k)>~r?n=e1w^wF_)Yh6Lbm-=N2i&3!fVlSq3=WBowKi7(l&2x>?%D9N3C
zDwuvCY>nbVn5t90Mt?I(5h+8l^N-(Z$R^DGYlhzG`T?2NhZAW3z1xnI0N(?|pn}+s
zHLp>nQ%yCX2=BiFJe%th_w{ty5BHb)Rzr#%hDcBprm1um??$&z*HMZ#TcVn}@_@<4
z8**$6K`}c(Xp8zy+A%Owbx|e6mPK}GWU=p#1^Ibp&%2!Zr@!)Ru16FJZje7g0kZ6D
z#XyRt_dDja_=I|lkaPF3IVCdy7TpF*s-UaS70k&Yb<dK0e3J)iGeN~ny)}iYsyKTG
zCUB!g&0D#sXFq9UX{)^EGj0jE2i~v9n{pp+GW^U^wmfY2m&?T<E_vutJ>I2iu*&?$
zZCV?wxE-2t$8pIc<|rmeEjqqk7znz&&zPoE!Au^|#>wcIv8DG6hOE_sb{wNyc`?MA
z*0?|0{=Oy?ZHYwQa%P2ynfzLD)yniRru+{h_qo!2Qt^EhNJ<^|kem5g+7DS(ZUiIU
z=U5!5zB%vgebVX5ijkpzWu4z&RNhk7HgJ9sm{`1P)zHQZ-B$oraIH6gZdblK{bOnp
zhPj^e0*hoHh(Eg%3S46D0I)iYr|#fR#F7L^4jBH+XVU>an+!44<eybUK==ThUlX>&
zheBkTE1;B(-a-0QvEXI|6<e=SQ|1*_OxFQ`>5_x>glF3QO1Br*eLJ5%)9mjw5XlT1
z;)BO6j)B5aGP!I?fwo7%CVjg_vFrBVct?N+3?_-3VvU}vG+)#kqqqkTf<o|ty{|k(
zFfeizmmJ{@JV9FztU3lz)d#D_RQ2^?V9Q^Cmq&kcHB&E-vkSbpR58z!iHS2dE)fm0
z#k*CUX8+#mJD~qW^l#WbAk`b2TLL>H)g*M21%Nt+#LFlUigQe*^9sh!*x(Cy)los&
zdqpmK!DAl*m-=aavP_{3vX!bAg7iqOjhsOg>;bgamKrek&2vBwrcdS3ab8f1AnfN|
zs;bf$?oRQRKRl@fRZHoCN$>uigFZ@<Z=69c0#N=s4AGY$l+Kd)0-M%?R$ub$TuxzE
z!TRF*cNT8<=SBvbWEt=Fk|t?LslFyK&r4=akdP2^C8G-s{Vu?DBcdb=j+Cc85O2=d
zAvgg%n{n=l7_*8v)V+!8->qrI7g&589VF4b{jstN1BI=~Arf)>pGk}aiNETmbRU6x
z<m08V?0*>CcOYps5Xqh(^wMPI3YFcaO#^T8NyZ8;P?;vXRrTyqGHx8;^q~s;C^1mY
z31DEpQuZFWLC?kIBLLJ0nI{WYHx7{Fy!tO`z_hYIX$G|8Xv6#z@~ZCOe2mQ6b6>FQ
zfErd^8rX7zfJrMa9~Jtp)4SIE)5J|V*s=-e_S*yKki<5C1CCl9=m&ldPcf@#jQM}d
z14MIN-7Ags;G}HujFj5osEAv>8~U#b)6WMm?INsCWg?c&Rp;jkfDY3wO44KrZ{_`*
z@5ZlGB%y#qT2;tXmthjl%U}O=6TSTQAAlA7`Cn@9YKn}aBy^v(SLCpOXM&tGIRXOm
zOxm*n6bX9efH3|PAN0AroUF&+&MP>(oKKauzkWCUksqxJJ^e>|{<prtY1U%vd9*9q
z5yN_J2PMV9#nbAVx^B@KDjFn2;##^yW$6f=d-v{P-;>F^on?N}UrWdHfB^BcXDZ&K
zIptCRl;`qH_nZ$;eEb$<+3O0HpIZc}_;%M>{z&TzJ`v&C=(<?33o9b?d-h>IZ@-0{
zNljfYudA(or6nf`rV^Egjw|^0g0qZ{RVt}o#eAB}r~4#C#SapHc-Fqd7EFOiRI^9O
z$g<+*8uSQb;DWz*gOso5p6g^yQ5~>048heiT3VPJKHfCTaeDhPmYrltrrxKx94oRy
zSPZ;9_%sB!F~9dE^;WsXlCA}>H@7K#4K59Dm3LG^DrNRUp-d8P%Y@8M_S7U8gn@>Z
zEBIcV!TvtETmMf-5`Cd;xM!ba+KcQ%7fyRU69}*TCyhXpqaoZ7ex82JExzfw5#jgz
zma`1%&OBDa=qRh{&$^>f0cdE8jtVQu8*V5SUlQhh-D$w+Q_nsiib3h@<f>=rMLCbA
zKV$ZYqe+d}qiTzV4PtsV4<?C<QE87;@aV)VBMcO107mt@!Zu>zv8*#|PFd7c?ZmXE
zts8#k)=)!42EDu1H`yMq>N4rg16T+waAspVXuzf3(V4d76Gj;6x2cKWJumKQv8ZT-
zCQjkSs25yP9E!vFy^!*AX24)9(VNvTNoh<D5hLX+GR@9+8ZkvU+x!HX*djVU&YZc2
zg$_q|!>KbFB<5W5qnF8W?>I3x!aCkUmoS{{Z);Ma^fgg2H3i-}6B?<c?CdTY>s%87
z!Ta0gI1mYvM1z;sT+_x+&*}fS2iCROiI$?+pS5K3BZoJeJhlv}SRb=YPSd&AMz4fu
z&_`)CM}96}e1FYUJg(@f+-9w0tm&raK*akuXzPA^hWb^Liv@kValPQ+l7lBFhw}5$
z_o(K2N3N(iKg{>221ZUvK)jBaGrc|7kU?;sw7A)M7yU3fHLyl3yXdfkkFwitzK%6C
zq=jZLG=@>an7%c7WC9X>tra8Zxy=FQVTL-BuZI)rY!uZZyB*KUI!Mttsr;`f*#NbW
zBPzrunrlZO63Ggx?wu9%5dYZU4_UmYyX$>ocDo7o8zFa|*v?p=e?}j3SX(HYuCph^
z(eo+fyB_HY-stLMcZLlb6N(J(GqB_c-`|R=Vy}upKyaRH2)|CVJ>A2`@W%9C8WFw_
zYR;1kZ_p;xw~8QzEqt`Fhu_U(ek^A-IN8|b5^?aWNV#%?FU-kSzrlk>6C)bL2}Vhq
zj9J@bODP8XgaHGsqr#C#IwUp3gODY%Y%ENUV@3?D=yYbqE^Yk|>P$lY_cYn=hopKI
zOpS12PtUu#2Cu>~jJk#Zu)A6hvsEmW#~n?QhB7?E0!>V60}*bS9n4<6PR!mjB9{FD
zGB@HzHlOAtojq(GMNfU&3*ai=j_qc8*2>orQY&w4-ohhcaVn`V#RZe*R3@Lb&`0DM
zCL@%u^`5}E%g0wX8G&Fwy^VPfebk1db9ynoL~^jgKJk=ah2>Ejw9xch8OGDRjuUGX
zUM4erijj=fe_=%UuD_>uMa!K9ZV(n&bQot)sZ;n$kP^=xj`y@GN+cQ@O5O+|$P5wK
zTEszH=l2Z;iEvav&nE3!lq%@7G=#jm1qg_!%PJ^3%UxNqSaVn(E1PIeoh!pN>xZ(~
z+Yfi<7^iI$*wD3SN{#j1&ENh4kK0uCvmB2(XXRiykX%E*I=0oYVjF2oam^nbMg|78
zi5WmC)lPl*?3vE_>Cq@iXAGx{-O_U%H|_fQ^A{*GD?;@_IROlnsHg=6zqBh$B(@`P
zo6R5OCN^&P*^1VYKeGdUdDk9`^L@o}VldCIv<-6pGcLpq52A0OWaV&KRWb}3S^qh}
zVoUyj5wq^^1q~Rx1G>&I=pZ*=SCeC&CmoCjSgWX113i5g#}VjGw+}?U^-w7sP<HI4
zdwEmMfz*34A#h-sB-)~Nvm7*?B_~48aT?C4B<dqd4C(_1Q{AhKGFxEp-*i{UFm99B
z&q!jNm*34FN>I+ut}X=Vl>-!pvq$wkd!q^YQam>W0bNNB^c){3)~jzA{`gC|<5*mN
ztDZo0Q%A-5Rh$q*hi8S$^8=Mr4Z;4r<+o5AOfmJZZK+UbP<#j=!l|M3!nG?cl;;F_
zMpporv*_zrg5DI!q>el`Zs3v3_}Xd|=>et0Y_@s^eTxU#H;Ef@a$H=he))}(S90VD
zG2)A9>0D74q(G`J4dQvo{P?jPs4Fe!6SV+6r>wmVV>u1%Acw2Ng<Z?Nhd~b>SpnU&
zgCL47Q;xR=AvGo}`C?(C0WGqnwnqEE>?~)QSdg!>J=Jn%eP|6PkCyXYB41xtqR9__
zw6BczNr9qL5YC$K-&Pt_-&!3}co~2u*0{h8v1_@z+J2^?mSg87d@m%0Ly(eB{~<wU
zX><((OMYgho7nith`5GPrMOY3io&Pi5pR#;x&7ELnCnQ|_b;T7F2Uub%z;eFHBdaO
z1f<fV;^Xtlc+6f0Apn8n6$qc}0Da7=p%mm}MvQfJb))+`I%0dR<0B(g3!i6aXRFtG
zw+7&9MC7fn+uTUJc56y(COmuR#}=W7$+413!md>fUQX9h!s8>4$u_|cyA#JeOnLPm
z&2m|nq>OmCVoO}|4r)gnk768(+g9AHtJXsKmD^f>xO<P`bCr?&G30D(_4yRkcn|-S
zj_L5F@H%7MJh<j&Y;V6UNlxt~3f~1ih^;~5Z1q?A2P0!+nBhLEv=<btTS6{DkvuDB
z$z$a!qHHWGZGGh|cS18XkbKnT9`-3X!QD%5@487nV$@8ox#^W(W2!jn*w$xSyhv?J
zUK^unQ!*`&IY^bB?UTZ?UwpWk@3u7q)=h-Z3Gxvx<<ruM^9KY3MIE3~t>*Drx>#UQ
zheX&^Q245eiHX`|B(I>L*7w!8%W7Ci_Sg62i`&e6Nbcvsq4|fpvu1WK?5W@wR?+6O
z|5X(b{N}=YFN9-R#vqnm!tAnW;Ri_07TwGeM<O}-wI+SXlXJ%;<Oyl?j{Es{O2MRv
zwzcVh3jCjw5*RmjXQwpwO{ioIiDw8o81Dy#WFf6^Ah*r8siU7~xu)Sp-=}(f=(;g6
zoPGQ0$XN!=b0m(CkGqP>nLQV-umEkLPH>B)@6H)jvMj4?ECN+g?Bw|a5w9$y^HsaK
zk4`J1(T?Cc5kaO)sr_sd&fW)&T%gxBGXIrPw!o{&>l9Q#YsWHuQ(X$*TpVhG*YT(L
z$JRxV`s;m^l(L1^j#hI#o}^q-QVd_+58;nK$Hg3J9pP;j>>D$UI-u+v2A?X7mApDn
zdJ~_zsI>ISS{#rcQ+F>;OM6~n)>~e8&A@%mA8ex}1s11wr$SjN`ty7aLdjiYn<-zO
z!d#4tAFe;luJ-gOJawzDHaBwK(>JI_AAf#n;zmQQXUBUmdfA*m(YZiM0SWpmRxjOX
z1SIk(&=3&13H0LBV>$Hp0k2r?=?}HaW>6EW{`z$uP)ieQZ*MPN-fX_~VH>at7Ur|>
zql`T$_YH}PRL`Z(%&9y2?&U_g!iA$Fjhxr-)3x9}jwZ;ItzNGV_*eHgFS)~r4>}7D
z0{-G~xv6ZSrUfXZuJqV5W7ltZeSCbZk)Da7lDFLG>FXN-hectM+kSSeJ|bN7BJXI{
zcUC4P;g5XICj{Wt79GnNc<r>`#5Vl23qpaR7czN*-`B@=c==c~!i*m_4h#MMOORRn
zEbE$1HdFp;#6%mpiakL_?TvQr`iFs8B4{(>`cY?6gM%Y?(!N;_rc*rvxG@Jao?BYd
zJ)i(U9!2Yh!#E(q@_eN??hvnR)^AloKZAsCpwQdjexO~ov8|$vjMXR7fE=8?kP+d~
zi<M*XL2a&3YJTIdr}7i(3Fbp;>01*85!QP~0hr>MU$iS+tLfIG#n27-=&JJ-l+fea
z@@u)>Js@vU=JPu{c>jR8;gvXa?CY`KO!Ig$Da14nK31>yRl}C;^jxpfBh_wYb|w{u
zfkc>p856$CrInnBpVPP3nFO!nA3MPS%`|=9ikmBnFdmXRiZgfKF=PGr>-Rv^w{4@x
zASl}%V@xjFnQSf0@T~gzGkoHjk$frq$wv|uF|zHZ%@vK4sY>ae#`-=SUszC~C+mfO
z8}n69Qg0apmd8a3tt*iaGKLzIE336{4H<-}W_^k)U;O%##o8Y}R^U)H!5ieVQDyPq
zUpV|!pF!gO@4b-2!o4Rab})+Wxwr0_rr&mgK7G|bDslj^?Y{%+?GzYbX;h3<{H967
z#0Wo^%pBwOPf;_Qi?BPoAt|lMc#J}~-#j=Y-<gi~s~9Sbmp|0CiqtP`)rce&e@^^H
zdqI1B`0yi6&_%0%dy^do+D4CF7PTp3rnB?@lH+%>Gmn&v2kNeYAPpAp;nYp_GYZd4
zD@0G5U&TwU2Cl2JI#k|seqlw2dHZ+Z?PZtV3-xoJIK_Zzc<KCcg0bBLHPccyjEp&I
z3Ff@?!g3G@G>jwXUo_Z(nzHT~nl+K;75?xRSr`EkvBVtXm~O%H+mjpWV5klLUHj<o
zr^E+=GNs_Ntn<V*<%pSS<4T>iSN4^6w>yP1Q*Ok?*v#ar<VLcguV&97AO`&X^Q^Pc
zCV*Vvkkn2Wmlg3aZJBJkNsX1GlDJptWEZdh)?Nsl>sh}dE@q`{gJ=BuI9DT{7D&8s
z2pZWCR%uUZk;Nv2DMYtqcEyD3WhWQvIxV<bA~z2jyy{QgD9{5N!UeJZ%2`J4=;{{(
z*QJ7*N}C!7HTO6nxYV}BnqR<!`|R*l<@vWKi<6GEtC&X~fJXu{gjuXTl08GsY}~+Q
zu-5cFed}?wByAs$w#${A#Yx~OP=EZ~TYTtL>RW7&a7ebeX?KK!O30>5szIf?F^Dj?
z9gUm~qk{%)Z{hHsB}ZGukme3P;~iFSR2?o-<{d!)SQ;^EN#k(BrDIzjuBMRMiitz7
zTNpWmXu_>}H#2g7b?Sh~Ri|RF^k8p;a~z5caUqXMDQMQ6lIMz;YqIA-f6JARz*4O-
zsjI@xC|56P?!h3T1C|q(WfDDOWt5}a>q7rTUxfTD->_oyCS-|DoKZpEpj4c~ZFv=z
zc>0wR4Q!^7%hh0?Itj5IlFDyr7Pj(l2xhhVGmezErsE7ZT$$u)uFT)m&)i$?E#_xg
z?OZ<^D;n0f!LT&mg|{)U+hf9Eu~2Kl(2KSO_jbv_7vxud%)3F%mJvc!LdFg`uFHh(
z>6kmj^;;ms5$&JJ=&h3}lV8=15P|Xe$KLZ(IjJL7bg@yY>4H8V4ItCFoXL>m<U?QG
z{Jw#Gb6CA7dE_`bftx9y;YqA-<fD8&V<cDF&=it9PkCc?Jx?cNuOrN}Vdx2ZZmxp6
z_m}}>iNr-HnTQPmW`#C5G+Nu$4R(lgnynDHOibwczmAAcaz=#3Q!n{J<}<t{>#g*c
zqe5cH`*-(35AW(2<cd9r(?qkl{fz0sSrIZer~H<QLrZ2=sc@dVs@5~4%8oKK>o2oC
zFa9=CI5SspHHH+@D5lEEi{{Gs{RUT<D&kt>AkXX#<kwc^!g=Aq0k_O;f~#6G_M=7}
zrH}cP6<~NFcimPBX7crIFvYX)!rGW^*txCCJQ;_lor>*<kPj&8wEVV`e(49>FKI(y
zF|Ej3NmFvY<l>%XhUnM64zBQ}sZ)9gfqoW;CEVb#reBSaS|^y|3*eG)2W2OWQwAo$
z7Onweb-f}B?Ez@y{oa^VXp2bjZdQ1Q6sK$Cl1O?UY;W<);Q3j7Yqr*rl=$&*irH-X
zOWVoRWo<?4!LdZxO)sG&AE`*#$dluOkAZ@Ot_%6sJle?xEnoQ4o1lmCjlIQ~Y};PN
zx$BALo?FLEZl#pAuvV8oCvGa8_z#WR$<@b4XBqN;=wW|kpO+H8Syiji*xRDXJBqOx
z6|gRMt|?WMCon2{DQl)MK*PT|5Qj7s?*@yrNM}|*izV}vg^7DA{1QEWto1;!4(FPE
z3q(*WRA9Lu(at$)<)bXgeuw``)o@+z0(N9lwu<5BghhKq^0MpT@O0v9#Yc}G)w?!k
zNm`q3LW-6}bgW^V6Ag;KNo6lN4ZIUty6Ph_aZUiD^`@h%On1)kMqIXP_Yyq}KnMW?
z53yf8l43_pt?7`c)t^#bd$w9I!%}>p)m^>j-``D;jh=<HyH24kmoZIx{BlhkJr}Yw
z#k(vxoOH|{gl`ZU;Tb0CPa3mQ8yf2Sg!A*QC;yi4uQd9{&)8u6_Z8rZ&+G?}4up$$
zf1Nh85ZF#7>liXa?%C{xTCHV}yM^DyAG99LEmYmRK3a84R5yRir}I$b4ti3snE`m?
z>tBoOI@SLSuV7z_?sV+u+vK=)1)M7{292GM$XV=t!vc9fhYe*#ct<7OvxSkw3b~v{
zwQE=NbR@E4vL3WwNc}Ix8F|MXQd(E)E3LBL2KUmw=G|a!Px-AsTUDbGn4NSl_qM=+
zhMdWG>S@w@qp+k(rFzHR#$imh;p){O<-Z1}JZm0PTG9M4kpg<iJzmPsLcKhz`I1%-
z8olHd*9d=9oqLd<kI++bJU)CWh8g}{)bJtpQ7!aquA$@2qhZnfsu9#LU@1Y$^Y1HT
zPJBsRU0@|+(C0^Ip7AnW%PHvjrfowFn9qtX*;Q})Gt#3m>Q_TcPR3Ui*!Wz^vz@4s
zFp2_yKgfg3KH!=}R*N3E7+<;;AM|T(4H=kUPJLm=96WEpw?OWCNLXolSa?PE_<Tss
zuk>i$)FmR0Wef&4ZJ}C5;IvF8vJ$xtOuLV75jI_p3Q=voeY*eCz8)!{Hzh#C<aJay
zb780|R*kufOg`ko@%$7T9nk*;AxY`^x^dhth32A(kW3Yc47J^Ck$uFcsO0>rMnLE8
zUwyfZp(zNZ2)(ssvf};w)H%%tlNBwL4dFgX>72eZ<8OK~!@LKE+4wb+r1|l5z4l3O
zE2|ttR-7FwL)8Z#fo&`uvwqFExfepukhSm1F0o$ZX*BdH{PVAmi6?ocM&s6<ay-zZ
z{cLS`uU-Sj(Y`@BTH_@=$TGf=J5opJ?c!bJkNA<30jFSUTOuOleH@gVe&{yD$z@e(
zLzx-$@Pt{Upve4Su7zM)*dx7atKa&I8G6^eaRbp4p^R+uiATLBbK~+8L)zDOp7?KR
z75>=L<7o7b-|yX1*(?@HE&wq@SaVZsOKaB>`*gJG8%9Z|-4ODIakM?hP$#*6k9T0S
zs**0<+_me;8N$epQQbnOWU^Xo|H>UU%gv|Ab~{9oXI93UcB<o><t6ADf_L;Jfl9E>
zdP0RLb_n(dgABbx!B_8>&oVX=e&j3naN#_?@-B%mnOjbKcckoyh5akBVoZ*%a+NQ;
z-fT&-kDJ1+(UZ|N*R_ano&{&2@M?_W))+BrM0b}+#7j@NQnPwzhwTh1W|Krmk^8>n
zQ{rL@mPqZ?!$IQnwZt$NTMPzs<pcQTt6=_y{-+;V<6X7@(3Nlf32$=DL>qh~|FU>s
zJzC4<6hqp^z6U1IIY=4&&@ZhM*YPLEbx%$?J?a$#+g=5%^(I2u_*h2Z8%J9lgJ0QC
zR}bycNuPUIAhP(q(bYM+nRInj2>hfozqdjEyp`bojF{ugN~W-t%(gge>&CPiwdw}A
zl+Gb#u>mG%DrEuDTmd+k$;AsjGD(}OZdttbuN8r8W-W#7_ftUGxTl61V-G1=hkkb6
zasK_5$`gjMv@saywuUEz1d=^CjWGK6<UGT{)|i?iE@T+qWOzh(Zr4Q*HqOXt62_#r
z!2}9};BN&kT9ML`?4o<QUb;^hcHFE`d_W_xIh-o`nl5+HLw6bNg1&)LU;4ZNL@J`L
z%wY1WyLdlEcInSLst3fNDfmv!C2}@(R66#^W?uX9O(%cj?&8V32q*f7E+mWyuWY>W
ziQxAn^p}3f75ru>&)<2%#pPK}rP|5j-uy)_6<%OUQ%3zsO5DQ4VKwInvNc;L{B#Qa
z_+L~+SeXiehVTamDOsr$8BAVt@BLz)<?2F4z7-`>Czfzj>6|1soB6Qipo9W3OeZ)4
z-?$)S+n@gd>2T3Uf5}-8u)G<mceO^4#uh&<v-l4gP#21P_!&|(W3#oZ!%`gYIoXh#
z6}}lI^SLC$E3$@Jo_t(VdPjK#svM-+>}g)czg}#xh|&Kz3v0^@1fYdAsLUtlvx*XO
z+boKUBW>^KC<OO;C}^S{ov2fN{W*|@hrOCE^8qCjgTHp}3Kmw;yk+MJrKXFZZ2W7A
zoEb*gQ)?KmYOz`ksII;(hTGXTn-w^Blc?-=ZqCQZN9X9XEY{mI3`y4K>_F##IE#x%
zHM&s#WJCOvz5{<${oDN#!}9y9`*G`1`ZR&xHo>lTk=VKx+!5=*wcL68_lw?CQ3K!O
zZUbIWfsJBFSj{weB=>m&k#hCgMh9b@8&oC3)DVe5?MKu{$9{fae(4GUuQO)*5uT8g
zq`PzcU_w^Fm#OiY?!=k*cvYBzbYy_kXyYS3R}$5N!hKiilS%blWS^yM(E+<B{#r~m
ziRA=)E*lf~+0zSEjQzky#gB-Hr~_*Ge4xoD8<#c*8=EYNo^wPDhn^M0oFLDI%VT#T
zAcRzRH$-N?o5PKBrjnmQ;!11{12O<VJHA@BaE5cT$|-t($pdk48KIq`vK8VokPoXg
zwI_k_<Q9#dg01H=>)Cy9WbMiNI28F9{mbv(rSD4~tfTr`YtgY-Ray<ppr}7FqM){$
zh?w|<UnUPxmn_K2!p_EO9B}Ar6Z0+ls<8MgS+UuuKFYP3m<qjwr>`fT9Mu#L+g=k|
znP|!{K2X#&Lyq^4IG&@AN8nK`*yBAU!T>{lV_b~U?Ai9?hM{cJhvETyYj@QMh?$Zv
z<D3WXe4YPko%JNwrf(oyb<O*Gk8o$W0W`R8bAkE?Xb3{V>;0YhJ$lU8*mtu_vH?%7
zE@1KzBjYfVUKF6;6QB?!BQrBPCME~fQKL7(LoH0A(L{~8p$$l-YkNz`2C*PQBUA<q
z^DAGUtl%M^=kWekWE#|3zGGo05enRT@mUAHc0EtW#Nn?Vb*n)Jjpd}C*{7(V^lKbw
zFOESq<6Cps{{3C!eFX;!r?LKY0fZqkP*r~#@Dl*QjzF}ZnuQP8!B|Xg4CU>;v24p#
zX^=!X&Zr_J-J}`C59<7axFQmsmWL<sv7Xjj<W$!fuM&Xs-UlO0{6-RhYX0LD=GHAA
zZ)?~OfKt!llRpUshX5QcMhp(Zs55d#^QAu}Fs!W%WDZwas_FrH4_qh~X{k*#_+Xep
zyP~3k$Oez{?GZL4LAvQ|J%Us|hz+;P`koZm3%|C9b+DG=zu^StVJdA+xTcda^2&25
z@?B)R1xd<bt3EQ)oca^e)n}gY-4NMm9i^f~rn9Wh(cFBkmr*Zol>8Ss>hJy!HT?$=
zUUw1(jadk(sW;(!gT|FNtw)LmfDGZHvk;7KXVEEaBmhZg70_F4JE>7tR;J;&2YQA7
z61~{LU-R-k8BF~w;6rEK-Q>k~#W;?BEIFb5xL*4CH)eUc;dg8^s>*93#kR`vv-vxx
zqs))pBpdt2;ie52&>iWKwSlpC)x23>5ZT?4B`?67!o1ATPz_^%kB|I1_C7sC0=Q`y
zax^taOX5A0rwj$$r%KliZJ^ZOxw@kT^!q}sJijtMs=t$VJ+a`ze%5|^Nqh6x;}<M2
z?Y}kZ>Fja7vo9Y}cOrf&W`R9MM)O*S{;)_HaZ6Kr^itAF*@g39^{%|a$oD_k5Fu+g
zyvc0Y5OQ%$e7+YjgTvV$7l5Ttb0{Xa4yFu1r!+=J{{fmkZ~t)r=vh{s_ac12c&y&7
z<R&h87U-yAz3?*v3Q`~xn;C)r`9KME#1T~ge@GTkTPA_{x5z#}fAvF3Q|?ROeht#;
zZ6dEjY2{oYG}*B&{*hH1*=8cd;H*J*UW7$93UlH;Vvs2Ol9*UXCl+9FusTdG<eWF-
zK94K7s$5npltWT*pN3{OZ5g*Wc%M-J>MHwVIiX7jWXm#RM@03<_a6{LhKO>@1EIy%
z=8c@ax;jq>#gu00$fnC^TJ+ww@o!sE#=*fUdM|Z{`0+15gH1yY<_fr1>+w9Extkdt
z5~2#wPV)V!^lv@=tK-JJVbq!5cGf&YoO^j$c7J*`X1ANRt}jE3^_^XWqRIF#yWqL`
zo)ky&AswPxFc9i8U_$drS}v$sb|Fv>)c~Ro!=Tt11_1cy%F4r<YCb@h0=BSp4PRI(
z|7)XQ|A0o(>vXU$5i*<cUHg2=G|{%AUrNpcLv+`sr9!XbX71gyY<r~Q#dB2U;TtVd
zC(G*4ykzx|gZ1SDyHyy!yb;VLQiqDiJ72>Ncg89Rz5l<x+{w=Tngps*(yd!209c#Z
z6=JqT!Jhhy|Jk$2)pL)1-SnIeB<Kj81Hf;s=ymz6U%)|Gb$(@J<=`0k_U_sN;NN+2
zmcMvxocOHF=qrc(A1RJ&xH<B5yeD@o!M(Ge6SW;#5<T||s<Y$Tv{MT_j6#_{uVflt
z#+87($|6zp%2GA)YU{H;rLNnO&>XaRf1}JBcQnYX_(fw8@EKuch*+|KRFGWpzeBQm
zy45`T?%J)WxVXHEJ|Wpr1K&pVU!9ZD@b|;40Rz`&TwZ!w4qayX8a%Q+PPdu-QIaJs
z*2OyVsH*rNU#Qw9YiINb0Rkv>0M&sIEi9oy>aw=6nZTI7@yHkLiPLW0%@$>yvka&i
z-5&%wJDCo-6ye$y|Bcz^W{|XcgPSbSC<CN1D$V<;y@8oV?m@q198@Q?$od_%GfE5e
zL?Hs|syB2Q8$D7gc`_Apg_al0pu6R&x@*>MODlc(vTAB76JOXdWFG}oyr|@UdpqJM
zDKhvrBL1kRI-c&}!7W*e<zb}S=)P^?<SkccnD41<6?IB&S6vzU>ftB)1>lzBo_R`I
zw{}6}Nn0z?Svo%`_MON+U){QGk4}dL_RQaDyo)%N<CQ|mtKlDn)~a)>9ATH9hB+5I
z2RB>LQ@wo$#GK4z)Bu_NlR3oA^`m6t%1en^oh<7d=?KYSrf6bW9{boOh^mHT6LCum
zCG?_;TE^b(z4c^;(}>l`?#7H2A9~U{0C(aFBy?u(?O!<LxfD|P75PpO;cQQ%?TkTo
z_|{jMU@Mp4xSwy&*8-g3@{XF>&0C_~aQ8iZ`$~-T4ghw7{p3Skt$Uw9zb#K>$!0cx
zNpN+v*AWs=aE*@I^6}QlwM50w>zO~wOx2NhLS$XKCqv*K{dD$la`bwZ0aN)V5RnVF
zTOX~$qFeiTh{(H?wmq${wvA(xuTv6wU2nKUmB{!SBAMCJs=Ie999)%8@ra;>n45(f
zK#8u*E4?TK(2N?m=3|Kl$$qtqW69RroT+lkMg<{#q1wqA27x(H*D(+hgpCL8*SirH
zrq#4j{4?iOFrTE>u9VKh?m;0qqe1fX=hF<dmEtJ(7S%^OKjVsVZw~q}1qZEu{<@>H
zNWHZ?{2RmPJQ_c>y5B3Hr*nt|#J)=))kFZp8O1sSIZ|?7g@0zv{%6*G?c_h3vq@QO
z(CnHKQSB-{-_t)N_HYb#bq72j8fpumw`-*lP1RDGiqZ5&-6OIgAgYo!5M|TU+%kUq
zloD!X;dZd~YY4s(&FMQ3+OE?$ZG{@Zb8HZ<`$a^E&oO=*sncZ+J5vLY*UaH?B%%X#
z<_}Yo6Wz}l4a_Yx<~brH!}ltExhG)aS<#L*#648tpPrYcw&uD}H&Q=fOjw%Bk3{74
zXXhkOO~xoh<mfRj)_ZzuW;^I+F@>)eE_`IRZp>@5Br?`+X6u-Qp|{3IS}>Q`&Fekt
zhSK?PO0vygAg>0FQLN95$XBQ>UUfb_$=?&rq{mD(rN7}KD<3>aA#kYS{AzqsRl%oB
zLQXqxTJVOhJ^F<{pw?HZRXsrAbC<%346Cth9&<?78RkT})_P9%MI#cIrJwN>Kq}2A
zAM7KBb2}ZfnkGQbm;C&Yevv4~y%voe`zgJ2y?w<HL+812g`QiY&M3qA2kBAOhsms<
z57}XR1rTScBMs;qDU#8X-JbKhqefF!c39IF4AlcJ4rYd~70@+;lxh7w`b&TKAx$E}
zDfqczk&rSfN0*L0QGX-7I%)dF=#llB_T^Rq6%^V>ZeNYI>OFdZ6CTRpmjQ~;B=4cM
zC)SV{*sF!PGWW|&*RtCYJ(F1_snJR5M^{~dZP&l@;;ye3J6@L9^ILU=C*DS%Zog|l
zVsXQE#`AUH=N@*8CCc>))`401t4cI_98nTptnG~T)!qkL`#aMr(#p|+uRaDMhu5I_
zva)X9;gTZS*(D>J^l1C|%>!c06~53W??HFQSCU}gV|^BrLAm~Xr1Yk(>?|-dJ1}#A
zCwIxQ^uyCUaidDOT@G2J_3Bp~NGEzQd29eLZM+-4AXz=KPkiI5J|YOUOoj%5WxZHX
zdp1sekq$=QVbvn<O-Mpy2TRmn5Kz?5qq?>0J&akZUjWa>PbO5w{Wdm%gES(HMtYjV
z$$qj{1-d6}xxC7XFPJTF9M)VM+d^r&2GC`l&Vi}-Ml^hAr*TgXOzB9{e<(zLY4^z<
z;wCaAJ5+m4eup92?qr1-XnOpt)l1O15#I&t6UwX4Wmk5P2JKbRm<={PgM^{=cwlf;
zvd)TjZU^%{la`jO7m8A1DUp<tGhcD=WK@g4#9Y>QiGduPerCVW0Q_QjVj5~QVznlL
zPG?}DRz+2n>oVP_V|N=V<D)1dgDdw;PNrG)AmYKF*mXGBzlxkC?;kkjthr}T)6|p}
za!6UvY5OjB^d@Ximo(XMp_Vx9H(*#8Y}{oGE@!Vy`_rXXihL)ZFm@em+XsjuE?`c7
zz1CJrC~`GrHR2D*0C$dyTK5%D{nzt;=;x;wH@Ret2(hoQAQ3B^SvikttJytt5?tYG
zUsMf8$MW7bdZ^OCEmcOkhnyc%oo=eIcTa7tX`s=MtM>rvKOqE&YtzgP*FOeiJ;+v0
zmCeru9{8_H0`DteO~X;MunayA6B@qYpwf}O5E;G`n19#Q+QlS#K|EIn_Nc;JBC(!)
z2k;Y!#JhV0u?*9HBZfA(kE*EHvIY7hU5krLt#gUP_D{B*#Xkxbxu}-fE-d&9ebIFI
zi$R)Fz?Zm!q{qr|ZSzXsC8#<krn+x-j)hGZ!G$Q5Mv#FdH`NrYJmq8Cv$~dI^OUHf
zX1t9}ZG&bu&1yxhqLx1@2343X_xvaCcYf6M^xG{q=O2RxtH+nH!Tx8{Vup8uWnGqd
zoDRVMfSqG~{8akH^49~zmt}_N18nv0S1h}T5W8+{>rnMAwP}}PPdmgh#o@}Oca2IP
zYrzD1x=>k(H(!$l<UxRWhg)4u#f6~NCbj8J2%M%<nYL}eUcJt&fKXY(LONR<5m+rV
zE3B#Eg8X!PGr33>TImYAG~dw(yR>Q)#Vo~AL9m(pJIqX1at)3~tN<!zT*2DMg-v_i
z8MPFGP)mXT=(gnuX?~WCh;m?S`f{<by7xrt?}_&P=a&}a{JxmO_zggm=G*{?%xAna
zB1FXlGDv(REPnSQ5jy1OwNXO@jkcYWh<)p<_mtLrLiD<qb?Ma#a-ZEcb~`SMe!bV8
z0rXVx`FN8cbG!bCnA-F2Sy|lqtWFdX&VQw}EDH~{u!ej#ZP%K=FyTgk3~J${Hc3mw
zClMh!4um%6W0qmq)?)<7w4P!1xL+>-T4#q{vCjv5rfPD(PhO>c-UdP~9|o8Dp+?&d
z8D#HXmY%3i;YQ><fPy^PSR2-1c9(PX01SWbiBEL$?}VqI<HBj~W@kP`I$*tjWm3dz
zQ$BRb0i3r^_H7a=ismYf(@I6ep60<@NTX%H;q=KNJx&e!UBH66B*=K^1*P<(1($oh
z?JV8}Emdf~jn02r8m6wAeGyLL>`GN`u_tow@B=40X2cc;lYD)f-oboUJR2l^AhfxU
zCr{D9j&)V7c~*K<?%%PTg>N6-<e}gw<kIo&b6uTVf%Oq4kuiEw(ukT&tY&~;H`f;^
z7SOkb@9!5dR$Qu6OXFcF#fD_vPnB}$+zjDD+g4B}<e+UaccmwCN<i(0FZ?^}1=?L>
z%cG3iOVMue8Y+|gnGEDJ!A@)(VZyq?nqAF%;si)fo|9jzvyr3B<$u5E*Nf;SCp@Z2
zfo``(pKQk3TvigHhVfey_`5s4wNGIqVynGAzO^-pqm$QZpEJ6Ak?`ioK6J9zx%B6?
z{6tP-YK{0QBBQ`uU#6nFI<%omY(3pac?n17@qUw_z6In`p=(P`byfD0#(0GSlf8Rp
zq7|Z8l&W5;$RFWZ#j!Qj8?RYF7_Ab_Z`~r_Nc2GKkT_0NsVE|n*h*7DganQ3zr+Sk
zCqUX&gs-xG>GJrp2nTUK!C2r~cs+TVWn3HewG84{hGa~NoELReF6*Zz@$90RbknHY
z+4j5mAd62OY0M@sgu{HSBk)LwozTs}X<xniTYu%-K+jaVTZ-q`;?0>hZAFDc=B%q&
zF89&qA9|{uuxBo<kpJ6nzfTFb&bfiQF0bT=clpGGOZ&*Ry5-q!lz;LM9EQ=NleM(l
zfOdg(?@Xatz785pcwe<jUz@?(z0i&$KAl3*er;l7Z}{24=(y-<Niu4pu~NZe#lptb
z^JSaf4<Z~Lf_Lr=KY$MH1oW+eeLPohaBzs9cs3-3`dhye6ff=L=OGc)*2?-^EN>_~
zi&&fMFK}Z!TIc?kw?O7fprd{-z)QfQtz`Hwli3E3{mssi{H%J^);a>sSFQ6rQGrdk
zehbG%Bf#zeh{bxo5@gSc^1}xNqd7nI*bZI{88}-FxmusUH4L&#X;1>>yW_HS)L^je
z(Ic0SC__ZsOP_B!+ILOo;AhYb#?P5XuevP~zU~}II-?imN1N|AE<pUS(%Bx%)%}*X
z+~&z4jD)jfFiYA?LSVA3O%)@ffKI757*kM_HPj!59uO}B0pO=6`6N0YJX3iU>cZZV
z+zu67<(s}QqWV?UpkxvzDbn|45V@d@+Plxc(1MBd8#pjR<|t;><P@(t_%3*!ShpqO
zXa?n+SBhVrm^~atpTzI4gEz(M%06T%e4RQp07uq+D%m$%*bCN7Njcdf@70fQKS0f(
zA1!d*SXhek&te!QRZr^plPQ{Xw<N+;c{T>OX7zFybq*bRQ8R%$lW$=Cw%C!+P85l$
z)BiK!EHlRBO?pm}9b+@VZqJU0fdtmtq5kyVH>pq!I!;c-aN*rgsD>x)ZEbljYa?}_
zcL*Hl$qE_#MnOM-$EjTJx<N=qWeWlI%^IgiTlSy+UcqW$<kqO$Wk>Em(@RvL96zC5
zRd(sp$%%+0S@||cUo49HiR;XPkp%Tb3(L!EQ%?QED25bhuz>`<I7R?1wi1Z$0ETGK
z#0((hY3oe^QsTkZtijr7N%d#sbbU29H+K<Dr1LqN92@1VdqqxGwt~7>@IzRwkA$OR
zd2{0XhiJMX&B>07WnU@`=RhKzN7t9RPQHG^0En4bWg3Y3$~#Q@syTNW5{b91DHUD_
zS#EF0*u}4QYyA1NP8EM*+UIU$^q{R3aP-daJ@BNX{s%P4GPgbK?e^d#$dvQ|aMwN%
z2hzUXi)x!GBPCT@g=*|s2MD#iZ@ysxys1Qk#0?M|6NFp}0`RB`K=)eB`}gmU9C8`|
zSlRNutOre)ndDQ1k87?<84)(UqVEGg7k(}*3-zs3OWK;KY^eNDC&bUzrL1CkL~mXb
z!`mnYvGdU5D%%mUv$5zBO)4a^pUFw_G-LZ3_m}E_;T8THGl9&G)I+Y-XQ1y9fZc2H
zD4(W*uB3V9{V7B#TLYPaC@=>!q-B9X8Yi4gO-)%C8QWz7?8eK**|jU*LNt|>(m)^G
zjp=&L$!h!Ri{2B!dN82BZw`Pqd~T91!E-A?ysi8LIx^+yVTX0f_O|G0iw{R4ly>fx
zr3f5Nf(I0|)F{R$hTMoj==5K*Q(NjQgmQP}1%f)~8JS>Lz^GPH86pJ|u?J59zDdrx
zo+Rj`rmby-+kPY$Om0>@0E)R^gTAB*fT+78c^~UHMZWg}=|Syo>mMt4{UFQQweDR3
z`y=S!%j8;PyJC3l(l8xU+e5;glm8tSq@%_S0hyD<?pU4hM(9Dou2HnTK%<1W2M3m)
zw+V?jYeQC=#;FjcX?WwImsRiOHO_XE4q|K4h-JP<Oc!FpD5w#`Y5gzyW_W-mKa%mW
z+0S~zfNz@FUZ+dFiQZ7u*PU@M^Bt5JQKzoPdH6bBx};YzMv-h4ig;>@<w^=#KW);u
zl#nND)6T1<;yV|mNW;YoRQRcty8vx7nWczb9hG=Q<3^!$|Nk)R_xs@oP8aD5_k9nv
z>#vf5+{Qmz@30ud{Cqc4QEzAG4zgBwS?%dW04~K)leg!n?uYMfa@JU$X#VY4tD09)
z_+hqA)(2C8-Z%KkGW=4f0)Oktp1%J-fz+UB5z#k$5@7Ce@bQl(j>%;3v7S@CiltnF
zqI?=QsaK#NKQt67CB<BbaQXXo*Z_)8C1e8Ow;KAHyIfFwqT!*4SXeN*QTXPf`35T*
zqpdEd|C3!8re9_vq>UV{G8I4j+^#%NdoqDrSrU}_LoZ3+J~uOmRT{1|^SMe#RD)u<
zPl%?uci^Rt3Wvz1Yg$H?j`@9jivR3Mv_<Yy?l1>`!XMiTo6}!sxB5bQ@C&rbS#toC
zO?CaE-HnY2_#Uzr3+pgqvLLn6QaU+&a>OpLk8J0o<^<uYPaI`Bf8vGm@;vt>uBz{n
z_U=nz`k=tD|8SPkD;WE;JEhg|EZfFy0L>l!%9O-kbLjk9(7YXEFA78~F?M$*_X-S7
za;dkrJQM{^Mc-OA?;)D@{C}}_Bmt!r=m_Tn9Z#JbVKMAF8c3twIIdPGXgrk=IE_m!
z{Myja@C2wx08!*(oPHugLJN?~({TF@^fkBtW@2M)$1lX#!YeJuXEzfhKE#SPXCcK=
ze(b}DKNEVg|GNXbvt!}TAOU$LE{;SsDv#L$3T>mpX+OXY%Ohgbu=wV8MMhE4&DIwn
zio@BmBoLrzK*V7KSmn-u^jT0^s)SN_1Imzk{nJ2>a-z|*Isl)h7%Y2Fx*~Ao3c2jB
zb$wdp2+TY=@7XhJrmk*Kc-|0-W;g$b_WaL1y%Z)V4jRZrbw67jElFMKPb~qQXCzQS
z9RczI#V85w-UPlu(EEvPJvBKQ1}1@(jja&T?hPasfXsnpBhVMs*xgUCE>=F;oIdDc
zD|x-l->HH1{C7~0tWrmr)4nQ#v4c{>zAAC~*~JA<d)trGhOqR2|GUuuB9)C_dFcx#
zaQrDk4x+$ml+)8A2Ufq9*nCGAMQ&776wav#5M_k|87*g!!?XlCY|(viw=I3^)Oa3q
ztL46AtAPxEj^;DRwKyQJOzEc6U5KD5wDP9qkv4y*#Fl&GA=)m~<!&Zc=SjZIuBTq&
zv6NM;A_+jAGAZM3>LaG#d`1Fiz2*OVM#JAd%R_KW+=v%-z2=PgRPnzu>;LBgg>g@u
z-zmd+IUh-&wk!HWyYR1I037g+0I0|OS8PF4%!B@Xq(sFs=+8?$RP=%V&;ddf=3jna
zKy?u2pU;1y;wtp#|BtVwRLC7fZb_tFfJ}E*Mh3mh`WV*=hq1JD&;cn(i*4on#{O?B
z{lA|$?**xWlB<%5NtUCdV}qj)H1uZ8-@oo_Bn+geT-C`tZ_E+@pXdJjLM7<g`4k#j
z>1Z(XGF*8~1IWD}#6?8R{Xh8WPm<>VcKm-cZv_bS-5mH>!F^1v$NwkORh5J0<dF0I
zK~$1TMMY)d?b9NfzcX{KfqYI&a$!JS3$)VG0JW`u=I4ijXM+Ic`L5nx#>YO}K)+SH
zBpmF_e2_8?{`^@3#C^{5VFFf*UD0iA{h%dPCfNQuzSXFXS-t{~7(ivkuY(!oVbHPN
z>1?{~OQq+L9ZFHMbVd=>cSJ`;W$8CUk>S2)nazpBD&SeojkV0Pj)wkLH)0Omyu#u-
z89->)0QO4YwalpK7tulWEE_~J5Q-cEk-#<3yIm7Fq@sSUjmc^tyE2^(VniduiY-5&
z<E$~;<Q@Ix%bUg$T~KO}AnGgPu<Ibq&BJp5gybySKHXoPfETv3v=p89dg6Iegd-3t
z-lrSYb-<NGr=%21gpq6cb_lty=S|wx%Qs(~u+ineZ|$sSw^=Cf<`@Keq-vJWnsb_t
zmJ;n(fdpMyOfSV05Q5JD8vEKb{9u6%0k4T7I%p7JH$^5T6^RAnp@b;Z6Zvh6Y{|&T
zw1G_8f$8c8e34&33SH;rpGQmA<^YM`_Pm#y=J`m8f#Tz{FQk0FiKt?+wGhMrpze#f
zY|SKtHGAzGWC7nyKLrg5of=b%^c%H7t1)#42d<s%2oN*BHYhFtw#@*V#jm?jxjY~s
zBdhE68%V{Bg5n5UJzuAaZ&PYK0t7uII(ri}n{{ivE~{!ra}Sr?&@C>7u;cpcfNshl
zs!E|>i-~Rrs13gk-@bJF22^EM7h?^o?5c3dd8I(X!wD$AfEk<h#2F?(XbS28eFn0C
z@WoMd73%01S?2!BLA_KTh<t8bX)}(fbGS!MT?`5lP}Nl$8O~tQ2(1-WV23=4B)zeY
zQj2i~iifRz;4Uy0A053I`uQ_|iL0*w8v}@s$2~yL03pp1eLX|KXqij~QDEgCM{pdS
zz`WB}fefhA(&D1}gow|XI~x-!awR4rI?lFD-vozRsnHvKfh92b&lh$oQsh8u(&gOu
z{6N!J;D$o3(`d0?ABaxOb#;^WK+A^$XL(d*P;sPu4=5&sZe-=;2+7LIo=+!zc{5W2
z^fK-Aj)1(KhI^ma1<1;mrzAdeE1sPol>v2hCf=X9N6&!1h=Z*_NucQ29RA25s5m-?
zhkY+7p1mS^dFHfs3=R~bQJBv1goy8jm${l+RE2aTQy;ib9p@c<&n@10vb6<93cvUq
z?;bY_+HwH3$z99(59)e<%6!hD%Rp;;3ur=evNgmmFE2ln3?((B8U<mFxuIb?{^hMh
z$sf0?B#eeqdIItGB!}B_)6%}p_I|(5bl?0>x!18{aZotWb04d_02Zzgx%ZXyfQBIR
z&=IVDoswHldp8eVr(H(1%1(e>%lcN%$57BfLwmFVtRr<1QL`S>wPW)Xj~~mncf>)^
z@R^Mo9E(ILJklS5Np$)-b*g&oZSNBCdEcVsHu-dLHhXbcZQNv+0_4g$tGS(r4xSx@
zwfo#?NMdLEtO-%$V7xZwvA5)rZTl`*P~yr^e7yM(Gc$8(fJ6&*j}r7DD{I%R{B6N-
z$YC76-BcdPuTB%)q8$Rw8??kKde4R)N`BsVb5g?P5tluF(nw)f^Uiwlq1jCJgvCT<
z{^;cUa!b)rr#``sgogu>9`>R@?h>|G5K!4ty~S?Ub<G&GV~kGWoaG0~?k!i{pA0G_
zdF^(N?1Fcx<)@|>*2GHVm%EyGCYBMuLV0lnI#5`E2y!HedvUMpn*i$GM56EhUFIy#
zhz#uOKZwb1A8$V>q7Yc>h8^FtSTeVotb#Qs5~&cgYn${++b)%H)BLzRoxNNI{;PWF
z9S;`^C;zoeo;}sX1q;vs113l`M?odzT)LFWzcmXKo+_3e96ZJ{v3s2Kw&ivmu=(vE
z{J2p+!(tDY+pFOI@&I3yyM$y=FcZjPs`njPEv>R&dfiMjGRy(j&iW-9e+qDhyO=Qv
z34lT@-L)A!i`S@b8tTrSUY`UEQhLgzp8yf8>4Y~FO{acb(0z--_uIhHcAHj5JW6rT
zXsOHpbb+o@+{RVa?R+ABQou^N4RmL<Z?6NMK+KoFS{?(8(2$cDk7ggRIg2uaa&YQu
zJI(CuHYecStW73ghjLc=1=77+874w^+rAHU6$;X<dHnqWg507GW1{cenS?#d<zVG&
z2`tN%kztiLJxVwt*{j|JHH^Q%y1!wD_z7{TulJB>4eB^g)i~%vM2`VLP{gU4vzj9v
zTxC7l2d$7*RD8rFf-YJ`Nxl;d-*u_H#d968pEd&sOX})l`;Sr5r$qPfr=zs?U5szd
zm^Vd{)A*j10p?sL=<%yV^HaXWDl(71mChbq#@ThMLf`&X2AZhqo#PBhDV5U{vJ~LU
z4RjhMV;^f}fE)a1!GaC69;omikGTHbJa7FAxChb6$$E2ws=ed;?gDb<xEGO$iPn%G
z?d?=fG?A2ipNN#0cz9G%8#@O4w1bcU6(Dr`Y3l%OC=ff_nL(=vUH~dj%Td$cKX=&h
zn0B^-<mGFK9B4=JhSBeLJ@p-Y$o?0XX|UhFn^xc6GweT0=I;EsTN@?U-v**i?S4@Z
zl4`ufYeFj9f^IB24z-}?aFIUFlEh~Z{My|vHqh7AguT_bM;;CeW!Y|b{1Up<y#$;B
zR-hp-dcGeSy^j*_JZLh4ez^cryk!Bnt*3x9V}jet&qWHhGZ0XE!+r@C1b~5b%qSt3
z%vfXbWQI?jSCrNQ!pXinP1;t2lxS6}feRMgXfrA?eUItB8<0R+1vt@M*SH@UtH~0a
z7vdprugoJiw*Thi(KJv9Wqtg(5{HBCNz?Y>=ClrgkgC7pZ#My@_EAUm_SmlK_!-A-
znt*}Re$M7Iqk{wm1%(k*?^i}Cc|`%I3gD*Ba{1b3_UV(KI%Lr3kO@)Z1@g_>f$)q^
z(y`g+yvT6O>}Ni5!_KZqUEmgr*XfLrg#Qq)!Q<AI`>Q>;7ETW*&g6NVni7wTl*ybz
zujUQRG<w3a-p8wUdPR5xo=~k7zi|$K4QNyV3ogjPF;5loKAX-;GjD23Xxkrf(~~!h
z-%Y%I?G|2T3<?4oe9(PUuKc^#6JD{vIqw{Ei{rN)yS1mnaQoRADDUlCe*@z)p-4ow
zM#lGj`giv6M>qGfho{^R8zPkY2$^}d_{>ax0u@~acdvc7Zn>=;fN)s>;rtQoYmv-+
zPTvx;@(oAkL>K)DtL>(tJz06Rx2*`q0O@x1p<7R{fa=*UP#CLddYCYvmKO>Zm{m0X
zBW`hCIg&F_nAlpEiFe8cQ3#!`cRQ_Tp=<Tp7SXU5h@@rrEf&_o@$B)?5;-Dm=vI3w
zAZPUb?hTQ;*QvEgGqvb@@9pD`-EsFW^ryYNw?FT;Da`)}D+JY|p2xEse*@wpC-zIZ
zMN<G%ow*r#`*LNfw&K9YNMtJ^@fQfL^S2w2rnX7Y)qEc-x;OY>|5Wqog~V%g4dp(e
z5>ny|KwNvuv?qRukmZCgy{-c~!g=m?PK(kt08=~x!~EW}qdlzXF|7R{aMyMbGXGn2
z=}uJsu1%ca!tX?Vh#7~~9(msC&6mejyVqI0y4$k7q^O2h&NICfGzTLaSr=93x2ga5
zK670!#nDfA8L}jC^{ivxoyTd59MwXB6=MI#L>H7|ir7=UA<4mO0lv-5o0!LcK0&~K
zbBk%59C%T6Zhulamx)@ZWo@U|33Fn~%F4Rzq9>p^Fs!R@@rHa?yrFxJP#yBvSmbd6
z-NAEa?nV!}2*$mm?#TT2K0xVAr*(~^c7Y%}E9);TEPV+)SWPWY1np<J+oPne`uay2
zwx4et#SODy%E8G3;ZCesZh=%>9<>Xa%fFKT%RXm2lII)tz7;WnxD*l=UM9l@>d_J&
zaVd>V8aXYs$Mx+>YL`3*c%i^=w<Hu+C$U7CE-mvx=0PO8*g<^t!g%JH+zWlDy<Wm~
z_Eev%9iT3MtP98q7l3HKc0}Ir!94I_Zniw_rW|!E^v#u=QK-%wBWE&;VwLiIa|Ln7
z65WAsTkCsniSl$5*3RVo`ig|VDY#RtTZ@o++Sb-)0q(#WraH8Q@iKi&d`2SJ3Hs?v
zAraDNakXx}BzioYN%45so18#wf%LsRO`U<Ru>(B07l1(lBcOLPS@c`bXhe;?7-yDP
zkDDu_tI9X7S#>Gr-SJ~n5%Vw_(HUs6&1}=O%yt|_I?#GAM74twg+JMkdmY!`%)}4V
zhL<lrzW`BkQM2aKvrq9Q_!pOW7Wxlz?yUo|s!eY)O7%deBQC`uN8l_=I+B!sz12N#
zi*D(rb1f=p4qw{RHZsb9+Z^(Be5>DiB9O8LB5vzR(B{K}QL2y|bvlwh=mM#~jQ}AH
zb@nkQioHiC0n1(*i?<O4aX85g65hrDH-Q47cGz4ln?_OT*NhyJ5;7xmXe8*HB!Oy{
z60Uu1EIgmq1}7@+=q}Io;WH|py`Th6d8T8tl+4`lt$5Bn5MAXAhnNF?^oZ~<6LPzL
z_WU!$htxO*#pAbw;G%X~NcLqP0Onc(clCYGUDlZTK$$V@J=YRscIxSqOt;_9a<Jpc
z_?tnbXPxz#<+pLLaTwLJm|Ah$L#l01id;T3D{qb$d5<qONWNu=;Zu(_PE$yrhhn~!
zuj=pr(c8Jkv{i>;d{Gin!EHjOf)=MTi8zE21j;(u;)d-E7rEaCOlfHgjM8!$8??ct
z$QXl2!nLf6gaU^SR3HIGikT4x6eyP#IvCj$$jaPCp)6cReg5!$pO*DY`=L2KZT~sv
zeSYuzf1cJD%o17_?!A{_aHy<#S=#j{JC8cMz&hk+SV$|6+nuh07~PNk5-(2sKZ8_Q
ze)UGdP16eW$-6=oEGtGj;vfzZ{Sb2BruRh3Ix2iLKEB)G9=^Rb^bCWWyyi&a<*gL5
zUhl17qR*5?M#R&0x-EMwlyD?~&Wa_57yw+(3>7Bp)bKI~DmI?p#5?2Tc6iCYQIdp{
z$l)xZWNKcOF)JZBxB&fmT(X7YLD3F0c}bt4i{)4cxAOYCr^`!AuR|fV>xEDj(Tj3%
zkH6Pl3({Iac})s#C44}_^*XBpPxG~RXsYyiR&4q$N3CFad6|e7u(7xVGv*C>7-7{K
zF$)=%kQySqT1VhK(!76<>fqJGo}?C@?$us`vy2up6++nr{nv(PiMn2)Fvx_%8hBnS
zXJ%rY_w$lxIyIjRh;CYYI=Q$!tn4EMldNDAO9_sjmz9;7pc<DzCp85Qd5!0K)=xoM
zHHv0_I$0z_(j0|yhFq@O*=jpJy!KV*acn@paY^Bp{WzXqsq*HO&=?{;x1noTFvk2i
z)T@E{*V?1Gxec)_cWpW>AVN4CRClTgULJLRC8@p6us7SM-`Q6yk#M8~4#zG=kQAKy
z{I4gm)$`S%0$NT#OOf|vHfsYsVinz!Xmo^h*m&NAi%I0I5$X!A6fCL*A#-&0^sk9_
z@clQgte8+V{<h}M2pF`fu87U7nmpaUwFt*^Ds31MfBn^aCqKgA{v(FE)+gMZJ@oT6
zd(YGv!5K&VYT4*^;J1@_CQrHYr@A;9Ic>?(x*D3S&j>^r#c;zyNkziLNXM*f@aS9i
z_I#6_dT2-~dO(;idORUh>>riV`}2_w@Ziv@_}fp@4^{DU<fOp@)j;Xa1HJ_U;p4+B
zx<LzJ^XoDOPuHgRd@>^#$DvM}5!3cJ6(jzXcq=qZ#x=MxwLn%z76!XpZ6_^s)p?}o
zLl81JFfc&r%pWosv-Ca<Y1=LR(nB`R_$KZyS=*t~b<}?RhzsWrDyk_B{2ws;Ls-d3
z#ko0X$ofT)1L~*({|d@7rErr^ZwLwu3~XHiEWCc?@@F{L_nin+2^-O1#ocCQ6Dx}9
z)|Kqaf#tq84`?6fT6GJ^++av?0NM3o`5OC-f3PbT6%X#7oZ>%D79;;Hx&%79#kg+t
zX54P)j`!ZcNlH|tJ-NqswDYdiUg=H8>T8yHt|k$i7n4`+#wu%s_)Exh*QzG@6Sh%w
z8g9bcZv}#7K`rscv);v&`BJ8c&EZ5d)#S`N&9zx~xYluEm<YEgX+F?py8AUYg~%%^
z8qioo<!kEHhu(3Yw7rBcC}Ftv5z={r;3E%YIy_aGpO`09VljbPh7=w(%3-r9gl*Y<
zk+&r<`w&0=(D^(VDQHz1c=tFTynxIy;=qzrYJMF@GDv9zs9JJ~naQ#Be{HPacJ+ly
znRvzFV!S#$2T@K-ILJ3e2M%A|ocp1$P($v?kcV-D<%h=+)8~OC7GSWJ<J*McHu@Bd
z-xq2B@xp8Ju#9*fRB-oLFBs@P<DyQ^=Xv61r-?1`_na=Hymjm$IX3g8|CcQ%;`9Fp
D-WiI`

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/yellow_flag_iris_classification.json b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_classification.json
new file mode 100644
index 0000000..7cd77e6
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_classification.json
@@ -0,0 +1,49 @@
+{
+  "schema_version": "seasonal-classification/v1",
+  "species": "Yellow Flag Iris",
+  "model_family": "seasonal_presence",
+  "classification": {
+    "primary_class": "narrow_spring_seasonal_presence",
+    "timing": "spring",
+    "season_width": "narrow",
+    "window_shape": "moderate",
+    "post_peak_decline": "strong",
+    "offseason_suppression": "moderate",
+    "peak_alignment": "central",
+    "traits": [
+      "spring_peak",
+      "narrow_season",
+      "moderate_seasonal_window",
+      "strong_post_peak_decline",
+      "moderate_offseason_suppression",
+      "central_peak_alignment"
+    ],
+    "confidence": "high"
+  },
+  "derived_metrics": {
+    "season_start_month": 5.115,
+    "season_end_month": 5.885,
+    "forcing_peak_month": 5.45,
+    "season_width_months": 0.77,
+    "season_midpoint_month": 5.5,
+    "season_start_label": "May",
+    "season_end_label": "June",
+    "forcing_peak_label": "May"
+  },
+  "parameter_evidence": {
+    "GROWTH": 2.878,
+    "DECAY": 1.44,
+    "OOS_DECAY": 3.418,
+    "POST_PEAK_DECAY": 3.907,
+    "POST_PEAK_SHARPNESS": 4.342,
+    "SEASON_START": 5.115,
+    "SEASON_END": 5.885,
+    "SHARPNESS": 7.479,
+    "FORCING_PEAK": 5.45
+  },
+  "fit": {
+    "score": 0.018
+  },
+  "warnings": [],
+  "summary": "Yellow Flag Iris is classified as narrow spring seasonal presence. The fitted seasonal window runs from about May to June, with a spring peak around May. The season is narrow, with a moderate active window, strong post-peak decline, and moderate off-season suppression."
+}
diff --git a/modelling/data/abingdon-all/seasonal/yellow_flag_iris_consensus.json b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_consensus.json
new file mode 100644
index 0000000..b71ae7d
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_consensus.json
@@ -0,0 +1,13 @@
+{
+  "GROWTH": "2.878",
+  "DECAY": "1.44",
+  "OOS_DECAY": "3.418",
+  "POST_PEAK_DECAY": "3.907",
+  "POST_PEAK_SHARPNESS": "4.342",
+  "SEASON_START": "5.115",
+  "SEASON_END": "5.885",
+  "SHARPNESS": "7.479",
+  "FORCING_PEAK": "5.45",
+  "SCORE": "0.018",
+  "SPECIES": "Yellow Flag Iris"
+}
diff --git a/modelling/data/abingdon-all/seasonal/yellow_flag_iris_observed.csv b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_observed.csv
new file mode 100644
index 0000000..28d2ca2
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,0
+2,0
+3,0
+4,0
+5,17
+6,6
+7,0
+8,0
+9,0
+10,0
+11,0
+12,0
diff --git a/modelling/data/abingdon-all/seasonal/yellow_flag_iris_parameters.csv b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_parameters.csv
new file mode 100644
index 0000000..1933fc8
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,GROWTH,DECAY,OOS_DECAY,POST_PEAK_DECAY,POST_PEAK_SHARPNESS,SEASON_START,SEASON_END,SHARPNESS,FORCING_PEAK,SCORE,WRAPS_YEAR
+2026-05-21 15:17:14,yellow_flag_iris_observed.csv,2.607,2.313,4.518,4.611,1.09,5.02,5.58,4.833,5.04,0.03465153883186500584020155091,
+2026-05-21 15:17:14,yellow_flag_iris_observed.csv,3.398,1.269,1.657,7.069,2.782,4.64,6.07,14.973,5.06,0.02576648323715926218181021698,
+2026-05-21 15:17:15,yellow_flag_iris_observed.csv,3.322,0.922,5.717,0.811,8.587,4.74,6.43,13.503,4.97,0.01075099048616156476374811547,
+2026-05-21 15:17:15,yellow_flag_iris_observed.csv,2.217,2.143,4.186,7.99,7.341,4.7,5.48,1.844,5.45,0.06713955676177036578423972536,
+2026-05-21 15:17:15,yellow_flag_iris_observed.csv,1.499,0.94,1.112,4.569,9.647,4.54,5.23,2.681,5.09,0.04234848043705895005971934969,
+2026-05-21 15:17:16,yellow_flag_iris_observed.csv,4.662,2.32,4.467,4.456,3.267,4.75,6.18,8.454,5.34,0.02428637521542131333217938331,
+2026-05-21 15:17:16,yellow_flag_iris_observed.csv,1.154,1.495,6.115,5.496,7.495,4.92,6.62,2.173,5.62,0.05861616804441480250764023086,
+2026-05-21 15:17:16,yellow_flag_iris_observed.csv,1.307,1.062,2.746,7.355,1.29,4.15,6.79,4.073,6.37,0.06077105178104417668885896568,
+2026-05-21 15:17:16,yellow_flag_iris_observed.csv,4.418,1.718,1.823,2.469,3.163,5.23,5.69,9.011,5.69,0.01767160501416881004275920633,
+2026-05-21 15:17:17,yellow_flag_iris_observed.csv,1.241,0.544,4.543,7.227,9.626,5.36,6.65,6.266,6.39,0.1093474779796395483452427163,
+2026-05-21 15:17:17,yellow_flag_iris_observed.csv,1.847,1.007,7.197,6.275,4.43,5.75,5.9,8.703,5.83,0.04588656538864637871677029371,
+2026-05-21 15:17:17,yellow_flag_iris_observed.csv,3.622,2.646,5.164,3.313,3.576,4.95,6.74,7.358,5.05,0.01138108343111096821733385597,
+2026-05-21 15:17:18,yellow_flag_iris_observed.csv,4.561,2.888,4.337,7.72,4.056,4.56,5.72,1.509,4.97,0.08390995411811574006304630058,
+2026-05-21 15:17:18,yellow_flag_iris_observed.csv,3.354,2.067,2.348,3.237,8.82,4.98,5.36,9.795,5.16,0.04274959206245817857477023191,
+2026-05-21 15:17:18,yellow_flag_iris_observed.csv,4.665,2.759,1.016,4.834,3.616,4.49,5.03,12.327,4.54,0.1196948333227187194988734812,
+2026-05-21 15:17:18,yellow_flag_iris_observed.csv,1.542,2.816,6.569,0.439,7.857,5.01,6.45,13.104,5.41,0.01571358876578462793372878162,
+2026-05-21 15:17:19,yellow_flag_iris_observed.csv,2.889,2.849,4.373,3.648,8.482,4.29,5.47,6.674,4.82,0.07703026577998171265524137825,
+2026-05-21 15:17:19,yellow_flag_iris_observed.csv,2.2,1.996,5.969,4.647,6.389,4.1,6.12,14.494,5.76,0.03467153208600499166015518725,
+2026-05-21 15:17:19,yellow_flag_iris_observed.csv,2.088,2.792,7.354,7.932,2.602,4.57,6.91,14.744,5.86,0.03494028211892168234943622761,
+2026-05-21 15:17:20,yellow_flag_iris_observed.csv,3.026,2.744,3.233,7.019,6.751,5.29,5.49,3.317,5.34,0.02751793058367903541684522507,
+2026-05-21 15:17:20,yellow_flag_iris_observed.csv,1.137,0.531,2.414,6.848,5.396,4.42,5.71,9.194,4.79,0.05852050038846035502350721363,
+2026-05-21 15:17:20,yellow_flag_iris_observed.csv,1.789,1.167,7.616,4.46,8.46,5.73,5.56,3.204,4.72,0.02774045576936695195744869751,
+2026-05-21 15:17:20,yellow_flag_iris_observed.csv,4.939,1.855,6.514,3.692,4.893,4.92,5.71,13.944,5.64,0.04074750404920987043064800622,
+2026-05-21 15:17:21,yellow_flag_iris_observed.csv,4.66,2.962,4.028,1.468,2.061,5.49,6.23,5.515,5.65,0.05445177422171795123369442311,
+2026-05-21 15:17:21,yellow_flag_iris_observed.csv,1.685,2.543,5.78,6.146,9.652,5.23,6.59,13.594,6.34,0.06340165222147490175420050572,
+2026-05-21 15:17:21,yellow_flag_iris_observed.csv,3.122,2.686,2.622,5.304,1.273,4.94,6.5,12.351,5.52,0.007806261895322539761608945592,
+2026-05-21 15:17:22,yellow_flag_iris_observed.csv,3.362,2.94,6.945,3.652,6.619,5.94,5.75,2.061,4.21,0.05697926094555285250763379240,
+2026-05-21 15:17:22,yellow_flag_iris_observed.csv,2.238,1.138,2.516,0.433,6.897,5.16,5.78,3.045,5.28,0.02708159331257289750107257637,
+2026-05-21 15:17:22,yellow_flag_iris_observed.csv,2.308,1.298,1.658,5.152,5.161,5.58,6.04,9.067,5.59,0.06658832094265659305901784626,
+2026-05-21 15:17:22,yellow_flag_iris_observed.csv,2.507,2.811,2.277,1.869,2.199,4.49,5.0,5.738,5.0,0.1177612063540064302967723489,
+2026-05-21 15:17:23,yellow_flag_iris_observed.csv,2.801,2.616,3.803,4.976,2.387,4.02,6.34,10.029,6.02,0.04223903372801914269466818126,
+2026-05-21 15:17:23,yellow_flag_iris_observed.csv,2.736,2.357,1.877,6.724,4.89,5.44,5.34,12.439,5.14,0.05419846607943450143091103944,
+2026-05-21 15:17:23,yellow_flag_iris_observed.csv,4.392,2.783,4.284,1.616,1.054,4.53,5.78,8.825,5.01,0.03405689300305578315422008550,
+2026-05-21 15:17:24,yellow_flag_iris_observed.csv,1.606,0.691,1.645,1.165,1.33,4.89,5.75,12.333,5.13,0.008080480353467560685789402926,
+2026-05-21 15:17:24,yellow_flag_iris_observed.csv,2.655,0.551,5.26,4.055,5.996,5.34,5.9,4.763,5.69,0.01613945487348254932877913736,
+2026-05-21 15:17:24,yellow_flag_iris_observed.csv,3.632,2.385,4.857,7.588,6.935,4.62,5.16,5.312,4.69,0.08349199712927708774942280324,
+2026-05-21 15:17:24,yellow_flag_iris_observed.csv,2.158,1.418,1.654,2.606,5.242,5.59,6.44,10.2,6.07,0.09339357575480359408138595217,
+2026-05-21 15:17:25,yellow_flag_iris_observed.csv,3.659,1.122,2.8,1.619,9.971,5.42,5.82,6.376,5.59,0.02114485237198090827135366878,
+2026-05-21 15:17:25,yellow_flag_iris_observed.csv,1.86,0.943,4.721,5.842,8.733,4.15,5.67,10.627,5.33,0.06187783172296822688560924085,
+2026-05-21 15:17:25,yellow_flag_iris_observed.csv,3.197,0.602,5.901,7.626,2.337,4.0,6.51,9.986,5.83,0.03275835997018330013085818837,
+2026-05-21 15:17:26,yellow_flag_iris_observed.csv,2.013,2.943,6.677,3.553,9.434,4.79,6.76,12.1,5.7,0.04155806626717492873922516901,
+2026-05-21 15:17:26,yellow_flag_iris_observed.csv,3.169,2.548,7.487,6.715,6.906,5.25,6.37,5.809,5.74,0.04725036252002481790764053759,
+2026-05-21 15:17:26,yellow_flag_iris_observed.csv,3.301,2.891,3.256,7.64,7.806,4.16,5.18,9.473,4.62,0.1306925455880276796170693566,
+2026-05-21 15:17:26,yellow_flag_iris_observed.csv,3.472,1.662,1.629,6.427,5.469,5.72,6.67,7.748,6.01,0.1246622444194927950255043718,
+2026-05-21 15:17:27,yellow_flag_iris_observed.csv,2.946,1.982,4.754,3.81,8.007,4.12,6.99,7.846,6.17,0.1035199353988627929905283180,
+2026-05-21 15:17:27,yellow_flag_iris_observed.csv,2.22,2.308,6.78,3.862,7.836,4.63,5.03,9.372,5.0,0.1004309671418105065046705559,
+2026-05-21 15:17:27,yellow_flag_iris_observed.csv,4.967,0.503,4.353,4.479,8.338,5.29,5.56,4.122,5.45,0.02903568038608048498673782506,
+2026-05-21 15:17:28,yellow_flag_iris_observed.csv,3.412,2.0,7.927,0.236,1.006,4.03,6.2,13.206,4.65,0.04294861006812670514064516181,
+2026-05-21 15:17:28,yellow_flag_iris_observed.csv,1.548,0.6,3.252,4.6,8.433,4.53,6.63,11.068,5.83,0.07074147524936847490759162250,
+2026-05-21 15:17:28,yellow_flag_iris_observed.csv,3.51,2.632,2.709,7.393,2.149,5.94,5.15,9.797,6.5,0.01165500114631684722221941721,
+2026-05-21 15:17:28,yellow_flag_iris_observed.csv,4.293,1.42,1.221,1.835,8.234,5.42,5.1,4.201,6.33,0.02477974902388738156491095150,
+2026-05-21 15:17:29,yellow_flag_iris_observed.csv,3.352,1.781,7.409,3.494,8.607,5.61,6.18,4.433,5.7,0.05633163148910968619653279338,
+2026-05-21 15:17:29,yellow_flag_iris_observed.csv,3.993,0.947,7.842,1.565,5.677,5.79,5.88,11.747,5.85,0.05348416200253754909467333119,
+2026-05-21 15:17:29,yellow_flag_iris_observed.csv,4.895,2.018,1.338,5.128,7.03,5.67,6.34,4.815,5.95,0.08129022390535265162681733755,
+2026-05-21 15:17:30,yellow_flag_iris_observed.csv,3.093,1.81,6.07,6.125,2.726,5.96,5.13,7.424,4.69,0.009812254168447190098883725442,
+2026-05-21 15:17:30,yellow_flag_iris_observed.csv,3.317,1.311,5.544,1.932,2.053,5.93,6.8,6.142,6.19,0.1507551890622850606361895793,
+2026-05-21 15:17:30,yellow_flag_iris_observed.csv,3.875,1.692,7.198,7.538,7.735,5.98,6.45,14.107,6.22,0.1249281983777530935423262121,
+2026-05-21 15:17:30,yellow_flag_iris_observed.csv,2.417,1.869,5.529,6.411,8.252,5.17,5.39,7.445,5.36,0.04588539787418408570627631305,
+2026-05-21 15:17:31,yellow_flag_iris_observed.csv,1.615,1.344,2.106,1.839,4.729,5.09,6.87,3.081,6.26,0.09826850869876786971935703960,
+2026-05-21 15:17:31,yellow_flag_iris_observed.csv,4.124,0.636,1.201,6.181,8.701,5.52,6.35,5.052,6.35,0.1120367688723772919747276928,
+2026-05-21 15:17:31,yellow_flag_iris_observed.csv,4.694,1.747,5.022,0.14,8.029,4.71,5.31,13.431,5.15,0.07321965208175102145238965811,
+2026-05-21 15:17:31,yellow_flag_iris_observed.csv,3.197,2.172,5.152,3.18,3.991,4.55,5.65,9.792,4.92,0.05954677126813359723474202454,
+2026-05-21 15:17:32,yellow_flag_iris_observed.csv,2.452,2.799,2.461,3.54,6.497,4.49,5.62,10.116,4.72,0.06155274003294805685109563457,
+2026-05-21 15:17:32,yellow_flag_iris_observed.csv,2.044,2.905,7.869,3.849,2.77,5.57,6.19,1.839,5.62,0.06149639699173614507149551434,
+2026-05-21 15:17:32,yellow_flag_iris_observed.csv,3.089,2.842,7.27,5.242,5.61,5.59,6.33,9.281,6.09,0.07641181325425342145888546561,
+2026-05-21 15:17:33,yellow_flag_iris_observed.csv,1.651,2.646,6.26,7.012,6.467,5.66,6.04,14.498,5.7,0.07570408907463029527977327420,
+2026-05-21 15:17:33,yellow_flag_iris_observed.csv,2.616,2.622,5.104,0.656,9.635,5.63,6.07,6.976,5.74,0.06263850245531089187405832256,
+2026-05-21 15:17:33,yellow_flag_iris_observed.csv,1.288,2.743,3.546,1.255,3.681,5.21,6.42,13.302,5.22,0.04605947889348035710321636331,
+2026-05-21 15:17:33,yellow_flag_iris_observed.csv,3.484,1.59,3.305,4.018,6.877,4.54,6.94,1.411,4.77,0.08623595591976389781666141229,
+2026-05-21 15:17:34,yellow_flag_iris_observed.csv,2.638,2.074,6.044,2.37,5.784,4.14,5.57,11.026,4.35,0.08387840556521685367074699595,
+2026-05-21 15:17:34,yellow_flag_iris_observed.csv,4.051,0.793,7.984,1.703,5.002,4.54,6.8,14.55,5.34,0.06375315362663347413679200473,
+2026-05-21 15:17:34,yellow_flag_iris_observed.csv,3.957,2.436,4.505,1.94,3.796,5.14,5.36,13.586,5.16,0.05738321121287566186439350692,
+2026-05-21 15:17:35,yellow_flag_iris_observed.csv,3.173,2.794,7.957,1.881,6.898,4.48,5.65,1.05,5.44,0.1461196442070893603786464406,
+2026-05-21 15:17:35,yellow_flag_iris_observed.csv,4.749,1.331,3.671,7.257,9.76,4.02,5.84,6.741,5.04,0.04482886386449631389398254188,
+2026-05-21 15:17:35,yellow_flag_iris_observed.csv,3.804,2.034,3.399,4.004,7.464,5.38,5.45,10.635,5.4,0.05125557592672882859854550051,
+2026-05-21 15:17:35,yellow_flag_iris_observed.csv,2.782,1.763,5.343,3.411,1.23,4.02,5.45,7.928,4.79,0.1196766475687032298295750736,
+2026-05-21 15:17:36,yellow_flag_iris_observed.csv,3.377,1.706,3.663,7.611,3.757,5.66,5.3,10.618,4.45,0.05055523587729032060779713088,
+2026-05-21 15:17:36,yellow_flag_iris_observed.csv,3.197,2.078,5.247,3.739,9.476,5.06,5.2,3.775,5.14,0.03800998195080071868527683029,
+2026-05-21 15:17:36,yellow_flag_iris_observed.csv,2.237,1.46,1.48,4.351,7.391,4.7,6.04,4.035,5.66,0.02630310463477032377927623815,
+2026-05-21 15:17:36,yellow_flag_iris_observed.csv,2.091,1.772,1.489,4.927,3.047,5.99,6.1,12.413,6.1,0.1216812929988135670137698714,
+2026-05-21 15:17:37,yellow_flag_iris_observed.csv,2.258,2.4,1.945,2.275,7.324,5.74,6.53,6.602,6.36,0.1200704519959020479316297986,
+2026-05-21 15:17:37,yellow_flag_iris_observed.csv,1.014,2.709,6.812,4.549,3.628,4.86,5.96,3.014,5.03,0.02831310940145369385509434205,
+2026-05-21 15:17:37,yellow_flag_iris_observed.csv,3.522,0.837,3.835,2.427,9.724,5.4,6.8,8.764,5.52,0.08872070310415333400893853084,
+2026-05-21 15:17:38,yellow_flag_iris_observed.csv,4.954,1.971,4.566,7.353,5.494,4.83,5.09,1.808,4.99,0.08571949802382464590836747625,
+2026-05-21 15:17:38,yellow_flag_iris_observed.csv,1.263,2.79,6.661,5.905,9.989,4.97,5.38,2.085,5.3,0.06173672899077103668798511962,
+2026-05-21 15:17:38,yellow_flag_iris_observed.csv,2.057,1.947,5.641,5.411,8.541,5.35,6.38,14.088,6.11,0.06488626876984532281758724879,
+2026-05-21 15:17:38,yellow_flag_iris_observed.csv,2.288,1.408,1.441,0.315,1.332,5.25,5.05,3.703,4.89,0.02790497646618072084208262479,
+2026-05-21 15:17:39,yellow_flag_iris_observed.csv,1.447,1.459,2.096,0.316,6.27,4.51,6.55,12.183,4.71,0.05802854780360888628629622704,
+2026-05-21 15:17:39,yellow_flag_iris_observed.csv,4.723,1.098,6.168,2.624,6.996,5.55,6.28,6.73,5.87,0.07188526785186387758613342288,
+2026-05-21 15:17:39,yellow_flag_iris_observed.csv,3.802,2.998,6.043,5.155,8.119,4.61,5.93,4.531,5.76,0.02856279860612798066899284698,
+2026-05-21 15:17:40,yellow_flag_iris_observed.csv,4.48,1.956,4.341,6.93,4.156,4.77,6.65,10.685,5.31,0.004281045167218002690169049283,
+2026-05-21 15:17:40,yellow_flag_iris_observed.csv,1.578,2.092,6.687,7.716,2.749,4.25,6.84,5.62,5.11,0.03213031813351684097751035016,
+2026-05-21 15:17:40,yellow_flag_iris_observed.csv,1.613,2.071,7.68,3.613,1.334,4.15,6.83,6.913,6.28,0.04517735976996847822054874960,
+2026-05-21 15:17:40,yellow_flag_iris_observed.csv,1.912,0.945,6.77,6.28,7.376,5.02,5.68,12.441,5.63,0.04500567706839612170614274607,
+2026-05-21 15:17:41,yellow_flag_iris_observed.csv,2.869,2.951,2.384,3.578,3.058,5.48,6.51,12.745,5.72,0.07363506227114164628143621462,
+2026-05-21 15:17:41,yellow_flag_iris_observed.csv,3.06,1.371,6.675,5.153,6.876,5.96,6.17,12.743,6.15,0.1203348347364508888752494713,
+2026-05-21 15:17:41,yellow_flag_iris_observed.csv,1.176,2.795,4.091,2.358,9.581,5.31,6.33,13.78,6.3,0.05608580959930973027464635870,
+2026-05-21 15:17:42,yellow_flag_iris_observed.csv,1.984,2.505,4.803,2.429,6.005,4.77,5.27,9.502,5.11,0.07368970807437193028978060825,
+2026-05-21 15:17:42,yellow_flag_iris_observed.csv,2.712,1.088,3.874,7.257,3.606,4.92,6.07,8.532,5.96,0.01020410106838968111585686835,
+2026-05-21 15:17:42,yellow_flag_iris_observed.csv,1.443,1.151,5.959,2.72,4.757,4.29,5.92,7.52,5.56,0.03129121375410694251117307177,
+2026-05-21 15:17:42,yellow_flag_iris_observed.csv,2.945,1.542,2.52,7.56,3.439,5.67,5.33,7.997,4.87,0.02399222585299616235053305151,
+2026-05-21 15:17:43,yellow_flag_iris_observed.csv,3.358,2.68,6.845,1.594,3.474,5.11,5.46,14.705,5.32,0.05974839724977765390807009399,
+2026-05-21 15:17:43,yellow_flag_iris_observed.csv,1.255,0.795,3.286,7.538,4.43,5.32,5.23,2.119,3.88,0.09475260974686941874237654040,
+2026-05-21 15:17:43,yellow_flag_iris_observed.csv,1.752,1.775,5.83,5.657,3.102,4.54,5.25,1.335,4.74,0.1555132019814850673072192002,
+2026-05-21 15:17:43,yellow_flag_iris_observed.csv,4.323,2.032,3.237,1.326,6.071,4.01,6.14,11.707,5.84,0.03834355438822277960900567180,
+2026-05-21 15:17:44,yellow_flag_iris_observed.csv,2.34,1.986,4.719,3.286,4.078,4.13,5.39,11.04,4.73,0.08946558981493658254110235752,
+2026-05-21 15:17:44,yellow_flag_iris_observed.csv,3.43,0.606,6.584,7.635,5.678,5.2,5.92,4.927,5.23,0.01476234743133143466634480672,
+2026-05-21 15:17:44,yellow_flag_iris_observed.csv,4.453,1.912,7.349,6.836,8.457,4.7,6.57,2.36,6.19,0.05704933659250917048166942003,
+2026-05-21 15:17:45,yellow_flag_iris_observed.csv,4.697,1.277,5.271,3.718,5.993,5.81,5.54,12.838,5.16,0.03830130150393569800441826758,
+2026-05-21 15:17:45,yellow_flag_iris_observed.csv,4.931,2.798,1.062,4.246,4.979,4.23,6.72,11.803,5.78,0.04888895072993973664979112583,
+2026-05-21 15:17:45,yellow_flag_iris_observed.csv,4.521,0.717,2.852,0.079,3.401,4.15,5.89,8.299,5.05,0.02989756469059973230761959871,
+2026-05-21 15:17:46,yellow_flag_iris_observed.csv,2.797,1.193,2.841,5.614,6.648,5.97,6.39,8.983,6.3,0.1268435256809996190891581690,
+2026-05-21 15:17:46,yellow_flag_iris_observed.csv,2.81,2.5,2.443,3.687,1.044,4.91,6.08,11.111,5.49,0.004396750137561796371736705332,
+2026-05-21 15:17:46,yellow_flag_iris_observed.csv,2.318,0.619,2.726,0.822,6.343,5.61,5.18,14.235,6.44,0.02021693919378078739141724184,
+2026-05-21 15:17:46,yellow_flag_iris_observed.csv,1.485,2.824,5.827,5.873,5.97,5.8,6.9,12.617,6.18,0.1559441819759009266147819143,
+2026-05-21 15:17:47,yellow_flag_iris_observed.csv,2.423,0.929,5.19,4.666,8.594,4.51,5.65,10.958,5.03,0.05794147169382565390211180699,
+2026-05-21 15:17:47,yellow_flag_iris_observed.csv,1.519,1.706,6.712,1.215,9.63,5.44,5.67,7.494,5.54,0.02663841497904888638227238952,
+2026-05-21 15:17:47,yellow_flag_iris_observed.csv,2.354,1.337,5.896,2.64,6.583,4.92,6.2,7.464,5.66,0.01142206623943769358579614418,
+2026-05-21 15:17:47,yellow_flag_iris_observed.csv,1.257,0.619,5.358,1.702,1.916,5.67,5.87,3.91,5.77,0.02170623451586454527817210161,
+2026-05-21 15:17:48,yellow_flag_iris_observed.csv,2.777,0.515,4.599,4.394,6.193,5.05,6.99,8.368,6.24,0.1079996020901546212772007971,
+2026-05-21 15:17:48,yellow_flag_iris_observed.csv,1.831,2.132,2.583,2.254,4.976,4.51,5.65,10.559,5.05,0.05607708925781974378662191307,
+2026-05-21 15:17:48,yellow_flag_iris_observed.csv,2.907,0.999,1.412,4.779,1.579,5.82,5.98,13.943,5.87,0.08622171138431338877661138706,
+2026-05-21 15:17:49,yellow_flag_iris_observed.csv,4.937,1.546,6.889,7.558,9.256,5.67,6.11,12.119,5.77,0.07852435712494272844888785673,
+2026-05-21 15:17:49,yellow_flag_iris_observed.csv,1.452,1.632,3.461,3.759,2.782,5.27,5.7,4.53,5.66,0.009758989663073045615213179108,
+2026-05-21 15:17:49,yellow_flag_iris_observed.csv,4.673,0.909,3.733,5.623,9.413,4.26,6.78,10.622,6.07,0.09653536303044122689090140100,
+2026-05-21 15:17:49,yellow_flag_iris_observed.csv,3.518,1.336,3.309,3.66,8.151,5.68,5.32,2.695,4.57,0.02835702275195800227860373267,
+2026-05-21 15:17:50,yellow_flag_iris_observed.csv,1.861,2.828,5.629,3.795,7.217,4.23,5.93,3.629,5.73,0.03771216146919467122567363581,
+2026-05-21 15:17:50,yellow_flag_iris_observed.csv,2.101,1.99,1.769,5.367,3.376,5.74,5.12,12.768,6.08,0.01477339542415537334629479812,
+2026-05-21 15:17:50,yellow_flag_iris_observed.csv,3.812,2.345,1.735,5.536,9.643,5.67,6.84,14.965,6.28,0.1329840388821321186819441773,
+2026-05-21 15:17:51,yellow_flag_iris_observed.csv,3.025,0.806,3.256,7.454,3.872,4.37,6.32,5.221,5.73,0.02686241815313278383506668086,
+2026-05-21 15:17:51,yellow_flag_iris_observed.csv,3.779,0.998,7.961,2.078,7.023,5.89,5.05,5.447,6.5,0.02694542002373599287405372428,
+2026-05-21 15:17:51,yellow_flag_iris_observed.csv,1.401,0.576,1.03,1.744,7.674,4.24,6.07,12.246,5.26,0.02864593819991714540308694654,
+2026-05-21 15:17:51,yellow_flag_iris_observed.csv,1.269,1.882,3.376,0.577,2.682,5.07,5.91,4.586,5.4,0.007278965379345538060846496795,
+2026-05-21 15:17:52,yellow_flag_iris_observed.csv,1.536,2.326,4.409,0.712,9.98,5.32,6.96,9.353,5.35,0.1051042259353428519247219637,
+2026-05-21 15:17:52,yellow_flag_iris_observed.csv,3.988,1.189,3.074,4.823,8.038,5.05,6.6,6.68,5.42,0.04743027562338928958812788434,
+2026-05-21 15:17:52,yellow_flag_iris_observed.csv,4.541,1.212,2.908,7.659,7.236,4.55,5.04,11.862,4.7,0.08966593035066126394627181974,
+2026-05-21 15:17:53,yellow_flag_iris_observed.csv,2.167,2.8,1.047,7.455,2.41,4.11,5.81,11.61,4.18,0.1237734577517658779602691177,
+2026-05-21 15:17:53,yellow_flag_iris_observed.csv,4.672,2.07,5.755,6.449,8.918,4.17,5.51,4.268,4.54,0.08839692363605137510082379968,
+2026-05-21 15:17:53,yellow_flag_iris_observed.csv,3.056,1.135,3.035,3.206,2.467,4.27,6.12,7.679,6.12,0.02660589521978132659254404921,
+2026-05-21 15:17:53,yellow_flag_iris_observed.csv,1.124,1.395,3.246,1.961,7.5,5.81,6.12,13.331,5.88,0.09223391155893384403561061866,
+2026-05-21 15:17:54,yellow_flag_iris_observed.csv,1.221,0.569,4.728,2.414,1.028,5.1,6.28,2.039,6.28,0.06192207531409849202879118229,
+2026-05-21 15:17:54,yellow_flag_iris_observed.csv,4.013,2.872,5.716,0.062,4.02,5.25,6.28,13.821,5.79,0.04799885894505488541633351310,
+2026-05-21 15:17:54,yellow_flag_iris_observed.csv,3.695,0.954,7.374,7.6,1.541,5.77,5.61,14.091,4.52,0.06533004090693843056933424904,
+2026-05-21 15:17:55,yellow_flag_iris_observed.csv,4.242,2.565,3.699,2.571,3.092,5.42,6.84,2.667,5.72,0.1095130563373346024741442414,
+2026-05-21 15:17:55,yellow_flag_iris_observed.csv,4.357,2.133,4.598,1.383,4.527,5.23,5.73,5.138,5.62,0.01200470957524608690973457589,
+2026-05-21 15:17:55,yellow_flag_iris_observed.csv,1.967,0.609,4.761,4.375,8.89,5.99,6.55,12.201,6.4,0.1280348171417681024597708373,
+2026-05-21 15:17:55,yellow_flag_iris_observed.csv,4.736,2.844,3.439,0.907,4.597,4.92,5.19,2.98,5.08,0.04119955435306334448246430201,
+2026-05-21 15:17:56,yellow_flag_iris_observed.csv,1.358,0.765,6.983,6.825,6.939,5.98,6.71,2.085,6.24,0.1099094465389610321305266283,
+2026-05-21 15:17:56,yellow_flag_iris_observed.csv,3.421,2.374,4.924,6.924,2.5,5.63,6.42,13.515,5.75,0.08267862830180454214009358344,
+2026-05-21 15:17:56,yellow_flag_iris_observed.csv,1.35,1.242,4.413,5.921,2.623,5.71,5.81,7.516,5.79,0.03621810233706569289550043699,
+2026-05-21 15:17:57,yellow_flag_iris_observed.csv,2.454,2.119,7.018,7.224,3.387,4.26,5.92,11.129,5.32,0.03830430955375726177290607951,
+2026-05-21 15:17:57,yellow_flag_iris_observed.csv,3.379,2.497,2.794,2.2,8.494,5.2,5.4,7.885,5.21,0.04243386555483494656146486592,
+2026-05-21 15:17:57,yellow_flag_iris_observed.csv,2.735,1.291,7.239,5.239,6.081,4.69,5.88,12.634,5.1,0.03274609495123829262919167979,
+2026-05-21 15:17:57,yellow_flag_iris_observed.csv,2.266,1.473,2.181,0.229,8.672,4.34,6.32,7.18,5.32,0.03112169379000551234136861639,
+2026-05-21 15:17:58,yellow_flag_iris_observed.csv,4.065,2.586,5.617,0.17,8.559,4.31,6.42,4.438,5.88,0.02923905140768219275085578471,
+2026-05-21 15:17:58,yellow_flag_iris_observed.csv,2.461,2.177,3.309,2.288,3.056,4.57,5.9,11.417,4.84,0.02932987595149215132893643792,
+2026-05-21 15:17:58,yellow_flag_iris_observed.csv,1.232,1.267,6.306,5.124,4.997,4.54,6.12,9.006,4.61,0.03087603622944809632576039549,
+2026-05-21 15:17:59,yellow_flag_iris_observed.csv,1.582,2.145,1.61,4.807,2.707,4.09,6.45,3.425,6.41,0.06261084935781640053564079734,
+2026-05-21 15:17:59,yellow_flag_iris_observed.csv,2.027,1.615,2.842,6.116,6.563,4.76,6.11,14.941,4.94,0.00633999313249106199996416946,
+2026-05-21 15:17:59,yellow_flag_iris_observed.csv,3.06,1.205,6.553,5.101,8.473,5.06,6.41,12.343,5.99,0.04987123492560518233061475759,
+2026-05-21 15:17:59,yellow_flag_iris_observed.csv,1.97,2.376,3.951,5.935,8.221,5.95,6.65,14.823,6.49,0.1302865647740879626870608135,
+2026-05-21 15:18:00,yellow_flag_iris_observed.csv,4.43,1.678,3.626,7.159,9.387,4.25,5.54,4.889,5.49,0.04552343972326625267741293145,
+2026-05-21 15:18:00,yellow_flag_iris_observed.csv,1.232,1.544,6.804,5.932,6.445,5.1,5.89,1.488,5.79,0.08259668594273403317502392697,
+2026-05-21 15:18:00,yellow_flag_iris_observed.csv,3.525,1.299,6.259,5.107,6.477,4.59,5.19,1.823,4.62,0.09719965898108240060014150121,
+2026-05-21 15:18:01,yellow_flag_iris_observed.csv,2.342,1.184,6.767,7.147,4.795,4.63,6.23,12.121,4.82,0.02796556599103645373526809758,
+2026-05-21 15:18:01,yellow_flag_iris_observed.csv,2.035,0.594,5.568,1.877,8.634,5.82,5.49,2.486,3.64,0.02857629964503969290474909778,
+2026-05-21 15:18:01,yellow_flag_iris_observed.csv,1.451,1.455,5.966,5.315,7.838,4.07,6.21,9.641,5.07,0.03593832048141162885373362685,
+2026-05-21 15:18:01,yellow_flag_iris_observed.csv,4.295,2.3,7.868,0.635,2.049,4.68,5.69,12.657,5.07,0.05863096345948287670378514261,
+2026-05-21 15:18:02,yellow_flag_iris_observed.csv,1.435,1.296,7.164,6.542,9.516,4.11,6.22,13.67,5.78,0.03013142689755631896999471372,
+2026-05-21 15:18:02,yellow_flag_iris_observed.csv,3.548,0.553,6.811,7.457,2.688,5.7,5.52,5.683,5.74,0.01868609592887579545748938037,
+2026-05-21 15:18:02,yellow_flag_iris_observed.csv,4.244,1.595,4.041,4.233,2.139,5.56,6.45,3.971,5.58,0.06290214366703990831323439736,
+2026-05-21 15:18:03,yellow_flag_iris_observed.csv,1.295,1.941,6.722,3.957,5.798,4.7,6.61,14.517,5.62,0.03368404640500208621051533092,
+2026-05-21 15:18:03,yellow_flag_iris_observed.csv,4.807,1.866,3.544,7.853,8.826,4.38,6.7,8.741,5.75,0.03887323925921843962897871755,
+2026-05-21 15:18:03,yellow_flag_iris_observed.csv,3.195,2.053,3.161,7.964,9.455,4.53,6.41,12.992,6.11,0.03150940259239039453567328682,
+2026-05-21 15:18:03,yellow_flag_iris_observed.csv,1.38,0.948,2.428,0.568,4.381,5.73,6.48,13.15,5.84,0.1247935822046144632487366350,
+2026-05-21 15:18:04,yellow_flag_iris_observed.csv,3.467,1.272,3.989,4.117,1.5,5.39,5.56,13.459,5.53,0.05861791569099691895657217195,
+2026-05-21 15:18:04,yellow_flag_iris_observed.csv,2.825,2.578,2.576,5.709,3.037,4.63,5.07,2.838,4.96,0.1075078670800664139545603501,
+2026-05-21 15:18:04,yellow_flag_iris_observed.csv,2.41,1.046,6.932,7.954,6.94,5.33,5.28,3.459,5.26,0.03138987920846601924517806427,
+2026-05-21 15:18:05,yellow_flag_iris_observed.csv,2.15,2.627,6.527,5.512,5.778,4.65,6.63,4.716,4.77,0.02517847631217598876025997590,
+2026-05-21 15:18:05,yellow_flag_iris_observed.csv,3.257,1.488,7.976,5.451,8.712,5.8,5.1,1.318,4.57,0.1251839469855470191440616345,
+2026-05-21 15:18:05,yellow_flag_iris_observed.csv,2.973,2.602,4.899,6.658,1.486,4.34,6.03,13.734,5.23,0.03741093452492650556706255856,
+2026-05-21 15:18:05,yellow_flag_iris_observed.csv,1.026,1.534,3.944,7.474,5.087,4.06,5.6,13.308,5.0,0.07549933874459692715544967511,
+2026-05-21 15:18:06,yellow_flag_iris_observed.csv,1.928,2.736,1.348,6.374,2.338,5.53,6.83,4.114,5.81,0.09503611068732262211064649967,
+2026-05-21 15:18:06,yellow_flag_iris_observed.csv,2.424,2.746,1.688,5.292,7.873,5.17,6.16,3.468,6.16,0.03646730819654329855228331460,
+2026-05-21 15:18:06,yellow_flag_iris_observed.csv,3.753,2.205,3.597,5.997,5.14,5.42,6.66,6.131,5.56,0.06795868304774301625785176494,
+2026-05-21 15:18:06,yellow_flag_iris_observed.csv,1.135,2.033,1.173,6.093,5.669,4.48,6.28,6.431,4.7,0.03157547370779747384271705957,
+2026-05-21 15:18:07,yellow_flag_iris_observed.csv,3.565,2.697,6.053,2.902,6.248,5.28,6.94,5.622,5.38,0.08668024169491566938580378198,
+2026-05-21 15:18:07,yellow_flag_iris_observed.csv,1.671,1.541,3.26,7.653,1.865,4.26,5.92,2.773,5.09,0.07056128307704260697726808493,
+2026-05-21 15:18:07,yellow_flag_iris_observed.csv,3.787,1.53,7.449,7.381,9.65,4.38,5.14,1.7,5.04,0.1267603945724371947446099512,
+2026-05-21 15:18:08,yellow_flag_iris_observed.csv,2.176,2.647,6.188,0.397,3.508,5.75,6.82,11.44,6.25,0.1103956435655896539129004858,
+2026-05-21 15:18:08,yellow_flag_iris_observed.csv,2.638,1.137,4.557,3.723,4.347,5.21,6.29,6.458,6.11,0.05092958295870439396889546355,
+2026-05-21 15:18:08,yellow_flag_iris_observed.csv,1.205,1.756,7.979,4.91,9.724,4.4,6.29,2.528,5.95,0.02859738142337464393091780786,
+2026-05-21 15:18:08,yellow_flag_iris_observed.csv,4.765,1.673,6.608,1.805,9.905,4.06,5.21,7.79,4.21,0.1372413455645708259027951563,
+2026-05-21 15:18:09,yellow_flag_iris_observed.csv,4.444,0.769,1.101,1.404,9.758,4.82,5.82,8.577,5.0,0.005840173053835949594019477397,
+2026-05-21 15:18:09,yellow_flag_iris_observed.csv,4.022,0.701,1.919,6.033,5.125,4.58,5.61,5.13,4.91,0.03503292909121303665009594110,
+2026-05-21 15:18:09,yellow_flag_iris_observed.csv,2.258,2.398,2.286,1.716,2.985,5.57,6.84,13.261,6.46,0.1265844127679552951271343758,
+2026-05-21 15:18:10,yellow_flag_iris_observed.csv,2.665,2.036,4.26,6.807,8.942,4.68,6.97,14.756,4.9,0.02358285212464648195677814012,
+2026-05-21 15:18:10,yellow_flag_iris_observed.csv,1.108,0.847,5.789,3.64,2.027,5.45,6.6,14.006,5.56,0.08043615573722130645694968172,
+2026-05-21 15:18:10,yellow_flag_iris_observed.csv,2.401,0.752,2.71,5.006,5.843,4.55,5.15,4.202,4.75,0.07420767506576338931639341070,
+2026-05-21 15:18:10,yellow_flag_iris_observed.csv,3.087,2.691,1.626,7.726,8.428,4.28,5.81,5.253,5.81,0.03510800894804298501031892391,
diff --git a/modelling/data/abingdon-all/seasonal/yellow_flag_iris_simulated.csv b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_simulated.csv
new file mode 100644
index 0000000..386a95f
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0,0.1,0,0.01,0E+6
+RungeKutta4,1,0.1,2.52198E-15,0.1,0,0.01,2.95315E-15
+RungeKutta4,2,0.2,7.51586E-15,0.1,0,0.01,8.80079E-15
+RungeKutta4,3,0.3,1.86255E-14,0.1,0,0.01,2.18098E-14
+RungeKutta4,4,0.4,4.41120E-14,0.1,0,0.01,5.16535E-14
+RungeKutta4,5,0.5,1.02837E-13,0.1,0,0.01,1.20418E-13
+RungeKutta4,6,0.6,2.37803E-13,0.1,0,0.01,2.78458E-13
+RungeKutta4,7,0.7,5.46720E-13,0.1,0,0.01,6.40189E-13
+RungeKutta4,8,0.8,1.25080E-12,0.1,0,0.01,1.46464E-12
+RungeKutta4,9,0.9,2.84901E-12,0.1,0,0.01,3.33609E-12
+RungeKutta4,10,1.0,6.46308E-12,0.1,0,0.01,7.56803E-12
+RungeKutta4,11,1.1,1.46064E-11,0.1,0,0.01,1.71036E-11
+RungeKutta4,12,1.2,3.28941E-11,0.1,0,0.01,3.85178E-11
+RungeKutta4,13,1.3,7.38341E-11,0.1,0,0.01,8.64570E-11
+RungeKutta4,14,1.4,1.65213E-10,0.1,0,0.01,1.93458E-10
+RungeKutta4,15,1.5,3.68600E-10,0.1,0,0.01,4.31617E-10
+RungeKutta4,16,1.6,8.20085E-10,0.1,0,0.01,9.60289E-10
+RungeKutta4,17,1.7,1.81975E-9,0.1,0,0.01,2.13086E-9
+RungeKutta4,18,1.8,4.02787E-9,0.1,0,0.01,4.71649E-9
+RungeKutta4,19,1.9,8.89390E-9,0.1,0,0.01,1.04144E-8
+RungeKutta4,20,2.0,1.95936E-8,0.1,0,0.01,2.29434E-8
+RungeKutta4,21,2.1,4.30706E-8,0.1,0,0.01,5.04341E-8
+RungeKutta4,22,2.2,9.44766E-8,0.1,0,0.01,1.10629E-7
+RungeKutta4,23,2.3,2.06817E-7,0.1,0,0.01,2.42175E-7
+RungeKutta4,24,2.4,4.51845E-7,0.1,0,0.01,5.29094E-7
+RungeKutta4,25,2.5,9.85298E-7,0.1,0,0.01,0.00000115375
+RungeKutta4,26,2.6,0.00000214459,0.1,0,0.01,0.00000251124
+RungeKutta4,27,2.7,0.00000465954,0.1,0,0.01,0.00000545615
+RungeKutta4,28,2.8,0.0000101061,0.1,0,0.01,0.0000118339
+RungeKutta4,29,2.9,0.0000218812,0.1,0,0.01,0.0000256221
+RungeKutta4,30,3.0,0.0000472974,0.1,0,0.01,0.0000553835
+RungeKutta4,31,3.1,0.000102064,0.1,0,0.01,0.000119513
+RungeKutta4,32,3.2,0.000219867,0.1,0,0.01,0.000257456
+RungeKutta4,33,3.3,0.000472769,0.1,0,0.01,0.000553595
+RungeKutta4,34,3.4,0.00101440,0.1,0,0.01,0.00118782
+RungeKutta4,35,3.5,0.00217055,0.1,0,0.01,0.00254163
+RungeKutta4,36,3.6,0.00462518,0.1,0,0.01,0.00541591
+RungeKutta4,37,3.7,0.00978730,0.1,0,0.01,0.0114606
+RungeKutta4,38,3.8,0.0204513,0.1,0,0.01,0.0239477
+RungeKutta4,39,3.9,0.0417550,0.1,0,0.01,0.0488936
+RungeKutta4,40,4.0,0.0818395,0.1,0,0.01,0.0958310
+RungeKutta4,41,4.1,0.150340,0.1,0,0.01,0.176043
+RungeKutta4,42,4.2,0.252925,0.1,0,0.01,0.296166
+RungeKutta4,43,4.3,0.385132,0.1,0,0.01,0.450975
+RungeKutta4,44,4.4,0.532306,0.1,0,0.01,0.623311
+RungeKutta4,45,4.5,0.674620,0.1,0,0.01,0.789955
+RungeKutta4,46,4.6,0.790071,0.1,0,0.01,0.925144
+RungeKutta4,47,4.7,0.853998,0.1,0,0.01,1
+RungeKutta4,48,4.8,0.842147,0.1,0,0.01,0.986123
+RungeKutta4,49,4.9,0.745863,0.1,0,0.01,0.873378
+RungeKutta4,50,5.0,0.589304,0.1,0,0.01,0.690053
+RungeKutta4,51,5.1,0.419132,0.1,0,0.01,0.490788
+RungeKutta4,52,5.2,0.273070,0.1,0,0.01,0.319755
+RungeKutta4,53,5.3,0.165498,0.1,0,0.01,0.193792
+RungeKutta4,54,5.4,0.0942402,0.1,0,0.01,0.110352
+RungeKutta4,55,5.5,0.0507577,0.1,0,0.01,0.0594354
+RungeKutta4,56,5.6,0.0260234,0.1,0,0.01,0.0304724
+RungeKutta4,57,5.7,0.0127968,0.1,0,0.01,0.0149846
+RungeKutta4,58,5.8,0.00608698,0.1,0,0.01,0.00712763
+RungeKutta4,59,5.9,0.00282428,0.1,0,0.01,0.00330713
+RungeKutta4,60,6.0,0.00128767,0.1,0,0.01,0.00150781
+RungeKutta4,61,6.1,0.000580268,0.1,0,0.01,0.000679472
+RungeKutta4,62,6.2,0.000259573,0.1,0,0.01,0.000303950
+RungeKutta4,63,6.3,0.000115620,0.1,0,0.01,0.000135387
+RungeKutta4,64,6.4,0.0000513862,0.1,0,0.01,0.0000601713
+RungeKutta4,65,6.5,0.0000228189,0.1,0,0.01,0.0000267201
+RungeKutta4,66,6.6,0.0000101334,0.1,0,0.01,0.0000118658
+RungeKutta4,67,6.7,0.00000450247,0.1,0,0.01,0.00000527223
+RungeKutta4,68,6.8,0.00000200219,0.1,0,0.01,0.00000234449
+RungeKutta4,69,6.9,8.9119E-7,0.1,0,0.01,0.00000104355
+RungeKutta4,70,7.0,3.9706E-7,0.1,0,0.01,4.64943E-7
+RungeKutta4,71,7.1,1.77068E-7,0.1,0,0.01,2.07340E-7
+RungeKutta4,72,7.2,7.90272E-8,0.1,0,0.01,9.25379E-8
+RungeKutta4,73,7.3,3.52945E-8,0.1,0,0.01,4.13286E-8
+RungeKutta4,74,7.4,1.57713E-8,0.1,0,0.01,1.84676E-8
+RungeKutta4,75,7.5,7.04998E-9,0.1,0,0.01,8.25527E-9
+RungeKutta4,76,7.6,3.15203E-9,0.1,0,0.01,3.69091E-9
+RungeKutta4,77,7.7,1.40928E-9,0.1,0,0.01,1.65021E-9
+RungeKutta4,78,7.8,6.29982E-10,0.1,0,0.01,7.37686E-10
+RungeKutta4,79,7.9,2.81515E-10,0.1,0,0.01,3.29644E-10
+RungeKutta4,80,8.0,1.25732E-10,0.1,0,0.01,1.47228E-10
+RungeKutta4,81,8.1,5.61145E-11,0.1,0,0.01,6.57080E-11
+RungeKutta4,82,8.2,2.50217E-11,0.1,0,0.01,2.92995E-11
+RungeKutta4,83,8.3,1.11452E-11,0.1,0,0.01,1.30506E-11
+RungeKutta4,84,8.4,4.95805E-12,0.1,0,0.01,5.80569E-12
+RungeKutta4,85,8.5,2.20247E-12,0.1,0,0.01,2.57901E-12
+RungeKutta4,86,8.6,9.7680E-13,0.1,0,0.01,1.14380E-12
+RungeKutta4,87,8.7,4.32433E-13,0.1,0,0.01,5.06363E-13
+RungeKutta4,88,8.8,1.91060E-13,0.1,0,0.01,2.23724E-13
+RungeKutta4,89,8.9,8.4232E-14,0.1,0,0.01,9.86325E-14
+RungeKutta4,90,9.0,3.70478E-14,0.1,0,0.01,4.33816E-14
+RungeKutta4,91,9.1,1.62533E-14,0.1,0,0.01,1.90320E-14
+RungeKutta4,92,9.2,7.11103E-15,0.1,0,0.01,8.32675E-15
+RungeKutta4,93,9.3,3.10206E-15,0.1,0,0.01,3.63240E-15
+RungeKutta4,94,9.4,1.34901E-15,0.1,0,0.01,1.57964E-15
+RungeKutta4,95,9.5,5.84713E-16,0.1,0,0.01,6.84677E-16
+RungeKutta4,96,9.6,2.52558E-16,0.1,0,0.01,2.95736E-16
+RungeKutta4,97,9.7,1.08693E-16,0.1,0,0.01,1.27275E-16
+RungeKutta4,98,9.8,4.66027E-17,0.1,0,0.01,5.45700E-17
+RungeKutta4,99,9.9,1.99047E-17,0.1,0,0.01,2.33077E-17
+RungeKutta4,100,10.0,8.4691E-18,0.1,0,0.01,9.91700E-18
+RungeKutta4,101,10.1,3.5901E-18,0.1,0,0.01,4.20387E-18
+RungeKutta4,102,10.2,1.51665E-18,0.1,0,0.01,1.77594E-18
+RungeKutta4,103,10.3,6.38843E-19,0.1,0,0.01,7.48061E-19
+RungeKutta4,104,10.4,2.68536E-19,0.1,0,0.01,3.14446E-19
+RungeKutta4,105,10.5,1.12790E-19,0.1,0,0.01,1.32073E-19
+RungeKutta4,106,10.6,4.74267E-20,0.1,0,0.01,5.55349E-20
+RungeKutta4,107,10.7,2.00172E-20,0.1,0,0.01,2.34394E-20
+RungeKutta4,108,10.8,8.5099E-21,0.1,0,0.01,9.96478E-21
+RungeKutta4,109,10.9,3.65982E-21,0.1,0,0.01,4.28551E-21
+RungeKutta4,110,11.0,1.60012E-21,0.1,0,0.01,1.87368E-21
+RungeKutta4,111,11.1,7.14775E-22,0.1,0,0.01,8.36975E-22
+RungeKutta4,112,11.2,3.27608E-22,0.1,0,0.01,3.83617E-22
+RungeKutta4,113,11.3,1.54458E-22,0.1,0,0.01,1.80865E-22
+RungeKutta4,114,11.4,7.4926E-23,0.1,0,0.01,8.77356E-23
+RungeKutta4,115,11.5,3.73145E-23,0.1,0,0.01,4.36939E-23
+RungeKutta4,116,11.6,1.90022E-23,0.1,0,0.01,2.22509E-23
+RungeKutta4,117,11.7,9.84608E-24,0.1,0,0.01,1.15294E-23
+RungeKutta4,118,11.8,5.16518E-24,0.1,0,0.01,6.04823E-24
+RungeKutta4,119,11.9,2.73103E-24,0.1,0,0.01,3.19793E-24
+RungeKutta4,120,12.0,3.21868E-16,0.1,0,0.01,3.76895E-16
+RungeKutta4,121,12.1,2.31617E-15,0.1,0,0.01,2.71215E-15
diff --git a/modelling/data/abingdon-all/seasonal/yellow_flag_iris_simulated.png b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..2587393c30f6a77e247e8a4061dc617cf8d9a00a
GIT binary patch
literal 26883
zcmb5W1z1&E*FAm?-5@I62ws&G=?)PIk&tdhy8F-|2+}H`(jnd5AqWUcC?#<K0qO4k
zuY)fN-uL_d-|u<ueN^^l?X~w>d(JV(7;^_cd~gpJiwp|_f#BYkl2C*|kh~xe=r{%%
z_z7pv$Q1a4&;G8Oy^_^adnbKcLx`Ndy|uZOy}5}2jiaHhor#qt2MaqJ3ojFmvAw;u
z9Um*J#qTp%tZa=~8704|gHbT8rPS>p5PW^a|IiHKbQ1`~*y_H7sIqhHQXIN7Mc>wT
z7>rdVnn}iXrFH`1NyEeA|Aq$@gO;5gbB`t*@<8mq59Q?sS}$=VG;|CGRJJ~X7dOxz
zzpz=UZ7VW&P_K<Xir<kg*7@`@w~U{|X^gsyZe?+C@iYHQXKd}xh@CqH-g9vb+Ghk}
z0R!V^+js<Gh<|i_fP^Fd*4&{7kwX07hanr}8aN4K?KTO75OIz(DGme^@q0BmXkLgT
zv^r?WBB#I2>I<bg9WlD`|8bb`;vbWf^qz;4)S0iJ?{?@O)6q)?hyVQfQ)tXlQquo$
z>bkIvkZ$qQ5Wf0dGlx(r!L04A%9;4f+23?#@~mg#oZ2_%zKxd2KdV680I}op$c?d+
z;~fS;L2Vyj-}jy;$Lk?hZsJt#n+o&2A7hHwRyQ_Ym6Y7s>vXE4A1<><@z74KsnMcx
z9*0&=hVnNL45;eB<`~}32p_M7;SJQUwU9H=(1?^-jaiz7Tw<!+Z`~?1?Yk+nsO#)p
zp(#AsuW9vYW-YfIZo4o;fOL2RnU>jYZ#vqx=Pq$(;`IJPespT;wNIU$QTcWI(#PB7
z^`BTh_hh8|Q1j~cO)EFQ%Dm6ayuZCXdP`nl?ODwZ+*P_2^D^VZrsCDl99>e6AE$i1
zbU2PK96poasZ)ygC5~T}@bcxj1<Sz#(RjD@`+HmYp3IZ2Vdb@DqN1Yfo8ROU%0@z4
z%REm!t~NNKYuVKuEm?Jl;|pGk*7c|y-VPyXfP{yuELX1x1-^LkGK8F4+TPxtTpJ4u
zD?^F+?H!YshqL#DZH0uvM(O*4<E>|utM=&8BSIn~$&kBK-;EL;!IDsiAVVQkf*O|9
zOI$7!e#E`EQ3g*|PL71PeD6jtyLft@aKQ`7!6q{`Gh?`RO#-!8aH9QI{_9(L6=I<j
zymY>3xbqwC*P6Yw8=jTe?yl-Pyt1G^^nUj2*|(^p8R3(NPp__L2f5422AgJz1|{7}
zaNmAg^=6VWg#3dS6uDQfCM_-P3(UpE<+kUs+kH8?M+*$suV+U=?6a%ZcPGQL-JAJt
z+_+);O^*A%iHS*!153@S7%9io;KlF7_ezcZ{r$7@%%>tN6?Ju4v58rfTfG{Hp@Vxf
z39Jd=fhNFyEa;w8?Z>=*n|Vy<i9HHS@Yv5h{6Sp*aOg(`Zns9jQNyu>ghZQRv^Hb4
z)5>y$j`sJco>HeD&6s^3{5@M+TRW^gHps6&sq~2zC_xLO<X1s8R$GY~J4`blD#;v%
z&te#tJZ{B%%WL=3WbX;ax{ll0-M!T&{Jx_4lcSX^Gs;HVP8)6QI3|q}DSsT&ADcr<
z<zsnKJI_>gTt2$s*x1<IWb>6on@wwWX+9>a*&Z@8{q9tMFv>Md#%r6Z<<R%&2j1!)
z&vT3@>j&L097i1n?%UX`nJmzC*|fjDVOrbhi=It=t^4Z1$YpDtx~*KRPX{aY`DNI-
z!PLA<b`WwhvL|alKHj#UeYmw(SXgKacbVbsO82%|9&_9HLbY_6R@)D}?71{6RvSOR
z6qya=v6K>Z#&FAPe~xC+&a!n<$=6{%+3`FXV5Di1E2*l|m^Psev+mDPpJ#<HwC~jI
z2)ay$a4SFbrCCv}-;Y#QR&FbN+#0(uF6rlm?>*LpFPsDSjrqb5t(9!alK1-c>x>2z
zZ6h^eWUO!{f3G&q0i00_43Y>t|0QA~qAd5tj#xpIeh9aKD#0PG)LnuX%W|tLo+p~9
zCKw+I<ekRc%Qeusr3c3IZowQJG$Gzpq2vbv%jMWC6(V!~%a2q&_P-@$*@cW_4L5sC
zJ`G)7T85<*-$6;aS}M3Z;kALuO37z0HRs<zI78}vLj$*P#qQ^41uAj2gMs?v(tF;-
zKK3ONv|)CiUNYQd_^~yht2#v5>g7pqtx@f05koC7yM1`L(G}M*p6PzDojJLJb@%RF
z3o1iHLnAF}=oO8Qaa0QKJEHJwUkSSDj0zkURNh}j5=SxMi3TrVSdLbuB5b%XXc;zz
zHQ6d^WP-QrF=4lsvRK$k^$HQ@=ATbQF>4OxJg0t)@t}V9N081EF|E-@Q49sQ)kbtY
zVPWB|H|&r7C%1>KoN7*v4?_3%_qnhr1!2m$c4O{4rRsHdGY_8E*L%iH_x1IqXI4M?
zMEE=`ER6ovEg3=98#fxY+t<c@@f~4|AV5%fdwYk<uv9kp^!83^9S=SZ%iIy#_{`C1
zNUUY;t+Ac&dDKyvlb6>S@%r`DE_|nMMyr2tFe9qk$Nj#nti6`gsDnk+W7i-eX1)}q
z+Z-HyupnYq$16lceCzA$6lVQ7HnOoi3e28Mr31aNE}?@Qm<QN<neJ>E85!0R_wMoM
z)gSM34S#e@PEL;Ps7_W@El16(-PS0rbzQDZ|57!$0s;qrg6H8{t7)z7(Y$K9yN;cm
zU3qQKCC}X^>Ruzg6MloE{VhCQUEO;iy6_26;P39#pX5e)Zhtqj=+~`ts~mz8>$**7
zMa9SGg?=A@B`>6~FwW{VcA1cn;&Dr`O>b{6&w%T}Qh6T?gbsTaazR+hB#3SHLJ1&r
zPQJL6_i$lpv|5$f^=NCLZ)0h=JYj7xWTX2SDqOxpB4D4kG8n{Km(j0T?U-x#J(kyw
zA}J{;^z!uwJkgW_&JW|F^G2`=J@xhVEuutaYMlDA9;N4w>CCK6w(_%7FW$bV+OXp`
z)fS<x5gi`?fk;G5qmgyjVWB@W>Pm34c=Qbozi#(=zMJ^Ww8l1~*nws;s8#XZ^OHk<
zFIZ>?1h{i{O7q?2N@Wx8eo(v4#`e%bK506SUTA-ozRxhI|Jp#aZOLZ|Ny&Epm6~r)
z-AiDVKNa;4zNN`2F*BeUk2czRP4c>|r;@pO<>hSW5{^Pg!)M9-sEoBGuxT_phMces
z#tQNCn0bx0#mru0=c%E;XUEY#U8d=FT<($XpS)F}+FQ4)xNY2)*sBPtCqqI-7Ot$1
z^O0M;unRb9t`zHtWv4-5{xbXYu1x;I4B6<)=v@CjCoWr^9<haY&jb3E&Byx8x-oJ+
zAj}23@WaCyVO8yx7Td$S8mM0hJJE#jXF9jMqXs!9_9?}WDMJrp?K%~@aH&)Lh{tG4
zUL>QALPn>Hjk==XY}Vr<4skr>-H<tSbbKm-g(|Qwlv+gt_$O!x#I)Y<Ib>A@(hq+4
zf-@RCD=BV5VjmPr#wo4caH(O!AAaedPx@Xg_wD;=z09d|NVGNE2E@FcMZ{JlP5$(&
zp|hu_vxcavtIw~jPBaahBYP9rCIk=QhLaBn<zsSR9dKjz>Um$$m>kquN>0jM8t(&v
zxP)OS+kE4&B^v&A%n?kUa;c;Q-P=-iYks~AC)llS8&(<5fl`D)75;62baYM9N&t%>
zquPT-Qmb6pKOV<m{<9ebnrODeg48hG5uMFqGK<{x<qdliDG6O$t1b@8e0zWz%Iwkx
zbr+hCzI|@;aQTr9*%&+1JvcK`-L`#64!`|Ywa@a?sZ2a_E?Ly3*-!v}Jeek2LijDT
zoioy10-xDm1(?qsf^=)dc&!1IeDAKYq38m>hO@Peq)?n0c9eGy%vS}y<mL}FzeD~J
z0d^8-;HDIw6Z3jdl;D&lEj1?QbepO;c2_I4CllE3i`%^O#`Rui53Zoy)D!N$xjsC0
ztb*IZW?L6rQycF!o_>qlW*~}OZ`ON6kUrcFmHDxDUpD_R-z%Nb_u24SoGF^*t3<gb
zBqd+tx;{2snWAt+u_YRXu0z0oJsK}Y?mlL_gqEqSqLLM5Id!)RyQGZHiI7V2nDUN4
zm84~AwaLn4rwHD)I#rU9wMKO6j6==C3JJ(jal%o~m#W<fZxv;+5ljGXJAHb-zKn^<
zKBf~T_rBt>N6#amq%en!j+ddrH6Tj8bnl2%uiCip12QvT#oHtYJa00z3=+(ly!W)-
zih&U+qZXV{0Q|Csh%^MWHOcwre{7=gczB7F+-kLBtgWif&0D7Skwe*xD@AhbBaic@
z#)Qn2q(migERk#Eu-5JV&?%>=gyp(p-;5&7N5(N|K+bi;fLz)oZS3?x#qJGbJS3Q(
zhlDTth+ra{cOwNvIr?so=Bz?BTzVA0$A?B$V(+2}Gp>nP<7l(-q`E@_Hmq8Qo;T~T
zp#u;YetmjK?CC1Nf@O1r;w<DEPS)Q{>V@LTr>_SS(F{1OS_NORM@@MaQQdp&A4)`%
z@(kUFq(nOT(MJc@6Y%am;wD}%u9CTTQ0{RAi$pg;YfBLuSUlPp^Bl@}`uL8?>GrKc
zmZTED6}z)dLUwwG%SzpKIkKu6jon3uy-M<N+hkQj5uQVF)B+f9x^GWwh@s`an|*4z
z!inN;>~dGZlpZ3%7P_$pV4-?xcv5UI|7=^+c*H#_UJF6D=iLUeuU>s)+_j@5U3oB+
z;98=bd{F8BmdY)mM=?N4A1t9J1k(hS!=0w0q1VtjP;`N;DoQ0sEy)x%p;~>(e8hF7
z)^<SKDbtp2R_x;!y!xRCjsOat-tZ=_0+!>D7!D*toNLAj*a0eHB_rdEp%miw@&^2S
zdwW@_s3MlcLipaORb^}sQFGb<@%FKtkH6A&7fzvZVqH^_`S`@<TdPo_!-sDo)V(F*
zI#;R)Z5DYfrxXmvq3dlAg;Gx8$S8E0zd#UW!dU-y6-m#&-+*P^-cJ_S6pn7XphGqs
zH4*0OJf9;NC@A_Mmkz@l*OI1jE92BGdovfX+LR<h84g2jc}S#?E!LV)$B<vA*r1Az
zd7d2T_N^P+W73a{L43PDiqJeRP|)?=2v)g+GbolA2GyL^;WT|v<rBqKgJ$ti8hyV3
zxqJAs($x>y-AIjW8c3I>Qm#_f*`Ur)L7CT4F>P)MQVGijJVg{IS%;qjF40p=OiW}g
zwujS-Q`8?$vr>WwlAaq@#Q2Y)&sPHHad+-f`&W-oj*mJWwimxozTve?8`9CzioGf9
zV@s0vp6SJl7rh6o9_HwV(rNMu%g*5L<PT(DyEnq1P-vD`M+i4OqdmF8r-<~Qt{$q_
zsUjv=178`ywyM`4x^gA8JwCDb-oaLtCfZNgX?3lR2J?}M!lnU*&?f+6N<SYT*J~Yb
z^raNu`y@{h!(}mFreid$Vl*uX2`xWjAT%_ycH1@Ir56%{v%7AaxBmPRQ@s?@sa9p5
zxh`{WTCOvdy1iUrwE=m4WYTSWVL(2zP*gp>sHlh~+M8Xi(7<mUrOdC0V?fI;WO8?H
zGJUCQd9=FkU^tq&5<H*2_3D+n;hw8}{P=nH%4lc@n{g{{_aZ+wx=50~i;a!N6Rd`9
znL5bwIIVv8CNI3S3(B|Lnx0ojzEN?JjwbmWn{T)*-VJqyhZ9U=zD70GeLA0&ou>$=
zZ64hn_guzh2lco8ReNYM13|9FKPs{#*cv9)8u1@T_58`F!VDxhG$Dc2`gougSHt*>
z;(cR;%57CNEZAU+aY()~AQ7LpZuVU%Qk!<Ou_c;k^W_3mQ1b_<dhw=&xcDlp5V$0h
zJo8rMjO(+!CZWoMfuIOfy}bEBAWEJ$y(?-HT-73F1AdWQAN#D_r}!5EK+(|eaz}xZ
z3RROA%8eieKBHXSXS?n!E&XD5zbZX96q*=-bv(kU&WAWCCEo^$<KA9n8+07VUFD7h
z+B<1Pbj#@9XdE0&Z;I6}q14LNI`|)N<4jLaXX&>G$d5pgMR5GK*AxtBb{|7#NxO68
zas|=1()z2!tdy+c)=WacDd^q=N>Va1DeJwOGP4%*xg4A2LV(XmD*$-+rhIMbGk6-D
zPuz0>`5b}4?iU=4^VdNGtdNip<#?DG=C5h=qoa8>UkRlaelVR`9@RbEt7$ZA<^G#8
z+2vsy3yAjh2~to{P*hQA8M3EJPD&C*LP8SQveCic+NS6oDt>4+pG!YY6(BQ+Bqggq
zR_Fe&@w2kCGX=K#31Km?1)QT?d>lyNjc3oFE4j?)GHh~f^^@*vQUg*(iA2DeEixUh
zaeCuP^;_Oh8g@SbI{!ZLjJ*lGk^26<!e68OIY`0p7~HO8#hg^0S>D+_whyR+UzAXR
z7No*)N#iYtQD|yvY5*t@KxI<Yv2yeyh_!iaOqWsi&3M22wOXUY-L=;}z7MTTb8mrp
zGQLCc0_4FwcCGpMBFozRk`iU`x?KkdyAUuDo0QM-sncSqp23vNw8160=SYtY*q?UA
z=TePM`;%LSQy;HB|1mQ&kgFnYfEO7V`TG1abd*B2pBW{%s~{K!P*U7>Rh1&f#KnED
z@@K%FRMdiM3V^GZYc?M2Ef#kvAM2`SWM?bk`>wCsaxc@)fnX;2kOW_>HnTJjEM|<e
zK4h@BH?_*0m{o_V$sc!N{UC}-JsJKjUM_~~zM9$_*>`tN*&0qxPQpu<XaNv-P08<=
z;qdj_xA&Em>P5xHeReoJy!Nx<rbMl-h18nmmXGq^r=?}F%;n@TZMlt9*w}8)DqOWj
zLr3qJ?MX2NHS|0u4y^HZ$rB&;$1QCD>OZo4tf!Z_AB#)Ql`-)0<;&h@BfDB`wo_7{
zy1JrYU6;?IabBPLWUBqViFR#m?Q6cSFt7Evmxj~s>V#?ShYw<FTU(KtO6ggX{!yTQ
ze;FR07)psl$)~(@s|*(eTo%nT^9X-`v{Jdn4G_EHHpEp_Rb?zK^I$@T?N`2+nnm~a
z_e(1)zrIOT1>Tk|4M4-~2ZM;TMFCqGE|;&RZuPSu{f0|=_g=_X<Tm`fo%owAte#qj
zh4TJz9uH%jmQc!UxT=auT8Up8k4kuKY!2LN3V%XtYHCXA{{27{6qF2ije3t-7&AM&
z0v$blUl^|VijNP{4Hg!a8RFI|n@P!O>{-gom+237R#X>0;14oxwj`#Rd`ru;gM)&y
zzo`tj_Bjq|a_B8qR(ZkJDnR4C+TVu-hK8!NqRTZViu%4T8#MB=3$^n$98@)4oL67O
zzXJiNQ`tkLj(M|X=7(JaV3J<5Y6$|G=f>5mSLfX(261b_<??F+2XJfGYQ2nneSCUd
zlY%DH-Gp&!?}d=P5525op3g0S(M1BAq#(X}HS_s|y7)>(1<#h3Cr;N7x5>kj9j46|
z4?r`u&Z!&g&4w(AaUAkIgLi*eWy*u{;9q|bYYi(aHbd!zZu<@dz_saDDH}Og%?B`Q
zsK+>T=wVJF4T25b2eODC>|6pr@CccerqCbB9tjLXR`9voh`RxDV|b<AjN>k!<sA$O
z>&skT89djR4nU1Q1!yZ+v<Ae6&StWK*tdduWYNZsG2R>Iif6i{p25A<9|1P~R#RJ?
zO<=Ajg!aWHcXEN_-O2T}R_c!I{JJc<Wl)ZxP&Esz%0xc2qC5)%dX*3YxkSkUMv)!D
zckw;$zAQe~%T+R*g~#B6ild^l{dTCM_avRD3t6<k3|#9Swmgf91tb6HZMxE*K=2Fn
z8j-eE{IH3$X4<GHl<#b}wtb`T)#N^l%xZb0KR;lzD)YL<t&P}q#jPD72;n|oMD%$!
zXiX6C;8Rp8Gs&0MeeHPP|AdS3(ATasEQMOcY-@OfA@a2jet$x`0oLv#@r?4&vzdVS
zEZg{xv}{KC@5$-m(bz%cppRy>v7Il^=VJc~tHT@s85;*(PphQu9mYAEUIF%-UvUsI
z4lOV5+rNV38zeJ`q7@>BorTReA10cf{}sZ2Q|HZBB*UoW{>mS+wAZgc|9f1q`}Z;b
z72mzQAQzHUy3eGtHG+;WB#6ZdHSXBoTKED-&G-2eRu_>N5ywx7d?hJa+0?(YA^|Ds
z{lDik0YKDWi3u^tDd%s1MSm~!U!y#H_)z5UQIaYu-u!)6J_!lb7w$@_(dH%(VyV?I
z9-!VUF$8tz(-j|8(X*($iQ@>ptYmCynf9-VQ&Y?TeMwqIM*qJr`QiBJ;D25Ye_V3O
zzeh<*O?~$FC}R5hv==50(k&`AHTD0x93bQUdpXj&2M4A8zNB~GRAxCM4V_|&i#a#r
z$+yT`s_`~Q1G=8tb!#D38GD%Y^z?=;!KCZQ2P>}Tp7*;DD{Fr)`(1<NWM#bs38kaR
zu%n8CjSk|rGwSq+rR^@Ub}CX^u4Z|ayYBt2@6}GM(;GCsF&Yb40OZ{7S|tubK;y01
zn_&X$QZX|K<XyA(GiDv|)AEcDVrTsYPlcgE?kH@CtBjppG2n1x+2xb+@*W6kJ=eV4
zb^A#hf%JnvD9hIoI*!mFKoYl|j#PE5>U_x{gJ7A{na4^@UOn^k`;>bBm2$b5oLmTk
zTW|12Hf#;0G>zNbw7>e~sgY6k%w<N|aPjAOnO)7U?DEMyN3rkT-SqJAco`Y_K0b_`
z`vF23Lh1zIpA=AX#m}I&RE3Le5%lwWfd8BVKwVKo<0jxQ=k2)62NQK<q@`c3u3B$Z
z>H#+GWkLe$b@})!o}Qj>1zd_W1}3aCM%p}%_CI+eqxV)dJ;zsFNP1VDpPw%q$M=ZR
zNlEEdb4!b~n3zwojNxo|lBsT?1)KZ6{r4inpgVW&WLOv^IIX~Qb;t#r3zYwRY6URt
zQ)e81pBX7Bsj1-Olcb$G_k-R88?C|q?WN&9GiPcZ$Hh1ML7QIS>bGje#l;Pq11^~+
z;MCe2c9R4HO`$eFCr8!<Th1njhL=~pmU<Y8hnSa_*YsTqh!3Um3j_I1KS^loH^E!{
zpcWeoE489REl!tWp(TVok~NXr!)<Y_UN;w8STClVoHrLi^371t&lOOWS<HrD-}=92
z)>v_ItCHX*e5rCT_^y^49toSC*ScS}5eMLR!?FNsa9H$*A06zd!kZWT;k!Bw#XzT;
zukHT0%2Y?~4^NQ{QEbIzEgK-GdS(RfE;I-fhfS+FNlu_(gf$5J8`;#^cnrA`!5#}E
zipfo;J8YXRj!C2*6k=A!`p!fHkl5!4{#0=IJ0}vKK6#Dg<}#W03Pzr{QMKfFb%<S)
znZ!!or3!QsSi&3`w06z?2Pa)s>p(zW^QD&Bb~9|zN&meTa;vtHO1tWkV{FzM8t{tM
z&LhS1+C44*zok<yW-r#-&6kIZM#8UvNHZPWNR7y(r{NMFFf9q)c?K}A!q2XR{9_%*
z?}krT@aB+a;n#lWGVY#h5D97?Tijqb<SF8bF-ebBZKqKNfDO&QEd|Zs3m+EDD@q9A
zQyFtH^nc{3e+FAXJF7=JP`#wwB#^QcJ{UIopw5pWB(1Ip5pxvZ@lV$ils|nyRO8Z%
z+*IWwwm~MXBAs|I4FhKq;k_EFAiv4o`2?+5{eay!+t=y5Tsbo&fY4gew_j{>k{I3>
z_+3^d-^Zp|!+V(Lbq*PT^5Bh+LiUS?R-=i3Qs19U34Jt=xz&H^d=aC^M<-V6aIW|=
zz-l>seg1aNlx6?0N!hzQH7N43RkA}qKSqy_qi%_3GM_~$htv^d8^G=a-dKd!#{3<q
zkuC?Gi=>FG?XA7ktBJVb-<4o^M1<(y5m+Ato&P!K&CSjIb+Gx$yLaz0{;t$0ggs*a
zn$fR^GOlbLi`98$eqn)ujjcNte@85XyR`o*;sHtVru)!W*^W0ri=7&?f3FS<t=cQ_
zhVr9Fe-~{^82I?<e`iBB5Oy!*B4iN*EQH4W*NK0?0C-y=e`mB-=eiQAt^Uhr>sEt(
zS*fkPJ^8;5!gG}(-G{^P-8(W&OicEfrdon|x!hk+OtCX_JRtAM)2Huhv2{?->hrH0
zgQ&8yNy*7Re?6i%NY$R_7wr_E0d)jXJb&J^W<4tt0q)~K51(xZy4UCb1?J3-)eHZ9
zXMPP0BL8|mIiq(kU`GTFAz*E?g^mxEni+P+@`4JCPDn_o$acEDxX$RyJI>oCU$0?e
zVZEdk_iwZ75}b)}XAm@694vg@^>^ia+vCt#z06!aIwpk`$TyX<$w5!Rde|=HmbZ6#
zY;(Ar9PNzO<)_X(F)~sT`csB(;&>L40HH!9EU(CI&z6+OI#J+owP}72WVGpxF5&3<
z<E{MLX8lau%Qxn5-@ku<rTg5aOCXNXKot7)`7OsVllb`a={N;d)$}a$YM}rlQ76G3
z-IaIyj4t+DqTl0}1fjye14$|Py_y;Upw*cd<8)o>?d$Ee=dqgjJ5^`8eW-Qa$=bOm
zA(27Ua<2OQ{(Xr}{{sr5_(c%!I|wbI%yKkKM@CNWDv%;SwYMvFwT6&izZXXJ=zxfV
zf+^)*Sk#vo?(Bi^jR3=Yp%e;Tt-+-9tzp!v^_J|5R0+lUO=w#hii$4*`H|hlsUf(r
zu`xaM>D7;w6;@CPt1R$Q;01<-MPJO-SBZ#T{Fh|S=g0;$?b7@~t~WyNRasSGnb8Hm
zO5i>-Uv&Ja`FYb%U%ou*N|$|0SM9j;a%e~cVUYk{k?)mu=`dz`dU5xD0IvJ&W^1j+
zgtj~=h|5ad4;;71;OL>0{AtH@g5yB&kzVQUen`r0@XU@8G8;1ayhYNI;IC>p%mNx4
z6dOwcTnY+Gz4{5kN4^Q54xaw+x!MUxmH$rGHHC!=xz8=gVf3C?TT$habAn3z|JNG$
zJE&A=)({Ho9(0bVn>-<?3yO?}^RUi(i|H#98&sf9hR0Fdsu$UpJ4C^|n|uu0nTQ*+
zW~XsL=#^2K>L>ba{5A{Xw2s$p((jux6jFL^J_Ido`J+#eid)4_CMVNvu?d)g8~%WN
z%q|eL5wh_OUJOQw6Lj6?5yZyDsV&qt_NNZ$Cf6W||HuiMnP?8Y{GiLxF{I(ZTE{tL
zc9auo?2;C87x=*r((n{#veN*@2r^D>mwiZs(K!D%)d38*=#T@l<)ju)^%*k>81WB`
zNuB9ZJLse&FzK8oaDHucu`db2y317yEHgzw`&XSt{bA6f010^Y{5jNzB39}Rk}l2<
zkJY;^#9_0!J8~zZz#C;=IpN#Un%?$uB{Z^tX82@#@yf5*w?xWAY)vduVp;N#betEd
zGSo-dOP9)dbW0RtPIGnGwyEdU{McAR?9Jmkq4oZ4inrB^*u2UQ?^j~dHcOZ%AoDzK
z!BMY;Im8%Jd+a7@JjkJ}xLmu{c{4BS!wWvl&5cOcna~JgPmj=R5-6V<eWdp~i&(Ga
z=cw49B}m_CB#}*T`hkWvZjoikvBi{AVzv{!#-(%1s$v2ylG_O=(b+=BKvUDw@z^u0
zTq+xu<wvu144)C%>~|G^Dzh+F(fbc3-s-DNQug)j{LWXRYx;@`1OFsY-z2<H;Rl9E
ziF`z6QY#QSa-I0#H(zO1#42Ji4V2&%jUzS@$h2O($G%CFS0RsNGHZ{jRmy?Wd;`f$
z(X#+OUMK6={qnrghBIc8DLT*{*n+Y~k~(LNqws55NnB(w3em_lksC}%(~(5juF+~8
z32J2+A&h2@4Ytf)&HN1np2_)e)alZj=-sXNp4dv(bLHcPTH!)CEug7?zy-h?s)4ha
z<vmCIw{IxY`6Ba~LqGGWGjD}_NhUwLK7tt)v5^Pkk!zxR$=ZE7;gAZ(dAUmCX=3Uq
zrD78~`x`tV$lQnD<7TsW{8Jd_StXAhmB-z!-QJWTi=M{{UM98y@v!K=J8g9}QG2E7
zc;+!DMr>-6-Zba0$@bI!+WuTE??S2`ji;n}#?6DTms&&!C^aE-e{jdM%^T#mW%$0F
zm<bb1h5IuDBb@;{V#ZQZQi<#D<}G?p7XCR|*;HhE^mSy!WmKO30=b)!@z2ftBzP&V
zT+yWSoVq6D+hg&MV*~e0$=+Qn*UIPhK6j}!>(y~l#M#3|GVhZ<(PCZ_eMxkAXbuMT
zsC#)SeMU;}EX5;yeeNy(pOrRFl1Dn;vPn12^3fyeaZ<zsk_;vho#yPVF5dI3HKD;c
z%NK}4K+4Iec?#pF!21r%*~~!}u}`@C<~$Em6EK_Zq+nR9+|P*x=&b%)4t9xe2Hoc#
zn_cjX%)(sSPT{M*c`Iq<0F?a$$4XQJ@5d$%wX;ZP7lZo+-T>8CWV>0KlcO1ghlVj#
zX5l&No{X(>fn%=Mx$%?+D{SZ^2V|{MP*-KAb@?bUk`<_E&c;DZ`dv&+CYUribll5B
z8z15jdvVIZV5O|XQ5(WCUNUHj;??O*^C<a0^w2NXef+M3aIO3_#4!b1t%*qF&qD-Y
zbhtdM-7M8fdoq*Pz4{e04^NUISNP&fQ_ipgytB$4p%%<>UY9m)o*=-)-F!7z(7;m9
zDkLC9=X=!W$`Q0VhX(kX>?Q!OKXfOFXVyr<szV_{!xRm9dfN2(52G#5EnMJ@*O8G5
zE+L!C_m6cC1Vpq=p<n-~60%8&iC%~aIo_8mmuZ;Qzz+YjI$~1!yej7QP$vr_f>ARl
zp;$nlK7h*l`<rvhI`p++TZw3i-aQtvn*Fz53@)FWy{vvm6tl9<<yuO-)=au?!8WLD
z0EVJxhbdXfKd9me5#~&b05tQ>{6P5oK3ouWGLGYhd?^}cyCImHW|dd2s`Lhqp6ATO
zWMy$82P8mj;by-r<%4`!b>#8dC(z0Qm8qKsay|-(DJl{o&Kw}~68wk(!M?SafG&0Z
zx*+L1bdlR^xnn8F4E-jA|M2<wb;6`gyXws)6=04F=~$u$=GFj8M2(=oI^Kx5tAk{0
z9$GrJBj)Zz><gP2Xc>s(u1d%cTUjow!PNA$f(!1ZrLk#L?AIZ9ImEOVRrb$>Xj5CK
zqWYzkip6~n-5G>x7y=fwi3^Sp+EXDiLfrYawG+$jP^@J$cK7!;tFS97vL2Ady!+UB
z;lU#c6dmN+0|N*~04_dZa~K}FPXnxw<NOPdk^NXT0q@uTrmY<cO~?<!LUL$BK6`?C
zpCHzNt9Tg^LEG5acpJf76zDgR4tP#Q+<O8<1VTbWI)Dtqhb^n+OwE>bABY(xr=%cA
ztPk2Se&hz7GDsOEruoVW%h_86YS3FMIpL_-L~Y4;gPwrhfk3`*InAQ3T)ARjaavV7
z!ClfdJXheg>s_A5N*0sAvKZI86K79}GT(d*GulxgE_m=>?=0%7u|TwdB&+3lw1sea
zl5(29X40+G5)&7nerpszXMMz4f2i0gxTCc<f$y22fy-JsMOe8%pWQWND)rfLrZY|e
zm27sDm=hvTj%mK}XR)HNAPWl%2-W4b-A~z>+rSF8<u+R7Kv_3qrhD)X7ItZslGj!O
z?!KdqFy{)EjXiUwpDx8!)EMnvaPgAQMl}YbA(rjffEGl*RN&qPhTLJM)(znAbJ(RS
zIh=3@uH<+g3Oo~Y^Vj5-6%)bQ4N?XUa!;69Sy!4;Xtedm8@#Wy|Adi`*4s>Y6B130
z8EH58ajhVw{U_1sWkL$B=cpG;F4v!UxBxp_pH~FnzCJORkI;DnyW$kEY%H$|%0w|m
zd<-H^D02h!4RGi(zG9S9+<W#*no7d4!f}_EmyiDW^C_?&t8`tLeUm6uTvVi3>oi!P
zUj&?nTN<XOS-X3C_f=G)U_zE7JiM^Y3@je@2E)zSo~$iGAoXP!8aJW<<68u<7|WQL
zWTK#<Wp%M@@V<Ka@|u8vmOBdxu$)fK%ya<f-A9BFC?B8Ge^-Qpnwk|Ds$L;{G7ju&
zXbS+6XZ1howf|s4zZx1668Y>Iio>Gbf4DP<dqnj2?(W30KzDepYq_0A+h0&z(boo8
z{;n}IfBEj<l?O8i+>(;ub2!H8+P^XQ^-Tl@w@O6|CSey_dX>Z-N=@bq{H0ktfPB1R
zk#r;U>NVgN-g&GEnW4LW{hqY6^fln`Uit=*eVnk!Zx|l&N<&L4r;|0*0kF~S#NGUi
zjFQ_cWBL7l)CF?0OTe@Ki!&2eKIO~=LFw(FCHdYxr`lqetM7Jbvl#{T9aLa-Rva=&
zfOhhBqDJZKCKYBIt?l{4Po=1a*AGrnIQzQmIJRon4|kwLnTB5t9qm4NXz^x$m^D$|
z1ohuiR0Q06@)<F1t;~i-r;VdRrH18fh+QzXi!(_)=VoY7kP`kRIvoJu7E?IYu>Tuv
z)*86camtc)6AUyIYttuk=jopEXi!|-Q~d34d8{^1i+&&IW6QcNrRn7Z7?baU53UG2
z9{3H!AGlEj5HcY(`&R0>Z#{a;@04e^S301RjkEDH#wvb09+a)RoxC#?F2I-?*Kxd&
zaMA_>fgJ<m=k7=%kqgLtP<7?{09Dk%*y#1>F!_jjUBSYE;bGexiMoT`=&!<j5_J_D
z3kGLwj**C#56u8jwcgu8)?}ddiok%pq~-q)X_wLGH$4-st3d_s;m=h_yVcEubg2k>
z5$K(&RmQY;49Z@c4IKo5$Il}gB!MWkJZusMz3v~+m!bCFNiEdx^w@8bd<NEL&RZ$u
z#GstM7eXQVs<a0+I8T>}8%fkauv_54Vy=^pdWT*}YDOI<WD;Q9{j{f?6{)&viG#nX
zFTj)MSIysy%rCK?5bIkBty_DPt-_1$Pt(;@`f&x{bJw>$_k-?cEj>DRBe3O;8vRfR
zFZLe6nDQhzn2%G16G9m8mA$r_V-`L3AfzNq^bzhwDlvncrMyO4C`|<*==)NNMXB>>
z=BV!`uF-5m0}Gqsumn@+Vhp5v7R?e9VrJ;9`0U)Q+M(Cr$dY$29n6n*_cHlKI#^;r
zmUMC6{ecJuSUC)aR<)XFrU59sds4E-V-9`uY?Ksdfgb^<f?-n4@vxaP$CKobodW~u
zU1j9?jppZ(u~?N{9XliyzuI%y9y(lsFrCyeLL|ONm6{D~e@qLA_L81$u7i;?dj+~v
zLCX4(N^J1X5ZiMhOo&1z?C0mVrZ29_c085!6O%GZY~U`;hwr&-A^qH>5IJy!e)|vP
znSBMZo^Fr4Ia>`%Lc@<Qu9}86elIr4zA?&HPer@L{!`@IcJHt;bg|=70}buhW9{EX
z%RUo20qPs}Aausr7A@~L0{gAP$A#~34$Fou?H&xtViXGREn`76H6hsxF{wp)h4STc
zpjjrwSH#xNZW?&jmGNaiI?lb1ZU?l!VQ+@QI>H{FFC02}<@2i8Vz!f|i;VtUs?ahL
z9`<^4K||CH3T%z)w@YW02;w$-z8nmh<$o%#+hUHS*$1xTHqcgb6Oj7rz(L+|kJ|kj
zNP0y;9~E?8vynh%GvX*rhl4hY^^W~Ij1rbV1=#+Rn-x=2Pa;WRTYah>K;7ay^s@#H
zDfdCEhprn%k5_xUG=gTFm8q3i>639+vWqEVcE9f?5&nee(RZ%jP^<eol%~otzv2fL
zCf@SlQ?GGW4vu10p-^KH;Dq>IJ^pC(J=`T%yVzzzlyG)z=e<N6y|=~CZ{U+8k0gS#
zO_R!xL(UcK^IdsGU<MK%C6b%Zu5p!pH1>D>+3;2*;D-5VRb>0HGC=KYH*QOei2B&^
z@wlR$2lir2{Yb_q2Hl`wayTuR<mBG3bM*~lKwhPc^dcF5MmPU9H+}{n5N01QvIwv<
z$+a5--L;S(M*l$p2*~xs&``l8X5Kvum2EIryTOnXS8=%enxpTZ%`YYuh9u%t3X$|f
z;pylYbhyR_Dk4h6mIorry=jXK?w>Qc#&IbFl*L{UAOi;Cms@eOoqsieC?yTfEAQDS
zzBI);A?mIuxf$%@<;O*Vc@7=2`vGD8rj>Z@MhKagrRfoW?Umpojq^ognsu59a-hRj
zr$ax)er2!8ts$|^AA0tRoLZ7jC1r4_V$^Oq;E!VKV*4j2hqzkw4+v%V15}%m3;Dde
zDG@;zir3x9ZL{;WHNn><7Com(uO3=N-xoiE-4~OV#)>RYf=dz?RKE}*Z@z~z^k;V<
zP5?yvQf7IpCgj#)H1b(EI&~odf%u_I%$)YvAk)W34pb)4J4g-h{24P%nFTC}&n?n3
z`#_%;8a6x<NJnlAj5+Uv`n8{dvQEk?!J^t5@F??$g=BmBndGJwsL2lNn=@!QwPUIS
zi%l*Tb*Gjri?s4$jFOm*lLr8&6$@M_&0a@EDS`>PXQAl@IQtB;xkmY1C_eNOUG3VW
z#uk=vAoQ9@98Ql16xq(B>NjlqNRj1l;V#qh7SIwicH{GPpZQ>ccl)sHioh#d$dby%
zB8yuSB1i!l%0Yy^MF@hDzkmO}GF%eI&CMTcs3$-S83Kg%pKWJ=1?-iG;|V!=(f*9j
z6AyL8o*AKeH<x-mP<UTk<#nONpY5i-X+;m7jPUEHn5!FG#>Cc!+9|zUcLKG~M43N$
zKZ!9eUdVl4{nZ17=-IRw%a<TZAee0ZCjU>sxVTVw#314Hz~KazwuLW&c93l{BcktD
zTXnh)2t*F-j|hs0h*{$r!bF6SmH|vnO-xK|+5)h8ntW{6p8_<OAP~U!de3@+tzM<C
z^`4$#EBteO2+M#L*H`}fn$8q@FKAj!@#8;B2r3AfXqL!@{CXWAld%F>@Fj4v%NQGH
z2!IX~%Dk{?pwPYs5_mgk{>#?DW33oRy2?Yi0JK}HZ5HRNwSB`R(Ae=tNOzvg@1VhS
z6_U(}=u-L@)(3(0C1?rDU>R?2mf%#_0;XkFIl1jmr0bFdC6^Cowe{?wu6&RZ{Tn1_
z%lr%PE06n&bY2x0E4R{pzQSue72pQox$PIufs7jAYZ=F&O)MPLynP`fmmC}%=Jg-y
z=)ha=iFNwd*T2t67p(2$?<#>5lwuD`^8TKsxhJuurDYU=#4hWfu7B+6k_RZ737Cb#
z(W%`EzCo-(Yf+K&+K+EhRzoHCKYaM`<ZJ5vBBvFd%*@P)fB+1HIsnuM@!VISX+?;G
zpMRK_8PBH^#P}^89Fgx;4%skfPR>V5N@p-XGCRQQGO`wk7`Yk(qQI7^;qOJ1$glxa
za#JttpE}JmB)<9&pJR%zh4iSkeG(}a@OV4Xfr(p?*EA8nyX!nRke@)oV=a=)@3w1Q
zs-v%;WU3tpIwtrmQQ*LECM`q3Pr_%PF{GOEi5l59JUVckY`9qnRDPPZT+XX{nR$6p
zBO_W{ZlD_tw2!f5=H^BMTI;@y%&Rzlr>uc)xv<A-2zwY_?WOU_BOVrWvxDuWdCnSq
z;7^o2x;t<Tyfu+<DO?gjvJYJsx1tcfgZ8*J^wG+#Tep;k#FQv*HF(k1oGIdpii&i=
zS8NJc_9p!Bwl*nV=hZ|dtEp5XV&d$LpvR*XHYw|<o1uY$3Y8fUj|Q$JZrh<WxtO$0
z7tnpFfj`W(Np<^40AC)EMz$yxEQibFN`vp+yO%xbo2J*DC@QVF$kD*tTG?=W@zx#3
zt(@#%=sqJWOA$6{x5ldntY+=RdGTL9e|}A0$;=#3sDIqKMAJp|TM#D+_S+F7ZYtjO
zAc4`>BL9}d6P?^$A~hU$CA@QVJ-^QV$85&tLGz)QXH2rQAloR3d;4)$yx@Z_F=TNo
zbK-Xst+bo|L_jmgZE$HQ{kXdLHt!M->mNy6yHZjw=GQ-6y^?mm=Uv+EEUA|S_6@*3
z22=@=4Lp(8qK7Oa8;g8sVi^edS$ryz$L;bEFsPvfJde4JX7@Rcf1vUZ0F_7nE*oFC
z<z4aDkMu&rg!bDi7i)LmuVh$jmE%%F8S|DiPzkORrk#4xP%<#A0|YnYH`DQ_pFFC~
zsoHWQjhL!jY2!#RY8SLxiRfry>?ks045a)|(29rJVESk|wJ=1rLnR9Qb#G*=<~y>8
zzYd;h+gQNBITV=+-ojb!KxG!7MD>K!3(#aN_&O6|A1$w9!BU*GAHTvn7BP6n>nnm~
z@%ndSYE*>Mh+vYuwsAS$n|ZV`hcKG|#`ve2!M-!4Tr)x_$2tV9XOx^6D86C=4x*|z
z3ZKJKa~brIj@%je?uZBkQg$?)@iGNkc;k;$wcoG5Ct}gc*dOiTt^*CiGYte&E{S1d
z5bg4n`jfg5$6<?`2@qa%478PsNxaKpKC!q{1ca`$7FWC<1mh^W1jk>4lc1WXh|-)T
z9VTLkPmEQax*(qc5FOK*#dlU!b={}E1?k;UHOwO1WODM$N$(~OM|<DMw|KqZ^0W`j
z#NjNns-2ihW3XQ>ej(zU5e`|~u`qF9$}5t;g>Z(SLYRl4{)6IH;5f3bE_I*-z}&4D
zFuRf-r^~^tg~}!4>Q1!t6f`Q%Chc}NfBxrLBumWZ&sdNpMJ)ew*(-ESOVakT*@AXA
zA5t{4*YdzSd+K>$Kr9zpmA)$rRhlPQSO`hZm&DdfRtNo5+wJEu$Qz&QKY6d!4pb-S
zDF8}a78ep%3bFY58&V>m1*)vTgPeRP53>c`Ck6G-Q1$~!2Q3IL(9#BvA7|F!ZaNZq
zhu%)#>I%IGl>on$0giG>H@xXP8fHW<_)7IB8Y7V9AaF!QmV3j~e?qzHQ43P5bPz<`
z{Mmvd_*-5xh_MPLNjK}Ahiv4rO|-T}?Nqr4F8>sog7Ejx=>XsoN+@Kzd;3zdZ`@yq
zo|P#GwlS%uCboT8WaY4*uKTGY)VIR=VCn*OODim#08X$<!3o}j>Mcl(_j~oWpP$2A
zc-qtF#T|X0Z?jowLUPX$nFt0K{sTs=+Mh{7fXrslq=Cd%T%g2!0T2OCwqLuZmQ@Od
zJwX1u2X9?71A;J$<bIc4r?`@gj4Y$(<5p)ecyaj4AQ!l0-FgqiWyqm=J`6|=Q7p4!
z<TywdK-DRJtbn6NnL|rFh%aDc#}&BTG;?10RRAn$@Gr&Yn3BFRFg)A8h;I+5Rbkv|
z_~%Kmq~xNimf?{lf_CFWKzAG}fj5YmXJ7F~Bk?o0N1lmR=l@-`oB~$|2hPay3i#gD
z(x`usEc6ziv-5n+I`{BoX}P(h+cnizhWr_C<XYaKd_|%k0%1#X5MF1dI)9fKytwpj
zSa_?EZ3Lb&|Gd6(^+^!I75@v!DW%CKtrPVRzd=P|&~tNhYsMm(HV*Fjq;kQF3dH1O
z#97jJ6LEtZ|553>u;axna!aj#!1Kx@Ux<|BLvrC4HoG4}@Uhab%~eLJI{HU1#dYZ7
zT`)6;fV;4|1^8^X?e{rpq9KZ9H_sx->0Yk1yB=9y0CzFujLL#y0EvO&T0__R1%2yT
ztmFd|8Lvn}N&`{{HnQ(59}~}z_o+*UIm=0@xQSHny@dL82nyz<{(RI6Sihx3@}`wS
zE%r^*M+CDg3-oKb(C95RA2sd^Yw`iW#mt(!TU=G1?6V)b2FUIv%Cn+bj7Bt^o3GeV
zxYE#VNNT;``pF^y(gb2TcnHW0s7>$;5yhTTaxMqb;Dd{=G%(HGn+DUgGz*M;f?Wn-
zyo;*tapl5(L-bUDs|!t-LvaetvGqh<;s8fmNOyK|CUOXH#>?Vz<Ky8)&3#Kp)Xi0!
zb<sMo`+e9kfX*7;iP($<ronb2g<3n!Adz&n42%*{F^LYLK5ovAPg$^YW06Ag)C$Fj
znAB)MYr;!r&9XKCt_(qclH$XM)-5}T25gUwn6WnS)q#~lU>|u5q=(m?$uP}AFl1tV
zezQNS2JFFai6IIH0($FjB8+LDfxImlLdMV$%^D4i1};C}8u7Wy152Wo-4{*(6Aei3
z7>D26iMCHb^nq|;&xi0jhD32@U-d5Q5Ft1Nvw)ELuQYgE-AcUcas<Gldvo%hu>LO4
zE%6F;XLI3;wPjvv(D(KrB>iD^|2_{T1?{s<st)Z5;MY?&(=jkGh?#bVf1ge15<by7
z-s|#gFS8h~+9U-WwF0x>()V93&rJPg*PZ1^;1&uD2nYx6%64F!=;Z^(Dxh^TegFP_
ze(xFP<tZR~DXOby!uiby*?!~K!^6XCh^};MZp+yDG|7g*k(Qp6d)a!#r!@7Mc_anP
zGAb%c8qq&NL63j?#*O>a`r~$uz&FDnEUfz=Uf{;@@$qe!^(Un)FQ+CaC*Ok@hHzb#
zE(6-Q59a6Rce5b=6w4Y@k&|cp7@uKTb8;Hu%i8O>xVWY<gEOPmPW;uV;S{l;H8fuS
z?d`jcOG6B$rKN;duQGsdPITUHju^(w?a$ZEj|c7u&6?AeiTc}XLe`6e>|4Zh5YYOf
z0!w-1{C{(Gp2M)dJAWwZ(1-sEMIAEId)hG(YPzrXH;Dc4ZCBw6C1q|X{yU@+Tk(qs
zmdTzo)aXZZU^_n0yG(h726mUHc$0g_JVcWPP`aKzeJXwTt{?bVN5*6B&E>KB`gKMf
z?#-4Rq<CB`EX5T+763mxacg^u!T?P@ynu`UfdjOKv{tZ;L%YbBy<&DKUYZo*5)u>7
z)NnN*fNWL3UqIH4IFZzYMr;MxQ+Nb}%pjdjftRnx#xE_BdC&YtvjGbByP#2GHpF6`
ztf$%xWf|%ZH>#2x=dI(&+u_Uxy%pMAd7mnT)RxF1;C?(GDpV^kQ$PRc|FtoP?F;x8
z$_<XEpRHNykG6-WK_i|6Spy`^H;~Hn(B`e6YnjIOtAs-dQgc8hQhK00prS&<u(hVs
z$8uv2IA}yA7bPi-g0ot+M-A(a(w=ZL=^Q(Z-YKN>JeW;9+)6>V-70|=O;t}eoBk)^
zba_>vi01K65`v~BI>me0FM8&mc+CWS9`@D6HeN$?RoRi!nR)folr)#fYkXwI7YJ|}
zAK*h4S(rm`H47mSE~#MiT+~60{O+?c-2v>Rc^A~9TnpQp=YmqkSC?UsCC(Ac6&S~J
zQ6WC|qGjK6cYe(HJN+~JkdgjN4WEc8AxMOp9p9$Z?XLhTYY+;igY?>~5`01AQ7FcG
zB9+V3r9S*Hg+@JKG0BP{sdSUHjJ`D+gT54fdBICd$Uv~xE||=Vhza^Q{K=Za@374@
zfP|3;=xvwTq~}k7dE_Q9A+t-iO0F#)j_Bo*2r1dcz=&CyocHB+RC?G%-j>vmWGy)W
z(baH&ha+<+3ip^>G0eXC9j966E_^25wNuXZ?mkwqBVGSj^2x>=EtDY|fV{6h%d;|9
zQTl)zfO+-S8M)Q?lG#hb^P!KQn#@YkJG4v_V^bxwt`~{1q3i_BFaGeNh<w;EPHDhg
zD_`Px(&C3MZS9qyMw&v-)8%t9p9G5~HS@uSlMZ$^=f-om3D3#EVgYpJ4k*?|e$}2!
zx2b<qf^3GDz@`918Knj!PP>7K2~F-C^@jTSs~C6y3MhOZKm1C2wU7&x&zrh1FnJ2{
zG6<0x+xfIfklbdm^gym~RiJ?~1WEEp4EPgA!Pl19{eY;Y=z={r+Pi4&m_C$*%9d1$
zr)MEv{CeQdi^wzX=ai&N+o137sZLB*LG^}u2oX}l3ANNodv7!c)2Mv@tqPyQCUtev
z$ntQw<S})7HjtqMD5Z*w|4<+Z?1h4^DctorW>ZK%g|2(a462cfdf`TZSO_4|SN`%+
z)Pnk4q=x=IFXjt`m;n}O$_2Un>+md6SrZe@Qni;Ib3f8KKtU^E8_S@#_zmd|+2yR`
zrwKV+uBw1*cSJCOpqor~nmKg`*bcT$pq~S9l{~|UR0A*Eub8p1%mQwqKfIC)xPt;L
zc+)O3a4G^KQpNjRoq~nvK3pg2sZOiA|3IZL+w=Oc9+jT&ZU7C!lkxO<+Zy45J@Prk
z9uWOXssHN{In@+vMB}jmF~ED*Mw3SyeuI8N*qzAo0C;6CCxjh|L^Lvvt;#!$NIm`H
z0|I=$GMo-Zo@+Fh+xR-JEx-)iN6|y<3v4b>B{OR7Zgw)6V#cGDp(#0n8(}JYaPcHy
zj76Lzq^Op8j2DbeT&+I^(a5}bwO_cYXSkEut3`;KH8aAW(d_jF;`0L#J~L}jHzkj1
z7GFjwH2D5lB8D(Zpxg%(>>W;iWddW=bD+FA=o3q(O5^4EIodZx<jn8&H0~j3W{`va
zs9!iOFfdRVjs!Czil09&)x><Wt@OdL)X^{o_dG2QG8p2DT<a%jABU|V0iv+j9wg(C
z3qVkb$9a_|5;PUuGZ%m~>m`1CihQoJAYf%I&UlaVnT8zQD_y!#E#(indfJ&p)IHqE
zpoeo?quQ%jUPUGaRl4y!_&;^U#N;>urgSQLp!BWcm(XjHC^FVw`FFVZrzA4>{umJu
zn+~K|*=f1{17lEfYB?uL_zgNeB?4vh{V?`*$d?tgGu<BX3Y|7LajRQ_BAbK<ydH^H
zaL(U)n(SLKFw}4<TH+{sXd@Q=1;bVWXnnkCRRnLr827f>&V?F(y!cFvEx9~P(#jXy
zvoK1IG$9;J7hERnet?|2X_X8#p{BRU#xrDIXf6Ld{cK_Gc<~i(Zf<_)a(Rm-FDv@R
zkYwX#y-9Aakt5@c+iHN`Kp4e%-<PH>W1pWkP`>4-<$8x_kL8w#=|qpWsUt=ev0C0-
z9vrd!gHmxJ(af5RprwTnczeI4%SVF_R{N@DC3!&x@cFX3P0&p*__Q<DrDY3q%`x=K
zJO?Dzo!dGJRTAkk@E#RDfm9fL#8NNN^G1C7s?7X59dI2)s~10Y(C~Hx6o@TC&AOi8
zMz_$P`wD=AHt>lkI>3{z?$*7^V+UAK+AtZ;H+@n{jqy_b$?_k2+y4)I);a-=P5FpV
ze1(HgueE`m;HkOv1Qq&7gpj=EeqB2S^nxkA%_x5W>?EwHk1hYahJd!-+S)2|*?8I)
zVm7|8kR6}mkbeu&^aEOU(m!PZ5?B#Xz&}L=WI*p21Gj<|J^I6RNcYW;iDxYSZqUbn
zZr*&Emd1E$yr$^dSsEUAZ!u!iN(r3jUl{}J4gX&VU=8A8L=SQa9~Jm))y-SC`doVi
z>dwp_@3^j?L1+X`j~d%%0sbt(a)fRZcYsFf<oGaB4oM)TumDdvAqh!_P-~l+?Els)
zMf_ff?FqF@1UeqY!v#EQA+6l!tn5e&zuJ#~{;T~sJSdRG1!Z86aoc5Qd33%M@h!3j
zes1mob!Lx&JZ(iy&0C;z{$*4YBfrzKaz1VO<&J?1AlhQAPP^8B#~bjyne|fWJZ`%M
zU&(Vn7_WU4B85%vCb5(7JLbT2)z#mAC3^QmP1M%52qs*HYRzJ6YulSYeA*k;a@^<|
z5fNbv+>z;Use28vZ+Pl?RIc3fL-a*ClLUTUMJ~gvb$4@nGE`zRAIr_fm9<r1A-)3q
z{uz_)9UV$th0CD2=?zPsoi%oF>%M|Rc1Ox2z#WZehKE?q-`%ezFW#Zgbz~Q_lde02
z;d*Kwi=sQ8$UchO#QgWqpJg*MGQ$7I#wf`iHD{tRe9%<2ILR~daU0g;yBeIt-N~MZ
z{m0?4o1R*g`SI4rzM|#q{N{ny^pHPPu*#!Hyj!OoQZ&Ciq|oVer%t<yXZ$Yo9bZ7t
z2vf=qj+-!Wf5^3PBCWJKwS)qnN1eZ`n5dcbThg<Zsb6d`#+$2Yd+Qynhz`Wg>GCm;
zYPbEl^asfHEeR)wMtk5xj>+pt`gx%ZpPHH=qIeIk$$GP*(ek}=FVg5d>A0R{-VS%I
zyWvqMl#DF*1&`Ea=VqprX;hbGy%btWC>HQPRx9Y}<o%+67my@VLshP(^nHSKU3!}k
z_?!wRh3Z8OK5dcSNZr7Sk1@Yb6aUe8?^^u8FbU)~8<%X%IR3a=u)5s#)Vt{Z-!Ku_
zBoK&siO;Kvq<dnBZjh>E{|MB%FM%7wrpT1sYnjp@6#ll8kZphJgjAM<Aotj^gN4(A
z`YZtg4GiTUsPB*msB&xO#StHed?YL&iR$aJ@$(bt*qYWl@kXZ#2U4152%)47^8Uh_
zh$mkmV-BNLJiHT1L-rXuVghmgT=N_J`A(yGdu8WUNi%$5)v9=iYAY2k(GkzihVrRS
zYV(fskHG87>(k&HWk+1YqLht@Z&Ff?dD=P-;jh!ie;fXen)4W2PeTS$G3lJyj(H~~
zDCR#1$Cp79()fjYEJu=5zW@!*LoYQHismc;J}TEaL$VcE$h1U_bDR^zz8>kUvm%Zf
zIRpqKl6M5Opu$&tG&UvhK>p0f*;oX=_LsWy=~i~+NRftU(_q_^BQ)Wpk5=ZUulINU
zztYY;9?JFo<3mTbN~x5xBqC%fq{SW~dqyIRWJ{K^WF2HVI5~vuOJs{;Dl~SAEMsXo
zgCmTxq{cpGEMw_=JvzTmy?(#He&7FRd7kIKpZmV<>-v1&*X`X4pdJ2Rr46pW*u3E9
zcDnb3U|VFK7AyO6+pStS?%_1%%AUL*cMQZ08#bQoYcZrN&&?SdwL#PpAEPVlEA&gY
zCYnHQE<+R{3GeCG#n;0aBwAl6<1C6N6)~=n|3-0YwPDpQ!u?(kEml#|qGFfh4~ORW
z3p`)&N$sxz#%WR*k}vM`&{252G?U>jr)REvIXkbFtf-fk%9QgzD=@OfTk9UvS182G
ze3Oze4+x;9GS2AIP+cs)6ybwk4Z$_Jxn%NQd)PA6aLMu4Jf3HHeXe0iF<yQf>iGTv
z<qJJ$)VrG2DCV(&C+jv1_`-^taXYY1#Aa334v(Ov!_?YGnalTF=;bD!;z`<n^@8}J
zUp{JCbKA(5gR)pXM4oLMV`1G+EJKx>R71@029Om1%mCr`JmZcG=ee|*;lCi*9@K>6
zK_QY}z6zx&G%1wl@!~=~>ZzB|T+C?x`>=<>d?BR8W5jg7ge)Mnra<!1VfR8^Dr7<X
zlQGj?3?JWyv9PjJ6N>4=r_pau?9CF%#w)VZ3P^blo8fmt!ntw9=9!EW*PU-`K`gW_
zl6C&T(D9FU&Q2Y{$u9j8g4v1;Kiz{sTG^3F^t$p8y9(Z+Hj0K!76S51(vX7@n-!=n
z+Q9fnU)vZle0GW_s~t`wKmFTNe{UT#&JnAf)C@LM9d3Ei_uPn(P@_Ri=98r9)(!<q
zD)og!4vCmf1t4wno|MXIZg-;Yey@=U!4r}_tBfjp!ZunSsncfV@tJdN4(|uD!u^ch
z-pe58z{u$6JPMz+&L!|jWT&XGvO0@0jk*N*tNlS=ZJ4g&6J<W<=Fde&{Lskb6c7{)
zCHM!M)KG}S9uY6fLwp4%IQ~oqEwgCxlLW7byF(kkzg*1islQdnhjg_~>H;c7Fzf!d
zTH$?U-Y>J_$uWA1mq8}-@01Wo3$ZS&FETq{sD9ymxp(Kc0q$YG2P4kAG_E>>YyUQK
zxmpGWg%sD%iCwKd!{Wk)esv^c85^O~Vwc6p2kg2w81ZENpD#D3D5^wyCTsngw|>=c
z^c4bLgu3Kchs9#YD7}{&@h@t;xeoXZAS4<+KVbOUumM4~Tz}Wn9HD><Ys8q3xqOJm
z71wb^b4yS;UPa95;Gn(YPoGzl%`JVVed)!H+m$vKiu-G>ai2e;Nw^nwv&hXkX~`SE
zEe1SvZh#3r9uBFSi@x&n@3I&n&3-Sh&Dw-9+z%h@d+$$IYws8coqrndn~;bTn-#X|
z&nVdlbaM}yU!diXB=<9X+!ygj-qVNO67;`*9zrOwKBTxF0>ex%-%<3pdK(IgJQNdM
zDb1~X$Xr^WO<75Cii_iyQQve;x_+#XXf?ShBO!R6=`3;8(>3!ndL6sik^5Yvu=dTH
zpQrEfaM<(>SCk5#6`5J}-yiz)k%Nr=<L>VwZTZ&{h_#Ikm@4D6Ri8lX?}&|m-f)+J
z7e*^epJ(~`<8xp4aB@%0X3(SkygOgH{h9PsMH#FTXsZu@bILC5{b|aCIX3>@nLzow
zmAR*3cD?&DD?4STXt?|QMfB4(di*Eya8RHdZjVW|g9>8I02*KOo~_$X$*J6-#z4-a
z%H{RR#MPxb?V|3uQsQc7XL_9EHM-^nUzgm$Z`~xNGJ&5a+;Juh#vCVg^Ar!IM*cP-
z>iq%j*zJk0hxzpCY9bpR;0EQrpDZs&*4ER)0(>hU8FaJ$__Fs^8#X{2qU$+)ycTZx
zI%t+IuhQFw1Eq~#o&8GBC-H{HODijhSgx<)aZ~r2!V~M1M7|@BHYb{zGh0ZahTHU|
zZ}rm$n`~bNJC=F3C#~7{-fWNDZc_4S7`vup7L@n*l;z>Do%qpF75?~SV=F7k?>Hr4
zh}!IDV@wT=jRge+1ng&jcX^4n54v2X12fc)-nifQ6Wt@DEYR~env%@xL@!ENkjur~
zkS*&0<1fWq+TkUbeOHy!ySWPRiY}>G07BD-Ej2Y2UC(^qM7~W5Gbo0yE!SfT`tmA(
zN{({aw()4GKWaNi{63trrhTk-JZL-fXLBEO6!Ub<sC|FoqU;$y0$)K0?12EBwu92!
zbCA=>lzu}5d~lW^(jit&1TR|OwbcvN1{xYnc9UCK)Rhzsj}EU5n6C^k^6Z_vdj4*o
zYl;AC+)H8&2MhSM?36QvfT_H-Xo4fiM@4dVbwcb7s1A!d26Dc?G3vRfo1kxe4rCRx
za>qC*=4rIV@=KN3cg2T<gzV`12C>;V`7ti(!3MPuQF|kbT)(Lg6&<6i`qf)&f@-*^
z(`Sr?Ii7qF*{4u>z7%U8I+oN!Xsnd>oo>Okm&imE#XTX`%+AqhaW#_gxUde<zcDWp
zvIgB(y2J;@2bF_1GoE|y_hoq<{AVIN-ro|*)d0~y;aaR>L6*F{{9|(igb_F1eRfvC
zWgUrh^jJ0kM|(Co)1&+J3Gj=W)d#GYDaW1;&MN%w_SIdsy%F-Y&7I&hW~iF)XC2&X
zs;Pg$-YC%{^BzjM%887sT2F5}BKy=oJgdliNwlOid7r#(#{z~gQ6ag}O+`0ScmG?1
zmcsMx&E<~TcUi$;qq0}w;*B>*NP~>~j_mOQ_D48eG6>>2AZ+U?=>7}Ty>^>E0OpQ&
zHecAxx0#k&^q0KZxM`3T7XG066X(*ckBzF_C!HT%=ky+Th|L|U-mx~}Xy&@+`s#sw
z#JRm!TQJAmoVcz#xhA#PN64N$otIN(Mm~_1|KeHExZAk|G*PY?HEL@TO21-ZA_a!E
z!s&DO8gKzv^$?4bl4k4Et{)wOlRVd+9<~%YBWvhdd-Lhq)Y=^isZ_yt@vg3%me8v0
zpMKfmB$S=ch+qiXyB2dUF;BQf$1(fC8O&AHK(fNa3a&|}kGKc1%PY%~QhfEx;^g5+
z+AINcZZtft%Fn*G_qOs`!iIB0Om_-aV*cbKyu+hn&!DvX<BW}9;JohS6c4$9lO6K`
z043wC7m<>}HPN2c3X;iWViRiD$;xreWV8Iya*mh~&!{&P(fjO>P6SJtSm;QTt)WHb
zHiJLz;kHM4^e*0bQj#P|Rk_V#-Zp<Xo*K>0{Ch|Emeyi3)5Wp-9T18<Ur;ZidtbGy
zBc4^)C!*V<dXFXQnMw5R84>W2m_J4wn3nA`dE78Fl~-Yb`oanjuEPKeR&rU15(%^+
zZ0xkTsjl8@xC5e{!xy0lQXNuv7!`f@?ry|p{KjqIOxOg7?0D;$J8H_5s*^2iqIGn1
z5GFj-n?9e+X%~IV8J^KSHRarENktI{JPdCj0TsR!yj0re=4tR0DyL;YfU$M!Rs#5q
z?P%m4Cn4N%mfzmE0ibcmunagmX>?GLku4TKMerAo^X>vNA>Xv>T&vpKtS#oo2;%LZ
z%3^F)sl+}MV|llw|8&I(Ky0M~;!lCnCMXthePeBfOoPLNHqa7HOeHJFldg<~uuI;H
z;19fv0DpZ!QEUrF1Ik!}L0W*&CQ+idDW2gFp&Gc!gjeD0Jt{lydze)?C3<8tS36ne
zj^MD<Hz)v8Y6E;4^UBa{pa@t;Oaz0$S$%E92muj<UEZy;H5fHim+7@qYUbgWwzk*Q
zB8N|rVd&-2Gebsr>977UGa#<oBt(>ms{*R-m>Emj=68Mizr%(Enz0bZ{U8Y-Ka2DS
z(6Ig2S>#ktgal9u)~ftBJO2XxOtD?Nb|Ew}vI3NihNp%oY#TrkeY|34dBZNgejNP3
zlwAIGEf8-Y)Ods<Mlg!2XEF{4H_p%rAok`jfJ1uRAc&rDrLdDC+*@iX4lr(@P4DsQ
zQqkCMnk^&d3FZ#*b%*W@QNa4jx&(Rk*1)1N1Ckpr308J?<H_u8R{GsVzHR=Yeawhy
z$<T}W_y_x6982Z;WNmu1f$}=qwfd{@3M``N9M_c9cpXV2Ilib>@E7I+o$A}YTca&T
z_VPxcFN1PLDPYao04FNqzc^*&rM*g<)a+VKVdnEu$?_Rt^#x+LEhyl~E0_(+K40oP
z%_1-U;K}1Np^p2%vN*283C}V~3L^>F7SlVdGpQ97iW!dvJBrSPl7P!CCi#+sZw(7b
zX_MUc@nj51o_}V}9W-j6E58<`XS_*IOGCWmF-LTgQmQc|6;)M+z~^U`)~Uv2-WpfL
z#Kd@D3U~!9e~O3!?0Ms@4heiposPMCE3fw{WL+-vZW6DYdfveUC{)XIyW#a2Z(am&
zd3`lcyiy4{<#tbWb#(#zPpCDNL+OjfC3AB!3mcnzEfB|rr}LG{`)ULcu1;?Ufk38B
z_<FHhW3hG4q*^n%s|T|iWwUTs@ZCi0LQ>U^J7*`(P;b8-`J?}qg`z$^3s3UX>9Pnj
z&(m^CId$tHq8PpZVSDzRa>0fIQ0@GHi*tJg^zU{+e<2QZ0ZyX0o!bH@lA^Y^$hg+Q
zZ>Bz~bOiD+Sawza5Lm<#4Qx84ZGtC2GAQHHP|MIc8yz6)nSQH<YbjWC*E^SBN$U|S
zB-K@YBu+o1KQem-7f2JA!=Emw5W==*dXq$fGkL<MnPq-q!MJa3b*9FkwCeK#!j%2a
zwL390sVz5}vDxXor|*Ckt0FD73h(2E(&}_c1z1EfeH?BG78N<olkO77E2ApEF>g0V
zf&43w#v>6tCr`=Sk6M&KMEq+o;3j_sfj-<EGD!u2x`$P>%y(N}cXYfbj;p=6{ng9Z
zuKLEuHNm4JBSfh-sC~n#tRO1dUcUaGS9g91HqgyXC`dpdAWAw^!LTJ&ST9WoireHn
zs;9I_Ee-FS)aW~+BYEVU(CK!N6h|*4CDf1O8`evlnATo$1ZJPt+*oc^PC{IMCftW+
zURO#{vaajTB?D0@khr8V`M}2?6*-fNG-C+h?88uelwi>_UeeP9+1<<GgKo6~{6TBa
z#70#Hn_ln3977UzC4wzmB+y@kn;PbuBB;Dtc8-|$ET^5IzJI?e_GO#am{Sd-^5_S>
zLH5#q7Dmh2)Gsluj@BfZp@VBV#BOjn<Pmgfd##3<qBD3s4}Sc7%H@NsFSrtkPp4KE
zCYDm$#?W}FY8O(#f}RQc+cs`h&f{e5xcV*h7jH_`tF~Gwq<Hi%Wizpb?taS@eOJyY
zN@-;*fvigBBI=&&#=yc(W+Z_g_LyZgy0m8I%!MIl096oj&P9CKw$>PXep_$o=P#}e
zz;Q*ePGX1Dqc}Yqa!bX(Ua5OmHn%<-gc*0w?c1g(--6wZ%iZ<Zl<LRxY^wtOOKuEM
zA~ZpCAjZDXV~R<Imy5B+i|PYd`7V+iF4)d`umfoQ%B=vSLTg6@bn+C^yhA?dp*N(5
zO9|Yc(s+4zruKt$V-#jaT`oZMr!4;pF;H5`Ynr5jjcW23lLx@N&Vtu4u@88xHmyK3
z>ms>G(7HQ2r>ON&OEfP2HJrDA5CT<YdA8dsbIbQOE`R=C%k&Qx-R6$+U$k+_ONM>u
z0uVX|gTAeI+hGD%^1&lWAon~jk`ickUj~UyME_Y;@cB;+c@HN7y0Ey>4Lqhu;I{(Z
zP$WS0E$83IA}}Tk$6Pfn{#($tqaE?OfVL_Q^uPr0S{ylgG?LD#c8nP@%zhPga&ofm
zOgSE(nJJMj@0NtrL9eJq9@)g+Qg=aFFA3Nh*FjPZc#(^yYLRxEv|1_yWa>}Agi2hE
z;Azz4^HulSA|fPYh*66ihZ8=F0JhOBX!VLO6dCMb@!;g+lSJAYsB37n54bhxVOa%|
zLZM;F&i6VX<H<E&+kp9?V{4lSWzymxq=5jXdAGs$U;6>a1wudUi#z}S-EojD_rDk&
i7~TKft7l$vL-}o0w7^|YZAs`ygwoc~S1(nw4*3s@f-B?z

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/seasonal/yellow_flag_iris_synthesised.csv b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_synthesised.csv
new file mode 100644
index 0000000..9ad6400
--- /dev/null
+++ b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,0,5.059945340000001e-13,1.6399740820429314e-11
+2,0,1.6223215680000001e-09,5.258091037519486e-08
+3,0,4.05925308e-06,0.00013156406633540714
+4,0,0.008064572740000001,0.26138010171370646
+5,17,0.5309241499999999,17.20773223867816
+6,6,0.16397333600000003,5.314524231325336
+7,0,0.000233486535,0.007567509927014542
+8,0,7.16743787e-08,2.323031485840713e-06
+9,0,2.26858445e-11,7.352687531058622e-10
+10,0,6.5875671399999996e-15,2.1350901338625284e-13
+11,0,1.4675632620000002e-18,4.7565053606653785e-17
+12,0,2.9459459899999997e-22,9.548077589901996e-21
diff --git a/modelling/data/abingdon-all/seasonal/yellow_flag_iris_synthesised.png b/modelling/data/abingdon-all/seasonal/yellow_flag_iris_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..d5e640c860edfc2d6116aabf8c7024e7bacddfa9
GIT binary patch
literal 59638
zcmd43dpMJS95=oaeM_UWkm!J~gyc|8LyF{75jn1MHit52W=iQyQe+MzhdFM^sbO@a
zFvBqBRLR*aY{O>!KI{AZp6B`Vcm1A!9@o{?ebsjFzCXJ^@AvEU_UMwe8FahUb_fIl
zHNSA~3Irl-3W02%|3?J;%gy3;fAE)X$oXp_wn1JY;WvUkAyzj+Zutj=`1{_J3-b&{
z`UVARsH&e-)j1*O6B2R@sjH?I@IPOn8WilUreI2S1ZUZH>w+T^0+HA)__N6y+YLTz
z>ZbWQW4nmVx#6u5&b_NE3l58J>0vj$`v>&yJcmd=|9Jf6yHEeVG;p$aHdX3Oy_~bL
z{;%iDvs-11+K%t!WIG-+I(tAeEOUG=!n5U(%wXNdq(KKM_275gn!e>F{iqPaM3;`k
zJNAshWT<1R=QeN^f}bxt!;7T<JA^=Fo_+ZDzvH;qCfE1=cWBgp_@rP-z>nO-&I7{#
z9qvT_^K|onhYxkOm~Q&-@XNu?dH)?jZi?Nx{67xWAN*f;TA7=}b)mn4iS6dK#!a7T
za|4xG%NO!rYX@L_nL%it^P?@fbMB0zC^tssg*`Lw8a)(Q6)8QDqpK@BQm+|y+~l)`
z9=Zx{n|#I5QOQPs;ojPht%lEshFr|e&67K_^xFRX{5-B`xcaCaqxB^F+=G?HHns7R
zQv9hFH&fGuWAgImqm3xfwUve7ulpRnQEd!Wq)!L#DDCRZiO*iSEVp?6*MbB-Y<_6E
z;dF?ez1`KT--|BiSwj4NeR*`n*?Dk^!Hyzjjkqy!%VyWpT*K1${6Nh05a3Nk)22MF
z^Q}pCke$}QOoky4qZQs%UQ)Znx>bg@PFm<p&-WM|=Zc&6b@)rzjhD98I_I+^CnTpw
zNYNJtpG<i;rVfQrtro#sbkn9KKB~IbU2t?v*MUi>xt*{vV83*Unl4Z<+NU~CoIHfY
z4_xbFdAgvFN$Q3ad3bqUtU}B#;86Lf0#t&o)Q;*=X{q+^MwX(MRxiu7s`EM*y}^U0
zpS*E5X5p*E;s+t|Z-iKOX<RLBmL0Zj+qQ|=D6}S-5oTd;Z~tLdx?Xkv`9a<e2<FMt
z%MhbHx0r?VtLw{6L5-~C`C;dEHUa&e!x;3W;awG;RORFt1vV_0K1xbTTONs~#B?dE
zs1!Kt3Q5vme7NVO?$}cekB@hSCl2(CU8aC{C~tr>jsH%uNqztRjA@RL&vR4sfz@dn
zv=o~^+&5;!yTH51+o6K&xooCm`04zUqlstE&c7cMt1NenwMad&5M5tjk*4by7d{e+
zBg$gTG>A{0JQ2#?ui|vh!E{w{(eZ+dHj-lXSaxABQj!KyRWXa-6(4w9+aaypzGa8C
z{=zw(*|JIx_Dt_$o-F?YY<<N&YQHhLFM8$Y19FW>wi}wyHVLFQq0z{0_ppt1J_~kc
zeP>@Re-_?07}ON7IYa^;Q=wyHX&Hhi;PI&zs>E|*2hUu;YabO2f$Vhg0Q+-uw|^>%
z$4U2%R%==d&ZBl{miBbSc0p$Jm<?1P3f`%@)iP_2ic5-&$#RP#Ytg=?syJ^RF{`u>
zJwE#_`KY{#3VDd&KyW)1ICKUX={_J!&#t7v20chK{JJp4aoa-6<R(5NXu`tV_P!@e
zbjC#7z@u+h&vbSaasTnocJ<+Gb$8P|LO2<t)gg6#X@acxJ1XmODgSiX+_lOuL~!uC
z9S2St;Tsk&IyS~c<|UCLm%NDFnNq8;r;XYSYMWZq(3WCn<pYG-cyZXtWg2HH4dohZ
z45ykaW*rlUt>k>KLf{t{gO_xBr*YVk-;7YG3zNNC1*My2y`Uc;uTTf4>B-TYx!bC=
zX=W7BI;n4LJPEy)cQCB~#>APP1zqs1{^l=_iofs63gEJ)$!=rTEjIBDBV*h#*^U0`
z2S!yWG+1&na+(#u;LXkXYZPL7Wgd#8gt~;Nn4r*8Rjw#X(gF2PmQeKgD+edL7<2Tc
z)fU6`8-aO@&K9btc1X#DIC{l|O1m@VREBwkXR=wW5RI?4=zGMU3DO>)6QIu;W65E4
ze?Ezl5jCS`hP(kvet!Nrr&5&`IP&pef6Jq6WrL28gRK7UiZeg&?eUl&BEnF-e)ptw
z3Je9GX0S9?W(iH4!9%Eq!o=FX{oj@%^d~enCJi@;>FU>;MnlVR)>+5F<{KqXdYjP2
zxh4r#wWLw$5q?kRo0FJLD{b)g?p0on;&3Co&siuD^_f;yOLey#eA8l0$u<~YTcQNj
z?$FKh&6WJZb-}39|DZycq~+Gy(O5*HA}K3eVR3DBY5dI-)fWv7`be~ah-L)$f#I4l
zXMT84mBF9L2(rxSi?ue;R<yz#LvyLvHGFglTBACM%`7zJI_A(2hEpeACa{<oH-hol
zB?RO4$RFgn4TmnuF-B8n=0Tn1A!OEaIqJmB!XZoYD!fpKsezK6!YrC3>`=#k=Ss1d
zDVzr)jPIJlJ1b5=AZz{aJfDn*)vNGrZx48;X_Y2%<_6q7Jv?6XGJ{){V6=Vv_NBM6
zSxp;!3ehzxs_xZ`7r$I+<<6%O3%|ZT(B}y5ER;d-CAzw}WDbNAT{=9|+@hurFAvrR
zVM9A~CePG%*@8ulnLmBw(-s7e!+0<hKGRb?!5s{&Cu1~yUkoHBC52~)_mw&Jfv4DC
z73|Zhnt;LmZ-ZiagQJ*1Hgj}zF+v|kL$SKd?9)_TGdahO9lPf1>)X)?<Dl1<WSf#o
zQRBmE^fWq-Gb^Z=S+gNKFs0>$+3e`~h3Tc99y^>X$DBtXUbL{t;_<n(rW&W2`Ff`I
zvW$MjpTm461C(*?THZnudJY-s=9W!dt7tid49o*hJcjjpWw~jCfo#HVtWDa3Z#ipl
z>e_T8O3E;{0qM*T=Y?Toxy4KUT(_>Vjz&DF0eyv58EZ9Y&^Y@*X+Y6?h)8d2Y|{h=
zAx0dXAFeO|ET-2!85?C8Wk}!{=PW<u5Nbi`oBguKh85`+V0Puo3ySBuK5woPR!a?F
zQvP8ifgSvTi5iV&8en;TvI>fd84U1k&wf|L`m>0Gvnxw5k!p%mH$|1F(LU1GSZk=r
z;Ma~swUv~WRaxs!ADiS)^Br@Um4rs_%<~rXOfhbAVr~;<DgnE1q{Yj9xsuoLQ$2jH
zq6I^_8RVT6n))g|eR{}L@a#vSklAo@w!z?}h8^!qJ)DI)9W>HlI=Idm401MzV%_3)
z@y>KpuJEOQCmFZ}tU9s39ZfoerolGWkjQ~g_eHaoN3rWH#mSoL>gow(!42#ziowq{
zd4QqZO+6U@%oTSicI5`PDMPoJE9t{blGJEk8}0nVOmV|)Sj_cTe4f<h?^ue31~n`+
zAExN|bjl&K8iSla9ZG3V3`f()&eZPPzaK*hWKy&Y@N>%x89|K$B~8z?d5uuRCmFmZ
zOIyOmXK_PTq|H=+bkpQ!gVT_6n+52rDI2{WIf-@UpBi!T#-eJL3Uce}=*+b3{8PE`
zH;rqH7RW4-63x!!j0^;xhJ^M+=&i4ekweW6-oCf`%V%qCNl8iBD`f{KL3w3^CVj9w
z`-y7Zx1pd9ahv*(6a#Mty}He%5xo(+bly^pHcQc8YL9~}u&Srb<3%}X*`OTnIoTt3
zU*`4N;OP4Px9~Z&i16XiG|D*WoVV}7q@K1>D5s6(t7G|5vvsq0WaF0;PF3F~8|h{v
zs6x2QT&&~U>vy(2k3`@0HNRe^La=ChK4{DqEC9VBvJyEA;FVR}S$J9##M)hR#cyjf
ztGec1?6z8=tx_Q@vzAZur3nF*LV0vWQuJ~SXrrOCAMOZE)a_HYfBmBlRW^n2FVcZW
zkeXi3EM>-Wr|pf6?;tY~&j-a`x`J)?U<l0|A@#kz@wuH%Ews}3ctpmmAfWq0f{Z^~
ztg47NUr$-R@#~d?+wFOr@d2480g`yI<%zWDQ`l0w#zZjm;`%In<CG!hUjvxM#fxPQ
za8&Qw^{(fMrHAyQ8b+gL%O_s<@}|srt3yai=;o{3^*=SY$4nJFfACk|5R8QiQC!wS
zq+ykvb7Iqkh-o#78~F!pp)*)5Ze7bWX>UA}M!>SE*!7;LR0}ndN1`!9+Q4nA*g>B_
zjmX8{V$i34P4I}H_Z8lb@sB=EB*F+XJL;wjGn`nNWYjuTTKmkH?#(a%%z{3S#AoP*
z<G1amw}gF`-P?eLk0R;eoXN6vez$D7W=`N%5?%RZiF*;#k=G*4X!-g1K?Z-CisP-l
zMz+X=zi!id$V+Ql`#Oy@*k6ThPL!ElEAMePJaFeSU-m=nGw;mX3Dsc?r%9x_q4XR@
z9$GhmZh8r8;)nmPrnxQgByTi%2fhE9V3Jtcx5n@zeDHBjM9O4z<(cUjLZ&9M!!}$=
z^w8~=)wK@;Zg;wx*VBAw*n?O#ZeDwLfkjpu8(r+#mYObW!oIypZuc(0Ojg(#qifBp
zTXimlVGP6K&fAna5I8*Hs_5l;g)`mHMTE7GXM?CGzxi$z*ZM(o;TH6-Z!U&s^Sjja
z!o0dpkH(BGx82KTwOx_}Us^Sh{N>Rez8fK+M%KHx<SL9dEpddj=Fr5w`k|$^GM*(`
zTx+=YQ{1}d5y#cUxi*l!`mVQIEv+2o8kRcq{IE&c^=`|v%(=b%?$S+Xp^Id!;pnyr
z;Wr<HNTaKhSmtsR^vuAf`w4R&ioDwUKei@F-VgJ7Q&U-f=Q1=wbBAA%;l?UuA_`>~
zvGFHop0w<y`1Z!u0O@YE-<&iglZQyCbzA3+ZjAUnGP=`+Advc8)>E)+`2$G>1c&&u
zQHIbRB5yXiqwnnH=?I}3r_v&sJ8BbQ>zF+Updo8h-o?vEUR&%MfWVovY-D-f<~*w|
zqr4FtLvO8z-9wZ9^GgVkDw+NsN<%_}&;$*RMtzv1$?jY8<VAWfYR%EE3!5@zU(P}D
zL>3r1x#1JI8VB@`u4Q!24txH`_D1yQ>mCT9ys+o?@t;TT*q~AQmC!ZR{Q8`?;SzBT
zkfHEcJ1P=-FpBE9o0GIj#WU&A`nO+M_lN#?Y+Ry`v=C*s^vzlFoAM8nNc=qeXc5y4
zE?l8=mPWDVEhadAgzSV~bKeX3K?6NCGr-lPlo+C7j86J#Mcd8j%4<2CCN2we0e$*l
zC123wCv{y#Edqw?ss{opXeWEvBB3%T&>>kTU7vKh?V-xL;^wQU)}kx=9IiJOy-pkr
zHNXN^gv296#H2L85nX6iJQmf4%=N1s3by#rLem<4xxcELeJUVKc3R4l9uA$BdP1j_
z_tI&eNw4r-j+ZYV{`h9Bh~U^_Sq^U+sWPU$$<&X0=g73C39W$^y*9EzM-a3o2_z22
zakl&?7ej&Z$|~`$a#1lePHE6-r%bx|@k^o8shw>4(7efp6*crMgEON`T2EXSRKl{!
zX-c|xwr^j453MO;;g>e4Ny^<Y8_(-^sY@tqRN(I*&Xkm5Vhkgi;99DGemzms=B}Rd
z>-l$bNq#SYl~Yb_P7V0nJ3?D^nHBCy2KI?M6R%AI^JWjuI8}Yr6^TDjJJqw$N!jeG
zrtvyt2p%;p?>)rUARLxa<00Sv9NibxwDMJL4G)cORl=PSPOduJ(8P8YSIDTEuAZvP
zs<X$DvTM3gq#+)W6%@BWhpLsx?_wvjQ6v4MRjHls=A!DyUAGQKXW3?~qk7m@y`pLj
zKag4c<*OTgkr`Tu)TPK$_bUH^Q<Z&TpJy4o+A!BkuBWv-%?ZqhV=gowhdMm55iQ+a
zts9CO;`H@woVqim?zv&Gy>Ij%$Ulk#YA$0f+N&9w6)U-<>hULDcI`tZV%GuwW<BqY
zgSH1s)SWUvi5-}hm@ra=o}u3nLu*cT9U!?0NwkXLBPBjn2x*5I;coC)ZRz{pZ|i~a
zcbBn5(`5YnTB@7!PvZ=o^Qu8#l0)3GXfl!k5N>g0EGgs7jsWPve^uy}pz1{~4~JVp
zE(x9E7LdjE`(*%fB-qd<^U=Q^DPm}O=g(F>e^i^U;oT}|XSuTIJ4zXi*+x}6U;CL~
zE>49d@ee|=W}-p^Erk7Z+e1$HR*2W1e6qX{*whqKruzQJ=14x9Ccf=Z?Y;e*yEh*S
zYFsVccEa~<e#Ixh5$0BvPj3hsoruoOcF;k%o!xJiSu{zO9<`?RVC3|rpL<lc<R|Jc
zUTC5rKD4gi@M}qw=}u-X89kx++|ZKIgLXzqTsf|y!rrzb{ABq(;!cSXi$q{8*)pjw
zmNVCHc}g7G(Hvc`?&Qz-^I81#U=;p5YmH<ETl@3bbfeIK-DCS~-3svtfU?%<t<c8P
zy)7JubmL^z!yMGXsRL8u@lG-3NfOZ5nbEC!2c*hA6p6fI<Wx7M@P(|SWhcXK7c_Gz
z@XIyV5i{s?Bi7dVu_VJ0|JjYB0uT|iI-a&k)M2wxzCe}w)23&kd1(S?IP&qOQF@`1
zBy1;7x4dqSFK<`+XjbAFbVeUs)P%)7uSQ?FpJ3l{oQns=zRZn~>buI4TU#$8>y7T%
zqX)e2yi=AI*{K!xhG3$Rs9E%jfU@$ej#w@pHbq%7jxu3OEggY~^1cRD{=4EkC!q>c
zX*bIM!Aq87F5~u**cF(Pk--Dxgr4ge_I+8WgR-~z%t+XjE0n`Ws^OY?RW~NGV{i99
zt}D6m<6<dJ8T#1omgY{qe<qS(wSH{~#7yMeq|b`}h_RW08zx159Mv#8+qX`Ib(hsu
zcIdV}9sTh!ew;f?SpKdWAO=0)7wT^S8$oZNmR6!N{U&Neq8o(dpz!!cd^0_0D_?V`
zZ>7*~20zxPZGm=>tkbAFbHHDf5zRl?M_cPMlTDXBr&(_qUnSMvo01i<zkNqAkLavB
zKeD{AUzK0dJ5HkTNoG~D($Pu%{Gpzt2jm;eX^FV3<e_V_r|010D^(i_bjLgnZ&VCJ
zpX9K)WAQRQ0T$OaT@sOcd-`|}$`hpYV&e;RHrlo<643lM52aZIk=e+zl#fDDro8#G
z8!Ihg8(k0xeGgCw<KUQ&{U--=bsASEq>=cK@=T?;fP#<O{O<fa51oTZy&kZsw5!nm
zp=c&aA&z=$JJx`)CQ#_|9FKC$aZ22=pqcAAkY5-rL}u9`=JW(68F$AR&7i8;k$th*
zT=uM@OtBWBtz)FSOpe^%a{?|SOWqPQTVC7lo+zW&7j&{-i`7;H%eL057Rsd8hV|Kf
zetLo*Opq+o4RxO800iw-!}#Evzu<P$7)R2cyjC~&t}W(}36Jph?WI^isWU!c8z)1y
z-ERVll!9E2ZL{-PT*8d{A3zsg7n8UJE*ixwRN<YSuA4vUb$T?3kcSZSyu$~pey=<+
zJv|(f^4*Ol`zbqS(R|Oz?wo3oOCd_a1_PUNZ%I~O@N6;*tY_4Ckqo^k*)lT<8M4lE
z{ulKA_+qzie@dUMi#c~Pw*8;9G5t&05oW#}8>gPBEah&9&WO7TN{#2x``Z&{+WaP?
z4Ml2&-+PzMkaOGrG6YSF&mFN5K&`;^T42b<>3c8Ix)wVEm-?<5wKrNb2g{vn<I;Vk
zzI9ucpB{-YF-<xY(3s=XX;JCv&xt~Qd~MzTa+8qA8EVg5POeuCX{kdm7MBrSYooE|
zgfTBbxud`PTBE~$&%P@tC`gwp68U70ck#V@Q#Y(G8<S-&<xf8pon-`F)XE<)5HJ**
zz9JMJ&SLF-)IhWMZ(G2_1JUeKc>2@p<h?YuCxg9R7R9=(q17m_c`0YpRae^8(Tuut
z38dH}Rd|k}lV%LG+_x!Q!7jQ{P~z@C<~#a(xA5`|U8-J+)WA{ftKO0#WRbx49XOFC
z`nwY*$QDwCFL#7iEss#`(OnF3`n=w)-s5=zGvkit58leUOg_*nmy05b46}ls;nmBM
zs3&hp`2`qsFbWPxIa}wG3^VQ;Zz!&fEH`?u@1J_H4I|G5SU!D$x*;0k1)<JvI(Ovn
zI)|v7t?ztdT^`Vp7DL`ay{k6^=#FTF9-8VS?RMI${dJtMhriTyYViO^Vn4q-$a`H$
zFJ~DLPz$rS@%Nl|oNGEbMT|}Ext@t9_CFtn@z1hHqM6lG#E{4DIG1htl23Oerh;u>
zxZTg|5q?+coLtmN-?!J2MECj7ajy5wg^-wWcfx6U_Q0F4!b{Pf?Y;^X2K#I)gX7uq
z*KihohSL(G*Po`ZKg_-3!|Pv;)#sg(NlBR9t6hNJSnm*55)_fy1&Qrp_O;eq#r6($
zYY91DtQ?=aUg|~W=3&3z+5B!qxY=oG<j<jH8`$cxAB?%se62wn=APoY<%f;g&3A`B
z<`4Y3nD(%<nv?-n7x9C>=~7l?4l@$Eb7oYHIUd$fY09vq-AXqd?HgNrcr@|k<TKAd
z2_|7d7Snc7&;<JZ4OWX9TDTP=HzYv#Tk>Zw_;ONWlly!L&pi1)*O}o>ysRb9i5^=U
zXoRzh+Ye@i=1Ph2fpJn`LF{2fSyWlL{0*iWJuJtfbU4bpa5YadBY+%ohS{)WdGefw
zqUIS-?`wVqerRL2EVn=#^)+%(EY+jg{<BuY9IX3s?fPb#)RwNsz*50FzkA%!(gyEk
z8-@5wiAD@mp*T`6Icb;CjxA2PE=^zjWM?Y+?YatTy4km0dFj+j)c>0tYhImJ<uhN=
z)BoD{Ed}2?Jfw~wtLI>)!^T6iYUn+@E}oXp562{GGYr1Cw3J0jOWi&pSaM+`6z0bX
zG{M{^82VRFyswF0U+=T)r3CW*5p(M`eGR8sL<Z%fVs^x*Expp+a+z+ps<+pUQ5|<-
z_@yni`10W%b%cZyLKJ$PZZSJG8o~6`^T*r>+}g)ySGanZ4@XXB#a0?K<cd^>Z#cl1
z5AU9nxt)nccIZsFqy;Uwy=dkwEq>f8`|?(AkN54IjgJtyD}TNVL;kt&L}BVKPwGI|
z2?+URXLWT$(}$V8zU3Wd=^0!~rS*g8_0>sfR|^YVfv@o3`6v5z;C)(y=WssL5?fR{
zgMr3;rj}M5Ds`?$%~R@6#S<~5EKGFQc?licT2g7_OpR-=gXlM(x96Ye_OpnME5Afj
zz81~qiX3n4a;Z}o^TlO()od^~)+wu-JqXlk3V^O&cZ2Ckm@J%yP=t5Z6iXL+&hPv+
zR|ou!i9CE$A;CoXt6%fWtk44ZmC!6o^X66tyDp@z0e`ue!O8wq!szk0Rq4r*63srH
z-;xR*tm`TJN4sy=Hs#DBdWs8x@R+o%j}G@>C=IT=pxC_=LvG$x#cwPE3hrDhpo+y`
z-uYFQ{H6D)r9rIbw;Wp-NfbBDvqyjE+;QD?=2HfKws^MLx9`RBJ25G{Zh7&L^2@zL
zJ8opf5{wU`U`&cA)N6*<-!TuAF3lf###RQjxl$$D!q<b51d|dbob=4Az!&m0Lv>S*
zq@|Q*H$_5k)^2o<(^u!D??C_aeRf?IEn{V<$lAK8088UWB5L6@-#*IYzL@pt=;n@_
zJuSWdhCB^3^z-hq^DV}P8A7O<{`8JIh0<m3Xrw?g)K1E4No`CN7Tte_Htqe&t*|A>
zD|IB6$Jp&(XHRf_)j)zCJkz=DgrD(Qlp4Ztuxg``&vCAtuUY?=Gx#wFJAIM1(kF+-
z%apN5#aQ34lOf&t<{jPA(1ANPdT~<!p7etggn3fd4&twB4oylm&^B<aN}uMZk`v4Z
z{yJ4wE3`ZiZOp%w%T$6spG{J%OQ`14+3cxM&WRoT%nI*!5TkPy5Qxtw006v!Sz>WC
zu%j3`*<la71B$0&R>+I1PEIq+>W?2k&K%@3(HoVgPMvBG6KJ{^%!~`Iz(NAi_2&F0
zW+@I>J*9xB+uywT2ALk%1X$<;{h+H?UxoHwbyyvOV=ECfeCi;BLyQ5s4{SM0H?)K(
zAZvjf^+h0IbM+^HD1>RC2rz-Cw>Ph$5vZQdN=iyFz`64dGn5$`JZ*X!mmA{DTlp#h
z55ZGo{mWAuR2gc_!I|04g<ye>{P}@+ZB5`XeQuIaRCJR6i+Se4g$sX(4Q5G)`i6)|
zX;g!2eVC&_2Sx!^v(z*Qo0jGsxC{!Ma09s@&CM?`ZxU(%q^1s}Z!}Og0uCV;e}C@?
z@FHWzhYHm>0W1zQV5DIH1AI25Gy`b>(+!>ZO*M-bfiCj64a~7&!zh6sBo^6d#N5RT
z=H*jH-$Exdk%?EGouj|GH*)BRj>-68I5+mf#fyu?4QA|ey~#Wev?bn<wQNhQ?D+5B
z*Fd@VsN}vkNHpZ3a#7S5?l^g@*)tj3Xw1?x%7LlLT7zbTXin7#s4{Wbea~bvxFZWN
z`>GAb!jq(=T7ht(O~(tgw8=(bP-)d}{1iv`mrXiUdQ-H~DRYB9(G7$7EtO5`3+sd3
z{gdwQjM^5}Yw*&!+nn&sf0J6=1@#Mt#YH`xjn4n6UV?VUMDNfJ%ZdW-87kYB*TW0?
zGu4$xp0tq@2z00sJ+9=?^L5vXAmnf;&9NNl4T;VcRg<^fE?xSu6z;|hlC7-c_c;gY
z&`_X&sl<{wC_W0NxeO=>VU!olq<El)N3aW4{9)m^Tj!hqh2)rHp7}W7`r7{?|LH2z
z%rZ6b__mX{*s5$L(!EtS=Eq)1pQm0p->~~$^&#^^10KXF_ZhqEWXo!rX61CK6YIPN
zOsn(?&9GPLF2=FYc1=^-u2Oq$+HWLe`&+zkks}l{kSBQ>Q=Gd@JF-jnDidEne@gOt
z*u)iQAA3x=tY)f;AJuX%fGWiy7<t@)4d!QldL2e9PqG5@D(@;my1Vh6DBXuwtyXPQ
zy}QBwxxq|P9(@ht#H|b2CRE;0?syKPRO}d4AI{XCJ?K~Xrco@w+2Y+DmU;;Pl&iQM
zymY^LH?6o$+{e(j@UiROv!W52?GODgXmEk>o-d|cm+xLAS%s;_5zgZt`=#D+7j}0t
z!Ik>ei~}Zr{oQ*u>5XIwW}#^Ix!(kV)0CxzpoZSl8oR8K5(+gXk-Xx46{@}Td?yOM
zE^4QFokgUk$GZ8{)W!zUrs;H8K-&Hgs=VBqRejG>4Sqvc@u#RYznauW*$|zrS-bIL
z1nS4?8I%d;PDx9uSKtiK8Ez&ps&Iz<;_uo)4DO4Mu=TS)1?+SnB5c&BFAcw^42#7$
z`q-oeDlwki7nQ&i>|iahZfhYOmf6VKVu}%Yr6-n3ImOR-!`y}nsyY^L?Y-4UA;ZgR
z*1NFAI7w%?aXi(zJ@n@ph4S3=V$7}*EUzxLw$ao;gng}ta*a&ySx(@Pvc?bW;4V9C
z1kQS=cg%EB_GO(dN2h3|T=I_Vr;hU%+|=w^=+TnG8R7eV-<PRLm5s&pzrEqruBibx
ze8OJoVLxQA>mt8Km$A@sx86u{bq7r}OsZvB?Ag(ffTmddR9S{kRMMu02CB~z6Y6$>
zgoTVbj*XCW#9?N+@eId^ZIHNTpUcPj71r_3q(b~lR*pgBBEAV?8|r2n$F=?~akOAK
zhWve1_6t%XKythH3dbd$7sNfjywpPUoe{RI`sNV5-*q$OI&iOo$DW<WjQ<njxJys2
z<SQlQ(H>X)xis@m-)Tr(;#a#UU^VXvLD`fSmLVi&xVP$5^YOmYfwRO-kT-3>lvEYC
zE|rAYkA87>G=ziH-rmsW>KOw_j=KQPLDY>!-Fz;mfjXLT#6evDPuvbE&3}8yfT`&4
zjpyMT+_djIKshXb`RY~r)5|K?3eG>NGIII+DFuAE@&8Jw+<12R|1fK^kQ)f0E9mJt
zA3uKl*y+=0_$_}=Xw(C~o%sBM0`uFqZ`bR?B=dGz$G_?A?cM#%4}l<W`x&pkP3@^!
z#0~vV;_kcM4kZ2g6md_s`B=lrLq8w<_g{}D7K-qA?Fs_tY_re3N{#brYH-!A!iI*S
zOm8o*ggT`&5C6ZM<A6@EM?DN&!2h_>|G)W~zo8JpIexUgJAphalhiVXOzga=|H&f%
z>4UcMQ@C4a|6A9%lb4*Gl?Q7AQa~a9286=1!<lcd*xI^xRHJuBfqQ<Gzi`3Q^5xT~
zJ3xA*{>#^|_v>`J^j^gR2Q_$uzufjzQX}663$rpUV9ZME$%GHxCdaO~sn(ZuwQxcG
zKa}tAH&*m8A!jN9Ds6c^K4&UdGj6w-@!lS=oEFEPwSW(8pUjLMnVxhjIv>zHg<2j~
z1b&%mWe|G0AWfuUJ}Z1A8Q4uaoPKxbp+qK%8T}$F3-xW><bhbgg8Sc4(wh{K?Z=gs
zt#0LcQ?g&ArYZ!6_e`9sz7`r<tz&cH!at$5A0qB$U5G?S=pQOBDti9n#qOm@95xzQ
zfdBYrywN_Xd;8ZpNe!>32P1zcPk@MxVR1>x_6Qyh8%t-7>xIw1+yJP<iwDeazuS6&
zP5iKQ?Et4I%&meoekh}ha`U}Z1@KC4pml#m{Fg0HJ`0WQay#OwKNMKIv|8iYwttCe
zcD*WVC~PpmI5IO09y_qbPSNtUT>MsXu~zrL8LR8mBNiN1BpGZ}pVY8FNNdAo){@#w
z;q*^>FAs`jqd1PpSl|yos8bSrXxzWQT~V+hjYddLd4u6(gW<;6!+yB#t?{Z`^nyn8
zD@{LxIKpRpgXU5~<8ea6;$z24HGuC0(|vK@0l>LCVlOxg_#uPq+C?!~&V1y81+IBF
zDLUNuS<9j5x#vpjG`Hw-eeP7=ZdsdUq5oc<Yvh5?D(p%Es><FtL9RmZ?O$<mIRT;q
z*}%t<S)?_sU){ZD&v>%gAz#kevx7R_%yC3tnfm>L*0wfz`W(GlxyQ;#=&8A2KZ%a*
zian4b*iRD8N7qgQ=6cAfm{?fYY?n`)>9)ifzU=sPZsoe*!F~3iWla6iLwevdZ!Jzb
zuC|NP%=z?7ep3vPNMB&FYOZx5>eNx^nFQ&;=isL4d;Kq(o2yf&2=(*28d~u9H%W%;
z@BN3~SCo(a{o0Ir1{+cJYxChv8uyc{ABO^?-{af!!+)b%AawI{8K#(d>+b40DR8(>
zEGXz$hK6_IbgeR>;Z%>+Cc2Ddo|VTF;L#IbynMO0N{rS{0r@UhuZ~P5Y|P>#m#_g(
za^2|Sc$*L`yS2UjrO!SxLFJ0N!q58)|A1Pua>G(^?}A$L`Sq8H2p>)l@HpCQ`rgaA
z_oT&!_c15*!sbr44ar2$RlLApjtdJ5Pt@0EYwAq@d?3r2)~oNX<`idl>T}+q>1kGM
zX}*-;annDP6p5axD8yDiLrqkB*AyK&DJ5sM3_>B;fySvfPwtLPW6qZVU@FCG5dld*
zhRVKGu3@)tum5eCqMhcmN4l8@l8>tHGH32u8Ww^W4P+mWyxk?T`p&0*uDm3fl^>CQ
zGN(TCbR)sTbBmh#zXw1T>ewj2UgX_E;iIV9wTaVB3)|LXI0N3nAB81e>mHIaik!-Q
zaF*@{NxuKVCk~#c>5~qiZtSD&+Wc1*KsplUS8RejbnNAwAE~$cJvez@zxTxyYMAbL
zq>?Ei8J+v>J9?-21u<8>O^|<*TW6ezljY;5kP8aM`05yZMs119I&0ygj<*Y($gA4*
zBD1s6(TSXk*a>nR1;IZ)Y$5{PN_^Yn68A(MQ=na&==^$k)KW&Ae4=-n1L-_ircVE+
z8AaY-ZOe==C@HxJpsY+~x$F>#L0&NK@}{V#zmeL@worqwReh`UrVSs0#2pZQ?8g0l
zHuA>LW|O;bv`K6C?@PBcSe)EK;isW>F$6c#Z-Ao3BkF;Z+Qz2AgEklIX2Cj_*KUtB
zrz@@0nHGz<fD}T^HwH@`JU=>nZZQTbamN%DEkIb1994i`ZG*3ktlyV#J9$5?K8)cP
zNMNiog3!t!f1>xBBXFy4i?}YcfW3IycnB0`+tG7~tf^2lSyade8dne)8XSsQBE!-U
z3wS|ptMH#Hd{arawV2`BtyN$td*DT@JVph+61_a2^UK@iQMBO?q)^wx4?aTNk8FWu
zRVu{?;RjF97K7IoT6ivvH@|L=oJjY!+}Yy{l7gA&_0__u?i&we6jBsz#5(@n4B0uW
zX&b`#CfApb%=16M@t`c4Vw6g3Co@cf!YR(HyZyqhBzxV_t`7SJ?#!n{E832x#^U^l
z7jKnMb2&0SJssRE>HT^jLr`d~E(Ht7SuF_!m8@R$0H4;gv6k{${qu<jwI1JhuY%Cl
z6w(=W2sI+hpEC1mZ4x;WN=KhRe;){R2B%Qmkb$PrjiibV@Zfvj6m$ALwbgLt&QmF^
z)?+rlPmSH7pd2kk8$#*YE*u-|SbmE2DPgPwP%qtRj})_gygrS9bYw7ihGn}Ixm;El
z=tc>wX=+QAv8>tP2Cy|x(`iPUkLblL?xv_w)Upl_6GdpSozdF20SFwMI4XcdfV90j
znxuavK}?43v9lWJ$e=-?RMk{fwPow-R+d&4#^jZiEo%G+jy#c2O9k!swRjeYA1O@@
z6akQyZy+B^opk<{F?p_VBSFh-6GS~X#HJt}Ho99wBIsp?&B5K>T4qhWc|9b4v^3*X
z6w7Ci$51sQZSTH)-$4>0Yc@OL*S1I=qt>d^W;&_>v>f8LQ|m08q1J6k!6-xPsBNVp
zo5)*cGW8R@Tw?(pf>DZR)BS3Syzb0IhK1GaL3hfH16ws{j~r=ZohR-~5b-kPvux7=
zW2THt`Sf19@0Bt`JPl2a1$K=>#EgLuJJmTb*|E~=yC4d;<OKSrzbb7dUcsBRI+3vm
z5_u+g;)E1de!C{;HqA9WU7NlR#0kutvz-08faW4E@0qO$sP5B^i;b2+)P7BFpVTRj
zheHu#&lKL)g-l;rLOfZQ%4<3`eY1;ekum}T+gm=K-hk?(U^_{C+C~9y6J(c36Lp>r
zA1<MyCCbFl{QV!aA)Gcd*^|OIXs8B7)~iEnph(GS*a>&96u=7XY=<6GU-91(O`hEo
zt?8;LsMJiEb#?S|pvIDIe94IMW!?e_@!Theb!Y3LlLI)Xh5@n1$Dy5maaYx-aUP%j
ztwMpuerWezc1KL_2cI1O%RKFpsw%tnRSFt2y)KB;?%8`)>PPR7vKlkoz#tI$RaRG5
zPhI~2*>iwhxM{e#a8amB!B4|ft$ywl(yv%hM+a(q;rG{2owHoUx+x718;8tJ)Go$i
zA6XLR`^z^$a$M)|WyzoCSKpdMFIU(&WY{85;mhXTIt2?#e`Jg+6{KeXT1$_`15Ma7
z+BMqFI|7J3wO&>rl=oXvAz~^CzqMr3wXAn|M6z~1B4!3tsGAWA@(&N%FBtGyR6YzZ
z;vtCfiS9pflJYZ4az^cBiLo^~&S3R-3K^-L|IyK^yE|Vc>o}n{9av$+`AlR-^85ED
zPyBu1KBpviioVeX#y#ZAL!oFrPAmkHW8(AY%4!B<;JMeWd60|p2dJ3ql9rY>xeViT
z*&35|tSkobGm^ev;(wN1zkbS$t*y&&5jBpa{xYA*OM;zh`@O0+fXLTwzkZcSByNH~
zky)t{%Dw2FJHySD(qwmdRS)Jm=G~#^o=?>*7G(8cgxccRO*f5uyg)`a?m+VEkqQBb
zkvaQBR*=%zA{@$ZZ$9B%(_Y3Xw*4+`9Uru<T(v2R?N_N#Z0|#RY6<wUjnfyOiT3n~
zFb-?QI9^1{@!EjcpD5}K`_2@icYHPEapV4&;QHa%%JZbb-22$7CaIK{d+XRY@7(%J
zwa(SVrkwBV@cYV7^iAr6Ksr@*<y$g}r^^>8M8x=lqY8HSM&+2u_p2>j?8T8G?b`cz
z(UPxmng><^bZ+cwWpOZ>x(04Sk4E|ka5eYlr#io3QAE<gY@2$$&{MA_*!cqORFInl
zkD!}+8`HNwq?Oct_JWNeziLa0$d#sL5;OfrnTS`Y$`$B~nc1KNay5gu+tpiMhgxME
zRa9)5WS`zU6)Y#E{^}3}a;~N#?ZUHCPk2K+Bk6tqFlGzH=<W1NA6G)97S2Lp-27~2
z>3IsSw#nmWlf5A>yNVoe8w3Mhe;At}XISOt8EqF89bagXJxvK;BA=EG=7Z!?$Tv^j
z@->iQ(_HpFK8E~sZ(A?`v3lvnGr&6294JOkwBIf)+L{u+OQGBi?&9Kqw*XpcgR{W~
z_HFBxE5U2g4~Fehg0i^EI|_`i$=Uy%P1sd#r`y&}SMsVa{#DCiYaj|QreB3u?}Nno
z^c_9w*dghV=GgBt`E*v<Q8G6xsyrR5d*8LR1Vj)?0@9LEeU9Xtd_*NK|Ni|DE>T2X
zItpCVI0zr#;;_{N>!uY196=U@{X3$t(%Swf2e9CIS|Xx7Jqy|~S5NDmFKrs6b_bEz
z_5+pPN$s!IP5SVz(chN*jFts$wHILsqUe@aBcX0EuwP<vU8Nv--?q=e<wl=W?;CS@
zdHDxJrfDLbEeop0$~R2{KK>2pZ+h54*us}Ri=eUBmXM8(-8^mpx~Pwu3jN<CnfK?o
z@`10m&EGW*Dt)93k4R`6?v-e(A!xU<sar#@3D8kNy^XXIqV4$awl{^9(n<59R`alc
zd-sHZA$r7gGAlfLD3s>92=c-Md*!-kW|ZyAo&(3WV`$#nke9B%@*_T0)}*uz!I^%k
zWZSM8T>jq8&d#H-6H!=frC}(DmJ`>xvw~>`FHD_?jn+zua1QGf^e(+Bm{emNj|Gxv
zT7`QHhHVvEZcDyN2Jt`J6^1`GwUZX!=jfgO;jPy#zvp)G1?vJzp>VR~qm8S?Rho3~
zbwZ8nV9uS(BmzF!Z)>I&BnDuPw&C#6fYjp$wESKYv+$EqK+j8;-w}7s2#9iEQMkf{
zi@V3Wg=)V`SEp<qnUCA2NTD6{4#d@N++@^<1t>xwxi2$!DsB*e{Y(5&G!zH+Y%s|!
z2v;jEA%OMU{_p`*RhP`Do1XyPI<N%9C@u@7Nu3OMUsJ>YZA{%!fW1yF50av5iCB>f
zq|(obecT6!qP}_9`EjNMtO|?bq!*8@3oKyYr4iw$b5Hw#k^0%A-0$tx_>?GF6+BB2
zx&F@ahcb6uhQ9E7+apU_BQ1}lfH1CMFh~SjfKcMLFu&&-00@9ti)@qBBb|f3UQ+@C
z#BCNNfRq*%78ZeCna;MmbM5E5vO<Nd!<hm~m8k}Aba`VH8A;Tkw72gFwY|0Te<~9l
zj_544QU8A58k-Qb{Dx&r|F(My7s|iyzA9nQzc}HXm&JQVW*i~7(pE4x|2Z^rRKQ6L
zpPKt8J-{y&NhbJBb>?moiurh@26xeo>zB8hd@JbcvwX#`ZTB_}k2fsjVqvlmNwHq;
z!mm4T0|K+#ckHL{M{l?27SijB;t<FYOl*23G(6x|jd!$I+97;a@O#9w0ok8!YD)++
z9!VAgsW=ypt;^hD(F%DOYFPl-*e)xYF?b6hyk@Cff3;nsbpSiZ;lFa!a2K%7FRB8g
zRqjnzxCh+3T$A~<YqL#u`||duhsNCwZ@c2~-9Csw6&45q|L-f=-!7ygo7u@B1B(11
z`Ht~bdwdK-^296qVJC}X{Bg-yC(jy+q(md4Nbs(y1A-)x(U*E&Rr0C4WmRu<(yJpG
zWhZP=>&ld!lZ)SPw~>2zV0Z0$lPaL<|497zdJF4^DS9o@nf!hB@Cvc@42@A+_^s)u
z)}_A<9S(X1f~A1S)m%>82P*6RdyCv(7gw|O&8==dY1y3)*Xt%Wz&-Cg^u|8)xL5QF
zycF_DSfKmJ>F!lSYKxZXr^DW7xSUjVPIcsaroD0szmGHZ;NR`67RZ4{{c?hFts_{R
zeSSX7z3M}Xa(r}tYyNuH*Q0@}pT?>Sr|3GlzDL1J<KF(2dd@X65a<0k8Dyt6`TO>8
z$rrDV=S6#7Fb!^qnUK7S9{lTNgIg2yN}o#&Jp(S@o)!hi(m(h#49d5Nb-WbL=7yRU
zc%*+DdDmIB=f7(ZwD@x{XxO2bLF48WYx8b-t&ejyGB4y2Wo}peL(7{C9KjtyjM|S1
zuJ%popBIWY36mkg9Guwn;UlW)%q*>oe|4ybk$+dz&Z>Y?8;shVH;|R$c`YoVoxpbT
ze!1E5f1TsVU?by5bj_Cb16QdDoad_}!mq>d5(92M$>l)HE7wHyozMZUZ$7*!_QmVh
z{{mI<6-aBhg1x0Ip#K8#VU8OH<^;f4*zb33swua2B?dUv24?wEt9+^S@dftlt`>1K
zT`{`0Od4l@2Y;vE-z)3!coJCKU2v|h^<m}?Y{ryso_x1eUqtYXnuo3dM9v-%>2#i1
z@<z7OB4N)=$0Y1pc;ss$7*ZO4KbDvRf|ahopE+i@@=^RZpc?|oAd=ndFfORPd-v`Q
ziKx$x<@)aN;R2pF_>%(F+@U%vE&>YGW*O@Cg>oWTZ=-Ab-4=hFUx~?N&1Ng;h1=<*
zB{6ANyHkFVL%4V5%h}ZFmiso%U=<knsHShxwU1(W4G(ej<+|$1b6%rrr#NSmQ#RyY
zJU_U&$+01#Vw=9gv18wsD28f+2=746J_(67kQP=3GRihzy`x_*o5^_I{g$N{o_cKo
zMD;I(hQ_-ah;)hH`77ym*+zVCP01aQ+$}q)r=)PWLnUQvXxgf9-tXP3Mf0ED5RV*6
zdYG|I69BJmk73b?-?)^`qo(l%Pq6!y;3~mgmdW?_Zj&efQ+=Y%GLM$yV=^!>5ZtCx
zdoMpA`Cl!qt3WGMsPOpl;ZAPg*=sqno5wQ1Gw={o%o5Iak<4b)Hx`A5aw!I%3;J~5
zH+DA$CwGs_^j?HO&RS@kmlk~-MI9ue>+d-UrrId2t$uxs(vp&68XD9skZ>?=x2!F|
zwYEQi<TK+^=vW+;Zk+_L3n>-^#l2*xRaKfuJyOzXSMenQ*&7tt!$bnAyT!)`;DBI8
zHSMCcbs`w=6O8Nq28**}MOQm;=wCzrw2jqCWgQ*Iy3kp#)SW*4VoX{Hpv@P-SVm+F
z^Z+7kicvc%poRg#&n`n@hTzP>0F7M$wgwpq=G<tO<aN+9g1;?IGd95FM!Gz-3d`bv
z)_R)%K4`Qtjxa3<dAb*mX@FU+6viNZ>@0ln;jW{{3=D=nK8Q)4I;Tqfz1#8qts5x_
zL=*wx1Tv~1@?057s?-0x%k1D`09sO!gMbY>Cc?Nr$P+%JYoHmW@p;R#-3lmu6#n{&
z`aj?zTgz)l{J0l*7A+xQA|M#F-|wj^?AaM*RQo!gm%$(+C%FfojEoKSOXUf|w5vZq
z#;TIan<o8MoV5M><qWx9N$vb9W^<A(lNz3US1=s<&_!$OxmNoXkEdcmZySpO=$$79
zRHomxm+&ULas=CG|C~~B24J|O`Vxy;W?I(@+#<*KDX9e1sYvw@S=|;^KQ0QP*4MyH
zqvoXH>USG4;yh@?FShMbc>Q5uxpCP*Qa|GDHf<U7+QK`3NB)jiDK;=i1)FUD8gae3
zlS`Q#-_9IkSW@vO`lCIHt%Cjvgw8VJ=;M9Lzgv|FF9kDTvGI1?*HX`WJcX<c*mip^
z@PS0((fU$p5iC4+$W7=n_dRz-Dk4kWJ>e-3LASVX{CQw_Au=*Dg<oj=UNA$^5Q_>#
z?LaZWAVjj^`U1%Ru_N?@f8LkC$mNf$1G_2>7}z|84@JhmK+axv_n8yNkDt2Z1id$-
zTOoCiYLo|S1`~G2R4TkFhxQcp&<c%5_t@xnZR_-V%MqX=j=Rj6TOXd5A5zwxkKzLB
z`gd7n#|u#2t{sZ}y=%`(+qZ8gTTB81%JqR_9t>=6^XNK2;K@j3s6ArC?<5x_>oT^%
zqPCu>-T;AQe-K7@X1ZTy4!#7Qcb`sdRZe;$sWFK~)VxsEQewzGq_g<#sFj=(?^2SE
zEBCArOEz{T_uO95T>)Pn?wZ*9thKeZ{eSaF&U(yVX{)PG(YZR@+bb0^INK+IXcbEQ
z{z#lsv(C*B&Ej37Wbb*C(DJ_{4>NGNudvu4>pDhSi@PH)tZJUMKw_hLPQl#YjeY--
zjkjK8DP?*2uic&J!FX*b!0gTfBvnpmTBny37cWF(KYcpeHXiKwKqjpJFikMQa?#4F
z8q6^IF-Dt4|JwZ8lw2H8%6cYY0ITH@U9f|Lwl)Tysx%%~12m6Gb&BCeOzFFK-Nbn?
zzo3yeIWcjlyAjMQDXXe>L;+0*g?Fy<N%jo~*#ki)!3E~ox_9ZChIfa4K2%gfwJMA`
zg1V5QN@87^JjHmBpMQ+n1QG{qA{uxRTH*69*tSCvKQ=8L0E1=KV59tSal3le(=~GZ
z)kK|Os%#Rbh>dwiTzjmHKbhnk4R{n8Q7uc*5o8CEJRmXipD#b=w1L?OlxkaBn?~)j
zJxKmOB?IN%n=xF!{QS0zrqA=~AV&BgAZ6u;45D7ovin(uY17EnJyX}ZZg;kYx-_7;
z(>VLvw<{=~TqmYr$d@M=!eq{NxgXw%=I4y1y?Al6`Ny-<BYz@QdGBSxwAd)^4GzBc
zO9JNpH}lw*WWec<WB7D=yKVhS`s+Miz8v9O-D_4N@0KvWg1ty6gfb3eBTakZZvz`I
zsE95KL5>)Wt0o)%uAbLqe(W>A+2ey4$Qkp&ArW2FHH{-$NIMN-K_Gt>jI#Nk8VG4^
zuwEXnV_(1gH9q8GwU>(D#ORyzPh#-Y&DOfT&bW|S7BfLJ!xncjx_&GXr0#Cc580DM
z$j=4z!D@fDRppGPs2%PIVj{~5N1L4`E;LJ9*%zKB?`;5@uvKdQ^4^eW;wJRI?^<~_
zl`_(mK=P^Fa>shG7UwbeYi!I)JGZ>B&{Xhkr7(&EI+b|Z<&W_LFQW#)rWQ|eECHNP
znc1|_IQ`&(Y;3=NAp=Yoq=0CZnbW6O5*VGyd@o(LhhSS*4bQM(64H~oQT~{(B`tk3
zy`_Sn?`eMEY;S3rhHAONA&f~9oV@Pe-&a3hXAuS3!#llrV~x~h=4epgpWgAK4Oojx
zdp6t8{tp<z6eki6DFb1SiE1`VLwB|ht2M5C@)$Gy8~c>g?USeuE(lNCJDqt2US5-1
zZ1V26GUZb7JF$_%y0acs2bnJLdk8wW>smR)+o_RQFVffX#+RY^>Aj&)ziGQ)U<+Y+
zE=aN#j5?8_@yu=d<y=BtI5V(s#s5HDfU2wF71_MQ&>zQ{E!8-=*$^-EoLs@OE{3~u
zF`gv#PmRzEa&MlQI4EpMj<hQ@Mvsw~930KBPRAJfcITUH4!=lC@8N*aI1~GFCr?!{
zCrHU0-x{LQnE>MMclTG*VoADR;kXXOhlc796|3lj{!&xaY9}EXaj7x~!Ac>3S-A*g
z*6(Vu3!;^CckvP>xS1J0WR~iyPJ1wWtT73V|8r4jbuv2|Phm7nbIYW5EEh5@ps(ox
zPxt-@Gq;#784ypsarohXS*sE5@W{e4`D^w^w#0t2FJ(Ufz}nrAr(TYJ69stpBFA`O
zXU}N@4NarBVLCtyxd8O*TaU$kFWK1CjZA_eNj@w|<R5-lSzDji2QAL)i<MddVVoi_
ze3V32g$-s?NdpbqTV~)YVW)uzm9Zg*^~@QPMas&`{OzSTKr4IgZ{b>Nt6`>fy$E5~
z2p}V@wsLS;kl|MEvi+>x2p(2gKo#wCRs1uk@bPOs*K*bhGXhT~l^S1#I?ZD8Fav|v
zF41JkjVv=!UE#Ws#*XNryH-igj5KBZ`%fMNehL+d$=P$&VS~GO)(p5))jk~PPXkks
zM5~t2_ob8@Kt_FdtS&Q!W*4Q>pxK!0%Q~(EvsQq%zg$%|`=0-Pjl0>BdKMlj0f{q}
z58qD=K+Wp<esnL-ur?e|JF*8ApQsXu)SK!qc=COFZ*im3H*XLq@Os=}ujk-Ybs_$u
zlx9!aS(Q|G3El4El{=c57?~X^k(PRcwz#xt8)l#nFc~^(R5fy_Sps!gpjdl$Wa=nf
zC{fJf;J;?Bd6q>{eWx+6N|$NAOefMhc=8E4zBjO7s)Ac(BWmdzN35XHdXP2uMMS|g
zf?p)aGFT=b%bF>7tl~y#75PXU^_%VAG8^GzzMl!A;#q!+g5hM#1r;FTYU8{8U1g|s
zo>qft%0~NmoG8M*?SkKFu``{s_sLu-w$S#+_g5C1?edqkLw!;k-ran;cEzov9+<Vs
zC8Q(fp^^ZX-jj!3$q(@zMkR3{eOog-udi~=VKD1bcvBzDduwN0cDLV8-Rcpsr*tZa
zgPzNR5ng=_MO}8CTm;k8x%ZUGpQxUjLN3-DcsA&SY_GKD)!<?gx2%LdOP%OFaS3`r
z`#jH-XKr(m_Nb@0M_}a^v+%FF7$=OO?ShC^*xk-&-@kvqP5*6^)0XjOUyneSLUy-b
zBP*<rtD%*Ei7ObC{Fu+b?yY#b3b;^ShKZbNFU3&+xPw1KPah0MSybMX&NDo*7Yw7S
z|4BO^;Qi0m*0N{&yY~D7@r{bF%FZFBy;flt6eUN_H5XyDk6ENT@jYv=F1OXMzIgw0
ziQ^AE>D*Ucw!i<>#W_?yBV9U1dT{TGt>bOXcu~m3TI<8hg|@Y!t`_8DJ-&ScT?L^O
zwbf?ulN<c9=x*UQf$P!%k7iVB8zeSz1Z~h?&Dnlq<BEml>ysbLoM-q4bYH<~+j`4-
zCh)f-1^OkDe6IJb4b;~($l3R>3iO!YPWv>+x44Y(W2it^2kIytgXyKa)WHxr#WPNS
zia{UtX?a8PVu0Mzt#6@HnJC~{paLbz{}SGBY7M`?zpDCjW_qxCT1^jCUvROh%zClF
z`yBs1!n@W%8K`UGxHaQr1l0?@$4JB9(a$eYkI!L*--A4!37#4%9;#d2t)(Ts|L%h7
zCze3j)OpsZH4s*E<0r1Bla}}Ox#nkT{kwWAA-HVJpF1{hZQ;(K{f@SqM3<o41$bGY
z*g8J`kl}S>X1DN2Qm$~Mrim@Bw&&u+`a6kG7s0RZ@P^Y)^jg}3!IHy=$@A>MJee3U
z+Y3hzdsG4qpW@efi3aH{*sn|PDYhlA{uLD4LQgO@+mUZb#0#KH!J9XqaB#*L@i70g
zk%oP!egm&o>HneZE#sn!zV7j{yO35;Nok~%6qO!Ax<RE&ly0y|DPagfq#GSdS`nqB
z%OOOO8d8x^6#VUT@%zO8^St@L@`b~>_nv$1IeV|Y*4hTW91v3N%$hH~9>eI4^bKv!
zwv)s{&l7DJnv<H!wDH0usbT(bHFZ?E%@yyaKOOQdLAOI@c~fx5ai<4a(*uo!G{-lF
zWNSU!|CV^c`bI@l6@}QVJvq(cQtR0WTNLp4c8yNT=T-C1;S!r@B=E^xFD-P>u{*b(
z)>9{(ouwJy7=DV+tnu+7gCU_bjeBvGo0&S({k9X83#qEt2V74ZUfJPQd2<qBV|UZ(
z%})R_$RUvNMvaFt1Hao^F2|%0*_A}|<m`$o2^VTzty-*&28DA%y^NQ!na~fE$`JtS
z`?MTs$!RNn6O2OGerxb0LLBexoiteo70%;-P67pltXUvaNcWJQr5zAV!VoD_>41gJ
zvuUv+di%Z)nmm8f`q~kt0IIZ`-M}7SQCo@YB#*2QSMChh(4+6{+5ASs;^>(0Jg@OC
zW5}S~p}oLN=soGZPX8AXac6G}H5K&?x{l~cmI<G=*^_ews<J)dVj`cGS8TuO-%Ip5
zdGdC{u}OiNqQ?%Wq0+Ggvfwyjm6f=jq1oTE;ergU$&%g)IENBu41Hl+tj8xy(0vMB
zk#*2~WZrC*T**hN8c{mdnWF~ajPb4I5_#F1?KGkbs*&4zWY<sXyBGfUsxUdV`;vNw
z=4WA?JJ7P@?PYn0X>ZsM)!OWGYkQAapgRih(9+OMnJ?`UH0({TEx2<wX|vFwGaqm4
zuDK)1;m|8vX%#_1;pwcNeqp@Ez@6TK)DGwRee4&?{XvO84rUVP>7E(Lnq=j}5rr~P
zZhd0IPW*|qZPf@w-RUmuz1*j3DopoSjKQ>6edSl_q67V(zEtJP)$Fpg?Cd7{S>F;h
zp|`qu+1@=VFLx7NH#82-&CGTk?9NK|%58q_aD~31=YwY3$36>+<%-fn^g9PQX4fmP
zT)G!unVGkm#<&CYB#~r8o+s&dK2LTBWbXEKEzp`*;|bKhdiC^0u;2J#w%edbd&kpC
zt^2AI11m1T@Ox?30+e3+<V934_GI++M|p!po#huVn)P5E-aKX{{pTYe4~+Ag)=JEH
zRUmrTc_Xgf&)>!&{tEEH81eyoS@aIlbJhItxM)4i==S8=czxQB1Yx$AzEXkJPe&}u
ze$$i5gZl1YMAd>qb2|d1Z+&M(^fI7?-0+qV>S;@kDv-5E%^7okVeMw^9K7MtbM5(V
z71#ZhmQ<GJLVxA8cKS<n`Y}03NbvmpV7K^+=2;oQhD%Q-#V>Vj=%iBWi?(rAn<H>C
zXosN1oyNTF>^)@QSa6ET8VXWE$ft2P75C=`V$&V<44%#EqA~D&=TrfJTPso8MQr1b
zcG`IUt6#1(`3_!)e7M(9EJkm@yZ5q$!LWSD_vy+w+~*@0RGE5!Z^GLt!*oqZQN^CL
zSkv>+viXlek*l0LWzd}7sSi33OC8Rn>T&gb2g|&Za>^4VS<08r;J!Tq;~d;k(gQ+%
zER_jy!c{GL{DYBxmAK*VS0S@mJ?=FuaXfJJFk}Oemnk5Q6WW7akT^|9idug+a6qC$
zK%(l`Y>3EH)y3lWv*`J70dW{vP$o8MRyNm7yoxJ-n3~FD37y-3an8>f$~w<(FM{(L
zm&%A8@h=|``n|oHOcZ0j)ELmvCS6FW@|kC3Wo)%rHKxj7%Gh<ujuU<z@NKJ@Xa9xO
z*tA5`sd{<l>2U5NC79qZJC@8VVs!n#43gehvjUlF(y4DlI!l7_h~%Erxt`Th7%}S(
z27V0J<11^eRkK7ku2|&ucvt84*llA2ud#?t2E4Me&=9zlEK3Gt>)ghuUzZtZGqC#4
z=g_YHBEA{p0P=#nT(j^}8EGy5xAJhQFw^Zni92!A7wG8dhz>&{z)(N;8wllNZqcp1
z{BJ`;2fqR5ji5kx1bEbUQ&)jvxA1`e@An<JfF|{ds=}Y$mwxG76n!3cr)x9bMq}7B
zUu!;uz@i)W>c|`wX{l6UH0^HZH5@J>3kmD5T?Gd$!!rBlL-a2WQ_CN8b)%aB_9H7r
zBeSR|$p=QhcySvVnK(=ucF1U9<I<EXA%2Te`FrQ-h5T?IvqOb-5w1wD%gxKH>g4RK
zlJYuPC)^9!YTVztQTp(P2ALnCS<l?pD`;$yu~9%^k{n1yTT>Xx4t{z`su%sgD8zp*
z%u`s@7dIT%baeRfbvv$;f}RC9;EzOYcE=^{+KrfkJ%{4s<6Y!wG1?g7JMOQ_*TG5%
zPER~`$wBDP&()?C3x%{DRjtPh&oK!UFWe0akvTkfTv6HKhuIF?QJ!u0uM!6gEk^p#
z&C$G1TiGgY$iLK;_2MdOdqA+y3Hlz@y{JGk%ZT$Wp9*Mt*l};^BU)YcNb-m~N+(gu
zl;Ns5qFu}GaYx;CuG9Wkw_yI}_I^58*tk^stsj*Y9Lpg&irDcG@=Mlt3iFFOSjTdI
z3w2t})9pAs2)6>?-$g8IF+XcEW?xw9r5MA~^6hD8isYZy`7ZkLBJHGbK4VUzqjx7G
zlvZ%k9+;CG)0LpL_0)=}_~f&a0#Wx?zZraHa{PFKqgZTUK7^Hc)8v2uy6Brm!~jjH
z3d7(PY7aTF-^s$ocQ;SMaJc#%*p1$%OZ#;xUt!UqJ4N|deXgn1@@q~sr8wylCIs%+
zo61%+B^R{ctYtr+JsUCzxO7J9+PQYWr3F_e@$<VkJkenHw?4ehV1iiUgbq7LH1B-W
zxm>xhldQ86lCykg6MA?%&?BEN*^0|JQC!yW>Vl?ht)w!;SXI0AM2p(c#MW3ky}RX*
zV;S(5>QD_9jGfFl+h#Z-MmJZ>+a3NS0Z((4y8L-rnGOQRkUJMRE-C2f#6AT_FO92L
zJKyW>!AT#aF(EFQUk!Ir477XZZ}xCmneb=)WqWO@+v7ls(pG0wA=;bd5u^cH?`PoS
za)PIJbi6s*0-(f4Mp8G2Ur|dwZu}Yv%p+YB?|ES|BtlQUW^y!4On3nmdIFb{hbWO%
zp21ZsWM~gApuy`)hFh+JW6vp>=!eS3oBf;Svb17Co=^oZ)Arx&K%RXmUu7Mxxqu6t
zfaM2Tgub=qz&@y<t=%`iQCK;{Spn+Q!9RaMo{_#U_%Ne{9zZ?plHUCV+N%I#Hi=F>
zWu`Ilc;0+6EIfSh3{2+*+rz!P*p6_%aGDr)J6k<I-*oJr#V?`+9ofWjRnpEfC=oO7
zJF1;3!s$NbQ2t=~7l3@%oj1W5=E5a)R|p<k!Fr1q3DBFZ`+NaF2qaQ5CEFJ3TfA$f
z&m)9dH-@SUdtS|~whoJm)S#gqG5+?_CEkPQEuvV<L}o(>_5{>B$|Bi?T)CRlC%Qw`
zf!yWzAjK8_dqHTuPscGQ@~2ypQjtK^@pNwIyT#9lznmin6Wn}NVFVll7cgWDX8{0<
zaje_WL1f>qOfa^~csCp32XAK5r#D+YDk9=m(+cvq5j7>6D@GU`!b#6jnzSrD;WqA}
z7}~HAlvgF}_%X)PrOl;SO2uSYM@1H_9eG9r7m#i|%|G~ButVZ&u|E{c6UYlFBu~%E
zI-jR`-u~mYcHtK@;l97tS6q93z^|E=V%I56=)3ZKi)9_6<;R=PJMU@jDx|XX9}Ny?
zjoF$`;k}`Z=`qs~@?VNRlRzM_1E(_rkaG-N-_O?9-=A<psqLlvqKR`d=$O{lQRSf)
zD9n~edJ(W-QVWQurk)blC;3DuWj(0eXC3e#8u?(5g<^RDKB?5d<XiWP_U~=$RRjI!
znw4IdoBW{_9n^$ZP&0Rh<o;9J!Rv$Gd+-0jR{szAG}TiA`0cE`yoDo-&t6YoqA_;q
zI`gI#aq19>4t+4yQ1V}bkf`bYzLnW9*x^?v3eQrzPaJ+0+SOD1=kGUAofGh@6UvmN
zKT)K`TDzdR+#JdvwS|Z&M6&Iy-5V-$hMirW7w7}gD(joS7teF?+p1NJg2UG6EEgx|
z2TwUUx#B&xzm_J#ETb%uy<qU<0CmoPk%F7b_}oOw^+wDI>8<Klyz!QnUXMbXU!<u<
z)D*GdEAuoc@@>gw?lG_Ss5q{Cy|bq9>Wd&3Fp2*awGqh}FZ5X6NZc}nGq?NvTaeke
z{pv3;Ozg{n=z0>V!2F8J`35+C!*_S=-O6kTwZ{^R=o_Am$^jn5o?~o>nj>ZV`K{`F
zn)fiQ0x=Xc?KF3~EIU`^Y6f;Yv;YaxvYo(V$Od|WM@D~v@R|7IoZ0&l^L)TnBw1Ie
z$WYRzOBhic8!kNTz245TkNEsYB-&n7AAy|{gcqx_*Gl%qT8PRL9$y#>v~;xv8$gSn
z-@XvRd<pbV?uRS<5C`cGz>9Xj0=MCg7Sp9w2ry;+YVF*K?~eGIG@oCyi|P05fCM^N
zj#lgq4Muj3e<1l6O;@VcA=H7`YXSh?Ctz$B5BW~V3INqluD^ZQ{Jn9&|2lC5*rJn0
zd4q)5STRB!$kC7xt|jHtz41`NcI%?syCAv*dN8T%J&EVVlDUU!)?vr@*)NZ$59fND
zl<N`Q-_0F%MB8@2=a9iMd_s;VMv4TtBL1mQ@1hr~f2fLrUxdoJbnw#3asq^>6_LaD
z^V+=7%Bpr8DpLV=-wmRKrlxP+XWQEu072&D=Sz(LDta}xAG6pf%VCh<;o~ESI!}UJ
zEg0F0QJgweI&uUjJrqMdJ$$IRqC+WaMW-WTr=0xq4AZG9`Bue#pJLOp@g0h%ymcOx
zquZ0dCF@|Wx+5`xOo~{u@H){4T=$CkvZ3)1zS;;#6<hA^I-uOgl|<nWc5=-s=SNt;
zTk2-lkE)TIo{+Fk045g$=)499Cmo9A$Rw+0Jg77nN_&oJZxID9;A5Pesr3p~_$vsd
z8`U!0tBi?)-ce2cm9MR5CM%uc4sek?wmZ`3J9{;q&CSi5z>;uuYzi5Y>faMOdZ=*b
ziI=wlkbbN!zObq#FVDv^(KYWoL$1G>rba<pmoFaq@p||7xnb@FUY_4w$hlS80~5s@
z-Go3I>Y^jxd!`+}9=T{FqNm@!8SD7zh`u4Z>drmb8SW>+7#TGI>XPSrroH{F!s`1q
zAKzMCqxLyTgbV^sxx-kH^k>e9-RW9U2YuS}gQ2+z)g0|^I==`^Vcc2R(fkK10DsAP
z<>%Ywnw+e0hC_g<;ZE1^ZFcdY5y>I*j?B9eW$5FV9>U04UyM<y7^vgq9%0sW6?!S_
zl>8?WR{k5hiw{fSVc~mvh_=hUD3dj!i%mLnvz#kkrF&|$dp>*pK!5vT3vB92j$sec
zuSq_T-wCzwSc&lqR^sj*12_8m?{5uc5RMJR_uD;qZt!#TIeOkZU1#K<arfywB`vT}
zX_UBJ%7&O3KJ*wYzWAnr!c~im7R%-*$7<@C`3DQ^&g;kU_mcR2E!_L}6tmd#UN`hm
z%<8H#=A|1Hyi)&e;i+P~+u&r!<w0un1O@Vl#&Dl7#wyh_{o5i_QR&9W^2)7FhvlI5
z)ri~)qW5C*e}=;*1%~6e7`mU2wEJ-q?{C&-d-keai+A<mS4LQ{@uacwjub4J7{GIg
zF@4ycc6*<q#uK-=;=1zB(f@0#FJ?owk%OGY`eqdtF@5q6r|x&Gr<M((_tvq**Fenw
z_v_ZJ2hsPi3G2h>vYeaC?9P*te>!G=<VSvN-wBaN|0eM<Hi;eec%4EQMU{v-)n<yD
zm4`1}cB`7%UUr)o-_N~%x>p4eVLC5kktr|}IKPcIf16VURt3x4s}W-9P-J^yp0%4o
zB3d#j6WDCOc&b!Hm-gjC*r!+_cy->NKfNQC=dz{GqX?^002|8Vqahoyyn)oVwtS$q
z9$yCcH)nsu$szU~p75Xh+gdG0Sn)}10(r$x@KZ0^X~Q~Bo*f$V7W>VLm)dUw)~GmK
z$w6$rFb2==NCVbDkb9N+tqzxchP;Hi_W1F+OviO)?$-S_(df5Ar?B6;Js>Q>W*ry9
ztN8skMSEqKSQkmEdR1Isvy%PaZTeuh`4jTW@rNrg&F#!Ee2vl2#H=IDzZ*>0T7@+U
zoRLd05D@qA<qy!frmsa1pWJD`Df@=~jKg8LX22xIin&~5{~$2yy}ge9K4O1MQ0VLI
zz~0rwG5fW_&5Swmt7~HD{_da0zRdjnd<7+5_<{ym<!eID${Q~0X~wM+KeRK>I3Ti7
zz$6y>*XMrIxWld{&=bwV#jMD5$>*<G#_H!fEn_1p;!@SF=QqKS8W&)RF^KAclM}<m
z>?JE#mK`~)=;lIaTxTjI4-;b%f-Wqy75y8~%Pc1-JzFHx9HS!FupW|ZCo$^(3ZsnC
z{rBZ1$YBe%f1!;jMm%X`dtOm!U<5!?bZ;NKmxa5~v<%;E`*)L>*fM-R5yMm2-11~3
zit*e7!b#uoC|mcDglvw&9YhP#@YV9YaB=D5*t+58tbW23^!+AXL_FIuRw+eJFUE;E
zH;!aJKvd2+U=Q<tYfNooZ`QZ&h-5OwDH_kesp&_Go~d5E6x%XoSN>pYansXyj>3#e
z11UJ69#1+Z61JK0^HR^#`E!M(OR}4l|2~zk*o8ZD2Dym71#0iD8w&VrTN#<P_a(Ji
zR<|;H@3(qXDU0TZ9)le2tJ>5C>RCD$#c-d<XN){S>)IH^zDR53-U&<G&rntY+jLIz
zV=s}Lvl{^}6y>3Ty|1%%(ocCkEtVwJC|lCR{=3QTTMHwrp`6LLsJ*#cRQQaOe7gUJ
zSlX45#PQibRR0#x>#a@fY_<7H$gs_F*}{$tPT@w9%13@R&OEy-gV<KGxivLkz6U<x
zUTdZe`}sP%bwV>~Q=vmZU#~<m9s7_!Z>@iN@nD(U+2G@z+=ToW>vDeAv}DG1tGbu5
zH}XW2xRkC80!bK$+Zyo<Uv)|Q499O){fATLGMm=R&&KRmZ^yLe*0XNi9`5hfBtm-S
z#L9X`b*VB-cGKFWC35EGm8T=M;xx_g=YL<`y2(da4td$sqq#@zp{13=Q$Rz~BKfoZ
z#5P#g1mbIm+*_aDt+QKGC?J=1-B-OaAg6tjWz8wRD)mBo8`?#-{y*jG{17kEF0I(`
zb93~uE})w5I1=>=EB%WrD^^=pOHJ|GDh}C(C|Y`b0DbtK-<4v;6U7UJNSq_7TxLQU
zA$p=_Nh8d*geKitxBDfE=&^maCNfEGvHAEh!oiTt*V&uV!nYF8%QJ$P_wO+K_cNYq
z^9e<hH7!N8;PAr8Y16v)Y4rsvfx27xtv&HI&3`VuPHocixX@lbZLw=C2rrTd{6s~*
z-#TS;!>49+&_i7aL>uz7UTGgdQc{}aG+SSF!^^~1KiDo*MSpb>^VQ#4Uny8}-TAUb
zH>j79KM@YSe4<zDH|t!5Q`f{c%-00Akcaxc*j`7h#{)~xNtz;6&`j%4_K{G=NdxB5
zLK4d!TZw;Pl^C|yHFBEFXnJrki<+#vs06jEH;EeMkGES2zR~7l&LcFBt%zS9K`<E(
z`}J8txdRfe4+uuQx-N(Bi>n%KJYGpsts@F;Ewrm!z#kDPoLqcffH)kAn><dNbOj+{
zxYOL&*~nm}7Nj5>@A%%jq>yhW3)gdNO^$=>6U)0Q&VOqfyOKO-P6stlX=RfL`Q*l(
zt`Bc+SS&lau~!gUPiFR@W9N)K;tEe+Kr#KK_fo?=1ziHegeKXT_qL~Y*1+p&`~Un7
z+q*K+PPif1!y<ZycU}Iqo!G{?1&bw8u2W9o%GMH)&foelf%_IsvjL%&30<1+h(-6r
zYs+7jZ`&h8Q0^Y+x;1Org_Ino6LXV>=dOA*_va84CXZUV6XR7)>ATs`TYZTgv(vN|
zyO?weNclvH^rn``V=pOa9r%;{h~DuZ^!2H`C*g;<m%I=&B8|}R#X3{)6FLLlp~nc+
zQnxDpeCq%Dy{X#s$2g?YF;Ll4+_IfV0-%WmyTZuS)Kuz=e=P{clM-2VJxHi`x*Aw=
zOvT^2_vaP$DjCh0hvx3y6}MDA_oQ1gX6wBlZ5?A(0-}-c()$yRLbGK+Ux`6(CG(Iz
zh=Ssi1rR)HUZb<f5MSc&pC3y=L25bIc(P~A&1cbjR4|;>+4=m6;U7K7>{TF;Ep$;)
ziAYY0VzFEnm*XZF8pX<2R;@Pi56H!9>ak5dUOX`qi)Q2;2R!F-cGV}4J~g2PK^2rC
z(Yd*tb>)2r+kpb5jtOt2d@F%`Q9cmb1?pS_-s*3c^=rIJ!B)8>n_)c;(zydIcH42M
zZTIu(!#dpFHW{eIVf-$}`BhVFQQHExoj7erp8)Q(3@CrS0PYa}T_$F+2_glFai=8J
zzevG~pd1pY!nyTcNN1`RJlhQsZ9+5AC$rn`{dAmOg508H(&n{mS_k+?N^*^CZ6)Ez
zDa|{9p5uDR-}*$57&BdY*sC2mLbSlkhr-I}vKo+!%r$Ob2-bryG6mPuwXmI3?qBCq
zZez9e0XO7kx6vM==J`+prn$xQjs=~W)hHVSOh*CuQOk>?rmEueLUbbbdg3LNxB&i1
zI77RlS*uuiM0TWA9G4l3lCjNWY13wXRH4&4SASiAx5zNt5DNS_)U!ba{9<X+L7GG)
z63xNCg=gXO|Ecr6@dAAb`)>2n^)egZP`w<iu+YUM>zqVhen!p6Q+FXKH55jamS+|i
z2n;)Mz6EGP)@307H7TC7b`HaY!QK1UV39_Sjot8s{}_KPzQ8{l%f`mm0*biqxyBQs
zPU)kq1Nr)9`|&XZ0=|S)n&;QTTEF8z9CjgIvkl#-acz$r({f5ujkCA%V@0J7X4d&@
z*IYD)ojhHB@ak9i<+<SP^zSq(954KOEDuxC{!<ZSBHJzrMnIP-XlMp*hC?p1O-oCw
z3DoM!ufKl~>=5cB8;<=`3LES`!f4;m(Py&^nzW=3iRU|Z%AWH7bNjdlB)-%Qj$F6O
z5MAT~m-Y>9*JtZ=XXRh%DCTOlOwH<9p(JeD+B|e!-Po81QBHh-){7{eh*^8;|F10g
z(J5_j88?SpZo+2EV}AM!{kqrBvl(XvvA9y?4D#$NG!Sj6xlHXycbcGjsMzg&i$}u+
zOf~&~VI2Z;8<d8XK$>hTS%Z~r^vP?MC;B^`@<07=ZzDV$cg(nWqIW(e$=c$b<rh{%
zqiTgZIQJA6CIlR{<9ogGBSa3s0|pB3lsoa0)Zu5jpZ5?@Or?H)-T^QtzEj*6OeH5J
zczAfG!vSjh$bk^*7wf^SH|dh2&zy63t!3p5TiM)4T^_v1xg-=lOe^e^tNHjK5=sCQ
zAnS?(g4)iSx4_OF2bur5A;9irI!~Pf)_S4BVskVjonp6S&97aD(lq|Azn)fD^CGiV
zS-4&Qcj7hBZ%^A}^Wf*-wZEIs%&n|i8&CP$-%V2i{_At-z@Ys2;-<&5R^5EPGhkmG
zy6>(R7Z+DFyqHl+W3jmxZ_U9{=gmnxfY+KYb+7fdgv~<`mH(WHOln_{aj*SgqKFO#
zxMg)iAH`yU#i~UqtG~!)+6QDz?G}LSW+9|^3DIQ{8_79dCwu^xb5YmWHHPE8IdYK)
zMuifnhC1ehLqaB^@Vw_@$f(S%udh!8Qvk%nhOQ*?fLt>pD%LBb!j!t3a6iGo>lYej
zH*<lF>e$99>8u_;&#rjYzlkcx&As1kBge+l)^9^++zojE!G*<t0J;Nv*JA6ki0xE+
z(hYsrT}Lnv^Chdn5*w*IUD7VT-6tHY)sbFIADGVe0J=m)MSYmaN^(os7v~0C$wNhl
zaRGZ@)+nTVJtO6p8d-*QwVL_*sxOk4_v}bB2x!hdrg@(n`qukVr3GABS~+m=^)wtU
zma1*fx2cKq4^rG&7|7G*6BLHm7dNHtVUrZY6BEV4+(avxj?=v89<+QrCf-$UA5?Y#
z&%Gy%G#8DO0KT)F`@{nW@AU1yig1PUJF2G2PJGc7T&)dXZGMH9!jEwVTZd&tJ^mL!
z1dxG`ef_!i_T06EVo?ab%Ct{LSQxt9mca%NaD-SQ<*k6+qvBfY*W~4dbDTHg$;)V%
zK`hMelv;J5A=Qu|$+W&!a=d1~VDzOy>L+{43b)p)a3~q;DV;+5I70x6yR1*WgG6&)
zr}Bw{?)J1p8E(g$ML$@HZIqvIZ)x}4bAc0n8sLVdKP7*KywsALLs`s9$mC@MZ<|lK
zPLJWZ#ib-+vE#gnN6zb(m`}zU>CQ^qYeuf3HNDgQP6PhX?AE0GyCN&zS3s_r`p{|j
zR0X3{lCryY3+;eGd@)g3B0&s_Ex42sEK+)->nxp~-$`mKUoziGMc%+GQ<1$(ip3$D
zXj#)y-0UAY84tgf7RSQtyG1@33J%8Gp6`Iju*@s^+~5cDa`e~OMCUeo6bpCyVF9}v
zPj$)r8J<20wQD8uyW$?-DtJPf^Mv#u<A0BZ;2$3@-ENAnEairrk_-w(%rX>$A1qVz
zbRI*#H*mtOrEsHf8S$e!RksEP8>4#sm14n$dAF{fI}Ptbmc`$blEzJVOBwN#MZ8%Z
z@Y?`4Os=w%U=c*g_k*KaMs__G=$qS>gRxgA{ToYh@7k%oY^q&XZrrX05Dzu=HF~lE
zpRsv3$7^$&6m&`H&aD|239J1$!zrGA{7%>8^f@Dzf=48mD(?8{c0$yMHZj%Xh&;Sv
zT<77f8|11^C#CWdnqJIR)?c>1@AhPrylmle;=g~f%7umX<ywmP;4FgSg(Q;${2W_h
z_23r9X7uR+L4wl6_E=G9*S3WlWY!6y$Hrljrar@mV`zC|z|KzX6~9P_yr(1EL+bH7
z-K@IlcK%lGPQwB@-}MCiSIVwEMp-Qm%XPAqe#ml%lZG8xl_F!Ve94HV=bw)tFFWhR
z?!Fy?eswmp8)~|4@d$f72H2y=;RghRhAdq4ZaE$lV8vS8PDfY1B!hOd5;X)Zx+py+
zz%rcv5<7kV9ck{%Ajdu9M2pr!C4KEmf*(T2?qW%Y^)o<$k`K0$S$GK{j5mWy7MMtB
zNh8e*l~Nf%*ax)P2#a=aO=~$qMZkzIvM1=1!&k91*B-Jkzk!_Te_wcKWBUq|c2&{{
z74@AiomtaUw335Ke77~YLi!yD!MO=#*fR&*!`?)STH5I6=BSz|CE4}<mc+ATs{Dyb
zM!zjW?FzI842aj-%2Eze!R5E6NUu7p%g~cz%B}fxGI`n2jwLf_S+pBgmU0$f29%|7
z0jJL(vdm8T?;2KuqtWa;1W=U!_|u^lxYJ8hqOjF;ml~mOzJv}-j+S3r--&4zS}&vL
z?<1X@GT~^}U`=$JBM4hiIrv$l3uBMXueDIfRqJxKHU>;o3cSLPE9M&ppKjJ>{yM_d
zCbC6J_<R~&y2My<gg(x;9MhG-;drT|OxEbG!Y7tG>{qxFhOO(?<C%ETBqkpk6H9a3
zmdQ78li<6@b{fIBDPh>$e1@c`IcC8oC@LmWrlU;zFX*!5tAf*`=VEr0GXA<TFS3p>
zNo!_o`7}Ks%=FW^Rv0bY8?MlviAt~$8R5mVRsLvOox8l1|2SauhLSKib4p&bn>|^P
zz1J|mnxlI0*Jl^6e~TO2f2|W8>}391L&n)%-s9p`h3i>&_?@0z&6KT%P9$_D!@W8v
z&17{IVby91+CyycHGoDbipO;}q@9=h&`b~f6892A@~jhYECw%EL>--qx}#5Cwte9;
z&)&_t2x~lF5bbp(hp?$>2wwIS$d-S|^8N>(+*L>$?Nx*G4#?P9thdYzewIS`*U>9K
z`(eQiW;UERds2^|7f;%xjXr0qs2$e06ATn!D6Cysrx(?b%&NVs+Yd=kD5D&g9DKYh
z&a2X`NqT^~xXr~2ewebdwG1guILpNpb6lQ()9_Ykr6h~aM9eHZ>&BM0_Mq`zV*B-8
zRg~lezS<k=_8NO>r4v-d>qE6}-e~VXoq+8`Z#dA-;g)3%XSYIl*$<cX=G(i*sKZIg
zHN+>IC`32FXd-B^BM%6J+MigCxmS~v3H#~h4eZMFu}IUJ0h?P_+rxoRsMbM7ll4vG
zx1tgaS#lGm>sb*Ak&NblHo$1oF4&%LkX3!PLDNAbFW*DoY=wz`@Xl-~;|WtJ4w@RH
zFVAr;3tc-Eo8!*OdVF5NCk>wOJLQIk0$^P=R_$k1JRIk+wNQ94lzV5!Hw~w|hU-?D
zU5WFGS>5dE32i%bVs9_RSbDd&2&^-}c-CjOZd9pyd)mJPdzja&Sn?fvKh<?HYho3z
zox3a9gj8a7$``%45*&KRoldb6f-zFC=bX{ET7K2A-70Zw({II2JDzf@yr#{0s9$KM
zFP`3*9iU^F(PvIdueU#rT*hz)Tgyqb$i9n5=RApnZl|2MQinQI&PZFPp@hJjB*!wE
zd=A16;pD@1=%J62v6mdn1yL*1{6748@${e<k@?jK)5c?0x2%SNU2<y-*)c`^eOBMm
zK4yJ#>n2%O=+buS6fTn!n3AH7Pd6XU7Zj6hwo6ja#bAfFtysW@v&J%%SZlrK#MQcX
z>&2Nv-B;Y==0zV^FpQwh{qzlNS@1Ytd)Bln+|ElyzLH|+AK6~fzF_WdoKpG1JlvjC
zagmY-U72ZX-3nv?R$v_Y%vUEWzuc>3Z$Hhv9-LMI9PJB=Ib2WYMU}Hq-6i1x7Pq*5
z$+(<X<k8TkwSJYBe}wdO+<=!UmXvI)M;|o_Kf^_C&6h7)z3Hs)6-NtmmT$<<nm#)>
zSW&69UKQN7`loLwy|Roq4J(je!}h$q1AOH5)VEGzK|}MYG~xzcM<N-SpN`~wPY~t=
zIA4yssE7-x5OG^@XUZ>BbgINXZCM*{4t%P*d@Xyqs7Te{c3sKJTci);ZLwif(N^wU
z({x8t$}aRUJ3qbHj!e-+vs^-;;Y?;HFuY*Eqi^qYy$hjfg{m2!pyh`MDc|)#<YksA
z0ge?;(8Ns<G&wG_{VKJfjcA2ho<ZNk!9fFX^pZDUp6-HhmkHu-C$RWYymaYO9^(;Q
zKm?b`jD6vc<tO_UBfn^+A4#fKWGcK+9IsVuDEF#AexB-`ce=T|#oiNWz1*+MJ{0;1
z;Uama8%h{JQ0?hlyx<Ik^OgyMDQ{~mPxNus3vYHRTwI@Kju)^9M&)xJFTe0cW|SKu
zS018G4;w0mT8uYE3OG+H(}A{z+vwGcn4*J_(4$QvcyscCkodhb`(nmbnQ9tEtFkg_
z#D<*XRMCghV2SZUoS-a>>DR#NGzLg5a*lt&ccB#$D$bEAcLI|2@4P$;?(y-^`UOne
z;seOgfFN;Wi!#!JC?h)gde^t7f)i&f5(9$vkR4G*dV70!eu)7)A3(=<B}<S;B~>(z
zf2F(2AFt|vV`;yY_i9V`QQ^ICCxHjmPtew&>M6KY$MmR*s}PHe6RS5M*R*e6gf4o=
zKP(@9VFE%DwzKOXc&j3HI9~j;<A}s*u)1;Ky$B`T3Fx*#=*!b>h0LU@UUwHxIxvQN
zB}W0uSJ$se`)<qJ{2i;5s+BnJnb(q$S$4Axfi}2vl(Y^(pjT`K_{X-a1IR8{3d{Mt
zfmxWa;vp+5YssK)tgDsPS-$ceii!tNEpYhr9JPm&zNyg3Wl;?lsdx78`*d2=zvs2B
zCb!W4vNZc)RfR@|^C(-VmxucaU{0DR6%PmtyEGh=kNd%jj}^+(bmgq22hK49ntov;
zv$iI+8SCWQ$0`fRy}jfUrSM6{YVB#E>m7AjS9FM=4}ghy{fhBwNL@-cwC{?BMvG10
zM{f>t&+h)lVm=`C_(q4rb6=n~F}OYv92oN2nzm3-tV{c%YB9%a^cC%tDcyODROMbo
z4uy9Uz>x7q-PlTNM;fsH9K0lax%-};&QswU{9O!85i;})da?zl*y&~`2JGG<Q4sWK
z!<Sb~6_?)3`(UA8^!=F{peLRAa+dmi1NFcPKiTV6Rb#S`BEgrat6}jgc7%9igSuH6
zfAIDJGdl^UZU1G`_RsW?HK8%BtgN3>){zh6=~)JG@qOc{76ORGh?k~@X18szTp)W+
z2+2*q)XB*J>QsEescWZD+L*%AMB8^TZrP=W4z#ofKB`kuxsv!*EJ8%4z8fs*l})tH
z4!HgxC?>?mb98Ygm>Q<v*m6osbpx`BOj*$qN41Oj&9y*}n#j)gDYX2u>7P}KJ#`3u
z0>w8%Nt?E<eiilxKbJ3k2$jDN1i*iWjsFO`GG9F!O3lC)%}h(i$=NkYC=wcG?mB2b
zBeY&<TqVL4N9z4bB1}z8l=_XM#D7R9q*p7UjlPv9FJB6bJm1fTKF%rR+L<$1z)3I&
zr%Ht!7Ki&10!6!n3}RZa#iZxwD~o`;mjb&l_|i@Ke2A<35R!>CBJ?2<Ei{acM<yG0
z;7&h<QeLT3x)OzjjA|Aj$9LeBR_Q91Ro&db0eREX{QD#qwCi@l$#@L48wH75yGs+2
z>AeUy{|_G|dUATSuI?ao!C74dr*$A&B%b=uwnnXog~Tb0uK32&$}T5Pcjtr`dtVP{
zvhr5FZWD;5eE0bPK*8uAe~`s`zJYe#!@;R%{=5j=bs=}lqNa_{+7163Px%=T?hc=t
zl8wy<Arg$av_JX$P@x0K;nUmi>E;D<;Vd_MkE&X6F>KBI=Bqv(F;F;g{ZQP@Tyk7>
zJ&JZh7tp%C!OEW-pKzQ_`4*VYpX4Wan@%RRc>;mF>CpM%)5wq#fmZDjKa^2BP(IXy
z657mpLi0D}TfK?Yx}4nH$j9{L(jQ%;+Yg?)_Up4X<-X}bEWAv$XS~SixcRCt@YYzR
zk_UBh0SX^z+bn#$_Qt7RytR1aSdO8gOLL~NMr}Fg{X-~htyk-nn{=t^1fP?oh}Igu
zo*|Fl$SdtGW*g`OW*y)sV7)yPfj-I!LOHS>i*8kIC4WFms)e+fNVf!yG*#L`Pz!DY
z-sYf<b?|V-;apN`ESS9Ukn5=>8#S+|e#!YuX(f1l(UR`jOU>HBp1!#bLv1#zu!3i{
z*alw-hl~lh2Tt}TuO$LAL{H~4XA$_4S}N5@7J&U+pq9on9s^6)C;>89jlODWqHd;V
z)6h8|wkfY~H<2g#^#cU<DEb0~2J_aqq*48W-B3$CQYv(%$kfUuHP3HuvXDF4K<)D>
z7g)XldRP}=p*lc)+2hHID6J@xg-BMioG;45-I(8{vDQ|<(o^@}DM*8bcE2FaHSplL
z$9TYMgDvFM%;r1i#Zg{CC$|f_Z4lsJe+xGd@NFxX*U@CvsO?7Fp*Xoy3sK@B%VPB;
z$>JZJR)zx@8TKmHJ9w{h$WIU350)`he0BvV_w&i#-L?YXo7A_0;*F8aBx2f_^uJZR
zbqo3r2s-+{>2hQHLghY+rIA@fSlDY8Or=^W;;Vx5(ODtA6<BZqi!{37LixcarL@L+
z<7a6yW6^Dyd0x+qhO_(}y8eYt2eIe!#F#Y0g2ohMKiAI8v9g4WtKM=`Q{cT-CT!OG
zH78FCdrJbfBpCm%%coMcYeL~R%aK@lcE>6=b$Q;+Dxbw|`n4AB(}O51y&n{@TMhtD
z^V$9aBG_PG6@m5kv)H>>VM5jF{Ae_ERk=Js7dE<Hsyq`tKG(sU|I7fpMlO(<{(=^^
z>ElZ?w6qXP2%V`yoJWxR42po@?0l4J16545FBxq*?jWWYkYK;J8AK`iD2T<qaA>u+
z>4>+zOJPDy)Ru|Hqup|Lc6Jj;FAmMbboTGxZw^GW8)P9#KG00ZVQfFpxeJKFZEG}Z
zKqPJp+tX2zy*y)&kCWZ=i^bt+N(OJ4GgYhFJ<s9k0&N)RX?;O)I{{^Y2-Im9SykZ)
z{eSP>JaOSx3RwLrK!8y5*q$CD=+ti-s#E6Vs04+JvePc>3mMPwmR=)2ZRRsP^P16)
zByB(2`Fa|4N`@#wh?L^R*aYqd%AX;HzTc>|z8z8{CQ1Go&Njm0TDbeF6%7Rn{jtBY
zzJC4rNodk!>Cp9ldd0%xPw`=#bkj-Tt=0BpSuOL`wM$HNHBU!+#0QGLNLg8s&fw{>
zG%o$hjx=aZ3|*c{<MT+3MMp>J4hOio(voaCueHu~)@H9fb}BM+WGkz{wcKLy%9#_l
zt7ghtSG5qx_S_CZL`U&=x+0n7TgKjnSik|l%~8|9fOFLEcfm=&pI;bALhy?eD7$g#
za^F5q8+MnxtaxIo`MPh_h2L1%F3pXe9H^GuX!ElxtdN5~zn{x(;S@3DgQGGU%(P0F
z6Cn`Yj>soUC<SwM^x-&pKW7sX5~B0Hr?G|;bM4oY(8_Ok0WAVI$JsAN+Vo^LgXrxv
zxaA6O(^!GJUNhQZp{Hu3u8F5CYEfJPO=-o6u#Qe&{ldxx1$g(U3*LuCnDALABR`yJ
zU)ZPkpnY}hkT^ubu7UI@6mGbBO$e%hpM2MhD}Y=G9r}2Xz294-&9?KSO{iT%KlKJI
zU2c%(SH5ylfo`px-~YotV|EfdN1+}iJm}s?=;q<+vLEo`j<3s=*xHCMv)86Q;|C9o
z%_Txz6KVn!FX>&DZ&<Dh=BD7nD37-H8m~TGRe14dUZg3cSJvBmaTD~-mh(>rGs*oC
zOAFbw5iy>fY<Y6&V)Q^Ams>xbq=k!W;0YAAHb`IVjg5(6g)RDKb~02Xc4}x`4D(Cs
z(_B>)fW>88XC`BG^H?i0(J}F9Z1EM7zl96A2p}SITh7AYpPqD?#{96aqm9B@Dl}&~
zk|!fXq5Vty!cKj*)m+(kRa_Y_%+;m`v5C6;ei|H~hUSK5=+ofru&P4TI3abYAhTDD
zXs}9hm`5ug<=&AQZ2xP}KGR`c`Ta5@->AdjgmTuY*fudDTr!Y{VVy^QfT}MbOLbtW
zk@uCk+7wFerLD72G4fVFO<1z4+(qy7o8BAS<E0kLp^u_Qh2_la&N8%*1Wvx528)A<
zH7A~0P=Ct(f_|~)n}2>e!OCg{7fS5SOV5v<0mg*d`)N<*wD7~e;nYERikt$0ccrQe
zWwM(t-*Suk=Ob#gh0S-v?sYoT#rhhQmiQc&*O6i!Y2*bbHrX%!QhZbj6{C|{#9?x9
zl1_qs<N~EhF!eqTrV9BG$~NJuE1cB$sVBFIcK)Tk9`M#HjcU&ei1#A%9^8%cpWWa(
z!ig$}U<y9){3gIZFM&N6opoTOX)ka-<p1WhXI5E1J}G{ohctlXByf6BxZP0~2K&oj
zASJ&%auCL;LiI~J#qZr&c1j9~_fOOF*Z6t&Fp2s>y+GXELjSevXY`lWl(BcZAcjy-
zQBlcGgkr=T$M+W6QYQ;N)rXoVkEy2&d|^^dnk|zQb~0+ApUQ0$Uu&J|uKD-1x8CVu
z5O-@rb)R3Lmz&5=d%WKjh>C$cAkE3(dOG5x#yA@ycf$QC)YP7iv>Q&fW`9b0>We`s
zr(<2Lzh^*urJdC`p${q2?+88sYYW*;=z3CwedT2Zxp{iLOo+u%=G7_-!Kd$TWhxGz
ztef8RC*#G&Z|IkKmXnfdh+2LUtl$3H!30VRkzoq~@0sl;goudKaMr}+XlAuIl#j46
z%Y{xiWx`VzVYCko)*$mxxwLIPGv)Z$mVG^6$NBcS(@@Pv1n1H#;%7SjkD&>QnC|@R
zCCR8JF9n#6wF3xWbccB(pGyi(zqO7Qm0^)IG<SSSVsO3|WX_V+3aOOn)!E370sH9V
za?1x@K{N}LSObK9-oF|IvKck-LsO1^(s1D+%b@i+o+MTOtHYI|PII4?txU5p=wu5|
z%hsHuqAfjJP1(0TutzS#`myqf?zezv7yd%DIhiUD30wphACVD%uw}Vq2kXtcA(<jF
zcwPAoim_C`WK2)QoZ}SlZ(g3;XkW-=_-*0f`QYFOr6VdsFhGFy-cZ#<5fvjb<GdK)
zzu!ZwrlZn|8|$eVIy4-Fb^(b;E3#=iQ&LPLdxGo@9o&jrY9qdgZe(1WeKWKCzyiS_
zxT7nB!u(#%tb`H{B!9WgANDEQu3diICG&Thuh_<$*V*|=JerSAPEgVE#Bha^PYtfZ
zU*RH8(jxDTp&wshy?LYJSGt|;-Q~F_GJoZMyQ~*&8kZXj>1MWhNN-A6g^@Op@$$v1
z`0qUE$%TXYU<|<7ebfpMc90wL!>tDv^?1}x%Z=69zG{>y$!Ux@P6B^t>D{2ia|fgb
z>TE|C*U{NrF4-1cv8rEM>EVZRMr520JG&k4?}%=`Cy?Zugdqzu#W1g@nxIjKIq3I^
zwtbw)+fXmowaLN7p&MGs3sSa0-ct62Do_uqi+TAwIfzc<^qk#|?JnyDqy0sKV#|A$
zHkWP`i(6UfTMwb#PsZ??)&N5d^dT`{Tc~`u5wlyaCPawz8_nSKN1NpbI;V1CF2E2P
z+cJNJ_d66l<Lgl+j~SKT9Fo%4H94~(&~te}3I;lDkl78UK8;S`bD5Ab1s&(?;xF7z
zt@s1V@d#5mDFmRk@^MP=U-IWfO-tlO4#C=+Kzj%K_nU-+Gm(tlY|rnFt5OEx^M|Bf
z=sK-ZH+3e{wfAkEy+Y{hMQ!cxriz7a*8X0Iesgb6Vypk3uct7$sg=M-Kp@3VS!m8X
z5UBza;pS-(O08GHb~b_X6b%}jB{O(gveK^()+<8-9K@Dbfh1KAVlEnR$%a%X;_cx)
z)9Fz|AD?O@iS7oUj0)(Ef^EPJY{pYn<~hZQi_L;m<YQ(%WCuH|){-+Tchn1%P4$h-
zH{lG$9d!^B;s-YlljgQI*VSk!;8svybD|%2YXxpP54c~<qL2J&qMHL{&hW%s;R^(M
z^dF4VsjIpDJajRJ#U{v=?rlsTBRG0{Z=Fyw5Pw2PgfhpXzf)r12>P_hsG@ty%_|Wg
z7I$;N=_B->$<<*@O}Y2h`D9@o7V@>&7g+`r<vtwIyDh|Yx6rv%ZFtZ}VB3|aQ{c1;
z-m&JvJd)pD@0c{=0Sb*2SUb>(xma(#nBJ6cQ8ze!LxVzSniGxc>f9bHuOz5me1z@j
zM>F8dn)&YGvkKn1S{$65QK*r}2K0wCfrdiNNK*xFnu&MuJy~k!*Ls+g0aQq$@&<<H
zgrbgIlzHX=kLx{Jfs{95X(qek`eU`55YMoO7cC<VAm7jZdB^8>2DPvu)s08t$KiMu
zd>8W}x@u$zoPe8PMV$p(@=3RxoSdbq(G6AJ%IVZqEP9PNm$2BiBFj<D^0Kzw`nv`>
zT8rbJSGqXO7PX-(+jvJBczZ5EgAzsXz2Zxg3yVTNEdtPq8DTSO-<AQpBmhF!3WBYS
z>S`lD=zv#hRScU_?jSQzO?zl|#p<MYq&VJC@8^$PPTu3r9hq7o)kC%da%et8XwWBV
zw;ZIXc;v;2{G*|r*aYyEN`V|Ss{9-^NB7C?vdhe-HVY2P%exC()1ba$ZE?kbQf!z`
zZ0Kn-A(09rrj4xLMVhwn@v3##+C*}4a}I6oj0y)sK`9rBd4!tZoq6&LxDuus8X9Ov
zKt@vWoGUa&x9(IFmc{y)!6$r`6{vNv$lg($*Cd<i`;WTHh0lztXi&`fz4(L*48d;q
z3mwp1r|V=4aCf5g09l?3)@&lL->0|g_c?(_yC-sAMOdIojTaW2hEVg&1hRqJ=*HrT
z><>f_fQsETL2sg_eR{Pts>D4+nf~KQMc~$YaS&tSpHa#BU<!S`Q8TkR<!&(K(Sugi
zTox7<OJIoJe1G3@bMP5i`nx&$cXk?mBE=5~`$00%EoeOURqT)Hj{70JzOt2vvPbz6
zm^EuMdpb;-#ZVF*$a`jEHLZ_~I#T?a$ty}vNs$H)++oxWBj2b(V*#4|T}8Xi^kfbd
zhyDTpjZ1o_l!su1NSiBO7pn5`Yb|gDO|!yaGGQ+i4s<DD23n#HLuEX@z*;@M?!ZTp
zQ+U7$Shti0zVOFPJD_YL>kM`E;EtvJ&P`ZiL>Y9X@A%?qov8`*I`;%%V*<X2SinSH
za^nRA1yv&1l91!%VBI&3$QYjAtnshU%B<U1co72i0Db`5wWcR$^oeEF^~>#Z^#T>&
zrX{>!ap2USL+(TW^A7}t%KTdQQbC10NgN+H7oE*79*1@pQOH7V?CTZkBH#;6?&qV@
zbG=jeg_Lyp<LUbkuyU|$Frim1>y+4)WRn-|bG&-Syl?_#UPa*5QL-4z_6m>hH;y0d
z+rMlOV{-2~sKqjs<8KID0pRu|xi^T<48j9Q3v1bRz1$Te+jI6E#LZ;(4BhEU6&1KX
z9L~z|iAP(QG3UZnF4KZh-ss(y-J0mNc+At&_O&db#udo5<XSd8m`m(?XaXF!?sCV`
zRUbfLk1BlEfYb7eDBUvE%<?lf;^&u@^RCYni9=DK{7tl3wpG23)qBC8(=BO_D+1NQ
z3eG3D1G%dr_2`R(!R^VQX(5WZR)RB6;)(}Q67806mpB4Cc<Xmr$lRy7Eohl?Wr;2L
z)e*}hy7Sber7&fNs0ky7JqjoWQWz+tOGDpH^I=JHdNep`{4LD}uzUgn=oN2cVD{-B
zmPUOZc)W(C!%3hI)F}Zq(Px#k(d!xbmoCiw!CpZ&Oupe1`WNeN)>)S+pSYbg{6nXf
z#KTQuHgumSJZ<M#hV&Z8WKgwR&XwMm1t@}Xs4C)D1gZC$@-;0%<1CfL{?x`p%W*K@
zl`!A(2lzlKR<HXvXXQ>;sdM_@C#FikSJtm{cqW*%`6tbZEDR&clzdbBdhobgS$1Jq
zZV!abfe#UNR~L!`EJcR45MA?gzcwHGnbCB|S0D_l)&+u+Bk_4^>g7)!Uk?=*;2~c)
z+BFya)zY^Mba0^VIe&5e4Sw-9QxMs8sC18vh~F8_M<{&ocdgJG@R}CDE{lQ@9usKm
zdHf`V+4-QcN`1HX7mWYUf_Z-=*tyUFhY-PjQ8C(oCy>v8rXi1p&UExSFAr7r-MHE@
z3YjIgko@(OoBj|lUvSN3d0#al9VWl3)z>sI>)zD0qp}CWbzGpHd1%=+dSAO@S!A5!
z35}b_JN!3`Q5(QagAG{zq};~sxD=HZ-F^#PutF&nJJd+?`GPaEdWw>GID&3Fx%|D^
zE?catff3vy!$P~*>_;lK!TR}lP)JDh0p3?BvPs?$^|eC!iu$#(U2y@v729dBK@M-x
z)-`5DH5<Y93u*e{8S$B$)@-@E4Zz#&|Jy4CdiTh8&vdYU{am(N_K3pWWu@=m+;=_-
zob`%xk$mOgu%TM!Xu$K;JFBHy+ZCXEpFAT`DZ!af%rEa^{=WaCe-TC7S9L=}yBkjP
z58!UAA^*2LijaWj_V%0VQ??JYRTDef+G4<_^!Tt3^zRr)mVtV)tmPwahKBEfCq^B@
z#Rs&=g38>nd&INV_pkK1onlIUQkk>F`;z7Q4}w62Kh4y7jK%MCdq?Bdb1=_GgPLd^
zrfilsjlk>93GC4n0Iz|xzTMnM#Nt2dPmzme%-u5J^RKnl9tQt0ys@xP3S>Ez;6+@N
zOwm^Fr(92ZZNt=RaxO8cr7rfi{D#81i!ownoG0+`6vg~lFU|L-`@dQ=z5gC)*J!UU
z``(%vfUj||e~esSb`gapd-n#&H_Hz~2gLYXP!v9T!5ukf0T+E}rRlLRY<jV(9V8P`
zHYR=KDM}(%iev%>sGJ1+<)jb9BvA?U!!{2=+si)%1`L;cjR2z=G-M(c4FiMk0u{My
zc)K!G66OZEH6JbC;!P;eRR+TF@)?*FCW<><IG016fVoRe_e{^*d>0EdxmWP^;h_UF
z$cG?8x6JxwpLQ9Zoi5poaAW(Q>A|7}bFKvD=-qCFhF6vTXWVuBn}Cbf4Nx;K5XhA~
z;=qqT-?YvIY~*-gnvGr`#tiXp{m`vjkLj3z+F+p%EXGH}e$7#=PT-l7@H$T?Q%zaf
zewG&O6eQl^pSEpRGyals4D6i4W0kX>G21A9cQW^{GO20WqRgMZe2ms1b-Fv;Z<)E6
z&HD7j#01;#;x7izk**Xq@}|@g0|)f+y9an9peAYXKJ0{5KW`GC*~9*SH!#X2z3x~|
zt@VEqk%Wc(#Wn^>mIZ@3S7rw2Agz7E2$+DhOe$y1DQ#_SR4Og@1*@9UTr*^9-wZ=q
zK*vV`|4knfbiHty=~aa0_OuAfngFLC$F&v%Kv}=>A_IZzqDji<7*a@dY2G1_2DOwt
zuNhxkEaa!*8LBpH0Sr$^j)DOg+5v%=ul0t*-a@MN^)43sR$jMJASx^bt)ZNOP|mHj
zNJA=XL1epez5RU8MY{!Ly&h9@=o^$n0DDksrm;KEnP^Yaw&6{vA}Y5t4m{e#9^pFj
z@pze1BHfUi$5=b6^n{7)Q9a&z#AQ8Il&!~OrgME}xmY*0D-pfH3n(`V-1Tlx@rF!#
z=L|FB?bcfYa$O1JW!WDxwst=KbV+FWNK$Y7yJ6sg>mh*qcsbr&p(7MZNyk_mqXK__
z-mk1(1q}$;kuk4_WQ2_QRITl=n?3EFWyjz`TMUf`0|5MVcbjM6owm#3x|9{kOumov
zAqL_B;i&*v<4vWK9&DvZ=7@MFT~f@wB_UN#lTXZq4bZGT^KcGS6;!WtBtblZrV#GP
zy4?B7$nw-Z9lZ)llgmT<`5k^<PWP%)K4Abln5ecY^Px|iUWlc1>>lDOoYV5KxyO!Q
zRp6vcv#$8`RhFWArpzu6js}jmL_wA+O=5H$H1QObgj_!$5J|2A^uXd~BL2rQt#o-j
z#wsBeBr)?6TC>D9{;kowh%|Egp@3ZJH;wWV8FFMKWjEWI{h2*93`SPHAnzE~o*4VC
z_uLwzDBi&4JtI^dq%LpG*S9%vzAl+K5xF65v6P}5<UGKjHpF$fsk?1umV_7?UqaD+
zcjY^kH$8T3UvL7{)XE*igh$_aJ*H5cHz{}Ul<D_nOVXq;H@c}i#a4Wvbt{ui*@Y$K
zZAfrbRX|BHw@~-kS1{!kviz(Y5OES0o_rm~m)VJ`5e-d3>r^@zwTQ{1hdjV|Fw~3c
z+WO6}swDN>0Va@QOMgU?6zP0Q1PNb$ir>AWa0Ko`c2``>0a-W4$jBNo#r`*UO%NG%
zW~s9j0fN?S*w{)4>)macfxjW)zuC3h_;-j)*WA~8!IKF$Og`zS6(5L4xIn<S#`DZT
z5Q+hI7|SS7W`V_F0`K%hg^`MC*0U<2(LYM+{c~tknY{l+5u=NQ+R`QdYYC3q*jl5^
z_E-fEX}hcc`o!5hTA5gg?q3hP{}Rp|Q_~U<z;G(2f1|kjwn|_Fl!QY%ctWoXUE)w*
zMI07d>~+W9lFqwNvmyNj`$V6Hs_(pl5m08=2HHiedf@ZmNh^Y&>u5hV%?F@L<=I`V
z8Rde<AB1_y=p%<5h5~zu6#x3lLk6Oqsq0w-gj5J&I<Om%9*wpz8&bZRFb>GEPUct@
z&egSQRxUbFYd4?Kp+o4Ih2QQq#O^{4W08Fax`L3`PDIzzH5zf7P>n1Y1!hbX$Gw`Y
z9zr+yzkk0}j~~iE$PvT4Q|_2ibCS$@s3VvyJ&m!rp-(M|X8HvpXa-n=7hP999$0|U
z$6&p-K$KB%Ae2%30^X>wGDHa!W#FB9#uj<AbY8%w+#9{fsIigmB5wl-$j<V;F8Sgd
zIisZcdG>{r@zW5iBIHpHB~HwjCbb50VF!_&&q@E)W9Gh(!LA`^s4$0;RMKg$`UCRt
zsu!U*0i~AK8#@71rLN4$00q*16i7qZKgc4J^E17YNf|O6H3p4Sv>RSPZ#C9u2=0ez
z$Aw|QbO{F^<@erQsfYD$6W`CUzSTFSWH<+MnQfWpd@B_OdUqBZe|>5GX2xk9VN}<#
z>Yutqm>*^zn;g769k*RMktRfIA?iXoKGVY@OaKe5zF?eGbz=`juI`Y7t+1~SDz4H-
zJ}Gn^ij_AX`Ev!5E`5C<yq-gF@?I|NHHo~#`|jskS%_jv(wxZ@-f;>0)|{GLyr7Rj
zK^3Qk$}c}L>^3mkRF_QgQZ>-sJ%a4jUB+G3@9l~MA+5Rcv-b9P2ZG%M5CplG3pJ92
ze^Vt5Wmg^D-N25@Y2O1v=cnDud852sM@gF8QIR}756zpSRH{C_Q}eHog_G@!ad)&u
zeZYd#r=PV@WNkoZL8r};ckXGW1AGppmCdTnKo*@Z8p1`k`_8U~Oe$Hp7K}TN%o~+d
z<?6)V9O3$*6VrO?;@KyPYyM1iUamP6h-`OsKlY$(z#1pY_F-SAxO0V1X3s!=GAlu<
z;;Izy*+U+L83VkD-m5pmk3YlCg}aQg4b>CQ<<5p=Zjrx0{dJ=u04V97?uJjaraH7$
z4iRLBCX&mShF+pQDZqd0Iwp`hOLz)!XGOmnDTMRpTz#H^FJVT5JjHo))!2&n(^(7e
z+`*jx@h8-KR)g$Kzs><(Ch)W#KYf;t#H9Zg@rWndYV%a{{K<J?^S%6Vjn@~kB^}be
z{aCA+$eLjgvArep8^vXjB)_OCKmA9OKW{kv$ovF31?~-Y(wyb4*1|j&_JyXJc~V_V
z7;mQ`^zNETG;`Ee5f?@&?l(-2-K7U$pw<2dM_SwW!cJhet|GF{v#+mI7l>Zxe;1M!
zzt4X}ckuZt_LTMYc!S7V%-M|P<Nd==hV_*M<;1F@4MCj;?{K~sP2#`1-4QOIo?iP=
z<qjO{d&5GHHI~1^X~JgQeqywo0h5`Y491R&Yg1m4JG`HcP#Hu@RcXSv`tgZKz7)S#
zdev2mjLPQUPX!C1u^vmQb1MvvGsSLXH|vUK?0~nI!h`gy9{ZkmO`UxS)oaV#Jf-)Q
zI_JH9r2Te}hSn5am%`Ab%%F<*=|RxGc~1Ix@CnEr+rF=PtR-oBj`74P53!md)}==0
zMg^zKMtg+OQqD${&VaLA)mk8xRc-zbA&hZ9W9OIM%B~_s3svfVziOU4xtOriB}GH-
z?MCQrsFcobr1;f1Tzc>*{Qc#-8l|x7-=ipcon6S6(4z>tPk1ic{yHiCgcmDz6`N6v
zOK-c3KloW%X8y5yBUbUdtx~!BFVFB<T{XJ1;I#QLzXHYyR6#_dqhwC^AdIc0=Ls2B
zXN#yZONH}DnKl>E?@mYG)TurM5}X?nX2e6+zuc>kCPVOmag!qp)BO%LjsP8tC}1IT
zcs7LT{_ySp;9M1A;AngE!u1!$e+SPen!A#dAKRaSKSgBx0Bg?b^qy&1BlA$E{LG$K
zgVER73FpcXS-`oU-uGu(3<F6Fev46kj}>_Y6~}`x3HGJkYszrc;^_DbYL6=sLhMW{
z)Up~HD<&q7Kf3UHk(VddBGJ9;HvHu@KjLAW?vD9s8G5)$IePqlW$yp0?ysY&`n&&8
z6cJklMN~vWIs{a@K_#RcX$eUIC8ZItNa>Og*mQS;iXhV6p>%h%H+Qb>=YD_pcgOwX
zo^i%FXPiC8GX~G|xb|B6z1}hBYrf{|H6ilLj)Eqns|C8Xry;*M#H8OzSe`v6d~Z2_
z7THL#@7@S0C7o%vf^L5CZ38z&pHq=7^cEbid*(ijLK8(Z3w@tS0Pv|p^ZG5<^64Nj
zp)AEtfDlVPY9(c}|76ATYZ<;bA#~o*ixZ#Q*%GKXC)mYig%}FUdbQn0^T}<VSlyg+
zAaGS+h<NcX1^YT!{@ovGec@DN%LsXbn|z)CJQ~$JmX|A`$MEYkX)yRo2-V0>|G7$K
zJw}-u!&EWj@;GjU<=!ysmfAtC1hVvs&taGI)91zYzuD)0*ggc<X!5zj_K@w9h}t{l
z`~rPc;0WQg`!YH#mJR~dJq?R6EOVn6D|qlk8sVlIrP50U`A@@6^LfvTNaI9fi|>*3
z9%jX+<>`(_vNYF92*H;0yd-ivX6)?>5kfiCF(u|#7_T1e0-tRzcFyQ!nK`fi8~M4U
z4?_3CGzlyMV7L;|*dS3!HOz0B#Q_N66>vB^PaKz7#kfk(ubg<e?42T44L|WXW?x7#
zI8Pgfw;(1aBC6v1jw-h%$2Ti?UQ^Ae?`L00;{1ea0rTQ;XGu0j<sLH?Qxc`*)iWtR
z<64gh-WFG!%ze2V>f>`w(%8y)Ja4X<eQ(so#D?cX^XS32ZM$RtNM*7fX>9BGv*HKp
zdab(Z)T+n{hGnGq)E_1d$rTo=M(&7Rb!B$vYn_uVeT%jYv{;_l*)H=_dA6KWTZv4W
z7uer&{TiE->|a^}YVoVCXDTGNtLt_wlYgC`$nOe|-P-nGA5bw_fq#sH-DrIt{iUUU
z{2=(MxrXqAbXDBzp>Lja@bj^V-gGouoIoG@{2W$(Ci4Rsso|@)#v~Gi+@?3)>>h#p
zL^%`ZI>;#5L;EZvJG*j0LBZ~8Fb*0nwbZiTrN*HgC1P`8@5>ZTN}@h6mH5mlJaa$6
zG1J5LS9FeL;>5E$x1jO3(#%S8gt5FY7H*Z44c-ZopFR;w2ymEnPk$z50@*0==j{xk
zmF`UvyA%hWlQEFmB1X6X&8WwK4Ivm6o4vsi=_8(z=GB-H_a_gHmyxF0=R0{Cv;VB`
z+I_Jn(mI%FHm(dU33a=U&Ur@WmrlKV(%Vf$v5a>kq}AcpDipb_dxk*9H6O1&xXPJJ
zLSpWfgfL-|CPy)`gBTa^gmngYM0+53Spbb#Vw)dA7AAh_%^O2)uJlsUagCKUf{cSD
zxG5>`yEoJ&i^lo3`{!LzVS|aIxmt1-C<5c`{?+dWmgB04+#Z^_b@AgdH;~Y`M88%C
zU!%^wW*msRKN}iMLBR}@m<|?T^6BpALuY^^!ILI6CKHlRnQLq;4l$XMii`Ch70Z8W
z1U-#LDNhkFOwpLt8xlJV$ouw{q=k*AxX(1b7>-wer<e}EtzMMyR?b~x7Nxv_ED(*&
z1jVPBz~~Zj1bPL#7Yk5f=TrsuX*rGVrtx6YE}r<G8(sD(q7+Yc@-}2cg+J5jpytb^
z2+$~XY1*F$R;+8I$|>sZ+L}Zq2<aw@>V72!Lh!JvJupV^<azV~`z}p2E3<U|1iBhm
z3?o@}m;`kTJwVP|bqO$_U6Kct_01~D(>!G1gpWt+b-s1k#)n%au*JD2T#Sj!{Qf=;
zbtCO*n@dDI_sWD)`(G(NDq0~;?(LU<*y;{?F1}c6C3u3U#Sor-W@sl&4!jzh8K_Ju
zBg%Ye-s`k)dsAg&)tsx1PJV|oXLal0;7A54TQ$tP(krh(3~KeF|H_JenuA?=<BcA$
zFZ2>v_-WO>+gD2?JB7Kca}Yeeq4MUiB#k_WJ1x62Lg$P_O_w53<osJ(zO#QQU=esK
zJbrFRQRBSR4Ju;xo6Yphf`U3(>UsUZ0yH{}LWBrILPL=yK~}79Yiqk==<4c<Y9hLJ
zZFvg#*8~~Kd=A;im+GN+)-og=OeNmMtc;YMtGYON&h0Pjw#5Ff#FJHL)av*mTgRU9
zd{SlC-2;tRG;e~+tAq`lM^V$SJ$8sAT(ij7g;l<FnW!9&X34)yNuxis;;Y-*lG5od
z$h}S5)bEOVd~1zh@2mXiJIpJJ!v>vs0>=w87zS2WHBg-jr~wU$y^YSt1c)1oc~{cA
z#oml$F3aJ0D9s=}_2xkYKq#$pT+1!EatdeiIaSfk{jveRo#Mxz%ysHENnd+v5f|S{
z^rE9bXt@wd9^uQBK<BZsf!{~jRi<X9UywYInv4HT5P46Pw;niu1kLp{pv8+q<*pYd
zbT63uosLfcHYLT@<|dP1t;GQAQB+u%on)QIc(v2HJ5SBiQ18+eFlBve+n=gBDf9;^
zw$#-mt9xrKiBPBmAs0d)p>Kb7nw&Z$+2W{pfBKFVNSXPKhdQHcy649F%W^Qhjb%O!
zH@9r;v`zx~_}aKnpZgHB_u;6Me)W+@IRP@%AF6x|Jf8GVnksr<O;+u!w6{1ahc)LN
z9~=DVD5(+z8>NCGm%&;sTZ$M;pj=_il50jxtbC8!mabAhV(Cq+>0No>y_u4hvJ$Sx
zujBlP{YA>5xcE&MGC_1(l1LvCnB4WPHzfunxMcJ&@mzO?GW`(`VAsg^3PS}cQwi44
zZ+cjHnU={$V&W<?nx}g&x?%4ATq7G(h@ub36X<$jXXJzFA8-sE-ZyCHV;Rk-RwzLr
zrSnwxoj*bafzzy;rfLi&9qAn}{Jb7V?8%eCxtGJm8KVWq$F6QrRde83hkj*(v<W~g
zGM`5lJ7v_B*EcJid)S@Km8GoCxAnGrvsyl7rq&|YEp8;^lP32%3&|gz?$9X`By{%t
z0ex-$p#3mNBTYA@ssWaPoo8-pKOZ<F2*PK5#b(MU1+Z6&0-D_e#4?>#Ub<v7bVB5M
zdEp|gVkRc0O$snjjKVLDp^?YG&B5cfdK$+kE?`Sm@|V@BjX_DbS^Dlm^S4~$S4M#p
zG@PuqQwLd9DSx{y(ykdBZIhvg4_hW$C(<X>tdn<OLcMw>S*y|rE+BSb!j!3)EbgFU
zI#y|4VlyL!2GnmD7z?s?+fb&9u&9US1?4~0%GG%gbwoUhG@z-!06#uvT9)opHyC$V
z4KTYwz4S`n0E~{sl=g{nM2}1$)p`G<UB8c?&kEhGad@9sZ5Ge5g`eRPy(6)=I8pF5
z&>|*@*P?V}^H*NccKhV&+gt?PeuP6U-ZBp*LBu?g(`xh?uroWM2x;ma1uf~-2tl|i
zkBM49mMb5eF_u8Bql8+b$)6+{mcIoYFb*E(=H{~7j5w6qaD2O6I3DJdx@hpu)4Y2d
zZ{k<iwF%*SE59>d#WX3q_s&n#^2Su!v5&!hJ(&y}OiAEN2Ed6bv)2=hqRNDi480PN
zx)>UKVl|1_c%#iDG$o$C?&7%j$Xmn0?%SLa=89Q|!$Q@E6kBH9$2;b6sa6tc=7*as
zr2;mt5ki#(AMj&fx5N41dlev^-W$4WLe%2yy|q`7sG5dr{Y3`bgC$F|u{>fq_EVj8
zdu(K!hb_Nz4u!H@3#H+@$>#|8qM-Fshn0A>FjluI`JLQZxOUsFN>qyZf-_(Dpnh#E
z?h#LcQ>JrS#u{7Dv2$>>uAad|<YEORj7hv9m#nwIp%DM~yg$|U6LD!1K{ZWXcAc0l
zQB>NvhH*~U!II;A)&w_R(tEh*{8c1gO=tNnm+a{JDUvURJ)Hb*`iz;<k*!qA#3<X!
zkm8?W!`RgMY{T0JE%NT6sHDHX$<i>RJbz<v$3+JVk?8@Klx$EYQ7_Xe&eRENC6zDM
zE(3H6O-;;#E4#IpDj~LJ8oR6k2lgy+$YJmpn}7}*{Lns`#if6|a+{Ws%In_fc}0mA
zQfZi+;^Qr8rQM{9X(d)sDVO-THzE@b911r5d{3()gVc*f9Mka~tiwz5c5mK%!wx6Z
z*R`;bl(5SarDc-09V4ezWb!$-{keRHT|%F)l#U%f7hiCJT?1#30*P~b&yvm^aF_9K
zXr?(s*m{_>B#EYAWMPY=WH~PUZbq{6*M8_z+wsgC{XLKx5l7<PNvvd)0yD&By+VSF
z5b@!Dr_nd>N-I9z8B_YRdNFOx+1cW!_yMbBk>l*rN(S>hCEV{0A=3F~?j2y;LaY0*
z*?5?X>b~#&=a`~|o$~8fXPB+EXl0#hzncXp{oPI@pG|$+AuW8bFHrE^+iXU-+?)ja
zxZfM3B?hDwTwBLQt`aUTmW5ZMQN;oajC!7S6x=&zD4!_Fsv4F&g*<sp@?V<pw22W2
z=Il8_eDi7SjR?{Q!$N|*$Rp===qNopJ>k%0Wp?aFEcaCQW0!pz`3hT|kW)qJGShh@
z7I?7=e#nchU*Tel@ZDN54kr3aD@SB+D)aohJ{_wVpY0nnCrny*AqCSHu5$HDsNPSd
zBNYc?&Icb*Z?lnFz4=w_Lnk#zLxlHR{qm<s!gxL%R!-ip#m9X*O0N&>pM*{&*&D7!
zU^cas)l8=X1^>J70`|hx25By8q=K@3{pwwO*HI&*&G4d|lI*%!uZH{RO_*37^jpo{
zblUmuL;E%tJ4&bi-`9;_?h6P~OP(%IRJ(9K27<75Z<xixOf$xj{6A^vs&=;3Fq=m`
z>Sj9;)gt}KQB#8LpEU1MIXokmI?OE<(NyHvaECCk{f&sP?1tr>b!4qe{&z-?<$f92
z#r}d3F<prc*D9V)<TUZb>H^lc*>FFt;yUoV^h=UJ^3x8gXO-3RlioydKSn9{g+Vfv
z{Rl}8dgei0ZdZsbzZrrj?jxyYVuVa`hl5gBGUOen8b5iX4p;U{-%$sU(K*%349|XN
zmF=Zs`DW!pwvb_cqssv<TSpLI&sfWQapJ-g(tl~|*&b^0EfsWc4o7z{@3n9$s33=4
zSwNkD!|GXdtpk6+dAQ0C0Z>Y4H$p-)($5EJa?4yc562lW?b2F&rE7LDaxO)1=5&Gy
zMQkn{Cz#F9sUlpB$8cHsE$qyF`WJODez_z&!E`_lFJHY*B85ROgm&e31f7r?#(?{K
zGXGI{;BB-JvlhGh%dZD;A+}F{fN7L^<{nc*@V~X9oo2<JF}H%6S;&)w3CTaR?SS9Q
zo19yB+%TYFbBF#jb~rCRFaXM9*>7D2-k%Qa6QBAYrX7bp$8m`h0BtobZ}o91vr!$T
z==!v#sji8mlAXvjmWiZhX&X}@x_REm;xU?^-!QhAWg3V9yPb)MjDF|D12yx42z5p;
zjDKcY&5RGFD(K-vlMH(v&UdWpm-*wrv=6&apX*<JnK83~n#nt1B%TiEpJ{)XEN+rF
zl)JIT-JJ<POCMXeD52cwh8@f7Q$c3JbyC>wa%VOqPm_mICArS5WTh~6g!7|p8x{GA
z+)jHOWNi4UEWgNs4Z!oCt2Ot-C2FgC!Ukat()FUf*3@x!%4SZRJ>C7`GjbKlt?6Ca
z0sK34yi2BP$PdCcmvax-iVqi!>1j`LD4&Cga&EvPDr~T`Os81l_DP4$2U*-ATRzU+
z$b>`V;ER4W#lUqFxrIQ<o-IUdIj_4R^rX?ny&|SvXgBMPdJ*blwy-xNcQ6v2Lrn6g
zV1$`_ZXsE(zq1tig;<c->d9Z)$#pWv=-y&2Gi*rl$fH0E{X}OJl~H#*>gZRJmLGKk
za?kVZ$jR}_>A78P=+~(9^CjsCgfJi_;!k`y)?bGPH><ZdhoqiVjWRxNf0+{{Ie}U~
zTyfc6Emr-Oj;z{$Iti=^Qr6elO3b3t=W9go;Cx7YZIaQFAk{*2LOWx%c{8>*Cz-j@
zWWOc3Rxe5CK#T+EoFcdWkU|B_Dl~!FQe%~k_0_}PT16X$EWBPRlTo&xsQuC{N6Co@
z4HuQ}wzLuz?cz0?H(R;50r7=Yx3EFrXYBrF$<-D)J=msAFPHV@EHXwCk7DeGYfv*2
z<H7x{+c!yRel83v2ku7dVe~Uf=fZQvkhrcB+oN1Ibib*tqO<vP@_F3k`agVsI+VNv
zQ8NV|k=42$8*DY242)dAt&pV8Ltax#3-CoB?A})1_P%h*@33EF`E$F9^JM-L@fF#I
z;(<zy+Tdgt*t)uQYBcv-tTDxphWNM4ULvyqyPUY`b!{H@@zBaKZgh#}TvN#66joh)
zqi;5p%~|OZTem-_9HeIc$bYPznV~=ZleCv2a!%r5SMX?q%*L2$|1B1>2gC7QN%g@?
z+>d+%_blgT_6vL0!f%nHVvmZqBPY;K;r*5)vRTNpVyh$N&HXb<e^{#)>;*LEIbiEi
z`4E<>)G;F6(sQD-O4pDW`mpalZ@<;e>n=M0cN9Z%FY*z)LrD{{u{ho~D}x9Gw-42n
z)2-O%HX>KRvC7)~`sD*wKBdR)rYpibKcX#)1)3Z~k$~yzCuEnhlC7TJhuI)6kA!f9
z*U0Gc8R8!0%?L|v32)tG6Z{(eP|2-l#jhqX{=h-;zWD_hARO#Tr-fi9s`PwH(L2|?
zG-)YQib*I-_=<`JFuEC(9aiEJ;->S_sAO^Bgc`X^+{@?1k%Nv9ixs}w_}En%5OSU5
z&js^v&(DAVThDH=o>9&6M+6Cuu0$nPpH0i!?j6xLv75sdMX7>p;Pot<rIP&p`+i$B
z(b;Sldwq)4l!9WVTZ9FfEp_y{+X6oFAC_!T92#T9(WTC$X!x0gUPyd5`Q2<=EAEM<
zLM9&oj0)_|XdS7S(<7|yk+qn#6NQt&0K1o=*F6rJH#D|kaFC=0)-!2Zm&-qR>TS%m
zSehNT^y2DukM5AQ<y6=Y<Ip3A1hSf6k~5^adk_ZMU2KoKl}z=t(QuQ)LbGT#A>rS^
zDiw1FCG4_J!mS$0vX80cl;5Ga%_}4ws9^`c4CgMktZY@FZ&lGCO_H%8<sWbn85a2l
zSk(M{Bg56tVlYxLk{%irszgPF-l_<xtQRXMQZD-XYgo;zga+xSFi8n-bn`!@*VfXE
z-;XM`^&VSxu*1fz!rQRtZ#rYsBtj<ac%0?+OEH+ZKK_VaN%{-j;%D8M<1-@od}txY
z++6Fb=V{w3uTH*V51P0-_Ybv)V>dY<m=jq+wtSpOT3yY*9BOZqNFH3olXA_pJA^en
zv?iUEHqr)xtEos+&Cn99;ErsB@4tIq`*%;$IV3ZVZ;%$5{IYJ6@u%S5`u*v!73glc
zY?IR1y{vP4Ye~}?5GP7J?3VF@S{$Oyu<JKbsS<t2Y{|cNl`(GTnVA#Xx;yWrAU21T
zZoz9RcAr3SYlVvVx|26{A*x^nMet&$!dfJSCz@4`#GAR8xjb>q-F@v^f1+mA$U_{g
zOJW~)yi86%KjC82)(-(|BU2^ZI57fS<;|b53fr_f{&~hI<(yaA#Cb-(Z)I_18iyFg
zs%S+v-N^XCR*&H=q6kyRx7L|RgkesPghb`0x6$Hhxup!zJ7RC2Kef8IQwd9AiqmXL
zpo({TyWjWIrjC&HaCBZ-TJCu@Z0v`R9UKV3bm6cO9hkboSn|$#gfXJ=N|CfKht#K@
z1i8%`iGWD=XPI#>7roWx;bwQR0be;Igcx^={Pjn~v9G^B$pCfggo!2Z%e^*ILvHKE
z9;FKpf*oA6bie8*R0}*qw&MD$*s5o~<vo1=_C4dp`C`1EVn?`aI9@5T9vSv0-JAO^
zC@-DN$Xi)Ua)QHkM<q{NO6=7|UoApp<4KK8Bc3yjviuinATe(KfTslN*R6@&z>@Bi
zwB^}JU6wE<`eCcN*_#V96cOD<@W3V5sNBn}2e)}+xJ^*5Sd9l!h_O=4Ls{2!T~m$^
zExo5~qg{;Yc3Hcf5;7iB`H0kU`GOo7Y#Ofyu_F{>wyhz@PRy)CcI&~#a)}OpR7zv*
z%3s`tC6D1Y3puOY;)Z8cHEEq$H|g$OFh+*<)h+CW5e?Ggmydp_IM<6A5TV?urCKx$
zQ9mb`gy^I^1anXxdmbj)-HR+v-!iD-Nv~Xb+x2jBb8{O!Bo=`%s|+n}06?bs_~6+C
zafd)~`!ndlW%ZV~#d1eBO%1Jee1CU|0Ljb0M!#up?p56AGLKp&eRsB=Hn2kSH%~>e
zz$$A-x=5sBheBwj{c`Si1BnjzGM+c~@HRxk#Z=LZUzdQ_-2=UI)@7i>mWT8O13{}Z
zj8S<TJT2ydhdlt6M2TndZ>ucWgKglV)LvRjii&j2DV&n9sbzM9-pDu2qXMTVsb&Rv
z*IzG$>(+9<<z@>`tw|YFw(7AoDelh?nj7p90z8#_*XpYpeu$TjAu^3{ag$#>k&svd
zbwNZ2)AD(710Z0Cg~k$?wUso<;FK_l2a)Tbwoc*b8;me9dQ{bwcQ$vTVD~LoPBugl
zVeYlPX;a7idA%?wZLc3m$Hj~;{GzkT*WEL5uisDI;evxD@+QtlN!4}yYKJa9l(s^z
zq`dq9=-8W<2?Ott`1<ubQX{xHuYUE+tGg^&r2U2D@>Nj}hOv+LcbU#-X162HBr0l-
zVr$Y9M!j~OyorH`@pX85PnWB=1fLkkDN+jy>&0?g=QazS!twDd?3s@XX^@urc1D|7
zNR<y=+r9aPAVpPpiJ&PpODDN|ZxteLFJ)o)29*nMyB-(69C~<ScLa(BOq`pb-1!yJ
zo&)k=EC#*i!OYKJWnP1ab6%EoE<(EcI@yAvML!+hXwDL+Qu35ki{VM`c_(|5x>AhJ
zgvpDg$Z)NH-+bpGZt{nDP~9&HI(_!C!poO^g=YvzxmxAAJb=Zv9a(q$(>Tim#5gj6
z4C_f)jNSZMmgt%2e1nYZ`>3c;Z{@=xxLbpbYf$XN+?^Y3i-(TFLafq(PxE1u!Wp1C
z=)QXk$fgLxnqSinI=DZKmeXaS!E!DY<N-1PAav->xbQKCatZKX)jVB6&@6QNu&s$O
zRP9a>R5y_msuo|3j~x2vY)BF0HE4K@BHk-5v&{ZooxntMXF*26-Ge=WXMpKSOYTUx
zGSij{>b=%T7*5(7`A}S<$c9EqP>&Tm$BuDZ9^7y{Xn7ddD<EcdT?u`aYM#jPtMKRt
zq1QJLf9O1_5C%;_ViFP!!@Q3CFz;v3qYty$Xl*~1af8+(fczr+qirDIDS#v_0KA6Y
zv4~xauJZ!zk+UP%c?a)Oz`pD|s$F^Zk6c<{KM&Ad-CY%y@FqKFc5cyG+j)%z4i>3y
z^u+gnB4OlvKt1Hqp5B~=J$xn&{BH?*mRJl7XKaB2NgoIxS`D1fxq|3tu7VIK;BIC=
zeTf|!=DvZP=9(w<Q-IsAXFfWZP}Ax{K-k`H%(K#Ah&|2dB(Cy(g&9TCDkLi6BjXX}
zA+e^<#a^R0x3{M<7e;EoM-kZdE;)73ZHs%kJ1^F^FVB#=LiN|S#QFan-~NgDnEkCQ
z=`6MQo*}fOE<(SBTCR2m(&kJp5tv;o9`sQG{`Zw#Sd3XK_OQ%<HFo=NL)5by?7uC-
zV%y!ORHIgF*~A<`mde_;xY)Xjf1D=3>mKY|lZ}9(lj3;d%)zm-Sw-!9(pz&K1MhC?
zrXvan<Uwhgq~rdNIImrERnCVD<O}RsD&8s2`lPcpZG>?|ZxB=C@2i_R^<7`s3$k~a
z=)Sz8LF%~ZVcUNu%^fBl4<&B$(XWn<vJ1h`+?osi>PxUc<?ZTM8EaNYi&Icg<bgn=
z>XOB29P?Aw1;wvx0mY5|y1Rf{x`vxBrnwhB{6$rh+#`Xn*RPWzP<n68`7l<D>E7;H
z?AH&1$itCQW##c^3#a~fyq)DC<pkHwPX-1CyA#eKz?eTnI$8~VNX$ls+<8TL;IT0u
zBF$QGX(P6E`<#m#L~g@{GEBpk+<s(1g<p*E#NQ6TtUn2*+6&wtuaJw`PC>GDs$DrA
z%>rI|3Unb|x+<~_i_z!})BoZH2cr|O5^w;trIn?t8aHkBD&^(nb=aP(wRjhEHH|=M
zKM~p&Ea_a>`RqU-BZku=0(^p?NI(H*>@QMvPvLyGxsAS<7QD+40q6hly^?o!n>pPn
zH5T3SZlWyw1l>P%Vi$iz*Lu#|PO$W!iHl`mtu!V=FoQ`D0n9NPlTW4*(Tx7{;{ydp
zPh|A_I_DkpHn58Vx7pBA>xo=wc8CKN&q|QlwS1Ho)1G|>=amPfgHzJgy>BzNMOON^
z9L#o)x&up;Uccp7wZbRi(KK||$$~RyscfywrAKX{BaNJF8G%fnBSVcR&?av$kR}mC
zz6*9wr(dM#O}44XsQ3iRQIk+8Wc{R(M2kyOpoi3Tk4s{V<-3W;9&Y#dhC2*E&SM9N
zT^L~tEe~wPr1^+`_1n^~9QXMqniWRgKlSyUrY1?>;nQW{T+`4b-y<07&Wiq<<hHi<
zWfYqkzS)7qM}*h)5;UlN-Yne@DGDP&V6#s`K=^5*j@yZv9&-6q^CJ58F{Uz?x5Do5
zm>H0|-LZGyvXF!N7&+VtQ+CA4cs>oMCj%7Z6Y`!6MRYDQ!sAXxY-O)v_xQpV|L*mL
zK8naQdC26&!Z{-O|5cseDpK}-aR|Du*HNZZF3lJ!F@LDba{OUp->kyMX3JY0IU$}Q
z8TWa$zo;6Lg%NJ4R02;0r8$NL|0C%Z+Y@<jc5VjFyNx%tF8XpV9-+QvQNShlkT?*J
z5l{>3_c4%6hwYml;+*G<%M0n|Kk(a_7|n@w;oOUyh%QxHDqXpvGy~T>M}l2S1>cJ)
z%kQ8z9P;MEdBv;2-Sxq!nE+dR`{gH`GJz#Oy{Piy6Y_bm1BV6CaOq5fr*~c?v%aD#
zX)sH=vLKUu?vYxNl~P&@`sX|ac^6q)|6Zi<mkM!a8;3I)HprbC;5~^-Ru?yzWj+!M
zh8x+NT!}OYaUH2DTTHUF&eSj`)4I3I=R7+i_ALi~kH{@-Jgjhy?FE!w{coLlq@_fi
zv3K9&fla?DzHq^y9_HmP-wVq@l9b<Y(*JXRz|)69ruF-422|m}x8;vcf6YA#P^#&7
zxfCd;$EB3BM87W;xIMj}ou~$6LP~8c4}?%=J9+eDmrRLeSjxxq1S<qSmFc$@vYU>@
zIu;W+3w0K*9|AIDzPo5CnhA_Tk$r3+OSwEsIb(^%q@%<Md_vVsBrQ93Zw6_tr&MwR
zlpygCn?6orC(ESS_EMaRrRqa?^`qM!PkjALV&g~gZx5}Lo_u}kXS=;s*d0p`qm=H1
zeeXU1A_v^yl&r?{iSA8CDO+vbjD1m)VH>-;87bi&N85C-3VyPuCt^<_Liv&*A$WW$
z7|J0@D{o)fE>5IOr#kdZvGhJJSR3?_X>1MG;(Wl&|BD!Qobwd_Zcz9svO4;=On~~M
zm)9)`d}5>CWSsoK7>tz&n@aYeX8LdM{Fk<!NB(`f*%_zqSz63rSNc%1Z4sWOSGB#>
zX?1U;F&4h6Z^z=xtUffhjSx0qUjzXbqAixaMAKx!?a2Q?^A87%m=AkVL}NWYjeH7A
z<El2Q>GsLI@bUEiJz{K{orpE3p!EC{37h98lUF?h;p*+;$jY%vw)m<kH_qMt!fv*<
zaTGwS_y)+t{pYxc8}-JlR+w7wQ>179z#N5=Ys^|wwP~4dx^UwJ4S=_jXT)lQXOVFQ
zojX`hM!@7yZhoz3u2gnq<%&-gpFN75V*O^-a#Ug{_07Q*PA$hJZ;~vpXS^`FomiML
zW_o9p-GD=Rr8{)yfyHIq`VH@t#yIrKx>2`_uS&s~yZiTRE3E65u%{#*V!>WIOD#s?
z<?Wj{`A8N&$IHZ?9(3U(zl(oo!8%}DP}<&p+tI<Lr`;7jH%ANt<v1ev2&^IEnc9`N
z&DF`;2c8W$Gn|5=d>AQ@jkO09OAIUdBgu5EeeHtpif<wR9{bj1hZWr26q5z1#ZN6S
zwf<4cw&rk(`x{ruzk9O0TU!07M#zbG1yW~))7Tl9j^rX@;%|CW?~*K>TBa^|`!eFN
zhIK=x^FjOzhyRkTQ?d}^DYPLMD1>sg?pU`wKJ24n5q;eiT+Hj~TRBFFDk+I2=XK`U
zwRD<RwQ>*E#k^)@`Ck_)@4nol)nj50k2l-K*=0sB>jxeiZ&<nyt_lyWl%-~Orjogs
z3c%o+V|lzWg|Fj1Y(Eg?ampc9kLUU~IWo|^n7_h?<LXJ9#Yj$7tM_OL=K6n$HO+?7
z`?xzJLUB7{r|vufh&r98DmvA&lGEIO%-!RVDQ7%H0#XJX6(Z~;4EtA%;rkp+UjOY*
zIAh$yUcG8o^Dmmt{h9fLT}2ZtsR&k+c>w{yaqk=S(&%PJ5+)x$Ehy&p^yaru5Bpp7
z^%}}RkZ`AzMk1kAGnqEl#!M7>ek?66MnRj#GG>j9b^Q?bb^-EX()w>=1Hp&Ff7y0@
zzhu>3t^2hkDeqDB@dhlt^t0HdbU`aZO04#B_s>8Hzb~nf&m@}5TuV)MIr7^RLrWAe
zbw=9uFYT3#n90IzsQ(R9{#QG<t`~BKGtBS(w{bEX{qGAey=J8PeS@8<(B5r2(%~q>
z`W6y@y-LBpJR+{u*kE0_or;dPgHl=DzF*lBx75bpT|Vz(w_AR*6vJLzfA!xyLaOUb
zeBH?rJ49v{II074tc+i4$FipwI|aMehF9oo+e4;!uoviKH$HrMl-{IKrm8p1&nFuN
zmnQEwpd?MM?A<&e<dqeqnq8QCp|#x;(#8S6Z@vCsQfRsBvs4cZtNNz*Wvz{J<C-UR
z&%(uw<_nm=>*;0JGYkYD#4EzVh4TShz2M~0<Y;=TR=Sw^*!khg<;iuiCz7WrxJja4
z7Fagi)*(I!FwPrKwVt(3c>%Ba3f6hY{NYB(0MK(jzqwE!Y|*W{DDX?KT5yrNug4+w
z>-f??SUwZ`@UnD(uC5rmi2LKFUojD&{Fyq~W+WfK>VK#JSYhu?+y1Uvcox-v!w!gA
zo63*rXDGUc&UTzYZ3DN3;wtpd7ApG1XB`iL#6U%S!^KP=-V+mcEbW<oN7@tub`$ut
zy5TShC$kG%>sc}OY3h31m0V(Dn=6EQf!}r+R@oWsWRM%u2r2tzHOsH4xyV5WgR@9X
z!U7RU-5{^QCsyAtDRZ@2*@EwW7IVR9-u*ZJSP)DxI0?{*#KV$#7JHr!y=vygy5R~p
zzwy{o-+ow+JWsG+pYadeNf$+v2PZ8KwjIW=+`hK+NnBPtsTy}89chQUgN2SWd*1V6
z+Mq7>H;LNLP7~Mia^hj1CEZT-m|ivArUhzQGZ$!Cq7YnTb9Y!^H=7u_!^dfK%}4G(
z4Zcb~d`qN_=RhsP>iwAi?sbbdy;{yQA83bbt3D$I1RlW7;hNBoI;1IMS}n3DdTK$>
z+r&B&izn%IgY27*I}H08d6;tl_x~UN_}7<rm=$}u%u?pydIry!0c_O<^S4HEZGJ4F
zFf24yehGOTY(SFvRHYsFgzHlz4xWD#HU1kJxhG*PTz<d$6MTjH($^xp0YAn$hh4L`
z&-=$TNQ+l((+uAfY0H`rk6-0J^y3zD%e~NJY>wU?D~1|Vy*m;ZCB{67!1s4%@7+%4
zlM3`pbvuP8zE(9&!%-ajI{p#<*0Dr~TbWNkJo6y-&{O&F9nw%OMXLq|<VjSt3kBRL
zwr`#jmm7%DtL^svqGN{y{j|s$eMJMcL}8(?VGq2ggAE;td4h*$8sPjOeAA>uXB|p}
z{&_?#u~cC_+d~A89*)ef`acY#EN((ioHM;S{^*NY$E*lnpJMEv9=uy=G)AQKha7&;
z<dY{1f0yZ}e;NAaQ1@r9R+oj9=+oE0SL9<K@s6CrcAOtd!}{s?cPaS?-@1%jgu})w
zemM%^;7Luj+f*Jm>)pA15Uh(fXIg<6>EBf<ed>-+ndvFEIrt04zi_Wo6hH9v^yQgy
zCl;q4SuyIcve!EFf`uv01~&@B_8w&pRwy2>)I8?v;|^Bs&RaX|r#j;)@>EiJn&f2r
zCR@OvsA27X7zF<~3|JicNcl6pr4C~bT1<1hgsuKyLG~z4s7`P8Si`!f9S4``Z^O6W
zvSv$c33Y!o(A6BVx^SmK=1e1y_0B(UH#;L)wTl^CS*{t0l`fMGB%W2BSkrx=v1o6y
zQ$vn(N5&}ZTDymm^AbVn8`p-10f)<H>`z8s4FkQ~v)**ZVQoAI5vc<m0*?|<^+2Vj
zn%8@ty8XbwCx*jJ33bAQWbo^Me(V4^XAX^r=Dq2`tmTuqRe4rpmB;jWp49pww}(WG
zcgO3En;l+!>u6K@lRH`BC~CFt&h42$!&{lg#eL$vn6sb2qF0H=m&Kr&O62GG;QX(j
z;t6cSKa~JlUi08y+0!9>k_|1FNCt{fiJ%=;6%;V5>csqReCXANv~UrOoFndO7$hK8
z@}|HB+l97eE`;idUrGK6q%(&lwqm|gnfx$kA>T{-JAlp}{3}2#PHU>}Oi*(BRcQBZ
z&PxtE->(71>+To@?OQq0)=_@1qL<H$me0#?5v7Zm#3iTfb5t28aIx*8S2N9D$86L0
z?_HwV;(eKdLY>*(OS0LPAhgs=J~pXj=x;9jITT;2Wam2X_P$r?F1kYZQWwSQ<Am}{
z=s&D~Iw{C3cvi)L5eTi}c_5r{m9+B?$hlr4B3i+KNxhWg=<5&Ag_-k-h@M<&>Ix{K
zA<dVFV~yMTw{yO}n>pI|jeZddf`?8e_`HCK(LD8Hy~0KR)#jGIF9TL8b8UviD~!3X
zsyjdRW;>f?_3W@Q=gK`&SiEHgSWredTCqGWq$~D_v@e>dTrvE$y_;xz$n!LGhF<L*
zy+SrsUw>A&)gXCEBJ$kBH376xYWKNYZ+QSj^0H`)I_kCCwLKDC{oV1IP@P$L;PEZ=
zA0aH^ZuOcRx+}Qebn^Q3>*=E2XNPOus(=xP0t#a!|2PoY+M?MdfX$~ekgG$muemgk
zrw+C|miK#Qnyd%&zn(mEcdvy!K9xnQ6k%uWI=**#-dmj!Da0;9c4?M;d(`PcQ|3(P
zYhS;;GdZFOKBot&C44uT<>ZAsdw0CzE`BTz>lR7HH}7X2EB)5yJX6+kmM_bEPMlZX
zF)Z!kg{UtdO`U)>N=uHJa8V)q_k)f|3Xc~s=6d@_q8&4Q%&kHLq8{bf*RCRn8SUs{
zvLSv`4Z<A*Q(q(RBzUrH!t0!@wfhF7x6q(?cjfjiGH$Cc)w+3czIt2?<_(RFi(hQp
zy8yTRT430;2xdx(<?N1pmBg*#8iU`ahEAMj%bm95T~_GqDK-;C)E+E%((89qh@Ckn
zDN?*v85fH>CcF4?@H*qyag4<42ti}qIK>ASqf*|-C^~vpS|0rUeE8!|g6`fudwPb8
zlu-$H-__a1%}{BZRKVQ&?=?K~PysyQMJp%}2swb^N_QjEkhNEG--agLeP@O|;zb*-
z?7|;)GrX@nzcKKRzu1a&U<pvrVE<t`AKEz|w8Ac=AeB9b1GKY5TNe=wzOU@K$#s)q
zjKrH^5tHmu^PYCW!>vZY9nI-$an}nb6VV$*Wi`1YZ-VJoTh+mM4O4~VLnqWT_78D%
z`v*V1!=$_8iMQNW9>-@tQ~QwiNIh4Zq;ue+y<by+Qjk=C0}o-*`^J9tj-JgFE>5+)
zR}Q`HVp9D6LPN$!DfR(<%-UpD9x1L)j|2M5<eyaABnK*48R@L}N-0`REB+41w4iW|
zmZ-7}JRtX@-X-aZuG=%Q7>c92`FwYrVox*Q{ez8Pvc3I=jx*(=rOurLZv&=<1YCM0
z3gW$fZ!r(0+N7O7t$md<#cHA%?4IlP<pUaBd0(<+yJ}l^FfuvhL3eB;+tt_C*vdLQ
z&UNg~hmEkh#Gi<vkEDYlhjy3O28E6UQ6u4fT^_Y=HIK8j4hDFijs32j6*~Go+Q)Ge
z^jpW~S;CU`QRNb!A10j_yI#I_QAjt|q!e3V^aA>_xTwMSz$%w*K>{KF284f})XH}N
zQ<hV1IfWKX%NFn=foopjF_t_0%SfL8PL5xs)JTMyi`%Px%`W;9wOpdKHo3x51`XcX
zE-U(jGH&J}N7prsE7@Z24laA6($`<b-vq_HcT~D)D>*h@_?<brinJ=^$oQqUfBfwM
zBF@QyFspW6OW@8K62e=?PIt=Bp%trgi<G{QDT#VU$bY;0XLtZ8!T<4tBl(t6dxy&v
zU%xJ(qNcW3-nrmUHE-az<)w3ml4b^iw@D+lYojvV#wgPwCp)FgTk{RIGV8V~8wa~{
zBAXYhImkUdr}!>Gd@h&|4Pq^lGTSc}ez#-^D3tw2?7iMOz^AaA6B3*P-SL?@{Svg2
zs-zdJa&|a+GgIe!pM-zcZH!^-Z5VnJ<z{0wSf*#+@@(rsf2V2rS76NOREf>e-#v^<
z?XPoJen#mHnD0bnPIP9(-crvxQ5!HWt^$T|$rK-ROV6XNVIa;;|C&k&T@8!&sdY?K
zc29CzD5x2cJ9s*anWB3f=kfhud_sAZQ=0xe#qW*HJPpj=!J^{Ru@<=ywmoeV;genT
z$;j`M_QIx?0YTfHH1oxm3aYPHmKv9IYyCRuzXt6|nr=(zt31l7IqQdoo1w4;pXDjo
z@0cvJL(tLD(eR=bB4fvOG#_OB?$C;JDsavh7Y~Ty<I|K?t5%tr>!Rm0T%1q;u}EOu
zm{D27wzRHR79|-Z9;gTZXIyWRZppwI9P>p!3yWEe%Jpsw)5+WS?TaO3E81=Fb6x(e
zMrw{jLv`n%+Zpl<AJ03S8BI}6liPjWpZ%MSTzZ!R4j$wo2Au2LnCvng&eeaJFt3;8
zR7-m$@$c+{Qmaf?Fls9H$~)eZZlajJXK^^sJ@zlZ{>K*oZ))5;Oop_dWhzWrP7z#}
zWlgt7tm{-wvx9^Ve+k9gwtq{LxqR!s$knS?A(9B;vSdnlLjz?a(BXMUc17UTq{zFf
zVsVnglJWXN_Nd(~z^0r{m~*a*o;{=ySSNoSdG_h+%5sao8`S0H7VLfUzBvVar|L25
zB!B<g|Nc8@w<UIvB_$){k2xHu8(z_}s`y!VC4Hk;S>6m<3l_(!$|@aJ7AH==Ut&uK
zoAgS+vRgP`f*3sFIu50<d9brqQ&bE-0STZVVR3OeaHeIze>gjHN;+P9>-ASh8P4$j
zqP%B2`ek6@F!Ho&Nxs;>fg<?Qqc|2MCzxW}<^+F#ZCt{`Ir?Gp@qg!%cT)8E)z1qd
zr4ReHaUBpVRs^wE`=J++p!XuzP3AcI6{-$PppeSo=q@K02nK9m@pgDI;0Ub9(m_4*
zaDOVua(x>lG?N1bcb_5b>fI9Ad}5*38=uU1?Y^X<;;Saic8u$I$2YC@AO^sdRsZpC
zKc)pHiZ!|-mUS(n;NL&7YG<E2Et3ELYaBOu+P~4UeMkVoktI+J>jQO|G!T(x=H%>?
z3!p$kLM|3zHyhA|b%qGV9@=b>mKS1O3#gpzeu1-7g_PS$1%gETZ)a`}&h_SK?R{L*
z3<-Dl&{(oa{(_%XVl*n9S!Cr48_3IDjv|G84dt+ft?dg??vmYYcXi{jEpgW_*L6Ch
z8|yYsqxsOn_o16md25?=a;fp;WzOvn{IB9>{`c4aKXF!Z#HFA0rWa~OD*mJJcm7W-
zw*CK2?zi!<%l=b-QyK9WKt4WL=M3zh-?3&2*gy5LoyW+Zp7~f2WaLkgK?JnIekhlb
zR0;bbbU-p2?B_f`l7M1A{}+61VAJb6^n>B`f25_Plt3~?v-Bm2P1`eV?UxkP)YRTO
z#LNFp)&CiT{}n*|w}8HmQb<R#s@mBVJFJdsQ0H}g?9ybtd-ogW+yya+!}En-5&UZs
z`Crw=|2ZE1SNq7vz`)XiyqNFMf20PsZ!1&aJL&cR&+WIH{um+%Ir8~GHqJ)SH;Mfa
zIshW@@6Z1e??f9~6WqJ%Fgt8IAQNQ{jS?U!ix!;(`H}^Y9PYCp&`B$`9AN@wTTlar
zqG>3(^ZebJ+1YLu(RJ8uhV~?2S%-&&Bn=Kedtq$6DDQC?I@=y6oq#t4f^L0@qNk4>
zvsAOxzU9h2TkJ^-Iw?vnOaNQXGgZF&j3Bayh=-#EK$9~NI@kJ8(l^nNlo2@eegEC?
ziHKky!*K8*Ve9-C5_aQx(1uc-Y78JIBg+9n&rFk!c;~G)?irpdI#-`xx^b^FTwON<
zQYn|XKJcJGny*yl<gU2=DO~eRmIzWSvl<J71{-1Zvsdn<L;psn{HfI-Sm+keVpcgD
zW6=u&CrG!*R-4Hc+z|@hJoQjI*>2b!drK_TLBejR&JaT6Uf8hGXIdhAXv5ceT!+7l
zwF{rPBAV*NyIT_+>xct}jt6?jVZ^nb%(nHxaDm~6n!&*e+qB^li!=)N{cmUA67s;A
z5C1h1EFgKHU8P|aNCojXSTv35WZa;E>hK2zMkEsNQw60f^w+IS+_ODZXw-b|kP1v{
zx5^ekfUHn2Y}X!iZ01474W)<cDmqc;;o&lsXxJ2p=?Fd8nzLvF=Mg5RBw<{mKi}W&
zwy3^<y7&%A`3<gIAfiL^&SX8@Nl>NfN6hL*CPwew=k99_z}x!SU(KCc{`X=HoEO_-
zo>3=9h-y3;<?~#7e!KZZu+JFNHHr3Y=*>`Gq4qi<dj;){&hYD3+Dc*bHUo|4LvTJ_
zwiN=ikE59LG9HK^(Ba4gMos?&TEVRIS_sQA_a_8fac(C=tIBSpsF6_$Qs6}j=OPQB
z>TM70C*3SBK&ox>1_<8PeSs(GI5^(wh}&5j;D?sV*)j5E^LMDOWC?!m(O2H=9++dB
zqk$Z)IlI--q1_gk&*a62@3KJUk{{{U%0B`9=wdf`k&n~z^Y1g*UvfkQs8>#J)jkM<
z7kb$t{JRq9%~~FTz?s0H>f0$EkeIjW?(Y7wzyD^gs6!~LlMYh3<Tz~uXb#-1>B-h$
zZ(7<pTg9jU%~hA%w6nhSsA{cNYc;9@BPA<a(nKc{MOe)DJ`|4Kp(Tc%S)>Kdqs~cq
z)M+lx!K2O{?WNhIpxU?QiRdi~>H=lL1XO!4XgDHYLjn2=%xylvAMh1c9?Pp9{cx=%
zAmi)Bkg=on$LVK}p-D$5ap#Jv>Ov5BaPWYjtvzUSR@o%Xxa=;!&aIfeeN^r5e>p8N
zk<#-7caQono;vmYMY-9eAIFNE=+J}&isi-UY(yW~(GOjAUk=mM0|)8lk>h;lH(f$-
zr6R{oUbX3w<sRDeu5dc-SoPPJ`K2BjG{(+5sD5u8t+2I>Ed!Ol?kNz<E@+|vg*MLt
zmOJP<;ggL$36SKkFr@p~3CqvrxNO4xk|x=YpWkXv$Ac!>?mlcMH4}Snzk;bP$|L?H
zXHGO9?XAf_?-fHU?jA`&Fy*!iOWq>Is)X1A@Y;t(?dib@3D#-i-^p54oT<Sobx`#J
zKT;fzV9`p2ZEI+PK%{)6#-%JS#<D-H7DTtbb;#~`Y9yhIV#Yy3Oib&{M~%G|g<fb!
zY+S;fD5Mb2)2&&){pm$?$1dnD{<Ko(LJ_}3zkDD~e(R>5>+5$@v`2^=WaSx#ANTmX
zQe{c2YOKcihEx613(w&2T&KfPu?aT4!6&hf{9r{jwFro7jC4rw8o%(`Zcm5G57!4h
zjVLhqc`;`E48oXknQC;c;Jo?P*e%uH-~YKfb9U<&-k#j2mi+|}Z%*mC?S$7J%#v1J
z`LYliV#I!4s7R>fLLeMSL%A6r>rJ5zQ735F)x8d|6bHes!V8|Q0q>Fn`J_NN@089p
zoLRx=QCz|bp3b|=Lx9jk@A;8@QH1#=HQ>T&u@j-4aEc)z%53I$IA%ve5!4nunb<GI
zkpfSMXS(Z3x-Q~pAzNw0`nN5TzQ_{yGR&-6o#&))tLkqFyvc8)Jca<QXPI?#{RcrL
zbFBY7wxd+^dDOJj`={ON8h<@qRx6s$=7T$gO(o4QsSwr&njHD9b30nrH7`QxV(!h)
z(#2L(RDiiptZOq~hHSs3)uVIoFBFr|zV&tsH?kd{c#YSXshYJsg$a2ct#NU-@+BN4
zyR%=Oa-A00bxAsKec-Vq2g<cEDVM>|Fa28R&vw^f&SWtO|68I<XPSXIW?3f_ogE8$
zv(eFJ!pjixN+sZRf<R{;92bKkoXTWl-(=o$P^UxJt$ESK*kIZqfz6L#0Bv`I-aE2h
zPMnQqLp6fVSS}n$3&=ikbJ|#?<bq1<!e?Nyl(-+Qa92`)1oeJvcHUS@GSS6)_MRe-
z{XggUo$WyX^KjCe;3b_2`*4l*M6H7`?%sjE>%mOq@8)Jk$5ta-F6wc7qL+`?r)Ot}
zoA&qj(eZ{}$!Fcp>}TuNXoB{9$q2Cg2)$!>0YR<5ix`R^WF<A{(zl5rCE{1#VE3tW
zL~r)N$7tnzC@8#+;1J?+8~g$DfRYvWHqL?0WmbLG-PQ?4A{hn^>1KbKV~`A8*#KV0
zi02(#_M~A3CZ<BP4V;oAiWg_a0}n1&fV`{9vuCDdR|RHMH6g*p|Nfwam1kulM~fSD
zzhz*jD-ulr@NuYvnB8j|zOJn2z2X*x>LzLWu|hl`fyv=^Xjdg@zo??c<<a8rHb8L(
zhnt=KG8<rcE<c)DCo47@NxgMw2ma*oc|JB+4U5g#q9b&Kqim^k#4344yIzL);gV)d
zaJ6x9dNkcj@%u@$V>T@;ObiV97a|q-YuDpJ0~LDaWATL&XKCr^4$GLOYgGz6{39N(
z-wzOabAwIyrG#u63bo*Ia+HAoIVRX@)_9INui7AOFjg@IQ6(j`AQ6H%M#s7gjzoum
z>D95S5wk(#-x(w;R#w?$rua&DyG1`+FY*pL7l0;0IXib^TY%{ncU$&>RezDVSoVX9
zlZmA-hYY+g8q3mdi8(+sd~r-m6bhfUYWZQTVxQ3;0q9Bh)<JzXscnd<->!Akku``8
ziM;?q?FAzUu1xZ22A6K|IqT)NUj1GH_J_qrm4?m3ZZ9~k$47-?JWqT5$W}xz<<$*~
zc$0{E)jv$YpOwz4*wEe;e{>-<vDLLdD*7(>m>tm=QDU8zu~QHjfSZE0x5N9l7s6sV
zpUZak-hY87|CH({ytQR+26HQ~7#yy*iatlJWVTyvG<5=){izklC+x8oiJ{E!N`$uO
zlgu@IcD$25b-fbD-akUd4WEMJ;>eaWeeiAn)YNrZ(TQl<WYavm=$P%KQMh}{JfiuP
zRaCuK^u=oHLLu9pw)A_HKK1vPHg3;up+%N<z8Z(&Ie-u@(#~EtZG98>NA^=o@n_Kq
zg))h~3>6EXCQV05bI<}02C8Q1>>!r<O~##^9RQv^tdg8~qkoWw&z6#?7bqF`i|mP~
z!ws1PJ<$*Kj5_$&1gaX9PB7@^H>)<ZqUEsLpRHoj|CYU>IVAtIU$cjR_DD*+@$Q?}
zn+%~dL-#Fy-Myde+^X3-E2uDp?-SxidrAc_Vj(hw(cUPTATWeer%iJAci6pvA10FP
zmV^1<=&CtB-DnHI!wVwWFzz4c#0t!Rf88VB2*z1N>y@Xh^fxK}Z*%_E^^0zJ4K2Fo
z9m2H(VE>egesY<Pe+86tmv2WHA1cVmT+ShWf{>=#mbF7VQ+%S|n-nI;1`E#`bjf6#
z`yNcvW*7pB{(3K>@6E%e{Web55onp2pkN@HWmt|VlDctd%(t-WKTpk!X?S?{DUR2V
zQHJ}{(@|Y&w4!J6A}S7EMrCY*53*8)q43FZQM~)1SryX7+{1Zl^JuM3J!(c@d^e`{
zAxV21RJW7PCNw)f7dT%3;gB<ajZQH_BVoYbAM6O0yq-O#eA8<3;ps06tJ-Lv8rl~5
z=O<B81nLLSBg_e6%pOBDTo2^<7HCd{LbYeXH{gmC`a9y1@q9p?DLTor@Pc|{Hn--(
zcch#x+WXO*y0R{@Po#}|y_#8h99OkTUw!oR>zVILwlvnFyb~?cJ}YRzir1E|u=Vp7
zo_p(X)vRBx#?AJ7=e+7GAg17OKYmlQ)33GI`PEz2z#z3hma;TD{1w<Qs7K}c*3;=c
zbbAu9GI`%4tyT84Ez67CB3;)Fu_GakGOIZJ^(fM>NazPnNUfB8_m87$?+?_aT6g#K
ztla(;N-tmPk=N=-Sfon<0cvM8y$sc$NrGE{Zros*wcgPk_J{5M?>%5kjOMyi53%Uu
zR{Z&EAktVIG`ps0V^cWBH5W6NXngcz^i3^H*5z7IYaBi+$;|#{{duha1tCy`sLTiq
ze{qSmDrkr3bn>#Z8ttj>-%*$2Kxi`Aac#U3d^DD~dw?@In3zuT(;{^+x{C(FB}GsH
z$5kP%cau4*ADY<UY8=IwKD!pBA>Zq2_V63Gt$(o4Ta((vc$?ph4%a&%6k6fyqnlp`
z4(~h4$DgAp<(ut#0HHaPb^G%+=wS?!o`s{gu;x=}c=!vV#;6Wg+o}52anZ>r8YAQ3
zV?=F2hAgzciKgi`pB;mRU*$6YBy@cn3Qx2>zd}UFInY4&+#L7Gtl+!)oeu{x8OyGr
zlX>7IureQlv;Cpj<GIz9TeD|l4>J5Un4{}W8H1F&&HtsFID~Z15DNq3^M5lkpuh|?
zjFS#XNA_ICp}BlsIL~Qo)+QOsOT&jcV6^uw7jk5gL8P9F<Egm@9r<Hx1(0(}eB%Ot
z4AT8OLauM}vjD~LtiggAiT%F*{=EfF<XI4Cihy+<aiH~hwFab}$`C|&DIsLN@|y^M
z1gF;=p_$v**lYu(UY*AnH}&1ScegoA6%-bsB#*O)l<(o5E56LR`8~bNu@9|x;WS&U
z-fHKcwD2e6SA*ESPf>ylRbI|hVmYFAvfm_J46*gaxtN9Z*}dq64coc)J}}O*NC4}K
zL^%E}-~gCuUxO?<w`Nzf3Ju{$gcfOEbz?1@RY|c{l}{HI7JLH&`W`ghN#+Kv;rm!2
zzjN2@>k-O@XA5$|BT^km$TK>sO?sXaHdo`&hdTCss=h%%6Kh)(Zrh4u&=~-H)55oH
z#l;+;m@MzST+qY;q*XLTgysMkzME_N!mEt<E&=kA0o+^*B+DEHx!%Xn<ez^^))1<x
z4l#93ZE|sZ3vkh1oj6SX-!-Wh8g}Qqeqi_^WHpoc9y3r4ThsK8Gv}N2N%NNo3v0dc
zBX(?^jWb<!b>l%WIP~I$=qnrn<9PQ$wpo`{CQiVquok_mh2E<>=>s7gJ20GpP+5#?
zUn3fV_^z|6bFI;a30r{6njzvlpnpK_as2wk$#~lAsmK;&l4Z$Hq}}BNcY1B|4uCp8
zw4)%aum{#^y|A%^sTswPAy|X(d{;v{v^21|mco(_2&p>^I}I&w8;{6Ha8vW_%>mar
zpZWnJkPHClSlvW*1g}~e)Evz1b{6}H<6V9;rkR3{!OU(nWtP6U6L}!8YL8sn*4XsD
zGK{wuAo49X`04w@SqEN?3c^5v_7z>I4Px6OAfxPgk59TR*_oYv53vm@j$Ya`=}viy
z!IL{O?@WA)L}aJajBg*;widVnj3E!&{F)H_>!bN04mQ^_)UzBeE(rQ?R0-dkj%@%1
zWwPjpdVrFpl|<4Q@IB)?v|s8UY66%>9npsYNP_u}#c;71s^cl(YTySNzT}ZVzyWgl
z1WP~;$5FW290^}WcnuH~Q;9%$2_sySh%RiE?p*Nw=&3z=s-(lFTfGeyFmj1D+D>o{
zB~6q)uk7~}JrA@h;G_ccri#fBZ128?v?QFIO{1siX((NvwibLZ9w~NN`S@q$R{qZI
zijIg-Td4ecv^Z3h=H?0kJM*2E_V#`x>X!(Jc_J-AMMu{tbc2|ftZNCbPCUfok|MwE
zzikJZ3)0@!)>eV}17woM)nZ0%JIuf!5Q8=jPzcR%-&-B41XbL=Y>gu7O!ekpDxrk1
zR&iGAZzJpEycWEL9`M-O2GMI}&|6Xfji+T(<<NKT@Mg_Hy#x-UpVSyZ`Z&9gHk%V<
z%1povyhQpLy_Im14f@y>ni%M3#Yw*n%p(|tY-C9tPMl!UkW~!w$cK<DE<2+DHSR&=
zUjSvI#*jh!d<ds;9~@IKwAQx;or{qql0~yPT@!<kd>voV6i>Up01!2>A9EJ$*CT)b
kUkkwgKMF3sZiNxP{;X2aTQW%;8LFpZa!+y}J@@*50gUP#h5!Hn

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/winter/redwing_classification.json b/modelling/data/abingdon-all/winter/redwing_classification.json
new file mode 100644
index 0000000..07ce43f
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/redwing_classification.json
@@ -0,0 +1,82 @@
+{
+  "schema_version": "winter-classification/v1",
+  "species": "Redwing",
+  "model_family": "winter_presence",
+  "classification": {
+    "primary_class": "winter_visitor_with_autumn_arrival_component",
+    "winter_timing": "core_winter",
+    "autumn_component": "moderate",
+    "summer_suppression": "moderate",
+    "baseline_presence": "low",
+    "winter_bump_shape": "moderate",
+    "autumn_bump_shape": "moderate",
+    "response_dynamics": "slow_arrival_fast_departure",
+    "traits": [
+      "year_wrapping_winter_presence",
+      "core_winter_winter_peak",
+      "moderate_autumn_component",
+      "moderate_summer_suppression",
+      "low_baseline_presence",
+      "moderate_winter_bump",
+      "slow_arrival_fast_departure_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "winter_peak_month": 1.62,
+    "winter_peak_label": "February",
+    "autumn_peak_month": 11.65,
+    "autumn_peak_label": "December",
+    "summer_low_month": 6.32,
+    "summer_low_label": "June",
+    "autumn_to_winter_weight_ratio": 0.23686723973256923,
+    "decay_to_growth_ratio": 2.658008658008658,
+    "target_peak_month": 1,
+    "target_peak_label": "January",
+    "target_trough_month": 5,
+    "target_trough_label": "May",
+    "active_months_ge_0_10": [
+      1,
+      2,
+      3,
+      4,
+      10,
+      11,
+      12
+    ],
+    "monthly_target": {
+      "January": 1.1289330611294266,
+      "February": 1.0770743597963044,
+      "March": 0.7094479592944527,
+      "April": 0.2511955608723617,
+      "May": 0.0,
+      "June": 0.0,
+      "July": 0.0,
+      "August": 0.0,
+      "September": 0.0026649896423755694,
+      "October": 0.16727450872549796,
+      "November": 0.46154582479004663,
+      "December": 0.8530761677206015
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.971,
+    "GROWTH_RATE": 0.924,
+    "DECAY_RATE": 2.456,
+    "BASELINE": 0.0,
+    "WINTER_WEIGHT": 1.047,
+    "AUTUMN_WEIGHT": 0.248,
+    "WINTER_PEAK": 1.62,
+    "AUTUMN_PEAK": 11.65,
+    "WINTER_WIDTH": 2.892,
+    "AUTUMN_WIDTH": 3.48,
+    "SUMMER_DIP": 0.228,
+    "SUMMER_LOW": 6.32,
+    "SUMMER_WIDTH": 3.244
+  },
+  "fit": {
+    "score": 0.128
+  },
+  "warnings": [],
+  "summary": "Redwing is classified as winter visitor with autumn arrival component. The fitted winter component peaks around February, with a moderate autumn component centred around December. The model has low baseline presence and moderate summer suppression centred around June. The fitted response dynamics suggest slow arrival fast departure."
+}
diff --git a/modelling/data/abingdon-all/winter/redwing_consensus.json b/modelling/data/abingdon-all/winter/redwing_consensus.json
new file mode 100644
index 0000000..46620d8
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/redwing_consensus.json
@@ -0,0 +1,17 @@
+{
+  "SCORE": "0.128",
+  "INITIAL_Y": "0.971",
+  "GROWTH_RATE": "0.924",
+  "DECAY_RATE": "2.456",
+  "BASELINE": "0",
+  "WINTER_WEIGHT": "1.047",
+  "AUTUMN_WEIGHT": "0.248",
+  "WINTER_PEAK": "1.62",
+  "AUTUMN_PEAK": "11.65",
+  "WINTER_WIDTH": "2.892",
+  "AUTUMN_WIDTH": "3.48",
+  "SUMMER_DIP": "0.228",
+  "SUMMER_LOW": "6.32",
+  "SUMMER_WIDTH": "3.244",
+  "SPECIES": "Redwing"
+}
diff --git a/modelling/data/abingdon-all/winter/redwing_observed.csv b/modelling/data/abingdon-all/winter/redwing_observed.csv
new file mode 100644
index 0000000..47a5787
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/redwing_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,24
+2,26
+3,14
+4,1
+5,0
+6,0
+7,0
+8,0
+9,0
+10,0
+11,0
+12,6
diff --git a/modelling/data/abingdon-all/winter/redwing_parameters.csv b/modelling/data/abingdon-all/winter/redwing_parameters.csv
new file mode 100644
index 0000000..2275464
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/redwing_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,WINTER_WIDTH,AUTUMN_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_WIDTH
+2026-05-21 11:07:45,redwing_observed.csv,0.1259363909787165345999211046,0.718,0.318,0.587,0.0,0.784,0.061,1.01,11.83,2.812,5.323,0.368,6.33,1.977
+2026-05-21 11:07:45,redwing_observed.csv,0.1775487415707925868238895518,1.155,0.4,3.075,0.0,1.286,0.643,1.22,11.37,1.931,3.208,0.025,7.07,4.922
+2026-05-21 11:07:45,redwing_observed.csv,0.1174199132219570805541138844,1.183,1.752,2.105,0.0,0.78,0.188,0.8,11.83,3.529,1.55,0.144,7.06,1.184
+2026-05-21 11:07:46,redwing_observed.csv,0.1334267438174057127789904065,0.599,0.481,2.042,0.0,1.058,0.061,1.16,11.83,1.816,3.944,0.196,7.18,3.291
+2026-05-21 11:07:46,redwing_observed.csv,0.1198580115555077370288738970,1.07,1.508,3.475,0.0,0.814,0.32,1.46,11.92,3.688,3.293,0.174,6.02,2.771
+2026-05-21 11:07:46,redwing_observed.csv,0.2823511070060848297440502355,0.678,1.57,0.837,0.0,1.358,0.208,3.37,11.09,3.197,1.292,0.317,5.67,4.541
+2026-05-21 11:07:46,redwing_observed.csv,0.1044639073867422947241965874,0.983,0.335,3.399,0.0,0.834,0.226,0.51,11.74,3.163,1.765,0.339,5.77,3.779
+2026-05-21 11:07:47,redwing_observed.csv,0.2612105662315898373717017312,0.901,1.967,1.732,0.0,0.802,0.568,0.76,11.42,2.393,5.262,0.235,6.26,2.031
+2026-05-21 11:07:47,redwing_observed.csv,0.1911736615407053429779339250,0.61,0.746,1.465,0.0,0.907,0.534,1.47,11.52,1.844,2.487,0.097,7.94,1.544
+2026-05-21 11:07:47,redwing_observed.csv,0.2327612952146533432900136972,0.632,1.666,1.255,0.0,1.003,0.61,2.57,11.49,2.83,5.369,0.07,7.91,4.127
+2026-05-21 11:07:48,redwing_observed.csv,0.1643567611594964366394092100,1.046,1.178,1.315,0.0,0.955,0.586,2.33,11.8,3.702,2.241,0.08,7.01,1.795
+2026-05-21 11:07:48,redwing_observed.csv,0.1407798434118192116355565262,0.959,1.574,1.979,0.0,1.355,0.257,1.08,11.68,3.273,2.381,0.389,5.77,3.619
+2026-05-21 11:07:48,redwing_observed.csv,0.2712840522378772448562126373,0.619,1.191,2.86,0.0,1.3,0.423,0.56,11.68,0.86,4.727,0.392,5.98,2.046
+2026-05-21 11:07:48,redwing_observed.csv,0.2335891409414199015505108481,0.623,1.468,2.091,0.0,1.106,0.778,1.0,11.73,2.319,2.784,0.226,5.98,3.49
+2026-05-21 11:07:49,redwing_observed.csv,0.2894042022594807802051419023,0.616,1.593,0.688,0.0,0.728,0.208,1.05,11.07,1.673,4.29,0.175,6.52,1.867
+2026-05-21 11:07:49,redwing_observed.csv,0.2227614607383235921868547228,1.098,0.306,3.02,0.0,1.319,0.629,3.36,11.95,1.784,4.255,0.223,6.57,1.459
+2026-05-21 11:07:49,redwing_observed.csv,0.1871940708567952536255166173,0.693,0.408,2.034,0.0,1.303,0.531,0.83,11.45,2.721,3.168,0.024,7.38,3.382
+2026-05-21 11:07:50,redwing_observed.csv,0.1955125160378236393142800789,0.593,0.327,1.43,0.0,1.248,0.378,2.72,11.26,3.693,1.788,0.371,6.15,1.841
+2026-05-21 11:07:50,redwing_observed.csv,0.1282669523738779615519243097,0.731,0.287,3.417,0.0,0.918,0.471,1.81,11.55,3.581,1.5,0.004,7.09,4.381
+2026-05-21 11:07:50,redwing_observed.csv,0.2068372507201838747124923296,1.201,1.776,0.878,0.0,1.291,0.291,2.15,11.66,2.114,4.443,0.361,7.37,1.696
+2026-05-21 11:07:51,redwing_observed.csv,0.2254887388969664272871769962,0.581,1.994,2.057,0.0,1.494,0.387,0.77,11.35,2.9,1.611,0.313,7.54,4.388
+2026-05-21 11:07:51,redwing_observed.csv,0.3614830686166677126373000218,0.668,1.077,0.543,0.0,0.916,0.591,3.19,11.85,0.998,1.57,0.005,6.16,1.865
+2026-05-21 11:07:51,redwing_observed.csv,0.2987476142854761207143441815,0.887,1.103,1.284,0.0,1.385,0.748,1.99,11.86,1.004,4.148,0.212,6.9,3.78
+2026-05-21 11:07:51,redwing_observed.csv,0.1935553730889188192422666885,0.887,0.675,2.588,0.0,1.223,0.365,3.3,11.53,3.844,3.806,0.321,5.63,4.865
+2026-05-21 11:07:52,redwing_observed.csv,0.1581535709509256449942960881,0.655,1.098,3.149,0.0,1.469,0.373,1.81,11.24,2.088,3.651,0.075,7.09,3.082
+2026-05-21 11:07:52,redwing_observed.csv,0.1136940690046547847751064110,1.089,0.54,2.881,0.0,1.305,0.709,0.96,11.92,3.623,3.528,0.128,5.8,1.622
+2026-05-21 11:07:52,redwing_observed.csv,0.2085846490619910291302297228,0.74,0.269,2.05,0.0,0.956,0.386,2.9,12.0,1.344,3.26,0.336,5.93,2.841
+2026-05-21 11:07:53,redwing_observed.csv,0.1501828703713940056683571375,0.942,1.932,3.102,0.0,0.962,0.288,1.13,11.77,3.371,3.373,0.166,6.33,3.462
+2026-05-21 11:07:53,redwing_observed.csv,0.2619451882631809376474211045,1.108,1.947,2.34,0.0,1.076,0.207,3.44,11.37,2.351,5.657,0.048,5.95,1.178
+2026-05-21 11:07:53,redwing_observed.csv,0.2242567117986131275409467456,0.97,1.443,0.759,0.0,0.745,0.42,2.54,11.93,2.257,4.245,0.05,6.09,2.447
+2026-05-21 11:07:53,redwing_observed.csv,0.1307253521834276918549813417,0.88,0.3,2.45,0.0,1.144,0.311,1.31,11.22,1.522,4.039,0.182,6.8,3.733
+2026-05-21 11:07:54,redwing_observed.csv,0.1867954283002574541120698225,0.867,1.924,2.94,0.0,0.973,0.105,2.26,11.07,1.852,1.501,0.068,5.95,2.315
+2026-05-21 11:07:54,redwing_observed.csv,0.1646759003665150963127823928,0.808,1.288,3.397,0.0,1.172,0.477,1.92,11.42,1.946,5.64,0.128,7.62,1.18
+2026-05-21 11:07:54,redwing_observed.csv,0.2070041340951197050291589963,0.848,1.152,1.295,0.0,1.332,0.011,2.09,11.12,1.128,1.608,0.318,7.03,1.614
+2026-05-21 11:07:55,redwing_observed.csv,0.3161434171658687954014595661,0.828,1.416,1.355,0.0,0.996,0.379,3.4,11.83,1.574,3.96,0.358,7.64,4.558
+2026-05-21 11:07:55,redwing_observed.csv,0.1618482375035510856389579279,0.607,1.431,2.937,0.0,1.327,0.552,2.42,11.72,2.461,3.165,0.08,7.15,3.337
+2026-05-21 11:07:55,redwing_observed.csv,0.1898329756488153029537848516,0.995,1.728,3.488,0.0,0.71,0.265,3.35,11.97,1.887,4.486,0.283,7.14,4.692
+2026-05-21 11:07:56,redwing_observed.csv,0.1486953167247190827287126288,0.765,1.431,2.316,0.0,1.223,0.476,1.81,11.5,3.702,1.032,0.238,5.54,2.791
+2026-05-21 11:07:56,redwing_observed.csv,0.2030426439837349916289755917,1.218,1.187,0.966,0.0,1.395,0.783,2.36,11.49,3.95,2.771,0.186,5.9,4.403
+2026-05-21 11:07:56,redwing_observed.csv,0.1428770424714100191217232906,1.049,1.268,2.845,0.0,1.187,0.481,1.84,11.45,2.567,5.753,0.151,7.05,3.198
+2026-05-21 11:07:56,redwing_observed.csv,0.1294517522553445552759276351,1.136,1.0,2.849,0.0,0.752,0.191,1.13,11.37,1.575,1.511,0.354,7.36,4.516
+2026-05-21 11:07:57,redwing_observed.csv,0.2342672333570203815778119878,0.822,0.321,0.891,0.0,1.252,0.708,1.58,11.14,1.823,5.598,0.021,7.47,3.412
+2026-05-21 11:07:57,redwing_observed.csv,0.1915828664951465278849713894,0.79,1.169,2.253,0.0,1.09,0.103,2.93,11.7,1.877,3.393,0.304,6.22,4.701
+2026-05-21 11:07:57,redwing_observed.csv,0.3695614811554034485294031559,0.6,0.761,1.206,0.0,1.26,0.037,3.48,11.39,0.988,3.317,0.242,6.41,4.332
+2026-05-21 11:07:58,redwing_observed.csv,0.2141956744604385942975672584,0.958,0.837,2.208,0.0,0.98,0.459,1.42,11.25,1.741,2.802,0.196,6.31,3.284
+2026-05-21 11:07:58,redwing_observed.csv,0.1591933527254694335441803638,0.636,1.263,2.29,0.0,1.027,0.439,2.69,11.81,2.803,3.242,0.106,6.1,2.672
+2026-05-21 11:07:58,redwing_observed.csv,0.1337332758522892200185060027,0.746,1.375,2.428,0.0,0.977,0.233,1.84,11.68,2.296,5.252,0.125,5.68,4.599
+2026-05-21 11:07:58,redwing_observed.csv,0.2116225762319340624617800789,1.159,1.193,1.483,0.0,0.802,0.599,3.47,11.33,3.723,4.847,0.039,6.92,1.571
+2026-05-21 11:07:59,redwing_observed.csv,0.2447128435786451445568415982,0.731,1.042,2.185,0.0,1.169,0.614,1.81,11.14,1.796,5.176,0.272,5.64,1.493
+2026-05-21 11:07:59,redwing_observed.csv,0.1463965520669590683262957562,0.717,1.837,3.414,0.0,1.087,0.44,1.82,11.16,2.848,2.575,0.17,7.24,1.862
+2026-05-21 11:07:59,redwing_observed.csv,0.2577327309193520110797919022,1.143,1.204,1.782,0.0,0.768,0.59,0.56,11.37,2.313,3.198,0.099,6.95,2.729
+2026-05-21 11:08:00,redwing_observed.csv,0.1510393644089425127558375287,1.206,0.777,3.163,0.0,1.366,0.238,0.72,11.2,3.327,1.557,0.343,5.69,4.175
+2026-05-21 11:08:00,redwing_observed.csv,0.1937108638749978241153057200,0.606,0.722,0.861,0.0,1.008,0.302,2.38,11.76,3.38,5.546,0.229,5.8,3.795
+2026-05-21 11:08:00,redwing_observed.csv,0.3389135046836702131358256629,0.998,1.336,1.341,0.0,0.758,0.741,0.68,11.44,1.013,1.582,0.059,6.87,2.68
+2026-05-21 11:08:01,redwing_observed.csv,0.1776051606949454990451581416,0.588,0.294,2.72,0.0,1.319,0.729,2.15,11.97,2.427,2.955,0.027,6.68,1.837
+2026-05-21 11:08:01,redwing_observed.csv,0.3278779525229851178104980275,0.597,1.241,0.912,0.0,1.161,0.479,2.61,11.08,1.523,2.232,0.124,6.45,4.812
+2026-05-21 11:08:01,redwing_observed.csv,0.2187254903837545966430636237,0.963,0.728,2.469,0.0,1.389,0.568,0.65,11.19,2.589,2.745,0.142,6.82,1.502
+2026-05-21 11:08:01,redwing_observed.csv,0.1480978532572674006661874663,0.616,0.336,2.909,0.0,1.182,0.555,1.58,11.69,2.026,2.577,0.058,7.57,3.164
+2026-05-21 11:08:02,redwing_observed.csv,0.2826985837142132782299614122,0.799,0.332,2.2,0.0,1.088,0.584,3.38,11.73,1.036,2.901,0.29,5.71,2.262
+2026-05-21 11:08:02,redwing_observed.csv,0.09222479059192655586048470353,1.017,0.342,2.376,0.0,0.971,0.145,1.41,11.69,2.497,2.222,0.071,6.0,2.047
+2026-05-21 11:08:02,redwing_observed.csv,0.1282601514736638152083918488,1.206,1.401,2.462,0.0,0.726,0.483,2.22,11.28,2.344,5.247,0.319,5.98,4.996
+2026-05-21 11:08:03,redwing_observed.csv,0.1335508140240611823911798231,0.802,0.771,3.214,0.0,1.148,0.279,1.94,11.07,1.755,3.946,0.315,6.31,1.545
+2026-05-21 11:08:03,redwing_observed.csv,0.1409491686323870016086865713,1.228,0.544,3.121,0.0,0.884,0.537,3.44,11.67,2.445,5.037,0.338,7.93,1.331
+2026-05-21 11:08:03,redwing_observed.csv,0.1979419915111270022976134122,0.821,0.303,0.804,0.0,1.425,0.313,1.69,11.38,1.798,3.12,0.292,6.16,1.116
+2026-05-21 11:08:04,redwing_observed.csv,0.1970354217094416715156262327,1.192,1.076,0.729,0.0,0.826,0.438,2.47,11.88,2.216,4.725,0.185,5.85,4.294
+2026-05-21 11:08:04,redwing_observed.csv,0.2049984722738076111330265176,0.746,1.435,0.54,0.0,1.465,0.234,1.2,11.5,2.866,4.145,0.259,7.69,3.762
+2026-05-21 11:08:04,redwing_observed.csv,0.1243350002581588819085820732,0.929,0.839,1.08,0.0,1.237,0.494,1.52,11.86,3.676,4.166,0.151,7.39,2.985
+2026-05-21 11:08:04,redwing_observed.csv,0.3125278361742639826592159763,0.731,1.821,1.005,0.0,0.838,0.235,3.09,11.22,1.282,1.761,0.37,6.58,4.43
+2026-05-21 11:08:05,redwing_observed.csv,0.2357873595038466646707169428,1.073,1.036,3.005,0.0,1.222,0.328,0.55,11.34,2.071,3.441,0.002,6.21,1.608
+2026-05-21 11:08:05,redwing_observed.csv,0.1710888832758218136818085690,1.015,0.97,1.033,0.0,0.746,0.408,2.68,11.22,3.504,4.663,0.393,6.6,4.82
+2026-05-21 11:08:05,redwing_observed.csv,0.3062841592969354743537743809,0.579,0.302,0.606,0.0,1.492,0.479,2.47,11.32,1.624,3.996,0.274,5.97,4.368
+2026-05-21 11:08:06,redwing_observed.csv,0.2791740645502886963749923295,1.06,0.817,1.16,0.0,1.031,0.319,1.13,11.3,1.009,4.458,0.128,5.8,4.592
+2026-05-21 11:08:06,redwing_observed.csv,0.2187421356861327023948720711,0.675,1.832,2.23,0.0,0.938,0.48,1.38,11.13,2.99,4.134,0.264,6.7,3.92
+2026-05-21 11:08:06,redwing_observed.csv,0.2923933745244011350208109193,0.94,0.518,1.545,0.0,1.469,0.716,3.43,11.73,2.042,2.17,0.384,7.06,2.678
+2026-05-21 11:08:06,redwing_observed.csv,0.2499570509251151446245364892,1.08,1.322,0.584,0.0,1.287,0.272,0.63,11.14,3.537,1.131,0.369,6.49,4.357
+2026-05-21 11:08:07,redwing_observed.csv,0.1407098914691490860759966031,1.125,0.349,1.106,0.0,0.907,0.286,2.93,11.88,2.937,5.417,0.291,7.93,2.018
+2026-05-21 11:08:07,redwing_observed.csv,0.2598498517195506583371852071,0.778,0.642,1.382,0.0,0.776,0.74,2.43,11.57,1.539,4.29,0.033,6.1,2.894
+2026-05-21 11:08:07,redwing_observed.csv,0.2452296307153860687254624151,0.596,0.666,1.621,0.0,1.096,0.302,3.24,11.85,3.876,3.639,0.122,6.75,4.082
+2026-05-21 11:08:08,redwing_observed.csv,0.2666949872878792488442800788,0.688,1.132,3.16,0.0,0.943,0.695,2.76,11.35,3.339,4.788,0.01,7.36,2.12
+2026-05-21 11:08:08,redwing_observed.csv,0.2787943074679317100160502356,1.083,0.288,2.418,0.0,1.21,0.264,3.42,11.55,1.65,5.429,0.16,6.89,2.153
+2026-05-21 11:08:08,redwing_observed.csv,0.1018678604118558192310092099,0.644,1.606,1.874,0.0,1.261,0.048,1.99,11.51,2.804,3.081,0.085,6.96,4.31
+2026-05-21 11:08:09,redwing_observed.csv,0.1786927326640029422717800881,1.067,1.589,2.802,0.0,0.762,0.058,3.0,11.7,0.939,3.74,0.37,7.84,4.509
+2026-05-21 11:08:09,redwing_observed.csv,0.1766470623225729724847429172,0.991,0.568,2.376,0.0,1.201,0.563,0.76,11.87,1.375,3.853,0.373,7.11,2.022
+2026-05-21 11:08:09,redwing_observed.csv,0.1426963704714164287965800789,1.191,1.78,2.114,0.0,1.428,0.393,2.05,11.7,3.125,1.709,0.34,6.46,4.733
+2026-05-21 11:08:09,redwing_observed.csv,0.1644032894737817494399211046,0.922,0.259,1.399,0.0,1.276,0.347,1.41,11.83,1.611,2.383,0.142,7.76,4.336
+2026-05-21 11:08:10,redwing_observed.csv,0.1850073951613392135917159764,0.688,1.274,0.763,0.0,1.08,0.002,2.26,11.88,2.638,5.42,0.366,6.98,4.102
+2026-05-21 11:08:10,redwing_observed.csv,0.2243102033660706718901068595,0.792,0.292,1.309,0.0,1.461,0.566,1.75,11.72,1.669,4.922,0.004,7.51,3.353
+2026-05-21 11:08:10,redwing_observed.csv,0.2022307652026853472367872014,0.848,0.299,1.721,0.0,1.016,0.694,2.93,11.52,3.94,2.654,0.313,6.84,3.43
+2026-05-21 11:08:11,redwing_observed.csv,0.2630061207380964258859752356,1.12,1.855,1.014,0.0,1.481,0.26,0.88,11.24,1.697,2.154,0.096,6.12,4.44
+2026-05-21 11:08:11,redwing_observed.csv,0.1447516402924572030738542584,1.101,0.697,2.471,0.0,1.292,0.613,1.34,11.76,2.047,4.149,0.118,5.58,1.723
+2026-05-21 11:08:11,redwing_observed.csv,0.1761880139088599631426365604,1.244,1.9,1.898,0.0,0.889,0.654,1.63,11.04,3.912,3.95,0.21,6.89,4.355
+2026-05-21 11:08:11,redwing_observed.csv,0.1936108308321355504515236686,1.109,0.622,0.433,0.0,0.707,0.486,2.25,11.27,2.945,2.253,0.271,5.9,4.526
+2026-05-21 11:08:12,redwing_observed.csv,0.2937502300406469927812957484,0.724,1.718,1.68,0.0,0.988,0.217,2.14,11.06,0.912,4.944,0.165,7.24,2.127
+2026-05-21 11:08:12,redwing_observed.csv,0.2052357214253892677917159763,1.117,1.095,0.562,0.0,0.857,0.019,3.04,11.15,2.233,1.941,0.116,6.9,1.053
+2026-05-21 11:08:12,redwing_observed.csv,0.2633344688621231825348570020,0.738,0.883,1.687,0.0,0.913,0.651,2.92,11.38,3.756,3.142,0.22,7.65,3.369
+2026-05-21 11:08:13,redwing_observed.csv,0.2342000781115050015960820732,1.061,0.504,0.406,0.0,1.426,0.387,1.7,11.67,1.872,1.556,0.0,7.64,3.967
+2026-05-21 11:08:13,redwing_observed.csv,0.1755884241818205370873854920,0.869,1.437,1.024,0.0,1.187,0.517,2.26,11.89,3.227,5.56,0.299,6.58,4.991
+2026-05-21 11:08:13,redwing_observed.csv,0.2114987571194763627585607057,0.988,0.597,0.52,0.0,1.317,0.317,2.38,11.96,3.773,4.635,0.25,6.85,1.613
+2026-05-21 11:08:14,redwing_observed.csv,0.1218513095306669464954911928,1.192,1.483,2.27,0.0,1.393,0.042,1.03,11.03,3.732,4.256,0.36,6.77,3.407
+2026-05-21 11:08:14,redwing_observed.csv,0.1318111308311106611867177069,0.668,0.877,3.426,0.0,1.036,0.11,2.05,11.43,1.805,2.84,0.28,6.2,4.215
+2026-05-21 11:08:14,redwing_observed.csv,0.1282387069001393605842586458,1.149,1.956,2.851,0.0,1.263,0.526,1.68,11.83,3.71,5.175,0.046,5.57,3.701
+2026-05-21 11:08:14,redwing_observed.csv,0.2137754916852738228439035348,1.115,1.899,2.946,0.0,1.373,0.565,2.57,11.43,1.791,4.369,0.182,7.27,2.103
+2026-05-21 11:08:15,redwing_observed.csv,0.1719751798596390300292136972,0.652,1.709,0.954,0.0,1.009,0.055,1.19,11.72,2.387,2.09,0.236,5.84,4.75
+2026-05-21 11:08:15,redwing_observed.csv,0.2086864771564386736117159764,0.924,1.107,1.842,0.0,1.046,0.332,2.65,11.37,2.239,4.608,0.141,5.73,4.629
+2026-05-21 11:08:15,redwing_observed.csv,0.2524760829279942651269433979,0.586,0.829,2.697,0.0,1.226,0.17,1.47,11.2,1.096,2.45,0.093,7.37,4.635
+2026-05-21 11:08:16,redwing_observed.csv,0.2797191366833056784074211045,0.609,1.156,0.844,0.0,1.312,0.257,2.18,11.34,1.516,4.823,0.219,7.3,2.464
+2026-05-21 11:08:16,redwing_observed.csv,0.1396477512288560904865718146,1.005,1.576,2.911,0.0,1.211,0.294,2.45,11.81,2.217,2.977,0.37,6.63,4.262
+2026-05-21 11:08:16,redwing_observed.csv,0.3070509294154973179932912613,0.848,1.706,1.941,0.0,1.148,0.729,1.87,11.52,1.143,3.661,0.185,7.57,3.623
+2026-05-21 11:08:16,redwing_observed.csv,0.2039371240457276940346758766,1.183,0.906,0.588,0.0,0.737,0.209,2.25,11.25,1.194,3.942,0.032,6.06,2.022
+2026-05-21 11:08:17,redwing_observed.csv,0.1425426324555533751901846373,0.813,1.078,0.746,0.0,1.079,0.063,1.16,11.27,3.628,2.579,0.083,7.32,1.511
+2026-05-21 11:08:17,redwing_observed.csv,0.1783822957991833151235339963,0.658,1.669,2.083,0.0,1.099,0.084,2.81,11.91,2.698,5.124,0.226,6.66,3.316
+2026-05-21 11:08:17,redwing_observed.csv,0.2425558938867106411190094236,1.173,1.643,1.274,0.0,1.407,0.324,0.8,11.6,2.187,2.884,0.064,7.32,3.548
+2026-05-21 11:08:18,redwing_observed.csv,0.2196787901365517524378857034,0.826,0.515,3.156,0.0,1.483,0.386,3.17,11.9,2.455,4.692,0.156,7.8,1.027
+2026-05-21 11:08:18,redwing_observed.csv,0.1235839897087897121638812185,1.153,1.299,1.162,0.0,1.474,0.557,2.15,11.87,3.892,2.167,0.217,7.04,1.038
+2026-05-21 11:08:18,redwing_observed.csv,0.3766422024998547220228057199,0.64,1.548,2.63,0.0,1.447,0.764,2.67,11.31,0.973,2.87,0.023,6.31,1.413
+2026-05-21 11:08:19,redwing_observed.csv,0.1566514589458252950724590783,0.587,1.153,3.423,0.0,0.947,0.177,3.0,11.29,3.593,4.489,0.32,7.51,2.326
+2026-05-21 11:08:19,redwing_observed.csv,0.1695677099124570293680639108,0.63,1.699,0.658,0.0,1.446,0.185,1.66,11.43,2.887,1.505,0.176,5.64,4.48
+2026-05-21 11:08:19,redwing_observed.csv,0.2336516369102075292707544379,0.91,0.783,0.963,0.0,0.756,0.718,1.39,11.74,1.63,5.618,0.288,7.33,3.341
+2026-05-21 11:08:19,redwing_observed.csv,0.1442698796177213647360545091,1.237,0.714,2.458,0.0,1.469,0.24,1.82,11.08,1.585,5.983,0.168,7.26,1.949
+2026-05-21 11:08:20,redwing_observed.csv,0.2773070118080370527683681844,1.029,1.549,2.972,0.0,1.026,0.25,1.02,11.89,0.854,4.953,0.176,5.92,2.609
+2026-05-21 11:08:20,redwing_observed.csv,0.2034230109011329674815476715,0.807,0.727,0.919,0.0,0.734,0.401,1.46,11.34,1.898,2.491,0.33,5.54,3.258
+2026-05-21 11:08:20,redwing_observed.csv,0.1855429915153992719734325006,1.068,1.329,0.777,0.0,1.37,0.327,1.05,11.37,3.776,2.25,0.061,6.21,4.212
+2026-05-21 11:08:21,redwing_observed.csv,0.1411807144429113526064931830,1.227,1.676,2.854,0.0,1.246,0.06,0.66,11.93,3.627,4.379,0.047,5.82,4.511
+2026-05-21 11:08:21,redwing_observed.csv,0.1480714649485194618040853818,1.238,1.518,2.551,0.0,1.412,0.091,1.4,11.32,2.256,3.075,0.324,7.48,3.585
+2026-05-21 11:08:21,redwing_observed.csv,0.1581445233765861100459111330,0.95,0.406,1.234,0.0,0.816,0.597,2.56,11.07,3.243,4.832,0.292,7.26,4.823
+2026-05-21 11:08:22,redwing_observed.csv,0.1449719818669216944205018916,1.239,1.548,2.336,0.0,0.847,0.552,2.28,11.75,2.461,5.027,0.292,6.65,2.116
+2026-05-21 11:08:22,redwing_observed.csv,0.1560549475369711244263711138,1.069,1.0,2.91,0.0,0.788,0.127,1.31,11.09,1.047,4.943,0.148,7.8,1.697
+2026-05-21 11:08:22,redwing_observed.csv,0.1935615846449429117889893795,0.683,1.764,2.501,0.0,0.884,0.704,1.16,11.86,3.816,3.96,0.124,6.77,4.524
+2026-05-21 11:08:22,redwing_observed.csv,0.1890000454884424900001775148,1.163,0.655,2.853,0.0,0.736,0.162,3.14,11.02,1.713,5.002,0.024,6.38,3.289
+2026-05-21 11:08:23,redwing_observed.csv,0.3503014954290310861374792954,0.763,1.982,0.493,0.0,0.761,0.565,1.84,11.45,1.023,4.713,0.219,5.62,3.579
+2026-05-21 11:08:23,redwing_observed.csv,0.2180083045777895007982829279,1.004,1.877,0.787,0.0,0.761,0.367,1.71,11.79,1.676,4.711,0.085,5.91,2.832
+2026-05-21 11:08:23,redwing_observed.csv,0.3126048863548781906234325005,1.146,0.275,1.358,0.0,1.4,0.505,3.39,11.63,2.995,3.437,0.035,7.17,4.309
+2026-05-21 11:08:24,redwing_observed.csv,0.2940449041840523034146005917,0.915,1.39,1.342,0.0,1.32,0.585,3.43,11.71,3.138,5.075,0.305,7.99,2.92
+2026-05-21 11:08:24,redwing_observed.csv,0.1196519715394201349293028802,0.825,1.955,2.492,0.0,1.302,0.427,2.29,11.39,3.802,2.665,0.182,6.68,1.224
+2026-05-21 11:08:24,redwing_observed.csv,0.1495541896179734216373772193,0.652,0.555,3.183,0.0,0.752,0.733,1.31,11.83,3.623,1.161,0.218,6.41,1.65
+2026-05-21 11:08:24,redwing_observed.csv,0.1914267320299972166103555775,0.737,1.488,2.402,0.0,1.14,0.212,2.4,11.54,1.77,4.949,0.049,5.51,3.615
+2026-05-21 11:08:25,redwing_observed.csv,0.2156837299349116140186117573,0.68,1.09,3.062,0.0,0.761,0.269,0.66,11.97,2.088,3.853,0.088,6.8,3.147
+2026-05-21 11:08:25,redwing_observed.csv,0.1663888151800944225298427570,1.243,0.538,1.188,0.0,1.013,0.713,2.84,11.73,3.908,4.798,0.369,5.77,4.843
+2026-05-21 11:08:25,redwing_observed.csv,0.2315050073614888165855051502,1.246,1.037,0.486,0.0,1.389,0.06,2.14,11.77,2.093,2.209,0.285,6.9,4.606
+2026-05-21 11:08:26,redwing_observed.csv,0.1854569616125812998812589428,1.101,1.236,2.479,0.0,1.011,0.728,1.72,11.52,2.438,3.356,0.197,7.59,2.74
+2026-05-21 11:08:26,redwing_observed.csv,0.07551347255417368521606813669,0.936,1.47,2.312,0.0,0.754,0.081,1.95,11.56,2.698,1.621,0.239,5.97,1.195
+2026-05-21 11:08:26,redwing_observed.csv,0.1580074159761475154107544379,0.693,1.102,1.028,0.0,1.078,0.324,1.2,11.64,3.719,1.757,0.314,5.73,3.78
+2026-05-21 11:08:27,redwing_observed.csv,0.1606033240066787952553131932,0.939,0.451,2.865,0.0,1.163,0.662,2.88,11.46,3.547,4.524,0.345,7.28,1.084
+2026-05-21 11:08:27,redwing_observed.csv,0.2639538233323311544607188253,0.875,1.438,1.208,0.0,1.315,0.374,2.65,11.87,1.189,1.666,0.146,6.3,2.897
+2026-05-21 11:08:27,redwing_observed.csv,0.3553918547296793466453128424,0.694,1.756,0.513,0.0,0.99,0.686,3.14,11.28,2.597,4.516,0.036,6.29,3.832
+2026-05-21 11:08:27,redwing_observed.csv,0.1561122594323054476958826430,1.173,0.565,0.892,0.0,1.418,0.115,1.52,11.77,2.198,3.261,0.098,7.92,2.212
+2026-05-21 11:08:28,redwing_observed.csv,0.1572259182523781543494723866,0.646,0.892,1.28,0.0,1.114,0.417,2.21,11.97,3.443,3.618,0.33,6.77,4.254
+2026-05-21 11:08:28,redwing_observed.csv,0.1601414434740066142221245946,1.038,0.479,1.024,0.0,0.898,0.441,2.26,11.6,2.318,5.46,0.005,5.99,4.527
+2026-05-21 11:08:28,redwing_observed.csv,0.1430493681715851168836585497,1.165,0.712,1.043,0.0,1.318,0.138,0.83,11.26,3.14,4.786,0.042,7.61,2.434
+2026-05-21 11:08:29,redwing_observed.csv,0.1528212606776723380195951889,0.95,1.152,3.178,0.0,1.305,0.147,2.95,11.72,3.931,3.789,0.15,7.27,1.918
+2026-05-21 11:08:29,redwing_observed.csv,0.2451076755717529898524923296,0.781,0.803,0.666,0.0,1.073,0.287,2.76,11.79,2.461,5.767,0.362,6.77,3.882
+2026-05-21 11:08:29,redwing_observed.csv,0.1742713977051759438720721146,0.76,1.11,2.691,0.0,1.243,0.658,1.15,11.69,3.482,5.379,0.085,7.25,2.751
+2026-05-21 11:08:30,redwing_observed.csv,0.08221838196084891089941323558,0.955,1.789,2.094,0.0,0.797,0.011,2.61,11.18,2.534,5.219,0.337,5.81,2.064
+2026-05-21 11:08:30,redwing_observed.csv,0.3465611611498760009222781559,0.69,1.907,2.383,0.0,1.123,0.245,0.77,11.12,0.823,1.882,0.171,6.23,2.774
+2026-05-21 11:08:30,redwing_observed.csv,0.2258818754217740036789880561,1.105,0.51,1.407,0.0,1.157,0.088,2.06,11.06,1.107,2.108,0.038,6.55,3.866
+2026-05-21 11:08:30,redwing_observed.csv,0.3824749972479668519353983124,0.885,1.643,0.946,0.0,1.448,0.79,3.3,11.86,1.426,5.123,0.097,7.72,1.847
+2026-05-21 11:08:31,redwing_observed.csv,0.1003147702889811464104739720,1.022,0.259,3.144,0.0,0.832,0.003,1.06,11.51,0.854,2.724,0.374,6.13,1.767
+2026-05-21 11:08:31,redwing_observed.csv,0.1035365156630362546475372536,1.248,0.359,2.949,0.0,0.767,0.401,2.22,11.49,3.196,3.882,0.117,6.05,2.455
+2026-05-21 11:08:31,redwing_observed.csv,0.1792174885725920142994651878,0.611,1.697,2.427,0.0,0.713,0.467,1.76,11.49,3.994,4.895,0.097,6.61,3.262
+2026-05-21 11:08:32,redwing_observed.csv,0.1840905529262542302089726816,0.915,1.279,2.17,0.0,1.074,0.243,0.78,11.14,2.622,5.839,0.354,7.89,3.131
+2026-05-21 11:08:32,redwing_observed.csv,0.3123825964053697024289595661,0.646,1.989,2.928,0.0,0.893,0.231,3.43,11.79,1.098,2.396,0.077,5.83,1.681
+2026-05-21 11:08:32,redwing_observed.csv,0.2122546341542819933901846373,0.998,1.47,1.522,0.0,1.28,0.514,1.36,11.99,1.587,4.106,0.169,7.59,2.448
+2026-05-21 11:08:32,redwing_observed.csv,0.2517626240584520353992159763,1.172,0.497,1.658,0.0,1.041,0.784,1.41,11.13,1.363,2.743,0.068,7.29,2.605
+2026-05-21 11:08:33,redwing_observed.csv,0.1417355676796836086376587826,0.925,0.211,2.649,0.0,1.353,0.303,2.19,11.02,1.555,2.268,0.278,5.74,2.078
+2026-05-21 11:08:33,redwing_observed.csv,0.1441498876302558485201811158,0.985,1.298,2.605,0.0,0.81,0.488,1.19,11.38,3.269,2.544,0.377,6.47,1.537
+2026-05-21 11:08:33,redwing_observed.csv,0.2457666925844095371262108482,1.009,1.213,2.874,0.0,0.867,0.678,2.28,11.52,1.077,1.432,0.371,5.51,3.77
+2026-05-21 11:08:34,redwing_observed.csv,0.4059024741100290486098641244,0.858,1.145,0.554,0.0,1.036,0.129,3.38,11.81,1.301,3.569,0.044,5.54,3.201
+2026-05-21 11:08:34,redwing_observed.csv,0.2056056095822424946097287968,0.831,0.544,1.015,0.0,1.16,0.354,1.78,11.46,1.943,1.162,0.049,7.63,1.628
+2026-05-21 11:08:34,redwing_observed.csv,0.2798719044249202959940521586,0.721,1.145,0.918,0.0,0.725,0.161,3.21,11.8,2.354,3.079,0.07,7.03,3.955
+2026-05-21 11:08:35,redwing_observed.csv,0.2522318434362400678964239535,0.757,0.948,0.472,0.0,0.968,0.522,0.97,11.75,2.537,3.43,0.156,5.67,1.146
+2026-05-21 11:08:35,redwing_observed.csv,0.1566225827089537636726877686,0.832,1.611,2.85,0.0,0.938,0.228,0.87,11.66,2.584,1.899,0.305,7.78,2.359
+2026-05-21 11:08:35,redwing_observed.csv,0.2253162937992355844906974578,0.999,0.429,1.402,0.0,1.074,0.799,3.39,11.28,3.555,4.43,0.199,5.75,2.259
+2026-05-21 11:08:35,redwing_observed.csv,0.1908121641665059229613171160,0.872,1.714,0.99,0.0,1.139,0.551,1.47,11.12,3.376,3.024,0.08,6.46,1.98
+2026-05-21 11:08:36,redwing_observed.csv,0.1481106319691345041437672584,1.02,1.69,0.828,0.0,0.784,0.111,1.62,11.33,3.449,3.441,0.31,6.58,3.722
+2026-05-21 11:08:36,redwing_observed.csv,0.1937522073658504921876775148,1.115,1.805,1.103,0.0,1.093,0.187,0.96,11.89,3.036,1.023,0.112,6.47,4.291
+2026-05-21 11:08:36,redwing_observed.csv,0.2177966117027999073046955346,1.046,1.736,2.73,0.0,1.411,0.079,3.41,11.55,2.817,3.185,0.198,6.11,2.433
+2026-05-21 11:08:37,redwing_observed.csv,0.1987187816739483654926493615,0.869,0.778,3.051,0.0,1.186,0.564,0.56,11.55,2.134,4.554,0.302,7.96,3.08
+2026-05-21 11:08:37,redwing_observed.csv,0.1083010923837179818744014834,0.639,0.97,1.832,0.0,0.98,0.187,1.15,11.99,2.848,3.305,0.179,6.95,2.574
+2026-05-21 11:08:37,redwing_observed.csv,0.2083941090947002028572935176,0.96,1.115,1.477,0.0,1.21,0.193,3.09,11.1,3.613,5.2,0.303,7.74,3.041
+2026-05-21 11:08:37,redwing_observed.csv,0.2066407638401280443736034407,1.06,1.845,1.087,0.0,1.367,0.175,1.86,11.74,1.496,5.651,0.33,6.96,2.815
+2026-05-21 11:08:38,redwing_observed.csv,0.1131726918079984295625036031,0.818,0.221,2.462,0.0,1.434,0.031,1.34,11.84,1.849,4.74,0.267,5.98,4.09
+2026-05-21 11:08:38,redwing_observed.csv,0.2278426504680530573220342100,1.109,1.043,0.926,0.0,1.31,0.362,0.9,11.92,1.827,5.452,0.249,6.76,2.26
+2026-05-21 11:08:38,redwing_observed.csv,0.1378805516584483793950493097,0.721,0.625,1.198,0.0,0.889,0.356,1.56,11.3,3.903,1.953,0.356,6.17,3.415
+2026-05-21 11:08:39,redwing_observed.csv,0.1440936754101569827909661366,1.188,1.678,2.421,0.0,0.877,0.626,1.68,11.15,3.326,5.521,0.25,7.27,1.952
+2026-05-21 11:08:39,redwing_observed.csv,0.3382427154111768344115735262,0.606,0.885,1.358,0.0,1.399,0.7,0.54,11.15,0.831,5.47,0.311,7.6,4.306
+2026-05-21 11:08:39,redwing_observed.csv,0.2001393386009107267664444664,0.797,1.649,2.255,0.0,0.708,0.17,3.45,11.05,2.371,2.209,0.178,6.58,1.513
+2026-05-21 11:08:40,redwing_observed.csv,0.2723005287963639878481262328,0.88,1.75,0.423,0.0,1.481,0.721,0.97,11.03,3.763,3.266,0.114,5.87,1.353
+2026-05-21 11:08:40,redwing_observed.csv,0.1272960207586400970502266365,0.814,0.671,3.119,0.0,0.743,0.744,2.18,11.88,3.363,4.541,0.267,6.37,3.871
+2026-05-21 11:08:40,redwing_observed.csv,0.1539132046459414273009431045,0.603,1.717,2.564,0.0,1.219,0.303,2.63,11.81,2.685,5.117,0.264,7.71,3.171
+2026-05-21 11:08:40,redwing_observed.csv,0.1476108747567501851727724529,0.636,0.842,3.329,0.0,0.725,0.269,0.6,11.93,3.656,5.367,0.272,6.34,2.547
+2026-05-21 11:08:41,redwing_observed.csv,0.2047592468080653764877273723,1.086,1.082,0.721,0.0,0.981,0.413,2.51,11.02,3.53,1.218,0.091,7.83,3.761
+2026-05-21 11:08:41,redwing_observed.csv,0.2854446860733849254106698226,0.872,0.673,3.394,0.0,1.338,0.644,0.75,11.13,0.882,4.711,0.206,7.29,3.374
+2026-05-21 11:08:41,redwing_observed.csv,0.1728478248043207166918051501,1.054,0.607,1.117,0.0,0.982,0.575,2.38,11.08,2.697,4.961,0.106,7.51,1.757
+2026-05-21 11:08:42,redwing_observed.csv,0.3101501179420570611076134122,0.896,1.015,0.417,0.0,1.033,0.636,2.58,11.51,1.76,3.622,0.24,6.7,1.807
+2026-05-21 11:08:42,redwing_observed.csv,0.2377368465379140354671931842,0.761,0.427,0.566,0.0,1.177,0.069,1.52,11.43,1.415,4.924,0.215,6.7,4.576
+2026-05-21 11:08:42,redwing_observed.csv,0.2084009669875884949330730276,0.797,0.691,1.347,0.0,0.896,0.648,0.58,11.38,2.324,5.595,0.246,6.21,1.787
+2026-05-21 11:08:42,redwing_observed.csv,0.1036789925344930371648476416,1.097,0.524,2.556,0.0,1.155,0.239,1.06,11.63,3.854,5.12,0.023,5.77,3.491
+2026-05-21 11:08:43,redwing_observed.csv,0.1766976563510617301784467456,1.076,1.352,1.289,0.0,0.909,0.086,1.85,11.88,1.682,2.435,0.042,7.64,1.205
+2026-05-21 11:08:43,redwing_observed.csv,0.3097411717521957189954339250,0.707,1.674,0.846,0.0,1.423,0.774,1.42,11.28,1.398,1.885,0.011,5.57,1.179
+2026-05-21 11:08:43,redwing_observed.csv,0.1399163283762937269136185404,0.841,1.894,1.658,0.0,0.791,0.024,2.12,11.51,1.555,3.433,0.252,6.31,3.757
diff --git a/modelling/data/abingdon-all/winter/redwing_simulated.csv b/modelling/data/abingdon-all/winter/redwing_simulated.csv
new file mode 100644
index 0000000..7d5b6d2
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/redwing_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.971,0.1,0,0.01,0.910237
+RungeKutta4,1,0.1,0.985486,0.1,0,0.01,0.923816
+RungeKutta4,2,0.2,0.999552,0.1,0,0.01,0.937002
+RungeKutta4,3,0.3,1.01292,0.1,0,0.01,0.949538
+RungeKutta4,4,0.4,1.02531,0.1,0,0.01,0.961153
+RungeKutta4,5,0.5,1.03648,0.1,0,0.01,0.971624
+RungeKutta4,6,0.6,1.04620,0.1,0,0.01,0.980736
+RungeKutta4,7,0.7,1.05426,0.1,0,0.01,0.988292
+RungeKutta4,8,0.8,1.06047,0.1,0,0.01,0.994113
+RungeKutta4,9,0.9,1.06468,0.1,0,0.01,0.998060
+RungeKutta4,10,1.0,1.06675,0.1,0,0.01,1
+RungeKutta4,11,1.1,1.06600,0.1,0,0.01,0.999297
+RungeKutta4,12,1.2,1.05978,0.1,0,0.01,0.993466
+RungeKutta4,13,1.3,1.04840,0.1,0,0.01,0.982798
+RungeKutta4,14,1.4,1.03235,0.1,0,0.01,0.967753
+RungeKutta4,15,1.5,1.01208,0.1,0,0.01,0.948751
+RungeKutta4,16,1.6,0.987978,0.1,0,0.01,0.926152
+RungeKutta4,17,1.7,0.960414,0.1,0,0.01,0.900313
+RungeKutta4,18,1.8,0.929731,0.1,0,0.01,0.871550
+RungeKutta4,19,1.9,0.896265,0.1,0,0.01,0.840178
+RungeKutta4,20,2.0,0.860334,0.1,0,0.01,0.806495
+RungeKutta4,21,2.1,0.822251,0.1,0,0.01,0.770795
+RungeKutta4,22,2.2,0.782322,0.1,0,0.01,0.733365
+RungeKutta4,23,2.3,0.740851,0.1,0,0.01,0.694489
+RungeKutta4,24,2.4,0.698131,0.1,0,0.01,0.654442
+RungeKutta4,25,2.5,0.654454,0.1,0,0.01,0.613498
+RungeKutta4,26,2.6,0.610101,0.1,0,0.01,0.571920
+RungeKutta4,27,2.7,0.565343,0.1,0,0.01,0.529963
+RungeKutta4,28,2.8,0.520439,0.1,0,0.01,0.487869
+RungeKutta4,29,2.9,0.475645,0.1,0,0.01,0.445878
+RungeKutta4,30,3.0,0.431189,0.1,0,0.01,0.404203
+RungeKutta4,31,3.1,0.387301,0.1,0,0.01,0.363062
+RungeKutta4,32,3.2,0.344184,0.1,0,0.01,0.322643
+RungeKutta4,33,3.3,0.302028,0.1,0,0.01,0.283124
+RungeKutta4,34,3.4,0.261004,0.1,0,0.01,0.244667
+RungeKutta4,35,3.5,0.221268,0.1,0,0.01,0.207418
+RungeKutta4,36,3.6,0.182956,0.1,0,0.01,0.171503
+RungeKutta4,37,3.7,0.146197,0.1,0,0.01,0.137044
+RungeKutta4,38,3.8,0.114361,0.1,0,0.01,0.107200
+RungeKutta4,39,3.9,0.089458,0.1,0,0.01,0.0838558
+RungeKutta4,40,4.0,0.0699778,0.1,0,0.01,0.0655946
+RungeKutta4,41,4.1,0.0547396,0.1,0,0.01,0.0513099
+RungeKutta4,42,4.2,0.0428196,0.1,0,0.01,0.0401357
+RungeKutta4,43,4.3,0.0334953,0.1,0,0.01,0.0313949
+RungeKutta4,44,4.4,0.0262014,0.1,0,0.01,0.0245574
+RungeKutta4,45,4.5,0.0204958,0.1,0,0.01,0.0192088
+RungeKutta4,46,4.6,0.0160327,0.1,0,0.01,0.0150250
+RungeKutta4,47,4.7,0.0125414,0.1,0,0.01,0.0117521
+RungeKutta4,48,4.8,0.00981042,0.1,0,0.01,0.00919201
+RungeKutta4,49,4.9,0.00767414,0.1,0,0.01,0.00718941
+RungeKutta4,50,5.0,0.00600304,0.1,0,0.01,0.00562287
+RungeKutta4,51,5.1,0.00469583,0.1,0,0.01,0.00439746
+RungeKutta4,52,5.2,0.00367328,0.1,0,0.01,0.00343889
+RungeKutta4,53,5.3,0.00287340,0.1,0,0.01,0.00268906
+RungeKutta4,54,5.4,0.00224769,0.1,0,0.01,0.00210251
+RungeKutta4,55,5.5,0.00175824,0.1,0,0.01,0.00164368
+RungeKutta4,56,5.6,0.00137537,0.1,0,0.01,0.00128477
+RungeKutta4,57,5.7,0.00107587,0.1,0,0.01,0.00100401
+RungeKutta4,58,5.8,0.00084159,0.1,0,0.01,0.000784387
+RungeKutta4,59,5.9,0.000658327,0.1,0,0.01,0.000612592
+RungeKutta4,60,6.0,0.000514971,0.1,0,0.01,0.000478206
+RungeKutta4,61,6.1,0.000402832,0.1,0,0.01,0.000373084
+RungeKutta4,62,6.2,0.000315112,0.1,0,0.01,0.000290853
+RungeKutta4,63,6.3,0.000246494,0.1,0,0.01,0.000226528
+RungeKutta4,64,6.4,0.000192818,0.1,0,0.01,0.000176211
+RungeKutta4,65,6.5,0.000150830,0.1,0,0.01,0.000136850
+RungeKutta4,66,6.6,0.000117986,0.1,0,0.01,0.000106061
+RungeKutta4,67,6.7,0.0000922937,0.1,0,0.01,0.0000819770
+RungeKutta4,68,6.8,0.0000721960,0.1,0,0.01,0.0000631369
+RungeKutta4,69,6.9,0.0000564748,0.1,0,0.01,0.0000483994
+RungeKutta4,70,7.0,0.0000441770,0.1,0,0.01,0.0000368712
+RungeKutta4,71,7.1,0.0000345571,0.1,0,0.01,0.0000278532
+RungeKutta4,72,7.2,0.0000270320,0.1,0,0.01,0.0000207990
+RungeKutta4,73,7.3,0.0000211456,0.1,0,0.01,0.0000152809
+RungeKutta4,74,7.4,0.0000165410,0.1,0,0.01,0.0000109644
+RungeKutta4,75,7.5,0.0000129391,0.1,0,0.01,0.00000758789
+RungeKutta4,76,7.6,0.0000101215,0.1,0,0.01,0.00000494659
+RungeKutta4,77,7.7,0.00000791747,0.1,0,0.01,0.00000288048
+RungeKutta4,78,7.8,0.00000619337,0.1,0,0.01,0.00000126426
+RungeKutta4,79,7.9,0.00000484472,0.1,0,0.01,0.000000
+RungeKutta4,80,8.0,0.0000449380,0.1,0,0.01,0.0000375845
+RungeKutta4,81,8.1,0.000854155,0.1,0,0.01,0.000796166
+RungeKutta4,82,8.2,0.00275840,0.1,0,0.01,0.00258126
+RungeKutta4,83,8.3,0.00570940,0.1,0,0.01,0.00534761
+RungeKutta4,84,8.4,0.00967168,0.1,0,0.01,0.00906195
+RungeKutta4,85,8.5,0.0146229,0.1,0,0.01,0.0137034
+RungeKutta4,86,8.6,0.0205519,0.1,0,0.01,0.0192614
+RungeKutta4,87,8.7,0.0274584,0.1,0,0.01,0.0257357
+RungeKutta4,88,8.8,0.0353518,0.1,0,0.01,0.0331352
+RungeKutta4,89,8.9,0.0442495,0.1,0,0.01,0.0414762
+RungeKutta4,90,9.0,0.0541760,0.1,0,0.01,0.0507815
+RungeKutta4,91,9.1,0.0651611,0.1,0,0.01,0.0610793
+RungeKutta4,92,9.2,0.0772387,0.1,0,0.01,0.0724011
+RungeKutta4,93,9.3,0.0904446,0.1,0,0.01,0.0847807
+RungeKutta4,94,9.4,0.104815,0.1,0,0.01,0.0982517
+RungeKutta4,95,9.5,0.120385,0.1,0,0.01,0.112847
+RungeKutta4,96,9.6,0.137187,0.1,0,0.01,0.128598
+RungeKutta4,97,9.7,0.155249,0.1,0,0.01,0.145530
+RungeKutta4,98,9.8,0.174591,0.1,0,0.01,0.163662
+RungeKutta4,99,9.9,0.195227,0.1,0,0.01,0.183006
+RungeKutta4,100,10.0,0.217161,0.1,0,0.01,0.203568
+RungeKutta4,101,10.1,0.240386,0.1,0,0.01,0.225340
+RungeKutta4,102,10.2,0.264884,0.1,0,0.01,0.248305
+RungeKutta4,103,10.3,0.290623,0.1,0,0.01,0.272433
+RungeKutta4,104,10.4,0.317559,0.1,0,0.01,0.297684
+RungeKutta4,105,10.5,0.345632,0.1,0,0.01,0.324
+RungeKutta4,106,10.6,0.374768,0.1,0,0.01,0.351313
+RungeKutta4,107,10.7,0.404880,0.1,0,0.01,0.379541
+RungeKutta4,108,10.8,0.435864,0.1,0,0.01,0.408586
+RungeKutta4,109,10.9,0.467603,0.1,0,0.01,0.438339
+RungeKutta4,110,11.0,0.499966,0.1,0,0.01,0.468677
+RungeKutta4,111,11.1,0.532808,0.1,0,0.01,0.499464
+RungeKutta4,112,11.2,0.565972,0.1,0,0.01,0.530553
+RungeKutta4,113,11.3,0.599292,0.1,0,0.01,0.561788
+RungeKutta4,114,11.4,0.632590,0.1,0,0.01,0.593002
+RungeKutta4,115,11.5,0.665681,0.1,0,0.01,0.624022
+RungeKutta4,116,11.6,0.698370,0.1,0,0.01,0.654666
+RungeKutta4,117,11.7,0.730463,0.1,0,0.01,0.684751
+RungeKutta4,118,11.8,0.761760,0.1,0,0.01,0.714090
+RungeKutta4,119,11.9,0.792059,0.1,0,0.01,0.742493
+RungeKutta4,120,12.0,0.821162,0.1,0,0.01,0.769775
+RungeKutta4,121,12.1,0.848872,0.1,0,0.01,0.795751
diff --git a/modelling/data/abingdon-all/winter/redwing_simulated.png b/modelling/data/abingdon-all/winter/redwing_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..20f794dcf4a1c9317e84b33938d67d6a261a3a0c
GIT binary patch
literal 32131
zcmb5W1yq&W_XP?fB_(jBOA!#1?k*7|q`N^vy1N7<L_%7+yQLdxknZm8mVW!-^<ID8
z|9Eda$8hL4=X~ee-;TBBoNKP*FZD(k<pJIUC@3hD*CH=vprGz~KtVyzBfx=Im<Ohp
z!9N@}LP|EW=K41F+E#i{652KvCgwIK?{rA)^sKDknVT`v(9_YdzaTNRv9Yk`prtka
z=MyyMRtB`>uZEPtw;)=GC|g58p=m?@LTB-2zJr2t*?awxU(O+JCm!D6k^Dtl!?6a*
z<HsSd5Xp{bU%q%2;Fq%1HOW_$S5QrLTbBRaFR(1?k!^mKannbX;v^D;LC(j=4-xKT
zkkqZ+B%ZZ&`aC2-JnQ|=eRj>=C!xRkhW)75-k_d+jdSk6ij4sEvG+p(gvUf)6(g`D
zcmG`#fDeJZ)Y6;;BZ2_lUexY~ehPW(fNmWM1H9wyfMWxN2)U38nZx7f^>BoIkar%U
zd7+X(-tqJ0|Nr?lA-emAhoSJqE>f{e51kJNgo$5wM^dL374?TMQBY8HmyKySPhK|h
z6wxY%#>PH>{P;10{jORRk*@=}4U~U-iFPww)pkkuQ%cI$_h4YsO{dDOW*yf$8*Z=7
za|85^QHi*+;wq-h8?Gz&ije0dVp(=7_sGSgN!;ArWYpALCiNV)i`(D!#<A;=v(YXs
z?d(vSPL_T?>f_bKdZDCc#6JBcCx=Q8zhcHN*4xKtl*X4-UQv^c8wMUV+<w+knCnYc
z*0ZXci>;OS@I*z`&t3|;<kLVsRw#PgiNSuk{gsTKUfQg30q)&Qb=g~e{Vp&N@;=_%
zS|`5GKK}mxpToodQm%D4u$;TT*eYDy+RD9QJyuWTaed0hrqmM^9-d_zy9M>lk(kvi
zE;|a57Qx~zA*%28WSN+T(*_y)TAcNAta<(CfmGpG6)gMZ+`{_M<71nugEsu&%L4no
z*+ci+Gj}7W+neh{@crE_{+Q``dE(cvcG`>!>&Qn&Mre3@C0J*k($?;KUL6lfc8wxf
zVu5)TK3q=?7Jd2BJ5Q-t;0Y;daPGnrinULSy;5b2hHZ>SRv$lpd^=NZYjwU7)g7hj
zmTlzh;^JaNyv}LA8y-MgUuj32Wm|@so}RwAw^wL%_U2{goA~9;+`@wRhUHMPG=si`
z!)fcj_<m@U?{3^5DrTL;d{FQ+jHb4{^lZz7FpV!ycUC4063fzI{3cBp*C)$zZT4o>
z^?PE3;6vCR&3^V1F41jA-5AZEvg}QiZkA8Hy*X<bEY##heDFZ#K+OH-C{aF8TOEs9
z<*EC{P@-JE4j-S#)2B~6;_YX%jjA`T<{P2EFue<HX>ZRxSzKHU*DZBE+tnQv+`;Jb
zv+bXD=%%jd0Mi<*yq5R1R|d_uCzdrAPhz-Wf&ZcfQ<C7ThNEMZcsz%EJPd&*Q!xrL
zkDA-f`I<hbhsC~>u2GT61VeUSUO3o>dtLNuHFl;u_OAj-$~mQxNivE}z|(Cm1RHym
z2;^4xv?;;&u7Vw^KJ`|KHN$wW-j%`e@U4Gfp!_6%GwYnoQS@Qz1lE-6j|JbuKKC2h
zcW^t0M@O+~g26=GPdPYLM&MZV8~WGL+<$m+(7qt1*J-gVONWJpwQ47{&(fC;CqDIy
zX&=c|B>t+Qdpe>du{Fsaqfy)drl#YIK?3ER`|UOTmdoW%MVFnHptiO)gZ_7%iPCpN
zlx3czT;{V}xa?MMQ%g-paw2Rt28FH_wmel>*`_NC9Q+$?Z@M*ao(KmKu<LUV5Aqy#
zkZ#)h95wBwy0ITPe-nFPG>&X#WflH4XjO5$d44t4T!9*v;v;m+9<~ba$*}Ap*bt(=
zsD#5O_;gwxP6K&;?Zoacva_={3HI@Cu8#U7aTNWwf+vTnR~|3hB*TbsVYFQ5tCWed
zm`#soO$snwCQlrJXOKo)J3m^>_0?7PMP{|(k~>J^BUs3iP91hPQH|ogISAg=5B8;t
zt8KX6G2cvX0Gm&jXxie({15Ky;~}Hi+p9HRs@1%dl*Q=lg(i66B*j7vBXusOy{a{$
zlOz@o7*BF$wok#lH<gpO$%4LexLX`XfvpzHn=CNR=X@x*F^&iQ`CFfumZ1_5hDij1
zaT)cq-VM8mC-T&tUfR#ODsn3=cx&Mivq6z?a;n0i5xwBO`H?#9w3VO3-k{qaWHn<u
zMwyw+gT{MRWK{oQ=%c>g@Gvv1VK7?U2iYBL35OzFHKdj%ZT4;W9;faoTHcJ#y_G0U
zg)xHD_pbA;q}0^;cJXbyxy3Q}zH3_dFz4uRCHoS|969(m6>l1$`J$E87m>DPEUdtc
zmE9nTyY4$T2Z(@ehM!KYL4LYBlS?pAJ+CrnJEopPjy{Inka{-jEIDB{GY6;PAjNY<
zli+grT0Yiq4o!mydH!MZ`31PSQB+gLLI)v_i&DJm3^v#Jbhg9o_1VaQ)El;>{*^&7
zTJ8*!qQHZt_UHMQ68qdHf8jCT*O<0&#a}YS95f{Gb|3-!uCBSgUD(wJ8F#Vra<_(X
z&h;!lwYK&u`owN;Hh<LdcmN!~dJy1!3k&z?y8{9Of;oFX;W83vXlMj|`h?8vzTAOc
z`;8NfuM;zJXTHe`)!p5_{d_HPFDoY}NBw3ofHubz9H5>_J<?a7q`E<3h@aF0e}YEy
zRXJ~dwDXSA<mTncb#Hl=w6wKxkV_`Ge7D**pDcYBB#VxTxx{uhZEd_J9Ei6P4Pr%1
z{ncSNAtam_HEhi_G?0>!t)#U#F-4Bh_K`)YE&6@@$f2(+BI2jJ*y7(Fu~EHMVBON%
z$_|b|kn+tM@9hLSI=ZxTAP5u&wt1&JQ>+d%c=xt+Z^03e88e(H(c8Q#zS_u4<k@h`
z&CMM-7bF$O*NV5>nPl(f+^e0`d$vYhF>UqDib+p1aKvV++!WQ^+`O!|pa-`d1|0aH
zjt-G_6xL~r?`QC+1X6kh4YfRl4L8+PNN$`buSG>=PEkz{nmESPtOHdV3a|pOsAalm
zo%iZ=%M)46XX(2G=lY}Rb%O@hiEn@SsuULNXx;uG#1a3(&}zB*#enM44Fvm<lIdx+
z6HZ91GahT^kuvjAud&N^6&!2!MH{2J1v5T;SXh6NW2X$F6T!j3fvBt(ED~1M$>#2m
zR%a;LX3fM`gG4!9ftY*7AkBD^N2H5IbqQgsr!9{5zx{}JpK0Q;ThIL0J|0<#H(AX5
zLm>zJvJZ{!Z?Pn&M7BYdAuE}$_b2B}fK0$#ww1(!Ao1ZOHV;|K`9loGFw<xtz94~|
zgF|HwcNUV7?q=H??OVe(!SC_VF;$-?spHU$Sf!c=8{BV~VzBU$jI{cZ{WG+-F?*WW
zG?zG2N72esvh+;EcM_#x6tIV@NeJ7rV+@jyG85gXz%i8{vMt0eFxAkQwOsr72F|u{
zD%)WxkX3HzX^b8`3SL^TWmh=mrb@g?1KTZtA)OJ58ri+A&#<?bL8g;umU`uTZ&;Ln
zEH5t)uDd_nm03adIIE2%i#eA#*Kd+;zZs1;OC{@hLFFQjskUnWqTIrLHli%eR0EF;
zeZv5>m{I8|ze(=ljFEgjVN4dc2HS2AJccXOPYgH>k8M^Ny3jT?DFl&*2~w>;N)P!?
z%D-qYm41#8Yb1_BVsyHhkXjsg;M`&>1b43#d3XmgklZECUJ&Q9xe8<P#W<q3!wbKj
z_g=p6uyK4$-B0ET>ckF0gj`UGN-GbVCphIv*kUXWpgzDT&sBLHLHFDEXD}Yyz1+r#
zc@B_+zzH4QVgLgJ!|-iyJSXv2G&T#vHimjuK5OF{-?)QDr3SZa`tFB}zT}J4s^tVj
z1S19NobOOA){}5cJyF?&+1#LlNQi6<Zv<Qj;(FRRJp7XL+-aa<zCrV#8xHz-dH#6r
zf|ue3pO}%rslz-_id=_&>%+#>@@*vZ#!Xw;N7vy=5^?V%T2dvno<a)~n#%cmdc>8d
z5;Kar%tCR51ia%{{&YdkDG6B=H7vI5(ggT%B1~TvKio^kjed2$$<m#Q%vRyEXtSlE
zxx^}SYmc;6QV(OqW@vG`ullVUFDTF!z0bhK_ejwCFq`emsBO1TzxRcfvLNkSAN>>e
zHSai72om*zM~>rndD!fu0zb?|QvRUqN#(|qgx>W573?JxA~fn@(IkD81AD(_FI^8*
zM1<`ERZ=e%gkhQF(UqFLdRa?RKNx|$M~iDQqJk?qw@E@4yj|~0Dg6?^!TdF~P<i6D
z9g7K%fHJ@iw`Q7l%s0<n&&VOdGz#$3Ig@uXy^)~gGC^{?nR<-OCHy=IQwFBs^);TJ
zpea`AJA~#)sVU^l`@PIYtwksrc>5)u32hP+V;e@3{p?Bl1!e{aUb5-O^ovgy5cu0K
zk{AP%sf|pu#T?iL;)sou0~s3a(2vF*T1>_~STtEEN?rYnkS?h+<gwszeaILFDn0>U
z?J!dYMFnGNLGS{X0I5J6ET9FO9^}%brigr!Jkym29v;>XPx{lo+HNVxcPms3!N>IA
z-MbW`CgI5%Y4jo}v$h!S=Z8&t-Ia9$ot5p)I5MsgZhO8QCOKR`|8h8A$ncrAwJtwh
z!@_d1J|>!k?wkeOyi}_HUwUnVmv1kaBYcbm_8VX26T}^?8ZL`k)Il44#*<|^M!wzB
zyv+gk@El$LbRWJb`_jndd|oYisM$YGbg8m3vWLCkzzWKlO<LAKy?^3<Ps;kdC+Z`I
zWC7g%+JKnVF!sGRbA*Qc>W0U|7_5IeLHpvPlDMt0xsRh8UG`6ZO6bmt$enwaQH7%?
z*tdPbREms4D=mU3==W6%ndCs^;q&2s{3`n8(1ELuvyKj_?L7@Q7tySXF`p`Ks<*W8
z%CK$uxd;Zehhfo}xhz8VvE~;(;xVUXWYzGtBqpCDp|xcUN}WG6@L}s%y+_gK=hfWq
zcgxtwMU>-*!W82Z4;%OXg3{6=Xq`QPt<lHHerdt{kzrS>?W-^yLBS+kJ+C7pZzP<?
z1p(>^ZQ{TgMOnTcI-`pI%L=!vByGm52(KYT-#j<T<2C~96(99NwW^YV6#-KYH(ilx
zli?r%(&Lf>v~S4Bv5n>k+KB5PG{;u)HxbR)JP;J4xt;Ay!|0AZP*T@;dn@P<+ykM<
zFt~#QxnkguuxaFILs8z(Hd(wvx8ehHfdZKe0#pNJe-~-S_mj+@P(9(HV&3;7Bkv~(
zarL{N&14cibddU{+>Fm2vrd-+J!qpvtb{#ec-rcP5hQXw2{(-KM2Z-Vp+&XH|C`%G
z@1SYVR}xr3@R^t!>iyENW$#50Jypu833>34Vg{uyeUCoC_#ZYLc0JEQ&SWHi9%CEW
zczN-Lh$z8Ohh@~7+=5&R)7$s!fH%CsvF7bX6ct*=z&p4#Uwy~nc`a9QRp>axv;}??
zBBI42S{pXc{G{3<>}5y694w~bC#a8@r3|}-sy+*&GPg)ffH~csxIUXJBzVro;c&p8
zPZNaXYDrkEnU=|)gEK7hO+!1^&sC`XsoE{JrptkMJ6}C#ns(E9<A4b=h<sv|y&?hL
zc>Kd~DO`TstvB=Q$r)(c_znx6cF(Zg0+i6ogV{t|P9KM-ChN;JS2gb;qZUAOcxmC2
zCMJGuq<<*+pvU6cBGJQ+ZOq3l*zh&qID#&ezwA4iL~Q}41wbm~v+1jCHWm?3P~<5|
zIqbIAD|gDL2qq>b+VgJ#(%|T2TSAU-yH9N5dyKxZu~D{VGFv-AZ?!B^*08>A7=fh=
zNFJ4Iv#NPr`Y68>hKcV^F>zWS4wGTXQfe>{$8NO9rRT}j)s<Y#M?gfC)6KGx1{-a*
zMt3Srw=%Q%s6Mq5Ig3*xAs|>BZw$2`oQ!D_S7^u%HbSNKHeHDL%gV{we7AqKiR=;_
zPI<yEjfay4osCr5Y?U@aH(sI_AUcBn*IzbjDrjoFhH)VwNu`3K1Zl>OCnJi+WAuY%
zE>{QbfgF;lwG?7~gVEOo%3s?oH`1eW<Q`X|_7hQBul6Mt)(ht()a+Jw59BJ+3M(l^
zm!OL`91n^~%qq$<!-~+~pK82ODK$*q-tr}OW7{S8><L$nkAt%gP=?piq;a8bo?6vm
zIG)?-gh3bi>Gp*6cdKwhN>x0a(LCk$D<7x=J&@goPki5q<a)}zQC3zi+aihY0S_y$
zLXu}cs%*dx$Vyhwh}46}X|7F{n>RPuv>JJlfG}QFo=AqnWhDP4iE^F6bG0vca_KWV
zQ)6%M0&o_UEoS5h88x+p>FrW5FH08M<DOO|_qZ(?h!WH8wW>PYl>%3rtgj{sf8d){
zmxs^!>5VQzIv*n)fK`mz$PhI~mM@Mx#@(Pd&QT>9eiv2e0s2=Z>}5D14ysS1x*k7-
zna)U&KlBn?vgF+fJ>vHdTGq2X9W+{$p0HBrSPcxo5JqpJQH%IJ*P^(ShF*pc;1Pb2
zs_~s2S|17ORbFp-xfUD^Yy3+UYWt5))CP6KQ~wmMK-g3BwDbu?Ac`OnB*th?4U^Js
zOELqAQz-l>DkNkc<Ncko6eFmwpMgi%@u(mAFKK3XpMIQOze=J{@RJSh?xLm`!&6*Y
zWmQt<oB5>Y=jS;(UHg)1(1d(8A5ITtbQ;f7VGL2TMl(iN`RlUF3i`{lD|#KScM~h`
z+1+~_84?{WvXWg9dG~UE{mFY&l45TZd=@Fk&3v*_)6IOwQgheewXevKxH$3uT+!7f
zN+nrW=3OpPXX|sCj|Ngd+4f9LRF|wdb+W0fd3>_#7R)bIthxLB!7DC;r)r=4{6cDL
zxmGh6{Xc$uaBy_QxMe|vcEW;YWJ)s}>$D|OkLZR7R*uYMqU6ILU!{ZC+S)3Y;AD(w
z3O<Rvqe=|)I5BXd(+`JL#SEv0RSgX1F8JU>lmq~g$l^K~#h7F{8O5Ef-~kF=WRckn
z#~&m9N5pHvz`(@J{^JUWvUjKXiH(0XK#RznRS}rVnB@?>9EJZS`}yn;G-|q?3$+Ci
zJ_m9cIxQ{j7e<3OsTJ4YfVYl~DLS3)?hG=74rKx=9X{|fi?wX@5f~JC44a3LkkBSP
zxAp3Ga#Q=`b?Gm3+MaRFyHzyL@hyos?Y5KR$OZmhJ=S+b^*W5Nf{F5ZBvvwF%|f3S
z*2(~xDMrp%BrmzBC}i-rIrrKzf{KO2DKdxz^=>FbS^cj;5l=6#><E7;bEEv{V2LG|
zvY}0=0B;HdtVa<DAZd%Yc!J8xUoLQ#*Vbx^ywe_oU@4$2?(HONtPWYt#rLRM^70Wz
zr|~?l)i#^M*#lEO(e#3*vWXGT6-5EnJKmX692^`>OG|tC?c29BK!!@(uAR!>$jF4s
zDJqJA-5ewA8@4l5k!xgW5@405{PmS9HZgHwOd2D=%PxHh+<IrbGhGYF$jISlGu53r
z^0~wI>&KpYS)KPmEQqReKFb+@1!%2p+)8&;?w(48Sw7ryn<f8PfjSvb6HtkH^5W**
zt}n7}fiPHVG$IOu*<;lTGx;sM-D%}~`}O|E2dAfz&@gaWM?R6#($ZkXQ+o-)fU`<;
z=Ct~g_)DBljIy(`q%L26VKtqU<K%g3X<58I*Pz*Rwl}8<qSrGZ<6)qqCx`l)jTiB|
zM#aVD1%a@fwwinvNv%43%0|20jbqj!!eNv~#OLx%$1RC<_R8`|_zQBK<xM}%@%n(E
zX;f5HX6c6vHpPe7*qP<5i@p}rB_$=x9iK@T*VZz-N`YQ>qHbc6=k4p88-*gc=LL@@
zYGzhYUC%c5=()nP8jo2(9m0XOSw^!Bed#^BKFnk>&u827{Q2_{r}2tp`}QEh5l2Ec
z3%(xRnKI)sQ6SH~eDx~l$SWhs_3~6yH5_+7W=Ta0x9dUR*5r#W7!*FBvW9b$%wjn$
zRkERqh=@qpNssB<?@W>bD!u8nFpW|Nc1o@Z<{ZA$l09@R3Ic-ElmK?K{=p^P@f!&V
z`87n<yh2u!hb+45fyQxRVW~VmJ$O#S!os;|+wDclYUXN*7c5A1(m_Bv9GiT>M0ecg
zmW-=`n#@{CXM%MGrREC;HZr;Gzl&Z8_Y8gyJ<~q8(fs~dqwEZ65x1K`t#I5d_q{$S
z!M!lZ3kjsP!c4bB130|j92BZBXyI$`$9lrAt|hwDEVTt1?>loD&il<jHi4416jeF}
zkfa;P!$Vnkd}<<GZ2Qe51@LIjTyg&FQszfVqpRSIRRn=epNmbZctK{S4uc?#yf-zU
z9;FeQ=yvg%=X@D+#gg^D5yk%F(f6$K0(G|kM7(lqC}~(DCewRNw8@*eJ*<XLD);Iy
z<sNMTjUqM1t3OW>n~4~=$F-%NiA5t!%G}=TSF9}Gg8gJ?-a<SNlOg^kB?CypIjiWr
z-;xcdiAmoCOPS9k{T)EPc5<|PIksLrYPNp@n7-}c4zbHV{|ThRfbiIC9PwqQmYCIx
z^`7=C^?zf1&~og2)OZ16v;&+;Tjp%_Z&9lSV_!iqt0L(4*ngjtl0JF1n*Ud9YlC8d
z>&FPOtv9=84j%XY&q14_eu92FsnbTs>g}Wo{VM>E-xvR<L=p*hwD6y4;{GaB+8-mZ
z+aBlt<759+Oq2vF%x3-*xkDl%g#Ngq*qc;1=+BJxqN%Sh_<xdyuji7K1!S^{(Fq;|
z8FrWGb?4D|3ja!rAh4R;BmXzf`vnI6H<vg#u>BGHTQJH^r(XRrqTikYgrq-nNu<U8
zJpUir$DeF@byen%tox#=z1{c!^%*`sdj8*Mh?G)Sm-u5u#oh|}D$;*`f3jY8<bRT=
zh@@oZA4&8M=s;><FOp?5-~8taHmhZX|4a)iA;-%<2XP<d#Q%A4un>Yx=wSc0ys~)4
zmO`DYkY7@bKm>b|F?zRE(;SNsqm=~o^vM46{m~K$PFoLtZ9bDVsGGxXS_ZpqC6ML<
zAF#wT8uY#%yWRfUw_JPFE4zg0<LlcE==n0x6&Ukt(;R`eDZ_!8JUgtS2;f4j;UW~)
zqerg`HR|53e*Y3^hqC|$bQ{H1&p6l9iLUo*U-bjKyG3IpRaEd+7|}N+@@+qW!|?iO
z|4}Tx)3M>nyBB@jXVdgY!Q7|OE(fjHha-xbuR%0blM=Wq2A;Lqq0Vo}sH;<hNJ<eX
z`|SC1*~IFZeE%w&?eWi{zb9?*L0L&|vJW3VKq^Uz7V$tk?*QOAShe12MHCSc@pHZF
zWsd%b&`=CSB&0APg?3(?Y>jZde*L<u^ZWPjaz`LRMncl7u8!)bFheHZ_V)IG;Nal5
zZ{KE}CvZD=?atIhG~?pnJOe}~S3=t(TKL6Om33y!-fUeBz-@{_MBG$2H#eJXKv-9t
zD>Iu>5fBs{`8~hBsIRYwRF=vLnir&sKU1rehUBYO<k$k7kvA&HVh=P}Tu{E?*aL+^
zfbK%0qoXIuBS2wKUSS&_8IMUsp-_YR(W6I3iO-HQBw~l{2{~*+78i9U8r&OV_JEFT
zGF>SxDketu<cR=C&U(#0D4R9Q%WumPq}|r*^t!RixO<T<LE?|UK%IKe?R=Vbi-0y>
ztm`|-35tXOu%vXoT@O6+ZA%gkCNio4Ff*N+skO?pvXZTg`xN#r(GJrIgMw#{I4G^=
z2GR?-Y=Dz&bi(7Xp9Icg&Q^f6da=%j5~TIOsNjEdtlvA3Pm`)w*I)ad6qyT}Pb*n!
zK!oKZC6Fb{WHdBrK7anad6h(II9Fdch@}Ttxmt;(<WnNBRLv4#Y`7j6V>u4<jXH@n
zC}7FM+xxyAwymih2ojs=RL`D?#MdO-g9IC4y67xuenq486&f1aNOfIj{Dm8_&n%<}
z#HAf@a^i#XO&{QhKx-?jVUSe?_W&(Dd4G+=60jAxB|E2|%-U7#c(ke#`vJ~pcAS=}
zx%=_450+2QB9X^dk@;M`N-XyP_dO16;-BfX0eu=q(iY@d{4t+1zo8o8d0ee^*AnOZ
z$8CH5XMP>}bEJ4n!Z>|Y!4mfa|IMz$7kdr2_0ty3C^?7@0JTWuK(~Bo@q*z+UUb?o
zYH$7$4f7kAcXO+EqPI%dOp!pD2dwhhn5KIjgsM{5-atVz>Rsf0X)=aX$?me>1kdnp
z@ac*B_h@<rY+t5(Oy(FzNxvP{6cmDDxL38%ive_|E%wu(p2VR2&09CdmHrkKY;(zl
zT8`$ujAV5*KW&L+Rha!saZPrpB=?BXJ&e*UzA)&0j7i|I&503)DqcYLRMd2pheevR
z>ZYbDn)@;BcDWN755vxk5J~n=GG!fj3bzj_eAX#SwgAu?^hL8s>pf!nlU}&G7ygdF
z1L~&<(1VX20!H>5hkDV}AusgXU;x+pH&5Iv8OHqM<Iv6M=zqM_gp(Nh8zT6PQdyRy
zITLx}deMaG@*kRMYEGpm4`cm`QnpX$?l*Wdd$eG%m`?sTD8pgMn%@EYziFBdqKVO;
zP$4ud>_2I&2!Q(kiRQmKAzCm(Lqq?Qyrtyj|C_u)u=+Fc{lpO<BcQ?>Ag-*efO@%k
zPZRgUe;+6jqz&~65WPl(_MiR3q<Xw08e1?x8U8<aeu#%B`e!!s4kG0I^Ug1{!72VT
z!9fBz#OL8p28!i>0*yR+F7p_olTplH{BoaC{KaEZQm_9>+`q`Lmtd3SGd8hjl$4*7
zl1PkEci;coHh{f@Y`ET4pkDKTrF1DNzCXu*pXFBOw}sP%!i6zJ1Thtm2ZKLmi{9g<
zB8a%Aw&+|Beof-*BP~q2e|Mk&h&%sT;`zNj$^YDTbvNaIVB8%5CHlYVZ!cwqGB_j<
zMtJYuy);lUVlW<kA=?EqDX4`#OZ<(7T0#YU{Fnx~F$3ViuM~wr$@o<-&!vfSja~k<
zWjmo2;L+XSq^}*8gsz5t`SSYwUrIX2<<hGEiHKXp6|Wl*;wNAc!$5^fr3VCMc`RCu
z7kxaJd7to@yFQSSWi|r~17*_x+&Q*uFkMU!#IW`kUQ50)jhNC33K=}MjAk`3RUh<9
zcnjrRQI{jKZd+I6F_!m8`P~}auUyk4b<)z>KID?y)OfBs{mur=_MnIW>(bHH4OaGX
zWV0nBBSQ&NWz%g#{=(yWVcD%%phgKyJ5&jD5HX7w3oFA2XRJ`Oa1<0ILpL`!C-r@2
z>zunmH57P$q)ex>Whs;a0J)&y;n4tG|0yY{V9(k1ge;^a+=cZskB7<UDrE0HJo3{6
zIaux}zB;YT^Mv!QZJYGOXGOA_Lm_sTKr)sVRk$+55a}5mJ&{bdiE`6emDwt519q1m
zMFbo+BDHmOdW{~?o3*()IZvsmM0Ip@hO4|FS$lMQ+k~0du%9HtmROLs%y2*;!f_}=
zVzUOoJdyvK8b1bB9*7g^MBU1&gku!I?P0FtS)gA|@-Q*U?HB{>vB_xy59Gtt8&WPU
zz*R-}=I6CGz)I|hK=n@n#pIny3!L^{@-_v6z{vlmZwOB|^5Y2ad`7%Y$;DNxAUMoG
z%;g|uWo<oj(ppsjOga-n08pj@kQ<tipkYnOX)6O*vPB2T*I5OQdV1+9XqPO<udb+i
zkyucQXujcfb$637Fv!FcGr<D*q&S)KJxQ~{ZSxmHHnFj>**OPDOt{=^Cg+bNj-`!-
z14Yz87FUzZdiee^nfJi+hkzr$$HV1%T10IF4d9VN1DfF8@UWb1LQ(65Q!|`4qt9$*
z8#_DurtWxNGHWjq@p!QI*UH&So)c3nr&NMiR`Y@~Wkap?z-s}<S^@!cL+$YwyU>-W
zz$%klHh~EkFkwMJ?jCy48VI6Pb(Vw{5J6;YGtf9-36CXUj{dmK{QjvYL<K2PzDm%>
zw5t}LXZ1Yd9O1r)r<3?I`;U$FU%ov<Ab@GWoh5w|>l$qMiCCK}m&@*j78f1w?Ugky
ztJyT-*n6oka*0r2Nhq|Nn69#xS0gdQLSgqn8G%|9SZsPv>?8kIgnXChu^@x}lH0js
zH@|$1BDUOm*#nf2QS|qN99&Y1PwtUDZB!I}o|B%IA`1Rlwvev6DrZ#eqRKU{5HrMm
zY9F}yMAx}(B17RJ;N>q6PDW9FMO9ts8dnsOS)0HLNto|~MLu!79+QYQa=ME0oNwJ!
z%3Z3R3axH7In1OV-waX|e>j%-7|w%8oo3+TZS~`gkmdPa(6SGnFvF3B|J9Bc^I=m7
zH^cR!*&rp$_f`WTNWS4*Iz^oa1VJuPQ{C;y0({wYZ&HTY=|}PNJ#*ZWJ;T>KhiO?_
zxHH^uUfG-H6V$H`kHcPGcENHl4riv-ifX8q%Ie?Lsz>gAj~M8q4K?;9?<ORbefpwb
zGS6lj@njVJ*OQF*LcheXM6bB_P}6%Hre%-h)qRONLtXc^c>Ccq))||y+8>JnR%bKz
z-OHU}D<F!62J>8q)Ss{77n9ale+*|lZLNMmd0SUb%P=n4b|x7T;9L<=V5$AaG(#ve
zq#-``N!0PX=fN&tmFuU%sm))^lFga(keI(AAfdz>fqT*mG7jM{QPyjRfbTxflgz}X
za7x+XTYpT7ocn#YUarvho-b_A0B6V{FdXGVjR3GVV@IjQfQH?TbX3u4V0@abui0N`
zS}9Ht`a;*a>@y!PaTF16vR={ETFgy}#n$7h+ar`5<sXAlksSewClToJD*h8mj8L9u
zU@HDuR4^4>TX|pQ`bsee`kxVxx2?+?u%50(bby<5w?Ai0KeTV(+wRR@9<}BWoom6$
zu<!EtdbW~p&>^u`5V}%>)}2-n*<D&Z^LDZSt!y_xWF5DPY-zRZcTK&BstT`5Wc6vr
z3!FAQ7bpj;)*R!*mkgNoBIK=Z*YH=u<e6t~3UT9}4z*=`EDUD%Y9`4?sBXiwPMTfi
z&+qx*Bx_FCX+W!W26J<K7W-AcmM})S$zvId3Z=Wzj=GiR{*Q}}u&9&pAo}FPAGOqn
zyXLr|nktX`G-g$6>(n)$`*X?IK=pY2QcY7{V-|6KeV!?j;Z`h-W!f!$)G=}vOs{Sl
z;a*7dY)FEXL&Qq1X!_y??_9?;(i`qa7wJ+ph<zeVV&DJyl0mL@D314CIYuL2PrneC
z=Ww~*@XT5*ec4$lG_aSVRNn3-u5R!Ax<q(bfi~6wGDy}j-C5A?;-Ie1F}x1ZaIDH5
zWe!_y!f6~bF`kQypgnV`)?nH0&J8>gL{X6mzf5O8*E%Pv+WQ)#ZMus$qHM-qlR6><
zDN}F-xnSx*_4xl73;CF1<hXiiQ?=gO+679o$MW>Hd*Vdvk-fx~I$9~y?)-|(*UR=B
zhrNR_^tS5n>35&g!*7}r4Nt0Nv7V6kG~eumvAk_h7O1j5RZ(uJ$QU)3t59<MvABzY
zN%U;D7sa4F%5(66<3i>R!%nwE=s1H??<Rq+ZSfs2e5nL8-a=HrPR+UcL8$9I0O2sq
zU2{N~Olh>~oRKdlh8Iob;Zua_>*lf&ii+`#c0d1Q*>~jsK07~r(PsjxXJMUR6*^$7
zS#oOK3~W9{?(MS41}-M!uS0V|0t4q`nL|;kW!hWy^tQk3$o))7{^bGhh-{$nn-)#k
z87|I+4y`X9ADo>;W@BgMC^d|tUkqO`hg0mY<X(!}WHqGi^hG)Is=5!NtHg8xei>Iz
zD^Ry{|CemB4wdkvt{d~Hyo1@CCM@n7!v+C9x#o<Mk2p_iJY{ESJ~_=35sliC!XFOK
z*#z&+uQ#jTKp-0eJsO7xh1T2v2JY>q`Qe}^Ar;nc7r*~uYkqT@wQ(O_y@|zT)?`9c
zaIZv|9;bDD$sCQkTC72clzHwiJrRbm5iUA0k{X+<K}121;Byg_<`+jjO~>s}B8>Gl
z(u9sQ?M^GpJr)`Hoe)m_LV3&gnPP9=^cYgM5M)(2N*P-N?Ie~7jN`=WvgZejM1iw&
zx|Nkvt8fRaJ3fuBQ=319*PF+TG&_%9OE*Cv6w#H{(7U}bR#V88KUEjV<+hb(qYuve
zzQr3|OeS|89!Ln1(Nk4^8Qg^RDRo{wob~K)?;G0=GaudK&A)bZ9y<R1PbFfIi|sG9
z_{WMEyFWxwst#N9xK})h64bZspCnwF1$@79^nD3;*?DFkmo0xI2vM0(0jCJ#hYv0^
z<MisCdtG@w{bn#<qLP5RAf$%Z)XgXw=;};o4CtGt#=mMvjdqnBwf5H}@340gmVU&*
z9+L2I)>m9KkX(n<R+vbBJ(X2g-#IP;m%#tJgb%(5HDR*5BHQL8N?47st-?^STi9q`
z@?uJAs=5?|KwZA?FZI_3>h;%XuDp0;qcIs#s+{Hbv@9%Dl+mo{|2s!%jy_8}WWnl_
zf>*A!dJCh1hdn+SCl3IcLW*GhO^pH)U5tdULbBD6GU4#?aUqMC+r|ckA4Jyl+X7zE
zHvtU^BmA~;>~d1%lCDv+>pL<sGFi3%V&NEgLO!cWLIWbgF?ETCOI4q|9<Ir(ox{V!
z|9%R22ZtJxYS!TogZo%S^hUB}YYDg<Lb_rR{?+e5we8Kq4ZS+qlMYFiy}l@AF*{j#
z$WpXHmcmEv;69I1z3}d(i5Dc~^||wkseFJ{Qhy5h$W8}q6RkE1i6!3BC51?EIl7FJ
z0%hNo#UbkBT*bnS!{3WyfSt)&!@MDk&B-t*><I5sKBrKtNb#i9{e8E98et{_Nmcr%
z4P1&5)X%;Rvo7Dz1yssSUav^}wy7W=v)&`F_G>7tcro+kIj>2tnMFLXN6I?>D;Pqy
zZp+5gQshW{p9<L_$U!UV%2^tnsC8ugb4}E~^%&U7)p;;l1+2uA;mUovQ=!3-#rUYA
zYhHm3Li>G=959V`m$_uY9-MD~9<dfZwNX}$>I#%7&l1t|Gs&so^Mb4_zdvW1Mgqxt
zZoR<hqD~Jt)UmSiv<6u6rT!drI`S3{H6-MHr1IsuTvEu90AY0;3Kh0Jd0wrz`g^L?
z!FSEpZn3wsI|ia_quLPBa(33`mJaEk5I*|Z1r=7<CP`5sO|3t*jD+GiY;FV@y#go#
zxdAKEzc{T#41BJZALZ5Dd3<a8l$aZk+T?M4)AP2+HJVz={wcb!4s<}rv0G<6rJxYg
z(n^BJgORkFZi6R@&b#az(^X&Z!@|B65b&G^fJ8<`#Yn}mGkc?-O73QuRzrf9hgSW`
zlPAw&{XuC<1{5_Rb!!PGODN!Irk2eR{|xlt&drhBbO^IF8h*y^u&?E{)o^=rX|-2(
zmUA*RIJg|hIxBSvoUb?9P7|G-Rj$Bu`NZtJpgB~UNT5pmKJ6=Sl`RAivoR$I8VwR0
zUqPA|AV&GLjEpV_-E3-VIs`^;mdcw@GO@SgMcP&?5sEn~&5(`>;9dMEJBo*K<R5?l
zL4~;+xN|0<n?~@oUaw8Yi{7iq8sF8(Q{KZU0re0Nme9|n!lN{TlG5L4)vHUJOnp!Z
zbIR!n>f<@>y8!ZD@kFAb%b!j=nC43H!XtZYuMy$Wz#cmYk<qc{pR+unpb!R5-={1r
zr_n3Xb0vCWUQ<b{XjAc)ZMcgTY-uGWGG^5q8DT8Yq=uDd^K{j!nAV2qi?m@rWVxUD
z6D}=t;}Y?5F<xPg4FXG|s0qg3SsRbdqer{R6ZUXiH@H)bwl0n1lgV7Yx>>`uog=W}
zLwY?7En@#qt=i$+Ppw*(6^C?$50rtsI3vD%$zBEB1^GeBN=jMfJHy#wzv{rWJUl$1
zpFbzBI-hP+*4XbUpi*#D0{e`_h=wN+u(I^Bntqjmy8xAMotx7nY|mOT0o^2^8zpDS
z6G$kcc6Q|iz=-YQ>Y5HHoRK<P3-HK?Lj3)s`OL4Q2bAHqfaEMPQh<s>#~05^um@UJ
z0AZD0Lj@60PPy0|$`w6ISz0>z)Sm%(pR?__djFKCZQJ;LgIii!CNpA+<Cj(fg)~Z5
z_}<sD8GN4Rvh%arFa9M_t6={vQTrjzKqPAXWN7tj8)-d;<F<1_-TqWzv@&%Kjf6q0
zm_;>yHMO`&qRV@gSim-81-#tA7a_|6S|>^-u|xLvEdXa%&7bvq-P6+}KZd<lt<(BI
z54*qSj^k>C?ZTaUxC)qqG7IjVO6?%s^lu>;mlR(MQU=b6vAkcs^k0ek2|-Fh&*G07
zyB(P$*NbE6Q;)}`cRDrBfm~4lkgs<hJa`~S@f<MRpCUEh<%iiH>W%s^_wEgs_qP@)
zU-1AN>g@X?Z|c!8d=`XQz(1MW#EAZ>0S6y=BE+_yu;}=Ja`W*kb{6wlHRG@Sjs5tS
zAM_pAy=VKs6)8`{SP%l`BXd>KF1XQg@#2tZ;L7>_Ha6ZOk>R>)3PhE@4!D!4`2_FE
zz!q~Y=E46XQ@_5Ca-gM_=yK@)37@sV?i{rEj0moP792LS*o9`_Zs3Yv>7+=^Q$L-%
zy-_r)J$OZ?FWBjW|C@k)vzMQ^Jamk)F~}jldSl9F46TkF_nb|z<>V*wQ58PqrbcHn
z!rYH!aKE{l)Y}iG=Y87|0$0(5ukA{KR>m;@vYy(Ag2ZqJjXnyA1ManwM_~@^l^bI_
zEF>L&Z&5%c;d>AbI=Lif-7Zb#U7e14SaXdGj~~Ecl8cAj5$)?@-S)0-+J+azZa<QZ
zK3**N63Y$IM&bvN6cZbu?iT7mH(B$V=>}_Id#xhqp#FVOV_Kksh<P<ypG$yNoYvJO
zQ<vFV$1*~}hilRmZF`BgSD7F4zqyyzk-{PM&H=-k(SmY_EcDt<HDh&`YQwHVna7+d
z2T7`Pi!>YdW?(eeqSH@*5hSQK<yXw+@K9_XOJm=^CPif8X>sM#GI?2)D9(`@UrXm6
z%f;&+`)PADrq}~`c%os-Sg<#NDJX5yo2#na_#Sxzw3E>LEuXU7K-jnn|6-4V(b!6&
zzx_TP+Y!uPXw?u2`E=gx(xhTNto<=`ifK3fxOd>+549ys>o{Iq#tfSlcmuQ2eNtkK
zXs#E^p4YB#k8WI)L)`onTUwnk#{_;dxOfXT0;|5vt@P5A$(8mLP{E{N7}qQyic8DT
zy!uiG>Dc26LyI)%8jP>Pm|t@``%Wp$m$C|cJgvAjPl)a@B#*6JFi!e61XtvBu|4Uw
zCoIoXOGsf&9<AmBMe^zp+tQarv8s#=!#iskmA){3;v=9KE!Rw^t;C}H>@R^g_c2_?
z$jG^*Ziad5%dtW#70eeo{<dq04ejyr%#nQ1ix_03mnpytUnWAG2YE1j$TzL$t3jWF
zE;1;@si185(6b?C2h+ppsGH#p@VnI3y&WhgP;NMTCS+Ya+rs?!hJ@!)t&?nROeNd)
z?{>;DNY1rXA!Wp%)BOt#xj(QNm)_x+c}y)84yNI#m(v*Dj$-*G1iS<|mq`!NUe|gF
zfc!C#;02q0*gqCKa=b$-o2L7T{asBQkzS?yts64|J`c{v9gurMfIm#c$S8*kbn^A`
z5Ln96eG?O$c2R&oA!diJ(8G>aqv{)ql`^)6fZUn*4NbGi+Rz6Zvn*<6Twm+nwcCD#
z@zbA`<h_=o0XF$ZA(sd3#NCAU(~m*GGZLR8cE6J5xmYK4Tu=6mvt&zwo~mFaSc}5I
zCr_;&LB2dYyf=EUTE%?P<>xH!^j?*csn$;vX)>SRYz-zXt}X3o2sQzCST^4@XdDm#
zNMd##e**N)QG?1{FB`#t2QVdJy4iP65U$inOdJ9=rRu2mP0qXM$~WeVYJY!i0YuFL
z>~LhYd1sd8+wc-+>&VL?8ly{nU>*Fn>A>a=;-ppEf*+i>w|CrrO~S!v1}-v{oE*Z#
zHl4{&xhLekA5>zIPBLb9yT0<8M7RozrJ24B$=RmE&t&sh-$n;^%1`R(XrQ1ThF^mY
zPwy<0K|o2xnk|=*3wGBoq_SN@ihs7!8QU-_XTfFl+8*)LUewDZY+i(<1p^o@tq1q|
z)^Vt_Ef-{Dq{;SfBDGbjxa7?R@@F8fGCNkP+?<tqfXmASm%k-gTG_4Ph;@NR)Nu@u
z9nQP`VpJL{qP8OkKT_oeyaWI+j>Vj|Cj{m4@F`cnVn&d}qg+V6|1nR!{%~*@eTHz{
z$G{G1swhc?9p-ekggnR?A&{sB^YTb^d1G&A<k%J4CL)?{>)RT{ipLk!A-k}(L_LOP
zo|&Nu#4+0kj|+xk+2DU3_8Lqy_d4Z|-MMM*GDx^{yiJ285MN%%=Yh(~`U4n@r$F0c
z0BHGA0$xpnMsf_YpCFc*nGdiV@OryGFjQ-E%}dn*6^PAs@u2gzWi-iPnAyu1uGLL%
z0hL*c1+e7BH{l9$ox`+7RyPuOF)!4YzU9+kfZ&1x%Eczf)tJ8I0RZ6VO~q1l+Y#Em
ztFlR_biy>+c>}2ya_%2`5|*r46u0=mcMxJNUl}8ef~Oj<bGA<%3q(Z;;XTRSXxZPS
z<y2Rqa((x4)?1|p697+Bd%KmtI=hjKeOTh1v{?~R=y=yO1@9g$F>x;Kq>y-4qqdgL
zY>|J$Eu=Z7O2vHe?~QC~K!EBierXjJuBecUUO)qSB)0E?(IQF^vS+B<_<h>O%gqSf
z-e|FP3R@NY8QnOKcG_SLyGI2V_m-&9)Th-~D$9@{bt-_C@;j&0++RtEMoTL0L`;8U
zzz!GHj7fzo8x&Z!sffixQOD)29;1s4^c{I2pLob>Ymel}OU&wP)kF?5@(2J~cBM|w
zSxtsU{ap~`0bw8ys0dLxOAbZJ>V-nCPPT(|Siy2vK+CU<U27oy=#@c569&|+o{(4L
zGM!v)<2{lrS%05f=Z_6AeTJZ9@U^@qNjR=W=)UM1?JAclmhO#}!HCsOiLA02h$_ix
zcNKjzLQYwj6UoR~7J4LWyg0T4I;s~H-cPyl%rd-FDv5D(J$OUzV^=(zw(&FeO__a{
z<a~xSh~}Rd9L2@PGNM4py9s)?mA>`H_w=o?y78rW|G4ZJ-4;+TrEbp#Hyj!OJBm{f
zgm63j1Ko?USfin+GV@1Nb{|klEIFTeUWH>KXsEty_W{J2+u<ZC9?+?mD!%Yt`7GN%
zq_M$<!>G33b5og0#l=}NOogMn=6gTXmHs>va(L|^){vcVv!ty#YqXW_;);mHoqog=
zo)B{_5b6^~PZ6oTR?udQ8FCt0Tl#6nVwwKVfm0vaS2MDi^t`4j!jYWY{AU1Xf3dJW
zkeXQ++}Ug-^UbAPpBPgxHi`8e!Ov`84kKo_+%b&;FV{T`giw>IgH#&G4)}3-nRv=`
zK~^T^pG@Dj2;cn$XL7_TtnF`QGdDXgC(^e*2lrrUv+4C9GmY9bG~}UxN7Z%mvJpR0
z8tDfRG`rBBf<w!M`t#7L_FQ(Kbwt9zV&HC5$o6hM-M!nOz$9Yd<rad&LH>fT<fwaj
zD)2JCM3T@l66~2Nh}K&kN-DH+czmWha(o*<r~JfgCbJAO&&F4-bt^GVuZ=DOTWg|m
zV!&L#<GL2CUXG9xi5dkYsxjvH?azDUtBxJd+rlZLipmAeU(`94IQ5}t?kG~kWkcrM
z6U=wMj<rI4Z9^XU%~exCwLhAZM<qIBBD{S#XgQta3_a8aYw}~<tPjloxDIdcEV+>N
zb(!E>@jf=(X&%vO6v#}Jn-{*0+;~AAFU`oaUn>Fs7Km+`yQ=VU`H(w8oN)PCv*7ei
z^)_S7Z&BY?CgoO=mfJu9YdK|SXQxrf9={h{JVOVzW0G0b3YLFBK$wRI)CS-=-{U#Q
zN)Iu%0JK!|vGWVfG4ieb8h(dG)L3WtQmu!Ek0EmKR0l~#_#|)xZBKmF18sB+rjty{
zbxvi+n<HYc0`bV;(TGeet`85b*!OCW-hu+zA;7dEPEOUer<2Bm<)#v0B*hf!H5|8r
zog#=wpyDB;rm=B+UBg(=583<>{Gxw!krH2WCgKmyBNcqVdT~6=kME3q9iU;71XAt+
z#VSWYWg(6Cv!G=ZZmj(f^fYz@kOE=3Ija^ee&}76PfvmCc5362D^u*#Qz2L}w|D8^
zmBUv4xRn)2p`3<Fk)XsJXLZ2+^Gm-Po#*fm%N+k<yho>}3P)m5G^Q4@v<+7>panK1
z#zR+EccgJ1;;NF9m;a(<H7GY<%874oPWy!}jU3Bj6eGjivTQa@`)ArVC71j@^#oLD
z2YItUs14@^Rx*}bK>?dg_!69O0ZlY7@W*;hZBJLpGGFU(wp?@XH^LkO$4ED6FqhT0
zrSOP|*KTe%^u#(ez~4kOv6pz!E>_eKY|=v$PR41aZiQ^$A`fzeDKjJzV&$F@NbB}_
zW$Vh$=+w@IEu2bz*xWRN{DJ|*O#%wFX@Gi`n9uPzf|Zdc&=v%C7Qqb3M7Qa~|8J)>
zhd%hTL-%t1g93yg3&Dpo8;@q~EiNs|e}S|WLTu9Vc~1!5*jRv$|Ja;^`@nQA-96ub
zZ}=_ncPZLhG$}=~1r6ZBITnUoG_GI!;NUQM%}e003L1LY4oK92dhuY25Yj|-8M&<E
zT5tS_6Qt#~EEfh2S!xXho&(f>-}zg^Q&Ljq<h{Z~;#el3`I?d<u!E^LTly~SqCn6W
z75rGli_5dIPi+IB6=9;%GBrFh67mBHPsz!<z)u$p+Z$%Iv%gR+7w-|=16Jj%9ZQYz
zv1;3`Vf%4ZP`(Z`MwGY&_I4>JQl=!Z@Hyf>vuw8u2X2Qmy;P3ZQG^)sUq~Gt9Ys|Q
zKU%}C(|PX{(|Q<xj)))w-Sz0ayu9+{sV)xCh-he0ptp1caFt=uh->R=S@2vTPs$Fu
zPPN=5TSprD&KzB-j7-2LrG5l@70QTCP1gYv7q-=C>qZ>~{`CAD+~7~2<ksLN_(5$o
zqWl?SBXfIMBSZKjys@&0YNs<$^PLcsmi|15-`;A;2ehaXK!|IM$7m>@JqrO&4%=Oy
zS--CzfNu*z=TB-pdQup%%0JKm&()dsdf+~49EC}7{cI8c_@`vn0(uS91A3FueopX9
z1+H4W;6qOM^v$+^7k$S*O(1f5{q5XBdh(BR%fmT9`zr--XI1YLSvs8|T)nbDGx^Sa
z@6x1;``(#$vwkt*9{TG|h<7W;`Mw)tf?aTy9ozDOJah4i0U4YKpLF?O*q5xAM3z*)
z*`=Wl_PvAxXDcn2jG`pt*raj4gPttQX%@dTFUzYROTlH`_1CAWRr8)m!-2KQ@4poj
z5W}#s(;4Bw5+$^pH1dD&T6$ndKoxGCsPW8!UG>Kq_<0X1B`!imNJ@`@U@2Uea;HM^
zbHjK@4(_v$C!^PXPs2@gg~3);a4cprav#|Mg&Fr~t*=lWju!XG@5mUz=E`I3(+Tqa
zswZ9oq}0obhM;mL_`Nk^kC0I1Lzmy1{QJIIqBvt)5<!2X?1GHSS{b55MOiP0ZgxWT
z-K#Gj@(K7n{-P6EIy{{+&)pn?v|`COr6|%xgYF85Wvpy#$ypA44p_aq4laRwCr9zn
z=E37rSc&w4<w<Skcz*rD@8Ky7cL8SE{cof(Qd^?s`*tnrwLo{$q>V0zRt-)g=;+UN
z$j+9{%(1gC4eX0$EiBhXSY+;RGxx}t0ygkByR}De9!Yvc!?1aQ=K0_c2K;Yebr94$
z{lXOnX*ga2$e5ipV+=>(cq{~hnYW56ECgAH0?x3^+c4a+ItL1Bh{x7*rL^Ti(4`L;
zCnr0LNusfvDhl3?7S=2`0iEAh;ql>8IJ()KZuc%ELcxLvwIgbFsTJr_Mk5ASVNOXr
zO*dY;=GWc|g|R4pGft}^0OO+9p8NzrBHu;OLG_O5xjnH$FR@EKJdMq5DeVaadq8g(
zs!1p%C8~`AskNc5<!d`Uiy+__`5qtvs`J~H2@+jYlM{YVgnueh!GfNG4^r;v#3coC
zw*U1d<#p0_CpDJjhg34DpRFT``x7y)C2r;kMnV@2M<*`tGa&aMbp4*hE&DAx2V_=#
z2qx>z$jXyJIfpaj%uIdh3+ERE0Q4x1Mts6_!RlnPIHGRGYyxT-=)YM)JiP`$-Kr=_
zJT%4ASoY(F-;HAEI0o{FE|$oHc!EbSVACTG&-a$tobdEFcK}=jElt%^_Nxmzj<(Vg
zlTq$!{qpx*PF`Qi5JQswcbv8U#;GYWa^!5sfaVU8gy{1Q@j7loBcNftvcJ3;tEHCF
zP^K2-eA#)P&3x`_3t&v~ePk{(@~D&GC@pv5i5T@~V)n})GquZS6ObW8O#SLgJ7=p@
zuiT(n%PjHteNs|V#JM#bk`k|q%>hJLCW^*rGpXaoy}OU%Wr4ywO_uBpUNrIW0?P}u
z2Y|LI35bh-+GvksD<voU9{g^i<jl_?-Md)8T=IhoXs{X>spnO$Q)Jogj-pF*WiJeK
zxCa40Y3b=-+`b3VYg@f)H_W#4s|6Ju2MmSvo$R}r;Fz@6R!-+SSFet_nX011NPjmO
zbphs@NXS$)`q38|nF8|{NRPck+71T$rdFi*zjR^IADkI@Q`|LHiHd$CYv-;3IlmM+
zG`027;R;9JYee0M*#v~U2ak2#>!gkx!`_h@ItzaN$X&C~GJtDM+&{mgudiacl4n-K
zs%Jh%sZm*sfs35%lf0Ajli?VrtxsmB*W=SnfB`5h@RQbT;?6ldfiTLB-rjQY^KMWH
zN=mGN)Kw#Jg<CL-WXvVK?q;B~K5Dz;vtul3)<<Ybk)IR2<cEA3C3aDIG9FF`2;qj@
z<DG6rpl--}VWeAc(H$^Bz8KQDncjs@>h*offe+ZcKJF^zS5WZhgHE}1ojKxyaZ**(
zzeHY!Bu=vrG7i=c`$BL$`0W_g9Ij9oRFg58I@tOO@!N1Zg{_^}Kj(GaUgPx#uIp<B
zX4m$Pzup0LJplp2<$yb{{58O0huks>+4iD1oa;N3e_wG1F;*<3SZ&~7QYqffQubp)
z&R?=n09NGl;P>@Qz&w*#q_%1{PRpSSU&jp#*(z-_JI<hr?s$1Nz6Vbu{)m?tm^Zl2
zzWb+xpQ>p)d_KRml<(;t7*6*;ms~CsvWn@I3HEMakdktgVMzKw9!MhA2yUhv5BXvT
zaLFx(;I7H<sVUFx2Bt8RMnN~-^hCY;WGM9=$C8wo#FhlJaA24s2($c6!_sKd5DWZb
zRtok?#K__P81oX2B+=-bNg-dqOu@ff@Jv!`2XL3SPLz$fL<oz+W~&7u^IMtg+NV+?
z1_^*sH>!ObhPIX_pm*`EyRTfj-oPd8`1Pl7P^a2N&m*-PRJG4y22FhSrF#&a>f6<h
z(Zw#WO=J-tZ*IU_B*<EhH_U0&nFXrwE#J?}%E6i`iUm!2cXvv4<z=T;f6z^puIS<o
zs%f*Ei{o&hch9e5eb;i3>W;b$uS0(KYns?*|I%SZgPGgbgcbCO<sG<50tTvsczt<R
z5pj4^KMR=2OH)p-aS71bcsDtn^|`r(hx3Zeb&>Qp&J9n`dbQV0?#2T^(N4JV8$L~Q
zTIDa6FTnxDj4w(B{>i&Rg}J(y>nG+-Sj!1qxh~HRsOQlH?cDWQl$H+Lb+voL1B1~q
z2zbJEws+^;68o~3Hb2DOwMIx{&d%&3kSA2spHAHc2mrjOBNBf&8-&n~>SY%{v27}F
z+PXW6OEjm~--4%}W)_LBT*flxt=7K@f<!LwmX;U?&YA%rKRT5LO1&23RZEr>#i;?d
z<GYi{IevEP1<SB?rVs}}E?MJP`{t7g3`n44F&WnqTdAw9H8O_2tzi<RVg@H)5i~?W
zj$(0*D<=V}<9>I{ft#>h;ODQL?VzGN1qgYFliE1r8x@})VhS4BS4Hfx7l8A{?$2bv
zlsGsCb!|6-sYZoNb!X>kU?;-yQMLr4E)!`br`@P3>)qOOPW?Znop(Id|NH+-B9V-U
ztgK{5Z^<axo9vy+CJwT9k&(T#QnE$%o+UFvMx0PMWS1@LcfC%%KjZuT{C>CF@Amn-
zj&siIyk5`e^SU07$Nh4(lGa*wYZ4?z@ye^wu5Ozm-Id#VdR8`=Hy2Vb!?IHPVC3E?
zSX)*i#y5uvun$V_)&ZC#z{Z7CI$g#eT|V-K_8<*pD9CO2%h2)F!54QWw};0v14`;9
zgs~6*=b=W|xpSSIgs!<(e;wfM?IBkh?&m1-EA!jE7atC<#4=yV3V=>i+HE?q#<9#&
zK_b<Vg#M<c`q)_PeGfb#+c%;RU4Z6im!`rqB?pTy;wU5R1GQv1`TcbjxCnN3-8%ix
zJ8O*6cH|+C{JrjkWTIskJi%z2ph}HTt32b&!|eC|`8xASR*V+^K>@UG0>3S1Nfz8L
z2%Wixy$FVeOV`-%W&9;aFwNt!cnn#EO$7IR+*@3Re!fzcdhx|WMYbSxTKn@bR&QOf
zqX+M(Ki-)ba19Dt*8ywk_RtrQOnNb9EIn+04c?d-fKM$hz<v)*M!gqTGOCENtCdUX
zYH|dFh>h(2-S)F*Xqy3F(+vhPQ(y!k!O8idf<!ReDgbBBZD1Kps@%Rudy{56KfYzh
z$Nv>cO!p-x^iaz`rga3Zn6N6$l~TIaO6S1VFpk}4+jzFZBN#q4eqq6A4LO?UX!GaO
zi1=83J9cyZ!&S$3X9PPk<zra{1hnqBV<-rSi4zbUSO6Nz!%i(7Bi2tjs)-;UrRd)o
za01DG?pkR@#HqM`u<32QHXbjd>`U8l`Mr$PecrC3Iot8JFsOC1-GH7pr7MC#__`nX
z%}cF^I1s|uGC$;41eyTxMQ*p<CwW#L_FzNTapxRS83@QiQjlStamLh8<S+Syqx(h)
zGn5HxT#zpdep{-L1WhafZ?Iux-VpKmix6$5@S(F)t-`&eq@<mzeLuv5f%{Iq?u6U)
z8SppTzKY-jbFh|%?%xsGh1ur`375b(Oh!q032`%TE{+s9gQq^TwpO42s?EUTjg@hO
zO4K9|#DuKTDrv%<$pSWmt^gN;3Xz$bn%cS%1n~T%3&d>qY3iI8vr~=wvXyBn9?bP7
zy9GjlSP+l`(HIIOMN7*}T<W|y%t3sj{Uj7a@!<7E9Kk!kekmY1{@Pq76oAgk!Ssvx
zUWb=Kk=I}CdnwsfLXTv8P?q!*6j`a3sUmXn@@i)98;{@T>t`|kr*>MYcdVslZ+lf|
z9ahl9a2i1cE2}&yDJePd7cXC&3SJJ-h769zdLPXQC3?EPn0K0+{O?c?J~q@tQ}Ooy
zPcb#)@4`nb5);O5MK_kNTV~Z)Sf+$262$$l`j8y}57q{sPizr1kfsP@<FnDq42$<B
z11IQ2Tr}sLfr%#&>3r{#8~fAW72<L0nwQ*NMD{%n+{Ij?qJ~z6BjzBsfUz4S)7zSw
znF-U?Z74QIM)6T;qZANa6VIJHCwKdHRH=aEDp<fc(5>5n|E`-FK9ocaE=~U<+XMeA
zd)6V`!MOP!=^nn7Ge~@v*)X%HM*<aRvOb$k?_YfNZ*%a)|6mTj61n)+vvq!)`3DVO
z3~~Ar{qcqpRd5UMj8lU*nBYNQ+6t)~9+e0D%OiK%$u7^<c60%&NR!fi$$GO}9rv6M
zzRc4{51tZxTP&$Fh4D+g%Y66sm1I`Mgbwh@S|<XUY`oO|+gtq;SN!^0f)V&4^$m}5
zeV65m5sninkbU=WZ+`!-{g?_d4@(#h5(~0_*LG$&ZO5zU4mkgWLkI|?-fySA!lQ9L
z|3wYuirwK##u^1zx?@A{7;=F{r;6=t9O51QXDqkU^KpwtJ58+GqN$&|+w5iw8fRh_
zGWP`&OFzIL;yMF*sph9Pw3N}0+2i7iKEX9qsKu4mXY{t2TDpF;T$f`}g2RLNs|i<f
ztLm`3u&&jl)(~-xZ?6nypHVuos5e~?@#s49<>$|ROgFA0(#m@F#(>$<Z^2u$CBtKE
z$Iz)?+7Z|n1y+Mgq*Le68=DC>cq6Sijq}-Q;6ZIQLL8KOiSC+EVGX%8NtIC{g(x|j
zilzg3u!Gx5&77u)sK-fv0`g0_=J#9Is2ymW#ew3`l=>OJb-tRpgJ5S$6+NVEx%r%V
zK(ORV^@)}IDv{rx)oe28bk|IXyMTk2uUJzovj3|SrxhEWxkx4EQ!fetL4M~2O$yqO
z<a$Ve4Y?4BQ<Rg+DSe3zOr9No^u6y`O|C1Az`^WPa<jQ>v(cuDEOuKhSlWw5fm_Tf
zYr~R;afC>|GLxwGUiXDt_KSs8`Kpp!y2W2J(Y?t6-O`YE!f8nR5-<NQ20XN$TJ-q`
z?yO|zNm*Rl(?E8@{yEMiPw`*kh>_LJGep!y{_M{d-2O7WsPAV7IIB6w$D}%5xNvLT
zTB}pEQD^*2=Q@lY$8L%rDpx_5*quvF9=sMCR1r)6lQf&&*aA68-I}9wH6JK;SvZ0w
zw4A(qJiKfKo%Z+3EPOw6ct*w{O;be8%ceJQMP7A<>`5)>TvnTcSLj6{eM83dH+k~=
zRu*53P_B=WqYB@r#_09c@JW+G2I>(b37iKs6|)Jjmu6C5#KVle6nNBuI;>R;uSM)=
zLYly7YDh2C5jtwyvSzk$4S89vf}EXkiS%Yx3~yc(heMp{UW<gl<(jm9ag-}~d*B_q
z8!fm;xk1TOgc3r@tXC`%sh)6TtQ=h5o;Wbw_e(B$8g72NF2jFf1qZuj2Vx7SoTfL_
zO^1hswfUsag4dCgK?_yb__(+Nl_`sEIk)V<*>k~0{n98`Kjdv3D!iFfXP>K%D9TI6
z6In5^`YwDNCe(q0VbrIK;LA=;9~)aHlO&f2rrW*io{iYr9{EhHy%F0Y;pLs(e@KCp
ziwKo~2J?pIPAu8%dc_`cUR(-R@j(CHm*cn6uxfWocJ}IpA?cV52}2hyL}kGZT>tds
zP@X#zPS&7ab$d3AuGc#apjWVmg`!f_Uk4LMyLjwe1#yib(G_}>!Ha-DDhYs8rfr-o
z`TLox*4D=-54a_}IF=Ks^w}Dge;4;0donkN(m$O=)OS$_Jyqgub8J<Mi-%{OwGYmF
z79OVC0>^!8t|=}B+IgU{<#QXwmUr<B&1~NaJ>|)p{L;d00YV2<Gj7P;@E!84+Fg6Q
zZruTlofYi&mJ+D+1sj&Jb^7#!y|#w6M?y5LZ!#rnD+m&4K0a6-JcuPnPI7O%;yEic
z4!a(OkS(nu<zUCuve11tr$KZP_B-}gt_s;~ce<vOzW>;+_`LpgqDRuD*;`oz4rHV)
zK9253xB>^D73Oh*&KdxZ3;$-Qvh}a6hZ-yu%GWpfNs%Kp09VU3!Gtk3bSY2;ozCkb
zuG6sm`}oeaS0ukvFMe8qQ;YIRij0$emyi53az`*iV;<ew_sVnd%SB^j)AZK9+6CL+
zPqf9TAlc2M(#<H`9gpr$iQAOM*A9}gXKU!V_G$0Z1dibH`PSH_({^xDh`cD9aKV<*
z4uRe#uP0?2^X4}_M{;`y_%00+urez{wZN#7?JAK;q-4iVp+%fj5n%FzOd=TR0ImEo
zO*@yU(+RG4v$f)6+Wb~8?8Szz^l;bY4^IyN?F6&j4_n%=>Ly&UPo0p_o{w$6ieBYn
zao4jSgJun_G~%CH$&godbd?&Hnp!y8B~n>2&}HDHf}69v_WIbOEgQ13Bz-Db4c}Xv
z$wLI^LC_ZYo|bfKW2HWD&6R7@qbf#@=m~dbr;OC~v}~>1okq|q*q^AUVl`%sqsC-Q
zpW?zpAM4j)47X$XLv_LLdY=Gdz+;@gR+E)v6jQu=5eXe%!tuGdL)pIDp2xoF?AW%+
z!%xVgjci%I2PHWdB-3;Wk(VO4iaWcv#L~yUeLF0(56XJ?&i(O(3--~sits)HbHW7N
z*~((x?z~piQ>%|-qO-9d7xGY|61xPFF)SS)Wv`iG41`5fbH3Z+W8W})Z2RS7{+hkm
zP3sFce1dYy9o0JJG~gExCWK~!G0oyym&EK8bAa2OuEf;0j)+NV<xtWBl>7y3YX+bp
z?U#KIez;75ZMezqWBeJ<buM;)ws~6tq_9)cSlZisFJdO{(PPQ*@t~&abSUE%mi_a?
z{v-8<NTYNyBA#Sb_&v|88p2+_@QT$T&xj84bsyDT{%cyb<+C?B?2w|P*cN>)QvHyZ
z8Br(e9GaGT+4&E4o@ZCZ!|Rskx6*VB8LJwaWH<`w__Hli4TY}s$CXBB!@@*D-i%%y
zO)~)LZDvSXBu|J@N-=8rE39D!8#*D}{$_1iH=eD%&qm&*ufj$rQsZ#8OgR52{q-0p
zKB0p0jY_r!TMGC-o~7Q*<K3XqwZg*(Zu!Une17~qBjf@3239ZnoPCIGARe18&H_xK
zv1^LQ1Jyw^2VChb&AqnUs7S9gSkmamwLIEnlXdwAG_f~gPtWFcO!V$yHYr%CeG|>)
z#I2rKwQor^6e9PqYWeD`_ZY`dzB=;mS`{G9bH)Y@v9z#lVLO5h3?G&7{b)?upWSA^
zT=2Rl42AbRzls96B34`BUcObn)!JM1c_Dl6EE#AQdJeH)5j2!Y%?ao}9(rgibAP1?
zb;&zE(9^83S&0KR?2Vqr^z<fWO1r|&?d`Q8Z&s#Y2j7)r$UO*Z#}8dhH2D>f<Yy@3
zyMs8lo;fP14x=9+Uy)_+Q0U-A{SOUg>u2pe^Ng_j>T3S^lDS1iTe=u;?|K`P<HiSO
zISc2etVQ)uWzf|?Yb=SZ+n0R#`Ay&9x)ivRF8eN>M_G-^eZux9v^YP~lkAuJ{3Ii%
zya*N$Oxcj9k&meA2wDkwQ`|k7ozueJh?4szKu%x`-+>posK9g0lI4u#<3ov-nL9-#
zo?nUT;usn3bFZB+N6t4ZTj8c3eUD7j9&~jjCNLhZ4QP3@HYd{c{MKX#KH0PdZ<rR*
z#$D!qe89q7r3=QN$*lH_KZ%``H`}3NwuulGI1l|6cg%v%z%~Ak8Fi9Ex@KT8DL@br
z_KvO>;{K+)YZx}eZ2+mqf+0{5u&;v_5GZ6bN+%H^Sz3i3vqIz3Ro{ssb#~}br0G4^
zx}<tktfed_T2x2$pndqH>-&WNn=tGAmS~2Mk}C>vA0b#<y;`R{gt83`US3d_t~M-X
zIsi5)L_MSfwjr_$UpWoR2r)tB4-%~;8hZQ@*U+^{Zu~V&){wNd$5a$c4P<IUWZCHd
zpCxcv%jTr#>Wy81J92=@Ac4oIwqx;4Q;`QpPrBITMrmxD1Gq^QSecLwsV9mh>twPP
ziNW;gzq1^(_SLzDMZTU{ahjUleZ*>O9|=e2-;IMJtoz%Rtlm?NH!(3`O<&;|{<6AS
zmxF^tg(}QQTl*4V$J)JuYal@y9COsWX;B_~QH)`<m{-+jY$}=0Gw)AYq$sC6L&46?
zBJ09DGXzo1?~Ll~dp(%D8Fguj^BVL2axK5wasZ@;T*@`u2nVJ`{{I=C9jHPX%PT6z
z{s#(1z6;;gs~SD8h8^H?t7FyEhpm5?$JU=y!@`mon>_wuF8;ed_FKC@3e1loFObsB
z0EOWQB(9&^+dA!hQx^ap#r^W-%Z2I}HX}tbX=&U+XBjAsjg99=-lXfFuaN&<8d=>@
zXkc^ynlM7Zc&AJrvFUgG#Gt$6`u{W*`{^qE)%mWb?WWo+koWUeg`K{?pk0N^c*Hz(
z@;_*(!ON{{VDHUy2clBw|5Q+~P=7myRZw4PQwcO)j)fE{!v%l(8y?uqMqFjzxw+GD
zuo&F>e7?D&qpM530@>{Hm1K7BdVc%%trT=q{RYwqKR!MOkWJ+xP6JfR?dKJoPxsD#
zX4`1%lY;<(=14tw#tVbIQL2iu(Vd5DLzQIi_g5|vbfUHDR>mr9h7{FIO*4hXEKiSB
zq2Bx@m2|vFsOV(E%h!F?MLokqb*kw%yXYa6ABQce+mD}0_cI!-7=>1Yytw!yF!$#@
z6x^^wR~D8kd!fFEPo8{m?c&8-wl*x`Pkzg%$p`Q;F8>QzDr^tupQd65lpi9Xeq;Ju
zK*gqJ{Tz=iolpLDlGH<z@SVBC*=FY}ZxvL)QoL2o^E>$Z2YcZ+@j0h=`_%OFut|>I
z?qWTQ3FaR}S2l_~BTo?%L?_uOm}<3=5^Sx<p!aYU^jhxeRYq?I2bfP_nHVnL73yh=
ztRGrmx}q(ro4}>VBpFDQXXJy#H{U)XwDGlPn?h)sqCZ>7Ie19Uz6fkSa{>`itD~w3
zz6Oa0kItM+=={;{n-KGq!+mk=xT8xV)g4@kV9bYSDVL6R&2o_TAUYPmtB<%}`+O%e
zXeT<nGKg-f6BJtIUe8Bep@R3U9lh7-wvd+-cVY)1SLuDbCvwyLUO0=j8ipmSs!KXq
z-m>NT3RYof53Y-Um>g(lL=18~Y$i|K)a+&09L7fr`B|z<XgQA))5-)z)CxS_6fc|v
z0yEe8Y|r%FCA(wEf*mDauGBZ+{&MfG1rN^Mf`=w7|9HCZK@3-EFC$yXy~{mqCg!HV
zyLvU0cX8T@Q&Bj0H3x{vc_`2aF*)nv{+r1e`1XeMZeNcNDN;F{365;WU!HG$ZeJcS
zZAC$OafIla_3<j93d$&t6nw-@yzHgDD#TRP*d!B`ys>up(-AF1msb_|dEhuL6u{QK
zX~6V29U&FPX}uK|!FXy+04JmcS^}>h^YYd$@l#aWcom<$ue#v6#whT`%{&NfkRM)^
z_JvgV{moIFD;21_b*Z63;yv?OXy?lE&c77Sxs5s~&N^|*u3=Mqh@3P{pzr62hFzk*
z785XHR;+*Te=-*HD;)-Q^kodhYTVnfW^NzBxpSjq_h0^Ow0pH~k-JF}vL~ju$_ach
zIB?<}G+=nJ2!d?hm+Kh~$VnYk7nR79ECEr0*EMfvr#3C^^Ut57$uA`h!2QglLF>ST
z)M*#fDXgA7D{dasZMJB1Rf)X&Cz!K69}5Xo@<~IUx`&~NL9hO*dlW?AG*CUrVdxQ^
zlS(fnk)lYBlKaIQ(VDRv@g8;fh*GR_E<r2*SyRv6I;-%Y@kE1NRC&ZH(VxGT4D-$)
z??{!jB>zt830}v{)v>(!oTf<*t?v=C4dXb7)%5(+xb-T-@HJBU?*(KxszQl{=CA$c
zMg}X___%pGYfQKl-)=P2xmr)c7;xPmO8lh1Y@WRS>@D>c#~af$ayG`!mg#a4{=K@F
zU!CY2pU@J1D6+FYK5zwgU>;SUL>}Zccz6_Uxpi#m&(E})t)YI0HP)gqDof-cD_675
zM1xP%hDvZIn01+h9y32b?kEzY@o>4%lp?VVe4JjT`Q|TN7Hm-v(nI$)@78@wi-+jy
znIG|0Z)iSS&Yk^3zr<x(xs-!vMP+xhAiI47G&y-IX^PECA*}WBbRT-V5Q9h+3#MCJ
zGsmGhBOSXXj)g$Bk})yU9JS5Q8wy-jgQ&Zi@14B*CL|yz{%2FSqm_Nyg;^L$>|8Sn
z(kkN>_S#UimT$O0g{}UkZSW}BaxV3Kl(iFKlU6?3%dvGVub!{S`TGlNJcP3LaDM?+
zYKMAWPV_VJtQ{@aL2Sy(z8b0l>)r(9on|A!ex7fAW@|uK^wjBi%0LhFdBlN7?iqQm
z8}o)Meq#wI<jmQqQ9<H_72A|abRrhlN#JmzZ*Ti$XkEel5l?p%R9LTh$QWB^5t+67
z&YgUj9XW{SGaQ-aX0`_E8FAew$DZaU8*jv;m?VXzI;9)NPLT=T`0-vQ&rZV8^3VO~
z`fk7WhV0NjT?emLA-??~*{jESf_YfwX<$H|W0Giv;gi<pghAPyW$eJ)+kYT@k#lgC
z9QxdN(k!08+FNmVX7(i;-9)&DCo<fI)zr*PZP%QHhW@f^*ivTpkpL=mhC=5yDg}Yo
zX<vHp^E1bmAM?stU2i$6q+u*~qLEbGM@0nhHzIV(+)#u|Phg&wha)k^SFWn|dH@NH
zAMMMd?VrN#3)?F9eX0BJJZG3R!13~a&2yoI9ZM+F0|HqVw8Qlu+Mm%aWtJ`SvQ2`<
z)`uFiXB%N+?sugBeBUZL7oWT@J1ZPW^AGXqkA2omy26s=QOEZi?gFSQfV&u6Etf1`
zAbIR_vC6wxW=&Cb;+zup9tq7^Y%u>wO1-xVv1&<;RgqZy+7G)Yo)=ZAARIKD6IH6|
zK|Cv$Y?=L$!|%#3x3s56FDHf(&xHA-h`ZCq2g<~haq>BzZ||-R-{XI6Qmz;&|L696
z`|e%dz7<$Ed3lY;bs$HIb-%Yw84aTGur{5aKHEOEcMcDK3bVg?ov^NMf+=evj?K&^
zNn}X*19fF#t1Ak58+&VM@`Q=T&_)=ls^jT+5RGBv@5Nd5ljj^@!UflLcI~CJ-P}XI
z_}D$&pIh)DyKq-UsUl~-@G9~XzBX=p-X#)JfX~`hJz<-fKgI~lxxVA+?%b*;$R{b-
zaWqPJx{Y>xaVtae05jg{KhwJ|93tr9pM?A8XPk9&ckg_axN$r09%4DI+#ZqBGm9U3
z&lGSy1k@L(oSh*8KP;!_9<Q(>x{Z2=2|G8^wny54?V7N&hjfWVM;$Y!I7<cn97WgJ
zF7DMr?Go`pv=_2IByoXbLq_Z<)T`X_jrCf?a%#ld<RYHDQuRZbElZByYa7?g{HFq%
zz1b#8&+2c!Y(f_ANGp6y<ymb-X{~T_x!=ENk;f}a-?l0%{==ax#6vt~fZG`)NR)6S
z(p0wdOLzPGuog=7j}S>C7Qt;LDk&n<ZA1Pmv<apB@hb$c<00<9V9Qi)`><aPHM3E-
z^WGREM(BFFROBGfxZcZi&z^elX4gW7RbExj+m}?Q`oq9Dt=@ox@^a1cD)VXD@$l?S
zk5x@&jv~3AuG^H;q?!oEe{K1RR}%Y3i9NG#S6Ik%p`QdB0OfjFUvId7a8M{z9rWYf
z?1P%!rh>s2KbY$(W9AOOjFfAVJ|_Zml3>uT)#zGtYIqC;9cOvxKWQHdWf#B(5uEnI
zJLLo{z+<J(Ha&irR_BXCOQAYjY9SfEN+Ow#L5x9E4&3l%99$c=XDGXkCydxf8XDAv
ze8CevXm9s1V%1h;P8GkQ^9XS9B>@>3OdKd2-|zHnWk>wF`gk7QTmDZticSffX?5<a
z?0IjrDf4g@3D9>~Q0BWCF`$ra!`9jX9kV7?kdcE<L+8)p8^O8~mX?>}1w(FzaL?=#
zqB{sVLrveWFz07~i-=}-TpXq2URKUUXt>_|QN;(a{9r;>2f*;6Jg^1ih_&V?c|ZzL
zS|WzKkLpAR)h$K9_r>}h+Y>;6hMO3fF1prZ?rvcfsGo4*d=btEPgW^?Bhf-g+OGye
z04YCvHHl%s%*I9evJ5aD_8%(cr=kU9Se;z)EhlH2scvO(Lse0MfDbohte?RX&I6Z$
z71pg%ci+Y^&v~7st@kqQmkWz)gU1lt?j~K+6N9sz@2~pCrySNP2>E_{)VLN&Sli+1
z`kb9v!(_Z|_XOOe2;Ygmjn#X~%uRvQeIw<sU9X;-?w(eGAJ9&>R(2)N*W~KZTq7i(
z!p#Tw!lwlPwXU~xrTo*u`hn3NMIx`#48`gjJP4Ru6+YvBxO5kKb6qhIz|?(ce|AR7
zgLfi<`6#ta++~h(<eL1!=IaPY`N_(u_MKZf*2<!isIbO$%ox}1M_v)@6c4q%oA>Nv
zkd%<Y){?VDgEOm`m@&k5S$KI>VPOJiEfTNzv1LAYLgagR%go%kLw0?MTVj2qWsW26
z>Y-Bu5-j`Tq>W!wu4*9Adqv2*Fl54Gjxr(dr^lpGZQZp*V+hz83SCz#q8aWjE%9_7
zN=dz0Uq-Ij(a{k#T$nUILF|G5Yqx{j!Zi+ovv_v%&kPy6bT+<X<zQb9tFdyt2lj8V
zi{ig7RoWNmvH~Z;Gh!lm)u3T6xE>r1vv$`nVwxfw=;$uINcKRS2Hzfe2y6~uq1lX5
zkCGc{J}zA(4`k`a@7~V+mV28ySpSUISk>uhhX!;$edu>_C5tFG4*WF*Ot<siOxe($
zY4@YYW0;01=9&B!d5#21UhRO-)W3<V3JMA=moIlD`+HvO>8Gin>7d!^?@|)TwwDL*
zgR3nQ4kopT4|=4!)O|&)LC-{#3quYz5o5@zpjmgSz~0OVozT>dx7+eDV^mGGD@~1u
zeauGKh*%ccvOzl4Enz>WW8C-PSRa#|Yz?Tes82&QuP8r^7aQL=b{-|hl0_k)Y}AZa
zgzj|phN?CDL99V;_EdH7t;j;gOxwj*+lTdJyABU4A$M%xgHGb4&}#DZW`bn>lLa*~
zhzd#JE)IS0<cFL4Yk%4;NKCP--rUWk1tgZo<^n4+mCWpG^CLDx1mm87Pw#dM@d$v?
zcn$of-6zi*-nCAWpJu<jV_Zg1(lqh%cq7t5-()Y$jmZ*m#I%<`h@X708cjA@&1>v!
z&OKT<Ec-MR2slWL!CScewAPI<gTNh|RjPr?aUG=Vt5>pD%rzR#37ybrNH|68HcA$d
zz;!XG$y7Cvx1{EJehQxK2lK~zpWiS53@_80`n9J>4E;F-(5VHi<1%w{6qS@dI4tt&
zl}bUP`*aeYNuZ(Iw<l|dd#l~xoi*KD7#e_ZkYewnRN8CNHE$+@ZH2)a_lv561#Fek
zTGX<G@2)~f1Wx}QD3P-Tszz}1WfkI(f-{lURYyaqsPd54yA0&?7u6V#bC?A}HpPXZ
zp=@2z%xG3kuWCE@w5x8}TnAr;mz$1w_||S-iQ^sX*X5}9j9gZezwUNlx_jLloZC@g
z-c{?-0m?R#mv=$iA|ZGBs>7Y1(?iFGjC~KBmrGmx@fD%H5l?Ovl&|f`^_v(c)N|>1
zrYr2B54w5c$`5uqZuxXS@)~u{&Alejme+il;JY+6#R4y>_#vDia;(oW`|q=ecBndQ
zi-)tM$}0u!>|M?|C-35a;0<vf^nkw1SmnV+FK1B{ozRog>ANqNKCr8A)!ds@>+F3)
z9a_cX#z#HIryuAX7IRg&GDiE}N?O&&(Z0r>7UmSc?(S|gNFq6cz)TnGY6*S0Qm|k^
zvet2sYWSo;An@TF+}-8ZZ!L4tdS|3h9B;fi&|n+zYw)CUyC?Da?xIwtPEl~CuPbOR
z-y7~vJ`#F@K`18s0}7ih{<SqPDEazE3~=_nG^1|L9(W&aGsqV~4|LF1jDc6+S4etQ
zBH&g+c@Ov8LL$%4!qHHBJtN^=%WJ(r{fy+*E8#~;NuDrUF>hAH`Dji3NG&bk=!Y_&
z*7}j}x&SA2_hHq_YRd51-b93+_TKm^;iB)**V^{Np&uUYsF7f2!x>+iA&Lm$b*p&;
zRvtb*fypU<w;{=sW-&&$Iq=uJHMtp<@)+&Ih2ICtf804WpVlXVq(lHdwfyd!3jRdh
zCSWY@s;ESO<3;|#gC)Lhz9#4o;Z=#J-j!T5*$u%fYimD7U-`{}{Nb%|?#(UH1_S(%
za+OmFj07!bh|``tPpFYLbF40wAU+?jc*p9=OnjW8k9=1Cdl2ZN-mY=5a}>s9tSPW_
z6>3J9IY?K;=^VZ>QLsvqn_i$XYVDHLrXOF|b^H-m&>C<uS5xMcxLgErQMjsf;m@Po
z`(Y_5Ulg6#j$FfyM&)co@cW2JIIn{>Vmjef5@0WaeN3Nra1;=V%aM0Nf?c@<nwm1Q
zvRFE;g#|+y?K)f6Rs=>_kD;gAIVB7jf%(Y~01-FM|FW|Lb<Mu=>eZ{%53O+iF4h+c
zIUyhbc-hO4FK`;=0}k-7y*)*+t(YF}@8+|;=_kNlhe?Vy{%9g<ekpHXnEyA(vj;)y
z!L`6sKrc`K)x2xMMzZcVjEo#W5{-*6O(3!)(RS__&S0-HIO2b8ufB0SVmw1MMSMv)
zIkPbx{Nv@eXl((^V`M_1Oc)g-q*=>h2%8Ktu|luLF{}R9LIGtucBDWs(l`h%=YeoV
z3}O+Fpp~2BM@`g^MbKO37cNqqr4!b~9PYs+H1;DvP-rq)ZX7cw{yjld(BateWKY$>
znYz0zkEat3=2d;w(`Wr=zXH=j;4_y}Dojg&eD!Y@u`_EkZc}SQ$cx`^yJ)}4mx%C^
zB;;b@(2FG}{p<A7ryU=XuCfXV>A{51A-6mTaaH}QwImqWA_5=+BxE7OA%k&OQdO<0
z)unG~I^5(HXtWwPOlqxJLRYC4HU6>=0j@7ZALjdC1u4i%rxFI9_Wt?^AHn@A%mEg#
z16oH*1B_*&A^$QJL2aAJbTF6DNhUA?P`p`3!0<Bz@MJ=~jzt3}2geL7xN6%mQBfon
z!~<VpD4h`IGyN)dS;o*wp=gL4$6;a#vLXX$W}$>t{*!LC{mU;vZC!((B2Q}k$_m2V
zz__s#nY@2Wu?AsxS!ndiCmFSZJcwkL0FKE9mj6N+>7s{Wwe8P1Dd5VFj4`Z-Id*F>
zs!c&(KRMZVDuitY*Z_hRE;!W;(?Y>dqXYehk%6G~FhHji!2FnJUz7Cot>?d^^%sl`
z4PWn*)&KZ<WRdQj&7sUw`<-cy_RF_#kT~gcfT5X#y*gT2Lg0>@hFNlfS(r6ku*L=J
zxU@ryu#o3zB^ZRR19pN|Z2yP92}G(Q;LD6JFj;j1QhNIOblBC`Jb|)TU<745AmJkQ
zTwt7wa8d07M|W2yXSJ9w%$=)Phq<NL34X}nzcDkgb~)qX;$FYG^YuiiLf+ZUO}k)Z
zR>CGkhgA05=#Bo-)z|urCwC=$7bec>>t9o)UL>h@d@ZSpFHl59ms1o@KDQ2o4fCTz
zqe9PpI|I*gGyn_2)$5M29JcqRBO?{oA!-`?KJ<Jyq!jb2LPx>xbRqTS$^ouqE|b&K
zk4o#$Q!F`PGU1>gX*u=G%uKEunMnZYi4UmJ()Xo~?l@GF)ITjPuT2MY7af;m${0Nc
z2-ga1LQ9b;755dX_&PG7()z(eA{+VC_J-{VPLLab5qTc0Zfe^<WEs3QkxS9FbpPxA
zqrm4$ZLY1(FOul^9_bi5Jh>3L>-5tS1bl<56%Nxfo3kpZs>m=EW}1?O?_Z=0k0ksr
zG$Ye^dS2m?Y=vKE7xwGL01_bvnf7?*XtdBk5W$anBuV*+R$Qu8S5sqz!LBt60se`~
z7GL|7oBR9w7tZjDi0lDs1qA>SGt2-T5#Yc^jJsi?Ef;)7?ensVBx8ONN}v=|fMT#I
z&PI!iGPzK3snz|3tf{s20$+En%W{4jH(M{JsBT5Q!Vf#Bb+yB$s73}!j>Mb!RZ~va
zbXa5y^cu^^1bXDT$}Fe5)t(5RO+toTxW&|>)}Ar&n+9i@eIl)|Y2MufY9B%lRJWoH
zwn64KBK+)pm)4yZfv0;+pS6Xab)Y|GmYY6siq9IT;c=s#FDzK@S1jUqwl$<wQ+_G?
zhCA$So*_iv@M!mgQ{j4$rU){fQ{gIxOSF-IiciGyTJt*xIKm<GYV+(yAu8yY+%e<Z
z(`Z?_3(t@y&n;$iT=CWpHtAISjY0;45T`TM?pJ09c3<F~P9yKb4NDPl3~7W#azQec
z&@r2FmKR0>3mks~lR%!k&r&Cey7Onb;DEKU6t0?yu+P^l(zMMNLdj?b_Zd?7#A?Kh
z>Txf2>D-M%9&XBXzcouV%D!LIZylIGGhGw1sutp`pXwrZ|IE&I)6ue=l9Cg|VGGKy
zG#zZE3`q}=Ju{F@hfSe-A;TS4>BO`?d=gGsP<^x%!az2=e#d)L>pVmM)lTTO&xhH6
zBqkzqDo0IDIKVVdk*=<;*F4FT`*4ZROysbsr0S-eo(1-eJpko748-7K(}AT>`@Df-
z1HfmU-_BjC6fvs*F}GnT2PPsUmG0(*okS!N%mzk)f1vgM*8=_Dj+c)5Gy@*Zfm&x9
zcbMjEoyZMGS19bwU|$?eB)KnA4|(%<3lgv=*Ik9_(Lni3b=(K_iVIN>ft8|*{1OGB
zGB8>R5$h#VTVc>96LKGHAR|y7e7*>}a};D+7ZgvG&>`&SR{6NNI61hEtRTO^yaCo5
z9vd$z14s<sQo(-aKn6lp)a%z=c|}DDFvdkgM<Uo3=w8qfegq*_1X%O*K$7U|!;d#|
zk{_Aezn{y?*y;kxcmN5T{fLn(gj>Cskj192?>05x{QxkKb^w=B*_(i|61dL+B#z18
zQoA*@(*W!gGJ1L*M6C4a&yZe&!2lY@62Z%0Izslt;GmWZ|Lufs<Y%M*?+1PV+n@Q#
cb;z*dYDp0s9{&jDp&yf%R*@=_xcm730C1iYWdHyG

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/winter/redwing_synthesised.csv b/modelling/data/abingdon-all/winter/redwing_synthesised.csv
new file mode 100644
index 0000000..43e974c
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/redwing_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,24,1.0256358,21.106708754368842
+2,26,1.0059748000000002,20.702102167099124
+3,14,0.6729871000000001,13.84949971046964
+4,1,0.2479946,5.103517052404175
+5,0,0.029378816000000002,0.6045909404295281
+6,0,0.0025202637,0.05186487435414013
+7,0,0.00021620074999999998,0.004449226774968374
+8,0,1.8546886e-05,0.00038167907272979436
+9,0,0.016127307299999998,0.33188620967921206
+10,0,0.11744744,2.4169680017275224
+11,0,0.335936,6.913275952445937
+12,6,0.6478961,13.333148361037543
diff --git a/modelling/data/abingdon-all/winter/redwing_synthesised.png b/modelling/data/abingdon-all/winter/redwing_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..78918309e85df771805f2dc0e603a8f9afac01ba
GIT binary patch
literal 61356
zcmd43c{r497&k0Tn~JB!Qo>V7#SqGpy^>Ib>}&RIh_N$7j}~iX4@0u=24mkUTZ6GP
zW>AT-%$S53jN!Yc=lS06eZTkp>-+0-939QUxaYpF`?}Bbx1C-;($P46^z2a<7MA0h
z_wVYnut4syu&}NkJ_x>JTh!+c{=4O)ZsKF$>FDGC#M^=8;S-;y?w&sGF1A8`4&HDV
zPY-Ev$?M{BVnWV7K2PDdBqU(};~nCj-cAx7=Dq{qC`X>&H-)pX@SJ4+JK&Tx3_gp(
zt9e)LaX<!X`cPuR*m&2P(^+5DTz@V#_Q%DCx!qr7M;r~PfCM+7-6+R{JuNnOK1^6~
z<-LZSf!w{jls%kBn|b1xnik^L_Whw$lFQQmteI&-LbImMfTmP}5<MgH+ggAkEBI{i
z^-S&^@9K$vU$dwd{>2OV_cfRQ;h6v4@=AgI-hqF=`{g|A$N%2@<3zaLe=ogWwqN=8
z<+J)bHmCo6sY>|!I&=BJm(VKL|KAQP<OsEHwK#I*$UyJFb1w~@Q<oq7YSGB)yjqa)
zV}mxNA!vBxFp(F}i<_HDRZoA~Ci9uGwI(*&*7T7q4PkkNW-iVJBQvx22RQ{w;REs-
zvFBusI-}0`_Wb>_(6Gd)akX*fM(FO=Q~$rbY`-R6ZCrTomN8+Kbj|Q_Ye?Wt*U|f#
zw|s{UjV<$NvtiaHMrHb!swB4keq^x@Nu0F~d+SQ4l3QsnGUGLjExaNne(?sNW~-=8
zR0143M$8HmkMBOUTF%PC<<r{{c9?}F%9Au%HNdksR$@#SFEOhv9v&H~wdr6bZcy=_
zCB_w2JBuIVAAh`e`~{!G04rPFY-rQL<7a<1^|2lvD>fX-f0&*zL5$&(-k1rdEd9nv
z__IEK`=hE`VBO))P1w}qs!y!4P;>O-{`WV}tZ319swGiXD9Pt3kUP_~7m&j+v2}wY
zePJh(t*NbTj_X))lAXI)yGOy$M~#)|oXUf*{<@f<8X^{5fIZEkYGuz{x`DwDcYMc9
zo#d@|&fRd%-e*w4rW$=q{794E?cWY$saV%d`=!52NVw_P$LqT^tbR_`<CuTlU(c-q
z=g(L_`id&NtcxTyA0%%&tE7lq7W>ZxYA6L$AM5Mu*EgNxQQrM^hbVYab~dEi*3!i~
zOy-`9k&NRN<UpnZeeVcQiP%a2V`sB<q!mHWn603iNzaDT%a9?zH9H#vb{-sH`KjJ@
zg+(Z5GDQk=y1%b)6zqqxtk9jS8uy~*fA?I>eAdC|l<{F5t709t&!`h`-LhqD&BZ@i
zk+qdJr_85V`wf_Xa~Unv3yhN|ResJ$XmNxVvi#b)Q-gB1r!!nJi+D6_g`Hy-L9<j^
z`*Q00>RA>RwL5=4Q*mSP&Qz0sMYRtlTB5b*)am2)rg?tNRV>TkY77<;5?0NVrnhjF
zPwo)+VB3Vv3G0elw+Zfma~QMQyi(Xyjo$p%q)hx+g|+p01wSA0EE$+tcwOz@#>xb?
zH>ehWK4|g7@_1SLOvw5}2YY+|n!{iA81&6yZ3%h$;VEz3Cc@DO6Pfr-3ck+s1J=Ly
zop5W*T<G?EisA%b-{M>wm5f&it}`lpqy{#_$e6KpSp%HN9W?7UUOLpaw<#eq*Mm%t
zT}m>xT4FEKE*3*hfDKL|%<LGHTgW@nA;CIIK^ueM(iZKf&WtVer)Lsfb~cvagLAMj
zWn&|w<dH)wbIg@pB#X^q<EmRO`je;Tn+VBm_<6MAl$C@;^RI|grIiyO`X^ipGV>{|
z^zwEFn`Hqq$TbeZ&S7rkx$dMk(;nDDopM9WJ>puK4cn(%6RX_ii(?VfjlP-kwWX^O
zCf9Kbd2SQs1N4i+!kvNGI*;io)3eGUTfc12XjO$3HgArb4@i!4HmTqpKPUI@t!M4~
zbTta0c}g5|@WDzqZ;qL2!PIihJzES#jmyP0w#`|V-f4?_A*<=iJG8d_vg7Au3UjsA
zcSN<;glWFEDzPmC?gFG*2l!A+u>ZphImzzHR&a&`PFXD#Bsuyqq&(cQl~F}km|Q8#
zRrf<xS7%~(%{>}AO(nmz&ce!dmACB~v-^y!_3gCu*yoIkpB;#7v**I+9w+|LPId^S
zP5aYBRVI4}X5m;R$N*xM=-!QU>)Wxd0EK3G@e_x{F}M8U*gQllFP%{j!=ppuIW{R=
zbcFMqW80~9I|{sM#wcO(Xaa$>M%vMqXsPMRx+=`zKT+d^6*$f>H;B79Ia2_(n%|59
z_3QwHm*v^@Uo0$Ke~*`2u4q1ZP~*yp6fLjMxnGB?bxSGGO1d@x3));xnrn2xB+IAZ
zm#VSK>*rJ6zh5pgsmh@=E{~N2JNBi%CAK<Ykz{$W>k-|;!ou?8fBs>gbx5%e4MgI}
z(@hg2ZDC=vl77WzwXSh^PzgG#eOJa6>y);CCS<NqT4+|-wQfO5hOUkdRcUo=ZBEHL
zWGxaN*x)^{XpVNj`qW(jv7tw-|9nEBFCjBCbFQ(<t~;pMuw-FHS4%6Zz<d5{D|(uC
zNHF9Lg)wCUiHnZSi!GunzC3Y$xoKb_yHJbXED%hp;<vK`70$YikPvIF2P4!E`8ORB
z2xvF3U^{fe#{-|E9<4YhxL7|I2ajt4w-s(NldE}(_<O=CxZgjf-{2b@HStA((ws2o
zS4Z%UF3`!m)oSNnUP?xSoAXm)yz8@)2ch1pm5!!GwX70WmM1DGrY%9ftqkkdkcNVX
z=`!*=KA^Sy<fW}tv?*iBeyfBf7f?mw@HjWAUtX|dM}y)gw+?>o>)Xii>f)0ZnAp*4
z4cX>TnJ3Q0s|<K$WODAtRIY99(JAXK<WxyJZ^C$2<?YC$1KZ#(1<oL7)3*f`Oe)&i
zC$eKrJ*c?(&=(Cv7-<@-S;qiRdEoHyup)SJf3>KvsfdygGKifGMcO`S7iZ*NZX@my
z_eu|kz_|Ss{QKZ-3p%%!E)lEc2Dgb>lp@pWd<w6E;MPp#O7!n7$4~zpkypM0d%)V=
zIpg29`&;`1Vt;3)LJ4dwYOLM2l^$hnvj3w{!uGW#V|f}ivcLbhEa6*l3|NEt24()X
zJ0w59G)876*uwlYmn_}z^?gur7Xk^OmMBc%f>BqpuI6p?`@tqFJ4PCPSNP|C#-&fM
z_RG$0D7|QLVqy890U!#Oq%vc}U^e9tUCQb)=mqNt`5Ca&TCG*d+Ut_t{Bvni4pHz-
zNU_-9P`#HOF^KLG{$8~pE3^@A3HF9!8-toIQJ;iFuA0_3za@6^SZ^rq@2&^#NZYit
z5dA=HTo3u(D}n?ySS|(BQtUR$F$KR#%=EWH;v208Nez>|tydbXS7kkCNbJX;_rHf0
z)kqjZyxQ26L5GnS-v_rXL`{&Rt3O>9d*oW$8BwDEkLI;|){pF`YFy+!-0V)vIjZdb
zdhTh#Y=!JStZiaEBG=8{6CFC_WeY>Q&-(|AmzvHsc>pA#^XwDSIP^fqCzD@e$767C
z=m~m`M~9E>Vya*|hkvOzt)GE%w;Rq@W5X8eeN^P*;~Vhh;1+utv9jvciL~=jKXUNU
z!7!2+DAaRlDq*b@UylPvWgq!1<)th%Fjl9Vlr#habKwjodSZ`u7l_?l0{4Up;j%((
zj`7zae!Lb5*-zzF4ymX3nVOmo>>{?lzYL7%jD$!k?<`&<dUI&)QNs4&doH%5O_z?>
ze_gyMw_n-Qzc6N{Kn-dmB7-v~N~gPYWCnOFo`y@<*iqtD0cP?RuUlbLu_nozwAVcO
z{6c<)v(xbXgtZ>q$8i<9BCldVC8fFx>E9i9K652q2DaR=y^x+6xU;*C%>=tVw#AB5
zW%nsD^^}g>-?`y>=V;pE4PT^#HWvB!?^emzb=Ru4POk#|Br$Hsy}4#wZn2bZ%n|hP
z{f%D#=`XKODFH;Z(SnBW-}(F38d=H7ju<*HMUmi;GgF;DzWU<gbyo_4hJaO22%k0;
zzRVb}QeM5isIfrb^Pi2cn+bA5PCQUsw@Pex)>L^JOeHOG?3w)<Wn@%O465vJ>xw*c
zSMvg3n@gDqzW<u*I3&1%@Va_M0jlEhtWyWz4u7y&-9`()vuk))OZZSbzr^*P|LN1V
zg-fZ;K}mG_ox`xAB$T(SB%D1Q`%6u$e={N+Md-uUZ^9TW)&r83O@95fpq1)im1rJ`
z0k3J$OcyLd_Zc*vfc<1&=kAQ))dqR-u+;`)2u@YTuc6GmPF&;iBXCZ6fmR+bhW^sv
z|9(|FS(7(4(%$+VRMlCn)jEtZMiZ_R;@(B$Ed#zsZd-XC5Ru)o8szcDT!24MYLGrU
z-FJ7z$%XABXxGK30(!{cQsXJnh;J$aePF|{ax^z|L=eP;mK=$YnHi~O@^A3SO&Rb*
zAd-Y*bt~mf<vlb9?1WSh*^ir7>=h(todaDTZ#qcCWQFZ5*}qD<@yc)t>;Tq}kd{zV
z^^IRu>zL5prGl)G2|UrPkoDssyAHXgOvJ#HN^aCnsyZSB^UUwL12rwh+@^guKi%Wn
zuQljaszS-wq*IvM+}XbNLOPa(2FK`7n}q6~?w#<WQ^7`6=$<#W3e2MjI#SmGupaPg
zaj0kv-y=kw<c0PUD_fih#3$kSUF9$md_w6(j2_EjPAXtPcVobo*&4uGd8s=DA6f7h
z40o5%!%v9H;@3;U_V)(1vC4F@ZeMgofoYwG<y-oX)hEvM<5M#(+f^;2?h^O>b^CTF
zm3>=+Y2v@U2uj1DbaGt?&7KZUAtMXzWV61|k4V8I{pPx2;Z&O@uv|x*_c7v4ecLXO
zGWWIzDGK+P&yTcU15O}XW?a~Cm^eR>L>_XXHzb`&*9abvadHG4Mn}+H;wyM4I&jfL
zRJIIhC!N;1w(l>_Wn^8{i1VSw^tH4tbPI-&@bq#a>P}6IIJ~+=4#wXn7`FRiIOtpW
zp~Tcwn(m#t+qIh$)TMsPCbJmH(E}HV&FcejYHkft#jYzxzoqTy+)NgkZt@uYGG9rA
zeyjm-q!T-#heO)TNP&xkA0k6r`F%(ATCpiloA;tVQO(dld>hV(Zhdd1O=^l{=AP13
zl*CG+vkJ(ZrbZPVDBIviQz4U19VA>eW}_80QzrLTfdX!AdVdOCK9x?>$_5=+dbZ_B
z@aFP7Y29TH6as*1tr8ENw9wkLFe)>f-<VZ0wI)?}L2o!!R1qRmJ~0%&Fs5A)hXI!h
zm~|?O-3NPoo)rF`9z>&d8ot9m!HY~!-x;03G~kG3O}e*OghH6q@JEFC{hZ1blJ-NJ
zjyOOMySH7`ZAcs>tja#=^owhK6>WRV9K4Xw?|lfAM6^ftMHOmf&2_&Ph<MC73%F_c
zVOg8GQ2G986;Uf&h{w_8EW;<V+$K+-_xrW2rflTIIB6zs1p2NLa7R2$-;e?97y+<g
z^|ZuQ*td3*A!MF*$}--w&6o8Vw-D;Krbp%Aj(vD4V0{W$7*=lX7;!tdpkU=Qr%IpK
zbmf!JH3+(2!Juwv_|+7ptO%38uN!3K=yxLcX_DS5ac6YBtlNy-^Rg%OTY@%gf@!OY
z75+4a1Kf8=okzYSmC!Nwqtf=WQM>)d;*gGwOV69XBe{(@LR3sXa0eqHN{2*MlbZH1
z$<Xy!jmjC$JOtxR<TN^)^^Vcu9)5tVwym-f6MxdXAFDxvB07~hOMBj(F{*B;W`WuK
zod;O;&e6rBy!OC4RzpY?t+fiP+w{<D2F~r{!@-%{8Qdg94Q`K8X%L}j9NpD;%^0W-
zbG<uE;iBCVUHv&w6<YyuFWY+8!Y#JtlEv`2UL(f(Q5b*&js(-8&WIU1sseW5-2Yu;
zFJ9NK$?n7MvL7@!`t?Tb*Iy8?it1uaxV3xf`+CG{RQ3QyqK)*pyjJ2h_x;MF)!T;4
zer%Eo{;Pd!k<zrQP-wq=dA6!sD9#DuV7zcb$c&{E`O<;k^pSAe-u&L}4Ekxgd=Ejg
zGAxF*TTI2n&s;O<XP_xM8}dmk)y6ut>_WZ6Mbmqkh8t-5*9t9PJyV%n2)^{%Z;7_u
zAM7{C+7*TgXo*@G@#ORG72w#`W7huDz60BYaM2Q^hu9U@j-iNpwaVRk>q6~y!U?Ke
zxb+m9pvd(_=Zch1R=U(63?rzH2%B@Vvp2N|5<;tV7}Tt0@S*H<;>D(#D`GZVKwFTn
z;4C=_qj^>sU<hc}iEy=d1Z)S=_zA=Rc_{ZQp9Zxwn>IlvtBJ~KZoR#ER_xljU^+jV
zsOU#BAqrkdMmVXNaV$*r_J@jNj(O9nq7^9Nbw^IGdclTsUrVfyTHWE^3R_5X$`Gn%
z?7^i4E-v}MD$9QwrqXEoaWxo!{C%U!^a@#!V^!s*)>%+XEgJYr!uKt{_IKTSI>x~w
zwDCuGdEt=tbD-u*lxel2yb845-g@I}6a-I-PJ&zj?MlGf@g>AvAZ*u5<e6PZz3S?_
z4nUnpXpz;G3DDPKS5B1_9{3`xoxFt#U`<IkzlVezTwlq8oQN7$QNT&HKf2bt?p<9c
z2JexQhGHfbx}^@Z?JSEDl>s5n^1R-3No>)UMq4ha*kR3(K{FW$(ypR$`5F;Z;ZQj>
z46`GOJbeE%!=J5S=<?G*((d+p^oCjEk0?=Z!pqp%Pmvs(8zZ_3;VQvc9QRSC?vdG^
z0_Bs4YofH`1CKZV{wg|fGL$3Rq$|4xD`sMg@n?I^vkI?tugqx`yrAY~6;`zfFp0ku
zCt2_bll-3It<A25<hYAM6dF1T@26GYcWQ&Xn@7@Dn{=Na;`C!prQ#eY<oi44ZTIh2
zh3OwWs63qof!v$ULf^b=y8AKb65=4sU2y<4p1pdK#_y4g{q_BGw9h%rLQTxy{({XB
z$+>5^x!@Jmc%urdmi7lXIP6XH#{oer`WUY~wSB?EnjfmrHNPrrJa}>&HCk#aJ^L<L
z*4a4?HVY(%R!lz|-3h1I*`JH5@?t})^I;z;OBgdX3ZX*CCvK?OPxemt)oYInzhN#x
z-Nps|vs5{L&pYB&0Vv13y}7&xgsqS8sC(hTqR9)J9vxA1O51GjVe|tpy!Cj*d&j|S
zwSnQSAC=EiA&+6!#=)Lb+<dEhAJB+!#>fR4{EFs2TXo~}?a(Xa6$uLh)>c+QS%n%O
z{R7ob1+r8K{<?|G(^Z5rG{E>hj4$dIB@#Nq*<5}_l;y%}hFx!R7@ks3*w1+N&+Oj~
zG``vxJr3o@6!T{jq4AS@9WtB^Yy}^Fc)WZxnJj=ts8w2(usq9Q%AT)y(L5i_7dw;3
zx#zW89bTAroQKcF%5n!-gkqfG*8Y8x-KR}dyBrS4n7=27O4dm*JQlLN*n&WJslDBC
z{G^#A7rw1ObczSc(S<`sH#9J++dBYji`q0n-^Fz;+RUXjUAcD!X{_enkncdB5~%7r
zo|7U>&+)9_nB&g5T6j1CvLKe;Kka!V6_?|YtY0a$AjZ*WdBV-K!J%VMayU<$$0<Xs
zUXL5@xc{Y6wT3>$*{nj7N>5lCDd1TN<y0VDpH<P1VEkD(enP2-`8|Ppe~0X=2KlGy
zp-|D$<7l&S_fV2_L-sRwoA9c4&9baS1^{c<e#!X@x?o&u@psd^1%msww?Uiv8E{<V
z6NO8b#kJ%piQyiu(KOp$=EGWjPvk-Bn>oJ^!yoP(A{LOx%(%?YeD{!G0eI=pezZOF
z6iV-Hy^lvte3H6K(#9p|DlgGL!KpYWo`BLbOFfiUu`O3M-c$9Sc?dl(ntGqEjqvw&
zi7Ah4%(Wi}9rNeAQ82MZ<For)-6|P2uN)qmJ^k8WS)(<!4GDw=HZ&bu1GrkzxyxwP
z_T(xrZU(*$DTf}mwX-zqL|8!}R^C|SP{RohTe!hwihs%`cKZ1+<3fh@c$MLmI-A(o
z4=voBMm|L~gq*9%^Za5SdKW}x7Cc<^Mkn;2z#Ti3>#q6h5lb&s9H0}PidNu%lb*K-
zvSmGoAj!UFlSE8&;Ce`wM5keLMcY$nJi1I`%Nf_yU@DWtuq(M#;U>G7HH$2!;$T^@
z$mtowceEEuXu7<!_5idHnGRVd-Li}9%z4W|%I$5<Wv(;1%w5I_uV^s{73wcjc#gdm
zChuMXp~*+SGepT6@h*?(s`SHKT4deN{l%ghz*PG0o)#_r)wa*T9*LP0@J{~AKDY-G
z8eS_rY?O(Ul7$A?XfKeoHJ;D|aKE)nPAbBtZp`wW#4O6M_ep0yi#p@nu(z{<=*It6
zptCxM8*^;2JNirx6ArK)+)DPy0{pjih13is-!M|`ihvqzbvVRtf~Qx(GzKl`s-`X<
z^_6N*nr^Ct&qO)a2YWZteHMtd6ISpDZ<)B{Oeb?Tc1L5J)IE;7$k3goM%qm9y1nw0
z0F0_wx?Jh-puyBQnc+YW;pTpHVtgGn{~N85x2f>-NXh01>Y;VOcSwPy$uC9OU>Gh1
z#vx<622J<(4^s+`L+?(Zip5M;4q6a|@!Q)Ipf~UO(D;;0hVq6{s--|z(mg8n+t4ie
zwHsd=b*D=8A1LgEScW6ToPOwq0}I}WC*0i{%T(ri7mixIb5j$>|8A$Ay{X>Mg`TIO
zYa^Acz7ZoKjwA%hkp^i!=-yBVc|t01;G6pWL_z$ipnmZFl%!GGbc9&AI|qyCS6ekb
zdWcuG4q53*njiIj>EohzS~;cGVILf`PEk1z*kw&n16QcCR2MWh>RrelF1V}TtcG42
zqe_$R-uv63f+zhD-CcaKy0hO0tz@eGuFUBSo*W94My%cMpUgW@{Z+hrBHJN(3YqE9
zPhGB^_3xNz8b%gW5uG6Y7eE6(x8+kE$8j{Kal%}(m0&K;o{m_+5hLijm+(J28HeH+
z$i|=Vv@?|Yw0HOpuw1z)z`}B25ELWD&6SBdPwm!`zhCnID0=kab{qzf=kGY6m$cHV
z+;LK~URelg+8-@&dvx@%Zk|?B$OJG)`lW$R&Fbk^keho+cXN463ABTCOGjec){kh#
z_;etuFsXnyVMbtm@DAtZrOTHW>O;W$<UN9crlOF-$uC#gV|SCu)M<e~-)abK$Ru2T
z_<OX>T(*0?MDOE^0^80g`Be;3!-J{&uS&`!Q+G+tv1`C|KuqA|k{^2^Q(}$3RZ$h)
zTTh-m8In@#I`*~NW4iHz${tcFIK!)#;``>^yLWTHr)u4TFY9EOEHcQGRi6zSyd7p?
z`MOzFi)%m!@QMot{r{-q0@E>xtIBFXYz%3%cBA%WoCn(*uuKZ&-v=~FMEB_~rLH(E
z49G%Aam&W7xGKrI2@T-9z+?0PX<J8x0+hrrs4xu}U7$ckHtkh#LolivJN*)9^T8+-
z>NkPd^Y$Vli*q#qNB<DA{afB+A8gcx2J(b;SmvBulOPT8xWY;a3s8i4uH=cX6)eJf
za`H5>)*u7>@sm|SwPXKR$wSm_@_-l6gB6*rIXvr3WQz>B<<yp0)tWz1LS7!X{{5vO
z_f&-lGT=ft?A%S)pZxpSu)XU0@t&6-q<-7g@s6+BW2g37VYmA=zfqDuDGPF}v?=%t
zGp-S5W(4MJz-kehn7;eoDCG_CWJJ2{@I*Hcs={Zbg|2g+VnZv<HCdmj3L=$))EVEb
zCWg|ladXeWv$7tfnwQ7;^uO7$utdBBd|CA_>cPpnTeS`>rZ3_hawnyhFUHB;Hnv98
zCWLP=XtVUA{HME6BVy4#QWGcSe{zXv_pFYf<iw=MuGt(yt&}cCJA|0siy?=(Mk2+k
zOMzspBU9)g(x5%hiaTk89~nfsi&YbUedhF+$|F&Y{`s7|t^{N^or9_A4Uf+zCvnRi
zjC6=@6r1~sLRf{Ysf%b2pt8h1_e%LftGlFZp(BIERzyd;dG4C3J-o?Os#!-|nzU0f
zoH&pdssmaFIx^glh;}GRzUsm!2N;46RlcV5e6YZH-4FX?IE2ZX0G@LcS#m}bMRd{D
zfMtlS^h(8*slGY0-IMuOTDrr==Hk#rd-W9e6Hqq{iVD<1Z+(oESgFke&B=F07&O0>
z{i}pd808G+QEiL{{^h7t7;Ja?foTf)qB~!FvY}(}^{KVwBA2vLG+|t-SIhuaC>Gr>
z^^&~)3Dp8cx?yU|!p0>;7acMF>*nu0arx9h>8IaRiJNY?r_|6&GQYcKeSaJDP+c*t
z!SrBp3t9|5GBXP*uPqG-sU-XK6rZqOR460zPLm%wBSy*JUF_5#^#~e^#Z@~gWaSAz
zv6J*&e(WU5)}+#8jUm*c5vu|u=|QQ#VFXfjUueN(@TZw`+t6r<S7j$EqsYlOVOeS8
zhl2ZY+fA#Dm<I8a#N1rdkLaljm0V`^VK3QNd0c5c_39C#*Q0NY(xV$m{&BIH(Cs=X
z3u(Q3FRl`M72}6)QzMWMyB|Bi@*%}$Xz044I17uaMU`+OH+yB?0(#%(I)}somJ3-7
zgU@?7HzT0uxv#LX9EM6U-R;}$QrDnYT+<$Qh&8gaygGq?iLN5KMC7n=3H))tBixx*
z*mAGYPtjEM6c(1ZPdXwX1IY)_Nj>G3P2LtBk!Q<TQjgqwE6$=iRGA2Bq|kl$Ff7yj
z2<Dj*_y;YKOLoCnd9!fQ-6f`hi$<S9rxcU(-09bwJR0V?ov`MhDZh~fmO0lYqfrO)
zRIScmg-j!Ct~*}j%25`tPf-$P;nzg3xI|8t4kn(lt8rL266=e)fATcs*{=(B|Bvnd
zKfV0_<iP8A*DG*&0+X-=SgM6yb6ww8|1<KrhS2V~9N?n50j}>5I%^;EA{C-eqs&&A
zBqb%yXK<OOru2MizI%B=SV~gj?d!nT5Bjw2ZLKbxT0fcg?~n2WQd7WToxy6VHF!$h
zyVKWyI#a>F+;)iR1!moJ8$af6%=PU5@SFeZL8D#<x&YsLa5Wv2i+{iVzs3-Hzpws#
zfS%sDHMxR-M5a$9a)Aw;bB>D@=nokNm;TE#sIvEb{W_csHLr1-5C`_@6)Oiv$6G2e
zF)n#<d8c9P`oQHhEYep84*#P+X7qn~h-dc?N0nPN=)1VMMESqv5>vAR3loJ7?Ct4!
z8c`4AUp*k&eVz&XvljvWmF75Y@@O=I-FJDEY3L@U@@6@xQ7N;O-3OYQNB&!(p&Jr7
z98O2o=ktr>1H??k>R7p@LMh_Hzjs|V756*PPHpJU3HiHgea8=XyV=O;gS&F|{erNh
z<PdEe?MF5v!X*gdLp_2w|Ez#*>KRjS+UeQ{dMvLTk~l*Ka73&6=)V6#Awn^%Y-~es
zHX$r|e{IP#U6g;nZpVbF|CbN>KSf1^a$wVqhVjZfg~02|y~C;W7<d_@PhOtS2Xcx9
zFjCB0>*VJX4HDnH$)3lgylie8at9{SK)t0`=NYi|xP1PLpQwJ>0ZQ&@b0A!aI%%i#
zW<57SXSjigECF`jGGG~_zzM9tdo(=+i}HQ-+OsPO{2<wK82PYi_@>X476bLPh3aTu
zV&)3*buqfLzc_lowm8vg5uExnxjp1{2b>XE2m9D{`{yeL@;bn}nINDr)fU#qloF=>
zXAxSOnroISF2k2BeTLM}-f(6jgbiSvN7lBn<Zy)R2_4KMV~6dm`^PHzN@`Uwr=IqE
zFi-*2Rt&GVJO1vu;VtGRx3%<ngPBj0(C+N1({E=_DGJ0_KUThY@w4f@ebA4H@(W*1
z>5c+0pMB!|twms?4?%b=vH@uLCl7oIr}k1f@2(y3w|{|a&!}PG-lP|9{!V_mPh9mJ
z^A>zTJMSW|gUm!fh)@7{Ho?ZJ_~@HgnOW^H5PE*H>stdWKO}w|q!q@h>@*CEA8Rr#
zUDk47-}k~Zrn^P5LVmDYtc(_YJbLCD@Ph6w&$Kkn1kA;T#0!F+qoY8+;Y2Y|nAx!l
zCjcFqyO9EJN$4`WSIOfdX7a;jp)YN~7wEkf;n+<kn2&3ii&OBnK&GV?F#`<1b?`;=
zRw|j`YuyS!KObulR{>pfERdK<+`#YHn4b;-PBuhYhASFKJ(68}Z0_2&QJ><1NhN`5
zlvCgmpZ$vJq8tGLCU$)UrOK9qB@&s&d#D-Jd9~#paDUY;{csLi4<GtcFPB*~psHny
zAi^L4lQ}mD91RV&gU1FpmPW?VF!N0^-k2$YF?DMmtAM||tEh6+dLHYLs_LJ!tZ&hz
zFf3AOAheL_Re*w>;u)3|xWH!_w3K(vxIAM(p2&Y5$kRIGD*%BO6&Vz`f||BHGZ2C9
z+F3+(FAjZt$u#W1C-ekbIc0dg7%wv~0IIAdQ`wNd3=nBOQ1<jeP{3!$hGxgu{}C;5
z^t_u;G6+lA_H<dg44_hf@XFXFRd;hSuY2-z+3YE>ymPxXS{sMp0BS0zbpe0T8HaL^
zFFyy|uGYOBHwF;3b^Hn-oX~6+wV`y+R-C^Dh$$t!b-^Vh7rCk#VV3!2Ju-l6UjiP<
zE8UE#(0sqJWJqJcnr*D0iq*w?F@qp6QC3pXI(6i!*|Qre+^MznOgXO{xFFit)#llR
zfUGP>vQC;*=MkhC*O>2wrN4YU1HeQB?G$m}9pDi=7YK4M)~tKBY#Je<NBt->WxyT0
z8@9JyFmi|^8Jy(G4)9Qd2iFeTLcmk=B1F0Dn}Z~zYEC7q^_nw+nL2wE#N9Vl<r(%`
zM^MK~FNbnOa1Y)5CEi731@7XGLv?PO0{ic|Kzc?7N$iMhx~wNKuvGTeI7L(!Q6vM=
zaeK@%)Vba@iAEm;-3r*W<)A)Tygct`f~42wEr^>Vnc}|!u7F8UK&M-28epyAwyDL4
z38g8RkC=Sh0O)!E9{40&Pu6@?smq;EujkpuKvxs?TWB+X2oLy;W=ivV+=!sLBjx?|
zClR236*%_4mk%FOO$PK{KU8S^QOJ>3f2&)bO~6yM>lX73(o+J%z}2xN#%8*txzZ;&
z|2{u3(ZwKVXt@rw3*5@J{jUA(&UcX2=!2Wap1qkdPyBc<_O~Iru0;c8x($2{Ul18u
zYFsIYN4(swVyHq{+_cAG62k=dcwPL+D4MO(o!Oig>RWZQl(%OpAolSpdjSuTinzd-
z_P)Vg){opj3810{0lQJr(Stjqwv0tgbTs)ZUJ^L*(QwQCJw{SuVqH&iY@|az>)Nvz
zaC=BP7%?1qSlds5dFqF`Ijr6TFaG?73FaFC4NHf&GB3K^Z8%r6wa#U#rf7X6xwlDq
z>l>TMolQ`k;Zho8UUNT>$ZS^AwM)`KC@$dD4;Ar`A0_aW<^yyAQRb2TwRG@yEEEpl
zoS5_3)c$4aXVg88<(FqnQKV^LJT3&Z9y-S(Bmm&imuCn*(;aW>S?E+{$=y0#C{}}6
z_@4FHcE*P?HjPED@S3<^Q3+#grbtOiW#s*ANa^5tX_!*iA`jEmFB$aUOG675W|qDh
z0>($i9ASP980-^AL^2-bvUm!WSXp!7MK{oR4|wvTc}KyQFJD5c)!FDzBD36^j~akP
z#qEkiKmHox5{iQ2n>7R(=ubG_>E!Xm$0?41VR~%fOkVLDie6IC9?||meyzQ^v-Lyb
z^*+s|-?v|LTS8dEHB0+56;gX!l{=<}<;jzzrD-L3SYR{cBwLwD)$MM6_yZ(<ay~zl
zu_I5ntSvThnbBDQ0jddR6Zro5<qFf)*>TWbjXiTa2za%I$zpGUfS!J<!<3_M$|{%p
zQZ3O_ZA8^WMMrV%u9NjhP9Z3Lal|ZhwG_6hS9u$%iM?N`&ZOq!jT@O)Z*6uS38GCn
z<Q<L5za+dUn0YqIMUc6giBR*CFuHH@PaoXc!;Ch1^yj#?Qn!(lD*2hE*u0?<V+oO8
z^^W~#mFT2uh(O)b@3#xyH!97X_b0q1?f{QV5$k|1B^1};VJDK;a6oHh7R}ba$8bOm
zZ{doJmS!w-tdd!yubXb}fG(xbF-*V}Fw1PUZXrYuRxy<GH2S`2wrty{N8JBFelV+q
zmitU*xop>dnFlt0qE=96LLyq0XnG>dbmH=@l`CO4zvL{=R=ssKe4@z=uyU2S8W&~n
zoo`8t9NJLokWzsiX)-hvlzW;Dv?LcNi6K>^+@7OCrceGh5A{&%BfL0qzL?UsKQn=*
z*E6X2T9A3l1h!o(Lz!v&+lPUOgKRf>WO$hA0}`7J!~9e7m_aK*cvE($<Pu=GEd*L{
zEQW%rEF8270t@8^hBFZ<K%n<%#VkI2e(<=@n4z(JaID!-E~xlF<-5=aE9qXD-e0fk
zv<HI55d@SCIKM)`FB|arp2Ex0T(KrvoOiF|g@PBpl6MyC=69&r&96OQ>9frjmvfhg
z%OCoN(hur9y#WhLMw8Oaa*u9ypEt5(3$8n%PhsA~yHVjSc;}^jB|REg0qL?=L(B@P
zwDs+I(0r0{2J2lTO9bFB@1>pM-~=E7dbR-hWqXGCtdK^479x-7Df_X5a=>H=ZzQ`c
zqx!I-70vpx(>@8z%#xTv-M1o$bs0;drK8%T6vOg5Ws_gkK-_ViZEdM;D<b>4nwA1>
z1D^b=376mb1WN%0*Pr!sa)*nWK1cF`6A<ooY(^up&=SRDS=SD$m8Q)O){lPX_={u5
z<;+>OfJ@@fI)FCp(9<|S&+kNUV4{!#?t`j|LUyNL4ccmDJ+v%>TcziQdg_c9;@sfu
z>ItV#`A~;8H*mg|8w}XAk4wtsR#vSu`tLS63^RT8h+UE5De^^u4~cRLfS<9bx{H3L
zu{ROQ<7+5KrkngHeso4}_FRmY<4Z?V76ACkxVFLVQ`0^l2I7B;!O_f2ueivHH^`F=
z{0U$Y23T{$$G(>xWq`cgPy5Ga)J5Pa+yDr%AgBpq55tAn9Jna^aTDNNACwVv(zQdg
zDfWzUBd}%=IHd4jseilvS&MFQL21VrX2}Fkkk@+<usKDl5pn{kZDZ0dehH+guwLgB
z2Bhu)^OdYP0b;eH^75wEh|Q$xtZQ5nCl!<5y?6uIQ0zK<mCzt5znm@`oZ>$LtQdmj
z>nU3;!Tr|T)(^04sruw=^S*0dv6(7H%a5V;Q6Jn!%6$;Zh@{KnCIu~gII}jlHW{*x
zfBA~vT__^JkeIE=dHOiz|G?>@5(BFc0?^NcHJ}~0vsjyYwTbMu`b7H`INj3ZHhMGW
z%K1<5cC#1lt61se$=mUO&ke~*;5v8vI2^@dK^<a0ZE&{E=A-g1ED(vfV`=%`a3at0
zeX&OREiKJ!JA#^2jsAxPG7~EC<qI`Dl>39~p8KmA`wnZD%cdHQV~dTieRN_11);O`
zv!_VxENe0CSGX>l`xUHIyOeA!B_^3wBdn1tqAA+?ZE?qMW^121uUDXzrkD>gNgpdM
z%}b~Ccz3?kG0$rna5ue7I}Q#7s>VZrIiFm~x5v!4ZQEJ4b|#vQ>i8C8vSvSg@SGh)
zy?gU*T6(d_lc+%cFk-wkz6y;>iu{)vb8&!Q{rg(}ji7<Eh%Nlle#<6l$~j3%H79gY
ziFT8W*ELl$7HJbPj?G94&n-1my!m3m_PMe3!bY`V#XleZ?EYPw)30)DwH!VK&3o$z
z`D|p=>d;4uM34NN!+%zPDq+QmwmJ<2&U;J1fAlLhHv}=<BvE4{5Cq%=klqdaG|+>Y
zNV#Pi1j$?lVqm2r&s`_UysCAX#bN*a#ZexS#Y|1iZ+3N91y)vkHQSn^@UYHT<$}GM
zUJAt4(&Mko|DH_1$ppTSAo5&P-a<7ah5)oRTA(XPCNvl%i0F>DhqK+Z@8M!%&0>J)
zk$B|OPe)v56g?eU<IXF*$fdj@+iD>cZulf)QVb>Y-sK!-B6rXm{U!N$A8Kk20n}Ik
zm|Fjlm_{Zl2H8+^pip|3SF^Z!Ojy8U%j<tcanX2(EFQRw7c;BhuhRzCu0~yF)-{%A
z0X%$q@1^`eC|RL^0D`0ivNHj9Kq962UJUPtn3!W=NyNnvcinjmw6q>P!pitE@4twG
zbZTd!R@8+D%ww<!Av^7DYObTPg_^p$696=2*j#;-+?nXUuOnJ`dKqy?+x#Dw!|JJj
z-mJ?1x~Y8;m}UqJ8Kmiv#2tWJT&N_RmbSJ5Am1Q%FG1yrg&RF^Aw<OPEYi-ruXi?R
z?dJD4@wFVUEefhB`k0uzSmffUW+8k1)|%>H`S->|Bb&_s9Gyjt$3J{X?fF4@6(9r@
z{hr4V8}@*?`gI6oU0#ADw@S<Y9vv{6<EAQq@pUG?(6P?b4UONm)e=_!?|yMr{J3^~
zhg>(ioasN~g;LK7`0<*5!c=$%u$iG=E~fjAhT-#HpAuO{2CohQhZpEIc_5C)y<G+3
zgb9>+?PM`Mpr_OZt~++-09J8jD*7s;)}u~2t3^#koKVa#MJjgRDAChn;K#;I%iIL6
z<R_N*r;nT|TOTfXc)Vq2U4XdzrbzTg_Vfp>xSY}nXKpej#iaB9Ee3(Y(K|3;<mi|W
z*mF(TeyH%}F52uIm2vLv%m0c5kTiBXcRbdro&z7ki@MEw%<B}dWu;B{!DGDNj_q<t
zG=IapjXF#~iUGZ2hVL_jmWytI2?rp$Tw#EO>oT}guY%(q-N$F;QMlcQDsks(Y(CE@
zPKXHKFQ_Rj=a?GP>%M1r0hOw+nK_c5Ka*PX^$4pcuG+dyY`WaQ{O7dezoRcg$zRlM
ze1K{{FdT?sZ2?TyXQix;dmC+(vGi56!Uv_<25R|*L-&XSndZ)yUBElfU~=ZSq5jcV
z`%TKu)2Tcr4|;WcIbV~&&C29y$|dTpY>tJu+-pO&S@QTOT{zYfZ9Vim^tJ5&rjtFz
zMmy-5dfC{C^3N&RjXKyp>53Pu0CNAdrV;a&CG<RQ@`Ig+_etIYo|P|%VlKbAb3*S@
z8lWNx&c4it!+gC{KZ_7}l>?I^F#!aZg}#rQ6{WbSX&}JJX?nk1h!QOy1kvYj&8@mX
zfzh9}ezJbjW$sO8Cizl^u!x94R@)(ZABPdz*@FEZNXQopC<Vz$u*kNXS^!r2G_)K<
z0uL+Qm5aI>Yh9@)*kuDA^~QR*owZHkpQlVU2H&FhemlHo*Z8Vk-D7b>*Pxuy?^0K5
z(HD9_+OIsE?a(cvd97<6SlEFhEKrO3M@;$&fcYq(({CzPYua-<c}qP3QFXpAc&_KX
zh4PPA7bCbW;(R5~^G>$}*Ht?$0uyz#&eOUDz$RfcR#;ko*PdwPq<Fqh=*xqRHQENX
zrROsL$8)dBKiQ^x7G80KZg5p$BB~*8F7F6di!AXrNLeKBpRi5>n1RX2{s_6PvcC%l
zk5Zs~xpiA;i}K!<9e_4acSOu(AXbipP{&2_CYe;=ONuzn&IEMJeR*PYLrKY!3H<VP
zGK;0LiUxOH9J{KwT$abzq@HriXOZh4<b_oCJ;$=C^7t_G4;A|+1u>;0@Jv-?7GoM^
zhPKJ)3bi6p<|nxxk^~Q;E!z!d2mGh9bglEuo9bRgyPGnLmPbU6AT7n{!L==3j^u#=
z>#5zk8#bwl`g-5(`94rHR|WUCG?3YaMdo$o0IZZ(Za~j6H6CU<_eU=<cLY|&@3MD&
zu#x23taLTxvGjS{6??8ALFZQQ_H`(Ly5Ze;0b$SPwHJQmsU(rPjTh%U1{1FuWN=zw
zZmIiBro7F=7L@5zCPa!TVIpo{N^i<X<Y>M=a%*L=@vJwDC$^;}z1m&b>UmCi==pQS
zgmBfxF3Y7Im%Xm1{zt(1tD06l82S{E6Hcn9ta8vN@&3LBptW2OxsMBt<YpnXB7$4H
z9{{?ld92EzTO6ZRi*XO!1<}qTWyH=R@B)2}VyC?P(pAxdxzLZY@k-QGxH&Cxb|w?u
znbpZ%`a*O2_dL*KG?su~2mKXTYF4Yo90EGkSN!NhM6q#2IRNz{x+<($36Qw-8!kTx
zZJiQg3LCBTRrrsy;^vMpL`@5n&Ggqc2pSB%7C|y4OSyPlq25Jb%FOiZq@Rx6=D%^w
zsBBEac~3n5q#R%db?rp^;EpMasa+q^<WMgay0r2MX}&UEmIS69?AxdGe={?fnsJzx
zI>*(d&*%+;cy%D5+9}>3x(n$E0+*Tp)K|3beDx=RYW>}P)}{h-E*%)m>U8S7Ww<NN
zDLzRs_~GQH`n2~G&~qA@acD`@8cH5EUYf>~n93|yrdhELG#BjjE@;W}R?*?>8MAWr
zz)h4DsTxFxDaf>Se`Q!OEsxXCIy`O?m&_e*#{;#MvKy6g@T*oN-x<1mLj^rsXzA(6
zP9Ln29S6f-D<LMhb1<f$cW^Q}*^{0;na=YTIums@DQ`Imv()!-d53!Typ(TVkbt2q
zVfv45W7Z@Skb>puF4fI75InYm{K#D@_4y^|1n}%Ar!B6<KzvIp2bnQC_8pJLrF_Ni
zN$%hUuv0PcX`sqw;!RYCjgaCdm8z#ibVh-+SPo#V{DFsdote_o(wiXUSPXLit`p^%
z6y^7_p2#_6s47qrjYU*lUYi3M$ZvI>iHwd8TEP2n21Yz~%0i&4^Q=MoFms(di#h#}
z88Jw0-rL58?ZnloCPLJqCN3R=pcu^r_H{<{tN_7c1k6-X*f}}u)a0VUOa<@``(Gza
z%0R+)*Iw>{Bk<2TBU+h;czfY=1?01soU5Ia+7C&)F1Z6H9ElA~{bd8QI>H*l{j~N1
zj=QJNGw!I}5g2!24ZUWf8w`$pKmDspXd0Z_0--JTj-I`}y&T*P#G3J$>A>%q<#XeB
zho3ZgO0eSen|7;cS@`nWT_9o}=al7ZwQgk57cu5hxdB`_FkkjDqYBigR(L}TwX}_!
zt-8IeMaFU!#<32RaD@YpwXZ9F|L0VOWUWc6QnE1Ll*K}dgL{WVbQW+ZI{EIL3kxPs
zxeZyd8Lf!82G|Y)R9DtFuBHoC3m!My052ed@s7<5kmEptVZnf}DH4<-kWOGuqaZ<&
zcBC3ij!3OAH+rT)DYGTPkLLB2x??9BR+Lg&q&r7`&Qz=`G3NF!2e-bj?n-!@Hvd{f
zJu{^@%##{xIzn%ymJ(1Rml)B;-vipdef!_6qqkBLU|0YdxV|6{T2TebJ>H3eewP^<
zLYU(-sog5bLSEUno9f-MU}X+0xBwE3j5;HFYjzfB(LWk?e`A!GlAROSz{tM7z7WqQ
zpi}7Hz8z5jwoqU>zRK?9y5&AIU_ipxNzC$o%2s>sO;})RKjLjb*N0o|f$ImOOR#lm
zX8IRl1tRUpnwlH4zRVo7xF;CcK{6*Uu?Zl+%9PaM7P7!LD3~oODnc@otKt+eXa~0j
z01-3t5_Gg%YjFew%F72QXL9UIm;cgmp1emJfIwI<O@M%<CpaMkyBgvRbmTih7U9;c
z@6yr|lBvTs4EzucXKHp9p-d5hwscl0sAk=Qd@H*9bSD7$EBvzsx><^pGv`u3-;(Zj
z_>)cGw67BK_h2gaSWu+a``iE<&s;-$`InhicNqZeKnx0o9YkSBRlf}e-8vUK#Onf&
z-0&dCVSy$Cw{XO6f*JsiYXgZyxJ8}wP|owXC!uqd-t$^SkpBI}9J&b*qxsH)3k%7L
z&J?ramOE6@{5uN14Z_)vZB(K*(|B@B%pN$#m}z->6@N1Q2Y=!Bt5!hVb*;;E^GgSp
zVF1*ZTzK#j5Hbfq$dsr4S3;J3df4wi_T~{Xmrh7W@U@~~<NIf{t$2G;`(hV|lgse>
zBu?e6c6mN?oQwIQ((bR%1I4;2P*LU0QG?8~O)<;}YRZC1VX8;*s2i|te~)BIC+$2o
zB`|9iv^i#+>E7|K5RA%J7muMNEt3tMa0N`&Fd>jA-hrOq1lxK9Ab=%%hl8lT2f^iN
z5+1ed0qiP%{BaX*M~`r9ixAV<M+;Tv{bDN1aVuh{Mo<=($-;EzG$rOMRAEHwv?Utx
z!NDMOy<av6K*tTBYKTfo>M^Bqlmv`lEMa1GWUR^GbCWV_edpx~=&;E_Woz>;Pnuv)
zvJa0h9%5Hl*Vog28=u@61dI`dG?WZYW>p+BToV|`RB<Mrw<tgFuxi`h+ypL!SC=2t
znEfrcPoLe-fE^$q?C~1x%E_HQrQgyV3d|g9T4Y&qZk?HSDP><mch|cA<gsw|kuVoN
zO<V7Hy)OZhc}aMm?m^u0PM@3-Z8}0xO;0p`W2*tSL1!yi>0OVDYdX4~C-Ld0W%&>8
zCjg&xTw{`$!w~a)H??c#<8GKwFwXlN<v4FI4p*H1k4O%lh5Fd@JoWCaSAY-}iV0)R
ztdQ1R4q)C@A})}Xz2UUTW6iUIp<5l>rjHP(WbgCU$LCMCRWTHxT<+S_(Vx*G&XbiN
zsvqOgJT<D0YCvwD7n7}XSPKW76`EDIHz~t{PMm%4{^#_>cya*VD!ak-QMnv}NC!eX
z7-AsQ+D3h59bQ$e7aMd6uI1hcdiwl>Fhc2c5_BRA<aaWJ8emN}m}xSTjSz3)>(Dj8
zB;z4EtqL_)sqO*g_03$pDq6*DwY{K40&25Nl{EWe-*v^dI`thHvHhKb*_?Qv8CYIt
zs|CpZ#{-t{3*D;ELOia;JYNBlq}6WdTZ7WC&`)2i{*2Cl>SVo+j?c-A0lnu6wVjRA
z892W>`BRfsc5r)pvjZ3KhelARVG<AUvO_xPStl^K^c%s?!NpzkwI(;b@YCvu2|6Ex
z(s;N^Y9@%uEul)4@EjvjZe)8pVru4H@&P%U_Gcl|cJOL30-#ERxP(z1Zr&QiO)|==
zC1`#rD|WM^6>csFi+^1AEdHE(Us-m9dL-m4)O;Kj04;RwkmE?kTYWUP^fjzP$${bQ
zH<bBRWa+jg#fnGH)1lw0j=PytEF&o$@(<L;`s^y<2Gr&R0RvN+9BwYZcs^Y3uCHXC
z*`cVbmJcNJr0)D7s6woUa$lNmv|PH}cA4?pcFl8w>`}DRf6XxKd3*AZxlth$hIX9-
zK?ncjo+e0wfxdo*P#WYo^qH$R5r(U5027rQ&9emUYRqk~)scQ`&HQ{grU}j=_QI~y
z+r6P0cK#P=+6qa%(?Uz2g;Gv`>6Ng%`39<8S8CDJ0u8Q<PyqYu100N1W*NlXsthx-
zS+?oGKUZ>eF{z|m@9(6vf<Z*)4EKP(Cnl$s=%%K=0yph@XxbtWmC)H_+j-RbW*`{Q
zT7z;7Hg=YZnNKW?HkG+N6+V4(_e58)u*Kn+3qR}~f^UR&+(T^8k20Ejn!@gTWOA02
zGqHUdZ26k-Rlk`xZ$BlEG>t8Zh|lC2n$wE)d?|u_%*W?bd&Fts>5A%g-{FeqxuoXa
z%Mh&xYcu7iga0|04%vt?97T)i%U*XCn;W2N*37T}F)7;$$#6cCA*EpxZX}GuMtf>n
zcuxI^X#%KJmOHSHn;gf?D@UbNp*8{6Wn^S@{G`yjxzIfH@*;EEec;xLn00bC#1WW%
zj0>Cn)B9sPiCGciD!iC`wNYz+K-qv(y=q(3JnO%|01OxN4l>8_^;ZqUEBb5K6qVQv
zri++lc%h-Svg||@X0NIev{$DSzcD#}(*JOLEsZ^MH<3%PGjS%P@~%kRb*qUGIVIgk
zHTn&gjxP?I%uf5gQ{Fc=&V)ZeMC7R1;{P)F>+&4;6DEk{$}1jyI~B-gr9QrQ5|G7D
zOE#un$@7ciwG|-oAGhMZgeJSWr2S)b*NG{`T1AC-j0``e8P`PIb?8ifo(^P<<mFIO
z!z@VW4Frn*dVJEd(Z`DlJ>JYIde@%*kC~CHULAL(1EWhyuWZo31MEOEwB<9%N$6p>
z&NTPn$Vb)PXvEERy!i;qEcz?e3F=(bcqU{D%-pB7a8E0_fvDO$;w_GW(6vq;`M799
z_IrQHcP1jC^{K;lh$-i<;kH^D<7H>jdtDs=N>-Bj6L9@go^O`3N%ctVRYK{}CWiy!
zrl?C;Uo_<dv_J-(<rsRVa{9spBlTSy%%b)?n3Fe8=(Xd)%0|a}r4-9{0#=15xwm!z
z{DiYBkQ>UZ+mvVf?)VoWo-jeZeb|%{d$<_K2>QxlaFIQBozL9Ev_-j+tf@Ku7!5(h
zPdBjtzw2BsfvA(w$<ya1HDtGpz~6(2^+uV((<SX*oVrn?qzWqmm#$>m56Dm2oOil*
z9gCq}eP=e4{gQFjBHi_k6+{9li#55*m6FiDro=0{{J6?iT||xn;OLfk-9#pN)-B#8
z4RZ)D^Y>I$qJV=f(3g*AqV?OvEGmG$T%2sCX8C?>Q03N5Z|Z@5D6lT>VXaogQug8f
zaUs!HH=QjtQvC8#_3Iz~!{m#v{=Rx9@4)9=%4&im;@v(f$XwYoEr<K`L-~Lqq)l~R
zFYr}{nSV=wJ;toggKU4O+^WUQApe0^u{Az41<hj@>b_kE*>t~J?Vy16oNevfapX(l
z{!+t`ExTQJhEav!0lpBK&GaPqU^POTsjjnYLVNrGfs}_NfsvukkM0;2%#~V9zg@i2
zg1t7-(2SVM$Gdm{DnF`6bIW%Ik{UmmED%9ZqbS{@v6t^6=5ft4!q47>Op<m}UqrUJ
zd85Y}B6JH^Y$)pVpzLIW1FzYefSKmNTMManA-Mbnuyj6MU#Nk#HY-fdb$YMLl?e3A
zk4(GcLi}40VXQb}J_Cz~nX}Z>91bX*i{Fj-+2P37NHwdR$k`lX{bY0+V--y0XZC#V
zrBJaRPs|i-*2G`JSoZ!j2n0Ft!#r4V>$TsiA+ls&o6bU#R8v_$Obw(iOFNz)QV4zz
z{tQ7}9W5ICg#vMq{Fq~RwgY86F$y9lNOvuN0fa1uX*h=8ZzZKOeRDZJI)eq@K2v7+
zw{Y*({EgnkGdm%-IukFP|D%;Y<2@Ef6}XhSlYL|Tj?4C?|4H{jRZ3)W+G~G<UUxEm
z$4#pKmI8fUXJZ1Sv&>K0+&<R|AL;4qzf0(K>c~X(ao^<5u2oHR7{_@d%op6%G|g{W
z4YwDbds_SKy+gzl1CR3cFG4G&FavVHx}lxlpK_~^$BaVly!%om2OPKwjX+e&80nzC
ztYMh}_Dn87g1tvvr{Gm<H8urGviOoQDRoQk-P)W7MnYdvW`NZ!un&s`xW&8iwKmYa
zYO|{#DDs}WICN!%dKJOM3B<>M@<G<zbq&vXu9UP0FmnU!9WY&;5;MUQ+<i4lmcT*`
zEwE00=oa1uTu=)jX<z%zFi{<`A_AnEEuCe=g<1GDyT4Z_5cu;iV&FnIYX(R%b;tQq
zM{4`@FxSP!uDgo2Z0Hkj+R)d`+Q$}pt=!PYC7XYb(|B$kK|V@EMZ`CK04hA(?!uLz
z?Iwep4!8~)w~MKWVQul_!Q3`kpf@fJi_h3<&A-Ea|4<5>A)TiY=&SsF{}*5H9Z&WD
z{*RwZQ7U>xN|DG8B`RCVI`+<P7$GxzE6Gbr_Q=TIWXn1YC4?N?F^cSQvW_^$?|L5T
z`+k3ZpYPYrf9E{U^D(Z+^|;3Ux?ew8UpXz{G(0_ORceTuK^LXp)i725Z!TBV)HrWr
zc?y4#=EB?a7mj!KE`G<p8T)afw+Iz#N~@i%o*wLeGO5YZNVPo0-l+K5S}fhyTlA+=
zIW9HR@Ss&YFATiF35_A~H{yX-2RFiz=d;X;%~$XXw0EjzzDE6+KY?6$XCh3Q`>_x8
z*_2gjB)utuQ*K_FM?Z{ei}t70D4zXR$3PFku*tO$8Bw}B?(4Yy%EYCqTt}<b6KMG$
z{Pt~9qFqs&c7WhfdP7uupdn~s01#U6<GvKqj{8^_*GjeC5@>khd>k#aiYi<>#u~1&
za?rD`JKfK6Am5vO+9llzBK1G!fprOm`q|8tfmv!5S%(N&{D>%$Skq9YKrI3z3py=J
zVe+AV1xrigjho9^p?XH<j9NOzExI$M5(&lFK1$MTn3W)Op1>@JQl&A0sX!7eVA+|1
zPhS}ySLqtAZ9RCpdkc9HWY$l>$&v$%*~_7$p=$n(m47k}sFYLi!590dT72zuRRX#1
z17+=xu|?B@g&oPzEl$dNpdt<+-;sD>ofeTcGDmCKu$>w%Q5i6KW5>w4ws+>DiFvp$
zimBX`+_Uvb_0c29%jURfJ2CebxQHwGUJ~N1KDCA-ym{wl;t-=e9Ko&ADujWQcL0r~
zBJSb$hppnP9~e%Wew2;qeK%xX>e!LUtd&)fz6!Zzv(nUfo=lhAj%w)`daXj5c^hPC
zYK6e}(O+!(?8<}Q@1;P9k_W(v%2qZOk1NF&cMyjnBDjM=RY?yCZ|Q8vWYq5d$;z(u
z>MRL72$&O^YIIqvF%8mF?R+8ofaZ=~xm$>ae<OjuwnVns&V>?Q66g-`eY?E}079u(
z-Tf+<x=@s0%Ca}Amzf>lrqVMtnpvvv*9IuB?oH*OrF0hWSiL`J|M{5m%LgNmocdpd
z=38dd#@|pV&*W&HxK~Kg(J{<x*RP$h71g27!OAJV9gZXcBO;+DLC|KPw~>Aja{B-w
z8F98NDK3srYHaksz<dzFgjyRlMRHG=AY+Av;t`fPa;)u9($$21gKg2OxQ+raQYx$c
znNHksUm!|D#=aY3ph&K>^}*<{2LhUuY`pdIHAGlj8;jo!D86wmfuzd>`!F{P<zL7t
zGjB=cI}YD}Xzw_z(w8wSk|2=2y;My8LDdzOHS<OE*`&i8aWsh^71RP&<-niB7OLGJ
zd64c7|KDWZ{TsJwB>#PO@ogSO$5!408IsVWZXSUeE3|<>Cu?K%M5sRL!i5mC9>C93
z7nv3JbWJ{0G;EY3WkP(jt|LET=xK0ocrA%e?a!BQB4t|W;N6s(9sosE@6wQrI25Wq
z2*#nFyqo%yfhj~B+D)hl07&(9C&vdeSPm2_1q2mks_vg{@f_Xi79zXuxy~g+OZw=h
z0KB3pi$dd`vBzYoR@2ueGZWHjkgP|3LU9@2tI8>VuyyTuHFl-r(evO7q{jkpA+I~Q
zn=vG<K<wYKoIpN2_4h+$ZvW%Mzq!WylE{aD6PO2(C*M93xk^abc57$LA1aSlLnz@;
zsAErHy8JyWzvwOXQo|k&jfMs&>wn@vG!;}<B0CV9y1Nz#qLpm_?pmB@xp;_)V|Oi>
zK@k8M)NW!g8}iB&^t(fqlZM~<wqqOt!h;Le=24DuLjYPHZP#i$5LsYPd4+!jc_oTz
z7I`u!E_=+$>{V4AAyY%=zdjNE`<nn!mi+d2OX-o{e6hQwSda$le|EPt6cMeLuXm?$
z9;V@ccy}6UOfU@-&|S$Hf?PrqVvJKu7P%+ANQ0q9R@{GnAN!^2bWS$2R#XXf=vdvp
zucQxA6hiRM58D0~A6p%t>%R#lxkM<`Ie-{T%KaVKUii|DzXKaUW+${e2Rmd5m(Pms
z4)l%;JbG()o%}T%Zk=T)y0<E0F;1RS<@)F!eu7+NuDp^;gs=fydiPNmJaw{k3}k6@
zZMSYsl!Dw(mF}qA8-DLN(B|9X7GG<zvnuJcn_P6RgV+VEzj-<#T23q}T%GG;|Cb+O
zt<Syu+7CXvVzE+QYw3EQRR%F%Q7AG7g(<bF*OLvK35sfzLF3K5Negw$_7eC7Nz~u5
zpSu_oR-)KW8y@7G$FMr+6@10P8?`%a|AU~zzZM)B8e95wY34ZIDD6L<WP&GSSMI!T
zo}j$j(6;gNm~5SNjDhy<QSRla^AFSAvTC%sx+a0`*Hs_WQy+`lN{Zaus*}gdx_}L4
z-(9d|ndO75;YHOZ6$-d>JiphO$XVqgbI8dQtXzGB=X_B)9=e~TtV^20R>+TO`CF_-
z)h@cGK`sc(Af^}aCy&h(aO|XXV}!zykuPp(wfZ%gEtFK=t~bIo8y{to@6D|9wVZ!F
z?dSZ&QvJpaYGOzj&7G<@5ATVInE7=u3VTJ`2-Q9b3#V}1IWganxmmbBDs}XPa6wK;
z=bP|SbNFxeOL|pvU6mLctGz*7Hj($Z;;tec8uJgeWWMgNFz*V(I`r}Z_59whuT+{&
z3uLS&v!Pr%;c<x^PL+!2{Cqhq=AKmT^2Zx<ZHxDJ#O+eU5GgQ&LYe*xo1L*~iuIoe
z((!HF8)lBtw3BS@R@ML2dN9f+ieN)XYHL4Ak#nK~6;Xtn)teBbl~!L%;hA!IoIS?H
zJxjoce;(j&+3Iww8{1o0;!F4sG2sXcy6CmkAZ&b$4FnnaW4Z-)j|t-I8qS)qoQT~&
za;RCoH1F$T_K?QP$D`gpC*+id-I(mA52*4GmnE45e>tr3H}moo<T+YQSmLue)Vaoz
zyy86MF*x3tcWL{jCFc3^V>DguTt5@B;~2zoiU<lK`@6-UgIIfJge;oFKJ2qAU}JYL
zISyXEI`^3ov94<y-y6)$6)bQM_p9zJR#_cCnqjjr@1kb_v>7-ZSYovTbiwy2zt<M?
ztef*rjY5kOOT~)qDPR9B8m+5VnHG}^_1)DOnlP=O7n;8nAK`g(WhQ(hx(v6tCZ}6$
z9XXR=x!RSkCwpe&_v{6W;d0+G;@jwDax(Qfev$I?{LXGFxG35=S4y%8qdNQn_2c2`
zeMvO<1?zcbuZzrtGwFX64+Sk;@m_YFq!%nnnO<PT)2zw=`<+=rIx6NTm1s`a`;fMN
zzPZ7;iq{c*uJo!8nu;|$Tq5#}EktTEd3<seZ%KNLKUJ@&ra8E)c9DbL6tG{SdN4g9
zztApD&`R&(rPlN5uB%368fqpP6Gx)PE9!@j<e1GKH5!gq35t2gv8(wwKuLaJeOseh
zR=29znSx$3OFD32p#qgTXRl}Q{%}>)yH5$Hi8&oAw@T%$%JCYHEko6qc5p-W2ll2)
z3Rvr_=7+9ozNBgkk9xtk<rS@<b$+TpFCeZvD{V}l(1hG2hS?(SrNDtm5*^9I@`qi>
zQ4z@*>=D15*=0Hfz>qYM$}Chj({{c^+__cnA~gw7r5HuDBIl6xtSfgI?VUUd4Yc~B
zhu(igf54D*y`wIHVy9Nf`=wF+?3v3eLbU5MbLo>66ya81IwSAQQIXym$U`RMcdKJY
zC|mwm^k;T91$Jo}!SzQ$7vKIhJxpN{sh>&59XK2=Y-In-bfqsAd)1{W+m6N$zVn&q
z&vmbQ;x7NiDi^#FV4TrNQJ-G<gKVVU0NB_pp$-};xR`^wgLk+(0KQBQye(1J(9i-p
zG^8RUPSnjojz|?DZ&$j?H1)y_YeB`G+Wv39ab|7jtY&8Ze8_r;;YO{%Xl>vb$6XzJ
z``^ZQlTfITgZPUGYXX2z5I|FcBUT<>9(&;EnJjSewNGCi=lSV?v#vnk9i32(pAM-L
zkv&)-jmy!muu*<Z8z@}va=)UwbZLO9bo9|3tZ8a|xpJkFW&1~;fmJH>t8MM`O@{s!
z8y}SZI2WkEJ^ulELXugTh;Il$?t~M(23b&8U<D{lWom(MfYr_d6i~Lzb9w}nd7PpQ
zrx<^&{a}IKJ4Yb#y5pfN8H<*Cxn9GomGi?IKg|8SQoE`D?1FTRctSCA-saAYRdkMR
zUn<ZuyhWHv5l)-R8i@P41N%Vy5}+$oWn=>IRq%P=+8X4(vLT33*9=8`Ignc&Iv7+3
zZqPZ8qmpu5y{lUxm|EuyfrTf5XIys|viL-}U;Bq%@l-ZII{?9+eJhZgsUU<ytxyIg
z(Pll+T(>@*`;tIQQKda0H^;Y9!CuFaA9uojpUNMTMzwo{_hOafl=`rP2X}$VgMVxH
zqpiAf(gTj19)GI@<ZAIrkZP3;^q};YY%@=jdgb2cQCy=i-9gE#dgAD=HZ$d!-<w(<
zk~P&=l8Iy{<Bi`sq%U2@yv`~LA|RZm5UYVAtpaMo2@1bOt+YB@g@fecN6UG_>o5`{
z0f~Q<)$0qa+%G(VN2ygjIf`c;YHxn?4%gydG3bD!3nj|$)o|vWds6{KAvAff%%X#B
zxH<ZQZVC{lT0%N4NLs{smcoTjHOwu$S20p}Fbmybv|4WNot3bntor%RAd97_iiLO9
zXWoJ7c%SWPOjn(ASjwsY4N&=iisWdhmcpQzjz)$mptA8~8G0E?R$exYw(sDcXncEy
zl&@O(%-!?+7`ooEiS8}oObM9SxMxXhRWT|zoN>u`S|&j{uuSfsq(4uBCW}vBDyP|c
zAu|6hzhWqEbRBB3Cnkn!Jt%8JpcL<##IrCS%klp}Fx}l;`!rj#F={xqtsKU`%6Z8;
z*HY2_X4UV9oae5GzBXT>x8%1;*M88)9g=o7YPOxhTtKySbaS`F@4pN6{!Hwyn^D-K
z2p)R6Q>k!}v_crgN+GIl2uUn=h@vi?=|EWaCIHMwc{r$_e;vxiO22^m;_7;EE@3SV
zQ~R6TV!b*jjaiY-iBM<U^38%fGWM@$>^n)*;irZZDFv`Q0t-MO*}!(Be{jvDuIxb{
zmb1PTwvN48paQCNg(X6SK4ZR~4Af01h|*jBRpH|*2RIt$zxKFpVBfp@?(S8sVygy9
z3Bp>Cmdyx&>g3zg)&SOU>bJ-g+9_4<p*nr#>snv63!Z6}J`hD{dn{h45NYX(gG-a8
zAhMXi{ZFSNPa&iA^m>1ivhJ}zK>**$h?BWpIlNVq%#bBkW>0VoLx78*{Ak@z<2*V=
z0nepZ<64AYgh0I#aJXngdAcKHEXix}k~g!|Wv7?okdwK*v=l@`M}8qQ>COG{?gztk
ze}DgY_@`(ipG~LdXN0g7YqQU<4#nW@0o_q8WDO9}gcL=Ho2tX1cl><HoP&i$3JF1R
z^<jWwLD`Nb@U(0qPZ>rtZY8v0v-z3&v&(5R2_FY9J6UT>DOqYRp18BvYm}Pn*l<eL
zf7kL0syDganbTH1fU@ug!p-(GTGc@Pr^U`;>8C{*s27#JUl9V(cNpMcU&mjiws#lj
z=1Dqlt<UCGoPMlFzDFgjDO2X=u?+Ku3%?*vG*&u}Rt{=B?@E$mYO+hGq~G{vnz}L0
zcEU!AR@4HWj)2#?W9C1#`)@S_pOR9gS!mw-+G{xMpQE0dw|tk0MB2YMJDLR)BC6>n
zPlCi0uMgb&*o{J#R0<6%pJN&4G;{)XPfHct;&yiI!z^9+@3uZp&q}SNdS&NFM)w9?
z<Qb6LRbD3G$eb}y59(aC=1dQ(sC9WJux=(48N&RUBD_(2*W-B20qzM$TwF^!qslt&
zna|4%%<*F+)131%H<W1Z+`8>>UHYcXI7W7kDEbhIPt#hSeH4DQtKnD?x3r!0yxc?`
zDEujF^Z9TY18&nfDjbLU9}7Q%41C2;;d=Tz5)lOwafd;AS67c94)X68q6*V?u^8A%
zY!m05)AIlIsY$D+jPUYByqik7z@jjxmrifcMMKv-3`NI8hxV=uLW4N+VVp@^D_;6&
zxyAAdp6I%2i3h1}*E4q<&%)u@j0MW8Px67e1^$>8kvM?E^B0j-gJZUB>vD11PPb%s
zAb}{<>ubo;B-pqptcd)^84ohg^;1Ww?V5HRh)auR=loQiCcd-0%VSDm4aXNl|N9$-
zW)G*nW^T-38qgiX2iLyrt_Te+5=lrMjl>=k+nmFn4ZFg3bZzqQr%*|PGG#e;9o9=T
zJEJ1utqQ$;engo>8jIrY2GhU>M<jIi4}H(Fn!7MHF>you1LCuaNZk1$liydz_jAXk
zMTI_xWhr+0sjL39d2`O#C`?=V;1tJMAJ-#-**|y=M9v`r09tGVIcZTsLy&K~jCZK7
zm<=r@KCt-dq`qG8^0~ktBl6vQB<@0J%0y3KSXs}z;c!t3!-I6#(D~t_<gnw%<Cj3Q
zBWA@pFHh1BQuiSq@C%s+G>}wQn0sAl+2%4yHOxi3CG=$!6pEQlH@y_QLi%c;C(MaV
zrJ_3R0K?{7dxcze_tOXUoPVsbLr84m*ZFigui+^5nkO$yZF85$T42q?)H44V+#D3J
zZtt~5?f$O$7Ty2+v}XZ56_~h1prTTEb>c}nMF-g*NkbuiJM;fs^Vnk$V@lfH7$nNT
zpIw&z(0H|?rzOhUoA*4G(w`l9d0Js=kH2!Wk$MC7#+*E#0=Ey9{IQJBUA6mP7mH!P
zS>!(2+JR{^6@%bW>xm_X<y>7#Ts2W(DG0|pAE>3!xZOPo0*#!#tdJegocT0NDOpQg
zYnoUd@$#p&t?@Z87oTruqjtR*YUJ~tH{qRgHa;GN25e3HbuYQy!y}1=Gh~qkP1u+#
zw25@ir<#`9olGUNF(GL**?4{RpbCyKf^}qFjr^kP4Q(W#xx=r&0IsI*uWb8D$MKFW
z!mtFoV~egB(tioNhDkj;EZc|NQCgB9pJfcY!gIL)<L;3>iG0Y7tZ9|z+o+0!ST@8K
z{7RvBECX(v-*DR)o{DJLF$hU=`b!~y?8u9%?v_w*?<@DIT<j;<>Xwe5u<4AOBR(SB
zB8dqTKeBwM^a#tmxh_iX(t2wis*JmMd0!asm-bQ4Z1>9~Z80LuX>A@Wu^atC!D@x3
zdgdT%@mwQrsP4x4eBEnNnm^JVXbTH=Gb$h<EgZj4VeZ4+a++b8SyAeb_a$in_4Q1P
z@s81*ufs8$UHRC8mFqko1iazI?Vfx4$H)l6BQC6XDWJ1wt?@Xn=T&Npu8;KmEg&#x
z>b|`*2?t~nv6g3eS3LWNjTXZNR_6HmJ~-Z)kf|%*FLSx1xOw>!>6?-!pdXnWoGJ}0
z-J&pJggX`;ANaijDTS}7JKO~qX|q*8=~iX7BK|Dt>o*a%omuC`qfVj(1X6~a&Ef<`
z^f)i4er0_0M`lQS#;kA2lifD6MW_;jC{fe$x!pN#kmgu6%jr~u9o|~eviM|c>b&|#
z+cRw;M}VQ#6P@E-xmv@nPw$oxQGOX*Oz|Y;KL_D1WaUup$p)s`c%1qTxO=?Pmj}JB
zbABkbA>UnRCuE&N0vOW6@hhZtCKfBs$L)@f4yKUOEboFo60%Z(snY6yTc9|<o&v$E
zi3YxbtTNncWaH*e!1oIh6?BwGN41{4kgiE6U$qXet5Iue<y|pMvU61uEHG*mN+PK^
zI6*u9W+)=llNzIT*%Ozy2x0cv(h3Eyiroo%BNI%3cw3oh^DrYZu+;u~Hh%ZC)srJ5
z)A;`{uBMB^pV^P>LuSui7Uej9dW*0wk#=y8!mL8z?$pGQAHW?mM<*04R<PGH=f@c2
zRHyyXUqy)Wo$MKv&tCsQPS0pjk4Y;{V67ARbDXJ(aAE_!$G8+g1^yFOGsnQ4erYvo
znwRMEAnRv6*~CT_gGJmMI}P3C9nOQB6!5mYQXgMn8~42bCX|GJC>!~E9w|8_ojxeY
zzhF(Z6Qw3YcHKGNF|+g6Eg#|xE-hgO?dh_+D9(tmiiCxw*V)Q*M%K=G;nMhQBZ^BD
z9RK?(`Z-s_-Ni?3`A)Gbc~swY*{%DyO9zWml=;zAy}4v_t|&zAG+hMf#=jAI-&;ud
zdR891#tqpV101eZ5sU~HQ?rOFijGW;UD3RNgl?~B6>ugHt1z`&Di$9)SgW{qSH}Zc
z9Yfi8PN%A-;l$;f(z^~t_<-GoXGE4lKZHG<zJ*Fa6dULxZy^%oM7KLb0<!J6CatLT
zI#yOT51fcL`rbSbVepTo<lBqfKC@Qe)P#kYP70d`3b>dQ&Hp`6C*a3NKK|<>w<EAh
z{cp=}xm@2p59BcUg>#&Jh^<gukx*_(@01#mU^oI7i;6LA-q4ODGa<2IZ%tda75DC8
zBVnVsb#2In04f0@(9%?Sf5aUzwmdC-vK@a4Z4pBDr9WSK=J{}U1x_O?z<2PVI{v!)
zSpWYy`d_4DTJIY+^lUjcHQip>kqxqA$fz<Ml%@u*Zp^LtphuIq7F+nl3ySa?zn`2g
zb0*dm&z~cy6bgQ1dL75a(v)?GILy(osBOKpSAVV%-$^9=y)nIzrkT3t7a&XTRvS@1
z`ugf_5}_TD>EBufVTj7T)Q1}?QeP(|G7s+BSvMgMh8od-d=%Tbx`y-dWNTs2g-one
z#_sPUIT4g{jiF_4pTtq)LAE&q{XAyH(G$BnL;4&M&By5u*+WHgINs+~*PB|!?~{s`
zgeOYGuoE3Rm!fvG<3V`aZIYDEoPCylJT3b%<u*!5@!OMz^%5Bb*ZDQ?!{cnycbWJ>
zCQv%WJ=oBR-wpR>B`robZZu3hQa%zHAM-ulxPnDVg0H{cm9#U|`(f>Uk*iKjjwHb7
zXv7N6pt~lsD`LWMh<qg@t<V#7KWq!PHR!iBlkeU9BP1zQupM9K0vWMIJ->07Em=MB
z?05FN`J8s7bIs3*VD>b6o}(bWUuM!v8KikXM3|aR@0{QIpuTsLNN1GUlC~UxkXQl~
zkwgh|9ce5ud})nTX7`eCRx&0s_dIepDH6(E^1|wBt3f*0E)1N^N!$^!f3E#{E<q55
zejn?=7xv7n8u-DkBkb-E-2leaoMnzmk%8UfT$LY9TrS@}$;HsFA)I6DCmr*7qio26
zDz-{Jvm)pCG~-Ty+?6UAQixhmG9LUwjBslLJR^<tOgaPIey0|}o=GU}p^!hj=ceCr
zo9GiEk=jZN<(N7{%K_;eJ&Cqt#Gs`Nexd(H&8h;gv1v&wHF%G-H`Hx@?Ess)I$(&R
zri9I3B3IaUNr@=ZN0YXn{v!4YU5owXzb#fdYAZo{Wll*Cp0&4S7GkXjLn!oncGm37
zJkS`KW~|>)Z!_PV17YCYj-I%<dzi#1g2(v*W<2POv#tU%h!vn(5SETdNzReW$tI4T
z4Lo}`^2*od%NPIdFZIcmF{p<Fe)`7(P#}#!eWyFK!`D~wg@FBdY94^P8Q@Qrz3P+J
zxo>}DF&1$tW2e?m+;PzTBL&oMcb!ApM~czQe09H50JombrW6O1i`H>KY=Lmb9yu#+
z0AO=^AqSICd?6s**No~+8vn_p?gUx~+Go(0=GZ(h)7h^Ieeyyp77UABT|=J(B+6EC
zPfJ&S$9vExdHp;G*{Bx7av3Kel`%>o`+o#^M(!8^r&~ls1Wg2y?cTC45GGExir_T?
za;yambAk_gRS|$61er4E1ugFb(0?83Cm!=3M5Q!rv1Q&LZr|rQ7j$`8dogYw?F`lA
zz)xzyYxSooAWv+(^_KJJ=FWZmgyr5c6H*=tb=%lRwoRx9?Sxu<+E0KVp=>!1Fz}4K
zx_J_q`=4qeLWlU|tTN^FPjFvn)H>}_==iZv{fU(4Q-gu@Y@^@a$q%=3-|9Q!g{&hZ
zV&2u<JT~;dvpXT7pHGW5=l65!cfP!&NA|Z&?EdjROhFNFKs@x(qQ5Zd47q8x_*Q$0
zUAyH0nas0ygwulM^^B-9D>#MBfr+!h5&>wRBddac92H3umW%Gxj3Es=j@bZ}PL4T_
zY9H~(rOPy|;f#lQ=WdN!8Fjub!q?E=(W|&;oaF(1k>Kx;<ZVqXEafr~(B1DTFcdm~
z6wy`zpSgf(6HQmXzK$1>z;pl1p8C`@lc|mO>Tfk|MXa9+OdsGB!C55s)?@(AVUqiU
zfMb7-9f1V*K-Ej#UIuCv`$Md6GojveV)0$`?8y>9Pz-u5wd6oW27<abbZBIq1`?RK
zE7m!Hvx2Tnmh@L1#Bgcl(2Se!XByFzP@G<g$JEZ6TQqG8nIDJZ^&drBd1{owX1e}6
zcZt8D!v%9cy$o|3zv#Y884wsoXfP4bwpDwIG(^ISH5R7dd_3Agt7DLiP|F;l7of1%
z-g7h5Ia-dgL5{MHQ10WYY3UrKnOUacKNVT@EFyNU9juvkw|1EXXOjfG)sx5~`Bu`E
z_^DCe@6YDQ0U{r$O}R4ZwU;{epMTPZwnMd5!kukjlFk*n=fx839r~pn_la*RnR(~`
zP)(5q_N6bQsMRB_<R-RyhKGJd3(U(;T-e=RQLsv1=ao+KGI-=;#MT5Y`uKJa_g+MK
z7dw6)Rc~S0(ZG>0b&vlT7dH_<M>VQRD-5w77<)gsO;}FhsuP$M8~;7nD!mJEAoWOi
zo!4c{m*9ZGY)(w%)NWX1{>8WeWzfHUIWRnJ_90##M(+IeLEP5(QA7K29r~r{inWf7
z=T*)<;-+S9nmlEXkOVfMhSK!3nx2;7ki|jOQvxj)6Gu{ky!!C2d<eIAt7ebYHcyF#
zndJ|qOZ3cj10%%@RCiDRHuu49vTSMgZ(SHCokZVTM}spmGp(Te5Hz{6x>mgh_1^xz
zMt09qof$UBc)9JX?IBT5pD0-{96QJG%B<H&$sx%L2V{obXL!nNhmDXbZ>S?d*ml+m
zPG7p~kAyfe+gl=M4EOmKcg^3;*0METO8l8D%zLN622Gz%rIFYk=n!&E!d8(!J+A-9
znajX$B}V8H-6?JLy>&3y%+z!W%Efx1zsl>irHNdqa9nhKa6Q`?^deG9dxSw)AOe2=
zyPVv&42{GN85O}yUGX~@aqiWKdF3^O!LTjOr}dbGq}4Rfg2pl1?vBQ74L8&Ky}?@j
zrQ8X+q|1N_OgLb>uR;LUK;fytt)2G`3i@IvVh~0ignI>;L~ry7qA22$AFfVsZR)J`
z9~`olS>lL(nf@%iVd}9%8|Ni%L$K&R<&k!Sn$oWwX_^MqX!ga|=YVk>pr2&Qdzeo2
zVt;oWH>aJtrI3OTyJoyET%r?rcgSjOcXl!N<pCKwNVy=@rhWQAx4#K$;YK$fiX!7@
z?ddKFi@TvOoJ!=0?3;OMUY<vH%#Y)K?VzXA)6*H2D`69I0O)jX>NtuFryDCF-24-m
zQ6#LkL$1&46u2+&runsBvF^YBIrtQCgXs7*Ak0Ca8MGnVx--ksf5xLHoelrVRwSj>
zBmvsP2arGOzG7)8?yUvH(PF-yPlwV~3;a-R6;v@vkrv0D_OgO=^&!@32GV4%Rhm5c
zhE&nReRcyXP1^x+>Vy!%M7PCWmWB2rxd<5)w3|>w+HJ8$8~oE$ut)M+nr0q77Dw6`
zUyA0FN@z3|;^eufZ7Q!ruA~dvS&bQpTXkPRnrF2Rr9k_ld{8>+WEFc4qHb32Bpaig
zR7gXRyv8r1^yCmNqF5)PLt2;r!Q-W#YYwL7=DE;~MHtF(v@qVAs!;j)D3_E}Pn+G8
z#wgtl>ikiBn?MqA-^vq<@3No-RIlp$Bgzjezfjb|TGMiKyisP}cHgAL!s0#G0B4b1
zCe==2ACfHXt8HI<q5C(pzf>SxN_M(VLB<=5*%5T%L>iAm8g2L?v9FI(64}@}k|!RX
zn}P0X5S2vF4zoXhs}r}GUBXpl@ZCwFLE(7f3R{1#OH;(5A2a3=6c)Fap>U3Gv8cRZ
z5~TA?=N3xxOPXc`q%$GM9k(K%+&mr4;PonQf$}i&lP^U$*6p`H9JiUR9uHnkZ}IWK
zJnnZ<yD4+KlR#VMo7r&hne>taC2!vf=)d|i#3!8|FCC{JW4}^G7P;1x{5+TLAZTqU
zF56X7A^en8$yI&YHNcA_pt=G1abLMRu_@%bPbTj*=-z$dMJ^4IX9Usi$yYI=04s)t
zf)S)3avHjps6#_3l5{cP@aZ_i{=W4?nSer5YS}Q$s#2+LwYb_RCL6niQFEAi7(>EU
z`IcHec3JbZ@3oXx_<E<U{R>5~5mdcAG1>+Klu2M5afuo*c1gG@i9#)W@6{k$jznDT
z<gtIzp?r4fO_)9*BCPiiX<0{x@~9{W!+4CHH@;FO)Svmur*>={I0n=}TdhEKi+?pY
zikknaCc2$Z$yTkrq1v-<u^`>Sdx0c`Z#H_up1)sY=B*9UI7W9;5TNR%Y)W@WQ1#H&
zPX+rX&!*0q@H-RY9CzkOCyZ&Y$?Va&xsjVU56B>iI4JD1bJ>Twk%K!{w(Pz3tgKC=
z)q;J#@4S-tbEIM#$Rc!j1xqWQ9Y02UauDdM=4+OeTN1_ep^W>eiwlY=O+D<NuJpl6
z?(DhI+czkK=k?kYk>?~ut=w-Mv~{_wyLvvuzcfb{z`TcQY`}CtaE`#*$EBT@1(_i>
zL_-FCE4;UFbE#*jio+t_^89QV0UydH%Cf>pGhaZO=ZExNR0-!L>1jLNiypKqH{vc;
z0h8}u704l~0u<j7O870Ij1u}I1}fywXlZ?{auVPuDcru1%Uo%3=UO!>a!8TM<&@@3
zM~A-xRqN_j<hin!pm|aI?Ck7b6{r_f_FaaKi>hErO7-yo4Lx+YobE|Z7H<(YR4AEo
z=UX;WxJMpPZADrdJIjIe$%ZRJYSU{57d?(2XSNJcL-{(|RIfKF%XKfs(yc$e*M1UE
z+ySH*_DFjaE4IRg+~B3^uf??&I&%906gX*bbX8~3V#R<%m0YLVa)0KHO&7|LuHe}d
z(=nC39-kl_+_Q0>by0!`d1c^fVn-SuZ#2KN2W~7E9sMFA3i6~Q3+OMssS!<GHBX`*
zsHjD?$;#Yz9I5{|y~+z%2b%KufSG08`F_?x%BxdTn{-yLYYjDY1qqxjr#TtA_yz_^
z4v~Ko6%~4Bd%2>`3tZYpp}7ZMPadiPBSUP69A$7K5G}QOyRic8g;vJq9^d=zsZI=9
zoJo17rg&BiyNjk{1zJ2lg@nk<CbF<bQ@PNQw(UKkhr*(Ndt<J(M?SyJbRhNIMfX0_
z=twRwdlqtTpu<|lGZMvLm808Cjj}F>nQ_SXVF|R@QkS%Xs{z%|NQ->Cze<zd>lwzd
zFu!wD{<Emw-c$r8ei6@zx~m7=Gzsq}`BlU+(VOY=_iA+%J&i0~iZqM#DyvE6D@DLp
z$Ej!BX~BkDUebK7NnMXkgAXyHsFQ^Sg*2b%>NvDwsxXE8VKozFwyy-H#(p`Idbv`I
zN{F7%e>G~mx)!2Ydy2*AGkDRG{>Axnu#Vs3hf}1M<rmksxP7)IEQmS3oOT{Mvs4$6
zQ8#9L*5i36+jk;U$~{i6>jYq&Sr~1wS{V6+uw98Vs?_cAdwSOU+L=KR{PqejsoM3?
zyAvA^MXIbMSI$NjyF8AF<bCd;J}q)>z>sABL`3E{r}1si+4hL(O)t=lp5}&Rtqanc
zv<KMvyrOk)3%rpF$FV`2W=OC=O+Mk3c2DP+eq_etdii*yu*+D<5cl@UX`T-zr|n34
zo#JEMen$sAB~mlzkd57cR*sYQ!(d4aEjE2wV(WKmLEX9~`{WvEpDei5TE`%T+6{yN
z`QXZlkT?-_5ne8i>I0}_&4$XhjK*EcePu61zb(q$J6p8P_9UNVF!=KGJHIY<j=~Ij
zywn`E3%IJiHx+K`u;Vmkrpqd#3;ueg_kS38&z1E|Lv3~!I8{yn91*(Sj!@tfTcN0n
zT7@$bo7g=h3MyusyYr%4eis@DU)NjI_$^F2PaL&t#_}3N%M~I<oD73Wq0iIbO+tDT
z@zKhxUu_q+{rqWyaB}4sR+j@n<s@>0*XQV+lNRgmTqzsY!zl{qz1sFY%NSZ*@}WZr
zkv7Sx2m0r{+`=)26C4nQ4YthNFXI9PjKK0h><4mH7jL~iY{pOjIqo!I-!KIzkb|Z@
zC??COju8Dyc@Y)QdY`e+Z?W-hA38`ea>+(hGuKsGCCUMvWiQTj=2Utszjo-UX9@bH
z&KcSP#V0*G!P8_P&rkxP5mo0SDCT~72n}e{;w8cf=57L(_jslzDL2S(Jy{Q~{V~IY
zjPdnvZ%<9V%O8iuC$zFNTxR6!Z{1#oTc;D~x4h<%Qhd(xWw1*{BwE0z0W9`4Na6F7
z)NE9IMAlM&*J|0*wp%<2gf|hItsd_S%7j)^NyqhO`Tk)v2J^$#rBYFtjcLz;c7~HJ
zt*x!?;=ogf{0L<8yDXp(WC|(15qQvhQ4omQIV&BfvonP&N)V?51H2XMt!=usQa<=X
zUZ=WNpLcwPavoPMn;=7{o+>YlkQw}L+hfDB;w~O97Nl_fNU+`;0L|c`^GQiO!8F=1
z1EB)=6d6yhqSy)K6RDS5uSr4sTE`bqmL7&QnLTpyB2x_98d(ob26HS83v&v^Jjdy?
zafa$oEQcuho#iE#o{{`NX1#82i(W1DerH>ebbeyc=exHNs$Zmdxhq?P9bq3`$7~ZN
z%4`PpAY{>UOce3)OCL@sgKsYbbO_xLHaPp$W{;$z$@3R+Wiq;Bxo(eB3#RaL`ceLw
z50NSPJ|<3GvRD!DA;w1oGVh{8(TS4@(EAYB8Q1_uqW~zE4j_?zjWp2Iy@51*9Lth{
zA}sA-PWX#4-0PdwooVd_vE6GEJ#%s$whHC0(H%Ngvtmpl9Yh6^zfA3R!kb;myJgr$
zLekRX&NUC3o=5a25fa~(r0tD{MzS*2B_Lo;My^y)H8XKm1@<|e#=x@M>I6ZV_p^sk
z^<=q<K268UJm-#G)=_92OYdM@I4gixu+VzvL!vB1{iwKCCNS;pQ?1RN-9!0fR&9V%
zUdz3C?_5`IwD{W3<K}LgKy~vP@Lb%0cz^(cR+6}vCdS)q5DK&7t~}>kLaD~oF>EwX
zHEfg_Rd-xYPhFQ^>0hH-|8cHy^bQjuVN78J+QEtzoO1ThL7h^Abi36H1y9ajr2i82
z)fgBKk@CC*MJyaE-8o!E4-#~Ms-$cv_7(<md9a67o>YNepjEcj(nm-lCsu(k*u^Km
z!qQnignffNf89{;m(p)xQik%^>D9DS%OH#wK|y_v<y5jOW$=OG>1CuZGBhA40EcZR
z`6;71K<G;Ew=;_^%DpRAMfs{ci8!CoQC<fk_1O|1`>{%%r*--4?@>v-4=d@6{3w|u
zpX$-soGYhOnBz5*84<fU4Ph~)ljK9NY!oW1_o0pz8ozT`AC9tVpSJd>eSVoS9AFit
zwrl!vYu97kN%zvX7lPO?K5OJDW(rfYbf;n<8aWR@FvJr9Wtb0q5!Yf<H8Pc*_+@PC
z*31xArXSPvsGBuMpXW}!iHr1_Q!D9qZR@ld%eS12`;`|_$9-4~xh#CIMMrWT!RYl@
zbm5c>I5tQ3Wyfz<pBdq}IKAK+pZ5)@R20GUYlonj0Pq}VUh6=pF@X}#3SmrV^~k+X
zh5BL)ED!7Dw%@HnV%~mU3wDZM^j)PZ=qr(5Uy(S>0&hY2_y5jJi^Qzq%xk|ZnO*nX
zFJt~S1__}IHXbgUUIt3wBA{AH1scRDXdj%^U1(eg&G{53;vc>U3$NWTjY2&U;bQ_A
z+Y)1oUfCcnOHW03%WT^ZQ_DMN&|ru7j*?j$o2dd*rar_N%7+E>Qa33qX|P<)K0x%S
zS812b7oH6cx3bncbe+5jyLf2)<3346E6v(4h(Ht!N4rOx2FJYBW1v4fUAyS7pFV|`
z_qeJ6$fDzkQR_7)hK?dPp`>W<TWxy#1dQPlg)Qy6zrP*fP;%=@q`fAz|9*6)YXZva
za)F~N<TVE>!mn<RbPP~&C{M-e4#})>L9BU=Dt@J?)L#4^$pW}Otg}pSf%h93X{1e~
z9Extr<ey(Sak6$Y<=HZji&=s-<qpJBUCB~UZ;PKn)hCp^D9Aj-ITW%8R99958_&16
zMU2jM-Jci3H%5IvdRPPa_TkhhZ*1h1j_CMQ_bjO=T=_A3>;vsdxI>YK-FNTGS&8nE
z9FXHl%1cCWQXkC=2*$Ay%uYU?!$upmr4Q}~?gaAe?>1hu7<sluXs457;H5MVv7^3u
zVGmQ&%FLv(GGH^<tcMcjF^gXwrpXv?%$;S7DlU;4kb>8v0`0526+RZ0jkyn%=MRZY
z&=P2$+kr>M)WqQ9s??RQ_g*LoqGFSMR+~Eg<3nPJzYq+<_zMcDo#D%vnltq3IF?i-
zXl}i$OVRo;c=-$hya{wbsE-Q0_8EKB=lPB;XQ-KHue{wNsD#MJ?$J$0UhNx3TywKn
z<J)pBG*7RRy_}*3d3030uQ$VnUpuCIw)4YEwF9Hwx+G+9JiLi$i)q}so#ascYlxdC
zB`sCpmLr9YPPH;7pF~W!!}rxPgI-v;1{R7jzo7^R072)JrH{u5CAQA`-0V5zo%Jz>
zryb_G^=e}~J*bI6GRGi>M$NK*;6mnEA*<*7B@VQ@!fTA#o?7^|(m5<2-;>Ix$Yaz}
z#Gn_IGW{j(IAyL0P;Vdn@CJd0kadz-w&;;WB5tH2o0%{kA*w6`4dI0=J|0cCEpWip
zN2(~g`>viY-Sqh8Tw<HtN`F9!EXN+wt8;XCGc`i;=B%iaLal^qh2{@rqrLEJd50|q
z!gt4vq72;H$iob-*Tm~bpR<Gnk?%=tp_J6{8h)anr=WCGh>Al;UU=@h53#K+y{zO$
z@6OiVt-gx>SQsiwUd}60n%y}eG0RP#PFg6Tl`ncZ+MJ(+k`iO{ZMO}gS6`RY$(P}N
z<0M2cxE+0Pf+X=@jGfB`MuaU^0}O~k>y$s35fqs3Np*1{d9VKNRldxmw`}<9|H@-e
zg%EMgKA|T<j;K+Qgc_~nF0Us%G(5i$p^5Rj=Hagna01k&3|mm0+0EsaUEQ^ARF>XV
zowGDP9<wY%IYG!O`_@FMgngEnv#prsajJ_74RSyh_;abXYv9pBt-c<{P~-0VH$M2~
zsoBzcSjX|TYzg?+lJp`+k@>?`FX>#t(Dj<ux|B;KL5lJB_dlbX%3_uu#f}lXIa3z-
zVl5LRw#CVLPbJWubdRW&7ETuITRHuYMh!7YJMYANV)9|q9FYP|W%VrGBGW>%yxyp7
zKka1k?3&e@&6Mp;O!CZmWVko0jEzI1Hh$W!y56w-b}nA*#wpS)v%JfKgtvat*Aafj
z<}OLR(Yu%3ys|||yN;b#IyXrY!<&_~7|3KTR)mPk3iEy^9#3IJ&WzgT-lz_r%?9E0
zIlkAGSV-;CQmrJm^|Eem7zFOzEypa|PJr1H#@?Ky>A(wS4^omu4drthI+0DRLK80O
zrk229ymt1!$Eag<!*Jq4V(A*5dW9r}%y!1@q1$23`77m6KCp#fJC3Hlj0i+<j)Ayt
z?TefVs}PR+AcX`=TT|)q1kTOn`xJlPdw<a<4b!lWGZ*C*oTX`HJSRtzq?w*%Km11h
zr&ne6I(l2=Y|+umKJ~+i+mWS<tJKQ~H#>^?OA{wn1w@3WEv#zbBs?0p^C&hiVEU{&
zC>Ut7I@w1a_2_4&l5w`Tq|+zRP@;*{%R7UHdTQ(&?oDD4BUVm$^$6#=a|2>hFG<@J
z6%+G%X<xC-(-saBA+NhBoudbRJXSO<wkDZYci!#G`XspOdjDIt+s5rK>F6%NYLb%B
zf%abeays~KVHB3S=P&&Jp23cmU0$q!gaDw%e=?HpsF+PcRq3RN4{_N~J+&27^9_<*
zRerQe&oNB3g#G;xbTM{51bvX)TkL@$my!?Pmz{h1qMl&OE1D7El+4bRaXSLVIV7Dt
zB8hpimDkQ^UZ@6z2=B>z#MMdQ!=(~+y>q%5$Wl?y5rfRk-Emr{(G#^(gO-Oc@tK*s
zLA=x*y1I1%lOK})g0MyF)a@akZ7*nYstbHdIYzZr2xSFunF~R~Lf_j{UW#Io3X9%9
zZHE$)|9y6q*88!>e6%{3M;m^Sc~dyB5jmvP9>gGTxA4+?krfFq>+4eN+06E(BCgv!
zc;EnzRk!K}3b$1zo9ekM2oxFmkYhS)JzUr&g@LCWn7@=DE_28|X%Ew_94)TQ4*f0y
zxE`WkChkU7VHdUu6+RwP{kn3}9>~N3uVA)y^nT}Kyw+LNM@K*OvH0KmdO!xj)`Poz
zD^)h68(b$%ghM=J8{&-MdoXonsYyK?|7yQC8L0<=MpIc(e#(Bk3Q|%pSI(jy>H1rM
zr1uxCGD$~XxTv=#c~S6TlE4-x8xjkWd~i!lieBW~u#I<s;|33MuQI{>AVXA$R8XwU
z59-4d#3mP@%|P+e5@Icax8^_wUEa6c**Vt1X(20XLs2VcmgXUhZbB26`Ab$>l4cHJ
zuCHlMbrLt{bd%&xkMqkT(@VkCS%ZwG&F*Vt)|ytBpfWRVzeZEy*FMq<jWNN&oQTH{
zV|)^426rj|fK#^#jaE-tFU>bzo?eEss+|mv&~_>*^sDx^aIytUh!k3-%{O2HaX(3Y
zGO`pnMA9=ek$|vra>fAACVt=80GIHFgcM3OV4YkuGpXqAt0>zcjo(KgJ3Su)$cB)}
zDCOJA$PjO4az0MqZ%o8xig5@|(ZeYWrU*vsy~PrZA8kBJ$pD0Pj&^<=!h{N}wNIP_
zP_GY{WgBbBcFM1m$<nY|m74NpFD#HSjD3Ayk)mVY$zrpB<&RQZgddp->;sJOn_t5|
z4*JQx@mRH)Fo%w2heSU=N(CC({W9R+Iea5NfKu?fXg=NIo8Xdl{g3Ri$)TQ_<p*wA
zC#-*Y&mVbJhu+t(qjUGhjpPdXdC$z8{P<bxylts!Zx5X*o;HmOBmWmneGtJ-UT!$s
zQi@Lp>*pn1!qwAG2v3SKpV5{sxt|oB0!?Zh4yBUsI|X{v+`X(IyMCYjw=$6qL93Pb
zmw#NIDc5jcD)F2HU-`Ug26@RVWbst5h%%<Xs5X`t(Q$iq@ZbKfQ7t#FE))OJGpAC+
z)HQ0G(GdI8|1LS#H#+#VkfSff47jGBn1yxcox<7H-SY8n4+8$y<U~4;%H#TZ-SyJ1
z;t47W&Qo6rEl0gSmL!H5ot@FNQS2|%7K}a|u3V{A6twz3dIS9_9N^@dFm2MuhT%P1
z{52R=%gVRvLvB$=E~(#q-*iIIBp7WuP+4^OBoOiPUgWTBo}>asFJP$I!xXkM^X;9>
z7EYqa%2=lRy{%?#tmCZU7NI^mt+u@uSfb&~1nZ0Fum8C2Q{9)1m3Q$kkqu-blgTfT
zYmVYFuB(C6O&YWy`gtntPocng%(pgb6xsEVZl_4Sq3Zj$UEDLgV=C(IU!8TX(5%Z@
z^;|y+R_RwHm*e{-qFicy<PazKN1Sp#3xWkXY;=GbX$>Qfw7fxRBM*Op%zmi(OQhIk
z1DYSYWKEEx9;MuUdp^O*(a_kVH<(#7^J=8k&kg)^XGNNI^W$$MLx*F3h%7`AORZx;
zlX0vNlOpt9-FZUg*S>GQ@*`1tyOBMK6hGOw3_gs-ukY^>K}X_X+h6ubM!*f0jNd5q
zvF%=Gu#m3)Vc(;mMK#dPCA_tK^X1Ov$11SNU@^quL;Oih`&e};J}~6nBoe(q+SMta
zIyF=}h2*$(Kn9$E^~Vx80udHQP$8m7Q5H~Pyy6FfMuaf$J>2rN4Oj9D0-kC+wwimS
zsg*3*u!a>z1VO15oYy1a-L4g95cTZ)M*php`urXr+}@PI`9tO*)X8_RT(l%UQHJg!
zE{nGgmC-U&R(^ePa2ZG)h4*{|tzZG|V3o_W_A9b0$4`=>_b^34cfc%L$?nNtr*gfL
zBFUY;N~8(P62ZuuHOwKU@P0&;FM-)UHRL?juRgq8RLC*HebN0Bt<E*$Uz8$!m(~Vt
z)|aQ0S=WIU&;rOqgrS}0$Hg-!rr!1PRh>-Z8vBYZy^@mqS4&%(JVfVh3uDgntcz3Z
z+=9%-CeI6P!^?Ta?5;oR#9L>h83L#mXaV1J#-JlEvMakW8L^S1FMKdLD$(NMuz5|j
zsmY`lnZ17l<cu%@L>!bH2#P%Elk`JOhImQ?WeN9IJyR1iy3Nn#x4Q2?THVOlkDU$q
zBMH|60aJEwex>47;`xL#-wrGSat$>y(AUtZ@zw-i_&DE#e|ae-p2$a+GvBU`d$uvR
zprUZf<Iy(-cqfWOa=id7-R`h;Scju85NG7A6j#P%aJQ2K%^j|&4#tQuZr3*a5R;O3
zZSaog^<<9Qy}EP^zmM)bV8p|6I!(XWse;*xnm+p`ek*hT=~6FSnReN+mjUY0r#I$|
z$>poB^5-CLdt?jM7D>jxaf9<sx|Dl35U<Hs*-}kIP@`FdrAVSVwQxL-XDBP)wOX^N
zYIS2v3?Q>7wU9^Om)$847-#gUZafG8woB6-2v!co%Fa4n<GkX<a>;W%Zsa-oiIjuQ
z1M$&)79GqoNT^BDE)7qZ=Z=dVx7Nw|F{mTJ8GB4N6d(qupV`V19$n5neWlf|EFDu^
zQ{O(;Oo-`XLqhnAk@r0+DV)6Of_}9x?9v0{_M9yfDpCyx>P-HOj#jR_mRIVfyJnZ3
zU1W_8ucBJ6pz~(QkNG-@2pETciA3nu@2|t+3rDlvTx3ptg5q=3_l`oTeZy;^mwPxw
za2hr37G8-YZ1cyDL)+sd(@VGan(_KLuTQnT&QvG)Dg6ipWbdnz<h%kH8-T%8vnXNs
z2GwiY0ln!i3dput-j>s!DE1+*tPKY6U9>_hvBsJkg~KxtXr=!}X8F6bK>hllUgvVz
zQ(70HS__Ao&cz2l#D<2nuZLxjvU<rWPmhXHw>#iTP%RX??+bbcBEa<2n_&|o14OG@
zLYnyrAO9)|E+|20v(;x)^4Z}xP<1GgSefUU7XEQ1`_rjl4m7YGz;pBY)4<bWGO;lf
ze1ZL%-h;9iFNKZfZMQe#Bg!9#9)K6BdY-0p&HYwQ&%mBQpl1139nhGlFUd&mL?{Eo
zRCl!xMs>Uj$3r1Km~J>OCHE&g&xxM$NarhfNx-j^b2D<S_~@X~ch0L>B69acJ2R=q
z<XN|k#GAKn_L|u&33j=dP2wx;i+>J~PzUvyms}KHjT3Pbn@Ns=K19CP0&uoai<7-S
zRRy!v8inu+axCWgoP8WlweslvQL!Wd(0c^6lLjpCFaTX5PN)dkuIMagPkqXdv~YVV
zOA0BiZqqsc{@S&8%fGY|N;NXYzuUH*V$R<VKZZo~RV$UAr4`z)R-9(!P7r^oCKZb~
zOJ8(`AvmCLb*??Wi}gZcr;V>>$ru9YBvP;-KIrS)#8o7|5K>{7Oiv7A<{%BVE6bhL
zNj$F#0(mkASILzCi0wKsY{aj;PGpxsFaVNUP-<=+KVzG;nxUD0DfJ0I(veLSnw~%i
z6SICVAA7k3eMJvoyMjXP!;B)TO}sz65WN#<=;L{=W#irOyhFI-PhBt@@16w7lk{_E
zFw~({ufcGY;|B{DD6d34C<Xiv;~w4A(_0Z+zvDxZIexELvz?m3ZOk2D0P~Cg1_k1r
z`R>)qewlI^2Wg3?Z5Qr1xvz%ArLM2x0LVDcfLyyMVh4DiX0wDB(odw)w(#<eV<%6O
zA*>&g$w*|PBDkHWx<f(yZl(k?YX;~a10JO{2^j==@4LLYITUGH@Nk=(q2E9Bx+)^)
zG}HCtf?CyRw+T<Pa#^6`(O*1<`2TCdKE&wgbTR!HWTs4sn}P;$TLl=efg|d<55Xd@
zM_{VHHy~O)xj{J6WF}NQ<s9vz8!SJ}spRQL;++`jf-L8x{^s2JT>9m`)5lTQp)UhU
zHE(R$r=Txc`m}STXD63dv~pF)a3Vp%Vn*GJw5T{ZP@WhL<47;*W9o>Il6Mu`&@yzr
zCPnwBvCs7;eB_@BEGD)M@om=o_`^fKl}jHVW7j1%<{lbH=bSwOwq+~0d?*@ujBj2$
z#78-}aT<%E3fWAM>cEJ(q?Ni0Uq)V5|LkpQO>TpM_OsV3Z(;vNkXjYV&}9pKV^Wmn
zh)BoE%<wCPs}8cpOkHB1hqr#*Y19b1&5bPQ<ZXS6=UWv!`N&3a-0Y#e3-wygGA*iy
zlgEnK&w{Rw7r&%7z2J|jbto>iJ6u9~XYp4@d|irmVAr6|@}t%CpNl`{PyKoE%FOpd
z<?X?NmHx<bjALrgEDh*E&^mtV+H98*U02Vg&slEs0y8)v0p(A~h)EI`n$Vq7el$B~
zBwhuVlz+)5pKo(A;m(uj8inODw@`r@DKkWN0;QK^6g0?*xCSGZG9d|wLBu0Egrj(|
zQGR-`JP|n|oY5Vxgssz@qkrQ@lR~jBmyoGSUg)b*TwgTvsfLR%BonqD@oiuK?3&8F
zfXe~?#VBtI6)#D2!K4_*JXK)LDFgAU0%>DUVc+DYEi()`ztx<2M3n~U5SS{M!6@Im
z7Cl*Uab0<{Rw40a8OtoLa{IDpo^KI;_M{n_zEMQvRr0qkk6+p4&AFk+Y4lH@mdN@-
z;R@>YEdUL77T)`KrfW)!QDsVY!5^1~7Oa_AMUVm?zrus4cAKppEPi`sCm#qC-Rp^{
zf}pt?!jTBO*GAYy9uL8XW98V8yH9dRsP4-W5m$IjoZ(sD`(@TomQCL^y%Cm`7nApu
z{0WeL6i4}iF0LG4Bi&+Fyxe>nq}?%HbMsvoJ(T-7GnF7$$<3v@6bnCMP#s_TnJgaE
zO{7}O_n)cLs{T_mLROLG61mGPNH~^?B7m2kg(s;V+N;7)$1@w!1Uok89vVejmQ$FA
z_=+M!MW^+sIcZ&DZ4|;>=FyO78NPLer4QlmD8X!g{HX4Hr3Bf~o6nxyOB*&?tq?I_
zV|aM|ng`iW<Q95;lPg-q`B7@YkIOpIEpq+i=}06t-+inm)b!ynJcoK@MdY&hxw7Rv
zcSXH$;*`_P^Q6I2<|%J4r6>XBtoDISi9OxamxmAlJ{!*8JXwbfmP{5&qecErqcNu-
zDkS1ow3(nL{^g<8wY&!*b@7HW(lLsw4QXU}buVk<b4nhWv-79nX~{m~l>L7s$gm`8
zArxy=1jJ=<SAUhsMrb*?Ym~gLK-XH0EMe>RZMz}&2(|7BFFqxxp&#`2?Ie7FgLaJr
z87_aWvV`rRa*J_A$*jyWSla-uUm}*vha2%$6G<1)73aJtnXTsGf-dy*%HGsxfh5Jw
z)nb*IV~vDl0*kpmn5bLHvk#2hZg2U34{hqQ4R1s>K>#SX=HJ6?>0vI$?GBMAb#ICy
zuT-Dud5?+r{+U+>^hvzcYIE-4n(2wFp4wFc^V!AKq-=Nk<#~CFE*c-=Y;;<`EPoCu
z@{3CECdRDqkPAWkE#s{r1LsuBZ42?0JwC*cWNektpEsk;7H<7VR!QKPAW0nNzBP?G
z_J@{v&HcFCWC!+$%fBv3%unI!3;ekdF?SF3Zo9(e>~}S-we1Fpa2cj^WE9D(DZY-M
zWVEiUs*#aVrleHo=FaqcR}(9u2b~5D)m*xqoU~|WeS?l%@V%S*<OM~b<YcY?vdLE4
z+pFR7pUC(hnvd5Rw_R2lj~BVTYDd+WK&+jJ=R={gs-$q}Lhd++FvlMfLXRl8FDYMz
zO*$pBYLncT>!RBxVOXN@w0Kdo(D^}&r>kbEz|T8VE6uZupWU!3#&Qg;xv_1eJH9A*
zP`#fUttX+9IFPD-qquYZg2mtk&WA~xaWVbaUY)c`vKP!B4j~%(`AJ9hoavr_yZpY2
zj*Zhzk4B0(N)Kxbx;Tm)4eei!zS2_BoHWE&cKQLi5+bObc{LZN!X?nnM$w0sXmlKK
zpWmh%d%TxO(;Pm`$K-i2k`blKGIBS?QNC^5uTk07RTTS8c4KTXHyyy2v*L&d^j>ez
zzLyu8!p7mQc<_0ehRnlG>L_F{EWc*`(>FzDE&RHL_@aBZ-MU+0T3aAtD0<K3t0iWu
z$m=T;PH|SP&E(V)CK)XV+mw#ae0>oul67e?u1BMxvwmbTxYSzE$Fc3LN)T_{mxm_R
zrQan4F^KQ`F8{@Bab}xN1GZ<jOwR8jVl%1U1DKS|ijA5<Vv%ERjbMUUowrpszHoDF
zO+`+2_0Nba^wy{ORFe3bYsBZeB+Do$5X`SHy^}@Zc(=oAnf0v;R%oy1r|qI?k{(F3
zi7|Vvt;P+LED@PkbwaJHTK3ao)Hg^|)C_lDnC>~pY9}8P+`lsSJ*#bmF5OF_Yr`8^
znu^92ig_Z6969`C0tY)}xt%#g3SW=A+|B4<uP9EU8&@zE)m$PX-yLA%y;O<ccZPKJ
zkGA6bZyvO7?_OdNT3dH)DTo`ESLB(BCvJ`j;uWSSt-K}R5#Lv(Ld0vsJ%t(id&$m_
zwm<hcUFwg)xD(Ntd<Wk-x{pS*t9K-BEoQFD3nt7W!FjuIn^8r*uIXBKF70WtbE-Uh
z_XdC_WMYzu{-O*$3>oLd;|-TY{tXHX5Fg>o^x@0j%o<-s)OO`{<p6;tGx@GF55CQC
zab6Ns&EI`i*%l|+5^km6Mp=vXXfEGxCTmSD$I!MKE#V`{^@Z|l9Wq$C$hXGsEB{PQ
z6y~hfb#JEK3E7{cB`HZ-n{l$^W1Nxx7VBZwiw7*@h;CHq#1xJGx+5U>etpPpQ~&#7
zHiFHV!&=|Ky^rg%*pOm)VPH1?VZMNO70v0hr5Sq#IWuG=j=)XAJJ)5fomleTeQUIU
zMXz@Ajk1MN;dqGJD6e{3Zd$s=>|zZ@ey~BlY#NK)p6`mz^galo5&KnwnJ+b#|F~_#
zXXw=GrQV<0WGJBnCoV`yuKfRF?!AMW+}?I!L{vn<0*IhAl`f$4B1Mtjq<4_sI{_&H
z!~#;KOP3OQ69^@gU_qpt&?GbwDIpXELJ0)U3j4Re^M2=@cfOhP*O!?+I<w7_^{jHQ
zyIl8m(eh`!=NVqQvPfEW@?wj^$9Rv_$_D;(Riq92{Cq6ai;YA>t>n%6qQc-J&m)c;
zU+t$mq|5zrgp8b8O?*nc+wM3XsV=o-*`t>d-a{dGZVL9<q8c6zFby=K*GdC5VCTpv
zMoO=$zMHXX)C@fH>iL9@t{%41>~LWtH;rb4@}Ft+YU0-nayG`kUw*4x<h!wTPVqS<
z$y#52avLG8XWjrsOazD+SyfHaHs|CJgUhr~%&To0&NEi0n}AIsV>5Rrm<BD_@VJKQ
zyi#WRo8q@qMI(NZQh;;>!pn`g43{9P`~uqAlT6Jy8KR2kh&@)8QU(~J!p|Mj5qOye
zsfU#n!lrKfOY$l)Z58CGocCfJBW>`h<r)6%zr8tQ0N}kkmf!z??<v#e#S7CBORKBf
zGmo(K=ZY$3X#VpSHe<iTcExqAJ1pYgq<_^)l%j?p>`RMflzq0x3ivaR=e6t?uklLW
zw{&c9E&Wi^s9%VHOXM1mPRC`h(^8_kpI=J2@<Kfx=F1v?u$UimVt$vS*sZoC!`&`A
zBT$paPdrQ=@t1%4&!As)397Ts2=ut7yK<-+b#TCC`><*GOm$mS+uzSsh`RR}F3{8A
zVH^ru;~S&Nc{RiDWcl%(Q3BBkaf?5W$cxdZ$;bu7q}0;4-7L*>uYAL9f9+vV<sbT!
zF4wNjd+`aHi!`+(P-4;cocqyxr<~VlQP#_J)Surkiwg3O+_*5@N1;g6Al|spWLzU$
z)BWLO*LRi99CbQj(q3Sixo&$&3!8{Uf-|>a%vqJm(tN_Llm88uDjTLkI6M_*G3|hc
z)E7C(<hU`$zW`?Qr=!)UN?YNY;N=&hH<zqH*Cp9yI*Tk0>~Bs;Oy7pU^tB(%jjMc+
zmM>OEzpQ!WxN1+DW*@!ExQ|EWpvRLBA=DUET1VA5Dai?;n~~GXbye7{(fjVI2>3M~
z-jh8=$C6MoQi@`9p42xs{=1#P<hy>_KTUJ~`!(me3(u!X$LBH?)#mCQ^%$$|ahN|`
zIeP5Uchh6a(k2E2S!jpQBHmL_>ymNSty3iP^gVWU!d!>tV88K&i9zmJpDCusbglLo
zt0Pdb8hhTkPQu%I=~^~!kBy>xn}`s8t>kLrlk&+QJ!x|kH#gwJyEk^drxE~%1sR)@
zZt|~Dq;27^&24!uYoW7852N`qKjlH6WF9~Jxl1y266{M++nDRl(_BZ0#?!Eh+2j?G
z_u8L~m9#>i%r0FcMNAJx5!x}omhvj6^82UA@=9rSi$Xb1J0_kvPNi|9StXI6hCl6_
z5^VSR(BRyGT>l+Y#5bGf!hvSB7WiPO@xLF_pl&<LFD1!3!2f-9RQfb>SUA+xaaM%N
z2PPRtbNJ75B-<2%_Q{=tGm+KZ^l1AUl@EWn6(}Uy*Z#)s$rM_AX7W@&5q+mD-}~WY
z@uS_j?2g7M1|wyuC6=&>%BBXW^UqyUfq(+@Toc{*xkyHC4@WpsLi{%2$wWmY+N?VB
z)8DX2sm+h>$93mogr2%bQ=Gh{czIKp6mk5<j!SobW#`7o)P3;`38-wl_NJj=#ck3W
z>iQqEwLj}%zKLi2bIy6sR+o-FPbJAz+>&9JJM)Z@qAj6;bO6c6id8y2&y%q&Yq{!K
z@!uF}%+31oJ6OHxTxf|73jH>cXkWjBCJd1yt-w>+E;sTgTCxb(rx<6tEL*K+=;p4(
z-F>{w$Gz>co0#pQ*&g=vae8<o&s9<gN|6Hyhe|E^)$B`l&)RM~MEb(~UmPwBt*296
z_~&`=If)NuwHi_&odUrHMKQ<xIgkt8l8-bAtI7jb$fo9-3uPgMLwcwgHuVj(%D&&r
z?XK7<GOsTrvoykht6I9@@94D9sIW3~OR`p4G+=O`6m?7^Vr#Gld6(ACiO;?K<D?T^
zbfMb>JxN;>QGj}(^8vlgP*k1n6MK7vi!Wd~qeU)N&FSD9M~Rau#t;hkj}-E~keYqn
zlfzWVHChPTu|m2aZlcPqnO)V01)4h+>sa;1v$FSGMAq0LtXx&kh6RR*6@I-=JOb>0
zPMmM8FVO)-yB;Z2TWdZV?#@&CW%GeI$0_migSQb|ISXA2G-YoxMXF1#x^^uueq<J@
z&Vo{>CMErP%J-Q;4||F%KAs7m(Gt??vvuJ`y>0!vt{>{wZ)Ja#S(zKzC-2kkiaIW0
zL~fo_BpE-X`V)}|=HC9{nv%PQ4%O|4M$>!OWx^n=eB9BQq{QyecNY-i236M&^!?a`
zwSB{;n6sI=nvw>aQC3Hbs-Vj6wL_w<)gM1pMJoqj`W`Yubc<Z&QcUxDKE(dCQ%8om
zmWgfj-L<4&E$a&gCEdp*S=V$<rX`t<wIbgli!R-<$ens-@L-yKwAxc{Xy9!}$lYfr
zlTrTZ4mWZ26gDRE5TZH&dsDy4QE(a6leS1)W^MC62+Z*t?1^J`*Sll0%1_p*Qy3&Z
zey*>{Y-p)+y6UvDuYnx9z#r-AoV(O}a?U%`{(*nhb^R)n8mr!N?Utszy$i=Wayh7J
zP=}Dpr{PId7m5-#>X0P_5hp>-XG6KC&KPl+A?&@*DNoXsT?ZYdUi!y0JY6QVTU2d?
zr>~grP)84Yyj_7e<ON?S+Q>67CyYl=!}T!|MwwetB4sh#A2(oat3TnSQ@U>WmTO=S
zf_?8a@3Etz6H#!*eY!e2nO{*c@TR*_(XD%?UqN%}@4wG@q5YYneHppr;gs~W%&<h6
zEc$d!f5Q8}*VH~h;)$7`9ys^dIj=bJ2=W>814k^}EMp_v(~_eqbFs!1WrWx{?I6^`
zK7p>_Na7#8HKF_derm^6Q2I5rvDrW44j`E<%fSAOGftPhvV3=3j}O@&Q^3?7L`fBm
zQ6I+3?H4xec9*yNZ;hiX<y3FyQu$SY(f>4@h=hq(*CK-n4L9yu9A(m_|FrA7Tx6%7
zrFO?GD9KL!l=9PttH*~+a-#rr*trX$RxWW>-SlEr)B5>Zh)8jX`!H){&dndUeeKd4
zR`DzCj#yXp&){Y~;LU|+2KeP|W1O51bi*u`u7D#3yB>_?Y37?ix8$fc(m9cQp_l!o
zI(fTk9`)<*&W@ms)|@v-tu6C*T;7|KBKjt&HjB)VhhTbvPj^2V5IvLiq-B$0fXi0}
z)=?TL#S76J5-C+1p%{iA%pQbAiCH5X(~}FPV8=7XQpyTbKV}s`&_s7>tD`iw<NWTJ
z`CLO<r#=JRV4(d?R#8zA$P8(L_S_=SMoB+4bBc`Neg^g&#HC1ZY`w8p7~KeHa8o+h
z?up+9emfXaF9xoZDWu!`W1;58_Hohkum*;VmjJp%++C4Xt5j?jFqS~4?rr5Ao0o@x
zraCN;fU9RA3-7!>+N$XNbUWEV8vp0pVJDO)O8p{;8b}+oQ6RB6KB?{!0XG<?FSXTl
zlZ%1N%w;wT7x$F3fdC@W?=!Xda%KIXE~o*MMCXBcnaOiBXxFq-RaGSrf$DwCxkdm<
zryn~8LO_PPCGEkxyjPi}{Jvp1-;-~vI~7><;xd@35by%Xof3JIz%!XU(?J$~YK7r9
zk1=KKDYf1n@Yw(ncvIc2ZO>=i^Sc}(D8c+Uq31PEzWgZp27$vL*HnIhii_@*c1dl|
z<+i^VsxQght-?;Q7^Ws()ffuRvE-dVdk(tfv&0otFbn!9AnEAnxTU0|*zyLL3hf_&
z_G%`%&^CbfF9H9V4KI_>@<8@Jcx(qCXrBN??kVg=GOt$C`#MZMKA(SWMpm5Oh23l2
zG7c=Xslc;%>c`f##!?$+fmyq}|4S^ixad;#?m5Lm8_4g&Fusz$>m^yQ*)r-qkd}nd
zVDG>uk%Y`=O2YBT)7S5tDgtEgXjw^aIZ$IG5hF5*IDNlwg#<0zw()l~RnPxK1hTWC
zkD+tXCok=6ltW*|*tdq=jv2nhCyj_V9jT#>IxUEA(^U(G^?LrjBcl8HD}RxxhNm|b
z^1n_ME%9pRtvahTBnQ-|{x^I)Mc<7%@T;bdZsZo70Qesf*>2d6CO2aG)^2bt&(3S>
zP4BHxW4!c`kIy+Zlzxmtxh((qP>A;hz5CBsE|Gb)&r~IiigD!cNwhWjnf;9K`O{rA
zMl3%f+?HPL`dd#!QLPE)BTD0f)!P{&T#nncBG(Tetb6^8qRv)NT5g`#%K3AO-iMU2
zhM%9G-g)KqDB?JRne0jZNet}*9Nol5P0Jebdy$fjjUu6$BTJ@bb<X(Wj!?6(K-?|o
zO+|F#)eHrakJS5aqi%~eUACjoD*d|(Vn?BD6nj%Voozzb3G7ovpfQUA0+v-vVDr(~
z<&lNs;_hC#KHa=qnpT|tZG<uE=W<j@k@T3#(p1S*8Zl+OIeo;V)}V1Etm&~7q~KVl
z)lgONQZkK)H`EIJ+)svxg1l)#=-*nTK-nw5>APjl0W>)=5B^RdbbHb~<Z6-!*QS1;
z#GZ>Psqcf94>$l$#9hB%FhV#3q>bvX3NgzB>66;sK|96AV`ehS_i5BC%d!5{+r+O#
z!$2jBA>PA4uD1KZeFG-1bee#c#$TdA0@-&))si{_(E=N@-0dR$xkn?VdQT@o`Yim9
zo-rHrSuj>~?S_9XQjW99ug;#b&ZNSB8QXFrx=*21WQ_lX^!H2b;a3VdD$Sa-(k+9^
z==a+Ge7XPu>S|>`?~}wh+OfZQgU=gHB3(51JQW@jyRwEnkN>#I+}k5)8q>qWk|6S%
z9XoaI5E9u0rX$_|Za|$qSYS%g{TB504YhNMS$_4((O2mp7IiS`8B5Zco3{<-=Ixz#
zYJGb9p6Mr&x*?DZQ3asd;R3}NQacQw!8BL_gq9@uPKAJ|DEzk>8QCeHhfT%N32<#a
zke(7*Iw!5yK2Mlsx7cfblY&|3Z{Nu*%tHDiPJaAMO9tA^NVURo4`-UoZn2f0^5a`i
z8vD0?$i<$tM`p3Z)RY_!cFRC-8RsWVM&{rUTy>oqhk3lgKk31ofOR$#Z8IDGE+JMj
z{ZzXmY*$IT!fDXjxfh0RF4I-6iw3#;X2TtJkQamT&k}H$Jlins*xQNqlS%y3JBzyR
zm~<2K-QNo`qa8X0g=>$TV}UFAvJwS79L5ejS_l^Qp%X$RqzZ&-MpxUXZ`Bux3#1z&
zaejSZ-hRF;42BsgrO-tCcNimnX+{(XXf}$Z+o`hyo)a=QyPQ#3Ma`sNRZIJ?EC=o~
z$uJ3NF$u)w33Sm<<N5oOi#1cw#S+s(;7Jt2`BY=M8<LhxTXl4Lez%#cb#&@rvpEWN
zuqP)GYh6L%1Ez_JK<~h>=qf5n_XG9u{uGz-roNd+&Wrr$CT;0|p7XgQuPFVsYVi0z
zZm`(|u{WzL!gn1(-IMkSAUeq8Rc=gAvR=1<uhoW51wLjk31r10w2QuQ9wD?h5*H5@
zH-kWM2*yM1JnkaR9pn^)^!Ou#-VaMGploTr4=ix;T^%4JXHad%r!=H3VE~!8&GBI3
z{piU9x)LF7=0?+IBYXlwDi=Ni!EYBw=U;buTHwg_3Z#18p$_j|u&qhk?d7&2x{pCc
zIp6^IT85MQ5I8Yj{T7*S*rj&m7+mgkW$@M~(c`94>N~CDb+mi0ASFuP_C+K5%Y<%W
zG7)m&n6LfVtc-28Ck-5D;Ma>7fy@xk!F!9H$EvrFZ|8X5?w)}0sx|sqrhkoZJdcbe
zEy!<+srnY1g4I@lE&siomAAuV#~}(Y85PGZ)R-N;-X0Xy4UJDGxk&Pwdvgj{{0Ci2
z)VI!MAXsKplxyS@Vi9epK6g@m{w=B!HT*MKFQ#ue{pGS>P@WWZ(RpFm81WF|8q*=a
zWG68}TG#BT1y40k?YC4uYd&tw*xsfh0R~@l3m0NFaLw0%YrYeAb$jmzOEfRjkLTY>
zHTcWdKz3K>Fl1*XM=B|&<n6V*J8^lO5T?bNNeOL|b07uWDDY&j2iFdbf_BA|#<eO7
z_kz$bcVRnAUJoq54KS{kw#*Gy9LRQ%$s1n}@wv@0{-IuS@%KqKmu}O>Reio#tt9sE
zxVyz2%?=f*y1sv=vAoR^+ZU#iclhxiBYeBe-YULOJ<*Lvh!kMGd}Vqcg=ki;2N83F
zJJki$2XyHYOpl9z^RG&>WZ`6<`gJn2C#mn3OLo<Kk5_9d#?e~M6Gb<=hq`hPv+dLq
zN!2Viw^-i$IiYhy2dN!$de-c`rU<Vjza94@1n~xpw0XxsIsv?*esQgQ=DswxwS)+v
zmR19a2I@)QDf3)6?5wXCU3#RybLDK#@JE!`+}_FX;#l}sOky$)`YF?O3SW2MrVa$S
z)Kg*8bM7G6g)tv>VZdIwOup$0bEbvC^bR4Kh{=bjprb6j7i$u~B8j&tyms#IGqpIT
z98&VvAxKXG8y4v|H@|3Qn=ZVIagFyl8pM)zT<5oel$o|irdzqk&l;rkz<tHT{>t{Z
z%^kC75^n^V^#a;*pz34#*F|WCX`SRn;kG>g7a}WXdT8C#eQDJ71X9Ps)=zB66#v0n
z5lBiy{+Hc4nkChF#~&ukbEdCeS(1zsv2EAMdzyAWs2p1OSb6dl?TLG8n8`6dX0mnz
z<Y-IW4UAVpGyL{lb^Z8Tv-3FGy;~Xx7A0ojR{5#L7`&SCz)Y?GH&#d&aY)Tm4K}v|
z<+BJo^(%n(45%%{3f#{*`b;mKl4JC~)(`FFeCWqhy)58so!g#fVEP7L30C3qv&cq_
zD{{kpt_BBzi!5^RaK^KEwbb>by?*P)V{<a|Ia{q_Iyn--OoYVM5NM-A`X|H5BebY6
z3}m$Hnx13^#%xauYc*X26UV$mywfhCfoYnt3IK+y>o~0-I!!jh)gZ;q84V6XG_UFG
z1#3W435IuPBpUTc59Fd9U*f<KTZ9(jWD~Du?cp3|`3Lr6=sbF0V1S=`22;`MOX`tm
zB4lZbkD6HDbBG0@2DwTj-99O5{DfYf8HmXXgNN4mv-TJotFPVF%;w-|+8Kx913>K}
zGj-;~>dD(->f|#+^8Nf0kRE$-MW>FHpU@fB!6s)-mFi&s<Ve#7oyMOGtaO1)HC20N
zi(Bg_%m2wLJx<G8RMAtym@HFkH;8OXVz;e;k$(B44kqauz>w}q@-lE};AP}5l9G8Z
zIqHjtU>r(uT4q-lhq2J4Ow8~~7JhS_KTIKLiHS$9`{a;5ehsE|yjwLe!(UQLi|L?z
zWQ(fA?Dge`bsW2-!Uv^Up_*NZRqIyNn44T>)RU6uBG$zth&-gnS|l203(LO9McN#f
zXVN+xX1xTy!TUa(M;mOY<Oup8>?yB+7=}c+7hX%c4ucvs1O&7%?cUMg=;BhHFHy~T
zy^j+ctS<?%XZAWV<#X7B;~(mDfiYvA2{l}r&#YX;zhTqZAHQ|$fu2k~W?A+~r*K1X
zviLB9Qca)E%#2CgK*~NA>G2=`&qAvaYzwxKXYJ^=?jn=0&2f$*weirq@CO6H33v$}
zl=IJnqSiI(8Qk**cN~7NRNy)4qLm_+jh#of&}Fnl$p7Qs{WGd7bUDxjk&T)oL{L@H
zoBATo5@3#BzT@h<V}@93iw7@B>hcJ$O*7}xTJqOA$yOIf(bDr<NT^C3h=olb#i7+f
zehimQx((%*dB3I4AQcHmjA0gPT+-Z_+IDb|qB7tvB}bx;3f_S#>0c4}?09g|d?Y16
zF6*eilQjdSIiW2&?*}Z--xSa-m-cWpp2;AYwPw72VkIAGhsKMnNjXpGhgl4>pdooG
z_)KXqO1nCk{mH!`;_P<mB-Uq$AXVepR;i`R5}EFNF&XmRx`0RZGDjN|H)@p=%9mqI
z7cGMaPy@4)Bqt#J``cjspm`r`WX2J~&{1_fgpH$!^#0H4U|&q{2ZeqrE5E^t^BcZQ
z(n2A#76fT&hFzy?853AO9}FH{%5X=!!D3MIu4aqA>2b?2=|1!_9D8^WjMDZ!gfPEW
znJ<|%S$=-&j#<RX+g|ya@=XhAw{^-L6Rdxw>cAeoP@{^1ulj_h$q3otTmL!ujEt=?
zBY`9|!yXP1pCk}w5nZ8B^OGT&KLf5fCqNp>m3-IwI}n#_V~`-n0uX!h>&ZgaU(rX?
zuL98xZ*(zqCuZ%k`MKe>FDcSS1YD5S?YN^nI$OaOioLgP=VebG@^SvJli!;=8p0s(
zFYbQa)<}f8I;g>MllGqZB3sw6tyd?EfCaxbF@yJi;&-flgsAsOReHdoNY5`rp`YYd
z#@v%;eqw)YVpm7aJANmcU9xkYD<=B9T7<4%tazh&2&vylTRbw@M6gMKy*uUFO$B_V
z<}Ysfz8mSUAGob&lh*P5=LveS-7@XeJx=cR`%GM26;|C!>zP^`$rzJN33WA(wVH#?
z`zID?;U5e1)NS7~GbAykW!x&@qa5rg;3}PBS5MlEd2ycl?_1Ao%(WpZc){*7yMUpQ
zEQ-4@SX?ml2vkgZc@Z~Osi-mFl2nh=+8O6Rtl2*Dghhm$9QG&mVj%+UQo6m8cIh%G
zG;By68rGGl1nWubV4JwwOEMc#+#tyKQ2gaO<4L(tt3^#$FW3}XZ+V1R@Ko6_zrC<@
z;?aa>ejvz@eCflxtv4;ynZy-W?#JJb<>fGws`0g*4$@MNzeYN*x762~oh-f&AjcLP
zI0V2e>-`Ug$jb&@tTJ4kOtrP@;}+pJDvj=8@Uhd$r*7@zG7GXXzofXIMB6z^%B4j~
zaMTZn)mzv2v-GCnzWf)9lw2H}Qb+U80Oz-+>(TvYcRW!9?B5>JCFFlvvY_+<$Zy>-
zd$e#exIt%krcy;BW^C(G&Gt;4yASLK280V}9@|5R8N-AsRs5>Yi6vREUrp;EL?+E3
zmGCo+wl(a8QMt7Ze&1u>fupdaaZa(u^h++@yvkR*H5wZd?bIdC244{an=2~gns9l*
z1tKm6Zx~2Osv-=8`)@uom$2ZJGGxNH$wc`5RrjB+HXvo;&u^&rRAqaxgHzV}Z!Nv4
z_*-}CRHJvb$gbd#PJxn-tMjK|-535eBG=}?^<7G(M4DrCspZk?HZH)?X|(aPPgSWC
z_LHhEa*_x+5LXkVPTr~XCA~!Fn#L2qmFqlf^v8&N`_zlk#ePYggSWV&Z8O`!?kqh4
z!$pm7ay%?)thO@G&0YKi41NZx4wS-j4#JV^f5fm0bLjYm6HDEk@lU}W*<r%UQ)a?u
z_L5Si(XZPK%<U-27kGSEIA_LjadWMAK=3}Mvx+cloxoy%sw2+`UK3Ro4_hL6J>iq@
z;0goV`zywx1C}v#r6BY6#Ny=i;y#hgylvjf4(q^ZI&Mc|y6C&t|6r6n>b6IFLH+*g
zf2#1-v0wpMP99TXxn@j_MK?FQCEd$c+3hRpvq~;-ome=$i;e4pjc)iv0kiJqc9PVK
zE8F#o<3bwO2#yhyX^)Sl;$hWi!lO@Krr|zE@o?A&|8yFMMJY_~Tc3Y?BmtBhxh>`~
zk9+iqb@cFR)BEKs?1JEkdTFO_RVgTtH{S9A0IEZQ5E7aEW8Cb0MV>c1rQh1fYh;Z(
zrm>u_(*89|2lX9;ZHk0-#uMXqOUL^8_UCh?=&03*b=GmuV}<;V*{Aa)OlFkReUuK<
z#Bg4VUl2x2d6G6Mb2qX2;IW$9ubM1qlgMsO(m0NEwa6EJlj4RRcw((&U`=1uvl4un
z+EK+;nvEAvW=MxLL)E=n$h*Y%p_tFx6+XJs>cF|~sUkwGWH|>2$tFFrDl%ulHXfY8
zgABb|GD0P9hL3qlckxW_3e-}+awPbXX5(dR5Dk@{Kbh|ubzr$YGW9{mN9k%Ym8cV+
zW;Va5)Pz;jPf08>3l?$6MxvpOqICG$^LhwYW?NLEoqCO^-7CE^yZ$B(VaaQ8Y=VE0
z-Cmt^RnN7phf)sgCry%J@_L18&ti}Z6L-&oL^9H=xVUInc#id1H622*Ij%*AH)+5P
zU249r<BW<y3qwhjW$L`t8ILiMjeu6aNh)kzk8WQFnv~cw$Y%1i6koj`L<SxnN3x(^
zuVRA5^!!p}3|tTL-JnSCykSi$3kZ`6twUOeipfF#Ho=%D(jIh=%QK!EhG}mkb3)Q&
z5ek^r>g^q+9M~0Y)ux)n!Qdz5OIC|2AK<XR!$q>=nBm`iHY)==e}`c|p3xxt+<!nH
z2eiQ}o2ROEA~@r4`K1LL1bN68ecUK0hnI~Y{xW^PuL$ZSwy7mB_fZpO-E0rT<!J3X
zLEV`aLsRj->VHB%#0qoRHBfi>IfLCa>qx(L*gYt;!QaZ+qP*hQ;YWzmZGD)ubp0V8
z?M>0=!yk85oNIUkh~|Ml3A|$L6Iu;+#goENmTr~C6gn%_C(L_iPWHilQvI@Xxf0}#
zzj5rVm3Ec=dB?y5;=_#@Ac5lWpAeBrPN95KLPZ7?@E^T4F?GbZqIZYXq|?%8S<<=j
zOoDhKe54kNm!15tsD!C6uUUK2E>oIQlaraxw++S_h|4M|*KMU{m_0qCtXWIfeVLgr
zE@+13A!3iC)nl9&yI@U<V}Bdo1h}9nHrpnmMQ0^@kYB+58h%m*8fMF-99^^Y_`;Pr
zmByFyPvZde-1SSh60Tr<Ai7UDEeQy;6%@cOa82}F4I!oInK;*Y>R$u0z^J>E=@a$J
zxy!r*!3`l#8Z^VOo8z!qn5yGZ+Iwzt8xU+0#u;!ieM=Cn(T$<CZ>X>5ZNG4nbwVbv
zv&PL`K}T!a2MxrhX(00QN0{UfRbFsN;urzhyl3C4rQ0-v0-OEt7t5S4m6(CO;-dDj
zV|!j1%#f;C2R~8<kv0OYY!7ux){|JL1WuUrtfeLAgsyfHf4&mQ$~3Fxjp0WT*39lR
z>COump9NsWrXMuF7#^TvB{_HzA$}!22sZn5`1sBCP4_Z<hE@~6U}r~Fo(4XV^V}9X
ze|vKhCzh(!YPsT@lhR4ZqqMAp#b$?8Xw-3xh>)-c=3T%m(ic2N6buhH_PX9GDwXnm
z_<zKsgE|ysY&SDt-m+~9nInpX)sD@F05hppXqDn&#slhM5e1Y~N&M`jo^CR8NBxb(
zt|9St$?^rWOOlw}+7Y4<nAFuWKc&#L?XL^|X{I2`AW&Uc%gWSKRv*gd<PX*9?c4TD
zh)&dE<hM9(*{%>Q@~~Ykij{v0oVSmi`avMA+u-&@89FKU{Zrnq*#anhmOJ*@m1NO}
zo+QpZ&OP=OE&}B&V0yU}R-o|VD&U*a-(SK4ALYUk-`W;eJ&$4QbH5b`+F4vh^{6OS
z{vK4Vj)Q_^hr{{eu+s$+_Xr=O*ATk}gXQ#kBBD19#sU0yKqI)}jY)dH8TUY2SFUB)
z;=oPNKlrHY`M?e)-+>yHP36#6<o_X=C!<L11EALO6<Zzr&J3)`TN1wQr`qRMQJs)V
zDAR*?86_>Q0n*b&e@5F9{HD2dZD_-$S6g8%VX3KepoLK4b9SUS^me<bCBaA=BsKu3
zLk6wN0PKyLIFt|H^7=jZBen^&4VY%9lW8vV2&o+0Sh@6DQ+smJDfpA+|4yp)k;0|A
z@q1tjJ|^eg<`1?YY>+u`o<Uz?{ZTI!@@qw{WcJQ<Ca1;U*CQV9d!DFXV*j1QugNs2
zz^qHl?9OoO2C4X4EeiaUcBES?ek%6*bb8{vU-BojlaLmjl8DZQ`vde%(dy@uKz$!1
zP~_#AC+xX&Ob?U%{Ip5u5;MFIY{}Ebg<_=S(T0Aov`Tr`1;Mp2i#B|bKg)Kx`Oztm
ze?`*ps8yM%gR~nr@_WUlG|zEGu2BfWWRAbAOr|Pyg&P#|T0Qo0ATMldnPd}P_v19E
z@!1Zx%*t_9WqNQa+^txX$HrzA#Vf$L$Mlt*IL(Bf>*Q@om8>-SN=soln@^v-3_bG#
z3f7*<ke;DsrLZDWJI?DmJ!I9i19ExZ{+#B(#rj3H3GRP2!CXNZITh2t4xs+0(KZqs
z(e7WWn(_?o1va@V2yBu`v;TVsyDiJt#EjMs7G`$W{&H`4>#KIM6!q4)d$y}~z4!#~
z6j|rro+&{RY)AhRxQ}4l8|t1lfaGX56uTq3qbnBI>Qi*3PNk8e<UVPqxNwP<Rp@1M
zIRl5yaKDie^sKOJ^}P8jRcN6QCj*BujoK4-z28*v$7S)h2P8LaGPnLGP~KzIo&GBN
zBN^bqnx|dY;H~LMo(0F$*_nbGzprt+OEIuzV=hxled!4_vuC2)`9YG);00f8Bkxi?
z;Ciwuk?kr|bP>QDjI={Lv;Z7q<n(O>w``hdOZkBLI}1XaenoW-<)<HTwV=RvB6Col
z76a-XP9PClT>Av`rv-o}(b~Sfq|=K4d+?nns{73~^6r639>V@5Fkkg2yOo))eG&Fb
zZPKR}J^q{i8UE`het=9;sL@ze_u78;SW%ThE9n<b)k@BKe2r8C(LfMn%5+NR*B$|9
zBiST5c>l%@B?@|@*Ry8$39w~;7;67t3T*wrKIBJ$7`PM8LU;<lcG!kgs}ViHEd}}M
zH-$Ix-3okw29Q5^Qjs7_-G2gY3mF9$%xCO1a<ZRor?ZM)392~j6=f?dG>OY9N)eUH
zCa(wgFtJ@t;)mUFLO16|M{i1C1e$42EXA5^QkAoMqajXaIIRd5&z@uKyZv|@`I$wM
zfXYc~(>;l|0g%TuFYpm7HOR7V2EhhqRc4Qs34d*S%#0V$uwaWWtl||Wx0^i0$mg=%
zoO^BTfB!aHIEla?v2t|P3kYPNpe58i1=X60dyFCjiIXwIkgcCIr(Dzdvi;j-e72`&
zRc6R}mTE;7bftCly0@}DKpV}+#B~0uOit)=c7v<^{@SAX1kMFOREy5KW9c7j)xl&y
z5}h+{EuW?g0*?6<DVFU_Eth)LQ3;CS!!0>_qxm`oHfnd=ABjSc8s(|n?a(;=x3-Ss
z(0L!{?F;@_0ru(EXkre!fMKoZrNiQ56Kc!^>6ANj2~ymm09ShS$!hnALrV~28-w3#
zxt1#Y-5Ru<bBkE`lSbR^>w+3eOAM)3zJ1<qESGj}1`tc;%L4;%skVxoY1dxTw%5p3
zADsdf5_dD31R4usHFS`#V)`lRfYT_fet9KN!DS}3`&)n7-$Pk>lH&S_r(!oIEOiBx
zmrWb6;rKtQ)wC7s{Httb%=fBFfD0x19YZ;GV#-NK2V8i2HKyNe6^nPAxeH=Aw51N3
z5V-l9CG~0&OpI7GLtFGkzr^ekz;4q2R+sB<sP8Kg<VMOAH;&kXW(^Uzurh76YUB2o
z1z_ZzPW({VFu0Zu@$?#22WR3|#?VKFExg=!k+Rs2{STmUj|BW5XH&rr2^E)6e^;G^
zu7y6A8D+#eEp{|f_p4T`$Idi5x~a&*wNgjao5KnTBD)Pw-I@vjVpaV>k#~xWozoZD
zU{}|$9EP5AUufbIZ5pRp1M5=qoR*&=0>pfjB$*7dYLT6Wv@yTjl{-(P<93$k%?`{8
zHOE&aiWabu4K}!k{IfwSavONTTUO|Jg$azeQwd=D#Uj;bxIa=QWhTNLm_h-<0-zGp
zDl&A0fY)DRd5d|<ZG7!d!d>oejfWx(*}>u<!K3;C{$fm@jEon4a4y(yd9!I1U*G2v
zh>($L*rMdgygL=;24+U$WM(*oyPz6**Me-VgHmUOi?!8Vzm%d%Ag6J2zTCpvB>U+@
z%dIK?5&Z%Kktq2zbU#C4V1635Lz(oBJ3-6CbX<-aX<sK*JZ9jRqFikww62xSFB6PN
zftI>#OdP^RaN6jo67p#&Fd9Q+?y6&b(?6`v^KF}xg*GrfrHNCh#dgVPueh)QlbWHh
z9~R~v_^Eg%4E#-@J9+Pk6|6d^<Oe5DG3a^XSv(_muRt9(i5q=mfQ;uE`|LPAxB80>
z8(rn_68n&OP#|xc2i#BwlQd=t<1uNhzV1F;+9@enChfa-p_)t~mt5n?$s+icq8e5q
z&L6{IM7h*iOD;uFWA?+~buA(udZiDIt)i3jl7Y!0RRKHU{o8mW&Ye*O)=E?Z2bNx|
zLVS2>Kt+d^u4>(H_p9pPF$?e69PgU(3e5wdHS8{SXBj;@d5K55rq;A4Cn%F=FEMk<
z8CyZ`xFU0Hi_l;MI~4$M&tznKYsV(0du<JV<vDk2E5A;!u5OmZIxxF6i%p={Jo)(q
zNJAjiy*fuVYPV22(|+A=wSt1Z5gn$j3K=c0)U;y98P}LxR?CjCTU@=dJ8oG?Ph|wK
z6I11Vg4`nr3r594wY6|;LTkLfWQ$%s(7bzy&gD;ns5Ns1V73STwhx)V&rFoYo9?l4
zeo$N^EOw6j@tq=@6R>Sc*@;dX8%q8cGsT6^ee(ArMU4?g#ENhviS16%RNQC0#AWgH
z++(x6ftGXCigg?>Z-AUE8J&F=GSKT>94^g`IRVhk|ICgmEF6KEB;lJ2JozdF_?q5J
zv?O~nh1&PzG_v-N?NB92XRtZ%dTFeuWO;{d^!?y~ZrSY<eo&NI`i8x4u<W~PPb=@P
z^@|fA*H6+b7`>kt{?n;|1~_gIa=w;vNZ9G`OEc`S<<iH%%MX`E%en9!n8ABiNX^T~
z?DD0YW~Lte1`EO<B@0oh!a22u+mhl(`KU5x1`BJS68gzQ*HlA}mf=`19FtSSY4}It
zEqdlQ1EH2PI?fwX2Ra#2)an#!F%dA17o~4Bi<~-yPRT!}P%Mf6K)cKA8kokB46~?!
zfpl$Ov0BDKFS6SDoOFh60$-7-XvjMGC#eZ^^)De{dTI93E|JM!zt@vP2ynBL(Yo6*
zoc8Ot7U*{1V=-_cF9w)Of7uqjtopSp(xaiXWIQb}Kc@<!M4M*sP&Foa;7m>6s<Gu?
zf9(eSrZPDvQ?V!)@=}e7bK&0|m7-brxJ}VxiaUjsJ4-5#hlVa;)pYa*^O_W&=)q4{
zldS&b;`r1lXA=bTT~I}S>$AzHwcg-09EzLMLuyqbBy*<9#wna<Y)92Q>FD|50zYhL
zdO7en_Y=|ie$px{7v2#fiWip>nUk6hKk#&$u`!E*{#lsOX68FgH%)ftl~Qj=`H?3%
zXe+thx{BTEzTFr<GVc@o(y1_cneqKa;1_3;iY081^i!sIhSb*mzECA$P7Ny<wiNu<
zI`@dZMQ{46?hs$q%j*UXV-b8=+@E7ZG@YE}GVzsr&@=n~UJai*oe_RcSt$#bZnEly
zrZsrB6H7JL&caRu8YsmKoifr~WCA>fJ!?`OjmoU7MSGTqEWjTuAFDzR`zFc$NQ1Jh
zm9|M`?9JdYU7M=wGIIIa&$v#%s<?ce|27|=dV(yWbS7j=lf;e<xb45!T7M={MV1Eo
z9^9fO3-`KmgBeymuws%>*OR01*01Y4XTS<d$Rx*As%03YDWGx&?g(34sDDK4ymiD|
z2SR(G{#QF**|up`Za7e+W^>V*pir#%L}4;uyVM)qlok86gXe(bbO}dZ7XC?&<@(QO
zb&{t${|X6{^<&;ooLeI+!E^sTG{%GW8bCcv9#J3<62BgT$!=J0FrEF++8kz>?@mli
zFg<uy3$$y4Mcpy_#DiTD6(EV)1hA@qEB73)o<7f9Rc+B~DhKo`nG=<vfa&|;z+!B9
zzSScVENKcO$dN2PG5m*5dtE<GuthK7TF+Ra5;&YOKTX1t0<f-|`u9F{-=OEy?y3B!
zb>FJ6|IFS8@{+L>VnpVIl}1Qcp{Ba*CA+I{3)}{0>}w+Zk<BABIapIU9OLN3QM(Jh
z9j_qgL*=a8GMdjGx@yU`Q)FbstE;H2u8;jM3@-Rx(_agry9@x|9(z+Q#Mb`Y+mb=9
zsA~hq-X;GaY-@xuq9Z@_%*u79O|`^_;Jmo>7a1)<)<;8KHLdt;8iXx(pC(1tjcO~z
z*?Vb9Pa9qW=4zv`{XQ!{KvKRktSx6?QvkKT?~J}P9k`UkB;oZQFr@@MI+xwao&EE*
zT*_P&3EmYmJE$<B_$DVF9EDquUj-1g`k<~twP1bW7CnE<=OhPqQNRSIlUX5L5c;Hm
zOPz5BL+GfjcW|mbyNfLbS5?^rs{HxW;#J4hyHqJ@=35PqTMA;kyZK}%a;vS{W}LUs
z_O880-Wr~LeY$fgsAvq3>gi~x9i50q1R?0m4)%_yOVd{SFIMf%#;w3NY`cPb&&_SM
zq10TT<p&+ENOp~D{aik)`ei4k<)LnlPFB~@rL0M=!G?+0Z{i7`%5y%eIg1--{;^~;
zeML2RFr4OQVEJ(WnCk<IB@R0*^kDEnU?n|iP)5=~P(#8%hs($IW_K6$xS+-P*t3=%
z9@Rki7_$7G9njC0fvo~-++9W~kQnp<RqAMocHaC9P`8ozNFB!g`3l%K%jv!QV3UxM
z{I~}#dWsr8T=kaD305lWb{#LRw$P9G_x97rcOSI7pKcfW;JIgYXTbrZx1$~>#-A*~
zD_HNaV;^z)jVAA<?94AZ=Xn;2SC^2x(p`6hN15&fSMD`>28Y(T()sovU5W=J9R948
za7C86dT^+Vq|{1PXJKZ=)c-=rCCabQp#)#O(jCl?evz@b|A9Pbf5InLHA26&1A6+~
zVWoR0Ave8pS0=jG8v?6gO<z20Asjqdl6CI1c)mB@Ij}^e#HH`O<A&n9KYrB4oF6ww
z`cXf9nj)$c6S6fRZuq1Dup=!*6nq830hOK00FvnS2m~5rx7b^TzgaGTgL7)wmMehZ
zGtGk25o<}7DR0P4ox-9L!b;KUUZ306^Dm7pgDaeFOyesdg=S~oSZ{|<gU*0XMRce_
z$bPmmJ;1J&_ye(gU2i9A|1=DqOb>S}hhx*v60dn$?PU6`w^vFsJ#~0&Gdq=PKxLf8
zHXU(1T{P^Ob9LFF#qv9WL$EcdPz;J6!(`FK&&0|Z%5PoA-{-oQiWsL@7$Robv>C99
zW^TOEi8YaCJY}zR2eID9YE4Yau`1<~HPc420XQCi9bnSOIReAL_uxrK5baHnLhc6F
zL(l;`pNdQITvm7)qqFJgZ>>>L&?2&a9nDiW&LW&hpM3cFL8f0t2(cs9B9%fbh9zSs
zD#FT6>E+t2lU(#;gZduMy|?1~HeF&eFefJ020HqMFpp3r#dPlA-V}9@1gV`ywI=Xa
z=upCFd~c&seq6Vk<A65*RI6`{sHRzN`MJvAje~EdF)5<Tr<a}`*dHT2N7>jrBElCx
z_MXns0`FU9@$jDTe)@}Sc+%?Z2e!$opiI4c^6AP0Wt-o2o%c^es+)3|&eZ1%)E}rc
zifXn>nS0L!Tqlx?v)?oQV)tGg-~e^zo^OtN&a_DyLr;T%u$-BpN^er6mc>3<dS59u
zGp{vaL_>(WesL5oD5$?wtSY)0I5%X@-6$BOB2-VUX(aO2hRQc3yQ#I`Ha%%8prT_x
zqsa_TRqs;C@gX?uZU1TB6lF`r9^4yU>z=&g8CrMZ-R*ZiDaR#vsjZIX0;w&g19-83
ztfTfTS0k2s?FVOiLqkhLOXt<U>dQ*m$s!x5EcG5fDO201cwenn!$aFuzURw}u`<}P
zLLoPvVVu*Gg~#|7BnYsNxX%k;j{7Q?5o5Q9gYNL~^&U_0rcW7ePaXCrl(TWCnr+|f
zdz0qdTu1%z@8|f>n77go-GBKT;|y72u%Y$2_|t(#u2f6u;k$i;RTd`KmWbci(wi7c
zaEl*P`$JDXqI-_I#mLAwHY5dE(SP>->ebaVs06@kR)xRRO8@}F5pePR5@ov;XA)1A
zANem#n7qUnnjke^Q`6Tv-qZ^cNiG9}7prCh^(z7#mLqeNA$OMc>Y8e1LVpCk=hgUA
z?2RhCTa)CcKk(pSw7=d6{88Dxfbt#f)Prxxm%cmis&?jRf#zmrms<n(lz_ckK=r9o
zZ<84bX59#yAlj<D$hMuW7itZ;=~E8llQohBQihj1g8I1)&MBAYzLl^@K2VmqyjA}7
zaadV175R^r87ED?>!p#KT-?gu*;bF}z)NqBVwjo6`6sXr&GFz;p`xOqV`hE_e{~*s
zQDn+RV{v*e(`T7RP%I{<%XpW=ii!pgZE6n2Pu_o)Yp+6nWR=1#gPken>4t`wE))Ay
z?Rp6<wI7NZF4jgwpjd>(s=miU8+tqbCizbsPlalt{Iz?=Q$n>ThU#*I<B3dR&^N?u
z?Ilx=26afMgcnydABzY>Tg|=dxod&k@iymjtzfOmt#8hunPe>GUvE~lZh3w$I_wh>
z3#t|k5<w-yE_%AVrYujMc>y=VOJsL?f9tO@eWb;f0=%50cTSGa`}-^RY*v?1g=0g2
zBF+%oX_&^-C!QpdRR5}FZkC~XIsN-%<V#LM7h_y9?xxYx2KyIMhz4$UI+q#Dt7%cT
z8p3nbkV{TUX-AXE5Olt-Ja^~L%fK~x=ahYu?Y0r^8fHI!Goww&V!ITe6vFeq?Z)Ac
zx3B%6-He%;w4e5M*{C`a($0D?fY+O>;Jw+nQpRm+v@S}2CbCc4RB*S$$Dn(6g1)=B
zV$;OHdG}3IJ%n)JGFNqk=!q!|b~?&9uJ8+fger7~%Q1d!Rd3>fB99MkBJzf=#Wt{X
zf7<70Ch8ghfclQQkIjSGd}g|yaY586CVoKk$&W5imEpC)jYTtr?u-Jqf2pTAr$9|J
zXQuJ_VolAFk8pb4SdwTJ`7$h`BK2T8i(X5*DmEjY$#+H6FybP`*MQ`vQeyG3{sC0l
zEMcUDcKy6c)>8t98h?DD6_qI-Amqb;703{lN^s>w*+IeQipa-?$ZS-#wLIoDh3=o>
zQ?E-|WP*(4hS6x=sr3qAaD$&ro&nvwu`*RKo5G6p_Q|%;)v}JqLX<CK2G?PXGtX10
z+3t2VL6zp%;v_1#n6Jt+M*^Vo%u3w*do>&PR*S>o=eN~Me;tx8WUy|Xnv}8EBmo1t
zL5-yhpCr1@zOR?Ll++p^ryP6z$`l}C>{QgneRTzK|7g$<Xm%Ve^*A$;s8dL+LmW(x
z5rUB^m6PcMfslk&Y&w~`Gg?jkhUJs0aER&W3#sUrH_mUz9C-bEwtsR0C9N-AUDz};
zj}N)C;KuB7jb=*b)I>+q^ND!<l*eO-yFq^oStkd}b<}94t`+?v<WlVN)jwhn5lcxk
zL5PXj?VuycF_Hb~cR}?;tV04eS3Su4N5uOB>LF){c@yuM$^jh7_aVFr_2wV^52pUY
z)Tep;5t?Yf`)zP=3^da;JpD-iuloypyDA@mLfHm<<Q0H=kE`L5)h4VrN%&PO0HG@#
z79jue_ec#8j}-p#?Ba^~RgEm4H+{lxITV$ikN(<y*5kgv{*<6^dgTar>d@i?g%_gD
z+TsL`Z*{`L4ToXkWxE{-bY>r=Y8?n|j65z81%Kh11eWiD>s|Z*wn<#_Xb#0Pbs950
zM+w!{)om{qCamDct&D)$J7_d`4`gewiOMWGG1o@3Fh+nl*DK=2(UaG=2`AsTA4<I0
z-Y#KbRW%J76d&<TmYMvRt>o$54kVm`txacCQ`a9AVkVIWRS_BsU3Zq9hJ~v{6*FWv
zZi4T7|GPksPQ2o)*W+$dD9urbALd_F{-<|?<oW-5(ElATsjUO_XZ*+i0Z<##r<sQ2
z?wow8Ng&3PPdJWL{yO>mlp<xfPCoy?`lqz>ey67#0CQY#U!NXOVxxZp?097!3Wd@V
zKg03;|7_0qZ*$?XoDKwyN&##3seL!4*s~^plF7!_mc9(I_Swl?HvMm3_;2$nzO4?v
zgK6?)eLJ-CtliR6UY4=?_l@(dL3o#vtca`s-%lVce7R@ye>3H8LCNCe6OQ}8d%*u|
zdA&cS-8Csd64yL|Kwt{+nAj7#ZDoFD_xEd%8g)priV(Ca7muv0<$0h0161f(Lieog
z?d-nG&}4`>CxM#t2V3RQ3L|Z}%cw3;a}c%uL{Vklk`#LW%E8W>o{LL4zNr$l;%JF?
z!vUGQeu!4t@_ir-Rg$&rLTVtf2$;6daRd~AB&zpPATdE82@#ZJElL5w0O`ez=nd<R
z(`<X!_)UvG*mjo#F{0?WI0GM_I+AE3i6GyyCSAb$+a<Zf_Z8I$H9(aK??`|<4=XiI
z`NROp5%s*6KjHI0|AE8^%fZQMx|DT6pjm!4^nf3_@B~>@Qi3CiZotPaD}aOuA1`lj
zP`f1S$Ba;(yLU%GcMCpJ?(iX$u&o0$*Q${2Bs%^$@tM**pgdMx_OiQg;yRbp?{A4g
z$Hd*f(JiY!$>W3B<LwG7VsDU#mVQaLPc#jytQ#~?!smCCmh8SA6wsa<{yg^)^m-P6
zcE0l9-F26lwibgXuyd-+ng$WZnfGm93m}$nA-b#=)n_VdI$Vg%!d9GOZa;qdC7a*4
zE*e&$l)&O{L756!$_XepYx0P17+C9Pz;6x7%_81>hr5pd+5*jot_{EgSXf$;o_=g(
z(&}FYnbS{<h#)6PR|LsA4&J0@c_8tv%C`wST;e*_>}@Fb?#8)Ahpd*ervjD(8$GE;
zmSsS;YXIwjh~Kxk4wT|V-*tuvuA^ZwfIiV4$}0RZ67+Ko65f1o_HSEjoZJSo1SaBh
zuW6XeS6AJjpy6&T7<i2iP|k=+L2cRnA`c{S#|Q7bGzjlNvhNXXs*U=8-Y8T}<{XQA
zxxDPeZ{GX_2*%Zu!$_q01Uyc8H^rX3u=CB{<m}O6JNT_OVaLJk^&cNTn^hR{Z<+Nz
zgnS1J+m1ZK*R;EiRq_}hp$Gn+HJ0s_M=igi`EI)AWkHGf@tMlXN+0~tgRR(6!MGdZ
zJBteol4!9Xvd4$M6@vX6Z}%rUpuse83P2jg3IB0O?pTBM<y*k08LX$P+Xf^8{(=O|
z!9t^;acyU!f4&WAbok&AAaUSnZOtCZ6V<=}KvZ;8>ZqoD$F$6SQQGvyS?Wr6z{Z<z
z6|qe6#di69SAkT|(XXJb18>kHXo3d^0;c`wH|8&Bps8;Zcl+_Z6(|J!B6uQ+V>cKW
zmNd1rc3335!jGtYkngsR-J7Nzi0;Bfn^4Do93bLXw~`nUydmcHhlWw;%Rv`|Rf^QC
zqoZRmX#_ZEl_`94ad8o?Y=61^QQYl&Oql+3$}MHoww{(&{P4iT^PFUk1c&|2g_{hK
zb`B1v#P2{T2B!{KwH>cqr`8mo_DjaMT6-+BZIh^s4a107?Jyq%Pj$V|f*S5eo*!D3
z-UEprGpkxl0D7_CCl?*`iZyuF(<34xbSE`B--9zawqxIyCOM`gz7KQlp8FhWHktSA
z*BiC4$fNzCu(Qpn>w43!1h8N8I-MxHP5VW)fCNnC?qHU<Ae;LI$IAOu&9NqqBj0*@
zJ`~H}@_Sddtz>SVJ*??n70D8$0yI!Ye1~L=rdY`i!QETwJmE0Cf~#(gSD^jXkLK^-
zd1hn<U<d==%=L|C1|)TspY9K_F!@*@k7|s&m1Z|c1iF-s__hLU1?7=s_ub&9K$o|8
z%HL`l<N)Ny$-1AW<u3zWSbPXDVK*y;Y<dmJqTD!_=MR24UK3DudIw}pLJ$8cyINeI
z#oVK;2Ar(RfQPv$LWYy)E7<bO5tsk|iV-vw_vt@Vxv%RuX67<lo;p0>0|UK?X08TV
z__F@=Rd6I8=RtQe;4@j+8&(mFFVEI{z|Y6;tc>=VDqQ(ET5Tcin&aXd8V0s-75=e0
z=h1y}#uX53sSCEJRG+`KC2jrAHmp(}zq!zdWr)m}Wfp!{2s(V|tM^^T*6`5C(@!Lm
z-#G&_+J#Ff5FsxN?|b*EFAlgS27z}@yUfTP{k_D8P1^VI5Qy*hrPX*gA17X^Sa;=6
z@Phc1*Nar1J<w(<9Vz$a5UiPifmp`(jn)lW-1DD8J*gLy+iD74k_F5{o9MrFfU~xo
zdHJV0;)|1x<GZbWAQNlDVIVRwG%z6UyX6b0UJW-nXe-4s8e4Rj%{jk0>_t%6?+b|=
zH8Ov!x9_`#bF_a`+rN5dYkIBo`ROrD>16Y>@_~y?!`Z?8v&i~EsTc+Qvj9rKaNlIP
z|4aoVKLMm}C8lp0Wyu6LLO$3DIcL6i0(Vaptzn)lG}|K+5TMT<kAYse%5YIVCWXk1
zMJFY_lTO*ir@}tJ1;h4ZY;0`&fX!x@U4HoIU5vKvVt)oOnQ6I!i;TFKMn-FQ@-YX@
zyy&=jA=t?%ewxV-wvnmu35q39&F|LeI|9nfRUlAtb_Sv^O_h}c4itxP*%c~-D2}IW
zLbg%LnAQN#GIvhjdd4%J@8oY}rzR#^6DvXMF|6kPN1Yc(<h*I1uXoa;bs*^I&*w|R
z66NH;*-AGChWcv)tEZt$V}x7>Txl*A*rTbH3$%87fV#Hw%AM2aXc{79DUX~;iO_MW
zBVeNWBjsMc6ZBl%NIQRXZ%j$(_EjM7C*yhm^xK@y{JK1a8dVAn?HH9K-SSnabBl}d
zl1=9R6ZXJ+s?Yswvgly;@Zod%5L--kJ@GrZC4s<^?uBc2YsqE6oYoJDJ5XRHm$Gd&
z>6QLmWR@DqjBqE|?ERS|X^-F!TQ@rDdlxsdbo_}rWR&6#{=Z6f3M;eZ9g2s*J-O_c
z{OD@f+9`&60my-oK-!nBKr?e2EY1v;Ge0Wh$abt=q%d&6Nk>@pN38kdKT{yg=p7h<
zUlm{v5pdC#!Rs?Wc=nx2gzec?TH2UAqm+;yBS)ogA5An017^S#QFUbm5bY4a1Xhui
zF-|*pygu4R9>a@&Wa$)<B({b%A@snZsX|Ty4NceS-ymN+4aQ%bo_XcZV)5jMF*e0N
zLy`_--vmMLuSn2)5#K`0RIOOpQa|R8LzSz3tf<m+%BHa6P`;?AW2!<7m891A9FMEK
zPt(M&i+g0J@{HPzJy>fPme6`=BVec*j#y>ZPuBPvU~B#T{ll>>Kzy8>XvF@B;#xn0
zjIhP^kG4v$3B{s>F)Uvh$xLd~nuq)LV@83p4?Kd(;U#6Z^&sQor;({_fk3^F-FNte
zm)L}Te*<MkpQ1RABQuAz!)LqG0eGOHVp@Mm<NZkG8P|y7*F2w1Iv&RWPoPSK+r=X(
zlTGZo&in0)tiHB`cY0PqA1DOs>|m8|Ljm4qG3%CHlKngOZNaub5s>to`8~1R_kl#s
zyq}(VcSu>a+smx;ZwZb25irUexB%2OhFwC#-}f`cmHzG7I@QDe0g1u_w#yOSl>@Ht
ze2+hjEh;?SkB|h4tQB6ZH8Z=r7eCsMRfrXq^%vfu<rWPQSDedE){^Rx8hW?!bx{cd
z%#pgg`0eUApr0f?@`z1@xE_G4PxHCo_atNLn!{yE-fsOMwnrHk#(<p77gKSPuq@YP
z;PpReW`VoC0S4Jsi8n=kPEQ@%j;t9JXQCMtVo>2MthXL}qu`~y@lLdSU_(JsoHhi~
zLB<;~v>oS(xH++$vtTwk8tYLL<%zvH$e(WuE>S}pjpQiQlyP`{Kc#p*P0imy>5Y_0
z4?-{Sbsm48Jo}P2S$YomhVYL13_Bkn9iS!7^BdH;ZoO4)d@A&PFhjWee>Hcee@$I!
z9B25@8L-1BFbso2hgM-)qe6%w11(EcunH;^8}>y(w#XtWNH75uwORv+EG7`8Odx<j
zsL-+rVbPjW5~3s|VA*67jDV6xAi*%tLH`6_%z2d;_uiay@44sxp5Hm=`TBSCd+2?C
z?Hak&kGm`+jQRSpXg%&!!QRjFj7R7%u_0Q*{M62Q!4>no@SZhCOi#FT#~=OfwR7Zm
z`;?#hZX0>NIejHlDGo2SZplB-ER4C)^Uqxii)LhT=dO}4H{z=Hri9BaU&b=3meye)
zJ{+qC1d{TB(J@~UpKdz&m3sIzZ1$awIL|QPaYXQ_6ixK#iqfvBgEkuItO4@ZDn__p
zL~St6Z~?FcXMeopGHdh9I8PuOX5f0#XuV$JgN(yDMz4XqielE!_7v~1dT1KS@(PSJ
z{4Fr$=_Rvy3krCEwfH=$xZ#L&{CkGdjV5j~NSWzn`8^vjBj-i+(A{iIwSBmO(I1#h
zOitn{OW_#u?(t+RQo||@8}dR>=}CSXcEK^iJeUmXKMmKLX|cj>TRKdG3#U#O_#jpt
z=EPN|fBc1^h{o=^G-Y+7x3|GsnLDTC*E{pO6ivOuE;eILg0pvlmHAM03pCq3V+odU
zIQ@-0MBb+8BR7{XgsC1-ee7t6U{4B~0y@DH)wT$3fZz#LH;Z&op*~^AcLI8r)c-2*
zrS6V~xpgxQmH=vCE52wxYeJqs8FyS=6Le3iiq=RiEiL^-LXz;@7FHUTP`L=W&uT7Y
z_9kZh^vTBek*=4f<L0&9dn@L*O@Z~<c%#hfDgSSHTG6f^(j(gJE*y9yBedla>2Wa#
z1m7>ca5rQgr8u^0T)UEpCS$Jb*4}rs$ME!xTn70nGcHEMWhxH{U32wXnX&YlGubU$
z9Kr0VeT*WZ25Ft$pDvHB%@B0{ZWeyQfmc;N$<H}k|JkQYIq7TnTPZJx$s#{OGLj{j
zL-f_7p>dxuOr3O{^6~{9#UVUu3!cs2v4}lXj}R5of9Q9S`2Q}U_B*T>cm2!CB8KM-
z69Ia<%rR@7ju62r=fASzsdOhe!Zyh0K^oTHNFda{KTO5tz{AheqZiJ+Qe~UHjYGAX
zbx6oPMJ2%;Ef?4*f#1O@hqpzBrsX$EXA+vO-YD<?P>ZsZFK$opL6rE+$w$-F^Aj=@
z2$n{Two!;`E@<P5V)*k6+l@L{gd;X_L0qvz(jAr^>aZ_Y$1^uOjG&<WI9hQA>%dtM
zmmqpae7mx6NulVC9Rox~gs`X_+`Z5HVL`OkMdytc>mKq6N-98z%b|wIo4-eBb0`!F
zN`A3D7M6m#te`}*S{c{Bg|6-|mSBo(<DbJ9Evd)yrkMigq*)2mH?=*Wl*@dm)V8Az
zb32gc?g!X=Z@bjvJAxV~o`jdH>Y6ogFcmS$AXKS@SfNoO|BL?CGSI$#shUUoHy8MC
z8=$)Rsh1aJAmhtGibD2&e~0OOZy0r~&H1_D=C~ZWQk8oQ**Y=4V4>hcJGF!?dv7rR
zi58N<<}>Vq{5g;s#9IzYJ8A3e9H%?*i4VYHvBXfErKKwvfmt7&dx32S7MKc-lQf^1
zOk50TOSu~dcs4{Be^!#tlX8O~1vqrcfejJH!GZ`U6?Lo%z#^@T6y5%%<T0SXzAlN@
zMz1qRxi~x4(SbLVQfI(KtLyIGH<EB)AD=P>we&PboBx5IZ0kLZ!{P8@59x_|%xrwt
zsE*BI`*JXbp@MVd5KPF5<9Sv3+w5lRd-sUJ{;nC1bVYg&Q`vg*mrZg<Xss9`DGo%Z
zZy<$=b=oac%JUDSvd!%Kw^}|w_lI0oCy7L{o;0=6s#1;8DD<)Hi|k^Hex8Sc(Y}if
zDQYq%(fU9wt&d5N;a~cb;>OUNkc=}Qp^w)HKwZRUJy;uAOsjyO?aiaq!Xe;w$C4yb
zsi~<g%eQH-hgu<Uavxw?RG)C8e3S!_7E(vVx|0<n#;qg{)+RtE3kR+U+S~c+U6(0f
zv1%ZBgl7o#)urTx;pi-#HxO$ifsGKrlw)w|nzad?qo>L_oS4~1rNnWGN2Yb}X$%5q
z$2|JseDaIIGlA>bPBfKoi5C&*&NU@`bqm!0KQMSfC)m<2$X^9lfaHJA+CXf5iaiG7
zs<HvJiE-TWK>Y8GwZo0zy&PY;4L5Wrfzb41e!X0@H!(3WTTX`a6V|@sp}TTDx$6TH
z-|YuOXv%Le<3lavNK$*B(Ft3=kJZjQGyK2lOrV6*2`5)B!#>xH>k-oFy?S|tdx8K-
zn*3%W%8L!gj#MNpCipauG;tzf#3MET4As;%d0WjTgrFd0^}*t!O)~x6)#>XRsfaL|
z!X9n}`dbv}7ipzeUew$HaIF2D6$-_%Su&iyh5GJvj~~e3$P+yq;BD?$Q9(}`D&lGC
z(%-mWGqK*oC6F!_c_<+v&4vrsc$%_rekscXuUCq$5$qd=p145;ph;7wau0qha$KGj
z;6xHIr)wT_tUjcH>kFJ8L~)+ExJ-tRr?1~a1y~>RY-k?QB^eOJ4)U6Yn5i)|{&a@I
zE(Vxp?nfwDFs?j7(@Wqz*&FuoucY>V=e4Js{eKKSzm*V2?N(pO$&mrfy6ofqm!pR2
zPZfPZsSl>Uas{i1>!v{&yL8QRWOC)7Un=1KqGB=i9&EvP*ZRM5eczu${cEhoSwJyb
Uzg4+^5Z$svu161W_k~{gAECJmNB{r;

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/winter/snowberry_classification.json b/modelling/data/abingdon-all/winter/snowberry_classification.json
new file mode 100644
index 0000000..f41a890
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/snowberry_classification.json
@@ -0,0 +1,81 @@
+{
+  "schema_version": "winter-classification/v1",
+  "species": "Snowberry",
+  "model_family": "winter_presence",
+  "classification": {
+    "primary_class": "winter_visitor_with_autumn_arrival_component",
+    "winter_timing": "atypical",
+    "autumn_component": "moderate",
+    "summer_suppression": "moderate",
+    "baseline_presence": "low",
+    "winter_bump_shape": "moderate",
+    "autumn_bump_shape": "moderate",
+    "response_dynamics": "balanced",
+    "traits": [
+      "year_wrapping_winter_presence",
+      "atypical_winter_peak",
+      "moderate_autumn_component",
+      "moderate_summer_suppression",
+      "low_baseline_presence",
+      "moderate_winter_bump",
+      "balanced_response_dynamics"
+    ],
+    "confidence": "medium"
+  },
+  "derived_metrics": {
+    "winter_peak_month": 8.56,
+    "winter_peak_label": "September",
+    "autumn_peak_month": 9.865,
+    "autumn_peak_label": "October",
+    "summer_low_month": 6.54,
+    "summer_low_label": "July",
+    "autumn_to_winter_weight_ratio": 0.452991452991453,
+    "decay_to_growth_ratio": 1.4097560975609755,
+    "target_peak_month": 9,
+    "target_peak_label": "September",
+    "target_trough_month": 3,
+    "target_trough_label": "March",
+    "active_months_ge_0_10": [
+      7,
+      8,
+      9,
+      10,
+      11,
+      12
+    ],
+    "monthly_target": {
+      "January": 0.03040700561206541,
+      "February": 0.0010285149373122626,
+      "March": 0.0,
+      "April": 0.0,
+      "May": 0.0,
+      "June": 0.0,
+      "July": 0.36767574572901796,
+      "August": 0.894610302956173,
+      "September": 1.1841584093532311,
+      "October": 1.003791442139665,
+      "November": 0.5473905504411365,
+      "December": 0.17940148246807067
+    }
+  },
+  "parameter_evidence": {
+    "INITIAL_Y": 0.558,
+    "GROWTH_RATE": 1.23,
+    "DECAY_RATE": 1.734,
+    "BASELINE": 0.0,
+    "WINTER_WEIGHT": 0.936,
+    "AUTUMN_WEIGHT": 0.424,
+    "WINTER_PEAK": 8.56,
+    "AUTUMN_PEAK": 9.865,
+    "WINTER_WIDTH": 3.09,
+    "AUTUMN_WIDTH": 3.579,
+    "SUMMER_DIP": 0.238,
+    "SUMMER_LOW": 6.54,
+    "SUMMER_WIDTH": 2.852
+  },
+  "fit": {
+    "score": 0.145
+  },
+  "warnings": [],
+  "summary": "Snowberry is classified as winter visitor with autumn arrival component. The fitted winter component peaks around September, with a moderate autumn component centred around October. The model has low baseline presence and moderate summer suppression centred around July. The fitted response dynamics suggest balanced."
+}
diff --git a/modelling/data/abingdon-all/winter/snowberry_consensus.json b/modelling/data/abingdon-all/winter/snowberry_consensus.json
new file mode 100644
index 0000000..1b213c1
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/snowberry_consensus.json
@@ -0,0 +1,17 @@
+{
+  "SCORE": "0.145",
+  "INITIAL_Y": "0.558",
+  "GROWTH_RATE": "1.23",
+  "DECAY_RATE": "1.734",
+  "BASELINE": "0",
+  "WINTER_WEIGHT": "0.936",
+  "AUTUMN_WEIGHT": "0.424",
+  "WINTER_PEAK": "8.56",
+  "AUTUMN_PEAK": "9.865",
+  "WINTER_WIDTH": "3.09",
+  "AUTUMN_WIDTH": "3.579",
+  "SUMMER_DIP": "0.238",
+  "SUMMER_LOW": "6.54",
+  "SUMMER_WIDTH": "2.852",
+  "SPECIES": "Snowberry"
+}
diff --git a/modelling/data/abingdon-all/winter/snowberry_observed.csv b/modelling/data/abingdon-all/winter/snowberry_observed.csv
new file mode 100644
index 0000000..47a7fb6
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/snowberry_observed.csv
@@ -0,0 +1,13 @@
+month,value
+1,7
+2,2
+3,4
+4,0
+5,0
+6,0
+7,1
+8,15
+9,4
+10,9
+11,5
+12,6
diff --git a/modelling/data/abingdon-all/winter/snowberry_parameters.csv b/modelling/data/abingdon-all/winter/snowberry_parameters.csv
new file mode 100644
index 0000000..6a32370
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/snowberry_parameters.csv
@@ -0,0 +1,201 @@
+TIMESTAMP,OBSERVED,SCORE,INITIAL_Y,GROWTH_RATE,DECAY_RATE,BASELINE,WINTER_WEIGHT,AUTUMN_WEIGHT,WINTER_PEAK,AUTUMN_PEAK,WINTER_WIDTH,AUTUMN_WIDTH,SUMMER_DIP,SUMMER_LOW,SUMMER_WIDTH
+2026-05-21 15:31:37,snowberry_observed.csv,0.2758880416996180432608333334,0.25,1.286,3.393,0.0,0.735,0.14,8.3,10.27,0.807,4.286,0.277,7.21,1.147
+2026-05-21 15:31:38,snowberry_observed.csv,0.2496189846022469415926851852,0.565,0.51,1.723,0.0,1.377,0.607,7.41,10.21,2.346,4.323,0.171,7.31,4.953
+2026-05-21 15:31:38,snowberry_observed.csv,0.2598197635651260129629629629,0.715,1.542,1.072,0.0,0.777,0.595,6.56,9.55,0.956,5.052,0.263,7.63,3.859
+2026-05-21 15:31:38,snowberry_observed.csv,0.3083818841525001015886620741,0.643,1.895,2.5,0.0,1.487,0.283,7.11,9.75,3.948,5.304,0.024,5.84,2.368
+2026-05-21 15:31:39,snowberry_observed.csv,0.1636745745387713378997386252,0.711,1.43,3.271,0.0,1.102,0.76,8.19,9.81,3.953,4.795,0.254,5.7,4.799
+2026-05-21 15:31:39,snowberry_observed.csv,0.1992904148707744218059302223,0.211,1.476,0.737,0.0,0.723,0.635,9.24,10.61,3.775,4.356,0.267,7.44,2.533
+2026-05-21 15:31:39,snowberry_observed.csv,0.2106082511167252166730555556,0.269,1.245,1.092,0.0,1.371,0.426,9.23,9.36,1.066,4.825,0.308,7.67,2.307
+2026-05-21 15:31:39,snowberry_observed.csv,0.1704648349624867041669638889,0.704,0.999,1.168,0.0,0.872,0.323,7.84,10.1,3.713,4.736,0.057,6.86,2.392
+2026-05-21 15:31:40,snowberry_observed.csv,0.2678651432087856052311490741,0.176,1.793,1.438,0.0,1.359,0.63,7.11,9.77,3.303,3.156,0.104,7.76,4.272
+2026-05-21 15:31:40,snowberry_observed.csv,0.1657133983733535117338395799,0.783,1.402,2.792,0.0,0.95,0.307,9.11,9.7,2.773,2.806,0.393,7.71,3.214
+2026-05-21 15:31:40,snowberry_observed.csv,0.1890906799379343955823514445,0.4,1.524,3.272,0.0,1.243,0.081,7.92,10.99,2.215,1.756,0.234,5.77,3.116
+2026-05-21 15:31:40,snowberry_observed.csv,0.3653492955827783931085194444,0.12,1.189,1.75,0.0,1.079,0.181,6.93,9.6,2.087,5.544,0.04,6.27,4.042
+2026-05-21 15:31:41,snowberry_observed.csv,0.1708885862458605412365015218,0.23,1.839,3.203,0.0,1.408,0.514,9.17,9.11,3.297,2.338,0.172,7.62,3.809
+2026-05-21 15:31:41,snowberry_observed.csv,0.1997176399910358562033333332,0.397,1.748,0.894,0.0,1.425,0.193,7.96,10.05,1.96,3.927,0.276,6.36,1.096
+2026-05-21 15:31:41,snowberry_observed.csv,0.1973358955981174217685185185,0.606,1.826,2.068,0.0,1.251,0.534,7.48,9.69,3.803,5.135,0.184,6.18,1.488
+2026-05-21 15:31:42,snowberry_observed.csv,0.1905274888757300552945278611,0.662,0.61,2.675,0.0,1.25,0.114,8.88,10.07,1.927,3.452,0.086,5.58,1.258
+2026-05-21 15:31:42,snowberry_observed.csv,0.2667566764880271207263555556,0.322,0.685,3.184,0.0,0.934,0.563,6.93,9.64,2.282,5.648,0.28,6.86,3.173
+2026-05-21 15:31:42,snowberry_observed.csv,0.1486559653076174161722222222,0.403,1.516,2.766,0.0,0.712,0.668,8.87,10.64,3.781,2.269,0.057,7.29,3.425
+2026-05-21 15:31:42,snowberry_observed.csv,0.2019095357937696397443851851,0.15,0.327,0.506,0.0,0.83,0.662,9.44,10.53,1.839,5.571,0.099,7.21,4.988
+2026-05-21 15:31:43,snowberry_observed.csv,0.1208116515883848303611111111,0.334,1.567,0.985,0.0,0.706,0.78,8.89,9.23,3.009,5.37,0.175,5.53,3.04
+2026-05-21 15:31:43,snowberry_observed.csv,0.2500448512102594330038888889,0.163,0.484,0.674,0.0,1.188,0.188,8.73,10.57,0.824,3.441,0.289,6.75,1.265
+2026-05-21 15:31:43,snowberry_observed.csv,0.1490453753243595735526851852,0.768,1.477,1.975,0.0,0.933,0.677,8.17,10.14,2.892,1.457,0.124,6.18,2.003
+2026-05-21 15:31:44,snowberry_observed.csv,0.1709984938195106070049074074,0.69,0.792,2.778,0.0,0.858,0.437,7.66,10.74,3.638,3.497,0.123,7.13,1.973
+2026-05-21 15:31:44,snowberry_observed.csv,0.2152136050254667134622095279,0.524,0.845,3.188,0.0,1.021,0.25,7.05,9.11,2.649,3.101,0.379,5.74,1.489
+2026-05-21 15:31:44,snowberry_observed.csv,0.1419868754208949776362962963,0.427,1.467,1.911,0.0,0.927,0.138,9.23,9.92,3.886,2.229,0.054,7.91,4.318
+2026-05-21 15:31:44,snowberry_observed.csv,0.1452858210478001255367000000,0.814,1.107,0.92,0.0,0.956,0.545,9.04,10.12,3.258,4.9,0.009,6.11,4.189
+2026-05-21 15:31:45,snowberry_observed.csv,0.3187337577866313689093518518,0.567,1.494,1.89,0.0,0.718,0.223,6.89,10.77,2.129,4.143,0.111,7.52,4.327
+2026-05-21 15:31:45,snowberry_observed.csv,0.2655040909542325353333333333,0.814,1.271,0.779,0.0,1.27,0.016,6.97,9.49,3.234,4.052,0.119,7.56,1.009
+2026-05-21 15:31:45,snowberry_observed.csv,0.1654730538388503561447765634,0.429,1.29,3.471,0.0,0.916,0.734,8.2,9.53,3.764,3.632,0.304,7.4,3.943
+2026-05-21 15:31:45,snowberry_observed.csv,0.2085564334089518904115740740,0.415,0.588,1.934,0.0,1.118,0.796,7.3,9.53,1.705,3.219,0.273,5.83,3.139
+2026-05-21 15:31:46,snowberry_observed.csv,0.2086079448659513474184094906,0.275,1.408,3.15,0.0,0.845,0.475,8.43,9.07,1.625,3.365,0.21,7.84,4.026
+2026-05-21 15:31:46,snowberry_observed.csv,0.2302605111603748002074999999,0.674,1.695,2.241,0.0,1.25,0.535,7.81,10.52,1.698,1.717,0.091,6.1,3.607
+2026-05-21 15:31:46,snowberry_observed.csv,0.3109634799907360301304629628,0.297,1.696,2.134,0.0,0.963,0.235,6.71,9.99,2.502,2.942,0.214,6.7,4.09
+2026-05-21 15:31:47,snowberry_observed.csv,0.1201011273773034270818518519,0.692,0.914,1.006,0.0,0.963,0.297,9.07,9.19,2.757,3.422,0.167,7.19,3.392
+2026-05-21 15:31:47,snowberry_observed.csv,0.2032734198346006115972305555,0.683,0.885,3.36,0.0,1.059,0.35,7.74,9.3,3.439,3.961,0.086,7.24,4.019
+2026-05-21 15:31:47,snowberry_observed.csv,0.2193372090140360127575000000,0.415,0.729,1.581,0.0,1.259,0.175,8.87,9.89,1.844,2.82,0.217,7.86,4.105
+2026-05-21 15:31:47,snowberry_observed.csv,0.2483093392510068853190740741,0.367,1.501,2.678,0.0,1.207,0.523,7.45,10.17,1.947,2.216,0.244,7.19,2.704
+2026-05-21 15:31:48,snowberry_observed.csv,0.3330749320561934317129629629,0.436,0.867,1.137,0.0,1.222,0.008,6.93,10.88,0.826,5.848,0.308,7.35,1.539
+2026-05-21 15:31:48,snowberry_observed.csv,0.1670828247561165808497222222,0.576,1.389,1.853,0.0,1.171,0.315,8.57,9.23,2.276,5.884,0.171,7.73,1.014
+2026-05-21 15:31:48,snowberry_observed.csv,0.1407501834480489051213989953,0.581,1.672,2.769,0.0,0.757,0.126,9.15,10.15,2.112,1.561,0.238,6.09,4.485
+2026-05-21 15:31:49,snowberry_observed.csv,0.1974679871540959301330407406,0.631,0.642,2.242,0.0,0.928,0.676,7.75,9.33,2.838,2.375,0.032,7.33,2.163
+2026-05-21 15:31:49,snowberry_observed.csv,0.1952900743417114278595750000,0.215,0.444,1.712,0.0,1.095,0.469,8.13,10.5,3.168,4.89,0.242,6.57,2.526
+2026-05-21 15:31:49,snowberry_observed.csv,0.1702182426415852363147124916,0.804,1.886,2.947,0.0,1.199,0.648,8.58,9.33,2.322,2.367,0.212,6.28,1.219
+2026-05-21 15:31:49,snowberry_observed.csv,0.1327350691085341554360185185,0.58,0.615,0.629,0.0,1.083,0.387,7.88,9.87,2.61,5.467,0.095,6.51,1.538
+2026-05-21 15:31:50,snowberry_observed.csv,0.1596931389096165677288932685,0.344,1.51,3.21,0.0,0.985,0.168,8.48,9.62,3.959,1.389,0.239,7.99,2.77
+2026-05-21 15:31:50,snowberry_observed.csv,0.3134970855867821454999999998,0.399,0.589,3.494,0.0,1.148,0.581,6.62,10.54,1.653,2.571,0.324,6.96,2.475
+2026-05-21 15:31:50,snowberry_observed.csv,0.2216876256154622119971296295,0.61,0.555,2.033,0.0,1.182,0.613,6.57,10.19,3.25,1.013,0.229,7.39,2.419
+2026-05-21 15:31:51,snowberry_observed.csv,0.1712685089124860877185226301,0.752,0.597,2.431,0.0,1.266,0.304,9.36,9.58,3.973,5.094,0.17,7.45,1.607
+2026-05-21 15:31:51,snowberry_observed.csv,0.1991259896029722689573696667,0.698,0.631,2.095,0.0,1.005,0.664,8.89,10.6,1.499,5.436,0.339,6.04,1.038
+2026-05-21 15:31:51,snowberry_observed.csv,0.1737902117370228747183076061,0.132,1.599,2.88,0.0,1.345,0.174,9.5,9.36,1.65,5.167,0.38,5.82,3.722
+2026-05-21 15:31:51,snowberry_observed.csv,0.1672690152148442434609735856,0.532,1.044,3.059,0.0,1.399,0.634,8.51,9.42,3.715,5.056,0.118,6.05,1.719
+2026-05-21 15:31:52,snowberry_observed.csv,0.2583190996130444414610222222,0.24,1.35,1.007,0.0,1.496,0.791,7.21,9.68,2.911,2.724,0.28,7.9,3.421
+2026-05-21 15:31:52,snowberry_observed.csv,0.3179718746498739371074999999,0.316,1.562,0.733,0.0,1.44,0.711,6.51,9.67,3.381,2.734,0.346,7.39,1.693
+2026-05-21 15:31:52,snowberry_observed.csv,0.1596030671888773388023350038,0.698,1.807,2.658,0.0,0.708,0.443,8.41,9.6,3.06,4.644,0.167,6.74,3.148
+2026-05-21 15:31:53,snowberry_observed.csv,0.2423327993829299491319444444,0.416,0.578,2.037,0.0,1.118,0.342,6.56,9.1,1.403,5.224,0.351,5.79,1.753
+2026-05-21 15:31:53,snowberry_observed.csv,0.1852138319975421900433086667,0.325,0.3,2.0,0.0,0.991,0.68,8.97,9.78,2.574,3.53,0.374,6.3,1.193
+2026-05-21 15:31:53,snowberry_observed.csv,0.1893661346109080294630007778,0.549,0.989,3.077,0.0,1.431,0.072,9.25,10.73,2.703,5.552,0.029,7.68,3.022
+2026-05-21 15:31:53,snowberry_observed.csv,0.2043413217108433462417300718,0.219,1.031,3.279,0.0,1.321,0.269,9.41,9.56,3.768,5.757,0.368,7.08,4.831
+2026-05-21 15:31:54,snowberry_observed.csv,0.3057871129091830158093518518,0.727,1.298,2.709,0.0,1.287,0.73,6.58,10.68,2.362,3.725,0.032,7.47,4.086
+2026-05-21 15:31:54,snowberry_observed.csv,0.2725192997776509361088888888,0.293,1.141,2.516,0.0,0.904,0.67,7.59,10.07,0.829,1.154,0.029,5.94,3.308
+2026-05-21 15:31:54,snowberry_observed.csv,0.2622669149380550474886861112,0.15,1.173,2.452,0.0,0.883,0.088,8.53,10.32,0.929,2.18,0.176,7.21,4.509
+2026-05-21 15:31:55,snowberry_observed.csv,0.1641995606692044749149638889,0.639,1.663,2.017,0.0,0.945,0.511,8.55,9.12,2.398,4.458,0.167,7.03,4.342
+2026-05-21 15:31:55,snowberry_observed.csv,0.1519597451268693814936010281,0.188,1.582,2.6,0.0,1.472,0.521,9.36,9.19,3.075,4.705,0.291,7.62,2.495
+2026-05-21 15:31:55,snowberry_observed.csv,0.1372386239847321710551851852,0.483,0.55,0.99,0.0,1.068,0.291,9.11,10.28,3.298,2.072,0.314,7.8,3.378
+2026-05-21 15:31:55,snowberry_observed.csv,0.2685878450249374016340750001,0.374,1.064,1.534,0.0,1.094,0.782,8.19,10.18,1.154,2.114,0.085,7.54,3.834
+2026-05-21 15:31:56,snowberry_observed.csv,0.1189789234651408806700000000,0.571,1.692,0.726,0.0,0.716,0.002,8.52,10.37,2.805,2.844,0.078,5.9,4.67
+2026-05-21 15:31:56,snowberry_observed.csv,0.1730764305710275880461341111,0.459,0.695,1.974,0.0,1.065,0.485,8.84,10.94,3.367,4.752,0.149,6.02,2.234
+2026-05-21 15:31:56,snowberry_observed.csv,0.1728545333107541229260486583,0.534,0.383,3.172,0.0,0.948,0.683,8.31,10.35,2.843,2.797,0.237,5.87,2.81
+2026-05-21 15:31:57,snowberry_observed.csv,0.1996341088754643948060416667,0.375,0.666,2.291,0.0,1.465,0.689,9.4,9.14,2.119,1.31,0.395,7.37,3.742
+2026-05-21 15:31:57,snowberry_observed.csv,0.3025148885509915352685185184,0.218,1.789,2.222,0.0,0.818,0.081,7.3,10.18,1.839,2.817,0.229,7.91,1.913
+2026-05-21 15:31:57,snowberry_observed.csv,0.2022319119368859241563888889,0.657,0.905,1.474,0.0,1.197,0.466,7.49,9.09,1.897,5.044,0.363,6.32,3.211
+2026-05-21 15:31:57,snowberry_observed.csv,0.1988689747457821401138859351,0.221,0.919,2.96,0.0,1.455,0.723,8.13,9.26,3.242,4.272,0.086,6.64,1.499
+2026-05-21 15:31:58,snowberry_observed.csv,0.2241998440872716408374074074,0.626,0.496,2.301,0.0,0.778,0.437,6.68,10.99,1.5,5.013,0.232,7.96,1.012
+2026-05-21 15:31:58,snowberry_observed.csv,0.1718254398905364982686111111,0.728,0.564,1.561,0.0,1.106,0.606,8.26,10.68,2.615,4.443,0.25,5.71,4.601
+2026-05-21 15:31:58,snowberry_observed.csv,0.2113134717683431868452777779,0.74,0.692,1.988,0.0,0.73,0.67,7.47,10.33,2.544,3.055,0.268,7.57,4.462
+2026-05-21 15:31:59,snowberry_observed.csv,0.1474905850723275306655437400,0.175,1.479,2.903,0.0,0.936,0.598,9.34,9.1,2.638,5.165,0.354,5.57,4.756
+2026-05-21 15:31:59,snowberry_observed.csv,0.1971331210037023066829962962,0.361,0.276,2.121,0.0,1.314,0.017,7.82,10.17,2.818,3.674,0.113,6.24,4.384
+2026-05-21 15:31:59,snowberry_observed.csv,0.2309220020844310354166666666,0.675,0.4,2.858,0.0,1.078,0.28,6.68,9.43,1.375,3.159,0.357,7.06,1.925
+2026-05-21 15:31:59,snowberry_observed.csv,0.2138286634164917260838972223,0.184,1.202,2.099,0.0,1.46,0.359,9.25,10.81,1.405,4.64,0.071,7.91,1.692
+2026-05-21 15:32:00,snowberry_observed.csv,0.1979294467270169196661750000,0.476,0.934,3.331,0.0,0.815,0.199,7.66,10.3,2.974,4.378,0.363,7.95,4.228
+2026-05-21 15:32:00,snowberry_observed.csv,0.2352636421618388818159083333,0.559,0.265,2.604,0.0,1.059,0.126,7.35,9.02,1.921,2.393,0.125,5.93,3.63
+2026-05-21 15:32:00,snowberry_observed.csv,0.3345874970311974759874851851,0.146,1.496,2.398,0.0,0.924,0.058,7.03,10.24,2.857,5.211,0.064,6.78,3.512
+2026-05-21 15:32:01,snowberry_observed.csv,0.1783467291642827629329629630,0.397,1.811,1.71,0.0,1.485,0.66,8.37,10.88,3.733,5.789,0.155,7.77,2.909
+2026-05-21 15:32:01,snowberry_observed.csv,0.1936909851179511960997222223,0.418,1.505,1.552,0.0,0.944,0.758,8.78,9.68,1.546,3.443,0.304,7.66,1.07
+2026-05-21 15:32:01,snowberry_observed.csv,0.1382712845255561505463888889,0.728,1.926,1.201,0.0,1.413,0.55,8.76,9.51,3.548,4.017,0.104,7.61,1.367
+2026-05-21 15:32:01,snowberry_observed.csv,0.1525641283475969802995687407,0.712,1.181,1.973,0.0,0.925,0.73,9.23,10.46,3.794,1.642,0.303,6.75,4.192
+2026-05-21 15:32:02,snowberry_observed.csv,0.2455514175911183109852777778,0.313,0.829,1.929,0.0,1.073,0.77,7.09,9.99,0.808,2.952,0.368,5.86,2.573
+2026-05-21 15:32:02,snowberry_observed.csv,0.2723798270471656860162962963,0.67,1.555,1.289,0.0,1.44,0.476,7.93,10.88,1.19,4.62,0.26,5.72,4.293
+2026-05-21 15:32:02,snowberry_observed.csv,0.1752891605721063752067040331,0.751,0.868,2.385,0.0,1.018,0.465,9.35,10.59,3.164,3.679,0.225,5.7,2.364
+2026-05-21 15:32:03,snowberry_observed.csv,0.1711542612571060050633333333,0.783,1.238,1.457,0.0,0.89,0.08,8.52,9.13,2.426,1.509,0.007,7.2,3.373
+2026-05-21 15:32:03,snowberry_observed.csv,0.2402425913355334445652601852,0.381,0.418,1.758,0.0,1.404,0.401,8.5,10.86,1.31,3.936,0.057,7.95,1.559
+2026-05-21 15:32:03,snowberry_observed.csv,0.2159557138077863166780888888,0.343,0.365,2.97,0.0,1.496,0.147,7.88,10.64,1.902,3.236,0.005,6.74,1.87
+2026-05-21 15:32:03,snowberry_observed.csv,0.1912011352439233895861629630,0.424,0.955,2.334,0.0,0.94,0.332,8.92,10.1,2.393,3.825,0.062,7.93,2.376
+2026-05-21 15:32:04,snowberry_observed.csv,0.1860094374550178588736444445,0.159,0.592,0.845,0.0,1.469,0.762,9.37,9.35,3.819,4.968,0.279,6.62,4.251
+2026-05-21 15:32:04,snowberry_observed.csv,0.2229005010720638003633333334,0.283,0.636,2.248,0.0,1.096,0.754,8.75,9.93,0.909,1.341,0.002,6.83,2.927
+2026-05-21 15:32:04,snowberry_observed.csv,0.1326983163295681719084750000,0.482,0.869,1.988,0.0,0.759,0.062,8.1,9.66,2.546,2.428,0.282,7.54,1.802
+2026-05-21 15:32:05,snowberry_observed.csv,0.1415241211121630240554884763,0.482,1.999,3.151,0.0,1.43,0.064,8.65,10.18,3.296,4.575,0.391,5.59,2.164
+2026-05-21 15:32:05,snowberry_observed.csv,0.2264458883521716669332737129,0.442,1.433,1.97,0.0,1.225,0.025,8.58,10.81,1.264,2.117,0.117,6.24,1.22
+2026-05-21 15:32:05,snowberry_observed.csv,0.1475197835610936445610203334,0.788,1.114,1.918,0.0,0.808,0.015,9.08,9.0,3.477,3.22,0.336,7.97,1.765
+2026-05-21 15:32:05,snowberry_observed.csv,0.2926642023131806872929629630,0.79,1.8,2.881,0.0,1.099,0.151,7.03,10.08,2.517,1.68,0.253,6.64,4.592
+2026-05-21 15:32:06,snowberry_observed.csv,0.1856961492096762665738863796,0.328,0.207,2.817,0.0,1.268,0.775,8.33,10.41,3.921,2.211,0.24,7.67,1.183
+2026-05-21 15:32:06,snowberry_observed.csv,0.1831888917802026989466666667,0.57,1.827,0.649,0.0,0.95,0.255,8.43,9.64,1.579,5.021,0.125,6.17,3.857
+2026-05-21 15:32:06,snowberry_observed.csv,0.2650381367720365067737268519,0.591,1.249,3.404,0.0,1.069,0.504,7.91,10.3,1.416,5.29,0.321,7.4,1.389
+2026-05-21 15:32:07,snowberry_observed.csv,0.1699288213978351379221518518,0.236,0.876,1.726,0.0,1.102,0.007,8.09,10.74,3.137,1.023,0.21,6.57,4.223
+2026-05-21 15:32:07,snowberry_observed.csv,0.1712075109437448823973111111,0.64,1.35,2.539,0.0,1.451,0.751,9.07,10.79,2.504,1.497,0.298,7.75,3.653
+2026-05-21 15:32:07,snowberry_observed.csv,0.1473651057414507743415740741,0.481,0.731,1.223,0.0,1.234,0.436,7.69,9.1,3.367,4.893,0.274,7.07,2.178
+2026-05-21 15:32:07,snowberry_observed.csv,0.3127722361440095340862268518,0.665,1.405,3.153,0.0,1.05,0.692,6.89,10.41,1.057,4.661,0.282,7.15,3.2
+2026-05-21 15:32:08,snowberry_observed.csv,0.1962960432461916305527305555,0.8,1.447,3.213,0.0,1.382,0.566,8.66,9.58,2.311,2.044,0.024,6.87,3.885
+2026-05-21 15:32:08,snowberry_observed.csv,0.1687864494852631791911111112,0.373,0.987,0.437,0.0,0.851,0.455,6.96,9.16,2.149,1.787,0.265,5.67,1.127
+2026-05-21 15:32:08,snowberry_observed.csv,0.1739806771985119039907971852,0.186,1.278,2.005,0.0,1.086,0.643,9.21,9.46,2.937,2.302,0.035,7.81,4.78
+2026-05-21 15:32:09,snowberry_observed.csv,0.1638557794735021420025323056,0.198,0.351,3.396,0.0,1.03,0.381,7.14,10.64,3.867,1.533,0.151,6.67,1.905
+2026-05-21 15:32:09,snowberry_observed.csv,0.1453710601101191716798379630,0.295,1.604,1.527,0.0,1.27,0.121,9.2,9.46,3.572,1.521,0.108,6.33,2.352
+2026-05-21 15:32:09,snowberry_observed.csv,0.2000770233138836836060777778,0.163,0.261,1.782,0.0,1.448,0.288,7.73,10.13,3.593,5.925,0.124,7.53,1.713
+2026-05-21 15:32:09,snowberry_observed.csv,0.1707409288794012242413708890,0.185,0.367,2.445,0.0,1.218,0.325,8.47,10.86,3.564,4.038,0.275,6.57,4.839
+2026-05-21 15:32:10,snowberry_observed.csv,0.1176976332474887933281935185,0.695,0.919,0.63,0.0,0.937,0.055,8.38,9.31,2.745,4.63,0.164,6.8,4.908
+2026-05-21 15:32:10,snowberry_observed.csv,0.1397841330261426619133333334,0.363,1.222,1.081,0.0,0.786,0.02,7.22,10.54,3.519,3.41,0.306,5.69,2.16
+2026-05-21 15:32:10,snowberry_observed.csv,0.2079047166280978039661861111,0.191,1.695,1.367,0.0,1.126,0.207,8.51,10.32,1.796,5.415,0.235,6.77,4.999
+2026-05-21 15:32:11,snowberry_observed.csv,0.1648746159186124681094666667,0.263,0.289,0.55,0.0,1.315,0.562,7.76,10.14,3.222,1.86,0.295,6.0,3.138
+2026-05-21 15:32:11,snowberry_observed.csv,0.1606130349907741086933851851,0.343,0.367,1.247,0.0,1.262,0.22,9.49,9.14,2.356,3.442,0.018,7.75,3.368
+2026-05-21 15:32:11,snowberry_observed.csv,0.1441802324342895598477777778,0.557,1.802,0.673,0.0,1.135,0.569,8.11,10.16,2.62,4.212,0.093,5.87,2.825
+2026-05-21 15:32:11,snowberry_observed.csv,0.1647142884029079363748600833,0.424,1.14,2.449,0.0,0.864,0.055,8.69,9.29,2.57,1.942,0.127,7.09,3.565
+2026-05-21 15:32:12,snowberry_observed.csv,0.1706458556027391384218750000,0.548,1.704,3.301,0.0,1.425,0.496,8.66,10.76,2.871,3.374,0.202,7.7,3.761
+2026-05-21 15:32:12,snowberry_observed.csv,0.2471408825067502977221687499,0.373,1.15,1.125,0.0,1.353,0.378,7.0,10.91,1.389,2.313,0.388,6.2,4.781
+2026-05-21 15:32:12,snowberry_observed.csv,0.1631599121060827343868333333,0.375,1.624,2.232,0.0,0.762,0.06,7.36,10.32,2.635,2.487,0.395,6.81,1.4
+2026-05-21 15:32:13,snowberry_observed.csv,0.1553385905324764532986111111,0.802,0.332,1.698,0.0,0.72,0.247,6.89,9.64,1.606,3.866,0.142,7.92,2.525
+2026-05-21 15:32:13,snowberry_observed.csv,0.1861674279126747780056712963,0.706,1.077,2.165,0.0,1.229,0.248,9.29,9.22,2.092,5.2,0.15,7.18,2.467
+2026-05-21 15:32:13,snowberry_observed.csv,0.2485339051035474328699999998,0.694,0.715,1.285,0.0,0.862,0.712,6.84,9.34,2.759,1.756,0.374,7.45,3.97
+2026-05-21 15:32:13,snowberry_observed.csv,0.2927716441912882391937962964,0.216,0.907,1.715,0.0,1.033,0.377,7.96,10.82,0.903,1.564,0.16,7.14,1.365
+2026-05-21 15:32:14,snowberry_observed.csv,0.1936241024527357801849833334,0.196,0.726,1.947,0.0,1.18,0.397,9.22,9.3,2.431,5.791,0.052,5.67,1.352
+2026-05-21 15:32:14,snowberry_observed.csv,0.1427588736647039412438888889,0.703,1.48,1.367,0.0,0.848,0.763,9.32,9.39,3.342,3.013,0.082,6.01,3.569
+2026-05-21 15:32:14,snowberry_observed.csv,0.2381592102210073882866666667,0.37,0.468,2.641,0.0,0.929,0.363,8.96,10.59,0.866,3.164,0.023,7.35,1.831
+2026-05-21 15:32:15,snowberry_observed.csv,0.1482447730761003006440962963,0.385,0.349,2.394,0.0,0.786,0.304,8.6,10.84,2.942,1.195,0.061,7.86,2.278
+2026-05-21 15:32:15,snowberry_observed.csv,0.2182988396551648668861111110,0.336,1.072,2.866,0.0,1.46,0.242,8.34,9.46,1.495,1.678,0.362,7.4,2.844
+2026-05-21 15:32:15,snowberry_observed.csv,0.2036723537632525404877629630,0.394,0.88,0.417,0.0,0.9,0.248,8.02,10.61,1.452,1.6,0.099,6.01,2.91
+2026-05-21 15:32:15,snowberry_observed.csv,0.1795729111134039446817254831,0.673,0.403,2.929,0.0,1.37,0.788,9.05,10.81,3.373,5.67,0.086,6.94,4.02
+2026-05-21 15:32:16,snowberry_observed.csv,0.2978851366357070617775000000,0.631,1.447,2.625,0.0,1.087,0.275,7.07,9.6,3.941,4.276,0.003,6.28,4.319
+2026-05-21 15:32:16,snowberry_observed.csv,0.3295170515657175713541666666,0.25,0.698,2.006,0.0,1.327,0.111,6.72,9.68,2.487,4.723,0.071,5.77,4.034
+2026-05-21 15:32:16,snowberry_observed.csv,0.1995843203305288912874962963,0.499,0.342,2.669,0.0,1.243,0.481,7.67,9.76,2.4,1.796,0.069,5.59,4.648
+2026-05-21 15:32:17,snowberry_observed.csv,0.1740924223823261867890972223,0.307,0.68,0.783,0.0,1.095,0.629,7.95,10.07,3.299,4.754,0.364,7.45,2.452
+2026-05-21 15:32:17,snowberry_observed.csv,0.1922808535013271020219314968,0.537,1.305,3.492,0.0,1.389,0.549,8.9,10.25,1.933,3.244,0.293,6.35,3.703
+2026-05-21 15:32:17,snowberry_observed.csv,0.2466786678445635217222222222,0.215,0.319,1.39,0.0,1.177,0.052,8.48,10.31,1.045,5.863,0.036,6.14,2.172
+2026-05-21 15:32:17,snowberry_observed.csv,0.1836313419210546316355555556,0.395,0.88,1.58,0.0,0.704,0.368,9.35,10.1,0.834,4.701,0.207,7.28,1.411
+2026-05-21 15:32:18,snowberry_observed.csv,0.3230516647763601190830555555,0.13,0.613,1.879,0.0,1.295,0.046,6.71,10.37,3.483,1.557,0.083,6.2,4.899
+2026-05-21 15:32:18,snowberry_observed.csv,0.3122898546801342376327777778,0.638,1.862,2.951,0.0,1.296,0.792,6.69,9.14,1.136,1.068,0.25,7.44,4.509
+2026-05-21 15:32:18,snowberry_observed.csv,0.1346580455356224391945292244,0.552,1.637,2.776,0.0,1.188,0.033,8.6,10.87,3.61,4.002,0.389,6.54,2.005
+2026-05-21 15:32:19,snowberry_observed.csv,0.1734331395986762667797629629,0.233,1.228,1.44,0.0,0.869,0.123,8.4,9.27,2.313,5.877,0.11,6.17,2.378
+2026-05-21 15:32:19,snowberry_observed.csv,0.1527569176156187280374074073,0.659,0.908,1.34,0.0,1.104,0.341,7.31,9.86,3.104,3.723,0.338,5.79,3.611
+2026-05-21 15:32:19,snowberry_observed.csv,0.1981436131784687791804011564,0.253,1.265,3.34,0.0,1.252,0.698,9.03,10.43,2.17,4.014,0.074,6.04,2.693
+2026-05-21 15:32:19,snowberry_observed.csv,0.1716412307759991525310148820,0.134,1.833,3.023,0.0,1.263,0.751,9.32,10.23,3.731,1.954,0.125,6.77,3.675
+2026-05-21 15:32:20,snowberry_observed.csv,0.1768642060319502975466666667,0.406,1.409,0.468,0.0,1.358,0.736,8.87,10.83,1.956,3.853,0.089,5.52,2.324
+2026-05-21 15:32:20,snowberry_observed.csv,0.1657330818946127160577777778,0.255,0.252,0.741,0.0,1.232,0.787,8.79,9.97,3.423,4.642,0.242,6.89,1.629
+2026-05-21 15:32:20,snowberry_observed.csv,0.2134585409789603336468518519,0.638,0.521,0.724,0.0,1.461,0.325,8.34,9.66,0.998,2.696,0.348,6.31,1.854
+2026-05-21 15:32:21,snowberry_observed.csv,0.2583307097640118855893972222,0.179,0.788,1.116,0.0,1.393,0.41,7.82,9.23,1.433,4.573,0.238,7.5,4.7
+2026-05-21 15:32:21,snowberry_observed.csv,0.2448395969628859168352777778,0.525,1.201,2.069,0.0,0.786,0.681,7.76,9.67,1.044,1.734,0.122,6.22,2.357
+2026-05-21 15:32:21,snowberry_observed.csv,0.2655606388314512486344777778,0.409,1.953,1.428,0.0,1.418,0.641,7.79,10.15,1.825,2.812,0.341,7.66,3.144
+2026-05-21 15:32:21,snowberry_observed.csv,0.1229086741590209103333333333,0.747,1.096,0.611,0.0,1.127,0.473,7.71,9.22,2.799,3.716,0.294,5.56,2.155
+2026-05-21 15:32:22,snowberry_observed.csv,0.1828582172518596237755555556,0.706,0.951,1.386,0.0,0.832,0.726,6.61,9.1,2.449,4.917,0.34,5.75,2.478
+2026-05-21 15:32:22,snowberry_observed.csv,0.2499590522752052096688888889,0.306,0.521,2.29,0.0,0.953,0.211,7.25,10.23,1.699,2.424,0.127,7.84,1.784
+2026-05-21 15:32:22,snowberry_observed.csv,0.3298078308652916946208185185,0.169,1.92,2.615,0.0,1.493,0.001,7.44,9.02,1.689,5.012,0.138,6.07,1.135
+2026-05-21 15:32:23,snowberry_observed.csv,0.2075380786261719297452777777,0.65,1.325,1.934,0.0,0.911,0.209,7.6,10.92,2.623,3.394,0.065,7.86,3.533
+2026-05-21 15:32:23,snowberry_observed.csv,0.1758143483127490165050768889,0.525,1.576,2.862,0.0,0.855,0.502,7.34,10.13,3.777,5.834,0.259,6.0,4.511
+2026-05-21 15:32:23,snowberry_observed.csv,0.2167311667365551394907407407,0.678,0.653,1.735,0.0,1.273,0.301,6.74,9.71,3.458,2.225,0.32,6.54,4.136
+2026-05-21 15:32:23,snowberry_observed.csv,0.1358344634868531737129076389,0.72,1.09,2.231,0.0,0.833,0.468,8.13,10.03,3.791,5.764,0.394,6.52,2.447
+2026-05-21 15:32:24,snowberry_observed.csv,0.3131407253237922337129629630,0.542,0.277,0.799,0.0,1.077,0.759,6.82,10.87,2.315,3.2,0.082,7.54,2.017
+2026-05-21 15:32:24,snowberry_observed.csv,0.2153184545303135810381445963,0.55,1.42,3.118,0.0,1.061,0.164,7.36,9.72,3.801,1.29,0.078,7.72,4.452
+2026-05-21 15:32:24,snowberry_observed.csv,0.2009070576537219122832740740,0.478,1.585,1.881,0.0,0.871,0.786,8.62,9.17,2.498,1.416,0.074,5.91,2.261
+2026-05-21 15:32:25,snowberry_observed.csv,0.2979541333626453199861111111,0.285,1.996,2.729,0.0,1.175,0.201,7.31,9.43,1.26,3.894,0.268,7.45,1.818
+2026-05-21 15:32:25,snowberry_observed.csv,0.1865977732951809808813326390,0.153,0.289,2.053,0.0,0.833,0.188,9.07,9.45,2.099,4.037,0.316,7.06,4.541
+2026-05-21 15:32:25,snowberry_observed.csv,0.2041474011692668536110581952,0.359,0.552,2.997,0.0,0.712,0.691,8.56,10.9,3.652,4.573,0.173,5.77,1.327
+2026-05-21 15:32:25,snowberry_observed.csv,0.1875890593739865275286111111,0.239,1.08,1.366,0.0,1.49,0.73,7.25,9.84,3.295,1.337,0.269,7.09,4.832
+2026-05-21 15:32:26,snowberry_observed.csv,0.1582876234017344203155844907,0.559,0.921,2.712,0.0,0.981,0.743,8.9,10.98,2.274,1.989,0.299,6.71,2.878
+2026-05-21 15:32:26,snowberry_observed.csv,0.1660497388038748546067424630,0.445,0.209,2.236,0.0,0.755,0.097,9.39,9.53,2.498,3.877,0.31,5.56,4.606
+2026-05-21 15:32:26,snowberry_observed.csv,0.1671337248430694208723740741,0.362,0.603,1.58,0.0,1.241,0.649,7.84,9.19,3.048,5.783,0.387,7.47,1.801
+2026-05-21 15:32:27,snowberry_observed.csv,0.2230342686764891882108185185,0.16,1.204,2.138,0.0,1.037,0.768,8.38,9.98,2.01,3.691,0.295,7.59,4.549
+2026-05-21 15:32:27,snowberry_observed.csv,0.1766865115299313789888333334,0.687,1.71,2.592,0.0,0.866,0.102,9.37,10.33,1.333,5.709,0.128,6.34,1.64
+2026-05-21 15:32:27,snowberry_observed.csv,0.3140907868820793042541666667,0.343,1.766,1.646,0.0,1.168,0.388,6.73,10.33,3.361,5.078,0.282,7.43,2.705
+2026-05-21 15:32:27,snowberry_observed.csv,0.1939469276204923301577777778,0.736,1.764,0.885,0.0,1.426,0.631,7.46,9.81,2.418,1.418,0.041,5.94,4.505
+2026-05-21 15:32:28,snowberry_observed.csv,0.2698351774976386012992467499,0.431,1.617,2.836,0.0,1.144,0.213,7.81,9.33,1.394,3.751,0.187,6.93,2.397
+2026-05-21 15:32:28,snowberry_observed.csv,0.2538519036263236107796296297,0.406,1.151,1.629,0.0,0.788,0.258,6.92,9.91,2.453,4.33,0.211,6.24,4.442
+2026-05-21 15:32:28,snowberry_observed.csv,0.1482965268513344630056074075,0.315,1.16,1.406,0.0,1.499,0.601,9.16,9.24,3.108,4.322,0.11,7.29,1.098
+2026-05-21 15:32:29,snowberry_observed.csv,0.2651652934162838895480847778,0.236,0.767,3.239,0.0,1.018,0.552,7.17,10.11,3.584,4.335,0.246,7.88,4.783
+2026-05-21 15:32:29,snowberry_observed.csv,0.1785786973861521010585647778,0.473,1.481,2.067,0.0,1.169,0.02,8.79,10.64,1.837,4.589,0.101,5.63,4.828
+2026-05-21 15:32:29,snowberry_observed.csv,0.1550259353030642449651444445,0.234,1.106,1.769,0.0,0.784,0.512,7.77,10.48,2.102,2.371,0.362,5.99,3.255
+2026-05-21 15:32:29,snowberry_observed.csv,0.3505556326050872949652777778,0.635,1.71,1.024,0.0,0.936,0.012,6.55,10.77,0.872,1.373,0.115,6.02,1.657
+2026-05-21 15:32:30,snowberry_observed.csv,0.2129005485613925854722972222,0.699,0.828,2.73,0.0,0.859,0.067,8.76,10.21,1.538,5.272,0.142,6.63,4.243
+2026-05-21 15:32:30,snowberry_observed.csv,0.2749430217913790741940740740,0.321,1.468,0.829,0.0,1.153,0.769,6.56,9.56,3.302,3.144,0.269,6.63,1.822
+2026-05-21 15:32:30,snowberry_observed.csv,0.1642290001135552049027777778,0.162,0.447,1.029,0.0,1.09,0.156,9.46,9.9,3.474,3.235,0.038,7.64,1.898
+2026-05-21 15:32:31,snowberry_observed.csv,0.1339126668110073346341666667,0.812,1.576,1.623,0.0,0.855,0.458,7.83,10.54,3.634,4.671,0.279,6.54,4.864
+2026-05-21 15:32:31,snowberry_observed.csv,0.1396869337571678544838416667,0.81,1.238,2.152,0.0,0.965,0.411,8.01,10.47,2.366,1.991,0.346,6.29,4.529
+2026-05-21 15:32:31,snowberry_observed.csv,0.1792772915806884815968750001,0.559,0.639,2.505,0.0,1.379,0.79,9.45,9.7,1.126,4.252,0.394,7.3,1.562
+2026-05-21 15:32:32,snowberry_observed.csv,0.2290094140357119665885185185,0.561,0.332,0.98,0.0,0.987,0.583,8.35,10.29,0.809,5.978,0.233,6.16,4.427
+2026-05-21 15:32:32,snowberry_observed.csv,0.2279618362639190445555555556,0.227,1.602,1.845,0.0,0.967,0.3,9.1,9.89,1.046,1.09,0.182,7.87,1.333
+2026-05-21 15:32:32,snowberry_observed.csv,0.2108572560073458560519444444,0.542,0.974,2.297,0.0,1.146,0.641,7.31,9.65,2.748,2.783,0.236,6.1,3.247
+2026-05-21 15:32:32,snowberry_observed.csv,0.2437199851957177517762962963,0.127,0.505,1.094,0.0,0.975,0.063,8.46,10.4,1.0,5.916,0.224,6.37,2.721
+2026-05-21 15:32:33,snowberry_observed.csv,0.1945430424823829524980777777,0.518,1.328,1.809,0.0,1.178,0.492,7.87,9.19,2.638,4.223,0.34,6.85,4.799
+2026-05-21 15:32:33,snowberry_observed.csv,0.2240485937146478234419444445,0.249,1.757,1.806,0.0,1.001,0.427,9.28,10.97,0.941,4.497,0.061,5.64,4.25
+2026-05-21 15:32:33,snowberry_observed.csv,0.1870751339183601572084490740,0.696,1.338,2.197,0.0,1.119,0.221,8.1,9.86,3.509,3.396,0.307,7.68,4.14
+2026-05-21 15:32:34,snowberry_observed.csv,0.1201702164068284035811111111,0.544,0.67,0.55,0.0,0.835,0.696,8.06,9.42,3.977,4.003,0.115,6.21,1.715
+2026-05-21 15:32:34,snowberry_observed.csv,0.1735209610637839458429629631,0.577,0.453,2.988,0.0,0.824,0.73,9.34,9.66,0.909,5.133,0.106,5.63,4.865
+2026-05-21 15:32:34,snowberry_observed.csv,0.2380858498659432782448718889,0.292,1.771,3.073,0.0,0.924,0.568,8.51,9.78,0.823,1.378,0.353,5.57,1.31
diff --git a/modelling/data/abingdon-all/winter/snowberry_simulated.csv b/modelling/data/abingdon-all/winter/snowberry_simulated.csv
new file mode 100644
index 0000000..cc70793
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/snowberry_simulated.csv
@@ -0,0 +1,123 @@
+method,step,t,y,step_size,difference,tolerance,y_normalised
+RungeKutta4,0,0.0,0.558,0.1,0,0.01,0.523342
+RungeKutta4,1,0.1,0.473494,0.1,0,0.01,0.444070
+RungeKutta4,2,0.2,0.401557,0.1,0,0.01,0.376589
+RungeKutta4,3,0.3,0.340339,0.1,0,0.01,0.319163
+RungeKutta4,4,0.4,0.288265,0.1,0,0.01,0.270314
+RungeKutta4,5,0.5,0.243990,0.1,0,0.01,0.228782
+RungeKutta4,6,0.6,0.206367,0.1,0,0.01,0.193489
+RungeKutta4,7,0.7,0.174412,0.1,0,0.01,0.163513
+RungeKutta4,8,0.8,0.147283,0.1,0,0.01,0.138065
+RungeKutta4,9,0.9,0.124260,0.1,0,0.01,0.116468
+RungeKutta4,10,1.0,0.104721,0.1,0,0.01,0.0981389
+RungeKutta4,11,1.1,0.0881348,0.1,0,0.01,0.0825801
+RungeKutta4,12,1.2,0.0741059,0.1,0,0.01,0.0694202
+RungeKutta4,13,1.3,0.0623084,0.1,0,0.01,0.0583534
+RungeKutta4,14,1.4,0.0523891,0.1,0,0.01,0.0490485
+RungeKutta4,15,1.5,0.0440489,0.1,0,0.01,0.0412249
+RungeKutta4,16,1.6,0.0370364,0.1,0,0.01,0.0346468
+RungeKutta4,17,1.7,0.0311403,0.1,0,0.01,0.0291159
+RungeKutta4,18,1.8,0.0261828,0.1,0,0.01,0.0244654
+RungeKutta4,19,1.9,0.0220146,0.1,0,0.01,0.0205554
+RungeKutta4,20,2.0,0.0185100,0.1,0,0.01,0.0172679
+RungeKutta4,21,2.1,0.0155633,0.1,0,0.01,0.0145037
+RungeKutta4,22,2.2,0.0130856,0.1,0,0.01,0.0121795
+RungeKutta4,23,2.3,0.0110024,0.1,0,0.01,0.0102253
+RungeKutta4,24,2.4,0.00925085,0.1,0,0.01,0.00858225
+RungeKutta4,25,2.5,0.00777814,0.1,0,0.01,0.00720076
+RungeKutta4,26,2.6,0.00653988,0.1,0,0.01,0.00603920
+RungeKutta4,27,2.7,0.00549874,0.1,0,0.01,0.00506255
+RungeKutta4,28,2.8,0.00462336,0.1,0,0.01,0.00424139
+RungeKutta4,29,2.9,0.00388733,0.1,0,0.01,0.00355095
+RungeKutta4,30,3.0,0.00326848,0.1,0,0.01,0.00297043
+RungeKutta4,31,3.1,0.00274815,0.1,0,0.01,0.00248233
+RungeKutta4,32,3.2,0.00231065,0.1,0,0.01,0.00207193
+RungeKutta4,33,3.3,0.00194280,0.1,0,0.01,0.00172687
+RungeKutta4,34,3.4,0.00163351,0.1,0,0.01,0.00143673
+RungeKutta4,35,3.5,0.00137346,0.1,0,0.01,0.00119279
+RungeKutta4,36,3.6,0.00115481,0.1,0,0.01,0.000987683
+RungeKutta4,37,3.7,0.000970967,0.1,0,0.01,0.000815226
+RungeKutta4,38,3.8,0.000816391,0.1,0,0.01,0.000670224
+RungeKutta4,39,3.9,0.000686423,0.1,0,0.01,0.000548306
+RungeKutta4,40,4.0,0.000577146,0.1,0,0.01,0.000445798
+RungeKutta4,41,4.1,0.000485266,0.1,0,0.01,0.000359609
+RungeKutta4,42,4.2,0.000408013,0.1,0,0.01,0.000287141
+RungeKutta4,43,4.3,0.000343058,0.1,0,0.01,0.000226209
+RungeKutta4,44,4.4,0.000288444,0.1,0,0.01,0.000174978
+RungeKutta4,45,4.5,0.000242524,0.1,0,0.01,0.000131902
+RungeKutta4,46,4.6,0.000203915,0.1,0,0.01,0.0000956849
+RungeKutta4,47,4.7,0.000171452,0.1,0,0.01,0.0000652327
+RungeKutta4,48,4.8,0.000144157,0.1,0,0.01,0.0000396283
+RungeKutta4,49,4.9,0.000121208,0.1,0,0.01,0.0000181008
+RungeKutta4,50,5.0,0.000101912,0.1,0,0.01,0.0000
+RungeKutta4,51,5.1,0.000333394,0.1,0,0.01,0.000217144
+RungeKutta4,52,5.2,0.00330509,0.1,0,0.01,0.00300477
+RungeKutta4,53,5.3,0.00934566,0.1,0,0.01,0.00867119
+RungeKutta4,54,5.4,0.0184616,0.1,0,0.01,0.0172225
+RungeKutta4,55,5.5,0.0306499,0.1,0,0.01,0.0286559
+RungeKutta4,56,5.6,0.0458982,0.1,0,0.01,0.0429597
+RungeKutta4,57,5.7,0.0641797,0.1,0,0.01,0.0601088
+RungeKutta4,58,5.8,0.0854495,0.1,0,0.01,0.0800612
+RungeKutta4,59,5.9,0.109643,0.1,0,0.01,0.102756
+RungeKutta4,60,6.0,0.136674,0.1,0,0.01,0.128113
+RungeKutta4,61,6.1,0.166430,0.1,0,0.01,0.156026
+RungeKutta4,62,6.2,0.198776,0.1,0,0.01,0.186368
+RungeKutta4,63,6.3,0.233550,0.1,0,0.01,0.218988
+RungeKutta4,64,6.4,0.270564,0.1,0,0.01,0.253710
+RungeKutta4,65,6.5,0.309605,0.1,0,0.01,0.290332
+RungeKutta4,66,6.6,0.350433,0.1,0,0.01,0.328631
+RungeKutta4,67,6.7,0.392786,0.1,0,0.01,0.368361
+RungeKutta4,68,6.8,0.436378,0.1,0,0.01,0.409253
+RungeKutta4,69,6.9,0.480905,0.1,0,0.01,0.451022
+RungeKutta4,70,7.0,0.526044,0.1,0,0.01,0.493365
+RungeKutta4,71,7.1,0.571459,0.1,0,0.01,0.535967
+RungeKutta4,72,7.2,0.616801,0.1,0,0.01,0.578501
+RungeKutta4,73,7.3,0.661714,0.1,0,0.01,0.620632
+RungeKutta4,74,7.4,0.705841,0.1,0,0.01,0.662025
+RungeKutta4,75,7.5,0.748823,0.1,0,0.01,0.702345
+RungeKutta4,76,7.6,0.790305,0.1,0,0.01,0.741258
+RungeKutta4,77,7.7,0.829943,0.1,0,0.01,0.778441
+RungeKutta4,78,7.8,0.867405,0.1,0,0.01,0.813582
+RungeKutta4,79,7.9,0.902375,0.1,0,0.01,0.846386
+RungeKutta4,80,8.0,0.934560,0.1,0,0.01,0.876578
+RungeKutta4,81,8.1,0.963691,0.1,0,0.01,0.903904
+RungeKutta4,82,8.2,0.989528,0.1,0,0.01,0.928141
+RungeKutta4,83,8.3,1.01186,0.1,0,0.01,0.949091
+RungeKutta4,84,8.4,1.03051,0.1,0,0.01,0.966586
+RungeKutta4,85,8.5,1.04535,0.1,0,0.01,0.980507
+RungeKutta4,86,8.6,1.05627,0.1,0,0.01,0.990751
+RungeKutta4,87,8.7,1.06320,0.1,0,0.01,0.997251
+RungeKutta4,88,8.8,1.06613,0.1,0,0.01,1
+RungeKutta4,89,8.9,1.06460,0.1,0,0.01,0.998565
+RungeKutta4,90,9.0,1.05779,0.1,0,0.01,0.992177
+RungeKutta4,91,9.1,1.04599,0.1,0,0.01,0.981107
+RungeKutta4,92,9.2,1.02956,0.1,0,0.01,0.965695
+RungeKutta4,93,9.3,1.00888,0.1,0,0.01,0.946296
+RungeKutta4,94,9.4,0.984329,0.1,0,0.01,0.923264
+RungeKutta4,95,9.5,0.956299,0.1,0,0.01,0.896970
+RungeKutta4,96,9.6,0.925189,0.1,0,0.01,0.867787
+RungeKutta4,97,9.7,0.891404,0.1,0,0.01,0.836095
+RungeKutta4,98,9.8,0.855348,0.1,0,0.01,0.802272
+RungeKutta4,99,9.9,0.817425,0.1,0,0.01,0.766698
+RungeKutta4,100,10.0,0.778033,0.1,0,0.01,0.729746
+RungeKutta4,101,10.1,0.737565,0.1,0,0.01,0.691784
+RungeKutta4,102,10.2,0.696398,0.1,0,0.01,0.653167
+RungeKutta4,103,10.3,0.654895,0.1,0,0.01,0.614235
+RungeKutta4,104,10.4,0.613397,0.1,0,0.01,0.575307
+RungeKutta4,105,10.5,0.572225,0.1,0,0.01,0.536686
+RungeKutta4,106,10.6,0.531674,0.1,0,0.01,0.498646
+RungeKutta4,107,10.7,0.492011,0.1,0,0.01,0.461440
+RungeKutta4,108,10.8,0.453474,0.1,0,0.01,0.425290
+RungeKutta4,109,10.9,0.416272,0.1,0,0.01,0.390392
+RungeKutta4,110,11.0,0.380581,0.1,0,0.01,0.356912
+RungeKutta4,111,11.1,0.346546,0.1,0,0.01,0.324985
+RungeKutta4,112,11.2,0.314284,0.1,0,0.01,0.294722
+RungeKutta4,113,11.3,0.283879,0.1,0,0.01,0.266200
+RungeKutta4,114,11.4,0.255387,0.1,0,0.01,0.239473
+RungeKutta4,115,11.5,0.228837,0.1,0,0.01,0.214567
+RungeKutta4,116,11.6,0.204233,0.1,0,0.01,0.191487
+RungeKutta4,117,11.7,0.181558,0.1,0,0.01,0.170217
+RungeKutta4,118,11.8,0.160772,0.1,0,0.01,0.150718
+RungeKutta4,119,11.9,0.141819,0.1,0,0.01,0.132939
+RungeKutta4,120,12.0,0.124627,0.1,0,0.01,0.116812
+RungeKutta4,121,12.1,0.109113,0.1,0,0.01,0.102259
diff --git a/modelling/data/abingdon-all/winter/snowberry_simulated.png b/modelling/data/abingdon-all/winter/snowberry_simulated.png
new file mode 100644
index 0000000000000000000000000000000000000000..137c5a7f9870e51d4577c6d63e4e37ad45211dbc
GIT binary patch
literal 33724
zcmb@ubyQW|_CHKWDAFq3B`w`8B_iDo(%o=K1qo^C5-{kNZUjL<5R^W2*8%B<-#W(q
zKG)~I|Gkdkkb(QGv-a9+%{f0YcewHsS<G9+w-68zFy-YQsv;mD1tK6I&Y`1%-|!4g
zErEXo-K4eM)Eq6`JWX885fn|_oa`Lk?5s^GJ<MHPtsNb>*f<`r39wLFxw$#H3bM1?
z|K|!eM;A+WdYSJ!V3eCqayqUE2-qg@zlix_dDaLBLHFe!N~n8fz%tP??v5OGe?2nP
z@klnPK~UHsyMc0-DxZ+MLKY{nGfDd@{AD=dn>a$-H}`qBP<Wm<Kf9AS;}iOx#qJrb
zx#@b<li~wgADf-`PQQ<*zY&?oOcSH0zw6AGRG+URV|^AMCW3J!(W!#9Q5`>Eh=U(+
zB=s@K#NoffiI6~xh5u)#=^!F4{IUu{H-ww;OIT3<|GxxdetDTL;QD;FS^&$LUG(CI
zRCsiB(wjHbyXyDY4U4yq7h}ZkDb1biF5=<gQ5*RkCQe9Gk%Ni6p-bm;Oq#tqs(tn9
z74@@c&t9dZ+$S(_ixWPca<w4nFX`#+RmE;?+-}&c+9|(1D{}FpBhQb|`Wx-;{(e08
zjArtDMK^i;>Hca2bGtWDd~IzlEiLWm@d~p<F7Y%OclYYbD6y;E7(8NP-NvRjZzQkw
zv##Z?uP*6?h4ravXx>|XeZ6-+du`~kH7?<;C!fx1zm%ls5En`g3DbRLF%NATx#=8`
z#HvTXnibGO%fQe#T%blLDr$&DCP>SyS*(mrEu1aa(b?7YXmucSIWNm!5Z0I#aHZqx
z=QlDN($aw}%FnOu$HvO4u~{>W7`!j)yznsDkiLnsEv|aPt}@`--+TTA!P0XKwpjMo
z3)QX|ik)wjUesWS`mL#YH31Lz(|$*P8l!;AYJDGA^~SNbj!pq-D|^d{<bc2`>H26%
zy0!V}3q8kXjVo{;z1U(G*>*{>x#DQCR^4LPr%K^rVX-4cT1Ar~XFU2#Um{5bRA(TY
ztRs<@!%KGv2>QCBNR|tWN?&~yJ%2oMbaHZ%zY|R^!gPKFi#NJH8>>DSFDVjI(bS~B
zy1FX#DC1~wTc>V4pWd+%Gx9%O{+6di;e9k=N#c%>UTIYH<7~66FASGP-M$ggKgj9e
zN4oEib~GiO>(kY&<fbO!3Z@gqob?(}FT`gCC@3gA-bT}np2>#IkRB4pCa`6>iDs(9
zJhrAAwRkv2Jg*{&OV6722ZT7C=EU7Qq%XeljOo9%xxKju_ET@7mSKU-U1TIAT1H0s
z?fO-6jqe)CX5G;}35;s*{LYVTnmu5XjNNN(&ye$qLnrAHa5uB-ccX>2`C%sfkOM1s
zwb>f`^unQsFk<r3>#O5dB^_)<yYG2QTB``%1lWnLUq!U;vFZ++qTyhX+dRh9EY)Y!
z(9qah6}#3E2qEFM%fB4R$L;ip`h;Lg-gmS$LBluW^|pccK66ze)GpHfhq3Q|Kc8*-
z(~6e%I2zfd+;oRmb#?sj$+$DPET05%=u`Oqcy<AE3{XpxXng+sxyAZmqo-qdc(_XS
zGsOvZ?z53H|MvqJeX>!+?z;BYCMG#ke#g_V($Wfhv3(x)FE+SuKG7*-Jhv&#b%*(W
zj-|2*P*G8Fnekrj@tpPZ>=n!}2!geReEj%v>6HRoT!~)oYYk?8mRaBZs7NBNm8x0l
zKr?NMCh_dkO1f2KJ>R7`*>`GrPaesx-9-D))YRmW>9f<U1*5=9M6|hfzCD~o^wh$l
z&>ZZ%1;*|+M}+f-7)S?oTa|rJ8rivzb?0k+r`^XGFQaBLdi~emC->IQ`ZEWiVyYhJ
zBpX8HVR??TEtnhA)wWthd=68Lea5o+FG_q`f-`Ok20j$RIj;49=}uId_vwsD_uojn
z9NaoR_^wnGy8rP7#z;p+snpSsEJZ=+pndIh?gF~={wE_lz1Di$nI`Xz92ABfrGT?|
z$Qp&P*N=oyL{d?He<hK_gh^CB-_DF2?_#$4`udIe=V*wd(ykMi$FpVR!>CT;hJJ?{
z%MV1aP8MyhCnhEeBi+fWb4`U)Hh7U2pM?-}a_@hvFF6mi{fuaLdzex(CY8&w(0f?>
zOA5!^qjPX~dLo1K!N%m@DXxBmPNE%_n{+&Fe~#j^n(0}%a#2;qU4OcguEA>HH%FO$
zdhZEyTB3^D7-_ahZo`vDX6Mr1N$gO^ker>gvCbu2rwTQSo>&(Ky?thjb>1fWqiwdu
z&j%)`IIX3|gL2~AfytN8-yd+XNU_0XXzEnlFxfFLRl>f7&SCDP?PRdo+BS^V%GVTj
zoAALLc&=W@)1HanNAIM$h=zH0C}2k)f8qLi-}2_>;&ML%uiHXrxEiT;)90L;djXql
z$b(H+&4^<}t$Y{Jt=CsR%X6cC>$cm~9~Ee~X|%EX=TWT$W$^_v_{ZH_{V#_PC#$T#
zTOV@_7j92hZzfFI1QLjoHZo!fQQab;O52_GoSpFX^&RH+J#m79?P_^`1a-8(d-rZ$
zvFBVHV)XzBNnh2H9A}y)RyH?%diOvK{~pcdy7D+ZIXRhCM8v>vpuhi9Q7tT-;k8wj
zosNzUZ$Ll*6a;kpk&%(=J`fnat6>=et~SY0#5|8!eKt#KZITm{lc5WXi}tM`SlT3m
zQ(Ca>E}^rquwchG?e?9quc9@S!hhU@*VN3+p1{z{1h(qD*fo*+IQ7j+S;Gbs6vPsp
z^XY7fAiGQ<Ptir^2QlV{eXgg=$xv{+uDzA9u{hABo_HnZ@BMtUcD7@snXC*9s|m|v
z`mRx|)YNZ|h*@>3<j9IZ_`x)+4QV?Y5Ag7)X^>&oDpg;NSq7VNnCMtfP3`Rf1+mEt
z!lv8WV7teVG{Fd)l)z5iVzf-(P=+6m#&-}6p-s)rBYO?JmZaEs?%kUNIm#ZKN|EJr
zFm?gwn2}+YmXV)EB1&uK**V`9;gJ`tdTi37KTYF2y+A?jt7S(BrcJY+L;Z5X;nl^e
zSkbcB#gCw~$jz{?>`gzOpJgN`=eY&K-mstsoPE!-8yXs_)+HPh;NTe2R904QoB`{U
zpL7jkob_(?$I~$eIyz~;V{p?Mm88p<w{KTX2V7s~vB-Mwk}xtc37VgR6Fcm`GLY#r
z$$@T-K8k<`YtuW}Tkg|{$6Od4eEM?o0rv!zfB#&(l4x978nH%SY<#?$P)-jT&vW;5
z<;||e>~OqIsz9=qj<dr}+c61yoU~giuERL_&60{YZHPC!qH=f<L}*nOl?jHshW);G
zUkycurZhGvTFb!h4WLz%=i5uTs$S-P%6(2R#BHBLbo>0F>w|%@lY#t0DSK2KqIA`B
z%i+Kglxl7{Gv}HWowbYB>q{m2$0^w>n}+QA(2I+U?*s08OFjKB-$KAzzO#qc6zX`a
z4d!f+4n>C9y60XlTzKxxl%yRwvB}gMGl2b*!(z~&ZjC-zeA9r7larW5%JpbOU2*6w
zF*LiY*uR)MjSkVKR@o<5H@{)>V@>v_iH|p(gadQ?&(3APue^;BEo||*zC6}|@!6o3
zwVZ9Bnjw7k5S3}b*H3S_n7zKtI<vh9abi_5!|F#UWf)jx4>*k|R16uA!KB<88~lh+
zeQt%yC*DmP>_*t_*;&mA=GtMc*kGk9bAryzmFB+dlOg0;x<RQS=07+{Zch1*u^b<L
z=v8|V8Z#R9z`YD{?!Gq#=zPvobv_4cISw;*6(1*T(Ycd}vTqV#EAz)5W(x6BASfnV
z33ddbbJ$pwKD5Ior*&eIfIuMjx0MX$+T6FsD~^1SxobxQ9?Z+c<mNO`T3{)5t{Ldm
z5)ol1B?Y2Ua|dY-BCc9>I=ABnBL`VXbauB-*cBp&5%!*~B4sm@&UJ~$^JctAHuBd|
z#8hbwQgZ!DhONiVD&;7Af@?Ic9P591NgREHw4*D~pI@sf(pZGM^-a(ALIk_!(KFlG
zDR5lWI_KMWgZlYGoTs`Vv9H%Bhu`O%a9yxnosG2?-Xsf2V$pe%CJ@JkQ}bfHvmpcK
z`-7zYH2bub?Ifzbz4V;q`Mwpu9Vk*%gKt)}oJ7ttZeu$wY^YtgAT+jdM6LWt(l6?=
ztE^Zq$K?0D&zzRFi*$4KZhuFVwb8Y|gq#_utaXvQZw*k=ca~G}V(<EfjkQAs9FoHF
zxFA)dpVkl~Y8{4|-dJGnisx$tngwFrMAs}kPl}nO9#+j6Md6_cdn;*&XZiw1Y)qe+
zN$V1gl|1`CnhlC_<1=CwyU;~qiIb9W<lqo5W8!r|oUCADPhU&7SgS(h@q~SAbSbmp
z5Z<FU>6qyT?!2R~PBojJrdDBR=RCbfo%l-k?TJ5@(+%@>Fg|mQ!Xg|;Wykc=kx*J(
z*($0|<8{LdL*_Qr+;FK$5S7WG&EQ@eC(M_S${;tToHy>c`7qLG`jYR^H*I09jm^k=
z`L2c;7Q?McGa;64%g*_QsfwohswG_>i})y3*%HbO^^2}~ga!6eB`FV^rj$2}cvOnd
zuqZ2Td+np;zd%@%2n)S6(=t!`nz4ZUd8taDX6<*hw0>fwb7@ve`eD4e`M^nmsivrG
zuN!_O)uISIiB7p`3xUIEH1~{+oTxWM?~ptipHj!scjWiZZzmG<^@6qRmWN11(eoq_
zVXdYf*s@`Yj1Ogm>I(2LvJQPtor53`KjC?A=k(m6_0oeUXB1EOZ3iN0+sbxP!E(@t
z=U8M>0!&@b&a8Sa`isj5M}afnEs=QwoW^(0AADp>yX7y%Phl5vz<`=hB*j{>OM)C?
z7COr$s3iQO4S9nrgVC+)8FE;%z;M@Scm6zATQibKLKFd}rGC*_8<7l*Hsfj2{kczg
z^VFCEJzag;28!qc_>qXTlh3@~huDZk=2E^rJ$%Vrs?4W)@SwO=RFuS7v8%skTQEhI
zOVa=cJJgNPy<G|^IwI~h685d(d@4-o=}W4s+x^mOFDAe?p;-8WgEpZ$w?yRZloEL&
zhU_a7iEoNb@@RL6_=k8Y1xbkO!xG#D1d@&ED0<Tmf%}1*7fbO<y!<!PRCxKzWa<JD
zN!j?RLj1VhjrtLJI;=RQcV^ExtV8;<b8kl9hUAUzgwG@_zL_fD<gp#iSa~=CLv#$>
z#5jMre?Q}VCD6iExpkEfvK!RUO4T$)bwn^v!Oz~IIZyb;gOptfeZ(q11i${l5Xl6>
z=ECyO=bP)1wj(%J+tM&{NXH`oq0jXwEIg`CVz?OZ+Z}CWxhmxPmbpl(ICdL)<;IX9
z2^@u>3_UAU)H-h(em{_VnM%>HAMx9I#mnH6$#9FOVQnFAnv(aocqxCxEug>%)0Mmt
z@HQ2DSJNxsSS&yF!8f%zlhDQX^@k7wH+2bnO4aAtnk5zK=c(cuR5sU6EnX)%7auIY
zYMNX1rxaV!b3MP_6!LaL80xeuUX}Y{EM1IGzUCDD11FU0tSsPCArWmqAEo^?M~6I9
ztXy=ZA7S9`w;ydBZ5;$hD0#>=&-XqW#%5s-+(?tf4SiW9YDNCAUWMxg@d7wz0+bGz
zyPk4J$lYk{qWL4AoO9SqX^tX@IrvHP<AR$%YR)(1sG*dK;qmdI;sww|;SQih=RU(V
z3f*t7z<m_xDq%0UAUEI1Gr9yN9K<p~2t#>66MpA`T>W#u1-{6PRQGo0xJF!_co|{x
z0bF+ClYZVi*J#R`<GiJa{v7~=aDS`iU)1HfAt@V+eJ6)Gf4V5krW>I;16|DIHl;Nu
z<`E`+XV59YYZ^@94$}=2l2TF{lZl{gg;HFf$m&^GtXOYe?*v?bhysZ5y=Gf5EVj@L
zVBG3WJ7`Tmuf-R_>eiGL!o+)Ki(OGnu#cN%t)-(95Inn3SOvwquY`hb`Hv`6DBk(C
zL;U^yndm;jD|gk}VU%?)$kCSfWQ|<h^I=?6If>nIvzP*NL`1}ztIKmJKo=3;M{S=F
z69x_oXj3pczl?}bI^71;0TT*Vi)?Sg8FvyYs<q|@60F=8;P~o3fZR=lcAEC>BqSs@
z8XFi*oG!DSRaIYo!(w!fEnQwtHYzpfmRsBf_<?6#IBM@TqlkjqQKSDQ1bSCXKSwob
zPEg$E-4~rYr<^nL0?5@~a_jin5zH0?14E7Xxi^iXJjm|)iioPW+j+}d^YibU8_j|u
z$a*!bioV?79p(CPK|HLB#IdSG=fg@dvHxBVLoYoRxv*F7A;?2l@1tMb5iO@9JqHlK
z-0xzyJI`)5W51xdxT-&eL+ZWWGqN`FT*Y(?W@cug5`8(LAlNQR5r+R)Z9^?JDP$J#
zO~)gmad<atyn5)8xl>wldB$!T`)!>+z5sAv6T0X*g9EK~)S6}2E}x4$r+UX`c#^li
zO%13X7eT89nGzP8HWjEGDcVQH2YWcWOdH3qcm=blXp#HdiV<lQUtm#!D?<YxU_>Sb
z<u0Cy7|ZvGlVPSc4}EXQ@r?}Akm)8k$md<4xoLgt7lFiweDi&r=ba}MsuR9v>v>ET
zDLAsf$R=m5!Knx=WjTka1PQsj55s73kmcZ9lqpBbzsRV^H~d^4%hJ+G;~9J8FaTOA
zY@)d}PMExBGR|#^Xb|y^%777ghH5wH;pCO|%}^{dRT^{wWWhk{!j-Q$#2v>tt3e!6
zXqdzg3k+@?dXNoIRx3Mhl+XZHq0qGVhf)S2nYi1FqdisAw$r!BYsAVWiX{eUhq<E-
zlF-~4!A19PV$P^rHzXhD<jhB+AC4kU@*a*7P1cHnte#u$y>G#!)Lb20quA^oa#Vu-
z5AMwLRzX35`fG^oP5X4n=53fB#To*hT7F^So4sK@1uN*Vo~7078K7TMKF)W976>1X
z;{9XjUsRkSZzP|obF32wHMQj4{(frufV8@%=F6<CtRgH+@BG@$?9tK}5H&|KMyF>+
zABn|HZwYy9W&b_Cq`dsi#Jm~ZpEo3RK8hw7*m(yW<G;T%cd$T>;jh~XXSAEDi|bW$
zWX-WxbIi=~+eH2cEtn$d;==jY(D0d4-3!8^<aiN;hOO$oQ9@T`zfr<f<>;6F=Q&Re
zAnG@`6+BLPAOVQJ&b~f{m9JT|OZEX*r<S{ihl&1|X9Crc?+y=O&}7aAoDIbi_ZMJ^
z!|Ab%ot-PrB)+Ec6zM>hmzR6q$;U5!#9(*Rod{bTZ}enecB2|j*WJ7Y);vCGp4p)b
z1cZ@ceTU{l&3Zr%c6N8?=~RbwlD>TT^1jGFmb}gY(^$dl@^H)?AnLsz9oXpxcfLJ*
z9u!oNh><fhtg8hcSh|%e^0>ao&I~KI@Q=WYlf@XOt1`xf<m95B?Ck8ea5`Gdp%Oj5
zTZ@wUeAT0O!PBI_=Y~*JRHX4?2QVq`6q4B#XB<|(q}rsP73+MEk(88t+7^gd>38nI
z$jX{nUjATxFek`vvP!-LP?pp@JUlLIgH(q^WKRHT^tSL*1#52wh(?D7fOFG`cY{D0
z&ZYpZCg3y|=)#YTj11=}D*-!lNG8~9Ok~3;QD)e@^kcq*sb*+))`-k<q)=m{@#Msd
zhmtQEqrr2BEj2aOWuf!t@(pZKe&rI|4-;@qgLn5XU84s~brY~+8YRh@nXEH2Gn`&O
zjNNAjD;3ju@kmID2FTpDr*snUo})^IVkNq7j>?;xzn^62Z2~_|?ouf{dbG4Q^mbz(
z0OhBBNvx`X6~x8GW%6EI=}#Z=1m|Ld5FUiN4rVIMLMO>rU-%JqU=qp8Mhzo}VM~9(
zKIlppbGW)6pTh@maL`P%PZ11k|HPWXJFB-Qt8MdY_!dH)SUEX4Y5DlH05DTe1*BU+
zOGHFO{Er__hm|I4nTd&X-7yqeV+5-WkV6}Df<YlcL0ymSse;iLBF0&RB$;U;w~5}A
zdTVGT>SCYs9z0P{P+J9Xh2xND(_y?^f{BTVmXlL8lY$$COvpoh^34~7G14)lK4ncS
z{V@v_aw~+h<DIfC#NC=flI~B=;vfiBMl|p?0-~0Yg++Y~W7T0TGbJV84u6&evgnDJ
zj){)043#A4umI)b!S>MGP(h_}Q@>`DpmHK9NBzZ&3{oB<UfVS?eEhfc<1r>5>SpRh
z5AE+k-jYIV?2D>(tc=&9E+x5|NF^PuOvYKZ5$mvIqe%;@C%U$A>rn5b?ckO)%FgjU
z_nDj6#vLbb<(i?<^^9rbY8yO%e2i`vvx>fh%i1c-{VC?bYmI@<K2-L0#dc&@K#XxZ
zFLa`|b_bzGqmzF`#krdoY(DFEoT=~Bj-ptI*!iL}2wCj*g71&=?vB(t)D4(mezh$)
z6MC|@ZrvJ=h~v7%iz!76z8`XI{{tMw&wyE`qzJgE*sCK!s>V+V^PW>oRCXl$6F-8W
z0)hERJZZd$Y01imkt-zJxR29$6*Vea4oCG01<?B;?h^ZPLsPO-$+=y&cpEV5!J2~F
zfx(u;b{GWl?KH_QT1s2<@l4T5o>Eq+D2;!x)Q}fIC*(OZ4HEE>4UcfOMIl5YkgAvS
zwvm8rU5tcYU+x5G;lp(e^xd{6l!7RFuhb+QMOSuQ$o|BOO}S?n7kIU{Nc5wD{U^hE
z@FV}97>zVz1A;&9KO%IlF)bbaupZx^tJ(;~yAaZlDhI|C=M?j6*?!O30ND&7yr#}H
zg+#KsKk!eUutWNpui#=!IAfLVSoB{J*7VjFM7idlLGO2731<Xsck*AC{YSz{k^K5v
z<X`bTHZD$Lxu7=b&jJFp#qnZlO8;Lm{^ayj<)49iPT7g{Rx~`2JKP9;PBU5Qvi#^n
zgfZiP;u>p^V%t9gJ)o=qHD+*VsM<fr1i}BY$?^8|-zgD(58AikDG7w6C;ysmaWTuk
zh9(vB&-iO4OmB&bivHKo{C7yf)WIafNZNDe!fJ{Qn<uxZwQv1NCh~p8_zyT<0Ium@
z<5$^3lm0b6V8H%se0Vk=uXknm|4x5w1`W!8uK*Pv-`@|>^cEnM|26cFy}kb`6xwp;
zz#YLi@Dw^0ifolRY_i&dpj}nj(WZnMBv?gV)bzk`Ms*F1|9X<}Rev_IR8U*`XA`u;
zNZZ~kB=-j2#HXdAl0Zox$P&Ab+zbHas0&~k3wCdIbaa@X{FvW^)y_5)H@!3O{Pamh
zkU+Azpc+01-%uwa3maQfi{E)K$YN<*4?ZGZY!sELvwQ~PO&RIu!_6_F=HhqDcC#&+
zd-eZG-tv7v?(&&kob1}zFaZr|i!qDBXNv<)-Y@Te6-x#+y--f@&pq`z3WSJ~_qn+;
zw=gii66Prz8kXiZOqYb)$}1?mUHV7$l%0uu0zm5{6_q%B_YsY#QaC}J%3;=J-8WXO
zLqkPH#cAAzFjB0ntIK3!V)89V3T>jwI$jsfRtluTYsIYd!%YUCqb-&0&Kg37AuE4}
z*_LJ?Zpr=6>{`uu8)rYv9OPfMET6*-x=?J2B%oI99v^FU>r~q$p0NSN4^&no&Jtj!
z({XXBJ;~swYH4YK3scpl{T6B!aX@>iv>jusb{H!)7=e6V*@nSbL7}9%YG7c%YCl;O
zH$FZ-NuM~7DO6NxI%^C#yGn;?L4X6)&mX4NI!qU~Yyu#WkdW|s=&kI?szeZK50D+-
z6&F9IrlzJ95YXXuoGETmP*l{|Bw7xg0R^Elbg`+tEQ*A$aHpJ%-|I*AS;UXPW}joG
z=AfXU_j<Jsg^xpK_yeqNLyosgYWlu@)tZ!4%V4$w?DZu1Ia1v{A|fK26dExxF^$|r
zX06dKLaG)waDUYhOLOy{-No*a!%y|4hRwPYC<k4A-C*V;4drNC_z;?0cOW-yq`hSz
z8|`SpY<4#L<PDPPW52EjAdAJme0eK8GE#jNO;Msdnk=#AK35x0cXb<Q!d>FAY8`zk
zDaYZ+4ssj^#AauGQZ!mRI>yF)+Yjf*J6h}-@bX~_vl$;BKhb`{N6PVn&G-X=hBkU@
zrsFLB6d^MrkOSq_n|j4%e0DgzW@}Nl8S(LN={qbio6Ss3hi{y7*xef=8Ov+wmvl@p
z0~xlO7X$NlbA^#rNV3!#ChP6=Pa+6o^Pl5rs(GQ~B1nQJ6iu>K+vLw?(YK#jf<#*z
zW!vHNaB~~i3zZO(wN8%Myz8?dLS6akI4t)Bx9dZ1Wq9^(TLz!w>&F@V74n;{$1^^h
z?i=bOH-s&|q*#m~EJ!Z2Kchf(7WEomoPVs3{NLDQ<J0F<|8QQOK)Cof<<iHx2ViOD
z&?$0$X4}J`U`cwal)y>B3&1|}-UP;t9lB(FQx9i3eDQsH=l|q1d__|6s%JE#ZDD-k
zzPKw<C(+j5bKynv6YHZ-t9h>>k9ZiVU!&m{Du$n%>KjQmy9fPAQ4XsJ)IV?$^JQ)&
z!}Yy>r7TecKN*CI`P<LoTr3L4taCRRQ~7KPD684N4?N2tyU~X?Ch?yrL5u2iur^e9
zY-856+eMP+YuMyff$>P16ceKJ&&%GS#%d$KW2OY<#GgzG$3)NLie4%^PG|ow(1BDr
zj1LgpKTySE#135CzkbzDnDy#^jWBO6r1niDV(z6xa!&!JcWqf2^nK3oy+3Ke{aqW1
z|4mzvmhGk+691J2Zqw$@{6dC*fYkW#lfM%6yWHHrVb5ce@41S9$N2xte5$Id`F{bx
zTxA0T#eZePj!^8slj<+z{4?8ey#PlF1S7uHxqHD7HCqFC%|*rtviU<TP|cfr;Ig3n
zLALMA%WtNnNIE-n{FT7|H#Ce*N|O24Y%oc9|4wkfW&_WSa*rPUR|11SRWq*{Zjp@=
zhCh#PP7O=}0ulUc3co80sdnf4{A%|BG|JAVbj5Oz_)~t2#vy?e=w=RRo&S*nfg1L&
z<$u=S`j3L{SE(imFbgPrQeB-e{^YjW=sOQkW7m3tWd4Qi`TOiYz_02yFCzZ`JuW<a
z{D0M2b2~dqe=iWq%J!T8+AY6stmD5kFp$unUR|78PFw6Qe1hkzo9O7VfM4@ojN;Q*
z)%@lH!m{G2KKh?0_Yfbgysl0gP*2PsEc$I++z-Ifr-s{3>;P`rZaD{<UXtDt)Unka
zq9flY;I@Xd?E1e@vAV_A*Q{iMZn5w<;I}=~+;{=9@gC5CKi4@gW@xK^Bi`HFyPy3J
z0K9;}o4nkY+?T>(_CyD@8=L1@l*-TSOjH|gE8!}VGb1Potx1~U;o%i{rN!j)A>yf#
zM@1U;?s422PC)pr-DF-W#8=<wwO_pnl1BS7n$C|E<B1SMCPeS-?3~BaVaf0Q{{4H*
zXg&VF6FJjsCy;h+&H+l+=%};)PG9}x(W95c;193R!RD9}+*ctjEo}n@Ro7=A5srAm
zptS@P6cqAGN?KXx2kSIwSftA47`JaHycY541t@aFGt9dafbXM%ug#FdSKw$B)#|x5
zb~|g9=)P}>h>1xa98`AKe>=+c?>rt~V-J0#uAZ<pS*=h41zv?}L!je&`S|qBwFixO
zYiVgI0EZAQFRx~%(Are}2PWnt%n&TH!pd#4HM%W)^O*+sqO($<*MgHzEgM6wkp&nk
zTD=;(xXMaSxD#h->FGq1_lGk!9v%%c+vVQGe}ZNEsX7(EP*@uf>PC!$(cm_ibuv;?
zmT535*-Zq<;zdpcE=llTn7O+Jp;TH%CS+-4rI2bvnf|SBc^*K^6U{!JB{M)jceyxm
zcK35GEz&B}^gwKW`}VClpmA*s#*vS1HsgL5eEJ#3y}ziia2PUPo5Q!D<!o4P9q5ib
zs;r_y6&Dw`agoiqHeT`e+dXsCx|O<n+98#aiw(Ra`1oo*qL=5#T1SCS7;90B3;dM8
zhch8<kS?8qf*RQEcoQJyC|~1p#kX3N2VFZzyb+-{YF@B~^e-HntWCd_#dd#P{^<<T
zfoj4PGE>(jARu7FX*W7ZvijoYk=Zy)DPO6QU;2xg``zG~*x27ACWM%^4&G)D9VF2u
z<c;t_DD42Q8XNnX3ZEM_9q#iYZ`_a3FJzpsg`pxytr%P16OY3xi75o`bL<Vo2$>rh
zCaRBq){&3cON^68bg|C5A#Y2u>2ZuMjC{NKt6NMPhm-FN4Yi(cjMYmDlkpt$Zltal
zliw&>X6%`=TJGaGkYq>L&f!I|KBdDwOo2empZT6X@UMKYtJKU~Wczgf=<(@n15Kru
zWs<t)_1@aS@vdgIZ{}pkBUQK91Wio^2j};s>}<*SpYB%jHEI{yZf%}>`Sg6QB20xi
z$P!Hm$OvNsM$!z?#}|`wW-W@C3E4Nq7*iksp&Gxq3m{DwUS-)zE6XI|vrirq$!hwI
zO_q{%`ZHoGY+K|EJwxri6}FLEA6-sO)k40^#!``BFZaAMn6POmc6@#T`?ifoa_=*S
zgno3lP#`!ZT0H*lr&s4YBQ6Uw(Lz5@{HW~Cbn1(}81|Z;m`2y(RbHwqm*s5QdQ<T?
zZs8cVd;XIlD4!E>$%d=M^0a64J;Y~p{l!J0DLEN^=UwiJn<2RwL*Z@&fDfJXz@nUN
ziyG$*JfZF+r@V*6L2b1mO>z!=YwufH0Yk71cZi*DH!3+atka*)hf*wcV2dRHOWe24
z50sY3&RCu9KOxaTIqcg@8}EyBvc031ZX<3H^fQb!YRd!r-)UI}%QVinaqy`FT8r~8
zEW~|IH!u1t*PU8~57sqLy{2)!uO_b?W_5y(@%)?`g#*!jA0jZ(JMA<d7oM(v&nx=s
z9^{9J#5}*1Gm72bDu=cY9yBLPWV+c6O;DGRRM~$WJr{pcp?~%9>t0tSa_=e07}t}Q
z)??vR-WH#t%+`hj2MVfv@Ry5ilQ9RerO^6hk07a_bsJ6+PnG_xo0wMKa1awOBSQ&A
z9DyA(HtEM@&Exvx4op>TO*)Po#JvLzzvU)2`%HTJG+&0ScqW3wu=w;@eHv)Yz0V`;
z?8%m8+w83ypB@mI&KtG~9@bFhJ+Go(BUbudXzm}#D9)<Q!V(DXL2dETav%0!jA6&t
zIgPmw+-E9#B{ZwY5aCHp7WvtTeVdIhW-GhWqz)fYxW5UKw$EnL`Lzy%H6jW-mAy8p
zXQOGlt2<q;s>_!J9r_y=h}_7ng4VGY4%(I3x+_EMwSAFaYcngPzuf-$j1}8Di762u
z{M<W7q|HMU$OE%VJ}$I_U-ihZ6)8^LTOV>@7*RNSFO4<RRx5^G>=(h9uyCX2v%1~y
zdOrI}w1+bqAE1GPHMj;w1R+S)>gjhZO}cyjM6SFw=1aYE`R&bdnJ=h{Ewvd?mFJg!
z%kAFj%cs&lw4CEgtgdKa8b7N5Jjt;4;!V>DV_H2M$n}LGuqehLb7h;VI+73fU~vpB
z)!0PG!-;;&e8|vr1KI^@LLfzcB0L6!7N|`dYiC}VCvvV=C-$CVU>qdYI*>0U4N%ni
zxiQq6KSkpSn7!sLFzmH}mx>-paE0S$VWI6(^zmq4Ly$Kf?h?b!45vCOt!#MX^OZR?
z_U%#`atWnnp&2~}TdW8EY5b^gS_F8JepMSaJ{wUpRoDSF8cEx|nq;Cg4c1`?))b7}
z(Y3Y78yTFrKE>+lBcEYArSZidIluS*sZe8Q!+!E_jd?S!{-TsSrNa3xTbHY8SKs)0
zE;GfD#V8y#Rt73^UTJ8v1^7BP7xr@_{}DKRjvao{BQSpmjmI{4k_D$|-JZ$LA|j3n
zQLzX{seT>eBi822SNMB7@tIQkn7@P$N%Wy4R@uE}rJXXZp2RY;S1h#|wma(c;chl0
zOiC9uF=+wb>!PO?eJUR!9tsowq<`Euf0vlkvO6Hux%8#mzN@O#9e|P2T%Wir)spCz
z)JN`2Kk*NEEy6IDB{oS5>I;2{@9((+!;sXk3T#@+(e3PHUzTK9TO!ph@@Cv>8A-P3
zy4zffvw^u)s8!<EA2pt%h4WkbC}6e+Cp<VYL3{u|03PLd@Vq+fs1IAHvU7G!&%!`V
z{Jq~0%59?KDfi3w_S%74y)3U73<$C1e#t1L9s9ZKDvlyK_UUEET~gkACwxM~7gEVb
zvD>hZ(tM^JNXxUW72U`!NBjOd^*eP6(F)*$SSZ~&bLdnLNpAHrEx)?Hx*z%^q4&ga
zckkmNvasm(&ST*pt%`f?8&a?CkkQUgxxe0EeJq^y{5evh3xk-L(Z`O=eWVT>LepCy
zRp<Uvdsfz?>RPR{>@)|AOrOSHZ1VY4d0e#_v9Fg7++Dr+T2>=;>Gey2d7P8ml|h@U
z33MY{=JBIYTdbbs^yrsmwaG8zzB6u@aePF&TncA~DYoyF2;W!mFc&)XYD!)MvXAL4
z4i1iAAO=d>%(eGuIgWjc$M~ABrbsVlchhQM{SFP^>-fTzoolc7rDSzMnD+0leD-^F
z$2OyKXIlrL#oyi>C`A|d$6L~EUu*EK<KVyfHY4ofGK_C2{%c|Hcx;s)57PYPS4+oy
zu0m)){;D}S_bPf_Avy!;zT|lr+ZrS6UCDT|SRHCUa)tjy0PD}z+tuFdwRzgLdPH0%
zW{^Ukx%jcO@b=^IB->Ehg45RiS(e0+$ZGm1DS${ML5cJGblIL-Wyu-Jzdx`dU<)7|
zkuSzdd;V7HLgTp=ZHEW<?>j-PkNU|2*KD3Z_EmJs_k%YMBVLy`+&&y7rVhF^pY%FE
z`FyQYu7|an#P4<uJ~dbNB1KYD^WHCv<AJ%hem0n=H*!((R#5(HFggL*#N{ch?TC|>
zNB0pZ2GYC9;F}U4D8N+nzt$;NaCzBFM>Q;a<z<pK@yVGv_Tp@)&!-@5Xs6b^_qlzl
z1wnWn6`V%CO(vM|3$F@g!DKO(N|w=vFYw21zd|sgARrz2u!cuK&zA+2=oh<~&}1yh
z_xS8@{ab(pc;^@XtZ|hXXblycX5!(Ei}2}IP;QrCpcrzk-~2dWlTt_H{eG`E=A5)r
z>GzRS)>&_Qd>9N#ziAJx_pRZO(j?=jdgec~H>Lnl-r>U8+F{1d*uvRcSZIEwqdaPJ
z`TGkc-Q2i;uLn8d`eH@dR!8$RhoIt!gUSw<t96zKC#8U@JG%ECG_#}yb@-Qb8Wt0i
z_iM8cEY?$aC|F3;)5@at4aavhtL%L6L_dYT7a6|j-o)xlqA5{mmu^1%$#>gBGx#*=
za%L<fp&nRpKr+zN*@dmN2IhGbO)-4Fbz3g_Ro@wXSU>&VS~66f)LbEF2CmBj<`}xa
zMgV<RIZ40jY0pgH5yREUPu_jG*eD-ZR$DyoDcNGCODG9;k#yb@(#mkiCRm1D7HB+8
zgoi~@lLvOD-N3t<e&pR(wHc2wxIhk5RT-&tehwC)4X)LG`t<4dX{s0=9)G$r213W7
zRQ!80sPe|NqytGNJxKH}b6)cH<eyd~f1itJGNIp5lB|y)J*Ibs<`i!s23Jf_ZATM_
zc#b)M94g%}cHBYU!*1^{$oA_&1>-CvC1`2%;m>a8lkE^xYrS*V7q~Ak*d4;Ox|8@m
zS{_SL7#|*kQL)J%|B9hx-Hpsxy*c>rLGh<7R7`Z}01}SjUVvF+;i-VwPV&~rJqvrK
z-;?6CpM3cHV^R`2?|aYDw(IjFh)147ghHG}7T-ClzDrP7?<<z}Nvmf4wY$~svpa%3
zmoxJk$sWq_#jr`sMS+Qql~=u#bo@0$h+p8~a&fCVaHsTfvJ}Ikv?ln+roJI&@Yp5+
ze&vy|aW>fR>Hw;_cO7Q=9qFu3Ru|nsL6HYK+!S!+t7?v(abSn<hebxdYhr_wAxaC{
z{;5qKoa_6StsC?$qETXnR#4W(j4DE+)O&ATm_<JrYsJ^Toq?C2b5r%M%QHSZiNNKm
zJzAp208nBga01I~YH9}kr1JLKkg@X*YaM6V%9@YTCcA^MMc4K!<8zT^GwZMbmn0It
zN&rjRD<me$Af_{G=zi^NFzL~E+SjAo=Div7x%A6NdV8s6AZd}dfnE^Z+$Wh#aNs~L
z0{Of(@qrHXf&iWP``j5&PvdcEWInr(8RXeu0-BV0%+Lp>V~ZJHZ#UDFnj8rC7c{z)
z4zR}67hxB8yJ?EM(j9sL-yZ2Kvmqw#@lvf&dKEk=PxT@e=jX>(+m7`D^lp>v?c-DQ
zwJ(|7(J9?^KtR^sjNcdD%K?0*kJwsHOp_DS!2vMyx(XF3)Ny&JOF}eSfobl}38H<3
zmrpn`xx;k3{)Rmj81_p~Pu#|aO?ZTmdxos91IsC`%@t^+3HS`y(@$T&Dq*T|K@Qfq
zcoAvBs<X4_62j|}u*is?tc&N@=1D;v1lGGFmfu!~j$AYoOyJ*Bb6kCOkA%LJ$av@J
z{uYu?*(R67`Dkd!`G^lr1Oa<eH@VMaL$7(15tFAt^Kuz8@a&<95vIl#IZzIQe#sC}
z1N5r%<Q_1k$;rvVo$lhF@RO2~9%*Z*aC*Jn^!ddae9n<NqJIf|1_fsK?%pl1Zv@>c
zn`32Kv(=8XhQOFk3wM}rf6t2{<#!Sn$XJ{E_Q6s~!{;WjD-3fE8$XA)q5#_l9Xq?y
z#pUIQbENJ7P}Xl^Vrq1wz*|+me0eP3ybyeHcGe5}N=6!Z(-kLc?3sU(|H&es2{O&g
z;fz6{f%FrG3_j8waDwFQ?1}|F2kTueH8i(K#Em-5!EP(`d-DY_^cu76yKIb%ac^Z~
z3crG8iC3(8HTeVlKvaK~k)aQD3(SRVxnBGG#Pa>0r2bzlL1*wboF#}F3<Mso0!|`0
zN5HW*-B>%x1}X|`3`OVCY=cG*8=ozVIo+pEpUOEnltSXf;kvrcIT9W@Ia{OWPU#2<
zN5TJ6)vNgO+Q`e5)}nHYsiZ>kZ4EUv-v4C$zkmBS>`lZjr0ogp=7kod&&K%0tZoT<
zY~@!;ry`aLl%gc%6c5&w_Ai`-%={t=s4}zpq9YawcSXv9o*n@M8juD9b4Fv1r>W_i
zN=1O}Nm?<+?Zm|cC+{@?fIl0W!}n3h>AyGvFM-ad<Hb3ij~_>-8H)iX0Ybvj;r>6w
zbjtrBrt>T58_m$91;nI?de*CtjX(9Wsp~vX8lCJ+-NqdxIc5jKx_?Yvu2Pe4<yAS$
zbRw%`z+t?;h=ttSWArJ$UFhOJWq?$#i8;Eun>g5Ahr8VreVyU>w#iDbg>^*KMK2G&
zf3Fb$4Q%G)<tBT;j62Nc1DZmXj$5yr@$j)D&*o5#YMF&HNcH7}`G0g!4xsUQ2xo-b
zX3vxc>DEU2O-OUDtkbEQ;im?4qpv3qS3O1?hH^|@@6x9>uEb_Q1!QJg>UVv(4m~h`
zDEu&8dfeJsk`}0v9$1_30)t?bEhstiE5P%PP9#mZqn>-p%*e$1_9{Y%5}Qu|QTb)D
z6~mKxb?2i)g`&q**kaxObMD>4qgNE3tDn=58Sa;$I5DH)P@;TcE^DH8Y&p#>6m5pp
zK-GD;At*ue@$@~Q|HEc1>w(GhCScXuYe%EV&&}Uyy*A{zG_9XU$2&$ISqz43qT4r~
zZuKxFDDhbgN1sVF8z`x|mFo+vZB+z<;>oFzu&t=9MfVf4B9I?Gtz_F@q&v10zzCo7
z$29Qx2b@D^)$Q(Hy@8Q&Xggh9oqi2S^SZZW*H$kZN$89@40TuDTtN;+#^fb@Q><lr
z<B&HTDx23MYm3zf;O5iAXZW1_JZDwzzln!B&_XscteqFrK)FUCpUr{$74ccc?>SZn
z7&+8<-mdp~yl-=zU(02K7{7F>fwnw>(zrCO7oy@A<=jYbY>GL^40H=%cHoO4xVNKG
z9RSDW+psi>7{z9?KC)F$JTVIPQ}3_NI@Q+)+Tt5<%UC$$gXBAhz%b<TUBK<lL(ysD
zn9Iif3+@dVYE?|-7}9gg7BRm_<KH!x@sbqv&$3w2^5|7F(+-7djIlQ728?{l**~oi
zMZaaI?j=ew#-AF}S)hBbPdzkfbodH)HI|Twwv}wW#luSU4Fi@lLR`N0`nUJd<9932
zKL<a_uZ<q8N$+A7+m3&^@iTEr>2a*EgKSb8^$4HBkzJ>fS&x@&;Oz|Y0uCBZYGHRI
z(c2J{kL7k<%J+l0QSp57f9gL%&Tr}@XY{<wYw9a_25T~<T+)qC-Dhv`h}jOYR|kS}
zj&uP5sLn<LesYt-p4<97UGSFAkyr=9p!nD`LNiLdG4W;tv}#cySN}=&_lYClgg7K+
z+^rRwrxT!GcW4a_sb?Mf6EeGRjc|fh;b%d`xtYT85)E~&OZyq2@L33ngL2TbSx^R4
zBR2xxzJl%aed69qC2}>RZ0zT(ItJ?s6Bp+)kGv5iJP{`^hFEx5ogaT-a=#{my+s=c
zs4PG}jJ162-8B?SLw-xfi|VI5Wx0}hcU@K6kS^0q%G@r-YXi1IsCZyx*BcAYVwGc*
zQy6lX#SGkP;sP4m3InHNM9<{lgnZBE&&p<JY})1G@SfMxZn3NRunt_z@eiSn@xyvb
zR?sLlO&!*<YrC?`Mte7g-6ID-7{#Fnn+V=V^T)^91r^~<bzba;qv)ZxQGjeLbe9m`
zfzk__!H9jO_^&Va={PIRy<dm<-?@7?)!>E#T!j;Q5O9gx!^o5z944OXR2d{;n`7UY
zd(Wx;h$Xf5DlB7+UKMiW)-Dll$scGn*}T`wO!weH`H=hE1#Gr;7B`fJ7zYo}^tWVW
zp{8aQpPam{w$B%}Md>dZ9WMUHUMTCTM}<k}7*Kvoo5+cr?I_)}1Km`u;%-O$@%yrJ
zehqHcSJ^x7mX#gHBuYqD&S9yQ?0MQBk^Gj^sCtH>9d&+HB49!-cs*<^e2x5_h)%RP
zrnf*E{$1x|nhjq~KVXrTL?-=q^03+9b9wa8H!%TKrb3&i17Gd>zat6;f=HFo3*ymJ
zdq^pOhka42?^NxvZ>&QcNJixQTR#XJ-0DqP9QzJDrjK*{e9rmf!GT7#KX)?})H(P3
z6!<V4)6=dF2dJ;0N|U#7%YL*N<R;qr0e(HA0QF6{>F1~bM5tE)Zx!Ow<-Q(^gZMm<
zgK~L0`NFK&<Tj;*3E-vkx9_J%a?OXqHGWKGS9N7INBL@?j)%>=-DFAV{7l)ySQr~K
zO3vHJ|L*S3R_ld3mACqq;@xG30Td)PI+xXt0T}$^>Z#&(pThAY4R=iTpinrtkjxVG
z`-RSq*t0)~OS?yHhzLHQOM}>&&T3&kdIcw2*B%!5)}Q82NK>;0!%aTOXj>f;fYAVC
zq)-^PkL9uikJzF9>d2Lf;}}wN(1qXAUUVNvhuheeA13tmZ!Mt16}$WQ@Bj9WdOWZj
z4_~--mz}ppmh^D+ON%4n>%u*OZGO%B0NSJ)uzW*;e_-x2$4^!5jZLuOdCzMWLLTWB
zEaIamNMnqj?2XeNcPSW6!xux-oi!<84EP#BT)3S#N*Jr`<LDYIHO>fzaSTNG!y&dd
zvwTr)DFcR;HrF?GJRgh=yTq-)(fLOp)BHx~!=qR2aFXrqOxmQU@5AiJTgmw=M!J<_
zovLw3ztCF8xOcI#|5PT;jNwO<S(Y}6C%MO`4tlv;{cN0I*@0V_Ha9jlRveC0w5Mx~
z&U?tQkBSU;0n4&=u&86;sHJAKQ#Jk|afyWNnUR3N62<Oq_-z_z18w#$Gt|Swq#n@Y
zIV+Cj6YX@}Rh2UqgRwI*uN-MF2bk`2<*2`-`)LYxq?o-^Q2SbYqGnbnj_s}n&o_2P
zRlxGqFQsUXLT?j)^8p0o?MLCN@~x{EUr5VdBmK10mgF`S>dqLX8tR>|E-y=Kuy#_&
zxT^-t8pN@om?v5ggmQ!J4%YB+L;B|(jMTJ_d#Ss;WTF)nR{nHdf2(N2{$A9&pGmE@
zd<16V$2}(Roh9@Koz3vAJP&-JaIhJE*PbLiYgXIB@vPCr>*a|6$F8eiaei$ocP?m&
z2is5Bhh;7!>!^s>WMSs#f+Z)*{`|V3nz7u~pKx<-lXVQMA_i-o3I4$hdB>$2kr>#q
z#Xvwfcxp+x&;tM5A3aoisK!W)=mZ;$Qn0gn)ls^+f9Wyg{2Wp=B+&-;xx8Xj{|h>r
ze&8?Xcmc}spXMda53tB4)l-X24xWI;F!f}LSsO@t|HJ{vTb0B}I8umglc~#<fA$E7
zf<KQ((Zmsy`P=)3F8U5Z8HHnyc{Z_@kptfJ59?&)YYb!9)uD(@Rl$sqDWacIL-(PM
zd3953@66(Um#cpKNot*#nv5F`NY6U%bHT+zDYn2(K?A=P9EzO=Zror<BOdd_(Z!)G
zZP`0jJer`TH{{N_3GI&{jmU~aLZZ~l{?qI#{jFbg#cO}w4Nwo^)M+PEP1G>E%xX-}
z>btO*T7mGak~g)DgX+yu2@hr+gy_#JBQo@vzTv@l+V}@cY&b7sdKYR4^7z&lmIO*M
zih4+_ty-(Lilb*v0mL&LBOasS(@VfsY$%;)8nV3!N9MO3WswJlpP(n$WP%695_z8$
z+`7p;<$#TsmXcB&-iZ%?mqK5!0y>rEVu|^Y$t)X1?0wvJf3U0Sr~>$PFiv(SJ6;)R
zJ9s#UH3|i~t_~!^O&{d`Cnh?z4w=A*tp)o38FX|oJsHXXii}`uki#P7|LOCDzka|F
zG=IrIuIi@1IezDJy!~61hsi}RCH8tkw+f8tu|54Zk{bqVrnPpc$lkm+Qhf*Ks`dI{
z^GKb3PC{ru*7LHG3e@s|mqqOzP((R>j_ht?VI>K;u5j0hCS~zEO9GELJB>`FGEeAR
znJCq08fPO;F0TGxI{jo^(+6sU*hNpTZr*P^qL04-S)c{t<Lx~%iqujqZ1A$LC_|fb
zVF-)TW`DHQfZ41ovcO;k1}hO|H)?5Ww+DtaF3>YpX9GH_BGiyI#E!<zR1Nx_(Wi;{
zVIX6KZNr};MaJVx&QnrX+w0=&+QuRM=I*1&<YC_SS4O&w6r}=7RW7*Lo(QfkE(wdM
zvZZV%zFR5H^*N$&znEg{IF@q&K&i39hr?=nYj0zCAsKsnE{yl@^P5wbei|D~eg$0i
zL(?^4vnf>dbcwHUaPNbZlx9E*JM`d7E8>HM&bpK~-}^B_ajanO9u@ycCM}}-+Qr7k
z2Cg$3`k$Kb?(W7tLq_X`zeNDFMJqc8V{-hhqr(jb6D@v?3BMpQXfT!l*z?_}yu7?h
zx3JrqGOV0`?XHHp`nwuwv;^SgE83Z?bu8;mc<q3l1P8<~HG(_BvDid>j?{TxQvwGe
zYmgL%a=iD+50jC06f^b(ei=)`B@;<4-?x1COgWWVWB9l(_;Wx@eOk!>RLu(w$b`Mh
z1s(YZf%{EGcVS8baIzXYQA`1DpC$Ay{^KmyJT%CAlKJl4yNBSt6NRGK#N2W<b`#X*
z=H_^~xKuqoJ(Zvv<B%+E-5CqsPMwu=47jr4BYyTRThMv5A!LV!MP4<=pKTqmGt>OY
zF&Nctb5t?02MEd7Q4-)+BOa%xr;qfkUb>>JJqU(Xum{=#S(~c9zJ6hKHLv$+0yaD4
z{QP_+*x$O%xbcvG$>ka>Oo2bW<^2Ez-&PrGDlB|d66!|+$$S64V4u^_qkKCAlSIAW
z>*>>Xg8v%^kB$HX`Bg7DXl6>B;b)6R25s*N2E)}802?cSH#-1^tH71-KqiCrKfZEl
zOBOo}1K?NN=@=xLC*%L8tK6)K)D*6j3(?cdD3()nSU5LFrOY?*Vl=Bn1FQeYBn$V0
zgD(FZB14=UzN!ay_l^<t(Wdlnr;B_SK^l|p_PN2Gu^&IZB0~pJknn%~eH-^AYVIP<
zC8kZ(JH~1nTr)O!ZU^Lai!|35xdH*E`71*vkAo4%v7SKQk)&4H;fz0a^AMrH^gt38
z^4|QRbbe=3*j`UOLs9w^Aip4!ykW;3$nbX}RQI)9o!Qm{yf_lol=G~pf;1k{!T5pA
zZ}^K%!O!2x1FFfK52Lo<U6=XT+3*959CbKglHphamscA$Zlh2#>w=lDtW&H?eys|S
zDvV_IYi`wMocOM1M$ZXoEYIj1MsD1;#B^lDAYdytKxHS&!d)H1Svx`eO0-Ed*N?&@
z{7W~-soH+1A3@UWsf`5aJhJxmzOCxb*6sAUdjk~N_C6sqe7BWU1ZZl>SYxw}miU|W
zJ3Gk413};2;@(QSV<CMK)S*#PL+Y*8gA{J-SHR(3;^F5Tv+@$WqDDc$AG{Lf{l<;w
zPpCTmBtGB+9rR6+z2)769<B742E|qE=|c}K-9pc&<*oW6{Gf_$8Yb@&|MCfDiU8<2
zo4Y=oerIlXEdy(I;kdiT41GZuC)qSG7g&BSHQ{eKxf>Cfg3KRuJR8s&ZYeQ<x)2n$
z3Cv6l)lIb<+3F+XPmLcX96XA|@qAVT6M)PLR|YjTQyaibC%x#U#zZn5+}a|<8=f=X
zdAA-&XOJUx;A-2Id+nOSElE#wDEd3#Z?tJILFWtrZ*9>q=5aQP40HurtduNNhI;l`
zb5h7uk@z+Bc5pPLk*j1#h*40R4fg#>|A%{nzJSC9FB)19^=&*%d3rZV0a}hgG~0KD
z!0?U^6u+ix?0gi7fbqTmCLEr71J&{2(Kov0^2o)fHwGv;MdWS2#~o?3lnjQ`9EG-a
zdy`5>cT_t`r#6!xvmk#sR&z8M>aVFazw@~enW1wGs!&Q{^R;jN$y#o0<05*qBiV@j
z<)!hVgn)|veBiGNG6hNS3<sD98{l;WNLgKnFO%zjh&%JSeTPmv2hXg!+0ZoOb-XXG
z%;l}daTb9C_hDEM@cKVldkQ_JOXLh__M;7#@0cpu4~>TSAVm+7$Y)3Cw$&z4#J+mT
zgq9G=O>pHB#%S!t2-fN$1N6!YM#WfCoaC@;!ud|Bs*Xl*9d?ud(T>q!Wb)FQF;D41
zXc0{64el5m20Ul(5}+N1-gc{ir4gt1PN33bD!D^*8r_DVYEB6=Euu4=hfibXwEU;o
zHAY$^SETiSN_K=^8Gw%%`c#v=J&<&;NQZZCjT!%(A*}ID#LVmGG>0uN#y-~g3+%Fc
zk2G`%7j)reh}HL8On4dcCc?heo%66S5jmcAd=`cp_3eqHQhOW(?d<e(6hr9UjOM2l
z-R>S7@Ra~>Hu~wh6C6KkU!;SZP10K1`(>^MRUDN*4naCvfCm5cd<aRWGD4)m;3iy6
z1nr1Ffu37A%u_QrqMzQyFuCR%75&30BC>-cTGEoA2Y_q*wUG;8I<Ths1h{_o*A1)c
zs<65$9rb2xtyBj*#C8y<4SK}gVmkX1J8Ugz1KHgDGb0P%&Lize;6_gWg^1nNPJPWn
zmXb9eo##^$O^;lrYgt2Imw8G)jeWe8mA_)iZo!&el#Q$%dKh}LGS39MTl76xB%2Mw
z89*beMLb_JRMw)-MEm85SEJ<yfx*Gi!;JUGK*qbpiRo9%s^(#NPjH!VNqr4r)TAS)
z39^S{8JC(W?`!~f?kSo~w+m0CsZb)e%(#qX)9&7|f<o3Z0nu&d(>Zd4PCpQeWlY9P
z-s|~n37n4C#@cL7I<q%`V-60CO{aJT6)!K{I&c$7V)+5wbZ<*{^u8Pavf+7-RA|Ez
zKPXO#m8xNI56{L^PQ%EHc}B0onb$A54!4u<Fv54P1`n^d`Ty(eE5oXa)^$Oo1QA6*
zDM19J6-62(Bt$^zZbXpokdjt9r9na(5$RNEL>i=(ZX^~R_nWx)KIfiipL@@}{_=U&
zT5}D?nq$oIz26&*FVT}OQZ_)}WT-WUHi*F*b9u19w#^y`<-nP2I(j3Y_jdHa0~F!f
zxS$9>rrf}&f_2$MdGK1siTlTc)Wq9`R!hbC1e6Uf`O?M`gep(f)D|PA371w)`FqOl
z5-e9UU&`HYn|D%PB9-eOjfBtA_UUJ+=vPE34YrbZtkB>#@^qu;W7`r|`hh-{lrj+Z
z@~ObGW8k*%C_l|=Hma>~<lDH#5BE&-FmifpTV*gnp9I3toA$g!7k*|@?2lA0du@5B
z((oiDttP+B+Cyt+IV<SUwKMD%?jO`;xz}X{DHGE!&C)IJ2%|$c$B7+AZ-pRp8x~06
z)$MOPeAqe+%-(^;7HU{b{GDZvMkMW<ZY`LMr-kH8YMu4T(3P0JP#f;CIT%^&S#(sP
z)6O)^(+AaKzG(U09aL;5C|~k2-7B*t5^srP#c5H9T#en8Q`~u{pvZQku=tXUBn2MK
z@wQBeqQ~&%#(ldbLyv0OLNAwU0=eF*)O>kCHAk^dIl&fN`Fi+~cz-d~9>1!Yy_C+I
zyB`~~qM*hbV2}oP;fa(3wiPROx&tpA9o-KhoU{r0Us7eq^`-uq8SmAhch~+W#JrJc
z<5sPGL$r&*{rGp?Xwg?)CR`5RUa+RHLtFMdQqeu^5n;^H?V>fd+0GXD&2ol`I=vYL
zex~!G;e4pnd`9j>Y;wSdg#x_7e!lK5iL7Mk5Z6~Y6#??C>0rkE5c?y+#%1ANwwq6{
zU-$Q=^;!5H3ec&JY_SjKUOVwIQ70P#%|)Bzk5>b6HY1ODno4O02wUJ&R2cFrJRv_X
zH&)`4-EVD^fa#{-Zz`MQjWgT@HjT8TXOR<A^80eO3ib7F;E`~ArApy_*+ZpdD?@<+
zw;2ADGCt3jJU0Ur!0qX+?Iq|INjbeXzrnA4Q)uP8{1zAfZcRUXa#p$QyR=<EeI5tY
zhpqrXf#>*hHRdxFuP5r7>Ibau=hF#(CAXQGZAa>GQ4fgZ&h{ES3(I+jkZ@UZ(Wc0a
z^R@P0@oQ<lk7pejbQF_M^|(?x30@QE3RIQj#iHq0wlU`@Zrp9;5fgLzp}WQV5U@32
zlSifBwcN7Ho;UTSnQMryYlu5UJruGWcH-6{S#N)kiC-lQGjLKj(OZ7pW_QO7%Yh6I
zs6R$|;76QVD?1);rZo*H$XI}Vh*O!L(s4+G>w9lC@Jo)?W+XXJ)f&_vN<75=^Mq1(
z0gX4fGl7fGavs|30eqtmzN%}V4o~c3TvEWVoL#Ianc&sWny9}q@T|1koI8p^Xzj<{
z0*Wg5Fut|tOW4gt?&||Pf+>tj#zf_kEC3-s_uu~f_^{F<yB2Fx2u}^~C+ztT8d9Tf
z3(NKks6C2MYDF_J4vSyfFP2C?4_nu-;K&>uw)IJE%)w<e^HFt|N#5MZ3j-nngP&?!
zWLV#RfJKS^UgRhfIEC>#vKY1(l$0n;nt&o@8vOfn-Dpe>oM<pc%1XCG@GeCy`yI*S
zNvgvpB7UuhQT+Hg&>Bk?K_`9;--XGUE-X9#@y3p`{c`isD%lPCs$YdJ%WwD=j{Toe
zHchr@_}>2*ku}?mZsv2@!~y%yya3O49x<Ga7wt@Wv))SB14qFO5=zvK3MQnN70JIH
z=nS4K19DOD9d1tbT0O&=*qpmKfd<#_=%Uft)AWyysC$&rh$4;WyBw0ucA-Q`RuZ-L
z&05=a2nxHk5ixrh((%SE2-6JL4vn0qbrO`PcTCX(4Tg&iu+OegrA~`_+p}-bYb79G
z4?jlLG@A>9*oi#e-nL`)Px&Fh$&$UoljNGwd(rK<VIhZ1GNw&fcvcVZ0N?D>>I<*3
z9Gx*4%W-Rl+I9Z=lBLTvOAWY!AM9<=j635qs}iuWu-d!RM2$eaD>JeNZDvAtcJ?@K
z>-XQL&@LOk`DHT2Eg~x5dh|@r+eJfVnG2ADTc(i*O-ZOhO2=LVmM9d8BmKiTcy8%8
z8axbD)@paPo%eqG8v$Fmx7<<(T-Fi|jf|44t1++%T2oGsjFFZUrF_Ul;AP~nfN7-k
zX;!jMbVq8%ZmB;|zJhScT&4hF|0EQ&^dA`p!{41Zq1-UOEzUx1T7H+e^?j1@&gB4X
zZcjO(<Ihi$c$L6E>m~xI50@BATUmYl9(V6Uk9lrh-YmFE#9qJmToU@)l=1|P?bJr+
zbnksM7_P8R_uiGvE_eMUTXsBX<GK{9N12|fQ6o^EV^I-#_GQfr)RF$9Iu@#U3%?0;
zA3gHT*Q!=-4!W*T{e5&)!%e&Hm2>*&@$`+;u%ACw5r?%dm!N-^+q@bS)O@cAMfd~Z
zSmu0cxD=Zp!8@1vj?i%ic3~;lNX$BKhgr%EIz^UDGh2wu%7)~2zJ1Hbse~@bHF&rH
zMN0&<;bk6}{p`*#KzhytR|nze;)L$-`>IMXu+w@hElsC=uHP|l=SFO%P*E6Lk~|`4
z12@QwnBD&gT|GTM=eO0(vSQG5w-00D;^LY@)qdDN4~^#>p9E)T=c)Deq7Z{d;pUc>
zJZ^jnQoHpDEx<!&p~E<}yvz(grsDGZT^*1%(J?VS2Kh(kAV>!D)Y<v?G<XKj6lWJZ
zM?agSC%#Dh7e}4&Z6N)Ad;8;3xhQ8i8kBaP!yyoK+0H)Tf6+~i?88yf(Nbb!K45S;
zL~t|Yr|gSTkcOh5ojjuNnn=21RAZ#iXZ0ubSlG|%uf*&b^B8F2mFPt+6NT<$f$B_o
zbasB8**uN$2Qdg=Wz9p~&^6x%1>v`Kb`m2JGlZ93`!8NPjs&;+QAJf9_YinfGFN*}
zfDH4K?YwL$+Y0)j&qRO>C5K@^)m&><DC(o7=sL(I?6q4$hAnkfNgo8qzHe=nw0G~m
zni@m?p9S1CARj<!0TG~gfI9_*hs>_G+1QjjtTm_0L0Ffu^1iThZL(emI?r^sZ%Zcq
zv-SMSav^vU)9e92YUXDZHz!o$oq|7z%2ahMe^Q$@caslY+r@n1*GcBm(%6{YR>9SP
zRNPkK|9!<>1_JseUJ4$YjKSx@u3|t^IGE@rPqEheUMKOY<b&#_G&3DrqXrh;c_smY
zMUbBbgxl?bo_itKZIh~}%JqC<QQ9u_rNNadsCt~1ZT&jqdcF|b>5*A_(CTG&aG<ju
zbrpO3xLxfSXIgFcNsU<rM#bej%GWx<kj)TOo~0e@)$4+4pA4l6(62Qt=!zlkZ$USN
zv{|b`wiWHwnIcsG#o*VJ9!JAPe9|l8UN^+GsJnPh4}?SJV%tW!E`{6jmD~Thu0b^R
z@wX4sa#+(Hh2ur#LL41JR;Nnt7R?G;pst!CaM8eZ9N??ZkQYBW#Aam4i#XLD)nQvs
zpiX`wEbL`tL%u2f+5DW}hY&9P>EK?pl;3ef*p_%s2FcJvb}4Dv9@MaGGfr{KnhP!u
ztoqf7@p>?c45RdcxTS70IxoSrc@l`z%~=be&;b^ts%McVk7Rv6`&w3cw3SLN?dxO1
zrOKVB{>F8abkPHx&q>=>t@*GC2b!{TwJWUjRyh=-r)<Z`gfSG4-(MgZ=xeqcHi~US
zB&~DLN`}<MGluzI-ysMioWlLSKTL&XJ@D%m?nSF=$r~bxUu9_dB<%v~$!eF=Ip;#v
zR@N$Jlh7G;>E)91^~DIWQ7a`~xeiX-7qBAfW#l^>17`2(S1-LTbAIaKEPcJFO&cQs
zt#54VLg0lS_Sl#_VU`<!2<VrYum50)%B=o`iQzt$ZL&n_*gI+pj~J)nN@x!6w~&s`
zK=WB~O*&}l5q}02p{5&ZU=!4^?c0leN>;Z_H|t>68wsJwe*NHFpq8+iQz~%riN&PZ
zMmz3eQwod9Y&AMRwOoF2e9+d|g|w+N7Ib?kOHgHGYlXY0ZxI9UhSYp#OGT-#T+00m
z2E>!;gG9-AY$up&!pg~6JgYQXEAA0f&kUX07(3cv-$P3VC~O;_jQ(KG36mQfPN=i!
zt(cb3a$--Lu!qxmxGVe8&C}f;acAods!9vVPj4>WqLRm02nkxeoOi-DmdvPx&t}dk
z`9(w%8&&2vxL&|}+bEi|_a2R=pIrb6^FxsLqvC!FJ*#T=&3RU%t*S2<D=rI%d!p+R
zWUQBk-6J&Q837ndsJd=)-fn`X(A#CX$o`R%%xXow<l$?4EM-K1PfpgfT&H8Nv}Jkp
z>LJ|3Rby-d&{>gb9BR>ETd^p@JhB+gVKkN8x_iYJX+)!j4&KUK2mT_P`L}b1B09@H
zIUs{}6xHlzRmS=tF6FEgeB_uWpm(2#nAfutZMf-+<7i0E`5q|a2!6S5w}<ZZkaTa6
zT0iwsz25IRdCKf+egv%Bj%1eRq#+pmJ?<jup!0h!9YD7Gbg$$iPeO!?ZtKk{-t6)T
zby~hJJL#BLX69+3fpID21u=*utM6iEig&zQvzFH~i1ct9|MT>dvL9RrXJ<FsmT%Pd
zoO^k6XF~yc`e#Du$D;-hW;1s-yo$*BwQqVCM1P2aIp}J{n6A!w*MK>C&xoh5BIz7u
zgYtch$QbY6hX_)1U|P#u@-$|pon(8zK@vw95ruY%shhnpFW5`hu~3*cB;vC}OTguQ
zP5td8h8EN2R;a*R9Gbb!rO=&`dTW6xx=a}yc5E6{1wtIvGz*$TwH?s*&)<R%NhNfn
zU4M5abB^>Qm(|-vAWL;{(f5xATW10S7Sncwx^C*e<V@N0=8v{WZNlbQ-Sq4GoTorz
zgQ};!DYufr4ow3s!As+k-xe+M1LvSLI(jqTSBXQ1ZLsd0`bF?)u(+^5IVs2_83K?R
zv-GOKTmhUnNj&d9`0~b$;Z}V{Z_iL8%<24JWB}DiR(fqc|B1?$LRabYRe<*t*0Tr~
z<`oi1<}x!~>GD#aAVn`p7#Y!fzc}F`o1lwN;^lO8sf|EZry*1zq;9La`Iw20hgY?E
z=d+`1$xYBVjw>RF*8zjXW2r}_{QKjw#k??ZHN4h|2G(?yB5l^_<foR!Rpu(nL;YFq
zpyR=gp8J}6_BTgT99YI~Ki#@fAi$DvNu!$X4S_D+_0hgHG`5L2R-@>FkQ(|JT{v$1
zZL`#VKC$V07VVoV6Ht$^I`i?t{Dup=v0Zj0mipTFmj}igEJ-AAgWxSDU84yM7tUqc
zciq9F_o=Y@Sw1Yile^DIE3afmM3b@jq`IQoXYa7}z}q=S77xz##7b={_>ziSDfxUW
ztuOU)M@mb6=%UupP=gXLKl4Jll})9~g)dE<Ckjimla7u5DbSRSIYVitF0|(l$3+t8
zGFQ~pkAvF}pTsA;4oZ6&7GXF64nO*M6=)y@I{eUsAMZ8{#MvP_y9Dd+tjm-c22TQJ
zu10rwkgkw0i@+f4%*dIJBW@~L{_1)#5?LIPRqR-FOd}3bmO;_w(#1-oZH%1O6C~8R
zP|{k+5~15Wbm`c}-65c{WZ|Q(zK7Rj3Pl55z23b$G>wn06??pJ3kcO^q7za7woq8i
zlrEtZECc)@Wn!I|bPH%@5z>dZvdgW5?p92zdKnbH!CV+F`EWMs(XCSPi<rEL&dz~H
zCpEINJbny_uTsJ9G-;RYk%p9AirAuZ3L<8x|Dwfw_d52q3<i#B><3q6`ZYN?ej3Ww
zq8io8j(gi`JOKHTQa8(12>Bg|{O%eEPo~m7>e$z`d0r#4TZB>sia$?gtj{VQ^OoH2
zr_kGm;gFR11n8`;WrLs@Xg!KtWD4>pwoaaCgtAPqDl(%CH|G0m8|O`p<sd>4>~8eL
z$$|ngtV70WwKA@j%hml<LP9&*851s3_@m-oI*p9MPu_+Di-TaYp5dD-F3N({%Uy7D
zp>e|Wq=0zw)9<Irs<1T@P&W)o&~HmU-Aeg*y+R5&l?|7BBk4tI1yq*P_cJ#)$XpA1
zgtWuvy4|2cOmN|Q9iC*MIM1|=5x3L!oOA5`S~t2KVQk9E#iPy`19?sD+3a!Cj`nEg
zzs<YkJe0Kbjua3Z@K*_0Mfu9C7wYVhof;}Ww#7pAt+E@eVM87h>{X)J-NM^)Z=wk9
z(#Wf;6(oX(y$P$DuhHg7uD9ul9D@WKwGX%d1CU4k+FLU{iCcHf`>BzXhOy9^_FFat
zUw`bQ)HLE|K?QCW0t(A2F>8?sMK_EBATs^cloAxZv4mr75k<c?Ja3evdHRIL-`iU}
zgc+Dw`XV*8yh;b)lTk<bD~UCAzOUcD{bT$eP#f=UoQ-{tjjl|`OwmPh%USl`w;LJ-
zUn{EWnsS7e@;+&psoK8~=7GBSx0j97jl+k3icViOgjWxSj8_-%?7UZdYT4Cy0OFH8
z^#H+DT0^_oGJ@d`z{tuePltYf!KxK%x2sG_SvYP1hw>q|?KDr$()v94y?*LGAHrTu
z*noiXzi4^_3OCh5iGa72_I3=5(bvwXPrqt9)gNH?q1)YQ?HS-=lt+!Yde9l5lc&2n
zx~8%spis%@<gGq;Mv#617;Ty_Kc!hK)mQvx!d-A;vp@Q{|7j6knQ>c9WZ+Nx*956V
z?`%Gi{8=SljA^Cozw+tRr@w0H<a89UM&fKad}i31Pk6K}d-?M-9EbMq0Beqv^Av{v
zIP1C07dy11hNjw4DM0?)m{`ike)Y=C0{`ppZr0Uv0DG>|s!o@W)xJ`ZlYg`{V#G5V
zcl5g^go&U$HUBYPz+evJI~c{ET~y5EMVV(?ma5cohSGmFHttsA#JqNK^&4zG+@0fa
zU7b7)Uj6!0h+$bKK6GGvM@i<3n^MuQ8xDqTEiYHoHy6+-A2L|O21LyFaZNYb>~m|y
z>rTDyRN;S&rTf75kt+cH;;@gm!%C)9XFJo>8~5?BJz1-3O%8Bto*$k0Wi4<;3}*Mr
zi*pZ}vE8R<$OZO&p<YoSfctD*XBo&0&g+IP#X_O0?IXxw)curDC*Pct3?)rJU+CKF
z!(J{8SpR^rAZ9_Kw~oKrl!b4;g;N?8Pu6w1;dG^c^tjaBy@x7VKv%WpMaaSLbG1?(
zA9E)VKK^&kW6(3IJfLWgJZ0NH(kz3?l}y<Q2VUc2rabe_sfgMi{824EWvoP_@|FT7
zf#&H_i{A$P`;ShGce)nAB+bC6mWbBdaE`e4rOr>~m93Q@L2!+ryPk&t=b8@r)^LhR
zNc??Jj%zHRvW&3;l+05kt#LiEebNt>3~S4hi_Qpxa3LHpy07mgSCYdMR-PXYL$c2e
z)q`>|^RsiqNl8|%cYgExfo*pD85}>ZvaA*7%VAktYyA6E%dm?_Jn;jU31z>=%x_$Q
zOwlI+6rJpmCR-1j%}lSA+aq8I9r%V_xpwU~VmYRir_5QkhA>a(lU)nN9zDu20lRf$
z&B*}_=}FtoEQlZwW$Fe7JN^j@MF9M{qg>+}vPS`gQxiVt_u4%Q7a8hc_6Ft*HbeYF
z4rXKiTgpFYyw@u@^x7bNyZ4XY8t!k-Mnpy30+a1%T8S}(g&14jrtAib^G;p*tf}v%
zNeAsJz_Th@oqaSR-RA9YVVlXKD&A7fGtY?UO?#84c^0N8;a%l9AvDQ;8od7}jN}Un
zY`C;4k9S5hb?V)Fp^SD$4X7x|WdeKmO|?~5+iycbO<PHV`K55tY)+7M|6^w5mZ3qE
zdwg%x&%um*X(nP3aUe`+Vx4z*%DJ08R(YIMYI;pV?ki{yz%N3r+M&R-ne)%ij&jPg
z>Y=NTA3x5372Tsd@K3nJ<^k-<;g?O!6+?9g&%H4;Hs;f^-Nb|2^7F|n1wS+1M0T1J
z!P2CrfURx%5HFV$vME$!w3{NouDE;L80w2ljyS)+|F6G5iXuqkH8sK4f5W+j;Ba(v
zxZ?EWkdB7t_f>{ZZ1;?RL;)U@SoZ2Km~s;X3qK5W{L&^SIX=F=QsCHQ2u2#FNl{T(
zm8zW<!UT*kOeuH&A^q35FOjcPukAJjp7@+*vWSDvtHVmh&8_5VrtxnJ6^|>eUg*rO
zoQope2>G`bK6j_crl+Ur?%!9W{I_t*%{#<eJC{i-|HHm#@A9`|aPS27!i$M48S=p3
zV5NBiUdOfkM1vJ_Y7!!uO{>D<zgWsrwQLeEW6L2J<CPBYm;W2)f<9mItG`PB=F+DB
z!dqxjrKZq5<1O@GNN*-J;@EE9zrn35R|Dr~%Tg_O_qtw^_$f_cp#1dj{3Jz=E5PE<
z9y$N-AeDw|85MQhDz_wjwH{j5I9>DVJ+teXet!3V)A&28tH<*e8MLfSOBjrU*GKlh
z@D#h1pU+GJI50GAHSt(P)zYlB5(@Gh!Hy$Z0HQ*e&-{9*U!8N%`)LN`MMHQ&URCw>
zf9u&pYr<kiQhy2jepaUW_1>aTeiy$!$FH>xw$^F*7mq*46$31LMsY}UUY2x|&;Bek
z*C^-|!4S1vA&viydD%r259ke-8tm_Uef$Gt`a2bD##Ive>Ls#NTDnDyHSW5JE8|td
zsrdK3kEa~56MVJQQHYz*k9FWL{8uyu?DMXJ$bUdUe{`<X##Kki`9)y)Q3apGnyYQN
z=0G~i-De};hF<#t*K*xCgC=hyfW|mp?fn^<g+zrE7PU_qJ2XAlAQh#4X7co;{0&}X
z=VuzLZw-c?<k#44QBmyaaYvGCYvcsYaAAyeD5#+9mx^&{*4pxbdM!~u##XF{{%Mar
zoer9=6HT}@ow_Fnv^Kk%)sg)3&B8Xq<qFKj@!(ZgbB(8u9ig4qbfzmeIi=rkFs>O$
z4rEAqCC}rD>>Usz@No6~`2xPmH?DF!I46e3dZGAa_E*IVu+k=!OU!33x~^fnc8<YQ
zQe?iX&4s8%q?Y`-{;62pef~$Clc+CP!;wn2)<VFK>qYxRCHrv#3UU9CD$ds^;ets-
zb%TV2Xj~$g5aM}UxR8<^At`%m_x8g1@|!Ov0A7DnCh&3tglGj(Y}RSHbe`NQmQ$+P
zj?+i05mX$v=^kI`$eo$vQjso9aJ+zEG1Qp&Hixx<TI60lE*rH_D8^YJ#;2EwzXfYP
zPwN!)6S0uDBZ;~KNB=3JJ81&rl+M4VEUu9J$~)IEUs&9Nrg|~YIMR``e^lVJctJyA
z%F5lyzGg>Kog3vfn66i$EL&wm3Ik~_{HUF0!V&H@VkduosB_}@R8Pe?rXWfK&Usl-
z8emG?+`G!@D&9hP{*cV8@mCY6jw1R<{qd@$l2!d(y&G$iW~!-UZlFG$oLmX3xw7jn
zZH0y6+XwzYwK?sW3mo7F!YoPc-bQa#H&xY`@qUHFwFAS54_0d;Ikxl*&!YSh50R4x
z9wnn8SEphKs1fOb5<9Kk;KP<n+idq9VuvCjF+2BMI)#57^ubN!XstqjNiMw5S`Ps^
z<lK#G(}IGueSBOrn#$@YV{&*s_u-hiE$v!Sqgi$KZCq82zHPQcC{j!InG*q)qN5k<
zmFpH21sK_UFAm~1mXl3S#-p*3(=14^ajdUEVY%5FJ8Bx)lGW_<^rguCxue43&F(hR
z+Blu{Fw3%|UeiUkZuI-%dX%HBMs7rk{$c(sgEZ%zGjUL5Z_Mj!>{2LrpD}H~@wR3E
zvzzg<Od>YQf)^CQO!ee3`N<m|2fE%YldhU$kmN$YH6&e?7mhY~<9no|iu0UjFY6aA
zzJ-Mgs0VT{@sIbu>bs7_VsE%!()}T1yd;x|2Un6jIo-t-0OCFOz;(kVjhAD&rJ)3=
zZH>Oz?We(|m(HF3j2$)7DdV(w-n@VZtPzXRP`6U8cBYqxp!tsL{*Yuc+e<tlon2n-
z?|QsDa<a6mqo_^CRaf_TXa4G2zK7V|GP!|wWvxt%O2_UwdMhedTb5gkNcO2!F>BO~
zyn2G^eR}*UIal11P@nbO@vE8WHt!6HYAaxNKc#(bL=pwOXkO1XPoUBAI~(aB?a*NV
zt=UT7ox4x%v8KnaEESZP$0{ned2g*4jLHf!C{>l)jt7V;zutut1FjGDL0baX#c-e#
z+HjXE($|(fmVK9aJD$_iLZmu?+IeLYiZU=TFf>2F?YVBCYYk9a>FS62(M*eNDC#%o
zBlV~non43kvC@!*qqXzlT$(BVpQJcnn{j658K-BJ?=UGJa!o}DuFkwc4}ATj;hG}Z
z#<{B3jpHy^rlW}IM`Fq<tvkPqGrPl))u#z?(pVo1ze>rne(L_t=A0viH&KPW%@dn*
zi)dBX1BgU|(dEVYj~127JE<qsA%Em=HB?A@pI>C{bdnx*ldD+gbvw3rBDVQxDO{>A
z$2|MhpF_PXq$kocsn=zxVK_lVPIF7{OfQZ+K(`C@-A59@Hncob9XL=<-pGGux%2Fc
zdugC<;1>8TkSwiU<7Hy7s({fLk+hYv7lo~e4Dou|p^b+Dt9156$6jIUp5P?C(CUxN
z<3FKa@waB@qz>-Or`ySzTqJVIwiXVw1t|nvi<`I6=QaZ&?v$f3aa(jrY#T6FrkEDc
zsu=5qiqhX;=NA^Yft!MTLXEIbnBNymVww7A&YSc0CcvPflV=i<BuZ@1>jj*NfPy`o
zSzB}NlVJ}G<?0NcXwfh9ws85U%5+@ymFfWEKOzOu+l#+{mtaZkO7sA>4c*T!jT4??
zQrnYCoRKoHR1Lv4@b<77<zZ5~s*hge?ChIw_2r{AT#?^-W`!K<v4~jeN(WnvP+h%t
z?tQ5%TFTGeuRLKEu1)I5`sTd(eYd**XndY7JK4PvWH(xPAl!jklVkVNH$z~>GGVlu
zuNM*<Lk-;-co8oumf>Oqkc&BU8+7K)!^!N}x2?cX_irKh0|Pf@{Y2LrsA4ly6C1q@
z`Tc<sw5Y$cHYS^DId)%_ZE;+dDKF_X5$YCnAd_XUUgvl0q;cN6=hpX)aLVL}$iQj-
zYTiQ&A9Je;E)hv-0DzwvVCx96s3iu+1}FPmy?Rv=T1f!INjp^>5)5s(Rejs^xM6;E
z&s{-0qaC&~r<HG6z@dbQv`#iZqtuBXdf=2(x!=hNJC}xEd%)*wrmOmhYn;Rd&0nz}
zvAVr0^dGu9AH5MYJwc^hYOSxE_+8BD1^P+Ov$~LvYG$QseOku!Bqp3PYD=O(>(ZG|
zv@mw}w+d6M2!7t;*mw_<MM3AKYAve8^BiICTwFPzSzt5ox;*1#?Q8e;Qe^$nQf#ri
z$>^E!b}z>QnhP~-Z#OT=eGI+x=jgq_=Fq+df1%??KCaSb;MK5XyXjP(`uJe&wQmhw
zd}__tKSBXRPWTL#r&R6WiDTGoB!EfdiI^>v*OZFeQ|?}sS5Wx7mO`dWg0CagwjROc
znomU;O@8t(i4aq_v+unV*(DV{Tu*)*6!+jARHk{{YtzQ^C+Nr};lZ%M2OQMSEe8tb
zutT}#<8i=-j&fCwOqS1XjI4<aqi*zVt7agY?S3GL1PRF}&h&?DDX0=NA$47cVw@g=
zpvEo#@}bAD86p(B6U!BLYY%|5O}f$hJpnP|Sl_waTWlTxJ@vLmHKDxcdX8%pz*haM
z7_y)YD6T#9Mj=mFgeqS@v`u>B)?CJ576KF^U*7LC^Wcjq%a><bBaZ<==jXO88QY(5
zVZ3eIwc!n(*?%X16`NiDl3SG$$?EqQpkg>L`gvU;o{}pVKMyD`J*ziCsyLuq9m`w<
zF<_rUkJNOtbLlp19v)E_{WlxOxnJ%51skhpkBom?IC~5Tb6)9!@~=pIE^TlP;~zi&
z(|Zu6G_yNz9}#Ln$+nvQdZs&2et-3ChvLYa-V1|OmwPFG?Fm%tmdBsA6uEN#T=a(K
z@nr(c`S&y`-!G`2F4uHI(Vo6^kK(JxQPl_N4E$JmF9l8My+f{vAo1+-;aByn3MYSd
z$dFQW<Mn5H$Ah!&3~b{wJVn2R4-#IU`4G`x$6*q7K~pGEgNduQSlq(RwZL#DI-Y5*
zP^<chK;1y<M5h607B^dVhZyJAbA?xDC*D>)eaVG*qa${<A2BO{l=RB6%X!m(i#Ip<
z?WCCi{k%}6D%G)m0tGu0SLPG&9LS;=%6+<?wY8N@5w|_U#F&>K4uXPqgV<dXc0<h%
zgBD1+7#RbL;wDlne|}rtLFz%lC@P<>B==jzV}yPF*fpFVH7+}#x$;;<RE|=>>#3#V
zFMrB7j@jUW(#n(PT3|Nm7Vnslf$XwpL&HyPzUyiH_+_!7N*Mx%58Gs<mR0UKev6p(
z)62PX<MP5b2N<bKgQ~YLR5aUBVISNz_5l~k{4|nf+L=;cc*<yS^nmzmn?%+-`0ym6
z$CrpZ21j?TQ!uh?3q1@rdPCNr_I9VewZ$W>T2PgpJSma)Ip~gM$A!`+I`xn<^!%a2
zyrszGdFS5;=&Uv;KxZk1GyuS3Eb+=|<GEi?yOu{53rs78wjdq{N{4c-AILfS`vEd@
z=lfXuWT8)X_S!8mE>lyp&6Tg?o0GmfitHbETRi$c^gI&;M;B5c+@L;+y5D;OL|SHv
zKU=}qb4dvMXj3dB@v2+eiQ%;GtfjB6c~3qzBjXm+x=8l!qHa{8>%2u6=4eU(e1f=L
zSiM%S)@*OaVDdlj&alLD;yg|Vx$Ye1uN?P*1bAi^cKpKYRqgD%coB?O16H;MuFW~m
z4I2r{&RbgU2-(o}A1dw`61M?shZY1TP2gpN+J3ZpqjZP=pPNsHFk;FDpnzguS<pF<
z1b#Fn`N71ZBKlqLtCg*{Lb{RR{575r3gpl==$WC4TwGkda--`Ru_h+!BohOM8q)5a
zVixm$lSwK7Cu$f@)PP#%l=>rRII_TR8D~m}RBTHwq?uxJQT<TZc>T@+9<xBT8#w><
z+$*COEibP3(x?Nn#^`^iy9m|U<imaLmQc#cV$2BrWE$mrqd^qLE&8b19$cD1ZxdaX
zcUaBOC|Vg~GOJ6Jrp9JnL#2h)1{f#P{XV)@TP?<3%}JE}?ih?0N$qii@vmoOU%Lfo
zem)nkOHB!f7S*YX|5X*mw<)2qV}iUgYc<p|NAYpfMU1LyFYf_4`tL)e8$APKfe;AA
zxj9b56BKG5cjN{szbkb%p@d(#nLY{ljQ2^ZUUoGDw0(=&S%kQk%+&a4c=&*25eeQ6
zs)d!LrG0Yl)e3`@pFePtg;C_V>^p?u*^XEjWS7SM4W3}LLK`o`bsEf9Lp0y5#Re@I
zz!=#C*NV0<8c{N>QwaWwK<XSsU;}trOv?=q%`;1enBgUXK-conr;!_fI$PNzQP{Rd
zeZOA~gr8TCedc?iX40RgoM27B=ms2_A}A<XR@1%d7@1T@Brv6_10I@?>Yb8bUm41$
zscdDxN<yNZ+q~{ism1{%8j9nb$dTKO*T(qFK^kMh+N|q?{ESjQpt^DOw4x&+VPhZ%
zLL@oYA+Cl0aHWL9VvKvZ()I(;ev`{ifJ-nl^0Fuzk`LQ6W3`#UDh;u{eTG<PfVU#Y
zEJZ#6MJcEtIkiR@(j1(X_2S?;b6c8gB|^U5YB*L4adM)o{-}vivC41hJfQkvX_W$0
z*<9NT`eml4eh1Qu0rg`3d(w&@kJ(-5{jv9R-ia9ttq5Q;-<O)Z8lCsEpDUI!jIw1#
z_L|F{_C0PX3-WQPTFHuY%r91DktKfL^qgNG7sMDipX|>M%!BQB^zve;$5A>G*Yu&l
z1CX^m^e^=wJs2^9JtGpdXp9V-W_Pf<QD>1Glk75eVD^P5Eh*Yr!$lcZ`oe2CfVIkm
z=&L*RY`xY=NpOt2RYWjW2=rc1&$$i!Z2fW~nEU+pwUlEwMStQ(2CV(z`MX~h@wc~>
zD=%UE8ETQ>A%4ftsAlC>YmZjW_VYV5j@ukH?itA(;O6i+bA3Y{jsLk?>1>D{c+vKx
z+pp^7>W{zokh0mi!he`~fXrUDZR<Yd?5F|f$$M0n#}t40HQ6_ay5*|{_wG~&l8`!d
zic%`vcVrK?H*-zfm~N|B`(`f+2kY&$?bk#+1`a$3j)<4o{YsgOa-aP`o4Xqr#d{?G
z1syRWOuF!k@VzKHz0M8xjjgiNN9q(pmh7c$b>DRCLN;=QoSkz<+DGaq-p@UYG|l%O
zv_#d$uaxG$Yq6OwaXXpW-CLj8^j=)-rQytUpq#DJpE#M1wU<jyC|;R4-C31o6Pi8b
z?O4*kKQJ_&a=gXPJTzHI<5)HFTwx=#IZ8{B&9&r>QBf`rTf|ov%1{?NzYgdew4p@h
zZ{7Ua#cG!D)G{g6Z5hcF0AEOXaL_*U5p9_Vo9X)%7pKmXtKaA#C+7zp3BTF5Y5GER
z&a%z{zOO2`ZnjJCN?^Xl$!dlNpmOP(g*eTp>Wp;61JItLdt{^pGH=FAVorHYHM-2%
zfu(Bs?<&gDYL9|PNC<8TswgT+s~H7HsSHUv8+Ag;DMLjJ)wg)Fo{QX77!m3HlAK8C
zFJ?r3Q(lP)6Eno|AjxPHx^@>nTMp@ti6#z9E;|sUGC$1!1-T%y8b4@!aW?pS9~mYO
z`%?Q5GFXAMXyB?DF7_SJ?I30(_wH>)&F+o;Y`v^Hk%;Q4(JXJ{2Imnl51j$OQCXt+
z#DnJ;#)rTY{9e6q?mu#2wA#A5V!=ujQkES??n3Iy_U>*hq7Z|yR3$m>bRrzVN$2^b
zix&4Fh7)xRp`2RPD~Id#DjnoEf#oEF^4e+<>n_AlS3n|j{^8my&|KvJU`?un1%x4T
z052^1@RErxq2nE+_N%C4@Rq)H_wF;!+1H5DMLd{{4oO(mv}vP5EFfCrIbY5|($a(d
zCx}z9$k?TFJGAgYI^d*bL7D@v4Ruln*W@dO(H;z$Qv2E|#F=LH1Y90Y=r0NGr9M6%
zOw|C%2*_urXb7ku+FBaO)PXCEp!qNo^P3gpIrj@Zdn&#>*PC+6E{B@xZ*+@>$~mYI
zDvWNvKwNwYr}z^|wa%_0GIr%m4f;2-1{qR7Q!2*oo8YV)(ciC#i;u5p;8dty+P<><
zo(@Fcuz}#>;Y9+cFnZn^bZXB@JFXlp>zv9@Zw+=vOHp(n+B?Vk!z5Ui;t<xG0f~@I
zl*HC7*O<1`{HY><0C+oz&wlAvDF0@Fg8%nVS0EK88kdM(Qbgo+l`(a?xK`>t4m*Sy
zw<rW_8r)gSO=btw)`65)2}t=sEyPxf6?orw0#kMZp0ZiWhDzJ{+#2r%b8q27K((1c
z>lO*23H~@w-1XWb=xjg;+WLl=S@FHawOvR@RSJ=q;#UU#0ekIs1TcmCIrsu065{$@
zeIGDGZX43^V1<X7g0ocm`}f(E-p&w2H4Erh6!;5kmsw603PO7KX$*8-Le%-t#zHqJ
z#F`{UA1))g$jI|St<omb=E<M$EX>U5Cj^7lpw`=`bNc;dQciGROetQ|Vc2Mj(2T?w
zeBsOZ)+*9>Y$1A^m4@ca0}v`IbQobm>)}tkg~lhtz~M(dF<-xmXuvF+Ly%Ujd4Kk^
zGPtQaR&JWKK{&4^Ik4u2n?9b8)wBs*h16tTqhSc@(yKl>Se9XqEc|uC5Am@hU67+w
z2HrfQL~{Jks#)0CyGRHLb&*_68Kz9Z{-J6b#P4@dT29UqwZWo=p$c}kK$}xi`iUiZ
zCm3-^;wm*$zP?PzZJRHe=S`*(6rwQH95}rXq^|zfN3D<E{P6=0VFxs$L~@eQuACYy
zbb*sjP8T_sMO2FWffPh_%he`*hxZKp!na>%xF$lJrts={)mmj>))WvF-H0I88RB1v
z<@AH@=zDg7WB;83O=YxcK3b}aozE$Xn|O33#qN`*;=bdKMeK^7OZi0V-oN?c<b%+$
zRIqu79&6yV(=RXVjMUVJ;N(URNf=91CtV&V3WfD2F6}FZzmB~8lH-~k8=X_*DDQd!
zb+v#jw6aun1pU_B;1l!VPmgLViCSzSY=~3*fj(<bWgz#dFBYd~sKCy<gCMepKe?td
zfQk?U$u3VP09NKa0#>R3@|avQx`MvhAHVPzRGLTvLoN}4_5(_<%mh!wWuF{^py!~|
z!y_m-@!4jPz;EvmVmS?a-aqPv7EQ_9bUGaKhZ0%n7+3*CMMd%5xY%Dt-$@kUT2m}s
z9tKYig&2DvwFYa*QgrB?Y?3PBIdyUlWlw~2jahjkCSOb)Xx41aw&7h*Y!mCZx9w2!
z>j5J|#Z?#qb8)cC<vK-FS#Iv}!``OQkwxod>$SyYIl+&Z#wwCwPf@Vd{1HJ+mUAiZ
z()T}2i^Jb?+Mo%+NW(`dkkN><($V>H@Lk&u63chc((S5nB$|Ki`XI5Ps_V)9mUON=
zDRDpSPr^)%LAJ=$8I}I=7114ihi)@Z|7keI%?ul-D2;#m@FZ^PPIw!8XWff3B<Vtl
z?IG>+^TLg-438+Vw+n7)1lnD!aK1CwyOD}@A&IE_d{6?XO<>*8W{2s`5KNvv!mZfE
z#Qb>Ap&}i2giJkV*C!J-f(|YpZD3+8ySV2SD{eRFJ@>-GW4lKp6J*=%G-7YA+^?rC
zVz$noc%iljvEh08l|80@G33*gf$Pr#2bk2yLsc=7UDtRtY-~PtLNZjQuUfIb@9?AE
zEAKQ!`yijs!l8!+y{~~gwoB-AY%ouSJ^D&IfGB0)`#;<!@tGd7)0mPjuMK;7d6j|2
zb_B^$9cl0A=wyp0VNw5_{pD~QLXcl7eBs~j7A=Et7^7t*4A=Z@ztoVf-CduYT(Bh?
zEhS+;>f<GiK!Rp`oUX)#Aj&|nYq|NKV${y|>$iV{<7gW7p{_W43k2tYEiR!53)X*%
zBSWt9e|?L(6!>mI4p@glsDN^{8FX%dNzD#w(2P1C!t!q&&r62Cvz>?W@FJRd<P^)}
z4(l1oBx{4H$Cu6!X4lC^M&pxs_SM#ej$_vTEMV<|1rFW`T$VA=_=h?c4MpcuL5YmA
zQ5ex$BUxPVd`9xQfb+&x3a`>Z+@}vAcCq8SHW<W&!I2cAywL376;_DcgI5q|ZA3|2
z>=A(eYG>G3>7JFD8OwiM82xCL-6K3y=tT8_#n|n%v@{OW{@aLqIApKCKDZ(>Mu6DX
zOERlL^g`~2>)~oS9Y4P&Kpg`|@S)rAuA65UJNq`6_iO+9&;R%A{tteD|F^eXez|c<
Yd}DNejiE9G4gN_zk`*fy(S7~D09EE88UO$Q

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-all/winter/snowberry_synthesised.csv b/modelling/data/abingdon-all/winter/snowberry_synthesised.csv
new file mode 100644
index 0000000..999283f
--- /dev/null
+++ b/modelling/data/abingdon-all/winter/snowberry_synthesised.csv
@@ -0,0 +1,13 @@
+month,observed,simulated_raw,synthesised
+1,7,0.2957967,2.931648613995628
+2,2,0.054208219999999994,0.5372590466025147
+3,4,0.00957396,0.09488776096707495
+4,0,0.0016905641,0.016755223775774937
+5,0,0.0002985183,0.002958622460789221
+6,0,0.0367367956,0.36409931518296407
+7,1,0.2976101,2.9496212674992663
+8,15,0.722071,7.156464038836258
+9,4,1.0225699000000001,10.13471627657999
+10,9,0.9572214000000001,9.48704563166849
+11,5,0.5945944,5.893040215288277
+12,6,0.2497896,2.475671076217288
diff --git a/modelling/data/abingdon-all/winter/snowberry_synthesised.png b/modelling/data/abingdon-all/winter/snowberry_synthesised.png
new file mode 100644
index 0000000000000000000000000000000000000000..51040e1399b08f0e2b8ec45b03cb2a81e531dedc
GIT binary patch
literal 81422
zcmd43cUaPE{5MXPb;@j+nwr`<oicNkrl#g-*f3X_19vH!J9mnR+IF_Y9Ec;grh?+u
ztke>PawCYPDLIf_pd#?QIp;jj_5AU@o<DxSe|}t-K@0hO?)!efU+e8NOY<wDyQFtP
zAP~`OS1;X!K!h(tAVLd&YzKdGr=-UhJn4oQ+l5#Kc!Y%C4uV0<Zin3S4G8h|x^pB9
z78L9i;IE;2`jo1U@{zkCA@_oH)ztj{_rFjL2=Y`rez_kC-eu>#tI%KwMDl>(Yl|nQ
z?<Qmm1aj@t`CIq1=Erv2zZE*vwdfN0=Zak9E9Zl+UAt&XcRCv98c|Mg#9;0GyOzqb
zIeW`;S7T%2j*bhqk*Rxf>x_=*GlLiIc^?0Br{XJ9PIR`X+%&C0V;KWyn!eGXBh5_%
z0|TqUHy1pP#DCfj|Mw*XVmbUrqR_v;d8)hZGWaBd$0b>z{C{6T^7h2u`0wS7C+|=E
z`!c5ZqU*tbUm6Ykc}j5Cz~jj5zC*(QzT6l3|GT%{w`5apm;2_;A^M%+_UJ3u3^#v2
zVCx@HO*YuL>)DLtP{t4LiEBvllP52a8i;7O8)!e^ZWhY~G%r35PSgvV|E#(La_d^u
zpw<pZ&TLRn(3zm0SCeG*Y;c~Wp+d9F*KghwudIZ~27cP#`1^y1X2>tgFct5y*NRpv
z-Aa|e=osWshNjQ!w6r1#75ics0W~{ZiAg@UbX68UU+q2o&gt`EQSE#8*Qe5!3k-W6
zO|DCp;seItd1gm+HbhS*X_wx}zZ`#geSJN0uA=UYN6(?&49)AA+5t8}LD*pPTCe`g
zQc_aH2pH1MPags~@eC|gj!lxhp|h=XM1k10dzyE@8Z|UD*w^374X!q7|Du4Ik81E4
ztx>$PZHuj=V|k{3<28~2r#u`DlZ2k?5Lyk3CcZg+v9gWVsM<8IuE05Q>)h}6TZwHb
zl|$FamJCXrEqh^XupFvk+?bJ##HaYWkPRNFotkacp1<;7NhrUhq=eX-aH-6;a!9c#
zE3YA#9yv@-Nd_CyzA>Z(r3{^L?=e{Vd^F?K?F)7uhqpp3DQ`^nLW(t+ZT!~dg5K5@
zhv{x4pX1^;)@Tjx|2^zgNoBk5?i-)Fx_qehf#x2B&LkO~zy7E%!bFeCyw+Xr(O4y@
zwVkEspi@{(ER3)+TUI&y_LX^1+^%9oK<j$p^2g7s!!GiRO-+S#4C5%p7EiL&d~!JG
zDf>$O)th#9zp}1N9IXA$ytr5Yt#z4A1gUJSDcomvpv1g0B2CpPPTvs%xga5x4~enA
zecpm_Q02r4%kfsk>R9-ANyPH>G5pN8{3l|k&hpkKLs?|cIrcbm*jUo(Z9p3rl^+-5
zF{i&eU_}fSIfq#KqQLR(FR@af-=WWE>%&Jl-#0H_<?uMnRZ2jc&ag^xbi1(R>w0}f
z#cMm{qpE@%n5~>FtSAKH>f#O#tak^WJI>dUQesW{uKfDO*=Edz+LZVOD93DcNV?ow
z8`0ALT4;{<qYOnvWjaUpY7U>!(7;hSc0;9RFveI@-Rxi)ol5e~+H?5qSE!-iXiX5)
zXHthv4MvySHn~i8CZRL@_&jzSfs36Px9jwNufP8DmGqgr&o##ShbSwT39RZldRDOc
zqsrmJOO3r3qc<135dL)~^?3fCbH9x=eMi2Q935^5_H+szw9e2DaDJ5162`FS&R8IW
zyroBdaEQnbaoe-!XJ>bPn%mfzt3-1s_kF#KQ(dZtLq6<O`1MR7`<{B<NrLwRdG3s7
zR$ymzoyE0liZ4=OZdIoZSR-!YG*X-x-if=hS{qC^XGUi7{O9~4YtU*bhP?U>Hj|n4
zB&<1EXZjFgb<mb`E*m|`6Ll-UoYU0C8g~Dbj1i9Drp(Fn*RC+5PoyL<!EFo4CKLux
zS_1}4Q-e)a%9_qenBphZ-9PW6b6-4v{=JzFU!9#Y73Kf_xVLN|>PxicItj^}^mUu8
z>cXkZXdT<wTqcFHLL<u0XTtI*aD5e(-Y<nX`P;mW;Wk~VQ1R;W4+(0mBN4p|oL`S+
z{J%aHmAU1lslz|nAN57wV&27#o-VsXuWsJ%a5yzE<80uaX9x~>OFayN)rw`zYpe~s
zAS=SGGH10uE1f(UWU$O%N^3i-v7O3plAX&>)-_RUS$Vm<4$WZf;QaX!Hq0HD;c-gT
zd((z0T`DR5O}!j;yJ{GhMF~)2kEBKS;?Za~Es46$B4H&TC9BZso^;wAi&y?M>6^ih
zZhIzAA4^i^=-pw8>+N71$_g9xGIyfJ+dVEFjMQKGdJ(<c>kNOgM>b@pAPsdWpYK`9
z3IDxJG90I~!p9NAdhZ+pT0$|D;R*+O%NXzRty`U4CMzTK=Ph!2*?SE)t2AiwBhgiT
zTUm16eQ%%P#^-|vlBeEYdv!8Yb)^1X>xMVov5M2gMEBA2gz=2!P9mI>h+7^aN`}i2
z)+#<f-GB50UQq_}@bw+gr<K9(KC7jLAK~>lMz2q$Hj;>Fy@a{pN+y;5^Oc2aAZ2Na
zfL;xYV79QEDFp=u;ze)Y-VgBUdwXp$QA&dqF`usCDWUC89cglMbj-pX789Fv3Ma$T
z7{P6z21xFe(dubRasmgyav~ZO+75?0|1o;&71_|&!5rCe>W!#hxleS5CnqOcNP4$F
zJe>HJe?@OjOiV1H&X;_1p>>@y&YSifF0m?_$ji$+PzMTgYdxsww8g*w{`=r?nJuZw
zH$^|_=Vx{KVOA<Xx*Fld89<-~rI4+qw>{Ome|Yu%*1fMs=%B390vjYL$kf`v$;(Xc
zLMvxsqO_6E<DfZVb3=X@E;Hcw_jY0!a&uDtdO7oJ?gJceosMDqyLElxYm#*qK~+T6
zkGt@e(k4(U4v}@$ZZN_E>}$?>nx7xCo`T?W*|aV^J02ar;5Rcf)8R8zt{A+jWK(`(
z0o;mbr@`5-`V`$Zo#Df3aIvwm3FPy**Qq4pH9ox-VM&93VpX=q#l=lbrWm$<S{^<7
z^5sjDawS6XjeHYd&tb0NQD0;fcXb#>3kOyF*n$t|l#UL$fz}v0H!<uCulPWJSFudu
zAFe^zWFW#CFt-;%DeMLM+op42^CJ^kSy>Ze=4abEycK?V6`Q;=)6b6B1P7yq>Sj0O
z88SoK#Sg~iaT++yD>~ty_Fp-R>EIC!IP()8y%`a8)pI<iXj6+iDIj|7$CCq?T)f35
zJE4UsC||p}1oug@?(Vk_P4ZmQQI2wL+j&@Eifw4?OMOsqXdG4N=K6YFDyMCksMq1t
z6c+l9q7zWr&JVa6!Ia`C&-52rJZm%Lb&+`Tzp23_uy^_`496O{g_-`NbiCo_kG(XG
z{Qd8-u+}aHp2eV~!LxaDF8n1PT9pfRPk|1N`!0j>FJ9+I!GGe5Z;oGKz2UEQ8J;{R
zNsH$AG3k|zD|%^Eb~3-=EI<IB$OigTMmU?xh}LojWp+wV4=%buf2FSg$=ML#FCk*9
zdjo&HPHi$ZbfJMB*>;#tr>CtKd~6L_1!v=a_iII>pF}ZM&5w2L3m5AiD~;@ugO>+W
z&hL=Db<V5r?|^$s+S<eG7uG+CS)6rIzuxro<@GF1=mM3zK2hz~wa1eSdRM$5cg4!H
zWh{CK>d6RpVJ9TDNHmS4X|W01>E29qOs=pZ_5IH_K9?E9PT)LR1shhWI+`_4rsbpv
zPfn9C%x$SX-Kk0ml`Sm$0897L8ZW`F_>9CLmV32n+$BL%-=fZUJ#Q_PuNmPakrn)4
zR(m`ucyYAWr=`wsymf4+<;dJgr5LOIBCU<Fr{NXWw_SJ)5v)vza)PW#xJ#;Brp%#Q
zL?3`@6BY*RZ_lc!ksADde0XGjZ%p5IUK3@L?pno{^oM6_5YOh{Z;unEEmPyD3zD1r
zk6xY+=7XgcXaD;4v4Q(5KP4>AIP7pz(o9KF_EIz%Ii2olLS^SZkz3-OTKw@uK9Xq*
zfW+Z8!3V^+1{%kHtD{8{WOCM-NdDaB-8=J})T-MT7q7@8er~$n$dI+w3!jf_14S7f
zJhb2@Ng>hE;n~`M+-B}Y0_YSrL}BnSYAk7GSMT-%eD+1_!JnIDzODnEo|qkKZJSs&
zuG5+QK6Wdb0w9u|;9Ti-%{<s^aF2MNq8-*6Hq+NZp04`1r>y^dF@p`-PyHH>WT3Qo
zG+s6s?kw^%P130BmyQx=v&^PqNp9G=B~qNf(r-bd95>Ihqqe}qnGH@GJB0c4I(8OA
zj~zV3izcVoNLYqHXo}sFI0_$VVV>?fY_+ggPJB_mttFZhg$t$;6F{MhbZL`?J1|MS
zp?brWk#U%a-Kb|0v@yhM(W?kOEqWZ3=`^s;7=^G*ZqCgNxauh98;w+ebi}#dh8lV_
z(o2Mos(io84A*Pzr0r$ZeHOLj>>zTHUqc^I0P;v)ZoOw%#0aL-;LO$Sc7_0R1(Ad~
zSvA}VzIOPxJY!B)0)7l2&k1gpmVXQ-8WQ$krGRfZiH*Ve_1Ab=F+EiwIg$SylZ9;f
z!Xl5}cG6{t3Q2H^1{F}fEo3AO!g+Z!Ls(b^*MV1*{TcG$iNx<RWzJ1scD0(xLRuNN
zb)YHT80B@-=4+QKtDx;1a-$!U<@b2E)XiyzmIpf!fZUrCS{!xXIcDSByCC^->>j^N
z4bnN>rwy?F1DT@koOd;$b3>`0k5`zu)*P=S^xo9}9<w!m>z7{jAT^fpxX?q1pBzE;
z=5+MMjfb^~sMhE7P*lGE+&+FicxyhZfXcsKg}j`bx$ZVu?&TWt>uWA&+v&}=s}xQ<
z|H+Q!?+^AyZVm81m2*bqY9l#<$FAEQ;NW6&+}gNXB#{U3OW2SLz(=Xk%J3G{Hy<|c
zy=#QBt1o49wGyeatV7^Lfxeim-BhM~z8s+Z)SZc_aNdY#2|qY3mAeLTZ$v;HskU)f
z;zEjW8Wr+_d&HVdFP~p_*j^)ZsD{+sx4CtC*eTqpffQhP@-@+0lSOu+MOS#a4y<|F
zP*Sv65pck5bPZK+9Zwi&30R))C7fe&k-r!BN^^EF=Wp6vE<s$bkF_G4T=kTy@&7sy
zeIkUsR{~Fq%a?Qtc@aDo?W;I<<*_#HetysL00Q%RRqC!`O+Cf#`|x<Gt@BKI9bLsD
zVv7?$xSgi3kfI}wPWT7!Kk4b4*BBA)YhCHP4)gD?3vglXeF}-m5OCQ)&aw%GPA16o
zil?xUdUmh|-UK;QmE#jZRl8a6z{-Efd`8VqJg}__m0I$X)Egi1^Tn0!-5Yk(FyncG
zM?|azKgMhZlHX*Z{GcFjW)`(Nv0Y-b?IAhjf<pk=eyTdgCv<E6Ai{|yOc|n_#wm9i
zVbzv+{eN@SB$UtbH<t<MrP*XcTxO=0-^svC;Y-wV95yb<-?b(W;n!|T=~S2Xkv>#w
zT8phezoY5(p2tmYHKxCo>?G1<{?0fTfeq(Al63x6-t^<KO#IgUheAnuB6n<1oDG$`
z4mL)gVEwjZMkxLqHt{_d(OO@LYXl3MC0JPd>F|gGIqLlUlDZ@V*WO#mnMhE(aQu`v
zSXLOvmZhV#yvgfo$&*i;*Pq$mOMvqP%(91LfA1@|{awhA`;igPx3I6A9gOQczE`+E
z)1&0pbZ<I^ZhfKFx_0N;Dk>B@<XLYB?_CJCdp?L9r|@c4Z6Z5h?dA@iQq%tX`VEix
zY3!nQDWO*x@`qHI8ea`$sO%i1(KjAuf_GLEz>px96yd-zx?Ni|BAxyL;0x!H;BWlU
zv<~iJ<+&~`xLSRR8}tWQ#@zJ-kR#=G`5D|XEjVlbfT&)1?8EBgr|PId34qk_b&_&V
zE&;5n$G3ka>GSC(Z3?vAP`pD!5G*|<c;xmI>$P)Xa6tL8=JGEmjTY@Ea+qyQ$GXcB
zuq0AOn%#rUrA|+$5wox`Jl>Z)fuQOHPrn}Vgq8flb4wQHbbmg-nB}22<mv{HSmcjK
zl35-Hvzfm&-OS(saTS8PeG{|?+#bWtdqp>1QqFzubQi@sM@*$67T^Gg=v69cYuf_C
z>hX-ynJASHxVBzWv})t8ydccDvqePt{x>BiRwbndDV)Ovm@et94fIOQ`IAgX@3F?(
zFve&tX?>x!ZQjo5{*Ol+0R3h?zBmX=iYd?i?1@24pRuU+P!`v;Sw<Spk5qq*Ku@)7
z_c5}L+$5x_u@_QCBMk>uHp_N51w@EGF5myWde0Q>SwccEE!=~G_ba{5if}bUl~-rT
z>iO7Aj$icxRFSqlGWI8uT5;YwV!kC{ez||aDwXXR71dm~=z4@kDS*BzMsnv|h^^Hg
zu%W~vPf|8<F@zNCL)CPBAG1qF+?tN_+E|(4jD-(<>Xl7sYFP|8w8CYN!-t!O87&@c
z6=s-EyoZ@2fkMA>IPg+>T}NkUBxV?SPQ#<;w-yY$T-8k4>+}6*>B9JCx4&m^rf>7m
z!HN*KGi;3y(yyTxbs<K*0%dAjRwypCp}oHQ_uj%a!^ehmyIthiT62x_{A0w%XOuK$
zk=b(sf-ZS<uG2U6Az1RZ9`iB(Bgd7L2s2uav<|MiwR29bae@Q~F~)-7%OQEfmh+)@
zX&xe_uQd%s5^c^H@Da1g-{ksPFZc#Z38CE;&t{ud=WKjqPl+7w$<!vz{NeAiQbDN>
zUBP#qEV~{GgVJ3@@B(hVvDhV#jwwXU)cE(Y9*wdH82+Xw(0Ix|apx175jQjow%STO
zKPAv7?nY3L*g@wT%*>oAyzDMSavy0@KBQ*3AaD5#v96Ea)Z$M8f(&Sk`e+1;OkA8B
zs>poTw4kf-%Tiq8RMg71E9m9PvdY#VxpAV^+-?M5;&(qh+{vMKAw*e?C#BnDR&Yjd
z38Kw|EKcrmx(n>q^k!*Ua23{foI<Z^@tFI|-|(s3sn2mW5<RsEDout9+cp}?BB@;F
zq}m8)kVmxpIv!n<Zis9Rc1CQ>6cOQH?2LvROVf&UC&Sss#vG#VK+_g>ALm{9`yvhv
z|Grq*u%d|@CoEDE&D}Uq*Thyy(8mZ56DE_vD)TV0;)v*x4(nHK>#1a-E*W!w;@L4?
zXFXpb5NWsBkKx@ap$kE7B?8Io$am!j->h}}bN>R6Ds#C~IBj0!Mvh%oZ)+6v$OK@%
z;p&?6glu77xv1ag6=K}l&mtc^dPHm!NF8Y34z3gJ{$!FmhSG~FF@=0nkEHf!FAq5c
zL})B2pRyZTQ@&@JzDVw9y*pR{)>V7!m)6gev?#(-?W9|Jj9XW7sN6DOY04UJoMa_J
zs=MF-95%Zc0EEihnB(}ur&4WoUFuaHgid^VM$~QM0d}A>JoetJK9F?G?fld3tm|nm
z(GkzOs<?oJ{KcJ==id`Tva&hgEUbcJtQ%Vi<j86hw?+n@k`?@YrU(NdH+pK@eq|*h
z%~Rrx4zqdLWScj2*fl*M6=C==t~3kz;ul~aLD*r&lPbWjdO@B48rffHW`3$i)xYyj
z@nPIOSL8*;lfN@%e{A2caxn;~0K3Hfx8o81cCLK}YBrV540l-L`HSH)+V}0#-`_Pe
z+{)N2>!Cl%jIc+81sNkopE?D;Z!-JI7ItHcCsBu<Wzu>9Vr2Xu1F5Np8publ-7Z*g
zBWIybyZcIKA;U7;;)U)k_=SxhH_LdP`OG6$Sv$WlV7!$m`KL(ay61zDnuhp7g78aN
zXMO)HH76H_M=W+o!pybV@)+2fwdSjCRuZS6T%ChcbxGqNyde^2f5dljqQl&>Cm9Vp
z(vbc()?@P8wQGyfP&Fm789>HVUTDtp^zMB(q8~`62A34l;Xrc@1=vJKsvV_h0LYF)
zu~#;N1@-ifvbHno5h|5OZdNbTY7R&t*FMTOPl?Q5N$9K0)tzLMsHMH^i)N%Y*FeLB
zvH3OZ$X-cnSS%yOVB@pH<92K;mt?H%YW)hkJ5_%{+^nD7R)HnQ<bL4oX=0`uVQd##
zi|>w;btZ|@iY-jv<1z4NmESXlNv-AOH`z?189x);a!0quJQFc*m~DjEzC9yVyxMdf
ztrxCKUgIHy=etVc)!nv0Qm+6Fe&0Qtgx@_Hq>y(M<h0T<tVjLhydi&j)TdG<ya`+Q
z4b@uV(iTm8Js58n)2r@HRhwoB6MHu`{Ee8P|Jgd-d+<;`>UZpN0g+c5iIPafsa+{(
zn8dwruMeCoU2)VhCbPcrSVjDUU5$}W;%3MiUzf7|KGY+TN1#<BL=h{Rq`CHkE}>vl
z@AQyNMX&FTI)8URSP%4gwO-2rHfXE(^Dm!2-($UU5UDEc>WThTl@kMB;235%5tE-G
z8SlG)4V1iMKY2YGE$BKT+qKImg>n>low8M-Y01*0y-l%<Z*4glJK`A>u?5QRssr-!
zW(o%gOtuSQ{<2<#uQ<*_8UB)7?72#1u_z>G;fZ|oZ<L>6S!)FneS`0{qRLOa!44}c
z@#1%#NYTgi?omuYE1-<$45Pz+S>dOjV`5`BOz-jWc9$EFE#K~;b0Lu2r~ioO=YYs%
z&U%G-f%mEuhjHy(nSkE0Jf3Dn&X!F1`<Ur=M=Fc7+VAUJ8?LBPyXNoo30p5^U(j~9
z$whaXh<5l(qe2-~4ZZQ$1h!k=fV$r2EtSgZ=;^JhX}kv$j_`|Y;1nzY=0OhVw3+FY
zS}>5-j|@qV^%031X?<5x+WKxuNUb0xjbA+~ucsw0-0Y}jP`7<bK+UJMP@&W!3wZ@Q
zH_lgL2UpXnRI%)dk20YFUvKuToczY2FAqz<Y24M*I?}Y|Nw*wsHft-Z;kH!S!pc0i
zMV{;OKscLmuHx5n$E;Q(M$KCM^Rn6@fo3Xt63X)TLInmG`dZVQ!yfQpgSTo){v6-3
zU%Yp-&D!$~W2AOaq{t3keHgPvJS9<6LgW~$u0$Q$!|R>s7BRAY;(!}a|Jb%ZovEIJ
zNi99iO7}_wGyo%UX*D3(eSU`w$H5b(NnJXSntquNuvkk^8|Ubi<dDL-G#)ap*Ycj>
zM?a4brPgI9qc%tHzO|O~dFlzJSQVLv8c?W(*LNJgXM|4L0{Kf8_)<m{Rl2u<uz*Cr
ze>(Uar{->Rk;oS*H%r1T^q?BN+P7v#`mN%+=gQ~J+iFzXLET%9hSnv@`P_8fBAyu*
z26XZJb#*1-td4G>N{QcrINL<C-WDKoG`l3u6CM-ZQ3lN2MBV2_o`t>+BL|yhpCf;{
zQxjP{r8!lsT=wNY=xut#d_bcjeS#W8bqPxXx%RvcB?X1{EZDM%E1SQL6aFhjpJg`|
z*d@zxH?X(b50@Qkpkbq_Koa9&bur??uYKl1$!RysZg@?yFnL~+HNO2_@<=N5-HH3o
z8E6NVFg4C>D2kBW<X}Z~&No9xeUIJI?6RWreZr7ibEfXcBL~kAq*<DGx9Evxpd(Ca
zZ5AsMKGi0g>LHbXyIN&(Ws1n0q3HKjyTA9zVk+Lzf%GS-Q1!!Qs6EcaX6e26j*M=P
zKPW43CBNGwIzQre`yX)mCMj<oJw|wsa<LcR9`)nJ6}cH-y33ORS{ptI_5{kXLfQzu
zm;P#JIbh&IEw_SO*nRCHei<0JWql=w)Yj;M5%U+5=QQI<4&j?NMPvh|(&cqerj&O7
zu-tH*+k$7ZFn2zxdeRlsJB7g4rxPX4Ec1OU%bS?3l!(JX0}tH<vJZ_ikLw;H>)cH*
z2&Y993H26Uq>MMk^QKd~XaOwkexWGV*0e#-&<2eo^8sZJM30fG+gmEe{9wjZe-`Uw
z9G4L`9w70#hN5zJR?A2^LFQ)-J4U#W!QUBnu6tK@BlHVLByp58;M{~zZ9-o3McQ>1
zWG)71*zeK#`TPJIxAEDg^`pU7K<FnnMT0!6>!pZzwTcEur|n<3p5N<{!FL<CLAKcJ
zh8U?xYx_F}Mn*OoQ=8L(t}mgWppa%44vdV00o3~Ho-VuAsD|(+HVs}`4<HV4wWg+K
z0^BX8Uy`)u$!sk@`v!LHbw@|Xz*oo3;(>15GB>~R>svlMf<~oMCj`>rv4sE<8C2zo
zk&%%DbHn9OtBHT~XB-c>MwKhA8}m4l$vKY{Ieiu!gNfcKsRtI;F=rRB=@YDO-ZVLf
zYDw-Bm~_E)KwYjRy`vZigpQUva&-B-(q>hP3y(57S2ZavkiLh3t2qIb3G0n@91e%(
z-W-Z}{`|S+9YlhJO1uJ)hJH*kMym7cfnG%8m|_fCJ}~q`etq|411Be~sTY>!H0|rg
zN3jIh2}9_l6q?D<Pw&;6KgHA%J8t^h-)euj45hWE)@NA4)7||(_(cBnD-X7dn#||F
zb814ZZ)`Fr+mQ1?{bt&X<*2EaE7aA6j_kITL*U-pINI6OliUQ7EseAz97*Q<si;`;
zi3>o+55$5%ElC?8%5@>+YyHO>*J_8I%LWYIB`uQ>E+efa-3?Z$r2Ked|9CW~;?wCW
zQULo9km#{%KpH#2#^vP&_tW%v^mqo6z1GpyB`K(5;>mMB-#ZyN4!D&L1%u?Rr$$CE
zf81+$7Ws<m=X;LlhFxwbcbnkX737h+;yamgO|wzQ;J_C#$<kX0tZuU?7^aL5mzS5H
zM9AHmrdGGXTi|Tf#kv80Ks*;61*}4)DA}+cDkGqY0f1Ls+d8ij_VKYO%pjTJ(lo|m
zi>Nh!=VspKeB>jB+K~K--c0SZ^+U^al9~aKi%b&7X+;Hwq-4E?dT+EyDmP1&0r>1H
zjbuOqMs;Zj5@OWx84#d>lZ4A5O;!%upTpMdSdY!}@g=TWW<Bc90Y3H744_4|rFcr6
zL>arM`-sYDg<v1fpY}Uh1uNVb7S#yL)I?M#S`bQW=0$u~+|yw#k*h)2^D25@uwEuO
z#rHP-U$IY>aYfhDRLu)tkBv)fkGyW<EHsh6K!P>Wygy+3HreNm$$6@TdTio1h3xwu
zzP!Zw$`I~hO`UxFZ%b99yzV+xUdJJ(v}&ps!QMc4qrX=qLuV2*8t*&Ve0Z-8S3cUM
zeoTd<0O(jr@ZI!ymaeaFL1xXZPjVkK*dwoR!YhXU{^DGeDqqEQmkLA$`ijN@1rBR*
z+1(5EO>h<mp#8`69-~^^p>USHvPO@3`AP4{o3bbsSh@}HSKqzz@?eS+ENc_5lwI^r
zZ^QG)%8#WD?#CxyA(-N&6Y(vuWN26h3<sSqgqhf&U>6*ws}Rn1__~e&-$r~AsW%3<
zy8&A`?SL;q(5Og0m$>c&ea4Ee3fiM}jGEkLwxjMHy8ybq6zu@I6EgrVtKxtk0G2e<
zJ=3<X)g4q$*F&dVV_sF$7i0+YHM;GrbuToLfveH=bs0H$n{c+K3)fZK<K%!Rjd2m%
z?K_JY+8kwEn<6Xw9&WD^!DENAUDf+98F-SZ%mZ|A7#EzsP=ApQw>!`WHgWH1N~jxm
z3;v#u!Y+5Sa%IIhdS1O>=b2>{B4;>Fw~;9ft{>8+qURC9W28q^FAR0Vm;6(FkpxjG
zD|tD#;4!cfUS9bWoyN*w@a0)Lx6|bGBhOlKR1yYfJ5U|T4P3LDrJXFP0Qy@lw|cpq
zRhcS`ZL`pV=c<yU1LuD9h3td~sdeV%*Z!^tDUtnO3RfMB-WO(2B=2UpLLlA=!f(dp
z5f#VJt{QJSQYF~0kYXW1aZOG!EP2SI{}=?KoIvY6eC)(7NUQ+*LULZBRGmuU%$DH>
zf3sF^+zb$X8lj30fv=_mAlX*Pk>7$u0i;UaX1rfl#es35?EKx(KPw9TX7+SLAOjBv
zyKCEYY$`)Ri6l1mo9meY3J2>FGEzC>CV2Y;F1Iu^G|<N_foy_5Zu-W^Qh>LI{`i*h
z)Q{FoUf;jaDH9N40xrgT2M7iH`^ek#f4uyE7oC}SpdWL$ztma@=IL36;IP`|{tMXb
z>jP?2-o-sSmw+V<eJ`Jx_)XX2{I|``DC5!(A1=`2zJ3VYX?8g6>!<(A(?QX$V|scH
z;G9;Zb{%)CNp48b1G=l#-=obDxa9zxM{k_|!L=Xt5058bzdP}Nd5V8L+1C`#w1@ku
z|9{O5ecJI~ASvhV#Kax?fu#8Oc$3Y9ukXQi{0MQpbLURh^%MW)jEw#`p{zUrbhH{^
z`%g_xDcXx4Jb0Er+G_Ocd;P=0dwQzRo;@pdX=}~U@++;cuXo-1zhX<d`wlwQdZ&Vt
zc#v`7PrEoopyLIrdfBw*=5q>9GtuY@V9D)3Yzp!f;IYqL;zU(WvG7iNyl+Y5>a3!c
zmM$gkC!MaxKmPaM+u$dDfBg5;fzO&1^9wYlERr6F>I19?%dSiR#-n16;AWOP<MKc?
zy>%vd>xXaBhxS;5^*LzXbxccZh_jALPoIfe5Y{^-y#WW|4hSUX4-YdGH6stDxC`>4
zoJJ$*aHt|-uXO&)V{LnZbUkty+X~4!zG+DR-x(_-*~y~+qFIptDW&zWroy3aHUP=V
z+%78p7Q|+hjvX^b>xTA$MqPOA)$!B_On!=i{pr)E?W^w?qf@lAxFF;}jBWxb?1BEl
zoT2^y1-t&70|?CuFlT`qefB)@X!6+$Afi+VjPV>GX<9vzi!AnUUc4+WE-nl&hI}xM
zs@fsAEXWJ*exhTGp<imWV~umua{Ryv6{r+C(|au^%-h*eapdF0*O)XbRKVans!+kP
zjwkaGI)0;P&_Ugb-6Ya5Ftm#Gn9Wu@ckZN7kQ*}!0%<c6^i6R|$sz?zlzQ=`@IL2%
zZ--IL)KAIT*y`mo9-Y!tk`kOT>~%v`a=B-#Q~B+!lo?(>Tv6xGWNyk4Oxmt5%h>w*
zk@S<8v^2VDejC7NZ1Oa?^kHx@`49H!UbO%io2bV;2XlAd25W|V*lRT-$jBXe-(Ey;
z&MXZtdPh@O`-xp;nmbMTdQ!I5svIT}0w+7YfQe{gVKEFW5~qbQeK>0XXbtpjH!*-b
zs@F+rdcWSj=WsDVfVIGG-dPVoPZ)+Ve_CMkDtsTs!mb}vP$&a`sJl=<xl)Pbmh~{k
z5o{;f;GWaw3@Zw)(=C<?+<03%_6j<j78q9#3|(8GRj<rdw&~W1%AKpH4h!-qdK7BZ
za__Mr$%6-fjq`bR0xbLbP?dD~*6q8$0xN2gYJ&pNrI~UZF{snet?Ga<@Pn)yNTQei
z`ghCiGeW)aw0f=d5f68rk75~mJDtr=bBS7fv|I^`-LSx@5kPWge$$7XU*MBuu=q)=
z5m+jzDAe@8@e13@Y^%(HxR-(iK{bO>H~#LrYQrVqlG}pFKqyd(ib0GbLm!TpLvAh}
zpo}h$EIWsMGbX-9id-74;m^<e7Rk+i&AnI)BxCh14oKTr9le}rdFM`^xgO)p>P&yv
zmq-SPTosz5OAD^2p&|@LMx|x)3E7hm#mv77kY7iFq+aFR+GNTwh!=zaG%1jR#yl}2
zb2x?pu&rxBLQ3j^esU5Lq^QIfe2%>QH^LYLA=hhkr58GiyLps{c^e4T9&;oSpg0d5
zzP-W*cZO0|DdtYCc6)+Sb8())14ax5xUk_LZ-I=KI9C%>C~OR}bCJw29UUF>%Y`rt
z`@&LTs7l!~kd<vcJPK(b$9EvbXVsLks4Nol<>fJugNrlR_;r*E;C$n3X;~JeNcbw@
zPAn8oeI}-$n{vDMCU<KytGNJL6#|TV^WOt;#e$5@V8jAYa$E=~mEcY;*%PBPS!Gn@
z#0NJEXYni!Y@r!oxc6u21ZSPLt6Blx&{u&AJkAxpwCleWJ|b_bgv<zv@a60+teifS
zb3vkKv|6FfK1~}5g;p#t^<Gmd<z|IdpC0}M%5D}Cqz+rh{Xo_Qt@y(Ow2ou`G6qrg
zVn;%ttP)Khtk<f<8ON5<Wgels`=-DDyT*{2Jae=zV|h($kP7SXmxs@vR^Y6(uxVDn
zbZ)ML#taFS<B38q3vilA!saQuv&D!Z+k=NfamHhQJ)l^vf&k^&ey$6W8!E_^!83*L
z3pT0eIjvsWDuCg4d7JCA)CQc`p;b?4k+|8^j=w~E(*#xLh|x(s>xP;y1pKeYTqm79
zCv0uZV>b+co1qtS>23V6hFins91F{juj7l}4?hCtsw*bcEK@7A5Q78>JsOc^10N_%
zC1vSY3HYZVl%#OqPNHmw_ZGWMtbgs*>o{qQP5(gm7CS93kcPZYjqa54e7#;T@m!FQ
z`X`M@`hk(Mw{aba%L3U=-I=$qvgpdaaX6b@@39yBN}K(bfsF+Ytc(_j=yJ5kSj6r0
z5~DN!01%LCa<}zAkEZQ?>MqfI2Ka%aOgyT+!H=Rvj|6?%ggTUa@rgRKzuN5z-6iul
zQ(7nJ?W^1k5K_=h&&Ma3>D67f<dsLflroHN?%!Qfp5Sn_He`F57sxC&RCb6)HO5-H
z^;0Xh#R!{manP|qyP>-glU2vBqgt8(_d8G-j^qeG-TrSsG>Un9tYdhF8*|m8Hzk_4
z?x}F%*SK%7axk4}?d+Vbk=nd+X05bpVaX=5-}|NglQ6>Pn#i26>f@K)Iuir&!9`u+
zj8W?+vSD@wLe0E#I3l9l=2wz7?U(7dy2lpP)zvVMgpHJs(uQPS>D8MzZ$7Hq`t503
zt6&xP9eJRq`7Px-t9K6tlSt%jH-{iaUrwS+W(F6#KfxkzUl=U<G=9(2miyx=w&<m8
zSdZrI(DN1hpMwB_k=+f?$hzZ2W+`<>d2Ojmwg4GK1EXUob7f`a<)r`D_cLb#BsC(I
z+(8+Q*Z`$}bt=t8cM_|}?v(zsWwBFc*WV&<vw`Daes4$!XOl1x_m%~`)LD{j7mx!N
z1~e-YhbkP>?sE%L>*StZGA$7FyBLU6^gX>}pE_>M7~r|T&oj<$FMe+J3?GReY;cUc
z`@|cambPccjzO<UNNPB4Zm{mI@Vg$wBlSTZcFJEM{ugC7>W}wok2jMTK%Z?lnDe!7
z2o0#?%&Sdm96fpwl)>K~g&CkPj(jn%HD@mzTs2w>_~1SUVm&U*ZP%}RV)n@D4wQ&_
zpTAY6X)on3rYN$48a&h;S7lUl<ln&dmcG1b>|@at_j}euRk4hLW&<n78}JXS%{4t1
znIHU}20{8P`X3X*``HHWxbYC=i?j%NC0OJRiUn%a9OyJGRf-!Gl+|t`aY&Hrs9-mE
z51v%u1cSqHYytD?RsK$~<7bB}I8Aygg52RSNaYFY{#`N_#yM9h95N27pmz%kG@|~Q
zlL74nK>)1BYXt;#v>KPXmC*M2Lub4I6Xy836>OOgbOf=98nJuMAV4e!*!}@ZD*z}N
zXS{CKcJ6+7w6Je0xc5eoF=S+b3gxv^$(~iMRUYW~)%+WC|6G@;&z&<-Yxl;2N&1mM
zyF+ikG~|Q;IUtbCM&ZUpwW&FPnCA6#fo+UJL;_!5xBqj+<c1(SsJMdin#J~zl-|`}
z0ImTV0I8p*R(0P?gk37Oysp3<DJJL+Qw}Mwk#U|DvLNJTj<6~V^@f%MmL6XCyNO(A
zeY=tgG@3A>kEnL9^EX9Ms3}mcLxu7sHftJ-Z2|`3TC~Ds9tdA%wAvgU6g}$zSsQUn
z2^AvRl;&7q42WSiq*b8nhngIMe2Yo^CzSt3&d-NulbV<IIo-bs??7q18UcABJlb#X
zz*Gd3RukzUA5WhG%45;7>!@F#4Fs!eRV+*cz%&t(TbGkBtcrmzG$6ba8vR>VZ4~B$
zx{_syTr3uw#ev2QwCOd6<_hW{I?;q6Cx||QV348C7)9lXPyaMm=1_xFg+OO|RqNeu
zBVs;^C~xTVs~el{WtH#Y@4g}O(!Q!j86OQoeuBEReXm@(u!zLjc5{&+tpJ+i-gCcW
z<UsWO0K1x@tg!;#I^1~<5Us+swfi7eKU7k*>r%p-3Gi^;`&Y)w!Wd;eoYou>e<@QN
zzN=T;XGnSEVyyiCL{U&y*_<288n~>voz<ti)s~{Tx^LaY5chhYA4%DhyA)lmn}WK1
zw=taQ>>s0Msm16S+|h6AvxHR{O?Akrd3(QT%bUSQQPxVt<WP5cG5Nr(T-UKPk0t{Z
zOD8;?{W|;p;gk?a?UA;st8D?)DW}$jr(u!P$g-?C+_1l`^Z6GCCeuGXY4mI-%{>ka
zRfX*9T~pdEC}g$o<MJdn&jePV)-7`hKE@DzIQ>)73()ELa0nz$;5vZEK%9<G`2EUo
zFVuvotwAxujoEnZdR^7{7RVp}K{88`>2=}D@S0-!rrz7@R?NmPgq?u1>@)p$ej^8^
zaT$(Z*><_2J;`Sy-mhEbg!}kb$iBb-{p%y|ckN0zgG3j}w9JsZ#SSsX-{rm(JLmE-
zNF@G@Pp#U0KsIM3{$;LzRKYTF=<V12Ckx*7-bBw`TMU#QiPZ&M_o2{#;K4O`Xifcm
zQ|;Adk7pTwM)%JssO1yEg|uJzmjVg-`WLF58r5sL{fx3Xm&j}M&J0>A(bxqsI`zMx
zR_5IB{gQyp?Z^D*hVd_M9++qjz3lmpM&#{)9QorvP!AE85chE|tX#Y~jz6YxS!~ix
zvpBz!c%mP`@jv$bFQ`h;_VfwQ_Kb}3O&q|5eo6e+2R@HV!9SnJ=-<!d?In#!oAxp>
zORPL~YJ)P%7?2YFKfX<`;tiLYpJyU%+wh{P8NW(2GHfk>p1BPeVQ9jC>vOa7E;C3d
ze`lbLXU((lh$U>r;jKA`fvowpfu3Ckn)Hd&r*9<5Xxo4y7)pzv&j>JAvTQ5cu^41d
z<qwL9<%2|{WA0xEyK3%q?D8}PMJ=S_Tr@a*=&rpWT<Gf?=IHHkg89Vt=zo>^=B>uX
zn>w*KUVS4Qo-#q-7|3;!DR`E0Js|rSmwlGhCWiT4zW4NAgSDK00`I`!_a3Rr6@X;)
zy$?H0u3ZZp8oT#V)V|8~JUV3#blrPGW`c>A+0BO7zIGU=JqI60c;P>OM_aH1W4xga
zp><(X5@&~1bc$>@T9eYcOEq+ZQ;UdqgW^0R^(~c_*jFbPo_n+&6`x9L_9Jhbd2;3L
zRyCA)<Smn{dp6F$IqmjX?7r#Mt6#zJLJp3oTlR?oI@2)701tq#oTSrPhl4)<X}*sv
z)bnjZKq;f6OM>-xRm*q(qwD}hCAal%k;m$5)GeN^D&crV+M%NP<_lBe5;Mc8l#si_
z9*0E+oGn8JPI*mPOa-{L_elj@%|xcDN*z7+cH8P*yUTaMz|-Ts@~sw@12x`*CLo0A
zW7#Q@eACKmF#pP4<5#LqjoaXV{29x&H2AM?s0>I}+?7T^LoX|wM$6THQ8!lF6~BRF
zv^Hw|>T(lkL~THKtsG#1F&gio@^mo>wG{zRrwE)1;=wf#!0&D%VsHAP%~CKRG)Fu;
zxw|OY3&^BdjCli|Z}*b8t>X_zByexCIE|9<#6G<LSg9d!j|8zD5Rx7Mj$R9E)Mu(S
zd9ciO4k+p2anLVcz6j#+Ru^(s&ThKA5>6J#?B`mA6IJw9052T?#F6FTHV{VwGbVUJ
zps3cD+!sLvO7%?rWO9ESZ?zJUO~NDDW8vrnJMb7^4oK|kast8LoN6ru@z%3leaR$2
zfYf(<Hd~T43Y3n5nwm2TTUjw%_k1l#b1ns0&V@RBA=0TI5VA4ACW&*kOS^Z-hCJ^~
zmYo|51I$VK-2JLx)sfb9f(tJXkllHW<M4CvcSf(B-sl7u`nPezJmtwetlOwyAOy~+
z?e6JOuCCB8YzbQix!}rA4Zo0CN~NcDfeVk0m`<nBv3`WecYT$x!BT4wdrHXSkXvOy
z_Wl_{QuV)rpt9{U=PeW2IQv|+b!KHi%D95u(5``KJsAzx`=xnB#SUh$`TL?DwVq#X
zXGzBrRD*?VC4MOplq#DiHsN3-gc(c$;qlZLFMezznx9*|1Q4&8n1cC0b(dV3U|6Y6
z4}kR$kOk8j<^X5(ToHT*<c*(o)j$}}|Gc;YTKCM;qsjLc>hArxAQ*Dl00CbIkLTTT
z{X#EoE_@%bvIrF_0i2~)Fyz$&^7+T`bw;oC-|4psJCk(ihyTF{r&!;v$Pa>;G`neB
z`H%1~$I{MLj%QQkK00&e$+%TOT+>GI#l=@8U81VR_5lWvv3>WU94m93j-99MpWpu{
z?ztyT&1GSmx5~cJoby{1{_u>wEaGke5=Eu)g2+Iu3EWR&MIXdt(HS_290VAESOEyv
zW}|v(X(`LihaN8*-qZtT$pj*2E0^V<&t2&!&XofJE!g0ogv2cHQ-<Yvzjq84UXhFV
z6yfjI?oDZvNEA?A#x{BGRurD^*W4*o$D`+sg(EK~Nl)n`%X8CZ;c$6!F!cEdaS%HK
z{|SPqVM5>Vdl^}{K1qoj{&Z%*L7Vs+MPR#4IsP>W0AH5K1rg9_fhH&Re?G+(6&DxR
zGr2C};q{Zj^d$l_lMQ!_cBt)bLJT*xouHu|EW7fP{Xt__R905b7KDzf=U^vKo>Zl^
zR79o)$SbS1ww)hT8`r<Z{ReML3oe|{S8!cmi^Z#i+-QsDP7qX^%GW?*RFMbd_ymz%
z-O-iG_BF+4j~_3rM}ozp;(;~{9J_%DKu9H-WL#I1z;_GJ{-_G3=6s)Vs315*+yDpa
zwH+TEUA;L*D=ZyQdiH6x`tNaIZs9P~Pmn0VwE{(#lUND1TL+kh>j0X~$v{etSASMu
z5g1DWZsE5k-sht!A#y%FZ%%U(Z-eo(4k#4LN&LdfC$KKwy!jG`OjB{Nncx9J*#UO!
ziYn#wI^B>zbFLF?CZ}fqF<qt~s8JoZPNAv66v1@LM4-9u%-^0|K_vEE;T%YS2RoOI
zg$>-eB5vF1Q`s`@iv+}Ve%ZO2tL{n6IxwdzF!PuJ>q}EKHy}B69b|&NkC_C&*m@!<
z(cu+NP562cgd;M-{5No+EJv6k(-GLYbBy{m4!AD~fQGo-LAMO;kh}k$%!^lgcOsB7
z(UHJz+DjPS3uu23%_VF%P+<BGkfyTP!1+75Tsty_a`0CS+?^f0;pNHQf93Fvg|nqA
z>9$v@Yo7KVs=ZokOja2k!}~b|oD8(K8?A@8fl%ncsGUHNd)PMUz&@eW)qnrXioaF#
z<S|>!%66LW+x15s8P!1!70LT=D|<d!x%*_+DLN`IlH`S+E93m5X~dYx;}fqE4%eEt
zzc_kjHU+tv|LTi})wEwD6KF;z)UHBthoL+e4|+Mj4N%0c^jSZvM!yY!&w9PA3b<el
zkBjlNHO;cC7<QF<sn+~E?$skYwp^DWR9o^H6+y?&tg<2nny7+OKL)l7r1DzKQE&MN
zL+Yq89cm`HL<2%t`BfVmlvUjOLPj`P?oWP;i;L!3xn(&y@4x)6@wFfjYZN)EbMgM<
z*Z2j{F;ZSZy#+zi%GQl;@?H!5)z`~!-T`dx1elVQbv+o#TkPsY?e-$S_NP>)!q{~^
zSK<1qggdpt|BNIGl*svTTi{l+>u<56ig)WFRXDg6J7yEp01T3Lep%SPjbKN^d8Sx>
z9PYldW|-E|Kfh`(u}CuHH<J(y$Mr5l-i?VvcI!I`R5XYjze<u({Y&fA#@CB`XF$%d
z55yPBfwgP1&a=^OZw#~6d?PS0j_9syJI{`su@-$P1}y5edOKNab#-|9%!<)9Ewkac
zTSHH0GJM_z0*vg4Q=F9;z?OUhcJs+Vc?uCZ8U-u-CX@Nn$sROfv^1t*YgH;N^e@I~
zli;}v8;0-ngvke*yC=3Qa_8=jPRfX|?2n9yg1ZXdAj@67%*QKKPvto@8@Rr`=^02c
zthFFkuVLfa*NFpaiV76_3CadHFoLkxPUUN#YV+?8CzFN|Em|GpaX5)nm8xY0Gjco9
zgg44<d?M%%gy+mcNl&_gOq<{gM5(bLf{Hm=xJ=SJ4OlUBEu~aTD=?3czZ@`gq`BIN
z7ePnc-qAzaU<TuU@a7R-TdcwpfBbc4Yrf6LkI`n;R~yk)yf)&kX~{qI*5}Q>f&yVL
zt02H(pG6W`WQ)mTNGUYpyqNT<EgUQ)aqvcsQE~5{TIPJ%7`DHhRSYX#$0eE)9Ba0p
z_g~Hh9cQq?t~@84NrNqTi0ngkU{%X9x7dDjlO_y>G?4RA4YT8yx?1eE7cW-Icthbf
zk^|~K70E>~J$n`gwsrdF&s*M!sAoQ8lucc~`V|$|yP7Avl4QUYghx$wrKkl*g{^}y
zqDkVniYGJMWv(k#-o9ZRy9DNkzeG5Sl-hqC^-i|;2rxcBhP7kCpyjz%5p_*<>+*F*
zV0w>55R@Qyvi<RD*`rPMwP8L7_JuWc6}stky?1i4!QQqe&RNn4x06qS5y&gGOdqc~
zlrvwDeGJeAcLXwmiAWz5N!-wO&8UrR3Zsjk&^&#otu(jsrHn~<c{vS%jA)JQpGj#p
zlfJ3`%WmrQa2)7JI?!CL!C~oj(>JHu*Y^aB5tB4kusJV<MODhaW=z#5CHtO?jxe$4
z-Se>YTwx}|tDnFv3QrpXIFT8uq~Y3+2Ki7p0!)XQdj^TT9GwCXAvi-PHMM${R9N6(
z^KNXsu*HGB0X&2LhAhCSr8PWEpDjWkDAujtieRy`G;g<mFa)Eo8-V4ak6+Uoq+std
zR_!gnbsm1|CRV(hdlK5LWczL<?3G}gC~Mk5BB$2Z(T&^~W~vV}^RYD*)+qLwY&oF3
zS*y}vu&sRIsaZ#zi;3WdxFYATmm)jwj-T9i8D8t3vvF;4G~FR5F7J++OSRb*xvyF1
z<d@1<U-T76!l#~>6<{!_@k>fb%*Zwpx0I6=`d%oqv+)sSAX59(ta)0U?lUa}O*etU
zjw%a|02i!u3o4PFDqN+=Sa`kIU8UHgH93gh@N3r;+3ip@fHhKatvAF6_!^Qs?9f*;
zO}K#H=%Q&A8jYF9?#4ou4DF<V@x)3lQJ$(8m!Hdt<}m8?BngSNy6@`7!ZLZAbVFO+
zQ_@!@62oz?t~<0uh8D<ov1(xo0$peWjK(#R7}mY<6;HWURX`M@A9|f?%<%XlEe$H8
z_?N;b83>t7CT4!7{bWrGJiC}~JDgt%p2-qMZ@jfNIOQFBdGE}?rzTVMjctxxR3F6R
zeOce0W;+v~{R0oG+se-pf<lT$DF=g)TA`F#d;8<LW;hxU^{uXdGrVsv=8rJ;xq9#f
zsAkQ}m8&KtJK>B4WdLF6Hgl)d)zz~a3wSBFlb)8F7sCo{@SRfvJ<#j|?y^Mz^m2e1
z^r(u+-}d{4x|Qqud*@#2*9{ITm*ERxwKk|hPnCeuM$M>EFbVdaXk6#P02HW+<R_6O
z3nGBe7=MY!-Y^{cLHKI|O!W2{7`qEPT#kDGFN)^18y^R_+RjT?010e-C7-H$KkgO>
zMnSI>$MtSJwv+e{a1FbmcUEpR#M@0%ld!ResdZbRb+Pr5T6M``g&~tg8CAn>z0Z|D
z_P61h2tqCbUHzGBQ41beNNMR2zszeZKZE#P*1Uz1@plsTRK=xOzMCCWVy^4Xs!GNA
zTTpUBm?N++RG8S_Pqn5tBJraLm8M~2qW|v-EC8Nj3YoQM%JhBCUo6|=T_7<#dgF@h
z)FuZ=t7&!tU44E=)>8f&fCXOG`2y#02K6!5aq_~-Zi6%h9w!`GUSefp5-*k&=JQcn
zj|rw*{pmU?!4XK9*aumw88-H>9>Gs3uyP&I&-KY`zC#Slv)|&tzw_nAr|3r)fBjFk
z^*vMQgox?kugWkCpUGs_ulP#STMXc<VHMrfoPkT@x|dj-4x#-LEAe2=L05O!oZEVT
zW;0w|k0;kbjI=!sGc8j~HnY6J7qJfcVEA{(wRP(^k@80V_qyV|1RW8G!#f4!0q~v>
z>{b<5xAYu*WjU=N^hDhp4CZQYNh(x#h$#XR9?YL^fZ;j}F;w}K`9<ZYUaQ(Fk6p*=
z8TC-aRiEEKJ(%QbmATVnIYoYSnt!OV-)y612KGpaFj*Pz8fzf30kyraB<0$EDbvJX
z?*8{J3JzF7xVN=RnF3TtJ*OWPr(c+Lg~_*-pC(T_2X=@zE;P<%4ZHUjsvPlbzd~rO
z2?akZp%K@@kQec{KeYxNxv=D}m@Qkg4n2V#0@JN_A`;4ipJ)&Ye)zzBmpLGl(&vws
zEdzZIZtC;WZ_7my7TDG@;l>;qY--DVR#l*VzoOEX?*^zA)$8|hqi+i22}p8_GcC9=
zy*tcdhC<M@^#^k-V3fNthb3JBZxOBn$+gMm%h%s4Auw2C>?;ccs31u++c~;e6Z}P5
z3OZ&BZ^8R&UgmarU}Pks@ZSs3I{=EzS-u!Mc(nGAZ3L$s>&OT5X*!zs8HXq=REam3
zn+Nun!z_UAYJnJTi|xtLaNc|^1<yLmVh15H5qNY9anz{u7fsezAr3JzvO`r+J8yO5
ziMIA+XR8nbGHz!3_gYySepxQ4tg_2!z)#CQiADVVw)ofUqFeVqDvQe@QsQ-GEAq4+
zWFh^?KxK`$*z*h>F369^N|nLA$nit&bl{-}#RUxIa>49I5uh|S{-T#e-q!cWsOYIa
zS2ptLMS_UdSuoT=@Ve#hRvY7PX7?oYIu#3f8@h&{=?9^X^jBoB%8s}Mo>`uXTgck)
zALgA!uvgJw4%WQ)hR;bq=xYhfcVH~d-Uf)bDlxuN>1~@!38QrZ%uiQ<zN_as-lQA@
ztLzu5XN~#|RhV(>I3ottklex0RnPMmL>%p_285bek;=dPD9|VCrByTBFnN(#=<l!D
zlulQem~Ufi%Ytha1kZp|Qo{C(MB@-XT_lrzw@|`oRI0pV11T7kb(4Vb0um1*k6Evz
z>?M5U{0sgn{}c<089j}q(=fo}{S;wP_NNcYjj2YEz|-qMR5HKvs<@S-WJURf7__AX
zOl@vTKv9Wm$^gTbTIGyjxJ$Pm-DPaeE0^9o*!wqHJ0Sb77aYR<nGMxHRR0H+cR-($
zeEQdqfZAhvBxv+<_eGXh_O0~Er6(`?R~bSU+<Kqn**raq<W04=?Gh)Ml7#G_B6o-5
zu78I{z1ySRU*3Gg5(cgM8dr#Vkp?mt+obnzPR708)irtZRtKqhG_l}xs&n5+wHx}@
z9AE{yZA)vxKB0EnTAb8RjUUNs`vv>Qb%^nKal5e@=48lQcG|awXWFMswjR%!_RXk*
zoftg>fGni@g6ja&mKNWaI5yF0qqa@(-yDO7H)e0)y<X=XUo9Q}JlM9SKdV-+Mybxo
z>sl0S>;FU7e@8XdMcv|X1W_#5uwYODm0qQ4sG=Y>^xjpZ6A=PZ0@#rz9Rvah3B4#)
zI--Dp1QSA+qDTu(dWYXWkmtScxZnN$ayUYA_St3awdR^@uI&1X=O*{ubFg+DVR;wd
zvEMu(XSBx4drQHwm2o0#3HpVr5<-0$>M!hNkp*20WFhw3k}H36K4uzr=sR})oaLtx
zRbfRKHo5Ue+LXZaj)ZhJ|E-krU!cOR@Q>3-gCToln#3o7L*sN9Ly~Jf5ZfdGs668-
z{F}~Yho@nMT`f&r1fau*;NatP?1Jq&i%ou5Cn&uF6T2ZH(&}C9!9bJtC}7CVivpl$
z&C09d58Qxf9xrU&A~Ut!-760Lsiqlo;ge!J8)rFT#nx<*_~^)jL(RWC?3iHwkI#I%
zm<H&2q;cK~-Slu$;5ptzrz~aY7EejtNX=vB$T2e34sq9hr@!3E)yYWD&l8hg(9?nh
z>N_!a9rv+ZN@0!d+)})CPz74?u!sF0v!trvI$P0zw{Pdo1$lUmQVd}!rR#o#b-x`t
zS}LL~*J!JrL5vl{`jSZe2RzkYiXS^}cmW-W#a^EN4G85=WXGpn1$&+m1M+U{(XL9I
zW{oXI@G?&DgMV+lahs=89JikR87jSQA199`Dj9%cM5o?D1!i%_$1zi#IT?VSn@Qlf
z<}F_Q7|@GuUXD#oy~@c&@g?+*n}6Kr(fHecOjn&MdP0+Q!%Hq`!#*)S#i?=;i%9DL
z1Q?fU<0rvaO`$Ny|27gCDl8&$t}VCy%@KEwiz<MRmHt>-0HA^d@M{X=?HbTLpQ^K4
z;-_$CDZKdWKdqA^LXpM#E(oW0+<Wo)^UV^}(BP4?po}I>&&uk9>up<bM^af*gz-eo
zAT+G-{Z|z`9=viyvoy1nCT(Oa-y>h+st{a^Pw8i>!m;uDMwZSThQ+=A7fCGrF+u>)
zhS*|zRjBxSPq@s_XIi_6w8d^~yQWzmF*Q8FR`f^%Oy11JAxF_6q*JqDkDeC)TL%)?
zf@NEoKhm$83aY3mQPPR@N}43ch~7jubotB3fS_?70oN-Plhkl1n>+IKo>#2((MN91
zV6ls%piIO;_&(uI^M&0~8|h3Zk6cLX7Q=@Fj3D0<NQLZE=C$XRUYBSeBh`v*KVLTL
ztC18OZa)B%6Qv^TV)Vg>Drz!w9D+nSnLG1D5Z1TQfYe5RotjyYzdUIc^9s=;=&=7x
zYJMb>CV^D*$Ye%r&mjY-^~wERmifHgp{S~xIfElpJuS+(-){%4cp-l%%c*xS+n`Cs
zFwgyH<GU47BMuiVuMjQB7+a34Y6TpqtP)Vp#@a_cucvYZDTOIHeq9rPtwk-t2mgIL
z0KIQ@RuK$wFc|%%{h?|q17qMY8Z$6BDl=Ka!nBO4E4KZLbn1;ZnQA`*-k3V0(W31I
zHMU=)4wg7*dxylDV&gk?g3h27-y=`L<XEZCwpUA=>qx(yCvN_v*Y)`19}AnPLuz2k
zX{fJ>1FuPOgIDJ~q~(Af|34q-H`+d?NehygCOz7-4-crRsWa|le;s<qrV%qra}X4e
z2fyweo58o2F%nbQ-$6W9zUe49W*hgk1QlUyv)M)ormnZ6D^?n0D8i}Bs#|}l)^4e~
zUsTi4aR&Ir289P0p}jypOC8=z&-Y*Ks&w_S#36}UQX}>jS_bU6t4F9G-v?n+DVl|;
zBx`e$VJ{_>LVfS;?*sq?s8>EGh1Wd9YFTtm;H*t3J|KyA_ssq@e`Gn<Wu5i8$F<u0
zej-9F??M!2jD-oS242A*PGu_U*;Pdiek3ppMtAz#^`<*I{YZr}QJvKHTzN3tmz#o2
z^C)pjOcf8&u4+}w0M>0!xdR5P^Zl{h$}|IJ|L2OqBqA*`)`_9d5UjHYbt-AR7mk)Z
z96`=K8Df1D93M<juj<}=iDjyhIm&04j8Cl&i3J%oa=E9m=4z~8<HSN+uW{`Q=-}uc
zrq07((GBxShO-xNjjH+X>e?XbE>H+If94hHj%u#6{g^?lROz}naE1(2<WA*N_b=Vp
z8X7l;y;9Yvy7L;Ex|BxhC%2v~94mSF0@%$`wul>j4Y4;W?zcLF!dK4BkpnQ+OVlAg
z;WMt)q4Sm$WN&E7b_in@EbkLl(c0w58njOD0E%E}>bqWY-J%4oI1b3oyL?zY$CKvD
zIJc~<y7#tvuLu@s$c)h6_|WsTS?n7MvHjQD<OSk93|4=7{|&jCeyLel7HcH@v<17t
zW<$@!!(qmKZ)2XLKH+#d-792>mO=8VRwkzbA%)8c8=V)e5kN{!kDADA`S|dwz~}`p
zxFCCD1I0gP`Hr*fx=jel{|L-Ko4Vqgc2(pwG=}}9<_Nx!CM`0Cxc4c2b?r1X#8da5
z5j7JOE%Ytj+DfI3tI-~sO|&q%o78Vx$6crgb|w$bk)u=OMV$gq>Hwp*>aX(uLsdmx
ziGN1KOa(hLfZGj5&-vfS4b1L51u5UllTKYoqcz6AnwDvq_=UUMXzTJR!wRsOGnuG!
zVLjN#H;0~5Og_tUp>WeSz@l-YZ^k>(80-kk-TxLgBv!rzm_vmZ57ExEIU*_^UN9IB
zl}8&TEFrQaNs0w!N0Turp>*IfzrBBQx6T@l;L%1_=a`n0ks4S)QTXpWYwMT}fziL-
zaKVPA#>{&;8*H_Hhc?A5TYiP7fz>#SmI4qi?f!lnw#f(k#+iSL_ZFKQ*b>HM4gK!(
zcI?oelxx@@p?`9@Z%FJ0PJ%uG6Ztz<4DlA)(RWdnZlGWuB5t@r>_Q-;6ZrP6i-0vZ
z4-W~*f@OlL2s7HlCv<^mSaehr4&(qQ0OCjl{EjJ~Eog=0Q?6n9e-;Q*;H2{Rs~cb=
z>6w~dBF}@hqx?Dd;fmJ;8&uF7-RBM%EC|5X!A|8Fmym!2N*cIo)v*XYNR$O6eJ^8x
zya{6K-&Y4uGW5gGvw(lLD1y<M^v-yrVM(qfOl;&{%KKGlayg;%7zHxm)~6G0Ab{G~
z06>VLVxD3E<a5#%OT{RAfl`+};w|6}GHOChjAFM*Z8M;t0?>#I0U)n1IzHY#=>R=Q
zvn<A`4==s`im=?nlw~mW@4d<pAHVXz79|+DXMTw9Z+JCb_R#e*Nf6!z45R6y!RJ{(
zq9IjgXYB!a85Jm^2n8fO*gLRoU~-vp36lwmLwO1q{PouWSogbAA=()cQdz|iCm@Bx
ze0*~dCigwCCzvP)>TQV!4qqBJEpr6=nZQmv5a7T-JJoZVkfVv^c5e@<LDyf3&q2l2
zuW*q(({hrD-`+Fa+;DUK96pqwibEa?ofii_ix_}Z{{F5Irb*kJpRJs;2TB9>gH`1x
z0JW~-77z3Qim8^?r!ni-9+t&+#t{`|xpQXekcHJUd?0!XR4(U%a%p1u4#+*}_ta$-
z4_14}mJh-a=;<CUNICI(->0vuEXprW{6FFg-J!rd?<nlJUDerZSqk@k>vo3BW1Fny
zyt2<b^-P-X4n0RBJ{`kO-ueAGW#Oj4hqohV;!}Tr1_?7BfqZv+-^d%rp&(s~btT*)
z_`M_`rufWU+r&zqK*NT;eEo{qr-L9VuB>k#CuaVH!Ern%1n~fU9`ZT3KrMmwcR+du
zuyF>El$wI*$bkHumc1vV_Z|o0N1f|IOWhapsn7l2|7fFmi^RPOR#8JZ{S_;-OR*!`
zaHV8^mwZ$+p*!@?S+rA<{!}|N;c4xE{Qh($83C7)D1Q6zO#ErRdyH_1zg*{k050jC
z+wuMi7_i*Kgb~2e&|vDifELS&&AgK51G40T{b%-0MmBwL%#*JS5;qxQPuv`aVSosc
zJxKFE4uwcB{uNGD#p1lV%!2E!6TisbSjd5h3aQIX-rcO-?EqZVOhCJL*jk&n2h90f
zl@JSF?z&M4ARvsLe;VtJ-=w&`PGd9kc}C=JE!DIE_p9(JrhzG__#F_MJxV}wAE5eq
zjF%wk(Nma?2}y~ZjE&|aM{NLWP)jX%d}GYaa|1JyZ+Q|}>M+JnZLu|Le~v)}&B0MX
z{U0BKVw?(a=nOKFys{q=60=O4%NvY<SQ{s&oN)|PdxsR^06z|NP@Eq<B!ekXQP*wP
zXAt!>izy@6mc`Um0OP~@oHh+4Xh}fvbH!+`mQZ@5zYMjC<bN+}7vaj?3Q}|GdsZ?)
z&Q(>^{OFwB5^xF!>M}boUcP~Quy>4<-uBc@faL6~DbH7$B<H<9mvj3xN8`E;7gUgM
z%xs?cb+=%<>Q}jpXRrP^y7BYk6o3ZBz^(ztuS~3e#kMKQXYR?|(s%mc6SHJ8FwqX~
zNiln~cE+{_3O`x1p)AZ#kcH8yubhv_v9f>eRk9LI7gy}2x_298?%zhN+0nUz@Qb~v
z`E1w(uL2WVFayK;s;_doi|tG^jBFhf+ss1ihZTbYC-T5T@AG5)xlmPqLEa+dV=xg~
zfayU*TEF|a!+az5%N3w`%l2Z=C-={cF2B}vgsEbqc)s&*@IigS&f529q5c1l`h5E~
zqmkD0PW?9(LbMsr*$E>g=FKyp(=D@q<=xFwN>ZGIlNt<c+*%g$Aj@JYxPODBcK!PC
z9e9{<G7)^ZIqSo3x_28L-@gL2vfM`SN({l`N=UA7hE_Llw@K|^D*-AXU@h@9Nb)Gx
z@OlWm`dDJG1c($1`EOr71`5NUQ^zjaBxoX9ZB-bb&d#lEz1DdV3rIOI*rolEarM!r
zg(E@+#WL?aXqe#_t$3hOGgi=gbR`T}c?5Ncq$;kX!Ce|iu6a1*$H1sVYmt3GuDzv&
zgZ}{|2h^hd=Thl@S~d^#L&ax*gv18}Dp2{`)s3i86J0~y{R_&GIxpDr_ce~h7={RP
zmG58Rxq~d*+cLrgA(4hZ1<W67%f9n<3O$zF9GDHrmgd@38zsxtU4UkG5W0vDGE)bG
zy#Z(Fm}t!xfnvK;1JpS}xNb|5GVW<uihdOoLZH|6&z(I_xA#3p>i4V{^G);m!$-_!
zrzEPSNDP!7!+B>c@fS@Sw1BLE)B%+ArnZqH$XAbo_(z*@q_fuS+MF;%=psT=9$-gh
zG6b(Ub;#Ygk#xMpHXM54y-??WJ{I<HS^`0k1kP1tZrP5vR0~*#Qzg`4^0;mZD|+9v
zvUIb2)2I@#_^^4lh5sjT1XBR~V7u?s$&q_vuo)%&t9Q|jwkr1%4?!mdMqMGuX)Lwv
z@Oo=MAY?@3N^{kjLqk4e>bd=ZGu0iADTb`~{IOu9#V5V>R|>Z;gL1Pk`%E)AvODgb
z{^3$o?zfxm-Cw4w>d$NfU&(ggSCZ3p$IV4v!7MAZ=7=EddVwQ#80K%eADprBO!r_5
zfM4VtyLs0N%Kw@9K*YL!_@4WHoVw7jJb@1c$8%&ljhs~|`kw$GK#}^n*$8`rB1;|!
z?hYGaiBH=N>IXbu#aF)uu9E)*bpn>?6w`d*)yl|#j%U8Wrt3gcXic5Mql>~A;ANd*
zLLcYW+6(>u=X>8;TbjE;ECHfS0F0oeK3q*J0=ogzAU=BT?A~r5v+vL2)xoL~upc*?
z=k15Ci)D@+IY-+kwg6&@NEBMJ?69{I2-q%Cr#$<bbVw|SGcNbk>?MZ(&qC>nnN#{>
z8dXQtGm`IuvnF?zY9{`);jdxvaG^HCa&_Rtqg^$@Ap<@G*gvqVeW03%e-Sv%NHB@p
z{bIT#V2y6AE5w)d#hM)h_so9y&zjoS{zKd4)3}$hb`?TA@4__Ot0>&sO$Le*^r)r(
zEK)jg6^Tme>4{4T<veTcwvZ!I0U1pin4B5)Pg1ok+;)Y5ul0X;jsd{k*|X0Y_cp}c
zaDuA4r6Ey?!|PsgCYE3Vx_jqAKx9aral^{Rqs49=0&`E2#YN3|RPX!b9zxqfSV!>W
z5=aQ|v*YBx8GjT|Rq$pO#B(%e=@b=Pp5%VWFrR>weGd)}>(Tuv_SC1b{5BrqQ|?eO
zZ7mbitxVhK&b_GT>J{oi1zblD#Igb}sle$P{`$9D-HS&9m->02U4HdHBR~vKYE(U^
z8W7Z(5*kw73fbAaR3mm(8|nKY#&KzHZGws0%@ZKg2Ih;pi|;cFo|~Piib_0{LujMW
zc`I3gIG6*n@uvl3dT5~)^6yJh9Lhn{HZ+A_D3sNAW)-`E1XB=gV2HCYaPIhEmY^_r
zq{1O>X-Y}VaN))Mg+jbn2rl%E>R~e;d<p%^1mI=9+&2~hb4o)Qz+CZ~*enf)sxQ?x
zBqWZ4%8$GHmZE;|L}yRfjY(>2)tuQznTX%s_<ee^E(jlaCHhRn3kf7l4m-@L0}bf(
zP<T?E?J^};QJ0qESYRl8>|vm>X0ckSZzD4)(^a~k7IqcBKYOP+%ThD}#IYpM5ndCI
zRy06$CsoNS9Be&nwyrZ;S^|iJMWy!+!srVF7=j@!?RQcO0U#{71d5LI0cJ+9_5*4|
z43_~BQbko&2NeFhwQy%lfLfxg$Q#h?&<86_d1PCnM)2R(4AD;Ejrn;vnMnp+!5f6~
zBn!jbi@as8c5C|oqrLU(1c9^r>HkH<pvXW9dHJ9J9Bso&8UXJ<k&*Q>C<=k7X^<9m
ziOeJD<)0-h4i%wkGu%0Nn&NdY|H^vn(Mt(_T|G3&=eOYl>VqtXa`R3ffXT~!+nKZc
z9>!Jy3g(sp6V7g+0<EH=lKprS&=B>Z1RYd-36)Dd`w0Mk6~I!`1+uz~LIZ#?i49=^
z&yur*3obi#_?sCi+yUoB@vfy?LwjeH1$)LIEv#Pq+abld&m$+K*M?sp080q)0CTpT
zcLAyH*6t3(xB=80{i}75u=UN`L<0*<iGCC0ZL$iDZAh4_WL(3j1CwA}WCk`<{U-TG
zzh3pGllk<KP*T7V*j4D)bMCh%NpAqE5_Sr(X8On7Jq7^WKjq^HO++>a2&J=bP*Sg9
zI+wwb2U+!S9UIY4@nVmPx>Qh!JljRsrJ)fVYDdF(?N!v}14hL#nCA{jp&W3cxPf>Z
zAc}gx#iHGR-adS5myjeaNuLI-sOGt@5SfCHAWCPtkV9+SWph}+h%m8wOuFq22me6o
zwF<G5L)$&`LUz3`DMLe)ko@;!<y#9?HfBY%xRs0An{3*ZU$i3$+U)Qh8kju5Z<HY_
zmAj(RZ7rPwb7?VqvJwz!>i|_2dbKjUpCB~7-U^Oc)nCTuFJ+ozwIqb#D<COerMvN)
zm@Q@*_%^!FT50N$@_MheMp0Q%e@d45F^d%Pj#H;b;0Uh-?4_^_o_(foG)p2fKHhjX
zv~U>st9g!=#SpzD-vZQOAl#=j!Q1klnd$kxslg?G_<xi4s8l}Oq^iWz)qCCP%53v~
zbC0D2q~pJN7PK1|-N_M_;1VO23FMw_%GP?}9ynCvxSL?CMpnsRhUZUz@QV#RdbZ5-
z*_keN1NpJz<3l|I2`kkPRut{N*dzr>BjvLfOipOtp1R$l!Ge1pv#n=3z`d=-acM}9
z=>I<f86t$}Kt=ygTYouZ;coFRW|UJl<^JJfB|T&9L_l=T2Elnz*DN^<8B&ibJ9mM1
zIrbjUxwD;vDYm{FmewpT$u<g(RYy&h&;qx%3m#t)6nBU|Bb*_5o3w_m<?-#G+mu1>
zIJ4)kH<aJ}8t_)nswk<&gBG86D4Q$K+R}m-mZCx*tfHd2xMg4Fy*m5EL)X0&P#>bP
zin6G|s-q&x31SZEO6MmF1Wo^M{-eB3@s(Hz`{}J}s+7WcGmAN#M|`OQWzJpLoqoEc
z$)&}zvlB}%zB+7$vLr|NZWf?=)2rrs^;e2FdJY037yX!&W*-w~y7NFBC4j!jHK~zg
z?a)~46<BN^QEXorwcaoDjzz~5x2C?BsM<0eo)jG-xsg8DU#niJ{3*(pzI#=*7%Hs(
zFH8h4Vn0+<T_n;4BuJb!$>~HOn;o~23ig^D{U&BaAcMF1?Yj^c`{1iW&$Jxs&bp`9
za$r{dQRUValMC(mdZ`R?+rfw<fz7S@^3{skO<(aZ1fogCy4#)<v1qTvKjm>-(xg5M
z%rjD_4*r*LdZn|;@A4mB-9?F{9-VG7Lsa_7us@O6o0J2v&D)mbqlF%G`8eElpkc4<
z(4DUbVlb6y97Ka!FN12m`jf%PV9#wsEk@Y)P_J~c8+W*bD77e$(eqsV+-fz7gl)}@
ztw%$J=n$6q@TfwG7i-^5qC2M+`kISXl)@2L#>(STuiACcfRiC0sXyl}+xpN<ir{*~
zMOi!HS&f`s<qPRAIxso8m(3Q%ebEsSsSiSLDFV2n11Pwlfxc<XXAIzS5^6#6-78Fy
z9t<Z%7%Jh|EVcWN%=wU%$DDclNmb#Kqlq8|w3ox{{GOTXpjs0xQ{jc;WzTsVBM`EN
z^Xg4`X4x@fva(`&V&{d;z)B~3#t<rQoVg%J$iR3xX#9^ovGoF1i63)m<o#S>9#{&9
z%xBRcc`W&i2z0Rwq4*XU&avEN5R;nwu3JL}1F%H(qCJGbp!|m)2CvuwlWcJZl&HXe
zm1i}!4-NBan3u9I(Wae$=(Bq!BcbXV{;lYr2U#wMUqva-NX6ECm1^}aRdq<;q`^C6
zsM6iq97K)yv^TUIj63ACC9HDT`+32qhbpvkx`!2O|KD+U_mSuEBcYN=NF;I@0AKb1
zdq6;h<;`HwzoMa`!3!V?*x|j9;HR#pA#Q!Du&NdFor$5x%?o8IN}dYNPrg<yZOYTr
z@6UTfz2adoIrWWvlKT9dd*b;0qYF56(H12N8RH)NX}74$tL0En!*#K+zAMwMTqRj+
zZ?n*w#xPbjkX0m8ULoHLTPH8?OgS?9wM#7qGoHmj`knr^py-%Us02m<N-)NpBOr|c
z)0A!%x8dci{hlys+fk?GdPfBySMMVW0QT^q%%O}gdJxgn{r5Y?)qE|VQ-~?_52Li0
z!pxH%3*4XkcCB;1XcbOnlh_&W+FyKjlO9PyZ$n~@PjcPbt}*}XUU0}iJK#SsfI{&F
zkApo2aN3aQhBH4YDzVP(kK6<?y9S<q9SZr+om1^FaP0Vbg-skQ!>i-9$j9xSW^;=J
ziI_uYb%X~p>EA0hl4u`IQI(!@cmDS<qT(3|U4;KrAF)~#K_kvTBoJx-FV~^3Q&1D}
zts^cFfrq7Pf=hDGZ*|3J!3F75ayu{10Jh9D7Ae~doC0l2QSTs5u8IfIsDbx_O43r+
z9aoLFW3&rIq%TBPsv1jvy})HAqTbS9GPljQNEWCKS>Wq-Fc(fM)|2HHI9T-j0Bar9
z>7`#3o>a0hdF^ILVF)&+O%DsN)ba9;EA|XW4Jf};q7~5ARZ)pVu#A?+)zjF0HH9vy
zffC=LO>0!d`QT+!HTmp}gU^_`O5*X&QR%Q#p8LN`@BK=lAwG6;=;>QlWD2uT`B?tI
zhulOTF?x3_aqH4#br9}{1!gL=;!ew&tI)l3#()0cmkuPUHi{)7@cjlc$D^E$0r7mn
zLzUNe$y7}(mt6QxP}4s4&?I{235@mUe^1#jI?5=$?-*=bb=Gpgq|0E0e9)<XCQAh2
zw61@-zX<=lQJ77(O2t@)ST+ktcxiJ-2jl9Wb)I(mMRc9?duB5*n@6H>14}Z7(zY^h
z-aL0fdCJCHK*wSw*MU3;7Uiye*8oL;?C4V|u2LJS`+{ATi$l;PyIYC!^m9hKy)k_>
z3U=zoe<O-%n4plP)U)3DbRO}+64N*AlWgECIK0X83rzex5sf<v#%tv$v!UN4<#!~x
zOoVoV(tyT_=`S_YW1$t#v>j%nM!fwzoh(MnfA|g+CI0#zt8V{{)J2PX`L`v6?f;K6
zE#36F@ZAwublon<yZ|^#cLZM}YMxz!NOQJyTUcQ2yjYSoJoM{Yn@@k)tbZh~$UN7x
z^r{r!zaFcA@jr)Bohquq5(fFD@fr}^?dA=@fl!Siom`+(>A(EvNPWz?vzNuxjMsJ6
z@1<~A#LvGjUiX-cxS=h7^xiQ!IcmhCburBiSFnvp({D%brJnOf5NV9bVH~v+CbN&@
z+y<H5Gz-+vKX&eIb-lI5(_V4eLHa$;IghmL%5QJB;46N4sPt27d;8NavAM}(QKc+=
zVwB<Lvw2)xl=jk13UYGEhIZ@ffxEo>@nyX+Q3gcdhtN{t*(O1v5HgzA>xuj`Mm}eP
z_9;LlB4wA)+0}oo8SUD}9~)x#7Gi>zhQpJ1mv40!IqJ-Gt1Vhb<-Zp=H{HAHn{fWA
zfQb1jI3#S=sO&!1-IY?&r7QNKH1zb;r}YK$_ktS5;Tir8No?p+iJpxp$b?~T+040Z
zfb^t*5Mq;dveg9B3U2OLpX=<52TvYxzf^H$ygcr?ltvndL>f3Z)t=C~$=z`6E#9yg
ziV9tlWPzo`Q+JMo>vo|6gr9mT`?O`XO)fcGlHo#~Zxt+*Su93OoPX-W=RfHd7!63t
zW(&w@*-L(Ry|v_};nc&gx(y6$M5#dDPLkO?gaaM;vdaYRgO_5Ipe`&Mz!om#wv$!{
zJnf^5Q{Ozb%v&>pW8UkUP8cDbc+585k~7U_q&aEYwaXLG%cdvbzm3X3*tgM4iW$n;
zdFok7BXbu<d|Qfve)B4akjlM{zRnVb_;|c0&4-wSH?7yZ`n(H&yeCy&P@=n)H2Q5L
zX>zfxqI1wSbrx3=2G<v<!^WMTAi@H)_rvj*d7!lP%roNPBsnox9fV`>=~yv97<FhE
z8^UXitCV}UUjN3adZC&Ve=-w0e&?~9RBrsLq}0!A2TtLs(`AxVI;*cAnlT?SIq<qs
z6|H4M*5gGhdgO)=B3iq1If4B}UH|e?$!!>~?I_<l`=Fo2&CV%=UM`9X7dW<=O*vGN
zvy7z0l=AO~(dmifpw#B8DGz%Sck|(u`zwzo^NR47b1+i`UuBA~_HYvIhcsVRyE+BE
z%Jyd$ywiWv%E73czjQ1rPEn)O)@*|GixSM?8B42gBg)w-g7ICvKLog<u^S90e~erc
z#cpMiKOEH=sl23<kapldu!r6RfYL}T@px@6(Vu*=ZRlFH_lIKVbkx94Z`>Dy?yXO!
z`_5?NR2!9O1q*%^Z?rpyl?oIDg&zo@p-w1>Q`Hcp!(YP$4mj57#tDYh$Q!RmqRbjg
zNa1Cj(=MmYzYsf;qn(okFS`~j^j*&1iaD%;eS>JNxStrM*<R#CIAOPBt?i5ac#naV
z=08aw&C3p@GsKmF^+9X!;~57c!6jSBYoNZJ-fdv46}~jNO#0(egWeX5K(1Bd(+}Ae
z(=+Q!F6}vRK(Y_Spf&x3r^t<eJnhTqBAiQ^ch><qhOj-t3oBpSB7m5Ot^+U}@B|DH
zVCSD-#ytC()tMz?Y|4j0XNYb}4^_-&sMtseHZ16!!!KRtxV*qQv`}yjKQ#DA;y~u<
zojzzw(r-4ZV)}kQ1?u0y8-<FTdNzpd-7C@QHPa@uPhW~oi*bj(4dH4!a#Gdl<O;u^
zOHr}!iOOSgCG!^`y#P7G_#$yYs?tb!efzSiXkp!iO_6X8gaE6OPVO%8XRus1Tg#6M
zyELqIHPNx}ea>n|9_d|BmxG6SI2_L|Io=C22FSmJqed9<i-Te2GTMFB3OwJ#Wj^ax
zY#io(-wx8)ROrZ1+&q3f_C{Z9ovkLb5dYvu)dY{xY$Iz*Fu_Y>gK}c%Nzp8+;Q<b}
zQ6j4SvLbOyURuaKsqu$l+E)GjS`+ulCiaBoA7w#ej+T<3&|Z*T!jTudX)&4SIvpw3
zSE07?*LZSEi;Sn!wBFZ3IOPs#a>STvDS&CY6*f?eo6@uFd+RRHV+(Tu-{gYt<dOU3
z@X}aCAHL2-I-}E=+eE6ej=;II%b)&J*2!tTLHb#VVdmR1-56c3U>5ZcpdzV;-4~oX
zxD-OB*nuG?8r!%9SYV0U$P9~}G|`PGS)YFvnHH40O>$~~6)%y}ekt5~7OUMnW>z{t
z`(WJreCTIAidWTKBWjl;Z>>B=@d&Fn6`ppFQ)Gej4EWp46acHD@~S*(6!)6M&Z4Yd
zN&dohIvW7-F6r$C4RIH9u*SH+kZ8jCJMu^D_@QH;-<8YvmDji*I>vhSzaN`WV(~&N
z`VD<<W&FtF)N$30T&_KcY=7bt=tkVsp7KTC)P9+IGCf)rQzKQn4Jy*T&x33E>pc}0
zZ;?h1r?5s-?sMnK^|lB86XvNW`~t`A&GQv??am6TC+i)PWd#v~2$Q}dk8C%`Dz_aI
z?Kf;_@WQDr$Pa>f-#oh>rMQt~F|E9QF*SZdur%6J3{*SD3$h+64>?voT*GLB?W>U?
zc=}^si8ACyI^<QBxUIBmOVn0`1=v?UIY#4Jd)q*Ho3P5iyOmo!ya*3H@gJv%HTQ?n
zh(p!G-oQ2za67bCTO8}6itfPCrN!th)K{J4u#FSP>gi8slOq1my4J=qO%`Y1$D}b+
zGV4Xf4Rc$xP-bs0i>E*KXoDv0VbGyuz*r%v_x63Z&RHVRkv4ACgoKtGAl6QPxyUNt
zHH=iZ_aS()cP&QQDdo-?5!xbTKC871>3r3q33x~~OVQ;H+casD41f`$G!u^lgsihR
z2H$ez8qNoUm<iQ=yxbh|=e+y5l^a{b?kWL6S)`;-GjC4z^}nqtel&m+vG~W2io1q!
z;q|^ES5BR<{?H{%zc@X`a2WV_pIsRnGL<wqs&FyP92@Sf&tjE0rKaCgjz{eaY&e?W
zw}ruJ5i78`y&gPhqkOS@BgQ5)!WR>XIhjH&+J6}mBI#Pp7SyQv;gM1XhZn0aju5=q
zdUnRM!mY39pn}$iO^vxcfwn0<dqIHIP7)$3=KQ{nutfD)uf^~?xDD`y9`wghr%!w=
zuWi8`r6t?keDlsf?8kXMGq~(vWn%vh{p2qL{AY?-_ieZ4{D&SJfG4ogeKOiM^K2|D
zcC|vcpxmZh$iU0*WwDJ3!@Z-dB<e55EGul5f|6{dwNW~;#Fb!=`Lfh}_|P0Tcg^!j
zLY;ZRPO<6K>Z50z-x??0-E$)ipI{)Dq2og*y41?BJ!a#Zoo6wlP1f;Mj;%YZ7BAd1
z9?LvJ^*q>AnH-T-RZy7rhM8~qK$eh|Zz^boLkR9u8xm1d-c<QHGczy$d!;&OK?~9D
z#dC!4%V%wsPnJ=&$A7k-oXYe@&fo$1B-sj*;;uVw&4T2mXp<5*ozlP{yopR4zQ9>Z
zemRnn$M-qmp7Nc!@EX7GMO9A|mlj1xrzN`o<j|Z#?g<UTPKkqXlI>WdO7g(4*$<>$
z+G$S@yGn`!iKOyyiH#z?I&fyD50p??sXWhT>C5|piAX$^k<reQvSz5kSO79e6F_l{
zw`})Btr24Q`cNUAa_puUJ?*JZ>W(>P;y%jbdN0)Deb&<L;_1V7Kccng2kn~e_@l*q
zg2l5x6@8`>q~fmK4KS&&iycfVY^n75dc&+!sATK-PhThI$=45jo^{+1>6)1GoLb$z
z`{@&@S5P^m&pT!&vBXt^x9D{NNNG^PcfKEO0GGFqiOGy%$h5k6)*)SW&iwkhG0&Jt
zW|deUTo=|W%PjKj+@t7h+P9g@-#@?N;p1`7FGEFSpT2{bUX|%)m`UB4fqTZzZP<p2
z&n%HS^E6c+*sYmp{~Bx$o>nJK@Z##X;8irRaQ}S-{v)7?WT@Y1`1UltGxda%DQmT~
zT1)#1A16-bLP(79vdj55ZqAeew*^w(C3uuwOCdj8*6)SKdT68<7q^Uatv9cXfWF4b
zxq`n3HMkyt#P#fkZE0ZMzlj~($uOknkFqMS!ljv^oAPo|)VvL!riJMD(!8)ev)5L1
zDS;Kc8$<T}=n;9mwr=9Ou%g!M)YSXiBdv6UqqO}JByNm}o|gsMIVs&6IXP*z<Niev
zBZNVZ&ieec*4_>BX^k`w8}n;%p-H8(rG9sZ%T!xwHl0DcJBJNQsrHpS&jm7pLxjt3
zithO#D^y`W<(#2>Vi+|&t=48d;w`v4lqH>$xQ$U(Jbc+x&UJ3##e;E&&X|GC+BE6*
zEDaTY>5GI=jr>UQUBYdeR4P-E4YfHdmDf9VtZ>;$)v}mi_<ADK73b87nL_$0QZOqr
z3F#6lT5r;`21lFSGTtOZxAIEo)wzXcjIo{N8xFm}d*_ufK8CUxk=4xvUUD1DkEJfY
zJk9&rqFd_RS<h^4p)!`f&~u|up7b!SSNqEqCgG6>^fW-MikDD3L3x_`nl5PYmPMaX
zciHUc!?<U$vEH%4NZ_~wN~r8LKcnAmS3@COFG$~@^-#0d8lT13_)>KLQu5nY9*^;K
zGZ4`&@uLz2F}_8*?~U=Wt4H_qBvxV}AcKU)v1)7#YuhcK9jf^19Cf1hQ+*}F<ev*n
zW=I>ar;e?Jj$@2II$e3kFinq^?TfvUbIJK48yViQ$?#ewK%A0I)y*8ABz=%ri?ONY
zY<r6RN_Ur<Hk2RSqxYeh(}~>`sq(<2DA)R#6uPvzY|j0ev9NJl?vgex$~#lSa(X^#
z)Az0W*x8%iQ=Cmxf=zD6zK_VbJz^=bA8uxC7vytKC-+BftK3>aX>Z=av;vKbt{r%o
z%K`e6)Z0Ywo>wcA0)OG;H;Z3a+cv+K<#!vA>@>XNyQlBvyl$rajXiSHv$v}c&Rzcv
zq({9RNGfv+%XccXU8=wNOSyj~ACz`6_nTX&UzS`ZuQfzhx|&wG4NhrSpHCW<Z;hx?
z>ubAp?C!Dsh)=!`(9De|yItagiN-4fFW58AdfZY(jGyBc&nKM>C-!!0+MHpCOC5Y*
z!LR#euu;hgj-M#JBYDUz`O;wCdx2H&9|pdr`s*8|%O=WS%_HxxyuRn28zEC+%)=A7
zF>>fGm2oHECk1#~U9T#fMxsD!Gj)3_cd0|CX0-H;()hcGKRGc2<FeSKLuy2)#+E#|
zgh#c<`buO4@2w9Dw^v#U6_MD4?nMsip@lDeGe4ROeqkjqvt9PCMXj&Sliq0@@(G5?
zQ+d%=q9HZU?(^KhGIt6+z=`h23_S@NBsH)oz12g7jQ}RDz~7uQZ5vTI&~=>pEeQBO
zn<Y+}9h>X%>~z{7Kc93(Mh-xegNw6YfVJI)z1h~I_-3O#>xb}oMtdt9OrFZ^WrIlj
zv34NzjPOiWO5Q{#pnfUC0k}*0Y<#l2@OB|$6OcA^d+pi+xGV@p1w;Bys{%t96^({j
z2Gg$B!0tucQbfHP;TVzj*gRvl%`c<57o^8)(hNZ$Vb|2xcahIOjGE_Pdl;PF@sxWw
z##a!tb~x)PO1+_2pM+0-YA@I&r+5L-@QZ#umzUn?l%HFeuQrbPem$Qb7}q}smCQUa
zqW2Qq$Mk0j+#$H%D3$pnfmPtS!!hN$VFs#cbf>7Cj+cBnr$0NomU_HzR6S7YmAy3B
zpiLY!4vt~7zfEiuLxt+35++Fegkt-<@3bNf>^cX}92KwLCPaFZn-?3K8Yq*$x1$q>
zk9asX6FSUT+VZ#7yDO62S{Q3a#dPrVt6e191OKr;*c|rh*MFa)ZR6qO`MXgJi@37(
z$c5FeUA0V3Gbu%Tq6q8BxuN$m;6Bqw4KRi^DNOW#lC)^Ylzpr8A+pVM;z4f^X}|F?
zJ3=w0yX=@a<;7$USgyk%VJ9yAHc48D5MBKWdv`{Ti+Wi-Y?}vnha?uf9q7=r)YYp^
z7~FX0@|Hx0Qgu2^H_Z)kKx3=T>f3PE3A8Ic^iG0mhN+jmrHsDYDbH_Axzto7qpj}(
zlS|Bd@6ijtk=LjFio-HPN}z-?WwJ9ZNJ?)waE0BUDyYNy5X5~<)^Lpf!@S5rDV@HO
zFGZIaK^T)ww$7w+QUYXB6WX0Mdg+|9*{<&v`d+cSK5iGpR8_MVUA}$$HZgCt-6_QW
z#fSh*Eq|H~$R0)LP#Cqr3MwmmPr=7$B4n7@MrX4dv}gme>uiArB9Ms7$TPV!b@DGz
zdVnOz@EIArY;3oI`a1~-9ee-{EU^_gp-3=HSaDK`1y)(6l12zG-J~%<Y~RZ2zL?Fh
z1K1f_HljRIE6Z0$&w0T;OPu3!b53|vR&`hFGej=`Gs0B0g6u&DudG1M7Om*yb?kNo
z%Cke>ZrXyKGD>s$8rL)8E~vOgfHuy0AX^Bfp@A$;&T1)WT%rWE)PwZkEsv`MA@vVH
zCo~oGFwFsljReCJhzVBE`@jfl_$5&OHzFk%kfC4!;=Sc`#ud%6SOv@C*L)o_*x#ha
z^%^wi)_{)2r<mijfCiS|-a>52R<l;@S$FCb55Y!Hn$;}7oK-;v0M6_GG4WfEwBGhL
zY<7;Eo&3m*X?1N<>eyi(22Olnoh>L@0sT82w?UVMF3=%}43z0H!a_ijr2w>YybE<m
zr5NA7{VX3ekF-gIRB#^si2EHp0%SJ3frLsYPMNV9wCjYrOk>|c<iY@Pz})v_ETXUj
z>V%F(wTiCR?fj)3c2c}u4f@_Mp37dCyxA5|i$TtNRWL~a6kz-1^;1$S13N4h0{;Y7
z?FZy+Sb8|FpJ={gv!a!AsF|<~BIALrFKVOb&+6|S0PzXs=}XjlP9;vP!vWZ&s|cZu
z`eT9<KwqG<nKL;Th!ENn5^sV2&v?}fXdsFRGDSLOCZI95xbv?}&|`HfHAn#J{N^&?
zsFh$37)7uY0cJrlT}Q{`l~stqqxh4%to)0r|CrpO-G1zLHt+D=zyi|3w+*ksLpIqJ
zQ@hBSi^6lgud|MLZB_XWjsiG|l7-6tsl+W{4qu6n>S`%6jS|E>ejlZt!b0zXhBIM6
zl8OvOXE~2`?C@(8m{%v(*_o-TWSiceNLR=B^+0(5@(D`NA%FZYWA$%z$?ILq7dfyC
zFVPuVW?a4gcE>QxS2caD!mn)GfACn3yTb2gYhZD2P4n^Hvat$BrNeUze!iyZ+<HgI
z86{x^Z?nK&6F93w$P$r7T2=~1Zvw_(R%{y%MB=8&=ko#vYV0~VI!izvTk>L#I5I(a
zu04I{9b8NW$ZEN_K%;?Wnk{y1pmC^v{{b^>%EX#Cz+)Ejrre)ryjOD^z?{1T*bA#0
zuX9cLhZ4<f+CwVl2~m23BlgOv9@t;ku6t}_IahVZ$Cj&5?@SciNrc3$7FoGBckm-D
z|M&&Bk@0I!`Ge2O-94n3_thJTB>0w@0O@GZv%R3=JkT75Y68tBpvHC#mu_laFn#<C
z65av@)a`a>p?2W6O7?Om<Rod&SH^`d84#cFj=P86_EPau>tfC5${pOIqKeBAbcJ9-
zI(wG4>d<N>;Hq>@E~dF#kN%x{kHU12+GRgiSFB&2(~O8<%E)+gQuEg!_YQ=Hy?C%4
zAFkIJHib{h*o^Uede?Zt$^YKbl>Beqy&^_tDTCG6*NT!JvwRZ&?8Ib%pi35@xYB*K
zdUH7)YL<f3p8(Rd6jL>j(+ZW{dCHknTv$-T2Nc2efCgEK=i(!U)XS1S=#*24|4l7E
z6A%8!tsUB$_yfz+*Z-88olT$N{*z))*Zg`tGnUxD<#Sv!hb<nN+%8J$bNLg*LnzGu
zhaS3E;|GzZ{~fIGGYrdOtiW}xGhJQZKBFe6W{L-8Z`E_1t%t<(=2r*$qy(I_aXG@I
z<z$O4L~EK&E^*kM8&Tmf%9wKhgr8D~@Hm%q)6rIGJz`u=@%HmiJlV<lN{yTBq6%MK
zfcTGF#Ko^N58S>5oQ9M+^2^8IKps4LUA_RcKARb=Hi<QJfB*b9Se;I`H<wa@M3x=U
z(FKw=vF8QNb0JAKs5fk+bbJDH%`O{6*Qo#UoS|m23-AP%A3e3&JrnDb?<M<d+)Ti+
z=e8u_>754UFTD4JK4Ry}ZE^{z1lyN}$<a9;k8)Q9EZmhU;yYD!Gb^7wuJ9^Zh+f;=
z>~1X)t6b2b1VvJKr~Y2hyEHfH#*$EJwp?3b&U0NK_A&v{##FsQ$r1BfvgKS`10$LM
zeRtiu+JQRLUTzdfF*yK99>njLjEPy(XeXc=jFc;dWOxioBvRrsVBvItZ{_~@p=PrU
zWPQ>hb+L0YT~(foJU^~Gb@3G+)jDj9tF3vwUxD|(b>e^fn#Q13AG*G$l@vX;**%iI
z+-;@f)im_y;ip@a4Bpv=PxgI1-EJIAp&E86k}@WLOot+{1$_8SRgw19Jk3+w;|6A%
zn;s(31{1fs!F5ftKu+h8zpZ_|DbQ|_n5~n%sRf94eWe+4@3uec7nmY6Z$vw(JbEBG
zb8#}#A+g~lLlN0=ql1*C!9|+)J)$1&WBSLQ+oYHvqB!%)2NY8vHHpuIp<X+Q%TRB(
zB)=WcjM53Hfjh)tiry7EngZBJ8dR0ts@qzAU*DYc*ujE6>Quwe;VJ^r8H)jqfzOTS
ztM+@Vt2=Cjw7VLzW_a|8CRuc!**;3<;Lnqnc>EG~%fWqOWXMO>@|TzVs{bJc2NR$i
zSTXfCX>b&E!SUzBq(k-!E3H7(A@f<2q?JHXZ#USzBPpew>lyk_o)iM<HNQzna~&v^
z9?moTB(I>LfP9b!Bzt+JrJsu3>dKw>p%-^FT=A>=wG3!GIUO#LWg}katkqOq=}Hp?
zcyhRJZC88v;1!S}n&;z8SB?!1H-3rq_y@?IC6BAeKO@ac6=EMAl(h_^a0>`@4b?6|
z$|kGjwEeFKW-o;kzZ?nJ`TR|XaT(G>2U?M!*zXnmGp96<^$tf~!l==e%?nw2ELpDv
zCyuhZ(anq}0x7boszrhhmtALe^x_;)NNcUafR4<B+AgUhV03abABT;;3=&kEk9?x^
zNx7w)zQOUU;>!r(Pgcc;15_gfd<^VGG(UW!NkeTF*7v_3eD3fijyoWJ)AzUHI8()}
z4Bp1D>p*Bo2yx`=#?&_(4ttQlwjMu689VuiQl0ZgcW3$fb=9v!QRXr#ExiJxb1{P~
zY-ZB8Rd^~VMg4zjW#~-a8F+7#G>PTeo%7qR{N@zNsnG@Q))`Y4FqxW-5Q=p7MY#j!
zvb%SwbIRJyn$jrV|KFVWQ86Gt|2^b|^I&uiKEWNZ6Ej~wuLn){Agllou{y#Ji=OPq
z^k!QXUP0u%^YH8obn*famY#Q5<7K?76rSd?NsLnRfMr(6flJ)}AKRHQ|GpgNt<Kwi
z@)T&SWeZ$(`+2)!xyxi3oZ$&bw>5ohmD1Uo^#)S8vuUXn3xl-XDQ>3FtQH>vYIZsn
z#iqR`Qn!hhb9|-<KDQ|@+45Rxx;Y|!a*)e173}VGThZ*ZC#uh$e;{hcv`ntdI_PyJ
zh>{()wiw`&yd6fql!OKZ#ea-&QY6~F?k(wbnTqVJQ;q1{gDkVxQNQg72U$fsLHAus
zpmAMCx>{5NR`EA7D|4zY(-YJfp@A+E1xWspf-i~`1HF|_AmRnJxbI-100$;_@y6c%
ze7Gm*8QZ98-8#SxAfCRe?`5;Nd$<D^xTB1^GC`;9te$JHHPiVLrvc$wWJq8|AX(z0
zQ|I$HY||e^yd5YD{C#23IaT#n2bOl!FkahMDuD&^64M_%0E<Mqb$8roXY5K=+imU2
zJN8b$VD(%=8&FrF@<HJn2B4;Aexzw?JlU@cs90s(esPG~5b_Q|!7T8SoPh^sPaHfX
zoh}g)yAlmJAs*pT>p7?aEf1xOexR2esXWVkw-?CMyh5Z|jg9W|cY@jw!gAEhn*%;R
z9tuZWZGHb#?ZD?Lx~RO7j7C8LV!3ba{Sln2MKqLCdCz_BoDz#E$F^N+)cKmxL;gzo
z8PAB2bX<KuB%TFzi6=yPClsClqhYP!Gp|)$f0cCc(cAe?h!l36JXJ2fFq!{N1JJ(7
z^eZb%WV?^!v@?jzKvmVvMyvY+q0;R3sGa!$BoaeVdO~%fLK2HfMmz1_tP$zn#~5aR
z6)&8;f8Zy`_6*)^U}P$RWmVhU^O-)9NJG!fX3($&)Rql^Q9%RY$HU$bbq4nQW=M@q
z&W1|Le1wKpxaf)?slFXEwQ(XA=|$F=zHwYsO<hy4Hmf^EEb!mIzY;;wkrsbVQ86*N
zoOhH|CAaZr>CSRb>G2A>f2fPns*<h?IV-F)hgAXA4f@?I%WjF(U86e{{!9z%rVJ>X
z8egtJEE#`<coRUGP?Vqz!<UVebA<m%|3}@wv*2J>F1%GZmwSLwerW3lA7*U|KDW@;
z!~%495m<j?8|^bAOH2O_1O_c{^?ZEPe?@v}eJfk`=dc5A(3gFKLq>pqhr=H{mY!|>
zg4-ks&%?z<zXEZYU<W@zT=Fe7ANlyLR8;v_tE9;amm^0d^livu)}UtLT=YQVg%4li
zukC^pk8~V#a|loW{i2U2Vj0z~)O~V>Vzy(s0m6S2rt=DD?AQL(+`g}^Y&K0+rC+LJ
z>A=g^VMl|V`%BfKmcmfY(47+>9GJm#PpK~)3o3q$Etm(%<?8gBtLpy}V)`p;-F{bU
z%LmpIzhL8^+U%g(2pxYyY956CTm(GjrH;9T>Q)ad>CU{C=AS<s4=S=P`d<%@R?5Vu
z0kj*;v+^>2aVX-9wsh;Qe*8&+Wl>GqQ)ehk9l1b$ebn5z*!IJtw)ja<6QvKtb9UA>
zC@5$Sh!5vqV_SHa$U<rXL0V-oc3-Y&|7*L#kMT@E^%k}ZtShOk&^gwtgDUW4<Z6yc
zi`zz+o}q58pKtlkN*~+Uba-F&tJG(m622Q-2UL*%UaIFB^<Y^DF2c4sI0X&BhQPE=
zJyNk4xHwFtp%1E?04feG)u5~J9ngfhBjEHkQP9I<uQ`lAmk7!!X4MNYQKQeYj9yN>
z;Kz@75~BWSg-^nEYSPiH;C(%I*KGs%z=zO$TtgtIR$}{tGp)POXHEv6alal%G+=eJ
zOG>Xq&hFv1heDEOb4rZuwqL6r-u+T0HG;P5@;(4(_y2e#_&iu#@8-5PGz|_k7Ssjd
z4CM)^l?BzEx%1k|OaIyejt4~7K2861erBdRtWURMi7`t{Qh{dokXmFc>I1=+zJ<X5
z7(uKgT=}VpN&U#y7Z7{`k(w~q6mYna&_T(o%-NCS+__^f^0Q0|a8bWj!9vc+p%r|s
zPC-xkeSs;Y9v0kPVMLM~SEciwI>phos+Noz>;A_60~BIZtJjubJZdC(Pk$JRW{I^M
zL29VC;noZXp4|6PNbBigl9tJ>g<o%yZ0+@YRWbU)2>JdQ&s&WJQ8iV&X(NH2Yt^#y
zE%Vkbw3*)fpyWZb+g9P{a~J98Q%mPbfWEMI8_x!<J)BHk#Vs8OybcuiR1Vfc@Bz;8
zM+>oa*JRABhVl<--@zr7fT5EI$fegruFT+Q7H=t~R(4}W121MTh+VYcRU0-MtkB(9
zGS13Is~$KQJkI&fSlH#yH~7FV5UD)gvp26V^M@p6w4I-2%xeSXWt|72lxf3j)##XF
zZ`9#`aW^Nc!U4<k+}m8j#I#rv-*2$U6D?mQ!Ij%HHHo_5pyB($wc4)w?)LhGfL1Mv
zaOtPwkU&r7ry^l2#>)Cos8mY1SLuq_nVcx+Cgpnr0^4(1?F-L8k#K&>Z_HViH<<!H
z*G)jumudAsUcE{>c^_JZa3{hb?EPd{VNC>MDp>dbi%Ai2HM;X6#xs?3${7@oA+cHs
zrNP6-#l9JX$zzfycfCv{IyI2=lsNeY5aoA~M@@>^cnv&XDO5~uzu#Ee_?kV)HJd33
zB77Wv$UCNKXgo`{&q^sTm{~52CN0+7%T5=ayT|yJUKHNWAR64D<^5$8@&yn}5-=go
zZVMwx$gb0lnoW&?K>$)0o9&4#pqnZpOZFu=zw-ABHDN9Dc{KiL+3h#m%nNB;7!k0f
zvn0GG9dxk!;rx7%s#|_RRL{-!sEycnQH5Pf4X;QOt#}9DD3URmFnoZFv0MT|&zWs+
zAcyD_8`v7!J69$Lj^WWFn5ox;*BEMy!wH3_W(?bns|QSMqUvlPZx=r-@--}OuJi%M
zKI+sxhckZSm>m+^<)txPG-1JyL!jf6v@s<Nsh(Y0G$j`O`dyT{q%u!Stb1N8$WMo?
z-3`p?)MS9k`qV?70zFSFQ{r6g4Y=4dV!e;u(m7H~vd@%oespM+IuWWDiW3D;c}ggI
zU+?C>IS5=aNts(S=YN4n*R;Nv8l&!ziy{Gh%^ozt=w!*9VV(Tuw-#ft#ijoACNTOR
zWvSc0vrxUVD#SeZ+rxJK)1uM7-HLX9M(qDhTHD|Bidz~pB7Nh;<t~#lx>bXk)=Ovn
z!rcH~%*Au>5ks7*ekJj_D}CrYKa(7~DIZzQU#=<|DkIU?*l&OWcG)^^IxB#1roCw-
z6by#S{(YyN?22iXmFDN)D)f3sm(ub)A{n&ub5@TNx~&?+M}&y?j<TPk?w2S7A8^p}
zI0W9vg{2cc9JGdxAntxUyYAwlBr@cZ-psKvRO<L#^!J>$OE}7GRR=GU6nj67*TY(~
zi31cV8Qr2oS_;?;zrOPw6qQKNFN0*y#qADIBbSyE%1vgl-Mgf+ZE8*a@YTv<N<wFP
z<vEv}^-2yGvdAO-kjAnGeO0SWK0YB!8N15rh|c=&2M&q>MZ9~cib)P@>vi9^g>{*J
zksKaS$q?8e>tp#LAMKXT1D0Lx-?Qtatrw{?C!=3ipN~e<bwvE>EO5HBUD~1p6(#bA
zyPSCW-oVc|ec9+1Vfou<!vXjEtDpvn&(u%NK;5udtEl^_@2~Qyv|9*J0tw-!eYEU&
z<?&kfZJW%fWd70FFo>CAUlkQ*D*58@aArsHH4xL8Kr+h6pNpW_y9-DxCoV&^^v;zt
z;s7M;JQ4_`HkZ9-O1ddeY{7tG&mTI!ZB#ui6f(Fc)E)E4$V%(d*7tu2NEAbyW*MaG
zU+ZT`F{}CWG1R{Mdh}P#BVBQntlzXzXXlRO0U+G<d75=w;6TCH0A3_{mA@dFKO`v0
z>#LmZLB(XB1!Yby`;G|~Q1A~R&^Du8Nb(da-~j<r22@slB=E$gn;!+<Kt2vDJ?H@@
zCfIR-X@+^W_qn9RQ-~KbeNw7KDNVN-fXRSO)ReUC{HbtJO3arT&oR;W!EDNl-YO61
z%?zNQoSa)&TW1F8hIoo}Tqj)muSU%%;O6-<pYzwEp?_O90YKxZ@bC{i+nceT-abBi
zl5?POl>F+DpP$)@y^`rud_xg43@wJ}Jo8Dbq#GOk2}pG!&!-uF*ctpGciY^xYIR3Y
zQ5{7emFB)(;}ScFt>~-VihWR#Wu-z>Ssf^FnWXi`!)eUS_wlq(-e5(g*XI1oH~7-S
zn=!SY6^tbk9?;yCw{!!ozaaL%$1Uz=9gnYYA<x5SnRC9pI6MVuzP5f~gLMd+ulc^s
zXRekrsFK#WW{yquQ(qe}f)0Z2BdYZN@kK-euW$a?cDB&6Og*{Z#D;8*R@9QXa<S}Z
z!iWA3cG&{W6Lt9ouc6D(*IZUiX~oBP1_TrQEI+c%S6qEk0h3dkGN?v*eo3R6D4m1=
zow;rb^?{aoP6HL4mA@*`4&y_h_Y-IYS_<{!0CUtC6={(P9ICuKEbB-OpCUsY{YQ3$
z3bPHD=10;y%U5lxI}Jb0fKmDf(xh3*h7A6l$?o4&2mqDmQ0e6&#^&zKC$D^PF%6s5
zEaI-H{4(KX)a$OW3fvD5DS>$#bMIQS%XpbfqY2vuqeSnRGX7YZY63#f)z%-D)1grf
z`X$-|%w}-(&Pi!9x5^f1@8KE5xC`{-p+cn2YDu$y@>n`aL2svQk>#tkAE!^+n(WS!
z^$6|<?*W6V*>|b7&UWr`vLfnC2W7?gbdNt^VxQluz9nk*uL69UON%g!lgWFINLPA1
z<}Z%OOXfWALu$S4KEGkCUiIOrC&8ji&O;0J?Rbl%V|82y$VQgMnVElCigYxj^;%;E
zyUAJLhI#N#S|3PcbO0HDGU(iz@tXviaA7x%7&%^+LLN}mX!NF7H`EYp%a{e|EWzq?
z=Sh9J-&>ewo*IhHd3;WNPd9ev&;6>7uyJdBk+_#C>yG-5-m<WR=s%-_>!R2yNLG*w
zpJg~&np=fCd-<h5IhK9v#X^7yKEDa<w`~*M*a29*fROzc0;t7TfbgCoAJ9+L9yAj{
zy0VWqKX|YV+Kx>?jlF;#H+BZd`Y!{WgsBKsfvmO<A6^4)7BP;;y^mQ0h+sl<H(UZG
z>U%?TJU|-^Q2!K|cYhJyzmuX0w6#hdK}lv+Yh<Q~v4bN=a<sH7wy&&&F;3A^R7IWq
z;HwWq1|;5;(X{!9ps(zh>qhXyy`GV3ZBT$X5ZEbNQDayMoN3^r)r%z0v5O3FQ6<dA
z5>ZvK8VCC0W&z=F_U9R(W7Yph)nCR{xpiN_Fi1)YNOyNgcSwk!bV+QGZbZ66kp_`&
zrMp97!=@xuknZm8u4nCY|KIobJbdwdI@h(=wbq<-jWOn!iD0ry9hmY1hDW~hn0F(7
z#nkP`Q+~I7x?a66m2$A_i4Jz()<$;qMAJKoe8v#3RYuMBeEy}JlKD;0tjMo=qR7ww
z4&H}bzaDL@W4-ULs*3x21bWXfFoiOsj>bQU-maj-t!lWF5LT2l#x!yir(u|5CE}CI
zzoAt8?=lxZ@ELX#XmF5+53m7l5*62{o4X*|>J+MEX0V>Y=aq#!o+Yu`{)G=-v2{^I
z{|eWRML#ZqZwwO<f(JN)r@#^*%8u<(yR-|gAD_4g>#P{us#`ZmRLvX?oK4Ft4Dfqw
z@$iyUc;#lT&wZqdJnyE2yNO0^#;NT{Dly7Rpw8)ls>Cd@VgR|WJ)1|`v!EG6$_0ZW
zs=zRG5oUt1f<ML|I#9sWis8>s3C=>L?mD(L0zemrXd@xfNWFN5)+G{jCIBoJ!ZT;O
z3VLX@B&P9#qwa;2pa0T25a=mA?ROJs{_3vg1B8I^zUxi2C#y||NuIxT`4wX(v3p%D
zCMQh2!U_kezyH)55`lW}Qb}mVw~>FUNVv&7G-yzGgZT^9Bv0D4G``|23B?=Wi@R{I
z%!0{S3K0!>`y{ZCKLba0H;Qji4ftq3+)TFH0+h_{1;dz{TcL=2_Zd8?j_H9R6dO07
zJ$9byiRef=Y2|CsO2C<Y5#{;^I$-DV^TdFP#f@r*V|U|vWP1qz`FT7*`jKX@ZH-hQ
zI)96MSw?||fK0$E-{blVh}6zd=xD7vJ8GR>-tL#1;GsiR<MQKEA+5uXGLZ=zRpq}v
zHxqsz%j+y`5EL-vDn*}0-PE$4f>}}j0Kd3z{!Q|HOcT!j0h4bgiO0LsfxbR9FfaNH
zK83v^^a~pRBVI=r_JTL3@h+ckcm<rqe3E?%UjgUL3+<7sTfg5Ds+Z;=R9>YugA~P-
zo6&Jx_ucOb3aqDjMQ_`z{sppDQBgLkp~z=R;yI8PZjH$L3Gk@<aIiNT8!T?l0^)fh
z$*5`Er>fg~<l5<V__@UIrgtM~$x2==;0)2+jCq-iWxEx&gQ;5remAb1dR5YomjRD(
zD^1(um7ZoWqc>QDf3NrG)2vrvlU9<0l<&U<M_}K85N7)joh-`#R=X>K&HW>;fR5Zz
zZM&jZi}-KW=zPtrGjp#WBfNKHJa3I<GKZy88%#^v(l&R^{cm4OBs^CQh;9D*jJUM$
z3$B_*EAw3qFn|EkqnLOBW6r<LudUja3>J8FZ%%ZEteyoPVMH~T5!?f>=T*Z7`yaO^
z!q)0i@48SM%18XZVB5n@+-x0y#R&rX5X@SRA9CZ6P-h?PG)>0#F4SAAY0%m<W7BTu
zp!MZnh-~I?S`EV7V!Pgw(ZOOxoXX*38ec6A==6nObC-=CEFZu%x4Pg4cj}gdbyaln
z<WFNhXu(}(3EFyI2ipRZJkG%B-2q*(@UFLvKf_>DhbU<-_}EY;)hvp#A3wewNI^aF
z3&*H|(>nN1;#+ucM%<()E4${+4b|euMuL3*u1_L4Rf#~(1{6{!T&fU-l{atwURY&X
zRxBJCwQVM3MbO4K4H}8&<>DO9{Asycn!479)}v}J#Rf>*CNCR2oCvbISYp3=DwjRg
z{E$CT^AflgYk)Z<8p(zq!$El7<hK$%Y(0gK%wXl?8{IZ{qTI*3d9)$*TBmJ3`g(Dj
zsS_aAXgPQR-YpP_>5YF`3r`Z)Z<l5-GOQo?Nxa6+8_j-?;fH;7$w<Sa&j;H4z0XQR
z7S;)T8pmkI_lSei!r^%G=DFr4b5+?Dqb8JQi!%<wgYsK_3+JaJUX{w{X+BAqF8R0$
ziarg_MS*IV|21R_&AZ0OliJR2zltWy2W~x-UTbkT08}moMBXl_-$%hrvw|zn=A=*p
zO!tS=jJBKgK{L16@OgosvPkC+nH$J2(cF*R5_~OIPIib>Kq)9K*AE=699rN!!)KRQ
zH`COLk?kj(*;gLLGTuC|o~s89Z?iYBR(@vzMhI3;Z}p48*aG3nRWmc!-q&s0b45Po
z<ON$lYHvJ~3%M3cK#i?)k5)I71^`G?Q$Oq_$u<SH6$vCQopJ@*^4dG#XH^d9A1_SI
z%f0E*ZKZ(Y9^z6XF|uPhj8aPP`F|Cn?UhzD%3xMtou5ZmjIVt#XfmwhYm^334LRJ5
z?OS^Il5g?%RyvxuFtOSuq!m@wxqRY3a9{km`C}xAK3F6t%tUh=j9bbK+{(Ip`S)Fm
z5t7)~bv^A1zdvoCnz*RuAerffC|A}$N(Q&G55`FDO)o^PuEQ&dcl(giN?(=QK1h#U
zv)F7&j9lV+CGCf%WoIYF{0#Yoge+!u28JPwcZOgpyJlwt!`Fk>Q<dNxb=bqF+hnsA
zujIw78YN|+{rwR@JOmaI;*D-`9<Tm3$jgA%lM{^Q@nxA|_yt<#Q?3D_{D{U*luj?^
z;^P5BaSCYHW^7BR^(<@KT^!oUCGsIB*aVY<eqCCMTHu!KAEoCbshn^IJXY2Dnj$D*
z%C+fZM?t_u*&9%a)x*c|!Q<rC_fNK`+s}d(u(p@X5mSJpx`gPU?jpS2AGUF{M0U-~
zehjZOvF}%4iJn1ok;Ai4v@(uQ`yYa}Yz-uTWFj^p9@n7MALsu|5GHHQfCq}%|I>b*
zc^bPrCHDMMvTA1lJx1@ixW4@|+_u3&qwx$<Pge*SdCkl^v5*(01V(N(-^&?OlBe^U
zxM_ihKg+xTrc^OO!+U>6h#PN`#HeVoTX|FHBZR?}0L{(9$~pa7`(~E2tx3#8<1JRJ
z<OQC0x)c*Hret5TzM}kRNY8tL%F759cP=g{FY54EPxv)*B$WRXig@%tP3KEv2`hwK
zI@54{5B>HDvVVg@gd2y(e{|K|#126rMN?J|G#vmoUs!KjCLy8p2(9y}-Sqa2u)>h&
zr$H3>?nlqq<I`3FpKR7(Y^1NXH>o|_dd~jWf!WPtfPm&~4pakfwmL%wnX7>E5uM*D
z<@5`59WZNKACCu8Bs7qB*XVd6M2mlX94eN8{;r+a`?u-h8&Cuu{!9W`S^#A;ko&*g
z33<1gA7ZTN(tDK@3stop5dmv3m1+g}%L^_|tGW}?>BlS6Ai%t*ql(rBr0Wa6ME^Y2
z?I|J9+P-3Hmaz^_-q!Na=H#9XZu6U+fH)_wllDBX?6D93_X5rzdYMFvJ=hOVfV|FJ
z6xa($KTlf~if;4p7HHu?`<>-5vMF?(G>e^t`p62NZ4C$|?@ACqkqQQ`ycfLR8aMrI
z@x5e~AZ!uZ`tr}!<n~wd!4}uT`ei}+1i0^&JO;ja0r*ZO&fBXAKW}K=^(9%%^DrO?
zSGPJ4ZVFwwd{Bn~Kl_C{3q~JcnLsn}=M*#Q%RK*0<zbxrKDM47Wji0_t7&SEA?Te1
zzO+_la|)(C{%eHKxAEF78+$LTf5^66rRmYS&VR6P#Lo@|ax(*<L)LjjB+!&NSBSrO
zxJqc$yfOKlkW3jk{3H$tLwBOaRhqghf1aI!9{L7*V?S1~<>YjKS!XxAe@<e=3rV|f
zaPr!k*EmIj$A(D&3otT!w$*G9J-68?*#`i#qL0sjQu$QPY?GsAZMi>Vr|e6^vMkAf
zz{ZM-@%L>26i~7GY-=|oFS;wgc=GEyE9x>$oatE*dQ^_e{rZ$+N%r$Y!=VAzf2WJ_
zgW%fuj8o8Z-Fj8Um`E%8jOS_8hWTr=#~lL|DK)Z>ejua@0PkP7BVcUaT82v5LO%y2
zlimj{;F5)j<5*b1xr65RrYNm~a|93=Z6+5&r$W|$q67qHqa{?6ai9P>zV)-Yv7;b^
z0g2)mD|<!2{0k%KZ>P7AABhHvn*citLj|<)bPjMTE%mx*2njj9RC;G8F=<8sS_2YR
z#HB8PV#D<UMS+=f_U>_S9!*QDcNX<1bO8@fM*2BBo9Q96d&-ofy1OF0xFDrl>-2t<
z|8IB70_W?f>fQyPa42mNiy*RAM94zY;U8#=53zin{o<wvPH1LJi1V+ImcvXhW1LIB
zyQ)=jN6U@ZjS?A@JnOU-mJM>Nv!OX=MvNidXr;M$$!wKRxEiw#kpx6p_OYE1k6*E0
zq{-=g4pQfBeoFZ=A0zK2M21#!@k3Irw49urITBsv0;>k+ES=#LB1LLpT}vAxGC!|H
zti9mS)-ZeH*GyfLk%yGrQX#$<9*2w$x6>7F9Gf{vgtQnIe<^03Ln=-}lFu@HTN~Dp
zF|-J$9=Nzxu+lL-uYT_b8=4$@(!{e@h38!Y6ZNRS<Nb)0mpG#hlL|~q{bS)_VPSn=
zP9pVRF6U>snj{Vijs>EBk5|$5=KUFFLj6-j#5xj_(kyG($G7^pj9+jhK;4P>&5mLE
zBOj;U*I05%vLdYnDbE*#?T1Zj)x_r|OlYt6$9h&AjS-Wiu#46nh2$Edz^@K}m5xeS
z+$?0~;M#+)On`@n7dIWLR8<vmW*~*^XcXrZ8QA&#5D|@8^Kzg-SZpR&+uFjx=P~4Y
z{6+6vMyogGBbDmEhC)dSR3R(3qezYkn5E3tB7@rOgQ*$TprNMDT(Yt?^Y_iigp2FH
zumf&3_;Lq=2mcKa_YrFyt$ZKn@Pb^$Xx081c=o&EwKEEag~5gl!rbIbM6>{%8Pj}g
z6HU#FKFj*ja{I!^*dTSz>MHYJGov%^UD8fiHtO?Jqq3+bR#u^;pUAq5Gx2E~r9*Uy
zGNo1gQ8Zt>`jVpWR@OBJV0Al|nmC1XkR#=qkNC>q3TSPLARcXh;hW*40Uuh<+(>2H
zK9~3!7pc|geZxn-pv3q@_i@yZj_SN#CTGH@QML{uen@CsY+iJW+mi@57w*5ZsCb`I
zdsz8O)`5OY(PJD-ClTFh;`&-7)O!T2ihM~mbdGf7xi<akNyZuztf+6Vq2s#Ot9~Mk
z1OfZ)e@JQR=;&%rU`5kTxr>rWirSlJwYABm|HNuiqKo;9Ax{r>_Loi9=Z4wKRKMze
z?_}Oh9M3V@)s^4$)_yDa%A91r^X^4~5w^qaW@fdpYjLoA{G4y#asWciPNZfkE9~1-
zX@5r)A7%4Y5)#JvlHJ3QIER;Y`%Vp+UHfI?@fYw77KUZ$$=VmiKGIA1<l^yr-E2F8
zmXpl@)wDP>TAbCGt{Bd(S*q1pwyg8duL-o#p?X$1=><_`ktwtK{!}9l>KPB?J-zw1
z=Y;rE$Xk#3BW>R3Q)l3zO8<MPPm`6OXHg}>;=rFS+}WY@W@Y$F=UEl59Hs>L54YNT
zVfy_Lg=!`?OJ91tnP<m8w#nQ-yXDsU(326O{Clu#@9&G5iz6Lc^wJHB5y`mapJHOB
z6GsIznMuyY?^4>Bnpe2ze6jxdmW>dJB+@7A+_{BwV1W<(k*;^lWq!wc*5wlN($Kcx
z^)39tayKq~^u))FHSm6fT^E|`vgY?_Sa(z(KJqyiDq8CrynErzallmbksUCw!S{81
zM69GI4OT+TXst7)ZN)8es1vOU7H=l5|8VGFIfb`Dj)@P12#Sb))agQz8EpK~@TXBx
z75X{Er;7zkiV2P)TV?o!PLf~1&y;{;Zsp2y6imrd&y#hTq{^yc#PJqOEjN?ZM^03Z
z$Efx<N9Ff_mZwon3xl0bE!?)VsvgDI0WMtT3f`xtL*DWyeC_pj3>qUYY!^8zokK@b
zh{Wf+8x{zWzn+L}6Yg=wt(%zCkpOGa6j3*}&d$!IjSW;|V`CsscmnW>=3}cqg`Xl~
zCbow>4nE`I$QfZRU`4^3;l=r9DE;f_CNq5Mp2J%sf+zn<rw!qGi7xHU7_#@n&=@qQ
z<s_=1BEO96en{ao%D?&rs>n6l{-78h3FE96uCG82t0BcYkIF}Ht_28HICyjfw91Lo
z<VaP?pe)V!o>y%c?Ehz2Q48yRarD+xRkUCjv9hp;$onN&ko9B*CBUSP$90WUEtBlK
zmo_@ANs1U&va1hVdjk6Z3rFv?^PDK`zl0=T{CQH5tucetj+C)(%4{w<L)g!kW*UE(
zyWU%2J8Oyw4UNnNU-}m}<jyi1b>^aAYgf-(?pjLS5&H%)6QVv-nDhiKp!{n0n+#+A
z`cjL-CXZLY%^SmKA=T~Fu*=yY<=*16D}%F&#2kQ2$>``1=~NhogQ=r+eI}G(awC?k
zvIXO}*Q&dd&&>R#XkssWwCrQrVnVx0oq6D=sVwj4+kuW+?T7v6Rdxj<j_1f~rIFzK
z=Cc4BiXBe#jSb}x8~Y$Vo|As>>JM^`lekCSRY~J-=Q(+UK<=qN|KqkN!EH=&W#U%n
zI!x0&2{q-OyEj_edA~H`*aSVMq$v`4HlmLUW%3&sWQT!tmiPUqB4>_b?}1By3X~C5
z*5Jz$6ft^fhoO+>$L(r_IwfFNsJ_L=zi`?3;}e|o67KmzqBIh!a(?%Zv#g}ye*1>6
zk6ld{g%QLex=0r>K3rW_47)V#<@{jZCJZQ>v7?VJ8r2O9?1Ec#+><Yb-XVGDs1!~1
zVqOX!-3&HJ?>lGj$vTIFs5c$rpioLn90v?;-D~LAtoYbsWfkfCk|jrFv{xou6fjLF
z&+9}qj#LEmsf8VT7u<-LY?o)4xWDEJpKFJ$V&X#LsF<l#8CRV&1ge$b7+Y{?C>oPW
z##P{ZdRgxlC)ugeQ57S_!LJMd;Ah$V`dZ#^F7w%*nS%Dhr5_RlmF`TeKlabGWu1U;
zVbUh#nc}$(HJOs_(jl>vSrZLn<L9!CHv^{lH4-wCj#t(uW)8Qo9<95!SF8itj#&?|
zs;0n9@5JTIQrOAsz=#e37h0W&h-)tFW8vzY6s2FVqM7Bc(72?eFM!!lMoFHiG>!#+
zT7+P-jkx7dR`lo3pV6=wx0Uq-xUrlFa~y^iKH_-PoC?F>FH4kV%-@-T!OfV7;_h2g
zmmZC{BWXTBrOsMc>fnQtl0?xI;Ucugw!E@`>fVmJaVkj{Pddeceoz0Tem|9bXl1Xy
zE~5RzUmWR5+(h?1L6cJ-jRCyF#8q{hezm1o8CV5(;2AmLqnDPg&`8bi3{Cg#IN=Qn
zKLk{T@toXsmge?$DKLlov;Y0g>z*Y4yW>}_U}$)eK_eFtm*Lg-V+IMl@b3AsCLRsG
zkH@1idNG{vxPTHd_B84XT57+bclFI{`ybqD#6`~xUil31xK$QKp`@rlpwUqjZe+;p
zj1PXsjuFERq5PGOl85xXtaudJl0`4>poV$wjzJijM3k>o+Ng9q8nUtY$6j+^EjGd$
zwm-zoA{FlT24c<zIZz|klJyhroz}2F@NEYXQ8zzcT;Jlw8v6>z<QhDg?b9;C5ONy0
zw$UlqM?phF^9A~Q5<z<sF!JFT$W)hsIWFw#cr`!b9JDw3EbWGbh7$XT3knkb`0+!7
zOViHvw&CN7!Eo69)WrDF?>5ik``awcE!{=T@z!<Y8}l?T+WVE(6z0K5umAgpx6w<)
zS$_J2c*nttXtSfDcN2EHL+fy>GKu>&Jr38LVfIg}UJ1hHOHW}j8u~_r>ynq?L_FQM
zyVl!py=%Q>`!>3c&=#3XnPt6iMRZ6j%XjJZf_c<CWMzHbDu1?+;BYBkoB8NvG8v&i
z7)*Nz6SAb=<0t+aL4Wd<DmApVd-Uf$I5NZaol?mMPM6bm>ttC*R`@UIa_&G+mkf~c
zKQHA&t{~CYEM9ve1*Du;0MyUtJku`Kkq1kVZ~BH#F)cZnd7f#NWR~rjKb6YJKInzJ
zt17ft{`FsFStqCd^{2r==ng6(6_3EJLGn`dqq2io%R_Eoc@O7VQfJ2k4rhsv&Frg{
z1DHNz{^rV%Z1~K@mQE15S|tv{$d=wLnr!-w-E07bQupyygj4b5)MMiF=YIcg<eb|z
zI}tti9>U^HrQbE7DE>5h`L!82wTZ*p2p_!j>Dk#Bj*@dva(6Wtw{EgIn8^|iW|!jY
ze!IE8?nv9-T@<SKKxzd&=*`dvSKh3{X;>>;sy>O`V}Mn$F!x6IscF{#{qyHNWN>>e
z@XXy!ZdA0R;BPbwk!%?i8fcF4^VSO4{a(4eQ?XWF7vfdzYDB)!ae&#FH_KdMv2F3@
zuQSB*KsbEQSLC~TPZw$BnGF`VuGex{IZv<Gi&xZ=8=vTpeLlPpLCO)n4<+Y*KmR*(
zd0S)ftLlu~(w~pp8=w5m><&D{pjeK6Qr|Fz;~>wAFsd(oc^@Q*VzJdHzor_r@jsQ!
zsvvrVeB}9Os~*IzFy1|&)-gYCq|fRtRDEys)A>_>NVJV!>9fx$eY&49F@s3$RCCql
zXyBo^mN;KC4q`Yb=+%+Z)sB>W$+qurjG%xO@$LOdR77I`#Kxa`F+E?oeoWzfUB7h9
z2#xI~F|n23%WvOTJ`nma3J~y3=zJ%;u9jMJII*Cm3OI{Bd3^IN%rlflU)b+0|BPP^
z;pzrO_leo@I!?sGy;%G~53DGyNP*kj!h)806ZB6O7Z+caaWJmhC*o-n3p})Z4c@mR
z&0qpAS5w!ioI?kFJ>SZqt21HE{|ucP9?V1pu+EZnXzX;fDBJSZs_Tie%f#q8vG8`Z
z&S9(NvTx=Yd4YS3)~~e#xBC4MwAHHfv-1<^R6cawcOmOUBKGSCc1)=~;n;;*kL5V0
z%cVvM;=^L5!{wF08i=v$$EvO)ox6K=d=S%sYjzO8x|N2nR~mlX#n?P4G8g|}Wjs)G
z7(1CM<B#ZK4!=&Mw$Kr7za=Fh#48x*M)V^6IQv%@!l^{m;+gZdoK2ocRWIJ?#p@~3
z_&kU9`9|6dimTyFs=fTI^MArq2DAPy)35W2B0UmcJ9=M#X=xp*RR<A0Pw6!F@q}8`
zzX3bjNjNfPSHAb(@B$9502T~4*I=oy1v=mxXKwxbnU;m)3jT3pX$<g`l)aI3+tFfR
zVtZW?ODz?{-JU>DCw045%NWbDojLW9Q3aJ>S7C5bv3I45qZ^(v%m=$KEaMIbIdq~T
z_A`myS@zqq`EavB?2KPMjXG#IkziNo!I%QSb)sQ*;zWMv%b#h*eEKI_#@J4%R<A_H
z;xn=$J#^%fBq%doL_7wPF1-X9Dy2g>hbLcLALd$1_+c*Sxog}|x?eu8FIxT-i~41C
zsV?+r_DW}q7!O?+l)OSThBr_(vK8k;Y-{tBfH1=M$BdL<3U4P^d7gj=Uw+#$bV^az
zuMHE2vyG}V5V+~&>+$XWD>4+X)oP;g>a#G4XPNaPsIh{WYyrGB@NLaowDnnR2G@Hf
zqr9N9#YW-IUA$`BDBq}^``L>zem`2Mjjq8{tT10+n`tkdxKA$A!==J5Z;M$Z%L8Ob
zH#Zm~HMn7zPUkj(xRZS%3PK7-y*0VVBr`SM+r|ua^dH{)Ob2*c7uHDiqK3iFj(-~H
zIdf2zsxmBDS{`2;*y%X;g8GtVjDzHdKUI&U0`jX(sbN&=vY1~Z^v-?kEFA8)t$M6%
z!8t3(TD%I02fQ8!hOT>4cv6pdeC~TwwD)+xdL0E$T>`(g2gI(|U(RN_&Z{@fpVXXc
zDXI*0aEqB8?{vMVaE1R?K89dzvSpcts!1)B7fg7mMtmrJP4taMY>2VGj13H=?c8~~
z*ri^%-_i*jt=5ZAqZZ^YQInuGyzGq##*U(;4!E{NpP9z}-pnx9yde<%Y`UAeJLLmW
z;X8gPVc9l)c|MTeDn0H?QMFoILugXt@kBq0-72<xbUgv<&W8i>kt&wE=F>}E3lC;2
zYqHNWe?JY2cNc0Azm%&wji<%)tk?D9kfaC&StTyD^jpbL<V$6`LYBs%WGbXw54^{x
zJp*dT@*9j*-^jCe49OQA#klJOru`6eXC~z8l`0Aj$l!N}#AhS|(}Fhyj|iKBtoxGG
zNDDy)+nC#l=yj0}Iq5m;E4;Vdd3wGkXN~j3AMRr^a5d~hvS!jFrHk$kV^d|*l|p<+
zYEJXVm?}9XgF;m6+2`fiDiOX<vn*}hjXeJIhNk4mja~ol>q+aAD--r6d{sHe=3dl&
z+oIcrz)HeqTVkz2osfv`9}#RoPq&82;_t8IK*S~iE@3(1qxCpMRIPODN_gzAtQ;gG
zhe8Df+#2DR-lET)%F%D}NZz)f+Iwo+Om08rCwI8>|Jo6jsGbHZ$|p9#A1@4;AuV-K
z-6PSz8TXUxK|gWs3PtKV9>^ik_+Qz$Ntd;w(c-!~e#u9}Nc7WiK<U&ubZv|=G1$RT
zvgQ<{YX1+mP3c`stx&}L0#}%Ji)pEE_OGCk2oGLdfCb3oT^ARKYf&FQ_$b+Oi+m&`
z5Sw_}C7pjl1z*=x9ZN?^)A*6M#3Y0UTa#_5=B1x%2O+S)%BGNo2uz-E!hxL5+QyI#
z(o9hHlQyBul-Cb=l-liZ#SuPhViS60+}qp-<`r%Hs@>9PXX`BSlDO(uafGGh!@e{I
znqfvP>Np*u7il4ANn7GqS@ZKaL+=dP3pEH={^e`2k~9nQs_Um3WOzShk<8JNAf=<w
zPxapP_TazZQ6kzro}f)>xui3V=go70sMjA4G0&zo8^D8Bo;yH6w02PVs0MM0{Icor
zQ3>iPgliRSr0!^!2s*E;dEX;KG@hwH=f!(m#4&mU!WLo`|7JzuGC&w+E`CewIt!3)
zb80U|$>3?=ERfrX^l_@aAIMqN6KOKrZg7f3DEwJ8=12D740kPS7N=znOW5nGFC<A$
zWw>@XaGd*htg0|-S=JM*hkjdbxy<%BCKOrugMU{B?|LME4UM9JAM(0XRzAjoNR7`4
ze1sln*Q#Ezd$N`O>(KlQaESt$fMI>(zYIJY*;-<s>tw#ysZ81rYo1JWx3>D;gS>k0
z%lk2Fm~HBr+uL-jF?^)l><TG*!ms$Y*ItTl&%@60YeM-X$!CxWHmOD+Kk?ZU7Pm&f
zpK-5j<GQ9sh($BarT?y3M_$rr_^>6^<aa_%Q}y(pf6e%t97VV49l0l<elTWu8^r}c
zhcg?)w*%xe)hdLnjxtF>LFzS%5@c7(*CH3jiitBIxkjtF-7lF$*cQUqUaPzKvsl5b
z0(Wpu>W*)`$^k5QF#?^;s!u6=2pQ~Z#tqVW;`FF;D@W^Dr;DfT9<)R`x7$=3vBM5_
zCLKZS8U|~%gxSRgAvZf#|89IS=7g~g7uXwxpqN)e$UA3MTM0aL*c~Ui$5Sqn?|hD5
zCZkKamhFbpat0rN$hAHC@ILG>{;?3(JBI4#e){bSGZ(3LHhS)BCI1J#T<U;Jym>cl
zYkT}e&^tQo5V5UZm{X@LQzdJ-=(E_*Ozk&Ra(sj8EF-}-btUgep<Sh^b*kpjf^(;^
ze{3IRxbaqf+>W0X>q8;J!iZfPNQq;t${5<PZ{gBAD0=vKcXNJRPb;}3V<tu$m(~Mf
zlv^|paUvr2j}I@L!tR|e6Gm>Z9U+-A>X^S^Ebq#~b`tY4D9McNMcIwU;XoYSsLrN@
z2R*b;BwgLS;E5eXdxmyDP*9b8(<;7y?D8_WGPKsUMJ>~6OruO3FIMx|BLcZ1CGsm)
z&-^rAtpb0%jtGXX2Hy)ahq?#<Kr8K~W0b($W|-Oqr^zx44KwyeSyk0D^{0*b)z**w
zI#Kuc-|LjLG_l^&7ky*T+SNfzhinJebG!Y@8?0YG+_$aqkAL6+ht0v($)Yq|k?DT7
zBC_BBAB2Xuw*=R_{H1n=nS1JmC56uZN54D*vCfmsU+J1GUCzC9;`35S+=nIAWI_z3
zQ<|2`8txV2rTHt>r}O;ib|-THfOP=TorQSv;25YHPcGu3+hbtesn{@QqUwm3Rv0=#
z@SUuddnv28_<V$J0&3CP587CIp1XQA37g85KI8B$p}c6FMsm8a3A{msFzxb@q7u-2
zmB+kr?joSHdo7~zIoqSh)O_~YmCx}2HvEN)8;6B3&IDC(u2Q05;UP)}T51=Xl6UcL
zcE*Jm6WJOVJnw=<e7NbB-5XqI`#W%)&bVZ0DRMA8i>)N=rF>*t^soO~#7znJplOR6
zo$*!R$*!Be@v-{7&u15C#24h~)Hw!{NZukLd(1Dh$DZdliP!TK`}=T!qfVmDN;cr9
zs7Ojqskt2d#QU`QP;!X6q6qPwf*L)rQZT!VS(fh2JSTh)r02B=2zQc%B-c10l@_w>
zFD2<{W2aJ;896WxS-Y-K&JFwtiEU|xE>Ps>Z7%ihpLF89_q|mcQ`_`s;N@pV^YImE
zCA|q~L2J5ZV<_A-nTgQ6a(;t(pZ{^|T58Gr`3L{nxrO5w&z|A%`y&5J0-$b13PYJN
z5jUacKtH$tx$P;Lq(({Gt2AVrQJ1d{OFG^)o(mN!DJN=v4hG1t%_`D8s0iRMYDZXX
z;MotnSJdx?Ic3`Rm&z7if(FKhysUQSlC3pT3F{3nh4yK09GjgSp~Sh2qnEf9j!dg1
z#7m40n3M3>HBeeCwBm7O){fZbmSD!76~{hF&g!&P%`SAjFraCDd#oca^2jrh@uroT
zMZY#e407-eSFFIjD`Hd3)bLgfRo>wlz*z|u>dS-vgM#Bmc1F*wK#l+3I?|so?LfW@
zdYbUNlY?NLKYxx5Yya^+fGL%-df=_cc#+5^Y4lsA-e4r%x_x4wF@fFja&st?JGy+R
z=)mm;R9pS0H=kyJ6zne=Nz=0rI-6^M-l7r3Bw((S_9Z5~@rABac>6XHd<vKfy?!)O
zuvKu3>%ICZ_TIiFP4B`Gjg{s`sqzM0yBEJt5Tq=fT1x55h{*;%p{h&Yn*RkPb2~XT
zeq$rg{+?loe!mq@&d6~|a-w@Zlk}@h&U16knQ<Kqp8a-{Hg*Lmg8+qFs;9?pT~ikV
zZ|50nmOCx@LIn~ru%2#<T&FazA#3eCW_zm(V0rH8I$ytZTx><>@WE&Ks{3a5lVaxa
z<il^08{nRj+C*vW5Z=+V7DX3}hmw9Puhmt#s=vG>hP#|A6FppGX>p&ALlX&)Ptgm@
zh}M)PS|2m2FY5dQis3k@I{X}=pMA;wgec``e~s|79O7kl$l~<F<HHKp^an(yXuioc
z@!Sms`{Tvu<yr{Dm|}($sTV<S4E|ho$t=rrv4wS-coR+#Z@nnrQhF>u)ZJoqIl-)w
z<i%5cbS5dcvhQel%<5eJEp+H*IIG`w<*JB`^VSDlD#|e&68$8PhBc0h$e6B_w&DV?
zHb3gjA@QC@40`@$7H*mz(V(pAL&fCwB0oSgnn9w#Fa0_u3dKMcd@(mfU#nYK!h9!g
zl=qUCZm0<T2qZS_jh7r#Db<4dvyMb7pC0gnnDz<cc#7UtX(d=2tqBz0U;nRi*+DC6
zgzd_17JtmY*-HHAv)FjT_Q=%r`-}>|V~DV~!gRl1Zmyrpf853>K(#n*1dvZfkW~4<
zTOEM(C>;TCJ-qlGXI?|T1F;^A3x2Y^)6HHDPnciam8^P-I@m@wEuXL(tIa$_2Xa-C
zZ&<~JtdpK6Vw9nS(ltff#PzK?or<CM0yRh^eGaYWf`^%;pXfdSw>5_Rb;ZP;!aEm=
zN0o!3_VGm1-#0Moz_n9YG|Tl=2{B^3x3t<Rezy06f+$Gq+??JK?TOlZX5I2}fOC7V
z7-{ku&Fd5@Z_z2xZSJ<PMTu&4-ca5>JALIBo7MOPet#X7=nmbkolNLdUY0=xeN^dO
zo5cisdqF{qh%p=xS+JTQ%p)uO4Vk*Qy++L!w$DDYwI(cClVjwqAD|k%@-3>_f$X(q
zKp7R<rMf};+qKYAfl5GfHufDKnPR*1kgR;5`(Re2=UIz{r}c!2Z{z))gp4{UKCr;$
z!;8Sc>~U7&s2wpnFF4>2xspW>VXnE`OW*kyZL)9gnhhl1KRCbQP^iO+tDpmKix;<y
z!M#pYlsCIVR}X1?Z`)0Y3}=<ZT9J_(#~z1h+57m?n6z^*&UyU)-NpJPJD(R&j5*ge
zcBT6z=2XjV<oKjW!6QmLZeLS6D8M7Lu<wU!3aCC^CCUc9KMj&XLkdBGWqO(n>zUly
znio@4vEHQB@w#3%nLmH7$=$txv!yqwI>WXo)=DNm7Lpsr7R;{D&j$SmrDAImu_@j4
zgRW-)9tZrH^UZFNBYSVR!{i}?RUdf~&O_JP&I28tb}y~I%9rkM29-btOv8{Yt8C9K
z6}Z~w3w()4M=O{>nU_+hDtF0OZY=v*C+_rP#LqSMNEI6TR{?};jP)%~pi(+B&bQTv
zx6H$~H<qn;L(Y4`>8`43b?V<66Z}`&8+}$l!ECA+xdXtQ1(4%)iodlGKz81#&OY2O
z5q2}>r-T1L_-oLJTcDZU^6<xCuxoIS@O4{6QmMFk6fs}+Quu2pcHcNVXcyV-*(6GI
z9re=Ou^Z#hJNmTO?0g~Y#i=Q67j+8(Dz1Hs8ArR74jw<7Fg{@j5_!EbVbm3$t;Z2m
z*$#H&_JCI#cuRj5uk!*xZX73@1;6iVK)0ovuuyf9-OCStSyF6QVcgQmn{+YZe_*M)
zB+s8e5c#fPaQ}c+gR$@SB=<2@n8#a$5h>uHJ<mb)05ZwZa6yomCm%iF*=Atm;IrJp
zKIOjQ9fHPr?4DF7(LS_iv~{^ph1D*K)vN7RciDa@Ol@Q|_};U0=jyh&Vd~Zrw{^S`
zv9pAfh7&Umhsm6#l(E4HI$em!^ysH$>lD+*Wh5{Gjd%lJBf?~mL$~D^d1e4!6VR2G
z&F=Jr_<HN}Kz$(9V`2Lwb15C$s9m?A>Z_05G5xmKzHQ4KCm3s-9UYR6DgS84818A<
z*sE*2Zl}q^G>nhZny(nBoCt#HiQ~VfmIlWbmYy|vdzOBs+h#vVO3DnyE?jH<vGP*>
z#~{u%h43n{H>;kpAbYas*wJ5sa5~o>GA|p8DCwWU&r4PT!p{VE4q4jd(Qtzl#DlEF
z^qcU1Vf-50OSrW2i8Cnn&RROHE{S2$*7^5aje)hT>|tAubOBa@jrc_(o-f83KDn-)
zye*4<GuE)UMSu!GnfSAiBJs#5%UElsdr4vqK9}RJ7(I%gzG!jb+ZxV!fGWu8Dl|C0
zI8ij;Bz)ea#-x+d_Vb8D|LtP%WO7z_+f<H>`j2;ExDb-5rxm%6s1$37WA3T_u$*CO
zM<(Xzs4w8S?3`kSGyILczseqy^g0*R$$kTaS$6#I!XKx-K}<NlWkhlQ9HE)$>E45e
zO=A}F*iKpYBva`iU-OA)@Yn;lAj&=6ljxby&d!&A^h%LW)3qu;BfbrennBBnz&Lh$
zWx^=LI<$2kMmTI*dLNSK+IsQ9uPn0l%Q!Rs*KctKd#my#EdZ~`FF8@dt5I8us~qb&
z@6Ng<fbAp)(zZtk@iTwJiUHRlZ%(_L9H&)Vy?~uGcV*?nBimL}IKyln7;zSTuI*V&
zgL`%9C7oXpW>}1R^zZh@%c15*JQrMsSTT6QhbRG>Fwy|X{AU+wwt{jX4~?rcqRP8b
z{!EEjmOA9Vkfiot79U|y!}t<$m%p;oBas%1h_4DL#H86c<v`oFfic|LTZ__KWZ>|;
zeb%HPA2aN$O}pY`@&2Jr*|VVZ+g2+41f4x6DX%DmZ7oy=*)b<x<QgM!adgVy78qzQ
z%|*L{ERv9drk*Va?rDN7^2XG*Brq~Gb7#jq3$yLG(slo~+D{VRf@jIWKLFvMUw(}{
z=JO>(a2?JFu1nB-$5Xrf@$vFg5r2wVg8j>)Y_wkumBkJLjrZb?3szoI@UWZ+@ejfn
z4)?B53|PggI_1ls_vKJ4L@NwY%C{u+&^mP=Z@@L=Unm)FzcBu_{@g1u^Aj{vOFO-9
zghTRqAt!|n(Kvg{@+d8y@Y#VZC}@?%DIn#pGU^>2Pe}xg7bt0-mjvdkBCu9l9H6Pc
z10hXtHJ|EyX`Kyt4gVhO6`CDP{U7sB#4X5*H0{OaKvN_mkI7w(v1aIkvJ*K4kvUPK
z%hA9$aGRY}*NKi0&;9j5jJ>kYDoWkK_IpKpp}N0doMd?U@jC6v7s-VJR1nP*57B(I
z5EUM<g^MxwEEZ9TVvuVRBc0@KK>aiw1(KiV4<93k+o4CURnw1O{;%kJJG-@e?V}?e
zd;35gc-5t3@O=Hl_~?ai4e7q^t*sL|`_LB9DXi*PX1UIe_TX_#X$`SRB`YqDxST}a
zw9=KxBYg5#o9VX-A{;_syM96u*9OW<K?~ndHRRi$uN&pthKJlv9^si=y@zc?sA5a-
z29yI0+e$6{=rm=xg&_lFeh%$)rD^hma<UQ1f4k?P$#wgi&ErAYh0Z5w_}l5|d*r8H
zm*~`3uKsUrvW?L8?zE&T-?|b5NUI=>5X<T8DZ9ptlcW3-2ZH}#3L3WM2LF@Dh;ivs
z2*SxYA_s23cU&oS&Fjxs&9p_|zFE0GqI6}Q4$XNIHKCkDG{BT9Jaf!AKRt-k$=Vty
zzjHQP=(Hl7xHtL^amwdBQF&E4vbal74F6eH((%9qp*Ts@Y~JQMQIbS8KRm^kv#Sx(
zu`S2=>qJrA5dJ*L9yxeqT!OUWZpzUOS&ISI^~;<}0NnwRPNw3&24f##EXP5@H>@(|
zFS`svVf`HyZ-($<sTbJf0y3)_(Wq_-i*n+>nfBDe&ROp7vFO0>B$}R`UC#8!uHQG)
zb$k!1!T)Jh`tXh3sJyat404@az_EV5Wz<I8?Dcf&#DCZ!A)0Djle=GMy8<%n^!>>j
z)1VMN>mRfWNT1Tt$k(j!NF&>m*}pWDK?*jp97uypAl@p}v?t23hUh<w9vjvy`g&4$
zn|9;RLP7XrsxLP}fs&zE&t^Laf6DN^&dY)yVx>*3)*5{+twpX$Hj!!<tMN!_NWq+Y
z<&(3_e%9|8c9jGq(61RmyB=rRR<15*ZWLq1OA-LJ77i;#mLocVA};4IXmC?qE(9uk
z*$y+7SgKw`ELzlU<U&$rLO}6mIg{%K`?jX>M(|%&o#E@h2_<9yi67!HxhYf84CnIe
zZvAmQb=LXSLPD;Z?Jz6JOvU^lK^WN;x)Dw8xTO&>ZizXna!HVEvj+kPo|?DOw~nR6
zy*>9U&MU{Lnvd`QQ(*OE!Ynfd)lok5uuPYUYD>Imb^!XJS%*z$F}@*y4}ia#DPVXl
z@+7x$CGhQIVO`e^QZ)6b=3&^uj7sGuY^(E=ZeC(hu%6R#gGw_OogGbZW;RwhtgX>|
z<$U42wZSMkUQpJS;gG6r<m!t5CscU>QRtJ;xau>v?PxLF{C7i)rJL3}IL}f?0NVHd
zde}2>b8XdKhpKJXA7}K2+!_-BzR3vHi!t!ZH9c8h7XGv-Zv0o7`edzuwP}qi6=lkq
zoOfIGR#dxcZ%Z4hThJb#89Hq+XfsQ%ANt)tFnIxz-IozI_anY#vL_6kx_E!nDmZa?
z#i<K+7?|J!t5>|9+DS%izmYyq`gMr=4jUxube*12lp(j$T!*1W4^mx?vFmd9C*Nx0
z$~RXeP8P`4{cY&EeYFU?=2U7KDh$*Wh!Nh_ZkbVv>5l9t{poHX<)siXgBLj#Ww_nY
zQi}xfDr$p3lEaji_7KG%8Z#pGS^5x(qEScm-lPry{aTHes(VQYIEf>|YeYpy*9wfP
z@Q{H=c$hF~J3Ql0b@YL?%d$=^9QLa*(S05wJsL-0JJPa~IFGkdx+tCt6ii3AS&=gr
zd`3I4MS}-%89CGqO(c>BG?U7Q^!Oxn4l>NO%@13}hTsyE&V2GC?2d)ZPK9Y@DluJ9
ziVI#iF^c5J8}sLIgd}$p-PBh;ncmqH^Fc(ibitG$ebb_^lr{Wl%1%Xc|8e!*+FEJe
z>;r_$vqZTZqn!yaQO26tD>>-b_$S!R<XStooCVmqc!4s1gYl^H>>qDDL9{qYW&^)x
z*iRn9X(fN7`8%+7H^KdITRMM-!iLv6OFjCYSd-0H#-!)i)8V#0bhm3hHD4?&s^XmC
z`?X%a-=6ByKc@_IHa=8^@NROzM31_bC{i`M5|HOsxY)zLO$03$O|}xtD--^E)T#rw
ze4|qKf2QKSDOe@tDi$}tSyL5%CTbr%Uh+*upgjL5#sR|w+L*1<bU7^|x+b?r?w}oq
z1T*r5CtUl>!WyX{W#vu$sG#=dKbnl`wIUy+sgz!zlZ7u-1gNGJe<xvbKW!FsQep_s
zdABpLq(TM2)em5)469<vZLgYjg@?8-YK4xn2VEAo7oP!bp!YUCUgD=*Or8~07`vKd
z=}Az}YM_CxaE6vGRuulWXNwb(^`L{?_&_`E5%GU(HBaYu5;<{l8kk%<`U#EIoAKFw
z<%s{5-}jF!XvtAI(7}@76J&)`Osy-=OpUyH7YQlXa${|$d-|M@Cncy+dI-Wl`}Y4l
zU&>YorCex&Qb>?G9p(9xR-PO;YzLo<B$B!Q!BrCYHro~^3@Egp-Qv?+?<64;5be8O
z4vWe&qBP!jnAgtEufICd&S;OTnD4lCH)g~p#!J;ZPXf$C;zhlp$+|g_S&qhglY}j<
z%CizQ4=c3oi@$%w@2Vt{%;3xAnhi=X<=SY-n%{55Z%$&(PmtOPUN49gnDg(u>O}p@
zw_M)&J5tG{Jk;M?1{e4JBN`trs@tXy>l03kMxK$VtjkS8@@ZSy8bvy`|GdTZ0IBe7
zu%mSF8C-}A<F*QRhsP*8?$+nW-wAWAgb<jCS@)?P(X`YD>%*dG0bBL5bZdiDd$XA{
z#Mu28oruJ%=KUS>*hwlJK1J&AqF`@72IBM4sT<m7wc%Y#jHV_DMI`Z}lP?1sGjbV(
zj6=8uv(|;-tAq#;D9lFQL@n86MihlwM?|{<00`<xw`>Z>nB(v7CP)lz)q}gb#U+Zv
zZSi2edil3fnVVN~glkLaSm|h2V_MWK$VqRXd>eAM-fja2k?l)MEj?s6-|#5}u#$1Q
ziHUgd6>CuPAcq#68TFR~Rw}&!(I))F0nG|Pxq;A(ny|iv+3m+jP9qc7iH+L6LCx2o
zuFE`*8XV-M<CQ&VgY|_3#)r-gHeqv6JT*T(6(<DYCFj-?U^4tg8~F}Hdc>R#l=Seh
zZjryB5a7@LVUIh1exDQ89u(yBN~;-Gq?kyUtPdEC(QuEdwLWc!+eFCu^7cv}EfcQ?
z;xcS0JHdTG#AI4CumqL>rQ_>?u?+hOPyLsmBiCqW+&55rBf){R*EhETP)Z(Rsj<#X
z(Ayv!Zqgqfa+kzQ`w<|Z<u9l_9ygEvD~l}JJq*Vye<|E5mjrw>rIUpcE}EiY7o-Jy
zc&V)5xGVk3_t)N5zFcEzmtIhUA3<}w?t@g8`G~WQ%i=%KYl$WI4By!WJd!J<CAH2Z
zA3A!Q(w5A&&#<k*6ox&?<T5yuk4Qmzb)4Fl<LX0>zFS!55%5&5oW~-z59?S+Y#1pl
zo<>aU+TC6Q^+6<0vY#2gJTJl<YvaDfl{yIFuvzwO^%%jH7Zcq#i>2#-DeTayZ)5UM
z{`{(MUsCo&n^y9jhrXA}KHJtXEL&FD+-7e-s6z_LU+MnY-L3csFm?*8Qx{k#Bz~;3
zUqIkjzdvnY3KVfe&hRghPEcH{&p*|RohXqJDM=%Qq<5Y(a)FB`+HToRg`Zev#JNc4
zrLgL>Id__3@v36wPd&ebkN)GAs?o9p8oJ*=NJwn<QQNrh_itpPm?ykSx`EMU)JVB<
z`A4>uJU>PH3AN%!U5-x&^<v1uHlC)KcR1@Ig3R3DeK`H*J3EL-awf6lse6>r_xTQL
z1So`WR%ePC-}rR<{`~DFP9L<Ll}$riluG8pd-sLSE%1j6f|win-UXpazvp+Fp)m=1
zJ{XKeomH!JEuye_Y@#7x-VYJ1ov=InQ`NF7(3dO{ax~Xa3xC%{`MLUATFr(2BBp3>
zd>eO>5DZqGl%G?K*Nqbun^~;~ZsZ@r`#z5Qp?hxm<@?zPRXL{txuj(<*uxs$1<DRr
zUd@V)wWnHFA2qRhW8k~&OJ7fsL7b$xV&RbngsAFcjc39f(e+$&n@unTKarEio1Y8N
za%T$qg8mEndssd-nw+c_$awF<akvrjx)LrrvV+V5QfpqBqmqzt$|xye+}+>j`|<+o
z0)d6HukTJiICqyqckE_=$3Wy=Uk<bXfgjNcrLr7ll_6Gt_WKysz=YGCFO)n-KCu4r
zt4szqGm|rKeXfdyZ;!?S_16@<E|__<ZQ%A%VL%zf94CO+6ij_jgl=C#VQ`A^%%czN
z4FWThI^;^|1sM=#MhlUfUwmmSi2+pWh=cR{>s7bH$a3@7THo^OD100DDVVrLqQfzB
zcrGrHuKaJkwn1!)Yl?tVlei^o5o|k|{6D>sr!LD+U>EU0UniKhz+Tll|0q+G-O_O1
zIl@PB(gnG5If}TLN(kNQm>mz7RWf(Tm<z<iMDUPmGWv?iL54K<n%`}xPmY8H8e4AA
zX!>w>?YUE27$rt;K0!gbcdXL>W#%I56i$ws0}=LmAJCr8{#N}DY3L~+`9Jt!%8!eb
zPbe!frX4D-;Y|U5O_9X!$O>HorShjPYn*2xY)$(H<Y2tEgZaaznXU$JeXpFwO|Gt^
z4ZaNQ_qaM+vz(mH05dYlF|)}bOXFx|e+N*AYhFgZ2@D!G1+t`N;ASTS1SmW}NwYeH
zky`KgUVHdQOwGMQ8QEWMwEz-u7h>?e%lM=RxGgV~o=RS#USgmCkcjC}2htOv!iZAE
zb~~o8uKHg8au*Q?2b9F=TqLM96RWn_ImM_|2c`a;zM!+ysYUvC>5@+wK%#eB(khT(
zkAali1IDZ3epv2AxdVP(A3m;JJY`c_%OEUOkoU%?-S8GoqG}p=pM&pLC5nN@Rgh$x
z(7h_DNBI{IupzbOii^Ti<ci{mds+G7-~WzETfZ80jVXHWDXAbQU+0f+EuwBiZHz#1
zmHNrt419y%{qfAlV7R^MN_Y6yTvM%$Wyl}M>XH&kSuNCZVuQqdZ4DrV=52Bzqcx~N
zt`TlF2>*Gd?G}@VEKOD9x-Pm-KXeNNj*Ah`e1}{q8N3m)V)4|gyGw@2_7g7vTZkzp
zq9+JCUMSfTF~Bt4;MiDP$wx!0*8=J<3P2wR@hcyP#0g^$<0WDB>i>@xlU_+q&XShx
zA?Ct8uo3f4^$yuEQj3bF<gU37g)RIK-cWB?kzULo>_`g1>AaKKxx=a7b7_MSCnZ|V
zDvfa&bYb=YS4SQotI;aXS^LTndvtVU8r%Ep7ac$Um~H9&Vq3X=b&dNVf<k@SmnJm)
zybDz^)8WDjKpyl+Z1f~;^ib?e`ji_E&AKt+(bM^!El{(OF8==%fen1zXoIZd-YvS#
zL7kb|GMU=w)6ohv^DQq-@;4iAIxiz_j(z{s9Nn8{m3ct+mZxsTwDcc@_b@&NmZkSS
z+95k)8$A(D4Op<>%_NqWkwK)OpfEu<d{N@QK0w%dd(g5qQ_s%yCdK4y2cSLM-qNtO
z^iLAkoN8a$aJxj0KzUuX75spFBd#s8DT~(6LmCk>a7E@`B3^8?^bVVpa&aRtetPwq
z1TT?6>ig3XAKx4Yv4V`C$s{4YsD9KBJw-EX{qb?>>Fk7tBccB<LFBvJc2(Isc4I$b
z^2bJvtV8X>Z%2khUqDX;ii<h>si~u{xDjGr@~&3~-{|sG`u}9CdXKH$44Gfsq_(SY
zWKyl_dMQ!;L)kj&&n{f-5f`}&I!<5w?!Juls+sXR_QCJ_iN1HMW82(a5&C=EOFDV-
z{nIjc2*RgwB0>@pZG&3N=mZ0JTQVoF^z`)f$mP|Qr|a&-+va<qe*UgsZ;P7#yoMvT
zu{fydmTUQ?2C7yFjCohpY@u7Q;D9Lgsd@st0DYt3kb`cEDXRpC<7c#t5@=5wYt?7D
z5GzHvv=6LBF^VQ5KfNLP;lOFUC#iekiYrb{U-JUj55X|@iD_g1z5`!i;4f)CV-OIq
z;Cr{xalUgfvqzVj08!(wUz!PP+|rs!Y~u|-Y&3u>Zbod7>HTFBgKLFuB9i$kXyW>%
z{7BK&WA1hP{++PM6o8wbeL4e$OA&_(<6Mx0*45lL@z1G#gRNy!gtM%UAcn{nt#0UT
z3*HrPP+oXRDwu!TqXfw?(6|{%h&#ge4Xmaxu(08YcGsJEF<yiX5^Z)44vvf675QTY
zgq^YCTnVNKX1wj4aTWvz+iTld>PoRsPpW+r?7t~#hZ(!~nD)i`{3d)(_@x0$Mw^=$
zdI<=$qB519#b2JG(bg8!xfFX+m>+Zp{lfla{{OLyBj2b#g(huO1uo<aiFJ2JvZ@aZ
zU)_F#oQz~*lAwsYx3|XwXbFc~Kve@)d8oQx2FSr*_#eoy3Rk>~GqFMwpUroVTk?7>
zm$=w#;8M>5lt!U;$vMYgR_WHIS9=4$#HQ3J%dMX*1b(nl_Ol7=g$jMgdzIFwb1j7Y
z<u0dA(=5m$9zi>Z)khu`lmT&B{Mg4GfODI<ASNH8V^419cj&+16Z+?IaX@!nTH@7W
z+L71bS!yhMcPvL9Wv?kalcbH0r{V{Mm1}FKkGSCZDM}$7&e<J*RR)tYS6494?&rp!
zbZo=`?EVt~yG{}2Iv|cEh-IcDpZG5IZ=W*X&!4aATvqcU3@cDXA^gl5=<W2Vy|9~5
z*bH0ZqZcm?VVDv-&QawV=qCQn4_F%qP*>H6kRfWjV1Nl~7-Sd*@G?B9yeNt730<w)
zeM1LMtwy3&+*CV&LR*h6Uu;)fRph^)C?IJquf+%WZQm5{!!0(aR$+qskm}OPd#JWk
z|Bb|!@0&GGD^Ys75q!e!%1q?Jvbb3vE2MF{z_1?_4D21SEu=8t9J)#tbsGT0nVI&g
z-L>ulZ2UjEtfC{Ho!$LGfed2kX{eO_eR;(?_R%K~Poc4#Hviqvbm8f&IVhKc+?Aq(
zl+-%X#<H@|3#V)flY4O2II~`gZ75R#3{k;{T@1s9_DTmwS#nn=feaTJogaB1fzfgL
z_<-gcm=iQGZ}g-(ksHDPJP=m!|FHFyVO0ffyEIB8Et_yF(y2&?0#Zr|Y>*U??(R_O
zmX?$b>FyHgl<w~C=FG<T{l0Tu=ls!sti5K<%oBG!5IV-D{9{q)Q`fVaeJh9W<_62e
z^IQ46-WVOmewfdJ{-XKm+%EkiLNmEu%sj2_Z|pn9#N>o-VO&=)g?Dl(H<J<JBF3ST
z5h72(AP*9|#{YQ30XbTMeyPL|DB@pN8u!Qb1KCo=?>0<0&d8u8@!Fkuzu%Brpc8CS
zf%!P>@FXQ`o0e{YsGTDq{E*DU=yV2@inb%nkj0&qa8TYDg@#&a5db*V4{%FX+|9TQ
z(BYH{$o5Lg=19Eix#9aV&CB<I>}1@23vLCYc&g=Kk>JPW+@2u$jCVCbZe2yR-(;KI
z;fANHo`EV%6d*H3W2-TH|4rE{#+)P@BjY+kj{-+s;`LmigYHd^$)s-7Oyd4jmGZf^
zwr>5i4HEA<&24!=ka0a{cqK+J6biOL%I-4+@+_lxHOwEn-nj(OFN{|6{(c?yBO5sU
z{2E4DvzVri-H`%N0dNdE5E3YMGMEP+tI5nYc@)z_OfaLhQd)k!H();;yOF3%%oms~
zHYYNT9YV$B#2DD>C*Udkp$rrB3>eAj+~9G(Ap>jJX8u#_2qVl!&3KmHwzaH|7GeA+
zJ9raOy{$<B+?P)3MpT#B+#LOp0;w3FgzXT%d|BWV&B<s2zi6<d0=(;(<kgLzzr8M@
znlt6Y?Iq-$oRVzb6G}D=M6iI>-@OA|m7d3gSOqeNg&UDU>UHHz-`nQFn-)Q15ZKAf
zdN(d~EwPo-6<>qSztu5#*9w2$N67lfuY03(O|p<+r|~5)MMTibAoHWEdja~KW_%pC
zuRzOp-cc<U;5Y+&@iW}k7n!Fjy$ri5m+I*JWBEASBh|v#KV_6;>;B4K2$iiI+cELD
zj%dS|*i?PePWy&@a&@F@r>H6=-d4>tja63uHK>>JmX_h|4Ir5{Q=%*~WU}O&9TrHl
zhA*|}$KmWCKpvPp?FlvrPlPqGS0a${TsXRQKCA<<7hnaIxBI@t{WBQ@jN<%ipg+BW
z&0qwHTNg%Cfc5)bxd;%dHfCyagrhItq?FRS=kSY7zG3}_?qbsfw)jg1ROF|(NZX0a
z_J6Ro2MwuN19kO2fl8jEi0krObLZ<@IeZUB%%f9{#n|}j4+oX(^HTyU)}pG38yky$
z699~znrbuC#m}<=swf7tPlO!SnER891Pb!3;I-=gKO!b*W|UDmQ@NPasjaCxf=8~i
za84rKG|EjrZ1)`bu<Sac$A163A4>de1#a0DH#ZeW61^QORq;>4kx$1oNZ8JO>#M>N
z<kO|DYhrkH<&Lx?j`Kd!z+7Ku7gxCLD=@gvxHUg>0}MCD$Z+VI_}}b_her5I0oTl?
zklz8vV5^-O@*o-tNE#(yqmSPqqj!A)%`iO_*3)cE3z$>Xr;jp%4HM2GOXm7;K<aw>
zYi#lEO8}uVx<aESk7hQtH%fQp(*kNGug(nrQUkI@x>^4u;aAX20K8>TS3e@3Md658
znF=unEi-Cfb`6)xn7p(|t$277Z*c8HioSS8{e}j$J-Kh!oBKx#?)Etriwl@t72d>H
zJ(0X<dYxH*vyFXx<;-QD{K10`1#f=m3#x2I8@bzK38KZ`W^v?J`Q9m|nnbmf7RJDk
zr?kmDCjNfeNPWK|7za&`uc_oRLKI&rIF!?2vVw|u#`h}$o2j52y{I`!t|twFm*VbW
zDaz`BQE~@b(3Tv*2xE73&7qR_xofNH2Zzp8|CB}Fyfk*J-6zko7&ow;IWd}iVro-F
zG&0u1t5L=ca7<FolB=VARO5C3y|Q-dz|ap^r2WY&;VFZ%iwe%irTbu`$#?SSA%(Jr
zIcPqZsPyzs^GtXdk`Sj0wy}gdgkt|*vFMX+!fi_*wPXQZvq=9maCXIJuqU>|4l;5h
zrBzm4wbT;dQq{iqKmp9&;P&3^Dn^6Eavyp}1^zmZX#!fhR)hs#6#{Z2`Zh)SY7PpG
zhV+v5Dha4UoKu=Io0|3_?T3uC+e%YoQPKN@0LG&y8v62KB*ul|J1v*T-oI1~6m{xA
z$@E3MVdld#aRU`k66N}Vhq_a~KW^-s0X88D0>O~k!Q2{<{f0*;8f=<_beD#w5|taw
zWOnc%&;F=Y6Biy4s*)Hf^h*K+DMcxK5wDOBk*9H-O$Bif!509X3&;2OoGOFkI|Nph
zMXP$ywI&I3gVj%mbK?JyYkJtupYlTgC{|lhpr#9q#r)qefUx_YFpyI#CMp^Yy}~KF
zq{*Ndh8W(ZR*)q+ir4HvcdX%tmIb)7!y5)tua~z9rlgJb&PloJeMAg0;m4`uRk`aR
zAHVR_t?LpQ@c=tg@l4&`SZxuDLj7kvVL+I_<}Dx+gp8Ad>v8n8^b=*u#__a*ih9r(
zH4RX>HG`j;@(T|@M7gM_kErvWZI*YbG<P3-3&{R3EkDrYNmalzGNQb~-p@~is2yNg
zF1_^a$AYgn5_Bv(?Na2ex-s$X^&ZDsv+yCNqJmdyyT=7C$cM|@`G#}8oUl5CV=$}c
zcFt_28rjk8#j8AwPe{^*%XP!!YKsWCIbcQ(P81IwupWlhG7bTpNS>_v0^unMQs1VA
zfAvOFOStg!Es<Dq&`*1pVy`3{WUeMMb*sO{Gu@?_n;PM+ULWV*?lHj{TqspfBZra>
z*abd9$)<tEQR>Xj*@=*Cb`#MTRlJ>zT^~5CGv?`zMjwF!(t5~CsVmwEMHC@XtA6d1
z{DBnCuHWV?<Q;h5!|cas{HJ*mxwMrQnkdl%4+)oT_<J9KkoEjfq2GDmI=nJ}rn9dd
zkXCG1jtzS|QI2n%xp1@^as-rH$0($ew>;NsM@ClH%53d&ofmf+q-H032giy*NAe#1
z>lq%!^-|l^V6exrUQtKSg5q{|F*j9{8%@5tKh#Q~GDvBEnL$yDJ$@<ZI~)YRN}zx*
zy6@^hBfd;^r_lm<gMH$tpI29xf-`9MTjtusqVv`L$*1{AO|&+@=|2%v=K7;MH6ps^
z>^^ylo|lRj({%^f1nEnMg7fqJQnh~>h2=_Jd?W}phqg;B9qfgfg=BG_g0&a3O~QEj
zIJ@l34KqQ#hn<rEgvGdl-yuIAoLWVg10Kd=X|Mq|6%loS82@1}We#4rk8k$8U@CnB
zh`^c!Vz4$9OnE}x)q%`?`zRPSJTEJ6qm@g!&;yUJVCEuFx%e_vFp02!`L-B0SZaX2
zj&R+KlaC2(?{|Ota6lszZ$O3Txx&;l$WnSNBK)IED85OatZk^MKh=YVtef6s4go;z
zU}_hW^tx43U80Xpq1p{7+Ssd{?DD9j!ddMu=O36|&1WbYy#s%>Xi1lvQ<?Gsp9_!x
zr%4wh6F4b>ejD5UN^f`v((a!lHTA;G*9?&Fg3yL6EIr=?CkZG4`S?rH;IC0FXdnsc
zUF7*378(8Z;StWK%gMh(xoW+r)!-914;f6Q=@a3O2f#US!hfmFuDai|b0=mK4gfrx
zkycQB=f}hUOWFDZ=IJ&^A8I5-mOZ=Kz$%{(6@ceKqL&|d2uWYb_8l=#`=b*FqaLdI
zO+<pj-J0mPcliY-Bz5#0@XGjZA{Tjd+SdPMn_MTWV(|6N3WK!o6YSmhQx(v`Am*PS
zwm3GTRx+#Pq{7CE`6CSU1`APQ?cotx+V^+cla<eid74Q2oJbY#eQl;Gxiy5))W>lk
zNyx&9A2Y0(Q)*=p{c82r{9B|q{<9S~RCfx5_d=uWr`@&P4mQj>xJ_A&h5zv3&z*+5
zx}J0kYrYb1K%v+?U-;>BJ9(P5)lbc()y7_ni@$zlY4`GZkHEKO+m+2p5p3k5+ZC2|
zIT$_YfxAv8X1Jz3zOPMIN$<}DmMhEYnB4rjt8moWyqPNvp2v%q7daaDyzrgv8nB!k
zKPvhWdfzhcJhkx>X|zFl2e&!d_OIf0*Q4AY(>+|;Xqerc5>}g^SCD#645{iFWcYJI
zzCn6@BiJ+HBJa{O0m!lR7h6@)`zMwa7gk$9O9F1@91348dyS^%z?^$DQQ7DwzG+1u
z!(|%)M6GHx#O%X{r0dw?<kL>CLB?tcJyW|=6)uu7CNDNVJ`}`hc(`xs8)O4zp@g;g
zb0gZ_)bBfP;qAz|)}KJk4Ft4Te6hihn%_d`h1yM(E_nG7T&3=ww91Y5fv831+UrT@
zlpA?!MRMIxRuP_~S*I1ikZo*%{$3J@GtcKfyYv;Kp1rqACnsHb<qT3SWNT~Gx7VnS
z$`Mn!t~_(=`P?|Q;ovsbw}Q%)(BqEy`j#g6T`22Qx{q5Wi6GD0>r(=*8KDJpsHk$%
zcUBuXtN7#%?Kh>PMedol-U&plV8cueZ%E7!?@(oNn*{LW&SD|TI=5T%#RKs>N6Uo_
zYUOm0{czCj3G;Aorp%ti#$ho%#$ML9o)7i|-yo2{>bug3bu-+f!dG{9R@zUxd`Bz5
zmn9>0j;pqqMS)&oWoh@D)}M;s;=t5oL{eigba(LOZ**4M!aOrpUWhNa9C;K#YkF~L
z)>_a)w)mn}w;;=C>OSb|p*+d=5^qqL^rr=)n9ix&4mxl$B9i?+$OGUx*m$-8Sa*1C
z1im*gv-Sh==iJx^>+SV5)uIJG$c)DdzF@ODG`B8nGNUV|k~j~GMQnEECRfHJi&{J5
zhzI+1JYLS++HqnZ8w!WXW%tf#u%;}(0Y#Z;I&E(|f?1OMBw$Cm%~?AJ!?)XoKle;6
z>LmbqO{N$_Y3G+m)LwDEgIVY=9%!9PJ1LK}S!FOU0OOlht%%9gk2E}%?{HT^Cr7n4
zzPU~Q)-D+c87pJNrFhgp71F}vvbp1w^~e^3Rq5#atvi6t!^4l05Wm?gPpZu#_gO6L
zlOy&!b}Z8_+7>=x&Xpd~=G6ZsVD`f6S2-=g;Mvv;w=29T!PatMa;p${?ogQ58z-3o
z8=E7rI5SHz3*0%D4pCphdxWoAGZ3=ks+sluC=l&MBWRR_%k$jpP6RoZ?SEpZT%v?M
z>h@=21AG<u!&vdJ<3|gBR=CaUFjOQ|?6xSyRbM#TY)IyGD159?5OA|R(*EU^L-1oP
z+jQtwwZ>{kWUx9Zx#DJF(=fhYOIlR#;72Ixc9$cs#U4r-DNIMq8QkOGf^SO0*gv21
zjHsRNYq$sb<`!&80rg%{u(!RFcJ%WTnd$hDMZXw@ENA!ikBz|6q4V-DuyjyeIrqoa
z4Rx&*XTV8cSlIRi>nRmAQm@{9?h(BE$-=@H$nRRFM&ymN00E<%2E?0ACE$1zEvAHE
z8qZQlM<2MFhA4Xn_5FR(76-s31r%5i$YSH(mOs!Qz?I^=U@BT96aJi7j9>#gK~bSF
zgn?f{uVt(j8#Yljcj&%4TylQXUpx0s#{%#J#xH-+_nNcUY6_z|mAn(2G2YzL+-1rj
zq`twgRuy_YtTH9|&#I{D$#ZDQ%L|^SA^)agq3+YVABmoV$ul-8ifR2yTCR51MItu{
ztZpZfAWn5LxUvmgaAvsKQxqM22ubq-L4RfJ?8OC2Et5_qlFb!T<r2?f2A*;+W~-XF
z;Z$j5g2+evB&8q?g^xJT`}n?Xn8=z41x-vK0`kYx6@q-#w$@>dGASSvTMB;;s!9@a
zT}$3@wHJPVOmEH6iuSFjoinVNs)Fkn*W7EJejh{=c(QjR(2hN-91OI<m5+imh2CXf
z)e7GTO1Z2V2p=;5-y-9KU%p-ao!F$Mih_eI8=~sVjmG<a*4vl#^OZ@$i;^Mk^uS(5
za5@2!K1EMfeQuPsLaQ}P7V)h?Ywvr5$+=7Qd?D@BVy_^!%EPgyOkCq21PhXliU(4S
zCF|VQhnQG5x}e%gEip&(z(Lcgq;KC8L<!P*h;@ta$oY8vz@r0u<6E8Qs_@RPf*P;j
z{Fctw)Rr8_6(q9CL6AAdA%bpE2di+Db5}7@Khjv*y9vfTK<H57=Vp*8ljg;zI;UW}
zmQ7je?m8NJv=WuZ9?y-8JHNLRkW~vu|EApVA6AwySx<}Zn_d1e3<91Wog3AYOSqiJ
z?LPDx1H}aj5I?N;_8GEdT(jK!LJ4SYmcj_|<4TXoo9e_ptB|{j-+uLMhi9))Y^Z}_
zOitAcOF?s7HH@GunDJcVhhy`9*P4$yBO*w0S!S*IWVauaJ=DwmQDdMChz>)c=!t%T
zc@*`6D3li%MG-I|C>MnaHxl<TxxoUWsCHRyOkE2rEgaoXEU#h@d@mJa?SEUbmU<dH
zo_n^?WC>6BT?G=}PYS6$#c&BW(fTlT>jY!M(O9HX0T7Pu76w~ZW!=`>v^Gb$l}WLV
zhY(<5h$-a0#K~3sIR=My1rGDj`A=&l_(2A&ffoG^0ppOT$GN46jtrJZ>nR_IU?7`8
z{daQA^Zi~)*T;wa>X3tvg_o130lEibhhA}|fGi8wC55_{qRT(*LNB~TOaehiJjjF!
zgD+e?GH7?F0b71bwr}O5%7eO^^D4!Bu-kehhE(UzW`%QQiusE%#lb`on3idQ=aJ;b
zkQl6aa8{;^9Y8js`suf=!u@yjJAr&&y}V|*c;MDL-#kG|8b@$MrEfoV!(<}ET~=Ks
zw$ddXWkC6~$xsaSI{|>b!oXm{OkY<krUzAPd^a>aDr>n2^0xpDUKL{J=2W7DNy1Hq
zM*Z|Hi(-)f0#hc1Tx1aU2p+aC4~rN*>?%&$>#Vgrwv}f;%(ebmuIWjlKH}61F1C&!
zTW8b<RH<cW9=O|gWaFF!vyAO&L*IWkQGNB)(CXN5$Q}kk>u)wO;=4&C6j8c%nL?yh
zT!f*hFZ}6v&3ToVoC6hSZJFBbsz(%gtuYFNds{Oq<Z;;os~~VDw^#f=evN-U|M~e3
z?{jVIvzp0MA>YL!p39nhCMW{S4(cj40>_8p)=%iicaPSub2WX%9k|3r*;s*?5I>H_
z>b33snKhG`ZY%l!$EyUe9MBF+-cRTTHaF45$z*8H`=3~IDh22HE(e@QvM0pp*yd>w
zCE8*T`YWYDxng<nZ{mPZx7Fho_kdR{b#mmi?J|Zh&A}0H8$)+bbV6$k6*M~O&rS~`
zBqaM6<iIbG>Uld~_(a(J$8?1Q3MeH(k7iFus&fC)eZd#UE^jKoOhU4TN+Z95D87p5
zA@E0|Is@FqanXS!Y}VlkE{Y=02yW|1ER90xUG$?xS^6rkI0tr<_#B>6fEedpjpsEG
z-niSo&AgVvpr~BaFw2L9`Mg{Nkh4EHga<7AZwQVE`xk<LxaFdOb{t_f;kf}}SfS?1
z!a4^3Ef*fU;+{~hu#%r)B2n5xGgBSdaC)PsZs^%ksw9htlprPa*$r<4jgEKy&G_p=
z(tR-*;cn7>p;kKK@L$&Qm0<zc1(ffwa<x&nVqvWQ3VbIzH&F|h*z6SJX>l<*Rn(U$
zsYSGZ@A&{!K6NuN$q^v@;EnzvKal9x@f>nVq4Em!iI%oegH+Lm_sqhm9G=i?#3QR;
zCz=y>fTlM%0gOAmme+eF0&C+)|BP`u`Tc0ZQd>5QE)KgM^d9aJ$s+R!#pGd!kDB0)
z`Q}CF+iBqd4#9_<(GCuqql3|s2uJs3`RPt&q%sg6KJ7>+4gxJ@#7S_MzWUVwH0Ln@
ze1ofo-+_`a{HOm>!i*M@iP){&2~TJ|E88bdyva^&A!P@0HvtdX)jQy#!C}yT8@BZ9
z-kSqg<fMZE1g}*ZS3EX%&UsBSo(eZKph^i#Ht9-=BPynGQ^=Z}JT0tcnZKl1qE!|o
z@*uyD?c-?+PZ$z$EdmOuEO0Dfv}tGlUH!AOI6$A~RhgGi`domPs*suIiCOtGkO!lQ
zaoypL=a$<1QCt2rhk(M#wO*7QFgEd)>bKebDrv<QtM}{vX!#ERF|_Hy>ctHK3iRad
zBnX(4$R*}+B?kH{6XtgFYa2{6#8dP7W*nN$4B;+^X96Vb%f4>FB<`ocY?(8SQPetK
zV*ah3)9bTPG|tfqT+MfFdoJ%Pp>cj4xq$YaTYS|ZA967o{WVpoHOSiQ!&jmWa4Gbt
zo7Y$+8$1OE|LB<@A%8Vl_TXzCdn*#QEH2BV60lod@oPZXSAK$fbMdJas2YD=vqb`?
z#JdEC2UPj~Z_T}=;vX&m55}V937iKfM{JH%9YvI8kG}y)rSX)OX;5>ViO*f5n5f=|
z-!ieEWs$_!7~7Gcp0ux!1Ua#8my~kfh|+-ZzkmMi;@Jd&;46M|_!(z)(9)i66#mV&
zqB2A_U+L?4{xowtZo(0OguvfqVE6Zx-VNE;+qy({$@QxfbD;T27g*g}`O=tV8VDL^
zo~1RpJgTqw`1syY4U;0yvM8vbG-;{YBJo^Ud*MK#xhd1{=99yPhcQ-EB-FH99yk4+
zqic0xr$HvGKHRgDrz)1myDz`v%Herw(!ybs8uDBAjyj$i1QB=Cn!2Bm?kdEd9oz&}
zOtrOj0EAw>8m@3?dnT!M`5Z~-@0h4AAVw$@(+2xKzSO<xP8^ia(#BOq|7TyAQ^BnK
z6c|?Z!70Ec7*OVc<gZ>wYLU8j&Ir0N1arZ+TRyw5E&*Y9VV7ww2JQj#0ys}-YyIJ+
zTs&a@LzXM94D{(79y-bPp+=z3i0E=6>2eSLXy1hv*$I$erfHaInOy;P%gIM3+E?@%
zT{M?dfWoS)^LZUT)MshTDqpVcgQk+iXqL%MF6mT3X2s3lJ{3q!q%pkhrCN6UO#Ak!
z@U;7iN}5+whX;beQf8`uUDy4#C2nIxFnpD3+HWK{X;>@IL<E$nJV2}QhY4BzrCL3P
z7x4Mqnhgsi8Q-s1GrD<fGzBlCfwzb=eNoxD9E9>hA2;<;<n{NHYk^{GYw@5xJcb+7
z5_5|)6VH$CQZ+s>5~`To5dzR=n+ZT(Jw+@KV`vBIx=&w}LkH;u{e6eEgx^gF**MzT
zq|Q-2xgTrhX<$1Laz;<ic+zqqM!kvD1+o!X=qkg=pxJxT6Di<AA~AJq{a00QHCo8g
zj*k(Sm5JYnD>^ZfVb%on>yYy_*T4CA^@!**{vPcD$$QJ|XDP^dF+XTBl&GPp91?=)
zJsZgB39yiI4@AdfwWitTbrE_Z%>WpS^V=eLzd8J~r8V*&Ce)8IRd*H6R_fEN#L+y}
zk86F2eE|iT{}$UzQq3!6wW~Pxq-ok+c#?BGH>bX}tSz))uCsZsHY$Jbv(>o*!=+n2
zxryv^<IsyLzJ;}7W_Ddml<9=vJH(K8c}~GyvD5Vh6*v7qxlR2W%<n%{(6^<ggxMyF
z#2JXdEGlIZOBN=F7o0`=q41VOLwf;qqoJ6XAvouc|3CRD%dUZ3nIbs<-M#tjpP2DR
zWqG0<)eBTSW?sQcl?t~*Xn9A6Dm<pi0?CagGTa+Fq%TjRZAfpAJp3A?G6Yx-V*-$*
zfp@@0eZL+L!0|}l=fZ%-=cD^0dS34;fU%PTSJ5MMggE-HVqmDGp~<Bxr|36KU-xV%
z!?EVyy0zg~i`2erOY}Ojav4_ur(PkRN37cia1P?);?BV+nS<pBStt_|RzX1lAg~Dk
z&3u2b;7bJ+5U3Aol}4ipAPhRkG`vc%-nLJuV|Z#``yS`^Xl5&=q_!?W@I__Hu+nca
zYTISjtAmkfQp3$x{`r65<?k2C9XyrJ-msbHm~bWoy#5udXW-!xAhBQ#jkF#FEm(G)
zSDhnkHp6P8I}o6RLNZI@xUk%SJ1eBCAA@CumT+PP0U6z1BfI0ic2C?3bQ~NU$Kyfq
z!D<@=^*Tp<xE<ifN^>wB+C0|0VqFu;3Y(K1dFVaD$od;S3{}J{&0})f&#9JoVI}FL
z445<(%-<-<$JQ;se9q$6GCqepf3>p~9+~;;SdApkuK^e}rO1>Y{5M9seT-21o?XyL
z3vVj%;l-yG0tHh5$tCz*yjjtRcR?tJBYa#Cb&%^Ly!UB^tP^YMxC8DIAg4}qrL}f;
zK9m)@d71ex?u!pLxp64%^XI7^cemX3+p)IE4^qCz8J#iBe?V3_eHIq;F#FI;i4}p1
zwbQB2G~4+yyMmM5VU9*!rt_OhH<!g6O`^-+;wyCyeGC8Ql+|VhI;Vq$RIhxm-Y@%u
zDSs5gqSnoUEwE1a2Ha9-miV%H)37X01NBM6E`$jRUD#LG?q&2mhN)~@9-zFvMIPQX
zC0=@}e3?8%UpE}<9RupT4j-$w><}<ya|sODWO+nLgoKQIaC0^%T^Ylw6*4`ozSQ?9
zO6IG(^{hOu$IAFFtLNtkPuHnV?`#I9Z>1ug7CUuc-T?fwTtaTR6||IaOacI8$WAA9
z_8AoCtUjFHm3gij%piV$h)D=zfDqtM)Cp+8S;#=2s|Dn*r4IuzK*C*>7?ow_i|!I%
zCIs>v(ahgXhV=gYX>Vj?a1<15AFW3?Jv2w;FDJ^*C72d0Cp_213(GMjs?-MnXiGKu
z=WbudfKAYuctL5RN@4%1tR}ik9L{VD;KWgf$7~jBZvPH@f7focS-|e7L-O+9TCpK`
zky;xpSQfy?>I1)M-UC8oB#U}g%8dEm)|N>J&(DBIYMaU92*aDXklGU20+r-PCL>FX
zxdSnrYiSZsF8{_x!-KO*W5*@`<jV&)@gO(@?qJ)5i4o9&<A+OTV=U(%>6B-`UHN!e
z?brA{W<nikP}lCec_nsOLD55Cb_289-rp=-b#-+t9@=zVbHS$d4B=AtuHs>p`7_O?
zC}d^6KY_Syl2gmwZ?-)F=XzEf7+^e8ChjL4CcV`>+-sdiBFbdq4N160f(zI?91m?)
zA_c@(8QQN~S5gdD<Vq9#fqht<7QEMB3JGM5YN@f?+6SjgI!{dKay?A}+tks~vAA7V
zR~P^B<ACL5J(aYn%BTpl(t!iFs_M&D-8-i0#JDdl7opVoV=*21Q@Er0a5F#W*@74T
zr1%SIXSZSA^;%sEGrl4RLnWm{I{-J`@607|{3(sC!eJ6iV)EOGUG|j#tCQ;fEE`#0
zj01x&(vPJ+&pEl+r3cH;;%DmoTBK<UXNM|G99xY0C40l)H){2euC?)7Y4#9+|0Y`M
z2nh+Bnwy)c3ww#ua4lDR$iURvx4hvAJT{rH#^_WZ@bT%D{|GA6)cQFvt174%hPj8$
z+Oo6WZ!N>d_&qL<WAn(5clfZmNMEYCR0xM=(UHG$m>}G)v|CanV}u|OMa)Kocj2_@
zg3gw64l{UccX`oXxuJq$wf`kAycC$K(kVkZI5-#@y@=<sSOiY5ZSWc5n_j^I0Ss0&
zImyXXzv3otuC9|1zO;IJyhWTilzJHImfZSu4Q*ggx~Z9W76TaRrOG%~CmGn==!-D9
zZ3~euer<)F%>!j$<d22c;FzM_mA-x3;_b7jjQ+rKxQk=_kC-4m?G5hvNy!zJRzyqp
zZHIH7n%I*%NJHi}6L517NenZ7zD_hTeAV{F^50^CHH+Zv5B%z-9EhRL?o0(N@Ep$<
ze621HKfg=h#@BK^@NRzY6$Grt*o>qH6SUxU7cP3qo=V%xvV5h67VRBl*r1D6hy8zi
ziY@V?>O}KPhu`(6kek8rgpIkKyru*}v9GDn<ck3(&p1>usz|MuUoONz_Ui{I$uiE)
zyqBjtf$QsrSY#Y1jklM1iiY2Qd1?u04=JZOo2;m8D{Gr;%~!0DP(PmKMUlbzeAUQ6
zDO9KA*L*2j@$)_+=Z93(?`uOUM76k#k^$L{;i3*g_?{;VV!}lRQiZ??r&KtHI{Uli
z)f@O1!l}|ZX5r!CA?3ED#-Zf*o2_@zU1;$}(<qUCKEHq-q=gOOEl909#(6$%SavDW
zZ=?&CY8}Jw&Ckw#1JO^ia|@Vc6!BS4f5G%nht#@dp)>-%U!_E&WfQ1+c95q-K7`mM
zqk%5%xZ0nMvW}R3A~=8}DyI4;E&)GJJs86C2n^sA0X~q$t{2waeBG!n9bMejol~>C
zo6EuPr6XY>e@ws7xL61~=2Q*`w%5zaLURxh1k5ExUn_E@gg0M_Ry21uQ-ZEM28sBE
ztTfz-SQVe%jg%Hzq5?ZbKB7eA_#Ub2CWKzo@Px>zjBspM?<vhw*pzwCeQ_wt)R4Ya
zyVuYP#<G@4nk0MNUg+Ef`njf!CJc}2`w>yr3r5<66eMC05+lITRea&bIN>eHBGCdF
zoY*^2a@Qi>$I_v{pA@DPjqe=kWMqReckKil(i$GDK+5iQd?!0jYDdu>@+ZcL<^_JZ
zDt9HS%1gA4{_j)vI3QW}(trBNNT!YPV)(1u^!!$H;2nH<qQmhzB}7l0u-|)@aql(W
z2_mPBrjHN^XW(gfqVTYN%tjh*K%1^Z;XnS_W*YvN=ARA^kk@q&7Pz;0BS0|~rRb(f
z`0){sShZUc)@Ro%Ia3}t3YY#YiJdc;*iVp<D;93|y{3hBTN(2dT^k8U(N<C<0G|a<
zw3|=<wnu@la86$tX@QOD*W<k+=87eO!rvC%kM8E}v#H2QyCqjhvi}>ciBW>5Vowe5
zt*B+|rG6v%&#wW4$Ag<9pIAO#h=<^WvhfQ#DIdN6bey}D8cw5uIq(>9vZquV^NFb5
zlaL<dXu+Q-Vu}2ogVM~e=or>lNz8g$0Qe~?3fvz3Ujo@}L<IsOephUQCTb5ALi*M+
z(bH6P4B*Koj!bSc1t`~xpaSKw7S+2wb;tfi%+oPKVl&OqEk<tQ;7!B$h%~?Np6eot
z1hB&zK<knHg}y164ykpP0I`X%wHV6q6{H3OLQuJ>r0N5vK27N*(nsM=kGvNvToFuf
zldXG7AG28r$ko#@O$75zRE0;Unc1`fQ~*C5AfKtV)sCPs*;y^lX|93hzK5zl*?ItF
zp!rX=2efkve87{Q9&l6ONZ&K)QL4fk$=nNRp63BC0$%dnVt?8I%dLE5|5=Ixp2l&4
zw+>jEe{h^k1Ir)lXh6MYf52Vrr~6h>3W!DyE(V@Yo^Jf+i>>$0EA;OOB3wpfOhUuC
zD}WqXpzs&t@8_eMq^N~ASh3x=c=3%uHE%0qZ!g>)1HLYzIP4-;>Sn=cZS63c4=_W_
zKi!i4E%5nQa5Y4Bg+GP<B|s%62}Xp*(6xV2LnIhQ(j3udwuJ?~1%C;Am2|iY=<7G!
z?}02;F!>O(WW-+ySj%hH*M3rP;jVmlzeo*pz~9E2^KbArWrtqL9)brps?ICAc4Ir#
zKlv!rZu!PKsc;wv6(laK@Grdzz@pTl2S!g}zX}y#Joc`LMf2>`Tg2^Q>xk2d6bCE&
znMIWmQ~x}+UbYAOy?gqUEcWh!r7Eq1<5zLeVMQd7&HEAcZ+^gNMYRq*Y)gRJUEb(o
z6fJ2QYj`~cQd@-?`<J}RDQ-#P7y)iZia8S%hzZDupSCu(AY4$6f~kY1=?3A&hbt<7
z!>u<Vw04^iMv(0^<i=oL*XQreNr2y~s0kqcDDUx)T)SG-I<eMF8(8~OBEr}BAvA-?
zb>pR);UiKOEP<j@&N$$Q20f)Aj{S=+F-ng#cB-m9k88ak#z@$9oeF>LGq9BMs{d~l
z-+l0m!7Jjc0N@A^vV@#YGAI32PI&VqFb;H=Gy)^PrdAfxwb#^RA72m_RnC6UnITHM
zZ<32DMxG?0J|e5par<v2juCOqG@m@!bW6o^DoO(cSl)orIZ(kRs?iGU+#oNY90`o*
zo=!I_m~oGx)RQ~R7Zx={d_*4NF11$wnhy9IaGf0Vza=%*%m0+r2#Tl>wbU!%q(Mlr
zr94<Mr$*!rCSmYsil%$4RRTN$sbqwac4yn`wGh%yQt9PjLtJ<uaO0b_7qz2_dI*jW
zK7e5rt;%Z=WzCToyy@C;ZkY-xdwb^}5D>NAx3OM%$K=&5^8QPMJ*AX74xrE*|4Wi{
z7nHE9hW*8PEUY_Z!&hC;->L!~U2@io++uj~i!YC_&MuXX`~OzCA?)((UtFj62b=y(
zp59{S#Fm~x+XMWLm)4U3=H$sBYtH9{kVcG*jXvJ<AX!QdDQ)3(l(xZ&5i<ND><R!x
z2e$(Zgy+9dTQ2F_ABA=kZ509x*gt^1NEPo=9AvV|7W}{!)(FA~&5d=NLjt;d3?=KS
z5p+^u>+yFc^X)0&eG3;q3LwEyH|tXbfK8W;bgJ3&;efsAH`7=Aye3ek{-v9oE&zWd
zcBWm4GOumaFJ(j(^}W5DMneIFz|hW*?CHPd88-TgD@BZP=$>JQKR5#_=OHc^^pw3U
z;pBeNadE+D8*~*m#o1ADQ8C3+%RdGp@rF}_{tj#|(pcjDeqC=fkVflqwr}6?tbQPH
z)Ir9>Gq*`|qUEEq%8^>g`17xuD{9LHE+njsnbM{u4`i8LYqcm=i!B01)!zZc(4ozL
z9)gBbLOVfi;oUiqCs2mOFZ}a!27q(G(4PA$>}zU6xtTR#zd8&<SlQm;O;KpP<kh{j
zF9iHvj&!t}<+?P=+b;Iv@1G~0Q49I%%BJfA#oL2?sFnm?+XlQ(256m-r%(n}VAcaD
zpw{8mOxdX5MxLk8D^1HHCnd@gyC+ckt;3Hd*+)yv`J8;=5udK&57J&jXozv@_~Pjc
zyW4)iBd1w2(Q8r4_<3fbKrbRR^{QJk;={=AU$78wd$d1=NYid+&dV}DtOjpXq`JUa
zTUY?}-El3iVQ4Sdj$j<k`fZKlHw@>V0*01xyY4@W8{T$bzul;CBoLs~C-WhgTev}*
z7*&oF*M1uXq``o$3bs$S3jEgv#)n>i%AX)zQ88xPcVV6HLhM5hpOhBZBFag+{xc+z
zp8nzl1%IO|0-<LM{Tbv#2&WSSh`Z;PjY~zM0H<aTjPNK8OvQJQzNjZt^#7MU1^~rj
zI6Dt7G8m8GT$cywRxEV%|JYnjjRfx|6#8&|Els<oW#AD&|96o@<A+n*f9%=7ewHZz
zC$0ByQwkL#x_CS!ZMzPsuKxNNuWJpFmT5rqLRA^`4EM^33JiCk7l3o>{0QMM5uZpg
zuwtj(Vd43;)b$rNx(Wy4_=|X=Eq{bz%>9;lx5tL<IwHfIOhS+Qi=UL(jmaR|Tq0B!
zfJ>_m@%RQ(RN4FYBmOo-XpNefGDt-8^{3)c{B|+pM+e+!U}J)ZR5+nY>f!vrLjH4$
zS#?R*UQvhsD-MaU=n>c8Z=9d&a#;cP)U#Sd-rzogkV4gn9OPyNldVK}Mz3@M6YL^2
zE%;K~ju1zkNrPSdpbA%6oV*SY5<y}G<b}`=7&{LDuB3>g6awrOt_2_+4Z2-P_;CsK
z^%M=Hqwu*sqvK@>uJ1Hlkr<Q?7*qW^0@}=xZ%H5M%|%byp8_%~;tp+V^o&F|Fb{@x
zA17ppFQ%)f!yf?9)9{Up5#;A)sJWHOA#LWUtEZ^uHd|~H71UH*uH0<uQ@49>Fjlwg
z4MD>!JY1|0>6Q|4`E!?9xR3rge@dH5d~!gW?{1^pt^4mK5~`5Wi()v!_^3)JvIF9H
zj<^Iv4n_leF&W8y>*2Gcm!JFn-kHmlY99w?XPS9595Cq=kT5g75mnwCN4l47!p!-q
zk<*BYZd{C7rE0xz&4IPqdi{OajfP)BHVeyWSc&MiuBtrI(R787;0ZnWVnik;Qs`p^
z2m^siPGWpvOC+$>ob&GpxH&^EI&?~ryU}#WM+s7UIK1&`Gbt`O($=o2Drm?iwi_^F
z{3PH6?F7Gon*V^ZHesPFnaG&p2)^zw?DqWLWx{<@sU}6ILS*W`7FPbTeCzj1{?n79
z8(r<CsV;V05A7CS>U3;V4db^gx95A0(C&(0ml`UdpJ=_S4^NWR+DoBOo8ireDGCpY
z^u9pA9q{>oQeucOO$qx<>owfqf{EKw%=oVADKT(QP5b;_3tsFWi)A3aszZfbtMVx4
zpt0?0rASf4Q>=l#Zz|x1%ow847E&tNQK*eyV_%-Po^JvFuF-Ikn~l<a)~nrYNzMFP
z5G20ytDgaWemLp^C5Q9iw*``er0L`Eth`_($xVQh-TE~z*^f!<wIG0VEDxzxVzpu+
zgeN#(@&O|+1Cn}283?R;MbkHou4*H`QutJ240fBq1EVT03*S=?1E468RP*$Furj`(
z)O3v~?EIbH<*nYM-M)}m&Q!APo#oS&$ajFf`=j)=-o{}Guo(zI6GM(iBp91gms2E+
zxiW1fv%NGWe|uX)6^PS5LqK?PX5IW(!&sWc=WPYOT9^%RDmUx<&x(S|Y_&jvZU48k
zliJM%^I`ElpqUnfq_h=Z<0}fLNxc2cKbOw}+&VOkS@|7-QOZS{_*aBJlyI6ZN#t8H
zRNzzs$(wixcWpfJVXm^GCC`(2rrlQTC`v<^%r!hSf#~)a)*7}tGT0zP#GPG;SI<Qa
zA^FZBrS!7_NWbbpJvVy=Kc{**AU2esuxK`Qh&5e~d9~Us>jJlw#xo>JErf6O9Co<=
zL7Tv-z3AyGnoL_a;y147w>p0rqZYOndg7={p2g)fefbGevK5sZ!KNZ7<z$ZMPid(@
zPZDlALN6v^Wh5fDUkYp#u*@lg;Qoe6M-Dc2)=k&6lk;Ck234G&0S&2ln|U$`qnMbS
zBLBS$j2^i8R58%SQ|_36FGJCV$6@id8XU3qnnQjs9t&ThrENp_Z7XtTaRzvO-XI-)
zr-tuO^|sP8G0{0$06(r0_<8_%<yoRFDSj)+j1X{Sir!wJGHeIG4?pxV532F$nf{_f
zHJ0v715EgW5Z`~5D&NsS;S(Zz<OOpX0S@t2<3RoxSIqz>Zc4$;kLAsi0oe>%LjtOs
zXi*eb-Uh7mVH9P4<YfcoTz>7gzlRt@EQQ^nPf8GhAq1Rh4j0l4YXaM>GHg5GL<cwb
z5|G#wn-BFmoMQ<dl|=-#@^(HWs{5x;Kg$F(uiYO_twao22e<*li+EtTCwD|Wd~(Jx
z)(>15K@8Lp{T4cWdUTX0HwVAEf5AmJ(R8k1>OndSOTzjAuBKO5KnFS>KH>Sak|4q?
zcKit;FrRI2P`Pm1pY5V6%hwRYV8aWKtD$5rBz)hP3EAQ&T0baI(wGixjH1cMBGOtj
zPbaw|Wrc|YLoU3p@i1|a>VGQCVG@U*%(o!R56{4W*A7~2SQ6oZ1M}xd^Y#!xTmcTE
z5{-zEMBF_aKJA!zM91@v3kkI#Wd57?H>}jTZ1|$FJiq8KUCX6&Cz%>DSp>aMBPKbT
zg!MuSDA8`6-^rk+9qiktv<4QTRhAwWEhwf&avi(3g^4!w?|!-++8o%$zK%PJ0B_y#
z4ZdOZ8p^$Bx!}B5kSc`w=QgC$eJFoG?HpA$($H}^2!@?dBqQ~TBfAMAC#b(4c7opE
z<%tN9l7@imB5d+bL!vpMo`gNe#ter&oTs`7S%n*;qdN>9aXbrG0_}+3E%N|w(6fB3
z8Q062VHTP0A5j_FhIf9#iuymf;n!j*T$h(&bB6lo1`||eqAcN|H0>Q)XHO5mQ^uh`
z1O8x4<(FNJdN-m)pFsOtg@oRs_r`Te)iy_q=mfbdCM(qMc>CB`dxJpubphZWAW>eu
zm%-Nk=_C@`Hq#Q2cA#Rzfe74l!Cqh%!p-sf-a!uhVSNX$B;j9z2Cip#%zY0^GK?YF
zyJ=poY0M&<I!bF6i|93r(p>(>JTs@rU#0j2ZtZ>GDxUKNoQr{j#+5(^@6D)4pcPs2
zK(wPOsWPgLOz`pu?RFAj&CnyhBGtk*z%qQ~2RE~4`YnEW1AnCGsz11wO`ZrkmM5WX
z-#(&aqPsZ?VMeHt1;XeOM;(*RHIaDj#c2@*HAOEt3I5#<h5lv%{zSoz5F+`k;v`Fy
z=U|}M;~i~!F#e|aR1YbdDzLqnk+)jju8Mmy4VH#rbW)>|zq{Oo$pL>}G?-ooHL>0f
zEkPCIoZ1Y%MYN4G&ep^y3#K#V$Th>hcAF0vzWvnhWNRTu1T5;TiT#3ditxrS$cmN-
zR$|4Kw0o?ni~J}0#q2c^E0P+#h}sv6m$tE&^DqMIDJKe)iLlJ^g9L-~fLy=xncICD
zdI(?FAL^58x6>AYWSN9`NGkxvd<E2=@PGsSZt#k+<Rgt{q!SkwT7<w%@t+Ea<a3BP
z*V&LfLZqM@lKniBiii|o@D51cz~>hpa#of}uBrgdh;+J+7wr}1n=o7(TfhjzSLJY*
zdRFqhdSk^!bJ1$Po6RXucjVGjEB3PXGS8Y$doN{g_7T~)2cCV8XR%t{CuvdNih0`p
zsrh^EXo(`8AfYv6fgrxtdNqwRzM_vnDJTra|83A|U)h2~xl+8i=l38$8RJ#=fslj1
z`;TP6GY|<_<`G?yda#nv<1rliyuvuvpOu5}WuT*^3+J>t{WX4MV~z~N?bNCP=n;e6
z9>x!!&h`X##?u%6SSg=-@2w_*cWK=)vD%gkCzkLT+AYK)HK3y#X|$1^L{VX-S@o;|
zoISI@ZGz4#D%u~MuIhY~RfDgB%S?aqCQ%b9@B&Yq@pjO+O_6ovG|F@J<#o3#S_{E|
z{|pm&YR&m@ht7kInUU6ky6}9n=KB}O{M*RujP5?l{hWu2*vQwLIbSmu?cJJsv$k)j
zhtgu4M_Yj>P&)Ko3wgJU&Qc_cLYpC!!9eb~@F!qP)9_2s(mfuMVJTbw*vaI>_kxQG
zm>Yd+D@NJoiFuY!*BI~TW?ukPVn{u<bVQg=bjpPrUh4HaR*37p{}GC8@A{lXk%8HT
zc7BDxv;Juq1o>HFRHKRc+#@m5fQw@~V96IxvQij}Ew)E+AtmOih!MGI+IxnfNBMyR
z!$91nhjI|>rg7#gC@#MbS+kjmJ##0W`7)*L-zD;kkeQv%nZ&BO=lAQuYb2u6woD1N
z6*0M&FDlQGyz!f((#;N$f1tI@1@b)s_nx0AD!A@Pf5S0&sV<-*2e(_&=1v>uB=}rl
zj$-5y@9V#%!U{pIztRy*FYPY2hIUiiHR|k?V~i_SeLERtDb5-FkMjUG40z!B08Xa#
z&Pmp9<6=iJ+c8n(y&|#E*vih)XRAf36fi}yk^QZLiV9sm;T>!lTOgcTgOFYZxG<q{
z;<lvdHxKRIf3XsQpf`A`@eRp{^u-x!BOgi$2G&ZyQ!Q=dpu7riv?W>wBJNHv1$x8B
zX(;b){_fs6^Ed!T$6*W$x&e<tPUd`szI4NbRNmrE)~GpPYYw_Y<mY>D0*2i!J`+xk
z7C=$O{IUtHhX7M8(v0g1HJGo1o6@bAhGo-|&qQyK{lM>!I%@;z&zQWYpd}!swxZ^H
z*^=ZW0*{WSkKxPp76reZ2^F4#s>xlWs}{Ry{vsrLJ$Ohg`zVj^MwGgg#q+l7pydrU
zv;4&O!YhHLKQ~&1)Ff5-%pOFafV+?!Qbvv1(F{XO;hx?H(fOsoh4+JNc^VSkoiYCt
z#pvEV1FgZzCC~Vn6->>_;W;t2>Apx-hRE&=0W|EO+0MS!%MMW^nscwfoT22DS{|P9
zpK7s<gjhR+O;n(_jkW~@+TcDQ2G##BPHx_Lla#BMM&&ZQ)jLJqy})<~7jN>RA$y;t
z8u`vP!XEWSp3GV5+2<LQ@BKtG-&q?1ap%subs0heaaR|&rZZC=oD}O#q#G`4&nHr;
zM2&Uq*3pq$4>o}!QtcOIV(s3eq;17OUC~ilQOv&<gxHS8$SE;ie6W>-L7%Yrg1eX=
z7+kqQ_}|bM_*js1I+d5w|AFXdVhwnOl&S;zlX|^irhT{Kw9(7g#$cdST!oO1w}Axt
z#n!G=JJi4^Tq$!67{MJ%4PA9gd~e*9A)nu-v1lGMZ-*7W%vTR|dS@1^!dwBEf{_M_
z=kV;gV9ockhgo8@WaehqGi!I}`WMD6LhU0K?Wm>+g3B&)Ff%f`?7jPmKgx6ule?OS
zA&~<Ji;j(BzZQSSB*TgEqN9NzWN?HM6^uZaSv7Kz>?r@%RxAhZL17y=evqt(;wy!<
zA08;?*z84LGn_1|=l+2zn^W8;E$LBpY=5LQzcUQ>lR~^iV$9*5Rv$l~{%`0E?=^Rb
z$%b78zHtOL$z7a*vx282MQ(2=w3M&S^E|uh$%eY*@bT&+zpHNRGSu?HRX6n1ll;HM
zoeSajJ$@7#*pYe-+Z4;fndcZ=E-=c!Cf1&c<V;Eyy|OVdWMb)MwfDSFJvzm@><(jn
zvSBfs=DoPc({3kcd-#mHV~zAMd*%OLu@uS5{AY|&9b>J4@f+MkaD*dmCSQFSpTEXd
z?m#LY(qmD3#oSxrAYkU;a8k`RPv3CmSBTd%xN_TX#!fkY;WPofSp(%4zsQo!^mMd6
z4(B>vSAx`A=Z&}f1(E?{Ms3SdZIG-)k#NB;pKQ3t9kl!D3OjaWqp<_Cv(_lH6L|w6
z-H7UEhA-G>*bILBnXu);Bej6pm0bte0`1A@wbV#=bh{#o*xh62y$TNv=)9#KWtgib
zOA3wh(D&IBLp)D;Gn4r}WLWwsE?-}o3$jPquTC9Jz4V>kv+fhs!JS>4zRi@Z=krcu
zW?adKjTM0WZW>uOSwH;SJ4vD7OFwYPfxFFL8}i%#nHJW3eK2)81vsDZvWGVHah*n@
z)Eo&svcNa2bIh+_Os<EWwC8|GU<s^7&Mz-hWs?QZ*V97rAQ1IwfJE@%Q(cRE?AEFQ
z72fc;OXYGPwejn|8!grsWK~QJr^Eug%knQnbM#Fb3OjT^_W0TrE0m?DWV0MpVOw;f
zmUU2Po|yR6uSHma*|WKCfV`}|c(;?SD*0m*A-Z1m)QmtL;wjoY%t81pn+n^;Ze#oJ
zu*MkS42Iv$(m6w~F3Q9GCA#}qPptq$ioHsV4WtXv7&-90gTH}^oW@&HS~{2}j=MeA
zNaf|_1;-ItG-|$8+pOt;X>>yeljSB`X8Zmfe!oYLJuSgW<j;g^KdD%d_EI>Bc0CZd
zIt8!7iY&p;;;~WUfa1E9UAdH3x$L4C4(1WH6{8BD8TIfOQ&X~lqPLFB=cWu-#=F|_
z^0d(MR-eoB+C>3ExO+}$|ISLAqjPN0(!BM|Qg$3S=F7Whyw225iv%`Lop9Vo-ULmN
z+05;l8|o0%s`NH2FcVU$A=K(rjF3$73GClk?>hg8<g#5kK>0n#;2vcPx*k}HYuMPh
zhyTe&I3A$AwR@K=sDa^LVKGMuW@&!O%2JoK8~vr~xKlp1|C>NoyFG-$C+;DXLxb|e
z+~grlCD{d;+QFieWbW^yy*uYz*9)G-Jg8{X!a9|3Ob(F?MGb4Q-ECW6vti?%YFR1k
zciV~w^yfBul!}sT+CuhZA0VWX_WHasx2H@$vVMuU)FQ3mSRD<?FW;OK;3#f{X3E~6
zz_<jIsVbLucHf3!8@Ps@J*!wNYr`{*ndM8eSCwG3ZFN@?VG?(+?GJ2nvHW7L0yoD}
zrjTuFY+tfsXgFVVGMB+w|6BD#QNBSWk-^edTmB_{YjQBvw!AsmNVc}IS=iePovO50
zS|3a^oUL;Te{D2bMlX}Z@89Z+oA$XodWEuR-_ofZxT8iY;W%4cmmJUZ_xBHLJfTP+
z5g=fc6r&ud{hG<es_a@mKI1LTkBlI0(9|rpR(mOJ(=(`qQz6klJh#WQ`tjI(r}(Na
zb2at>M6Gz5h_&hBcd`PcE<LjN$JJ4MsP9sfMbLy;Ja)jJzTL0;(;eu7uex}U>@rO~
z^J-n$|JGI1ZlMVUm(9$0ic$_7*x)QSwGE>SR)D_3HFqYeecLnLi(*H3ewC456<<#=
zkfW&ts{e1k<Vq3BHXqs!_8R^>0P;U`AWOWR9&%|j1sfzAyPWMteMz<39ImFNW5A-|
zRm2D?(5$a{11|Owq=G2VP39F=jSC*@TY(*W*OTaLldNSV+0Qh}3<3Gona>oEBMBp!
zt$QvCuB3T0$s<Qx8@FN!r$?%_md%-^oAb~mYjLh3Ff-zDomF>k06$7#?sEV#G6AF5
z)biVC25sgqS?KOAIA&Uxf6Jz3+LX__^ozi20?x5gZb~*a<(U2-Wk3hVCZer;Jv-Dj
z0K}EebG7HpXYlAF>I0u%>Q6wMzQ_ErjLtsgWxJSVq+j;=TsDia@Y4(FF{-cW>QTg!
z>1cRb(5&3f2?1_8wdu|AD}LIwYnCcPVy*2JcL?TDc)1hW^rTGK)zega`_nG7jaoPM
zN_n65%?6gPeU-$iODt+~)x&bep;M<FwkTm6kG#l{j<^>HEUH{pGc&@!mCrN8yX=3i
z?xq;Z(ZE2Sbe>B!pRq;>2W;@8K-a)H6{%jX-uXlaUCQSAaHV^NR3BPm^pm2Sgw*T=
zW#F9MiN^SK!L>$BqD``H_2%9LZzbp4o^yg@(CWp|nJEu~@hHZ~U4<!i)?%UZET@|}
z?JDA8H&V8?@0$+9(KmL~<#IPP=6SXul5;z@=F(5i3*D10D{PamKTeKCCDHDR433RC
zF)I}pY8}U}md{w5H%W438Pao)6SXXK6>tQ1Q-}+t^P)pX=<(?LUJvaM(q6dy&?VZK
zd)BGwL1UQ2+=pzsr#=t-cb17F-BxN#zt)#=C@Mx-5Nu+)6g%AakUHM6vE@c5C9$|U
zI5@D{r||PHx8N8V8GY{Zu&f*(SNZ1SV{9X=LLMIC*@L^*R<>;{h@^GZACN!qDwJAc
zV;o^1w{HHMpIyhr>NU%@Xo{jM4E?>>lnjbupesx$lUjVO0`iS{GFq!$Cc}oQaa}jS
zCF$5EyJgujgSSIP{atrJY0w<Qv9S6lrQbxCOHx0D3O1)hSdT?m5_XSzATxAyN^*a-
zW$R{{B`*7;e|#Lg&R6_+U2E~*nVbI^y=nSM69WTdeqKBFk_2?c@X1tuiYqO@Bt;rq
z7gK=brk^PMxGE(V)Sm|1Q@MkuCRNT<jLWX)-Lk*pN))N>2%32}_!r!H+aeh)i+Q>+
z&k6?+$t*`ym$Fr*=__|eww{id&<D;M7_@~;5Y*=8egU2&8S_~W{ARr<8Am=;e_q=t
zrlx@JobV)ew%pYXdRS?158>4c0AZf2jU62_XvqA!QtBG|^{jl=_*2FHUa4XN3BluQ
z&M<u3+HMyq*H}V1(5f{5+TasUfcc$tD7R4aPtnxpxko}{7gp(&aSFvLh0j$!E>}GF
zR4mJ%W~s|!HhViZ3oFaNx>Tr@6FhCYvb}m1GP5VRV`e90H)(whb4xyU<v(wD<Fw>4
zelaIsD<@;|f%sv_h<xLb;V|o6kK99LNT9g7@xht|&B1}~${Z!Z;+)$NoaL23^56gT
zdXE;hQ$|t&TfvyqcsQ&<tNx?wC&b=^ADkwSO*sG*!BdT>8;u0~YeSgB82jdWXCE30
zK3+c}Yf8y(&fs)~RNvh^T;o_S?P0d{)Xh6^EGKET@Hw2TGs$+_Xy*`;RZ0WgFwX>v
z?ftgQSPr2=jU5KGjr(LjTrisvQw~sCGhTB$9~%~b{mC<%E=hnxj2|TguK?yp3{%?g
zo^YiT93uTdF0Yj~+o-Bael4Hon67KX#JbHe6HUw)Eo^gVt;B`3KG5@^zEtDnlAkq$
zkq-0Vyv8l*g-Y@R(tpe)#)M~Z=F$USU;qO+CdA-%DfsL~Go+%@7bV(5sTvJZqFFQ;
z+^E>JJ*^BtUokXGXy7x$E>=S5RBJTS(rwh_kQK*c4_25crxW^>61EuP$s_-(wx!e`
z4PSFLSMq`6Y5|sy7NWEP%k(@MWVl&?1tW5cG-~~i7kJAVCVU6|pYE<ZsL8I&qk<wR
z3I>8oks?(}kSbkzmyR@PDjg%z!MuP-D54<Jd+$Yh7bJj4Gk_qSP$Eb*k<i&2Ki_X>
zXLn|Ic6MfW_Wtw0Ozu-|Ip=qN_mo87aWR^bn!4RVDWF=%sgqXH&&|`9Bti-PR2(a_
z`11at#&92mm@TF{kZ;RkD1TS7EwoyzRUA`af6|mODClD4J`hALoQS`YmBOY@TS52Q
zX@3OFDVw*OocP4opM0aXsD+v9Lp^i9vuv{#kuTGaZf`Vg+I)`V8?SR?UL7qC9Y~d2
z08&r<$s9?MQE9k@`?7(31qgd>1{JL4>Nq7Af=3Ov`lD4Zw0l-p$zIfHx|IWMR4Z1D
z&z5Ygi~Qhr=9=1TPPV>?CeBsOZ-1R>lMbchcA7WPWHR|<U+Nl*8D)r_-9ABpB;i}Y
z>GhU0O=xpahfUpJ#Jen3uHHYxAqkL9ePg4|!Or?FaCY7TPR|Roh?9`=asiM4@2}S~
z`{bj=@h+5C!O+Q4H}Bc0lE(NFscDz3qeMl!<)R$NiL57mt432)&M`i4g5qTSvEt7f
z@s!yuwkevO_S_p+e4?0o$ejh2ATFQRaU6ba$kTQam%6RTEH<Ih`mrk<#3j+AH%?0@
z!xao&(f9VQ$4m3@^zxh&m5{i<zk$U*UM+h=^{*wH|7h%ge=$ple{!Y^4ay@BZ~419
zQvrkL?`G#tv>^U&$$;x2u88058w0R>|L)YY{14}sfAkXtPV|5GVSO(_lz@L)bU#Rs
z{C6kh|K6h*w5Cs)xdVG*acPM~N{ZoYK}Lq${sxfP|Mh|6H7?6ges%4vk4qW7h|r}=
zm&7F`+D$DQpQ-J$;yV6~(E7I`?9YF8lsL@%eBd3ARr<x6bqY#K%8NgH?cNIWT4!fv
zX-?Ck+yC=>bovz1gCy<$9PIz*43((=KK=bYd!iuG|Nr#7=2A#LT_l$|!s`<qH%E(&
zLsL^z@k)7b6BEM_Cr3~nnLYN7j*hw2RSGbU!Y&gK=I6UC=;2`rX$~Q$ueVlO^vW%z
z4T=oT^Yil;+^^#3dUZXtr$==lB2iUMEwHVv4c}DaI^CGJ5!Ju?wKRFhO&$K=x~Q|D
z2h_z>Pmd-~JC)}s74GgH3^u80wS6G)ke(i~sFINMT;tkq$=ajAlGyo&QZaUH&3~kZ
zKu9?`Id^w=Gu*KQ36fs?U~VLCay;F~J47-`Ujs%Qde6k(p3BmEo{XK7(_Oo7t7@Uy
z2RD?bb=}+7R~_ND|LaF+z`+i@OjB3@4u=CbS!O}&4pL#~@yk0qJLm<}ESpe&bAbWR
z+DyxJx907$rnS!J1q1|Eyv$PXcx<gz4T6d)5h+Or6}*cNY>P7FgU?zo^}Zu8U=e)7
zd+T+xTf}<8btvW{Fc1qsGNL~zn3`U@CT#y#s-%~CAhQs^tgNh^on407TMlw6s<<d6
zB_$RP4(0udYT!mH^|Oa9h3?7~P9MbKb|~IYGet8+7BMqo@&4O~f?bPW<F>EWm|tw{
zOgNQ;<X9c-0aYFt#TKv48MM-it*s~Pvx&e3*Sy7-78F;{+sM)avN#goUMNmRMz;H-
zye(&v=(0-Kn0_@SIa%xcO(>Ecb~ou9d|uAn`3jV_Gt_un=BkJzgzlCJNF*}Bux&{X
zlvs6wTnbbS)J@LUPK_DpR@|CzJ2`&a`qszaGezhjMeFgt(+ca<$4j!2YirKV(~X9{
z1L$0h+%firfzNB-s<wN1%ctD^flx;8UB8O3?8MSm?kX1;l_ou70S?}$&Rt?s^!IOu
za9Py3GJ-wVxzdnK9!X=^nV<gLbQf_#K!g+<mGWq6YTkMVhf{CrQ5Bu<PZlfRTFFo6
zkBo}qe=5bol3C${TSgy7GDx89j;bE|?W}S4_4YPmiGeQy{Tgy|a@LlXX=?k*@A=GX
zRoz);6fk~ZLdAtS&^1oR4pjV>%{>x=Y+|lcTzDLg_Zh&r<_%AmqzTO8Pd>08Wnn;y
zVQpXLkQXl?MFu=nZ>huDu*b*8=v@Jmij1BB3`76em~o>U7+#<}dwY7`4AgawpKKyd
zhMAz7uM73_)w{vQu^tFZ^!J=<_NjV?c*kQ%VQXVk-A!1ZH2%J}X8wI)LEjs<tThlH
zja524N*8(<j&IWHi|`&qcDv2Crn*~a`AC2Y*4E{gEfgS+sOjQnfTySD{EPEfa<HQX
zy4iwaV)5?JpvvW{oAmS|ZW#8vhk6iP?Ay1ts~c~qsQ<d+?vCj^9~BX1_vn#2Zm2+)
zZG{~qULUrx8j+GFOu3`|6wHTMaA2mn96$=uAAI^=sAWZEWp!I-Iy$4ZBY_rt%(Iin
z=>d=Mt>4~*^3wW}0$^b&ZCp7OJT!D~<#?g{b#lq;+C}+vMljpF(<i`dewrYSM?oLZ
z*T>i9m!z)%d$j*U!PRcl&c`Y0?|9S(rz>qk<@X<b0*bDu3;8<&B&wP$rZ03{T|it?
zGP#jg^hfX|nGYe9(5+z|SqE$|5_13keRQpJG$`KD8OCt!Hm6>leeK*UM#--u)0Gme
zb!H9*g?gyDfXu8yxfg)ZQT3tr2x~h6AT8DvS{Lvx@<dD}NBZ(hDn{SIqa@p6<MQQ^
z%kSiJG7BEGwLX(%VF|SLfOa=sx*Y9sMV`4oEM3)HdwCw@jP3kZ^*Fa#FlkEA&Ky9j
z&iDt<xyk$#bt5(6`Qa3OoxtCj-=c?_*$SnW+EZtct$b16>oW(VjK4{*A>U8^u(xZ!
zevH}TmizTu#b9Ddr*GRaDb6@jGq}t&H^eGLM;3doPw1sNZWE5co#K9mt<oJ+L$C4}
zmqoS*pL2JNRBh%Yh3(uVE7D032Pz1*JwqKK0U(#D^MG-5ov}NWiXwrN;<iPr|NUe{
zY&bE+Vi&S=>2A7AfO<<zAl_}cFH!HyP54uO8HTV))`W^D^LM$`M6aIMS)+5*^m6CG
zH>P}adz7b>ZkfZ!lX)_Ga+Ho&>be=udp^ti0i5jAj1QKP`;GL|MOE!rSBD@L7)RaV
z%ZNejV7dUUA!KwAg%X2r<ACVX+rCL%LieuLCv&1+@r~9H>G_Sk!YTi@gHPUN<_)X?
zZ4X#(Rr<-NG)*`A=r`JPhJU{NrKR(+=60RR;qi~5%rl|i`KQ!%>=YDf?`#Jeme3sm
zUQu(JF}W7LpuF-irXYtqC`-iYYwWRAjq^7&&=_j7&ky*h81Jx?l{Dmj@khEu*@$>J
zJC_(pn3OOi!feknFfwkpogC@-Wrjwo`0ql%xP@H2E;<JyW8$@|Q4~(p6?BtK0KmTn
z>)72?^A-%I3r^RA+%Fg;M~%m|xMQ^)egQH`rPBTjYoTM6$*I|5V}TX%t0!&|6`t#+
zK;b|ebPQbSis#6v?b(Lab#&reo0^(t2{2Z1o+quya3~ZS%B`QLS|@wBrNAG>LnN?8
zF(BZL{`RBDo{?K*2;m0hPr^Vjv-XFO3$0DmXqd_q<rDXJg{}v$wgB!{UyudrimL4@
zHK!Yf5J%2n|CB9^Htgj1p#0eh_!0p!Oiz7rameAJzr*u1#IcXVufY0xw&U6h*F`V*
z`1qh*g!tf<r2tb=w8AG-9I%;M$)e=v&$kDjIhP}+qp2B*Cn%TPSpSk8T5XsRi3R#G
zuGT7|;rnEr00^?+nmz_gGpBa<h+`@h5sU0WBd5a@US5diKOL4TGbnRVQrKh{w>z2E
za~4@VYxAR-yrX4*wb*-aDISy{)w?o@P?XWAOfoK^qcsag^(qOafwbXlVq(TT^@?%0
z%v!@@qk4}YaS;0(3)^`7$P9nkZp?Cm35!Y|$_1b2wJ{~(Kvn}nZvc78My85d6@|m_
zfPapw9gi@~abNC(c^JEd0|XO`5R;NJ?@gYnbun|GtR1)HG5Qb@;d*oF#?6J3e(EM=
zrr6tYli$O_X`n?YGN)}n?ZubShO$EMKA5`QlAgYP?v0?Hx9l<%&$m%fP{Ej1AxDfJ
zX7j>;+tA=EP;nyNpHw?T4XHC)4=9SbII<fmhDy!ER(60;{P@oJ(Opuy&akv`e$6g6
zqnD1gB91@tD-;(mzH5z`JDnKSV-c`64&w#{1M-anvh6A+xUgQl)K6Dl0m6F)5!^Wt
zjZO0#U=OHXntjN+)D6NrD%@se90-BrvEk+wtoA%e(ZsmCAq+rko7W+<P&K8?$-oOe
zOVYnHL_(Ln>VDNDG*+YX0EBaZ6JXk5XKEUhP$$j)1H_SGqq_F8S_v0*OiT;_vdL`P
zMVoaUTBNEX1c#tpJDCQ4kp@(cxT1%<JSlbO&TLb}Zde5TE?oYG5L0xr@nyt;MsL5$
z%iQzJ0P+=%ABc2|v<>#uE4DgTCaL?c&;;tqyX(eka^AY7xi85!@Cp^OIyX1RN{FBx
zy9;u*YmO+e;_#RV0rf(2#cMpelXq{O&OBH!@@3_{DN{kkAbzhmd8En9%}BD2Bx#O_
zxQH*w`m}|PkXxwEyR6`@S#>Q+Q^Q}5hBlQfnlmc0$ya5ufNnDs!_Q$K<#4*d&fmsW
zcyh_))l9W;g9U1J2V<{?-ExcAtM^<_GN9Lo*g&9kJ=L8QV$q?-ChzS&NfRO(XwF`s
zx5BqlC-Uk_f(8Hl&A>NBm;?fW0Esl$h@P||ij`!#fu2CS>m93C-s}O{#7Cyz`w+?1
zB5|kiczdLaXBJPR$vm4j2`bK))r`|<4aus3Atdta9{F$0wWD_$RG0%GV8+DmGrNoe
zWXTc$HT>?Oe--Icn3WLuVevSRjsF@FFJbfW9Y=;-9t;0HN}J-t*RsbZi>*fogoWbr
z))?1IjCVls$Et?_h&4WjB2DIbmo*K<plzS)*GHs~`{W(?mEqjxmTOriaXq8FMjg_7
zi*GsBSfckXBa9Vc58&3?kb}{j?2H&Vue9MfIN#X*qQdMjnS~4+DzlJWhw0wS1EH%7
zE^K>1)a0b7C9QwUa(n_;Y}M`GaS@V&3vvEz4u?TQ;yN8kby)<3g!Cx*i3T^I*Y%c6
z!DknVMi3&zE3XvaMV(`&UZeK$MupywKG4cJ$Fgu8083Gqi5Gh~Y_@K;vR*q)WsN0i
z70NXvKh1YFt+deYFiXQG&BSoBx^t5seo8*YEzG?Vh#O1aL3Va_Re45uCLUnEE`>|d
zc9^sYCKxBi{C=OVl~qP8)MqeF8oepF-JrC%%!b=t<C<a4da?$L3BD!uHDL7P87gVC
zOWvddo1yM}vXy1$V<<e+bOFd-wAXgiz~rP^BOeoQnnG716dt%=GiLcVYP85ugW?U{
zW1?z=ap(av+V>mU#N5zo+O{vz-n_A)Nca>QgDgtE5P3}pur1pIlAEe#S~_V`++<29
zb<4^S?GielmE8Dyb*>g{JIEgYFrM}-`mkLy*4pIoStr)?g57)UL9Q5?vSk?KwtTg1
zcNE$&6~GkLy<(-mh;<{Z<=S5;-czZndDfQz%Uh!;>`#%<Z}cVtAvGwdfGf>Q8%B*K
z#jpmA&nt9shR1}t;5fBY-gx4X80jq4ud&?v31%Y~WF^5*&Gruj=n%-i3d9j~r}U{W
z(`*U|9XBJ}#8A?fkdtBip^Q`cT}T|OBL^~qEU12$qcxoEC+BTJ(^!klM~nYt29VCA
z?*I2#ga3#NNu&jlOzUI7iuIc9=Cf=zIj9FHH6fcgz(>h~)<K0$#5h7luRp{`-`5~A
z$_>9+ASTK5LCj|wWY_=Xh@dr1OEltn*#1GP^sI@Ci-RPErz7b2?mmBhEKSJI$+7zQ
z@}m8htPnL&NeQ$#fU1dogfy~MUMoL+DkSPU<vkd{YLyfp9}2VWO33-`nQOQA=e4VZ
ziI6+l7jCwUg6Zh!TwoBd=o~Wv=8*5N)sWtIydOtLX|1iTy?>O}J^Asq)Q^d`_G3gk
zXKlBNvN8s2;dg0Rz*m%6G}+9y1}HJj0$l_mKXn_A+RrgVKE2|xTyP}@g>E!pFVoYL
z0~jLgIz<oEC3klZv4mT+jQHx3;qNKN-(qJc1x!hMkzw&0!1j~f1;CqMRVlG6ijmUG
zi*O)w@>WNtU2?PejEag1cf|@88`|PWz*G&&5aSRloW}S`NlB-0%_nY~GxFIJS%M_x
zPAsNeSy@&P6x4*9+)*<qh+W-T5#sDT!p~(y=NLbr7o+z^Se^WoJf-|_f-;R@4%#a7
z>;wCCN|E>$>kg4Hv6;k0p~kjL9ajeu?>`<en18(9@-j3uJ3E^V$P);#A0q*3!xEUl
z0q)C}FP~;4GTeE_C4kcrsRIX|fJjIvsRY&`vt!<k+R93ptcr$)#>NXR5pY_~INOGJ
zef#l1-@L#%k`LuWFbWd6X?2YyS^wS3M@L7)XN8U?h4vv<maYC0p@qT0!SKzQmU<uD
zBdLIW;V5QVCJ;m|ahRe8&P1pT!GPc%D}xz1+{10J4CmKBUFuyt(8D_19FhWvd4s0(
zP()1Z<R0#8shN-L2xJv74qYEU$l-teT5<xQMdVnWgv3BWkoXRFJl9MtJ&y-h@GBms
zQE7L?5qZVMyk0hG(te_zn={frGNbBabOM$sP0HQf-T48vg@xRJZ6JJXfV}4@{9JVn
zm?ZrKEke1fwd1Nxz&1un%5SHns1ZCs=l25uuW_G2#$S8`9DcjaG=ECX0D=n~wrMYZ
z`X!5-YY+Z(N?X6ww1#J5V&dtOq_}pScV${NHmGouR)3%7=SPi2*m01ap$s+(z6Mu0
z@y|P3XlN|A1suf1*BGCL^^3kb21;+Q-umOqtL4T6ZGhvLsHt%p8`w>}sS(!+k`5f>
z2<fGdegdsfw0fH4p7h6f5|RR^_4V}z_v-w7&U0x%>wZ4)_{ypkb&^O%x!meyCF2Nw
zc>N^v6v@3YbZd%(6&ma_%=%<qm1hKp)7O$u-M}Cj^lo{d|5!ocBLl*WgycCiNSB0U
zbq2sq98)SF2vgv*LxrZMra!lVwK7}=)-eCZOiOZ;@^D73=`HhmLFTsSN2dCWBqYa(
z-(4*!?tsOTuFwx`xWWD7sHmuB|06(u!=$97d}P+ClQ>2Zhr6&Sz(av8TD;<Cct?L&
zjte|mV27TJWbSp9(^wg>^NGfy5?D6C>p<2kIgcB^u&_`Gj-$VCY?STE0OI14{>H)n
z{!eKjG!o8y)6dsNfyid;;(Zd51m-)+r$~0$ESkMxuCuK~BRe89GxPiA<{+qlR{w;B
zNyeWZn6qVjOh7t?OL}c6IypH-Mn-mmcU}PM9wsU($~j0v^5JmL$p$p0A7@BF8)0P3
iCSK*>r2oIJvCD2+!$Bl;uP_qC?^9FKRxG<~74$EFTz*6V

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-butterflies/analysis/activity_heatmap.png b/modelling/data/abingdon-butterflies/analysis/activity_heatmap.png
new file mode 100644
index 0000000000000000000000000000000000000000..c47d2423c6e196e73c810d5f1cd508595ce5a8d4
GIT binary patch
literal 94509
zcmdSBcT|(<*EP(HKXnF2Y@mV^%b-*dDFRY#C<LU0gkBV+N|B}pX)_KMq$pi_3y{!6
zdbd!N7D0L)L5P5W5F#DkbHzcN=Y5`ced}G{AK#a?W&};{-1k+^*=O&4u7?_Gm$ox=
zFf%bRZC6&hfMsI(m6wTWQ^GG>;BS~Yux;>%jEkbKi<X0h%dM+U=1iBby4<jJaIv*E
zJ$TdH$=TY$UhKH&iR02j2d!LOZaB+`h}eC9$8iTIOOc}&-|N9ue!Zcj=gh>!{R;i}
zll?nad8VJ3n3OM^#odnn+_yCvH@qP7#WGAl@$9bZdz(LV90=>&spwyRK*ct~>cU;k
zJ;7GC51XsFB{&3aaN-XmJN>tx)%;v8sHnJ0@vQGJpI6GV*ZN9Bd^THH-g-JU=S-2a
zv}}@|vKH$dU!IZmse>2X#J3k;kgw^)FYCV@+=cmh{byec->>UG^9dyUzW#H3+FwEI
zKYJ(c{{Pztto~Y@o8s{~cS!v{*G=8?JZiztHSCr+lghl_5DB`o^;m6XJh@5k@^DHt
zg$thZfz{+;_#>o!C{TgBaKQ7<Z(K6s_jd4bn|Q6bieGOR>MnHP5zKgYE~8|O+?;eN
zu+ynt*zEQ8Q?q8r6}L%qdCq^Jm3x?*6HlK_lCbN}yZ!OWr9rQ?C6nJc#QEe`X5Y^*
z(<o+(v!l%k=kG7~MONq(_Slzp5~wjrijVeg_jrTGdYc>?fA8G{TH~pq2S)-Pq{ex=
zh0RqgO_oN;5}a0dtt?RE0u3C>B`Pc0^{-c7&n_R~{;Bn_he-;v>Qou6$#y{fC!#p<
z;HTkm6K)luoC~w#9U^M7(^XdQQ~bx#lGjjYOe^N^>U}1D#^r9+Iwl_Ym2RwxFxvsU
zJWZkU*_L9CmVGAfPc|t{mCqTw;v*x+&*vnQ4exV0J=lf`4*N5jwAkVO(<Y1Ca`=ng
zw}<?boT*LCC9dO~N^Wy~w}vJP2b!i*r@G&(off|L8~bkfJCjXZa`4?RUa6zC79UF#
zP}<6U`-<xetEc8+Z`)*U_ShAsrKLrfui%7771kEidtKgNo_@KNr$~XdZ}5=_cev5b
zr-D5fk_FCK53WU>G{@Lhu6!-V8-!jy)hE9C<-S6dWRGpIfoYSFM_m7n*V`SN757!o
zPY;<5Ry{n<4_|#oE|Om9xe1;hcdO4;r;OfiKp;F(-21SW`;O4pPP4$SEkQxN;f5yz
zWM|&&m%4F9c6EMea?1-<HJQ<5_Meq27aAR$hLa`=dh84SNWL~4suLhakrlfi{I$!H
zr-K!~AwHHA@*lW9h1=~@!q{-%tpPc0BiA+=htfKM^w#&9KZ#$yyLCr^ib#3h;#Az)
zGS#t3n%YWOQj3wPhDWB%53H@~s9!>R^h_dlH@fAe`Juq{@Y0(T`VPW_*wVt4uRS6<
zo2&;aJo4;%B(?ReiBf-iZyIbmJ>>^`U1nk&RtH7l%hdDw;{=n5?)*n#!Ui>HW)+q{
z>=+8sQhT`T$i>!$&Kf`VJ=8ca&#Ws!`W^Z9eKPuaR=c=lTpr}N>kH}#6@PiPZRqt5
zh3N5$iiMG=`Eipqj?<r?ofj(Xbt0H>oxbUp-(h?@K<;bj?UARJV=k&b=Mvn=Ghcfg
zYNu;?c&=yUT$HCO?lThi{BoD4%E4=?$DPGh)NS@t(dy#((7W?H{OKJg3Wdt)G97I?
zCUPta%U^DPdAZf>D$66ZT;uLgn__6ispCaWGUFewJB?=+)+8$jkCeo@_y<T0KH&UY
zr6-lyY&18Q8hhvB+Ug38W^8L6H`-4Wu&~Y$x8S&w-=_UY-ea*r$D4Pv$<0334&9qw
z=1KT;?S-ckeWkbT4@tU?wU#wqz0ak+B9!7B71LUhX%kaY;CKh-)rlT|S+eW*Fk`pT
zWp*`+t4!R=+<-z>`Pc6G#qsRxeV+4QJ~&ph>3p0DoL$hj&8ePQF*JS1JF}vCHXgRC
z49BZtYOFzd+44+%E$r@7CQHh5i3OI2<nC6k(zBffi^x-%v#QB==973<_>Nc14=#J)
zc#f(@JkIuTyV;W4nQ}R5Ii|n-&fIeG?b+r_)RMqiA-tT}D0_O)s<6_M(N!O|8L_AG
zsif`w3aitBGHVB(BwHR^IgMh{GM6FUc4anIp>geAL%ONFL++9)@hd6Z&`H@A24#WP
zSw^5Od*Ti7j0KB>B%qOfv!6hnRdI-g`KwHvTFa^BPB%0U#gl8(?7Cqa3MwpqN|K&T
zzZA&r+@~H1OGR^ms<1}Ls=e7^bPIp;b7zj)k|7K*wJ5uEs-o0slo%d6?#Uwi<wf1E
zdyY0Znn-l0XB7?l)@f(zx0O(M!*mm8x-8>jhU7(xKL*uVG)A_K8s4Fg;iWAaBBUp$
zV3f0s*I=1s8fr+)b>v^~s59k|cDiOh)n7jDG8tw2Tsd=T;d3rUps?>|Pw`~Zow-Tp
zavl^a>5J9`wOG%^Q5lbWEz+K=3smQFZW9lBn_+hCNR)%Iv`uT8yF<FM%AD0%iaFeQ
z=+acBmwAFl#Q1_xek(S&uU7e33@&xz{p=9W+U=~kLW1;aF}u9`{BN~iYZX>=o=05t
z+y6vi%2j$UumAiGIq?pUrezPYV<=(7R8V0Q!k44l=u1a3OCh>9I>w!zEHWFedbo$`
z=683?cCw+xQ*)a>bwx$R;is0ddQ@kTuQW-TrOlVWUxwC;R4&`jh0BYe2(Z#zu^q*f
zHrtmsA%NB%a46e#J*(J4^J|Pi4yVhzvu&YfSl&Ps{<IApt08zkxYbWM2Jtp1{duy$
zo+!HlJ=vwtxy576pK<sz7&dV%TatZW$*?cmXyLGC(#2uS1(J;h$JEDQ^``L@o5Q)Z
zUT4a%fD)eVstvb6_gazT&>$@QKu8Y~N7bUGYH4K<{ALJhQIf)IeHnVWou-e3XQqiZ
zyzpGU>hcS}SKg`@F8oMVAw?>Y?N6Q}1zjY+dXkLcL1{(4y|CX+FxGwMt^1^j`?TU`
zh@;amBO~LYr>&RCLn>@3*lHq*zdYy3HBXvo5Fsd2sb(snNiA~99f|xZ)DVHDWNH$I
zToFXJA=2U?9ad08D&|eIf<jhfV<_@VLXrdSv@-ifiW+$~I7@S}7l(g^5|Z=gC`dL3
z9dZxG-X45txR5f&uG*$0*?)UznLP$lNyR06Z3vl{IE__IbFt5*LH?=<I6WzK9v_ag
zwuEPDXuH-@(eib)s~hs|OfFVvl>KvCx=z+2o)<rgsqH1IgfACgj+@54J?gP)Q@ZcS
zrGN&CN6Fq%u_r0GoTK<G<v1S~k@T#$kThp1CLuhq3k0@>L*}u)=PQpAVRJew(ODI{
zIeu0yg3Ly|6CQhiwl8SXuH>e5dCbjj{w*w=5pi>yT~Sthcq~@e!;^&7S!_~kd)jhK
zWif*|)i&!{(l2-CYXe1-oGgB9^z?1W-2s=l3BT(!U}_`f4MsUzZdta?c`nMv+<5hC
zv8kqAOKz~dh(!7Y;#32!F>Qo8Jo{dq(vf|9j7GQvA9mVYhU?<TM`1#PTBwe&RTgr0
zz`|_Jb^A>gK&*zI-omG(z$UEGkcihpy<z&^#zq(&?cz6wAAR&l5!gfOuKG-tFI!t(
z3N^6JQKZi+EH($)^ie5ZtF$`!g2HwicCA#k#?WKk1$G8TqN8_r$VW_+-1(eyi5>y}
zehUzcr*sef=;g?eTG_F*B#Wh0_-mc6EThsf54*DIn$Ri0MZb-!MoDJQ{JHJ;8#Wno
zJ8ZWh8#zkk+!4HzzSCP?!Kuo%RlW8DkkE${A05{(x5v{1yNbVdUl$Ysq$Azm0pC*W
zl;kf-?jPU*AaT@)e{?*%vI+l){I!Rqm0D+DUrclY*p{2I)OczD*Y8ei4870eId3}`
z8e30ZNv4js8#u(6$KbfEA$epOi{KSVnJvmjWLmQ2N&F|WzDP_xAoEl8Zfo<k3S@=r
z*4?fhM%T-arpCIB{l;e2q_DQU?B2BeRF&e`M$_@bC=Ynd8D&-A@{MKs>yMXaIMs#l
z!<WOV)LxydTx*PL?ou95AJrYfv5mo6Nc-HLX+Xbys?SABS%8;5`aadoB<A$3ETMv{
zukQ^{1z5%sEW(zwX~hcDReRC{&D!ufnXY{$+S}abKip5Rtkf^C)g!=~Y$`bX?vY4^
zZt+Oub?qq;4@=4f&6w^-q;xjGw-qa|-Na=^tqL!EdA-B3lrr0!kyFDV=DrFKLDFk4
z{c!KVOvI?{nA2pnXTOa$#-_iF5IZ-~Q|PojKP{FKE`Pwe!~vGii$C|ELW1uPR?~=L
zJJrSMTacF0m*1*;1{rt}d0xKXQRNz{?~R`rf3-~{dZ>hdCzf{qb8D8(+28h`h<7tV
zDb%u54ZkgUc4)RiVGHHac^2tpw~X1O*=YT}#BmL=omhh_HX|BX=51|9H=icA8$t9J
z+=r7{C4W^lDsg#xHXD0C2(WydS911v$T_oI=Q{pW+>~=p_1<)MfEvELdrJXV*chGK
ze6&T^d7Ez=?=Q~X)~WdH;O^g2+KuvyhXPJpNY$|FMj5>!xsJEDjYm5-N#{?B_>izt
z86)!heh+b>x9R9)2fzB0ze;nUr94e$fc3e6A|J`(PGzjz9c{_vq(J$SMcqkAm--!1
z1}BbfHnX|6)RHTCj5J|lQ?BEht+iAo?a}`}Z#c}LeQ`>Kc~`q_-_xHpbDd%O;7%r&
zq8uvp#zj*O4m7NdgpLu?*)f>+PcCs6zc2%g%S1~}tPm81ZTiJSB}Z<q*ZH2x6VG%t
zyD<Bb(Ueae*(UZ{q58rruppa+eMdgRR%;S|5yU`csZWCo?0RaZpmZ6lbO8LfxkQ*G
zY+z#<BD?(Mb*|B|{7z-;^#rmj6>oDVOurDnP;at|y}p$9yHRbcJ^xdA4>v>CHoP;}
zkfp+sUPkF;Nq&Xbn?v_6&_)JsDX7n-kClz+z-(9^%9mBKdyBDy1>(3c9Nt0Tka78B
z+Y>^ZBS+tvEH0jCS)N}SSTin<?*2FdrA>ZTRQKA-<gLo|)ulSY?C69T9V4QhjXcjN
zEeEhxM~P>NCCLsS+Ld2~iKCIjtVqKhD4CD1wpgxY<Tm-57XSU{HgdSuwyf6USrx=P
zPr5(xl7v70=_xrj2)Q@<1BYZXpx!dK;)1D{B}#U3S}L!u1<HMm7#{F_Dh$!0ZD4`K
zI{+I|zC#oNx3Q_5r$k9B35xm6xVev!*Rx2*@(_PaVfM3K%UbPo_X|(#oh7JDh`p~o
zfRg&_h!rn?_#r+G%SVM2^8o5Pku|C1H%9_LzH4YeAn?4DHRglg>dMlk+5j#~J&}pj
zx}UakKK8=JMnSQL7umrrdpm2qa;8pj8tS5&XIEd(1Xl9@h1F_{$gWtlkq`IvWna4`
z!v8m_o~k-?%xDXrAq0wMqm4S|c-nQ06{cjIvqQc1M%AuMRS-cU)?y8c1iNkxcu?m(
zm%dJzh2pi}{*laj4RFtG7&sZ{UW?gJ&C`${YGK(ur6}}uM813qn<UF^ff#NaIljt~
z<l@OMuI=j2A~*YPp<kzQDP(e>H<_s#f&b-R;uW2eQ_jpv4QeH);yf3vjqTer^jP8=
z8)3z=&kcBa8G9~I*IE)PN3M?&vW5SH73;m#s(A^&_34O?+tC5H@yxMGn21ikFsNTX
zKCU}GRTexo2Q`7k?Jy`FUdyUy6Q5o4xSxQH&#GI#$2Bgn*)x_f^3>gUR8QGVJx0d0
zpf*UpmX<y;xA4bSZrxNni&c5`vw7VaWixd-FSi_MaP;Eu)#vq~QiNizH%?`ixEr_J
zI=9H;@P=v!kvDFlG6Bt>^)I}zr$XMTot_9ur6{b)Zr$IqqX2$zXIX>1a7ru#7VPS&
zwZCPqy?M;Jn8shOE%xroxnG^NX!rY`9J$n9(!c#w?@q79_i;0UuUuC?tU{`Z9lk%n
zDC{UCW;OigU@Y-bQ_SfO>w(b{To+W=RE`-XglyOg)Twf*@3f76K8p%_`b;$0IhlOv
zSe&~POBN(S;W5*O2vJQNk}u`+pId1h81nPcl&G4+kAzN|EG<AK>HHuaV?<6D0??f^
zMo!n>>S%oXgAaj)x6Qo(>ysKeS9F}B%}fG}b}XmiWPO8VM36vS<7M*U0!WvXonLj|
z-D!rhMAyD}*z_!MDq>)H<dmq@yLcI$M1ksDLt5#Lk*Nk#<+Bm9ToL3OZS?59AA7HR
z#;w7a1pKjSYm;l#Y>Ywp6wTD5miX8P|5&o`F4@<``FWQ`l;U{>hXeLSS7QQUe3|&<
z87#<_$LH8c=hX3`u{e(-o3~|Et}Yf$*BnSscPxWC(h<UTmC4#-2aL<r2Lkv|gAqk?
zzgX_<`5STa9y6j1={QBR5sem7YHZ|Pozb$E3dE1d;x`||{%r$vLt|T@1&a}0`9o&p
z*~pTDdD2Pqx)68UN5@O7GRG+-F2m5h!ukz6Uq!}j<#9i86Oyu?0H*PBqmAI@x0Z1p
zlIMBD7VtFg)GJzxwykt|9iO0)V>?eOP}-s14(&OM$4g>{+JED1>!n8PzibQn`NB31
zj6i#NniG_x!(<Iw_ugz)$_(sb<8nhhDLta)mKph+cy?&uw^8e`)hRwWK&@U4h+62%
zQgN+d)7Cx2u}DZCpF?b&hJr;#Cg8C%ca_+@3jm52!5le<`bFA3%&J%%Gb~Oj5MZa7
z-Nd`MNJ(r`MpZ~wWJq@|k*8d%^XQ6|p+wtnP7PUXMm+^~wBl$e9mM|Q69ggP)Y?vu
zcW1X&x2TA4F_Nux?Nh;o<dwGShVjOU`{O0cMe?Ucw=Ur}lLa1!WHm}tql0?{h%a73
zjYE?lm)wLhY>_kDNJ}F_QlI7=XlZ=Q^XEf!QTs*!g-WiPetWM~+ggW_J&0jW_@AEO
zc2R>=j=vSo$Ig?;G1_goTssr~*x|?l-cj90nGORLZGR*Ki81o50bpaCp>!76!=SBL
zCx5rWJ7<%3Q?y9o;j!`4_MWj5CGJ^cON6KaW_z?#9n%mO^X^UZSA6AC-_%S<GFb>p
z1Y1-E=dR?;q2P=1;vcngYs<9saEdIgL24rJ{Ya6g(VquLFRcWt$?zlItap_PA@Ysz
zIQCI&Yk{EhA2F<km?@&Ri-gyOEcRy+C$650X)+t3+oZq3sq(+WvkA?=+~N6{Vh-3m
z(#AD;(JDzoVea;bE0xOKQCnmkho_u%%c8n^`6m#&fPypRa_Rye!s)=<S!sJAiWB~}
zn6lj(_Q0#B=L2bi9>=!tKXFh*2ZyWLv_tlB&*k>H;?yY`nR+z;u%XuqJt>E@K;R$A
z?dyy?1&@8@<+sQFg(#pX;m;vq6DEnpBkplCx5LLbPm0|%TY!9=pK$OxT}!X^KX9re
z?5vp1n9|i4z%<A0%jxa&fazxfrvTvIrpv&fs2X}M4Cfd0vx}Nuh^fIG@(~!VoxuJT
z#7+44guT1Hk^gbXZ#?p{ktLCoD~-OQH1dd?8eVg(+c$H>W3rX>{%3!K4og9wD`fq`
zM*H4KuT;yj<6|Yp{FBuUlo=jC#L`<Xa183H9ZHA{^@6|>mN>E0e2FJBtCI%wh*iKJ
z$)>S)aw;j~=Nl<1ZWiM$Ho_~VEv^4NEh8L@pUX5TjQubL>_X$0xua3G*z#p4YL9=p
zO{&%nMFbO27NWIuEraJJ%Y1UjNE}KwAHuqi;Fa+wEsRq!HdL|F0%tLm&<GoQ6Tfyv
zn$t?Vo@I=5R#a2M{<(|<JAh1W_2=*X_S9~vyoA9d0pFQh?v=0nlGv)2Ubp3d?Fq_I
zyL&-DB&zwDdJ$^L<;JD3ZkFS@4JXCQD&emicRr7ba%nWaGm+0XQm)ite)dl_+Kf=@
zm^|rceSTv51O5}ZVSrqBVg%<{X}!U?U77oRS3Hb)+Kq1Y8Oo6bLiEGi38QxsNDALj
zG=sml`pXz*hkex;C?SjaJBTAq@aTcyRB&bpztS1qI=ppNFstaWuQ?DU>Bg}OvRJ`V
z@|kv^{<!D*?@V#dNq8*IB2q4WZ4wIFkXL1fm4FV?o3+nB?Kr3k2qfJ=pbv5otvoxD
z%^C=Gg%0|AnNj0o{QL8|ZPFWQ5s2(#*^A#?4OEm@gKHGI;Hnspb0~tjA_JaF6K!@R
z8yb4Dir0o>TU}cga8HW|bv@+jI}DvKyF+!ZX@jU$i!>)!$UBq{PezRct9)+X$EVp7
zOR}3Ku4@n32w|&>{Uy887N?@@ORTecT89_KeW<{YFhzKsQ-(k2pP^vzgLPZfG@i<1
zv4%LXcipKLo5QXR`Jc*SIg_mMTHSLdI06d(n6Gi|QN{Fbj9@0tNRtn5zwr0n9X5Td
zz)3s;<Y^gT<_<}J8p^%a(c3nV8uUa{$)UZgOH(E*bJ?EsbWU$lqj|W|UWB;lfqe=~
zU6e#tZDYc)e!5&+$e;Mi<zW%CtB+rq)^a+l(g*nWBW{$^Q4t_BmNqsF=tYd%{mV<~
z0tXpjXe>K#dXld)kgR2ltF}8Jq5Q14$?J_8y|5GH>SY*Ad1!9y#R;fjBhA{v0b|T*
z3LT5SagIK-d7t4<L@ae!O6T8!ASRY{$QHJdnCzWVX9bat87S!<c)&2<qgstPS3<=+
zqWg5BYLB|%-zTg>%jfz}18=Y0M;41QFcNGgPIUoecY(h(!)C6da@F;ojk(x?6Iae;
zr4^o#Wh}g9M){UzNt)0FHVzm^?&-qH6}te1YpG%Cpi8*AK1&h!teG2mAry#i@$UTV
zI!4oG>6rzQX7y>an`Tgntqbg_rS+~>sIJHMYLI?zlwbNRrt;$V@>qdq$xOIhi$)7;
zQ5~(ts~%7m1foD33$vo%p;GIyIGU=nW|S+e6$;`)=A!I->Cewzv*iAj(vo8Y)xOw&
z#1_9!L{ait5$QWN40V}h0sa<(IqnWxzogss6y%(kr)PU{rDr_HxW2J?BwX<3>R(-(
z1+blyP{#Wo36L@ko5QvxM9#^}c>zbSV5v8SBp0B*jzeBeU%us5<2n7vq+xEF$7^}I
z*uxO7VGd}*Kit^OI*i^T&2{6&Ph!1OvxKNF$nEm4#Ucb24c(`!+wd{u-wsF$-RyO&
zm5nQw7+RKrTX!<g`5hmuyre#GDmPsy_|J!sfp2{Vg2>rD?0s>=@q=GcX`pe9`4`F7
z+~`-acxu!#+Gmsjs37&PNAP(#Bu_=LzFLOalBi!IJ=c$tw40d$o@C#BZZ|7>t~PJ}
zah0nDg4t!yt*EgT>RR+-adm8dVa%<5X+&k{7b;V%7Yh%0Y{4>Rv9d^id^|?J#{XN?
zs!>#5rSz!*cV|uzwwj-t*B4LblKxo(*79*ZfYVL{Vx^8<=7-znyq=k_&9X_tp<h<#
zowCA7%JPsC^LEZ#y^gtk13;R^oaZJ5X)wDd^W4{Z#y4^2?smyHKRs;SVui{IsO1`R
zm{o&*RssImgGHlke(+HaF#lCR55@}WCEIY4W-!bLcuB9`;B|~b)7x8*u0+HM6eRO=
z)dN)=x9K2%1I|@d;<aLWR*4M=2o7N@$uwoVJ1jDv;yESvpS-5DdQ}#$qCAD?GH9f!
zbbJ89N+krtERsx9O(5ZT1vVFA^V4~j|K7Ubu0<!2Z)m#-Z%)S$+{Kn4m=A$A6q9O)
z-Dw6(D&|8z(lrWqsDAj%MZMOKJ^1x${?EZbA5l48e9d#qfY;gzXC3D3J(tzo;6L||
z5>&=h?vy|nRGgdaGYh^f`S!!TQ~kG(C=B8MNM%)1qIi*0Br35>#XvIgZcS{l<l8*m
zVtLFTaWEran%=7`#B374w}`gc4oQ~oG$Q+jy?QX38zNv9<F&f5K)C#&1UL|&b&B(Q
zETZhf6ioQ5o-`bH*VP%l^E+Nt<z*xee>6sYF-v+lL~F)%qJ^l!E#_gNRV3(heJ_x5
zdS8PljTXy@Q^~W@$v3o0j*hw|k6}mUD<C5f`er#($1Gf}hw--j4WU`ii=XkEJF%T7
zH`lj#TyFc=l0&3pcZz#RTC(V;gk6&$PGBFO#5ZDEJc@zxqtPB$l(x(bfR-97xQ93%
zbI!zi*;MIjDXZ$@0>vw~lG;+VL-xy=ipf#uaQW+_u_<Os6LRlY`14(a-<PW$dgZbm
zJ6<+x6qV(=IA=9NQ6Z;@7rwiqMd*i6@4bKn2z;g-bl7wO9T34nlGA8;z&qk%UEB3S
z0jc*H&aDA}#oHHsxaZnG=PQ_{y8yef>86Q}p`)TXZKUyfUqNDG;!NIqwe)CUEX+Hy
zjM7ck5VzGyxy0jv>muXRWq7nGv2uc!07wD(4W+tZxV{akcyio(6H8k3iL0+T=kU%e
zC7qD<(>uIA=hRx1Ho+1$Du&{mGTn)4Hg`KUg_YT{j+U9v2(Gn_bAmP)x{W-tI$~Ku
zYdU?sZw@MWfkMcoG84y)?smIFgbOWqqeqU*qrfcf^68y)tb<XOW9Xst_ZsN^MC;Ot
zf^<$fw^_q%I#l;mH*Tcu(Zsy|{$pzsor6+e48dk!C`w~7lhq&up6>CGrMGH@LJ=G}
zRDkH!VW9Lw;~L2wEn)@nwF=oSx0*pl2#I@GB3};-8A%ojC4pn=v9k56DQYqL1R!r3
z9G6(QWIo;rt(YSls|?()p06N)HYHekYs#4FtOwg)Kmqj9&8w?v<Hf&k+RBn)=r&5E
z&QD!v^T?_%-nT?Zua|+TJ7diNs2UVcD1k@#@%8LL%x3*Q4Y7CFmzOk*U+j~_f7XT1
zIxG6&d`w|38}X;d4&!5$@wbt#S~Q+j>XiQ&$qhOJm{4JCek4wh55J@odKBv#hWo?x
zW`O+SCqq0Udwr3#J7ozX?_2yi?B=jmH$l8?WK^D~&HYdST>=+LCsoL?Psmr3Z8%2V
zL1m3J=q6&+NtidipOJ#f1M-#;h$3>uZWqZ7!2u3PtL_la--n@g?ZgsOaaRTMi&Wa~
zV)0=vS)&yxWG$4bvsSg*60NTWO`5wEXhjim`6*<wHn}EPfP*-9s`tk0-XI%<##|Lt
zg!6Izm&iMV$*aF{%Ss`b-utHzUP+nK&wc0fE~q+h<XJT*TGhsp%agVBNE613zY)pi
zq!}%aBYl;vdxh}cn9wR18wU*45%5Z_|Ed0nxHa77qxg#kX8saRyqUAI$t$TH*X;}A
zvH0h+%W_B$V#bj_(*RghBW}pj9I(P8(85J@l9ladERK0xN~Y-8$c1;8;ql@sZDB1Q
zsvVUUJ(>4HD(YLNml0vuA?vXtg?d!ZYjo)lJ{>baB$*p5Rwz?rCe7^PUe7K9!|}NC
zu9id*E=JI(G%pYpuBd!omW!xx#x9kcstlNo>Zwvb0Q!hpD_4s9V^$B7Iox7-4R|w3
z=o_q0wu=Z1&T-XRUAj>?If_WJg3wf+6d)s@qfSmwnJq&k0WIZmkTR_ZK|m(O$3MIC
zFNY_8QD%-ozrT1DpO^sEF)(eML|=LQAIZRQ8XrW3v$v10259R{XC4yUJrPbzUsIdt
zMQ^=w^)RX#nKUjSHGZgMJnPZ)P%Y)_N{8_sVK@318%1u;aJAH^^rmBjXl>C}^cf)>
zb11yFd+bENZF>Z;x8}tkn~>C;1F#>3edjM$y+w{F%T)o{!;N2)PSN120s;L1DzeV=
zNTN@&;%S4EEbxQ(M~EQ)z}X*F&wUTIS`jdt`Sys?y^@fOOaV-1b|DnxNR7EQVx#O(
zxpLEwUF;~3k&l-9cdH2P0uAQo>}20*hET4GOg`Q|PZ&=OKQb|0?*G)BWcKM@0>KT8
z3p5;EVejeLcjuG5)>ajHXb1wqP09n34V@oL&o(6y!+eDcdrtzYI)D_#5U~XCr+j-w
zmYqw`7{61^!h1PVoFA?hR|N3VV#yQ4&FGum){bzSmx{?&pU~YiUf!nqP^p;0TFowe
z<Ob{`Zfj5hus@7V?UMqxE~%|&9vT4wIoh#?-4VEM#bPW!nl|+EJ}QFe9Rry=7JDEc
z#Eoi%-)Aw(f%1!1wh$Hx1lX|t2wg`)&9Jf>A!=p{{v1Ex3@_Yg;Ti;i=|KS3>5Ijh
zKU{LEL5$*ObhC?hYtYzxKzec1#;8+)l`9htV*d#WLf#By)hJtrI<i`#!*I{A(uP}V
z><Vz#(+HsrBYYSJS-dN&5SB|d0_x#fyhNwp8B2<B`>tO=vaSi?*P5AuaW)!v6E-OD
zgTR~T76s#$^*PIdc2C~hNrEu*@iy!P+6)jQPgUH|T1PLM<yb3e8t#xf3|a1&exdyY
zwrSW6Er#t*{uli@@TnOW?C=jbT0kn+EH4AFN^$H%<u8hx?wKep>N+<{Bt<K|5`WC9
zgp4}}Y;J$MIFqi`cCb5vMWgxM{pK{{nHE4kJpOv-=H}v(JRY-}G3T}FJBlhm*%T_(
z2>NRG&&QZFwhq+>W*gggWc6`&0KB%N&j4uDy4j&aOx_Yy_ZZJEGkfn-3sLJl7xS6-
z;^ybh^Ze9m(@pnsbhT<_R^iiA9m02BiMc2LpR~5wHM#MzcUE}YBJ6pdpBpr<CcQR1
z#Kbh#m!@fEI^@42X806gWHL49T;3xKx+kgPp|zu{Us{$$8|bfAHb>QC4a<80s7hz`
zK=K|NRt`R@SiB2kleWzyNyL=-cUZ^R?XG-Gm*0o1#htlVW1)Y4ZEfwvUo~mZiZpin
z>s%fEy4~X!jr7q~|I}USpO)9w!o%O~XIq|AXJX>`0$*+4Y_<21;-jDf8s?AW;(Uec
ze)@&0Yis@<AkaA*&cVjbG&a8WL@}|~Y5-XY886p&6&_16h1a4GQDjgq?6+a6tJ78d
zH8my6!Zj7G;DGS}PU+`v1XS}l<(}w8<rd?Wb_?nL^cm#(s&yS$ten$2{c^Ie^b$NA
z+TZBqEd$&7Ql4$sNs%3#QqS7yDXLF*t1GOy&?SZS^Y}`~1;4LDjhZ}%^wO^rJ+)Bo
zMumft`9a^HsL!#MOVqx%sH_ZmYNR*Ze%=p04ODuuGW*EJz?RG{KYA?21se;Lx&(>|
z@4>9{VMWxert0mnxajcHE}wRS=6p@hxMyU$$G2O9|BJg5ld*nUaa(q9bAqzm|J#Rn
zfl)fE6nPYix2SAK6kL&&#q5RmPt%A%cbl8!s^#%=7Xkuh8sbn51Q)I&7yaIhuL61u
zK%4l7Ta15O3V3<&-U0iFi93J{uEqN9!eFw1$moro0Eze!!U5_Mcp%Y`sx{w5@!UJS
zVS0@BW5eM1`TcXB>B8g<0x#l^;JD5eH<*f{^y~^>Vwk=_L9bK26!^r<avLQdIUW5z
zoM(c=U!4^zw2IOpxwVwxG-STK*hH(!_;HpKF5vz4reKsCjQGh8>)V;h{K7^c;S-qX
zSs$&svc${$<nFX+E#r+f5TAzoKG%F^0=$|$8^1I8Vu<TO+52P)b~pX(_uoNj+IS<M
zna^%~zVeWU{KntGhyOov8{hBQ`((D2mM>XSfEu!I4#{SW*T0>qc@FDIh0m<J@c(u+
z)}k<?EW_u&fAfDcTAKW%G6rP*b{DLn8>v(S*Il?in;`_nC@d~tQ#!S*XyBhaW;&zE
zFa$Dw)u_Q?66ODOB@Cji7%y{G;_qX3H-7(r{=p25M6#qcXWjiDKm02aslL4wi5}}C
zc;=~29={^~K&W%wqa_AvLT_OW-T37H{cZej_y0fLf}r^9PtV?M<X<K}fzY6T?v?5P
z?Ulc=2fY(pkeiC}g6-ad<9jI;N>|w8|F3cTakiL!>eBemvL~IxU0hTM*}8F)-iaH4
z1TMuqpiY-pTdc%k1P%!NIPMIrhQ9C&y9%2hMuU&^yV<+j|I-4<&`{DcUkTKjI`S^!
zU+?+vm)nKnLI=T@Qgns?_$zg3V>sm8Tu`0j2sVZ4K+oBvPr$9Akj-_o^Xhhw^&HRi
z?pmlFF&Uy6Ibp~85{Z9F3c29H*Mm`($b9ySIR});Q?pmU4HW?Ca|yPByu<=KC^+9}
zkt4-zJD=%V6GJ%`pRK<ILr&Cqn(D@LY|QI7j=<;Jd1F9$g+#jk@6R*@dN!V7m(N<%
zm;rxH{B+t6z>sP0aRJ`8U`8683gnO=SKM1qpx#?}LvZS0CY}q6-4g#?^UO5sVP>~<
z&1)MQkV%n<#mccuJAE|lDMaQVx`gcdyJJ`(zAKBS%p68ng4n)sB_?qj27AnSt9i!G
zP)$Bu``Wj)aY^w!&-z0!J-e~7Xyg6xtQB$pTj=;7mm91R;{N+Hngt2TFYj)xMJA?|
zIRK~R@b}{@OLK8oS6;K6&Pc9hR21kNFXOxJ1!VyV1oXuLi>3Zxb@`{Mk>9WH?W1`}
zfQIvR#F&E>bsABBlaN*SgGDmWrcD4r=uRjM5<xv{hWxyl+pP21RpeN$0(S!^7@|B?
zBTgJbc6LZ^Zl8;W0vw^1zXYb+B*RcUzVC3`hXNjEE>ws59XOS>nE!Cku^L!q;i<Sc
zM}0zpo{$_cLq2Uskm{=$V!Q{~#6&^*mPKT&=#>}VpTKP!lH|*$MUpcBEE#j`p8<tO
zNYE%DRg@#H5BMVL87$P_g8+~Nz!oKd)TQ}Rb+5<{FwovIh5rIjDb}%{w4^;&6#BC=
z8ylM=*q3TS9br3vpT*y6W!xkOsDTlB1r$u30Ck5D+IPYgY}6}zkFPA!>#rt^G)C2e
zbCVV6f~F{&BNIF@i)>(HGa=tq-e-8@rMo{eXIIURzNgKA!+`@a0W3W9Pt8ZZ0zQ}r
z7;ym6@16==^*;NI_y157#QO;gg$7}XiD&O_86E}`^2ZY`4M<4Tg_3;6$tL?N3~D1y
ziZp|LUbS1LO0<?!tj84$1$kq`t#z548<F$fN8(-^JXR&YOL?LlF|*%_5VJrzNy?Dw
z)04au#C_>^=z#?}5u9{l87B7M*9cRcZh{6o8*fC56x|xkrG$Pk^>l(U{<@I^n4GeV
zJwa`u5~AC*4TLGkLZRQme#+huYDtTG^m_k|4a+M5mRY0<jz~481GE>Tl)8@Zg&HZ_
zwH%5Ik1)HDYG4y$sL0i62z6tw5p{>x{A;1{eJWa{GTai^`X2Ijdj{$~#Wkj`u0%&W
z68xL4=852MvJV&s4>1t_kpPkXIHgaHwC%dY`6T@$5}uk19R_ZLjn@n~lSjvmN~#|0
zIx?6NWly%}y@d<_&^WNKIuG0mRcE(yg&4GEg3Yv9_urAc<uctI3bnR+aKuNAFY<?k
zAg=~ZRvVNCgc=_pX?glC&+<XE=QuH_#QY2!O8RkLqhwDNh%J@#;0E4b{S{b*8qj^h
z3|j4;z1)IaOSQnFB;{-X@%ZF>EL@T4tc})@`$$-9C}`JBt}7r-4lf`J`_QLKhovw9
z-g2nUay`7>JU-+&k>61RSeLW90Fd{{R~J%HD<~(dmGjjiPW0qWEK&zi{bnWfuc`e@
zE3|b?C|@t?y|@Tef=1=CU|uNBS_5y=$O1S%cGGO$#h=ZA+PWI;VXzU}+IM^%O^q9I
z)QS+mAGZPE4u-meg`_(x^p2#6)s-o)T5yu=-e=^ZnbjKdN_o`X9y%=Mn*%*rf${JM
zDq2n+mWh?pM!Xca27h0+ah8fo0jNf;#cc+c`ImzQc6-1jb7osqYT-kS@PVAw&54SS
zI8$UsBFqMno_?0Z$}NM4ht4ov(}&2BhG_q3Xpy-D-3>`*wE@!cA%AL;><ocINz%zS
zc7!RTXeg6${~8Akz2~HgWF`&fvEQLeZRYHN<^)?;K5LknxKu~(+kgKt7G_(^b<2?D
zXk(N9^~})M7-i<|<q#t@P1>QcrwDG-nQ06Oe_XeEMVWohsm966f!lUJG`lEesnTh2
zYqEunf@~XMB(e->05Qq{gz*R&SDVanP|Xe6>Olvsk@ZKGW^EA%SRBrVw}5+yo`|3m
z&FjN*pu(?#sI(6iF>OH*JHyhC5$n`+j9l^drwftV0bYRU*Lrm2@9`I*3u4sRdtmCH
zP)W>KvKlT5Czn<SUm>q<ChpK*=0;F^nfeh-gpa!HbeQXfa#cA&lX65m+eVG#gbn%`
zlU=#$77ecF;<nyjk3~P;q(VRY{R_O0I)JGv%^1=B;Hk8+z6na{$S@GSsF_Ag-7F)o
z1=Cg!>SE+j$)@Xn#o5^F4750MIackG_M3elw<-?8T`uQE40S0tZbis*{x#1?<+00=
ztf<`}12&?w9pRM1#(Y`LAkTFtv`x`w5dVcFb@P~Q$BW`iHXBrWuD}Y}D^|7!P9-Y&
zoHdfiEV?|AwkB!U{c#ux*~Z}I?BcEmTRIOoRxFK;!Ef*UB~_lN(TplYNH&3pfkPfE
zAm1;0imZ6RvSBQ29b<wyqFD=r(`71K$0k~})P)yCLklEP>ki}Pk0D!WY4SBn(S`A=
z%EDb(ws>Uq^PDRk7`9Owo%(6hmMSDbbr>Lf<F;HvD0%zJ$f?SQsL!b;kS8vk1=f&b
zGjQUcASz^GW`Q|6#&F|=@=Jr)Bq=d*-jcCJ|JEWi(@{*F#%@kdRtY~Y?b4d69;XZ8
z)3Qr4W(^F&``~#^5etU+CDxVsjbYT~%K#^oBMeM6So}DLYW(XHlDjrLAq-$OP_g3f
z|Afqpq*H08Q1Y%A&_D^1dXM%B52|}DYRQM0g3Z!uc4|Q3eg>NOWqsx&642cSgk7rC
z%$p--kZiNGcG>{h*^rP7eFBO(8!0Iy=Ul=`05ho!ef2hKma*dV3B+E{g*bPy(7q25
z_WqEe3Q9KjEGuR99WVKm$SGL@<+;=8ybrJM*MdtZ3E~MM8UnQplEXQ@1qy%!6X!XP
z$0y^p^>`6+X~@oxSBl(+??|vQsotQ_UYsLd@5ple;InVU+IaSJS8mf!F)-IB)VC*~
zJqE<vFj<Kt*SD+>>tYD{SRO4N{9dSQj4%Tw(W*y=Q4x2AgtHen-k#}<PyOLNOqZ*G
z2ibS|?2piId#VOsU)7%mFgeH>`4F5F*-bru`$ZGoO0gTLkSX#3aFU7%8V~rjQd$WN
zP7mI&ks6@<K4%`wfQ?HG(ig2d-3KUI68ZtB1^M%TzgebjIbO>{JcNE|ehKm?Z4`0r
z>3r@Ap{AT8M%l*Y7E6mC?(=X1?G`gs04k#$m<qO{J}W*}29Uo*Vi;r?tNY9mI@(xg
zGy#UuuUjv`eu+t4LH@_-o`F?KjN<pO@U5x=#7ZaxbTF)e4F&VwNF~xPq_r`a@jU1k
zD{&d!&FCqEo|tJvK|!|Q4a6Wm2(<)|EguQcnq}4~(cxFK!7;@9kwRMYIGx@cDrUxl
zza&YNVJKkSqW956prM;tH*Ol%8*YTe3XDaC!^!XPSmXDNO6$y#_t1(WE5gbw3N2lF
z#&JAiQ|a>mTCpFN&=qb0O;4M3Gdr>|#{LbE5ardgPf2d%wBZbm2j>)jt=oTDM}QQ4
zPMPfo8tcU?#qU&s_et%vc~60ADWM|hyyIi#@M_~PTrag@DFCiHjyeayd9W|>hiBw7
zBYjdM9o^fTrkON|G%9X6w<?b78N0x>a}!NpbLYn6pV@<g3AFaSvFq&zFAXxNB|@{)
z^lP5g6RTefE32W3NEF@qof`5!ItU@bFHm7s>NvPOJFf*_c9P=1jC@>3j7P4{Drgqu
zgg!nM)o7`lmjPNE(;kgy#hlV)h2DXtpOQgstU@jV<VeXV=(drL7KibLe7be;n8JcG
z%IJ=8x3wq~zfV;U#Qwk-9<@Q;ky`3<5)khF5qcW}!%0J15cZ7qtG|AAME!inOF!=h
zt?{AB^58z+)5pK3S2V7CeHT{rK`k8uzvd$#@2idk%I*fE(nBOcdbc3=5;ScPLNK%-
ze<av2Uah6)5_b03=3cgiq6t}gtN2r+cSGwJJ|yV-+C1}gt8NPvPHA3RDXI@aBRz&J
zXGpdfM6%1hjcCDixfdK39LN9xh7ATax~y;06NXZvBaA`~z)jrqp&xfQ$y+laQG7_l
zP^9e3IhMoFnr0^o*qQxLC6Hcyk;8ZE6UeK%d=lTEmdWaHKUfBOBZV&`bLwwrlOfer
zL0drVT_x0T32nz2KhDv?x^f&A7AJowjuj<45Ma12U|uFcw;=Uk3sMas7Wmhk`97&k
zk&j_{GS<OP>$R1+K-6Kyap1=rXhP0MAT1fOtw#0xM<EOdFsj^blhAeIA->rjISd&u
z4cx{Cge|Igh*94j`f+C=gFY3SuhHZEpLXTzd)w1lb~jGa7er|lV?RcblVD)^BwOD9
z!+r?K#qpES5Z~$m?1ug=Wbny41<q9W0P~$udv^ii^I-}&;<~KBY93SYRMJi#IjaZ+
zA2#g=*o`g2XUXO>m5TLy{j&j-$dIBBBk>CfCF6OGpv|NGMkocV(nbCsSpCaN5Jr^?
zqj>%`5R6Fk?gaUj5<q{_4?NDc9Mo_}0B^mDBoM*t<7l3tq4`FOzb4@}vn!t*9guo8
zv?KDMP_WAAVf`U{cwZ#z<yz$0)iTW3&JV2PJib2s;ol*<_%fcOOy#F!0-;<IR5lX?
z2Q>vYqT4&A80d`@TlRpq-4XI7Fgm!nO!gMHPqfH@hcW=wSEzQ=h3?P9kPXBU|Eo_>
z5Xcxc(Bi=Ezd?Z_YReVvC*2z`As(?J5LcQbHiGY&J&vCe?qAf}*j5@%*q@Socl)2$
z{5C(}r?6@xw{dpFKso5gEhi(A4J4GN0P%M6`XG59z6}>KC5CGIBHatMA|ekWavU+T
z7i6^`^BjUGE_=330`{`RX=~S@O#wwg^!Oq;;cla{P84|_L9a{vp_GV!h-^YYnRP;#
z9WQHSIsI9q+>RtJ(xtS1AL24TzT#|{lPufpfleV*fcd1I5QRD_7eL6}PaM3tPD!8H
zgL09q16p{6B>h`6AK(5s37V6kK^U=|zhzv<La03MU(Pb#1g4EZEcAS);fK>w4Y@cn
zZ?(%;0!?Ql@ppZD7K?v3$xH7!`W>J4W$iL?nk+RRk5n`K)to7nXXvZ9RU#c9gg`c^
zl?{MOk$3I307ZpR0oL$Kq&M;Fl;4>>IbdeF1S=SYwrOa{bIuw^UQI$D#8BiA3Hhdx
zqenj@EeL5L=LKr)K*l}i6QeIS?eIgcyo(@M)w_-6?@^OF#PC`v>4P102=J;OR&(EX
z?kw^FGH};jGO)|Xqrw}t<_}w=Z3ye_qbv4KA!_OvW;M0}6HYG>KFuKC1#zWrL~ZtZ
zML*2D>naJ!gL)3-^g-yHeF*f9lrdOcmb<@vcy0O1VSE>m8$-Yh_#(*@vr$GdMMg-p
z>mG>(#}w+Y-v>Zko#mK6h~||Yu&q0<+}&=9bYr{1zJjv>jPnT?QyvfbFi}I3@2wQ8
z30NIzt(_t9^LrWp1pm`e+t5&8>%E#o+t~fb)D4k5Z$DI{svwRF2nte*CYc2@G=j{2
zOq9^?Eb0jD(lv<3awwa=2-T-YRu8O0R9Y(kcsCG@nF)Y5SZg7%vVo6S#~pPyXZp2j
z{IF3ULJ=)u3U*Hl?dC*xHEORxZT(_RQb%;oAsCJto&11kIKB#988si@2Ajc*1OiPJ
zGAre?!NltcT*3JszR1kWR*m?MP0E@2`MwAfKn=}?YDyMfUWP}!B<Z5RFIdx0pw`+>
z+uX)Mw46dPif=D|56pYt07{4xJj^H@AB!JDc^@@CA)-<W-1kGkANl{6P}Xu;s0e_z
z2n8LIG1h@qBGu(tzqio!LPs{3tj>gM>glngnl8k*XPwyx^j_pRG*bpOLR&VRYEa@v
z0NN+lHn;iWf#C%>tzi%Go5KT5qDBoiGzO4f3P+oJgcmSF^)y%w+LZ+`f;u8Q4oKRD
z*@2`SO$Co@zz;VEAl0DIo*-{p^<b<68rF6KS>s~tiQHdZ7VAXYzgMryW<QKX&fk(<
z*Meoez$amO+XE;GbYjCiw9f4Y^kGjQM`A5%!zjk$1G(k?9h*8)gTVYJ=vj#PKu5bR
z@{~iYL0%@D)*$Vj2eVoOEE+q)I>xCcm7ct()qY6u=Ms{kMe=vaK9~3N;BQMeF@eQ1
z1eUl5(0E@BLctL7x1#QBs6oO86o&l7oFs@?Yvbon))%{#3p1OKEL0tP4WW)iAU)S3
zTRl!5S|$xX&Os`sbE=I223h`iOyME8wE2GAetUO=`&S>eNN)GozmbZ}GY8jFuzu&e
zZj`RarGKe3u=^P3!~B1e=PZ48hvsYYkuo;&?2B`V5O)NEsRl%2R2TUJt0D^p(JrWJ
zjS=EaGm`@r%MnIY5z5sWT`&Oaq61xWpgE+9O~-H-;tfKMZ0J3@R=vR6Ft9ExF0zTr
z*<`eR)RBF?7Z9@ag}j3`0bC3-57>p*o(`8g4%JixDRTf3hYYzG#pSvUPW6oRw<0du
z?JMlo8nBh~1RuTZi#9B3m+J&8=gh#SEx$bgdR_+3W{5$D#5kWJc`SXUNi;#G<$^A(
z0D!^rYvqVDtW!d6W^_aiL}Yd_-$CK-#QPnMfrbN%LfX3(j($L?)G0Jk033$CU?Hf@
z2I8DkwFLSi2mQpFBC;J}jTLb!*|d@Iy^s)c&>03_Rxci~3%QFy)F5gztJC~fbsWvj
z--ZhW){_H>qPluWu1^m=#tj4F_d{`4!~~>(>2I7jI{pOg`}`tn;9-vDeT>se(0KC`
z=?9a{nc!Oxi}51Jm5^(c3TW)V65r^c2|@)lJXJ$|e|n&{^qC-q?|WDtKqK2$=*E2n
ze*y!2<p)qxS?0JMaCB|;$Qpo-jdA5R1INZRVrN8vT|5m0YD~D+qXJ|qq=1imbgW|^
z+`jBC`c+uEzCVD)_+&`05*@BcL?U!kQ8Og9uf#RVtUm7>7d|!y6mh`Y;A7uRIyL?W
z_NB($)Q8e}d+`jm1>7l|%gBtIXi13`t!ybEtr&<BS1yB_0<*!(LFQ@oVoMrxT&2_;
zaFFe26BHC2FB@lN<q)$_jd`UCaHgRx1e!&6f*r??0HnGDP6W22oMg9E(rpO-mZX$f
z*y^>YZlXpzt3^XgpJ?UCFo*aLm9Dt;cjt~_M>aDrV#;XZO;B0sm7|3$eLn$t)uqNW
za!tYc+!z|nAc-A3X;J7L6q+pFq8oMwb=vPRV5}Vd0hO1jsOF3H_}Zllb8ZGBU4J$k
zc_%8@fNdC_Lxl2vkSf7sbfgKWLohcg{(v-?cqPE?3SJ?V=C3+!*i5oVcQ4YjC_pKS
zs}Cg~)M^w3FwTV%I9lwLVLzWk2sQ&wX32pqMzz5p+ZIv^qNv)o)=S;wV^A=wO@lP5
z2zhl7Ie-tPKV3ml3UsVf0bp4zLOBt2j-Z6}BMB1CW?`GDojtT1$Ep-*5S33r2OP1J
ze`#!lqduajkA$ATaSznO3zGyM;}Au=3#H^`I4Q>$i6n@qG*l+-N2kW1qiviIjzL6<
z9V!7(@DOb30&uWYY@u@fx6TpFw9<MEJX4NN_n|u(=|9KgWyvb(h21sE_$P>~*6-+p
zJOKU6g88PS;K|7<aRDD9Fin8WN0?QBpE)1myHQ*WXC!`E0c<{|OumwblqNXRY1e;4
zlG|h{6k^otJ9Ou06oo)j0#xTS?tsqHXp;C^Y`z`;MtnUJTnNK8vVe#I5S%hy%OhV#
z!zMS2t<eQMP7Y7K93@%nn%Z`|l0X}5+m1Az*g$YKHTB>!4cZE_ST~?bogSE<-11Nc
zA&~!^1>(P>q#vx4>ESSbGy+Ew%HnLk_qHDhGe~S30R)lFpnH>a5qVBUsh@$H5hM3Q
zdX9hF1N0*~95BjaSC$xp`mjG}PWM^3Ou@kTl<J5CJXs#ly5O9rBl%gkAQd<4ju5zq
z3iSI4s4qtfL<+Ltu|_qrp9|#m8h|%Dp_KImLhfIcMy~I<(G<5lxPC1Jgs0)zFxgN>
zyb&4)1#vUubdzDvl|^8+g)MHc!O2LJ4>96MlF#L$Le&xo=QdD>Q98dLZ1FYFYx&5O
zU>8JsGoWq*O_j|Mb1WS(3&pn_YAteCMP$S>NRN*Ic}a<+cC_3<ZuWkAXlbnP3Byct
zw0~bkn@T<gsW_<=fCsJ`T90^;*6AdXJUa&`kPMR3v+Bk(A?cw^*#x4hM-TM7v7v6y
zAqZoQSJOanmPVatoEjLmpse}IgYST<;y?*NlOnn~5$$)*n{GgD4T8kuj}TD7xORTH
z0U~XnSLY$<U5Y<&k5IS2NYhAk9MfYS=mlB?WmBrR1~YG?(B`1;v~?gY-DE`o>9_Ns
zx^N<ED<?<|xf$<^ovFwoib`=!TV$I?eNK)*GL0~`g4t2DhYoAde;zd!qynf><PQ}J
z3E6G>7J319BN~NtZ}UG;Cf@He_<E5U_aj-E-yLLc9>w}F;Us``42cGE$^qD-dVeGN
zH@XvQ0w+G`a6XHO9K&ippICHInH1{r2ki4`G3eYyNXm^`<ggI3BrzV>l4Dk@3zS(R
zQ2Napn7tSogr+LX!IPScJHHNyHSU$%oZ#4JeEVwbh$3_tq#MMxRiplm)O!V>M^Q<l
z{Ca%W4|&7hSZB2AFl@|l``#B5H6En#g;;RbU3_~^ne?CbcM0d6i}}_;+Lf0`x<XTf
zO4+85fObStlx6QOxC~-3IQb)c%JU(fVu*>jO%s)CtHot)AaEFy53Mhoh$tK{3AaZP
zg5%uB!)JjK^N0q%fMFd#nhL0LF;~mMjd&E92Y@IH0Nt<Z+&&CL*4wHuf3_D%wv}FM
z*zMca?`vBqf-%SdzF*Q-_xNrUi#{%V<^+j92c>aX)q4Q<QeW-EV0aU;Gd3WI1|Z!$
zM4S0oIh;f`4IFn3$i5>|>-VXlKKcZES?C#RS4RC_;c$2qqkIAep`@K|P+-drA?g;3
zFx0H)H3b?~B;Enu-49ioc~Oh9JnVY{`B9$HnB8|udH6Fd@H**8-2P8s7_3i7D((WA
zY6x1F{2^?L?k&;4Vslk-cDzaJkHweZ%P9J;{vij)V->%k!2UK#J%eolB1M)5tQbNr
z3CZB4uE3pNzwH<2MuAhTqoGbC*ZvfMrv!P&!7ANP=af;i7U|yl0`d02!iiK=?`Cug
z9~D8=e-%{m&C2ZIP`VuL>+v;(1E(5kJLKo%n|hGEMS;LL%=d#_X?57`>t}W#za2r2
zY_(p2z$lXitiRz^5~!*<8ux=z)Z@4VWoML7W0@av7a#>@Kgj-Yv<@ts@TZFqK@JS=
zTz`zZ^NNUJ`J9#%Q1??3Xand7HY$KE5ECCj86ytW2{%g2K+y8#Ad(d|%vGT>{q{<7
zu$nKF{kSy`5C#}x3p%C_Aun_a(AfF)jp}{T9CVRD2%pse;W-ie3)Gkb3f^OLad4Ey
zZ77=u!F1|}yqbWs!q2N#uB}X=w6V>SZxpg^)5CP!Ie}5AaF9bjZoUDX>?Z}SFwVb{
zkV%|He*SMPx4=IWdWMk3r<t9(Wt5tK1L0w(xg4Z8LQM1;CJA^23-IGfb)OKSCVgKE
z!&};i%C^~wo>L;Jt1hT?|GxH~Y8j3W%EHPc%BZfd7VtXzoHGP=WEwh6FT$Ru4e*<3
zIb#qXjOyGWfFME(qG1`>7U(Zyh2-jwj@Uy7#Bj<)Mj;D614;l(q~heaepU0-Zz-OS
zj0j+BD0Zbyf|>sVNmv-E>bk&{IPJ^5hkdTm0t+uvOOM2fGx}Ls8C5>+&<{>`cUiyG
zJMnyn0eK+$)2&o7?G+RM-9mLceSH1x@ee@>!Uv5=T$zRG`M3Z_foVI`u1}sud!B>A
zCq~_b`cjY&AJKOJM^8!u-{O-CNVxuZ)Ia1GyX@^7vDvUB={F76um27w3tro12>iOx
zF)#=bByxBK*qb>B(08g}ICk%lo7Gqb*8<}NG<2$sk61`+t|cWcBf}3se}dXLB%=;S
zl3-SWa)&%Ow9e1*sram^JZ_zv^#~T;`wlQ{xZpu#?SX3k#Oph7CzxgM9@VkOh!f}D
zyMybVVQ>O2*fe1qFL95`kBeTIw*WQnSix~eoM1rsamw?+?i?*91qq{1XvzqJsPtd0
zkROm9;=IKYS}<~eYN$nMa@&7|Ay}Z(cNXd6;p%0mv___=epfs?wZ%}9jI3M`Sb$?W
zHnUlkmk0?&pZt1V{NNKQ4$@5ckJkCPPp_`FrfCw;*`SRx{cylRFijFh%(iLlcXSHd
z>S^<v+)!Etaan?P!nzBrPG{AOh`4r?`(=sSH1WzLOvx{A(J7AL!?NMuv1@%sI5N?B
zClpKjzOPWQ)`DXtI#&udH}$tEJJ3+t#zQd5VpgNcaE9FsLcB>(;Vev%xo_gN&;cLS
zK)fD6DUW~0dP0j=732-IGW`QTd>skV?8ZFeRvNJ)aF_*ZooW1n+F71Z_Z(C6^LY+V
zn)M~lIQ9lLv2^EIFZ`VRs0C=7ds0H{_i5FN4sP5JC)bq0(Uom%kArZ(^K}95XxU`}
z;uE1CroiWP2#yGeI|uYliI0cYKN?cF9@0_EzbIH8;m|_CLD;bYNR|O3+)ii=@^b2U
zj^nek0KrDhHJ*gSXzzy-sj2QgEc3ClMo|9K3)fegx6>^+1$JZs+HZHG#vDY-N~eiK
zhX=!I4n%6SdDOAk+lMJ&1Znfh#<s9qMn8G4J9@4)U#^EyiuGBi#%NE~ez#Nl>w)l_
z2nD_4Ti)=GzRILfWUTW<@=+9Tc<?I>9v_0~YR)*@^WB{M?gcaNSU&NNL9?MtvtkZV
z-!+W$M&Uf4BmgRo(BJp*MN0#N5kxo-B^(5kGzI)+LS~_KA0_~V<yh2MAE@}|PGALR
z#7`lOAr_OVc|QoooG6P*{R10s+pG3XS~=g9R;bYe-Dy%i9a@1UKv~!a^Z>h1IE_{k
zcpbu*x?uk$#Rj1MCdSL^WI{5SB89g4+K^#GLtUBQw4^i+=U`j_qsZ8YU)Gb+17BQq
z+J8C{Sk2y9wO(H;U=<+OU(bCHg|^|LQPi1k3#C8(#zvfzLS_ewmS#LGo2Hq?<p_ew
z<&z<^fH9hOUeE{WhxSlz{_nf!pd0-{6^7W2V(I3R2hPFzZ(uMyL~noj8(_|<K~yin
z88KBS>xK3J6+i&D;4yR*i`#*9?mJ#H?VDUbmQnCZ!BzN|)^}sVA*~?lcU8omQ^+sZ
z5kRasoDggk){zP=8z`y7qH~Lp{m2lC$YPs4>thm9_f4)2$1fE`qNMF#4UR1=*W+%u
zDKj{x&<}Om0g1O4j5QCzR&!7uS~5}jGlVQckSB==JJ|oZn)gX3z%=i3!G~5Gw>q2J
z34jTD@(a<4LFkx--d7XQBK{EdoG=<Hjn-YER}zvu4$$KdW31q0T>`lgo&S`+Hxmwn
z%K;w@a+?{6)H(uytb!RnrE-vjNmYw+%1;)6lX@!0hNae@=E_yva}6x>ew22Qn*hj&
zxZxG(zdwx1^4nvi)Ik8J0kG*#pwoG!fX7HY1pKmOTRn2H-sN21V`s_*mredmu1FPU
zF;60pwqOn=A;}X#cPUZ|7;Y~CJW0~vy8xZ>rqEI5kEl*KRFD-BGiaITAbEt}1J+|(
zeLfx?iOP6+FMa_MsI}e`HRtN4ol`~(Eels$#u?l&s-S4*VR}c=@y0OnhRC*vrXCq3
z2hnL4_7mC|)COy;Ht}%;FEc644uHy?Yu`T?Kck80O=N`DeE>!lF-tpN{s{+2H8~nS
zK^FtLW2nG9bqh_&fiSy}9LON$FvtYGJclSd_MguYPXH#80xl$dtshFI5dzQX{Q9Q2
z;z`W9b{P*<LY&tsA(qlxG6BgY5ZZJ;YP0~Rkbiv#WrNrqaB>S~6uA(f({N-M%2z>2
zpsIob)<d+$Nw&39!26Ct8O;4CCF5E`GSpYY3lN#4UylQw*F*zB*(po_gE%P~@Lu6#
zC!Fyq=wv7YB=06vIy7{6LWg^CzC#b}8tV1$?GZw~=)e@KIw+GEejUgVkAQvSpDRmu
zf-a%|#o2quRe42SgIE$xtVBdb!3Y+RDjh7K0t!;38mbKyP(a|K(gZa&swhRONG|~!
zT~MPUO7DasM3Al+nuxSn`x?N!^Sv{_nfzx&?sLy`&OUpuz1G_8o0YL;+XNb%nFJXe
z*PCmOCf27C;@RXt?Mk9;%G?&0ORO)O`sU&m|F&XI`TZfH_cLeAj<e_i>s!?ZkQZtn
z0`B`Zs=xy*$^2m3K}4;d@h?Pdq{iP-(3i6kD^VjK!SW{#+f4o1Lx;7ILxHNh48&uZ
zu}2Vi=MyMes2Y=~kf7FpI3`ypN%ZxUNW$Z5dLFotixxNlZ4MltNJ@%>k!zAabz{3-
z)_qf-!6cEQ^vNSnkuTu&wSY|g`d)@vIX4ymMCKAmZqPcJ5q<n|#*uxxA*73<j^V^8
z)a_p6eAx7A>KvHqXdOt?V(3-oCU=63wswi!*lF@0mYE}FUJ>2+<`2n)-%5#gw?LPd
zZ=_AwHHiNgu%;*7DP^Y<IB(5qd7^s2Ym$1Z=tA`OgQlS+oPX=0MuKG{DsA7%9mHcp
zHZmkSjk&VDK;Uad-*`8{9$OAS|6SG+_s{}MUOvDI_P8bzTnt>&_lHQ^9QlB2s(N{d
zIxtY_k@vTHET>5NZb}LJnS2_yJb+y61a&OtpioW0mq5eCoXGlYw}2_!_(nka9vZBC
zNC1|_=&&9$1Dg8)+u{}R<R^Q<C8bj4ROgH7qb%cyj06<kFMI5z`7ZlvEy&pX;_4C~
z0_qXCR}t41ZUEe}XFjYXH#%of%QZJ|xaU{3GCIJ9GEI|S*yB)qCkG#cTI;%p$Ea(t
zVcV{$Xz`2I%lJ2Br8D4+zKlEI3L#-v?14vrQ2byPF#yvoKi~~810}lAD{;~O^?bRC
zBeFVnvr!!QM6-Nb;88llWV!qRHhm>F<FGp=mp^yO9shn5OOX%ROlO$(G-OzZ)imP*
zB~R_*!?Bdb^`Wn~gFSJ-78Myk1g$kE?gIPx?WuoUU{YXLbRza>xZe>^Q4zF8w%w~6
zN&>Z@x{w%T09-AuSdy66NVf}AA)_z5l$DWSi2vyIUF<$D0KqZ%)D0PT)}^Lmla=1L
zBG2v|zp&>x&W;Ed?b#*2|Fo=yE)gP50;^zl8qtNbyCOan23h=)2p@)}GAm+R+roQk
zP%x6&Jy8pf|FmHd0#qrS2y*_pe3OEOY;p!&GL)WDLx*tfEJhVc2OZ_6mdEX(PM<5f
zv4<}t!@5w$ZxHY}(;WWbNhIk+oy?kFhH$tRHQ>O)26!hgXVUC={gs>^yACBC%)>ig
zj!WWXO6b&aWob)6I!i4_oT`5o-oqLEb7Y8FL;_-97I3JMOJ~KTT7myZN8L2P&TO~x
zn{`*$+!U?>YqYxT>eOz$e|mFt!v2d1cQqLA?o%`yA%GEd4*j8?J)HJBr@$VTIe9Dl
zCK5F(n`g7;y&t+sH~U#Zet#uS6_ph{4v+_bmuE%%nG9AE)9(>UCObLU4fP~kZlL~?
zbZ5k+e%qfn#qcRt-~4eA2O9#lK%I@GkJ2BTizRSYuk4s2z`9+|)Y7{C>Mk$&NmG8Z
zhdgD+U>4><KnnmQ4)i)asH4VA`Gk<^uiCtEDn_!{)c}ZYEJ$7_k^R{cP*HJAG?7X(
z@f9PXc*m+@5vEE+ECR93BvthI60rFO(u~oGX(ijPuYFTnl|^lvpN_u1j7E<XjAckS
zk=YsPLC9NDM(fmSy2T!+3Jn*=tB9SKm>O?LMe@-sZqHQf{*C-|1dQ%R1E+LJ>Cpiz
zG5idFa;nxCMh1A|?s~XBe@bbzKYcoYnlTyR7#l$>PxT)zX|3eTz0)33fh=I^;p9J3
z%KH}x6x2+TF{=VB-H93nEsS+5=2{5g7)(841glE5or>npxZiah*^i$HwNWB_DPlQf
zlF>doHKl(>zfziJUV%P{w53DxR9vX7${2bvKHn24Lt|zu#dLm+*{`Lk8oo`YRC__j
zt3NvLMq{({cfX)&L3ng(mEB^G-~#qUG!>&$#hbKWtJ^S8MPYf!47p<aUKt<9*N#PJ
z*0BEt^w4*=vc|SPg;UVwm;YA1uP+(NRHVk#x8C223UviF@R9t=0i0()woD}$di~sK
zsH5uAuAers{{`{-Dzu^wqEEv807&dhAj_QSV%Q4+G@1H!ZeJfE$hCjA<nv<yi_Ir*
zXwt4xtKYj}`OlZnfwLC%UDqJurxD=coCF8qEfa+$9NE(L+K*bi2|7rv8Tk2p5dUrl
zYJhx6w6>m{kGME)jy7!|dCw7YPq{Z!I9v0@Yq{T7`DxCU1&@f{02IFUHmG6~kAWj)
z*=nI}Ko<jthvQEhVg{?p>6#jBb`fSKvz6b#m~|-xTt0-ylf>s7ko%rik*O0Ap*(^+
z=k^?BDySNfZ&2V@JgOty7Y}$$oI1OqPe73NXm=RZ+1!oxlsC2H=?qiq=ri+}PP&(G
zs%&}iH~C<NCd&Z*UTyhnLK9G6YvT$~M1KQat>YwOJ#w3M!jrhwH+T0<J%+rtI8erI
z&A@0Pw<HDbuOQr*`y@%4BF4$+Bx`vij)!q7(>a)4O~j8eH-r8BF<;`!X)XQBH>p|0
zOh{*cJb?_lcmPD_<!zZ$Z!v<e0ncpfdxw(s0wKRaMAr`T+j$~Cnoxfp?iY$O)5y_r
zE#7x8XK#gR5!v?J0MN<@+`Qu0auov<rvqbvdJH1Qbu7^Z8;x8ueNl)X!)4<`e&#g@
zB!5{XCAZKx3!t4Fz|vT=z=hWw^>EPu+?9@A_&k7Is@(xMl85aKq~u5G1R?Jbj1}*U
zrVb#r)y!a8aNb&78>T=ZXL!v~*p=k=^y0YuP*2<O4!G1bSs{{hn%yhG_A@I}StW4a
z?@dDR@rlPm+6h(r#=7>%ebr<RF2Qx2_xGQdj^f4N?r_1*SmrRwrlK-Bm8$_4Aae}u
z{la&nk@jw-h)d}B2NY^DhpJF}%34q2_N5vsaE`LM9FkWJmo*!wRvc7QKKGS;emZ)0
zqaDqgYoMGUBF#WQ;UZ*t0XwSoXb_9!f208(nE;xO!s5K3VFMvP%A<ADd*i4*X+FA$
zQT6JNrivZZ#SDdjQzp#+`CgK^jo}jUA^h>GpX}M*H2|%PKcT~Wq7R7WOGMoMX5I0g
ziqFIvbK&Hkdce!O-X}cqM}~14OpCVOqja5~diZ7|LdwaXBH4BsAhU0Q@X!OA!giIt
zWCay|JZ`gR70TC4?8$z`sjJt`VT<#Zf0!dkfRkENp=FR}v78tWAAp^aJ}gv?FWt{e
zpJ*)*I2O5{{a7!7(4;qLLnc=%(duJ-YT90q;$o;qoF$~7TeGyZs4V>_KAkVu73o*|
z&=1q(CzXi(&lBd-4)_g|VhEY_#0PD?dYNb*C~S?!P|11|S_d#XH`2$6%)!Y$1a>5T
z9bKUuj~tWzbdJF+h#4d`h%QBmIJWx1mtXo?qX>DThU^lIN1?u{ip_LYEbu#V+WrD*
z_Gm@4ayfE8GV5GTyygifaQSR-^LHGPLFQq%m@lSL<-sdbP)5Opob*+p*As*hAx`9=
zizMTWjP)LG&wed6zH{rHr<POx!4M{_%)3DtJtejj=c_-(uxMB~1YiWhp$hU7#1-{w
zwvP-NVN4Nb2Tj&6!txGrsHk+D0~r99iV^GM4-fZ|?TTi=Oh7k#`SWGS?aY8~k~45l
zBUCLIo})W0fb7Se`wLl-%=QWSJb<omK8`Xwa17h3402Y(Zkx;_@(wxHj(s>G=K-W~
z8#M(9*nPEY`jT|p_z4aVi6&ILLA(Ud84?vZj39oH@6)LZuhswqBp(`w5w!a}Nuc5a
zI<@{{c@p1c$!aGSVd#S(X!2RRbR3^zBOLsWDGMFI^8~I%)KNiv_@6YA_p`km(0hML
z87|S`sf1U#`|#mI$Ka7q*{U&G*<Yq%8-<sk`nNlBGC3pJdT>-f9)7l`#?pKF1+9ih
zK^Z}7iRwf211dl0d@_L^F0~6YceKntm-Nj)$E@m@JOyd9ow18a;#a!-F~>(cPDJ}>
z)))(wgy-e2eR+<a_vG9vNf1hoGr-yQ8uJ)i$7MflFrRiLk-sH*e(Xzk8|X&G_Tz|3
z6d^`9J{@@aRo58@n<*NERH$;KKL5G;jNrjGz<s@c#D1;fEyVRf3cy#Nq8$^x87?*;
z*Mc8dFo14z@xX7CJ{aNTWGOcKA23;Uc^99MN#%^}LS7l}GL7|r6nmimeLz?vNc31r
zk1G-)hbORbE2@+>e|%^B!-=dkBOramJn_0hsbAg#;hd%Dup2nzk{wB-ER=Z@fWAq(
zu|>8<Gr3utfbLg5#k4z)Yv`<17uuV@k)*OT!!fCgB*t`{2~3e@+GVPtQOcYkMHvdU
zI6uk~nz1gC*es|qwJTa@G%69w`}}WGO^RbD+(KOy%qV!Ky<A1*U8F-F(Po&8#Z0_U
z?8@pVo50e+`+Z$V-BJjR6(11sdF=}{v+g8GR&Uf*SIMWI{#KGaN9x4|f5*-LrZl9a
z9oemkDo8@XQg>Vg+991vG%<mkxZT_{vF01~y4{qhq*N@l;jgpJ?nYOoe5CtmM=9BA
z`5-WEBLX5>s|}na4|W=FMo1&|uE^ZZAq3sV2Q@ufr<QM6HJw1dN<yU)Zi$>5WDMfa
z8r0G(jiG+ruv}{B;TbKX9Sz2+G-ypNSVFIZ<J|`cS<eGX795xAT%o)v4*>X0!;B4l
zp?>Lt-!&(Lb71No1;72xN+cqoUcT^IB+z6E<-oy{rV`RXU}=t3@PXXV1WG&@12v%N
zLNwzEXzFVtQ8}cg7;0*=l1zncGe@K=(!VEpmV66GxZ}L(4ihHsBMH>?YiJgLt^eI<
zAn6o3S2bz8yUX@PxsuQauX5xw0UdkR*eHZ$V4#LZcwC}Nj8^bQo2mP4e<|r}8gE)6
zN|R+m{wK%;jTZ5ZZ-?kT6V&j2$Ar8(2wneL|0y4gy|4~aXX2NE-4yP#T1x0YR3l{c
zmw)lnE@diGQT0*Fp=4Gln@X_$&+Fgfk|{?rWaiEei8VnX1W$}O_i!g0rdcM;h!URd
zI!ZidN{P-R)oo|d0^%8oWak0+uS^%KbGU+t>QJsj$P<;bq@xMT7=Z#Tz_6lP;-${Q
z?*t8xzO_U6d<lX8GIcx7p&T8yHDC0XLbl=Ym4WT{k_14|8=WJn22q)n5H3$V?uE{;
zb;Z*!irZ**lph0%8Kv(CArJ<T$2f%tjqO7^M31w<rI3eoX9bOSf+#`est>74X~0+u
zYHJ_rK3QiVRCQSHo6)MFR03rk<>^^MmY5R?kOJB9XVj(HB_)1MrOp#2aW}b6C@Sxn
zO1~m(_?S{B9CJ^qv}!DwF2-w%tyDfiF>;J~b*b^qsK{B=RB^#jw^xJs&SVHjSJGG$
zf&drx${7Y;?4RG$wL|?A-F;P*hc;gJ;ShBb-}+ytim5(_yo@&Ab;lWb1dCb`5pt1N
zc)>m(k2+4k#eK{xV~cG<@I|Rj{~uO(=)W2rMQTcX!4#EWATW+UpZxHlt@q*R!Slg^
zGfaLKaaJ^h^~mpG3lPCI;ub)$C^Mpc6(4W5?N8xp+OQj<eTR-;#6|Tk_d$UwGzjGK
zNV<swXM;ELN*FDDGtl+FClr<`(96zRL{i?Cvrk8j#r3@6j!)l%B72U$@_aLZo}?JZ
zjEkI`tsbwR)sYKy4>K<Sg`+dxN+5JI#m^M>#gBg%-=UkyzW&3R=Ra*yAPqli&Fet9
zl#aGBo$~0ALOO?}of6+xVq_AuO+)XzGzYFs0Yz~2+JBcxk^Ais#gA}A!dKL}P{0?9
zI{T^V0rG@BI798(<0z}yW4?b+FVU!jm&t;2F{JBn0jOT0Z9GH&-#@weo9jm;(w5NH
zX0Hn~#Jn;EBI*QRbpP&24!vVe{9}d}C@yrE8qb0&kEf~a-~03+H(^4hev9s|kI=g;
zB*(BfOVwL#zZ<S;Ro$r?S2JbBEh>exqDU?>^g(tGQ%<sJw3JueBv&uAs_ZI@UFx9!
z>c_jp4KA<c`U`(fJDHZ5w7a$Xp$q)kSiC|fgQroE8m2iGdU*fSuVt!+0K01g@T_df
z4GFIlj^3R%zQLr$nO7#SIg^3xFZp+I9?tymq)+Z+7D%(#&U2RhiR0p9@ywIHExo-$
zJ3W>Mvb&GF?eYk0v5Lujy!H3Ld-rdXo^^5khslw}xdV4j9X~Gh=EDc8&n^RvC#=q-
z6oV3dvUz+lOO?OsG+6UiU%S%Un5TXB+eH}0nTrBo#11KH^5Un+l;f0^PIIMMjEiWX
z0hzWABJq!IZ*Q0Ms;sK=qq%AvJ7+Sovo%$%87Zs-hy4^KqZdj3^(*N0Y9o`Di}qTG
z@0|YJGDWJTx`03yjccoJQLG1jtP-QDZf}HKqAF@n$4_IwOn-J+n1sZ5jl_{1o)1wv
zOS=*St?TYpE|q0!;+ox_vKr^6kUEzAm2{y72M1RGV5~5obMxZ&-_<9!Ia{gdYIcxi
zdY#sZjoMSuhK0cjKec@mh+M+jCpJ!}(k$86NP#UOB^3uWT*m(R#pzloJ1y2P*fG_0
z1-|G<^nlEfEbb!&3zigDwN7mK{&%1S$WJzM=70XMLX|K!S<I%aK*u|ThPzY+4R&`<
zr4=j@b0idFqklBrV)1fY_62D61HMMB${;S}S<CYO`*P#Si;IgTCY$x=Porv`C8jFf
zS`cd8uUbCyf8B&yL}u2X;V8PHe6eF{zQWXIb?e<X{SsOBAIR<ADl>JbXZvw&Ki|W#
zWo>t2R+bETrFJ2s*heii4p3Ak3<Zg$WifZ=*O%o{L%j=gT4_>h(|oT@)9c~(xwdN1
zu=d)>{uPMgr)AN@G%R*!!z-&7H_CnEF})JT#5DKymTAA;__RWWzpcH2#usX_5K2=C
zC18LRN~~10C_CJuNxbQTwd_JhVfmNs&)=<uyQ;ER=gMRBY9>CQFOUrZas_b$UadUp
zSuxCdTl~%XTTFeuF?cauphfSa29W`*3@UN8hH@y*EDM8`I$4Xi)q@PC1-5|!=Xo^I
zlvkg+zta)ql}fas!@v7^`Lh9!Rt}lTZ_?J<t{`^mFicc7k0<Z(nOr-25Ne}^QYCtZ
zmi{3&k3pu;iu%v13Y`3bQ*Fn{`<SO-2b_zUpa~tBHnEs^H-?+uI#!8w`gE`uzl54O
zKn@)8hKlCc+eh4q?bA4k+D@l9MI6QE6~VZO_5Z$1w_br@-JWtc^#MzJP4R}$s3-#_
zB*E(qm@rAWo=)(HtNQk#sszos)23bWD;`v7?Tf*YXCN0@G%!q4KqtphqcSH5BXJJY
zLMyovWoIxk=&G<!@y*iy$LET!lt?`4mkjs85rUz(Vt>k@J5LQEh2EPQLHxlWJXQja
z3xM&*A7kSR%hdcJX?hy{-|uT=SM2|2J!rW0<}iwhc}i{Ikxw-Hr{uOyQ!##P7XU$J
zfQptc0v;WB(LP<|cT|3hPIrX@^p6L*yMDrspc7j`d2NWbM??(%_XffH&t@l-&n&<*
zGgBnqg~ogS4>5_cdL}4Dc);;GqXN4l0PpVBAZm+fJf(yhAXm=Z-)4R=TO#OYb~H7s
z!09yUA~jn3Cy=w=;fPZAUAE;KPsQA2syAqig*bMqxao+axal-jC~r)tDU%61OBn$m
zCgmpCMo?9ri*4YL^WXI%P7)F7z-y6<LGTnK3AQ=dySi6DA&ECY?r-P1uz@$1LvqT8
zibeL$zlUC_4zt4io`7~$1xN|(y(KX)Ou1ie6M&46ftoXpjHx8tlc%p_<Ch>Pgi{a(
zRMZgb7A=C1(NT(5yGa7aaVo65HPOyEIL9~-X?&pE3Vl;wNgpxrGCE4Z^$`002g?)}
zt`c4EiWcHMOD@uuyt#wA#l(VbCg9*6({7bjssr>HBu9!(NuNrvZO29)H;?0YO>cje
zPVN9mYpWU?LsQVElw33kxIT_L1QHSwG2re<e)q#}R>^x*)E0IAo=~NT)UCgRe53)(
zr|8XLHr)ovoI4_#{BgefSM(8BnN&dg?@uX{8kd|e_Z2_7OwA(V#C9Rk+y`L#KuJ8?
zEM<bMCS0QiE&d9fS{XOZGoX;iBGZi_o(U(om02FoqLyAzxjf(KXK-iF%c7>#;(0S2
z1j>>nB<@FXy@Fu^19BDSH!7BH^_2M%uO$VoM=aj_b{hDXfOcJiujzDvbQ3Zop8s3K
zqtG80uDn6>G|8xGW02|1)Mv97L=(3#W}%AL%&i!))g!`RX>JN*|7q2;BA}nNr-+q1
zPlLew4~R}j4#o+!Z#PHwqM3J9_7m}l?C-RrRUh_!>X1=0_>?jS1py#v2?+`3djw-8
zP?J{8pE)@Z%T8KZsT+GuzfrfUx63w2{OaMWpv+?lcupCdGj-U1`D>y5p>^Qb>5GR&
z_AbcN(X^;2ZQ_W-N+c3<ESCmxjVSbJpQw@86*u)7B0@%RVk(g)hwDK@NMUsl9o9J9
zOIs*Jm?P$wj`wAh?47<M<TGlbE^zW3L7!Kh>a}b{>q=m&x5@Hi%?;XjgcYRXG{rSz
zWS=>@25Qufv{Q;Hd0sP>TOLa7N2wD7G*F6WfFvO2HU}814yfm}EJ*ehxS~W<D!uzi
zS&<48tM}&W;^hkFo?Bk+y`?IuOv9Hez}yO_Fr;IR`3m~=fc1&Mfkn^tqY=d7v@Jky
ziKT9>RF`BPn|3r<#WBQ7w*M|wV;-&SA2UIKV&0n}k_Z>IwoA*&EdP?jVhq|2HSfeo
zm^BIJd(K48AFBiMQ~}&PC~gE;a2&cv#C;Uqj<e0o2tZXb%%&^PDd?!T43S4}UAjkN
zhc(y4;foPN$KM!WFHH?quT+yVmc@3_-ZOLKJu`cUU;m~!jHpR6dpkfaQm2c#WKAlj
zHMJi$!9|{mqd@Q4>z~1+*{old5i+%AB?CA>424}v$GXtdI!cyiTvljD>?Liug*6$1
z$)aOWiJuA%IgO1`O@x7c#kux=CY+KdruK%cNz}uY5{J0TbL!B~&_*&~d+T_4sKH?b
zL=8$NO9I#~C{v%n%ED4X;aNFS-B8NO#BpF254)K1x<^Ei{81|DbDZ2bUoO~a2??{F
zZf|ETTye+i_Q8`gXEdU)2dXBzrfers@yn^oYaPZ#T&#BIvbMU+hH+%AJmNkC{7Dt+
z@%@@`AD1VSG&@YfcNr&bCr7{x75MZUv7xpFRQtDmQ0;ph8*Gu73P?EGn|u0{L>Qj5
zI8=L{M#^bTqRnn-bNluBR1%R*5J4VzqszyK0>tb}kehw0`y-GF<$0Wp{lUo1?0$?V
zavkaA%;_W|Qaf0w^a2RcAmF*1H+b5dHlol8Sk1r*=*KDT|II!Vq_NnlNwN&zSlj&(
ztG{_@7)C}ym1}^iWg|1MM3Sdf@Pv-goMi6#n=dAF@75lhD3PB&d@PHGa6B_)i;%=^
zeO`CzIULMGL2%~!MGP0v5-D{j@dQ2IV2{<SfC3*aVOf4*FHO8B+o#0}KT|+ntWb~S
zqXHIKVX~`dA{LH-4^<8wuI#v`^yUd)w65pK8Gt-EgYUL^<n@gOb-&XE+4xdF7s-cR
z7a;97<G@f$d4JeIX`F+M$Iupp>{!_531Ca<QRvVJ3!08%EZM2pto~nVnzi0l;fpt^
zE1fOXkPfcrdrzfz*y3C<U3vX<OQG7>nv8Rwm5^n&xEBvm`u6p;4=P?Wp)O+UNsF(^
zCto^G#JNsRm?tL0CN@O#Xloq?G=Iwe3)Lg8i;*i-SCXR&h5gYCY>HHnqpLp-8-wea
zwR$=0-|MG$g<HAS-1TWSMfKONsqVUr#6L@ImDh9JFWMQ$NEB9qdLU#JEarC%^n9w1
zW%E>c8lT{vF0kY?YTZ<oKgNT<9W#+G{)SyGBP}f<Bb_vq735DiiiG|%1IbhS#ulY&
zVxDJjo>_l}xi6pjP34WsWTp5O7@)=CQ2?s`7jMGWAX_thm_jrSHfn4}io!hP$XUdz
zUx0vmD?5>kGk5CPvM?fIxx9Mn%OSf)qJShy92ZRD3+jBtOrX{{>eudo<RX^Rsc|G6
zS<2Z6h;b>!752wwZlTWp03+KsW2^LU5Dh)?1zjXD6PVwAB)Vh8ti5=NHjCZd1=M`k
zna2hl=jiJ4vYN>z%i1Uhj+r2Tw-yoK@=jo7CF3aZ4pZ|_$-;zUnE`;83J}ozHr_sT
zk%22ZnnvHO4|E=!c`FgCPrADzKhe^DJmIa#uD@Oo=0jPNC~o%AOwiLWLNU;~3n%o=
zI5odGj(TpnGBN>5p0J=b@|n#g9bhx55yDsUx(dy5299+!+FbXI&ubs3Ns5~8F|%~P
zLt^zt?I9(Y$;j}#A}%d1sJqcJNwn_@a?H9K0uPc(?Aoo*D_toG-kkKuO{R_7B#oyy
zq2dULHOX5H_fbd6<F0_6%0#NlMqsHVavJSHYFG`D9(MN1gsgVFpj5n+IHZz0GDfEK
zNFra|7b>YO3f34kICSBM3Uu3i$$xy!+Fy1m3o6QMnM!q6#+A<3m?U@rTmgY`R}`RD
z_Mya?<^;h%f%)0sCTP&qhP+SQ(p{K)`kL;8Kp{-BUGr}04wmo8z<G!vHTelO_rIec
zCHmD1JH#9?pE|KbN#t9JRIZ`iL#Dn5-{>&N@r7Mkk!nvn?^q-zR3KmmFCgSUj3g?9
zIH_@@U75E9m!&gj?(3;dIaEtUNv^~ZuE|Q;ztncM`j!M`Wo2~_lRGPCGJOK8=OFU2
zjP7CDVcAHCD^YL+o<}fYU}(hqUpGws$_RU}1v`5bpm3_|76IkXDj1N5%Ewt#%p1?}
zV2;1ajTwaz(dk$*jR_RbYqvUTPXGJD&Vb^KG@@JtkZ!q=8trEXTc-X#)h8BM%IBJE
z4rS)^RW=V$r9(LhfjwPBC*+{vQlnrbNId8N3`>&uk#Xu*KChfA#oSUN8s=><h7FiG
zgdoY;7bn2yiKCVI{lEwO7Ag0TsW-ur9c#7LPp23K=N%I6rGgwJ#ke%}EaFc_(z(2X
zmb_KUSfXNph+esCfuP@kSGboekv{uVNy<QQh@s#c24<W&x-)CuEg!{6$f$R2pgFJ=
zt7*mv^FP@ne3<yV-<P$gEDiD{cL)Xu6wz3}jl`SlqT_`(vik0FSkqRfzi6LY)A)?n
zhpMg#D2Z;c-?Zp;ZnXq6(1Tr|g3I(IbGM+YP*?6TwFE527bBuMxc6y&!IM;Cqc_D{
zPW`enX*D&ko=(ZR8>&Uno$~)mwwg+(rufG!o&ApXgR>dO;RkRy!4>#yPua04D93CC
zW!?3LJncK<4xg+&jU3beYX?%M|NQ&xWBV(pcR?6b@QYAJg>o0_nc{J=B9YxFkzzPf
zXS4xn_J!>Yi^1?qMRFEPs2;)66x#}lA2E?bypk?3X7&*f&vgd(j4GKmb=N&Qu}65y
z(@%b@+1G=$O&nX6$a+|<@?)b;0Rv#(`;=h7$dWX=%Nz~#Q=Jc|zKQ&S8o^69k??v`
zY<hocFSXRZQc_L=z*m5p#Su{AaI)l*5g&=8qK*{MYLD<#sVqNgPFJC|*X?;>N*N1P
z=p5K)08U{HMozu)XJ&DRKTg*y`>!oj+Rkxb79g5BhvxJTxmhX1&VVR?By<tTdAH%l
z^u!dFc>b9iOWxRg##eo7rSs~K^3(sCB_d@ex7+)6dz>0ifBoyQ%CNucr=CdO_&=px
z3=oyuBW0Gar|Z4{g182zA~*T2f4%wrvjojRm5*Y%p4xleUh?+JOpRXUKa+bzq=-*9
z!GX0Z*8V?#n7V&e#7LR(|MoEd=1NzsUQCxWEZr*8-yTJEmn$L8XV*=q2f!O=?pC+#
zis@of9%wQXEc{=;d&1+6RC5KB)me7g%M7P$(0Km;eEn~*uhs79hxnhbKwE1LUV&d#
z^8faw3@RrHIqu!{{jZq0(pl_dMy7VTTkrpQbId%E*4a|?%4<22wjGR3=~Mp<Yw(}C
zS?%9fHiMUZzbS5HJE?~#y-)Mq8n^X9+SGAz%bo$KutVCX>4Z$QI+#OjZT6y>$8gJ@
z*)XW-=PG%<_FJ#1l`)gH{pXpYd&4VZSsg6jmvpJ0vYgtf-|ywllHgz_PW<0b`Cp&O
zOfQ*LEy?^z@>bvfPdj&JN#6b+-^<MDq9@X_=q~?%IXo5$>^uPEmVLiA|JzePqKgk(
z;eXpr_(;bwYF02-|1a<Mq}n8b>Dddu|G4j8#lOjWr{v5R!3mlvbE5po0O}(saps_<
zXn+)_4oJer0C#C6<uOQeu4Wf^pnBVfOw1%0RG&)N0Qk$bPEwKE-8*yKnfr(<O074P
z>}N=?*adOB;JDyyUrNay6BqC;1mBeOaCJG1AtOepKBEGXd6S4MjRmwj3l&Nn(JRA{
z0VeG6=?xN#cbc%6+8|0>$z-#h3^(N~pmPZ%)zl#BnOFiEJ|eU`+y?r)orF>ZN%CyJ
zgLEO2?FJKl0xY#{2$sCAuO@fTl^ciVSnch9+gA)VuON-B4TNs|TZmWS*@B4RR&f^p
z+&LJPWd#VSH|E?@m&R~PERN4V+m1A10^^Qh;ncESU2q0fg&l$VgsV7f1{w-+Bw#vm
z%)Pw@OZZr`prA^3CLGHLt_X4`<MBoU+?Oo7q4O7N;>tC4MZTjNP;U^j@A;3jI;uV@
zEgD@R*b10^^Jlu2CY-LlBOs`X^QUP5uCvBb{QgNfEP+dcD`i4s`<w>%B5$$poy2Na
z5(czuzzm=l`Iz*gOscDdFv-9slUQL$X-;LyUGeG5{;phQI8X;;;scB@4In&8TD(Fn
zX*tnoScCHc_T0h?h<X>ReR2mS4~}5%YM<qqF7>E(v@ojmCbP#eBGkr#oTJMrB)TST
zO<XeJ(e9NA!_G?csxw$VCYl+Fz&x^}M)KLUuOm)9p6W>>kE~@KStDW(&Kp0qsNCG8
zer)odf5f8^Zu_Tf4Ghk;{%=oSEHQh1LXI)WEw8J#_Wa?GWe#34sZoI}iK{F7!b;-C
z>YPTz9F$JIm9W@>QL;8kFEo&8S%!ZGo8tBkU^9|lQsoNE+D@rps;G-2h|QJPfDkRI
z&v7QSD8W^sLriw5U)4^cNoY-Sdz`A&^q>&=tn=^5<|UU)%#&)?O3LSF6&K8ND<2FR
zLq5@5?oob>q0smo$zVmdNO7^HtMV!A#+V7<GWV+Ac|=4b^GPWlSXn-TA##ta<RS-F
zahgrv@oqwbq8paK!Y<Iex)v2xe+M>WgXNB+<JMd}Vt2|fs48=shC8$?qw**nCp@k=
zeWAH=v^{?$@6lX!iE16a)nV?UDkox{D}wm$Fpd{&3JdC2ra#v4MScHA{O!<kwe;o5
z?0I4i79q9;d|Uree!x3A<n6x_T+@Bya+70rNiQbxrAF+4!kA}_j14|@@GQbB<323A
zmyMFX%&6mX1|DwFtmX%P;ZR!@Bc{EhtH@77R;=w-iRwr+{qcjJ=J$Ur@+<vXW@^}=
zD8GNtc0+5Qk<VR~Cw>oB@rZ4xudix&UD7c+S$x#AT}-xY`u1iq-XT-8{+8;^Q8~Py
z;1}n?w~BGQ3n0-ddQPH2Na^UYpm-(5j;J{^i4((tMiWn<Fqg8kJ6}!1+P>B0(e357
zvP0peo!{X-#!WN{PL5|m1sG|%_L-P68Bz5V3{uasZO3mPz9J4!gC$a7D&$==CQ~e4
z$taBd;fLu=@4tmOCF$9qMc7ULzD)f#krG*h_h@TtQzfnvbb|{Zy!#6RF=JGfw>W#&
zzMW~<MHCuhKvsp;K0*J{Qk<|s=rR{c6_Kwz9izslP<q5}K^y1xCrC6W*2uFNGwbgY
zfNxc{JAE!12dnT-1-8u9ksTA0ga-}}cUSW-Y5p!y97;Wnxen1VKHszm?GR=ee*38R
z8+{KlLl}hL^cEVi?2rj<nFL)9JQ6-D&*F5HjuX#L?HMWUv*dQPPSPKn^G_2>+3ihb
z#8j-7-!1@HTSmkT$+jxh=a>_GY4eZE=>|vuc7xaqVxR1yHPRxKtP?p}8TUrl=@;Z4
z)&<`SmAAUucKC0P@N|(=RY(n<M;jIYDM!Qi2AvUc3M*uXM?=WW;iZ)<Z6e-Gg?!rt
z)mc;(N_5!a@`^>5eCu}P_+9AJXuw<3oNhTgy;#ubk`1l*&ukod<DvLZ@29?rTd(@e
zefi()@;?{*_et>g>D+hy`~Rl(2;7~fXl>b^#XWMCSwk>>wsFxh;-?5xCNW<nQack+
z;15U2%nMBovw_&(k6ICA^_$S>VAn0Wnf3BlqiG&|=;BXTR!PPF;MEW9<wETVF3b|-
zzjI~3b%k!$j>sg<<6Q!wXDjqw@B+I4B&veG>ll1I*t~+KE>oXJ9A#k)&ayNFy=S@r
zmndUzo!=w8IT}UMMs$kJvvP>8LF-#Q?0+2BGnq<7Q{w|84Xc7957+ink0PlRqoFle
zwsL;`5D(`QW}|^w1fsE9i8e$S4gVO#`ZtKmXHX+QJDv&A17%NMOtT!KA+t?iS2)+7
zn*J}wCV^+AM|LjlR%2P2EAuH@j8tzG1h|1g7RbOI7XyTg7v>NeBkS6LuP_lvq0GN8
z5^meZvY~S?>l&#_Rk0YL&D#TODcO1YfqmGYOtS}x5=t%v=1_^K(LMKAV0X@#{<in7
zxX2ogaWMpGbOc#2$vSR{h@D?Eh8DMN?hy4Yfi%fj!UfwLASJWi43y%U#C(P!st*HJ
zDX*5uIK2!s_zZl+b#io95tC8xs^AsAR~MArLjuw7u<u<9E>wR9Fts4-=ev0lq-Gr&
zY|pt>(uq!o22t<7;`u@*pAs!0P@H1MAiicCwOD8b0<)z77)}WV>Ra*=47}7z6G}t-
zNTyy?`-v#R=bxPiK{*zf=8h#aXFCok*8@iGl8*^sUyw#uPc&?zPIE4IGr*rNYzH;s
zlq^me1A~`nFH9D0<B~Fp9cFn@j)k|Q8y@@?Va;rN#eN$eu|_B(yRaAuvW+kn8&E5u
zj)C~8k%-d-lK_Zrn;>rBh*%Q`RyyR5^&Bd>Ke0qfb%ZgLh_un=$op`e;>K18GdGXF
zTjIKRfxvzF^M_Vl_!ZxA&sSuH1H1Qi&IgF^C<`FP*41?A92B1e`>Y5zGoV;Wft#H9
z8K9L#qv;|*(AvncsQE@Te$`UEz8Ho$2C^k`2o*KrVPEUYk@N%;tAHqz?N0r|Pre-4
z(R6iUd^8RqqK2K7d<G$-*%9YFa3{tUnI9&@jl>suXMH&&uXu%om6<7OTl&_!VE?J1
z1=S$pdR0l&diJx<Vuwv(YDV{(5#+L5?_OqC0lJeUGe)EeGPU|qkaNtnT%iG>Dr6MO
zoUl1Q?Lfd2lgy}di0ym6*XLRE{8SHB$ucfd<cq^|t8D^<l&Vx>_g!x{T#L+0>yXyq
z9UMup09Y1n;=L~P4(Vr!^+|=%Bnrb%q}`X515Vj^VuGAC2st#c9|INoY1Lx;!K-_>
zKYso*|N8|K6#V7ZZzuW?K}pXJzUu5omqj^$jh(9cn^ngInz+!@NvNQKE|nZUuP=Ya
z5ej>>_2rlH!6NdpY_Ru{>g;?1Trh|T0eT^)`K^lb7e%d%3pi)TQ=j2o)!(OQRQ0I5
zQLpMTi7V8F4;G@4Xp(r+WBhM)XNp!B`>F{{oX7d{et9p3f9=z##S8jAn~rn<zcLX!
zW>eVDR5|IqrGAP~AhR$5tZngQ+hwLpL)1Bzf6!lPn^<-H_PW5nBVRoyWVLfgkTt(Q
zRL<*4lj@TSxd!+?U!^$@$%{)n1-)Yw9Y|b;M7DYP3tia>CF7ONire+89@*TI>#oae
zaz8puz2xTKua@jTemA#dt6|O6D1!j<%1njf{rjUXHjAEu+ZIQ9Ki8*_(X^Yt+!U3;
zd$#<KL$^Uh+vDI!Eg{HPCj390P#SS}QuDpLF1Sn<O4$Ad%9go8?gG*_R@(puw%Kyr
z>HFmk!m(^Yp>nMq&6Me1-r{_^M*oDReJF&>kqp6Qwfy)fyS#TT;VwoQdvd=J4Wap}
zk5D^n<+agh+!yDU$Q2w}m-5ylJELvfCHrdpok;yZm$nH!EcR5%9m8{^G46?WKaF3@
zb6?22xw@B??U=A=O-4KQEV(3mmng)Zz9uW&yL<WYuSko(Xyw*wrCwXA&(3pOrq@MD
z#@*!*urQ&pp7fZ|$>z!NgXblecl=bo?E^7t9*MsaE5pWZQkunaZ<Xu?l2~wy+n$9Y
zY0<#j8|!ulI}LVfetlw)0p69w5)SeB>aJ!KSjEVRj#YOR!DOzO67x&vWsD!Frne*i
zunIT5scaEY3$Q!a!a?xPC)zXi9LrQib`GGN`z`LE>H+>h(r^rrqVDS?5&0Vb5zZad
z>Kdh?&OX{>a<RIW^=aAUz@i%{TySbjBbW|N+i*`TkvcCh=WRaKwi!-q@+q4f%Yatl
zaaKYC-{d%Y6Xx0u?l!m`V-wqK@x`qs5Ir}m$3c(pa2pv#><Bi$8Kmm9r(4Cob{7q`
zlQBW#gk~|_Z&$tgd$y%H#oG%Rm<TmPe3)2y?UMzkYm|xSr^s+;WUc&M86H-+W={q-
zzv+x(J(fP!$kOf5q;ImerXt{>Gw!#5_PU2X0MZ8#=F4+1PU8J!K6V(QRAlNnaaJ^g
zYmmzrW~V3A2<H6ry!eiDzj9KoBB{0WdLldNMsEjq(bg}(Kc$UmY~&j~@OdqWYr#lO
zdnA3F(CrQ^C_&JdY8=))P=Z81*+gu4t$}6kD+>q9SDmhcld$b;>t8i_5LxF*uF|A1
z{#RSh0pGo+pWc#9&Pp#lhjC5=+TY$g_%yh19G80F=Q!L3XW434qFNtC@jlKw2MG7|
z>1J|(C<e5UqOXLN9!(sUZ;<t>DRG!pe@RuD;i#w-L>ClYY9os>UfV9UR!|833;BhB
z>srljOJ$oimXGLHnBzuK11;P#yap|`V6r0|bIHj{$EBVzaPJ6Xd6!gF@!wb`ZnZ6W
zY%)&ILAdlQ)OTjLwonT4Som|Ag8Qe}Y`^H|w0LElgHH2ZtEC4fgS;0Ir`f+${H-4B
z={(hv9RB+Fe!-qSeHmt@*?RRKms;y6>HU7Lrv<rFk^Kj3y0D%`qEQZktG?tc-dHU4
z->Q#!6rJ%c?t!dFJLS$iKpxGW{K37EPP_$&a(>{dTjY_k22gV!tHpCmRBg(L2kPfv
zZ0r6reo2&xKvR?FhpULvuEpjrrG1YHJ*<1#kmvj7#-@uNf1F{g4NGWhgla;?dU0+2
zik6RA(q|Xhc(YpP?cP3)D^e!pMCj93hA%V&S~Fb;1(y|5a2x@X?S=b1rO|;BP1cTR
zx`hW^{y6steqNJKj!**Itr&-AmkP3O^OA0b;iYX6(wj)nWGfTz-<2Djc_54S-p2G-
zIG}@pPscV8OK#*GXMRWKS`Lhga^Q|~PW!On9r|p=wYt7C?+}aCDC=NS1keh*{b-AV
zwvlh{##puCe-Ksu4Ho}~ZUC{-%Gzys_8l-~`AP6mkuzkPGW+)UWwkU-0EqA_G&0S;
z9<Zc^>%@mmmnkbHgTj&X7V8SmjV0%Jyz4ZH{NVy<Q5%NofayNs&|TIhlH%|L7)q$b
z#_-8TfGAl4;ee1vLhokwUYAWbf-|ix|Bvg!H!auC+nfdUhsvmSRZQ8#5&`m%dl9xr
z=~W6+-W@0ENJqM_bk{xPsnj#<c-L~?%yetwnH_6N?;PRq{Xw9&FyAgd^S}^Lg7(q7
zbj;4D&n-Ls@t5wo_MQUX8O(Vs!L4fn>o_!?TP^s|t}6IE1BAq?(=T2+yYFo~XK42K
zvkU1*rSwdWQx@BfUiV##Vcci|O~3Oti5vu7Gz6vHsCy-$4*M#f;JUdw`XuL%36Oj4
z-PY_vQY^HH4A;|Ma76IuY+$3m=$O=il|U93zk=(S;FD3*aK4jz{H^)uoz&1^b=|OG
z>H&*YEVtHHV1I02eJ_7?LEn$RyggtV#8>cw`W{7ReILYs5fZJ`(J~2-93@lKMv=aB
zgB%+pzpVIMhMQeO&H;Ex&@Wjv&iL$Thr#s)&81*h>c-iD#}g3n4urPV2}AO=m9JHm
z6@M&Ise92PdkP1n<OLZB+kdt9^fpzA<iB&ahDW;sm(5?>KoxrbX=50p!hQGwT6}3*
zpMUQ}yM&9>b%#?<wmd0^UcP*ce56kdSTKzdd>(^L_TH{cg;={<u_KwEbb7LRzw#ez
z&Os>Hx5|&Z=a;v;O{>lJo%vwFZp<jJ_(JGZ*C$_@gfC7;mvom6Z$~~?=quYC<78Zz
zzx@mMoFZgwQoDj~Myh)}C9X)zcmeMvf)BbTv<go~p-1{a{38;I#BN(_NNgQ$zkV$a
zHHh!nkY@`1)n%_EIoMSxgTvD4`4SF&!xlj|Xj+5TDz8)dZQLP$0h<hYia7m-zlle1
z3@d9nAUdbY<MdwHT(c8tX=iGql6#0}@YIXu!_}-gL;P+c!{m*SpIMAl^I9M>nnt!t
zD~Ns^jC(He3?;=}y}0Bw2zj$(bIiFcg9evgXcM{E6ThU<70Fdi=rFa_!5YeWH^HSj
z;48T9WrIz5jmTT=9Q$R~QVOsBcztUBwTUl=&ZPaxkPVC99VIwqLFIL5ve3(hpu7;P
zY7}<DPaSp+>*jcIS*uw=+w{VDMbNQGRsSUi_L*Krf>(TH)F~&KeaQ5hlsAu|nqc26
z!(?0a;j*CaVs66<T)^Rv1ogB`_1!b-jvjRTd>XE80S~YFd-U9YEwWl^(9+Z`<y@1@
zL*fgCE?=+ks#Rt90e4{s!d{J4p?n8hoit&n6_c$`%IRVcmEad$r@&s+>GPppG5w3J
zukyNwmX}|PF6)T!C*K&Eqc(=U5{i1IDs@tUNH?5IH!IX^sJoec6<q9`DmhVoeI9M+
zb)wc+NNQB;v94r8(y^iWHqCZm;c&bgsThALVPpDiv2Po1cKWqbdo|-O$G2{Nd(Tt!
zxAU$Enau}H^3_G(tk0T6uQEyc4q<wOr#6@DX<0SPkH2957u1SZ946S3k0_*<@;dpB
z-@i%5TT8V0TF;ouc?!H<S72+(a_=~*qDP0_t}OFY2wXO=k*e8)jWnh)%L$w{6}1Hl
zvhNLA)@jfERd>N}n{yE3>`iQy&gLoZiLMHV+S_9BW3sa?HTct-^&cIRjfR`8EEJa-
zkL=dX4$NG7ef3qr5bn)idA6S^cmDI*HNTIr?{uw1hHR90ve5cQx?Zh{W@D~mF0&RM
z-sAYe>_~)B^a<gL#regdHNhf(p=?PyzhY;2-laja`sA7)&PGRGEzz;IN-bB4X=mLm
z(Z{|-if7!3^@h>MS8Sf{nUaaiuN?^WQ4*UA*?*e<BF~zRFrFmoC0>8G8`SP9k5)=^
z(((+CR8`RCFK^txtqM~fR&+R(d+LfWVyl%T?NpwVS~;6z<0gy3+}LwpxJH#W^!>d(
z_*_!#Hn+r@q2*CNOm-80?#jC0ew#@1KTf0E^-H<TEwZHh7(rCR@t4W8Nv+kd_81xv
zF4gZMv;HJHPNvN+@e%ggPwP_3`HffPdAuNRt?^!u3Ii8?lVSG!ujg0=gSC=3maHSh
z-@Vk|3POyrRkKPJ?Jlu|U5{9w{d?xMEUfmxoM`FO`IjPbs$6cLlE`c5XtO@6^GmC)
zcGDI65#?EL4RhYCJa*q;h4s!WEsGwS^=z{et?8zSw(V5%!ad1pJ|?DyKbMEgzO6-@
zJWMXir7QD`S1&2D+aIT2`yA_o#}x;oC<b09agZgpAM%L|HwH^Z<ptgtJPUHL<egt5
zxdfWneC7%Jv$;;<Ix=v1oSZy#*feAW!JL0_lxoGQp5oV?`{!Pwk+Cru^#yZc+~=vZ
zEx8sE&fU6eWOayOmeTC(N{5cu?uXvD?A)KM>aH30N`xUtAi((>oI$2mF!l@m`0MO0
zcb1`+Ct5js`@rp3GLW%U_(b}ddkL?91*U*vt3{<{ELAUJ6s(Ga1w!p6+Qa+jo?{C#
zQPLTaRy@=RKO*g)-~R?gr{`hl(w6LFz$y#IeJ!O+=F~fSdS?rEXBv<=_<bokOJt7j
zQ;g8exuMf2$9rI|GPH|TF)Qvy7>$VKN5ZI;Vb)dG4qURj`@s`lr?yi6mdt~G<dCMt
zvaO8oCzZ&`Q9NTMa$w))#XhG*6jL1}l3flaD<`*njM){s@Y%JM(x?BPfA79Qn}k+H
zy2N(dv=BAM5`?GoDGe=Nsi4lUi+k<u5qeIZt2s?E`i9TE&hnf#q_@o$oPQY@^ADXF
z){9>19irGLd3r<NXN|sRv1zg5^#*H|BFr4Vw%Qh~4@+wj2tMsGl9BU3-&DhWbrdd=
zIIq2r<LzD8jCf|f?aHw;UEUFqd`!)%N5u0<%ewc_=LgX6pU_q7E_PEkUNNLHcfJ3K
z$(2D)YIl#_cQU+}%zY?f{$4D)6R-6z_iGAoRkK~Vdv`uV*yQ!KhdOh!cIGlKidIL%
zU`4_1hrB+?$JPo3i~PZG<rC%0^VsW;C(6!#ox-MO8*p&<&X~aJ0-v<%hpW?vq}NvR
zKCD!u#({Jh-<wH|xU<L(1A~*V9e+Tm#UQy|-TC!ZLtEZYCegg!XKMJ<o-X#<zs=J#
zWZ&eMd^sftN3HBiJ>Q+QT?$vc^wo`upVw;L=awtT{m%eeXm8qtf(zUibnew(BURM;
zqt@8=VA)RaIk=vrWv8$7?%h-`PZ7uPnPt{22V@fMl9fsRwT@L+nQQ4eP=D^|_NI;A
zzeaOwSCWz^<l=&d>u1RyE!ldvJTfRiI?%I-L-CNYUnN1j%>x1m`^QUOb2sZ%2lJe{
zcilk$vd6+bmdo43Ov>ilaI&?ntT&vyUh$CD+_SIj?Zge2&w8D_s`~3av(K^*H&8{`
z1rCxxb(-%;=6r#2#_DRn+6UzVCwX1}6f`lQ_FzNm>>r$G6LVZP?c6y#@&K6Fd(av5
zFg-8P;m@#9Yx)t5F&|rtTCf?N{NfHw#A=>w4wOpTIn1`?LF>D(SQMF}=6YguF_Fh!
zAJ4TUTFHA?^(a-b@!EBPt31KI+pTi;+}M-$m8^G9rtR=ttsu%>zPzV6vybh<F!^~b
zW&|I;vPwn&Cbx&$+-*DWjydwqZnlsRo*#BWbl(ZNPXYyI$+Br_j%m{K#<4vNjIX3G
z+&%oLU~|&@li_e-lRMFIP5$xxeqPa1g*wZZ2)OYk;kv(<AM{K5tLDL5o-*#)I|@UV
z|FJ>z1zVkLOOs3ChkaX$Gc~&3$qccpWrhJB%S!P)rJQ#0rhB%)6))Koz4T~q!{5?I
z_pzRaroyJ=G^sjpYgylpZ8(mO<5&x;jxCBr|F2O&Y5o2B+m>(!9d%LVDLD~k6d*Ng
zL0Qo2b$jF3R|w@@{~PXqIugI~2^B?I+IQ~tZTl6|ln-S}#_b^!y1MpHJvK+(Q!Ft?
z;dPgOYm035xvhc|HS7cgB)Fo&N{}`3voupHU$5kspSiQrfW!-n#hT))t^z0X2nl1n
zaTK#UrSxN2<}7=pN$s&sD3K=Le<J(j#-e#_UkAIiyYJPQ9y^D&bh5bY561#Z&Nu1%
zl><`CZXdI#P9j`tf_$b<))d>^;lFZ0rQlH!+p6urd^D|;V$GA8gty@0m)pSPjd3#Q
zm9Sr;S>qlk)*|~JAh!8HCK&)HJcT|!W`diy6+oOa(Jl81F01+_pV-cF!+_l@yO38W
z$)3^-RD8>Be@GCGzk3d@eBQ&pSt;9=@|g&1F31v4))_!u!0dz%?^)VUytUD&(B&Pz
zRD<tLeukb=luk+7#yJeVi#I!~3WRT-%=Klj^HYj_s~gWG6S}@yt*ChBk|w#%RH=qI
zg9_MDYQ}yXH410jNO_u~%(V;`o*^ejd2`L@!Uls{)B-{F`g%$SZFpic-Mr=9U-woR
ztax$x^_7(g_xQ75x@7U=`n=07zoA>y&~|o<W4G$i@to^9@2;#4C?M8tSm~yVu?=Q?
zqULEE{t@JQw);dxQAJ(pRu55GXw4FZbMh_~p*D~0?q|DD+;_#X@5aNMX6KXAV()i_
zb2q4#Gpy%EuUK`Hx!m0RujAdHWulr*sCH8Ob4YiXwfKiT2~GH{^Hcydsq2>R`y~$s
z1vf`q51(_04aQ83D7N1i0Ns54>G#B{$4roA!|(ZVPBh!TlF;r^9z(6P){_p#dM5d4
zY!?(2w;Lr*@Xz*Xc`}a5PqfHJF8J)F0PerVF3Nd`a;!=(5IeIx|Lf}l=Ip7epN+_P
zrsFlb?U%e*7_zkP+-f$dtVWGG_ZY0dEa6##iSvtplU-Q@1XbI@gjZdFr_DyN{KG!+
zO07c7tJmo}e8T8MBXF85SD+uo)>oc`v^m`9ypusR_>cp8bH=r=E#&k^cXpMKnVD{m
zy@}DG6|>lr`L1}(lkU3_dlOmz7O7HAKJ6B8Df1iG{<&UJj*;gm7JPaEIbM){)OJ!;
ztk{oKY?2z6daGY5eF12w+sDDzT|_0%oPfnw;+XHH&?k*#2zfSCP$bS8JdAkHzkMZ5
zdm?(IM5729U7Y_*W0<v;pUfjFK*BV7<nZiEFQFofJ^8uR*=KQ5(M-s_?Id8h1AW=?
zZ40c@E_%E78zrpD$lPNO)V^Z^<Y5s)w=BQ-doGT}n=yLgZoB$IfUiVSFz;2HwW+WB
z$(?!Ot+!@?ON)n&kT2xE%9QoJPU%G=2hQJlq~-GSU8r4Xl%7DfOI~h&K;&Y<hZPDN
z?{gcfWu4=TADgHk?@jv+){x}I^mC~_Um<)+02Z_6paZ7btW=tt4V*u(u*0UQ?x8ah
z8RDFb0=sKC{Lt>eFSG8VkQh6?)A51E@4SV13qt+T8=jZ`OWA39(JgcDU)$z$>C~E>
z*7d?o^Sy876a7LEyx@_K*E9dR;LT>umZ#|8{OSji3g4lQW$4Gh6XL=PW-<B>ZEtG4
z4H1!@VUNw9I%-A&iuyjK=l)(*c}+?dAWUs&@!h?;PC(<N{y88j>(2N`(Y=<GXHtr6
zQfg5}d2@!$c8C?cg}HZmxrfT86;j;0x81ldn<7Xy1Qm<&kBkLGa(QMH)Ade5%(jQC
zR&}*}%2RZ4USZGAsCE=9G4~j#i!}E(o4vF0hg3Fe9d_K@N=HNOl(Ia&{)2d~LAmu4
zO|Bt+#*YO8VdFVs-aUQ4J~;Q=s{Cf@4$t;ODQG`{I)X-AlK#C{E(zSLUsHo_j%Lfc
zF?1}#9}_5VjyZ+Je{NDd{phIk@KUu|ik~l%mTBa|;cd^n1FN|I=DFw=*;s^ij`_gp
zyK?|-gEhT*sq^=8Araj1$ulD6wz}%p5;<!?0fVrj77T37+?Y5t+emyX+pIIJ47N7e
zUfsO@HH@;Iq>n0IwKJ;8`%|Y0w}=pz=T%ZmjW})<b$aPi%)5!W@<MUGJ2w^_Hof8D
z6rsr;wJ?JLa4Il(y=S0Mq>xv(RP6HMtw*zMIM<FU6|%&~2YQ@R?i1|?Fy<dp=DAS4
zT(O3AK5L`qnugXdhH7h?dEA7$GZE;vKi$8^{+M6h7op%a0=<>_XVZf3VTnB4+T-~>
zSbkB<u-5>?yr{NKaTrqN_dWg6!-kj-YOC*VSFp6>qUNxo-N`o6<AzFXEm?#@qSa_p
zsm}X^@)j#qG0`(hOHFce*n_$v!-b?E4QUT-bwB2QC?~%1sD5PKbLpBrlAm}dP0r7e
zRS;v$22^k`rzzkuavbN|pNLoAj(Xwgpi7|@*y2{_(Gv>}L@XGa{PKsyc;~&CmA&_0
zEKVBz6y3usEXHHNPUBD7(aTG*2on56!^hvf624>2sD4G_!VqF5$WB;fYh~rY{YB~A
z*vdEq<1c_t#Wf%+(=BWO<X<@kaJjlsxS){#Z7H6^sD6Sr!ydCntYn&aFSKP>_%&!a
z&A>vjqWx*k1UD1|v)PwtK1`r1HQlP(&Q_!WhI$l3Gbv);q0vx21}xs^A5pQd2iIQ4
zgFJD-_DVLGAQ5FdIqw`F@p0Vp#KZAn^5~zaqO@zjVemCs8$a4Nts;U&JH}n)Sgd-B
z53ko*%Vl4sS*)g}wmfbNfE7vV>lM>%oQX;J?pQ>5w`2T3<2EdLde_8$2GWW`k+z48
zV7k}Pjh|sIOZGO!J&{xZWT7FxJfG99XiEsS6My`JQ#OfaMmAepCx;e8x>gKXz@cJu
z#8gAe%^Ci^wQIq_;1S>UcGzG7&?;w&rw$p{z8~#MD`)}sRkIB~n0kT2-R1p#k?NeN
zYW7Z=WLu4#+9!p6z66b-(*0!2ZUsiSWc5><r=4g}Buje{jlco-MS{%vlfx`5Obq_#
zzT=9AX;5kV<8!+^p&@=_{Zlc@wh_VWdyh$@CHOvm=-e&tCV{IZ+}uF0oD{<MtnTj9
z+n;lt^_W!fS&ym)8b)HpBi$sOxS`_79&sntP2BBAWqq||9tyuSTp3xP5O^+0uql|v
z>}kVyaA5W7zKzFobXn^%TNbGn&#f?6#&H>J@I$}r>5cr;R>@Z+@?zo0qQB2MNqJA&
zq%7^2XEWv#E7c+x)t~;?-K3fj#f>lTla^mfq$}LQc<pjmkA=ZD>Z@w^68(+?JJC*z
zzdX7DO-o~yw~Gq|qC!4Pe+mWVZ6KtxPtS2pZEL*~ki5d6qmkD=4b+zSZ$;v7*M8aT
z`1Xg=itN6(n-ClWA8mQr&_(nWF3FM;t8(*PB3`So4NF9IJppS(Q0n8d{7x7vv>!d|
zm-||FS=|lp7rRVF64#4byvjPUa7CN+!@`$+as?KlcDQIBcEMKs<P$4dK+cAil3z$y
zLgI_A@M`f&)mxu572EUBvPcc9nQy$)s9E8bIc0|_b6QP~+sN$@WhjhX3s}gVq<S)_
zJ2Gcame<06Y^=o!ER3WS>%2rcj|qvM*9%q`zsI@iRLkSc5_gv$H`n2f+R0d|HQw@3
zHMFtjOX-MO?A^+!iUX$AotGKlUbD5nV*M#k!yO-`ts|T~9xm%Rs~H>Fi;+CJwpXIe
zgaiwWPYw(5JZiyVx%G)pQR)3TE}g0%8*6dV^<ii#bzyncfWH{!nJZKVYhKNlF%Q*N
z1vN5jBGfGMdcR%LZ{Fvc=9ZbMu?AKBleKGs@8ZXqe|vd&WlI0Zl6`M}f#>SsKf5-+
zRTSU1R7%Wap!M8-h2i&KucasjT~0^kaIpVHq8VzMy#|t%KYZL^avJ=f;r<r|^J!3y
z8C%fJPB!;5XLskU14Za<F~Zm#xlN=t1_yyL*iv@EXl;2l@1rtFqC_s<`*UBqESNQ(
zy>mB|zk|pyF0@}lp`hq8yFq-^il1Orv$^8r9_`-`<5J|@xP04Nj~<?Ej$`Z-PtDk4
zgUu|CqI`KXUcM$DdZZ)OcmR?5q_=JxQg2bqDI<zQ$~4lYswGxUyn)?PXAUTWy$Efp
zP&({(M2S#I4H0rUDZLDo`jfYbI7iVCtFf2p0)NHNpXiQY$__w~Q6UyCt^-wy)UqHg
zRO0c&u6j5f&UMTZ#LTB>ou$>noaD%}s`v1|=;R$paZh20NcLs4jG0R07h@lBQ>uc>
zW`9+18Rv_CKL}hMagx<!B}Kz}oJq0*FdCza!58uwzw%yROfD>>5);RfkEUS~9|3L#
zC%~<=VHMhQm6*X13_i-eRK#Ce;GN$VSR`k@Qa12!<^&uX)e@>J5NsMo6eIlm5Xv&d
z5f2URvHFbFYH%4S=FD9>MX-9-8MSAR@YJ7JL>y=2xnQ3E|Djb){jTqs&i`-BEjRT}
z+RXSb>oNLGTOFA`WQTtLM$MDGObiOP-<KJql|+*1vhH($57p6?{!^s&RVsa=oA)>B
zYo{Oh9gi6(8Z%@YG1BV>b*8FxRZ+>woK8fo$C=AZKVSB*kT0x+cvy16(-a}1f3e7h
zGrxI6C3$WRbWn;x3hcxeM45YwD4OL88kYHA{mh?E`^Ey64FjD>Mh)Cyb989CkXYW6
zHFA~$d3f6gIA>Os9b<Co5|=U69}HO#231MCmZX+RGU*XJ@K8!yQ`?cKsZ)1>RD>18
zUZGyVnlh$}4x(>yk~8Y&e}oIXg@uI*I-)KUle9?*!xG2TRwi%>&Y}qAyCmjGlAfTQ
zkWUi2{z+jZ4P%r2LRS(thyo6+F>naVCmPy|g<{dv*mFT1ojh@dmceX2lb0tSmx_Sf
zR!aSS{K|bVTqcRmM9+Bp@JR=pluGbC1DW|OK;SrXG9xi_7oJUxnCjuLNWe)lA-%XE
z?BJLm*nj(#6LcB}8Di26qELy3^$aiZ*3I$jG=@G?%k#vIY_voMMEAJqj>Y0a6dOm%
zs6pe4-gY2ju(0rav$`qcQ!LXkU6&XjnDC_mvoOPm*Ara%6?}#YjHJFnvnt0X(H)n1
ziz31tE~8z@APWB6`wr}elAvpmb(t32EPPkU(YN9t#(1pxo2?S|8g>=PpF^(70J^9^
zgM3TTIU+s~C5@>po_vZ(_kJ?)>=xAxTRzfUG2sr%hPFKgX>%)0WE~lWKuLgjeG;|I
zog%Jv?@9^zYaE)ZP*zMqX^suk8Rw-wnBhVaxAf+=SJ^@W7>!>2*5N(BYMM%K767Bp
z{L&)H*FiUr1XG?Yi_WCoBQt*mmi?xDM9Ndysh!7&97zKtuxT7Ff>}YCx_bICgD&D}
z>|~EKwyHQ+QC`>Zr6}?AyAVh=Ctq56L9cx7TN3;dy)9IC^TjM$(}<{V9C?NTaCk+M
z)l+lcPAPKNV19GUW4x-Ic5#Z|Yf_hSU+Y8ze67{(`GePgja1$kw0?3D>vy2oTxq|y
z1JvzM8<gnZcK>7FkZ84zb_|8Y+iua%L6|$x?bF`M{5-L5=2Q#=Fa_0U&tEzDJh_wH
z@&`oHwt@NE1$ek*9AvJ2I5B@nH{uK4kpzdZk+}=e$jodx&AL*Df9Yn?jhB(#Jrr-&
zOasgj3nfBQ%UQB1;6Q0?>*~AcXZl3h;BSXpn?Lx(V~BByuWNS}?2sh`#)3pgOPHit
z55<QIp9-(N*GT-ef_R-bs11y|X@XPYRTSX4?Zf0+W!%A3v_^eXb(AF}qkl$3O*Kke
zvhffVAQaxYWR1BNVNXx0nF?%HMIe#5O5h#8_W_}Rm;f`a6cOZ-I!i3WPUN<K`*n%6
zyc)D&A~+Q*O-cKa4X%^zBTK~YkxzXY^Hn)m%Lh5=%al!g6PL*5Mh2x5JrM<}@r$u!
ziMHYd7rZ5jtK+~@HhVLFujk5t&vOQ7XweC=!JCPJe3o9zgrQ*(B=0d37}gZoexFb-
zX_M`5YA9sMpZz9D?;Iq)8I4e5QsacaIt`jNSb7myphjuOB&dB%jbz?CczXJgUb9h-
zd_{hZ|4cJ(I!b{gBpAms#gAbZzP*KgUx09jlX$U_6Sa*cm+-~g;6`3;B>HJACaT$H
z9u5u(VJh57G%z;VX)UaHpCFHFs{vX9H}7wrCM!R3qVG@eLD4wbAlJimv63(+@|$8n
zD;iBq7iOp(C4vi%wfe_&0Wg@(O`tiv$?kMD;N?J?o6_ilu=G*#ApQD(gWxkW8VJtx
zBLdLvG~qgzn{tLM^NjiXvq2abXbyxm1(~*Vw71lQ3HjkBd7w2;QY0%z4Q&pL=gnJm
zx5}*s$Q;W}=^KNYv4BE&iOL`nRDLirM41YCB9{gqap$W*qzWbi>mZs;0kf~v7gD+k
zThlwlx?~ct;Un<)-+jn=7u?dUtljMk>B;Fo&w&3$d_-5Wk~ZDATY(@!GJJ?R86?43
z$@Rn`S7x-rGk)#X?da0ngvYnbrlW#b7C;|P<cPuli@o=ZiZbiEMHR834PXg~WGqC9
zlA|CZ6iCiFs07I%APPuOOi(0IauUfIL2}e46cQyPpeRTV5(FgQwRyYW_xrwc$GG>5
z^Y`?RZo5Z|Pt~*c3Ukdl7ch|0|GW^*jHo!=;DV2W)ODCidChjo*c+s9qpBNX+}XvS
zs4e&^hd6|>pcXpN^#X2`APBYr!d^6g|6zy3@z#;5(~ut!uhVD<-UITAc!`(^zu?uS
zA2^UexhIKGS;VDAqq11!J%ZkH<x8NRl!eDk0)ncX@(OvwpskBFkacFjLrWQLe~Cq^
z8<Y}|&wPk!wWB3mkxt9p|I`KWm3>+O1>r}uzH<i1#@xG7M4`xt7a4w}qqItL5%;1S
z(VLKk&@V{F8NiGaMY<=3%8@Uhp~X|54Sin-K(#nJMl&!GQ$w6%GR;aTK3(tSz<m=!
zhcBzjD#jKBK?w?0MvMn<>(HU;Sz=Z<EXp(N%r<Z+J7ex4Z1DRtBfxQcpz(}E{@KOw
zgQn8IOpA6Y8?mA|Ee@ze4_XUwgpjOIi_*9XjP8&?+Wxo8Ke_-x{N%8BKy&UpsF0@i
z(0CIGEzGWJw%&{ez7h+(PoI;9igLY3WEOWP@b>S&;6ucs+xQDWBg2@#pYgr5lDg(a
zXRy6Z18&E;jRRsL`f7&-O~I_E8#EVU*H*>hSb^+9Ytgm>u7^@R&X*Ngp$<XtKPY7%
zXEgzsflA^u6hW+9D?y_3+=iAjT?k5%@Vz>yX(J~!?iPAQAnu?IFzi(SiRCLh$x=n+
zIDvb8#vmg|v#Enm1RNe8MdY)MZ1#Il)OJl=D*~t_9VrwxeBn*cz>Ks&YzKwp=lfrN
z`a})b2!1L1bnSQ=Vh2E#peIBKc3Vce4U)VyScZeh%wm^&kYF9rAMS#x`G=djip5tv
ze>vLn8f0>CPodlDW`ZFq{mnJ_U&%!}fGhrbz#Oz8iWAr^b0hhix*i60dB%<I%O=Y2
zNC$^ucI`q#hl+Ys-^FnvYC(=LIrVrQyx7fs*hAcP$CB$A`+(tRPNEj%XK+yc!3*Xu
z7|@Rd>$^({5Y)sdbd5GDNEPAbjdugHY`Z!bb}j54tn|Ea$SxrLkO)visvQX+u&!1`
zi)33}iP@R}csTg$Q<vaq|DUp-REbrekQSqURZH*BR6MgkX+PTri0OV@^7F^)n}d8x
z%-`Cg@t64(%yn(XZ`#D)WbY$pJFxt@(K!~%ScC2l(YJY!sbE%Da#jt(t|{*pgJl7k
zh%zxfV(Zr*jg&p5LA)hPJ@@Mwonx~!8+YR`mg{+z58IHjSrrWHE{Rb5hU=?se{T^g
zRwaZ>^`J>v+bE(=_JR}G2=1L9W<;kQ`4T-&Hawnh6A0UPejG}LHLYNP2ehCA_mN9}
z5lAH1`xO<P$XqZ3HY-?^!ze?i3wN~(g|Q<~Yy*;tVRMaJIsb3Sk&}xs+i#m-AtK|9
zcr!?Dc%T5NLc0q|zBjt)99!p@je%q4RQ~>-Rg9Szr4<t1LrJcE42!sRF8$#hmx?C9
z3oNXVH8wF&Spr2ovTL5mXX%>^ac6ko&1gh2$t!B%*xW}WM<hymMsuNPH9YW86lues
zXwx)Vel!deT%Sdg76mW|>p#aRQ_$FB-BV+mXDM6X!nd4(eEZ0mKG27?XVl=*-wc)(
z`XF48zPJY*@oy1@qHPQGZGGT#RSX66RIWs!k1sUzD21fMBk_?;H;lf9V(}KyP3#~m
zzZw{B<kk;fzzJuP{_sGGt#=PGOPUITeAIKSviH(SLy&#aia08$SA;{`^w6N8Z}hCR
zP?!o^ktJ@^e_nO@G9uk!OmBpVaTVc^b<hkfmvG%{FHFEL0skZ9qqJ_}6>MBDL|y}0
z9>08SCP#~YcnRALjgA)F(hVcj9;1Zn5%<(um#^Q!J}TPBq6Y7_1+hC7Z3iNu>pS+B
z5r|a~gC-sk^pVfag!hH@D71G~Z5-riiV&k!FLh2J@`&cu1Dh*>CkWoN@%!^av$T03
zIojDOcITh;2&G`EDl?JYv95Uoy*qIK!Gn@?(f?*JJK(+1KUvCcpEKNRKFo@d(Dt8~
zm^e&_YShLc$){lal0*4|5-_LC%n>-T@d8J1!U@fnC?7Fmsx=wswJs6a8LD24{bc*3
z*-HSiNze)vl1*8472=<i$sYkk$EOcr%Tp~4^kJuD4{`xU#21N0<f0=$M+J3oq~@~}
z<o8m(hU9EhNh!_KJ(|iqu}#M@pR{du2GhIFk3wU7V@*WvZ94$Fua0Dn-KR`uFUL@|
zH{;%_<OY(;amor<AzMqb6?~8}l6;VT!>9LN>yo%Bc$wNv%r>I1Uv@GB%go+?ql^Bg
zzXOcf3QzcM507?3eHHOI5Rn`85=_HRW=UvignuASjs-N;^^QUKCb*b{z2T5$Hngy}
zrTI<S6SzQOknne4NlH06dgau~4Y0D(Za>{?fL6tAx<bZhxWt@gY~h^MdqT$uRePHP
ze(HvQoTtL(s9~&E0hyUNq0+|%0Ig0&4=EU+edJXsp~7Bgk9~a{)2qoX%1xw622(pt
zEr*HrT&iIUAd6+wJOLng{73!>jBjEED4s%fRyFy1;*oYl!%sHy>$FsuXf4JU+R<R}
zqtss7D9#qkYDeC9FCZy{%?b{F1q%JhoUKBth#uFUV~btYOH1#;nrm8A9t&&dB-(1B
z8WtgnwzV|F&;0%QuF6w{_x>sCYRb}+t1XX|8j3N_Lpc?h09*@y@!j98@C7+lu9&@`
zIaPc3Q*4e3YnV+YO9aWQaHkDW%adNSStvUrEe;SVss%=b18!zSwojH^i2dVu7nf<?
z<WED2!%ATqS*CdA1Vx}J)o3nhS!mgkcS#rtW}QLJPqqrD-0gfb1M^+^rkpVL$2eX?
zkn4Ful6<zAKUf>~l!Ko?IJ0?)vL`rSQ~e)b-QHJl-jgIgy^&Z|u|gj76O)Bl7G=S9
zDiwX4fF5do$UHNjqefo@qu0j6-`hKjitbzdE!zCRnNAPUX7m??S|e%;IM%$%OA2|T
z28oTCJ7sdb8kkgy!<WOTW+C;qJW>K%_Pk1E%n0Rho;5aK^FmT-_S6;v;9Xts_sMP=
zAwpHm(;=Bc(`$m%dP<uc6XPY?7TUJltr{K%?6D!7{5d$9LBPv;pgMSgigI0_e>`Oc
z6Vb=0RwzK5{oIaX^qnEPO{M>Z5I%tgwDHFV#^WDVJ|X88<S<N|=5Yf2$5NX(W6$NB
zk1S)MdZfjDM16MID24t269C1*$49rig1*2(cy-3m`i(>ZR0(zAn5+@t1%OFCXVG#{
zu4n$J{v<%o{q*V9;=DdG57=Hi+Np4&Wq(uzy8{8_mWhYfbM7M_bz!aZh?lWo%?4CX
z=}4=GU;xwu9N3u-0fy8A-NwMI)8EzEL%Hd`7ZuPp3r8EaUvU#gx7HA9KG!=9fIWmg
zet}AEdUsbaX`OTg*hm3jqCMUZXB>1G!=2%3rNL$M3O{0Qc-+NCEo^NDGBS^)0tdMn
z`+lCrAK2sSMzXw$71rY1{8M1NDs<oxqvDOgo(lGAw9M~5lD$<zs<iuqaPUzzJ`VOW
zir25qL+N9K>~GM-t_NXZNP|8yKZ^ViH^LC@hXF=>2+^FK#{K<{lH$-6X@m6%Hc%(F
ze~`coQXD=%q4J>5$m5|paf|lxv$jfFE=X7cBEAF{YBc}3i$sX%M!@t$9<A+cQL$eD
zgd!zenuEx?C60RzkMi8X#@;<>;q0RiC9aH$!@%VvwY?w~)ssjX`Qs9J`&>RSZyWvr
zud(y61qywRLwU{DDJ_{>{zB!3c%XGUmtTqPQE{r6#+G-geOjA$jatogzlH-LRV}R0
z2Jz%f?B7ADCQK5CJCla$c?Nhe8^C{5kvU}*_dj;~#d50-3FnU}Sx|BiJ?elq`d-2f
zfGQPt!EI8f?>qLPr7TK92N}^5I$bTW%Uc~q{c%`}r~urrsAs`Jye3~@{AE0Q19+Iv
zHZKvC9b4PWL;B4F#~~oy7#zFDF?t~^B8&7lKB+vJy)0xMh;ak<AzZO1gC54Kv){~P
zj0tYZ*hX7j=}Ue0_ux>fVU*Vqg$$u>sCi}It(my;j|&%=fo8ozi*c3OZBXw#14y_-
zk9!#V1Y9Ay@5~W@!7wnJY~wW$z=Lz4l)lssg!2k1{;MTzKeT>B#htCn!v6<1Ac_@I
zu{rqk@0Hp5|I$|?<19@mfS+w%iT%J?x{pZ1_x?PApEnAV&gd3~YPdwvAOhQ?V}*$+
z%?_Bqic>eqt&7CF=;j2K+y<|Ojz{-!Norv;*=fzwci}6Kj3p1c`bI9$<BSS*=}7J0
zk@%Cf-%IfTq_`8Q)3#7Dyd7iN4a)}AUE|@}isb<l8JV=wz471%d1jVg!KmS4;Du_A
zqwgC8TLtQh5l%dno}BFg5SJ3{>6TW<X<0%;d3zCgpV?lTLulX*jmi+JUxlV<K3oLT
z48twx=(MabpMA_s93jAL?srjshWi|av_H3=#erFyt8mH^P|zlsOGrg?F2tU;i_zeW
zwan?;83H+()=)ZknL=Atv;7(pd!zkEIvJ}_Z>P$ML8IJ_X0nA@#n2M)Y{>KKh1uj9
z6Z@8=!Pf#2r1dq1vJB`a+Vqp)%H6zeJ_u#|^WoaHJJ6e?Les0adxhvkAah>iu!t<P
zu|+6;5yr9w+y6qU0n4cv#cEAcmI9B0ehCxv68Xd)*xbU#*9=f?T(q(acprg$K1Fiw
z!Eh-Rm<Ezo)-j+(mb1PBr_f`_IwiOp+VR9A2B<BjcL%+XRw{}OGcXiU003Hr%oKkp
z##SW^ZB?-e7V19$1x#xZRzQN2z0&}h+VEHsnnpgS5g|&(nyU$F-9wD0^w#98QfoOb
zWl(}t97j^=1G`hy*dpz}#Ovq-r+~+C*oSj~M7Fhum;gB7u@^z4J*4GvNX<T!G#<%T
zdysYWI~Lp_75}Rdq_KvO2RKxx_V<47yD%FHQk<z1A(F?wXYE%ZKGEp(077av(pMr$
zgCMw^q=Gp2ji8TxXR|x3o#dQwp-}N}^rQ#q&$NluGjJliSOxiS(jPkT(<~~3tv)|I
z2t`fz!_Kj#JA;HE9SNnvk9ZGZ`7LqpHFgq7yYWS*=6H#6_SVbl4ph_R)GAT97)SP&
zpHPrS#pPXwf_Bx3ou~krVbPNgo+-@7(izxyA|p<)RDECrw7vF6QW)YhmZB}D(Qx7q
zB*H`W2t<xzoqY^zs>Q9afupOC2Y$TI8=S(wFI#c>2U=l}hK`-$@JU3PL))}_0HTgt
zgfKaxLs7p6OZ?7$-;{lpO3LU7kB^8$@l`HJn?z=x*~_I1FuBilB*$Llm;pezgBdL~
zB-{9M13bOyuTmVQ0*cor?<mqV&mchfwgF4|1wS?H`;48cNbGeMKYm(vzsI%#ZGxP+
zZ?B1i%Eyk3?yv}uY4kd*DWor<on!0|G)pE24Y%NAbt8pYl`Zydnr74M=1I!W2ZD2Y
z^)pb`4rs#sT8l;YswS};j<*Y$&Q?W^-AD9WDnjTe=8-O@nR<e|@|p$K&aO0xO|8&Z
zcFB~u8!efsuwy5h#Ok9BQ%Vc0L|>B?s%+bba5M*FKH%*2I=22DRt`CwW6Pp2M9oI5
zU4G0Fer)qO{u<f!*k*T%M{EeMLm-2z>+LWVc0XWRTj20P63~B-x*k%txQ>6A*qr|k
zY2dl8m-q=|In{`58+g0yb%>99!zs5xnjC4)u#c>MHzt9LiXWGMcHq`)MT{S%Rx!t2
zRbgG;#y-#{ZkK(JBYuLwfeNuAQsWq)qPmo(HIo&?rq~HCQ3h5YUyC3-b2jN!e2{wB
z=i5+S*!28{-H{&+vazcw#EG(hWHyshN?$8nV4+a6;KQ#`*OeI)JK=QS=u5$r#;aqD
zVou1<){FsWmu6z0xQdi@C=AlgD#N<i`JHicsmUYAm`03Kw~Nw*MfOfReDVZDrH^Oe
z;+MpU1+UQ_R_H5IecJql5`uX&JHI;aOi`G_5KpO<#VkHZ;h<uG$<3?B31&47_d>k+
z_?4*IPnSM#-h#?bWMabK-lnh<x1Kvll58yd&4}0xnO!fG{?ng*(p3S-yWN42HYov@
zo=Mt_|5n<3<{v-7yONUPp8uTiLl3(G4-n;pSD2Ll|H}nJ2v$Of4BY>>#oE>T|7DrP
z|JTs+f9DVS*M#ukcl__nMgQ*~aqtZs`X9z}|HsxJfB)3~=En7ZU-zN^VSV_2dT6^A
zzd~|DTO_Ig6#qo~vjG@e@gYD8{zqRERXPkML|<2++)-qXI&1|XZJCdF0F*%0#iPa4
zZX5}HXms7`<JIla$j4HuMK5#c_dY!Vy}+bB&yspU8U@7GKz2-DpgM`ELVOV4GDMNE
zzS;@c;cLVzPet&yB(OPVAWtYER!A&VX#nQ5ha=Rb7?9@-P`?(}M}}#v0=$$8RvmoE
z;y*<&0i;wyh-5nhyvxoWPXLK}ptg)b&BiZe2Y{yR2jDdH90e->#HJK>zy_NswUooe
zQxG{6mDgg{*=eMz_(e1jxR`KP6ItN&K+PYIh@rhYBLE!O0PNGci?}Cc?MnxSpF}UQ
z53Ujag;q~&?l)Q)3Gh|}oKE#P5p8E4!Nm*#=Fklzpy7NP%R^^{oF&i-X_O>gBQH${
zjg2fofp8t|X1h}GuXaV81fERWB0L7oLLmKozSVk)#_7P)1#y4(H>SH-kU^>qd{Q-t
z-L40GuB+Yf3SYoxi)Zl+7mF_MLdkF)5qq9<i?B=qF4*xJEX*y%foP%yHtX`X;=q8@
z*bCw>0^f#IFjU5(c|?UxIq4SuTS-Cf7Dv>pXu{~;x=5V;dEC073ie*@<Z$xi#p}Gl
zhe3Z$pgBlbFdP3#9JRqKEXxNVBYwKo>I%d0aH5w`=SSX!2h_87v5U~r{b=BXdQxP9
ze)s)LO>!hT-9xl&d2wcTw4iwgSd>aYeO|d^@B&#rAK;>sd)Op25LW^_cbUYC|N3(e
z@or6bbsc~IR{APZre|0;EkL=dh``##P%e?Mqgk2&8a4Y<wEN;d{b|yPbiGmp7_w``
zs)j!z)z0bX8b;^p$kJcnz+ln$PkZ0>BI!JbI3S@es}2WZZB$Fg^&iYy5TJuG%t2S+
zFc+#W+P^2qWS_lM*^Jfs2-RO4B;j}Qw`}1PDIov3S=e@RP=E+${H{IK<8K4=FPF4B
zoG)K!a!$X5t{|=yF2D~iDZba%9gYBnC;(3AoAu{A#blcdv!U-$t|=fq{J?t|>}2#^
z6Y~PT6(Sp$f>vZpuEvwT4K#Eis|&VS`XpV*7JJia*<f$mX!sIKidO>iqi2y!fUN_Q
zZdB6hUGpP=@WvqWQv7E-qzO@}M{~El$cpCECBT75MP61;t*}ai3(d*URdVWaX%G(b
zzCg5UHliPbX3>a?B37>tFjh{_Stz!V<xDrwNN#L#YowcP@6M?Cw!}0WZZj;DctJI6
za$pgR7#bVPun^*hOI<H4w*mFxd1N$L5`~t4>^J>Bfvjc`+_Ji3&J;R|=s+1zPdh~~
z9}Lo9$Ta!g>_#*ytz5$)l;n!lA%o+eJbZO43kO><mN_Fb47cwq6;>~s*jFtf{t9A)
z>`V4L5U1tC;$IIjxnAg)UPg(f*TH7QQgN@`6f=Vqu||wTdd^vqt#Nl})ZBPq_K^|X
zFxY8wfirXWtIt2fEKNWITzzwg;X2i{ulW*dAU?(n$dtXmPMOmk`0^mCO+NLIVImxq
z;9@ks6K7f9RU|}#I{@D<bg3<FiW(QjqLJxLI>aF!61{$YEFn#Cwxq+14!2&9mI|l<
z1=vFzWA6pvN(S7JH?{_~5Gz*p&6(^xyzC7+jPgfq32|d*@58q{;mOu-7rw7Azg%?%
zxS74ND6Ss(l9@Dk2D>0fk%_JB?w?FFjlXfPf}BS}D|!7&%o73NlfU8vk!+(r=sxt&
zlj)9u-;?+J#eV}{<>;1Jm<xsYeJH9cTukUDSX-tJgb~J$Mk7EU^4QZDCH!`_4>UIp
z!xZMtR@5cJV7{UatvavI?Kw3!0T_SFwwcB8;1!y~-DpF`*8=lFBq<)N#*g1Dag8=4
zG<(ul4Uf~O_4^2732}0fqmhJCw##TpdS$&yFj--g?J;+mIdPE_sAwxdn4&BHZ3{I~
zodH8dJ}EwUYH@gXWC8pX24di+&@f_uM>6zi-X_d>UA<{PUk&7^pWx`fK|jz5mFh2m
zKy(>=wL^qbipcxs+^GoBh@lmgV758FLGX~KkF$$-9cd}nkF(GUHuvg%+=aW)uP+s>
zPo9$8z1amEqgSCdXh@VVkGw^y)f#{1rca3NA%JQlcx+Hzxz2Q3c3D$1UW>rT68TQl
z*A$E(55~ZVSsc4&7N0^`=FESdk{`%VIrV+n2;4qDO}d>y*ito*EDe69q3~kJCa`HN
zZ38n2Na!H3KUOAN5t81RVw!*Vt3Wp4U|pcCb$Sm%kH_+FEFxeS!)OH|mL_Wxnf<jR
zZ@Zpom^j8gCu0!T?8z!th7t9LJEH`rz@IQzG;$T^bL2~izO4l9xZcdR?H8~M)O4<}
zb>oimSo-#%9rcp!&cK5C;sp(+?hXUYRrGDj;mAuCjQ3A|jvbVP=G&;<68Wjc0@B=Z
ztI4ia+}fckC<utS*@C-LaQ|6^(AG#H9<ayHyR`oYoxS?IHe@Q-j$&!wG7`qbwmL)h
zoO02zqd~h~s;m2uNme^@oXe?8>;GvTIzb1P=BprY>z#Gs25MFN0_$vH@|D1~URdRf
zZ#^}<gq-%rcK|hWWQ60K6FCKx!?%6n>4wy9<A7D_x_Pv2{8TjC!zK8@WKS4vt<sr-
zDr3j$$y_hejqTR}!?T^qYe~A@tqP6mZ#`I>?E~PCNhB04LM|vifoO57c+Py$5hpe&
zM;rsyD%f>qS2~)D0jVrkx9p(RYBesI;ezr)XQOOo<p8Uytep5gL5KoSvb4B8+YNH^
zomH55YdZU|cp7u)b-JyC)rU~Q+rN(KWV{1hLJ+yB>9o2S&84lZ4I5VM!ebh{#UkTM
zROgHsw<B#WGJ?=%@C9tkb}jx5H-6dN1Sp4mI%SQ(!ATq#1?Y3A8i7tG`7kdP8p!EG
z4sq?UpjWqjYs$%Y+bC{*&UQ{H#A9Mj{XtYs^eBwMrAB@isv0r28V;*50?Y6FWM8B+
zCj-lz^Son$Yq;Tdmp{D|t$|N#YcB*R<F&IAfT>1?hycmnxX*G6l=3%Rzo2n=JIoSq
zw7Xq~>P-asvAKzzDZVh914+5EZ^0XoLS1@a?a+e@IPSg%KTD7YmX8Y&5&*}G1$oUE
z-By>KCPg>7E|g$&3RLC_8HXzOOD1-v!KtBnTcyM@28LQWiM|o9$E5&<p(>y-GhG|H
zh*o-gEe;NC<&@rN+LHhxoi+o{`Wn)=_qp8z%tFu!sx={BnLO8i6oMu<RrBl?G$hwi
zORAm#BZ}M<zn4fp+AVkwT<*eR<x(EMY>D!KUprg@q%Ri9H73!pWpo-@MfFt!tTIXR
z$H8KbO)y`vMza^CaXDXPy~3P#P2#NqeCN+9_<TToB`CGh%(D4x8Njjb9aM<=Qj=SZ
z-7?Oj`&pRld_;uE75mK$xQ^{mt$M5?zsGBH<)pIyj?ZXrTVH{1Gj1D*JiZS`jJX|8
z6Zjh+hepmZR{|fKjhy23L|xrb`<w<wq&9E@(QV{yY0>Q4h8ERCrcQ+n*l+B9=f^%c
zNLUX8%_=9d!u=|p^sVJnqKq$)h_@YC(X1lScM?)NTwl1M6=VDjGQnnFnvSfXRT5E+
z`p<rI)ny?Oj9z>bDs!CfP?N`R!~S+JV6jcuH2g#)%$0J!*O)K&<=i&Mz8fs>0>=2+
z3-DlJDPZ!8v7K+315VDTYLt&2K3mt6phrHzu@_^llaWm35|5sJhJK{GzpjLYKZ%*f
zqPcfdeE|$!%8Hrn0lQ5b1sOt|cD!EhT(rFX<ILmuQBOE;A_tU~nMdkvJdCkHit3sY
zchI<Ub&qzf2j)46b1$Gnk=U1fMuSv0BxLlW*W7I93mWg2_)(jUhOXS`HD}4*Ijq@h
zzFYxEcIs*l+YKlb=6I!bU~&xqkSX*@2?<%CnDYkCIfpkI7xw1vkAJW)WH7&?;Uvdw
zxV$l)Tw9=%XjT&n!h8<~die7_ZUj1<vYdk+rnSBndKR(hcY|kqVHNU9EzN2mNic@g
zaJ~vj|5n5q`o=XYJoDdW9v{DD-b(}Zq0(2mWh2z>bn|MEL~a8`WtHzHu$VuN5?o3p
zuE>e-ODhygG~Ov(FiVho(F{{Z6WZHI!c%TK7Hzz@B(=VfxoS?UF^M0g98Mh)lQE(i
zmuH}U&9`9Y0X@k2B(m}pYy%uSey(9UwC)CAjUJMO(tuG-5Mw00%(McPa?9;rRt*wd
z&8Z%4UuKhqat{~|MLY{|)9#HxlIm6D@7#HKELv}VyRU<L&R{)xp70azU}U;(Hp&gl
zu+Fr@u-E)b{tcLnZHf>!dthRb&?y7t3H?R3s0r-vqJA;uwAE--1FX`geU(-SW~*x~
z<n~iAdw_e33y&KNaZc2#RW*M=_!YRj1HC0Dw-&J<RXv0Iw?{gU$;OPCp9QRz0UBJh
zi8#Wm_)4MKS?o8FmOhlL6bXK%Y($nR#*KRv6Ks(e*Xw@gIVUoHpoA4Ra%=hm+1sBo
z84IxLc{}>2=Y&h;xqPdWFymCCU|Fk7_1Lhb)n%T#uo}ZmJr%1#mNL@hVZx_uJf+Q_
zJ@*D4wbA1vkR6PN(wAwbIvRO3tblaF*|E&x&(Z%Nyk}4?u<|z~Mmv;|=Ze%0WX%s#
z2QMaH@?RYp+;euIT-$?vjERpoI2`H_b*4VzwP-rwXYg)SwO2!lOP-r<Jd<n%yHo~O
z-Cju4V~$Oj48);*65V$SZ^#|em>+1Y44oU(e;u)?5HwqeXqpcZ9nFk^Dx8ws3UAYJ
zvOND(xHd6;gP?7V0fW;@e<j9nugQiL^3lDSH!>31**_qwaD6EbVh%7A`8xi`9f><<
zslxb@%fry)l2gd)_*-&6%Q|zFKU?JcFo)w=>PJS-<JE@!vHg@HqnwhT>>T2v>J%7;
z`56aGDO(XuZt~XH1+Ug`FWlL*Eh_M3N#pnXI0U*%+O(+*%J9$Umft4nZf*nl>GHL0
zRmsSL=9N?AAAmd@g)t<oX@<9Ad9yTMbRfnt?FB}`#v{Rsb!E+4l;j&6Di;|Y^^DZc
zF^*9l7R96r!J?wZ`j@C(D8Gd$SKYjr_aez|wuN7?EI6U%q>N}eiBuYmiM88zeWB*g
zA)}js9*wAxBfuMN3*(8Hik!%^Jd>k%SdXs*WGb4p7l@c`BQgdzu<x!4H9jr`)_c-y
z{me?G(0ZCDL)4IY0`8E562PhER~#wHuW&9*IY`QdURT$=3l)Vq*)InhsFK)DQb<24
zDe}-hb~gBV6^>b_#PwOJZA@4C#N+YbzL>WdgAr^JZ)8DQrXJo~YW9WVnwvA1KS}2@
zb9q`buO@M8({i$9Oc2R@qs&yaUYhdh<rfvCj+yryKQmeu4Bb73K5t`@x=$j-T$-*)
zProbN9lGJ|gS)d};$y@(oXzmq+=TM*AgWVyTD9|3@!$ND=h1#js;G;zA=vFM;H(J3
z)#$H=wlMGZwPPAh<Fs$S5@J2)Wl~(K@ek9+HsqIXrA_!dsGp!X{IaCQB|b_|oGHYE
znr0<CqF%0_)j?7U-{u{G?1$5Caaexis?!ayyyTme`gL2@f|n!zezxT}N5^BM+gW(!
zAlwTpdxGMeR1-T9#dulq2)SYYyK?F-O=S_kD%%98j*bQ0thKfL4qX%N;{E>dK{W5Y
z>IRd-!jNN%9CdH>Ldy=(VZyax_YMT*;H8xkAvShL`zE?tKI7^~MoQIP247{3O6Y!q
zcE)5ia|l{V#h$>jsvLITPjpUR_q5eDt80e))4Och9Utm>j+Y8eh-{gAWCxVxLbGGw
z=h7viup`Mhrc=phn%}H>iu`0t<8W08V}9A%eeI$9vxQz5VoKjo@i!^qQlhzMNY9er
z#NWcQ$d}xHjWw#z?04vDQ{oGD7x32hdpXwr%hpW=lcb)dYL}-Pd?5+{Ge=0{^ye`A
z?Voa!ZxlUhXg;Ww#HMlpG0!$V)7ZYuR{9XPK!NsyPru-PN6kKS&#Be*z<UFK?1cIW
zYH~ii&(K6Fk&n%}8E0>Z=R_>9@~if8yjsA7Q+^P_oYGOS@L_vqXHZ8FMZ2unkHFb~
zTi7hBI}`sV55LSZm|?hN=~3E9Dw`GFc%B|`t+elkx3k!!`ejQaZCj3<VG+QUC{u+|
zrE*W5h=3q&vTo+NrcRs!&Pec{pJx#Y3u`(xW*NeJzfP3x4EFb%-!Y2HvP_`dcIj%k
zYq609a}l$0#n0YDo?O;}&3|<dIoC*r3at%3mz!|cvEaogEkV919piOQ<O5E`)ORe4
zW$RX5HP=9;Fk9?ykc(~>y>QVbo7PPYVhx?+UP0dquy!WZZJKk2tVM3RTA|)pzbAq3
zfhILjgloz$JbY`pTe(ZZruBX0irbmP+kNR2pL??t2#_J(k3`Gmt#&KUI?p5UEUA()
zpsNKkCzIL*7i7sD+A9c5ckS7qV9`H&4DI3D*+e8e$n`lUlgj{JM5Wh&3IIICV90oB
z4V9NV&xc_*ot#I-A}E!1#E@V|YUevS{AV=DrOW6-YQ+OG_(mrp4FIizcEZ62jdu~O
zm74JmFbmyXWcQ+kUQnYOaxI(eM9U6<7--?ZLC)R!7mV<XhdNuz)FgY&H}P)BQ9ljo
za@<k}$q><_@h37?M=j5Y6tr8DMLHjWVxu?f3u-x|gee4^BJdW}K0IkaEaAJ4h^{l+
zh@%;ti*zPDcC0`iw|R8*jP<HZDfH5GX=uK?aRVAu5C}nIoDPgx?hPlXvS9FTYNHK?
zSr^dSQmVRbz<-no$^EnKgN_HC+1ex^T(1T+SYc@9U<gbQSKqe#AflprP6vI+s;8~P
zKHBxYQfk|}w+dWML<J98an6$LH^?(@M~eq%nPOIi`N!_Vv{|33F3{}?ASF7+iNFm_
zMZ}E_RI2M_NTEh2k4LTv^jP7Dp07I>0R$1>Xz}EsJE-gA9i<{fu??VmAGf{`Nk|>r
zM=}pY)67;)>HkG%vYx#OUQsJow2*7nm?-r&3@kO}8R_UeLb|D1oGMBg9}ib5bI&~l
zaUbiz9D?i6_*v7abQDy&;d{_lhV&NRlr42D2c;XRu084PAlC-ZFLU%S07Ch48_K=$
z?h1V+=R}QoCqfY_zf<m3<L5>UC*ES*6pR|g1Bwh4=%>cEPql6Ud>qs(o<+E#VZX0`
z5nymN7HmG|FVq{ajc_%1^0c_;iMv5bTOgibIK_#OudMtpFdolNj1rzbh>Y*w60`Ef
zuYe(;dM)Q5*j=nn!5a@lX4Az`LQg(lMmgfkB!*n(I4s!Iuf1iM$H|!a%upmI=O}A&
zA3{J8E;Vw4lbK!ih0O9>cE=VG!;$$fkab;sCHxPR1AvwYboT_le{w*KND7A%OA@$5
zZU~XLTNNC;rM+2S5NYO3_2C>(_0qM*l{?T0_HrHXLc(^c*1rIW)~ftyy6~p4Ih(LT
zH7B~B0+oxHR2yRW_5i=<1+4>`f3Dq<j|Lut5ktD=l4S*HEwa8}Ir3NL@f3Sp!fA5N
zWFyo<(cH5@oIjyD9>#uMqYgu}I{b6-?@)cwFFyK>{H#2a3^=d8$+PV<*Jy$<@W4nN
zfFdP^X9C>}bG{<dx!t8s*fF6g?xS<OC}2epE_PYvel-;Pd6!&!CC@QBq8cQ{%h)#5
zO*f}Hg5-}NWe>a16{bf*5s?`?gF1V6ie92-t53;jE+Q<?7e7k1rjmCxM)WonAvKb)
zJa(39bl{j^Joxjk-lf%9AM#A3Xk}W{kf0Ccry<0zRBphey|cb?1(zg^j-Ojdw@!-_
z%ao3NooGHzte|AKA9!Bf?tP`V?4WA(U#J3jbYc&#8++aPJFtV4jN*J(;z5pPc~H$!
z@Z7M9jD5eh->n%cSX!N^Vw_Q@9)2SKd_Fsv9yVq7WD>4m*1U~Z8{8(q+9C|Nw|RF#
z-!-}L%c#4g1-P3vnh8j@m)6H`%w_i=zJPK-`^_NJaJFQKH^k0ECqS%M5Bgw*XCE`W
zsB!_K5IdqK5ws7e$ZFh-vy3>Su<T?I3?w|li(;Puojau0y@c^PCAq1*?q>ThWDPL+
z*7;q<U}*&7?c$8`Kf%<}ZYu7Jv+FMODtTKMyp0%Kn$LOA5!$~G3L~D5PpeeFjD(ly
z{M&j%?mB1JsuB?!mT|c>H(~yXTYyT{@6?rNne0V+*FcOk+m(B$D)HktRM0C&vPtiu
zVf%_qBE-P5TQNF@$A^#<E~lQV{)r;ZU9>H7hxZ47-U<+1Jlje5BKq|n>?GR8_!z!}
z6@}r9L&hK{sQ1zX3o?=?054e4>XghDu4jrE<;>x|OLa{K48ItKPB4BR*L;xsPUADr
zP<?ac{))M&oq?m_wvTMF+ivi@=cN`KJIl+;z%Q&15=idx->Noz78@eoDF(6XfbefD
zQZjMwXJ&8Bny9ewEPYx|_^4b*&R5I3+MV^sF>e`oxF|p04gnJ)uM_@<a+*~s4l_E_
zTW6WpS!r*)36nI97?8>9lf-@LbE%G$OFKxLfu8XN;UqIUnxTLw)@nR6_w`R&YyMFQ
zlBOTb`M*zw>8t{y(l*Ltz-~LLj*T~YKxbk3GJ3;j`!h>E|7D#e;i{bXYb&80sa4``
z{stsF;Xo<_s^}kA@c^drLfdID1DuVH!)I8AE%Z0rJFn|7sZ0dVo}9rbaF50s8d!*H
z3M#w>G=1`$zjgi;ps!AA4zs2H%sKAAPd(yuW|91QJ@i`!a3IAx1u7A#-2~=gI&nob
z5pKHS&#gJW1F$SVYd>4!h0GBSIEFnBpa)Sy1iV$1-_~R-{XY?9cn?-zPLk-F7=*`J
z%dr#@%YKF(9(&=fDi*H(&joQ>T9_w7Fe#ka>-UQk*OUkk3}Rnizb_HbS;UO|YBwL*
z)D)dB(G86lh|?eklzhw~_I4gg<67pNVa|iViIDMIz2_W+pac9@!lE&ek!-mq8Dh7_
z^&oG-4n|?NS9}^CFNxk50@S<*N`}{+g;*n#u<y$NqVZT7(MMF4X%H4Y<5SeVw{fcq
z0O*a9S_;^9t}bP6vvBIhUql=zB(!1^B0uwiz6&>*N7};Ed0HpbT%~6HjYbX7GUr~%
z4X`?NHLpf!e7OipQ8eEqNyS~LV0#yKl-<ue*<OyC=9}5B&N2Fs`I`<7#|qyGk^ig)
zz5Ai0-9Hu0M3pX8SkxY-6`4jPsrZiSo%RM#&UBMhm4b9`m5+@o({LL(@AK6lx}-=H
z#%bRNf~MGetmaH;+mWP|6PnBYw$(FVyIPotOV^vcM^Zx{2C8!_U8});YeC6)itaPb
znB4v9U=!f{vBJB(^mP$wgIAA4Ad7LhhWEuz`f|yqmEAV4NRA(<{C*>MAaahYr5<Hf
zCf*Qx1Ah|IF3KSUozLbmw(3p8kj&>4m5Id72T0ua?&k6fj{eR3s>RqN?fBbIE0f)C
z8e4daLv~e)d1h#PH?mLzQ+JM$zp1_pZMc_u$We5@F>bm`Lg@i#frxqHTBeBk>)gIy
zY91z{MQ$dABO1?xX8A*>Q5EtTB-PQ><VtoCk3+04*jZ3b6m!S8;^&#TTkqw@{m$o}
zA_B|A5Vi+kH+;)9U6f4TL?>@1(X+2+O+vVIKul4xGf-XxM-zN?qq*Fm^V^=Mzw5}D
zgh&S;IGZlgw^2-;ElfbhBDZ2=vI&LhiQAw284FtG-t^BVuC(D6oEf^OD^s}*jV`W9
z+<;<$?*lQ#4{A*EaU_;TGSrphq#9190NQRE`vP)FfBWk>zgqDXFV_65W6mZz+@}gp
zPnn=Qyr8z~aN;77V?X5Pk$uF-Zxdc%|7v>D`CV0{wW^J5gG@s6nbYKcW9<{yh_!;+
zjB+OqQ!lUIu{!nHDB0#I_J|_)@~QJgiq}{iY31LlR6Em&JTo_H2%cZ>_~SqX>d|CW
zjX>Tkn`hR~l3u#A8RQt$xtC+eEjaStB}-7okju%1cbd_zIT9toYgCZ9>pxF}bX`7g
z4XbUw76rV`zfh!0Iriq3P~nv-JaSzSX*@lAk+HwAb_qcEj9+p)AQ2v2Y~@AF+Sx(R
zzBml!K;%!BOfw+Y(WmWRB<dULCRUaVRaz+Qki*Ga)v<{{8Gf>7#Ejd-<_32N4@N?t
zGnymhJMOAXtGTA&JBqPrDnh<3;8F|GpD>mMnGaaBluMZXO6@x_l2JJug@uVzY>ghy
z9<EQ<M0pq)D2I7sk1Wn_yAz8yY|8eobv<z|^hJoBn`D2l9TRQLxQ>Tp?~vQ|{k>g~
z0rM=BFw#2L@^j3kN^S&@x@-YTAO9}(%;(^iGT(S}9J7{{=neM#tiO=Z@Y?vj(p9t;
z^I=yQjFh)pZ|rG$YF&=yqlE?AasApOryOX0^~8>;G`ZKW!k*e3QDq5HRD#LP$XSNn
zI@kTF%<H;#?M_KLA3|65+~>r;y8k>ec396@pmyh(uM*Vwi+9G0qu6-(LV+qMvcHeC
zmN1_3uuWYFQsyr6s348ZzVMZdhw)gcu~p-dbnBty<|_ips3ZW(Rt1gp*(`W-1#Tl$
z;Zh9+k>1#%KfrNMEGx&K1P2zMx3c2pzv+iR_Z0rpAB$$f{~{3k4bFzuOai`}HS|MK
zP{0+YQImVndf!VG_=9p=t!)bS11K!K89KOdnQS3pB_W}~MWEh`V0_qbJIhw2Cc7$N
zf^+r?SkcX?g*6REjIZ$f@@HOHo0Z0r`e&uHw3upa^tWtLd}v2rrzR~nEFr-uo;zF}
zfh^N(9l@Ld&dC9Jix)cL@ZTPhhAeVqJN!h|c?o%N+p_HeCz<nH{yuhGi#04l&@V+s
zIYZ)Mswr(Dqg*e{MIw%na|TRs<;Sq37^Vf~Cs@8lQ)R`NKU>jD%&Xm+t&r-d!M@X!
zHvn~y;v=oF&so(9rTusR^Ey+zl!+fT1b>_!do<sScE0r>0`dsc%utF#8L}#$6a|Yy
zeM7SVR>jX+L$)xYV_$m>R2C|vN%vl<pR`Rjcxx--EmJLKNE}tHJZ0)bAsVZjdBLwZ
zc{6(~coL|Um6P=aNT?!m|I=4Q`_MdOkUAW?SxPB_M@z3p>JXnboq9;gqS_FAuoMs9
zMr4&C=uYRvL&x6OmArqVPJH2sA^Q#*fsVv0DlIo{A%Lx=ya;FqCsw_8q#V1I;+SA}
z;GJLvS!wO(XY)(ST+A7};$<s<s=%)z&@NbkTyq&0w<BXR<YXlyc^J0_TFSeI#6!e0
zGehx*N;<NeMbF?#tRnn`Ks7$o8$sFr3D;kBgiMrqqZ8oN`rfLAJkdzmFO<@nB}HSn
z1W(BEeJ8eplqqnLVJ;fFDf#S0uVuf87U_btz*z5Dw4U9EQfDuF8d81^LYim6I}Htb
z7M8(c!-ujdvfmWw9|WGDh+rI(U;2hd(yA1qBWJ=A_!$?UTQg>LZ}tO&LaL1q?Ko!0
z?+9(PZWPl>yZtyh#EJV*Y1ctSc+iH1EF&A3Vmj&elJ&F|7uqSSl8%$J&i3{{UBi=o
zLMpi!^YvPysoWme%~{+P1X4%Zfi_isvJNVk!pWsD?|CQyoCYlM=9*zT?_RQzbOjmt
zufBn9x;Fpcc-n0<8DbY8kup*dq>#ZPK(6uI<Dv{PrgM3wZVHl(B@K`@jFzi1GXkT0
z<R-k*7y(7Y<?9R(mZtzP&nw>@9})F?H8w~`2r?Yt#IW6kV-UO~q+%o>NhqvqPCct~
zN;l_m3Yo*^UpiLeKM{xJEW_ID^wFDxBuuCqoY|jn!ZwW>U19qPJ|tE7wP-K*sB$og
zzVl-d%{ap2chHBkAXQq0M?m@EU6><ImZ=6l7sd&{!6;m=8#D`?NJ?+McAEUw*c%NC
z8UM|u9dIZ4I%1)n7T5M2TmzNiD7rc_+5>LV;pEyh{1P})IMaegnS^p1Ly1(LoyGfg
zt*!JT*U{RP5hfA$z!P*@%6zyi_TXsw>KI0vyJHIjr0V{3Ny}HyMT$6DG^q@ucUbVs
z{b41{vNF~wRZ1I9{&bJVv==oD6AG`G)ifEEFE5RuL2fNZ0;oFaK!eKp63Ob=Ew{<W
z*de>B5ms}q<+@N|g6+|hI;SCUUJ50-jNFU2>Y4UlAc3vt+HAzAU&yGj#WQ@;YmmRZ
zn~f`6zH>h<LRS$nAAE*I7{g_ovg&phoWz)UWP7M!GPVgWHg}en*od6Q+Lr)NxPlgA
zc`yZxQix2M8;mu%hex@;pqzLsarS(RyoGnbbIs+q=lfya;t-L6nc(fW3eNzIm{3#(
z=A*V|=tQ7p!1L0=5cB=Oo00mH?t={5(!_V4LiXWtn#<=RnlYmz$l%?1G1A&V&@hdK
zjnS^VbZ%OLH%>o_GRd-eo_r-Jhz{4o>pX95@yfXH29n^2Jv>iz2%B@QHw`mS+deES
zNi}!ip@o?4K1-kZN#9zQ#%GQvCk7mf7<6>b^(S%0m6kWtt2@*=<&eG&u9PG?k^CnR
z;R8F}muLvj**Lqxb$dm+iWPe6aqI6iBro+nNC?IcZpie~6rKo^<XaEC7EdnN4b=0*
z&^nF8@i*qZw>0);y&31u_Z!4>Hk5L<$XMC><-ZgaCRC_~zZR{<NxlPS+|)dW#+9)R
zG%ibfp6Q&gS$h)i8X>BSOJG>jBaR}}kLi;ye-jL0!JMZjG>CrHZYA!TE}|yH3{oe1
zHEzo6EJo|m+nEhF@e}sG7=EFf5aefS6vsc`#r!g|=)>QZAE$p~N@!ZYA|J4Js$QOV
z25sspATbj!RK;@Mj_<*Jp@@-8UYv0p8)5OYz#ihB{eoPrnT{uW5C&^C2u+(yptDab
zU>eh}MUcYqN<$%=A2G`}srB!o<gdXO#1*8%4`nO3iVSfT)-f0>7;gUy`=lDjB`Fva
z8l8e&sz9+dxy#=2z``o965HTm5k9l7UQn5uIOfILVi*2cUk!7L=J1u}GHl!pW0*@a
zRH(^5OA`%g@(dK`o88TnO7RJuY4YUut1!G|XZ*a0k3ByHyTldyCNRpvOx)QRKdwgq
zD%nf6w2qBJqab8@7Z3#VoAY*jyY75!lQaV}g+b2o!FIc%_i*a{8uAQ6Z8hN?cfTU>
z7q6jhde7kPIEOK}TH*T<0IFS1`-waaE4c<h+t4KeWo(H}4B|Xa!qzW6lXSGeWlZAV
z27t47H$ZeE;kdjXeY*k-*h?$z5!0Y=6XgLNf}L0g0GT7z(2oj=2nm&lcftm$Tjd@|
zeIQi!z4<JdQ?5dpZ|G`(2x*frOG%j(Os)>HtzaMRcUX|S?c<Qpsja2bCvo%r!|ZLt
z@HnV0i_j!8Pdpf`Xj3MOBmmB7M@vZKBBwxxmMt0#PgLV^u$#cUcISREVWq?}o=vZ8
zw{E@Th$24u!8Wc#j74mUOT*8C^|8gNQ_}B={fLi9%gVmU{Bh!CSp4}wA|gMm-$M(`
z`Qyh<Z~G>C*3A~&pXL?#^6v8S&Y$sD1gd)8RL=J2&DNGJnv`|?8cI`&irj7pppdWf
zT+2RlVy`8w`*0@3W$lVC^7f%~K0Ci7Hw@DhsTMxHktyA3%K{RHYE|i)d<HFzuzhr`
zZ(B59iR)B{jpOG^w;Uf;ulr+wUkoKlKQ10DG{4-Uoh%zr3>}iZ=-15sjh~|hR6M35
zE5DCXaafBuef=fd$sp;e&8eOF;)eI(jj4(9AC?K5Au*4dDVm~+0Bui;nx7RpRpB;!
z5sbB7EmWs^Z?6v(+w}aZ<1wwyJo-4Hmh@Nc&WwP7RYy4gEw>wmW{urod_ytJZ{AiU
z&S=gsX|1|OXHb;!zGObX>z$Pv!S!pUn^J2S3;1Q+_UsKTysYg?`PQ63W>BW<!h5^z
zEMfTq|HMEbpXdvIlkz*#Ir@dkH`Ydgf%u}$gG%o6T~E16mkIooc`&ti^Md<RF~%m-
zs`1sS&Vqz1-b26KeP0L1|M+y=WK35$$g;szuRT_XyY&^%jVlW~o2%(l%T^&jbzZA)
z*q7bf6Lnv@**d3|C}E%!&HHBDW2`AShe66mVp=Ti6<LMXW|3}|CM&@u`eV^>Vd$xA
zr01R-{7t|9mqP<4_jE&xlI$^QQP*4-l~}<nV~>z#V*RXOof-e@4<j-@r2f$w#q&By
z{K?XqK0`=fkm&t|p_0Z}Av<NQwX^6|8Gjy3RiLP#JxwsfiMIq$W%|=U?2FUwO1tv~
zPDG2pkbmVP^St-op-fVy`J%W6Qe*NQg+kA>ul?Ej3eDv!Xn!?_v0(YHZV5jLBebaI
z-o^d8m>bl%n<8=j^7FnA<#iViH<SK2i4nM?=5PP>?XI<mZ0LIqr{)vMC(ao@>EXED
z%&4iFdHt$B=J;nBi$CA}x+=%KpE(>raj}J}>H3Ewn~ffCv9uEa*M;NK82AIbA76Pk
zt?a-4a84%ilaIc0s5LXkn0!(>I}_IUB%QEwelw4H(nHfry+R#<*0$Gso>#6M<xJ6O
z;EETqYzfDXNMF8*6UEvmC5DH{JUJoDC!Km;mdxLg+4CWh#)oT#;$Qxh&7K*ps|y-@
zBIq)G|HYrp6xc55+N7%6?Xj$ST{(i<w^Of&U6Tu;5x<++>m<t9Rmr=4Q%EX#J!|@&
zqjWK8GauIArq?4!+~-fvPc0C2>7Ft;u5tE`uW5*qX@AV{^3kmHJFjtpXCmAf`of;8
zll3xSuQA7xHeH_H1InUlDOIxDS*@6Cf3fdm$(OEDvlt#p7Q8x|WWpzWZUU2>#=I5A
z@ItIDE~%55=hK@1?WcTXglz%&K>N@2CF-|><flicZ+z17CnNqWLrHd#IqK8#?8Q?@
z`FhRovrV!2cO0%E+RbZXnWmqnXj{wewvgmzK8=~Z1#~gZGp;|H&kY*~4@WCWOWl;X
znwqHY=PwY=gVj7SbQ0sIeukCcAM)h-HUGDM9^nIjAN-@c57(n5AC$&ZV6Tx45p4t(
zvDltmRKsx{r!t*B&GTXH9G$!4la5D>5ABmeFj*v>OdM`j+UtMHlKmw?J+r`D@K?pB
zy-zv*rB9|Tf|xiOV`$E%EO9;7_V$-MYVzFmCjDbCnbIVuun@^`%o%5s5td|{?=?q<
zm|Tgc@Adwv`Q?pNEKcosln3?Sx8l^b=2zEGxL?4zog+PWp8t`?QJ(Ny^wNrl$0V=c
zA|*L|_WZYUVwpn$v@cq&iJiY>T&^x?*UvR1bhJAPD@k^hmNFHGZ6HfM8!PM(D|j7i
zLIywgw883)iTR@$T>rj%r>-U5JIfw$>YD%5%?N(=oDzlJH@XchX22FaIY{{<V5%eG
zvRNaZYUOgW)_-p7!LMFqK2lYH8!SP>e*VScH=yrXEy$g_s2cww>-=Ht$#YMSo>TKP
zHafcH^?T`!vXJXU3zZ}*?Y}?Wzixj3t(kn6+n?v2NPMvWS}m3xxYX;ix8vcwz3$+=
z@<X93Lyc+q+lM0<DIYJ0!l9X$XwN0`LYOJE>SXLn#vRv4SEdOQb}*!2m;o~~vzBmn
zGe8Dh>Sp_L0>#~C-}b|g{;$uSOe)Tbflse?>UvB@_Y_TnC_jWqOG|8nT?oAx7D%8s
zHy=DbM%CbV^tf!$Sw8*E|MuHS&uI`Ryo5)8aq-2IKPm7M9xMK^3|rtSl}GaQK*8(q
z1(i7A0N8>T2*D~4XkvldS(*WwX^H`p?QyMaihSn$N__wQiLPs(mgy1XR#dwBPdxmu
z&r9l&{Oz>Me|cU1`JenVKA{))pa1ahUyZTfRmA>}=l<8fx*t1u`u~^Tm3S@V{Am}}
z*H^gB8vM_d#RymxHPuI7zQ5=XM<E~?7l@Y)I6bq_4=$hZ68PRg+A8vfgx0k6Ck04h
zGdJSYr4tnYir~=6zW$kT@!a<$p53G4Y%PzR*K8hoM?7J1SJf6j?8@+8p11jx^nB)}
zL!0~a!)0o@CRMs#fK`qyeXk!|nP|nT#*1Rjn}U+BJw29eP6!!;QabP@$2QDY8{yqF
zJUdC(0HY3z&yJ(D+%GSxU2>UhV{eJzya*ZLLQ5of>xJO-kviWS+6AU2^CJ~KeIBqh
z?>sC;*jigL2C_t4`Mrf$e<rEg=9jF2nc7(|r@PYv*)&uAtt>D8uV3ADcj=5&-oqiZ
zm+#HH&+h{pmx2(=6h)^SiiT+D*kK(<%ENR^6<%EkfZ8ljDe98sI$iv$w+mlujDl!|
z6eVEbZU$b@$zGc)*vhvK!@>xqZvAOg=ICw9BEe-^t$+XewbY0A7KQ?Pv$R_4`ZDUe
z{(#$OHT&xqG)gTe`TKJ8c$T4|eTI8N3}55qO^IkByU6BPAx;)O*~7L$^t?A8264&$
z`xqR2)u$7Zv^1laARxD>$>MB>inB7I00`n(UHUFlXg6?a8SD-MA=?MSViTpQ5RcW#
zr`5{-?mZ=TdVC%$7Mu5>9Kt~`XaF#o&1Is6_2mT>4u+R7qoan><QNTu6_D`9U=&FK
zC!XA6)4$Aqs93=#UG250a)P){1D>iif=fm&R?r6a?n&o|(UPg&xMN!7vs)QXVLT2k
z-14t0i5I?QHi!FvKN|nXwCL4D-ETjXNdNR5)cbFDSN6<Z#bXq3GA<?vd~5hVcfv2+
z+F`gfqJx1D!axC^AZn)IlnHzI30lGH_pi4kTrSfuvIwwg$ulgm{g^2->bqa#4qe+d
z!waXyzy12d<wrB7SmrdFNo8@+wEDZ-?Sy3JbGtWlbn`4Kr9_KQGF>r7tJhaz|JTDn
z>fz!~(|444-yD)nvcbFCksZv}Uq7{0I3`N^^d$%jG`wI^0ughB`Pj=CnU@$*m2<n)
z@v7H<jYF(h5rC7O-*JTIVM?ryVQIXWYs=k-5W7f%vT^_Y)uHz%@#qsfJ1sgYbE9hU
zqL^+wu=~+YcRDiO6ii{$lfE`r?!G*xFqM7PdbGCY?#+*p+;Iy&*R`JRzD4ER-Phbk
zrT&rJMtIl`7fAf)X@3;8at+?KSZn!DJ{hGFCF!ut)$`IDP><8`<VwZb4df>TtvsG%
zPB8iY*V9H2JLhEZ3LMEw=&kqwUm-W>(75o_JeT0cIX+Oi_)X$jreS95@8$8<)$i57
z+kO<J{39^?h&>d@QTz27%X<k!tQ?j!Gbc6l?)Y6Bswj6J$6I`S`LWrwFI(qT7lDlF
z$~>E^|LHZbkn)FU+FYvq>Oyd)Rz`?^olnh;iK}$Uo$vX`3CZ*{{1&I+`+i0CBsN_v
zalAjzsC)UXZD00Q&DHczJ^-zx2gy#}WqQLg3Q<Y6{@F=fx^j#KliJJk0pSl)V?c*S
z-UtpPvYDBhY4~b+FF*J=CUW@twJw75Pln6)D6Kl;1MZ-@SQe=IKYXT-Lkx_ZVdF8W
zw0KYhG?mspzd4%WH&-7Kt+)$#6wQs+CRP7F=|B>~D9Hh-=KOwWrApML1nb_+FfREd
z=8}soL8}A#Cd1CYy<r@j-RytFZpkwQ{yfVAcjMBw@Z#Z_D}9o*pX+?<?CYvMR`JlW
z1VW7c_%qW;mgtw>etm#TgFgnkjnhS)DZvn8Seinac-H*tR_^Znb_P(w>3YJWS|{P!
z9f*kl6V<*D$9*JjYCx$EPKLsi;$<S5sJ5l-j!$y_KKiv@9${GAF%L#jI&vC**^yfB
zVa-S@C<XWBm{u8>yeCG=eDa#;gqj>i$~9)s^>Y4Ta(lA91*F|46vzV}0)M32BhRNJ
zeVH0Evz+g?@5}ItQ`+3?TdQ)LyX~<Eo>?vH?|n8`r=qe{gDd|!Thm>(*uE9r{YujF
z*9+IvzsP&Z@19#9EpvK3x=YJtSbV+Z$|BvAw0Fwa0+XsqeJ5)I@JUPt>hHL~YS!As
zOZ_*h&zcY98C~olA9w#H9kg+FLnr(?&-;-ASZZ5o>i0_I$LWPb42NRi%bPSOWQpr#
zNoh!BUL0YWJ-J3AX{o0xz#!)N%R0;I?b{FTdlyRzDid;uFBj;Iv!8Ljc_lla+&j4N
z=+rMOWpZ5~%Ig_lDqO9+CF*ynx%Aa%iJ*5Zs;S8&Df`{=?u8-!+H;SjSaLI;-_XuJ
zZKo$0DR-6$A^2Yi<U71T?)`N0;^b3`3(BW}@DMez>^R9`+Np9*3-sg|R;5VFEX}l+
z8$^;%YDp#UuKf7;V)ns*vf$}w*5`-rtj+3FKYe8ci%pd`#N1}XYt<%NA|6+E0HeD^
zztHTXt3_+1$^)pQa$M+I1tBdGe4OB>?r_`n=ax==D4dlL&ESDEI^bJ21l5M6;ianf
zvbOt+BVC5Y*0&xgqn<T_Q!n-_0ene*?S?R1zA!g96RVmOZ0ft~Hp~xCsk{vXd@TKx
z8iQzw5-%DAZEb@6R(n#1^ISi79u$Eg6HeW!0eNi;U#j$!;)L@imSLD4;vgpMFm!&R
zCI1ABaFe+TsOUr-do?pu7u<R7ZD8;#lI}}a?I7)#S13kuWj#GM&6n1xuBPzvJRkRw
zp(SX!R-)nk**K3km4r`07{5GwHs@sJGC;G%Tm^-`agXN4MT)<`(a2*}j{dYFe*6p<
zseT5)v{ftneCAEP;HgADT)EJd@_a<(-u&Ru)8o{|R|laVG=1ha*KY$!(|4ZnPN*Ei
z)44`}Ons4~MhGNnvC?)((`ju62^sKxMeeq<sX_jVsvO#IAOF1qO2Qe3+a<`8Z>TYl
zTBU$`y4<3nReT#LPbCm@3=%W$&U6n+?eCbgx9-idn(vB#bO7ZjcW2B671{+TVPdIB
z$QgUP)0C_{yr70=m^!gHCilG5woh@?3ZhuLL+&gW<N+6ZZPAYjPE1-SAm1dm&Yo@V
z0mq2x!2*C1a!YJ_npPw#TqcV8=)kfxFH+D(vvnLe^V69;U;66`^54A_YC95CDRwq~
zQO^M~m*>3x8r|%XH8YXWdbc*-mdlG7aCkx)LRX~%y!#f68yBj-4m!;X_nNc)AVJ2h
zE+b{)mrSeOhae*;hpuI#1JCoTw2((FPFN-6m9ATnbyxD+=<y^~f!l4<`u8E}2uOZ~
z9~4-TRcHPp;_I^FD8;|e@{6S>stR4C)#tT&et=+!fj{GX^^)!sDy&*H<wLYy7PjH=
zlwB8;qmv+Ut6aYG?V(rU4(Lv-q1_GV@uGsVss|Mo4zR;&tMGToK8=W|4Lj6rseM^m
z7yVoZAz2oK^uu(x<o{voz2mWN`#)fNJMEnIO7>Rvo~dMKWOWjeJwn;*%qFWsR`w>c
zX9(FED3whT8D;f+&hGoUuj}``p8u|w*A-6R<9i(M`8k|3E&*;Ax{@xqD<!SbCAt(l
zK@?s0^_38_*Jt-yw*^I)vy<Pm0H1KnP|N5Lq5B8lW?_SU0e!5&`vX@z_dSvJJ+aOU
zvRx)+Mtsc_it&fRaOL+KXUzoW(u{j2zjjoz3m|fLBm>Hlz$W<?R)H`Xk?44;h_w}F
z?1`W~qMuGWvRf3Ji#SdddePyRe7~6rsYQ_;{e}vYi+L3I&$`tX$d8JUQs#^0#Z`<a
z_}CxM^fU)GoG#STjVE#pXJj=T&sTGB4<+n}X#EANXdD+jEEJJS)7xM*XI=7Ix#|Mo
zW|9wY_XuE`^F^oWBm{Y$DuXWQQ<cwwybou|)C<zj65EGPMT_GYm*}YsDQrjtpPkGC
zhTIPtZ*;LZwR$4u<{BV0eX%O^Qi!nLA&Em6j8fFT$K1PbQ*&=I6$C9}AyCEYI#rc0
zXmx`US-2DY4HtJAWD}gp(zWUhsXc6g@k5S3I*Ir(6E=hjQDaB@o5LO?yDtE)5=E7}
zer(ZjXH-2^)hY<o+r}q7HysSZRb=H^wC%MQTvfR3#9EU3!FR_GeRm@Q0LIi-ghTet
z=-^@lw%sN`I?sj0fy663STpAUo<9ntc{f*M8}5x~9N2XAv3Q;C$Al}IZ50x0s>q5w
ziMJJITysQ+230p@uBh!m$DDg01frya3;MbXJ5*22PGx0ebLE|s8dx@H`v);I$QFw4
zeyA(j4-@;~*ru@%H98=}?zNFKe!;|xAlRc^&29c=-Wc&`>4&lx#l6?`PW>JnZVi`M
z@85^Ro2~r5^*}H5aKDK?R%_391uL?gXe<7AjAf^Z3m(J81Ls9%q6FsKurM|6)r8F3
z3P1F;(Z%DzUh}%RP&1Wb6<1rJ89#X#I$yGbIzHI)6pr_&TEW&~BUnt`0|2rvPCQ_i
zMKAu)Q?**Hf5C5&d<(L9wLUrq`^i#nR%X{rM5gE9T8kpNtXwOohda+LOdKGK$DhTW
zvTPlmKQNZ^q7zx!e@T#)j^RD43*%ES58&A>zla~@9AC5=reJ<P^P6LUOEWHMAn%Wj
zZeErf2TfA6-ixNWfFHAbrSN_m1phiXh92;sztTbX_H7r&4_?g6j`6#nZ#p`plG<Cf
zc$YpH4d*I(Y?w0F9CO3VFr>MzWo+s7BWLiPa#BeLv2*URKTWCy<`<#<f3|~2*beY2
zy84E__r(z+jB3lN5g8#H%znv?ELkb3z1X9+O###sMc=IC7h72#@mzmv&Dd*W)BnQx
z-Co9+drFO$c}Oy`NZiK|<Fz4ESloF;x<(|a##^Xm<y#K9yD1R+xgqtVi`RzkML)50
z@n`1Sx>~v}Rd%{BxZ`L$a&JBsw@*3l8vJ^U!z!|GoLWBn!g=_(?h(V?j^wf$S!;&;
z8vYNuXCrY*zJUX=yQSJjqPKuDD&@)^kZ@<bw;8-75wW*1BM_#7AfTu}HcqCs$r6*J
zAUiSHFJvZ5^&pA5E~R@J?tVD}dyH+);ro2^k)r!&QlsKB-{D6*iPpMRqE`4ZZt4+m
zMNXHe^<dg8MZ&GyxgtiD=EfNg*8V@^Z`rT7N21_FdA^Oh{ovvd%@J!BPlaCphp(?<
zHxqPxTj&B`mwWKh`VgqKJ{DtMBnZ;-#;FhbzKvu-7vMJPX3JiV#<GSn{l<Z8Nb#-w
z>yKsPIGtiV3q4Wu2ddFHaUwdJpOwqI<aHTrZ2KBxbncv6?k7|4HCXNKxa||`%-buR
zwJT~}yZJ7Y;wbDVyjxQy8MkhltcIY%Mc@odMd0>3N9Lb>!7JhnQVx2<Dc9XSjl9f_
zEIyyr%a=l~{6~E1cYi>LVaVeSjCj^T(JyZO;J7vIlOOeQ+0*72`kw)D6t}(HUI93H
zZkU>)Hs5q(H~g&Fjv4jj!%Zre0_I1b-!E;Zel@<|T1i-)o$~Fd-9rV7`ALCig4fqR
z;sI@KESIn4_3fGEeix-8ua-F5ocVvBml?jllV(`mZ}GpwhmyJjn9`Gww8*mx#9j~I
z>&%s&yB8g#Ww}c;=HnSJlDvFyCd>WB-hDJnW;qBwi6S%^XEbaulM#Z#ufP)vN(Gf{
z3IX#<QAU~?PpPu3l$zPOg=t4$-o<jW211@V-OId*bfomc(}!xZI1;!VCJ2j4qzP}d
zYT>R}m?XlNKrVQ@w_@8*Uy<$&jx0x+sBE$+0~u)HrQ6}!SSF<!HW8lXb4j~bvKK+6
zsLDzSI{WQ##j+r4X2ko+BVCP{bNg~8IZs0!Dft6pv#H*Z6nu)<c|G#7L@!FZ-Y7<M
z+|{K2!U8Y*Z306quFOetbdW92^))UNcBdz>s-F3>^Wz<a+m4reyxx?pe=5bEADMkM
zs)vs_dF?Z$eLtiYindqF7d*)FMNAn|=(P0<@@4UyF>8dMvbhJzLP>B#y|;S-?e1~3
zcW2n^cr!KPcSKAhYDNhwi@+$A(t5F>*1A{J#fMd0v3BygJC+__NW89T2RjaWVvQ~4
zNJ=xo9O$<7&k~!g6v{{)7Ps3Y_j*hzOkxpT(6zOB>^b#*Ax|l%sDts_%~$3A?Mm!A
zrN&IH$<J(iqt*vzA^R#Uy>rcMMdSW`eTqDHo!zE|W6diuBQl75PnkEQYBD!=oLpz?
z?5_l}x~?>wGg}n;M@A#Qev5?q;O;_)<=)oZjUWIom6@WpVapvK>g>bqwOr>KT}U?q
znp{6lcJk<?YO529+YPcSfe2*b@wM+^(#=HxY)8%30qfjzfda;5g~1DeFP4KUEt-5S
zt3c3uJqC(XjJW-f>GyY~hQ$L35AVW3Ag}|_WpEn^4?S@H+RaPWFWvKA1|Iv4uda{h
zg)h6os-u4Wh)1fj9-#No7(Dh^$vcz3xG6g7Y6AA1+MhAZ4Uo3+J}X-^E;o57aH9%c
zg14ntZXz_bQ0FivoO1p$XD2<Mf%;H71E}mXozLX`CwHEJQ(G+^c+~I<u;?pbt4rs2
zbeT^NA<t=scLg}Rz1bTy6;~9mRolyj<-O;?1Ub#>>~@di7$jJaPa$+mz4^BC(E|KU
z1a1u^2+fbT`Fl|bm<UcSxPEFYP1Mj0pxH{7^>NZ_|4?NqXQp-AZYcHgbcLB=(0~t{
z;seJPYv4Zi3Nri8fOicw?iT;~27Ex???>1EOWGLOdM0NK&JU*0{1k?L2;P|d)PmkB
zm>`#g#=w&7i)WHrIt0dGnxkad;+=lPDehBp3kGEeD8L2wh7ACanZZ9hI|VZzqf?MH
zDPIr2aP5id0mbtxX;<f7lMOlgu*yBg7(So2zxBTZh&}9og?H0BevZ$ekdmBHvPS+a
z?S>VVt6tzooz)}K*;l4bCd&~ywNDrCi#5gR23~yMti!vq{~5HHub_(To;ZE~p|l|J
zvpJmUx4w8n(8re^sNqx0)h7c9JAXM~HF4p>+|1>YRq6hNXEI(zM0g^=@J6n&0WuvE
zC^st2-=?SgzYB6Lm3E~Ii5MVilaB+D(X`F4*83_6_t4AgxZR0R3@Qn-Y7a1`<u}r9
zaGX%>cn_VJ1%*}uGQk)S*<NSVn>-D;Ljl;_(O<WmzVj@M{tP2HE^INUU|CTLM3W#1
zIGNfSw%^wloaBhx>(qL$8zi%<gyoJA4&c>zt?I6)?t(&qwjWM^2*l<%5Fvd5$zuFK
zC9sr!6UGF`mdf9KU(;=Jt|lHS)?;)Iin#1bwh>psxBEdYGE}^QJmtMnb#pQVz~lo6
zng^o?F94lPi1JP1xz0Ke_#j&(zAN`P#2hc<0<E_rmBo)@yz8?u{jkQZW@$KM?BL!W
zRjcQ0Xb^rhP7R=pfvkg-k;es0h4YMy*?UMk=6?Qhc$>A%jC`DmrQnV#v$@@_4=VB2
zCQ*jql^PYF;SNw0i>n=mU{rLFrJ7kYRP`NvcZ=+VO#MkCPkJ-&ny@auw_k0;)=A^1
zTb7-cPVeHQ4><d;V-av1@I@I!VTQnOo1o02{Ab!DRd2_ko_7XbG}^Bo3iFsB{apwA
z$WxJ05CgY?ibkKnZ2x=y)-ZyX4kH-8ytkdRuu5Fm@nH45)u>Q`g*CZv)z{@V)<yDJ
zW-lG-C%qGty7!#E+jvj@$d-GV%w{~st&@uWEa|dx5*aDbk7~Q?CbH4(jI(~&eZV8q
z?>r(QU{b-`nFxaL+Z$k1yaH*CncmV*?8eS5*MN;_zK_KEAFmk2H~phJo|n%vG(d*a
zKS2L-KRxnkR`u!*!>2OYh>8JgK?7Yv#ZqEY`6R9j7j*)7h^Jt+ix<0Bg3|#A>Z|>j
zc@U!UeX>51+V6WRnX)sH@HkvV3K-3qx5pvq{65_53<_LV$L}2lXe3nd;ny&*Pu@AC
zNXf({^rcYauO)=iSTL@*OFwAG^P|&#{X`PV#G!i-H*P{R)uZR7&a6NiFWUw^LRNI+
z1QzgQ9?qyRMmCF5Qa?dg4D##hS^!7)p1;0@JHok!5fvucal>b8Q3IS6Ylp=hsvb%v
z$w66q`cyX3aDH5lSTH(IAT555S5NunE8WCMRX5pn*%^l|@9an4_w(nw6RzZyNJyP>
z(&7pH=@%R0dlELaot&o@-!-uV;qG|7j-AB;QV}Aa$6^P~%12JT8`f#BN|}+1aS0}&
zVZZ6}_e%W9Ig@R^Mbr~#*}|d{0$XPFeP`Rai`B^g`*@8zRn#@4=X1$`!F%6zu$J-R
zQaT%w)`q#X5vaDDr!N7gz=l9L_pB|2LwcfH48dME4Fc{mGtO3`!yk;_>#tr?wcU6c
zkGS0}Kjo+JiTZyqCFw`6<>)zT@w1bk*Y(>2e0~!b$F5Hm&qd`PQlpkKp@tN@)&p|C
z@YK%dSEs-imq}1ap3!GYBCrXbzi>TA&^ndysrbk*oOAuSFTTEibH#%vI#anOmXl^?
zqQgcn)C<o*RnWR)UaahqQWsjnWmfXe-JanG6}(YDX-v`<VO&T8GvCT+w)2O3^V5%0
zq9Gfp@&LwHanAoJdjRy6DqHSey1wEiw@-q;+n<Eu8MOVwj##8zvygJW72Y-IQDs*Q
z(<qo#ZiLa&*Z8E+ZFu3SIu1C!w=u}-9#8S}5<GnxN^Y$3U$(i%`u8D=PI%|XF27F7
zBUXuxYinPC?;ZQ-%5mk=w~SssEb~OkM<8}GV3<Sy-vfk8zj`rw#Q~rwRou%=lyRl`
z%zksccsLQ0Zz*wngsg_!%edNPF{Q9@p8QIiAT;?MCaPw_C@=LtT~T5*x*tq_s#XuJ
zFVBm&P>x`bhQeg-Ee_&Y3O-UQItqlQd!y=k))Te~Z==@CH!Sl**QMog{q!lUs2NUQ
zm+vro5vm78e#1oY#eL*foX}1UkfdnlP^Fw*KvGSYH|rSDd>=FV=k4rM09QiIrld^2
zAgZH`USu*&MMk`9=w@5UE7Bg&pI*}s_8ae56^vH)ELeQG&M(teqP2m0S9$^X?|H)j
z4s-mTp<c((J!H4E9|M=R?J|G<j{3#^j9Fd%(4;D21bx>v^$_I{F`~M-&08AcoRK!m
z)frt$;dHOw*Tnn+dHxXs3zXM$5ZF$<S{&k;SvjxK%)aVNKxkau;X~jbGR2-{7M2!?
zv6S{W>4k4nS}kh)rq%Am9w5Fenq)(#G#S>76)wB|w(_aBq(sp&+O@0n+WJj(5&h(-
z2M@pTqFlQay7&nCg^(o4oa!2vdz}1`WNPvHZeO2RtzFx@+$tHUX^E_;GF*;Acv!3`
z4?NeK{_rTwV??b*Tuz4Qe40av53lkDvpO}lHaW4@$Ahi8VKis|bV_%+F?R7#Nh-sF
zKXLwysjZaTPX3wxxx!yN4na$it^+so0U3JYBIh6`DZ(YgNzK*>k-2LJ!4g?R>yfVa
zsgIp%{*qsenU{4Br!|t|Z19HYF0M>h(3yIp@p_dihn&^h@EdrO+aE{i+8C>M;tF#f
z{fMi(Gj(CTEl!3%#~zfCs^Xx7fU2(q@?*SV{zW?hZQTDn+%JSvO_2=fTnr{tNO=XV
zX#V)2WMZq4a{8~}79=OTs1nC{VfCBICF%0%Iq;~HhSrmq<nY_%65ZymocMw>A>4zl
z?xw=ePKW&p(bgB0OrYLRYArp-K1*+<TOdTq!8twA@pT|kr266Dt=?z~uuS-Wf@1mf
zdt%0d@10Ydnh@Mjvur+py@|(R*t?~pwi%i{NPvtCqJAjuUuzQu&wpl^Z+(BtDcBM^
zXikC*tWXZrq&IJJ6*7#@3xqe4?-*w?Bn<Wrbm8SkQEg;k<xlxk+z6nFx*Z%89V)7o
zz+81i!90`7@s9L_0dvB-5=9d+#{l5nSg_4)>UFW+H;4utVmk6zLhIf+qn4lZ&0hJi
zb@m7){RAf`GIE4H&@lJ^JyV$%o9QwM{bY3cKa<6y#aey0CI{}1XjM!i@C~fLxV}sr
z`AYy|{R4Sd5od#mDY)vE^^ZIX2YMv3cQSbb5p>#}6pgy7GFH9%ggy_OaSUwA@5=_A
z_zkY|hvF39TfP~~YyD++<bN9~rD_kMEO#W8yAH-Q$`Rj!V~8Gv_lGHUdz<gBC)z|v
zYWh9iqJS&414q^ep3y(X(#HkM#;JwEN>A9b#R!koYNgzG4z0etIe1I3^P>#l{PUft
z8GaMXXk7OmeS%QX3{AgF0k#=PAf`*Azp17XnJMj&?>JMIhQ1m{_4vWuJX$O}LBupZ
z2oC5eSwjLGY3i~yiBN-TD~0xLwW7AZ*j<0)feGw_FGKwNO!@PmYH6s`e=ht1CE;~X
z1WItJdwAMKm)+$GFqY+e$f$NS8haH{-XNkKdjN&x!ENI*BVyV3<PD{lqnTnTb>14r
zzt2h!Rrv82(kzwVSm$0x?G@v2A_nbyv<O*R@rP>{uyp&}Q%WqFs&X_*62i1)mW$3f
zRxu*|3F5bs=MoytpA&rM-@fo6zS_M;2Ba@-42niag{7LBbS2BAcBvEr7CkaWEk`8o
zS@!etnk=iIs&+<7B!9ROo?Y%IR(<I3J$I!$FNuwN@fX`<kXfkrfYUtLD+y)0X|-H<
z@4_n|4Kh|&+DVJA@Sla;Bk+sHrp%twP1Kl?ApM8FJv0Zje4%T-NWVbyh<_OFQkoOr
zYiDuC>5jQ}*OlxX#zMhZizf;08`|pxsD~`3uPyRa@dGvLI!oxcKEuQ$sgKZk_>>%_
zAdqx!#A&(N+`lyIN-9liPv%?Fyqztpmz><8=E*Us0lu0&Po><3_T=*j^v|W@nt?XI
z>=PK8Oie(n*W!KWF+Z<SmuQ%y^-%ZS=@R{X!(v?yF-cRI3s}pUHg8unG1_%;mS`B=
z09ZAXTvZL=p!aP5vUvWyJ4ja`+=INWL~63=8q*FGKh|{79i7LTIV5-@LxgJiANjqC
zWup)VN7^zakplc*k;+CK0uI-fB^fRC?yOOAU@m>%y$@$7*V;$Df`00?3(}WAXuJy7
z)hJ_>TNLHQFVS|?WG^4T=#<v}lt}WT^V`%G>d)r7qm4+m!1!mb{oK`?BjiqT5%qjo
z(FN4fYbD-|?oMJ7Jw5)Ey2`Gby`(HLVkE07a$J#o-cDc$?fusM)aJi@PrXkbZU=NZ
zoqKaVH7Kl}<U5-<O6oSd3m<bH4$F-b>}6wpDxd;)X743AY0Ef8)}47E)ME{QYS(+~
zO7~Y9{s1?r4^(;A-*Vn5{1(8dpL2!NWez-+@v(7j_uVr8%`$QIjlpCT&A-=8i2q6q
zoq#H*61p%#hJWoteerrdH75?{!joOOl`MY7sth=m^SYh|B|2D1jcK?JIFH;hGBS}6
zO<<2_>Utn+(Rep!)VK{NfH9C{StG!vb?4Qgl*pdKKkJIv?Ut4g_TV4K4|UJaCfh(|
z!vskh1qQ*!5C9*JW^#iGA`{*tT~{n3Vzkf!ZG-(fgEyOD$fdI>Rg7oPk3uU%nejkq
z#9fgaRaxFns<hN?4+e%WSJd?Tc$|WCKPX8C2^mQRLQWly4J<NSNWY}`;Px)S7QP%i
z43^ew*uo7p12obF&FmiUgn5IZyDLW)>GV9f#e02^*6U?IKs<XqmO@l$I1U-VA4lBo
z*T_9kYc4dp%w5>T(|inl8?^}PLY`0#9FYQBzpf#-X~GS<D516otN_R)RaISKbEmDV
z`)n__q}F~@>xj2PvGI|8!=vn}B!&`)in3R+zu{-Z!mfq}KCM$AGWqIDj<Fpt(uOjv
zhYaa!Gg1oJ1&)&FILXjdKeRMHE`oU%%RuNkC?7qw?<qw7eDTA@6*v;I>M2P49AtA>
z%`B-AZx=@mYiWFq4ClA<G(D1zQi#}R2HXaJ#3088%`TqW`6a$2ZEmYn3j0tGET6bD
zLWgsy3<RuuxX8@ZWHJ|)>`*S2S!4pesA%^?l7xJaRnq%a*De%}hb-C~6>E{;J*P-M
zGkAUgv4+6Hq9xVNumYjDNm0q=v1isB2GXsZ3dDP~8^|a#^?(rE=xUl=H$23e^cn*)
zdBPPbfN^oOV%2EH%Y(K>+;Ku&qiN0?lyv=wzmBvPQ&cvgB*!|s4R(_OMfsY8>%iYv
zXYCkE7S~>RPkoORe+4)Bbyq0v@-I^V@1NRRr)|fT##c*drWsa99Obwvx(8e7WodPr
z`LAKF@+e_S#O`Muq}`yO;9wul+~nm!;Rh*!i_44)SDg@+u3gsdF6qB8f-f4~Z5l<}
zrLBcWNT15|6N&83dnfu%by_l&#U9~3x<cXpvImLHb4mSj-w9=ZK<Xi|3h|3#-qc5R
z#<Dyj8*GR1J4}nn?<}K)?w?fUaur1z^W#OYcOjYYrqVQsRT<Xa(vTtKhY(Y$mNfTQ
zMJg6enTA_IiOn$#Wr~mzeX4qC+{)>D)NkHd8CgoRz?nA~OOVyeW$)sM*M#QyD_)AM
z{vS6(6%!8XpJM3jx9HzW%uF5%gMRQ7>=nB7Nk;{Lu>=zN#5(Y+TkSGpxNXciA%35{
z+65GA<&nY$p${<+htx}!YO#z^F9zlU(daI(n_%bJ54o%bsUyPTaO97F$({!%-Vgs1
z4JNCT;FDyrCNjvKznaJTxgzqu221Wu2u1B1{o6_q)#9?ne!`iA@w<yw|L2e^@XbM<
zr2(U=8CL<Xa0Z*NR&WZWuB+7^5bzOlnQcg4-I^)SkT*Gv_hM8Dlui=@zcc+En^I8Q
zvPZ|jeCxgIo3k&<&v9vz4LIK(%Q>xeCP#`Y|M@7us`#J;5d51)!PhC=Q<v_(w}HhS
zYtby$_@dK7^xe-xS%{>J1D-v6zXMU^spAO{4_*M!w#Zq8vRIwaaFu0i1Hh(Z;~WSH
zJ<dUaxn&+h%g3D9)S9T5I`$03egm{PiFV)h$>+<8phZqpS+$qphj)6GdSh+$A&g!3
z)ardPA+_aph)!$Bd9Ni^Dtc`!oTX1yxtvavYC;OGXq!#q_SG#wWlt;`T|bsRqglxI
z+gnS%<T%bQ1crEmcp9%h=N9~)R0&cWe}G{+gQeXh-vPn8**8z66ehgDu$+PX`qB;S
zu2X**VSh7+4%BV--H4s%V4MZ5bGIImtGi|&y#~%=Cns_Tf<_?VNuF-U(u+8CQ&%9s
z;?KQnebNbA=PX<=eRT{onqYIFp!&%3a~Jlhd<VF4SO1#|N14Iy`=3;JkW2BEnP!kV
zZ~32s8Gn3{ZTD8(D`{6Bvi{%^i_@7mw~^buuFm7R-Kf*)CgH8oG%&!yId*{o6-}N0
zv$R<Qr(F>@Ub@?ELA#;hn}q8!AsGZ*61GhSRHIGzDXM4ZTomxQ26XMS#O-62kt8hA
zV36`YTSRVuSZ6o}SvF_P_`&7~A~;8mJyv($<|5%w)qgL(9}(+wXfD&OhYbX1+OV|m
zrlD~&-%ant(zSrPmiA?*c8H<eI-EH48HD1SNs#Nllsg1ef$rZyQ;CIRI<sg)ENmv-
zG;bCYPZy^dxV0}Z^l+xtR3(0<4o!KBpsE$bJBC^UeZmTpTHN_VNK@GxajM64?bkeE
zELYrln3iw)I*zUzusT&THm88ia}krZTXfR-O13k6-`SQ`0!Y-UyH6E}A#m<y8ku-s
z)vg@uxnW;5JPLL0&=DISITP)<P&8grJB-)4Vr`j7*Pf(MQFQ5w%q_g##Fke&z7_6c
znPLU0)>(w5M0y=CBWAF!#OT6p{ebZS%538DIgh|Wnpp~gA}U*D4Jsm9spa07L!f7`
z>1OarXvc>mTl)Q}u94q4(!0^YP7)cD8Tk{!R|XMsj)dx^%H|5wk0w1#AI7iYpl|0I
zh-mOoRw{><*yN$(zT$C8?rkqvSLJ9i%IwJv;w=#;E3sRTTS6c&rTmNW5VwRup*BZ>
zGa01bHl&yniIB+qHJ+^cW=7s}P3$dHOUPs*(GKON{JU#vXp<1*Q*=e-%<)SlkpXUz
z&5^BNVcH2VudC-MTWZ}d6lx_xqJM=rQX;o=kKr%r5;;iSZ&ZYQ8qSSmiE(6hWO|U_
zK}mI8!+H;2{~Dz}E_+Xe8zbAGbUqVDei7r`mNJQ291q$wwB&pV{UD1s{Sw12`o7AO
zVm-}f)dh?m&o#11*-Yf~GUznGOfmS!tvC&(zMIsttbs%WUq6X`=L$p5r8ce&XR3X*
z(zj}$sR|{hVtEQ`ib=JVP`Zfq_xIPus#Q)uTj^WBypdG^yI`GSfrVYt;95B*QZ%x;
zBX=Z}lfk|z&9+1~;Y>M0@>8nS`@Yp6#mes_`@P^1`&zam`TPU+m_*AzKS-MPDM=_J
zDXC)gqIK@Ei!*NE>_<AvTYbLW7UeqdlOTWIR#4fFU42r`Ow3x%`+VVCU!Zbhdrr9@
zxgAv?>zFV)CsKx@pZ(%9&47Tohk28S|1jh8@(;1c3QL6XI3m<9!1-#6rAbrh&G9MR
zh(}bmhY}lQ18Hj0H~M&!LA=p@5XsS5yy=Ys0a(19SXq_^=|t=yu89emF#3#T%MA>1
z+QxeBhW{kXO3AtO{>H-$n;>^kZXa`!dlCMN>1j{*YX2v3KH-FA5;eua=k!=Hu;rwW
z<QNhF>K=E9h!sGj1~;Q(oJ$0lA<cpDzy3Lq|8AZkHQ>WB6@Hb%N<Wa?&06&bL9nwM
zVhGVz(=B~Q^ibH-g>LQVm)>Y`@=365mKM<IDnt(%|36{WzT0$=q274{`)9pD0UDE^
zg)~Pjc-S%Eq@zJOM8jJg3(=LDYlAf1aE|}Y9>$&%QU_C79ST48eQB^&#_$;yp<zoN
zJ}tXZExa*ZN;C6{d#N-sFzx?DwEr79Cn_8<T>lvt^#u+%O|!@F^SQJV&@idV^vnwQ
zP_0cj4i%hZCW;*TM92L90AYxce*8~X+#lyMDExz9POp7xmoqd?=7|B$dilerhC7ci
zrqW9&>AVd7)1jTlpT=ukmg@MatvN2AR^mcEElp2{&cE}i=lLJz-Fb5EIXC-1%i>@E
zC9m&JEc5SQ;eQ{f&u}gE{}WRF??c+5{ZBamU*G1x|4JUB1m_JfzSca1%?BANP;ff)
z_Qx@B>0}5CK_t1X$pRvu1uc$!5uiVBxOjt&`Boo^$yv8w`=MZj$<J98Kxmz#m4G8O
zOw8)F633T(kyGpz+T{>e?g)7Wcg26jZ?)GRvJk&x4|4yxa;+99OzpjGD@>}$1Jh0T
zy=(8WI?9qP@9(LftBkz^*~=K<K!5f4fb36zC<H-QsIX|#1$#*=o!nkGUGOo)w9CD3
z-GKmIiTR5%G{d6~*NHStFc%JErHQ($|Nhhd=kq6xtNqQKE4mYj;UZWtiP||ZDqq1#
zuK}TE&dR$GetCgmPIu0y!}X;@E?_9!0{X=XuJf&>!Q_012XMB891rCvw4NwJXt4Ow
z?jX1$KGEkJtO5LL00*&K!cxB$KyCM!QdRpi)dyMcHTKSDvOY1%cASqP&@m`h4-$Yr
z>oxTM9^c<z?z|pQc1^p{EHimf9`iv5+Px2V2=+lmqYunb4&XbS+2K_;n>jb$Rg17F
z0Z3%r6(?tvH^uDse_A!;8F!D+zTqWO5VD~G{6PotHEKu>(qh8gKqiA4Jast#pr(qh
z?Mj$bnBD@WiY>#bL1-349g6#LYD1lV6oL1oNW({r=waQS%hjp>vo_&(q{XDgKX-W?
zd@~zf!0fTGzX~&6bUJTX3Lc@htZxLhI=KPjGWer(@LHw_><5-wwYT_z@{4g*)!{m3
zJ4t5hQ{^WYL)NrinNxc7)BjH%{Xc&Y>gK+<rA;bQ%IyA!0LEf4p6E7|1c;i$hnU>j
zIQ|;W*I909<*7zuIt%L6R_&_hm#7(mRtP99_C5Tm{#yM1=QZJEljYWsz*xXae;{3w
zWaR*I#8&`uyT>rL<vd{B)ps6Xt<VC(C0;Yv-lv8azxhKgtoJ~r2U3gR*wJD_&HlSf
z$)iT#ie#+!CTWsQWSLamWZ-x~J({L)-}iJIW|FUAqTl>aFwO(WVcM%tASO4w`2~}H
zvS*YN01dJ9+40``)Fgu=roI4(kQ1b^#&_Od!NtV51?QT*R?iXBTu9wDsIgID=q7n5
zu9jvG`u*-Ulo;hr2)_sp16ij6zMQ(1$*zLqzW{JJZJ(G>=H&ZzCMemcrt<2mo`(pk
zW(>b!Q5+JmxgTU*Q4BQ{8`Y34!}LHn0k(633Wn){(7?7w3md(MJmKWrn`cVaKmgQX
z4QhNMy)@_vklKE>6<ou)Pg*5I^p2go)Yhk%7x{N*PbBGZP&BVAMg)5gao>nV_{isB
zOg}E)A6|*?O;C0D3be2Bot*z};V%f?Yk<t7-gx)Jo^Qz2i*BE8!hPqT(sEQ=6i%YN
z!eO}%qP@$qv}4Vn*SG`o0r2%LR3%;K!P|zQV?y92r208Qi}Vbhw$1&up}qH_=-N}A
z4<TL!Em~akB37w<idWM3xebc0^4U`zbA>(8;kZMvWMN6+NpViZN|0+`g<xD0SqynD
zp3P}%e@x8C{>dangN9qAau$g4Tfcl7m*V*Ip8haI+YMy$rb?bTLQE3gdp`10ER$5#
zw`kCNX<(F1j45OjzSBBIW%xu%mM6J1$c^H*KNKS^y;y0-u$Yf?e4Id`DRYl;jDzOa
zwddLDNAF<oc>Sk99z7k+8_;@h`<$+F5WJcKnC;f5(TQfnnlf_i+ZhHq1wb0Tw7@-Z
zkbcO{hYjgg!?yGb_9-fF{Hz{q#lX!^6^VS!tk5xp09Tkcr2A843iUPSP=d8n?>bHc
zpg!Um_a>F^QQJ0nK$;CMb0*9(o_)2S^hBOL*nN0)qHIreND}gqGAqAh=~041v9cNq
z`Y2P_FqTgJ@x6uZsPD+@Z;yws)n_twz+}L>irc6cZk;tf_fAA_UD!se!fLx#%BBCu
zF&Y#Zjm#^`=aTB^?fZi=)og_&fpvu}*}<Bb{KCA2D+5kj=X51xEZia%-&R=)3^2W5
zn^aLVsXU5yI}L)wM?Ta^45C%4^l!)E!tV4a@HNSTY=0ZULf#bn_3jZL*bc8xG`U#^
zen%ffA$m{n0tvQ4WMb)DkN7s|Py=u?AO8TgPhb{dthQ+JDb#Y9w{1c6t@~*7ryrTd
zrG?N362AlG{UO?6liW9=*EJ)IjDs3TXJNfJHwMm^Hz(cL|4dMw!#7Uofp}0RhDRDP
zEs_1<=EAjSL<bD~v|~L<X^=XJg)L(Ex4@`jp*EG6-5}*@V8pvIJ<Z%sU?n{EY(62E
z)RcmtZ)LCaueuX!Zn9%9CM)zRfrZJf<OM{d&Avx3)Y?Pow`5a3U{Cu>w(JXeElivo
zWYiX3pFVM5%b#l(ekkp?vH)P6Iqbb>jZt4-#W5Hz3^+kI;4NyoZtlVG2^5YhVW&5T
z7hW(?MGiW?ulE#hk7VX;H^J#z2~K>%yS-?b>Cks@w)iTx7=Gqv?czykcu9&qPs_dS
z@1_Ufcz<Z@2Cn!bh5L#*t2G4ciNqI&;lyu%hT3d82k4Zu&=V9I^8hd1Q0B+S2g{%Q
z*rc_1hv=`uK2Q)O4N_-1Bp9YP2V&^1STr~$%dfygcnep(FboIP*bkqZa?XaFP4(G0
z$hceZqg2*QA>_J##Bj<EyIA@=e>fq8Ht`2gY*}M)s5|d1u8uu(vuMJA&O=Mcd7R_b
z4BUrcgn~)Xf|w&bHP5TH<#PZKp1c)Wve?3H4qi^XAvl&ShSJ=E%t6Ag_qX?AQ%3{8
z>0ry9Dl@5cvRHvaxD$9M;_a+<;!rG05Z{M9d?xF*efIv=+`C<7z!4Krow@rreO|mX
z&)bB-0_mc*s>5e(00ZB|z<_)U0gJ{8`^WIgR<cODcQstYeHD*@4_DVQ2F9Utz!}66
zl@}boy{}DNCux0iH>U}lF`4flSPlWvm~Y%gb)LaYmHpb;dunr#ZvR;K30kJPAiyou
zkwFT65+jN5Ygx^7-h$YX!QoSu*yE=V9K!p^Oa`+Ti%kF<4P4p;e6nyfPv0tjbZ`iQ
zh<SP*yoDH<paI^p>wmM<hnv%-kL=CjJTdv(VHp5e%P-(NXenA?<|3!RE3<5E6nsR7
zDa>14H<^R7SvmZnC-(eMEY~wdyN#-Fzd$Wx24LXE`%kbhh%0<@QL4PzT(|fFyir$~
zbNN+IFS%^^Ax0A4gtRSV(kbs@R+BDfKEV2p)tkuqw`%OCV<hlWO}Bscf*)Um>hu5y
z|2p0=+46q<4@gawK}PG1uY5FO=ZJv>Aeff(M1JI!hhsF51aqrr|G=YPgxM)QS(s=l
zqb?K#yo4a;bVMqS<ge5_#&b3e^_X@%|07IKj=P&!MMn4Yvc!h-&y_cmyu`iTseFbF
zCY9!|>0|pdx?kQX(EkSQoAf^tu23tv5#bE4l2Fg^GQ<U(K?IpP`1XOT+7OQ1(|gF%
zEvvqB5Ebhf4}{^F&n3EHwo3^nTW-<n>!Q3*+M74=QvOyS(Vg>u;L526C{AvOG<pc#
z96+~>0d-m<2wadw^P4r|MzNw4dIlqWm7l69!bCpON?`fBLEmPvM855OfTWn&Hl&!R
zAT?3^hmC0z)eoN@BXJD}+Wf%WPg3YbnDs_43OL2O<{@n3j#94ke&3iy&*jE#n7fCB
z{Cp2X4B72T`lm5o?iJudUAmWDhw1PBeK~pI@D~&rB1cJoM*-Yvu@!}y$Yd?iVcZd;
zxE=Z%Zpkp5(Cecd5NLxd(%O&Tzer$H5<Y|}xjEj5kO@kH3lHE6imD6Wq4zFOe12~V
zp46~-FCTUtbn>%rLy}Et0FF~!@%(PR!h~wG`XZN)s#UdYS$c0adWntu0U&HX8;?%1
zXaGF~wHL@SFyx1C7GBTvom|!pRJzGuWut^@8QI;I``3_VpZy{O)D~RcRy^*Yn0-Hz
z_m=niI1@(3!z3eIK<C<(mtFwCz1$)CJ_8`my_7q1jg=>XfW2p7KPY^_SKtYHU<34p
zmEJa`eUDt61aMav2t#KLiaP$B-TyH5<tDz_#i@F$w+zg<skJmm<cB29{qGA7LLVhk
zA+hy^<6@oI;xalG!zWDFstu_(E<%vspj!Dxfv(tX+qRxRwG>DD5aYi(_OpjnWbIuk
z9Kqf;Jqi$Q)OG&Y@}f#)UY6TGZ*k^5iRH#7CGjcV2ZNtN(yqLiR*hMw`~0izUwf7J
zt+kl5D8%DW#YXeDL`_t0{~(UmDL}<AX!<KZ{z4fM6n{VJQ*=eCN4HK!&*f3a%xK}B
zc>)(ahX&}PX{`;L98Ja^MJpO0c%=!me!8<E>2p`%GmC6ql~Kf(yXOj|C`hElVV-A+
z(LPdz2}Mvv#h`mx=OB+u57D5M#T*xigCh54>p(GEw+FnKrwDw#b~jAXKI(`CrZ+%Q
zYRZRnFSRxi{$j_TXCd3al=kSWB4z3(nkj!uONd_L0c81()bSqo_3_K@=K3yi_uC-X
zWzW*<K^BP671cS+UFfPEvKGBm;?LCo14P{6fF1>v#5`8^a`%KwUOKz^&s4W<M>Ia>
z3$u^Cq>p2AuhR>Zbo<mcxzm$@ffVknPaqY@{7zKSR$l!+rXSZ>Et0vN*U7LtnB>tw
zcvL*0PlQT*T>ton7e~|n=NE=4PaQ~%-H`M&Ji3CLD^NE|`-wkKGy4q=?VLSgsWCk(
zB~mrbaov*O#d=Zim|4PrIWqVv(hYXX0=C%ZKTtTZ3oKwmA!5Z4onJm+wPgLX1L0A?
z4n(;aD_c)4vJw|1U_Bkw&1mxZ{4L4zekvu|DT;85-|t{#NTo>x4zj|gp~=G1m5^-6
z$-1IK3Rk4v*p9p*)D4ex;oyaAVrQ3Qd7P)8SgfOXN7rC(+@feoCd1u%O=6-*!8vR~
zY-20AXk@+dY{#-{DxdYZD|#vSV8>?#M|7!Fyo;fq4E2%gNt_5IVJEA_?!FftKJHTB
zbh^ThdFfY+to<YPmAZ1tdgDYyi^>9R`a&PQ!5E2~ZG>u-BJNen4Wt6><y&)2?>75J
zu)f3kzJyE#%Ch%fQS=huKpecugm={qw+Oh#fP-93jIMt!9)r23%v=<COli{GtLID*
z=Q!j?z{6b5Ysf!KJrqAkY!YD3F!yE@cYv*RP*T&s$H%6vUNwyeh|=V^0|9d~CL4UH
z7Azr-k+{u$N3)yU7Sb(BHp%p_kL+y$ek<F?4g4IdMD+p3N2iCNm`+{3?rC@z)iAyE
z4J7%&?H0m>=KlK>Z~0!6vLrS}ERqIACtI$2%(uoMaIzx@RdpvMzIDB<8YLv;k;Zvy
z8}}(fCSIiDbYx_GaINHa(G}ZqlTN^T9~ziDCPqj0p40DFXSL*Rk3jVP_wd>Y<p?v;
zPsQig-()3Zt(>=#<F-|!rL|_Kf$g;<Vrmh5JhnNCIwBsbR<S`pA!)ncvN@mKmfa(~
zY_EFp(`0dt=;@|`<nS(A{6VN;lBaTL+}t{=bS(q{ElJNwJIHCM;*8IA$c~l=k?;h|
zeKsxJ==~;B0PVk)-k6zRx45e@#`iFR7N@o7DDSG?UH1*d%*{a;1;4G-rIp7$Ya@}X
zGU^ZOdt9Em|0JV}aj=!f{T(J_5A@eN(EdWPYfhdKTln`z&yGH^p>7g{`#)OGc|Xt;
zqD*Bx*(GI6PG!FI*WlEM>t**M*L%qGe09QVjoY)xQ<bw)rb$hZHs6#PnFUZ`wSgXr
zO`o|dWS?2KFcnbgKW~oVFFqe^{{d0)xxe{`>g=^<8@zhYxG=S7amia3E34;Ai0FMa
z`9h5Mh6Zi$bn*D9V`hf#Kz9F~Sy$|C^ZE@d+i42mY_;=aj_wUHjaUN|_MgRL1s5qq
z$4de%A>$6`3aadawUI1w#dpLsI;!!8XJn9DRE#;OxwT;`EEEM9+4V7=v|(z6X^Ye$
z-It$#{OKbsx^YLkI9n<B(;l<Cp1!8wbau5`q<+q4T3d%M16>ugt_>ks)liLn9AkvG
z4u6b6uAilYdsdw+#a`0KOg8vT0?pxyCdm{ddvavIe+j9C;iV_1x+Cb8ho04bBopy2
z!O>SVdZw-}QlO7y%2zf0Qf)X1^3!tAxQEGpzTSk(1D5p=ewxumCO(5uUOWEXtjEH}
zcSb1j`-j$X0?Bj>|8CL)@@m;^$<7tZlH^ie4r^SkCG5KJWFyuLZjY{FQ9Z55FJREu
zpRU-;kR{CeT4~_T5ulT6zw2|LVI;6W2XyzMoKb_k^xgOCtXWg!aE(}6kg&wS(BN9}
zS#CZDbhZy`7bvrNGn*;<siZf)no2vHKA%@>FVPMgC(L_7+WfZy5*AqW!$&79%k+x|
zW)T4Zt1*@o74`V4J}eXd)Pc7_A5s#hp650C1dIuIc%=W4cyC?1s?w8y(P7};HVs#B
z1F1lorN;#EG2jss1TcjYWNYWo*oUiGih;5vn+q^J=}!(gWK=AJNgUxP@(+I1RMhMJ
z75+d>`F#r4gV%kO0>=m=d+Z(qgcUr*9G#n<AiZ1;f=K2~p#1MWJ8!_ptwr@%rk~#V
z2^`8KOWK2T?I$EebiwuS-NRJb9s*w&+IBpSreNFXtTe0FJj({iz5_?|d#eH<Te}ct
z`9lk}!+7_EKOYVvFs?i%j!n;S%1?=D^8U7f4)+qzY#mf)i;mB0Cn+zDW?KX)fn2e;
z51>Z`b8cgtPmi^6j^?}s_@3Osf1o=U-uCEET0LOc^v(=HGlL+jR^Mxo<LAotasXu%
zGbAGjlWbpCgretob-{+PDZfz(d-a`HV2>?3d~EU2X!F|<Jd9<LYlK{QR>3FrXD}F|
zVBHNgsMJ97nUBDf!Y4aHq@)Mv+hl!Ywa+#<jF~WK`llI&Jpj9lB*LrSBs;Y6$@y>F
z{rICuTdw<;o^;RX4*fPikEvZ~5hyp3mjK+y=mg6$vyCoH%d$rLkiXl3cJk0RMyU%7
zhR1*OKCX6BNar^HjjFq5A|1;w9z6ze4-LHO$yxgO%hXpa1HSa&%iIouVMnizByh!}
z7u3xD^f&85w_h-EpbgKf#HKrwQp)w_Z<Z|*nRp#h`ZyY%gmt&SO$&?owEolF&Tswf
zgO{Or&r-eY_80^ad;WLhhT}|UgWUiUgyz`2Rz~t+XY3)@X<{0fEZHcIfv9~fR2etD
z=<aTu-1egLp}^>xz)E*oPmqhL@(peaR+y0(-klJ~+c;%9!V2IJUr`Nx8~zUO_^K^l
zOCjiy>F<8zW0(ishq0cr(>MK$aPlWz_E|U^-8tEc{b$4MV}{@xhiDw8MBoY?#R|zj
zAPVnp0WsK(ya_Wq1j*l6VWA#<g(y4S1h(|cuJ;~?-!1R3R|8(gB-kD>R9cy~EQ8{O
z8F6;B|6}rltD(qm7(@oGgQig|tV1H5R9@RVKd=G%PO%V9i%poNV{SzJ?GJ@@|DY_U
z{yg~J3b{XXZ~CSRTbgf^_S1g_g7D}W=Fm*Q_N~Jjz=_mnWjDmyGHJYP_5}hVBH~BJ
z>|jq0>`K||MPZ-EC}qbCm^wi%<_e_LE$jjrvP`fQlcLyO0C&3loe9k`MxSaZBlXx;
za@Ra<2C*E0K7$Eo2?KU&>mfI+{53FH@$NMO9(B<>ljpVCo9$jxYqhVtJ;QfLlNHUE
z{o!5AwtSoyOxy1XDw%bLl(Yh-f`=K)!st^Omz-Bt4^vr)<&2&YYrYNZE|u3g3mnGf
z`U>JEtAxoD{W7Cc-gkKzv;6|eIYHjeUKRSTS_e==tA^GsK0$d|dT0c^iMzuaMe%Wg
z!bu&BF-JG-Lz5TQfI;=kEECa_x&JamD6S<!nVT90DV&4+B>DSN$-4d_<%9Yu(!7rJ
zlyK0_Wry}bG|o$0biYMB({_xJI%PbUk`_RK6JGX%YdyY#1V|6`A+{kXW>e+6XhsMw
z$Hsf<8$hIDmTzjvY~M=2@_%&`D}XrRy)W_^8!TQ_YxT~(@>PV$imEHbHDGfU4fFUr
z1#k7g%M1?b*4qB6(~t6M46A<b-x^y9mm9Xc+5WZCSV4{Es@Y%@;MozU6oF;)vh~$3
z&tI4}(FAteI5a$wCbiVGRDLbKTm06Vi})8eM&F6D@eWaO=-KGi_l)}YSf?_ZYDkKv
zfImhwpzdH+1+9f&AT-$RJ;ewCf-t~}(fEfrTX{0r;a}gCITi<mOJwwz>WVC>v{wvV
zxkqQ;4Q&H!yS;MdnwXb)oJ-PMsQIxGKD;f`MLfG*2;#U)3iGd`ZGJRmnb`Z_B;S}O
z@mbJD0Mp2LCK~WTgZBr$oI;c=`2{C*_9wE&F#-cukt2$J19eG1xQ?NaW&zHpS1>%4
zE8Bj2l}e^h(EKLv#>ll!BK+=jLVXKbU46~0pu}%tY^UU?bSmlP0J>!H%-z}b8k@Pn
z_p3PT<#{E+#^?5=%F)7Ssjt|^8{OyeAtp=(!CrbeJCXyi5=eeoXjqd**NP{de%n(m
zsb2O`+Pn3MoQFsqsd^qs7r6qHTpx|<xYwxCHo+GE`0djhr{15tLU#kuZ7Y(|m*iM~
z+NUxgf|IU{(1@~ya9zqu4LJCAXG4-k`;W;ObH{+c485lXh1KG#lfKKE?Q1mMifWNx
z&7@5~eqI4>@KEI+o9Wxbtsip45|m~HB389Mo{&w+L8b<ZRb6Ph5=i5UQPhhBdt!|%
zl%wkLdVVcFUj{0@9F^8BI>==0c@(>2&zpY(+VG#M7r$8v%Q3vh>E^fWdL%duYof*5
zHEhQL_^;;+$v6R!$1+?bVV2Mx@83`WQK**Urf@$AsSoY68_Tg&C$LHrnLg#u@`L+x
z_V+B@H$p=R^yzHu!qh@j(ge-w(9m_)xZJ=S3}4qpp-1Zdc5aEe&P%VKU@bn1nf!Xm
zK3OSXq(q9Uo!IA_+i$hX%@ZN1ew9{UZ%vyKi7-hOw0sRFUvUxcpQe0>!>0$P+Xbn@
z164d3`%F@e?BpNgJ8RLJ9luwYI#;RB(&<Y_q3$g~g?PDMZuK_UZX_|OibNN!?Gw{X
zZotg(mEk+CzDy0r?i=80`>C;g!7^R-#4Ai^I1b}_qpegbRLL(tXGM^=u(Yryh-3=b
zGRb%rP9JM((TN<bgKqK)21zd6Q@;z$IKz9Sdme95o;h9_Qw0K(SZGWFq}mB^CNOTo
zYcJ3^EMzU&Ia!7fffr%Ez<Mrq!WfIyOgLmCd341$jGqx<9_v_-e&~+kc<`11CDV=r
zHswEll2|lUu*nvOf-CwE_}U^kT$EXe&mmZgd~rf~J!^v@gEA%w<Y$E`Fh}9>gYE=!
zkZjZ|Olws;O#c8Bc?E$%yBI`pe47bXp^f~dqHhm%YE<_?Bni@ZVPLx&|K&$PtKcHO
z*rbC^_(>NLk(!bT7MBZ2oG{t|i-%W2&&~IaM%=zr1w3(Wo{*W{Ze)wmd8UeVO(Ry3
zY?A-H%<k9$h=d!tAZ|5+_|%Z@PJj?{*Es@Fwh(0iXUTJwo6l)>Ienhe^ef`>2#f3$
zJ*ukTsPEpmzs7IvP@o*5#$-prBn@#p)B4---;}_mc+|fMBXO)7jY~GZUG8>#AK_KV
zqT8uegur*7kNC;Zl|>>;xJZ*llQqfy+rnxM700d5C((b2q_8?F|IFAdDW6EwvDM3u
zj)8Xlu~E#0RF=`pXmn(wmN!EBsAnCQN{80zQ~4yP8I`30|NVz4xN)d2MWh_p-EH~_
zMCqd+DHwG1bTeRT`xjOVtqu&+63BMRwK&U5+|SfGK-DhymhX<DwMHM|70XIzbv<kb
z-P}N_bT6uZ=k=YlyH|baVqm-8>=uB%8eOJHwI*RCtw7r9A0_@NTIZtfKd-Rrl|6*>
z4sF;>EM|C6^xZTb&S$*1gAhT};05LEp>=-{(hV0sssf6aLm4yt8YEVYg!N^Zi84nW
zrq>vSOXy3{E4CTCg#Dt+Co~8VYc-Bx(Ql9!Q>{YxlQ>1XJ!J~T?nms)S#_Ye8&w$`
zF|H*SJ09*3i474L2^ko03Orsz3Zui#VS^|#@7W2nO0F@6<>P`D!0A~+>&oxLM3$_*
zK;>j}KCGZTBVcMlaZ~eM=@|`4V4}9LHWk{F-+>49hgc)KnWL=07Ww+IM6vfS4u9EW
zI@kT23>Y$$lsa|6j@mw&gBIlrO77k4YbTY###X5_eEW91Dgk3Q|EYT6@7rdK(rsa(
z9`LR-X|G3V-*Ic-PyhaM7rJ2zjn9-2)!ifE1#&uw@#r{R;V;_YSpS{%^g#E`c2fRS
z=B1I?Ah<83b7%}!-=|C0>~l{EsIaMi--e@JJRrd{4nzOeGh-y1eA%5cKX_PCl?Aw~
z)r`@88Rt3ik0L2{umz}=m$itQF!<lo(+f!L8xS%idK2Hlw^6&!9bR)N+INg=V#Z0X
z%#Jj4dEYK=RbvxMlny%Troas<>>;$cJO5$^o!=Krz)ZhcL^eNa+WsIZe2Zf`QI;>7
zDF(`f!pBtEmCNb&Z51Z^)KEYe1VKn}%DvlzWZg#@V#u88W+8BaNoF)Q4-#S}i$}~R
zP)(OQ<!`a|UaR+_#K1qaF1tCk^0Zu`vO&}Z^=mPL4v#=l8NMFJg(g`#w|5zNP}$F}
z{vBuS&yXV>?|8BknflQay}}K(24;13(M=_*caND)Sh%=w3l~dafZj<0`n<`a=qzcA
z0<$+S=U&$i(P-Sx*H@3c3LzM{-h#*XjPiL;=~?!M)oZfJZC;+f5_T|lCq0bge`-dP
zagEpej#gMrgYaIk7sh}lquwC$)8x@xIICLeb{B4%yy)Hq17>smX7xPd0~jQ3$Dt8j
z&Bd68!n~>m&tBQHvfnWuZ(`7Fg05QkpfjX4_ZzC$3{585DY>uiyGd*J+73H&7O>)Q
zzjugn-=r}a)BCa~_-%!O<ghraC%Fir-~GSGrmF1-wad(qX@sswU(&2S1Uy@?F)~Qe
z@fUm+aD?mdEpsq_Wt8g;k^4KIkSy719AH*_U^-o8X#vxG<a3>EjfKhLH(1|Tt$fYu
zr)%m!8d5*@fY}8fYlqhGo~ynrPukWlwH<&PxY(7FeU~vrv;6`YTKfy-27R_^T4mfS
zG*99vL$yPRurXHXr$+u6^_RnSEZQ&Z?Y|izT!B~5t!PrRbYHz~`)v(8l#Y~kK$cWN
zV^5{39bx9ucTp+NCGELgPWves*2{H5fl$CmarW=4wsYACZb|OvKX5&wLrS~nRwc62
ze<91lOZC8wx+I|hJ#2nU5lwo^ePVrScO{6Mq!6gj^XzHbg%XMJGcs0{=QEjxPT%(J
zzqe*m*cVzKEdn#9OMgLYdvDL%9fz0zX-V~l2nH`2%5Ka)H&N9&w@?!1exc4Y$3XMW
z#j4*2Y?!u!CaP`<$-t1ig}oP?A#8bd4*v*&V0HZglPd~4;g$hW1g8JK{nXtACyAx7
zuc16x{Z)+@jJv%e9TNuq>4(6x-!`_P-!4j4lb*Y1#Ti4m!hJjUI!73aca!bTbSmmA
z<bzpb_3*~E^sQZ$=cH$zduobqZV!dx-)SGQBSNrZLK1L2y7SxVsV}w(OSEZJM{Fn`
z-q1%PS;UoHZThcq_g;#{B+{Qsf+%<7c6&LbKpWf_m$6vd7rqn5l}mJ}GEZMcNan_s
zEt2lh_FrEf$?rF)-pOZey8!EK@H-7?UOmfZ@83w!=Bskp=S?n%be_~zE{c4=*z)Gj
zKbevqM0^B3c-1qI2Pg%+co|YF=?AcN-N9%VjnG4Mfw4s9Fr3upVTuKi_ZQHmH_y4U
z746ls3>PR&jzw1j+nt42Mybn(I*mD)EY}E*o>>P>r*nj1jVZ^pLgv$TS8)l*MB8;?
z3ekQb3^yvrcmX-VV0xK9x^Qjj4^Y_Z?Rq$li3WhT{+;Cfw&9MUOHTwb(DAtjTtdX4
zXAm?-%^}XWkIE3TIC#Hrd|ITFrURC6j_<D@wp);W^8|CvDIyTg0+-X9U|GF`+!pU9
z_B*xKH(4@<o6uWNhiP=pWAM{CnUzreWT(HNY;(sd<dXjCRT!gp$!VH*3o!jS#s_hM
z0RiTaY+7~`yVW-i(GpZZ0+_P?oKjXpbyGf=@t?yAuq*lp4U&x#%BV58lMgQc<><L!
z8Sm1F6Ez=0B>4qQCUOKf<n3R_=nexrV6&z1Ln!d4T=Lm4asmG}z)Uj^nP&`oNGyXy
zQL4Q)RNqSMM>6%5v|wQ23mB4#$(ScELmH(P=z^5LQitdE`75AiH(KYhOmFi#iz3Ht
zqdRwF@Am}#+QSdHYDwx-2lx{+9&8qlO#5e1g3F-UTmgY&p77lszKh-SVjR9=!?~}1
z<>J4>Ivl4L;U`VCbzQDzQn6J1WAg|8n$AFkCm;vKaXbfO3tm7Y$`NSf+hrg4U#Swb
zSbiORfP%+hM~qkQb|cIaSl}@%x;hK%BP^Zg2T=6a&LyW}je(F~Feok!5(W5N2~L_p
z1^{gFo*l=h(jH$OF`<}CFfUI=H+KPkTg#1auxD(pMvWruvt{;`<osLwe-^bV28rnB
zM_@{6j+of^z#vFI$CjOELzRX~-8a=O2~k6U5AE9_DP!e4RTO{HsUMBHi6Cf_rCoFf
zt9d`@5L7LqPRzW6fNbSz8~GnF&6@9MAH#8dQp%2ju4%oeUxp!*If@4_TtAv8a7YuN
zNS2C&|D2hF(Y&mfv|w}mB3rl}a*8G(8=c;SfkEj%Wg4gyjgLz^?mic3N1`Tf7%?d)
zz>VlUtE43q^TBY`+bL=MLHHsH_ku!k@Eb4yF(F!7>C)aJyfo{FdH{O|mOjHc3G>Oq
z%lqQDK1F$|1&O+W{*`gkS!P%-el)j`-On35z#hERS1x`ESHvD=>AralU21_%t@sJ(
zPEWwxS%KhfaJ>JY_Rch_sWXk^5Y&p4O=X7=kcun{0Rh>U5E>TQs&Ig^!_Xcf2LTy^
zY_g;*0l^{!WtFfMMuf_u4P}u+Bvis;0Szr>Ghnf_5G%`+d0tK(oPL;dX3l(^Z#Q3Z
z?|tvR@B2Q_^ZWmwM*O%iSARjY_4)&e4Y3e~;734Eo#0{3^xw?2R|NTANg7s0IL(Xg
zDXO^gnNWG~ACFqp=C{QA@j#7W81_Ul0;FlJE`i#KplrJj&Yi5pwVg;v?F<ea2=2D+
z2Cu-jCLx+5AW@^q1Ual(oWzX>`7-?3jPN+VQ()akU3(Lc>blpI{b!vNYATit#*|6n
zkUI-a_82jtHv)iR-yRAm$AT$lf4_3n41seKB5rk}R1et$t7~H#!abEYPWu>k4|zhd
zIRY?CK?R*PcgcaI#`V4_T5*|&od{oblAI=pS_9Tj4zgoHcla|2Y+5m0S61Uh@eH+?
zZkHBOUkcV07W3G@4Pk^1m!>ztKR?#;ioL4D{c_qdJXm4&1LkPl%2&O!qCzw&P%3jY
zJ(_rv=FrWwcS8|ur8!8V5SLK7S37F=?+vtB?TA`*IL$4)5fH})7vIIMIfOwx{Vqi+
z&)HtrUGC?3DA$akFKHVirz=1DQ^*l9%UEgyV01oMae~^j$22G>2y7)msQUL6OUS)4
zKlL$<h%}6cNsI-G0CkGq>rm6K<6h48kT|*?u)v?G91o;lOn!7qQM-4AgCK>9$sXNp
z!0qVey9h!UB%iyti3z?tD%jIm@>E<AOB1V(y**vp^Fz{Vh?QmX@5~}F_F`Xpgcn{X
znkFvS{+`=2t(cegm%)HDMi3->M&qi#?|2TuWgX&BHWVS{IaaovXml>Kr<3eCpgs-H
zLvpNwa@25mlmJB+7vtG`E8FkSUbM_;@>vx(PCe07X7T#PL)iX&o@d|@Awp?~tU=fh
z8A^U506L^i!uXYIU@kjEJy++N5r|7)-m^4On+iJ>`SbVY%k(h5SWjo@Ncl{2?At9Y
zyc|nAI$_dTQTa;;mp##hESHLH2mrB)=20~g4g`-{pyfM>obn*SU0b)3tu1dv)^6^C
zJX{NT#stx`B~e1lYREfyy#MBD9}j9|GuW_}V>Be-i&IA)0jNCq3o!IKfNUVI=`7Hv
zWI^#f2d3E^P<?n|ugAy$=32Ck%T;uz;v%eIH6+4XK&)}N8FEYJrr|fmu+U`!lAQxd
zY1TG@wF?m7?N>S5FM$Sd5=I4t765$Ywv-y;IEEy)D@-18e#(K1qtpVyK2CL+gdaB4
zMqVPlZUo*YZAZwn`POWR7<oa1g+`|jQzm3kY#EWq**OPk9b+OeFd^~j5He4dt3wu3
z&wLzawonrxhI(q(NhlcTm0CUl7G0Y?4|AFhJLM`>QT4p|5N6Z*$SFoKN~70<(P<$;
z-_?$hU}cgEWjXeJLcTx4Al<Ag*#J_R^=JP|9)gvnp^!*wNwJWARe9I#Hx7YR69aTS
zrI}|$qGT3&=NI!1jU`lya$Gn|oMks_sL+LE*8o}0+Q=o@!#Zi8@gjd5Sr`GtGSp&Q
z)6o(H=(KzDdC=t4o`mW^GQ;Uk88qQ}>1C?IpMfV58ZXP>6P{sVb7$WB<~`rEt&D_f
zv#&qZyfjg-!pFNes+>PQAk90*Ro+q>n?)V!3*5uVR^Dd3Y*-@MdI3y*#|jxQtGv;Z
zBoU!53Ro)|8&;d=ON-8zIh+;-dP{nvE%j*?$t4!(!A+&;gA8W_q4+MB3X32}bGGJ!
z*^SP_D=%wz^EO<-N8i+4(^_W+ENfetvO1BzjNyJ+3P_6@I`GO?@*1=Vk_;7pP-D!7
z2=}$vRuC(?JgM8R%Kzx=gw2Ji?6V2Z4UJ6sVBohjkX&t1HrgCil*n3q4rIfUumBZA
z7X?@=1eNyhgu!FiYtvY=AbAynu?{7Ihdc{>Y71?@FyZMIO19=&P#@s8eglL`YujXC
zzD|l3NLN?6C>7IstC1kCBB~!E_we{S`DUxm1>CCqk~svdH}vxG)-|f>%pj)}+VgL(
za$k?bmdJ6sM>aFw+FSQyg+zhnG1o&3P8+6Sl2eDf#JipE$@sC4{+We0)IN-NGv2>-
zjUwqz2oCRKO1&UtYq3nrudQ*Zg)N;Gu5;~J=D?~xF@!JN@iwH<MCPKy-*nj&RSo_k
zhKY8db&-5M!C?gzn^<9<?@svm*^-61IGe*+u|0<;stE6GDjnKoMSd6mECnxpXdc#O
zhcGeOVA6yDL4_6*$+-68!9#T30Ng;$Ws<R4Z>LM9lCEoCz>!&;2tf-bjkymJYTpqB
z^p|kX_^YK${CXjk6&6WKJt5#R{CU05C~-FbfJy96tXiB)E?3A_>2fyx!~OVc@5n}I
zPx%m+=fF<8pXyih1@789bOR`{5Jrmk+A5sd!)PG#XGWjUKtMWl;S&M3XQ}pDj(_?a
z?y=`-(TI<bd;>1fi*~9N5G6fcg%sQzWVz5+J+9P$m~wQg^KvzB=Bo~{E6PAF(TLec
zQaacjr6YhAJd_`B!4Ep-j(>NOoA1Z_gNTmu>!jcI7J%A>6x3g`*Sg^y&IZ_>xTn@Y
z)gdGb{+0#;wM>XPGGTYx^6P#Guy@`6Y*By%o17xa5byTz$DiOAvM|oE$YNN*FkAxa
zhecuzU}%Q?#bl5J8F<PbgA0>HX`hul`+hTfREXKre$LtRIV(2%jL5r3<%&UeR|Nkw
zW`F#20oV2arj@|I4$U8D``>pg`2T74i!|>X{rff#|KXsiG8c9Q)L-GrB`XCZ(56bj
Mp6G0Q*CrtK9|mp{`v3p{

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-butterflies/analysis/calendar_activity.json b/modelling/data/abingdon-butterflies/analysis/calendar_activity.json
new file mode 100644
index 0000000..f3f77e2
--- /dev/null
+++ b/modelling/data/abingdon-butterflies/analysis/calendar_activity.json
@@ -0,0 +1,265 @@
+{
+  "schema_version": "seasonal-ecological-calendar-activity/v1",
+  "source_cluster_schema_version": "seasonal-ecological-calendar-clusters/v1",
+  "n_clusters": 3,
+  "normalisation": {
+    "method": "species_max",
+    "description": "Each species is normalised to its own maximum synthesised value before cluster-level monthly aggregation.",
+    "value_column": "synthesised"
+  },
+  "clusters": [
+    {
+      "cluster_id": 1,
+      "calendar_label": "Moderate Summer Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from May to July, with a mean peak around June, and and an average width of 2.4 months. It is characterised by moderate season and moderate active window. Common high-support traits include moderate season, moderate seasonal window, and strong post peak decline. Compared with the full species set, season width months is lower than the whole-set average and fit score is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Gatekeeper Butterfly",
+        "Orange Tip Butterfly"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 3.3e-05,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.035342,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.500001,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.430937,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.249297,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.500162,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.315522,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.003425,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 2e-06,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        }
+      ]
+    },
+    {
+      "cluster_id": 2,
+      "calendar_label": "Extended Spring Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from February to September, with a mean peak around April, and and an average width of 6.3 months. It is characterised by very broad season and moderate active window. Common high-support traits include spring peak, moderate seasonal window, and strong post peak decline. Compared with the full species set, peak month is lower than the whole-set average and season midpoint month is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Brimstone Butterfly",
+        "Peacock Butterfly"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.000819,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.165306,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.781946,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 1.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.506474,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.238281,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.152449,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.051184,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.003482,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 2e-06,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        }
+      ]
+    },
+    {
+      "cluster_id": 3,
+      "calendar_label": "Extended Summer Seasonal Presence",
+      "description": "Cluster of 3 species, mainly representing extended summer seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around August, and and an average width of 6.6 months. It is characterised by very broad season and moderate active window. Common high-support traits include summer peak and moderate seasonal window. Compared with the full species set, peak month is higher than the whole-set average and season midpoint month is higher than the whole-set average.",
+      "n_species": 3,
+      "species": [
+        "Red Admiral Butterfly",
+        "Meadow Brown Butterfly",
+        "Speckled Wood Butterfly"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.0,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.00081,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.0389,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.199705,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.552752,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.835859,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.925369,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.730979,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.3531,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.088504,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.037575,
+          "n_species_contributing": 3
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.00087,
+          "n_species_contributing": 3
+        }
+      ]
+    }
+  ]
+}
diff --git a/modelling/data/abingdon-butterflies/analysis/cluster_analysis.json b/modelling/data/abingdon-butterflies/analysis/cluster_analysis.json
new file mode 100644
index 0000000..694ccfa
--- /dev/null
+++ b/modelling/data/abingdon-butterflies/analysis/cluster_analysis.json
@@ -0,0 +1,1018 @@
+{
+  "schema_version": "species-similarity-clusters/v2",
+  "created_utc": "2026-05-25T07:37:27.609942+00:00",
+  "source_similarity_schema_version": "species-similarity/v1",
+  "source_feature_schema_version": "species-feature-table/v1",
+  "n_species": 7,
+  "n_clusters": 3,
+  "method": {
+    "description": "Hierarchical clustering over pairwise species similarity, followed by cluster-level summaries from the species feature matrix.",
+    "linkage_method": "average",
+    "cluster_cut": {
+      "criterion": "maxclust",
+      "n_clusters_requested": 3
+    },
+    "distance_definition": "distance = 1 - similarity",
+    "cluster_caveat": "Clusters should be interpreted as exploratory seasonal assemblages rather than fixed ecological categories."
+  },
+  "species_order": [
+    "Gatekeeper Butterfly",
+    "Orange Tip Butterfly",
+    "Brimstone Butterfly",
+    "Peacock Butterfly",
+    "Red Admiral Butterfly",
+    "Meadow Brown Butterfly",
+    "Speckled Wood Butterfly"
+  ],
+  "linkage": {
+    "format": "scipy.cluster.hierarchy.linkage",
+    "columns": [
+      "left_child",
+      "right_child",
+      "distance",
+      "n_leaves"
+    ],
+    "node_id_convention": "Leaf nodes are 0..n_species-1 in species_input_order; internal nodes are n_species..2*n_species-2 in linkage row order.",
+    "species_input_order": [
+      "Brimstone Butterfly",
+      "Gatekeeper Butterfly",
+      "Meadow Brown Butterfly",
+      "Orange Tip Butterfly",
+      "Peacock Butterfly",
+      "Red Admiral Butterfly",
+      "Speckled Wood Butterfly"
+    ],
+    "leaf_order_indices": [
+      1,
+      3,
+      0,
+      4,
+      5,
+      2,
+      6
+    ],
+    "leaf_order_species": [
+      "Gatekeeper Butterfly",
+      "Orange Tip Butterfly",
+      "Brimstone Butterfly",
+      "Peacock Butterfly",
+      "Red Admiral Butterfly",
+      "Meadow Brown Butterfly",
+      "Speckled Wood Butterfly"
+    ],
+    "matrix": [
+      [
+        0,
+        4,
+        0.136882,
+        2
+      ],
+      [
+        1,
+        3,
+        0.283202,
+        2
+      ],
+      [
+        2,
+        6,
+        0.285861,
+        2
+      ],
+      [
+        5,
+        9,
+        0.333906,
+        3
+      ],
+      [
+        7,
+        10,
+        0.413745,
+        5
+      ],
+      [
+        8,
+        11,
+        0.45889,
+        7
+      ]
+    ],
+    "merges": [
+      {
+        "node_id": 7,
+        "left_child": 0,
+        "right_child": 4,
+        "distance": 0.136882,
+        "n_leaves": 2,
+        "species": [
+          "Brimstone Butterfly",
+          "Peacock Butterfly"
+        ],
+        "left_species": [
+          "Brimstone Butterfly"
+        ],
+        "right_species": [
+          "Peacock Butterfly"
+        ]
+      },
+      {
+        "node_id": 8,
+        "left_child": 1,
+        "right_child": 3,
+        "distance": 0.283202,
+        "n_leaves": 2,
+        "species": [
+          "Gatekeeper Butterfly",
+          "Orange Tip Butterfly"
+        ],
+        "left_species": [
+          "Gatekeeper Butterfly"
+        ],
+        "right_species": [
+          "Orange Tip Butterfly"
+        ]
+      },
+      {
+        "node_id": 9,
+        "left_child": 2,
+        "right_child": 6,
+        "distance": 0.285861,
+        "n_leaves": 2,
+        "species": [
+          "Meadow Brown Butterfly",
+          "Speckled Wood Butterfly"
+        ],
+        "left_species": [
+          "Meadow Brown Butterfly"
+        ],
+        "right_species": [
+          "Speckled Wood Butterfly"
+        ]
+      },
+      {
+        "node_id": 10,
+        "left_child": 5,
+        "right_child": 9,
+        "distance": 0.333906,
+        "n_leaves": 3,
+        "species": [
+          "Red Admiral Butterfly",
+          "Meadow Brown Butterfly",
+          "Speckled Wood Butterfly"
+        ],
+        "left_species": [
+          "Red Admiral Butterfly"
+        ],
+        "right_species": [
+          "Meadow Brown Butterfly",
+          "Speckled Wood Butterfly"
+        ]
+      },
+      {
+        "node_id": 11,
+        "left_child": 7,
+        "right_child": 10,
+        "distance": 0.413745,
+        "n_leaves": 5,
+        "species": [
+          "Brimstone Butterfly",
+          "Peacock Butterfly",
+          "Red Admiral Butterfly",
+          "Meadow Brown Butterfly",
+          "Speckled Wood Butterfly"
+        ],
+        "left_species": [
+          "Brimstone Butterfly",
+          "Peacock Butterfly"
+        ],
+        "right_species": [
+          "Red Admiral Butterfly",
+          "Meadow Brown Butterfly",
+          "Speckled Wood Butterfly"
+        ]
+      },
+      {
+        "node_id": 12,
+        "left_child": 8,
+        "right_child": 11,
+        "distance": 0.45889,
+        "n_leaves": 7,
+        "species": [
+          "Gatekeeper Butterfly",
+          "Orange Tip Butterfly",
+          "Brimstone Butterfly",
+          "Peacock Butterfly",
+          "Red Admiral Butterfly",
+          "Meadow Brown Butterfly",
+          "Speckled Wood Butterfly"
+        ],
+        "left_species": [
+          "Gatekeeper Butterfly",
+          "Orange Tip Butterfly"
+        ],
+        "right_species": [
+          "Brimstone Butterfly",
+          "Peacock Butterfly",
+          "Red Admiral Butterfly",
+          "Meadow Brown Butterfly",
+          "Speckled Wood Butterfly"
+        ]
+      }
+    ]
+  },
+  "species_cluster_ids": {
+    "Brimstone Butterfly": 2,
+    "Gatekeeper Butterfly": 1,
+    "Meadow Brown Butterfly": 3,
+    "Orange Tip Butterfly": 1,
+    "Peacock Butterfly": 2,
+    "Red Admiral Butterfly": 3,
+    "Speckled Wood Butterfly": 3
+  },
+  "clusters": [
+    {
+      "cluster_id": 1,
+      "n_species": 2,
+      "species": [
+        "Gatekeeper Butterfly",
+        "Orange Tip Butterfly"
+      ],
+      "description": "Cluster of 2 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from May to July, with a mean peak around June, and and an average width of 2.4 months. It is characterised by moderate season and moderate active window. Common high-support traits include moderate season, moderate seasonal window, and strong post peak decline. Compared with the full species set, season width months is lower than the whole-set average and fit score is lower than the whole-set average.",
+      "dominant_model_family": "seasonal_presence",
+      "dominant_primary_class": "moderate_summer_seasonal_presence",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 2,
+          "mean": 5.885,
+          "min": 4.295,
+          "max": 7.475
+        },
+        "season_start_month": {
+          "n": 2,
+          "mean": 4.95,
+          "min": 3.775,
+          "max": 6.125
+        },
+        "season_end_month": {
+          "n": 2,
+          "mean": 7.38,
+          "min": 6.2,
+          "max": 8.56
+        },
+        "season_width_months": {
+          "n": 2,
+          "mean": 2.43,
+          "min": 2.425,
+          "max": 2.435
+        },
+        "season_midpoint_month": {
+          "n": 2,
+          "mean": 6.165,
+          "min": 4.9875,
+          "max": 7.3425
+        },
+        "fit_score": {
+          "n": 2,
+          "mean": 0.0375,
+          "min": 0.037,
+          "max": 0.038
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "seasonal_presence",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "seasonal_presence",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "moderate_summer_seasonal_presence",
+          "dominant_count": 1,
+          "dominant_fraction": 0.5,
+          "values": [
+            {
+              "value": "moderate_summer_seasonal_presence",
+              "count": 1,
+              "fraction": 0.5
+            },
+            {
+              "value": "moderate_spring_seasonal_presence",
+              "count": 1,
+              "fraction": 0.5
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "high",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "high",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "summer",
+          "dominant_count": 1,
+          "dominant_fraction": 0.5,
+          "values": [
+            {
+              "value": "summer",
+              "count": 1,
+              "fraction": 0.5
+            },
+            {
+              "value": "spring",
+              "count": 1,
+              "fraction": 0.5
+            }
+          ]
+        },
+        "season_width_class": {
+          "dominant": "moderate",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "window_shape": {
+          "dominant": "moderate",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "post_peak_decline": {
+          "dominant": "strong",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "strong",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "offseason_suppression": {
+          "dominant": "strong",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "strong",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "moderate_season",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_seasonal_window",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "strong_post_peak_decline",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "strong_offseason_suppression",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "central_peak_alignment",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "summer_peak",
+          "count": 1,
+          "fraction": 0.5
+        },
+        {
+          "trait": "spring_peak",
+          "count": 1,
+          "fraction": 0.5
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "season_width_months",
+          "cluster_mean": 2.43,
+          "global_mean": 5.315714,
+          "difference": -2.885714,
+          "scaled_difference": -0.454443,
+          "direction": "lower"
+        },
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.0375,
+          "global_mean": 0.059714,
+          "difference": -0.022214,
+          "scaled_difference": -0.419132,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_start_month",
+          "cluster_mean": 4.95,
+          "global_mean": 3.585788,
+          "difference": 1.364212,
+          "scaled_difference": 0.355727,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_end_month",
+          "cluster_mean": 7.38,
+          "global_mean": 9.001047,
+          "difference": -1.621047,
+          "scaled_difference": -0.298535,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_midpoint_month",
+          "cluster_mean": 6.165,
+          "global_mean": 6.331547,
+          "difference": -0.166547,
+          "scaled_difference": -0.070721,
+          "direction": "lower"
+        },
+        {
+          "feature": "peak_month",
+          "cluster_mean": 5.885,
+          "global_mean": 6.125892,
+          "difference": -0.240892,
+          "scaled_difference": -0.056547,
+          "direction": "lower"
+        }
+      ],
+      "suggested_label_terms": [
+        "seasonal_presence",
+        "summer",
+        "moderate",
+        "moderate_summer_seasonal_presence",
+        "mean_peak_month_5.885",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline"
+      ]
+    },
+    {
+      "cluster_id": 2,
+      "n_species": 2,
+      "species": [
+        "Brimstone Butterfly",
+        "Peacock Butterfly"
+      ],
+      "description": "Cluster of 2 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from February to September, with a mean peak around April, and and an average width of 6.3 months. It is characterised by very broad season and moderate active window. Common high-support traits include spring peak, moderate seasonal window, and strong post peak decline. Compared with the full species set, peak month is lower than the whole-set average and season midpoint month is lower than the whole-set average.",
+      "dominant_model_family": "seasonal_presence",
+      "dominant_primary_class": "extended_spring_seasonal_presence",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 2,
+          "mean": 4.135,
+          "min": 4.125,
+          "max": 4.145
+        },
+        "season_start_month": {
+          "n": 2,
+          "mean": 2.41,
+          "min": 2.29,
+          "max": 2.53
+        },
+        "season_end_month": {
+          "n": 2,
+          "mean": 8.685,
+          "min": 8.25,
+          "max": 9.12
+        },
+        "season_width_months": {
+          "n": 2,
+          "mean": 6.275,
+          "min": 5.72,
+          "max": 6.83
+        },
+        "season_midpoint_month": {
+          "n": 2,
+          "mean": 5.5475,
+          "min": 5.39,
+          "max": 5.705
+        },
+        "fit_score": {
+          "n": 2,
+          "mean": 0.0615,
+          "min": 0.053,
+          "max": 0.07
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "seasonal_presence",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "seasonal_presence",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "extended_spring_seasonal_presence",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "extended_spring_seasonal_presence",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "high",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "high",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "spring",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "spring",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "season_width_class": {
+          "dominant": "very_broad",
+          "dominant_count": 1,
+          "dominant_fraction": 0.5,
+          "values": [
+            {
+              "value": "very_broad",
+              "count": 1,
+              "fraction": 0.5
+            },
+            {
+              "value": "broad",
+              "count": 1,
+              "fraction": 0.5
+            }
+          ]
+        },
+        "window_shape": {
+          "dominant": "moderate",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "post_peak_decline": {
+          "dominant": "strong",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "strong",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "offseason_suppression": {
+          "dominant": "strong",
+          "dominant_count": 2,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "strong",
+              "count": 2,
+              "fraction": 1.0
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "spring_peak",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_seasonal_window",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "strong_post_peak_decline",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "strong_offseason_suppression",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "early_peak_alignment",
+          "count": 2,
+          "fraction": 1.0
+        },
+        {
+          "trait": "very_broad_season",
+          "count": 1,
+          "fraction": 0.5
+        },
+        {
+          "trait": "broad_season",
+          "count": 1,
+          "fraction": 0.5
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "peak_month",
+          "cluster_mean": 4.135,
+          "global_mean": 6.125892,
+          "difference": -1.990892,
+          "scaled_difference": -0.467346,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_midpoint_month",
+          "cluster_mean": 5.5475,
+          "global_mean": 6.331547,
+          "difference": -0.784047,
+          "scaled_difference": -0.332929,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_start_month",
+          "cluster_mean": 2.41,
+          "global_mean": 3.585788,
+          "difference": -1.175788,
+          "scaled_difference": -0.306594,
+          "direction": "lower"
+        },
+        {
+          "feature": "season_width_months",
+          "cluster_mean": 6.275,
+          "global_mean": 5.315714,
+          "difference": 0.959286,
+          "scaled_difference": 0.151069,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_end_month",
+          "cluster_mean": 8.685,
+          "global_mean": 9.001047,
+          "difference": -0.316047,
+          "scaled_difference": -0.058204,
+          "direction": "lower"
+        },
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.0615,
+          "global_mean": 0.059714,
+          "difference": 0.001786,
+          "scaled_difference": 0.033698,
+          "direction": "higher"
+        }
+      ],
+      "suggested_label_terms": [
+        "seasonal_presence",
+        "spring",
+        "very_broad",
+        "extended_spring_seasonal_presence",
+        "mean_peak_month_4.135",
+        "spring_peak",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline"
+      ]
+    },
+    {
+      "cluster_id": 3,
+      "n_species": 3,
+      "species": [
+        "Red Admiral Butterfly",
+        "Meadow Brown Butterfly",
+        "Speckled Wood Butterfly"
+      ],
+      "description": "Cluster of 3 species, mainly representing extended summer seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around August, and and an average width of 6.6 months. It is characterised by very broad season and moderate active window. Common high-support traits include summer peak and moderate seasonal window. Compared with the full species set, peak month is higher than the whole-set average and season midpoint month is higher than the whole-set average.",
+      "dominant_model_family": "seasonal_presence",
+      "dominant_primary_class": "extended_summer_seasonal_presence",
+      "numeric_summary": {
+        "peak_month": {
+          "n": 3,
+          "mean": 7.550959,
+          "min": 6.64,
+          "max": 8.385
+        },
+        "season_start_month": {
+          "n": 3,
+          "mean": 3.641808,
+          "min": 2.855,
+          "max": 4.48
+        },
+        "season_end_month": {
+          "n": 3,
+          "mean": 10.212851,
+          "min": 9.33,
+          "max": 11.63
+        },
+        "season_width_months": {
+          "n": 3,
+          "mean": 6.6,
+          "min": 4.85,
+          "max": 8.775
+        },
+        "season_midpoint_month": {
+          "n": 3,
+          "mean": 6.943196,
+          "min": 6.6825,
+          "max": 7.2425
+        },
+        "fit_score": {
+          "n": 3,
+          "mean": 0.073333,
+          "min": 0.054,
+          "max": 0.09
+        }
+      },
+      "categorical_summary": {
+        "model_family": {
+          "dominant": "seasonal_presence",
+          "dominant_count": 3,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "seasonal_presence",
+              "count": 3,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "primary_class": {
+          "dominant": "extended_summer_seasonal_presence",
+          "dominant_count": 3,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "extended_summer_seasonal_presence",
+              "count": 3,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "confidence": {
+          "dominant": "medium",
+          "dominant_count": 2,
+          "dominant_fraction": 0.666667,
+          "values": [
+            {
+              "value": "medium",
+              "count": 2,
+              "fraction": 0.666667
+            },
+            {
+              "value": "high",
+              "count": 1,
+              "fraction": 0.333333
+            }
+          ]
+        },
+        "timing": {
+          "dominant": "summer",
+          "dominant_count": 3,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "summer",
+              "count": 3,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "season_width_class": {
+          "dominant": "very_broad",
+          "dominant_count": 2,
+          "dominant_fraction": 0.666667,
+          "values": [
+            {
+              "value": "very_broad",
+              "count": 2,
+              "fraction": 0.666667
+            },
+            {
+              "value": "broad",
+              "count": 1,
+              "fraction": 0.333333
+            }
+          ]
+        },
+        "window_shape": {
+          "dominant": "moderate",
+          "dominant_count": 3,
+          "dominant_fraction": 1.0,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 3,
+              "fraction": 1.0
+            }
+          ]
+        },
+        "post_peak_decline": {
+          "dominant": "moderate",
+          "dominant_count": 2,
+          "dominant_fraction": 0.666667,
+          "values": [
+            {
+              "value": "moderate",
+              "count": 2,
+              "fraction": 0.666667
+            },
+            {
+              "value": "strong",
+              "count": 1,
+              "fraction": 0.333333
+            }
+          ]
+        },
+        "offseason_suppression": {
+          "dominant": "strong",
+          "dominant_count": 2,
+          "dominant_fraction": 0.666667,
+          "values": [
+            {
+              "value": "strong",
+              "count": 2,
+              "fraction": 0.666667
+            },
+            {
+              "value": "moderate",
+              "count": 1,
+              "fraction": 0.333333
+            }
+          ]
+        }
+      },
+      "common_traits": [
+        {
+          "trait": "summer_peak",
+          "count": 3,
+          "fraction": 1.0
+        },
+        {
+          "trait": "moderate_seasonal_window",
+          "count": 3,
+          "fraction": 1.0
+        },
+        {
+          "trait": "very_broad_season",
+          "count": 2,
+          "fraction": 0.666667
+        },
+        {
+          "trait": "moderate_post_peak_decline",
+          "count": 2,
+          "fraction": 0.666667
+        },
+        {
+          "trait": "central_peak_alignment",
+          "count": 2,
+          "fraction": 0.666667
+        },
+        {
+          "trait": "strong_offseason_suppression",
+          "count": 2,
+          "fraction": 0.666667
+        },
+        {
+          "trait": "moderate_offseason_suppression",
+          "count": 1,
+          "fraction": 0.333333
+        },
+        {
+          "trait": "broad_season",
+          "count": 1,
+          "fraction": 0.333333
+        },
+        {
+          "trait": "strong_post_peak_decline",
+          "count": 1,
+          "fraction": 0.333333
+        },
+        {
+          "trait": "late_peak_alignment",
+          "count": 1,
+          "fraction": 0.333333
+        }
+      ],
+      "distinguishing_numeric_features": [
+        {
+          "feature": "peak_month",
+          "cluster_mean": 7.550959,
+          "global_mean": 6.125892,
+          "difference": 1.425067,
+          "scaled_difference": 0.334523,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_midpoint_month",
+          "cluster_mean": 6.943196,
+          "global_mean": 6.331547,
+          "difference": 0.611649,
+          "scaled_difference": 0.259724,
+          "direction": "higher"
+        },
+        {
+          "feature": "fit_score",
+          "cluster_mean": 0.073333,
+          "global_mean": 0.059714,
+          "difference": 0.013619,
+          "scaled_difference": 0.256962,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_end_month",
+          "cluster_mean": 10.212851,
+          "global_mean": 9.001047,
+          "difference": 1.211804,
+          "scaled_difference": 0.223168,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_width_months",
+          "cluster_mean": 6.6,
+          "global_mean": 5.315714,
+          "difference": 1.284286,
+          "scaled_difference": 0.20225,
+          "direction": "higher"
+        },
+        {
+          "feature": "season_start_month",
+          "cluster_mean": 3.641808,
+          "global_mean": 3.585788,
+          "difference": 0.05602,
+          "scaled_difference": 0.014608,
+          "direction": "higher"
+        }
+      ],
+      "suggested_label_terms": [
+        "seasonal_presence",
+        "summer",
+        "very_broad",
+        "extended_summer_seasonal_presence",
+        "mean_peak_month_7.550959",
+        "summer_peak",
+        "moderate_seasonal_window",
+        "very_broad_season"
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/modelling/data/abingdon-butterflies/analysis/cluster_dendrogram.png b/modelling/data/abingdon-butterflies/analysis/cluster_dendrogram.png
new file mode 100644
index 0000000000000000000000000000000000000000..119a03bea02cf41cf3cd9800582538460fdbdabc
GIT binary patch
literal 82697
zcmeFZcTkht`!9+e8-fK?n#i_+fGEAHlqiadG^Hvi(vjYaih>}CTct=9B1Nhwy#=L2
z>7fNf2}KAHAQT}$2)WP8-rwKcKkm#uGv}T&=g#~xvu7g-Z{D)jvp(%vFK^vI?cH^B
z7aJSf-m6#CZ?m!OsAgl^GQ_?ee)ED=7zY1SaMQTsrt4(o=6T=cA)EGnx5xHQZuT}7
z$2=aoxY{^5UJ#c&CoX^Xn6;bRV^;+U35Wmsgt(K-BZ-rm9e3d<J0D-U>&nK)n}__j
z$?WLgd~BQ8*siKy(({U+>fiQ`PoJbZ$oox5h|}aLbyz&S99}iURV9kyjNzgZ#_;Fr
z%d^M6J^kzA<|hx<DV2=86`zyJQLj?xl_-BEu6nw6O=nIHGnNc#zU7_p`U}1ic^z(c
zpB{%V+IU^G;|$vJ&yTluZGQakZ?!J5as2!K8TRUbKYM!HCb@s#Pd&!A<DVZt9Naqi
z?=RmyW#jwj$DrH)eb9gI#Q*Ml`XSP7qWy$wl(C~cqag8!Rg4fV&THnZ3iD3~$+D>5
zqgUVbq?tt2%TdL*r;_}>c-Z3weC<*DLJZs%y9|i}z016C-quw!Vt2UN*xGR{Ce4kx
zNKEH3^Ag(e^x5{kT9y&g2C;7KS38<6w8oFcIaL)b4~M5m8W^3?mihHy>CVntXEf)`
z%TtM0Xq9xc)rs^Zmvh9gk6Js^ZzlbT#;u(Y`|{)XN=&N)HJe}AL?qs|MSjIgTWPM=
z2FF~Y>M>3_ikFPV+G%=K+7WYYQeK|aQug`tgZR26?QF^5Q=6Q^?nyn_Tgc5#cniZV
z$m)pP<9j4$Jb%Y@F<IriZ{YgMqt)SXiTROF>4{pD1Wz-LEATst)VHk%dTOwrVq;_7
z*5>f($fZqSRM!s=F`aNs8CA1@l~K1YeZx`W434#4usWILS#51|nvF)xGq2J~{<>{&
z?-3P0ud0FCk%d;(n|YN>Mk=_aUyqUs<{L!QN6?Dm<Oj$+x)p(()k%%z(#g!MG#+z5
zNtU8W74hz)gn~cq*U~?w#ft1mH4kLE`@ntez+zNlSLw7Q^Kg93M|(2;!!r)8M+xo*
z)3_0@ydsjVP5qHaO_XXnIWTD;fHD2&Psh#l;sGB~i3|2UpEIeG_R}?LdIvBq__IdS
zn3j>e0{Vb&`XPfm$xGyCJNC6iQUwFooM#lc_)i@_9Jo9b(qV~Fj^a>VoAq-=s@X+<
zWX8w34L#@SenI9ssxn)>#Re@umQiNE)umOH<yZFm%{3QMOU;`)?!Iub6deA@qj<N4
zX4!OiqG|EBQ8-eK+sbG(#h|zCHeuMWa<SWPmWfeWJ>BXm&>>N)&3!8V@#UkwQ~4c#
zqXcXoA$Q1q+5E3fY}W02W&3V1=yg2iefO66Qx;clUlWVWEuSfqT3;UNEysR}b1eH*
zR3>NiNR~Sw<gV5G6A3O2XG*pBjCzrwmv<(Te<xaHb=>dkUgSznAhk)`2L_!j%gp1~
zLzE3hdFA(8`M)qIJ+~LuNtKP_<-cFsRm|02d#f#T*T^O{(uKX(L@k6v+t9>W!?9VV
z->oAR#*wU{aH}G%VxoG>K6{<rGjQuw`CWbp+5D}+{nPTL2U*#7sYyT6cc%1_<2RF>
zMYp-i6lr(e0dGozTlJ<LA6F<zs@ms&{#DxG6Kj+9a|FZ7k<#y~J5$A&DfoFZ?&Eu_
z*fV5%PO^NrB-w8vH9~ek&eV;dQL62Y5?n}ey*L%;m3y+~xdp3Ee!qpPQ_0YaLi~jm
zjNHvh!A5cbL(J4?BGu;SiRdQ0=u(~1LetwVE95{{<u}PXpD+i<;(iZdX8-oRN8e$7
zp%rIhxbNJ1;x|wye*iDt@?MUW^0YLSak`2KCmZb~5@Qi|#s&4f!8MEI^l81!Vx7j>
zTK6Rqla*JcfD?4J#pAG<t1!cDT(a}8pXE)uYoA|t+xJ%>i`kJD=NQXElkYX{7<gx$
z1lLxcUOE;lDi|jhot6}^T9F99$s@EH^x~8Jm+q>hISaRKJ#hUs@d(9iZD4(Eq1DPC
z6Ud~R+e{Y{Z|L5Te<*O1FHfwv?>weZJ~N@*JYeOa!f>eYymX#no|%4Y`0PwMEzO_a
zFUuU22>eMbEE%ikn{yT`U1(9%b*+=Hgevws&fJ3k?M)SLBdhlh+f~=+Fr-hMv1KRg
zsdeXtRCp*4nid6!UuOEtF^`+A8_B)$l=!!;l&hx_q!z~s!eRw&mnWX?7XQKW|8y{C
z#Zs^Z-e2Jhb-+srNp53@5teWf#+lT87(n3#vZ||#R9P(s73y4uDNz#7r|Sw=(*5c}
zi(Fw|S70{W3~99&du-eiByejk&G7r4L4{$-r5;P7iObIu5xEp7JsH2C^4ONSQ@h8@
zhUb32y@{S(8LoU7ZCXTdnEKkPB5hjk;o!y$7c08cY-sMU@6M0RX-4WN$@&p^KljKH
zcv3#o3c2uYu{vE)U@LO}89ctuXg(OTdjrzVDt)>tmPmFhuK5^lGq0iT(QwyUv2;V}
zB)|Eq(=NS^<qlmBhZim0->IrX1`=VR*vpMJP&o!S!+J?&b$JA1H<su-!_}?p?byW<
z(>FHM#bo7{iAV&FMjCckc}#vv@0J>Ur+ed*>H2)5MBb4jk&L3lDAx*jHttn5l%zm2
z_fmMEsa74@vJNhSwN5r|A1>(=bpi!dq1;FxxT)m)jB4aP8fga=u6R3s9sZ<yWnfXz
z*))_X$iU|N>$3X%XTR-Oprx#@PA2i71pVFK5{pNpjC02rG@R3)!+l;O5$@~dx2Bbt
zu;9d2Y&`V*=G162pI~==vkRn2dN(eR6}yf5&WCS{Ic1ZXh4@9NHJR`4J>7ZKWC;eO
zlUq4F<N{?^KtpXGGb;SyTo%Z1Dgg?xb{ap-t6ZCJocQ?mMnfR&a}7tS&u8Oe$Cbs5
zvGqlwx$E;W17n9s$MWf-OloM@&kSxsC9lW1W8oqd`UZDT81CaZa{e!zV9whSCM>~X
zhDL^2OA%`dnGv*7O5z&rFskWl1stBzP`~V_cSGe*o7w~vh76-k1MilvKa3pJ)76fY
z>9zlAlFzT-sFTWQ4P3ua2}_iB%i<wJ6G>Y5YR>O{P>V?oU3XAZNpMg_ZMmV~iD>hH
zp9{`-dH}4$9T|KJmzyY6b==0kZJU;2T~*L@7?&|cP*tSh*r_mY&j{iviN4}Yc<46R
z2$_b2E!`%r%}VAgNA0rz?l!W^F)2OLMb(k#@1nITEnHt^kXea0VC|MUVy8EWid^Z`
zy_t|@fL$%h=td^FYxs;@ddhh(SS%YFb8zdc5xEz-i@$B>{Vl#phsjTQ=m*of%Fe*u
zBUGeM?h)2PMTIAFZqCSGN0N6~=@oiwev+j)eLSeG$D6M)_~psi(}6|G8Yev6ZiJHW
zhb}0!w5~GF<?d#!({XmKl#FF`SbqjLn*5`XXckwlT<dfufQnI?zoO!}_vLh5p+pr6
z9(iok9gCNK$}rpv=biq_HOxoLk<qH_%bC=kM@jze(nOQDEcC8bhvI%2!I7SsYZ8_3
z@_Yjsz2u__`zouJ#R+plMS^6>Twa~ZwV$VwepBxa!Ek6a<qD%3^A*F=D`e<|cbaGr
z&1<3<>Q&<1C2}w6B$%1IS@rl(bL_GzuxjdS0wW4Xy5{B-{bBO7w<yx$jgIG9wyH4f
zs{|aYR>n%tD`r-*7Lr&66SQe46hCnJMDsvpb5zQCRgtn0h5f8b-gEaZR?Xl8vxb?=
zx%sUroBd!7Z=re(KG|WL9uZ2`;d>@WgaJK%Y?|}S7PfP-40u*%>E9jt-HAD+fD(AK
zW9_d$)Oe_LGS)gJ7VzEu;L!mn?Xdux$~;Pux)A)(f&p{ZG(a`;e3t&hkbNr4AFN;`
zwKi&u4tSFNWxt=-aldOX8pVY1*fHqo1^3hzL7H4<PMM@RfOelut+H~8GFM=Vpzc^L
z&kjk42nKjfyCC;dGvnCwudk0BMu%m|ejS5y0RMVp;i$z{50n^FU)|9iFoMio>kb+I
z*7{kL%Z9<j_>;ao%KCi2#^r=ne$(aMV(&z)kQI`vn^^2bChh8ylg-p0Ez;cP#fQn*
zg&ygC4Tt_})o>=gi5g>*_I{pjZ7+BT^R-1GD@`&&KS<USXGrp;0n+55I{p~JsG61c
ziI-2^zVJn}XtUB(88x>sDI$08Vx3(bV~3#M<C%(E<hEoryP{uKaimf4s^#I6d4|po
zp?13d5>?9<xeDlqDf`PwD@y>=h`Fa)ewLs+;a1bS5=EPH-~xgV+_<v<b40oXmk5|N
zR@}6#(`-wY81JE;$o_*I3gaI#8E0FDEZ!r_7~FkxTFD4nST9&sf0G$s<BI@6hZWy&
ze^+>f5udN~QRnc2suBl?{RlQvRe^iP6{QT=$&OeItFNq_3Os&N;y-9~_k{INQ(Tu_
zFb44Uqvmd7CsS7#Fk{`d+MfhZOLs>pJw;oT0v7WNro+r`BGHk`q*=`9vBY$V^F9ek
zO$uBuwR&^)<R^#7fji6nG4<aQ*<FD`%&)B<4?o*({o_E2yXV<nEDED=>2blDc+r8J
z&feP(j~T7Rc#v%D;2SIX0+bh;E@%ftM{OU>PfGE3QM+U|dgtiwSPwu?q|xJk_Tg+5
zr6R_!@G5p9uZ;tli*Y88>~;)B=F}DUxioH%?zIRPvyBd)*r9No4da@ZoL{efbWRaX
zm+86pOp~a4WV{7fg|=B<W&-N@VU%TKU4&X416EG=XVeuUZoO-mZLQC>)!~nC{fgdM
zUxEgYbcsn{kM7ngu1pq`Jof?IVz;p!@hizTOS&Y{T3>+i^~5HxzP9#wyQ{`)1H&)E
zUesy}L^2c{Ju*(_b~vjUa#aALZF4?4LjyR?GB5D;2X4`^&Y+p6pKvU|MidPa<~>@K
z=}itLSpVsq;sH{&KQYTNuWz_a2xf+nqbFZV<Qz<HQwp=kF_ilkp{PibFeytKdI2+~
zq{Wv|wFE!>2t<jFdXK$N@51;Ow82DiS|H~O^4b-e6l~!jY%Z}LG2sjU9>`*lJEKw}
zyb3(f+%=IfJj30Hrk<lw4G7fgDCoEmXDrHsKhF8mZ=Kf%q%4z$u(8tT?m{i)FVyWO
zmPm%$cLAT+vC!S^+P`3G==z3}jrdw0!)iz|SXiv1{WY+A_u0=E9d?f|aTC#(3(E4`
z8pVn~CaZ;v;r77@)+8RF+%DL=Ptb4n(kjdYUK5!rr~JU9W%W{SRT{lBB`v|r%7<_?
z+mxKZYotf`gF6*xN-Uqz@I^G>U2C4#x!QWZ_^<x?IgMAlo_>pE<W2AQB(C#|RrBtj
z?uYt7@7zCU>^NE0V}L8RjvjcO8fBEZM3W=)0F2ITtPA7~C#w}CIpt7=VEl_c;y?%v
z|Cf08?z<DA!ss6h7gSfrvEGRj0L;F$xJa7YHMv$c%k+K(Op{5tDE$2+yVlVI$+x*q
z*7@~lv?)IxtR|J-7rqsCvFMB>$|JO`>UNW&@f{#(w~a$fGj?;Gm60B3U>+SYbu1m7
zCv)vVu^m|0hL;RoaS%Qm;eYqYp5mw&s@&Lh44c@P7Fxc9u{3S`h~rOQ)v8Fy5SNn5
z^58RX@j;#Z9*c14WwRzV0U@)#J(9pyI|q*GXg_>xF4p9r%@tqY*CH9{(!|f_Y9o6v
zsBZ7ph?gtxEdwUdoOs2SuEV~4_x8IQ7={s#-`XpdFj6XA*DU)S>WkE}v8ZFW_4UzG
zE?i-ZZ&@tN@e0DCUQ4kl%g+~xoSoWA%mqcXv!w;c#47Pq{nM3YF{!_bO!>Z+przcK
zO&><;&zt<#@Zuu^dhiq&E~{!f-zZg<I2_w$647tc7KJPB@pN7=aLpCo`<%QO9YM8x
zWdjx0emD;9e;YTV4i#Jp#&Er<6ISOua;QP)j91NG+23KKj{z~KA+?L&y;EmzuIPZ1
z*64XAgPzA^0K?AP`|bE_=AO#f+p6)Id#)JW_Wrd$GBPznUrhE<1+rXm{ID=bmGEHL
zosY|*GbxAyVJKE)AU!HK^6KrgC9hzpSn@mW-&C4YFI!)wx)xe`0poVv=D&3T>w}h-
zPCWPXueYx_0}PDC3m!_3A#{L4`A-|^b^e(;r;qtG^ItZ}$_@nt&C)NjnVB$J=D9Y{
zdgYV|okY8%UOvv}q+C+N6*kNk$saA(N%5o&L<AJ&FXYUVy4tB`x+2f$w!_;aFS|8b
z!&OBl<*W&CP1Vb{#UT8zP+gad%?WT4D@9AuNeA^10nUw2tZft9;S*fJ*+B3oQo_Zx
z5bmB()RCUxVRZETgDcOH97HbejEsyRyeZ~9G$>33WMF;n*qO{)<KB!{#Tk5J>T&(D
z175<0zj(w5P(6u#X|Nn%S|i_IXjO8p5=s`kE=5qc0lMDW>%(HwsRh)4seJsTUMJ?&
z*mio(p;=5=51!Co#Xgb}w)jIB({yRBS(Y3>15kdg1k?*VRYZ2sB;NfsR#mAH#B+!>
z1SKuALq);S%^NC&-Lugbq|V}yhS$Ddex9`ZN;a}faEc`6Mw!uL+dEhG%VrlmsEj05
zH?(pS-xn=&G%M43hw0sKMo33;<zci)X>S7(pK~&E#IbB5O={%Tg)~*x+Jz7mLZ+h8
zy1@mn*};><yIaK<pS^Fu3A3X;N`$je7y<ofncaHw10_1gmIxW4t$0uLhf_ub_{#-(
zuK++;^V&POIO~;an5&D|5d2{)N_eAWG=f@Q2k6!LVlYzn^1Hi)p<_!m%Jjas2Il^Y
znT>}SR&JdA{KGMtycAFlvWrgmubGbjSfV7KkI5rPl`ZFJ=sTH&D5zQAU12y)xaUbb
z-m&@VBbxUlGD+<6bjkgUN}SsJKqt7Wf+{r2d@~!{=}4ROgrXa}`y0A(i~b<SXy@j+
zyhq@cZFyhXn3qFK%<kp{&*D@g*NVs#eGffLeBabQrP+(CP_jGVb4I=GvY7?g1b5@G
zbD8reL+a7q?`tFWXfWvGPup%C<{8!uCe&qrZHYCwbN~68r(T!lv7?dIbDp6qZ=!*9
za`2i5$4Tb7C$F1y);Wo7UV|}x-hKN&&quQhIEFrh4lt+f_k3id9=d#<EV-zmE9AAN
zVx)WbpDR&8M3x*!7&MLs*XA<r<dV@9RWXmsKL0o#-uWKm2~0H8p}DV9DKFxsOxg1c
z5&PYdo1B}X2MjC%1rZSiW_}Y3ZSW0Y#gk|871sgn#*uK?Q9nxopYh~QuCPf8`!i#s
zZ34&F(77CQr$u}e%T^T~Cr@XC8YbMt-*1L1jEZrpTCoijCZr~RD(WL>Buf{YHfb|~
zK+AYH=kz^V%%WPZK0oKTJd5aMvSo=q-7!nPFvmW)BC>Q_%3$&tf{)@DhxkDucWIza
zYGuHsc=uX_85CVRo3EbeRMB44>ll}W-9HDs_NuU`$j(#mAG}$k11Y=nXf5Yqgmm|h
zWdG2Wb{za+XOvaU{TFZ%d)<r$7VZS<CCO4^qOXoB{Sfs3qw}oMAJoT*%&c53{^XJ)
z$*I#B*zZNll^WEA6sGsqPk@WuCr<<Q@F)X9J5MHz4vu3n0{7p;nv^YLk9K5tAcU2t
zTHxxWKP)@cxu*%u8QV7BIG8^TROJFo`CfI9W?rdtZhbRHUFlcQ9J{>(5sc4dAW+9m
zd@)?2N-n|%CkrD{VaJ9@7S=#b@F1P31mQA5oF}JJmSl}3P1dvL#AS9Wj(>QTX>b}<
zonOPD*tyOC6^!rxdzcp&7AHDRvG_MF1Hn!dJ-~Y&7DhL~ZK((w5B7H0ht$qNE2!y?
zQd<K@B4myFEM$wEn<Vj_+gUoLBt6C97>ZnGsc0n>;|V~*)>0qPuc?3wbN228nRcM_
zHdGLEBUo?RLFge`2MNdus%tzZSNYpf_T=vQ*<cTnOcP$Z58m~zVyq6!X~gh})hb?=
zB>EM6V}T$N%Ph^WKbo~f=fSlO7YinA3yaer=@#Gytl}KnH|^lNmA+poS8`EXw%^SL
zbi$TEywll$R>GHZA?M~$yYHao#E@=}O4|d*XeR!>YEgk8lPo93;In<X)7v>myk<%%
zns>(Vf`Ls$+VG1f2$f%)`t`Nt{9Lbi%O{vR=g9YNnVYcafSRoejU{?%AQ=U<B>STF
zA^(@SJS3W1a$FVksVF7N4A7gTlX3Q6_%hYUXTR^3_z2pk=-wmeKNk6%6G`AbaOiJ@
zyc*elN_CO;EI3Z<&N1fbvoIzEl(P4SMGZtA-}BNzvvI`wiNO6iP&#6xBSd~5R;v&g
zx*L3g@J6<(5hPke=}=766k)US_i4~Rjv*Y}rgSvw8bUDE&A8?@^?ib$5MnFY$#HfF
zOD9j0?DDi(E3JX^hY`)XLe(;HfE|qpe0)`?-M?dKGLFaOrVBbIgO_y{efpg7qfBmB
zNqjt&O9}N^ASq(9eOb{SzQG1~;!UwbVqZskYK29Jma4T8oRTdWwXZ&(-CWV@gsZ$!
z;?;fkQI|nkw5i?^RMzZr3&B7EZ5dpjpLG0U01P9S6O%VpneS?P<z}WGfCXkdP;np~
zd;|=rELd}VPr{=_Z%u0<vrt~%;rcfXaathyM#~&|G?fJpvSf)2eA0Np$yxaNb>~^Q
z)kL&#E>{S@#~p?FAHuvQWZ>@ct*y)abx!VS@2wh$&)J(s$_^2q$T?Yx&&lCOXg!7z
zIj(wQm4Djh52L9TYXRKmesg~P;lvTIT4|A7U#^R&P+nqD_x|41Uh;Yr{aSF1b90~H
zLi2(N4Tis&4-Dsy(P(osUrX&iDcxVTRh$%ew=JO!vn6IgOmy<A=IVJV%%ie*YZs++
zo#u?3g>N`lMKbBYBrcxPfpVpN2NA`}+$Q$FWtXK&()(PAh)SeST&z8Cvs2s?nOi2F
z{qEARP~HFu4Xhd47kiGhk1qq~tlSX0?plUBD1*wTPrTqZ-WIF8)Pqd}Uqw5Y0_(}q
zp@lkMSlsNNS@MIm(Y*6ieA~EZu3x7)5yr=_sgchUX>r|q1e8jw9`J#L-z;FMbTYxM
zJr;&a(YHmUAV~1EcGZ^N$`)<;yI!g=_eD$LstTy?BsvJuy&#1V!yj6#tPb~?fV;xm
zFAF2wt{DnO=kKCeMrAC6`5jCKlMA3eNy`;&0C0!ws@2KD#(Ezk-O(zC7UA4WqB#Y(
zn|Di8v}G@{fLKZUP8S+#7d!UH7Op!05&yX4d@YIzfYGjKz=ygW&q++|xS=Q}7+sIn
zac$|hMJr5ZoTQ^nT(|Ez+&1px2>NX-sQks>+|Pb(I`7S2heO7BCiSJmp++ebYHh&C
zg+t1{5~}3~{|qoWKU~#W<eP3Dk<a{yH99x8injgz!ymgUmzm6C^7vcdaoMrXnSn}g
zR{Dklh!|phvA_WZZvv8SJyfrAUmz!_7_j|Gq9ic%bYP>>{qS@qK%M{5HLgQA68WyK
z$AVX9`tTuQrO#q!Sz^ZV3MdDzk@k9O^<EY#zcON8Evid<=$W7%TIywCURhri&`+D|
zhrdZa8ab*1lHeO1Wo0~{>u;^DjMtckW-Xo4Bl-hSkZ-LgN}_!D;;c0U7-E@~;SKE>
zulep0a{U4PwdN#);5T8S%@_(19COxOwAUlz`3O2^j&^+@D3k`2|Cam)>O)*0kIo_9
z$h^7UQ04)KRel|JBVOL<C!UrnT<aXRYZ8#<1;a^A4fpug2<=0+z*RBGOdu<#U9#Rc
z$NQ3Oj1f?F(RW_+;4!jJE&v6w>wRyP{2@dY4setei0snYDbRl`WmRDy4lyH)r!%Sn
zT}%5JhfgkMTpxJwR=fQ~w8@*SD(p3lS0@w{)Tv9$)3P!*=^3G!Gcm%-Mf}9XlB&9u
zqYU{LV#$DJdQh7B;xd5e*cPAxeqv!%4<Irgbzl|@;Pv)A@3xI2|JuMZZXBk^x6#Hg
zv9X;S3zhlZD1q~H_~8S{#^cZHpzZ2%d<z=*W+7*+#`PU+&0Mm7)$K(Ik)rT>rD0^W
z326Es7l$9TPATkFU*_*N5A+|B6?6Hvji+<nwC~SWcx!sYL9b>{QB%7Q9!P#j#^Q$Z
zBb!pWo*W_&YaAJ39Vwt|1RuTVE4c$P*1gemuiE%d&jIg80S6a?@N1p7?l{*S>OfRl
zke3UUJbjwxm{2@Z5%H}b<iv?*`&523)|pTx$;bf;PHh<U6RXs`n|OXtlLTe1Z)t3A
zZHKL1HpoyG>q=b_styZ5H3yvH2h*L1v!BsbXh)Q4mg@NUFzW6}{=l_4P|B>ncxH?|
z*&%QRiq1_RU<@6gQ6yBs1eAh0!spWp;G^`sAE*o3V9$Q0z?WNln%csP6!;bXfxOzv
z%8KS!|M{8igWCUWjG$l9hs`Y>C~Xh(pTl2*Z=3QBGDzF}U#Wvzo6w3)_x4BwC|c_)
z_oSf(c3q5noUo;##hv4{B2oTBlbiK6YekX&&k_yEzUB6#J&B+Gp!s_U!v9|DVeF^>
zr*y<+dVArHJp1BYF@)>DtNO4S!gn@a{~f6KpU9J34Dp%&c}h20+_XI(FVLGkS`6}a
z#aen&0LjWSEWcL9!rt;tlt8#-|A$M@+CeFOiy-#SN?&>fZ2+tz88W8M>4R51_{-Re
z7FY&9w<z?^)4QU!4*v6Wu%-8FUZlcOc~-1^>WdA?pjS6?5PtJNJAfR=fx?;Y1~Q-9
zAI@tIfL&Ui3~kw`bZe0b`2b}cZn~(~z@HUkiT+6gPCsYkrn|LrQ4sXzfLQR6JCJe^
z0DREkmqBpTob?rZPXwY(PrO#+xQZ0YSU@`M_e1!jFo@0e%dwXX^M64G%&iH9JTjm>
z8&K)BU7I9PlU-ScN1ZC>+7T8g1OD<K@FDa}iBRGbiPDJQOt?!&3;c6YY*_Aqyuxmy
ziElduuOlv;k!!Q`hD!K?gFkk|&;}fn1_HK34oK!6uDo}VYJ^)~%=-hfLVA~>d1Z?)
zfFcb<OmLNB04mXAt|1A7Bt!7m2}_3&h+udk1Tq&=FeUwNB>GH#ngG&$9n>$|+;ie_
zax-6>WsJ+<JE#=`xYDK1U`FXzo*4vR=mx?OjUN21(T=!E^#Z<Ae~^{R(iuq~1g?z;
zu8hU3Zt@Ckpn=GLAtLv`o>e{s2hQw>&?!XhsMJJdUtmPDgWo1V`I`DX7qN4L9rJDS
z@~^Ywbtup&1I@Psu={IK=iLC0?Z97;ZdX5`{f-+1MX9nd&Z2;FTFFjJ#B(2_gD+&j
z`#Sn6Yn|C~zVYl^g}4oV1x!J>VjalL=&dy*!vTm!o1?x_bGO^Zy$&Mu076Mh5;n;e
z3<$B-K)ghv_w-~|Udy4MbACWLMqj%;-Ffmy&Ku#3h}T82>>W1&M@fN%K^euSc)mOl
z^+U){O#nto-*F|QFBtHdZ9pQqM$IjE^!Y<T#jQCacvs-&D|Z-%*K0!dIn7_-TEag{
z+3Ozcn_p?_*)P2#vP)gA9JK9GwlYvnN_R1y^O#)`<C@Mp1uR5~z5sfX++{Wa{Gd}H
z!+07eim3HSMCON(ZIh7c-9rK+VNpx@<dg<E(#w5(a-Sy;565VHkcXw?H;rE(H%EJc
z9))M|)&ppPRNX<{-%CBt*Ym)f?u@nIBSfkCfs*S!5N<H)Y?Ad!NmaBrn@%N4sEQcp
z;JwYy3J#xq-9V>?%!|pZhDmC^7Mz~IM*8!G_gKxD>6IHge$D5enlqjt71}*>wMzmq
z+?)SVytC#}{SkwmxNui@gdI|Jn3lJ>k@Efl>ra$TWpG@dzz6Uv@4qM2ZnylI#UvCO
zqxNn4pk30kNs0_+Zfp{^+2dM207CD9NpPuDcX)CQB1xN4eb22_uH{3Bb80fN1}kd%
zHXf66)8O^VzYZ8r4r%8$w*R{~C&_F0rF*yF!cNrV!<SZINsg|mXFqD$56h)LRtzV6
z1zj`^PsD_yUwF--A=1$7Jwj9XZr4Au^yOj$TYR)sV-d+BNr7)h6c-!`l~k`TMR*RP
zjMAR<@M!3Jx~f|rkv#$yh?qCIu51^V7k;fNztx96lkjYs-Go}KijkRo4o;=iG!V6w
zlh2S)30a9#=yAaT42_HN7pb2orOVw9gD9ebG$g1|Jc#z^%lSNF^(<pmOx<_BWMT-)
zQHy0b9sp{jN3TP1L4!!v$L{^#0)lJqgHt4sIyo;Fjf5gdMdat~GvRa$jCqBe9<_(Z
z`r8+<pNC%Xj`{OVPmd^}N4TgFD5isq49c6Yqo*DM4N>c0(PCx;3QkCDUMiXg7@uC{
z&lq!c&is_7_3$rPErZb9L-h1kw?C(Y2(Nm0k;OV_Ec~<dQ^Gaz(!X|m;Ifi{gogY(
zJFVb=xlsAq-QZI@avVmOHtDfUtsPeYzKBEq_iF`x64$Oo$fuQlk=gt+WnS?+4H8R|
zhVrO~E+7x^?$@v4lBtic1LR^#f*TrlXi6i9chiI5+{oT=8rL@@rxQoH$e~lpE42Pv
zNUa@aPGnX)mG&$uludE-EPF*bo6`3#pe;(Y#uNp)r&B#1I{7Ag!91J1{OJBmzfO^*
zICBUTDE1_WTA!3c_bC?pH8^tQ0Ho&{o_LN{g_S1CLVYNJx|5Dr*QKi^F;w~Qv}H7+
z0!_~&1Sj{lz!9A;6Fp;m3<A3RTx;RIC?~TF^7DHSNLf6Gh8DBR)Z#t4G!5<QRL)aS
zsd6VFOya>2LAA4wTXX>Vbs}gB$B#>Xez{+URa?RjTlQVQ?Vu=3C7=YgH=O35BS7*#
zC1fdGW)1tDj&lhRg=A<##v0Jidk4>cuHG!a{K}wvj;|||>xafeuizn#L49pKdBYcE
z4R!^n43v8^PjQ_0t+Ev}y+mthDP1nX!(2Yda$1-N18t?yA%Pk~z7H#7jzSv1dd?-l
z*iBs%%{y^wTWfTj`G(w?(;6jwhj954!zZ7ltSXA!$1Zw3TsAG;XOzPJS=2b5Cy=M>
zH`iuV??g;UX@(1i#yj1Cm39wh^4)*<D*5~xhmJH~4rwGU2nnt%`KlLsPJLZv*urYq
z+|@s)EWCAZKE@IJ;flo7WCuR-*bHrT*yQCcSpnyf8mN6SPWM7-W`Qh^;HX5w$Quxt
zFxZ(oQv3z{we&pPx`N@DVOS>X)-V1Kg_~!QgrBF*GDVg39^)IlmM|1kaOe=ggSPi>
z6H&J@TrAY4pw$;l7Wa66!Nna~4FEWci;evwbnYI#?^!@bf4Cr0I3h0+H^O!3d*s4j
zJYg&EMIrek7Ltajgl0GO-k=y1KpFZ8y7KCu4-bIKMIxqjxt<kVxFc)$Y6VvG2BH3r
zo2m&2$FvG8iYZpi^tG&5M1m?Sit3RLdOvUw^l2vTXg>7ByPy^A&pBO-t#sQuD4FMF
zFL6-6ZEh98Dp>*82*2Rky8JWs`Z?Qtn+O83O0`ul+Z2~>S~l|J@le!*nRBHvjm*42
zrd^l(2v*Dg!PsUD^DsG`Q&wADPOxh#zh7=2@s4Fgr;d?NfSwV=*Nh$b2-}q%cfG7u
zbTl|))Q&pM@9K)LveizHchL$!%I8XX-P$n0ROm8O7%g`^@^2(6tnii{M`w{u2iYQ4
zoDs+#n={9zZ~$<6Cr1YF<>Dxi^F)iC#m63_&q<6epk>HJGhYXeA6R|w)QqEf8^(U?
zmK_|~doQSM4e9z`^Bpk5?ME%M?DlwGrwXgU5Oy2vX4$dyTytjMJBwEU2z{`Phb+%l
z8S64WoJe`I46<y)CeMN|Xx{zD+g@E%R<AzN8y?k52&k}@G?(Y`k<5KD_DI|e!&DS$
zEFPoho>bt>u3RFmEaz3sH`oB|p|!D9q*74EQ*Y08T)&X2Z)hrA9D?CJJ6!*=Waya4
zs&V;h`R%4tg0eT&7g-R|d5!21emNQOyj5pmoNS<j)5+|n*z-zH@vAwdy8)zWceQGU
zkKNK^=V{H)wRRt96W&bz4&W-@*bmRw+kD6YXPG$0z5{#0{hEsLE6L3R_4Rl3{CFB=
z3t{49d`J89JG5Z?y_uzX*zXD=B_rFPuPy`{qO+2xQSRQOF2d!0b^)~dvqe1?EAp9`
z@LA=93pZJiTNL(7W2YMHUTei@Eh?TW&^+X2PyNy;-pE3)^kJ2K+-$A)A)fU>fL=}X
z#`A--|4^Hf;1yb(Rb{*B&epGWegqv!qk<rG_5Axsi8f0f5Ga_dXa;ok`B&1*50YcH
z=*e-gVB~UO5h`_ebuH$JRjh}F_48fEy$4%n;XHYca|%jX-%4~+Af>hfhhNb-z2yB+
zajxN>+}Iw>XQ|AeaYiZ!WltO=%ZgAzie0NnY`9p~*5;#W(6?15)PweXoP$#ZfD@O>
z0)SsBFI^O0+>2UyQX4}|S(VfdA(F`6QB-k|T<geKP|4lYo>LCfNM&m6FOU9uw*(oN
z@VY1E0c9i=CE)$>M#-JK&Bl7~4dRUDE|U-|-QBEw@ab+ByD@fK%XQj05WLcn?Bb5M
zlAezXUrVYifVkMX4k{15rFDmZ*FA?pgHI&8=Md>r<oD>gFJBSiLEt(po9?4Tszycn
zYz<r7%db#yWBG_fH<bA$lL(mno`(H9#H2wppaiYJtk*U)^L`ln;LTOd7<@$rJK|xZ
zGS)dj70_Q7KuE&sY|TDu1&>3PrFrdnL=X&c_>>yeKo;K205X)*GCxOKZb86yVuw;~
z*~lHutd-S;Qv6&5_ph8YV{ZE-Dc%pOjhnJe<CC6S?-r!EsX26EGpmwY*yaKXFZw@d
z!4w_5#DsLr8wx+>%&yCBD%N6P*!%hb9M7ua(LIdh8dt2IW^9$fy43$m`z=F}0CWP7
z9Ph+ocKLAIVRkGHB42#mNYEFFm>nJZDv5G!+ADxT@Q&d&BoZiJQaPRyuF3vf6})l2
zJ~NOwy^SR?Zh*O6Pq=Qi<1*py#jHFBb^M3h@XJ$UwxcnDet?D>bBcwtBf|P16<PL;
z=H7nw)TkE45-oqSRfs?GcZB{A%~`%=*R5f$t;(Jp^yAA+fIRKUx?0l=$=tJ*z(NYU
z#*j3y8T|#XV+;~2A^CF(+51(U=%PMnFR<hVCB6GD&fnwJnWyt!xI0ztdoDD+Mo>`!
z;E}P+>5M&SXH@Dc$d#{gh{S4C?w74P_8Lvg2Pt*TlE3lKbgwMfGp40mE;em4FW{3{
za`40V+z1|UK8w{~Mch`(L=_y%XsuHCPu`wR%ftzIx+)uCKY>}fKoJMP`Q9osuy)Ib
z6ary0<VYJ?3tx~N%gZZr8c_<jJRs{<tIg*8>{2|wj=@@^s4n0v$r^+FjdfV0Q1yZd
z*$(<-lG9e0qTcQMubm~>QU$<Yj)g^gL3>BwN~3u@k`>v$Par-pUE|Ty9(w-GhAaOz
zgq%AXzKaTqskAZ-!3kB?%FRSoMlm^{vFo!W`40k$1-r&1(LpjIItaL-d{)|A<0W?a
zC;JXjBxf7)S<-wC@M+AJ2Ds|Md}am-%~^C?FC6t5bT7)N)`ImTfv(?h10R1KQ$&AO
z{@$U+A^%rM96`JcJodfff{_HS&_sa$r9MhgNf6(38RU~?Q@?0(CNo`lSqVbJF0)2W
zcljNvEmhI>Yyn8h2}f;ZnT8Uv?F#6tOzw&M80DoO_tyXy{!Mocj&@$C1_m6Dq~euu
zKB<RYx7Ij+y%fKLV5Yp(0gG*7Rz3D|#qA1^!dge&>%MS3#h)hxsBB*TduKIcks1w3
zZV4$6j@e@aiSMh3X(Zsul&tmUr07=g=r7NC#`6%Gk2wxxa0lV{9wKa4splKP+}Mgl
z>>StxWS`cmL_9{M?N(E+;q755j7v~~iw@%AN`4)4yxjwX#n`?7!1Z&N)~D-KBJe?*
zw#)~-9N}UdbId(GW+j0Ym+m_0cQ}E+_v<i?iy}72I><^E?LEULb#rZpgw#^t+0Cz7
zG_$CEzZO19&3<Ju`(0PxEwRY_gKVj#Et_6#MPxCB8kUM+BvI!HuPdh$X!raw9EWu^
z<OF5q)ltD2RT$puM#lq+byfsrch_p~&ao+%G4b?0x1m}>vAn1lw(?8(9{L8m*j}7y
z-McN$y3J?O<Igu(#y<YO)6RGj)AFCSj?H=pmmYp?Tr%=vfr#qV=Ne60Wok~bS;FL0
z4BlUl9~iF9cw2HIE0=5==qB_Z9S#1<3nSfq#|9i`Eo2#w1!9I$V8fv76rcq`_sD<L
z#rkuS_`FhFGPA3*vuE0&iEj|8=J5LO=A{2pN&oltX8q%Q-Yb|lCBK_dJeMlSaQ}0~
z`f}b-%{m=LbW8{|-@Ez+i`sZV8w#lPOLm;9f4vIt-dEf65zCsbtpOQ2);lA~8=p#u
z+Vz+%=<lvnV=d*he3rte`z+ixpJGDlHlJpe)31%DwO3LggIE6uoAqTCPvLG%;$g<P
zLZn?c-E&Fl%-*$ZENY{p4XcbqZZ=;3udQvD>3TAFj;V33e?HIFwrL}^gZ%4%cZ=8m
z*a`ptvKMbWQPb03@XEwU`t3=UkJhu*bgADV@7C9pQ=Ly<|3ut#MjQ7)Yqvvm`-87A
zkp6vk)@s;5w)Nj<&iF6Zhvw~DnG3|Q*PB=Tl`7qO#b$_K!6NwIXIAjcrSKw6!9Z)|
zM*Qu`+w{fQ`)B$CA8V=l_2~$M--^6GL`1A_T3$2$Sg@k1tFS!s4!tU#s>Volt2I26
z<9<WSRCHHg2<v@&2*&;Qzb9Z_4LU+}ncFAB-|Pu}HTzWKqW}v@&D9>DEO;UfQ40$Q
zf@`LV3jm3nIi0rvhEB%U7Ep!7BXTuaY<~Hsy0QL??@q=@r4Ijf)UM(k_kc?3z*nN_
zQY%^ELFhkc=J1I<r_5tI7FwRL+oO#^IkJmJU;+O-9d`b3Jn-&ls|5FM1c;;|ty`~p
z(>2<RSH=e_ePh8}1J^e9y#VCH4SwB-&x=SXMjHPDSb$WoPkZ0U1~@hWnBuD9)Mqt?
zu^7vC$V_xQ_9j8nW?lwCS_*mlj!K<|9=m`Egc!zxlIwaA@p{uWcub`dAXYp9niv0l
zSi|sTOJLGVmGLquY<X7WgYO2alv6kPQ>#=)mH4HPZ(L50%%S8FkO|)BmJEl1TyrX7
zb{!F6Yra{?Yu;#0RCX=7vkYruhwe?~Nb$1q6gSYMQi1-7X<ulTvh14yf7zh}L0>Ec
zyG-^LJC)I@80}0tIY}Hm`vMT_KYsBBX|w}$k*F5PG#5bULjhw6;M6+b8j%hU>LVf}
z%g>_YIFTHN6eL<Ugl#y6swv2H6No+v_EyG$AiVHpCcsA7h?a%}LF7V|mY~v`_RnP9
zRfk*G*G%cmUk2A~(nb|*|B-vy97IGM(_?Kjk%q!lK$$8#`Xj|5LAZvr;-o`&SqI_p
zRl;PM(Rc|&mOlbhkPQj%8jvWre$U@E7>Q`P5Ip1^<vrhUIEYRotE!?R-5;HY4z<y0
z-)vyTLzOv2B$58dHG3!CTob<<!sl{D1WSNQc>l-EGt5;7E!^I0-hi8O8d_N}d9<Cz
ze-QqeEd`|zwUPISaNvYFYt=A;hy<Ve6cj|1C@?^_s|rS9k&r|zJWp3UT84)iNd5~-
z_(hFs4^Tpp)<Pj|#pwbYFiKk@)3~;x+-=m>Auf{koZIMho+|0Q6O8!6OBT`~LAT!T
zhiLellktzgBi)z3aS)OpUNcK&Kc1y;P6unC7_TxEd|<LdV7hc<5n3S?A~HcCl~)Y}
z`m?ua3<*edK;%0Lhtd(_hg?8b-(_Vp(WQ~?y!Nln{1>|vsE`>8nJ+`j4Tmb^sltpa
zoW@g&?~~m+v==s7AE)i+XzW=#_8flwY@)>3BHp?FDuVv2o}?6Je`yfWr(c~4Kdh!E
zyQ?-Jqfb?`8|fis@wY}!cVjK&qm*Y#Ml`J#%mX=QzCGKKj$m%X8+h-7`1>HpUx64=
z2fJkk-w4tpBKiqQh>>Kb=J>>Fs7_y#xu@##MXON$2uGUiFZT?nC1X>dWk|n<_8G2=
z=n;H6YhEu%_II???MdH2t*_ZJ?Y~_;{#Zi|a(-5IeZpRs&ZbS3_UmD-kCU2bHf#NK
z=eYOV9s+Y4%3jw10-L6(h(Y_GfMBc&V4=*UX=qvHI4XSWRp~QB#5Oj396T}SS&)wo
zszmze#*TSF0O{w@y*#tZ4f<1j=$nh48lEDO0Q#l3pN<BShyG1r-!2@3`CJ*x{zDi7
zw%tf%EF@ItTNM<JkHDH_48L+8e}xIe0c}EhMt|hh(IcFn!@FmZKyP6q9;X((mP6oB
zJPUaSeKJPo7m{bnt;SSKIUZw|41_?bM1s@i&^f&1D^3P@C(UBD*f1aH@NH<UcYYb9
zRL`X2SpLB@oi+Zhp5(N&lOZEqoUKwF*WK$EprEEg@>?WNBC|l)EyAJRq+2rDuRzL)
z>fdfM=Ra&x3X!FS_+GAiJj09DR|An8yuqKyoE~Z*xd#X8o{!PvZ`&5=uXs-nuZ1s-
z(kd2iD8K+hEt~W;aV2~6VVAG>Nu2|oc63(p`^;)@cG2{(RS-}n`F=!)7noV4`0`P#
z(*vR7W-N}2)ByA`E(r;;=^2dftd_;i1-9Z?@$HzTv_JEsXCT_aGNaN>v<$Oj+Z}JF
zcV?|#1@$N4a`WeR+t+EVGdryRBYXdSfuMdM6&}G^!;FBrIv(f-Qa7H7p?N~z>L&$N
zuTV~j%d;6TBHZ=1hj6{3fvQkirf8HClCdAtCL>}XTIXRoGZbT2a-I!ykBL}091WI<
zQ^!xgdMufF8|f(Fsy}G?a@P0BHts8suyV`o*~_H|#Qw_)#K6K=qCw!kJb0W<;`>lW
z8~XG4%pgQ%A<<LzD`y79i7ufYj?RNA6oX$v?5+<on;Eti>!a+tBjtJ|aL48YUeWaK
z{^H*h*k^K!FM4@Kawg*#FiVPSkXdlXoU%nF*B`^}gGj{8Wzju&X0Z|ypf-?JXp)st
zuX`MNO#UgML?<P6lUKZ}#-eLeI1^R@O5CZGk&Aj%OxQ3(9VnB>L6&%J$w*1<Tuygb
z<(-oto;yb7;4HKATb500BiJH`d_re-5T4wF$DXs`(^tSnxn$X!eNfi1HXjMxcL1r1
zhEklTK*PuPCrcaGA^KNga)6ts*Vy|<?I0fh?Npsn@jlhQp<{F9xfb;^+VVHG?2_Wz
z`=~536}RvD#ILW4E)M|xndYf1?SVBd=j78I#3dHZt2ob6{N9nFGyns|?itzkzV%jb
zUdNLA3A5!HpCgvqxejVZ+6sLqt`2#IwkbcY&G;@ZlBc${gAnEql2NYi3Er-Hf|hb3
zRkW%GXw+?9unf)lFIkQDjYUTGEsCZH7hu=|fhCpNDybJb_|Y<^B1Fc=!UpA+P;+uH
zl3g+mJN&}-dofFiySePU_u)pYp0M8m+O*0wW{D1x&ip1^l3gKxtjdy)EN3<ZE8-2%
zGqpIDg?nCosGKi1oQc+Q7Drkp3gHw#D`bAhma(9h@T!<|vox`D=B=EJPO6~ngIaH%
z$X5O{=tXeOl0*qq8U^W}#>i%lj=Tt4J<gdY7=X#P4ixAOkK+(o1m#1pRW3lsbRc%q
zvNMYn6A!~;MJa+;D&?BmD{OXy?k2P5Ki59~X-QzwY3ojIzmZy4Cf#~{qH2roYJQUP
zR;k|4Eb`{cIPUR_SAn~ZE_uY|DvJbDU|RAC2zvkiTmBf@pfy6@kK5G)RbuR5HfF&=
zVb>Ie{Hp5&(D&vf3^$eQoZ%`os=Ai&rc5fTk9znM5*3Z&QFqMGs2up_RX9nyb2GSD
zr^{HL=$S1l^7n`$kL&rof_5$M74~%DgJ_RV!cnEmtr<t1UiN6}edV!8sym$W-3y5X
zcYW{5^umf%Ras0CNEM{`X2~LUN6S*{Bjy#{_|sJ=z2B(EM=w1J?sK;M22&*pqpLU0
zbKk3wCP&TwI+n|}Sm%6Nq*v5Q!CGsoby%)0f+HW3(&edFhzMaTa(d-Ila-MK;7Zz)
z7i0XGIRix;uY#kn9l)n%)5EzSOq<jJW!EzZL_PPiJL=izydW=t89&b{Hn9(YouBYU
zzPB$(g_s#l8k-*gg$P;a8d@MTsf;CHKu_5X<>>o^ujvK-I0c`B)z)Jhys0pZH|RV>
zXtbt-#2u<$vX^6r<;RArAZXkU4R}(Q7oC~AesM+)LvG=r{$ssm%~a1|dmVp1{VJXJ
z{6dc;WnG#?O;3+ih#O@PWg)+S<_y9=ItgoK<{=W76`rNc_sutz{V8_TH<-dDg7Ol~
z(~x%2v*FPv<VdqT^}eHKdB3>^HxR~@Gwrd3K1`aSdH&5bz*d=5(B+o~o`bEgM58o-
z&v{DZSNO#XX5snjc1szPxkb|%Q+a6__b}C759$Ii)8<}7&r2IrjGRDXZ!S%#6h27t
z+&Tp3U6@I?WjN}o+cDUyvAdKu&n`!(FRnqHJh9sxms0L7I@z9jE!Ha5#>JR{1Uib>
zFx*pwl&V*nH12U$)pDS#FD^h0*a}h^0+QNw)0wnIEy7X$4W#?wcNm+Dh!%EN`6ut^
z;iVt3vE><ubCyESRX*<2L5&VdlbnzY#{_I@a2+bGU+(9K*Ez`!aE`M2_*s})hRo{)
zY!V`Fq8eQbApU4(ScqpPU`d4mKlo`H((c(82ErF5U~i01($JZ6Rz4f^Sz!#9%YE5^
z5wO>vJ_|98uDiMH(ZW*!usY3ChJDpP91&~A`g;_7z|huV5guI{7t49<6pr31RIhtl
z<lD$$1KlIb#V=qFf{H&831pqRf%p-bOop(dCInNAT_XLji*j!AFF@sWZ~IUv2B2<b
zEX1N}>HN{kEwi&LINdT|%)6G@3#qu939wN}n%nC2Gs<)Hcek5aVnp}scTqiGg;B`%
zI>7G5j}L}{^kb=z`8+POBI4Fr^;Ab!q&cD#c7AX$4C@}LQ|gTj`%oHFUe*q`Cw@cP
zH^Y25*Ub~z1f7{WsV1t`=xW)^jqES5+q??YB}A~o?3hK3Z8IC8j$%<twZI{+G0j0f
z3*KfOy;1ynCiixpC-zL*ovo{Y;dGIpE>$ldPscp|n(<q(YZqPTkdPD8za9GY)=Z{j
z@ZS1*^@bv7UA4%Gh)O|+CSf<HpDX=QDZADX-IH>^Kozr4_$f}$s1bNqJZ!$uIcT!@
z@Z2hNF0L<2rzW$?KX*zxw!V`oJ(>Dxj2f!*FBC6_(2ZpAnLxm>E(}_IZG5%lzD0h|
zzP~9Pd1D)mHI7P`N7?_jbR4>@N6_51j5PRhso>xljO`*qpaj>#N8)-V;5YkCUu^`O
z1tC>@MIG!Bkn69!jx>=kkP$I5p;cXU0=hXBTW<;oc|T<16HCWFWFYxxR)1_40b;C|
za`iCYiLCi(oD}tfP7eR{NchSZ(MsqaoT%q@YP#>t?Cz;6xhX&TuA-H?W032ZIaq#s
zTapIMhJEYg4~gJm0|eLK4NOq>%Uk57AN+XTSB8u2$r}P}VmHTdzEQiv)4vNbSTluI
zApZLf;f<XFU_gbNL<WFEJj#1{m@kx9+NcrQAtJXdts)5|<0QP31FSdKA4>b67`yEw
z+n3*_{h7FM21#~&+j4u=;ht81{SBM70an~K=cq%vu})v#)icNme{BpcHp{2bs-U78
zEBd{g{ig6O6=Y$|8q4?#BQlT3;-&4&!0&$Cw;<e5Fv><9T0kWKnrZd~;Waa`;5z`%
z89!oj#h~u_A`q|D9vlYwt*?SqjLeYzLA(_gpM7V)iZyi$CLu^XH!32E%4JZmaJ(m5
zV)M{pr#a922;I0QR@iyEnZ<7z@fye3RUk?B+WMYL4mI2N#-JOza;^&K_HCU7?}ie`
zm2!R+LBZ7UqJ>4UrkOn7yn^u%evvZ_pmWmd%8tfT%L`3`_Y^u5j%WtOv?`-J0LjL-
zhRAt5?@<N7>%@T_DOax+JT$9QsDgM$D1VJOIy6QZz2I?m1#mI2qGSZh!NPi2+=<~H
z9{n*exE@UJ-Q`?U55a&0#FgpOR2jo!c;yfWT1nPRuM=_M9IEn$eQW*t<`j1$8SboH
zR+wn+4~llYA=0Wzx#-s_hf8q?xUTaUHmv#h1t|nC)34d&o37LUc^LOTYDmw6F%v6V
zU}-iCXh_JgL9^{}PK&U0JlGJn(U>;z&7<spA#oukikIHss9El$Ji(xlEgW*kw57ZB
zCZLt4^@&YzF~r1ebAuy3m&dZ7hz6Q&@;(3(TVuqOX`ihVFamwMTGiS47T%-o2z;|<
z(xFp$_QK`GsIbXNP+xLy#PCu{_FtRl>BbN(Gb*UcSc_=*ozVj{jo})~*F``aPGswm
z%v_151IuPQru>YGFA45^_?X>FV?s`?E4UH9)3pJZTMFN&V=yX?nHj3l9#b{!PbC0B
z_ia~d`PviW?0PBQX;I??KSke9yd{CXy9U`EqWBO+{gu$u{*s-^8A0NkXM56}-(I#C
zbzBN{uRHHNg@`w9$R0adQ%n2%_riITYoMLEBa@0`DmuW~e&clKC8|IfLlb032gnkh
zDlhrpb^r9Tiv88!VY?%A+3K%v*}msTE5sUS#*?eZN2k1RA6;hko?eVsNoA5J$GHe>
zp!H9gP=da=LMFC}rLs>w6r_e;N|1`kkTJ<fMWhQGrqtaLtKv}OUL5Vxyy@Rfz}jAF
zl+z&tC~7!^(PAuQcwu;LEzB4??(npKyBDH%FBi%96#r{yvmM@xH1L=1^(`n3gsIUE
z(<#!pyI8Mj!XIf_STFywZT*K4*oD+=S0DyAv7#HXWf&+Id3`~#S>PLcd;R=X66{jb
z0dAGdZR$%lr7<lhZHNLr2zdA8UyByBIt}Z7(l=@0^Zzj-*fvDujS=_1XkW52&p&Kz
z4a1;sX(L+zt%7>eF@6trHdraOGo)X>6uxINseM+pBb}lB0KZY^-Og`*9AvP6hz`~M
zejxM#!pn{GVIW)11Gi5|+6G>yMIlP!@B!oj8>oiUoeYEBZifrG$2Z<|Q-K4>a6&u^
z@~ofe(})3t$k~cMr_cGw`zF5I9?(s|ZhZ8^uK#gG`~Mt)`1#Byd-U|(IeImkZ|BB!
zKz#nne@CPLxfTD*hxC7fv;Rk0WZ2)3@Y6OebGr(G*asm~KS8mOatefvcI-N)Yh_@c
zyVA~X3*LOOSPG<rZy*&S79yDo0RSWxNq(x_6qC8bK!i}<2}oKr!M$j4#l+y>eGY>N
zCJ(K-F^>IZsaH?F|7%AOvR6drr%zWCx(2^JvwPMkR@9S%4Y^<>@^qj9MW5;KIH-I5
zZ)8iHKhPIh(BLs_66TI~eN@VI{OLGgcv*jlq1%9ddIj*%b!3?#IWPdnn-7e^?q_!?
zi<h2lPlb9b!CcG>)COhSo#O|xg+>9y9nwH?J;j8elyJ7_<+VFR$RYMRj!0l<_?7>i
z5=N-tM?;{zToDXdzF!8rD{W}wX3!(%28}0f4gCmZNPn_r$JpQ>@ENW^D9#_*sZaOO
zA5i_$kljMu4G_~g_Wp|_^JLhb>Z(6uNgK3Q^D<cdI*=YhB%G=z1N*mGuYwfX4!ru8
zknF7{=%tol&Z9wc=L%~Xuj(?$FDrB%w)<OAf;jueeiuoIfb<9HViZvJ>D*a8!j-%Z
zn6tNq{88yY1MGy3YA6&<N;?vq-q7>`SfwHHOm`Ws{T|aKX@0l1OB0YixJEQ_)m9h`
z+H(7m6x_;>EoY6ah)x7#f2i~b8PaKJLc5x}r<wsf=Otkq$}YTzesPyU<!;EN%?@nr
z#0057H%M%Mgz&&ewR%G<qYwWWJnuS@ZRXT^t)Hwz`WijE4)N`n8Uo^0M}UJbU(gHB
z(N3*y)q)>E0<bsEOPA3}Ezz8JS$9y~(0h}x&ZGsVBfBm!r=0>DElYrp^O_)gR<#T*
zZ)~xlh4)khKHok&RKvR`82d$uWQp3g27@M2l}Epwi=8KD2ocFmJ}DxixJ=hZ-t&WF
z3*TU*0}jIb^#y>7Q;{x&qWy~MjkB;%-Z{uvU$=p`8X4l~W<+fvkwmhx-z4Dx^eN=w
zy)65>GNaXA;pP=<=}3HefjnpO%TZY*%JLTyT*QI*0D*H{KqKQ{5qll&Us${U+DFLB
z+XPGMp^*;KhR99=31?j+(5gXv*5Dx1`IHH*2@NzJG8WkyOnGspUr}|Kro+|2ska+f
z1Jocs2~j3=NZY%Rj+euC5#4&q8$8!c;_Q7E18Z0OfA7Hgu-LV4Bo~5nCR|F;p7jy*
zrBfkfNSCr9y4Tpf|BJo142ybw|3wE70~AHYqEr?J2nvcwqoODZ(p`#lGlX=AqM(2Z
zNJvOaN;5PDDBWF33^jBQaqb6jt@ZowSLZrs?|t?@dtP`g7Q@6hp69+lb=v{Mkg5h1
zL3pj}BIN8eBAg$YW#{0n1~e_7(a0Yg8J#>G@2!c_)@o=fQ3zESA5MD5TWUY_6>WP4
zkq`@{)DMuw_=j;1?V;vDYR|G2rUOV-(?Bgs_on!s(PG`r{o<%<?-^q9;eX2x0QD6}
zHn0S=m7AC^LOHQyWW@BPEq<MC9PUGXxMpjbmt@4b<V<E6jDJEt!&p}=f6+~q?A`l8
zsWNpg`K-58RkIV^N_d_erV{pVV91(B%3+^d+N=v=<^{i1ZGm!WgiN(S{J3|>(bIw6
z|A{$2rvA8$@Nl8aV3a^{TmU<J8?G74cUr&D5(2qx9ISNAwO_j-wFN*++|lwgdCcD?
zBa^>PvQ|MmVx0Y&BM1s3&Bx7q@9FpHE@+%(UfB7^_vF$t4TmHSSveHsMW11R0mbzI
z)=(8H3MT#!fNU7_g1@ueLNXUPv>~2vH)X{{r;f?hQ(N4|D8ImYGOZeY3e4eQiC}V9
zg<uK8n=QLfF&%^QT(pGlmkl8FY4pa8H{Dw)*)k=gIz21qQG=D$dzr<PsYD3Q#_Wfl
z>2=71Qlibg2+HE+ov!hE-kwuKFL0sYcc_(5wDjrAl6Id&d3L-263wK=^Y3J0O^Eaw
z#kUokf7pQaa<F1Cz<s&-TiPCKm-1@T@5PknR3atxc$qBu@$a0}PT{~vS}8l1D{6&G
z`7_e*Vfi}0*;iTrst=8ju6j>jo}Okb?>Rcz)(XIYS>8n6m_>|p7A>c8hTJM}f=aZb
z<pq7_SkbO)2f6Q#gH$#-n||E~6=7`ki9T!Ounb!&Q|~NeN(e#J4`i|ZnnxNURv$|0
z=j*V%@)V>n7Tor?l64pLHvnl@LUEKd4@)43qYs>Vv}TsWbNU;4+U&I`wkIzZM(e%T
zAZ4I(QV!zi5-o=5XWfqi+G<<92pH4t9H3A{o0r3+(&&0QI?P3_tf`$mpjY9zCA<c!
z`BfrOL{FJ*m8yB+L6_fWBtCPwV#2GpkHgu{ePQ~AFOP}l3+s6)HX+XPc&=O8R$WsE
z{D<f9h2Gh796i?*KmzPY{i1b$v8X(t7X%b4X{GKn%jY(?J2on>AnV&SoA*z+5yQVu
z#;^LY@8F<P4oAX^0L9s=Z6!y$X=vAfpt0I`-d%p3oyOS!x(-!%wu0CFkvor%mu)`N
zlvl#&N)haQU8MXhFQW2RAfc@?6?IH<cwX<8CM1FODpQv2l=n`C?u94mwZUY39h)0r
z_ivOi+7(-<>`UukJYQ@dV?Zd50~^t*YO-Cy?#g1oD0G~|D=3I7C;*FY>UJHyb8EQ9
zDkwVdC;vk6jLB}^v~-V5CiLd%xkdP4xx(=l%nZ3M9L6hskl9zw$I!p88IGJ$Z*~(h
zgut%$&JtFaAzHpj&w?3;R}|ANhfmq;AWjeW7CW2Vb#8m;F^J{#zI&6<aoiRP373FC
zqXoZg;(N!dCzdu<%>UJRm_?SC*`C1km=f8GsBln?l+z7^H7c%#zgy}xZ6x^<E$GSL
zuc}t*3V>}!R*gL&TjlhP8bq>H1GJ(K%TnsBI;fN}tDwhC+*cxMMV!amv42^J?P0yq
zKBT9&7bqHYDzm6afsQ;;`{g#Bu4@NKtYnQvJLj_lXC1+5Up*UC3``4degTOLkv9y&
zHn8k&QwH2>O+xtFgR2G=;IVo`HWg3mgW+Frrt{FV(a7vKHKtxIe@(-ounY+cVJJMW
zOW>4pQ)AvAMc28YJ!b+>A`i-tlojnqpxD_De>B}udCSTmOH^uF?ZO7Up=@^#r~|qq
zr)iqAIfQI?JoWcMaaPtn<MDOIUWA-y$LzUK?k$yb)IlMZ&j?_#{Icil0Lw5as<YI}
z5L7gX2glo|g{;Vf{K}RJhh}YaVt*e)VZE=zumDkZIr6a(nL3(#fpu9fa}Tr;^p>(@
zdO^FZL%C~?+IY!pxkF#=PvQ4A7}SQ1D0xrC78JMbS*b@Mk&>p1j*>lB)3|bO<+P@c
z!NicKL8qQ61IaiQ-?(pL)0mK_=Cy>9n^jr@l@~Gw<bO3QC)*62<WSD>fIZsGeKCPh
zn=M%tCkV+S9j$irqyFJ2geF0YJz)aCTRZcrME&u#csC!do-S-k@-3PrBu!u~?SKAi
zce@tD;=%#8wO#v8$ad<xv@mZg-_E7M2F3Xr{9YqSHL~wU)Vzgk-fb?Es#!IZMK`v?
zzy1tw$5ph-j=;i@k}(c)>bl6~VlRWv-MA<gM0GI!qV~s0eTRMh0Btjlx^EpSm&8K@
zPEf7l67n)whMuG_HV6S=xSXGzrI+CZY}`Px*K#T3Xie5fi3)~s;O$QhoxP}Bs}Lf@
z_l<vu%~7bst9*3=u|_E_sYl)-QanQd@?nqQSk|Bls^mVMgcS1NBsR#JN3m)=nyCw&
zp1m3$z8a?BbP|nyHu|%-nqilNUbY@u3{yy7;o%7NumzP6lGm%cBHAXdSzd(=$WSBO
znz7v%nO4J$(tlcb%^YY>qm~!FbIiYr*68!~lpjuDRct`kL!k|b>&T8@TbAG>H1%;(
zS0Ts$2-JEK$dc6oZ_)_9=0I5eQ|KZ@Z`th_u8-xrF@wC%-SEp#mp#S$QM{>hI4U&7
z1?HP@h4$mA5N`cfZDqIeBWIfH_H>m_Yb%3}N3dTYGowQvin&C!t0pdOV9UfFqbHPT
zO^oSztV4j(07qF=QDBZ86v+?pAFvWdFFyu`Z0f=v&cJyIPb@&Z%qqPX%WUqRs9dGr
z;OD-B0#znRKLb6Ex9vtHF8-MhuGAFZ$IV2f>?6HQu{+P1gl#E9*QV`X_7_1_8zbnr
zG7x~D7J&BPS68}_$+?#y(t4W#&#-g3y!8_1?06~K29Pyzu+AKcTQSs`AScgkK_zw7
zt!Aqo;nYnic*&}T`nvj#eo;De5j&J8iI?^+;YtV!IpiXmWh>iRw!q|Td_U8~N0_^e
zp5%#a+Ge2I#Q5&lOm#k^qq`ND3J6IgPclFHtkL!tKtW;ggN`VWkj`}2xEiwxDw9uZ
zd?v~-5P$|CH*Zcrs?hrdAP(O@?Q1JH*SfKzBg8mcsiz#o&8@q~e1!Q-gkRKtPkX5;
z@C|pk6Dd<>kDYEq5^)382q3FXj9&CJcIJVoVm9wl&^1N`q;<s#nWXDoG$*^WdIph2
znIN;t9L?*0?g5rN=0eC<Sf)0v?I)Hyy$<2|UG}1FF|&xBizCD#h;B<pdj@2*M{(()
zq;*oiH|jj|M{ab1@j{z7gM@7703I||Hgl4g4)-xSN$V7>a66EZ+C$Fa9yO<Ktm-8*
zk~qqK$q{*sk^00SH;@+A(iAYpa43*$TY-5jN`!eGB-H+(XciPB)JFXlFflm3*`(f=
z;$a*!@HsN29ZSx;)%RVx{RB`!EbW3`_XfbjF>uAPA_)$g`h(0=A&_brY|vj{iT?*r
zV;r>de)*^8Dmiv)=#39g6;h}0*RK8toCbB&Qz@qHg$7f$n_4-?+Dsh(2u0>?KK_3+
z1z@<Rp3J3Y_}{o5;A^jL1G(kp&9Jpll^hetP|1lbt$`P(ZBv{I;Sne5N$C?Lmr({e
zJfgxEK4FBib@Pp4Z|2yKmn?K1AtY?WdReXd@|1HR5onj$dNRETrKR2t_g>)TKdp&u
zdD2rggzUGdv52R7u7A&9$dsY9B$WOUJgWS^7hv%Je9nW<b0=8dka*6UVGGT~2*;hq
zOg=`r_K1_7g9X`pst308cPN3n3Cg1@5WN?TjN~KGh)nvLZyjHZ<yF!ti6L<9+=oWn
z5qbK@3Iu^o$}Br!7!Av}0EoH=%3+m$FAx6mD|&SiRJ0ejj-{|}eWAcr3w&|$UG1Fp
z-!hpMb_|Yl^{WLa!p3$DR-L<0<J)ddE`VnLEp(IxmO#A40<O-f2F&mXIC~BK30o)u
z=2eQUiw!577=5QOaFC1^pgl1f!Y80a<ULOS5sf~?a^C^|K`CWNF_hoDdYM}v1QY6k
zDR_4r;(145>r9zq-^(b-F92l#52jZy>a~G}1^_lPtto0UkZi^G_g`r#QqHv)?C)u?
z9wXqoTR5Q`rF)_Pe&U=4fT9{fzW5Fb3OS;kd+)R<%BbFa#A7Bc(egG2G1zeckVP+K
zc`(?W6S{~Sc*}HQ1B&2i0Jfsl%6D%)zwWrcYtPRMY2OYmFT;1J^zQ@fxmq4v<5=P>
zs<dj-sow%|^6^hXMW6(x=jS-ED$C2TVctV20l~0ENEbV;H9$QQh%%vhD+M7^Y1tM)
zsBz!4Kd15xoJt*tSlu!%feip_KMNtDu{=Y8OvrEj$$l|UCR+o*k7ZjZekUX9|NJF`
z)gd|FXDEPq)5Z!oRE=C8N-!Ml$eJjm0Lc>+!TP{uOQ1@^<2B9JcZ<k4;9?^UWq>*g
z4LIT83=ORW^5N%uZ-dGamm5j9IC+eVv?NK--F*!F*VLf&9s!s`45b4iObqoR1R}T!
z?;~UkQU4tPtnpbUZM_X9)D=^3$PSeoa704T`XDPK^G?GnB3~N9ZW>UE*vbMSBo@;3
zGrv%<TGr`p-?qHF*y{L#AmvmLx!*>BzkPtJO<pi-S+uEX?D&nyTB;u?c$expm~qiV
zSQp(%HPGA40goSpV5d!57QDT8&{u8NW;(YY5QrOmJ_on{B4U;ru3YH!O;aWWA*f5b
zHRUy97?Lf3LPgPPXy<m$#xa>aC44~uCtgFimp-5_rWWnHE20EeAS0tg+i2_6Frh){
zYKC;EQP}gSazYNyI&VPbq7PvOdhgS=znP^DI@!ql0_3v<6d1<uDvJP)8G+#m51@3_
z%73-JK1N(V1fLF4XjGk$gd|vXVe>Nl4WcOvzE?;_1&;_UdeSDHne~8oBzg`4@#NKz
z?e#8zAlj%VnQ{1q=$Cw-L)(9nfxb1Y3^r87NNkn~FCGi@?zMe%*De+3fbusQsRdCU
z#Tw*lSEV9P8p<e}>_bUg=wVrapw`=#KTdf>qp1L!SS0kRiH>XV))HJ?T+5Sia<3t&
zvp!TPX_VXFen($uE8wkxR{<2TL<l7;2ki48+TBNc^@2E%<~RxmI9C!dIAVPG;h(Gg
z1WO5D8i0J4i~)yP-hL_J{;EHeoAAHq?!bjp2gpHqI5fwhFhszIH#MsX2;1%it?f^L
ztb2C}Umc{Mgg{={TOH_WIxq!Kl4ExCZGJgS3A&SA1HfcQXAKbg98<xcwYn1hA)tco
zNv&H?#po%w>Ri}<T}&uSkluWtp*}X8(9vM?5R?XMLH$5FTtH9M7eE`P|DRXG5U}ZY
z#!`!&(Ak31jEL>Z9=MSRoL9GAt^OxcZ!^9MMt)E>Sg`cL%O`=5egw=pIfB%ra>IlY
zt-<Ox|B2zFF&D|4^1R@=KZ}KhU<eN_X2DNw8|cl^&4~2V*2j)-zE7Q!+;h9>;g)0-
zq{3Bx_>86j>}PHDUug+6*G&hb;E3vbo{znQ){+bg+K_%|6>7%3@dn;-Tdc0bfeGrk
zx1$~fZLEMK$l|IMaG233oUuDw2)gJ&V+PQjS*fGDq7fk`C_mKU-B*-Ci^9@2$HTy#
z9W|PF`kRjx0oGE&6+7M=i&X6_`%rL7BY@WaL$EoWSwxB|zxRaBoK%6W8eqWeBFYjQ
z0pk81G#55u*7G2cz6+glfWQ?`G|s2PbLP~|=L4^X0H?eMx0`bw^bL&w#!KfpuEKp2
z3wI-1DD>KBztUSIi0T|Eb#~lB%g}I{`>;ni1ViwR3@qsuOY~YO177qRo(bb4>b?T!
z*@VxDvf~{r0?WWn$iNC0+{_*c5puTeOIx?A@LI$aTz8c;X{f{L0MH_njPX`IMA(<I
z-iqt_uW&sAZ<>NGfTACF&<WUv<k=NCBq1nV53%2yM%tr(oI3TSh3}37yU<wTO4bOG
z?{E!)y5|1o2qGT=>pv^XvBD%U5Nzs?WfIVula=ZWaEU%NW@2CzkTD(`2ADanhSQ&9
z7~Meukf*4sO^Xw8|0uO@wRdAZr_{I@4%ude4mh~Qd&<zT1$iZHf0S$e>a$TnHpr@?
zAx0(^I*g0eun~>Gbs&Ls-OX0zOH6g)@CLIph_R*;c>o$09m0Ds&}wZ;=((oiUrZi`
za|0;7=rvk$AAso-s~<3wBFT36hBv;#dW@q?adQ=%6#b4JB>E%U<)WIb#DhzvJM;kq
zxsM`Ap(_iyeeCAovHmBw_!isV-=bZ3!k$MVYl4L4DCy0qc!^>D`}C`p)oH!qwyUiG
zonN}K1o^dPwh9hHW&E((1m#MWJFEWoPWtWE?yGo4Ij{<<3c^(s6Aympxr4uK&bc)p
zhlTC|l!>Zr)hvhgy#{bJ3K5S1et@?d7<qlzM&j32L4O@80c#tb3kq1^kz9i!uK{Tq
z0V@xiLrzKCU{++J(1%^L7W)RmA(zXc_Y6@<L*gNQq-9oH0NqQitFe0|bwc@ymIUF6
z0BJL<2DuU(nn_G$^!+|{{AG+EP2H!d2N(bkeLdlWqW$PW^pB&lekDZOD@9Gn{tBcM
ze?{{ks!dE(7_lY_67OkKC*i%8k3sh?W2Ky?01JKiOu^*evhNSw$euvtSRkOP6iu+8
z7F>ka8PGaVE+lve{}rgafUlFg-++?8Bm3qDg*PhS_wB2<I%%R8ufYa4ZEqapJ6-B^
zsgr+1@$0~B=H(&tCcdDh{bF4Yu`sCwpKp%FDkM~{!Kz>zwB#c<=<JRTbD7A~=c_?I
ztB)m5tg1As%^wrkODo7PWJ63c;iAW|?bp=`8~t(Uh|=RXU20dq;C~!{WHMDj(GfrA
zt&LK3RLxa)_)*6@LFdl&_y~A&bW$jMF7c3#-PlnN0KRBg**s8o$l|cLySa1zX)9bd
z?06;!A^e>MtdS6S*Ehrv4@&j*D<W7Bh4Xb1X_MV~KC!k!5mJh_-8|%O*JB80gq~C-
zQz(ihFP_EQHVrtSHU2UbAEV|l{as&{Z0Z2X5|pS4#K{{w`l!uBkEtco*r(lh@8#fL
zIORbnO|*N()pFdpBTCI)JD1`2nWrerg#cv}V9g;re#g3%Wh<Sp$$({yO;-^vGPMa#
z$q~klB~d4nO8Mz}0Uo!7WA|jf$NHi5=Otw+Tv{QB-CAV~$}K_Tv2c!}$H4tVP<vo5
z^_tJ=_ajthTsq@5WnU5@#A|mf^W_HlFEGN^oAB|1`<tHTs}u>!Q;9=Zi5aq-i0y)X
zem5a1D%sXOmOAqG(T+%rDKs9bdCBoB-e&w?8r#$X*1T@EgCO-%O=y)0u0Uf#FLL8M
zp|aNyl20rak#=))@r4D*kZfwx&oe6}r!KUbQam9>jVYgz>Mnws3_m)MqNXA!GljBy
zzZgngXTXZvSeEz1Cl#THa%Ma2CHm9DK9c+_rBQ44YZ(4@cuNMQ`gMNqHMjwl&tiOL
zIo#%k|2oh-Xnd+>9(gi)KT~r*6ydWh1L3N~8TPjvyKZ(pJ49jw{}8T65=37F9O4jq
zvg*?Rh=%R2N9w4hbm0i9FvTo|Kk^=qcY1v~4|QU=NPED95|VSNpb$>v<+jSax*xC`
zlTfNmR0pRV@LuSDBPUX#c3$0!r|2t+ELtr9OAfcKVkEu&i<5;#yYDj9t;5pT04p|@
zj}VZQf8hHwj-z%Ci!1*1Y&3GSw`eTg*Qv`y1D(E6i$((pb4kI&=l<uO6OTN*fB2pV
zw&5>Rq3c|Ev_98z5GQAOJQo!DjVL!O@ds;SF?g_(MGWVG*XIgfL|Ac%u}6(Krf1JB
zzUP4#wV>kpSv$@62JZ2^8cvS5Te6<5;WDU-(Y${&BgC8Ax_otiZRT~#IVuWj%<aYH
zBHF}*RMZEro>7iIdfMkj!W4{3ib3`xaVU@UVcV^}ZYUcl$~uR_WvrL=8tDPd3_ep%
zTWWpo%k0YUc}UT@kb0SP3clzRd`f(TfO2|y*RNz|mL4sWS>OdPO+M9IME7bOlqdXF
z?!Vh^A7JnqqU*e&J@07vVsva<ZhTEB(oQgM59p7x4{%@o0B|(VO)uK39Twi^yxdUY
zWR;Lo4p0ul${0B54N|D}n+K0Z<Vspv(xS`VrH19pq}<UDNl_l9=RC!}NLt?B5n(0r
zf-aKAE|c0+?C{7fF7tsy)TdkbCwO_zh)LNppnVeY>Q@Z;-#nGA6hzi4-b%TYeB5cv
z!rz{(GmEbmI_uK~I^1(&p>)1*l&g$?=oUs@)~z));G#&NhC_IZ<am^xO>e^}{zrte
zy|YLQP3Wtr8-lTmuU*!W=fpU1wdHUxPxhg5?xDv%v{#N{agOQlLI7rM04(?2q%se(
zVL(;Lwk?6WT>(S;!os6=r{cK(x+O{b-F6<hr@z>h0~I=NyN8Lt^t~c7HnkFYX9^hm
zJE*BJmh5_KrQmsFxIU8q%P{2se=;x=VnJZUD*x(+&80n39E?aUoY0#b@05DD@%M8*
zZFO<2Nm1I_-Q6MfMxDyCuH{{0kU&bPWqRBTF;&Wi{iQJKD(LIvu*3oX-Y=$qs%Nbi
zNZoO?1Ljvir(HbCNlmpMVsW$WcuBv5W+Y2uY&`IR9rV)4gf=O(<2`^{^8p%tw=(Gr
zW)LE^!BGhQ@K|+#8aEbhtCWTL-A~ZC47zjWbVJXe&ETuP^mXqDy!&0GNsbyzxj6L9
zY2b~h#R1yJdZgw2#PyB84}pa1`GJi5BJ=i{YCZ-;U=XrvJ`8Z|Gr2jd>!C;NX;|!6
zG=|#QHf*77vH8XfXgSW+e(L$R*w&GrWd8o;>ZXKWHakXPY=%_WA;FrLP~D_9x6}^b
zqnwkt;1rLFicvKC@R%Sp99fe{nqn*XGWX6!Ko977CE&_KRl@;79As|bK7(MRTD2YF
z9C%+o7JsdYVbogYF!;1aMqc~U0VCd+QR&1Z%*bo0X9q{20fphHNR;>b!?ec~I<X1h
zLUCXC1P@`gMJdM>o!!5D*L_5+C+EJ=P`o;L5oLvlp%8?WDWn2vL|i%Fz!4M+$nR{s
zqmBA=8C|0k4TFCfTC{4UPZ;p1XAYr@0edVT;G+Sas{Y9#l=E(w*xY}{<%iiL`Zt{-
z*NTD5Z*Ffje<$o-pT_uTV(gfT`xH{<I5iy&dN95SJoTDfRW%gg_V`OY3pRA`AQ%0@
zWO!u7DjJYbi`3IAsP_3IpDoxxoqtoY^G1R5qmA;{WKwdyEx+xJpvxNpPPuZU2QDQQ
zt2HF`&x89AJ4}x^`w%t%eayeyo#QEB3!WP#MxRS}W*Oi7O%<?$z4(n>aLD%sU(h4(
zsa(yiw(N>FWMx#}vgUYTS@qrlO|6vV0t<_zJ=6#>(5OR@9LWTP=LSF+-3O)@uj{TQ
zWcvW}lF-=(B^)-w5$QHduHE>psB2^o^Cc28#v!aEIEVI^ab~5rCQm|>)*1?~sS#oM
zzS<3%l-pGNOy_()JcfCk6^#|Q&vp2<$-g?U{83a7#ZTcwNP_#ffc^B4wxel9fnTn&
zG>_qV(k?RXE*ej-w4j~Zoryxv_*3n=&Pi(Q=->!jQgtU#CwU+rtEnLh@6&n#Vc5q-
zrZkQNzfUe@O#e5gzq_>mj5}z_^KZFs#CuX~>@Ml=GN}15%O)k8E=oNDQg&6Vpxu4s
zeOh7cTyIhu^uIm3z}|(#O=!1Xmnw6964`ubO`gV_+K2LS*Ks*QN<i%4qYvXsUPL;I
zb!E}4%#FP3d@tNy6B5ZKHMnt#Qu53es()Q=f8m1K3H~`}tckafb!+CR+q?E#Q9LL!
zV|8-&)%nxkpur+wg&Db}GeuTS#{uy_Wt|kql{J_*@?;3Gn@2UTcNcF)MSGr}@C*VV
zERmg-?dBJ#(OPSwc5L28F3&+;3pSnE(rtBZ$n7%l0Z8?9|DglWbP&EEy<5~m1-U1`
z(H(vLvgK5Fp4B}-lbrHjL%KYAoR|TMcIfJOz0NuiD`H4jG-1~zjSAz?BSh+GpM*ec
zkwqwn=(Ry6_+*f{c7p(@NWxETE!@)d1}H@SH0Kz-Dm0lCe<>Uihh|i#;1cP$L-_oo
z<Pl3>%VCly{O8cVG>cG2)D(GiR#Ri2=G?CQgDuHzQVILm9#R1=gt}`G=iJLk$m@lx
z?+O6AR{$!>s%+c(*cjf+@M0N=@4^GdgZrr+r7co*6m3#DUw{004tm23WIcs2(XJD}
z0ToQit3ov_3Pwe`bvhTg^Ct*`TPqW6i)D0up;h3H4qAXXbV~q*;*eDct~Uc5v)wh6
z8iG(v^gSUO+*gASs<}p3#hOc_wxN;XCs0uhgKXt4n85F#B(ppaQ_UDkji9-0L#QGF
z^k5`D%DZCw3}65Yl6LP#3qR<1LmL3I3xy>ehn52*FhX+@V-XOAawHKsIy(IEKL8=9
zOQQjAj*arzMuaXY4|ml6!D3umB1j9~5dmdrgb4NkB&b-OgsY#Q4Ma7z-hXJDbss2~
zHxWuHQF?!554i%2H1DJpDD2SJ9|6&F?ZZFG!^#mhVhU<ja>~HoZrbOc@1qTXXysA<
z-&xQMT)c>dv2NCLX4@Z#mmCWy(8a<z=?*xVji5VtvnkQ?ab9IYz8(D^zNeO{oy!eT
z9_<R$MF@;|E42L;F2y2f4{^LEwnY$V8H2K00i~2c2SaQ#w(48&bO!)OVFAF@6&N{e
zp9{_VXW^0!gW9Mm=H7cG)QSTT879!4-dhZ8p5cGK0TNmu_&pe&AEJ7-BVuv9{W74v
zxoTzGuU8j@;7?=_frDs@%d(Y0U;BM1fZP8C{8R$LQzN?2K+n}Yke*fr_gvW3F0-%J
z$I+~0cnIsBfzO6a=vP4Z7Yki4Ga5a+k9`qtsW=q9nsXgR-E>&J+WG@bs1!=!wL&<!
zK44k*fLu^jM&Y_hoQU#iQ6BfeB9gSt0ok-^x31lwKlQ{RHW)(h%O;Q*2_9v~5bz3H
z%RRu&emb`{HAN%vQE1d_aVHgBAl0=#7f80Z`V)@h!toNWj39{4F(mtQu>?N=gx>)g
zWO{+E#R%h4FWvfgMldFGCrw|}ON88`f*qMSkr+WA!2bK-d$$zb54J({h-d_K@H4<z
zJP0LNo`fkIS3ElB(U1`|_2oXw2@Y*Ns$!I8iKrCdVA8wGw*R(H322E@*viu~p%;t+
zfHlrwX$@}iSb(gVJbD3pwPHXM_LQOS=Y8C@^^Ta(*O-E*D5Q4T7Qn6em36d-p?i6w
z2Zci*o(Lh1nb7dz53ItyC=SP3CEt4s7{o+eZXhju3Rw~NKHYoIuAkK`pSZFPLJr?v
z#7Z;*9U@0ufp$6w_;e3TAfuy!mD-#LMYv|L^$}cZbTg?+qDWWbG&b({?xPFdxypZK
zjsLOY%9_tZ{U_pLT2^Ck?Oyc?h<6)yHR;YwOD~$JN$YN6`7ntV&CE4)Uqn&MU8Dk}
zQ*gEFx-UZc*h}XEm+%<jit?ZLF@*PFT6LNsFeVgn&(%VnavkIHbUpXeMrrJv*r8XQ
zY*t9qBaW_m;7JUdN2e}9-4+L3qn-OAvUUxa6*zCK6FBAnykwFk)<q$4Zhb!I;mG$z
z=L(ws&}snM8UX)KC^|Z8?*Xx9mp%ICZw)>{NdXXs+Trlw&!O+uQzKCieDpi5@s-T0
z@H3M<)}t+1_fD)5KhKq&ecHe+v@cmrr>{>4%eC}aKy>e0z6Ru{MCCXbJQ!o(u;Oa$
z5pj_+rH<&DRWyz0?U_JLH|t~Px86h;e^pt*#pkko>s%|&E`}LD>>oSIB|%mEb*bO-
zo>x@^*4<z#eCNg+-VhYcE40zixDh|Qf?R*dF|)b|G?B`D#wM==Q=U;N!1wC#)@w&#
zX_LvOcIVkI#;ey0$S=aAafxeq8%NlGY)z`25D*CnmjJrl0S4C62mHP!Rn%$`EaPhP
z8OSwHQ0?137Fv1rycpB_?&VKCs8VN@eWrOe$`^O%y$7s)4rIZxH}?x%fvZPV-(ODt
zE+~KHO`M(3q-dCD8b7KFAkI)h6_m5x6a9bo9V0PX7w4I3-#H@V#!;6Cmn3rdMW5(e
z!i5nBdEKlY3*VW>Va*%?d^cq!Nbk)$6re-JD3Q~e{%=0CX;~~%rIcG}Ev#pB5lbk}
zx4f%g8e~6UFj5n*TN}37Y9J*!p`h36Li(N2#<&Mh!;c##rCFFU)FSAV&-;j;H{5ln
zQD+irr@N1Fy*R`@&zg-;C|Po>W-C!Y-tb4=FI;?I1D{5kAv6Sg<?}GBm6Oi*QXQ^c
z+P9%WZIxYDC2-;cYr$m@@+!?l@tjs18~=6U)lanE!W8A!`mbBZ@mQ2!!uVvP>8`l<
zf=k6yd=y1TgJN`pQx>1l3tZ9M8$r9Zg$S3kh?6f7*PO*C9Tx7v*Rm4VuU9%NA+vBI
z?q)gpD;^}~-3-Cm<hH0Xt9JZR!N&I>`tMkV|7nafF(bTj*V?Yub^9a}wT6S(`ybAP
z#?R&m?5fa$TJ%1mHBPAQJ$C7&5Xk=XqdZ9K&TRRnp5`&w5%RA*88*v@MYzl?$_m3^
zGha0Qvv#D>)T62B>V%>i+>;Ap0%eTJ#V59}5w<JJao>73Rz*Xn_*Qw6&Ik}EeB|DT
zTQ`_D6kMLui`!0T!PJG_9>WxLWJ)+wrT+9WSYK-7m)w2{?dGhg?fMFX(Z8RH2~Wbe
z>92i{8y<eR{gk>rXky9c<G+*rX-D7oTm7#Rr?%l!$mg2#$zfx|IRwu^!5n?~Z5n6v
zOHXO3^Pc-ZNlN*7o{O|)`0MqRllqbrclCUST%)f9dPP=UCT={@=-uEgwpviae<%b^
zF4#WHwQRf{7u3HNPFPKL=e1aM!@<~1PWtDVz)vocC%1DFH;>c*_+PpRlT#cv1CoU$
z`Dt_rmtlZmdwLA3Mp40hhBrN5$Ly%-ijB2mkpqsc)Bf;9b^gjqC=YkZuz{>R>~6dK
zU*4EMbs<Jr5Wl~~*5}c8Ph2pUVIKH8a+&W1<gS{0dqJJ8F*{U^eb`5Cx90QZ8D&1$
zEWROP)THdy@w-a3OVj<v?JGeF9dfS2Py+U{sbp8pk2Y8CV-)PN8fjoIZ|VK~@TLkL
zwi{`IVx8&}i%{j{E)Y69aZy;9Kt^Q&AoX)Jo|5c+%*mnvD-h4)>spvDKU4crFu$DV
z*UQHx^p`@;b{T}hoIHE}0KPp_{~Zwk_iiXm24D-=w+QuJ-tE^XzGv~1*W3%Z5VTK)
z!pB5X^0S=vc-t=^{*OXiKZye+Za(tXA%BDAYcBf*qZ}+=0(k^*@Jd(8TT^F+T{rY7
zoY35b6!~Q330QowatX5Ltnx{p`*N~v`$}9Vkp1WoruF9aH57rfYms!<{Xfhp2Gb`@
zbGT`&x44*Az%CPc92=`iC2B$2`|exv%>({b-t3oCX^(&>=Clp0@*bQRWGLyVHE2%2
z6%2rr;q(2aO$g=n$?6bp8_3al0ov(G)y7zHtTF8y9<hk+`Wl0AZ-c#6A96YI;g<Kb
zYCrHax_ut3@W02kVNpldxBj;M-5K$8&4~1GG*tzV+1{0+mOpNV9jZ!O3}91fk&Bls
zwVLedHg5ZTs(OJ<HMb5m4KV|j@Dgh9mt9~!>;f)qoNJ{MI@E{7te0Cgu67}2#R90K
z<iaAo`pE1g&^44e!r9Yr8SCA^VeuW=0q14PvK5$rG_ukbI})vJfT2)4V*W`wMs=hi
zM$PL8TM}D3G4NA$R`qpm-WLm<m1m9;(DW>m;<32mZof1-!~C+0+I3@Da?&jA@18U=
z9m+z5V&v;qu?lW$z{lhi+Y_n9*OH}U#1^Jj)FYb|BA@n3=a{J3AQ#X$<IGjgKSN(I
zm>c(FLSmFMbX=X$luR~EimeY!Wi@0D*ZOEt9~_sbRSsKUDBL{SKOlUj_-b*+kfr>T
z%<(D!nS<=19qNLOOQza5xo;5^0eU1gV8*HydtlmA(2lwZld3?D3D6c>-ts)0rn%Jg
zNv0c_-V+|@h7Y|Hgc<S|@|U19$cb1<kW1|HJ1>(IotvJ(XF2RU<cP3Adw^7A7B=9L
zOrPloHranIr6fVOzwCAPIQ+WCZ7#Uj4zh5MM9ZC@{O)zM^Q!J5hu7Ks0*B?9Y-ipx
z>j#(Y1Ou$aEyIsqP}IDRr9V_CT3#d(%6nv0{s50%==HG$lb!Ku`PoqAwkCPHnlwx`
znm50ufzhE+-NJ9wn)ctC&15p|-@VoGos_j6@0sk`xN4PscqZJDxY${HgOw)$b6~%-
z&S%n}6u)c2g?dSgftaOm@Np}&%QS3dpE#M!ndnc?T2UnDG6!eT8ZOifm)!T_i7q1`
zeAISbKr$HS14O`lJ5=i^zOV?70e`X)QzeuloJ^WV5xmoX?@{tpnpOEr)(~`a9tMF|
zb4@@AnXQ@VMyya@Xw0LjGKN>Jz=CGS9B$)Odq{fi0-*iFOhNWdSIz1}1ZQ<(1TBed
zx@t^ie~_V?QoXu-T0n;7h%{vd%wVoX<RCk1lYAs5H@lXY<Lu07*ebH9RPH?9mX`7$
zT<}v^t3&%}-0@_XAt^fC)&rqpEje)F-;Yj$@95Q9RgLsC@B71gt=Ui7mw)8%cG<cI
zPs*NVX~YpX+~RhVc{5|aePz`p#0e*)f0XOtdqG+|y|Z`_NvZZYd8M1mol!nsRI$47
z{w=%W=ZLYE<Ph>|XXrMrlr|h>7K>IYs)#K&fQ9pjnE=8o$n^_d5*IX%4@1!yO9b*7
zK1zk`;;!OC%>>dumR|&^fV6;*N#ny-u(WrPexrzf@ZlOq3MSWt^hNC3U%`gTLAAK^
zti&W|(Ot!dVrKBr4~5u6?<YfE;tZ=HWptunUV3H5&A$$s1H%;q!o|?;`@be<e}w$~
z?Rr_23JzR1#bDMqG(&YevyJ7$>|naek^9Y)kkhOXY|RUiZU+tWBWAjScd1^v_#_k6
zzs!mRsghNY31r-Vq)nY;+}V<4(9AMXlFI2911b3DV-nV6zo@vX7P9kV7%~}QjLn0e
zHx|!@IDtrRq^6Wmtq|7J^=o8$h;cFCBMv7ws-iSr5vX9DYjX0(KBacN2vN@WDHZPz
zL`+UV&y#MklJ}`Jd@XtJ^mt^$C`(jo(L9jNx}A2u{5!T60^dolB)OKg&qf)YMOY0J
zQ;N50qyq2Rm&k;V`LW1VxcOGt2}0N21*?mx>y3-KW3XC@-Kg{l^J*6ovbgO$>lPbH
zAi_0y;ZiE@hum*vZ?H{P{-rQvec`Hc$77*H`Q#HzHj}pgMDJMK=f+NXa_6=7I(11!
zpE;xMyk=&xQeu=hZv}!10?wyq2l3llR1tiQw!V#>pJOs6H@$=gqwv#FyB4Ntm!`<X
zNwD*s8&jL@NOUh6dQ)4&Q}*Ux-^QO!sx2!;fg^{T>~5yhnjKN;lQeS&4JQ2#i8{F-
zNMcm%MRt|=cZY;1XX-t~s<TFX;`#1BzlyeA*yoz$QdHa1zg+Go?*erq?b0H2psdYf
z2Y(gX!1l)Tb`Rn%I#vlRUnj^*3hz%r%)rhfQIhot7blZ(Y&y}uBg(wLYyzl^jJ?ap
zFY73}tb;puPt{5-3n8N=YG!mayvJeg2Qk-iTd4-S_CSGj4{>9Ig4Xs;x}kqNpT)qP
zMF6Kdu|R8BSM*ZSu=t%}?TjjkM*xLu=|lhH@6U(_|5e~vA+LZ@R%*vtRTbFQD<muX
z56z=5D0Zem<2E6ny%%d2uJx0&7l)10c1v8vxs3;>3bZ%wR)r<+$f_XVOc!QD`fS#3
z{If%!{1z(_ItqKBj#7G0*H7DLL)e})Ezw|nYqE;2(3-1gH5nVLLdyMFJO3vNpBqAi
zIwygMGCOouBD2q2UQ9c&DSJqI14xqYc&R8-vNF(z<Y!sQ>kG-|sTVAl4#GeXbM4B2
zELyU4*i-!Q&Ce0x-Iva3kW;lD_KrwLDMv0TpI5Q$4Ap^kl@Fjv(L0N2BpEO3yfW-9
zDzpcklj_TZ%x|+D2KN4YzlUm!N!qD5+c<;><xY}pCK`}B0kfmbZC{cG!Om`;tde65
zx0?k3XVzXvFTyQb(h=UBDBV<X8?rNB5J49slm5|TAFYm1xi|foa+bj$z+h*%4O=d>
zCMjL6^b6zE_AE5*$~8~9AH=ED(E}JmzJ~K!b2mWWS2dPFE%(@X1qzlts1MutH!BRs
zm(5TFb{E*rN)L%@q&<4pof*+@1LBZ8C_`fl<hePJk?;si7|ADHsd$1+8>;Xb$Ejr>
zsdFD3F2nfmT^t&kfQpIy-DShp@ix4OzL4GA@Ehq<5wJGjRVzx^&ky#HBXcHA@o(~B
z186L`T}$-YGsEz&di)dsY&Ov>#>qUHG$Ig-7_MD8#KoeY?2?$CSvWITG1M}PcD+QY
zsM{5Wu>6jx14^|BpGEn3ir7OUSysgk`PdoA^c#tN5N>i^Tl-#)VQUS9^*5n8c}hL%
zY!8CUS&EaBX5eMMX5S?FwRuMal5C!nvG6nMZ4ZSQYi>8V1#Dn~X>`y%m2ySbK9ESY
zz;g*`mR<FJSl;htIAo<}%S_6AR&%u)fn6Y(HN(2v+p)$IIB6wJ0hEDg2KT+u^uqhr
z+D*NHY`LaNVZty^dgM<=s;(cf9h==?eR(Q07@wRUICH|ZWUtcEJDyOrchJj6?pN?X
zLGnchaFB%zSix|G=P|x)$M6_;`hGf>&srbI4(O<c?>ZQFavjxMBzD?g%5P3HXeY3~
zNFMx4#+sdW`r+S>0O)FL!&r9k!)}yf_Unrhi*w2=o9-9V1y80gn7-r0XC-|&N8-~a
z`A269&le7hnOS1_nv%W%RbKkrbryfd)S1D`{9j)^;#O5$=aLNC)3p<{4ZO_;*#C9v
zFf&Q*8M>WxLo}@NmVi(D=L3v)NZFgTFPK#z=rE?0%yt*a9}p9LtN^!`pH!+$1%KNt
zPzQE^;?HW2e!_ed{^y4OKfl~OB>&xx&@=2KW>d!^_OtTu62}NltG;w9M>pSb^PiJ!
z|EkCT+Y`ehO&U7W_s`Q^#&7TZyD^20<M5w)Wb-LET>t4>|5yLzM>C0}=%Kzv)i$=`
z#SdLQ+n_x9p4TGY{80y^AO9=3aE>l}rf=P1%#ZnRm<Z!Sw(EEwdh*uee>yzz-+t=<
z$#}{C*FTUjo!!Ft2*u%ZeE}CWB=WW2-F<fkSN57VpHsU+QDy(JOC@2cN*S>N>0e>1
zHB#&8M^h$eIMG}RgCM5cukKW2pLYD$8hGP3aBJ3}*T(Td$Q3Fmpy<<9gYK;h7@L8X
zB&BzqA@A`byZE(i2W0D1uJ;UE9X&7o4T&x%V6LtOFg&)>Em1B>0m<1vSWDN*DUakr
z)^?R~d-``Z$R;y^EF{1bta-B60kQbr@~JPY7XX7U@Mh}Z6{BvyR;`b`m28YyQOoyM
z0JL|eqivl`h3fqM%YUv@%z){eJKun?YwHHhA=+ssz-?j{%4cH@?jh^VHXLB9?m!N$
zE~vuvN@Z4yPiDBibE4%o$vmlxvlx_4_g<@be{m8j4hBP0@~DhX&_9}v`9Up|_l)vr
z9`KHhh0v@|z~*iaitGK|zZ@WhBIyAV1E)Zt##6KoG7zpyGWO8poOk?<3MvHoKviF1
zrbOW~_K|k4<@zZi^&i9)gZY66tVz4nl-v@zY7~H7mUVUp=0FvuRja~q(k`GT`oNZ&
zsoL36AVQ#_AC`^HAnl{zjZ;Wbc20!4%iAc5G^L)on9*+d6t`a8Nx+*HpZy0I6#e+;
zTN98g1gs_Zr>>*&W?(_*6b192K?WGi3<tRpbPcvf+B=}j8w6FWCBlm!AU)jQucz4A
zxuUnshtX8~!#vc6K>=$C<GKR)AYQ8k^1896PyJ&4EZRP?;vsn;P~mS*cdO7r)?)eR
zg-@n`2XJ-f+nDC)H^!DY+JXvJ4GxCUGTNZ&`K&FGGvK*)E?Dv@D-9H`rie)^q^fr#
z%LVg`V0yP~(c&?lHSx|Q<5odE4GG?nzo5WOica1D@nmK=5JL|V@N4CqFV<uG$D}m7
zDf>oacRS;(Cg;^#ERvP8q}Pwo`)&Y8&<#YCDrg^)=ZaPygj_WyUF3;cA6hep@>IVi
zNPUm>{KYkaLg6_e!3bTFj8!c27rV`TWw?b-ay;H_(U(h1olVVi#MQ>-*YgE(xXFbX
z(wsL0iAtX}KX&yT#{4+)3X3_wM@|XI{}?+MeD*$dK;1Ack3}>QN~A6X=A5Big$pXj
zC7RR$bS72+1m0N=sc;0ur7jfmhvXMjNXB`vLyEQ&FzU1d&HHp6D**pJTf8G&lFD_~
z6J59oaOGG*+Y(aPI|=Nh6|%RJS7cqJ;7o9^hhj<f>+^kN?>FEKDhd}WraeM6U`F2}
zU~L9iPWbB8LqAdAH#U<G;j7t7<u_cHplPcV594p|u=@S&<pii7e$Mdf)P@-gAuM=s
z+@iZHVm*Q<A&RV%Wq)e%2K2<A#M11AZmo%2HzJRRhTj-#l_;CbLOpCl9-j)y6j#Qm
zMolY{ytPA}f>~A9#sOEffzO3~MnNOiC~E06tk_qwRaO1ib$C^Ms{DCZ&!#azm|+h3
zk&fDI<4&C=-s*iR5jk$3XYsWU4q+7Zbp;M*?hSs2gV3K(VKPIDsPde>0^>ky-TLbf
zyQpXCNr@d$cKrb)TsP@2Py)p80jw~-3|~}HCy&z#j<YXIUvgi*n4_o)j9ws@pvjcO
zv<fjUf=W`4#D-k5*KUmM{X4<+B`wwm>yXwI%^$ZQC8^q(=wb>Bo|bwK5`G+9mD5xr
zeBxXPrd7ed(dELV@YFUtRj4lNdU%OBuzpU~w3Iw=E!C%5ItJ^m(o095fW$!{^sTJ1
zZs{9ZBc>E?y4e!N;1SCQmM9-|4Gq<S9AB-5>rM@t28*h4-;B4!sXrwn+q^$r99*gZ
zIDwMb&hO!c3a6S^i@^~yeb6{LX-=sCUK#nyj6Cp`QqOf{V39rEM)8GJkDbEB9yHI!
zlz}WE+`OGCN`=?kiysKg`*mjM`c$_P_B(l1n6eHhTreYV#lEeuH7s89`;_e1C|E}8
z+q(X#ActYU;8H|Z)`CL&3=1(V<Z!h7lq&PWTB&J0N8{DWE?nbKgil=Y_j}wAUZhvA
z$-1c>U#`e&H7|8_-HXcWli}xOKf5GKXFoA9-RYuwTVE6Nu>9JtlU3^)52p*hSC&zw
zKm5A0Qcu2Y0<<6xgMK){UA@OaL-M7`#oZeS)8j{kcKd^Be|o=PiAjC7vqLd<>OsFF
zF-aAlMTvl~8rNX8Jq?RyJ~Tw%J){tOKj=y=E3NXZzM+Oc7d<PvS>Xje@^^BA>M`T~
zaw!L=51qMhhWpO9ljUWq(X?I<-5?<QFB9P#%=SQ**3STvBIuX=1Q%dkX?vjE(_eCZ
zv*`b!dw4ZWXlV{zo;aibwi{A%J@r#9EZv1hQ?~Eo<sL)8W{>24I9Z_#*HAy(fy9VG
zm}e!VkoM?S<xoqn-^T(l!IUiS)HWG&jO@!4C6Rr}{*JK6PW`&=^!pS0)2+tj-@j|<
z+?DEB=qT<!Bq{_nGTU%+L~%ts40Pz_GVSRa+&OtH{;zz7X}YJ6byE?-Det7tT<dRJ
zWKB?B1OU0M`q0n4*-VpBJGQ;xaOnsRX^X>n48E_e=ljOBrE&m9tL~*deD1)KAo*dM
zRR%$aT!gB2p{)`2HvQwpENr2Bdp@*5drP@$UpK3M*O1(gs}*bKgZAga=(&aKBuX3B
zy3dBh6k>71flHMQ_Sj?~C@6jo5xh*?eheRbMa#`Tv>p(TV0{z8Cm^LtPDQGl7Ai>p
zygO>=yZG;2uza&(p<#K9y?0T);97U<`IGUuV$h)u=em7i!9h|RPjH3L*_!}p6Yv0X
zp9mCKMUD#Fo=Q8UA6HeM0qMui8or5chdzR#ye;zp9I@~jRakPybtSo6U;*Sc;~C|v
zKfau{E^v{atoyJTfbz;bPStBEwA`|S8ranSl7C}6jHuY@0#V%P!gzZ>99jNFSXp9h
zs}VMj3WL%rM42(mTszXU+E|Y@Gh`ow0_E%;`@Sw%@J!pku@KhKz>t-Y^y;VS@40qm
zyM=*8G}E>yiU3KB3ZxkocUtMX>q~VBAq!~$)G4WZRD|0Thl+!)V^hZ360U$Jv{NQ*
za{~jAnl3j9!Ie%asyNPxVnas+(I8N_Ta)@R)JInt?Ini0^K<6S=l996<w8k9hSw6!
z<@h`260U<divg%iupp!TY}oesBZ?eTg{zwF+&XM4N<rfQAm^fD5p)l1DcXiLrqvk&
znk5)+n+a7L$QHsO0H+WHUh>v<GXp>Go_9sZJ`XKp0D|Q~Rn;b!tlXTfMq*BG>u)@<
zzl#wRT}Lbl&57>`hWXY6)lgn5qi~ueIhS0E!HNl3#jJUdGb(#rD+?!9y#a@{<#t6A
z8lWswQCL0-vJdf~dye>;(116oxMaB=6<77t!+G)5e$%i!UhM2@1^<|LXMt@-h@fMh
z@q37fh+U7crvDqE`mu>nb!O^om2be@&U6+G#W_R!OcSZkDDTS#=Jq|a2fc4MqGX&k
z3hlB~a?L)nVN2b}Cjim0ZYRKIm*Xf;ykqSrgoakgtoSJe2{ZQ;j*<tz6%HEyA@GsX
z<>G%fT`qJnm>~eLA7d?8ec{C!^Wk{cr9bp9b%erB8AAjepO<}mbAnuk<_s9M*?uen
zx~DRwgmndw`|5cTGpW98U{C?1lFF`v|4^!vFKvVvz;?sPr{z$^WVjSBsFf}Q8HEFE
zru`~1N8JsH;%7jB9q>?D3k|hUO)L2#!&naOq2DpfS!?A=#+IN!RQ8qQrVz1*8rqoM
zsCzu3C?aAC#Km|7-XWz*jIATQLpPktVGsdc=ZmFCCzADb=wzh^Bx)9Lju`@Sb`YZw
zz5@Q%E>Ma7LY!%(r2=k_MJ^#1?B=-jHDW&GS?7L;q&<BYqhOu4G34?%hzF|^+^~@+
zb#woIlBq7alaWDqb72<A2$!{J%IKJjWQY~*<$7^Zqln+bhst-YB~`;zh*d5@1WUF%
z=JRW8@<eEVixH5AjLJpsA)8C`Ul`m4qkcM!$Tl41<Ky;;Wj3WGG5yml%lCtaS10PD
zJZOcS9864WNYwWI0>AC&3l7>b<u|q0{i%f<mdsQnIJNQVZ%+K}jfbtPRX@yhqo7&+
zVE7P5;qL6?s?gVFo$1<M+TE=8ieUNPb5WGUvO7LfY?o5ZeOorxo=>}cbL;$t|L&iK
z*Jt7OSNS;u()C7`EC`BhhVhw|Ku?@CJThVj4MP|B%*LQx9s+}@?qC;eMaONtKJ}iz
z+4=63rwSl_)(M004g%>%|Akcz<U#Gx0YyS-HBe{b;ey?S?)=uF_bsc<5G|L;2hIqr
z{h>Fa;z69>hd5fh@QC6<hIBn13YW9_{5aA+yOa0>|1=)LDUGY`Xj@$NcZ*|b_x=#a
z(;8$$&oK1QQ-ByI{ntmp2%r1c-~XRqZZ@9(y^he0hwp3Gvh+QOk4NklyAxhd5anpQ
z8?02iiq_uv6$_cwo2OtiMsazsH$TPZKQ80%C&~I!op2Qb3%^ovh1-%v^gF1*_H2)t
zLO%+h8zAnTVj1+zrwpbWJt23|)CVu5Hq^7eUfb1k0X<{uAxu@dNHUdjmd<4VgI{ic
zW&JG}z?8VY(Bt^?wEvs%*+(-IQ;ctGvU*`hGf)LUJ>AJ$Llm(aIqoQh@U>^gA5`-7
z<2v(&epBVIJVWi(=Hq1TX$;llN5Jlx0GXe;?c#@D`IbLpqThKZ9fm}^UHx0$ftfkZ
zS>lR82^aZb3hRbS^E&Zl<`?-B$1qfW2e)#PF_;EX4Bc)?ApN;@AsK(?$LwtuEM}{%
zdq|5{?&d2`ZqH?c54!b1el*TFVjMd5JLmDmuKCSOvhgiOuMmIe3*m@5>u+Z!ZC0`@
znk(M_s5kx>5cjy)ff3V-(+yWCwo=G*?oBsL72qeHqx}<J3@`ohu=gJ7ZOJrxr(FdO
z;UqmcB`f=__uc%L%4n-2-Tq(yJHeR$8zHj)!@tT&1)6h`C83aKNk{(JfY6bZBI?61
z0hI=7y3>m?%=>S1JFPw;stIMlgv5YJ0W=Hk0-GsRf1d*4cD-e?B$*0++I!FT?@NvD
zP5`^wC^)ruwxSjbdKiW1JJdv5V081K7{Nj5d8TqKklQqjeC+nCV{iP7Z#xtSo6bc6
z-)G&09921hau^kJJY1d`Tv!A=FYiP2JVG@l{A47|5gq`BY8w!v)TYfFI@-~Jl=~A5
zlmIOjLTf-=qvp>dmt=f6`oV*rZ<%ER<NyeyYnvex{ngd;_ou`>76;)0lc;xQITRjj
z2kbz)qc~+>8Ng=p>&vqVsO!wYmF9~iRA?2@pK(ZmG^G@%k{0s4ahy?cunoiDh*6!I
z4<kc0p@zpB9;Vwbnk>R}-&{Z;^7b4$Gf;6g+NQt!+si}U2$19sZ2}<(6yNM$2hU+9
z*zR%rCn=_#R>@uz7Ws!MIvFn0r&5|Z+MJk=3ThC5LFWLSEddgSq!1dW+J5^l1^7k{
zJGA5|Rw2;@3ytVYfiLp%>erpfiHUNFLo+9|V-v5~!zogO`u@CrnAZ)3e@L=E;TeG2
za>0z==w@<Rr)u|Jr%L$LMuTZ^W`?e4H}2ZcFb;Iy5Q{>}xF-#(4s#GVPYCj<>Y-<T
z*nrifeG)kX6ApG&Jerp|sh-LPia-DO6qTG5V?3a-k9u;z&Q(GK=+wdpd~$JHlzVIj
z-oH2g!7Wa#Q@wEy7#E?0-^ngIDQ9b7d=mk~0Hdk`z}A(dl+jSoBJ_R^e9d^}Y@-pt
z2nShY<2A<+21eHUF})v{SReA(`4xnO9AQ&d<a;c8TRkSDmIqH)+0u$-VGBE#H4o*p
zY4HZ=0Y9zFXXuFA@2Iz4^7+`ha|S8Gd28&FQPG=Tj50kxtuqMhS_Euh60&cM6hO!@
zrjljYY7O4VcjRMHww<}QvpTGUslEPE$@3#Nsj|7wp(Fm9y#R8~d!=hv=D|7LSriL`
z_v}|Fcv9Qn+aCJOWTDeGTO7*3Wkc>sOQ=Kv?j||;p3qxd>vZJ8v6Q#ZF?|m|kh!$I
zrsb|dWf_V_4R8z&`tnT1!vpLD;@sBbij?xKZHbtk-`~AZW}q%}7BZaJK%7*EVd2|O
z3Sk2(9p~q1Lb)A@3Ku)st6d#Ho20C{0AJk(Np6VHi6p<WnzLRyUujd~LL#5N2Fbvm
zEn0i{Ye5t5MvkYsF9738F8ufuk(pDdTnpO5u=ET50WH=npS$v`pmbH^L;b}fBtCXb
zf*d_F9|CV0jGlJf;y!FS+VryrWfbHiQd-Q*85)EMkcvy#CcELF-_C=kZ!!r+QECt)
z`cl2UI%G;W^eB&9_#Cmx<WDLUJ2?iB##c;iKorV&ED5<*#=)xQuBN=7*RSh3`?m89
zb?EwoX6eyl&saT?ra<1T_@)Py^`Yk#(<luZq0`wL6q2Ivc@$JeW1peYc|Aolf90w7
z!#Uoyv00gA8+rwThsli>f@OTx<7SZc=-Dk|4yeM}F8Lq!Tg={aRnZ!Cj!wV#-)JI-
z^ST4^Q^dp5keW9E?iM`~Z6R&Z9Mj$&(j0_`3B*N2xwTWcupT&Zg)yDe1+-&*imry*
zs`hhs<hS64ylVquzg;G^HKBanVD{A^8HN-`r4ktuwTmi+roBZ+j1+Xzj|LtkZ=t!=
zYytRTvL9Y9K>4~E`SpCr)R`$D&F%1j9GDu?5j1ZzfgpKFZ9ln*K*tgCM=-YJgi5$*
z?fE4~fb3%`KDQP@V{4l_K0U0N+@Z+Lc+Orxo#KZ*AyqSf=!3kZ#`P(<;k)P|I)+`U
zLqfnZsj209xl(PSfSXvFm&xI}*$Ov>&njzWy`nHT)Phn%2s8zsdKTeYZl~+uEvkrK
zoF(lWNxmHH)&mO<MZwR9(8RawG68!*C8y|<Edu_>E~->T&K&N|I>grlf9r_zr8dS(
zb7J!L`>V+&;udf1D!x_vSlf@)i-&<ik|kdysAIh^=N#E8NO03jo*d9#gLSiow2k5n
zD_Iw%lNaeUWEiDciA<)71+)4lN6Z6MFpdKkK`H5{iW?wAyG5cz{)8r4UdQH2w`3n+
zlcX~&zXYHfqfDp-!T*JKip&F1m6fc9YDDUnB3-Z!HzwV5?Gkb8?J3eH&P)0(f_gRW
z;FQ5r5!2^)&XE5a1TaIKX7z}+pJ8v~*e>Ks4(_u#ogklVz<m-0-Y-naNUA!ro+C0Y
z({56o!h)9)v>a_Zo4%V27I$LpWiSKOemi#_um)8B%lO8ZSe~0CX5@F)WE+%^S2B?6
z(!7wBPjO3t8z#IueEenHUpYgiEu2?+v6d0tQJTcJ%=a4jQ}^mr&nNR#(@4sXOzE)%
zu~8T#HrZr?#-}q|E$Fv+$W?LM!t}_eoX-nw)1PLGGWR^KFi2Eg29=}9@m_;_#vUyr
z)jss%B*eKEbI5eb6*-^LE!3OcVG4Lu07>e7vub>@#W?Pkacb4*d70QYreLwq#5F52
zR};^v-YaHc>t#0P^Gi<UDWaKb5hqR8t3S=^pGvW7q}t1S)oYXe_T5isYj&Lblg%u;
zWo%yz?L4fexWnbrBP8%3fBu(^ZSYscQaSC7+cGar$#ZYby6^J0D*_4d1;u2eb{Otb
z$(dMKWlXMEcptBL?n%o0`OnAcpZGApa|EgPRnuIzs_Ta@_`^1G@~gIScOF;s7#BX5
zA*itDV%}eQ#f60tdCv3{?z_kbFDrZGBt5QMNU$sz%9fX(g$m$zP0xcfSzaruI%~p&
z-}_w*!_2zx`(6m{EP|F=o>U`fP`kqK?jHBE!Hzx!um7&+F_`7R^w{r0XJKd<N3wJ?
z2&<D219M?knK{4EV&r;E{blJCRUTq{uDKSayYAeJ7Lb*Ps5n#yZ;3_kPt66S_F->V
zE~MuawkAHdyPewlVX)p$DpcyHt!aDDgX*ZTdfqE%tur6*v=cZR_9Su*VNo&ysTREy
zcXrjQw*8E?{v`SFM(mof(p-D@nP6^pS8F-mx_zXh_`G_iyl(<u{#70d3&t+{apAKo
z_;>lY*Sv76g7ns$<s$#%V>y7Pl$^}0aPca>pBHC2(s0#u33d--!O15ef2>AxoCB&;
zPUeaQ5xGp)otx{?gsi}TqmyH6vN{663uu6}_?{Vi?J62oiO2Nq*Oitc`$yw6Gu>9y
z?^>gIro3iK9jOuhAC!cqI@CKOi+np}*^7WI3|JPhoq0^TqyhHA^F$Z3Q~&rAe0`cz
z)H)%htZGQM<wF^;s!CN#MLnzK6r(F-K@|aV#|aUy9;T|!SNOA%wMM-i?Faxp5_yWu
z^?K0fUF}}OK?duEz|@gTem@EOBNl+YsmNvR<mJ7_uAC}#pc@*(R@kf-0ba^Gs{Z7Z
znPc#N<)Ep0pdGca`oz}^0v$se@=C@Ru}aMOa(1fM2SA5KzSDg^4ER^vc&rs`XE&?!
zWSnrJx2|P&ennSpxR8*UEpH3ZjufjQq@xur5~+;C$6l^TN!qR(cV@Tqckx_r9}bpL
zpUoaqmFiRJd}j7fnkmM`VFH0@77Y|734hsvc$lqE2})tg8-P@GRfh?5swY+%Y|u4<
zmohDB47gmSGr1LBhDGCWraG}uHaR9((L<=DyrA-=)FowCP4XMSMw=9~POSl?o6Dh9
zrf8-<>xuGr1E^C@q7{A|t=>>Ev{^3VfxSbz#%y3&-;rBn5m??hL6n%{NtH3lSlewt
z^+KYOt0H+Z2o1-bU_<oN7XNUqJ`^z2fayewNfv7LA_v<_GYtSXk!r8ojhym=F9FHw
zI#%Yd!4{EBuTvHH&^W=-i|Q2;BU;m`J1uL6d{qVfaw;*&0cbd$c*Ev|!MC?Mqd4ao
z$fs#C70wf(pu<72CDc3ySFC9%%Hi**7)11Kz(+@g^Hal`#hLnzW!@Pbkx&6!7c@K1
zNoE&!NE@fnVl3$nE4HLT!dd?~N=ZnqzU74AWw7gaE@*Ho{9o+7bzIc>+b=xe&borF
zfTS2Gp&%ihDxfIcQYwx#C>@fvq{_h3-6h?O7=YB!U5YTkfJh8TpX<Z^?)&_n`#!Jp
z*E!Gg&*LAv?iw@moljiXyDoD`%IV9BK{dJkM{vQ71M@G&lb^TMZn*R{SvqYiu%`bi
z9g`$tsaTos^ZlCyY%Q9)jpjK}gx%Clk#@IzO>q60Mdj4(G>^Hj=g6jxLOC@LuG_zO
z4r~GLd>f-L*Zk&;Vg*WGX{k8=<1ysO4FM)Q3<~=pxTr4t&b^ZwPM0&m$!s*3I9BZU
zi-v{guve$Dh<?UWGv`C_UOUq2aF4G;>Er_6T~)Pi?JtPaY*=vsSwyZ@hDI(>^kGt7
z$WZ`7v>2KOG;;bU#L2yPi^p^2jCsS9-wT(9z(6TPCP0RgAxvo+2D)$pTqaVq+cV|B
zDb)K_dm$aDPp*=6)^KqwXc}%GHmn_mL2RF69@R1OBD?8c4_C)eegf;TuiahXk~8r5
zZDHbc0p0E*HUmODQF*hj*bn$qCjpcdE?*C$o)o9&&O*84p;4U2XLVCc{rYHrWt~i~
zro)6oX5tsyhPJ@HnF8@qOre1}%$!{%jg75b-1_swZS85Qamjop4xg+JdJsSek>;*K
z;-vaDtIM7kd*bxvy@c?^jYSXQ*KV7yWT87Z8Y(b8Co&#~{JKlap8a1%gv3FuqlSz#
zjbSTh^QXN#1DPtgWJT_!AN8FS34Q^T^0^nYFS7upJ#_6qV-BJDWAB1UI4&MSuErFI
z<CE;}v|mm6R_I<BS9$?Ucq1A5KjB!+Vev?!v9Ddr#ug+UQ~*PF8zXrn^UwHOHbfMC
zm}0}DUyzJ{r?~iUd=&g4bhk4Dj{v~*-&O-f87+HEfMt9dhM%?nP2*#w^6>1*f5S#U
zFihS5IsY(Szwq3W<w>9aUr+eo<$3=mDEhzmi)y0hbu=7)d5Gml8XC=`HJI=8Z-`pQ
z>Ho;nMgYQpl`)2#;b`MJ^soG6^cxy%|6jq{b^%d)6JKhqy~qDVH8Jc>4gXIpo^fpN
z`|D@l4n|?v4{3SdxqvyWgX+_uM+as5_*<#|667wVmR&jZzx#;)$F!{2({HYyEfx7!
z5CwWzKH2}<hx>o*mH+!XS}X^NN7<1x3T23QLU00*i{<0NG9ywjpTHI*IX8@S0X8;*
zCp@cO_@E`3ml<PkAH4w$?hvFj41>LBB1n9OQ#auX7J*zYpcAVE4zxuIXnb4Hx3e6_
ztl0+`6g~)K25CKcsJsv*e;5JaF{_@XbFsJBN*Cbc=;Zmmm>)kxO95<Kg{q+vy#K?9
zvH?=`^2CmIeeg+QE#`2fl>_kV4oE~Uu|AbFw_ylywh{a<gbR@1xpu5jVLqnHK2<-8
zS<C^YR2hiMx&fUT+BPb<e*?N#X;75&ZnywAF^r@uzA@R65-zz`$l4T6X1Z*doXvn)
z928BXO#!yaxRG!Z^jR{{`-d$?Q_BmQwK_V@blvC}!N{%zKZ3fbVBTVTr@PmlVz(10
z1=o>1vMTXtr5}EQm95#}O=Cw=8@Au@vFgeJ#yfYHOvUb!*MiJ?&YdgJqRo!d<RVoF
z!alZh2-RS1%LPv#3peKF6_DWm&|EKoTZ}ZoU_Csy4H%W)*aLv~ej@!6)bNj>`;CE*
zZxGg-f-{B$Nu=G&1$OgBzZa&V<xwtFX<-v6+MxoBjFo`W445J*M%B-3lM?F)R2mHu
zyk+*%%GNNBJJxE~+76ci9K?59xGXG--*(~qm!F$U#L`}r;2)Op2WE}3qo1Xf@qM7w
z&Q9ACr9C9u$zXm=iUKTmuJVyV?L4HZ)B!xI8)lI^0qLa!+<#YtklYqf7Zy&;U$VO&
z34%qdDj}$1ZWS`!nv0>i>K;9>9QlJ6QcgBJp+$2(BBTxkoFj-B(v9@=fLk`Y#j%G)
z_V2oK^TyY+ooT^a+sJDQ&>)9RKPDu`G@3UI`8;x=T=MnSeYgqtRS6A4<7s4*FocgG
z#)(<%b`cw%J!VvUWrFw&v^IB7kZddGgk8YsG0@Uq@k*VpaTA_2n+w!21A4!q15hvD
zk4X#x4e(m1Ut40iWfI{IBv%+|)UY7c;=Vi*R79oL*YOxOVQW45k`tK4Nl}Jm5ZrJP
z$aN<%4Sc52lhL>Me$QcFYHb^a(xLv~j}kVF{c0skrwHb+4N+3{2w^_~(AUA1fQnP*
zAD`~q_mc|q6tR~LFSL{_wl~*SDwS$dTpkqyE4{J-(BRSA!IL~4SPdKv7xUX$b_}pA
z9ZL{Ole}pRMeXkP^axn;PV1D{#QZfVx)-zN7QHK@gRVl*u*7c^7D13lKjvXPk^--V
z2sl-VSp-Asf};s(%LdTzpHO)RdPpH$*vSaG7z8<g{Ybw@c7%nrxohOzqUa*qY$as6
zx5r9A=VSy2LqU-trh(QpdK84Qvt|f%4d2He3LNtf(xabH-rZW-4hYMEUel+GMsbT7
z6LM%1xLz)#y-b*{Y26X2P6NK4KW`l3X&pd!NRapua&-t|KSQ47V125@THP2<0Sv+P
zyA-y1Z{SH8>D&n_S!1SgzYCzo3uKk(@gn?qdlSiP3#)En8g8POUVX$nf<r#h)Dm?a
zQOwxR?zh<n)v1OTpMJspioB(rmYvw<S=fC_apbhg9bS`~$Mhxin8guMQk;y2$okYb
zzI{XG4rZ16Ui!bsEH0g3(3-w79;M{0ld1J}7$91G<8zoFDUS|fK3;0&e@-pigNmW#
z1pfqhj@9J0geR4-qbyEg612<haZS{{SE&-TvvkTK;-vzx>~e@WYDJ+c<<+k+A;&B7
z7a*I$38F;;c{Gw=MqRq=2d4~E&TewcU#w8AhaAFlX`Y*K!CH5W??mlLF}7F90VGvW
zaKp4N;OqA=YS|H35t{L`R4AUg9AVtlR{=(Pgo5)n0NLFAqUQK*;Z*+#ksS`8o^b++
zt}|Gx9APx@xxIhNrq?u4$?DaK)u~|`#CKnFt<VW+m4A{qz5OqLB7xe$33{=T{S7p9
z+<h!pwqF#yID7OJi2m4*V19%@;-!ZOE?)^yOAf>09)^7qS2RH_s}lT(#>)jY;J_yc
z&wYXz^6$umeee$-HSh2}KAV!QU%+UMYZBNI!CXVF^O_n+DvWCVc0``;fKv??%7y_@
z8~0-Co#BgKae(wA=X#6ftNL#W;Nl7;#eyR3>?|GTN3$qH76?hYytd&sVPQgd(2@WF
z+`ZkQW2+qDhHsx;-0QQsWONX-NEUU0?D|wUZ-u5@=)sx?4`BAv{PUzQ=yw1{-slwv
z8jLZk(1a~GV+Q9#%l-%%{jnmNhVu~lLp|u2tQX7p@y(v-(Rb%nRrYzgfaBiZ0N(p}
z<?iaw1uwA9n+r)eyTOtcG_vv$A2a6Qakz}x;~+og#a1-jKuAQ^vFX_u%Jmb%Fy4>u
ztP)@x{Ln;G_#ngbGTVqdQjaVmKls}c6HLhPc(e%qssbp}Nj<qnRs=MS4c)X40+!6Y
zvS!OCH+8Tl{YEh#g<7d(|E@2m#?mBL8RH*2=I};l@>|}%GCY+&?+JSm;9ptk?YG16
za(ifHO<*v?PtaWzkuIC$)Z8(F3uR><gjAJauuOKJ2j|;tQxTh-Ng@?{^Y{>8+cPRK
zC3F=aoJ!DWq^%D^12qGI%Cmq;o9+M+QbGn(k?=g1&mMK>z(*s|qm7$7zdS%H8!EN;
zaN~}d5n$h$FBGXx?JR*{n%J}T$HTG4)<?E&@p3xCMy7pYr08*AWSBj?pc45Bc|-OH
z&)<TjHxkBw5OY1}VHbf4v-XtNyap~#loL?M*9doB@#4+(x7Cm;;GqmRz2@ZXpFW%C
zB<jWRua_FX(1BSO&ucWG)G*hVe`ew`ATo|<6L2VnUjJ@PCA$*z2z0Zhw@$TVyV22n
zMhcF{6IAw?wZ$EMfC^ZCKVB{q0SyeT5S6SK6A2Dh5=`$la)Gg5<&dBL^|Dn@b1JFB
z9#XL0X{>L;EYch6UR1Itb`Kvt0Lz9U!(kXM<)09Gu2<Qh4|P*-k%cC5!d1ZKI0Uf(
zr%FYRVHUeY(^k1RHemSod-hV^3)Vwr?TAzosF85_X<d6}_--C$54;7qy1SG7lb{f2
z`t^;luov?-aK{XL*tuV<)q)W$h|cITRb+Jv^(+NlP^biW;)eh*AOm>u4d|_~Wlw6K
zOPq(*J^!tM$1IBdZ!JUry_Q6k?Cy{M+8q2}tY81*CI4GP^1pgbpTki=x$=N=O3G)b
zt<X%B?7bclzV2--Dq>$~v-?;5#RD53R32=C_ddT2{Sdv%2}W@qgOY5R8}-Q$sL^3C
z+>(vGx136W5o8%IK^t^s+V{sm*`p*BB(VFniaSn?!Ce(;zX^4#s>8`Uj?GT7Txy4Q
zU*evwXizUI{u}NhUZZgykuoquAq~~Y2Ji3qqB>auQaO;GbQ*Mw%)hq*6-Oc_@eHb8
zfc$*&I{#O!AzHG?SVGH;UF_aV5lrK#+#%f`<iu<Pzt=wx0!vF?>wo5NtR36!x7iOF
zR65&ade0A*5|M`QCyc*(n4}o&44=zk_j&+aX9y1Ex2e%fFe_mUVPY&JmS-~ou*!uJ
z7L`}IaB2Mn`mA9!(2Xdy+IL3e2W2}h%4S#KA*=Tf60rE@$}^gBXes)x>W}U!1)(Gy
zMl>+s2IS}a8KDz<`3EFl#FWSX(_<FA6#D=_^LeZ^5reYJnofkl-P*eaFj<Ci(%O@1
zx8x_B5+$(l(Q#T*1sGu^Vu&YOqAF2FvG$5J+E|bR7`8Y+<<<x{Uc_Rll*dXLOrEO`
zL*OXSf+6VKcN-K0zbi)yeU(4`=7Y`akx2-ZY(ar3C0U^R7e2HOVPv?JF~P*O_Bepg
z5dFu)k+*6o0Z#633PCIu{Y!H2Xikb)_g%8;g^Nc&isjMgBhH1j@V1PcM}|UrQ9X~Y
zb)C1BAT-Rq{^qpKa}!(@Oo}<W3MF-#TkyKP<IXR0vGu6NX{&x@87cOFY>u2f$JxI2
zEnqCU^5BN9#BcVtu%#&B3!JQ~f&cIrTY1p4(^=@f<FyKRIV2lYwzgs^Vic2{c_a-$
z5=QCR5h1D(aY|*0GD!}s9NC9vBpcIhwAKxYZWF}I6SB+YsS~Y`RN}>FSoU5yFysw1
z5NRI&j2HNed3V?QJia9-hRuXyW>(m4#CqvEj~)vxUR?%==V26KGD`D+I~_EOmL8A*
zz)<qoE_WV|!9j7j9|=NB@BIC~#I7xoD&gXnnHWX*n{0t!6RHyH;mgAHld-g^-X`G5
za6svGq!QcV8MygOeQ#iE==x$okGh*H17l($Cp~FE@h!9cJ88?HmH<Z9!4))cWTmZz
z8jVfPTtz_gfIXb@TsDcqZHvol5o^fs3sZx4ZWgLw8Jw>AB{K{WiCSJes44Iomze||
zZ()fc*cebE$E<>{E7#xI%yh>cbv&|$yLFNJ-$P|fmg)xt?|lMuw@XjB<E>)j98KR{
za|tT|hBx|q@jSW}z}BU18c?|nvnNtKL9V)@*8L1h*HJvD`sv|`$3O(5V2d7air1X(
zgCfZogWKT)@}%URlb(f7ZO^JlrJK}1W98hbaCrFhB64rc(|q3DM~9vN<(-M9eqp@w
zKKwEhZ3}De7-H+Df$zW1*hynM-<SW1y1r48VwT1I;WvQ(sgZF*JFZa5Xl$q6iKF(W
z39}t2`pQNlZP)j{);P`QHvqHNY)b)#=$1zkUQkcwuk!SXBf{c25BYNXk4odTvG|n)
z*t}u+*;^X2>hrn^KcS5JVF}g8jHl%uYzy$b&&wxo>l$#nmf!nA;{s7@ddyrOHb9zC
zxhJq-#YvLxanFIj3`(r?OEj3F*=Sv_lV>mrZ7Zk`U>t`ucn|V1OS_8(A|jki#ycp7
zeeUlmQSPbi@pO{YCqLWf->`({6hiK+>rfDFti8X>tlG1ih&pJL&jX^g&)^6b`ZO`c
zl5Rq%iIEr)CQk+ja3&d%G~pnd8wGQnl0$9=lb<c7ZBagAb$Zw_fm!&P{?drR?pgDf
z;J=o*N`C^)ad-oH(_wx=sXhs-xABHL77v4|qiF`F-=rT?5v^rw=hn$K$EDE8YNb*D
z7O~w?QH5&zg62@uQC;U>kZ@{ErCU7@AHH-}7kfeKkmN6);%AM@JRW^KN9NTHh97=9
zV9|3Kgy6K3-05gyaoT#6fIp(g4T4Mbab<WLZ+3OzLe7ohxQQIu>_)r`$O+h9sXf%E
znn1I!CU(IXzfzllqI@SFL3gCgfh6QxZh_mW9XkVT*fBgm>&-By2U?4U{o8V+NP#W7
zTRkh&lQa~%7(qEL0V6qg?>|dZnXl7pdz66#FXwCpHMwHpld4Er6?CyH68)p-TJqV0
z{fEx|i}U@3b_bs{MaC{;wKXW{?8W9FlQlmM+%ZX)r5a}raKHJ9*VX-SyVh0)`*{M5
z4?DK05={LPr5a&M1#COV@zT0#njE!Tj%R!e9)8l>Hq^ReEFf<DN@HyB<mQTbjm>Za
zdm}IK*HXr9BI$hh8CtCJ;t2&6`106T5DBDknZ({|^wP!up?*m^(v}Sr64k?!ZIFOr
zJ@`+BvUqg&n*Km_or)hvbm!>8%V&xaw7*N}Yw_Oh@1wcLt(QJ)gQF!U9Gzxs5s8fj
zxi$YUH(ZFvrkppPTi3#|eRDFuBYGlHtd88BMatC5IQm=7;1zWocc3SG`{t;)GdJx>
zji(3CtDlf6fz_rxj9<yq%6Pk#8$f2?E}yDin|>!p`q-CmYV#UH5y5`1-p+cF$$7uW
z+W_Jm3Jl=ro+AN=lPz#XZOuVj`Iqe-^pr8|vz)%@BRutC_(SLGgq{VPS&JL8I+Oty
z*MC*c63c|Yn^VwX{J^aWG-Q@k&fX8z<m|BDsse2J^wRFwD@4r5ZE_H`R|dw3DnYU1
z5@(Frb*X+$vEOqqu^aulNQ<5CjItY$aq&<HO+ey^a?os*M+lk?eBxmkDX}qV3X*{U
z*rNkA%Rz-Zdi8@01y^cq=H5*{TTO2+_gkQ8YyxAU=@v)Qb{4Zt!5|<D)*?3Mt?n(V
z(yqVmcx;0J+rfd<T0B}^{&9CZi5^CEEe7+$0qkr}kkjyD3n3AIgTo{Td{qXt_bsL8
zK(c*XR<*wke4vH+C>{M@*9;*KjD8cas?;cmyTIM#QA_`j=+^~qrW<ZH0ym%Y2#Opr
z7IVNI0}@uy!+aDz8RZEZ=%Zd+i6L1M959fs_(stXFvg1?vc|I)=aJZ^g&dpB?r6&-
z`Y;|#aJu?RX~rrNgV)n-GuYBSlt&|{u+>W&M$)1$v$b3(soyYK!j}U6q*$_h?D|ys
z{KM@NxqRlZ4?*VARW_1kZQYWPePIl?!hpcn^SA!KQ~L=2t_JqbIIll=pSU5cF0Ox`
z`&~|XRFdG=LQ}Tssat0FtHG<Dk$hrF0VA8-)$BFYy$c#+NPHwrDDs=4W#BDZ>zROK
z!v$$+nuy0gcmpIjw+c}ogDouWjLYJqUAl`jxY4YSACam-B**+@mFdlu-7$z`vRD7H
zSk)hoMze0_R#6F}W2=+iT;w-`(6ucCDiv==^SsAy3K4nWXk!wwW%(Tmy;$XJ{0B5;
zK2qSkeRfrOBwb%Lzo|lrwSnGc^R^F@kt+kgP*J!RQBdXbb135O4yqG1jo%qnIa~~*
z*(bgV->fA84M^u&@(t%y{|I#YMT62^=-sF4`9DujHRG%Uc&5OH=4rNrB2QZKS^b*}
zD(FOMY23pv8VFCUg4`>WIbg}$Yr!18$VX74r8V(JRu1t{%@r#@06;lCbao9Ok_We$
zhN2v{WD7up_4j%Jf$&3dX55%-D}Eb#Kx6V5v3yp>7_(`-TpT!RQDnv3Dk$wlC;4}m
zrqBC^QQdQ}HhuO4OirO;;KQ)hW+7+aj-xIG3V2~Vmu#&>Bq1y;j}E_}f3JyBpiC)6
zeC)O-z$g7=Nx*v_$@|kQ3y!`w0W9L;F$2&ROh8i_6-v0M2SLy++<CD^Q0m^NvcXy-
zyG;LAXfssSDjTl_vxs#_fkq3IL@4zK!RrtTQ-Nw$*hUiCVR@4mAqXnmCZcr6{$?a)
z=D{CWm18k447GFycYYC<etLTW*vp%iQQ;GmCh%iRPJbAJIhnwPdUazJ^~Q^W6e_-`
zEg1gw{_XdXwFHNGRO3ujL%ojA8B8dz#6c(CvntSuv;ojzR+dk|<9Scw^xi#3MGyb0
zT))&JH7f-Y!?D-Lx$beKp#=I;>wW<w1Vs9~Rluaau)1nnIADK6(M@{Iz-QZ}@z9`F
zW=okd9RWwkp6V7n$*A+*==ek3_wRwt&wbDmN$<KM;DatZ-Li*wOI;W4(Kd7Gr7NO7
z3i4;apHq#UE%0wFvody^3#Xog1HPmLbw1Y2L6VEtQHza)970rz)v7jIP)izo(A`LL
zZucTTz_b)+`<OdtfM_!FMH=W1Gh$Z-9y?Tg|4{a5`~oI>MJtuSX4yMvTiIg!yzTM)
z$m6lKe(0bqJ>`APhJVG6=Pk*RMxg$jOQoUs&vqp#9+Kem-k1}qOt`kCL5g5&_v{@X
zF8fX)p>m5Xyi3-EF#PA^8qcZ+c+Vy!obC@z=K^XYI2<alQ%AopN&@XM3~AvHn$&yJ
z{oESg>U_w7qn&<8=YcEq=bcr$wR1qX=v`9N$u*qT$<}+rZCVa`zMoKBlvv-v-{~o_
zVnuBo?kP|D-!Z#<ySMa%<`Ye#x*v2>dW$d8&;&7EZbXCjS~iYv>i$_)@Cj<7`ySN=
zF;2&P1O_k1Ek50M?1HR&y!!J^C|}K}9^(3V#&Y6a0m>Re<u>vii2!@>*o4~1QROi#
zK%FawTRMzm75P_obe{b&e=cM;Ss1=bo2)2+w)^hD^AL~ooBH#Qd4&@N0Jy-9y_wW+
z;v=7-pJLce+LiyJ@w1X%fve-)+P{87@}{?y^zN^}zu-ANP|Q=iYsURR^^blE#70A)
zRU8MO;u#(}Z^*3vu`;>)+e55qNF$lMuOgcW5ylR^DK{Aq!4Q>YoD0G~aQb^P?M|V5
z_+ghf`>`9nvnM}F$l|TlP+2~YW@-TH@|iE)!L%rvG-;Ad;W)~%18i54Yw%eWZluc1
z`LQAhuLq;v+C>9&*7Kkr2TnO;j<AKr`SazOpogIFeSt2R0vk`+zUif#q-<#-dVfDm
zP;GuC3x$Rlmu!wWye)_Zo#3!itQQd9KY>+x?>`2UN_UeB4OIr--+h8Q`Y3+W=g2yZ
zOTt6&Bfw?EV$f3V0_-U3pq#Nx4DRKjU*A40;eI^;7oD>q-B=k2m5e~aZ3LPy!N<Yt
zpOJwQ#TvjWJ0zh1J%}@ypbIKt?vx?KMcP|$Q2hx0pbAZ&A&@Ua5DDer;c(d0N9yRS
z&%-(_kQfZu#@}cav&U5eVs`Nth;J-*fno@n5UVf!28Xs29CL;7s{mU~i#yHyI4J%5
z&c-T($>VQ8S55u|ar!EdbLHS!`|*3_SuJ$wW^zH`rT<zCCr0Y(^4wtW0O4OC!F%b%
z_}_4vT8gOL0+)R3A>`+~R4Q_cm=t)}9~Iaa^$R{j&cmxe|1pTT(Icc{Q4BAxJ!ar*
zhV$cT5<71ZL*vT8Yq+Zs7TBBARLy(4sKE&GtaLKzUai5oFlPo!`<_>@?mk)1Pj<kf
zIDfhVS`ecb2U$`4#Z^x|%ii3W!Ke^YyTZ$7+^Q^KtrVh14+GQCi3A5ek5#DVAxnze
zfOJBc2%w))oV4c<O!h#s^)P`QyCOu7qWcq?A!t1^gvv+q>?iVDzn0k!i|<B9K#Umb
z^vh9;I`1CS=;iOVYP-K}GyQhZ>PzGB$^IUz;%J0gR5+1uhiyR<-C_N1ByX`0ZZ;>B
zcQ9uHeb+s1*6b2y3FmAH_=YbE8Vu%+0<_Du5vADF;qK_*n=YAOIv3GWI7EO62eo#5
zmvW_(-cD7BouY^P&>4{9GQ4u0T7n<;qmbD$veMQIryCtFf`?J5y@yjh@hL75WfTrO
zRl!~P6I~Xw9mpoBrjs%tVmox=_d2Z1N`xw`$T#Kb<tO6O;k4nNT+103Lw4_15`X~A
zJwIj>m&usEzj|Fu2ejefy%u>mCaYWR?lhQ&bX<%c?QYJHx7NRHY0xbV2-87H9d~0J
z{Un70gF3~^(0|*!_6z8lCsCw!!EaX07MZ+^1CRvG()34b0JnxYBjfPjNec-8oBV{M
z^>uj+pb)djP_bb&Pf@jscbbXTWuBQls9gPUIwiaU5(_w57OVJgntp)`-n!PPI43AS
z=t<AJ;laazBu%+}w;@BbK6@E<XIZu4_(wPw!!sRAN=(N6tC0S^?uOm1n|22u+QnK?
z)U`L%PIkK&?ZBn%Px;DT!Ki5ZdcC4<UmydM$oCi#i3pOa<al8mx0QK-|44YiS^Eo}
zWS85$4R6luCUjV95IPTN&bUC3hh`@3i+%R7{<>vzOZvbjB&ZBL$)s2m4U^eEBNCXO
z$RF1)nldeY8=@fUZ*_X2vY2ad4O#dPn5=Jhj1qyt`9M_5o1g11tRK)E%-BwJSVSsa
zx0v-8b-b*0feewx9Mv@mN*B;<p~gq*J6$em@!Q{WOh^Ged6djy(}-a4SYkSejVh5K
zs`UuPuJ{JzUCavdGsba2De4H^V)1xNFWGg<@Z_aCKE*k4nb-r20-sm3ZE{Q<0oG1g
zvpq7bsMW3zC(k5EiTQz`CZu1CT>b1|d-fwiIWkva4oO4Fq=8`g!o)w#SFRg7q69<!
zU#s)3L2v5pW12D#Czt3*WX4%+Wv(1s-pVi`cnRkO1rg=;vfd|s1^^QOtt8Vuq{b|x
zx_d9oRs9Z>)3H8YSgCo;;*RMttM1hU$<WT&LICDU#PO}$6e`cXonk4yB_Ngq^p9t9
z9Bt`qXON5|xuPM3HYLCHUCt~d#2o+K%`(c!1z@h!+Zzmfo#d7Pr*T24$40-q<v$>$
z090gyyrSgq#?VmAQ7S~!X_G5H%r2N%&w>RT8|k$08<Iha{4?R8EQb*ggW1=LcyoC=
zrPdQ;crTGZCO5vaI%yg~Hmp5jwA_VN!V;YxEr12y9!50<Za@`%@zU9fUm4>G>_JMy
zJnxJLIYx-rI3J#F-+0Gn^te}E*Qf!_$24Q$bW+zJ6nB`sRXIk6H@VaQOwT5X;i)TN
zRUoPJPoatboiUn0oc7D~J5IwsO}!2U`xMH{W5CmiE=>6q@Xls#T}~?>Fy4}5C@f}S
zEo}bmP*ogU(Uxn|CV!9OmSZ3{2I9#+{zh&rwkx>Ua9A%s{>gyhV5<Lz+riXauuw{A
zdo)vT<wvnN<{S8)4Iat!N?hq(Tz0{RgX!l1)qd=wF4Fgi@3N$KJy`|omZq%7j5vGe
z8S$TVWc4ACrwv&0nHdll%*@m1Yyxjr5)71QpoK>lFY3|eNPuHm)PJU(oEFXCOTT!T
zjk7I_b_*HumCwY_sU1ES>6Z$g!+gY?=FHJ8qXg%R@yXJ;cdj^FU(GhvOC-HAmvGFT
zdfd&g71!gM$o@3b-qllgJh4@CxH*~qnTW0XxY~u|Y8p`%QUeEVIzeJMzncRY<tpiJ
zT>A)HsU>!e>QIb><)N)ugWc^+IO^}$!E{wfdM0f>q_uW=h2xEBggQZU2dOOQ9(PKU
z1*hSfFZSt%4LLqZgroIxtZ7Vxu!5$yE!-|KWSWr-sqVc_DpQ7PA8v~rypLZ|H^rA|
zj)(T7#h3XF(VXV~JJo5r^0n<|hif|Xts)t@QRU-(n%?byXAo}|CuOEixl}8To-g9P
zs7u!I(Uy~@SP($RTRV~_okl!J;bILZ#d@@s$i<0O@N+~4CDiFrbXiXpdn$Zi3+Tw#
zmFZBXV)9?sPamsZ&u;yOl8OWGyz)v-_dMR#?UrPtezH4|Ir2}%!9<+Ls9e!SaS}y8
zG3wTFcG!m1o+fH1dzH^u=(9)G>@nZJu-*l5?l2Jick8eEKEifNEkrZxCu}Fyq|RSO
z!P9ejb)GpUrXlMlMM$z)Cl$CgAU(W4q=8=}UZ1REKz6t_9u)LuJ)};2=fo;dUAG5k
z%4Q1X;&d$?Jb9xXJ8lT~OqVHi=4*OP|2<P#w4z(<<SC*Zl@;s(<ott;B%(mfD54~6
z2sL}ntGdK8<7=iaGre=n%?uPW=9JA{(kGyxq@R#X(73n&#o`AlPHK$o_3pBXVactA
zg8)%zi<|rag8Syw7MSHqSIK4<0J@L(wGLS3-QakNl}sYa@!9Ty`ze$JLqS+QkW9tG
zm;g6&1N3N}Mau3Q!nQ-A8y;yYF{go`JT#OGVMIdROYSPckldgMQk7#%HE^M}kMu&{
z(SURXv7?~DPKNqtr4$Ts$?m}`2E;7Z0!ygqO0rS)PyigpEfWIZnb$#7Wj*L;49QjN
zADpM58@Ug-5f^a>8r3&ItY3p}?C2V-UCr1yL9?Lh8t6mcz-h?$tL%4hevl0ud3y$L
zfCvU}VdB5)YVxoayD|hvM%)8Wl<#yltH|@V7t}zf0mi@Owv9RrQnxMqshi!>mRE~$
z0Ay-hyg46iyJub$LIXy_=&Ff~#p+OooQ8aQ6-sIClf8qZ;9jb^wJ{Cg@oYIP2>upf
zx4gK^Ryu}rU8%~<5+<A5@D8toQSl7S_EftMVw;TZ5|A)mhy32zXxiI^kwQqyh6Gl-
zYSY|Dyp<)VV)-wOEPW>Az(J$x)C_^I3|zXo(NfMp2YnMIhmVN5H*%%*EdfFE${K>v
zC)|ovL6>p{qR#@511@77`4i884B&M(<atc2fdg6*jo}t}{-bW~*!=Ho;ZFOagWiPI
z)r2X}uZ{WpXIw`3DXR>@br&drUks$UOBbS@`=>q#yQ@opGqKoC748r_MkYBv81F(M
zsuwGPMdqsCfdQ2_C^aC%?;nM{TBg46PBNc3fwEQzeQ79R+DV+$9k(@#g-e^kBe<1n
zhb(WJ+3G*#ywEcWvg9&p1K693b=6Y~9&oF?L9~<fJOLn^r!tyokne{QI##=#RX?aS
z2dyZYB!U@GKyN?*q41jiV&qKK;`&QA@f9z`>X0DVYQ|bhByp{D8myVuDI&$bvB;*R
zIaj(Wl?2kFH^?Q>A}}tc0M}X3yd#uZO}~C;d1uPd^XOdYUONrg+AA&4+(DU&*BVbR
z&4C^;f2ltY*8587*LUaB+>OVd$D+5lr&MtRa;OL5fbdIkk7><<(q93(el~p|5F;nh
zEgO-5QgW^**uQL~?;z^Aa`@xrqM||rS(G_=wY>y%8lP(FL>3e$hNlJG!M_M-U0>=+
zvM$pT%#bG^#+~Il_BF}+1fGK)_X4*Ux5;@`J@i@9+qnpJ`ta`qjX(D_hH4I8>$ETC
z+wSENyus0g&sYPML7HS<$4ugdf~jn0TrAI-_R*C_an00_f{@UCbQi<6|DIYnIAg_#
zldZq0U%!2U8+SEhI8;4vWw|t1;0azVZT}3oYEvZhR`(YB3VaNePsL&JV#>h+r|{aO
zv;YP43WA=50tWnWj`b~X3%5LOAEo_@x`!JA3MQ*&`H7I)e7{Mn#}agY8e7VE+EBSv
z>x%fdrH!^)7AC>#b0Ai_BU8O}S)%k**zOWnou}ko?N0^}pyaNa{>rtCU~YrHq!sn<
zy}0eQCJayIZH}*a-<$xw9lfMS{9%u{DqG`R>&=SG>xAa~35hQWhvb|7wR{h(H)}q~
z61ai4VKs6WKcnAY$1dk-Xp=;P`5JFO*r-I|Gl<w6DNpm7B6%L<cDVd9$lK9d-8s9}
z&QsxcnqxaTv^ML)ZErDi9A8!o#qF3BHlR++^ZE4BEspO=8TTKbj=LD)sbDel4qA~f
zNWd@*;=T;yG$n?SuD`aYm5y%R+BZPYYBwLPCcnqVzf};&w~;2*riERviSIQx3`}(p
zskl&8A|FR?kGuI*TBIY%@?_@GZ)uNowlw<3GJ}pN$E5)1r$RA2U4K1P`=pTbdN3g~
zB>nr#I-Z@i)7-Rq6pPy@wQFCcjwclCco{z^A+%i1@y)zy9`G{v<(N&duC{#tc;>m3
z=Et7BzdGGgh#K15>drE-5)bpCd}bdlhLpFA%}uryu4(>_6>2$egSh+C{Szyu=v6WD
zxR*{xR5o%kN{5Xw2P2pCsDhi7-YImJ%uv549Iy0_E1IKu%MqodG;=Ro$$RFs8Gr$%
z?r}<)Gv8}?yRvMY5;S}{@S@sZd)c|CXCVC=$^k#HyE-OlG1zLSY6hEEV738x?UTQY
zP1P3A(P9!l@`}X{tE$zgwUMon$UT=)6V@Ch<Cw2oJ7!+NnPZ<Qhx6;+p}XFNwet3n
zpHQcJtU0X>*(kIPUehi8jMo^xCArDn#7YY!`8?%)n|19y?>!HZi&N)bvPwAXVc28W
zVx7Jr-16p9)%u&MzCV?}#dl;Sjx(`F2Oa#wm5OgJ&9+3Xt?A_cn?1sx1)qQMi2eOU
zi>CSh#EEm2d9EY^_3L)WGk(24%O7ojmXIb>Mn*fxSGgCW0!$-}2}^rRg+z*Nh1D+U
zY)qz+?!{QLx7!4ydgX3s+b>)0_55?XEGuv7T=49yhxp3dk$eXHJ=K-Pswj)91zD<^
zcuaokpKUD+Obm(P8E#?YN62QOC0EI}>~fv>4zp}|o{uFS&oPnn9^Op0U~zo%u7qQK
zv#Uj9MCkA~vza7~N>;N=+iF7mc+z$zm$_eE(fwHF>GsvccxGdvu=GRbGKuxCz<AZb
z-?88g4aV$a&3%qJiWA?G((e3PPj3AZk0Wm+l+I2GOyvj7kGKfob&1w9XY4#21$Ek1
z%mZGH=)#&|*FpLf*^gEJ&ldjZe0#%J-^jdkC@eBu&Ed>z>Zrz#j3DW3lzhk7{!9Yb
zIdvt<uW%t9&ds6099qwcK4!-SliDjb1m1x262EiS<Su*XOlDF97)?{$*eGl`7B`1i
z+$WO!2OE8YV^<}s-P)>G7AMP(W7Qn_#S2TILde42J{}M{6;PqaVPADwF?BLYYb8bC
z+U4^poaPD5ms|WJwWnL?X0;jqTCZFc@m`5+-G@Ecm1-Q8&`M|YQl}(o5=<ZW%+8tT
zy4h84H}?l{Hh4nAtzYRz^$SFNb*)q_M@}9Zet7iwC0&_C0UbfIV!Oah9?kJ|!usGT
z{lUY;6ZG?LZ`&7c{y1^25Eg{D`&=$*{D9AS^5!d-$F0^TRnkAgr}A&*jlQA|ij>i3
zEMW?EJoeUBt%H2IG|#s2C8<i)kvVDlxi7>n_8qts>CoTwm$pLgq*w3nX=0J8mO{Nq
zk7?ZOgxk0;b^SunjRmjLmlVOq!E;!B!OTCtkEXiHXdds<E-9>g%<7Q$-G6eTM=#CV
zbEo{B@mRmd$VT&OlewWkTjyI(+vM}H^HS~JOYmMZ5`%5a7)5NOht*PE3|x`3rtF(P
z$7$CuCsLeTI_p}$>RJPC^(418%1bj8{o&KRo4d1bsbCc<Ix_~s(TfJ;1p)a)L5Ge?
z40ofgJBSG`#%C0Ktk@l<J@CaDKdjBz-t5XysQtX7Y0_U?G9qi6l5xD8H&k)&RPlV{
zwT>?n_to9BfnJik9We?Xnre;I#@2RINTmwHroQdr?#z(YcC;V@HG<_;j0kI|`eQ5C
zG)4H;GnXU6?aX{frA92TN;wMF0;YDi_D_7-9Ee15&hln-BzjykSK)1(QBt8E-CyeO
zPp3^^Df2rAL(Ia^6v{chtmPsBEJ)CzLmfaTPV?Y?C<pVkE$!L}y>+XC(o;R?);Y_!
zR3}o5q7OPZrK%UsoQM7GQ7>8Txv;LbEPhlhY?>lr6JGZK+bNVPzxR0cg(latg#@l&
z>6jQcZfuUV9@ZT4FKpuGjD3WX<}pW&UY*KYT7OO*x8Rj}esTD87?IO13Jl>>Y#@ZN
z-ngZ{lHZf}p+M;#8h#@X>a-`c?lJC}$KX-Npx<fzH|8h9^zPS}zln9NS-tNVeN0SY
zeLIJpz*ZrrC?bI-Vbf3Ptkke&T902esJ|8Wwf|J?y!pt=)Hy6(4+TTLeT9TUvLChX
zsmq<gZ))}2P;fjYRVYSZT`o&^CvY-OM))P~Y3|?gZU?F_9L24;R*gMYD@iIKE*l%M
zH@_NtOPyzV2>T{!TFk~2Akw!5yhg5wzq%+Z<v7*$)NfRdgHPL5vp=(uyW^P-pMQNJ
zkZB+Gs|;T_wJpX6OpdL7zvYhJ6h#2^wNFcAvg!?%=DC?w7*f$}IUa2ERLT9l*uO(-
znY2FY`=$+jZwbu&5MDq?L9zJ;HNAX(llm>U)GAS$nJ~RY<P*Io@Hakhu6yrFe0S}>
zkjlAtF56bKFH^0j<B2}eN9TXfZpEsfd>uAxnh{^+_X&EGTgS#UC-1ifN=LAgXJMjL
za~TW`&#o4t-*}S7=()G8j6PH@DjbKCY<L|YofI0A!+hX-e`@yQRL-ePuMB4QDz^zJ
zz2}1)KldECDkmbwJ;tlQCLP*P{)RKqj7j3&+Q_>%*Mi=}am%Nl{(!iPEm;RI^7F#z
znRg@N%dGtAQi~tOfC2H@vj?HGAv0GJ3Ir*FseDJVw6`za<T#8kPq4m&<5$qsN%DIi
zfqUZWaEklypF~XOmxo4@fvL1ha*QG)4%=%P)kkw^n*UVSe`s{}CjgCO&-Ad=Z=Djf
z$Y5H2-nSXfwuMOM4I?VQ><(d`CZ&m++I2emhOg8zenIb(;%2P>pu#76{G<`Do*W&%
zf?~4SC0SL0$?XME@x=)@oY<?$SK9yx@97<H;o^!6Hk7-859p~XXzz&Xyv$Q?;F}kp
z{W-oS^#j2#VxVp)p2Gc}0FDVQB2QBvPks!umUt<s%YK5aqlk8i#>+f*;J!MS6E?HE
z7tID0^42w3rasah>N&}$nbV6V)T{``9-UjTy((#{S4FyU`nZqQsIp!3Eqa`<C5xIu
zx=ddN@lc?DKdX=G<nQb#-%zex&xO(D@%gLmZ#^&2{n9W|Pt74{y|)#w1RcsAnNC58
zp05K6fg2S^*v$j9o!@8ry9S9(o@ffy@#!*oVBBB7#xGF>4SSDBS6C!TB2xOvTe{!=
z6hS3Vc~2b?y3C4eZRM#x89@e#aa<_28Ni<s`BCPgi<ue@gEplp{eMEIzkx<had5wJ
zIHMjZ;{nr?AQRREZ0;2cR~??#SF|j!oQY9H(XmTRb4f1m;(8~+MN!l8C71gQOf5WQ
zNGSNeWolBT<!mCtk}m1hrW{^zw<GE*cyY6gguJVjR`<5A67Q?hLWC168I;A^KnguI
zh1=(jqjy@!gwba!m6JT(EG_wJVj5UmA;lymg}O*=F0F2bY{m=T9<H0$Ie76oDYUNK
zUoryD?mYX+j=bW?X)t#s*Y8`SVLP@HY3HGz;!)Q5yWlL{9kmQ)Y>#8RTCJ+lL#>C#
z-b<W)sRGU1`!Z-VFI#rK_um<Ku$3GCf;VL5dkXJCOV7yj8VrY=-lz{IkM)3x!$`nS
zW<UW;g<t5;H?0pX=Pc&MKkNBI%+~lbWWZ!2iTzd^e|H7*Wy{cS_KxFz0^v+T=67&0
zc&Zu{jAEB5o%Z4Bqywds>^S6fN=rnBvmtw{n+Qs#(UPwxPjo-V(}=P<b*T%R;eeZ&
zy;tn_w!$^reuFz<#z;t4U-hD{O-9tEQ2AuqOb}%~LUST3I2@%G*zD$#29RBVet(<r
z)E2jH&UPm-$e}n7Dn6Kd6`guCokl6W1yYmm@$hGQ#m@@0^yiA{J3Lu;MGBP3J$A;w
z?sq8j4xnYN@2y7YSWBT;&bF0J5q|wl8_!&lCB+WhoJ-5TMln%l4l(+Vy5KL|4@(vu
zH5Jp4k{b~px$(?)`fCAG(Vfc5jVds!?5<K}mXzbcnewSS1}ac4^ti^4+e1L(favu6
zRi^na+xCsOaD3Gy@+&oUiRQ3}`(-u8YkSNn9OH`;?lFzYw&`+9CME(PG18r5&<mfh
z#WquenMan?vX6J&T1QP|^h{Tnc(71dmdTW-`;YT9Q#|QuL}p3~bnp5SRs^SU-vQ%M
zyyN&?oi9s_Df8|$Js{hggFM%I^(9@h!d}nkmLnF!hN<H*4Q8*U$BT`z!o~Y3mxpJQ
zE;tUmeml9*UEg(Z;9QQbr?#9$j5kdH+09Pk=o@q-vYG_$8Bh(p+Zf%uIu3-5fy^(Z
z&HB@^rpZwU00Hf%M5K)85KqL2xaYK5#CVK|rP_43u;H6@<8Q}#(u9x&m72N_@Nmn_
z6R3EMD^BU`@Wu0QBh&Jz)01~A7JzB@kgB8pIIj|IKDz2;`o`A1tt^@OD*$)-n*HSU
z*)Gx<)YKe83a1|qjqlYIQsQ`x-57N%4%1s<B-I-mw1r>$y{h<?=AS?l!p)gU`+>%B
z%FpZqL!P6$q1?$WErl4~D)PNdznBX4nKWA0ikI1UQjGJQGCxl+nnmB06E^Bwn)+BX
zc~a-kIKQ+CIAb1Fn5PRL#eFUUM$#`9u%D8#XN_LmmojY@%`TeZc@1YKsf><mV{{#T
zH5gP85Rshysp()xetX~nIY%miLQI))(khRGHp6SDN4Mt^qi7t}`@QcDC;1P}(9*DR
zCz;eMECnBA5^A8n)qebs_GcbOn_cowtg1%$dzEP+S$1B%CuF?_*b2_^TU*KuK2I{S
zf4m~Ol27NZ2lK9ziz`BMdZ*p6d#gICzvG(r7T;89lXo2!N(|Tm*ur46_W*~uGZTY7
z4~DmbU(r*xHUg$6p7mS<8J}Nyog~)!xL$k3anVlf3Nowz@{Ekqt4FGx;tR&u0=k!)
zCK|s^|AR}tSvq@!ri9Z}+gCYIlj;0rRX2e>V~HO!!?FZgn9ewEXG&EqNRNoUd&f1h
zpkJ?4Kj*ub?csQRuxc^iH0!(jCvRc{>29IOaqFn!3zRc~dnz(6zA=pnu<6pvAsS(u
zi`j5qRuXjSns+oz-^WQ?9e3?4PtQ0i<Wg9tG5jHg7_zAlcZTM<G?*`i|K$0d#!L<1
zxNA1^xwofciJUP8;%t^C*pqbeS|7BibUaA_B-gx~GJBm`*|zR@EP6fA_8#o<CGi(k
z^M;8;L#)W<@G|N`rbCW}$zgfKyMb7JJS_3Qu(ovXb%ZOa`^4jfCPyK|)OpW!$?swc
zGpdb6Jqv9vr-rkW_^*pFSsZlD%Y3FtDz&|(Za`L02qet#F@16zf7L2CEEz>d)137>
zs7}@<c;ISW%DQxh^w`c073IKicEbGT01?nny`IWe&zPl1`fDP5u%<B!+=usNYSO^Z
z&R*|-OT(6;Yb!o`e1E6BGw#L%%4z$)bXCrA6}eN`QTr(B#R}i+BK|*gzPcx;Mq!Ts
zXb%*l2>`>zZ$tkycQn(=XSSYY4E`;9l*{Vo(&W)im7D!{Muy5n-)HPEQIgx>($wnr
zZFJOH+oioRKG*(9>A8Lyzxec~_EBS;PB$;N?r6f*y*zaOd!m$vGYuaCW@ZFJa2si3
zyq^hT>%FsPFT!iUtDOEPDXBr2=CKvq?G}pxFolVLFyl6}^RdrpCX?JeI7yP5nPIY^
zT9n7_CCopR_F2DOW&7@50{=+(u=}R}^`HMAP6)A=2PAmTw-4#yFWV0Ffvv0#1>qey
zami;gDQ_ZUDIad?9+7Z9li1L?D<cASBa#v|Fyo?OPT7|TUL4DM4vC30hbS*5uNnWD
zRrHBMVn0rAV^Q))4zahqDqC~uYC%;1JeD#@T5Up1iY@T*2!ci?*IdZL`w5_1sba04
zm;)iI1P8SU8fj_^D5x!1a&xWw3vvN`%>~@<CzxO!zF>Jv@oa6xE+B_7OgEJ@`O}X6
zg5DU+yccl!d_)moiJAdCxV9kgTk_NDV-RH60uQxobU?~P)+C@cD&MI}_YXtyhU^St
zC0m$9X{-ne>43o)-(Xfl++ftZG(VfPX#3ZmLA&3RPgO8dwypI62!7!Nq*7?p{zTmm
zr0F>Qge($A#NT6+D3P<R`#nJ8YXlQ0E=+lXc%%aE-Etu4`nI>As4PQTOn}n|(b&pd
z5NY*ST)dkS#d7-1OAny2k-x;$T@`NboGlPK&hVCvQR{*}gZ4E6`lO#oEeH;?64EE+
z(Q2MkZdfuu^Z7fBD}9KH2EfA;YeUT1Rd<y$2;OL@htEEam<<=8){`5Tb>8bU_>6-3
zhxR$Ldi9qaIO)0k23rLj@GMx#%p#t&Q@P;MAgY>T3kX<$3F}>yQnx!8^~)w3E`R{8
zU1v?dQ4ko-K7R(Nb>%@;alLMzOIbi6+uB`;Rb)OzpDFnWf>zq}8ak)ab{`+g#brM!
z0d&o9IVm<OwYj_?8^6WVuV3H<b2X7f-WCK3KfxMuGvbU;q*4K>bq3J{6h>avl&_TS
zcpDuH<1J<KFU`6QK-Gu9-!caeZvqC6*b&H1+#46yjTjg0>sej;?5h-)D};z8##s|+
zCL^jYki!57I-}`UIhcQNyQ!>qn~qzHGqt1EvJz^&3RHy%6c*2|Z^4=_Ah;D>$Watw
zc-eT&V=%VgFdN7P)nl70)Z@rMg}>I@vM;}{+N0D1`neoychJ3E_z*9a1lZqWi4wWF
z#CT6|s^u`rg1`O3F;8&1P3MjSKjH$Ogc4jh0P)R!1>D^=!2W#bg)#2~Xu3fO-)%2Y
z9?jJSgHr5^B*96tegoEM{?Z(TP!`U0x}^#%&uHpT*o=cwWB7ybp4}rV4&3VZakKKI
ze)v0Z8(B8m8v$%m;=lB!-HLI6OqZ<<x`mMyF7q&B&M1-Wu`UKt<Pxco-o~2DQ>n~2
zYBN;Um*8AUCWiwL!R*vW@U`nU&lN#M>jHADzIpdN@7sHFG)YwhY9cP?GtU73?%IO=
zY7s^X)Mw&>9dMWSXQqu)fD=nm?Ci*My}I|;h{x;<z%KtFPaS{wUqTBrZ4Su+uRy*<
zusEhNov-G<SY3{<7EA9|blMZPp5BwRMVJUP$X5Ncy+xEsv#a;Aig{IA*_(#w9;QPu
z|I@7Vn)xtLOCi9!E)5}-z>E{J%UqP0s=E}3WBSy6-etD$jr~Da5s$UOvlR!lY{p@7
zPQfF&dc%!eqT>8y%Kf77Oc!&OK-;{4&l0(r2awppQ+-?kIGG%o`kS7*5J{8gHeNWO
zJ*vFie@v(~z2g;kwE6IQw7LiK2QbE#s!A?AMWH*^tRvBFZpCrD|IF&`ZoQGCtNGTv
ze9xczAA;xT2IaO*QYyaPETGQNa}vnIzB=a}mp{BEGF7v7tRyJ0z}EFEKhzhKP9%Op
z2B+=Zxwe9CMPsm{>?dSRufmWzz0uCH0T66voj9)C?Z@UiMzx`mm9I+*9#A0VrFwtm
z-Vx5=%Tl%S?k4`nSQnxBh1Dh`^3Lbg%{9y%XPxKoIFN-r1DVR=+Z74wnmp!=?LgF-
zh}>^DyrGgfp5#QXj<B(kjOzwovy@21%1~`QDqk$^nb$$mShku6BRu>z=T0jF7+yJ=
z0Q=ad>NT2BaYc!WQT>5)wqw3tZIvGBtB$NJ6)V>3a=nWJ#Eq^z{!zi6Mq33|rAi4j
z_fa&%rxh%QLm(NmVIVs3>oG`F#|QBWyEA<Ka&j58_efenrNi)+?&Ui8qK0ishaYex
zUJiG5^q4uF!s|72FaAG-6%1{3`+J_bfUsggW2t<1LM@o|i)mp_QlK~+jo&tyrowLI
z%^jULQ&~P_B--<=71Ue1PM|{C0ve3Dfzu;MWP`W1L8N9JP-v0QyW`Ir#`8P3d>ik2
z0zR6>jcamRGju)+ngq?bPI(Jl3Qt4)o!b8tSkyZ4_b$OPT#1Oh0TYMFthw%!kQQ~`
zASg)x!FREd0Y#(hJ;GCoRqItS{-LSDHODkmo5m;oq*ZxEzHIG@;_?z@hU#KAY(Gj+
zU?5(u_O-QFiywo*F*o#s{)^1Q_dPN)ts7<^f8Vy2OyL$y6z<_yzoSkt(>iECg#-Li
z-3u;Co#K!4VCHl{9;vw`Kk9t7N=~)JElI$*=Kgl|HDEnY!4{{~?ZLVnKcUUBAKP2R
zN+T+-`F;ZqK4*X+^NXwfo};9N;pKSg+%e_<rNTl0V41AOZxo|Ie{oeOK~0FD)vQyt
zV|o3|Z_`pRM{zL0rUIVpFz8ic?2iR25_zW5Wz)D{aDGT~P?<{@9bW(qz`&!ng|?c^
ztzHPI-^jp(*Xd9^=k<sYg7rZ!TDbzt6PY8l7_ZjfHpRQ_c|D*wmm76sQ{>K?jH0pY
zH!SVBnX0be@sEsr2ayb-RU(k5VvU_=F6BeDZCRUW3csFAx2jWYTCefK3WIWBLjE<X
z>swu78QXcX;eO5e9j-~t6^`#-4j7S2*9U-M9ctnuSc`B^{fU)fJv1Dj^jg5uK)E-8
zTUgvgNM$ND#GHxL<;4_L%r;yVqPvkXumuY4BBDFxNFamdN#z4cUg^wvRYaWKY}-P&
zmz761UpGC|5=AWDdAZY3ltS(;C0=C}!R8m6tmh^`NC@+%?_$zSWJi_hjo7*+0NHx#
zF6QM;iB3Q8Gl!D;YGfUs&68GT<;w5FLL>s0Qd|;<f{Sf>^R*1}49h#H>t>FLzknG_
zqynXlw3=+$8e0{03G=9~L(87cJ7P2KUY563rFV)<Ua=%0{J$rI`TnxBr)?%7!z7*P
zHXhRJEWY=6S#RK<11`g#lZp4Xwn36qnU!0?eKW3mJt);QejY#I<$1EhEsuEGCb&**
zzA{^yVc89;nbCf;aN{ft3{Kd9sZ{sK1UL+2V~<f`*po*L-wUhC6m&wg$!R2R)7UsI
zXx19A=DDl5nA%lbSmY64cKY{`I=HX;&X{k3GDCT39Xx^kqi7P@;t-tcrbMVZ*;~ji
za|3k!Rc;QAgyQCa6*OaNWfdwYd9b#yl^N|C{z#N)w&6;bQsLlk@RQDY0;w1TWg^GK
z8hFhVB86=%y&*N>O6ICLfl@VaDhtZPJ5A!yPn`k1f6FojMwSH}hcdV1;uL&Kd55gS
zA)r(dOzz=}o1i&5g5n30L3j8Dma^2u8e%uda0VVh;gZzB{yQhgebB-SzK^*Ncz?u7
zv1{-umcj52(GzM-i=I^|1g;e*4W>=Fz)+$B_^hEM*qEjs#&hte3bp2vgtZKWExS0o
z3zoO1gntF0I2IfI_Kj$DW>l33z#XFH%`EBqerpb_9Zf}XDlnBGwsN74xzqaH>N-Tb
zeCbv}2m8{Od3c9`p?oIN_HA-|<>~p1qi5_u*7q7sQ*JGfr;w$Z!ueF)jJJ9uCYeYD
zR?OcSKYf={-5eaK@!Zg=e+<Rz8^F5zO`&383@Y@R4opHduheMrjdu+|_-n-KZghe5
zRpb4g+6Jfz@tO1VyoRD0pzCOWGFmfs6sDUcLm~>7>GcajE0(NK!}vExiSTugBH>;J
zTy@D%re(D91nR$Fb=FIUk!H>+WLL7QWemjbUWs&?a+@;^0qy3O)~hz3z*wNUrA!K3
zsRp@&z9k<kL(WxF?#|HSYUk9->r%p0VLB*PoedFZpq1B4u5$Xk$hZvRvb|mp+&8A?
z{YOfs_~FTD<#lgRHo;BF<~lOdH{-w|v)svSTUKi<0agwn@6NJsJK4+9Pj)AZ3+fV9
zXS#VFiXo%Y*onlFPU+tp4<zeJAbL?@yt+B+AoSdIylHc7sWae|d%y|))7=FW&n^R<
zWi!n-Qo3|KN+c1R{M+=q`1z!@QVYl}$k<M;$z5qLs|J8lXiH<%6HNAR9z-m#ouQN`
z%KP80l=mNTnG5fcu;@tEB9bL-VVF#y0Z1@fI?SA)Or2YUZzpxeV?;0B^r&ZzJRdxb
zf0QF76lfi87Mh^#XS+M2=u~pEG)|klP%%OxU!x~j;L)-mz46z3xVFi2xEXoPbN))=
zbxQidjR9KcOqLfzk7QeO^6^NxOEsqYpYJp#AI2Zoo-9+uacBo=go^#m8u~0{R*o;}
zQdoc(E_>R&uz>kV!S5u&wQEh?HNQ>r0z~jVT9ctNf=Vgf@)2L#_2(MPwCGa_bNB<P
z&78P)t_{xH7q<A@$63321sZ*V!V7}BTiI~lAi~H=*%e`sL!YHPc<ySP$XjwY@z(M<
zTMPYmT!LWY(Gu?JnKWzNe~B;zUg6)QFJ^CdEE;QL@b`mq*+U|b(5#h#fTZSO8QHy{
zz)4w;;%4A9RbjMld`jDRR{MFL;+77F8>Lgiq|kx+-apHI*?31hbYJ$ZTX?pE+)c5Z
z6m=Z4N0)Twdc3uqw#_fjL5+zgc&-d<i(L^$&n;tho$3Pm;tSfpe`&t@7G+n{Ur?#t
zU7NII&`l>q&qa0s{By;{CW~9=^VLorb1^2(#I&_Gx1>i(rad44J8H|vs+)6lV=C|V
z_xZH;?{j>OEZw9hbz1mqE1L9fRr+hw6stK?NF2VT9aa%n<8S_0t*$2Ajhtpm);4Y+
zZ*?6jns0Pn2}&rD!wuuPShk>izx>mDtDRIaz-7K)y{=@Xc64VPZj+rNY2_o|c4CwG
zKW7ykUG|h8hrK4_c~YC>=@jt*B`2P!?irLp^Sm*P=Zs`lQ7qJ8Qr!+SWbqZIQf;o&
zk#%3EW|yu7zZoDlEv_!jR|*v1ZSt}od#<ccOZJ%g7f`fWPqh;*L29#P6xX!A%_QYD
z<&oi1ll9i8aVjguv1W~Hd^k$!Owu$8Pw*MKf(B(=QDCTcT2M~mPP%#jfda#~T}=j!
zGv`=5Z9BJbmJfm2uj2hl;xh~UQkT5qTqSjg+;Oe_k&5cIe;NH1^rA$Yfn|%sacd*l
zMmOX_zt$B^1_$j(T?PTru(5P*Xr0#Kkf8glJ~;C+o4SyjlqtsdWa_kw+MO#K*|cTb
zTbhi<M#pt-*hwX3{6R)WMuvNIWg234)gy@4&e~Tw`5JP#7ZYjz&Tvd$zb#<5-S%ZJ
zp8dI>EBA0_xpz{=4o_JECQjye>f2<RfQ;-?Tdj7igA6_)SljW^t*SdAe$x@{^4?f4
zMaTePn5&MW7m~J!#Tms1o3R-gIUeG!pKYPbGG!Ke_C)Eue~^{qLvitkGsAb{x4K&B
z|3`c86%|#~ZGR$3L=*#xNK#P&L69Ihs(?rVA{itJh2#v9ifAT@l5@_26gh(^p~zW4
zf*?66xuBre@#}lL`;P9X9{tke?}I}JSQe+w*?aA|=K4*_;9dW>ts}2pk<Q=w5MsJp
zjS1n#QOmVc@kh6mnP`MIM#L}b$8tzr?w=iJ=(TVxpsFmh36i1gHMi02I4%z8rKmx=
zVlT4Kem0ycU*rX|=6}c~HWrpf;$=+<{322ew%)B~jEnadKaDhNvCVq}$4X~i9Ssd4
zwK|PN<+Z2OIt87_7+J?AlO(3=<Ym;JiPmkZVr=Gbo)|lmmXvRUSBZTPvbV@uc~+Xh
zQ-kdVsJJ(?ijP*qL$b=Ps;0rsrUR{z5Sx+5?_7dZ@Je(}eSUTE2fh1D83HF`hCBdP
zH7J3P?Tnt^`%yxW?xXm2f2PXcCa{0!oMLDy;c@hSJ6;RiKNDANV7|=K7}{zR1G6zH
z-?}X6$Kq)C6Bgpalh#rTw=IKIDW`IOdu}Q|?b*}`GFYUQ9-Z#cOB@$N{M}MEkYz$7
z^%f4hBfNCZzKXQc1UjYRhS(y(1VbHO_B*+TS+iyXPeUs|a8O!VNXU>0_+hP67QQC&
zYB?FH91C@2BVp68{E}^)x}29}m@Fu0g7u$>(N*23uwc^W?i14hLz_p~%yb7`-jyV-
z-yHsI?&BMqv(h^w3f7Y<M6%L9+ef@$mg{1c%AF@EMYoN^TmB4sM#UJY3P!TAC^_1_
zC)S}%Fh88ld&J$?+g5oJv2d(iE1r*o+thjyowWG0N0BzBKs`F)5VhP++HrU7^H8E&
z!dbG4waO(fOVCR5g;ktSe~Y!xrC0LvGh39?Z?ZHcu<6JW)O}^PG`&Ty|JP>DE8_Kz
zq0waf!rFmy!Pu5(p07+nhreHSG~<i-AsmJJoq1$FTRoITV;t|?C||v#tl{BC;CHW@
zTHr3sW6_{I%`vTZjISdxFZNBfA%arPJNK~IRf6x_aK_KoOv*Hiar+?u7|oF?X_XD`
zrGqsnL30k%=mmL2Tn-O6f$R0-@78ceY+t9?25P_hF_F$_=48Hid&t(V>;4*MC}386
z4RdoJ&A&SDxuH5+QmZg8`bt8<S=EQQ2;Uw9IF>Qjvt7?M+&>O9p95>ac)GpbM$M9}
z`j}^C*BP>}cU@c?ENzElp6iEbMKIdd1<#3wm5Ecne6A*Z)9jzY<EJdl!uovZ{$A`$
za$F}`kF0LG<B`(K$P4Kw!z#-o9tuB}ETBr|8j(9$S$_*xkNGdZ$E|QYLa{B)=E5Qq
zE`3|>zTZIu%QR{Dek-9}{Rkf>o|c4m^3mU~g;<-Dfj0uM<p6p5{sQgQOn<PAjdm)0
zin!XfO$#6C<nm{5eX$%y?uwI7gL%VK{VVW#&5x|lom{(Sn<A)x-MxC?wfnrOA9wBU
zSK_H#-g(#>9790ot<KxHhpO8XVEye=qkH^C|JZt5#>o}RZyepp4y7W4x5o1GTIQ+B
zA9M+?mEYPIVG|W)0T<7M@4W_}YEBgf8~sUOb&D3P%^rhNHgR@sA&8l-qyk@p*UD47
z&~Q>DhqPow_X4jUUYc`BbDcAK+NE2h*OI#+QMQgX;c&`8?n9EZNgBwQF4JKWeNGbX
zAiUvZmu`xa2^N6K;H4xV_U~S-E<p{zCq{|%l(SwivvSc>BX&OHN{~N}a%Z~;Ff{DG
z3+-7DlNAmWj-tQYUbnUih+MBVH;+ba2G<ClQo1(thoJUIPw;;BL3L?c0qA`^noKPy
z?7!83pAg7|m)J*UsOOSxvQ)`yC1?kZSED)TCFW&AP2T?d!0|^XxA@@MzanXL8qpx6
zjw$NJJ!zFEt8uutdmHyu<%=Px_AbBfvQ(Z~>w0nu1_IdXFLy|CKR=_F)=y^9F|dH{
zK*fvPomtbjlVBTF(e`#Pz{$=%u#@-IEP3PC(z6*?s**19Nm`l??a%&S){vgC8yOA>
zI1P1kG&<Zv`yNxc;VE2TU&lFpdRMr2ZK5szhcl$%7+P!T*%w?(j+$l4=to91ti}a$
zzemfg93MVVp!ox^_2GmSGQp4EmuPzgjlW&X(hF11E_~R>kQUhy)o$HlMHR3kCjUTo
z+Jx6_uC6KA3}<p0Pxa6xmV-srw+=iK<)D8JWXN`(qLYr!s1)X?5opEngoN+7eNd4+
zHIna&SCC!mo_m`kcl{n+R!*3G+wC%~I|7vk9)5$l0z3G(M|>=q*NYNml?!{YXoaeU
zud%sfRXp<PO?St$cpsQfL?0N}nz?^;Z9WJL4#B<Rpx5<%VtebDBxWKk&&!}^dx;!7
zKUr4GN>+kNacYdUp$MGuke7ug*UP;i!}xLfnXxZPYgfm28saV~tKF6|j)8+H{+XM#
ziwy!l`k;sOP(F0Ai`u~mkIOOD=n3uUM&0OU+`XPIt@)HFKkZ7N9MlCg2}b}=4EFMc
zmmQp=-(oFQ8l1c@mUHng-LvP{`$3JH|C6xMrMwbOs$nQlWB8Uh8XUQl?E;!tu8uFS
zZ<;Zt)Cc%+F@fody=U0|UAF*7DvH)zJ%g{N;uc@(lV5O1dbCl^6_>M|4lY^Y7i3&c
z(qjgTY8&v`)#)RE#IQN%jn`%g^H4$X*@=%=Po(U%TnJNZHCywmNwjHcK~*>F(!Te<
zb)IzVF4^IQ_I`m`^3R&I{V=5%wdjVX^SDv!=#MKL%2sX0o;C1Txm)EX>zK_N@F<((
zOHytA-`bvj+8QZ2e)Q;`!o#H!gl9kq%zWTc{of7vv6pGJvExF~oH*A3p`<`n?=vci
z%$I4WPt<c*>Pm~CJK!l2U%wlpIV3q~!R4-Q+s#ldqJj5(;!H*Mt;S`$Z%)p=p%Y2m
zxItah6+1nqJdM)um#h5saOttfo-HSws?0zrDM<~k%cyu;`wJB=>4&?YDL339T|m7!
z#H23q*u`nHm@DQ;clyER!G!SDXo4DDUC)NY@sf9gnX!gpdY{+SrPq2UHfwOxn861j
zwwKocmQ=yX$c&M-0B!PMKX>h&zBA>TsA5Vnf%41#e)eFt*W5%`Uay3lcchv@BESvN
zA{?or7vC|kjB%dXB>ae7ZL)L>zo$v(fsWu16?<D7f=0(MpkpkV9IR6xjmw2F<MrpZ
zsK*}X{*hZrgM-GLbMWFm0=fDygmm`+TjYDa!yqS5T<^{X@4FOkPT9zBs1Pmzj!Q{<
zY|g)U2088YvX)>PQryWG6`fgGpK;Qx(k#QF2NwhQ{lGZLl3s;vq0}%HY$n(NvSB#I
zX}@ckCwhs!?yRDLmbswS_ez9JGF(1=vifjV<%=RZDtsYR%8x69qdV1laIMlOH{feb
zqDlkJ=QYqH%cN4cmd#^neqM%|PK72JXX{iyAKdQpkHS>z0Bn9S7y9a=pRtCymu^Yj
zwj8aHe{lBTXWTKmo}iPsK#T4q-*9IQ@?Eel-quR)O|B%$L-9z~C^hQ|nzEIrT`Ahu
z1e?K;*XT`e!%cvmm-u{Dkz+(htH3xcHsA~8qg(!pGu!H18Z=fzo^?9;BTod4*eoC2
z2trT?f_|iAxr8Zk5G_mmiA_Z^i%+@N`3WpaRz@xV;kxPJXggbcjD%ck^1ihTFrG$V
zVYW!nz2*t(9g?y1{mlR-uoPr=-SA`m<QFy~NXFC8++X12WnObxl!jD2op|e$nMl3}
zwbN>LO}`iA>zt!ocVhnAUt;D=8q`Sn!-A?;U|~Zh{rmK7j>NO^j+76w{q7;s;)vc#
zvg6|}nTh&Prl2`IRj+U!J7t)5u5q@{$C0NSgSQlP8kod0iLkT#+kQ3rgH<+XK)9+e
z9~nth%=KO>x-U4vHmbhV|2&)tN3Ndq$oPG*GfaNujfK(W(4Xj!z>D>Fpx^aIr5YoF
z@grKxYnhi-ovl(vImQoDj0<p7I;FMB^O>`*gXPH!l+|6cT4r9BL2Wv<!6hR)(!7`m
zj(u%oHU5&%o%G^r+7IaFa`KWbE?&-bywAIzEwQudmRveu|JY-R{1W(gnkAWXu9r74
zV-B-AHuWA(7|?90CAmViED%{Pxbiy3a=xhnG^o)_2EaNNH5DnvQ$5axb6E&+8d$;P
zM+~-D#!x9;hM>yH*^0zHSTH?>5y-M#s_xrM$EXo$6Yh<MQ!O@DUX_|q<e#-fJszFs
z(_J~+MMI8=4wj5Ca5e9#ap$SAe-kUFbKX=Yr0K?OWx;!k9yLuSV_NB5<XeJ_x|j%)
z^pQ`sYnH+zUSmSZe^e(dHwkjn?``gE=CsV0jIa`pUgLv<%Vt%FPMySerenH0-YyOy
z^?1U$|3eD=XtcZj>k(_~x;>2We5(;71P+1F!U8baz+&L6JSlwk{UI{E16tP??+~cF
zuuy!c6%?qXz7|h`KACqY;OBUsKor(PXcV)6LKh+ieZx>hE-c-e?_rrKfw3=DlgWDD
zP+-c)!W6nm!4NOVNncwKm4<U4WZl3x(B%J3(NNN`8MeiWzOcy|Ld6Q)c7QhM4}1Vj
zRS5%J_8L^Lo+k6%$)PtCBGTNgt5=o)5MA2>tvB;g{gekMJowFfuk*TZn(gcIuapgD
zy1We^xmI+@WAn2d6`5*`G#no&iLMksgvTu}9=OQQ_9g76zO}&oILRm)n%tpnTvhEO
zSYXP9LTM>?6BYGg)g6f%c?jKA7APJ|N{4vBPnFC#4W^n~9ZQ;dT4yUj-(rCYjN+l(
ziFmuOCqk=MD>*W1FLwP&5OZ@t^tMoz5Ha2-z$|(g&5O>n9f#<oQ0Qui4)DU9nuT=|
z`rEBkYc<`Bof7dHuVjJ<q$aR{Yb-d7LzBy)iSGFWgt;I(F5N6{Mp&p3NIgu{mPD@o
zzX>a(ZQ2y*itblp`n(UE*AnA&uS{cSn81{S$@PnFaH=FO+kx*65d*Txwn&W};Q(4>
zAyy;B?7C%F$NyQ7Q?0j}_UC!lVPG-{T(%9JthRBRcprWGO}bDO=8i1p8o=j-BBSE;
z=92vSW<R?t(!J=ZF-<=m+HP;_2W5&V4;)&w0S7}E3nqjX7`9uf?%u8j8Pq(Y5XQ-n
zd9#&YYmGWCAepfM5#h_$M3R6O%yVsJLUa6Qa4Lx5w*e>;?792vjl4N`P}ya<)KQMq
zneU?coiHlgo1@NQdB3C)n#0eHjl>eAVXW6J4L<%*1jsugJ?DXpoB=;DkW;6aZHzEb
zJ^*uJ4}rz7vWpDbh5l#coNqLu`iC+Iv6#^#xI7~-&a4<iQ1dnD8kc#|DkkRY6x0@F
zopN60=UVtN&u24(3(wXs_;W9@N5u5<&X!2fU1{sHU4KGhs^f=9NuB%WGS97MGwF$e
zXTszbFSZm)+F&@EW&yT~c-4g<)jys`e{DZCJ>4=d`Gj``y8sKw?NmP#+G|<9I|d@T
z4x^c1PZ)OJa^K2^IWBH2(5U&_1|4-?*V0;Ws#YykbwZ_WJ@F143YRxZGln#DngBCN
z2g;?d^{3!me5S;HN?j2g^Em!O!{f&b_br1Ud$8)3VZ6c4a1Jkqc(Sp&#|W%t{_F5Z
z3Tkv!4zHB^Oh%&;T_^6QY6My%<2nV))`@UFjT4^ek23=5&5v)KLf6dvbMh>n!*Quy
zEW<LKwE^2ynFT%0Ft|iVQC~{3LsD%^dbm~Gee=s9IlS^@{ePS?Qs=UZzs!!^*kyc5
z{v%e9?szEx0Gn|y_stiH!}m1a?P|?UlVQ&j{zaYsW&KYG@5hIZ{?kX=#b%)$v;{6b
zPqB<5PG5u-?F~I(y|+@*?!f2*tsqua+Y!aBSJ{uPgCG|0eNc4&b5C4JL?i|{Zj7?6
zW8j9bgnm&aEYVdkHr+k)CH4x^cRlHjaP@Q^px?uY<)Tf+%tcLDGjvW=1bZP4C!)Rc
z|EFwZIJ5ZvUu{7DcYsplpCP}J|G)g={~KBgaU#Og4_0uQ`Y9U)4DRvHs{|yd^~~v4
zjviolY7t<;&8##r7P7MkR6tYzCoBLfNERlHm##euWBUcOx4%SOmgiwpm^&>pe<kuf
z@MR{!@-vMD>5O85@}gO4r41Nn@gcykz4(4Xv;6*P;cqjhle0kgMPe_zA{%016to;!
zTN#16xeBp)F0g_-0pY%DT^x#g2jKNa?IS7M&{G(L;%N-P`OCq8i$rLJ<<L+<dvudZ
z9VXM$0#OjL{YYPFk(>U_o*DNnk>%efaAl1J5t$@*fVEeCQ!%C-VL|%Ef<4R;ng1tq
zOLUv1+lOPv;&A0D2<*&<lYcB(4fqlsp3Jk*-CRQs`bgB%7?37b0WIJNkdxLy>l3-)
zf$EaEb{0V@Re)UFw8=zPi!9r|4mFuTGqQnY2e6Iis{k8tLi$`YuaKaEsQ(>a@*Tml
zMsR9R!N&K%|DV&xN9-R^XD<%x4yfORSp=J<)4d0|KZWhf%ShOxc6}9?++o+Uj}X2T
zubzkcy;M*)zVfqzZ?u$U`4C2h_qD;695vAgVGJC)^!?9iXb>#b=SMz%Iz}2$IQ<-d
zDHbAdk5kQUD#|!Gx$xgLl1gYotZcs>r5kK3U{Zf&4#*EN)=T4c-gQfTnIWT9FABm(
zwr44V27xXu=&@~uL^hh1i=jV*`j0jRS=T$@^gN_ycAf%jD9$|+8du@m2IF2sO9<b_
zBgjj0&k+HnTM3V|xa-9{*DV-u=r4u28fOF;HVW@H#=3X^?oJLi2T~0mjn)CU^1GUd
zmNf#cdI1idDnM?HmM-l83>SBJQJg#7hU-i?>vpMlky}K-1&)im)sOlTod>n;w?g1r
zS3yDWGv}0A*5d|ZqZmHKk5Fbz-_J!k!qN70fJiL{!P?mTPfw4<=!LKv0Py^TEuO@n
z0J{ovSn;BZS*ccg$Q-WWVU|kjvxEteglPi6^vV%>J)_GHqf$(cX%f_;nONLt6C61!
z5&3F>d_@((O9mJ?C5(YD6GERfO1kEIQb|I>6Et-#L`bc3M>4?GBOoI!yQFNZ)L-E^
zH^MV;u(2pP7v~uK|7hw-ixv8x^b`PF!9ZC#Y{UqQ>!YdLcvO1f6hLK5C-X-%nzfpx
zms(e?-=e7$HpTvws)tK&#vnWEc<LiYXbLB)hp(IM->q!{o>-Jc+-6hp<}A_9Y?200
z1~eB_bwaic`kb<q$)n+r7sS4}beR>|<{z3USq2@iOqN4DJu!#VNJbYh+0|om*mX*C
z3?KAqW$--3I6%jXea`1aQDmKB%Ba+U62ge5r*&#CS;Kp7+UP%$^*|Eb1cGJDG-an4
zH3!Jy`jysZ+28NW&O-b=WiVntI8^;ddj)J32C=+1I1=~A-Kv03M8Cv8@V--b%ef?T
zs2~#+{Vegs2yICu{!OqY{~Djd+%xcGEqe}ls0qtV*SgMq5X|^D7@wFBx674G=&#6G
zfsu3UXF1Hn#5IKWzRPfSD;G(@f@Wv>rumppru{M?E+~H{AlTs&;F3Uq$v{NGkmaIJ
zQtX|rv1#w4{lt~rGAn}Uyy&~SkZSN3xuCWfA7FBzvO}Daz8CDArqOT;T5-0ZkAIG2
zoxmKy(Nm4RGWq5tFpja$rQ<&Yquu9fI&DinH@TI3s`GAk3@o)8em3y}A&T!m9h@ub
zTtgT$+mbp;fhw0dijPESx7<tKG@ZwkopQI%OZ-H1Shu}O))bsWHMv__ErU~SxOPv5
zGp&$@ZSdLcvn=dJ#ySrb>CJN3h^4Q+d}toP{|x1NIfdrxUy715^=dR9?@`i_T2ckQ
zy-j_rE!Qu(SmsvJ<2Ih7PjSwx%Rj65cE-mB{~Req+<viE!{;~~$M<QY<AqYlb$JVa
zy2+2%2Wa}98pA0#oP3jFHe8Q2)`y5hoyri~^nwGH_z=mlP3XWjH4H-?{EdC`gc9!+
zn7`rPIlvFq1(RT?uJQU%le5zWq7AuQ$qAQ=S-Mf{0h1IYL#V4qHES4drL#yoz8STX
z2ljxbD{Rus2uqd8IJ%_s#M3iWrjsGZY{@T!+MZu7uw(1JKYHmB@v+C9$ECX^2@A^h
zQjvsv_%Wpl2#ygujP-dyNA-j^sY{B(zn^N8*9=!X4rD`~@|f>LeExrzr-$kew=P*#
z08VRKWR^<f{KJ-%ah17CS*t56LH-#K->_H#wn-1z1}_guJ@*kb8uK9EV@I6p&Dgo}
zOHp$kLeELE9cqPT{c4v<{CoP{N)^vUHDEebGJ$%;u*5Ub=1)d-2PpQVP=`#pT&kD&
z_452wJ#Ry#W2Z1Hxx}S)rCqVDmw)H>cSRe}cv4~`$^GH3XYsk%Z^u^Nt(>b)2^40f
zYS~!R=rcP1_$I{zA_Dj@m-aR@CCAoxCJ3u9#1Vp=n5^GT^kXhK)jSpJ1apu?!Y7*Y
z88H=FHU&J1pDihk*It`J6Pok~HF3ThX%#bssqRjmK`VE!!wwwWz`f{tD4lAva(`GN
zZ_I^w+rRXl#|*=h%mrmGIGqV`$mLXR1{A9@nO-vs!*}#khfA;f@fwRRAK!O^y=Es5
z!jspoCcGRvk+v>%ito*r2PD?Pe<vr@5u)B7F*^w%4V*WaCH@FOR1D3&#-f+V(581B
z^#~1yi$bd~?D$+v?JaSidwY*pNhOMWbC#WdXT;jPZ_ppPK_DTB_*R1l;A*KT{sNQ4
zd|EZd&y9LA0uAO)U3R9qTfjB-rIQUZ_;Y?L2N{Y_j$k%JYeC=d@b&RZ*M~11GBK({
z6k3_laumzX?~lt-NcGwX9g!MF6JBq(@~AdvH<M0g=^`Flh@?<3x)WTfJjU|2WtqMI
z29r>dgo+X=rCX3gnqrTjs%)I)>M`u=MSVYGbObY=3D32746QuTzID|@FRNEp%G(ue
zz)gp-#)frSef?)~ZeXb>Onj*2@P_wVIc{&VQc66dR^?)Lyf0xo!Iy|@<<;>^6tB7T
ztA(~b#9m4hT2pJV))I|13`6&c2|ww@;pBIUnqVJ49p%bAI@NH`@2lASH-AIV2*)w@
zksCwLaqfWKF08Su?pG*n*b)r+n?_}})2}>&9&r5T?6+cnDjnmXn5ks{`Pb$9@pDGe
z$;+wbwThrTO8jo9?Fly1jANE?1U}SOP1%@b$#waUYVsehXXjrG{88#%xeShN3J5x;
z0Kb+^6u<eo1!W_6<c+|0G816c;I}L66=@IQe&2Qy9dPX7J3I9x)Pa&Rqux*@;A@V+
zFCFL|EAHVkVF{1h3(p|qPB2XFe1&5_{xEUP%GnBFvW^G)K-v8Y#t7YV1JK5u8<(n^
zy1;4k70NyZ=6$deUX(<f;V-=prkODX;PV*$m6aO&-n(jRP?uh!(SAc@=J5cG3^IrO
z0@o-dEZ**ygdI!{@?mF<z#~YeojX7wDYu0`)a?^6a0|Yg;l<!LzknuDJB0YCzrYXp
z8us+7@c(A4Z9ybJ^A18;s|HButGOE<!NO$-8pTN12#PzB!IGT0{j^U??+cKRhfuoH
zL~r|2snFZg+t${07Z#I&9XuTH&lzO?1T*@?V~Mb<XkjScUaw7U?D0OFvj>y>pQ^vj
zKXU?0fp57ESB?K*1<J)hZ^%w*BhSmM+x^ZxWeMh9uR6@5H3)jrPItifM%L1dDhxuA
z(#Yhoe0Ce;!u5Vt<+}&g&^a-JnkC3O-)!G=Ha${*(IehHwo{n!({SZ}xI~_XXzS_{
z)ScaSorp913!E#P6F~r|LrcaE<S|2Zkn!{q<SCkfG2;HjQdk#M+YGO%nVAl^%j)j-
zBZ&wSK$?^I1u&Hb4+6L;DIjxwe(63gX$?&e`iZJ5oYCnIw_zD+I<$e0$kI%6Q=9o{
zx4E%Xbd6z@e=c^TRlv4#A;W8Q(mA-W1zwDP^y>aPT&$8`w#D?p7%;jshSScyvhH>%
zvgXiL-k4D@skOTe`bEu@n>GaRH14|@jL1e?c89=?@YT{(q{&Jz&wZ?`RCn=3X}hq}
z$oLzH&19{z1dxtu>+BDyA@Jb~l%7ra#PHyiK)z11a?{&7#aRVM>9&V+l1IY@ww;Ni
z$<>jQo-3fe{DMQYxtpFvX3%5V;X~Hsn(h$AXx{W+&WjEz!?QcD1iav;ZkpDscC~NZ
zM}EXzJXCe`o%e4+pvma%Je`u9Uwnvl&btc!)64pqlH8RB6_6G@wa*P&$=8jhHQru{
z9xiaG{rS4>01@;TO82`wXZZ-L^f?JExa6!uU+lCFe;9_Q8Huhak3TqM@lfvVEYbN0
zd+r<6B!!P^=S`eKS7ZjS(Xp8rd<cIMhUul!);1~rTNTKU=FwKtJs<7vX7WY7b@l2}
z=rSGF<nM&s;KgAJb`H@xMw~=q#{lIh(XhIS`VCYCuK3#(j!fOdzmav{DjPO)O=Ln<
zoZztbZK1gBifBBKJMWwK*xdl$y{Ou7<JQ_l&bt|$tkZ8e>tALMG}O)%jkK0uKgp-N
zZNkBGmrEOE!a5V49kP<JmQp!*i=^__h^;_C5GNNdD9|0prz>GX{;BXG`CaXx6N%in
zNU$WWsNYrZGgPf#vztZ_3Iw2d#o!(!@k*c)<du)^6ci=c#$51W*WKWwp!yAfsP`*3
zEJ02DBbvQrLSxF~*Z}6R@r`E5!$Lc}KJRSnx?)yY@ma6TZIP(`#~IYQBTCp^D;Ihb
zhK~z}gSxiP&XwAWY|&*WW*YOTO$>M~?|)sUMSX6gA~(5ax_=ojgAc*BT)gg|uy$>f
zFTgyUyL{3wYD{s~`riIc|H#_6?HvJJm28Lc7<AM7TP-(dJ?2&awt05j%xBIQwYXT9
zRSOkZ`5U))>U{j1=>{87beTy)Z)PyFWbH44NvLKA&Q_y9xG805RN5f^wqx+8zow>S
zSjA`;u~BY^{MOUlI<>y+B^zjYZM*oSuHOfy&;62YXP<s>t1el+QUCX(%*qW9<i_ll
zqZzv&y4A5vYcl_Ywdlu-?aYDN4~3{wLG8BwEzVBr=*~^~pUt!OM;{VPUQ3kB>pbw*
zSL1q0(rRM5{nExzfH^~w+k$)3QATx~&)V&<HaXt$WlHG-MpM%u*cYOV-qA6ez1Snj
zZ6~CC`p;(Y>OZ%gd5!eo7Zab*Y)QH>WBe4hkAnBgP>12Tq49^H1~KBBD8|<Q52U1Y
zKMKxC8GVUkzbx!R{6XfD824rV=R{(P2HF?*aYSer%CTjh!ZoTx=aba;&(xa|ZNhr;
z&VLQir~#@!AkFLg>FTnthCHfjyi$*bc`>a1N9S*%-b(vlL#0P&yzHEcqT6g|V(x3>
zHR}xfEMu8-?u#pkK~t55q|{M4=TWW0!7iPGB(<oHRvx~GUBzGeOKc<#q}N{?+A;Z0
zpcv!gJNc6j&p%8fJU?EF<SkulH@d9Lq-KQwm6vi?HMaG5;|IS8^x%^lY+ro@EEAqg
z^xi)yM%v(BP1={6w}U#9V<uv{cvh%PMnUKfnW#{~p7c)2F%PCYlR|Dk{2K69X9{)q
zAEzU?-#KC)6!&PW@Un}Z{7RysCX;Wj+A2DY_xZ?f3a_#yrRwZ3d%~~)=4^v)MyP4f
zDDXP-`vn3@mA!Q~4Ns_&ZTL{mNld(Mi=cHjPIAZndGW+R$J$@yLHzGaZC8?-?#{w;
z9PBHb;h3SXI+vTjGX6+qug4%o+xtX@PN%WkYtQ;fffoMXc}MYj@2~7*P>wZlE0uE*
zezQuxo59h{$B7cR?Y+4$V$DK|Ha|});$|0Ysd%v<J)PqR?ck89fveej%&)jP=C7!&
zz$@-&^;vfnnH&DzT+t6GpQwNX&ouuw=@YjfZ<4G<hw3%REx5zXy-u7MywjEI9?bT<
zHuAXJE)_L@Po|3Oo=0W!d}_|mNN0!75l~;`+#%wUf6{SBOB9@*mo`nMB1`VIo?)ai
zpDfZPd8d9h3f&!aS4W$c7rl9Bx83~{sla<|=-*4<Sfo&Qe0&~W$a|rEfuzu+pN1^q
z#KnvfzN#SXm3nt*Z#7$Y#fu7>p1=k#N@+d+gu22T(;L%3dQ3YtDzD@~C%t2kOL0bq
z?mDUAB`xNxWeAK}xs-MF(mT(as@f}Ywu3ppjm}}cT9=It8L2Lw7c(ZzD&1}Sf}-=4
z@mBV3Go9+WNpbCQ276UN>DT+TCLA9Zw8O#&Q9U{v=2gS(8yXZ2eA7fT5yX>ubPD2m
zG4=`{ve@3ria(+&AQ?!l*4PT4B;LBKdwOi-%`J@9fJ^V<L5bt(Ds9at`?eaZ)%pTN
z3Ak#u7SV3EOuatlbC--yjV%W<pwm}2>g5MkUgTCk5${;j497n)rAPlcLqb<UTBfxW
z`R2`&$-t#k(bZ$!Im(=)2BrA?&1enpHu6_*@cMpRnJ3zdF7i?LtT#%Wy)vT{&g5yH
z8T8?{Crr0Cp`PX2iuE^<*lv2{$t$k&dN3Mc-0`;u7iMeyjuW|ZAA2?;OPQA89<j>2
z(Yv%DGO=3n_V|DnU+mwjLa4orVf7znx8S4C`MLD_C_;UU;g4MtfODt)(RpnWkOsOd
zLTwLT6w&d>v_mU4eAcZUbo|rY8}c91Zc+KbPNqsF^+{N|K7cd6p=DWV*aN7-b_^7`
zAD#8CD~iW-@mdI6qU5y$jCqsLJSu{k#1E?TKz~2dyHOSnSIq5V1NXw>)igwht*k<_
zP3c~C9iJC=>7?~7Y<LiH`j}m(UNn(VpVhhc$>&h8@f1a|f2QTuXCP5W4Csyf(eIK5
zP-MeC#7DDFRc@lwjt#poSDWp4CPMT0&l@W#>><Tlz7jL2=GrwzHF(3L78BYnGO{|l
zc<Ymdj;$v*B?<Yu5}!kPw^htGF!<4^N0^%p%=Wt7xT6{tKSsIbygA>KzGzvtlWfJT
zQ4(*}_T)&mB7}}FV`3t9i}^Dy&Rvm_BS8BsWPH;dDSim~d-Jh|8a2);QEJF=Yt)>+
z1IIDYckn!?KXO^%J&kqhg$(Ao2KIdO;y1^cT(6jN6#XRXWAmP-pD^36towX<(c{Ew
z1;vw%#`}&YN}v9q&V*}A?OvVNEeW#YDjz(bH6!%5VKJ;BwwWaIz-~P1-P^;2<4sY=
ze7q8CB~}!Q@L>^y=Ff42mx0cu9le)9-n4Bj{#*PG`f$~my6^!Piwv!78gJ^tQb?^Z
z_Tg8@eN#Z9DvBL9&yI#?8@q$vGheK7`_JQTcgjxwqs20WYz5Sbo<a%UH>GYM&NzRA
zB>Mt6BQ(shy)myywKlMpr!E>vh1L@-v5tEm5&qo8hJ92cml+N=X<gSQ4|sE}{M)3^
zjPx1dkf9&V*uKFs4ziHke8Cv(Zq#a+l{#<xB`0M%@e`__Y0-A)?BrZJ+Pg5Tjy#UR
zf4Tj4{C!tkoZM?qjDIj9q%srOls4MbzOJmc85&-Rqa%Nx@q=6R)gQwvsdQA`p9n!9
z45wO7BreJv8U^yc$IZN=)qjgQt9o9rEoF69f~x<Gx;5*H*?_W(s>PAa(!s~pr%tEl
zU7|k~J|cR3+?V1qFXk?_2@U%7xio8yoAGfQ*xs!qb@AIH1-G`+2LveMW`-)c0xYTc
z&>xa<P91yhW3A5Kx_scN)NX&&5J(O()AMSH!UU%nLZ$`d%vCYstY!vBRNbVYb_EI9
z&H{JqJ=Vs^ty%T}r@BugUX`>h(+#(s9H_tDJwy6&V@IeRRZsG4tT(6Tj)Ia4BVI#f
zMXsE7I{Do88}}$oxAlLXz59idP(_|Y9=%P;K<B^jGc>Q4i+CR%M4kOcWO~_<i*H^&
z;&ffx6*j3m0mo!B_;1ihaW;uzF9VQz_ZXi`U*%iUzM^46s=!b2k<C{eRkjt~Z&yh;
z$DE6*w<<EE@NI{A-p_ZI0;TQ^1m>ImAg8E4<0QW;Xj#UBZgx)5UiVqh?sI7|W1?6y
zfVNHDQ0q(6J8>I{iJkF=XOD#}$He9tcl2jfAHjiU#e)E<VnCfXtB81U=!BAv!MQv+
zrN<xHQ&pvI<eFiIl)41{cVy_^%Qy$sOE#dk?JW(fNEtxC8(0_7ZZdzr^4WLchjzrT
z2wj_Z(wCVMjBan)7~OIv=0=I5KCpyT{@|Sd>Qpz(p60gpqHcd|w+ctIqP~;-2zgeE
z{VmCy%d{njZ=?K`C8cET1lC)({Jr3_PRO&4aJgcM3~aqxyJ~!QbO?J<yh!kiEYIBg
zr9PM-IYTm)9amKD#eWh9delTPpWAvxv5WOZ0xHv&iAm@geVFEULyDDnN3M<mn_Q=4
z+tc3#j3y+sW0w3IZzK<r*9kIPm5Xq12&(Oz6U%}|`+Ki~jU*$=+DwQ15m}0i4ed^2
zm&+Elu~dgC9uJ6zWOlsGg(Hi(i-qxCOkPHdtDJ|4rC*(|b=>I>c3SD!*;zih)cfMR
z_Fy}aYQKJz(KW>?i4Qq*Z}-`myx4OL`cIjz(BUNBn-8^eWg6UeFX!_x7;OD_+{pRL
z-hD$J&)jr{u7Q}GQZDH7h2sl!hBrxG`toEHFqj3^aAqi)NWI@OqpRnLCF{f|Kr+~S
zNz{<SEW4^6FHwt>NT1B7yRnQPICzb|zDz)rvIai#@2$_KTw(J`5PD@QK_ne<9SS^F
zr9hGlsuA86+1Zl~Zif+fCUN}jCU~AREi`{f-G4kk>@d9RUz2Chdgc14afbr=M>;c;
z#7o7{QeSefJbPfoe1iDnZ2=ezsdc_Pd{O%?shG(3m{Jo{)d+@@!||lbS%M}~g<~{<
zwy%!Uwv0T}QOL->PT~op>GqU%8GFBf9UqKupTfkw;60+?I!iI>y4SIp8fGtW2RD-5
zKLd@c>!!gfiFB^4Z1R|l;Gzglic-Gs91{xKf6tK9$)L;++WERRkv{sXhQ+*`xme>g
zhD+7Y?cy<$8z@ahLNsKvOuWc6R1+QE8mo6IC#_^JD)8FMwXakexq9sQpjFp##@Ce2
z$g2b%ODX1Z73?{(w}N*Uu;uG6v;VAWlaZ9#jJp4mSmzS(X`hXzR<lX^CHET;r}~#r
ztK+}qtfVoTobIJQPnAslEOB12C2e_Dt)y7kFSb3&4i4oz;i5Cr^uJ3ENEkZ06CF>b
zoZ670rpDNFohVnC1rAx@(ESXJ*}Hftd=t&GqV^gmqf`~E&wXtm#kXQcCyy#z*4Ix(
zXIp);ydVkV8)k8{(Gss5#eqAjWkY(>?Sl{Yw|h$?dL^an*H7rH?G<u&4yxkSIu&cH
za|UTU#rgQw#|(DA(oWf8y%z*qt}6}AVx^_==-Na_MeR?a?Im$OS1@W-Lj>!w$72e1
zr!qZT57HB-L>|=Lqn{Fa7^^tktUgMCp&k-jq#nZf6_LuHaByT0D-Yu>Igb}xJVRjG
z3O5vTPFyoRiV9}fd?iNuy>hCbr#4n#6H4SJk1MM;kT!|nT`y5+AI|^CbZlqfn0XL?
zO*Go00c8JeCr4qr((fe#CA3~oVsGaz3Qyr5G)Xq&+-9R(wL&eAW0ZByGu-cyD{MbU
zVBfjaPmO!!_0B^Ee>2z@Ke6zir{(&?k7}AHWvxaf^}awu(GFtc-aw~CY#De7MnD=r
z3CslwXqHnWS{l88RhEXy$%`Lq&wFc@fWOZU6ttJ`&a=LTOkEBuP!^0Jl`-(>$e;P(
z3esFSwI&G?(X{e7OtR3`?seF{4)OfWVgxEL6#&gnK!X<J3ia=FEd=RRt<@+?5}br!
z&>At4U4VCzxa(EB0gkxS92$A^J7dsU)e?d+=x21$+~o9{xDOG#>(FYfU`4ER_WPik
z-2VY`T_dy|83B^boZvPa{d(u`9!%m26dQwM!3gX>_7g9L(UH53;3#-)nO|}9@OH?w
zsYlp-ZONm(E@SOL@C7Y{Hvh*}V!JTp`*anEc8%cic)aK##EJ-VjkF+f-EsKcqSd*-
zQf45w4LaE8iJdeDH;9>Rgf{NEHiyi37fLw>`v>Kq^TpcC!TUJ{@T!pgmRbj;?9sSs
z$j;dIID#sLp;Kfj&kjcDzVE26ff2duHS^*6oAgDU@C^)HrI&PkrZ1H-i>ig3FMyz>
zB{<g+OAB-OL+kN%_<@3FbnA@hk`Xx^cG%jZ$i2Z{G3w4$&)r7m)1XOu?1DbR;I$Du
z@e;1SaBboQiFMtuhwi|U@8SZY#6jA}KZ$EUFh?g`^=s(@t*~alXy*WELybTqxD3lw
z{#OFTYb%yR3t@VHmul-kbYf4*6-)`_&dfR6M(U&Txfn$Prk2_hobC6a=(JMKPDDBT
z>|E4i(HZE`*aFaoj1lyH3j>8t<4@vGja=L+rOfAnw6=GN>5}R3PY%OwV19vI+6ZkX
z=25c!B47!7O&~ecuRz;lIW$?iGa(M&zTOk!#XmTa!m9-Uj6CJU-EXW@Zol!(wVq45
z6O_~t6QYR=IE?V(H_-oFTVPRF31gY-dtKfV5m#r{!wWobY`;>^m##Y^tTh7vovtaE
zk-p7$+iShy_?rUEishf$^iN9?I#5!&kL6hD>a~ro#2(+*_p9`Td*v0oYQ{^F(?UrF
zN{{Qj@qLM}q0lV&EbwuC4VhtOfQIUygTkXtgW}MXzt3aAlpeH0?<qJJU)mu7?ey%4
z+5>ne!4u6jq&ooz84?@r;f^DD!FES&gky8T*gZJe(#>|p(*rCczBK>E=k0f0-5G4G
zoyWEgpcc(lGssCuEwLPGn*KNJSCKrn45DA51gBnQ@p{#pln{4_b#4Utcj|7KyK<ti
z+uz?m5=1LB6rgNcxzyyH^Qs*=yv(*t8JYSV4Y6~!+TGj_<y63?Y#Q{Rz&1t^Cvx_D
z4%#wrmA%eqZK<eTAZtQ}fVX+}Ls3%lBZGGo&hgz0J<*jX2e0_CR6PF}m;A@;&SzCm
z7OmzttQ|%jN_>{jIkH6!wb4{-bL!RePoOYuo8`!N!&~@QR$tE!&^l5-DuFeoTwiSF
z>*c(fni~5t1A@0M)<nJw^mc|Ja*0VFlBtoec_9Zs9lO3SuR(|Dx#e2Qzn8%?qluov
z%k?H*T^EN`^#lkq+C(Kv)F64_CB+w*{Xpe^LWTHZu12&#+uI#hfC*4F;}Y~-hQB}g
z&zrHfM{4|kF9^Rsxm`|P{$GFjcs=_fQe^)3-z^%5{?`}(*F}K);r~Y$!F_R35}(Po
Vdiq^bFJh#Tmr;6<f6vhGe*?`|dWQf2

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-butterflies/analysis/cluster_summary.txt b/modelling/data/abingdon-butterflies/analysis/cluster_summary.txt
new file mode 100644
index 0000000..d99b12c
--- /dev/null
+++ b/modelling/data/abingdon-butterflies/analysis/cluster_summary.txt
@@ -0,0 +1,70 @@
+
+Species clusters
+================
+
+Cluster 1
+---------
+Cluster of 2 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from May to July, with a mean peak around June, and and an average width of 2.4 months. It is characterised by moderate season and moderate active window. Common high-support traits include moderate season, moderate seasonal window, and strong post peak decline. Compared with the full species set, season width months is lower than the whole-set average and fit score is lower than the whole-set average.
+
+Species (2):
+  Gatekeeper Butterfly
+  Orange Tip Butterfly
+
+Dominant model family : seasonal_presence
+Dominant class        : moderate_summer_seasonal_presence
+Common traits         : moderate_season (2, 100%), moderate_seasonal_window (2, 100%), strong_post_peak_decline (2, 100%), strong_offseason_suppression (2, 100%), central_peak_alignment (2, 100%)
+
+Peak month mean/range : 5.88 (4.29 - 7.47)
+Season width mean     : 2.43 months
+
+Distinguishing numeric features:
+  - season_width_months (lower, scaled_difference=-0.45)
+  - fit_score (lower, scaled_difference=-0.42)
+  - season_start_month (higher, scaled_difference=0.36)
+  - season_end_month (lower, scaled_difference=-0.30)
+  - season_midpoint_month (lower, scaled_difference=-0.07)
+
+Cluster 2
+---------
+Cluster of 2 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from February to September, with a mean peak around April, and and an average width of 6.3 months. It is characterised by very broad season and moderate active window. Common high-support traits include spring peak, moderate seasonal window, and strong post peak decline. Compared with the full species set, peak month is lower than the whole-set average and season midpoint month is lower than the whole-set average.
+
+Species (2):
+  Brimstone Butterfly
+  Peacock Butterfly
+
+Dominant model family : seasonal_presence
+Dominant class        : extended_spring_seasonal_presence
+Common traits         : spring_peak (2, 100%), moderate_seasonal_window (2, 100%), strong_post_peak_decline (2, 100%), strong_offseason_suppression (2, 100%), early_peak_alignment (2, 100%)
+
+Peak month mean/range : 4.13 (4.12 - 4.14)
+Season width mean     : 6.28 months
+
+Distinguishing numeric features:
+  - peak_month (lower, scaled_difference=-0.47)
+  - season_midpoint_month (lower, scaled_difference=-0.33)
+  - season_start_month (lower, scaled_difference=-0.31)
+  - season_width_months (higher, scaled_difference=0.15)
+  - season_end_month (lower, scaled_difference=-0.06)
+
+Cluster 3
+---------
+Cluster of 3 species, mainly representing extended summer seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around August, and and an average width of 6.6 months. It is characterised by very broad season and moderate active window. Common high-support traits include summer peak and moderate seasonal window. Compared with the full species set, peak month is higher than the whole-set average and season midpoint month is higher than the whole-set average.
+
+Species (3):
+  Red Admiral Butterfly
+  Meadow Brown Butterfly
+  Speckled Wood Butterfly
+
+Dominant model family : seasonal_presence
+Dominant class        : extended_summer_seasonal_presence
+Common traits         : summer_peak (3, 100%), moderate_seasonal_window (3, 100%), very_broad_season (2, 67%), moderate_post_peak_decline (2, 67%), central_peak_alignment (2, 67%)
+
+Peak month mean/range : 7.55 (6.64 - 8.38)
+Season width mean     : 6.60 months
+
+Distinguishing numeric features:
+  - peak_month (higher, scaled_difference=0.33)
+  - season_midpoint_month (higher, scaled_difference=0.26)
+  - fit_score (higher, scaled_difference=0.26)
+  - season_end_month (higher, scaled_difference=0.22)
+  - season_width_months (higher, scaled_difference=0.20)
diff --git a/modelling/data/abingdon-butterflies/analysis/extracted_clusters.json b/modelling/data/abingdon-butterflies/analysis/extracted_clusters.json
new file mode 100644
index 0000000..958ca7b
--- /dev/null
+++ b/modelling/data/abingdon-butterflies/analysis/extracted_clusters.json
@@ -0,0 +1,41 @@
+{
+  "schema_version": "seasonal-ecological-calendar-clusters/v1",
+  "source_schema_version": "species-similarity-clusters/v2",
+  "source_created_utc": "2026-05-25T07:37:27.609942+00:00",
+  "n_species": 7,
+  "n_clusters": 3,
+  "cluster_caveat": "Clusters should be interpreted as exploratory seasonal assemblages rather than fixed ecological categories.",
+  "clusters": [
+    {
+      "cluster_id": 1,
+      "calendar_label": "Moderate Summer Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from May to July, with a mean peak around June, and and an average width of 2.4 months. It is characterised by moderate season and moderate active window. Common high-support traits include moderate season, moderate seasonal window, and strong post peak decline. Compared with the full species set, season width months is lower than the whole-set average and fit score is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Gatekeeper Butterfly",
+        "Orange Tip Butterfly"
+      ]
+    },
+    {
+      "cluster_id": 2,
+      "calendar_label": "Extended Spring Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from February to September, with a mean peak around April, and and an average width of 6.3 months. It is characterised by very broad season and moderate active window. Common high-support traits include spring peak, moderate seasonal window, and strong post peak decline. Compared with the full species set, peak month is lower than the whole-set average and season midpoint month is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Brimstone Butterfly",
+        "Peacock Butterfly"
+      ]
+    },
+    {
+      "cluster_id": 3,
+      "calendar_label": "Extended Summer Seasonal Presence",
+      "description": "Cluster of 3 species, mainly representing extended summer seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around August, and and an average width of 6.6 months. It is characterised by very broad season and moderate active window. Common high-support traits include summer peak and moderate seasonal window. Compared with the full species set, peak month is higher than the whole-set average and season midpoint month is higher than the whole-set average.",
+      "n_species": 3,
+      "species": [
+        "Red Admiral Butterfly",
+        "Meadow Brown Butterfly",
+        "Speckled Wood Butterfly"
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/modelling/data/abingdon-butterflies/analysis/feature_matrix.json b/modelling/data/abingdon-butterflies/analysis/feature_matrix.json
new file mode 100644
index 0000000..7054e3b
--- /dev/null
+++ b/modelling/data/abingdon-butterflies/analysis/feature_matrix.json
@@ -0,0 +1,339 @@
+{
+  "schema_version": "species-feature-table/v1",
+  "created_utc": "2026-05-25T07:37:27.412086+00:00",
+  "description": "Whole-set seasonal ecology feature table compiled from per-species classification JSON files.",
+  "n_species": 7,
+  "source_files": [
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/brimstone_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/gatekeeper_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/meadow_brown_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/orange_tip_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/peacock_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/red_admiral_butterfly_classification.json",
+    "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/speckled_wood_butterfly_classification.json"
+  ],
+  "features": [
+    {
+      "species": "Brimstone Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.053,
+      "n_warnings": 0,
+      "peak_month": 4.145,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 2.29,
+      "season_start_label": "February",
+      "season_end_month": 9.12,
+      "season_end_label": "September",
+      "season_width_months": 6.83,
+      "season_midpoint_month": 5.705,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/brimstone_butterfly_classification.json",
+      "summary": "Brimstone Butterfly is classified as extended spring seasonal presence. The fitted seasonal window runs from about February to September, with a spring peak around April. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Gatekeeper Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.037,
+      "n_warnings": 0,
+      "peak_month": 7.475,
+      "peak_label": "July",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 6.125,
+      "season_start_label": "June",
+      "season_end_month": 8.56,
+      "season_end_label": "September",
+      "season_width_months": 2.435,
+      "season_midpoint_month": 7.3425,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "moderate",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/gatekeeper_butterfly_classification.json",
+      "summary": "Gatekeeper Butterfly is classified as moderate summer seasonal presence. The fitted seasonal window runs from about June to September, with a summer peak around July. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Meadow Brown Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.054,
+      "n_warnings": 0,
+      "peak_month": 6.64,
+      "peak_label": "July",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 4.48,
+      "season_start_label": "April",
+      "season_end_month": 9.33,
+      "season_end_label": "September",
+      "season_width_months": 4.85,
+      "season_midpoint_month": 6.905,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "moderate_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/meadow_brown_butterfly_classification.json",
+      "summary": "Meadow Brown Butterfly is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to September, with a summer peak around July. The season is broad, with a moderate active window, moderate post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Orange Tip Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "moderate_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.038,
+      "n_warnings": 0,
+      "peak_month": 4.295,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.775,
+      "season_start_label": "April",
+      "season_end_month": 6.2,
+      "season_end_label": "June",
+      "season_width_months": 2.425,
+      "season_midpoint_month": 4.9875,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "moderate",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "moderate_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/orange_tip_butterfly_classification.json",
+      "summary": "Orange Tip Butterfly is classified as moderate spring seasonal presence. The fitted seasonal window runs from about April to June, with a spring peak around April. The season is moderate, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Peacock Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_spring_seasonal_presence",
+      "confidence": "high",
+      "fit_score": 0.07,
+      "n_warnings": 0,
+      "peak_month": 4.125,
+      "peak_label": "April",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 2.53,
+      "season_start_label": "March",
+      "season_end_month": 8.25,
+      "season_end_label": "August",
+      "season_width_months": 5.72,
+      "season_midpoint_month": 5.39,
+      "baseline_presence": null,
+      "timing": "spring",
+      "season_width_class": "broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "spring_peak",
+        "broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "early_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/peacock_butterfly_classification.json",
+      "summary": "Peacock Butterfly is classified as extended spring seasonal presence. The fitted seasonal window runs from about March to August, with a spring peak around April. The season is broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    },
+    {
+      "species": "Red Admiral Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "medium",
+      "fit_score": 0.076,
+      "n_warnings": 0,
+      "peak_month": 7.62,
+      "peak_label": "August",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 2.855,
+      "season_start_label": "March",
+      "season_end_month": 11.63,
+      "season_end_label": "December",
+      "season_width_months": 8.775,
+      "season_midpoint_month": 7.2425,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "moderate",
+      "offseason_suppression": "moderate",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "moderate_post_peak_decline",
+        "moderate_offseason_suppression",
+        "central_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/red_admiral_butterfly_classification.json",
+      "summary": "Red Admiral Butterfly is classified as extended summer seasonal presence. The fitted seasonal window runs from about March to December, with a summer peak around August. The season is very_broad, with a moderate active window, moderate post-peak decline, and moderate off-season suppression."
+    },
+    {
+      "species": "Speckled Wood Butterfly",
+      "model_family": "seasonal_presence",
+      "schema_version": "seasonal-classification/v1",
+      "primary_class": "extended_summer_seasonal_presence",
+      "confidence": "medium",
+      "fit_score": 0.09,
+      "n_warnings": 0,
+      "peak_month": 8.385,
+      "peak_label": "August",
+      "trough_month": null,
+      "trough_label": null,
+      "season_start_month": 3.595,
+      "season_start_label": "April",
+      "season_end_month": 9.77,
+      "season_end_label": "October",
+      "season_width_months": 6.175,
+      "season_midpoint_month": 6.6825,
+      "baseline_presence": null,
+      "timing": "summer",
+      "season_width_class": "very_broad",
+      "window_shape": "moderate",
+      "post_peak_decline": "strong",
+      "offseason_suppression": "strong",
+      "summer_suppression": null,
+      "autumn_component": null,
+      "response_dynamics": null,
+      "target_mean_value": null,
+      "target_amplitude": null,
+      "baseline_to_peak_ratio": null,
+      "autumn_to_winter_weight_ratio": null,
+      "year_end_to_winter_weight_ratio": null,
+      "decay_to_growth_ratio": null,
+      "active_month_count_ge_0_10": null,
+      "traits": [
+        "summer_peak",
+        "very_broad_season",
+        "moderate_seasonal_window",
+        "strong_post_peak_decline",
+        "strong_offseason_suppression",
+        "late_peak_alignment"
+      ],
+      "trait_count": 6,
+      "source_file": "/Users/dave/Dropbox/Development/Projects/OdeSolver/modelling/data/abingdon-butterflies/seasonal/speckled_wood_butterfly_classification.json",
+      "summary": "Speckled Wood Butterfly is classified as extended summer seasonal presence. The fitted seasonal window runs from about April to October, with a summer peak around August. The season is very_broad, with a moderate active window, strong post-peak decline, and strong off-season suppression."
+    }
+  ]
+}
diff --git a/modelling/data/abingdon-butterflies/analysis/species_similarity.json b/modelling/data/abingdon-butterflies/analysis/species_similarity.json
new file mode 100644
index 0000000..1fb0f74
--- /dev/null
+++ b/modelling/data/abingdon-butterflies/analysis/species_similarity.json
@@ -0,0 +1,1024 @@
+{
+  "schema_version": "species-similarity/v1",
+  "created_utc": "2026-05-25T07:37:27.412808+00:00",
+  "source_feature_schema_version": "species-feature-table/v1",
+  "source_feature_created_utc": "2026-05-25T07:37:27.412086+00:00",
+  "n_species": 7,
+  "top_n": 5,
+  "method": {
+    "description": "Weighted mixed-feature similarity using circular month distance, min-max scaled numeric distance, categorical exact-match distance, and Jaccard trait distance.",
+    "distance_range": "0 means identical on compared features; 1 means maximally different",
+    "similarity_range": "1 means most similar; 0 means least similar",
+    "component_weights": {
+      "circular_month": 0.4,
+      "numeric": 0.25,
+      "categorical": 0.2,
+      "traits": 0.15
+    },
+    "circular_month_features": {
+      "peak_month": 2.0,
+      "trough_month": 1.25,
+      "season_start_month": 1.25,
+      "season_end_month": 1.25,
+      "season_midpoint_month": 1.5
+    },
+    "numeric_features": {
+      "season_width_months": 1.5,
+      "target_mean_value": 1.0,
+      "target_amplitude": 1.0,
+      "baseline_to_peak_ratio": 1.0,
+      "autumn_to_winter_weight_ratio": 0.75,
+      "year_end_to_winter_weight_ratio": 0.75,
+      "decay_to_growth_ratio": 0.75,
+      "active_month_count_ge_0_10": 1.0,
+      "fit_score": 0.25
+    },
+    "categorical_features": {
+      "model_family": 1.0,
+      "primary_class": 1.0,
+      "confidence": 0.25,
+      "baseline_presence": 0.75,
+      "timing": 1.0,
+      "season_width_class": 0.75,
+      "window_shape": 0.75,
+      "post_peak_decline": 0.75,
+      "offseason_suppression": 0.75,
+      "summer_suppression": 0.75,
+      "autumn_component": 0.75,
+      "response_dynamics": 0.75
+    },
+    "missing_value_policy": "Missing feature values are skipped for that pair/component. Component weights are renormalised over available components."
+  },
+  "species": [
+    {
+      "species": "Brimstone Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Gatekeeper Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_summer_seasonal_presence"
+    },
+    {
+      "species": "Meadow Brown Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Orange Tip Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "moderate_spring_seasonal_presence"
+    },
+    {
+      "species": "Peacock Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_spring_seasonal_presence"
+    },
+    {
+      "species": "Red Admiral Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    },
+    {
+      "species": "Speckled Wood Butterfly",
+      "model_family": "seasonal_presence",
+      "primary_class": "extended_summer_seasonal_presence"
+    }
+  ],
+  "nearest_neighbours": {
+    "Brimstone Butterfly": [
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.863118,
+        "distance": 0.136882,
+        "component_distances": {
+          "circular_month": 0.052778,
+          "numeric": 0.195653,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.668297,
+        "distance": 0.331703,
+        "component_distances": {
+          "circular_month": 0.344167,
+          "numeric": 0.188144,
+          "categorical": 0.36,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.63377,
+        "distance": 0.36623,
+        "component_distances": {
+          "circular_month": 0.191181,
+          "numeric": 0.635032,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.591732,
+        "distance": 0.408268,
+        "component_distances": {
+          "circular_month": 0.271944,
+          "numeric": 0.269962,
+          "categorical": 0.56,
+          "traits": 0.8
+        }
+      },
+      {
+        "species": "Red Admiral Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.53331,
+        "distance": 0.46669,
+        "component_distances": {
+          "circular_month": 0.363889,
+          "numeric": 0.324537,
+          "categorical": 0.6,
+          "traits": 0.8
+        }
+      }
+    ],
+    "Gatekeeper Butterfly": [
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.716798,
+        "distance": 0.283202,
+        "component_distances": {
+          "circular_month": 0.438333,
+          "numeric": 0.004045,
+          "categorical": 0.32,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.69266,
+        "distance": 0.30734,
+        "component_distances": {
+          "circular_month": 0.148472,
+          "numeric": 0.371806,
+          "categorical": 0.4,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.61591,
+        "distance": 0.38409,
+        "component_distances": {
+          "circular_month": 0.207917,
+          "numeric": 0.647694,
+          "categorical": 0.32,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.517686,
+        "distance": 0.482314,
+        "component_distances": {
+          "circular_month": 0.403056,
+          "numeric": 0.532368,
+          "categorical": 0.44,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Brimstone Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.490572,
+        "distance": 0.509428,
+        "component_distances": {
+          "circular_month": 0.405833,
+          "numeric": 0.636378,
+          "categorical": 0.44,
+          "traits": 0.666667
+        }
+      }
+    ],
+    "Meadow Brown Butterfly": [
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.714139,
+        "distance": 0.285861,
+        "component_distances": {
+          "circular_month": 0.152222,
+          "numeric": 0.275888,
+          "categorical": 0.28,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Gatekeeper Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.69266,
+        "distance": 0.30734,
+        "component_distances": {
+          "circular_month": 0.148472,
+          "numeric": 0.371806,
+          "categorical": 0.4,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.648637,
+        "distance": 0.351363,
+        "component_distances": {
+          "circular_month": 0.308056,
+          "numeric": 0.160562,
+          "categorical": 0.44,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Red Admiral Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.639806,
+        "distance": 0.360194,
+        "component_distances": {
+          "circular_month": 0.204792,
+          "numeric": 0.589108,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Brimstone Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.591732,
+        "distance": 0.408268,
+        "component_distances": {
+          "circular_month": 0.271944,
+          "numeric": 0.269962,
+          "categorical": 0.56,
+          "traits": 0.8
+        }
+      }
+    ],
+    "Orange Tip Butterfly": [
+      {
+        "species": "Gatekeeper Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.716798,
+        "distance": 0.283202,
+        "component_distances": {
+          "circular_month": 0.438333,
+          "numeric": 0.004045,
+          "categorical": 0.32,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.679994,
+        "distance": 0.320006,
+        "component_distances": {
+          "circular_month": 0.140625,
+          "numeric": 0.531023,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Brimstone Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.63377,
+        "distance": 0.36623,
+        "component_distances": {
+          "circular_month": 0.191181,
+          "numeric": 0.635032,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.558051,
+        "distance": 0.441949,
+        "component_distances": {
+          "circular_month": 0.343333,
+          "numeric": 0.370461,
+          "categorical": 0.56,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.471191,
+        "distance": 0.528809,
+        "component_distances": {
+          "circular_month": 0.428056,
+          "numeric": 0.646348,
+          "categorical": 0.48,
+          "traits": 0.666667
+        }
+      }
+    ],
+    "Peacock Butterfly": [
+      {
+        "species": "Brimstone Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.863118,
+        "distance": 0.136882,
+        "component_distances": {
+          "circular_month": 0.052778,
+          "numeric": 0.195653,
+          "categorical": 0.12,
+          "traits": 0.285714
+        }
+      },
+      {
+        "species": "Orange Tip Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_spring_seasonal_presence",
+        "similarity": 0.679994,
+        "distance": 0.320006,
+        "component_distances": {
+          "circular_month": 0.140625,
+          "numeric": 0.531023,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.648637,
+        "distance": 0.351363,
+        "component_distances": {
+          "circular_month": 0.308056,
+          "numeric": 0.160562,
+          "categorical": 0.44,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.623057,
+        "distance": 0.376943,
+        "component_distances": {
+          "circular_month": 0.380278,
+          "numeric": 0.115326,
+          "categorical": 0.48,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Gatekeeper Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.517686,
+        "distance": 0.482314,
+        "component_distances": {
+          "circular_month": 0.403056,
+          "numeric": 0.532368,
+          "categorical": 0.44,
+          "traits": 0.666667
+        }
+      }
+    ],
+    "Red Admiral Butterfly": [
+      {
+        "species": "Speckled Wood Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.692383,
+        "distance": 0.307617,
+        "component_distances": {
+          "circular_month": 0.156111,
+          "numeric": 0.388692,
+          "categorical": 0.24,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.639806,
+        "distance": 0.360194,
+        "component_distances": {
+          "circular_month": 0.204792,
+          "numeric": 0.589108,
+          "categorical": 0.28,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Brimstone Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.53331,
+        "distance": 0.46669,
+        "component_distances": {
+          "circular_month": 0.363889,
+          "numeric": 0.324537,
+          "categorical": 0.6,
+          "traits": 0.8
+        }
+      },
+      {
+        "species": "Gatekeeper Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.454827,
+        "distance": 0.545173,
+        "component_distances": {
+          "circular_month": 0.232361,
+          "numeric": 0.960914,
+          "categorical": 0.56,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.4525,
+        "distance": 0.5475,
+        "component_distances": {
+          "circular_month": 0.4,
+          "numeric": 0.428546,
+          "categorical": 0.72,
+          "traits": 0.909091
+        }
+      }
+    ],
+    "Speckled Wood Butterfly": [
+      {
+        "species": "Meadow Brown Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.714139,
+        "distance": 0.285861,
+        "component_distances": {
+          "circular_month": 0.152222,
+          "numeric": 0.275888,
+          "categorical": 0.28,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Red Admiral Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_summer_seasonal_presence",
+        "similarity": 0.692383,
+        "distance": 0.307617,
+        "component_distances": {
+          "circular_month": 0.156111,
+          "numeric": 0.388692,
+          "categorical": 0.24,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Brimstone Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.668297,
+        "distance": 0.331703,
+        "component_distances": {
+          "circular_month": 0.344167,
+          "numeric": 0.188144,
+          "categorical": 0.36,
+          "traits": 0.5
+        }
+      },
+      {
+        "species": "Peacock Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "extended_spring_seasonal_presence",
+        "similarity": 0.623057,
+        "distance": 0.376943,
+        "component_distances": {
+          "circular_month": 0.380278,
+          "numeric": 0.115326,
+          "categorical": 0.48,
+          "traits": 0.666667
+        }
+      },
+      {
+        "species": "Gatekeeper Butterfly",
+        "model_family": "seasonal_presence",
+        "primary_class": "moderate_summer_seasonal_presence",
+        "similarity": 0.61591,
+        "distance": 0.38409,
+        "component_distances": {
+          "circular_month": 0.207917,
+          "numeric": 0.647694,
+          "categorical": 0.32,
+          "traits": 0.5
+        }
+      }
+    ]
+  },
+  "pairwise": [
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Gatekeeper Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_summer_seasonal_presence",
+      "similarity": 0.490572,
+      "distance": 0.509428,
+      "component_distances": {
+        "circular_month": 0.405833,
+        "numeric": 0.636378,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.591732,
+      "distance": 0.408268,
+      "component_distances": {
+        "circular_month": 0.271944,
+        "numeric": 0.269962,
+        "categorical": 0.56,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.63377,
+      "distance": 0.36623,
+      "component_distances": {
+        "circular_month": 0.191181,
+        "numeric": 0.635032,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.863118,
+      "distance": 0.136882,
+      "component_distances": {
+        "circular_month": 0.052778,
+        "numeric": 0.195653,
+        "categorical": 0.12,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.53331,
+      "distance": 0.46669,
+      "component_distances": {
+        "circular_month": 0.363889,
+        "numeric": 0.324537,
+        "categorical": 0.6,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Brimstone Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.668297,
+      "distance": 0.331703,
+      "component_distances": {
+        "circular_month": 0.344167,
+        "numeric": 0.188144,
+        "categorical": 0.36,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Meadow Brown Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.69266,
+      "distance": 0.30734,
+      "component_distances": {
+        "circular_month": 0.148472,
+        "numeric": 0.371806,
+        "categorical": 0.4,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.716798,
+      "distance": 0.283202,
+      "component_distances": {
+        "circular_month": 0.438333,
+        "numeric": 0.004045,
+        "categorical": 0.32,
+        "traits": 0.285714
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 5
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.517686,
+      "distance": 0.482314,
+      "component_distances": {
+        "circular_month": 0.403056,
+        "numeric": 0.532368,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.454827,
+      "distance": 0.545173,
+      "component_distances": {
+        "circular_month": 0.232361,
+        "numeric": 0.960914,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Gatekeeper Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.61591,
+      "distance": 0.38409,
+      "component_distances": {
+        "circular_month": 0.207917,
+        "numeric": 0.647694,
+        "categorical": 0.32,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Orange Tip Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "moderate_spring_seasonal_presence",
+      "similarity": 0.558051,
+      "distance": 0.441949,
+      "component_distances": {
+        "circular_month": 0.343333,
+        "numeric": 0.370461,
+        "categorical": 0.56,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.648637,
+      "distance": 0.351363,
+      "component_distances": {
+        "circular_month": 0.308056,
+        "numeric": 0.160562,
+        "categorical": 0.44,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.639806,
+      "distance": 0.360194,
+      "component_distances": {
+        "circular_month": 0.204792,
+        "numeric": 0.589108,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Meadow Brown Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.714139,
+      "distance": 0.285861,
+      "component_distances": {
+        "circular_month": 0.152222,
+        "numeric": 0.275888,
+        "categorical": 0.28,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Peacock Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_spring_seasonal_presence",
+      "similarity": 0.679994,
+      "distance": 0.320006,
+      "component_distances": {
+        "circular_month": 0.140625,
+        "numeric": 0.531023,
+        "categorical": 0.28,
+        "traits": 0.5
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 4
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.296441,
+      "distance": 0.703559,
+      "component_distances": {
+        "circular_month": 0.499167,
+        "numeric": 0.959569,
+        "categorical": 0.72,
+        "traits": 0.8
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 2
+      }
+    },
+    {
+      "species_a": "Orange Tip Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "moderate_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.471191,
+      "distance": 0.528809,
+      "component_distances": {
+        "circular_month": 0.428056,
+        "numeric": 0.646348,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Red Admiral Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.4525,
+      "distance": 0.5475,
+      "component_distances": {
+        "circular_month": 0.4,
+        "numeric": 0.428546,
+        "categorical": 0.72,
+        "traits": 0.909091
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 1
+      }
+    },
+    {
+      "species_a": "Peacock Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_spring_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.623057,
+      "distance": 0.376943,
+      "component_distances": {
+        "circular_month": 0.380278,
+        "numeric": 0.115326,
+        "categorical": 0.48,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    },
+    {
+      "species_a": "Red Admiral Butterfly",
+      "species_b": "Speckled Wood Butterfly",
+      "model_family_a": "seasonal_presence",
+      "model_family_b": "seasonal_presence",
+      "primary_class_a": "extended_summer_seasonal_presence",
+      "primary_class_b": "extended_summer_seasonal_presence",
+      "similarity": 0.692383,
+      "distance": 0.307617,
+      "component_distances": {
+        "circular_month": 0.156111,
+        "numeric": 0.388692,
+        "categorical": 0.24,
+        "traits": 0.666667
+      },
+      "compared_feature_counts": {
+        "circular_month": 4,
+        "numeric": 2,
+        "categorical": 8,
+        "traits": 3
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/modelling/data/abingdon-butterflies/analysis/species_similarity.txt b/modelling/data/abingdon-butterflies/analysis/species_similarity.txt
new file mode 100644
index 0000000..0e497f2
--- /dev/null
+++ b/modelling/data/abingdon-butterflies/analysis/species_similarity.txt
@@ -0,0 +1,56 @@
+
+Brimstone Butterfly
+-------------------
+ 1. Peacock Butterfly            similarity=0.863 distance=0.137
+ 2. Speckled Wood Butterfly      similarity=0.668 distance=0.332
+ 3. Orange Tip Butterfly         similarity=0.634 distance=0.366
+ 4. Meadow Brown Butterfly       similarity=0.592 distance=0.408
+ 5. Red Admiral Butterfly        similarity=0.533 distance=0.467
+
+Gatekeeper Butterfly
+--------------------
+ 1. Orange Tip Butterfly         similarity=0.717 distance=0.283
+ 2. Meadow Brown Butterfly       similarity=0.693 distance=0.307
+ 3. Speckled Wood Butterfly      similarity=0.616 distance=0.384
+ 4. Peacock Butterfly            similarity=0.518 distance=0.482
+ 5. Brimstone Butterfly          similarity=0.491 distance=0.509
+
+Meadow Brown Butterfly
+----------------------
+ 1. Speckled Wood Butterfly      similarity=0.714 distance=0.286
+ 2. Gatekeeper Butterfly         similarity=0.693 distance=0.307
+ 3. Peacock Butterfly            similarity=0.649 distance=0.351
+ 4. Red Admiral Butterfly        similarity=0.640 distance=0.360
+ 5. Brimstone Butterfly          similarity=0.592 distance=0.408
+
+Orange Tip Butterfly
+--------------------
+ 1. Gatekeeper Butterfly         similarity=0.717 distance=0.283
+ 2. Peacock Butterfly            similarity=0.680 distance=0.320
+ 3. Brimstone Butterfly          similarity=0.634 distance=0.366
+ 4. Meadow Brown Butterfly       similarity=0.558 distance=0.442
+ 5. Speckled Wood Butterfly      similarity=0.471 distance=0.529
+
+Peacock Butterfly
+-----------------
+ 1. Brimstone Butterfly          similarity=0.863 distance=0.137
+ 2. Orange Tip Butterfly         similarity=0.680 distance=0.320
+ 3. Meadow Brown Butterfly       similarity=0.649 distance=0.351
+ 4. Speckled Wood Butterfly      similarity=0.623 distance=0.377
+ 5. Gatekeeper Butterfly         similarity=0.518 distance=0.482
+
+Red Admiral Butterfly
+---------------------
+ 1. Speckled Wood Butterfly      similarity=0.692 distance=0.308
+ 2. Meadow Brown Butterfly       similarity=0.640 distance=0.360
+ 3. Brimstone Butterfly          similarity=0.533 distance=0.467
+ 4. Gatekeeper Butterfly         similarity=0.455 distance=0.545
+ 5. Peacock Butterfly            similarity=0.453 distance=0.547
+
+Speckled Wood Butterfly
+-----------------------
+ 1. Meadow Brown Butterfly       similarity=0.714 distance=0.286
+ 2. Red Admiral Butterfly        similarity=0.692 distance=0.308
+ 3. Brimstone Butterfly          similarity=0.668 distance=0.332
+ 4. Peacock Butterfly            similarity=0.623 distance=0.377
+ 5. Gatekeeper Butterfly         similarity=0.616 distance=0.384
diff --git a/modelling/data/abingdon-butterflies/analysis/species_similarity_heatmap.png b/modelling/data/abingdon-butterflies/analysis/species_similarity_heatmap.png
new file mode 100644
index 0000000000000000000000000000000000000000..fed69585dfaf64cef046ffa36be5b2fb4363c6ad
GIT binary patch
literal 122577
zcmdSB2UJsA+ck=!a1;SW!9!O;q$9l-=~YmAN9nzTfE2}sG^K@JgwT8MMNmqBKq!%p
zLg)|#LJNVrqUW6N{l^{e9q;#z@!$X6J%+l4y|dR|<$2~a=UfTXdZ<KtndUM90RgFs
zvixHL0wPWVf{O)z5P_epd5J}Vf5f~L47{{mZM=M+cvur?Jn?dKa`keue|pQu+QZY{
z)rFs%_dd5M=Pf%gFE>vy9v<g^uHbg{u;pP<95Do+a>-5E(360G;WPfvIhP@CDS~qZ
z1S;|mbe^Sd%n(1nff{N5*|2AJD^g~q<qyOK%14|A*P5Q5>v~B^Lgn=B)aL<bNb6;T
zj>}X!Hy+)%c<$q;8_?^wn9s@5+{WPgucPbLxNpCBHDDSv7wuTOvAMaqMVUU4R1qH+
z7xxEv{I4VA_4DHA9)JIjK%xEo-{%HVAs7EXFQ+?4^7pxg=y|HY&)YpNfWG;CgrNQ~
z`1_mycCGxM^8_Xf@LInQPNn~|4|tZQ#2BdKB$Sf0$Hy+@JSos!OC#izsDvKL2s-ZN
zh4<de;Pf`#T^gWYZ}Qu<`RSGJ!3i3lxwTW}kM9jFUiuK+N_Mo>&mUhZtzlFXb*>qQ
z$H%JAp4AIDPwGt8I&-x6V`74E$12eblKnEbf4z44yDOmkLd5I_k_8cUuI8esIBhFL
zj>=9qW3aNnf8&iCH<ZoH(sQ8Dq^VrZ3~t{UZ^$JhuT{jCwJ{>CP66$X^qNfSEBOHu
zTvf!NHQY>{V3;zaj&|YF*6ktZVm^NSUe6^ZW#+%X!FK7=B^xcLgRPkzq<L`fF=ic_
zlhf6|AR+y`DR1zjDntK?`i9(_EAAH<DXw2f)gaAcAA}NxMQa`{8Vpn)p6tR=Grn{2
zk+i}_<zKyH_eC;&6~^H62d{z%XX`avvRr@lMeMHuAH7{=GZ0hbh)jlcbad=2L`x@2
zQBsCQM#is~HVvxN3OR|qcf_wI0-1qNZ+|^}2Yk3FcSi8(Q9KbxpTk(8E>{WVujbW6
z|88DoAl9cFWiyaG_RXW_T5$_ovCuo+saogQw+#NujXs;~q%;B_hK984=UQ8){g%^m
zg%!PV+nwZm9*fGWqXn^sW)>EiZ1#d~^D=&zF@5W^Q{0%5nT<_u^G+X!$E@G73K-+N
zoSgj?{o0z6x(opuyhm7c+l-W+8u5g=t1j#hF2l;M=6#o$#-#rEkPw0q{+!^m)18ef
zc;9SGKv6ZFbJXc)5}qFWyfm9}K~`4f6CCa?JA0o~N;pre!PiLIdnrQBh2#7ACCej<
zgZs|9kL>f`CtnT*jq&*Y`ergN8$MP3L{4<QxN32|tc|-a;>VAt+N~SYp73}oE~CUF
zT0sY9h>1rSr&0CFhq7I_{nad*sc1&&+2Y_PpG{^7iD@U{nS)6l#pu^#Mf!~USjXkT
zw4G6HO%?QP%Yggh`nuzO82^mRes??<xpf<Qvu@63TIl(qTldLeY+yhHjbNYqRHX2%
z0m_-zdrhZ%q0tx3E$F<|pR^P>U2U(u%McYF9?L%{A~zd=mQ*57U)!i7W_Z@_q`$eD
zjn<yA?WXrlmDuTFs<iBmV&}4*YYpTJJoc(e+pFN^<+U-qcI_I=VZawk{T{I5tfHpm
z=wtIzJ>D<W9_=nS%_ucWlVe&(mXGH{$@>FX+1PrWI07SYntFZYG^sD2-d$c^PVopi
z_RHU04^XZ9Ig}+g;3H-<l~sw%u_nX(DTUh`fvUu^ED5g8b%YY9zzM<f@=yg+NXs_W
zb5K;w-!@l`r=|L9!c<#uaJNVB$<OW>xb#^wGanzq-FSjcM5KNZgETKgRMxr77<ugU
z-qWw=#Kt8i8ti~IrEi}U%c8*^78ND6$me~$l;YYa8MN`OA_|M~u-@O8(DoQsxJkd`
z_vzCoRjJd%1yzWk<9IQ9neW2a$f9a42kcSq!?d+T+m)d#m*rv0uTs$rYNDc|cOm9M
zeo**w^NhB(wpx_*>EY$&nhB@7Wz9RP(6SnKZ1sk}-eQazcL73Z1k<<>C9Zmzgro>_
zT4>j{5-?~8)*0P_^JI0wXDpfEL|u2GZV_Fbg1mepPKWYds@uy2_p+9Kqu%fA0i4!W
zR&iHo1o9Ey(!2fqY95}R<P96m&CM~iuFVx)NMs!XwQ7sZih^oN<EokO-!E64s&zz`
z-lY|GkyzyQ%U3zDwVq<<;wrHM;U%6STsv3YUE*{u_>5~6jK%9+;tLnz`cp-B^PS$l
zHyeqf7iSNgTlWI%D&ET0R=?2%3`E<|uOLO{&b_{ef|w`sH;emh7-YjMyjCCkZFdk4
zOf>i_HmB1w(9=5)ZjV=mVj>I%-VE`(V2Zb|F)8ZQb4rHm!?(t&dgF0doK0;vJF=*m
zq|Z*OtgNk*_%kq^Q?9K?Ur`Z@l`d^KpIE~udFw+(`aJd{xsjrw2DFhp=B?B2ivDJ1
zvrk;Z<Kk{m-?s>XP4pzkXBys19{!k|%-(jg6TUIqG9@6}wuev~pdQdS^Mg)p7EWAw
z{rdG%W9z9@;Bg{<5vKU*z@NiXOhtMnG1Jr2oo2R0>F^|m>-;wTSEZ$;MZdqgp5whf
zz9hOdka7>KO}<?_q6i!Am84OBp_VQFnc#bAUNNF1CUto>D7&Ti>DFb~7Nuwgd?F}t
zHm-9K4EDxh48|<gsu=eSMgmJGg#0(w{98biJm%ZaC5gB{jZeT$xwa+oqcMRwXr90p
z|M5od12CP7cf{5Vcl@VUg(?qfh7Xc$9>hZ@hzdQI2W_yc6Nimw(npKe8<vtC*#px-
z3wz7jPS-@<Ow&)jm5WvzxH5!6^6y7WpFZ0?%0=r3YEB$<)XfEP;Iof<vOvLSYt-Um
zqB<AWpWQTpf#-Ol#um=tnGy7L#TMyYH)CVgX7jW@8!LNIfT+S@{v6^={P5vw@8F<N
z1~Dvwiys^O<vpbh<J!+6Y}JNO8!ExLzv2__ZJdp$sawZIRC?8hCCr6mU~hQy6Z+b~
z8sgwxEB8#$vDvWqu$h8?u|t6jZW_TUI`C=;GvahN5IvA4j%>b(*$wRZaGQlhgFo59
zQ@lRAyUpb-n3glmWgyep?k5G^TserqdCIme3t$ytx7V=OKxFuxeXVAj{kUy2gq*&W
zFE%WvbErIgDD?>?mT|7sc6M!UI9n;DDk05zs<tG@ye%loPfk`=b-c_R?UUrMSG-Hz
zYMbVrFy(i!Ii>G0q9H80<T#rDQFOQQQ~%{<WSJpLa>w_mbd4bFW*wwIiGR6#@GB2H
zJ3Btp)9qrmW}2)fDy>mV_;A#l9WCWB=r(>ND<?OTZZGj{+oHQtz*3H1czPH$kS;lu
z$`!=yuy$0K^5ls$lQBGXw){yb?74q#v**4n$SSHXO`AfVM=wdZStn{7A+VFiLHrD}
z44Pq7V(R>HibeAr0f^FHvHH;6-M#mw`SV8<w6yC6vpj7lkD&*UjEoFXz4T{4!eUNN
zo<olMTIbkd<>e!RPcxJb#<E1vnlrU;J>ZfDB1>(@YenRu!MYh!L8&XtvJ>#KmoLxn
z9xbFwY7MXJBTYObEoW<;r;>3d2{s+-sUpKao0G$Sf~neIn!Yuamk~5+#ik=aw?Ift
z<|ToCca4cXwXU#xCaZSrXgLGDFZtsnsTh3?8xXwM^YLy{QW8q4Gff)umYmV-yV&TS
zk6Vz&J~|2X9RvUpY1Dpvt8}XLdWQd60lSkRh%k&-@gOtbvReL4lgF*i$r^sb_t#m}
zS&wiBa|4;?x}xOylf;eeG4b)bh}J-?9NANRu#WQcx^F~C5bw_LEO05wwr{44(DVEE
z@480aas_?!`{L;4g~U9~45_!AY75QkzU#Ricd_%?E}fHl+Hn1ukk=3WIrVhDDiCYY
z3fRr_wIwtbtQ>x8_N&V7k7igF_uVSSged588CCb(eWo{dfQ;3YGK8X#itVy68Bs_8
zhq%Fpy0qMng$4TE!3^oPMP(62HL+Eh0EG-~nj32%l|wTwsls|DmhHz1<Jr=5#=M6-
zw3TEDA9mAuMi}a8X=%NF(7{A%u##hqVP}_II$;nU4bbH>C~xP@2+Gx4Zu+5ID>nhs
z<O*VBgu`S@j$CpvQJ=7b^5WHV1Tr|;5obISRZJ;O;9~o9FWGLDic2Xc(z`~qFrmER
zWCw-<n6!9&r>0?>A1<N&9cOfT6)YA{le5ExXbsEpN|aRf$6CaWT<kqfD#nbyU?T^@
zr(D#~+2Avr$3ffAue7-)?^?dsC;TYTn0z<+5NQtkuCoN@q_2R+I7^Ln%8<h)8YoJ~
zi*~#=8~1#0?{Ju9lak(iIo0!FgR|-I&n&DF?BYbUCzrRb{tC8O?k(9;Wx`UyWv)wJ
zbAbn8x_i&uxYq@&`{FJykL9lJBP5J$l+{j0nFGo7b(WN*Nvgx@XMTJMCqI%3{Q2dk
zhF?jaU6pOXM6synQevgiTeXz(sXAyvrBS)Xi%}|Pf--0<8HS-Ecu6c+5dyWItiDu-
zfa?UPRAjf%GXU723R9BY8<NY7i*MP01eF5Vt;I}%$KJyo%Wx^Idh6-2BmaCJA=H|<
zdy`OtG3YQWiHMYjc_deZA2Us^upAi?QS6mo1(z~@YH6v__6L0?BKgoZ-7j|`h+b#>
zczM6^7_3rVnx3&2@+IM?0JA6EdbjIu#}&{7aN+EgzA>uJhOC-z@#D_Objr7%YEU)O
zA^Y<~-bkcdKX13l7V_L@fYX!HuQY0MH*HiJ83%Ku!ygigTN6@PdxH|f-4JU`=YVxU
zUo4p`10@f$(g?_+mQl8w2U%EM$79F&u0e+4kr%F;)E10?l)l@itZ1Y<BNd*WUupQc
zKjjJoGkDeK{z*yQtcOWyvHrk!yNOEZs;zdCWwhkD`^0Q)u9NFqblcgi$+#Kma(aME
ze7bSK;>xX-Eu~H8tPDTO;nS<(R9t*53|@?mXrg7f@p4BHu74<qL{K9@+-rS&^8=a<
z8z7H;K)1%PKd0^AJPH14;S+43-`h0~IHhx7AZ>IkSG3<Y4Y+rXAmljmcZ~pjK$s?A
zw>_dMon+GrhU%^TbWy0vVC&%z68?A47Z)WvTljSC9YAGX^58lYzDid<v|OR~@L__n
zYfFu4nF{fjI5Ot7g;YYS$<(pZ%G_ze4nJItimNWtoVaGw>;90aMOLWiet$eiY5nJG
z@<YhS@gWbr={J|FM)-eXBG&svhzF~~j<N*ohB8f-l$}!~18OBswmZihUZtg{2la%!
z7J6BmO!Th$cC`(co!i5?ZfoMing=yRb8%am&O4^DsiAt5?o!y<nIQ8959p=-N#vs{
zSfOl6?$iYFCJX^*97sldUEKdVqC0U`^Ifas)#P){v2mXvoOygd4^FC*n6q%#>;eJ7
zZ20dE$x9-`R}4uTw)E>s<=S}<<9%oSx=r-`Z8k#5rC34u_khA2C#&t_(~*8sq{(sg
z8(s`LqXmru{Ox`+8id4ywzf!?Wel<^+B{&hhRG;6!0$RK=W6S4NI%GF13BPU%k!$q
zk)H^=-(F_d{W2UR)g))V%({FfbZxK<_0?etq&D_w$$f(wMq3_3pZo(y(@aCEeLl5h
zl}ADrSxGk)6cm;!ZMeI-yOArq`qpjY#I4htzRL#%=@|3tXl-nJeXH>FjBgHhE_PPC
zrh(q!M*yH*Mm6{Fk$(HW*j4WzVfT_B^x%t#)Gx=uX9vODglCjv^<|fr87^8A=lAVb
zi_q=Mgg2p(KALZm&4RJ}2;5JQKh!|MXS#(wm<!h6IaflM@!`X*15nxAJ{ZZO14CMM
zaJ!)7$T211PY*J^73$eZX$4|eOuswVi`;X!u%q}YqIpZTD&9Naj8!Q-VX}g_P#~pi
zw&=5|YdENLOTT8cvFrypH){%p&wmQ%_PBy@3{eRUHi}ZN;uXl2JE#ggbF`=z!_H}g
z_iFj)y?)Ur5{W`j1Lt25(;>af#~SF~i#Ieh=o;0w+z4k6c+<LjYXsD8TYT-tW2=j?
znx$?>)@o*B0$`Yq_up2XPEOYqgZh+O(!Y9@E6aOUa7uwV3c&b{N}OO%CNw2V;GJ7_
z2Ap=Kw!CS7(orLta5L$X<b`VaM-#Jb>0<8+yAMCymZJ;ZPk!_y??owQ9hm~tNEUEs
zJJ5rOv}x9yOnwJ1mGX50r1Q0v*iYzKN)ElA>zWczq@ulyS7e$zW!kk5&ay`Lee%Q5
z)F3`e|KfhO-K>deYit6oYe9hpMTsGUqQk=68{iGk)m2sB)3G_{uRpi(cNR7)UB&RI
z5g%7aw*yegGLok$?EM46Wz5p~mfUxB!d>L9%i8B%KX$GcIiZ-o?rx>@pyO4!^b)hN
z12xke>#S*O9TDNFaZC9+1ydbb^azN+9qva_;#(gSBWZNS&JwtcyJ*M$t8rrk=DB#(
zP??!|3$ktvzsjQ)z@TGoffUuw4mjB2K4A2nc8`KhUNM1NNj)Bfr3$;wUgIe%ghP`q
z4cZ=!C*Y&r6&i8K+_25+?9TIa88s;ss8(T<i6>eEz4~QlrjC&b(TYcmfpe27A!WvO
z52-i}Ec!U@L#?rug0P%YMDb1RvY~@RArlA4{s&+3RV}vx7c#NXmu^@?pNa!@sqV3f
zX}#N%*K_<J)dbza^JnwltK*cslhf8RYlIp~`vFjQB>H3X+_jQj^v0{}4?pDRvw9lB
zm(F%zJSgQf?{P!!7Ln?&{?5a>v-DzK_aWW{Q%4cIleu^EH~RJ|x8E!m!BY7z6+UKg
z1Vq$h$oZJJBOj(kVY1Pl1ML-UKF;+fwPz}(pA7X0iLSVrWPmCpl7a9oyYU{t2XvKP
zW*Qqz9HU=-+;UNuKq0%Jx;zY@C6_)KayNyIgXaE*W^#BU1e7BsJ11g8dw`s1h|?Ob
zis8uaxV+qY(|XmgVlro9>qj_GLQjt}#BZ<ImW%1B@9uywY=3jAsCjmaXb><$Efci~
zjP7PZ&h_Y4EFGj~VgppZg(u%CQT77$kH=bR2k&Z;dA|u(h}z%vBiVfPL^?rmq}`06
zkABnn(arNzje|a8e$f;5j3ijBD)EOj*vm1+s?Evg8LfZ}8asaOrLU+O8n4?cf`IES
zTWC6O{dzOj^^Zyn?gAJerM9MxDK%`oiTfAIw-^Zmg7&7r-j0gLj1w%2#=W&MSgMA}
z1oh9!*i1kZaT9Ke)%)iA?@i_#5_5sn7^LJ!Cr&RR22hSV8y%K<5O5~mO{q=jR%0>m
zwZ&&9@N~(65IcAGim9WT>OoMXKj{k+5tgbAkBUmL%?KQK58PSo^_Z}RBwZo%Jw3&`
zQVTl7JwKT7^$;m-Tx0K^n3~ku@4BuT2k=A7w2(X5Uh~;0HkYkr|2^xJFf-s+1lr9S
zz3gAZ@!+`0Nprb4W=&)gzRb1P;=Vs&D_-ij;1vju#|$emCLL7^BzrE{a(Hb`Pq^bb
z#<K0h;&((G)z_LN|15y|Z-j2#G;w<|>U~Tt?6sn$wCjd@j+kYlytuK~e+pQNUOc*w
zF|`8OXIYfnk!c5%Aj2EBwnqMI5&VPq11$<G&y1_>o+Rr`g_evBD3;4QJH4%(<EP;q
z>vsKC-hq+|WSDsi3e)<9T3*YqiDrsm!3H@2>=n|eM4aW_2x`e3-6B1f`<bLFxRVoR
zF0O$+Q`V_OBVtAvSx(a~2$Ovv<Jr9=G`gcmJTGXFN$4z%+lz&TtN>Psxx~1x)a{lI
zykBy&dZfQ`WuhNq=3ih42j#x9tnABG=L%5hUMDyLxq`mq$}%6%pn$d<vCgJ#?Rxu9
zFy0R5ML?M-2-V-ioPk%Z^xIuxVrTjR7`KG7b9YSBiI^3m=<F-isxRmPLTEt3|4sS$
znR%5>B=vn=Kyf{4KmmFt@qu(2jewnnzw!#7S6WT;cwan+HMl(L2!pX}N4Wu<u}hV#
zkxe*hM5PjaTT;(Eczu7^(%f-vYR)(r14iXcCpqlVlt53;3prEsz&S@Y{y?~cickRh
z0{xBgf;;|iPEuT3S3Rc2^v#`#;w4`YQ3xvMb*RiJCEw1?u$&B6RGYW|3Tb8ZvM`aB
z-asvG;KWl`eZ*FCV%0T?z=&pM5V;9{D4Y;J7KH}-d1;x>X&$G$4~lpyN#7$PXW(Rf
zzWt)16uaEd4;NU^Jzxur)=QZ1sUE`zg(N?k?V%70?EWSc6w^yh>Y<&-sg2T`UXrQ&
z_J9e-DdKg2OtRtR9kKQWx`?3%^_8~yVj~^ulH$7eNbTs}lbt%UbO|C&EGro{NS~#x
zX4WO-iRrLi<>L7Cf|7m(iCSrgaPJnCwH9vkiVYbV#_A7n+9ONT*zSFLaDo2*h~oFH
z<k#yVCAj{j&Mey`$JLCctwz|D6$csF49~$-(RdehC1KX->8Z`osFYUWgJe8(|7^Vy
zlDkhKGF^2L4Pr?wAhwd7v!F56(~%5SV)u(;`6c(wgO04JMcgtCREVQ7E%_Z1ruw9^
zqQsvzIy(E#Qyr%xAG_0RZ|8Vu`S=$HgJ8b%%`!TPAZ<%HEeNoXs&h;<5gy&?53-X8
zRi#~FL?IZFVYrGfwFqUraI&y#`lac$#z3$lxetT^r}*$9r-P%oi0fGrzisk-X^_u)
zt4Cd%fThjX2x{HqEzpM;!Ztj)zIIhI+xVWOngM)m{6#vRjo%<HX(%I10HrNU!1qMU
zDBg*Scy!qNA)ky3^2v7IaRNF~WeXcGF&;>Qfg%cir4=)74An>x(lts*7cC|<ZyXf6
zT5L!owo(&t;G+FfiSR};G|P6&LFkQ*fQWE`w-S75EJg!g>2wed3=PS=LtG(~gqf&)
zvFpt*EVZ>h_s77>5dZTzz#sFk<lBy|A3G|(Bm2|QA{S7NESWh|c}}Yol7xoK$nH~+
zwsKWU(oKseZZ(>EXRL-m$>`R_)_p`Ml(0w5kql@4%?`I@;FHJ&b7J-D*RN~H`EgM~
zZ3B^%G*?G&W!TWzv59bX*pS!ijJ>{Tw(^I;icD)uYD(Ua`bDnWIfho~=G~}O>nCR>
zLyE}b^ifN*y4WD@HJRs5PQ_E!_GOHuTJ|3v6T>hDLz@MXW&#F<=p>G^X2b=#A~CHp
zc+1l-m+?Bn053G-cCv;Ayst3a!BSjg<RCUEdUd%lVPpi&H)Br2Iu6hM-uX7A{{|Qm
z+uE45lRhALgeW2SH#V)E_c--i$TCld9y}*yVW-bz;C=dPtmpzy_Bk6;S=LSQPe_nA
z3&V4#z`X?XU#fFbB`pdjg#DL5$|2CY`In-`v){*2Ceo*5Um&>Y2W}u3RrsyJwX1QN
zHjeJuJ(|>B0%cpBe?0hQ$mL-#TJSGHb62`#fV!uH^Pg=%wmJfowz{?hbf9ah&eave
z4(1U7<u8~)Kwx%<pI@6rJyC0GA8<Q;Bs|R)y<+$W=_;tO;y-FzHYg|v(d_4m&q08$
z*ZP#5U1D|@{3i2pEk(cqpl1F$!aqF0-}vkJKdt=zYQ+ENw98Sof`Wn_5TSdSq9yL&
zDaNj@u6F}A{3GR0Ivr4=fQaI@O?7|6%*?E;rS(C;aa<jr?+xqSvPOMtV`5?`iuCb=
zhd)BHH3+X$Qj2-ztEUK+d`))*qL&BYKwtn9Z0-j!GBRElp%(Wk9@V${N2pzE$<;_n
z?teS!u~~x@dr66xX!?@{)$qv1wFQ$<?J%bLK0F)+U_rd_?6d6IEfT(e6kkk?4L=_G
zsQ>)=6C^<!`{7Rtk+uf?DZ-i$B{4dlN6ou~u^@20FDolsINjUxS{=@Q>on7-3v?4J
zkm@Mt>A5hZ)PJkVA^xis-3+mwa7p9^4u=u^#5+AcI_m8TyKefDQZ>L<0=rSQ<e{ke
zrWwrN$Bh3aF=r+KO`sQ`PYdo0pGkWFXs_4pnm+sfn&R5EC)|!iih=U@bo1*7F{-rc
zrRasjg(27jwE6ev=gyr&<Y_W?TVB3=d2L4O=Wn6+*R@Ke<>gwBA3tt((cYSF(8d!u
zqR>8_xCV<FK-7tI*SXHMBK*J-;sMlD+5`kZt}?HUZ;#fl|09vlUlcI-7#GKk(N$3i
z8&&A-?bRhKWES0Q0|;WQDdghatiRetkpG2&%IC?GC-H-{G&F1VscC7Z=>1Fo^v=9>
zDI}MIrS(T|B~<xTvo;wPev>Bw)Hq@H`d~26RqaPf?d>w%C>-`cEl{rgyiCg{^Q%Cz
z;DZ!B#$NsPkWuML>01CRnQS4T;TJAm49gp~P{=t9uN$&ZFx`CQ&N|o~-E!okKt?Ar
zUr$Fz$B7|j@+MfLB-Pv7nweS~``uCoS@;HetOznzbdH>gfx!&LrwOzzU2aBH<jOzG
z-ArVAoitY1ZSab_OZ(;^2qbinbxT5TFnLBfjEMTS#8hJ3q=+67mf9!rtn)O;8U;(F
zZHCcQV4@tMQ(K}=8l#D*;XF0u=3KeLBPP9S5&cH%K=`<Pq+yKvr)umExms3-{;#k%
z%E&n>%kUrXHu^a}v`Ra(3nviJMS-*}#$9IGREzLKp8B>W@VbH|)iN~?0_7;jpd^QY
z!FP=sx+iJ!XHR=0BI4wOTlF6C@6af!#C{5m91mft$$k(g(7Ti<JMgU_<55t$emAW*
zk}53j>$#IC*@51us5q9}C&uK0Z%-j2kBuIyr#L&Fy$6&83}9=tPb;9+4Xf=wF7Te7
zV$fCn#+45LjB%_a=dY#V2j&xH!s}z8Co}W&kC?R1za+_#`YQs1tJ|L>3ppo$a}wg0
zJYLCmS;m+5N5%#QtaZ~K;WsEL8>TbT)42iu&uE~dq`ZqX^)+poW?VG+YnF#Ve!j^a
zQ?kU}<TSXojx6)NME7lVlP1CqFMf3Tr=KGv>H(S@H;}MC@U$MvK9t6JH2}SlnV0vG
zUWw7&Gwj@%)%tje%`7NB^gw)v{!82PA+yhSHT;0mF*ADrILhP#mh)5&eQ|8Liz6V^
zaDj3#J1O<(@UW+oT$)pO+AVZcKb^q}NVLC>%s~<|vIIQz0D`+KALoxBKh*iRa&nld
z`K;dc?&s&{=mb7^gEtu9k4!T}jHWeAN*7{ds&j8wHuSn!mc)OpE^9F5H06KiCH&?8
zKEVIW+<e18wJrZ&G4TJvtU~^`>t&lyh)2ZO)SPhbrlz#b-$^ax=B<BcZDII3s?A$F
znGF$s9zimWDgE<S1pnSp^NZ=izX}15g!aq`T<>5HqlBq||MSd$YqQD5n=5`D&#3(k
z+OL27XEhT1`{XP6cQkK@0loIOQRVlC{6}5+b?KsQ(Ym7y?#F8P-=9RVeg5CMf`;*u
z@UNqJTishz+IR-vFWpkW)bjiI_g<lY>Cj(e{-5;azc$0Jk@T-;n7zrJ`hRi!U)vT2
z98avJx1Q!p?Th~XqW{qZkRvB~cIUtH?Z0<e{ojZFMJHJ5_bVox@QJzhj)|3xO<(?_
z>>Pz~svl^yYg8->27v+b--=rr1Q;jYzuLw9hr#G=u}pEijpkcLw!FN&vW!d!Kp#D;
zc^TXwRD1#^CHmnVYEG%+jj8618w?EGEdd7!KNq^y9z5u{CXIJcIVG$|5ykCEk>020
z0vu~uGmw=K4W70QAU|3I8^w|V(eKBFyw{>ABxB{~79wn>iQC3t;$t6*sSJuNT)9L_
z8b3O!gU2}$43d*qj!OZLMkDOvgkjH4_TO8%4RnUm1`{0}Ky9$?fKb+F>N|6{4Y!~2
z928k*H5x#=<gf=?u3zNfc&Vx5gxG@|`?hqC6G<lK3MJc1nh~+op{@zu8E0Cnx%T62
zbyw(o+q!%ln3AS^`rw)mV<=tWUP*b#0l9vUPKu{@t-lx@E!Ez$>W<NM+VOwdH_Mq+
zZ<~=rMXA!=PT<F0`ofEx%u5`7(O7%24oBQK6J%sp-aN<r@Up7vV$$A~q?8u(+8Z}i
zUqwf!-k@P7|Dve!l2O`lEi{b8r-x)W=I&h%^G238y{|}&RnRuy-#(v?urBaGHLY7|
zEx+OOlvnEBY^vNro$?6x9<1{*TLx$CIa0Fmn1559>>@($a6B;Ob$|4}x!&S!j@2@Z
z_fi($_vs}>QyA8AZPU7d??)9WciqL~3FhTtsU?pGk18Z2d{drd;bs%{%OUbaM|}k)
zcTffV$tq9f+aLK!mXCKa#-d)MYgPJMpRZ0b>#&#%>-pEc6Iooa;hepz-`ZeA<Q@4j
zsm{xNTI%^4ji2q4_poMLFNa%m5o<;q>(PzN1J!{$s%ugzT&yt<JI?Jm#lAr>3FLo1
zI-sQLjTJxW)29}#tjkx9Ie&sG_)3b}>$&O~tOwdv;~CvQ*b~3^`OYc@#Vt)?7uFdL
zLzd?5F488{mtbEtRkJL*>(tEG8(EamM9}Ux;?ze9JKJlfe4YUb8*HpGHn&fAe(+xM
z@R40TSma+vSdH(i8>Xc3bhHYsPTi7E-=gE${5*3uP8^c_x$Sg4gqZR9&;<^>^$B18
zR|C7(v;;6O#A3IaH22YSuDxPEdiFLZs!XVJz%*BdaGL^dN$MjI+*HA3EjIk<Zxx*v
zX0_@ryn549O1W-z6sL)*Oe&-IIL%+uu<F@BqN02G7ppjw)WWr~eVM`;aT{s&mEW5#
z+N3{(q~EoTpk=C3ii%&H(^t+Af77SyIUA!tmB!X!9}xAq=w-Z(^-|BbYRMgw=W?qI
zH*UFZ48*`<wNU_!P^>Q-yPUE`T0%1y=P{BB3Vas34@G&J_ZS~z!_};;&043&?mrg0
zcu`pq^lMzBQmM+rSah<mSTYYO)!{Z=pdnyfG3l9#qiCsNy?SDs+@L>>$B;kwZP#mk
zi9ehDG}EWCUszU=2=AftoE&-X=Z-ap*h%%POm}+pzn)c_4klKso;H@feMOWYt@zzk
z$|#;YyKRE=I&n?htjd#}9anMGhP|T|hQ3?XB(ZI(TmHgv-<o)%XsP(U@+GPpunZ7m
zI$~22=euW{Wg9&AZ5rlVYId*#-E@(V3nYQ{R*-4jPyeK6*5ab23a``;pQNM;K6zd2
zcOnv2#B5O`8rU|C?Il`8vLH5bgyMo9*g7Z0ONoykUC3%ZbaJhgs1B@aPQ1Y(DSO`9
zV^XT&ncREMtq;r<r>M5<op80q&!lV=3(HK}#$9Tk+RB_@JaNi%q22xYCH9ppJmxII
z(eW38rH|}16HLm3@;Em>Fo&JHa`vn$I_98vMYqZ7X`LdX=|OpOb5L|DZk@_7(4RJp
zguM;D3u>kQiz#=7hBT!%VwodDPps5jUdW5m2T13k`ZP*tl;JBDY@AenD`-=X@t0hc
zYkT7qeYWx4Lm7Nq>+a9UG|hu`7~9@(?gM_W2atR`6%`dbK>ukZ)ng^Kd47gFz*pXo
zsXX<hJIfittqqdEdkA>MTfk!x#~6GvY%N94DGgjF{itq+fPSdNM^Ezi0FY7(yQKO_
z4Qvk~6mZ9wSbQWmvi<-Hu^eES;<g<vGii9t4Fp1a;A&y>9V<5EZ`iDzvH~_z7l`)Q
zQJNY94uD&aLDA*JWpWY{{v>w1;yQ)01!k<`_=jm?DsFD&ei1HB7fDo!pU%XafTHA=
zS<|S-!P=jnPKD>q%8H%nR{cUh3RHr1W!>~Gn#k^><CCLZddOz1R1gpsbE9AR16XOg
zg~TmN<Y#vyF5OGD===Ek)vLr?;j?-Ptv1*N?<4=>m6OJY`>iaE5~laCo}y*06B~DC
z%1CL2;s}ZRGQ3L!w!beg-@}($)0O!>$F9K%jEq4l<Ace@(8y8GMN~`$n_(+0t~jS`
zhE>fhz+5kwPw9BtZ~NPZC(_MuKbWz1$38>lIGJ>3tf%7fhm?EWW&zj4KQSaW3u~9Y
zzXIX7)0tyx5hB4jC-XAUi7(K+cIqfQF!1gmdR{>K9=zX`+(7>DxTjm?r$>-{el^)P
zB)#Lsj+Y6cq5CcK7?R7;J4Kzt`v}b`RAcKUzLWY3tBF_HW4Z0QZl9Cl!yK4WO6BI)
z%a;cErbS3rB~{z4`0uZ@*<-DT6FB`ge~crF?CYz;Nj`?%tV_UM{KAKWGjUX1g5N(y
zrg@mcMX1M_9*V7<GLAl$Jqfg0V=SPQQY5@_>HE1THmQwy885338U56=kGNMUm^Pn=
zLNy=PH$QhFIkHrWavE?u6DOKofTHVqz3;K~ZC|HR>F&}>^0ID1!1K+0^-ifV;||o~
z`3=?Y+%qPi=ia~Sk?Foczb2JPgy!e<&M+CdFI(#LC--J3p_R$wh*yW-7I8C%F3Z8e
znh6_RoG}MREXo<>x9n+Fc<#L-R$KmnsG2#rc@qYq7Tqy;Dkmz%X<$Tj48ujzB(`af
z@c-&3q0_k;57S*c>TwApF~tkLU6!;e@5-XpXDX4KC)&cciN){X$3pSfY2GOB4iT&}
z(z2Uolbxm?A9vaCRU1}&z5j!+PIGm_pmvMrgEXJWM=F`kJ6$fk^z!2r5Ack}B_qH!
zPm49-H3dLRdQ95qC3S<k-V~URtxJOe6U&mA<<)LL{26m}e1Jytg%lHFREZ<t61(dB
zS7%C$g{c9Lw_0{TVBe`K6*veLTv{;Wsz@~OCB)+?#49WCBz~o20sE&e$dGO*#Ee}^
zO3KDiMMb63ALH<gReaudcG^VUURShrqFQystKF1%$hC2m1vtjS*=lkKXMuF>d4YHo
zFnIl&H1k8<cId0lH*i3DNNJCfa@n5mK$*=c+%#q8&?~+_rBat7`KOx*A0Hpyq|S1G
zwA8ez(=3X}RKP8>OrK|JRccfwL8vYL{*#xY4^z!!B@dw;7iVmN@CpI$5MZv8Qx8!l
zwDP~Q;u8#<%6*b$M3VydbFoT<az=y2K;N`!pt&(3^Gb5%vCxoB9`>Mdy);&d!LN%>
z{CIk>`obje89aTdwQsqqMMnAUTSL{4V4cspv8^*!3)8Q;>zos-WQbb#WL8gi4<KC(
zX;vL0WsIp=Ir2h-IE~~z$%KJb)Q*~J)omA7x9x~Wj42uqFJFp*`svcvV=c^UuaJ?)
zYh}ELXY_D#3)zm!>+z9Gm<K(nIQf`*_aMz@yK1((n<cL{EatT_JA;+q(?Pv3(gVn~
zKnkmluYueL^sJm3%a?Wz+zoRR4v)MSq#8=eTjHB>iAJ?d##_<_73;iX?5b4Gp3;Bj
zSMG-Apmu|m-NSk+!m@T2S2dv8&%dAq_ED6{x0H0QQj43NQP&6>Z;2Nrt^XX&dciqu
z&}%!Y52C+>jACjcE6J%hE}}B!O!E!%bc@U<xs%1X{o$RiBQEHZi_|jP49Q#-cMd|P
zsm+gF-LdHW)9)RX%);<Z%hm}9Q;TfqV!HF{&Oob){mL@aO{KTJ`G>4OYbNB|_TLNq
zv9#dN?eQU6g9=q|&e9xeqs9sQ#&b{??k<}CFp?x*Az+&LX6tm)-9VaGJ<c%SzMJCw
z8o6Ik8h22$KD<lMJZ#NhFg&?KI&DR8PDbO7#S`95&8&?H@-b*=uQl<2w~QV<strJF
zlk-%ngjD_$rZ(-s*YEO@5^!wgOeCG@VfQWC2^s)OLID$eTvwNT-8!G&j@5OU)sejD
z)h8C@tagfBfY#&!Uho|}NASX_iJIT0hf?3<2~n}&Ef101snzycp=UtM&!ev+r578$
zaI>`S)IYZ3NnR2SP4Qvd8CII#!X+<y%-Oe-R5-EQeq43pu~H-5fK@>hR1G3l+h9X!
zM@}-M2-v5cue7epRyo)kKMRLYYe6F+ubXiGz@VNO@|x)W^voHcyOS-xY=7@W0dZY8
ziE00rP5)aQ$B1)jph&7c(QBfp>f(5Q()TMrvmd-Kw92&8l8=_0xoJ&E)###nV6JQL
zMk2_>d0WxLhra*x(L@vCE-RnO$;<P1S;Zbd2NI+$#Bn^<EZQC|d3SI=J;4(ZTp7oO
zyRp8`akg}m&ZCNJDp+QG>1NO2t2dN`vHB)=G;^(cE`GmFv8A&`FndojPv-r5g&(lE
zAjJCm<C!x#W5OHSL7E?}vzwY)+5(@K3q+E|5w}iq#_~9GWu0r?L7Z&Hq<-WP=ihZi
zd1r1Z!?^^ybtVv+{(;VoSj$3Z_3~!F2ac;TSD&80wm`KJ7vy?!m%|m!u5ky3Tp#3M
zO(1TaVu$#Kef&chB{VOIsKW3U%HyB^p8NpfE$%rjWz*3{&1c>5&~V=kei>4P%H$Ri
z(lhG1(EFwuw=+~6=`jf7SVUq2-nk|{uzd!Z*`Ir4O%#Oj9h3Ik3RZF!)naX1Tu!?6
z<!uRt)xwMO*PDktQVs;)3$?}jzb5J<VGDpde`xEq!FjpXa`uW^RC3O@Ajog1JPK1b
z$z1pSXl9-gzrN3#;<1D3u0Bs4bA!#CVNP9WaS>Jm^G#0oi1vENAsp<k5;k4Krx4}(
z=bbdB)v)uKK0nKX!&lpDJZ@eXdSFMt?VX+qJ7o2>J#@Tuci_SykaP!b`RK0PI?hpv
zRkwNNSuSgD$Vz&3g`n2Pxjs93xcCj;s<$+lwjP7q9u!9>Zd@cK5+P=cOL&fm_=8lQ
zZtKJ+`DZ3hCe=PH55IK;&}ArAQYZ>it^bbbNopu1J2&^>1%Ctr(ZB9?AXY?MtaUtn
zY>);Fx0m=u%CKgHsx<QzF*YT33EhrmElYpsu?|!o&Yhjway!aobCRybk?PTrN$$hN
z(Gu4Q4BLWQ7JLS_hAkgN+YXcy%$o`{eUb|aeofklVN^q+m9I-GnFUx83|8)3wqC)m
zFJfSm%IX(w?_jaVJ@-1r6A@ax<lHgk*r0euBs!K~Tt20W>_z3V5GkZ6Ix^lRQWhE<
zu6$&rY#c_4i4{(W<59~ct>-!0X4K$}LlV&kedTIC<ag+!@x!h8P-v@=r^5oeVVN$x
z2&hWp6)7RT)_TmJhLxgfK}O51uSnMFo?aVi`vJ}6MQ|}|aYvBFHc@=CO4e@3>mB&f
z@0#~8*g5_cDrGUUTD^f)EaDjL79e3SW9e}qzj}?H6CxBA$GiD-F*0&XI#}TP0=l1Y
z=RsMau9VEo6RhhtGWK3j15!Hmvd&w3H(BC(m<RWAj`asG3v)FFd(r&LKmq}#%#F-8
zaU*}F6q)t;il*h!bI(!Jv7e8w1aU!gP{CfeTAd~e0R@uO<}Y;mhLpBX(hMtWclE)&
zfx>(+umCX^uNpr}*q=ZA{+4kOKyU%W^J)p4yw>$z#tkrnA(?1gO?tpq1NQ;2bQ_bs
zO*lbZxe;(F7f==29x8P+!gJ3p&59^B>O4I?HSQ}NVDXb_D~Oavr+SXu*I1`I&}J~z
zo{v4<Z;4vT@czt0a*1u32FpS|u(hdZFK9rfu-E&*W`b>%f+l!dGWYWjOJ-N|gd0or
zAEx(O9-A1jW?2)(Vj88WW=md_m92=ruzw9L`0is5Ty+txeTz44!itOO8ibcDs4w_-
zykGn*dnCY?zVY7w7R#u)K$wkwg5y%CS#&fj<A-nM;+jHe(Ob)HM|BHAT;H?LZ=EWP
zN361yJbejOdR))hlm}cd=B!5wUnpp)ZUuJpKp0d|!949vU9S$4EZGI8FzVJV=~`br
z#A)^r^RF3PQ7<X^Pk945THEw!8+SF?UGrW%8hG|imqpxBU++a%Q*Z0AQ`i77XPhAQ
z8dB4W&nuo<(RkOr=a?J$WbIV$SBfdXqDIMTb{=af2~?j&9hY@QrJa_(FUy>cn%&|F
z;zs#T5)t*3e!ipql)b&1h3h;HRU{M^qpibf_~lFP&;6PdAC+A`+u6>ht_#QS%QToV
zA&zii(8dnmxY;e&ss=jE%}&C*D48raUdnl$D9k=e+}cMq;pEw45_<~STC$MI?z)68
zz?y9h_UW;d548pcK(HHzl!MR@sjCw!V%voie;7Shg+E5V>7BeO6H4#@)n6ep0)|K@
zQ-v|F>RjV`qB9OAjnnDcZWFCREsrsLzAS><nDFXY+MJ(pqh(tl(2E)?_EC-vY-#Mq
zK?*Q2isY70u!gn5BK2(r7`^?FN~ok#3Q>VT$fpi&-xr0Gvs6BlgmP7{tF0yg@n9dt
zL~6EDi->tN_GrxPrbzYTYZw$Waj#)|d}nWAV6(73Q^x1yXI-^KO<6Ja<Sl~QNyszs
zXA!z0ti>c`fTjDw#U7ppKac%jjVkZ^ie=`slxC}zZT)?MlJ~iz{wTR`P{G@#C8hRW
z_{FtnZ3NPctHaDDOSstEp-pi?bvJK9dYXgz7Za|-Y_n>kNj_2@G$y?CKV0XE3Cz^`
zYCfbI^T~wxDpROhaE4v&7lgCnPNFuw|1&i2m?W?IlJoSvWnU+^?ZnA?O&6(B2OKcS
z44F51p!#cv!Q@%@UGAN}mX>pyP#Ck!Uud7$Z`_2mk`;-{6AVBlXp`-$R5)f_y~FW!
z-=kskyJ3o|bT;r7sgO?F-ef@!#LkFbMD%D}y)df~N@6N^9<^MI^LVI}zu-H10?q;>
zupS-VuZeo^1yl_@-&gM-CBDqu0Y`Ge4fD&QllU%&TbYdq`3Y1U>z<z%6{sJQWH(rX
zF7+IRU0V{8e7JW!P%@3iF3`T}iC7He?jC8II6|=Yz^@e#RlIz}@z`oSO8w}2&JyBI
z^^XW%f_#+=oSa}Bx>M#~3h|6nD2(w2ojl{8KiO(RCwI8oPRbh*Qt3ipkU^n2Qb&ui
z4kd5XsmpNW)h4k-de!jPP1fs4Cu!oor8|u}-a$>KO+LE*O)Z+Q0*@wRJ5Bjl`$Qmp
zg_rgf=aVr{^3L7UHCXZYdF43-&HYyQ+9usDgS4pjHMg3YdL%W!V(ZC{+KAF3u$u9s
znu~iRe(IfO-9}`3Yj<N-s5F>c9RnuXY%{D}rr7eNydkfIqacQIX#NA9GzmHX8GmT%
z{)Xhva-1ggONbO=6;ZVq>gnReX*pb9z<0Q5Yu$}#v%>y}M=VEW{a~cwgyl8zFcPEr
z_{3ygG*uuj56*cwX=OH72y1%)&Sj?uQH6A!Npd;8hSS>U=#UB!&FAlw?Yqb%V8HuS
zDY>{0205VVPSU}Qp7Du%dLF3$;lk{CR4grQn|wT}_}%QlXY0=Z_r#iWc1CfKesH{$
z|Mla!ozVs^b*9b1NE1S{M;*}a*xgM=9?jTq_k-<eC|Qeqmip58g?o-nY5J%)O`}zw
z<%w(BF?ULv@<>w1LG@$r`yJJ#fsbVF^p7JGA;&J7t3>?qA#aeC)IyTiHH8jxgS&*5
zNJY^stN9Q{HWA}4qqrC0d4YpF?KJwNfk{cKt+C~jUCs%Fa`e_W_!WoFfEjoHm@65L
zdj0|=kXf!fR-dOA5euuY6qio3wDr^$@@4$iKI>5|qB+uNn`}H3UdNq|Oa%q_m}N<v
zj@dMn2NW~QUq~#Dz)H{DDzOaJa3y)xma=dMmB3}6+pK*sB$Jfd2tSFUL6q<P*<kNk
zC~$c@R_T;P=t^|hhcmUQdzLZ2Figd@%14A2O?-=Qz9E7~3K;o3HB|D2UYzE3fB8lq
z(2wGv)eGXgBr%ufOw+dwozn2jGaK&M**OLVTpNQb#GFKD0*l(y4{Z`-4ST+0Jqe^%
zKfX$OEWf|e0M#YDUi{3)G<kZmFiVX(f3+98SS6)#cN(tr_;kIDVinENu?Hd43jf2v
zKs`m)@e-YLvxLJaD<tBDTm?j}Qh2;}gtfk@|J>Xe(VJ?z$A)-!YA907uEaVdHGrD#
zeL^ZCGu+0{#Am{q#V+dw`SJt5&A=?uuSFCg_#ADt!zM1?WMatb{MDI<8tRW(vnJ}<
zB!!pcoVyo5er?%|PPK|*x<%19^`Hb-*@W#woH93}1!4D?m^yz>>kVZ>_Em@bFFQMx
zPUVOV)VkY+Ns7bDGiJR_7)4Ic?fM>7!xwkITQV0vDwY@G!YS4DeM@zEd7ZF3`s0G4
zDN|A}+s+qn^4>RSDv_llY_=;ibM1@NlfzAlgsU8EFk}zb*6f~WL1|?D_cS7<SIM~_
z;ZR#;hesd1E?@bus_}#FZdUEh8wrjHHBxOdL36<}QVx$>lja6L-${x!oxI}Po{+|U
zU|;*?(rtmmT^k5Jts~8p)bS>jN^d{JC9-pIomO0w#@%%)K&EgiR1d;`yc?P8q?Y}T
zprO$=Rl@6QM>|*Z6x8%7GgqDr1MW#mj@3<Nq+%9dfE{rdIfrC!t<7T79{)s&J~NZ8
z^Zi{#VywzRm(~&L4L5?fR3O|bz^3(iL+xIjaWqn|Q35&bDBjo0HIqR}igq(Bd!_<s
z|De?NP3M?;j9I<475AqS)0T6<9)IB)<71<z4%QyE%~kgm_&iAN^0I3^ME}VZoiX?L
zJnmA^81ZE2Q{N{aC0aboa;T_Om*-`U>UCds9YM%OnAg#)d2)p+AsNpRjUOcvn~jf4
zX1F6y0#RST{XtC`yglcZr0`{@D@w95J5%dZU?8eFU(1iR;sqOy5S=T@iXgkumtCZ-
zVVGC?@c|$9l?}z2xk`RX!^Iy9qnB>6b(yzHWhG6wfGPp^BvgQGKX%GUFfL$<o-Q`I
zxnNHmJ!&r0B!M)Rq_AEIesOg)a9`?bdjBuIw*B){VAF^XK(`<-a1DyBbB;{cgME~!
zrIC)s%8eE_ys?|XF%NbOD%`#SS68ad(ywg^^TW9llie13E5j_inNCBpkOGYYZ}uX<
zvqojUwlP{+uRr_|PER;&w4_A))KO6-?_pXW=F!kOhk)JHwLx@qWVK3lf_`NRzirg2
zIamM#ceKEsevefsB>C$UfEUevE!I^RtMgt7#gScN!x1|;4-tHRb?JIP3aDoWK1zg2
z_^ohQU0BdW^xNWM&e#|8QM;|qv&{{#z)1pAb903jdi<8zDzu=;eee|sBOy~0zy;L5
z0OPL9wGS%*8>(S=muqsI<MzX{>?Nn9HUoyLnxgF>Qlt8Se%cwHe6I$;o6f1{XDG@m
zCHAHzX}}<+_Vn{SO_L2g-6NxOWuLKH($ff@VfC&4CQPC#qqw*75xj2dp@S1ZqIG-r
zRxG|trpw2)p3@Tp13Dj<h95jWw3?$aS9%s@OeDY?E554;NvG5OSkP&j^7sPrVPBoE
zSJ5ygbh$xF2%*09d?NSc;0b!@)={hJmpR9q@^6zaVMe%0Xp(!={O;AT`Wnx@xxF*R
zMyW5r+B}2_pdg5%I#1;tLRJYjmc#1Z7t|R^=$p4DYl^5jk-42>B5lupK8+O}0&E_n
zQWNZ)5uCUpMlc69=#P~90~!v`d-nht$TVFEQZf)PNO<S|{h`rg<cpOlm!^R@H3S3E
z@i(x$dqP4FDHnR(KesKx)~Mp?>t0p2o8?-7>H{OcKQ*Ktt;XFTkGByK$nmVNi-E1#
z1C4gUkpn5hDF|Jf#6#fQ8}KL;Z}arr1iRalEJBI+y=H+C+Tdkq=zt-1kmX^j9ZjTT
zxw4uAW^)Q@b#o=N)h5Yq!P$AxMEe|xX|89e>rB}st10q9s3f`M-Urx;QK_mL^Q!-<
z&yW+L^I*xu?JYY|UM>{0`y~<B&H1vwcBJ)=|Mbd2HL?fK*MRNiyw-Vpl|(Jo-)k6z
zC#7ZiJs*m13V5d4v2i)qmQ3veV|6|z<TWmFJTMntGIi@#2u;#&Iaem|LHj4Np^gQ-
z-+M1BQNpj1+F(4LNKB^8cF^(73!C#Mo&$p19p|~+bG%Qz%Z=4o?N=G;dyo&7@p^<w
zyDS=c1R#>s^{Yet`|(m`M4STevO<60jcCA1CcdQZYf3D++XBq<Hunvy$k?+VTn!j{
zir)`xm(_8DG}BI$DUcp)H;BjYMoaB2+jUe_m|&nAOEb4GBP2DjyDCfT<4Dwrm#Fz3
zZcI@6G@1ruH-+&WEMUj*c9fUrlLNB|ae(G>tLgKke{XYT#VYUIMQ6T1upu@Pm({^y
zo4lC`Z7}m+y?fmWFP2=P73$w`^bI`}Ya_A~_!DZ#H+d!ti?nZ-wbxn#1VUU{>v7*+
z#}Li~zjF!jQ6&OZKY;B=D6-9)fvW`ColGPwFr^s!r&1_`FirbJqj!-B*nzEt68+2Z
zF-lrXLEmseB9Ux#eZGxsXuVxr0%B8R*DlMiCg7$|8xtF=A@re9+ekS_r^TE^>to6!
z{f8R4ve<psCL7OlZygty>eSGqhE6i0iC;*GRmw^-DuAUbp}IldAB~ME38UFvpVfx$
zMzA?O8cp;@n(?#*J&)#k&lHntd~2W$*KIQXp3a}5<enSD!7~jbWjS)jgKu0HJ;I%K
z>Tw~RN^=wh-fwK;?0nwskN)K%&}!47xEunlmXA-^nZ%RW!B9ZrMEv=e>VNz?<RXFE
z=1h}5a4}mR``ek5ZZ3Sn>HT&0D9;7X`JccG?UJnA$zO5y`^OG>H$(Cc2)F;Yx?%qH
zTW*qF{&FmZKq~w?Cf1H=wA!8>^ZxA!B4{S~*Q@`rBoVZG{Qt|s^FMJz$qE(e6Xdh}
zH?1k(lh)FMY8&&)qzj`1$^IJc|9#%1|H+H-38n1?GxX~{#n8;#{rZ-j-_88@UxwuW
zx0e=7lL^(X?#>jMZ#nXN(xZ(3k;CjCUn+q?)NkiEcp&hM)gpRhlg9E^eOhGy6Q|R^
zOu1|vqeS!T*WLJD#((j_@8f@UbH%+nujOhw!e>r_3okJvefC0S{XA5mw(O*yduUDf
z1w@2tGvr1P#0KNg9)2S|hG)V&$Eby7n=1P4`x0y8BIJ3qu3&`_`Mu~`f5CZ;r{{rl
zCSuI-9JwvPrHlCA=LduD2FkA+H}`mLrKpI%_dHGUANH}#TnvBOU<%vSth(;@G7^?m
zfcq8rER%Z*!^>*G`Q6H$?8Sqb8GNHYwtUa3%-OZpD<f*|nGLyMIBoF(Z#sn-#oWFV
z-W5CHBo_bfUiMoB+%LQ9*zv+@%nH2wR#d8uo?ZFV5$%z0srlEO&1hI8mzq2A*3svE
zV+d3%KF+-pjGp7@7Bu+^etaa^5Wjc4{>xDsv+zb4Eook^;4UA-PgZ{M9LcY5G5Otx
z|LY{E(fX@v+hKA0<yWJZz86Jz%KSG6>wo0%Vl)m*l1Pevwtt*`+=Jg3`}_EhymL-x
z8h?S?|6WU7Ew5J$UpW7N(RSWJQKj47RzVO+3JQV<C^<`(oMV%b93|(Rqllv9oTEUK
z1tez_B{s1^auB7-(2_HJZ#(DAnR~15tuv>->mOQE<EGo)d%wNkwVvOz$V2|8OX{zz
z-CtNs00;^(3;G>6Klt14RP70mUZ@v`UZ~~&b}9c)uiLH3@6GX>ruY+~221l_|MqWt
z)gPx0_7^ZQV&HEb`7a9nT2kH`&p$p3FOu|xl-_vn)BofnLf!lS=8-BD_ES|-+ihnK
zC==G}kP!J`4BULsq}@eDo*f(<A_cpFmIl#wwjEC{<Rkn1dBXA8S^5eeh-@Nux+#)D
z<+>R8m(L3<ni@wao=!u{0Hx%Jn&FZ~8GATe0dvm*dfe7?O$RTK(Vh$bS`IBc(o^k$
z?XWEnoK1X#O`K*8_8}amT{wIwKU3S2KWR@DHdMFzcYe`WN?SYS92s~OzYuVy7;wCZ
z*?4)nF(7z#z88&BHvwCRyY|oyYDWbk5DJwYAo3f6Pr-_kjCF<+!|1a8o~&egW~DlU
z%%scZ$qEc)Ou=jY3E~zd11R471{MgZpgd!}X!wGZ{%41YDCQXiD<6XgxeO|+9S}Mt
zA9oc5Z&XcR-;T8%L_s;s`|c5@49BUXJXC%lIpG4h>eMrL15}Fj;QpUq_oA(NBzP!!
zP@|y9*IR@|^pG=Mx7Fd#`r~nmH*enj7C=5Qse-~$K>luOOE6k+_ubE`q_-s%e_nC_
z{H~z$$E}rvaZFjK(t6gs9!167SS`)WdQgx2TPvuLLLdlAsxAt~#>N6s+fR<bza$w{
zkj%jPagGa6N$}A=e`W;o9tNkX&$WPqsDA;K<9Zf-I4rBI?3vpBSA5%ZyiCXR62!8n
z_bZEJK|~KGRKSl)EM9KUx9ZU<XKi|9(Peq%&YmBrcKZIw9rGIl!Pwi3La;H>Fa*D{
zsPYz7qCr5FN9O@(!B*MN@D!JWj@G!DE9zn01;$d}1AwH*;DU?;pGYqVnxUj}?g@oH
z!2X1&8C8lu4FeB?fBXVB%m=q!v%!spW>2KVpplx|K^C!&j!qN|L?Yg1ERa|B3=Sr(
z?*c{?M4$D*gSDXddU4^>0Pg}<e6_j~pA@;*_aL7~Wh&si?H@mLj4AEK3*tL>oO({s
z(9i}JKs174e9xMJVW3jG)+TZ0jF?rQ9<{l!1GvXJ=bw*oFZt~OIZ;5SZm#YQViJ6;
zVADw9atR2lly;!F`(}6qGJsO2hg(eGPbine>}0}Ac{w@uq0)_uY1;}pS=o2}DePa&
z;?4mwrDmi`@Y{X|-jqtAb^F`({i0_HzkWG&BT5py;Vvo~EEF0%!ysF%)dM6o)Q=yF
z0souX<@B0u6S(D|AWjUgwp5<_X!;iC5&!cfRs+U^yMHceD7u{E8___e)nw)S#*B;%
z{k0ZwGrFTQgKSXAfgrfYKIHX}f@J+NL7CHdu{s^9*U)cn--n8{6-WPhMP6IaM1>vO
zL0BNUqod>Yie9tFho3HQ@g9}THFuPwZt%gGJQ@7@A)V~s>F3|)cuW9wp`4UX5vF}p
zi3JG=0oH7%4y<oJcp~k=1|*EwVMV|gR3BZc{MQ!(1qK0D<xKu>TY{aPox7+mD@;{Y
z)uoT2@c9OxZjIF<+^?BqFY^Y~;9rmYebcm<lqjNrV_;ZJg`qyX-@Z6O)c!HAY!ndA
zUl$e@5SPH_D2K8<f*zmd_D*4zPswWlk->n~Ee-^S8x4|yJ4_nYi(}<=nAL7_-=ICX
z`<MHh>qQ4T79JiCA`Jy2djm$n9AukNZo@vH%%ev^&8ZcjG~@yj7+St3X^GAN%u9!X
z>(vER{b69qF-~gtJ8=Qwr>I%Ky#WrZVaoV{_o%kt&Q5W*#L+?Zoqq-da^?jNCruF`
zE0IuI-Xzb#$*K7CJu|Lmf0mG5$Coeow!SC<O%*DVOop;+iQUcY+dVo;2LGtOGKjy1
z$QQ0pf#m-Cs`2H}V!a|h07P?uRJNSFJb{ssQFSCI0D%Bow_J7kk9%$X6}UZ>HOuuG
zKtQ_?OUVk0ZXjZHs=5%Bui6Drp*%=_;QOBNlk<SCg-(@OXapIb8o%eZ-75-y2O<&@
z1|gsQ7?7rgfQ6e4l}s74G}HFFrih;gcKqj{h7kwkYVY5_hkrDcX<W?>Un)p<hy%KX
zQmv0l&p^AwfOPb^dGk2WqZA5ZKd(moqId6Zt$|3AK9G(ewnfN5IfOS5XczRig>k#A
zICDOlcBfq%7|A&}1z%$VjX%Pe`rkITSwxLCz4-qEVjHo|m;X<2xM|t}k_D}Mj_qUS
zwCr+S=I&m6yjkZA^nh>6XHM`dGcWUFO*PH3L`Mf-aSvu^qXoiwOL$T%N5H6q9G?nx
z_iN0)<ER}t6JtZi3FqywrPx6D(w>1%6<xb_8pc^K_M;z&vWBOwR~veVeGg|iP_$^{
zJiDMMxz!^o%dVt(eB@DJ^I<PcfRnm5N0$FBdXMXXNxqDBXL}~+?eL}EC81r!JlT|<
zHnrUK%U!qX5Etp^MUCx6`I1@lZCb+eLmV)LTfY(?voE?Ro79}Nq9G5bWdeJ#kso3b
z=FXtD=^?wjLUgi7C1;0~3%hw~Z=dPxssO!$d-sSS>G`sa8zrVo>(w*-%iyw#{aC@4
z$ZPo_F=7+VrGp)dW9KpeUSPeX>Zef&|9Zc8_Xpe{E>4fK`zt!^wR)O7@-=)Yy=wka
zz(Crsy%SL<YLvb-J3fb~<Mus-rQDoBtSm7D7Itm&sjM)6VIo)Lt)g!eH#QVA+6@d-
znibVJ_Mo;upQbul+pf(C{)mZA|H!3Lp3x+Y@n}@VVt#VUxf#i_-K~}NXjV-+JL`Gg
zM$~kkh_c`XUEhfQ6~Om;L7}hz`5e34g<-{QT!q!wVeGkp9hj@pb7+*B_xg!TnEwp;
zH~YUM!NS{bTq!-r74v>gR)%14kBDEkoZ`+P_#reXsLt|i2J>KR{}eco7(tn@5x8D!
zG$$0(H!^@mE$X5PeD|Gz2QI}=CI{=^P>){W^*uvF$)F5nh$^0WgVo`K;iG4%iK$ek
zqlZ1NJGf9^m6xC|24PiJN;J}=mM_b8Y_#WwI+xvh=D)Dbz!-Nu-Lubo5gM6$2)eF)
zEq;xqFY?`P-;RmMHSwl*kJgXRpk3g0{91S9a{c||D%(ze9btrequsLY+YFHsZ$c7|
zGxrnIU7VB6z7hD3u{Ms?0XiCA%QU-VhoIELQK)4v$<MBy%~(?!z~rOacP`&D>X*KG
zSjsz0XXX7WF@{EaTJ*Krsv*7&?!W~&v<>I0WCjhY6g4x))PCH6U6~EAvBp*>+r>{_
zGfEAxGnK>HkN<FnP1AQ}e8c%CrHFTxeOV12?wyNgzK&<YjmObuI)38VYY(=CwXu;q
zQ`>glPPR=Ew&YAgUtXE1$%p7SI21Aq(aM=z%u%Qlm(5tW5iU49VvD?SZZ;Dn9=b2!
zrO;Z#DN&HW9WTf7GvD9oCG!v;Wxbt3;w>WzlGHoy2}X~j3h>+Y*gV^7RA}cGl%qDt
z*w_?}7%b;`^u_~R8ozSWQ)t`YA)&^{L9%Y8%gDWKkM=u&X*M42WK*;9YhxU;JX-bL
z&b+_d_cpM%Mn*Z7D0FeRXNkrlH89Yv7`^diHrVsTYL1-b!nI0)OocSx>tyITpYL*e
zm5&u&D7LfxvJLUw?^LC4$;nh$1w!f{|9rWBWtEA8yhmkvMlCP-vZ8Fh)#%l^pkEEa
z+x<m~VwWS!hh{$z_K1e%MUKVpEtm1qQnP_cLjqz$=SrKsZNWy*Wq`Ps_~p2rsrwt0
z2Uhz;>t9{+H~yM@aCqybZf8Xfza4ngpw%7$=F8E?hRt7Q?%%)Pi(>T(Q2I6?zp)sc
zu0UQ7uj2YCibk~kio}DRz4pqyH2COnnSXGjV9f~FN5iI~r)RtM`oye*a{$X%s&&&`
zVLqKfODY6*KNf09Bmzk1<>k%fwX-V3VF)5HNBXP@gWbYnS++8I;BMvc=hW!<9|p_b
z{N+IzjoeZIafXJbf2Q<`K3KT4D=1m#+jZ%kOkiG!3>eo}HfmN)%bJupo#pGlTe<od
z;yQK1D3XlHevnTms`c>6$-&fBDOBrKlSxN`kc+)qK90Q_|LU1;A^Hgqx6HiKJl#=^
zjkd$3buS56Ol6mktZ6TWp=j&_68cwS0S+y;{!`sEU40Mrj{1-!XIR=}XcbVip5e(`
zjf{2syt~KCA9oF;%UhC@Xgq19lhdzS_Z8wbb`0KjMVXf9<ZR?D{wNdV6JUIfahdG=
z{wT0YKracAFeLlhljQ0%W21u;CW&xSYooAtzufLYg`RmIu`S~AMR!vA)e?Dm`x_a9
z5vlpqi)d!;ER!2VK19o}*GiW@+cv{aE+EQfK4%}*sb73==CHlAXgtSJlHK$8nY<OZ
z!Qb6esRX?u&-AiUKk*qAPCY$xXspnBHPb!$l@{y$b}-5M;zAuvXMhSZ6`)8~UmNyB
z)QF;GU!qFi(~pW|zJ7l))y@0i$!WzLhx?1LS<jF&Lay*I$kIAUVr=pan14R?kNem@
zjJSLaa<dvnWeUma(~@$q2gnD_*Hk=5zT`%og71HYQ&sTLz64`ycf-=8|KJE7PojGP
z7i{(=1a}w3d&0<v<<2myh=L9Ye(mkK?&ASBph*7~zj3)c+^td{a?cv`^wleP71nlA
zq2deFb_^pAJb@#Cg(6m2_~h%B?eO&z7;AHXOGstq)3t^6_H(diCLTr(pVeAqVBB>(
zLA4<it%0@{%G01nY~a|c7)%BXgY~E#Vu3|wTL=&nf3a&$%bBSLbOg$i+S}LXGF!fp
zJA^Fvi{ESFGg<(J=hXcwe|YysJ|ZW9oNe$(AUPUdc1vg;<b52fylX-X+XF6^fUlXp
z9uF{j#~{_y2mZ^dFMh493iAz@zf$YP;Y`$u3$cP)8cY7r1bBR|KeGKUQLpaiR<jA-
z_VmmHOhj^mg~UEKpEkyqZj1PM@mFTnhTkxBgeQ|(g1<=6j1~T<i0c1g;##0(Mzfa_
zU<0pDx65cAM%3ZD5~a)}Mz^<9AFfhAT)Fgc3W+0dZIxTtMHBnQ>SJ+M)h|eLhj4wD
zgqxC9lE}Q_>imk4Tklj76Sh^VPQCUv5HV@Q(^vfvuGmZNxqle#VJ5HiB6PnvzyDs#
zN(y}Q?PV-f%;Svxo5&MwBFmLV|9)OySE#3UOvHQ~t$mVxQd?<VU%0?w6PbGJmteDi
z<p7;_kp+FDL|;)Nb40JT(hwRl-bjTyuuL(2)Q94nH#It1QE6jNlIX*<dr!Bm(~q~E
zy;Tm7kc_cbE^PPFLuR?D%#Eu4o=Q=^a`g;meeYHCj%oz)eOT3)J|8zj2ZD2btYERq
z%F^RaG>nx#F3Isj+_GbN0(P4=TOd;S_>qpjn#m1v``qBAvZ2dF>57V&w$X{6l?_gt
zi-S+PCvQ4;yX%<wYW-_qmI;PN4eZq&-9kGDM86U5ZVG;Z04>nIzL+2<31~SpCcQRB
ztrYkn&#h7m)7G(J5%|qLg@UK1P^n~;yG9|Eqca1FRKV=O#Cc%+3I|;C9M`eWsxFaN
zmqX~{O8jfoeBg;#QB)MOkGoVNz1<J&0}xpdG!lN}c2A_?sE7mwCn$C_0#h#nNKd(s
zrtHB+5_p}xrW#!fd#~|<8^?UE$=wAUm+tOj3A_Xa=t&ruTvm69iRmE8tch0_$iRYy
z*Gku~%T#O^;Ps$3PZoEKeBW4!eh0S{&x{>#*1F6(cZ0~KyLS`tvRRuLZY&PlLt7b8
zEhyIuAUboJwH%@!`ShAxne?g4Aje4ebTlClY+p5lT@96V#M3ifNMt5(t<$1O2J4y6
zdCb^XS&cj)9R7%8GiYNq1tlAJt*sV`pjTz8mZPgou(@s=B-&_eB)2<)lZ6F3BNrWB
zVv$2lN2le}P9A>{o8-z!z@T-?Fg~GmIlxAd&ulw&iB`qaF4{$xAOf3Wt!R+UQh>!^
zcSumrCcnI?|AywP>|nWD@=TQ{6ry6*aD4Noyoy`?@$re=VEG*D-s(ZhA<I;TA*)ck
zN|?Ol4>bM2w62@Sy-jvUbS!p#EHT-KD}DDv@9ugJQBTFBv(;Z^KDpWX1izLqMd(CJ
zGb^LUDf}ej_TE8kbQ5n9UPAD$Pct^8{pd%ZAF}i0the2JJJ>iK|6b2f>KhliFHcVz
z45+43v?x6tl{kgcw;g9c^}AZ;(f2YkCK;C2g;pq{y?BDpYfYKl)nKvrsX5<rNlsNY
z^lLK1MLslV+@aj-sh82=b!(SHUl+=DZ9jke-D!WizP0YetdsK3x9=|uyQlj2PXr!)
z_JtzZF6P6r8TML<f3VpeHQ<-jMdHQrDm$_on7lGK3W$w3Gfmz<bNW!$(iG2yg&#9E
zE8fdWpR|&c-}AGZu5Xl%Cy7sw1M#DRr)M^NM*fP{PszJ<fAa<dBT*>6=Rn&CfW>D6
zv#g{$6W$1zPo-pO_(XXEZ2T9cQDdc^U1S+&6!}H+NnmImdHBei)3-0B9zlca59cux
zQRTv3kKt=Uhf>1|w^!hT{8s0n=9ctu6J;V?0uuo^Q%MIcFHyZni(lFldBF#R9-EUd
z`qTloFXWU%Laqy-^FdEMZL1TiM-Rr0gN2hbS@kf#!r;PqphDB!JBeaw^Iv=k4$e(G
zcpr4{(X)0`Ucl-ER2Ta<ynb{4)@(SBX4}Cw(j3v3s9`uh+vrNe#x^waMI7@Rx35?=
z_NEToTZv%2G^rOx(o%}G+{W)eqkA6N=0J{$G1@nE9>`Y<b2a48oP%#AX00D`Mpr<j
zr&E6Q7DJZH_&osmxlY=El6JuPy;x1v^>Bdaj-G$pGSC=AULPYHC||wv-RMQI!=wJj
z0GYJnyA?tl*K+FCQuCd!w{d)QeRVu-2N&Xyty{UDRxmesJ-qIHP=TeC#fy)ANpTDl
zA7&X`qiyAfZ#YCT#A*i`r4BzCCsUsjM>CfRc;6Biw|Gmte>R?l0y!ARtCx6Kshyb4
zW?GjIdDUKlb5gN?&zP8;fHJTx@T1uZQ4c<(4mS6bSRU4O7ttqmU1Nloy<fqjoA-A7
zAo85Wu}nU`JKE8%jrd!RW~__M5uEUTbLX3$j?Aguu0F0CL{2?@ObPFiWr-7SYZ6l`
z!yplSqi{6|pH8_L^@^w0idg*MW2&TfMeE;7{mDHoqePBoT^)uLCd4dOjNib6Y=q+H
zgg<Q$9`F1#s3POa$)$P8#q>pKXmUaUUFc_<-OCrpzZMH{)O3JAyosb|A_v9I&jBn3
zc%_+8!J$04;OqFp$2l;2P$c83@CFkdzA@rL#U9{dtmcc6;Zj<OidL)F+)LKr3YX#3
z1DQYsL79p!(K=A<u_JPY&&q1DTB-q9T_~NF2r`E=X5UxY<5Rt#8gK(&3A#I%Y(Wq&
zSt>?bTQ2grMqFrNKc^-)*TphBDN$XYxw^{5Om^&ZAY~)ACN(ippNyQdnbxNdn+a}M
zk)B&5_lPK{yw9rgpCVr_6(AFTbckcI5dMO1oN9a3r(6?ptvfCEo0#q`K6yi6B=&Pk
zIw+tZwGNMYrWPMNCIL;VfGoz~W%NLQ;q^$mnNGRnccR|ruz6iS?jmf`)5HKIH0fj>
z!a|?$EbwT-cjtN=oUvyCkzzx<$<}-uk6b<4ZidB^D=aCTGz3x@BiblPtM8!nE^bGF
zq4CFnN$x9!kgw%J<x_mczK0O;R2(cz-8iVbTE3etF_ov$Hw{+)TBsoBma?mn_!l^b
zNppt$>10Lsl_y1umV(pTQI>_&Gspl-QH{(S&OoDdw{UEp$hs}q{@&d+6<Wd~f43OB
z0Y(;6Ok}<orlQkAA|j2iV&W%NpH}f?Op;}qeYVI68&-pTTk5<)3#3iIc1C|bX8E*n
zA9jkPQ*RrXC@%x@L6l!Q!a-eI<Jp7q;9-C>lrXH-cx>sa^T=~DXH+xH;(o8U8p)mA
z(uG?sb_Bck*7nC@uz*n{);<rPjb3*a3O8JFE`Yun%iweE{~n-&a;^zQ(>{`%XuEH2
z?TBe0Gr+nE^y`U9P#x04f*Dfk;qUM=ooWTq6|f@lD2~<&!bb|u#2|jwhp#c1``|f2
zF7;d7!z$`rFcV-7FK9`<)Ij;Y_>@ZH4c>E&7I8Ff*}BXLN&PqC`GA?ZHNgHkVr|jL
z0+B}kfLMmCjKzrOFU<3&%>M>dFMBc5$2<x=XJJv^V%iYCLi&EP;G7_CKP7+o4Q8$K
z-d8f_yg@)_@Tx+!E<pMsC5wrdn`wbe=O7X<7T<H5bI*Ft@xW234a;nGmoZnwb2mKP
zb}ccdeArZ!lX@8mOLWbHw72hTpYXZ1>r)^vd9^@3^2E!t4#r+9T=B_Fc`~|qHaE`2
z(r+y%Pdx(1kp9zxmQPJIw+=zDGV8^WinDWQV*re1+xKH*UNm2f5vio@$g^2=7B>>o
zVU^UWlijn0VvgM(QMLQ>Dq85rr?N*4cT($F)CV06bW5~Ee3$KEap}#PAM`7E6fT+k
z+cTyF;UD|6cHZv}8BWBhU0IODSU6yOSQNT(?w1d80sVUQS{R;@&VKW&2YRQ?hY}iF
zgyLqM!R62#@=KR^vz7b3#}HkJTFu6@!Gs01e3{XwYtvsZu<Wj>i~_fWDr!1Sj5emx
zoH=#F!yNmu9`5N6BzS|C{Q}K^ic`c7NBQKtCiyEcZq~@vC+&^Al+d}4TV(5q^XPSb
zbvBKWsu6~#5FZ%AVR~tEC}yClioA2SHU0F|>G=3Kg?2q{z=SOw`Z=#^icBWhzuDH+
zIg=3(GV0rPeLkhnlaq)Zf_f#xb#r{}7GS%hHFg7a_vf}cq@uyTRC!cOhY4<LME5AW
zF>dxf^yQ?fZ;)h-X1-YT-WYU~`?Z(&)+7&>7|hSfoUi{>JorA9M}BWfi=TIebH+V^
z%wAH&hUqKnUxvQ{>x0kCrT-Uzb<)u8t0R(cxj_-yjp{y<=#ZfzN^kQ$!(Il)B-^xv
z%gY9jPCPlBT}~Z>^^gKp4r`cUqwN4|W1|k5PIf%oko_b}{j;0T$aRw$(M-QkGxR7|
zg@>7UMJc4V(`mJ>OPzc={hsuizR}vWgzO<Hy-)|J&h!cQGO)%nnL>h1cpWBbLazsK
z@Dy`ZZ%jAHp0pdBEw!<%xtRLp+dWgE{OMuV6N!Zxh?Y(A$cEIJ7i*uB=Dp@JS<HkQ
z#}Z?on0KqdTesL3(HGQ00$=4p*>M-XuMt<>E*g@pb?R9A-gHII#I8ut-_|<2xv=n(
zK}euWzO?JEOHPh#+ogMH%h5qQC_54kT%00nRJGh<uM~A??c<&(Ui%r_3!!1BmBcu5
zbXc?P9C5Zh@*=sMvsk-J!PrV5zJxF@j#F1*{=%OWK#QAREk_`Mwp2_A!OY0ku91kc
zy+`{Y?*`3J(b$#-E~z@RW!SqxOipc?qj$+nZS&L@q;GqB<rX<CT?_nb*(CxR8g|)l
zdbJ5C*+2QRpu;4T76L(n63&Zxk6u3T8m9?7z2v8dy4Ga(DU~x9;0f;Q8LK`Vy3d`~
zei={Aa2^r&(FGRt?h)7VhgD#3_gXNq$J6bh$fmoMMR{D<VrREkQ_rWVa-Wcn4cpy%
zbd60<xFpy3O_C!V{KgCK>KlZDbxsV8Nao3t+?oJKAQPTB^W2)&STyCDd=GuMe#3KP
z&CgfSOmgy}r$F);{ACE7K*#)%LrngY!>w|~F)$b;-bSb{_vePwsxYeesc2mZj4<if
zdegXV6_oFL>aac&45kt{_f(A)OwM{-EF}eJcq&@J8|s?ydfHG$d%JAp;N<4+*(KVp
zYW(i?p3FB=9CXcG240_tCgR-E?48AB?=<&?(;RLxe+lrJaQ6Rx3<r6aLVwz9d<v=;
zktQ@%YoA4Zx|YodGaft(h#=!#C+$^Gie)SJmF4lP|HMADK;cjI_#^JpQnzDr<!fy@
zoi^!tkv;xiId}W7xJWm-yjyZGwz%#qMNad~CTaA(<kmP8T#dNjz=fl5`;a&2t?&3|
zT-FSaoJmgh?6jb+biJUqrb05W2?B2_Rf{_IG<xrs=w8aGNuOoJ=QI7urwVZF@TKA{
zUqyx@FgR`3x>>qlr%ry5&CN`W9#`CNnpKs2GL4n)Jdru_hM&2ac>e52(f+38fqwOa
z6Qf=7Mqk&aeByg@;x8+3qQhf+2_e4vpL`8Gq;2J3J@KG+&W&5$TpJndXed0R+GcGl
zUkBSsh}WX57d#86E(EnSjD|F+-sb3RlO$75B)5U$@XxNofTV~`KfaH)uXHR_ZbE;3
zH(<4&5QQHS_vK-G%E~(gxkX|nO$E=$o(F<|yTx*NG?`$*Avt|qtZRLWcOII*Vn`QT
za&2;yl6fyieN<9tAyIENL~SW5yH2iomGb0xR@24A^imPA#kz5qZcXRr?kdPHqii(X
zc<~jEYd`3*YV958UvL{{?Z}k$Dz)ZXe&YzdmP7jsQWVt$Cd(*PTiZ+eq59<Hc-xbl
z1m&%V(~NAspi;Dq<Xg#5FOPo1lP0W|b~hKAQ_~%6Ve>5c4ZKQy5RsRGxn0W~hoOLS
zj}>FrEX61FF$x$vEJ*8etjk*S(IPV56Ff5Tu_)qE^Q>3eUJV%AmAgMz7#5~)`>Yi2
z5r0ZfCmafa=Hz@bo6?qoi38#?`eb%i-&M~YCbl^IPcj)Y)aE?S|H;Us)^^$Bvfwh{
z{yZkK-u%+UyI*r>%7?VZ=_rM_$w+0*CAsCWEmcKiZkBl(5XOP}CqwDNAQS=Hxt|?+
z?n7+DGU3VlRR$2oQ;+(RdsiQkQ@aXiWPBjm-k=)d3TG!=&(>qxvZM73@biy>9nd+h
z+ZRY=UfVzJF|-iBaD&u8<80(a5=<=U{5+*gT~i714EueIk^?wqd2Zwbyj!WYpmk=(
z@frJw!ZjzZ5x3?jxY(6yo^&smfr0={b*2dwJ<Nt|kR<g+wjL>bF=HuI*O;c(W6^f{
zRi+80396ash=pH!10oa(uYuFJ7a_a_`Cd-Z0lMUN@{r$Kf55N19N89^gkfyhh6`Ix
z5ojEeKSX7XT&}{xmJkS(ZgBublJ}Y~*mec+WYi_wsWk~@`|Zlr!)%6gg7OOs)6JWj
zD{|-Yng;%<Dc}p?vQiy43cS#GQKz5?zZSzY8339difG%WQG5l4hiU(4$*(hUFt1mF
zWcgsiwKNX%uo~;pE;C6hCvh09Kj@|If{sbrOs#cwYmG7p=~gOH`0vMJz209N?MBCP
zd#RtD*8~lk9r@G^Hj0XQYoOtr{@Kd@*Evd{nQEEE@Vni;4^F{Ly!nmqjd+vUK&87}
zYXR(#fZ-V60PSE}Ft{WsPb%G3IgLvWyhqRKNFK*|I}CVmaIj*<oAqJ)7x=VRl?*gA
zQf(*855bV2B-9YNmyrfQgoQOLcrd08Z}s)$1H8(B$1sN>fC@a#dY(N5)1`Xjez%i+
zHaNI$<*Ea)LQ&n`zOwu?_0~>~rR$ojl@1disHa$fAfbxkZb9_OB~{wuN1JbqIw({;
zthk6yP7!{2A62tS?k)f0j6LIUOMYGW*jV-L+7xoyOFJD8HDiUA$^;B*BOoQUkw01e
zUXJ%`<C>4VRVXDcnblJ<G|XucF*FLcmS3+(ewBy5d~-NDEVd2y-b3hGT;Fp@uzYkd
zFEpko!|_x$zF&YI*%GMv@}TYW=gfn-Z;hZiYz_vOxp39mO~KKbw_A@4y@4E5K@JK6
zh*JscB@P~MEX)BGeWp_1xGmvt|M)Sq)^Ur=S2`H4>55x+6!>Yp!QNl7ZUCeRbRAB7
zvXheG7bP^MZU)^^k8EGzH?@nLZE{w#fl-GJuP6YIP|h)<75soyaAXCJ^T41jX%}8F
z{Yb!rYhw}$A?71Rd1(k+MvRlnDgHPqFHgT{<|^KNnYRj*=Ukt02FQ!UaTB@Yb3wG1
zR+Ix|8cMZ5po#e|3${C8yVJkR*$<Zy`39eg=<y_dy&`qIA!7n>61Cp>^mJ<fUN%V)
ziDe6yf=_>O=8)K!a=3D%Zj&Den7#NiS$pre)kXiy9}FUrNms6-UAP9tEGCih0(|<U
z1N^18ka=IxG@+UvRSP{PO|Kg(&e7R<gwWUu%V^(CX2yj0!|h+cNojoSv9v0G-h{*1
zW1t~G5iq6kpKoh#05pm>klXbiGdY1vZ|X76nDunBxUZI#&SMrx4Il|lfPYOv!kR_o
zCjD0S?q^Jjlmg_mmihNjL8v)mJpZ6+Rfg_VihdZG$DDpE4m)33T9O5RV;mBWulst#
z(!(#|1?#3=5$q(q(|HnSwSSz;?>&=t&_AC(L_eG?fG9exavpBE^_I)N6_slp??3L{
zKS|eX|J9h7M~$)_qkf?vp05i35nssm)08PwF!eVZ{C5#Ui~sb<|BMi3_~*mg-xVzW
z>qP&}BWEV<O!jtu(cbAK2Npq|zlmLwq${s2^$Pl5sQPdIIqCJk^1y$^BL4ydcKxSk
zcE0OR{PN+StkVC2U;d8}<$wOpt5g4Nh!UXJf3Zu}Tm%n%QPwJaBX#j}@$J8)mKc9M
zN&mu`uKkrAtqOgkD42%2h$H{*MZB#3PhJ&pNC%q1r4Jzr&vO9p%=UD-nd^i~X=%6m
znC49yJC(*#vt!s)MiIMEb2zh6pXEIpX=C|<du-Z+%aQ}uv*KpT*Y)mk7g+gbE%nb1
z5_R6~6;kOTLT48J1f;;VEsLU4BTxIlx<yP+;w8%QBW@`=XhOS{@fX44SULEQpcg3K
zT2^&~HclwS^fosYZ%r(-wLg10A-9F2$}8qIf!8cyr12!N^h|6IP(NL6V3MwCpRewT
zQv&!HRUF-Cgk;k0#l8rl(kdb$LaT@+cb$LXnk#+oyUAU(R&0$@`)1+eB~}*l6{v9D
zD4eBi9S`hS26#67_{Li8FEo_dH`kOk-qb?L9GHFW=)T;jME?`c0wz|9bbvqqUMa-u
zey=;=xBm;Y_b*Uz<YDEn{n2l0FI16Ur;q=n>i?Y#h~vLjw!eK*{HOPyVb`)L=RX$p
ze`~Gz^Yj9P?q7p1CkaY_Ea%;<f6vj1g75yL<$N9x<AtT89l7&6`x5_T<gR&L|C7%A
zZy)vlkL3!SuDtkxpD4Sp$KNuvR&2g_Og`}2Vf**akNxj}2MY3@{+nEUBnz|PxtqJL
z_LvBHK+iu>*K3a8?*8Y!@LzKZ|1$i}98Z2-HYJQ+UfYPa`47S^bjqkB*Z-{}K~IAH
zF9KSes2+e5FlX|+$AKZCt_rB>rpq3!eqiu!wfi54u}$ni_ws$hbuh4pTpsN<|1Uj{
z+W>6_`v+;%cxHe;5-A^`hP_Sff$5fEg|7A4AQcHkwg17+0ivrreOKhI1D!#+1Ft74
zJXVlr4&r4TAbO64gToaF9zB`-Pxtw3hVcJ5PoMUVby{yc<M^Ok8wbG4K7CdO2KL~E
z1;4#Wl24a_Vl@B!>LwWKqK7~T0ZQBjY-b=qT0h0jUG(Bhh|9)@dj4`SYIz2o7=?#}
zzEdN!UY){|Cr?@|(oticquN75Lp3Y#G8FVHB@9!NnHh9W;N0vAwEC0sKD^i>OFU^G
znKjD&JTr0DXH_hsR#zMRwKUsiuMo5+0R|yvn`{XIK+B2%O4#&C<2qj<c2LSAX}7M=
zC!>!u?Lag4>-Ji^ud#DEL{A?lb14@;<Z0fUb#7u!x=F|8_Aa^lM@Rn!a3eA~+QDL2
z8gDN9bpN{Mo#P&nL89j)(xNpQAcQ#fm6kP$9wf+mK*x!(zzho9@8R8C8w+|EQO!ms
z0=2RI_5z3%I=bGlddsH%(T(ND7L6~kKE_p<eDHIfA*?d(Ezu3&E@C2ZY*LGpj*fZx
zTD#Zqqvm+Dk9bv5S((#iS3Q2>*H|rC<55Wl*#)Mx>;R^R6ke+GcuNAySh5kxNkb7y
z7?xSo!jC^!1zr&8@R~%JUF}S$`e;=4eT6dY{^-bzi!%U3;oF|qK?6`v)1w7t#|qi_
zyG9OfjV!|xw0x#M0_7q+B09plt$KCl%aE59icNH{`v?oEd!6qy0~+(kw43)1l1pyN
zh`yWaRvcFALkKeEPW@h6Ye00wG0PO-5-HM`^uKjF`%hfnAgN}SYFmh<0bW@+oA4NO
zwW6f)hjt=uWMn4E?(QMZRH6}eCMX@ABz=T)3Id}oio)Ds@m+$=O;y!b0;BB(B9(}p
zqf!h|n0xSnssqs%jok*xcNl)^c8;&xURP<qTlvcgj38o7e&YnVm9?4r3NYhac6lh9
z4UF0<+TA7PwlSj}D@#d9aXFJiQ$U3sP%JPIg%CD^32v<x)hOxgIgPezz2C8A+N_Xm
zo<d80E!hOKK5hTPW6Rdd<T8>`i60$kjDEArLf$S&;`DqY*gKc*UvC^g5P>!kmWd?#
zN#AjH9gHMiv)Ab8AZGYe2_|GQRd_y?;iz0LQA?m3g6uK&_J)!3dG_+?xT`@zv6-(3
zsoEPP2MwzfP0;+zPd`S|un#K(uVMoIRWMdIaGfso)_sKYbBW4JF12o*E&ULQGvC2t
z$v1s=HF;?9e}pMcLWYtw*`i_t9Reh)0*oF<%HYPcF0{}<_;C_$@Scfmhq*!#qj~0Y
z?xto7j)C&BGs|#?KF(YU>4(xH_RBlrVKJtGsjMU-7p$d&jq}WO4T_u$v&}=VwBF^d
z<+XdlR+066U#oRxkzMb1cYoaD^F7to@mJRh#Xj&nOL-@1q~kxz9<{;a%wj!K_aX+%
zrzQd~;o?mv$KugFzK!78s_o@+0=>^1i$cQF36JxVw-ZAB<%93BRmde*uQ<egTd9w4
zFg}vtzI!QL<>MsK?XEYquq@(mH;^LT&qLmo6A39DHUEC}(EMAD2f_NjFZTS(XbrQs
zv3gU>7~>#11MPNC4EELh<3Kk@#*f#x1Cz6_j_^VcjuJg*=w$P*iA;Iqs64sABc~H_
zSB%RgxR5fmad&9*?!U<ny^f3O44ZmCX8Ga@*!vXN+S-}}1PwKuit{o)F7E5lkTMVh
zXuiP5UfESZ$+dMnyu2E|c6IfEf)X<rpTWDg_Nf^|zJ^)D&#z?`G=$Z(S4kt;SXq-m
zt6kmaXqyF>l<O%p7R9Y#Y;PeV_PsYZDxe=SAPjsJ$!&E4+YJ(c_kUsNs;{4+@3RKo
z1^eP5hwAon5MN21zr8h6&l_z$UY6>OXTavkb+!mb$Rz@gEY|JYaf6uxFfb#85{#5|
z$#?U|z$07rV$on(%)g-6|2Q~tz)e5raA*&Wu206BL7`w7_2yI8`cQhN!(a?8w;51+
zk|y_AecU@R;GSBsx#QGDVu{K}H7Z6^U7P{>hTkyHzvP|8t+fj<X~V<!3QTA*+0F(-
z!XDSr;~}8n?s4}gG&^?2g0nw<PHO<y6~EzUwvKFO^ixoE4%NTd<|pyB;ItkYKG@6%
z96f~PvgqticYc6sjXGHq6F(tjb6`2c4l_T^mN8t%abI|?=({wXFH15_Ezb|AaobD+
z>aP<3bo3B$;$`8JI9wv`rJGCd*%^5Z7o-+dvU%{NTarw$ZZHy`cZ$ef94+78>ZRa3
zk7mcY-_lV897*a`0q{#^5#jT=vP|xJ`Mo1D??y8_`6Q&Y2-BJ^Z(rQReDb&K{#ap8
zJlFowmGZ@^%`4$J#HeumKKH|=(pXa{C9g6-F>`hOXo{H9X4&;U+D>9O(+*RY%BLu=
z=J(&-TUnOt_!T}kNHJ31ym{uHny+*vk7qZ<>f3&$p=Q~i^ve(vGb4VxRSeG#!cKBO
ztvI%x4@_IDcb-x8Gq3D8UhwR5@9yfYbodBo=aHn%niK!+tlbR@+*@V){<`v7_dSYb
z($@{St`QmI9BR7Km~w@acf1$(3*x+UWHk$#E-ynoN!w`^%WX$RLuwr;ALYGL`2OVU
z1g-i6viLmZ_MxZ3&S%W%;=t-%#L>RK_XlOuwflrmww?s{BQB&mIZXHF^Y%-O6SY7M
zZ}?cYkx^KD8Zh>d4<<B|6ST+zi^j~WIfGQ%QWKvuX*k^z?X;UGu+Z4gaGL$^SmNxL
zZ3GnGS5n&M;;C5N+HO^?T_0oRU~W+f2xv1^X#}&~5!(|uI0H??<ivl_Ww=kt`aq47
z6^srpBQZmj@&<DDfr=0{1O&&;R^>b3AbG{GaSc&<I07Of3yh2{@DxLZ3av4ibDQ<t
zAv~UJ^KWJ_;P%|s=R7Wt$EyK1<_sJRC{4x~;D1_Pv!5tD1nQjq7bs92OWLa7mGBYh
zyf1-L8S@e8cH;_pyt@ndBW;4+cAS~>SNY6l;MG|+tfi?OIBg>sqTPY@Ro=`jA6Wa@
zEJ&JIz|d?{J~c38z4c@UL~p(rhB$aaD{MiHFiP~T15;*A;Oo}KS`4qv3?Q)W25fz2
zf5n+vum}L$xMw7fssY_r4#tgD{wOZY;t-2_=+Gbr!e=&7y#B(t`c^L`*(k!uA>gF6
zQN<t>&?Hdy4Vqdvisw=;RkmqvI$)%B!YO@wrS_%lVBDFK?T?0mKNYVWOn$S3u66Qu
z4eb%D@s!v+O?cuI^vpstv^{HfECv=i*@^*k4a(&k@hVIeH{FA?5^I?`mA9?G4Lhet
z5745Sh?}Y2{QRauts1KARyo_oFV!}k$ijZT&Bfc~b%eu|ir*YM&p|}FvZsaIKhetd
zLR$ak-mXS$1BaQXmO(gvYu8<;x)+QHeBI)1Dz^uqD9)*8N4(bXqshG1re}S2mzM<d
zdGU7s<L+0;i$&hhRlUojkA3<L3O_2y%x>HxjkskKON~3Y&Q^@{-%cr9^hPs7dbZ1U
z<I~A5$+aRr9U4@b?qbI6F3ZULH2?erDEX@FK&~iIJQwCUUpzo%KH_l{9K<NlF00#i
zUU)D09oY=MWR@UJFFGxwPt=uO5^Zcy8=QOoLhx6Wsm)P9W4mhx@Z8et6G1h|D*ITO
zlajK_8H5T*(P8m(g!$^v*Fq^U!{n7au)!E`X3pVmnE=Is#Jl!*mlnZC7pz8E{-WCs
z1Y1=|<tUukP91LtioJt*vNg~U@pM#(pYnB4aQYFK^0cv9u4ZNdaY{x}VBY&76iUa`
z5xly+yKnHv{=;~2alFC^`ApqVUGzY~|54cl<x32V={kG8ZFUegK{1IZpiHV5BB5ce
zjPvL_ppF>n>0^Kdxer+TjkDB;hEZdP8kL8RCtNhZ-1nzwSC^Mi%YfCKnj|b;Fj4vS
z>xRoa3)Pm<FwrIq=KZSXt{JdX$i~uKt#Tip-A3VV04M&PE(M7vLJEor>L*+G-w)Zd
z`5yfGf}gJN3h10Wamr^f5!^93pKs&Zpa@V}+pler+@)q<Am{R7IBUr?Nm`RphEex?
ztFNMpHOPMyFdSGHX41+KR1RN@M!l{prTE(3G^f?9J;dNG07d7xY_9+tr{MHSsXoZT
zbWV7hayHc=k3qd4#ePd6nCNtx%UCtBU=1Z|M}_jF=YDoad)nEau@_#yg<E4aE~8;J
zey0yI#Bk?=SHUk8Wqma$Is0smtD<lsB$X8DL7`$xLBR}$M<RkMcwkEqJ&4uIiWaWG
zW@^hN*kFHfZQEidd=DF1B-uZuIrsx)EDY+-0<9eX7uYh?x&P=Nu;tSIWZ9I8Xuq-6
zkG<coW&GwlStoEhHx1SZ?vbzthy@Ycd&D3d5D-^wTMrZT5i0P9@DwEPMTZilXJ_9_
z;FI3>krg;PGvZ`Ae<%&9&lVZxQYGAn8-E?Qqy_r|hg9m%RBvT>kBh4g)_Q3hMoyt`
z^QqfKJz9TGi`<;25~|-9sIXfrY<L=|(>!y5q-QzWU-o8!LiFEl3aC*3B-%;{7}bRJ
zJ#3aGEDX3|bkVF;es0&gM05|5=M;Ey*mp=kD9%Ukm>iH(w4cJLekxZ{G2kZhX_kjW
zWnNHNu1ONJx9$81Nj<;fseiShCY}wGBKUswH;duIJxIn(hW6wON79T9$r$R!v-URL
ztlDdzH~yv6j2$LvD{AFUX9@Vh-67$lE7q9|ElQD<`+d-lFLvd+rK_9+gJx^l6>rN+
zc5&IOI9yg7n!(ySOd2@`eSI8n6gAUhAr{?+4TI76g+M@?!}*7#YdYRbEuLHDpCi`M
znG&+(9Pz;%0C9bgPL49fIRx-tKh}WBFs0-a=R7z4_wu_9N$*N-4}=Wwit<;M(}ZVa
zf(F=c{#Y~$!>kYV23@1^SOW7a7?_w~=+8C{{SP$ujzFf-i9~dQ6U*&RdlOAqO>dpQ
z$XdR6F_#l+G8&2u)?P!2lcCLA^owKw+#82L0vmllq}^BJ(ROa&f{7mmVX$Oazl0co
ziI?2Ff<;YbEge^uNa0U;C21H@%06`Hx8A>*_hozXD)&`uTUgk0Y?IHgZfi<PsooWM
zcTY++-=ET0Of>DKo21WMQO5kc@OWe@A+MP_<!9>jx%0pw*Ex@)?Wtxh57*_v2%L;s
zqqdg%*yp_(ZJ#;@I(3$D9W3M}G`zj@j@yn4&z<QtPkFGPTJB$KG&i$I6Uk_^(ovi~
z^X<DT(TX8{_&l~kNjI6nYV+p{AI-82O)c_b16A@<f#-)^bk!2q!EPoi6MDG%!sS;e
zubE!Az*2TId9pn3VcawuetTtHb^KSy85S9%6P3ZONv8Kk7gl{r-@NiEvhm8?N)dGU
zb$AJN-~93|GjDSsx1|YIw;0vyq_jVHx@X?5I#|@K@=yW8+S+qxd9Pw5sh>7Rv^3p3
z?Fq)ck#A4Kwx%<nwR}**6qHrYfe;-J4V-Q^aj4*TdCIDDBXE`~VBw0Yv|~_iAuZsX
zM}|BNns+@)nN%~;qb<utD<@mfh)J~IEy8Hp-NGwFpZGh=x4kuW%xj&If!3QD7S~pF
zR{7|<+;a_wra|4JxeQEvXmVRKIUw8W90miGpR{WRAfU|gSH!*w51-m*V?m+mTt&I9
zl>1E>Vl_4Ds;}rkOEVq}>e`!~)ghHfPE=oc0wQ>DeyCXDEuQ!I1UaevnUA*B7Z=>;
zRv2OdZY}&#9X9a%&~K-wx@lWGKzfw+DK06w2@D$hO0?g~I1o326F$rJG;zUqfF$R%
z0t4p(WuA0o96$`^L+~EiY-8i&C(}TZep|yip5ESA>Wxok#!777f9|c)*{!IbA=UBo
z!%*eOjM)8M3~Ib=xj0kHctl-s^M`;j#-o+-zWI?yP_g@LYj-y3X0jaFK89M;)(Q<z
z7&Ix)K7RDdA9AVqxuB$>IZTu6mh#7KjeD_iv|=~UALj*rZ{Qcufu`~vxF=UGxy4&-
zZ)do-8`_N8LxUn&KFaN`?N|}6USl47BNeJV{HC7_@$k7+oXJlb76zR`87YXgZrU-r
z4(88;I$`1{7H&pej#2nmmI?OUdi9PyB%ca0vXJJyS&D#%rF7G>Lj?0{XE%gYIY3=0
zBHc`09{O53E#LuP=7Oj84P^g11f%<Tr@)2)n<wStANnQFnZAFGI#=2s{@%G*J$~J5
zK*e5Lj#zn37p9yR&?ZrUd>5lSXG^r<D>|jt`Gsa9MZW()fRSCX#G7b0#l?f;bNClN
zrS(;nDZRRR_@tTfsv{GwmD|}#j$4^RD!Yv4)PU4}!f?;?4a4-i3~Sz1?^#M3o8P6!
zA0T(T=C=v5Y%ZGhGiBuyHP}NrN*UTauP5N$Ai|R#ikWD;#~)jfijfv%ycTc#{sN1&
zaM}3HZEy9fnyXGI`6yhKNcV|+F!6NqcaWpx2**&V(K!U(I)$z;P^%#v4V494NY2+P
z!xsw@gVNJ!B)K}6NfzTLAWk0xgSI}YiGFuDI~?~st=G8p<s0Zdt!;AhWVMtwI;klN
z9~>)^r}k;(*I8Ihq1j@p)lAIS>9t)w-IMTY&&?1)4;ouF#;+_%NK&hIjUxmD5N~|?
zi4;qHV1vYE5V6+NJ!ih;3|c~@73JsqA7FdOSLuW0Q$%`7U9g9|V~bQyPNy;oXScI<
zyHn8{S$fz6f`3F8?d@u3VjsA=t`mJ{5eex^J7Cs%hDoTVKuNViA=PMZVKX;d*3|z}
zswd<T{8v|LnTPDfM)}jD^q=h98cL3HEC;@x@fYEjxIF@VsWa)qXHk#VzH_Ln(*$fd
zU^Nt^XXxxZQhCzRxt@)!oCIDD&S%A?ZY-oJz>pFbyiA<xCKHZ?$SxhaAKG5LB}{VN
z%8A1QVmjZqe=u*Ap7r$QIlJh^g9_XQtDZNrW{4;AEV`kObip~Hv*9UE|9Y?19U-x=
za5@~k00oW1xWxA>OLfzi#8JhSt{g3Lhz<(%5joo6C%l12Wnma;_8$)va$81{LM>zp
z+Vf^keR@hJB^w*791nMD_zznI)r77BU28@TXM4O#7Z7g=)S+qVkgNs7g4EYky9nV#
z*5}zTFPvNkbvIL6qba1iWwvveb?&G0Iu7oouso!;b}|MSZxt9aJZdR%W@JV5wLg^;
z5rj!jKgPo>hAD(5A~Kyvwc?X3kzM+kg2hu~I9IXlifL=_J+!jswZ<S0{#NVz_=A(s
z$N>?lJr|wBcnmMr!vM(XGg2PAl*Tb;Y;J%AaPr`q<#-9sl@=(>J)m8%yPe#+xMF_X
zA`ur8_c*x8>}GZi`WOTfWx)$~(3$JDDPBc9X(KORZo&{9n|%~pwXPCD7Al`0)jTMh
zE!VtMr<sU2EjUru{_-)RNK39DJ0j6h!o(ce2!>90Hc;nV_Po^93G~9B^42w+0`t1w
zBzf|u$2}g}#!W`UV%T;4%IA&zMM9!^)<L1xbU9tUf|xwHHwqJXtPu7!JpI-)O-q)X
z9$k-KYi&bxU!@|c(eUxJ4awK@KeG~N+DWooFOzz!X>tN8^#v}yi)ZuO-265JteuB&
ztDH?V7iepDzL3B#7k%>wUd|{kgr(C(-sPoWn_@Q&!kvFCuh%2PnSUyABs=_4;A^ur
zn)QC?!ylVJX<ir&@kaBWoC*~m9ljwquuM9C%pEev7IZXEo#k#T_o-GZr3|~(=n~f~
z<8;+_XJcC0CYqEs3)cqn?aU!*9e;tTkZ#}ynupVnTQRG8y-ZJkW^5HNqbm8;NeXqo
zMNbY-(DII0I35hbq-<7kwVZZG$K#oFlq6kh$Q&9GdD731y&N_6<EK~*YrDIB@m1{9
zhEd(ru<>DZZ>ycVeD|}Tc=EF87wb>fTc+LY8w<8HUtX-P;-!@%U+|JAfOD9sd?{NP
z2_DakNv?Zi0bXFxNymfVFzPEEtd4WV{8JO5i{N9a5S}KdmVN;u(>~EPev!;~iEZr^
zu`{ojdcczl2KRUE8j?fa7tS0^Pm~U`m18aOWcp6_71oTnH>v}dL>nUbJRW~>v#PyK
zkeS5FMiv<t9Llh}F@>IbhkylNtNwD}!}Um=yE`s{8Y0fnO}3Y6;vsK>;RS<?c{tgz
zB?I+H;5Tdp0tv<5d;nZROiXea>dn@iV>vfI=K@72Et5nr`^r%EkUEk4Lt*0Q1ts*?
zvr)PcJaR!R4odkj44N8GiR~dqN=i|Wt!Z=edb5|>Rs3!WjRtmsI^+}c6gOM7Sd^iF
z4`u4stjT`Mb9o7riV8p7{IjEl4z=6N+nv0(?TP7CSJce=E4pczS*51O_Y<=z>|^KN
zote2+B`vcO%nkNP$xsUlYm{g?C1VO`CTf*e49GlJvceDRNpK_aeF~6P8}-i;M4q<?
zS+U$X7{0B8T8m3OP39}aN$VnfXGyhqagkAZ3^ykBfGtC=Xy)PRku{d0JaHgy#))^z
zioV_(&L%R0$S4-`;S$Gc$D`EaxW?I?gBv<rUNy&>`1h`+iBDBJ$*^OQjy}&%706f&
zq;X;zVxFF?z1Ld$Rpmalv6;0O?uDrtXK0#DuwWBJP-j}vzkU`&Eve1>Bg8Z;W3ReF
zqnO&gTaae^+YQB`Py=4P#IZn;KxNzz#PNmu`4*c3kyPtP<#68tO1Vfu+gJCeD>|M8
zz*wjJCw|fntFC<OrrEK2N9N;^A?epXNsGJ-UCAO!q}lZ=iO_lU<ONnSoVG_VX@27Q
zt4kIv_b210p3mLXnsD@d#>yUkU$f!h8ppGFJb+dmFw^u*p!bq9ba(4qc66+{D!J6H
zY>}!IgD08jsvND`L%B7KAT@*5)Z;Zo+a#@~c!>exI}uM=5g1*Je(}hCF(*t(F8Ren
z@&2ak+pM$_ruGXV@RnT5L;m-n)*LR7qStg#Id?X#H6syGLu-R?v`Bm?#8*WU3WYTg
zS}OLAYYLNdv`gU@pE}AF#h7g@AZi6?&BXRdIZmw-^zRbUeG}4O`nZ0%tH82BICS|=
zE+M|x8ZPqAV&<AW{&j53gT=Qxf!YS{iSEVddh&pW1I>%HEOfp#>hng|6@?1)0p^~m
zmjdkp=+iZNXpeL?*E2omV?hC!^Nf9K<$db|E>|&MFa2_qumqhs1c&4aHZg1eXoPO{
zGcNiuFlp?Bt){U)so!QK_l?G=^A`SlvDZ4)7QLT>&<6a|5KqClM?Z+_AD6cpWco}Z
zScngoLU`7UTM$spRd!Px#RfAzRXUs^T<Q6s9jFGcIXMLN+pM|%bc>lz<PJG^e_VE=
za!uQ+tL5wh^^m`^p~fgPeS63R)>BA805YzgOMBuPn~ty4+>QDp^HOX=IK5F+#XPm+
zGsJ~wmv}JIiIAoIS$OjE+4B?T>Ks4*i%w6A-l4&HeBFiEEY|LY^L}PxSC2Ku>YQ`$
z7Ip6GB}>G$jVxOVL!)lyn>%jqN#0ks`kSV&{k>bP?}Ptqo{gbdFS7ak3p4SaSv8}D
z*vY=tK^XXvLmzgNl(yAALp1BK+E#gdF})!AM<Ja&(%0y5ZV-7WL9l?+y{m*Gh-YrR
z*Fgvpcz%oxCA3qlrsH}y+~90Fdag^?#jWx_GLidQ4m4L#P_U|+o(s(s<Rz8?3z|do
z&P{C&7;;)FzyRxX@&`co!>e-x^hP-cN)ICZa4oc7Q6%Sq@mIU+r4?z$?=VF6JwVe|
zLEUw31x&}{t}vK<DFuq;-@xRJ%zaMXYKutkKp@*G{&uP?xbxZ@A0?e#6C-%=z{*fP
z7!$;}V*y*bY|T}EwgN_9aUkm4D6EZc%|*cjNc8ILVnH$RbHaCcPBccf+epCO>01WX
zBwV8iFwQ3d1D7<VKblG=D&;~D=yOtmTPC6A^5QH#fPA{hAUYO)EAEd*?z1PEOfHNz
z3~xBPlAv2J9-=dE&Mtm=`+-zKkM_uY*L$o;)q60ho(44l-AWsvmZ^Tx@7_HXyPrut
zp%4m0LOO|0bt{d7T0j707leb&k`>`t_L&hASmz*`2t&Vz@-fvF9s#&?YZs`V)8&q@
zY`_>(3-K#JM6#QX8wXkFT8%p43g4?+34x2s3=YYG(ih(`Fy&g!=UHek<^P<pyE{-c
z+%?<Q)<zox^j8#1Go$al_m*ity^n-(AHSbsCN=(u&dhb3OY)eM4DJtw=DCUJa5!<r
zi$SccEut_~!9;eu!$NWq)Z8(TBpJEUtoze``Y`cWgMS#h64;bdPuxduUVCW$tt62_
z45~wP1$Fij6Bie!e)f!M>)?1J6RO!+R!084T~?2XLGKJF2Csd<OeR;m-+@;&Dyn%{
zko35MzfDlZZ{h#3_SR8Vt?U0NCI?a6ilQQ+bfa`5C?bt?gVK$pG>V{zg0yrlx>Fhh
z=`LxcVG+^|_n966_ix;L$M=56-GA&c_BpJ%=9=?;pZAGR{QM}m^y}mP8*45W-$AdZ
zdBu~2?S@}B<{n=Of1j}!)P2D2&inRYT+T9#rQedS^mI|wEt89u&5i`cC9$2`MeIK1
z=S0MVwp|HwOIuEaEG`>QV%)piQE|J^_<o+ED2dXadybil1MpyYIE$gbmp`Hi#d4;{
zQt!X7^^;TI{^udpdp~wIA6o<V>PN&nTU(&eygrljwsi;P>Hq%Ky)D72lWt9f+`;m=
zmk<9Zp(EdB3@xi88BRC%XHfol^X6?V#ZUi*x?mGNhEDt-_zMYRb*!o>%p*TIB&Apc
zAFbW2{d4yiZXkZ~-|vKf|NAn>sEalZZe9BI#-SQtlE07>|Nf%Cpk+<Rs3U^+0jDA|
zC9%CNYlbc=AAZpY#$VvGaMB~)I}DS*P;3Sfk-2z|dW&Piet+SAOni>?)-bX;|3cJE
z9;0Y{o~M?SM`xNLA6@c0H0`c0fEHwfRSPdA4Cb!FPD+tW@wcAs6d7_oaOQN~cgm^g
zUY=;sZH*CV2i5Eq6(ISwLp(w(!gPW6Zn-ePNu724&;wNw_j=gPVrpt?>(2NIKVU?s
zoG2MdgG>!hcpi{&ajBfWNJQt2M_<44v0@!G!*us|x7tCW8?p5b6h3}r6YcBs{S!lu
zi$S1WvIGKgz$I(|M7XILC<LljfDtgK#faO0b%zASb1;UqQ_jK#+A2^MB25NMx&|ts
z9U=Zu2<9{2s;h-0qj;#(6tmb)crU*@dRQFz`bp{4Q9)leh2LF&@)9>QGZQ&>0tU67
zHL><Qf}X{=$2E;R0^V4-6ty4kYBQj1q5v<CoBr$9uMeD7leHN|Lq==QA<Rnrqdoe~
z%OAYkC$1hX5sZmu7_;htYWw7NYwZ1umsj!ndg9;+oZPM<cBM;6NfC011l)cd@T!e7
zD}lFW|MDs){1ZANVlQ;Gc%>IW3+>KM$$D_DZ(d&B`RjM8)O@|X{189(+N_mc{pe6J
z)66}X1F5Y)Z#Z@I`rRyrnTZ2^eSJa0Ft%z9h?}9#doU-ZYd20vNYG*L?IyyDii(;n
z33hI;xC%c4dO!&cPMAJPyOY6xR;3$hbgJ0~FCBv#$Pt#0&lUixy?qjxyv7VS*-W0d
zF^R*vX<CW+(g!}!w)f&dgzYkDAY_%Vhk-mAJB9ZB;?mLvL~{}W$FI(IiPit5$H$Zb
zqTV5Dl+4U|t^FOh1m)!9VowsDIB|jkoAmbW&pJX^s$ndUn+4K|A1C`TFA_Bdc;o<R
z8o|{gT7=6W_9$vEbYv5MulO=CakTSbPtS%w+PF#(p+7vzvVuc$4h`#^{qtK8gbMQ<
z#%J+*^X3Dh#J-OQT9|+(N}jtcGjS}x=f)&Kxe3cf!=%5Vmt9bdN&W5X*RPAk#l`8`
z(FO_+n|nI>@W4O{^d7ERX=-W3fLge?N}-9NgRTMIcObn^bgP<QrKIF$oUyrayshh5
zE+||n5U#FP3e!{-Wl|Tlw9GADU0yDk>&ekkR)UwWZa)!Z3CNK8GW!+r=y#Cyh`<N~
zRTg`M#pb}L6dN<;))2k(xvHgwamV3FJ&!UI`8ip>)R>+&lebVjT>WGQ<Lull^Pw{3
zdeXnvgAg+@jbf%r=Id9l)T{@mr>E!Kge)v9{4^-1wnOUw!D`MigZbdU_MjwqR5ne-
z-hWL-PoGh>20Jpuxg3_Tki&cA_|%k=lB%38nc*a|v!Rb3B>3yM63*X@WpR88w|^$H
z2<$xO(1WFRjP1sqDYC*wJ(;GN#N4*xpo)jBwgCoyy*<X=>C_X)Vtp1Y&5}MjfiW;w
z;oaGOcY}FZ9jrd?BieqMis?#^Ga&$wR5pV>xGuxk=%`Nh+pF+BTAyF?d=6apJlf(h
z12Y4~dEnXbRV|v$G|c2j_U#rf7%F{$iDwuZC>j5-v$LnwC}yaTOG--W-C!}0uE<(h
z?T`wOx-kn|i}i)~0HRKpM{m<1!G5(^(KG(mQD~+LL1w5+%gao>bco5JJ-j&`z>+P)
z_O6Zh<)cBk8p>JE#=b8PShc8k8ykouBcgX`Q1WDYak*)_l}T=!3zTzoY_sD9J<cJ6
z0qU%J{i#2&e~f#@J(=p<TOjC)=tWYj{DfSqK2M5836XAHT3IQb+gpRlazk&PzV7bk
zQm*TP%MB)-M^QGZ3K=wzjR%58Pf&l0#}R1R;#;Vuu#)I!`l106M0bY=tO_VNe$LOE
zZp&NG{b)OVz0iD^0W?l`Te9MNZ-Tl=63^y{yG)Up`qHmo|G2uk&UB^(l!1UHqRlhY
zoe>@g8i9vLSbYJP&1~&!Vi$wpxM`T-fjK>%gY$()fg3U3sy{qAJYL~MJ9<BGUWp3+
z`9Iv^pV`*`=_Nh<OUC$LC))7}!w8RmeJC@^fp2=CwMc(!&Uu%L=`S4p|Lh>=^y1*|
zJ#f5N{I@3e|L9xwF{htA`F}l);nz_WF|{O#B!+uuygq^X;W>qTyDU=^xikR{x2`DR
zl(;R$+omOP%3gl~F5b7o#EjRTrH*}Fc#u=~rsYGRY#rogH$!}yN7Z{HAvOC(>o+Xv
zMh{Y*(q{AN_U^9~QVq~gs!k*fMv^>ZeW}|sc;AHg3dft(DlJZShY!d%jt<^Ynl1l!
z*JJe3JU&@C%|Ihu+-nUdaGw2wj&IziPYO+e&Pu_>T;ZkY2M=oA?(S#q^>pWKY;&#i
zxm>vciPMBaxNPO43@f5SqO$~5#nB|<*>PQEGlfLw2)>n|J>M*HYxX-_x45PM@Ir9>
z7)PQs5B>p%I9Cn*6T7${Chsa0`snvOdEY+GTPYN1H{2?kd%R0|+e@eQRN=jMhZ?FF
z|IVC_)n0|i<^l_TFgp_SzkPSKjv@a$P89x+bnPffw74TFNg~<2en2E$@nh>4-A!=f
z?_}`*{yOlj<JYm@HsMO~-0m+j56L~w8ZdAcKuzicOmIbEACDt`z<K&DqROCFez*}Z
zrzR&U;AF|Qnvz6RMo}O*XbIH5dJx($T42OJUc@6Kg7@!FK&<db2=W+0a3VB@vrCzQ
zO>l~Al26(8Y?|ffuP5O?e#ct|CsPI`x(tx1I`~Xu954MU-vtfOL9GSOR{{i^b`Xu*
z0-!7T-McxRHII&Ni{O2pI~~=fFx@3^%BTfLSKWnyVoNY#eFJF)mPWdIsR9&dWKcnd
z2opQYv6&4}p*(yE4pRZkzMj#{(glAoX|4Cdr4$bqf&>XrISdSvNP-8^Jp_(~TIl?f
z0eksD&GGYav&@780D<iG7MVvQ_!F576;`Xtvy7`1*EF6BAb4NRN|#(P0J(hQ)bY!?
z1!saEVp{|H!t_6X{-jWfb#iiQTtjRb1ykX#nLwwxuD13#B7gdkG7HB>%(qA$dzm2z
zG`%6{=c+lcbun2@io?X=jxQV-Hopa5LBn+%S`oi<2!sMC=LDY6deoA~;Y`{G#E}}n
zGvro}rfYd;nxd43>z)m#<@lSrxMbzLMC9d6uA5ixQ5@_HABbmRUob$j66Af&K=f0#
zs}H2E=3?l1I*5O`FsK5+i<yjBuknsDE;ztX@?GFDxHk$mw!yE793COk!;+F`^ou~t
zy8+R(=5<_W`RqOV;OG@%VD`ibVR!JTDm%!6K(P{x(`XQfc$o9yIjFK4b>0a9jD-(j
zcB@<<WR@aO(u)WoCt$|wKZO;>di5m-r1)z1h#Y}pjEsyOa;kaM(2aSf+@C5P`w|k&
zk+{(7x_nyCb~m3P`j<^>KsptnQAjsf+eG-5J^<ius>p)ugb7LnSf`SPI9CsU;_Egz
zvTzeXwHZ^q>SyJD&Yus2Rj=|^HHB?Z1IlqHD3f!Yww8H5zy0)yqZmL=64`<skLem<
zG5=PS?d<GqC!jgJ9F8_*5X+!cw>PCFBtp~WRt=CMGnofwrSpY6zJ}~eATn#U2M{EG
zAPLq%CXpvA4+PKfe_aBp>f3D3dt4<XjNB`0mrf;*^&#MV%D`<q_i-u*GWm~M-=Voh
zjnGny7lT#J{Az0-g+lg7jg6W)ycIVw3!3?kE-?&xy0=|W4Kxyz73wC#R*a4MonlS_
zMcP=VU3Be3*NA(nMtMos9=zhj)c|}JgAZNWfcjt#0nig&!L!3S;npsndcu2i^SM=M
zRFs*`!S))O9C92eoe-&a1>ZB6nEJv;)UJCo*{i{};6PdiW3sk&*uNPInxJ=GYyyQ7
zsAP=qs7Xn+$XvgD_~@kJ=iLc;@#4j(1usC64Q?ab>0qbwpuwyxqZcoD|7vj_Eu>>f
zjk?m((#NlGE+i^-!DLF})?7K}>-S9&oXo>J*XUKqps`atZ50p@FaeJlsn(h8hCw>-
z*(bMZLc4+6kS_<rX6QbB3)a$;Ok#eQfwCFU{-JEKqT_Cs!9R-hY7y(+-S!(1ko-*q
zDQXmdW6tQYv$YMrMEdZ}*Xm?M^Y}M5GyqX^tIPe!ZXRVnhrARBxs&!jdfL;HP*WKn
z-!MjLFa+E3al7Gaym{3&pz$KK$^`wED4&og5I1gv*6RmQv=&5~E%>&dpd=~Z7@`Fd
zv2xT}ffHiDE?yNU70rj@lskNQbKOvG=4BaU#6c%XFLMuSv;fGau5R+E3p<J`W~wP8
zuZbnds7eruo+cf6gA3_!41}>~2zc)r+(?G%?5i50z#wLy@aLLZExdH!DtdP|P17YK
zxweKhA%31D&MT0)s5IVKn5<F0E!2~um=$%@5~!MJsIC2w>vR2Rb5T{^z(W=lOD8}9
z$>`|Bo1^&|A)I833UNAb=YRY5?W2RTisliKiGw2iG+qAZb%dk=GVcv$o3ZbCE?>T!
z-mMBNXLWIS_%t0fk`iDQ7hY%hbDux1{Vt1<8`S|5rb(Hpfh39W;HmuvKSxy@-0bIj
zYdsTC`Z5Weo7Zkjm8S(KEwKvpI=V*+<mRd2fg@o7;R=g6emZ=fKi)$W=sSH~uKCve
z<{j@Z{uUz^C%loCGXi$;lH%W!+uhr%?&UmCz;`$}*x%sK8-krKc@+BGypti|RJ`zd
zxxgr<CRTbS@S%3*r_pnvoK||VQ611gz|H;v;4&}YKSU4=3`bBl%OM%mG&_X{OaJbr
z2v`Ggtt~04MVZAsHnVbAKIi}39>JTaN71fNZtgrT3^<_$x~i?M(pJ3y;1uK+zG;>Q
zjN8jMuO0prACt*Sd0%Un3g~Ib-~}1IYZ@FJRQvwz+m&t3J_}X(bfuhc-w!iWH`1H1
z{m&EeDESccGw8~voTbZ8dCm3wmsV_ap5;V6iN5aPb=|Px2{h@#sz^wOKqmxf4vCKW
zx&X>+M$Yr9cfrM=V`CH=m5fVEhZ*yI3tP)~XQ~r5${i+|ptVw;Dg%C4d8Sa*AX<e;
zqJB-?4h#ekHnG?H_gBr$&Fxp)gvCrF4!@PdAJE!g$*$08lqvoGIEz8+y&;z!(>z%O
zp$gAD2*z5BJ4-MWs7F}ki0U^8(AFcn#<m(V1u_URf9)KC?{6-VCcp}3GHfS9O7%dY
zOw`^>==idn@CM|a5OM^<keE#Xixpnb+?q8Zl+jxw?iY2SQGwzWKfE)7haTsyj)S##
z2)LZ~%dxkg9f1F+%r_fUIeGGA?$k_!e3c+C0BS9v)ex@r&7WM1jERX!YQ-1M&c_dZ
ziA<U353ePZo*|pMW+UoW?pyip*|TRkqSrq{J*a%{zWWVBL&MPzC$PIfn`$od+2}Vc
zq&u*>YMr81oZFeDsTmQ;iGNtTP~qSweEKn;TcvlxI|3<VkEm?YyGV9GjjsRev<@UV
zuD;u+4)fUhho03SyPA9R*|<sHli~x*@u8!uSP+n3&fbKVEa4_Fah_?stdc5!3-dT7
zB2e^#4gJE_1=$Bj)IHSwfYb0OZzGu6<YX!ladDOn^+qsl(2G9d4SCYl8JEKcA-#;q
zAJ~t*XCDVyI3b6q!LvtPShfcprsHFv;};AzARGR@S47juuj-YLj;p0+ojtsO=pe{J
zkR!TW#V&(3J)!>6{e`9tIFg_rA@&DdjF70pw5lPtQ-fT*zn|Y@8f~(ps@csQ=?fR9
zLwZZ6ULvPbWJV8$CcVDKt#Pm)5M-M2CyQ7oumH(58{|TGG|-pg(5M=PzKSK%mxFyV
z0moK|nr2U%4R$Ht;hohQ!x>9KwFH^5R~i~sD#Qaqoru>*9e|waHJz3`IMk{TfrVV?
zV&T3|QO=tr@9D8YEZwatAP<qbLHg%XKX{W|^<C%f+cw;u#-k$Tpj(-{Xk}aR56L45
z321i#P_;GCa~taN>Ypd^5GC<T5!{Pqd95vNHa4$;FP8qG=InT4jZv0H`H#CHw;@mi
zkAVtICPqg`pRVhQi@$S%AUav1@h26a;!Qa?O9oYYm~(VimifBPyr!QjFxVQA)(Zin
zRu1TrTJ=KrN{~MZ{0Sy4p#@6L#_)!K+qO}hY)WllaIops3fNMZx4TGN2V-qVct50v
z`=UZ5{ckYqU1>0bP@Ac|9DhS}y9C4n{Mvte7hJXJl2@#w%_<{7Bmkc~I0W~h<FzzR
z&Ig<&Ho=X)dlS_^uAWOxR#9bB*^75OGs`4fWz`-pW#$IcY|&WzdIzD*&-ayN&v)@|
zuq?(z_|Qg%d1jYqebGjB`HWr8-+Hq;L`b6ALauJT_c7o4hCQ83m<d0HJUekP4!2Zo
z?#EYiH64%zWPHeLcc^)mQn>Xdf6!iSh})(+;*;BQ?04;pk3zoEqJ+ON7#6u?ZrT_*
zx2+lTu}X8zZ^>u!Y!q2@7OLQjU#FKOT2MfL>iLg<BJ*$vEy+F;+U7@&k`s46-A}ud
zs%eAq@vA$A{ydIG8D&w$nqdRoJN_*x9eH^?xi&A#BJ#zecs_~uoi8J8;fnMeW+e5=
z{1AeB5FC4R>d|}24AE)A7`p9I-+xm0jmn?%7mAj=?<WcO`F?fQK9AkQyWuPCgilMx
zK_Whnvu`o~l;u}pZc&3(DsPJDcfpCSM8R(SIJNTOz73N<zIkU72ZS+5En<f_7+(~r
z4#G@W+a_H$?kt|G8Roi7K192&N^i<eK<{DqGIzu~ULW;&5wlvqPGhEU@{P&ciq)mn
z@!?n*bkV8Na-A#|)n|`fa4LUo{4B+cPe6x}$~>FlOW8-e6kBzO^tv(>Um3!3^S=T!
zJLr%x?D_z^hKZ73Dx$K5k(QLNVuUkc)OtoxzM6`Sty^tY$MlJE_j?~7hMZ?VUqT)D
z2u_WrHE7Tx5-StX)cJ4*8}H-!P|&Q&D`jwBe^Ly|O_L41mF@Dlh;qJxAEHNbdJGvH
zyzb3XS)NA%H-sPssC{+OKX1L}ERE9{XRI0bRz-_VX=!fhI46T(hDPs-HFwIaW9(-c
z$*VkSIxQW_FSI8DNw2Or8F`xUN8V!GNF~om+j?Xz6ULLb`f*@skZ;R)vzqe8lLNd6
zPD;k;H~tsVXGMiIr9!XZk=iX>45H6)CvT-+Z1E0!Ctj@WntZyXq?Y}HdqPQRT7<YH
zu4@nWl%&%Ye9{imr@AtGsqLK&>b7KL4P(M22`|0#&ZjAC4&!7?z1SEqIEjPlSxK?v
zIv*HDdR8P&GqG+`&zX#M*(7Q$ZOAUK(^WrV&eb6QTjnss(0jCKz|7)Xowo!;TRzG)
z1y9cy7Oi7?DX)dhmCQWJBg}eeLq^YqW~U|yDfKOSwK%}Yo!AoMc(Ax4mZ_OzMqlhY
z6OwDQY@+<D>QPEhY4`xw8a?MVeCpRB8O-SXPg7@$_rJE~TK_;_Uha{c*<QUjbI{MS
zl`f*m8QpUCT+Q;>q=mg%v%prIEAEU;izc6jOZ(|->lMB7sS4RRfs@vBG><htIzDn>
zS#H@_;-janTNP-^HFq4})Oe*GevODS9_L{_rG$He>=~)8Ii380LedAe)@hXTgDVI0
zHY@A@U|HMwEvj~Xz$Y@ZBmrPZQJ~Sn7=u{f8U0~fRG?__ohiBWcLRhBn)#Uwk*CVW
z14#A9zrU~1ZDGBDN)_I(ksZEJL*6<l?=q((X5>&@zqFDf(?)OnMJB^b^h3?8g1^sI
zUUGWb@u2ccmR~(_bJ4SBN559eyA2}vfe1cl73e+dOC~Bfw3iH38uu{Bu8U0FwaU#m
z0&^J8u`_fua>-gJFX}f(P_J6ip&c9@Lq=+~+Q4gyM}HK3V;L%w!ZK(*Oqw`fiIg1j
z#b>3FQV?qhrk_9>IM9`S8xj)oHPF4jww9{E^_%o_+=KH$uelV01PF86_gO5KR`v}-
zb65p6=0aUHZ(op>TWL7(wQ!YE+%mPWN&_c^;;6a-j!OY_1+)&omN>FozCP8_(mFFk
ztn_&xN{L-MxH=+akz{Nl6#s;M_W=WqWL!tPu5w=3=w!rNh!x>Q^u6B1O|s&gIN#Nj
z>43e>GUh2A)sy;`L6`+mM0ByTQ;#-#up8&yeak6=%;(6v&JNR44u|{e@0}a$6Pt_f
zCmVfDK54tWBzyU;V~X7L0EJ`Z$TcFr@qj0}uF&Y;@%QlvtlxQIO1N$FUin<wShmY$
zE0zbr?+MJ!gy*?Q3bN*IsYl-kB+Q=Pp3~}G?;_}3TD)7L^8?*Jov6`nR;#`|wV5S4
z9T}6pIlU3EEbWWW^vSW?d_ZI`ytV~)_V?(diRzonE!L7PwSkyP3w}N38I)+8?~lZv
zszlka+<V*<JuE)aMoAf`Ya!u!Lz<NK<C<Z|t*tfjmyJAxw4`W-=DdCOB<&{i6n?Jm
zieIYrw2LCb43d&E^wC&G9ED!5TWaqY(ALNFDN}A4jEqkGvSJ#0@UHAfvS`$re#D#L
zJnEU;^?HZi8d-I7bmflAf<n#g`l>B!!nQf4j<HFcnmi|ZgKN&srQ*QlyKTczjplb`
zERe5(h}@3@Z=<>50EUgMS8YMRhyiJWLG3CGwUYSSN2EhAOV2)FaX;l<j-1qRc3?Vn
zeL~R!k34h$p)z1tfQ}kV2qd+IC7R5qSw`{x`A4gMZ+d(OGKE_}zqDsE{_ac6i1c#;
ze&82$G$5{J0A^TmmY_d~o$z0EC27iSbCX9#j%~ukLAaEXN*RvOe!0PAoov{i+237a
z<iNe*fEQM=3LuI{&=YC0-P_wkXz~c8W3pd~V&fCyL$ty_12#n#b!&`k2lv4jiHwu8
zmj*TalstkCRhmC8)7)Qj(Yj9AK{Pt+_b|1)Ya?RinX_4Q`WxtUwFVlmEG=E)=jYE`
zbcMzxk9KQM_Y^Uw<pT=wkGH_U=i0@K7p*GScavo)(ZawMbqd&130|5^tnsYSXnx4g
zX*hC!BY;TT%j=qyeswh}LASQBV=BSU9a}$zo0~hd|E3gPM7tdWx%zBnrTlC~QJ0S7
z91g#0TaTB7D6@di+o)^JjW5R9m~&ZnVv`O$0<a<?BNFt_F!svbQ%=^5YZ24el)7Qh
zBZF_sO)+R2`2i~_Ug8Foce6`WE*HaN9CE#&tNk{7%52{$>k2qEFn#Lknk06)@;^*p
zMKcbBh8mhFPTSsYpiTO8p}*0JPB)$heMSs*)1kgsQ$asVb}QJJ%mvM0xIb3YPH*j=
zKb$L_%4;oES9$wKq{?7lz2C&m^abwSelDv@OIxb|d_t94zlrXe<e|*240Xec*Vr}*
z3)Y^Ot(qy+0ctEyH20^)XWiH#H7B`~djmQKzAvT5mCN}brt+35gq7z$_H-@MY>p`1
ztz^{FtV9*oP}X$?rMrr$<Brg~R!<(N8X0zS&WtWnOD$duDKW+osd+CvQLe3@?jn}*
zbxJm2zwdtgZVM^XW^{)olb3cX4}nzw(|`oK7~ig?&eFHOChwXL7K^H%OeGk*74a0)
z${FpJX!h+sQySv@Cv@t0JvAHaS2cxtKaUet`vU-inY66)Cs)voeF($w$q{RY1*FDb
zNd%?)0GQsk^JH3C#S3e4TuLV^4qjKDgtR{Z#>r}kiUV#&@keL_hT7PCk&VXgZ*Tc5
zc(E0Vh@R6}`FBesx1m?45aqgWzXjwh9q2muqK)SBdNdrH#3P151z+!_N{3Iy!M>w%
ziFFDm1zo^^=s`_uGKl1_G_E7a%7Dmt+&TQV4udFiHyfBd$r_2={4xMubb6yZAklEQ
ztqSoF1ivq&|J~c~12~`;xX#Y=zHv3N6;VUoG4+6PP}Hhpx*$3It<+}++Cyx(yPO*$
zj}6_PK%zrY<)7Ck@pxLPfd3m*v^r+!Pjqw_zS>k8{<=48*Gw@QypeJu0GS@&^IE{Y
zus-eB)iPPwZ^nG%7T}{ERJ@?0zhMgl!cga|MS-HM{!IufC>V|R9{fkep$#el39zJS
zoGNhHb3lBq(usQ7WlExnTz8iQ^<!WfyW6NNHdww)G3ykTp#LZem|u>Xa{HfSzRQ>C
z%o1Ke$+Mc{zS*=;2VT>%@9v)5&6J>)P&bj38_Vsvxb0c;S5rpnl+}Ia#8pZR3`$bd
z)`)542h}FDWcF)1a>nJ9aYHB$(&lKb!sS9pMN*aravq5^H3mLr&7*LOO3`>c+QFRA
zkr^;Ln!ro{KqEt5WFci#k!BIQa7=;xUWA%DIV(^7tV{X)V1i3UOIzc)qWTl<woMxp
zgyNKeQd0XGl4abSj)Ym;pGR5eT(Ckp?n{<2_nv0QcUgU_lb9g7*?2&^v~gzVr)tJq
zvT?5cW)ESnq{`?|4i0bh-6}asOGE`f*(81%%4}yj(7xhBI;)mi7yO@k`E3#N#fuHD
zOw!CWiCNe|rdc*L7NyQA3c=icn4;x08kQVPk2SU`zgl(xo2R9Xu-YR}giuA!sAMY=
zH!y8gR^IMfuPfhyi$%?4SzR0J)Pb9F0(kiu<ieL_#reHE--+87yL8`JRZ%e#U72mK
z?U(o>)2=(vMpbN!#_DZHMQuL*Qu9Ozl@K~cZ8t+%UY_L^g)7{WR7*T1JF%~_pZm$!
zlr!Q3iPSD3MM@}17HeIqd9>_9y+oc;Zt=|IadLXv*67RG`t&OKcd$;X<Z4{Q=1oyu
z>`^#@%vHOrR>^GWv2_hA)Z0aE9*R)Drj(4Jx_kHTWaBQ(bHfcJTx=Hx3@Mmw)S;Vm
z102<$;mL{ES5CrMskt|x7C(KuBgwZhnt%B8ExKOJZBB_Op56ghD0oA6!dZ>=D7<Lp
zODrDxw;y1!{DXR23jCY;*)<lW*qS$I2`we%(8}waE&0TNrN>e*$X^7__MARXNlWzI
zq;hsTYbX4O=QF4f@zAsgu&b-?>0uvk(b%z{-f0U=0fRY8Df=Wb<qD@_GIHHW>iC1}
z(+MSdjMEhzov95d0nDbjY?Jty?|t~$ty+REzQ&w17ZeOUy~wfe8+O+qewZ&g@B{1B
zM@2fm!NfU=5)?7W;BRjUJ;8T2?tTaK%Imd+*&n%VQi~fy<7}z>sEDfLRZaQxl++&g
zOR2b&-A^>Z3CZbEab4(hD;@U5T-A}?+U<65I$cXjDofVdB*d3_%|P^O{@T)q4r;??
zLnU$Bs?meysDNVqQC%bVbRxXc=A_!`vBxq^O+pI?MIhY&b2u-rlZaOwhi}Pq#{Oq-
zwhv3hW^Sj8{ilfMJKl4vOPlluwQY)gEbJ}75F4V$7kMwdjc8*%9SvyL8OaCBHn&6>
zlv{gPs^(P896G~jOBAhA(LRm3kZa_cFVBXl6?&(8SSFeso2e4jr}!(dqt1|NX|oq#
z7|}G>_M=SK%rW9;qJ?!_9z>i^72v<4bikH1`;#O9nqM`tuit7|(ojoK5O4*USB=(H
ze$}y4%T2FfI=K8CV@?bj0xRX3QdB*-?Q5qIs6{xZc*gViAVX1EXgRJ*pvjg%RY7a$
zQ*d;fh#Wnyc3oks*F39nckOIfTGQ!Il2Nl{sch~K>$t&WaGfl#o4UgUi&wf}JV5v5
zL0$_VbBJuBcpZ)c)m}QdseL|W+G&cVG_Ab4)%Fhi{p^g6izL2DYx62(9Q9TT<wJ!7
zN#xNi)3M}UmQn`Bx9&5a0%Jl$d^I##;krWW<WC2>33flCE7m_RdPc;>#f?K!!xDOn
zD~AsnqtrAP!p6@>P$?=ZGB+z^tR{g3g00tr{vai%`&Cg;gw<<AfLH6P3v}2`iPSza
zruhHqaNT5~6+T56CJ_&7T_6(LkD(?PcG>02)T^tN$w(AKPn4@?xOw&$7Z-Dg_0RHI
zZi>qcX;sgiN;I!tydM^z{uoEj*5*=E#+yfZ3@5Jpg;B_3Ke}|$((V#FCFKgHpAar1
zJC>9LyW!kIv*dDL9rLpF8b)!Nr9w=)N6~A;M&7$Do^BrQV(;GuH|DcE!_LjjNe5OK
z=?b_Fu}1~}TEr9ik)NL4{K^&Qjkj+IOVn;+#C7(%K(q+f`@j{)j0UNw-@LFn*_VrF
z*QeE#0yiO2I=QDlk})YuASZ9wN;ar_B!(M(3th78pc;)`qfp(`q{H*7Mmc&bv&c$c
zJ^AY;FUvV`|AF=1VTFLE`n@)OoyBnV1c9!y2^=)0Lue1z6+fzS#?_ymr&32JpXQ2u
zl}+CXdytSYRacVTT5-kRMa;fb?0LP%uuQSxsR_@a1<P?B-B<$Ut9FW3JVInsTv7fV
z2`VQ-7ad#|#!^zUN?(yDO>jm<0mm}fv!;P~5G|VFw4E69&Wd5)6N9{JsK)#?A`yb8
zO1&0Fh%|upYtiG$lEJgDfS4~NiJxv^Ys-edx@Kal#y3wLyQ5~P=Pfx3-MYO==4|nF
z;~Tdw$W4zsyRgK>D4*w?xv{HK_~_Ive2m&q%LHdiOFbq7ENavJj7w$S;G-&RD|g4v
zkb>7Xvt*Wr8An~}6dp{h?$!jI6<saA>Zzx0y*M;@n)kO2P#|9k0cRf5>ZhKnfiE7|
z66;?O0g;!t&z!Lp^*@UfA0IEV{%XRiMa2Cq5Dr6`#}YXVf<4Zf=MMyHq{8GlYzSYd
zE>n72S^eF@&L}}?xdm|2)>)l&C;XI(Gwi!>I07eaa{U)W*SUfV^d7&YHtlEnIc`a1
zkG6)ADf8uf$gNLen%Kv<RvCDHoBgq3Y2_xh{-81J(*t`Bssq=Cl5L0j0p_Vj2NhXG
zLQzrHUff{*H_b`<lUwwuu1+&Iv@A?QQ&KKh+7z8u>yT)s+unF^_P?C6;fWmreRHWg
zaBCX!LHPy~X@`bhE_Dfi&R*EOy=*3@=<gFv6Ki+U@oMgq*DPgAG-*4tnsy$=nz{*z
z^)nfzC>QY1a&4=mjOF;vUu!tH?xDTsGb>#qrLgcmxWE651|+%cDnyludQofP3LC+Z
z+Uc(56(zskM2Lxoc<tefSfF+rQeH(!_%mar$P8AFq@U+FyEos_+#;(G$;()DRxdI+
zw$g9^4IkrIqlsv&wyt5ZNm#}Q!CcWaT?34}!S(ZMDxL%q;(kU%I;mVtd%OKW@~uxk
zU7X?2t)EfjHAJMrcwj<LKhMJbZTmUb#}6bxb;$FjjO4$OLo1HwS>5oKcJ>i3@xJLv
zX)Y5P9W}9*>2Hf5V?znR?=<S2z|zL|-PJuKXZ00A80c3LqU)+7cpbY>6D)_16t>Qt
z$L6)taFj79CLgR|vuG<Zz}IP&dDs_!OCMJcRZh!L-F`hWrtv>w-9EbIaVFeAvE$P`
zMWtS1?Kc|p`3j+XaC-Z^@#I^*45Z&6)3=%@7dD9!d%`E>{c?S0qBZ8@{y`>r4BZKD
z;01+hKXm+fMaZzLBTu-+I*Y-5ir62A)hR)i{&$0n3=o+yI0)Y?%ud=!&LZSlkN#Sq
zz14)s%;h=C3$%`+?-DVyc<F1j{dEm$QhPtYb#&pl)h|U^8;2Pl=Jrs@sXO#_P?=g2
z@rH$(uVNaNFQL~5TRx)p&pomf9@V0P4-<KQEfNp<65)j4FJvw|SakQ+-cQ|bQ2d#*
zJi0_>&r++2Lzz_nI!SxH&FI=m0_Rgs;-m{IM45?Xox@ml%l1m|R+9+iivL+|J8#IP
zUG~j<Pk5AlkDgWd{1ts-Mywr&3j4CUo<))R6bsJn<<nL>jsE-z-OTP1p_KGk6J6Pb
zbtSDk6T|nur}$O`7ozpV<{y70d%Dmf6KiFhvj3~xQtL+=n{yVGy&2z-Ov+CW@m4p7
z0<vTYSrML_w9hE-qc%S2S7+&cpd;9fvv+D3?`@y)!W{2gYH3)XSwRi4s-voT*=sl0
zdBe)zzb9_~03<ucq@rEYB(^<z^=Kk0Gd_)6?e8b~+AT+B&@Xj=t(LdPW=30QDhfac
zjR|chw~?NkqH;1-&+YZQ(!3YXONt*ggmt6zXdQI-W=x9@)MUcmsXK`;m=IHS?GA#`
z#p4wmv9I?SXF9%c1z`Hjr1YIw{uOmcwl75+X{<fSkC1BlfSIPh$L3&Qm)!ZwA}HrV
zo=Y0POj?}NjmxB@7a!DWe?DP3?ew<Hb?#lU+1+ieR|87bibjqlA_kUWWi~AJ5dsI5
zx3*t!mgwWl1%K|B62o+5oVhYW9!<bWiUpl{Dh^r<HiLfZl%F#+V`2Jxg#77d<XfW#
z`8+F9A9*yg{IL|u9B+w6CA;3PS{l#1vvr$H0nZu-k6-Z`mRLR4Qs;1!av6&=F^1@y
zrjj@#XGh*}71BasUm{lh!898A)JNqGYx}ay+JSWRz46h$6U?Po=qnS*QK0@3Mrka#
z^Ko3Kj;YlX?Q!EZIW`Hu%1N3jhhT~hk6zp6F>6pZUT(dAF|_eK{ayJ8+_m6awP0kQ
zaT1?KAMdRP`Lv80-Oj@XJHz1*aa7F*!UemXi0g8_m*K;AVE)wcaKll+SxDM?BR`eI
z4=aU9uUZ6)JA}qGb*HxdMH5*qJ6b#x_bzp>eoyjrg7uBUU)jp+RSoieJ-_@4eDnP$
z4}$M-Tn!=d-Vh2$6Y^C`FW;jlZdY^YV%$r=9T>$;yCW*6Qu2=bs;Q_z!SectEs50d
z@BK7n<V~~B+i!i_rC=RL;XZEPi~c8NVS(gp>Q+NX7h{CbrbZ;qvTd!h{en`U;lmXD
z^EjC*0vgEzgp13!ESp<K6;S@2ge!rc6tP)ey!lO7dy`I46ZN?(@6@H)PwOeQje!o@
z(RdqS0{-~+-KS~k_GsjGgVl3)GHXyn{VgJqio_w`;%{3{_ddJ4wD&Z;OgJzKpHQ_v
zMt)dtc!7C|+^TpCeJ0o7m%&m75!HS{o}}61yETI17I7`#+S+x$VR&I<1w<1$2;nfQ
zhLkria8|yt(;}Z?U8i2kz@vJ?y<VSQaZ%(;WepWUe|h9fG8#Vl?{r)wPo7b?v;B~A
zA!?&2CF`uq6X|11YR&)FIedFcXVO#Ji!+*nmByjgrir%hM?c#8^-bIt6Q2hKu97j4
zs}J#9CjVJC)85x|AFnWjT;PCBk}ovS$VR+t**YM)ugm`$&Vxr&l|G?b-+#dtQH#W`
z49Lg)T;(d+(A#-FWpsf=anrFb)u(_w+l@)qf?%U_mA$6p<DOq)x@`D4qTGCAQ>^VG
zvQDoD=rQUa4H7O3DymWagbecvgnnUBnaetRqRWEu*b|p1i5s?6vo^M|DMM2YO^s`-
z`c@yDs4sy-Jh;{t90G5VH%$(!aLp)Jx;W=m@lBKMK(m7cz~*H-y%b`h)bsLwj_OSe
z902?3a^~X9;HA!&YeN-geLjuim7?2|q+2Z<inc081YNY;f^UgQNYGm=Q_U;K^0KbV
zfauHa=s6VwPPh`4x0{>W$y2m_<6Qh)eDu+Bt=cq$G8Ckkrf)I@u<1kO1D$0q=hFoO
zKwxVfB=DP@h3GLo#2m|vZ4lzwefo4W*XP>mc~=t5+>#Q?yWS6K`0!pHHxJ&WGYw`B
z&&Z2TqBDPNffpF<omZxs^j2A#FLHmB8$PSQh?%kYNGfE^+(j?go3qq9NLjjqK(kzA
z$b#n6LgrceWzg+kw^Oq&4d;*6#S4`3)s$_Z+fv?g+VSSI`~G24p{RU7eY{6McVALq
z3)OpxlbOtNJLCS4%M110avhtbbd%}bMw6hRCHG|!W^(Jgmih(zgG{tSooe?+HbZ2n
zY+pwAf!Sxt8MV;z=qtcMDe@C=KYP_t(9J9hY|bJ|UXVD>rX)2^z*u}7Na9<1Y}36<
zoZ%V9%!?7B|A>f)APBHfk>!DWIe*E_i@*|G<*pNn)~D7^xDd_i7K3_cxzW+;Il|>>
zoLT&RHA@<fZ1I;7&Rmvn-@K`1PZO9qc&Ab!dJ5{uA^-9v&1uKBvtyz=rb-5~H=8(G
zJv)LoQmqflfr7DRmIh!LiZP+0&|&Q}YqqW5hqpNmlo{yj0*9xTAWQt{EZd&HRLJ%t
ziq$xnnzS35PL{pKf9ANGS*x!WMm0p;o0#bG^WO)@^kzSC58drzPStPx_=KW}UNV}`
zbX(Pc^ET6+dLN{p#772}^@%g{F-2=u9U~rRDY`S&jVZd<=A75Y1Ej))C=(VdcFb_E
zY{GE2Ng$I~6ln?+I7i;oEO#h?M^&SvG~j^FpuiphgNJ26%ZCn~MSS{{?GSnn;H$!z
zm#zWqDVLeWEjC~epc<1)5iIv&aDVl&3x=y3-@9M)3>s?6g(jg`=afW+C)NRo5qACp
z{UwwDc2j=#YTc(mAT;Y^;<AJb`r0?ifYa068@KQy>Uv+PZS)|JQ|Fy^%YM@$5zq>>
zckR<sJH=2uv(rlFg(!j{P_V*Sfq&G)*i4PWjEuMFp@G~nCO{gujj!@j%$>b&bqCmX
zegG;Bo07{=>C$;V*H_Ts#J7ErGNjm^?^+GanI@ZD+W$`G-Qqg%&ac-~oWK@y{|Q}?
z(EeaczT%rZnJNXM+Z&7KC-Jy)j5%cq3fXPvl$die0tS%b{0mfl5N-HAX<we;&ZY6j
zkF7HI5pE;(hPGkqelz!CEx?T`dHTDx1t@!94(`zLO4&Gb=5E~k)J2e0n`w=8muGt^
z*@;dlWy9{lvI7~Etwex?4$@%g&G_X$8+(X=R~nUf9q4A4P-8@_Mu7mwQ(JXL@3hBw
zoMoirrDwTrL0#f&ozvRWru9y;l^<aDiCFfM_~+YW+|Pn6f0PM+kZM?0OLTOX6APuY
zc!L<da_+a&?^x~&4OhB6RJm*fqO}NAwH})ES}%!34~E;_JkH)_c^;RA+EFQrj)*W}
zl3~F}&^7^*V4x>p)<Q?#FK81UIxEE0@lqN|MKFochKy-)d8O(PqZ?))q)5JkQcO|?
z-8;Y~U=*t#hwdG5=q{D)v;59F@?&-QBt16jM6ACNPQqs?vCwSomZA`qeIoK@E-KCD
zy(_m%7l=qQCY3{yPBHZS!GY(UdTiq3i%%z9^GrPU`RdlQkJdh_UjT64d)+l7Uv>L}
z<CSW?DO2}^j%D-S_)RH65S3V1#LR0jK@*^OYdII6If?71$hTEY@d`fmM>T(xu-)LS
zl5|i4P8VzG*~%#14BcmJruAGS%klck=o_2(1Fe?@F$ns17AvFG@&4es?rq7Wp1`KB
zjQ{)^G5N?#Dj;Y=O_zw~F=B8K%}Xo;b3QEn+`KA)O`_)x7XN^I0*O(5U!OLGu_mr|
z0Pg$o^pwH83+jT~363bJU26e;0$s44)#;C5aB_sF{gH9|zUN1=NbjDCg5t$Wg5siy
ze-QXs>)gXS57Y&}Ahr`{N1g-xS(hp6ziU|fT|~rxNqj|q|H8xxPAw2HY5iPSFgtk>
z`hXrTK5PRDS7{aKKKmWQkF*W|a};T=6&JJ9;15u*X`J42$07or=h6rtMvzw@{5FM}
z>kknzF+5zb5BwGwizJF1Hx^9Wg<+|wC9f5jdvxdZB)5S0lji8yAsG;3;+9ryQ{mvi
zfDT{<mjRWmVLb>wC}P7E&g5)t3T5Tx6EK{jKLW724O-={oSBeJ34Vn*$dmzw2Jw+b
zsB$_p?I?uEq{q((f`+)Qn=38+x_}b|Fwm1+TE6XRQc!QEYl=OD!eR(tP)hbA6%Nal
zMvTi%`tn7<z9nLCS{opIz33S(1_lPi9-|h*ftcgR!ym|z4;W%EU*C|`)m6c@WZO?}
z9u5E;nt*#}`}_tph8_VVscQ^ai<W?Rs)tvI(rpMXyiRg>0UUj}soy}gQrnCN!ot^P
zIm4_!1P4!k{0#_W4h4`{vCDrkVRs%!KpYVRkWqDSv0T6LpKG{{wWhKiC=}+XuJi3P
z8T`n8vJ5OmT}4hBV-vjW+DK6u{28*t?+X+L(FYV_QLMJHvJ!v@rS|0;k|J-J8SAtz
z$q`BlL)3>{DYnZO+Gf-O0s=DKKUlPKO#9i8mMcU^vF0dV<ApR}YtE=X0~;67*EobG
zoIHnLL+}O87IDV6ceTF<)@gY(oy5aWzRu_L34Di(t85U9;h7&f@d(Ch@(;TfL;8`*
z&m<GMtzswSXMFGJQS|rsPXL!98HJ#2VLtOA9%OPMo-G*eFg-dssYk+9GHuhaS0V{)
zK!ix}FW_FDUQ?s4fkAShJPJSiN2O~e!Xkp}0a<|I_fa16Kv3`{O!fQd9GqbYKY16L
zeIgPPK`<BnXnh2CmA3ZfS$-pO<+tT5f{CmK%o;f-r!o&OFS42v2LjepT1PxQG=SP(
zZa)W*6Lz$b+ZclGJziTQcNQuST#C_|r8?c|%FDp&@(SD_!t2vg4R_!H32@*`WQk>h
zprBM91cnOZs6+TH)oDugResyX=GU5d5EjG$-D)^F2(V&$@LBam@b|DK7`Fxxnem*H
zcz%9<lgrS^q+7K@_#3#{**r&>(JPVbAIv%u-=98xx)xFKl(`=E29_BG&ed!LA&<<?
zn4~-=e*S#I054VMCF$X&ta^q*q3Xayi4q%+?oLrbw2-nafW`rZ(*Ww9;_>s4c;d}+
zhO?P6g#frx7t8mMJcd!jV!x~t%I{iHtdS&1c!R?trmiqqDJPDDJH)6IoqH+!IWQiY
zaBi@hMGU|fP>hW}1)1}40K(rjq(S)TDerL)7nCp);AO3P0bh$CI-lFyi@<F>34k_h
z9q5r7p1g##KRmFni9USzFlueJ0>JnpMP`HIi*JEuDFWd{%qscMwX~)riU_p?ayYH0
zKg<Z-g$#k|Mmp8nd2b|;Hb61h0206xz%*fM;suyDCBUm$xoLTL)DVOtJbYHPk!U?+
zU5)<4&ds3qE4pHOc$Zp=zz-q2d-pNIDEYl!;FvZ&d0v#UAm#O03Zw;H5QXY}of-e)
zg8Fhi`k3ZDGRnevPfUQ2-$f0iDrsegPT>_8_cY@iaogP55#4)a_oXOVL$(uCH>d&c
z0l<|(lMR2u^S!MEN}v9nx-n!2O+sS9BH#`1-G*8}QiPrd*guj9w!e1xFywD2kYC7k
z-mwkkcoqlDpO({i@!8GjhK7bhoc7&LoT}HX8il_~G?7Dz1_86{@Rt&Ni4ky5S7D0)
zo(qr=#{_v5qZRQ_VCz$#f@#eJ%yRsYN*xS)$?x2e2Doe^4$rgER~fGlF{5sS4ULUu
zb10TTB~PJ8kKR}>4D_lY`t}n!HAD?|<;aPL@OA;fsbJ0p(H{_!s>)^0b7s^u6iS2t
zEYEwP@s#cTj@bWkBzC=FwL1Nn8ZAnvwFFaMQ6;612+*E)V?cJq0b*tV7z*nT<KW-~
z<Fgvo0(h8=k53~mK7In|l>q=_@JcfdP18DrP2USugf$CSOD991?u`==Qt5+e6`SoM
z5#>0*ALlwM7<?FmcraOvKX)Cp43!sw&I8EvU4Q&T$_9o-r<;e~1A|+mCFo3Ai%1}@
z>S{*cdGb;X^bC88%FAH7+L_W05Oyoawm2bj)+6};Nb>J@8`=P1<tv|>fnU>zs;sOW
zfY!7<QIA^<6e{B8-as%8?v(!X_N#I@I61$+v_yRi69me6Xal@}E7x29bMYd(0G4UV
z{N!Ztq5}{Ym_s;s)DGXHTUloDB)(OO)gmOSwN?icwdM4s*h<qkrGdw@#a96>!Z|c}
zX3<%2!x_O60@-&p-^0UC6V#=;(%w{_oVFUu+AtJ~|B{;??Wk&dExYw$KfJiaC$>qF
zk;^<4kPgnFw|LDi5fhs;@bdDC860vFFgQFRdeIDH+!xpgAt%SnZXLRcpZyVn2G6gm
zQwqL@4<^Cws~+DiEe+b|<yG?pK<iLDd*)2g-@iLZ2XjnDrf{me!O2tT$s(he=-daS
zn3B+X3XgSpzGzs5cO6dek3@L*O^Db%BvM6H^T5Xatj1>8o{->qL=GWf)mnmVTGYZK
zyO<C3K_HLtuFE%o@cs@UTaM-W(awccrUq5oKficTWVgX4{p)p43?Zzpx!ydVYuUfn
z*MpHc>KxVu9+TeO>VYAIqAu$TQ3gQ}V-I{sxbX0Nn0i=o52G!{mFQo;EbPbqgcC%A
zXk-eE<RMK7baTT9cw+%c0JQ|UN_9HuKT}9QL&mI$z4*zkC<uaybe)0JvJBh1h!we-
zLYl&{B@7jvY3AI2uo=W)lYwN(S2`Gx(O4k+>k*vUI&k_^<b7d!O?>mFu?la#agQVt
z=4^+p`{Us3WrE}h2yP#Mj`YmVj=e4P3kaPE*=m~|t^f-|q^14J!y|NS6Y<%uS_2Xh
zC8V{@6&a>PEVViMEksCu1mfz&P)O<kpBTj?rD^0m8W|Z$PDPd6`uW_%*qAon#f!d|
z32z==*5@hW^oSsff+6LZDs2XAy|@S2{B89V8FJil4wv0e_L*n7LCL|Sn;TRZU<h3)
z_g&rS7^p72jL2A>yabO){RO%)jFon08>oTf0Bvunn4g#+ha)dYAwwm!AHdcA?Z-AJ
zppM~A_lXYCt_cC18ET72H~>P$fO=efu)njylX(Jpg&(8v5U~4SpToce<pKTQr>E9E
zQXZax)8xn?=$VyOgB`DFNrvTmF_p+M+0){dq@?l;Y_k7{T_%J77fJIT%|X9`>P@{V
zeF$W|J=|~>j@XWljWwZ?l9B??9)bKv3|7xO3M*MC)0NYL@k8{~-FcBE#M=Z7(h^`V
zxN)+`3P4>}H?CYEL%sNm(K!x!0jw{)5DFV22C?=7kwON|&E8}LLF?q~j6Kkdgh5?c
zJP9no{{8b$)e9uCx=cV|l6euI<q_z9l3e8Z<(6+gtN~=Dpz<M@+^UYSv5e$c{1n9f
zF%9Qw%DesoIgP_OixGGZC?TP|j)kl9{XMI(zx6ukUi=4<B%gsP@{9gWu(3nn_PwFk
zQ7?`NxE6N`&3FZ{vHJmu7LFw|VAG?XXjpib#u{O*Qe(5~)(3j?9RNU#B?Qi(zXVd$
zD&WTIz~>QRx{;8QRu2xU!|`-(Z2;n%4*Mhn{W0~o>IEk^w-|8K{G!Ij#z;}`{iTn7
z_~fzZh_JRH$&;4<74_R-2h-8~#BT;SGROx?wO!sTg-nD}ed*nr-)7+3T)R2!LLw}J
zS5{@d&&6H8b$@j`g|(V?`@JiH9{iQStB8w%r-ZW#*6xhlJE?lM!AJFMAHs!h3o@$T
zUf2L$bhg!{yE!D4mFDOt7!x?KLnajZH-}NdX-Nn>dql1>XV)gN+&ZPKsr&v5_f6XL
zSWxF_LB6MVU{+&>pa}U+_f{?NKK?Jw`aK^$8KFz0A$<LdT^k!$Lr%vMxD>Y?4LMu_
zqn`XPN56jy$s9eu5rc?`2N98T2fQ(Ax4#}0VgKe}A8!`7f2r3Lx@K?S{qvg~{+9{d
z<neyN`1iLSo3O#R{%_@L9`^J9_?>6`f2V=7z)t_KJW%cNq6svv@g)uc$5Kh?OwsW1
z@yS4B`z>w&QN|J^X)fDK44NUeUR_-s9dK!bmVJ&^|GnaZ=Sxp#hAS)KpjSSFTWHez
zG#FNXJ>pyoE<)AYC5QwH0eF%t6&Wu6^{rwEnH(mOJ*R15S5Lsn7`%q=X?S~;7J;C$
zp$RxF?jgkk#B9dyo;`3x`qt4QySuyl*0gl}ST+GvKrod>e*n=6$#&J$)sbpwxm}DA
zNxH|wj5GZ}b-Wh7CxkHn<DDmhIc0hd4kcKg)2NE5;Ala-qlo2Zso#+(k!w4zV&x3%
zD++19@bv-%aONo92X>2?k<qNHi~3-5cZMno5_zNpwLdk_dHL_p!$I8J1O4)dMXu)N
zW+tsF3@cs=iiePt`W_4ns5&YpLk{d+TDs%f7Zrc|DE+0fgNy1jI6FBdfXwij%pPD*
z&Y=MrHRbBi1khM9C=ik0hE!(<`Sil$M(D#X2!`m0oXwPs!O6#>N&T-qJvA)XR0@o)
z8m>T(gEa)yD_D5x&b32nz|&Gp0GAC0h@dhAnYS6lo`2s#2bbM~Q=JVWLQ-B10?1x(
z-_pp%+&^_b%p*4R5~WmBV8bOsLVDmP<`*Msi=tXuBf6$FZI3S>rYq8!-)d^~!D(l$
ze0&=}TN(<T()1oj_z~oA0<o;SK;_D4d~@Q&(MEA&GKB{&10%Gj{ZV>KN>>t>3J$ep
zmW?x%^ByAhsr8bE@urA=Oqcx2qkZKT-^TgOG5T7|U6(&PGC<hT)07esDIVX3RXW+;
z(2({hE55}M@)z;qRN&JhKw(Dh{0U6**u%&<@isbIbA9bgpgnlfde9RGbwJaY9!y_C
zMn<#{UKoRR!UXp5{aOk!(}8LX9U$xdK79Bf#@1K}f@Z&@uONy#A%Nk`0Olaaunk?m
zBq;hK85bH3>>%jFKdis`*E&f8Su|vwA!T0z3KdF(y9H_ha3{bIxjMs2H<73ZE%IP*
zcnSW9sjb=~T&wuJlJwETCV0<gYx@dy8WG9q4ZQ$q7`;U~0JZfsA)j;f@<}N>R?VWa
zGXwvOIrJG_ejOd1S}38K)?ky>Lm8o-(9^2dAEE-8zjk*9q#^6hX$l$s%Wsa(<Nu*(
z3~Tnt__$6mOfrJnYYDIYrTf$l0x%}^JmeG<_0VEtWGr9xuZwH#@568eNdUcaAk-k5
zTl(mqTs%ilXylD(;h9(W4WPfb3tI<q{_yhlW<CK*+J|y4d3DztaF66tFzPeFltXBL
zf5+T@GE`sO;!A&j|7zMaG<Mz*^K1MOa>-x2({Sck5oIEbt!y7m5SnDJz!GGV$UQ(x
z*uA7F?#su2<koa7F6Q&Sj@md!|9=(j!E&>_$SoTYS33@Y|A(O3amM&>Nsl(`!(<d>
zD`dN${_oCr4$l9rM%x8mI<43Lqr3h~P450h>>s!PevZct2IObQ5danM9aM>RP*0jH
zZ^Nm=DkcJ&Lm%va``G35w3?!gr;TH^o;-QNWHE9N3kL@exUqRHPoF*=hoYLTXYH_E
zXGx;<_$^()Am=qehXR!`5fp}ab9Ec=sMA0rDU=ubDD3?X9JXJX1fs2;0lOYnzo;(}
zuMUuU$%)RlV+2)Xo=q3^K5LB>_Ql}VJPv$KKj@dJLvu}Re(iBK<NkmAw&U5~Z2anK
zHyyz1wPwkbE;U|Hw0LGeezACLMO|UzVpLAgK(tly&#_3S(-XB*R{MSqMa`G97GzQA
zn1cX`Qqps3cAx7>+YPInus%6>Zmxf%m|uvd9Nu@TGKy?$6t_2B)=O#IP+h99OjTod
z@*?25q<U`gwC?9?s$UX5C-qlPMM|`rZu95PbQYiN+0)Zc_*AhL(iPXzF!R3acKg$I
z$&@=Td2(A?-f9Pf8e3?R{#WiUi|<t!hkP?=wl{`;bMp=gOI&}g@=oqYG+ZE_r;2Th
zr%U<&ff5*I&7*>!#YJ{Ccs_)dogkp;uGcknehOCgs6Jc@n|%%{m&*ANJY$>&M!zlB
zta8`!ch7fAq@wz7Y6!*)D>Jh)DfG?p-R`m@2r}M?_Rqi)flss1t4HzQAaAlI3^C&N
zd6dLUIkE9$rPsG6Nxydb1C`-k3sy?bSn?{Tg=nGr({L*HhzLS$fnvc9)0+m+f=3wr
zYElq~f$dojNwzK=&LFm7$qbWNaZqX#cR)XA2itWNggu#VM6HAgR9SE_Xp9k4FX$hl
zild+_i5z`MEdpH*9RQXt@9!*n$3GGg@dId{dS>~$N+`@eGhVwBxC{_5v^4ROY4Wr_
zDCtbQMV!T9_!8T(#?~+O>HzkDVoluT2@m_%C}GkAC*sA9IDc{CPL`d**R=c;_1?rG
zg#J@tk`nN6?E?e7`*=L@esF~pLy+^zwn&$#hJAO|_#!pq1v5qow89lTc75gC^;hR_
zl!~UFeJ&Dh_E|4-LvJBa%5_(`g2<|%GwrAT%WEY~gH{Wdq%OJ?a^!NBw$#=ROVwUu
z?+j>Wbsi6pcw#wraYv^`+cY87SGA%gW#lJ`Bav~WbH7MLI+3|ruPon!tl})@^G8or
zJe_tGKMwrb<Ll)wdw&`)TY}@q#!!U&vXJZE&`OAJNHoi5k8*R{^3{!@f%|7%7YjNU
z%k_GTwuWel2b{~uou*uR?>biu?6^j2TJF8IF|OMas|?Ht&~JE&`B1ccXmGqc#k{V#
z^$};8Nu+WT0#RBc_6bIP)d=}eX)D^3gb5SA#5#S6?fR|SJk+mDEitS6W8)sqmzI^i
zZ_TK+iScpTDwqvf%Gj<YGs>@QH3j(lQL~%zQNJK!SiavMCiC^Hyd)V)q}s{F(cDWS
zFiZ0LBU*l683*?4f-`MX<3Y0eI)WB4*1y(2)cNIDZv4E{+exQ%a!_rVH)?^0fI?m^
zQukr`t(2dWB$Tr4--ai?EU}C}NSKol^{cZv1v>C)jhr_b?Fh~VU1)lV^5m{;I1xyo
z7i1Cx+3%!@ow{|L1B{~da(P)<<q<OyYGV+(ra}ZrkTVNuaq{o}awntE*loP13ep!P
zET(;(IvIhiT=wQ$jl-ba1JVWNI?x4xGMf~pwT7Vs(FZ63xrYxukuFO2eE|mIJr^0G
zl3dU83mWQS0PqpH$a2ZtPCs->-{8d#4KJxIQADAzMrA=}XPUp=$-e)Kx3`R|YVF^B
zK@>zlmLRw!m2RY^ySqD-ZY4w-K}A5iyE~=31nHWTbV%2foYaJU&$X5=*K_uNpXYh@
z`5a&PLgyHB%rWl!9%KA|*Y&+vl~o58$lcM6aLQ)mPT@?h8z*M0rxQ7lMlT;Z63^(@
z?)AM#sVA!qUZr<ARzeE5r7PT!A!#u!A8SjaEA6zjCw6bMg<30Jej|O=(<eIJXUo4W
zvn>(5n#ffWGpf99y0jHR5A!d7wrrSwpwv*nnrEBFj(rrvY*$1*Z#T$lENSv)Xym&X
zhaqf-vU~EJtJRaSu)FFQp6%t6TY38^2D_w?@nz5EflJ4`3bdug1$X`<_fm-on1Od6
zY<@Gy8!A5zZF2K~w)LhPPIi-)dQn{9Gck{)Y(6bY?I6MmHzn_q9cv~pKReVeH=nnM
z9LHm1n>GmWYE^r3NWSuD63RFsiJ=5TZ0t}P;pp3eJ1l-PHaC?jYr!m1S57!{>t1Ip
z2&f6F@NlHN?uV3$K3}o1s_(bflr6daJ*FP$fz>JPE%n=YBH=)wi8<@4LsgYWg`6a%
zX6JG59z6=3W*8dXg|sTO%h{9Kz}LLIJw<H$XC;E$HjQGr*?lg@h0>aaiut=sRCDmg
ztZWyJFnShpQT#57ZbA;aKD=fFm4(mp66&QUOy**EOuF}wm>wVpu|5ayC2J}bj0e2N
zaDefR0zS}0bUR>CQ&reN)FxeY-A=9$4U%X&bsR%O!_BFRT=b`UOapmJAb2wjR8o|l
z8ylMfGtsS*(s-1FH%p-U1X^kb;4w(n$>~V^LV*Yv+yqV+QE-17S?92y*E1VRNrqp6
zPMxXhfmGj}DnOj@I$MnuIWFtgzH13y3LSuZKhZ(X&2SLr0-6D)_J%NBz+7Aj6}$?I
z$SR%8lE#$=L~S4g5Q%=#J16?t;Q~~u&4BN&7w1tO;6@G9+c)mNAOFS;Q&kT6l$1IJ
zYGeK8i2lzWBK-=~Te^yJg&+1=<Bc7PhEjSq;WO&2T-2fpI0@dmdGkI`9xe`!!w4mN
z<zkPkWK2ZNV_n6h$oYXA2u#7Ni1`7!p7-Rpt`|KVdsxtq9Ancp@ritNJRbq;S&c$M
zQ@!&0p=oCG!EAg0;XTR9%ITZ%40o_yPtfQZt4g-+`Jx}o#Glp{fR`u&Vq1T&EAVu7
zTo_T^$9c8ZIL-<8<j;}~DkxvF?|t~RJn9H@3P0gd)3$nd^Uzd}wA<uyY;f+uwWw~g
ztaR*os!eP?seLT(+D`0T_&W1BfuU{CeQ)dsmbfeWJ5XfP@9xmojb|x+hfOZ0WDD*=
zp)zTyiI}@D!=X)Z7M0zpD#%WBFzY36Gc2s-Uo3dsBy+P_68`uOCTHgu^dJ#vrmDWm
zxQ6E`e}kv4UWA_NRM(a}G@*CC{F6_)k}TPv^kkqx4u#tHUO$N4+`Wh1Ph}u%Y{e6V
zpQz>RZXZR@t25aUhIsSs@})BH!yAi2faT}R<BBrLD?mO>K_CTe8mZs48rVd=`nhal
z=Nm1fDuuqHf@Afd!Lie;h~TJqH<a4Dm*|Z3^os>?lKb}nx+1>A4$zs<Z7it1fZD(S
zMMFyRH6XQ`l$J(*LKy21jX!CZWS{v4mr^}|CY!>Y6b}b5D5@0a_EQ8G47B%p5g-p4
zG0X2{Ed~#!ZR!9ia_uG7T?U{KF#)!l+6MQlO&B71@DjXiPz8x5vV%}QaLeW@Ercrf
zQOyBDZbVcR1-N%NxkAsID;qVQS(H7Wt$k@m%6HIB?f}TOJ6*tw_7XH3f*%?KoavN{
zPKvBOvsPJaqlWY_(q{nl%?7nvP!AvPn|{A%xQo3HgaGj~;LX_S#F&6ji6CxxNC`zV
z=7M3UDap8h8Q5W?f(f}2hQtNAJhAIN=e{7`h)y;^y~A!|{Nmsn6v_;y5t}eM{38P5
zQ`l8i8MQ|Z|HvMu{`>R>p{sbZEQfh8>MGrvdn@Zy7oxZabEd#e+<oMnUcNgXa%)e8
z5zSe$K`39dQ}wPSRWCh8Xt#XoPL!ae^KY?wf_6(<8P6jq`1w_R9iqJ;DoPh2o%c^0
zzdH7)Y=41La8m-vR?^DhgVLz&`Z3l}%QBH$>ecf(^LMXdEKhUt4lN^6XkBFl)sLMc
zJ<ShNYeyUuRqgYciwoRjZ5--7YFX6WJenl0yegx|3SOk&{1V|ea?t84>L9=&T5wU<
zQ;N+VO*e1KOo*F()TG&_f8w9qatfQbz7;F5J6c{oJ7UlRYb<YuT|vuckM{4LIXX!;
z!;Cs>bnv8ahnCkv^<GE4KEDVk%=LebdKy$wSV-|U^^=aIy{4s3YSZRoh6>mg{IKy6
z@WXHquDP}>o);AHxEt&h8VKV%-;M$9P`U499KcNfUcH~kQRJJ6JFp5tW1Mjw_WHAJ
zZc^2TH5{p?6$TMW^<JBlf9tU<=cJV0yZb$wlu#{_yeFUPb$Zum&^SuRP^UJ}+3Rk!
zXCsiWqw)oSq;R?6SkC=;%0#<0WFvL;<f^7F8Jkobyxe^J!>v_$#9j6~@2jGCsR<S3
z7`Bz@lyGkVZRrMYC)B_;X8!6d8GyAC(OnpMv$WCifvG4Q7%nTjznz0Rv;1#jsfFev
z+f#>bYfWZ0L_AL2Q8ncsz-w^iSGO;XoNE&{=*NI;nAqbz7qYr@G0T4X9rXMYeclj&
z2B6a>q*KnU#%4+d(R!#ZWdF?(Fc%Y~_W@xwO9?7U-R!KQSCg2CDhe!5=FX`h>V9mX
z2jl?&?Uh^ssJaaN3`cU_0|vvetl&E4SX5&6p!V`$Ujl1@681ws<2M*H?iUd(1>v=_
zpp93&H;EMB#YvDwBbRB<Uwu?@2D&8&HyIeN4J~5s%4mA1Bw!{rYc_k71*q-Q*ABY0
z3<^(8>W&{oPgHqikMx1$-z$s43LRt&L3@`efo(f(7Xft*8v)88`PoOu)*4S%Gkh{O
zH2Q`Z@HNK{qGKYjV`yi{Ol(Rq+O`X~)xwIgYa;Rv^I2`(vk;kMMWm37*5==7x)$6=
zPr74K67b>f&}=LZC^F5<hw<?$<8$JOxHP?_q^zcv+$0&9$bhcFIG@g*4z*FEi*<#z
z<@ii&<S^(y#q)Db54DCs?v!aacPR_21P^=?>l^r14#@=vD*;lL`$Om>N>YUO*md-+
zny-=+&2n$hDBonT5u!e4#I1|TnbGl*>Z4w@X)aoQK_#DHQhwV(fr1_=#pCbR%)1r#
z+!$tC<nUVp>jArY{WgW80wP*~wk``!6DYz)%dncp0D{RFoFcR<@EO?Y+i)t&KtSF}
z)G$!e@!ZL1!;>u&ao(HN-kL16@4dU}$k=uV^d4N|ZGi-(Vi+pQCVzmTkvH3RM^+Hi
zlX!q>nC%kdPUZax@cP>y!JB9X<T;3b@2BVt5@T-5C)6%w%MKgnbAVYm`q}{a$C5Ka
zQ$k)zvM<Q8TH=|dbY;+pQB<>;t156?C7nGaiGA+u{o148=GnUKmt6B;65dFP8qemw
ztx$?p0h?&cvAHy>`J&kKHwJ4}cf~1WpcrteC7%MdBld?lOXkHxUZGDDX~rE)rB<>i
zwFywoIm&HkvI2Mb@yVfHO>;LH3e*SbMsdBUlnd5rjMHjn*h}=DLvK}UcFw5lC5e&Y
z6b;?@_%xPo+~GKz=0jpoMP>0Cx&M&P^}XG1dt_Mjo6EHN)@RbALoVG%#P?VWF5W?m
zX(SiiU(&jkGmR~M@NR(#T<}6+^O@e=^IXU7%=WY_%`l}f$7jmRxKYj%4e#ug@T3ES
zV=J>vxJmIC0UK)>*8~pFsX4BDVWU1<(F|)>g%s_DN-0F9c@WqYZjqEMZ|#^+#WE(G
z*UM@-xV;L<{}AQ0S$-w5X*jT~MVL$zsURkMc`RR)g3+Zs)!BLTKA9@V(6VoLr4xE@
z?ou`6Vy*+k%vkI!F)dkYcSSZ-M2;Q4h@=d*k`i%y-(hYN_hm*j<h|_NjSyud8m3En
zV-$aEQqIWF+@Q=Tk5J1-e@a{Rt%UidOr^Mc_Ps5cMwAuL-SAsd@JgG0cW?m34<MI$
zKnuiekyQ*~A++o9&_9TsN+Ltk-hdq@k4|lh{%GYv+%T(pU7!AHlwr>!ECP#GGMMqX
z8$lGeXZ_;)fV#~r7vUq0%FQ}X!O5NbjNws{&4b=Rf_EYbI&H)h!_tme-z|)!E3^Q}
z(yW&}x*9RU@Yb_h%(N}OOZ0heW@k6Xp)Lg`=%-Uwhs8D&RygJD($mAl`*wHBef@x8
ztlYuAlF!R|Ub-P?ywP-hd*XVbvHp8rlB_~x0E{zYQO4Deh>n6sdXOSZ=Gepc(F=w>
zJ0?iFWm-=}ZIfoxj<Jlr;8n}z1!P4sH8LsUxJ$h$!HdcweP-C`eIRcvnfGo;*fS8d
zln&@Zt#h5))0(jGXvuFY)l|{t)IpjgLD5UZg?LtkI#=td9}Xck&op{I`<j>pQdmDT
zdwK;kAQn92k6j0kR36Q+0{6Z_mWdWy1O3-xgOu5Q9bV^6=J1(mvX!D$_fp{bic)+`
z_)6+CVQG1N>6No)+=aS?RYB5xz3vulkLuz9-2FKqN!B%ORzPi7Orpq=G3^Z7RIi>!
zKB~EOX6g-vzg%nN(^wZ7s!OWB^|~(<kU`w0Q-z4-q*&fy&ZV5Re4Us(H)-^Dc_)Kw
z=<-mzl(p>+T25+<nP5?XVpJlXS@Kb4SI^d|m}{-f)gh+72cN0I5qIIY%@+;@YL3n<
zGkrZ>ol^`fmYe0Q0?J>;9z~J}^^h4oL(ze3fFjsH%5M_^*AEOmMv{7f2!m>rMmHH)
z#Ps&&n`RhpjWA%zq8O_y3Emu7q`5;J8^hc?S12;%Gs!AFZ7#ClfAXYuY}-04-C@;t
zD5NS$JvEZDRe9KW+AMwGHWJc2i?o=qnt6KJ9XDvgZU!zCWa7aYD<AkZr=Y&Bl!Jh~
z)8Wl0SM+nQfapx#5EY~;qxJyZgPD4JVdeef-!GWEMmsH9A`o&(9HkhbaDi=HV@wN?
zbbkB8!t~M8>_)C*)18C;gWsg3q+^BWDhNohlbR*1G>*bvx^Vuc$o0Tdn{9i6EGTeZ
z`&v<FPcSx$$~cxNl6MA8rs~cf6}|D;<!8u~;l874pKtDKR~oDv!RnAt+G$R9%IX5=
z&tfSka(Wka6XLqinwwRuZk~7ZDmt;$EX04(=i$VTLgk>Ba<Hnuyj({=+gtZL=*%l}
z_>i#5vD~b2aB^e|q4~OS^NB%XqqvpYe$0&fMAfFdc#nIItn<Um(Px`VbCNvcN70H`
zcOu`8VLlwAvMzTW&iJhIc}V_?eq{6<4CIS#s*FyWD0EO{_r1kRci`jHeqTMHV|eXJ
zShH6-3#rXegE`0Mb+E@*QtBym=625woN*P*dO+nD=!v&<nqdl87frG1z6!EJ<CwMG
zuoO)J@aAz1Dm&LOcl(r8_fUo>lIv^V7^4Xcx|#0gY0COevqyJSe8O>IRdWk<*SNGo
z?P-6*oX}Mxm%^Bw@>-~b_`1<1Rlsmde^gy(*3r+yd-NS^6QN+z;~H-^0|omtNd+ML
zuNUA~n)PTj>H2t!(>0VvpBzw+(i=pw{aRw3j$pucA)d%Kg*MioU_^2NvqU6q*>m)q
zUz~?82C{CxuH<Xr(tAIdPvMWFveE?TO8ed@L|!FKkoKW-8#mGi)cGqpFh|z#OhSWk
zLlQv}OBvoO*nU{gy-yAT<f?n6Nyo$|Uq9Uj#wEH^IHAq&dfC1ncn|3_MF+b-zrkDi
zkP?SaLLPe4AkJI+o{PcJ{ZI)KyPU4h?cAY+ZEUq>r3l<tLMSRHDf*@e;Q76>G8RU^
zEZi!dsZvjB1JIJ$LG6tRaATBb2e|{Xc6|=-y~M=CnnOWz>w%?>&VjV0syWcyMfS${
zbaomTCc30@JARQHn-LjQk>r+7dOBkAyT`?D4WjQ+*yXgWhk{Qjec?p2dlt@?md>sf
zl}JgWrWfe;5zj2u;4Y)!aVrXTH;^9EA|SWOIJ?#v+5HU2e3ve;S9c=vPSqYBjw+)E
z$%a=~d91GI>X^rVdFsl^eX*0!KCD9M?Vl7GPuNbe=8-U#xAAzA13T<f&G-XsuC28g
zG?>AH5}9$t$}w|I-1{k8Ld|ePfjVUn2Da-&wv#l@5*-#r7aD3v|M(vI^6C<u{I*(@
zeV2i4wefzt4=2^e{zfeajw6$JiH+)j&1mG9qrZz{P%n-vuv8V@4KI7E2Ht!bWuew|
z!q+ixdF~ZnOXzC}^3dwPXXLk<!20gQ@sPk8ttxEo&HU80#I9f@&B9<PyL=P9d!0-d
zfk3&Hk)!24l!t~IjMxwpPw1_So+0w-mD71yIu-0*j0N{}?q(Pr@MD2eB({~44XvMs
zXQF4rP)BV4YDnpW?u@p~&KkG0)5$>|bTJUb#?lrbfGa5*dk=+zi9*iHZ37RKB=t{t
z8rCn#=HEnTO@7VosL@G#3y235=K>Vy_a=gCm*TE8n|#G`viiRI{qSSe8oziYO|vT<
ze)zz-EH;s0^LK_JfVm6tCgEuNNWFElyZij6++zoGpVB00*;p5mOiD6Fc^x;`?pf6F
ztODJM{reFKX2;2zeRJw-97Rmb{z>5^7YfqOTn}8?%X~lHt`Ey6h)sEHpCUk?t2#>2
z+9__Azd>F)mPcVHM}k80>?T9+2SBOrxp}+!bQ$9h=sJ-8LqH4}TY4jCi$uz&c@i>7
zTu4~Z(&!t?imoz%;@Ag}RBpJjZ{b=1Alh;BsMAH<g42dZ0E0s%l&*~zBY<+Q$4D4G
z3Zyp&$v(^&t95F7U#0<T_+UNNJLYuTx~${iOzY-NljO&ltN9M2RFh{TnD~EKyJFIm
z?Zo-N$V9}v15ORj1p)7?#=6iya?7l(;wc5`C94}iZW(5^oy^ke9$AY(a!nFpZ!Gnm
zrDe?J<^F21M$Lj-QH3@W9wsqwQKYug72kY*g7!g$gO9Uz8Fp!@ag6WldY-<<YyFM<
zcL$pp3+_WTEr>l@roh~x51V1Vh2ILfdI%M?AHF>sNfY-Piicc<1lhS9u2=N?9$3Ck
zMygm@hcUUfe5*%&-7{_XZir{Vp74bpHrjb2rC<=Dsp*5YF@V$ZvRC;oo$Ye-G~pJK
z3}J3-%sm4GgB*q^1p;fs+p<%cT_o=P?4A=0A1`Gd!GX+w>LC^h35mlHKP+wrByE)G
zD9Y|yAZ6qYR9DG`3vjiF4|z?pSe7F9Wwj`HSuawqTW|6taI4@0q<N99%aR=RF~XkV
zsT;wbmxW9R0F@86W`Ibr!-U8}s9UAHC*pCY_R}*&P?4Cpc)aZzOiOqmFUaj<G=*(r
zagziBH%RaT$RO(VIJ^F$miE%KGW3Q?lDLWi3YYy2q=c90Q&`itwFz0h4|=F`kgFAJ
ztU3KsJP};E(G8u72MnI%P8pscQ-n$=E%G}LdQrA><)=eLFBgc_8&;lHrur%TegT-<
zJyG43ARH+tz7mzosa#i9Wb^5<SMuw<$<ow1#fm5Fk22*e`v@2>*p0tns^Uod@lTr@
zgM<*XRO@{Dx%JLxX9ufOZ8ryUhTpHXTpk3yefu^pXZf=~_K?9OfC{s7kOFZwP;<@S
z^aXWr)BWX62tp=N6qZyuQg0?b`{FZJ&SssRXeizfgVoSIEGtV@D}Fz1Ls7w0@CZr?
zcf};;8PlU~_*3SyDEN0`t3+!C<_L~Lrer85ZVyjD(Ho3pqlo}ptUDXKz<`)YH9Y;j
z7PRfnd~3k7_SDR9noo?E+tRxSD+n4kV22<SjDG-nfif4L&L|ysMkm4?ID8-MlBQAS
z)w@9LWT-c-4PJKQt#R|9m&7B1B*9W^wtWB;9=fU6OF$e6U`pQ^K%FT{5duqxO0y9K
z(i^1<Q|L3W{|?Ih<cDYcz$&%8YpXA-TVcb#k(PP^!lLB^$}|l<5uswnkGK$KDa#j9
zvJRGK)VsVHZD^i~=kx4->wsAKqzyZppZDmHc8f(Lg1tMtjd1r{ctb9D1pDJp*IHD5
z=Q(m3<}ky(fk9WmrLT|;#^V~W0&Q2$$<R<JRn-lqBR6EGSk;Cv2b1w9kn97_S7d>m
zh7E)=xuS<(6KOaTb?4}lzr~bEDl;_mx)l=<!#Lb=JJ-%bQKkJ2W!GSWy}2zVd(4dH
ziZ#bijMf#hv!n~>sLT6otUK?xhdIuF>nKXh(nvd&E<d57IA|R6GRmLxyj$zBGKNIM
zhG1zr=6iDdb-Yo`KpJPH3NS%ofQ)VM3Odi|xYi#o;CU_uhWqJX+T|+@YDB0Npm!^q
z00r0AG4Plu2gTow&EV(Bk&ADq{!8r@C5rf8H9)9+tHJZvH~bwJ1~OWHs+|x~JpWGt
z)&HT7|4T>w+e*@p@D4?yzrN*PqCS3=nf;?*KKet~|KfkE;QF@?!2cT(sOtPTDz}r;
z7v+bC<GamhXo0<hp+AiPi?@FYa*+NHLbv}qr|thjZ;_N#@mDz9e!x#f^FOtCKQ%5O
zc;}}~5Crcy{MW%dKUnd~CVwYq{L6Xy-+$@nmpCuWVTa?J&y?rCUfla(x<MjB`X4nR
zKb49=Bz#g<c1ZHysSv?1=N0>R0*3z96M^}VGxOK@T?B|VtbcC@za|u!um3VFqjX=g
zDM}adUSlq|6b`c~WSOG$oC26NZfB-6e>iTyj{N<^k22B`jYs!^V=`lekqmy$>gu!1
z#w%hnRr+v8<$hveDUP)4a$LK2WJ)i~&967uoPi<;UNcWWf(N(d$9#%Z)4PYWt0~G^
z(>RGxmVP)XW=d?B12WXsHys*zv@`Yu2%W2NhXz(mu_xMBglcvEs!au&EsV(d>8@MU
zDTlTB+wfz4t^4p*D|{ac#H>PfAl5~wZhR$|G@I%nJ`F0K8)}@9c&@jXiFbyUjopFZ
zX62Im35YZ@w7rmS$X-CKjIU-{m3S_BBAWu9JC?zbxOw)hPiO+==U$>@P1UF(Y@nB_
zqhI}eu>KY{gQ~>O)Svdu9}7q8za=vLw=eH6SH}b!!~DV<n?`fz^21MUbcoNdBlo9L
z3#s+jTt$fs!KX8>*tgxZqImzq8IU=0g?%!Q(*ECNNIL!yMG3t8aen?Oq58*S`gbbQ
zf4`VY{=ev(e$f&C6vMTGoJ{k-ax%Z+{%{}tAJ*<)ZwJ4Kz#<}x(U9(=|I{Udi|}u)
z!~d<|_->bWN6-AwAJL$BryW0}r~i^Q^)sCU+|&O4$xBb+4Syz91^&E={(Fg4{}<Qh
zKfKfa5=R;`+VZD7I`7}oyMY|uVc_uX=;@ILJwem$bfmMuprA;E+7w6%I|c>@h)NMJ
z<y}Pvlg7XQIW#Hf+S_{uAB2P*<mjO?fS#rqmArF4z}*8S=xW0}kZ)E@76L(Me(0#d
zW^?%tSKl&dg;SN1x~|--xbDN~yXm>tIW(jQ1iK7?jT;3rg03%l5DLbbrmy=5pAao0
zB5cnCJkCQv8p%W8!Ed}e-(I`^@$f|R!P<461K2QdNJy9juP-YQ)C5-&L?|HeL-xfD
zdanU{9`GK^ob1NM{f+>Yt`wFwM*!$~Hz??4ftHer0Z7smwrf5!a|9kL{r2{D6YxNO
zuv0PA3rsf%5A3p341+cqXnb-)S#kjuVai6Xn-%E11cE<Ae;9MJTv}!NX00A`S0Lrq
zUdq=>Cs%rQotO>^DJQr3n+**;wF%LyJl^()uRYw}f5hOYmo*-g1vr|@gIBRGRvIxU
z52mPy`X2C-o3zKgK<7=RD=vK9)1^5XGdS*Xpbtx&Q)WGaeba!s);^VPkK8TZn{nq<
zmMG<=v=&*WWE9PEHC2pvR7J_xZ)*};z_5V^c`CC$bIE#3nIpX|lXCEKJpocDGtt6T
z=jpgngsD&Z+&R_1B9h|BKH8I)k40U=9wTx=u}fA?rvB*m0n3byT3cqv0!Huq9_q~1
zOk8tHK1zKZpdoqtMLj#RMf1&e7tj^NeO4}~VKvB5Wy`A0Eo_{uEjTJ(wkGl3mWukw
z>-J@fJGg1iRI<j6^2)%-Ju*bHuOri(f&uL4!nM1@Oc;{C+!>lX3DD#j-(PblMm(-+
z(p&X26Lt_an%IvTy^tL2rbi=N4d6j$P1jaJZ^4baRpss!MV~@S$H7y1zlA{E^knz5
z>2(I)15btIl;rFo|4fQ9aq<A(hjiBS2^737XM%;!JXkFYHj{r;IcBL__|9^Y<{Jy&
zE@1WgTAF`b2?BM$@E9gWzFAYfs$R%E{q+K04Jmf?@p|Optaou}tcM}*_CgxvOY{SI
zxyH-nD6)~whvgXt&X%h^_B2S8rFv)#h#og0kVP(4fM2myq=E^NDTy$`nI3PAa}s9q
zqxl`sUmOD6Zy%^RKSp??0FqqBbp-s)cR>!4U4X!y5@c~kB79>ASAsGEiH<Nh>0+bQ
zF?<l9E=}Sg$Mr?Y_N(!i3;7t`fbHLtW7dYVu@+(Ooo!;$o9zENE3mMlKkoqr$E@Cp
ziA=(2gWm0xkf--(-6K^@9Oi`b*VgD92fy?Y`-_;0Rv6_k8I-g<?|sL8G1S}5@%W&V
zLt8jdv0Ab__}WG31k>iRdehv2r@}24^C`A6aGGc9p7|R`WUnW|S!>1dT$`-1@)!5W
z+y^NFbLm}ML+l1eet%d;sn)!afR}Y@VjneIdzrUWR~(=Q_deM}Y0lrmSUlY{h^qc5
zlD@<E$i3jvqJ$Vx-UkNZmyhU{g_LKPk=ow%;#||+y{{b@*!^4hW7YRIG!?gaXtFP^
zxoar0Y^QU6OUQwHUZ-BpP?WB$uAR>V_h|~Q(e-PUi7wUZ+1XaNg=$17WiMk8EFd)3
z-(w*=XX<2*k;P%Rw83;#9*d&eUz(P3&PDRu>L&3B>!)XwmZ}qm^MWr_+)6@O+upt4
zU8muP&ebx>(4D*W#L5>+;R%vXc~hy2G*-Z(WqmzN4T7vDE{IZO{Oz&3`XXmSdM<+L
zrDukb;%i}VXKUAdZ0a+r-(E~X6}gH89^t_oR|?nEvjbCWb_64-(z(wgb#P-TQb|5U
z=d@wojG<~4e&gWu`IWYybIk1iXS7>(q&jRW=l$1O6AB5m3k&eKV_Or#b_th(NjyZ1
z4PM%I)t0jtZgpm}Y^>fJ7&yl;RLg4%@6Co6fsG4`Jlw>d8Mo*0^h{rQWHi3mdE4mB
zDYf4d@Vd_UT3K5;7c?mc;rjMECbd~6W;#%7p^UygQ3us2M_h3Qb2FI+B=60KL=>T<
zJtReFK0*0v-l`b4Z-;@{6IEb!V+KmSJ`PbmO+!oqcABA<N#=Hfo!Xu9zAWIqM8w9U
z<{Y!QqtqtgBi2Q*2HUAnSZ-wjan_SbYh8rvWv_mliB_{D3HT@_5X(FWR~mrv1BS9Z
zFs+$aPbOZ07u_R0l-2qh?X2GxM65BjRPe!|W7F(?Y+JgrGJEf|y%y}Ge<&_4&L-5l
zp3GC9xYipmC{`k5nOJO162Dl02?S|yvA4dk49o|r1GNy+A+O~fL{{HJTo4VnyAM>;
ziIZjeXX%xmNBclh(|;c4#pwq8exOpIlr4jIm;h>w`RGrciUND{nTJEQq%dvL5jULA
z2CD08Rc)Dj1U+uD<fZlWt{$415TcbctS(N^xb^~7qk)rp#h4-GYyLUvKI^Hy(&CRF
zG4nxmK@_v0z)*Ac8*D5eadFdB@u2pL?^;Pm^oAOHOr#80C>~(dxr4K@`Ph(1v8)09
zfEs7TM5q3;^p&Zl;TOY#i?eRiHe?9JlkGky6^Zx#!SYcL3Zr5}OmAdWr-t$oD-T{K
z;o}ZTs@?f`y`G0@ry`8XUh*h53OfwDK|NLo>jgX!_J9C;Kde_+U_v)LZRbt!2>spO
zV-8W19lUS|8K2VD+jHqqo^)4KAti^83j~aQ+tHE8&V4<U=~q-Q?rp3-9(}dO-<p9O
z*o%zVgO4NJL{cR1lGss4z`{^{TJ3fe>f@_5Sk@6{d>zc>UK4#SqytWEYBc`arY5Br
zLG*qkj6fp-iCHoJCC%X8Nh)z5+j^5dQ!yQ}2uikuPpIBKe41EPb3=}eY)eykV{y%$
zn;Ww4(A^cg)2tpt1X;(9a<K_CV}zIiUM~%P#m-Nsp#bhYE{tT^##(7(m`BkHt2b65
z<x>}<`IVTPElXh@W3}aPr_jyPR;JGmRkZoe^`|&5xcsZ_`HvI==5Q%n_*gWaSMSD*
zlX^VXZPumPCFO-ReS&{OSxr@J2|pffiH$36Fqt2IKyiHZ(2`|iBIr~>iAauzgxXWo
zZ?$CD$Z~Pr`o;s~6p{n=A~@9TnSp^y&&-UQZbY0(HB|XzR%UblvFS=cU^*mV{LpT&
z;_a+bLe%+YDM1(l9KH&QsIlO2N{dhe&5A?m1?W)E*gho=YXY{IRm3w1pvg!BwP6Qf
zba=s!HS0h*4Ny%O4}da8w`Nkv?{0_7_QU|DiuL1VU@_<cBb@?-0khLafT*{k8Bzfc
zEgq+hN5HZb1(anIn0Kt@gTZcffP3`0ODYL?<Z=bNnJlaE0yEMv5Q=32Dtc>GAOOIK
zn8qGh!$7`Ke-<@l@tqF90UR$t7J$jf+Dp)J?PHN%9i&KVMEC+@A0*DjrJj53JOp@Y
z*J99rmj&hnxfddghRw5;qB1gpv#(}ssp7taUTZuotBn$#cn6Oz&bG=EXfJJ1$3R@i
ztHU@{4iG{bx9vGSKQvXMqq_`@Z7j$sy7o=#fTP98W<JO+90|N#Q+zIu+2tpIse*!r
zMv8#_DHm^L8T)TJZ~VYo6Te`K!al7)@M7c@WN5ZpP<N~Rel@dhBe19E?1E5q%W07d
zWq{A<Z@B>OwgjQKlp7J6SifU2V1djw1halr^SH{^cA<IhNOcz*Fh1^9NeaKgg4-9e
zL$tjJ6{!1+qeY5CUEN+wtuG>Jd!B!sYdNE3Ql7qf*4K@~a-ceENekVjt$7z6z7#Do
zU?i`TBXvG?pP~AapWnnZ1MZDWDJkRj{?c)$l5dWROgD8)gI`O7L?C*7Az4N~c3PEF
z8X(2dr5YWy)h+b|=#$?IR2wNK@r~4%>s`a|YLj~ESj8N3l#W#F)inp<Os9rW_l(My
z4_-`M-M_~`pQ*Th=E5_q={}*+(|zAknMugNQd^tA-wX?tD%U(N^~!)`>PlWvQSt2X
zt7Tn{!CBCG%HsLqeEnOt1F->zDS_*fXKxN%lHiVGmvO2PrVc}rIWM&}$<&BD%?6ML
z2knQ-nMvGG?H!(EvZ~nK``(I*6>wQ+dKnIH-vY`eK{&3rgv10>YLj3zc2x8y=~vfg
z^Pf~90_;L0Qw|-MCGgF`59J49y9ZO}qu&`N<pT5U@O)Q-^{1$vk*mpg*<<Hg;L*FE
z^f6-ls-PjgTam!2nXPWDeRbZo&I!1Qb1lVT-FF!+`f=nmWo({Cl7*_>?s@eQBJ??d
zqKhio>!G`hTQpY0BS;1c4XTW1s|W_E^)n;=cq4Qz3(q$|ST0QhqDuMDHaN1w?|!#>
zB7{Oh;G-0S><p3uwr&^er`5mOwYt*RKQ^)k&KX2^()Ah+TLloADuJthwxKwqP7t3J
zv5OFyi2=^cmEJ`r@;xjKcB`>&%oSZ<QXWDBO=k;aletp*lG=8jr=`Ll0kj~2Q;Fxa
z$QcbVar&X6?=e|It%GkR!&5ZVI!NU6O%rd>3JA<&4sJKkfp`Q+si9zlcdqcQIp&#j
zd>#x#v}O*Yv^O`f^uFS|OuRYFO>yfTBl^_H)pr53Y);iJcl)hdrDo_@SVnH%VVJSx
z$w}hia8mzxx7B)46zzNT-8}1rG7yx2M`!fOY=FSp9YEci)863EVZ-HY{nX!OUzhA<
zqB87cFG1940F@o-ebYL|Oe|xid=*nbPE~of@I5Roi?H_j?bR&dd-B*h$MOz9vb7ME
z&CHXbQ{_lY@M3WP$O%`kJN{fc7VX;Qi`Np&6Nn5MRzISvc<ASr?<gp6v;~dHh3AsB
zQ+(}H1(T&`Mp8k>)0-3>b`qgYt=O~GVN%h1gHl&c1w<kQzC|-@i5ianZARfMDP|Gr
z8gpc639UT+O({K@`j5KqY9*&`i8hV7pTtlvdOwX?I?!>5&g*%K8Ek2Z8?-bQFw8z+
zt{Ir2Y?;$A<dH;uFw!8Z93-tUw57<cBDe{+-FH38{Y@}__EQ2o)*<*;-3(xpeAW9U
zaZA=Dtdt#dKXyx4;9y5kawYRbow9pIb$*V3Tsc>D^}FRo7k?BHOTM;eflA0Y_ENJ!
zIov65u4O7QicVG`r<XXow-+`*Zt9{E$XCCcmt|(sTTxX(^~J&}Uy&&w%<YXpPDq=z
z`}388stZ&31|6LKol_ioD#`&b?}Njb-GCFn0`~}&)ll5r)e<mKj0>%(hO^r+nnK)4
z>@>X3*IqOh1u4eh5nJ8wx$tqPSFQ7<AQ>PT<8fw}xD@s6oLNx3{4CNjI-`pdYG$}u
z0HbGT;NJ8Pp9!d}SU4V3kf<8I;Elv+UOS_v)vl(>?LGZaWQ>bcOJHp!)=w7%a3_<P
z%{nUU8$Rw{n`!K=X(;oER90sn&CS*maMQ5zniMv|(5DS!(@Nh1u)Ij$^_qo2MwIb4
z%LumFW$<nRc6P;xGrosHjFSY9kPYu?aUm^3#h$IIs5a^`*uTr6s;16{P_sZuO;RDF
znt`R~&WN`nS}|kI{<p3^u)5PC-lqZZ59v`ZXl1P3A=+2~@=Mtg0KTwkyOYg!=uFv<
zU=U5qTO!G5>T1m=uJT)4So?@-Dr^*ag0Y-4-@Dzk={2)gh|1@*+6v?~*-zM?m{<mZ
zt)?&st%pT4sV#(hqVIqqjsQUEwFMrgZ&o{T1fvSssD^K@XCXI%l;Mi@8{&%VRMzl7
zmqJa@pZ9W*)q3dK=#VE@BMoEEm#DQ^8~u_9lU+S_Uy0m!UB^)*S5kk|XG<yj<E*2!
zt0f7Eg)jEPoR%aV>S;H1Vn#7N!<f9Y$jV4ebpI>Gs(gkyYyWO)!iwB86dpCq2=}eG
z(uWSnkUEElXM4Q~DkBTJ0%y$h@1iD3PEUFX%E<+^>Aaf6eOqQ3yotCeC)KeyEAGD0
zTW{)@!~J@lrc7z6Jz;29sHTxpq;5b(`mxH+(e@pygKV~uCBY7}W-N9DX@a<np4Iz)
z9tk?Jl|4m*M;B$%rj`$vnQJ7YqI0b@!xXViva@)B+=0BBBzh=8{6mYp=My9vE5i;d
zDRRM7J`5)mA!YhwdImK>h#SE4lt;<lOmM0K&N0URk52ARIoCPziTy&`Uq2Z;@|U6%
zTY<=!DH7nXhYn!AlE2QfeD9>R@QSm=mVik9b5<cMh(C4A9v<OA0p+9aliCs)r4!V7
z#y0d~<!8DNgj7#AgsuQg!}dymiD|Ggr&*AgX5zkD{d3Wpk#oElH;j<sXxeiUhD!Xm
zsPCLsyBTX{pKEwnoaZJn6!H^!+7rAT*1<@yl9`c58)oFdt(<t9b3KA=59I0fVhc5U
ziSv_g1g_bBDgc}_agJTh&JkX6pB7Uej}63_9yXL54cAj9I7n*>Zdj3E#nfeNoSdDk
zHVPCTX73&XTS^=r9>US#YBQL`os$e07p7KPPi0V)&PD{5`aNA9tTr`@t<Q+%rtt3N
zZB#nto8&H5L%KXWcy*_J&%K%**cs=tB)%UXh3R++u$CI&Ny`m|z5R%(`r3UsB~xWo
zVP86m0q;ho{ReHlXWL&l)l?JP?+F-?K=}At?@w1>Ch`c^Dc2R<SH{Qse7QO#>Y5wx
zdr`Q!9zC8K;Q$g8*z<Rc3W%|kEWSV2Y_A(bEAB<>ohCURxP!@WXDO8V*_Rkne_7`n
zK@(4RYI2;PNy~k%CgTPIBk^@Y+q*uK&$yNfr<D@PbGyv<(T;V=ZlRv{+G*@YS?J_;
z*m=t+M9R489g3Z9ax=PnTWNjK457%?Rh6^!wyAkudhDv-`Dw=_!lUv!i$ZVo(age)
z+>j0_rR*KH#XhxyN9M~o6uWZeNg>>{KyQkpM(f@y+EnTt6j7K2n}WJ=8p}DHG?(}e
zDL$8YPx}?F)>#(R82jQOe{Ai=S;riV^xc;a5loSVS|k16C(dssh)99kW0Q&j``0wT
z!Gv;Y^Zs@5QMi_cPBMu9ZEuXp!GQ?dW8KID@kCs@ZO^cXXk_8<lK`wKYMVvAE~^a_
z4%@XY^*gN(epj+J%!5<!CXANtyl7A}^2VLGL*qQIglbq#LFYSfsrtQ;vinGrX~E4d
zj2^}LK9yP(<WR=a^(a&dn;O+~0d}KwsPMLzMVZ*Bj3ttkwV&1vyt7*j2Qs5se(MPn
zn;w?D+wLPm@u<%1b0eVOXs4lnzv^(a58u_3WL@++ad<JT<UWMmV)_d~<8XEPnDNV~
z%qk`sLShq3{0(YZ+=wi9i!kT4g^0Hl51&VFk7+bK@;=*Jp{+<Z<vb`^QOn=ijkX@9
z>h2qzeLf0Vg@KQ$uIdfGh>~kINP)2ODR~M0W?#&l?zsv>K|e5JyI3zxg0QigI?6@p
zX|i>k+gF#|r?^h;Pq|?sX;VH%<9@aNs8-sWj`UFrsQ@K^p?}i0qNGBPA675#e5yhU
z3q6g)o&ACHa^Pc|AW@8Xkf{0UfLG{c=6XJU+Z7cMw&VE~ds^-HjIy#ryyTNk9wQ$N
zjGWr6HzgCiJs$9!uPDwer=}IByNGW307WeUYR-~+Z4W+WH;wX5#V*A@6pkJ21LxZq
zQKi_OrrV0VAjapB=rw<__x_OS6tyJQl#>=g)P6Lzm1(IXa$a7`gzOw4kE!*?X-yaQ
z&_sdw1UmnTEBdMi=dfKtrrzn+&!1-vkFTyRI&k_YKZ_=uUG$cBusMi+uY<a|UC)<Y
zsum0eE3$Juv8$l1#zHEQXkBI?zCYgP)R$I`|9CLy?g{<CW@#1ros7+FcC4_wMcZ^}
zGeU3g;<o_r;w!XX=T~+7fSO*_pvd!q1e6!(htsb^nnO%m7@filR0%DGM64fK)Kkf}
zilT)&KQSCt1QYSeG5tYiA%10RWeMvU=<+)hKOaH1atEUdR?J=%vHL0pmUG0f1tHQV
z8BNt;6Gjm|Z$9R?N_WsKE7JKS&yxLyTDGO92dCd5ru}5q7qL8D$K=F8@SXx%ZdFOb
z$bG#MEmsv4{@+Q+uy=zvH<NWx&w8?qUpnxRtDZ*<$!Nk_=Z$fewi$;~u{be{ltAq|
zB+@)1q%SPc)YQcx;iDh{JxrYswlJM>I!Z;U#xF>!`fd50D0M&7B{p|L$nv{ZpA75w
z*d|DUN?2t+5e@D&H&sCXL)OKJBIGq>4472(BSY8SgCgUdK6-5Fh7YVNTw{vQBS%-0
zIV4RCJpyNER%UJ5sCCpM8t`|*=?h}Q=?ic5wKwgv+Pf4n)EB?$o2L%^VjN7@+bW1H
zRd@#(lH-vkH%mYsVEK?W&2GYI(P#A{TP7{Eae~!4qrHzXM5ZC|jSAOS&F89+)nxBX
zQ^V(hv${~d)}w}|PbzH-Gh^k$Mqi8zv89KsOji@=h%#mTBn$j|!Wbp{g&eobuMV!R
zA{}`6MfU=_>nBJqq0jP{*KGsM3NOe+SHI<Hxh}UD9|%=FnR4Y3pPzQ0y|ml!4>5KS
zeaEUYw;&196ME>~pZB*O?3$x}Qg*;9)mGS>bJEgzcT;NnH*Z&asB}eprQvwd6}!c^
z$D^qRmSM;GJIz+<2P4gq2d5L62S&jT<!mhC^Ru3MBs_$Rw@*$YzO+r53!u5WN^z5V
zCRH+Izfn|5iz;+yB6iR!mdYP1N~cKv5P6E?pFLw8D*IwwhPB~Zb?uBJ(o81N9~x8m
zB_zsO)m*x`WH<XIbbGaLZ{13-gosPt?#iZ!NT)*kZpk#LdF(O^2qTw!O#_KoC=HKj
zAD|(KjzIbs6m?Kfd%LKY2V9zXMJomsv55m?Zi85HCO-GD<Djpq4xTU4w6nuUdybp}
zWaQcCcg9O93j3YLC9*|KgpqvOmv1}9Oh^n1TPIt3f$ChsG`1^3aFZXwZmMEqQ}pod
zkRr%OerPe#Hks6RlbB+HY_huYdljnu5qI(%`$T*hKOCK#ywvi~vhyRIkeXef^HV9K
zU221iK6huW%f!&$SLOKO>sJqtDG6SkW{v?T{O~b7QT({QD|5&&%*>Tk$B%5i-`kd2
zzc}N~Zy0b7KsT}3(z0k35mfAJ$%M*pyKP{4$#<&9`3?@6l`=BGr7xZvY<_Zp92v-r
ze$@7=fz7@<Sq+lDNS&Y<84?dFwN9)(sGtp~MD5%MJstRWX>Q=5m%nkjGQ$&1IZM5*
zmi8dC8dr+kvuU-V{@#Jj*vq=-Gr|Gi_aiRoW1^R$2ah99k1$=&hS9mB5~x762tv*-
zl~SlOm^CKUGua@_9iSi+$>L2ML7uCct^E!u-rJEs--(lQ?CSLXer3Le11q=w`>X09
z8^X19Qw<A-hRk$5l`FkFd5PQad;I4hraN2Y2OFelS;BEG9`44(b&XbgJW4d$Zj*PS
zH&)mmR$S!~Ny|i<tzMdX)##|uF4}m@$PH+?FPq5JW5Vfs!G5>@*l$UR9*)~y{pJgh
z#rtWkjEFyy>K^huq~=u|pG&?mz0cxRC91fSOnqY`uS5t{ZeMnr7i)uS7RS4xH*C|n
zgSMobP;y5dvEImQ;>c=mD2Lw=wgz_OJ&wU!ZFf_oBd-#%djbIbe{q|VSoFq9=)`#T
za}vuOB?k+vJG+X^yB|0$lM|wkBkPI_leZP6^QZ2JX<&R0cP%dL>9&>3K2CL)^LDG1
zh~rb9`J`@4b5>AkM}~5BI_q{ly`R}XgecsRq6v_jlF`XX9Tz=n3Y;S}^~IeG@s^mz
zf>Q4*OPUNWuA59U_Z81vUJNMWXnji3JA;s`<T!|PmwOd@yqq(V=8I|ijY}pau@4o*
zAlXZ#Mj3BzLOO;t%`{3)<k6j#TDDhD2^qWLE-K|7s%>5;Z{MNku7-bJKOgi&tFY?j
zSAHy(Lh<gtPtXT?>qOx>z_^iBQ&UT+qPO7(Ud#iaYK}uzXEZAo53=2zs_5z`C<SZ}
zbd?RC`VzWfC)pTwDIP7`(h$E1t>HAkiSS`H6@>Hin47qNJQ|(*81Ns)7KbYZbQ0TG
z9Su+@W7GuegNs2iZZ>QF4A7(~9zSlwT$w>-15&W(cIWd5`0!ww^PNgtcAvD)PsHgQ
zya+Ci6~D#H0|eIgJShj82hjd#!&2Bxqfxcl2V!&HL!vZdqA_$@galD!2T;w6NoX0c
z9?8W$X}c_`;$S$c7+vf;SnZR)XC*r<B}lIS#wZk@q-M;1SioF%MhDELD&jk%vCLHR
zEY6^`*#|0&a^Vh)NhPo)JyE*%af$qn+v+{XS~K8brb>98KFsZ1Gz(Xh0X7FV7ni$N
z3;#vIhnLBP@w&pOoFztfG@c|@AY*su3_i^>wHIow+Bti`R-}B(QFJrAklaR7>Z{Jz
zt=WFFpjVHP%d_Nz`L3HD${#`<X{Jbu?wQ%0Tuw8&v{;hjKkDOo>V;(sT@dQ2vhSgD
z9U+I}Wf4@C!MIW@ccP&!4d;H${aD#UO{={LiToATNf=(*W5<W##=!>y5}R9?eRr^G
zS*)~Lv4Ao@-O}P{%_4je$RZPxE_BdD&_=3We9B>j-00L1I|EmP-LH{H=?X#GUlawb
zWVt5H;+iy+?>gin*G$xme2o?(WUAZ3XeG|hK7+o7Wkzp$V5Nm*Hk&>*sDhOz?@@2q
zH63e2qROCobKK7KgH-!1$JFBxd>Fm~sSoAJvw!xmWAeUg{dq@(MvrpBphbTi%an$Q
z1#tkPSc>Vj?Zu;mD+-fGgE$M?)h?l`nv2cI!*n(EEuMT<$(xF4Mgz7c_cAP*jcu#n
z#DWZX-H)XVobW!_x?3bL>BG~HRSGmq?F7tq$t6BMp^d1Vf8T7VZ<_|EENu-(O=N$P
znR)@Fvi2IQTIUI?js_sp69K28x)oEMe^s)p71!+X35%FV4FR4xoSsH~pu+W+<i^MS
zvC+#Er(u1x5oaX*Aj+XcE=54sG}Tbu@c9lfRmrxLKKSYr+TYK)NWD(e<K?{&)<0nz
zcY3VK`FA;9ko!`ILbu<5j=2!plye%dd8-J*T5yxosk4JR)#EwIX#IVi(l*YyNJirB
z$v56`-Wew$9;4#?d?${sGt7<cE#w)p!TJc%ZDT~b=mDt4%Yx1p#xZo$>NjGwNmvF{
zUo&Jw;4Vm@z&zQu@o<L@w7)w3u*z*KtKVZpJMGD`8Hn7ZZ6PGQ{q`dfw@QlJ7A>uz
zzy;)m{%%^8Xyv1Zl7bP>v2(g}gI%oU?GpsC44FWmI|G?qUpW&Q;~2PL`;0^R&Cc_y
zlTj-w<vEO$zczcYY_4Y@Cjl0F-(s6z&<e+2a+LenB=I~B=t!Nd0GKA<Dxw)<5w`by
z7*BG%z%)B+YOJ<ijdGnmDa~g6iT2#eUCW9y>uFqtPxWoPkhM}~OZle*3j@$7{6oP^
z@umCQ?nkj2f<tK>OYCgACz1T6^10$m?D_`V)WHI&azV?!7R6uIcr*K<31+;ktPn<>
zu~)Ok*M{VjtnFSp7B2UkpDGl%ye^ay@JCeL(U%U_hqy|!EiX7Kf^zn}H`4u!EU$+A
zW6+2D*?8XQuzj*1c%A&DD1XTrQfn47(oYU1OAI6g4<9KIOJ6yoP_#1VFZH(4{k6el
zdazRt%S&57Oai^(L^Gigq4(JnHqUHkYe%wjCy~SzfGqZjw&@Y4*X8R-j`a}Uy)ei}
zAm56G+*eQdBA5Bq?RyJo1j?-t{HaKJ(Ee>_AX)zsZdhZNjE+M=Ng1zG2B6m;rFBbS
z9Ps)arOC=O0KnvG3tC)k$IF_0^a1eL-vklbH;#-cPu$<vafgA-0j|>YnK=NTFdKh2
zk;hmJBuOvwBdHY=aNkTE57!d_Tqh1QGqb>7L~}hS9db=STpd46>vgLFhnf0Xop0*f
znAXF~2<SFP0LJIh(NVcUPav`G7n@5$pn-AIHb8$eAA=9jr$NY_e?G4+for`R8d8)U
z5MZ;5w;p$t0T!X^ZQ?(FSM66I%Ao|^AhwnT!2g@_#lr`)Gz=6Z;uokvhI4*?{yVo|
z1XTcZUTnFvo{a$RdEIJ^Za)-cS+f=j$k6{3y7{P>pX^LcETG*bid(-EfC!aXFg7+G
zcsmm$JgTH^F`QBPH?W>E*x$UTR$r_ymYGY?&(}8#NXA|5CINJJ8;YR%iBH7>TG}==
zn_HiUgW=DEMMCPF1|t_^mWq|NT<LlZ5CI2<0NOi&0N>RTICV=}URDF#vzB*FRvKOK
z-+HgWDj><huMM7%b{+%7UkWO!FX=*(pe3vQE<7%d1|08i<})C91(A(<IS)X9D#T@v
zD1X4S)6}G;q{^-gz%B4b&7{ve9?;$$RTW0`dmy8u18|@%SC?Va_@Vd}lK!?7?(AsJ
zdC_7uP8aau!;5J_P`hLJgUUKTG&FQ6CnJMn?gmhQrogbb1_QJNM6)Z4{crgw%>=ua
z@>c@9vwaw><|-v3V)=#g4!{cM?tTXE{Y+rQaJJM~j!GaPB(%Fy=szTgH0pq4UfjYP
zu_nE(`7}YG_a3SD<tIQw?$sG{2azBXm8#hff68Tr@-yfedSjXGy+Q*6dtGM0Zgo)b
z0e`h&aq<ed(^mk3nZ0E)PgxYvHq2K_Z@+cjK#BZwdzx^**~?ci^&NUB*8s_omy(f@
zacCD|XN5Nb81aLn1ccrk3<GIE;gNQ%0(Yt0oO%bBza@LwgR8NIc3xXs0iegRRyPN*
z!9^{Gucl1b;cf&;8*>dc=ph?hclCkXKq2|?3MNDL%V1jvyo>590o!TzhM5hS4}g^x
zw;(Di3Zh|{){k`nA3F?C!xNV09zT9u4sf=Xv$gxKd#*j=KSg*-Ta~sm8VIe;;RTQp
ztbhu1Z`A-$D3Akb8Al6<4blUA_;UVhU_SqVfG%SF{-kwpyU4J`0O3{8aIkoW@IA-^
z93WG#yMxPo$^1{<U!?16v$<LAdpp;F)FPLV3viKjYYEmSz@=b@_ii4T*>Vu#GqVOD
z1?vM`&O2}@6j7xHu&jXKU=Em}>ndJF`*WZ`aJ`a${kpa;TH=?}rUFW)2*6tmh;5Jo
zIXdWCD_L!K^zrTy5$SDsdjq(q!_HThZ8-4S6t%Xvg7v`!+|yME>Rdly{WX<*4kt4u
zv8QTZW};JBydZn>WO%I5Vy?dGBQdWAm{-)G6Pz6oghc;y>SgN$6L6RS49J?s?+Ef2
z5XP*XHBMA@7gpbL_<QJ5e)PW@`YbvN=TCEb{BsT=z2N?N<&aue|DKviv6(-W)lpA%
zuG{9Ug=#OZGRw4{{WzCMdVhmV|7AaUKR<+6P9_GD>%gYNzsN89ei5}YN&dX@NVP;i
z*Oau5{ip7Z=6lW8Gz>o{F%nYj-#_VJ4#4VPXF6h2_Wy9xfTCwhYlq|c&y=@nT|<A&
zU!-4V7t*4`-&fqHPx+^qU4|&Mg3D!X?;^DQ`MaN6{?8})A3r4HhbmnO^7^&O+-!UU
zRPatPxQqVv=bzW+ADa^V_z+@KFu4ER^lzI+Ez!@F;s3K^|7CEnlaOft`Ljig|EHe~
zR>HKgX-`Q~Zan<utvMlSr8Z54bB&ns-Sb*EMJ17>{yZ9b=BCf%4R3HLnjJW%h8=wh
zT~H`HdK}bOp-i6oO@uVUbZP-n38lx5$98Eqx$%`nPfqHG#v72iT*w3zR^XpX=CRVo
z0GBpx%&L0XJpl9QCE|nMH#CGbq8p^AQ{ujD=?kOpYeG02HnB(b5PQ68`etBxII|8m
zjrxtAX`5W$Ou-qk)s)l4Bg>;R6HO?p%x_p4JFd3%;Bf4i6jVClu2DWWdB@6VY-gLg
zeki4VaDI`P|MQCfV=74gm<s>tEW+YoSbYDVZsbr>-!P=<0)tCF`^8A|?@XY8Z;zLk
z9`6kxs`8z8ep)*IIr9H8g|U8oh~_1qj1bmsmj&<p_<t`_KL5^y&)WaqUth<D*pwjk
z>5q~B&(rzq3iXd!@aqKHkiQ-Zt~=Yy{QjSwvWgGyYPtUZIQCyA&{Gm~`@R1E=2Tnq
z@s->Cx#^ex@G6Bnj?Z~E*CSS$p#N~GAixeSO5}9}!z%q#`;Qp_R_=del`+A>;7To3
zzzS078gT!42ctp%AFt})Yuobcq^3W|#(y!ax_=C-e~!o(Y=|4?>!-hK0~K!ll!mtf
z1L9%42J#$`h;!sYs^sF9KJ5e|$pL88BS7<b|L7=ccv$K16e#EAF5rNzT{18J*GTP@
z%g59L&#(y27Zsy!brh><?}yaXR51yOUOY{`$B4HQL@3^PgVu6?689*k8a6O=?j3@x
zi3-;%kZe+MahVw^V3m>zg2`%e`;eM;2m1PC>D2NbP3k!YBWS`3uEcN`j=0r=*68A+
zBd0@GCap3d@XW&m_(zS13?%V`X_~M84I#40sn?NdQ@UB7m*>j2IyOCOLgl4npKW7H
zuUzipJarFZKR5Mfcp72kc@?}n0=a_e<M5aliuEs0)m&B?R#Q_PDo2r#GI7&XNtQ;n
zF3DzpPQ30eXxhIEpX=x7>ex=FglvBsm?D|%+L@cbI&KwrL!(g;;3lG%pV)~Gq<<wH
zi-l$)-yV<nUfI|#7jfApb@#0Hz+}ktT><UaWFzN|SGuOxv+>(G-hPm!&-~O`gQdI_
z7V{dLWll9kJn>P`lTZ1ZtTx}C1?Zio-W;5v3&!7#x+Q5l=+65*3l5pX;qgusyKL0A
z({>iBPF-%))R7Abi8Q<3i~Rr^_XWFXrnb+oy7Fo(ogTVAk|401rjDM3#&GK1?Jj+}
zUebgEVOxpM`@PQT&@2CcQTLTmRqkK68xRl>I7$gN2!fP!NTVR#og&?-(g-37N=SD|
zOLs`ANY|ztkq{72Qu?mP<2nCx-f`bM-uvNxxQ=l?9EWZm_w$Rn=9+8H60Z>5gK5#d
zEFTbYbwrT-KwB<i<W$%c>Q*j>9)?Hk{+L_v450N`nbNHkItbCOjHO7XuUr?VCOjUu
zOB#26_C>`)=_qi>aWNre?uTE;oPXykI>oFK^CVMZvBGhBY<+%|Bi?u<*dSf&M8CSi
zV$<*nWxZLLKzy0fn%>?kRg3;D>N+eGeKQx+xpU{{Hab|NK`bE+#&Q`Dh^1Wb;rimm
zi!dm}+MsN`=CVA%#={$8a%*y`b05^FT0qQDs-A$_5P-hiySmaxUCluh@yQUz<I)i_
z50Mm+VBi!pt)i?ftBCZqHvplwL($8MST;qFy6=1ogXP+agmyxPqr>)E<0l>^hmDV!
zZ#M34p0?0o5usZXxW;o>tx%z>r||yBDVa!_oqeum-aR8Nxzb~@K2CLeH_9_hg?6B&
zqoxb}wSPk-(GkthB!XtYlXS3~t=r&{Y+X}RaLP5hJ?3%F#`f3)_Splyjn9eO8G2oY
zu|+>qbWe`yM)$=o;1Tb1ZLaTJ7N$`+E|Mw8CV9P5?N{j1`tT%+`G#>T#rS*_IT@gO
zksoY~{Gt-8FTx(JJe657^xpffm^ZPpeobq<q(*hC{L#zyh@_LtuLFhjH(WooBb_kZ
z*ZtQ&E{tqSmRi0}inXX~n0F4`i`OUf4gBWW<WkRf{)WP#yQ<JTPO-6P*sUKYTjrld
z9vI6E*PL53Yf#YJ9Tw`JuD89!poaA=Vb|!~{FAu(beHUgbdx}V%Iz54lVPvXfefO>
zx^rs>;aPLlel7EfmSh=fDao>d!QtZ%FNLYS%8mUJT6gT+Q9z^IG_I04n0sB#<K3Ky
zbllU&iMJ&Pr>`*U^rW|@$B|`}gj9MsQH#2*3NU$d<<hBrySS@Z(iyA}K@pr7T6r@%
zIts&U<KLq1$*jz~&tw9-_*RYGo;i<t-m|@V!QAtkvuS1-!T0E-Cee+bVPEd<=+C(Q
zKhdKni1*xHJD!|CE;6;{0^cdmT|JUKB+-ddwkuX&3RfpQJl2248sUeK><}ns=D&ab
zK&KYk47Jug%!30{SJ}Ed?ac~N0Z~Mkx(PKCc^$+cx#>EW<v=J*PQ18Xvsy7e2Z>yr
zJ2CY=P|>!7CPhZIaTekP7tFvoRJV??_5NY-7xpUCm^0awrfc3K)bI16Vk*|t1qM@$
z3U=Zucz(%>OBk(!Ld=GWOH37aM89H354S$_wp__Q$L3v|_e$=y{F&2HkJniOUpHN%
zF*XcnUpSV0G!%{<AJS3Q5ZtOVtXg@%vqTx|*t3<tA+{S=;$fEXkuJl;z25QOju5xm
zgO|=Z6gSHmPw9Sq<U2caBwmbeP=3CZuR1j0T`7N8>oL2MkZ{!15J}TZmDZkKoci*a
z869?VH2E#rRL4T26*-{~{&3J8kjj}~r-_cv5RSz8^5{}@)1bJC$ada91XY!${Z@qR
z_!UNl!H!F(5-U#96Tl$IBzl<t(G)?a!_-RXmv_Tyfp?e=6^1_1N@Z=FdM{l<9MUY+
zuwgR4w$Ze3TxCf%H~h1Iqxr`v*D^=-E2Z1bFHSkV+^_Z``@wgRSXwh({Xq4%5S`Uh
zBP!UWBv?v8G9ujHA<INt_ML!EhHh9LPt~XNFAiuPPR%v^u4NUfs-N4cuRX}(uZF0$
zPG-G-SCZUs+R`HBlNGQ<@4hzDe>?r<UbQgocG|jdV05A|D;JMs`DM4Pk83Yp8zh~#
zT5GW$XC7p=qg}mn!H`h1%-bX7aC3>L#A|<d;rLxD>%F=)4e21!%J$?3!gcr7Pobpm
zKVJrRfL++dXGEX*^rb)SMv77=`3Z}QiycAU8Q=8C+uPfsFU{Wr644$S+~D9)$&^pL
z8Ljs)HiB749TN*H1M2C8;&&Cu0GX6b#@?~Z0m!mrhsQx7`ec0tPD<{a{5UQvQ%p?k
zzQ&h0HV9>YERS_sJNiDTr5;ue58Q=#qc9+W5G#vV!9vkz@4rIW)ubAE)Il8oy_HLv
z>MELu$!A%}{5o@49Wn-ic3YD3?qOY3x?eF|CP8(tSB-aHYo!OMyvaNq2XdPp$NBcy
zLBZfmdvpbQk#jI&)l=s7Xl4?+VYmm0USDuMvN-VQj+8`(<siUt#N*Q#E<}}RYt;*^
zh&Ah9iUd(L;?-!TPP6y(XN)KML>`7QtSj7qG*jdknv5E_m$PhfG<<$`;hRw5K}ND#
z_X(ZS;~MSR<dN%3<X&q8ud;wwY1nvrv~}Kz_{O~h$0zL8NB48sz2i9#Y_i_fGxLvI
z&nL_(_jmO;J~X9DGnSI-2rb7wm#*`{39BtB>GHy{LG7kI!S;r)r!w1!<l5?E7W>5L
zH$NCk3^(y8N7xvz`o5Miqb?MVWYQDED!KHg;0#`bnrphhwmrMj7|ub*^T|GCv%$+2
zm9`D<JZJ7Cwa|OMDttpSm-O8*VC6}Z=hEVl!UW}#I$Mitp;&01fQ9g-*$JAgbWhEc
zGvm&hxquDgn5Sq9Pc(X6Sy#qFH}%`r6+q`LvpDmug}$y~zwGG2fP%vdG+pa-`cumy
zi)7~sH<3@5_$*cxYQ!W9;|{xVT9^=ZH?2jgw16H%@n_jUXZ($xp{%XrI1jYg=sx>S
z#MaFV*F}>uY&CJ^{}@fJ{&vi4<<V(0{C<AHVSecgjhZ%B6iAzSD@9E+tFMfvVkcwx
z1mzCo7xiu_EQ888e4(q9=wom%r;vu8OJoASi!`FXRKficZ&!~vLd0M!f)lq^<zUk`
zC>qC4ae#Nm_|N_QxGiCr7ATa8-u!b|K=eBjL5fVH<!G1ZA~8;Mt*O{a+gu>8bR*Gh
z?Ent>2KbTiG!e;hke+*eyZKo@{P^)R5-aXiKR#XP5?Z$Mgtf7Oq+F%QBfgm9Juz(J
zNEq{u)O0P8DfDo9$^t5a>Ukv1p-n+7%!z^L8A9%6fOVJ3+G4CMr&`!@Alte}=Xh!s
zVhh>Ub;f1JRe?zDIMZIJQz;K~2cfIw1hq%NvYYwJ)EH1rpqutUz1$W^#(iUjpbRoa
zO5N`GX)nrPouV@Do$)CUDQ3ngIMNY@u8>7z4n#&iJb1Sz4vga*c;Ip!q`62S*<I7-
z@!nuKl}YDc$Ek6F+xnJ^<d#cWe%a9Tf|xxR>Xe;%{~DjEaGz>ycZ-XhMHiu!Lt!Yw
z#QhlQ;2o*@Sp^3I&${a>iRnhGB<om{ZYEtodfv@j$M@(-yx<Fl5?+3_eN}?6>PuFw
z1s_RWA0OS9>gtSGyx_k$CPc%ba(Vjk9sVfd2)b*F^&Y9lfqaoSmnf+teM@`HhY!X>
zM%Gno(u|f30_Ky=v~O=waU2U#Hy!Ic%4|+B`Y4uMRFLDrdc@bC`}DxA&D((il=bVe
zs#<Pza&8(-G}C(LuGNMs&;OY0dmYEHA-g@n5x$tnOY2}k>G<gJ5I#|aH5-G4Yx3?!
zHed0gb0CvY;!RI#abw$qWv#`!SCX>HZd2XTcbujUcAq;lQCyX4cbsBu3(guBmarI0
zI_VxsZmVbIlZ(no2pfOj-a71Zvtw;emE>LT@s{eHm{abq((zY?T@PBNa@N;rK2Pbh
zugo!MCB`t7+o&6*81sictWcQO<VxLrL`U(CU(8C+T24Ol$JzAGk9!P%YM6ywHwOC7
z{~*RAxAPYMK}>K~!Ol)fAWpD6W~#9F`^4k3DBUv|EQSv73OgXbTbKit%f(ps-2uqk
zyeBUYarj*9)o}Bev9|cL3*Isz(XD98CBv#X0oM{d^{<9MfdjTSO=i3_F+3o${%$jv
zvS@f%jsJOJQy^FeApvDwXC4Is%j?w90U>Hu_|JEj2RqKJEnE5=re|ix4cwu+-nUzL
zV3%6D<YK7hcctcvG;RUcc@k1mW99RMg$C0C2<0B<<6jX(6mk1KJIC}xfBynwO$b`I
z5YF(MKs@a$M4p?t%QT9u=$U^P1-Ybs^SP8htwV5_jebFLBkti4s(a76urR9$pD@K-
zj?i;Gs;BmrD2vYi9=J+(9Tu$1X;hipOJRwF$GN>%+aV@7B09XkHyO27NDDqXxZ^(0
z{JrX_@_HXu5}x@QcutQjz3Bp>^xQX{xP7Vqw@WwA>Wq1T!oTNsVI*0FGg%)<&TPkY
z{a7ou8faH>sct!`cBkNW8+;mlk|@Re_IY$bKp8$ksGn5MMz?p%Dv17RKQ;VlD@hM`
z&$Ru}90`uE`#mFcS9Wt)$=Z3j|9F#=v0sKq;eExFh`RD+XI|5X7cL*V*mCbudh;c`
zrXwNxG)Ab|$xFqm5r8fIG;s{uCqu#iz_l&i^en8xUKHPBI=QJ)*9qH3qmfTE@LL^L
zXrETkm*_I*siY0tZTw7OF5<254>=Ya$9=pcMT+5;Pdkc^`p}Ozz54F2n1V>#N|RE{
zJC3xub(*3W58c|+GEk2~rKB^s(4crGox}0Yf4zD7D2I^{%4I|4V}Zl(AL#DN>2uyP
ztc|-0ZO$`mR$W2RW757dOx@1knvc~NW$2G?7<}So5-%-{MGjtA8{ma)LZD7xm+T}m
z!roix*HNPomn3D@L_wOTSi>%+p<*7|%&nPPcD}m%J<`m_Q_V(llBRJ9sf-EL={*gi
zc4z5r%$No8Z9Kluh;GId*n;PAX?G(ur*O=n@s21kAi8-p{Zh%9J1d4&=qCH|!Rrtb
zGlXF`?kw#;sjm^CsjRByOD2t_yziP!tk;z)id|=MRpcND$BxrJ!?Q=t*(EfSq~B<P
zPlN4gKtR0LIY_pGh$NkYhQVE<LOb#(oN>;sn9Oe_a@844p+INE2x%2lm%e3H#TI4-
zCrQ4jggSknsY2^t!sV67A6y0{%v3lBZDDhq;YRI4G%Lg%hctK_<78a4?4epuGM?aE
zDzp9C_w-vSYTGNLq*`NYHBjh5pv`VVnU+TYGh1bk#-+&W_~7{IM|aJLyIIF68OKBD
z_#*i6*9zZ-L{sJk3B{{-&uU87sJ6fPZf#<~nsZ?$eD%DVaIZ#iW@h{rbHz@wRHU#`
zc>2lc{(1Vnn?K!>r(IcFSr1$bU#^dC>hB0`w|@G-eq!!>I8^-X4vzg4<5Ii(sIbJ{
zEXZjSKpQT9aXBh6kR06IjC^CU7_3x&=wYm1chhkO9aoYg<+7JAs#f~CobJisxk8X4
z3q>ZqQOL-OALQPX>TJD*UAr!%bAZWv<+qrb(YgJ9CuTmF(+4p#0Z-au>T7%P9Oau?
zF@lhdW*T||9&+4_bk2&ZxUF1`w@lheIegweA=H8F-%)%~9Zl2umBw0r&;2rnKk~5y
z%5i+_$cWn6$MxZyxMq2&Y>4b)Fxpvw-%4LY^W8=}BhkquM0Ixcz~M2Tc;q$LdX~dH
zkD=80VO{27v1f8cnP8b7zBm@im{8n84zL45&I({1nn{O#;^C=l(64`lF9SC(hw-R<
z|GC8VoxM6U_YgiYEY+yAaSICzI>R@j=PqpxtKP49{ieuf=}e8Kgr5PGbLsFEa9vz2
zj1%gNB0uv8htO-uGM#7Yu{h)<P?W}rF9i~3oaB=~%ZzFdDZqCes;?z6P*AX-qyh=C
zOhl4eyS9qf*CX7O5n=%sCJK6vH?y4&<5V<Oc_XRM9#1VytL#rNekYVP-bsC|HIS1z
z(5@75fi}9ZGOH|?oT<T1n1P3<W4|OkEX-m}c!1BUIW_-TB$mmC(oq%BS4p*!@`+N>
zKPrbKE$@$-otD>gxTCGcO4CJM8Yr1&ya{6a1(U<MkgDs|#U4Xu1uaRm4q5Z{&nNsP
z)ecH9Hf)^5Djp1Ur-P3Ai^;K|&dF_ZJM{;;I>BkJ8U8y@qOKipxXY$(y)5EeZ@%8{
zSH8i&j@{as{qx&m-AB^Wn=R<9PFK7Bv$3An!IV9($+a+|x5q$3m`U#5>$Ox-SZ;Vy
z?CHKo&hJ)z59e#cvr4wJ^xATiM{n=4-TbF!TfAxYT+hD+%0d~t>x3P`f3Wcg^$j#u
zb!ColD{3lv=SSD@IJfU;uD-n;*COXFD;FtlbrLx?$=|wjg~G&U2GS)8-A=qYc>znR
z;xMT~$gUJ|22V!mA=i9J!NXoET>cd6+Bh){Tyuw+1ZUH#`SnQhv>{gZ{aya^i4<KO
zb_b85oRx#ooRT$Z)P+XPu6=IU(kp6nHx`eVtPc{L)$WPrlzqcK%_$h3NeI4&#{;So
zQB;@4x}$X+U*Kte#mAKq5!XOzehnl(V*1uqGu$JNbvcTRda<;w-fU8Tw|Q!ZLK=%C
zPC`cGk-3P7FahCfi^=db(<Nf6TYWmBM@^$P_fsvhI2*GVQb1kLC0?di#_}xlGUFM&
zy;BF5-)iXN6!4iV-!8`^2z_xoM8?SN*_rIH$SA|cIQpE~b(%u(Q?(8lV!3f;P3T&P
z4KFqEAcL7NnVoe=RKQ9^PZZAb+ic#wdQTU;ot+38vrXQBpO2+{<QpVk?3h>HqvU-M
zUzU5B$;Jw&<LNZ9w2|YpGv>)^*K1GA#?vjc3*QZuR!FT3q)YFx4y9sfMPK8)5~3g-
zzCLufL#J|p;r$~l4fiVP>@$-Nvf2?p!iP)_=Rb%SgS1#>|Ct%##Ki8jQqJrO?E_2G
z#N_pSU3G*PRakowc0eO$9G#gL#Lpm3Q$l=s8P!YCaxPuranWOr+iz7}^W<GAtJXrx
z@cG=Q#yxl5X)rUM=AKFRQ*NHt(XXBR=2~dVw`boY<!Zfo)-_w5k0kH$mxlAMRXf$F
zmLfUHl5TgKw^Buw(HHr`%YA7+wuEo$<Lw$gelAePI+p&>l5*}wcyM#u(o5MTC+^n$
z|B*br5^be)Xwg?rzJ2H+`znZnDDhUqv|du|W=2!*#x?eDie;ReyWvq7^&3B4Jnqk0
z6R35ZO%?Au_j#4M$KOovt&Yc8cj*FRBF?v*j{LDnEJ`^RrnDhrk*{4|qSY=$>fRD1
zy4!MtUa@^pP~(6zPd#1La!B#D{70$7Cm+zO<t?;Tmb9^xCk&g1aZ(%^T^}BGs6CKu
zugNJ*S0CO%SM6?ZnCu?ppL}X}=$~8Y`P81u6+b_d`wD&BcRWi%dUYksvqzF(CT;em
zOH?L4T2&sjOwov{NevZ6MG`f@SF>@|tatWn-<zQZ4ec21rRnANSH7CZ-LI+Jl%SQ*
zj#bTH^_KB2|HE%zd#AN_6s%O|64;WbkC7zrVJChL0~KyEx{)-7WF|&>rfo*&^5@KY
zc&S*!{N^?}2KQ_E#isqd$m4S9&92_vRl$;o+I1BgUvVE=-R9__oGbE}>PCZMJ;$v=
z#!E~v8F!^W@;sjw=Dlts*J%*@w5p$;I=j!uAB00!mh=*INIiEn63xFW>~_Q!s*G(1
zp9%XV`kjxFvg>2|Xs}?QE`Bpn?p5)LbME8z>YW1euQUWKZ?DmCUk)P=dMGuBvZGYb
zdM7YCqkGE^ofN)cR%zm1S~nD-t_Byc$Z6?<+uHszvSPU}V=H0qC;i@Lu8DDzxLiI%
zDp7&}4If<?zwv^$Aa~HjApfJHi?qY}WPY@C%zFCc-eSR-=~Deyg<}V+0-q+!;gLlq
z#N`X$-QR27jaCga+xd8}h33b(&x^Fgcb>LB2pbI%40;egC*l~lMSDp#r@z+n`JJrv
zj+oUxK!zn=><ymVPK$Nv-#l}*eL|Sb4fG^{m(@Nj*2&#>?<g7rs?d#lv98Xn$DMJ<
z#66#(>+QXh<sA*IRO2ezyq6ahWTJ<OLC|Xf17D2__4z7V?>)OO!|+wfl{X&$m(p!{
zkE&y4GFz4l#`^>DeK+Pc-D)_0Y(~ZoGHR)aT^bOI{9;#jb$42-Z9@+GAiRZ~E+I;i
zD4FrK$8?kV=H?6hYa7OQ3%X=VZsy0g`UneEPBlC{q~CNp+FGA)dD3$)_Icnr<s;qP
z!I3&8I$np>pJwTk-@VRVak;Z_#!LR;QOQJ2SHtw-^(SN<ZIP^k)FwAIB4}1B+bM<#
zqdq<uC2+v<DMfUuSZ^x02&|W8ipj0(!K|Z1umEeVU71)+!`9rvOl~v1IapkL^JG>z
zQ<kzcO+<xr$=Y4AUu<c`BGrg_AYU{HiWr9B`gtyqf~`8<b49)H`=fR(v|bsdo;<4)
z-99w$!aCyN!tN&)KD-La_0`H;7K-BiP8N!HgG70(M--{4sY~h}!Ov-W2^LUh2Rbr7
zA1Zhs-me@!IskN3LWb3|=XyJcsGV_qj8I#LrtoSMEzJH?&Gn)}1#8YpjJnr@K}hEG
zirJE-wuk%Y_x_m+&xe%yj)qi~><a>xBM`xGr3zE6_@0PXU&h0v6a6vfSBW*=_QJ$^
zT7!saxX-CY-92;L%6#|70ZX9~$cfiNPIK|NlXG^}`4;GnqW0>v)L*@Q=S)Bl@v}o$
zgB8CZgOPU2v}Zkfo+WBBRW~KCih6gimwGi*CILQ}^)CtYypUZv;YPH<g*n0Mw;Gz1
zphtGGt1ekE?fFJkz4CbQmvq?iN-dMK%QF*y9O-CJ8TGcH%Y+*q`hMg)#|z<6bsI;I
zG`zq2S2rbEeC?ksz4A*(BRzQoiRO(T{kCKN#DWmQBSnM67t<NuC@U-H?Y>D%Gk*UR
zZ+3CfEMFl7@p4e<5OZ1|m&pL%*vl$E$7WLlF0=c!5exlHVc@lq(V)~s@64rRtx%Qq
z4iBd^Z_F=Je|GJ|{1oQ}`YH#y{D?ZL3l%59wuPnNfk3fb)*i9l1vPKmUeUm-qV&#o
z%A#I=^5u+Z{dTnmF+_g8zssk>r*$mX!M#{|B)B{Az|(WQM*-{fzUyt65%$ltnJzVP
z3C1~FcB|6sn4GG&ePx^LkMtw9!o`i;RmEyY6Oxa8+AMZ;+ff$l31#&`JBva2Fh!NQ
z(*X%ua;vYwN+SN?cjr_(K)Le0m<Basa7$V}M25$IHP;W#@1$qevm)z~{~%QqrNjTh
zpt5!gEz{MQdwdLm<S`NVz(EYqs+3uvm4j6xLxBqhr%QN!a3%?QwwWJw2nx2iF~a31
zxR-BXmF=%D;S(_b%op_q@ohZiqW0-SM5T7%<?PMG$c&I=92|lT?|b*_5e}_1zreV6
z><?IzTv&5)_%h=nE6SRIzE*D6J-s1|>{jUyu3K+HAemDE(uhm)J?tZJt~x8afha7K
zuq;Wud+c;gu2^!VwVe#^ZUEs0Q_K4hD4`;~Bys>E`OcI&oR`*ED5&-f6wG$4Zi$X(
zY82{c(w7g#nork5wv&H`jje?Wq5RT{<vtCeghf%?L)w6y$lA4<j;*tV`d>HW=%h5#
zzpmFz^DQlAA4wj(D4_2f#2X7K^EP*IKFa&mdAVMkUR`o3p{!vAKN%#`%0efHPNj7?
ztDKFg7G0c*Y5uubSXlE$=&{S%!VB<S2^AXsB|)0d$sy1*zi&XOY98#NcRvNISQ?9n
zze69l!p2HN(;UP0C>{da#?CBT*4zLwwW$3i-HHsqlm09P9_(V_qb(JVM$hE|1{GmZ
ztaI9ojTNCqCfs!k--pKtIZQimVJ+7v@E<_ecmyrFoghjuj`1^r^Lx?#4>%le^eYEb
z0&&>4ww)VqFCO$g?7ND%G8p;Z+OH*ghK%D4scQPC9%N!I^V=sox%m6zs5tu=jDMQq
zrn=KNd<=sTNC%TGgbOI~yuhMpiR_~Bl|}UiFV9UCt9bKki@+95cwAm2DeArIXOkkT
z60o$gyVT!uD$j99qR%VkZUfi7w54JyPIJQ@9Y4w)O!BBmiZMumLT2wghkX1Cih6z8
zp!eT-P@FdlCJkGzdiPV;RSXoYEWb{#EEDK8bGU7p*J8J_;;dQ$Ayc32N%`j@7g_oo
zX2FVkrldIUX_4HQQ;mC^MQP>AocGe2(t|`bDplV`MXr0SyKK|4_b#TrBa)^Fu_ZHB
ztBy}!eZf~SMHcagH?1B`^l@k;_aFApyw|HV#tt7AoWEgzO<i|LGOja0n&!O)_oUE0
zDo>$Ua{vCrffb?A%`s<fQi|*H$|mo=u{Btc<0qb9CbDi3Bs$~~r=|%qJ-6I^j*N_E
zaCz6Mwg+ReaA2?qr6^$WZ41#c=cL}l{VijQ5XxYoCH0v#fy`^VuBglm^cbr))+ct7
z-y2wDNwg8uM<!pdR{ht=^c!SQAoJ62O^^>dz{ejeTMt850NFh}fBq%juz;zplZlx4
zbs_wazjYq}MTGb-iO=7ENRfImxAwrp<(E+Bf1(unhuY?UB3JvT9OWN>_5VW|B*?gy
zj@L0V0^@i8Qb(c`&;7@r74_eWFZ=e1*YvU8|IcMf{}gfFt^6$#O#w~Ue<Qy6y>w9j
z?IZl(%EA8mrvAT^RMjn=RI~9+dy-!Mw?yfG_bn;r0y(50@$&pN!VBCHDJfSGzco<D
zOH4uDDjzUS{rZb=K)=?nbCWVQPXD>L7n|&6a0T~2(%PrpYL9mJmhYCHz&LT_Z?W<=
z8=*4XPoE~}6q1;bN(mJFNxN1^?mF~rZa~Ca+s@A>Kin=Gm?mI<{M~R56iLnf{gc9#
zn;LG@e7_$xMHN)qi4)*=L#L?(fYTLPuO?u@Ujj07N_OMtqYFsi3vrSX6MOI4(2cP2
zgz9DHePZ?d%Zys(mXUioyMrJHn6F+;3P*R258nRkOYmVl1KMx!+W9y>u7faBOTDRn
z+tmenwbG!^nuD}LPSGGpr;`MWAC<4ey$znwRp?rW(a|VSpG%8~_*55KWZBj%(JevB
zm{wORLpBZ}m9ywuz6nHqpCPTS9k;#v!Ax1NhLxUAK%TCnxKr~*pxndlf|RGc59#EI
z=#p>iV^B<F$$yekJ+~;x+fqEj%NO&W4ZquoiA7#ac}c}SiR6dFxf=<)_V>?S?^@Hu
zlqT2vTx31UzIjl$I~C8Yc|X;K8T>Tp;9H8sBcY3lJSQY1<nNXUJ_f^MAye+_f>uTE
z5#6`IRH`^`=_J6Vc|T&IP;@H|2M0(0;B5@lUBqq@U16g`^`{p*uRwNw>CB|4s%nJl
zTlKC(ubD=V7ccX!uQA<R&Q^UpG>QBUhDyp<ES%1?&@ivr^MqJmr1-2IuY>mA2I7D;
zO##g@L}~V+F!cj~3kU^Z$FAf09u^I`8SN0)ngLz2g(J7ekMCKC|E>2F$ti_k>P-%C
z>;i>G<l@7)g0@+ZqcIIweS^WrQ;d$sxA*G0VcnR3s7{$G>>R#G4!X=jg@Z#(El;y=
z?#3Nk2m-4pxYM^2`22ZFti9-06?^V|(yt2i-MkV{j-SrHd=T+~lUc#pxy*&B>Cz>k
zi!^K9JA&rZ%=hkV7;38DHm`er`02Uxym)tm!$1_X&bQ;+!SCerwae4X?xz!p0AaMg
z&fUQqL_ny{>)u8y%>y5<^6SHe{Ncmlf9}48xCz_IrLl@tR@xUd4D|#mM>CzV9Op>F
z$^Kw4pP*r4>dbq8Pga&QCk{V8vm-5KIOidEV)V^#D-opWPyZ4@M%;wzXlS|vh8AXa
zsEQN;Y1fz+k~r^hbuYR|<Nqy17r_I7Jb#Xl!=PW3?{;}*K~d57?QLdzcSytC<X~V}
zN~;T=9v$XQ9%f+p`z{i}OTpTwWy{}eeykA3JwZ)No6)!m*;`#bK0ZD{JN#{C246h%
zv(o=LAOi#0EUNpo`39fO_p>)W6F-&~ItUf2DF5dIh`3p^k?OIxQH}p#+-YM@%Ia2A
z#jS_;H3CSt_;Ib#u4Fs#;D3(@_$V(TCXB+5)+QK$O?I`dv>E4KS%(1x{=(tby>;G$
z|MI6n%Elw?vi%W651SLV5Xdq#&071dM66B%c|FpRH>-~?xks_+S$e^^lbYpF9z#Z$
zq^YTC=G#YqeW^ZaWiYQ}F<g+icLbI*(Nf`b^J8>0G~#ib7SzZl0zD?*!*4MV(o4GR
za@pg%C^8`1x$b?m9SxBiLc`pQ8U+zVm-sa+Phe6ro%289{FDI;NOjdkaxHclR5D`>
z#pIC|BA$9SOfxOws~<vvh8P&z0&FQd;13bn&wlLc8aoY`o=!?iYBXv1V83c(XNP+{
zTKzvW0U2l*ExCU6YU4mr6^xe5!3-tO+e_rE`qt`t0(*1ef6tb5uW)VINkT`{%b?Ws
zl@#MP{K@#~?X0Qc=}22B2?QDP|1m;T{(E{Z68@nASVX@M=mj@<4NW95^Kc3jE3qJB
zo%9x0ks+jHzXM8_xJ9oC=={S#OY-w9vn4$<#ebaB11o)R0$}h?>9YGbHj;$XXU=eL
z-_)+OWq!~S90{_RQ9^anXE@h5S0iwQ5Q9B@hXW8EB)fUTz!JOb#+>q{JjJ}Czs_b9
zi$=|dzg(J8DVkRe{|9p-e=qLea~+}L0YrWH_PH=&rcEl31hvRmTHa*F&-#2G+bm7E
zX|#$PCgx0$?^?OkR1S%V?u06got@qMtZor_zqEp)3<0TSbSxu!k0xnBGZ_hXF=8MU
zlYr4jhnKz_eaSP{y73=kS*qvGQ3`v#yD03H@C<u~T!0;pSG_ubw8Jnu9nNG>uPY!R
zaGjc34DJYH+kF!}-Ya8|cGjou_Eo_E$prM0j^KMBZD@FvFi^}LM&nHOx0V1-o9qvm
zMC+OE4?s#T%klAX89lE=QwHxM^7H{5k>HDp++bk(_{)NtaIoA;gNjn57@2=EJOugM
z#!^;tJJ2R9FtJLaprBB_ocp#DJHMd*`_4{g#>}lmV#JlP6>dnxtC}t`#7heuyWxjR
z90iiP{y2J4y`ybJ#v#Pzee5Bnpb%YR(jg66CAnnSUzE)F!Akac-L6&V;b}?{#R(F$
z<V08w`U{S|H?R#C_AMHHFqEN$r@A0gEC!DiDhC%MqCZ~n-2sgfm%)2R=(4hyg1w}E
zjzNPE^D{9-pb8W0vdBC-dhcs=x(sWbD!6b7RfF4QR|<#Xc`DUJ&{!?0+<vsi=?NZ>
z>X`~l(w7N?F)qHD!B5!y^QCa=tw6C#4Uyd$2?DNYS?O9toN~Q<rJ%N3R|Ui8Ei!a4
zC)Hmlo5&9dc3){YM9j6)j*)SDRVLluw4&p~O$CnDL-^|3m-@44VHa-EuBycG<I^({
z<`G@wRfLgW>or_#>{vAl1;OnInEUd>!ET|iI<qLidtrFNJ_^>}9z1xb%N|U<bw1E$
zmA#R@)J|}838m`~Lk2zq{e@p&e;$0R0iok%S{6$A+FYCSI{o|R`;kBk_qx$X%*+_7
zw1}BGStO&&glhKFU{Ry%+#gvPo}q7r>uIjI<#IS^ds<V)17sV}WVhpFywK@VnT_e0
zp_s5#)L^N^B1>g&Z?CO<Sf7z+!ro5`FJpL~>JLP}l>r{+8@=Mhv2AxzGx*3}82vU?
zr-Kw;z9f|sjzKx%_AB|7?P+&|j1e7s=mv>`z<uR|uX&Ff!`@ZbZ0Tw!B5+IS@Vj`p
zwyc>mqOwG$O)DoK##8FngRz%|;+zzLgyqd_7%-KF?PLO6lqt>(*!&v$l0y+63i9MQ
zDvCIAX$>vZ#W#u(zgKtZ(rzs<fHHtOtJTqJn@A#&1veD#7c53gGGY%?MF~*$*veuU
zC|S`tty0t2wDFqjnr8ME*SNcI3v<-pfB4{3{u+nT+5Q$ATNwFMJvh2KJ*E4Fmr%h(
zS69wFCX|L)I)ULG;I2a8ewLh_oi$f7hS7T}6%Dh6&e+$Xp;uwcEd=d=A~XXO&<}NF
zunNJ2v?4t{y*F;=ynj%z)8&L0R!+R*07>L>4HADA!zHmf!Zob>prFHj>+3a;0*qD+
zw>X>B$+KYkq%G*p6`n@XKg?ClF=CO}7AprK(!zT+R>RFV)t_A|I1EF&y@n$MYu@Q<
zsF^3D2L$)X#BC?4iap>}and^$5AgJHDvU*g#`VUvYuENFQ~|rSHM|t~=UG&iz4P9m
zK<?%c+=#JiWc+M${pJgIHA+F=??ViQbrH;282S<;29tM(fNi~K8TRw%V?Ni7>vwJL
zN0SQ;Y2V<ln#h#95TL!(_ymh?RTSnvE!5_;J>PgP!5y4sGD8a6Om^$WuQg7W7%`L~
zL*c{>tC&?qrr>Hkj~(~+nS<T+o&b!LR%DOGXnl{XCAB9fG>>G~iNe8FWO8_kd4$(Y
z30s6NUrwpgR*#CzXZ&BMJk;lk_;tY1Ep9)m!GEyzwNHNfN|i8kqgQ>|Wemf&R>K90
zo-eh_%+J1hp$iK=_N#(DcR|-@S(pqJTyI!~Q&(jd8`X^qB~S|K#@3d=dXotA5YEVo
zN`*!9MJW@*(Pu)~!Aeylzi}bF#aiJ+yBdRn4h&LUxQl$0&B4mQU<y0p7I?2`5aA~P
zQ1Bais`8(Q&xDgTX~hv`iwxH(;@iOe2gWf>pFe*_NR|}L3Rpg~D=RC=u-Gk!**g|M
z$-y}4&|t0aIbXnvfJ%`|XeME^0}m5rZ^f)#77CEWq=Uly+Fs0)qM}=r5Sv|o4K9uA
zFlL*2-(LT+=a$kQ7y{()*1dZ-2V7ewm&4RQ|NVf)!y#0eQRh_zL5>yR`&TgW9wEm6
z(=0xDD@6D>w9b9E#yNRric_J$hAJ5jwhmZMdNm661{fF^uM-jy@~2)*`D`{r9dgIp
zx75Lg$PCGH0NK;Z5!-`LG3)NA85X!~MHomaDccO$6LMjpl{hWRYm><<y;Wz{s<KbL
zDCjn@Ke9(2a*DKto|ohZulrLuUqX&@hBVx1ci&*z>yS?3_$X%siMs(+iqsp4S8zGL
z=clPpiRIxptTOLQqaKr~3TM%)X+_NM+1S{Igt%b108?YlJUNctMEdM1?L;#o|3ix{
zrKGHW6R9H`NJgX4friANZU6I1RbYU94yGA+7#}eW&j;rf^{!+?*7)Xq7%~mC#S&qN
zfK3km`4KSV+W}{2=Y!yMoxUK=aaCm>|L&*j(+v%Wpo*m9ir69BCuR8v=LG1gVI)EZ
zaB4aLeeB~zTY|Zd|M;@dYCVGPI}uPQ#vSNJW7+c{r|Rs|l7%UfF|k>O!*b8kGWVj8
z$H*C`l{0&Q4k>=}@c%(L7w~{I!5{v6ar`vMfAca+g#6X9QnQeY0*@67AcKPPmZ49q
zu4*U@VfX)pan%S#6w2wx*gIDzZA^;JmKI4wO<e!YJem4DhFJ_;k8m#ge)@?0<rm!f
zZ1j2TV)tpc!5o#Ai7hwX!VWwMlsyH!22>0`7Kr3CX=gZV-p@jXSVo^<1iIjjPZ#WZ
z<Ls&6il^HrNq7YtB)p*DGy%aIC5$RU1ja*sO;*k@qiW!}9eMHg!<Xv*Do9ve<ZYi)
z`+tBVea~&R(J~8?SNM%KNU?D5!!tq?zz}7p5+tINt(XZKDG|#VkXxp(edhev(Xw^+
z!UY*vE*FsRkR9v}_5ejAzSd<p2}Y2y#}24O<tuTOB5VE6v_nAj?2xHPMIztykM~it
z*?oH+HfmH=6)zRJkIwhj&dyHfZFv+**J=sk+km@|O9rUa5Zk4jqfGnb`}fvz8>qH)
zOG4}$COV)`Rix#03|#QSc-FmbKi_w7C?Q#o?QjzyqgkD$;1&yOsy_v81nOo!;$Lf>
zfsaoMF=Q#-*DB1};=d^%kRXAhXpJ0)&$F_!D8H6|ELtVJsgs_S)o(<vn%rI}yyOIB
zP#Hb`H-+HdV^~qaGk*is01j8E6_SzVMDc3^-DgD**3ur)O)P)V6$<Z@CYZuuRYsQ(
z_}8%#z@Z1V2=X@={|T%m`~FH$gZW*g+SG)FDvz)wqZKysFuFEITBUZdvl<S>iVl(`
z0esL!W}JXae2#bEHh1sOI!8ic(jLLE@Z;-ObC9fsaN3NiLhHg@iS(XT;yX|hj|MA6
z?cZ1#E{sO}kC6il!FBm~e`3WyPiY1QhJ}N~`5F&6*cX0)!2BLexT|I>Hhr#vt;q(3
zJ<1TNZ#G~)!<g}%4TFB|qjmipoyr1Nub<yPmz}@3@j2j1I}Fud=i}qkNZyARIFFWL
zjfCT~4Tg`*mF5^37^D!l46R}#|2_8AFJEX7YG5Y|mO+kgb;*()1iRoPPet$e7h;4<
zpJsRRQF1J&F+;sgbudCgAo(sxzXJ|RVnSjVole9=8N+%-oYgyC@l4TQ;IWM`OLC>t
zc?-tqDr3;sU~$Hf>`c6^aoOwV{Ze1CgDxy$fzZ{xPp>Y-`!oZQVWCL+6|h)190w};
z-bXGRey-nVnnsg|@$kZ6cXz<`Z6Rm>QY`FC0<PH?*tY4ziU^(p@~sWZK}T%bE%zjO
z`FJiXazbLLj$i`6u@m2VAUmx3-uBK8xq-p7Za%u`zPME&eacm&Z3dBkdQdbniHeGr
z0OHdfH^21&3<Nmo@VAh<D4IpD(^@5?6w@hJueL%e5rY?QCpd>r{rc%!aOumKn`c*F
z9*)dy3Axf!E(h-Ja`=WQdLm>dHWW5N>!5~#jW3xiGPi&n1w+2z)grRHHYry`&59IG
zfZot)^u6GN(M7RzcnTLcen1h`LQl%o?fU16pnColDlk0txeWN$P01Khq`1hYr&CP5
zJF?;Qwf7nn)n`ET1{5M3SbKe_7#2BP{IsU$zL=SC$iEIGV?@UwJFw;V4wPDH1GvFG
zZDaJ{0YepG$_RolZsoXofxocT=kf%wi?>0GmRk-6!oxzBCe*GbtE`L@nSfhz7ZHWT
zcss|BE72D2fb_2tkTZpX>rmgne?q@$fqotTw9WDU3Trs#c~l@4ax7B9XCbv0yYp8?
z4y+b+SlMU5RD$X3Wp?A!@GqEvYb!IUF^IK3W`&RNrQnZ`Bqi><woAi>SC|7aUx7oA
ze3AeI4D50E({Rn0;AOICm)%25BQ{6Agb2%9!Mh2(_`AZ$1mpWbU11BhNA6Qz2R5Vc
zTuTwQlvBXRsOfKt&%O?+5a8;P8@s{W{t)D(rD;a+3SY;>nER3gxPdwK_i~_MZbyKt
zy3#<7iX`~%&LhfrgP5T_EgHm<sOMy>U*RDEJr<wmR-Yuh$4~oO#-?}g-pM{e1N!Z^
z|NY%lU?GJMd}!=o?tWbX;51X;IGkI+FyB{K&(kaxi{r7g^?F@ECgLE1RH@rYg$e_N
zcBUhmv!igUzD6=x!8P4W8{a?8MakK}IbABe^V?&BuG9mhHd_Rf6$>?9*#>hfZ}e;!
z;_>5|1L%AM2pMU}QMHhQ%csM>`$KahV2-<m&0q_4AKHC(C345TFT?@<aFYl_P?Nbm
zsu>fQS`ikYUl!8Taj_W6UJ+z86#^lygB!zjI+J4-BZU_Z;eC?8+W;+@VD0m4GXai3
zhI9b*^fjUa$&fc5UXcY*KpA*r0Uhz6v9;0CfV2wxR#@zEmTX7V5z$Ydo+3HlQ8<l(
zbj4po8<KtcO9;8E0fZ$8z&XxI#Ve6|&!O87L0c&LF8UfmR49UdwwC%gZC)U*C#xvQ
zfm}5iWb$F18=BRe;~3cR`!5k%37cqbgmHt&{^k4TPk$|b4Q|Me?bx&31i^V=WhKwA
zg90`{(a_sg1qlh9<}jsfAvMJY$Mk6o|F$a%xoo^}b^N{O*A#-c7z(;DNGXs_NQAfy
z!PVZYZ6BANO%F_9=H1VKFyqG>6p5*b`3D5_{~IT$Ks9^n)T!QVR3P?{JBA1Ymw9iB
z^)3`U%&?NW%JtmbYH|!xm(&r%Zt4l~st1V}I<6Vti??z>RxJ(JPmuZgjIAZ`bgRdJ
zNKD|oeR!Y(7LW;iP7=?~P%1xlKmF(f8~)Y}QZs~q;Y=*d-(DGBbnD!y(M`5Or{i70
z^f7t@CAOlptDBo?e09R~IYUoG8M4uEa-^^f?8Y7U=dUNSRAJC>4#|b}BxucnmpG(G
zrroPfP-S&(H-VE-6{yv8Si<bkh{eOlPh$gML2+qOpsGXx-jw9Niq~5eFoTrU(CCcg
zk}0TN<ENtdWl!LvYzYWwC`dK2?GPBmcA%10iEy6z`?H;Xj>!xITw__z-yZ`t0_g!K
z0=O{%eqvTT_(CaGZ)iV00DPYnX8$i(pX|94yIrHJu|DCk*@XoD3KVwScK&KuzlrgC
zBe9t4l$l?HEE<M<jI75<Z4c)<I!EOOuwRrP`&j#G+A-~M{(<KDp}NZeYS6J?j;F5(
zHG$brg@H1SN~zl?tANm(XvRvGPzuSY6sxeg1ipC;cg~+&khbG-VG%kAt!lfNu;J4h
zf3G*sOBp%bo23^0bhTV8s75k`jO!FhAvfyi0m45|Cg_Q;`F_&7KwBO2YmX8m@k#Gs
z<-%ayp6#0+9kj*2%6<*a&LqLx(>8D!Kd8X+nMK?%8n2mkC!Dpjv(qM!4}bmIXk!7h
z`wt3=8(v;soOB7#{<Cm{+Y5ba@4C71m(Qa}FT51MKyApGrBGBMb2><{0~Fq3R!s~H
z?9MY1f3DoLRwr!vZZ&egE2SPyLk|X!as!r978kr~mL@*pyMtL(+%3&Twv+rS9v9$<
z|5Y~31D-#kPB-wtZ*RyO7uX(9+1Otxr0Bc+esW}pxVLE@h-9Zyp2mwLBo9n+h=4(b
zv1!$h?)Z;xOOSnZJkw7~g-B-ZPV-dV2v$lFPUS`J`2nEsR@UP()vPo}-abejo>x**
zS{SPXJJSugUw?=~(E_}`2m^rl8!Lt>-P&;d)Jz6x%8kA$wb@G3z>R+L4(><IgNWk+
zQDb+RUQZ8?bQp`uRCsk+Fb>CG4;k$*zhdFAgTRbP4gJ_fHfaKBZp(q^L#N;}1}g8*
z%ebO^Zp%#?>zrFD1%3ZYHrVXxAwm$LQ*dM=J;envH3Erc)U}y2TMWG6I5cH{7&mww
znQQU_`}M2blSqaFU&I1&lJJS8J<Zz>Hcj6${V=;*W}Aa7czMZM=zEhD6OiK4Kyp+^
ziWt>Q_RnS|Vg?bKPp{*}d9noDlQ|nHoFJk^yE%XYdeiKsF>EL4n3-SwdTNHho?4rr
z^Q_yYyPkZgW(?%ROmE$q4sRZPU%AgAD40kt{sfvqbj%ettcGV{?SP?t=*N$DEFir`
zN?c-}{%_3lM&ZfvsT5AcfaYqCK=qFwKQ`cdYt2@AbDf=C8G*{$1VoDgm6EtI<qCEC
z%Wu(XcL`j<w$eh0^ea@@t((;#U+Dnalo=3S=^-qPGCDZmTYn$$X6;t&0RVkxKfZ7r
zRMTh^Cl<W(0gIj-!BX^!Vq(64s0Y#o9s>((!KPaT$SF=}`#k~c_xaQEeZb3DpwnN-
z#&f?SZ~k4|{YeHdSq=gr*p4(i!Rao=0i#Oym`?<S`XdZD#A<*jl&7EetLCaoxdAT)
zGd)82_*qr6fsDq-hkH;s{1fp3Tohaai@A3|m~t|~L5gg_Vv=WBSx~md4Ed@wSg%jk
zMw9!i+>w;*$Wh5Mm*XY;N1@LkAfQ`eH!c4Llb#$o3GmAR-|PWk&VUoPj68vwn_J!M
z@P{PF3TaiZz%)2eR(l+652K-${V&Cvw7fibd83%PxP>MxJwytS$?Y!)b&?~X7_EAb
zY6P_aJ$%Qi>6+^{nM`sVhgom}aFEco6%R@i0n4%OQeogyJ1-`K&ll1^`L(m}BFr69
z()Pck<k+ZVLA<)G$1CIzbsW`Ykzx@jlYF$4lahgYX@x4o7yvpvI68}y>l4U}=3wun
z-c`D)H#rY2oyuf?fB#tDaimm)0os^ftCFwVm3~>MxttGwJo%fRq=~6%T=M<|(no;i
z_gQGp{k|zst<W;xcvm%;(ZpYMhV&B<#T(yL_#5*K%3LG_P*s@!*(v)lfe6oPH<%lF
z=gytpui%RKcQ*~RE(mHsp(;tQT(Jur{nhc3#`$$vRYK_moH`qW8&gj578|pEt=qO`
zTWc#qB_M-rjK2sgy{acbSAz{+D5NfFUg-x+cH&hbv<;Z+c|${k%r05;IK1jPm>uP4
z$%dsSJzSvI^#w6hMk+Og0di`9^6M9&gVfLOTI_Kzz7g>ja{%&(g}aXY1a?CH@VwiR
zGYseVeuu{g_Ev-;5}c8tVO>diMiuH4q+=lsJrRU(HTAh=);Eqs;|OGl=p(+F9QJuw
zzTjRL4&_+9SS!5P2ry(cV_X}CJqYW8Pn2LJqvh%<4`N(+ByrFQCMY)%ItB*#qyTk9
zFluz4`k<_$A}5S~pbE5;xe`)n%|M|w3kUEHjBT}n4L}!H<WSB}q{9c*(gHv9s?|md
zI-uF@2KYq&3HCHb3cdYxOdn-wvsz?e6o@S{WWz8N2m<JLh0C|A`7I7BBvqN?hc9pP
zkFS8r(0SYT&H4VBj{w<effuGb?{N6jp&Ggo$Z84$T!kc*?op@vpCEJy;PY^#jXzlX
z%4iwt%v+4~h%aj_uS1&i`qbpbN{NumHtMS1Mv6apU<iXy<K+b&c`)PvRJ1qy58_~n
zYZnff>%hnIg!98&Gp+Am+K$9wg#OZlg2Js@1E7%S5rqf5x*yk2e;z{_5d~?y_A@@#
zlQn7(5GH&1aU!1g)>oxiwg=CupO^P$yx&hCx?>09XBh{tW@Vzotxhx>yz2I5OM(9m
z|0D?=3_~#$5v{K?ju1?lVbmOGsxA<!0>lrJ*vf4^V(1C#5Yx;MU_9>uxz%nxzT&y+
z1O#8|Ul8jTxtxiFk>wd9cClJ|sl(%OuhldZ!9x`-iz?=I-AEsJtI?Bw`WOhly{q6F
zgmAqPXpy@}tXPrQ68<k|&b)#uIHOB#-cnS=-A;NUGG~Se&-6lY7*(O#kiF7RiVLne
zP8BvTnLr&6Yi;-l^3&WhQ%nQ+w2+1K-VxmbeID5dNZEDjud)l=D<u)_2T7jdzDi*S
z32-6+=0+<9BN}Q}fja33_}#Y5i0F1J)U9@`XkprQ8FH7`w%0Lh#&UfT62jxcXsxv-
zdFRgDnEpY$mj&jxzAtin8}p@tra7r971pD=<5u6*tbX-GNdM~iE#<xdYf58x*%gg!
z=zA@U3Bf$#0QPT~6k!xM+eUtO$o`tMOK@f7qly;CsjLPJd$L~;qY8l-X$+q53w}nm
z-TG~V?s{BQ!JU7ot#qgQFJqu+r{1}4&b5Zo3>{bv<*^Avyib$vI082A?Gmm@1s&8u
zJvF-a7I@~4PTTHk=1_z{GcfH=u&BENh{sDG>>{fx$^~#?b18lP&0>_fZkqn8!zMMR
zp;j$eaqMtHDPDYRydWTrfs*#$lscLF{Q26_(h`M<_ssEEm0z&vSNX*Ou=Sxgdfm2y
z>4P`ll}dq@M}nwk>|gI&8;Yp6k1%LELA9h?M?inSIvT?ab^ugu97sa|Yz;68fqMLx
zztrENGSvUUP3*rjp+ZQ!-@krI-mbFNZN2t@>$>a|Dn<34g2E&7THus*w>*)ywLKAh
zjt?@9R|4=DxY}mWLK#C_m>q0sH&xcL7QaCK5eluY4k!+9LbJSFs2-#c2%?w=YhO;L
zi|mGtr~qFwI1w}M!bkd0&*??5;-Ki0fbwMl7>#(&-9n5`u8BX>^t&G$8;d9nyzF3-
zUN%WU3;OV@vvp5zx5AMR!e1Fgmh2>a^{NQ;j`Ml~{QcVy-IQsU@Mb3m%Y;f5FcUw;
zpaFgz>2*ymhFrQ$r&r?~20xx`uRitX1y1u`*Q3NFtSs5s*{vhdwk^PiZB-6mI=3VA
zvsS8m^^>J#WSrWLQ-8v1Xq<F4UjB*!UyM805g5b0Y--4N{rbnjTEBBMaPx-&t<nak
zc?QTY9Gl5BVw#!&@wB5eWaeQ_MS~(u3&x|NQ#UbK8)UQwV$v{(d}@c5+&pqBV)3#z
z96DB%3GtH%(bC?HVl`Mpd-}US{#M*#3;-)r*kZbb48~d$Z$FBH+oBa23$OkXd|S67
znLbHCu!mLY2@%WfxZpDx<8UH%7EAh(A_g(7t@nQHR0vNy1FL$s-rK(CLBwUhZ-f}y
zmlw}tr&JjNHWYyam>F139xN~Io;0W|A;DC>W9How)9%24D$)hf_1qq;P8x1O8i5MJ
zM`eeHn>}Tm8&E|#JL&F!|3KX3*&%&NCyv?@fne7!rZFr#llfov<BS;tPS>hvww<vs
z0y?NY0}rV+G2n0<75^}khF)>dlY{=b@as4t3XhlQ#$iOK0BxTIv+fsns2bNn$HvEl
z`Dayl^~sYbnPkqUU2;5=5oSR}-!2Ag10Oo!b+G!-k8F9&sxWfgwpI?xJ;^s|BG68c
z2)OJ<KWzh!v8+IMWO02iLOStAMn(t%Qce}aMpQ0RSmmAv4>uDsuVH=bqg-!nPH#zt
zw;N!Ho#6NqJ@^zNyeh3nibSEim>0rh-rJb>{4%e73N$3%r%xf4s1`1NDm4vFM@Qm|
z&m`<(KdXH71dAWoIK&&7iV_>GmFeK%uxE>0D0qZ~8C*))Uj|@7*!hxbcj~DWnA=;!
zE$IksZU1YOu7uzBD7?Fk{^&72x1>@+^^sg~u5d+?p=iOx@t1xi6o87Kx{r#>w~@Zi
zx%Lni8H6CQa3#HGc4R?S3=}k=9Pfffg#_OF%0Wv^qA9n^qPpR=T}K>Vz#bqaxZ4t^
zd-w?!?i?&WXp~v+x(2J*KP?a&OdHo$yj?g(<^!V^Y2WmPN70Kew}Bn~g~$?Yp<iK&
zQtbZ;9=$imnM9dC9>I%k1y*Yg>WT>Hwg14oY7qCK7OBMn26rGf1UQjg4VC1DljT;?
zke=I0I(`h$RVo>ywoF3Bi!)>w+C~|!n+xEYHW&cYWoc?kDb-GkahPk`d4j^Elh0^?
zrk{sw%rF=Lj<3Ol=4{qy`zgpdGgCgXg?rm}My#+4A}%chT_~K-VELr|BI6>Vwl;OL
z0V4qqCA86mv>8`ROH2I4X}4<xq<3&bU9M{3hH=S-bca@w?jp*}kDorpsTw07+w1=9
z=leKsFx>qoKx$&O|GYbJ_(4R5t-lxE@Rvb2QSN<cD%cc!Wa0h5hcY-%wGI)Y%xvUW
zPTd6MN0Rf}gccRIwRyK6toOo+$6sEdbJZ9TQ(JRI(tCv=fY`b$FJ%lXL)-gdh>}|!
z_MBv4@)o~zVGEoguBGos9SO@p7|DTmXGI4|d56}9A`{YWI*<4hgKk72?aiC6ndH^0
zU2t!vgN$MWSQZ(GOoiI=d6TH_nHt~OquptqrB6Wn05^`{Pe@+~i4j`^WdwN2CrUYG
z`@iPmEnI9w+MrKFGyHsNN)$E77Id4jMpQsT6tL0(`3wOPcj`ezWDJ^~Oo{LegCz&)
zD;oQg3IuivNdmDo&wvv{Q2Qpfc2Kb8HEy6M3~Cwxp;(tn!^wJ8E{-z{pi!R@eJHtz
zkO4N?3JxlTw=cF`&}}Oe&Pg3yOfF5(J`g1K=@#hnafqHm>D~u1+y=x?wn2-57J|_7
z#*nHuXVQ5-Qez_(MbDi*bqW=VMB6cO8Pq<^mpVxA@N=>RiuuXi2n+&WB2*v;VXKvP
zF}Mtl=$$on)$b31hEuiimCr()C+>iL^LLL94`px4=>R#(QyP!asK%+5IE6~7qB+Zl
zYCJ`aXu1&kUp+tWBA?^aA<P+eDAK^kqX1tAz}qBb)Z{-xBA$6f3OVOvGItOqFZ4m~
zS!tL{%MrjJN^yJC4%c#Oqf*>6uA4Ulaj;Mk(n#a#o}*()8+P&)=GU@KHgnDFiW8t!
z1<P#Kfkp?YGR!sSWSkhS+{l=X<3mG3*DKDPet#B*XTlM{4@%)xp~4WWv-4n)-KQOZ
zY7NR%ML6>9`pnURGR8Rl&CGaPcK=F5Rifg2!T!$4@sS)e26KIWj$4_67P=C1QRaq+
z`Em^~Lh)*b`$q~Z%jVwwWiBX1U1V{^u!_UA+g(YEbO6Ae{8~PC?N&#bSMgMh%i94k
z{BWB-d*;@Mure3^em#|8_!I?d8k*+u_zum41}I$On;H(ySLrTIVBn{Tz5p07GGK>}
zcn)<5J6FU0&Z^a<M2MF5;|um5fs;3ZyJ!Q>hE|Y-c6zEojc$b!_g<F1)p#~Ua3@9<
zLJedwmD~~w8my!ZR}H|SCmOh)z8F|=^-CD2IWX_zGDzd9+yLIssk{{~Z5vafdO&1l
z<loSgt^3U_uhlypuh`=pQRn;lAi%HL<_SS$T%7hyuBhO%L_ViypCq3A60niOLCsDg
z>ik{7?}6JP6~A+KY}*-LBY?mQnPtR?w35yz^=`QE-W<subPc+k_+#nK_Svr9(EGu4
z|NSYBoUi^A`nNDx2_GV*`4*#Gcy`YUoAixmD4(~k#@g@Sg8E_w{>ho=)4PMgGyAR7
z*^E+Y$-jCC?{yoO6_~H%jl8i)L3EzT>GotsHO}-KOlXBdMr419y*B=p#2*D5GMi~j
z?wp2AhF5)N#rl6DaOe}9Ps^F+hLMrE^v}I|fJF_3yF?1=97n+`Kn%fE4y15yE1aAb
zif~UMQ~-SC5>PzRfgn6f%dMa~iYqCfk&*LWA4G@mfk5oE`c(sd9huEp%<jz6NS9C?
z`zRgT>gKucLxYBVxCdLuFc;jlSvl=>`&BR|Y^}D*N7HgLO-q2l=3rljK?CvA8U7XN
zA;31$Mn-7}bfD9tR{VqT-AbUFJ7ijhtZbh83Vb}$vpo+s9~;dS1~C(vai3;Bz97l`
zLkG_C))0b#B6AXopn`&4QA#<zKLC)3fAL+ye-Bk_oL7c0*9`R5)c78MPmu~Kwi;%!
zfR>>Ew4chj@zaN8V4J_mnBk<79efa`9}aHjF;e1}_?>Sxsp=6<BAf2VkJRSRoav6(
ziV306phfZeFZf-79>m^jLf&xllEEim0KCQ?50;q7fRv7yp>2j<E-S662pTZgbQ;w{
zO!)h^!0ajA6#t^*YWZ-S*Ct%heMa^W<iqbXk*~w!3eaFakg>opgM)>a7Li|fLfQ=2
zSi)UNckb+2QEB?$JsWQRtJyqVCb=DcKziS|6%jqHIb%dT@ioQKivzV?4ShVJ)1>Xt
zm6sEJB)IPX?3pyw(^_qQVtsA~h)*lSQ`shMUcaH>em5+)DFPy*D1f1{kz_UhtGV}%
z%eno-hd-4<WHyu}6w%T|Duspy32B#hnpzT(l2NoZskBH#dr`95^NKd2QmM>@hMwb$
z`};h9KCj<jzw3|tzP)aBt@C`3<2c^Oo9p`fae++RwzOI(>;=i1(eOaxc18<)@%(wT
zTcy4mX1Ty_-2}PQR{7U8yt0LVh{&l-f+EH%6WLF+(O;0c$}q6wo-FEiSHY#TtCkI@
zOh+WAGf$}RqF7PodmSL!!Xuy6kNfD+Y(L04j(BU1FznphmM;QsAmuVGuAQSrKE>A1
zy;9GQgX?(-)>I%74#Ny96h+WmFGJesB<wmze^$WKi;%)L2mXFCKBzJGShf5Db7VDA
zDzdvnv|DBrn%>lJz;o2Kv_iHvG-ishN-n9$abbVN=#!M<E?7`m#O~2?)Z8n+&5K>(
zMAL<!7FWI@*;}IZ_MR-p=TKvPkQZEXc+HfNBT$2`rZZ(>#>bBh|J*|fh|E(}IK9fq
z(3TjsbwOMoI=RyO5s~)b>er*h(Fojdi0~4M!j$6)h{@6}`!fx?()!BVbMArBSD$40
zq_i;PV&H)-EA@2rhsD(GzEJ+Dii_!2Q@!&*?&cki&GB-B7v`o-;<H-s9$Fu>!zn)I
z216%C2Ur<3ABMR~&p;-t+@GukveuL~2?|<+loL9fCv#iTibdb_N4X*;$Z{OgL~_pE
z=~&bItAh>T!{cKHzN!7C9K0l@rH)AQN4!~-Nl&S95rsXO4S^F`sFOM&-#~WS2vZ`t
zW-pjIQO?G&CFD091nH+S9so)Bmyya1`ld(y*vbOlBLFtvZ2E*ET{=UwK>8xPHj_^h
zE7G4_hwZ5W!r5{qw(tr%SA@&Eq+Oz2TOYgXBazk}rej?@pY*_-^Y7Z##TwWUm{tun
zbp(n#npsXD8+(avL5mI0EsfjjG!5=DNJn;kk(r(#F$Bq*#H_9I%vXl*FBT4(!P9>z
zy^$?zh?KuyNvZXIjTQ3Shr8`Et+m{d(?Rz@UT0mS2LM#h`m+7I5jK<90C2`a0gcTE
zZ`t^osxka1nqQHCx<W<$A4DBOy8e`-XGk{(#p~wnC+;v@f|ep6)1bJip^nZcDJ{Pj
z{;(F1cDuZG@31`kDgAD|c%eJNOY&cXhW_oN#cO1AxP>=S{?O~q^QDtS<=ymWA3Gj6
zm7A<!=6iN{&&(Hw8;o~}=Ng$^{@_Uf@MwkTG`W|qcMi_99J@00D7$EwQ0CBN%&QO-
z{g`Soy<-6gWfd3KHXuveIdb*;4l%HyLrzmLfDc`M!hTs<3y4<=c$dz8OWu0+R}zDD
zTYqTww<&!3-?Q@bF<0c;OV7NDlhgL3?!XR#dlI)$l{Ydk86Z8lE6W5#QPKV3gB6=3
zz1L~2L5+jM%<q55kBLP?=6K~{lt)phEo(89!-q%5cQi3%Kn2pb0KF_`vM>^yxAyN_
z9S5F2+lSR6wu%(TO~9+y*NE+fQ0kRz@tMgk>p{}yq9yrao2Wp%`D*)TA-j)$>l!QL
ze!my6pcSvzw}ILM0iTVh-#=fRAE4#;qiCoI#*wR2Fssm!iYbh9;sRPQb6JWNCRM@f
z6P)S<<lgf0@wFr&XywRK3Z$JBqy&n%V^B@Ky$}b6*+y+?R&9#nH9Wy_67-DpO58@Y
zkL*xd^7^9()fZsu-xTn+)b%bwQ8V3&UOMVy)__yjIM3qR4BC?qXZrT;DpOlZ1rT1{
zhsdFIC@p(i?*P1qL-Tm0_HY0ySNHq*8d3|tZwi)uPn*3o-SV_rKWc=`W1vTSwm`ro
ztz;Ucsm3WsEEYz44|BHpy-6taLBiJQm>f)44_&0*nR^*aF3tdP*9EO$Ii(pRZs{WT
zAY<Fanb)Xj8HhA^tm&hghK5BVlR~aD&{i_}p~sRoB1&XBw^<%YF`+Baym1=}6|pu}
ze-BJH=>f--+VhBg9lzGar?mcX_N>>~8dJ-b5F2~)G*f>2QU>OvAxYs6c)5><N;QFj
zlUXDp;NW6qY;S6vxWW~(21!xx*u9KJ=4NIZEyjV4PF;B~Qud9#eY_`Y@!#W`!*0;V
zX^5{_lH<Wts(#>%o_5x-e`Zsi?W_B2!c2*(wjrR_<p8XISW{^Fgnrbutb1=@`KZPb
znpxjD8)sjNQRF#ds}OPgh93E9aBwg@yn2KKZpDDldbWXU0xsYWzr9Ywam+)+(r0C)
zjiw+$*W!hXLIqLOzP+KQCWj{u1g&xoy+ZC2Le}XWZp}4UA!|lcptIZjq7F=X7Gohu
z*A)1OT3Iy#=dlr^M3VC(F|T8Fo8>KZMiL5(Sd}p_Msg2foYAm1{+Ou^-(rbIYO|^d
ziViN0->B4L4!lkF?}Z{sM`Fby!$n3)o=6wOs_(IE@kmec1HzSA6>dPY&^m#B#?s(e
zCvg4M_gZAO{#S87`YhA0Y%MaHxz<SYD->UP4D6BI-w3?TQ9@}&Omrsu)lI#S5skf|
zw=kwqnocVOvd%hGUUpVu)4zWYddVZMF4*?z(f5O{=NEiiy<&waQ!p7c=VCs1r(>SZ
zz=|LfNZ;-oHj4tDCa8OU-Voed(_Wp}!4i?ilB~0VI{p0Ra>|Fu#vLDhRUTb+;;dwF
zc9SY2ck0#`xNc4#S%wwz9lVyZoRb5OV0CP{7BL-;>HYGXAoyL&oG*Rwe~gKqF($zX
z`RwL7kYkbp%qbaKQgZA1goqVusbkq>w_Pg9qeN;3#UYmHNIm39fc`}jv4+Qp^Fg83
zMB3xgleaOjLDL0;Po^?metkJ15h%Gw#xvQ!gighVOKes=tMq2!y#yv9`|03iLZc0$
zS-ZXff@rx{6ZJtyMBwM{(szf~$k-&OpZ%7cuZ;|?{wzrWT)$X;uT<*hi%WL;v8xyZ
z&>}LX%)FMk_Ne?@qhu$bcF2f_g0bLmVd5lN>n&A0$)Wxh#YUi>_bK$Au@mN$R_}bH
z<XZ#^zNVO8()!%~{R^OidW1JOFQX(j<Vev4><-0?{tDpYMEe&A^(`%<7uvZqy6VzC
zH><o4pPPc^A23`}Py~QTq@vsN-~E`mD<zCzzVF#PUqeiA=9yP7bCpYF40o_wW{CYl
z+zBBM2!k^7(k(_kQYaLv-8iZWP?u)oZJf=xp+fd(rtK4HbW3NA7yXOO0YN9@4cC1M
zynemm)kcFN`%s_@dQ8i>RlzUHv>ko?i%?x3D#{i27$s$!RMMR-2nrIO4RZ)??{4+U
zXzzo<Tkgi<D}=$#j9;_E@z(1CEtw<6ZTufS6cj-~HrQJkW!>*MdZyL&PMZ1xW^tPq
zUe}p3Kr1!+_BvJmhP+my@Zdz+L7-6C=|XsE@po6Zk>M1wEdaP87uR3Fx`sfu^z7(4
zteL7%nd)?*<2*2u+&t<N)D*FhTR5y2o$0ya)~+u|L6QRBZspqVuDNS+|2wn(J<{EP
z<-)SJ{S04X+onkq>?g^kP}m8$DLprtvDB5R$>)*p1U|lEBDkwa5!7}Vm8SFmL7Xs5
z8T;&GgMOgH5i5>}U|oHy!}WIdqZacu(Cirkpl(<yGMne!Eca6tq5zFRo1k9e8J{4N
zGXoY(6$O)x@Xr0y4Y}sk-(D*(WW*LH)xf7Bw|`sjVz-UAZ0vsxO^jg=QM`)2jio7A
zGtmbz39$?5@?tha+*@Vz<IybrS1*e?AwG>^yimRFbWYxiWvx%-HQn!J9PTNw-Iwvs
z*Y-ADme|6b;qg6x{!BZ$-bgKm)JQ!HBaVfU@k^wP{?iv;ZW4c`7z>QE!La6|%ZbMD
z9^#^8n(QA=r(%1ON3(d<+O>jM{|+3NRbEC{w`JSX2;(A?SQF28jN!*)L}|{OS)O0`
z@?;^=qsF?ei4`;^yRyhkO)X@f3VzQvc+IACs4WoeYlzU&U#Q`Ck4uBG=}LCAZn;;X
zl){}KS_Fk3k}<Nq*P#<zC-P4y>}hdQ02|^euaSYqle)ma4M|OAb^BylF4SZaady~+
zme!Z>=M8YOZk{1cYo?EN%#9nC-+BO1LwM3b>skyZwT1{ppka@8eS;3lX4lRaU>OGS
zLL<@R#(0@>EzN*l^L4B#X`o+)*0b#BHKk_-ssift_)9zIr>hbZOQe0?lcjmQ97aZW
z{C3P2&(3coMQ4CIYaX^ZYkSU3=R0T$+Y>ukDNvzr2cSqR&hFd=f69sRo(@^Zt)3bA
zhv^dUmCsK05Y9uQBy;OWpCzdmJ=a;Z|4yCsWo2h|Q919e>Qoj>MjLjZcyONAon3Ac
zdKK73n%AVBA`>4;rI!E_1yB))=f68FpkHESed~jUL>i+5G`JdePv1qj<I0L<xCj-b
zy#TMD0u0D%vJYM0V8(-rFueD+`&7U==|}9U?Jv!6K5t3dwKv@QJa$4_mix|7$qYSP
z5yF^q^2R7wChL)Yf6JkGN$&%8QX^{H;f4=ZK%eE`bRAO|1SA4522Uuk@6rbGYR(iZ
zEYUC3VGAf;Gro;LFJ@FgMD`@aW^oz`@~?XVh&GwEM=-@YY8<&?<Ta8?<__(09TR!=
z)rY_Vi)FZ>kKltgy0qxTq&W8zdr#^`Xm$%JNlK-sP|j;m`?jQylxjYRk@P%Knw!U?
zaB44sC-7#g76`hz`!^kIf5l4Zs6tC<vKusRLBn~wonC7|ayHzd^>CJVlHw9!mkex>
z8$=}=0if|K+7@W5r8COiKBQ+)()0zuf2_E0;lg)Aj48zMI~`DD8n|on`24cw%L{#y
zlB!eLh4rK3(q6sX*o&T8;_Zl}&sU%sF>ErC)aC5TXxTI3>sS0;trfD%^+WWNiW%+n
zVWlw$baC$uT`NO5(__W=9hq9d#6-)h31`xDXY==OVtpyv!KGR#a3t+I=Q$?sI~UK~
zwk$(A-WELJnL@W+^M)t#+L^wK3pKdJjlAhtpXW_2DT$WUda(MsTT3bMf%oH$&dZop
zn%yxCEM5#8CANZ~4biUeNyzuw4bU}!p~;z|B(V4V_UR8jtDqiBTd|{Wk&*tVVf!Pq
z-`q$sg62%g2qFSSVa?f;{Juhyk&`*<BBjq$?&o(tzVH||R-3Q$Ri=$73ohF$ifZ1z
z1D1pAX_IDDQ^7<$kVdgA=0sIATrqU!SzGS<)j{bMyjTMq>cTX6vdIm0nj0%n5;Gb<
zW|*w_si(bv<dD%Zn|FhQN`7>I6*DO);5SE|K3@=$vg|z-)S_1h4`Xq^1{N;K?NZu^
z-xkc9>}1xDAHoP_InnEaeO#Y^TR!_mDJZE!n>NLP3M5tw*7O_|6%|%YiA*K-uvBSZ
zAV#SSo0@`&&-&@E@C7hIm+u6Z>TS8R(kyt@V=#jNuVPN)JxLv7nBX#e#nytq8x9&S
zyj$h?YDimE2rj9kQ0(+J{?MW`G&?7C=e-v`L52Vn!#wtn))B=KO*_B;sS*!fAVQxE
zK|tci18ww|uG1<S2!wE(G3>2pKT8by8B`U#9p8z-@jxjt52yj4MSA^&TDojTXX}P&
zMTSjrm^|({_aq+MY{**9itp$T^b<Nvqta@z6=J*a!Ydda*wAxdvHZcs?FL-Wuim(k
zsuZe@p07FMn47aR%Jc$(F)yG_8ry$h<zWPB<AcP&d%gEW=nN`itL?w>&!~`)75Q0d
zUrVtX!eZvvS1YA8A>osoShVbs*A0C3wp|-hvl%~9R<~V9=z0}{)|jV-e!DyarIv+&
zdH|{wO&PY?yaJa&wcnukG)0bN8GJ<xTL;~YMraY10hD^3e#bNss0Czt5CCkWYaG$m
z5o#i8D;eIE7|y&Xk+>bcT^hXmtP{f8)&}t;7kD)JGA?PDMNsPE4s?4FwM=<5Hy!Mc
z72|t!=C(&IlJmP=(Hi%Mr0E~_;-*z3OANNrXbt9NYR8UW9cl2a<dK`S+4CFac~-Cy
zN~O&L4>~@SO+D2C&R~h}*Ko&%=7@~@Sm@Z!#_IK{&3rY*dRk9qJEf4GcBahTBeIF_
zmEI?KMtc@DRkj`#l3DQ!seDDI&ofE6;56Sl)Mh;pdn7JfMeh$<L}oO?lvKhal5&?V
z8U3?6Tc3Uc0F=(j`tqflN)Wf0t**~4H>n^d9-$q#TkbG4mYKPuQ%KvH$0Ry21nRf3
z|JePbp@7TVqHEevzo&qV>Eg-nb%Os`_V^F6?6{Dq2NhFw+*jQEn@B%HCf=SfQ;vRQ
zDypB<GbUwH$Aa5e?mYGWQiQNUJNT@lTCpMw0u7XlB7=lXWq*Iad3i#7yrWeO!<kn3
zBtd64tu0bguRci+m|Wf@nHAk6S;)HP)!V}8Y2wlJ@hO+o$!J!0u7ZWk-(DU$6w`MJ
zJRf`3E6ygFea53JY~np%J7V%yQecdBOa=u*7f+krsZ>G8N9;D&GxPA?g{i)uGF@L0
z5yWY5@!Zzb2Yo{-zi;-TpDU)D2I?7^i5@WKkGRK}?imQX^BFh0CH_Wim2y8UDIDRD
z6#@RPt)zy3)23%B8FAZB_%2RkXMIUAn=P*Cq4kH3i!FAJXs2uQ(kyxc+GT1KAzo4{
zmOLRf5R4qIK;~h>*B@`=98g-AfG2gNXLqi_v9hI^kp-d)wm>T2a54q(SwqT28Lx?Z
zr4Q&>QqzySz3^}HVsfFqA0yKwBNAor)q{_vT%gx7d|q9xZfIy&(KGy=(Sczg^9DVo
zV7q@_J$F7^qQ~7w?|bFY1c<eIKpM6IbTBEu!S1(D(jhqQaf|73kUKw4K@7M0mlt3Q
zesS@z_Wc*h3?&fmJgC&j(1$S7-QTELG~%7)if_w%>wA3awdLuU2CpY}aSCJ}?R`yD
zyIgApncT%iJD5FmdaUzA){Q(^J?O9Yuw@owsp?@GkQxln=6-2+_m)s|Zr%z?i$?mA
z8ieZ;%po76MoccuO7%o-T-VUbeGg985!f+1@Q|6IMsUk_*p)OcJ*xRE=|xdt6=R<O
zi#E*Vj*@u`E|!Dp5*{E2V|?y2FIp5rh9oN!vgzA=K0=geq4SGkOud9JEozs}YecX#
zM}Ny>cMdX<sE6fVv3A?CIGH+=JGzJRpYFA5p`*0I<|#{3=U!agn42lM%`LJ66GN$x
z0H^)B$0RtfU#1gq0c|45unVK@{8`KIdLo@!K(4cS#U#G*8g%GnFtkbfNGYW2oBPV(
zsiMD*kv7FjA~|II_I^!}h-}u~gOSwvsguPNr9}}^Qc!roZ>Zkt5*7W>k1(u3wI?CC
zUG+6X<*^UV2~GhUMk`N&&Hl~n{3KS|VH?B+-w1RxO~&u^G*7I}DZ!!Ac)Q#43$O69
zD>gZMx15Cz;K|F37RflQZwM#LS`&#67_%}tA~%~PUrDZ!ahAY-SBc~^;I|eCIvYcq
zutUO5Z*&=9msy2&jR+lW#De;}7#$FYbRxX$U|aeyWoqnqp~3X>rh+$>(6>c=mL9B+
ziUOqDmguYt*o&Bk!B-J@Xevxv3j`=iK^_-DVQayKxj(WAYk}Wl$LpH`!*;s8nwF*y
z%h`vRxHZMn6qz-*wnO1*uf%upX-m>L@idB#UIS<;;Ea$pj-bwnIhxZ&S$cOQ`o90C
zPEb6hI8l;1k~Gno`s3Cj8be7ZW*5ATFWl`o45-#+>JO!GLd=DtQbRT=&ANU0jOM#x
za!vlbcLJJONesUFSC4+LWZ-y@$~lT?Z$!!`v`GrWOsp@pMnn|^zXie8KQwRxt84x-
zgG~Sf00anW(Ml7LEWb?qldKqkjBo%o+ZniaiX=<X8M?`w5EwcwmsRVA(&_udgB$ZQ
zHx?{7{G+?Bqa*6jLa1B;MyhSNebG>>lD=exOyJQYW{Bw$=TOEI`u#Vmnngz|w-Qk-
zQ8)H_jb?qrYqUOl&^qd*@D`(scY5f8y35ZN&pRkgk4fwTmv$y|uRpUmES<=}Dg=7L
zRSTS3$6r6((c`Vz=tTmYc?-(%ZJ?G`z>#8gr!E93vZ#^BI1;V&pKwKOgXWI~h8i+<
z>Px!mn-cT;9=eU}&7nV-tQ3*}9VjR8zXJvwSggRaeEISn5(nL-XF#znE_-?>!u_rH
z&)a&MxqvPusC$A-rG(#;*(Z}Wy1kS$o7~%x!k4Iug(1P5bNYO+&p!JxlrGm5#mzY_
z>R0Wp3KQnbi(F%Q?VeD0KuvbSSV2e@pZ-cE&3hX6t{$$7kn8HmZS1sc)cr8Gb7;Ec
z=bq_aPV-OezI(~@{5%!aJQP&?^Bm7<`Jb+DhPa1dq3MYo(85}GW}mn{hCVpNgq13;
zANxd9T)TrK$6H1By!@zqvSp0fA#7<%8epoPy1iJU{FFY^Yo&^)^q$F1^E~JpIOV(~
zR|hR{z-8hpw&P@LG&Dl{X!L6u6bnCWMNr~akI{Wuq@Q$bu3c%l&i=dnNp256Eu`Xo
zmIBoaKmWwIz$SF8x3rDsyROjzN`$SzV@R2AAhn2Z5HgG~WZNF*HlnZ3TvvQf7F|Hi
z$tR;6CwU7cZE4RP6<l83JN&H9?&P(bbPP<ooX-)@qOR?~-%_y!U4*4{=(eVWJx-R(
zRwws_cQ2%9%me}^9x~qV+G$K`k1wGB$E;S4{@vJ(y>PIwT6%!i7kR#G84Jrz1dW3(
zLrub{R8LK|^=pj2V7Nxa-4L2ps%6-iunHUW_4lv-{58e$oX;hj^$`TpgNkm<GyNE>
z4oB1V@;8THwrDfIhq9T7l<Es8?ZEgQWZ3!7<cQ{;3^z8}kX6fNzxdp|N3K4B&`%Y8
zhNo1~@l4&&#Y}xG#g%L?>QD-o*}1vxIp~3%h`=^EM|%y|EyUByt_esqYPf@zkXksd
z6Qo^P#jjS<+i8@4+UL2=4a?)hVjQ!sORhSiCGu!JH0r5xH^z^+1{t-`8A@3<aogo&
zc?(YDqo0(GJa#XJovh3Ip0B>v5#@2UhESN2A8WUh0>`S6uc-+~hz9Wd!7@#WbE~#}
zW_X^K8c(#(#QlUHUS4$_w#}Q3A^-|L?y`=t>L3E-RV!9hE}(ZNO%8QtAXJ4&l=2`V
zw3EH>{;>Kw=j#5a3GLSHtMx@h7*y@_*S<N1ulsS9x#AR=C5hQ{p~6yk;?wIM<7tF{
z3y6xpp=|ADwBaqqjxwv1k6%~w@O%<lomw3sLchWEVg$|f1v2LbG$mo+&GfCJtsZ<7
zOB)*XYSm*{12V)cER=8dI_<GHe88^e-c#+^Zr2XL@W}Wy59LWuUghosuh=eny;FX{
zk+TL)Ze(!S<@YyBtEE)PCz}g&jelrtUvvEo7cS?CfDc0P4VIAvY5NYLqb$ZkMrB8{
zO&&XPFc!|#AylV8uhibVPBk3{A2k539iJ?bYbvPbj`3Gr#-d}B-j4ZH-N($r9rrDz
zrP|~xwBul4zzW?=XVh2<*R*Y&GsL#h!jwXp8z=(U!0o%$QK%6SX-wznA9>*<%tl^M
z=*G#NEg~~s9-rR`qZqwO{O}OkZ_PgO86c>crT(xmRE^lSk$;9d4hW#0J$;0Qk|kbn
zKD`jc>3rI{p-fHdc*@C5mb|4bjyQK4pp<fzb_*8qay?zCsQxm2qf&tG4aaKN<HuVW
zzP4&_(|^2MS~x4I$LFPXj;Z1qbT4B?C~}CTVh~kZE-%xC?|lJqq20~E>J@nPY7R{f
zWlI4MgFdsGljK<y7o$g>t@P>L`AK-W8oX36k@}jtm*eW&q$Xnj4X3$sfl!2Fo9Mx*
z7i*pUnM&i&eBjhWr0{;yUU})w?w#?ga}>-pdr(kq03G07dhOw-<Z66{%;OS?#Yp`o
zWE|%7@`WRpHn}DtkfQ=#ZSCWmD66fezJ3yJsA}!D9^MnKn}wy?ap_4skaAy0ohDwK
zIZXCXo;+zUeh&wt2oyOznPlr|-uYRt-A^!KnGSqF+`zdO$Q4O`H0T3}M-v%kMh7Yg
zrmfiiHc*xWnEA9suht;&z9lVqN=e^NQ02n1-uonxVsNBiQd0-+y21I6c}{mnQK~nz
zg}fA3IQyH2q7m7Z`SY5U?+A<P;>M%i!*{L>pdW63uvfxEa*2$W?Q;~9wKKoJFV>~L
zERrNn2>^iVbAF+<8^r5v(rab1hbk+_;mw;j4eW;6a1VGmhi>F{VL3qpNc<Q=PZ*As
zZ}Ve0ApXsC=z2Y-c10LU7BKcL>t^jb40Bd58$XNLrDuU{q=3!$$iTGxjj(sC#*-!B
zPqRCo0PSx_-R{I%(RM@QT;-KYc$S83R5AG!ujVJIAJS<C{$%0{)uxlwz{P=<S3ZP6
zKvsSgKPol>Ql%bn@9k-u?>*4L)*)HM81kJ2W~H;b0>Qh1Ra*!TrO$%Kk9OuSt8^$h
z*Nnb$-0V9_*R0RCCO5QDRT%mcfa-nA<8^%Zo!>nr(zu=VG~C`{cx2#a2v$9n0&J%S
z(oINnCrsVg6I))T;35P{2qFmNtkyj_^pq|3MzZ3Pg${0Kq0QaNL08Di8Nw>8(gEuj
zdiE0j1w2%W3RiRsEf$1a;duejGU3>1zYp`!wy6deQ-=3SjxUUSnN*1IEFMG2&eMz$
zLVC2iA24&2ebUu(^P7ItmMJxE-VNP+-+)jy4RI}K3u6jW?ok`98NyKGf&F0^Z`m*5
zfKZ<_qyZ)&gaj}Te`)0kw~?^&PlJQ}&@&b(_bO;hs=GsWaP3pR`=}0k8r_#QWEOVv
zMRjYh=!OFh3zOQ)>QG3OODNoFB<zL&DCeB2A_%8)<D>_f!Vr^r>!U=AZ(cxeYyOm?
zPS3oR6P|VZGjnEl6pa?E|K|X%ZJWlDSm$TQi0ls>zrNEhm4wpa3Ej3zT?~-M9Hn^X
zhp+f?SVJ*JAZFlvjcKFg+94D>+66X;M_xZHMnzwP(t;O-dA@hS$RzSr^kKdcH0Tj{
zCq(!{=;YkAWQyudj}+3|h~D}XlR&{7HS|t3o#;n^E{yFYBk*IdA9fgbxPAi<yN@_`
z0wF6x5Tny9rsMUaDcdd6Uv?inyGNj=sEnQMdI#DhaPF>;Yk5-(+P`6rDKqjBlTd+(
zL`VcCV)Q(e_V2$WhmY_ftAJLeo^gX>!su5<syIAyr^eQDQ`8+;snu?>OjWr1Ryk<O
zRqX6mL+U|7Hsu{W{#-3B##^aAvd&q7iEVaoZoh?;nEw)vNQlyPh$e$6d7sw~WY&x*
zD7Pg}FK0YWIk0l>-WeLguy9%L<X5VubAr3>RdY(`Fe6i?5i*7d!VUYQ7Uf=;WNO2y
z22|@!&$DO02h#P4%|A^cI?jh33QFjc=7(qTh3uTRZ8UVao~aqG$FlsmWn=6ypg3fN
z>jVv7C~Kp}jdeMTP{NSmQgBh5Na{|Ug#<0Dw+_Cf!afgT?t|TO>nRESW0MSdsC7NA
zUsi&@v1v9m%4GVx9jo7ccCRFf;yRC9x88aVRhC%&?2N)U7v{V-vr^6~ZI=tXUwQzS
zTeW7*noZGnmh6*<vJPU<U^vU&3T$u&LOe@G3Yvt5hdEoPbc45!%Yi(&eHl$ZrRpAQ
zL^LZng@G3JkvBM*sNURyg}N2zev`nu_)}Y%yWOs{lbM<Nh1)c%FHejhyhITrRQ!an
zpb7`OZF>_sj<Geg7s|1v5_auE^+l9fl$GYzpe-mc2|2*zkmEhpDQ4%qc75LVz5wLA
z4z(Mv(Ss2Kj~WmmmCrYHx$&n*KG^O4G2&>twvt+uh{FT2%n$Ul)z2MHZz5nrRFAVu
zpw9+zAIT`e<01y*f6&qLl{6zMI~2~~>!-Qdt0okji;fR=!fX<#(0;k*Z$Ez)^SJ5<
zEiHK^zdLAi??e|}-{MET_yl~cTbS%oj)Y+ZjIV6{mRx85_T%k|QSFArFP|ThdhJAo
zi#tu?C$QjUI{N7IQzJBfTjZYad$02duHLK>0(EwmS{tr$^{*M4%vY%F!Z4329!Jq4
zq%&SMCp;hai0yuQjD&d(W6uq5un4RJ6x1fN1tC0Or{s4giY7to9k_Xh-i`OF(|KmM
zb^ZA6M8U|y)=6ZBG4&&8?@~YxBZVYoy!r9;`efeKro(4<-5K(EMv@;uO!gTX<sVtu
zlF2;#h}IX?e(3?Jdv#mA-3Py6K7J&Qp10A~SxP{lM!Xzr7T0guz7h(Sgu~q-57GV3
zc!Zn`d+5u<sRC;EwcG-#gg*i*!W#2nIjfB5)8pNiKTb*A@PuAN-0b<HxZCqx2sg3Q
z(TQZF9E;IJ*MmH@#7~Dw+3A#ejK|(QCxh{@bD%%i_ut6Im2g2+%Rs?nJA$zxou^x5
zWqaxGPn}8m+3jSC5ipMjsb?h@sk5&MJF@B|^j1W;U)`0R`eK_-rhq>)TM{2@7^%Ld
zgQ8fC?oA@YN+eUgBKZ#&Vt{5(7Q-C;cdB-VzGC~f3`)D)V@*L6PO+o@wlTss;X^;m
zl6@Z?K~<NDNn7A$Dx_U<(VdIehT_jQc`YFeQ`Pc@%jG*dei#OtG8+DXZlLRJ0gOZq
zBu<YHrc9iNR!RHr!F4@vl2w*(W;;OpzQt%k*wLIMwA2losbGZz0+i1yUs3IptFD`2
zfoLUo)BM3i63@1<Q3T?m_eV#zRSs8khP)io#wdsRqYv1%@DsL{*YYo5lq$=KnJV#%
ze02*o<jst>>&IY*pKuYshW3!Yww=s;pA`oJa%O7e?zmK=kB5)|Ei4uajkJm7hJ@5!
zyl7EQh0E6;v{rdjuFRSki7gV$m754sgbFr%%OM%-y`tOf-UbZA(nRx_L&^T*&YHJ&
z9wy^hbb-SYoy^dWp=Wz;@SeIVQn7iQ>Z_GptD*jbDporyLB#v?Ct%uE^kP5aV&soZ
zIcB8&YQAUuWG>fjtn)CLIGgoIN;qVjF4I_v@AnEOCqx?r@VStBvhe*J$cG^f8$ScN
z+}mg+vZ`8HPso*~jz}8{_b2}>n>u9Y!6B&AP_z!FS9Kg9tCSG~tur2}MGDoX&{Lll
ztz5a1SUQiEC+nHv=A@Tr2ktGH3xY1nh;@PCycDqH7^(P-vHWZz6fja9e#@Bq_=$T@
z0#J(86PyRIgN8I-QyY+_tV^E(SfnoD5H;?tIBMs-x1Mt+>{e^P4b~4rM0uiWg{W|K
z@)J=9ugr{+%gfh`pq9OG-Mc{Jvb6IY-kd{R_L`TgEEMeZr;?za^l<Hbc=`e3Gu&5p
z>kHLI;2XEcP_$l@i^6AH4#yrmzJ0fRu%ulf(jFm#)qt!29;ciGNu!FGW&yIcs8Y50
zZoz&C2{USzGV~or#-ZM)a{M8A7V?#1-YV3=LdeZ0ib4{J0t**eln5gX%!p!nS|djM
zh0a;JuZ%)rf>VrpDOEwFGXm43V=j-#$G}%wJ-IfVprT);lE18Q<&G6Sm{^T{f8d1J
z%CLS2u5(_Tj2%zi(U{rdvyJjxMWPb#F`HUnB7|gD(k^EzFeHW-ndy0v+ze(*mMl?k
zO|kJ|qiA8q+vS1mSZdp}b%RYc`2B2{E)e+BJXBY2#`t~-?QX%L)fc_^u1GsNwWZzg
z=CN&NZVY0g4((eG<NlCsm<AVVmi>NR-K4}l0UWEo=n`IeQtol+zxe`h?tD|Fy#cIS
z%@n<P<zr)3PtP2fUNVC=hisWiheniDNVg^E4v~k|Ii1{<fFY%;i<JTxOtG`X^!m_L
zJV-ARFoKYaEKD)Z46PE|*277c@@MLBn8(@UBK>Ggy$X9_s=^19LF7;f^it&uDW3_A
z<3iSeCR@D=-U-WLga91K3(xF~w`4?-n3AL8-d^>>x>0);At*B?ZIX|AUq7X0Tea+O
zBO9W4TgJUEmIn+|kB-wW6l1zu{W|gdmfpfMGcz>L6jf1XRsqu+!A7ao;gN{DymD>d
zx0YAlT49uny9T43HaA1n$K((mlKpz=$J(o!qWd5JdLQ@=gm3rx?(Ljc4?b?DQ}BwM
zafCj8_fvSF*t<_7?Dx-Zl!O7=kONe?F7KW)#_T?wZBP|3q3CDQZ6gU<vew&uy@Tw1
z{$(fvnsJNykiG&=Ke;l=u?8Rr<Y;fFbg68dO}_|H6Zuwew`t_y7%i%D-IcT+Dn!wC
zjw-hyRz}sHauv#<YIXxBBe4#qzKy&oH-8h%DWt&ca}_uDEmP?xGQ_78$o>tKWY^c1
zXv`(o3sO}2Ai}JNajG6GLVkipbNp*AXFGF)@<g)MvL{>7yRM*;jf}mzIvMqbh9EH1
zBktG^9aAtvf3^`ftw8%Q3bCO4SzPo;emtMlXfXrzN%=CqYc0rn3)#MA0~ZhT{>`-N
z8+bu-`Nr$>v!_tpM`s$AYD4L0zQa4SFw#BlQybbyUpC6e?a=gbn=_4b(~sx!1FKPm
z1^?jG#U4&#Fk^gnTuSeer`Qwb5)B4J{cmLJ4HTiA=5g{Jf7rbmZ2KK}w>mxgdf9Ef
z`<M&1Dt?|M`&63hf0WQuhZN>tSNE?|7?=Z-)4Aq>-7|-*voiRLYaWcg7(yjghx#b0
zYLk*zQp_%|CswE%J#sfoduy(JWS3k+Jm>Q)YTrkmf+ghc;kTuL8}t&NVi3!BVkT>!
zn$B~(%SxV}B|jEr5cdze?;efat<&%ftH%eO3g<+P?W>Lz+3VHEw`f0JJkpt)Y<U8}
zUwGGoJ`XgpK1<c=*=&{vb`rI1ai@q$g}vf3UNNu3R?ykDFLl9(HL29y+V(#F?59wi
z8C@2q+4l=jODe0&qf-)T8bzy<lNUEtyizp)j?UZf1S<IY`kF;trn&wi`8H2<qL*2f
zXz#Q38<_=gh&u8c(N(TSy7E~%qa@%l7x3J^E6<<J&{+?t`T*J#iz=9Abt6;?#kr#?
z#mKljc&QksO_G&AAbZtqZ^A^iAg*oE@UxztxR^`z6P~+p@RO#8J-o)KFRT;fci#ub
z(ax=Xe1@Nx3l=?)KFNRrum&MJ^Fny!`MS6r4`BXXCnB_4{0QQ$6Gzk@Al9`Bdmf`t
zzG=HJz$@iwrtV>=HSB&a5DYPdcW0#BDTt#zi|uMn#`BY>>3p^j4>8W8m@l_aH9;AZ
z)#S3*tw*9+b`vRJA;R9JS-ps&`mSNbofpFcMQ==yfg(U6bTK|bp<9Qk0pfx24W_^W
z2?+@V^(y++5ADaPpE-0E3f;~I(@Ahn>Kr=aHr15^Kbq>G+9jfo`ijKp72M{(J$qO)
z!ZF*z?)}{-SE23EW!RItC5r%YupZG3TE9nx7>r}y3!mw2kzc=Hd^G@7PGn`J!dXrA
zpM<$W18gyLkXZM>E*PRh4AGv4kckH<G{zpuR=oPE|5QbEC&K}vmK8EA(Sq(h#iBM$
zJ4JQnsKcGE$si^BYf^(uJ_Q6$63>Bi!SqHsa7p!vSDntnw#O1DzdhKeEDf(=Zj>>t
zvG9kPiyN`_0=;f9aEJenPsC0#y$^WSccs3I#`F@Kxd31*NIn7M$${4k3?l>wjp$~L
ze}bwfCRn8OY+9VIb;sB8g6*Un@F$YIi2I<_k0t27u3lXf7m6;nn<EvT76uHKc;=bl
z$(0a@CtP2@N4_dzcw;a$BDJ`Dd?pp=G&r>Pi}GSA`Lo!<(;r_Rz<t|@U>3G=lX4BJ
z$Q00RMcRJ|!-9()sHdD~SmsvS^;`}vL=8MtaQ`3y@Ouw2tcq16NPdd#;+wxjCUzNb
z(!FRvc!&CSqT=qi&p4cXSqK)9Tzoh(G6!3hss@}txbhwfFq?U^4jh#Y@F^zC5SoT!
zPrMUgOogm_6TZok1&oZPwwF|cr5(C0^h~?YJp|O%)bZ@;(=lBc*ALeXsuxnrEC{oU
z^r~TU?yLXJw(E{iB73~W?EcPaJJB3Kf!mu^!y-STVAsD6CDA4ov$5oI;eyiLeatGQ
zGUJx-e#yGDbYLT)P0#ei$g@iTkiGu>%B83>AM0K;=6!UkpXvK`zE{~s22lL-5Eqy6
zGax9@NeUB$S#U>M7drw&QU7)?21{Of{I4*aHR92HlP(_BAbcrAs)j-*MH>DUjv5<*
zTs@mNDDkm?%LMh^zb6gn5AzGGrRRR<NxeEhk{U%&UG|g~(<&fQWDI^H(N8_?P=W}d
z`OpXI=X*FgVMhR@=m%jd_vAYLmqi4g!9(>jJccApN*s*O|F$G&M#8ie9c~Qxa$;!X
z(W-a+>Cew^O>lXhJJB8JuJC?H95sB|7H`$fNrZWfFGA%?Ql62A=T+2|2XNQTA4y{b
zfT)y-(K%B3isXfKA!}HU?pIdcT-FRV;{a~8)kZqcO9LG9_m83!V(Y^A1G6q|(Y-kE
z<>${Rd`_D?_o+ynDd0Ye5xQvIzwi!u9-k}lNDU`yeF(RRY190d&4*PO2#NjeUpIIU
zLq|6Dro2b(2Dl%osv@}d6X!-^oLi@i*i^&H#>O`INs;_E9IOkHT4LB*c*-!ZHIuoT
z`HVvehWKrJ-e7ztZRvrJ$P4G7chZ^M3arir-X8V$fDv9H2OYND)=d_h={y&R|NTTM
z+2<IJC-d|)$gzn~hB(%X6-5ag-b?210y#uIde($i5dVClRo$wWm%=D0xuOVIZYe^X
zB}BUm1SwC}SVzQUJUp+WSWrjSCnH1c+q-&tb~nibE6lH8@X06`2!E4pSh^8*act|?
zujg`L_@esnq~izC1*l_CMMyVvg+qlmUXtWGj!#Q>xeSCL1+LDd`f_W~7?H=96<qhO
zUcav4mVhXF>Ir8pnLqUwDu_YOpHC;+(4~{DFRa^+Ud2~VFrfK|=OXZ8dZjL@Qe923
z<GD2+C2CUSqSY<Q>HGq=<-7z?00Jqqwlsr)%$Jv~J1KVr6R@=wIE19LCXX*GFkTyu
z8P9r@_4XXm$-6K7d4yI%i44WBrwd_iygv-^&T@dXLzq3Z02$!%pc$$L+a5n(-)Ier
zXTy=B6D`~3e;d_%A8*3rj-IGELZLwrkK9R4Hm^Isp_O4Th~DM8`7uA=2+=j6VW=Sh
z(`hC9GEMb;M0Jpdb!b+sK0TrEmm-foMf`;=MEFFYQ(v~Sb~n<YA3ihxE%k}BxX1yA
z{|bMU)+8k|23@osrS8ALKzXha{+&`xs1}6Z7uD5QlzUXA8(UiQ4qZEC@r^=?{Cl;j
z%6)@1q0e-xN0q>L;7s%F+^Gu?j_30vR0&;^sN=*+|3bKbU)8b+Kt;NjmEg|8FDWTm
zRfNv8dlV@l440wQ;X1Wq9bm}$zuS8c2vY6&Ls$@Cfm~l~DO-{sl!XMcc=__;ArQOR
zb+`pGRu?NHe7CBP%FE3k1@|xUc}RL@@^DTDBMeQr-k6z-i_L{4ykh)n5jlPP)VOy#
z`_wXqeE8o{P^e78(-ZQ63@7pf+?|1QFy}J4e>bDo2BCq5J4MEd;T8KN*8V4^e2W}k
z*L`NBLhgk8_o36l$9)4jHgVSv8pOqT{0zhuXfCu6eg#n5eB#;oiRym%bmh_v-Q0~`
zvXm?{CvqHl@F>*pwcSNrr|U8HKTp=;;@6UGc6uC;E@yJfxYfLVcIisno7G$s;Nwr<
za=-wUAL~}_{lpY{heOFaR@MO&lnUqmcR5U9e-KE{BW(FMquI$q*->&<^@}N~3y?F7
zv7JH`PkFkcf;jJ@z9x;pq!*%*C5~$QzCrxOJbNC>dB^{vL<`BC7+4_dgmytaWU0q0
ztpD=$Gv6x)7!<;H#;=^S7ju<o*)v<NuWNkz3mKL`kUCx%z_oQ;D@yHGLG?@?K38@E
zC?qbrD3|yFudRkJ1W77Ca&0h2l686Esw0`YVz#YG{$L0;RgJ=vI9J;o{AvVX@?9nm
zOdeN2t66QZmzko)9*><1od30ybJ>~iX<!gvPAvm0v>zy^Rb$8&%~%U>L3C@;!l?LH
z<px7?+(dl2QczQhfzwl0%rbc#&k36Nzk^W{8hJ(r66ar2Q~H~giXC5PZV(Sy1v2F(
zyx*!l9RMMFtbcndwOoj*Jo5h@I}|DpYw!Xs$q+7@_KmeaF^^W8C+5>x7b$FaqdS?H
zKaNKe9n-DZ!kDvn_WDPwB1`c6I}45xVHK=iU-jbn8FI^iv>S-S6r1=>r6O9k$L*Ck
z&HdzBCnp<MpTM#E5oFDV#^%2~5qbN4%8*rU^)i9b=7_hD>KuxHA>6XaEQ4ZwQ*|XJ
zrCPYhrD74h*yO7>Y(xcxrBXFMbPT<cX4J1afyIBnn?B_QJRz~4%0@+gL)e86ek&Qc
zLo^SETh;;81^r{FR+I_6jzjfDo$6cp-?77saEzMSc<t|(fq$kGZTY{)U;6s*A1cTH
z`=s&bVnTHNd(8Lv|Ni^`_y<DN)FK2np#2B~Ah7)|ew~8&8UCNdKaE<EKrR=U2{LaF
zkdB>fL4%qXmQBG%H9wKX(Pz~IJKYQsr}--K!k!Zx40yY+0VXYpVKijitk%RWZH%PA
z7%96*02pMoZL~Xi3NecS8vh~kUm<&;y^aJ#QIDEt><qSwVLyNlj)EXKMRH35QSa0P
zGU9{T*5CT(Io2cMCo6^L%X8hFN*+5VC9~PJ#59=rr$Jk^eU$uev%d=!cwdmnL*gic
zwr(VGABxr_|9@-PE=wnpkA3DWHK5hHDPkn^;z*Kasf1<SKtoeYWi=Wb^Ttw`jXM4$
zoHw|`vWf4LpI!?hU*s#lMbrx0q_S))PTK6b@zi$#7(=RqW7lRxws4^M2Vfmc{J!w^
zwvg%?MD>>6b0zEgQ9#TQx`LLd$Uqvf8|wA;uhA2K!+EX85p)>Ct5WdVHy;apSa+k|
zHEKAH;wchL?%m;`VgEnS1dzRJvfv@V0nM$2oS}a#3VzQ71i5)fZC*r-nZzh0n->p_
z7?_Fn4Za;IzpU>8<WN^tRrQ?<Mhd$-^@~*C2=aOGv^mg#(?0f=e5th6qNkVR-;}~s
zs^BzA97m3k!rV#VE|##O4BO>e7gj3OCkBdkt5%}VQdoSV6td-H#Ob+7;5*o5Z38qE
zh6+M|@%>IX_wwTNDXNCIKp2mlmnu#lA4;!0%;Cqttv?g{E(y-pwF<)4leZG?^bpJB
z;2++^y-sDl_e**SWd3k8m1G%<P)>+pu}lR<8g~1!krYti_*$QtLj*C+BG>e?l{JCp
zYk4^E^7|J5y?oB<n8M)$H+DVLas{YK_m3}gef*d>!rs?tXmL@P*}Dl3pDk7Lq?aTR
z-3KMKYy*h$0l7w^1IN>~Ux;%+GhkcXspt>9Sby>v@k%8lLdZX==v(@GE8uXo<kIkY
zXa#OUoTwDQF3j~gdO6nQq~14d%qe;G)wZt+NXDClqfGu*6*k+UJfu_)4bLaZzDOI<
z%NW_%m0&lwU_2L;&%)9A#ET2Pxw*N8;Djo|s9?5GFv4mVsn)ytH+no+=$&BP(BZT1
z+!HD_W<3s7#m&ev&#y^Bx;eZDnJzK0Oq63c!7<+_%xt@L-_^~H>QvoTT%^LeRXFbE
z8lXUU?%=;+rle4mEk>f=I>CE0@$8g^?CSj>TmH8(FnNQJ!4+jLX)Nh1b~5qZqn^JQ
zWX;XK$>EEkY=Sz^JJaY^zQX6Vzh27rH@|~NR>4e|AJaC1#s(MOaVJ?`>h;H81$;M)
zi;Lyj<$1pT_=RWwM+;&3loHC>G2b~<#92enK_{f*(<56$dR6i_;_6t>vcFGO^zEbz
z9xg};>ra}+MCR=WcARNI{=3b`z3<RneC`-Db{(l@sF|4d{kW$kQ}r@}tG_KX5Yp8i
z^TtO4Mr8#*p0$*ETwhDxbo1Xgt$M86`W@j<s$SuE7cC7$+LJjeW|LzEi~X+^$KxEf
zDEn~+xv1!GtbGSj{#LG0M5Eimhi=OZo->5r{(xq>n0%^csnnu@MZPwRGq4@&X`X1o
zgDdiLs1=S_HsHw=^wm8_R*^THLf^P_7+xN%B8Hu6%ISa#Yl+j*U`mpD=22}kM5%Y@
zGB1W9hm=lK0Ebi4SIzoryIs`}u!t=BAW|g5*=6#(l;A$6?(5Sqq6|kUzB@HXf>_Dz
ze{X6v(A<3GS1|jJMC8&Rxd#PDb*D<c*s5gjwcIgmt!vfoE??Y-*hG8@Yk2^}Bz!-$
zmp?;$n^YCY?MeF9xH9K=zKkMP&G8Nwc^f~p$a8iJ@_~Rami53B@n&fe^9%HLtwMp%
z^R`MF@a9_4$gCg=(6ijLNf$8eeXCp?KJ!0WZ)5>DY5$@>3k^nCthV{N#kDsDqi$Z)
z$28?5nEo{R)B~W>{xKhM9Cr{@11ICsq<JU0()@zM6PXMP8{-!(TXyh^wT<Y~D`<vy
zueYuZQz9<v!O&w^!<t(qulnv_dcpcj`p^UtD-&(?lh>QsaC-xaw}3#SLU{gGAR%T1
zjl$`zC3*osRvONGUbn--M9?G!75b{N<E<FI^HkqwyFzi=_#RLRz3`D?_-&hAq?;|q
z%(Ngrg#*sA-QVA#skxrt3?~_3=ap=1{19`hPFV953CklYA<p-3^C|mnXq8aLv-?c&
z9f^p)M!qBkW(IcsFjY1brt#;#9k81;eB^oR>@1RPWO`!EN&@E27D$Fgp5F%S{`=5y
zKf*j&)?j&pC<sKp*d<&><3-HjNY(KT>WgbpQBgN{(-aQaLqwQ8G1}4m`|~4!=Vbi>
zY3Iv-0z1IY1ARS!yEipyVlO^z0SMqkmb;DTMqc&8nCbvrKMSv~n4KH$EIfXRX+2sK
zw*K;<IYO6a-Q9mO=+N}h;ho!#-s2@(z92w){lU=IBm|MMo9k2t8K%V7a-{b;S)l2>
z@b7o1ts$B>s`dw$GHOy3GfkK&ek;zms;p%W+@?Cvp!a}Z#>a&T$7Z>QkF1&wMZt+o
z@qD-$pLARVvT;)p<{H!yb7O4w+(6bcSg~OjU7!JH!Y0$u2v7`qK3Aab#Le3Aw>0Qo
zC47n%r5GkEbEXMwd|(TU)j&f`8<&IKhy94_DHv1n*dSlj$uad~$VS=UN*f^;_ru`A
z<qqSsjp9qglIH#(*;w$0xyi<Ih9aNVs}kS>siRXD1@fvHPLSrIh*dpvqlnP#rZwSP
zf@i0v2v}we05NiSZj)5?UCSgl`SVjFTjJI?-gj<r1qtd9gl|_E5JYYQDfs?-$tAZl
zIHpLt?JfNe5+i>gM9#m*|Gy$n<j7GBpg&yrzdBJ|`oFdWC$Q)LW7+7aQu((-$L}v$
s2i3*DN1w+({0M*kzx@Z^JI*a{-l!=RtZNFmnW7FT9o(P2*VOm_0R{C!t^fc4

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-flowers/analysis/activity_heatmap.png b/modelling/data/abingdon-flowers/analysis/activity_heatmap.png
new file mode 100644
index 0000000000000000000000000000000000000000..d0f0febce0de9502b91e1aa76c692bc067475b1a
GIT binary patch
literal 166084
zcmdSBcT|+w_AN^5v2CHv1O<UMpiotSC_z!cgh(O5f+A-`Bukcz+897Ukph(*3aBFI
z3?@Je0Y!3D5Rfcc@>{z+2z~E8zj5vx<Nfh!jBcT*`ojM9UTdy7=h_dH6lAtCvNJL;
zFl?2*bb-LYum#J&@UJ(2{0{Ftkbm_X{3C8Jt!}Suea+s<z}A>S-oXBbg|)qfso`Ia
z#<q5*)>g*_gpLZF#Qk;M-u{N2xS*iruTKbA+nNX-zW7N4j<V&(B@H_U2Ci4=zu&Ar
zI7l+U!DTO;Rk;~9+_5=KrME!py9sNYkJn#58yGjt2w*Tiyk>^4x%_r&8E(H={QQlT
zk1Xzb{q^K#t(e1(u?KE%6`ASWp~QUU!kOQ0&3SejIj%4b3os4W;NH(J6!b@A9Zx7u
zcz@%`Tu1-A-pM&PxQ3sv`mD@($<<#N&KyYo*Xl3Kf2Z$S{aI<pEBxxuXU_hCMI%9f
zZQB3;w=aBP*vcs`Y+Il$%4z#{e>qppuKwh#8fw0Wsk3ZuTx3<C<Z?ODW7HHQLUtR4
zdptAE-t?UdewhCJ;7G*%Q=|C@FZ!{waC<J=T#h(>l3m1%IYl$aM?k0WLT!XZtXi7x
z#{|X5=BrQS7vIW-dq-}QnED{yDH&N?v|Cs`%cR!7lFJphJQ=z2=Kjuu-C4DgzJjGc
z4)nc$w%f8b`(3Hlr`f@6r-pYF4QI;Xvfdvn=Q@Ti;@vLQ4GavtkMcTQu<+;fn=>sY
z{jOsRV`TvYpAt-@Qp<jH``Qep<XuZk%c>C{pC3vql3{4L)D=Q8{8Thns@1!|mmd_*
zyrX0|vnocX$WiF}hp0WLZ{Enh{_&N=CO8G}Q3D<Z2Coe_2go5YdSxEt(@lD6#kt)+
z*oyd2D|T#3HbGTlph~dp{cYK?vK0?$mQdQzc^z3|@ixgH`fNcwnv6H&%?$E79NV<h
z67cv?%UlinZy)wQ7cmdsMCx=ME4kSp?vy$E$!TP-N!ZTX)03A^e}A!2nq30j-vIso
z5=|&(b+<NisqZ|k>D)`o8svgYcMT$us`EUksZ(j5OIWMo@robcUvKZ=9&Dee666li
zb)jI3{=P)KQ}<>?%&zZ!vrQ#uR<Lz%ZnL59kB%`9wl>Q=okmSN-GPNE7?pti=kLA=
z;#2N!vo3RxMf2E4e|bf9AKbdQL#@Q@8+bpQU(CAm^xdr-tQ&v-Gx1nrP;&Y!Mw>S~
zW!`-M^126R!3{BnKASq(Bh@S_^V4ab;Y56^!97mupBSEwLI+=Xrl*+rN8q1SK6G!7
z6VVz`s^xP2`q-yeVy5|^%gnIGkfoZQ`?L!?%ZotMuWujQyyFQ`S#+QJC{qc`RcmOZ
zEzg?UsngkHv0rM1lCTq=K7-P35()kpY&jC?M#v~0q$V|LB^A_*T9qx$R8j9`n>AoG
zb1nA5)Aif9?ZjWBr3<5P`zLc+n_!APUHV=&lv;FcLDR9tI9B$_;SBU-gSD*oCPcWH
zJ=}XdzR@W3gpFaC=klCJ`IGt$X&PDAGTtAnx)3UAX&CO%_zn}Mee;X=_(vIT{u_GA
z2?~B?%hPEYpA=3>Cn$txy60H7i8ksub(|Q@@9BnHNNRWri>zE_G~B84!ES{U`x`aQ
zQ-;Grw5$r6_3v!$7Au>RcifgEWbo?m{L#W8!_O~nWqiEIVLZ}Et97UrX?l2myM!>8
z$B!@S&(9ya^ZQm>P09It+gb_|hVnaIhK!rOHfmY>jg>A~-CB@s`j-BBTh(oM(*>2s
zICsaHcDvd=;`Y~Pikot>YwgDf4O#Zd_V4Y7MH<x)Zj)O4F3p%5cjmoS(Fki&awcBb
zvQ^mi+QRHuWX^$55p&htn*I0o5yo-xc1d`%-_%MKEZbg|%nv4M<V07Cb)8n#G$juo
z4~rPGmxSf#scly+BIG>r)huu2M^8Wx%*onPsk;6ohoQ!nC5xt19Y-nUGv8WFBK-`1
ze2QFF$!IUI>pwA8JjrS*HK409i;FY){`HAsjV6ucX-zgc(D9mk>6?trM`<?WE}3bA
z)@;+39K~7%7gnw8>yO<NX1{$rxS)M{`9}{^yNpXPE%MpaLz3JIYuu9KKpl_k;ZOa-
zIiHFK;zP}rtS<ycginoKNYgFJ9Q!<BG6XZpdB*zfD{57L3bj_n?6u2yIa{S@o5d4%
zE)FrPuoAt_2o{)Nyy>Um|I=n6I*zhs3?`pE7Dm+i7q~?&)IFvf)Y48|boj)oW$~C>
z%u3sDVXz^oX~XQ3c;jG=!z<_vw~UJVBU~pe+j3JHB-J#GN$j%@V<oeFYA|k_M*ClE
z-2PrMR5Yc+ov15SusBgQDG$FnMvk=RR7tHYPKu09cKZs}h?&(Vs`j_0>6I<Md9d5O
zz009VM=fLd#jTB#zDX0ysyYr0ZaVCz94$&cSC(_cXW_{dw=TIY&-KrZ<aK%6TKM)c
zwsON*<uj8AjSLUX)OWBPwUTO;#491(8s2K^8A>bD{XE@lmXtElQyEY@YB^^<z{NjW
zaQV3~U)jp?Lcd)>`-WPRau&5@Tka#__JovN#ZQVJ6HhjIbh2JsWSSVS<gOLT?OIu$
zohuZ+_WtScq;9C4;*i9|+k;H){l#5kA_YDEr_81$^3b}g)vzp+sw+hC%x|IHxj%fe
z3x;(=<q5+#_ZMl{H0==&8jUt#66x-kQd^Q5nddB}d{D;!z0+uW0d0v~%Y@ed&DIwX
zvFfvEDea>rvz<35tHq2)a+*?~xF^u~rIrR1v6$*O8n>23hIDdntJxJ*RaUe@PEWo+
zuE7$bLW*%3>l|O4tTiD9QVF_3e8l!k#DGGlu?S-RrLvO&+)|QB+CkJm$vxq=G`^NX
z%KRmwF0A=vGlKJ`XEY<Zg_XWg>+U<-CGR)sy7HGU&9t%CPR_Jh*Vfq047ap&`LT=m
zq~vvqbLdg6j=_!nnEIrcHEUJS8=Q<+rb-4<qj8t0#gD0uhbYJ1LRNY1Hw_QVA0iOu
z)U06H;xWfA_t~3}#WIJkkn9&H#>qY^lyjdLvB{78_7lf0_0LssSYI7W$ROjD2O{Fk
zGY-l12Vv^t`eU`Jje*n~<jF`$cNfP<J(mG;GL<l2go*TAcDBfAP;DtBNu8n`Q!2bT
zV5h8matKDR3e$Od>cjaKQQw|-M<U;2dV{3yP+Do%LM?;cFPhYZJ?n^_5F!ua2X0bs
ztBB`O-#-;P=-BDpUqF2kM?394KlP4U8|O|Q`IMCdqhVZ&*O9H&FY{Q+#2EAvh-t!o
z{+y?-MYc`tRU}#0^`{lO3ONop4;Lsl9dJKf7ldh#!;1}MJsLHh6Db(UZOe4;aO!fm
zBVv*SU*FvtnzZ2q%7gtxzq*r$DTYe(T$daC>PqBl&(B-Q&Wh?3Wp@U6F81t^bh|lI
zESQRt+UJ*dur-3j8GKg@<+(C^EHY=R<awuJQ;~I7X^UMDMzG<K`({{)o#V|$0mdx3
zb?To?u;J(DM{z5iijfJs6;BH#-B1ai8jh=#>!lI~P8}yoQ5T(0!tBW!QsbDOD=vX`
zp;2C}vIRp-z>`RI{Wf)RvMnauC}sp6_*WeKi>LJjNJ;96_?IpA3Nj_zX8)B|w(L^s
zJlWSGsZ8`y36G&-c5=IYKkEUHIrYSHfX7s<*{n0<y?#Iy%VtUD@1KiclT<!t8dv!+
z%5i)AFdz+W+jBIk`zb&Or{$!yQmSnU%xZyCeUD|hG<qQhuXuR07>A@ZH=$?eiDHeW
z3CzbiCV~9FlD=Ij?S!SOH{z^X%1w!>LzBt#`^(M!TGl_lf0^qI)=D+(m@wN<Ea-b~
zJ`tjAE9*BqO;Xc+XI(fD&$6%p5F+n_n(Fh@&bF$(iEd?(m}|RitN7<m0@%nKt*0nY
zigmf!Eq^$_J;hdUpa9pU=u&D`GTk`WDBBQJ=rE+3p-T-W=okmJs!Yn(UZs8`mg<U!
zu<713D4n)~bNJM1K6eC=VwU#KG$CA6&HLG8t(26jWdG9T`2PIGxg=j2zRPpPT{VT`
zRwCRfCs-mZ1*e{C3>PxGxD4^fX=ZN<e%=FbM4|Z9KT(u?Hr83<T0V}D(rp!0@x|}2
zu`><P=kK}ca7eh=&vcAKdaQQp!br{D*}Oe<j|{-pB%Qq625&BaA3kGghvlDtU71Rd
zB5IudMh?-XrIpOIvMk7TwJ^;Whe#O>92Xs%Rd%teE92}PiuaV0oc|V!nSB-!ngba=
zwYKY%qLf6JOOu|byW@L%uAGyzg&v(4HC40rd>c`znP#I&<@n3b%uA+P5(i2V{+gCi
z-@?EU#X!h6=$tt|AoB%f>6NU=C7k*GV2^!@Qu~@z&3IHx)0hN{(<>a5mEtD0w^K$M
zy7OV#U}hX9-W^dZP;kbQr(&mzrFIEEg!q)-tv*mW_*|2lJfw7zm!R{=tTUa!xRZEf
zlO(N42Qv1gFV?TDxLUc=pEHX=J^D2sFg(qpIBg{8)m7rj>3U`COba}_ML>f(M{WU-
zDoSg0P=0iP)BNmjnXUi2T63c3p^pQh=vDoOWO1hshbC>K%V%?`uN14FizKP{!w9E1
zdh%T*oiifM7Mw63C#4or4a1oaT>j!eA3Q2OHy8h%xc?QN)b_8Lkv1{C%QBn}D&^{2
zH$UGpYtmBEKeFi>=H7B$mg<vw$)h>nv1Lt^tw!>Zv%=GW_FFym2>I!@Odptos5F?V
z8W{?OW7Z|psyRlNe=Bodsm9h%s-8>^ia+Ro!Z0IXD~xe{N~R&v9#s%L6p@w)*U^(r
z<^y8G^{E38P#>PX^Skj#DxoSqa`EdCjilJ;#S=8F1~%hrte+^YwY@&hxGLCYejq_@
z(H%05VB=iej1`5SF!3!mK(#=@tl>!<t90*>Kytk#e~uS+Hl%Ek+$w4zTj)=*R6Yig
zG#?JfcJra$VmDjH^8Aq6!t%?_-241ERz65ebfis8YO0tn_ST*=3lDA$Wobp=JhMt5
zX<8T{0H!URJWGSj=1FT6<M%0BSsG)hqI7f$6b%zb3Mqb{tvwgoe9F@DyL}2;Z#Ss6
z#!pN>mgEjU<&^5UWM4~INU|m7(D0Fy6OCpRhi2I$;VL7`btX$;b~O(QZC`F;Q^6&u
z>QY9u-Q{Kv<n+i9T;G*1S=3hmHWz6U!Nmgz%{DA39DCV%Y2>W3`Rl7MyndTp(h^D|
zscKTXPf6v>6hV?_z4_2rpfIu9)k2pNuGwox8JvvJcAsuwsjB4mbW4WF(!eE{Gm`Av
zc++>Gm@FDL(1o5#lmTVFjEsIzAg9*=c4par`umxg*m0u(iC}NjJ`t!0abZv5nOhN>
z&9-cFES;|NpmE-K@motkHB%jcBcI;K2W13qETQYwg{-#+t?<|zj0q~L9`8|-J{6Lg
zS+KHVK=|JCdb`v^0RG1PSrEo6U%9{&#rn6Ex-T?a=5?59OZj~P6z%)+&Sn!&LEb6S
zFklst(k?17NgZw_D~iCF@3uHznE~j#A;0?XExWrBs6_?osTF%Y>}E3r6?}R_^gNtz
zEtuc0n<F39m=j??apUuWv7`xi{H*m^LOLDx&$N?Ys1=HdY&t>>9IXb(6U+~AkC%ze
z|8}R$zMb2lp3Gf*vs>}~tVeHC-K4J0i8$MDV{Z=zB>!=OpE`9J0S^{WZl`veD{2)F
z_dfAf>vW&(820d-?QpV_sN!~?x+1EWM&4oUelL#jA+<f`?qBBEO}Aj$7YrBIWd-_6
zm^UV4Dgz}eeW??(b12a!S@tbSD*l!;Xg}1*FWPythkZ8WTv~6P({gcLf$DN6wYs0j
z{Yc!{cSA{Qpa6_WD|b;vR?b5&?aoLoj|XH8K$-RS_SS)W?QD8(LQI?F!^Is^9bm?K
znn=BoL>O#OT;`N!Z<Gup7I&$a+YN$`)(AaPE{+FyzW2bTj%=TQazrs=Z1WemMZu(8
zWv)cbb{v_uhf~}>v7z*n17BXtwNU<}i;oegv9pY<DT+U;W_kM@pywp@RLXN1YM?!h
zFX8H~;Fc^C8OzIICxjUJiAxmBqx5tGvMoY}!q%N`k7p(U^IZLsYMVo;$b7|!Mcf5;
zgE+caHt}SYxfVQ2G^VSk^|TgW@x(wvWCen##`-)&yw)QX2MY*z;n;s==Fi5+1aN(%
zC?}|E51i_2DqD7VxJM|ak(9(Zj#FC}2%9~Xl^W-Dd4AhvVv(7vg0I~usjPNouGX^x
zDrvTS`T3fZ>RD$U_e%12Gv^ng9d{-e9YqE@ikz4ioZEmxF_S>lThxueQQhnFmp4B_
zI&y+4Nzs&H+@}p;*XH$BF%^}un>~JF-Sx_f^pX@t<=n1b8ny)YP-VnKcVKfjO#IUv
zuV3MbVtre&;f}4Q8h>HK)mmY;bcM_J-tu97(+XHT%S?9iZU&94q}J;tZ>hD36nfI`
znrJQp2(8oRW>__=XU4(Luwg{fJ#LQ^kjMh&FiQNFdIxcGfwfXAZmBeWm`)N3w-O+=
zjkpVJ$MWNqu3m{qVNuf-GRG2ixA1Z1*{V|}B+bqE)HE1b`K{C`siV>b=4mCONe6P$
zN2X!a00mF5RP~Zd1_|?4mx;ctxrDmzFxTF(Nt&e~TmM3FYFSU8d#<^1b(&m=z?I?t
zl-#Z(FgRxns&!%kh<U|aV!4wGYcwC=OeU3`)W!j&5>bO3Fi17S`B16LaXl*AFeAm2
zH5w#xeINhQo``cN1}eW!P;6hsQiC1&wQ}Fr^unJ*v1fvcXFFY6w%4Q5!iY>#^#OF@
zTxu7VXNzyuvwUCFdE4VdYIVRUQ=rFNMPe-N4t}6D3|5(jYdrIXA5a)%nX7n=)Ij~g
zp4Jf<mD*~<Pm_pn>X6>zQ(tL=9Xn2xr}`CMH&zWv`ABd`uYaC;`a~e+o3`6{xrTWv
zvk%6)iYQ66T2Z@iQZV5p%Wkf73dS9K8!!J{_}w|-mHDQ!OuSvM<!4%LNik1Lcf>-s
zN2HpSyqaE@jqij-Q=c8NtF|ph)omk;&|nA+ahO{#o86gi>sl5K4OA)bo$HSbu*_|V
zr*YpJD;!E~wyTw3TgdN^^z<m7fbhm?5@vJJZ>Z_;Ux6OOQUh^M48MPVslgEq1k5pW
z_YlpcxEVcJ#)-Hy$}WOA*-48%w!NRrvrRvlIdDy;s_8Vu7Y5zd?Y(tpt7!9Ir$U}n
zPx4b5f(Bzbn_}8~oSSrlT(!9?<ri?C+v@B}(ihDCNckvG_$|igdzHeek)WK|%aJ{I
zCvYM6#OW~Lc$nCq1&MV|br7zD`9nyga>!0WIVs6wc8Xp7y|waYruo32NS{}pn<RwP
zI-d9Jg!}cHkIn=h_sqs1DmzisWAVpa>lM<%a8@nr!cC(}|7t2H52Tp~U5kBUBB?7-
zM&r__KNOQB2>1Je&j`@6E)l8l;|N*e_52onPc?ZGpiQ}Ph>ofyQ>2hlMg5>UU$K(F
z(l?#^>2;8{MAa6Gp5Mm5gS@v-u8>x%-^+NMDG62uQN^sSE@i^qs;hL#kTWm0R+X_b
zD9<ZtFrT!dP<zv|-m&CdyRUO(FDj@-ewXnX$0dAM>cyYUYqymPA6WnhpO*N2GM0NO
zu_B6~6XB}k8QFA?78x@2zA@fdYu?FN_TRTlXQV$ch?qB8q?Q4BCEnB(YF+AFKB25A
zk<(l$mqMeZKt@K~R(-yQnYC&tcanJ^^<JFn4N5hkK!s@3=|Cgro+0L>g{o28Rh$<J
zuiwf(+5`xzG0CRGew%|$t&gQIe{Q0>N8d9Oszr|)2cnUH?2M)@sD(3M$6FTAECGEp
zxwq458v#Oc0@K&9A&=tLMOb(Rh|M{5R;>NT>w;HKOo6E_z(jC4I1AP}XoNA;zdBt-
zVOOF)RlP(hH)PyJT3F~>(H+7|IXI8XQlnJa2Im)wC6mjR=QVOD6X|A_n%~J|-aJdr
z^cj8+G4^LRPC>AKKkXDEpwl<++N9$Yp0u?crgW)#C3a<}IHh{~3QE%TB#3_{hR&Un
zm-xqNcQp0f#--amSC&LZ&1=F=+CYdWE_MLK;QiaXz+<-EPVr7kL}vPL&vGr>RI{%Y
ze!0uR>a0h?Hvb8^>DEw!LtTjiLI1iRp!aV^sZa}Od`>)l#_^N982^pXi5a6w{{ro<
zQg>|dSbmSc&x~rr9FRo?Z}+D;Z#+HVMyu9}PA-k;h4N0k6yOPOwjQi*J7T$bZ;&!D
zWhiH`&b5D9@SS|GHtQa-A&ivdB*IKN*8wzw=J>3iSZDqVOEWw7;J^D3v`TcP3l`JE
zub2cM%5b}9Hx4CmTde%3l&WbskZ4;Td^M|DH0h6vap|vXJ!Z0=La0xfiEIqb^VR~&
z4vX1A#tWj_Gp7yFG&Vp>G~5J|^x7M!_sm5iXeqZbYR!DsvUzZ=YKu#rE3=*&N8`nT
zjW#WwX*Fk&y1mlPR(Ai~x5gB$oQ7zO+^r<Nr9rg};Y<57jr>o>caJge0TRfG)l^T0
z%lT^g1Uw7Q?NW<3{4ArEzu%L3pEDApQj2d>@sO-J*&p@;7(%L!R7Vrdpdi*?+^p1L
z8<6Kd)aw+^wnzKVn<ekE12iY2b8`I6Zfvk%{^#3!gbXi~NLEoSzoIZ!{sA<Jf{2o-
z0==i^bAZt*prkp~WG6fZI@61dBC56=r*D2Yymz5$1o(lEC9bnR!I1;)W?BUT?zIY`
zqWp}}wk*Yn@U<g~g*Kr8MEtD99w7!p9W}ZI=|S~b^`*(4E6X2~)Y5)Hd{ym%D$Suj
zx6MjxXFlKdTPmrNS4IQn1Rg-}$c;Jo7HCIhqan)F>xnUs*&=nzoQ6Jgk$OO*KB@$Y
zVYTGK@NvEGhe{$axpDd`u^0XN%!z6m^Dj&6`fCvNUJliu(uj*`yGexewel`f+bPni
zo`=UVHOIqWL+}*Vdy4TJ0U|L1n{G3lQF*Oj^N*sDT&?m6#I75YA|T3?wUo$zNe<@M
zs;K)6<Llp`rdM*nEo-__%VfVd^)@Tt-%h|$Q~<Lt+T}{YU+Hy?j3_%bR%}-~tqU2d
z8UD}>Yqw@up|)AjbFNC7Yh}xkutz!3*zM^SK*^6IE;vtDJORjf{nUkUN$W{XkGbA{
zm*15)MWK2jhEb*9W2{VN&8e}l>VC`d{KRc1zdlOdr4b0s(o(`$C>8TD?nO5|5e`VI
zCVsWH;vv-A5M^i7S%WXXd}%0A#rH2wkJ5Kzo+}H(bFP5SleX?9kNHixKY8^GP4+%l
zDWakI#~A6{#pQ*uN?=d15jnP$O`41aIyU7j4vwP(3&O-CxyeJsdu{Mwx`Dl;I)+Y#
z#d~tpnf$e>hw;njJKIwe4TH~R4s_*Em#Yir`a*kv>+l1X0Cyu&jy8!9T761|L$MV6
zKz)4flqr7ybLQ{rCgBd5kCb{U{IYyb4OI3!d)g})+y-)}l(v*oG+L<f;~<d>fA-N-
ztPSHnvb#0JON|=`a&|vIYH+R?*me<BKUu;f(@IXK_qSODOQs0PP-<i}sKUb&Bux9O
zP<Xr_1*$y$ieeo^=_5;TBQeEse168LXuZ9k@2iSrJS{plLc+Bo>g=7qHbwEs`sMxv
zsU=g^b2lMwXL7$+b|6jZ&NX8q^$NGa^V4IT!Nn_`7q4ZG#}mnfC@itE6_kq1N%;mU
z?Y!1N4s$-{>yJL5!1c;OWXe-&i}R`gNlB{7yox_hyYcQ(Z`L}Aa1c>g2W9t1F(1+}
z@Mg(0`3`)<+gF-=pC8qfVfdmRN91K&6(%f<<mpWTmoM7oHi?`14!r8M+MCWhFmQ;;
zNUAkIwZ38$)R}j;2?NK2Hn<FAJ@GGqz+w^|0riq7Q)-Z$5w(3=D)ojAH7@v^&p=iX
z#xxwXo0iGv=bQ$fc>*hv#cBf!xkgftul=zK3qCnzN+OUNL4F}mJ@=&Mh<j6*%OIu2
zVWc_3$npKuGx_K==0eks!fCe!*;xVi&N?T8ivr;rpUx9|34#dKp1TWBwnfL(z67)D
zIi_1wn+R{QI{i~E*zLLG9oHDc$P3S@wd4%)G~tY}yJ-Jb{rJXfB=QL1#W7+FzRukl
zD7UQs{q9cWv9co(HxDFT4N7%lyhHA3@@9S|cZ(bwASu2OAy?@RC?j(yLegm<D|pnD
z{k+-k=c9_zWb<dE4vcK^=8sUmYqd}LR3<a&p-Y%1Z}Q#}67)0V8#%)S9BhF6`fRK<
z#~iO-?_$<j?7R%M{yWHPvrO$PAYX=cp}L}E3}zDlN}Ze_u^<iJJ>8XW(_@y$kHuC+
z+EnaC<la{`0M0&5Qb2DN%pA9B&v*M2FK;dp4<V|rGJspJ#~F#5bAaw`ZY_v^_S!fB
ze^0W}BQ>S@L4eFPTrzllmskLcyZFf%qyaypHV_*!&Fx_FsTKzZC)uJDn|%Dn=NF6J
z)Z#MfXGpL!o0V{x`nHIoW71Nbxl(wo<N~e>((tCySl8Lnxht_38*Y~76jby^IQKo<
z)LA4v0#*CmmfeSO-!&DV3!C2R&w!HUTJ0i~wfQg1i;wnCK)mmR1YWDz;Y(E2Ak*AW
zFHL=#1LCPEf5hvzjT3sFOAa#@!DYb_8ReWSukc;cVx2dQW-iyyXpF+_ScYPtN)ed#
z(j{QGu!uZu%6A83mFY?<ou%o?b=`9qcb^2b*zY>^?aGjy1}y!FNVkc1hMu1FGunY)
zUf=6S>JR%$IB!|)Pe#xzYa2W*C2h>l+!495*xwRF9r}}7@^sSaaVQ;3SQH3D$y2UY
z)bAN}c&sstFrmQ*%6ze;i7Olwf;_c#5*UFu60_}3h-`C6XrNuB?7B#`dV<+W9{h`P
zOq$vkh*4GPO^o%YQPcn2d+ZP>y1^p}Kt*d1AFE{W<b21o1hO7ViEK3^2VbTPUZH*s
zq*}%e?xoCM6z?Lc>4=#7g<#H;sRx)c>C$OFEWjRkMpf`ByriicHm%s!v4apAV;@oe
z2tEj61yPqO8br;Hvy-0{AyUL4w`Q50?M;aYK0KfsZ*mG|CDDqObb~x7LD@iX@q8jL
z`c6}81diD-ilnCZGmkN}ILuj4ejcI+Z*Clnp~jh51M6h-;q2z}V^uh1lODwe1430w
zeW{@PT>>dfg%87du%oPA7e{=ECsmpqB)a1JAwD_1*(%olNMeOzc9|NN3*4+RDX(tw
z(M+UnT5(4=p7_3Qa+a<I#S(a;Y<eon<7A&?*5X0THH51AJ*GL%(UmCMwR2#Sq}fb%
zwCQE}KyZk+=l(RE)?S+Qw9ZL`y%y<V!_O1OUQV^g^$WU7#SN+s6ba{e$aRSg6n}D0
z9<_U_3s`k1YwWX%gaC08-y|>+3w3J-m>{lp-5EG_BxgLye83ea;X81$7_d~9ry%4V
z_h5o=;nZFYAZoK{#*_o<g(2R-nt#O$1$#D;&8`m|f1WDqf(W7aRQ`s>z^P)yBRd=n
z*(K+YEeJm{u%2U_AuH(zp5x<th<F+XxvWgX?dXRnW-{ZM-m~PI@Ka0}^fjejbaH`#
z5tsAFVndn-aoov_X*2pL`3xea8KSmv0xxa@I$H%$lT^1AFh&G;EX^YX@@NV9DJq02
z_w^u)2pr6I&P`Hp_$>Mb$3H(a!twgv_JDZ#(2BbpRzS{8z1<)S5nmo<xN+cKFU)yz
zKB?;Mer}%n0CA1YuTeVnx_w>y>1%Y1pkM?#p(+iLCz?Wh(FXNi6N!KfN(2>T31LV)
zAL%}$(GDv^!+{Kjfg^_%!uIHS%o)$<7CDX>LX7cSURtOGuoAo}7#%VyXwAO^B{!to
zhwLJl&<IE#7MK-J0ge+l^a0an*915t_yf8tTUzP7ncLEI6Y>mPgh0>@<cA-K3^IJX
z>DPb`t4|?S^-|r_QeWc%E$cvmDLD>WugaW<hK5EM#8exIdlxAf><s!e{S~#N(0*VS
zqSH!7Rv?Nc{egkN>1YEsjH@i+sZgXL=FtdMBaIp+<q+8SlJUmiQu+A`)};7cLE<)F
zjuBEe?12QU!D1yq8_xjx%%lndJ~S{N6R*Vj%pQSp3AM<S1sH!ARQ25m-UFv9iua@Q
z0`z0za%up0Hp4vw-{~$6a&(q6AebJ+GHahD$GI=ej6>OSQVZsETF+oonm^&tngPn!
zfEL6@7uTx5qI2GUu%1GjhM1A24iac)uZlB;nGTidr+Q&{6U1sGF#fbmAdo!b0;I+R
z{@msm!%&d4O24KSt@*ETcR^#yGIR!CM6ykX$ja<;vPKpHhS-9k&iv+$yu?oliUEl4
z)zU?v!^8XEWAq|M_GJJv7-{K3{Tc(F4uRecsZD?(8lzG_{uu8uCq*ZwmTL<6afqch
z_6&hJp?m^jK9ZIF2?zEoAL2{Q2Fj6T==;Bqm|hQ-CzUCX{hME3|3FZp*j~RT8(7;P
z8~yB<F}{2PsC%uRLST`S)g#0m%!1f0KmYri4EjQ+EJ)@c8Tt*00_R{j2MjaZKx!u8
zaa^WxZ$yzt?YHLTm4v>i=(p30S2FG~G?>@X8lt~o%vFYWGT;iXDPU**h|-+PTNxSr
zpf4{z{=jhiZ)U<%;l|qg*^`Mr5)6qiB{vH@xnEDG`HyN1?|<P|q4<<Nbj<FxTiLrT
zeW?I}3=8J5SwD)<sZ<{!7Gj3D<M1B2=QPXBAX8}c6du3!K2hDOvv_K`giRIG=$%%t
zC$xzqo}zBI<tXo6?ISB*pS(m&b%uAInTDvr+VOrx53`s3`Qo9KmhihtbH|p=CE0Tu
z_a|R?o#U3VnL*@ReP$o^Po>MoSpNRs)88x}uD#9A=I1l-nWtvO6nq;G46zT7e3EL4
zSw}03h-r@1-aO&D-%)C$zgW-rdNm+qqU|)?oWW8Bx`sdjC@sHCdcFoo|5t|^HP2jo
zc4Va_65}-u)`#`8=gbzYIm4&GRAfzyd$*lm``&hL-4U1LCN&RX9^@K^8VB>0<hIDY
zUP7@4y}V*f8>mE7!?a8QFw?Ze<^y8KmIC&-aE8_SaQ&<oLE^+$+X4&mq2w&8c7NOx
z1zKO$wQ3(k2VDbRxoKhd5rv1!3MYBAtRRH#11A-ab2SH>>(7(H|Ctptv@#lIGi3bt
z?S;9&tQ{R~J21_Bfja!?{5Flao~fZGLC7?bZy-FdqRK563Qe0=TaLT|^uG`ENzKJC
z+dc0CA9ZzT8JGfp;3zKg(Jf{4bLdkX0JT>_;MVJPRg{=k5p9rG=R<fpOVk=^E`M@}
z;zBW4EY=sPmmcH3dKV~bU*|QDb2TQPLtqjSBsPHdud;;df<x^GgaISS+Ycq(=ifli
zWdp$NPdNPR`Me-tz3=u}PUof*a>(A4eEZM0HecH<=X3&b6!h2i7eB)|`i0k^;DB0@
zY-NHy-7)s_1OK#P(hVT=KLn*~Ki0}H-KeIyb^r#(bHBo)*RC{s<@aV{n2{jXS&pB_
zf>Zoq@GE{s{gr(S(MIUSYtZ`Q$|X7&`}xK{jh&)5e!k1Vz;l`71f%S)voJ*cwRZad
zyX(J64mDIQx?-A;o!_;3^nZFwuVfmK0ocBQ5YC2(*u`%$Qa%7%WduU1;?Hk88Q1*!
z*Y#iL$Tw67@~^lOqpEFF4q;*Ska(XPniuTB8|Bz;Q)$?Rd^G6gbsOtQ<oQCXBV>|D
zgoQla5*K4-YNjxN?{82%WZc{I^K$?lQUXCWaGz-@=b}Ri^nOqfytjIa9gnfL*j#%z
z{JmVy)i3??MxwWBOYB8%sWI@_l$LH=efsH2Br6|{k&EQ;x&z57isDYA+ImI579mgI
zuLN*ri?YUpbGuZjM}V@`(dWpo7Hvx|-9|?==#*Ri(+Ls-z)iW2u&-W1@TE1+F8!%3
z(P0w(&-JJN(=;epkuN_jNj|^+3FC7!>)t*-*t0a-mG;B6`^^KEs)1=R6x8G_Bd6Sl
z@zs%Fre<CdO6o{VR?)<ZCfolnYmT_KE*N}eI8LlyXw+Zu;h@%H@Fi<1uD&T}elxCl
zH+d~4!Q7_9G5QC1?^k%A{B!lQTdzR)pkym+wp*{h_0MUE!T!IT+drWpI;hv}55K~4
z)Ze{6+9QWKBkSnY`p<JJ{lg-CeIp%0!k?77e?8-FkJahQuxag^Kc6i@17S`2>;Ky|
zYExji-79eI^bG%(7yb{!_x~Cf)G7O~H{xQPCk+EO^gZz$P*wB(9lP=}AJ!vvdhp{|
zk+|^nS$UoK=JQ@=oOuHlYWIFmn%-36EAg*H)uIKD(ZLT<;g73WT>nriY3YIwYdf#(
zeenBmtdoz#hNoR@U4@wRf9?1MIe87>!G5C`|MY>2>Rf|YFv45G)JuPz*-}O3Q+w0X
z@9Sj2sJMP+|HtQRJI9MP6wKBBdT?nw`Rw|y{3G18Z&&{4AGr+563;(Y%zrvAS=2&$
zc!OHKk@C&|Cf4FY<djQqRtmO0=KGy){iWZI*KMU=ljSdbNhV=ufL`%=<$wJ*NBrNS
z_kX%lQtw2IN_LOTxWD`t%CCIJ!2I_bSmwdamQkMmm)R;)`+|a?DC33oL;0W1-Rsl-
zyTazex)>x}{d_6ySi3vOd|wZSRI!cynCs>YeT8kI;RTDop97lbWCoZqE<yzx1GQ2H
zRAv_ee$d%Ua7nPb-d{ahx(eSr8otdUOCIEE!_p=Ie|y0;rYnkC1HjJyIUl^$G2oSu
z-ix$V`U@wIKbAZNQuwt=C`3-q0Ac?PKsU-P0CG5ypI!UL%T42;tE0ku2eNFngHP<I
zfgc^>ObKt*(oq&Up#b?Wq^s(t$mEQS0~sK)${>c@#Trzl`;kk-CWz-O2XxE<oTvFd
zhx#iTB8Puo1{7K!Nzz*i!2xFo_$*W~Q6&|s5~%%b5#h^tLVWde>f)rU#^ly!usLIb
zrG9+A6XU;{)1peh+Dct6C%lJw$fKb_5e56|l?-j2O}|bOHKU?RMIt>mxCwmQ-ucMe
zM}NurYk$q6KlVScL<6YJ#(`6%bdN#BWgRUzjKHd!=i-lXrjlQ=Ts?3LeDv+3{X*dA
zv2X^w<|8lKay44eqQ54bZ3T5%&|gX>l2E(-7}8r|pY8JWe8_o9^tq@dJ7_{Ks&D&H
z&B@BIiJK9+7{JAe6s*%g&5eVV=nW{YF~lU*43NAlfN$G}+*GLd08dIMu#9whEDh<I
zR1Lhmw0$*UzNo{5EEr(=#+kkViRX7`n>a55w?0kCS^_o}w#)%2?rP3m1}lQzSEF{I
zK5f1}mZ<=XrdZR^lf&{pAUhlm6)62dccH}q9KGW6HwohmMg&6ykfG3$1`ON{SEK#)
zkQTm+KXGe2*b{RvEv)AEs2OC~X$C-<wc{gHO&n!&)z*ekvsNuDyo?6J7zVjont_$i
z{7j(!ot+*5eC>&^kIoyypd)MV#?9LvqHY3JK%#q&U%RaBxiqbz57%8v(}f?KVzu(D
zc$_%ANz45J;(a)s+J)pYMZjp|x&ygLq)XGG{GcYet`-w74EG3MS7N=4oO-9h#r(0z
zY0PJKetL)vc#HcW{hwsQ>A)06#W??zPz_LTxWpiB+jl%R?}aK=ikm?BX$DHv2sCmV
z7{hBuvXkIe%>FuRu930%!wxr)s4`w}J9TwZTYwE}Rm))g)qKcH61`C#Huwn&b+8TZ
zY?=6Sk6ThriK5N8GX<o?7F)AVGk`t>r)(lT<_9b~Q+0|8ZsSSeKr4V9j7OUfGnZZm
zKJhFrFI3h`XO4huAu!{<3QVH50sSe#Qgx5Z<vM97F4wZx`7!uX#eosb{ZRP~89fkX
zoHLYd)gj)RXD!t<PmYg!jR!N1KNv>%I^8C#hsTf&0*OhiuIj5(b`y{{vB~$9#Xa2F
zPugA;wQk8Yw#a;UxFIzU+=;3<DX<bUxrZT3W2h&XTpLosLDzNF+X0iNX9lom3jEI%
zU}oEeoHtozP@B}B0L9Zs0=IgG!4Dw8ld9oaaG@IAu|%Xv+pg4-wc?5lC#f3TB30mh
z!$RHVRJPFJHWc!FaO?#ENBY<bH;g6RfX)e@E-0DGxmf>w#51xSQXY#Nnh;z}nH2*g
zvk(3vQ)?<1_BE!-5ID<G{cphO*leJ|lE7h=zkg_W8kDq((V{Uf&Qp#Lq0D*%daL@!
zKmnG979f^lm?4}Ecx~KvAGFLvTBA*Adi$Vp12rM36?wpFi7}~-*tBo|>IE45j6QSC
zupU}AG}ZQ-cZpg7b;43r1w*l+NpL$Byi+2qst^>r;UEFfQ^dav(X9fcmvDI!B8kR9
zV$8jI2hYQy3cigZOfWQLjjO}7H`n%TAgcL+uEwT+b#)NyNh%r?+l=R%OrgjYU4c7c
z1zWefHZ^$)=o#YN^6}c!yJ1}AlVP@H&@f3C_|_9uf9(azqw#i1ys3dOSjP;Vfwf`M
z_5|-)OEJ*NOz!6|KHRet)qXJj#h4C|bFC36=h!Yh3U`Fl%)Y)8E?G<U>>!NWeS%6L
ziNqSeZ_mH4?nNEW!2oN>mS5oCkzrK%4W3K*ND;&{mZ}`nkzmai4Y|hc#ru(r_}5{@
zh<&IP>ohnxT8g#B6F^KpoD1XAZ2w8V2Z~p}TN^i505iFRd~q$+2IDE21YiR*dx7U|
z$R7o!7xM}aWP)yD5AwjHq;(Z}6&HczqQUYGKk+T<PG&Fiv7s`TS7co&frHfRPE`cg
zlA|b+Rg4;wH5yW9A^fZ1(qQ<Q93Dc}N-{*TFx935B7GdqD421r;0V@)8SNmdNPI#N
zi5&#Szu3?@DJ54k(MT9n7Q=%0Gb$6X*ky=qq<?%1HDjrlLaz{28xr<O<o&u@g}f`U
z(yXHWKjxS>`Sk8Qc(Fcz^gBK}k+%NpUb}*;SUjnUs4H!1;L{PUQpgqE&>Zs2Ivi}`
zQ8A=8Pzeo@!)s^>=~Jr>f|HhzW!q$YS@|=2kxr!RI+BB_oPh9Bf$U@aX_+)k26!PZ
zQg;5rrTP>{XsnT$?5oaVwM6tL@<fdTBU+Je@VXml>xU?qYNf%d5W4yOvv;Q_wPFgg
zp14*7P-qs=E`esZXd9BN_90WiKD+lq8Q?)SA%+E_AOz9h<zslAx!Y=yaYnY~daPeJ
zJcEGMT!y<OoW`tD2%LH>OeJ6YhtR3TUkbD{ZjXq=U_EXJDc+eM8VtuPrIv*_<kqnz
zyatq9MUB+_O2NO;!qWu~7I!)5oGcKbzM%SEm>umf0*coUuvRLJTg)Z??z?~P4fKAL
z3WwhVQ4rZg$5CK|tQN{?0^as&%t^Ao$~sCV>QHjwAeEjaKE3(|y>4Hj_)95zcR2Lw
zZsHoL42*)dWT=m`8(t<FW4ap68F&=dm4bh)5sY~4)aH#*SN}WqWc1$u4qn%T+mI>~
zWuXAYfi<xGKd>jp1>Et5T>o7`_{#SG^x<{*_9%(OduTo0Un_Z_3jS3%!<_bY6J?qF
zfh&D>+~gvPv(d`GDg%b#8%Uq}lU<ls7hDI|->RsZ{qa1{|N6(m=2)+}u&kP;RK~51
zdj+SkGdrR*ITTJdHAJ6nOK+y<Wc_zdDa{+b=6WmKxpvML3I`>F27nPLnX0ouns_&K
zU<Pd5e)?!@t|iCT2mcs0?DCuLHb_3P5NjUS_Gb;^Q7cH6ncU`mH_p&;h0>Y;@nY8~
zNPi{>8VFr|`zSe+z{p<>jW*Ck=>OwmfCn?+AhR$~I#J&ti$mC293taFe6=;k50goQ
z3P|Yq5OsDO<lJ&F;qC!-$)fRhflVP5{+t|TkXmDrO%+7cd;oby^HT#?uCE;^J&3+`
zz?$-o%HIJ@YQ|*EDWI5qK?9~Ye8O7yhhClvxB^bdNSNmQwZcW8uK|K-GvLA=&|B#Y
zWCMxbQKf}CMzkS#A{eC(<a>9FuYeEK6b(Z+*S?QePfh-@+dBgs@|9p7*^v-ti%-t3
z!)uVqhc<<P57`ej>4K8Lr*L}w4eqT9ce~YUQd6h-?GZYFx`A<VQ_xU+S`zdMTwFb<
zO+U&7J$6E;rSZ%xTpAn1aT|;LFL#9?zKV0xU1C2Eg7XG%ADico*W7d?Z=Q8mJ}4VT
zAY8P#4vc|q?xZA0#Ry;+LXRqvWh;U42`q`!tUx|m2g&#fhf<l<3ku#t+1<QSc#CD^
zM}0Wbt&ph+{AW6-T~P>PcCsO%4l*3>q5Y39_hj;{I{MmjAqdj7HPFUcK{r-C4GzyM
zO=}~hzXi1dB96Hox@1tN<!}x&0p7Z@2#CNRdK?abCKker)w*#o7a-|zCafQjY&Dg9
zYgMaUKIkeaq)W4q0YXTiF-s04P!qF{LT-LsT{TM#Svw<ML*r*`P!Kk)JB0L`WS=_J
zq4RbDx*3Uv&FKbLxYs_ezr_i)QJ&q*$qW!mXV@K_hd7jy6SuETG9H}T%xjhRJy}2e
zrIvrF@5=939klenhrk?=454!zEILgtp#ZN`EYx_{;=zkuR^SwQT-9p`up_6l4?3RG
znp2h5t^lvjNM$~jOlTPA<6I+%&ul?6P}CaSKQH~)4F=CQu*}i=(87A@PgzHj$mulO
zO5>bjnc8Cp0K$>dxLv+QqdqM5Jk)CB2G0z2>n3mQ@;^1Y$9vsY0dh}K%4A{(2G6Id
zZUXw3%9Iuc;I_b2TK3@FT4uaY5KIZej*e?wN5wa*Dn`uh$M@kegb^xec+>D})z78D
z6>kI#`$N=>!j$|*W!;m}-;$iHqM^~Uy=3w3HcoZ~L4;M-208ujQ&8q+QDxyd_}#ty
zD@OodNAq|JS%g&&9{HggMXQO#>-K+)tk^1J6#Yj~y%gGSTksT~s#}_%kMk@sa&6@G
zw?Kqr8=Ss-asA0qZGBoY#|Z>af%>7Xe!pm32HgG{?N_hy#^rRim_7xR*w-;i#+0qv
zLRB5tH>w?(m~;CY>=oex_4xoS#0PCwMf|^S=h_GVTH23wN@(U;aU#WV8>jdM@KyGJ
z15M5itbOHNnANF;Qvxca8}t|-q?vqtg!lmPkCgwmd7o0REAo3HyG1B+sN_S(uwg>D
zBj(4R)xn9%tq9=eK7aSmck#$X1@k+o*9dx|Shvc`s;c6Ftlqbo+wBH2YumsgFGmm>
zX)En0gaSQr5n`nwki`hNR6;5u41ZbW&+7v+wa1UJYOO3U#U>}?%s0=%HM~LF0-#Eh
zKd=4R@=RWt@yVxmqYh!Q2<{63Lt)m{WnH$^4Q(6`&^o^cqz&j-j;z;L59@XJ8`O>d
zAQ@csc0paIH%ANlGn+o0mOm19;~eYtd1xbI2NZc9Xar{CFc?`rqP*rKd*w!TBR>mg
zC_FdqLH*C@b>>U2ZFyuO2bf#$qmIU*qcg}s2VTr4y?P+#K!K0!*UVB2EwzToxzYMY
z0wy1da=dYYe_|U{LDkEg1FY#Q!Tj@(pw;JCbrhCEmmjNj>D;wq*s=lPKXphFS)c2G
z#OOvn?a&7#f@DdQHDh6wQy;s`mOz=;G65z5jdYIHyJc`N1*@A6Br8EEM0O)rAga1P
zLioq!PnEOjy#eZg)w?cVUq*9-8wiASY6_VNk=HGALQQtCWfecB3)4uwnFtRZg(ztO
z1D*j;><t(c_Mz<okoJG&5)Zd3JA~nV5EUA9qmVz>2IMS(DR0hIX~QFW_7{uoi=q`W
z&X&XT+=WCo)IjSK{q;4zq2<Qwtvw*!Jp|Q-zs`H4y<pO?eYHMiP<IQETE5v1B{zLu
zf%5&NB)GMV2lh3n_W7|0or!+u_@Leg>yjbZi>n0?EyIR-N<rb_w1KvcN|@n0*mUf#
z3`1?Wsc5zEWbh8c0_ziO$mMD}4MnjS6EDj5EFEREjd<wm3;?7r$izE6+EMh`2s@Wf
zKprQGHZ^YQN#x=o)K9qwyb(YEaM=KN_XaXyrV<-8^=62aMsocPl8nV;>s8K~AxLhM
z3&A%}xCExZ-KHRvXN>g;XW-#G`oIPv(iuT+>J)J_eKIB8DYQDI9-{7W9F+7qKdG5m
ztyOA9$rIHhh&n709)Qx;k-usqp6^k8ndb^FDo8va$D-vJ`v&i9vq!s(-=T>VeUA%M
zFR{9my}UtdMke@0*sa1(QEEvTbsFN5>y>Wf0lbN*gJ%FZLdeqR+E*zu2KDP`b?t)>
zW<b>-bN+C$${j_?xi~{-NVoiNmR2V<Z?g7dSG$1?YDW~LmZsEqLGZc*5e3`|V3^0Q
zea?%lDtniN;x^ExX*S`|vwYQkArPn>WGP`3{s(c%kq^6=U{Sn-irUEnj--)RTHj}h
z3>J`(%Yj7Mhk{M66~NwZG?mb%EUwL~7v&&;_&xNbW$RP4@+>02V*@_Sr(@I7LSv<a
z%5Wut2+^iO6=FeEKyeZd>j$Jqbd=F5E9FIf$R$yDKwqU{$k(vby&(bCwFI=&+CbH7
z((t4cs^1^rpz47#?O|VasLZ`>oX9%$5UpT<N@dp}^=8~#RUDP9ZH-N7EYm;gJHdyG
zl1BWY*Ld^fjEkb-H@hE{b1|-7e0?hzQ1X=0#Dp_VSKm8xHt6bFL66D1h3#zk@O!Ei
za<hb@A{3ciG%b(2&I}{7cxEr!kY@jSplt;mW4@W0nKwa}qwgBfAPTV9pG(5!Y8&$P
zF`oTZSum(GLOpidDvx)4ZYlt^15)CZpnE|Cki)O6l^XaD;3Ua%hKR@LczLaG!Iz{H
zc2;%pCadJx=Hy2qM%)d|gX8z47WXf>LZ`s}b<n_z=Q1P=s>M()RQLk+`KG|2tcMQp
zcgaY-#HOSyaO9UGth^3^DA8!PkFixSxVU1-Lw2cU;GP>!#@7K!#)5k19E-9QfRBv<
z`4rhBD}W{C@?K}%kvpr-cM^~%-S=`A|0|nA6@>t-=opYP!dKUz1`qBhf2`q#SXiE0
z>r(tC)RI^YuF&%9KsNaeDMU(29KQVY5x)~i1&rimeVNq=9`*7asn<s`;|JOq2C2@-
z;*1JsXz0wY0XxNRw4DrsR*cf?uLx}m1J7sAQT;QhDfHG5Y8pc-LS@)VJ30yQk8y2B
znYln)014ol)>*&<5G}NL{g@mNtxhiXh<fjor{T@^w~}_loT%xOaGgn>76tOVwhwhv
zGW)Dmc<FzmJyJxi0f49E@##6CYKnJlVAB6K2Q(tO0tKRZiTqq4tPMA2pI^fRQXGlJ
z({S7ps*#pOSR`rFqKFz3)q`%nSfzEv&8rcJvw*I8Qj11?kn8@|P#46=mO{9b-~Zh6
zkEj2Npw6SF`i3tAJHw-n`E%ciqpDh#Ik<FWx2S-gUuJmh;npQnt+02`9z>vInRlUG
zSi0{YWE8Eb*mP=5XA%SpZ6NID16;i!ltHK{wHT};%h?Y%3u&2vu7Qw<#Yyky!8(pD
z`4HP<fib<Z9<3AfQ4D}BPy|F<ugBsZ2E{`<JK@SNZ(6W84M_J8L@H8>);hCAQ2MXo
z*D_DZQANOD9LnM&z*Cl@{g@DpYH>vw3i!hls1#|2ycN4=9T4UF1i8S%?E0Fe1E_*u
z0RyOle*@ZqHN@*h{xIB<Wdwe#aVXTJB_q>pIv{E=U%mVazx7P2UD;a)&5Y*Pz!jV{
zcSS<3)E8u|po+MDHb~vJwY5R)vLK=kWcD?-H$=b0aI~j^t~<!z)d568RnDmD@cuK?
z&jrQ?KinXRU}pYc;AJshL1fP0d!XujP%jAZVn-0S{uIne8}i=u+6n=^%KNW1u27v3
zd6hFjEdW5{mhl3QFJE7G<fBbPP%EZIDe_^W?qNg-qTG=bM)w~;V>Am=2N$7_${(8N
zD`94^Km+H^v+D{(6h7#f-FE~iglgz73>Ec53J;<}QFCc#I>DCS{&or)=uUvE7i}5x
z5FC(|$hgeQth2JZl=QdE0$*^AC5T>^C#pO_%mFYZJCKTnHdh)4pER4rIwB+eZ&%1C
zS#$6OrEyJ0K~gBJKJ6j21(nBik{&#l0BmZ0jDAo3ngJmQ3<#qa+49B5k(w|GUgezb
z94MZMIK^kjcp&T?ZxRi)Dl`@K1OyzTv=+s^c-j#uS8W2H9dCsO6}^npV0oF#eFht+
zh(>}Lbp2xGgOKWpd4%RKO2y`>1=q3xX)sNK{SS-E2Grv@G^HLOIe&d0?52hqhlbT5
z-}<A90V42jB-33E7tc`$2=RY{cA4tVQIR!;R#IB<y{#OgU7~1@n?6&wb+P;fVGL<<
zVAhfnDE|J6zH8VGn50j-z1ei>G89@@H(|`!7EYK(B0P@_uJCzogaI9s>*G-qldmUi
zvWA4I`ga+aHke~sb7)_UrXdtdAbS3&(pwJXENcg!YN&TMz$?~f4D;H=3pPVNC&Ohc
z%NqK;IdTiHxtDhUaI#1A#5f{bwEAJu_(2fhf$c0Z-&Q_@Vw;r!9jVKtr4m^E74T%j
zHr*lI|Aqn>Y_Wj0$%;uG$^N9E!OO=Pn~C;YVTWCpa$K}ftBigf01!@4V;&%3O6!Op
zMTwnl_|odU5<YD#E#Rc=Wt4EV2H<Xpw<A4iK!`4PU7DZvMQOZ&M9?3&%_MLi=D+!4
ze><RID-j)rW;4*x2hr|21)W`>6l5`cg0?Y3*d*mjlK~lk(TTP(=#pbb5L*|8;;dXd
z_}w1u#loRyJfN*SO<tE%^eIplC!!X!T*M00vZ!FhppZfPc%cp=A2{g=1(34TuRSwn
z9Xx^D>>Sp`LR!lpa!KhaQ8Kj!LN+A~64=K+M4wM`6AYh)!Y90B1?}z=O=kWu-%{%l
zyeW}U_E*;PA~!<Kr<~!2R$+kxSc+9i-_RCfjqH}d#~|Hbpx%bgPj*6$iZ&sOiPkXk
z6X^!wkALQ<kLH_I9Oh++W;IoY(tV{4$PKhpA63U1Vrq)I#~>wvb#M=IMtXu~++vFg
zRH*boe|#qjKp*X{a2der&RYF}wJ-!GzZ^$7ApLZWhH`$Yb7n)}5up5W5C+2qEzvg!
zub}viP#H8BX8Fi1EzAa>)Q*3)W}+eM4#r0$aqxftv2q*&&8E~&Xsy>A6W??nOx@~9
zBfz$X67`;oT576pH8m&(GLxkWwt{&eFV-PUZ$_aCN+3-f0;2Iqv%<;VAYSRU)GYkR
zPrdCO><QP|1zvVcFzoQvvME)MOZ7Qeb#V^?5mODpKe=qj8rTZ$i9KkW473oFvZvtP
z<48!a{QB-mmNWHhHju0rC?9{tBrh_-**q7P>0u`AGRTQ7i;%pu5_{sjlzWZh9j&1(
z(?emStsi#a*?|=L8BJhvY{F6JF%wI%rsf)LuSBy&lby1$13)dpY!10Y5Z$U9?pmIO
z^!vCvRLr{cZ6#k?Dxi?qxyCk^p%f!zD}XJLxW{2Gl>;>tOw`5jtiOA{L;!IK;%$0>
zQ!&BjpITFj&k-y&D~L{ED$=NyraE>Yv6l(UgZla3d6U+XsXiqL!vzA9fEE`jc83(6
z3sVjx*8_;~7FXz<W@FAB)HdxvMr-^U-E)Q>KdCbRlT_x=sF7gk3=2^t^;A*a0(4sI
zDhsa*L%*~#)N*Ln!~q*Vl}{jaqg1I5ef_AJqGbXMzXv00)rv-ekWtDgM*8JCIf~cV
zc&k2D=6{yY0<r)<noI&OahS_>IK!-|2vpTRCITt2E{SK=H*)4(vqe^Q4D<pCflQBf
z7(m<hA%eT0vEcJ<Cbalz!JD_TGgrahmD*!c(2mOTTYUBsEc5<THE0pg69OP&L}w$d
z2nYS$b}4pH#~Ux;5s~{1$bfT^wV;sgoi>08`{3LfV)-eonWS_;!%R^#puwKJvL#Da
zNxWwlfFhe-lG?SQ>EV{+kgSR?RbI0EjCyBJ%zb^*16y=eog>iMb$ahKS>?(AYR_zx
z-yaW!D6Y;1^=bgL93-@MC2M5G>{!EAt9)>p35R9&6+~~LUL50>(afsP)fh1yPzHX4
zT~eeaYgU%JR>~3LK)I&}ZF~rJ2a8e%ar<vOPzN>8xJHiyp49dm$<j9tp$GRD1ZzOR
zzGw%Rq|E=b%q9TrK}K`sNjQcPtfN{gFS*eUcC8D5MPY1^2#H7n(aP7Md+)%QC&a^s
zQnVH32}m~GXomw9RrUR-AWeSt$p@SIv}6U|G#TrF0YrrEw}vD&<ez?;HlpLc=6e2z
zM3<|p_0;Slr1zTm`E=xLm~&z8LOYNlvkYAgf`(RJ*nRS3mkZ)Fx)nX=mBVhl+F}FM
zrb$yb5=YMQVVfVX=CkWJZMW(hW}v;8#-UcI1oX258t#asvt(P!?Rp5Gdm%#B=E_#B
zg9Z$8`CvP}2-*zlp>Ay32QyVeIv$#EB^jlERj*!z;3{cANUm<IZE(}!)kXFLgds~H
zEKfJ(dPijvSWsldnW{=k!2DcC52dHaD@I0C0|BiyWJzm6q&J|Uy3<HM%m4n0iOF%5
z8DP-2aR3fBR1cbHb2{VQI*_UWMH(d#iAI88AP2r!73~P1FSbg;L|rE^<r^yEauLe}
z?CxpABp~CAiY66LjkAa9jJ~0R1Lwj!MUP$oChq8r4K(jdHfq~dqwOhr=n3u7>Nx7(
zLMsW;x7|=U`XjN6-aqqOJaRNkyApT@0QS^o3ZbIW4R(!faYU3uu4VKe*rnR1LPp)t
zI+w<4BVy5<e!F9pZ(>m22b4h71lTb$<rZhlR;piJLR+JehT<77zq`m`$&A7|+Bg%&
zJ%5E>IiqR`dKsHxC9WGNA8PV%m+K#(Jy6j8JGi)P5L8T}<EZgq6~GRi5d|Re4GbsD
zgqIj>I9T{v0IG=vpg7DPh(L?n1AeG(ZJ<|%&GnaMIQ<edp#-sv$ST9Ou!s+W)k7+2
z0^2`Q+8DW%FnIL=*w&Zk($#?)fF2<R6K#2GLC<d4up?gc`PDMqt2`Gq7%HD9q^Hwe
z5<#l4bwbSklMpzvm|Ip0hVT(5Fh+@#f_dhL_^DO4^2Gt{zfFDBbsVaLP!cru3v9Z>
z?gK`IH!v$W!L;KK`29fAqKX<ac$+NzI&bUq<0cBI^#HYU;*utjWX=uU{{^jO)nO-(
z!{R38_?ZKmXU1zpZ_5TLUj~W+G$`!1?O%FAm%>$}d1zT<flzIgac}kEDczvt%B3dX
zfAR|NFo@a}eHceTPDTA!70?RGg|=pcT`o;irwO+rRZ}#j5pM-&$*A`x`Je22O5dIp
z+STr(wU)62TN6Em9W_sx%Y|57*5QCHH~o~U$5vAUgF`PhDb)x0(7=`#&hp(9;EiY+
z4V7Z35P*z}j1ru3Ivn{b1Po6m+JDue5IC4_=ni{`zy(4zq#&v+BTEB`nIH~9E~{5g
zpx_YN%hn+UcA9l4{beOgqyZnuhV<RscBJP{)yWwlA7y4H)qJlAlIs8mp~Tb;n*%;T
zUWj07dL7ah3sxFN@DEbptGH0JgO(vKUmHk>g0%b$crkeTD;V$E`n3Atg3{DI06Ax+
z6Ei_;X^_ibrL?1X=~W`QCIzLD;i1<Y?RN|O=;q9$b+?hLgb51*x!e`rO#mTCRd}MB
zA$12GufRROJ^?Mltoh4mw*#MEsF*ITf!p7E(PpBI8^R%A<}ku8!iabQ*yBeQNVbO#
zK9)hH)%C7KK)bP2i@`(Ev{vra!8sh(8hnLEEYw{?h&L@NPf+!X+Sn|dArpKAO?QLe
zYC}<!7j0RLP9rlzvCYJJdLEKsmNO`j|Kwg$fKY5%gng5M1)^7Ih=^KO005*Y=!Q^M
zFM^A#rT5h&O~bxb`+)V5R((u??V~eP?vX$Mpvw}Apgsj4gpO+BJ+OYXhu*{d#>$Bp
zRXjBObLZ;41@A$7VX&TN2arSGRb-?KF+Ipi1<s%o{^Em)xBaqgn43{U2$Dy7K$(dc
zntq}n&IgK#`uHqbaA0F{!$I5{2e0nMs$hO536<3os2{M%{&*3^f&6bVzVx&Oi0LSr
zGd{DC;4Hie0$L9xA;Jf=a~|Xf#kJdmHK7uwc%i+jDv-rVh9I=u2MXTAH~|>Dkm@8`
z*ckc(j383Yk@z4J4Z9_4v^3WR(XOt>ejLfCV}k-mzPKH1Irj#P1mXV=Z*Lw>^}ha%
zYwumVt=&wTHS7jcB}0;-NrTK538mO&h(xK3)h-Pv4TeG`Sy;<ZvdF9nWk?w_lp=(%
zktyW&y4OC->U@Xi`98nvdY*G#=bv-5ET7MNxbN3=H|&P;_vCXB6<5Yy%ad3M(XVR0
zaTasNVe4B$hZJ#hhg}hzVdw%`GPx}a1N85tfeDcTlBm=6jq;C*cQ-#JIfdu!QPr;G
zRrIlB5v42DGTXVhwjtXkFESjluY_6WqJcL0TY5&!#2V`UpxcT^$42PH70;_P!co?7
zc@1bb8CRrvr_|$XaZtBb%I?qelRSQ1P_Xc}^19Z)l1TD2*xTkUpY)ff|9oigBx9Xm
z$SM_&@*{RK*mvH#q}yA0{E|+Xqvw}GgThXh2!*9X_P2EQwZD{YASudkoMZc7L+m4K
zC@1Ad2v4vx<-M=RdWN9r42<7?c!Rp}W+4QvyY1_F-)y-xt5kE>)ciTZ32gm~DX3qu
z#@a7joW5)e&Y=1Wi!WaQTy~;4{T;>g{0ovSgpnn|8PbCm{;zouJ_p&xBp4<?D%|ir
zZXL85r1w5Pl}slUoh5X$#%IqkA?aiC(R2P(FT(2^hjP+5Ru!@YQb|1Y(m*pF-8brp
zd3>z}rOylTr9EhUxVVffnk<_k%6of=q>PTp0aTk@O&HeHO80%tqvm2KWWkC<@$mVl
z>MZ6TWY(NPw+Mn?*gDU6r~L9K@`u%K8`-kX?8<BW0{3ip#&N7(%a2gER_CAtzp?)a
zaUul367wdpoUwdt+B+&?NfWfLlTy)ofyu}Gx+f*_j)$Uzj1#D>El_uH^Ke(}72lAE
z^*+Pq2Jdw|cs@(j!%f}{a7Cjl7~b}LM+NxIO#?n|mw$J(<V%NN0|mKG;6kc;n@JA8
zYqkV4kyiSj`l(YI`~&lt-dDI~VU=~Hup?iP|9k)n(}x4;QXincKf`4(d|shoSX<!=
zNQ7k+sUv8-P2$#9qBKbn_Z6v`gK6m^dj|Zzw!d4~4xENtp{=FlYWmNqV*LOpk<2BE
z-XW&nIj&->&&;c|faXEb`q8w5db!|}U`68@hKAx51fB*#e3y>%n`+`4%C5(bjVV^M
z2AC~<ZuGL-5sutPF;b~hO0l^3(j}}Yore(X7d|Qk?e@^QI>|1u{efNzuGMVHa3~n%
z9{rL`@46l_a6nOt@a(BXz2Ma-O;Y?EN<0zaD4i5=-|7({IH9l=cV_H(MPc<P^Ak}N
zEej?9pw$lYJ4XDxfBr&PixNrw5}XBkj=Pa@=3gIs12yb?G{_{+I-F^D8!-&F?=g44
zs0H;E4yIk|61y){B{>g*0ufK5%$yc?AKoWE_@f2N4_Y52ZI5}XXY*SiBwR$#rw?=~
zialrSabjJ$^~S4;-}nDh0Co45UZfOaY+!C|J(Zeop!HE8MaF`Xbb@|zVTTZ*qJU(D
zg3Jx){VD3nHWNu)Laxhs-{JL#Hn6spoCSC}X7a+uyJYtQ<#m)d14-${=h8#(;ylJF
z#CB8eNp(dRVpDSr%nR2KfNn3iC%YAWjq)WPv>*E1UpS>k^UR9GXVaz|Dndv9FjRLx
zb}-U{IK~}|W6dC`hgzC_o}0DL{Wd#L(JR?9f-BgBKgNU=+k12eQ-RyM?<nu<ZYHsi
zk(cwAB|6}*9y*IJB8l+89y6it_JbFHm!L?0@V``K+<J>WHy09zQ925Eo43<c-Yv1$
z`uhC{9UZ#~<AqH!JpC!-T-?kI>VRnXQC2qUJw&T1I`;z^bCUCL!RkkC;{9_Sld8v3
zy8ng1L~yp@H@uewmLk>gRH#rEe?NBRTpXJA3(xb8X#vTJ`<OyXHZcDZ-vMBAb?xB!
zdB==s%XXqs$i+ICPW$ionX49%0bt`q-t8Uw_0#vj1!CoXm$hG7nMVE0{96~rDz&B)
zqzvR8KfU;uO_&z@SM=!b(MR`#;HdMFd3Avn1Qk;oC-U?c0<*&rviERLZyI>@=X%11
zE?7_rt4N2nrq&e^YWwBs$<*U%T-3Uy$knW4OJ0WPFdNi<UyRx)6Ymrw+4qbgnXS}2
zEeeJIu5pnonA{|j0Ji+$=}R?UG@>KQaqGaKj!l)@Nk_g*N30o6_}=5}96E|OPMpqr
z+p{@{cWBbTD-`pv7=*-C#5RrT18n)6%m)vO0i8%!xN?zqng%dIP9yZ;7R}w0XUCZ4
zN^xCo_wsihcd~lzky$nXKPltjCuxh_^Jd4~*8ZMArZ^`BR&eyDXTA64c`N@EWf=EP
z5lqX@?n&A6$1v{O&f58F=r-~!Y&ILjwM#uvA?^N@J)&ejpdHc}omz?uz!rw&ul(;F
z%JCC^xMrtZZe%$r(~PbOe>p~^ape#i0#s0tl&MCuOA!(VCV;CN!?|~Q3$OAOknF^|
z*rGn%MhI(6n@JaF?_9`V{G>X7XLs9m19RKoO_{j-3rZm1>w{t>V@%(_e?O@=)o|%@
z^%{A4L^mJoOTy+adQ?a?oWX8m=&JF!{`H(s6<-5J8}_H{iqg}R#!B-N>PEhIj1VW+
ziTAt4)g4;xizv&)jT3F;%qAq4E?UtH9r4|BqhERlM@&EBIjk?U@27XEmyc-!AepZi
zX0S|ndMY}EfVc;GT}WjUhtc6Yq=et6QlUxfeiBM`D1zh~P5Nl$3pLXD@V_5ic%Jv!
zI*NMx?wQY6qi4i=Rd7>g8EX34?6D%IQz!zcOkV6crxXGMB#EsIp7AFN#uuX{+TJIW
z@kKh+1OYu97~EMbxNszW2%NkjYpqv4RcibFMEhD5vJH4L3}4^lZEyjncG5Rtd9fC8
z{5GnygiTY3o1sFL?xQ*+FYm{+6gAvJ_3%acpvzeP19cqgN17%hTP~wbw>W7Y3jf;1
zaw$$H2^6;|Cbj|zybC-4r4rVAPe-tPTs!D4)0j504Jppy0qFvgnzvz#mJB(Hx}n@=
zm^SgaNpo*_hI|JNl7sSl{tg2p7Pg#0L?T+QH8>X)MMt-i<V0e{3n5t8)oF|;As%2^
zaAPXCidzSR@v+OIpB_auEg~7icrAZ;z|G_8GTtU^*&cUcx|0p69VBa%vCG`{MdYDc
zx>5+0?>tYv2YKp<&^P&@h?n6Fu4D}ya7i=a;GoQ02OJ|s{$0EpQlODL;f8P!5OhJU
ziMU~(!+a)6Roc<^8s|7Wy6w5!$q0QGsqbRT2kGb}O<4#~6$i@OWkyhxyNjskzrN%8
z?RgFVNDc{`4)pXVmXoY_4=cd=%%v*KQ1&zKId35F`{V3Z0OPRDM7g!)t`KKp&C~v@
zk-@CD0FFr#Rwyntx&#bb{}Icdz_rrkG8}qlQr?~{prIB3V!1UwY+hH#1{M=dPQ>U1
zy~z?wNT+u!J`S<o=95Qjnb|R<q6=0f{|E5Eo#`IraKl*^vj4E&@dP@#X(QNXgac#V
z)t9i*`ZcOk>1*I(W8aQmI&c}vow}G^j(Up5^3<b$_C?7YSJzW2*pApnZPII@d$AJJ
z+|G`Z1#E1E)hVQ2Z}m7&e-GY}MDJ*C8@d6wb{Q^o&#T-qKQKYeAX_G}P@q@lQz`o-
z_igAib>b~dg#&mC;*?qm0N9u%rqXiB4@Rj%>h3c-(Gh(?J;3)rJuVgtj4*ZZ)qc6$
z$cP0!q&H``?|kJtKYcA$cPH;71$I~)iQOq$S^AAiZ#0~1q92sv5_g#+GWv@1#U+FX
z`b%$;77&IN(ZySQF5q%pg?n=vDy}$(;L-t7i+MA}V~&y-^zbd{Z(`Q$L3_fLxB{2G
zyMQk@TJnzO3nB92A~e9I?8iESV$8mhbSOkep#lM;6I2X+K_r(n5MIesrDz`j|8GV0
zxm037sg983sO*^{Ut5G8Jk;{fwT!3I51;BoniQJj;{YP<z-i_W!c|CJsMW7Zxdor0
z1D4m;O=X8|ltx#c_n(k@R4OI@b?`+?`om%%>(hHa;_{9P9OmsNKhCI-VLCZ_(s2TI
zl9gw>r@!7v8bgmA$9HJ2FGF*G#nYcE)XzXX{7})*<vMym^ehl&iuFD>p95DS9m}s&
zM}~-j^V2Z0hX1E$_2^eKFu~2o#h4+(%0-sme1ei`JXgRsKD)O5V=Q6+bCQJ&fh63k
zLwx;ZN|S)M$EF6664}I_T#*(W4R-K*XzKp8(fCEZ{xV7x$-&_}AHxeSx~bgJMBQNY
z;h0zqV|fp{bf}u@kw0A+psm;(PWpg@8Eud~Uh65^@x3cB>p5}zP4&@jYVT3M&;+Td
z?s^`UynZ*(Kg+shssq~#&|43>!oG$bpNJQlm*;hJi^O^(G3G;(0%QaG3LJZB#?mOi
zxyXQ*M#oCW0QoIDA%QE+UB!DMds%-&@1Qb49D-BDL%1Kf#ok2SjI-Qc{R9rydsz9T
zZc$^q9L2Dq>~V8!r_iVlZUWn3hNzx>CV}i#eI`k^yH@7%jt#3RddJy6C5?&h>X%Hy
z5Q~NRH6b{yC(1`L?DsKCM^-e~W}S?|#0YPWFXtUM#`yXmE>~UrzmO_F$B}2Ua?}HR
zY9lEK5(aR{y$fA=B11NO4$kR-(kcpiIjBmPZn<7N5=>(g;(33Y&i1%58j?xS4ZadK
z7H2&u2H+D?Sb_U1yGk2=?}P#Dht@wwL4*ggxaBe)hOMW%)z8$(y6e-+N>WOj#SHt|
zQ{r*y%VgfR-)k)kBAYgpDV|Cv(qlJc?IMUV#r8Xnww2``d5`Q-9+w895|$~48;t7N
zV<AUNaP!T?wG;iwg0~xFXQpsf&UqOm8sK(lXbGp2pqAplq*0++ZJS+@tF;sQOS<`q
z&?UT1?R^o~^SKVRQO}Y~@egq!sRpBMJx7u+AY-x+e`mZN{4aI42G-z2vmI@I?Sn5{
z3{WQ)HqHq1ixVXPyBz2wr8S9wb73l5)X@YP@6Kb=E<G*6PErPXRXFG@(0BQQ#+D(4
z6O>3R%`qnhJjc%Gz+h$(jYVe~SDzHH>%dLVs*`YWx4ISZ9-)rEkPf@K<6PLDr|PQT
z-uTwxO7S6M=oX~=;P2|$*ue!DlC<|RIa#T_C@pBlSfgtOa3%*Jua>!P&^$f-yO_Xg
zg85qAe&>C7w&52o+tkNpm!N5r3HYUFnqd_-g#}3)@y>FANd%Aeg`h>ZwGCp2cW)sW
ze;BG)MQT9(CW{#HD8?a*>mi<aS2m(3M^sj%e7fd2N#YWmt*7li=#3p!&o760e3$zd
z*+h+Xlmpg4Ni<7?ZKt8^chH~#R&5blw`P;d*cMlR<*}Dk|6Q6>u_J=L1#oFTTXG3L
z--E186B6Aa{;&xlkWzawuiG*@TdbZPVq}Xb=uPsti;ujyQf4A(MLae{DeHFFF|QPp
zU=84m3m08p=>&)hsQAr{K3v$j2z{+34My*A=c07ZFyzo-MzkUckruDYiN$rV#xK?w
zO}JQIrrvmmdL$kTZR;k3`%Ap_6vPasDx$)v2UAukzKq)gG5ou(=;2hXBQewpb7|(B
z@x13haW|08dh#PcaI*Pj;_2uw6b4IGR&)%d_ex%2yz_f63e!@ONBkM}m-x|L@iA;(
z7yf{e$14|XRjiA{tzNVwKGbUnEy5pkM-w5iTkx$VI`QTyY>!O+Z?Msck)RoL7ths^
zlO2*P)ygiCa1yY`Cq4uW$n;!~f6Vpal5>5@JVUnR*lS+%)YaECY*qcHD|^Varx`M=
zCazu*wR=LAFF22%e5dgKL>qfp$+(szT7Pr|Q4rRfDZ)xIrBmjjJER-U@^m<<zlc~M
ztOb~34)i=z>6Iij{7H={(yx-<ZsM8!qeN3oH<PE*GJaUKxBX`gcGu9Hztc_~Wjql1
zYpK^;6WL?<Lgu+aGc`40E-v-L;jH=9Ue@Nz?6mkrx)vK^esO&gx7=&2@CLPCYC2r@
z$aG6Rxb#paVO?LLQ{38hM-IHIycw7vW9iZ4+z8P|jhZdOrL{=%U4<<`ed$$0oHC^-
zOBnhKi;fta^M8u#?g{}rN^*ZZ)gWX5y_Np<N4#(%fdiWf;O$OKOl+owpnqiZ6*@av
zLhRKsN5QodaUPDtR|)EDlN7IFL_g>OJ=Dkep%UN={uGg6>cnfALN&erTGt?%sy}P&
zN#l&Fs;Vs~<Ae-m85#p_?dE}+0(MWZ;%^wAVgEjQ3$HhE3>(#t3JBkiXdGmPv_{%+
zB>H$yS3scb2k|odDKOp=;^LW*T`>W1tc2lJ3{&+~)#-IAqT<y@31&H{NZFJeq;xQe
z;2Nnx|N9kBBs@SKOY<x6j!0~FX<ToX1F7f&8|=vcRg8o4YTky?k}NbxO(e<jn7PE8
zRCKAYIH-@AKp`}R{~#XYHk~hX&5g}3E;-QZqOI`ptho+LsP4ET$i)&$|M-fPUy-JP
zi>m}JTZji%(4%eZqow&quGbOD7#?B`kwE?iCcFue2(p(0;bzecM~e2Z^N#B5X+(v)
z1I4q!Y_Kb~yF19H0<tj#C*f7&D)ha<G_~+6MHlYWXUE3I9`~xI5k?$rwn(fsrXD|k
zC^V?7)J@g@$gtEG6!h9Cbhbf3y^W9}W3ct!k4U>~jd7J4xI#20Nm4YHHM)<4^jGM&
zKP_OG-iDl=mdvf#4N>2!GVK7HHv=_)q1uNWH;|kj%~b3d10L>nqPT|HK;Kh=o)@FQ
z525G^w>#qvvXAHs@;z{`52z_vg5Glej+lWPIK~g7S&6`OD#fBZpq1D5%S6{XP(TK!
zRBs29lIIdR#37PHvaGZ;oGd&Upzxbf^l4#x?rA|Ab=&+q!eP}(>~m<0$RdtVpOi3P
zdQ%mHW-nGj)c;&d3C<u6?vPIdKr|z$n+hmj3rOoI7>`c_aNDnPLVcRZL1!-ZtA7#%
z>PL~k97&^{l5K}F>9#3B33#RYX|_8s#nCMhRK|E*`WFfL+$w>Ka?t<DC)XhHz$}Eq
zA}p<MWx>f=Oyo9kRAl#H2ts6Jo=G`$!R~jWWQD^7^;vwGKc3S;&V%REc7&tYl1(<v
z@)(XtD=HvYX9>3BEleK0N!%bqoa|qj)Cu5YJZBg$H@iG%%?f|@XZLyMpn%_N)Iq_f
z2T&c__13$CmbV6xP?&0V);sK*9%D0cQ^f`3fG7cQ-KumFH(exdmX-eMNaf^~Wd!ok
z8e7w<5^wu4lgSs&=@f>o+?f{C6*qFy5YrKsirkNlwd>tP`DhBY(3va^TzS?%bEqp{
zR^~D$jNxgBGN~w;cl7lJmY*RuA{A;!agax%<Bi|dNBSc@O-;>&XPOCT_(eZwyY4Pl
zD7aM36}13Z+|~kXnYE_^Kx_z!8)|IYQR5XXM2&!Qp}T=FEh0tcrrNv!PkxJH_P>It
z{&c4g&Ga?9NWKuhOmel{exMV_-=XZ=F+qy++Sc_mVr4~|C^2AZ;2i{kXMQPW=KmhM
zto=ATgeJB&36G7@tLU-XkVC)rj~;v|6W+Mhq*Aa3E~BYB@KU=NkMzznechgB)J7VV
z#rzGHj;>+4+%ZCeZ>J1hv{}a*ujiJXZv_a2I=3UnX~OKOa*_K@cT<_^0`U#^IEDt^
zFYj(d#L{<A^;x4eQ`c7N-24p?<&ho9H)h)~McP_uitM#Rk^H094hgeCP(c@?00{z>
zRQCBHjZ>745xRSC7Lr#iKjo7g{nv9X`X|1SnPxY(uCt2xeC`2ptQixCT(C=v364Dq
z-ZPxC8PaO#V4$JMT+1@iF#bQ}+{s0=20X-@zL~s6)bVwgg@VWfEem?B^zNo%hnoca
zvR4)PEa%)v!{X>J1#*)UPFO_|nwM`0axp@S+=MoS-ykspN#?$yd1$CceakK4E30hm
zxA0rg*9T%jmamNw623%d2id&B-#38U*9$QN9;t8g;Pu7{{&F`McZ$m$cxC;mX*4a!
zyL+O6@;Bhu#SmZnH$m{*&UrF!PQhzMn}Y{~L(nQ;54@EB)M>KvR~@!IUxru~7vZBn
z!33EKC1{0$o1ii-{)+dY{ip!n^cHeNt~Q}j`CFC_S0~rAUN$y1U9un|18P6ZBfX2a
zJF7S-b=EvO77WRD6%@TC5OW1aFUu|>bw?`7_HIYSLTM7AZc~WVkdSc`XZxAd(p7B@
z7lSp7RF~c_+h~N=;^g)u?a?#ol)N3Tb}gz&scoW5-O<R}cq+r|iZ)OZy@Nf-uLws2
zv5t&w*{xykOf42Nla*Ke+qtHu!#umsAET{)BA>4dcIgp+=J+L;4=PS4rBwX$Y1Y7S
zwiCC|0vg>WmSRRYI6Rtcbf>QOs<os0CBvmh9hts6{Q1d$r`R;f;wym8CE79+yL8EL
zxy@yYJx&ZKV@ETzU|JB`YSYA4(#CMj_~JikGUdFVZlP^k?(}FOxe^aG9Ru}NQQa7)
z$I!YoiZSkuAZL|XJBU>l;;VSg=Xwc{@ZAmh(D8<=^YaXK3aiTePMQbMavJD@RYAj_
zZ$B0=P9dI-Al+NItGG3kp3`z}^|D0XY=7WMW~x(L|L&AEV`hJS7j9fM$v=8$lcW6@
zS$2e_S<w{#=;}oc@3H)DNRjaKC`66nG)#nMBWU0$?h3-+ug~Nk3sDE;<Z87WOjQ%U
zK%!@nNu%gWz^?eyszmVC^-@S@O0o5pcAUfw7OuxvSe`OGgsYs@c=E~p<Pa>aRM<<q
zOXu>}FGtDWzsl#I^6iJjx%Co&6l$5}q4+C!OH?3g68{2c$k=^YzL4(?J9Ul!O9j+_
z2(_>=ENTCzz&nx1d+MjI@k2OJo@`DD#>H`m{bPvXH2zmyzx{{w#X=jK%sY809_(}c
zlY9Mk{)H*9<cFL<xoGRYVaBT-nQBA`sAS+6A8^D*(Oi**fm+NTACr8Y=t%$8RNOhm
z6a!9s-sw(IP!OF|3_<>PDU121T(t~P>j@`O8y&y{O^xIH)ip==92N-G5TwU+_BcIu
z#x`O;jiK(<$2|%~ntzE6e}m$OiS;mBf$SD*R75NUD6ppSS12Rl*uP%BEey>pocY7h
zc1FDo)r$(5J*uO6EV;{u#nfBEk6OW-$DS()Boc)EgVPOv!R~=&2Pz@xEMb_K1Vb?r
z$9S1u#e2)I^RN`N)FE**{|3zIHl5kx{-d|ZdYtHDBhMvU(OabAlq`mnCWzMHQAi)d
zA#ISS!h&_}=s)}6pHEGQz}b~OVD;;9l-^COwKxNdK}G0`@!#8eiJc}U)t`%gI2%IQ
z{%OL&@`n?iaeIiL`K6pygO=@*eavGGG!W~b|AZ<=#e7wTh~ZEwDE|_K|4_tf34Dwt
zK<WcQ(Z|zy9!_3PAbE}r?uopAdf<`On4S7LE^GGNZP?2CO@ir1UDVgK+Tj)0Xgl?l
z*MiN+D_QKTbd9uHq(Q!xwVwB{UmG&qjhX>AZ>QLeuImK&pr-ki2^E19q->_mNO97n
zIKfn$)%t126dQTlz)mMEs3X!b?oK5;DM?-#5m3#jB6a}P-A*)Sg<Rv==~~;EI%WHq
zAoQ|kGOF-=i<bnNUTeHzahVlBIVa?Z^rw`&)pkpGUrDwIa@(6)fG%ZG)Xs9rJB!4B
zGMNxnrIdxrJc6dq0)04qEE=VhRK|ARKV4Nq!ei1%t=Xj}R$5vrdoZOk*2XpX9blPe
zAZA6~B-XpPf%nT!$wx;-3{6k?LZuD7(8jlE9*5(cWE2^xGc`zqLB&onrWuzY)+zXm
zI#Q*zW&`$J@l9Xc0BK*4x_Yh50b;m2{X1}y{Dl$8y!P=_`3H=`an1Y!hw*Hn##Cxi
zyQZ72ym~cyDD5i9*SX`<2uuD-HyPkRC3oz%CDpIk6D3FxJm83aWd~ULZRq6eXkt&d
zcQIa)TMD%nB(Bp8QHZYz9;Lx1x&RP!T+qBT>zhG>qR%`Sp~&UU?JMYn&|@+78;Pm!
z%s?UR?12f=np6f7R8c}knKDNTuvUa`qXeSM8;Gn~x2curs(bo=uX#ns^0c614R>zr
z_ms?|fc11VBqJj=a3NTy4t~LHoHDP5rah=Ln`au#A@jeGYa6%Ufo#d%*y^rlF=bsP
zq17eNg4;VFc)=2@)VgdT3)7}KdO;bN0cbq>V9$HA0@kUks1P+vkHg%N>;YK6|B!+o
z%c=cpF_LV8R?<8ehPc5jO;VD0b<<P>y2=R)KjOrM0W5+pNvz?O$^gWzDI+1Dz$Yqd
zCF>1&@HgjFP*9h4!9!{ss0WEV@$RPyl2;JIcc%%Ooi}^sB0B4H1HTAI<vqX+&2B|C
zuCYTZvGi!ZnpHDEcd746i<jId`^%O{Ok63fv*+y>0c&=zJ-FYzk+|(FtlR9?*8B{*
z3<n&mymm;j#H$}8E8T*9XARU#;{xAdd+0$6OGnL-gUOBJelK~C|5O0Ek|Xdt)*KgE
zhio*jiVm#KX7ujbbOUprFqqSzv}-h1iKgmm$jQlBBhPbr<phSmzrUhW3q#Uf*aZNI
zm2d<ufk$uCc%qI_P3xWd-!JYWWq1>pX=WQ9=C%s9@!7?+5lOJlc`7IoPA$-GAkzcA
z^nh!J+mEvtfMbLNm&82<U^aVq(qUJI(dgG!FL<g10ZucKi1VHcrXFhxy3eg_?d;kZ
zC6MC;l5*<Wu_@72Ukiz-oR4q^r4jr%6GuYI`-Vl<lntts^<t5?-_bd|2OFAF4wanC
z{SMk^h=ia%qXb8U-!ly~-G82Oz8Szs^!G<XP-LCkA9=H<JyN?C^SXNU@3muXXW>?f
zFj8F-Pn!xIoHU7k_G7TPlabiB4uTAvzvF+&UlJS91KuTqnh57iyhLlXDG~$6cz@!0
z6Wv6+4^Ij3AQhr4Tv{Bgxk!qquttoG#_rUk+o?gLvxX)Y?CHhvQa&nQvU0Tvd#E=n
zdXE2*cXn?9nB6=gtsB!sWhA%v2BKrqUdV=~3yO#mSUPUf40vukN>TCJPCRsB9x~eY
zS8MUMkJV+;)QNl{L0n|2N|&_LGj$p(i9_~!F{J$dWGbK{KU^=WO8)RzI^_@t8c2xm
z4T><AZ3;OOfp#(yn_20RyDO||jt0C_R3Pe4nDlm%XyS+tD=8^Sp$tcTFI@xMfUp~8
znz3-ph!p@OCupV_t%W8v{GFc3@W~c~EHZs4!rOtNwiuwfRyv<rCb9_1I@CSqK$8`Y
zQNWSddux*2Q27_rY20K{`9u48%CH@c|3PpW_x0e4D~8LbghsG~CN2N${;jX$j>Jl}
zrucvV7kH7!*(}y}>P&)A4x?_uFqMXULg4(>&tHq>p(CgA^xF+>s~#85AX+kz{Idxi
zGI%PDfQg1y`~Tocf1RfZuFuQ^HE3aG5$SSP!jp7c{YR)J@!(F{VmOZ*^C_ROvTqh(
zr_7-zlRd7eXGf2sp0PF5m!Y78CFxyhOanFZM36C2-EjdJBq#D-^6R{b&_S8KN8#2C
z>fzw(C_;(CNvC_>pOk&m?DnhAQ%@RIe~4>q7WV0{ttgW8ZrKJ^f(a?uiopt9Cs{nC
zH0y-zPXf6uh9jZ`P<If?@M>19_)DE8AeNAI_lG}9pz0Jk3#e8l{D5nC(EsJy#$Rp-
zhV3>be^d!gyDPTiJBRU4pq63+29=;=q#02R`z9?ZTO)<BqhuZ3hVOpF21|YWBVE3G
z+$Lh8Y48ygDGklQ#I-QeMjJ9I2fD1e00Guh2thLD*-X73DoS}PXmnocFX4A4+sgLr
zV(oUW&@NkEzm2#41lT_W$i4O=UrfTVbOorQf2*V=s~#juSV+j*eK=qQU#5Pct=s#$
zcxr9c`CzPo@m=&LrBy!`ilxjQfgFfam}I^uz#(xQ{}q-=R$cT@pt4aW2J#VZZ~XM^
zZ_T)hw;}szI~+z^iDD{&Yw?QsuGR|--XSPZ35Tp74*gUP1P>7a`yxR>MG|3UO)WIV
zbl&!D6~FppEo_ZNII9>}FbCiw_cdfd1=UR3Xp(qYd3gj`eQ4fL^RKG?8>&!>mXMfH
zVwHj5eR<xp<LIGeHdDlNDuG~td+=Tc9?XHJJpvGHI9*eZ&YA2zJ(e<Zia}SHwHFGH
z##5e3+KYomi+dnKHs%7l$Z<UjmwYoemIg8B1SoKEBiItmlI$3xNgsp_qt8uh1<9LA
zCkZ_QlP7dsv#4ZGa%kW~d;)e1;BhuU+B1DvHHv<&qc8ka<w2xDQ^c|sjdz72#xyey
zB`q+tjn+UFwSM>%ox;3#Ua>#1hdIK~SG*X*v>GHVRQP9gh$l5^&JMTAg(t~RLdxHJ
z^kEBd^k|Ky;@)=L){N>$Y@FYsD^$~eI#mpv_zhBIit~dz*2{T|uiGEP(FZV~N5xDk
z3?Yu|X<zRE>Hl&J^8x<g##6;WdT!3ZtaFAn-y#?)d=s2f2?4cDi^DlMWFiQYA|E=L
z-PQjM4Y*3j7hM~4x`XJJw?j=!kB`cUqLP9OHX6(YF~7)usqVZzPu#HWymo-=^w15p
z^V~04p7-i)9InsH`0aJ5!Fk)p%Dd)eF%J$Ba!}5Sv;?zwY8Rt^mMydG11V^f3cbdw
z@LNNH9<N^e*sJ_T7@G~%0V|Pj`WuA~Wd4L>N;}pd&5>Ub>dfN@2}Ien>9NHuGv*{7
zV_)3KpD*$ozv~M9gYTb>vXL7JrZ(J@|J(l;ZTLSRAZs=sKR};8ng)-a@}E9kUyk30
z{<oiI5Is<fo?c&y|K$NV@SE@DzuA4@?JT{-<EQD2+5Lh2!}aptel)w+cuhmh@q6W3
za-BA#t9uE5M1l_BhdfpP7t~t9L~s+7WFW0O!Xvp@4wN4eq`C;0zpi}*r+@@?4+GK=
z#oeTyO%{D1x8|FOOcQtDRIDoN(a93)gOB5?h=A5Y0ve@5>{D-W8gw5;7avZ%*OCAu
z^K+tuRH6dNJ4Q~Q$h0<eOgjksy-gau2<ktu%nz}Q`5FJ~gL_dod^)A`3l}>hAOBZ^
zsYxSB=)3bx^hHt-Y8ldDDTDtedxq+r4Imx$QIro%Dtz9dyJ@ym9o$9Rf6pOAqHCP_
zb+T3&e|*;|8^bz7+n%^A&v{5Kv&Nar+H`(WGq!f2U8SIW&EaR9PuF%tP`>f60Yq8U
zJha=gc?uUKhi~587})|5Y3{hCHEF7S6>_MHQ2`gzB-XE>P$GjIRXX<nFhant9O=7M
zqjV3!b+gJqhxGvspa#m;qqkMTzL!AaeZXoS1+dVq+%i#In1ax_6G+JyeITxvaf!d>
ztrAF9ST_VLxMJ`AaFAfjieP$?rxZA;hf-u}aZvebM;YJd70M>M$ML_VdrbZ`A(ej!
z1e5OUE&MBrvx^SCz#WqDn_KYp&*b;CR@kQw797I;B=$<A>Xkw8IkVAQsVXz*7=eEy
zBNSfsG8+PgHwRR|;$FWFd3;ICAQ_~0no-eKjEf@hz$1#PnFz^$5zeKqr|M<lfK~OE
zlm#tznVK`2@?|xP3b5<>rRC-FgPlkQGz$UG>v}z3<f%GMn+tl^R!d|F`GkhLVWA3Q
zBh$Um`5N$B>Iw3*MhDXr$p2?brt+KkT<CDEAvJOKz#`Hl+?Z`>P&uxhY}#VUIq87=
zxg2OWi6@Q!ysD<oapLXUB@F%UVa5ula%I?9afwVQOgi5V1-HX@$QtYn$A-T~4N#dh
zk?y=yEUT^|F!uoj0x$~EK5>ATuSqF@du(?|EedJl6W+W}z7R^?u447=3lKaAH3cIz
zKxZgotyFzbJ^pufvcKH!fM+5VX!w!n6snYzab=`YUP6LGKV>fIWv$?SS^-c<!Xa*p
zQh%TC0bo4)0rE~VEC*7ua8nhNby%qu5I1)xp-o(4ux=mIh3LL!+~Y;vK$?zFo6R!g
z=@3s%V~f?7J|r!U+W;ER@R!$@tx2w-#KjOZv=m?wkJmVCZT}=Z_DGm9<4@fKmf2C|
z8b&OxNX}u;1Rkews{9}{7B2&J<(l#SY!0V@-xq4aW^cQ>$LyEu$6!R9>*K}N($#H-
zlH!eq>K>EDF|wCFYm@eP#*V{19kp3=@AF`h_12{viILL3hz+eHnfacM)w*L?IyDCn
zNu!1B@kArG6)?mOBya2v0#}A~!<1skV6Kzy=w?k<(sm>3*;F3Hk9@#)@VBu!5LaXL
zb*-%}(4em|SuVVXDr<xGQ=2@nx3dV#Bd+(|YP`l{v!RZ;P2S5AfI!k^ZA8Yry7HXp
z6qkx_1ae2jCRK?yY0;5P{0JNu2KQgdDr&f@B?j-7`had-IXH<YemS+v0bjkb{1A0n
zpn9zpkuu`g6W%|7<3^igL3`q`cbjplgnZ0Bi5iXD4FS*zKB<CGf5-hy{80Rp!2+y1
zXCj51HfP`4_SBQ615953uRrHhQq0otg?~1&Digm4BoRMP5&Xw1sYse6p()|GNOvL&
zl`0NioR^wZ<8(GrhKA<*rsvbOHQ)r*DBEJhx{SxUv~R)hSc@H!%JHP5z4vJAoaE&)
zJk`Yd{AzS-#juCpiI!AbF6LE5D$D=K%|r)=dHyC*Mn3+geCi!gN!tb7eyfIqrF_pU
z-b*+T4aY$^6~E3wQ{mj#hHPZwdlfusr8lzsm?N{Gg>ZrBu6qdJ0@2WwK9Qq%K%%$2
zZNtHzcfNPhw`o()%n=0ky;Hc!GI8vviDQ*A#&oG8>`$EtE{}~6d1i88$1Cj~Eyy_=
z<l6p)_3vEABzpKOpr%jDNPrIs!;8bbGxG75r7^Oa6Ou{Tk)-;P_a~f^KTKYEZR)J&
zPoR;`#*lmX@D_BaSLu*Fs7clg1G8P+{s3d`3bfC$`R$-1TZKFIs%cpm$~kM?dbUp@
zN6$UB$$3V@eAM=i_M_;<K<PhP3&th({ZZkrfZvv~oulP?luZf%idLGcW$-^JVc5on
zBN4!eZTR&P#**@Hlm7ub@<R|yp-q)LX+anh`R&Jl`)Or1-`CL3PWT_uJal5CER*}U
zzlq;-vJLecUDk+87)<~F|7rhqk;g{jj^C9Z>rnn5e1)A+uDKQuJ5gWre^grn$cjjZ
z8j1fA0)Cj0wEmf5@84f^;%z)0I8b$7+8!FIypF+XJ>-^D6D%-M@ot|Wiu;|Bx4F!o
zfPfVZl>FC!*v6cFCF3p^^Cyl8EdP!F6xh2o)3`JM`(qhzFaNg{Eq+)-u3@*T!H@H)
z{^0+vQ`h*vC6wKua(Mq9)iQo?oIvOw{P%<AV0451Kd$)yx0N=YI$!j`W8MD4YvK2X
zI@9>_s&E_opLc@Isd{W6%zw!LMme&}{<ZUe>__-j{{QLkHW20d@k)r90rrzX1q+jo
zRuXqH1B}JF8Y$e35{0A0vrba~wv=UTweyT@=xA>yRoO)2u3M=oveyL@K)a3tUJo~e
z*1WmqNRg(T%OAWG=CMX}71t6GAt)aE;Hh9UY|$@-{ZYW(p+fX1j=)ILZUEVIwuXyR
zD{HvTK0l+9w-yt23fYTUjuFYWV5^s%^Cyvrxekr4(xBT1O#90BnTQGwr#`lJ#*+w{
zR|<>gVPF-CdA55V?^E^$FziaQzy!r8jDROQ#17SaLPTH^cvU4;V76ooxprtV@8>y7
z3`~}OM(rl`YUJ<ps<wwyL?PendC!y1hPIWaqWKJF$0q9gvwO?-fXwvjCgk%>eg>F?
zfrsEdrJ%f9QaOs6Sb4MMV>q}DBLNo66w#P>QbCkRp&%=wj;Ub)Aj-XDCEk}<RnJbE
zSOWk!m<C(SHFg1%TS9ds#b8B3>l#6gycw6HEVm~q>g_vILH*f$?FA52R5#i<uUc2S
zIiIy!#lOLH4bw1jACnSvA|TKa|Me;v>NubwwVVct_Rvxp_{3!cN#6e20&Ib+yuB3f
z8*vU9RF7M+xh$L*V2UmV^m{C|nnu(g#VZLXVeI}&m4E&CscS;==wkN=r{|P~+dNZ;
z%*vn&q)iFfsQ@%o30w*mqMUHZS0gC9iby+a)PUOw;ltB+|Avsf)th`r(3Qz4BCjtd
z+hdg8kJ^kcLuvtHp`AUdW*mluT7xDm(}aj(gv<xcN8IaC0>CfHS1pf)LB7ys2z3J|
zJ89IzY<!O$6C)&5OJXdgTF`8)zto*b=X?vc5a;iZF7BXEiS3VgwvbTS&Z~~v3~#nu
zBK_Sp-=t!|@LXDvMqc$M@`TQ)<-hZ2B1eR;3j!vr`TP*&1G~?I_cR~-u=2iYl2i?f
z*_%Yw5`!?;$Y%KkSr{YghM;}l^E8%6E-pVEMC_|rQ>s`BzH=#Q0>Rlf43JxnJTpBj
zNR}N*!ry)}MDBiQ$NRUZk|Ho&)^oa+!a{m&T$KtHY7}8y1%jt!GRWYs;3C5*5{_bU
znt>k`=G!B#!Wu2ERNny}ys$pn04s<f^9RK!?QT=rY&#aIQkf-kM>RlY>A!q5YRYX;
zo0H_2WL`2ZE{I`gBxVaxs2R-8_P{+Z*0Ukf=28v-oArtJ0{(l0Pzj25<8J7(&%V6k
zS0Evr{Y-ryl4`b-GU+z&A+ojpcbCycw*4q%q4VzltVFo3r<wMjlpg#;n2{J|%XrnY
z<^M{R@L%7uKNcw6StLaMA-4_}!GC?nFcP?H=YOSH;Um`JHom@ouHu(4voHc8g4JmE
zSAtQIq6i7}D>ltIuQVv7!q%jSXmV1P&Onz>22!_Ks*~p{DHx<p`a$bpWsSq#k|*c#
zs!&_c?X#&7E+*l_v>lStC9Pz}E+z>w9Z4*Nehl|@A4PM<q&Y7{7O-}wwZup>Ze_{w
zUVd%#MHb|2`B_s)uRx|9M;$JZ3|dx`0_kb|Pzg;A2z16RRgA?&H;-yb>snY2yf+ZZ
zxE2ZvCu=0t46OE;G}Y@HasuwK{rS}y$C{W>8dFc;M=E5<C6t4oZbz$~kOf5mWsZBB
z(amXLOND%NdhT9?>|~{pdeIRDitA><zc|ojB}Wt4A|Odn-Ra<!bOdnLh@^poO)S5@
z2`%)>+k$JYup6Ul9y2yD|Dwk)g~#Fiovu|JA3+~`a9FG*4VUwG>^g~Y{{OJ5ljCcM
za{Lh?VjHIk-Y|ZJr(zgV3l)CL$#DQfaPFf0M~V^=<(5|SNL~*QR8cpALv~O!S4Mtp
ze9mlZ7Be8PJKnA4{tsNn>jTONd>MF%7z=B3NOp%)tlk*@4N3E>*NP;y{fgJ8(Wh`J
zwh35)Hq_`^KS~e(6ON>&7H-{9Vv1YLF~e6Tt)gUx?2zE=FhOO(XQ0KEss&!3EA{Ad
zqWZN*EvQqaT1WhzN`K9D&209~Azl2>SO->{-*voi^;o7|vgKsIwYnT?&6E2)zJ6XB
zXoe*dJp7iR^x2qBn9yDU^MR>*GjJqz>PCaOcV%xc#qBGo-fOj<aMnK$+^mY&D-<M|
z4OKAxobu|bFwkD!$0g8SZ^^uF21YzDV^-{zB@HvUy5T?;>4xiR<jcS7h7a7g*iumf
zRdwBvPh6xFzsfx&kJ)a*Xm#UXHmq}M@msk}<Hl?A*5<ESP6Y)nRX_Rr=lzLBRU4#n
zem4;<_mrnv8~dG>2$!gL-VG^*k{v_H!cYBxo8C(wZSk9(+n30wu>Q<h=KpFY^V+OC
zjMeqm|M@?QDkY4wgj45cAMcVq1OaSJ@{B(_PnsXITuwn?Ary8KZ0dn*=YfY<qEbn>
zFOHbx7Q{qKUAZE5eP%d0C{qk;Bh+-Pw|vvz$eMMJ|Iwqr_h`;?|APK-{_lM?-#AOo
z?3cg9+tPXh-rfdkRiKlfXf>vyCcr@^?e_iek1pTbrEL;AI`~DvF6l;rQg^}irmcL9
z@3vA9s5d7W%O&3KYhiGL-t=(B@_R_mF629EWV#_4*)i?$IkN0z4?v9X5>YPQR$tKm
zAAXp)?Mxr`cDn7(<WHQnI$R+ODR4!v6=#5y=0KLO-KWsw40yY{VUf3_o`38F&(UVc
zD&a>23DDqfN@406!iKyh4`a|Q<E>zsssP4%`CljJflHuk-Nj{I{{H3z$!3Xs?lH8`
z_<yLn9V8X_88vB;yP@xUh5(e4q_n7;(2bI_zfF%wRrdJau=3>1COGu21m6D<tF;E2
zdWZtUY4{FTm`l}G^jw04xqvtwS6w`9?kA1d#qF-BkeUWQK0DuJ=t#QT+rIhz&HzFO
zdW}eur%@KQ=?77zF|qd{KW_r{zmqT_0-;(a&LIGo#4HgNN1znoMvenU+fT&Tb`r)$
znl!>Wv5gWi*@kjBbP^lhkKXN8)<m%z1T6BCMI2u#Ob#5f5a0ur&=^S8!HT$^_baO&
z+dX(P?jLxTYO;H+DX6APpic<-4&`42DX|H$q&q6bs{|6dtL&RU-iK}K38P?0Xw?tA
z)DMiwf4D;VYwq7kn15@&e*7Ky2f`63{<U!zNcKhGgkqfScVqN(!Ikx`OJg>xoq+ZE
z7ul${(v>02h{MF`qVHM%5Re*`Wrw;v2;PIyrGn9SDfchES*!ni!Km**H`e`0e_C%a
z$52J|P1Vc<hG54!7K3W)R4m{USVV8m*!AaCl2_41EQ@oGE9q;4z^0kRqGXrI%V1pr
zqwh_=g{IEbx8~kVl#z|~>VS(hA%?Kz>H$DwDCzrsNf^SSF8|~XoAiRWTD!8=(FNFo
zP#a_D+Dk~SgEX4jaEdA;1>2rkr^ca(STE57ur-3bD=!<UU8A9j*KDVkHqp9iX+rCe
zH(hPlTl=5ZS2wyZ^ZyKvSDUsoMdEN}cjOBL5pg3ceJ;*zGBKqBd*`~7&g{_9ni@2S
z!ED@obEQ37(Ti&T<z25%BvvXmbqVQ2xl$zvJi^tI7HSDfxebg!A<226XtkSC628K5
z;pZw7synrA2m-TikAr9+nsKdeCve*s*G7q0WXLs?>|bX6a^u{CY3rxg?bUOeX=6*m
zdu3lgMu_JuYRQ%cN=fP`PxjNBTT0g1Za1_`-3{<0+?f1olUU{GUr6RC8vN)2eMol^
zo{XJ}GnufrQJ^=sq9Ab`MOcv_$ItZ$%aQVlCl$Iw*O;>L1)<NXS*mbs4S4sFtB4E^
z&XuskuC+r!on18e`WgvF@R6UlN7QAl^E%aq^8FUgL*bw~{`9&5SvJ>@?5G-!@3OAw
z=f6j=`epZF6=)OAc&`MfS(|fsc%6V{GMd3+lss=gI1;w2(mxCQT-r4|QK1^Va-!Uv
zzf%%Q*Zz?GN5TKOTw5+Ss3~Aoo!${XZ5|q!?4nJ&%3|W8SZ?qCF<PM~>K3^<bqd5F
zuEnT(?qn65bxbDhGFc9q?g_pi-=bSrHJY$%bgR<viEtV>O4+u}cQBx@1wDewZ(=`b
zLf;Z2a%qMPii;T|uT;@H-?kS2mUfRYY_8D@RAFK6C!FiqLwza~ZrKJ2ebv)3rL<*Z
zbwZrTsMFZ>kU~h#<Y(LIn#%`VIuoj6;~8MDyT}6zb_c2Z7!{jXqib}j%KgbiP|<{I
zE#w$m9UUOK;5>-cmQ*SBkA#&~6T8}!1|0wA?IgT7qy2_FkKC?O^fYt)2epPdR=;Jz
z5ugVrZr2c^h(BzPFt{lH02wJ((hr2XNt~6kW<sd>c!@XSpw1NUyqh|_8@9-oLwCjA
zhpu?|Vo{3T3ldopy)&+31in|{LDO8f3)7N_ky4pL9Me!kGa_%UQ+GY>`vHytiLNNj
z&(XSQriDY&n~f8s{NTb4Hl6RhMdk4b40$ih7Sw%z^R$taIPG&pEo*c$Nc%`atfeMT
zgeSetJsqB`ZBeJ;`}xkiB`x)msc(z6RL8yTK)IfoqTy}<<GE2y#f<NwA?TO~o*6Mj
zy<6|2*S^_rXI*$Q%R+QUoo#+<AdLW<Bjv8tc49V)&lLk1q-Joa#LQ;WM99uAp8&C<
zk%!Myk)P?FzD;kid*(_d6+5#fZEKck2Kj9Ym;Nq~V{Pdp<#PT0k-zcfQ(iV$SJ&BF
z?^8l8yl&zOkw?M-(H$N3UnbNiz15!4o8a)bYHvcPv&8pf_aV9(C~%HCD?LG~C-X?v
z@W+_T4P*<))6p8RcmF6e1j?-YD;TU#)q~KEi7sAYU2R^Y=K7TUYz19h2U@fJ$w3p9
z+q3E=F3YK@owv$%f|R9kx_{7M%5rw&bJu!sl1&b?105V+lC3JgdV4F%^`=jq!ga%Y
z!K((R7eT+VYe;hXot>m)cR`eJZ)b{fueWOdlgV8U{Wr|#b<T7MkyQ~bQ$8nZ5x+ns
zO{6!YWPWX=;`8rfRnyPSwA8(Iz_2$T!rBh+TycvLk-^;YHQBWt=Ppkb%Gtw6w$Cf_
z=uJqsohy1FuWrg<y22y_g>lZ9Bq7}ATH-ZHP}g62<12?RGC8_KqHi(i$GgKRSmqTi
z?Z%FXI`@s7n{9AT#kI_=Jxv20_XveLmTnw-0^P#ml&g_&89T76aW<M(<L0Pqo2W^M
zOB;0S!EQs?+gZn;Cbs$80p$P1D!@>IpVvgnU49t>WN3tS3vRC2^X}uu*ng%zvEAj@
zNps(Ruqc42G?6?<w%;yU+tqi0aJ^3_pSNljuBsBL5#WrFr9rCD<u0h2Ya#db?Ilfu
z3Fp*g&P?!Z!10(^1uDiibud?6NBI?M$)VKT+D`aN8(IPI#a2N&=QfPfr#hxnsBZwb
zN9l*;8vN-8v8)&!^<-{enSgVzoKoWMx4pjm>}X$P8~f96BW!=l??!yj(ICN>`8oYP
zDv64+y?Z$A$u!Yyj+;+%Y<yN$yqQn6x#|EexYEJnX{+d5km_<RKIUg$Q0{IokkIXJ
z`EGchMUYGYPW-QRijlV{BES{=Oey6z4m2f)+YQ3*>wSL&1%bj2-yU?6GgPZ(WvP})
zB#-L#JKoe6yQqp})Ae43c?J#vN&e*x*oDz;xRgDHDQ0>du*?IseI#;p_(G|SCGX}B
z=20-#%OVZWBICkgAGtP5nX22?s`)4JN}b(uiik?Qcd}@X%l(-r&p_Y!YD=!6Tl>w`
z`|}um&~=zPyyG5uX*e3I>qa689G-D|OjX_St<uLP^ilN~nKq1`nAL`fi}x(PqRzAW
zd#2S9(R-}EbOC1g!)e0zbxt3kei`rofXd<(>_yLK3F#g>h9aln(N=cGTIRKTeS=sA
z*QwV2N;(wPa=O6?W_EK8Y3>cK9g6TgDN)5<UO!9uA|7H1=kZSyKG{qlWMRIg!!Csc
znH*Dwsg;JGpl{wH-5!ZoSG*J6FH#n@wB$f?w==d93!wz~;?A(z%j(lD$Efw3ImbRL
z6zA<xdC9+HlEb(I4BZO}vNZA|-ItbMw@M%N^hn8gnSTpuoRrsY?^qo+Z4YDQ8&%(Z
zMSv-bEQ^JWPwCDRv{?0Owy(_v&xA!4FrUw|8T$y=CfC<}=j!~yCvQb_JmL>0Su%Dg
z0X3ZC?vt#|V0yQ#agcXpq+d*E3=^DRcJEqm@UQbv?CsR3&-uRcdF8Rr_j1o&eH6Us
zABaSKqquX#r|-T)fP+s%f7&pdRf{`hHu<r#aH}eHt`9z0yH=u3nGUFGx49Cp&Z;6>
zu^3=rK;#V?b3wxggQC~#&NH7Y^nSVu1SigOWesO#E_8@-gw(1iHkFL~To(zc<Oe#O
zhTJdL-<8g+lhI~`+D930IsvS{y9pC44?}^>L`AV0t<)d$pioS4*~IzkWwWO9E#o}8
zFxFe^y&&r~QN->{=$K=W5oW&aMv{0TiS?pgp5Ks|Tb+fLt^0;|p28ckg_j+2My~$_
zC{v0Y0|O^)Hu!WV$F&RP>+TM#e@ydUo2Zr;7rj94kDPsOjkB;O<5o|v9U<|Uv*aEW
zYy--hJ|Y*yqO}D_PP@yLy20>`!VkawK3^%he?+X8xvEViVK1t@k_=xTK{G0v<MIYz
z;$!yj{!BSJWK2jmojdtb%eILbqL(}F)Jccg7|jjz?YLWKR7Pf9-}6*D4x}wP<)vF}
zB~-9^+S*s`C-C6rxVLM;Rqs}d5ld`m+1`HXTaI}^^{2Or{SjRMB@6*+Z(9wrTQ1++
zG-+*kFCuWQ4r2xQdRb}-z1oKBtneU3=(&gv0`6U*(u==z-McoY+!pcZ7(M&35vZ5h
z$pt7Rihn8+i2WE7c9@*6cOaL%)n_qQTC^hDj?(_Soh})SM}??u19HE6T!k`3)TU43
z4)>}tG7f&R?Nhk7_LWhXi<&{u(-Wk@j!2afpDTRGTV1|~weGe#mClhSOJ5!Gmhqcl
zv7+~73EQ=|6Dz*<vqEGW>+5hMsgmtG;95W9+l>txojeg2YO99wWR40mCWaC9c9&UV
zeE-~X^dIR3C>hrUd#tNk<nM1)*s;!X>wYE_OcBRmE_?B)5M_4H{9F?4dzZ~H*W1NX
z3_&`SzI)uo`Ylu<*^rgibU1n~#YDQ*5=fWzYb;@n-u}(?$@&&|yv;K+ZElf$GQLia
zVI8KpS@?1zqvX(w*#~2E(?@U*nWd|UO9{vM7VVvQvHmu+>6IE8waiqN{9Nh&joCLQ
zqIEwfE|IMwMUn~kj9dwe-^tOIUB9EmLp~KjzFxkh?UGA=M>6R>OT`s5Z>-w4^rUN*
z&3@+R7rM!{2tU9t`JR+(+4Zz%qJb7Q!d@1#?8OzrWx3>Zu!mcDpjCN`@!u$w<XwZu
z7zg$LA-wWivV2*EvWs;Q9>c(wM8v7zd$S*^*D^}rFH5@(uV&bZh#^vuc$;XMbRzv;
znIh;XYKfR0-ms^g#2y5#X~pL53Wf$Xwy%?<-W)8VrU9DN^u~#5C&EEXc8iJ)M#W93
zvrYZHU&F~O;b@)hg{TL@{!;|aRpPv>DWGks=(66sZ=y36f;}lHYugx7xJyAMZXu5R
z7nU|U8G@Ggb9V(mT35n&q_!kzroL0)K@G;$YUsTq(^RlthX1@E<99Dr)1vP8l$@Nk
zWp{CidA6vNrzq}~(VdM35ekFK-&d~RL31#?4RTw&iuUPVl`r^QnJ*CA>E2Yp)wv2^
zog#d#b=_rQgAGszKA%xNPF$bS@fPL3w`#7#J%rJX<QpV~Ic{VW`V2(n?2cMtwv(~v
zLW}7_cJXu9*WYZBF_rSv;RvcS;n&~TPKSUL4BRldAg;-lFgOonK&Z(w!s{R-VC4n%
zTOT2`Djdw7(y?R?`=@Dj$#5_#Tb{^Z-09btE1a;2q2|R}8|I?-rDWrm`j&NjW?4LF
z?_@sh{GK}a7ExKtibgPhDdxB`$<8{{SSM7c)lOZ%+f!PI$|Y9jNv{>Nb?3>V6x$I~
zM8@|(*8Ppg89RK~FBj%GGJdz;2EA3rs`c4Z48zJUsy?ToQQu#8WA`^&!!emXW2~-W
zigag#{x8>O3$7NX46_91eCt+0(Jf)JeK;>FK0l-ciA-BbA(0JHsTPjLo@aJXjf)=K
zFHyEcCG`22Y-^L*!j1O|j@_O3)aOER2e}MM`{F%VmHMkza8-r4lj%G2tfPR$8wZvr
z%!?Il@mk&C*_G{ZC6Z-09)*qBnMZ2<34f1u<y<)U<;)2`&Uy7J`*z6xv*joBBx1gj
z@;x87g;6!H$4J}|?yQW8KegxMuoXvU=DK4s%jQ^>V9OhRbhkQtd(NPwQ0&^-ic8h1
zg)9~sCvC0{>woB4)pw-RV`bGoHSfFqw%w4@l)J`=8MAX8!W!ou^jg_aKeENWZo+_-
zaK)9>C+r**vp2_l2w*j<{q4FY%k_>`yfEZaj3G&()5<q?Q$B-RopC=#WWA0VEPWR^
z58-6!1?(o^E^2OWpC0C9>gF-Ib5=%Xk($HCP9SJq>Gff<iCHme9a2NFzSB#?mK@wv
zr~I6N{f<6$65wR|EI4}CZsGca3t~1$PZ2#7m(mzCl&v?k!FS~qsA$(1I0ZkgY;h_Y
z$I`C3ztG9`&kFa1^-kV0q87i)%VzJoe)n+BuCIE&XM8VdBIwd^Pg1<sHq9Qhl?+S4
zH}`L~BvP73{%5m!qFxrM=p`dlW7me==^?C+%r`VMl+sY={v`Ir5}5-Hbq_V$4pL6n
z&F}73!{(|+3JFS?S6JE~zoE*NbCx$f(sy3>RwFpm*yFP-uBq49Zy9@G<F-%eW+ZQq
z-MMDHL4O#lU1aO3b!wjHQY}wt<y-y{8ub47tC;a(BAE+pV!F(~=v&NU7a?KlTGofl
zc`{%HkH=k}GA3=~;f%wkVp<OnefO17;i+Jqz_QTv^jZuyB5z^+x95W;IY0ePJ#YN%
zn--d7cc%<3XPmpK>(rq?-bV%fdG@JXoXXNBNz*sF9U8y@Sake~4(XGv+G{_*eUz;d
zCrz0XT@3)gRNi$mHwuVpF~sMpMnzA#4VAm6_p)spb~|Mqk^HhUQsbuH(4lVV9&Nhp
z-S>Sd8{Q-Ky<H?{0CdaZnUgti#xT-pf)I&=2W-2d=Id{ZTocZ!o?}yJpis?P@cxg-
zKK%$gu<ZZspl$jV>*~gUU57p|5GvaT9c95_lERrbqC%KS_0P239Ogfg+v*qQyR!VA
zW+QZ2wVzZTu-s#(y)TQ^@lu$yD7*4m&&32!L9<V?W!LVd3_crwrCjQsX`u9WX8W26
zu^-HbOXmMA$uRNyIRfyOkI2;-Z{9ZD`yew-N0Ylfl&$m)0)o?ix7+EqHU;fVII*)k
z^)5Vkhmdi@q4a4Rn5ktO4>TI--;n>Mwx-B%>Yw7j_|H4Yp5$aQLH?ND{!N0X-{_2g
zETUC<A)YZl>&X|I1RyjLw<a>fW}n%N`goR2wx{8Ro_S_oc{?2b(sRdmGTR-MBNVIL
z>T&L`Z(8QjgO8H#+FU3cUMK3S8+G6jbRf=8PaCR<juC$k38t~_$*FCLl$F83NT*M0
zE<4D(e7t1lr+8VVy{G5+dA;Rs+h_fH>pOb8qON+eiP}fhvQq%qE<CAoS$wYN@Lp39
zv-CAvf7ytlzD=n;tijOj!R6vyhXu-$B(r<otiB7>(Rm=EH_@{pO6843hEAr!tJ#NM
zoqkEf&r+7TZmM@W_GR*=?cz>ZvpNpe|K6uCsPJ^VXPy?kpno0`6JZ$qbgDSL<E)<d
zv6Y>BR*O3b{d8Pf3qpcAw}OPjF=FD*TgnC+ZK7i1Ei`2fJ(G2&vQo_5axTtUsPb#J
z!nuGM8<^uI)jrFptl2skJ$~t${f2!fJ$oy4cMrhvr$ymu4rX)wuT3~TUFw6?ws-Ef
zoZ}OnwB5X~SCU)mfb!|TLf4xt1fuJ`(urc0ltlMm5k>mhIQ`~Vy?1NszT72hKJdbB
z%mP0!(AjePW@%}gQ}q#@TXp$u{l&vjHQZ`RZ9D<DPBECiYfbkyz5w#5*WuWkAiH&L
z=tcGg8Dn{sNiVkc-@7}!8`nl~jcCs4#ln78mj(+J76_jnf<*R{Kq(0YV%S0k_KU`k
z9qXhzS#3dFyu7E*Z$7)khutmr`N$_}+u39ppP2j&f<)PriG{n)wIl!qYA8}dWxXe^
zaq5`#@h64E%bvfL%8rldf0%Jdcv@BF%$=RaxvlfZ_>BLn+)n%Lji^8LquQtDwnxU6
z3;E8<-R{nM^<_rv2g>12zwgtce#z5caPXm#e6PbLgPr0Gk%OQ6^?td!C`PDb7TJ`J
zmg;WREc+=A(>Vst{t;D#5@KhF?=d^4T+5GxuWt^Ri26?Lu(U8Ow_7sd_3S9MZED_=
zWj)tifHGspnGMYT$MZ9)?}mhlZ=9*()_+tv)-s1+!vnP{>n0h!NwtGiA*JA;+vm$-
zuMT*(2GxTP5`RT5SzHAcbAt4&VyD(iPpXlXBd?kMJA1?4^T1NW&xCUFh7ZjB+sEs!
z!`>FO-!G)<sVR4>rtrvW&-EK%KJ@CIn3(xHYMP*Bm%R2C=rwn&n_xi{-le$v@xv|T
zi(6TXu4zkOp+ks7!0B(LvFiF!0(uJNLiGm@7$4Pa1=4B9c~<~i!cL`#1|xl^3-N{u
z){9lnBb#Z&s@I*W!MY*XrM$X5ALPIaP)r4&e)TVxE@r)>QHZxG-lzlv&Z<5<^mO0#
zrP^Hd?G5;i<y_pvzQ5nfOiLZZRQMRR>Xm^(*h0!^BJR7}?d)|*e`*?-Y3bQ_6<FhE
z4dv6&B5!pFX;t}|0}U{PlPY?9&bl*F?3INYW;<`(qJVC<S(Xcg*$WH2kg$38O;<j7
zj5B?DS3_8Pr=jOfYPQ0KgfsWfx@kz))_nh5_^yIZ>V*9!)@gMDnjg<N{URAQTSH%8
zQY6g9-0yW9`THxabi`EtK2Ost)NuDlprFXPnNNtjLppUq1H+qN|8&_}ts%DYm%2J{
z=cr$DB>lf<Cal_$>nmFO;o{-Wu}x^zia+!U{Z!<z#r0!;{<qC@?nfBg=-&!c)Vw?P
z@GoT(g#86`gUo9-3t!zOd^!amp77E_^GQ>5%T&AbbuzjNWPSy5^5&C!-6xuf*)Y(5
zE&b5`V8ATwnF@*kKMtI5<&vXFPpbR9_D;)TgmW_?t5Gf5>cl+vJ+u5>VA;D|O^Khj
zdJZ497|hzZK<sk0FJchcS%YtuPKprT@Or%Gj2tV*C$`DQ=)WJSuus(DrOWjEawwrt
zKD+M)(33QgF;;SC{iCdO+Z9}<h)hbV===CbX7~^a7@c#mXIK;zo-MD|c}_-s*_x$Q
zxtr4hbLK+I)Z_8nY|+2kf&VHI7SklNo$_yA*iA841RxSTeD-<e#<99@?y1neaDRPw
zyF-A>$1}$lo_OQ;)Uh*L%gtH;4oz=*G!S+FVI84_N}>y|KUL!73?Jb9H31wPH&X5P
z2=OcAus)zVuB?o`c&N?(WOSd5-WM5r^uVia=V=t(U>4UNFCR8>1tw78T1!34lfCYE
zR`a~fZcKt%h*WTpwxL;Rnj%oPSmplEr)8?!sj|9fH?BU3q=IW#?d&gpIOXeGiVuPv
z<aQHO90fqQG+paVEcS&zJrQ?*p6T3s+%%yflIxK;=)h0_XDmU*^UXXR=8P$bdRTU4
z=6Q#?93A0L^daoo<dp9AkgkDFJUcf|dv0Gy(xTn(>O*?kv=<(Qj)f45Y<IJdMgtsk
zQR67{>Hg0I%j{abu6wr3HzO8mw%avSKYev4e9OB$uWzQwXJ4tf^nS)zBp@PHE4YlA
zJNU{vcjqr#$mZMBhq8;scCJ|VR~WL~hK_#B=vSR;E-9k*C8h}TA=A~lwSHLkoM#*L
zl)v}qi1wW57O|X?8=Ob_4s2<c0bB3>DZexbSuV&v-;?Y!xfh!IeI%H1bUMq`>9y8P
z=u;@M@Dw(Dkx^5BhOwz`6T=5TxpHH@blvZ-&4%hkQoe1v`>72BgAJb6UQ1e@mnWj0
zP1r~ZQ+KY$C20{e&el1vW*#RmR>~TGL6KjVZ*tR}KA7BS1j~`vuZt%1-7);~YyB4v
z*k@Uyi=Az^j7>|<{Cl73A#ZmHPWkYG^hl}nJ5rqf3x<Nm3s%J{{G4zYclr7pSA1@~
zD$QxTMUmZZ0?NJjdAHBdZr_zNCzzS%)YhITnq{}2Vq}My!`M=_pFQL*?+|96r=+7_
z8Fl#sBtFw7G@}F+<JC=Kp05+KI?EOs3#uia5gq#Q>wx$3e)Dx&d%PEHJA1~wCWeCm
zQyWoThi>2=x7*Jqju)r#!&x0ZtMrw$l#Zp3%!S14Tgjd8ez^{AOKrY9Pqs1>dXhGN
zadz@$3xjxNa?g;*^~l&aZ|!sK7=hypvPBv{lJxD)qkGe~&8_fp=t7U&;4oX*(tPfg
z>=cD@vn`}^{^qOzePw>|nZm5az0CNIOSxY4w>pzM*Q$KC*O=quHSBmdRWBsm4U4G3
zFhsXgEFwzpr-d6uJ+s<6`yMUq>{I^BDc-jl`3Kz>bK>v&#Ls-B*823R!#AMG@;BZX
zCQUhd*?s>)qp-22P85>X-PHB;EB?mDqK3}*_BcoKEyUjIpF6Q~=3u5(wP6J*H=}KH
zU7rE{Y8tlpY3pAh);`B~maxj=5RqkxYD?1IYF8u@?{&RVuv%zg#@oo;q|JlR`b|X3
zvMh$yiA{=Ho~Sd1<dO>WRuFX^(vk!gzC4bea5doSo)&|3&?Huod}(BE;3Z{`f;ABj
zYQQ)uRG-u~_D!`ouqF2?uB<)P*b?J%ZQnH$-P``%sbY@)ran>>9ux&EUfFL_5|q;b
zhFIlUpYNb7XQdl(eH-`<D?gktK_tOJRjj-%BW9)Z?lbNXh1>sa1f!{f?+$*i6Ukcs
z{y2mQC6^+xXQGdFW{cP#c54TJlgL$8#t%~JSta(aWq!x@R=wuILhD<Q*=9FX!+k$U
z*1o^xOL|pBJt6R6AG;*?|FQR$VOehBx~L)wf+C273J9ol2uP<0C`f}S(hUMihm;Z`
zAtBP;DN@oQD4o&`f;5OIo#z=i=iY0ty?&hYW1U}%AM?8AobY|$`@QcN<9Y7qj(%f{
zeWV)N1P+0j&3>aR8^SZJkFHh1_FA~Hm9j!tAF-hs682)^GB~3t@I!;o%_9*A_T7dn
z7v#Vc1C175TuTOm!Y7p7g1BUVIzbvzM)K(`vPN40PUB$C^j$VY23C68TCNEkkYQv{
zuNr9GElJC{TQ-k|^X9;RT&#ND7(j0N5lW?t0{qHZXu`AO;G{Hd1~aByq`tiBk^?%r
zLe=Tw>gf#_6}O#ZmfLU*69zaa?dtUnG++I_w%*V%mFP|Jgddb}G$pK?$+oK`d%XZd
zI;6R2Jz3p0>p<LqK4ds|o}z*YlKJ?fJ{`TC7DsSeRUmR&?zLO!PW`sWZF}xS!h2<v
zB<in`q^ALDid`(`NuGz9NV^dcf~0nGeCd2p2HxCzrx-^9qolj3Z#<pf+Xtq+ST_zV
zd^6SdmbBs<4U3dRJiJ>OmSs$0Zv@@7YYSTrG4}@>r^QTWGy3t3%<tE7RD4ynunen5
zBRJIfI={XbQ+C-%M{FaPM^CBZPSn$Sg*>n)XzvPnXune)sFVkzp*fD%(`FOfd)HQB
zx^`#(Adr~CQblo0bG7TqR<u`(k4}gTSF@3sV(gVYXXR2BhGz{<E!+M`j*rYOX6=~2
zUHOS30`f5hNDGTNnb)cdQEl3`!Q&@*nA>QyiiW(8qI^`YzWsD7YY7%&XXuqA4JTz6
z->mCv4uCSc<&NVU6$XNHCF|8yBN#>U$Sbq?PDg#iuz(|~iP?SXxeb`u{+akm>ZFiL
zlSL~o{yM`!IX>g_<yAqwGSWtcw={=`jgQ}M#URZRy5oQ5(x4GcY~K8W2=4GKn65?i
z0W0ZUpn`a6L;T@-I`g`J*Ojkx(Z*HC3S`Dbo2-?IEHKcQf=wvt&mHANldJ*_|1HuI
z1va4o^M=Q7J7w7H^rRaj{BROC1Z9gB0(`kG)tozgk2vJxQ9@y0Puf?uos2f3#;~bB
z&dVOtt2WDW$qb6iB-4e;HhadhrbDIA#~K5+&MTLY@~<7TG$=1uAP)MR@BMFf%nce!
zjV#F*k%4n;AienMnQftryiR|;WYFn>81}&n<R<~{?((a8VtyTi-i=P(4svWTf0#Q!
zz}ufKm3;Cw7ebNL44<!xW!xA^Id<PYES#}@F0`Kz+3?LXB<s2`o~y{5RCR~!2UDeR
z0BcZ&>|YK{mjD7Gv~<OBld;33M}Fcyk&4+ySwH(X4KeQl_ohY0;3k7;;>YK2IDAi>
zNElWJO45!MA`v6iUm3SI`|q7M{S6Ubvt>waFHiq<Xa)XE{)1;IT?MexXS?&Mq@Ewb
zY?Nh-=Hv+xN%6>^#wMfy64Yc$wJ2#g3nhJGGyHz!x5<9qCye|anWb1<U@--dJtET~
z^YCR>pM!_AF%^Wlnf&azg7q}%=;?QD*&;VTiop{ny84g37m(EpQV#F|8ruWbKYyIQ
zBRSp7_-(1Sx$94^>JcxJ^woh7vGv$k2EYL>#Kv_2r}72Fw}cX12aVJ<SpvLl=O^=+
z-~#$u({)>>P&xGTK?I$f3+yzG;wMgI;2@6A6~rhSK>T(jxL_IKQlR+zb;{Qu_Xen%
zIpj7_j3yt52D@RpIztaU@`S9jj0#-HR0yCjDWqB+h6!p9jAxR@PM<jOFdg<ll(n(|
z3G}vzQ{Gy|``)MXUJ+LVlQgTS6p~*fN-mmxSP>N%uatwQPs-uJUOK8bki}UXAAIsG
zO&N3e=@b4}_I5(V&vf8-HvF%@KmXCTPwaoOp+P6~A2mh)@t6J&sr`R+2l#*g2QP7s
zZJA-O7eMw(GvmjyzzF8!S9t0B3sEt?@Uj8_?Yaw$gk;8_gPa_FPf?52Ymd?A7Mb}=
z1Z3z2)=nf+ZqtNUz#-F93Z~Vj`9Q>)5$S{Ouce9}{kpu>G4V{K9>qXaBe(u&_2N9~
z@5j;#k(s}K2@D<3+(xsmLbtFEfCV`Bq9lT!FhCNhfgUc@Y!AKE%gF1;+%x4E@RPaC
z40Q`qoh-mO$JC;%)Ep6shrpO5C1vE8j@QO>{1qikK}N063bYzB#qLPj@OuXFSyp@A
z1Cf|Z1FVxxJkE37NAy%g&B5a{FPjNl0Q^)EF(f^<$RQ{Ix$K}q{m>B_<ppF7*UD01
zwg^MwD0mEy31leNqTdPJRQBff0?ByUkDLJunT=nP&6n0o>h49xG$mz_z-j_Vy_`3h
z6^h+e4yoZs7p9Ey_mfg1my4a>h-iq+Ol?ZwU}{}}^q;t=Lk)-)f~>!!y(wN8L;d01
z4Th~Kq2<^)1ai7#uIa%YlY;?~YDnM)te7-3ZaNl!@K=LtG4e7?fgsvrn*&5fG_l(o
zTXhX*l!XbWhGX<~2cnuD80tkFTLOcMXsG(wgDGO{pNHd;PC~|$UU}QpI@@DOC-`w(
zamhi-9fVjQF+{U4e5acW;0bac>0Xe60*~GcQBxkV_-<OC_t92l`UBT<>_Nr5eJSt{
zn*Aaa!!Z(YNnzx5pft7$!#X+E%3q>SpcMy}8SHO|WiUkTrKLdBg3b}dfS=ts03L=U
z;(%8l0M%I%ongtH$HG))_kTG1FJFt1&LJAr$yhjXnM<T_fvs6@XX^D?Ru7r<t%J5?
zW(S)T=-cjKKFf&+G$0Wbm_@_pW5XcL4?+aze6u7_(ZMGD&>_Znx)^RsI>Kg4qCs)i
z?pt!NwfGj4Fh5$2uaex!o_%8uGc1p8Q0FK+<B4MCC54V5c^V?rs(UerYN9(XpZS+7
z&(M!NP*D0Qlyp_<wHcJN)8(b+u)7$qvmxf-7Xhj|aa6@Vi^M)5UTO>*ezWiqbg`!E
zY}c2SxigdzrRPVMj2DAUVJqT9AqPcJ{+vd<J4>PAF7%Cv{Nql^(2tH^#PwZxQcE-o
z6xlD8(t4<VLT+CI!k{rm$pbIKqoK;}K`v}_FdCY<4IB@k_k5PuJDHi0cL`Clrd}BJ
z!8^quGqzQ8pqVM7z~(qs<v=8tdnxrdlwG+<G`a+_Dq-SCB?krHALSCxS$GbaI*y=;
zHnABhFBz!P(tt<%c|L}c3o6cIu0b+p6gf;L2If};oi<}WEFr<p%do$8ILbxH;>>ns
zm=l~jSdJw?uy?d3#ylG<pBag|NECoG3)4!8aI~_Q;I;Fa-}?01oCf0=$-=wV1H2Xe
z$I>_E)VqFy?C`>$&G4B!P;eRY8Q>^!%l`18eW1~n;Bgeex4L65E4pjPV#b%gkBqnM
z0A)-A*4p!|r6|P`<`KZNdgluet)*(~SXX3t;h$XxtqGGvFJh?>TDguMAZo^ZGz~!I
zGS3n8KV0R@;GwZtHL;vheyqpp`|EO>;eaf6;aRXp5dv|#)xc>b?|%#`ZbWR1okJdc
z>(JHpRg5BoO~lZg3kSafvVf;&WBKhn!a+%G7Tky~@#R0Rx<xofF_sd$Fq`^)>@K<I
zO7M&id<6gOgJ($ulF2QE0rg)7IS3<p!6EOgniLi02K+(sAUeoSBq;u67@Lm+*)PZy
z##6I9uTEj5fzpu|v84q8vsnPzt|aR9k2&QlAelGhgZ@X&Ozn8|y#qWRZtq-p+RKi4
zX~=@%dHx1^SVV6AJ>!NefnlEl%UBr6bdJbQrUIV8SMtVhvKz6;kKOiqpe+d<>G<>>
z7zj6zil_7Fr+v)>G_!eP)qL|$5%dkkgD=oCpK$T74(Oo{SSqzX^grAzsYyjmUpumL
zgLLluxJ-E>$G%W7M2)2Y>lEFfj8rCICn62a0^)cd8->8R<(GRbuxF4wKGC7FL*EMe
zG2Z*%nwS4196o*wj(_RD^+5ms@g0UUP}u<fIeDYe7)p+C1o=*L%rd?@Vm<y4u&Z4m
zmnxz#>;hmg8U_Vn$T;9O*oYwWfD{OFNQE+jaRVr7AAoWU1426~^uRnFke$uxMILux
z7tTJm0XBop9~F?85V<O%@Vs=WXjwL3Vf^@evcucSo1~~Sbk!Vgd_0aRK%wax(2p*_
zt&~A0Akqx%!eP+^)`GE!35D3hDFCGNp$GO84Wb?7ziTIYq#iu{4)SPHP}*1(I&P8S
zB+})f_|{=$^NN7(pY7QU$4H$XunFjn$?(V5e3V?E=!MeldthbA@AG0vB2F|i)agdc
z_3i@#P2~IB0|SC^MDDYJQa2qzv^gUh?Fea}a>i^ywie^S4_F7&i4^F#dA-9aVD_SZ
zehJR}2Ph*UYcoq3POi*%%EO!geAgmsH*=Klps+g-5d-_VGt?2`oC{$iNS6v-bJVeC
zJFv}YO5P+pCylAOY{Eyf0rq4nToE@`OVXza#7II0T&NrmcjiAnJmK|QWUiLt5QI9Q
zka2+t7~moi=L-+1p4a+d+YyJRAECyKkqWVVwk;nflVY`w1#ghf90A;gt8&K@BXo~!
zJwqA3A}!ZCth>1#l+l3#&D+bhD(qHJInH@^=?ag9Hk4P*N_xmJbIOWMD;~jwXz-0{
za9;gBBm)2>21Po|F3N!cOQSM#@l-w%yi9eX3BM(|7k%+ZAw)sng(@sA?8(#2UI;#@
ztd0nLD*g@cBNftEtmRLDqyjlI9@~B+mNla9yv?<?+d+gf=%>O3j!-xP)OI=FW}ZW3
zTe*M1^_Rzfj0EmyfHoQdbC;EZ!^JUq>+RfeL?m7zs+5rt`y*?J1qtm2Doy+`E=YF!
z27_%qsXFqN^!f<7IM<O|&;gu!&9&KxAzi-5R6MA=<46YerKS2;=gNM9!7Tp%s4I^w
zYf70Z3h{sNPrbSRn{)}PgD5CBtVX^dF#LRRq~HH8FlD(LbR)~7t~hxm3>}jWQE!FN
zu{q9S160-`qD^j0-{_GwfeJs2uzP@u^-e1}B1vX)0(QhvsXVrCiWb1;@9Z=WXVLg=
z-3^e1K-~3G(vp8<vLdP7XL2#bB4{y)s4#d?M#@v>liAq!#NH(5B3>$eojAc1MA19r
zk+kPH>_3*n^j|y^k5d~Hfd+}ku@W8^gi60PqO;}LTMCS`qNSLhY=TNarvBEkQO`n{
z4`nyh69O8OH{kV7_|nJqKxZoGt&~O-c<uWq6AunZW$5UECpUcLd^M2kHi|#)K>-*E
z(0_a?fM8FvmH={!hDg`2bYnTv#E-90A_p&1pYnVf@9PWK;yh3ut>s!dTI|qg@XHbC
z@<Ab^gk*%B$CjMPP-LM&2{TvMH{lylw5%;M*a%cc098%D>H&C$+aDV^{b$z*?tI;C
zklz=M=!e&dPDk`X??1W~i@2|dHaTEUI%)IjU!6JKX`NJ@Ux@Yl<utO@$t_S^NGg}5
z%D6<NndGIR{Br^Lu6VRn&=&FH6C_5JQ{VUlop1^y^)ekfLmXxbY<<tN43eVcGzgr1
zUdld({@QAO3Q^p1=?K3^V?Y0DO-dD=;Xs)9?zI?E#^7sYpN0O&aR=K`Y$HC5IMiqA
z(_7HUG+yh}iGwT?X`=f`yKdc-jht1W)NFd_Jhc-GscA0&nCn6F46;$5rFb9+WxBHw
zxcf*wgv^4uTbd!F8yVQ!Ak(;7R;7)pvq<=1amw+mLOZ>vHS!H}4L~6y`%(8&bHG@p
zs&;~{j!VIXF3Yrj`^{7NH79s$o7eFlGj0?2r6T3dI)qYk9d)eniBrx&-QD^<+d(L4
zw-@?9%}OoLd}=cyJ*I{y{vSz=Y{lvF${-5z9WpuCkMc6^B<(b>WLeu*xXBpTgJkze
z74IE%1$S-*K)_>XO~k%CwgWxt{CX4)4Fa!l1M-}OJ;?3HnmTAE#vYzK_Hign8iX4Z
z3puvAWHf$9r@$W6%_`yFoHQ_CS3LdZv&@|$In(nf|Bp=Bx9grK5AkE|SDDWOyZX?!
z=Rrfj!0_g&kgW%qA5+2oDk4`Lq$$vqrw5#DFe4W+LLXi9UF27IONT*8@HF!(MiwIm
zcaM;4(G-JM#`{8K4363)Z#QZ)!o)at<0_cw8}AS&hL|+g0VgB`?cGK25oh-(U<WL_
zs8|bfV_%|RWIDVMH}I+d38Qy#5=K|i)LK%#=9>g1m#x5o+fVkOp>#Tb7(h^`3U$17
z9)oM3yD>d?auT_Qr^Qs+o1iCmiXM!>QEau%$l!o9FT8_9%tNAy?b<~jar4RFzRgb)
zOU)3Kr;n=<RjbASsDK%udlis7;Z&&RIlKc<^wF7XALRuzpBW^RdJyEIv(IXtsbRlJ
zCpE*Eh&q9oC@$^1Sp9VU65+#ye-5t%MVSesH}6n4cQuDWIa3I<#m+-uS+D?>1>$|-
zyThuS1E}w1y&l7EE}u!6b%F?k2Px}_Vy_f{r5x8bPwFkCl<xcefwJzww+0rm!PLaA
zCzubBH0Y9Ab)Wfwih~R?M>6I~2T7=77CKB@L;dTZ`xu=+SUQulNLX`kETKE+&1cy$
zFwuYtUES=6xbse8mFfe!N*03GzLqN341KnMI31e=>}2>}dRTDfVrbo>X)Q5PSQ5L+
zn?)^x_3Z3lyApYs`7JVQ|N4K)XTr%RQgk{xa#MK*d6Ez@E)*$`WTF}f+IPB6C_g&h
zvRqxsOBz$9Q?AXFQ>I}^FQ*DA|L9a?#OSFMwX1>qJ=XaA7LtE&MTucQ9o}@3@gdfu
z8eZb;m-t9epzn(#UHE{iQYju<`9xA*-^B;aRKu0xrp0-%(QpkWu`xIj6?4WNWdw0@
z=;h%nLSG|;x^v|cBF%}6CqzUshRVvGzKw4)tMe}Xb6?)O!^56&^<{<{efm2DnUuAw
zC<plvYkk9E95$$eMaz4RjUPsv9A$m#IxY&|((+M|k<!D2%ueL$+LHN9!~{elOdS`l
z2{~uUOX<}Zjb+`lbsNCGOjO5D@WY2e5iw${6A*H9{+W_z+>|Y2QB?LvD|zeoj=2(W
zr7knqysNv9BKPX0#F!I*ReBop4@96oaiR!^C?YD$SJ^)2(vvPChWvWcZFF*@A_z4V
zx7XDExek#Te3h&dwrU=*qu<NqeDk>;5RP!Q0OW1_Xcnya?{)*m5U)0LY%2<E>cXOc
z<FUfeN5)1f@q^=5447GI=hNB(CO8|uLBko01c_v%es&HB7~O?EBxc|fj2nm<>H0Q+
z5J7ax&}&hU!_-cwCchmD)#o;mqPTV2<WEG$8qKrBr(t&Tc=aHy4?J_vJkK6sw;X;s
zgnU*<y2Np75SB1z@#VY;a*#(l{A1zXv4jU!J?GB9b(sjSE#1;^^P)<iNsfzh>JTj3
zZn*52yMzEi%i+<wKvEWO5Yk)zFahjJ2B;20%2fWdSy%f}9(6ZRkU3jlMW)rUGSg>?
z3Bm-ZK1<5>3p3mv(o+hY8NAdfijRu4{iOJjS6n%Cxz??D=!g${0YfU&IApMc6b;$m
zy4u>JVmnuJlpUU)4b2loh}1Bkx!oYii$)vYIv}I7o39Y>=ujBu^(5)=U9liG`OLWT
zKldmj9G<nuP<8ddT8O?YM6m6nEjdQ4Q>ZpJDUWG<1?M7X`pq%q?~MmXs(=^T=21z2
z>~$8PqPUL&jGpz`!kN{nSf7dA-)rvHe+7op)5v_c?GJRIv&yw`<uyxifOBhLn@B(i
zH7^Q_a>RjkV24r-TxC#EPR7I!e`W1gDtbDZ^b{L0a_?pkFXH#Zf24OZL-b}r`NJ&3
z^zy(F<-Wpl=A9=`op6Zaj;99nnuTDF$K~CXw0P_@jm#R4Z9f3C{51Hlcgp8BsGvj{
zip5SRiHgj>d%$AyZ3D{2WS%1!9dnneW2zbUq7%q<Z)7434UQ2gu4NCB@D63KD5Q8P
zHB$~USwZm^Q~OYq-|90bm}iI>t62iNR2-_(*P*>GA$8B%ixMMB7sY3)v+@eFnArq@
z3)gTz)9?iedD>nQ{b=&gphcmda2O8F7oddIEmvlGQA6an!-skp=*hJzU5AgX|G7o-
z^r(P;4%%2<wOqvML%9o3y(_EiK<UN%<$I_*Xsy8^5z6~`Llt0kDIvmwv$B6w@o%}>
zuReqzE6TW4)NsZ0$BwZR5%cVmYzG#2+-C)9kWtggQ)eKUsi=ps^6+TO?P!4dRboaz
z5t03(lMGV!=@O-7_&=miVt;fuDN3HojHDBGfa#okw*L13Q}ST_!a12BYLH_hemVn@
z#Rp&C!VpU(UScW|iP_u$ARqm_l%mQ}rb4TCv>{Vo!vrCuVD@RUE`+=qj=O(=TY2v;
z!Q%J?kp&a>C;U~kH%{wKu`Q|iM)rf{M3|Z^=MOkX8PDV{zD~wr?u6{oh&e>`kto>!
zqJT@af4>8C64uE}{_-twOXJ}Jqm}8C_~Zq`5t4Jr`y@&O>|sFcB&)>Cjpjv*_r8M+
zy7l`f>?F<`Pu|I>y<!}$;OuW$0Z4|fI<2RgCjY1C&7AmyWupZ&(fwr!sbQf~Gbob-
zC4nuPm)SuV2H2$|5kp8HQDWY#e|{PnbWl6&byleMS=5+?Zl&eu+7~blxjnYT&ktbV
zd1MZIew?EAi>QO?@Bp`%2uqesJ%l)3Xy07<r`~@#yDgM2Dvt7At?+L!Frw*9rrXgW
zGS87gSZwaki?70f^vhIYgz}_!5m$n-JO^}=97S<(`NAteB15Qr>&bBV`na&zQLVHN
z`$8HRR`88MSI^sfsW$TUlPI(rk2BN|4lrJg-~sQO)VD2R7)azngpAtL%b#PWCe_Im
z@dJ0R)e5%=ilUV!Q9uWNUqVtB8(9A7sGmjlB#we>4#*(^Pf$E>381m2l~w=<+-5cg
zNYqUvZ9N3nUWg?u!c#7XHv8PPOSMt>C&RFnklJ=br~|clWb%G?dTV<U2{+tX*G9#H
z=v+&HdQE?fHKVx?Y%R_RJoAI{ii6>Xc|kLc<ER*8fdd6_yW&gO>MZg#HmYcFSxU9>
z&LE3m$7KX|IF99iuvAmN<lBgb)ZOTNXg!%Q`=;dyftc?EZJin$@f5HB=RPzPMb;xf
zW|B@n@n0~h-*y3MoAq7=N=P_j@e)yiCe2DDk9VrfchO+&1&Tf}`Oy@-KvJ_Uj)y7E
z!_;8mU-c{b+5sKPD!R}79iiVN7xz4%!)JZO;x{n|uhjl3cU$-o_SZi0f1OX|C1IsY
zW0E7oP#cs737ae}^00DzdY=jPS&pv<2#G?em5=>^VU)`#XM2F+=wEs74x17=!?J=f
znP)9ZE(ptJ>_9oMJ!6|F$Op@m+8Ca7Cu!Re6vzM?Tb{mRiFq1PdV>8-r;#G+N&=m?
zioRX)dP(ov(V2*1zHgVCVOpY-MExXf9V@5{)$@lH@0yRLaYCG^4YaFsnN$Q0phl2a
zcJqBIi{>eKQR4jN5ovwUzbfNE!;<&N(;pcr3&=3K1|nA1_+H~G!O0x#?Rp2lOiG4u
z&XRI@|Mcx6g2Za<K@_aw7^Q-_KrPk}&_S;vH8#nIwJT2pN%ZESGL%Nxg__yFR(;wk
z*o+So5D;w+F>t&Y1mC?g&Jp%KOA?jER6Y(oLR((3v4RVI-7OA=EIRSi@yN~%OD`!&
z5z{5<N+;aom~0wO;@LM0LIjg<43Z8WdcHvhR48lo3zNdmO;I++oIKI0tw3LClq{D^
zd8tOLXwWx7#${^D@2L_&nh&J}rZ^IXj`lNQFvExL=!;B>>Ovky*|YB->>n!VFw{LH
zkoLt<R5)t{_7`UT2TqV;n*BsPH3mCHtUe=y^3wN2hm~Y70Tc9{V|AS<r|u<s_-1Oy
z5dbCYzIX@C>t=+V-=HyyJY}p9nnk4$%0R)*AR<1Kn~|VQYL8(5+@y!bCXa9k${i7@
z6F6I;**@Y18KmiJl@juqi3|^^7-+?b(y)2O>$5VRa1}CROmFzNXe#I|04eM^oC)tv
z{hx~;t@pM3rIfukUo%r>iJ@pONB*SpC;Rb!Pu14kC>z8vr>GM)fV!4fU;HmjW%v-m
zu`5i%IG@cfhNe<y5G9smu>9-eSVX?kQuXhzo)EG9|2#;|08sqHhWbC-;)xT?FoFMj
zr~tV9-#Mc_ev|)shyOFy?mrrk{x?JGFOM3>qd#kLx*Q!<+@_b3G`MeI9K?R}rexEl
zclTevr>B1JD0_{gIfhNYgDLn;n|SjjNh&e18}Di6jvRijKA$*pjPKyJ=i91Y<^MQ0
zZFy}~ZR;FFOKlD>Eq~e^7QJ-(G~-z+Pkd4A|NIYMclXf$>c4y9i{Gi0`oDi4e)mmM
zg7(e-{5r?4A*LXo_wK)V6HojkI=aV_|JR$NKT^1KDd)z2`3dN7a8xe-m!IH&F6V#l
z4%P9)Mn@+T&BYnY@DP#fS$Cpx?;B|J3_%HKruJ*ArU6a-;$u5uoYq>wBl@_@uj$5%
z0{Kc{CeRPfRcx=ypWC@eMA&dAorLrnZoS*kPyAFrv${5gYq^6P&cGW?v#Fws=RLP@
zH9t*}VBK#w{_n#*RU;kxo8{&9k!qgyD@SOdSBzkEx>;!PU35<kLYr|GQ+(X_CV<8>
z3*#Sl4#T!vfSFaeG=Eep$&Do)0d93WAkStHh4LK23r}&T!|Q&ZhTfG6u-t^ppaa|i
zzT8UbqGKHR_7#)g8!0l;gC4*b2;<j)^`h4o`=6HC<7oxM)Qd?VX_$p6;w|XIBhTYm
zy^@+a9neS2{3HU(!V$!TnT0t3S8F&ccWW3k2RH$QfK!2Q85D?ZForNk830zy+4xC3
z%ATP<N2h!7h&;fM9x?n|&XMtSfsSx|A3mAgIRhrBzqHzmOnS^jegXBS4G0*I$Lon;
zL2JJk&znkWBbo7LHwv}0s{@?q9yV1=(wfTg2JjxMB}X~Q47l)V2CZSUKxSnL->ZRI
zaW?2K9vh=d&Mjz*!g!&!Hm7`8XxP47b5=b{$ff*z7IFZ({xR7+M~uZ7mySvbmyFEI
z&gvGML_;E{7xY%$hUDN#B)n2{cF{oHe7v$OQ{_X{c@^rOZg3OP1^Yi`_<%__sP+b<
zQb;_T&J^2rZ}vte+I#zIbYg!0Lok%QLrj&T_0MLMM4haidT|PR=ln>b?H~gmA6j>h
z77tWY5oL&ppd^{HVKzW4K9<33pdAK~rW~wjlbt%!cD8vXr7wqL&11jR-;U(jvp`&8
zgASlHOZGqQg8Q`cd5UM*%m!~M;pEAjSL+c0THoDMq5HQ@y1$YE*<PFh-D`#6oF|`J
zV5o?@>4YX(h7G`|INyc@PbuC1d23gwR%V&o^Sk&1s@VrF6S{uPzsIYS6;q`W1D<p@
z{keKATrsZgBD}V@?Px9>5^3Uo#K^yZ4N7P=i5UtWi-dNGhshG>3%^NRjYKTRPgQuC
zGh+w8bvj~r4I%v}4VGORm>w6$Ahw>11j&z3RseSb%b*QiDZbw;-k0@I1`>eHT!Owm
z1zm0;{e;J!UuP6&>p95WdPob+SK`80MF~88QW7)UfV-O6;m53u)&LzN4Is<SE6ARG
z{)+xNG{rXp%7;FHC))9;K)Eo4DQ<!J9vbkv1c<&5)W#_Oq#K<E-Rh8eq;V&bxwK3I
zGspxK#nvGgK*;ma5imLA6}#LY(1dfX_!S=*F}4FHVZsq{voC%B7e6rEFLrk3t9M>g
zUf2yeBBTi)HC><oW(aG$<lvp%6Y%S72NwZd14rQY26qy?_X3xfXwbk6S@q|ra{P{q
zyrtK04w<(NSNls-NB5pS83ox3A0ma_Tz`~7Ut7E|Qu6VG)^0x(&qgpR;kSlVGS$dH
zYOSj92mF-YNFCKac~>|`tESpTrKJ+aDZ@uwO9$#dn#Tsrzq0}7rNU(%^rgBZPJq%B
zZ*W@Aw&g6+<eu{*W-hpV7EC40pY~-L#2dkwffFXndCi`%)W>1aBvd>ed~<gOX{a`&
zxLlae>3?pv?VhH4aR98cyd$}>cRs<Nr=&OdI@|4Ra?R)cK+Ap`!jL}g0J&1MGqF?Q
zOheGEAnpOXP{v1ip=0pRD8M!cD6FApt`A!SyQ{p*6efhjuepGbQ_;R2aTY**?=l#k
z=2Tj<?7l51jAeeo{Y))CfvLwH1d;Om#a++$T_{8JzOBs@1>7BH|MuW#`FvuECEwQt
zpPANhHNiHX7Shj;eXDJ2?eGdb6)4u#AxhfZ?K;Qf^0uh?Z(y$aB=YX_o=35=0BU((
z<}mc{Q&8A8U^HWFNig?5umO5mBp^}aEmz|q+AA8;$og8eiz&U;qotFZ4ETV1gXOf3
z3{CB|jwU@WEZdv$EHbsZ$|&~dM-S${`*V39&wOFevXlIMI&4yrNcChh-&GsHdAPJ!
z%LS1k@l{wZWRbc|5?F=C)OfD<yt^8jm|V^aHtqQHzc*Q%st=x{RW%y&x0MZp<r=js
zT#eQEye0-~i97b~4;$KPyiLqqa{lLF2u4E)llPN7sSij@2~h%dv26Z#4VN?V!dGGR
zWa{(`viU^awuBjrB}x6Qe@09?;BWoJPrEnh9?Er3xW{gtWBmGDdo+njJW9#PJeuCt
z9uYSW-h>-Jod3%Hq!CAwb^eSiJjhLaxWj_;Xr4JREci^I-A1h#SUqDDo!jr9naZrw
zx%f>xrnk(JGY@QKXKdL#!g^l0_WFR^&0~YYAQ~)O(l-SMt2pG1ddXMUELZV#e*cD9
zN;J?gJF6R&GZk;H@MqNsscT3K2^|_4{iODX2As*Z4MH;%W=rUtLXZ9!El9X}*pdu{
zUyfcaUt%c)mV#RB=k2j#b2V#V8AjZE5EkM5dGj-cfj?DtsndnKMr`*)$_80@1Ee<;
z-nSX52}gF^Om&Js8|Gb>8Y0Wr9N;}~KKuvZjl!W;k4-9rA3W>WE|+6JY1g_p72G)Z
zc?qlBU%CKTY41P1BE36*G=FmaWPw-(?YGr}m1G6;#)!GYcs43>z(11&!`QB8RG7pA
z*fJ`VU3fO*)cS=@*|b#?$(PI$E`NS{YKW>DKOa7T!;c#*2H%ijIgtE_4YI$>UDNPK
zyAhGtH>+ppM|P_DX?QjD^|U;Lv){(7@+$~UfB1V;gK6En8K7ExKi}<&lB70x5$j~3
z8aWs&qEM7yzY`@xXo6?rVJx~RghUqhfVZU{lJA3UD)IRK&Y$b6Uv?1KG+zc4&+pvQ
zDV*mpNXR^DEzSvm2~0=!lTT0edCLX>zFVI80>{lf(sBoHS;PbX$oiADiS@uHh#Qk0
zWvhJXvSxggyNqT4`7_8<k-F199?F0YwR~N1&4GmR>9}P4nLRj8t5DF{hiT2K7mj73
zT1XexGw$I!IR~Sf2L}zDR>4Y>TN%6UGdl+}zI&Lh`>^a@0BSF@%)7p-T4?Ac<gG;<
z2NU8ht_#`eJSw^B3t)Wnb#tK9%BycJ>tS}Kk}U7d%}Utf9S}Y`U-hTYsjSFDYfIea
zX@AZFB6{&Q6P7Mnd<33Ldp4Y6KU~IPm|SE_xJ**Z4rU!BnmuVU*W<mpe5Zlt79dap
z1B7v~rQ-N$s>7sSddpVuhw!!inS{3)U-GOz!rXEkxR%6@u^?r50c=12P!E{pHtqfT
za^VsG7BW;M=YY+%&lPI6y;k)(0BcoOA`rRT74Zc1N8sG+Gwn*aqkp**Mv;TNkbjd@
z0ySl$&>Tp$jW)FTRI7myp~62ffyFL}R-)|Nsz0;se$2w<K6(pxE$!rTw{4q%Z@i4y
zpTQf*KmR?&^RaT<dA50lhG{yDR*v)@Vfc4HvkNsE4~9IpH%5SKa*6*Z1&~x!yuAqw
z?46+&%>45axNn2ysX}A<gMK^f8)#ag97rtHkI1}(Y%5?&F3l*nK9;vTx9cj1v>}7+
z933d>YTfmHvfawCiNPY^rxyf;oB3Mpa{jbhjW)8*EtrYcjG~xnO|Uh-{_!ep2vm$E
ztIi5@h+;Jk<@DW=+e)LQt)y2afPUOMPt@>@5>5<TDd96CbU(+aGVUQtXp_+x)F_pp
z>J#V|^4Y^Q4+klG`v?$|^g4Aaqk%4E9J}2p5pdRY;+7M=Kh#sSwjFTh09P7}(t`Pj
zNBDbQbj%$vEDDbG-5I5A<3hs#y~cR3(R2cC2A+#+P30&chMF(}c*HLp?MQ5cGk0tJ
zbv`nW%7r6wtjlr{AnAe{ZnHs)PZLSYebV~<6X6HDuk)V+3*n8xN8lrj1BYp5Mv7*|
zH&^1LcyOkW@4F$hCE77{#k5t9!{5jscO0PQtC?40+7BQe$N_2_zxPK#z@#dU3vsZQ
z@(%e@+6n7|#AL*<=kL~1;;^Rs94N!ZN1ddXu%`8)6k5(lL>5^+Og*_v3k`eH-vx7F
zd6=|bw7W3w=1AhtzX}IYaj`n-%+2Fngj4f}uGV(*fJDbuEZx9A#q*mRs9IFgtd)8Y
z#<T`@ufhFiL-q3zk0s{CTI1yhpD)#NjaAsok$>@1BSltC3@=|bFDc0h_MJKTtGfj^
z8Fzn;|3?8cBVq|<{uwDYHzk+k5rlef7Qxw?Kxk2_nE;jy@4#ik(w}^o?DE%m933e%
zrCG~<TwK}@z*VWs%mWBe6^oE{0=!Xj5Acg-?0<XmzSn`VY^F#6@JQPDm>|3A<_HV&
zB7E8%dLf|i7NVE+vNaK|h(@!YbuUDr#v5Rp#L6Feaf3{OJ?8mN2LIL`aG6#GLF6zF
zkB?qwqmOJXRR|!hZ^Ch<@wRDSSSa7BT?5*(BeY7@%trw38q-#`Tz^a-J_iTfL=~)&
z-mAdwT2zN!^H%WOHuNY}kPVPd;|P`~`s9>N?42$EG^S&)8aG1GE8c=(B`QK4BEXYP
z$9gaYe9|>Qw@Fy9qD0PK4l__&7Hi2<=v%`KV;rW9hI@}6lUF31dXxrA;4j7WbJtB-
zB7!ALKpIYG35A^Q&oRFf002sg-BIR8WS~u6%S$jy^vEo3IB5&Rv=j`%g>(f%<H$3N
z5R*_VyQ$zNP0`c8Zok+dgMmD<#tRHut?*Pt&vaQzzeEDm{)N{Ru+>&nq5M<Z^ERTS
z1M1c?i=;mYy*XS$tP~$fKe-+_N*le#{j8fJ@-5E0rgc8p1**)i|G+!&*`Kbw(e(N4
z(EQeETw+hnbo<ru%->x?^Txwik;33*tjI@Hb?IEj4(tI+bL^Y-ypcOGaMb6^8pfPb
zF!#HD+ND;X)m(IB6h==fug5l^BxvX|`kFbjONm#7&dM{)l&kw2SXk^s6tDNHpex9%
zX<|Q!nLKs09k-B=saLM|?W021^Vm@~A9d_~y>oU1E3ck?&J+=@OI&GS-DTR<2M%!F
zfjd`X4Hb9MNv<=E-$;UkDKT-a&o_u*+#Ka;=ggq38ACY~bL2Umvf^8D5KO)4SV|%r
zr1IfOYQP;MZvrFxQmbO)Z`8%lut1aW&T{#s`W~MhW3Bi4>4AY@bGJO@cLn2MxY+yW
z?G?_JV%AM&JKvs>`7n5VSybZk-hR7YG=s}psom-x+gy4EcKzp(Yv(W9>s>7OKdjrH
zY>;pH4z={5WHSwW<F;3OoeNKVaYM%-971<JLf_>SsyFcMav%6ikJ)ZhkkwqCD?G3A
z6xz@8`n9UwxihNY?hZCqUf?N<VbhbCx85<w!5}PS?fklT$<|k3cOu#9tcn!L`W2fb
z@2X@}u4jt)WR%}0$@yW%8gSRJ%c+UqYU#O_Fs4BlSCc>g>wJzuyTi%zKSC{|^)iKH
z76wPw=U`UeIvmGh5paUYz1F=nKX^LGWtnsNk`3L;1Gk$es0f1?8&q=b>(0`CrC7p<
zrhn9>>6bm{JpM7s{cPU747K$1?W;LklkQl{eD=%@y)a=_BfnGg+0g3GnR!N=hcT52
z1KSVq!?ZL>89D0PsXR{)QPFn1wvNwBSPNrT8=lCUVRzw9c^0H(uknNXvHfBG$j9f#
zv^JLq)|af0O36taf&)OT-90?qbZ)i2=mOsyG;c+(R9PHeZQ>TPQYyJzx>-2XFV|fw
zRoU9r=s@z_h1iK?>?QMev)^#o4pj#%YqwI`|E%h{mS7FEd9SdWnfB?@lYIV!mG_|Z
z>L{i?h%XaMuSmAJSA4)SB6MZIt~a*OI?3H)62^TGG(2|B2@l516YbL4(QLF<Vr)19
zdJ*nOt3S%BoOf|`?eKKWywxs=dF|krifhGq2It35Y4{27jWtzJ9eC{i5ICADq;q6s
z9qO1HV{2ZcCfTbC{`fZLE58EEztx>&B7g;HmF}T0eN2v0E(Z|CU`Q*9e|XkR`?y&K
z->a&Kplga|yDlb=XLp*W7(HVAnJYDqiVX~G6Rj<NUA$lBKKaHj0FUPEW0`1X>7dd*
z&(qg;&Z=21(_n8;ik-t1_^j|9Bg|rc+vCd1&ll!i-pIJlVEwL@x>n54A}MBBo(21K
z<5|{X1yA0ZDVn+vx_I0KNfQ4{DvgnootmQBVwa>JW6h+H)=KRNxTO((vH-W6l$Kwx
zKYCMq5sQn)OlqIfzjE*VWuf1-!rz)aD<<e8WVw)Q@_RxnFwDXeBr)>mr)i4}dq3Wq
zMjn)`Exh#ywp=xh&!4(<b}$*&s2<;9B5hv%f!jLu-X!l`&vPBw0ceubV}!t!aq?+R
zVbs8Z>}*z^2sh2?14aSs^D4RpJzA{NDeOA;H<L3C@n5^SM<)aeA8zY?(zC$CEd0J*
zYclC-l<NF=57~`o>ea>QJhS33>mK|tX`su=5Zw#=;?*J6ee+gQ(l8g?kuSW;U6*TJ
zU-|PJamx}k9NyaRyc~A2eZsJpDBvqy0dK!SG-U=Q&aQZjU<l?R+iRb#yuBc*rUf>d
zpOz;ke_+?8xWtSmw$6uG;=f#J`3=a_EK!c<vgZO`1G~FYj1r?iPld<J6ZRL@?~*pf
zx4w91s-ozoMf;2SsWXFT4xutZm`u|(2UjSjb2puCjcCQ3nh5o_!!dkhtxZ_Qq{&mT
zkIxgrVtrAY<jjUX)nbmkUTnOyN9gD_Sy<V5tVC-(_A_2XIzR1~sfj;)H5hK@d`!<W
zPc+i8aME49&Rw&)cedd6FWD&5ymz?$XPv?kgG8xOo^^*OWXuV>R+oqA3#CXiuTp;G
zbc4h=^B4EY!dH})8I(7$aIw_odjO;>$eI(a*3y4xOOkhfl%H<(yv}Omp?zSU{r7~*
zNn^Z_aOqmhpSeW6E`$6Xxk#b4vZcML=dLxjgLrU@W4FdgucUWczQ?NV_)gw*`dhuh
z;{ZKCgz{}$_``9_DNAYmp;O~h9hkb$_qh4At!LF7<PoW6>g9dG7Qnt*LK;3jP68EE
z%llhbI|7B}!%qZI4y{+1?HQ|&<dfcFz^3m>pc$u~p1ssnqEBF}$2qM^<sPd3l8H;8
zHc25bfr+O-xn$amch?p4l}e4JBI}AlE9w*ExNMp~o@)Ity-u<ed;b_;dn0<h9tAu?
z9UN@~>hmsS^F1~XdG=1QNBbsOo&w>yocmUd1jhKzCk;M5E%#BNu|JsUEY4ve#La#%
zMI*YOt>XB-jW~{WQI(@s_|D5@0US5O;K`IW<ip(C>JT#>+AK*jiGPlrN>8?T^W>1g
zy@+$P3PL3KVRC13=&=2*WaG7ce@W9x<S7bu#xIC58`!&WbYx=l#E#xjh>@PY-A+<M
z9pRH{hQaC)iB(6or4yo%gD?GL)!=H*`?EP*HiUUP1}(QA`!xT|AnMZZvAiRqbGftN
ztcva@{Yxw^e3#vm3if_cy`&veQ6KWJ(K(rO$fQ|&fzV6ZnM0C-J9qmODK_<4k3Sj>
z1nxIIO4nkluW=D94MOj)MEC_W_I0zH1@5()kjvgVdq3?Zc4OQ0Y5h#q+*6aaZ7q7k
zBv>*qF8jBz%vhXk)9KK$ccIzs;l(ZB4O@Qkb34OaMm>+@PIVdIiNeczNh*vU)=|HC
zfnn0qViYlIfKl+>-MMZ#%*;J>s@TzDgq<?lQgy#>8LuFfXGgro`;JPZ^Kyx{R^YJR
z2mFE#T84<akHU4uH0!N|my41_?wJFV<?`w2=@Zri>-@sax{HUxOvW4mDN8v)dK$U4
zQVJvPCm46ehy@fz9<2GaR9-swweu!gD18g}Vk~|--J0*a_KP5FjI!q?rn^Vd__e(6
zW0pExR%spj7)PUZI0aH)@BH$)8t*akbf-~b-0gS$$MmG}&i#>kFJ8Cl#j>DPl1M(e
zgVj<?wdq|CoaSAko2;18rwi{G`c0g{2}lPHQ{j=E#Q7~j(qD@uE{{bX`fI0VEL(|i
z1=!e`Tr4&7!o25|PlL%Qe)?u!MlHF=*u~JDO<<|{eG+^J&BDbJ=7$j<;$>=Divt@z
zk=N3)v}*K@p644gCut-zX4#&*{>3cU*&}pcwQin&Xfj^uW&%G>%S>_2P3;P0ef|Oa
z#*{`s^%cJxW<PYR2>&9#3Umxt^Ci9&nJA5aUYUbEy>o{ToJxuvL7@yqxt{b~N32Y$
zRA|foAs{}HP)&B)tPJ;|Vgmuw&Do<sG5q>;%K~{GXRbm&WE(jFc)31QSOzs)D<j;$
zccG<!d+?(L0D<R6o1lU!h(TRIB$xT{;3|@v?FvEXR*ew%gF|R!q5vhFRn}}7{HRsa
zG!Y15gkEdu7@qvL=fJo8<c8=4O3)NFnF4ZDkCIE*RU6-4H9C3*EUekjr!L%<d?&U8
zInsCcNOm*}^d*yKk|*{j_A}XlNyV0WpDKPr>%w|_6sKtvw3FPMgTSrsJ3N5q{ll}f
z9<G+K2hToC^TH*Gg1&ul6>7|gArRIS@J(!lf`m3Y)^3>ocPa48bUs<X>vh^GfPM`q
zdlL~rGHQdb?2D^0?a}kH?hk6*Fre}1n&=0^`$CY?%^pbiUbZFi%C11YEYp*sjJD^w
zf*{<v#uyI5yrSmtmQcoM03agaiyaCGnZF?nrZ$Bu9`j8Ihy+xJVe^GQv-wEz+nf-j
zF)Dg?`5wR-=l5Iy0%iw+p)6xX3}F#fxy^#^(IFsgv%t@~e^67g32>#sQZ@99Dp-i^
zm8q8|7ys;V|Bu|B3nX3pxyUx8(*gU~q;aS;-_HtpcwSzJDYYyI3Rr(yi>GvexLaSQ
zQlo35D~`JWOmc(_Ix%Nb@sWS`Z|<7*OZG7#&C<K;fO?p2?B}Q!DwZ3~wnZ9(4Mcto
z0J@Dd*8&87Hx<1&In<`o2t6?4LoCE;nlD`#E`kd-gy8|lj>xt8%>Zf>)q5q|jWLt}
z0h*;~HWeKrTiy2o{J?@`XRyv2?XdG%ylZ(w!>FEgso-SQATUXqCN%b5hc+%KHsCKu
ziw5{TBeR@-{pBEft@bTJyz_4#@<xxw9Kdc2VYJm;cCJaQckeDh-))GgZa<>X4|T(J
z+ZyQ~=Jmcrv%uAC%5*cpVV`P9L>%{Z(yb$8)SW}Y@Nvt}hQ~2Y4p~A4HzN9Zb}V57
zWQuF=*$7b<4xYvDP1Gp}JoxHxS>Q~p$A^dK*e}b4^je|;9{KhCRho`*z5N8Y9Ft$p
zh-f$ee6U;gXI>#7Z=wAvex`oT<FQsJ)%>>5K#ILD&Y25tuK#kC*{(*lOA#RSnY?F~
zf91^~L-sZZn&IfLhe=$a^_8YvCp&K8_nuW(Uq`!n)OuhU*|NN7ZqG#A`{2g4T#o}n
zfph@_{`miT1ArmAE-fcS9-Gs)5i>p32E<L(8kYYsiL!en86cK<cOJkH<59<_A?Prh
zCICVS-~AaAi>J9yZW%yq3<s*L!5&yMDAhiOUZ?s)cxfjL_m=aeyLckjf64W33rkP&
zIF#LdgAwQaTe1)=7b8Hh+gJ$%ZB-dEwzDregmB0>JMsZ1j!!#`KkE%Wag%EeQlbel
z8k`ei4Drd;u%P*R+TP&7#hFtiO&h?q8ZL*aPEf383->%8BINgeeFRo6()5Z=bM~dK
zFAFi!oz(dW9A>eLLr*noLG$*Tfv{kj2B*;W^Q{FQr%kgxK^FOD-hJbvga9e2)tRhD
z2)tJwS+!IqxL*n*MKxN^cwl^{1fXH1b+z0m$4)$Bypd=L!C>T13Y{&>m3%a4(N3bv
zASB_5V)c)db|qx;X1T^?77_c{9`EjeR#5ZKpE+9166rU5={kHv8%GrHHRkm3_(n$U
z=k%@Jz640l>8Eu}WB4sRVxemlw%f7A<B}}T*8!)U{M|E27+<Uei7T3Ued{nZ_fNL4
z@T7Fzem*Yno0~g7e!)_~<x1=xP$5<MgC$>(J!~rI5p*6cjSKuqUnFZAfP=w@oL|^$
zsO|xrr>OhNaN!5NiRy%9Be~w{y<4f*2UppdOBgxu?^8T7oNGH9c6F?FaE8qC{Sw%H
zu>;>fK(*T0QDG^ER8NCT`+EIb6NMRQ^xfKGc&%}EDP|hqUZ_oYbi^YXB>lK6oBuUi
z0sw-%;ZzzUeX#GX7XNAGKPh1O`!)0In|Hjso*@U$lY%|GqN;BQoh95QH3R_x`>tB^
zg=qSKn!Lkq2(VA3Vh2(Pnv|}>Z5&!08pMcf5;|$}tOK)ZCZ>Hq;QZ?kB9nNvFYpFv
zTxo3+=^OZQrq6ETxp<nguYPyqE(0r^6-&%#3bdwI=2vX|CJXZWriQ8G?bFRj7}qpA
z`SDhyUcR0fpWc#Qu1YcgWmEbYZ+vTPU*R!6EpBX{(U)xy@_vx1b2@kDr%crC{F9%5
z4vp<SxVZUjl<blo-B!n$8oai3jo___49X<k7CWKU0Leg-vSAX*!KNAB&c7rSv5P=d
z(Z?ht13>;3Y~f|?7w`PK7_!6S@baMr_qc;z$ESsY7oIqo&wmS+zGxJ-41JbrQ$CSA
zscK!j`sPMgtFXfKQP4tNCkTn3k`J+bo&@NykWnX6yDsr-&Dhg1x+E1REUog|nx~Pg
zW%|~?g&7AdPEs8{{3RJAwlfLj>f(^(%3nRzu%$<9$cR_5N%Gmu%SX>plZ^f#3^^fr
zn*W9jRlIPsD<M}|$c00nS~G*5kEY!ltTYv)o_RHHH&eF?yhJXm=q9Um(Jxpq-m|9q
z8M)sX+R0(?A~0{S)J~e40$+JLzUcu*Ot!u?iV-vmyRbV5Y~$#6<`|*#(UJonw9fQ2
zv#9FSby(MYx4}L`y;F#>ee{|<q@!6nR%vS}K%;CihDWtiVov`>4z7caF3<cq%Sc@d
zj7yBxqG^0|A=7ocw_o88vSR+Cys%*NK&YIy$4VlUlN__5v@NnWM+liECH?a_%cYa3
z$3Ngss}JQr8~rjr^aO4RjvLS^W<kJ^cSoA%Q<Jv$UA7#TklaFDf7_uT6UY6bC!cHZ
zljK(w7Th&q_GLsKH<<EsYm!G)5P{YPuC1ZEMH<~)c@rkl@0BQa(Cn&pAK7)M>fZ>L
zmaTWFx$oVh5Lt=KA5HtHD(t*$@nyysCIt5vlVdM`7NU-5W45s@kV_y@<$f1*U`Dsj
zj}v+CEWWnDTkBF<gKO`pBNvly96y@U+CQ<bhKt<9c-MVeB*nB-ba2u#Xs7M;wg7Br
z2CjF*%gp%nhtA=ii{rP?{X~#2iG5r8k+)Zn5qD>B>%N-es_zWd$WA3cjUZ}aZkTgi
zvX1*plzNjww@*Q+`__|)9D*Ox4xB&~G<1a0(b~Z0LBId@KC1;!B*&PqFVVxYm)A+|
zaS=x7YiSp}%Q^Ml;~}>*_ND75TFkA9Zw#1892yzaEkG^NIbW%JdgjJMAu>(rchp~C
zi_SpC7G_lib)ld6g|18Z=M7O}cdPZ#HT<b4rtS(}xx(QUI;fKp?a4qRX^6{sTUz~H
zyH_*Q`UcQ04SEU?vA&;oYWEC#9-Q@qtB1EYk}M|QQ=1EB!xwle;0xmIa^011Y+(st
zFaBj!dk?%{J!I5Y?b$18p5b1L$?0I5vsb3o5K6bk#;yQBSf*M(*_vIDxRDG`Qbl+=
z!Fq%N3Cie=^z#cCh&+IGPyOi=xw#t%6$kmW>*ALQWILLP*8olqt^8?ehh=v;fWD+<
z_%y3dNUGYySWkhQ%uAAQO)O{NY{MioD6iM;dL>4Ajd8l{%r*Aapv%~e*HlBcwQGXv
zJKUai+tOHlIbFpb&=u(5z5e{>B1Tdd$vPuRUab?pYWwK()BvsVp);H;dLGwGZW>aV
zYcB?#v-h9C+}bHQZ$ET*)IG|KK6NWwcm9(ZCC6nu9@Wqw(`6yrJxulTy)L0jZp(9*
zf9wy{Gq^7sVW{@a?_oYmOoxiotPo1_5zALAiRx}t2@~d$4;MFU-N=W1t5*vKs4Flh
zl1;IrEPlTodqDHeW<?eIssLVz3`Jz{y!HIO5(Dx-mMoNl3~xdboQr#=_$o&Tdd0Lk
z^{%WA?+d?5$jwP*>LfCWyPo+wY>R`|;5zOxbx$E!A@5xiu4aSeS_f|Bh(tof_9Mmo
z-(4~cp24O#FWg$pXgc>7b~#erjt)0NRv27MHqK=CL=;uRBKg1(-Ny~Zdx5O(QJ8ap
zw91Eaz5SuP`xB93%`>WHXYlUR=uZ{jZt=R&GKbaJgm80V{g<B;JH!N4FGffk;$klH
zL=!!IwkH^~F5N*(-bD0?Pl$=g(NVxHZ-TNyx<6DjFWAlW>%TkOI+dF1o$evW0<UFe
z7HbT^!~oPwY^?uqQ9UGqT(vg#nSge8-eWace1U%8Mj=>g#EF_;Qa{gP+u&C0^6sM&
z?`HJ;P1>k!=fz5PHMh0s)2N=Eg~!Lpdgw%t!Rg7N%sn0#0xmn=*e}Ff^JC79uSKyc
z@ryh{E;gPy8O1Vq+8Ylqfb(R-JWQz?U5)(i#`G)PaUc>uB7?YWJ5$Z#v$Yg@eyH0>
zDK2DCNl@)Bh?8aAcI&j2{xi~zd23eb**cO%=nFp+FuE#KP?`|39Rv0(c5T_lyNQF_
z9GfXuNkWEO{4Bp-TfZ_Y)q6B{x~g2Si)!fEv>L_sOl&?I19qlB0$%>A>h^DN+8I8S
z=|5Y1(_Zfdi)yIvhHEgM%_Tmn5PKb?KbO9!7&&!;XlckW!|pd3?cShV<x-iRgSXCu
zOt=KO@zAcB`Bxc~6E?*sPo5dPB3Vgj<UaBGdz=E7jN(@I{ZVMCHd)nn^3UrJ?ki`G
zIL!;XhZ?K7GpkNcUzie;JzILg{ro(!L6EAC^!m)&^0T<>;X5Uh71XQG%BmTOqn*de
z9~e~L@0K7wW^X1XC7Dl(Y2v^6u9@4SC+_Rk-64}F@qGeU;3~+wIHF%+0*{1Ti6XBh
z=)-p~hM~6}Hc1~knyw#~@yDz^x#)f~i42eDUF{LOv{N}>`-bYlNexLOsryOJ3VEqi
zugG%F>1PXSryiDCP8XC1M1Osfuj>^l;8;NK$s|%Pf)j)1<!~sy$2)ZQMEbK_7giIx
z5XKs}RI4;q3#8^yCVtP;6eYTMH<2cq-5g6LzryEJhR992P%ehsvTi}CR2^k^X7Th(
z9tUYO2d_VFA)QsMO%Ksv-{q~-A6S+D@``vAgT*1{C_*}>4fCQi^hv=r)1yf%buDu?
z0j*Q=EgkqVJpONamb(hgs!m~2HJXP!3jRz#O|#j2|ME=l7fYE*QSlRkEnyP3!1izC
zwSOc_^ei~Rs=T+l!MtRa9=5Pr7GRRw=9M>r4dFJJT;YYac^dm8Iq%=O(ybEh-x&#%
z_VaQM#F=Wqf++%5Kxx9GUDC}c{@4EGKVx$Qn)=VMblNxasNcGXHx5w_?}v8Z7~P1-
z=pFya{=q3dxyhKQ#FhuwZM46s-s&9x<@Aqh6!+x4kB(lMPiAnq(mw8N7P^dW{f#^|
z<+=MR4Vvtman;%I(T3RT+T0&?FE?9k9Ah05EOf!rBD64nG5HEh;taz#;`LTV*Lz|#
z2PdW4GRt;iGAL!Ymhp|Sh<7zchJ=yLmBdK(-rCY<=?Nmok{{%SmCbWw`N|D`iiMY@
zEJy!RCQOBZ0h}EyV{tZ;a+G3ZX04#*N1XM`U`0M0P3>t--D&O64m5GEDZF9@t!kQp
zr5fkXR@w#AyDA?gUU~F>vcC25l_bsQSD)>!l!<7EMo&6|nS}Ja8w%Ao7I}Ojx;9<&
z7aD1OZJjNa)Kk2f^^x7A0n?r;F8-{|J@s2y?D9=7n)<%AWf_Kd$1>p#P441sEL~W{
zo+|L!?v#v@9;ub7%r6jR;PGajnp&TW@(eNmF>EeJBoT8cePwaN{G>#JubZubV)o8h
zKNa}s_(pO+*L*TG6O+euAM<o+f*?k4T>+F<E5bBNv>bOR6@uvNdEX>8uoUo=NsFgq
z+gdbHd8fpME*r7@>5VEn9plz5%+h*-on(%ZuD<QD$mcB>TLoFI_oTVrGo+Gy(toz&
zMiUnfNsyOd3=9907{YdgaGmT24Jj#9kH;7I^ji#wm^crD7Pd8(EeS6F;@80CWZ5k#
zsG|}94^ehCAHJBJ;Lx}A7Y>gYH;VO~t?tx;<l4H~eCLaU^yYQ9po@`WFB7J~3a#kJ
z_(%1z^d*iCu7snIw>&t-IleDQST4C9*g#U%<Gl;fpI0*sEiq3%_)MJ&^sFB@_fpfI
ze}21TS$xv30J)ER<F{1D$1bjRV`@rw-B$~39P2rqa1`E@A`?j{#kXYFUHbAy!`<0^
z^{$I~GU`H`KSBDUgX0tJc53|rSAv$hA+^yTuRD~NR^QcHw?qR73|kJ}>$mD}{@0{j
zA+P(&nGQl4=bayXnO;3MfUihJJ9>s^ppH;;6bz<xe9yDmVtSvzs{u)+-6y@rRg%1a
zz5|D}gms!{&+>jfuajzO%h%_lYzjzjlu7hn0sj^emkF_F@1D*OPJ}}li0Bmq=CmtN
z#FZgn-T4!$nG|!SCt_@CKa&=pxzTzekH|aP`26*e7cC{u`cB%c+dPeT(rn2jfDa-A
zOwSejAKyMu<9VF@U{(@kML32z%+u(8tylx*%hS}Iom)ExYFv3<cP}wNDasqVJ({xe
zhTyt18D_DUpj>whoJE_gco;2n?wIVs?Z_U<{rWe0KN42F5BxMmFU`pSJGiHW4ci*Y
z<GMc=6Nu72T2vcdEq$o401P%;%vx}qxEpJblVHG~=uD~B2HGWk4y>;R7E>jNF|esN
zC(ruzsYEfkb++8M3oL)auhFDyOwc+>_ii$E6n{Q>X-41fNMfs8J9UyxVH8$kqUx#U
zy6?sMpU+CG?S7wlHi8lG!03xbpv|;-;wjC?sjbDjB6cA*wqgnSg=>TEIq!9ru9wtb
zDi<`Xi}n`;s#t#JeLyBTLw#nE<K5d+_2+IgdggGXdGQWe^dd3%CjUt8Ou0Fs9_>gn
zkJ=W9egkaX<xxDLY2?v$?VBuj&+N7f(%L1t@wY2>Ux*BtsCO^6pT=Wf>AXKfX<S$H
zL9;p%GuB*`QqF==!Mn#BQ?g9kL%K0oG}vS$anFGSqhJm!fo}8@YvW#VOK@U~{SD<;
z^5xEhqj+X7*BUF^z{58cSgWsD<d-4I{Wg@dU!FGRy+nq+MH54!<L30L#tyW<u<~nB
zd}Y*^iRK+(r2apwy>~d){r^8)R!E2nA*9G&k-bYsN@QenBH24T8nXAw3Pm#Fq%$KV
zd+%}D*;|>}_w(KL{eC{z?>K(P{l|UW|6RwGbe`|`YdoKi=VL^94CtAqoqG25x;xtf
zt^E;0q7(MR;ja!^qq_;*8`DcKRd|iDcMEBYilRR;T>3`dw(c+UV<uwvxD=nuioM`o
z_i5vi6t%Bw`tM_ya+7Jv5<8uoD1oOLqL;9kI)+_TTNhH~nLH~?-i~OodgvWwoKQx)
zyF3kMw|wgl^tFGH30=Yzcm_C|>aj&ESD5C6AYHFw)Z#Oaf0P?hhZ7^18${1)Htzp8
zNcni^`)l?qlz#YZXLzpVCH$<d+QciKbiU5}CSIha{u+sAFQw6`yzkCD{`IdJ-vIST
z@S>Nr^l6?E)JMj<b0D+&a#~x3JZog>Y7ijA@b?2on#~Jt?;Eo00xRCFx6oLQw)FNp
zYE@hREN#ICC6}+VEb7|%FPTFWJyX-cEO+O_kXexle)U;lqeq;p6a=dcns#|@*Mw`+
zW)WvjRs1Kskv~}$=)}n=FW{N|ri(ePGXlSPb(2>{hWrfw_u>tT);bNKx2O+30hUb4
z&B@zIZMt|ilc#=OK77rbhB2<ccKQ)kC3Q|$(qN5<(8!aBZljNB<R0%{)3)${2+79-
zC?h9Otxb{4?GWi}eTpz_0c4rYagiFkD$kiXz&jNkeOLH7nut?;>0@SI^xJvHg;QgN
z(5s9rqw`N4`ORCz+G=OL^h%pBW5L<41^w_7)|;bsR|Z`u%bHGc+_%JKd7kiIj^%E#
z>UTm)GnG?nQhCV=bJ3$7SD*GXZQqeTPdT$C$TEVEpIr#{L-~6L@8YiyRxF%OeG&Mi
zrJY@PpUNdPI=;MiPx=)3(GqZgIES22!=!+wVxkRIp7Aj$T;2l0G&Xh=Z$BM3f;P4K
zLQfdgWfoHa*`6-Htg3y#2C6rUZ9*4$3<lu)@hb{R846D4uE?HYva>ab4z%6BjMcLL
z)+0qkZjyIu_$6bntn>q(>1m*68K=AoIR`Fpulp78R5F4`l^*j))Z<f4(U}~&$y_#8
zHJ=H$xK7=OZ(^1)UrOpqz#pU+-A}GBqtCCl;=lAU8~8XeBJtDI3}s}dB-2j7a<v|t
zzEH0g0(@Y=tk;`--G!^M9k0G?Vu&4dKk(hjQ?%SoeAc*lZ<0aAN*EO>k}NvJi1(dW
zlR`t*H}}R!R@WV2tFE$w)xxqTy(W<*d6_5FyMI~}8nhK?jpfQ5NGe~^CzG+JI7fMZ
zeW$W;m0zBsD=hTQv0Qe9Af@ibgNWEM9}8-Xq<2~y&%(_WQD*|uTQdQ9__o0`4el1f
z7cx3F{M=Yp9$5=6#jN8!t9XvTGHPPBh|?fr?X0=Ed8PIM3FNhzaCt(BK4;X~t=d79
z_PHR#fJnoBo!NN$#etL?iRg!fBTkYPiJ7QfNgS@`xq9t+94yWH*rmH*vvgwpo!0LH
z7+6NfS}i5+-n!(>yJHe?FIl)-G+@z<JK_s9If)~%#<9D{h@AeI0h6oyBmy~<eym;R
zxV#=4a{U`wnRRFZ{i&4aDXK<z-fdX-<og5{mXapAahv!YJNN3JA3Pv!iBR1M0M8=P
z*UvA{FjIZ>-M=X$>3W4fgrwY}VQyMoWq)VYYMaA@N<XZs=FU62^cO^UvQqCoZy9qF
zi21wLk5>U^wBkbeX;R!;XAZwmOpn(<a{I-Y;tAvPSG)K#^dfQ=0s(SykH?oSrwbYL
z1Zl?CEfrRr$K49AQ_FS5ew&UqOWfrgPf>Q~5N<GSVBHej$vqnrdUi_Q{F&w)rZBN<
zwMlq=cHteEJTwif*FPJ)LqL<;ZP%7#WM#Ze{-pj8Z@uc<nTJ<ef~#D+)(eYoNV#%5
z^;%nLeYMrMN;3Xjy4sguXtb7pp$Tfrn1*04o0)6P&fh?s0=@55HE}imt>wXRv$Hh5
zKmLH_;KORS#h&Zgj>sKv0HjL+ZUx|Me?w+9TaOVWvGJF+42;8K$_XZ>?HkY0i{9MY
zMaDb1k8(9pG$QK=YBym8$Bc^(J$RVMYk_Q~#N}cBV?jG`gE7GTS-!T`i#AgpQI&ZD
z6x`{C&|prh*_PN!I2Rk^%)sCk*tOd|aj&dEjA4~NSPD&cC5#NkcD$A()<mMX)2hSk
zypd^`-EfJeK|vQQ;!0GqOVo0VxV!<w{`GGlCVPT#Mss2N<2qvK@ZrAyc2eCYgldaz
zd^1X%?@U{F0W*qB&nrL^7ipHo<mr|5fS5i)E9c>dp^cY|{_tho!C1<1#ocA8?>CD|
z0=dWfwQYl}ReP|Y8ulS~S%J1>4%Q<dMo(=c#!^SXveVfmx_~5cCmpQh2E~5YQ8F)Q
z`W)?#gO4OayBqOMbM8?zz;No9_rc>)yW`kt0XD87D|U$?_Y(Wa%$9&4Vl5&x`~;ZI
zWKtoOo!{IyTaujs+o_9dT>J?mHm*#x`fiDg2F-oYRS#_-ZYuq*i;{>lmrh)<gisS$
zkf~?+RKXJ~nGXRIT$c_Q<E_lfvY3+mQduk2o3-uExIGSv3tF9%ke^WO-^nxh6|NH_
zG3c1p%YzLOgd1Egk?#*=*ZhiN?5#2&)Y%<0{iR;vYO{_^Qk7Hbfc&}(8uA3!!`WV#
zi}BAl#CD%7g6`lesyWJkP={`Drg<X%1w(amcJ74AtdPEx4#qn1D}1CzOg&)j4^Kdj
zpIhmL(5zeZ7%Bt{?*EdBuZs-7(wxPR3R9HG?F)TeP`2$Lwj&`k`CtYuG9ppd1MUs|
z`>LWDOCl36wc_6g?A`;3LSGQ9T{=@qXK|qU*+8Ns+ya<Mj*w6n&vr)WenRD)y-_}d
zYHGmWnk*gDvAv8|*><Pc764a7Z4nVL(h*?qgeua+CIs<Q%1>=8@tMp{^Fa%F_DLWa
z06Qt{>Xj)u_sDN?U*BGfX&$NqCClxBvzwG{hIO&5v}G-t1Oi_!{)G7rxB3qIqfgJy
zUgCTs5#W|xy4MT0{WFBZW34+oLO{A@#p0?uB!LVnC-A2`OjYC*Ua1+NQ`Rd?iyDHR
zJ5$0#lV`-#F#lmuy|bCDds_G-!FekWbXs_9uXOO+l+-lSB8OA^z2A46Jvzg2C$r}&
z)mhD+LeV$<ta)2TW;b$2weuAQF2x5DjDCvHGrG;GW1_v<wDb{J_9LRkuQ+umKviU>
z<r*!U5W9o@@zg=HwQ!Y=Ca#nqH&>_T$7Z1f!=S|@_42JfaWRhB=B%lum;LfFk+Ba^
zZvtOj3_^97T#RjHye$%eyVf40t;rd6{SErHUr2;tAPHWchODc$NCz<&zbB(%$$jpb
z$C69_v6@YI+s#j1TW*W>q~;Bq<6q>6*JEGRdw0J}6*ZU6rL8~T5|CGj6R9Fs;*Kf&
z6n!xXb=BlHwN2{|OW!SQZIkH5+aO0Gmf?>pi#4#l?M{vAF{!wSsWo|Yb^FKCttEeS
zvEx}C)OK0x%EKoSGMZaGQrfY~o?QWKl(QcUB2o%DDa1KAxZGJ%&x|!KNuc?QD5w(6
zx48#z+)TvaiauX;YGRa0*-UPl24h`QfxD59SWEHi-;!`JcV})%4F_KA%~O@1K$w<7
z)8}dKY|sdlUYS0{@q~s)+dF85*`iNyLspYnGY{QPF|8%J&(g~u$@Ib@DenxbSjO#L
zc=L1n{zqC^6}Kh_I+VQqh*7<n%EpNl&4beWEDv_`SUzx-lFhQ@p4w0ny27tfS2HBb
z@IJJ=a!sU+)FVpBf<wcZ&ZG33QU8~T*Ui@`nRV_zFXz;7ZNHYj-gQR1J!I@IZG>VD
z99KfLtTan4V(LoVjOvJ*?MT&^)RseyGb+Z#8fS&C;DtoJi?+l4hKuOxYq7>}eg~*f
zmq?6kGEy}WZ8sTik?BNgZ+BwqeIjVknh`Rw78ZxII(rW^HTO-e3h_U;+Nw8+ww_7#
zv-s&VG<VGTVD_}j_o44f9{kZ=mxi8hJzBYpPI(tVzxPeq&oK1|hT<Hpg5%h@xMkA=
zWmlOMx0L|lgFrXoVH(<yJjJ2WLx$D%GL$n@Cax(h&BdU5yt;P_bic#!EU4&(8v_Pc
zfqQH~LXGk3kkhvcQ{{J*g*C$QRx$DCCgWZ9&+F*;zYFhrq}VK39u~reYP~amkt14z
z4kcrf>x#lpBA|as|I%A&E?z}oFH-SUQ7~t%UVt0_-020a5?_{eEVhqqn%T(^MS9hg
zayOHQdE#4qq|0LUmg?-gjwko|NlY7ir52sO=|=JqR7eiy+0?&wzwp&em@%`41T9mj
zpRoH=r~6gk8OItiQFMrHn+xrjwM_Mfq=GK5!kjgU^9>;?Cx)g9soW@B@4B*YlpD5h
zNVDyFcovd|h(atEK0drU;nw(&hG(NFGWy!ce;V|U@^ufdYEfj=F)aj9IkEgqylFsb
z%pd)ZEWYY7A(Q-01o4$d!9p7%$``WNh{7zX`tEiy`dwQ5Ui5vy1MmCK1<F}m-NDHa
z+56;g-Y~zvI)&LVu~NYydHLqWE7FeNo&J}o3R(Y3%vH2Y_yAn93NIE``$vAMR-|Tr
z{dd~)%9iGrILEO;P#MURYu*vNY5qoblE1lVBfkG|k@0RI8Hbh5B74iNt`O<#4;VB5
zd=3rHJLGX@k^Yzdz0MaGpCeGvU&Lun{ul!>;uRa_KtkA=m@Qik2D$vkEF$dPobL=j
zOu6~XS{Gj!1=0llx}Lxj9P4l;V&AX#GJPuoZ|Hp&)TNuLz>jVU2P3J5V>9J&6`b~$
zH(Y#RZeRSQJELiWRVBe_4Qyl&j({RlqFejVm-*+j$X97J9}vsNoC00RHy7#RP~r}=
zoi`^y*g;gfD^(NR34s@XtsHTILbbXX*a;@USulg}TSlM(9VCEAc*y8H|1Z#uD4WAw
zEz}gt6@|pMfM(W;5SiNOpizN)5J}Yz=(`o@cq~DFU=04bQQdo>qWHp~=2gfFnY|Xp
zz@<q#Zv{T_J159+L;XXL!3X(z3$Pjy`n3kr?k^+e$lNH)akfP$X#@=L+re!4FV|?m
zz|+PFOzh*_9A5nc0sbx7VESQ9WkrI=@;fjCQZMF!r_c5@5ngS~6-0FEzEae<!WshP
zibN2+j;z4M^)^qEwtxtt@&xIg+T2Og<QI^##_A@@n~QJvsSDx8rNQ98gXHqfyN_-R
zP!l#VYscTG2CFn72+)0LIsVPPyOrgCguuv0&=!Dki8eFiK|Ls`Oc5Jd0hr<^iPUb2
zBLeQ;bh$IVpADsop<;=3<Acv0BLM$!5h6@%&$tQVO)-N*7(iv2x4+G@?9CF&tpne#
zr*A>&HGcb|6=M@k$1zYobVuYh=$dXK0&l19r_UrnPDGzZ{^Kv-g0IP6g&_8hQK++A
z^$-R2YH1V39`6QXBP4W|sm7hwy3p^b-oMsEBz3I#RndQag?~NIjPDxUTj&1oe}?n_
zw;h9gO(Kjwb2M_Ij*yT4={JQrXlTvB@7f${8NM%1`<1?o01(w$@#N}D$TAq&u^cYR
zS<042qH)xZvL4*c4ti(?<M3j1r=i;Kt*~JpcfE?PJ0B!5gy&zagbCJ;&wCZrZli5X
zk2{Y#ims+QZ+~zT{?7(|bCTI|a=@YV9G-h3Kuq08JP{H}dJ8=Kf^!~!`GhdTRI*i5
z+JIPLfq3#dvW-mmp4fm6iBG`z2i_+5gASv)bkKEqfHRo`PwW;Vk%cx}2>eBF#BT&1
z>cGqa3+&2vSb#}ST!0hXiwKi6U7;}bgn#QK0bF9=a$$yktN>|w?hSL;gTl~%y^+7m
zT$b=RgG^$q(o2NQwgR$7b5Qrqfs&c;@Aj+mDmzE<R>BjbpE6kHWPz-=gOmChX!~y>
zB5V<$1GgiMIUwPt@ZV&#qq1E+09~}5yESTr8#nybF6~*NaymkNSLa~ZJ2rfUaj|K9
z+6kh=L_|2_1Hb88-sgGuR7B8z53rN=Uq5SCUEpLuy@-X$y6z@2cbZ58F&~aNe0rce
zEcvQE&12Jfjq)W{<2(3*Cdm)8#{bWwCyYD`TK}uadfnmCi9w{lv<W5P+VmDK??l8{
z00A8cco8Qgp}Px_3Rl>kB_1E`8VcA?N;`p&8SAT6poaw^cI^u2>xDQ}5fyMDh0G1G
zXG(4-6oifC1oLb5Qy*~n9j4?D5ar(-2=n=nPRL-8me=TcB`HE`oP*)Npv`azAIK-e
z{@1mk9YD@UOvw}<Ryex{f<DY!x4Km@FtM|r%s!vkkoU-TX0q2MWK#0;!q_oWvsoYf
zcTEv8ZGbz<by=WpwIfP%s4u@fjv&;{1;_9~Tl`(1j=x20`jesk5u#ORq7kyzW`AG_
zz0XZZUwz*mMTvr*N(i!z;{bqhYXe(F%`X1HA2Pgj5w|%eq_1PVo&1!*NZGFp{B5<)
zD#_X+(GVFH#FYQDQvUmlndJA<Z6=jof@(ey@(>gV0{cE2PMB*sk_&6xg?<8;)@TYX
z5h=*V`JkDsM#Gxf6$!d6vCiP-)Wx(N!}0ReU~muCsLij-&g<i25TJaq2pbK`%(%g$
z|H~Pn<^U2j{0t<pW*rfj$*e<CfELzfauSYZKCn7(TKER+vXOVW){Gy-YdAp@6e<z6
zS|A*DU*qxtv=Z%fz#GZ}9-}$DIw3);ftyH=jm;r^_tWjn;N;_DkJ*ZffCG7(VsPHN
zhAi`>z&8hlTvtYtQ()=k*c@eGtQ-bkLz_{HL=u^UYqkKA>AfP+EAxOxr}Seh1f2{m
zJB$T$mp9pBsp|SqrvY`R_L#x<s57lV-yh*-%mD@U>jV<{p?-IWC9?dgGUdqN`9B)j
zs`N=j)*ucn#I_)j<R$zHnmJ(lPz$uJQOqnvF&W|JLo)V<kQN!*9t*;uX}y*ru!nt%
zODg=G;F3A|9Epqp-Zdm=GRHzD>q#|&q?>aq@6x?upFl2;zc(&8!w*STt(7l7F0-gm
zLYo$SFial;+maQ54Ju^+3bZ=-?hAMNfb)1F;vUfEj+lsmM|_AxSXCF?4;A^>b;%p}
z%vvst7?!40(_@C8a(MbAh}UngGseVEjA~v641%9E+1~%icL@WwAX#v6V(73xE~UpL
zF0aFtZyBB)rl*6g5*S&n8ZGm(_{NxdSv1DNXr!xfRTk;kMm~c=&Q-Yy76^8|k1G*Z
zp#KC<i<Cif6tP;vboSnXmOPq9#PNOq*~FIK6>M=kP-XKv-mM3O{$mCK47_|*2mYFb
zQpiYni;!Z072GiJNND;YwPHVwjXb6fnNs)V>kb+OFrsjj;-Ob#YlY?>bCMN~-`MyL
z5zIgR=3qLCICyN6ZwDQ!D~JyQN}wWoiCgapDC+2Rsron^2Z6Ab`}s$z6xHaSt(C%X
zP`*buE8foQ#c@cFY7X;;b3*{K8;U#Ye-GWUt>}N>SmNx_=x30As7G6Q*Spw^!{Y{R
zS1pi>i-gE#GmpE!Z0*5)VU~Am5;(<QI~#`TT%Oz?-iA|1chze!3w7-LvKf`N8md3j
zfw-s0hC57iroj~+aK&l6Uu$F{G7wU5IW%8K6-uQTl*5b8BSopq^;UU%=H~V+zE^27
z8@=C>N(Kbs?}##LhZ*%U|6>srO1(k;`645nJ#$){8BgS@fk#*H<+D<KgS|M|hMTnn
zRfcs)V^Yr1-zf|ORL3r@2)sKnp@-fav|SP*X(5>**;`hqV21%N^QIW<G_EwCdu244
zJ3zRuC?(L*|6eByDD8~nxb@#+zJ-LMxL7Lq%(BMzeyKhmHD)z6+;gF}S(gqcXuWLx
z!po+Wv8?JV-hrl&{Pu{o^(%-r%sM_o*i@B>Hrg^gA2iu36)vLS{(svEB<tAYpw;OH
zso~^#;$pvKYjH4pM99I)Uua!ItFo#u@QeLIu2-lBO~ZgdT#QgKC7Y>hk1Bxkd|+<>
zjfjHIw@?PmXrvEF@6tbD82Zj#;dlWty1<x#KsEnpp~dfTqr(xL_>(}FC$e$qwff{g
zCt}{uXBj^V!HefA@ya}y;Sfpy##g0C4;BmY$!nWH5=4NqxXL@A8n1+lX!en<Zz5v+
z*YATEI~?W1g;+HBQ_qdQfClwzvL<ID6XCY|JSm%!tl{SYENi(p`~HduR4yAZ$)w$<
zL$c=Rkwbr2RMoB1x$91LvZIo9B9Pdok$eZUj@I|2Jzta~5W9s`Eiee;KSAnp&ti+t
z9pt9wAwp=}pPlAAEL$gXwLWVnCW*Ry8id`{wE0(J?g-TR?v_V-G*ClI>5kukO#6$v
zhKs4!*F=cbs$f%j{Pn|iT!pL7AYD3K#QTm!K2WdH&EB1}=t#EgbO(dQZ%`oLZrKEH
zkO<92dGD@JsHt>O?ng&rBx{{^C1c>yxZ01HnMlIvr#&FL4f+7giD8+enH|)_MJ^Cw
zN$zP4&I8|o5$lQN1zSW7nuc(Ob;MFLR|2<lVNh-KGpvP37iAIXQaVa(1ibg1Ih@o6
zv7jYlK1ec5MQF*nxi97q8siboY`?i$8q9UO4}df*yB@z<I>Xv5ikRbnL((-iM8Vd0
z7lien@9K1D@a%zi#%L<IL`Dvd{*SJFG<XW2@ZXn(tf}3PLEzLgOp-X+k<E<+j6U$5
znukmZ;#jtmd8nl}HS@G17ZT!B*S`b!m1jU$!D8kE1Zk6zP6v=Wxx+#T<z(3KK%9g7
zY5&)K;kJPVlEHD0$1EeW*k&E^K}!9rKs;Xi+Km{-c9|lUOa})rI=#Rlw>Ok_EOckW
z8g8V>`QKp?xvQz2rD-t|>kO<&w0YBSIJxH7Xk@rEoe@4-T6e;OC$zXQIQ<%vLbv_X
z0E85z5)+1vbd=^|J)LN#l(qC@YPZ@M{y>Y?FNVJGbC~-LDKD-h3R-E-6g#z-R$a(b
zuO@As`Saeo_5HXm90GaVQ^UfaCd^Ga-WmSYPe7qDJ`()Gp+~|3z~D+fL=$allU6!!
zHvR#m0Y&q$j$4w%+-y}nxKpZ}%h}ctkTb@BxRzdl7V(fRa>9dl&3r+yupW@w%n~#3
z0MM1~>>LdHhu;GgN!{CU|5$c%Va(WjIFggq3ynSiRw)V7DOFLn&WBVWf;61N*o=6<
z`B||GFVqvb!|5r!Rd7R8g1=CcDn=xZ$8gOXn404V6IC>R{V?rB?pNG2oD^RuvwQ-&
zfYT4&5FKK!8%JRKxgi8WUk9{dBrGv6{;;~Raj5>iXhjwOD%lYQIZ}x~qOUlGf6Kug
zqH3QZl5ua><gt#TyNL-mNd``*0oxgC`e)hqxK#0&QMfTV6G`F2RDt8Zxh~7e`)eJq
z5KDs3(xq^13%FDw^S}YxRWL_o7@7=(3#n%WinmH67U<!e{hR4Gc?Ol`F3AFFNLDJA
zzoOY$5+Mvfp&5r4tT8qvj6|#Db3P<E-ls1@B32dzkw%i%elqzYxR>oh&K8a5xzu?$
ziZJtzY1Rj-RkNm3*rO^42YCk7O7$*~9CflUZg{{Y;R$n!Vn5PXKkg0K!TUhQ7Jm_U
z$8Ob_S4QOX@9J`%kE*8$lSl9klEFYH$s_JY_Dz>|i6^+uex3tREV?5jr-!OCYXO-O
zX-3zReFdNP6?)?y-GrJVSI(a0*9jd0g4@;j<LfMH?B^bYN|NJyGwiu}aO#31^cJ-*
z!r~QEWimwa(i4qxVJDWU@Sfie4$JcXxC<(qY#(2s+n8)ish%4Q8$DAQxH)tr#jxd_
zEUvbW)ZzIrz?61)M{xKQb{`JUl_ET?sqYRp4j|AUscJrg34{@@y#B=XyMChWZh9Nh
zsFd`xL>e*{<T0|ezd4}=Q=xxBN<xspPk?j?$EqSPrkT_9{9|u~i-ln_Rf+P%VI8P9
zf^iR1i2-%=QJBEKkZ76}qtjaAlW1WDW0ulQ@KuZ6R~G9cfWg3P`b~P%h7iTY48+2K
z;0%I<U<!bN&qjM;si3hmc?LN>{;VpX-dY)3{4&;)t{T*}lgPE0UTH*fp#>AO#y%c^
z8&YYA_}(&$ik&dcJF-99uO}L=@`?}bG>v}u!&PsDvZ0Wt;pe_i=ABT@gLAAU6Rzpr
z4n}9_mpaynirZ`bV;zg6j%-xMj5|T3Wa-M8wYH!D-Wb#?-}Ra-M(>Mi2QpHmMnC6Y
zI+JucsoAcA4$gLruSkj?-PQ0d3Ewm^km9wDHT;1MxH7c9BGHkaCa`1w86nPI)Kk^@
z;m@c???mSj;jn_3%!ZzW&#?i$#aSNO<gj_Uiia#q5k)`n3-%fZ3*E}RQXvlM9yzg1
zebLY_$mrdGNI4=7=8`khU(OOJFz`GsdGdvylI|yiGGPgL*p%3KE>WcT07n@*qJCw3
zhVy;OI$cR?;wyeeI!86tibHXVm0vGh)n?Px^~3xWwvK{bIUel)+|f;H{~6{GwpdQl
z2);JOXnSdpmnj&dtB+4^QfSOFbaqiTQOy@o2RgJKVL<&9Kp;0qoA<IR{cy{!MM<nT
zEke2B4wctv#_h8e5$q&xzPn+aMGJ)cM5ebkRtsLx|AM<W-}T&A;pe-G4a(NK9oga~
zXPwCL@L%I|%vve@LyCnGVyfB?PBKC~7hb;=mXw4UHjTn4Uz|9ifgtj{nPfaYX6_gF
zx|%OIr+&~4^@0xd1Ivp2l{@*IuBs@O%P;=WtE!Om>%^0x66`5M!F9@oW<Kr(y4*Aa
zN14C*V+3inY4{2mc+PN6FP!yB7&5?E>!|KJss`~k+LQ~q@y`!aWIK^-HrRp3b50&*
z&Aam~8u|_RXm(z<E35)u{)zbsdahv<$?OgrR6>4qgKkkb(sV65@f@{TB1%P7iBDQg
zk^_xv#GtX%T%x8E5q7Li9TXW$peCyzO?;EFL}c$;_MI-d6!h96jf&b?eCXm*Q^IFW
zn%U*9%**l@jwkWy&R{9pxb0!ieEUkUUfHz$+G`m@dm5ULneV>g3sAnqH*p~4*dF5(
zemp%BSfyb8`i35FJ(!=w6B`Bf=5Kv?-|#`UkH+tdF{ydOx%orV<@v<0ZY=1-MSi}d
zw3fDtfS7AZ7ZTF3QtL;?q&mqVKJ%V2nY@&TgN$Oh+ZPEoe$qMqm5o(7V-q71jihBH
zO&=$Z8;7_|lbDgTYQJKpQ7}n9y6ehKb=Y$BW0+L8A3us*-cRB}_N~HOFYL!)gvz0*
zWf7&wu5N!=ZiO$PL0<a(#I(2U-SWGtI^*RI)*<%0+Jz6fcd}0sEdvUtBhSS<gcPw;
zZP4sSlWI;;3a0kn*E1rixi*x%<t=rXbSg{uNK=KjcH0*RH*<WtFjK#)`Md(%d8_K4
z#>2DZj(*Q++$8)fek?r!Ov`NFCSfeHt{6laA`{KSkV-@EK{6fC>a4Km|7SuCNi}Wq
z<nuY>q9c@e5LL(({mc%Q*h9>bFJMMFr=<OdG8j*dZ<p!$YwPViki@Hh8LDF&LSnwn
zlrWm2OztvNc5EGN?DuJJfC?Kw&G@Vjo2KS!!a_6GWH28l6R@`j5KWJ{D$Ww?kU~^p
z=6_Js-xJa`N*7<kz&X3UD+*cEjy#;Ya%=<~MJ-7u7E>a+{4SUH&NnV8hB4#H(h28{
z3ciRAJ#K!M{C023Ft9DC^~NEoktPY%Rqf{LdoNo_<-X(PKA_?;ux3?s2r03~@(b0<
zvj}HfYVW*u{=<5t6Pgl88O?R)2aB6~2XDZ02C662&K-q6ZjG@osH8IItzT1<j5lK*
z6jH*eX69p;CRd0RBRF%nZ$}M<YSQ|;r{z(MmP#}F0189lhl5bg@utM7W{aK?V?bNI
zk`cNN6zovp0B07DXvr(i6bBBc1&v3v_R_~PaOMy98L|yxdIKNrtKNEPLpv4Ex_|cq
zio?F~Jo#k>2n<+t5H^dt93NFsEL`D7!s)=T^9DrW18RO!c)v@h{r6Lx>|a-?FsMyF
zb2fdz(lK*mbWgZvszAn-Bn$~UV@^A}U`0ncC*EnH65K0>NFbMPSvTLXA85pe4{>nI
z$!VP6;$$`NpPzfSwS3NBFtb2TGg(+a1yx9ao+`MVbwditdTZ%kt%BZkF@5_^7m2HC
zge)FMz0KwfMhnGB(#jGY=GAcY{zWW5eJ9aQ81dU3i_gTpcJ*k!LSKDp)8t-;J7IK|
z;c~2aU+1?*J};zrIbgFFiq!zYc)8&JxOOG%eJWS4PiR}|YD@D5#Tl7vbX09dO~TVS
z<{A8a4Uu(1nOHcAzkQ8SDx`?;jyLVTrRIS(8*RQ##YbA!_Bce)LFg$pw=%uoLt~Gz
z(D^m*xHg@dBB|#6pdV(>uF{%PuN`}3_!Alfk@wu#rMH|Ki{m=Pmj6CRWz3kBQW4Z8
z87lT2Pq;hUz!~g{yESxOi9f%j!OoD#J~#qBTFyFDp!^s80H*9Z_J)?X9r$FAB0RmI
z4#=@$aBN~KYJ>(F;3g=K!^GFXf~l=S5BwoZd=b|}xFoZird5T1zU=Q%d<!BTvF#&h
z3i&`S$d5oLB9qT?+u*NTK@1&zZ>6W(CX`W$h~w84H$aWvLPb71ItLd&A6P0im$e};
zXT}cB=$i<p^du#eUTolawdX@H7Mc$JsDO8zAz=2_-+8ziji(sX+5a0lIXh%Tqn_GD
z`i~?ObjigV_@MC>1ays9!WQ6JMeh?Rdj+EAAzJP&Ohx_?8Giz~^!^c?h(cvOS@&pl
z2Y6wejsmhmMMx{n42((u;p{7#KthW9eNNz6wL=2u>MrD^zJ(u5@Dc`WvkhV-F7A&^
z)d#Das)<%AR`dg6mOs7%t!#cKuMieRSqz{Xc74<hG`s1I(C4%dsFxr2!c94%nYfh(
zB!j<VZ3*s+868s%Zz0=<X<LHIy%j$-7jE(NYPI>0i^j8{^nR;T@+9)e2Ri)Q2Gsy5
zMebjvLda>Wxy~DCU^^&CQgsc2OD%P--6nl6*w6$^%1s2)p3U5kr9Jab>$5>oV|uQB
zT3~cDc;jE)5Ur0<M125z#U0Ns+lJ%U5Ma{oGZpq%M>zc;z4^V==9OPS=0JI`KD@ju
zK;K#6vTTm%R(DE;b=XTn{gQ!f&!AH&m#1Cy1Jt}{@I3>-d3B?$ba7>a5t`z#e)?C>
zFv1Wvh_Aczzf$qc1H{8`4xT87Q|L+XEbm`C(}Wo--MRhohe~uH2;Nx-ENj)%Bm$c1
z8)o<EVYIAccmjMJ<<Ly<9)0{i^fCdO-)T<epc4F)B0W-mkAA6#LdF(B&4~Yw)|OkF
zNf>s0;#JL|?wo!~uGQFA<{RQPeHs~o=)~S45`zin|A4C}=Pu-FOz}oG*D+Jxf+Cz3
z89|-XX1{i<DB}A|k<AIbk4CD`QgPpeg5t|!Z+5s#PiLY4Ymw*VHJ3^2y5>vU4q=*z
zhw9bOG#B$C*bqT6Wjs06M?5^K(q?-W;j^dtm*&CWmFQedO_@&(KGl1=OMv)059~UI
zMFVScP&5j$$3hwqvBV@cJkCEU$}%5$sBUh+FMZuo`;v&##LTY~rU7zhKY^%I;+rVl
zuo!g>S^j)SPoP6CjK)Gg|3tOMY!40HVU|mT91xs)uTYY-Y`t*0ghe^h>%Xy1S5J5{
zFISjyGNk9w@%u*dwBV;?hdj8jg~(4`fd}7@!*B&&<hNvL>;fO^5NZ7;0Iv8|f?im<
zscHw5=&+($OE7zTdKl!W%6wnO`{IBvjMQQ=Z3|bjTaiBcTO*VoI?3PmQVz?SbeU$V
zf&Z93`#W6UA?y~2oKqBoglQTrkHPF1yAB7F#qf>?L>QTF+d!2;ZM!n{mb;LPq+#jf
z^E@~^gdT;#=9XF&C_h$LL-pWaE&I;=2Q13+k0;#;_gxwx1fDg=M|DI@L9FpYu<U?7
zTj)Vz*!*7DL46_L;W|0qsk&{3hO-J93{w)O#qB~Mk0;MBCgZ2qs=d39?fJQ;fF+_1
ztYA3(-gwt(=a#DvB7RO+Y{9h6SAK{Q2H!CCX)o;ul?PHYJv;)5Q^Qn9R6~E6j~Me<
z#g~&^*>Adtz}i*jJDe?c^S)hDs^)(X^$tyCII0)IR9+;P?^gggz4GHDggm`h;nimP
z7f^P13o(<c4SJ$kj(!||(GP)r5<?_j`4jQ^5`+bPhxwPWz}Dn@)=aWQBKyKgFUH;m
zMb?xUtxFfQ3yow{=j-pyl?4v#$q3Oc`VS?1ceT;|82Ej1Nj?7OHIfrzSIvj!tw@s0
zNP?p3@En|K#nBUexRfIZT*gr?yxo(JxxOr`oicls4C2zbHtlYetr(WQy`UHqzF%MF
zFYxBkrZ5?yzvXCYk&6i|&cxfTby3_2!LcWcVNQ+G+70xYd((JT;4|9>Y`nzBE@_tD
z7pL4a_;Jn3pV9~9oDCxs^|MD?g9j#y;nbEk)0VlY{`|gma)ENTXY>uXg6W4$OPpyw
zYJ`rlz9$Ls+@^Zv6U9ub1`$Pi{HO6oI0E^&K6ynbzN@HSKa7X>fBAgdFZe<+M0&Cc
zSCzp~Ajf5tpF4u9U8Ju0B>{Ir4)q1}8hcCWx^Ks|rOYm&J3Zb_4Aik4$G`cK9KKNR
zGlgASn_saT$0a<)eob*WZVxVC3cTQol{a|(2UH4`aE7`TX-b~nKAudmo+v^uQlZF6
z#dwIgLH%6}D8SIZqT8zTI`iI8J6>*iNCYae3KDAayn{(i43@&g)(VAe-IxD6e$&v~
z7&*9of#hMtIv{jAJYl(TJq<#yoOwfV&9F#kA!bey^0BgqY`m|y&z#=`3j0w18{x+=
zo;j1WI$2P$h9*q_lQ;3~<pX*$>+thmud8HHzQn%&a9?3G=$DBfZmMHx;Im|1wLiYC
z*PZZcw4j$nhY7Ge)R}E&?*Jp;5k=d-qEcNV`Rx?1rM6~V-3N&AU{>GVPhOCa`icf7
zbncL+(+)_$Q;1tMVU5y>yni$ffjx6b7_=YNMVgt{t5=%*Us$Jr7GBd<yI$p;|Hv>A
z>ni-YZFRPja4f5}V%?HQ@}h8(eq0*xuRBF)qgp=2sD|%tvv@p%`C5mV@HHa+c-7r<
zM}aFDa{OjU&XuPgyL?LERFklbKd|3C?hKNMHbqnSPTe*6hKpvevq@jb&al3|LUz;S
zEFI3-L*4ItFWze3{r;C)2ljio*&A<v_?nIKupCR)RmA#^e0FwqNuOYd>LXJW*Uj2x
zRv&$@7|kykZd4m&s~h*D!r&pVL54D*nLM-_>*(^b=N>qfAhJ%4(elo813s>Kb+pWC
zUU3K7ltiXDB-i%9yus8zfOwB?=nKm0y$VX!d~{mEpYyKuaz_A3<zLLD%}Ej4{hxuL
z_NE$a=O0hM!;$wvlUpEip02(Ac{49dO(N>Dl+U-Zu!ic#!j_|7#xS?kQ0VLQelid*
zgkdOX9N@Ihlywb;agWX!lAJClhpjyU)uOk&@g-Y|({8HSt)<d)XINTajJ&)?MEMb>
zb$kF-->V23J4s4%ZpTMo;Z<u5h)uC>mNf!iintN$_r!&UnoAgT-2OW{2UP~G&o!cQ
zR|r|^&PV2QPChZViUkBY>Ahlx7wK@!b7Dyq)o7yN*ebk-59Wb@if-?j#-x6HLry*E
zyax1p^~6B`m<^?EMseI4e&I{@h0`CMR2k87g<Lx6znAZ=CB7Vgf4{+|etPg#*^;Q1
zt@GU~vkq6}?dG%nX%zR@o1S5uSncJn=P?yd+_d@Z)lgC@+Io#cy^qf)vF>M8R`WG1
zU&M8ED)}3Ea#HZ#Q1U{g;Of<7)li7#Lwyvc6OGJkdQuI0f9*2yyUbqxsBW-M?ods2
zfE_(*qQk<lG#TgXXk5aO^HB4vmV%fPo5W5}<(!(GPeYOmm#o$OW4pLeQ3U*F=RRp2
z>85Uk#ol}OwtBp0`|Qbpzv95xk?~MTrNSo~SxqXlEJ?@o+jJ=Psp%Q}sk%U+$tyIC
zEXEb0Cp(^s!~c5S#oa>o*9mB-hOV@lRh0t6G{3kkf&5Kvki#FqmfK;(r`vT<mS1Z>
z+~7yaMr;2zLLV=HA@?-Bu&$$y&4OD~1byZOquboN#AP9D4!nMEYKe$NEEgs|@!IB+
zvj{~S+-}C;psq1fBItd*QmB;eXld89!-F~-vb)cz{P2xk=4NWls+#a;di9wXOLi4w
zcu45_Q66QG)|!tyCbIBCH}uiX(KyQQFFh~xS={~!g?kA{uO$QB$`<}S9#Y9cxPfa;
z>vPJ9#i93G=H)ibW9xYPg;yogj$e>&ie+wGk9No*cZnnW5YwCvQ!X>iKwze}_eIvP
z99liAv8xG}?j#A>tQg{4(*N$LVIP0?CaJ8Hqw2KaBNqJ!6g4R*$s_@bu*&d}s~x^=
zu(C|3E|K3QI5uT}I-z7T$`d0|&GH~<ogB4MbEnB%k87sb>_8G@jYTJKe=Dwb=RpF!
zYg*p^^DfhyZ>N<_a$yGQ#;-bs_cH9EPMlYl3sTM<dnoVPw#T^`&(8)&CxOdkgRNy!
z&M4f!0`8<Zkr5UvL$D{hju{+pfymB(<X>-a6S;q73S|M8SJ(Zl4}PI@kiN(jk4^?2
zRnEnp_j!hJ&)%8mbD$$3PzumpZ6e0P-2Ap`ha`}gSke@gzxq?3QSYKz;PD+59DQo6
zNrB!kzVJPAkwxezI!gvg&hGDE!^4viZn{E&PuUX&Ue2rrq+j<1^4gC=u1JV(+yZXQ
zdUe1+Vp8(;?_FlO&2cctX6)aM%(({JQ?cLS_Ng=X%k#)k!S=Z+95{GXbkL8ni8L04
zh+iwi*AulzBfjW9jm;_Ym?QwTc^#83_>&+RVH!p<1-i4P$F<(zYs#Wdn1KL8I+CS)
z{I*`4mtY{PjNe{o!yy~@9O98L<m;&#APK$xW4E-tmm9cIi7P5<<XzPLpBEIMtV=sm
zJ$WnQl*M+R|H}xv2A}Sy#&yq#R>xVl3(+=jxSr>*Vq~0DU3_;wZ1{x9QnCir7tV9A
zZ^_|2IgMp|WrJ#dx`c}Np^u%V9AWLyR9(XIuaXUQaPz)CRjxPbEtY15dORRI6bEz8
zn2dbsENS#c`8$u@Dt~UK2drAcgEn$Xua`<ys$~$WdQ#EZgkDC02h@7e{J5B8DQR}Y
z<k32_bkp+>%Z=C@;WBy5vaCjqlQE{9w)*UnAj^f?e@{vPUsS?lS%<Zd_&Cx71|CVs
z6}!A#$e!A)C0QnV-w52Qc&YTABab>XA6lPll-HumQ&|N{{nLJztUp@s!Jcb7y)oIL
zfo6b+z8>totTBG2u>mj=Ngy7tjt!C;xliu@b%?Y!p8{o7RZ4`d52hNi@gZ(U@Mk|W
zNRuzzJ?Bqp0wlj3&x4&+o8cqbA~^7}HO;0@{rb%AI=Mh6=~a3Z#vGw>f|VXVKt?$O
zOj9_Q7`cy5povdy37b3<FpD@qR8PM&_Qa7otUxjw#2P>7mbFSW4NcB}%nVa9i@hq$
z_XqqmgIix;Yf<2RKG7XzL!bE~Su&_)NR7Re#B4H|%vdIwJE0_FQZqmL`Z}~Iie~Cf
zf|Pf;ON;Qv<bP@C4V-gc0$#)=T9TF}n|QMZGPDP{n7-!^Os91+14SpgoT5~#oKdeq
z!TI6C>4!aVSlEVKdy>fbas$ue<H)6Wl~cx~ymZwdi7-*a4JyJSD8Ru{f@v5L{q7->
zry(SEpQ)jQ5!K>sbN9~YLPiR-JDT2@Zb6DJv5$wJ<`&D(I&Y{@im!a-zph@vMSCbD
zaGI*-#7TH;F|6jeMR2m5yfcz#FXTXRXw!-vl}`_vilbu~;=E;&dtGN6ukihYZ=_7R
z{q(hILJtAXkJDhz6XbnH<?k8<Stl=anIDf-F-?#*njqZ7j%XU=_M|Z0GnKSWjCAJe
z!i3ZgrY;yWu9r56%bv>V&Gnj$w7Lk8<>oJseMqvuyPgIKvnUF8R~>5X>swE~u2*Q<
ztHrfGy;t}Lm_?U7#tV&WA0`$SNi@4AUr@DuVu3!yPuBy|X8Y3Hw(~FXrTFYNLBmpD
z&LiwOVzxy5Lexx5_+2I8+`XQEtz6$1?6dl(exH2ibS8a{jIt4VsX0vXi$=nDyC2_u
z4Wcqu$>u+@kL@s7#uUN*A0eXqRf-V`9pV@Uj^h^>CedVO#FjtAAjsxLindNrW+IU$
zn$_NLt#jtO?gL(;D+DwjRYe!C^=2xNRh*-7sSQ%Xh#O~wKZ<>x*)Fn9k5t@T0;+;I
zPyTesm$o)_!}sbNxHLKq9IPS^tu&ZTh?TXWZbUo8P&M)=UNitBJ6%>`%`rTmbfe&S
z7~}P-;-Ljkafs!REyXG-vK-rg`uSYiR<Gf?tlxB4ptI&<M_-&V!YF$V6wzB_Pr0uT
zV=)dKXn|KA=JhPm8F-?IU%Sxs>D)RUnhpUm1;QF>ya%sj-d)&T8^}*`DTom9Z#L)G
z(08AW6?)Jq@(c;9oYM<4ow{hj(kWZL3cdR(v+ytbz6Y0Bnj@)LjNLV>1<3Xol}RYe
zQCcP!Z$@|O;fmC`zZB;S3=uagek>BWp>~Omp^xt<oRO*}Bs0)QS`1g!14EbFRCvT<
z6H@ChecnIU9tD`sgeY;>J!>~<Y4aTGpHW1r4CvLck=IOytPe0<p9$v}3tt|02Dv!1
zmHXvi>!R%Y4Pb(qK*7%oAx`K>{WJ6dxUarn91bnQ3HZ>;tuXiMqfZ)}uzlAmUR2>2
zzN**pl)Q<Tw5E1WSQU~O)L+Z3`?%_#{kG*TZSjBr&DFz0H-uY11F^DSrg=6(a4G0t
zAIqevv-Z(oaBSvh(z`aoQlv3w{hxK^Hr+U~2I%lhIi1A~A%a<^TAI_HO$g(VlD_wc
z(Wt_}4O&Op0d7=u(P;(dofgpeL_cliZTwg)SQtso;m}196S5gy^lF|}n4~h0t5M*g
zZ9}ZJ%@1o7#SOBWDq(GXG4=31eW8eZwG!2>(o~o7>Q1@`))H(m*ap!CCnnm1V(l4$
zHCE%!&&`LBZ(6*rgp!lF-@QxdI0<xozhlLB%pE7cryEBkspx2<Uh@T$iM}QiBJ~b(
z2;&PoMT=wCZRwz^di}RGcFSreV&k1Mjc1zYnurxy;dRy>o@vf?c`)pXiWONA8UJzw
zs-&K<v7!BM+4h_s6@Yi;FdhKK1pE93+HY_BG+MP<dR-r43|w>NoiV!N{;B4{U~kpx
zHLgp1uK<JND1GNT6|X#f59yvP{kvl70B!M?22&~YSW`XubrZSsO$|7FClYK@r@to4
zVF~{rmc6S7l%}+aZ}eUpIbY+CxCVyY=XJw((Et^6a$m!BX5HZyis=2iXn!<_?d&^k
zN^SZjiOML?;cOt?5Ejp<xQR%jhE5K8xx9OF<cuzI^teJHQeABS2WE9%T#cgZ0@e#C
z%oH9ezz<+?QGuLL3bqlrAl7UU^TAjvXuWpE0q|<#hvULKeK!Ga@V~5<<y5eR-O<~%
zD_9KJzpI6TT2Nu!7eYlN=kYtiw5;qF5I_+siRC&L$O!#wf>34jtt%Ei?Pp&{G9I{;
zQ$$_9LE#{8fa|XK&=&EevjZAODCd1ZIrFV&{SC9GB$1S%TfqA4?*L+t;U|WB5ZsV!
zSnV?-2y~5-A+$=WIM!;k)Zxx7jf96YjN`$y{xft>mYw0AkSxR#?G%v<s~}*!0?x`D
zj6tb=dOT3wKJ=dMQ=}^x-Ks5g{RphKnc_77H^xI~1WdMd%8yelMW%;^C{vc^A;nUW
z9wE@ILyfh&VFr}=9IFipdbn&qLm~n1XQfznOEUn0ACE^}S8hpOA3OnO(Jq4jHf@Tz
zEX{Bkd=ow|am#9e(+<Gsj*mRQycENf6$f<e+uH7=QX7IbSVW{jQ0|2F45-fb;N~z{
zjRFp}C%inRqXQ^KHXNB$4PWxPu4qI2k%#3-u+JY*XI~e}GBeTA1Fd4Dt1_U~m2iEV
z^+^HB&h6<{j@AT>I7!0OwZns1f9$V<aNJ?zN+Y1HY2^eiNW4ma7!jr)NZXqpVJfSg
zDmIPQE>0TmPV~E*U*@APcM9~2)tB%+FIogA(2kF(NCHmuSUguupo73Cx{$9(<jLcs
zl=Wh>k<b4TCLYj(Ffo1i00vn6m#1s@dw@t1-TnKYk#SwKLwQwH0YYoR!#>T;f7l4^
zK)Z5~q0e6Z2(%}?7`vg(jd6-Wo<Cr+_?OPIP}$qBRbCa+c4y2j|I5IJE%<ztO#2%$
z?1i86c{*6IS_!>)QD=nh@jT2T?v4KYro*+tW$pQ~B&%6~-j9ym%VW%g6gK_aEyVXV
z7mM?8b47J7zHPl^nrCud`TWTFLjKr`;d-9Hi!K`ZQ1@Z}jAj)&>MP*gu3s4E(fe_Z
z=>6D7Qz)D_k8_&6bp(}P(`sfk<TuTi>4dfh>1&2MN@<1`%SKe^U1brtlzS1omPcJk
z9BcEu>3fZmo91$HPuzUAxV2&9C)d=^+Fh4WV;O7B#6Q@*G;yN^pKtA#oI%H)Z6e&b
z^ZHzBpj8z1xvS|#9vu}BHBpqsepD-LxqxMEuWn_Oo})m8hukq9A=#5T&KW@x49w}7
z#c(%TU4~wVZWL9LnmLS6;Tz8idWSsf&QqB?hO~x8c1?6ZDG3uc>i*snDSq3+7MI+7
zj8bfH`CK{5&{UaeiJdUFeQe;g-d9*(S$*mB+U{*TUVYKM4tY;mnDKHan#mt@|FXMS
z^Yl;_C8~HvhnO3JB$9pxk`Qc(p>W(y1aED;TDxjWlsnLTm;5&HSXNscF<COz4wCz?
ziULUZQEqqHX^F5A5vG~}nY~^4F`<%m#E$%25nO&NlH!I@(+{Iu;@1Dj&MBlubMp7O
z@Ci7*k`ehRrunm2Htjd**nI-2;h_HGV=gtCq~O!#QP#L9R(qO&F6NSRG&D_b<nQ32
ztxBz5D27|AG1{TFu9}j%lDaf_BVcImE;R$cpEX;EmbIUp5P6G&NO$NK#Qyw#onJ+q
z=n_nF4kjx$?8P5ipG1)zxA|}J>|2wgD<0T|d13TA297xi{--PyU9cTa3gJe@q<`M@
zEfL#KaUh|kIp{UxWV@5t^s??x^HKNjLxyRNY0haI79l-~&bWKkEVXCXB|s`%Z2A*~
z66O;E$*Zp=+Nu5SNwXyL3J36|l000HZg9yi?zR~EjItpfS&HN=`bN8%M4J?BtUGrw
z{_w^|(Z!FnXG|YH<dy6`2CWz=?m>J}xM=1oRyBe|sU}ZXI_at*uy~#Wdp1>laKRfb
z$Ru|Bn^7@B2fcpPaEtktxoK}NYjaiNxgjbPnOp}1tO!ig&}24wT*64)-1b+AtPgHW
z1@m6Mjt|_;S@K8S^EvVF{||^65qY^&0Z0`@RC8MRPvTa+C1=!`Myify$r{2!4#aOZ
zPG`S63(m&zKwj4>&H5hMq<KM_myq-l)6{nz$)|lcmLD7d=Ke?reuq4fY#~hzCtfC{
z*FB@KCI%|bI}vREjw$`{h93z!y-TOb|3Y__yM-)X?fIil@N#^h{zfnr2%y8()Y3xK
z$mk{J3J^;9JH<CumQrN={uOn4!u3}IbJbx;)Q^jg8yMpKwjvw-T83CIHorD`N1Q;x
z+Xa~vFA5-#&sJs|sG-BYyUT;0n?4}qe0dfmD?{izwd2^8f9Y{F^ghM7orZrl&mD<j
zoYjAM!ukIussddQ<<;|GA;P~2Up`6Fdp`l_K+QLwbbS{UgFBwm3BnMQU>Gzqy))``
zADL_RmxG{04aX=NjlT;XuWbN7wjtt#lM}>GIbZiH_xjX-lLFsBydjd}YI4rs=H{r7
z*YRW+%tSwqwp^3%0fW$95>UBs>_YlNBCs*qG(Kr4#_}Lf?G(&)1axi7%o0y>0U4v=
zGm$Tg{a3VW3<G#J!E+dphV&-Ox3}zU3COPG<rmgnu7~-hotY;BY01?h`ZHi;8V?xy
zdiNISiy@>+Y@Tu~ht*e8_*5Aem^cusZ~H|pJ!2sVzTe;u`>$N)#u;|^)cM%P(ErdI
zkQe&jff`rI%)cJ}fBru_o&S$vvw;~8AmHo(aVUK>eZ39fzBVvHLV={l4sMc^r(c1?
z`0-mXi|jk8G9ii&HNay^dm0U+-b*WzJvkW{7ALB!W7~n680V(;vWa$4=eHqFWoTPw
z<G;T^2DJuTi@yBhOF*hXsMG?WZV|8<zPSk#w*=&(LuB-S6-aOb^CO^$2u#G<VDw|S
zby**ZCU=M*Y=Z%DJ5(EXt#=Za`*KX7J~Mft3v*mESMXg?FGHJ5va=%`HFqFsZB&u+
zhlm3;`>!7A>&C+`Papk_e1zAoBZ36pP_PyM>%so-BW5Qh)?`0Vc<SndYa}=lf8DFg
zpmu0OWPFfmx}Fic3WGx-u&p$I5*Gn3+{2yVGTn|iI3WuHp`Mq!t=qB_iz7}6E4v5K
zElX8o{DCU*9zJ`w55UqwU?W?So7aqvVFMm>t~-=Jvbf{sovAibs5BAa^|iwf+aMy9
z1t)mHcZFVzKr^`F*14(iMfMt@&^$~zY$kn~ihuui$s-Hl!)t(F-hej&g47|i?i!y7
z$Utic#Mf#LtVEGQlJ@2nZ0ffNYDaL(2IhA7JiUmCAzWNhebvYmdi{PDE59T>H#>8P
zf1HDbeG75-+S_R5X$PMd?R5Xxx)VM`k%W{U{NdsocQsEd`S=|ERyc^~R6;ub#nG~2
zEaWV$UUC9jgAkM;mF;vpuu~H*a%c{D29CZUEcs%xD3W@TdpcZ}{7s9(8^P1~^Z)0!
zc_jxbBpewf=%w^$))7G(Pz&-FvBlZ#59H!-{o{#=bYAPddx)?vfMs9{rsC*f2Vk{k
zi_FHTw?W0)7QrNE&2mHSH{)}{rmPsNcND<o>CuA*)>T&;C+!eH_qP6uniPyiGQ%aG
zBK>(%=)X4nf3}yEWNd52si_k}0+*K#T{3495lQK~@rd<x`cnQUU5p2nQ0TgzEiaV5
zE`?086M2pOMSurN{8&hh8e(M3PvFl5KQ9BlqJv=YcC#~tkJ-3hKciFo@6G)`Yw#aF
zQwWrPgU3ezP!W5iLA77Q2_ik8lL?3nEuKZmg2hI=ngV@nf8|iaC+H@2C>!C$rizBG
z8zX#yIhZF4v?tyADx-;TUv-y?zFfhk0i|EpT$ii>sPM&o)!~S9y~HT%)1-Xlu+5Xk
zi$FpecYM4Ukd)NR7w~mwO07Cm#0Ck7#(*6pv`p?N?y#$Zz<^H)NT`j#V^CSW*!&&`
z51haln$M+L)CHV>6)wlHe6(_3$f78myg)PJuD=XwiXuO+Bx`hF4p51`=MWyMt&|&3
z(nq)`dz*pW7~IyCE@z|P9fycn%&u*!vve`oRc>n*!y%mj38;y{@yA-DQ1rBdPh)hT
z^BA^bJcC%0jLAA6v7w#*Dr#A<62=K|2)@2=E?J+^Mcf_!O0qDYkx{%R201d!;wI&N
zcrIAyG;D%wt`ERLFo@WFAFfWi6f{|iEV4HDrUL+%%)>L=P$XiYwC!!7rJ3S}1ixY!
z!DXX}6W`t6ULNdJN#wu2b7*uziiWNRJMm{3M-C(nB#43dkYfReWOl}<8^b%(F(C-?
zV|7~>jMR6AkTYX``VUZwMRE^*S+9wVVGL0RkZX0caw*~wTt*U^X`r{(_U;4P46xYg
z58Af0hTXv(g=X0obGH&sl)nkf2OQq7^40!^<o)KmaUVq3fAuu077Jm8zh7~2c89}R
zS?w*f6yiDzTf7aV0f;NR=`#C>L(T&i0@Pi3GHYmNcSJ*UfI$&9)+4AC*F3X87<NuZ
zglxbrVzLw%FdDhKdWM-&(cX5T-D061x?%kYunb+@&jt6^Dt8TZ(-MbB7AHl7Cu~-m
zFkk->WwitwFio3@Rz6P-1$+QO)ivWE80>ySe5ZkoRK%YWdbpV!q8@X4q&1c=$&{XM
z6Zk;b<K+fI)Jvxuw`e44-`%%oXz+KQ%}RSM!7MsP?*ugW1Qn)Wi}KB6@eLaBXZ8zx
zNRI1Kiu5Wx=-f6t2Unv9gPYbNKNsGYyDSe2-4Xg+Iu#TnK`-Rfh&50%^^`RAc#ze7
z-^;?wZCZwV<OGphxE{(VsKqy377aeWr;l``8;6MWZpjvHd(};xOxKtJG6{v=NvKMJ
zbaMi8V#I0#`iGnYC;Ce|Bn*;XUtI6C#5s3KEwFA;Y55GlI+m{vS{{)}36xOM)NQzi
zdc*a#S#lrJ7aQZGay*&>3U_JOmS_C)@)3DiK1W0U4S&}jgpq@DdDoWG+%WcQN>ZPg
zF~;K>;r!;Btg9|&a!%)uk*^VMZ`zQ*SP)<<I=WQYY|<wJ`@g}GDP?#LWSswdhP;vg
zE&u8#WGejnq>=L@q!NtpE1IVNq}&HXFURsuxCfRIFwGzn>B@mrwRyt@%MX@6&R-_}
zNbP#k!H+4?H|{cmSMo1*t%77xmZeQNe+o1UO79o8L9pfqNaCkpiL!0b4KISEmc%;@
zRwIwgC}N5OP`1#jguqW2wTE~g1MGq17#gg8Q(0oP1VLLu`3@uzMDz+GF`4up3+a}v
zRkfsIbuFWCKdd6rD3SBfkB=ZBohT8>{RQTc!Ks!)5TJQLmbdzhAeiXOeTET{Wf~GS
z8t4@!8*2v=Cd<|@(Cm7?$^h_#&AXxaCY04BBnzLA+^|$c)$0K~Ga`usz&;Qdqh~3h
zv=g)qR5}K}C!`oE=f$4-<Aw<kZ-{-cs+9!Vv;K^ChI2i9o49?OjhW^m7th{%w_>|*
zW4{-dIf3HD;IrLCRc>sW#a8VmDA)xz+`Dr?d+jicK~DXzaDd1gSU?%GG1r-vrkVON
zt#E%goCnnN`CsACt81yfq-*^XfC-K*pRy3;S04rT>);^2ctBDk3K^AI9?gc;i!+yW
zT!ilZLJrsU&|BlbG7xG`C7A8;qg9Yyy$iQ-0LD^Cc&yn8NfE{98Sm<X^6USh?YrZ#
z-v9o~9vP94Ju;GYDJ~<sWMrg_5OPUn?@d-B*)yvU%BC)ajAVyokI3H2%>KPTo%{Pe
z=X>Ax@A3QV_t!b+an8x*x<1$Y{dzrTHJp_f9rD{03E(?$mY47d%LwdvIpVW(kv8wx
z))QlPUF_w>T7h_PeYP{T>P{t;WZ&7BT%pt1221|C4rjV0e@)xfog@*9`+d@z&YhB=
z!;|+#!kHF_H>ZSB1cu;fMD>@|A0ZE*I|#^>Fo*AL$G`8x{lnh8R-w^j_Q5zCj<fA<
z=|nPs&$4v^Bzf2M3&JOZ(_~<BuvBPFMLI^VZj*^+H+dHqWnlPN45+$&`3<mPS6rb5
zqXeSFYCET|bP1N#cR>+2)e!k^zk;TyL;W~6qC{J|`1T^qPL{)>Gl<{Qa;2)mK1XV0
zlyjWe@hgW<ZcMRj+XT0jl;H=bHv>pB=*EL!@b+E%Zv2mLiy=^yAsgU6@q`KVwJYL0
zK?447&`E=<FKTX@A%7D_z3f6iYHnf@ru<F7h;mZ=)S9%7(H8b$Kdx88vtI*pzXtVp
zd)&?LI*jA1A3&^Ac_?!{2VWZj$0Ecw(t(i---Abd%oA!HSG@0(+obLt0(to?HPL1S
zTaY>dk9uYe?OnI}eL$3|VX$oSgj=!ft+DUp2C(E#kbx^zVv_hto&G%6UM20$uc@>$
zr3mKjMA&H_yqCCsF6CokH5}mT>H`&^PisT_uht&>Fy#9OOe5R@>hVTG>mfSnlb_!*
z;@R$hc&)n$puK7s33I~hqfR%$`J*i-j9%)LIrbXy0S#-JLy%dkIF5awfbmDK_m+rQ
z^*ho<@<A6;J!>FnchCW@zR#YJhiesi(mK()_~yr%PnGitw;7XLBo0HR-C(5kfSjht
zxFq=>jP5O$y{iC05fxekOKizjfESeXeqj!XiLkf}_czl1*hnyCcj~ZiO^w7+1=m60
z3iV4DIPeE8uBIWlC7%YQ*BwfOlV|#wY!b-%+>oQ6pF<*WA|6~;f-@7LB>AB|Z(!+N
zM`AYiN5C(4Z>eAW{euy!Uxa-2(!P?etIJp5CfE5muL>rTu19iYKKhe%;RyXz0}M{K
zPtMrnri^!dEl7BDRnm4<eO;R=yPr`@sHE9Rv6pYwKpL&k>rV^&=&&E~X>Oepvq>S@
zW&}cPr;%D?@T0Q(yoP|AIZV`L&gqR6x1LHM4yqO7J-)q!k|*}ro;#~=%<OLM?ZQ1$
za0COE$ztNfU|n;O7>Z11vHMj(0RztUdDUKCXL%WCXDkE>c!1W?VCCFsS1Th++R0$i
ztp;Np21A($$IkoyOB+ZJCTNn#M#AT>Y?7E=+zUQ-m2d$=Q=U<PiEi3MSfR`7E#|2g
zS(2uP4p*M?Q$DHXA1gzwdgjAD_^RfP7rh&OeK)C5>PC~X*Y1wm;%yPk#7a+5gpnZQ
zOq{(7vOMH5eHv`H9jq9dTo(4%3!pTdsTJFkp%aoH5xT25#BPtxGamR>`@n2^+_rsp
zNtA9n)H<nin`GEnd5}>(n|PDGCEWg7>!qpg+qy<^_J@cy6gz4d;gLlig`1XsRPXlq
z`{-X?lNITtO<9K}_2S_hyGs<sQlJo2XqSCy1S*Jp<{SZ7y{_zE9Mqb>l%oO898+9W
z^t<y56!Si=(uYAl3ZC5&2PYL<u8$@LK36!wwdICX&>z-0({UGDj5>F-1my;U<a`u;
zgOyDp*g}qZ^tft|<WnERUcB&&5B2H}E-cpDz*WZvrY28InhJO{%CW{TJ@cZo)qCmB
zsCjmJ0zTw-qE2>Fn5gLSvnHoo!Ls*YDcL8?yWXwCc5q~fp#0xH8+oGB!LW%%It`sl
z%*EUj4u#4qqCkfMlO9Rr98tVae8iGtYe>M5(wgu8+~I@vj{R?u%fFd^`PktIDK8JR
zCdP3Oe$*OhJ(H5zY1*l{1q4I+urS)lu#QSSQ;1MUg4^+?<}uoPbYn`h1s{haWrIy%
zLu>HSw#hYIMjp8qo>>$G7!r{VJDfZ*VqI?3W>1CJoa#u0)ZXPChEtD@O@T=CxfeMO
zcRaY#cNtBm4WtwJ36q}QIZ2^Kj~iXrdY;AK69&FA_^~mg!ks^8&t9?vH)u|HrUu@t
zaH8&~{&mE(lnSYV;>;psIt~MgVz%EOHBaz3``t!l#QhR|?-|IeUv{9~jw(+0JN@3u
zCM|t>E}`Y@1Y=LE*fM(4-%)KU1u4|NS9bR*{yo^A?cbOYO@_sAuPR)7!b8OAu%bwS
z6*~B^1zj1}tq{r6X(GzNC92KOYiOrWdpEMpoJ2v+M0A0K^jb#BDjklMKk_6!#8oDa
z{5j4yZgO54L%a+7z&&d&f3i=Dbip2s35E_KSJHhn9(zQZ7*KUkUKMTLbGEp}a;<Po
zxc)J-(@WBAaX1}xNip_*hUnT|RTFi}Qqf-wav4MZxZmUW6NL$st{iI=KW;aCIyFua
z?&a#E7wMLgMmFq#-U-koL|jo9WKkVDtxel14YNPnFV*wgo86Tl`lyy5PVBa7GG0&a
ztRJXHS3emh<VN61VfB;M^zbvqNu@&RhUFD6t5(>*_^|0;(~&x=USX&v3}cF+EBk~K
z`<10o@U$D<wU1koPQ_F#IPC$N%^-Png;NA4^kr(JCmB6?CXa?>Iptbl<>KkH5*3z)
zj$bZEb=8XySmO^g7mGLetNS?`PSE(-{|oDYxsfvnEMc0(RQf`COiARm98$Cg2Dm}y
zmMuZ@gnX%X4a9F+7p+>kpy(651I=jL=+YTQaovNJ_O10G<%g~{xz-Q-$tRFlrcwX6
zmc3Y;*Irx|{Eu52qxgN2%&K1U9E5jFY%^d^+Shu6qPS$|6LGse`u4%^GLNg`V<O(+
ztRS?;pPj(t6+8%+(y0!XlMQ#A{uSbYrL>DKvf-#WFVHQJZ1TEd<x-0jb<Vd*rwbz%
zuiG130T0U7X;l*cjp|Fr_=k=NY=Ue5hPh-Y>ATMl)d@0%f-{VdWBfSUN}h9sKfX+x
zMaiv!xI*uxN91!Xr2LdU5$yPu>$1RkBMZD?MWbLfCi^57lGFK$zGV0Lomf?Y15WgD
zH4uoh#^bh$RsU&`be&x<L`~mRvuO2h<)Vte&uDyLSd`p>wXzPjShm$L+}TflGbvX(
z%xttzeB=Sak{4ni`Jy+sNqLeE)Esvfy?jlWQIxcXiRAt#GMj?U!o|5RyHu^g`UxTl
zMPmxjBlMM}fh~LNDgC`k439P<(!Ij-%}|7;<>zc6&Dj=OLVb=@0V2}q%_*EwV%9JC
z32YZTzPI<qXR%aVd>VFH>oCm2eq=Q2%LN;?4`3wZSewJnvx}$~Hufn%|15?#^qk{h
z(>MI7=&#(J>hkItJhqZz3$6`@TSP;wMvpyjVc+sR;3%irhGm`J^Ww?W!cz<WQ~%m7
zU~+1SZMzoBh+OQu(73WP2X~nmQnZ4gG6+N00ck=u06@`t9vzd)i-3~y%fb<oo3-c(
z1E<<m69`a$=L>~tjs_M%Cch>>&w^pQe4IjjI&#nqwqtWBo3pLefFR8E3W$zCtvMhO
zu}4M#19X5jnbCa|X0X~}@z1j`6bk_bn|AmeBB~q#Fq|8kg(#xxUHAhXKXwX(&3xAY
z1VA^I`U@16tRRMT+ZM(HHMmXgt(7blRt?v}YJHhcw@~e{wpNgWS!$3|nQF$-`2eK1
zFTf(-7RwEB04Ttn$PcZNFc-juUmxCua5Dr02xcCDG=VYz28aJt3J!Y;K;VoQT)H|%
ze=7Elx_l3Pk;VjZ=`Y7y0}#irbcC!s7{kuuZ7V2HKJ<adqhNb~eWv{j{HphAkxi4=
zD2~tYQ=cW>rq(=22(6ndB<xGi<%mTEfW_m<5w=reDQkKf23`?lB~stp0YFX&_OjBQ
zA-E%Ma2?LUH}TzibYn%VQ!0}^Xi^94OXKsZXXK$TewmJvpmciAu~-TL=XXIAv%CYS
zX74Qs+PumA)AOcgGuV2_4xf9B*;K8_w=*;$z@fQ0pn$wJh$W;9l3g%ax{$&xRMvmT
z()`wHg&8mI4*s6nEtW!npdO_lCf6?jhqfPlf2~TpzXO+~5GcBIlYTKnm<??iu=FFM
zKMo)#2=m^|1Tq>#hI$|_8_AE|9~-i$w{$deUCA}W!fv3)6d#T@ioSKMa!+jsNe%l3
zxll0_>djZ5Urv&uSTCz5V8Coj*-Lc(f_pm=Y2)2H%i?-i{4p+%KcpJmyDdIz<F&pR
znLH3;K2p1PF;T|XCyQB5BPS*k{(OGtan2>ShmfO5D?a;j39@O6Zlz=L$uc1lro^Kf
zc8Pnn)J+SgmuW1L$>~vz7+lmsn&g;cg+#|YL6U#3+(c2tfEUZzN!!$H^>3HKw)z6$
zGvGTtECtC=F8-x3s?WmmCOCL_NS+Mu=*TTRqRF=q%|#|K-}@%UISuJN%fqLg{shqV
zgVeB9AGL;N@04#Go%+l(2OR`yU&Tjq1JF5lVK8q`(N-g3WSuAHmIDh|2P9&hUdZq4
zJ&ofy+aZi7lEk42%GzWcq8Lg)kb7Sw$BCbScjuiPb2ucv4Ar7jzO^<$^u}@tpH6;p
zI9IJ&J>(4_S#9^CIYZW&yf?pYuQddb7D&s}{)o)#d`1?Y2Kf5t#T&9`d+=TH0#Ju9
zHwr&2UVt%oWYFZsaM0t+jHX_OnmE(coJvC1X4<|g6npmPI%H1){#fQ~3>g3$aK{(U
zPGsKj^NA6(_XzWxx)g*sPYNzdR6hTfoV2aaIxlu1_aXd|&#IsBHG^8fs`#2=66|Hi
zz3xX2a}tPo%TQK{?#L%Dui9MI(0y`x9LnfY%T1BoxL8+rrgzALjQQZQ^2pp4fdU7d
zJc1}rE+oyzSuH=QFgtXv{H8AX`EK*EXSa`?pKRC)Y^N@Z$Eh6Y<HQ%10Cr3|-tpyr
zdJnetw%?Tvt7{Zqd+?bR)TkY^(ls$Dyo_a-B8s$|aXzVAc{A)Nt}!v~-Jvq;i*K2D
zhMAu9GUG7nqqc93Zm1;+v8`+XG9;zbY%hbeflxq}x>Wf~YX<NIb;XRg^~I~bJ^pRY
z*p?o_IHOIW9J7Fa{)L97F*vnxU!HfkGRTd)<90-aEAcW}j)lnQJ~pI4beo>8iqXF7
z@28GUQItpT4bIncTjQ#R*j6nrqfAE1-O2Qeh>`Bb)yKqlQ%Etl>rJmUy@2Y3;Z}F9
z<u_G;i0~D8UeqgQ&DpSXQId1t_}nVT<tGD=(gjEL5+p8q`NE^p3&nc}CC$uyW%6RQ
zc05LQ_4uNZ6JP}`?!?!59m9Vj_#0dgNm^$EoVKn-COC>}A92pqiwhnM5l6F!tgpcT
zItwnu_w>TBHnKpp6P>{tI#Q3`7dpOZ%!8yA&3o)C>eAIBNDW#wL?MdYAxK;D(fe96
zNY3NZMe*l2J~1aH*JIReSplA-{lEnvm*HAGHAVARZBNiwbckw_9;QG4<}C1_AabVD
z85s;ew<gOx5J>IdzFK(LTNLok+)R1LQ*=60w>uT1m03gFshlI$bC~vgjM6o~);4QN
zyVHdzZO*?bg?a>R{JE1T+X~rN#mm<O>Uh#k*jxoV9TS|}jS^1qOh0~Xf?9e-(fV?d
z@c^UrD}i4(^lNQ&KdJIydYCYVlie|_{m!S~%9PX+E{H?|%7D`(6XuAQ7$8pnP0ct=
zpK1MAGD#U-1Js+Nn1XP>;=PV?=4h@Edx_Mr_?%P&m8o~039K(etZofyKArmqAH~k_
z7UTSm$F=2cqv9n#En^5P8RW-x2nu5lpKxJ$eQIO|X^L{mNQxUq`?adqa|+Ot{hp|6
z)?!Kc%1LrO{S#L0hvk=B11nm$)yf^<uU4oTVuLT;0tc_ddSx6^@cws?O7~EYN#oPg
zNDieiWGI(8i*g#-sx!|Ew&-M2vfexuePJB%n0o=7_UMo6ZG0{>(&SgLW*IC<jd}l9
zSBPp(4kfS0!|P|Gw(@Kw@q||RDtk~?;!#xkB;V@C%0K3a43hzBI_yj1AM}6y8wJ2G
zGq<k!aXM*^UOw>Hh*lM7b+at2;J+Tz?YxjS5|?a63(#cS?+<v2(~`((ptxI)zU*`G
z`<4lrM4Z}FJfR6z*A?{>g6mQ0MVN0EB3DGyrLRU3CVh&urG2W{O>*)yV1UZznT~Q-
z@kn1O5o?-|vO@*#1jVJvBRt~0^2d&L6q}OG#bc$CPbAn|GJBPWXRo&%ak7S;a>3*O
z^~$?dMPZ+V+N-!3$ji^DlNVRr2k&pdmGNca`=B>cn>^n7(+T9aLs(8UnfFsGi7Q|^
zPN3<Czi7KJ`NrdV^u6$JGp2KACsT{1e##IY4wz5eP?ApiXA<boOq16nPh_-Z?JU!?
zOxigZ-=VebQ%csWA<89N^EYm=oyk>vDs%9*gbOp0dzrv?HVaQcSvWz;CWfxw-UZ~=
zb8+^eeMMHZnk2>1E=LEu^yc*r5BI0A-&CkDxnL-Mb9>=kz=#7I?_f45Hx3KdwN6<@
zmZcL{M;U5pTU|)WkGG9{a>aDIm3}PJG(Q_}otXYnRD0B>e|FwNcK`ehs+kSR^MjK?
z6yC8bp+x?sm-m3S$<K`7mx(5k=c8z8`GLg?CH;88MW@sY4e3wTl0RNH3r9?)tth5C
zhCa@hpBhNU{J1V}oBhrCXxy>Sxp35~T)ys(boikaVs0FI;crY>Rj{6MeaBOn_2)dq
z9hQs(bYoR+9#(1}S^yzH97gHuw!75*IYfBuJTow06q|*U-eEUs*kZzR-&5r-HH)eY
zm!+gljMKQ!;s0@PHMHPPrQpf)NBr}QUfg!y4rh;Gy1`;2;w6;B7nBtks82LC4_&&L
zTLDpB`D#DKA?ba^ZQ7T4lSRM6!JE0ffZoIJL}sqlqomCOE9+L1V>trH6`9>=%oWb7
zA0(6=QUoX@%VWP2k5%EVsQR{XRYf0*kBV;oW5+r}ZH=p2ZxWaD$+{})5}tYFLOni_
zxRSvuJwU${%H4?lIW8F3q0$jPV*R^$YTa&R`=T-9omD-Zv3L@jdr24dtS+BPSRBW%
zpfN+exZP?cJcHsk^xo=o*>Yg3FX>vGg+SJ?g^>g)uaMDdS{$7<X;)izK5+cx1fve#
zy<H})Az2r)-#|rEQAn$0c$rQ-$QjM=w76W$F<5lr92{Nxi~Ep(f7X2z@^sa%`tiFB
zHsK8pHytO`5o11dN6ysa<8Zzf6Im(SotGH!1z;-PEjfoFfkew<SM$5Rf`5H4IS%V2
zPteEEjll(Dl&d2Cg&$Vw5ap!RKD)+%pytaZU?cXKcPFPk6G$fCZJ~ER6F7pA$LDEz
zro-#MuG$V5+U@*!G1!XPma{pePaYM<Q#pNo#b0})b@5im(d}H}8p`7L{Po3F`18w*
z*!oRdnc1{pAC<>frKeng=`btz?$Dvd+*9Qm@?C$exuqFq|3a3fsXFxjTzrq@t0gnM
zp~@98k<Yb}nbqkEf5X5BVqh)9p9<klyY6iZGgkeo2!w%2`YmJ0SeLGI6`zZ<K2us>
zYpp)2xMvn|<-S8uhqz6Up!x-w{7u)1#BdzK$ByrQRPzMolhvJ7sB0UC*-v7<0<@E_
zOX(^cN$^K3AbRr3`{xr#OG@XJ9Ybw3q_4Ag$0T{5El)W`#2j?yubf=~O&zZ7T>$Y#
ztTsIbdg5{K4nq4PYe{>f+$1Ws5gaRZEc3JppI5*TDMW+MXd~cBrLKcAs(9H2FAe*E
zUJQ6wnf=t2xt0sDjp%t-kNsCGDGE_5A$Bk3hQ(4jsDho@0ER(6w#WrK{Zm9A9i5*r
zD#it?@%VVY>D?lc`(a<-6l9Y5T(s2BQ8t~;<iaUbNmLY3_fDtqY7R`&Z|WqmS{|_I
zD2Q-X`cmglqZmpKjXs{V7npeZ7$5bc;%JRxl+}^kfKiyM^fj%hwjO<Zp6}}=gU@u|
zVxGKY84ztL&vQK9pd4KFe^B;$E2-k+7Ho~#WL#~Z<455cwBkBvp|pNPO)#_@O&8Nv
z#aucAt6$h?PxNE?awh&m!GVsTnTN<{%C=@uIm{=OPWs5AO0r4)AJb822x3HGlw05;
zBEIhiXu9@EX-pGQ0I{kx+S~!LNMhftjZFg=Urr)Tf|`$Poq`mF_QkvTcacSAk^U1`
zd1bb*xkDtBXJNyrIa^>FO(&^XCse9D^IO1-d?dQj9;qv-wR-LfHD-<9shg<{OwM>r
zCYa#S>bXDxc6{r{ncv{XM>15C9vPJ1R$?;=@&f!^o6l)znCFpd!Jp2Ad#P2Or>Xj9
zeUP-h7c@l8{3G!dFDZ7$N`Sgff?D;QX%VCQuaFE|DM;)zKZ-cP!+5tYUeo@hJJ{yK
zPIVJ;gseZO7vb7Y!=wFR^}y75wAS}HR@xza;pXRb^A_>h0HnRjWxp^KPfod4=47CN
zU5J$n#+~;pa1<Y%uT6Gbwe3t66I|EB;UIE*F8Sm!o|6$B(th)Woe-ChyrZ%MoE+Et
zP9HkJTu{<n*7qH>5-$dk6>}zFyfV!u>>`0W?M5{wmt+d!?XU)FaboCqMzXl;r_V;p
zYc7MU*pU3S$Q!F*^f1zN(QO8K!SQX8ZeVs9Jf*Ca^uW;Mk_*RBz5htjhdO8iaP+HF
z#)z&HGM;{V=Ad@sa7;LCMGNaxVs}VdbJawZt$8!cH19#F-sho!)iFP-;-d*+RK*8=
zw=RjLiyJV+HhphTFX2PmY#8W?M=n92#MwqbNQ(O|u(o4<5I5|1zy@?vPQXhLPq|m2
zr}+7u!F^We=gjs)@7C#a+DAJ1<6Px&+}zh3T$DyV(I1A=KhrU_^al$l&=@#3<EyXd
z+xW=-eSSRU{9Q|QT5Hu1Cba(D;XGYI#Lk=u;SQtf%TpC54m3(xq(`j9Px>M%3l+bd
zVH`o@w&n*?<2O@Ke*#9lIPaHzUCC$SBnc$UA^AOS&H_|N#`JkZeYi<#19~0F3e#<y
zl(ifzel^DYtglkz%2up%U}fK)oSw1=gdYy~y@tq#Dt?x56c;Ax0T*TCjcZ6biFxOF
z%|}3^yxRhxaOck4xrIafk8;q)vP{_GBKMPw&&@vHj-^m3`SfNZr%*T!BN`(<d1Rwn
zBk#8n9P)56Y@7WzKB2%?khTd3+qPZ(ZHey4x{Q|5_=9RoYG(8mKO939vD&Cp(?jNM
zEd-2$=n820Fxk)Fq(_}O0J=}K4A<|xtc<*91}g_7^D>&InxGj#Rc2it0%1XxH%Hbr
z%K>vRS~1kop5l4MQtV8pE_gJF&hYKA)%z0e7|5SKKXqiK^4QCfY&iG>2g7yfQd-8+
zZE{bC>~V^aZzbNKy!Ua2gW>G@jdbpP{1wIRQ#d(xp<jz0TZ-oxT@CW-+P>H;oFqP9
z)j}7J*`sk*VsL`!N_p!zziP@eO6hhZS)0%z6NmqrE)w4kdd)@6SmY>rH-JCN_mS<I
zs)q2u!m*Em5@|BNADMPW9~~D<s~&U7674qrxG_O-+)Ot)ERwra7PKVnGf|gmOPTwG
zBZ5EA?$$R7B0TeDj^8*IY~JV)d)@_TTc8cZi49hB-y}_FJxT9)vib9gV3{Pn`Mh3X
z3931<E_Gw`uuoiaJC&?+>%(p2N<yf|F)!@#4g4NUI0@046Unkb94%8$i&Jd7OZhH@
znHsYz_41BHfvl^wpEp9yl)5tPd02_P+-*FZR~Bvp6Z!!z7m}{eOCG&U;Y2ZLxgr2T
z9KP#u@zT04rry5Ur09c5>3YMKAP)7z2qena=K0)2W%N7o=s^Bbq8_#h(ksEKfj2_$
zD#W)c&ZDgEk?w8bImp@(Tl*gd*nHY%OJv^7l#Z0cdV0Zum+zxsu@^AX-7J-7aLaFH
z38&88n6)L=zR0XOJZi*j#!PkHNAcJsY~o5dYJD}(2jj(_`w9P%Hi45H+w~0Q=qL8)
z7@}XEZ)>jl4uqt&e#+fzq6h|1y{et&V#8ZQjSBzig|~oo%Jd7E*2@Arw(>i;2BJDS
z8N9wozBiV+c^{MN(<Djc9skl~ktR9l#Ce>&DD$&!-7+LJZhzVm{<<QL0^Bk<AM|7q
zF9i1ZAR#hqkkA)i6E7KW$yE>U!wkrRE@iI2w;3Bw7BZE`B!T<uoJRzbwmSmmeU74$
z91Rv*_)5I-)p&8~O~<a$2Pb6%Y+D?kCs5b=^M}pP8Rig`#3qyz0qJXO3*lLJ0Zr`r
zUWO<y{`et$0sedKa}38-br$GU_?AVk#k~fs<vT3B99@W~gWVw}B;~hE<#)jt%YirA
z%?vU=2ao1@vR4yfBp<c}SZ?|<{0}n)dL`_oj372#N1Btu+5$!ch2a+{0^h^KE{e8i
z$4HK<+9s7lkXrE9D%Z7Mdl>dZ{>$uf@ch#i>H)HKxPm>vcJSP*|6eUP`O>NbwIci$
zAFwxav=2c!k=@}4!KadUKZ0h-Lu-X)8bTD-K?s|qlMPzM*)M5VsyZs?y>=wcIw1Rz
z#@z=#p&H1-WCNFn?~xZ00ZYG?j-cLO?Ri@zNW+tc+G1)2n-^X?ZGovcdx`sxMgnka
zrFi09*_|q14Ir7@gV5eTxK}G_`R`04+M6iz0^OptohAm`MrlV;>!dFwNE~hvlJ>a{
z_830f)zQk50e3)z+fy8Y@Css{Tceed6uk|(y9dACEZytk2LMFJ_7|cdTE4vTbt`GH
z4T6K*K?d_Qe?QAQT+Lj9`e5qTXbvEEc|#51kmYWHIsQppX8N^CtGVcX|DErEKGR92
z&6=rx*f#G7kxW0jD${PErowFtA_c0_AA(bWf!4r2A%Il}#Veyns@h7{&0@!ATk44+
zUqBCMY<`QvbgBWc-x`2tu6-okm#G%{hx{?>43aG$N#?J10<&yF!^P*J-&Y9`<w##H
zX3unsmtJ@@-uSbBU(;yvG8stB$_?TxRxY&2E9l_sw8z9fiF;9r5n|PDgmd4bY^ZoI
zHcTbo%6W)W?+au3^E3KM0MT1Su#w{PJsooK>q|#6%Ja<i#m~hv5$c`pB(c|NUiY#}
zD!%tQwA;*GT1UI=T=MNHOs~o9%Y0i88A`n(`vNZB!VJG8dv@~S!9#8x2W>8$f#^O{
z5X!taN8Z@G2DtI(Fnuq(ir140Lgq!R>g&$x=5qpxTeGrF)uO|gKVdN=t*@qcTkSqE
zN+Zg?zV$9+e#8A4G(C=9!7_ByUC+<IFUhN;&p`@IxA**Iy^|Veb3onMZ1bb8tVD%z
z_qA946N}ew0xJm`yLv%i9y#fR#hmx^`P^nVowAIJROS?zmC6RyU$C7(qdvz<%<C^g
zno1$mC`$)QMGfJMsXpN!&dQL>CMlJVtnvT&qbpWht;I)SRtlvX#eXU(rz_etV1+j-
z3WP&Lrvi>T*iDB9Tdpe*q!Kc_)fN7>P^HI2`^e9}$lA0){A352mUI>^DsnO=UaTCX
zLk#ojQnXWQe_1#LF?p=o1TH7cO%Av>l-=tquIc1~TITzGf0I)$)gx_7-6CoHPf?PW
zD#X%`GK_?WvCo^9K8rLZFgQ69(7_ng@-&VY6Rz0QTC5mPRT?RDWHQcXJm}K$YD7Sc
z1a%7~T0Da>Y~nl`x1PJoa{a;*4ZS&?f+?Vx7s_T51B7EgHltZ|o9_9iUK{@ikI{<T
zvx_lN=dDzyv#i3iSUFDbJv)`wLS~jd@`QR!`Tp5G4hLrZHHuAQtnth)(p%*5imX*f
zVI*V94a<r-X6K`xI=R)LS636oUs?<HNM@S0c*X4Qs|ZischxXL?b0UScl=_u*6*zw
zXQI6TW?$?tuq=~^It(x9&o#ij*jD7q{g#EoOF$5?wZPaY50h#a`sjI8o9b6ZUn3f@
zAE#@Am(`^BO2ft)s?aVR+Z=1`)p^S>=D1sYLL~VAMM^bjoM(@3JBR@9!H<bzs3J%_
z6rj<g8+5>#BbZ1eCvbQ=>Bli>{r<Wvk3rzAOLi&F(7-xlcrl0-S8Lc1U?-Om6ytk5
z-P?__3T%P7Jd}1#qHcAfZk9bb|M)txDVp*uqcq@$9xEHpo<gznXuk1co5G=dCwC2(
zt>1}A{(N$9dt$aMVmkQy#mPVIk^f`hpbF-{{CGteP%9TvE7B=!fSCauTYq4OHPBCC
z2TV1eT-3UYjBDBB)&Bj9{q?6{<m1A^kzcpe1aY);gm(GklXie|?+f6u56Yzw{#@;~
zN?Zq^zD2W?mK`n%u$iTcPd?@NQ~Gg@!5V`&5$;1y_O%FR>vFO{B<48<c-<Kz!~cA-
zM5iG|5q?zTxkhlOnc<2aq`+Wt9}ZH%aujjYCAhCrE5Y8u;cGio`q~}hrPV;FdwcgE
zzc2FY&w~gZ-h`)@BazM;WD33?FAj+g?Nw-b&L*UV1m-U@2vIN>vFK#nK)9Rps_}_%
zktHD(*3IRiZ;bHe#ZvsYx8i9}X7rr<-9L7l|9F%C`tM3+wJWPhS^t-R!xs44_T?Wt
z$bWmK@Q;dGn#Ixo{KWqKLo;}I^pww}Ac=NhWE|=OVyoz!Ad)Ko2)38|5Rc8E4aD26
zDl%rN3d9{T4>kzvbg)6Z^-&1~CEcYyTaqBBw>-BYKU9ow|9~dr%%*v^Q20&qroLmG
z#k`C&KdyXTz_Vid$EVQv;yJMKCqS)d^Jp@@3r>i;n<#`+LrROXA&>1o(y{^Cs<bx{
zuJ^F}rQgC}Nv8Nzm`De7p@iNQh++g@M+nitJ2U$L-G09{`n<c*8W5wG#76A`7KY#F
zAxVGv)xCvA5D)yVDFrf;5Sx2QoYB93^}pXH8Yq8?L$i2qM*XqE#Qy-v=l`vb1q6w;
zgRJNMZxY>kH2$&19iGD*SN$i7)=%N_(L691aKW5Sy!0^oFWwmDi1x)hNKW>{u@CRb
z?q#YYEFqsDp3v#6OAgc5k=T4Nm{w-XYH&cSC2?$hftUR@v0vlgukFv@S(4mtt2)8{
z0(`gwr|5+0@}c+fzR(>A7Wuj+^S}12+(!c4^c{$F*b`>}Jrw~W2%7|f^vLb{CswAn
zH1r?|ZJ%*ClB>l5tv5S~aN+aiEL{Xb5jlTmVQa=7e+RU?fbsOtYu!CadjlYfq72oF
zl(zt;R)ZC#H&EOr;Z*^RDk%=hnOm$!c?Su&K0&$HbBq4L9I^%S*g`s9!yix8?;J2s
zBRv+ga7SHOJVZ)NNp9U+Du-y7o_E$GF7KznePZhf7;_Tfgv}`s4SAJ6^LjYEiS<Y4
zb9n}2&$D*7;$J|NwX?vI3vNi(+gOn)O)wzG++V(>|Mu-T;&{MNK{W%vln7E!edvQ|
ztl?WrvvmY6RzEU!KO{-={tXh+TkGH6XmeLRAA}uFE9+(`CsG1=2!wrKb>Y-FL3gWN
zB;qKs0!DXxA0U(a<-z|;naiIfb(L6cb@9&!K+|V~U^g4W(XQ6Y=%)-4klR$woUI}=
z;sQQ;3|Y$ZJh#@y$HAS|dI`qaZ8WxO5-klwB-xc&$SV{<j6M%x`qT%(-VKn`u85k!
z2v<Cm{(G$ca>ZGFA4V_N9lP{gYb?~8Vn%}16i0)te}RnEtP_g6Hh`MBCQWFdSZVo*
z#rMDzaicL*m%#x2`MU@cUK~<(({B#U*z#7z>Q!1JO!+eD<l^Hl09s9tBWjQ4GzJ9Z
zAl5x?Pkl_W1PN_Uiy=dpc;~Awg4iOC+#>K9iBb<DIdg^8>na;?Lg&PZm#U;fwn;YR
za$@<#20_(b1DTzWDqwz#d^l2Cp^ka(W;l`+%81C$Ig;kw9~Q~g^~0NG3l^uH-ZED0
zcjHLAmPo>DaB;`20TYLWc0~?hVs2Qm7z3URkIL%k5J46axR$NC41Viv`dw0lA4ckd
zYh=7rEMyRC71H)GTMZ>%5Emle#H?ie0HWx|!iC0MUT9~ll^h1`?~Wi7MCn{`tG3}W
zxxD-Cb8G;}ual_N(e+0%&frN>NLG$;z>pg7-Mn8|3%cj5D`^rA=H~mIR^^lqbL*+U
zCSl-v|EG9Gb0^H_-^D9Pn><pERXYA=1k7?MvqKHL8AxFK0_dgfzLYftQAj35aVXuX
ziF_jkd&LNJnYApQ+VdIwy^i!vfy}CJ@eDV0SO{{|(Ssdi?Cs@ntESgN(QieDpIU`L
z*;CmYgYv=}a=8|S=7M@R<*bVl%vXkwlBFSYBEW$;e?0eB({p<((op7%yHUQ2Pv^kC
zm8RSb?DrSs{#)|*xVj1=>ib)_2RG&v1SB@0!by4T7;)&6spnil7sAqjw0)U71<8z<
z7q5QWOZ*n|r(}irFknxP*5LpSSk&r(tcxNheQs8wS8VGDM%mW|V#B9B`xi|8$BA`Z
zMmq1SP?;@*vCaCvQfCeY>buBlRerSc<CW%Zth(UogXe}l<nt#m4xp9EOPyOBwPsT}
z)YOpT*t&N3Drd6oTs8+%`<iC~!WrY)J<CVNUj}qq`wCsBc%MlXD~%m~9SGw$6p0bO
zqPuHf%r7<)T=gq#&K3^cK79MF7Z^`&Es9;LcV#U%)ecPwB|Itje}a90hn}I?I`fO$
zXo;DUBv<#*Jm0d$as#~hD{+;gVO~~oS=QQ^MNrXR261?RKAhbvWiNy0pUuC5&Gf^|
zy}N(kCAV0mv>af0e4>v=O#0suZ{)EpbboCh|5kf(iFbYUPria7<SRIQI0lAb6-;G!
zw$DMc(iZH>aT{fL?M{D`GM>;avTO^hN=Oa)+=nH*FRWmtQ$J+hLVmtNJIxMpygPgx
zcj5TG*98rl@nSB^gWYpK%VD|qdANigg9asrRJiX-%-@2!6H(A7hzrI@T!$}mCweNZ
zw-VN3<!O5mOpZOWjwS=yQVw*H&Apph>&w&4??3_;EW2OIP47x+Fd_-PU6i^{z$Vuf
zFBYnM*ZngRzA$VNf`lvBf;sCu^mDwx8X|9yE>E|adb*YdsE%wN&_DPD()wXXB$coT
zv?fvO2Y{w!^$BaSI8DKiKKsX)5U{_&V7&txD^KW<3aduY{rLClSD-#*<rt|AOBS=e
zYc+=GQkV^1tI*g2*LPP`h`bUN#v=251g<SzPY{k2WmXu&bjZFG?=T7qg@+^e_cj-F
zW-|)Q;H6yK7ORy){zM&J!Y(i<z%{S+_DhB|Kzf-w(3cYQU2w#{RU_INWS@V@{HLA4
z6uJg7dE=<kls9+R2W%xOudG#XuoqQ=7{?8Qi7RRG%~XL7<>+D&GLgNL%%;8m^_3E%
zz2agbpb<gXlDsm23OtaEgvD|v2ij$`aCjx1clj0>rx!qwq&`xF)NZXo#8PN=C-@{z
z=ZSsy+PF~!9B9-W!ht{BGXJ>6((9~M`h;m>;7euXs{7a+oUO(yhC2*fay5-Z_M_aV
zYO6P-K*PN9XwLEQa!JvwW!|*q!2bS?(O{2@fd_SnbGZ31cjK*Y(du(Z3fmmb8kP+4
z0A6x`e;uUp%V_%B+(`Jf@*ui*0fy*U>?+(&@!cC6?{7yJ-w<I6$k<fB`5({uMYziE
zQS!i`#vw`X3e!){QEg(qidtZmC8D|)H_9BWS2;of+}U3RPfZQt2-pW>khS-i$5O#}
zIYK53w?7k7$1Dxft~EF~Z=|-n9(5hRy1|HKY7Br9t@jrpqut{junBm;+a50FzK&V@
zyDy}k3LWPEdnCFP^~w{}k;AfKp!sn}<as+l{N2CZEFkNr0WeWDl8*4lj8G=xzRLBS
zmzsLGUSa}qDtn%S7BLxsmh#&g0;@<}{&+tk>K`t(dBVK!QE3M_Uv?o9s5Rn|$z-=Z
zsaI!@h`Kz386B=?b^LH*(>oQ6-$|Wv6#(ZnSIE2e1PaS^aqmCMLc*&4E(@vocUj2$
zSdJi%C77ajIz+k#Eq_YQpX{8G9@<XzY7f?K{LiM4A(PY7TVM{}K@MnKCXyh>T;%il
zA59^QuxrG`c`la0S^fRW&S=acA*7w$xS|?scynMhKvb5t!s6=P<DJ^$*EnqzEa3-U
z{&65a^DF|pA+|On9ZBtUCJKLalx}8cC;+$-U#g0)bM05cjF)R1$LbO0&&H#InWxtL
z2$>(G8nz6;*{Rp`${8l_1Y)iXpRZrvQEYvO*VwxTgQQ{pQS*=4;i&zWV#Jz`$6bWp
zEZiEs`(UgvTbcl$64v{<s4Uhn@+Sg++C8>>1}drX?Hj9NP}9i3y12Ir!7iAkOXGjO
zlura2qn>v{svfP?Uwt8APOQKWb-A1Z{4n@1)q$W{N!oNPS>S~Kdd1WONw_X&K=Yj{
zkqrs8ueKTzmt7Zo%D?U!;wCwEDJClpol1%>A~$;XK&y?5^<}igmLnA3z3!azEEd$R
zUEKkcs!(UA{&C}9WgwY%-y|dRmzt+pQR9~7z_pg#TH}3dRvf7YB%e{+kG6#g%Q;iW
z#qM^(dv*Ca+B>O{&J)C+S>bXvqrV|U(bf$dE8*{-72~EzcbwN-fWt$%mGk6#L)xUQ
zlzC^27o4=;;Xh+!$e&)!g!E2G%@kZ*0TsR)euicd+z3WizBw!OIrADvN9y|pA>Nl+
z49*i*rFl|z^j5jrTKZ<@RPMkYhFM#oV3&*F=9j_KtXkq|{uE46KKIqPnAcEK0Ocoj
z=55VJ0b&h6Ho80+|HC7=*513wH2?I}OFlc&WPfrnHrVoOXY4bS3~aI6S0YY)g$5um
z>$of{?K&Nou1Xjg-H|rKIMV6IJ4_gAdgKBj$yoc_{;v2Lu`)LibEiZ)d=T-w%M8Z?
z`3KA2xY;V=dad~EcF!yN;t?`0H8MQUpaM?Bn=!3us)paN-QSGqd1prHYcT0`k6oNa
z@BM0u9wIVNnz%q{?%b@1AKxfmSc=abM5?z4%Ux=>MMGMvH;Se*Uku@V9t}yMf?m=T
zo<18ETlgilqY~TbemZbj60zZ4A(&IOyO-ALlR#q$0)SsfAb8VD`a#`c_4$#{+{=43
zjwuI0;@nev>L80v%Cob9D022ZDB|Ew@UpWD7QYT+)O=L91S6Yi*Ahx_;vI1ndH8Xz
zhl3ws=ffa{OW@X#M(2PCB%&|e9ope<Hiyv(vs<Pv4i~`q8`b6i>5CC=jt&-2gvZe7
z>(!`ccHLDpPD{f}L8L~M*PXo0KxpZ<9_!h;m)fJkrt12&QV?SG_GyE-bt}#sPU55!
zpEvItBt!EFu5^cTXGQ%QMuh0UDmi3-)_?ysA|4J?K2pfhi4=19WnuK~PwMQVYht=z
z)%~8t1lHXl49CnRey(JS`;5BCr%s3Iau}EzEdDUV-1$Sbn0Z^pu(pZ$RD<&lNPYB-
z+A5X{<?0k7k<39^oZ}i2tz*34%2RADwt8GVI2wmZx(>uTljjyt<0lUJ)aLe={7n3W
zynli3JuBSwA}Q7KnwE#zjpe-E!3)ZRTVWKY*mAR>QgczgwpO;T)YyaW<CHLw?4Y60
zch5=n*e7`D@}qBg&KXcB6Y_oD@;sJ5iIdv?t?6Ga7{i>oWiiFKqf2i@5xY_>cfsr=
zy{_-?@S@j^@9#zL0yD@{*;*DG-s*B`1Pqac(&tZ)3vgI%SwKBTW$Rkn70>%dAJqcl
z5;@_b{jy?@*$N4G$#|?|t7VOJ4}0v&WAR<D=+s^N;fjLR%@&jM6U_NuTN>L{6kFH(
zAER?_N~CCuUX)anIH*_2*U>0H&%uJdOytN|+Jk-+R1$DPINV&7RmO_&^ju5(rg+1j
z$7x8gn|LNjrh>CA3aRYMfp(8;)>{6K7mUZ6`b}5Qfuq;*ZoLXDX7*Wy_HtIH68x#^
z=6SR`l6-xiSUm&Vx1&{MHkWRs+%#2J3U=%cvTmIZc6sI?k6-pAQ2ge}xx{Z|nD(bJ
z+<VtY-BMaz;$_bghkr6n>_tfH&*p5b6_?bxNI~pBD}nR60irntZ#Ls^NzO$Uu(j1M
zo8&Ph;Ir%IxKc^<%4L)4#v`kU(#0Xi-(vK_V47rbUx7EQnA^}LE%)do9(6@NyIjuu
zTH~qW@DJokH#3}g{Z0z#4Y8!q1ctHsRK29!TI;&B1&hOdjM5BMzGD9cSD(Zf8Kxr-
z)~EcT5NR&vu%zzmtK@r-u=l7Ct8&xDn=7*K(%a`7QRx7Ja5>wIZW|s2@zfV|ML$^M
zTzo}YuadOAZ{qU$-Y^>TOT~irY>$p|o9Gp&{?vAH(-Sf%X)^d5R?;fTwNg|r_S$t2
zF{wLIeHkeQxDOyw=Yj-G+3yD?HsB_mb9xT4e330A#~_=%7;@EzYZ2=v^0bjSM8MW1
z<-CH_fo%^$gYV@nZ*ay&H8Vj!lY4?C!VcSl(EbbDP-omn;h-xX77x0I==))gd0yQG
z!;Uqi-^*>lKhBK(yO3g6;y(&0(hixu;=!dkTnmJnFtk3)U0bJ&4T8z>^<Gk~cQk9r
zdZmO9s7k-Un(?TOde{_>IP${+SW52$)AN2DjOmszQqy>h0)wu7jo{laAP|%P|FlxP
zAsy9=Rk!W2fgk{lJhA<)C5t7VFvQBZ4CutR<c<*pj?CKwB~`W+TX_8L!Pf@tZLUKE
z{k#wBfqMivf6FRL?n5Bzb?>gL-yQts-ok=3Z`->I=PLD`G^ElQ?!BQkB_`)v(_0MC
z1NcTT^o;@&%-5=Y8?gC53`b8Ai9mqb{u&IsUoJiDX`CkYI0sNF&5%rrfHR7TTO?L^
zQNkW2g7g{IK4UN*fmD~3c=`TXhI074EIl^oPrDz1V%KuLert;-HJSI_vs#<Xwve=t
zvR^U9{Cqc!zx3(w1{zTSmnVWCz%?Jsn2rRw_(xq@lzdXcz7<hG4R6a7bY1?2ijvZr
z81UJ(W{)@bDZjF2^xX&k_K=Gq8jh*r8^DB)#~M|_OMM;A7x7EyA4?)KJhLOg9J4S%
z2_aFK^b$@FD&s$kAEuUlWVicQOT;_ByWV@7CDccNXDBZ-qwg|8Q`);2tQLz{62)IG
z@l38j5qzaO#8bahA$#6rauEN{gb>desWkvEtpNETm!$WB*+$=j@}&E_E~K@VDOPQD
z4elJ#K^|Hny~n^}3=rfYki*@5SRGq`pM%l}Ts?nHW1EIUSd7Txf+3u*u?;63X&hQ?
z>Oyq;$CD|LsgbQ5&Dl1$nCSBkA|UjdJCRTkBzYzD3&?4c`cG0oB8P^jnh?)7ittWS
zfr>f_pYEWRvl94(<mq4$Ne~y+y@R!)-}eNO#=Um>X1I2&amkRHR%8Ce2wAzg+_nMb
zboB_fDRjvMEDsud&kEJ2HfKSHL1)11&pP^>W=8XB8kE;ZVUH;_qYI%sLJ#V@cVUuP
zXGUaS_Up44eqDFIz=J6aIbVeDawzHIW7w|Zs>rt@&O;$Zao+}Da+i^L^{sad(ZyY4
zo--SV6)PQEy*fm~CUR7Q`u6co?w+f;DPsg_+b96s1y>^Zs+LQi4Ox{z<PB8Cj?6V|
z!^Y{FzY@bc)T`UgrQCzff8c#t*WkQzRobs7qRrWyCsI!+S{YeL{tgiH$0|s#Pc0&>
ztsu1;)7djk{%4QHm9ef=TalNBHunwpwW+2qyWF4aOkMdSit8UZpI~?oXy*6to(cc;
zc+~<3cgrrrGk*P??LTKPpkU6QkW*1xZUFoI&DEhW(BvPY=+PH&5RR}C{KEw?M=*Yt
zoD@Ry*<Fu$IF%Kn-sXwF22_iKgrH5v(2c#hHn?5W_P}ctFlc6fuLAr0MV7k%pZ4Pn
zQ~6!Qg@c%poEz+Xxhg3n=2@%G#nUvQO&{bKPA|jl0-c8}!%vpa<X^~PCOXABFF5AR
ztI_-DVQm0+ey2keVM?!0%D0Bvw-UV3JS<zP6Xcy~NDKwR9ZEdJ`m#jHsc^jnRgwh}
z>xPvM!&9Tel=1d+i1;=9+~zNMNcFjJWx2L)Kb;F{I~7ZwaP?$x4|vb@XT=gK{Z2F^
zoX@ms3Nv5eceR`)Lqt8l;ABhnU+VdpZ-OLph3ji98$IU6i15}amj#Cv;Jjtj3<F3`
zl>Ki;)BC2kXBVB#I5N`ji3<?!WO*FNKPZOTve!RsF>DxArX-Oo1t=i`>0<5KF5+}D
zpu(D8UCOH*zM#CtfD)p5sz5Id>7DOZ7-PSAO>=A02g8aLC(iwFgmc{E`U|T)@4`b~
zUV8S5@W<k;)O|=Kku}k9x|;mO6ZPRdy@wmtzP=Os0&AC)Bg+3K0Wu~d$G;1*pVqso
z+)Z$jNsU<=l$Ci*Q^xr1Dyro#enLa;b*YNh^oI!Wk)2`pS0O}Vx9?1x?s6z5<t*Za
zs)Pmh3tVdE+}(gqt)~>Or6+!VGoiyXC!(JwpvlEBS=xDqG({UUc<&BB0y#5WaH7E^
zXb+KdmJ`^cd_j0^;VhUUi8Ms0^Kk7h(B^l%7Ce3Nvjrlg2OKDLlz=^5!g0MAPMH_5
zLG{O;Q;u5;<tr>UxD`z^4SImf2<B>i4SR7h;Y2&6TMQB0y@iQPhS<1~i|CfKa;`08
zNiXbfRa$G=xj~2L?6&6zlkD}ti=-GDlRlYngM^vj0$TgP^KrL%Q<*oGZfpwa51`mO
z#S;UOJ`kfydWx@XNu{uN&HbrDQrul~!;+qZU{Lxw0nxMc1RI|PMKIG(M<%;9UIk34
znuqZ}@m8GR9?~zS*eyQfNb<4Ejo}ZZFhkB~x`(t}w>vql+e76AkYVM@$eU>WC);LA
z3Z?U>-4rR$CVBq$EnTZ{AueNDk4wMlMu^CJvgi(Z-~2i^;-^;9BCw`~bW*<WYw_O%
ztH=-qeb576UxKe$R&nduz2k5G9$yuIATjcFI(IvX)k$`piidmZv+R00xpdZ1!tISe
zkjALSQePVHo(jvVOM8EsAE<v@y{Zdd0xOe}i=|MhL1Y@U1;L1wB7PC(g?(sTA!d!&
z_8?|#p_Hg(h1!oUQiH$`J@};VJx4v2{qJ&owko~CiHTPlKTZ370pe+mi_7dbadHDD
zm?7z)vI|zP1-JZCn#I`-YY3K3x&MZv**a3SuvD|w$GhrA>%s2EjUK3fBOGy~)T}3L
zCeAw=x_hemlrzG{ja<BPv~uObIlQXM4pNMyJ#;^uLGkJL{5*x%KCyW(-z4vJ!tId0
z4Kx+$b7NbFF3wFZZ<I}yOszo2?SV>%OoerRM=a9oVs)clX0~KSKZOxfcK*RDXP#nw
ziX^4S{9LUb{k6Wn$$pKsSIrB}ohhyK(@@m!R9kGQucnMeD;{c}_1_mMiHPoA8HBvd
zY22_CB+K{9!Sz{bX-E;zSUEP$;<KRoU=3Re^3@&O8Y~)2r7UM<r`~P5>Jy0@-p;A;
z#$f&?(U5W}b2NLhPkK>7WUt!|(eu))Oy)2LissTY#JMJc)A8c_Ag3Oziu6zEsg{{k
zu7&@&@EPBcrRb4yEsrVg0uf=E=Dj`S-%q73S@)2Ea0F$}fOoa-l-$MqTh0>|E#@-?
zGL!+!bgxeg-5tEyVy+ev&}y9`rkNXJg1z-q^5mqQIdNJ71rl>bpNeD>A+n#LW3$_P
z74}o|5f(S4Y&>Pt{ObIR;VU>%Dn8>+IzM^Ne&pA*Jk<;-t`eHB8NtvQ&dlmG6PBOL
zdk`7Y?kB=SvRIa3ho~$0TOOoC=F0dsenMptB%fx(b%`(d37D1So)YDS8;spa2jNqZ
zVL`i_EI5NH0b;}``oDznB=nMukc_47-E7aI^wImWGSeOa7>P)g0FC0j(;Q5vwglvi
z57zO;5do8O%c&7r^ATOr+sB0$!=~&-iCtu)r?LWAAEG*nw+a~6N|Z9Nf^FF!RmNT!
zcYJ)2R}dX&WPE*uje6JKK{g(XrngAu|GscAm%ku-OY~5BK!SJL?ZycT=a2$B5SM4C
zJ=|U%!Y{vF8f4-|>!hkveAC_H^xuc+Yv?&vIg!$$_OjU<6mKsie2`4v<1VLme=Bjo
zmbB?32FXK|SJlcC@dNx&NfUUbry`TMPjLw#J+d);YU@?EzgyK%ow6goUm5zLi7VOa
zUTs-h-0k7lC+fvJwSEG?pv3G7lSRIZdJk)aO-~v>=_KojswP2nV}TmErK8M|wYz_@
zM{2=J!(xXx`Cv~gls25j+T-EGMgF_9p>C}^v~BX5P73grBe%{F-9=AFD%^y!ue0vg
z9Y`yjiVszT$(fd28Jm<b-K_H*kM`-Xx}M-mT5-j`>Ts6i9Pq8^LJ|&1<a&{qj&?$^
zYfaB1K4&1}_LnIY{I)H*^;qTCFBPJcOJAL+|BR=x47SZTE4f6hn5DN~i!9>fz#1>R
zPWyrdC%bxn_`T)Z@z2kT@V@^pM++z(R@o;n^I8?q;GgUa3am>KF#3?y^dfh{3wv_I
z;zq~??k$G*Uu@oJ{_6uw4_P?@;RnIIfd^>%x#LmM4%1@mQU)>7U*wu$9xd_6)#!XP
z|CfZylV_%R7#v4}u_{-Mn(@yICF>sl@%e%1y<ceXUZBZo>0LBxFk>m>nLz2da(idL
z9a?MBWX3i}J@qDEqR8hPb)R7CX7T8tw@5K%^3ei*hRfmg2ZJ{Y{_6gI!bdCh*GpK$
zPPg|H*x)Y#YRI%CWmxT2GB%sj9T``TA5R8U`*$&-PE|&l?vLJ{RWq8euqW+ew(-=j
zieJzl`_ixUIR69jsudHZ)=AO{9I%cmjDZIIO#$CQvHULd0I8TiSOCH*X?z#jVV+F&
z6mZTmAD!SwFXm=;0O)5`YYfO{-r;KS%48{9$odbHFoU?X!tk$h>MWHj5h^qZuR8D}
zui@KA*Suu^fi27IN(EKu_CAOy?_OIwdrmC=WinA(XnRJmx_NstI!8DO-*EPlOv@qy
z!QF{V*JyeHX>jd}Die1X{O#yj0@S~HHNDPSy2vt0r`(N_`#eMJCmB{FFnGR0Tvd~;
zUT(KviAo|?ICQDI6GN$(^P#}A#1#o4sVy^_f^~t`;MjgU<eLUw$<Kopwb8`-?Hs)8
z=8}aNoEc|>b4WkHyR~BTDAI`wm_tXh(spr4l$8NbXRDZA;>0pUy(u1rt2>w*K(npY
zV}&z=_NMjBgZ<EglyRuO{jIpbS~cX}cAuej9Ov?$nib)42NLJRx~?#L-s%>5qeDbt
zJg$Y+2}YXXwZRktPn&2?Es7x47@salTj{l{yWs<amjs?!(uHwY5fTo5I|@=!1^~)0
zEn7qDE|xx=!Pvj{{Hy<fD>;*D5*p7D52X+dnxGP5H?lrh_$Svz^J51aY{r{NZt65m
zMLNVhv59jKeKY=7<3Y=vhAgR=`23dHkE2MPVA+UxHN+#m8bCvyhIKp+BL<1Od<e#O
zXCeW^if;7>NDtOFn$f+}eQgl3BCV5>&`f`-IdH$46Cic7kMbl|e<8hHVUku$@)J1W
zXSqUo1*!Xty?zC`0}ExHI+0Hg`8&LvR*wDw{>qOSsq)X{NayM@-c?h9Sk*86;`$KJ
z<p`7c*>_TCMZH%Yhjtmo-f~bcVO=vhe@(sRqTEQuDZx(DWZqtpJiDY~83>(0Knx7x
zh)%7CNWJo|Wt8%dM7C#F>Cj$w>rRl&eF|8&``IRzS8xj4$Z@tF^CyE+AE`q4#49UH
z9zHMz^%3fw-<0g0{0PjvXyxl)J;5qVekjM@La2YwPBhXe#A9isyr_l%g!Q=Y4RRq;
z<}pLyzScUMLh!FLgsEVk$5XB1U4st!>`30gh$t5;ZZmcLZRqZNchU`g`s<Ar)XAio
znlCp+(cUehFKnJgLN+?Bv!&o(AB0xfr1qg-0u*BI%qv$6Z%<lAxcy)>y?<S}iJgg%
z8KDIE9CN2RR3hAi5%tZo1BU<E;!cvh-H8vW6W6i#>e)JtQ%b`qppyr;TMU^^JqFEH
z+g%M+K6I}8eWaK_)h3I*x)+4&`7#mlJ-8fPO(UdWwsNN1BlK2J)wCESd6ya!Y&d;|
zn8^cy{jvL1fU;?;o0}}lW#<}~Dzml^N(lTOtY3o<>NyiGUF}zh<fAeW|4>3~aDw4U
z$uf{1<s;`#|CX;TF|!NL94LO@QhIHO*AXjfz(x7=GhKb6FE|PY?OC{`XAS{d>wqcR
z+L_8*{E<N}=VJQY{e%0AQ$xfmthvuzUP{v$Jmgr$Ynm`D%jj+z%>flj|1~6iD^AIu
z#$CO%wL*3Ptos5EO9r|u>djxXTL@NWti+bJhAY`M^FO|bD2OgHiYT~YJZ1D$RGwCw
z*}v7T=w-w=AA4kR{bWCQj3?zFgE;_QQ`wg630gUU19g@R8}}S`ZEY9_DU=bvyq?kg
z+RotD!f|bx-t+YeyOC>d&-p*?Q=QZvq^xd+@ukHk;rS}}H%b&q^*$ah4Z=10yZb{K
z=}-xI<yBv{1k6Y#GtuOv{u|u3tJ(9MTQz@6*K%LFWylLT&1>Fl8SH{|WcCQ;G=wPm
zg`V?Ko*=AV`3_lPksoYEE#Uj`|7<SEfuO;M?K%KMwCqPPilf%6C&UqM5~h`TMA^P_
zCHb=D*^&7FTWf)e4YSX0(;@&9A1*=sn)G)FZ7%)z@qZK-q#rU>BJwL;Aop7=5m8f#
zd6JZS=>UvwVQnISPjy>XLozYK?0rjP*<lRgG3J_M)dkHnMU5-ud#nfpwYLTFg7Y)-
z*$xX%C!DE*`NR%|@|gexIlY??it%JI$eh&kjxY4JxYJpI{i2w&_s4wFj1cMjFqG7I
znKHIv)Eo|A%0ud8s-b^2D~{I*i6Z#_QCx6TyZs&S=<UM(@%U@ySCvF@lqB>$JoKn1
zoEOZ3coafUd7n~lk!q(iSD8iK%0lH3g=Ag2p4~<nN-%fqwz}p!KEB}6S^2GU$9udw
zEuz_dbl+!OWVsATiZ#dnVavk_b5*Q_6ZiwL-n+g4^VNW`A3yCFX>4HBFupMhq=<S7
zw>#<EbVSLV2Z%yjsZOqDJt8XTKa@~O_~3}dF}@n81%vmu7Zjg`n^57wOrQP_ckdmK
z_51e^e;TOBR>o;(MP_mu5l$mY85w27NmK|Yg^Y}>5FwP2nIbZ>B71Y%nPod|8IgUz
z-hIE<ufEsyyZ*TUxc|BTs~(Ry$MHUn*YTXc+RMa^zM*^%WRnX)-DJ~qEn;4D&JeMc
zNPxe(QZ#jF<RHXdystzpd(Cy*st08Yg0M9});@R0Mr7_*!ntt2Ve=!llihTWGkXL7
zi6t+5LdOEht5s~c?l=n6rMg?_L<K>oy&qQFbNB2QhL)PCYr|dw>F@nNO6sHjrraY1
zBZ)OqeS4EqRoL>5@lP1!w$3^0PUj^@7nt}CSl&3FX_0?C4Ji>Fx>1w5$gV(6^#r{M
z4#PXffHYP{%6aI=HwAr#`K&)G4%Kqcpt<RuiLPOO>B|5PdAo0L$l{fY+12Fx-#;4t
z;!nY9n?g@z>OG&k{pv=tTV7sdRC^X%0(7wP9mSa4wh#u5zPLsKukJgCgGm4Lr!g#J
z`zH>C)9MG}=WZt7>CMor`O2rM6p&mSWX7Qi{bYlMPU&o%jZB#vB|LcKpn80g!-KN!
zXlxQ$Rz|4zG2%vJcqphdR}2mXFXV1Z@j3;vP9~OGOiA;P&-Z3pE(flKbv;=PUk%MG
zj^vfsbf3XuaAx8%eJTl7a=Q97;gw3vjgf}U4JWn`8)<f>EsXQYhCSj0uI<6$5}b_@
zmtxO}=&#;u97pQN7cc3McCBe%(`d+bcx`nQBWK4Kr$&R3u%lEGU=7#NlE?Ui(6KAK
zkcXLhk39BLLIAC|TheD$=B7E9=u*A_#L8=hLY(m1ArpZyRsA(;kCTgwt(;2~&Yzi#
zX(S33n$c}mX5}b7r1?)kZQVW3B_X^$A6}}($&EdPdh>GXiMi6S@RDSXJCy9+GgQHk
zW;{619lDt0A8#=h*7%p!j=Y`HR!p+*gg9nOtU{V7iJl%qRmQ}|kso8=VeCRCJNls%
zHad=p<5YqHW(wuSE2mwQSxQcKDNTu;J>@=uu<5srRZ=<U?5cf_7rM<-HqfifnF|Jn
zzNN4i*u)oKs|`2Qp6H5>RdmRSjD9%IXpMPtrgRc?tw>~fUF2S*%gLWL<yt1g`~)<B
zT{iA73spIu&SaLf-WZSRTa(^<N#HV%Ut_n#d}cp!YON@vz}>!)V$IDwcE8>5<=)I1
zW{Z99n$AJMGsAgyR?1Id0m?l|-OL!R6u}Ik<jq=n!3puwc*4o#agkG$mjfCfM@DTi
zc1EfWHMz45*|*;qCpJiJUt3TpI5#a5EN?68-X`AHFCt>{pASXzXs%8d0H6U1-nf5=
zj|B6j`cbVYHq!=&)AI^bU%1z!+H0r~CR;0cHk3iEo^er)2~x%i?rJ?L;H9^Fs%nwS
zB4Xw%z9DFkhl%0}Iz`y^*FK3?I}q>DQ;HLo(}#P25q;IL{2%oGm}VJo9;m1T`q@iQ
zetcmVs>am<k|t|8gYXe3n4}gAq1>_rsrVfTVG2||sSq%Zali4`e`nwS+-Lxy+n9y0
z7h&tC!9o>#ujuF&kWw~tjBKKs?`gFZB2Sf&laiHs?76<yxVyDFwecYN{xNnn;-5GE
z@LcdG(@4@iCHT>eFF<gj=%lCcJ60aL3?THR($Jxa>kgbF>EQ6aQ~Bi3J(`uA+n_}I
zjSWIPV>+V1MO2##Edb@W0=jC2=;k*eAI1lC*4WFZ^#TqA<}&}>nBh;=Vfl!Fd_~B+
z=ds|)#F5*EAakSUkD#<i<n3b4KSn!#(^3g=MTR+w;l>wAu7K_Le-3W=+}I|w&H&`K
zOZv{RBoAo>Mk4jKOandXAlp1I?;<$d@~t{K@~sC%^B*qWL_%S^%Up2X&}_lv^v>GA
zLi&`#e}1AE5v}?)nVi(WA_@QgoPKSla1s9FZTuJF7U0ch`QJ<o|Nf>h^8b3LfB&3+
zy^CbF-(TN<{fNK5SxriKXRCO~h=90Ii-ilI?Cy1@%6I*F53$&HLxPqz$kQ;NLFZeM
z`i%SV48(}pB!a&Fy+@F5W_Ib>&IhZAhF*7L#M6_1$L)kB*|w+=y$T=6#Cyu|3a@GH
zzurWoz?9mr?P`_M`d46^ehn+{RKe2z?%K7r9_?$ffiyg?K+)AN05M%zupo3Gfz%oz
zYSZCtOuyfkoepCJ(Yfe==b!HPy&`9pih-e9$kJy7ycS|ocgCupIu!o}mHgMQ-9G{=
zU$qH{tp|+a_sl^?NCx+@_86oB7G|zCsiM&WM7)dxO^AVi8idAAE-YwS+3h;;?~pDY
z)xFYDn7tSvAZ*c0y9O$|fklu4w+%Ugj`$vAtGATJLtHIpgV+03)A%$GhW#(&3-Stn
z6}@RxQ&NS_@HY6*%-hnlB`2zY#l^O)g65#V0yw+-NQXT_6XpXV7lT~jr1-~LMWHeY
zj>Y8|ME;9JN0h;EPQ;fI@Eqyxx`u)b{~7k*X<tqWNP;>%4%}0pki_>2n($0`d<=}{
zE6DHCMcvFTu1vb5K{Q^`>^U%|_t#gCER)pdaZy2G@Csr8UH_E&%oNh2U)bpkf(ZnX
z+TTYc%^@4o5VnidH?{$ub06Zk^bT{;*?)AL)!MmC`@xzy>J9L}e47X#IKBhY=T|>J
z{ohtvDXh+8lfbu$_8H<r_KYFZj7j`B&wJiM;Doyas4Ol=%7Vh>!45QVZIv1O(|SYw
zj5=C*5q_&ndBWe%<G<fUkbfSR(Lb7TWK0)Y)4hD)`pTb{@*)L1aTh-5aU(tz@LbfN
zhpH<Fxh|tz)*)Ethc}VoRdURirWIH*%M0HewY4Frz8f;?y1|>sv==zS9Or{$26cDf
z!OAzI8XMEQg^0)u23=ET+hX#&D~MeL2hjqtz!eCt%c@dM;TPi`1)MK{dE^y{^OcOn
z=+IG!j<rzm@`w5@G-6)0)!yKmn0vAacAJ8OiEht>cY|Eo2_D;b5!||t`o>+T8z{^U
zSW?<9JwbOi1~iz1s<#o{`0r{95dVj3O$VHHsv<hwpK-mw0t!s8Hb6m%?{S*0vm`dE
ziB+c0v3w1>w`?pzrRI2<!dutMA_>1>*|!0wW=0N4XSL;sG#w~EOU~%D(&uhb%Lpk3
z^nUOFH2hezBKPqR!$pwSWoTbVhitjrCJ3yy!LsFxJS`BK)<56fP=Y8=zX=$ZIr~f?
zg&4qPTWqEXS;H8A;lmU#Ftje^NRrup_0QeKj?~LEkKMv#lzuLo^9ogTJ`{emWY`Vj
zuN}|1LU8S+!!@rE6`Kcp=B+z;PiSFD8%_j)I+wd;`s|nCTsO-yXNdp(Kt9Ey$~3ps
z+1?r}X0wCTAl`xdTK?UuTN>Xyz^!?A-ZPFL#1MD#;b9n%y~gwjY9t`zYk2Od;}k#|
zE=aTOCn=vVtmnVH$yxfcW1FcRcSV@{A@oat=BYXh>S^+_0TlKQ$i!Q5CUX^n^9FG_
zB=}ne!jJr508)Vrf#;0k&HGnb)md00resPyYU-IJ>X9BVT?);dMmeWicXyyixuHQL
zOBk_hd?1~pE0G4k0{WUt4-6ZX{SksKa9$;CV-K!=){j4qfT_Vu7tSNE>>nzhuVnAM
zk)2*Y^G-K5qC+l&)scP26W;yZ&HEB}ICq962uWYwZ2}J}X;I!83gSEs1&WDX4`5Mv
zy71}hsDFvn8L==e{T8Wbys)nvUWWbZ>I_$0MY#IlA?7DnvJFc_Eh>(2y6pal5Lix~
zfK0qwSD{qL#sF?(raMzGLgsZ2AK8N@$cxQo;U4P%_NAWV>5(g?B&<Qi;ousglaK)t
zj|rs`3#wJw%pG0|-0?wL26bTBe^nVmjNnEBnkBxfACFUsyh7Bw0(0GisY9^>aGQIB
zSF<!FS)(vN?mjoo2m-jGsK=<a6mzj5j}xFoC}&;<q8u&lVedYN1p!PU-{*#4h6v|S
zQlH#K*bWOep{~&Qo!&NlEUdOuJZg_t4XfOmE>_qbH1f8y%RI+W^%?Spx;91?C-B7u
zm+Dlvo&@28GrxAh)eb|sA=&U2u}IdgFWU96jqxN%^N~*U0;BliVf-EpGt&TNoks*W
zHjOU8smrY)RDfgSG()oqMJo>SUR5(GG8EV8w}WLz>&^chv*A24n&&%E)}VIBZ=*ma
zcqQ&Fh*%BcCxG`|LG0^~L*dADo$t$OFO_MsKoTJ?Y?mVm;YARYjY;swese)vitg=f
zUfX3Ugz68mkA|AJ9AbgWSagD9n$;M%?>fVFNLofQ*tfU|K+1rWhEtnPhcdDZ%wwU%
zZw~O%`%I{44d&E)(N_il^IUXkiR7Db2OQ2I5g{@*0S1rG+XdxLU}OoLE6%@D_xB;Z
zH$b2P0EsL^rKqt0&d`rjCno@W-h{0zYSlP-iIa5-f~n#kK~&~jfj-a&El!cH$8=lv
zbi*QM(I+0X!^cT(#2_}P%<D-C88SjfrRUQ^j}LW(0J3<^%4Kg)`dD`RgMx3c5SDLb
z8%nNAK|qF1z0^+x{yq@8RhYF2@(1OwixBFt@CCFtYhMob9}CgIzWai=1}MaGIPa|;
zDTY%_RO~NqyX$|`3I!xU&SD7ZifT6ON4~C#j{WKAxA5F`&dp6u>`k=53wmLd|Ir4K
zPI|zCshqcv65I;R$IC*x>GB&N@)H-YLEvZ^@c5iMFS~oy_qVTd6+tZA-5E)kHx}I?
zmByGJaqWXQmdSM&$<%YehY6O<bU>`5NNzjaJ5c@g+4$yYp=E^33>?vFGIC(W4Fg!Z
zVQAXGb`6{@O3fa7h?o{$jl+z~L)hX}%U6I>b%9H{(#(pUk<$$|_t^V;JoBZ(23QtQ
z%nyXkd3@VIEJx>6HfU}rSCk?AwK2>JiY<2VPz++hvA%#LAn0hYfMY(=p}K4p^!O*r
zbrA!G2+SAxy=|sDMxeb2-_$VhUjO7N4Gje4FgV#dW>p}DG}C1;c@50;UrCJ3P^=%&
zS!CvpE?L)}zB6lxWZaXN@52Hjh{IevB?%p5)s+)G8gVgN-(3WcKlTg83eu`vH19g7
z4w#RvUi2~E9XZ%9>dbAz?HO)k1lzA?%ON4=;SE|8Aj<G)mf8U)$C1RRdk(Zph3(fh
zNG^aPY872y3c4@lmw(+;%#m^A*rrx+bOWMQDMBLFU)vPMx?g?>a(P#1DiRFHr}m?L
z6bgrtxl^cuH2+o$0%AXgSuh6>4xME{P70Ny5aLOCItE(?rxRBwsLw(+Vg53xc`E&K
zdAGe{tZeERm;}oJ_vhYdxU>dYPcCqnXS=gM27{e5=*5aE#ssR==goKPC7XkC#}U*}
z=oUy36d$b5biyN09<9kNO+r)%E=WB5vYj%dp679cDuIk6^7zDK2j-9B555mC)x15}
zpKz1^44sv}WAV|GB~K33eOm*Y(%t!xhn4-$)@s3}NcaSY4JiI66fDR&xr7?w_^>)j
zpl1T8`v@Y5S}z>Dmsz_7jMhe_D7+Hsz|uN954c(C8>EuCZJ#WMMhWXt$(cSh3Y~HV
z$^S>H3KD#FTmZFM%r)fc{t|J23xaU7YnRcnNZ-q2IHo@2A6s<=v#LHPWhnVpHNz?}
zTq-&6d3^`k^nQzyG=SamaaTTp8>0E*&p>i_5C~K6RX&JY`1;}2=%<YP+44+pNQcYE
z&F$a-<_Tsuq)_w_#H+!gi`Ij>vLTbsYmn8IFLm^Y?13dKnHM7dQkII^pYuqe@Rc7?
z*^g&wp{>YeyjV{F0?Q^Ow6QNU=S!)V*9t@wX)HXidbO>j(k<KbdE~Y%_=HsVp5wyq
zt7Q9pua$4xOFZe$%5|+rdV=4{4mP-<FUm}8x8MoM-@(6@XqR#+Eu;tDVevJ*sB^^U
z`ySbYi66%ty<2NwIinC<IunfefeNWMyFmJ1D?4*Z4mN=l<|D`~?)f&ZX@c|C1-x2h
z!=lQN=38`{aG(7S6nmciXiOi$_iX6-mk>Mw)fo4gry^gu5U*A;*8zehaS@(MJN5W&
zu(<1wJAdKXgs9}b??n$rLgr)#*bzbfu<CS%-rO|gnDxIYkIljSA6Y)(657_E;YmE_
z5r+oD7Y@QajBvs4CD?wUN)wu($3B4Bs#dl!gh>u@+AJe#r8SP}LmI4iCbHIHeB?5x
z_P>dLc125LT}sqrsf6H)2+-x@qQcxAX{2h~&M{CJG2Eq@Bzb!+L40Os=G377R%rL*
zVfDOL?v}uLORybkDHI8_4nb`Q_0DzTdXi>e)Wm45N251C%~~P^_mX_ygr;}u2{$B0
zA*BPR&IL(G{)7Ik>Fl~V2?kH*&nrQa877<8<z~IbVsI}^1xy8N<No=Em!aMZPT>eW
zBd;M^vY{P!tymV%fxcK$`sO49&u&ACwom2px<y5~<mY0<97hBSiviF4K%)|tPrW&d
zs-8{kkrb`!_gxck8pmHXY5aY*2Xq_o^;w?S+yVE{%U_egCap)AoN`#CDUnf3TDFqt
zd%)l$nNW!R9z2nR6SmMOx9Uu8l)}nf>O*X{g^M#J>q+2a=hjqSI=5t*G1U@1WO*Vq
zt*xUIiM(7q(kO<LC16yT#S;G9%>#ag=W9`o88<4~(1#=&zpNX}@)c=}_lb5(t1@Vk
z<gg3P==}-LZNT}`9~XlFvt?UxNQf>m&Ab{<#Xtz;wInvq!>;3rIIf^mnjn;=)C(8o
zlUM3qjZ#kzZngJXVHX^55Q_0JPJMe1$Aim0Cvy0V;yUwYGRj9gFX?E*(IV<!A8W|h
z;IiDV8f&T^YONG0Xqhqb)H!n39Xvb?KjYEO1YIL+Fxkym<{J(6W0NmV`Y4B0-5ag+
z3Un8CyM6n3smW=s6E(^mF2cM1y)<tg$0yMcJ{ZPD^$XJ;!12knSaWY{@)&*Wj830z
z2$KYP`DwC<B^3Qb(YhRo0b$XnUWO%m)nwJ{L`7<eQfe=YCNuQpL-kQO*cZ4rs_a;}
zuB~5;J6mmsX9UZqWwjTdT2WW@IAipxrX~6-F#|J$#4qLvv+Hu#9tGoT4FW%aS^n!G
zbgUR2&6!Jq_txxu?;ZRFGh|1uYl`!83{dnxJn<}oD!7`QEDujbVp;I<*qK@7Z)aRz
zO0(_|_nzysBbP<bi<kt?^|g{jjFtWNHwju8J|tAKpNWm)*R!Q<<6!;yJS9Zz0%wJM
z_!~P>`}!s8_$ai$wCn&w6U83C0fA6saGb}Ft$gWGo@rL?rRP5KqBHmm5nclg?`?Lc
zMGkg{501@~$--Omn^J^#;CVggC^*j1X(!0>2{X%r((~R{DWzO#Y&%(#JXa#A=ui=w
zlITE&FVGydo;3I3&2GZ_^DF94re>@(NfJ+>sMpC9U5t9T2RR#$p9?Lyp8b=uC|^sk
zopv-@lY?DUmV`<rv2lu_Ilc&p!G|c)!z5gUH%}*wb>i)X<V6*Rr2NI>m?N5gGBhj6
zVon)cp*f19JY62NbLzj)4qwU@PRle7@6$F}S`C3dQGr>8bw3;+=hP<b@Da}24oCgb
z@lm_8qTb2kv?=-2okqVrL9i(%Xi|z-E2Bj?sBYJiYwL#|;U}XfJYdy|5>90HeB1I4
z){rN@tvmbDH~&SZobD<K1Gi`u!%c79__x&uFXEyKOg}mdEH=EikweUEdvZcuKEdQ3
zc9f*9rtK%zd9fy?n^ZlI#(5K;c~BLc{e1mbym~e2sEFvVkOI@$6n(GwOj}N;7-^Es
zJe<95wJKBk{kTKis&CV}-ob{WwyR<Og3WM{CAl0UnVgm)VINd2e};^3o#v%Rt^DVw
zlFYw;%8_GD{iY$N;*8@Fs@utvfwI)ZR8+$rXkX>dPxtjcv*NGXhp5~48R+*guu+>t
zUYUk(p7Tx&`>B-oLqY}>I5J`_kDA*o#N<cujSS~4RsGS989v8OW(y#0q)-XLRWiT9
zH;pu*j`2}3*NUx_G(+jp=O<FBCvOv$`_PoW@&3H0O-pHc=%Us7m*b+ys8n|Ax7>Ov
z<h&6e<@HyYvrLv;$z#P6V(~+hH3obFu57=wbBzG-<jbK;t$4x7|8(qm<V%fMJF=^O
z8GgIUI`4(!4+UcvXeM<=bFk|qc!!cFDHi%J+EglXS4ry4PoG?c@%wwDJ@-&aSjC94
z(ul><*al~{p6s+j$yY_$xTrk$^nW&)@JgCkU6eb=kR>lFCq9K%b1wOI7FI4hD(=o#
z6H83OiJCN{9L<z^<%+3QGNrvz`?Jkev;pMx9;TYYe~EN$BgK=g^r5Q>y2=ZF=UD)0
zbRVvP6gZeNUV{mu-VJpBcR)K-uu~2~U&L2%Qbq;%hTLEMHlV3Dh?;;)$Tc@8RuAGk
zY5l2JcVq2C(RWceI-QKOVb(S|gLfacZ%|r7il?}~0Q9hvv=fgwGo$YVF|v^lumXYr
zC++-P`t~>ld!h-M!!jxW5RL`hjN|16$g&PbZt7nNvtS6Gc@QuC=mN<5Nwe|+p&DpM
zKu5R(z2%~4%KHH$DG%aV7-tJbJPWgF(X9~nboH`=Gz#(=yehyV_V5mDtwkd+2|q#t
z1CK62qd<P`CK2hW)Us)~hu;OX(ER5zB4pPE%&K-7^2gpaz5MoYsO_bAfT%_DnRR!m
zsVmc9u#y1q^3w<_h;KtY4nUFEhUg+Uk(`A{em(r80)+p!f*OnZ*AQfs(O@;tmS6si
zWM!p&UjVb<hZHu%{Dy-Z%l>7<M*tOh?c4x5@T>Ow{e0M!1`5^Q9w4O#2#!Ip=VNs`
zCH{4xeDizY@<8LQ3w9;|Ns#S^NR5E_`*6z|+?`*+r{3!UO}-I|?I!Tcue)oiGSAVA
znyV%!2tnsC4*FSN!FWDcv0Or6LC~=X{+YWoP)=xdU{~7H<QUm{z5e4GrU{8Pq23d`
z=VsHH{4~C3GJpSDu~E6Jll1bj34m$DN=CO`WANwBgCdGzuT73zd67{6R!53G^nS^n
zclOleXd~xyvR;Nt^jDa~A|2d&G*!5!NlOYP+KHfyUZ~UK1nAnHZvoJdrD2bY0x3@a
zim+9-79i}>#MMZoYE^O6i37u5;KZi*mIG0RfhGDqVk&XCq$@z-nD1N(H+&@1?vL!O
z8w^2@C}E1erQBW(7d&yqPi@5{_SJW+{uKhNh-@^hko`pTEcWjmrkbY_`To3Y*ayV_
zo-+RjIt}P)G<X+aCnQ`$_5eiK*45WNpp<Uv18P6|7yZ2Yk+%u1@AnKr)IR{z{RhpX
zKAj*s#eODM)*=z|bg5!2lvLygBM?Orf$Xt-q97PBiee$zV2@=g<7nBBN2@iYy9#U2
z)nPko9mc<eLd%b3Ilxr+3K{DG9T!-{-OgHJ>VA>*B`yi6njnqz2k>0E`S1{+izr@F
z#FRB|AtTf}aRyo2>8y(|JA8ffOmPZPa-L`dh$W`$BMBVx8YS2Aw9{GR^7g@CYv6y}
zkv;FJM%A18ui)`HxzY9#63Qi4Hvu@uyc7!pMc#SST^G2EN{C{%LLy2SXSHWV%uz=;
zkhCH`i_YG=k>7_QTZE&<hsKwwqM9tO5n&IsHduob-Zcj=*%M2W-75)I-^$46b;0Gm
z{7^QfxNk3b{4AIpR;62yc0wrvbzjnc?j(%JA6-5Ei;>z0sk!R{R;9q)2jDs7Ynfj<
z$0|C(%HO@1x%J*t?^OK?@7pV<NYI23>)T%PaAGWMg3@MahY`Z2T)^iI(IfY-Bwc=l
zx?))YOE0mnI(8Ja_qii*JKc|TsKjY~A$-do>3SRMGokN&qzC+7mOr}>h#H$b<));7
zlPH!PeR5<$tO2g=Hal6bGe4G;swZTQj(SIkT(@jp7X0$d45=}+ouqsb++DSPdiyHv
zQi(4i@}o!CydiJ2Yrt#61ir4Q&f;wh+<*5iO;HKS*==PFR9|`Q3+r73U*~d1Tk<|)
zZGFzbl)QB0?MI!>Kj;#Bo(f(q?HCz5=H}tx_^cl-B>T~Rm{H!7D8~-@X?QRSmAAo-
z*OE<JckH?RE4okMziDz&S_CLIve#adUpHR<!Y!D5qiZ+edV^VNQFrJo^zd<IuYBXv
z?fbZ7aT0wxyLkM>P<@$dx=nzFJ$MQST}O$wMyq_Zn}vj`YB;KYF%$XB2{5@-sxCG#
zXzXe-jB|vpYF40^esCm4^`LK#9!2tiZcdz{QaC{u$Q8w&Y(0?2w~5=ibiI~Y*8@9Q
z-M9;&l@cSf&m2GNCe0}ZUXa(~>X|LG)IxW?*mHr^;MPlC*Oy(tbJmEkZ5^4dp7wZx
z_YsJxW#<H<J;EvSqC5{`qR$R$ydNP=QrsK;#|0pGo9kb|;qw~J%N@J2S#o9jp6uL6
z6xR(&`iWiTl`EzmO0}rdm;HF}2gjpD#sZL*?^wWL@_4tSD;B#3gl@!6l)c1ttrwYa
zYkHm#Stg!7j<&@KHmmqXLniIb272?5fTwWpe)xTxZ{m1px1m3;+q-EF`3kWMW9CzF
z8MdXf+>bR9XzWBMADouw$+*^OqNQX3w9vUl9volAQs{jID5<>+6W(mIl_7EnXB0QQ
zavYLVC3bM}Yi@|)`@@vvaTW~=C6C_LzcZDo&IHh3d4JBB37r(wx@g}-1I}lCla)*X
ziSID##6NpD7ufrjLgvR4ah7mhA*NlS%OYw@PiHo1EY7I^)RLx2PR2)`?}--E8C{@m
zaL1xhaHDjJsj@l`i3FduUiJ>9E}DG?>~}F}{^Pn(Nl$D9Nf!yy&XwLDkm-g%-jcwR
z+317;O<Mz<JZ)dHcs|hmRF5oz<d$wJ<H$Q<NQd<xFS_w7!YNGoSy9r58ooanmyg)<
zcP>VWX<yDm(0IDtESUz$CZ(+{0G6!hUKJ;wmDlmy00)E}RQ+^GSw`jxk{d;<k(4-y
zu_P;YJ<TBhy+?>?u1Y1Wd%)v7SlQ8xng_zHb!*rowgj$-oZ6`Erbq8b%ownwB64OP
z8U?h|($=Y-=B9_psWJX$*j97$#AX*YYk@xWXoBbd*4-Odbt1Ehr@y7zBV@6YLYj@e
z2FKZxd#^-%LT1FlRb}_4=BgkF2x8Tz)Lvog8S35QeC$G<`Z(R`rcS)d3=4{NG)v9J
ziX6hrViuBuThj&t^f%xt&aD+lHzcNl`bo)S-+Q?f_Z}cH<RPCI^VrhnR2kD+p(9<A
z4Oqa;bvd%1i26fg1)P@Tj}kqx;t&%xTE;u2#3JNnFuPzfKrdm+|32a}4;M2ro0i>2
zds*W$ny(3TwW$|I>n`y7)x_y_g`n%yTs)n3UQ|Db)1Xrdh$=>#T@s`^8pKXynCE2&
zjQK-s)KB=Lu*^q_r;+faZl_Uwnu67r+n4YuWJj`%BfuHKR>~l>ksn25{31eY5#Uq_
zdm5E3)JewkAIa&gQ%gDS9j!ly;>%cr6J|(x)_(S!8Ylfd!${ub_~J%P6Rp%)13^0q
z`eg)@$cKQ>`{wqVQTlBfH}l+}L%>jsy!>)vuo~ZF-_wCPDLq?9)ocsAqhYg3{NAk}
z&t1^O7-%-(lVAIw=yhHiU|5hri(Kx>2e<Pp!0VLK4`~!-kq0+$@rgC9QFE+3r4oM-
zn6l4DdiQZxENflTP^>x%*DCVxNc{#_{rWSwFiTizsPncyc=U_VXW!~`aP`+uiBRsk
zbW((?jV~Fv4Jh@6I!=w@MnQaF>$5n;%c#9bS7*4sE^LBdV4y_3U+kuo=+$P0=uoP7
z-|nu)aLzV_x=3jsjjTg45?DQ73wx%IV3hP6`0||}h784CSaJ>UfvsKb{WbG#vZ-j(
z<RdRrY2ZS4eMvUVg=4&~#98&v*kJD0RT(8}h#_lK(c!AJnkGA!N__i<jck<_3B64U
z+c|CSA6>8L3d^2waRk?-aklgvYF!SHcMLXrVkMMH>p-QQ%vOCOl>54>4+Swc*y$s{
ze*NbewvvJEeV8WAKXBRf5JsF$NrjSLKBeo3SwK}TTLwN(rZ}o`;E7u)t~UNAjJiZ#
zULmSNFb8}Vw?g||c6guLMV#5l45ACtZ_l>{&i(EmtyJB)?UpJegTyIFkcDA%8zt6V
z-eM=ZUZY#m)}%vaQ?Iq99gJ2^lV#h7;fo`mOSL>T3wSeT1=(HW(xI%HlY@E_JxK_j
zf;iNvHGDN5fm)?D{dqIpB&s3MER5lRKGD{sO>ggWo^Ys2nuZw*B>_EKSvdmX+-o5C
z<Eei<&AIQWV@pnE`Ytc7<|z(+kaOugeIG&nW_I_XxBieD(WCsvu`_J9^kS$-5UN-t
zu<?p1xfJ?UYrM2X3XbzxsvqDGgewRneqeXB%ByZ{x_bSzgdDj~#??xknodEcS*E{r
z(^PCS{WeCb{d(QHKpe0`pDDT`qtjjf2sdjhsNg~62nd#EWMDg~=};Pr22Jzz@j9W|
zFny!f<YnvX4~f+zQl&DPYK(c;4#z|jO3FGMGhHvki*xvDvY&w~rb|s-G9|hvQu)k+
zU_C~5M824=aUXl)&@540gwC*LR5E(zjSuxm#L)0_xpUV<LEBYdGbtqvwX=&neDQ__
zudY<_9xXFhNgs!auI@%d+Mx<|X#rOvO(Ddyt$nkS*A;F~T$3n&(MfhZt=+rZQ|_?r
z!D4aVA>`o^w7YK_j=dbbs^xbokfFyQ=jEe4|9SX7%-pQLA;?5#XoofL`K8Z`WNZm<
zsH71%U5Vbs2Fd$#L}0q@l^>%nK8M0X%-j{!vCH|f>U*37NDcDc3*Ds|OG||+gd@Li
z0d<;)gT>{8r-bc9|D}6{!oqk0O`O|h?Wuak3Y@G|rP9|R(N~;2b#boeP0*6R;1-5k
z>VE2NWhOZH+N7ufFyq+FVoA?PALGI`=>tRb`;pN%gj4;K6R|1Re}?f5$ZFHxN({K?
ziK_CV?cjPB0mtaLJ|UnjM&Qp$szxr!Pj{SNGub%Z%$bwg@7C7U!8A5ik?IzS3uK=L
z@_;OO4cyJJ2T#<YcVpn9%x}axi+n4z8N$>)akM8!Atk+sH%msnNwcbif}u^<`lHrG
z2C_>_M7g+7hhN=3RCBUqaYd>=Q^_`Qu5<6g>uUgT8aywz<(EN*&kfe0HI!fo=75s!
zk0X~iFEuAAynVuXqZX!G`WDIfF_Ag05}f|AdpJ3GCCkK_^~_oQENHtod-!Kt<|_RA
z4`*%qm*Hw0Bp}wu#vGjpv#R8nqcZ~Itbb<JVm4PmP1P{4sR^aM$2x{}s|fCC=8khj
z9?}e`jze35AWDr!FrHa+73R`$-~3FI<!L6wZ()}Z6a;<?E(@(lG2Zaw!|y%i8t;M9
zo@T;akm^1;H2h)ip|Yczk4LYF3@~s++w(0+wGc@tj~4`M+h6vcAjjt59v*i%Q}d3J
z@WybSlbpGkzRtzUvi_3e`)9?~ZkA9h3cGmUFSvzZzIyiT*3R<8u@`%qbKh%ayFo>+
z6&uPwd&$K}tp;x6L>tV>@o184x36*pyV=Yb72-6Xi5SE9r*QYT5%b*N?HK92oNbM;
zKTfLa`S7m;*R%qNK8c0yB5`qBLJB9u=g0!Irk;D#*CGLr+WgZr9C+nfbB^>eRqE6s
z+~V8DP@FAR<WdLjSgDAbv9n*`s|U($%k-!18HwVG_NWdsqv=cc+tx0lIwxKPrm(Ea
z7q-(rT|jVTO+xDVr|{*pLu4hJs5_TbUxhxm2COx+1ul+g+);!z*A}E##Q#}znBB;h
z8cC&7l;r_4V(2qSG&v|wIvDl!+t5Hv;lNwZqkCZ-?Q6<ELIz!iUkvL4#2$Q?dHu?7
z-3~nR=aC$;tEVs3lIYfB!yJT;8?7f@QOL!$qor5InNrAw>;n@jol5p6n<8xH_>6;z
z?VGrw`+14z8-=$&CNuc3@rgO#b%T58z@9KAdZIkVV{f~#wXCrWu$aY1#%86B|A3I{
zYU=DLBc{mAN#L%Lo#E(H8KGr9AwLT;+5!eAZ`0oLp0?Aek|jT?Nk7QPuOGq8zX5n%
zmuXGmRc{XcMOD@(0(2*IZ+zCd2$={mpx@FEAfzQ27+jG<TJ5d^|8f=da9JWTk#xiP
zk0tTXtdsS98Ki|7Q6M1Rcq+~R{qhGD-}gwMnAF@MzSl2W@E-K0_Kj6PT*3YJ3jFm$
zvenPrjlXN3T4HsniajK`E*;3miV3U|@s6s>(wCiz)LxJbQw$br>;|sr-V|R%Be#9z
z^Ss-JNujfz=#uMqf+^OI1dBfD^o_)(#VSH~Vxb5*13GBbuoub+ArJQ4ecy-5k|<Gi
zsh>*RXm?e{tI?uq5b8;Eby2CJy4VkUoSY=JSw33yCD8EQb9{63K1d_-17_)DG8cNa
zPJ8sZv0{bKBD%M&9XhA<#aX{DcM~<-a+LPFsC8uAs+uR%1~FyKig!w+?#WYpj@pM|
z7H~(wj?F{y@(eLK9YUy9k`ql(wrtU0GFjqzu&?W%<k>;!Iqp<%=v9bY4GSr2NK!;N
zA72sHloH&NBlRriLECl3&tW^btYKNZOs~f9FFVE{^*hwJ{#wH)l4Mv0tk7LQyW8o*
ztysJ73OOQu9L<atZ(C#W16_wy1nQ5)4cTek@d&^YPt{p@0A+S79%DlOjGI<v4>uA#
z0+p!Jp})}2I>>uSu>3Z)GF~F+A>KO$B7JxJvg6}9f#O`!WwF<tlwAh8(>G-vaj+21
zdgwp7w38>d`7Bt>f8vXzglOAV2OSsl-47idewa*o532{}ej*D1brj{b<kPG@+Lm$%
z;Ut%ez0i0XV<u1N_}a*|9c%f|y6|c+N=oI%Y5BJB`*KQhb~Y%TS@q!K=y4IjB$cpP
zxZ@4EFw9o_Xjx6rUp`s@aiRS#<W6&OvUUa4onIvxRu>vjLlkT5`weT1SUT)sEb9al
zmSgYr!+*AoWwov~Xj0fmw1_FO?_jdquOrRmy|byTDiSNL&r;BN-eesVc5lE>^nyXo
zqbzD`Qc?poxlL9lMz$BVZMyH5&pRP}cf(3z`kstlL~~qj>=y^<MXB{*{e!w6xX5VI
zp110FG8MvC1afs}aH*@$xPa*)roRZJAi0r?u+#s9UX6I&Ef|s}t|rP}EVu$Es_LjX
zcoZjkA-r|H47ywj8cHi9Ez^JM<(k!X%u_&3;d=2T7MubTNZu(w2vnQzBbt3Cqx(Nb
zs{%(R%m5Aij))5lULwJL5PL{=kz|$n?QkXJFT5z;2elUSkjtJZ-6tD>T)!ikV4W*S
zsYwN=1XTb1K+<GgLt(Q}dN~DhvCTq&FAJK*Kn+xhgRaD?Oo%*bo=8DdAnFAA$$PuM
zR=oOb0qpzs)@^I`dk`IenYF5(U_AL7jbyv2bXMX|ih%hjEIYx5w+R9<=6CH{KbIX_
z7<vn5XLRHs<XF+{0K6uy>MsRW94wk6`2umP7wHg`PXZ*TIpB5Rvv?1Q&fnqfTtI)%
zIe-&wb`g?*lNyj{zFVNy6L7U%8ZP+`MA|D|lhOTgRP=aO{-lT)jf<JvU4Tt*y7ImE
z5DOpDL2O5|fpO7@7LZBA3^TrrNR(P$T06}Elxw}SdH`hhV=!Ql${dLI8AhNJzPxIM
zg4Q_nwbfHPa>)H!uf$<0(&EGQByZ@?F3Z|+iWGDr41!ipF$c*gNEc@f!UkKQD5U*X
z5?$_>mP#HwaL3rhOF0c@B&Pq?89fF&oRT?1_u}#_UOuJ%jpNiAyeNQg_)KV^YL>ba
z{94AvK?8f|Y+Qo+jnE`Tf4>CIXb;dMRk%X_h02UbPdDTZFuZ@hw|M%~A_xG!L+-`l
zmiDz;B!1Cl7s*0xc<$Er)Zv4Fu{me9Wsr`Pc(!c#ycn%;gA{Dc-BRs`NKljpVAM!a
z%yakih7s^P0H8)UH#;-+a%j(S{5i(*<in$aj_RuBsf9-sWc}a_qUL8cpi*Nb)BQ>#
z?sW|F)bB=>?@gX7+qHo-i|-9|ALieSvHO9!mE@M?+<u|FAM^^=dhyUI`spFj8GdPl
zwAQoEx(j(y;sW9{ATh4XKFW3Y=`*(KW)0n9tuH?0QjO{CRuIWJy0TlZb|d)|<p&>C
zM$_3G(9}H8n|C0~d}g58eAYs@vfDW87c`>TwTb7caPtQn7+qnqqreQYZJ*><EU}z>
zevG#1oyzKQO$t?$LygBXohQ8MDzoU7bpzhW2k|dOUl_fab;>eIBC|Jel9Gu3MfgSC
z(ulKOjy_pr$}f><pdpbU@Inn_2sZMFsvf*K=;H2?;9m+{ztnR+dX<OwJ;h$ajW3`T
z%e%Uz5Jc51-$R|8XZ~72D0-DjJVc891lha08Q5l}RFQ3gsfX@749Q12qMt-HgK12-
zj(oG`?EU1!AA=Y#5+(!bb}_Zb)O&SWKX%3O%2fs(xM8#|6NTF#A;h;%B?n)xXq2I%
z?C1{0VW>@?%4GH#&84$J5T@<U#m;j9|9DxO5fopBi<@^T)wj?kv$Ho~Vx8fpV||lh
z(p%LDgHCRz?DP_)=@tB!dxOZ4h|km(?DLQ1dL+W*leHQrU*BnaHIQ*;{RRhjhft?F
z#*VG}NGC-Y1<6{Vb(69`b=9HxDxS5&$#T9;lWEb$_c$fqSO$K<Jf=>nu6i`>hq-p<
zJ(DZ?Y%|MdyK{@-lZUv8<7<bK&9AG>9BQ6_9!4jDImS_14?ZpGHK}butl*l|`Z+3J
zEh?~ctW#vGL|)z&)<k#sw1x<l&Lqb<adct>ZYrFiYF0T)$B|P7K|FUkC6itU)Y1@J
zOd8M5&!Cc1D7PZMv~6`t99YD3Q<(<4NUZu=i|Fw%k~v*DPn%3bWmBI<(Rw=7$1J;k
zm-V8rtqOPGdi8FkBvZSFW@o&^?AsYJ$3vY*8D7t@_8i#^38sn?QcDl~M|r>{o%1YP
zXJiL|>rhN)l1X5(VgXAt%~97N)rT_%gFd;(%WK`j);_B~**eqb+DK9Y7m(y@wJT(G
z&Mk2P_Rk*C%REZnbe5<TX|?ZoTyP}s#WffclM`Z6I(66Y*WcV0+m0?}(>lFuJd-JC
z^!6|KCtB25pw10C(Rl9(SN?E_KfRGUM7iR_9(<mY{;Dv_SJFISS5b=FQlPrzEj+Ag
z*@N~vNagfisD0=<mjXt9FqVo_SsyE2?+jouhwb{6zc6FWMr7NVKJxFB9Ce2}l_oQE
z@??N>*obIE!QOOstm{~~XTXv$$jo=*t;GMFWWWEETnt+6-*%A?hwnZ|g138Zk1I51
z1GfLwgGW?TU+pwI+%bNdP^Qjsmb2WAeL`FMKYj$SUKbI(-IZnNa{JCZ%du-|0Q4cy
zb5RB#Z+n$YzEE!k%I9}C0?7W<O05)XtD)x?DW|@=x%BP#Gzl-&`g|G^X$^@C9f;U(
zsV_;9q#II?drSX(mdKwl;q1SC5#uID-)$N)%2wc1z#FNSbw#1JElv{G3TU>X=L0a5
zx`31nF+1q|_g(}gzqsGM2%hY4nY#cR^aT)P>YWu>$uR@kLAQ_xLdp@w52_XKe9bnx
z55+on;kIlG@8V91VAQ!x>xTdKA=Ifdw6B%D5d5>f{{5%%k>@Yt{%B1807b{xPk8@+
zDS!XdzyBwZJRYfl`1|Ml>#x6kA>ogZ7YJu6wg?jO-q$~i0Uq=<yP{tVJn^w0B0V$s
z0VYl^qw`dkKqzLj16P#mKef*oI`!TNg!1Q9ZKd2i;9YMG5VUE9f*A^EumP|R4*csy
z{`!?CR7wsTtD9Fs`7BmBnBEl3dUW~DD`sl|A|eFqts~uV-rPpYo*zQchj%ZM9eNk>
z*NEAVW7dHFd<`^iEKs7cFnz>=^z(ZGT$f%#B(yFOe?&m^-wuxlH-^APvj+4Y&%SZ7
zT@uRX|MK1sD1)+ee363NbYK#ufs46-bRvM0pkxbPR2#y3eRm-+i-G-itwWK5E=vZu
z=!(0L!u6ZWMl!~x+Y=vv077DZ*t@$6g27vX0lvfh5<&#R^(>>^gh4HfIYay9KrhM0
zXo$+j6h7r?fJXC&V26CQwuLn0o<t!Fh*mCWlw0jckl$a&D*SV#Ag#f>#$qT{Yo*gO
zG_8=Z9qxw^{UK1h$)>~SaHlSa?!x;{QlYZj%`e+35(f~U$o9tKeI(sxN1|^5f^w1C
zkXC4Szg^gGMmnG6E7k(8rw^RH5D(D`Pni|sf-8%@R@(w{-UR}(k;adK{y3r^zXwxI
z3`8(ActDOx=oXCcX40FU3|(i>ellB0^TN`MS2X@_29W^Z0651o9O1#a=^qX(`Gb$`
zNE$K{i~^Hs#O5j(?$3;66d>K|$R2^jgEB2X0%&zmv>fD_NRNPvP;?^&<d%I(#B>IA
zYaSP@*mZb4NV)Y5%m=NI=xlbe;y)kg-(RyDiP{mpGsV2h9UzJp11o$8Dr#3J<2rlJ
z6#E`ZGvN(Prx)&Ng{8bm1o&p~ycuNVm>IWluO4|v%&xYSHwHGhf_EnoNu?hJE6aSz
zA4$XiSw@=ROwkJe0q9sP#GVc;M;kf>^66!p`xu`DV~N!DL!sQMOKK!2Em+X6IzPE?
zEZjw&FklzyOIT;K`=0~#t>m?HB|&BYAwuuK%}opm$ouUTg9Z?oNTWjbYnRFKRVCzr
zl+_;mTFM?P{CNHrO!FehC>|d0zxYZ{0$cqWj5Qep5Ey<H^7uJ&Vo$_1Ye-Jf-in60
zvOK~>8Ri0qg^6f3c|QWg@5ssSZ6>}qO4bL(_En1j0VDAKU-)Dimt|7%{VQE(xvGgj
z4J#i_;8A7Tx5zyl7R+fri_i=$Bp~-3tBt|uhc?LeDrQ>kThJ`e)MaVcKcU~8+pBvk
zHYHT5S^3PGjL?*%$HCqs9H>WQpj1NGUZ|0F5h^bT1C18%mN-qOIDbxxG@!64W}OYN
zN8tE3!LE|uIf}Fktkwa#`(QczS`5_nfoS%5xvYEKW6*|nw}FvM0&NTMVLFgs59PM2
z5g{tGf_55P+y$Fgi$aF&BjiXARs%_sw$6cu-|8xp4G9=XKDqlIXcqyvAr5+v!l}kc
z*gghDar;QZ(bRrVI6wcawAj_nsn98D_g&CF6iP)tX0yrotRe>nz=Fjhq{;xy|E)Uj
zwCX(G+Eze=PQgz(d=%2HJphoYb>iC)$o#v@%+X0Y+e|Y7vsS`=Ct`OwE4M8e(pw=-
z!p12m;&^>6sMPfv%+?KQV}sS@Yj0Q<P<2v6i3=7P-r9X=RuOkK44HIiTLh_D+yz|R
zuDo2E+&&4)Q2I@n_itUqlye;PP;LH%E%B937~>`)^>mUi=XeCi-^X4(`OU<WOU}`Q
z;r6UX0W=bQ!w|x@@M{mG%(iyJ2q2<8UAou7Iy35+Y^L?~&=KMoXuG*-^sJ065t2(@
zUj6)<9H}DfQyIa@V41LS&)&oc+HdrMcK%zl+lQN<E@WuGF*bIc<r+GD**(~89Bl+L
zi=mu>N8so5>T{U5-H+nF7Yw2#d;^N>J*$Q2cUmovh=vR11PJ8I!wM1D+|P@~42KFh
zAl1@W;byw1Uk*{~Lj<;I%xsU)_AID93M`cT*~DO1$U&0*+Q62KWhT{Hflu<L`yia9
zzGR$wJ**SkAYZxf0iJ`72^_<Hhgn7Y5WQd#gp7}3*7I0ObUB2@Med$y5p}YMPO||K
zmWz#Fla)ws$vw^RH$3)=^&<Fg9xi;)O!4bY5xA0k%|6leO#2F8-;akRhWkhHta^!d
z&!S?q#qM0!knlt#-8NFo08A>)DNWA=o5)b4%!jd0j}4PP)9d;m<_xL_8<R_ZXbLO^
zb|11<t-B6ge2655&3}F@pZ(c!*6gQ4M;T9F?zKOMv$+>fkT<NZ5D8CX7&yvctl-|S
zFsnPU4Bu5=;w(~&_n4&+WJ#7cUc&iNHv}Ca3zD$0%zQAZkj-2>8Z`@A@qw95mW!_a
zBamT2>B17~L>P-}T3;TKTY22C3+{wU2PK;(3)lxgAp!J_*!Mc`#zUB-OdU4<`6qz>
zGDcoULhy$yF$GIp|MSAMP;DbIx`Ix)Gtw9!rGTzE;2R-sNYf?(Ls}4GLr=hh27Vn}
zO*tnArL&m3r~ZFr9jPz=Sek}{H{{t|7%PcOk1F}NwgAIH(q5a;H6+fbx3{Tb=V#ad
zN7fPYCFeOa$jwQz=}f=MbjuR~Js@PMqQik1j3K%?ej@jJcyqwN7`_et8QJQYCjPzr
z*aQ=bsaqSx-=U}`w{xZEU5%Vjz#I?M3*eRe)Cm1=L_|Y#rA=^=86J^M&f2P5KU;dh
zWyvT-3=;-g<U8U<NwPq=AC7qsP|+B}n&Fs#2ng;EBq_N?KkUT%4H%WR3OB(7O6TmB
zjlC-9&KtTCMCgGtRhi{8Xy2THp;hB+8ODa;?S?c}nCZ5y8C5Q(4jlj)do>Q-x$*jA
z9;DlzaonFuoPdXH$E*FgA%C{4J>pj>!M@)nosV88!06x)JvJ3krm6LH0Bo&e@laqE
zzDX%=Y4pX-Wzvmj&OrJ<AE8iigd8>2T|JB#4D&tZp!*%ceM&n?J&cb^y?yQ`$zKlX
zBY`-$Ht@_pKAW2VqM{WbN@&q6-*g3p`lsyvFYM0Ybr8yIgi21+-&eH*=%*e?pY}2U
z!_f8uBU_1{H7+e)>~En5m8neF6DZ3v5dHOiQT+lFO&M6lhDL;YZl^wTWxr<NlKU7=
zIs=tp&<u1iffy3ua4d8h@bXnn9iSW{0JQh*yR?wew-#)(ul$)3@_yu!usH^vPg9{!
z+PR1qgp+u4I-td1wwhGvN*n>%6n`p9yMcx1tIJ^@LE>WgwYDi(BL?B&aREPj`kE~e
z^iR2i(DFMdvStw=FK`Vgkwq_y%KovrQ#D%vUSTc5MSskC4tT)JCr-dZ`twFzkr-wZ
zpf98vVnMPv5xGRMv^a?_N|(H(NO`s64))%k%Au%PWRw1C;CrDQh_5oR)%QzDO_Exk
zuO9pGABK?N`}m9}Nn|B&WkrH6f+;xA1Ig<=vy=w@Ft5Jk>=I&|CxUjH+ra8Q29(vQ
z`g-k8;q=MzEMN9QV5xuiHC%mt$EguPzYp4Fkz5kQPHK^=J)5&s#QT<bTXuDMT|fQT
zN%a{KS<n(&%|ChSRt_gJ6Z%#>L=ZBeX*4TltOosEA0S-wCg{|Z=RC;@vzeg;k%mNk
z)APc*d!&r!GC~}E@PR|+`-b@7KLc=n$9{VRM$oTK-Jj|pB-VOl(v_agp3=#^2<{?<
zf0;wV{@<BHo+AWcpgR(3tuGYZ<ni{O?F&+gI5yl;f>nfJ1LGqZsnBcq#b#;fh*(Ax
zg$p<!@(kh|AMGE2DRsa#-KO|-5vv2`QP=ueQF9t2Z*m18JL8HZSLizSA{2wJ3OpGq
z8hViT^7=cdWUUGR1iNG}`%CiI@jY&o-BcRdws`(!9zB~HQ3i>v1NQEq1l>r8l|!0i
z9<t1#On4<6W=Y<*W=LM?kl}{CA`ur^93ORpy~5VIrpb3>yo9(Ui8+?=Yd&&gdN(_9
zt#zW=*C%FZ`GvaRaVO>5f|atZBX~#~M!KwW`xJ_jGr#T9lx%}X5XVT`RVCTMp|{RD
z8L--MP^>pSi#9ka$v-9ab#l<(fjP(S_S$o<o^y-xTL#5d_De-D*~oSb)Csk$lQut_
zK;f=VQkGa46E?;qc>*AF!`6~ZLI{{hMQWR79-L(ng%p3|@s73?`|RZJ;o95py6b>c
z{qY6bN%XgC-zIuM;%f4>H>5Fyu6-G%q|IwGE13D7(>)$=W0_E1t%<?!bye)GR^>bB
z#FuOxa+pZe-cGDAI8R#(H_}=7Xl(=cW}?xjI&+M^tr=c%CoYd@bXxeU7%di&(?7Z4
zwnW4(B%Y!x{yEy&gX9%_dcuRnxF2TO=h6I<Do62DpQxpI6`~G^-g!Q~M+va;rD}Sw
zT)qHARk|WdLkP?`y;>mc7huR%?Hj?08um8-xBJ7vT{4kOXj*av(osHE9ZWdrItWeq
zkh#Ab95x{yq*k;Q#f%{K>;>7fxN8p?tMn(6&2sO(Iz6c=TJsV$5X5VQp9!U6SKCKc
zNAR`=Y6_>xE*$#7=<|gF>se)w7Gj=gyeVI!i{-zJAeWLjeU|!^0;^|EJF*0SH~o2(
z{!tv39Dl0>-Uw$iXx$1sWnsv2He=N-wS2E_^m%NQk(ik65qYpg?0Da6YjCu>%zSB#
z8loV{W1ArbtIKVLgovqgl5;o0I8QYo+UY=dyWoHqJlibc$Exj!^P$v5tjB7x@56dp
zaebOw4@2murqSI6REkId@y|8KhM6niL2=z&vSEG_fn3I^cSZ&1>Gn7q!)a4;a37nU
zvMz@{iLkyt{eaLY-y?xK$!8)uL)W+2$u7S=7(zs!DniMlh@mE6TAafLBIv)zi@dr|
zq?AzkYax!MIxcFJ{jn**zBN%!?)s_SHPjrJT3@QPe<0SnbrZ#9YnkTO@?f?9)CFSg
z(|D23@ci(#(56S&y|T;m$GTC@ke@y`>v^zaqJfn^`vqpA$nc1N7zhmPOS#;kvXL#$
zPdOt#d&W`wz)h*x-7YTpg~jxg{F-U@BFEg*CR28&%cX0a9D79eFh25Z91rTB_0&yj
z-LK=e-#pI2QbLITIAdhX5{K#yY7D_|MLZ;X?-^=O{%ly?K~6PW?7PyL8kcYR7X32c
zSq&(8DufMwAu_Gfc67b$A2=pl(n0s^VP{i<acD^ZBYmo{{@M@>c3EOiJuTpN6u&l|
zHR;)Ty5W750-C>s?!D<xY9++(@xxq6cqi9P;)L##ZSC@><zYN~CfVzYLlX9~x<3A6
z6942YoKM87(bq|y=C6w|A#Rw;nluh3`OtCoX$4u9EV<8(0b9A`S6l3Df%EzDLalqn
z8N~E7yB`N7nr9N0+>aubB!3*`feKF~t%r|Uj1QY1LlFg)Om&wE)i-v%Z_1_gkH~fN
z2;*6`Y8%2v6R6YPjyKQ7tDWWBe60VTCYi5f-DQCO)~+kf+l-7JUHnIy$fZV##Z%L$
zFw{G))_*>kH@)z+y-nv4DbuM^&GzES5XHnDT8Id}N<TBf7(JeypD`nh$q0DS<c8)K
zX*m9j`f}>AB9lB10@9$!75BO3_OSihJHvX|qBSm=YQ*l(1fw&KDqZvfIe}=diGvR5
zfxe<+wD4|dFedNVGi!O;aK~vfz~Ag!SP0LK5K{ecMwGL7({XyHwTmi&Lk4^!tMjZw
zUCch+=d|-Ql7&9&^kR+#9ezu{K^jCHxuhRPj<LBco=w1I1*T9;i5iy#sGy(iXvglD
zCgdU+SbG7tW3vwS@=#G818EdWc<;%NVWnr{x2W(pOv%I1PfK_o2{;70>av$w(%Y{e
zkMobOF)Vzy5J*Wk#anO27(IP{U<_|!iC*=O_n*0My5@{uMm>~N=_xxO@ZVO9MF_7w
z;w7uyM3loikg|qwGl=#p9S;0EaG??hi)dmjL}efaj^BPqML;K5l``R8|3~&yq@ST{
zO+0gT7cTRG%MdpwlIDd(n0tJIE8R4ly7(4x5T87&EqM;c)<*ZcLJhETSxZ@M;`pI}
zGcOTb_TuMm6_S0+0UH<-a|8v_fh$-%dU$6K2469_%(vZt{T$MdAPMH|{M!0lFaLTG
zK3@7Ye04-$2OxWH!4k6Nt^%;o{leeez!~(-G<&Thvi6iJTZYUPFcRK@OKbX>BxZ7$
zR4PYctC!A)J#q-)uRp^HY;<@Nw@q_OKtJrItubJHTkvtT{qI(e7-Sn;bl}Fpjr27<
zUW3bs97?(30L&eCfD_%=;d>ir2IdV*ha{MW?nGR@aD3MWtn7igyiwm%zrpK{(t5Bl
z(^>OXlXA#9KLk1C79M4P2IjSL@2pP7?RmZ%2Ls^1w7!+r?Rlp)#uTW@=ru%K_l)sA
zG>b0RZdy;CV=B%8%9VIuIsO4yLcFH7V5In6wow7ycuh$J%i-hQrw8m1PY%fTQ+xP9
zCAdH=#bI6Xl=QUikJn5lVe^QO?ZcON8SavbSc!*oJ$&mZO@dIt!qXK{MfJ;0^p)ER
z+z~89f{b2ZvFrriG<lD`RB7V3x6;j-e}F$izZ{?6g(NU^-K_v+03O&-34;)#*aGoj
zNFq$ZPSD>UpHUnL)$3UV=zU=mgu>j@W=+EFc561x7oZs;uAV;umooX0vh)md293G+
zv3f}llIBeS>&$QPz|!v9?`cAK0PY{b|3F^B@%Yz=elD5IsJ%^a9uG_+1is4okx)B3
z2%p_kygI4)#-AqWfOP=#sII@$N;|nP3#Z8fn7Hk3mO?fHjVJb>CX)TrZ5}G`&88u7
z=qkE-0Tx?21WSEYl>^C9f3{b6PiLvq{T&W*Yn-2Mfa?}&IxFly4H{@UG$*al{8}9n
zE{{+FNXjgPr9>3XkAD0IE*%L@x{{E4@PUT4Pvdm3jz@~VXiqebaSJXSho?*-fIB>|
z@*#X+B+b<b)9k#(a;LTNCD=ESQVPJV^f@;nW$!m+{co$rvBUqvs=*vAh$-ygqu1}3
zdbm(r^<^LrHV~ElrQl-IsbKHi!&nL#fYg{6npxq}=$j<gY|n0#yiPBQKo|YXJaKjk
zY6gx@jA;^xFTQd0&12}Ln0E7#;d)*!zh?>LI$ulh(xKo4z@TyX-x_?i@4Mtjz)d7O
z$?E_5&FZfP!HQ1N0I1G*U975?W1i_b?4I->8D&MEKO7S&6Z%;sXe0$ixd{fb#|a8e
z#-(eh=I652R-so!r++yuBNu?p6gM<m<Yd2ohNRlv@DT;$mQSn`j1DZl9x5y@=Hta5
zFI*8nm3m}x2x{+k_TT}|e?|fvY4gcAo>j@OwVnQX%sIQRyuG-9gUt*=m|;Vv!t4u2
z)kj~(o0*TcM?y2~iHj;I_rvb(VifIB;0zLno|ecGSg_X8dnRFpw;@I$uH!B!melxa
zva_~ga*8d_+U<!Lt&04Q1r=6yqF3qZv2jR^P@_-MH+W3}>`#gO(a^4cema1~<QC_}
z&Ubc`<4WSn$2e?8&qt`!(*6RFJx@xo`T7`H-oUtLlQD!lH@dqVUmU#9*hob}e+Q-w
z3%&f+7oV*McHhPDXBSr&iU@_=eGR(R24$i*EW&Ca6ho)&u69ZHHsAVxxO?w#to#3e
zxKb3d3ptUMnVHN8r;$}gqU@0rGLxN<J+nt;&&Wu~R(5tF+iA~?$o@UwuFrMV^}WCM
z@Ap0K`?&wP|G19B(REauz2C3b^ZA(Mlx$_~g<(Fx=sf=M!FgawFOrrV#7{e)t#K09
z0mIX(Kc~zM-7RnV55{6NGUYh363P;CrI%)+8{hbfAbbdaI1-iQ0)G84?6@~OEsgtL
z(%AB+l=ItT*5UDl;~}8LYy926%@`rm=hGKd=SBou5|@sozG-@sp5{}d;?rsV{x9dZ
z6y-h~6uvcO&d4&RLL#xw1~+e@X4l{OUS;C%fL3ZR1VhcWlyCeMAFv!`WX{oxN-J)9
zOqYM|L*TS9p~G0y7fEdL#QTV99lvJP|H0KZKT4c%zXdm&CFBfoyA~n8B{&@EqRm^@
zgp5?epLq0EMOID``{46zNxzsQ6f7d$e*bv1>RVZW^F`bl_$U&iA2ohGI5>4OR_x9c
zM(iJ`pAPLb8MQ0@=|t8o?(DKiKfx1TwexzCA?qiu>g5#ehuu#Gi7*v-ErOM%et>o)
z4&3#_NWjFmT0>|qordd901<`QS0Fr2p)j-(ve2#ED2rYQm{*kS&7fzSS4=8}Y9<om
z%bHB>QGwzXSU(|(H+Q1_WI{f-{1|sV-V;=sX2Hk%UoONedn|#Yh#wiZAIK+Y&$l&W
zv63T9y_)%_+hWOOiH_5;NLm0lQpFGp7`Us@&AVskw*dd(1-RW*H|4>(6O%9OQ0Q~l
zOF(!b$}WI*uX&15)fi8BkHD@gSqZW7B!Tv5O@sG>G9u*s9vev%su=(52>FohpO>6U
z;Tkqe<ZF3`@<IGII!7fGbA@n+&xmqPrL?2xE)om`8)*lqZL0o!58{XJU|Nc%SS}rC
zgPR6FMzJkN!nO{&32>DD1h<_zp@k92pkeDa74*~HRStB^qGB@blr2s0GPD2r^;CeV
zM-Vll-xVW4$9Ke83*ZPEzL>3!GE&lZW$ByA40j`7E#|!8BiVij?EL?6YN#`;p?F(A
zVkbNcRk}*wpyDn;@EJ|2AdqHQkQUolq3{pfnmmcnIM-XAfi5xq+(6AfP2@BK`R1^L
z-mYQ90@AwrLb}7$3*}%*?shHEPPKd0rX0A?Cm0vFIsKGA);=6ZOp(I6MB(C8^`YVu
zWI5VelzQF2&U$5O%&xD|$l{+4$PQ&sCA1<S_UgJRjbwk0^4V+H5K+E3w`iV=?GCxU
zxk*TgBR|Bl_*}*b=9kDZ&mx=@Z6O+)=Pzpy^+9gS3p8N5z{g8f--X9XY3P%Rm@J~2
z^zc7hPo**}$Ms^>UsxP=cZ&#`=vSFnp3@CT`&|%oc}mZ#!n^G+A4OP-6Bt6FWKHsk
zdn%c&z~<VZSoGVG$vEp-r5$5+SnE04G>*zBY%bfTBWL&G=yUhBdfy97I80%d?DrB9
z(n-x4rSWb=S<Jr}?T*FsnkxtotpvjOJ1-AGN=}{XvCm+>LQ$>r%lg^s?mez=W>LX%
zfSE}%@c{Gew6wWpun=H<3zPLI&nL^@-VS2VWlzABzbF;^pV##l1N9U}D76!=ch#>q
z64oOHchI2AS~_v+Y7FGDQi?pu)romF!sx_lyASG0ch5&y?fOhYdgHMzwYIloJPnEB
z9Dd*F5h#QN45hCjj?^$iMk?-^W@6OD3E2ds7~4$`0xunb#!{l|9$O_5#qH)bInh9q
z9H4*EFs%rSIlx?_a)+8n(?T1cXvv%GY`X*tZXknTTut@YUrLia8mEfpx1gd`KK1Fv
zL<u4acEmfeQFDt_-Bg)IJJrkly4bMLgfbJ%mCtJ^B#MI&w&a5LaLdM|x>4HMWNkt2
zOD`l`qs}V}&oRb#dvDhI%IZA@s+5F%_Cvp6Kt;4c$hA$m+5Xav``Kif%MJ;bVK9qO
zJ2VhgW{y-$IJ#WP<%RFc6dHXHw=g10%gQfbJ(W?%!pz=aH8UG3dMPXqhoXq$W1W5*
z9u=v)<YvM$Q=wvvt%UGW?3^~|asf}fkbgY+ZVycZ57&Xf*muI2Uxq6f!Ry?wulK>R
z-{p581kyFl#<<d*TURlWdW30C1hHbSPGi>AVfjuhpIn%tg_})Z*KE&0=+JwW+d5Ym
z-FNvK>uR$orrDQcaiKr+ZD8=_636I&7}`(nXO1-X!PL3>XFW%?n|8oLGxb&!xlD5x
zFHv_R?!#}^6)Z~Njqtv=-Q?f-rr6+_#2j#Ed}S3icEpqkMbV>ABT$qqizs9s-fw3!
z(`X{cqNo~DaH^)e7z+`H4^oUKUd-w@nfA)y9>;m1wRKo(%|7V)eTXo}D`h91@BF2{
zSU%A(`g-Y{<_LtHbeqWZQv7@aH5HH(tbpZ)anmfuO~w}mDk#19+3`8RRTY|q2uzx!
z5?IGnCE^+p#n+19htI@I(@?R7_mwg=$8qU>-{KZ1A;lL?W91!MCBgzzKk4}naaBj*
zSq27Ppv61IDwAk%h0TPdi%rf*?XDFDZ|!_q{=TcAqoR#FDZdw4j=>lUsmzV0S3Q*~
zD$jkxc`S!YH7ARSjEwRy8S&(pz)wShr-SKk_qm^)R%*{WmNC~Ysp;Iv^X=1DpF+xf
z;KWR+?>?Imr$?WXAX7_7_gMc$tuT>H1P%zqRAVoP|J<hB^gjK&Q_{~aM~O-JJCQec
zjvllXAVHG5iDl$rG4lRc1cDdGZ%H#|s)uFolMViHR8CZT0j%zY#NeYK8EbPF22KIZ
z+IjuYOGs2<^&Rk*!^-t2#TAj0=xG)jWPXVPK2F5?a$VKS3(KHb2oRly&qx5KDkb#2
z8_~dFF;|U(@zG;f+p6}|x6{-O5Evt=hmFOql-P5_M)T=mtAXkjFOT)}X77e@XQ7yj
zznevdjHCO~WIT8+FQHmb4|dqU96z<@OU$si1%Gcp89^GQX<(3zjST@FQ6%mdtU&M0
zw4Uz_LKGz_@!dUTjhfMl3Y<-a_x{n3LZj+BnweiG_=ZCM+>uYB`?JYkJ_$BS*=%7M
z93fXPOSb#kUc6S=?=Ld9L&bMox0iycY(xb#CiS}^aJoR}$L)q7rrApg8Oh1BNowGI
ze<f#ni(aiXlhG~oD|9_EC#SukDw+zFA}A;)Db-+O)^2Dt#tGAINGo07ARnUe>#>Q!
zpp$CoybJoIQ&00QW7MC1(=t65BxNm3^o1lvJoG;6gDM2NINOjqDRfczwcJC?cCrY!
z)6}n9cuG18XY9DT?!!-78RXU&y9EJsfr|=mLMCqK`2~EBFssjVrgoGvTW?O^o845m
zUwdo}t_xmRBr5imQ)_@G;J0y4m~hN%VGg{(iEB#KbbM~?+4e1nVKAabma?+IJE`%f
zP@;QtiTg-R0>b}qieRpU8DK7P>X0ytDriHohevf%#<1ZV?P+#c#*$fN=bRc|!}ZVm
zZa<a^Q~asFHHP?S#dEAK$UzHR<x?sTOQPJ>nUq$gd@-kQ_h3yj*YMBtdoTJ(3wB7T
zAvN)%zO{fMM6|og*yufd12g?JOr)R#4hh}cmdBc*5Pka2wb|bwfV|pEuJH}n&}ETW
z)cz~yDq_GHSfZ0QA1K7RbL-Oh0xa1UD~Xv*6sFvlh_87p*z7mIWFG8Qli+$i4!|`J
zxS)AJK32&3Q**z0z6BBxG^JkhZT{f>O1VOfBz&2qTOx^(yNTr0ob<9_fForUD#d0W
z@GGr<sD&bb%HyBpv9|X7Wpo*uB3YR`7xIqEF1-$gQn7IgA-R>hhbHr$P9|SDWr7e#
zY}Lhv<|Sl2OrxHU{W?qG5`1k_v!~ER0m)8KgUq{+596Glgr&|hZ)CiSET(XURz`iK
z?Gvb_H=Uy}(g`nQ&g|TSZ~3ZV)IK-ccxb)+8mKEe?N&yHH;Hv8*SlX8{-{Ga*4B8T
zb`sH{gvp=ubL)I1jRTPwiC0)clO}>|8z6nU>)66r2xnjl2Ze2x(GIOLX9OjK;QldL
zu71dWFmEa7ZiB|Nhl3QDQ`mS3Il>Oh=73I^Ao?eJQsq=Z<EV5pVr5#Ar24d&IS7A}
zP;>6eZx=swS<rlLbWDY!Gfl8I{1VPJX=+fX3{FGu;0Nq3<C&VtS>aj1z<R;FPRqb^
z6tmiPLiA_7e(u`UuAUzb#vIRbu^PdUda_`!3MJ(^H_o!EcGh#=y_<(o9fE^(!}Yr9
zE$rmW-T$&j#5$4)<L`TlWhiIzO&=9j7|NTFpETmLrJnRzJ$ns_VI6qD(S);Q3zi1v
zz?`<*dlqBUY=O6D%{R!EXDGt5aPYGO89*=}PfbesxQ<?y?CvIo=`3Co`MSb#{3D)k
zoh1>m2Z{1q^ciUR<Y224HI)6*<MghqwqB(T4K5ujnK+w`%^OG)T$rLDp}i!T(zM+y
z4ZX)3=YvPwTQ!c@jaN37L4~!Xc|A_<J2`c$%Tow1-`w^n*z+P)Zo2145nx4QOn1yR
z#_<;-$fBmV!k6IGA>){&7kaJ?Tr0|zC3@8#V|9I8DA-xr5($(Td>!hLT$aTC%#o2d
zk#M4$$-2(vl%q63CNql3dT-pFbBDI$(Vj-Q>vIR9z?5DpVdBb=19Y{m?)+CFN2ch=
znOhBvuTre!7!s)iOa%!sBp5;?k~Imt>&7Q4<K}js+v(${=3Bd+$G28`)x*kw;po^2
z)De87WBY~wiI{faI_E#=vhN|;D;Bm9@MPsfTq_3_{t!r?Fgl=hOKRlOF6AzG3@Drt
zYY$uw3twSRFIGHw3rocafHzXD8$fKH)HMR%tu8#)k{u#eW7nN?cjIk$%s^1tQg}O8
zlV@WG0(J<mac;-(Kl=6*tP<}n!sg?Uf^M0<3!+c0Cbmj7tKBLcHU~^)qtf6x9RcCF
zREI~!CsqLi$l_xtrtbO7rKU0n(YI5skn)&ha@`WpvvDLnWdj8glmL!az#dmDfIl{i
zGzF=-$4m^j!Sg#nc}FzL4$F$QM7Q%aeT6_4to&h6kbJxez+okv7f%O5^R$JjuP36%
zTa?7{ANqhP!Fyx@Uh<VMuda!xzD}DTor~hjw&>}~a<hc3@6!QLi9e$_v?iwDQ&J<D
znRI4@OdQ(BQ0J=)HUiZab<k{8fXdOrszUFu1LUlOpzD$fL1d{PAaO)<V+dmZD}jdR
ze_K_vzuj!F?O)WMY-hptKQuPHU~vtbb4}|p1ya|{gnqFK2_IbnkSl<L&q$+xHPF7T
zOZDsHB;$_S_sMzIKntgf&VU<W8D#1#KYm@jcA>F9F<;2vndXgU{p1(~g~$mZ8XpXW
zCm(AM=q6S`TgCa-X&FEW-I)rv0mYwz#b5*JZ;TV%xs``GXDiw;l8J#`f&4Kdifhc+
zHII-dz;rT|wY;bf6m_7sX`)M-8i2%r$~1*&>{rZ*LT=iwb;Gv34SUvr03`LfgA=R*
zaMTRZo8GwRAQ5ER<XVPeniN27(?A}&v9=O3ww49E{uaT~+eTpLHR=DP$w~Kn*b6$r
zqR;2=^`A@1Rff}<T}q2zQ%>`Cle`jr0MYrx+XWE;k@IL?eG`G4en0&h`LE`xfrzQ%
zsywm54=ttkdD(VXBqss_0-3m{LS92Ae1BvpfRF__%tBG;79(Ds%Ryhzf1lxgDvdU8
z7ol)Z3!vx5`ngM25TDYyY;??+Q?8iFd!E<mH^P9zEzNg9Y)y>h^$UV^T}31jkp<`g
zL#E4HHy!2l8Xp=iuZ$k!eO^Iq;OR_Ha(?{KOdwh59UCf^j*YmBN%gIh%%+^qI6Y3m
z^Ya4?B+|Fy=)@sv*cq7nfpg8NYZ7ikgzTBDv}Ud>0SbC#WM6&6WUeqLOIf*2`fVC{
zi*-q9dxa`Cr@5e&J_0VWh<gC$DaICQ9b4Uv-oH8~>g69spZ8w>2K^UgBE?wjO@2)h
z*Mz8L(Pxui5o!6!VZoMjR?wF|D&*^8*2Tgvk#}^>7(~N@gWY@-FWyAwNmX^~KuSYl
z&a#eh&XG}p;R}%k(SE}!ddqOp;HS9Cf%cUOZMyQ4Hj0yY4diz0CMkr()Sj~(=m|sf
z>HpYwv>VA)HLPE^DP%5$2dkrnGDYa+h+Mr^35MNkj^p%~(3ks&Gi3+7Q(GiTJFcT>
zhm$P)=JA6&4VP4ziFLdm+)%k_+ZNwx+JsmBYW7Z`HR^Rc>TPFX<9il94Do*af%hx=
zIHE$?-eC2M(X*%SIG~l<w)zu0gm62sX3uSWpbF^}nkAifGMFnlU?(c`bwUV*w;a&L
z&{R@J^&wUviI#%Uck$&--&^%AVNJZnR2}9KpPPBQB78;B==0Mm)*<}X8%f%Y>>F51
ztB~FEU5Jj@{sG={bRp@~i(Omd_BCl#Iiqr^SYfR#gD}puXXdvW(VOGj^=Zd0H;YN6
z(oL78HXG@FE_>j<!PXV~RQdj%RaW<N{lE#W7ZL90e91m*f(D*RssYK-@Nd^%6H}IP
zZpm#hjNI!yXd~`i>OI4{J{uy@_08X8gy|o+YgI29pGJX62QU&AMv8k+y8^qsdQZ~3
z$$9%?j=jJ|#c>n)hI>R%w5wQyW&jD<Ps?LPjt=T49(HW0cSz`QRnG-MKK2E+8y^|q
zk0pC}u#iw=_3h7?`;#e6h$7w4=k}K|4Tpg6`nPYG>m&f{>?NDf>ws0}3vxR;By0VH
z)ci-VJ|TG|WjFLuCrec-T`X)>|H#w?fSZMy>WMHvId8g8)e?F2Cp_~&x|*H~T5d=B
z_i_Jhpnv_4ESxQocE{oCy<NyI5s)uGeW(@1sq+vPI}_k`^f}8WNs26oh1DRD6sE0b
z;hb?q1xN`KpX-iYPo=X1GNOS>h?+_Xh%T+^S{&Ldh$?i~9+JWB7W-A+{}=JTit%4n
z3ctuD=C4J+=vWz2fut6a|81Sb@1qL7`t4JY11LiYLY<Wk5B4K*74~wF$kNCqKwpto
z@mNG6j|kx*yeJNV+2Q^j$W$<CWg9H`_lNNR(<%x732z?HCx-aMCt_ZIEC}F{@inY%
zW?E<eXEr$v4+tKh5V0OyV2SR{I>kPU_zVz7!jbg=@@&=K-sM+Il01d{3-<uAV+;BD
zF%TmM`hR*i#KR$MH>)3X929Z95SP$05Jvy?l2q2eKVIZPTOEaGH7x>ci+3}UB(1>O
z7!Tk*l3iIZ3NbnN5B9dF;chBwzl>ziD$67Drv2TA;F5F%Mo7`@L`HtN)iL&~5AO9n
z5hPXuuGIwwnkOHDrc@|@3QvXnF=;E(wByo0|9rFHm&vE(%a2VQK83_^^NnN{;8gLD
zQjy(#AR>5?lvmxH75JffU~u9;lATCo!_PVmDc;<OpM1bD;BsyeNjnE9+xS5-7#z!E
z^r8&1XurVDo0)#uL^1A4vzukvR1{Kz%o}fBc%yx$0-){OHZK(zkP`A&^==L(_xgW6
z71kV)jo!Pn%_XvjtMWaO<lK_#pD#3;4iZws-hp{EZD<Ct6a^P?NDo=prZ@VlQi9&U
z2T+6mn?i}`EgQeRzY8S<QIW@d%8?l;%Jw$~_|M;!yaAFN)e|bgKn0%Jb%h!LJ|zEG
zH-8Io*MUsITSvVTSr7^s)>sUF(R5;lmT(r=JwPiqi(ph?(joif3Hs|4f#XAg^&Z%j
z=8%|PM*2|{gdwNHK<4<i9Ln9aa9B%0E3YcdCd39tg1>A4av~~F7SjVJx2AnLhtF>2
zppe8JG6mV)G|c_)!m^QSiF-F8PKO(m)rDQJe+}0P3HE_8CiEBW=rI4#`KbGkU`$Mh
z82GCs#C>#^M<CGlJ~-m&*8!OE9>HNv9x5A$r;1O?hkzfJ&x|ZM)h7AXJk$mdu6dyl
zBz2oE30t7H`@p&zZf#$)35k&34_D`^57n1c!+%Tu?;x)L<RVg?2~_ukh=4?;*D><b
zv-c3qKhkDn(F(4ecu2#JgDjoY+XUZ3#XRe28dZZ4P9J68t8$e-cE*vlV-*JJ_<NRR
zpHUF+?dL3!{-7FY#|{}z1$)|Uwo$~of=DcpD!qO&M3Ho_>@irL%RukhhS0fH{g8FH
zbZzYn)HVvhf?m*<5n{UnGOlv1il?jCjWAXZ0`AnhEUVWKEgKehTOm=Ab<GLMk>2-S
z*d9!R!*TQ1MMwYn(dJvaZnkqzK*IV65f2^S90tC;&u)2WAc{c^d9_>Hwh7@Kh}cz=
z&C5+)X}dBU4e8&3<e=Mp_cdt<%S_5s6&I{wJtd<^pCt9;9Q7>2YPAn~u0L;o-=Upp
zK}x<CL9$=c(IW#|g)2xBs1u!zBa)DE#PGJiS-}b7a^L?MT?Q1<TV-qB+L(T@r-4u9
zG+a96P30}d+PL(2!YM(%QT?F!jeq`fo#^r^XmR=BxWSE_0t4_s^_)>N#;7oXx$kj5
zWc-&Rl+!%j{JHIn;L>~$WPM8oLGZch|B)3SF`)q|2YAnFJM1<~X!ir|4prTkg#^$B
z3ne$b^LHmtZHpo)N#BR<D8TGqDYo+pLkUR0kSMRt#9}@?Z671ILCa`yE8}`4QtMa3
zg`j;JV%7<HT1DwgeTyIA9jbX$X3cF*K*}%E!1IKB9mS;O*2RxtP}GE3dhV5}^IXlY
zgOPs4olSxkpIzyl=YGIMgmnH4mdKREh{GrR^*&sF9wr^w#u3}3#A0&_z2dGmfRl3r
zniU7#1d4Sk;=X^^Nu<LPkPhdqhOCN%=uByEvjOP;xUPQQ0>ICFSA47KXBgJ}8Jz@q
zT4Q!`sC)QTuMPhwNN<qe8ea%TXbnKk;EE^OOVqO0Cgs;E7U3i2hq8te;i$D+0&O}n
zAvDyEuO_#t@SK0Omr4&~f7z9HI-u?=Vq1R$MxN&OG8U|R@Om!}v3y0Ho;5AzcM8b-
zIE05eV`0@mX&QrsFMc~UH`S#BxYAA0(QYok6G4H$&n{opKxX+<peg5l{A2N|<Jx5B
z{!ubOK2j2)vjCF1|56f>G)Wcp|5*9|kJ|spWniB$AD8tes2v3VO}w|?-u(*B?7pjl
zoQcA6UpZq-9JCP$kM74OOR7=T;LZx;g(^n;d^kOm8ub9k4V#LAT!hG+OkR}rC*qO{
zg9;GA>B51gI-=0)I+@}E-uZRpBafK+4xnYFiwBMEPM{OwkH>1gP6a4yBh5MxsZQtE
z)K5pwz|NQ6%VR)Qz6xmCnalar?l`qSw}VQYVNI@trO!uq1`32)N<$Eaaq|#ar>g*C
zYAUDZ)_*qq0kQ!`kR{Zl4q2~FkS7@Ipguv%9?lyJEO~dJFQW5*pzm*tzA3iN*md7v
z5VC(T`=Frl=xeppUL!S4bcJtZ1iWozPOkuhehM_6Y$iuWPW0Z-czH``V(;#>g|lUF
z7v9DSZtzr2eTCb2;}`e``KA)+sE1a2Kf{e6IhYI}NXY@R{DZvTEon-4@m+nc?pY&%
zA9UeuX873wUd3pQYJ!|Q4WiXFEgu%GE3bi7KLwN3Gg-iKTO2lIhpXip!j0HLVb+1e
zpT%TX`+gomOlOnRjjwupuJKQN<BI;0_TPnigFYZVJB^SC|D(OzCj1N#Fm|(|HPs-R
zHuY$Pe<6$q#`B*Z2yB|y4~O)R(1*qm?MWO8W+*HqN5Z;j9=$e$7Mx1kw>V9=&+i!x
zK-fS9qS`IyK(uuO=^GvJ58XFkGl>Z>IiQ|_mn8lo^>PW&FKlZ%wQve7BGI|5D@<}L
zd!VTr@xY;>a768_!UarNS@nCiVzHdeRmUA;N_RGB4^Ry>*tXLEuUa(8%q#@I5-@Qk
z{H^47^%I2vo!#eTDLZg6E>T15+vexWQT^v(6QDs-MzuN|%#2!%*xcHJ7@eW9Q%jHv
zJB`>5H>KyO9frog=If0fya+qVpw^40-*OlB2*f*46ifl<OOk-o#se79Mp`q26FpB*
zae0A0Ozbh}c{WFQ1Z~dVxfHn4Y+v)O!qN64;p>Cl*CGy<-<B#N*HA0vSVJFD*9F<c
zehz@~J0c2;Xm$u`HJA_v1xxB%f$tu+7*P)ia;!B7+9GGOrLeR<pW;H%KI*h^c?D$l
zKb9-jl^^H4Es;+^BG?Hzu&_~gK2WshmrY+_4~X!%S^bhuCh4M;m>o7DeisxAZ|FW9
zKjloYJOg`5aidM5;;wSu)JK?2NU9NC+XzI~Rl*rQc%e4554oq0%7;><s;sd2@DVF8
zlJ0Tu9_M$z!ZG{_{CQw+-rL-CT`p|p9D%Hyh*_MB1RMDYU2tKYe|mX7?olW9><Nc_
zB=x}IsN}(3dj)K!P0d<<RVsgWJWOWi<P}28!%iE*`-Lf|RhN$@CtR4_ZL01uik)!K
zkPKOM1bf3h9FEB&+P`LC9t0;NHL<>bl{`4Z6;E0n0zKTShZxl4_ppUG0@k-|4^5>;
zWt&NVR)Ge3K)4jn9t*vcv!QR{U>I<n`4VrMD5`T0|H74~O{F{m@D?vzoZqp85!@ni
z`md^&PH(|?NqmSwc~E9Z0S+tD-8WeKdm!3-f^QXkDuNF@cvm+v7IM*!LvF>?_WlN2
zh%#)k2PA$qP6mpbRO54lvo7r(ZDr2MO38t5=Ej0$8&{jlbR3x#W5%d~J@a!#4Dvao
z+wF(1p%UR<NAcOMiA^bj=hr&~bzYb!D|AZCo@!rkI8Ol_{+JL9c~Iui8`cvE>_fT(
z&@Y2R$BbSr>>7Zuw1uXy!?ml#Z6IYu7~zv4m|NzFHWF)HX*zuqpyAv^AK?trmLTn&
zT2{V?1f*9&{EQYk&)Sl0{Z)sMdf80Y__@%d^mcjBjFlAndLAo(Sw89VVZ<rt4lF|-
z37xFLVd-HqKltJCgm4paU)ozrH3;q279m{Q8a79%Tjg1GC`G(nr80GGu>F24qXyK1
zUy!7dH$^18vpe)Q&6QoFW+FTM1efw$+6p}T5p}vNKDBV~rp0pDBg{$f9>Z+Y_u7*_
zVzt^0U+#dO)TEJP;~Q9#<^kg6m~vq`>Xp4nt|j*>n&+lI2Rfg7`qnGRGU(s6+vUy=
zjH_Pd@J#3y7~TtVs!e)NF+FN6o<ncC=)=I-H%&u<6Knd>_31MHi43C#z7Kk!aJD#{
zi0h?Vlhf(cd-<~+L>wkFEht%6zHdE*g2Cmbi1x2tzez+n`1c~7yg>(B#4#?G{f2ie
z6IL1%-q|8JGFjbYxsxbjLD^omUjP83FAQ(fd<G6ie+zT!O2hMuny2RR9R+WqE00Zk
z3t@YKn*Zd?xC^+E7O>lI6ST~4p0VZd<K;D#EGN#fx;r6lS29*y=lC3-ALRVBejX*C
z9z^4JIdB)gBjoCOnJ8nWXr)rXUAhMhO4wg={>YB@S!J(8mTjaOns;8rI-=w4d}AkB
zNw;WjFs80K%~liFW`t7EO5cz+@FRuB^X0y`s*Uf?+tJ{=fR-P`ypQU5a4;&+!(u7D
z_m`TVVs%K2;w0bKth{0FDsK<9FcF+!tp85SZ~0TyK7!+Mvr7JRRDs|$*yNQKJ&n*H
zuigTs9O|y+%q^*2oS7Q3w0m<3kfy(#$rl*e{KgY0c1Y3tSFwXfd!K27wTvMxei72^
zkZ{FUE(}%1bjOs5yp~ajjl^9<mNB_%`~ijWtW17sRS3bE?mkP7ns)(G_joA`6FqS;
z(uIl>pD^_At>3<pV-ocGmEwW8N~AXH+A-i9c1vXtTSuAxAn4)$OMtCVk2<wyaozZR
zrqCS_x95HFq~999K9=BOWiI#PV9~8{^)V0vR7<d|cbMN=MxJxA8|Q@1l)Bka&faOi
zan2|GU0Fzgy7$2$jFtjBiA`B5zsTjsu8?NzSt+WIN)a46x5eBVYXt{If}Nge8`H7K
zUktw5oC}3&<DaDCv73Y34_;vOI@dLL+Nv>b8dIVY9n9K;(t`LG`f7xzphxC{cL5B~
zK|9F{MuMNmACP;wYm0)PO{#<I?=|!^oj;Nadtz_ALruEOuU@P9wIt(%&n`T|>;>h$
zZ~NOKpnrfnwXFAe?$hAs<cG@%&0O>QT+evCCjH$bg>#hZe^5QsI+u9Ulu4JPC_Mh_
z0@|<cx;Lf<9<l0L+(B(!j*sVB51Nk6O$eMU3>U}OIDC;-rq9oP*eFPC%(#I`wqYFQ
zVzo;ST%H?|y*26w5=|UwX#$p$Zk}2(UEaksmbCb$P}$&X82O*dhK5M!5D^2I`_^v>
zf3<BjPMXpQjqmFsT_nl)26MAY3CYQ-_sV!UICO$MpWyKgG08qWV{5KiXnaFbfJp12
z{Hs|81EShbOFk)RveY00@q~D&4*8FUAN`kx-#{DRHlgOn%BI4%6%;1fk%*3gt<XQ<
z)_JIFApehs-_1yb0K1vE1O@QDiJ>@(w!Yy)a<tdDgK-6{_5#0xs)rw=8Rbpeq4$&w
zhOR0>E9HlReW${fQQ(X!xYDLlv;QLHdbU`oUy-WjJd0Jkv!LT8sVh_t!SCcmpS8Dr
zmhkpv=lm|8PUP)p1gGkP+ze-f(x!o40$X8i+Be*X81pF{=Bv>yRI;($4~%9?<x(?U
ziXBitkCin^u2lrG+%_P3-?k(>`6+Xo%GQfp-sT`N#Pn;X`b*A4cH5On>!8nqS;@D(
zJv=|yUSModCqrK_7T-~{5x(~uwNTlEGKS1;m>9nFW~nW00W1*P5JV-rJo?T+ievJL
zZKFvGkUFn^>88n_Q@harFz4;!41h%@h=Zj<8w1#nT*5AhVFHF6fWlR9fvtQ?YD)wh
zWHy|ANOXiLT*pWNi`3S_@W(Bg#z{{&#$#c6k2{k3f#VI?u8^{aD@Y1x8O-QkpqlZ>
z@m&SObt<KRrM9w#*!?z&BH-+DTL&R$s&f>fn&DzSuW6b$v^4lZ0N_n!1)6Y^aahol
zH~8FlKS_Xr$$k%HNU_k%6CdvNL=bF-Sni-|U220P(GroHFW-j(;xj|}5DVkCf_I)n
z&hZP#lzTYt7B{)T#C;#`w<qj+RW1`-FpTsXw<54g>jgA8u+3lJ_>j<yf~g(}+}PX&
zAwpr-3e3hSNb=jh8<-hm0QHI0p8fVV9%3_;PPij+V}=~^X#!?QCresyJd)R7Pxk5R
zpt%u5W)kftE&x6)W>pQXo&8SoU)`U4H)9^unA>=bG`GTsG<Bq;Om2un^fRm1s2p3d
zmvdmF_o!Bx0h6MZzM~k_imiiZ;`<7$h&Hp^Fr`psa}|z5T=rGq<>a#NfR>>DtR1@F
z4Y~z~#smbaF80BmeD|)a2qHLww1i>1|C5T}EGFfb8PJTbV!l{;ePEl6*kP25F6HH|
z;xRqzS!TppS}q&h5KJ8(>4JimiX>rN3W3<sbOu_{m&k%N4UTpBCO(K?drU1H-K62R
zhZzBRGfg?|+B01Ru}kfn!6`Hom$Jp*Lk%)rw9392P`Lcy&R}oZc1U`CTW7bYq!|<E
z+~5Jp{PBuULI3^*uBWIjS8h(k_e!ZF`wzk=86gUeCL5@>vj%P8AtQdVcMau!VnNlF
zF?=edTN5taoVk(8kNn*oVCyP*q|a!t|E4CB0_j!wVJH^JZR%}z6#D|~;o=sHER!k9
zMn*jlYx@NAGi1p;Ky1Bt%bp;4F<Lr}KYfs-PvM*dz}TjdPE>gCTQhUrux$SK!u<i-
z+ol6Yc9WhEuy5l$ngpAEv3)Yfl_sSaPh3GyiwLQVLFNJ09zvO<!~GTaZw4oHe9e>8
ztTYYQsg`W4$G*ds$KdV|ObnuZL&S6g=_Seg2at91*m%|jmN61#ewARnIg+%-P-}q~
ziI6Vx@0x|$t{^=FZ1qX7JIJ%{b^xEJ7DYLX!8iGrZeLmO-@5&mw~4;Q3kX<;<>@wS
z9G31%j-n|)Q2uXq`*I=w*6k-Dy8R2&EY|J(FYQeS3QhQEKEmOW@3q|OFnSGgi%Iv-
z`s5+<l_3D~zJ<}XvEuw%`dzxPhLpU?v@{~gt%<L!xY2ou>p6qJu9<U&z1{ouQ!;zz
z#FmJyS7rfk{AO?tJXyorSOm8peamgm7LT0V6QS+M9%!c>;v>LQM`97QmNR#+-%nol
zw5Cto{k>umef9&L8!E7+W?nb>4%u^n!z_tBQm$BaO5nu8zBG7Yj>q>MNi6xt3S;JO
znb%^jHo677h#}ctyVw7LY3P^p)wOvDl)P)$Yh$q>kQse4SI!a^zWoExTQdfx#9Dnm
zcc=gAv^2j3F!@{kndf`4xbkoyY(dq{v6<#PaRY4<L*{SUK3`kuxn64$+3id{lmoX*
zQ5~f$UV^^n?cmi(@Pcz_GDfMlYq!UofB$-P?7Z>2PoaJ)_aQLg+pVAO1G3%u`7T2@
zBMkWck<u&!Q5)>rJ|Ngn>i$`;?b~g%-5H-{m$*=*QqCE<9F#INaMZM+y(2Bwq;ars
zq?_$~F3YXM%Wi>d(CLXyoP3D^1h@>1#VB@oh!F;m+*VyrfFV2v@*rC0)9nJkl+BI^
zHZ*i|g9tb;R%uk}RbQF!1Mk_7ZT5baQlDrVR)HFi!Q(8g5tdNNDE1Ve5AYP;kZo+$
zI4HYh#0^p06R9>Q&W7ikPc?GkWZ8N2Ff})R?i#WFDm9cU;{ImQKsjtXM*I{1A!quw
z6laIvb}8W>cU%G@)So=3agL;&`e_$cMgbk}A)BS@lgRUcWufBfy?YJwp$h@&_gKQy
zRShqY+ySKF9hVy{&vCi!EAD3$G!N|59-=ELZkl+tcx7hteLk&B(j*|`LLXxMFrjW6
z7mJx|QOiOU8W9FfHP0x`Q<T6Z`BlamSHbV4LZXnPAOxm;L1LBsgGyT*05^*RoTmpF
z*{0!Fxe-*l;aIogt!i{bIpE-LG16w(Wpm%(=R`^yFCY+ujZ`X`UA_X2r}YD{(|s6K
z6XJ_xq&V;^t!;S{sLk2Z0fzigiaQg&|3#4hup&UJFRi;WZz#~`K+Y=5YR=q-5-Czk
zwj=T}Z{*1X=Xci5cK{B}8VM87F-L;@t0V-r9La-azM-j6_GWKwx+=Xdd{l4>4$m*U
zZ+1N6X>zwH*pj9Zcz90GPhKipik_?>jBO1@!<&LezouxJ<Keg!fBT3@mQ6~-%$dA7
zkW5n$hfmDvavx1#D~J4<@EODK*XEFvJdqx{?h_v4K7-ME&-h~$XNA75JLi%oL+S5V
zk3|RR$U$~~(owv~69h*(eEKMIZzO;w$0SAd*ra@Kwzl|OYAVKrovVI8kaiBmEk`u`
z{Pu9gFQ!x1`vdmv7?i_w>u8@;rT(Bgt@gIFk;s<;+e`X33!^oqij~s^$VD2qa-mlx
z4L-i{8i9S&3&%gZb++ivV+n=uik3Pl<?&69!+T!zBE{S!3C5&vPd5REiZ6w^mY`c;
z>{hKzb`IRr{Tqf9MOjBh2N&LG3&(YzesTSSyek;+{h;X}!cM(Vag4?)$`QG>>b&tR
z*eJ<wpOK<7YhDY|du;PXaO09IFWYdG9{K&81?{pfy0R#t9z-v^`M6emI*fo-o`Cnp
zhuhtPLQ2eWX#t`U9D}`QtJC<%Pxlxx(K$271{a$cqGaxPr=k26wi<-4o?l0$_5a9_
zQ2Z)@ng5u&BMOt*B6grB`d4kU=d54qTsg4i=KiIV!k?@!-P?W&ZoegFVk<d}j9sO<
ziLl!C>L^yB1mi32J(adKI&tf7QrfB6q<ycS$~1pFUdlK#`gtR_g^$2^JrGk(c)qCV
z%#D98--*$H?wWI~6`?MOgq>?nGf|7>X_;diPh<Z|06EuH2uU&2&2Mbko+Kld(ARA0
zJ>x%1UomDXo$VQ2F(CNm7d4M>unMBIkC5avlqW-LO60wv2pr`s$J-inXHCp8$Oby=
z3I7(f2}Q`gC5l+a;$}pr;e2}LZzORGUOFrG;iBW)b~C;r_Am_MJ^%UzJy;6!<=fge
z%AetCL6KK|RmXhg%Wi<=p1ac!mFjAB`VCj9H4LYm_X94MG&xiHrjOZ~Ydet|=?GV2
z%)205EMbR`z<e$>&EFO&pqP@pAv^P<2QuEyc3+iIiQCDh(z8nUwdvKzH|5x(#q<M!
zxyWp!q0YwMQ1Ol@iP5-YPB%HmTZk>K=T&U`)C3JxfJLyXxz!3Mo578rI;bZ{0E&#@
z3{LejlVo@gPgzs-%Q-+ignK1?tc7}J-_JFL=n<%1BUgmn-<g6!#`z?ob(~jk!x`>J
zzSwr)xt3FIngDoEL)FbDFT?Ub&cQG}KuJ@Hx|%3+l_A^!l%xip`amkO5U={$$swJp
zcN_QNnWhrLN;49D1|8bNNCAQst?p)c3tcpMx~2Cb#I6W9ZLe^-_X;Igd-h(-eQ+6@
zTU#*Y8K3CMRao;a>=bX*2AG<Dx)^>(jNXA7dWHN}nk|+Qv0PF$@%|(nG-q=80=cfs
zGn2o)q=q!i@A{>X@SbC~j^N4@<~;i=XxBhx$k!i3e<}hy8~QdtIacbGVALr|Gog4q
z8aKh>-us6p)!-yzFqBa*r|8Z>+Nw7Z1I%mt9fm&l(sn><4b~+3j~r$YIxiCx;++h<
zk47FH+cnxQ9^W|C|EjZ3^V$$M7@H;fkIue}&#&#b&Yq`D#h=)rLvU!D+AD>=bs7t0
z?{}YEeM?zP?q<wef*Z2wjWF!0sej?#UJY?paizu~QGI!dmXsOdqZIw-Zwj&@8o!wX
z_3-r-LnjUU4#BbH=rp{aE8TqI^La5noWFw`eTNX^(S*B-JG?UKu0zSv0gLlCS9Qfq
zTS3Tefdt*{Cf?c<j6gX5u*M2V$4N(e%D%pu>jvrjr!7EgnXFzTH|d3>dI|vhbaYVI
zIrkDJ8iizq_Ob-z(ulAL_+g3dy80lRC8Zx`Sc|yVE<MmK>s8bNp&VxU@%Rn92!gh9
z`EIcsh1uHiu+n5*HW-gbg~x>C3_@AkDX8qJXWkL@PP;8vZt2ErFi<9E;iCjQ-DbQU
zZP;WEo@6opE*<zBgp>{pm{<P%wkeV&7w*0#RbHy-3upiqT6$LQcH`{DjF3*H&w&BA
zu+en5wi6u2C!Yyg%`Iwvbwd!%74(N63&Sp$1`<2cb~P21jm|8j3Op6MN9Z}Ty=aZ!
zgYDZ-4tuu29PvTt=AHbzcR+&izxEDD`NxwQXc8d313z+$+SxAnOxRtFGXZtNqC@uy
z>@Occa9LOz(+eABkX==PZe0Q^3pGkuEYiq4$)sa$1RkORb(Q9^w$=o?Y_9F8h;6Oj
zp^JYl`~Jk!nVcuimkVbqX~jGv)!-a6CYw6uN$O|2d^2wsuESAta9MAPxN@{);mWZK
zzyNwZRtEdIYQk!+g#R~}CPJrF$XM|6=8|X^3JeqE`1l|P9p8e36foAz@jMV^PNTtK
z|4^K&GL^c~UL7!}b<T%jg!xz&xsGwiMLEa0J{+{;6PxBzZqOz**{udT97qfOiBjI`
zx4K4unOnC!^uTM~!JrrK3*?x-<vCe@UWT#TQ~%aNe?iKCfe*F$&Q*=!BHYO6>SgJi
zdtI?NGPi&Zzh}yv9QA`Fk-QRpbF5t39mEL`j}uCVhsdIUWufhX*zqE8J|OTxJj8?c
zN58H(InBiS&Zhrwm3#x`BrM(~qYmHAGCr|kfEu`@`qlcZ2ECCS*b_~2F(<f+c^<0i
z>h2U?a0V4l2}tFqTThSO+_wRF>0M9ZImu9RL@CeDCv!q0?MTdZr4-(Q^}95Ij7^OQ
z<Fw$t!}yiz1p~gEpppUEGo)8)pV!;z{*(>)7M4~K@*SxqB5o=r*jm)Ri@~=8J<JQ4
zu$m?ZxcUak#}N?XGP_JJl4y9;ECAm~QEkDZPc4=YYIz2%ibw(B2iKGJ$GN_;;>{_C
zk_UD)C5_%VxqVR{KbV-p*s;JJw*P+HTaPIyLNg$|=xdAGr7)!l7Fv_qPD$#XLo1u4
zHi}cTI20<!>uFdU<@vy$lxbmv;^qE^(e~!(%f8(z+@BOLH|Q;O-%S3-_y(QX6&>Ls
za4np_@}7Jj7mGWXiDC)NDdaf{*3X$vF*^ARgXQGIQN>VW4NJX9mwhL+3mEvO3{$XM
z!kg!HJnr1S!M>P|RfV*VfiV;R#Re%co*G`Ui|pvr5~D~d*Svu{qsM>DC$qcH+TY-#
z@1^Pqc5ZneF)|pgwV`Tv_ni7p@mbq>FJYs+>w`j$Ea~b`B)G5g^+~u<jCS&o>)3?_
zz4CCe5(iq`mA-|^_MAIaX&J83Ibo`O?=T7+h56&A^bN$x_qZ?dj(ABcu@x`!w0Dw+
za!p4M3G^A}CRwoZ?TbV%ODp>sN>Y#Kdh@*tsFU7doIY(G6qIHVtQvUnr64QaLff`=
zLPn+Ix1{z^=IL`~o5NixvV&FVN}lS8J-|8MwMU5-jU|kqzkYGBdH*yHE$Zh3_6Dj3
z#cpdpuKHS^nNuyYseCBO2OYoyUIR5G({ca^C|?vj<LxALd_@;TzAiMqAVJVs)<Wp|
zVjI_$G=mX-J16}%PX^k(bi<>qem(M`C=%ja%-kL#TGZWu9;h2wd_iR?hu-?^(K7lf
zR<--+w4b8%Sx_Yem;Cd~g!U5OC0;2|Dp*w{b9D)XIX1!oZ87L)_aaa>f_%Sr_w=-C
zlR&!{l4=p`C`!oOk@g$RMYGnBN;e|xqUzm`!yr(kr2c3%UiYa0z^{<Eq6qwzAn@=}
zPkIodhUw(Jw${Yp(T6xB?|^=?bDaRrXPSkB=>#`eazhKvfs??mJoqtQFBPI72JADx
z?r4>3B@~T9A1SQaAG+QnF@L|Vaem9!TS4No!c4O6zRw0`>{F-hMK0?mC1IO78R`Q_
zZqm}J|5G(jMLn7#OSmgy!-vrSFexX^%tA7qvDS$Dq3dJ#qm^<*LF0=n+6dj>6(H)&
z5EYvjTT`jB3zo=h2%)8Yx`bG^Tp_l7<*jBxUF!?GsqVRB^NhH6EO!iUiKu6*vu@}j
z!F!JZo(tRIxP7SnAwk6=K3MsuZT(pR#!aq!CAlArn@PA37C&5&c~or`z@Mj5FYs64
zzKd2(M{*58c<|5@v%lj$-4;6n5&}vmm%$Q?N(feLNS*;H(83aE-OYZUTIM>+K3AaO
z;|pVMh=!jhEiF2EUVyYr=_|mKlP{YbZ$SQWC0v<|2M53+SD5>DlgEzS5q7;l*%YR6
zsc!iZBzUYMNpnrSeD}SnJ2V?nmv8T%m)}Hbv(H~ZSl$-f14KIkAIpgl!tRv6So#~X
zZq!-x0y@L75ApXvE>#H_Bd^VfD8x&A8ig0EGMY8-K-B^fKkZ!hg}g~e1mbffXy^s|
z(&LQ;t0p=hFPfsc^mwNu24C=X&fYPMG2C|aA>tqqs00=lhlW<xdFC$RK$CSgFQ?|a
znifsX*mAqM2_*I@WBVTP4|qRw<JwDK1g5JIN;vtHp={!mT~Ssw$64>9{~7fq$rzB-
z<afBlno4^3UGkbq&A9e;A4n;E<VbRxn6*U=zH2QtXW!J2zaOt_4tj(VcJUkTb@T2T
z357c^Z}+3E_4yq&A6|;#HSyOmQzSb^F5z`9I#({k1<ibsiHKdub4)-(jnv-vYXiFb
zG+uQF?mi-rH}Wm1lkY%=-MkAX-t0N|Sq0c5ZG#rWIKB3n&*53rTq9b2_Vq*V^3<y=
zar#^D<i$td$w!}C&-G&Z*$bnr1tYcwms%83*%mpHo7a9`Bc>>uT8nPtWZ$@(8J2M&
zXvCh}zQ!tBYMFieTN4fYmm4#+51lm@>07}KqEI%07%;BRW3Bn&cZ-*re)rnB#C9qt
z4T<n%c;YSn)4*PgJ<Tt>Vct@8<rYD56j9{o*TP(+HmtNc30b5XQ!n#8h10ds7g9P@
zE&Ck84W=sYm37QJC0`&D86wOo^VP4*cHc;N$!xcZbfoM$nR%YuL0>sWuVj2-pOe5h
z*cw_Rz84Nbz+j16m}B?qn~WQ=l2-(i^@+M#(u#1O&k}7oC-a6rJUj5I#D|07QB!I_
zU^F{gN;23l{JImpY6u-U`sBqHeAgE&+z~=TxQ5`MN&pAdEG|7QQsB7hmigGuN!>r$
zr3bta>yQ}NU)2&LRgLB%*79h=Lt9-JLvhwA7f5;0Z}6C8w3l%uTZMl2n?<$xls2;X
zUiaW+NTy$tCu7<XT|btbklJ&IciCAxpdhAD?fztdoCJDOpTK{_KMw1}I@d-Ws9ns5
zdAP<#)`gx#zYvn=ks(g$AgT0~i$_P&-6ghv!9lFlK&!+WU!`D7XN+CO^pK!~Y}TUT
zlyNkRI9gxA!AD}3L%X!Ieceo!zVwIrb-NS*rMeNd+UAX9h`-T0m^t~~Ux?bQvg`J&
zLh?moiI+_#ZAtyidTUaL#+*0ESiAYw6A!MVuNuF8pmG2?{TGoVUNnWc%l801NjD#5
z!<&BVwY8W-bno8B{#Uol2-ak;a2tm?r*IK>`Pp>R`t41HWKWK{#X74H&f>p%?AQBQ
z<h1eYGBV6bm2HZUKaTUclt1M3W>4pWBz(c-=Efa}yjtJh`GnE8(Me6xc6$gi5VT)Q
zb!D~CUj$tZMD`ySYRY8tqD>&SdQl@}+8oZ5jZ%5|E5Ad<O0lMZT5i?LD1)dhm4KSp
z*mpm#kLLFXC`m?cqELPee&N6s2~XI3d3)YQolT3z?U%vs4aPSBPDWapc{Pcnbtpuh
znA4Yg6D4nOJ8jIO?I@B9f4}SS)h`G7qlEkdsd;wQJZ%_7vWH2$Hs}yp!M?IFy{Z%l
zd#$q$pI?-w&3Y{N0i&98hRz>rhiNXi?&9#3xxjHy@s*f${Qf}Tt346c|Ic&&rRyM<
z$-=7|6Cysc*#TOlk%-IpzH#VQ^anzViYQ2%zKvTU@Ht3Zb#9Q~`SYhn(}W>a2B%lK
zp7%O)o_#%9mI6_^Od6NyChmhV?LL&~Bvm85GDz7W+&sM5E_D9BaG}H@>(pgmMB#%-
zywj1+GOqaF02jpK*Zti%fGGLj7JPs-33+d(gWHH8rDYR%v^H1;+dwql2J%`ZxUQAf
zr@tsc+qQWx6MYGAy*N8FNXaBzscj&FeYneMHg0w6JB;&f@ZWtTa#0PGdEuPd|N3i1
z)fym!dz75`kEi61ANjHn`G5OA$bdlqtx5djH~b&k2IyB1W(@>)4VHjZsRxnsz@~K-
z?qweMiTEJ<>qhZCa4;y8KcIgG)9&|8v;KEU^BHob^VvBh`<L|OGW-oqfMEPk*pWeG
zD3z|97)L?-ixXW?BT7<ctoug;t{0JavUY7AW49sv$<s)T24Z%P<$n~l4Irfw*z&#r
z|6~EdpGJt}R~+vPqWAwl_6pc7eg9eveBYP}>FPTOwdw(h?mBGdQ+7x*Y$E`*BKHx?
zrZz+{r$u7G<rfQ)uknC6b%1EO5ec(@DEu3l{`;#5ap;Ti_x&6|ex#g+Va0_3Cq2Jv
zr^OO|Nf;z%Z2)P6^)*quEmt49*}|zG2Wn=slu@g@hERMPR|fHuZ6H82vIGv6#5%L(
zyv7GwI7c>j;j=y{BBrwnwGEcf&0U59cxXn5+8=aH|0wJXXNO1ot){C~y!>FNL~O6*
ziouX-Z%lxx1*A(65*W<Yx&Hnp|9%o|q}%1CPXwdfWSNrN5r_VL#5N8=y&r?rksSB_
z)3Of3_R(2)@?VvK>UaI_CHhIo0_+q0QG>O)0*`PU95k^E!Gd)lWF$avws*nuuU$7|
zktmPLn1A&TL@9mh_@{q>#%Y$WsQFU7vHdF~`^1f&0jzX9i12Jp-d`x8*6QIdkiWSJ
zRza}4aemwV#pSV{tjc~~?}Fe}x`P0g_mM>7WB4nMud@GWQiX>XAeYr=MIpB8^l9HA
zk)zV1s0lQ2=D`pdyGs?U1T|BhL5hHu9qfJi%Yg75BzRvy%1jkgz5tlldlQ5?P=XAX
zH4U0DJ;XC4P6fFf?^8&MA9U3r4Sgu^DpE-+eTSR+3#9Non4*yVfXIOptQ#md<Np3+
z|2PeQZK;){;$1u-jCRArK6`;|mgA^u60y6x9m33w^pLD+xFR}1;3ys~IwVgJ@v}Cm
zG!qirl@cbXpyx0^+n2ls>bql3wCNauxxw5p(xx1*K?K`;28;Ip^)LP8ei{kl0AS*V
zONc+OXNqhmk2RlpKX*Jfft(1kMid9<Xci;`E%8XEZ+@UC!`>WTP=iUg)Q^VZC15l<
zwaf<$h%Ho_#lREUZeBi@j#wYkB|Ndykx6NXv|2<EXGR#Q_&mgX{P<$9uG>7UI~RNl
zC6#~n7BHzMos#fpaj^UaM|2xf<pLAB8N&BFeo-G&e}e4S<+<uv;n!$qDnY?*!I)yK
zP5rJCxz*fVc2>l1e>C>2ZU+(5LT*Qq+rHDiJA$%dRe6%$xCmW;m82gjolt9Y1%&CS
zvLIE*{BQHZU~wSnB}KU$R56_^w$HWTG}Jwd_mM*LnJMPzLc8v&(B&}o5G1U0LN}E4
z`;q=LtW|YbwyI?dc()iNM+Us{S4%=*E}hm`9(@1E6zN1qTw*UfiiL(4UUR!2xFC>;
zv+IuF7Gxb|#KW8a*lGx_CM9ryExK)Z18n>){rw({ef0SP7T>Q7>Xp8#riNlU!w|yo
zjLd^X{HZB{?*#w7Wx=;xHdg2m&iyDG_xYyC$l}1*^j(|AwZv6K<yztz|7T}`tbfn{
zq_F@hFD!pbmakobo=ID%Ex4N~F-mwr4?bWnTO_nBal-gHPXXZZ_dod(f1Bg=S8PbT
zIFZfw-S>eX9J4&IYkZigJ+uA)&ai+^LhGFxcE4JR(RnDVI@}$lOpd@CPui5GM62{`
zPvnf2-PsYIGLa$xa4E_r_e}U9lCjfr3%0$hEJl}hcV=F0Q19eZF+3pcK7crHjNi6C
zFCqfCrUykqYEjN$95_9MqcgL4!=Ww6C{X^}SB?`G*^Ggpvk(XA;)}N-05!<!ifCnE
z7CRh_V+()n$`y_%@~5j^O8Cf1x*sVt3{Z?I5-wOgKLvd*g+|9M{6`Fe>rp>J@N$~N
z`6~A))8+R)p9L#=$YTk6?u2^4h%jy9Ci!p?>S6m&CpJZY6q_*{t*WGEfNwA)Vk@*2
z#XML=YU<p0o3QK+Px%icJ6=>s75ym(*g{A#`1=P)XTrXpqanqBSRd~113QfL6$>sR
z3?6A1v=}P2PTI8xQ_C_8CzLCQws&?5k{mC!_W*R9+X7;>>Zf4a^1CJrP+2AT4@~V}
zy*UCBsP;#YmHr-F2=pEG1<Rrde6b+DV0I%MgzP#>&AiOZWo>YkZ<af(&^RiBGhK4f
z8tD|=uiBYszt@<R7mNFSHo>;tk3$W#bBN~I!V}Y-<*B|DeiqI!m5Dvr33WAQegXYZ
z3F}xIhkG=q4!wzGLm=gm;XkAr8g%Jfc_1r_{f>%>Ae7gbJJvsiE2|RG(o{re?l#G8
z!^t*74U!zz*7u;paNa&~ZF+<9XEB@#I8h!~695dkHVsCP4amqOV(S2wM=8sw?y4OI
z0y#<V>bf5iJYQI+ve*KtxikEm5LC89woGJ!a^-Atz~UiDITl<2Wec+xfvk;>kHLjs
z0cY$;s~3>hj4j-5dr$M>`KKDj+M4ZC(GDqK&$VQ2gdga2p#{u`W+t4AqVU`G9=NZ!
z_JD5cfxZ3O>cQ$1pyM}+wfak7c77@j`kk?#ywuTqpR`P2A}MnKd4cz<3^-dypnIK|
zt#xjm$$dXPd=N^juWTd$?6Zj&`M3f>!Q==Mp|jTxK$fT|WGaW_AZjmBol)hPCoAp-
zY$H|&5*J@QzX}$LO)wr%Jta7-<i5WIpeYsgO-jDuzW1#lL_lekK=ORwJ?M;-nG%NR
zu%#8?6ioEXoHrL^1#xUpcEO-85~FKX!59;j1**7hrw75kvfGJ)@$$m=t8R&Ipn=D3
zkqaG}bncBgfEyXRop87zfeW|qssz=NH_gxJYg8b1yZjh#emSi}a6+i+PTy1>MOy$i
zq+@7Fw1r}hMxJ(nB|>vJ9t3jkQ6zE%NR*2?;&qFZ{rdsO19=Y#`1zxrj*pgD+}k|?
z-O70F$K1PbFrRwGOkm0sh`Wpegrs>M<^4osEgHG0KVYYT#lZ<a&jME-XZQu@MwD$J
zNS`V{@xbM`3WF5i%D?OY@IZ*`0?9+VOA8LRk-tp=BLK>*48t&>i`0`mE<X37js=U-
z<g#8>g?)c5F$OY7H^30I1gM=e<<|n+TUOY9;3epY7jrGIbO;>Qu8%x}akim;$NzX_
zXt_S)@BkFZ3!lG0UvnJG3Se_Z!i^vziV<vt>JGDopeHrNxHEnTFpc1R;LvFFZb4yN
z2TB2$SNy^j|1resdf3wpfk=;J1}4Eltkxfhw&c%Lf4|j%L`=U?$XU@wsQ)ExP(rD5
zFIPcJ?<Q)f1AGJzLZ*acHxsp69bf~p(6^!zvPs<ndEh-AuZj@}Wg0<7qac>;I?C}U
zU=hjxSEzr2L;@d9IVpttBe4xD-~*N4@PtSiCTlLF6~5xU{TKcRSau#C`+x=<_y}42
zqy#2^`vA<KK4cAu1LIxx9WxlrHGGgNvCYH9`j{X81p5o@T&LJ@ogAGjP+X-N?lN+r
zfl#t<$MLqEz*Hb$RkB9aZha})t*fh;@aG7yvY%GKt{T*PD2P+`WKwum3DrAvIMBJJ
zvWBiiLT^h5tfJoJcVRc3$MCep3v>uOmX{#b>7{t>#}Kdj?djtG+ygKRrCR%mHkU#|
z%m)P7RcJoYTF53&lv)9kcWD!;64kHdzNB{k1Fb6+gaw2OIovG1(Vsx4vuBcY0BWN9
zgB}HmtIt;>4~qzm4uO2F>=FuPXwcoEG{W2R(;a`g+A$i8NKy5L_ALB3k~}ln-S2gi
z^A3|Uhk~KaqVqAgoLV$&Ic?a=M8#TbLmMzWDDTlso(@}dseS)a2&Qe4hF^-!CV^`U
z5AAT4ni8U)B)Q54QjGIMxkmw^ky3>6W6&c}*O!@Q^iX>GoTZ8?C?aw4;~|_GLORYj
zoxgjzRl~5r*v<o$PBpy4R`qB7Tq*dhi;ddQ_qo8j@EBI-_e;wS&p;K8Xt>bgsR`tI
zE(J?IO%z6y`#TVE@v{V8{_Cb`g3~txx52;=U&(A7;G8<r7)WW9$fZ3x1i8hzQZfl^
zFCUHi6@hoi2O{#X$dKO;d@{zdL`#ZTlOF?{tU(aNbrA>YBDw>xY0!o;s^k41GwmeQ
z-ua)_H7;kNLj10-T}=U!x-mvIPl%<tZG5Dyee1Q(czTH7aNSezEDE<pkD*l9*F7}^
zGI(jW9U(Vl(TzfryXE96y!p(!w~Vg)@`kP&UPy7^Br>R@q({2w&L-rbBEBw>-X{v=
z<!x++(>nI)YS7DDni28p`p+;ZiFP^A>Nh7mYJKBN5z$KNr>T;#c;&g#bG}c8=2KP4
z#xE`l6`qq}Fx7vvBHKI)6;Ur$5S28i%{iIFcbOza=lL%Z>|u-luky}39_qf`<CU!0
z#*&e-jqGKK><KfLBtltkYuO@|F;ry9KC+9bn`Er1+@XZXPE=xAL}WK;QQ7x%{q%I|
zxu55p*Lj`u=jpHE)vK7_Z@$0l`dpvu{fYI{?ofv~U!zZ9U2HifooiJLOe*QyGouXf
zzkK?QuHe&``2%+}yc*V~G)maw1FugV>pqL_ZLGU3(H<hi9aPg68M2>wwEc4wjWzo$
zEwiWbzrgn87IoV=1J6OSOZM1#*8Q=q9U+p2k0@#2p9aSeS||*|idJ6CWDwV0)99C1
z<8%`(2auT!&VAnxi+%<jnS7j9HF=n85OcR-oOv=CGbH+yx9y-C*+CSi7z=Hi%<Qh$
zAu(D_R$(^}iB;}xbjH34T&q$jWHVRF7-`IiA)F%C4#iTVo-}U|t~F$*PXp?6UGL1;
zc)7}BXG0mMW8R~38K;x2E4}l4j}m7dI#a8iGvgZ#Ix&09-9(izq7cB%Ke0NF`GdfI
zBvQif%L3%#2p_#LL>f%cOpgm=VtsrYE57w}vPMU<{K2i{t9tb_S6{u<UK8S3YI``{
z^yUNMHLkD2a97R_b-l-h&pcJ6BI`B6-CkE@o&GKG?I|s^O1yWCT95Li%txfQqQ}Xx
zlLUa`zt%b-tsT>49i94eHH)YGdUA0YM<jikSa_kPDf`2^OoblOpmJg+SbOb%67tP9
z3Hg-r+>BH!_pGy59!m6G39wjmy)vMM_iJ$6U;2I;ppw0VkMsotU#|;_m?e(H2x6Mv
zAxO8r!HwKV(!Q#KOM=>g;_=^yFijg>jG_?(mAjuO4x5yPe_=i>s0;W}U%uOoeX7@F
z9d2GNqkuxRtLStFr%j^q;XHGKk8dq!4VJ;;<>OgDQ@viFSutZ%ZBr3UhZRpsau;y&
zUDJ)@cXE!7ZiArZLlbmlT0Gn)yP2_x6>DA$aiLtMpQ4E7wg`P|=g#ZfNliSWSC_mj
zu-^Q7?}QAZMmJsdz)yIHpN*IEnmA9leoGZh03)hA@v7Q`ox_-erEgMIa22zUp$7V-
zSG)3_qlbj;4_xz&7FN5<Hgam%%olY)f|vY`R`)K^pG15-4WVGd-}O_7C#1Z2b5^T%
zxfRK+x-c6yk9AK@#7XQUSYVkf(K0TaNoEa{sS*^oTxMmE5~~yv>M^`1RPbJ6I6W(O
z2P&bVSH)&2`p$F{m<fMgcV#^V`>G3cCs3j@YqrwAnsU4hc;!!7!HOi}MMF>|CEn*|
zSAe;D3NaWfxKnaFiI9Q`xj0IY@OZZ!*>M+tVhLGrDRkw%9?~mIpgCO!tD%}~HxTV*
zIjEXnDn_si{a|0_7=R;xt#b`lwQ@6_jg4jlS|T5I)3R6QzVu(pabkJ_fV>l5o~)c*
z2?Wo&e77y}NXIW%{L5ERe*f-@2N+0M*8jm6Z&4nK1Tqe<z|N+bJ)D9Yim<l452;D7
z13j-FrgK?~Yw%p&-%|>f`kqocgkexdy?H6$uEQDDcrPN9fR#0<To^HjVXSwqHp{zR
zG9UJC#dx4Ob49Ww>jo@}ZLgza%qEZY-h;`S<eY1QzyVKw+7fumq~lmsn}Q&`s{1dt
zzQ3SzFTZIvmj$1kw({d@Yi`gPxI$5(ngGi~WrZcKP<0vyywv+p8nRMkRdRCh-0LM+
zC);Ut6A4#Zg=f+H3Y7jB|8@A!Bd20KRe<CP$pgOIf^iF<V1XfIjO8Sl%*UZ$+z(j!
zLldcp$b>MU_SPh~RSSCzK!%WnX&S6fGJkGF;)W0%<fOnXRQTt<syi_wk~-h&z*-F$
z65g}GNYy0>RtVzehkBvr`>QRbqNT9VPYc=oUX^;&_tVs_K)4*F4mMEpdFv_4!|cXX
zRE-y)$D(eI!1CaW+p)!88e6Uhyfg{5g4m(!%IECK4keW{^mBJS$Ha@DaOz(|0_k()
ztGt|M!2q3n(G9VGa0C}~|9Tc;&B6Dz+mUO!Gdqk|$um8W7m+<|aBty`JA<GqXP_y!
z#<50LA=*VB5L*4DV-%Jjd#BQ6bh*Hau`85<`w`Pa%hjbBYU_EHsSgO+{<JN_`;2UE
z*jtS1Bu1)A=kE9(qP>j_%nd3%^;F0ZxzjNKNn`xH0F>HvxHC2dAyr=7AQZ&lzJc!)
z`+>3JZjzXtm(^GG`@3<0ss%}K2JAU1AZDC_mfYcqWIo>7697pGj5s_3xyb;=v1RLQ
z4xH-s8E}fa0=VsMr~N4}ItJp=t<+<0A<rRYWw*M^a=qhH?Z(<mHKSWQlJ@#Au}XU)
zJH3tro(M8bB)A{}pQ^yLoT?CjY#i~a&LBI}j0L-T6)pc8y8WQ-V9Q@}RMg*X@)<{0
z<Iz7{(h`2e(rfps$8hWLkrc2J*myUlJV@6CYrmX4mGhR)BOqnT!(muDLxZsaMJKsa
z+H=!<=P!EI5BK`XdX>@s;IA7uHG;k34W14_rF?y{mRK>e07|lr-4#=QYRzaM+Kuq(
zDRN8s__l+?#D!<)sFNnV?R3=YYwlUTpUVJbl3wc4C^(a-I<D2zpl}F^q)!Xbw7*vy
z<{byy1IxV}6{<LEaa7};xd@yvaZ7NmKR94;E62;fb6P?nQZrH*RndjEtB~(Kp#QbH
zVbP58PZgH)6$Jcxr?{%U8d{C{6@aZiXHo8Rbg(^XP<OepXdUr%130#B*CiyIyZT=I
zT&<k=HhuR&0M3-6F3C|4AycWBRga#Tg6~CEwL9j<n4_<AaL={!I+sD`7<4FrEoOOe
zP`CWFO|5nf`&XS+WNy@Py!vYp)cd%cf!t?E0Pg$rw222Sk%Q2fy?sj)zZHNC#*($@
zEe#e;D<VGI-&iYszYmQH%ldgb=HT$q3UHsjmW@}(f2eooKuq&;51igTh8}3g&S=q8
zg*1hBz0XwTK04h#;Xk(d^Mpz3P2OU-U^<tYu)-L_obtmm|IQyQc*=_}bnEL#R~qrf
z_{oxhi5JJJI_7#L?9vPuT1>xqwn9dcwagk8U=kba^0LSA*N)Zl6xCwG(4hp66<EqK
zQ}fQHNMC=>N1mTsh&vYO0s1+!Mu(tv+jKy98NCzDNZCri>i){W!aE41J#1i~XtBJM
zU1mf2U|PKjl?cli#{>_FZafcMHD<rwkdaKnpOw*fR_)y;E`|vMW{Dg^OrV>ORv8!n
z(i8o0DCJKNdp@6le|L#H(-eF)pSRlLe$8`8Ms0f+Vo0>Hf(Yqkt;5jj5k;BTKA#O%
zbe|-OO*J4RCy*+4UXorEd4XhVr~I(gzoj2}3Npc2OJ1h{D~Rf@gfsC4vi%yz(UUJQ
zQ!CV>g=?>|b?7bdPH98@^rDQC59IzBQq=Cvf__1M%y8C+#YJWQgwaXSRp?XinR7)t
z7Pskb-)AO{q>Rj~5x;BQNQKzHE-pSo>NKJ%y5024KQgoc)ExxNWR0V}EmAlD(%!Q^
z_`JXUMpg{#ODv9%P<i?mzIGd<%Zx?!=G|@ZLN?BR;O&!<eFZ(~6K@XCS@Dd~yD^#t
zH*p`AOcj{<cx2WK1}zjdx0IoStjOi9@>UQa<0vi=O4#9tIDw;+M?fZc6rZT&Y_!a8
zdNG}kz5iL8LRS=c3X{$La^82&;KG3IGFJy0PZnX~jW>v;m8s$DNbGQ@D-iWbB3dlN
zmGW%IE!Z52H;w3&+|WDaKsMed?keK3)AWiLN!Wvf@66?}s$dyR>uPwp05aY+4lf9y
zq3@-NETeAw+WEhNCjdoLee7_Mq5l_t%L7f(EfW-ZJ?coM#qZY?=t?N9S)NB6Z}T#k
z8nfn`vd)SaUu=u(ibzXGEcNlGrnh%{H)p=jt6>z$O!2AK66L4mqc)=TJmknW$fNYF
zgtmXE95oeO^(7t|69+`&HkvOKN$BJTHlS#{t&e0eqA!t{T72cx*{#D*i4gdn$<^IQ
z)r1?csL*M^M$b6ZO!wVWB=nEYV%sA!^m%#hYQ(yEzkh{u$yz+k(<S7!ApX`OSYm!L
z?Qyhxld+^*bxc7R$-+&4z1pojibFGV$61-s1`ta)lcJL)!C!BS`0MKljzbL*N-S4n
zikhT?D9K}dwf~8=uR8eevGyWkZYdb&WDZ4#!Pv$Mdhtvjv)mCItEQU)L(_b>ms1XY
zHaVKr(8J&+O3fWL*-G^qaD#{ZT;cmDRYwrN41HpU*Q4{V8Ws$On|iX+w;k2&l}=q%
zSct}rrym>&Z>4+gCT5iGm}57b+j<@-57wDH)YYcE{UbpHIi{H1sU7K=w^y5bE_jP}
z_>*?P<p`rPbU&FbFd|EHj}Y(u8r&{UXDfQ?UbdN=!WfbVMg2PogoYi5-F&QoULO~J
z)kFy%nk&&=N}Kq4IyrL8U{gc86FnWt(_+g?oGrdpf{rw=V<^lcFUo|ytFk27w8K5a
z3*ncsSUzZm$zQ2A$FuF^V_rwFsr?Z7IUjuYYcN0zX%?u>LC5^HmPO)ewSC7&>vf6k
zbfd2_MZP>>0{1opnH4oT23pZ0;}crD6E~UmSb{3lTRW=+=dAyzQw`;Ee!!NrII+Xz
zz+B4OJrH1(nom9Hfn%FPO-ZIET39u6fG{ge!ON`C(<{}Ms9I7scU3BnQj&11VB}Ez
z)~_oqHU2~mAoNWYe0i2$ny|u>xY+vO*h~~eK+_APeInr<hU_z5B@b9LMzLcr+)5zT
zjm&F*07{aFp?9pIWr5s4yW$(OLvyHc8Pk|8Bof}^Lq)xOH3)zRhuq{jAw6vARRVN}
z1Sh4*k{q)SE=BZ|q%0KxWQ^Vs@YZ(n8S)B@B}8hbF*Yy$-XN@Bf<+Yu$Gm$AyJpDp
z?I+rJFI<-3T{;Pb+Gvt~E)FI=Srj$aM*UKSqf&i=iDI#-OWKalFTyy*NJf^}@39Eu
zx^tt0!=!zEUh!wjds>3TecA5Zi`kk%%&2cT$8`untMyK#2ZU66#epW=gP=MziNn$2
zH*|&*22=XRgS^O0VFp`dzH51B@`E%se>KHe=8q%!2zhIsQ(x3s%6M49!PeJy7nrK=
zOPoaq*>QzYwy<u2pk7;@4*7B{8zKMlVcM2gP>%OZqk~3B=Vw4JjL2`t*1#!SbImK|
zsnY(d9}n76!I&?%B;>id1`*09GBflpQ4*E`O;pP9x{}yZddWh=FnfZNbGERVc*msi
z!En`bIc4IE8kUz%S8}$1fO92K8rt@%*8EAd$0qk9qu2V4E4~7kN19<0wqxIgD>FAM
z9mqM6+Our|p|2872QP;NYwKWUIJ+N_m${9XZ)Zf8{<tn&WPyFUa9t*#DQn0^(?2$n
zcuW1`*C1pQx~IFvSi9PDI|ZA_A;yp)2FB&&rU9U<jOwinVj2z~F1KaYswUOKIFZu@
zyB~AseokFi5#p{-eF{77uKm9w>FL}pR_~ODS#YTrTy++gt^Ib{=Y;8J{1pbCGf3ec
zr}!axJwox|Qa)tKFt(N=%U<@%ys--qIeCA;24bGfS;uxTn<2pj4c|UNAdvzDF2~R9
z%2mGz;2ItNopq{va=kx22Ict7RE0B%UEXW34j+CE)<QkMss}%QApc1}mn2aUIncvy
zthwY|20<(Dr=c<I(W@2LFKQ2mz&r)5lo{tAxcX5{_Z4oQY-W-U*LV{UWR1*kfWw}Y
zyvYoihIf8V&v^S%({H@`LxNl`iXtaTF&X3Z*1Fvl2K;|F*rPJJx+}OYWRAhLC+IXU
z+Ee1qV{1C1cRx*HZrw^T<_;V3g=Am@bTYw%VOLq=pE}REL$L~KYnK&RyPhOxS3~`O
zw!t)PS{wZKve`Ifk{V9b^UmcdxZssS*q0e2)9xGV4Za+i`w5(%nXI>sTYtGE-}uht
z{kGfUVHpq7|H@JD-s)BcJxSDhyuf+l73dm0X{<?3LBpeQ1EK99SE)d^OXgXME}I@T
z#LTfPgQ}yfcQy1r813iPlM=(m^;j{ztG5MX=6-)fu0DEdA|Rh64{B>3VoHd+@BQYu
zWzVcw^>gtE7Fp#22%fbxLWU~QZ=RsdXW9@WeIwnSz1E^8MXZ#@A*+b3@v~>Dw^MZw
zL<+bWc->J{V8jg|Et7_@2O}Npm&^%9+q92mOj!?@p>MSxRP`F3dR35cL;)G4^rSsP
zV(?%+`M&H|ATG;17Bp4L2&p%%4GOez&CouJpymU?bYX}eEd+Kw_BekxG6_4=lnFIZ
zi<*pMbwlA1Kfk2IOerwv=vAw~e?yig!U<4H3Sc(P4%9wks9@1<Ciq%fHeWvcq=qd}
zv5z=-gRzEsZ%_58o~G@TBIPJ5x=vS=A@qE^q9J<jd3%6aI|c&45KTg<nfW&Akb3KZ
z#|CC9G_<PoTU!(`Nv!{%&=Z?b`c@)bsG=VrdU`bZr-Por8HHiK0i*L<$jbF+kv=v$
zV!Mump1qf=7VBE1^=KIP#H`D*rf-C4G*Kw(wfNr|^c??S&|fbUou$FlWC$mh%e)wL
z)aM&X49Q{WIF7yy!+jT)%M)Uh^FxW&Hz+PDfd;#dq;=c{Rgm_`XWd#g$jQFv#Hcq3
zpOoe)vkXTV__)t;`Nn=*0bkIgmIpuK^Rvt?`+MU`hC#78f=?6iu(ql-;lZ5i`mCa#
z+_0ljDGMFNE11ZQwYYT-ozwMS(&rh8yIUMadEJ<O(986J#+gUmo^zj47iSYqZI3S}
z?{xs0kOHLn-uXx%J5}ohk<ih^-NXYK7nt~UV=BeJhh^XJcfkln@UVKozW#$q_i=?f
z4VI`0Ikfsjl#IVkVq^76)_Zy<)j$!O;axeMlK5a}ff%AtmoZYBARzJZkvZVCIh`K}
zykP!mP^D#+Uwr#AO$?h1jNL9JJQs#I$A&HQxC9|$&n#ODZd?yEkg^%gsYp#ynAiwQ
zS3?GI8Xj9uw5O(^hnNWRkzJ_UsMP<$J+To>Kf$mNfO@o9vk1rgllY)!;m?TzrvOz5
z{P!sxR*f3xV6bbvXD4FpJwo$5eWd%v-=3LH7s;o7&T&gVX?m-JO{fNBCe^PP_?3-5
zb;EGls@)epCjN-Y-CCwx=}hlMXcpP_z5+W8$Hh1}&n|-A#&}>F(mXzwd^y)KSpbd`
z$!8WY#O(aYCa9?~TQTYcYSzdc_>iPw{M~-~EPNXH>`o&?>Vc7yFu(f%>2>_p*T7@q
z&na%qe1QIY@}0iL_iFun|NNMDDHFk0t^mD2S?vk9Rpu{@x`F_ev<5pUK}jxt@X@J(
zK1k`__t;(grM_aoK=QQ+3{c+}H|Nq6Rl3Su2ZI6zA0kKpf+P$GADwJwlI5eM9xk9M
zyeeT^IT@w>8HpO~ywndmU=3s?=ued$TT}1%)_ZtHP3_G~Xsr|9)q3`nen=KQTx|;o
z3d7-y0F!1|&mUod^bKjtVq3%OMP_+d9>IrzC4S-K2IP|X!|=mx;u}20=0IxWjk)=!
z`i0_0Fhb0K!&6bK(we98agX2g=lGjw2biO$UbDYaG+;EUbo?L~+fA@kQ3MnQ6x^i6
z6)-P+EfqF&$h|Z$5HJ&G33jK>((ms<o)_?YIa%(Kzp`!R6CB}5-*vML^BQ5g`i&(X
zS?k%hFtZQ?;!5MQ2-_Bk+G6|rjv<+UMP%kc`S$@NG$Lhka^i(g%dAf?x}N}bal{8U
zqQJQ3*|VMCk&!iDo#S~3m)BjSpR0QnTxIszE9Xkv#6EyCNI+GLiakh}&8+BE2dD0_
zc=J?KC!Z6orxu|}d3EE?_Q_1!zsdG_A<|e<QNxt3g?HIh5_daPT*~0Yx^3s)_wckO
z-*6x$cQd$@R+{IIjJ2wfGs+^P?0fogYD(O`a*sFd`R*d2TT%L@hvZwPOe~01BpUpd
z;XZiIrN<etbH5d^k~dV0kg=<JXMn>zlRDdeC|uaWI2iP{^Lg&<wrOwj@dtzqqk?HK
z?(0*&V-<Z8AI@0ZI%Q6F`g&-)ltmH})`gf!^V!)mFLTl02OZ~>yU13R9c$(S7VkK}
z2@P~rFwp|zz2rtFFy1X5dc5&`jQSR4!19!Nt?iy%!XI1XKY?{awxsChDfCkTR9q;9
zc}aWywhftq-R|-!+NZKq;TMc!A`eAe2$M0P<mJv*(s<KUP;r7rR}j7(>raYdPnN7q
zNg!EGh>)8TDXpn7RpZt8b3#+weN&lHL$=|2J8W|FSj<0lvgVFs4+zeU`e3@4NMH4K
zGh#<llvX7jf$#1<`&h-%_h6C)2^Q3Ym-+XFXrL-tmvk;9NyU(M#a=ogw~mrO3Fa}2
zT7pKBEVPSHw0*dESY$0pk>MClm*{V_{f0dgIDDt$T`>+Gl-AFiwfkFyk3pXsV3s}Y
z(vIa~>Bnw;A-U@2O1G%{Yyc70@%<D?&OJh+QclD}AvaxOE5W>RSHskzz45>;T#{^W
zX|9lt@C+}u{?^CNnF&p@A^CmudTSpxm32YCMq9Ii@^~r7e>AyRrCYw8jp(^7M-(Ne
zqX<b#CuOwp`^Sl<GYu!hmffC<pOkjeIMbSL!lgK_h7ZSORcIz3+0Y7>Kj*q`WS7HN
zNyoRZS>YKBPCc`18hp%)X9^JDO}ltkW@q&5-tnkdzgQH$;90?H(;H~{x_=&@Ark?y
zqWGyCS?E8e+0hp!4o=WG=PGLa=IbGCu)2J;l9~jG7cX3|x@BZ*3x*;>S`>EK9#4b5
zC_jI~03}KzshN>849Q7%QI!uuw#IX*YhB@wZPLMOdmy_iR@7?I!`BK+o9G5VX*fS+
zUs<bNl)z6pVL~rIs8kVQNZPwA=eKzmd(W+ZpxGys>WaKorBe6c?Y59L0Ty#R{ICdq
z-MYsAVH|cV-T<ZJ`4lpsI0xS7{~DdZtCa2D7C@v%spo16M>IibZhr4xZJ-F9{<DgP
zWQ6xe3$L?y^Y3JFgR@v^{~OrO_&flB90{+<a0zP&7&iIyyc9E~js>KrAo1g8!H~7X
z>YuH&!y6I{8^MVEsRUs!7b+blA($aB9$u&2u`~U!Ol8wun@1h6Kh(yImeV?eUFRM=
z1>rvb6L@<`Zj3Zu+Zr@@B<~ki*fCD5pstkx(au``4KgV(N|&q8*Uzm*+|7uF?!o`7
z{eV}ZFpq|JffS6&{XleIT<zeWgCOFPeT*n&m^R3RV#&Hz1IP3@Kub$md39F17ePR~
zyIMwT3dH4)@4&9L!d>n8OVx*0+kf)o&44WQs)FG33O4le8aOtjz%uIWatV$ySBTC~
zO8!^VcwVVX>SwFfg?I3izJQy=lPeE_7px=m?)UQ9K&n<6euwB}uq}3!qWjx40sQZR
z`LR?#`$PZU8_w`;TK{mz@3+pcpP3dCuYY~@+bdG2(B?kDZ{PZdVujaE+%(<))0?^Z
z*T_OYe*Is%$j?`%K;+u}PdDFB`AdRf^CtY)e@y3pYia-2pBTBy|6hKcaLMf(f>tBT
V#ebr?i?_g^L%PQJVjaiO{{ToJ+sOa`

literal 0
HcmV?d00001

diff --git a/modelling/data/abingdon-flowers/analysis/calendar_activity.json b/modelling/data/abingdon-flowers/analysis/calendar_activity.json
new file mode 100644
index 0000000..1f8b87f
--- /dev/null
+++ b/modelling/data/abingdon-flowers/analysis/calendar_activity.json
@@ -0,0 +1,703 @@
+{
+  "schema_version": "seasonal-ecological-calendar-activity/v1",
+  "source_cluster_schema_version": "seasonal-ecological-calendar-clusters/v1",
+  "n_clusters": 8,
+  "normalisation": {
+    "method": "species_max",
+    "description": "Each species is normalised to its own maximum synthesised value before cluster-level monthly aggregation.",
+    "value_column": "synthesised"
+  },
+  "clusters": [
+    {
+      "cluster_id": 1,
+      "calendar_label": "Snowberry neighbourhood",
+      "description": "Single-species cluster containing Snowberry, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around September, a moderate autumn component, moderate summer suppression, and balanced response dynamics. Its defining traits include year wrapping winter presence, atypical winter peak, and moderate autumn component. Compared with the full species set, trough month is lower than the whole-set average and autumn to winter weight ratio is higher than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Snowberry"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.289268,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.053012,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.009363,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.001653,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.000292,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.035926,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.291041,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.706134,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 1.0,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.936094,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.581471,
+          "n_species_contributing": 1
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.244276,
+          "n_species_contributing": 1
+        }
+      ]
+    },
+    {
+      "cluster_id": 2,
+      "calendar_label": "Resident With Summer Detectability Collapse",
+      "description": "Cluster of 6 species, mainly representing resident with summer detectability collapse. Detectability peaks around May and and is lowest around September. The shared pattern includes moderate baseline presence, moderate summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, moderate summer suppression, and late spring early summer detectability peak. Compared with the full species set, fit score is higher than the whole-set average.",
+      "n_species": 6,
+      "species": [
+        "Nettle",
+        "Daisy",
+        "Shepherds Purse",
+        "Dandelion",
+        "Common Cleavers",
+        "Germander Speedwell"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.262306,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.309034,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.423749,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.814026,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.990138,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.687428,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.327064,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.205891,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.199651,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.215433,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.225705,
+          "n_species_contributing": 6
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.340456,
+          "n_species_contributing": 6
+        }
+      ]
+    },
+    {
+      "cluster_id": 3,
+      "calendar_label": "Narrow Winter Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing narrow winter seasonal presence. The fitted active window runs roughly from January to March, with a mean peak around February, and and an average width of 1.7 months. It is characterised by narrow season and moderate active window. Common high-support traits include winter peak, narrow season, and strong offseason suppression. Compared with the full species set, season end month is lower than the whole-set average and season midpoint month is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Snowdrop",
+        "Winter Aconite"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.211124,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 1.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.290158,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.000638,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 1e-06,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        }
+      ]
+    },
+    {
+      "cluster_id": 4,
+      "calendar_label": "Extended Spring Seasonal Presence",
+      "description": "Cluster of 8 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around May, and and an average width of 6.0 months. It is characterised by broad season and moderate active window. Common high-support traits include spring peak, strong post peak decline, and early peak alignment.",
+      "n_species": 8,
+      "species": [
+        "Buttercup",
+        "Red Dead Nettle",
+        "Doves Foot Cranesbill",
+        "Green Alkanet",
+        "Honeysuckle",
+        "Red Campion",
+        "Common Comfrey",
+        "Oxeye Daisy"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.000104,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.021833,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.167577,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.591781,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.948469,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.582796,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.264913,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.158593,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.062315,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.008137,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 9e-06,
+          "n_species_contributing": 8
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 8
+        }
+      ]
+    },
+    {
+      "cluster_id": 5,
+      "calendar_label": "Extended Summer Seasonal Presence",
+      "description": "Cluster of 7 species, mainly representing extended summer seasonal presence. The fitted active window runs roughly from May to November, with a mean peak around July, and and an average width of 5.7 months. It is characterised by very broad season and moderate active window. Common high-support traits include summer peak, strong offseason suppression, and strong post peak decline.",
+      "n_species": 7,
+      "species": [
+        "Dog Rose",
+        "Teasel",
+        "Red Clover",
+        "White Campion",
+        "Cuckoo Pint",
+        "Common Poppy",
+        "Cornflower"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.0,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 3e-06,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.001238,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.064865,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.460198,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.856157,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.72511,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.463901,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.199741,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.074768,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.01478,
+          "n_species_contributing": 7
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 6e-05,
+          "n_species_contributing": 7
+        }
+      ]
+    },
+    {
+      "cluster_id": 6,
+      "calendar_label": "Moderate Summer Seasonal Presence",
+      "description": "Cluster of 4 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from May to September, with a mean peak around July, and and an average width of 3.5 months. It is characterised by moderate season and moderate active window. Common high-support traits include summer peak, central peak alignment, and moderate seasonal window.",
+      "n_species": 4,
+      "species": [
+        "Horsetail",
+        "Rosebay Willowherb",
+        "Goats Beard",
+        "White Clover"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.0,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.0,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.000537,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.063317,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.387647,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.827421,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.736237,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.401753,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.090029,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.000107,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.0,
+          "n_species_contributing": 4
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 4
+        }
+      ]
+    },
+    {
+      "cluster_id": 7,
+      "calendar_label": "Moderate Spring Seasonal Presence",
+      "description": "Cluster of 5 species, mainly representing moderate spring seasonal presence. The fitted active window runs roughly from April to June, with a mean peak around May, and and an average width of 2.6 months. It is characterised by moderate season and sharp active window. Common high-support traits include spring peak, moderate season, and strong offseason suppression. Compared with the full species set, season end month is lower than the whole-set average.",
+      "n_species": 5,
+      "species": [
+        "Common Vetch",
+        "Cow Parsley",
+        "Lesser Celandine",
+        "Cowslip",
+        "Garlic Mustard"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.000183,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 0.038141,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.197269,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.608199,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 0.779512,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.297048,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.047299,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.000127,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.0,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.0,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.0,
+          "n_species_contributing": 5
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 5
+        }
+      ]
+    },
+    {
+      "cluster_id": 8,
+      "calendar_label": "Narrow Spring Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing narrow spring seasonal presence. The fitted active window runs roughly from May to June, with a mean peak around May, and and an average width of 1.1 months. It is characterised by narrow season and sharp active window. Common high-support traits include spring peak, narrow season, and moderate offseason suppression. Compared with the full species set, season width months is lower than the whole-set average and season end month is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Bluebell",
+        "Yellow Flag Iris"
+      ],
+      "monthly_activity": [
+        {
+          "month": 1,
+          "month_name": "January",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 2,
+          "month_name": "February",
+          "mean_activity": 1e-06,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 3,
+          "month_name": "March",
+          "mean_activity": 0.003553,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 4,
+          "month_name": "April",
+          "mean_activity": 0.347482,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 5,
+          "month_name": "May",
+          "mean_activity": 1.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 6,
+          "month_name": "June",
+          "mean_activity": 0.163968,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 7,
+          "month_name": "July",
+          "mean_activity": 0.000223,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 8,
+          "month_name": "August",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 9,
+          "month_name": "September",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 10,
+          "month_name": "October",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 11,
+          "month_name": "November",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        },
+        {
+          "month": 12,
+          "month_name": "December",
+          "mean_activity": 0.0,
+          "n_species_contributing": 2
+        }
+      ]
+    }
+  ]
+}
diff --git a/modelling/data/abingdon-flowers/analysis/extracted_clusters.json b/modelling/data/abingdon-flowers/analysis/extracted_clusters.json
new file mode 100644
index 0000000..3a19c07
--- /dev/null
+++ b/modelling/data/abingdon-flowers/analysis/extracted_clusters.json
@@ -0,0 +1,109 @@
+{
+  "schema_version": "seasonal-ecological-calendar-clusters/v1",
+  "source_schema_version": "species-similarity-clusters/v2",
+  "source_created_utc": "2026-05-21T14:39:35.878230+00:00",
+  "n_species": 35,
+  "n_clusters": 8,
+  "cluster_caveat": "Clusters should be interpreted as exploratory seasonal assemblages rather than fixed ecological categories.",
+  "clusters": [
+    {
+      "cluster_id": 1,
+      "calendar_label": "Snowberry neighbourhood",
+      "description": "Single-species cluster containing Snowberry, mainly representing winter visitor with autumn arrival component. The defining pattern is a winter peak around September, a moderate autumn component, moderate summer suppression, and balanced response dynamics. Its defining traits include year wrapping winter presence, atypical winter peak, and moderate autumn component. Compared with the full species set, trough month is lower than the whole-set average and autumn to winter weight ratio is higher than the whole-set average.",
+      "n_species": 1,
+      "species": [
+        "Snowberry"
+      ]
+    },
+    {
+      "cluster_id": 2,
+      "calendar_label": "Resident With Summer Detectability Collapse",
+      "description": "Cluster of 6 species, mainly representing resident with summer detectability collapse. Detectability peaks around May and and is lowest around September. The shared pattern includes moderate baseline presence, moderate summer suppression, weak autumn component, and rapid decline biased response dynamics. Common high-support traits include resident detectability pattern, moderate summer suppression, and late spring early summer detectability peak. Compared with the full species set, fit score is higher than the whole-set average.",
+      "n_species": 6,
+      "species": [
+        "Nettle",
+        "Daisy",
+        "Shepherds Purse",
+        "Dandelion",
+        "Common Cleavers",
+        "Germander Speedwell"
+      ]
+    },
+    {
+      "cluster_id": 3,
+      "calendar_label": "Narrow Winter Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing narrow winter seasonal presence. The fitted active window runs roughly from January to March, with a mean peak around February, and and an average width of 1.7 months. It is characterised by narrow season and moderate active window. Common high-support traits include winter peak, narrow season, and strong offseason suppression. Compared with the full species set, season end month is lower than the whole-set average and season midpoint month is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Snowdrop",
+        "Winter Aconite"
+      ]
+    },
+    {
+      "cluster_id": 4,
+      "calendar_label": "Extended Spring Seasonal Presence",
+      "description": "Cluster of 8 species, mainly representing extended spring seasonal presence. The fitted active window runs roughly from April to October, with a mean peak around May, and and an average width of 6.0 months. It is characterised by broad season and moderate active window. Common high-support traits include spring peak, strong post peak decline, and early peak alignment.",
+      "n_species": 8,
+      "species": [
+        "Buttercup",
+        "Red Dead Nettle",
+        "Doves Foot Cranesbill",
+        "Green Alkanet",
+        "Honeysuckle",
+        "Red Campion",
+        "Common Comfrey",
+        "Oxeye Daisy"
+      ]
+    },
+    {
+      "cluster_id": 5,
+      "calendar_label": "Extended Summer Seasonal Presence",
+      "description": "Cluster of 7 species, mainly representing extended summer seasonal presence. The fitted active window runs roughly from May to November, with a mean peak around July, and and an average width of 5.7 months. It is characterised by very broad season and moderate active window. Common high-support traits include summer peak, strong offseason suppression, and strong post peak decline.",
+      "n_species": 7,
+      "species": [
+        "Dog Rose",
+        "Teasel",
+        "Red Clover",
+        "White Campion",
+        "Cuckoo Pint",
+        "Common Poppy",
+        "Cornflower"
+      ]
+    },
+    {
+      "cluster_id": 6,
+      "calendar_label": "Moderate Summer Seasonal Presence",
+      "description": "Cluster of 4 species, mainly representing moderate summer seasonal presence. The fitted active window runs roughly from May to September, with a mean peak around July, and and an average width of 3.5 months. It is characterised by moderate season and moderate active window. Common high-support traits include summer peak, central peak alignment, and moderate seasonal window.",
+      "n_species": 4,
+      "species": [
+        "Horsetail",
+        "Rosebay Willowherb",
+        "Goats Beard",
+        "White Clover"
+      ]
+    },
+    {
+      "cluster_id": 7,
+      "calendar_label": "Moderate Spring Seasonal Presence",
+      "description": "Cluster of 5 species, mainly representing moderate spring seasonal presence. The fitted active window runs roughly from April to June, with a mean peak around May, and and an average width of 2.6 months. It is characterised by moderate season and sharp active window. Common high-support traits include spring peak, moderate season, and strong offseason suppression. Compared with the full species set, season end month is lower than the whole-set average.",
+      "n_species": 5,
+      "species": [
+        "Common Vetch",
+        "Cow Parsley",
+        "Lesser Celandine",
+        "Cowslip",
+        "Garlic Mustard"
+      ]
+    },
+    {
+      "cluster_id": 8,
+      "calendar_label": "Narrow Spring Seasonal Presence",
+      "description": "Cluster of 2 species, mainly representing narrow spring seasonal presence. The fitted active window runs roughly from May to June, with a mean peak around May, and and an average width of 1.1 months. It is characterised by narrow season and sharp active window. Common high-support traits include spring peak, narrow season, and moderate offseason suppression. Compared with the full species set, season width months is lower than the whole-set average and season end month is lower than the whole-set average.",
+      "n_species": 2,
+      "species": [
+        "Bluebell",
+        "Yellow Flag Iris"
+      ]
+    }
+  ]
+}
\ No newline at end of file

From 55729ec440679ba6b42367cc1d02839f6b1e04ad Mon Sep 17 00:00:00 2001
From: Dave Walker <david.walker5@icloud.com>
Date: Mon, 25 May 2026 09:18:24 +0100
Subject: [PATCH 2/2] Added all-species Abingdon analysis

---
 modelling/scripts/run-calendar.sh   | 9 +++------
 modelling/scripts/run-similarity.sh | 9 +++------
 2 files changed, 6 insertions(+), 12 deletions(-)

diff --git a/modelling/scripts/run-calendar.sh b/modelling/scripts/run-calendar.sh
index 1faf23f..abe2ccd 100755
--- a/modelling/scripts/run-calendar.sh
+++ b/modelling/scripts/run-calendar.sh
@@ -20,18 +20,15 @@ SEASONAL_DATA="$MODELLING_ROOT/data/$1/seasonal"
 WINTER_DATA="$MODELLING_ROOT/data/$1/winter"
 
 if [[ ! -d "$RESIDENT_DATA" ]]; then
-    echo Data folder not found: $RESIDENT_DATA
-    exit 1
+    RESIDENT_DATA=""
 fi
 
 if [[ ! -d "$SEASONAL_DATA" ]]; then
-    echo Data folder not found: $SEASONAL_DATA
-    exit 1
+    SEASONAL_DATA=""
 fi
 
 if [[ ! -d "$WINTER_DATA" ]]; then
-    echo Data folder not found: $WINTER_DATA
-    exit 1
+    WINTER_DATA=""
 fi
 
 # Build the ecological calendar pipeline
diff --git a/modelling/scripts/run-similarity.sh b/modelling/scripts/run-similarity.sh
index 62dfb30..be3a7c8 100755
--- a/modelling/scripts/run-similarity.sh
+++ b/modelling/scripts/run-similarity.sh
@@ -20,18 +20,15 @@ SEASONAL_DATA="$MODELLING_ROOT/data/$1/seasonal"
 WINTER_DATA="$MODELLING_ROOT/data/$1/winter"
 
 if [[ ! -d "$RESIDENT_DATA" ]]; then
-    echo Data folder not found: $RESIDENT_DATA
-    exit 1
+    RESIDENT_DATA=""
 fi
 
 if [[ ! -d "$SEASONAL_DATA" ]]; then
-    echo Data folder not found: $SEASONAL_DATA
-    exit 1
+    SEASONAL_DATA=""
 fi
 
 if [[ ! -d "$WINTER_DATA" ]]; then
-    echo Data folder not found: $WINTER_DATA
-    exit 1
+    WINTER_DATA=""
 fi
 
 # Set the arguments to write the CSV file